{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Single observation hyperparameter inference (vers. 2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can do what we set out to do so many tutorials ago. If you're still here thank you for trudging through everything. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll instantiate a Z2 Scalar Singlet model with Einasto density profile, a residual CCR background model, diffuse gamma ray background and localised HESS source catalogue backgrounds with a binning geometry from 0.1 TeV to 100 TeV and angular coords between -3 and 3 degrees with an 30 and 20 bins per decade for the energy axes and 0.1 and 0.2 angular resolutions for the true and reconstructed axes respectively.\n", "\n", "We'll also set our pointing direction to the Galactic Centre and observation time to 5 hours." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/lpin0002/anaconda3/envs/testofwest/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n", "/Users/lpin0002/anaconda3/envs/testofwest/lib/python3.12/site-packages/gammabayes/dark_matter/spectral_models/core/base_spectral_class.py:121: RuntimeWarning: divide by zero encountered in log\n", " self.log_normalisations = np.logaddexp(self.log_normalisations, np.log(annihilation_fractions[channel]))\n", "/Users/lpin0002/anaconda3/envs/testofwest/lib/python3.12/site-packages/gammabayes/dark_matter/spectral_models/core/base_spectral_class.py:126: RuntimeWarning: divide by zero encountered in log\n", " new_annihilation_fractions = np.exp(np.log(annihilation_fractions[channel])-self.log_normalisations)\n", "/Users/lpin0002/anaconda3/envs/testofwest/lib/python3.12/site-packages/gammabayes/priors/astro_sources/diffuse_emission/fermi_gaggero_diffuse.py:79: RuntimeWarning: divide by zero encountered in log\n", " fermi_integral_values= logspace_integrator(logy=np.log(fermievaluated.value), x=energy_axis, axis=0)\n", "/Users/lpin0002/anaconda3/envs/testofwest/lib/python3.12/site-packages/astropy/units/quantity.py:666: RuntimeWarning: divide by zero encountered in divide\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n", "/Users/lpin0002/anaconda3/envs/testofwest/lib/python3.12/site-packages/gammapy/modeling/models/spatial.py:583: RuntimeWarning: invalid value encountered in multiply\n", " return u.Quantity(norm * np.exp(exponent).value, \"sr-1\", copy=False)\n" ] } ], "source": [ "from gammabayes import GammaBinning\n", "from gammabayes.priors import HESSCatalogueSources_Prior, FermiGaggeroDiffusePrior, ObsFluxDiscreteLogPrior\n", "from gammabayes.dark_matter import CombineDMComps, Z2_ScalarSinglet\n", "from gammabayes.dark_matter.density_profiles import Einasto_Profile\n", "from gammabayes.hyper_inference import MTree\n", "from gammabayes.likelihoods.irfs import IRF_LogLikelihood\n", "\n", "\n", "import numpy as np\n", "from astropy import units as u\n", "\n", "pointing_direction = np.array([0., 0.])*u.deg\n", "observation_time = 5*u.hr\n", "\n", "true_binning_geometry = GammaBinning(energy_axis=np.logspace(-1, 2, 91)*u.TeV, \n", " lon_axis=np.linspace(-3, 3, 61)*u.deg, \n", " lat_axis=np.linspace(-3, 3, 60)*u.deg)\n", "recon_binning_geometry = GammaBinning(energy_axis=np.logspace(-1, 2, 61)*u.TeV, \n", " lon_axis=np.linspace(-3, 3, 31)*u.deg, \n", " lat_axis=np.linspace(-3, 3, 30)*u.deg)\n", "\n", "\n", "irf_loglike = IRF_LogLikelihood(\n", " pointing_dir=pointing_direction,\n", " observation_time=observation_time,\n", " binning_geometry = recon_binning_geometry,\n", " true_binning_geometry=true_binning_geometry,\n", ")\n", "\n", "dark_matter_prior = CombineDMComps(\n", " name='DM',\n", " spectral_class=Z2_ScalarSinglet,\n", " spatial_class=Einasto_Profile,\n", " axes = true_binning_geometry.axes,\n", " binning_geometry=true_binning_geometry,\n", " irf_loglike=irf_loglike,\n", " pointing_dir=pointing_direction,\n", " observation_time=observation_time,\n", ")\n", "\n", "diffuse_prior = FermiGaggeroDiffusePrior(\n", " binning_geometry=true_binning_geometry,\n", " pointing_dir=pointing_direction,\n", " observation_time=observation_time,\n", " irf_loglike=irf_loglike\n", ")\n", "\n", "\n", "hess_prior = HESSCatalogueSources_Prior(\n", " binning_geometry=true_binning_geometry,\n", " pointing_dir=pointing_direction,\n", " observation_time=observation_time,\n", " irf_loglike=irf_loglike\n", ")\n", "\n", "\n", "ccr_prior = ObsFluxDiscreteLogPrior(\n", " name='CCR_BKG',\n", " logfunction=irf_loglike.log_bkg_CCR,\n", " binning_geometry=true_binning_geometry,\n", " pointing_dir=pointing_direction,\n", " observation_time=observation_time,\n", " irf_loglike=irf_loglike\n", ")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulate Event Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll then construct simulate $500$ events with 50% coming from dark matter, 50% to the background with 70%, 20% and 10% for the CCR, local and diffuse for the background components. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/lpin0002/anaconda3/envs/testofwest/lib/python3.12/site-packages/gammabayes/dark_matter/spectral_models/core/base_spectral_class.py:223: RuntimeWarning: divide by zero encountered in log\n", " log_channel_comp = np.log(channel_comp) - np.log((energy*u.TeV).to(self.inverse_output_unit).value) - np.log(np.log(10))\n" ] } ], "source": [ "num_events = int(5e2)\n", "signal_fraction = 0.5\n", "ccr_frac = 0.7\n", "local_frac = 0.2\n", "diffuse_frac = 0.1\n", "\n", "true_event_data = diffuse_prior.sample(num_events*(1-signal_fraction)*diffuse_frac)\n", "true_event_data+=hess_prior.sample(num_events*(1-signal_fraction)*local_frac)\n", "true_event_data+=ccr_prior.sample(num_events*(1-signal_fraction)*ccr_frac)\n", "true_event_data+=dark_matter_prior.sample(num_events*signal_fraction)\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([,\n", " ],\n", " dtype=object)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "true_event_data.peek(count_scaling='log', figsize=(10,4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Adding noise..." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 0%| | 0/492 [00:00,\n", " ],\n", " dtype=object)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "measured_event_data.peek(count_scaling='log', figsize=(10,4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Marginalise nuisance parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we need to specify what observational prior parameters we are interested in and how we wish to explore them. For the first step of inference we will require the `ParameterSet` for each prior where each set is independent of the other (regardless of whether this is true or not, prime example being the dark matter mass)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'mass': {'name': 'mass', 'discrete': True, 'scaling': 'log10', 'bounds': [0.12, 38.11876574469643], 'absolute_bounds': [0.12, 80.0], 'parameter_type': 'spectral_parameters', 'dynamic_multiplier': 5.0, 'num_events': 10.0, 'default_value': 1.0, 'bins': 121, 'axis': array([ 0.12 , 0.1259015 , 0.13209322, 0.13858945, 0.14540516,\n", " 0.15255607, 0.16005864, 0.16793019, 0.17618885, 0.18485366,\n", " 0.19394461, 0.20348264, 0.21348974, 0.22398898, 0.23500456,\n", " 0.24656189, 0.25868759, 0.27140962, 0.28475731, 0.29876143,\n", " 0.31345426, 0.32886967, 0.3450432 , 0.36201212, 0.37981557,\n", " 0.39849457, 0.41809219, 0.4386536 , 0.46022621, 0.48285974,\n", " 0.50660637, 0.53152083, 0.55766057, 0.58508583, 0.61385985,\n", " 0.64404895, 0.67572272, 0.70895418, 0.74381994, 0.78040036,\n", " 0.81877978, 0.85904666, 0.90129384, 0.94561869, 0.9921234 ,\n", " 1.04091518, 1.09210649, 1.14581534, 1.20216555, 1.26128702,\n", " 1.32331603, 1.38839557, 1.45667567, 1.52831372, 1.60347487,\n", " 1.68233239, 1.76506804, 1.85187257, 1.94294606, 2.03849848,\n", " 2.13875008, 2.24393196, 2.3542866 , 2.47006839, 2.59154422,\n", " 2.71899413, 2.85271192, 2.99300584, 3.14019928, 3.29463158,\n", " 3.45665872, 3.62665422, 3.80500995, 3.99213706, 4.18846692,\n", " 4.39445211, 4.61056748, 4.83731121, 5.07520601, 5.32480027,\n", " 5.58666936, 5.86141694, 6.14967638, 6.45211216, 6.76942148,\n", " 7.10233579, 7.45162254, 7.81808692, 8.2025737 , 8.6059692 ,\n", " 9.02920335, 9.47325179, 9.93913815, 10.4279364 , 10.94077332,\n", " 11.47883113, 12.04335015, 12.63563173, 13.25704121, 13.90901107,\n", " 14.59304425, 15.31071759, 16.06368549, 16.8536837 , 17.68253334,\n", " 18.55214509, 19.4645236 , 20.42177209, 21.42609725, 22.47981424,\n", " 23.58535213, 24.74525943, 25.96220996, 27.23900907, 28.57860007,\n", " 29.98407099, 31.45866176, 33.00577163, 34.62896704, 36.3319898 ,\n", " 38.11876574]), 'custom_dist': False, 'distribution': , 'transform_scale': 121, 'rvs_sampling': False, 'prior_id': 'UnknownPrior'}},\n", " {},\n", " {},\n", " {}]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from gammabayes import ParameterSet\n", "\n", "shared_parameter_specification = {}\n", "\n", "parameter_specifications = [ ParameterSet({'spectral_parameters':\n", " {'mass':\n", " {'name': 'mass',\n", " 'discrete': True,\n", " 'scaling': 'log10',\n", " 'bounds': 'event_dynamic',\n", " 'absolute_bounds': [1.2e-1, 8e1], # Values that the event dynamic bounds cannot go passed\n", " 'parameter_type': 'spectral_parameters',\n", " 'dynamic_multiplier': 5,\n", " 'num_events': 1e1,\n", " 'default_value': 1.,\n", " 'bins': 121}\n", " }\n", " })\n", " ]\n", "\n", "# Specifying empty parameters\n", "parameter_specifications.append(ParameterSet({})) \n", "parameter_specifications.append(ParameterSet({}))\n", "parameter_specifications.append(ParameterSet({}))\n", "\n", "parameter_specifications" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Additionally, we do not require the IRFs to be immediately normalised when called, this is due to various reasons but mainly that it ensures numerical stability. All you need are the integrated IRF values for each combination of true values in your `true_binning_geometry` but I have made an auxillary class called `FOV_IRF_Norm` that makes this, among other things, easer but I'll add more detail about this in the multi-observation inference tutorial.\n", "\n", "It will take about 3 minutes to fill in all these values." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Filling in buffer: 100%|██████████| 91/91 [02:32<00:00, 1.68s/it]\n" ] } ], "source": [ "from gammabayes.hyper_inference import DiscreteAdaptiveScan\n", "from gammabayes.likelihoods.irfs import FOV_IRF_Norm\n", "\n", "\n", "log_likelihood_normalisation = FOV_IRF_Norm(\n", " true_binning_geometry=true_binning_geometry, \n", " recon_binning_geometry=recon_binning_geometry, \n", " original_norm_matrix_pointing_dir= pointing_direction,\n", " new_pointing= pointing_direction,\n", " pointing_dirs = [pointing_direction],\n", " irf_loglike=irf_loglike\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then all one would need to do is evaluate the priors and IRFs across the true binning geometry and numerically integrate appropriately. \n", "\n", "However, much of this grid has such low probabilities that they make negligible impact on the results. For this reason `GammaBayes` contains the `DiscreteAdaptiveScan` class, which takes in the prior, IRF, IRF log normalisation and parameter specifications and numerically integrates within the set of bounds. \n", "\n", "The input `[['log10', 0.5], ['linear', 0.5], ['linear', 0.5]]` means that energy values within 0.5 in magnitude and angular values within 0.5 degrees will be explored/integrated. You can compare these widths to those of the IRFs to see how they compare. \n", "\n", "But for now we put this information into `DiscreteAdaptiveScan` and it will (hopefully) handle the hard stuff.\n", "\n", "___Note: The parameter specifications must be in the same order as the input priors___" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from gammabayes import Parameter, ParameterSet, ParameterSetCollection\n", "\n", "\n", "nuisance_marg_method = DiscreteAdaptiveScan(\n", " log_priors = [dark_matter_prior, ccr_prior, hess_prior, diffuse_prior], \n", " log_likelihood = irf_loglike, \n", " axes =recon_binning_geometry.axes,\n", " nuisance_axes = true_binning_geometry.axes,\n", " prior_parameter_specifications = parameter_specifications, \n", " log_likelihoodnormalisation= log_likelihood_normalisation,\n", " bounds=[['log10', 0.5], ['linear', 0.5], ['linear', 0.5]]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get the log marginalised probabilities you then need to call the `nuisance_log_marginalisation` method passing in the __measured__ event data. It does not have to be a `GammaObs` instance, but an array of size Nx3 with each row being energy, longitude and latitude values. \n", "\n", "I use `GammaObs` here as it creates this matrix with only the unique energy, longitude and latitude combinations decreasing computation time (especially for larger numbers of events)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " \r" ] } ], "source": [ "log_marg_results = nuisance_marg_method.nuisance_log_marginalisation(measured_event_data=measured_event_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The sizes of the outputs should be (number of unique events, *shapes of discrete parameter values being explore*) or (number of events, *shapes of discrete parameter values being explore*) if using the raw measurement values. \n", "\n", "In this case we had 500 events and only passed in the unique measurements, so the shapes should be something slightly less than 500 by 121 for the dark matter priors and then just the rough number of events for the backgrounds as we didn't introduce any parameters for them." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(480, 121), (480,), (480,), (480,)]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[marg_results.shape for marg_results in log_marg_results]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hyperparameter analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we want to combine these results and produce a combined posterior. To do this we need some standard way to store how the observational priors are related to each other. \n", "\n", "Unfortunately, this is one of the things in `GammaBayes` that is very much enforced, you have to use a class called `MTree` which is a specific instance of a common data tree structure for use in `GammaBayes` for this exact purpose.\n", "\n", "We;ve tried to make it as user friendly as possible but if you have any particular difficulties with it hopefully the below example helps." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "___ID Structure___:\n", "root __\n", " |__ DM\n", " |__ bkg\n", " | |__ CCR_BKG\n", " | |__ HESSCatalogueSources_Prior\n", " | |__ FermiGaggeroDiffusePrior\n", "\n", "\n", "\n", "___Leaf Values___:\n", "('DM', 0.5)\n", "('CCR_BKG', 0.16666666666666666)\n", "('HESSCatalogueSources_Prior', 0.16666666666666666)\n", "('FermiGaggeroDiffusePrior', 0.16666666666666666)\n", "\n", "__Nodes__:\n", "TreeNode(value=1.0, id=root)\n", "TreeNode(value=0.5, id=DM)\n", "TreeNode(value=0.5, id=bkg)\n", "TreeNode(value=0.3333333333333333, id=CCR_BKG)\n", "TreeNode(value=0.3333333333333333, id=HESSCatalogueSources_Prior)\n", "TreeNode(value=0.3333333333333333, id=FermiGaggeroDiffusePrior)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from gammabayes.hyper_inference import MTree\n", "\n", "mixture_tree = MTree()\n", "\n", "mixture_tree.create_tree(layout=[\n", " \"DM\",\n", " {'bkg':[ccr_prior.name, hess_prior.name, diffuse_prior.name]}\n", "])\n", "\n", "mixture_tree" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have all these mixture values, we need to specify how we are going to analyse them. They follow the same inputs as standard parameters except now we are going to use the `Parameter` classes links to `scipy` and use custom distributions for the Dirichlet distributions. We will presume no information about any of the mixture parameters so all the alpha values will equal one. \n", "\n", "Otherwise, things to keep in mind when specifying these:\n", "- they have to share the same names as the nodes in the mixture tree above\n", "- if a leave/node is specifically meant to be applied to a specific observation prior model, the name of this prior model has to be the one specified in the mixture tree and thus also here\n", "- for parameters that are dependent on each other, the first parameter mentioned needs to have all the relevant information including what other parameters are dependent on/with it but otherwise all you need to do after that for the other dependent parameters is state that they exists and whether they are continuous or discrete (in this case all mixture parameters might as well be continuous)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "mixture_parameter_specifications = {\n", " 'DM':\n", " {'discrete': False,\n", " 'bounds': [0., 1.],\n", " 'dependent': ['bkg'],\n", " 'custom_dist_name': 'dirichlet',\n", " 'custom_dist_kwargs': \n", " {'alpha': [\n", " 1., \n", " 1.]}},\n", "\n", " 'bkg':\n", " {'discrete': False,\n", " 'bounds': [0., 1.],\n", " 'dependent': ['DM'],\n", " 'custom_dist_name': 'dirichlet',\n", " 'custom_dist_kwargs': \n", " {'alpha': \n", " [1., \n", " 1.]}},\n", "\n", " 'CCR_BKG':\n", " {'discrete': False,\n", " 'bounds': [0., 1.],\n", " 'dependent': ['HESSCatalogueSources_Prior', 'FermiGaggeroDiffusePrior', ],\n", " 'custom_dist_name': 'dirichlet', 'custom_dist_kwargs': {'alpha': [ 1., 1.,1.]}},\n", "\n", " 'HESSCatalogueSources_Prior':{'discrete': False,'bounds': [0., 1.],},\n", "\n", " 'FermiGaggeroDiffusePrior':{'discrete': False,'bounds': [0., 1.],},\n", " \n", " }" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From there we need to provide a mapping between the unit cube produced by a nested sampler or the like, the mixture parameters and the relevant slices of the log marginalised probability results above.\n", "\n", "\n", "This can be done with `ScanOutput_StochasticTreeMixturePosterior` which used to be one of several samplers in `GammaBayes` hence the horrendous name. One can pass in the above information and produce a prior transform and likelihood which you can use outside of `GammaBayes`.\n", "\n", "We also need to re-introduce the number of times each unique event value is repeated. This is done with the `meas_event_weights` variable which is the second part of the `nonzero_bin_data` tuple, the first part is used for the unique coordinate values used above." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "import sys, time, os\n", "from gammabayes.high_level_inference.general_mixture.hyperparameter_posterior_sampling import high_level_mixture\n", "from gammabayes.hyper_inference import ScanOutput_StochasticTreeMixturePosterior\n", "from dynesty.pool import Pool as DyPool\n", "from dynesty import NestedSampler\n", "\n", "\n", "import numpy as np\n", "\n", "\n", "\n", "meas_event_weights = measured_event_data.nonzero_bin_data[1]\n", "\n", "\n", "\n", "meas_event_weights = np.array(meas_event_weights)\n", "\n", "\n", "hyper_mix_instance = ScanOutput_StochasticTreeMixturePosterior(\n", " mixture_tree = mixture_tree,\n", " log_nuisance_marg_results= log_marg_results,\n", " mixture_parameter_specifications= mixture_parameter_specifications,\n", " prior_parameter_specifications = parameter_specifications, \n", " shared_parameters = shared_parameter_specification,\n", " event_weights = meas_event_weights,\n", ")\n", "\n", "\n", "hyper_loglike = hyper_mix_instance.ln_likelihood\n", "hyper_prior_transform = hyper_mix_instance.prior_transform\n", "ndim = hyper_mix_instance.ndim\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can now use the `hyper_loglike` and `hyper_prior_transform` functions however you wish." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-2682.699422669699" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hyper_loglike([0.1, 0.9, 1/3, 1/3, 1/3, 10.0,])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For now, let's pass these into a nested sampler and run it." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "sampler = NestedSampler(prior_transform=hyper_prior_transform,\n", " loglikelihood=hyper_loglike,\n", " ndim=ndim, nlive=500)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "4420it [02:49, 26.04it/s, +500 | bound: 477 | nc: 1 | ncall: 376676 | eff(%): 1.308 | loglstar: -inf < -2609.002 < inf | logz: -2617.587 +/- 0.140 | dlogz: 0.002 > 0.800]\n" ] } ], "source": [ "sampler.run_nested(dlogz=0.8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Extracting the samples and their respective weights we find the below corner plot. And we should be able to reconstruct the true values within 1 to 3 sigmas, or more if you're really unlucky." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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SZQAAAAAAokSfDkkl6ZxzztHixYtVV1enO+64Q+eee67eeOMNzZ07V9nZ2ZEur89IijXrg5+P0vC0WNV42nXHu8Waec5AxVqM2lrv18h+DhkMUkF1qzbV+nTykI5p9Mu3ebStse07xzt1WJLS4ywKS/qsuFm5qbEyqKODNL+yVReM6ghb86taNSjFplBYuuLFAs1aSlAK9FYuh0V2q1HT5hQob+ZSglIAAAAAQLfo8yGp1LGJ01tvvaVPP/1Ub775pj777DONGTMm0mX1Ocl2i17/2WFKtpu1vtKrB+aX6i/nDpRB0rKyFk0e5pQkfV3Sorb2kI7YsVHTF8XNqmrxf2s8q8mo4wcmaKjLJqljndIcZ4wsRqmwplWfFTfqwtEpMkgqqvVpUPKuoPTfSyq667IBdCG306b86eM1e2quvP6Qanbb5A0AAAAAgEMlKkJSqWPDpgEDBmjkyJFyuVyRLqfPyku3a8EvDldSrElrK7yas7xaPzsyXZL0yaYGnTOiY5r858XNSrKZNDwtVmFJi4qa1NDa/q3xjEaDjugfp2NyOjZ0Kq5vU7LDooQYoyqbA3prXZ3OH+XqCErrfMpKtCos6WcvbdTvP9yqcDj8rTEBHFol9T7lV3p/8PPdTpvy0u1dWBEAAAAAAN8vakJSdJ9R/Rx65+qRirUYtWhLkwprWnW0O15twbDmFzbo7LyOoHTB5iZlxFs1wBmjUFj6orhJ/mDoO8fMTorRxEEdGzpVNgdkNhmV6jCrLRjWf9fW6Iw8p0xGqazRL3dSjCTp7nlbdfmcAvnbv3tMAF2vpN6nvJlLNW1OgexWo1wOS6RLAgAAAABgnwhJcUgcNzBR7/7PSNnMBn22pUmxFqNG93OoNRDS4q1NOqszKG3UEJdNiTaTWvwhfVncrFDou7s/0+OtOm1YkmItRtV52+VrD3cGrO/l1+vkIUkyGw0qaWjT4BSbTAbpheVVOv9f69UaCHbn5QNRq8YTkNcf0uypucqfPl5upy3SJQEAAAAAsE+EpDhkThqSpLeuGimLyaAFmxuVFGvSoBSb6rzt+qqkSWcO71ijdH5how7PdMggqbIloNXbPXuMEw6HtbG6VesrvLJZjDppSKLiYkxqbguqpKFNuakdIcyHGxt0RKZDFqO0udanIa5YWU3Su/l1Ousfa9XSRlAKdJe8dDsBKQAAAACg1yAkxSE1KdepN688TBaTQQuLmpSdaFWOM0Y1nnat3u7RpGFJkqSFRU06bkC8JKmwxqfShl073hfW+LSq3KN1lV7N3VCv8ka/ThqcoGS7WaGwtLHGpyMyOzaBWlrWopH9HLKapILqVg1MjlWs2aBPNjXq7H+upaMUAAAAAAAA30JIikPujLzkzqD006Im5Thj5HJYVNbo18Yqr340OFGS9PnWZg1Pi5UkfbW1WZXNHTvetwd3Tb9vaw9rZblHi7Y06fB+DqXHWRQOSyvLPRqf1RGUrtjmUY7TppgdQanbaZPDYtCnmxt14b/zFdjLuqcAAAAAAACIToSk6BZn5CXrvz8b0dlRmpsaq7gYk7Y2+NUaCOqYnHiFw1JBVasGOGMUlvTZliY1+9o1NNWmGLNhj/EaWoP6ZHOjUuMsyk60SpKWlnl0ZHacTMaO7tP+STbFmAwqqG5V/yRb59T7aS8U7BG8AgAAAAAAILoRkqLbnDUiRa//bITMRoM+L27SqAy7jAbpq5IWWU0GjenvUFjStsY2pcdbFApLnxY1yR8MKy/N/p1jrq3wKhDq2MBJkpaUtmh8VrzMRoOKan1yO2MUYzJoY3WrBiTHymSQXllVrcvnbCAoBQAAAAAAgCRCUnSzs0ek6NWf5slslL7Y2qwj+sfJaOhYkzQ7KUZDXbEKhKRWf1DJdrNaA6Edj1mVZDN955gVzQHVeAIalNIRlH5V0qwx/R0yGTo6SnOSO7pIN1a3atCOXe9fWlmta1/d2J2XDgAAAAAAgB6KkBTd7sejXHrlpyNkNkrLy1p0+I5Nl95aV9exzmi8RU1tIZkMUnyMSS1tQS0ubtaY/nF7HbPFH1J5o18Dk3d1lI7NipPJ0BGODk7p2Om+sMbXGZS+vKqmW64XAAAAAAAAPRshKSLivFEuvXBZnkyGjo2W8tI7Nmx6bU2NThiYoBiTQdWedqXYzTIapFpvu9ZXejUy47un3UuSrz2sLXVtewSl47I6OlXzq1o1NNUuq3FnUBqr3Vc5DYeZeg8AAAAAABCtzAc7QElJyX6fazKZFB8fr4SEhIN9WfQBFx2RqnA4rKkvbFB+Zavy0mKVX9Wq11bX6vxRLv13bY2K69uUm2rTxhqfKlsCspoMyoi3qKI5sNdxy5v8GpQco6K6Nn1d2qKjsuO0tKxF6yq8GpVhV0GVV4U1rRqVEiP5O57z8IIyTZ88vJuuHAAAAAAAAD3JQYekAwYMkMFg2PeJu0lKStJxxx2n6667TmeeeebBloBe7OIxaQqFpWlzNii/qmPN0KJan15fU6Mz8px6L79eBdU+HZHp0Mpyj0ob/RrgjFGc1agWf+g7x2xrD6uyJaCByTZtqfN1BqVLylq0psKrwzMdWlfh0ebaNim+4zm/+6BECfEJum5CZjdePQAAAAAAAHqCg55u73a75Xa7ZTabFQ6HFQ6HFR8fr8zMTMXHx3ceM5vNcrvdSklJUX19vd555x2dc845uuGGG7riOtCLXTo2TbOmDpfRIBXV+jQo2aawpPcL6jVpWJIkaWW5R+OzOtYuLa5vU1q8RTbz3sN5jz+kGk+gc+r916UtGp8VJ4OkVeUeHZ4ZJ/M3Pv2/+M8mzV5WeQiuEAAAAAAAAD3ZQYekxcXFmjJlioxGo37729+quLhYDQ0NKi0tVUNDg7Zu3ap7771XJpNJU6ZMUVVVlWpqajRz5kzFxMToySef1GuvvdYV14JebOrYNP370tyOoLTOp6xEq4Ih6ZNNjRqf1bFh09Iyj47M7vi+qLZN/RKs3ztmc1tQdd72PdYo3fn8ZWUtOiZn17IP2YlWhSVd8WKBXiAoBQAAAAAAiCoHHZI+9dRTeuyxxzRnzhz99re/ldvt3uPx7Oxs3XPPPZozZ44ee+wxPfnkk0pOTtZtt92mp59+WuFwWM8888zBloE+YNq4dP3rklwZJJU1+pWdFKP2UFiryls0pn9HF+nybS06KrtjjvyWujYNSo5RzPd0lDb6gmpobdeA3TpKx+4Y67MtTZ3n7ZzGHwpLP32xQC8urzpEVwkAAAAAAICe5qBD0ieffFI5OTk677zzvve8H//4x8rJydGTTz7ZeWzatGlKSUnR8uXLD7YM9BGXj0/Xc5cMkySVNrRpcIpNgZC0rsKjoS6bgqGOoLSzo7SuTf0TrHJY9/5Rrm8NyhcIKSepo/N0xTaPRvez73GO0dAxjX+oK7ZzjdSXVxCUApGWX+lVSb0v0mUAAAAAAPq4gw5JN27cKJfLtV/nulwuFRYW7nFs0KBBampq2sszEI2uODJD952eI0kqrvMpNzVW/qBUUu/ToBSb2kPhbwWlaXFWxceY9jpmRXNABoNBmQkWhSWt2e7VUJet8/EzhjslSYU1rcpN7QhKL3thg15dVX3oLhTAXrkcFtmtRk2bU6C8mUsJSgEAAAAAh9RBh6QOh0Pr169XY2Pj957X2Nio9evXy+Fw7HG8trZWiYmJB1sG+pi7TnVr6phUBcNScV1HcNkWlLY1tO3qKC3r2LVekrbU+eRymJVo23tQWlzfplSHRRnxHUFpUe2u0OWzLU265IiOsL+gulVj+zsUDEtTZ+fr9dU1h/RaAXyb22lT/vTxmj01V94dG7EBAAAAAHCoHHRIesopp8jr9WratGlqbm7+znM8Ho8uv/xytba2atKkSXsc37p1q7Kzsw+2DPQxBoNBz12Sq7PyktUWlEobfDuC0rBK6ts0LDVWwbC0tGxXR+mWujYl281yxu49KF213auhrlg5Y80Khncdb/QFtaysRWfldXSUrtjm0Zj+DrWHpItnrdcbawhKge7mdtqUl27f94kAAAAAABykgw5J//CHPygpKUnvvfeeBg8erOuuu05PPPGEZs2apf/7v//T9ddfr0GDBumdd95RUlKSfv/733c+d86cOQoGgzrttNMOtgz0QVazUa9ekaeThiTKGwirrMGnYTuC0uK6VuWldUyLX/aNoDQx1qyMeMtex11Z7tFxA+OVsNv0fLNRKqzxqbzJr5OHJCosafV2j47NiVd7SLrw+Xy9va72UF8yAAAAAAAAIsB8sAMMGjRICxYs0LRp07R27Vo9/fTTMhh27TYeDne0640ePVqzZs3SwIEDOx879thj9cknn2jEiBEHWwb6qFiLSW9dNVJn/WOtFhY1qriuVUNTY1VY3arNta06LN2udZXezo7SJaUtKq5rU06SVQOcMSqub/vWmM1tQW1r9GvCgHipvONYmsOqluaODtKj3fGdY63Y1hGUfrG1Wef/a73+e+UInT0ipZvfBQAAAAAAABxKBx2SSh0B6KpVq/Thhx/qww8/VGFhoTwejxwOh4YNG6ZJkybp1FNP3SM8laSRI0d2xcujj4uLMWnetSN14b/z9W5+nYpqWjXUZVNhjU+F1V6NyrBrTYVXS0s71ij9urRFWxv8ykyw6PB+dq3a7t1jvGxDleLrPMpzWDuPpXk26PDUBG2p86m8NEEDBw5VbqpNBdU+rd7u0QmDErSwqEkX/Gu93rrqME0entzdbwMAAAAAAAAOkS4JSaWONSRPO+00ps7jkIi1mPTfK0do2gsFemVVtYpqfRrqilVhTasKqrw6PNOhVeUefV3aorH9HVqxzaPypoBCYWniwAStLPeouS2obEOVChzXKdYQkLbvGv9zx68lnyS71Bq2KHfLkxo2ZKja2kMqrverpL5Nxw9M0GdbmjTluXV6+6qRmpTrjNj7AQAAAAAAgK5z0GuSrlq16oDOf+KJJw72JbtNKBRSMBjc49jO5QPQ/Swmo164bLguOaJj1/ui2lYNcdnkD0nrKjwal9WxLunybR6N6meXQVJFc0BrK7w6cXCCxvR3aKDN0xGQfo9YQ0AuQ5M+KmzU8DSHUuxmFde3qcYT0AmDEtTWHta5z67VZ0WN3XDVAAAAAAAAONQOupN08uTJWrRokYYOHbrPc//617/qtttu0y9+8YuDfdlDLj8/X48++qg2bdqkY489VuPHj9eUKVNkMBgUDoe/tXTAAfN7JP/ed2HHdzNLmvWTbMWGW/Xyqhptr/FpVEqMNte2qbDcp9N2dHtu2u7T4S6bNtf61NYqLS1q1YSc+I4p9tv3+TKamGVRQYlPCwu268zhTn1a5FVJlU+jU5w6NcesxVtbdN7TS/TWVYfp2AEJh/y6o4bfE+kKAAAAAABAFDrokLSqqkqTJk3SokWLlJ2dvdfz/vjHP+rOO+9UXFzcwb7kIbdhwwZNmDBBZ511lgYOHKjPP/9cL7zwgpYuXar777//gILStrY2tbXt2jyoqamp45s/50oxBxm0RimzpGclPRu/44Bf0s7va3b7vk3S7h+38v1/jUfrb9SjO8fZJilmx1fZjmM7H5tzAIVj39ro1O7NSht8yq9sPyRj51d65XJY5HbaDsn4AAAAAIDodtAh6cyZMzV9+nSdeuqpWrRokdLS0r51zr333qv77rtP8fHxeu+99w72JQ+pcDisp59+Wqeddppmz54tSSorK9Nrr72mO++8U21tbZo5c+Z+d5I++OCD+t3vfncoSwaAHmHsX1eoxm+V3WqUy2HpkjFdDovsVqOmzSmQ3WpU/vTxBKUAAAAAgC530CHpbbfdpqamJv3+97/XaaedpgULFigpKanz8RkzZuihhx5SYmKi3n//fR111FEH+5KHlMFg0KZNm2Sx7PoP/KysLF199dWyWq26++671a9fP91yyy37Nd6MGTN06623dv5zU1NTR8ftrwqkBKZpH6xwOKyZn5Tqvg9LJUnZiVaVNvplNEhnDHfqsy1NavQFZTZKaQ6r0jwbOjZp2ofjPA9pZWiQzspzqqTepzUVrTIapJEZdq3e7lV6nEWPnTdYd88rVkG1T+nxVi26YbT6J8Yc6kvu25qapD9mRroK/EBef0izp+Zq4qDELgsy3U6b8qeP16KiRk2bU6AaT4CQFAAAAADQ5bpkd/v77rtPjY2Neuyxx3TGGWdo/vz5cjgcuvXWW/XII48oOTlZH3zwgcaOHdsVL3fInXDCCfrvf/+rjRs3atiwYZKk+Ph4XXTRRSouLtYbb7yhSy+9VBkZGfscKyYmRjEx3xGcWR0dXzgoBkm/Pj1PCQmJuuE/m1TQKA1wJqq4vk2v5rfqkiP6aVlZiwprfGpplg5PTejYxX4fMlMStLjaptfyW3X1UelqDDVpQ1WrNjYaFR8Xry0tAd30XoUemXKYbn2rSIU1rfrxC8Wa//PRSoztktsqOlmD+z4HPVpeur3LQ0y306a89O/fcA0AAAAAgINx0Lvb7/Too4/qiiuu0FdffaVzzjlH119/vR555BGlpqbqk08+6dEBaWVlpQKBXf8BPm7cOJWXl+uFF15QXV1d53GXy6UpU6boyy+/1JYtWyJRKvbi+gmZ+veluTJIKq5v01BXrCTppZU1GpZq15j+DoUkFdftR0IqaWCyTRnxFoUlvba6RqfnOpVsN6vO2y6jQUqKNWlzrU/T3ynSH87IkTPWrKWlLTr9mTXy+gn6AAAAAAAAepMuC0kl6Z///KfOP/98LViwQE8//bQyMjK0YMECjRo1qitfpkutWLFC/fr102effdZ57KSTTtKvfvUr/eEPf9CTTz6p8vJdO/4MHTpUeXl5kSgV+3D5+HQ9PzVXRoNUWNOq3NSOoPTd/Do5Y8062h2vqlCCWsPfv1ai32BVszlJR7vj5bAa1eALavHWJk0bm6b4GJO2Nwd0WLpDcVaj8qta9ciicj1xwWAl2kz6cmuz7pm3tTsuFwAAAAAAAF3kgOYFl5SU7POcBx98UMXFxdq8ebOef/55ORyObz3P7XYfWJWHyKpVq3TiiSfqlltu0UknnbTHYzfeeKNaW1t1//33a+vWrTr33HM1cuRIPf7446qpqdGAAQMiUzS+17Rx6TIaDLp8zgYVVLdqbH+HVmzz6ONNjToyO04DBw5V7pYn5TI0aWKWRY/W3yipYw3SzJQEDUy2qdmcpFpzhqySxmXFaWFRk74uaVFuql3nj0rRv5dW6fPiJl0+Lk0vr6zW4uIm2S1G3Xd6jm56o0h//rRM/RKs+tWPsiL7ZgAAAAAAAGC/HFBIOmDAgP3e1V2SJk+e/K1jBoNB7e3tB/Kyh8TatWs1YcIE3Xrrrbr//vsVDodVUFCgbdu2ye12a+jQobr99tvlcrk0Z84cXXTRRRowYIA8Ho/efvtt9evXL9KXgL2YOjZNRoM07YUNWr7No7H9HVq13aMlpS3KTbVp2JCh+qiwUQUlPj0a3/GclaFBWlxtUz+fRUe542XdMVZ6vFWDkm0qqvNp7oY6/WJCP43NitPysha9tKJavziunx7/vFzzCxuUl27Xjcdl6vHPy3Xb20XKS7frzLzkiL0PAAAAAAAA2D8HFJK63e4DCkl7qra2Ns2YMUM+n0/333+/JOnss89WZWWlli9frtGjR2vMmDF67rnndOWVV+qss85SVVWVAoGAMjMzlZ6eHuErwL5cMiZNJqNBl87K1/JtHh2bE68V2zwqqPaprT2k03OdWliwvfP8s/Kcei2/VdubA5pf2KBxWXFKj++ISkdn2rWlzqcaT7tKG/w6c7hTFU1+lTf59VVJs64+KkNPf1mhxz4r172TczR1TKrmrKjW1Nn5WnjD4RqdGReptwEAAAAAAAD74YBC0uLi4kNURveyWCy68847VVhYqOOOO04Oh0MxMTH685//rNTUVL3//vv65z//qdtuu01/+tOflJaWprS0tEiXjQN04eGpMhqkS2bl64utzTo2J16rt3tUXO9Xc1tIZwx3Sts6zi2p9+nqo9L12uoaNfiCWljUpEEpNo3uZ5fZaFCy3axab7vWVXrkdsbonBHJevrLCn25tVnHD0zQOSOS9fb6Ov3u/a36v58M0doKr1Zv9+jMf6zVhl8fqbgYU2TfDAAAAAAAAOxVl27c1FsYjUYde+yxeuGFF9TQ0KC6ujo99dRTOvHEEzVixAhdf/31OvHEE/Xll1+qpaUl0uXiIFwwOlWv/nSEzEaDvtjarHFZcRrgjFGtt10Lixo7z1tT0arPipv0syPTdZS7o/OzqNanN9fW6ZNNjar1diwRkeO0SZIyEqw6Jqdjrv4jC8t1wqBEnTg4UWFJv3qrSL8+OUtZiVZta/Trjx/vey1fAAAAAAAARE5UhqQ7jR07Vi+88IL+8Ic/dHaKhkIh2Ww25eTkqKmpSUZjVL9FfcKPR7n0nys6gtKFRU3KSorR8LRYefyhznOMBmlDVaueX1alY9wJunxcmlwOs8JSZ0B6zohkjUi3dz7nlKFJynHGqD0U1sMLyjR1TJoGpdjk8Yd0y5tFuvH4TEnSw5+UaUlJc7deMwAAAAAAAPZflyWAbW1t+ve//62pU6dq/Pjxys3N1fjx4zV16lT961//ks/n66qX6jIGg0GjR4/WpEmTZDZ3rDywMxQtLCzU4YcfLovFEskS0UXOHZmi/145QlaTQZ9taVJ6nEVn5zk7Hx+ZYVey3aw6b7ueW1Ipo0H6xYR+unJHZ+mFh7s0NmvPtUVNRoMuOtylRJtJVS0BvbC8SneenKV+8VZVtQS0uaZVEwclyB8Ma9JTq7V2u6e7LxsAAAAAAAD7oUtC0sWLFysvL09XXXWVXnrpJS1fvlyFhYVavny5XnrpJV199dXKy8vT559/3hUvd0Da29sVCAT2OBYK7dZBaDTu0S1aV1enO++8U2+++aZmzJhBSNqHnD0iRW9ddZhizAZ9WtSkOu+uz8Xq7V5ZjAb1i7eouS2ofy+t0jv59eqfaNUZw/fsIN2d3WrSlMNSZJC0sKhRCzY3adq4jq7kZ5dU6vJxaRrVz65GX1CTnlqjbY1t3XGpAAAAAAAAOAAHHZKuW7dOkyZNUnFxsdLT03XXXXfphRde0Pz58zVnzhzdfffd6tevn7Zu3arTTjtNa9eu7Yq698v69et12WWX6eSTT9aVV16pF198UVJHMBoMBr91/rx583TLLbfo+eef1/vvv68RI0Z0W63oHpOHJ+vtq0bKZjZo8dZd682mx1lU2RJQa3tIxw1IkCQtL2vRs19XqqLJ/71jDkyx6fThHV2pL62s1oj0WB3tjlcwJP3ugxL9+ZxBGpxiU0WzX1OeXafG1vZDd4EAAAAAAAA4YAcdkt51111qbW3VtGnTtHXrVt1333269NJLdfLJJ+uSSy7R7373O23ZskWXX365Wltbdc8993RF3fu0ceNGTZgwQVarVZMmTVJRUZEefvhhXXnllZIkk8kkv3/P8GvkyJGaOHGiFi5cqDFjxnRLneh+k3Kd+vDno2W37Pr4P3beYA1OsamhNahV5S26fFyaLEaDypv8evrLCn1QUK9gKLzXMY/MjlOqw6L2UFjzCxt1/YR+So2zaFujX09+sV1/nTJYzlizlpW16Kx/rFVbe2ivYwEAAAAAAKB7HXRIunDhQiUkJOjpp5/e69R0i8Wip556SgkJCVqwYMHBvuQ+hcNhPf/885o0aZJmzZqle+65R3PnztXVV1+tZcuW6eKLL5YkWa1WSdJzzz2nrVu3KisrS1dddZUGDRp0yGtEZB0/KFFvXXVY5z/fPa9Yj/x4sPLSYtXiD+nlldX6xXGZOiYnXmFJX2xt1qxlVfL6v92BLHWsb3vsgI7d7j/cWC+b2agbj8uUQdLra2rV5GvXMxcOVXyMSZ8XN+mxRdu64SoBAAAAAACwPw46JPX7/crNzZXNZvve82w2m3Jzc7+1PuihYDAYtG3bNlVUVHQes9vtuuqqq3TTTTepsLBQM2bMkNSxnuoDDzyg3/zmN2pvb5fBYDjk9aFnOHbHtHpJKqj26dY3i/S7yTmaMKBjs6XHP9+m0f0cuu1H/WU2GrS1vk1Pf1mhLbXfvQnZYel2xVqMqmoJ6OvSZuWl2ztf47rXNinBZtJNEzt2vP/1u1v0n9XVh/4iAQAAAAAAsE8HHZLm5eWprKxsv84tLS3VYYcdtu8TD0I43DEleuzYsQoGg9qwYUPnY7Gxsbrwwgs1adIkffLJJ6qvr9eECRM0ffp03X///TKbzYSkUSo93qrCmlb9/LVN+uXx/XTq0CQFQ9LTX1ZoY3WrHjxzgNLiLGr0BTVrWZW+Lmnu/KztZDUbNS4rTpL0+ZYmSdLPj81QjjNGLf6g/rSgTBcdkarzRqUoFJZ+Oqdgj82jAAAAAAAAEBkHHZLefPPN2r59ux599NHvPe9vf/ubKioqdPPNNx/sS36vnSHnmWeeqcLCQs2cOVPNzc2djyckJOjmm2/WkiVL9PHHH0uSrrnmGg0cOPCQ1oWebdENozU+O071re267rVNOuewZP3y+I6uz7fW1emd/Drdf/oAnTAoUWFJczfU6/8WV2jFthb5d1tfNCHGtMe4sRZT5zjzCxtU62nXvaflKDc1Vt5ASH9esH9/YAAAAAAAAMChc9Ah6dSpU/XQQw/p17/+tc4//3zNnz9f27ZtUyAQUHl5uT766CNdcMEFmj59umbOnKlLLrmkK+rep8GDB+uVV17RnDlzNGPGDNXU1HQ+ZrVaNWbMGKWkpHRLLej5+ifGaP7PR+uYnHg1+oK66Y0ihcPSvZNzZJD06eZGPfRJqX46LlXTxqbJbDSo2hPQW+vq9Miicn1U2KAlJc0qqG6VJNl22xTK7bQpNzVWobD08IJSmYwG/fzYfpKkBz8q1dz8ukhcMgAAAAAAAHY4oJDUZDJ959cdd9yhQCCgN998U5MnT5bb7ZbNZlN2drZOO+00vfHGGwoEAvr1r38ts9l8qK7lW0466SS9+uqr+sc//qFrr71WL774otatW6eHH35YZWVlGjx4cLfVgp4vMdasj64brV+dmCVJevzzcm2s8ur/fjJEDqtRRbU+3T2vRJmJVj1z4RBdNjZNaXEWtQZC+mxLk97bUK/NO9YrnTgwcY+xLx+fLqNBei+/XvM21GnSsCSdNypFYUkXz8pX4Y5wFQAAAAAAAN3vgBLLb67B+EN0xRgH4pxzztHixYt166236o477pDZbJbFYtHcuXOVnZ3drbWg57NbTfrTuYOUEW/R7e9s0ZwV1Vpb4dXTFw7VLW8WaXuzXzM/KdPR7nj94rh+OmdEsr4ube5cg9RmMWriwESNznTsMe6w1FidN8ql/6yu0T3zturYnATdfapbW2p9Wlnu0bnPrtVnNx6hFIclEpcNAAAAAAAQ1Q4oJA2FQvs+qQcaO3as3nrrLdXV1amlpUUZGRlyuVyRLgs92G0nZSsv3a7LXtig1ds9+vU7W3Trif21uaZVzy6p1FclzdpS59MNx2XqmJwEHZOTsM8xLxjt0pKSZpU0tOmRhdt0z2lu/XXKYF0yK18bqlp15j/Wav7PRyne1n3d1gAAAAAAAOiCNUl7i4SEBA0YMEAjR44kIMV+OWtEihbecLj6J1pV1ujXHe8Wa0N1q/7vgiHKTLCqqiWge9/fqkcWbpMvsO8/IJiNBk0blyaDpFdX1+ilFdVKjbPo6QuHKinWpK9LmnXh8/nd3m0NAAAAAAAQ7aImJAV+iNGZcdrw6yP1m1OzZTUZtKioSY99Vq5/XTJM5+9YU3RxcZPunlesknrfPsc7on+cLhubJkl6eEGZKpr9GuyK1ZM/GSqTQXq/oF6vra7ZxyhAz1HasOtzb7ca5WLJCAAAAABAL0RICuxDXIxJvz9joD678Qgl2kxas92r6/+zST87MkOzp+YqzmrS1vo23fb2Ft09t1gb97EJ09mHJSs3NVb+YFgPzC9VOBzWyAyHpo3rCE9/OmeDVm5r6Y5LAw5arae98/vlt4yR22mLYDUAAAAAAPwwhKTAfjrSHa/PbjxC6fEWba716YoXC2QzG/X6z/J02rAkGQ1SQXWr7plXrFdWVqs99N3T5o0Gg64+OkNGg/Txpgatr/RKkm45MUvHDUiQrz2sBz4q6c5LA7pEdtKhD0jzK7371bUNAAAAAMCBICQFDsDIfg4tu2WsxmXFqb61XVe+vFELixr1p3MHaf51o3RmnlOhsPTa6hrd8c6WvXaEDki2dW729MbaWkkda5beeHymJGnuhvr9WucUiBYuh0V2q1HT5hQob+ZSglIAAAAAQJciJAUOUP/EGH103WgdNyBBzW1B/X5+qe59f6tS7BbNPHuQ/nTOQNktRpU0tOnBj0r11tpahb5jM6aj3PGSpC+3NnceOyzDrrQ4i1ragvpkU0N3XRLQ47mdNuVPH6/ZU3Pl9YdU4wlEuiQAAAAAQB9CSAr8AImxZn10/Wg9fPZAGQ3S62tqddHz+fqgoF6Tc5368OejdOFol8KSZi+v0m/nbVVx3Z6db5tqOtYuHZ4W23nMaDBowoCODtM73t2i1kCw264JOFAl9T5tqPJ22+u5nTblpdu77fUAAAAAANGDkBT4gWLMRt12UrZe+Wme7BajCqpbdetbRbrn/a2yW4265zS3fnNKtqwmgwqqW3XHu1v0yMJtWlzcpOeXVmrehnpJ0uRc5x7j3jSxv5LtZq3e7tED80sjcWnAPpXU+5Q3c6mufqUw0qUAAAAAAHDQCEmBg3TB6FSV3H20ZpySLYOk/66p1ZUvbVSNp12Xjk3Te9eM1MlDkhQKS4uLm/TIwm16Z32d2kNhjcyw68TBiXuMlxpn0Z2nZEuSnvpyu9raWZsUPU+NJyCvP6R/XjQ00qUAAAAAAHDQCEmBLpDisOiBMwfq3f8ZqfgYk1aWe3TJrHxtrmlVRrxVj/54kF6+fLguHZOqgck2nTHcqUemDNKsqbmymL59G546zKm0OIuqWwJ6cXlVBK4I2D/D05j+DgAAAADo/cyRLgDoS87IS9ayW8bq3GfXakNVq654qUBP/mSoRmY4dNiOr/1hNhp06ZhUPbqoXDf+d5OOcsdrxH4+FwAAAAAAAAeGTlKgiw1NjdVnNx6hI7Pj1dAa1GWzN+jhT0rVHvr2Dvff52dHpmt8Vpw8/pCmPLdOvgDT7gEAAAAAAA4FQlLgEEhxWPTRdaM0OdepYFj699Iq3fCfTVqz3aNQeP/CUovJqL9OGaxku1mbanz6bEvjIa4a6H1K6n1aXtasknpfpEsBAAAAAPRihKTAIRJvM2vuNSP1yk/zZDMb9Hlxky6dvUGnPrlGd80tVnVLYJ9jOO1mHZuTIKlj0ycAu5TU+5Q3c6nG/XWF8mYuJSgFAAAAAPxghKTAIWQwGHTh4an64n/H6MLDXYqLMamqJaA31tbqgn+v17wNdfuchj8oxSZJ2lzb2h0lA71GjScgrz+ku051y+sPqcaz7z88AAAAAADwXdi4CegGR/SP0ys/HSFfIKRPNjXojne3aPV2j257e4vS48p0yZhU/ezI9O/c6b6iyS9JcifZurtsoFfIccZEugQAAAAAQC9HJynQjWwWo87IS9aXNx2hu051KzXOosqWgB5dVK5rXi1Uvbd9j/M3VHn1wcZ6SdLwtNhIlAz0SPmVXuVXeiNdBgAAAACgj6CTFIiAWItJ958xQHdNcuvF5VW68b+btLS0RVOeW6djcxI0KMWmiia/PthYr0ZfUDazQRUNTLcHXA6L7Fajps0pkCTZrUa5HJYIVwUAAAAA6O0ISYEIijEb9bOjMnSUO15TnlunTTU+vZtft8c5NrNBWfFmvbWuTucfka6BKXSUInq5nTblTx/fuf6oy2FhLVIAAAAAwEEjJAV6gBEZDq25bbw+29KoxcVN2lzbKneSTcPTYlXR0Kq31tXJYTPogQ+26idHuDQ5zxXpkoGIcTttcjt3rdFLSAoAAAAAOFiEpEAPYbMYdeowp04d5vzWY+cfka4HPtiqskaf/vRxmSQRlAIAAAAAAHQRNm4CeoGBKbH6yREutQeliuZW3frGZj32aUmky0KUKqn3sWkSAAAAAKBPoZMU6CV2do7e+sZmNfkC+vOCMiXYzLri6MwIV4ZoUlLvU97MpfL6Q7JbjUpx8K8RAAAAAEDvRyfpfgiFQpEuAZDUEZReN6GfTEaj2sPtmvlxqV5eVhHpshBFajwBef0hzZ6aq/zp45WdZNv3kwAAAAAA6OEISb/HmjVrtGLFChmNvE3oOX55olu/O32AEmNi5PG36Z55xXr687JIl4Uok5du32PzJAAAAAAAejPSv71YvXq1Dj/8cL399tuRLgX4liuOztQ9p+UoxmxVeyikp7/YroWb6iJdFgAAAAAAQK9ESPodVq5cqWOOOUa333677rnnnoMaq62tTU1NTXt8AV3h4nEZ+tWPsuSMtcjj9+v6Vwv1p4+KI10WEDH5lV6V1PsiXQYAAAAAoBciJP2GTZs2ady4cbrrrrv00EMPKRAI6KWXXtK9996rWbNmaenSpQc03oMPPqjExMTOr+zs7ENUOaLRtcdl6S8/Hiyjwaxmf0DPfFmh9/NrIl0W0K1cDovsVqOmzSlQ3sylBKUAAAAAgAPGtsS7CQaDmjdvnsLhsDIzO3YMP+OMM1RTU6NAIKCmpia53W794he/0GWXXbZfY86YMUO33npr5z83NTURlKJLnTAkWVcela5nvqxQvM2oWUuqlJVk02H94iJdGtAt3E6b8qeP16KiRk2bU6AaT4D1UgEAAAAAB4RO0t2YTCZdcMEFevDBB3XTTTcpPT1diYmJeu2117Ru3Tq9++67crvdevbZZ1VZWblfY8bExCghIWGPL6Cr3XbKAP3t/CEanhqntvagHvywhI5SRBW306a8dHukywAAAAAA9FJ0kn5Dv379dMUVVygYDGrRokW65557NGTIEEnS6NGjddVVV2ny5MkqKSlRenp6hKsFdpmc51JWkk0Pflii4gavfvPuFlU0+XXF0ZmRLg0AAAAAAKBHi/pO0vLycn300Ud66aWXtGXLFklSRkaGrrzySt1///0aMWKEJCkUCkmS4uPjlZeXp5SUlIjVDOzNYf3idPmRafL5w/IHg3r2qwot2doY6bIAAAAAAAB6tKjuJF2zZo1+/OMfKz09XUuWLNHEiRN1yy236JxzzlG/fv2UkZEhg8EgSTIaO/LkN954QwkJCUpKSopg5cDeTc5zqaLJr2e/qpDFIj366TZdOyGoE4YkR7o0AAAAAACAHilqO0k3b96ss846S5deeqnefvttbd68WW1tbXr11Vc7z9kZkErShg0bdPvtt+vJJ5/UU089peRkAif0XFccnak/TRmsDIdNhTUeXf9qof70UXGky0IvVlLv0/KyZuVXeiNdCgAAAAAAXS4qO0nb2tr05JNP6oQTTtCdd96pmJgYpaSk6I477tD111+v2traPabTFxYW6r777lN+fr4WLFig0aNHR7B6YP8cmZOoaycEdf2rhWoLBvXSimqdMcLFrvc4YCX1PuXNXCqvv2PZEbvVKJfDEuGqAAAAAADoOlEZkobDYVksFp188smy23fthuxyudTa2iq/37/H+UOHDtXtt9+ujIwM9evXr7vLBX6wE4Yk68qj0vXSimrFxRj14IcluvzINE3Oc0W6NPQiNZ6AvP6QZk/NVV66XS6HRW6nLdJlAQAAAADQZaIyJLXZbLrllluUmpoqqWNTJqPRqP79+ystLU2xsbGd53711Vc6+uijNWbMmEiVCxyU204ZoDNGuPTghyWqbfXrsYXlirUYWaMUBywv3a6xWfGRLgMAAAAAgC4XtWuS7gxIw+Fw56ZMfr9fDQ0Nam1tlSTddddduu6661RdXR2xOoGusHPXe5OMavG36/73S/Tm6qpIlwUAAAAAANAjRGUn6e5235yptbVVTU1Nslgsuu+++zRz5kwtXry4M1AFerPJeS7FWoy6//0StYfDmrWkSkNS7axRCgAAAAAAol6f7yRtb29XIBDY41goFPrOcx0Oh3Jzc3XnnXfqgQce0BdffKHx48d3R5lAtzhhSLJunJiplFiL2kLt+u17xXSUAgAAAACAqNenO0nXr1+v3/3udyovL9eQIUN02mmn6dJLL5XRaFQwGJTJZNrj/EAgoJUrV6qoqEhffPEF65CiT5oyOk1DUu367XvFqm316/FF5XLazaxRCgAAAAAAolaf7STduHGjJkyYIKvVqkmTJqmoqEgPP/ywrrzySkmSyWT61i72iYmJOu+88/Tll18SkKJP27lGqdlglMEU1tOLK7Rka2OkywIAAAAAAIiIPhmShsNhPf/885o0aZJmzZqle+65R3PnztXVV1+tZcuW6eKLL5YkWa1WSdJzzz2n4uJiZWRk6MUXX9Tw4cMjWT7QLaaMTtPdk91Ks8eooTWg383bytR7AAAAAAAQlfpkSGowGLRt2zZVVFR0HrPb7brqqqt00003qbCwUDNmzJAkLV68WA888IDuuusutbe3y2KxRKpsoNudMCRZN53YX5JBDa1+/WVBmd7Pr4l0WQAAAAAAAN2qz4Wk4XBYkjR27FgFg0Ft2LCh87HY2FhdeOGFmjRpkj755BPV19drwoQJmj59uu6//36ZzeY9drsHosGROYm65tgMmYxGySA9w9R7AAAAAAAQZfpcSLoz5DzzzDNVWFiomTNnqrm5ufPxhIQE3XzzzVqyZIk+/vhjSdI111yjgQMHRqReoCeYMjpNd05yK9VulRTS04u3E5QCAAAAAICo0Wd3tx88eLBeeeUVnXHGGbLb7br33nvlcrkkdaxFOmbMGKWkpES4SqDnmJznUrLdoqcXb1cwHNTspVWyW006rF9cpEsDAAAAAAA4pPpsSCpJJ510kl599VVdeOGFKi8v14UXXqjRo0dr1qxZKisr0+DBgyNdItCjHJmTKEmavbRKzW3temRBmS4/Mk0nDEmOcGWIlJJ6n/IrvZEu44DkV3rlcljkdtoiXQoAAAAAoJfo0yGpJJ1zzjlavHixbr31Vt1xxx0ym82yWCyaO3eusrOzI10e0OMcmZMou9WkRxaUqS0Y0n9W1SrbGauBKbGRLg3drKTep7yZS+X1h2S3GuVy9OyN7VwOi+xWo6bNKZDdalT+9PEEpQAAAACA/dLnQ1KpYxOnt956S3V1dWppaVFGRkbn1HsA33ZYvzhdfmSa/rOqVnaLQe+srdXZI1MISqNMjScgrz+k2VNzNXFQYo8PHN1Om/Knj9eiokZNm1OgGk+gx9cMAAAAAOgZoiIklTo2bEpISIh0GUCvccKQZGU7Y/XO2loV1rTo7nebdOERLk0ZnRbp0tDN8tLtvSZsdDttyksPRLoMAAAAAEAv0+d2twfQdQamxOrskSmq84TkCwb1zro6VTX7I10WAAAAAABAlyIkBfC9BqbE6sIjXHLaLLKYwnpkQZkWbqqLdFkAAAAAAABdhpAUwD5NGZ2mP5w9SEmxMWoJtGtefgMdpQAAAAAAoM8gJAWwX9LirTo9L0lxFrMCwSAdpQAAAAAAoM8gJAWw304Ykqybf5Qli8mkel9A/1lVqy21rZEuCwAAAAAA4KAQkgI4IDs7Sq1Go8KGoJ5ZvF1LtjZGuiwAAAAAAIAfjJAUwAHb2VEaZ7EqEArpwwLWKAUAAAAAAL0XISmAH2RgSqzOG50iZ6xFNotBc9fXMfW+Dymp9ym/0hvpMgAAAAAA6BbmSBcAoPc6MidROcmxmru+TsvKGvT22hpdeIRLF4/LiHRpOAgl9T7lzVwqrz8ku9Uol8MS6ZJ+kPxKr1wOi9xOW6RLAQAAAAD0cHSSAjgoafFWnTAkUeUN7ar3tWvW0iqt294S6bJwEGo8AXn9Ic2emqv86eN7Xcjoclhktxo1bU6B8mYuVUm9L9IlAQAAAAB6OEJSAAdtYEqsLjzCpVizUQNTYrSpmlCqL8hLt/e6gFSS3E6b8qeP1+ypufL6Q1pU1KjlZc2EpQAAAACAvWK6PYAucfG4DI3MjNOmap9sFmnhpgZlO2M0MCU20qUhCrmdNk0cpM6OUqnj+97YGQsAAAAAOPToJAXQZQ7rF6cpo12KtZhVVOfVO2tr2cwJEbOzo3TZLWM6u0prPIFIlwUAAAAA6IEISQF0uWxnjJpbQ6rxtOmZxdu1ZGtjpEtClHI7bRqbFa+8dHukSwEAAAAA9GCEpAC63MCUWJ09MkWBoEGBYEgfFjSoqtkf6bIAAAAAAAC+EyEpgENiYEqszhudIqfdIo8/oEcWlGnhprpIlwUAAAAAAPAtbNwE4JA5MidROcmxemRBmTbXejTzoxa1BkKanOeKdGn4hpJ6X+d6nfmV3ghXAwAAAABA9yIkBXBIpcVbdXpekmZ+1CJfKKRnFlco2W7RkTmJkS4NO5TU+5Q3c6m8/lDnMbvVKJfDEsGqAAAAAADoPoSkAA65E4YkqzXQEZD6gu16aH6prpkQoKO0h6jxBOT1hzR7am7nBkcuh0Vupy3ClXW9/Epvn702AAAAAMAPR0gKoFtMznMp2W7RQ/NL1RYKataSKmUl2XRYv7hIl4Yd8tLtGpsVH+kyDgmXwyK71ahpcwpktxr1+hUjlJduJywFAAAAAEhi4yYA3ejInERdMyFDiTEWOWzSm2tqtaW2NdJlIQq4nTblTx+vedeMlCSd/sxa5c1cqpJ6X4QrAwAAAAD0BISkALrV5DyXZkxyKyfJobb2oF5cVqV121siXVZUKqn3aXlZc9Rs1OR22jR5eLLyp4/X7Km58vpDnZtVAQAAAACiG9PtAXS7w/rFyW416cVlVfK2t+vNNbWyW01KYZ+gbvPNzZqiaaMmt9OmvHTCUQAAAADALoSkACJiYEqspoxK0ZtramUxSws3Ner4LH4ldYeSep8WFTXusVlTtG5mtHsXbbS+BwAAAAAAQlIAEbSzo3ThpkYZjdLXW5sjXVKfVlLvU36lV+f/e728/pDsVqMmDkqMymBw942cdtq5oVNqnGWP86Lx/QEAAACAaENI2s3C4bAkqampKcKVQH6P1Nbx81BTk2QNRraeKJVikY7PMuvrrc3ytXbcFzvvk73Z+fjnBeVyxBGs7o8aT0DT5hSo1R9SrNWo/0zNVW6qXUkmv5qa/D984F56HyWZpK+vG6Zab8e0+53vz+mPf7XHebFWo2ZPze1VSxF4WjruiX3dRwAAAACAXQxh/iuqW5WVlSk7OzvSZQA9WmlpqbKysvb6OPcRsG/7uo8AAAAAALsQknazUCik8vJyxcfHy2AwRLqcH6ypqUnZ2dkqLS1VQkJCpMv5wbiOniUcDqu5uVmZmZkyGo17PY/7qGfhOnqW/b2PAAAAAAC7MN2+mxmNxj7V2ZOQkNCrw4SduI6eIzExcZ/ncB/1TFxHz7E/9xEAAAAAYBdaTAAAAAAAAABENUJSAAAAAAAAAFGNkBQ/SExMjH77298qJiYm0qUcFK4DkdRXfm5cBwAAAACgt2PjJgAAAAAAAABRjU5SAAAAAAAAAFGNkBQAAAAAAABAVDNHuoBoEwqFVF5ervj4eBkMhkiXA/Qo4XBYzc3NyszMlNG497/hcB8Be8d9BBy8/b2PAAAA0HcQknaz8vJyZWdnR7oMoEcrLS1VVlbWXh/nPgL2jfsIOHj7uo8AAADQdxCSdrP4+HhJHf+nOyEhIcLVRDm/R/pzbsf3vyqQJ2yT1x+U3WqSpM7vHTGmCBYZXZqampSdnd15n+wN91FkeNqC375H5JPj8REdJ/yqQLI6IlghJO4jdJNv/Du0r937+3sfAQAAoO8gJO1mO6c0JiQk8B+lkeY3STE7ppgmJMjXZlGsNSyT0aC0eGtka4ty+5r6y30UGbu/01XN/o77JWhSwm73UV8LSnoz7iMcUt/4d2hfvfdZigIAACB6sMgSsIPDapLZaJDDSucosC+d94uF+wUAAAAA0PvRSQrs4Ihhaj2wvzrvF38g0qUAAAAAAHDQCEnRI3jagvL4g3L0kDVAe1o9QE/Q0+6LnlYPAAAAAKD3Yro9egSPP6j2UFgef1CetqCqmv3ytAV7RD344XrCz7In1dHb9YT7YvefZU+oBwAAAADQN9BJ2sf01s4qh9XUWffuwcf3XUN1i1/zNzboy5ImpTosGp5m18lDk5Rst3zn+cvLmnXPvK06f5RLVx6Vru/bimH3evDDeNqCKq7zKcbc8U5H8vPo8QfV5GtXdUtAA5Jtvere6En2574Ih8N67utKvb6mRvednqOxWd+9M3SdN6CPCxu0ocqrak9Ax7gTdOqwJKXGff+maXv8fuil92lv/T0NAAAAAH0ZIWkfs78BY08QCoUVCktmk+Fb64HuHnx42oKqavFLktLirLKYDLr9nSI9tqhc4W+M6Yw168mfDNWPR6bIat7VKL14S6MmP71GLf6Q3s2v0wcb6/XomRlK30ttvXl90p4SwHj8QcWYDWprD+9XiOVpC6q62X9Ar1Hd7JcpZt+fdYfVpOqWgGLMhojfGz3l5/ND7Ou+qGhu083vlejlldWSpIVFjXr/2lE6dsCundP97SH9d02Nrv/PJtW3tnce/5vKZZD0y4mZevjsQbKajd+69x0xpj2C0d3raQ+GZTRIRmPP34m6N/2eBgAAAIBoQUjax/T0zqptjW268fVNWlbWou1NfrWHwrJbjeoXb9WZeck6f5RLJw5O/FZg2twWVDgU1tNfVuipL7Z3hiu5qbEanx2vlragVmxrUUlDmy6ela+4GJPOGO7UOSNSNCDZptOfXiNvIKRBKTZtrfPp5ZXVentlqTw7mtyufKlA/VOdOm+kS2Oz4mQwdG3Q0pXB2L7G+r4ApjsDup2fwf19rZ11H4j9DZocMSYNSLZ1273xfe/zvgKy7vys/FDhcFjLy1r037U12lZdr+d2HB/8wFJ5ZZPZKLmdNhXV+nTqk6s179pRKq7z6e31tZq7oV4tO5Y9cCfFaEz/OMXFmLS0tFkF1a3626JyzVpapdt+lKWrj0pXsy8oGSSHNdgZitqtRn26uVGvr6nRe/l12t7sl9cfktloUL8Eq8Zlxenx84eof2JMl11zV+rpv6cBAAAAIBoRkvYi39VV9U09uQNyRVmLzv7nWpU37dkt6PWHtLnWp8c+K9djn5Xr1KFJevrCoRqYEiupI1CItRh197xivbyyRpKUbDfr3tNydPLQpM5x/O0h/f3zcr20slotbUG9uqpGr66q6Xw8NzVWsy8broIqr34/v0QlVb7Ox15ZVSOvWvSH+aUa6orVMxcN1YmDd419sLqyc2xfY31fANOdHWwH+ll0WE1qPsAuQLPRsN9BU3feG9/3Pu8rIOvOz8oP8enmBl3zSqEKa1olSXb59NxuM+qHp8Xq7kluDXXF6vI5BSqobtUJf1+1xxgOq1GXHJGqG47L3KPj++PCBt37wVbVedv1m7nFKqxp1W9OyZZpt5/zltpWXfNqoT4qbPhWbe2hsEob2lTa0KYlpc165+qROqJ/XJdcd1fa12dxf37XAwAAAAC6liEcDh9Y6xYOSlNTkxITE9XY2KiEhIR9P2E3Vc1+VTT75fUHFR9j7lxbsTdM3124uUGnP7NWrTu6Oe+e5FZWYoxsZqM8/qAKa1r1UWGD5m6oU1t7x0cyKdYs047ps62BkFragjIapDtPydZPDk+V2WhQSb1P7+XXy9fe0UV2WIZdxw9M0IaqjvGWlDRrQ7VXbe1h/e3Hg/cIVZubm3TMC8MlSb85YrGWVYX06eYG+drDMhsNev7SXF06Nq1Lrr+ndAf29M/K/t4fB3MfdYee8jPq6p/3i8ur9NMXC9QeCstmNujEwUkal2bUH1ZOkCR9edkGxcfv+nl8VNigm97YrBizQcNT7TrSHa9ThiZpeFqsPtvSpHUV3h1jGXVmXrLczhi1h8J6bVW1HvioVKGwFBfT8UeSUCisYFhq2NFFHmM26IzhyTplaJKGumLlsJrkaw+prLFN939YoqJan2ItRs27ZqRO6MI/eHS1b/6Mdq7l29zWLrvVpIx4q9Liv3+d1m/qK/cReji/R3ogs+P7O8slqyOy9XQx7g8AAIDoQydpL+KwmhQfY1Jbe2iPtRV7+vp26yo8Ouef69QaCOkYd7z+MmWQEmy7PnpOu1lZSTE6aUiSrj0mQ/e8v1VLS1s6w5CdYswG/fGsgZo0zKmyhjb9deE2fVBQ/611SVMdFl02Lk3/OzFTRoOh471pCyoxds+P++41XDYuTVMtdnn8Qd0zb6veL6jXZS9sUFt7SD87KuOg34Mf0sW4t4DrYDoie3KncV9yKH5GPyTw7Mqf93NfV+jqlzcqLGlyrlP3nZ4jh9UkQ8Arrew4J8Fm3uN+PGVokj6/8XA5YkwyGw0KhcN69utK/e9/N6vaE9hj/L9/Xq7Tcp265YT+umRMmlLsFt3x3ha1tAU7p+fvND47TvdNzpHbaftWnf0SrJo9NVe3vlmkL0uadc4/1+mL/z1CIzJ6ZoDzzd/fO9fy9QYMit+xBisAAAAA4NAjJO1FHDEmDYyJVVqcdY/pul25vl04HFaNJ6CkWLMspl3TYP3tIb25rlafbm5UjSeghtZ2GQ2SxWSU3WJUXIxJKXaL+iVYlR5vUbLdLKPBoI3VrfrD/BI1tQU1pr9Dj58/RDaLcY/Xq/YEVNEUkNGojo1bjstUeZNfgVBYBklpcRa5HBalxlmUbLeouM6nK1/a2BmyjOnvUL8Eq3yBkJaWtajaE9AjC7dp7XaPfnd6jhJt5s6ANBwOa1ONT1+WNMnf2qK/7Kij2uOXK8kuh9Wkh88ZKGesWS+trNb/vLJRA5Jt+tGQpAN+H/MrvVqwuVENre2aMCBBx+Qk7HHt+9LTw290rx/yefAFQvpya5MWFzfJaTfrxEGJyku3H/Cauws2NeiaVzoC0kvHpGrGKdky7hij2rNr+Yx/fLVd1tg4HeNO0BCXTQaDofPea/S16555WzunySfYTBqfFSebxajyRr9Wlnv0fkG9lpe16LlLhmlSrlPjsuNU3RJQjSegqpaAwpIsRoMyE6xqbgtqbYVHoZCUkWBRqsPSeV0JNrMeP3+I/ueVjVpZ7tGkp9boN6e6NSw1VqFwWHXedlU2B7S9ya9ab0AtbUF5AyEFgiGFwh1d7C6HRScOTtSUw/bcBC4QDKmhtV2u3V7vYHzz9/fO/+2XEMN9DwAAAADdiJC0F/pmd1hXdIu9va5Wf1u0TSu2tajW2y6TURqcEqt+CVY5rB2bqlS1BPY90F4MTI7RY+ftCkgDwZD++HGZPtxYrzpv+z6e3RGUjs2K05HZ8Xru6wpVewJyJ8Xofydm7tFN1h4Ma8HmBv3z6wrNL2zQmu0e3XNajk4YlKA319Xqic+3d66JapdPf9mxluKZz6zT0H4pevCsgXI7Y/SbU7PV3BbUu/l1+s3cYn3+yyP2+1q3NbbpzGfWavV2zx7H7Rajnp+aqwtGp+5XVyCbu2B3+/N52P1zNa+gTj+dUyBvILTHOaP7OfTeNSMPaFOjO98rVjAsnZWXrDtPyZbBYFBJfZtmvLtFhdtrOzdAe+qLCnnVcT9mJlh1w3GZOvewZC0satJ9H2xVZUtAJqN09VEZ+tHgJJlNu0LGknqf/raoXCUNbbrutUJdeVSGlpQ2a3lZy3797km2m3XaMKd+fXKWLCajbBajHj9/iC6fs0Fb6tp0w+ub9vt6d/r75+VKi7NofHa8PP6gtjf5tbm2VcGQlGI3a0z/OP3vxP4657CUAx57p0Px+xwAAAAAcOBYk7Sb9bQ1rrY1tukX/9mkt9bV7vPcVIdFZwx3ql+iVQkxZoUVVnswrNb2kLz+kOq87arxBFTnDej/2Tvv8Diqs2/fs72qd8u2JEu25W5jmk2voUMglEAChFTIGxJSIQkh5Q0pHyGQhJCQAOGlBEjovYMxzcYF96rey0raXuf7Y3bWK2nLrCwX4NzX5Qt7d+bMmZlzzjK/+T3PMxxQXG9TC8zMKLbwhUPKKXUYAQhHZb795C7e3DUMKO7RItsevd6k12EyKOJJJCbTNRJibNHzcoeRX51WMy6EXmVnv58/reiky60IogVWPUN+JWTXoJOYV2Fjqi3CUz2nAOBwP4oXCw6TnnsunkljuY0+T5iT//YRkRisvW6JpgIwPe4QR/95PTv6/ZgNEouqHBRYDayJO1z1Etx/6WxOqC8gElNyn+aab/CTjMiluHf0ukNEYjIvbXPx5Ue2E5WVebuk2sGQP8K6Tg/BiExDiZUV31xIuYaxt7bdw5Jb12DQwStfW0CJw8iWHh9X/ns7nlAUOwE8zs8BcHb5S7T5DGyM5xqF0XOv0mnif46uor7EmvJYQ/4IP32+mZ4xoqhOUsLoDfHCXqGITCi6R/wd9EUSYf7HzsjntnNnJLbt84T5vw972DUQoG0oiEEnkW/RU2RTHOpFNgM2kw6rQYdBLyEhMRKM0DUc4vmtrnFpAVJx9txi7ji/PifheV8i5pFgvyBykgoEAoFAIBAIPmEIJ+nHiGSXGDChgizJbQwFIiz/0zpaXEEMOvji0nI+M7uIuiILw4EIzYMBXP4I3lCMYruB5TX5GPV7H1763JZB3tw1jEEn8a2jq1g8xYHZkD4MPRiJsbPfz6ZuHxu6vAQjMb5zbHVagRSgvsTK786q5eF1fTy7eZAhfxSjXuLChaWcNrsQk0GHPuKDp5Xtbz2njl+/NUCzS3GcPfLFRkodRk5sKOTFbS5+/lIL/718Dros1df/8GY7O/r9TMk3cfdFMxOiSTQm8+Pnm3lm8yDfe2o3W3+4FF84JlyigknFbtLjCUb46QuK8/OsOUX86rQa9PFx2zEc5Mp/b2dHv59b3+zgN2fWZmwvGpP5xcstAJzYUEiJw0i/N8w1j+3EE4pSW2TmhqOr4DVl+ysOqyBqsBGMxHhhq4tH1vcx5I8iAWfOKeLCRaUZ53qB1cD1J03lj292YDbomF9pZ26FjfoSa9Y1Ym2Hh9tXdPLmrmGe2zLI2XF3Z6nDyHXHVudwFffwnWOrWdk8zIA3gt2ko9CqFMzLtxjYNeDnxW0u7lvdw1ObBvioy8PKby6iKt884YJZk7HGCwQCgUAgEAgEAoFgYgiR9GNEck5CIGt+wlQP6mob7UNBzrt3My2uINMKzNx+3oxR7i6L0ZTVZeYNRXm3eYRdAwGaBwNMyTdz2DQnUwvMlNgNGHQSw4EoQ/4Ijngf+r1h/vF+FwAXLCjhiOmp3RkxWU7kPDQbdMytsDO3ws6Fi0o1Xy+zQccXl5ZzVG0ea9o9HFOXn9a1WWw3ctOp0/nx8810DIf43lO7uevCmVxxaDkvbXPxxMYBLrhvM9cdU02B1UChzUCZwzgqbyvA6zsVd+w3l1eNcpXpdRI3nTKdF7e56BgJ0eMJMyONm04gmCh2s54ud4j24RBGvcTPTpmeEEgBpuSb+Z+jqrj+uWZe3zU0bv9wNEavJ4zLF2HIH+GWN9t5YuMAEnDFoeWEozG++9Ruej1hpuSb+Nkp03HqguPaMRt0nDOvmCOnO3lr9zBLqh3UFWsb71V5Zn53Vl3a75PXhuTjHTE9j47hEA+v6+Ou97pZPMVBid2INxjFE4pSYDWQb9ETicn0eyO0DQX5oNVNx3CQmiILM4otHFmTN+rFhVEvcdyMgpT9UNeks+cW863Hd9E8GOTEOz/ipa/Ox2zQjVuftQinua7xAsGBpG0owNQD3QmBQCAQCAQCgWASESLpx4ixOQmz5idMUehFbeMf73ezpddHmcPIXRc25BQm2uoKcNuKTl7bOUQ4OjoO/s53uxJ/N+qlcd+rSMBx9fmj+vrs5kFWNo8w7I/gC8fIt+ipzDNRV2xhTrmdmaVW8i36tMVS3IEIHSMh+jxhjHqJmaVWimxG6oqtmgQam0nP946r5kfPNrG63cMDa3q54tByfntmLTc818zjGwZ4fMPotATV+SauO7aaa5ZXIUnwYbsbgCXV40PzLUYds8usbOjy8dbuYSGSCvYJH7QqY7CxzJayUNjieNqID9vdRKIyMVnmLys7+cOb7bQPh8Ztb9BJ3HxGDfMr7dzzQTcftnuwGCS+f1w1NpMeMqQULnOauGDhnhcbg74w2/v8hKMypQ4jU/JMOC2pf4ZkWWY4EGV7n5/NPV52DwToGgkxHIhiM+rItxpYXpPHGXOKEuvg8fX5PLKuj6bBAKfdtXFcm5nWJPX7E+oLuHZMruNM1JdY+fvnGvjCg9vY2uvnN6+18bsz68atz1oKb+W6xgsEB4pWV4BDbl1LX/x/HdqGAkwt+2SF2wsEAoFAIBAIPn0IkfRjRKoCHxm3T1HoRW2j36fk2fv8krKcBNLOeLiumjOw0mmiodRKqcNIq0vJ+dfnDRONkRAjLAYdwUhMqUytlyhzGDmxoYAim5Kj9NUdLu7+oGeceDEciDIc8LO1189zW1wAWI06KpwmKvNMVMUF1DKHkVe2D/HidhdjM+yWO4wsr83jqNp8ypzK8d5rdrOiaRgbfj475vym5Ju54tBy/vZuN/eu6uaSxaWc3lhEid3Ine920T0SwhOKMuyPEJWhfTjEdU/t5m/vdvH7s+pwmvUMB6KMBKJMyR/dtizLdMRFqDK7UfM118pEQ3wFB4Z9db+mFyrzuX04iCzL414qjAQVl6LTbOD5rYN8/+ndbOvzJ77XS5BvNeAw6anIM/H1Iys5bJqTYCTGvat6ALji0AqqUqwb/++NNnxYObo2nyNqlGpOve4wbzcNs7JpZFyuUUmCU2cWctLMAno9YXYPBOgcCdE1EqLbHcI/puiUii8cwxcO8Z+P+nly0wBfOqycExsKKbIZ+cLSMl7dMUSvO0w4JiOhOE0DkVhijdHrlFytUwvMTCu00OcJs6PPT5c7xIvbXKzr9PB/l8xKeY6pqC4w8/klpdy2opNeTzhl8SUthbdyXeMFggNFvzeMLxSD+BQZ8EaEq1QgEAgEAoFA8LFHiKSfANKJLZmqJKtigSFLjs2x/DheVGVKvolvLq+irtgyToSJyTKeYJRAJEaB1YBJryMmywTCMSxG3ahQ2Ve2u/j7e92AIlocU5dHRZ4Js0GHOxBJhMU2uwL0eyP4wzGaBgM0DQZS9i/foqfQaiAQidHtDtPjCfPYhgEe2zC+MJWNAMSrcm/t9dFQZQPg2LoC/rO+n35vhLPv3sTx9QWcUF/APy5sSPQ9JssM+SO8tmOI29/uZFufn7Pv3pRoe2e/n8Zy26jjvbJ9iEFfBKtBx7KayS8CocWpJjh42Ff369CpTqxGHYO+CK9sH+LkWYWjvt/VrwiiQ/5IYswW2Qx86+gpnFCfT4HVMGqcr27z8JvX2nh95xADvggldgPHzNjzBmBrjzfx9/WdPnzEWN/p5c8rx/dNAsqdRiwGHS5/hOFAlBe2uXhhmyvt+ZTYDdQUWhJpPJwWA8FIjO6REG/tHqHPG+Zv73Yjy3DSzELOnFPMmXOKx605oWiMIX8Ei0GHw6wfF7IvyzK7BwL8eWUnHcMhfvx8M/dcPEvzdVdTb+jTrKnp1mPxckMgEAgEAoFAIBAIDg6ESPoJYCJiS+eIkkcwuaq8Flpcyn5fO7Iybbi4TpLIsxjIG/OZbYyDal2Hh7viAunymjxOaMgfJVw4zXqq8s0sqFJC+CIxGZcvwoAvzKAvQp8nTMdwiCF/hMo8E8fV51NbtCdENhSJsaPfz/pOL7sGAsSLbZNv0bN4ioNCgwU6lc/uW9XDTWcVo9dJGPQSlx1Sxp/eVsSS+z/s5f4Pe6lwGjlieh5FNgNT8s2cWF/ABQtLOXV2EX9/t4tH1vfhDcUosOrxBKM8ur6PKflmIjGZ91tGeGBNHwBXHlZO4T5wkmpxqgkOHvbV/TIZdFx5aDl3vNPF959p4tJOD4dPz8Ogk+gYDhKJyuRbFMez3aTjwoWlfPXISpxmPf2eMI+u76djOMigL8J7LSN0u/e4P/USXLakPPFyJRqT+dfqXm6If3/qrAJcETNrOzwMBxTHqk6CGcUWFlbZaSixYkoqwNQ0EOCNXcN0jYQosBqYkm+i1KFUnC+2GSm0GVK+yHGa9ZTYjcypsPHajmFWNo9w13vdlDqMLKxyxI87es0x6XWUOdLnWZYkiRklVr52RCU3vthCq2t8rtVMFMYLyfWNcctmQ7zcEAgEAoFAIBAIBIKDAyGSfgLIVWzpHgmyus0DwNQC7aH2AKZ4dfuxYe25sqHLy29fa0MGFlbaObEhP22uURWDTqLUYaTUoU1gNCUVfJJlmWBEJhCJJfKaGqO+hEjaNhziT2938uXDK3CY9SyvzWdhlYON3V7Wdnh4v8VNtzvMExv3OFJ/9XIrFXkmjpju5PgZBXzzqCq63SHCUZnP3rs5Icomc9GiUm47t17rZcqJTM5hwcHHvrxft51bz4AvwsPr+vjX6l7+tbo38Z1OgseumINRL1HhNLGyaYTfvd7Gey1uukdCjB22NqOOw6c7WTzFwbwKO454nz3BKHe916XkMY07sg+pdhDW2zimLo/hQBSLQYfZIKWd27XFFmqLteX+TIVOkjixIR93MMJHXT5+82obN5w0jfmVE8+NqJ5/spirBXUtXd3mpqnfT5nTpOn+ipcbAoFAIBAIBAKBQHBwIETSTwDJleuT/52KkUCEc+7ejDsYJc+iZ2ZpbsWDaosstA+HeH3n0Lhwcq2s7/Rw86ttxGTFYXbm3KKsAuneIkkSFqOUspCNyjvNI2zp8fH1ZZUsnuLAYdZzxPQ8jpiex1WHx1jb7qFjOMRIMMqOPj87+v10jYQSBZ0On+bk9vNm0OMOjxJIZxRbWF6Tx2mNRXxuYWnacFyBYLIw6CUeuHQ2584r5uXtLlbsHmZHv5KiIiYr4mKxzcg3/rszUehJpaHESkOplTyznin5JhZXOzDpR8+bNe0e/vZuFy5/hFSrgCRJFFj3z8+LJEmcNbcYbyjGroEA//tKKzecOJUFVeOLp2nh9Z1DANQU5vYCaVaZlTyLnpFAlIvu38K/L2ukzpx5fRWh9gKBQCAQCAQCgUBw8CBE0k8IWkI2g5EYp921kQ/a3OSZ9fztgoac3UvfWFbFiqYR3tw1zFlzi3NyonqCUR7f0M8zWwaRZZhZauVzC0tyzou6L7jskFL+u8XPgC/Cza+2cdg0J6fMLGBuhR29TsKk13H49NF5RIf9EVpcAT5s9/DajiHeb3XzpYe3c/dFM/mfo6r409udGPUS/7l8DoumTEywEQgmil4ncfHiMi5eXMa6Dg+H3baWcFTmf46qotxp5Mp/b2dzjw+zXuKEhgIOqXYwvdBCfhpxMxqT2dTt5aXtQwlhtdhm4PzGUti+P89sPAadxMWLS3l0XR/b+wP876ttnNlYxGcXlOS0xrUNBXlz1zAAVy+vyqkPdpOypn710R2savNw2YNbef3qhZgzOFJFqL1AIBAIBAKBQCAQHDwIkfQAMxlOIrUNgPwxOfeS2//1q6280zyC06znrgsbmFuRe0jqgio7s0qtbOvz0zQQ0CSSNg8qeQdf3u5KFIyaW27jvPnFk+KqTFXBO1emFZj52pH5vLZzmPda3HzQqvyxGHQ0lls5dkYBR053jjpOvtXAAquDBVUOjqnL51evtLKp28dNL7bwmzNqWN/p5a3dw/xlZSd3XThzb09TIJgwf367k3BU5pi6fL58eDk/fLaZzT0+7CYdPz15GnXFqR2PsizzboubN3cNsaXHTyCyp9r8EdOdnFCfrxRA20smYw4bdBIXLirl8Q0DbOrx8fTmQV7c5uKkmYUcNyOfmqLsYf1NAwFkYHaZdUIh+/Mr7dx1YQNfeWQH77a4+eXLLfzqtNr0xfVMeno9IYIoa/Xe/gYIR6pAIBAIBAKBQCAQTBwhkh5gJsNJ1OsJ4Q5EcVrGPyCr7b/fMsJvX2sD4BefmZ6TQLq2w8O6Dg9lDhOSpFRuB2jIEqoficr89d1OVuweSXxWajdy8swC6kssExZFet0h3moaodUVJBCJEY7KWAwSdpOeAquBQpsBu1EHkoRZL1HmNFLhNGV1lBn1Ok6dVciiKjur2z1s6vbhD8dY2+FlbYeXVyvtXLO8kiLb+JyoM0qs/PCEqdz0YgvPb3Uxq8zGJYtLeWv3MC9uc+2VCJRJABHiyCeDfXmPZVnmxW2DAHx+SSl3f9DDC1td6CT40QlT0wqkg74wf1nZxYauPdXrrUYdcytsLK12UO6Mv5CJZjm3UJRud4hed5hgVAZZxhuO4fJFGPJH8IaiBCIyRr2ExaBjWqGZY2rzKHOmL7KUDr1O4vwFxSzst/Py9iH6vGGe2zLIc1sGObouj28cWYVBn34e1pcqQuqOfj/PxR3vvZ4Qi6Y4WKzRDT6vws7PT53OdU/t5jevtnHG7CJmlFhTrvN2sx484A5EgRC1WcLz0yEcqQKBQCAQCAQCgUCw9wiR9ACTrWiHNxil1xMCoMyRoRBImud+tf2/vddFVIaTGgo4eWah5v49u3mQHz3bNK6YS7nDSIUzcwGlpzYPJATSxjIri6Y4qC+2oNsL92jTYID7P+wdVxQpEJEJRCIM+CIwkHrfBZU2TqgvSBtOrFLuNHFGYxGnzy6k2x1mS4+Plc0jbOjyctOLLfzk5Gkpq2TPLrNx1eEV3PVeN39+u5PXvjEfo16ibSjI4xv6OXVW0YQEjEwCyGSLI/tDdN3Xx/g4nsO+vMfPbxmkfTiEUS8xp9zGNx/bBcBVh1cwqyx1XuFeT4hfvdxKtzuMToLlNXk0ltuocBo1i/1D/giv7RxiQ5dP0/bhqEw4GmVTt48tPT4uO6SMWg3uz7FIkkRDqZUZxRZ2DgRY1+FhS6+fFbtHqM43c978krT7VjpNlDuM9HjC/OCZpj1tAr89s5bTG4s09eGUWYWc1FDAKzuGuOXNDv51yazMxZkyXFItvwGi+JNAIBAIBAKBQCAQ7D1CJD3AZKpw7Q1GaR4M4A5GsJn02E2pRZIyh0n5LsUDst2sx2rU8dpOJc/eZYeUae7bazuGuP45RSBtLLOikyTCMZlphWZOqC/IKJb0ukM8sq4PgHPmFk1KTs4hfyQhkJbaDcytsGM16tDrJMLRGIFIDG8whicUJRyVkYFQJMZQIIonGOWjLh8bunwcMd3JUbV55GfREyRJojLPRGWeiYVVdu7/sJdud5ifPt/Cj0+ayrTC8QLOSQ0FPL6hn35vhC09Pk6oL+DFbS6uemQ7/7p4Fic2FOYsdGUSQCZbHNkfjrR9fYyP4znsq3v8YZubSx/cCsAJ9QVs7vERicmU2o2c1FCQcp9WV4D/faUNlz9CgUXPZYeUUWzP/EIkGV8oyttNI7zX4k68XHGY9RRY9JgMOiTAqJdwmPTYzTosBh1GvY5oTMYfjrGp20ufV5nr/3NU1YQLQOl0EjNLrcwstbK2w8NTmwZ5ZF0fy2vzUr7kAGXOX3vMFF7bOUSrK4hRJxGTZbb0+vnRs01YDDpOSHPdxnLpIWW8smOIN3YNYTXq0o6TTOs3KGPNHYziC0XxhWLUFFnGtZXpd0QgEAgEAoFAIBAIBNoQIulBjDcUxWyQ8IUlnGZ92ofobA/IG7u99HvD2Iw6Fmqs+ByTZW58sZmYDMfU5XP18kp0OYSLP7fVRUxWKkQvrMo9t99YBrxhHljTR0yGIpuBo+vyR+UztRp15AGkOb1BX5iPOn30ecO8G885elS1gR9rPH6x3ciVh5Vz/4d99HnD/PGtDm45u26cUCxJEvMr7by+c5jXdg7zi89Mp2M4yMZuH9c8tpMXvzqfOTnmgs10fydbHNkfjrR9fYyP4znsi3vc5wnx2Xs3M+SPMr/Sxi8+M51b3mgHYH6lLeVLDlmWufWtDlz+CGUOI5ctKcVp0f4z8fL2IVa0RxJO71K7kQVVtpQpKlLhMOs5ui6fN3YNM+iL8H8f9nLpklLN+6djUZWdjzq9NLuCPL/FxeWHlqfdtr7ESn3JnrD3mCxzx8ou3to9zI0vNnN8/UJNbtpFVXZsRh0Dvggbu70sSLP2Zru/dpMep1lPMBLDbJBESL1AIBAIBAKBQCAQ7CPSl90V7FP63CG8wT3J/LzBKL1jPrOb9ORZDMwpt1NbbJ3wg/HGbiXctaHUijFDPr5kQhGZIb/Sly8dVp6TQApKJXv1mHtbkGXQF+av73bh8kewmXQcMd2Zc8GnIpuRY2fkcVRtHnkWPVEZVrV5Et+/umOIUFJRmlTkWQxccWgZegnah0Ns6UkdRnxUbT4A//2on629Pu68oIHqfBPtwyFO/8dG3t49TK87NO5+ayXVWJks7GY9Zc4MaR0+Bsf4uJ/D3txfdd+3dw9z6B/X0joUpDrfxF/Pb2BLj4/HNii5KJbHx+hYNvf46BgOoZfg8qVlWQXSUCTGqzuGEv9e1eYhJkO+Rc9RtXkcOyMvZ4FTr5M4YroTm0nHoC/CHe90MegL59TGWCRJSgif7hyvq06SuPIwRVQd8kcJRccmH0mNUa+jIX7MTd3aUg6kwm7WU1tsZU65nTyLYZQwn2qseINR+tyhCR9PIBAIBAKBQCAQCD6tCCfpAWJsqG6q8N2JOsjG5kt8ZrMijFTnZ69Er5JcxdpkyE1Ll2WZAa8iauxt8frNPT6e2zJINKYIL8fU5WMxTkzbV8Pny51G2odC+L0yxLWE91s9vNfVyUkNBSyeYk8r7NpMehZNcfBhu4e73u/mplOmj8txOq/CxpJqB2vaPXz10R08+sU5/PWCBr7xnx20uIIc/Zf1HDHNSZ83zIxiK986uorPzC7SLPyqY6V5UKkqXuowTqjIjeDgotcdos+jzJtCm0GzYzAak3lh6yB/e7eLLT0+KvJMvN2k5AKuzjfx1wsaGPCF+dp/dhCJySypdjCvYnwu0iF/hH+83w3AoikObBlcsrIss7bDyys7hpDCPnAqn9cXm7HanVQXmHJ+sZKM3aTnxPoC3to9zHAgyj0f9HBaYxFzylPnUNWCLr5sDPjCORdSMyetgYFwbNS/M1FdYGZ9l5enNw9wyRIl1clE89mm+j1I9buhfiYQCAQCgUAgEAgEgtwQTtIDhEEnjXIE2U36cZ9NlOQHZ4DKPEVAy8WNtSNewT7fovRLK7Is88CaPjbFXZa5CLNj23lpm4tH1/fjDcXIi4fhTlQgTUYnSUwrNI8Kf7WbdPjDMZ7ePMi/VvcmRN5UHDcjH4dZT8dwiJteamHIHxn1vSRJXHfMFBrLrAQjMtc+sZMSu5EHL5vN7DLFWfZeq5tdAwFe2u7izH9u4rDb1o5rJx3qWPGFogSjsYSwJvh40+cJE4zG8IWimtcCly/MoX9cy5n/3MTTmwfZORBICKSNZVYeuqyREruRbz+xi2BEprHcxnXHTBknEA75I/z8pRY6hkM4zXqOm5HaaQpK6ot/re7l6c2D+MMx7KY9c3JBlYNphea9EkhVLEYdR9flk2fW4wnFeHR9Py9vdyHLExMAp8bXok3dPh5c05dTOwadRL5FuR/q2qgFdc0tTcrpOnZ93htS/W6onwkEAoFAIBAIBAKBIDeESHqAKB0TqjvZ4bsuXwRvSAnFvHBBKQDrOr0ZxT+VaEzm32uVoktac5iqPLS2j6c2Kc7VMxoLqS7IXSSVZZmnNg3ybosbgFmlVk6aWYB1EgTSdJw8s4AFlTYkoMUV5C8ruxJOzbE4zHquWFpGXlwo/flLLeO2NRl0XHdsNUU2A02DQX72QjNFNiO3nTuDs+cW8fUjK/nzeTO4PN7OmnYPX3xwq6ZQa3WsTC+yYNbrKHXsXb5GwcFBqcOIWa9jepEl61qgjpPLHtjK2g4PeWY9ly8t48/nzeDrR1Zy9twi/njuDAptBn72QjNNg0GKbQauO2bKOGd482AgIZDmWfRccWgZjjTHbh4M8JeVXbS4gkjAwio7J88smMSrMBqrUcdJMwuYVaq8XHin2c1TmwYn1FZ1gZkzGgsBeHLTAA/F1zitqGvhQ2v7iGpwag54w6zr9AJw7rziPXM7FMXl0/ZCJBupfjfsZj2lwlku2Ie0ugJp080IBAKBQCAQCAQfZ0S4/ScUs0GizRWkwKrHZtJRX2xh50CAax7byd0XzUwbSjvkj/DTF5p5fecwAMfXp3eUjaXVFeCJjYpAeuqsApZOdebc72AkxkvbhxLiwuHTHCmryE82OkliVpmV6gIzq9o89HnCPLZhgG8sq8BqHH+tiu1GLj+0jLve66ZjOMQPn2niokWlnDuvGF3cxZVvNfDdY6v58fPNvLx9iEFfmCn5Zn59em2inePqCzhrTjGfu28LT28eZFe/nxKHUVOodZnTdFCF2U80jPhAcbD1N5f76Q1FaRsK8txWFxJw90UzmR0PRT+uviCx3YA3zMvbhwD47nHVo1JDxGIyT2wc4OF1fciAxSBx+dKytDlEfaEoj20YQEYRdA+d6sBu0qOLaXdWTgS9TmJBlZ18q54PWj2s6/Si00mcOrMg51QgS6c6icRkXtw2xBMbBziqNk/z+nJcfT5v7R7mxW0uQtEYv/xMDQXW1D+hvlCUqx/biT8co77YQmOZjebBANFYjCF/lKr8g2feCgS50OoK0Pi71fhCMUpM4j27QCAQCAQCgeCThfg/3APE3hbfybS/3aQnGJEpsOoZ8kexGnX865JZFFj1bOz28dMXWsbtI8syj2/o5+S/beD1ncMYdBLfOWYKc3OoxP7MZsXh1Vhm5YjpeVm3D0djbOjycs8HPfzvK238ZWUnf3yrgzXtSkGlBZW2/SKQJmM36TmqJg+HWY87GE0ITKkoshm5ZnkVjWVWZODf6/r47ettxJLCeBtKrdQWmZGBN3cNp2xndrmNBZXKdX5y0wDBSGyfVmbfV0xmGPH+4OPW32TsJj3PbVHm24Iqe0IgHcubu4eRgdoiy7iK7b95rY1/xwXSxjIr31xelbHI0is7hnAHozjNyhzZ32N0eqGFBZXKea5p93DrW538ZWUn//tKG/d80MOGLi/haObiawBHTM+jMZ72Ql2ztDCvws53jpmCQSfx+s5hTv7bBh7f0J9y25++0MKmbh8FVj3PfmUeOp2E2SAx5I9SYFXW51TXb1/+LggEk0G/N4wvFOP+z89izXcWH+juCAQCgUAgEAgEk4oQSQ8Qvr0UaDIJPHaznpoiCxV5ZmaX28izGFhY5eDhLzQC8MauoXH7/PODHn76Qgv+cIzphWZ+fup0jqzJLnSqBCMxVuxWREAt+/V5wtyxsovHNgzQOhQkEpPp90YIRGRsRh3H1uUxq2ziRVr2BoNeYlGVIlruHkgdcq/iMOv53MISzp1XhE6CtR1edvWP3md6XOhtHw6mbWdaoZKWoNcTnpCzcV+LI5rSAGjIq7u/RJyPS38n2r7drKc/njpjemH6lBbtQ8GU2+zsDyiOTAnOnVfEhYtKs465XfG5sLDKjkF/YHJeziqzcUxdHjajjkAkRr83QiQm0zoU5LENA9yxsktTjl51jVrRNEwwkl1YTd7v56dOZ3qhGX84xk9faOGf8WJXyby+cwiAR74wh5mlNuwmPXkWA7PLbVTkmakpsqS83nsr3Kv7+z6Gwr/g40VjuY2pBfv3JaZAIBAIBAKBQLCvEeH2BwibSY9+Lwo12U36RKhwyu9TVEJWc+oFI/Ko6s5be33cvqIDgM8tLOH8+SWJkHGtrOvwEJWhwKKnOksoadtQkHtX9RCTwWLQUVdspsJpIhyTCUdkKvKMGPUT0+9lWcYbihGJyVgMOkwGaUJFZGzx/KdaqkRLksTCKgfrO700DQbpGAnSULrHtdfiUoSqWaWpRd9oTGZls1Js55i6/AmNiVRVricTLe2nGnP7u5+5HOdg6O/etH9SQyG3v93JyqYRojEZfYo5q75oaB0aLdB3Du8RT7XmHVbzcNommBs4JsuEIjKBSCwuTutyqjCvUu40ccqsArpHwhgNEkadRLc7xO6BIEOBKHe+28UVh5YzNUM+5Op8E/kWPcOBKOs7PRw2TfsLoYZSK789o5b/bujn0fX93L6ig6Nq97zUkWWZUFS5VgvjL1u0jDXIvq5r3T9dOhWBIButrgD93jAlduN+j+QQCAQCgUAgEAgONEIkPUDYzXry9iKfpNaH7mQsSfn7wlEZk0ERKJ7YOEBMhkOqHVywoGRCwsXmeBGHmWXWjPsrRZmU4xXbDCyvzcOcY17BZHyhKLsGAniCUfzhGCOBKOEkYdOkl1hYZWd6oTmn81I31RC9m6DQZqRpMEive4+TrdcTosWlOPDmx0Pqw9EYOklCJ0GzK8hDa3oZ9EUosBo4d37xhATivRVXxjI2X+dktT/Z/dzXxxnbzmTnMd2bfp46u5ACq4EBX4TfvtbGJUvKqCk0E5MVQdKo1yXSODQPBuj1hChzKGtOb9xtWZghvH4s6lzIdXmQZZkWV5D1nd6EeAhg1EnkWfRYjTocZj0zii2axT2jXsfUJHdssd1IfYmVlU0jDPgiPLVpgKuXVaad81I8B/EHrR42dftyEkkBdDqJCxaUsGsgwJp2D09sHOCHJygiafI5WnIUlCeyrqfaf0TO7IAXCFKRnG/UZtKx5QdLhVAqEAgEAoFAIPhUIUTSA8hEBZdU+2lpK7litScUpSguTobjD/W1RZYJCaRqewD5lsxDqnkwSL83gk6Co+vy9soxurXXz8buzBV2Q1GZVW0eOoZDLKyyp63aPZaJXAVV603OSfrMpkFiMiyryaMyz8T7LSN84787CUVljHopce0Bbjt3xoSvx96KK2MZ63CcrPYnu5/7+jhj25lsZ+ne9NNk0PHHc+q44t/beXBtHw+u7UuMKZNe4q/n13P49DyOnO7k3RY3z2wa5EuHVwB7xmhu7yeUfXJZIzzBKOs7vXSOhMZ9F47JDCRVed/a62dehY3ZWV60pMNs0HF0XR5PbRqk3xuh2RWktii9wJNnVtYqbyiHNyFJSJJEbZGFNe2eUfPYE0+dIEngyCL6TnQtz9aWQDAR1HyjPzlpGr96pZV+b1iIpAKBQCAQCASCTxUiJ+kBZKL551LtN/azVLkO9ToJZ/yheySQ/Lny36icPbQ8HcGIsm8sSxs7+pVK2OWOiYfUA2zpyS6QJtM5EuL5rS4+bPNoykGoijSRmKypGAxAqlNf3e4G4LJDygB4u2kk4TRTxazjZuRz78Uz+eLSck3H2Ru05sBUin/F8IaioghMHFWE0lJYa3/lXr380AruvXgmx83Ix5Qkuoeie1I4XHaIMq7UsQiq3KmdcDSWcGhrkS+DkRgftnl4fqsrpUCajo3dPrb0+nPs3R6Meh1lDsUdu6MvczvqWhXIISfpWNQUBMmpDtzxe+4w6celLRk7LrSs5Vr5OBciExxcZMpznIlWV4A17W5aXcLJLBAIBAKBQCD4eCKcpBqIxWLodJOvJ0801DbVfuPCgtM43kodRtzBKIO+CDVFymc2o/J9IDxxsWBuuY0PWt2s7fCyvCYvrRNMFTCGg9FReVFzIRyNsalHu0CazO7BAEOBCMfPyM+4nd2kw2bU4QvH2NTtY9GU7HkbffHr5zTvmVZ2k55+bwRX3DFXW7zHlfPMVXM5saEw55DcvUGrE9Ju1mMP6fdL/tCPC95QFLNBp+TTPEhyr4IilF5+aAWBcIxXdrg465+bAKiJuyiH/MrYS3Y1qi9LfBpdlJu6fURjSj5SuynzeI3FZFbsHsHlj2TcLh3b+/w0lFgm9BJFluXECyB1rUnZR1lmXacXUNauiaIKrLakazIYn+ul9vHHH+fQ1rCWayV5v2j6GnECwT6hbSjI8r+LUH2BQCAQCAQCwccb4STNwIYNG1i7du0+EUhBEaLKnKacRZRU+yU/cHuD0bSVu1XhYMC3J2+mGoLu3gvX2/H1BdhNOgZ9EZoG0z+hz62wYTZI+EIx+rzZq1CnQi2ENFEGfRF2ZqlaL0kSdXFB84M2D7IGl607Ls4U2faIpIdPcwLw/NZBAM6ZW8wR8c8uuX8rf3u3K+FGc/nC/GtVN+ffu5lZv1nFaXdt4EfPNCUqlGciF4dotoruE9n208C+uHZa71v7UJAfPdPEaXdtYNZvVnH+vZv516puXPF5HI3J/O3dLj5//1YAjpju5Jy5xQA8t0UZe4dNdybaK4rnIk12lKdDlmU+aPMAMKM4e0qOnQOBCQukoDisJzrH+7xhfOEYFoPE3Ir04mfzYJBBXwS7Scfx9QUT7Ome0Prk+6yureUpck4nj4t0YfWT+bsgEOwvBpJC9X2hGP0T/H0XCAQCgUAgEAgOJMJJmoaPPvqIRYsWcdNNN7F48eID3Z0EmfLVJbuU0j0sF1gNiW1V5sSdVGs7lFD0iRRSshh1lNiNeEPBjBXhjXoddUUWtvT6GfJHKdNWWHsUg76JCzAqirsu8/CvK7awqdtH10iIVleQ6RnyG8IekbnQuqfdZbV5PLK+n3eaRxjyK8WZfntmLV9+ZAc7+v18+8ldPLS2l3kVdh5Y00Mgsufabe/z88JWF/9e18ubVy/MePycHKIaRZRx+TgnuWjRwc644lV7ce3SHkPDfWsZDHDMHetpTRIOt/f5eWxDPxaDxEWLStnS6+eDViWcvqFEqb6u10m4fBHebVHC7pfX7HFPq2NUy4uRFleQrpEQEqOd0OkY2guBVGWic3zIr5xPXXFmJ6q6RpXYjRN2cgcjMda0K+LxnCQ3qiqcFljH38/kcdHrDqW995+2uSY4ONnS48u5yv1EQ/UFAoFAIBAIBIKDASGSpmDdunUsW7aM73//+9x444171VYwGCQY3CNujIyM7FV7mUQVLWGa6nf+pDDbI6Y7mZJvomM4xDvNIxNyVvlCUbrdSu7BZJEwFcV2I+CfkHNVluVJEUm1pBYwG3TUFlvYPRDg3Ra3ZpG0IMlJWpVnpqbQTLMryCs7hrhgQQnFdiP/ubyR/37Uzx/ebOf9VjfvJwQuCyfNLGRRlYPOkSD3ruqhxRXkhL9+xKpvL6YoRQgv7J+q8fszhHwskz2PtLA/zjfbfQtGYpx050e0uoLUFJq5/NByqvLMrOv08Mp2Fzv6A/xrdS8ADpOO646t5vwFJYkcma/ucBGTobbITGXeHmejOkc9Gubgey3K2Kwttmh6geLfi7QdKoO+yITScahzsNiWPtQe9px/jzuMLxTFNoF5807zCL5wjOp8E0ckuXTV8882FzPd+wM51wSCErsRm0nHZQ9uE6HzAoFAIBAIBIJPFUIkHcPOnTs55JBD+OUvf8kNN9xAOBzmv//9L1u3bmXGjBk0NjaydOlSze3dfPPN/PznP0/7fa6OoUwP1tnca95glLz496qgCaCTJC5aWMof3urg8Q39HFOXP6oQSTZ8oSh/eLODYETGadaPCjcfiyzLCUecSZ97PtKtvRMTV8eiVXupL1FE0u19/qwuW70OIrHxAuzSqU6aXUFWt7m5YEFJfFuJCxeVcuyMfP74VgcxGS5aVMriKfZRwtAxdflc8K8t7B4M8NrOIS5YWJry2BOpkj6ZY2+iaO3DZM8jLeR6vhPpQ7b7tmL3MDsHAhRaDfzzopmJEO7ltXlcvayStR1eHl7Xh06Cbx8zZVyI96p4mPzSqc5Rn6u5NLNlEglGYmyLF0BqKNEmkuSwdKTFHYyytddPY475QtU1pTVLiooimwGnWY87GOXWNzu47rgpWI3ax00kJvP4hn4ALlxYii5pzqpra5HNQK87lHY8ZLr3+2PsCQTpmFZoZssPlrJi9zCXPbhNVLkXCAQCgUAgEHxqECJpEtFolBdeeAFZlqmqqgLgtNNOo7+/n3A4zMjICNOmTePqq6/m0ksv1dTm9ddfz3XXXZf498jICFOnTk38O1fHUC5i2NgHZ28oSn2JFWBcTs6LF5dyz6oeut1h3tw1zAkNBZqO0e8J87OXWujzhNFLcPGikowC66ZuH61DQSQUATIXBrzhnCraZyKb21Ulz6zHYdLhCcXYPRDIKNpUOE20uII0DwYSRXOAxDV/ZvMgU/JN2Ix6ltfkMbvcRrnTxM1n1KZts9xp4pi6fJ7cNMDKppG0IulE2Jdjb7L7MNnzSAu5nu++6MNL21wAHDsjf5wAKkkSS6odLKkenbNia4+Plc0j+MJRno3nI1XHoErToDL/K1PkzUxmd3ydcJh05Fm0zZlCq4Fu997nI9zY7aPMYYw7z7VRX2JhW6+fFleQjV1e5lXaU26n10lcvKiEuz/oYX2Xl+8/3cRNp06nROOx3to1TLc7TJHNwMWLR8/Jnf3KNZtRbBk1HnIRMg+GsSf4dDOt0EJjucgrKhAIBAKBQCD4dCEKNyWh1+s555xzuPnmm7n22mspLy8nPz+f//znP2zatIlnn32WadOmcffdd9PT06OpTbPZTF5e3qg/yezL4jhdI0Ge2tTP27uHE8WcjHEBMzknKYDNpOfLh1cA8N8N/USi2QsVATy1aYA+T5h8i54vLi2nKj99PrJwNMZL24cAaCy35uTcCkdjvBcPSZ8MMrldk5EkiUKbWuwqc5h/uVPZrmM4NOrzmaVWLHEH6t/e7ebWtzq44L4tXPx/W1jZlD1sfHFcBNvWNzkCscrBUJhJax8O5DzSyr7ow4ZupQL7oinZk/eubBrh4v/bwgX3beHWtzr427vdAFgMOhrGiKTqGC1zZhYF1TFflCV8PRmtc0sL77e6CUe1h+9bjXoay5VzfWn7UMZ9q/LNfHFpOfkWPb2eME9tGtB0jEhU5r8fKS7SLx9eMS5U3xdW1lazQZcYDxu7vNy3uoeOocC4tXcyOBjGv0AgEAgEAoFAIBB83BFOUmDbtm387W9/4w9/+ANTp07lyiuvJBqNsmLFCm688Ubq6+sBWLBgAV/60pc49dRTaW1tpby8fK+PvS/ceQB3rOzkhueaGI5Xr55WYOakmQX8e10fAMtr8sbtc9GiUu5Z1U2fJ8wbu4Y4aWZhxmOEIjFWNA0DcNacIqZlKdjwfqsbdzCKzaRjdlluYbQftnvxhfY+16FKmdMEZK5wr6KGJudZMt8np1mZTmMrezvMem46dRrvNLsJRmIM+MKsbfewsdvHN/67g9vPm8FxMwrStuswKQKrLymMX4srLds2yWPvQIXrTtb431fzKBupijtp3VbLNuqYd2Y5tzd2DfGtx3cRk0EvKcJ6sc2I2aBjWY0Tx5j9XX7FIZZnzvwToKbnUOeAFsqyuFNzwRuKsabdy+HTndk3jjO7zEbzYBB3MMr7rW6Oqs1Pu+20QjNnzinigTV9SmjxIWWYMhR8AuVa93nDlNgNXJjC2b2sJo/VbR5+/HwzH3V5eX3ncMK5m2/R87NTpvOdY6s1n48WDtT4FwgEAoFAIBAIBIJPEp96kfSjjz7ihBNOwO/3c+WVVzJ//nzKysq46qqrOOWUU5gzZw4AsVgMnU6H0+mksbGR4uLivTquNxhlvEw5sXbGCi9/fKud7zy5G4BSuxGXP0zrUJC7P9jjfj2xYbwAajHquHxpObe82cHKppGsIumOfj/eUAynWU+dhqrXG7oUJ+ScMltOOU/94RhtWXIM5kKZw4hBJ4FG3ScUF4gsWYrW2OJVst3B8Y7TumIrdcV73HzD/gj3rOrhneYRfv1KG8fW5actUhMvxE0oEkvkOBwbXptqHOQSgpu8rfrvXAXTj1texIn2N3m/iV7jdOL02Pug5reNxtI7u2VZ5tevtBGTFYHuykPLyc+STkIt2GTNUtldrfwezEEkNegkyhxGej2TE6rbOhRkYZVdcxV6vU5iTrmN1e0eNnb5MoqkAHXFlkR+0h19fuZWpA7RV1Hd35cvLU/Zp5MaCrl9RSfeUCyx5hp0UGg10ucNc91Tu9FJEtceMyWxz2TPHe8k5G0WCAQCgUAgEAgEgk8bn2qRdP369RxxxBFceeWVPPvsszz88MPMnz8fgPLycsrKyhLClS5e4eSJJ54gLy+PgoKCvTq2L03IZS4Py95glObBAGaD0ke7WU+PO8QNzzUDcM3ySr56RCWBSIxVbW42dHkZ8EZYOtWRVtRUw3q1CBxqAaVCq0FTFepQVJsjcyzD/r2vZp9Mcbib2mA3xtgeJ+n04HbCOuWajOjzGTBUJL5zmvUMB6L0e8PMLLWOa09FPT8taQTyrQauXlbJh+1uOkdCbOz2MT9N/sQtPYq43FBi3SOyjSnskkqAy6X4S/K22YS/dGP045YXMV1/s83BUftN8Bqn68PY+9BQauWDNjdbe32c3liUst0NXT46R0JYDDquXlaJSUMFelXwD2UJZe+LrwOpnKzFkW7yosMp51FXZASzZKdNLsvaFy0MBSJUGLU7VNU1JqQhbYhOkiiwGnAHownxOBM9HiVVweI0KRDqii385owaVrd5KLYbmF9p59CpTiwGHX9/r4u/rOzi+ueauGRxacJ16w1FGQlE6POEqSmyaFr7M43RdL8vAoFAIBAIBAKBQCBIz6dWJF27di3Lly/n29/+NjfffDO/+c1vuOuuu7jkkkuYO3cuwCjhb+vWrfzzn//krrvu4q233qKoKLVgoZWxeexUcnWmmQ0SwYicEF6e3DiAPxyjvsTC14+sRJKUPHXHzSjIGNKtogpyWirIq6HAqkibDTmuV2QwxaVkMnP4TZV6+dD4dawdo0XgX3V9PfH3kGTi2qkPJ4TSAquB9uFQomp1OgIR5cRsGh1vJoOORVUO3m91807zSEqRdNgf4cV48Z7Dp+cl8g6ODa9NJcDlEoI7dttMwl+6MZprRe4DTbr+ZpuDyfvtzTVO1Yex2xxS7eCBNb28uM3FVYdVpHSIvtuiOBsXVtk1CaTqcQGCkcyTsSc+5gvGHLc40s1tbRdhkkfPicQ8MoLfYGSW985JEUq9wShoj7hPrDExWdtiY4mvYckpLdLhCSrbbOnxpc0Ve+acYs6cMz7a4OtHVvLiNhc7+wM8sXGArx5ZCSj3o88TxmyQJuxKTibd74tAIBAIBAKBQCAQCNLzqSzc1NHRwdlnn83//M//cPPNNwOwfPlyAoEAq1evBpRK9yo7duzgF7/4Ba+88gpvvPEGCxYs2Os+pHsIVgtwAPS6Q2nDJlUnkV4njXIezSpTnI4dwyFND/zJvLZjiN+81gagubo9gNbA+Sn5imuqaySz2DiWXIrGZKNEGsEqZXbJmuQQedHhxL9VgagnS8VutSiWFveaiipGlzrGn2MkJvPdp3fTORKitsjCpUvKKHOa0uYXTfddrmRrK12RGK198AajGcf23qK1/XT9zVYEZ39da7tZz5WHVVBTZKZjOMT3nt5NJMUbBrUiuxYXpIo6Rg1Z0l6oVerHiqR50eFxAulYrFKYEil7YTIt5FLhHvasMVMyFJJLhRZN9YQGJXz/5tfaeH3nUE7te0OxRNGs2WV7XOl2s56aIgt6nSKSZlr3e+PCdbYxKhAIBAKBQCAQCASC3PhUOkn1ej133HEHZ511VuKzo48+mtNOO41f/vKXXHDBBdjte1x9DQ0N/OhHP6K0tJTKysrJ6UTIC6EUwogEdjP0ekJEYzLesIRdGh9m6vWGiAWjihPMZAZJaeuYagOLSmB7v493d3Rx8kxtjtfmwQA/fmoLFhmW1zq5cqEDXSRzNXWL7MdGAGNMxhjNXnl9camO5p4AQyNhzBXa9fkKC5Sbw5rcrdmwok2gNcYCmGN+AMpMUWwE8HoD6MP56NJ0PU8XwEaAWFCPPsu1A0Xw6BpwYUNmcamEFB69z3/W9vJRSx/FRh1PXjabfH0QQpOXm3WiqGMUwmi8nKPwejOM7ZA3t8ZSzKOM7Wtgb89vMinQw1OX1XL8Xz9ifUsf/11t5uLFo4sFLS6VsBGgcyBIwFukSSCLBT3YCJCvD6adu7EY+HxubECZyYI5tmf+JYfYZ8JKCJvGAmnpcJr1lJvDENOe43RoZAQbURaX2jWtTaaoHxtBLPjRRzKPmSsXOgn5PbzT7OaGJzfx78saqSnKnpMZ4L2dg0hhH4tKLBxdbRg93kNR/N6g4iaVAmnX/WhMRq+TKHOYSDtGc51HAoFAIBAIBAKBQCD49ImksixTUVExSiBVizJddtllvPHGG7zwwgucf/75ic+BSXGPjuKWWWBO7+LKFqBalmYbCVgLSmjqivgfDcwBRlRduB94Nvs+nwVudQJh4ANtx0mEzDZr3F7FFP+zn0gOvwf29Ht1lh2dwAjwtLbjfEE1kz0x/rtfAr9Uj3uPtvY+DmQc28EcczGkmEeTkwXz4GE+0G8BLMCa+J8k5gBedZy8pK3Nz4IyVjvif9LwUzWavFNjZ8ew0v7Die04luYct1fXi5b4nyz8GJTrsTH+JwsXqNsDPK69W3OAa51AELh59Hf2+PeZ0Dy2c51HAoFAIBAIBAKBQCD49IXbpyowpAqhxx57LCUlJdx7772jPhcIBAKBQCAQCAQCgUAgEAgEn1w+dU7SdESjUfR6PTfddBNf+tKXePbZZznjjDP23QG/uw3y8kZ95A1G8Yaj2I3ai8GMRZZlTv37BlY2u/nGkZV86fCKrPusbBrm20/uZmq+iV+fUZvT8R77qJ/HNw6gk+CiRaXUFqXPAbiuw8tzW12UO40sr8lLu10q3mtRqsDvLYt0uzW5235SeSct5pkArGwaoccT5rTZhSyekroCPUAoIvP/3lRseXeeX5/xHm7s8vLb19uRgDevXoB1TG7BkUCEE+/cAMCOHy2lKk1uxckYMwcVIyPwmyrt26eYRx9Hst1Hly9M9S8Vu/arX59PnmX00u0PRTnmjo8A+OHx1cxLUQQs+Vhf/+9OAL537BRMGQqvre3w8nyKOTs9uH282zoFy72/ZV2sLut2majKM3HE9ByqNgErm0focYc5fXYhizLM2abBAA+v6ycmw2fnF3Pe/JKcjnPDs020DYe47Zw6ltXmZ93+7ve7+eu7XSyrcfLApbPjIfMTI+OYyXUeCQQCgUAgEAgEAoHgky+SRiIRZFnGaNxT+CM5jF5Fr1ceMufPn49er2fFihWcdtpp+85NarIrf9hThMkb0mE2mPEiYTeNfnhuGvDT5goytdBMbbE1VYsAPL1xgJebwxh0Vk6cW4VszJ4rz2SN4sPCiGwiarDldBpnLZrKzhEd77e6uXedm6sOt1OZl/rBfyASxocFjGaCuvTnkAq7A3wje59nz68xZj+ssyT62BP040NPntNJWJ/+enZ6gviwkG/RY7E7yZRBdeYUK07HMD2eMI9s8fHFpeWjvncaoSg/j/bhEJsGJapKUws93mCIiF5OOWY+lphyzDubNI8+zmS7j6uaBvFhYWqBGaczj7HB1A+v68GHhXKnkZlTSohmKMhkMYDBYmckEKUzYMhY3Mjp1OHDT09AN2rOhnXacnD6MSlzfi9wOOw5rxeyMYKPIIMRE2F96jWtayTEves8RGULR0x3cubCKRmvWypGZAs+dJhsDmRj9rXzhLlV3Pa+i1eaw7zZGuFziwozbp9p3VfHTG8ohh09dlOSWJrrPBIIBAKBQCAQCAQCwSc73H7z5s1ceumlnHDCCVx55ZU89NBDgBJGn1y9PpkpU6bwq1/9ii984Qv7LdzeG4omqlanq1jc5grij8Roc40u3OMNRmka8NM04McbjHLv6m4ALl1SxrRCbeJEuVMRZbpHQjQP5lZkRaeT+NbRimMpKkOzK/3+4XhFbV2KlAfZqHBOXoX7XInGS15nK1qvVgKv0XDd9TqJc+cXA3DXe90pi1ItqVYSQv7i5RaCkVjKdrJVYtfKvq44/0llsq5bpvsYjMT45cutACyZ4hj3/Uggwl/eUZKGnjevBL0Goa82PkbVMZuOWHzYRbWUfd9HlE9g7uvja0w4w6RtdgUSc/p/jqpCl6NA2jwYoDvubi/X6AidXmjh0iXKC5F/r+sDxq/hyaRb92HPmAGIxGS8ITF3BQKBQCAQCAQCgWBv+MSKpNu3b2fZsmWYTCZOPvlkdu/eze9//3uuvPJKQHGOhkKjw7cjkQgAl19+OXPnzt0v/VRdpMFIjDKHiTKnKWW47dRCM1aDjqmFo11fvR5F2OzxhHAHIry5axiAU2dldiiNarvAzKmzCpGB57YM5nwOvlAMVV+oz+ByzbMo5+UPpxb8MpFnMVCnsYJ0JvrlPPxyZtElJJkY0e8Jna2Mi8hbejJXyR7yK+OnIo2TdizHzShgSr4Jlz/CXe91jfv+K0dU4jDpeLtphKv/u0NTmxNFFeqF0JIb++O6feM/O3i7aQSnWc9XjhifPuMf73fjC8WYkm/i2BnZQ74ByuNjVB2z6djSq4x5dQ6ojOjzCaWovp6MXzbSL+9dKoS6Ysu41AJaUNcYdc1JxYxiZT3RScoalivPbRlERllrqwvSu3HHcsqsAgDe3DVELD52euLreK9n9G9SunUfwG7WU+Y0UeYwEYzElGgE8ZJDIBAIBAKBQCAQCCbMJ1IklWWZ++67j5NPPpn/+7//48Ybb+T555/nqquu4sMPP+Siiy4CwBQPa73nnntoa2vDYNj/2Qe8oShmg250qGQKaoutHFNfkDLU3mrUoZckfOEYgz5F9JhZmlt46ueXlALw5q5h3to9rHm/UCTG/3ujnZgMZQ4jJfb01zDPPHGRFGBuRW6pAFLRJpcxy3snS7y3crnlj4nPf1J5Jz+cci8/nHIv1059mAHDHjFqSr4yTnYPZHbZqkJZoVXbONLrJC5ZrFz3pzeNF6driyzccvYMdBLc/UEPLWNcvt5glObBACOBiCaRLpvr0eXLLJjtLfvbrbq/jpfuuuVyfG8oykggQvNgYNT2zYMB7lnVg06C/3dWHTUpXhSoY+eSxWWaXKSwZ4xmGzfqmFfngMqAoYJrpz7MD6fcy08q70x8frnljyzx3soS763M8t5Jm6y5HntK5pZPbM6ra4wzw5paajdS5jASk+H/vdFOKI1bOxVv7R5OvJC6dElu5zirVDmnAZ9yv+0mPXpJwmoc/3Ocad1XsZuVUHuzQSdecggEAoFAIBAIBALBXvCJFEklSaKjo4Pu7u7EZzabjS996Utce+217Nixg+uvvx6Ad955h1//+tfccMMNaUPw9yW5hkuPFV7KHCbqiq3MKbdTajfiMCm3tCVD2HsqlkxxcMniUmTgjpWd/OejvrQh3iqxmMztb3eyrc+PUS9xwYISpAyh9GaD0jc1tUCuZArlz4U2uYxNUgPB0nmJz1rMM2kyz6LJPGuUQApQEBeUBv0Rohn6rk8KfdXKjLj4MegLE0sR0ry8No/ZZYqosqrNPeo7RWCXCEZkTeMnm+ux0LZvXxLsb7fq/jpeuuuWy/HtJj3BiIzZII3aXr3njeU2lteOd2XGZJlBnxIyX1+i3WkdTUrvkWmbwbjTNNU5DhgqaDLPShQ4AwiWzmNtrJ61sfq9Fkgh93VMRZ2D6pqTCkmSOH9BMUa9xLY+P7e/3Uksy9wNRmL856M+/vJ2JzJwyeLSjMXcUqGuY06zHl/8Xs8pt1NXbE0UcspV4J+stBsCwb6m1RVgTbub1kn6PRcIBAKBQCAQCCaTT5xIKseFpiVLlhCNRtm6dWviO6vVyuc+9zlOPvlkXn/9dVwuF8uWLeMHP/gBv/jFLxLFm/Ynasik1srkYx1nyfv7I7GEoJaLGxQUweD6E6dy7rxiYjI8sq6fn73YkhBgUrGx28cHrW50Ely6uJRSR+YwdlVEzCQ0piIcjbGp28uGrszh7rnQUGrFqNc2/K1GHXodyHLm8GSTXjk/Tw6inCXuHovK4EkjiDSUKELqmnbPqM/tJj15FgM1RRZN4yeTkLI/RJb9LeQc6HPK5fh2s56aIiW0PHn7Td1KsTJ1DIzFHYwm8mpmEgTHoo41oz69SDrkjyDLoNeBRWPbRr1uUhzfKh91+djU7SUczc19rq4x2Zy1ZQ4Tn19cik6CD1rdbMqQUmPQF+ZnL7bwyLp+ZODcecVcf+LUjC+GUqGuzTOKLcRkRURPXsdzdYhD7r8jAgHsESz3l2jZ6grQ+LvVHHLrWhp/t1oIpQKBQCAQCASCg45PnEiqPrCefvrp7Nixg9/97ne43XsceHl5eXz7299m1apVvPbaawB85Stfoba29oD0Nxkt7qGxjrPkfewmPefNKwHgn+935xw+rZMkfn7qdH5+6nRsJh27BwLc/GpbQngeiy+s9LM638x0DflCXXGB0WbSNuxkWWZrr49nt7jY3OPXeBbaUPMRakGSJIzxIl6hDIVg1AJYH7Z7CGhMKbCjTzmvyjxT2tDg9mGlaMvY4lWZhJFUYynT9vtDZNnfQs6BPqdU32Wa46m2nx4vsNQ+NL5wDygpLCrj+UV39mubI4FwjA/jgnuFM31eUXWsm/S6nITAXOaWFjb3+Hlui4utvb60a9FY1DUmW85VgJoiC9X5Ss5PXxpRUpZlbn61jd0DAewmXWKdzLUIncsX4e73lQiHzy8uRa9TUq0kjwutDnFRbE2wNyQLlntEy9TrzGTR7w3jC8X4yUnT8IVi9HszF44TCAQCgUAgEAj2N584kVRlxowZPPLIIzz44INcf/319Pf3J74zmUwsXryY4uLiA9jD8aTLS5iM6jjT6xSRtNcTIhKT6fWE8IaifOmwcmaXWfGEYry6cyjnPuh1EucvKOHhLzQC0OIK0jkSSrmtIUdnaL9HeSDKM2sL6+5xh9nQ5ctYoXoilDmMObnuQHHTQeZQ+lmlVvIsevo8YR6OV67Oxua4c+3wac6UQpQ3FE24CZfXpi7Kk0osSRXqLUSV/ctk3JfDpzkB2NTjSyngSZLEYVPj23Rrc1o/vK6PPm+YPIs+Y+5idaznWPQds0FHWRZXea6EojIbunz0uLWJKuoa06dRhIlkcZ52DIdoiQtID3+hkfMXlGjO/5rMqzuH8IRizCm38YVDyil1GFOu43qdlNEhPhG3qUCQjCpY3v/5Wdz/+Vn7VbScnqIQmUAgEAgEAoFAcDDwiRVJAY4//ngeffRR/vGPf/DVr36Vhx56iE2bNvH73/+e9vZ2ZsyYcaC7OI7O4RDRLHkMkwt1wB6xMhKT0ekkzpuvuEnXdXjStjGWXk+Il7a56BoJ0e8Jc9OLLYASQp6fprq0I/4A7w1re0j3xd2VlhQFSlKRKkfnZNBYnltRK9gjomQKTzYbdJw1pwiA57cO4sqQqkClNy4cpwunfnhdH4GIzMxSK4unOIDxotpY4U11owUjsVFONFHBfv+S6norTvDRlchT3T/1/s4us9FQYsUfjqUV3lWhs8+Tfby5fGGe36oUejprTlHGlwXGCeTYVZnIHNOC1jXBYlT67tdYtV4VoNO5uQushkQ6jZtebKHfE6ZrRFkztVx3lbVxB++584qpiLtXI2Pyw2op5OcNRYnGZDqHU7/AEgi00lhuo3GCBdIEAoFAIBAIBIJPGvu/nPt+5qyzzuKdd97huuuu40c/+hEGgwGj0cjzzz/P1KlTD3T3RuENRTEZJYLRMeJWUHEagZJDTxVJvaEo+Y49eey8ISXk/ujafG6mLRFSm42Xtrn4wTNN48QQs0HiO8dMSYihY1FFA3cgiizLWUNy1byCWk2chbbJdaOBEgqsFkfRiizLhCLKtbFnEXhnFFuozjfRPhzi2S0uLjskc/EaNRw4VT5XWZa5b3UPAD86YSq6uIiSLKoljwV1zCjhujolH2bSvRu7nWDfkup628167CF91vuX/P2PTpjKVY9s577VvVxxaPm4eVZiV8aOltDyZ7e4iMkwtcCUNSxeDVkPRWRN8zsZpaCchd0Dk5tzsEjjmqAKjiENuUxlWcadJUerw6znumOncOtbHaxu93DcXz8adazfn1nLybMKsx7rw3Yl9cvRdYorPNM6DqnXfnW/YDSGySiJlx4CgUAgEAgEAoFAMEl84kVSUIo4PfXUUwwODuLxeKioqKCkpORAd2vUA7H68Gsz6HFaRruIvKEo7kAUJLCb4sKKec82Y9tZVpOHToK2oSA97lAiV2Yq3tw1zPee3k1MVgoU+eNuzyn5Jr5/XDVV+anD4jpHgtz6ZgegCBe5Fi/RgtWow27S4dXoBtPCRBwznlAMGSXkPpvAKEkSh1Q7aB8epGkge47Irngqg6q88fcoKpMQb9Swa1D60OsJEYRE8S4tYujY7SZCqjG7N9vtb/Zn/9Nd77H3J9VcBsiPi/mHT1fu/UgwQkyGsTrelHxlu3RpMZLZHR+TS6Y4ss5Zh0mPXgfRGHhDsbQvS9Ixp9w6qSKp3aTT7ELPBUmSKLIZ6fOGufWtDm44cVoiz2syS6qd/PaMWn7/RjsdcQenumZ+9+nd/MlQz7EzUqfEAOh2h2gfDqGTYEGlXTkn8x5hXP33uLU/GAV5z9qvbldiNyq/C+q2YwRWgWB/0pomb7JAIBAIBAKBQPBx4lMhkoJSsCkvL+9Ad2MUYx1jZQ6T8iA8VtwyKcKp+vds7eRbDcytsLGhS6k+f9bc1LlXh/yRhEB6VG0e31xehScUpX04RF2RJa0g0TwY4CfPNxOKyhRY9Fy4SJvgrIb25pJjtCrPxI7+yRNaYhMIHR6I52mrcJgSbs5MqGKSO0vuzyF/BJc/ggQpc0MadBILKu2savPwxMZ+rEbdHifxGDdiMpMhhqZj7Fib6Hb7SkTN1u5k9X9vyHR/xrqAvcEoT2xQ8ikvrHKkzIM5s9SKhFIYbdgfId+afllXx6QWwVOnkyh3mOgcCdHvDecskuZYkD4rqhisBbXolFZR9cJFJTzwYS897jDff3o3vzqthpoUxeiq8s3cfHotuwcDVOebcJj0/HllJ283jfC9p3fz8tfmU5Dm+n/QqrhIG8tsBCN7Lk6msWY36RMpAMau/WN/L5LbmdzSWQJBdn77ejs2ky3hbBcIBAKBQCAQCD6OfKJzkh7sjM1PmK5Stt2sp7bYSm2xNa0zzaCTEg/L6zs97IoLi5lcmFt7ffjDMaxGHVcvr0Knk8izGJhTbssoLjy2oZ9QVKYqz8RVh1dofihSRdJcchymcnTtDbm6XQZ94UTagulF2opNhDSKwKr4WuYwYkvj/lpSreQh/aDVgzvJZTj2nu8vtB4323b7Kj9qtnYnq//7irHH9YairGpTxt+SeE7asdhM+kShpGyFV1SJVeuLipr4mP+w3cOghhy7ybRNsrOsMoMjfizqGmPSa/uJK7EbuerwCqryTISiMo9t6E+7rcWoY065jTyLAZ1O4urlVQlH6bbe9MWz1LynTYMBtvTs2S7TWMu09if/XqTLQywQ7C9WfnMhW36wlGmiKJNAIBAIBAKB4GOMEEkPML5QLGuhplQkF3dJflj+z/o+lt2+Dl84xuHTnJy/IL3Lszie308vSYkcftkIR2Os61CqrZ/eWJiTu0w9RC5mziLb5JqdN3b7CIS1Wdz6PWFe3zkcz+Fo5ti69KG0ybTGq2DPLNMW2p8p6nl2vI1dA36c8fyVsKd4V3IBoP1BOiE/1+1SCUPeYJQ+d26FaPrGVIXPJm5OVv/3BalcsHaTnp39Soj87LIMxZDiYyhb1gvVsaxWas/GsXX5TC0wE5Ph9Z3D9GssUhQIx9jYnV4wnAiFOawFan2nDHXWxuEw6zm9Uckruq7Dm8ihnA2DTkqsbcUZXhidv6CEw6Y58YVjfO6+LfxnvVKIa6zY2TtmTGtBLeTkm8TUJAJBLiya4mBaofAwCwQCgUAgEAg+3giR9ACihNZKBCNyzu4fbyjKSCBC82Ag8UC9tcfHpQ9sxReOsbTawR/OrstYjb0yz4QEeEJROoa1iSb93giBSAwJKM0xrE51dQUi2h/kjXpd2orTEyWb2w4gEpV5r9VNTIbaIjOXLSnFpKHi1JA/wpoOxfk3ryKzSKpPFJdJrxrPiotaO/r9TC+0jMtXuLduzImKMntLKhFSPZ9cGFc9/gCImzA51zHV/bQadeyM5xFNlZJBRXWG6rKopHMrlFyYazo8mgo9mQw6LltSSm2RIpS+1+omosGFqmWO5YLTrMeo0RUKe9aYXPaBPWtaIBJjwJv9+gC0DwXxhpQ1sSKD29Wo13Hr2XUsrXbgC8e49IGto5yn3mCU5sEAI4FIznNaiUqQMRtEISeBQCAQCAQCgUAgmChCJD1AqI65PIuBmiJLzqKO+lAcjck0DwbwBCJ8+ZHthKIyy2vy+OdFMzPmJgTFOXVEvCjMhi6vpuOWO42UOYzIkLNTbHo8DK/XHSYmaxfDcslFqAUt7tedA3784RgFFj2XLNYmkEZjSphuOCrTUGJl6VRnxu3V3IUuXyStOFiZZ0InQTAi0zvGxTcZIeHphFatot9kiqzq+eTCZIXE7+35ToZgnep+9nhCBCMyOgkq81KHsUZiMi6fIuily4epcug0Jw0lFsJRmcc2DBDVIEqbDDouWVxKgUWPPxxLiLaZyDV/aTZyWQNiskyvW5kr03MM/VXXtHKHkTKntpdA6tp5ZE1e1vPOtxr450UzWVaTRygqc9XD25FlOSGQRmPyhF6a2c16aoos5FmU+5+rI1sgmGy29PhY0+6m1aWk/ml1jU4zIRAIBAKBQCAQHIwIkfQA0eMO4Q1FNbnekoUZ9e8ANUUW9DoJs0Hiw3YPK5tHALjq8IqES9EXiiJnECQXxfMcvrlrWJNDTCdJnDxTCUl9busgm3N46KnKN2E16gjH5ERVdy3kKnRkwqCTyLdkFyDU/i2pdmh2o72xa5i2oRAGncS1R1dlFfzU72UYVaU6GaNeR2Fc+OocGe32HeuanIhgmU5o1Sr6TWZuUbtZT2kOeScBSifJNbq35zsRwXrs/Urlgu2MV1EvtBrSusLdgSjqzNUy5q49egoGnUTbUJA3dw1r6qtRr0vkx+3WMHfzLbkL3pnIZQ3oGgkRjsnYjDqqchBXN3f7eG7rIAAnzSzM6soFxXH+1m7lGi6ssqfdTpblRE5SvU7iy4dXALCyeYRN3b5EVIFeJyUKRo1d87PNa3X8eENReoRIKphkWl0B1rS7swqdJXYjNpOOyx7cxiG3rqXxd6t5e/cwjb9bzWUPbsNm0oniTgKBQCAQCASCg5ZPTXX7g44c9IOxwoz69zKniZoiC95QlCKbkcZyG1t6fHzv6d1cuqSMd5tHWN3uochmYH6lnauXVSbCbVU+O7+Ee1f1sGsgwINre/ni0vKs/Tl1ViHrOj1s6vbx6Pp+Dp3q4KSGgqxuS50kcUi1g7ebRtjQ5Yu7JLNfiDyLgVmlVrb1ZXewZWNhlR1J4zH7vUr1eS20uoK83aSI1N88qooyDWKfKq7MKLZQYE0troUisUQfshWxmkhF9nSV1tV8p1oKHGnZDvZdRfvJON7enm+mivVp+6fhfqn3fMgfIRSJpZxjBVY9dcUWdg8EWLF7mNMaizIet8xp4ptHVfHHtzpY0TRCQ6mVqQXZRcjB+DhU3YqZkCSJhVX2RNGzvWFWqVXTMUFxkW7oUkScJdUOTetLKBLjlR1DiQJZcytsfGZ2oabjPbCml10DAaxGHZ+dPz7/86ZuL3e808WGLi+DvghLqx0cWZPHA2t6AWgst9FQak28oFLHaq87lHLN1zzGJk+fFghodQU5+i/rEzlv9wid44X7aYUWtvxgKf3eMFt6fFz24Da29vrwhWLc//lZHF2XP+npOAQCgUAgEAgEgslCOEkPEOUOE2UObS6nZJfaWMea6h4qsht55ktzmV9hY9AX4U9vd7I6LlAM+iK8uWuYrz66Y1xYfWWeid+eUQvAM5sHeXbzYNb+WIw6fnLSNM6ao4gxq9o8PL/VpelcltfkYTPqcAejOblQF1TZOaE+nzwNLtCUfTboOKo2j7pibYUl1PDeHX1+YllCkoORGI9vVKphH1OXz7KavKztd42EeGbzAAAXLypNK9xu7PYRkyHPos+Y7xBSVEZP4UBW/2h1pU1mgaN9VdF+Mo432eeb6nqPc45qcJ9W5plwmvVEZdiUZr5IksTFi0oBeHrzgCaX9rKaPI6JFyJ7bEM/wSx5gqMxmZ3xlxRa3Zl1xRaOqs3DoiFVRSryLHpOqM9nQQaH5lg29/hwB6PYjDqWa5iHAM9vdSUE0rPnFvGTk6Zh1tDnZzYP8OwWZb383Zm1415ibOjy8tVHd/DmrmEG4+kQVrd7+NPbnQz6Iswtt/HIZbOJROVx4yrTmp+NMoeJco2/LQKBFvq94YTI+eF3Fser2Kf/LZ1WaGFJtZPG8tF5uRvLbaK4k0AgEAgEAoHgoEaIpAeIbGHC6arXZ6qE7DDrefTyRk5syKfMYeTypWV89N0lvHn1AhrLbQwHolz18PZxIbYnNBTwtSOV8M9/re7hobW9GUP0QQkZ/cLScr55VBUAuwYCms7bYtRxyqwCALb0+Gke1LYfKJWjT55ZwNKpDhym7EPXbtJRlWdiWY2TM+YUZnViJlNqN2I2SHhCMbb0ZnawvtM8wpA/SqndyJcOS+3EjcRktvX6eK9lhH+t6uG6J3fR741Q7jRy9rzilPvIssxtKzoAOHtucVYH7Ljw+ySRUP17nye8X4XKUf1LEnv2VcGoUfNmEnK2TrgfKa73WNFWi+AqSRLnxMfHbW91pJ2X58wrptxppN8b4bond/GvVT281zLCtl5f2ny3XzqsnBK7gSF/lHfiqTrSsbXXhycUw2yQcirYVpln4ow5hSyrcVKVZ8KuYd46TDqWTnVw8syCjNXix9I8GGBLjzJXT5lViMWo7edNXbu+eVQVlx1SnkhVkg5ZlnlwTS/3rVbcoF87soLj6wtGbfPmrmG+9PB2hgNRGsttvHn1AnZefyjfOqqKcqeR42bkc/dFDRTZjYnxMJE1PxUTSVshEGihsdzGkmqnEDoFAoFAIBAIBJ9YRLj9QUByWDCQEFTMBl3KEEt1+7HbqPvf9bmZmA06DDopEfb9/rcWcd69m3l1xxDXPLaTU2cV8ovPTE/s883lVZgNOm5f0cnjGwYwG1KHj45laTxPoTsYZdgfyVosCmBhlYM+b4SVTSOsavNgNeoo1/hQr5Mkaoss1BSacQejjASieEJRDDoJi0GH1ajDYtRhNejQ7UVORL1Ooq7IwpZeP6va3MxNU6k+GpMTLrRLDynDlkKQ84Wi3PRiC82u0TlFj6rN44YTp6YV8V7fOcyH7R4sBolfn1YD7Ln3KplCyceGhntDUUodiigTjLe1P6vAJ4ekJ4cTT2YfkoXIA1HlHkbfo1KHIvIl34NMom2q+/u/p9Xwn/V9rG738PrOYU5oKBi3n92k556LZvLrV9t4u2mEZ7cM8uwW5bvaIjM/O2X6uLFpM+m57JBy/vhWB6vbPBxTl59WIPygVRnjdcWWrCLiWHSSxJR8M1PylZD+WEzGH4kRCMfwh2MEIjEiMRmHSU+eRY/TrNeUEiOZHncoMQ+Pqs3LmB80mWF/BHdccFTXsmw8vnGAJzYqLvBrj65K5BcF5f7e+EILL25TnPUnNRTw2BVzcMbTBdx2Xj0/PmkakZhMMBIb7fyOj91eTwh7SJ9ybqfaRv18f6WxEAgEAoFAIBAIBIJPKsJJehCQyvEH6St3p9tGdRyVOUzj9nVaDDz75Xl86+gqDDp4cZuLS+7fSsewItxJksRXj6jkmuWVAKxqdWvqu82kp6HECijigdaq9SfW5yeEx7ebRhj05ZajTJIk8iwGqgvMzC6zUV9ipbrATLHdiN2k3yuBVEUtoNI2FEwbcj/kj+APKw67w6eNr2Yfjcnc+mYHza4gVqOOxVPsnDqrkDvOr+fOCxoyOnI2dCupES5dUs7U+HbpHKHpinupQikouSjLnCbsJn1CXD8QVexV1Irsk81ktjuR66O+vLCb9IlrDqMF0nQh+Knu77RCC59fUgbAxm5v6g6ghLjeeUEDd5xfz6mzClk8xY7VqKNpMMitb3akrGR/+DQnZoOELxxjOJD6usViMu3xdaJmEhxkuvjaVGw3Ul1gpr7EyuwyG9UFZvIshpwF0kFfmBXxfMBzK2ycUJ+vab+YLPN4XOxsKLGmfMGRCnVt/ObyKr5yRGWiv+1DQS65fysvbnNh0MG3jq7imS/PSwikKqrDucxhShliD6R1e6faZn+nsRAIBAKBQCAQCASCTypCJD2AJItZY/PPlTlMCYFrrECT7iE78X2aMF6zQcdt59bz1jWLqMozsXsgwOfv30r70B6H46mzlDyj7cNBzYLnNUdVYtBJtLiCvLjNlTWHJygi57nziqkrshCT4Y2dw4nqzwcLdpMOnQQxmbQFnFQXWpHNmNJh99DaXtZ3eTHpJf51ySz+7/OzueXsukQ+yEwMx485JSkHpHrvSx3GlC60saJJKgFlVNj7Aahir1Jo2zdG9slsdyLXJ1WYv9b7k+7+qi7M4UD2639MXT63nF3H/31+Nv+6ZBYmvcT6Li8Pre0bt61eJ1FkVdyuI2naHvRHiMmgk9AULr8/8YWivLFzGFmGuiIL587LnpYCFOH3xW0uWlxBDDqJa46q1HS8mLxHMD41qbhT+1CQSx/Yyu6BAFV5JlZ8cxG3nVufMrdpuvU500suGB1xkLxNsnC6L1JYCAQCgUAgEAgEAsGnhf32xBsKhbjzzjv31+E+FvR6QnS7Q6NCg0fln0sj0ORSLEcl2bF2ZE0eH3x7MfMr7Qz4Ivzzg+7EdtMKzeglCEZkhjRWdq/KM/P1ZYrI8EGrh7tX9bCjz581r6lBJ3HhohKKbQaiMrQPZy84sz+QZRlPMMoHbR5UvTfdmainqFanHsuOeLGbY2fkM6c8dch+Ojzx+56cwiBx78dWV09T6CWVYDcq32EOeTsn06G5r/KF7ot2tZz3qGueYn7mcn/U7ZPbKIiPAU+OAticchvHzlAE+R19qQs/hWNK0aZsrzZislKkzROMZp3b+4v24RBRGUrsBi5aVJIQC9MhyzI7+vzcvaonkULg68sqqcozazrekD9CMCKjl2BqwZ59/vl+NwO+CPMr7Xzw7cUcMV0pGjURB3a69X2UEJ8iZ6k3FKXbHaLXc3CsowKBQCAQCAQCgUDwcWOfi6Q+n49bbrmF2tparrnmmn19uI8fSVrDRKpfa0UVZHs9SvtGnTSqqr3qiFRdbAADXu2i2DF1+fFQfomO4RAPru3j7+91404TwqtiNugS1av3Vfi1FmRZpmkgwIrdwzy9eZDnt7pojecQPXdeESVpCshMyTchAX3ecEpx4qLFSpj0y9uH+EBjCgOVQFgZHLYUBWiS7yeQUjQZ+/dU5CK4a3FoahWFJiL0ayHX6vNaxCst553Ldc50f8beVxVrfAwEslShH8v7LSO8vH0IgIvjYzGZXneIfm8ECZiSprBZid3IOXMVh3mLK8jzW108vXmQFbuHaRoMHFDBVF0z5lfaMWWpSO8ORPj7e908uLaPjuEQBp3Et46u0uTqVumPr4llTlNCkB0JRHgmXuX+T+fNoMBiSIytdPdzIoz9PUg5hg8O7VogEAgEAoFAIBAIPpZMKC51eHiYl156iebmZmw2G4sWLWL58uWjtvF4PPzhD3/g9ttvx+VyIcsyVVVVk9LpTwpKSH00Ue27eTCA2aA8eKsCSiaxJzn8MlHRPEURqITIGn+AVh1JH3UqTip/OMbOfj+LpyiFS6rzzXS7w2zr89FQatV8PkfVKm7JZzYP8szmQbrdYT7q8rG8Ni/jfvp4eGyuAtBk8n6rh50je0QWCaguMHFsXT4zStJfA5NBx5R8E+3DIbb1+ilzjBaa5pTbOLGhgFd3DPHfj/o5LEXe0nSMxAVmZ7oxsJeCSKrxk46xRaDStjnG7XaworWfWs8bcrueGUlxX/Pi7Q1rdHerPLZBybl5UkMBjSmczFvjTucp+aaMIuOiKQ6cZj1v7h6mfShEMCLT7Q7T7Q4zNHzg5q26Zug1hNiv7/LR7VZyH585p4gz5xRRZEv98iMd23oVN26yoLxrIIA/rPRjU7ePxjLb6AgAdd1NszanWrtTjZ+xvwfeUJSRQIQ+T5iaIsuo35NoMLcczwLBvqRlTNFCgUAgEAgEAoHgYCVnkfSBBx7gmmuuwe0e7Yo76qijeOqpp8jPz+fBBx/k2muvZXBwEFmWaWxs5Hvf+x6XXXbZpHX8k8DYat9mg0QwImfMRTf2IXms0DM2RD9R6dthAkKMBCKsbvPw3JZB7l3dA8AFC0pGVYM+vbGI1e0eXtzq4vTZRTkVQSqyGfni0nJAcah6Qpmdekp1eGUsVedrq3C/L+gcCSFh4fj6fGqKLFQ6TRj02s67Ik8RSZsGAxydwpXWWG7j1R1DDORQnEqWZbbHBawKp2lcJfpkQSRX1PGkFhjSImhmE+wT2+UgKh5ItPZT63mDturk2Uh3X9WCSdv7lTQWWosbDXiVMZdKIAVoHgwAUJnGRZrMjBIrM0qsRKIyXe4QzYMBXts5TOdICLRr/5NKdb6JXk+YVW1ujpjuTJkXWEVNVXDmnKLEGpULah5TgDPmFCU+X1hl54IFJfzno36ueWwnazs8nDKzkEVVdgx6CadFySGabm1OtXaPWufTrP92k54+TxizQRqVsgVgRGhSgoOAErsRm0nHr15pxWbSpY3IEAgEAoFAIBAIDhZyEklXr17NFVdcQTQaxW63M3PmTHw+H7t27eLtt9/m6quvZunSpXzve99DlmWOOOIIfvSjH3H22Wfvq/5/oghGZGwm3Z4iLlkenlMJPWM/S364fmfjCF99dAe+8B7n1zeXV/G1IytGiS5nzS3mjys66PGEeXm7i5NmFhKJyaztUPIRntBQgC6DSBONyYlcnOE0uTpVOkdCDAei6HV7qskfKI6scaYUObOh5iPd0pM656MxLtzkkk+y2x1mJBjFoJOoK7aME97GucpycDGq4wmY9PyduYiKB5J90U917gUZL4ClY+x9S3dfi+0GDDqluFK3O6xJ1ARwh/ak0UiFOmazzdNkDHqJqQVmphaY8YdjrG8JaN53sqkpsrC+y8twIErXSIjqgvS5RdUxv6PPTzQmZxRUY7LMazuGcJj1LJ7iwKCTeGW7i15PmHyLnjPnFCe21UkSPztlGuVOI39Z2cU/3u/mH+93YzPq+Ov59XxmdtGotTyly5/0wn3Kl2HxcWEz6fCFDpyTVyDIxLRCC1t+sJR+b5gSu5FphQf2N14gEAgEAoFAIMhGTiLpbbfdRjQa5XOf+xz/+Mc/cDoV+9COHTs477zzeOSRR3j88ccpLi7mrrvu4pxzztknnf6kUmgz4PJFxrn7cnHnjRVZ1L//8/0uvvboDqIyVOWZmFdh47z5JSlFQatRx5WHlnPbik7++UEPD67tIxqTCcWFFINe4rgZBSmPH43J3Laig219fiSJUQ7VVBTH8z1GY0qhonzLvql4roUjp2dOC5AKdzDKprjQdESa/Td0eQFyKtykhvXOKrOOq0KfLJQk5zo0G3SaXIxqe/mOFMVhNIitEw0rn7Rw9H18vIleA3XujQ2rzrS/6ubt9YRAyX6huEnHvCAxG3TUl1jZ2utnW59Ps0g6p9zGpm4fG7q9HFkzfnwePt3JroEAm3p8nNBQkD61QxqW1eSxvqUvp30mE08oSjSuERZlyR27sMrOmg4P2/r83L6ig28dPSWtUPrW7mH+/p5S0M6kl9DrpERI/ZWHVSRyxKpIksQ3llUxr8LO4xv62djto3MkxJce3s6fzqvnG8ur0q7N2Ui1/qvjwheKacqZKxAcKKYVWoQ4KhAIBAKBQCD42JBT4aaVK1ditVr5+9//nhBIARoaGvjjH/9INBolGAzy5JNPCoE0B1TBJBiJUeowZqxGPmq/MeGb6Xh1u4svP6IIpOfMLebZL8/jD+fMyOiavHxpORcsKMFp1uMPxxICKcCbu4ZT7uMPR/nNq2281+JGkuDiRaWjKkCnwmbS01CiPECpob8HgukFJhw5CESyLLOz3899q3sIR2VmFFs4MykEVyUQjvFBPJ3AiQ0FmtvfOaBciwWVdsqcJsocpnHjwhuK4g5GcQeU+x+MxOj3hhkJRFKOCbXQC5C2yJCWMZUcVp5L5W6t43WyyPV46vXp9YQ0X4NU26jzFUh7fdR8kv3eMMF4Xk13QLmfyW2qxXrKHKZEzuCd/drniTrmVrW6CYTHOw7PmlNMXbGFcFTmvtU97IyH82vFYdYzveDApclQ14yGEgu2LC+RphaYuWhhCZIE77a4+c2rbSmvCYxe40JRGX84htOs54IFJXzxkPEFsFSOrsvnD+fM4Nkvz+PsuUVEZbj6sZ38Z312ITndmEq1/qvjotRhJBiJKYJ7Dk51waebVlcgbeSDQCAQCAQCgUDwaSYnC0pXVxczZ84kP3+8uHb44YcDUFdXx5FHHjk5vfuUoLrJDDqJsnj+yeQH5XSuNi0OU1mWuf65ZkARSH912nRN+QxNBh03nTqdn548jW3x0HmXL8LX/rMjZdi4Jxjl16+2srM/gF6CCxeVMlNj0acl1Q529AfY3hegOt9M8X7KW5YsBs2tyOx4TWZnv5+Xtw/R61HyPRZY9VyzvCqlK+2Jjf2MBKJU55tyKtpUYFHuaefInur1qe6/6vxTcx5GYzLBiHJeve7Q6MIwGooV2U16ej0hgjAuD2ryNrmGlSfvt7/yleZ6PK1pCJLnZ74jvUCYKUwalPQahVaDco9MeiCU6HfiHJLue8ew8n2BVfuyffg0J9XxwmJPbOwfV+Fer5P45vIqfvFyC/3eCA+s6aPMYeTkmQXUZyhYlsycCjt0KH/fn5Xu+71htvcpIumSaoemfWaV2bh4USmPrOtjfZeXX77cwvUnThv3gkR98fD3zzUkrvesUmvGEP1kjHqJ/z2tBgmJJzcN8IuXWjh/QUnGtTfTeM1U9KnXHfpYFEsTHBy0ugI0/m41vlAskSe03ysKfQkEAoFAIBAIBJCjkzQYDKYUSIGEs7SiomLve/UpQ3UFAeOcbNkca6qo1TTgT+kkenm7i1VtbqxGHdcdO0VzwReAdR0eOkdCzCm3xUPFFQEkVQu/f6Odnf0BTHqJKw8r1yyQAswus7GgUglFf7fFTasrkHDX7Ut2JzlX0xW2GUuPO8SDa/ro9YTR65QiV384e0bKXIirWt08uVGpLv7d46ox6rVPt7pi5fp90OpO5DxNhd2kT4Rn20168iyGRG7XseNGHWeZREO1HTXlQ7pt0rlbM5HOEb2vyPV4ya7NTPupLzWyhfGnut7JQmxNkYU8iyHRjlK0KXV7kajMB62KI7kuh9y9Rr2O7x5bDcCTGwdY3eYet011gZk/nD2D0xuL0Oug1xPmwbV99LhD47ZNRXIaid37wQ0ejMRodQV4r0U5lwWVNmaXaU9lMbPUypWHlWPSS+zoD/D7N9rHbaNqobIsJ9a/zpEQ6zo8mo8jSRLfOXYKVqOODd0+nt40kHI7bzBK04BfSZWRZkwl/w6MdXLD5OcWFnxy6feG8YVi3P/5WWz5wdJRofCiCr1AIBAIBAKB4NPOpCczy0WEEyiobjHVEQSjH3pHOYjGOIqaBwO4gxFsJr1SFXvMA/a6DiUf5vH1+Tk5ND9sd3P5Q9upcBp5/ivzMeqlhNtqODBaPAtHY4nQvSsPLadCY77EZE6bXUTrUJAhf5T3WxUhQi8pTje7SU+h1UCpw0h1vgmdRjdXOiIxmebBANs6fYmq3GaDhBYvzbY+PzLQUGLl+hOnpgzRH/CGeW3nEP9Z348MnDa7kJNyCLVvHgzw4+ebAaXquCSNzj+qiqJjnYrjiv6MLQwzyRXqkx2qyf/+OJJL/tJcrk8m93eq+5V8P5PvebHNSFW+id0Dytj46/n1mgudnTSzgM/MLuSFrS5+/3o7Fyws4YT6glHrgcOs54pDlRQbN7/axo5+P9v7/JQ7s89ls2HPfFzf6SMgWakpsqQtFqWVaEymYzhEnyeMyx9JOKWT3xkUWPWcNnt8motsTMk3c+Wh5fztvW629PiIRGUM+j39HQpEAHCalZ/IcFTmyn9vo9sd5r5LZml2rpbYjRxfn89zW1x82O7h7Hkl47ZR02b4QlF8oVjivo4aJykK8qlObjUCQSDIhcZyW0IgFVXoBQKBQCAQCAQChZxF0t7eXu67774Jf//FL34x10N+qnD5IpQ6jImH3rHu0F5PCHcgitOiOv4kfGEJp1mfUrQZjj/s5xKiC3Drm0r8bLc7zKs7XHxmdhEz4u5Glz+CJxhNCITJ4fflzok9XFmMOr50aDnvtbrZ2R+g1xMmKkM0KhPyR3D5I+weDLDeILGk2sGU/My5TpPpGA6yudtHVFaqVnvj1aC1e8+S21JEq2U1eeME0kA4xm9fb2NT955cb59bWMKPT5qm+eXBH95s595VPcRkqCk08+rXFxAIx2geDOAJRrAa94jhmcS6vanensu+WkL40+47yYWc9qa9XM5jX13bVEKYOxDFH1bEs6e/NJcz/7mJpsEAZ9+9iSsOLee6uEs0E5IkcfPptThNeh79qJ9H1yt/5lbY+OHxU7EkFSFymPUcWeNkR78/MdZzZW2Hl7UdXuwmHTpJQi/BnApbznN2TbuHQCS1i7rMYaS+xMIR05yj+p8LyWuVJxRNrJHuQIQhv7KmzYjnS35lh4tut/Ia5Q9vtnP/pbM1H6cgXozOnyb/qZo2IxiJYTZICbeous7Xmke78pNfqvV5wpQ6hKAl2DtEFXqBQCAQCAQCgUAhZ5F0x44dXHnllSm/kyQp6/dCJM2M2SDR5wknhJ6U4k1cb1PFlMo882hHWpIDzRh3R+VS7GVNu4d1nd7Ev298oYU55XamFpiwGCQCEXmUSGo26JBQgvG39flzCn1NxmkxcPLMQk6eqQgKwUiMUCRGvzdCx0iQDV0+3MEo7zS7WVAZZWapNav4OOgL826zm7FSi92k46gpTujPrY/RuNPXkyIUfSQQSQik5U4j31xexbnzinNyVz+4ppeYDKfOKuQfF86kusBMrzukiOEhKSGOQ2bBbX9Vkt+bPKN7I7BOdnv7K19qpvsyrvq5SY/Tskc8y7MYeOuahXz5ke28uM3FQ2v7NImkoKwDN54yjQVVdv68spMed5hN3T5GAhEsxtEuRPWlh+pqz4Wja5283RHFG4olXkYAvNvs5oQGHUW2zIKeLMts6/OzoUuZR06znvmVNqbkmSmxGzAZdJgNunHV5SeCmmtZQqlgr+KJ99tq1GEz6mh1BbnxhZbE9+s6vazt8CQKaWVDLcJWYDWkdITbzYoQquYVVsdicl6TVC7jPk94lItXINgbRBV6gUAgEAgEAoEgR5F02jTtjjhB7thN+sSDb68nhD2kCCbJofdK3sLU4boqqgsJSale/cuXW/mg1c2OPj8NGnKF3ruqG4Cj6/LoGgmxsz/AVx/dzrEzChLOriLbnqFjM+k5Z14xT2wc4PmtLuqKLJgMeydiWI17hJAyp4k5FTZOqC/g+a1K2OpHXT6GA1EOnepIOyYD4RjvxAXSqQUmTqgvQAKK7EacZj3GqC9nkXTJFAe7BgI8tWmAM+cUjRLVypwmzl9Qwn8/6qfXHWZLr4/guhiN5TYWVmUXVEKRWOL6/vsLjQlnWzoxPBOTLUCmI3kMZiouk3LfSRYmtbSXqY/7I11Aro7VseJZmVnPQ5fNpuin7+IPxwhHY5py3a7v9LClx8fuwQC9cUfkBQtKxoVpe0NRnt48CGgvhpTM0XX5HF5vxROKMegNEwNe2zFE+3CId5rdnNRQkNb5Kcsyq9o8ibyIh1Q7OG12oeZiSbkQisR4fqsLgHPmFWNLGjPq2uYPx/jt6+28sXMIfzhGfYmFCqeJt5tGuOeDHhafl/36bO/z80GrG50En51fkgitR2ZcepTkMVjGnnUe9oxtUPJWK3lxJYIRWeQiFexzRK5SgUAgEAgEAsGnhZxE0ubm5n3UjU8vY51lNUWWUcU5gpFYznkl7SY9eh34wjGmF1o4bXYRz24Z5Levt/GPC2dm7dO78YIop80uoshm4IbnmmkfDvHAml4Aim2GcSLo+QtKWNk8Qp8nzNObBzlrTtFeC6Vj0eskzmgspMxh5PmtLlpcQaYVmqlIk49v14AffzhGid3ApUvKME9Cf2aXWym2GRjwRbjljXauP3HqKJHqcwtK2D3gZ22HlwfX9CU+/8oRFfzPUVXoMrxkSHbuRZP+PhEBb39XkofRAiBwUFbcPtB9nMh9GXv/o0lR2+GojDFDUzFZ5vYVnfzj/e5Rny+eYueChaPzY4ajMf7fG+2EozLFNgOzy7QXX0tGkpT0H854ny87pIx/vN9NvzfCroEAcytSO8173OGEGHP67EKWZngBsjeEIjGe2jzISCBKqcPI+QtGXwezQZeY4/d/qKx5RTYD3zuumkFfhLebRnivZSTrcWRZ5nevtQHwmdmFCfE1GIlhM+qyF1BL8wJMXceSi37tL+e44ONNqyuQyB+uBZGrVCAQCAQCgUDwaWPSCzd9kojFYsiyjF6/56FTluVJfXBPV3xHfegNooRx93nC1BRZMoZXJ4dxljpMCdHtN2fU8tJ2F++1uFnZNMLy2ryMfSq2GWgfDhGOyhTZjNx8eg1v7R6hYzhIVJZTFkoxG3Rcs7yKm15sYWO3j6bBAMfU5Wd0ek4ESZI4bJqTXk+YD9s9bOzyUe4wjjuGLMu0DinX46javEkRSAF0ksT5C0q4+4MeNnb7+PPbnVx7zJSE+KnTSVx3bDWv7xyicyREjzvE2g4vd73XTcdwkJ+fWpM2VNhm0lNTaKbZFeSd5hHOmlsMTCx0fiLC6t4KLalyamZ0dR6AcPtc+5jxeAfovrzTrAh0tUXmUQ7IsfjDMW58oTnhmFw8xU6500RVnonj6wtGCfYxWebPb3eyqduHQaeM8UyCfi6YDTqW1+Tx5KZBWoeCzCkfnyZDlmU2dCspPg6pdnDoNOekHHvsMVa1eXhr93AiFcA3l1elXBu+e1w1z28dRC9JTMk3c0xdHoU2YyIvqZYieO80u3mv1Y1RL/Gzk6cnxt6UfHOiqFXTgBLyr4bep8IbjNI8GMBskNDrJAw6ifwx2+8v57jg40urK0Dj71bjC8U0C54iV6lAIBAIBAKB4NOGEEnTsGXLFm677TZ27tzJkUceydKlSznnnHOQJCknoTQYDBIM7glVGxkZ7UBK5yxLFkvVB+RMD8C9nhBbenxI8eybySG68ypNXLO8ij++1cGNLzTzr0tmUV2QvojK1AIz7cMhPmx301huo9Bm5Jx5xVnPdU65je8fV819q3vo8YR5fquLcFTOKspOhONm5LO2w4PLH2Fjt4/5lfbEd7Is82G7B08wik5iwjlS01GZZ+LixSU88GEf77a4ObHLy4KkcHqzQcdnkoTkN3YOcee7XTy3xcXmbh8//8x0DqlOLQItmuKg2RVkdZt7j0i6nwSQvT3OuJyak1QlHrLPI63t5drHTByo+7K6XXF6L8qQE/PDdjc3vtBCiyuIToKvL6vkuBkFabff0OXl3RY3EnDJ4lIq8ya3WnpjuY2nNw/iCUb5sN3DIdWjX55s7PYx5Ffm63Ez8if12Corm928umMIgHKHkS8uLaexPPXaUF9i5X+OmjLu8zXxa1+dn/n6tA0F+ekLzQB86dByDpu+Zw1Ux2ivJ8TWHi9yPPno2AJNydurofU1RalTbhwI57jg40W/N4wvFOP+z8/i6Lp8zYKnyFUqEAgEAoFAIPg0kbO97lvf+hZLlizhT3/6k6bt//SnP7FkyRKuu+66nDt3oNi6dSvLli3D4/FQW1vLypUr+c53vsNPf/pTgIRQqoWbb76Z/Pz8xJ+pU6eO+t5u1lPmTO8iUkPw1dDKsfS6Q2zq8tLvCSEhI8tSynZ/dsp0Gsts9HjCfOHBbbyfIVz04sVlADy9aZBtvdpD8wAOnebk1nNmcGE8lPfVHUM0D2ovGqUVh1nPuXHhdmuvnxe3uXh+yyAvbHXxwlYXTYOKoHb23OJJc5EmM6PYmggb3tid+RodV1/AT06aRqHVQLMryOUPbeeRdX0pt7XFXabJNXPsJv2ovLQQdw67Q4k/3nixHfVz9d/pPktFquPsS9QxCmTtX6Z5pJ4fkHEuTTZar5eWe5LufqY6Tiy+9qRzJD+8ro/LH9pOiytIodXAT06allEgBRIFx+ZV2KgrnnxBxGzQcXZc9G8aDCbm6fNbBnlxm4utvYqj8rx5xYmCcJNJ82AgIZBeuKiEW8+dkbNbdWuvj6c3Kfla1TUyFe+3jPDFB7fR6wkzu8zKT0+envhu7LosyxISMv0eZR1Xx3EydpOePIshYyRBtt8RgUClsdwmRE+BQCAQCAQCgSANOalHa9eu5c9//jOBQICvf/3rmvb52te+RiAQ4Pbbb2fjxo0T6uT+RJZl/v73v3PKKadw//33c9ddd3HffffxrW99i1tuuYUf/OAHAJqdpNdffz3Dw8OJP21tbTn3KdMDcJ8nTDAaA0lidrmdxgobZY7xLqcCq4FXvzGfuRU2+rxhvvroDjanyU12YkMBZ88tQgb++k7XqPyYWjDolXDdo+vykIEH1/axs9+fUxtamF9p56i4S3UkEMUTiuEOKv+VgAsXlrCwyp65kQni8ikpEEART7Ixr9LOH86po8Cq3EM19+NYRuLiWHLV6rH3X3UXq2kYknNsjs25me4ztZ1kQU6L0JJJcNUqxo7bL03/ksk0j7Tsn/K4e3kuqe5Lqn203BP1332eMCOBCM2DgbT3xRIX/d2B8X0LR2VueaMdgEKrgT+cU8e8yuxzQM1T2OsN4/JFsm4/ERZW2fncwhIkGDVXR+LncVRtnqa+5srOfj8PrlVeShxTl8/580sS4e5aicZk7nynCxk4Z24xJzYUpNxuU7eXrz66gz5vmLkVNl77xgKmpHHtlzlMNFbYmF1uB0kiGI0l1pRkhAAqEAgEAoFAIBAIBPuHnMLt7733XiRJ4sYbb8Ro1JbA32QycdNNN3HxxRdzzz33cMstt0yoo/sLSZLYuXPnqPOrrq7mqquuwmQy8dOf/pTKykq+853vaGrPbDZjNqcPbd9bSh1G+jxhSvON4ypVj6Uyz8z731rMhf+3hee2DPL719u4+6KZKQXf60+cxordI3SOhFjRNJzViTYWSZL4yuGV9LrDbOvz8+CaPj4zu5DDJjnX4IkNBTSW2wiEY+h1IMsQisqUOYyJ6vCTRSgSY0uvj7Ud3lHVfrWE8w/6wvzj/W6G/IogNKfcxliDqy8U5Y2dQwAcPi19ioLk8NtSx55xqrrQxrobx4bi9rpDcTFGptBmzClcPFOIearvtOTtTO5fNE0R5UzzKNeq9om+5Xgu2VD3aR70AxKlDmVOpurf2GrloNw3dT5nSq+hjo3Xdw7hC0VH5SU16JSxtbpdSUVxx8pOrjq8giJb5vW6sdzGtj4/Pe4wt7/dyfRCM4un2Gkss01qAbY55Ta+dXQVvZ4wJr2EJCmFqKxG3aSH+AN80OpO5GSdVWrly4dXTChH8ordw3SOhCi0GvjRiVNTbiPLMv/vjXaiMpzRWMQjX2zMmDPWbtYnQuztJr2yjjtEYRyBQCAQCAQCgUAgOFDk9PT71ltvYbFYOOecc3I6yNlnn43FYuGNN97Iab8DxTHHHEN3dzfbt29PfOZ0Ornwwgu56qqreOKJJ+ju7s7QwuSTzqVW5jQxt9KeVSBVsZv13PHZekx6iVVtHp7ZPJhyO6dZz5WHlgPw34/6EyG+uWAx6rjxlGkcOyMfGXh+q4v/ftSPO0enYTaq8kzUFVuYXmihpsjCzFLrpAukO/r83Laikyc2DiYE0gWVdr51VBUXLy7NuG/bUJCfv9jK6jYPOkmp9v3nz9aPE2seXNuHJxSjrsjC/ApbytBrGB1+W+Y0Je69WqhrrOtsrBNNdR8P+HJ3DWYKMU+ZFkCDy3NvnXKaHLAp+pHruWjB5Ysw4AuPcgWm6l9yqoHk+1bmNKVNr6GuAfMrbNQWWfCEYgmHpIokSfz5s/VcuqQMnQSr2jz8/MVW2obSqM9xLl5cyreOqkrk9m1xBXli4yC3reicdBd4gdXAzFIrNUXKnK0rtky6QOoORvnvR/0JgfS4GfnceMo0LGlSFGQiFpP570f9AFx5WDnONOPs6c2DrGrzYNJL3HF+fUaBdCzp1vGJurMFAoFAIBAIBAKBQJA7OT0xNjU1UVtbi9WausBEOiwWC3V1dezatSun/fYXPT09hMN7whwPOeQQOjs7eeCBBxgc3CMilpSUcM455/Dee+/R1NS0X/uYa0hxpofr6UUWvndcNQAvbnOlbePixaU4zXp63GE2Z8m7mQ6jXsfVyyr5fFxI3Njt4/YVnbzTPEIkRbj5wUYoEuPl7S4eXNuHLxyj1GHk4kWl3HF+PT85eRpH1eWnrQIejck8tWmAHz7TRJc7hMOk55EvNPKjE6aOy7vY4grwl5WdAHxxaRkxGBdKr5JSdDPpCUZieEPRrIJKqcOIWa+j2Gai0JabmJxJkEzXr/2Z5zQdqfqR67loodBmoNhmwqzXZXUFqu7WYCSmqV/qGjDgi/CNZZUA3LGyk1bX6Jy/DrOe60+cysNfaMRh0tPlDvHDZ5p4atNA2tQZOkniqLp8fnryNO44v56LF5VS6jDiC8d4YE0fL293EYrEcroWB4JIVOad5hFuX9GZyBX8+cWlfGNZJUb9xByxm3p89HjC5Jn1XLwo/QsRdS39/vHVaXM+5ip6TjSVhEAgEAgEAoFAIBAIcienp0a/34/dPrGccXa7nUBg8gv47C1r166lsrKSt99+O/HZ8ccfz3e/+13+93//lzvvvJPOzs7Edw0NDTQ2Nu6TvmR6gM5VbBqX83BM2+fNVworrW5zJ5xsY7GZ9HxmViEAb+wazvl8VCRJ4tz5Jdx8eg31JRYiMZmXtw/x55Wd+yz/4WTQ7w3zp7c7eadZqWh96qxCbj2njs8uKKHEnlkAG/CGueG5Zu7/sJdITObo2jyeuWous1NU0w6EY9z0YgvhqMxxM/L5wiFl8esia74+qqDmDij5SjMJMaprrabIss8FzIMln+L+6Ic6R2uKLBnd3epcbB4MJPKKau2XOi5Om1XI0bV5hKIyP3uxhUB4vIDZWG7j6avmcnRtHpGYzP0f9nLDc80MeMfnvUymxG7kswtKuPWcOk6Jz/93mt386e1O+rPseyBx+SL8eWUnL28fIhKTqS+x8Jszajh3fsmEQuxV3oyvfafOLkzrDo3EZFa3KevEefNKEp+PK9CVo+iZad0XLlPBx50tPb5xL3kEAoFAIBAIBIIDSU4iaXFxMV1dXRM6UHd3N0VFRRPad1+xfv16jj32WL7zne9w/PHHj/rum9/8JjfffDO/+c1v+PnPf86zzz5LS0sLv//97+nv76empmbS+5PpATpXkWess3Bs2/MqFLHbE4plfMg+rr4AUJyOe8uMEiu/Oq2GbyyrpNhmYDgQ5d2Wkb1ud1/R4w7hCSni0zXLK7nq8ApMGtxo7kCEn73YQtNgAKtRx89Pnc4d59dTksJZ2OIKcMW/t7GqzYPZIPH3z83EH47R6wkx4Avn7PREUnKbahFiJiIcflqEmYmcp9brqc5FXygKOWp3hTYDA74wfd4wPzy+GrNBSZtxxb+3pZyjpQ4jd5xfz89PnY7VqKNpMMDPXmzBHcguvpv0Or58eAVXL1dcq55QjJ4U1dcPFt5pGWE4EKXYZuAbyyr51Wk11BXnFvWQiuZB5bpmysusrLHKWlGT5CJNXnfTOYczkWlMCZep4ONKid2IzaTjsge30fi71UIoFQgEAoFAIBAcNOQkks6ZM4eOjg527tyZ00G2b99OW1sbc+bMyWm/fcnGjRtZtmwZ1157LbfccguyLLN161ZeffVVduzYAcD3v/99brvtNnbv3s2FF17I6aefzqOPPsrTTz9NZWXlpPZnIg/Q2doCMBt0iaIxakXnXnco8VBi0IHTkv54lniV9bFmU1mWeXbzID98Zje/f72NrhFt4olOkji+voCvHalcv/WdXrb0+AhHD75Q3tllNorjImVyoaZs3PFOF72eMNX5Jp68cg7nL0jtZHty4wAX/GsLG7t95Fn0vPy1BTSUWvGFY0RlGeTxRZhUUol4ZQ4TFU4T0/eBQ1Q9Xq8ntFfCzP4SWff2OKoA1etJnRd2b1Dn4vQiCxVOE2WOPY5TLW5yZIjKMmVOEy99dT55Fj0bu31c8K8tPLlxYNx+kiRx/oISnrxyDtX5Jno9Ye54R/vLrtb42C+2GTQVKdvfhKMxtvT4+KjTC8DXl1VyfH1B2jQYY+kaCfH719v44TO7eXbzIPKY/MtqPmZrhnymToseffxw7cPBxH2EPXNYKbimtKElLUY2ckmxIRAcTEwrtLDlB0u5//Oz8IViB7VDXSAQCAQCgUDw6SInm9rpp5/Oa6+9xk033cT999+veb+f//znSJLE6aefnnMH9wXBYJDrr7+eQCDAL3/5SwDOPPNMenp6WLNmDQsWLGDx4sXcc889XHnllZxxxhn09vYSDoepqqqivLx80vukPkAbdNJehwSrAg/seUC3m5U/vW5F5GqPF3IpsBoyiglWo9KXQV+YUCSWqHT93BYX/1rdA0DTYJCukRC/PbNWc96/+ZV2yh1GejxhHlnfj9kgcehUJ0dMdx7w/JUqep3EcfX5/PejAd5vdfPFpdnveyAc48N2DwC/PbOWqvzUFdlf3THET19oJibDCfUF3H3RTKYXKQ606YWWRKXrtCHbKaqvq/d4oqSsAB//LFng2RsBdiJV4w/EcVRRKwgJsdQe0qe8NsmfaWo7w33K1O/k/ZLHx0ffPYQrH97G6zuH+ekLzTjNek5oKBjXdlW+md+eWculD2zjw3YPwUgscU8z8X6rEkZ+fH0+et3Ew9YnG28oynstbla1uQlGlPWu3GFMuOS1EI7G+N3rbXQMK4Jm02APkgSnNypRD6FIDJdfcd1mEkl1kkSB1cCAL4IvtMe5b9BJo+Zw8pja2zlgN+uxh/T7ZT4JBJPNtEILjeWKOLqlR8kfXGI3ps3nKxAIBAKBQCAQ7A9ycpJ+9atfpbi4mIceeogbbriBWCyz+0+WZW644QYeeughiouL+epXv7pXnZ0sjEYjN9xwAw0NDSxfvpxTTjkFnU7HLbfcwsaNG7n88stZtWoV3/ve9wAoKytj3rx5LF68eJ8IpDC5BW7UtsocprSFdFSvlCWLSDKnwkaF04g3FOM/H/UTi8m8st3FfXGB9Nx5xeRZ9LQPh3h8w3gXWzr0OomfnTqdM+cUUWI3EIzIvN00wq1vdrAmLjIeDORblPcIWieK2SAl3Ke+UOr5sbrNzfef3k1MhiuWlvPA52eNynGartK1ymS6jke1myJ8d6zgnmpM5cL+KuS0t8dRw5zLHKaEAzvdtZnMcGct7sCx42N6kYUnr5jL5xeXEpPh+8/s5sN2d8p91ZDwErsBk16b4Klupc6Fg4E17R5ufbODt5tGCEZkSuwGzpxTxM9OnZ6TkPv4hgE6hkPkWfScO68YgH+t6uGV7S5iMZlH1/fjDcWozDPRmCKfcDIJEVWSMhYKU8fUZK71B8uLJYEgF5LD7g+5da0IvRcIBAKBQCAQHHByeup1OBzcd999nH322fz2t7/l2Wef5Stf+QrHHnsstbW12O12vF4vTU1NvPnmm/z9739n06ZN6PV67r33XhwOx746j5zQ6XQceeSRPPDAA3zxi18kGAzy1FNPUVVVBUBdXR07d+7kvffew+Px7PN+T9SRlo6xTrWx7dvNeoy9inMjW0ETg07iRydM5dtP7uaJjQO8sWuIIb8i3nxuQQk3njKNpZsc/OT5Ft7YNcSFGao/j6XEbuSLS8u57JAyPmzz8NiGfnYNBHh68yC+cIyjavMmcPaTRygS451mJWeqzaRNJpUkiTkVNlbsHmFth4cja0afwwetbr71+E5CUZlz5hbzv6fVEIOcnGCT6TqGeIi3J4QvFMVm0pOfFP6tOirzHZNT9Ghv3a77+zhqO8lzKPGdSU+vJ4Qr7hwsm4RrNFF3oD8S4+YzahnwRXhxm4tr/ruT28+r57BpzlHbre1QXkA0lts0FzOyx8f+yuYRzptXnHCTHyjebhrm1R1KMaUZxRY+O7+EQ6Y6NIfXJ/PGriEAfnB8NefMLcagk/jPR/38/b1uHlnfl1jrfnTC1IRYng71eoajsVHjL9X6O1lzIHGMUG4FwASCgwE17L7fG2ZLj4/LHtxGvzcs3KQCgUAgEAgEggNGztag0047jccee4wrrriCDRs2cO2116bdVpZlCgoKuOeeew6aUPtklixZwgMPPEBPTw9lZWUAxGIxLBYL06dPZ8WKFeh0+14Q2NchyN5QlJFAhD5PmJoiC3aznpmliiuqYziYEMfScWJDAVcvq+TOd7sY8kexGnV8/chKrji0HEmSMMavkXOCfddJEodOc7J0qoN/r+vj8Q0DvLpjCIMOjph+YIRSbyjK/R/20u0Oo5PgggXaxd/pBf+fvTePk6Ou8/9f3dVd3dPdM5O5J9dkkhByAIEQEAiXHEEBgV0hIIggILi6KocSARERWFFc168/3VVBREFBDlcEkXMBQUKEIGfue5JMZqZnpid9d3VX9++P7qqprq7jU33PzPv5eORB0l31uT+fpl71Ptx4HUHsHB23iEmKafz07/144K1BZACcOK8Jj3xuEdJpFIhvgLlwHoim0KGRCKoYIoKYzbJuQ0F9pQg65Rb/S6WUTNWwTQABAABJREFU9miNgyRohhLZ8fPy5du/evOr1wdp/fzukoX49G834PUdQVz16BZc8bEufPWEGXIYDGlNzrEgQlywtAM/+ttebBqK4TdvD+KzyztrZrm4dndQFkg/fVgbLjqio6TM9Y0uDsORFHjODpvNhm+v7MHsaS75rLPbgH87bjpO0whfoCQiiHIIk4WKuK2RhIhdo3G4crGdK3W+k8s9MVHpaXGTKEoQBEEQBEHUDUX5T55zzjnYtGkTfvrTn+LRRx+VEx0pWbBgAS666CJ85StfkQXIesNms2Hp0qUAIIuh0n+3bt2Kww8/HE5neYQoNf6QgLhtPNlRpV0m+w8ImNbAyQ/S3U08ZjXz2HtAwItbxnBeztVUC5vNhi8fPwOnLpiGDYNRfGJhi9zWUELEQ+9kXe8Pm16axa3NZsPFyzrBc3Y8+p4fL20Zw9GzG2sSB/H1HUEMhJJwcTbcurInT/gwo7spu2b6xsaTPf3sjf349VvZcbr62G78+Nz5crxXs8zVWt9bznpvgJfn5ORdVtegkfCodkevhWCqbJ/RmBYdX5Tn5JcD5dy/evOr1weliPvsFw7D9U9tx31rB/DrtwZhs9lw/UkzAQB7cmuyu5H9XDu6pxG3f2IO7nqxD/tDSby+I4hPLmoptmtFI6YzeGnLGADgM0d04NNL20su87DpXuwcTeDBdYM4aV4zfC4OVx3Tjc8s68DzmwNY0uVhSlb14pYAMgBmT3OhSxWDVEyn0X9ARFOFwhVIaxuAnCwqFGJLpEcQBEEQBEEQBEGMU7SZZEdHB+644w5s3rwZfr8f7733Hl5//XW899578Pv92Lx5M+64446aC6SpVArJZH7mVGUsVbvdnmctOjo6iltuuQV//vOfcfPNN1dMJE2lM/CHk3K8R2WcR9bM3EMhAev3R+QHYyNmNPNIiBk51mEkIeIzOdf4u17qkzNYG7Go04NPH9Yui0HBeArXPL4FHw1E0eC0m1pbsaJ0s69FmphMJoMNuUQSXztxpiWBFACGI9lEL22e8bWz1R8DAPzbcVmB1EyIM4s1GIimLLWp3LBku1f2oRLxO5naqRQVDca0ktnsi0FvflliUHpdHO5ddTBuyAmj24Zj8nfSmpTWKCuLOj249sRseRsHowUZ4KtNuUJxnLagBQ1OOz4aiOLqx7cgGM+Oi5fn8OnD2pkE0r5AAne92AcA+NzyTnn9yLGDxQxmNGvHF1bCep6rfx+kWKdA4e8KQRAEQRAEQRAEwY5lkXT9+vV46qmnsHbtWvmztrY2LF26FMcffzyWLl2KtrZxq8Q333wTTz31FDZs2FCeFltgw4YN+OxnP4tTTz0VV1xxBR555BEAWWFUFAtFkOeeew7XX389HnzwQTz//PNYsmRJxdrmsNvQ4XNqCh6sgpI/nERCTMMfThpe5+U5NLkdaPc64XLY5WzlXzimG4fP8CKWTOMnr+9D2qLw8d0X+vDh/qyYePsZczC9yVwIYEGydmv3OWGvgRXp/qCAUCIbVuDwmeyZsgEgnc5g3Z5s0pzDZ4zfK83lId3ekoTCSEKEP5yU3XdZ7xkKZcW/nSMx7ByJ5YmAkrt9KCfqsDAUFjAQzMYx1RPtJPHG6+JqlmBGWa+yPXrXRQURA8Gs+MtCRBBld/u8pE4JUR5raeytCK8uhw3+cLIksXZ+m1tui4S0JtftCSFtUUg7fKYXbocdwYSI/cHqWypydpuc4GzPAfOXOixMb+LxnTN6AAAf7o/iuy/0Wbo/ncngJ6/vQzyVwVGzfDhnSSuC8ZR8xrocdrR7nWhyO0zXPut5rvf7IK1h6XeFIAiCIAiCIAiCsIYlkTQajeKMM87AqlWrTDPbS2QyGVxwwQU466yzkEiU58GWhS1btmDFihXgeR4rV67Ejh078MMf/hBXXHEFAIDjOAhC/oP+oYceihNPPBGvvfYali1bVtH2dTRms4RriTasglKHzwkXZzeMTal0I1ZmVfbyHFJp4OpjumG3Ac9vDuC253ZDtCCcKK2VGhgTG7EwFstac9Uqm3YwJyrNanaB59j7NRZL4d61A/hoIArOBpxy0DT5u+6cpde9a/cjEDMXv6Q4srtG4wWCpsthQyKVYRYcJVFldyCOXaNxDIaEPIFFcrdvzImZrERTIqLJNJOLuiSUGmVtLzdWXOil9kWTaURT7O2T3O0b3fljFxFEDIYE7BqNY3cgbsmKNpvhPgOXw1YgvO4ajcsinBGBSBK/WLsfANCteHlxykHTYLcBHw1Ecd8/BuS9xgLP2TF7WrasYI0sbZtzYSHKaUntcY7Pm5XzT0xn8O1nd+P5zQHYbcAXj5sOAPLelM7xTh/PtPZZznNA//dBegnQ2cijo7E8L6wIgiAIgiAIgiCmEpaUrUceeQT79+/HVVddhRUrVjDds2LFClx99dXYs2cP/vCHPxTVSKtkMhk8+OCDWLlyJR566CHcdtttePbZZ3HVVVfhnXfewUUXXQQA4Pnsg+QDDzyA3bt3Y9asWbjyyisxb968qrRTDyOLNyWdjTwOme6VXS210LU6cnHobXXjrMWt+K9z54GzAU9+NIJfvLmfuZ1fP3kWOnMP9N/8y068tuMA871GRIWsAB9Ppmvi1jtug8VW90cDEdz67C5c8/hWvLxtDDYA3//UXBzc0SBfc91JM9Hs5vDh/ih+9vf9hiLXUEjA7kAc/cFEgVAmWQVLCbhYkEQVj9OOBt4OTnKBz1mYAsDctgZ0+nhmEbPTx6ORd6ClwTEec9QkTES1Xe7N6lO3NyKIaGlwoJF3oNNnLjJJImynj8fctuxcS+V5eQ6c3YYG3g6P027Jilbam2rrQ0kg7w8msDsQN3TLvv2F3fhwfxTNbg7X5dzuAeDgjgZ8/+y5sAH4v61juObxrbj12V1YPxBhapu0I2oVBiOeyrYgmmR7SWfGazsO4JvP7AQAdPqcuOHkWcz3/uLN/fjz+hFwNuD+Cw/GaQumoauR19ybLGuf5TwH2H8fCIIgCIIgCIIgCGtYEkmffPJJ2Gw2fO1rX7NUyXXXXYdMJoM//vGPlu4rFpvNhn379mFgYED+zOPx4Morr8S1116LrVu34uabbwYArFmzBt/73vfwrW99C6lUqqRMyfWKZHWlflD3ujjMbWvAtSfNwq8/sxAA8MBbA8yuxj0tLvzhc4tw2HQPYsk0/vvv/djij5nfaIKURKhvLIEnPhjG3rEE9gcF7B1LYKs/hh0jcSTF8ogkWrzfnxWMpjUYW7IGoknc88oe3PFCn9zvxZ0NuOecuThzUWvetdObeHzr9Kxb75MfDWvHxcyJdrtH41mBzckxuemaIYkqva0NmNfagCVdXnhdhXFCrYiYWkIey/3yWmSMu2sVdblGFocF+8GiAG00fl4XhyVdXsxrbUBva0NZRC2pfQ3OrAC7ezSuO4Z/+mgEAPCt03tkK2aJsxa34p5z5mJxZ1bY3eKP4bsv9OGHr+xBIGrs6t2S2xMf7GcTVYshKaaxYySOrf5Y3t5/4oNhORlaYxkEwi3+KP777/2IJdM4bLoHf/jcIvS0uJjuHQoLeOCt7O/L/ztvPj7/sW7MbWvA3LaG8djSqvVR6zjCBEEQBEEQBEEQhDGW/JnfffddTJ8+HYsWLbJUyYIFCzBz5ky8++67lu4rhkwmA5vNhiOPPBKbN2/Gpk2b5PY2NDRg1apV2LJlC1555RUEAgGsWLECq1evxumnnw6Hozbu3ZVGypQtuXxqiW6fW96Jn7/Rj7V9Ifz8jf34zifmMJXd6ePx4MUL8fWnduLlbWP42d/34Z5PzYPbWbz7/cnzmjESTeLx94axYTCGDYOFwqvdBhzU5saxvU2Y2+ouui417+0LY+NQDDYAF+USW+nx8zX78V5/BHZb9tprjp1u6Cp7fC7ZzN4DuWRHKndwSVTx5Oano9lZYFWmTDDkFThL2diVGdCBwvVgtD6KKU9NRBAhZsZFo2A8BX84ackq1gjJHV2K16qur6D96v67rGe2Nxo/q+VJfVDGs1RmsVeW5w8nAQ55oqx0b1LMyHF99RIcnbmoFWcuaoU/nMS9a/fj0ff8eHtPGElxP27JiflaXHhEB9btCWPDYAzv7QvjiJk+S/0zYudIHGt3B7FtJA49r3dbrg0nz2suqa54Mo2f/r0fGQCnLZiG/zxnLpwWQmv8zxv7EU9lsHyWD58/ukvzGuV6iAiifA4TBEEQBEEQBEEQ9YklJWt4eBgzZ840v1CDGTNmYHh4uKh7rSBZgp511lnYunUr7rnnHoRCIfn7pqYmXHfddXj77bfx8ssvAwCuvvpqzJ07t+JtM6MS1nVmiWukOqNCGveckw0z8PgHw3hxc4C5Didnx11nzkF3oxMDoST++MFwXhIoqwli7HYbLljagbvP7sXiLg/avVm37g6vE70tLrR5HEhngC3DcTy4bggPrhvEU+tH8Nh7/qIt3EaiKTzyrh9/Xj8KAPjUklb0tOiLr5sGo3ivPwIbgN9evBDfOr3HNJZgs9sBby52674DCU1LRofdht5Wt67brXQNAEuu5FrfAchbD0brg2VNMrkBZ8b7oRV3sxQ047UaLD0rbsta46C+X5ll3GzszUISANB10Zfcsntb3XnXSPduH8m+VPDydjSZxPXt8DnxrdN78JvPLIQNwHv9EWwaiupeP6fFjU8tyVpJ/3n9KB5514+RIi0kP9gfwWPv+fHU+hE8uG4QD74zhC3DWYG0zeNAb4sLHV4nWhocaPc6sLjLg7vP7sX5S9stJ3RTnkHpTAZ//GAYg6EkuhuduPOTcywJpC9uDuCJD7K/Zbet7IHP7TBdH5VIXFYpa2yCIAiCIAiCIIipiiXTFrfbjVisOHfqWCwmxwCtBvPnz8djjz2GM888Ex6PB7fffjva29sBZGORLlu2DG1tbVVrDwulWAnKZaisE82s2ZRC3YnzmvHlFdPxP2v2Y/UzO/EznpOtH81ocjvwzVNn4/o/78Cf14/g5W1jsmgaFkQcOdOH8w5pw6IuD3Nf5rU14LsaFq2ZTNZS7sUtY3hhSwA7RxMAspZzG4diiCfT+FhPY8F9STGNjYMxpDNZES0VHxdUf/nmAKJwwwbgnEPacNER7brtymQyePCdQQDABUvbsYzRmm40mkRESMMGoLfVjUwGli0PpWukeQaygpx6rahdv5UYfafGyrVmZBPYjK/N3la3JctVM5QWnV4Xh06M11cq5Rozve+U8+mw29DsMxdv9Sx5F3V6cnWlEYimmCwYj5zlw/lL2/HEB8N4aN0g7jqzVzf0yGeWdcBms+Hp9SPY4o9hrz+A/8pttw/6I3C4s8K33WbD4q4GTQHyrb4Qnt2U/yLGZgPOOLgFKw+ehtnTXGUJfbJpMIo/rx/BP/eF4eM5+UwK5YTFm06dbSokK3lj5wGszsUw/dzyTpy2oAWA+fpQz5WVpGJqjKyNCYIgCIIgCIIgiOKxJJJOnz4d27dvRyKRgMvFFrsNABKJBLZv346eHn03zkpwyimn4PHHH8eqVavQ39+PVatWYenSpXjooYewd+9ezJ8/v6rtURJJiFDLj16ew1BYwHAkKWdZtvwAbUXMUQgzzblENT/5l4OwYySO5zYH8M1nduDZqw9jjv93+oJpWHnwNLy4ZQyhhCgLEQDwzt4w3tkbxnFzGvHZIztNk5MYYbPZ0NPixlXHdOOcJa34244DsNts8IeTeHnbGJ7dFICTs+WJl1FBxCPv+rH3wHi8VQ/iQE7csQFYPsuHzx7ZiVnTjNf2Y+8PY9twHC7Ohn8/fgZzu//0YTZO5Lw2t+xSX6xwIokuQyFBc76NXN+tuNVL1wLaYqwVCkS9ItzRq12+Wry0MmZWxl7atw67jXlvGL0Qmdfmxo6ROP73w2FcdUw3U3lfOX4Gnlo/gq3DcTz2/rBuuAknZ8elyzvx8fnN+P0/h7Bpb1z+7i8bA4hi/EXa23t4XHJkBxoUGeTf3ReWBdJTD5qGDp8T6UwGJ89rLulcUDIYEvD7fw5h7e5xLwL1mbTy4Gk4bcE05jJDCRGr/7ITSTGDlQdPw7dX9oxbEefO7gSy81LJlw8RQUQwnkIglkK71ymf3XnXkHUpQRAEQRAEQRCEZSyJpCeeeCLuv/9+PPHEE/jsZz/LfN/jjz+OWCyGE0880XIDS+Wcc87BmjVrcMMNN+Cmm26Cw+GA0+nEs88+i9mzZ1e9PRLRXBbxApFD4CCmM/kuwxroCWpqEWYoJMAfTqLDpx3f0uXIZd7OleHgbPh//zIPZ923HjtG47jpmZ1YOt0LL8/h2DmNOKi9AXq8uGUMr2zLZrg/c1ELTj+4BT3TXODsNjz8zyH88YNhvLk7hLf2hHBolxeNbg6LOj1YefC0oq3GOht5rDo8K+ZkMhm4nXb8deMonlo/ikAshZPmNaP/QAJPbxjFcCQFJ2fDki4PxmIpdPA2IOdZ/NN/nQ9fo7nV7F82jOCPOVfbW07vQbuJi73EW30h/OT1fQCA1aeMrzspUZOH5+Dh7aaWYQVrRkd0MxIIrYiHZmLsZKcY8bKYsVfPI4tgrrQ8j46mERVEzGl1o7ORxzdPmY0vPrEVP3l9Hw6b7tW0rFbTnnO9/87zu/HHD4bh5e341BJ9a/tZ01z45qmzEQ41Ay9lP1vS1QC/wGNagwMbBqPYe0DAr98axDlLWjGj2YXXth/A6zuDALIJpC4/qrMsFqOZTAYvbhnDpqEoQnERHw1GIKazLz/OX9qOS47shJjOoG8sgRe3BPDcpgBe2XYAL24ZwxkLW3TL3TYcw9rdIUQEER/sj+BAXMRBbW7cfWavHPYCgHx26+0R9TmsK5YzzLuX5+APJ9HS4Mi7TnlvtEwhLIiJTV8gjuFIEu1ett8pgiAIgiAIgpjqWBJJP//5z+NXv/oVvvnNb+Kkk05iEhn7+vqwevVq2Gw2XH755UU3tBSOPPJIPPXUUxgdHUU4HEZ3d7fsel8rPDynaU2kdhnWQ88SSS3C+MNJjMWTGIkk82IXSn8PRFMFsTRnNbtx/tJ2/PDVvfjb9gP42/as8Gm3AX++8hDNREnD4SS+8fQO8JwdPpcdz24K4JIjO7E4515/+yfm4OJlHfjhq3uxdncI7+dih/59ZxDNbg7HzGFz6zfCZrPh8qM6YbcBf9kwitd3BPH6jqD8fZvHgW+d3iNbinKpKPB09rvmBgfMZIW9Ywk8uG4IAPDVE2bg/KVsa2irP4YbntqOdAa47KhOnHdIK9bvj6DD54Q/nMSBRAphQSyIMamFet7LbY2ph9WkTpOFavW7wB2bwdJQalsC2WzrYiaTTegEYMWcRqxa2o7HPxjGDU9txwMXLcSCDv0XHBLnL23HcCSJn/69Hw+uG8IRM3ymltXNDeM/Izef1gPRkd3ze8YS+I+X+jAcSeGBt4fy7vnUklZ8bnl5BFIg+xLiV/8YyPvsuDmN+MbHZ2Fh53iIj3gqjec2BTCtgUM8mcE3nt6Bl2cu1XzZsWMkjk//ZkNBEqmLjujA7Ba35pqQzlOlYAlk3f653OVynFKNeWWad51QFcp7PVNsnxKF9AXiWHzPOkSFNDy8Hb+/xFrCTYIgCIIgCIKYilhK3LRixQrZdf2YY47B448/jnQ6rXltOp3GY489hmOPPRaDg4M4//zzcfzxx5el0cXQ1NSE3t5eHHrooTUXSAHoJvNgTSbDmgikw+eEKALTGhxyHDtlwh+teIWb/VHcu3Z/wecLOxp0LVKaGxyY39aAeCqNAzER7V4HelTiysJOD+5btQC/u2Qh7jpzDua2Zr/fPhLXKrIobDYbLjuqC189YQacXFaA8fJ2HN/bhDvP7DUVfIzgc+XZbcDlR2lntFazfSSGqx7bgrGYiKNnN+Ln5y/AcCSFhJiWLcuaXQ50+vjsH5O5L2cCGEr8Ul7KOZ4s8yydFdLaaXY5ZOFdSGew+pTZOHp2I8ZiIq56bAt2MO6zy4/qgmQkKa35Ypg9zYW7zuzF8b1NcsIyJ2fDV0+YgcuO6iqbQAqMnyFzW92468w5+N0lC3HvqgV5AikA9Exzod3rwIGYiHgqjfltDXkir5IOnxMLNYTln73Rj30HBM19Kp2nynM2IoiY1uCAKMI0uRvr/tb6nVAn6SOmNsORJKJCGree3oOokMZwJFnrJhEEQRAEQRBE3WPJkhQAfvOb32Dfvn1Ys2YNPvOZz6CjowPHH3885s6dC6/Xi0gkgp07d2LNmjUYGhpCJpPBcccdh9/85jcVaP7EphQrQNZ7tVw79f4OALGkiNN/8SEOxEUsne7Ft1f2YDAsoNntwBEzvLrChpOz4TefORg3/XUnYkIad589F20agqrNZsMRM304YqYPYzER//nqXgyFy//wduK8Zhw124fRaArTG3nL2bC16PA5Ma2Bw1hMxPv9YXw0EMVfN47i7MWtuPCIDvhU8yGk0rjmsa0YjaZw+Awvnr/mUNmtfiSQREuLIyty5dy4JZHN0NW2yDWjjK0JjFsh1iKB00Si2DGS/i1hVbhimWelteIh07157RgJJDG7xYXnrzkUp/78A7zXH8HVj23Bs1cfCt6R/24snBDx2Ht+PLNxFGctbsWh3R6kM0BLg8NU1DOj3evEtSfNRDqdwf6QgFaPIy8+abmQzpDzl7bjXw7VfwnW5nXikUsX4+ZndqKBt+P7Z82VX6aoaXRxeOyyxXivP4ID8RS6fDzufLEPH+yP4LRffID+7xwLt3N8LI3O2e4mHvPbGywn47KC8t5goqgiiEnInJbiXwwSBEEQBEEQxFTDskja0NCAV199Fbfffjt++tOfYmhoCH/605/yxLNMJuuf6PP58NWvfhW33347nE6KiVUr1BnRlYKN9LkkzvUHBQRiKTjsNty7agF8Lk52mTejucGBn5+/oJJdsUSDk8PM5vIJMjabDUfM8OHV7Qfw1T9tRzSZtaLe7N+Hn7+5H987qxcrDx6Pb5gBMBpLAQB+fN58tHiye8DLcziooyEvpiFQnBDJmuxJKlvKdi7dYzWBE7nbs12rOd5G81NEtnPdkBuK9dXiceJH587Dab/4EIFYCirPcby4JYBb/roLMcVa9uSEvyNm6r8UsYrdbsPM5sqLNSytnd7E4zcXL2Qrz5afAO7eVQtwws/eRyCWwt4DCRzU3pA3d1pxn7U+JwiCIAiCIAiCIOoPyyIpADgcDtx1111YvXo1nnnmGaxZswb79u1DKBRCY2MjZs6ciRUrVuCss85Cc3Nzuds8KfCHBHAua1Z5TMlcDK7RE1WUn7d5s0silc4gpQ7GV2YGQtlM8+3eopZhVUlnMvjFmv14c3c2xmk0mYbdBnxqSRvW7QmhPyjgxqd34onL3XJyK5fDjo/Pb8aLW8bwP2/045SDpgHQT9IDmGdQV88vq7Aq1SlZBiqThbFQrdin9UYpY6QebyPU88iawEdaN0oLZPX6+vmabOiMk+c3w6WwIt02HMONT+9EKp3BzGYey2c14i8bRmTxf82uIDIZ4N9WTIe9jK7xlaAt5+YunSmVQnkutmm41rPGlS31LDcikhDhr/A4EARBEARBEARBTEZKUqeamppw8cUX4+KLLy5Xe6YMxbgumwlikYSIXaNxuBy5WJyqa1jEuQanHXNaXNgdSOCKP2zG54/uxsahKBKpNOa1unHkLB8O6faiHDhzlpT+Crjbl5v39kXwai6BlcQnF7Xg0uWduGRZB/7jpT58OBDFs5tG8dUTZsrX/Ntx0/F/W8fwxAfDePidQZyncAWW4hVGBBEuhx2JVDpvbobCWaGj0zcee7AgcZNFC89axSssVvCZqPWqrbdNr9dw1VbvdfWakJDWz1BYgFfI7+P/fuDHEx8Mw27LrkUlf904ilQ6g8O6PfjW6T2w221Iimk8uykAAEikMnh1+wEc19uUZ01Zj/hz8RbV1tmlsH4ggn/uDWPHaBwuhx2LOz34zdvZ5FA901xodmd/PlnFaiURQUQwnoI/nERvq7voJE5aSPcRBEEQBEEQBEEQ1qh/E75JipbFoJmgYyaIZcUSGxKpjOY1aku3obCAUEJEo4vD3LbxBCVPX3UoPnHvh9g6HMe3nt1VUM73z+7Fp5a0sXZVl7MXt+KBtwfxVl8Io9EkWj31G5LhmY2jAIAzF7XAw3P44wfDeG9fBOLyDDi7DR/racSHA1GsH4jm3bew04PPLe/Eb9cN4Rt/2Ylj5zTB5+LyXLEBIJHKJtYQFeJGKC4CNsDLj4sk6jXAauloVXApt7hYq5im5a7X6rgwW/qq5lFrr0cEEaGECGSyawIAgvEUArGUnFBNua4GQwK++qftAIDPLe8qSGIkrdVj5jTBbrdBTGfwXn8EAHDB0nZEBBHPbgrgLxtG61okHY0m8XZfCABw9pLWspT5lw0juOmZXZrfdTc68cwXDpXjHEtzt3MkNn6euhoM96aX5+APJ+Fy2HTXhul5r7MWvTyHUBnFYoIgCIIgCIIgiKmCpez2RPno0Mhirk78okYro3He9zyHJrcDva1uADDMtB1JiLnst2LeZ0MhAfNa3Xjpi4fh6Nk+LJvpxZeOm47rTpyJRZ1ZIfU7z+/Gu/vClvusZlGXB4dN90DMAN99oQ9jufid9caanUF8uD8Cuw247qSZWH3KLDQ47egPCnj0PT8AwMllt5JWBuGvnDAT3Y1O7A8K+Nv2A3IW6g6fEw67LWspynNoaXDIAreX59Do5tCYs0iTMFsDeqizZkcSInaOxLBzJCavEWV2drO1aBXWrN1WM8ObXc9aL3N9yqzlqmz2WmNabP162csbXdl1Ia2RRCqDlgZHNu6lj89bV69uH0N/UEB3oxNfOWFGQR0j0exalRIXPfqeH/uDAhqcdtx4yixcd9JM2G3Ah/sjWLMrWNR4VZqxWArffaEPYgZYOt2LRZ1s8ZON+OfeML7z/G4AwEFtbnxpxXR84ZhufGx2I46e7cNjn1uMua3ugvkHgKiQPVeNzt2hnCt8b6sbTW6H7tow2+t6e9Tr4tBBMVAJFbsDEyOb18bBKPoC8Vo3gyAIgiAIgpiikCVpHVFqchyl5dJQSDB2zRdEWZSTXHeVD93tXieevOKQrIjXyCOSEHHjx2fhggc34M3dIXzlf7fhl6sW4NBuL5JiBk+878e2kTj8YQEZZLNaz2t14zPLOmQBUYu7z5qLqx/fiv1BAT9+bR++vbKnrC6zpTIWS+GXa7MxHa85drqcfOaOT87BjU/vxJMfjWDXaFy2wFMmbpJocNpx9uJW3P/WIO77x358/mNdhkK39N1cV1aUVgor6mtY0YqXqbRKLIhvWuZETawWr1GLoqzZ9eWOpaqVnEmOIyqIBda/pdSvdtX38vkW30BWaFNaE0p1ZTIZ3P/WIADg7CVtaHAW7sGVB7dg01AMP1+zH2/uCspr+M5PzpFF2KuP7cYv3xzAL9/cjyVdHkxrqJ+fjFQ6gx//bS/2BwVMb+LxvbN6Da9Pimn84V0/dozGMRxJwgagw8fjoDY3Lji8A07Ohg/3R/CVP21DIpXBsXMa8R+fnINDp/vk8VWeq1IbpPnv9PGICmlD61DlminmZYeSqZpMjbBGu9cJD2/HXS/1wcPbZavzekNq56UPb4aHt2Pj6qPQ0+KudbMIgiAIgiCIKUb9PPESlgUVI9dfswdo2V1bmeleIy6i2q37+2fNwcW/34L+oIA7XujDY5ctxqvbx/Af/7dHs54mtwPnHarvmt/b6sYvL1iAVQ9uwMbBKH73ziA+f3Q38xhUEjGdwX+/0Y9YMo0lXR58URHT8cxFrdg8FMOv/jEgi0sAsOrwdq2i8Nnlnbj/rUG8uTuEfQcEzJrmKpg/M4uxfQcScHF2NLo5WUBlQWudSFaJ0t+l/7K0p5J4LAo+Vq8vFS2xWTl+je78MQWKD10wFBYQiotIiGnMbHZpCm/K9ijrCcRSsvXnpUd2apa/6vB2/PTv/QAgr+EvHNONTy4ad1n/t+Nm4PUdQWwYjOJ/3ujHTafOlt3Ma81D6waxcSgGl8OGe1ctkC3o9fjrxgB+8Mpeze/afU6sPLgFd77Yh2BcRM80Hl87YQYaXfmZ6c3OSKVorYVhnFKL62SqJlMjrNHT4sLG1UdhOJJEu9dZt8JjT4sbG1cfhdd3HMClD2/GcCRZt20lCIIgCIIgJi/kbj+B0XK3VFodSg/3Wm73ysQismuwwr1Tz9VzdksDvpZz3c1ksvEzDyjc5L/7iTn41umz0ZqzONswmB+jU4t5bW7c86l5ALJCxktbAuyDUEF+984Q3u+PwMnZcMcn5shuyRLXnTQTT191CK44ugtNLg6rT5mlG1dVzCYMB2eDbMnD6tIuuWx7nHbAlrWeNAqloGYoLGAgJMhJf4DsXM9ta8DctoZx4VRnzrXcivWwcq3W9cVYyJaj3mKuVY+X1pgC2uPPUl9UyFqlepx2tlAFKktwabmKGe0kPq0eJ1afMguNLg5XHN2Fp686BNedNDPvGidnw3dza/+9/gh+988hpj5Umpe2BOQEUz/81DzMNRFIAWD9YFYIbvc6cecn5+CW02bL3x2IZ+c2nRurLx43HYd0edHuy3dbNzojjUROlnO53CEuCEKip8WNI2c11r3o2NPixuKu0kNmEARBEARBEESxkEg6QZEeyJUZ0YFCQcbowZv1oVwpEnX6eHTlHvKHIykMhASszSVNufDwDnxueScuXNqBm3ICxLbhGFN/TlswDV9akbXUvG/tANburm0MxPUDETlZ0/fPnotFOg9uc1vd+PrHZ+GNrx6Oy47q0i1P6s+CjgY5OZMkfgLG8WMlMaa3tQHdjTw8PGddTCkh2bUV8caq0FMuYaiS9ZaljRbGX6rPw3Pozs27YWxKhQAnialup11O1PSmQTzRy47qwpqvHo6vf3yWrtC4uMuD7589FwDwlw2jWD8Q0byuWqzdHcR9a7NZ5r+0YjpOXTCN6b7tw9k4hz/81Fx89shOXHR4B85e3CKXuT8oYCSSfeEzs9mF7iYenT6eWVC3ctZqvrjgOSRS6bwXVwRBEARBEARBEET1IJF0giE9sA+FBbgc9jyrJa1kTGaJYwJR82RJ6tiL5x3ahpnNPPyRJM7+1Ud4blMAdhtw+dFd6PTx6G7i0ZWzwNKzYtPiyyum4/yl7cgA+Mlr+/D8plHEk2nm+1kZiSTx7r4wxqKFSZYkPspl/j5rcQs+sbAwzqgam83YBfmFnHXsJxe2FogozBalObFUStDDGotQmpNOX3HJXKwkH7KaqKhciZUqWW+pbbQ6/lJ9nT6eKW6l3vr5ZG7dvmBimW22dgHgEwtbcFZOUJT2hhZj0ezeGtFIYFYq8WQaz28axU9e24cMgPOXtuPLK6ab3ichv5zIxQ/tbuJxxdHdsNuA5zYF8Kn7P4I/ksSMJh7nHdouj70VkVzvPNVaQ+okT5J1v8thx1BYsGQZTRAEQRAEQRAEQZQOxSSdQEQSInaNxuFy2MDZbQUP3VrJmMzi1rV4zJeAOo5ei8eJ1//9cJz2iw+xczQOh92GP3xuEc5a3CrXmcmZzrkd7Dq8zWbDbSt7EIqn8MKWMdz/1iAee38Y5x7ShjMXt4A3SADFQjCewo/+tg8bcyEADm3N4EqdaweCWQuvcmTLTmcy2OLPWtQeO6dRthSTxBcA1gQ+i7EIWa43jG/LWF8xsTfLFVexmDEBIAtfRvcaxotl6HMl5ivv+tz+TAB5Yt7Rs30AgK3+GNKZDOwMYqgRizo8+OvGAAZD+mEDfvzaPnw0mq1ncZcHXz95Jprcpf3MCGIaz24M4Kn1I9lkY8iKtret7GESeCVcubMoKown1Tr/8A48CuDi321CIpXBnBYX/vqFQ/MSVFlJkKR3nqrnVC/Jk3Iug/EU/OEkelvdFHuUIAiCIAiCIAiiCpBIOoGICCJcDhsSqQx6W12ayZqU/x0KCcbiDcPDv54INLetAS9ccyh++OpefPqwdnxCkewFAEZzFlWNFh/uObsNP/jUXBzxrh8P/3MIew8I+P0/h/DC5gAuXd6J43qbNO87EEvh/7aN4eD2Bhw63at5zZMfjcgCKQD0jQmA9qUYi2fb31Wk9aWSl7eOYTCUhJe346hZPrgc9rwM6c2+4rJcF5sQSLOsnGA7FBbgFTjTMrXqVlsc1zta7WUdU+m67J60l6XPxc6nJMAp748IIpbN8sHL2zEQSuKVbQdwGqNbuh5SmI2xmL71+e6xBICs2/7GwSie/GhENwzFh/sj2Docw+kLpukKqW/uCuJ37wzBn7NMndXM45IjO3Hxsg5wFhNISUm1Aqr2X3B4Bzp8Tjz+vh/XHDMdc1RxG1kFdavnqVaSJ+VcSi/EJsp+IgiCIAiCIAiCmOiQSDqBUFuNAvkP7EprpaGQkCcAaWY4Z7EwNBC+mtwOfOeMOXJcTSUDOWszKUmRFZycHZcd1YVLjuzEMxtG8f/9fR8GQ0n8+LV9eHN3EFcc3YUWjxPpTAbrB6J4fccBvLk7iEQqA4fdhv86bx66GwvFzX/kYqfeenoP7nqpT7bi1CKcs1hrbihNnEik0vjvN7IZxK8/aRa6m1xsGe1z8yWhmQzGQNi0nClbwxrRUCTUWBdWLO7qAa32sgq9xVoBa4rLDIIry3rQWk9fXjEDP3x1L372936cMLdJtqYshqacyBgycAGXEpRJe+wffSFNkXQgKODu/9uDVDqDP304jOPmNOHEec04pNsDu82GQDSJB94exNrd2T3b1ejE106YiU8tabUsjkpIZ9FAsDAUwMnzp2Fxp0d37lnWhdb4q+dbWY5eKAXpng5ftr0TZT8RBEEQBEEQBEFMdEgknUBID+FqAVTzWpUAVIyVn1KYaVZZVBp9B4yLJUZyRiYXr1TPZdZht+G8Q9twxsIW3P+PAdy7dj/W7g7hH7tDaPU4kM4UWoWl0hm8sm0MFy/rLKhrNBeDdEVvE7obnQiG4pr17hyJoy+QAAD0THMZ9MCc7zy/G1uH42hyc7j+5Jnsruu5+QpEU2jxODTnzUjYtDrfWtaIhtdrCIzlcp2vFlrtZRV6i7UC1rReZRBcWdaDVt9uOm02frl2P7YOx3D787txdy4BUzHMacnuhb5AArtG4+jVSfTU3ejEipzF92g0iUwmU7DHX942Jvc5kcrg1e0H8Or2A2hpcMBuy1qiZwDYbcA1x07HVcd0o8FpLPCanSfSp3ovR7w8h6GwgASy51veCyiD74xQzzeTtWnuHofdhk6Nlz0EQRAEQRAEQRBEZaDETRMQlkQyUpIfpZWf0T1aGZwlyza11Zte4igl89uzAsrOUW0hciyWwkUPbcK5v16P3QHtayQanHZ85YQZePRzi3HYdA8yAEaiKQRiKTS6OKw6vB2/vuhg/CAnAK3dFZIFEwmbzYaZTVmRZ8doDF84pluzrnQ6gwffGUQGwNmLW9HToi0EsfDmriD+smEUnA148opD0OrJWoaxZMuW5qvD59SdN6NEThFBxDZ/TDfZjF4b1OtGt32M15nVzZo5vFplltp/s7q15oUlURPLetBqQ6vHiSevOAR2G/D0hlGs3a2f6d6MnhY3zlrcggyAB9cNIq2TlO0Lx0zHjpFsDN5Zza4C0TKTycjtuOdTc/Hriw7GqsPb0ejiEIilMJITSA+b7sGjn1uMr5www1Qg3R2I49xfr8dFD23SDQewK3cWHdSuvaeNEicpv1POndl8q89dlvVVrmRmBEEQBEEQBEEQhDXIkrQOGAoJ8IeT6PA5mSyHKmGxNxQWEIqLaHRzmOtqyNZj4I4MGLsZL5uZTRrz+s4gfvTqXnzh2G40ux1IpNLYPhLHh/sj2JCLD/rC5gCuPtY8S/XiLg8e/uwi+CNJDIaSiAoijpjpy0vI4uRs2B8SsHEohiVd40mX0pkMkrl2B+Mizl/ajkff2o1cfik88s8hNDU14cUtY9gzlgBnB756wgwAwGBIQAZAl89pKVHM0xtGAADXHDcdH5vdKMeIteK6K60N+JAnVKtd9tXlRIU0ODuwJ5BAp4a1o1EbyhnrVAt1tvByxDGtRJm6dRmMj9m47glk11ZUSMufq+dPL94r6xmhHotDujy44uhu3P/WAJ5aP4Jj52jH9dUik8lgMJyEDdmYpF87YSae3xzARwNR3Pj0Tqw8eBqCwSA+nbt+ZhOP85e24dlNAQBAUswUJI3aOBjFQCgJJ2fDx+c3w8Nz+FhPI755ymy83x+Gh+fQ1ehEh5d9v72wOYCdo1nr7+c3B3DYdC/mt7nhcthxIJ7Cr9YO4PWdWWH2iNzZpIWRdbbWeah1bpaK1fPd6u8HQRAEQRAEQRAEoQ2JpDVEEkN2B+Lg7Db4w0nLD7nMiWZY3K9VeoSRO7KWm7GyLcfOacJ3zujBd1/owwNvD+KBtwcxo4nHUDhZ4O56qoWEMjZbzuJOw8Xfw3P4l0Pb8Pj7w3hmw0ieSPp2Xwj7gwLcDjtOOWganJwdPzp3HvDn7Pd/3RRAFFnrNydnw91n9WLWNBe2+mNY9eBGpNIZNLk5nLOkDd88dRZTpvA9Y1nR5piexrz4oRJaYQrU+MNJJMR03tpgmcsOnxMjkSSmNXCGrvpGrt2sSZysohUKolSruUqUqYYldqjZuE5r4DAWG483qVmPxvxqrQM98lzDc209erYP978F7B3Tz0yvJJ3J4Acv78XTG0YQjItw2G14/LLFWNDRgB+cPRc3/3UX9owl8Ou3BuFBHGjM3vejc+fBydnx8fnNcDts6A8KWLcnhI/1jAuzf9k4CgD410Pb4FGMk9tpxzEWBFwlpx40DT95PRv7984X+wAgZ53rRH9wvM/fOaNHFomN4jRrhZ3QFS8NjgLmGLclvJiQ1oZkkU8WqFObvkAcw5FkXpJCgiAIgiAIgiDYIJG0hkgP0B6nHYDNUDgxK8M0RqFJLLxOHw8vn7U8kyweNd1+Daze1G25/RO9WNTpwW3P7cbW4ZgsVjS5OQTj2bqO723C/LbyWGABwOeWd+Hx94exbk8Y24ZjOKi9AcF4Cr9dNwgAuPzoTjTm2j+/fbzeU+Y3Y1/MgU8sasG5S9rQ3JDdGs9sHJVF3WBcxO//OYSZzbxuxm6JWDKNbcNZ0WJ6I59noeZy2LNWuAxiSIfPKVuJKQlEU4brpVNRp56rvlk8W9YkTlZR112OsitRphoWK2qzce1ucmF+u7kQpp5fvXWgWY+Lg1fgkEpnkEil4bDb5BcGW4djiCfTcJu4rz+0bgi//+eQ/O9UOoNnNo7iuo6Z+OSiVhw3pwlPbRjB85sCmNngAnKXzm9vQAbZpG6XHdWFe9cO4DdvD2JRpwdNbge2+mN4Z08YAHDpcuM9ZIX57Q04vrcJb+zKWos2uTgEE6J85ixob8Adn5yDzyhiFastbs2ss5XkiZq5P1qwxrgtJma0hLQ2wGXkMooPEkJMZPoCcSy+Z51sqe7h7UUlTyQIgiAIgiCIqQqJpDVEeoDubW0oWtQxSyiifJg3skCTRIGdIzEm91FNqzpVW4Cshdc5N7Qhnkrjo4EI5rS4MafFhQV3v43tI3FcvKyjqH7rMa/NjXMPacVT60dx39r9uOiITty3dj9GoinMaXHh80drxyK955x5yDg9BZ9/uD8CAPjpv87HUDiJO1/sw3/9bR+WzfThsOle3XY8s3EUoYSInmkuHDunyXJipLx5m144by0eh+a1aqGwmHVlta1ThWKTNcn368yH1vwp5xfIit6djbwcA9PM4lDd1javE3NaXNgdSOAvG0dxwdJ23Xs/6I/gx6/tBQB8e2UPOrxOfO3J7fgotxcAoLnBgc8t78LnlnfBlowC9xeWc8XHuvHcpgD6xhK46Zmd+MIx0/GHd4eQAXDuIa2Y11ZeKe8zyzrwxq4gDmp3Y8tNR2N3IIHdgTgO7faizevMGzsAeYnnrFpP57nZG7zkUe4lvXkzS4JnhnJtSOtITFguhpgEDEeSiApp/O6ShVjc5UG711lSXG2CIAiCIAiCmGpQ4qYaUkryG2UZWglFJAqspViS2qjcRyMJETtHYtg5EpPv07KqU7dFWXeb14mT509Db6sbsWQ2LikALOoqFCZL5YaTZ6HBacfO0QS+//IejERTmNXM4//71/myFSkrm/1Zl8UVvU347ifm4IKl7UilM7juye3Y6o9p3rPVH8NPX98HALj2pJloanDI4w6Aac7V86ZEndjF6NpSsLI+tdZIvWO1zeXYr5rtUM2fUeIe1rmW2gpkLcPjyTS+esJMAMBPX9+HbcP6a/f6P29HKg1csLQd3/3EHDlT/Sa/NffdRheHn356PmY18xiOpPD9l/dgVyCBBqcdXz95lqWyWFjUmT1Ltg3HEU+l0dvqxsnzp6EtZ0mnHDt1UjppzAEUnJe6a8TIzV51zhrNm1aCvGKo1PokJh6Luzw4clbjhBZINw5G0WeS1JEgCIIgCIIgyg2JpBMQ9QO4kaiiJagF4ynsGo1rCkOdPh7djfkxPyOCiFBcREhh8aTOyA1AFgETqbR8nVa73A47eqZlM82/1RcqaSy0aPc68b2zeuFyZFWMS5Z14H8/v6Qot35fru3BuAibzYZfXXgwFnd5MBhO4rO/34SXtgTyrl+3J4TLH9mMkWgKCzsacMmyDuwciWHDYAQDwYTuuKvx8pw8jkYZ6CXrsUQqnZ9gq0xZ41mJCNn1EYqLcpurWT8rynZpretq1i+hnms9sUtvro3q2jUax0AwgQ2DEaw8eBoWdTZgJJrCZQ9vxjt78/fei1sCuOT3mzAYTmJxlwe/uvBg2Gw2BHNt9RVhUTy/rQH/+/kluCRnMe5y2PC9s3pl4bKcSGfJzGYeqVSm4HulECqNI4C8lxedPr7gvFSuawmtc1JCGvdgPMUkfBec0XW6dwiiGrR7nfDwdlz68GYsvmcdCaUEQRAEQRBEVSF3+wmIOn6dYRxElbsnAARiKUQSKYxEBcye5s7Lfq6XrKnRPZ7hWes6qU2JVBpRIS0LlFouwna7DRcv68APXtmLB9cN4sxFLXBy5dXrVx7cgo/1NGIkkirJrXd+ewP2HhDw0UAEHz9oGpobHHjty4fjwoc24JVtB3Ddn3fguDmNOHtJK9bsCuLZjQFkABw924c/Xr4EdpsNoYQIMZ3BmJDGjGbtREpqlHElja6XrNDUMU5LiXFYDF6ek610teLT1gt57dJY11WtX7nnSphro7pcDhv6D4jgc/vxyc8fgsv/sBn/6Avh849swZmLW7CitwnPbBjFm7uzIuOpB03DY5ctluPyrh/Iutkf1F5c7GAPz+GW03vwmWWdaPM60Owu/89OUkzjwVzc4X89tA2xVFrKJVUQcmQoJEBMZ5DICanKJFwFsW1V61r+XOOcjCREDIUF7BmLI53OwOtyoMntkM8+vXAnemdpve0dgqgGPS1ubFx9FF7fcQCXPrwZw5HkhLaIJQiCIAiCICYWZEnKQDqdrmj5ZpZDVixHdetQuXtGkxmEhUILKa16AWBuWwM6c7H7tNqptNJyOWxIpDKG7uDXHDsdTS4Om4Zi+OEre5n7YYVmt6PkuIczm7LCxkBoPEN2u8+J5685DNedNBN2G/Dm7hBufXY3/poTSC88vAOvfvlwzG5xyyJLVyOP2S0uWZiRMJp7lnk2uiYQTRn2rZwWa15XNjbj3LaGPPfleotnqmyXus2lwjqeWvNS6lzr1Z1IZTC7xYWuRh6NLg6zprnw8peW4sLDO5AB8NeNAdz67G68uTsEzgZcd9JMPHfNoXmWnvtzyY9mNFmPl6lkXpu7IgIpANzzyl5s9sfQ5OLwueVd+VbVGuEMEqmM/CLHaEwjgohOHy/HHTU8p3PnaVgQEU1mNOtmwaplKVmeEkA2adNkyWjf0+LG4gqE4iEIgiAIgiAIM8iS1IAPP/wQqVQKy5Ytq2g9ZpZDepajrElcgPyM5S05CzGP0w6PQWZm9QP+rtG4LCwUWJtqJPvxqiwLlfXMa2/Aw5cuwqfuX4+H3/XjoPYGXHhEeZM4lQPJ0nAsli9AODk7fnzefFx74kz8zxv9eHbTKD7W04h/P34GjpzVKF/ndY0nwBoKCXA58t9L6M29XjImre/05l5K/iNZuAHIsxo2XXcW2qCm2KRRlcZS1nKLfdYaT/XYA4VJmdTtMkrEJdWj/Lde3VJdDrutwIrx0csWY/WeWfjvN/rx9p4QzlzUii8fPwO9rYUvFcZiWVG3qUICZ6k89p4fj7zrBwD8/PyD8LE5TXnfq88fr4tDb6vbcC6B8dAk/nBSvt5ov0iWyXPsbkSTafmcZX1ZoJdkz+rvAzH1UGa1p4z2BEEQBEEQBFE89fnUWwd88MEHOOKII3D77bdXXCTVEhGNvtfMLK8jUMplqETM6U0uZmFV+q/SQlSrLnU2dKWAq1XX2UvacPOps3H3y3twx4t92DOWwLUnzZQtUsvN/qCA+9buxycXteJjPY3mNwDwOqWYpNpWmb2tbtxzzjzcc84887I05llv7vUEN615V6POlr1rNI7NQ1G0eDhT8dqsDSzfTWRK6bPWeEYEEbtGYwhERSzs9KC31Y2hsIAEIMcf1WuDVqZ1vTZYWVsSy2c34tefWWg6JqGchaKHZ3c8eKsvhOc2jeLqY6djeokWqHqk0hn85LV9eODtrJv9N06eifMObS+4TleAzo2PdI3W9/5wEi6HLe8c1D2nFS9EzAR1rWv05t3q7wMx9VBmtT9xXjO5pxMEQRAEQRBEkZBIqsF7772HFStW4MYbb8Rtt91WUlmJRAKJREL+dzAYLLjGzLpNL2YdAFlQHAoJpuIZS11m10oP7kMhIU+skZKVSIKCMi6pUX3/cVYvYAPu/r89eODtQWwYjOKn/zofnjI/8CfFNL78x63YOhzHY+8P4+fnH4STZptb27icWWEoIrBb7apRipZq9OZDT3BTzruRuKmMXRkVRPCcDULKPK6imkA0hQ5f4TiVU5hRi+taGO0jFkGKFbN+6Y0HoL9fhBTAczZEJUtwk/ijSqvvgvilOu0zmktJWC927R7IWZK6HWwi6es7DuBLf9wGAHh3XwSPXbao7DGHo4KIr/5pO/6RS9Z082mz8R9n9sJmM37BorQO9fB2iOmMbCmqFCojgojORr7A4rSUs1OrLUpRFMjua/W8W/19IKYui7s8JJASBEEQBEEQRAlQTFIV27Ztw/Lly3HrrbfiBz/4AZLJJP7whz/g9ttvx0MPPYR169ZZKu/uu+9Gc3Oz/Gf27Nklt1ErYz2LeKbEahw7r6sw47YytqLS0hQAxHQG/QeEgnLU2Gw2fOu0Hty3agEanHb8oy+E+98aYGqTks1DUaz67QZc+egWPPqeXxZ2JPYeELB1eDxL7guqrPR6pDPZ/qTEjOXYghLS/PjDSeYylBZk6li0nT5eM/u5fK9qfcxpdWNuWwOWzfIBMI6rqEbLNVxqn14Gdq3yjdYbS9xGo31kdL/V9uj1S0JvPPTqBYBls3yY29aAOTlXdrP4o1IbCjKtWxSDi1l3WmWIuTC66cKE8Zo8v3l8b20djmGf6hw4EEvh0ff8uPLRLVj12w3YPGQ9juL9bw3gH30heJx2PHTxQlx34kxEBbbY0f0HsombAMixSZVjozzXzNaDGivnqjKOszpmaj3G8yUIgiAIgiAIgpjskCWpAlEU8dxzzyGTyWDGjBkAgDPPPBPDw8NIJpMIBoPo6enBl7/8ZXz2s59lKvPmm2/GDTfcIP87GAyWLJRKlkOSNSeQFUcdCtGUJd6eWfxEM2FAKRjJ8f5y/40Kccxo1nezVQo+EUHEx+c34z8+2Ysbnt6BR97146qPdTNbk76xM4jr/7wd0WRWJHmrL4Rfvrkfz19zqGzBNrfVjas+1oX73xrE0ule/PvxMwAYJzYCgP05gWdOq5tJuDCKySpZIOqFK5Dul+YAMM68rbZQVVq7qWPWdk7PzoWWBbBuiIYirEV1Y6wauKor6xET6hKzGO0jo3YW0x49DOvRcZ2WLBI7G/n8+VDGnDSZR3Wbh8ICEM5+pt6nWu7kynWn116jPs/K7eP9QZ3JUfGVE2Zgx0gcH+yP4KqPdeXFOU2KafzrbzZgKJyUP7vskc34r3Pn4/i5TVrFFRAVRDkG6S8vWIBlM3154TDM+jWjmUcilZFjxKrnlEUILzbOr3Sver4ByBakWjFkCUKPyZSwiSAIgiAIgiBqDVmSKuA4Dueffz7uvvtuXHvttejq6kJzczOeeOIJrF+/Hs888wx6enrw61//GoODg0xlulwuNDU15f1hxcwqSW1ZCKDAckzXYk7DWikiZLMzhwzcw/XuV1o+AtlYnU1uB1u8S55DIJbCx3p8mNnMIxgX8VbOjdaM9/aF8bUntyGaTGNFbxN+cPZcAMBQOIk1u/LLuP7kWXjxi4fhoUsWoptBhAhEU3hp6xgAYEmXR7Yos2oVKVsGNo5bgOpZP0aE7PiH4iKigmiYod7MUlCzLTpWyFrzbdWKTqt8s89Z6zHaR0b3F9Me3b4Z1KMeR739ZTRPLBafgWgKUYN9qhbp1OvOrC1A/rnjdXE4fGbWAvmlrWOG61Giu5HHQ5csxItfPAzXnzwr77s1u0KyQPrt03vw8fnNiAhpfO3JbXi/P2xaNgD8oy+EYFxEb6sLx85pRCiRQiCWks8fozH08hya3A5ZuNV6ocH0MkSxT432l3y9YkzV8w1A03K4oE7KYk+okBI2XfrwZkrYRBAEQRAEQRBlgCxJVUyfPh2XX345RFHE66+/jttuuw0HHXQQAGDp0qW48sor8YlPfAJ9fX3o6uoqS51DIQH+cBIdPqelrMZqtCzHhsICQgkRjYqkIoB+/EQpm7uWi6/UJr34fGrrOc1kKBqxFb0uDu1eJ0IJUU6UpM4Cr8VWfwxf/t9tSKQyOH3BNDz2ucVo8Tqx90ACP/17P3729304cV4T7Io4haxJZJJiGtc/tR39QQHz2ty46IiOgn5qJdbRTcSkzkivEJTzElzxHBoV46o1DkpLNIfdpmkpqNcW9byVO+mLbozVGsVNrFZ71OOot78044mq9i0A3fi3LR4HEql03r1A4Zowc9HXjHmrkxjsM0d04D9f3YsdI3Hc8NR23LtqgWmMUc5uK9hr6UwGP/37PgDAvx03Hd88dTZu5Xpw7q/X4/nNAXzpj9vw288sxIKOBq0iZaQ94eM5cHYbPLk9o7TmNLKala5TW1UD+kmelOWq9ylLnF/lOdzp43UtfI3Q+z3Q+/0gJj+UsIkgCIIgCIIgysuUF0n7+/uxceNG+P1+HHPMMZg7dy66u7txxRVX4IwzzsCSJUsAAOl0Gna7HY2NjVi8eDHa2trK1gZ/OImEmIY/nMx7yDUT3NRihuYDehgAYyxBr0pIBfIFQb1kTHoCjboMPTECyLms8iLGcm6zZsJBOpPBDU/tQDAu4rg5TXjyikPk8m5bOQcPvDWAjUMx/OT1fnzthBng7MYJXZTsDsRx8zO78MH+CLy8HU9deQhaPOMClmFiHR2RRD0GypAJA0EBY7EUFuWsVdUZsgHI8S2lsqTETEaiCIsQqCl2lzERklaZgLlLdD3XpSn6FznWWp9L4p0yoY+Ew25Ds8rFfigkYNNgFNMaHOhu4pletBi95JDqkcavxePEU1cego/9v3fx9p4wLn9kC75/dq8lQUZMZ/D/vb4Pm4Zi8PF23HVmr1z/Hy9fgtN/+QHW7g7hhqd24KkrlxgmYPLyWZF0OJKSzw0jcVp3DHReVCjvUyZ5Up+16rPSlNw5bHZGaL18UbZXfTbq/X4QUwdK2EQQBEEQBEEQ5WFKi6Qffvgh/uVf/gVdXV14++23ceKJJ+L666/HOeecg+nTp6O7u1t+WLfbsw/mTz75JJqamjBt2rSytaPD55QtgYB8EUbroVeySuJyOkIC49ntgfwYeWoRQQuWuJQJQE7MpCeC6ol26od7I5Fp2Uwfnt8cwN92jGHpDK9um/+xO4Sdo3F4eTse/dyivHa3+5z4r/Pm45rHt+L+fwzgte1j+PKKGVjQ0YAOnxPhhIiIkMZIIIgluXvuW7sfI0ke+w4IeHN3ELFkGo0uDr+7ZCEO6c5vhzLmJ2uMSiMrwrFYChyHQpE816ddo3F57KV4iZVM7FJMvE4rZQKF4nI5qXRdlRgfJWoRPhBNyfMvZWFX4g8nwXHAWCyF+e0NmmWZWZYqr1WLsABwSLcXf7piCS747UZ8sD+C83+7EcfNacLMZh5tTgE/zl331u4g2lrs8PJ2+Fwc/OEktvhj+Pmafjlx2n+dNx9tCrdgr4vDX646FHPu+gd2jsbxj74Qjp2jH5bkb9sPAAAOn+FlEvl1957iRYWeiOoPJ+UXQ3p7juWlgtY5rIxrqhRsozlXfj3rf2VsW6+LK/j9IAiCIAiCIAiCIIpjyoqk27dvx9lnn43LLrsM119/PSKRCC6++GI8/vjjOOeccwAgz5pp06ZNuP/++3HffffhtddeQ2tra0n1+0MCOFd+3EAJJhEmA3hyAoAU305MZwAbsg/jFizcjOrTEgRZ3YjVZUjkuZ6Czyv3yo914/nNATz+/jA+taQNcxVJXzKZDAZCSfx14yh+83Y2Juz5S9s1XdKvPnY6bAC+/tQObB2O4/qndhRc40Ecn2/M/v3etQOIYryuj89vxm8vXqhrnWMmjGhZhWkKyC4Oi7o8BSKHJKAMR5JwcTYkUnb5ey0Rq1worVebfeWzSisQ68ro4l/tuqQwFglAjttZTtR7ThLBxHQaGwYjaPc6816ESOuiw+c03L/SixSlRaT6WgDjcVVV35+xsBUf3bgclz2yGX/bfgAvbxsDkN1HP87to3//0/a8faSkycXhR+fOwxeOnV7wXZvXiVVLO/CbdYO48emd+PzRXThrcSu6G5155/DO0Tie+GAYAHDVMd3y58r9qA4xYnYGGomova1uUwGU5bzWs3ANJUQgA0SFNFo8DjnbfSiuH3dUL+6sciz8CstzgiAIgiAIgiAIgo0pKZImEgn84he/wEknnYRbbrkFLpcLbW1tuOmmm/ClL30JIyMjee70W7duxR133IGNGzfi1VdfxdKlS0tuQzCRgt2iW6WE2ipJElJkccOiIMQSl9JIQNGzcDIiKohIpNKICiLEDGRB47xD27CgvQFbh2M49/71OGZOI6Y38dgfFLDVH8OIInHMnBYXrj9xpmZcRgC4eFknzl/ajnte2YvH3vdjKJxEOCGCswNeJ4e5PjeQ0xK+cEw3UlwDZjbzWNDuwaeXthu66A+FBYTiIhrd2m63Ri75atQihzTOoYQIMZ0B5+Q0LQgrgdKVv6wxO1UiUSX7Uum6vC4OXoGrqDWpXI/0soPnsGs0DjGZysbuVbwI0Vo/avRc6dWYreueFjf+79+W4pVtY1i3J4TdgQTERBjYmv3+4HY3toc4RJMixDTgc3Ho9Dlx0REduPHjs9DicWpmd/e6ONx06mz837Yx7BlL4Mev7cOPX9uHNo8DCzoa5DPgH7tDyABY0N6Acw8ZP6OV1vXRZBpiOpMX21dzTEws9lnDThQb11crrqmXz/0eGFj/s4RhCSbME2wRBEEQBEEQBEEQ+UxJkTSTycDpdOLUU0+Fx+ORP29vb0csFoMg5FvhLFiwADfeeCO6u7sxfXqhFVQxCKmMqVulHuUUgdQu40Yip5nFFKsbcqePl+ObBmIpuBRJYFwOO1744mG45vEteHHLGNbuDuXdy9mA5bMb8eUV0/GZZZ15VqRS/YFoCi0eByJCNoHUraf34Jpju5HJZBBOpNHmdWBagxNeWxz4Xvben/zLfEQy41ZjTDFMDS5hcck3QhJQpEQvulZsOoJTsZQ7kVMl4pvWQzvKNU6s8ydZNSrds4tpL5MVssnS5+w2nH5wC46b05QdA8SBH2W/e/frywHei0AkiT1jCXQ38XL/+Nw+19qnXheHhV0ebL35aPzh3SH8z5r9eGdPCCPRFEZUZ8DKg6fh3lUHF1qQZ4BoKo2WBgcSqQw6TSyhSz3P8taUwl2edX0ZxTW1cv5LKIViIcUYiJogJgB9gTiGI0m0e50Ue5UgCIIgCIKoKFNSJHW73bj++uvR0ZHNWC4lZZo5cyY6OzvR0DD+4PqPf/wDxxxzDJYtW1bWNvS0uBG3c7Jbpan7NoPIU4wQZBa/USnimLlhK4UjQ/d8hRtrk9sh3yvR2+rGC19cip0jMTz6nh/JdAY901w4uMODI2Z60eA0trBSZ42OCGJ2nG1ZgSeWTGMsFkevT4Qy2ihLaAIJllivVstU38eSGEZPcGJFGRdREmPLKWaaJaOpNHpJzkpFOU5aY8jcPgvzx7omzNprBOu6zitTSOZ9HkmI6A8K8PD2bJiATAbIjIcB0dunQPYlyeVHd+Pyo7sRS4p4b18EW/xR9I0l4LTbcNERHZjbVjgGUrvltrGco2ZhQhRhFaTEacpyS419W44zveAlTC4MSysJSZOevkAcGwejtW5GxekLJHDif7+PqJCGh7dj4+qjSCglCIIgCIIgKsaUFEkByAJpJpORkzIJgoCxsTHEYjFMmzYNt956K5555hm88MIL8vXlwuvi0OQaFyQiwngmZbVrdSQhysl7pHu1Hp61LJ/MHrLN4jcqRRwpeYxRn6Q69JKhaF2rRNneuW0NuOm0HtOxNCozkhDhDwvYH4yjgefQ5nGi/0AS0xo4RJL5IqkVShUTWQVto+uUAraW4MTUDkVcRKULd7mwEnagErC6mZdahyTCWx1DpWAojZNWnNNyrBem9pRBJI8IIsR0Gv0HRLR5HRiLJRETcmEupGRKDHU0ODkc19uE43oLkzgVJGdiLFN5RnY2mgvaksW7P5wsELGtxL4t9ry28rugFLjFRLKwEcSkoS8Qx+J71snCYbt38ibtGo4kERXSuPX0Htz1Uh+GI0kSSQmCIAiCIIiKMWVFUgllUpBYLIZgMAin04k77rgD99xzD9asWVN2gVQLZSZltZCUdaNMIZq0YXqTC4D2A7aWZZSZJZ+WW7hWfFQpeYzUPqlstUBg1BYWWF32C+7TcVvOCjYA7+AwrcEJwIYZzTwC0RSign5yFJa6WIUoVoFE61pDkUQRP9QsJqUeWnERNdtbpPhWatiBUrHkZq4By1h4eQ6N7vwxZG4fw4sF1pckQHEvSlj6zEr2XjsSqQxmNPNIpDKY1uCEmAbENOR2lRomothzQvOMVK1N2RpeEOUXQ1ovIZR72SyuqZYls9F5LV3n5TnsDsQh5s5wpSWxsn3V3ldEbZGEw99dshAnzmueEqLhnBZXrZtAEARBEARBTAEmvUiaSqXkGKQSknu9Gq/Xi4ULF+KWW27Bgw8+iDfffBPLly+vWNvUVk3KTMpqPDkxy+gBW8uaitWST0908OrUqRRfJWsr6Xq9tuiOg44LrBV3VEmEULstSwIWZ8+OoTRenN0GV2Y8uclQWEBnq7ZdqZZwaUWgYRW0ta41Es/NErjoCdhKtFy4NYW2IkUpZT3VtCAtV70sY8HiBs8yJ0ZrQi2G6e5XBuHNap+tiKa7A3FMa3ah3efMaytny99/Sgv1Fo+DKRxDKeeEPD5a1uaKFxEe3j4uZvLje1W3TSZja2TJbHRey3W7OLR7nVlrb3VfVO1TiuyTXzIjAGBxl2dKCKQEQRAEQRAEUS0mtUi6YcMGfPe730V/fz8OOuggnHHGGbj44otht9shiiI4Lv8BNZlM4r333sOOHTvw5ptvlj0OqRqtB2ItN1sAcgIf+V7VtUMhAf5wEh0+Z55FE6slH4vlp7pOSXwt1ZpJzwXWzGVfeS+QFSHUFl96AlYkISISicv/Hg6n0NmqLWZlrVEz49acFgUaVkFb61qvi9MVz3VDFgjWYiUWxNTUam+RlsETHbOxYI1HyjInRmtC+q+ZyM4ivGm2z0CAlKxYI4IoC5lSn7w8B68i0VMsmUa73WZquau0UAfAFI6hlHPCCOWLCGBczGQR2M3G1sySWX1ua9WZPfeza0wZikF9rbItYoK5+wRBEARBEARBEESOQnPKScKWLVuwYsUK8DyPlStXYseOHfjhD3+IK664AgDAcVxBFvvm5mb867/+K9auXVtxgRTIPuSq4+JFEiKGQoIsjkoWkmZWUv5wEgkxDX9YOxadVl3K+gAwxehTl9fp49HkdhS4glvBy3Nw5LLJK/sOAIFoSu+2vHs7fXy2PY3jIl9Ew/oKUAhCigRQ7b7s+wKlEKMUYBOpTJ41pzRWavFLs42qsR8KCVi/PyKPu9G1ep9p9WkoJGTHTxCRSKVl4WbfgQT8YUF/PIRsXNJQXCzon5U2TEbMxiIiZMctpHIfVyLFxd13IKtceXkOiVQaEUExZzpzw9IGNer1xbR+VBaRyv4pYxGr94a6z7NbXOz7L+eiLp0jLDFjleeB8uwqJd6s9CKiye2QzxGr5yBQeHYpv9crz+zclsrw8pxs4QoU/k6w1EUQBEEQBEEQBEEYMyktSTOZDB588EGsXLkSDz30EADgG9/4Bh544AH88pe/xEUXXYRHH30UPJ99uH3ggQdwyimnoLe3F4888oj8eaXRskLMxh8V0ZizgGS14JNihkqWWcxtUIkdrG6rElbdmbX6LJWhZRHW4skuUTNLWb0+qb8bCgnYNBjFtAYO3Q3jiZskK131eEtWYMqxUfYDQJ7AyxLHUymMqOMYMlsm6oQAkNyXHXbbuMjF2SFmoDkeUp/VcUmLpdTEQdWiXO1kiUcaEUSIGcDFZd9JeV0cvAKHVM46WRkegjXEhNEa0VtfRvFVAe11rLRilfpS+Pdxga/Tx2MoIWIgmMBYTMSiLk/hGtfYn3rniHLfA+PngbIcrZi8Vue3mLAMyjqKDUfBem6rzyX174S6PQRBEARBEARBEIR1JqUlqc1mw759+zAwMCB/5vF4cOWVV+Laa6/F1q1bcfPNNwMA1qxZg+9973u49dZbkUql8mKXVhpdK0RFAnlW66DORh6HTPcWiCKmVmo5S0z1g75mexnKM7veqA5lW9T/Vgo/LO3QskCNJERsGowinEjh3rUD+HB/NO87YNxqS2qf3tgrrUylMQ/GU9g1Gs+zApYt7xRt7vA54eLsmsKI2qpTD/U4SmPl4e15fZdEvEaF4KXG6+Iwt60Bc9saihYMZUvWsGBqWVsPSOM3FDa35DSCZewkEbrRnT8HgWgKHt6et+ZZLJPNrFeV60u57gpeiORc6YPx7HqR1rHu/lRYTeoJkP+3JYAH3hrAYCgJQUxj02BUc2yNLMSVbVbue6PzQWuM1P0ox/mlV4dRW4zK0zq3tdD8HcjkX8OydgiCIAiCIAiCIAh9Jp0laSaTgc1mw5FHHonNmzdj06ZNWLRoEQCgoaEBq1atwpYtW/DKK68gEAhgxYoVWL16NU4//XQ4HNUdDi0r0WxMyPJYA5lZN+llXTeyiGOxlrKa0VmiIMae4t9KiyuWdigtziSGwgLSmTR+/uZ+rO0L4YE1YUQac21OjluVqsvXyi5eEDuUL0ywlBfbURVPUU8UYbXqNBpHZd/1YrKWG6VoXIrrc7WQxo8lFmbJdenMQYvHgUQqrdkus7k3sl5Vrq8862wNK2l1PGGta6SkRlJIDaP9d+4DG+Dx+vDJhS24YGk7HG4UZGWX+q6Hsnzlvjc6H7TGSD2OSmHcLEmUuh16Ftha56fUNqvlWUHrd4JikhIEQRAEQRAEQZTGpLMktdmyQtZZZ52FrVu34p577kEoFJK/b2pqwnXXXYe3334bL7/8MgDg6quvxty5c6ve1krHfjSzbiqwRjSp29ByS8NiDdDO6MzaP2WZSosrs34Zfd/q4TFzmgvDkXxLNmV8UkAV+1BLTFL1QxnXUOsaFksz6R4Wq051/VZESj0LOauWdnntUcWGtRqCoRRrzmLuV8bULVbULWUclXF4rexB6RpWy1/luitYszxXEE9Y6xplPF4JI0vQ4UgKM5pdmNHsQqun8GWAlf2r3PdW5lnzbNUYc6MyTdupswf1LDlZzwAWKG4wQRAEQRAEQRBE+Zl0lqQS8+fPx2OPPYYzzzwTHo8Ht99+O9rb2wEAPM9j2bJlaGtrq1n7IgkRcVUMy3JjFmePNd6pOtGKFkNhAaG4KLsUB6KprPWXwnVdug4wjrcp16tjeWXaL53vvTyHqJDG6o/Pwqnzp2FBcwZ4cPweJXnWmAorOzOLXNkdWWWla9ZmvRiKrLEVpXGWsmgrk9qo2643rkaWbsrYlVpjUWz/1PW6dUvQh6XdeuOn126z/hrVq/W5VnmS8Gd1D1pZH+r+aa1Laa1olSGJ/+o26lmC/v3fD8fWAzacPL8Z0WQaUSFd0Ldi968VS0x13FbpfqktknWq8txSW7uyjE/e9SbnaTFxT60iza9Y5AsHgiAIgiAIgiCIqcykFUkB4JRTTsHjjz+OVatWob+/H6tWrcLSpUvx0EMPYe/evZg/f37N2hYVRDTwlXXzLVYgUt+v5TaviW38r5KIorauCiVEIIOsqyiDFZzVRCRmfZaSGl24rBMQIrr1DoUFJIDxDOEGAomWG69V19pihEujPkv3SYmc9EIe5N1rMN5G5bFg1I9S3YRZ2l1se436a2Uc9cpjcdM26kcp60z6t9n+VrZR+gNATmimZNksH5bNywauGAoJcDm0nRWKSZxl5TyICNm4rbBlzxog32I3T+S1aZWQXxaLm34pLwrKhdTWmI41KzHx6QvEsXEwan4hQRAEQRAEQRCWmdQiKQCcc845WLNmDW644QbcdNNNcDgccDqdePbZZzF79uyatcvDc4in0kgg+/BciYfmUmPgablw6z3oq2PkqeMaSn+3kkWd1fKKNcs0q8jidXFAOCvoDoeTmDnNZTiGmvEtjYQ7jTHUu56lzRGhMG6kdJ+UHEod8kCqVxmzUpmURx4HVTu0ymPBqB/K9gSLEUkN1kkxQrvyPr3+qudQPY56a09dnla8Wyv90BRkDcS4PGFXY3/rIV27bywBl9OeTQRWwksOLbHW1FLTgiWmly+M26p1JmX/FLZRS/QuNX5tqeexafkKa2VPGVz6ifqjLxDH4nvWISqk4eHtaPdWL9EkQRAEQRAEQUwFJr1ICgBHHnkknnrqKYyOjiIcDqO7u1t2va8VXhcHzsZV9KG5WIFIyb6xBDw8J7vHD4WEAkEOyHdNLRAAFX2rRBKhPPGBUYxjIpMVG/Kyj6vco6W/q12njerSEkvyrAoZy5H7xWskjdIoT6pHfa+6P8WEODCjGq7G5azX1CpQNU5WRXFlOep4t2btMVsfhi8K1O73QmGIhgIhUdE/D89BTKvSqjO0ueA7DbG2nOeg16XtPq9EuXfzPlcJ19L3/nASw+Ek5rQWExSiPOexEZJFsMNugztDIulEpi8Qx3AkiXavEz0t4+ttOJJEVEjjd5csxInzmvO+IwiCIAiCIAiidKaESApkEzY1NTXVuhl5sD40F+umWQ5hyuW0Q1SJQWpBTolRjD89WPrHah2n5b6svlf+N0Q5o70apWWsUkBSuiYD+ZZlWjEMpbao6wa03ZWl662IRl6XdtxIadyMLBXVa6RYIacarsSVoOi9pRonM1Fc68WCVI70X9b6zdaHMlyEZKVuJO5rlQugwMVcSppmatmst990/q1sj1lZLPWxYHROaQnXEUGEmM7A5Sw+12Gx57HVuMTFhq0g6gO1tejG1UcViKGLuzxTRiDdHaDFTBAEQRAEQVSPKSOS1iMFVl16yVkMRJFKilNenitwjzcS5GRMYvypYREFrVrHKUUp6V5J8JGETn9M0BVJtcqUXJMTuTAJXl47W7WW2CS1W2ntxeparSdwsVh6slgqWrVc1bqnVmuUBdakUXoCnhZGlp0F1xq8WNCdN4M5NxMqvS4OXoErWHd6a1LZTqX7u4TWiwA9hsICIhk7XA57wX6TylSL9latrou5RhOdc0pLuNZy3y8nVtao3j3KcSwmbAVRH0jWoree3oO7XurDcCQ5ZQRRJe1eJzy8HXe91EehBQiCIAiCIIiqQSJpHaHr6swY28/QPbiYRCkaLqvS53plqGOTMtXDYJ2mFHDMMk2rRSkACERTADJyIhmH3QZB827j+pt9fJ5gqnbV1eqPst1S3ayu1UC+1ZuX1w/RoBfrVPqvmchklphG6x4md/MKuFNbwVBgZww3oFkuY2IzvRcLrMJYRBDzrB5ZhGz1fgHy153WXEnlSgmX5DjEFiyLxXQGsGXrkmJ4RgURUSGNDp+TSbRXjo263UZ9tXLmGJ1TWuOrdxaawXruWlmjLPcQE585La5aN6Gm9LS4sXH1UXLYgeFIstZNIgiCIAiCIKYAJJLWEXoPw6yx/YzQeqAuxcJP714zCzu9mKVmFrVKAYdFJFSKUhFBRIvHgUQqDYfdNh6DEdru7lpoWZbqCV5a90ntTqTS8v2dKEzwo9WfqCDKVm96VqYAZGFYqler3Zp9460nprHibg5kRWopaVEt0Ku/lHADSrHcqvAt3S9ZPCsTOqlF50hu/qOCaPqCAMiuiaHw+CsASfCUE3MlxLxrtYR1q5bFEpzdhk7veIzTiJCNYyq9nFCK9oD+Cw9pbJXt1muz5tgynD1mFrzlOBNZhUyjdafX1mLEYYKYSPS0uGUrWhJJCYIgCIIgiGpAImkdYVWQkO4BtDOS512n8UBdiiUSi/WhVtw/FrdsI8s8ZotFvlD4ksRR+XOVMOtl1Ez1BC8jd2alEBmKZ0UvL2+c2Vsq08PnxldD3JGuCURTTBZ6Rv3RE3pZx0CLSELME29rhcthgz+ctORGb4beumJFafHsDyfR4nFourV3Imv1yLJ3pDaFEiKQARrdhSEhTNdqEeeQ3Cdn4YsNvXVVjPWk8j6js0erbMM4pIxWwUZo1ckiZNYy5jRR/2wcjBYkcCIIgiAIgiAIojKQSDoJYBE7NV1IS7BEYrU+jCVFJFLprHsro1s2MB73U0o8Y9QPrf4orfR6W92abvF5dSdF3fikLGi5becJtQrBCDlHf+keM6HISISTrlFbIhbVBxMr4GJQulcD5qESyonSyjaRyugmGyumzGKsLNUo3fDlzwwsCY1EbPULAimWcKfG2jFbq6WgtY+U7c+LR1qE9aRyTgH9s0fL4no4nEQ6k5Fji+aVa8EqWA+t/rCsEXKbJ7SQYnJe+vBmOYETQRAEQRAEQRCVhUTSCQJrdncrZTA9wJu41RsJN50+HlEhnSdOGbnGApDd4YfCQtYaDgJzLEB12ZKVntLiDFBYbiqMG73O0lxr9axLpXYpr5/bVphNu8DKroQEQtLnpaAn3LCGUJDbp3CvrrYYpHTZNko2ZqVP5eyDVSHayGpc7SIvW24n8l309UJZFNumgjY6C8dParNSMC9WZJbOhUYXh85cfGCgUHzXsrjOhtzIoNOnH0dY74UEy7gU1FlEVvpi6iUmJz0tLmxcfRRe33EAlz68mdzNCYIgCIIgCKIKkEg6QTC0ODQQHouJj8dar17dyu+MxCl1HVL8wUhCxHAkCTGdQaOOsGOaUTxX91BYkMuSGO9P/vUF7dITyhQWcf6wAMCGDp9TtlYdCgnYNBjFtAZHNtmSKsO3ntgsJdiRxsSq26/ZXFkRXPSEG606rKzNobCgaSFcbpSCsSR86dVnpU+WYpaajHcp+1ES/pXt0rKWVl8fEbJJoMZiKSzq8uStWX84CSm5mWSBbVX00xo/AAjGUwjEUmj3OtHb6tKfC5O9DmRjs0rW6Z2NvGGcYuX4SP+1eo6p+1PKfmSJyVxqvcTkoafFjcVdJI4q2TgYBQAKQUAQBEEQBEFUBBJJJwhWXeO1Hq4145Kq3FcLLEZ5tqzyLImcjAhEU/DwdgyFhKzVV8O41ZcVEUuZtCabwZqDmM7kxeqUhToYu9jr1qGwiIsm0xDENEYi4/Eu/eEkOA7YH0ogkXJC9GTA2W2GbrxSXYFoCi2e7La06vZrtkasCC66rvdaLsWMa9PrygrGA8EE9gQSeSJdORkXqTl0N+kLcnK7TPpUrIu96QuGIsJdqMNcSOvFrI4EckJlNIXRWBK+3DqVXkpsGoyC4wCeswOwaYYmYF0/aoEayFp1tzQ45L7uHIkBKAwHYLbXldbpSuE3KqQNE4OZue+bnWuA9n40Oj81z1uLomcpIVEIYjKhDD8AQA5BQEIpQRAEQRAEUU5IJJ0gWHVNZY2Ppxbn9Cwdzay1IoJ+pm4ji0zJDbfF48glH8pmwW5yO/KuHwoLCOSulcRPLRFLspSTEiNpWZB5BS7bF5M4pHoChdqFXLIalcZG6v80twMuhx2JVMbQek5ZlnRvMcmA9Nx9lRQTbzFPpGosLkmR3Eaew1hMBGeHLNKVG384Cc4OjMVEzG8vrq3KsWSxVNQsQ/WCQfm5VH6xcyzNrXKvmV2/azSOFo8DHj4rhEr3RgQR0xocGIulMKfdbbjuWQQ7yQraYbfJ/VNalEeE8cRSBcnLVPt6KCwgKojw8Jy8J6SypHUZFdLy2aX1Ikd9/ij3hTKpmJG1r2Tlrve91vmpNb9WRc9i1ggxOZEsKKcqPS1ubFx9FIYjSWwcjMohCEgkJQiCIAiCIMoJiaSTFCMXfPkahSihFFs0XUJNLEq9vH6mbj3rKSnbNJcT7vQEQskCMRTPiitePl+syxOxeE5OzKJn+ScLFXZ2a0qjz2e3uORyAaCzkZct9Jjd2ysghqgFHD2hx4xyW6gu6vLIYnrZEkQpypHWUYfPyVRmJSw+gcIXDGZWn8WUbeV6pVCp3ruN7uwfI2tZ1jpZXtBIiaWka7VE+KGQoBBTC93T1UJxQEhrZq9Xz69yXyhjpCoxsiDVsqzWOj+V48HiWk8QfYF4gRiqZUHZ7tW3mp7M9LS4SRQlCIIgCIIgKgqJpFMIKelJIpXGzGaXrmWgluWc9N+87NQqIVMvU7ehyGTLPvSZiXdq8VP9nVL8USd60nOXjkSMLUn17s/7TsNqTm6XgVBtJgqWQzzUEnCKKsdE2LEapxOAHO+yWCvNgnLVQluuTSyxT83aX6qwVa55AEpbP4bip2RdrTEPVtZiJCFmw1gortXafwV7VMdyVSmmarZb5aofSoiF16nmV2s+tPZ1MJ7KWYG7C+oxsqyW1vS+Awm4HHY0avSXINT0BeJYfM86RIV0nhCqtKAEKBYnQRAEQRAEQVQSEkmnGhnA47Qbul3riUZZQVDb8gpgt7wEssJJVEgjkUyj20AgNcoKb1avst1acQ6VyZyGwgK8XrdmOUaWhlatDJnjOlqMXaiF2uKuUlgREdX9KlfMRXU5Vq1bq2HdV6q1LFC59WM0D2ZlRRLjLxsiSREpjj2xF2B8bkjiopTYzGgMvTyH4XASnM2WJ46ry2eZb6VlvLrdpqJ67nuP0w4xbVgNQcgMR5KICmn87pKFOHFec54QShaUBEEQBEEQBFEdSCStEbtGY2hMOgsSlxhRqnVhNpan+f26ooVGfM9i2y2JlC6n3fjecoiFWu6/PIdI0ib/WyzS3dqy2zOjKFgu8RBgz7Jdcj0s2c/VVn0Kl/Rdo3G404LmfXr4QwL2RCLo8DnzrJFZxq9aY1CONSxRqfVjtI5Nwy0oYvt6nRwisBXutRLXMusYupz2gr1czDyrwxOov2M5P0vtdzHtluK4hkKxouokas/iLg8JogRBEARBEARRI0gkrRHhuAjw2fiaxVrhaV5j8GBdsttwke7jWu02cp/Pq7MIoUHLvVdzLGzjohpnZFmrdustQVxjnYNyWjdqjWE5hTsrZer1yx9OIiGmEY4mLdU5HEnC6XEVJIFiGb9qjUE5Be9qrB+W/ZNXl1NlpcnnW4aXY/+wjKGee36x52Ylzkuj+gquKWJ9SiEHwvHKWY4T5aMvEMdwJDllY4wSBEEQBEEQRL1BImmN8LmzD/RWhBMm6zhhPMu8OpZeJWASxnTaLSU+KcaqtdQ2Afluwp0+Hiijy7yeCFIJ60WzcpVu97LLcpms3OQ6Siyzw+eEP5xEs0WxoN3rRNxul+NLWkHZXqNkO6WW6eU53Zi71V4PlRDnlNcYha0otnypDpawCZ3gC0JLsJ6b5RbMdetKiLqxnZUUs59kodhd+fARRGmoY5D+/pJFtW4SQRAEQRAEQUx5SCStEb2tDWhqspbMo9RYesVgJqowWXgp2i2Vl41vai+qjWaClpfnMBQWkMhdqysGKdyE39kTwuxOJ5OYBQCBaMpQmNMTXayI2JYS5ijqk/4t3ace86HwuFBatLVhrr59BxJwcfZsRvG2hqLL62zk0dnIIxi0ZgHX0cijqYkl/VYhynW5cySGUFxEQhxPalaUSKpwsc8bb4ErmA9p77CKc1aSNumJcKz1Seubpc6hsIDO3N9DcRFwmr88AIBmH6/7HVCcUC31Tz3mLOemYUiBMorZ2XWhH9tZblMRL4i8rmwc16DTmkU2UX2kGKS3nt6Du17qkxMzEQRBEARBEARRO4wDQhITDimWXpPbUfZ4lpIlopShXKpPK8OzWXkADJNHsZSxezSOgZCAoXB+HEspHqAkwuqhdBM+kMgKl2Z1SuW1eIzfL3h5TrN/Xp5DIpWRRWytMdWrk7U+LcFUOeYADOeUBak+j9MO2MyvnxDYzJOa6aEcR6PxBlRCpc460azDYD2o69cT4Vjrk9Y3yxocDqfkv5sJf5JwrCU2DoUFDIQE7B6NM697NVL/AFgqQ+sc05rTYtqk1cYmt6Mqlv5E/TOnxVXrJhAEQRAEQRAEkYMsSSchlYpnWQ6XVKmcZgsJq/TK8PBcXoZ6vXbrlqOov9nlMLQMVZdnxXpW/bkyIYzWmCot6lgFtIK4j4r2qce8WEtGrfrKGW+zlrAmNdNDLXzqjTeQv5as7FXpPgAFmd7V9UvX64VeYKmHda23+8Z/Rua0uIzDZ5itlwzgsSAcF5TvKrTWLRatOa1mXFliciLFId04GK11UyYFyriulPCKIAiCIAiCKBUSSScQWu6oQL5rdbkxEt+sUmy2ZvU9LAKdVSFi+exGIJdwhiWJSykJWczGVBJnHHZbnvs/a5xJrbYa/bsUN+PJIviY9cNK2AnL429xXodCgmFyKJY5sZLgTf29+t5OH697bcE4GbTNSKi2enYoxWOWdmmWUaSYXQxqUbfUsANEfaKMQwoAHt5OSZtKoC+QwIn//b4c13Xj6qNIKCUIgiAIgiBKgkTSCYQkngWiKbR4HPKDdDGWgEVlmC5RKCjGatHoHr32lBo/0Go7yx1jssCSzySOa0SwlqxLS3wzGotqJgKrR1gS7SjH0VIsWYb4oQXxNTVeDlgVBbVCMrDul1ItynXXvcFaLPfZwUIx512xZ496PtTn/FTcd5MRKQ7p7y5ZiMVdHrR7nRSLtAS04rqSSEoQBEEQBEGUAsUkrTFaMSH14kRK8fY6fE7ZHdVKTMO8essYY48VlrbmxQHMCQ6JVNpS/4bCAgaC2VilxcTctDqm5YwxqSWyqGNcmsU5LahHNQZ69eqtOaOypwJGMT41969agDSJO2sWPxTIj6+pFEqN6jXCKIatlXtZUY6Bcn+ykl2HabnPLPu62LOxFIo9V5Vt1Trn8+qw8JtB1CeLuzw4clZjnqC3O5CoYYsmJtKYUVxXgiAIgiAIolyQJWmN0YxJaRCnUs891rAOLfdxhhh75czoLLXTqoWby5FLpMNo0TkUFrAnEAfvtKMRxcXcNLLKMxtLrT6yWoyq+68uXy+Oq9eVH+e0YFxUZerVq7YYldotxWqd6HFHi0U9TgDk8dGyAtWK6alrDc0QP1QrvqbROtES1czCRxSUzxgCgBX1vo6mRIwFshZ0nQzxib0uDl6BK7C2NNrX5XaRZwqlobW3igjBoT738z5j/M0gaosUK1NCz62+3euEh7fjrpf6yP2eERozgiAIgiAIolKQSFpjNF1nGcUzFnSFHIuCZbUevK0mjVESEUSEEiLETAZCMiNbZWm5rnt5Dl6DrOx6fdcUpxhc1rXK0rpPz5XaTCw3aoO6TL16/eGkbDHqdY0LzOrYqFYot9BeLKW0Qy8WqJ4VaIHgVUTsXLOQCGbrJK8sk32sKexbWP9aFLRf1V4hmYGYySCUELNxSBnmpJSzoRyw9F1vLIsNWcEqhrO89CKqhzr2KJCNP/q9M+cWXNvT4sbG1UdR8iELqMeMQhYQBEEQBEEQ5YJE0jqEVRQBzMUfI3de03bU4MFbz6KK6V6eQ6OLQyLlQEuDQ7O8fNHBuCy9vgeiKdm6UonRXOjdU1CvRcHVdP4tJAVSW6MWaxVn1N5aYbUdLNbXWlagelabUhuU/zaqrxhh0wit9Wc2l1r3sJ4JBdbLSqFfEDGjmUcglkJjTkBloZSzoRwUex5qvYBQY8XavNwWskT5Ucce9YeT+PRvN+C6P2/XtHzsaXGTOGoR5ZiRSEoQBEEQBEGUCxJJawyreGPFSizvgVsl5LCKXJW2AKxEO7wuDnNdDej08fqWe3miw/iD1VBYgNfrzhO2pL8PhQT4w0lZMGrxaG8bo7mUErAMhQR2gZFBqDNbP6VYxFqxMNTD0JK3gkKPmSWj6f1lHh+r81QWgVqR8EtrzZq1SbpHuf47Gwtd4yMJEV7VvYbWs7nPpje5mNdAPZxbLGK3XjuULyCM4g6zWJtr1lcnLyOmKkrXeqUAKsUeBUDWogRBEARBEAQxASCRtMaUaq1p5povuUlLYolk0QSYPOSX4CJaUJaGKDAUFhCKi2h0Z4VNrWsBmGYV18LQ9Vz5nSJvjGggMPjDSSTEtDwWbAJs4ecJmMdRVGIk1EmJWgDtZE6sbTJad8XGsjW6v1pijpYlo/Q5YL6Wio4tWeR4S98DkIV0dYgDy9awgnnCL5a1vGs0Lq9/rbALkaSGSMq6BxlRn0fSZ+q50DpXyiWc6oUuMWuvMqav11UYtkH6rty/A0R1ULvWG7nVkzhKEARBEARBEPUNiaQ1RFNEsvhAnycAKZJ8JFJpJBSfpdIZBKIpZtd7FhdRo37kfZ+rfygswCtkreSigoiRWBKcXftaqR9SewHoWmGyuJRLZef9HePiTiAqol3H/b7D55TFjmLEH6WwaUXIMBI+pHEyixdq1iYj1KJcgUs447yrxaChsCCvzUpaKQNAs298bEytOXVEXQBMLvDSdcWMt/S9loAmX2NRCJOuN0r4xdIP5fpnwXTfmYR+0CoLABKpjHweAdovHJTnitKS1uWwW5p3zX4J7KFLlOenP5yULcmlcgDAwXN5Z5qVvaAXs1YqmygdtXVoT4tb/kz579d3HJBd69u9TkO3eqKybByMyn8ni12CIAiCIAiiGEgkrTKZTFbw29E/Ars7BhdnR8huQ0dO6PLnRBLlZ6xI9zrsWUunVDqDgbgNHp5DTBDhBgABaOU5iAkRwYRxea0OEf6IgGgEEOP6GajN2iwmRMQEEZGkCCHXXzEpwpUSISYEBINpRBIioooHfE9OhLAJIlp5DqFgTLcOvfqVn0vjkfd3MYqORM7STowgFLTBnSlsvxvAbC+AjIhgMG48aCa4AYgJmI692fXSmHp4DsFMaW3SQ12HepzV/5bm0JMTbvTamI4L8tpUz2UwGAQwvk/0kL6Xrlei3AeiMymPnbo96vaa9a8WY66mXOvHCmbrPxQMwp3bRwgG4U/EjPedwT7V29sOuw2tuZcrIrJnQyx3XoSCUKy5mHyuDAzHkUpnkBDTSDs53TFlOXMjiexZCAAdXp75/Izmzt1YONvGgeD4y41QXHs8WNBqs/TZgJhGOp4Vi1j30Rub++H1hSy1YTIzHEni0oc3I5azDm3g7fjJefNx7Z+3IyakNf99RLsNs1sceOvfDsZINIk2jxPTOAHBoGBS2wRGiACKvQ++NiK9S4yjIRPDpQ/8U/6sgbfLwnWxRMLZPWG2jwiCIAiCIIjJgy1D//dXVfbu3YvZs2fXuhkEUdfs2bMHs2bN0v2e9hFBmEP7iCBKx2wfEQRBEARBEJMHEkmrTDqdRn9/PxobG2Gz2WrdnKIJBoOYPXs29uzZg6amplo3p2ioH/VFJpNBKBTCjBkzYLfbda+jfVRfUD/qi6m2jyQmy/xJTKb+TMS+sO4jgiAIgiAIYvJA7vZVxm63TyqLhKampgnzwGME9aN+aG5uNr2G9lF9Qv2oH6biPpKYDPOnZDL1Z6L1hWUfEQRBEARBEJMHejVOEARBEARBEARBEARBEMSUhkRSgiAIgiAIgiAIgiAIgiCmNCSSEkXhcrnwne98By6Xq9ZNKQnqB1FLJsu8UT+IemCyzd9k6s9k6gtBEARBEAQxeaHETQRBEARBEARBEARBEARBTGnIkpQgCIIgCIIgCIIgCIIgiCkNiaQEQRAEQRAEQRAEQRAEQUxpHLVuwFQjnU6jv78fjY2NsNlstW4OQdQVmUwGoVAIM2bMgN2u/w6H9hFB6EP7iCBKh/YRQZQO6z4iCIIgiHqBRNIq09/fj9mzZ9e6GQRR1+zZswezZs3S/Z72EUGYQ/uIIEqH9hFBlI7ZPiIIgiCIeoFE0irT2NgIIPs/C01NTTVuzRRHiAA/Wpj9+9c3A7y3tu2pIZGEiKggwsNz8Lq4mrUjGAxi9uzZ8j7Ro172Ub2MW02hfVR3lGMf0domTJnke3+i/R4ZMsnniqhfWPcRQRAEQdQLJJJWGckVq6mpqX7/Z3qqIHCAK+ca19RU9w8NkYSIiCDCWwHRot5WopnLYr3so0rWXMn5LisTbB9NJUrZR9K/Jsw6JKrPFNn7E+X3yJApMldE/UKhKAiCIIiJAgWHIYgJQkQQkUpnEBHEWjeFqAI030Q9QOuQIAiCIAiCIIipAomkBDFB8PIcHHYbvHx1rLkiCRFDIQGRBIkjQPXHo9rzTRASyrVO65AgCIIgCIIgiKkCudsTxATB66quu6vSgozcbKs/HtWeb4KQUK71zkae1iFBEARBEARBEFMCsiQlCEITsiDLh8aDmCrQWicIgiAIgiAIYipClqRE2aAEH5MLsmTMh8ZjckHnlT7FrHUaT4IgCIIgCIIgJjpkSUqUDUrwQRDERIHOq/JC40kQBEEQBEEQxESHLEmJsuHlOdmSqJYYWTTlfWerUQMJYpLDvAdraHFYL+dVvSHNjwTrPNF4EgRBEARBEAQx0SGRlCgb9eKObJRgJ/+7GjWwxtSLSDVZofG1sgdrKJLWyXlVb0jzE4im4HLY4A8n0dvqNh0rGk+CIAiCIAiCICY65G5PTDqMko5QQhJyi600NL60Bycy0vx0+JxIpDJwOWxTei0TBEEQBEEQBDF1IEtSwpCJaBVnZNGU951QxUbVEeQWW1lofC3swQnCRDwHrRBJiGjK/V05P7SWCYIgCIIgCIKYSpBIShhSL66xRPmYiCLVRILGd/Ix2c/BqI6lKK1lgiAIgiAIgiCmEuRuTxhCrrEEQUx1Jvs56Jmk/SIIgiAIgiAIgrACWZIShpAlEVEuqu2yPNldpInqMdnPwUr0jfYfQRAEQRAEQRATDbIkJQiiKlQ7oRElUCKI2kH7jyAIgiAIgiCIiQaJpMSkI5IQMRQSEEnQw3k9UW2X5cnuIj1Rof058WGZQ9p/BFEb+gJx/HNvCH2BeK2bQhAEQRAEMeEgd3uiLinFVbPek6xMBjfUYvpQbZflYuqbqnNTTUrZn/Xet8mONP4RQYTLYbc0hzR3BFF5+gJxLL5nHaJCGh7ejo2rj0JPi7vWzSIIgiAIgpgwkCUpUZeU4qpZ7xZMk8ENdTL0QYvJ0K9670Mp+7Pe+zbZkcYfgOkcqueK5o4gKs9wJImokMatp/cgKqQxHEnWukkEQRAEQRATCrIkJeoSL8/JVkeW763zJCul9K1emAx90GIy9Kve+1DK/qz3vk12pPFv9vGmc6ieK5o7gqgec1pctW4CQRAEQRDEhIRE0knGZHFplNouWR1N5L6oqXcRl4XJ0ActJkO/JkMftJgsZxtQf32JJETEQ4Jpe6S1JcUkNbpevQ4n67okiHpm42AUANDBC5hd47YQBEEQBEFMBEgknWSUMx5nOR7kJ3NsUYIgqketY5mWU9ist7MtKoho4MfbY9ZXlvbXmxBMEFOJdq8THt6OSx/enP03L8BPxqUEQRAEQRCmUEzSSUY543GWI4bcZI4tShBE9ah1LNNyxtSst7PNo2qPWV9Z2k8xSAmidvS0uLBx9VF45/pleO7qQ/O+2zNGWe8JgiAIgiD0IEvSSUY5XRrLEUNuMscWJQiietQ6lmk5Y2rW29nmdXFoauTH/23SV5b2UwxSgqgtPS1uObP9P69fBvxP9vORSIpc7wmCIAiCIHQgkZTQpRwP8vUmBkxlyP21utB41w90llnDqK+s63oqjRdB1Duzp7lr3QSCIAiCIIgJAbnbE0SdIiVHiSTK465K7q/VpdzjXe71QBBKWNcXnSMEMbHZNBRFX4Bc7gmCIAiCILQgkZSoC0gAKqTcYkQ9xEGs1jzXw3oq93iTOFVIPczzZECyDmVZX2brmuaEIOqbqx7bisX3rCOhlCAIgiAIQgMSSWsMPVBmIQGokHKLbF4Xh85GvqYusNWa53pYT+Ue73oQueuNepjneqDU35Fozn0+kUojIoiG5Zita5oTgqhv7r9wAaJCGsORZK2bQhAEQRAEUXeQSFpjJssDZakP6SQAFWJFZJsoYnu15nmirCcr81YPIne9Ueo8T5R9Y0apvyOeXHxRL8/B5bAblmM2ZlbmZLKMP0FMJBZ1emrdBIIgCIIgiLqFEjfVmMmSAVj5kF6MiENJPkqj1PFnrqfEZETVmudS66lW0qVqzdtkpeR5niTjX+rviNR3lnLMxkz6TBJajcZ1sow/QRAEQRAEQRCTA7IkrTGTxTpsoljuVYJKW0OxlF+t8a+U5XOxY1ipsa+WhTfLvNXD+pqsTJZzq1y/IyzlSGMGQHfdqPeP0RoLRFMltZkgCIIgCIIgCKJckEhaQyaTODFZxN5iqLSgxlJ+tca/UqKS1MeoxTGMVmjsqxYWgGHe6mF9TVYm07lVyu+J38J90pgB0F036v1jtMZaPOTQQhAEQRAEQRBEfUAiaQ2ZyuJENaiWCF1pQa2erN0qJSpJffRY7KOnQmNTT+LZZFlfk+mlUD1Syu9JMfcZrRspvqmUBErv2no62wiCIAiCIAiCIMiEo4ZMlnik9Uq14t1VOs7mVIjXKvUxmIlbvq8pZ9U2WZks64viT1YW5e+JmLB2bzFCpdm6Uc633guHqXC2EQRBEARBEAQxcSCRtIZUTZyoUhKaeoNEaIKoH6bqfqzW+av8PQlaFEk9ubmRyilLe6bofBMEQRAEQRAEMXEhkXQKMFUtuMhKiSDqh6m6HyfC+RsVRDTw5W3jVJ1vgiAIgiAIgiAmLhSTlIF0Ol3rJpQExX2b2gyFBKzfH8FQSKh1U6YkNP5Tm4lw/mrF9q1VDFmKXUsQBEEQBEEQRK0gkdSADz/8EO+++y7s9ok9TPWUhIaoPv5wEgkxDX84WeumTElo/Kc2E+H81WpjrRILUkJDgiAIgiAIgiBqxcRW/yrIBx98gMMPPxxPP/10rZtCECXR4XPCxdnR4XPWuikAKm8pVm+WaPU2/gShxq+xX2plATsRLG8JgiAIgiAIgpicUExSDd577z2sWLECN954I2677baSykokEkgkxrNoBIPBUps36ZmqiaYqRWcjj84aZ4BXzmkxMRqt7CO1JVqt11I9jP9kgs6H4tHbR1r7sVwxRY3mS+s7imVKEARBEARBEEStIEtSFdu2bcPy5ctx66234gc/+AGSyST+8Ic/4Pbbb8dDDz2EdevWWSrv7rvvRnNzs/xn9uzZFWp5adST9R25W04+8oTRIizFrOwjZfm0liYf9TSn9XRusqC3jyppuWk0X2ZzOdHGlyAIgiAIgiCIiQ1ZkioQRRHPPfccMpkMZsyYAQA488wzMTw8jGQyiWAwiJ6eHnz5y1/GZz/7WaYyb775Ztxwww3yv4PBYF0KpfWUgVkSt8jdcmJZzRm1VTmnaksx5X16GO0jdb0F5euUPVnGdqpRT+dDPZ2bLOjto44iYqayrkmj+TKby4ggIhhPwR9OorfVbdpG2icEQRAEQRAEQZQCWZIq4DgO5513Hu6++25ce+216OrqQnNzM5544gmsX78ezzzzDHp6evDrX/8ag4ODTGW6XC40NTXl/akH1BY69RQHbiIkOqkW9WQ1Z4ZRW43mlKWPRvuokvXWCxOprZWmns4H9blZ75aP5fw9Yl2TRvNlNpdenkMilYHLYTOtJ5IQsWs0jmA8RfuEIAiCIAiCIIiiIJEUwObNm2XrmtmzZ+OKK67AN7/5TRx55JG47bbbcNBBBwEAli5diiuvvBKvvPIK+vr6Sqqz1g/T6gfcehIeKkGtx1uNUXuU39WTeG0Ga1vLLdAXK1RN1LFlXTv1QL21p9yoz81ai9nVHu9ANGX5Hitt9Lo4eHg7+g8IBWOqLiciiHA5bEikMhNiTxMEQRAEQRAEUX9MeXf7Dz74AKeeeipisRiuuOIKHHbYYejs7MRVV12FM844A0uWLAEApNNp2O12NDY2YvHixWhrayup3qggooEvdNOslrtgLV1Wa+ESWQu3WMOEJQbtUX43kYRr1oQr6r4r7wsmTG5mqJd1ridSghhlW4dCAtPaYUmSU2nqbd9Vmmqdq3p9lMY7ZlGk9YcEcC7rc9Tisf6/EFbXaFRIw+fmEBXSedftGo3D5bAByO2P3JiTqz1BEARBEARBEMUypS1J33//fRxzzDG48MIL0d7ejkcffVT+rqurC8uXL4fT6QQA2O3ZoXryySfR1NSEadOmlVS3R8eKrVqWSLW0HK2FtRWrJV45MXQDN7BirBcLx0qNU6X7V6ny68Uqsti1U619V2tL6Fpac1brXNXrozTeHovjPRgWMBQWLN1T7NxaXaMdPidcnB0dPmfedWqrUUkojQhizfcoQRAEQRAEQRATkylrSfruu+/i+OOPx3XXXYe7774b3//+93Hffffh4osvxiGHHAIAsNls8vWbNm3C/fffj/vuuw+vvfYaWltbS6rf6+LQ1MgXfl5HSUmUlNM6qxZ91LTEE0V4K1mnUcISAyvGWlk4que4UlaAle5fpcpXj0etLBaLXTtVs3KssSV0OftZr4mA9PoozX8wE7dWYCb/nyz9LnafWV2jnY08OlW/lXpWo3pnVr3OI0EQBEEQBEEQ9cWUtCTdt28fzj33XHz1q1/F3XffDQA4/vjjEY/HsW7dOgDZTPcSW7duxR133IGXXnoJr776KpYuXVpyG/w6Fmn1Ghu0nNZZte6jbMnk1K+/HFaDUj8B1IUFohkFcWrrxKK1XiiIfTpBkilJaxlAyfuOZV/Uet2U83yp1zk2TEiWEOEPWbMK7Wrk0ekbFyKHwgIGgtatS62gtZZY5s5I8NRbe/U6jwRBEARBEARB1BdT0pKU4zj8z//8D8455xz5sxNPPBFnnnkm7rzzTlxwwQXwesdtDBcsWICbbroJHR0dmD59elnaUO04faVixTqr3q12ZEsmIal7TTmtKGsRl7EY1HM8kWJ2VgP1eNSr1beaaq/lel83Vs6niTLHSqQ5skKHljBp075Wt16L536x69LoPr21NxHnkSAIgiAIgiCI6jPlLEkzmQy6u7vzBNJ0OpsQ4tJLLwUAPPfcc3mfA9nM9uUSSAGUZGlVi9iIVqyz6sVqx8o4DYVVFk1ltIartWUdK7W28J1oTJTxqvRaZj2H6iWmq5XzqRZzXOo4SXNkBbVnQ6ePR7fKutSsbVbP/VJjmgLsFvoTZa8SBEEQBEEQBFFbppxIqowzKiElZTr55JPR3t6O3/zmN3mfVwJNyx1G6kWE1KNeREEr4ySqrlM/VFsVLvKS19ADOlFDlOuvlHWsLku+JslYVp2cW/VyPulR6jh5XRw6NOJdG6GuT+/MMnLDtzquxSZaUoYxqYf1RBAEQRAEQRDE5GHKiaR6iKIIm82G22+/He+88w6eeeaZWjfJkEA0Vesm6FIJUbAY6yorD+2cyXVWhYt6EYQIQkkl1rFRbN+864oQJythfToRXlpU+3y3NC86RqrFjGsp5yTrepLWkPSn1pbMBFEp+gJxbByM1roZBEEQBEEQE5pJH5M0lUohk8nA6XTKn6XT6QIrUY7LPmgddthh4DgOr7/+Os4888yKWpOWQotn0k9dHsXEr7MSG7HTxwMGD9ssMe3yYvJNgQzbRHUo5/wr1yVTBnOGdVyJ/SgxUeL5lptqn+8dCktjozXR6ePh5Ys717TKLuWcZF1P0hoKRFNo8Tim3FoipgZ9gTgW37MOUSEND29Hu9dpfhNBEARBEARRwKRW2jZs2IDvfve76O/vx0EHHYQzzjgDF198Mex2O0RRlIVRJTNnzsRdd92Fo446qm4F0npMQmE5aYfF60vpM0tdkYQIr4aHqvLeThMXVqWgU05LNSOhiATUyYHRPJZTKFQKS0MhgTkJk2SNZ7bOtPZRKWvU6r6v9DlUDWpxvkcSIuIhARFBhMth110TpSTlUq9jaeyl76TyjdrIco7nhQ1QvLDq8DnlzwhisjEcSSIqpPG7SxbixHnN6Glx17pJBEEQBEEQE5L6VAHLwJYtW7BixQrwPI+VK1dix44d+OEPf4grrrgCQNZyVBDy46qlUlkXx8svvxyHHHJI1dusB0tcwFpTKXd0qe8Aiu4zS116cRWN7i2YlwrFOjQql9z6JwdG81itdVWOpDxa+6gkl2pF/EkWV+nJEBaj1HjIxRDNjQNQWlJBIwrWW65OfzjJdMZqzZV6bLTKlMZT+lNMbF6CmCgs7vKQQEoQBEEQBFECk1IkzWQyePDBB7Fy5Uo89NBDuO222/Dss8/iqquuwjvvvIOLLroIAMDz2YfvBx54AHv27IHDUZ+GtfXwIG/2UGk5aQdrPLky9J2lLr24ilYEynKL1ywCsWH71AJCkcLAVBcUyjVuRuUYzaNVoZCVAjGuDEKt1j4qh8jLeg6U+xyqh7VfjfPfkxuHTh9f/MuohIidIzGs3x/GzpFYwZip15s09h0+J9MZqzVXEUFEMJ7CrtF4zoo5e42HtxvGda2H31SCIAiCIAiCIOqPSSmS2mw27Nu3DwMDA/JnHo8HV155Ja699lps3boVN998MwBgzZo1+N73vodbbrkFolifD0z1kI3Z7KFSM+u1kSjEKCiWo+8sdUWS2hmWje6t9LwwJc0xaJ/6/mKFAb376kFAKid6/SnXuBmKkCxrtMLCDotQq7nOFOOl56Jd6ssDZpHWpJ3q+TVrWz2IadU4//sC8WxdJcxRRBARiosYiiQRioty1nqz3wClhWfBNYq+a82Vl+eQSGXgctjyrEa9PGcY17UeflMJgiAIgiAIgqg/6tN0sgQymQxsNhuOPPJIbN68GZs2bcKiRYsAAA0NDVi1ahW2bNmCV155BYFAACtWrMDq1atx+umna8YorSSs8fBKiQNXLoqJk1eOWIrV6rtYRDsr3bZSYxOq79crz2wd6t43yZLq6PXHbB70xo91/FmpdKzKYtdzJCnCW4H2KCnHXitmvdZD/GfmBEWKdWiVhJiGP5w0jbtshJfn0OjmwNmzlqnS2JVyRpjFxPW6OPS2ugv6bTRv9RiHliAIgiAIgiCI+mDSWZLabDYAwFlnnYWtW7finnvuQSgUkr9vamrCddddh7fffhsvv/wyAODqq6/G3Llzq97WalgplcvarxhrsHJb61TSXZyrQ6uiUi3wCtxbdcpTrsO8GIAm7v6TzRpLrz9a7u5msRKV95mNP3P76jAWMaAfqkKiXsI8FLNeyzXm1bC6LuX3xMXZ5cRGpeDlOfS2NmBuW0NW4NSJeyv9YR0PI2t2q4JnPVgHEwRBEARBEARRn0w6kVRi/vz5eOyxx/Dwww/j5ptvxvDwsPwdz/NYtmwZ2traatjC6ohMVhMklfMhvuwxOsvsLq6k01d/4lO1UK7DPMG0iBALExkrrtdmsRKnEmbzX8l9a4VKrFfWc7Mawlwp63Bxt7ckK1JAu496cW+NkjVpodc3XfHUJL5uIpWWXwoRBEEQBEEQBEFITDp3eyWnnHIKHn/8caxatQr9/f1YtWoVli5dioceegh79+7F/Pnza9q+ariSs7qLTgTX6WJdX+vBZbaeUQoYQH52axq3cdTrSBlrlFx39ZnM+5b13KxGX5S/J8FExarRr5+hj9I1ktUqc4Itnd9KvTqN2uJ1cfAKXMG8kRs+QRAEQRAEQRCTWiQFgHPOOQdr1qzBDTfcgJtuugkOhwNOpxPPPvssZs+eXevm5VGJhzRWIXYiCBLFisqlitHFzstEeuiWxB6H3ZZnUVbv7a4m6nXkdXEYCgl1/3JBolbruFb7thqwnpuV6Eu5z5dKz3M1f9+M2iK1AwCafeNn3UR4UUgQBEEQBEEQRGWZ9CIpABx55JF46qmnMDo6inA4jO7ubrS3t9e6WQXU8iGN5SF+Iol+5aTYeZlID90TQSSvRybSuE2FdVxOWM67Wgq55Z6XSs9ztdeR3vxFBBEuhz1rMW8hQRtBEARBEARBEJOfKSGSAtmETU1NTbVuhiH1/pA2VcWSyewuLFEtsadaQnu16pkI1o4SU2Edl5N6P+8qMS+BaKosCZy0qPY60ps/XRf9CbSXCYIgCIIgCIKoDFNGJJ0I1PtD2lQVSyazu3A1UAqW1RKe1IlbpqIFtBpax9ao9/OuEvPS4pk8/0tAYihBEARBEARBEFaZtNntCaIasGa3rlQ55aq/ktQiE7yynmpkFi+VWs//RFhHRGUxy/rOukb0rtPah5Vcd14Xh85GngRRgiAIgiAIgiCYIZF0kmPlIdTs2okgNlWbco1JseVUY05KXUNKwbJawoWyHi1htpz7ohzUev5pbxdiNib1toZKRdorLodds8+sa0TvOs19aGHd6Yqvuc+lP+UY44kwXwRBEARBEARBlB8SSSc5lh5CTa6tlBXgRH4gLWVMlP0utpxqWGaWuoZqbdGlVX8590VZ2liG+S9lH1XLwrcSVOr8MBuTeltD5cCozyxrRAqtkUilNd3c1fvQyrrTG0Ppc384WbYxrrbVK0EQBEEQBEEQ9cHkCUBGaGIlrp7ZtZWK5VbvCVKMKGVMlP0uEPEYEw9VI75eOddQvVBvfWKdR/W6UN43FBKK3kcTOU5jpc4PszGptzVUDoz6zLJG9DLHF1NfwbW5MQSya13eA7nPpYRT5RhjrfmayL9TBEEQBEEQBEGwQSLpJMfSQ6jJtZXKGF7vAkK5+l0gcGk89EcEEf5wEkAGLR4n0wN5pTO5l3MN1Qv11Ccr8ycJNbtGYwBs6PA589aR0iqvUuu23qjU+WHW73paQ7Ukb5xKmItIQsRQWAAAdPqyL420XgpILwOGwgK8AldQr3qci1m/WvNV779TBEEQBEEQBEGUDrnbTyIq7Q5YKZfRWrtjm1GpuI9SvwHIn/vDSSTENKLJtGESlUq0j6gNzLEeFa7M0WQaCTENfzgp3w8gbx9NlXillTo/Kt3vyeK+rbawLHYuIoKIUEJEKC7KYy6VPRQWCkKTAOPnptFcDYUFDAQFWYAtlnr/nSIIgiAIgiAIonRIJJ2AWMkezHIfKxM5bmEpVDruqPLzDp8TLs6OOS1uwyQq5WpfvVFMdveJDuv8Sa7MXp7DnBY3XJxdtiQ1W1dTNV5pKZTa72IT4U008bTUxGjKchpdHBrdnFyWliAKZMcuqoh9ajpXtiI7V2RfCGIisHEwir5AvNbNIAiCIAiCqCvI3X4CohcbzcwdsNSYahPRZbQcrsKlhCEYCgsIxUU0ujnMbWswdduVrJWGQgJ2B+LwOO3obW0wbR+APAvViUrUotWe1evrDSvr08tz2DUaQzSZxpwWNw6Z7h3/zmRd7RyJja9DV/56KqdbuR717rKvRan9Njtv9c7riR77MpIQsWEggnQmg85GvmC96d0TEUTZzV5CmgPl+okIWWtT2JC3nvTGqtPHw8sbu8kbrU+lNavs3j8B54UgJNq8Dnh4Oy59eDM8vB0bVx+FnhZ3rZtFEARBEARRF5Al6QRE13LMxB1wsluEaVn8VMNV2LQOW1bMGwoJ8h+pjXpWSv5wEpzdBoAtAYpRGyaSJZTH4tq0en0tMBp/K+szuw5s4Oy2XNxa/Tqkf0t/ooKoa01Xqz0ykdZlMZidt3rndT2c01bmRj23EUFEOpNBNJlGVEgzlWO2BpVj5eWz1qaNLo5pjNTjzPo7IV0HZGP9RgURA6HS3fYJotbMnubGxtVH4XeXLERUSGM4kjS/iSAIgiAIYopAIukEpJjYaPVqyVVOoUTrQbcagoORW3Onj0d3Iw8PzyGVzsAfThYIClrigOR2L2VsttIGNfUeU1JJMVnZ6x2j8be6PvXWhZZQpVxvHp5DdyOPTl82Bi5LGIhyoumSXcZ1WY+CqzI5myW38zqIfWlJvFfNrZfPtr+31Q0Pb2cqx+oa9PJcgdUpKxFBRDCewq7ReN68BKKpguuUsX49PAdkLFdHEHVJT4sbi7s8tW4GQRAEQRBE3UHu9lOEenDh1BJqy9kuLffVaoQIUNYhZV6W+qN2F5XELaWgoOVy29nIo7ORl8UfM3HbqJ+Ulbm2GI0/6/pU7p3O6bxpHdK/pfXWrBKUlPuuGoJcpbOFa50j9fBiqB7O3WKwMjfqufW6xkM6KOdAi7x13Vi4rjXvKTVsDM/BH07C5bDJ4q30b/V1yrazuO0TBEEQBEEQBDGxsSSS3nHHHSVXaLPZ8O1vf7vkcghr1INQpvVwW8521UPMVL3+6LXNNN5pGUSWSoxLPQhQlaAS/SpLTE+z+JYaQpWhqF4H50E516VWf+pBoKyHcS6Gcs1NJc63UsfU6+LQ2+rOi3EqpjPoP5BEk9uRd52VPUUQBEEQBEEQxMTHkkh6++23w2azIZOx7nMm3UciaW2oh+Q+tbL0LBVLyXUs9sc0aQ7PYSgsIJG7tl7Gqh4EqEpQj/2S1giQtQg1uoZV3LWyTieCIF5pS9VimAjjpkTT0r/CfShmjsrxm6Eug7PbMKOZ0ZJVNSYTbZ4JgiAIgiAIgtDHkkj6ne98p1LtIKpArQUgrYfbifCAWclxY7IQFLi6E+6AbAw/1pipE4l661dEEOFy2LMxG3Xmv5ZrtB7QOkdq/QJmIoybEs2QBRXuQ63nSGqDZFkKwDS8iXpMzMZoIvzGEQRBEARBEASRhUTSKUStLau0KMdDeLEPoZGECC9DuQDyEjOV84GXZU6qNW9GfdP6rsUzOUMaK/tldUwqQS3WSF7fcmUD5gLSUFiA1+uuelK5ehQk6/G8NULT0r9MfSjljC7mvqGQAH84iQ6f0zTWqbIOlnWkHBMmK+86XJsEQRAEQRAEQWgzOVUOQpN6sNpRU46H8GIfQiPJfJG0wI0yV67DbpMftNWJmUqFZU5KmTcrIoPROKq/K2beqm1RVUx96n5ZGZNyt0VuU4XXiBbKvkmJndRrX+4TxveRWMw+LEfc3ToUJOvxvDVCM2RBmfpQ7F5hvU+9v/zhJBJiGv5w0lwkVdbB8kJCMSZDIUHTylvrJUM9rU2CIAiCIAiCILQhkZSoKeWIlVrsQ6jXmf9QuysclzMc6wmBWlZE9exGGRFEBOMp+MNJ9La68x7u1ZZWhlnY1dnTixBPqm1RVUx9BclaLIwJoD2ukYSIXaP5a6seMRN2tATkYDyF4VgCS3LXcDmLayuUKiJNhH041VHOsZmVp1XRsuAeF4cOn1Ouo+BahfWnhOQpwBoSRsvLQK890ksGgiAIgiAIgiDqn7KKpPv378cHH3yA0dFRJJNJ3esuu+yyclY74anGQ349CwmlimfFWjvlWf4kRbgcDiRSGUMhUG1FVO9ulF4+a1Xlctjy2qllaVVpy7dqW1RVuj6t8dIa12xMUVve2qpHzIQdLQHZH07CnRN/AaDTxwNWRdIS1109uzNP9bNdQjnHu0bjhlaeyn3LujbUe72zkUdnI49IQiwIESGtl0A0hRaPI89TQAut9SW9IEikMnkvn/Tak1feBJgvgiAIgiAIgpiqlEUk3bRpE/793/8dr776quF1UnZ7EknzqcZDfql1VPLBrh7cEb1ODnA6SnLNrhfUcyUlJVFav3p4OyCAOUFRWVyiq+x+XI76rPZbsmDz8PZxcUYS3es8G7bV9SyvrYhQ4ZaZtKOC+7DUuZoIZ3u1MbLyBIpL8KcUL2WvBB13felzqX6zdaNnVa318smoD3JfJth8EQRBEARBEMRUomSRdM+ePTjxxBMxMjKCE044AVu2bIHf78cll1yCPXv2YOPGjfD7/WhoaMCnP/1pOBzk4a+mGmJbyS6tFXywq4fYfV4XB2TGE9QwWS9Vud2sgk1B/FAN61cvz2FuWwNz3fUqCFcaq/2WLNiUVsZqq8xi4yxWGqvrWW6fs/Z7t14FyIlwtlcbaY9YQdOaUyeGtGQhqueub1WE1fMoUL58ssJEmy+CIAiCIAiCmEqUrFjefffdGBkZwfe+9z3cdNNNOPHEE+H3+/HQQw8BAFKpFH79619j9erV2L9/P5577rmSGz3ZqOhDvuLhz+qDqZJSHuyUbQDG449K5ZYlMYhGHVpl5z0M21Rl1ImFj94DO2v7pLkCCrORFx2/1WSNMgu4VRL+ytWeokM5aIyzWRzDgrbpzHe9WKLK7RPzE6ABxm1k3atFtUkVb7LUOkoVtKT1o+X2XS6q+bImkhAxFM5aDnf6eN11CZRnXqX6ooIID8/lZZBX7o+IIGL3aBwensuzEGUd/2LO/mLPROV99bKXiYlNXyCOjYPRWjeDIAiCIAhiUmAvtYAXXngBPp8P119/veb3DocD11xzDf7whz/g5Zdfxg9+8INSq5w0SA9ukYRofnGxdSge/krB6+KKTkChfphNpTPwh5NlaZdRHVplG33n5Tkm8aqgTI15LGVu9drI2j5prgAUlFPKPBbT5mKvm+jt0RpnqS4ATHOgN9+ltLmca1Vun4YlKeseLPf4a50vpdRRrv1SjXVfrd+TUEJEKF6Y/KgS8xoRsnWJmXHBW+qjcn/4w0lwXPatl2SpqveCSQutvVbqeOrVqSy3WuchMXnpC8Sx+J51uPThzfDwdrR72ULoEARBEARBENqULJLu27cPc+fOhcvlAgBwXPYhI5FI5F33yU9+Er29vXj44YdLrXLSUI0HJC/PIZFKZx9cK/jwbNYGOXtw7u8dPmdRgqSVOrTKNvxOJYiwPiRrzWNJwoxOG5Xip167lG0uVvQtBmYBt0ptqrf2qOsyWlvSd4C2mFpKm0tZq+o2GwmIrHuw3OOvdb5Uc461kMSwRCpd0TaU8/dEb316eQ6NLg6Nbq7wfCpxXrXq9PLZuhpdnGaMUWn9dficcHF22Yq0YK2atEdrLQ+FBQwEBdly1iosLzlqvTaJic9wJImokMbvLlmIjauPQk+Lu9ZNIgiCIAiCmNCU7G7v8Xjy4ow2NzcDyIqn8+bNy7t22rRp2Lx5c6lVThqqEq/OxcErcDV1I1e7JVaiDWoXRqa2mDz7WnVvVyf2KHZuTd04Ddql/M6KBVypbp+sLr/Vcg2uVnusjJtWbFizOSxnCACgtLVqxSW5VutBr7xahyVwOexZMayC7VDOo5gwv94Ivbn2ujjMdWnHMi71nNeqU11fRBARiKYKkj6p45yqyyp6ndnML9HDqE6pD9UMlUBMbhZ3eUggJQiCIAiCKAMlW5LOnj0b/f398r+XLFkCAHjppZfyrhseHsbmzZtli1Oicq7PBfWU0Y28HjBrV9lCDFh0b1cLBKxza3Wci7WUNWxDFd0+K72uqrluix23cs6hlf6WslbLZfVmNmYT9dzRo2rW02X8PanFbwZrnS0e83e7pXhQKOOXdjfy6PSxxfK20neWPhAEQRAEQRAEUX1KFklPOOEE+P1+DAwMAAAuuOACZDIZfOMb38CvfvUrrF+/Hi+//DLOPfdcxONxnHbaaSU3ulqk02mIYv4DTyaTqVFrrJHndl3kw3O9xksrJr5cMRQ9bmYirup7lth1rO3yKtxS5fIZHt6rGZYhL3ZhmQSxWsT5Y3WjLphvhmRRWvOrN1bq/lpdf6yUS4Qz258T9dzRQzlu9SoA+9Vu7iX8ZgTjKewajVdkfbGeU9I56HLYLYvxUh/84aSphbjRuWMUsqDc8U8JgiAIgiAIgigPJYuk5513Hmw2G/7yl78AAJYvX44vfelLCIfD+OIXv4ilS5di5cqVWLt2LVpaWnD33XeX3OhqsHHjRnz5y1/GJz7xCXz729/Gn//8ZwCAzWabEEJpOYSGUq2JpD9WHvxYBT1lu6zESqwGZqLnUFjI+15vnIfCAgZC1mPiFTysM6wFFlGhXOTF5ixjgpdqx/mT3KhNhZQi5kMLvfVQsB9y5Q+FtfdfrUVIs9i/LPNXjKhUyrnE2i7TNtSpABxMpLBhIIKdI7GShLqsiJmBy2Gz3Eems9/COSXNFwDNedebCyt9MDp39ARjo6Ru9bYuCIIgCIIgCGKqUbLP18qVK5FMJvM+++///m8cc8wxePjhh7Fr1y40NDTghBNOwOrVqzF79uxSq6w4mzZtwooVK3D22Wdj7ty5eOONN/D73/8e69atw5133ikLpTabecCyRCKRl8QqGAxWsukyXp7DUFhAApCtSS2XUWS8NOmBLxBNocXjsBQLlSXuobpdLPcorfeke7wQ4bXYNxb0YjxK7QSQ9zBtOM46eryRNaK6ftaYk8rrSo1RaliPxvyZtc1sHynbXsk4f3njUsS4av1bt3ytPmish4JYkLnyE4B2XMkKx0LW3GsG66iY+JFW4qOq7ynmXALKF78WAJoZXbjLjd4+ElIZwJ5BKC7Cyxcfu9rr4tDb6maLcata66xzanX9Si8z1POuV45WH4ZCAvzhJDp8zrzYp1rnjjLxmlJsLWefCIIgCIIgCIKoDBULjHXZZZfhsssuq1TxFSOTyeDee+/FGWecgd/97ncAgL179+KJJ57ALbfcgkQigXvuuYdJIAWAu+++G9/97ncr1l49UcXrql3CJumBT0quYeXBr5iHRfU9WmOittRJpTOIiPoiaSVEQqmdzT42K9dOHw8vn22vFCNPqz8FIqlGAhWrSXT0EgsVMy5KcQhA3r2sbTPbR1rlGNXL2mb1PcpxZ7VWtjIfWvOqFmZZYuRKYk25hReW+dfca3r9MRCrjCjlnmLOpXIgiXVaCZwq+VJCid4+6mlxI27nERXGXdlLEUr1zgxgXDQvEMdZXzownhnql1LKeWcJeaEUPHcH4uDsNvjDyXyRVOvcydUr1ekPJ9XFm9Ynf17h9UAQBEEQBEEQRD4lu9tPNmw2G7Zt24ZUKiV/NmvWLFx11VX4z//8T9x///348Y9/zFzezTffjAMHDsh/9uzZU9b2GrnpVcvtuKDenDuh9MeqtVap92iNidL1MiLk4kg62V2kzWCJiWm1b9L1AArKiwgitvljTO3TiolZbEgDdagAFqTx8IeThm7gRljZR+q2SvUW02Z1W4txBbfiGq41r0qxp5j1oyfiSGKYlblg2RfKuJEACuMvqsoox563ck8x51I5MFo71XK3NtpHXp6Dh7cXHXKDJWaukXu61Vi8Zkjld/r4gnnXc4Uv6FOuvR6nHS7OLgutRn3Pi5sqiIZJmrTiUwfjKWwajCIYT5H7PUEQBEEQBEFUmZJF0sHBQTz44INYs2aN4XVvvPEGHnzwQQwNDZVaZcU56aSTMDAwgC1btsifNTY24sILL8RVV12FJ598Uk5UZYbL5UJTU1Pen2LRelg0evCudWzOWqE1JkrBkSWOpGlyGYPkS2WJXagqPxBN5X0fFdLwuTlEhbR5WSoBhkno0hGegULRywxpPDp8TlmotioIWdlHWhZkxbZZ3VaWPVXMeEvozas0/+VI8GIUE9asfJa1rYwbCRQKu7V6eVNrjNaO1phUIpmP3j6KlrC/5fbqiO/KvuX9nfH3qVgB2Sj2rVbcUaPf197WBhwy3ZtnRarXRvX6t5KkTGrXtAYHEqmMbPVKSZ2ISrJxMIq+QLzWzSAIgiAIgqgLShZJf/7zn+OKK67A3r17Da/bt28frrjiCtx7772lVll2BgcH8+KqLl++HP39/fj973+P0dFR+fP29nacd955WLt2LXbu3Fn1dmpaSJYohNbjAxhLm4yusSpGaJVnNq5aD7dGD/+s46xnsam2RurwOQ0tm4z6XIw1pNoqqxQLvk4fX1GRzMiCzHKbVW0txgrXiiioN6/S/OtZuOqhKfwo1meBxbCJIKUpPGkkFiv25U2pe79WlNomzTOjStalAOApYX9LSBaUu0fj+PvOMewYiWLXaFZ4kddbMRbAZRLV1UJmb6sbTW4H89q30kbW81Krbx7ejkZ3tn1WrF4JwirtXic8vB2XPrwZi+9ZR0IpQRAEQRAEyiCS/uUvf4HL5cL5559veN2nP/1puFwuPPXUU6VWWVbeffddTJ8+HX//+9/lz0455RR8/etfx3/8x3/gF7/4Bfr7++XvFixYgMWLF9eiqRWxwKrmg7hhOxjc1fOuN7imGAE1krQ2Dqyuoizt1boOgKb1lURnI29s2aS0mlK0jTX2YTlcovWotIVzJdvKaoUrWWlqjb+RmKY1r1qWeACbNa5V0dPqGRMRRIjpwmxSxQqhVvd+vQimlThHq2lxW449I92750ACoXgKg8GUaYZ41oz2hmcr4xowO7M1rXl15tXspRrreGqdL2pPBy2rV4IoBz0tbmxcfRR+d8lCRIU0hiPm8XMJgiAIgiAmOyUnbtq1axfmzp0LjjN+GHA4HJg7dy52795dapVl4/3338fJJ5+M66+/Hqecckred1/5ylcQi8Vw5513Yvfu3Tj33HNx6KGH4mc/+xmGh4fR29tb9fayJqzQQ0sgKyYBSiVQu6ubtcnoGrXFEAtRQUTGmWbOOm11LpiTkvDayZ2szrveGKg/1038VSfrot7QGxfWTN3FrE31WlPPWzHtZa3L9Hqegz9iHvJBidEYWN37xYxnJdBqd6nJmEo976uJ1NeoIKK1gUMiZcfBnR5Z2Ne9rwzzJ1la+sNJ2fqyGLTGW3e/V2jdadUnWb3SeUxUgp4WNxZ3kThKEARBEAQhUbJIGo1G4fF4mK5taGhAMBgstcqy8NFHH2HFihW44YYbcOeddyKTyWDz5s3Yt28fenp6sGDBAtx4441ob2/Hww8/jAsvvBC9vb2IRCJ4+umnMX369Fp3wTJaD3b18iCufDhkaZPRNVJZQH5WeCPRwuWwgytSzGARQ1jHWX1dsUKL3sO9+nO9h/16WRf1ht64aMUkZBl/Vgoywhe5nljKtoLXxSGiF29RLRzn/g3ox2ksZu/Xg3ik1e56EXCrgdRXD89hSbfP0loKRFNMYUP08PIc/OGkbGlpZs0/FBaAcPazTp+xtafeeqzESySjfUjnMUEQBEEQBEFUh5JF0pkzZ2Ljxo2IxWJoaGjQvS4Wi2HTpk3o7u4utcqSSSQSuPnmmxGPx3HnnXcCAD71qU9hcHAQ//znP7F06VIsW7YMDzzwAK644gqcffbZGBoaQjKZxIwZM9DV1VXjHhRHngVWiVZOZlgtv9iHQE3r2FxZQyEh32rSQLQIREW0uyxXn20DgxhS7HhrWUmVIsoWWCVWcU1MNvLGSyWasI6/abm5+d41GofLYZPLKKqNJuJRucW8Aqvl3L8ddltBmIiiXwZYPDeqeu5NAmts1vFSW8BL7ugs46yX/V0Z71YZ61NLQGSxtJTamAAQSohABvDy2mteKehr1VsO0ZLV+pwgCIIgCIIgiOpRckzSU045RXZLN+Kuu+5CNBrFaaedVmqVJeN0OnHLLbdgwYIFOP7443HGGWfAbrfjRz/6ET766CNcfvnlePvtt/GNb3wDANDZ2YlDDz0Uy5Ytm7ACKZAf/2zXaAzr9gbxzt5gReL5scZyq1Q9gLUEOi0ec+FKN84pQ+zAYmMWasWjK2f8Q+WaKKZcqwmpqh07spLtU4sa5YqDqp6HbJxCm5ztupSytDBav6XMm5X9V+6YnnrtLnc96jrf2RvEur1B7BqNlXVN1ArW8dKKrckUy1MRY1c9XxFBRCguIpQQ4Q8nC8rTi7ts1sZOH49GF4dGt34oAKn9WvUWQyQhYudIDDtHYnIf1WOkGRNVNV71EoOXIAiCIAiCICYrJVuSfuMb38CDDz6IH/zgBxgeHsaNN96IBQsWyN9v3boV//mf/4lf/epX4HleFh5rid1ux3HHHYff//73uOyyy5BIJPDUU09hxowZAIB58+Zh27ZtWLt2LcLhMHw+X41bnKWcVlDRZBqRRBrIwJLlilXLokrHcjOy1tKK5ahXJ2dB5LTqChlJiPCHBUSTacxpcZt1qaBstZVUJeIfFluu0oXVK3Cm11XbSsqsXql/WSHSbnpdueP5spRrZEXHwr4DCXicdt37jdYvy7x5nWzWzCwhMspldakbRoKxnmL2U0QQEU6IiAhpRJPW4rSWqw3lxmi8DN3D1WE9ctf6wwLEDMDZgA4fDy+fFS7VVv9SGZzdhqggot3nNEyqZNX6eK5L3+tF2f4On1O2PpXEWCP0xiQiiAXWqyzW53rW2GRtShAEQRAEQRCVoWSR9OCDD8b999+PK6+8Evfffz/+f/bOO0ySquzbd3WOk/NO2hzZZZewsOQcBFEUEAVUwqvwmQMgKiL6oqivOYBZUBBQguSVHJZld1k25zA5z/RM567u6vr+qK6e7p7qNDPLitR9XVzszlRXnao65/Se3/k9z/OHP/yBsrIyysrKGB0dZXR0FFmWMZvN/OEPf2DBggXT0e5pYcWKFfztb3+jv7+fmpoaAOLxODabjZaWFl599VUMhimbbaeN6QzrVsU6VTzJes1JhgQWk8ttwCcy6I9S7TJT47YUJQ5MV662GpcFCgjVnIyIExAlJBmsxsn1pULEpkLFwGJD9POdNzWEtZDj3unQ43zXVe8PsufJTD0uTcSZROj8ZM471T5uNRqQitwMSV67gPc2LZsdRdxj5jPNnD9ytbvQ60wQpwoZPxYjLeW2gjZDDmcahGKYrICe+Tn12OFADEmWMQoC5Q5z8rNa78tpNVLtMhOLmzRTNDgtRgb8YsEC5mTvWxVwUzeC1HtKfX+50mI4LUbcKeKv1jPKJDXkXy0o+N+QwkFHR0dHR0dHR0fnP5kpi6QAH/vYx5g/fz7f+ta3eO655/B4PHg8HgAsFgtnn3023/rWtzjqqKOm43LThiAILF26FCAphqr/37t3L8uWLcNsnnxBickylYrjhS6sa9yWCYvOQs43VRdj6sJQ/Vy7J4zRIDDojyoi6X+AOJDJhEV/RnXxXPevtUDWOo/itCpOLM5WDGe68t3l63Pqc8lXbX26xOxiyXfdzFyK+Y6bSri7ltimnhfIm8MxlziY2r4J4oxNu+9pnVdtc7J9h+m95SLzmQ76o0SkOO2eMEBa2ws6XwFu3oIctVYji+sLizoo6HzZ3PjvkMM033WKESnVe6l0mpJO0rRUDAVuqk0YP6JxQmqK6X4uahs8CTeoOperf1ZdqYobXTstRqZ7tZB3OOAXk9fI3EBRw+5T23io7l9HR0dHR0dHR0fnvcS0iKQARx99NE8++SThcJh9+/bh9Xpxu93MnTsXm624EOPpJBaLJZ2sKvF4fIIoqjIyMsKPfvQjHnvsMV566aXDI5JmCxWdhPNkqkwmJLBQ1M85zAZASFY4PlTh5NNJ6j1DHhdljvDO1POoYk8xYrF6TCQWzxmKOlmRr1CxqVgx7VC9z0NVMGyyYmGhYpsisGQP99f6bGp/waXdB3P1Pa3zQu6+/E5TiIBZ7TIrz8AoT2keyunmnWYHXyECY7Y+905tIgXEiUXjJrSvQJEyKbhnEfOzkc2RqjWvTcdzyVUIMCAqOVKTyBlttRjT/p9r06PgtsraP1Y/7wnGKHeY/iPHro6Ojo6Ojo6Ojs67kWkTSVVsNhtLliyZ7tNOih07dvDtb3+bnp4e5syZw9lnn83ll1+OwWBAkiSMxvSFxDPPPMP999/P888/z7PPPsuiRYsOS7un4lqzmgyKQ2eaFkmFiEOTDXtU77O1wp5XDC5mAfxOCKpa4lexefsmnMdF0hmodY1c7YhAmqAB4AnGxs9VoMj3jrnUDpHQ844JSIXm5tV47up7SQ3PNRqEvMW/somDmU7SYttbaF+eLorpY4UImKorPp+bOVdbIPfG0nQ7ajMFxul0d08XTouRdk8YKRFqriW2ZxMpQVswnepz1PquyRRRC3Xeav081/xR47LgtKRsGFrSr5XaFq0cq2nXK+AdZl4v8zkERCntuyLb/evo6Ojo6Ojo6OjoFM60i6ShUIj9+/fj8/lwu93Mnj0buz23k+lQsGfPHlatWsWFF17IWWedxfPPP88Pf/hDVq9ezZ/+9CeMRiOiKGKxjC+MlyxZwkknncS3vvUtZs2a9Y61dUII4TS51t4pJrvgL+Y+c91bICIx4FdCD2tchz5cP5vbSOt3xbQlMwWCplicpa+kCm6qSKE6jPKFcaed/x0SGQ9VX32nxkCxzym1QFS5w5Q8hxqe21phzSvgZBMH1eOLaa9WP8o8Xr3mdJMppqWO3XwCbi4mM28eio2lQpkud/eh2thwWo1UOc1KwaFC21KgqzNVnAYKbnuu75pszyWbS1tTgM+R/iJVSHVajGljL5vbOfU8qdercedO76F1P9l+l3r9QlLo6Ojo6Ojo6Ojo6OhkZ9qqEj377LOceuqplJaWsmzZMk488USWLVtGaWkpp59+OqtXr56uS+VFlmXuuecezjrrLO69915uvfVWnn76aa655hreeustLrvsMoCkQPqnP/2J9vZ2Ghsbufrqq99RgRQmigaTxWk1FrT4Krhdibxn+QQYUBaF+ZxwUyHXvQVEJVecLzy+WIzE4gz6RQ4OhwpqPxR+v7neV+bv8j2XYt/9gF+kzysy4BfT2uu0KkVOIjE57bpAUec/1O8xeZ1p7quH+rwTrlPkc1LfM6TnYozEZMUJajWmvc/U91zM+bO958z2FtOHs16ziPlBPf7gcIhBv5hMD6GGMPsyRLNkuw/x+yzmPRZ7v3mvPU33Nl3fH8nzpdxnjctCnduiFLbLQ+r9pM4/Az4x+Z/67NQ2D/qjRbe90HeWbcxpnSd5z2J6+wKilPY8tJ611s/UZwHp868nGCv4Pgtlut+/jo6Ojo6Ojo6OznuZaRFJb7vtNs4//3xeeeUVYrEYZrOZhoYGzGYzsViMl156ifPOO4/bbrttOi6XF0EQ6O7upq+vL/kzh8PB1Vdfzec//3n27t3L1772NQDWrFnDHXfcwde//nVisRiCILwjbUxlqsJUrsX7VBb2xSy+UvPDTZeIUChOi1IYyW0zjjvjLEYkmaRwWgiF3m+u95W58M7m8NISjApGyN5e1aWoLtJrXJai+tY7JTK+2yn2Oan9osZlSfuc+r5A430WMRXl2xjIHJ+F9uFcJNsbLXx8+cISkkzaOHXblPH7Tjvgi3VgTkWMOlRzNEz/xkamw3Iy80GmSJgphqptrnaZi9tsyPPO0jaOMsYckPacU+8tU7QFiMTiihPfL+INx2gbUQqDZba3mLGUOt6nA/V5FP0doqOjo6Ojo6Ojo6OjyZRF0meeeYbbb78dg8HADTfcwO7duwmHw3R2dhIOh9m9ezc33HADRqOR73znOzz77LPT0e6syLKywFmxYgWSJLFr167k7+x2O5dccglnnXUWL774Ih6Ph1WrVnHjjTfyne98B5PJdHhE0ikKU9PhCtNsV5bFX7ZF/VQdLcWIBZkuypmVdmZW2pOOvEF/lNFgFGMxAmGBYkOu96W18M72Xvp9IgOBaPJz2e4vlVRnV2Z7tdr/nyp6Trcr71Cfd6povYdc7y+bgy/b/SVzIQai9Kc44tI+W6D4VWifSbbXXPj4MhoERoNRBv3RrGN3MnPAZMg2PrM+4ymIkYdqjobpH+NTus+MZ6clhmaGh2e2PaegnOdZ5erjA36RPp+2Ozuzner8ajUp/0SKxGSsJuXfBhPGccZ1Mr+bUkPvU9210zFHqakEcgn9/6lzoo6Ojo6Ojo6Ojs5/IlMWSX/+858jCAJ//OMf+eUvf8ncuXPTfj937lx++ctf8sc//hFZlvnZz3421UvmRBU5zz//fPbu3csPfvADfD5f8vclJSV84QtfYP369bzwwgsAXHfddcycOfOQtutQMh2uMM3zZll8Z1uoTtkRW4RYoB474BcnLAADooQUlylzmJOhzIWQ9X4zFpl9XpGd/cGkIJ/1fAl3X1pFZMbdP2JMxm7SHoLZ7m86BZHpWDxP9hyHKkR0suc9nM9Ci2zCy4BfzHl/dpMBMTYeJqzS640A2mHHqciyzM7+IH3ecSEplzBblJs2kRKizGFGygxZLvD+UpmyuJhtEyjb/DaFsXeo5uhDQb77LEbETDraU8TQbKHsmefQmtvzPau8zzLLlK3VzlQnamuFjRKbqaANw8xnkBr2rxWCn3qug8OhnClihgNRHnh7gIe3DPFWp48DiePHQjHe6vTxwl4PoQxntx6Or6Ojo6Ojo6Ojo1M4U479Wr9+PY2NjVx55ZU5j7viiiv4+te/zrp166Z6yYKYPXs2Dz74IOeddx4Oh4PbbruNqqoqQMlFunz5ciorK9+RthxqCi3wMFkmFHnJUnCkkGtlVqDWOi9MLJox4b4s41XdtYpvuG3jf54qAVFiNBTlZ69088xuDxu7/QA0l1u5ZGk1Xz+zCYvRkHYvq3eP8Lu1fTyxY5hwTGZmhY1z5pdz2zktCIDVZKCp3Kocn0U4yXZ/qe1KK8aT8fes95OnoEmxz+Y/qUL3ZM872fvQOseAX8QpGnP2X61r5mpDvvyKQNL9pr7Xg8MhfrWml2d3ezg4EsZmErhgUSXXHVfH2fMrlPOqgr0k89NXunloyyAdHkVQPabJzWVHVnPOvDJsZkXMn+pcoqbGUP9czP0lj03JX5qWZzXH3KLZlizzVWYfmo7CSId6jn4nydVPCxl/qccERAlvOMagP0prhS3te0Bzbs/zrLR+n1lVvpjUI+r9qq7XQp5F5jNIu9+Uvlua6RJPpKNAAKdFOd+AT2TQH2UsHOO21e28sHcUKffeHG6rkYuPqOLWs5uZVWk/ZHOtjo6Ojo6Ojo6Ozn8jUxZJfT5fwS7M2tpatm7dOtVLFsxpp53GQw89xCWXXEJPTw+XXHIJS5cu5d5776Wrq4vZs2e/Y215N6IlpkF+8SHnOTNcLakLTPW/AZ+YV7BSj80URtTfzbTaJ9xHapsDEYlAQKQmccyAX8TptGnenxSX+dwjB3h2jyd5TqtJoMMT4f9e7uLZ3SPcf8UCKhxmtvT6+d3aPv60vj+tvQdHwtz1Ri/P7B7hyWuWUOU0U+qaGGaa6vZRF/TZFri5FuOFvAPIL0jlY7IL8EMlDE32vNMhJBQibOe6ZiHvWhVW1HGp/i51/AQiEjv7A3z4np20JwRPgHBM5h9bhvjHliGuW1nH/zuhgRKbkbFwjMv/uotdAyFA6duRmMz6Th/rO308v6Cc285uob7EmjxX2rgTJZypP4+IE8dayphKHZta95d3oyXRf00GIU24yjW3FEOqOJZ63kLF73crhYrBWv20mArrmWN00B/FahImfA9oze2FtB3S5/Bs/UXrnif8PdfGRRbBM7P/pN7vgE/EajIo866GwJy5uTfoj3JgJMQ1D+xlMJGaZW6VHatJ4OBImIAYT36+0mHCaBAY8Ef5y4Z+ntk9wiv/bxnzqh3/lf1VR0dHR0dHR0dH51AwZZG0oaGBXbt2EQgEcDqdWY8LBALs3LmT+vr6qV6yKC688ELWrFnDl770JW6++WZMJhNms5mnn36apqamd7Qtk2U6nEyTuZ4qjsK4mDZVx90El5aWI1XDUZp6bGY+uHztGPCL+CIS7oRAE4hItI2EsclSUiSVMsQVVRDZ2R/kmgf3sH84jMkg8IWTZ3DBwgpcViOvHRzjf5/rZFtfkEvv2UWNy8yrB8dI6I9cuqyKDy+rpqXcyoZOP99/oZO2kQj/+1wHf7ti4YR2qs/WE4xR7jAREKWcYa+p915MH8kmSE2mn73bXHDZmMx9THBYFynu5BJTcrVP3URI7SeZY+LHr3TT7onQXGblptObOLrJRbsnwj82D/Lg5iF+92Yff1zXx6rWEgb8UXYPhqhxmbnljCZOnFmKPyLxxM4RfvpKN0/v8rB7IMT9Vy5gca1z4sZJNEUkjUp4pXRnYOb4y3d/2Z5x6rPKVq0839xSKGnzXIb4/U6Lpe/U/F/o3J75rtT5VM3ZWZSj3GqktcKW1bmbT3DVajuANxyj3ROmymnOGYKfz83ttCj9N5JoV9p9J8aAKnimtnvAL+ILS7htE/u8JxijwmGi0xOm3ROhpdxKhcOctoGghvE7LAbuWtPLYCDK3Co7P/3ALFrKlc08WZaJSjIRScYogMNiJC7LbOoO8L/PdbB7MMS1D+7h5RuWHZZc6zo6Ojo6Ojo6OjrvRqYskp5zzjncfffdXHfddfz5z3/GYpm4qBFFkWuvvZZgMMi555471UsWzYoVK/jXv/7FyMgIfr+furq6ZOj9u4HpCAWGwhfbmU7DVDEtIEp4gjGqXeYpiWq5PqvlKIXJO8OAtFx0AVHCYoQBTxTVSxyOxqlxj99jp1/kgU1D/OK1bmJxaCixcOcFM1k+w5U8z5nzyplX7eDj9+9m50CQnQPKz49qdPE/x9VxwszS5LGnzC6l2mXm0nt28sCmQb73vpk0Jxa7qXiCMRwWQ9EOz2L6SFZBapr62XuFbM+rGMF1Ms9cFe0cFkNyLKbSPhLmwU2DAPzf+2exsNYBwKJaB7ee3cIZc8v47do+3ury8+pBLwDVTjN//sh8mssVt6jNbOATx9SyrMHJjU8c5MBImBN+sYnPnzSDj62oocxuSvZRvzg+uCKxOOFYHJs5I41DnhDhQp4PkNURCIWFR+e8VoYgqz7bzDmrUKfwdImb7+S41OpP+VDEQsV9PBlReoLoOoUxoX7eE4whyTK+SO6+kLkhB+kCvNNqxCkatcd5iig/4BPZ1R+kzG6kTnVcp+iSal8Y8EX4zRt9/HFdP+GY4gKtc5u5bmU9Rze5KXeYMAjQ4Qnji0j0jIk8tUuJYPje+a1JgRSU/OsWk4Al5V9xBkFgRaOLX148hwv/sI1XD3i55ak2rjyqhrnVdsxG7RzYoahEhydCic1Induii6o6Ojo6Ojo6OjrvWaYskt5yyy088MADPPDAA7z00ktcd911LFq0iJqaGgYGBtixYwe/+93v6O/vp7S0lK997WvT0e6iKSkpoaSk5LBcW4tARKKEwvLoFRIKXMiCvGCnUJ7Q13KHqajz5WuL+vcJzyCLM0wzLD3H9ZVcjePneaPNy6f/uRevz0fArRyz5EcbsdhdzKq0YTEKvNnuS+o658wv51tnN1Nimzhcmsut/P7Sufx6TS/zqu2ct6AiKTRlsqjWwbHNbtZ1+Pj9m33cfm7rhGPKHaasIlAuphounitXno42uVxmxZyj2PeWuolg1Sj89Yd1fUgyrGx2JwXSVE6YWcoJM0vp8ER4etcIewZD3HBCvWa/XT7DxT8/vpBvr+7g2d0e/u/lbn78cjfHNLmJyTIHhsOIIX9yHC248y1KS0r4yftnccGiSmDi+MtGIekmMueACT+fxjlJneeS7SnSKVxIWwqZt7P1kZwh5pMsHpZ6z1qh6Gpl+JqU74bUdBHTIeI6LUbaRkIEo4qImJZSIcvzUv+sOlqrUoTeXO8pc0NOa+7N9vxTxd22kTBGA/T6RNyJAk/qfzAezfDgpkF+vaYXAKOgbEb0+aJ857mOnM/kuGY3CzTGcjbqSyxcs7KOX73ey/df6OT7L3RiMQosqnWwsqWETxxTy6JaBz9/tZvfvdmXzEMM4LAYOG9BBb+7ZC7ljuIEcx0dHR0dHR0dHZ13O1MWSZuamnj66ae59NJL6ezs5Lvf/e6EY2RZprm5mQcffPBdE+J+qOnwhDDanOlhq2g7lApxphWyIC9UkNG6nlpAwmExpC3+JivMpbZFyy2WGWquVT04W7hxtjDoeFzmu/9u59Zn2pGBzCXnaCjGxi5/8u9L6518dEU171tYkdNZM7vKzv+9f1ZB933xEZWs6/Bx9xu93Hx6E46MZ6c6STMLV+XLnTfVsHe1H0Zi8bTwbx1tUgW9qRS/0gpdzvWeU48JiBJBMZ7m/AuKEne9oYgwHzyiMue1m8utfOr4/OlPSmwmfnThTE6dXcr9bw+ypTfAuk5f8veZ46jXK3L5X3dx+7kt3HJGc957TP5ca1xbtOfBrC7zKWwWaAmyAVFie2+Aapc5KZ4VOtYK2twqZN4uwPkN6akAOjyhvO3L116tUPTMwkKZ7Suk/6bdQ5bjg2Ico1Fg0B/Nmnc283ypjtbWCmtRqURyvatC3rfDYmA4AHaTgC/xXTWzcjx0figQpd8n8ovXlbF5zco6PntiA/G4zMNbh3nt4BjDwSjesIQsg9NiwGExYjUZKLEZ+dyJM3JeX4urj63DH4mzqdvP3iFFdN7UE2BTT4C73+jFZBCSESMADrOBcCxOUIzzzy1DbOsN8MS1S5hTpZ0iQ0dHR0dHR0dHR+e/kSmLpAArV65k165d3HfffaxevZo9e/bg9/txuVzMmzePc845h8svv5yDBw+yZcsWli5dOh2XfVcTjMY1i+dM1wJf85gpCGmD/igRKQ7i+OJPPWcucjl/MgWSXM9AXRyrTiZACflPhL+mOvm0FtKyLPOZR/bxm4SL55JlVdx8YiXco5zrlRuW0hUy0TkawRuWOLbZTX3J9Dsqz5lfwS9f66FrTOS2Z9v5yqmNac+m3GHCE4xNEN60BAstJ+5k329m3sXJnPedzp07VYptb+rx6vOHqRe/0jqv1nvO7AtBMT7B+Xfbs20M+qM0llo4d0HFpNuUiSAIXLi4kgsXV9LrFVnX4aPEZqSpzEqjPQb3Kse9+v+W8f1Xh3loyxDffKadXq/ILy+ek7bJoHlPKaJz2rhO2UTK5a7P3DDI9YwLFSOdViPbewNEpPgEsa4QCplvp1vUVcev6sKcSnszz++0TCwslEkh/beQ49XNo8zQ/5xiZg5H64BfpN8nYjQIyZD11OOK/W7MdPEGxThldiO9PgmLqOTfVY9rGwljNRq4Z8MA3rDEoloHnzmhAZNBAIPAR5ZX85Hl1QVfu1CsJgNfPa0RgLgs0zMmsmsgyIv7xnhm9wiRmMzMChvXr6rnhNYSSmxKWoGtvUFufOIAuwdDrPzZ27z5+eW6UKqjo6Ojo6Ojo/OeYVpEUgC73c4111zDNddck/WYU045BY/HQywWm67LvmtpLrNNyPcJk3fvTdVJmI9ql5lBf3RS+eryiW5a4kQmqSJesliGxcigP4oUV9wvaqEYSHdkOswGvvNcB79Z04sAfOvsZj68rBohGkye324xMsdpP+SLQbNR4PMnz+Crjx/kJ690cfqcMlY0KnlOU0Ui9Z4z7z9VCJhsiLGWYKQVSlz0eXO5vHI4IqdLVC32GlO6vxwpKYoWXzXOq/WeVdSfZW4SvH5wjJ++2g3A50+eoYgwh4D6EgsXLRl3qaaOI5vZwLfOaWFRnYPbV3fw6zW9lNhMfO99M7M6YFUhSYrHMRoM1CTSPcTiMpFYXLtIUwFzxlT6sspk571Cmcq8rfUM1HtuLpuY73g6zp+t8BaQ4gKVcCRSIuQTgbP199YKpf0BUUpGEajHZc0vmudZhmJx7CYDg/6oZgRCIWQWNVTnbKtJoGdMotRmQkzJzaq6W4cCEs/sVnKLfv6kGZiN72zOT4Mg0FhmpbHMypnzyrnx9EZ6xkTmVdsxpswTZqOS0/T+KxZy/T/3smsgxPm/28YbnzuSSqceeq+jo6Ojo6Ojo/Pfj3YW/0OILE+ygsd/GdVuS3JBONn8ce8kNW4Li+udk8qVqYocmYIpjFfxzfcMnFZlcVzjsqSdz2oSGA0p/089b7nDRFCMs60vwEf/tosfvNgFjAukh5Nz55dz9rwyYnH41D/2MuiPJhfdqakMcuG0jldeHvSLRGLxgt1oWu8h9bxqmoPUd1cIuY7XfPc52jEZir3GVO4v9TkV0o58543E4gz6RSVcukBxVe0rVpOBHf0BPvWPvcTiSg7dc+eXF3TtQ8Uly6q59exmAL7/QieX/GUHb3X5tB2wGuNYfdY1LkvW55yK1jySKT5PxvE72XnvcJAqClcfhvaqcxgIae7fXO8v8/epfw+IEt5wjLaRMAN+MeeYyvU9ov6sxmmm1m2h2mWetPs700Gu/sxoEFhQ68BtNdFQOv7snRYjJTYTD2waxBeRmFVp4/hWd9HXnW5KbSYW1jrSBNJUql1m7vrQXBpKLOwdCvGhv+xAiuv/dtPR0dHR0dHR0fnvZ9qcpDrFM1l3038ikwmrV/9ezDPQcgupBZXU867r8PHY9mE2dft5q8ufLMB042mNh10gBSV0+ZtntbCjP0jHaISzf7uVRz6xSHHCZnG9ZftZv08kFIvTWqQbs5Aq1tPpTs7liJxKqPo7eY1inkcxVcKdViP4YSAQxR7JcMLm6wsWIxs6fXzkrzvp8ylh9t84s/k/ojr1JcuqCUXj/ODFLv6xZYh/bhniqEYXR85wcfa8cs5fqKQDUN9N6jguOvxZ4zmlvvuphOG/W0h9BlP3kWa5Ro7nlepwVv8+FdRIAatJ6cu5hM2cLvaUDahcYncxRbRUB7laPE0t+DTBGWs18ui2oaTD+7MnNmDIMzZlWebpXR72D4f46PKaw+bgrHKZ+fWH5nD5X3fx8v4xlvxwAzef3sRHV9RgNr7j++s6Ojo6Ojo6Ojo67wi6SHoYmW6RqBCKLayR67OpP0sNPyw05x9oP4PM64ixOJfdu5PXDnqJSXGqnGY+sKSKy5ZX01xmxWQUeGnfGM/uHmF9p5+3u/1p1zh7XhmfOr6e+TWFVwdORZZlvBGJXq9IidVIQ6l29fpiKHeYuOej8/nUQ3vZOxTm9Lu28I+PL+LcBRUERGmCyJZNADQaBOwmA0ExnlbsKd97zazcPR3kEio03/00p4go9hqHcpMi2/PNVajGbjJgzBCCss0Rav949eAYH/7LDgJinLlVNu6+ZO60vdvusQi+iER9iYUSq3FSwutVR9eystnNXW/08u89o2zo8rOhy8/v3+xj+QwXxzS5OGd+BafOKSUmyXSMRnh46xD/2DzEgF/EZBA4aVYpD161MCnMaKaL0BofBfQvtQ+oBY8mmw5iKvPqdJH6DKRI/uMnQ67ndSjGc2uFLZmHOiBKydQHWhXvAUpd4z/PVmwwG2oFeneOtAKp9xiISPSMRXhu7yjb+4LsHw5RYjNR5TTTUm6lpdzGawfHuGdDPwBXH1vLWfNyO7yDosTnHt3P2nYfAH9Z389Npzfx4aVVBY2/gCjxyoEx1rb7CEfjyMi0lNs4vqWEpQ3OolNwzKmy8+1zWvj26nZ2DYT4xN/3cNOTB5lbZael3MaSSpmbizqjjo6Ojo6Ojo6Ozn82ukh6GDnUeUQzSRaRSDhzCimskfZ5cWJ+0UG/iCRDJCrhsJiKzt2n9Qwy2/TDl7p4dNtw8vejYYkfvdzFj17u0jynQYCLllRybJOb5TNcNJZNFDW39wXw+bwsSvz9n1sG2TUqsLknQIcnoizEXWZGgjG6xyIExPFCKE1lVk6fU8oNJzRMSeCucVn480fm8/nH9rOh088H/rSdZ647gkW1jglCVzYBcFGtMylSF1ow5VCJ84dD9J8Kh+M5ZHtPDouBapc9rxNbpdxh4rWDY3z0b7uIxGSObnLxsw/MptQ2tSk9IEr8+vUeXtg3RufouNLmtBiYUWqlwmFiwB9l0B+ludzKsgYnC8rk5Dh6o20Mt1tmcZ0z+dn5NQ5+ctFsukYjvN3t580OH//aPszb3cqGxm/X9uVs06Pbhvnhi13ccmZzso0TXKNTmEs9wRhBMYbPbMQoQLVr3BE4mbkxNVR80B9Ny5V8KEl9Bt5DJJKm5obOlms6s6iRKnLWaOTvzXs9qxGnqBQU2jcYwmiA4UB0gts6mac65fyZxQbVkPycwnUREeUBUeL6f+5jbYcv77EXLa7kCyfnrlAfl2W+8NgB1rb7sBgFat0WOkcjfHt1Bx2eCF86ZUZWoVSWZX67to/frOlNq1iv8ps1vcyssPHbS+YWXZDw/IUVnDizhIc2D/HHdX30+6L0+6K8dtCLgzA3u8fbcPj96zo6Ojo6Ojo6OjpTQxdJ30Oouf8iKYUl1EUvkHcBqVUsaDgYRYqDUYAZZVMUaCISA34xWfij1GVhU7efb69uB+DzJzVw6uwy9g6FeGaXh/WdPnyJfHPNZVZOnl3KkQ1Ojqh3MiOL2/PAcJj/e7mLl/eP4SDMNYkF3vdf6CKYEqTqi0gcGA6nfdadED86RyP8ZcMArxzw8osPzk4WGZkMpXYTv7tkHl98bD8v7R/j/N9v44+XzmVlSwmlLkteR5oqjGQKE7mEukMlzr/Tov9UORzPIVuhGq0CUKmk9QOLkce3D3H1g3uJxGROm1PKj98/e8rFYNpGwnz2kf0cHFH6vUFQ2ueLSATEOHsGQ2nHb+8Lsr0viIMw30yMo889eoAgNk6ZXcqXT2lkVuX42FALx1y4uJLrV9WztTfApp4Ar+wfoyMhyLqtRo5pcnPugnLmVtl5cf8oP3+1h2+vbuf0OaUcUe9K5uL1JDYHJiO+pVLuMDEcEPGLcYwGKHeY0+a5XCJ6qosxNRw8NVT8vyGdikrmfAOkbbxp/d0XkUAGp6Xw55DZ3wOiRFO5lU5PhDK7MWtahVQyi26pwnX7SBiHxYjDYkjrOzUui9LGAjdNQtE4byYE0iuPqmFBjQNRijMWlugejdA5FqGp1Mr5iyo4utGV1wm6ereHNW1eLEaB285pYValjce3j/C3jQP8aX0/AVHisiOrmVdtTzuXLMvcvrqDh7YMAVDvtnBMs4syu4m4DPuHQmzpDXBwJMzVD+zhnsvnF72ZWWIzcc3KOi49spqd/UFGglG6xkR2dA6Cclmue2gvv/rIskReWp13Izv7lSJ8VU4zzeWHKmmHjo6Ojo6Ojs5/NrpI+h4idQGf6cAa8IkTcx9mCHRaC+RKhwUpLmM05M4Zp3W+TAb8Im0jYRxmg+Lmshr561v9RCWZ45rdXLuyDkEQmFttT+YzlBIVsB0FLGyf2jnCzU8eJC4rAlBLqQUSdT5WzHBSUlLK3CobTWVWRkMSI6EopTYTNS4zVU4zVpOBUFRiS0+AP63v5+BImEvv2cmfL5/PotrJhfKDUlH4/94/i88+sp81bV6ueXAvD39iETMr7ZrvpRA0Hbr/RfkX3w1ohoVPUphNdSq2ecJc8+BeQtE4q1pL+NGFs6YskO7oD/KJ+3cTjMapcJj45DG1LG1wYjcrRaWGAlEG/FHGwjEq7GbK7EY6RyPsHQrj9Y6BVzlPS5mF3WPw8v4xXj0wxvffNzM5VlOZUWplRqmVcxdUcPPpTQQTbsDMQjJzqmysa/extsPH3zYO8M2z7EruR1GZswb8UQDN8OhickxWOs3KZo9BIBKLE0n8TiusWytnrJqTMnneRKj4u8lZnY1c/VjJyTm+8RYQJaR4nJ4xiRKbCafFiDtFzMx2vszrpQqtqYWdalyWgtMq1LiVol8DPpHtvQEcFgORmExcVtIFVDrNRQm3qciyzI1PHEQGFtTYuen0poI/K8bi7B8OM7/GnsxPGpVkfvFaD6BEQcypsif/bDTAPRsGeHDzEA9uHqLWZebDy6q4+tg6rCYDD28d5qEtQwjANSvrOGte2QRBdsgf5bbV7XSORvjCY/v5/aXzsJvzi5lxWeaV/WO83uZFACwmA81lVuZV2zljbhnm5W74o3Ls/W8P0hvewT8/vghbAefW+c+hymnGYTFwxX27AXBYDOy88WhdKNXR0dHR0dF5T1K0SHrPPfdM+mKRyCGKAXwXMugTMVqLX6BNRegqxOEG447SbDnaUsMbUxetxYakauEwGzAI42Lrtj7F2XDirFJNJ47RIBQkkL7d7eeWp9qIy7Bihosrj66h2SnB48rvv3hKI5JpXOhszpI6zm42srKlhPk1Dn7wYif7hsJ85uF93H/FAmqnUFHaajLwiw/O5oZ/7uPNDh+X3buT1z97JK3l6UJLtvefK1dg6jGFhADrYmpuCnk+WqkttM6RLZfvhA2KxPhs90Q4++6tBKNxjmt284sPzp6yc6vfJ/KZh/cRjMaZU2XjxtOaKLOPfzVYTYakqJlKc7mNE2aWYoy5k+Pou+fPpCNg5N4NA2xMjLmGEgtHznDlbEO2MSwIAifMLGFth48tvcG0jR6DIODIIcYUMt8kN380XPKZn0udD2uwaDpItc49GaYyBgMRiUGfOKnrap4vT+oO9f/q74wGAw2l42JqpoCdb64a8Iv4IzGCokB9SXqfy8wJmjY3ZnleqWH3ao7ToBhP5iottF2p/OilLh7cPIjJALec0VzYgwQ6PGE+/+h+9g6FWT7DyXfObaW1wsZj24Zo90QosRm5YFH6psIFiyqpcVl4Yd8oW3sD9Puj/Or1Xn71ei8lNiPesNIPLzuymrPna39xVbnMfOPMZm568iCbewJc++AebjmjibpEsSmjQcAgKGJtJBanYzTC5p4AD24enBBRoTKj1ML1R5ewOPF3m0ngqZ0jfPDP23n0k4t1R+m7iOZyGztvPJqhQJSd/UGuuG83Q4GoLpLq6Ojo6OjovCcpWiT9xCc+MenKybIs/0dUXf5PYLIFY3ItWAtdWOdzBqXmmsvM0RaIKHlIg9E4LeW2ooSAfKH9NYlcgM5EKOTPX+3m2d0eAOZWTe4f61FJ5qmdI9z+73ZicZljmlx8+dRGxcETC07qnABldhPfOLOZbzzdRteYyNefauN3l85N9u9YXMYgkLeScSpWk4Gff3A21z64h629QS78w3be+uLydDdblvevlStQS9AoJAS4mFyMhXK4hNdDcd1Cno9Wagutc4C2yJZ5DafViCjFufTeHYyFJZbWO/n5JATSuCwTl0kWcJFlma8/1caAP0pTmZVvnNlc0KZDLmaUWrnx9EZ+9FIXGzr9XPvgHr55VgvnL6yYlON1brUisr1yYIw/ruvjMyc2KPl465yaTs1sIfC5SBPfRInusQgOs2Fiv0nMh9kcpKnXn8w8nPzdFMZgat8qlFybdsWk7sjloE19L6o7WUq0M/O6drMRty2701TdYJDicrI4k/rnzA2g1LB7LdE28z5zzaEAT+wY5qYnDgJw8+nNrGjMvQGQyg9e7GLvkCI6vt2tiJXnzC/nbxsHALj4iCrs5onXPLbZzbHNbsSYEuJ/71v9jIYkvGEJgwBnzSvn/Usqc167rsTCLWc0ccfznWzuCXDZvbsKarPNJHDK7DKcFgPhmEzPWIT9w2G6x0TueL6LrydSbfz0otn8z2PdPLPLwyf/vpu/fnQBhiILRekcPprLbbooqqOjo6Ojo6PDJETS5uZmXeicBlIX78UIObkWrAN+EV9Ywm0bXwjmChHNJqSl5oLLzNEWECUkGaxGbXEmX5XnbKH9oCyUHRYD7Z4I3320gz+sUwq6XLioguNbS7I+k7FwjN0DIZ7fO4o/ImFJuPfC0Tgbuvz0ehVX1aJaB589cUZRwmUuHBYjXz2tiS//6wBrO3xc++Be5lXbOTgSZkOnD5vZwEWLq7jsyKqCFx9Oi5HffGgul927k4MjYT5+/24e/eRiDAYhaxVnyJ6bNPOYVAEjW78rJhdjoeLjoRBeC6HY6xYTop1NBFLHjnpsLuEpWy5S1ckdSZzXbjZw1f27aRuJ0Fhq4dcfmlOUmNnhCfPApiEe2z5EOBrn6CY3Myts7BkM8WaHD5NB4CunNk5ZIFUxCAKfO3EG33+hkx39Qb7+dBu/fL2HoxtdyVBcMSbjsho5Y24Z82vsWYtOrWot4cJFFTy+Y4TPPbqfzT0BvnFWMy3lVm0RTUPALLb6vNVoQJJJ6zeZOSuzjRGtPqd1Pa35WqWQMZi8nobr2FekOJVWdCpLmpVCyXZ86ntxWoz4wjH2D4doLLWmPZd8uUFTReBITEaKywwFoiAr+WXVOVK9BzXsPu0cOTYKU3+XmicbBNo9SooVGfjwUmVuL4ZdA8rG3OdObOChzUP0+kT+skERSFvKrZw1ryzn5y0mAyfNKmVFo4vfr+1DEODSI6upKzCKYX6Ng++e18p9GwfY0R8kFI1rHue2GplZYWNpvZMz55VNmBcisTjP7PKwZk9v8mfKJt8cbvjnXu5/e5DWCht3nD+zoHbp6Ojo6Ojo6Ojo/KdQtEja1tZ2CJrx3qM6Jc9aMUJOrlyTQVEis7ys1rmLLeqjLjrVBXhmjjmt66khi2o4cVoIo8b1I7E4//tcB794rYfRUAxQbuXLpzby8aNrJgjzvojE49uHeXa3h41d/pxFiUttRs5bWMEFiyqwZBF3J0t9iYWPrqjmng0DvNnhSxbyAAjHJP6yoZ97NvTzkeXVfOaEBkrt+Ydcmd3Ej98/iyvv283jO0Z4etcI71tUmZbmIF/4sEouwSOXWD0dqRPS2lWE6DOdFHvdYkK0c302NY8i5H4PWa+RqOodECVe2j/KEztGsBgFfnzR7LRw+FyMhmL88rUeHtg0mDZGXjvo5bWD3uTfP7qiuuiq1/mwmQ3ccmYTT+wY4emdI/R6RR7fMTLhuL9tHEAAVjS6OGd+Oe9fXIkr5dkYBIE7zm9lfo2D/3upiz+s6+MP6/oos5v47IkNfP3M5jRHbVrofEZag8x5KdtGkduWPsdlE9W00OpzWfuVAEFxYtX1YoRJLddxdZGpP1ThMl+aCM3rF5BjVMvZazQYKLWZJojRub7jUr8/ShOpXnb1BymzG3EncqDmSpmQ7ZmlkjlH+sISwyFFhL3xiYOEonFWNrv5+pnFbRjH4jL9PiWHbmuFjRtPb+SeDf1UOs0sqHFwTJMLc4HfT06Lkc+fPKPga6fSVGZN5lCNyzLhaJy4rLjKjQYBi8mAUSDnvVlNBi5aUsl5syzwrPKz//fwPh669mi+fU4rX3+6je8938mJM0s1cxLr6Ojo6Ojo6Ojo/KeiF246TKSGN05VQFIXfA7LuAiponXuXAvwCY4rjQV4tnDF1OupIYugLIxTQxhTBaRAROKFvR6+8sTBZPVsk0FgbpWNz540g5NnlaadX5Zl/rV9hB+/3MVwMJb8eZXTxMJaB01lVmKSjIziBqtwmji22T3t4mgqFyyqZGGNg/3DYXq9IpVOE0fUOxkKRHl2l4dNPQHuf3uQx7YNc/u5LZy7IP+icXGdk2UNTtZ3+hlL5JzTFF/yCRQFuIZBO/1BLorts4X2ucmQ6xkU7YKbxFgsJLw7r2ijJcKltEXdODhyhqvgImFP7xrhW8+0E0y4xY5scHLOgnKqnGa29gYYDsSoL7Ewp8rGrMrsY3oqWIwGLj6iigsWVbCuw8dIIEZEiiMAJqNA52iEnf1BhgIx3ury81aXn7vf6OXLpzZy4aKKpFAjCAKfOKaWWZU2fvFqN3uHwoyGYnzn3x08tHmQn39gDssanGkiNIxvBED6PKT+PdtGUbY8mtnclpmfz+XQV1Edk1N1WWeeezI5SR0W7UJMhZCv/WouV6MA1QkHvOpqV12aAVEiECksBUhNxgZjQ6mFSExOq1SvXld1Yk94ZxYjPWMR/rFliL9vGsRlNXLR4kouXlrF7Epbst+pgrnRAFFp3An67XNa0lJH/GV9P39Y18eRDS7OnFfGeQsmppYwGQSWz3CxsdvPXzcOcNNpjXytiHymhwKDUFhO72zYUz4bjMb5yuMH+P2l89jeH+C+jYNcfu9OXrphGcuLSEmgo6Ojo6Ojo6OjczjRRdLDRKbwOJUQ5Fyhu6mLydS/p5IWXpgpimaE/eYTutRrBcV4sm0qnmCMSoeJ+zYO8MLeUbb1BdgzGMKTEICqnCa+dkYzp88p1XTUtI2EufWZdjZ2+wHFxXn2vHKOa3FT6TQX88imndlVdmZXpQsrLeU2jmp0s60vwJ/X9dMxGuErjx+k3xfl48fU5j3naEh5nlVOZZimhoOqomY+gaIQ13A2R2kutNpSSBizFqn3MJmMaJMRmXKFX2eG5hZ6fa38lCr5xNfUe1D/ntqWqkT/VsXSfPx5fT8/eqkLgOYyK584tpYldc7k71ve4dxzFqOBE2eWZv39cCDK2nYfq3d76PWJ3PJUG//YPMTt57bQWjHe1pNnlXLyrFKiUpwX9o1xx3Md7BoIcfZvt1JuNzG70sbiOgenzCpLjjFPMIbDoswn6ntQ5yfIXvAn+XuNNBfZ3lehAjgUliKjECa4x1PC0QslKI5vxKj/n4yYnxUZgrG45oZbIfNPtmtka2+mEztzw++xbcN87tF9hGPjz2lNm5ebnjyI02Kg2mkmHFP6yJI6J8saXGzu8SPJSo7OhtLxcf5Wl48fJsbaC/tGeWGf8t2mVdDpW2c3c9GfdrCxy8/b3YGi8pn+p2M1CbzV5ecbT7dxyxmN7OwP8nZ3gFN/s5n7PraA9y2qPNxN1NHR0dHR0dHR0cmLLpIeJgotKJKLQoWdokIPMxajmYtN9fjMRanqFopE41jNBpDHF7CxuExQjOOPxLj2wT2sTQlJByWs/qIllXz1tEbNvISyLPO3jYP86KUuYnEZi1Hgw8uquGBhJaZJFIIphK7RCDv6gyyosU+5mMGSOid3XjCT+98e5F/bh/m/l7s4qsmVJlpp4U88b4vRwECKMywtVDiPQFGIAD8VJ/MEh90kBMvU60uRopswOffnNLS7mOvnDa9PDREX01NWgBIWC+CPSHnbs60vwI9fVkSbixZX8pHl1RinoYBKhyfMroEQi2odNJZZ83+gCCqdZt63qIKz55fx5M4R/rF5iI3dfj7wpx185dRGPraiOi3812w0cM58ZYPkhy928di2YTyhGBu6/Gzo8vOXDQP8ZUM/Xzu9kdlVdoJifDxVhcWILyzhi0gM+aNYzQYlB2OKezRz4ygzzYXW+5pMaDdk33CYLJPJSepIne9zpInQupd8fTvVMesJxqh2pW9oZRs/WikqJtxrys+1crOmfZcl/v7n9f3c9KRSeGlmhY2rjq5Biss8t2eUdZ0+AmKcgDg+EfX5Rnlu72jy77Or7Gl5rfcmIiBKbcak6z9brs9oinit5s4+3EhxmTfavaze7WE4ECMci+O0GGgut9FYaqHCYabCYcKeKGTWWGrV/N69/vgGvv/aME/uHMEXkfjJRbP5fCKH8Pv/uJ27PzyXa4+rPwx3qKOjo6Ojo6Ojo1M4ukh6mKh2axdsKQZVmMxc4GeSbxEK46JtvlDRbAv+oBhnOBDFZZ2YszQgSuwcCHL9P/cyFIhhMwlcdmQNi2odzK600VxuTQv5k2WZ7f1BusdEesYivHxgjA2dint0ab2TTx9fT5Urv3N0Q6ePte0+Bv2i4soUwCAooqPVJDC3JM7FGZ/Z1hfggbcH2Z1Y+ILiXvv40TW4sxSWKQSjQeBjK6rp94m82eHj9tUdPHDlgpx530JR5d0YBUVo9gRjlDtMBBNOOLVacy5RIxvFuteyOS8hXfCfjGCZeg/eyYikk3BiZxNQgCk5Yydb2TxN7EmISSBjNRnwBGPYEjk3s4kvKrIsc/vqDuIyHNfi5qMZ4uJk8IVj/HlDP68eGM9hOr/azmXLqycI/X9e18der4FITEaUlFyHyFBmN1LtsnBci5ujm9xZr2U2GvjAkipOaC3lrjd62dob4PsvdPLcXg+nzCqlodTKjFILi2sdCIJAqc3Ed89r5ZYzmujwKFW3d/QHeWDTAC8fGGNbX4AfXDCTCxIuNvV9qzlHIzFl3jJmPKNcG0eg7d4E7bQVhY6JQufzfEwmJ2khYe6ZwmOhfT3VsZ6aOxayFBZM/GzQLyLJ5BSwtRy0ucTou9f2JgXSK4+q4aunNSYFz48sryESi9PnExkNxbAaDUTjMrsHguwdCuNIOExPm1OWdl71u0sVSE0Ggf/REAOHAlG+/lQbACub3Xk3yd4JNvf4+f2bfclcqSq+iESfL8o6jc/YzQbmVdk5tsXN6c3j38NHNbm46XQHP3qpi1cOjPGlxw5w5/tauXttH49sHea6h/Zy39sDnD2vnAsWVbKk/vDfv46Ojo6Ojo6Ojk4mukj6bicjqjJVvAKyCp9QWJgwaAsCmXkxg6KEw2wAWU4T8KS4zI9e6uLbq9uRgTlVNn504SzmVE0UAeKyzOrdHn63ti9NpARF3Lzq6FrOW1CeV/TxBKP8YV0/6zIcq5l0DIQhodf8bm0v3riNNW2KECQADSUWur0irxwYY0d/gBtPa6K1wkZUitPvi+KNSJgMAnOqbGnOomwIgsC1K+vY0OVjR3+QjtFIzrBnJY+qRERS3pHqwHJYjBPEBpVcFbNVMouzAHldlNmcl5l9Z6qpI94pMtuZLfVAIQ7TzNBrbzjGoD9Ka4Ut62fyvadyh4lILJ587weGlfFgyeOcbvcoDmijAa45tq5ggTQuy+wbChOLy5RYjdS6zZiNBtpGwvzgxU6GAkqY/4wSCz1ekd2DIW5f3cGq1hJKDOHkZsPz+8YIaiRN6PXBzoEQrxwY49hmN9ccW0u5I/tGR7XLzDfObOLpXR7u2dDPhk5/cqMEFJH2uuPqOHt+eTKv4oJaBwtqHbxvUQUfPKKSL//rAPuHw1z74F5uO0fk62c2Jx21TtHIoD8KsozDbFDyYqakE0kVA/O6gPOkrdByOyZ/lykwFhclf8jRjCywpud7zbzfrOkFNMRirfGl/iwYjWM1ThRVsxWWyhRwM497q9PHTU8cAOAzJzTwqeMnjg+ryUBLuY2W8vGfHZFHzFtQk54j+PpV9TRlOK239gb4wqP76fdHsZsNfPLY/OlWJoMsy+weDLGxy8+q1pK0VBWpxCSZ+94e4IlEITW72cDKZjezK21YjAIBMU6fX2QkEMMXUVzXohTHH4kTisbZ3Btgc2+AxzdF+UjKMF4+w8XXz2zme893sLHbz1X37+FXF8+mymnmd2v7eHHfGC/uG+OWp9r41YfmcP2qhkPyHHR0dHR0dHR0dHQmiy6SvotRwxiBCTkqVddhzgXsJF1/kJ7jdMAvIqFUxg2JEv2+EF2jYWZV2vn0P/fxwr5RAC4+opKvndGM3TxR4AtF43zxsf3JitsWo8CsShtldhOzK+0c1+KmtgB31K6BIN/9dweiJCMAxza7mVFqocRqBAHisrJAjMTi9HtGYUz53CsHvARRQtqPbnJxyqxSXFYj3WMRHt46zFAgxo1PHMRhNhCXSearAzh9TimfLnCxV2o3Ma/Kzs6BEOs7/TlF0sV1Dgb2jbG1N8CZ88ZX7XldoHl0sQG/iE+MEYwK1Jcoi/m84eJZnJfFOMr+U8k1JgoKpc84pt0TRpKVcPmcjsAs70krx/De4TCg9IlcbOhShMR51Q5K7YVP73e/0cuL+8aSf7ebDQiQLPpU4TBx8RGVzCi14o9ISXf3mjYvDsY3G1Y0OqktL1PC040CBgGQwRuR6B4TWdfhY12Hj03dfr5xVvMEgSkVQRA4f2EFKxpdvNnuY/9wiNFQjAPDYXYPhvjK4wc5cdswP7lo9oQ5ZU6Vnb9fuZDvPd/Bw1uH+daz7bywd5TfXTKXhlIrb3f5iEoyJTYjdosx7X1Ntj8XMia05mf152r/m2oalsmQWkgwlVwCcdYIBVGiz6u4MRfUOpKbKPmiFDJ/ps6NmaJqtsJSTquRbm+Ex3cM8+qBMQSUKvLnL6ykxGbiivt2EYvDOfPLNQXSyTKv2s4PL5zJP7cM8cElVZy/cHyuHgpEeXz7MD97tYdYXGZGqYUvn9JIRY4NgmKRZZmO0Qgbu/y8ftBLx6hix39s+zCXLK3i/IUVaZEao6EYP32lmx39ShGqo5tcnDW3DEvGxtvMyonfTbIs0++LcmAkzLoOH95wGBK38sK+UU6cZ2dRrYMfXDCLH73URedohCv+tptPHlvHt89pZiwc4402H2+0+7jhn/vY1hvgzgtm4XoXfm/o6Ojo6Ojo6Oj8d6KLpIeJbIvSQsjMRZrq6IHxQiWZeU8z3TU1kwz513L/OExKFeCg2cBQMMbrbWN8+J6d+MU4NpPAN89q4aIl2oUbpLjMTU8c4LWDXsxGgYsWV3L+woqiF067B4J8e3U7Uhzq3GY+sKQyp7C6vEZAjSc8ssGBN27j+NYSGkrGPzOj1Mq1K+v4x5YhDgyHk6KRxShgMxvwhiVe2DfGh5ZWT8i1l43FdU52DoT4+9sDfHBJZdZ8kXOq7Ly4b4y9Q+mu2lzChSqc5xNa1PeVmlcwF9mcl5DdUfZuIbU/Z46JgnK6ZhxT5TTjC+fOHZrrPWldU817qOXAVonFZe7fOADA4trcYmoqg/5oUiAtsRkJR+NpYf2zKm18eGlVUoh0WY28b2EFy2e4eKPNS4nBAAnT9rnzy4kata99RL2TI2c4eWzbMH2+KLev7uBbZzczP4dQClDntqTNHb5wjKd3eXhs+zCvHfRy0xMH+MlFsyeMI7vZwO3ntnJUo5vv/Ludlw+McdRP3+Z757eyuNZOIBqn0mnGkchRqjLZ/LSZY0LLUawKgA6LIZmfM9OVPdXcpJOpbj/V+027tl9kZ3+ASpeZQX+0qCiFXOdVv99KbKbkuEl9Tnc818HXn26bcI3bVnck/1zlNPHNs5qnTSBVOW9BBectqEj+fV2Hj9+/2ccbbd6kOfioRhefPbFhStXkU4lJMq+3jfGv7SN0jo7nKTEKUOtWHN8Pbh7ikW2KWLqg1sG+oRAPvD2YjE740NLKnBsVmQiCQF2JhboSC8c1u9nTMwydyu/+tK6fp/ZFuH5VPa0VNm4/t4UfvdTF9r4gd73RC0Cty8yPL5rFkTO8/GZNL79e08vb3QGeum4JZUVs6ujo6Ojo6Ojo6OgcKvR/lR4mpiIqZYb3qv8vdVmSTpugGFeEmAwXk+rCAe38eZrXy1EQI5AoJOO2GalxWfBHJL797w4e2jwEwBH1Dr57buuEyu+ghPi+0ebjng39vN7mxWQQ+OaZzSzII/CEo3GCUYlwNI4oKWGZm7r9PL5jGCkOsypsfGR5FWajdki6FucvrMgq7tjNBj62vJpn93iISjJHNbpoKLEgCAK/WdPLgD9K52i4YJH03AXlPLlzhF0DIR7cNMjlK2o0j0vU6kmE3aeTr2J2LgoVUgtlKoWf/hOY7vYX8nyzpsDI8l7VIi+5orEf3KTk0rWbDZy7oDzHkel0jIYT7TZz/ap6ZFmmxyvyVpcfs1HgnHnlGDSE/IYSCx9aWoVZCqKZvFCDOreFq4+t5e9vD3FgJMxtq9u5cFElR85w4TAbkpsPDrMRm4bjHMBtM3HpkdUsrXdy+787eGHfGP/v4X1ceVQtx7e6J6S+uGhJJYvrHHzj6Ta29QX5zCP7uXRZFd88q5nWCnVeUkTFQGRiDtJinKWpYl4kJmM1CROKHIEiTCdDwS2KGz+S8vnp+H4ohukoJKheW5KVDTijIBQ8JxZy3sz0HqmbMz94sZPb/62IoUc1uljW4CQmyewZCrGh04dq/L/m2LpDJsbJssyW3gA/e7UnLdXLnCobp80p44y5ZQWlZSmEtpEwP365i75ELlGDALMrbcyrtrO4zonNJLCtL8grB8YYCsS47+3BtM/XuMx8aGklNa7ictemYjAIHFHvSIqkZqPAwZEwNz1xkI8fU8u588v5+hnNvLR/lB39Qbb3Ben3R7nq/t3cdFoTP7loFt96tp032r2ccdcWnrluCdVTaI+Ojo6Ojo6Ojo7OdKCLpIeJQhelWgv0zEJKmZWX1QX4hNx4GSHEqRW0cwkAE4p3ZDim1OuPhmKc/pst7BkKYRDghlUNXHdcnaZT0hOM8T8P7WHngOKQE4DPndSgKZCqi883O3xs7gkouQSzMBmBtBAMBiHNKSTLMj1jkaTjzpvHOZhKic3ER5dX84d1/fxqTQ8XL63SzDEqJ1TS4eDE+w2IUkG5L7WY7ryhxZzvnQrNL+Y6h/N5pJIr3+JwIidoPIv4FYnF+fWaHgA+tqKGkiKKjHlTKnL3jEWoL7Ewo9TKjNLprWCvYjYa+MjyqqRQ+ui2YR7dNjzhuGqXmWUNTlY2u1la75zg/ltQ6+BzJzXwk5e7ee2gl9cOellYY+e3l8yj3JF+/3Oq7PztYwv47dpefv16Lw9uHmJTd4AnrllMQ6kVp8WY1U1cUF7aRH9LnY9bK2xZw9FTQ8adViNOcfz6mrk7i+nPluKr22sVEpxsEbhILE6Ny0xrhX3S4ypfpXoY/x7rGo0kBdIvnTyDq1fWpZ1rKBDl0W3DeIIxLj2yelLtycdrB8f42Svdye8zowHOmFvOBYsqqCuyiFY++rwi33i6DVGScVoMHNdSwtGNrgmbCkfUO1lc52Brb5DXD3oJRSXqSyy0Vtg4tsmtWaF+KtxwfD2P7gmxcyDEn9f38+K+US4+oopT55Rx5rxyQlGJX77Ww/pOP3c838mcKhufOaGeu97oY2OXn1N/vYXnP72UuhJdKNXR0dHR0dHR0Tl86CLpYaLQ6vZaC/RchZScVqPm4jxzIRsQlWJLwWgcKSG85Mo9N+AX8YgS7Z4wyFDlMifPZTII2E0GrrhvB3uGQlQ5Tdz5vpmsbCnRPJ8vIvGpf+xl50AIh9nAybNLOWte+YRiF3FZ5pUDY/xr2zBdY+nhowKKu85sEDAZBercFpbWO1lQY5/2UMpMNnT6eHHfWDL0vtZlZkWjq6hznDmvnEe3DTMcjLF6t4cLF09MRXDSrFL+sK6fBzcN8sMLZqUtHp0WY1Yx/J1iMoLnVMTdYtqVTWzM97nDmVs1W77FXm+EBzcrTrCTZpVqfvbZ3R5GQxKVDhNnzC0r6rpHNbqodZnp90f53Zv9OMwGTptTmrMK/VQxGw1ccVQ1uwZCbOkN0OcTiUky0biMGJORUTZ7ntszynN7RmkstfD+JZWcPKs0zY13XEsJP3q/lX/v8fDK/jF2DoT41D/28ofL5uHOeIdGg8D1qxpYMcPFTU8eZM9QiP/3yD7u+ch83Lbx/KADPpGAKDHkj4IADrMBh8VIaQ6Xm9qvPaFY8vjUHLcw3g9TN6sKLRRVjLvUaS2+un22eypEHE4dawFRwmpM3H8RYyhz7Glt4mWG7avnf3KnUnzouGb3BIEUlPQX12r8fDoIihI/frmbv29SxqfJIHB8q5vLjqyekktTi7gss2cgxK9e70GUZBpKLFxxVI1mjm8VgyCwrMHJsoZDX0neaTVwybIq1nX6eX7PKO2eCD95pZtyu4mLllRy5rwyvnxqI0/v9PDg5kH2DYW54/kuPry0ilcSbtNTf72ZF65fSsMh2qDR0dHR0dHR0dHRyYcukv6Hky8UuOCcbikL3oCoVKuNxOKU201JUSYQkRjwK2Jkaqi+6nTyRSQ6PRFK7EZC0Thzqu2YDAJGg8BVf9/Nv/eMYjEK/PpDc1mUJWR+KBDlmgf2sH84jMti4DvntWo61rb1Bbh3Qz8HR5RcayaDwJENTuZW22kus2I1CYdcDNVClmWe2uVJhsIf2+zm40fXFuXcA0WwOXNeOQ9sGuTxHSOaIqkaNrq5J8Bdb/Rw2zmtyd9lE8OnQiEiYeoxxYYFq5/NVlRsulDFRk8whtEgpFUtz/e5zDQWhT6L6bgPLfEM4K41vUQlmSMbnByVRYxXq1SfNa88a47bbJTYTHzz7Gbu2TDAug4fwWicp3Z5OKrRdUjHmCAILKx1sDBjrpBlmUhMKUazdzDEpp4AXWMiv369l6d3jnDl0bUsqRsXfZrKrFx9bB1nzyvnm8+0saM/yBV/28UfLptHlXNiuPfKlhJ+dfEcrrxPmbOu+8de/vyR+Wn5nTs9EcR4HG9IYk61fWIBpsy5MrFpUW434QnFkGQAMc2hmm2TK9vP0n7/Dqa0SE0ZkBrxoPX9kCnsB0RpQkGyfONEa1NDPVeE3KlpvOEYv3+zD4BTZmtvIBwKpLjMI1uH+OXrPQwlXN7nLSjnw0urcBf5XaCFNxxj31CYgyNhOkcjDAei9PlExhKu71KbkcuXV+cUSA8HgiCwstnNEXUO3uzw8VaXH08oxp/X9/PQ5kHOnFvOh5dVccrsUh7eOsQTO0b4x5YhVrWWgBBk92CI036zhRd1oVRHR0dHR0dHR+cwoYuk/+GoC8NMN1LR58kI0UcGZCVvnpo3rm0kzEAgArKyWE2tzO20GHFbjTSVW5NOUpNB4KX9o3zu0f30+6KYjQL/e35rVoE0FI3zmYf3sX84TLndxNfOaNIUSB/fPsy9bykFaEwGgVNml3B0oztrjsJ3mnK7iZFgjAsXVXDl0bWTPk+tW3nu2fIHCoLAZUdWs7knwMNbh9NEUkgXVqZDsNMSPbM5vLKFBec7v9VkSLqQD5Xgo57XaBCwmgwFi7GZYyT1WWg936nmjgSNsGKN8zy8Vcnve+mR1VlFy6iUcDW7J5cDssZl4SunNnLPhn6e2DFC+WEsoiIIAjazwLxqO/Oq7Zwxt4wNXT5e3u/l4EiE21d3cNXRNVywKH1jobHMyrfObuF7z3eyfzjMZx/Zxx8vm68pJC2uc/Ld81r5+tNtPLFjhCU/fIu7PzyXM+aWERAlmsqtDPmjlNpMuK0T++qAX6RtJAyCTFCM01phozpRqEidW2F6xM132uGcrZBUQJSUAlcCSs7dlOeSmjYgKMYnVKTPtfmg5aBWx0JmBEQmrx4co2M0QqnNyIeXHZpQ+kzaPWG+8q8DydD6WpeZa4+rY1lDcdEEqciyzMGRMC/uG2NLb4Ber3bhLYtRYFGdg9PnlB2yivAxReGfUji+w2LktDllnDyrlLe7/bx6wIs3IvHY9mHWdni5/vh6rjq6lhmlFn6/to81bV5mV9owILBHF0p1dHR0dHR0dHQOI7pIWgDxeByDYXoFulzV7XMKU0UWWVJJFWBqUArLDPpFpLjMoF9kEAEpEepaapt4DafVyEyrnRqXhfWdPu58/CBrO7x0J8LgZ1fauOP8VhbXTQzri0oyL+4b5bdre9k1EMJhMXDbOS3Ua+Qee26PJymQrmh0cfqc0v+ogkCCIHDWvDIe2KS4YGTgosWVlE5CVPJHxl1B2ThlVilGAbb2Bjg4HGJmpb1owS6bQzj191rOsdTzqmGvqccUm3tTFYxKNdownRQqsGT7nEpm+HWm4JoaSp2tCFreZ59HmB7wi2zrC2IUcjvlShPuNV+k8Ny4qYyFYjy2fZgnE47Us+eVHRanthY2s4ETZ5ayfIaLF/aOsrE7wD0bBrCZDJw5L71AVWuFjdvOaeFrTx1ka2+Qq+7bxXXH1XPanDLMGaLP+QsraCm3cstTbewfDnPRn7bTWGrhhJmlfOnkGUo6iBzCpN1sYCwcQ4rLimCKjBQHh8VAdcJdWmyBLi0KEewzz11sdftUJhSuEscLQRkNAkFxvI9p3V9mPtjUcaKVBiNVaIX0sZRrI0iWZX75mpKH90NLqybtqtw3FKLaac47h3d4IvzitW7+vWeUWFzGbjZw6bJqzplfXpSgKMsyB4bDvNnhY0tvAF9YuS81fYtKpcNEQ6mFOreFMpuJEpuRuhILpiKd4oXS7gnzVpefbb1BQCk4taBGcXqrz9Yfkej3iQwGolhNBhrssZznNBoEjm5ys6LRxZ7BEE/v9NDvi3Lb6g7OW1DOZUdW01Ju447nOtg/HGZmhY0aF+wZDHH6b7bw0g3L9BylOjo6Ojo6Ojo67yi6SJqDrVu3EovFWL58+bSfO5egtaMvQFyWcVmNyWqvBRd6KkBQTYpIibD7YDSeCBOVaCy14rAYs+ZTW717hKvu341fjCfaBVccVctnT2yYUHxIlmUe3TbML1/roT9RbMlmErj59KasAulv1yqhk6ta3ZyVIYAUgycYY1tfgM7RCGNhJf+qxWTAbjZQZjNR5jBRaYokj3+7O0CQcaGwscxCtdOsKRTNr7ZzRL1SEOOJHSM8s8vDB5ZU8v7FlUW5XdWCObmqLZfaTTSXWzk4EqFzNKKIpBp5PXNV5NZygKWS6RxLJTPsVeuYQpnuAkmH8nrqZ9Xwa5g4BjOP0RzPiTGGrDx79WfZCtJkhh53jCp9tLncmhRCtVCdn8WKpOFonH9tVwonqfd5RL2DedV2zeNlWWYwEKVrdPy5OAgnf7+uw8dwTGQ0GGM0HCMUjSPG4kpOT5uRpjIrR9Q7J1Vh3GkxcsGiCmxmA2vafMm5IlMorS+xcPPpTdzxXAc7B0J86V8HqHWZ+cyJDXxgSWXamF5c5+TBqxbyi9d6+Otb/XSNiTywaZAndwzz54/M56RZpZp9SJ0f3VajMn9alPnTalLyceYbI0XlGM0Q4wf9Iv6IhEEQWFTnzDqeJ0vmuEnd3FDOrf3uUjdbUvO3po4TrZy7qRs9AVFKbNwpc5v6cy139+PbR3j1oBezUeAjkyzI9PL+MT7z8D6cFgMPXLWQlnLbhGNGQzHufaufP7zZn3yui2sdfPakBiocxTm343GZ37zRy8v7xyb8ziDAoloHS+ocNJdbsZund66UZZker8hYSKKl3Jp87lJc5t97Rnmzw5d2/N6hMHuHwjyxY4SmMisjwWjye1/FQZjfJFIX+8IStiypTw2CwIIaBzMrbDyz28Om7gBP7/Kwtt3HV05t5PZzW7n93+0cHAnTWmGlxmVi92CI0+9SHKW101z8SkdHR0dHR0dHRycbukiahS1btnDkkUdy2223HRKRNCLFNUXPgCgRl2WGEyKD1WSgxGZKLrrzuYiKCe90WpTQyCqnEv6shiebDILmue/d0M+1D+5BlGSObnRxwwkNLKlz4Mi4VlyWeX7PKPe+NcDGbj+guCXPnFfOOfPLNQWSJ3eM8JcN/QCsbHZzZpHFZ/wRiR6vEgLb5olohysmFniq+9VBGBILvKd3eQiSvkB2WY2cN7+cRXXp6QMEQeCDSypZWu/kxX1j9HhF/rFliA2dPr5zXqtmpXotvGHFhVPhyD0M1fOFY0r7M4s2gXYIa2pYvNuW7tZSySZsqEzWlZl67kLDhCfjgMvlyJ5qe6Aw96vq+IwkrpEpMKkFhLSEnsx0Gpmhx+GEu8yWp0+p7j01Z2EhRGJxvvlMG+0eRYhtKLFw2pxSZlfaNDcHdvQFeXq3J+mAVkkdR8/tHZswjgD8YpwBf5S9Q2Fe2DemVNkut9JaYaOhxFJw6LAgCJw5twwpDm92KEKpKMmcv7Ai7bgFNQ5+/sE5PLvbw3N7PPT7o3zzmXYe2TrMlUfVcMa8smQBKKvJwFdObeSGVfVs6wvy69d72NDl56N/28WvLp7DtcfVT2iHGlpuNRlwxOLJ+TMz1Dwb+eZprTQMAz4RbzhG11gEKa44DbVEVqfFSJ8U1zxvNgIRiXCGGzq1Dcnvn0RO4cFgLf4AAQAASURBVGqXWTPiIdf3R7acu+p5VQEyEpPT5jat9B6BiMRnH90HwFVH104qLDsUjXPrM22YjQIBMc6nHtrL49cswWwUiEoyL+0b5fEdI7xyYCzZtqX1Tj66opqZFdpjJB+/X9fHy/vHEICFtQ7m19ipsJuwmgyU2Y2YjYcmpUzXaIRnd3vSCiA2lCgbgV1jEYaDyndRa7mV2VU2jIJAt1ekczSCNywlN2tA2RgosRmJSjKx8Pj5fvF6L03VYeZW27EYx8eWzSRQ47JgMxuwmgxctLiSJXUOntrpYSQY49Zn2/ja6U3cdnYLt61up20kwpxKGzKwsz/Iab/ZwiOfWMT8Gu00Pjo6Ojo6Ojo6OjrTiS6SarBp0yZWrVrFV7/6VW699dYpnSsSiRCJjC8wvF4vAE7zxEIg6qKwxm3BYBCwGg14QunFZ/I5kHK557REonKHKS33XLaF+09e7uJL/zoAwBlzy/jBBTM1naPP7PbwmzW9HBhW3GUmg5JX8/yF5ZoLQFGKc++GAZ7d7QHg+BY3Z2UJ9Y3LMgeHw3SMRvBFJAIRCb8YxxuRJgg3ADUuMzNKLbgsipgRi8uIUpyAGCcQkTDE4pDQEurdFiIGS6JNMkOBKP6IxENbhrjCVM3sqnRnnSAIzKmyM7vSxs7+EE/uHKHNE+GxbcNcWqCr6eCI8oy08rKmooo5qu6RWbQpW59QxQw1VYIW+YQNlcm4MovN2ZnLAZdtHE3m/MXkEC3kvlXBTOvcmc8+VWTSbFeGkJRID5hXkGksU/rQweFwzuNSeXTbMO2eCA6zgfctrGBhrT3rdfYPhXhoi5Ib1SAoFcOTQkh8XJBrLLUQN6nuZgMWo9K3IrE4flGie0xkwB+l1yvS6xV5o11xr7msRkqsRlwWA06rIiw3l1mZWWlLq2avPotz5pdhEOCNdh9/Xt9Pr1fkyqNrsKTMMWV2E5cdWc3FR1Ty1E4PD2waZGO3n43dfmZV2rh+VT3nzi9P3rPDYuTYZjfLGuby1ccP8sK+Ua57aC9+UeILJzdOeCaZArrilBy/fi5RPl+/yhZi7wnFqHdbiUjxZFGqzFQPTqsRZxYXYrZxFBQl7JaMtA8ZqTbUvqkK8hME/yzCr5bYmutZqudODfdP/ZnTauT3a3vp8ERoKLHwqeMmV7k+IEqMhmLYzAYkWWbAHyUoSjy9a4TfrOlNCocAMyusXHxEFcc2uyedhmLPYIjn9owC8OFlVVlzd0+VmCTT7Y3gj0iMhSW29QWTm4YC4LYZ8YaVTcUe9ecCHNfsTs4joEQxLKyxMxZW+l2J1UipzZSWWsAimaF9/Nq7B0PsHgxptqu13MqSeidHNjiZXWnnU8dZeXDzEPuHw/zvc5188ZQZ3HpWC7c+08a+4TDHNLlADrOzP8jyH2/kt5fM5YqjJp8DXEdHR0dHR0dHR6cQdJE0g3379nHUUUfxne98h1tuuYVoNMo///lPdu3axezZs1m4cCFHH310wef73ve+x7e//e0JP890X6aGPM+sVHJ/quGHqbkQczmQ8uaqK3BRm3q+tpEQv3ith7sToa2fPKaWL54yY4JwsbU3wC9e62FNm7LotpsNnLegnDPnlWtWmI7LMhs6fTywaYjOhEvljLllnNA6cREal2XWtPlY1+HLGU5cYjVS6TRR7TJTm3Cu5MIaN0Kb8ufjW91EDONilhSXWdfho2tM5L63B/mf4+o0Q/4EQSmkgQAPbR7i4a1DnDq7NG+4rVq9GOCE1pKcx0YSDlL1frLlJM18j5m5AbWYTGGZYhyZmYJgvnNGsjjgso2jiBRXxkmBFewLac9UHKeFPMdsORsz3yco6SlA2UzIxapEH9o3FMIbjlGSp8L2gE/kkURBqAsWVUyoMJ9Kv0/kb28PAtBUZuGYJjfGlLyI1rg5OY6ObU4fR5nMqbITjsbp94sM+qMMB2LJTQ6tjY4SqyJcHt/qTptz1NzADouB5/eO8exuDzv6g1x2ZBVHN6UfazYauGhJJSfMLOG5PR6e2unhwHCYrz5+kEe2DvPZExs4on48TthqMvDTD8zixy938+f1/XzxsQP0eUU+tLQKh9lAa4W9IBd/PlE+p4iqcS6ryZB0/aufyZbqIfP7RSXX95ExM51ERqqNCW7ODME/a/7VjOcw4BNp94TTnqW6Adg2EqbaZU6bP7XuU021cPny6qz3mo8qp5n/e/8svvz4AaoTf/7Vmh7u26j09VKbUnxoVWsJLeXWKeXojUkyf1yntPnIBue0C6TecEwJjx8McWA4TDRjs0kAWsqVVBc2s4FQVGLQHyMgSoiSTGu5VTMnqyAIlNlNWdNjpD6TM+aUss9rYCQYU+uWEZVkIrE4wWicNk+ENk+EVw+MccLMEo5udHH58moe3TbMtr4gP3m5m5tOb+JrZzTzrWfbWd/p56hGF/Ulcbb0Brnyvt10eCLccmbzdD02HR0dHR0dHR0dnQnoImkKkiTxzDPPIMsyDQ0NAJx33nkMDQ0RjUbxer00Nzdzww038LGPfaygc37ta1/jS1/6UvLvXq+XpqamvIvibGHOuRxIA34RX1jCbRt3r6UWjnFajGl5FbUK1aQ6hwKixI9f7uaP65Uw+M+d1MB1K+vSFkZxWeY3a3q5a00vMopz9OIjKjl/YYXm4lWWZdZ3+nhw01AyhM9pUULw5mrkQQxF4zy8ZYh9CYecxSjQUKIURbGZlVA+m9lAidU0pWq8mRgNgiL4HPAyGIjyVpd/QkhvKgtr7LSWW2nzRFi9Z5QrjqrJef6O0Qgy0FxmzZlvLShKSbdPRTYHl0afKES0m4wYGIhI7OgPIMVlat2WrA5VFatJYNAfnXCNbKG68SwOuKzjyGxM20TIdk+BiJRMUZCPAb9Iv0/EaBBYVDsx56MWmeJmrtD8zPeSbRwGRCmZ87B7TCQoSlkFoTq3haYyK52jETpGIyypyz21r94zSlxWHHILanK/w7e6/MgyVDvNHNvkxjDFwjE2s4GWclsy/2NMkvFGYoSjccIxmXBUEb67vSLeiMRze0dp84S5+Ij04jyCIHDizFJqXRYe2z5M52iEH73UTXOZlUuPrOKYpvQNlyqnmY8sr+H9iyt5aucID28dZk2blzfavFy/qp5Pr6pPiqsGQeDLp8zAbTXyi9d6uPPFLgb8IlceVYvDYkzOj2kbWFlyeQIcHFbcdanFu7Tm6+Rnc+QF1fp55jjP1v9yfR+VpFSyTw3z1wr9B6WfJl2lRQi+g/4oY+EY/oigFLiyjv98NBRlODBxvkg9hyzLvJ1I43LizOzFzArhzHnlvHT9MlxWg7IhtnEQAfjYihrOX1QxbUWSnto1woHhMGajwGlzptZmlc7RCDv6gxwcDidzfqvYTAIuqzEprLeUW9Ncznazkeby6c15Wmo3scSpPZf4IxLdYxH2DIYZC0s8tdPD7oEQHzyikg8eUQnAtr4gP3ixk1vOaObm05v4wYudvNXlx2oUuHBxBY9vH+HrT7dxVKOLcxZk/y7WmR529gepcppp1sjTq6Ojo6Ojo6Pz34wukqZgNBr50Ic+RCAQ4POf/zw33XQTJ554InfddRdz5sxhy5YtfO973+OPf/wjZ555JrW1+UO/rFYrVmv+fGnZxM9iw+cR0n/fNhLGH4lhNxtzhjuqeBIhhpFYnF+81pMUSL948gyuWZke1jgWjnHzkwd59YDiHj1xZgmXLqvOWo02KEr8dm1f0m1qMggc1+LmuBa3ppg3Forxlw0DeEIxBJRq9y3l1jQX26HEaBBoKbcyGIgmn0s2BEHgmCZ30ilz2ZFVOfPLqaHKcTl3gZVnd3sIRePMrLAxO1HIpBABtJAwcS2nWyFuZCkuE4rlz3mYmjs1NWRXK22Eek/ZRMBs4yjTAZctTDkz12c+QrE49oxq9mnPIYubt9CiablIfb/LGpzMqrBxYCTM6j0ePrCkKuvn5ERfsuTJayhKcV49oBSOOboxf/jwSKLvt5RbpyyQamEyCpoFcFbEZdo8Yd7uCrBvKMzv3+zjqqNqJjje5lbbuX5VPWvbfaxt99GREEtXtZbwP8fVTehTDouRDy+r5oSZpTy0eZDXDnr59ZpetvYF+P77ZiYLZAmCwKeOr8doEPjpK938af0AZqOBG1bVYzUZCIpxgmI8qzM5NZeoLywRikoExXiy2JpykfHjJxOeX2wajHzfR6l9WP17Wk7S1DZmuEqz9f1UsXXAJ+KwGCi1mXCYDWljsdplZjgQpcxu1Exbkfr3o5tcrG33sa0voLm5Vgyq0Pvi3lFAyTv6/iWVUzpnKp5glL8nnNjnLSjP6/LOhxSXeWqXh41d/rSfVzhMNJRYqHNbKLMbp+R8nW5cViPzaxzMqbKzfzjMlp4A+4fD3P1GHx9bUc0HllQSlWR2D4a44/kO/ue4em4/t4U/rutnz2CIZ3d5OH1OKS/sG+Ojf9vFtq8eRX1J8Xlo/9vo8CjpCKaTKqcZh8XAFfftxmExsPPGo3WhVEdHR0dHR+c9hS6SZlBfX8/HP/5xJEni1Vdf5dZbb2XOnDkALF26lKuvvppzzjmHjo6OgkTSfKQ6PWtyFIfRItOJ5LQYGfJHMQpC8ry+SAxRilPjtuQVhwKixNa+AD97tZsNnT5UHexzJzVMEEh39gf54mP76RoTMRkEPnV8HafMLsveVp/IHc930uMVEYATZpawqrUkzRmWSiga568bFYHUYTawqrWkoPDx6caScB4WUjV8fo2dEqsRTyjG+k5/MgRaC7Vy8WgohizLmgvaWFzmnkQxq0uXVTEYiBKMxvOK3UoF7OiEsNVMtMTWvDlvLcak87VGo9BT2rEpuVMDooQ3HEtWrc7mnPbKhefUVD9Xkhqam1HcRa0UbzQIlNhMBblmU+8rayoKjedUaMh9vveTKioN+qN88IhK/u/lbv6yvp8LFlVqutvissxoSBEzHXnSTGzo9CdzDM7P4yIFkmHwlgJcuNOJ0SAwu9JOhd3MmjYvI8EYf904wNXH1k2YN5wWI2fMLWNVq5s1bT5eP+hlTZuXdk+Yr53epPmc60ssfO6kGSxtcPLbN/p49YCXy+7ZyU8vms2ClHDoa1fWIcVlfvFaD79d28cf1/WxqrWUz5xQz/waR1JQzIZaOG00HEWOxBjwi9RgISjGiUTj1CXalstZmoupfIdotTWX8JnWxsr0tAP50sCozlunRflsJup3VCFj6ORZpaxt9/H4jhE+sKRyWgTBl9WNgybXlM+lMhqK8beNg8TiMjNKLRzZkKX8exFs7PYnBdLmMisNJRZq3OaCCwZOB6FonJFgFDFUnEBnNAjMq7ZT6zLzRruSPue3a/u4fHk1H15WxcNbhtg5EOKuN3pZUGPny6fO4Nev97K5J8DW3iBzqmzsGwpz4R+289ynl2ZNA/BeoMMTZuEPNhAU4zgsBs20RpOhudzGzhuP5tUDY1xx326GAlFdJNXR0dHR0dF5T/He/Rdmgp6eHnbu3Mng4CArV65k5syZ1NXV8clPfpKzzz6bRYsWARCPxzEYDLjdbhYuXEhl5dScJmpV7oAo4QtLIIDTUnhBmSQZa0Or2YCU4gRyWIzUWi3JHKcwMRQzEJEYDUX54Yud/HZtX7JYzMwKGx9bUcNHlqcXIvr3Hg9fffwgsbhMjcvMl09pZGZl9n9ED/hEblvdzlBAEWYuWVaVViAiEzEW54FNgwwFYtjNBk6bU1pU3jkpLuMJxRgNxRATlZLtFiN1LnPRTji1WnhVAXk1jQYlP+nadh+bunOLpPVuC2ajgF9UcrXNrJj4/J7YMczeoTClNiOfPEYRqQspPDTojxKR4gz6o2nikFbYbKaDFEhLyZBJZiGifKQKfqpgGRAlRRCZgpiT73pAopCO4h5trbAWnl+0gHtMDaXODE9WyeYMzPZ+MlFFqo+tqOF3b/axdyjMEzuGNd2kbSMR/GIcs1FIim7Z2JQIVV5c5yjIlV3lNNPvj+INS8woMlI4Hpfp80cJiRKRmIzFpOQ4LLebCnaElztMnJZwkQ0FYjywaZCPLq/GoiEK2c2KWDq/2s5Dm4foHlPmntvObsn6rE+dXUZLmY0fvdxF15jIR/66ix9eOJOz5pUnj/nU8fWU2kz8beMAB0fCvHJgjDVtY1x7bB2fOr5+QvEkFbUPqMK7utmiOrKtmYL2JLS+gCgp55WV7xBQvl8mg1bqhwlzQaKN2cLwtdqnFmTLNbdoXT8bly6r5ievdLOuw8eW3gDLGnILm7sGgmztDTC/2sER9Y4Jomq/T0yG8C+fMXmRVIrLrGnzsqnHz7beIJ7QeATCGXO0CxIWy7ZeRZhcUufImUv4UBCPy+zoD7JzQEkf4SAMbuV3Q4Eobndh3w2ldhOnzynl9TYvQwFFSD5tTikfWFJJfYePVw542TUQ4s4Xurjx1Ea++Uw7g4EoC2rsDPmV9Ddn372V1Z864j0rlA4FogTFOH/96HxOmlU6rUJmc7mNhbXR/Afq6Ojo6Ojo6PwX8t7812WCrVu38oEPfIDa2lrWr1/PSSedxBe/+EUuvPBC6uvrqasbz79pMCiL2UcffZSSkhLKysqmdO1YXKZtJEQwGgdZpsplSbrfCs0T6bQYCYqK3XMgsSh2p7jaADo9YUZDyj+myx0mxXGUiNJTXUfDgSjXPLiH5xLhhufML+fzJzVo/qN7e1+Ar/zrAJIMy2c4+eyJM3DlaKcoxfneC50MBWJUOkx8/JjaZBszGQ3F2NjtZ0Onn1A0jkFQQvgLEUgjsTjDwRhdoxHaPRHNY5wWA4vrHDSXFV6EQw2zbyzNLTypzK60sbbdx448IXCmRG7Vdk+E3QNBTZF09e5RAL58aiPzax1pDsRcVLvMmsdlOtVS+1pq4bB8KRkmQ6qrNM25Oom8qFponSezUvx0khpKrRWe7LQaszoDs70fLTzBGDNKrXz5lEa+9Ww7q3ePaoqkuweV/tZQYsmbm1ftm7NybGyk0lhmYXt/MBl2XwiyLNPhibC9P0hA1E7N0FJupbHMSqXDlNcF57AYOXFmCc/vHaXdE+Gnr/ZwTJOL5TNcmiJJY5mVa4+r4y/r+xkKxPjeC53cecHMrKkIZlbauPN9M/nFa9283a3McfdfuTCtwM5HllfzkeXVtHvC/OyVblbvGeWutX3sGQrx+0vnAYyHlfvHRUqryUDbSJjhoAiykj9WdZeqqPO3UcgtIqpkhr27rUaG/OMFkUzx3Gk8CjpvllzHQTE+wWkKZB3H2fKp5rpuPhbUOJhZYWPPYIhtfcGcImlAlPjoX3chJnb/Ftc5+Mn7Z9FQOr5R98jWYeIyLKx1TGn++8v6fp7Z7Un7WaXDxPwaO60VUw8PD4pSMpd3S/k7G24eikqs6/Az4NcWz1454KWsBJbWO3AXkFLAYjJwyqxS3ury0+aJ8OK+Md5s93H63DKuXVnLH9f1c2A4zG/e6OV/jqvj+y908upBL+fOL+eN9jHWd/o46ZebWP2pI97TofcLax2601NHR0dHR0dHZxp5z4qk+/fv533vex9XXXUVX/ziFwkEAlx++eU89NBDXHjhhUB65dZdu3bxhz/8gd/97ne88sorVFRMrXCAySDQH1BC4UvtpmT4oVa1Yq1qwDDuRhoKRJHicsIxZ0tWCQYZSVbcLUFRotplJgJpzlWDgaRAajUJfOfc1qwFikLRODc/eRBJhmOaXHz5lMaczswd/UH+9tYA3WMiLotBUyCVZZmtvUHe7PAlCxSBImge0+TO6hKJxOJ0jUUYCsQYDkSzCjGpBMQ46zr8SJ5OTq2TsAnjYmpLZA9Rg7LQ8BpLGTaNOzeV9hQmsqldxpxHqNrVH6TdE0EA5lVru4FUPcdtUcQ4tVBKQJSSooratlRhocZt0XSQBkUpPQdiajhtgWGu+Sg2r2IheTwLuq5W+Hux+XwnQd68jIIibKQ6DTPfT2abUu9Jfd/WRH/KpiXOS+RlbPdE2NUfTAsXz0Ttm4YCNwrUTYpYhvBWGeujRBrDHB9PkdAS2UNYtrKlz0+v30FAzl7ArN0zvqHhtBiodJqpcppoLLVqiqZldhMnzyplfaePgBjnlQNeXjngpaHEwspm9wSHoNtq5OPH1PLbN3rpHhP59rMdfOyomqyVxV1WIzed1sT/vdzF+k4/Nz1xgAevWjQhtL+l3Mb/vX8WT+/y8M1n2nhh3xjXPriHB65cCKQ7O902pVheUFSqiBsFgUG/yCAC1S6lUr3qsPaEYliNhvQ+EJGSm2kt5bbx3KApfa0mUUBtKBBlLBQjJBqYYZ+cYzGzeJ/W+FDTnhSbk1S9H61xp6SGkYhE4zgsxrypQv61fZg9gyEEYFmeEPaoJCcFUpMBtvcF+emr3fzgglnJY9o8Sh9eMQUX6dp2b1IgXdnsZn6NncZSS87c1MUSiirfc2aDUFR0RTEERIl+X1RxvMfiuG1GpLjMwZHx78smYYAqwYud8e+hIw0HCPkt9O8Fj7sKZ3ULlXlCwA0GgaObXNS4zWztDRKMxnlixwgnzizhk8fU8Ls3+9ncE2BhrYPPnjSDn73SzTO7PXx4aRUv7RtlW1+QE3+5mec+dYRmCgcdHR0dHR0dHR2dYnlPiqSRSIS77rqLk08+mVtuuQWr1UplZSU333wz119/PcPDw2nh9Hv37uX2229n586dvPTSSyxdunTKbah2WwgbDAwEoskcgqkiSWlKXsRBv7L4HfLHIbG4BkV8CcYkxGgc5HHHUjAqYTQISHGZGpeFoCjRkpIH0mhQQsMf2jzIz1/rYc9gCLvZwC8/OJuVLdlDxH/2ajcHRyKU201cv6pBUyCNyzIbu/w8snWIvUPKwtMowEVLKjUF0qd3eVjfOV6AotplZk6ljRmllqxuz56xCK+3+Qp4yhNpEgZ4Vf409r50N8x3ez+d/LMoWPh80wNJoVRpa2HnV912NRkuQVmW2TcUxheR6PCEeXjrEAAXLKrI6uirT4gEB0fCaeGqERTByhOMJUW0gCil5bnUcok6Eq6zVIdlQeGy+Yo5aVyrUNFzusTZYs9TqAsOihN+U9tQ47LgtEg5r5XpDk59rzD+vrvGFIEiW1G02ZV2LlxUweM7Rrjj+Q4uPqKK5nIbbquROVW2tLFU4zLTPSYyEowW5CZV+37qaKyM9fGzzsuwyOlh3anjKOQ0Mz9wF505hFKVgBgnIEbo8ETY2BXghJklNGjca7XLzHkLyukeE9k3HGbQH6XHK/LItmG6xiKct6B8glB60ZJK/v72IHuHQtz2bDtzq2x88IgqVjS6JgjFBoPAp4+vZ9/QQQ6ORPjZq93cfHrThHYIgsD5CyuodJj4zCP7eWHfGCf8cjM3ntbIB5dU4bYalU0JlL7ZUmGjfSSMw2JMzs/KxpciQHmCSmEnySxjFMedpYP+KB2eMGajgUHzeHoGp0VxKkdQ+qfTasRhNuAXBSqdJqqdkxPm1HGkzjGqQJvcoMsxZ2S2RwutsQAkN/rGQjGMRiFnKgpPMMr/PLQHUNIgLKnLLZKmfu+U2U0MBWKs3j3KrWdJySiIwYQ7snySodvhaJxfvNoDwKpWd1qqhulESgzG6ajJJMtKWppBfzQ5ZnrGIgwG0h3j/RnO0SZhgN3OT2MX0n/+uvOm5J9Dkpn5++/ibVsDsypthKNxur0RwlEZgwGcZgPzaxzUuc0IgkBLuY2mMiu7BkJs7wvy2kGluON5C8p5cqeHv789yFdObeTjx9Ty5/X9/GPLECfMLME8FOLAcJiTfrWZ1z5zJK0aERk6Ojo6Ojo6Ojo6xfCeFEllWcZsNnP66afjcIy7iqqqqgiFQohi+sJ/7ty5fPWrX6Wuro76+vppa0drhZ1q13hBJbWwhckgpC0yq11mglGJkKhU6FYrhg8Ho4SicaUas6C4KxVxxQAIYFQWVC0VigNpwCcixRXn5tefbuPAiCJiltqM/OwDszm6yZ21rZt7/PztrQEArl9VrxliHxAlvv98J7sHlXxlgqA4c06ZVaIZfvfS/rGkQLq41sGsShu2PEVndvYH2dY3+WquVYJ3wuIuE4ssUiKNMWyqw5ZwtI2GCws13p5o29yqcVdLXJb50UtdbOhMr0a8fIaTb57VnPVcas7GiBQnEosn0yOoop0qrKlutNQ8l1ou0cxw10Lz/+UTPqfiSC22Ovd0nadQFxwU7nbNbENqPtZs10rNT6q6wNX3WpryvqOqSJ5DHfnmWc10jUV4uzvAfYlq2pBwfZ/amBQE51TZebs7wPa+YM4xrzKW6Pup7s4SaWyCQJqJXYhSJXgLEkkzef2gN2vORUEQaCxTQvXD0TgHhsNs7w+yvtOfyGFclnb8nCo7nz+pgZcPeNnY7WfvUJgfvNjF/Go7N5/RNKGvum0mrl9Vzx3Pd/K3twY4b0F51nDulS0l/OZDc/j8o/vZMxji2gf38r3nO/nTZfOocJiT+aFVwW/Qr26KKfOz1STgCSoOb4vJwFgohhiLYzUZiCTyKTstRuwJd6WK02rEKRrT+lLq94kUCRT9zJPnTemzwWicsXAMf0Sg2mXJmks4tT25XKigpJCodpmTY8ETjGE1CoyK8USuaiFnKorn9o7iF+O0llv59Kr838dGg8AR9Q629gYZSgiA1S5zWk5cNWJhIDC5XK493gjRuIzDbOD0jP43nURiyjyQL1IhH20jYbb2BgnH8kdgZFLId2hy7IdqeKvLP+H3QTHO4EEvFQ4TC2vs1JdYMAgCi2od2EwG3ury89pBL1cdVcOxzS7Wdfj56SvdfO99rVx9rCKUvn7QS63bTFOZhc5RkTPv2sKrn1n2ng6919HR0dHR0dHRmTrvSZHUZrPxxS9+kepqpSCRWpRpxowZ1NTUYLePC1xvvvkmK1euZPny5dPbCDGA02bEaQWIgghOJAKShNNgBHF8EVJjhZo6I4EIBKIRMMKQPwZihHAohs8L82scuG0GHEYpcV4jO/pCiFKcoagBu2zhld0eHt02zOM7RojFZVpdZj66vIYPHlGphO5FtcVHKS5zx9O7sBPhxJklHFVrgFj6sXFZ5hfPd9A5GKbEIHBss4tjGt04rQZABCl98dnmibDhwCAO4MgGB7MqBSACOdZsnaMRDvT5mUqpitTwwFyY42Gs8RD1NpEhwoyNgVnKHTo4Eowx6BnDAZzVasGYeEard42wo3MItwHmVdlxW42cs6Cc9y2sxChEIMt6M+D34SDMDHsMpxDGKcSVfiKQ6DcqUaqtIkP+GFUOU7IvDYZERMCJhRqrEbWfFUu2fqn1e6eQ3qfT7iciEYhKOM05BE2xSHFHDICYwwGb5XrjzzAKRdyf1u/zoV4rEAkTTIgwpU4LiOnvTeu9qu+7yR7DQRi/34eQZZw6BfjLh5p4cucwz+7y4ItI7BkKsb0zzHPbBc5boKTROKvVwpObwwx4wvh8diocub8GxsbGcBCm3iZgjSsbIKkh9rmwIyrFXSbBgb4wlWaRphxF3qxGWF4jUGo0sKknyIYDYeaXyRPyNVaY4YPzbZzdamFdl4/1HX46B8P84vkQXzuzeYKj9KhaA2fPtPDaQS93PL2L+69YmLXQ1DF1Rp67ejaPbB3mbxsH6B0e5YK71nPBwnJOmlXKB4+oBNHKkCdIVIpjMRpYVOcgEIkTiEYxWSV84Ti7B4KYTWC3mxBDMapdynupr1X7bzSt/2X2y9Q+7Z3iOEqeyyXRGRWxmw04CWft/4GIlOzbAiDJBgJRAaeguNoHE78LinHiMgQDBqqdFgKSRLVV+T6b4RAwCjHF8Y6U9Vqv7e7FQZgzWt2YpRBImoelcdeFM1jTPkbXmIgoyXx4aZXSLxOXOLbOyKu7w+zvGca4qPgK9MFAAAdham1mbHJhbZoMPp9ynQqTKTkWi6XNE2Z7VwADTOq7tNDv0ELGfjgIb7f5aXeYOKHVjdloYGE5hAJx2jwiz27r5upjahgbi9M5JvLdJ3fxqePq+dE5Nfzy9T76fD5qXGZmuaF3eJQP3L2ef3/qCEoKyIlaEMWOIx0dHR0dHR0dnXc9giwXGkj834ksy8lQs3379nHSSSexceNG6uvr+cY3vsGTTz7J6tWrk4LqVPF6vZSWljJ2s5sS6zTEzOno/BfhjciUft/H2NgYJSXZUz/o40hHJzv6ONLRmTpFj6M8x00nG7t8HPWTt3nri8tZ0Zg/IgAxAHc0KH++pQcsuTcDij6/jk4WDsf40NHR0dHRmQrvSSdpKqn560KhEF6vF7PZzO23384PfvAD1qxZM20CqY6Ojo6Ojo6Ojo6Ojo6Ojo6Ojs5/Hv/1ImksFkvmIFVRw+szcTqdzJ8/n1tuuYV77rmHN954g6OOOurQNOzLuyGxozrgV0JuHRalYq1WeHBm6LD6mSqXiRqXhQG/km/UaBBwmo0EohK9YyJn3r2VYDTOufPLue2clqwho9n4x+ZB7nyxC4Dbzm5mdtXECrLbegPc+WIXBgE+e0JDIsRemx6vyF/WDyADRzU6aSnPX2jBG47x3N6xotqdjSMNB9IKTGTjG/V30W6dR0CUeHb3KIIAN53WSLbH1+6J8LeNgwjALz44m9KUAiDfe76DHf0h/ve8Fs6eX5HzutFYnIe2DPHTV7qRgb9fsYALF1dqHjvgF/GFJSIxJbw4Wwj7gF+k0xPBbjbgsBiwmgwYDQI1ruzVoyeDVh/MGVqvhdcL328o/PiUcVQIqeMoEJWS7T1UzyISixMU44SicZrKrVmvE4hItHsiWE0CbptR87h/bR/m8r/uQgC+cPIMLllahTlbufsEz+4a4RvPtLO41s7NZ4znvx0LxfjsI/uRgStWVNNcrh3SHpfhzhe6kIFz55clK2q3RPakFWnKxgmBO9kUn5X3uHycObe0oBDadk+Yt7oCCMDHj6nRLP6k4o/E+eXrPcRlZWwvqZ/orNo3FOLbqzsAuPn0Rj60tLgNMykuc9uz7Tyz24PDbGDN546kwW3J2gcz5/VcKSPU3wVFiaAoJz8DFD2O2q/ejNvtptqpnXM0F1ptTL0PIO2esn0eEsUIRSXnisOihOQDyfMDXPyXHbx20Mu3zm7igkVVRbU1lZgk88m/72LXYJiWMgs3nd6kmTu7ENZ3+Pj5az04LQY+dVw9NvPkXbl7BkP8Y8uw5u/KbEZOmlWC2Ti5wly93ghvtE/MEVoMhX6HTmbsnzyrhCrn+L/V9gwG2danpBVoLrPwwSVV7B8O8cRODwAfWlpJY4mVn7/WgwzceFojP3qpi7gML9+wtKCcyzkp9vvoHaDDE2YoEGVn/+Rzs+vo6Ojo6Ojo6GTnv1ok3bFjB9/+9rfp6elhzpw5nH322Vx++eUYDAYkScJoTF8MRqNRNm3axIEDB3jjjTemPw9pKhbneLiT2UxZqUz3aARr3IBbNjLTnS5GOi2QuoQfjEDEYGIwYqCmwonTaUurOhwLxvjEnzYzFLVwdJOLWy+Yh8EgUEhuBW84xt6hEC/sHeMvG4YAG+ctKKeltgIpI3dfTJK5+61egtg4tsmFxeHKlmKT4UCUuzcMIWGjvsRMbUUJkTxleqW4zMudowSZnqq1IQoTw6IGGxGDnSFRJIiNaocZyeTQTDUnyzJP7B0jiI2z55XhcpekHTcm2QgiY7C6kM3pWeA6PBEe3TaENywhSnFeb/PS74sCNq4+tpYLjmzKWsrY6bQxGAljtQsEMOG0ZLk3sxmzzUxMANlsxKhWuJ9iRXnIqPye0gcDokTMKDMgxnGSvYjLBCxFJvNLHUcFtDMgGrCarAQQcDpTijfJuSvcF4v6LGRBIhaXMBsBswWyvKNARMRiNxGOydQ5bZrv5sIjHVy5P8Ldb/Tyv68M8/u3vZzQWoLFaKDEZuQDS6omiJ0Ga4QgNsbiNiTTeN9zuWHVvDr+vWeUx/dFuG5lWZqrPhW708VQIMagaKHOprQ/aihsPIawTMvYfbkzxhlzXXk3eWorbJSOGej1Rbl7g5frV9VT6dTOJWx1wKKmKtZ1+Ln7LS8/urAKU0ZBnNZaO6csiPL0Lg+3vjDEfq+R0+eWMrfKXpBoawBuvWAhHcE9bOj089EHOnjsk4spdZqUfpYyfrAYJ87rGfN+KgO+EL6IgUjUyIwyKxiE8f5V5Dhqqa2kpKSEQETioE/JOZlZKC61wGDqOMlsYyAiMRgBq90KZhM1bgs1FeO/y/x8ICISM8qYDAKtFZbEvYlKUSqU9xEzjv+5sbqc4EGRHSMC7zNPPkP1b9f3sHEQHGYHXzxrNg67adKpRI9osVG6xU+vV+TpAxHet7A863jKxxs9foLYmFNp44gGJ3FZxhdWxOPaEjNxo4HIJNsZFgwEKawIYTYK/Q6dzNiPCHYihvHx2lJrB0uYDZ1+do3CrzeM8bEVNZy20MaTOz3cuyXADSeUcMzsWl7aP8bz7SLHzq7jhX2jXPmPTl79f0dSlaMIWF6K/T46xHR4wiz8wYa0jYSqLPObjo6Ojo6Ojo7O5JicHeFdwJ49e1i1ahUWi4WzzjqLAwcO8MMf/pBPfvKTABiNxglV7EtLS/ngBz/I2rVrD61AmoHTYsRkUFyk2VTMQETi4HCIg8MhAhEJh8WAP6z8X4t73upnU08At9XIne+biakAB2n3WIRbn2njxF9u5uP37+EvG/oBuPiISj5xTK3mou+fW4fo8Yo4LQZOm12W9dyyLPPotmEkGcrtJo5rLiloEbm5J8BY+PAtVDpHleVormrLXWMivb4oJoPAJcsmOs1ice2KxFt7A1z+1538dm0ff980yMNbh+n3Ral1mbnt7Ga+e26r5jMKRCQGfCIBUXn/RoOQs5q802LEbTPitioOxWwVqifDgF+kzycqFa2txuS51T6t3n9APLyLTbWSNoAp8bxS25t6H9OBeu4alwW3VXn++d6R0SDgsBgIiIn3G0l/ZoIg8KuL5/D981updZvp90V5eOswf980yG/X9nH5X3eytTe90Igl4TSNShMnlkuXVWMyCPR6RbrGst+36v5Tx8LhYCwssaUnfxEVQRBY2eKm3G5CkuGx7cPkSrt92uwynBYDPV6Rh7cOaZ7vE8fUcvERipv7Lxv6+fj9ezjxl5u59Zk2esbyPxOTQeDO983EbTWyocvPQ1sGs46H1Hk9c87XRAZHYqzl6l+FEhAlfGEJX0LMVH+mjuHUP2t+PiLRNhJGiseJxOQJbdL6vFOj/ak/y/zz0oTj97m9owQnOa9IcZk/rlO+365dWZesbj9ZzEYDVx9bC5CszD5ZDgwrxY5aK2yYDAIWo4FKp5kqlxlzkZEgmRTy74DDidYmSEu5jbPnl+OyGBgLS9y9tpfWChurWhWX6N1v9HLO/HIE4NUDXk6YWUKd28yugRC3PH3wHb6DQ8tQIEpQjPPXj87nrS8uZ+eNR9NcQDSOjo6Ojo6Ojo5O4fxXiqSyLHPPPfdw1llnce+993Lrrbfy9NNPc8011/DWW29x2WWXAWBJuG7+9Kc/0dbWRl1dHffffz8LFix4R9urikogE5HiExeWiYVnv09MLl6dFiNzqhW36UBC3FEXn/G4zK/X9ABwzco6at35nR8Pbx3i/N9t4+Gtw8RlqHKaWD7DyQ2r6vnI8hpNsW5nf5CHtyjCwnkLKrCZs3enzT0BusZEBOCEme4Jji0t+rwi+4cnVxk7G0NyCZE8ThhRsOA1ltLrFWnzKCLIymZX1uMH/Yp3dnGdIy3MXsWReC7+FKFj0B/lmgf2MBaWmF9t5wsnzeDm05u45/L57LjxaK5f1YDRIGiKZarQMOiPYjUZ8rofnVYjMyvtzKy0p7i3tIW4SaGhQaWKhLkEnOlqR77zqEJLTpF4GkrYZbZD69lrti8xB1hNBgb9UU0hKhCRGA5E+eSxdaz73HJ+d8lcvnteK186eQZzq2yMhSWueWBPsj/CeJ/T2kwptZtYXKs48VI/k4na99s8Efq8ipjqNZYiCrnHUUg2MyRPX5GGfcNh+nz5RWyz0cCqVjcC0DkqsjmHuGozGzhvgWJz/OeWIc0QVkEQ+MjyGm5YVc/yGU6qnCbiMjy8dZjzfreNRzTE1Uxq3ZakiPabNb3YE+K1OpYH/CIDiXubU21PurF9EYl+n0jbSHhC33ZajESkOCBPmwMaICLFMQokx6yWYAlknZusJgGjwUBrhS3pRFWP1RREUzYrcv1M/fnVx9bRVGale0zkZ6/2TOoee70ioWgck0FgVev09NFlDS4+vFQJ/3/1gJdILD6p86jOQF/i2YpSnHUdPp7YMcJrB71EpcmdVz13mX1q/WRILiEk53YvTmbsGw1QYtNum9tq5PS5ZZTZjEhxuP/tQU5oLaHWbUaKK/++OG+hMo6/93wn1x1XB8Cf1vXTXcBGxruNhbUOVjS6dYFUR0dHR0dHR+cQ8F8Zbi8IAt3d3fT19SV/5nA4uPrqq7HZbPzqV7/ia1/7Gt/73vdYs2YNd9xxB88//zx//vOf03KXvpMERAmfKDESiIJMejiiKCHF44yFY7it4460gCgRgQkOuVcOjLFrIITTYuDSZflztnmCMb79bDuSDItrHVy+opp51bnDGLtGI3z33x3IwJI6B4vrsh8vyzKr94xC4li7ubBF2u7BUEHHFcOsmXP4gv0BSqQxzPFwMq/iN+rvSoYQe42l7BOreKNNafPK5tyLEdVhly3/ofoeveHxMMctvQGCUWWxe8/l83FajDy4eZCtvQEuWVaNzWwYDzkVpTRxUxXPVHer05IQIvzpYbK5SHV0TUVcqXFZcFqkrCKo05pbvJmuduQ7T7525LuP6WpH2rGZ7ywhjFW7zMmxHYhIafNALK6EJde4LewZDFFqN/GZExt4/+JKTv3NFoLROFt7A5w+twxQco8CWe+rodTC5t4AnaMRVjRqbwQ0l9tY2ezmzQ4fa9q8nDanDBx1fL4p9zg6EHLQ6Z+Yw3gq7BkIUVfApo/DYmRxnYNtfUFW7xllWYMzq3N9cZ2DnQMOtvcF+e6/O7jzgpk0lk3M0XrqnDJOnVOmtGMwyP0bB9neH+S2Z9s5dXYZ5Y7cX6eXHVnN79/sY/dgiLe6/Zw6pyz5zrXmcQCjAGPhGA6zYcI80D4SZjAgUuE0T3n8DPpEjFZlXplRaiUSiyfnmcyx47QaNecmSBdWU/OT+iJS0smeilb4fSaZY8ptM/GNM5v51D/28reNA1x3XF3RIccdiTm71m3GMI3uyg8vq2JNm5cer8im7gArW4rPiTmz0ka/P8qbHT52DQTxhqXk/k2fL8qrB7yTzktqMAgc31LC07s8RX9WpVOuYX7gLqoEL3bEZH7SEwJ3JkPxh+QSOuWaos5b7TTnTKdhNRk4eXYpz+0ZZSQY44V9Y6xqLeGRrcM8sWOEH144k36fyFtdfu5+o4/lDU7e7glwzQN7eOzqxVjz5G/W0dHR0dHR0dHRgf9CJ6kaWrlixQokSWLXrl3J39ntdi655BLOOussXnzxRTweD6tWreLGG2/kO9/5DiaTadJ5xIplguPMYsQoCIBAXE6ENiaOATAaDMyutFOtIYB5gjGclnHnzRvtSqjfSbMKK3aycyCIJCuLlFvPbs4rkHrDMb7/QifRuExTmZX3L85djCgYVQrXAMytLlw0sRTgNi2GVa1uatwWhk11HLTOp906L/m7dus8DlrnK//Fqnhx3yiSDDNKLZwxtzTrOYcD0aRT7bgWbeeM1aTcRzg2blVsLrMmi0Cd8MvNrPjJRm7/dwc/fKmL/3loT7Ife4Lp+eMUp9b4sFXFBdV15gtLExyIyc/mcHRl9sdCHZ7ZHF+FouUsOxznKfQ+8j2n1Hbke4aZoc1Oa3pIvtVkmPAuPUGlEN3/PLSHH77UxTeebmPBnRs48+6tgJKWsilF4Asn3Gy2LALBykSf3dwTYDiQ3U16xtxSZpRakGR4cd8ovnAs7zgSypqSIbHThcVU+JwwLzHXhFLmn2xctLiCpjIr0bjMnS90pm1oaJ/bwa1nN1PlVML6dw3kL6JSYjNx4kxlLlmbmKOT/c5inDDWnVYj1S4LsyvtGBOFBtX+FBAl4rIMCBiF7OO4UJIiZIFpMrKNN7UPD/jF9DQBiakvM9w+X/i+Suqz2dob4OYnlTDqI+odlE8iVF51JFc5pndT1CAInLegHID1nb6cqR6ycXSjK/ndMJYQSGtcZs6aV4ZBgOFgjHUdky++5LIaOXlWCbYCx1KNy8x5C8rTXJ6dcg1vx+ekFWbaFJ/F2/E5vB2fU7RACrCoNn9+WavJwDFNymbO291+5lXZqHGZ8YsSv13by+dObKDaaWbAH8VqNmAzCTy728Nl9+yckgNXR0dHR0dHR0fnvcN/nUiqipznn38+e/fu5Qc/+AE+ny/5+5KSEr7whS+wfv16XnjhBQCuu+46Zs6c+Y62M5ia5y2x6G0pt7Gw1pFcNKfmUWytsFFiMyXFl7aRMN5wjKAYT3MwBSISb7QpC/BCFh0A+4cUx+bMSltekTguy3z/hU4G/FHK7SY+cmRVXkeLGvJrMQp5C6+k0qTh5posx7e4mVGa/3yeYIxXDniRZKgvsXDlUTVZ788fkXhk2zAysGKGi4VZnre6Tk5dpM2ttnPfFQs4vsVNLC4jSjILa+wYBbj3rQEe2qyE8Ga+24AoJcM4M8N08+W+zHRk1bjHi6SkpmvIPLZQJiPQTFVkncp5JtPebCJP6ntQ25HvGabmioX09wAk3Xyp7St3mPjX9hHufWsAowALa+yIkkwsLrOqtYT7rliQthERTZwrnkWsWVTrYPkMJzLwyLbhtJQQqZiNBq48qob6EkUoffmAd4Kop8WMUivHT8JNl43GAsawitEgJDdast2Xitlo4LIjqyizG+n3R7nzhc68ApcgCMyqVJ71vuHCXO9qeoM3O3wT+l65w0RQjOMNx5Lh9U6LkRKbidYKxZ2bKmbWuC0srHXQUm5L+x6JxeWic3VOyNOrIdqmkmu8ZW7Y1Lgs1JVYkm7pVHE13+ZGICIx6I8iJdKLdI1GOPXXm/GEYiyuc3D3h+cW9Z2isjcRpVBfWlgRomI4eXYpJoPAcDCWTNdSDJVOM184qYEPHVHJFSuquWFVPZ8+vo5VrSVck0jZ0OMV6ZpCjuBat4XzF1ZwZIMzOf9kUu00c3yLm5NnleCyGqd1HKe1xWXmfQvLsxZYm9AulxmnxUBchr1DYT50RCUGAd7uDrCm3cunjq/DKMDadh9nzy/HYhR4bPsw//PQ3kmJ1jo6Ojo6Ojo6Ou8t/utEUpXZs2fz4IMPct999/G1r32NoaHxvHEWi4Xly5dTWVl52NrnsBiTIkimQKWSlgsuZVGq5n2LxGQcFkPaYjYgSuxLiJ6zKgusQJ0Q3ZxZikClsrHLz76hMEYDfHRFtVJsKg+uxCJMlOS8YkUqDaUWat1Td/qsanVrhs+mEpNktvQEeG7vKKFonGqnmY+tqM4ZovfItmG6x0RMBoErjtJ2zgz4RNa2KyL9gpp0EXVJnZPfXTqPf1y1kIeuWsidF8xKhn66rMYJrkSlIIqSf1DN9QnjYbr5cl9qCRJaBY1Sj1XvoRCH6WSE1cNJrvZmc4xC9udUSEGaVFLzlaqfV8+vCkpSXE4TzEwGgYqEcG4wCNx5wSwevGoh/7hqIb+9ZC5L6tJroat9bm27L2tRqiuPqsVkEOgeE3l023DW52U1GfjYimqqnWZC0TjP7R1lS08g2e5sNJZZp8VRWus201CEqOWLSIiJglWFiOdOi5GPrajBKCjiy8bu/G49dc4M53GqqsyqUubk3QOhCf3FE4zhsBiIxGSsJiFtM8OZMR+kkirUq5sohczLqVSnbJiofT5b+oBC8v+mbtiobU+G76c6TfO43ttGQvjEGL3eCFaTwM9e6WIkGKOl3MpvL5lbUKSEFqqwmqfrTgq7WXFqApo5bgvBbTOxpN7J7Co71S5zcvOyodTKsgZljL/R7mN7X4CRYJT4JG7EaBCYW23n3AXlXHxEJWfNK+PU2aWcPKuE8xaUc+qcUhrLrMlrl9hMSRfndFBfYmZVq5uTZpUU1V8FQaAy4QD2ixI1bgtnJNKL/HPLEPNrHHzq+HoAXto/xh3ntyIAf17fz1ceP6ALpTo6Ojo6Ojo6Ojn5r8xJqnLaaafx0EMPcckll9DT08Mll1zC0qVLuffee+nq6mL27NmHrW1OqxGjYMQbjuEJKTnngtE48biM3WzEaZGyOnVSBZrM8GtZHs/lWaiT1J4oLBSJ5V88PJYQUVY2uwvOA+e0GJldaWP/cJj9w+HkIi8fBkHg5Fml+CMSfT6RXq9Iny97SHAqZqPA7Eobc6vsOQtKqTy1y4M3rgipi2odXLCoPGfu1D2DIQ4MhxEEsuYwDEfj3PVGL7G4zMpmNyfO1A7HX5B4T9c+uIeoJPO+hRWct6AcQRDG8/r5xKQwnpq/b9Av0ukJU+k0F1TAaUIhlEQfMmmFzWrkHsyXc9MTjCVzpb4byNbezPvMzAeaSeqYTP4sTx7U5LUiEoN+keFAlEqnOS2nrFKcSxHM1Png4qVVnL+wgqd2jnDH8x38/tJ5Wc990swSjm12s67Dx91revnqaU0TxkNjmZU7L5jJVx4/wP7hMHsGQ8lQda37/OSxNTyxw8OO/iC7B0P0Dkcgz5CeUWrlgkVm9g2F2DVQeK7hOreZ+hILdW5LcrPl/7P33nGS1HX+/6uquqtzz/TkmZ2ZzTkAuyTJCoiAgIAYEBPeeadf9Ty9w3jqqaennvo7PfXUwwyoiAFBUBBJArILyy6b4+zM7uzknulc1V1Vvz+qq6a6uqq7uqcnv5+PB49luit86pO6Pq/POzhFyxK+qtHrOAxDU8CN85aG8ExPHL/bM4ptnaXFXU0cdRpnWZuTDw6nIGRl1Bn6UsTv0gVyzVrUiLE/DcVFxDMS0lkJLMvovx8RnwthrwtepXLL7II+n58XrOrNSfzf5R6f7TkA9LILOUUXvo3X0i1iszL8Lg6hehdysoLvPqfGGX//RR2oq1IgBYAt7WqH3dWfgKIoNQ+zc3ZXCI8dUWODX7lGrip+qB3Xb2jQLSf3DaaxbzANllE9CSI+F5Y3eNEYqCx0EMcyqHcQtmBZg+refnxMQCyTgyxM/h4HeRZuloObU4X8IM/B62bhcTFgGQaKosDFMfC7OfjcbFUWwBqaVwaXf8ZzuoJ47kQcI8kcvv/cAN57QTvu2z2CwUQW/TER//6apfjUwyfwtSdOoavegw9e0ln1vQmCIAiCIIiFzYK1JNW47rrr8Mwzz2BsbAwf/ehHcf311+O3v/0tHnroIXR1dc1q2QI8ByGn5GOqMYj4XGAZxtJl2sp6Zygh4sRYRo9JCgDHoxnIihpHzJwkww4+v4ArZxEGqJYb1aAlhTk0nEZ/hdlmgx4Oq5p8uHhFHW7c1IhXLA2hq57XY31qeF0sltTxOH9pCK/d0IDN7QFbgTQlStjRNxmGIScrqPdxeNOZTbjljKaSosdwIqu7w1+7vsEyLMBIMotPPdyDPQMpcCzwkVd1lVy0jiazusXpN29cWXSs5narJfXRkv4MJbNIiDIkBVVZcBrd7s2WbUb3fqfuseWS18w17Mpr5RZs5f5utMStNmxAUpQgKUBClDGUzKoWgfm6bw669TAbGgzD4Js3qhs8z52IYyxlv3HAMAw++qoucCzw8kAKn/5jD0YsYo921XtwbT479K92jZTMdu9zc7jljCa8Ke+ebpw3dvTFkc5a90Ofm8Xm9gBu3NyI85eGsKSOL4qV6nEx6Krn8YqlIdy4qREXr6jDqiZfxQLpqQkBh/KbRWfZJKSyQzM0izuwetee3e0wfnJLkEdL0A1ZAQaTWb2/aO7tJ8YyBRa/dlabWqgGlmEKfj+0TZRKMY/1Uu701cb/1TwejGXnXQz6J4otnLV7LI14EfJy8PNsQRiBVgfJu0px0fIweI7BYDyLfVVae5Zic3sAPMcgLki4f+9YgfWioigYiot49kQMv90zit2nkxVZN7Isg+s2NOC6DQ1Y1eSF16W6nk9kJPREBfzl6AQeOzKBUxPCtFhNaknRXrEsrCeIA4BXr43g1WsjeOWqepzbHcKGNj9WNHqxpM6D9jCPjjoPWoLqZsdUBNIjI2mczm+Wahtcbo7FTZtVz6Anj02gb0LA9ZvUv/+/J09hWcSLD16yBADw+Ud6K34HIQiCIAiCIBYP80vRqJKtW7fi/vvvx9jYGBKJBNra2tDUVD7r+3QyHBfR5glgWYO3QJgyuw9qYthIMluQoCInKzg0lALHMUhnJX2xoLn3OXW1B6C76jlZt9y2rQVfeuwknu2JY0Or31GcT0CNnbitM4gXTibwTE8cr1rNoqGKpBkujkFnvUe33JRkBUJOhsflzDJFVhQcHk7j5dMp+CACeUOx27Y2o62xvqz1TTSVw10vDiEnqzFE33xWc9ExBwZT+NJf+pAUZQR5Ft++ebWtZZ7G33pVgfSMjoDufm3EyrITAHwuFhwYhDz2sUjtKMgsbWE5plkpu9hJi9ZS1pGlrM/K3n+KMUmruV6p8lpl9A6IXJEFnfEa1T6P5p4c5Dk9MVE5y9UVjT5saQ9g9+kk/tYbx9Xr7JOnrWn24YdvXIv33ncYx8cE/Ovvj+Ejr+zSLZg13nxWM46OpLF/KI27XhzC289uLSl6r23xY02zDwOj48Bh9bPecREHx6PY3O7H6mYfWIvx5GIZdNV79M2FSsdwOcZSWTzbo46nszuDWN/iPFncyXFB36ywC6FhRHu+SsSoFQ1eDCWyODCYwvlLw3q/GU2KEGUFY6ksNncE9TEey+RwIppBk8nKOMBzCDQUW4YD6u9LJaRECb5g4Vi3w6mFtBmtL2mWpi1BHj1jGXgCk21uHEPGmMmaGP2GM5txz85hfO2Jk/j2zatt42mWw89zuGFTI+7dNYI/HoxiY5sz7waneFwsPnZ5Fz77p17sGUhBgWrRPJ6RsLs/iWh6MkTOrv4knuuJ4doNDY5/TxmGwdbOILZ2BqEoCsbT6nvCweE0XjqVxFgqh2d64gh6OKxt9qE74tHDgswXFEVRY9sKEiRZ3bQYiIsYy4vtl6wIY3nD5HvOsgYvNrb5sXcghV/tGsGHLl2CvQMpPNMTw3vvO4L73r4e9+8dxbHRDK79vz149gNnOfIyWezsH0yhKeBGd8T5OyVBEARBEMR8ZtG8IYbDYSxbtgybNm2adYEUsI5faGXRpyXBUIUERRe01NiE7ry7GaPHpPvD/jEAwOom58JAJbYm2zpDOK87BAXAj7YP6fFPy8EwDK5ZF8HKRi8UAH85MlHSAs4pHMvAz5e3TElnJRwaTuNPB8ex+7S6aO00xDfsjnhKCqSKouDQcBrfefY0JjIS2kM8PnxZp6Ub5U9eGERSlLGi0Ytfv2ODbkVbikcORQEAV66JlIz5Z7TiagnyWNHow7auUMlYpHZYJXIqEAYrtBirNHlSrWOYVnq9SstrVR/mWMHVPI8Wm3RbVwgrGn2WCW6MaP3jspVqpvRHDkbL3mNrZxC/fscGrGj0IinK+MkLg0XHuDkWH76sE+0hHhMZCd959jQODadLCoAMw6A7MinsdNbxUADsPp3Cnw6O49Bw2tayVMPpGHbCWCqLvxyZ0EUpLWyFE46MpPHjHUNQoIYTKedqDwDapSsJCakl1npw/5gpWZeaqb7B756MRZ33NpBkVTAyJwwDoCda0jB+55RkttBivNbYjR2rhIQDMUGPw2u0cG0J8vjCNcvh5hjsPJXEtf+3Bz/fOYQDQymkHcaENfKmM9UNrud74xi1sK6eKhvbAnj3K9oAAHsHUvjd3jE8cXQC0XQOLKNuiF29LgIXy+B0PIs7nx/E873xiq0/GYZBxO/C2hY/rt/YiA9dugQXLQ+DZdSEZS+cTODBfWPY3Z90ZB1dayRZgSjJECXZNoGcRlaScTomYld/Ag8fHMcfD47jmZ44/tYbx77BlC6Qnr80pM9/Ri7Oh7TZ0RdHTlbwj69ox9KIBwlRwgP7x/Dtm1Yh4nPhpf4kfrtnpOh8YpKmgBt+nsVtdx/E+i/vQG80M9tFIgiCIAiCmBEWhSXpXMTFqnEGDwymUO/j0Bb2FCS4MLr5hjzqfwVWRKZkGAAwnMnh9/vUmKHXrLe3LDOjaRNO12bvuaAdSVHCnoEU7n5xGK/b3KjHeCt5H5bBLWc04e4Xh9E7LuAvRyZw2cq6kllttdhj1cR0i2Vy6I0KGIhnCyx3/G4Wl6+ux7ltLLDd+lxFUZNMjaVz6J8Q8VJ/EkN5F+RVTV78y2WdlklDhhIijoxkwAD43i2r0ebALXQkkcVfjowDAF6/pak4HqaFhaLmkmvsExqa9bHd9xrlLD/NFmO1tvys1PJ0pq9nft5yFnRO7l+qbeza1lwOrX+8blMjvvF0Px47MoGRZLZsjOCOOjXZzZX/+zKOjGQwnMgWxWMNe1349FXd+K/HT+LISAb37BxGS9CNMzsC6Kjj0eBzIejhbIXHt25rwfMDMv58eBxxQcKu/iR29ScR8bnQFnKjO+KpKtmOk3lgNJnF40cnICtAd70Hrz+jSU+EVo7dp5P47cujUABsavPjPRe0OzpP0yKtLGbtuHpdA376whAe2DeKz71mqW6trVn2msfXsgav3ifM8ai1v5OihIGYgPG0hK4qrAYTGQmhkLMEV9XgxPpU3RDM4uBgBmtbfRhKiEiJMjwuRu8zfjeLX799Az74u6M4OprB5x/tA6CGafi3K7vxuk3ON0DXtvhxdlcQO/oS+OPBKG7dWt5yuFIuXx1BgOewuz+JwUQWDIBLV9bhnK6QbsV485Ym/N/fBvDciTgeOhDFoeE0zugIYEOrv6qNg6CHw+Wr63HR8jBePJnA871xjGckHBxO4+BwGk0BF1Y1+dBZx9c8FquR0zERR0bSGExkC94tfG4WPjcLnmPg5hhIMiBKMhKCjEyuUOxmoCZwdLMMfG4Wq5t9WBrx2HqhtATdeuzuUxMiljV4ceWaCP7vbwP4zcsjeOu2Fty4uRE/eH4Q9+8dxZvOqn2bLxS6I17sv+NsPHVsArfdfRAjySxZkxIEQRAEsSggkXSWaA7x6EvK4FhgPC1hZZO1O7NVEgzjd0YRZXtfAkJOQVe9B5vanCVtAiaFh5RDaxw/z+Hjl3fjf589jSePTeA3L49CkhWctaS8xaTHxeLWrc26UPrYkQmsaPRiXYsPfjcLBWrMz/4JNd5mLKOKwC6WQdDDosnvRsTvAs8x4FgGWUmBIMmQZNViJScryEoKhg3nanTXe7Ch1Y8zOtRYpYxUGIsuJynY3hfH7tNJjCZzyJqssThGjbv2lm0tehxXMy+dSgIAtnUGHQmksUwOH3nwOHIysLndj5ag21IAMScRigsSoAABftKyzCiixTMSwKjf24qknsnrG/+2o1zClkqp1m13pq5XyfM6FZDNbWcWQa3azlwO7bhzu8M4oyOAXf1JfOSB4/j6DSvKCpBtIR5b82Evdp5K4NVrI0XHNPjd+MxVS3HXC0P408EohhJZ/OnQuP69m2XQGHBhS3sA53SFYJQrGEa1Wt3Q6seu/iT2DqbQNy4gmlYT1O0fSqPOy6Ep4IabY+Bi1XHMsYCHY/OiiQJRUhBN5TCSyiIhyLplZJ2XQ3NAzXLfHHSDgTpvHRhK64mauus9eMvWZvAuZxsrO08lcP9e1QL/khV1+MdXtMPlMMZoOj92eJdzsWlzux9d9R70jQv48+FxfUPLru9Y/QYU/U7wHMbTEjgWSIkyuiqN2Vmi+LXeHNGuOZQQMZLITrrh8xzEHLCknsdEWgLHZuHhGAg5Vu/zOVnBud0hPP6eLfjG0/3406EoDg+nkcrK+OyfenFedxjtYefPftvWFuzoS+CBfWPYuiRYFIKiFpy/NIzzl1on7QPUjYl/vmQJHtg3hp+9MKQnOHz4QBTdEY/+PJKsIOx1ocnvUoXDMhuHHheLVywL47ylIRweTuPFkwkcGslgJJnDSDKOrnoPNrf7EeA5SLKCwbiIdFZGNh/mI+ThwHMsMjkZmawMQZKRlVRvljpvvh9kJ2N7no4J4DxuZCUFh0bSOGURaxYA0lm5pOVvxOfCsgYPVjZ6sarJV5CYshwMw6A54MbJCTXR47IGLy5aHsZvXh7ByQkRv9szistW1uMHzw/isfzGJGFPd8SL9a21t7ImCIIgCIKYy5BIOotoVlzNQfeUFp9DCTXTseamV2m2Xk1QPTScQk5SHAkELo7Bey9sh5tj8OfD47h/7xhSoowLloXK3tvjYvGWrc34zZ5RXdw4NpoBy6gWWVauojlZjbs2npaAUcePhjXNPmxo9WFlY+nkL/sHU/j94ShiBndEllFdzlqDbmztDOGyVXVlrRRP5F3Szugob1l7YCiFf/7dMfSNC/C5WXzkMjWRWJF4aRH3kmMAf/64nrGMnsRKE9FC3uJs61YkRQmxTA7DiSyWNXinbCm5kHD6vJqbsLENSl1Ti6NoFMG1NmgOuhHyckiJkp4kqlTc08+8uhu33nUQf+uN440/PYCv37AC61pKCz1ndATwwslESfdJnmPxznPbcMsZzXj86Dh2nkxgMJHFSDKLrKxgIJ7FQHwcz/XGcd2q4jiKXjeL85aGcN7SEBKChKOjahbuQ8NpTGQkTGSqc/vVzj0ymoGLZSArSoGr+7oWH27c1OhIIFUUBc/0xPHo4XEAwBWr6/F357c5tgrN5cUgANhUQUxLhmF0t+POOg9GklnEMxJCXvsNsXIEPBzWtfonrYOVyuq3NcjbJvqr1eaI0YoaUDPcy4ohjIzhGVLZfIgZABuavAVzojZuPnjJErzngnb43Syu+8FebO9L4H+fPY1/v2qp4zK9anU9XrWqDo8dmcAXH+vDf1y9TI93bVUPjxyMYjwjwc0yCHhYtIV4nNkRnHJsS4ZhcN3GRmzpCODZnhgeOzKO8bSEA0NpHBgqDmlT5+Xw2g0NWOUgrA7LMFjb4sfaFj9imRy29yXw9PEY+sYF9I0LaA64MZ4u3hR0gh8ZPa73sycSSCFX8P3WziDO6w7qlp+ZrIyJTA5xQUI6K0PIyeA51aq03udCY8BVMmmiEzQras161c9zuGptBHfvHMazJ2J4ZT7Z1EgyW/G7EkEQBEEQBLHwIZF0FmkJ8QVJWZKGmHPApEijLXytErgkBQkjySwkRdGTNZ2OiTg2mnGcvGl1sw8RnwvRdA4HhlLY5MB1HlAXX+8+vw0+N4sH9o3h0cPj2DuYwqvX1GNZQ+l78y4WbzyzGSeiGTx+ZAI9UQGyoiZWCvAs1jb7sLLJh6X1HrjzWYIH4ln0jquWMJmsatVidN3jWDVbsodj0ZCP0eZzuHj9zZ4xpOBFo9+Fm7c0YUObHy1BviK31UPDaTyfT8C0ukyipj/sH8OnHu5BJqdgacSDn926DmuafZbWo8a4mUNxER4Xq8ewVf9mirJaa/EMyyZh4TkMJ7LwuJiS7v3TYU0217GztLVyf7dqA7trtoAvGudaGwDA8kZfQYIuc/sbBasr1zTgd+/cgL/75WH0jgu47a4D+OxrlpUMt6ElEftbbxyXrKwvmVQs6OHw2g2NeO0GNVN0TlIwlBSxbyCF+3aPYDSVw2/2jOlCid01zugI4oyOINJZGQeH1NiCgiRDzMfbFCVFtzBzcwy8bhZNARe6671oC7kR8nDISgpOjAs4OqK6DSfFSWu0ZREPLltVh6UO3UF7xjL408GoniX7tRsa8NZtLRUJJvuHUhByChr8Lqxqcu6Gemw0g4GYKhYujeTnN1GCkJRtw2MMxUX9d8AcZsWYjV77jYjFKosf2FwiNu9UNkeKrKTzVtQhL6f/Z3xmLb7qvoEk0lkJHMtgKCGiBXxx+A9RQl3+3C9csxxXfvdl3Ld7BPsHUwh5OCzPWxGe2x2C36bsLMPgS69dgb/7xSHsOp3EHQ8cxyuWhXDJijosb/Ai5OEwlsrhpf4E7tk5XOSdAKiC5b9d2V0TV+SlES+WRrx4/ZZmHBlJ48BwCifHxbzFteplcWwsg4mMhLteHMZlK+tw8YqwY2E/7HXh8tX1WNvsw2NHxnF8TMBwPh5rnZdDe5iHh2ORzskYTWYh5GQE80nlAh4OPMdgLJXDUCILjgGaeF4Pat4WcuN0hkVWUrCp3Y9XLA0VCe9BD1dys3KqKIqCRH5ssIaf/k3tAWDnMF44mUA4f39JVmO2hqoI/0EQBEEQBEEsXOjtcA6hCWPRVA4Rv0sXSAVJxnAiWySS6hZsHANBApY3eHHpijo8cWwCH7r/KO65bb0jkZBlGFy+uh6/2j2CH24fxBevWebYVZVhGLx1Wwtagm78ZMcQTsdE/HjHEM7pCuLKNfVlXQKXRrx4+zle5CQ1MYkoyWgOuosWfY0uFo0BNzZWEEagHOOpwgXv6zY14vVnNNm60huRZQVHRjM4NppGXJBwfDSDHScTAIAldTwuXVlveV5OVvD1J07hxzvUxDmvWRfBXW9ZVxRjzU6YsIpZq/1rFPW0RF4BUT0+JcqWQruWPKWUe7/tZw7E1Lkirjopl+VnDurCqg2MaAKXn590G/a42MnzLdrAcft7OFy5tgEvfmgr3nLXAfzxYBR3PHAc+wZT+OAlSyxF/ktX1mNJHY9TEyI++VAPzu4MYnmjKgitaPRhVaPXNpani2PQEfagI+zBJSvrcO9LI3hk7yn9+/GUhEAJwdTnZnGmg7AcVvAuYEOrHxta/bhWUTCcyILnWIQ8nGP3+Kwk45FD49jep45VF8vgbWe34Kq1zhM8AYCYk/Gj7eoYftWqesciVTor40P3H4WkqMmhVjX5MJzMIpWV4eEY9IxlLC26jb8DCKLod2KqYyspSMjERcs+XCqMRbnxXTBWDFbUpWIlJ0UJEb8L6awMPr9BZg4rYmZLewBvPKMJv9g1gn2DahiVv/XG8fOXhsFzDM7rDqmxQLtDWNlYuCngc7P4n5tW4f2/OYKX+pN46lgMTx2LAVD7h9GzYVnEg0tX1kFWgGg6hx19cQzEs/jin/vwH9css42VWSkuTo1Ra+X+n8nK+NmLaiiMx49O4OhoBleviyDsVee1Y2MZ9I2rbvBujsWGVn/RRkhnvQdvO7tVj6HdEeaxtEzyQivcUgp4Xv3/289tRZbzz6p15q7+JEaSOTXGr8GiXhNmtY1VjgEkBYiTSEoQBEEQBEGYoLfDOUSA53R3RCEnoy7IA0FYJljRBFJJVsCxLJq8LCRZwb9ftRS3/GQ/joxk8LUnTuLjl3c5WrC878IOPHZkHH3jAj71xxO4bWuLY4tShmHwmnUNuGBZGD9/aRiP5kWIIyMZXLshUrQotcLFMXpsuulGURTsPJXEY/tO4yt5Qedd57Xi4rXOkji8dCqBHzw/gIF4YawuBsDrNjfiAxct0cUAIwlBwofuP4ZnetQF+Mcu78LnXrPMMjmHnTBhFbO2SNTIC2kCVDGlLyog6OUshXbLa1oIdFafWSWYMrud1zqOabVYxXU1hxmwKquTuigXC1UTuEajWazKixVWmb7LtWupzxsDbjz4d5vwbw/34It/7sOPtg/i0HAaX7t+RZHlVsjD4We3rsM3nj6F3748ih0nE7rADwDtIR7vPLe1rJjJcyzesq0FXYEcsF/97DvPncar1jM4a0lgWoUSlmHQWmHczaMjaTy4P6oncbtiTT3edGZzxYmk9pxO4mcvDqFvXECj34X3XdTh6DxFUfC1J9SEWA1+F77xupU4ERXgcTFoCriREmVIsmIplDYH3QWWpEW/E1OkN5pBY0R1M69knJYb38axUiq+NlDoSRH2uhD2uvIbPPnQE4bNBQBF9/3QJUtw1doIhpNZsAyDfYMpPH50AsfHMnjqeAxPHVfn3Rs2NuIzV3UXbOBF/C789Na12DOQwq92j+C5EzH0T6hW2xyjxma8aXMjbtvWUnDeeDqH2+46gJ6ogG/99TT+7cpux3VXLV43i787rw0rG734/nMD6BsX8L3nBmyP39WfxHndIVy5pr7ot6alRJiFaqnluB9OZDGaysLnYsG7WCiKAgWq6BnycPrmhKwoODaa0WMnv+nMZtT7Jse1mE8I5XGxYBjVtX80lcPzvXG8brN1eAWCIAiCIAhicUIi6Rwi4OEQEDk927EmiGjCltl1UXXxhe7a3jOWwZI6Hp9+dTfe95ujuGfnMLwuFh+6dEnZhUtT0I2vvHY53nPfERwbzeCzj/TinK4g3rKtBR1hZ4uIsNeFd5/fjvO6Q/jOM6cxlsrhZy8MY1ObH+d2h6Y9m64TRpJZ/PFAFEdGMzDa6Fy2sh5OovgdGErhS3/pgySrYtO2ziCag240+F14zdoGWzf70zER773vCA6PpOFzs/je61fjxs1NGE1ma25laU7o1RXx6JakRuyswCyFV7Orq0HQ0EQaO7fzaCqH5qB72q1MS13fWA7AOsyAJj4J+Wtpz+zUss7ueTSBKxJxwcUyuotwrclkZXzw4iXY0OLHu391GM/0xPDWuw/i2zevKkpm0xx043OvWYa3bWvFwwfHMJZSBeMXTiZwOi7iS3/pw2devRRry8Q3BYBXrqrXRVJFAX6/bwz7B1O4al0ETYHaWNZVi6yoWa6f741jz4BqYdjgd+G9F7RjS0dlFq39MQE/e2EIO/JWqDzH4CvXrXD0jKpAegr37BwGAHz2qqVoDrrVuJs5Bcsa1DlW22TQxpbWn8yhWcy/E1OFdzGIpnLgWEbv+3ZYuf7XIk6xJri6WKbgWbUQE0JO1i2jzXMPAHRGvFiW35AbTmTxtrNb0Rx0Y/9gCvfvHcUjh8bxxNFx/G7vKLojHvzDK9oL7s8wDDa3B7A5vzmYzsoYSWbRFnLbekTU+1z479etxA0/3Ie9A0lksvKU45M65ZWr6rGxzY/vPzeA3f1JKFCTqm1o9WNzewAeF4PDIxk8eWwCf+uN4+hoGmd2BLG53e9oY0DJx/u12sSbThRFwd6BFP7WG8dJm+RPgBozPOzlUOd1YSSZ1cNvrGj0FoUbyeRF0gCvts216xvwkxeGcM/OYbxuc9M0PQlBEARBEAQxHyGRdI5ht+gcios4MJhCvY9DW9hj6eKruexetrIOH7+8C1/4cx9+uH0QWVnBR1/VVfbe5y0N45F/2IzvPnsaP39pGNv7EtjRl8CFy8N405nNllaIVpzREcTXrl+BX7w0jIcORLFnIIU9AykEeRYrGr1oD/NYUudBe4h37CZbKYqiICZIGIpncTouYiAmYiCe1a3IGAa4eXMjcNz5NXujGXz5sZOQZNXF9j+vXWYb687IX4/H8K+/P4aYIKE54MZP3rwWWzuDesItq4QtZoGvpEtrBWJnwXlTsPLUrLqMIo2d27lmIWxlzVlLK9NS1zeWA7AOM6BtUkylTqzONQtcReeVc1l22Be0/nTh8jB+984NuO3ugzg8ksbNP9qHr1y3AhcuL86wvbrZh9XNS/S/U6KEjz7Yg8eOjONLj53EZ66qLNbizVsa8bOXkzgymsGRv55GxOdCW8iNtjCP9hCPlpAbYQ83bZslOUnB6biIUxOCHps5YYhdevW6CN54ZrOjcasxFBfx85eG8dfjMShQxZk3ndmMf3hFOxodisBf+stJ/OyFIQCqQHrxijqkRAnNQd5yDtd+BwZiAsbTEta1+gtF0honUQt7XGC97oIwEHYUhIBptxb8tT5rDi1RinIhJrTNBS0us5CTVYvahHqMZp2tbdYMJ9QNqA1tAWxoC+Cjl3fjh88P4PZfHMJPdgzirdtaSvYDn5tFl00SJyMrGr1oDrgxnMzi9/tGcdPmphkTFluCPD5xhWq9qllZGkM/XAXg/KUhfP3JUxhJ5vDo4XE8engcq5u8OH9pGEvqeHhcrB6+4UQ0g+NjAk5OCIgLEhQFqqWz343Vzb583GwWkgycmhAwMDaOT+TvlRRk8CX2VJKihH2DKewdSCEuSGgP8+iq82Bdiw91eatPISfjwf1jePm0uqHBAFje6EU6KyOTlcGx6kbMeDoHScFkMkeoAugFy8K4bVtL0XtFQlDnAE0cvmaDKpL+ft8oUqJU0XxAEARBEARBLGxIJJ1FjNl+tRhtdsLWcCILjlUXBSubSlu4JUUJ121oQFaS8ZXHT+HuF4dw+7mtjtzqGgNufPyKbrzxzGZ87clTeOLoBJ4+HsMzPTFcvKIO129sdLRw9PMc3nluGy5ZUYff7xvDzlMJJEQZu0+nsDu/AGIZNbvzikYvuiMeBHkOHhcDSVZdKROihIQgQZTU5C5ujkG914WgR10QK1AQy0gYT+cwnMxiJJlDUpCQzsmIZaSCWHJGtnYG8fazW9Hpz9mKpAlBwo6+uH6NF04msPNUArICrG/xORJIc7KCX7w0jK/8pQ85GThrSQB33boOjQFD8hXDWs5sKWwU+ErFA61WbLSynDRe23icnUt/KZdxq+OcxN2sFqt4rXb3dlpeI6Xqxcqy1inmti4VFxVAyWO1/nTBsjr84e824R9/dRg7Tibw/359GHe8sgtvOLO5ZDIyP8/hP69dhrffcxD7h9K444HjOGtJENs6VatLF8vgnO6QbZu9blMTtq1oxU+2D+HFUwlE0zlE0znsN2TodrEMwl4OPheLgIdDU8CF5oAb9T4Xwl4ODNQ4kAlBwngmh6ykqEnZOEZPIqMlshFy6jzRGxVwbDSDkxMCzMPe52Zx1pIgrtvQgJUOsoFr9I0L+N2eUTx9fEK/5qUr6/ChS5ZUdJ2hhIi7X1QF0q9etwIXrwgjJUpotRDPzX1yPC3pCXsKRFILy27jb0mlNId4ZBjOMrRL0bEG1387gV/rs0BxaAk7HIcYMYQTiWfUOVSzttUwW4lrvO3sVnz+kV4cG8vgFy8N453ntpUtVzkYhsElK+tw3+4R3LtrBE8fi2FDmx91Xg5tYR4rGrxYUucpEk41i8mjoxn0xwRs6wzi3O7ijYxKymE1ss/uCuG7r1+N507E8OSxCRwYSuPwSAaHR9TkXpr1vx1CTsGpmIhTMRGPH50o+M6Y3f6/n+5HS6QOG1r9qPe54HGxSAgSRlNZHBnJoDcfJ1VjLJXD3oEUHj4YRUeYB8cyGEupFqEMgBs3N+I16xoK3OY1ZFlBNK1avw8ls6j3urChzW87t73Ur1p/a+8u61v8YBnVWngslZsXImlvNIP9+Xi7BEEQBEEQxPRBIukskhQns/0G+NICl7Zw1f4dyifZ0K5jXKS2BHmMJLO4aXMTHjsygRdOJvDA3jHcfp7zBeHKJh++ddMq7BtM4etPnMSzJ+J44ugEnjg6gY4wj0tX1uHSlXVlE1WsbPLhg5csQU5S8PJAEkdH0jg2msHhkTQmMhJ6x4WixVOt4BigLcxjeYNX/6+r3qNbrSCXKzpHVhQ8sHcMv9o9jIzFwvHCZWF8+bXLyy6qXj6dxMf/0IPjY+pC9IaNDfjSa5ejs061ytPbLP9fUTzPMgKfJkJowghgLc6VslK0s5wcSogYjIuYyOT0eLJW4qxRlHBqzVqJpWullIvr6cQK1xiqYMiUyEaLY3p0NI06rwutIV63ALayrC11n4JyG8VqC8s7u75gjqvaEuQLEtysa/HjT+/ejHf84iDu3zuGL/y5D/fsHMYXrlmmuxRb4ec5/N8b1uCOB47jrz0xvHAygRcMMUu9zw/g9Vua8dqNDZYJizrCHnz08i5MpHPoGxdwfCyj/zcQU12nx1KTY+/QsG1RqqLOy2F1kw8rGr1Y2eTD5raAY4v1sVRWn+f6Y5Nj6xVLQ/jnSzuxwSKRTjl+v3cMsqLOHTdubsRgXATHMgVipp218LpWvyPhMilKBsFQQqV51ofjIliv2zIutLnvGi2jNVd4sxhptv50gtPwG8YxmhIzSIlS0feaRa5WRu2aHMvgX1/ZiffcdwQ/2j6IN5zZXFLAzUoKHtw/ij8eiEKUFLAMcNW6Brx+S6GL9scv78LyBi/u/NsATsdFnI4XuolHfC684cwmvHJlPViWQSYr44fbB/CXI5Oi41PHYvjyaz3odLAJWSlBD4cr1kRwxZoITsdE/H7fKJ7vjSOWkXSB1ONisKLBi80dAWxoDahhBlgGExkJh0fS+ZAVSeRkBSwYdNTxOLvVB0zmbUNPVEBP1P73fEWjFxctD6Or3oOjoxns6k9i/2CqYKw1B934wEUdJUN9sCyDxoAbjQE31pV59vF0Do8fGQcA3JR3rR9OZiErqoBvDkUyF+mNZrD+yzuQEmX4eXbWw5gQBEEQBEEsZEgknUWM2X7NCzWnC1PA2rKsKeBGXJDw+i1NeOFkAj/aMYhbzmy2TChUig2tfnz/DWvw8ukkvv/cAB4/Oo7+mIh7dg7jnp3DWN7gwaa2ANa1+NEd8aDR77YUJFwcg7OWBHFWPhmMoigYTGSx53QSu/qT6I2q7n3prAQXx8DNsgh7OUR8LjUbbX5hOZTMIpbJ6VZKDX43mgJudIR5LKnj0ZS30qz3udAcdJe0mjNzZCSNH28fxMFh1eptZd7CNSspWNvixw0bG7GisbT8MJLI4jvPnsZ9u4eRk4FGvwuffvVS3LKlCQlRFUL9PKsLai0h3pCES4aQYwsEOw0ri0UXy0AASotzZaxM7Swn01kZvEV8UbvrlbvPTGW9r/Q+lTyPFseUdzFIZ+WC65Szii1VP0ax2hh30Sju2Im9w4ksJFnWk/20hHh9fhhKiEiJMr7y2uU4t0t1uT0+lsFb7z6A129pxj9e0G672K7zufDdW1bj6Gga9+8ZxcHhNNwcg96ogKOjGfzsxSFs74vj7ee0Ym29dVvU+Vyo87kKEsDlZDUr/Xg6h6QoYSSZxakJEf0xESPJLMZSajI01drUhZaAG163mpQunZURTecQy0jIyjJykgKfW51DuyMenNERwKb2AFqDbkfu/DlJwWgqi96ogANDKewZSOL42KTAwzJqrOK/P7+tpKhcirgg4cc7BgEA7zy3FYAqQmvzsNbGdtbC5lANtpsRPIeQd7KfShXuO+VkBTysrT6LwlgYy2BjjV7NBkjPWBpDiSxagm5sbC8dL1Yrg59nLYVd7f5WIu67zmvDfz7WhxNRAW+7+yC+ct2Konk9JUr49cuj+PGOQZyOFQqez56IYyAm4v9d2K73M4+LxTvOacUtZzThTwejGIiLGE3mcGQ0jX0DKUTTOXz32QH8bs8omoM8TscEjCTVjYJLV9bhiaMTyMkKPvFQD95/UQfO7AgW/I5msjJ6xwVs743jxVMJiJKMAM+hNejG5vYANrYF0BpyW25amGkP83j3+e149/ntSIkSxlI5hL1qn7QaNyGvC531HjX2sAkul9JF0q/dsBxP9uawbzCFiYzaPvU+1Up8TbMPZ3eFCsT+MzqCuGlzE8ZSWewdSMHNMQh5OKxq8sHjqk1c1xdPxvGdZ04jk1OwLOLBK5aF8p+rmz6rmrwzHnO1GkaSWaREGT+7dS0uXlFXUQgUgiAIgiAIojJIJJ1FAp7CWJSVuFBrSWiM4ozxHNVKScSNmxvxf38bwNHRDL70WB8+dWU3+CoWIJvbA/jGjSsRy+Tw58Pj+NWuEew+rYoKx8cE/H7fGADV2zfk5RD2cKjzudASdGNpxItzu0MFggzDMGgL8WgL8bhiTaTi8tSarz95Ek+fVAUKN8fg45d34eYtTY4Wnf0TAn7w/CB29SdweCSNfI4IXL+xET9581q4WAZDCRHRdA6RvBWrUYxIihIkWcZ4WkJXxFXg0m3nem0UWEuJc+XEOysxw2jh1mKyBCsXN9CpSFhtiIByVHqfSp5Hs1Dz55N/GOupnChUth0s4i6WCrGgPaufZ9EXzaLeB/1Yozuyx8Ugms7h1q0teOe5bXj/b47i1y+P4OcvDeNXu4exusmHMzqCuP3cVnTUFVuwrWz04Z8v7dT/lhUF9+0ewRf+3IeDw2l8/A89uKiTw022T16IZrk1k9ZbI8ksnu+N40Q0g6FEFhPpHGKCanlpthVnAGxpD+D1ZzTh8tX1jhLc2CHmZHzpsT6MpXJY1ejFVWsiyMoKQh4OLUG+sG+a5nFjkjEjpUIzGH9LYhWKpK68ZatdHzaWp+B3JsQXWKOby1QJqawMSVGQMm1AWGHnzl9kGW4x7twci3vftgFXfe9lHBxO440/3Y/rNjRga2cQSVHG7v4kHj86jomM+jxtIR7vu6gDHSEeDx0Yw727R/C/z56GkJPxz5cuKfiNCPAcbjQlAspKMu7ZOYxvPHUKA/EsBuLqRkB7mMcnr+jGpSvrMJbK4v2/Popdp5P48l9OgufUcSLmw0nEBau0glkcG83g2RNxAOpYXxrx4k1nNWNTmzNR389zNXM1bw7weN3merxuc2XnNfjduHhFXdHnKVHC/XtH9eRNXheLV62uL2vNvb03jseOjOP4WEa3WF/d5MV/XbdCb6vf7hkFALzhjObKCjvLrG/1k0BKEARBEAQxzZBIOouY48hpbs4cqy529EQUFtZDmvWM0fXQHBMxJcrwuBjc8cou/MOvDuO3e0bxwskEXrepEUEPl0+qogoWTq0uw14XbtzcpGdmf6YnhhdPJrCzP4HeqABRUuOExjISTk6I2AsAmMCPtg9ifYsP5y8N49zukOOEJ9OFmJOx49iELu68eDIJwIsbNjbi/Rd3oM1hkqqBuIi3//xQgbXRud0hfOna5bgsb3kzFBdVSzhRwlgyCx/PYl1LoMBCUZAU8C4GI8ms7m6tudAaEzsVxd0sJ85VYNFl7GfLG61jLjqNG1hOrKh1PFK9HOXiktq411fynLqLvYVLvm25Kmwnq/oxJvoK8KowNZJULVsFSSnoE0lRQt94BmlRhs/NQvK54GIZ3PeODXj8yDg+8uBxPN8bx/6hNPYPpfHksQn85Na1Zfs9yzC45YxmXLyiDt946hTu3zumjp18XMKnjk3g7BXeqjZiaslIMovtvXE8dyJWEA/VDM8x6I54cFZHEFs7g7hwebhsCBEzmnXs6ZiIgbi6GZIQJPx2zyj6xgUwAD77mqWYyEgF8R+NVpjG8BVJUSqwjjRbbmrz/L7BJCRZUWObgp9yTNJS/VMrz1BcxImxDPy8umGgPYfTzb1SLI14C0ILlIoBbOfOP5QQERckhPLj1G7cndMdwt47tuFtdx/Eo4fH8ctdI/jlrpGCY1Y2evH+izpw46Ym/ffqslV1WNfiw+ceVZMinpoQ8B/XLIevREZ7N8fibWe34vqNjXipP4FYRgID4PLV9bpA2eB34843rsFXHj+JPx2MIprO4YTJbb3Oy+H8pWFcuaYeLUEeMSGHfQMpPHsihr0DKQg5BYeG0/j8I71474UduMQkPEqygv6YiJQooS3Eq/F/86JhVpKRzsqQFdWCeiylhsrQEqAlRRmrmrzY2BbAikZvzedtI2JOxgsnE/jxjsGCsByAOr9ct7ERr9/SBK+pzq1CGLAM8JatLfjgJUt061QxJ2N7nyosX7+xcdqegyAIgiAIgpifkEg6iyTFwpikAJDOyfDlX+bt4r5ZCT/agpljVHEUmEzI8LpNjeAY4OMP9aBvXMA3n+4vKgvHAK0hHhta/djSEcBZS4I4syNQ0m21MeDGdRsbcV1+oaEoaqzBkaTqTjuUyOLkhIDnTsTxwsmELsj8cPsgljd4sLk9iE1tfqxv9cPjYqEoCk5EBRwdTWMkmcNEJod4RoKQkyFKCnKymsBJVgCOVRefIQ+Hem9e7HJzSGUljKZyGE1mMZrMISFKYBiAY9TELy6OQUqUEcvk4FEy+Hpe3Hn9libcvK27KCGLrCh48ugEJjISWAZYUufBWUvUehmIi/j7Xx7G6ZiIFQ1efPrVS7GpzY81zT4E8xZoSUHCcELEyQkBPMcgmZUhygoODKYKhDotPALHTFpGDSdEjKbUhF0aRotS49/avaziGjoWSSt0ma/kWkaxYigu6mJILa1IgUmBsGcsg+agW7V0qyAsQMEzVOmq7/Sa2jWKkt7Y3DclSnp/0CwR/W4WkgKEDPWbFCQcGExhQpCQzYvvR0fT6KzzIMBzuGxVPZ77wJk4OJTGU8cm8J+P9eHYWAbvvvcwvnfLarSFeCiKgp2nkjiVT4RU5+Vwyco63RKrLcTjC9csx7vObcOvdpwAetQyfu+5AXzzb+MIe13w8yxykqImXlMUKAoQ5Dk0BlxqPEG/C343h2RWQlKQMJ5R58OsJEOSVYGDYxm48kmbPC4WIS+HOq8LTQEXVjb6sDTiAcMwEHIy9g+msGcghZdPJwrc5gFgW2cQ5y8NobPOg5agmiSqKeBGg9/lyDVfQ1EUvNSfxM5TCezuT2LfYAqDcRGSTd6b1qAb/3H1Mly+WrWW1xIK9eRjFadENUv3SDKLDa0B6/ndbLmZtzSWZAXpvNm6tqFSbUzSUhjL0zOWAZd3A7dzrbeKBer0PgiiKEazkFMQ8bsKQ1+Y+rt2z5FkFlLeWrcc7WEP/vjuzfjec6fx9PEY/nYiBt7F4uYtTTivO4TXrGvAaD68y77BJAA1tuj7LlqCFY0+/P29h/GnQ+M4PLJf71vufN2Ikho6I+jh0FXvwQXLwqj3uXDZynrb8njdLP7tym588oouHBvLoH9ChJ9nEeQ5dNR5LJ/pspX1eO+FHcjJCnqjAr7zTD8eOhDF/zzdj78cHseqJh8SooTjYxn0RQVkDVnNtPjXOUmx7b9Gdp9O4tcvqxaYjX4XAjwHr5LWNxrv+P1xNDfUoateDbuzpI5HgOeQycnwuljU+1wI8CwYhsF4Ooc9A0mMJXOICxISooSUKCEmSDg0nEY2X6Dueg9u3doCN8dgV38C9+8dw/17R/GH/WPY2hlER5gHywC9UQF7BlLI5NSkT287uwWXr45gXYuvyFJ29+kkspKCiM8FSXK+0UUQBEEQBEEsDkgknUW0mKQpUdYXocsik9Y5xuMss5Bri9GEiOF4FgyjgGUZcBwLSVLQHPTqL//vOr8d125owNefPIXDw2lMZNTYfn3jgrqwVID+mBob8NHD4wBUF7XWEI/DI2lEUznICtAYcOHDl3bimvUNRc/DMJPJFIy85wLV4vKPB6L48+Fx7DyV0N307987ChfLYEkdj4G4WDLLbq3pCPPQ/G0/8qouKO5CgTSayuGjD6rJa4ysaVaTwvz58DiykoLWoBv3vm09Ous9yMmqu2gwr1IkRQmSAtR5XeAYBkHehbF0FvU+rijeZUqUdWEPUF0hGwMoWuQ5iaMJoCIBr1x29qLEUuUsJ0tYig4nshAkuShjd60odf1KLFiTYmFipJIJlwSH9eygjeza19gfjCLRcCJbFDe23schnZPQlm9LSVGFEO2aDMOgwe/CtXk34+t/sBfHRjO4+vt7cPnqehwdUZOrGbloeRj/ee3ygmzTK5t8+Ojl3cCd6t8dYR5HYshntS9+/rggFSW1mQpeF4vWkBunJkTd/RpQ3ebPWhLE5avrcdW6iGPLcI0/7B/DV584idFkDiyjWlKubvJhMC7qWcGNcIy6adScj4/sdbNY1ejDO89txYpGX5EF5Im82DiWzkGWFSgKg6GAiBbwBQK53bgM8Bxa88+kXZNjGfh5tqqYpKUw9jVjZvtSxxrj4gZErqKNFS2WrhajuTno1sNHWI0zzXpUyMrwuFiMiznHlo4sy+AfL+jAP17QUVyefN1H0zlIsgIw0GM0v+PcNqxs8uH6H+zRk5KVYm2zD5+5aqmj2LYMw2Blo09PmucEF8tgRaMXX3rtcrQE3fjxjiHsHUxhrykbut+txvoejGdL/taGDcnPlka88LtZvHgqgRdPJtAfE9WNyFQOfoi6FfnpuIij8Tiey7v/W8Gx6kZJXJAgl/ipbw258doNjfjHV7TrVrpvPLMZr1xVj68/cQq94wKe7y2+T0eYx+evXoZzu0NF32WyMn67ZwTfe24AAHBGewDRjISGEnM8Mcn+wRSaAm5y9ycIgiAIYsFDIuksMRwX0eYJYHmjT19QAihwcza7WdrFWgRU8ZJlGDQF3arYVucuSvgxmszhpk2NGE3lACjgWAajSfX/AcDPu7B3IImd/Un8Yf8YDo9kigSBwXgWdzxwHH85Mo6PvqrLsdt8W4jH289pxdvPacVoMovnTsTxTE8Mz/fFcTom6q6FPMfg7K4QOvNJmFTrEw4eFwM3pyYoYhjVdTCTkzGeX6zFBNXqVBUP3GjNhxGI+FxQFOhJcURJmQw14M0CP5gsoyQrODkh4OS4iBdOxnH/3lEMxLPgOQaXrayHpCh4pieGQ8NpHMondzqjI4CvXrdcz8RbFMcyL4RrcQjNiU+MmBOQaNnKreJl2olzxtiB0VQOfp7VLWUAFLjkmoW5cgmgPBaJnOwo5V5eTmiZKqWuX0n4AS1Rk8fFWIrNxoRLRUKnKZQGAD2EgiaGAyiKPVlKrLbrD+Z+E+A5tIU9WNnk1/ubVhZz30yKEta1+PHAuzbinb84hF39STx8IAoA8LlZnNcdAs+xePzoOJ4+HsPrf7wP129sxLbOEDrreXTWeQp+RH7zzg0YyLh1l3PNAlQbt9F0DqdjaliRwXgWSVHKxzB2odHvQr3fBa9LTdSmjdusJEPIqXU8nlYt1U9OiNjRF0cmJ+tzR3uYx7ldIVywLIzzl1YX0mM0mcUXH+vT60BjMJ7FYD6WpM/N4pr1DTivO4TNbQF0hHmcnMggJkiQZXUulmQFAINU3qpZE2DM4vaaZj9GElnIijoHW8XU1eoPKLTO1MI+DMVFeFys7rKfFCQMT1GItrNmNieSssMYF9c26ZPFpoMxlq6QY/V6Kyu6KpObSR11heWzs94G7OdD7TiPqzCTuDHcwcUr6rD/jnPw4P5RHB7OoHc8g0xWVpNgcSw8LgbDiSye643j4HAat/7sAG7e0oSLlodxZkcQTflxrygKTk2ISIoSxLwFpZtTNzEqDZ3AMgz+9ZVduGlLE3aeSmLvQBJhrwsbW/1Y1+JHZz0PlsknQUyIYBkGHMsgkBfXOZbBcEJENJWDICm6RaebY3DthgYEeA6xTA5HRjIQJRnuXAp4RL33N1+3EvuiwPGxDAbiWezuT4BjGfjcLJKijLggQZKhx3rd0OrHikYvIj4Xwl4OQY86D6xt8SLIc0iIMo6MpOHnWaxo8IJhGFy5JoIrVtdj/1AaT+TjxuYkBW1hHhcsC2Ndi0+3dh9JZnFyXMDpuIgjI2ncu2tEd99vD/F4xzmt6KzzQMgptnM8ATQF3PDzLG67+yD8PIv9d5xNQilBEARBEAsaEklnCbP7vJ2lqDmxB6AuigEUxBBtCfElE29oIldKZBDkWfBuFmJWde8GGJy7NIyWoLrQCPAcsrKC+3YPI5rKoaueR4PPDb+Hxa93j+K/nzqFhw5E8eyJGL52/UpLqw0lb7lmFee0MeDGtRsacO2GBiiKGketPyZiacSLrvpJl8XphslOxju7828D+OW+pJ4kQmNVoxffu2U1zu0OI+DhcGgohR9tH0B/LIvbz23Fts6QLn4BkyKUWcwwil9WQp1doiDbeJk24pxRMIv4XTg1LiDuVmP0BfIWPFp4h3IxMM3l0/6d6kLSqdAy29cPeNS4i+Xqxep7s/uzFlpDyMpYUj+ZIMkscJYSq6vpN1q/M84NVjEul9R58Kd3b8aBoRTu2z0Cj4vFG89sQle9Fy0hHn/rieHNdx3A8bFM3hJLtcbqrOPxhg0BfDV/b5aZucRMWUlB73gGvVEBHWEea5p9ZV3ntaRnVjzfG8eH7j+K8bQ6L/7zJUvwhjObIeRkHB8T0DOWQdDD4Z3ntqHe5yqox5CXw/MnYuAYwOdiwLtdELMyWIaxFGCMfVSLR61hFES1v+3ifVqJ6tpxU6GcFXXR8Taxfq0ESjsLd+PvHscyaA66CuZVK9EVKN48MI8HK+ttzVo1IeTgc3P6fGg1NuoMm1tma/q2MI93ndduWy/HR9M4Ec3gy4+dxEMHo/jV7hH8arca+3R5gxfLGzx4+XQKw8ms5fm3bGnChy/rRLDCOVezRH39libL771utkjo6o0K+NZf+/Hg/jHLc4I8i0+9eimuWa9anwMAk52cv85fFsZ5q+2TKmWyMqJpNYyO382hO1KcKG7vQBJf/PNJvJDPPq9fuzuEz129DO1hHgzDYEOr3zaB04loBt/+62nL51ga8eBfL+vC9Rsb9FAe0xUfe6HQHfFi/x1n46ljE7jt7oMYSWZJJCUIgiAIYkFDIuksYczIaxa9gElXeu04sxujlt1csyIScnJRnErzgg9Q47Bp1z8RzWB1ixseji2waNXOuW5DY0FZAjyH913kwcUrwvi3h09gz0AK7773EK5cE8HGtgA8HIPRVA5HR9PY1Z/EUCILN8cYEk5EsHVJsEAYYhgGa1v8uiWmHePpHA6PpHF0JIPxdA5NARdaQjyWRTxYUucBZxI+lHyW5IG4iFMTIgZiohrjVJCQzqpJKgbHongmf/z/PnsaKXjhc7PorPPg7K6gbpXmdbEYSohY7vFhSZ0Hf3++uig2Zqg+NS7A42Z10VlbSGv1p4lfdtYqVsJWKUHSUhyziGXo57m8VdukVav2/3b3t7xfBRaYRiqKY1qFBdxwXATnmXp8UTuqrRdNONP+PylKurVbQTbuMm3o5FlKlc/owqxZ4BkFMEDdzNDE23UtfnzhmuVFlqctITfuunUtHj08jpdPqzE5T8VEnJwQ8b/PxvDV/D7J3/3yIFobIvC5WfjcaszgOq8LbWEeS+p4tIV4+N1skZiZkxX0TwjoiQoYiosYSeZQ73NhZZMXq5t8BS7+Gm6utFtyNJXDi6cSeORQFM+diGEiI+nhMbZ0BLCy0YdGvwuCpGDvQBKPHIoiJ6vZ7b9540p05cXsAM9hSZ0HFy1XN5DEnKy3gTZfLm/0ISXKECQZkqxgacRb1MZWfdAocnoMsajN87yxPYHJTRgrUT3Ac4g7SMJXCrMVtfE5ysXnNR9byWaM2XLWHIvVWF/GjaiCe5TZSNDEVklWMJ6WEPS4Cr7TxobZEr1Sa3pAE3A5fOvmVXjq2ATufnEIB4fT6IkKBW76PMcg5OHgc7NgWc3SM4t7d4/gyWMTuHxNPTa2BjCazOLIaBoTGXXDJeDhsDLvEt8acqMlyKMl6IYW+1NDUdSEikOJLKLpHDI5GQlBjXF8akLE9ry1q0aDT40p7HGxYACMpnKIpnO444HjuGfnEG7e0oQzOoKIcJPi7kBchM/P6xapZrxuFu3uwg0URVGTSb1wMoH7do/o4igDNUa6i1Wv+1xvHDf8YC8uX12Py1bVoyPMI+jhoCiAKMkYTeZwakLAnw+PF4TH6QjzWNnkRVedB9esb8AbzmyGm1O9K05EM/C7WaCKRGeLje6IF+tbrYV8giAIgiCIhQaJpLNEsyEpk7bg0lxvtQWneYGsYXTRLWVhY7ZE1TC7fJqvZbRa0gQdbeHo51mc2x3GA+/ahH/5/TH8avcIHjoQxUMm91SNrKRgJJnDA/vG8MA+1bKjs47HjZubcG53CBtb/baZsBVFwfa+BP7j0V4cHbWP+eZiGaxr8eG1GxohKwqePRHDjr4E0lnZ9hwA8COjx1O7ak09XntmN950VjP8/KQYfWQklbdsMtSd0YozX1eaGJnKyYj4XHq8N83yqMBqpQYJgSytCi3EAmObGl10Zwonz2I+thIqvfZMuVSa67oFk9ZuJQUdB2J0uWexsoYTgALxR3MxjaYleDi2QLy1Et5SooRMTsalK8N413ltcLEMgh4OP985jD/tOQn0qffe1Z9Cqr/0uPO5WZzdFcQrlobBMgwe2DeKA0Ppkm2/stGLT1zRjXO6grbWomJOxt7BFJ7vjeM3L48UWYVrDCayeOTQOB7BeNF316yL4MdvXgvZEKJDEwvD+WRs5rGvza16mAdDqJOkMJmd3dIS1NDnjeI5UByKwbxRpomF+u+God2bp2hJbbaiLtfnrH477KxFS246WAiaVr9dQ3HRsaWr1byYFCSkxAxWNnkR9roKBGatvYcT2aKEUUJOcZRwztgWWgiEi1fUYVmDBx6ORTSdw3AyhwNDKZzZEcDlqyNoyLv1a+c+fXwC//y7Y+gdF3D3i8MAhi3v9efDxZ95XQyaAm60hXkcG1U3Fp1Mra9aVYfPvWYZVjX5CqyuMzkZ//3kKfz3U6ew81QSO0+piaz8yCCZ/w297s69SMELBsDaFh/ed1EHLl5eVyCYZiXV7X7vQAp/PjyOPx2KIpaZHCMcA9xyRjO+ct0KdNZ7kBQk7O5P4IO/O4bn++L4/b4x/H6ftaWrBgPgkhVhvOeCDpzbHdI3MwM8BzfH5pMpqgm+JAWW7UwQBEEQBEEsXkgknUXM1jeahaWtC68g4cBgMn+8olvX2MW5LLdwDfCcnk0YMFkzipIe0xJQYwlG8tZcLpZBndeF/7lxJW7Y2IAnjk7g2GgGPp5DU8CFJXUe1QpzeRhj+YXgHw6M4ZFD4zg+lsHJCRHffLpfL2eD34VGv5ppus6rLmSykoydp5IFbojLGjzY2BpA2MthKJHF6ZiIY6MZZHIy9gyoma3NhDwcOut4LKnzoD2sxjkN8BxkRUGTWwT+qh7301vXIRAKF9Vdo98NSSlMnmQWHo1ipPkYzfJoWYNHr9sCi90ygsNUMban9ne1VpVV3b+CZ6nGAs4sLNWiHFPFXL+1rm8n1nhWFnhGV2FNANOEP3PZzNfXkkZxzGSd+3kOt5/XhtvPCgFfUI/70muX4cgEq8cFHE/nMJTI4thoGn3jAhKiasX91LEYnjpWmBDN62KwptmPlqAbTQE3RvJWcz1jAo6OZnD7Lw6hOeDGWUsC+hwxkZEwlsphNJXV4w0aWdnoxeWr63HNugZ0RzyI+NzoHc/gkUNRnIgKGEvlwADorOexttmHa9c3QFaK42NG0zld7NFiylpZSRrnU3NblLL+rjOFShlOiOiNZjCaLM68bZ7Xtd8N472qcYa1c5k3Pott2IkKji1FOatQ/XPePl6wXQxS83U1Udt8f21sGO+lYQ6PYYf591bbXOsIqzEwtdjjN21uKnrGoYSIeEbCWUuC2P+Rs/H7vaP4a08ML/UnsCTswcY2P1z5mL3prKRbpQ7nfxNjgoRMTsHJCbFoo6DB50Kdz4Wwh0PE70JriEej34XN7QFs6wxiSZ2nwCvFGBf5s69Zhg9f1onvPzeAn780hNMxEVnD3qWbYwDVYB4HhtJ436+P6kkZJVnBaCpnuXHpZhmsbPLi6nUNuGlzIyI+t/6uEfBweMXyOjz7gTPx9PEJ/G7vKB47PK7GIc/koEC1wm0KuPNW5V686axmtIX4gk0iY1uoib5yEHMyWvPHaWPdaQK+maQ3msH+weJ3m9mCEjgRBEEQBLHQIZF0FjEKa0lRTeiiZSc2fmcUupKihISoupeZ3Q1LWe1oomdBkhgbix/N0kKNYSoj4nfp4qJ5sfnqtQ1Y2+IHxzLwcGyB9VEg7w53TncIq5p8+PSrlyItSvjd3jHcv3cUu/oTGM+LHFYCB6AKFFetieCOV3bhzCVqHDRjsg1ZVvDiqTju2z2CJ45NwO/mcNmqOrxqVT1WNfoABrpVXJFVrpjURVK7urMUNkpYQ1kJYaVEDstrlLG2GoqLukWgk9ib5na2csG2ExkqWTDaiROlymi+V6UWcM2h4mRYpcIZJAWpwHp7qs9pVW+aJaa5vp1aKpVr30qt8bRzzGPT7L5c6vrGuI+l7v2+C5cAfHEGb21jYCylCjlPH4/hyWMTiKZyuHhFGBcuC+Oc7hDaQqqLu3GMj6ay+NDvjuGB/aMYTmbxp0PjtveP+FzY1hnEWR0B/MMr2hHyupCTFURTOUT8LrhYBpesrNdjCQd4Dj1jGd1Nvs7ntqwfjlUTUEVTOd3K0EpYtmpnbd51Yv2t3W80mUNClPXr6vO4xRgz/m5oAnY12e2nYgFaSQiIWqD156GEmvDIKpa3FndUktUkhUaL0+Ojaew+lURr2G2Z4E0bE8ZYvpVu+JjjjOubkRZjqGiTM79X5Oc5vPGsFrzxrJaCY1ShT9ITAhrPPRFVEwuOJtXQNxvbAji/O4zOiAcT6VyRl4o2NoWcDBfL6KEING8IY3sGPBw+fdVSfPqqpQCAXDoBfEkt6/jnL0A0y6MnmsFPXxjCd587jZQ4mVjNSEvAjavXR3DT5ia8Zl0DeBdbsJFjfC/Snmtdix/bOkP46vWFm43GZ7Gbm41todWrFqdbu/5Meho4pTeawfov79DHeFMVyehqBSVwIgiCIAhisUAi6SxidB30uFh9QdczltHjgZktP7sjXqSyMvxutqKX+qQoQTJYrWrX0/42Cq5GC0htAWm2dDLid7MYTeYQibiKxChAtTzTrtMW9uC2bS24fmMDMlkZQY8LE0IO+wdSOBHNQFJUd1wFwNpm1TIkLkiI+CaTeBhdgYfiIlY3+/HPl3bik1cu1QWqaCoHSVHFkaaAG668C32lgpjTBb+lpa7NuU6vaSeWDSeyECTVDbjU4tAogBXEwDVYzliK5BbP4kQ4NVtGO+mfSbEwQUw1WCVUKXW/SspoWa92mwuiteu03Tizu75V+2rnOhHHK+l3TgXcaoUvYx8UcqoV6fIGLzrCHvzDK9oh5OQCF3/d+tUQ0sLrYvGf1y7DBy/pwImogL5xQZ8DOJYBxwBrmn3Y1B6Az8XiRFSAx8Ug5HXp1zYKYVobaHXo51mMRrNoDBT/HJrFUs360GjBaDfOtPo1z7sl6yvfHo0BF3w8C7+btbRM1QRArc8b45kCQKwKkXQq1tal+lGtLKmtrqPVgfl30mgF3D+RRUcdX3BMX1QAGGAwlsXm9mDRsxiTrjma/62scE3J9UqNIbPoGeCtf5d1C3FTsiqNgIfDhrYglkZ86BnLYGO7H1BUd/lcPlN9URgHkzWzcT6120jTcJmSLGZlBa0hHh99VRe+ct0KnBwXcGwsg5QogQXg5gCOYbGs0auLu1lJAZ8feprnitkCFCieq0ttYBo3w8xtodVdQZ+dQU+DShhJZpESZfzs1rW4eEXdrIqSlMCJIAiCIIjFAomks4h5cW1cgGufmRcAG/MLOiv3+rKYPJmNIm3BYq6ExUtB+XVRiMGqZl9B1mjtO3P22KQo4cRYBn6ew/JGn3799hCvW7MYrTuSooQG/2TMVO0zswBlXOAZxYyIbzIpRy0sRUot+LXwBFZibKUJjLR64jimSCzTYx+WsQo2toHxfLPwU7TQtlgwOhHTzOc56Z9mt9mq3IRF5wlVKi2jpfhts6C2c522G2d217dqX2BSPD2RT/ZSSV8qZfWquY87Oa9SzPOAZqFm3nwx90WrOg57XVjT7C9oO01cVedPtY8va2DQM5bBibEMljZ4i+Yfq/Zc1exDNJVzZElp1YdKxZA2z7ul0K69rMFnWe9mAdBYl0BhjOtKSAoSOKb69i4lMjkV4rVy2PU783WM4x4oTuSkXcsYUkKjK59ZvTHgUq2WE5NWowG+MOlaueew26SpWHjLxwy1mi+SoqQnGtL6hnYfq3nFaGk7kixMwGUOGWAWb7VztfuaN7FKzQvGZ85kZfjcLM7tChWV1cUyNu1ZGAu51FxdSnQ2X9tYLqvfv5mwfp4K61v9c0KQNCZw0kIAkOs9QRAEQRALDRJJZxGrxbX5Zd4O40KqZyxT1rrMzvLEKNRq8cfMCwbbGG+8lrSItbVOMQsTJ8YymBBy+n3MxxutG5H/fyuRz1wPVn9biRmAYTFdQrywFZdKLPgjfhdOjQuIu1WLIGPinoqEgvyxWhxUs4DVEuKL2trOvbPUIr0Si8NKF/xOF53GBXmAr85N2Kmoby6XMalOqWs7XZyXe+ai/mgx9gDr9gUmxVNwU09YpVmuaVntnZ7nVDwtZV1pdW6pcaz9bU5YZJfwKODhkBIlTAg5XSgtZzGmbXBYJVfT6qPAStA0d5nHnobdvGumUithq3Yw1k+lksVwUkQT7696E6lU3y9lSW1Gi8cZ8hYnmTO3nVlQd2rJDwDLG31Y3ujDUFzEQEwssBoNeKwT3Nn1HbtNmpIinqn97PqJ9rs6nMiCYxmkspPxQstu2uSfw+yOr4+DEmPZ2M/MLvAFoVogIWBxHmAfe1sPP2EeN+b2tZgDymHrPWH1m+bgN8rJb8Riw+h2D4Bc7wmCIAiCWHCQSDqLVCLAGDEubuxcc62ONX5vjp+oWW+Ucy8GCrM7a5SzTtGO9/McEqJUkAjJeLxZnLATH5zUjZUgpj3vUEJEgBHRYjgvYKg+q0W3GqtVRCorY6lpQTApGKvWcmYqERknrclKZ20uOMdTmXun9jxFbW2zcHbUL82WQQ6vb7x2VW7CFmVzcm8nwrXdc1dSd3bXsrKcKoUmnlZiRV6y3+UTktklvzo1Ieju3lZzgVWZhxIi4Hbrz6ZZhpufv1JLVStBOSkWW+1qGOcZKysyMxG/C0JuMqmM7ZxnU35t7Jndk43zWimB0DiPO9koK7eRUc1mg10/mKpVsVbWcgnrdAybV6Xmc6vfqXJjouh6PAeOBVIWCYWszjGHvzgRzQCKgqYgX5Ccz+5++udmS8cS/RIwbpAoFYnBVt+bRUytzxadly+zcRNLK7u+mSkViqTm863aRE9Qaf7NcjCfleuLVhvPU7leSiSR1Izmdj+SzGL/YAq33X0QTx2bwMUrQEIpQRAEQRALAhJJZxEnwpMVxgWWFk8vEplsSqOgYHTft1qkAYWLY0uLHAuLTKP1jvkapZ5zWYNXtyJxUidm4a+SujEer1nOcYz6PFFRQkLMToqkWQkwiU9Wia4kBfBw7ORnpgV0KaueSgTLqsSICq09k2KhK6VT4dDp/S2F5ilcvxKc3LvS+ip1/UriompUe/9KxEa7vmROxGQl4nk4FpICW0sw/d4Ga7K+qAC3z10wzrRYi9VaVmvHmwXlUucZ55myIhJvEaPXZs6zK7/lNUzzrTbWtDnFWNfGebzaMTKVzYbmgLX1svFZzWJapaJpuf6ubWRpcTmN97aqz0o2hEqd1xzk9d8xrRxONlOGE1lMZHLgGAZLy4h25nOt6sJKwDX+XekGSTnMfVZLbqb9q71DFNRFvo30jQ/WuThr9dzGv8v1eydzbDW/gVabG1YJ7WaauZbV3kh3xIvuiJeSOREEQRAEsSAhkXQeYnRfTIkyOup4ywW8lonZKlajdo2i+IkOrFvNi9VSSZ2Kyl6hAFjpoqes5Zy22BQlJAxCQsBdnCiiyDqWVzPiav8PTGGxXoVVY9lnd2i1ZnwecxKaqQiHRf3Eqi9N4foVlcXBvasVo62upYp4zuKi2lmmVYOVWOvE6s/KqtUs+lnFZQQmx4V+jsGazOdmkTONs3imWGyo6bh28HxOji21UVFW7LG4hvl4bawNJ7K6CGXciOqo45ESVcvbUptO00ElIrJRRKtWxLXCUgi323Qy/AZWkpDPybzgdDOlOehGKisVJdcqdz+7unDyWzKVOauobKY+q4n3RhG/aH4RTZaaYraqe9r9XVJEdzDHWtZrmbjMGlbPOVvMpaz2paBkTgRBEARBLERIJJ0H2MXHs1s0aN81B1W3Vz9fHHyzFoutWi7Yyt1DE/70zy0WxaUEInPMt5YgjwBjiKHq4ZAUCuOlWYnF5eLkOaWWVo1A4bNbWlGaFoRaHZldKadjEV7us+lgpgQG/W+DZZSVJZKxT5rFeCeipm05HFjvVnMdq75uPi4pSup4MYQ0XRrxIgm+cJzZZOHWymv8W8Oq/qYqKJdjuudELXN3c7A4kZBRRNX+Nj7/VPrIVLET02ot4jrZoDN/7tiFv8T1ym3u2AlvALChNWBr9VjpRojT34Bqwh8UbcqVCFdgJd4C0H9/nQj4TspotSlhJWIaLWuByi2Y7eZEY/xbc9xWrS3MYYFmirmU1b4cVsmcAEroRBAEQRDE/IVE0hlGUVTrhFgs5vic4fxCMJ7PHq/9v5/nwIgSGngOkiAVuFhqr6YD8TQSGQnxOIdlDcWiR6l7NdvEOE3lFw/VLNirPV8r13g6h3qfy7J8dmU33lNSOL2evHIGMSFvLRKLIS644ZIVxGMMvCEeXgCSUN511Xic0+eTBAnp/HExJVNwndOxwms4uabx2f08V3TtUvXn9DlnAm1caOPEjmrG0XRjrMdS9W1s+4GYVHK8AcV9yvy38b5W/crJNc3ld/Kc8biojhchBa82joQkvHzhdSRBwkCsuP+WmmucjPdSTPc8VW6eNNMzps7DQS+Hxvw8bK7rBpd6TwmF/QJARfcCpm8cGSWP6ZgzrPpgqbZw2t9rUQ4j5dp/OC4iJuQg5hTdCtBJX3QyBkvd266uzOeU+9tcJu17V/57vYxiEjD8hoKXbMtoLpuTOjR/7wUQi0k4mlQF2+ZAeS8Wuz4Sj6eRECQgy6HR7Suqey+AmJAE4Hwc/fVgPwLBeMljnXBwKA0ISXT5c6jnRMRiYvmTymHTVrXAI2XgU9K47Ycv6p/5eBY/u3XtnLWCJWaOZEIdE+XGEUEQBEHMFRiFfrVmlJMnT6Krq2u2i0EQc5q+vj50dnbafk/jiCDKQ+OIIKYOjSOCmDrlxhFBEARBzBVIJJ1hZFlGf38/QqEQGKbYDX6+EIvF0NXVhb6+PoTD4dkuTtXQc8wtFEVBPB5HR0cHWJa1PY7G0dyCnmNusdjGkcZCaT+NhfQ88/FZFus4AuZne5WDnml2cDqOCIIgCGKuQO72MwzLsgtqJzUcDs/ZF7NKoOeYO9TV1ZU9hsbR3ISeY+6wGMeRxkJoPyML6Xnm27Ms5nEEzL/2cgI908zjZBwRBEEQxFyBtvQIgiAIgiAIgiAIgiAIgljUkEhKEARBEARBEARBEARBEMSihkRSoio8Hg8+/elPw+PxzHZRpgQ9BzGbLJR2o+cg5gILrf0W0vMspGdZDCzE9qJnIgiCIAjCCZS4iSAIgiAIgiAIgiAIgiCIRQ1ZkhIEQRAEQRAEQRAEQRAEsaghkZQgCIIgCIIgCIIgCIIgiEWNa7YLsNiQZRn9/f0IhUJgGGa2i0MQcwpFURCPx9HR0QGWtd/DoXFEEPbQOCKIqUPjiCCmDo0jgpg6TscRQRC1gUTSGaa/vx9dXV2zXQyCmNP09fWhs7PT9nsaRwRRHhpHBDF1aBwRxNShcUQQU6fcOCIIojaQSDrDhEIhAOokFw6HZ7k0M0NSkJASJfh5DgEPN9vFmURMAl9dq/7/hw8CfGB2yzPPqUU7x2IxdHV16ePEjlqMoznbL+cbc3wcLcZ2rnQc7dx/DKFQaFHVEVED5vjYnypT+T1KChKGkyIAoDnAz/64WuBtRcxdZvK9Tof6O7HAcDqOCIKoDSSSzjCaC0k4HF40ImkmLsLHK+BYBuEQP9vFmUTkAE/epSccppeoKVLL3lzO1aoW42hxjL4ZYI6Pozk7/8wATsdRKBSCLxhalHVETIE5PvZrRTW/R2EAnFdETp4jc88iaSti7jIT73U61N+JBQqFoiCImYGCWhDTToDn4GIZBHiyUCIIYmah+ac8fqojgqg5NPcQBEEQBEHMP8iSlJh2Ah5y4SQIYnag+ac8AQ83+5ZuBLHAoLmHIAiCIAhi/kGWpARBEARBEARBEARBEARBLGrIkpSwJClISIoSApTIgyAIAsDCnhcX8rMRxGxD44sgCIIgCGJ+QCLpPGQmXraTooScrKj3oRf6BQst3GoD1ePiYCbmxdnqS3bPppVHg/o4QdiTFCQMJdSs9i3Byaz29E5FEARBEAQxPyB3+3mI8WV7uqCEA4uDmehLiwGqx8XBTMyLs9WX7J5NK89wIkt9nCDKkBQlxAUJ8Uzx5gK9UxEEQRAEQcx9yJJ0HhLgOd3SaNruQQkHFgUz0ZcWA1SPi4OZmBdnqy/ZPZtWnuagW/+bIAhrAjyHUH4cGccKvVMRBEEQBEHMD0gknYeUe9km11/CKbRwqw1Uj4RTys3Pc60vmcuTFCQMxUX6fSEIGwI8R+ODIAiCIAhinkLu9gsQcv0lCIKYm8z3+Xm+l58gphMaHwRBEARBEPMbEkkXIPM59pVmpZQUaIFBEIQ183memC/zs10dz5fyE8Rs4GR8zOf5iyAIgiAIYqFD7vYLkJl216yle/9czwBLoQyIxcBc7+e1nCdm+lnnmjs9AAzHRXCeybpMChJ6xjLwuBgAKCjvXCw/QcwVnIyPpCghlslhOJHFsgZvUTiLuTz3EgRBEARBLHTIkpSYMrV0L5vrVkrkSkcsBuZ6P6/lPDHXn3UmMD9/UpTgcTEQcsqcnYsJYr4S4DkIOQUeF1M079B8RBAEQRAEMbuQJSkxZWqZjXmuWynNROZpsiQhSjET/WO2Mqw7pZbzxFx/1pnALDhr/6/1MZqTCKI2aGOpOegGgKJ5h+YjgiAIgiCI2YVEUmLKTKewOdcW5zMh4s71kAPE7DIT/WOubVZM5zww1551NmgO8QBQkLW+wAWY5iSCqAnaWHKxDFry486IHvIib0lK440gCIIgCGJmIXd7Yk6zGF3P5nrIAWJ2WYz9YzHOAzNNqTpejH2OIKYDR4mdaL4jiCnRN56Z7SIQBEEQ8xiyJF1AaNZWGnPF+nIqLEbXM7JsI0qxGPvHQpoH5uI8PRwXwXrdSImy7gZsZDH2OYKYDpyMJW2+A4Djo2kAQEuQpzFIEA7ojWaw7es7MexR/+4bz6CrJTC7hSIIgiDmFWRJuoDQrA+GE9kFY4UQ8HBoCc3s4iApSBiKi0gK87/+CKLWzMb4mI15YLqYi/N0TlaQEmVE/MX7pjQfEsT0Yxxn2nwHAPGMhLhpY4UgCHtGklmkRFn/+6/HY+iNkmUpQRAE4RwSSRcQmhtXc9Bt6c7ldLG72BfF5OpGEPYs9vEx1Xm03Dw9GwiSDECBkJOLfzcctPdi/80giFI4GR9W4yzAcwh5OXCM+j2NL4KonHf98jDWf3kHCaUEQRCEY0gkXUBo1gfaf2arK6fixmIXQcrFDCNBgFjIlOvfiz0+5VTn0XLz9GwQcHOI+N2Wrv/G9rbrG4v9N4MgSlFufGghOMybFAEPh+WNPjQHeXhcLI0vgqiCO9+wGilRxkgyO9tFIQiCIOYJJJLOcyoR7JyKG04WxQuZcq69i1UQWGx9YbE9r0a5/r2QXN+dUuAKW8U8Wsn1Z4NktligsWIoIWIgJmIoIRZ8vtiFc4IoRbnxMZQQEc9Mjn3zXGA+f7bnC4KYT6xr8c92EQiCIIh5BiVumucYBY2yyQAcJt8wHjcUFx1fvxI0y4m5kLSkUhZSEplKqKSvLQQW2/NqzOf+PV3zirEvOBWIK0l2NNt9LSFICIVgee8i0ZwpPp8SOxGEPY7GR35cWc0F5vOTooRYJofhRBbLGrw09gjCIb3RDEaSWTQF3OiOeGe7OARBEMQchUTSec50CxrTdf3ZFgWmgnHBMp/F3kqZz+JZNSym5zX34/nal6drXpmv86xjFPuvjGVT/ysu52KaBwliqpjHS0uQLxhX5eaCAM9hOJGFx8XMy3cogpgNeqMCLv7WLqREGX6exf47ziahlCAIgrCERNJ5znQLGtN1/VKiwEwtuJOChMBUrzGNYu9cEx7ms3hWDXPteaezP9SqHw8lRAQC02vZVKoepktsnK/zrFNaQzxagrzld1Zl06xK9c0ik7WpsX3m2jxGEDOJuf8nBQk9Yxl4XKrpqDa+KhkrAQ+HZQ3eRbOJRxC1QMt6/8kruvH5R3sxksySSEoQBEFYQjFJ5znzNTZVqbiGMxXzM5md+vWnMxbfYo19Slgznf2hVv1YmolxW6Ie5mu81Nmex5srqDO7LNx6HGsLwTQnKxhKiPPyt4ogqkEb00MJsWg8eFwMhJxSbJFdwRw/X+c6gpgueqMZvHgyjv2DqZLHLY14ZqhEBEEQxHyFLEnnOfPZbd2OmXI9Dbinfv3ptACbbRdcsgArZLbrYzr7Q636MTcDyXtme1xMB7M9jycFCZm46KhvW9W/VcxE7XvteAFYcL9VBGGHNqYBFGxAGf+thSX8bP8uEcRcoDeawfov70BKlAEATTzZABEEQRDVQyLpPGchCgYz5Xo6W2KE0wXNbLvglhJuFurCrNRzzbaQVVEioFlqn5YgD0y3SDrHwiDUgtmex1OiBB/vrG8nRQnDiSwQtJ5Dze1j5UpMEAsdbUzXBXnL8WB5jum7obiI4UQWzUE3WkLW4TBm+3eJIOYCmiv9z25di/WtfjTzIvDt2S4VQRAEMV+hrbZ5TqUuV1Nx65xtl9CFwHS4TE9Xu5RywV6ooQBKunJPU2iF6Wi/hdo+M8lMzpWz7Trr5zkIORlJUSoqs/lZhhNZCJKsCqUW39sx289IEDNJNf293FizOkb7XQJA72fEomd9qx9bO0PoqqdYowRBEET1kEi6yJiKeDKbwovThXi1wsZQYmYWF9MhtE1Xu5Ra5E1nLNbZpNRzTZfIMx3tN5PtM50i4mxuzMzXubIaUvlyelxsUZnNz9IcdMPDsWgOuvUkNLFMThdYSaghiMoxjiUtfq+fZ/Wxph9nGo/a7xIwGc6CxiFBEARBEET1kLv9AsbK5bZSt86Ca8yiS6hTl7JqXc+kGXJXmw5X4dlol4Xo8gzMznNNR/vN5HMksxIClZ4zzeO5FhjbpdLwBVZtOpdDVORkBTxgKaybn6UlxOuizFBcLEhCY0zSFBC5ip51LtcPQTil0n6sHW9M6OTnGeRkdUwtb/QVHG/3e1EwX5ELPkEQBEEQRNWQSLoAsHspt3pRrlQ8MV5jNl0lnQpJ1QpOM5FwZroo16YkPswu5ep/vgvO1SRAm+7xXAuM7TIUFysSHaza1E64mAvj08UyaAnaWI2X6Z9CTkFz0K0fY0zSVIlYSsIOsRCopB9r1qMeFwOOZRD2uvS5zjjvmecIJ+OU4v8SBEEQBEFUB4mkCwC7l/JaCAyznVBEL4dDIalawWkmEs7MFiQ+zC4Lvf6reabpHs+1Zjrn0rnQP5qnsAEW8U++RpiTNFWS0X6u/NYQxFSopB8brUeXNXiKEjwZj5vqJg1BEARBEAThDBJJFwC27lc1eFGeby/bc8Eqay6h1QcA1AX5os+pnmqLXYiLoYQIIf891ff863/TOZfOJXHQOF8AKNs+5X57zBntS7X7fPutIQgrnPZjbSxwLFMkkBZd0+EcUTTe5tEcSxAEQRAEMVcgkXQBQIvLSawsLmwXDsxslnRmUC1VWDXW4BQsUwhn2Ia4ELlFVd/lFuvU/yaZS/O31i7RVA4Rv6ts+5Qru5ULcKl2txJR55ugTixekoKEsOH/S/Vbu99mKxwLr6akTjTHEgRBEARBVA5ltyfmPcZMrlZZvYcSIgbioprB3mHW6Uqzw5Y6fjYzzdplOZ+p7OdzJcvuTJVjtuvbilr2TcdZ6Q3jzDj+NIz1MVf6yGJm2FD/pyYEjCYFnJoQqr6eXZuWGwdWfcXpnE0Qs03K0EeTooRYJoeesYzl3FZuLFQzL2rX1O4v5GQkRQl7TycLxxTNtQRBEARBELaQSErYMl/EC0eLaEX9x6lYVenCvNTxs7nID3g4y4Rbdp/XmrkicMxUOWa7vq2oZd90enzROFOmfs3ZZr7Mh9UQE/JijijBw7GQwMDDVf96YNemjsaBoa/osU1z8pwIR0AQpfCbwkpEUzl4XIzl3FZuLFQzL2rXBACPi0WA55ASZQiSjJFETj9uOCnaXYIgCIIgCGLRQ+72hC3zxSXWGK/LqswtQR4B3iIzbIl1QqVxAksdP5diDs40c+XZ50o5ZoNa9k3HWekN46wFk+NPo2CczpO2mS/zYTWIOQUhl2qBFvJy4FhV8Km2TaptU+NcDVTmkkwQs40xnIjHxaIp6FbfO6oYR1OZFwvODQLDiSya/PS6TxAEQRAE4QR6ayJsmS/ihVXcO2OZq4n5V+k5RWUwxSOjBT4xWxj7n1W/nEo/r/Yc49wyX8bHfJkPq6E74gXndTmK++kkRqgxcdNQXHQcT9TcFxZynRMLF63f1gWr9x4wCq7Gv+2we+fQrUsNm8LNAd7mKgRBEARBEASJpIQt80W8MDJXyryQrc4qYa7Uw1wpx2wzV+phrozTSpiPZXZKwMMhHHImnFTSh6ba3xZynRMLl1r12+kaazSmCIIgCIIg7KGYpMSMsZBj+pmZzUQ9c4m5Ug9zpRyzzWKqh8U030wn5nqspA8tpv5GELWmFmON5kGCKE1vNIMXT8bRG83MdlEIgiCIOQJZkhI6Ttwop3T9MpYO033/mYQsoFTmSj3MlXLMNgupHsrNF9NtNbuQ5qtSmOtxOvvQYqlTYnHjtJ+XCpVS6tiCe2njV5IQqN0jEMSCoDeawfov70BKlOHnWey/42x0R7yzXSyCIAhiliFLUgfIsjzbRZgRpjvLdDmriJnMcp0UJAwlapvhlSw2iPnEdPTXmRwD5eaL6bZinMn5ajaZSj1WUkdJQULPWAaxTK7s8TTXEnOZcv3TOC6c9uVq5xt9/Lpp04FYmPRGM9g/mKrq3JFkFilRxiev6EZKlDGSzNa4dARBEMR8hCxJS/Dyyy8jl8vhrLPOmu2iWFoR1MLqpuAa05wko5wF0nTe31xXSVGCJCtVXUcTV1tMSRnmSrzHmWShWH4tlOeoBLv+WqqPl71mVkKOm7zmdNZrufliuq1mjfev+Vxcwzm+mjJomJPA2H1vRyVzupoRnEE0nQPHMkgKxf1Sr+983x1KiAiI3KIat8TcJSlIyMRFPbu9NlbMY1jrwwDQM5aBx8Won9fw/cg8Vu2OqXauJ4i5gNkStCngruo6SyOeGpeMIAiCmM+QSGrD7t27ceaZZ+Izn/nMlERSQRAgCIL+dywWq+o6VoJGLUQ54zVaQrP7kjytbpxml1GeQzLLVHWdeEYCGCDAF9b7XMzEPNshFGpFrcaRHYvRNduuvyZFCXFBApTiPl72mm4OSUxaHU5nvc526ADj/YfiYk3n4lrO8UbKjSPtftFUDhG/q1hAL/O9mUraSOszHMvA42KLBNCCusj3XQFYdBtTxOxjN45SogQfr26+atbXpcawtjEg5JSy7w2VzndFY9XC3X4qcz1BzAU0S9Cf3boWF6+omxZX+d5oRrcwbQq4yR2fIAhiEUDu9ha89NJLOP/88/Gv//qv+NSnPjWla33xi19EXV2d/l9XV1dV1wnwHIScrLtnaZ/pL+JVuh8ulsQa5ucMeDi0BCezORvrrVRdBngOIS+HUF5oNR4PYNqF5krbuRYuweXqYyb6T63GkR2lnqMWrr2VtsNMuBMHPBxa8hnNzYl5Qh61n1dTH8YxsFjnF6cY69J8DU1YF3Jyzeqv3DjSytAcdMPFMkiKErb3xrD3dKKgjNr3lZTLiQvycEJdiAo51e3R6HpvrB+t77YE+UXRv4i5hd048uf7aEuQ1+dBq7lB+z0A1E0BP6++ig/FRew9ndTfJ8xU8rtQNFZN7vbHR9PYeTKO8VTWdq4niPnC+lb/tAmk67+8A9u+vhPbvr4T67+8gxI8EQRBLAJIJDVx5MgRbNu2DZ/85CfxpS99CdlsFj//+c/xmc98Bj/96U+xY8eOiq73sY99DBMTE/p/fX19VZVLe9k2unBpC0WzlU2l162lsDdXY8WVe85k1iCSlqjLgIfD8kYfljf6LK29pptK71ULkapU/DQ7oa3W1GocmbETuI3PWYv2rbQdZrNPWfVxp2UzjiPtWrNtoW5Freepap/TbGVW0AfzLru1tD52Oo4CvFqWlChjIpPDUCJbUEbtv0ot22KZHHrGMpb1fiKawem4gJFkFgGeQ8TnKrCws6rjudq/iIWN3Thy2kcDBjHV+F43nMhiPJ3FgcGU5RgZSogYiIuO4qmXG6t9UQFgGABM4fvMHH2HI4iZYP9gqkAENVqq/uzWtRS3lCAIYpFA7vYGJEnCww8/DEVR0NHRAQC4+uqrMTIygmw2i1gshu7ubrz3ve/FW97yFkfX9Hg88HhqE+umlDv3bLp6W8WKq4X740y6KButLCqty5ms+4rLVgOX5ILYi3ZxLK1chWvYfrUYR5YxH508Tw3at9J2mNN9qtQ8NI3JQWrZn8xC72yFQpjpOd1uHFnFUgx4ODQH3UhlJfjd7JTLEeA5DCey8LgYy98Hv5tFQmD0eyVFCX7ePiTKXAxhQSwOKvk9suqn5t+DoYQIAYCfZzGaBOp9nP07VOWh1C3pinjQFxXQZYrFOFfmRoKYSZoCbvh5FrfdfdAyy/36Vv8slo4gCIKYaUgkNcBxHG644QYkk0n80z/9Ez7ykY/goosuwv/+7/9i1apV2L17N774xS/iBz/4Aa644gq0trbOaPlKCS2zGZ+v1oKS5XWnWyQ1WX6Uup950TOTdT8b7Wy+p1X7WrX7TLafE6zKY9dfjZ/PhTqfyXuVE5/KzUPTRS37kxPhfyaYK3O6VSxFALoVWiXY9Z+Ah8OyBq/t78OyBh+a85Z1AQ+HgMiVbJe5Nr8QhBXl+qmxr7tYBtu6QrZjRLU8Lf1+5XTzQPMWKCrPHJkbCWIm6Y54sP+Os/HUsQncdvdBjCSzFHuUIAhiEUMiKYCDBw/iu9/9Lr72ta+hq6sL73znOyFJEp566il86lOfwqpVqwAAW7Zswe23346rrroKvb29NRNJ7bKQ1jLL8XSePx2CkrFO6oKVLdJrQannnc6Fw0xnm620X9i1r9Xncy2RlVV5KnmeUsykVdt095GSiUZm0XovwHO6xZU583nF13Ig/ANzc9518ntRKX6eA8cyqAvyU/7N0dzqhxNZLGvwquFgDNdqCfFIChKOj6YBTPZhc5to4xVA0bFJQcJwQsRoMofGgKvgHBJziLmC1u+1zNtDeWttAHpM9KQ4eUxz0F124yQpSugZy6A56NbHknGcDiVExAUJIQ+H5Z5iEdRJec3eFnPlN5wgppPuiBfrW8mVniAIgqCYpNi9ezcuvPBCfPe738XLL78MAGhpacG73vUufO5zn8OGDRsAALIsAwBCoRDWr1+PxsbGmpVBEyWGE9mCf40L4anGKKzF+Xbx5AIeTl/Q1iqO1XTE46sk1lap+prOZDRJUUI8o2acnY14lLVkrsULnM7yTGc9Wt0rLqj9ZFrarVQSqwqeczrifprjMk+VkpshgipGGJMHVXz9aZi3nfxeVIrV2Kim7Fp9RtM53a3e6lpW81ypeMdafx9KiBjKx2SUFEBSFEgKalIHBFFrtPcYAPC4WAwnsnq/H0qI+vySEmVE/NY2C+ZxMZzIQpBkPcmZ5ThVrM91Ul5zfOq59BtOEARBEAQxEyxqkXTXrl0477zz8IY3vAFNTU34xS9+oX/X2tqKbdu2we12AwBYVq2q3/72twiHw6ivr69ZOcxZSK0yB09VmKvF+UJOKVj4Gqm1SOSkvE4XANpxQwmxMAFRieQHpe4/nQuHAK9mFQ95Zibb7HQKvouJmazHAF86+/yUr1+if5d7TquEV5qw5XScljqu1vVcat5SBQ6mIHlQpUzHvO3k96IWWN3bqo3Mbe5xsWgKuBH2ugrOjaZyBdc2z3N2bWHs7wD0rOAhD4eWII9QPnYqzWPEXMNqrGr9HoA+v5Tqv+Zx0Rx0w8OxaA66C+4BqMkTAzyHtjCPliBvO6bsxi+9DxAEQRAEQSxid/udO3fiwgsvxAc/+EF88YtfxH/+53/i+9//Pt785jdj48aNAACGmUwaceDAAdx55534/ve/jyeffBINDQ01K4sT196puv8az6/GjbJcPLmCOFY1cMl18rxO3N41azCPiwHHMvoCIClKkGT7DAizFeM1UIWLnJlK6n82Y9kuJCqpx6mOj1r0kWopG683KyHHFcYnFoAi92vLcx2M51r014L6L5M4Sft3qnOv3XflsAxjMYtj1sqV1+he3xx0Q8ipXhfmZzRayml92Bg6wDY+sPFe+ePrZiAUCUFMlVJj1elcYB4XLSG+wHNHu8dQXNTjmhrjCOshSiAhkP/sRFTAUl7S3fe1zSxtTqxVmCeCmK/sH0yhKeCe7WIQBEEQs8SitCQ9deoUrr/+erz//e/HF7/4RQDAhRdeiEwmgx07dgBQM91rHD58GJ/97Gfx6KOP4vHHH8eWLVtmpdyVUM5Cqhqrz5IWZobvamlVWsq6zJG1qcEarCXI62UM5GPw1bI8s4mVBR+5ns5NjO0zH/pTJQTck2NSmxNagnxJK3T93FJu/jWsJ7MY62ROq/b6lXw317C1BDbtLRm9DLS/jSERtDlJyMn6JprVXOWkvsn9l1goOO3LlYTC0Ky1tTEGGMZjdvJY41xstEQtCIlRg3AjBDGX2T+Ywv7BVMFnxiz367+8A71RYZZKRxAEQcwmi9KSlOM4fPvb38Z1112nf3bxxRfj6quvxuc+9zm8/vWvRyAQ0L9bvXo1PvrRj6K5uRnt7e01KcNwXATnmb6MoeUspLSXXs09q5blqGXCnlLWZXZWGmZLMa1MBUlBPBwCTKG1RSBgb+XmpDy2ZZiBBX1BueZYwiSikAKra4f9qVY47ZeVlCspTFooqRsQhYnWzFbopbKfT8XK1CnTNT6MVpG2oTpmYGwmBQnDcftQIk7ONz6HABTMLSlRLmpHs5eBMcHWUEJEPCOp4SEMFm80VxFEddiNG81a28q6WzSIpMZQLcYETdFUFn7D2DaHGyHLUmIhYBRCAcDPs7rVaHfEW5TlniAIglh8LDqRVFEUtLW1FQiksiyDZVncdtttePzxx/Hwww/j5ptv1j8HUHPrUd29SeSm5YWzXIbUosVqDQW/WriYGY8FKstwbxRUnFodSQ4FmADvLMP2TIpf5nqaqotvtfefrwunma4fc/vUKmO7o7I4DFFRybhLZidFUjuMz+x03ik43+G408tUok2nGrrE9rh83ZrdXady70rQyqmVo+rrmJ7D+PxJUSoQYozzrPaZtjlVYOlmMNrX2jIqShgG4DdsZhljRbc4dKk3t898n4+IhYll5vgq3ofMwqg2ZkYSIsAwWBrxIsBzGE5kC6y7JWXScawlyCOpTG6Sq4Ioi5Qo61bgVhvMM72pRxDTQXfEg/13nK0LoE0BN7ojXsP3lOWeIAhisbPoRFJjnFENTQi99NJL0dTUhB/96Ee4+eab9c+nA7N701QW/dXi1Iqn1Iux+cW9VBmN8UEBlH/m/Iu7i2UqeuZy8VH1zwwxujiHyQoCHg4BkSvbbua6rXX7mYWLUvVk135GMUwrczX9cCoLp1rVy1SuY1X+asV8oLgey1pDi4WC0nT1Ey3MRLkxX+m4C7jt5wTL+qzCetDpuDM+Q7k4qE7nLqf9ezqsIivqhwZx1FVhKBGjZ4P5OYo2XSzqzDy3A6rrb3PQrYqdfOF8DACSApwcz8CX7z8t4LFvMInhRBY+N4uRZBZNAXfZ2LBGS9XlHp9eD9O5CUkQlWD37lPJPDWcjwfMsQz8bg5xIQeOZdAUcCOekTCczMLnnhy7fl59f9XHapYpvCYmx4mGMRmU1YaO1RxHmxLEfKQ74i0QRgmCIAjCyKITSe2QJAkcx+Ezn/kMbr/9djz44IO49tprp+1+zSEenId3vKiuxAJsKhafVtcotfg3lgsoLfpauW+VLF+VokM5qzW9zNKkSNoS5AELCw1LEcVBuayEhUqFxFLtWXC9MuWx+167RjSVQ8Tv0stWSjyyeo6pLJxqZZni9DpO+7f5ek7qxFyPGpW0j9MNCcd9yHQ9J5aMdpsM5ufWj3cgKpqtDqtp60rmA6MlVan5yMnc5bR/T4eFaiXjQytnXZCH5K7MCqZUH7GzYDPPs9rcDqDQis1iPgbU7PRBDwcPx+rPKikKAAWxtIR0TkJCyIFjWHTU8fq1LMtkslRNipIeJsAolmr3IUGHmE7MY3soISIu5pDKMmgPe/TjzPMUUNw/tTlgNJnFSCoHn4sByzCQFKAhoL7Ch7wcghkOvGtyLJk3uozhhYaTIhT3ZFIa7VizBbyT+b9Wv+EEQRAEQRBzhQUvkuZyOSiKArfhhdDoRq/BcerL3ebNm8FxHJ566ilcffXV02pN6lSkBJwJBJW+rDq1Ciy1+NfKpZ0L2LvolrMIKjq+Bq6pdvUWTeXQ7LE5KY+diFKNyFON4FvSAtFwvXL1ZPe9dg2j9Yj5voBJQLF4Dst+PMPWd1OxinZiMeOkTsz1qF+rwvZxsiHhtP9VbbVpsckAOLd816wIp1KOUuVycqw5TmbRMfykC3+At08a5bR/VypiO2lP2w2OMiJtrMJcE6US4DkRk41ze6nNMKOQG/Bwqtuv4flCPAcxJyPNyuA5BqKkoD3EFV2rQHS3sFTVNrOGEiJGkllIhvADJOgQ043l2FZQIOZrGC0+S21CNgbc8LhYjKdzaA97MJ7OQszKSIkSljX4isZSuflWF1GnuAk+HRb0BEEQBEEQs8mCFkn37duHf//3f0d/fz9WrVqFV7/61Xjzm98MlmV1y1EzS5Yswec//3mcffbZ0yqQ2iVusls4V2oB5oRSL+TlrjEUF/WkAC0hPm9JVNpF1yjEGstgJyrUwo3Lrt4ifhcgFSY3KeeaXIuFQFJ0/kyl2qJUf3Aao6+ceGr13E6FKqN4Xio5mHY9LRuvVGH28qQgIZO/vl0cSO04rTylBCFzuczPU02dVBIz0cmGhJM+aA4BUC2lntsqbIWGFrdSv04NNjzKzQeVhP7Qy5R34Qegz2M9Yxl9XrPDifVxOZy0p129lbpXNYmb/Bb1ZDVmkqKkC+C2FqamzTDjb0W5DYTmIA9JAXhOcytm4edVMRWAnrFbL5epDo0uzS0hHgGRgyQrhclnSNAhphnz2G4J8vl4n4WW7UlR0vundp4x9rJ2DKCOUT/PYXmjGlJCyMmQFAWSAsvN26LNG9M8rY1pK8txzQVf2zwylqMuyBe/Kznc7CcIgiAIgpgPLFiR9NChQ7jgggtw3XXX4corr8Sf//xnfOUrX8Gf/vQn/PCHPwTHcRBFEbwhE3Mul4PL5cLb3/72aS9fJa6dTqlUiHBqFWjFcCILQZIxnMiqL+dWooFFrMaCTMd86RiD1VjOOcXKktR8vyKhbAplSIpq7LH+CbHAdbSWCWbsnqNi8aYGz61dw3FysHwZ0xUKeylRgo93fv1SSXVKMZU6mWp72JWh4B5mIdamv1VKqefWn0MqFknNlqS1oFy9Gb9PipI+z7SAL5qH7DaFzPOaHU6sj8sxFeHYifVXJaQsxp15zCQFqcCNfigfIzHkKZzLzWLNiWgGE5kcUlkJSyNe2zAW2sZUyKP+B6Bg402bS7SwFkJOLigPoCbg65/IIux16fWk/Wu0uCWI6cRq3rSybA/wqru9JCvoGcuocUnzY2koIerCqpBTEPG79LE4FBch+RVE0zl9/Bkxxyw3z9Mnx0WcFbHfgIlnJN3qddI6nIWQk/X5VU/wNMPvbgRRLSeiFbpYEARBEIuW6TOVnEUURcFPfvITXHnllfjpT3+KT33qU3jooYfwrne9Cy+88ALe+MY3AoAukP7whz9EX18fXK6Z04xLuXZWG7OvUqZyr+agGx6OLbIoshJRhhNZy0zHpVxc7b7XLA6TZSwOyx1ntnRzUp5q0eonms6h3ucqsmoqqJsaYH6O6XquaspS7jh/hWX0V3j9uVAH01EWcz8K8KqLcr3PhWg6py5sK7TSLYf+HO7i57AaX8DUxm/F80V+nrGdh4ACi/GkIBXMa5UyV+Zuo/WXU6zGnbk+Nau3/gmDlapifWzBtd0sxNzkBoj5mgX91qNayi1vVN2HdVFGkPR7NAfd+vMZ3foDPAdBksEb4jvOZJsQRCms+qImnnIsA0mW0TOWAYCi/q31eeNviJa0qSVY3L8LREqLeVpS5IKETQXl5DmEvJMbFcZkcClRxkBMFW8rfXcjiKnSG83gxZNx9EYzFZ3XGHDBz7P4/KO98PMsmgK13cAlCIIgFh4L0pKUYRicOnUKAwMD+md+vx+33347vF4vvvWtb+FjH/sYvvjFL+KZZ57BF77wBTz22GP40Y9+ZOmCPx0013jhVk027qm4QrWEeN3Sys5aUBMfCjKm8hy0+HHlLKks3bgcWCgYM8kmRakow7FuhcVWZrlZbb1pVhdapuZSlmyOrlemHFZWLBWVt4auco7d8/PHxZTKXn4DHg5hB5ahtXD31phqgrTp6GfmfmS0XCpn9VNtOfTnEAuTBJWyKteEtlLZnIHKYyObv2/BZJxK7Xp2MWON9zLOa9Uy03OxmYCHQ3OFz+BoHskLM5plsjEWaKm2WdbgA8BMzscmSzq7+S/gmQyHYLZQ1epNyCmTMR09nJrp2yTAW9WxOQQAuQYTtaQocZMpPJH5mGUN3qJQEVZ9VMM8NkpZtVvP04yl9bh27eUeX0EZtRjCSVFCXJDg59mKLe0JYir0RjNY/+UdSIky/DyL/Xec7Tg7fVe9F/vvOBsjySyaAm7Kak8QBEGUZcGJpIqigGEYbN26FQcPHsSBAwewbt06AIDP58Mtt9yCQ4cO4S9/+Qui0SguuOAC3HHHHbjiiitmTCDVqOUCuRL3plq7QtktdO1elJ3e02km8qLzxMnEIX6eKcpwbCfulC1P3oXZKPBYhRSwW7DUWVh8VLOY0NrP/Ey1glzlSjNd9WMUEisVNS3dvz3FMVDt7qmfw0+eY1y0V/KcxrKYnwkAhJxSMuu8Vg47odVJf7cSpm2PrWKjohSzNReXaudy2MXINmJ2Ga5kA8Qo2JcKaWJ+FgAQcjIETMYjNbr/qu7Ik2PFKNzq17Ko4xPRDCbSOYwmRfh4NW5pa4jXxSGCmApan9MsQ0+Op8GxLFJZaVIkNW3OWLnjaxb55j5cEC+Y5/SxAcDR2GzwuR15bZivYzW+ytYFxSclasBIMouUKOOTV3Tj84/2YiSZrUjs7I54SRwlCIIgHFNzd/v+/n5s374dTz75ZK0v7QiGURf111xzDQ4fPowvf/nLiMfj+vfhcBgf/OAHsX37djz22GMAgL//+7/H8uXLZ7ystXS1rsS9qdauUE5cGp262RacY6gf7XwAZe8V4DmEvS4sa/CiJcjn3cQkDMRFWxczJ2XVXJg9BnfOUq68+nk1dvk0utOW6z/V1Du5ypWmmvpx0g5aXwKcJZdySqn+Z9d/jRsNVvHunPapoYSIgbiIlCip8fSCqhgQ9rpKPp9WZgD6vaqZL52UdbrG50zPxVP5PTHPs3b1VW1d6efxHKKpXGG5Le5pHAsBnoPHxRb0UbPrvdGCusil2aKO/W4WoqzGdEwIOaRzcsnyEIRTJq2c1czzgiQjk1Mg5mNua/2qKAyLqe8av7cKfeFxsfrf5d5BjMmYACDkZfXPK6GS8a+No6GEWLP3XGLxobnY7x9MAQCWRtRkAvsHUwWfEwRBEEQtqZkl6Xe+8x187Wtfw7FjxwCoYmUuN7kY+vCHP4xnn30WP//5z9Hd3V2r29qycuVK/PKXv8TVV18Nv9+Pz3zmM2hqagKgxiI966yz0NjYOO3lKEUtLZjKWeQUWGOajp2JnX4ra56y7rw8h4SQg9/NFgkAlbqbJ8V8MgKtPIKEZFJEi8OyatcxW3tYhRRwXCdV1rsTC8Fyz+Lk+oQ1U7H+dWI9aWVx7OgeU3DTN/df47/ma5V6lqQgISmIhecpgN8gegKlLTutko4khBwCPIdUVrbt71bPPxNW0VaZni3rxaJtajnWjL8nUoX5KYzZ643W8kDpudaI0/5njldr1UZG92LtX6s5tlKrYq2MzUEeAKNmFpdkPbajXXkIwimagOliGQQa1MRMWzqCltntS2FnDW+0Iq0z9Fk/z9omzEuKapgTDT/PIcc581aoNnyINpdE0zk0Bdx6WQnCKUYXewDw8yzWtfjh51ncdvdB/TiKM0oQBEHUmimLpIqi4E1vehN+9atfAQCWLVuGkZERJBKJguPOO+88fP3rX8evf/1rfPCDH5zqbR3xyle+Evfeey9uueUW9Pf345ZbbsGWLVvw05/+FCdPnsTKlStnpBx2zIQY5WTBNxOLQrMgbHbn1cqhvYjvOZ3Ed57px10vDoFhGKxv8ePc7iDee0EHAFRcXrObmHnRoHHPi0P47rOn8bHLu3DR8rri5zCIL9rfAc9kzDEECwWgUu74U613J/2n1q7ERHU4aYepzgelNiKM5Sjon6JUMlaeVXkODKXwiYd68K5z2/COc9sKy5CVkOMmy1CVe2b+OQ4Pp3DXzmE8dWwCB4dSUAC8ZWsL3nNBBza1B4rKahb4Ah5uRvr/nJljDf0nVqFIaoyRrWWM1/pNqXJbZtE2HWvezDELOVZtpD3L8dE04hkJIW+hyP7M8Ql85k8n8NfjMQQ8HBp8Lly7vgHvuaAdq5r9ts+plVHIyQBUgXRpxFso4NOcSUwBczxQ87wKAMdH0xhJZhHxqa/gTjeNtA1fTYR1cwzu3TWMn704hCDP4c1nNQPwF2/G8ByS2cl3rYCbQzKf2W4oLha8F1n9Rli5+pfdQONVgTjic5GrPVEVmov9z25di/Wtfj2eqBZfVIPijBIEQRC1Zsoi6Z133ol7770XGzduxN13343Nmzfj4osvxjPPPFNw3LXXXguO4/Dggw/OmEgKANdddx2eeeYZfOhDH8JHP/pRuFwuuN1uPPTQQ+jq6pqxcswkBS+xTsSZGVgUFlmvmtx5jS/X33vuND50/7GC8589EcOzJ2L41l/78faz2/DZq5ZaugHbvbwbrS81t33OlAH6scNR3HrXAQDAS/0JHP7YOSVdlI1iwHAiC0GSMZzIoiXEF8VijKZyiPhdltZSpWJFVru4MJ4/1UQ0xNQx979atGtRH7foT1pf1fqfOY6tud8az7ESxoYTIq77wV7EMhKePh5Dd8SDVy01CEwWi2+7/mf3LB6Oxcf/cAw/3jEAgxc0AODbz5zGt585ja9dvwL/fGmn5aLcaK01ExtRlc6xczlGn5W1fKlnM9e/1bFmLwCzJWnZNspP01q9/eD5Afzbwz1630hl1f57cPgUvvH0KXzhmuV4/RbVa8RsEa2VUQAQFySks3LBJoKj8hBECez6j3FDNS5IapgHUUbYa7KsNoipSVHSxdSkKCEgqtd1sQyeOjaB99x3BMMGsehXu0dwyYow7rp1XbHFOlNoyR/g+YKkm4D1hkjRBneJ3wezQGwVZ5UgKmV9qx9bO0P63xRflCAIgphuaiKSsiyLe++9V0+QZEUgEMDKlSt1d/yZZOvWrbj//vsxNjaGRCKBtrY23fV+IWJ8iXUSP8rporCmWc8t3HmTooR4JodPPNQDALhkRR3euq0FDX4XDgyl8ds9I9jel8Cdzw+go47HR17ZVSA4ac9tl9DIaL0a9roQcBc+w/O9cf3/JzIS9g6kcNmqYoHHSgxoDrpxYiwDcJP1ZHQ1s3QVLVHvU7U8c3r+XBZs5hNO63E629WqPxnd6bUFt9mCWpIUNNeVtuzTODaaQcwQtuL53jhetbRxsnxZCYGAtVWnfoxNgirt868+cRJ3Pj8AADinK4jXbWrCuhYfxlI5/PSFITx5bAKffKgHN2xsRNBjiNtX40W50zZ1ZNFtOMYoTMzFMWfn5mt5rEkUAQqt7I3HGL+rC/LFFnIW9a26wItIiTL2DSQxls7iEw/1QFaAi1eE8d4LOuBxsTgyksYdDxxHTgZ+8dIwLl4Rht/FISXKBZtTxs2KkWQWYBSMJLOqxfMcbAti4RHgOYQ8HMbTDDzcpMW2hnFjS5IVSIoCIacgJWbRk5XREnCjOcjj//1GFUgb/C688cxmnJoQcP/eMTx5LIafvjCED1y8xP79QpAApdhtfyghQsh/r49fiw1muzjKVnMHjSuCIAiCIOYbUxZJ9+7dixUrVpQUSDUikQh27do11VtWRTgcRjgcnpV7zzTTZRlaTuCZavbpgIfDj7YPIJ2VsbzBg2/dtFJPxLW2xY8bNjXid3tG8YmHevD5R3qxpT2AC5aFJxfABishq3IOJUQkhBxSIoP2sAfJpISAoUz/dMkS/LUnhgf3jeH9F3VgQ6u126bVi79mLWfnama0pnNST1NtQ6fnz4QbcMH9HAgjc+m6ju/vsB5nol2tYmQCqjgnyUqB9XbE7ypwtQdKL2zP7Q7hjss68ZXHT+KVq+rxd+e1AZi0ZJIM/f/EWAayom5aGLOGa3UFoCgZyWNHxvGVv5wEAPzH1ctww6ZJARYAzl8awnV37kVPVMAvdw3j9nPbHJe9XD0VfT9NY2MhuXObhdFSdWZ0E9Ys6rRNLSRU10oPx4LLJ2QCoHtDxDMSZEXBN57qh6wAl62sw//ctEq/9ppmH05EM/jWX0+jNejGRDqHUB1nGys64OGwoTWgb5qZy0ubR0QtMfcnbT40xknXMG9shaCOgZ2nMhBzCoI8hy//pQ+D8Szawzx++84Nev9eGvHim0/34ycvDOL2c1snx6cpBvuJqIAk1Pm61ZgsSuRsY79rY9sYvxgovYlCEARBEAQxH5mySCrLMjwej6NjY7GY42OJSSwTkjhwLa/0muUot7ivRFSwu/+BoTQAYHN7QBdIjdywqRH37hrGS/1J/G7PKC5ZUTdpleopFsjMKIDuvmkuTyDE4c43rEHfeAZeF1exiOHU1ayUlZ1+rSlaYDg9f6YFG3MfqZUQNV3XdYrTepzudjXH+jW7TWr/GsWtStqeYRh86tVLccOmRrQE3TCH9e2fENGlrcQZQCkO+6vXlTlBVYDn8Ls9o1AAnLUkUCSQavff3B5AT1TAvsFURSE3zJTrI9WMDUcbIKUsyCuc62eassmxSoR8AApFcbPruyQrOJ0UUe/jkBIlLKn36EKMIMkIejg8e0K19r9qbaSgXOPpHH67ZxQA0BZyoz3EoznIlww1YjdHl4uXTRDlMI+ToYTqYh8yCKR28Zqt5oehuIj2EI/TcRF+N4sH9o0BAK5ZFyk4/4JlYXzz6X4cGEpDkidDniTFwhjs/RMZcF4OML1jFYQFMc2Ppb4r9ewEQRAEQRDzDXaqF1i+fDmOHDlSlKjJzMDAAA4ePIj169dP9ZaLDuMLacnP8u5QSaHYOsHJNS2PM1wz4OFKuu8HeM7WDcvp/W/dqiosf9gfxcnx4uwjL59OYld/EgDwjxe0W5bH+EJvrIuWII+QxwUPx+LPh6L4W09ssjxZSX+GrnqvrXhZCnP9lKqv/glRt7qbDYyuc05CMtSKAM9ByMl621TSZ8pdV7dwyS/ShJx9JvRao7U1AMdjcDrQFsP9E2LRd5X0z1IEPBzO6AiqIStM9bt3IInneiZUkYljEfK49KzhQPnNnf93oZqY7aVTSbx8Oll0775xAQ8diAIA3n52a/EC3eG8BpSfr4z143RureT+Vtd0OtfPFsayWLnfJkU1EZixrFo9txhES+Pc0xLkwTFqjOgGvwsKgHS2cPwuqfOgOcjjbWe3AgB+smMQqfw9xJyMf7n/GE5NiGgPufGOs1sxnnZWV1ZjQLV4tY6XTRBOsOwzpg2jSubfAM+hLexBZ50HkgK8eo26SfCLl4bVhJF5frR9EABw3YYGuDimYPPCGIM97HUh6HGhJZ8RXJuDjL9j5t9Q43fDCRGnJgrfz7T5YCgh0nghFgwnohVmQSQIgiAWBFMWSa+//noIgoBPfepTJY/78Ic/DEVRcOONN071losOswBkFxeqlgJBVdesQCiyu/8VayK4ck09crKCz/zxBLLS5MpCURR87YmTUADcelYzLrTIPl+q3Jrl0OGRNG788T686a6D+ndjyVzBM1QrGjoRU5KiBN7FQJBmTsQzl2u2Fv6agG2MRVkLkbZA0Mq79c6GJYu5XivZuKgFAZ6DIMngXcWx7grKOcVyGeu7N5rRP3/Pr4/ixh/vx9HRNDiWKY5HWqbfXZSPQ6wA6lg3mKJmJRn//scTyMkKXr0mgsvXRIrOdzKvVbNB4HS8THWjSDsfmJxDa7WRUAsKfosMFqJaPRoTgennmMa4ZknfM5bRN9/8PAcPx8LPcwh5XOio80yGizDc8xNXdCHAs9g/lMbV39+DTz7Ug8v/92U81xuHz83ia9cvR0OAR0dddcnqkoKE4YSIaDqH5qC76P7G42ZzM4SYmwzbjNmWII+2sLohkBQkHB9N4/ho2nH/0caQn+cABbh1azPWtfiQEGX84qVhAMDjR8fxx4PqBtJnX7OsoAwBD1ewWRX0uLChNYDmIA9JVvSxqKFZvmr3NpIUJUiKmmDP/LmVxThBzEeaAm74eRaff7QXfp5FU8Bd/iSCIAhiwTBlkfRf/uVf0NHRgf/+7//GLbfcgocffhiZjLpoPn78OO6//35cccUVuOeee7B8+XK8973vnXKhFxtmAchusV7JYtqpOFXpAl1zVYxlciUFhVL3//oNK+Fzs3iuN46P/+G4LpT81+OnsL1PtVj+xBXdVZU74OHwxLGJIjfhi7+1C996uh+y+QsHGBc9PWNpDMRUa4pS+HkOTQH3jIl45n4zXcKLE/FgukWfSoSyWosc5nvPtBgd8HD5l/vSdTuUEDEQE9Ezlq54wa4hywq+9XQ/tn19Z+HnCvDwgailNbaTtvnoq7oAANv7EvjqE6cAqBskH/tDz6QYdsMKy3OdzGtmkc4JTvtspdZhdtc0u7POpLV3UVlsvAmsyu/nWSQyEvx86VcL1ZLelFmeAQAFfl6NS2pVL81BHvffvhErGr0YTaku9tF0Dm0hN+58w2pct7EZ3fUeDMazODiUwsunk+iLZpAzbLaZx74kK/q8byUA2VmbkrUcYcZuzJrf4eIZCXFDFnsrrH6jNLF1c3sQbzyzGQBwakKAmJPxqYdPAAD+6eIlOHNJsNgS3vBOsjTi0ctmNRZTooTRZFa31jYS4NXEUyHvZKxrozCsWYxbueHTxgIxX+iOeLH/jrPxwj+fhf13nI3uiHe2i0QQBEHMIFOOSRqJRPDHP/4RN9xwA+677z78+te/1r9btUpNrKAoClasWIEHH3wQgUDA7lKLjmrjgg4lxIIs1cYX8VovpM3XdJLsxOiqWA1xQUI6KwMAHjoQxdXrGtAcdOPHOwb1Y875753orPOgq96DthAPv5tFxO8Cy6gWdGEvhy3tQZy/NFRQTkVR8Lu9auy6L712GfCE+nkqK+N9vzmC/3qiD+88pw0furQTQYd1mRTVBQ8UNXaeLCsQcrJlxmRtgRAyWXZYXreGsb3MsQKN7VrL+ziJBTod/bTS69cyZqldoiSgtjFfnbaTlhFcO8eqD44kspAVBSzLQJIBMFDj4zmoi4Qg4WtPnMQPtw+gZ0yAHzKQXz986dpleP+DA3jwwBi+dfOqgvN6oxk8dyKO3acTiGUmF9VjqSxGk1kMJrLoj4k4aXDj/NH2QbxmXQRD8SwezrvZp7OybuVUDQFetXi0SthjrCNzm0733ApMCrjRdA5NAbeeddoJpWIxTwW7sWJV/gDPoaOOR0qU9b6XNIlBSVFCRx1f8BuhxWccNsRutIx56uHwqtUR7L/jbPxw+wD2nE7hmvUNuHJNBKcmBLzlrgN4/Og4JkwJcVgGWN7gxWUr67F1SQA+nkU6q+CJoxP4/d5RuF0Mzu0K4XWbGnH1uogeD1uL6Wh8jgDP1XRcEwsHq00Pq3lbkGT43WzBsUNxEcOJLNwcg1/sGsa3nu4HxzJ4zdoIbju7FZeuqEPAw+HZEzF866/9egzeo6MZPHQgirGU6g3zjadPYTgh4k1nteC1GxrA5N+JjDFJjWOLdzMQJMW02cGh0Q99s808hrV3m+Oj6clYq42+sptTMxknnCCmSnfES+IoQRDEImXKIikAbNy4Ebt378add96J3/zmN3j55ZcxMTGBYDCIDRs24KabbsI//MM/kEBqopqXxoCHQ0DkCrJUzyTlymxMylHyhdlG8Hnq2ARe872X9b9XNHqxvNGLIM/hjPYAduXjFKZEGYeG0zg0nC5ZXpYBPnlFN/7tyqVwcQz2DabQGxXgcTG4cOmku/6HLlmC/++5KHrGBHz6jyfwy13D+OEb12BDa8CRtW0of0wbz5cUYDRXcC3DcymmsqhwIvJox2hlqsXiZb6IBzUVL/PtNJQQERC5gj5d6SaDk/uUaydtjiiVZTzid0HIKXoGZaA4A7gVe04ncctP9ukJ1oI8iw++Ygnwovr9hcvqwHOD6I0K2D+Ywoa2ALKSjM890ov/eLS3yIK7HGe0B9AW5OF3c1jR6MWxUdVL4fLv7MYf370ZF60oDLnhNHGSXVI1/TqztKDXBNyIz1VxHzGWuZbLukrGipUArZUrmsoh4ldfObR4tuZxolnZ2d3f2L7/8IoO/ZjBuIgrvrsbR0bU/uFzs6jzchAlBbFMDjlZFZOOjg7gTotyp3PAo4fH8ejhcbxlawv+7w1r8udZJ4NrCfFIiqrXRHPQXTJBFLF4aM5bUGqCZ3NQddE1zyVL6jxF7wDDiSy298Xxgd8eLdgE+sH2Qfxg+yBWNXmxpM6DJ45O6N8FeBaXrKjDmmYfVjZ6cXQ0A0UB7t45jLt3DuOWM5rwf29YAwCIpiS0W5TZ71KtQo1lMSeVMo/hgnnR4Zw+X94NCMIJvdEMRpJZNAXcJKQSBEEsQGoikgKA3+/H+9//frz//e+v1SUXPE5fGosEL4dCZK2ws6CxEiTsLK7GUlk8eXQCm9oDWNXkU2NeZSSEvBxaoC44j41mcNX3XkY6K+O87hC+/NrlaDTEAbrrtnUAACEnYzCexUBcxGBcxGAii7ggISVK4FgGPjeLaCqHfYMp7BtM4bOP9OInLwziyjUR7BtIAQC2dYbgcU+6VL55awtu2NqNRw9F8dUnTmLvQAqv/t7L+O07NuLSVfUl6yfgmcxYC5Rv12gqpy+eSl53CosKJyJPrWKIlbKknKvU0pJWaycBxYthM1MR3yrtD3b9rNr5Y8/pJC7+1ksYT0toCrjwL5d14orVEfiQ0UVSj5vFts4gnj0Rx7vvPYwNbX786WBUT36wodWPDa1+RPwupLMyJFnJx6Hk0Bp0ozXEoy3EozXkhsc1OT6bgm7cf/tGjCazuOOB4/hbbxyv/t7LePYDZ2JVo0+vF+O8koupiaQuWVmHBn9hPZTaNHAyz00XVgKu0/sbyyxVkWvC7j7lxrT5vOagGwcGU+jPWwRr5TIL8lbXtMr4bbz/UFwsGj+yrOD6H+zFkZEMltTx+K/rVmB9q1+P7SorCkaTORwYSuHZnhj2DqaQkxUwAM5cEsRVayNgGODJoxP47rOncdeLQ9gzkMQvbluPiN9VMF6M7TKcyGI8rVpBz9RvMTE/OBHNYCKTQyorYUNroNCLw2Ye97gY3PHAccQFCauavHj3+e0I8BweOzKOPx4Yw5GRDI6MZOBiGbzhzCZct6GxoJ//7vaNkBUFu/qT+OPBKH6+cwj37hrB9r44/ud1q7C11dl4A4rHvDa3AqqXjGbh3hLkkRIz6ItmkBLlghAr1Vrjz+R8SxDV0BsVcPG3diElyvDzLLnjEwRBLEBqJpISleP4pdEkrDhyJ54mF2pjrCmrBavZ5XNXfwJf/stJ/OHAmJ6E6cJlYdx+bivO7grp1x9NZfHmn+3XBdJv3bQKXrd1XDuPi0V3xIPuiKds2f+wfwyff6QXPWMCvv/cgP756zY1Fh3rc7O4bmMjzukO4QO/OYp9gyncdvcBPP/BsxD2uBzXZ7n28bgYDCfKL6ynsqhwIqhpx9RZhAWohPnuRjfV8utWcA7cna3axbEIVkF/0Kz5pnIdY9niGQnX/N8ejKclbGj145s3rkSrZj2XLTznxs1NePZEHH/tieGvPTEAQNjD4ZNXduOa9Q2O7mtHY8CN/7lpFd736yP4W28cr//xPvzhXZt0Sz8AeOr4BH64fRAvnFTjF7s5BtdvbMQnLu/CknxCIABFdV7JPFctTi1dC6yPK7Egzn8fq0YkrXIcWJ0nKQokRcFwIouWdmd1abS+s60bi/Hzq90jeL43jpCHw/dvWV20WGUZBs1BN5qDdbh4hX2yv01tAWztDOJD9x/Drv4krvvBXvzmHRsQaLAuS3PQjdFkFvU+bt7OfcT04HezSAiM6lJfYkPO+PcPtw9iOJnF0ogHd79lne7qfunKOnzklZ146EAUg3ER129sRGe99bsPyzA4a0kQZy0J4jVrI/iX3x9Dz5iAm3+yD9+/fgneajre7rfAOBb1GMQiV+QFo/0r5j0pjGO3lvMJQcwlRpJZpEQZn7yiG59/tBcjySyJpARBEAuMaRVJe3t7cc8996C/vx9bt27FW9/6VrDslHNFLTqqsSis5Yum3f0tBR+D6/Hh4TTefNcBPVZWZx2P/piIv/bE8OyJGH74xjW4eYuafOD2XxxCT1RAR1i1BLITSCvlmvUNuGxlHf7WG8cLJxPoGcvg2g0NuHpdA5BNWZ7TFuLx/VtW47a7D+D4mIDX/XAffveODZDzzzcVgbqaeIhlP7doaydCWK2sPue7G12tyl9tnduN1Ur7gfF6peICV7KBkhQliJKMW366D33jApY3ePH9N6xGndf+p0MTQv+wfwzLGrzY1hnEed2hssmknOJzs/iv61bgDT/djyMjGfzrA8fxvVtWI8BzePzoOD7w26OQFTXURkeYx8kJEfftHsFfjozjvretR3OQh59ni0JMVDLPVUs18/JMji+nVu5GzOUL8FzewkwqulapZ3FimWkeP8MJER/47REAwG3bWqa8UD1/aRi/ett6vO2egzg8ksYbf7YfD/3dpAhflJhnns99xPSwrMGH5iBf1C/MfUj7+/hoGl974iQA4MOXdhbNlX6ew81bmioqw5lLgrj/9o2444HjePzoBN7z6yN4q7ovjXt2DuHaM7oQtpjHk4KEA4MpaLnLtFASdn29OehGSpTg57mC76odG9p5QGFMYIKYayx1YKhBEARBzE+mrER95zvfQUNDA77xjW8UfP7cc89h8+bN+PjHP45vfvObuP3223HVVVdBluWp3nLBoGX71P6zy/qpL8gqeFEM8JzuhjXVjKJ297f63Hjfu14cwlgqh7XNPvzq7evx8Ls349F/3Iyr1kYgK8B/Pa4uCiRFwYP7xwAAX7thhR63rlb4eQ6vXFWPf7msE/9z0ypVIC1Dnc+Fb920GjzH4PneOAYSWccu6caFkBnNnVaLyVfJ+Xafa3XudDFS6yyz1fTPuUSty19p/dq1X6X9wHi9sNdlmV3eyfnma/VGBez8/9k77/A4ivsPv3tdd+pdsrp7xwUDNs10MAFCbwEMBBJIaAESIJACJJAQSPilEggl9N6rsY1NMTbGvcpW7126ouv3+2NvT1f2mnQ2huz7PHrAd7uzc7szszOf+ZZWK3qNwN/OnBBTIJU4ZWoufz1zAjcfXcbiCdkpE0glcowaHvJnuH9jWy9pfoute5c14/XBSVNyWPajmbx/1UxevnQqkwvS6LO5eWxtZ8DCNvyeJzPOJYvUJuSuG49410/0PZII8cZeubYdXj+TXs30EhMHV2ZGxOqM9VsK0rV4vAQsM+Ph8/m46qVaOs0uJuQbuGJBcSI/MS6lWXoeO28SWQY12zpsgUR/IIrIwZj0I6EZgu+Jksn7f5NuKdO7v51D6PwrfF4G4njwZZMZu9vHlMI0Fk+Ibu2cLEadmj+fMZ7zDioICR165Yu1FNz1BZc+txOLI/L9kp2mxuMlZJMjWt8tzNBxcGUm00tC47cnOm6F95Hge5foe0pBQUFBQUFBIZWMWSR98803GRoa4swzzwz5/KabbsJsNrNw4UJuuOEGSkpKWL58Oc8///xYL/mdweoUMxnv7LQxZHePajL4TU80w68vXTdDrw4sLm86ahxTCo2AGMPqzuMr0KoFtnTYWNs0xPZOm/87LTOKD5zkXhU5ekozxXtY3zucmOWd30rP4fZGFUKCFw/Rnp+0GA/+PpqYlqyIk4xIppA8yd7fqOJc0PMObyfhYk1IO4nTHkw6NQ63N0LYiVa3gWHxWqWZuoRCXOwvZhSbKPDHLN7eaWNjq4XN7Va0aoE7j6ug0B83b0qhkRuPGgfA29t70apVFKbrQu7Rvha1pDYByD6bsVw/Fe8RiBTr5eoU7CmQyvsllTOlyEhxpj6uiFzfO8yv32/k9a29aFTwu1OqU+Z9AFCZY+CHh4ppbm57p55P9vRjdXpkRWS5/i49k4Y+uyKU/g8x5HBHtIPgthE+LwOx361vFUODzCw2IQjyYVJGi0Yl8Mvjynni/EmBz6pydDg9Pp76qouj/r6Jbosz8J1Jp6Y4U8+88gwxQdk+GButDjHpWfh4lch8R0FBQUFBQUFhXzPmVcXOnTspKCigrKws8Fl9fT1r1qxh6tSprFq1igcffJD3338fn8/Ho48+OtZLfifo9lsRONw+stPUAdfYZCekiViVpWKiGc1aKdr1280uBu0eNCqBBRUZId9lp2mYUigmOtrRNczeHjFTdlXuvonp4/P5sI1SOJDWK2a/+BkP0dVZlbCLWPj9C48nKevimYLwCcriY9+RqvsbIqaHtRMprm28fhitXJNOHXA3j0dfmCCbLDanB58vybT2CVKdJ44Ze3qG+arZDMDUQiNZaaFi1iEVGWhUAgN2D0OOSFd3uX6YKutMiN8mkhXWw8WE4PcIjLxfkqpj2PgiV6dgS7hUiqXxRORwPtkzyAN+9+QfHlrCtCLjmK4vx8XzCpldYsLi9HL+0zvZ2Gqh3+aK2FyQ23SQnoleI6RcUFY4cBkYdke4nMttSAV/3tBnZ1uHFSClQn8wgiAwPWgD+sVLpvHE+ZPINWr4usXCmU9sx+EWvbwSGQdGS2BctThlQ8Lsi/mOgoKCgoKCgkKyjHlG1t3dHSKQAqxYsQKA888/P7ArPmPGDCZMmMCePXvGesnvBNKCsCrXQHGmPuAa22Vx0jHk9GcSjU+8xXeqJprS5LXb4gpZHAOy1m5TCtPIM2pwe3181WwJKavf5g5kmT9uUjaDdnHynZHiyfD6FjM/f7ueY/6xhQV/2ciSR7fymw8bqe+zJ3R+y4CD+j4HagEOqchMSPRKViCLsN4Kiye5LwTNaG1CcRFNjnhW3Klc3AW3g2ABJmChNMZ2F4ujxmehFqC+z0HrYGIZger77Pzmw0aWPLqVBX/ZyDH/2MLP365nfYs5ofMTJV0nJSryBJLybO+0Rljarmu24Pb6yDOObNDIWS0BgUV88Hg3VoEgEeveZJ5f8HtCCuEhvUdg5P0ypjrL1En6HYXpuhCxdCz3J9z6Pt441GNxcdeHjdhcXhZUZHCV3+Iz1WhUAg+eXkNVjp4Os4sfv7KHLe1WPOHCscymQ3BYFVDchv9XyDOFJh2LtiEV/LnN6WGqX+RvH0p+c2M0CILA/PIMHj9/Euk6FZ/WD3HVS7ujbmbJebaMhuDNELmQMMoGroKCgoKCgsKBwJhFUo/Hg90eKjqtXr0aQRA46qijQj7Pzc2lu7t7rJf8ThAQPOQWz0l4WyUjyIxlgitNXgvStSGLY0DW2k2rVnH2bDEp0z3Lmli2ux+7y8vXLRZufbsOjw/mlqVTmqnn75+3AcmJpHaXl7VNZta3mKntHsYbNrnf3Gbl8hd2886OPrqtYvrtxn4HL23q4Ycv7sYc5x54fT7+sroVgMNrsphcZIxInpMKgSwinp8/nmRBujawqNpf1hSKG35y7M/7FeymafUnxAmOazvWdich167Lcwwc7hcg/7yqNaKvhWN2ePjhi7t5aVMPjf2iqNptdfHOjj6ueKGWzW3WkOO9Ph+13cOsbzGztsmM3ZV43OpMg1j/v33WxrgsPXPGpeP2wq1v1/F1iwW7y8uy3f3cu6wJgLNnF6D1ZySRs1qCkXEteLwbzaI9mfF2VMJ60Hsi+PxgwXcsRFiUyYR0KEzXJRy6Idr9CLa+B2TdcIP5y+pWmgcclGXpePC0GrTq1LonB1OUoeOJCyZTk2eg0+Li1rcbaBt0yib3iicoK8LPd58Cky7is6hhcvyfV+YaOKwiE4DPGob4usUSUUYw/TY3T6/v4qFPWvjdsia2tFtjHh+L8Xlp/Om0GtQCPPVVF8trB2SPkzwXpM2jaH0z3pgnWdBK/69YiSooKCgoKCgciIw5Q05VVRV79uxhYGCA7OxsPB4P77//PgaDgcMOOyzk2L6+PnJz4yfN+V+gIMqCuDBdh0mXumy5wZmsY2VW7jI76ba4KEjXRiTbgMiswsHlBo4Jy0p6/eGlvL+zj8Z+Bze8UYdaAI9fX9FrBH5zYiWnPLqFbR02MvRqLp5bmNBvWt9i5pfvNdI8MGLVNqPYyN0nVTGxII0ui5PrX9+LxwuzSkycMTOPsiw9e3qGeXxtJx1mF39Y0cw9x8pfz+fzcd/yZt7b2Y9GBb85sTLyviaYpTqZTOIwcp+7zM59Un7MayuZmpMipVnPE3yOUrvTqATZfpqq8sPb3a9PqOT4f23mvZ395Bq1/OKYsqix8+5f3kyH2UWBScvSBUVMyE+jZdDBa1t62dJu5frX9/LCJVMoTNdR2z3Mne83sNVvWQ5Qka3nnpOrmFuWHvd3XTy3kGW7+9nWYWPJo1v57UmVnP3kdr5oNPNF466QMacyR89tx5QH7gXIJG/yP9Os9MQEy1jjZoQLf4r6KcR+T5j0agqSaBuJIsXZ7La4AhZgJr0ak1Md8jslL4jC9JG4y1anJyCGhrctk070oHAQaUkvx7ZOURT6wfwistNGN4UZdnn5omGIHKOG6UVGnB4fu7uH8eGjwKSjOEOLTiOK6fkmLY+dO4kfPLuT5kEHN75Zx8prZoWUF/5+DNyzFI7PCgc+wRsKwc9d7tkHf37mzHye+KpTzEL/Si2PnjuJmSWR8dnXt5i55a16uiyuwGcvburhb2dOYFF15qjqvKg6izNm5vPK5h5e2dLDsZNyQuupU4eEAHK4vWJfjRG2pMvixORUh7R7q8NDl8VJj8VFjlEjPw+1ODHbPWQY1FTr00b1exS+GzT129nRaYt/oIKCgoKCwj5gzJakS5YsweFwcOGFF/L2229z1VVX0dnZyZIlS9BqRzJjDg4OUldXR2VlpOCkMELKM20Hix4xXJm6LS4cHi/dQZPvZOsZbo2VZ9Ly5fVzuOXoMsqydHh8kK5Xc8n8Qr746Rxe29LD6roh0nUqHjlnIlMSiCv3Wf0gS5/fTfOAgwy9mpJMHVq1wNYOG+f/dwctAw4e+qSVbquL8mw9Pzt6HDOKTWSnaZhfnsFPDi8F4LUtvdR2y0/AHlvbybNfixbPj503maPGZ0f+/hj3MtiaIhFrQ9mM0Qm6naXSmlGJAZYcqbxfiT5HuXaRiMVicPmxjo/W7o6ekM1j500G4Jmvu3hsbafsdWq7bby+VUzY9tPDS5lfnkF2moYZxSZuPnoc5dl6uq0uHvqklZYBB+f/dwdbO2xo1QIlmWLCt6YBB5c9v4vP6gdj3gsQE/38+1zRZXRV3SCvb+nli5/O4ZL5haTr1Xh8UJal45ajy/jy+jlU5hpixr9M9pnGGjdDEm+l2Or4m+ircmEepM+Df6fZ4cFs94SIph1DTmxOT9TEc5LrMci74QYjWSePyxy9EHzHu/Vc9/pefvDsLg59eCOHPbyRS57bxaXP7eaUR7ey8P828cGu/sDxBela/nH2RLLT1HzdauGql2oTuo5inf+/SbLPPSNNwztXzmBRVSZWp5dfvFMfccwne8W5T5fFRWmmjlOm5jKz2Ijb6+Onr+1hyD762NHHTcwG4O3tfRHfBYeOEDdnosezDrZiD09cZnWK44LX54u5CZKMJ5XCd5PmfjtT//AVFz+7C6NORb5JG/8kBQUFBQWFFDJmS9Lbb7+d119/nffff58PPvgAn89HVlYWd999d8hxr7zyCl6vl8WLF4/1kt9J9pXFSbC1Wyxr0IJ0bcAiKpG6xapv+DX/8L0a7ltSze7uYSpy9Bh1aja0WHjqqy4A/nzGeFmriXAG7W5ue7cBr09MxPLjhSUYdWr6bC7+tLKF2h47t7xdx+CwOCk/fXoeadrQukmu9zq1QJ4x8rd+0TDEw343+79+fwKXzC+Kej/qeu181WJmQXkG04tNsokOErE2lLOeSNQyKZHy95c107fNaupAui/hzzHaOXLtIhHrm+Dy5axFt7RZ+HB3P4uqsphZYgqJrShxyfwizHYPP3ltDw+vbmV6kZHDqkKtl/KMWnRqAafHR7fVxZSg79K0ak6fnsdfP2tjU5uVW96uw+HxMTHfwM+OLiPXqMXm9PD3z9tZ22Tm9ncbePOK6WQZYr+mZpaYeOj08fzwpVqe/KqTnxxeypMXTOEfZ3lo6ncwqSANVZD7eaw+k+xYFzxuylmPhYy3+8BKe1+04Vhtr8ovMoe7lQcfpxbA5g4LmRBH+IhmwRts9SsdJ4kwY4m6Ghyy1ek3Nc4zatCoBfptbuxuLz97s46dhxbz08NLUQkC1bkG/nbmBH7w7C6e39jNjxeWcKTMBppc3bPSU2/Zq3Dgkuh4HoxRp+b3p1Rx5N83RyTL67a4uPmtOrw+OLQyg2sWlmLQqnB7fFz76h76h93U9do5aFx863s5JvvjNLcPObHY3aQbNLJ9L3iOE82KXfKE2dlpIztNHXjPmHRqMgxq1Cow6uTtM+J5Un3b5hgKo6PX5sLm9PL0hZM5oiaLipx9k9RVQUFBQUEhGmMWSXNzc/n666959NFHqa2tpby8nKVLl1JSEppMoa6ujtNPP52zzjprrJf8zmF1iBlOJXemlIqkUcQ2CBXzCjN0su670eoWy91c7poqlRCwFPX5fCx9YRdur49jJ2ZzaGV8NzGfz8f9y5vps7kZl6XjuiNKA7EFc41arllUyo1v1LGlfcQ6tNfmCjl/c7uV/34lWsD9eGEJuWG70039Dn4YZCF08bxId3yfz8e9y5p48qtO2oKSLOQZNVx9WAl3HFcRU5iOSoLWE+H3PZHyEw0NMFb213VSxYF0X+QEtaTqFk+EkilfAG5/t55/r+mgxzrSV8Zl6rh4XiE3Hjku4toXzyvkJ6/tweuDH75Uy7tXzqAyaF2ea9Lyo4UlPLy6jae+6iTLoGZW6cgBUp9sGnDAgPjZtYtKyfVvWBh1aq4/opRb366nddDJH5a3cM/JlVFd+yUOq8rk2InZfFw7wNLnd/H1TXMx6tSy1umJjonBY124m7lE8LgZK0RGwuNAksSq21jKHO3vMOnVFKTrQhJHScLHaMqVzum3uQMuupJVUdsYktwcVpXJstoBphcbufrQEgxaVcB13+P18czXXby9vY9/r+lALQgBD4TZpemcNSuflzb1cNTfN/PDQ4spMGlpGXTQZ3NTlqVnQn4aF84tQC0I6DUq0Xr2WzAeKqSO0Y7ntT3DAOSbQqfmf/qkhWGXl5o8A9cdMS6wUaBRCxRn6ugfdtM66OSgcaOrr9G/mez2+uixukSRVKbvJTrnACjN0oVYjJr04ibeWMbJb9scQ2FsTC0yKgKpgoKCgsI3wphFUoDMzExuuummmMfcc889qbjUd5JE4rCN+RoyO/AJWSFGqVu0cxPZ6e80u9jUZkUAfnVCRcT3g8NuXtrcw7gsHYdVZuJwe3ltSy9vbutDAK46tCQgkEo43ZF2RS9s7A5YoX1WP8gWf9zD8XkG0ULUF5pwzIePTL2aIb97WOU9X/Lvcydxjj8Blc/n4+a36njwE9HSVC3AuCw9zQMOem1ufvdxM89t6Oax8yaxeEJ2lDsaSVLWE6OIg5mK2JmjsYY80NlfVrhjfWbx6pBsHGOTXs3aZjNXvLCb+j6xDwhAebae1kEHrUNO7l8hLsr/fMb4gED50qZurnxxd6CcTL0aOXu+S+cX8c72Pvb22rlnWTMzi40sqhYTP72wMTJxnyOs72rVKq46tIRff9DIG9t6Kc/W8/2Zeeg1Kr5oHKJ10Mk5s/MjLEzvOr6C5bUDbGyz0mVxURQjLmdUa0mZZxUcky+m0C1z7r62fEq0bsmWOZp+HC3WqyR8yMWxjnd/pLpIHg4mnZrDKjN4d0cf//qinZOn5AQE9mSYXy4K99s7bHjxhcQ2VasELplfRGG6lv+s7eSlTd38aGFJQJi67vBxfLirn0G7h3+v6ZAt/3cfN/H3MyewoCJDsSJVCLRjEDdT5Nr7lnYrN75ZB8CsklCLUCk247mz80OSsnm8PtoGxfATWWlqdnbasLu9SVuUmnQqCtO1dFlcVP9uHXlGDSdNyeWahSVMyE8L/IZYhM9TpHNieRpFnBdn/Pq2zTEUFBQUFBQUvp2kRCRVGBuxJpTJun9GQ24HPhGLgGh1i2f5E2vBvq1DTLxRnq2PWOAODLu54OmdIUmZgrlobiFTw6zDbE4Pj6xpB2BBRQb3nlzFn1e18s6OPv75RXvgOLUKLpxTyI8Wlojx78LCCFbmGFj+41ms2DvA3z9rp77Pzvn/3YFaEDhzVj73LGsKCKQ/X1zG92fmk64XJ+2f1g/xxxXN1PfZOfGRLXx09UzZWKZyJGM9MZo4hKmwYhuNNeSBzv6ywh3NfQk+J14Sr2TL/2TvACc+sgWXx0dxhpZbFpdzeHUmJp0ai8PDa1t6uH9FCw9/2kZ+upY7j6/k1c09nP/fHXh9UJ1r4JpFJSwen41BqwJXaGxfvUbFUxdO5p+ft/Pshi62dNgCGxQAS6bmcsOR47jjvQbWNpn595ft/PK4CoxBC9+pRUYunFvIM1938dfP2vjrZ20h13hlcw/PXTwlRNzKM2kpyxY3LbZ1WGOLpFGeq9y9jOZmHo7cuaNpP8mM+YnWLRlG24+l35pMUrFo9yf494aXdfPR5bywsZutHTbuXdbMn06rSbqu4/PSOLImi1V1g7y1rY+rDyuJOOa4STm8tKmHXpubVXsHOcYftzHHqOGVy6axvtlCfZ+dQbubwnQtWQYNnRYny2sHqO2xc/GzO7nr+EruPEGJw/6/TrAbulx7r+sdZvHfNzFk9zC71MQdx5WHnC8ZZhs0oZvD2zpsDNo9aFTw3o5+3tgmxoO+8chxXHZwEWpVYi4qgiCwdEER9y9vAaDX5uaZr7t49usurl1Uyp/PGB9SluwYFWWekkgYkkTHyG/bHENBQUFBQUHh28mYRdKmpqakz6moiLQe/F8m2NIm3MogmvvnaISbfptbNuZoInWLRrQYmRDdYsLhjwHn8fnw+XwhrrR7eoYDAmlJho52sxMBMTP1YVWZfG96bkhZPRYX937cROugE71G4HenVFGcoePeU6oQBPisfohJBWnMKDZy7kEFjMvSx/y9Bq2Kk6fkcvykHH77YSOvbunlp6/tYVF1JvcuE9v6bceWc9HcEVd8k07NiZNzOKI6k9vebeDj2gGufHE3W26eL4pICZBojNdvirFYDn8bSMaycH+TbAzNWAy7PFzxwm5cHjHUxe9PqQoRJ9P1an4wvwhBELhveTO/W9bMVYeW8FO/i/2ZM/P41QmVcRffWQYNPz+mnIvnFfKiX9Da3T3MoupM7jm5Co1K7KtLHt3Knh47d7zXwB3HVpAfND6dNj0Xr8/HFw1DNPY78DEyJjQPONjbO8y8sozA8T6fD49fTbDLWJYH3y8ItXaMa9E4hsV5suNuomN+LCExVSQl2MqM/TCS7R6IyG4fdVxxRmbJlj436dQ8cs4kFv7fRlbuHRj1bztuUjar6gZpHZTfkNOoBI6oyeLdHX3c+nY9T180mSmF4gZdcYaOJdNyZc+78hDRCvqdHX3c9UEjapXA7ccpcx4F+fbeZ3Nxyr+30mtzM6UwjX+cNSFkTAbIkDbMLC6mBX1ud4v9ze0lIJACPLSqlRV7Bnjw9BoKE7Rk/sG8Ik6dmofV6aHD7OTJrzpZsWeQv37WxqDdzR+WVJPht96XC8EUry9L/b7L7AzEcZbGrVhjZKoMBRQUUoWUPFBBQUFB4bvLmEXSqqqquPHighEEAbd79Fk4v8vILQyjuX/GEyLlyDHGftzRJp5Whyew0C0MT6wRNgH+rH6QFXsHcXu95KRpOLQik6MnZIckTjmqJguDRqB10MnOruEQy9CKHFHEFAR44LRqhl1edGqVrNg4ZHfz248a6TC7KErX8pfvj6fYP+nWqATuW1Id955IvLCxm7ZhDadMzWVSQRoalcAdx1XwecMQbUNOin+9BoDsNDVnz8qXLcOoU3PvyVVsad/Gnh479y9v5uajy6JO5oPvd6Lx+mI9o+DPw11bx+wyPgbL4XjIueGO9vxR1yEJy8Kx1E+6ltxzivU8o9UhuN7hZcvV4c+rWtnba6cwXcvvwgTSYM6Znc8/Pm9j0O4JtP2STB13HFcREEh3dw/z7o4+StPc/CbKbx+XpefGo8pkvyvO0PHkBZO57rW9tA46+e1Hjdx7clVgIS4IAt+fmc/3Z+Zjd3lxerykaVVc/MwufEBFdmissh1dw7QNOTFoBI6qyQr5zuP1sbnNyge7+hi0u3F5fBxZk8WxE3Mi7mPCY1+C7S7euBteHhCRBV4u/ILV6YkQHVOJ1eFhe4cVr89HYYYukBQs/F6Fu9kGCygAZocHfJBhUEf+riAROPjf0u91QEj7lv5/ot8F2OEWhfFELeaC2dklWjdX50aPeXfBnAL29gyzq3uYa17Zw7MXTwm8Y6KRplVx35IqavIM/N+nbdzxXgNatcAti0esAxWR57uPbIijsLHc4/Vx+n+2sat7mOIMLX8/awKZMonqDq/OZHO7lXXNZo4OCuVzcHkGNxwxjte29pBt0HDWrHxahxw8sa6TjW1WLnpmFzcdNY7jJ+WQyDZNjlFDjlFDWbae+eViWItfvFPPf9d3IQjwx1NFq23ZEEzR5ilhc9huiwuHx0u3xRUQSaWYp8GbK7HmRlanGIu5sd9OvkkbMTYrKOwL8k1ajDoV9yxrwqhTBeJjKygoKCh89xizSFpRURFVJLVarfT09ACg1WopLS0d6+W+U0SzwgxeGMq5V8dz3ZIjofiLURa/VqcHs93jTw4TJODqQyfAT67rYOnzuyOiFOYZNfzptBouPbg4UP8l0/J4ZXMPD37SwiPnTAy0oQKTljStimGXl26ri9LM6JafG1otdJhd5KRpeEZm8frO9j42tln42VFlsiKr1zdS0wdWtmDDwKNfdrCgIoN7TqqkNEvPNYtKuev9RgBKM3U88L0a0VU/Cul6NT87qoyfv1PPY2s7+PHCkqjPKOR+J2ixGFXMCX92YeJZhPieogVFKiwtg+s6mhD9qRBq94XFqJyYBUR9TqNxQQwRz2KcI333pD9x2c1Hl8X8rXqNin+cNZGfvVVHuz9Bzo/9YSraBh388v1G1jaZATBi5zd+g06fT96C0+7y8qdPWjioND3EAm9GsYlnL57COU/uoMPsYkOrlSPHZ0Wcb9CKGyVtg6JFqVGrCklu4vP5eOgT0VX01Gl5Ib//hQ1dXPvqHnrDMkY/+EkrD58xnp8cMS5qnDyr0xMQ+cLHvkSeUTLtSipPzl1dLvwCRLeGTQVWpwevz4fNFZqpPuJehY014QKKZAUnCRlWh4f63mFsTg8gYHN6AkJyuJgUbYOh3Sy2SZUgjuPqRDPfBbG7S0ySI8VclEOvUfGLY8u56/1Gmgcc3PxmHY+fPxmtOvb1BEHg6sNKEAR4eHUbP3+7nrIsPcdOzI7bVxW+G8Sz/gb4cFcfn9YPYdSq+PtZE6Nafc4sMQFicslgBEFgYXUmC6tHkl9OKTIyvdjE75c10z7k5Ja36jm0oocHTy5O+jecMjUXnw9+/k49T33VxRULigPW+7HmEdJvb+gbxubyYtSqIF2H1ekRM9s7CYkzHGtDJJqhQLfFhcfrw+zwYNIp/Uhh31ORY2DHrfPpsbrIN2lDEl4qKCgoKHy3GLNI2tDQEPP7oaEh/v3vf3P33Xdz4YUXcu+99471kt8ZwifR0RaG0UgmAH4iFnHRFr8gWgFJyNX5ua+7uPwFUSBdVJVJUYaYBODrFgu9NjeXPb+blgEHdxwvxme79+Qq3tjayxeNZhr7HVT5rXkEQSDfpKV5wMHQsIfSGInvy7NFAdXi9ETs6K7cM8DP36kHoCxLz6UHF0Wc/+S6Tv7o//+yLB3ZWRl81WxmbZOZ617fy9MXTuH06Xk0DzjQqgRmlphIxGh6YZVY6ZYBB2a7hwyDWvZZBt/vRC0Wo4ku4dbFECaghC1CUiaSpsDSMvg3eUbhxZQKgXNfxDoL7j/hzwLkn1OgPgn+Jrn4btHa2t6e4UBGcKmNxkIQxGRIW9qtuLw+zpiRh93l5brX97KzaxiVAPPLMxgY9IJfR3tyXSeXLoqMEfn8xm6e2yD+mXSqEGuofJNWFCIZ6dPRGLR7AucEb8419jv4otGMRiVwz8lVgc//uKKZW98WxwGjVsXcsnQK07V0ml181jDE9W/sJT9dy/lzCmVFahgR+SBs7EvgGcW0Ao6ySZbouJ8Vw6o/FfmAg934g8Wb8N8UTcSQjpEsUIPraXZ46PUvMI1aVYioGsuKWvr/lz8VE4AtKM+ISOKXKP3DomiekxZ7GmTSqbl1cRm3vFXHxjYrf1ndys1Hy1tHh3PVoSV0W1w8t6Gby1/YxcuXTuPg8ox9simjcGAh94zDNxQ2tonx2Q+rymRSQXSxfpP/uPExBP1gijN03HNyJW9t7+PdHX2saTJzyXOD1I7idyyZlsvq+kHe3t7HI2s6ePqibHmvEhnrUZvLy6DdjcUhAAI5Rg0mnZrqvJHfEW9DRG4MNenFWMySlb/SjxT2FxU5BipyxDesIpIqKCgofHfZ54mbMjMz+dnPfsb06dNZsmQJU6ZM4Qc/+MG+vmxK8Hq9+Hw+1OqRCVh4DM2xEFXwSlQwkxFIEhHBYiUBCT9PihUlLZaleFJGnSrgGrWu2cwlz+3E64NzZuVz5wkVqPz3yOXx8adPWnh6fRe/fL8RlUrgtmMrmFxoZH55OmsazWzvtAVEUoBco4bmAQd9tthhGSpzDBg0KuxuL5c+u4vf+93rH1nTzutbR+JzPf11Fz+YXxioE4DF4eFfX7TzR38S2N+dUoVXa6LD7OT2d+rZ2TXMOzv6OGtWPtcfMY5Bu5tF/7cJgK9vnIMuhjVpjlHDtCIj2zttrKofZOkCeQuORNzoY50j97lkZRZujZaM+L6/Cf5NQ6MRSfeBwJkKoolZsZ5T8DGJ/KZE3fJNejXrWy0ATC82hiQ8ksPp9nLB0zsB+OynswOZ5N/e0cvOrmHSdWp+t0SM/6ty5cDb4nn//KKdsw+uDGljXp+PZ77uCvz7J6/t5YwZeVx1qJgs5xfv1OP2+jBoVIFwG9Ho948JuWEu7Nv92Z8PLs9gsj9u5O+WNXHHew0A/GBeIT87uiyQGdrr8/HbD5t4eXMPP3h2J8UZOo6ekB1iQWpzemXHvoAFVLQQFAn25WibZPGIOgaMcbNB7jrhAme042BE1IgXH9WkU5OhV+NweRl2eUj3Cx7B5cSzfP+kbhCAw2sirY4TxeIXquJZhQIUZei4ZlEpD37SyhPrOilK1/KD+UUMu7y0DzlJ06rIMqhlw1f8/JhyWgYdrK4b4kcv1/LBVTMw6dIi7pPigv/dIFasYJNOTZfFSb/TC/gCSSwnxhE/N7eLx00pTEwkBcgwaLjkSQqTAAEAAElEQVRwbiGHV2fyxxUttA2ZISP+eXKcOTOft7f38WZQ3NNwuixOzA4PGXpRBJXacGO/3W+J78Ph9pIVxVpWblyTxORoc55ExicFBQUFBQUFhWQZnQnGKDjppJOorKzkL3/5y/665JjYsWMH11xzDSeeeCJ33nknb7zxBiBaOkZzKU0Wk149qmzlUcvTRcZ8kyPcmkH2GIeHxn47Zqc74rgcowab04vb62NHp5XvP7ENtxdOnpITIpCCuAD9xTHl3HTkOABuf7eB/3wpZpwvyRQny0P20PIli4q9vcMxf4daJXDVYcXo1AKb2q2c9p9tLHl0a0AgPbw6E61aoH3IycZWa8i5zQMOPEGPURK+JbEEoK7XHnK8RHcCu8eSlVJFmGWclJzL6gj9zYk8k+Ay6nuHqe8djignVhtIdXtTiE2s+x3tOcV6tnJEazdy7Uyy0uyPs/kAYoIQiZagtl/v75NHT8gKhLcI3jTy+KA5zCV0Q6uF9iEnWrXA4X630Ne39rLk0a2c9p9tbG63olOLfTlebElpTAi3uhqyi79JGlOeXt8ZEEhvOnIcPz+mPCCQAqgEgbtOqODkKTm4vXDmE9vZ3mEN3E+b0xsRS9Tq9GB2inHwYj2bRPtyouN1ooylf0cblxI+P4l2aPKLKJW5BiYUGCkI30Tw3xcYsdwNL2dGseh+LIlM0fB4faJXwdv1/PS1PQGLZYAa/8ZcQ5892ukhHFqZGYhHff+KFpY+v4uF/7eR0/6zjeP/tYXDHt7Io192RMwPNCqBP55aQ4FJS8ugkx++WEt3UDKrwL1K4h2gcOAS6zlKFuMerw+LwxOY+2TE6bOV/s2j1sHIdhOPihwDvz2pklEaXAOw1d/PZhQbQz6P6N9hU+PCDB0HV2RSmWsgx6iN7aIfVlYq+8NYxzcFBQUFBQWF/y32m0gKkJ2dzc6dO/fnJUfFzp07WbhwIRaLherqaj777DNuvPFG7rzzTiA5odThcDA0NBTylyjJTuwSWSRLVg79NhdWp1i+3DW6LKLVVF+YICgtYAvStWhUAje9WcfAsIfpxUbuPqkqRCAN5vJDirnM7/L+o1f28NdPW1m1V7QGcrhDY95J8bfqE1i8Hl6dxYOn1TC9yIjb68MHzBln4p6Tq7juiHEcVimKMh/X9oec12GOvthI94sWwce0BS1O4rnYDNrdgTiOCypCTTeiTfyTEUysTjFGrDko0UugnKA2kEz7OdAXEWPpR/uS0d7jaH1VckU22yOfrRxRxVaZdnaIvy22DTkZtMcWSoPbePDCvMMsfp4eo522h/Wt5bUDgOjif90R47jn5CrmjDPhQxTBphcbefC0Gg6vjm8VWOcfE6QxQkLKZr+qbpC/ftrK5S/sBmDpwUVcfoi8JbdKELj7pCqmFRnpH3Zz1Uu1EeNb+H3ts7rotrhCMrbDyLPtMjtDxtdY7SJZUTMVfTRaP7IlIXLKkUw7jHdO4L7o1AFBP7ycc2aLYuWKPQNRN9MsDg9XvLibn7y2l3d29LFizyDv7egLfD9nnOhGsKbRHBKfOhbnzM7nzJl5AKxrtuDyiBbQGpWAxwd/XtXKbz5sCoRqkEjXq3nw9BqMWhWfN5o57787A+E24t0PhQOPWO+jeM/RpFOjVsHAsBu3v93F2ht6fkM3K/YMAFDbE3vjOBo5Ri3zytJHda7L4+XlTWJugTNnhiatDO6Xhem6QFimZDZv5cpK9JyIMlKwCa3wzbOra3TtXEFBQUFBIVXsN5G0q6uLHTt2YDCkIlravsPn8/HII49wwgkn8PTTT/Pvf/+bp556iuuuu44//elP3HrrrQAJu9z//ve/JysrK/BXXl4e/yQ/iU7skhJqnB5/4iEBvUZFt8XFkN1NQ1+odZSYVMNHul4dEY+uMENHYYaOvb12VtcPoRbgodNqZJMjBXPTUeM4enwWLo+Pn762l16bGwGYXx46eZesJhKN91OYoePOEyq4dXEZ9y+p5rZjKwKWZpkG+Qn25II0WcuKYZeHD3aJgmqwEBPsBlwUx53U7k90olEJgUzdEnGFgQQFE4fHi1qIHYsrKevUA3wRMZZ+tC9J9T026dSoBfH5JkK0diPXzjIMmkCbD9+YCKc4c6SNB7d9yZLog139gXYejFoFUwpDrY0k/UmylppUkMZtx1Zw/5Jqbl1cxp3HV8R10ZaQxoTKnND3yMHl6Qj+73/62l5cHh9Hj8/ixqPGxSzPoFXx0Ok1qAX4rGGIze3WwPgWfl8L03Wk69WAzz8+ilgdHhr67AzZ3XRbXCHja6KW4YmM36noo9H6kXEUImcwybTDeOcEE0joFFbOweUZLKrKxO72ccULuyM21Ibsouj9VbMFk25koG/sHznulKm5aFQC2zptvLO9j0QQBIHzDirgR4eVcO5B+fzh1GqevGASz148hcsXFCEAL2/u4YL/7uCz+sGQzdQ549L559kTydCrWdtsZuYD63lnu+j1oLjaf7uI9T4Kb9fy/VugJFOPUSseY4nSv97d0cc9y5roMLvQqAQOrRylvzygG6Up6XMbumkacJBr1HDR3MLQzb6gfilZycqNe4n09fA+PhrL+FRsQit881z1Uu23Knv8jk4bTf2JeSQoKCgoKHw72OciaU9PD++99x4nn3wyTqeT4447bl9fckwIgsCePXtwu0csrcrKyrjiiit44IEHeOyxx3jooYcSLu+2225jcHAw8Nfc3Bz12PDJdCrc56OVKVlKFaRrcbh96DVCyPlGnZqybAPl2QbZSer7O/s47p+bATh+cg6lWbFjCYJoufXbkyqZX5bOrBITF84p4PHzJzG9ONQqTNpFllzWE0ElCMwvz6A6L1Q8kUSVYNEHoDRLz6XzR5I5SZY/b23ro3/YTXm2ngvnFAS+n1yQxpab57L1lnkBN+NoePxlub2+SIuKFLm8j8vSR7iphpPMwuBAX0Qk04/2J6m+xya9moJ0HeMS6E8xryXTzqwOD5L26vbEtpwrztCx9ZZ5bLl5bojoeeHcQsqydPQPuwPx6YLLuuzgooDLu4T07/BNj+o8A/PLM6Jan8sx4B8TdnXZQj6fXmzi8fMnceGcAmaVmJhfls5vT6pMqOxxWXqOn5wDwPH/2sz7O+UFM5NeTXm2gbJsQ0jsSXHjSczoHjyuhmeejyaEjtY9fzSWpcn2o2THhYj3zRjGu3ABJrgcQRB4fel0phYa6bG6Wfr8Lj6uHQiIkje/Vc/mditZBjWrrz0o4MUgJS4DqMo18ItjRHHr6fVdLNvdTyIIgsAxE7M5e1YBVbmGwIbpSVNy+dnR49BrBHZ0DXP1y3v44Yu1IR4Jc8vSefrCyYzPM9BlcXHqY9s44V+beXp9Jy0DjggLZYUDk6TmdU5PyEb0yHjhDYyNciFQNrRa+KU/ZMgpU3P4z3mTOGNGfsRxiTIaEWfY5eUfn4vhke4+qYqSLH1ELOXgfjmWeUSssWKsFu2j9bBR+GZ45JyJ7Lh1fiBB0oFKvkmLUafi4md3MfUPXylCqYKCgsJ3iDEnbgpOahQLn89HcXEx991331gvuc858sgjee2119i9ezeTJk0CICMjg3PPPZeGhgZef/11LrjgAoqL5d04g9Hr9ej1iQkecgkr4llYSZNuICQgfnACEmlnP1pyELkEUoXpOky6yCQ/VoeHJ9Z1cP3re/H4RAuuu46vSOj3AeQatTxxweSo339cO8B9y8UFR03e2IPyS8JMicx9XHpwMewQ/39Di4WDqo0s97u1/WRRaUhypmSSdeWbtOQaNfTZ3Fzy3C5eumQqqiB/urFaDY0283mqjv0mSKYf7U/2xT0ea+Zrufbl9fq4+Fkx1EmuUZOwhUZ4u9drVPzk8FJ+8U4Dy/cMcPbsfDa0WDjX//1l8yPHREkI6E1BJtiavDR2dNr4/fJmijJ0HDMxO/Dd/PIM5pePztLqruMr6LW6WNds4dRHt/LPsydy2vS8iD4qNy4GLJ9ixduLkYxISubigEAoBjmCs0BLbv3BY3siROtHTf128nJEASS4fvHabHhbSzR5YCxiJb4J/i5Nq+KpCybxg+d2sbNrmOtf38uMYiNl2Xo+bxDdn9+6fDpPfdXJE+s6gchYtucdlM+ubhsvberhkTUdtAw6uWReYch4nQwLKjL525lGXtvSy/s7xazipz22jfuWVAfa6vj8NJ7/wVTuX97My5t7+Gj3AB/tHmB2iYknzp80qusq7F+SeR+ZdGq/hbkQMq6rVSNhm7RhVp7dFhdXvrgbp8fHrBITP5hXFDdeczwccTbG4qHXiNcPfj8Fzz+l7+TmrGOd80QbV+QSF8aKeSrNiT1eH90WV0jCOIUDh8mFaQe8QApivN8dt85ndd0gFz+7ix6r61tRbwUFBQWF+IzZktTn88X8MxqNzJgxg1tvvZXNmzdTVVWVgmqnls7OTlyukQX8vHnzaGtr45lnnqGvb8SqKD8/n9NPP501a9ZQX1+f0jpIEzjJDTZRt0opoyiEZgCVJpVAYGc92g663A5+tF39d3f0BQTS06fn8cg5E8k0jE5r9/l8gVhwdb12/riimRvf2IvXB4dWZvDL48buUi2JpHKWrtKkH8TYdru7h+mLkj07GXQaFX8+fTxatcCrW3q4/V2xrQTiFlqcY3KbTZVVhGJRkVpS9SzGam0cLMhJZf76w0Ze39qLVi3w59PHh2wAJEueURRY+2xudncPs2LvQOC74D4lMWJJmrhleDR+eVw5h1Zm4PXBDW/s5Y8rmgMJ1rz+d85oyDRoeOSciZw2PRePD370ci3L9wwk5DYaNb6sjFsqRI7t0nlmhychS8Lgsd3h9saNfZoIOo1Av81Nj1UMv5Lo2JSKOILhdFmcdAw5Ze9FsFVel8VJaZaed66Ywe3HlmPQCGztsPH+zhGL0LOe3MGfV7cCcN5BBVx5SElIeYIgcNfxFfz08FJAfL/9cWVLXEvrWGQaNFx6cBF/Or2GmjwDNpeX61/fy59XtTLot4RO06r49YmVvP/DGVxxSDEZejWb2q0sfWF3IJSDMj5/u5GeH4hWy5kGTYhbutvrC4j51bmh85MXNnbjcPuoztVzy+KyMQukAJmjeJ+kaVX86DCxz1z5Yi0z/vgVpz62lb991samNgsWhxu3X3CUC9skEW5NmyyjiXksVwcxKZ+HtkEnHq/3gA0vpPDtoSLHwNQiY/wDFRQUFBS+VYzZktTrTSx23oHKhg0bmDdvHh9//DGLFy8GYPHixfzsZz/jhhtuQK/Xc9lll1FaKi6iJk6cyNSpU1NeD8kqKCBoyliSRd2Nl1nPSWVkBblkd5mdSVv5BF/T6/Nx05uiQHrqtFzuPjkxd9ZwhuxuXt3Sy/MbumgZdKISIDjPxRE1mVyzsHTMCwOXx8vAsDgJLs4ItZzz+nz8aUULT/j/7fR4A27yAD98qZbjJmbz44UlTC5MfgI0tyyd35xYye3vNvDAyhaWTMtjckFahHA9VhK1sAj+t3TeaCzRRl3Pbyjm3v68rpy1oPS53HOQ29RIxbOQ+r4DUZBbtruf3y1rAuA3J1Yyd5QJPHZ12fj75+187E/EBKKFqjMovukDK1u46fhJIeOCJJIODLtxebwRVlPJoFWruP6IcWjVbayuG+LJr7p48quuwBhSlqXj/DmFnDkzL+nNG61axT0nV+H1wdvb+7j5zTq+unEOMLp2FJLUJGhTI6qVcNg4Hu2awWN7qtpNpl6DyqDF4/XhcPsSSyAn48WQKov0YZe4YViYHnrfgEB4GBDH0aIMHfecXMXOrmFe3dITUk631SUKkidUsmRaruy1BEHg6sNKqMo18PO361nfYuHhT1u54Yhxo7YoBSjN1HPPSVU8+mUHy/cM8OiXHTz5VSfHTMjmpMk5HDMxm7JsPTceOY4lU3O58sXdbGyz8sv3GvjFMeX7dXxWSD3h/V/6TPrvX1a1sqNrmDStikVBSes+bxjikTWii/v3puf5YxyPnXFZOugS/9/t8aFOMNzjhXML+Lh2gK9bLWzrEMOcrNw7yG8/auLqQ0v4zYkVFKRrQ61lw991fmtaj9dLQ589aQvOaOOKNBaCOL+NNT5Lxxr9cVMTHecUFBQUFBQU/vdIahX529/+loqKCi677LJ9VJ39y6ZNmzjqqKO48cYbAwKpxE9+8hOGh4e5++67aWxs5LTTTmPGjBn89a9/paenJ+UWscHCaLQJodyCOJpbfKJu9dHos7k4/787sLu8VOUY0KoFPqkbpGXQSVmWjruOr5AVSAftbnZ22hi0e0jXqzmsMiPEZXdtk5lrX93DcFDSF68PBERh8diJ2cwtSx+V+BqOZLmmEuDrFgsF6VpMOjWN/Q7e2tbL57U9POH3zr3pqDL0RhP3Lanio90DLK8dYJn/b15ZOj85vJSDk3TlPW16Hp/VD/HOjj7OeHwba356EFlpmhDheqxEFdTD2kq4xUWqxdp4xBJzYgpHiZQdQ8BKpfgYj3BxMvheyz0HOeErFc8i2C27ttvG5S/uDmxsnDY9L+ny1jWb+eunbaxvsQBiXz12YjbHTcqmJi+N8UeXwQfisS9u6qF1WMOp0/Ko9Ltvd1tcARGz1+qOiA+cLGqVwLWLSjmsMlNcvLdYApssLYNOHljZwt8+a+NvZ05gQcVIn/X5fHzRaMbi8JBlUDOlyEhWmJCq8lsWbmy10DLo5PC/buKkKbkMuzzs7RnG44VnL55CeQIudXLPNNrYLjeOR20r+kiBfaztpiBDh1qvS0oIDtnYi7EBkCyF6TpsTm+o4OK/FxqVQFWuIeI693zUyKtbehCAM2flM6vERHGGDr1GYEJ+Gtlp8ac6J07OIUOv5kcv17Km0cyLmd2cP6dw1L8DQKMWuPqwYg4aZ+KVzT009jv4YFc/H+zqZ15ZOg+eVkOeScukgjR+c2IlP31NtDjNN2k4bVouNqeKgvRQNUtJ8nTg0m12otZ7AtaiwQJesOi9fM8AfwvE+qwMbCQ19Nm57jXRm+bImiwWVWWmrG5nzsyHj8X/v2dZI9ccPTGibcmhVat44oJJ1PfZ6ba4aBlwsKbJzAc7+/nXmnbyTBruPaU6YrwLF4mrcg009NlD+vVYCO4Hibzng9+LSv9RUFBQUFBQiEVSIumvf/1rDj/88BCRVK1Wc/jhh/PJJ5+kum77lK1bt7Jw4UJuuukm7r77bnw+H7t27aK1tZWKigomTpzILbfcQn5+Ps8++yznnnsuVVVVWK1W3nrrLUpKSuJfJAZWhwd70M53IhY4ySy65a4XPjGMNVm8+c06Pto9AMDq+qHA51q1wG9OrAxJXCLxRcMQ172+N0QAPbImi3tOriTXqGXQ7uaWt+oYdnkpy9KxZFou88oy8Pl86DUq2TLHgiQEiq65dRHfB6eLMurUeBBjHl59WBqnTM3lpU3drG0ys77FwhUv7Oaek6uSFpl+dUIFe3qG2dU9zHMbu7nrhMox/KJIgp9/uOVGcFuRW8CMVaxNZrERSwQMXuCMJppTrAVSMuLjmGPFyizCpPrJPQe5eGqpxKRX88a2PvpsbiYXpPGrUbS9N7b2cuf7DXh94mbDgooMzpldQHn2iHtocL8VIBBjUQ6Xd/RuzMFIidrml2dg84cpEQSB9S1m3tneR8ugk1vequPNK6aTZdDQa3Xxy/cbWF03MpalaVU8fMZ4DgsTIow6Nb85sZIfvbKHvb12/vZZW8j3P3+nnmcvjvQmiPY8A67oMZ7vaDe1IgRTfx08o3FpTbINxhJFEnnHRPvepFeHCKHh1wqvp93l5bcfiZbSdxxXwflBCfeSZWFVJgvKM1jTZGZ1/dCYRVIQLVUPrczkkIoM6vvsfN4wxAc7+1nfYuHHr+zh8fMnYdKpWTwhm4vmFvLM113c8V4jH+0e4O9nTYgob39u/CgkR/Bzkf4kDx4Qw2M4gL9+Ko4pF88r5KQpIxbO9y9vxu72MrkgjasPK04qFno8cowjgug7O/p5ZedmDq3M5OjxWSyekB2RcC8YlSAwPi+N8XlpUAlnzy7g0Ipufv1hE/ctb+aWxeVkp2libvzJ9etgEnn/RhVGk3jP74t3rYKCgoKCgsJ3i6REUpVKFRK7E0Zikn6bcDgc3Hbbbdjtdu6++24ATj31VDo7O/n666+ZNWsWc+bM4fHHH2fp0qUsWbKErq4uXC4XpaWlFBUVxblCfGxOD2m6/bfQkV3AOsU4UeEB7D+tG+Rxf6KLJVNzKc0SJ8/jsvQcVpkhm3n7xY3d3LOsCa8P8vyJYfb22llVN8iZT2znuiPGsbHVQq/NzbgsHfctqR5TXMREKMvScdNR49jQaqGx34HZ7sHm8lBg0lKRY+C4qnxYJ39uebaem44qo8/m4qmvuvi8YYjb322g2+Li8gVFCS9ejDo1Z87K5/cfN/Np/WDMxCxjpcvixGz3kGFQU52XFtP6LBV1SGaxHmthErzA8TiSr0esBVIyC6JUiQ+x7nXwd/W9wyPPSz/2JGVyrGkURcGzZuWTpk28v/l8Ph5b28mfV4nxHBdWZXLJ/EJyjbEtj35+TBnLGlw09dvptrowatVkGNRU5uiZMy6dsqyxWZHKYdSpA0LtsRNzOKI6i1vfrqdtyMmDn7Qyu9TEw6tb6bG60agExucZ6LG66LW5ufrlWu48voJzZocKa4dUZvL2FdP5otFM66DYKNsGnbyzo4/nNnRz7aLSEBdZq8MTsJICQsbY/SloSdcbdu77WHsR7VxmAyCey3ii1rKx+vH6FjMuj49co4bzDhp99m8QQ0p83SpaTJ88JWdMZYUjCAI1eWnU5KWxeEI2d77XwPZOG798r4EHT6tBEAR+cUwZxRlaHv60jZV7B/n+49t59bJpgJjMx6gb6cPBiRoVDgyCPTPEMWGYXqubPJOGqtw0rE4PLo+X3d3DgDi/kljfIgrzKgGuXVQ6prAk8ZiUb2Bjj+ja/3nDEL//uJkfLyzhykOKE56XnT27gMfXddLY7+Cz+kGWTAvdQJbd+InRjxMZK6VjguMVS5u9ivCpoKCgoKCgkCqSEkmLi4vZtWsXFouF9PTRxbU7ENBqtdx+++3U1tayaNEiTCYTer2eP/3pTxQUFPDBBx/w2GOPcfPNN/PAAw9QWFhIYeHYLUqCMerUqJN0dR7LgjuakNQ26CQ7TR0o0+v1cf0bewFRWPnNifGtz+wuL/f6BdKZxUZ+cWw5WrWKxn47f1nVSsugk7vebwwcf9WhJftcIIURC55DK+Vd1tRuW9wyco1arjuilFyjhre39/HQqla2d9q4+rASntvQxdctFi6cW8jZs/KjxlCd7M+ovKtreJ+KJTanh95hF+Frq33lXpYqF/HgBc7QaETSFC2QUunyHky0+x/teaWSbZ1iGw/P6h2Mx+vj5c09PPt1F3PL0rlgTiH//LyND/3WoN+blstF8woTCoExvdjElLJvNomBTqPi6sNK+NUHjbyyuYdXNotxKsuydNxw5Dgqcgw4PV7u+7iZrR027vmoie9Ny8MQJiKPy9Jz9qzQDSG9RuDVLb1c//pe1t0wJ7BZYnV68Hi9tA16QmKhjqVNjWa8D467t78J7ofB1nNSwiq5mIGp6HNbO6yAOM6OxfJuT88wlz0vZhSfWWzk5CnyMUxTwbgsPbcfV8Ev32vgo90DbGm3MavUhCAILF1QzKGVmVz76h52dQ9z6MMb+cvp45k9zkRvv4sJBWmBEAcKBxYFQQncrE4PXVYXHo8PGHleW9qH6ba6EICavBHfibe3iUlCj6zJGnNIknjceUIlzTY1XzVZWNdsZlf3MH//vJ3XtvZy78lVIWFKYjG71ERjv4P1LZYIkTRZEh0L+m1uwEeOUav0AwUFBQUFBYV9QlIi6cknn8xjjz3GtGnTWLRoEWlp4sK7traWyy+/PKEyBEHgscceS76mKUSlUnHYYYfxzDPPcMkll+BwOHjzzTcDyZlqamrYs2cPa9as2WeCsEmvJjMjuYnwWBaU0YSk0ixdSAD7lzZ183WLBaNWxfVHlCZUtkGr4pSpuby1vY+d3cPU9tiZVmSkMsfAfUuqufmtOjrMogWyWuBblwlSJQhcMr+IwnQtT6zrDMSUk7j7oyZe3dLDH0+tpkImVuGAP6NxrlGzT+N/GnVq8rxECCT7ypptrOJkqsXbVLnLp5po9z/a80olBSYtzQMOBu3yloVN/XZuebs+kJBjb6+dlzaJoqJagEsPLgpxB/22MLXIiFoAKUl5cYY2xHp9T/cwO7tEa65TpuZGCKTRuOHIcbzvd5V+aVMP5x4kWqCadGrUKhWlWYlbTsVjNOO9dL0hn31U10wV4YkDg5MGQmgys7H2uQl54jykoX8UOyx+3tvZx13vNzLs8lKVo+fGo1KTUTwWE/LTOKQigy8azXy8Z4BZpSMBYKYWGXnmoin87M06Nrdbufa1Pfzr7IkcXp253+JIK4wNk05NoUmLzeUNxP406dWBOYJKICQpU5F/Pujy7B/PrNJMPafN0HPajDxW1w3y9Pou2oecXPnibu46voKzZ8cPWyEg9pFUJJeKaWUaZJmeY9TgcHuVfqCgoKCgoKCwz0hKJL3//vvZsWMHn3/+OS+88ELg887OTp544omEyjgQRFKJuXPn8swzz9DZ2RmwFPV6vRgMBiorK1m9ejUq1b63eJQjWqy28PhzkttRYYz4krHikapVAlW5ekx6NT6fj199IFp8Ll1QFNe1NpjfnlTFoN3DqrpB7l3WxI1HjmN+eQY6jYqjxmfzwsbuUd2HA4mTpuRSnWvgwU9a6R92M7vUxOTCNN7Y2su2Dhu//7iZf5w9MeI8SYyZUmiMeEapFAqjJvHaj3E5kyHV4u3+dG1ORTzWaM8rlfWZWJDG160WdnTaOHZidsR5v/+4mW0dNvQagdNn5LGra5hNbVZy0jT87OhxTCr4dm1oROPo8dkBgfSrZjMPrWrF7fVxZE0Wvz2pKuFyco1aLju4iL9/3s5d7zdwzux8BEEIxNvrsogJWoLDaiQaay98LJcTDfZX/0z1hkOIK36S/TS8LuExf6tzDagEaB9y8nHtgGw7j8V/13dy//IWQLS4/sUx5aTvJ+u0g/0i6fLafm44ojTEErYkU8fj50/iJ6/u4YtGM1e/XMvfz5zAObMLFOu5bwEmvZrpJeIGu9XhCVhSF2fo0KgE3F4fPVYXxX5xdG6ZeOzmdiu2/WwNfkRNFgsqMvjn5+181jDErz9sYnf3MGfPLmBiviGqhbbZIW4AZxkixzoYiccMJBwPXw5pzADRMj2VyS+VRE4KCgoKCgoK4SQlkubm5vLpp5+yZcsWdu7cic1mY+nSpUyaNInbbrttX9VxnyEIArNmzQIIiKHSf2tra5k9ezZabeJCYbKMNSu31enB7PCAD1FsiZIYIySjqHMkqU9wZmKA9S0WdnUPk6ZVccn85OKuatUCD55Ww/Wv7+WzhiH+uKKFKw4p5oTJORw7MZtVewdpNzs5aNy3N0wDwORCI38+o4ZBuyewuBmfl8bvP26mri/Sesvi8PDchi5AtFgLJ5XCXjRLjG8iLmcipNq9fV+5y8uRinisqbRcjVafJVNzeWFjN89v7OKyg4sixJ+9vWKb/dlRZYG+2THkJCtNTZr2271gPGhcOutbLJRk6DjGL5x9sLOP/6ztxAccXp3Jg6fVoFUnZzF46cFF/GdtB7u6h/m6xcK8ctE11aRXY3KqIywmRVd8X0Ts52CsTg9muweE6GO5dFy0dhcuUIyFsQqZ4URs8CWYvEUu1mtw3UD0ZLhwTiFPf93Fz96s45L5hSyoyEBAtC7NSdNwwuScgNt/MO/u6OMPfoH0tOm5nD+nUPa4fcXccelo1QL1fY6Ay30weo2Kh78/gRv879UrXtzNkN3NdUeWyZanCD7fLFaHB7ngPuH9yaRTMWj3YA9KcjlnnInybD3NAw7+srqV648Yt1+FUr1GxXVHlGLSq/lwVz/Pbujm2Q3dzB2Xzv+dOZ4sQ+RyQdpIr+u102V2hsQgBjGRVb/NTY5RExEPX4otKs1Jpc/l2m64ZXo8kukH+ztutIKCgoKCgsKBT1IiqcTMmTOZOXMmAEuXLqWwsJBLL700pRVLFW63G5/PFyJ2er3eCFFUoq+vjwceeIA33niDlStX7luRNMbkLKHMxjo1GUHnycV8EyetAg63D6NOiMgGGnzef9eLyZqOrMka1ULboFXx1zMn8NuPGnltSy+PftlBZY6eyYVGHjy9htqeYWpyR5O//MAiTRsqIJX7E1l1ml14fb6Q2I3Pbuhi0O5hUkEaF86NjGsb7znHsgIerWVGrGNNOjVdFicO/3H7ctGQavf2/ZW8Qbp/IJ88ZazPYjTPN1o7umBOIfcua2JX9zDPbejih4eWBL7z+kYSYJQFZavf1/Hw9hc3HjmOuj47E/PTUKsEdnXZeGytOMadOTOPu06oHJUgZtKpOWp8Nh/s6ue/67uYV54R0iYkN9Bg6yeH2zeyURXmDSCdl+G3xoo35kcVGIPeJ2MdZZPdcBjtpkG4BW1IYhYL9Fhd6NUCDrcovKxrGgKfj/x0HRp/HW1OL3edUIHF6eH1rb38Z20n//E/Z4kVewb44/dqQj5r7Ldz2zv1+ICTJudw0dzClGYTTwSjTs0hFRl8Wj/EDW/s5XvT85hXls7UQiP5Jg2CIJCmVfG3sybwmw/F9+r1b9Rhc3n5xbEVEeUpgs83i80pH9YkvD9JoRycQa71WrWKe0+u4vIXdrOh1cofV7TwqwRiwqcSQRBYenARZVk6vm6xsK1TTGR24xt1/Oe8SRHHS/HWX93Sw2UHF5GmVYW4wYt9WxRKjToVVod4fxr7hukbdpObpsFj1AaSkoVvJiXqLRVOUuPRftxcVfhus6PTRr4/MayCgoKCwrebpHzJL7/8cu67776Qzx5//HH++Mc/prRSqWL79u1cdNFFHHPMMSxdupTnnnsOEIVRjydyMvv+++9z44038tRTT/HBBx8wbdq0fVo/k04dNa6SSa+mMCP2pNCkF7OYV/tjsgVb1wRfI9OgoSrXQGG6LnA9qXzpvG0dVv7xeTsA3585+gD8WrVAbpqovQfH3FKrBKYUGkedsGlw2M27O/q44916fvZmXSBr94GAzm/l5Pb68IaFE/u4dgCAyxcU0Wt1BRYJEvGec7jVVDKfRUP2fL87IIhtJtgaRCEUyVomsBA0O0Oe65ifxSieb7R25HB7+dFhojC6zN8WJbw+cPsNmfRJWlPuS9Y0DvGzN+u449163t3Rx6A/pm+y6DQqphQaA4KEXqNC0kSlpB+jRRoj//F5G/W9wyGCqPQcpPG9MF1HVa6BTENkTOLg86SxPN6YH228iPU+SZZE3j+xri2NJ+HjnYT0fZfFidkhWtFKQoVGJWBzemjot2NxuFGrVFTlGrA5vQza3Vic3sB1PF4fvf4kOH/7/gSevnAyl84vYnyegUn5aSzwW/l+uKsfp9sbUgevj8B4fXhN5j4RSF0eL29t6+XdHX34fPKxJk+ZmotagC6Li8e+7OCaV/aw+B+bOfnfW/lwVz8+nw+NSuC3J1Zyqd/D47Z3G7jzvYaIMlPZBhSSJ5rlZ3B/+nBXH302N2pBjFMezNyydM7zxzm2h7XX/YVaJXDSlFxuP66CHy8U3x2dZqfssSdNySXXqGFvr50Ln96JVq0aGf/8Y6Beo6LX6sLjf39ZnR4sTq84LgtCYAMJoH/YjdnpDgijkoW9OWgzKdbYEjyPSbQfJDvWKSiEk2/SYtSpuPjZXUz9w1c09YseOk39dr5uMQf+raCgoKDw7SEpxeqJJ57g3XffDfls6dKl3HrrrSmtVCrYvXs3CxcuRKfTcfzxx1NXV8cf//hHli5dCoBarcbpDJ34zZgxgyOOOIJVq1YxZ86cfV7H0UzOok0Qoy2Ogq8R7Xpb2qyc//ROXB4fh1ZksKhKPht8Iry7oy9grXXNwlKqUmA5uqPTxo9f2cMT6zqp7bHTPODgwU9aeXh1K45vaCERjNUp1kGnFiKElx6LmLBqWpGRIbubhj57VOFADjnxwer04HB7I561mPWVwHHRFhJybSXE8mIfLLTjiSb7in1x3eD7Iydexrp/cvUJfm7S+Q63NxDbMl6Z0ZBclatyRSvRHqsr5HuNSgi4mktt+JvE4fby8OpWHvykleYBB7U9dp5Y18mPX9nDjk7bmMuvyjUEFv2PfdnBuzv6Rl3WoqpMDqnIwOnxceIjW2nqt0c+xwTG3mjPdTTt9ptc7EvXtjo9bGu30tBnjynqB4vDGXo1GQb1SCInnRqbyws+H+l6TdA7xIdOJVCYrhWP1alxuH1kp2lwuH1kpWm4aF4RT1wwmT23L+Drm+by5uXTyDao8fhEl+BgqnMNnD5DFLv/9UUHHVGEoNGyqc3CL95p4L/ru3hiXSf3LW9mbZM5QtickJ/G386awDWLSjiyJouyLB0C0DLo5KY367jyxVqa+u0IgsAti8v42VHjALhnWRM3v1kXUp4i+HyzxLrvVoeHtgEHP3l1DwAXzi0k3xTqqdQ+5OSlTWL8dqltJoLb46Pf5qLH6gpx4R8rXeaR+YscOUYNj507iVyjhk3tVk59dCsdQyMJ1ML7qNRvC9O1ZBk0VOYYKEjXBr7LN2kxatTYnN6A2JlhED2mgl3yo40tweOK5BVT3zu83+cdCv9bVOQY2HHrfJ6+cDI2p5ceq4umfjtT//AV8x7aECKcKigoKCh8O0hKJNVoNDgckRlko1lIfFP4fD6eeuopjj/+eP773/9y11138d5773HFFVewfv16zjvvPAB0OtGS8vHHH6exsZGysjIuv/xyampqYhX/jRI8QbQ6PNT3DgcsmaKeE3xc2GRxT88wS1/cTX2fnZJMHXeeUDEmixop/uZp0/M4cnzWqMuRsDk9PLxaTLJSmK7lpCk5HF6diQB8Wj/Eo192RD33/Z193L+8edSWaIlgd3l5dI1ogRvssiwhPZd8o5a2QWfAmiIa4eJI+KI32IoxfEGWE2SVEmshIbeQDhbmgJQvtJOxrkwl++K6wVbYcoJ1LKFCrj45YdZEwRY40nER7SABEU2KhWmxj1jghFPub7P//rIjpYvrcAaH3dy/vJn3d0YXJv+9poNP64cQgCOqMzlpSg6F6VrcXh8Pr26N6sqaDEeNz+a06WJs4Oc3jD6ZnCAI3HVCBSWZOmp7hjn98e302lwRx8Uae0OOc4Ye9031l7HSbXHRPuRga5uVfps7wrJU+gMCVrbhFrRWp4ecNA2F6XqmFZkCcUhzjFqmFJmYXpIeEJ6rcg0UZ+ooSNeGbCpI5Xh8MMcfa/eNbb0R9b3uiFLStCqaBxzc9EYdb23rTcl85qtmM/cua6Z5YGS+tKHVygMrW3jyqy68YdfINWo5enw2Pzm8lAdPH8+TF0zm7Fn5qFXwZZOZs5/awcZWCwBLFxTzi2PKAXhwVSt3f9T0jWxAKSRGsNX0Zw2D1PbYydSruWZRachxXp+PX77XgNPjozpXz4KKjITKb+izc/kLu7j65T1c88oelj6/i3+vaad1MHKungwer4+VewcAmFcWPZb8xII0Hjt3EjlpolB62fO78UpCpb+PZhjUGHWqwGfTS9I5uCIz8B6V3oGF6TqKM3UYdaqoFvZyG8fS2Amh4U4a+4bZ0GqhoW94TPdCQSEeFTkGpgZtJvRYXdicXn55XEVAOFVQUFBQ+PaQlEhaVlbG9u3baWtr21f1SQmCINDa2kpHx4iAZjQaufzyy7n++uupra0NJJr6/PPP+d3vfscdd9yB2+3e7zHJkiXcik1yReq2uGLurkvHdVmcgQVVp9nJOU/toH3ISU2egWcumkzlGGLpvLujjw2tVgBOmJw96nKCeWJdJ702NzlpGq5YUMQhFRkcOzGbi+aJLmmf7B1k2e7+iPPcXh//WdvJ+hYL9y1vxulJvQA07PLwmw8b2dJhQ6cWuOv40BhxLo8Pi99CLztNQ2mWDnUca8C4btVR3Foh1L1MOg5ISKSRE+ZSTbil3f5iX103lmAdclyURRyEPqcQcTyO5WgiIppJp0atEphYKIbjsDi9gYWnxF3HV6BTC2xpt/LbjxoZdqX+2TvdXu5b3sz6Fgv/WdsZUQefz8dHu/tZVTcIwEXzCjhmYjaHVGRwxYIictI09NrcPLGuU674pDlhUg4AX7daxmRNWpkjjpk1eQbahpyc+98dI26iUdzJw5GeY7fFJet2/m1ymxbbro9em4u8dFH0CE/UIr2ngIBAEi7wBYeIiSaMBI4N2rCQs9Tvt7m52h9u4qVN3fSFCdmF6TpevnQqh1Zk4Pb6+O/6Lt7cNvo2IdXjX1+IG2czS4zcungcPzqsmEP8ote7O/r45+fteMJjswRh0Ko496ACHjp9POPzxFADlz2/O7DJcPG8Qm5dLCZv+tUHjTy3oetbJ6j/rxBs3fhZgxgmaEFFRkg8eYBnv+7myyYzOrXA9UeMC4ltHo1ui4s732/A7hbLVwng8cFHuwe48Y06fv9xEx/u6h9V29jcbqXD7CLLoOa06bGtWicWpPG3MyegUwt8sKuf296tD+nXNqc36gZxcN+W+nNwaKh4WJ2ewNgJoeFOHG7R+rzX6lI2EhS+ESpzIo0nFBQUFBQOfJJK3HTmmWfy4IMPMnnyZGbMmEFamrj43rJlC8ccc0xCZQiCwMcff5x8TRPE5/MhCAJz585l165d7Ny5kylTpgCQlpbGOeecw+7du1mxYgX9/f0sXLiQW2+9leOOOw6NZlR5rPYr4clpwpN9hLtlS+5Nan+cN7U/TqjV6eGRNe20DTmpyNbzxPmTAplK42F3eXl3Zx8f7e5nbZNZjLmXo2d1vbgAEC3Axp78ZXDYzcq9onByxoy8kHim4/PSOLImk1V1QzyypoMdXTauOrQkEAO1uX/EimJvr53b32ngoHHp5Bo15Js05Ju0VKWPTTj9YGc/e3vtpGlV/Oe8ScwsCc1MHBwKoCBdi9nhwaiLXPiEP6tYSQTkskS7vWLMOkksCD6uy+xMKGs2jC2BgVxW6vBEQ+EWk/uLEAvbBOqZKIneL2kRh088J9pzCsl+HCcJVfC1Y/0Go06FIIx8Znd5QzLczy/P4InzJ3PFi7vZ02Png539nDEzP6n7EIzL46VhcJgeq4seq5s+m5uNrRaagizqWgYcARdqu8vLv79sZ3WdOHYcWZPJeH+MZRDjip4xI5fH13Wxcu8gF80tJCttbO2oMEPHSVNyeH9nP7e+Xc9b23tp6HPQZXGyoCKD4yflcMqUXAza+HuIhek6njh/Ehc/s4umAQf/WdvJg6enB/qlzenB4fJilPp22LOSnqNkCQmMfLefXaYT6QuxjpGsPWcUm0R3eXyB5G/S7wQfe7qHKfcvHOUSrMj99kT6Q7fFFZEcK8eo4ejxWUwvNrKtw8aaRjOnTM0NObcyx8C/z53Io1928JfVbTzzdRf9w24umFMQeJ8kitfn4/8+bWPQ7qHApOW0aXlo1AJpWjUnTdFRnKHljW19rNw7iNvr4yeLSlHFiI1bnKHjVydU8ufVrXzdYuHmt+rF/x5dxiXzxTjXj63t5J5lTZw3uyBqOUrW+/1Dt9mJWh/6npXafla6jm5/+J1KmTBEz3wteuFcPK+Q0qzEhJVXNvfgcPsoytBy2fwi9BqBxn4HaxrN7OoeZkOrlQ2tVp5Y18n3J6dxZhK/pck/h5pYkBY11mows0pN3Hl8BXe+38jDq1u5NshSVkoeGi3+fjL9PXzMMOnUqAXotblRq0LHzzllGTT22xl2eRiyuwNly5Ybp48ofUhBQUFBQeF/h6RWm3fffTft7e288MILfPnll4HPBwcHWblyZUJl7GtLTan8U045hd/+9rf84Q9/4C9/+QsZGaIVR2ZmJjfccAMPPPAAy5cv56yzzuKHP/zhPq2THFaHh9FH/hQx6dVU69NCPgu44fqt3KSFd6/VRXaaGmPQrv0HO0ULzMsOLkpYIN3ZZeOWt+qo7xsRPZoHHAG3wlOm5vKDeZFZ3EfDl01mAEoydVTI7MYe5XfnX103xOq6IZr6Hdx8dBlFGTq6rSPx5XRqgaYBR4hQA1Ckd3HeGLRcqX4/X1wWIZCCKFCp/ZYd/TY3WWmaQOZmk3MkBl/wpD9ZN/cR8UG0yAqfwJt06oSyZkNk1ulkFgzhCxe5hcw3kUE2/Lrx6pns707kWZl06oDVkFzsSen5JWM5GHztcIFVKlMaA6RwExoVmHSRos+sUhM/X1zGrz9s4ssm85hE0utfr6PTETmW6NRCIJNzlz97cafZyR9XtNA04BBd7GsyA306mIocAyWZOtqHnHzZZOaEyTmjrp/EpfOLUAkC7+7oCwi0MDKWPL62gz9+r4YphfKx+ILJNWq59OAi7v6oiU/2DojCoL/dGXXqQHKhgnTxvoSPAcGieaoYjcWUnGApd8yQ3R2SgVpC+s1VuWmB48SYuIZAe+22uEg3qOmxuAJtPZl2L9c/pc+k+xssRoMoZB9RncW2Dhs7u2wRIimI84YrDynGBzy8uo13d/TxWf0gp8/I45SpuQlZ9YEYwmFTmxW1AGfNEgXSYA4al45eo+KlTT1iaAkBrl1UGrN8g1bFLUeX8dyGbt7c1suzG7rZ1T3Mv86eyE8OL+XFTT30WN387fM2fntSlewcK5FnqzB25O5x8Fg9Z1w6z27oZkOLJeQ8s8MTmEMdXp1YmCKb08MndQMAnDwlJ7CpU5VroCrXQK/VxdYOG9s6bHRbXbyzow8S8+AHYHqxOPZt67DhcHsT2jA4fUYeD6xsYdDu4dO6QY6blIPV6UGtEqjK1cedXyQiRIa/0016cV7bZXFh9r/3gi3QjVo1enV0kVZCsvrPkJlXg9KHFBQUFBQU/pdISiRNS0vjmWee4W9/+xu1tbXYbDYWL17MzJkzefjhh/dVHUfF+PHjefHFFzn55JMxGo38+te/Jj9fXPzrdDrmzJlDXt7os7iPlbHG14s2mZQmemqBgGViQ58dtQoGhj2Mzzdi0qvx+Xys9Yt8ica+8nh93PD6XloGneSkaThhcg7zytLpH3ZT12tnQr6B2aXRY1clw7DLw1v+GHIzi+WFCpUgsHhCNtW5Bp7f2E1jvxhX7oK5BaxpFH/bjGIjJ0zOYWu7lUG7B7PDzeCwh75ht2jd59cnnt/QxfcOqkjIegxEizkpEcjhNfKLGpUgkGvU0m118djaDu48vlKMYQkpExCjWSIGfy834Y9HvAWBnAjaZXHigBCR6EBzF5azwATISh+JMZrM707omjGeQTRL4NH+puAyQRSg3touuujmpGmjblIt8i/M63rtuDxetOrE+oHd5eWtjV0BCyWzw0OaVk9umoasNDUZeg1ZBjUzSkx8uKufrR023tzWS5fFyXNfd+Py+jDpVJwzK1/WukpiRrGR9iEnb23r5YiaTNK0Y2tXapXAZQcXMWeciT09dmryDOSkaVjfYuHDXf3U9zm44fW9vHPlDDELcxwkV+rN7TY6zQ5q/OOs1eGhud+BWkVAWLQ6PfT7rYvDF+SpslYazfslkT4bzWITIq2/5I4rSNeK1nRqorb74H4pXTPcbT+4TLk+1GV2oteoRAFWr2auP6biqrpBrj9inOwzFQSBqw4toTrXwJ9WttAy6OSpr7pI16s5enx23PtX2z3M61vFd9Zp0/MoitKfpxYZOWd2Pi9t6mF13RAT8tI4WUa4DUatErh4XiHTi4089Ekr61ssPLa2g2sXlfLjhSX8YUUL9yxrZm+vnX+cNTHC2vpAHY+/a8QT/E+eksstb9ezqc1CfZ+dav+Y19AnziVy0jQhlv6x2NhmxeOFPKOGCpl46HkmLUeNz+LImkx2dw/z8faRMFlrG83MrUmLabQwPs9AnlEMdfL61l7OOyi6pbKENCd7fWsva5stHDcpJ6QfSkR7j8r2b3+YKBA3PKJtTqZpVaiFyISUohWrKmJTR5YY4YiVPqSgoKCgoPC/w6j8FrOzszn44IMD/87KyuKoo45KWaVSxeLFi3nppZc455xzaGtr45xzzmHWrFn897//paWlhfHjx39jdUvEfSkWMcUaHxiDYrVJFjYF6dqQY11+ISXTkFhdVtUN0jLoxKRT8cD3qskwiM2nipHkGKni8bWddFrEeFjxyq7KNXDNwhKe29BNh9nFU1+JbmtatcCi6kwy9GoOqwq12/V6fTR09kGD+O93dvSzosnFL4+rSMjVzecbmU+HxxYL5tKDi3hgZQv3r2jhoHHpnD+nMEQIgfiupImQ6gl8XLd/GWsOk1Md1SL2m7LCiBBzwywwwxdwyf7usZKK8sLbT7B751vbe7nrg0ZAbIvRkNqwj5jrxBDaBh3cs6wJm9USsFA6a2YeVUW5si7Ei6oy2dU9zG7/H0BxhpYL5hSQaYj9Kpo7Lp21TWY6LS4eX9sZkfRktMwuTQ/Z2KnKNXDCpGyu828Gra4b5OgJ2XHLke6f2+sLER5MejVTiox0W1yB8VeyYJZi6AWTqn4ymvdLIuOQSa8OCL0xxdQoxxVm6CjM0EWMgcFI96Df5ibHqImwDAs/L5HPzpqVz81v1rGnx84b23o5M4a19PGTcjh6fDZ3vFfPuzv62dk5HFck9fl8POt3l55damJWaaRnQTBTi4yc6A/58ORXnUwsSGNCfvzNrDnj0vnRYSX8eXUrj6/t5JL5RfxgXiEuj5jc7LkN3axrNvPiD6YxJyjZzjcRvuF/kYI4niDTS0wsmZrLOzv6+MOKZv5x1kQApCEjgf2YAFIimNJMXUyxUxAEJhcaKdAVwA7xs//7rI3SXTZ+MK8oJNlM+Hnfm57HE+s6eWBlC8dNzCbPFNvjyOfzscGfYGxuWXrU91syn4eGq5EfFwvTdQGjgPB3ofTfeO1fLCPxUEcKCgoKCgoK312SC7glQ319PS+99FIq6rJP+N73vsfnn39OX18fv/jFLzjttNN4/fXXee+99ygvL//G6hXuYhQruY5cJutoiSyk7KDBMUELM3SBGIBSGW1DI+7oAvFn5h6vj0f8WdyPnZgdEEj3BavrBgOxSL8/My8h685Mg4YfHlrMkqk5GLUqMvVqrlhQRHEUax6VSmBy4ciiNNugpsfq5vfLm3G648cqDbZEGhiOnhjo0vmFXDhXtMC49LldtA85MOmjZz+XI1om8+DPky0zHvHKk/s+WpsM/y6RzOxjIeS+JFinWL8r5Jx9eJ8Tec7JlDnkcHPpc7sAuGhuIZfOjx4GI7gNaxJwLXa6vfx+eTM9VjfZQZsskwvTosZYLM7UccWCIjL0aoxaFUum5vDDQ4vjCqQguhx/f6Zo+b9y7yCf+pM87QsyDBqO8Qujj6zpiJlgRyL4lrk9I8dLz6wq1xBiMSk3ToN8m4z1/KO9O1LVPmXfPTH6QHiSsmjHxSpDugcF6dqE+mewNX4g8VnYcblGLbcdK77vH/qkNSTrvBxatRBoA00D9pjHAjT2O9jWaUMlwGKZkBFyLChPZ3JBGl6fmHzp75+18eAnLfztszZe3dzDpjYLPl9k2zu0KoOyLB12t5dXN/cgCAJXHFLMUxdOpiRTx54eO3Mf+ppj/r6Jd7b3JjynUBg73XH66bqmIS6aI84HVtcN0e6fh6X5XdltLi9emWcuR4f/3EQtT4syRgROtQr29Nj59QeNAStNOU6cnEN1rp5hl5f/rO2IepxEr9VNoz+W6aJKcedMrp9L/RPCEhZGmVdk6MWwQbEEzFjXCf9cbtyM925X+oyCgoKCgsL/DmMWSSsrKykqim6hdCAwd+5c3nzzTT755BPeeOMNPv30U+bMmfNNVyuAZFVkDnMzDP4+PJN1vEkhjEw+rQ4PDX12huxurE4PXq+Py/ziycwSI9lp8SfZT37VyZZ2GwaNIBvTLVWsbzHz109Ft7BFVZlU5kR3wQ1HJQjML8/gpqPG8dMjSqO6O8px6cGieNNpdgVcJmOhVglMyBfrdtf7jdhd8sKqIAj8fHE504qMOD0+/ryqFUhuwi33/GN9/k0Ra0ESLX7pviBaPNTwe51qwXOspOI5B7erP69qxenxMa3IyM+PKYtqbWR3eQPWphPyDTETyUi8vrWXTrOLDL2ay2JYqIZTlKHjuiNKuemoccwvz0g41iOICXYW+S3C/+/TNr5uMSd8brKcMjUXvUZgc7uVp77qjHt8TpqGmSWiRda1r+3B6xdWg2NzSmNxl9nvOprgoj7W85esrMx2+XfHWEm2r8rVZ7Qiv/SXSP9MpJ4XzS1kRrGR/mE3P3q5NiLTfTiTCsTn2TzgCDzPaDg94vifoVcnnFhMEAS+PzOPsiwdLo+PlXsHWdNo5pO9gzy/sZt7lzXzp09aAwlnJFSCwLETxbi8a5pG4unOLk3npUumcuLkHARgxd5BTn1sG9e8UovLE/p+OtDeHd8V4vXT5n4H7+wUw5/kmzRk+9tKWbYek07FsMtLrd/KPhZmu5sVewcAqMlLfI4k8ZOFpeQZNfiAja3WqMepVQJLpoqbU1s7bHHLXb5HrNPUwjR8ELd9JdIOTXo11XlpVOeljeldHTwOxZtzj7auCgoKCgoKCt8NkjIHXLVqFQBGo5H58+eHfJYMRx55ZNLnjJXMzEwyM8eaKmnfEC+5zmhccsMndMHZRf+woplltQMYNAK/O6U6bjKthj47D68WhcvLDi5OOMlTLLw+Hx/u6mdTm5U+m4shu1jfQb8L6oxiI8dMTMwiJ5zweHP1fXY+qx/ilKk5Uetu0qk4cXI2L2/u5dUtPRwzIZv89Ni/8/IFxfzmg0a+bDJz2fO7uG9JdcBiN7w+P15Ywk9f28uDn7Tw08PHoVMLCbvVJuuylkpixQdMuIwoouW+qne8ZE3JkIrfnyipeM7Sb93dbePBT1oAuGZhSVQxsqHPzi/eqWdrhw29WuDyBcVxr9FjcfHqlh5AtDQyxtiL6LO5eHdHP4uqMwPx9zTJ+JSGcczELAbtbrZ22LhveQtZBtHqMNOgJteoZXapSRSJxpggMM+kZenBxfzzi3b+srqNYyZmx9ywEQSBe0+u5tyntvPR7gH+sKKZXxxbERHDE+STu8Qi1vOPlRQsFSTbV+Xqk0j/G2ss1lj17DI76ba4MOpUPHvRFL73n2009ju46qVa/nHWxEA4mnAqc/QYNAJ2t4+6PntMd3hJ7LI4PLg9voiETdHQa1RcdnARm9qsWJ0edBoVDreXHouLrZ021jaZ2dVl42dHlTElyC16apFYly8bzezstAW+y07T8KfTaqjrtfPPL9p4b0c/T63vorZnmKcumMwEv/CrxFfcN8h5LVgdHrotTgaGXTjcHl7Y2A3AHcdWkOb3ktFrVCyekM3b2/v4uHaAyXESxr21vQ+PVwxXMn4UIqlJr2JmiYmVewfZ3mmLmQyv3B/vdG9vfPH2o91iMtAl03IjEiVJ/bAgXRvYyE9lO4ybdDF4HIoz55ZD6TMKCgoKCgr/OyQlkh599NFifKPJk9m+fXvIZ4kiCAJud3T35P9F4iXXGU0spGhx2rZ1WLnzfdFq7I7jKgLCRTR8Ph9/WNGC2+tjdqmJxRNGJ1wG43B7+ftnbXzRKG8JNr3YyBkz8pKyMouFlCDmxY09/GhhSdTjphUZqcyx0Njv4NUtPVx1WPRjASbkp3H7cRX8/uMmtnbY+NHLtTz/g6mBBXMwiydkU5ShpdPsoqnfzuzS9FAhbxQiwf6IkRUrPmCiyMYv3Yf1jhajczSLm1T8/kQZzX0JbzfSb+2zuXF7RRfLaDE1+21urn65ltZBJwaNwG3HViQUF/HVLT14faKINK0oDbzRF88vbOyhy+KiacDB7ceOPbyJShA4Y0YePsSsy9KmSq/NTX2fg/UtFnZ02rh2USm6BLIxx2LxhCy+aBhiU7uV+5e38Lczx8d819XkGbj9uAruer+Ruz5o5LDKTOaXZ0TE5ky2LcZqF/HeHaMluF0lmlBMOkdKrhKoY4z+J50jJlhRjbp/yd0jSZTptTpJN2jACTNL0/ngqpks/L+N7Owa5tTHtnLlIcX8YF5RRFgXtUrgiJosPto9wF8/beP3S6qiJgzLM2rJNWros7n5ssnMourEN2TVKiGQWCqYw4acvLall26ri9982Mhtx1YEYp1W5hgYl6WjddDJBc/s5J6TqlgybcTDoybPwB9OreGUqQPc8lY9XzSaWfTXTaz+yWwmFRiV+Ir7CLmYpFanB48Psg1aVvYO4fbC/PJ0jg8TJs+elc/b2/tYuXeQuWXpHFop34Z2ByUIO2p81qg3hCQ3/WheMBJ5JnE+MzDsweP1xUxkZ/FvBE0vMkUkSuq2uHB4vGLiNv+/gwXTsSK9q7ssTkxO+fikwe/K8HEz3hwsvM+kKsmegoKCgoKCwoFHUiLpkUceiSAIVFRURHymMHpSNdmKEEzC4rZ5vT6ufrkWt9fH0eOzOGNGXtwyX9ncw6q6QVQCLD24aMzP2ub0cO+yJmp77AgCHD0+i+IMHek6FWqVgF6jIsugTlmb8vp8gQRVnRZXzMzdgiCweEIWT6zrYlntAEum5TIuThKnqUVGHjp9PL/+oJGWQSe3vVPPP86eKHvskF/QKcqIzNAay9pqtJaQqWhX0sJCsrYajdAYbUGe6kVGtPLGIgik4vfHq1/c85JoG9Jfpd+1eUgmOZDE7e/W0zropChdy69PrIyblAOgZcDBstoBAI6ZEHuB7vJ46fIviF0eH16fLyUbH2qVwFkz8zhuYjYOtxeP14fF6aXD7GTl3kG+aDTTY23kjuMqxpQgTxAELltQxM/erGNV3SCvbO7h7NmxMzx/f0YeH9cO8MneQW54Yy/v/3AGRZn6iPYI+27cTwWjGXOinRPc/6KF3oD4mcHjXj+sbEmUQQC9WhXow5MLjSz/0Swue34XG9us/GV1G/9d38X/fX98SBIvgDuPr2Bzm5W2ISd//bSNG48sk7USVasEzj+ogL9/3s7KvYPMGWcac3LGkkwdPzy0iBc39rCn187vPm7iF8eUc9C4dNQqgbtPquLh1a1sbLPy83fqeXNbL8dPzuH06bmBd9zR47N58ZKp3PjGXvb02Fn89808du4kjqjJUgSffUC32YlaH9lnHC4vRp2aNY1ieIQjayI3m+eXZ3DFgiIeW9vJf9Z2MK8sXXau8uQ6MfzHzBIjU+JYnMZi0B/GQRJBoxG8eTBod8f0JCrJ0LGlXdy8kuJsS+2qIF0bEEaDBdNgkXQs7VB6VztI3lofkh/zxuKhoqCgoKCgoHBgk5SpzcqVK1mxYgVPPvlkxGfJ/CmEkqpYR+Hx72AkDlOX2RlYUBm1Ku46oSKuELmu2czdHzUBcP5BBQllfY+F0+3l/hUt1PbY0akFLp1XyJE1WUwqSKM0S09Rho7sNM0+Fd1dntix5SpzDAH3ta+aLQmVmWfScsviMgBW1w8xKJPIyeb0MOy32CiUce8MT9iSaPKhaITHoY12TKIJoZKJD5hwHVMc42tfxAyT+/2jTbAk1z8TqkOMpFfRE7iJbWzY5Q20u2AGht2srhcX7LcsLktIIAX4yh8HdEKegYo48YLj9bWxIAgC2WkaijJ0lGbpmVSQxpE1WVwyrxCdWqC2x84fVrQEYkWOlnFZes47SBRG7/6oia+aY8dBFQSBX51QgVGrYmOblec2dAfG3+Dnlkj/TJR90u5HMeYkco5cXftt7oDFarzxJWYSq7CyC9K16NUqphSamF5iChFjSjJ1vHXFdP72/fGUZOros7m5/d0GHGFJ+3KNWh44rQaVAOuaLfz+4yZsUe7zkeOzqMrR4/b6+KxhSPaYZNGqVZw3p4AphWKCpz+saKGxX0wkla5X84tjyjnTn9Dss4Yhfv1BI5e/sJsey0i81epcA4+dO4maPANtQ06+95+tvLSpO+Q6SrzF1BDtHo7L1lOQrqW2R7S6n1likj3/2kWlgGi12WeLnEf02VyBMk6YFN1FPhH0fgF2e6ctsFEhh1YlkOP3jvk/f7z4aJRkin1MSnYW3K4KM3SBfij1zfBQF7HaYbz3a+Bdna4LhHQJGXPjtPFkx7zRjJEKCgoKCgoK3w7GnLhJYezEmmwlk/TCpFPTP+zG7HAHMpZKE8NtHdZAcpYfLSyJyKoczpZ2K9e8sgePDw6tzOC0BKxOY+Hz+fjL6lZ2dNrQqAQuO7iIyjiu/qlAJQhcPK+ApQcXcfasvISse6pyRTG4vi9+VmOJihwDBX6haY9M7C4pe7heI8hmow1P2BIsqEH0LNHREN1XhYi4YOHHfJMJoVK9yNhfi5bR3jeTTo3D7QuJT5kIwcnYwoW1aMmnMvRqdH6LtwEZ0X6Pf6FdkK6NK3YG09AnZi5OpO8adWrOmJGLSoBjJ2alLHxGLKpyDVx2cBEalcD2ThsPr26TzRCeDKfPyOPQygw8PvjxK3vY0h490QmImeulsB53fdBIy6CDbosrpG10WZyYHW76h92JxZqN8R7YF+1+NEnNEjlHrq45xsQdWmL1sfCyg0WZwPlBibN0ahWXHlzM1lvmUZyho7HfwaNfRmbwnjMunX+cNQGdWmBLh41b3q5nV1dkEhuVIHC+P3P5F43mgFvxWNGoBM6elR8QYO/7uDmwEadSCZw/p5AHT6vh/IMKMGhUbGi1cu5/d/D42g62tFvxeH3kmbQ8feFkjp2YjdsLP3ypllc3jwj4VqcHh9urCD5jJHgzS8qeHvy52d9/M6L0EVeQWCl3jDRuF6ZrE85qH415ZekYtSpaB528s70v6nGCIHDNohIE4KVNPby7I/qxxX6RtHlAfE9E2/w16dQRfVPu+GASnZcEvy+Dj483TiY75h1oiR8VFBQUFBQUUseYRdLW1lYef/xxrrnmGs4++2xOPPFEzjnnHK699lqefPJJ2tvbU1HP7zSxJlvJCFYmvZp8kzZECJQmhq9t7cXs8DCj2Mil82NnozY7PNz4xl6GXV4m5qfxk0WlYxY4LA4P6/yWmWfNygtYHOwPxuelUZGjZ3qxvPVGOEV+Abl10JHUdcZlSUJW5Hk2vzWfUZtYKIFEBbVo4olJpybToImICxZ+jNyiYV+JjRFWkCleZEQIzUlm1U74OqO8bya9mqpcA5kGjWxyj3h1TUT4lhCEkXrIWb419ItttCwruX7Y4l/8FsVJaiYxuzSd248t5/DqsccyTpSSTF3Aum5tkxnLGJ+/ShC4dlEpE/PTGHZ5uenNuoDYEY1L5hcxvdiI2eHhyXWdFKRrI9qGUSeO12PN3n4gLtajjkthdY3XZxK1nA5OsGZ1ekKuG+xN0dBnp2NIFK0ll95co5Y/n14DwKNfdtBjjRQ3F1Vn8fRFUyjyuwr/ZXVrhNUpiILq3LJ0fD4xVE14VvnRolYJnHtQAXlGDb02N++ECVVl2XrOnJXP/adWMy5LR5fFxZ8+aeWCp3dy6mPbeHlTNwaNij+dVsPJU3Jwe30sfWE3jf12f2IxleJqnwKkmKRW50j2dCAg2pn94U+MMrFt+21ufvraXkAUSNO0kdPz1kFR4C/OGHvyTINWxTETswF45usuNrVF95yZXZrOmbPyAbhveTNDdvm8Alq/Bac5yju+y+KkvneY7R1Wsc/KzAkkt/lw6/tkjQnCj483Tu6r+YKCgoKCgoLCt49Ri6Rms5krrriCmpoarrzySv71r3/x6quv8tFHH/HKK6/wz3/+k8svv5zq6mquvvpqLJbEXJcVQkl2YliYrqPY73IkLRwNGlUgG/UVC4pjBt4H+N2yJjrMLorStdxxXPmYE6AAZBg0TPQnhem1HtiJuyQLjVjxHOWQEjb12SIX2ZK72oDdzaDNHXcyLglqapUQsegPpsvipGPIGbAcDj4/fEGQiEi5L2PTjdbdfFTXSqE7czjBC7mQRVkCIm20hVq05xj8e6xOD2qVEFP4lo5tHbAz4F/IylnqSW00y5BUWOrA4jcZK6Z4482+QHJVnVSQRkaSv1EOvUbFHceVU5SupX3Iye+WNcU8XqMSuGJBMSAmusozaUPaTPA4LbG/rUXDCbZ+G2v/TGRzL5GxJrycaH1POi7cYjf8O71GCCSgCR6Hzj2ogAUVGbg8Pt70J8UJZ1qRkVeXTqM4Q0uP1c2b2yKPEwSBqw4tRq8R6LS4eOqrLrZ3RlqdjoY0rYpj/EnY3tzWy+cNQ3jDrKRLMnX87pQqLplfyLyydNK0KpoHHPz6wybOfGI7HUNOfndKNdOLjQzZPZz/3534fD7FbTjFSNnTM/ztFcBsdwc2S0260DnV7u5hznlqO2ubzOjUAlcfViK7mSoZmmqixFVPlrnjTBzkTwb2yBcdMZM4nTUrn1J/aIrb3m2IaHtAYCP8sChJp2xOL62DTixOdyBhW6z+Gt73o4W8kSsnkTlQMCkP/xO0OaOIr/9b7Oi0sSNF476CgoKCwjfDqGZafX19HHrooTzxxBO4XC5KSko488wzueGGG7jjjju4/vrrOeOMMygqKsLpdPLoo4+ycOFCBgYGUlz97z7BrkPhE614E0Pp+88aBmkddJKpV3PU+NgWXX02F2/5Xa8uP6R4zMkngqnxx/rcK+OOfiBh9C9ghhxuvDFidYUjiVEr9wziCTsvO02DQSPg88HNb9fhcHsTchsz6dSBBX3UyXaCGlRCwsU+dLUfrbv5aEjG6nK05af8XoY9x3ALOI/Xl5B4PWR3c9cHjfh8YNAIAfFewuP1sXLPIJCcq7PH62PIIYqP4Yv8Aw1pjKlJYUgPo07N5YeIwudb2/vol4kZGMzR47PI1KtpGXTyVbM5ItFHxAJeTjAIcg/f19aiVqdo+Wa2e8bcP0cbnzTke4eHbouL1gFH3POk60kWuzDyvgz+LtOgYUqR0Z8kcGQcEgSBH/qf7T+/aGd9i3zs2SyDhlsWlwPwxtZenDLWpLlGLT8/phxBgJZBJy9t6uHzFMUonVKUxlR/fNI/r2pl6fO7+dmbdfzfp60B9/40rZpTp+Xx82PK+dfZE7l0fhFZBjUN/Q5+/MoeHG4vfz59PKWZOur67Fz83C70/o1QRcxJHSadmsL0kT4bLHoGW4laHB6ue20PHWZXQOReUJERUV6fzRVoRzqZ5GGjQRAETp6SQ5ZBTbfVxbLa/qjHalQC1x1RikYl8MnewQgXfbfXF0hMtbBKXiQ16lSMy9KRrhO9KeTGCXGe4AV8UUNARGye+MuxOj1sa7cGxsx45wWT6o2oWBs3Ct9NRE8+FRc/u4uLn92FUaciP8F47woKCgoKBxajWuleffXV7Nixg+LiYl577TWam5t56aWXePDBB7n77rt56KGHeOWVV2htbeXll1+muLiYbdu28eMf/zjV9f9Wk4x7T6yFodykrsvspLHfTr/Nxd5eMa7l5MK0uFahOWkaphaKFp+p2gn1+XysbzHz4S5xAl7f54jp2vVNk6lXo1UJeLzQEWWyLcfR47PRqQU2tVv5x+ehYSbUKoGbjhKTOz36ZQc3vlFHWpxnIVla9dvc6DWC7GS7MF0XiF0Wrx0lsggYy0IhniVaLHfzVBMv3MBYreZSeS+l62fo1aGWhWEWcP02d0yrYgCv18cNb+zlP2vFDMg3HVUWESrj75+3sbndil4tcPT47Hg/NUCH2YnHC1q1EDWm3oHApjYL9f6QFx/s6md9i3nMcUklpDFxWpGR7LTY90CnUTHZP5ZuabeKMaNtLhr77bKLeLn2kozQPlZ3UZNOtHzLMKjH3D9HG580GKtTtPjUBwlK0pgYLp4EJ1gz6cTM9pIVeYj1qd9yVW4c+sH8IhZPyMLm8nLFC7u56Jmd3L+8mT+vauWvn7YFQk2cMCmbXKMGp8dH04B8SJYZxSb+csZ4Tp4iJtdZVjsgK6gmi0oQOGtWPgurMtBrBIZdXpoHHKyuG+L61/eyvHYgpK0btCqWTMvl/lOryTVqqO+z84t36inK0PLouZPIM2rY1Gbl+H9tobHfrog5KUKu3wZb1AdnjL9nWRMtg04KTFruPblKNkZ0Xe8wt7/bQPOAg3S9moPL01NWV51GxWF+UfPLxtiJ6Wry0jh7tuh2/68v2kMSPq1vNjNo95CTpqHQpJUdhwrTdVTnpTGt2CT2S3+/DRY3pf6q16iwOeX7jDR2ACGbSDanF4fHGzUecKwxJ+Xhf8I2bhRL7e8+FTkGdtw6n/U3zmH9jXPYcet8KnLGlvBWQUFBQeGbIWmRdMeOHbzyyisUFBSwZs0aTj/99KgxFgVB4Mwzz+Tzzz8nLy+PF198kV27do250t8VYlkOhcdUSzaxQrfF5Z+UC6zcK1qNTSxIi3ueGKRfzLD6zo4+lu3uZ1Obhb09w3SYnTHdscLx+Xys2jvIDa/Xcf/yFoJlimW1gwmXs78RBCGQdfW+5c08sa4jkDAhFiWZOn50mJiw5V9ftFPXG5r46cK5hTzwvWo0KnhlSw//lkkSEoxoDaki328BFTzZDrYwkxYUiSY0iClcjGGhEByHLWryov0UPzFu/LExWs2l8l5Kz1nq29Es4PLTtXGf8z8+b+fFTT1oVPDA96q5cG5hyPd7e4d55Aux3V29sCSh2MB7eoZ5Yl0H9y9vBqDApE0oru43xUe7BwL/7wPuX97CDa/XsWrvYFJiqd3lpcPsZG/PMJvaLCzb3R+IBXnNQnl32HCkECMf7Or3twMBtUpIOKmPZFUVLc5mPM+CZAm3ftuXxOsfci7LwX0lVt/WawT6h0c2FbosThr67XT6kxTJXVuvUfHOlTM4fXoebi9sarPy3/VdPPplB//8op1f+RMfCoLAJP+7dNXe6O+x4gwdSxeIrvc+H1hSJD6qVQLHT8rh5qPLuHZRCRfOKaA8W4fb6+OfX7Tz7zUdEZ4MuUYttxxdhkYlzgceX9tJRY6ef549kew0NeuazRz5t02852/fikXp2Am3NJdCnGhUBDautrRbeXt7HyoBrjuiVDaMid3l5a73G+mzuck3abhiQRG5xtRap0kb47u6h6OGfJE4eUoO6TrRMjm4/X/ZJAqsA8NufvxqLfV9kXOmaH2+2+JiwO5iZ6ct0O7aBp144sRhhtDkTAXpWvRqVWD+luj19wXBGzfRvMEUvntU5BiYW5bB3LKMpJJiKigoKCgcWCQtkj777LMIgsAvf/lLysvLEzqnsrKSX/7yl/h8Pp599tmkK/ldJVHLoWgiSqxFcfBkUXI57RhKbGF+9PgsjqjJxOXx8ciaDu5d1sxt7zZw3Wt7uez5XTywsoUNrbEtQQeH3TywsoW/ftZGu9mJSoDZJSYWVIgWEOVJJozZ30gWYB1mF+/u6OeX7zUkZFl7eE0WB5Wa8AEf7Y50XTtpSi4/81uU/nl1K+2DjqiTZql9FKbrQibbwaEUJMuoA8FSQU7UOFBJpdVcKuoSEL9lXLIDf+m6mM950Obm/hWikPmzo8s4aUpuxDHLdg/gAw4qNSWUTGl7p41fvtfAuzv66TCL44fUNw5UzjuoAL1GYEFFOrNLTKgEaDc7+etnbTywsiWQGTwaG1otPLCyhcue38V1r+3ltncbuHdZM4+s6cDl8XFETWbcsCUS0j2r9o/BsRbxwc8+3iZIsp4FibAvQ22MBpNeTXVeGtV5YnuT7kciFtyZBg35ptBNhTSNCnWcJFFmu4enL5zM1pvn8fAZ4/np4aWcMUNMArau2RwQvs6bLWaxf39XP29vl49hGlwfALs7cYG+sc/O2iZzTOtTjUog36RlYkEalx1cxLETxTa5rHaAB1a2RCSWGp+fxpX+kAL/92kbjf12phYZeeqCKdTkGei1ufnhS7W8sLE7oc1bhUi6g+5ReCgT6Xl4vAQ2a3qtI+PD5EKjbJlrm804PT6y09RcsaA4InxKKsg0aALhkP7xWXvMhGNpWjWHVIrhAFbXjYikR9ZkUZ2rxwd83mBmyaPb2N5hDXwfqw0VpGvxeMSwRFK7K83SxeyvIJOcSaemIF37jb/T5TjQxlcFBQUFBQWF6CQtkn755ZcAXHTRRUmdJx2/Zs2aZC/5nUVuVztajCZZEcVvZdTtzxgaksApQ8f0EhOFGTq+N11c5G1ss8QVCEC0lHnotPFcOr+QBRUZTCpIoyhDS5pWhdcnZoz+/cfNUa1ohuxu7nivgXXNFgQBFk/I4tbFZZwxM4+Tp+TyqxMqOPeggtHetrhYHJ4xZ7ReVJXJGTNyOXZiNlU5erw+0S0ukXKleGKfRLk/Z88uIDtNTfOAg/d39Y3K6jK4TcQ6biyL23jnyiWCkkSNAz1Lslxdk/29yRAzKU/Q8xuLO+BrW3toHnCQk6bhnFny/Wvl3gGAwCI3Fma7m3uXNeH1QXWunmMnZnPGjFwWRYk3lyip6J+xKM/W84tjyjl5Si5nzMzj1sVlLJ6QhSCIiUXueK8hanbmVXsH+f3HzaxtMuP1ibEDizK0TCpIY0FFBpfOL+Sh08YnZEU6OOxmoz+syGn+MTh4XJaQQj90W5wBb4F4myCyn43BSmpHhxWr03NAbLbIId0PiB2bNTgZVPCmQmG6jpq8NKYViUlq5PpiILyF1UVBupbLFxTz8Pcn8NrS6RxUasLrg7d3iILo8ZNzuOnIcQA89VUXm9usREOKP5moF8be3mGe+KqL93b28+8vOxh2xe8rKkHg8Ooszp2dj0qA9S0W7v6oCWeY2LV4QhYzS0y4vT5ufrOO5gEHNXkGXrl0GufMyscHXP/6Xl7a1B3isdBlcSoCTwK4vT66LE5Zzx/J+tMHuDxiW5Zc8OWSIEl8Vi/OI2aXpoe46aeaEyZlo1EJbOu08cDKFmwxnvWiavEd8Ma23oCgetC4dN66YgZvXD6Nimw9TQMODn14I5vaLHETKZp0aspz9IFNS7lwOYkkQjyQhUi5MbvL7IwZQ1VBQUFBQUHhmyHpGdfOnTuprKwkNzfSSikWeXl5VFVVsXPnzmQv+T+FrHAaRUQZSexDTBfn+eXplGWJWUmvfXUPwwks1gxaFbcsLuc/503i1cum8fGPZrHuhjm8dtm0wDFSEpdg3F4ff/qklS6Li5w0DVcfWsyRNVmBxBD7ErfHx4o9A/zpk1YeWtUaVQhJBLVKYHZpOodXZ3Lh3AJyjRpcHl9CsVRnFIsL8c3tVtmYpmlaVSAW5K6uYfnEBFHCLgRcsRPM3DqWRUPcxCoH8IJkNOzL35toaI1YGXyjnSMhxR4+ekKW7GK6w+xkS7toDT3d30ZjsandisvjI8+o4YI5BRxencns0vQxZasfsrt5aFUrf/qklZV7BkJi2u0r9BoVR9ZkcdWhxeSkaeiyuHjwk1bZawePaa9dNo11N8zh4x/N4tXLpvGf8yZxy+LyhISKYZeXa1/dQ5/NTXm2nnkxYghKoR88XkLG9VibIKl2G3V4vNic3lGVmSorw5gbCVE2D2JluQ55b8okNAzvx8FxDsMtei+eVwTAX1a1BpKCLV1QFLAyfWdHdGvScVliTLq6PnvUY4IJdtPusbp5aVNPhPt8NKYWGbl0fhFatcDu7mH+9UV7SIgJQRC46tBijFoVO7qG+d5j2/jrp214vD7uPKGC8w4qwAfc+EYdb2zrDRGnD1QB/UBCaj9yISGKgjZGpNALkkV5h9kVNUnkoN1vWZlAaJRweq0uvmwyxxQ8g+t3wZwCVAJsaLXy+4+bI0R2iRL/b3F5fIQfMj4vjWcumsLsUhNmh4eTH9nK5nZLzESK4WE0Ek1sB2HzokQSxqXQKjqZsuR+U7fFFTOGqoKCgoKCgsI3Q9LK1eDgIPn5+aO6WH5+vpLhPgaJiCLhIorV6UGtArVA1KQuaVo17/1wJpl6NRvbrNz05t5R1zHDoA4k4T6kItKi7Im1HezotKFRCVwwpyBkYbAvcbq9/PvLDlbVidlVvT5YsSc1cU+1alUgBt3Wjvgu94UZWir9wdqvfGG3rNt9nt8Vz+72yQpi0cIuSJYqsSyhUuWCG+9c2XARCS4a9pX75liuP5rfmyjJJOWJZb0Vfk7w75AEPrl4dR/t7ueKF3YDUJmjpzBKzLZgtvoF1UkFaWjVqdnkWL5nEEkL+KRuiH+v6UhJQptEKPaLABqVwPZOG0+sjYwJLI1pAuJYN1puemMvG9usZOrVvHvlDNK0sS0f1QKoVSNjeISFVJKCebLEiuMX73qp2iyJmXk6iigcLct1rDEpmX4ulX/GjFwOrczA7vbx66DYpFcdKrqvb2y1Ro3lKGX63tpuTUjszDKEulPX9zn4Ik5CnWAqcvRccFABArC6bojXtoYKuEUZOu5bUs2MYmMgjullz++iY8jJL48rDwillzy7k0/rB0NCvhzoHgLfNAVRwqJYHR6aB+xk+u9fv9+jZ2J+GiadimGXN2oSMKN/UyY8fEIsui0u3tjay18/a+d9v0VytCRIwdTkGbh8gSiy7+oe5rEocdPr/YL/hHyD7KZRjlHDP86aQE2egXazkytf3B1ImCY330lkEyTqMVE2RqKRys3dWGUlMj7Hi6GqoKCgoKCg8M2Q9MrXYrFgMIwuGLVer8diOXCzmn/TxBLGZCdh/t33gnQdBem6mEldZpSYeOC0GgDWNY0+2/OKWjGm4eSCtIiJ3ef1Q3zoT5py9qy8/TrxE8MOhO7GD9lTJ8BJCW46E3CLUgkCtywuI0MvJje48Y063vUnxJDI8QtZUnldFicdQ87AQlsuYYucpVMw0VxwA5mdw8WNcGE2hiAvh5yQE82lLhEROBXEEhHDjxuyu2nos4/p98a6f4FrBbkAxwutEfwbINR6Sy6BW3C76fLHv8wNi1n37o4+bnyjjsZ+B9lpam5ZHJnxXo5Of1ssHoUFUzTMYX2y2+JKavE/VgrStZw9S7T++3D3AJ83DEV8P7kgDR+wcs/AqK7h8/lY1yyKWr87pYoZJdGtdhMdw5N9NyTL1OLQEADR6prouBNxbgKCQaLWosGfB/eHaP0sQkiN0s+lvmR1ekI8NxxuL302NzcfJbrX7+waSUhTkWPg4PJ0fIhhaOSYV5aOTi0waPfwaf2Q7DHBFGVEvjeDPRJ8Ph92l5d+mzvqBkN1noGTpuQA8PyGbl7e1B3yzi/O1HHn8RXceOQ4jFoVWztsnP74dlbXD3HHceWcNCUHjw/+/nk7VqeY+Mrq8CT0HBVGkEJpbO+w0ml2BuKUSmO1WiUwIV+Kfy4/t0jG2t7h9vLBrn7+/nk7G4NCQAwMe1jTFL/tgWj5fL4/HNKKPYP0yFg5bvKXfVBpdAv5TIMolKZpVWzvHKbT4gpxiw9+/yayCRLNe0YaAyB6YqRkrU2jnRtOrLISGZ/lwq8oKCgoKCgofPMkLZKOVlxTiI9cjNGYMQqDhDQYEVSiTeqkRzerNH3U2alX+uNsHlweGtOwz+bib5+3AXBkTWbUJAT7igyDhmsXlXB4dSY5aRpKMnWcPiM3Ze68kodxtIVMOIXpOh46vYZjJ2YD8KsPGkME1gKTuBDe0zuy4La5PfRYXYFFQ3jClkAinygJfOIt/sMtnSIExTFaRYiCz4hLXfA5iVh8pYLwcuWS4Uj9yuH2odcIMRcxsX53ovcv2v2P9rzCE3YFLyyDXRKtDrG92Nzi9Wp7xLYUvDnRaXZy1/ui5duxE7N54Hs1FKYntiDrGBLrq05RInu318dpM3IpydSRk6bh8OpMrl1UQoYh9YlIYjG50MgRNaJ1398+awtknZaY7x/bVsbIXB4LQRCY6RdGdTJhRuQW7IBsHEOJEOtGmRim+4NofTZZ661ocfgStRYN/jykP4xBxA0Q1talcTgnTUOWQexX4e+UxROyAdjQIr8BrNeo+NFhJYAYp1pK1hONTIOGC+cUBN4RILo3d1tcPPN1F/ctb+H+FS08/Gkb969o4bP6IVkL1YPL0znan2DsxU09/O2zdpr6R1z+BUHgsKpM/vC9aibkGxh2efnpa3tY32IJqe/aJjNmuziGf9dCrOwLQt45TjEZmNfnQ60SAgncWgdHrEYlS1GnJ/IZ+nw+2v3jcJ4p9qbzkN3Nv77oYI3f6rgkU8cxE7I43B8/9MvGxA0UavIMVPm9YT6W2SyS6n/QuOgiKYiC6+xScSz8YNeIR02i7994fTd4DAD5zWPpuGSsTWEkXmhD33DSFu6J1F1BQUFBQUHhwGVUq9Ouri6eeuqpUZ2nEEmIBYxOjdkuxqgz6TxxLdtMTnVg0RawGPRPHKUJocRzG8T7P68s9sQ2Gi0DDr5oFK0RwmPsbWoT4xfmmzQcWZNY5udUk2fScuzEbI6dmI3L4+W5Dd20Djq58pDiMVu1pvnFjh6rm51dNqYkIAJnGjRccUgxDX129vbaeXNbLz88VFx8js8XF0tfNVu47+Mmfnr4OGxOL3qNIIppFrA5vRh1KrLCRC0pZpcc0aypwhf/MNJegjPDBv87pNywRYYcweWY9Gq6zCPu4hHXivEbxkJ4ucHXDf4NhRk6qnINUX+vRKzfncz9C7//UZ+TzG8Ivl6XxUm/c2RjJCdNg8Pt46mvuljvF2mkLMUgJtawu72MzzNw5SHFCccT3dlpo9cfG9GQgnjC3RYXj37ZwbgsHUsPLkyZ+/5oOaomix2dNnqsbja3WTnaL3SBOD4+83UXnzcM0TroCMSUTIZ5ZRmsa7bw7NddgT4vERw2QxrzpTFboxLkn31Qm+gyOzE7POAb6XNdZqdsW0oUq8ODPU4Z0dpleFuWa9vBfaOhzx6IwxeewCqaxbVcv4rX/0KSOCVgqVWYrsOkk78OQFGGaK3mDhOzjhqfxR9WtLClw8aHu/o5ZkI2mrCdhUXVmazYM8CWDhu7uodZGEfwmliQxoR8A3t67HSYnSyoSOfNbX3s6QmNa+r1idnst3RYOf+ggpDM54IgcNT4LAwaFe/v6mdV3SCr6gaZmG/gonlFTCsyBn73b0+s4i+rW/myycyv3m/kjcunMa3IyPZOGxc9s5OL5xXyh1NrYo9xCkBkO8wwqMkwiMnDZpems3LvILU9kfFp5ZI3fdlkZtDuQSVAgSn6dN3j9fHy5l76h90YtSrmlqUHvF98Ph/ZaWqcw1FPl2V+eToN/Q7e2tbLkqm5pAf1SbvfcrM5SoiAYI6bmM2aRjP3fNTIxfMKGZelx6RXJ/T+lRtzwufLIX0+Snkx5zZRxh0pXqjH66MgmrVo0LnB15fqncx4HGtOoKCgoKCgoLB/GZVIWltby9KlS5M+z+fzjdqC8btGt9mJWi8KHQ19dvQa8b6YdOpALLxEFiJyIhCMJBCo91sq1vXaWblXjC921qzkYspu77SxqdXC2zv68PpgdokpQjiQrCEMGtWYErukArfXx6tbeqnvEyfwH9cOcP4c+WzfiVKTZ2BGsZGtHTb++Xk7f/heNboEhB6NSmBRdSZ7e+1sbh9xf5tSaOTGI8fx0KpWbnu3AZ+PkDp2mZ3YXN6Q7K7BJOJaKn0edfEfLijGmNQnsjiOJVDuK1E0HuHXTVaojfW7E71/cvc/mvgaTzzFIlqmGrUqCjN0qFUCz27o5HcfNwNw45HjQgR8Kev2ourMhPul0+Pln1+0AzCj2Bgiuo6Wj2sHcHp81Pc5eHVLL2fPyv9Gxwm1SgiIv0ZdaD8uy9Yzq8TE5nYrt75dz6lTc5k9Lj0gKiXCWbPyefTLDlbuHeSLhiFmlZhCQmloVAIOiLqJEAuTTk1GmPg4ZHfTbXFR5bdU604yW7LN6SFNF3sTJBrhbTm8PuGCQUG6lm6LK2LjKlqfiLppEKf/hZfXZXYGrisnmsa7To/fAtSHKGhJISsqcwycMCmbD3cP8OiXHby0qZtDKzM5dVpuICa3IAhMKzaxpcMWsNCOhyAITCxIY2JBGl6fL5CY7bDKDEoydagEaOx38HWLhU6zi8fXdnLRvIIIS/FDKjMoTNeyttnMrq5hanvs/PqDRg6rzOCKQ4rJNGjQqAWuWVTCzi4bTQMOnvqqi4e/P577lzfz0e4Bnvyqi729dp6/eCraVJmWf0cJbkeStbg0ni+qzuQvq1tDQjN0+F3v88JiSTvcXp5c1wnA4dWZMTeWVu4dpHnAgUoQRftgQVMQBPJNWtqSFEmnFhopTB+iy+Li+Y3dXHlIceC7o8dns6eng3990c7kwjSOn5QTtZxzZhfw5rY+Nrdb+elre3j1sulAchulVocnxBNDMgKQS2gnR8yN5SjjTmCcypIfL0B8F5sdHjL8FufxNpJj/sYENqIVFBQUFBQU9g9Ji6QVFRWK0JkCJEsim9OLx+ul3ya6Y5l0aqrz0hIuR25hmJWuCywKzXYPCPD0etGK9HvTcylOMP7Rp/WDPLqmg6+C3AjVKjjnoEjBUUoW02dz4/X6UI1RAHF7fdicHmwuL1kGDWlaFT6fKLLs7R2mz+bG6faxoCI9xLXf7fXx5LpOWgadCIgL2l3dw2zvsDGtePQhAARB4JSpuTT02WkbcvLEuk6uCrMQi0ZFtigoh1sBXXFIMS6Pj79+1sbt7zUwrzydg0rTMenU9FhcAeFZjqiCgozYMirL0zASWdCElxXRNvezpUQq6pPoQi5Zy9BoolgiCyWjVoVKEN3xv2wcCgikPz28lCuCFrIwkvG+IjtxofOJtZ20DTlJ16tZMjV3zOP9Nr/1HIgGtTu7hnliXSeXHlwU2MwB2NVlY22TBZ1GINeoYXxeGtW5egRBYNjlZdAuWkkZg1zUR4vX6wtYysolujr3oHy2dVrZ1GYNxN+bX5bOlYcWc3h1fEv5kkwdp07L5fWtvfxnbQf3nlwVYv1ZmKGTbZ+JYNKrqdaL7wipjH6bG71GoKHPjlGnSjrMiNXlQeX2otGpk7ZKlbPobOy34/H6aOizU5CuDSmvMEMnL1Km2EoxvLzgTNLh109kLAhOqOTx+lAFiYX3nFzFxIJOXtrUQ5fFxQe7+lnXbOb3p1QF4k9LrtYtg8kJ2ACDwx6GXaL1XkmmLrDBUJVroDBdy6q6IYYcHv71RQfHT8rm4PKMkE2I6jwD1XkGLA4PK/cOsr7FwheNZnZ1D3PjkeOYXGgkTavmvIMKeGRNBw+tamVds5mfHl7K2bMKuPmtOj6tH2LxPzbx5AWTKc7QYXKqMeEhesTd/22kGN2BDXC9OhD+oLZnmLpeOzV5hoD4nhMWS3pN4xC9NjdZBnXAZV6OjiFnINbtIRUZIQKpRKZeTVuS9Vf9P3vfHSc3dW9/JE1vu7O9F/feDTaYDoHQQyAklARICCSBl0oeEJLfSw8keSF5yXukEkjoPXQwGDAd97r22tu9vU5vkn5/SFer0ajN7NoGovP5+BOyo5E0ku7Vveee7zk0hU/OC+KeTYN4ad8YPrWoVCr5P2NOMTrHEnh5/zh++FInTpxRBKdGxQFDU/ivMxvxmXv34ImdI9jTH8WCKh2fZpW2SGwLQAF+5/SWsWv1O1r9lPw8h6NpRJIZJDO2KZfXk0qRpLhvAEd0vGTBggULFixYmETeJGlHR8dhOI1/P5BJvuDhSKPMR0uTSi31oBJ6JJCUmkwDHgcjTNABzCkzJmATaQ6/eLUbj+4YBiB4Ei6t8aEh6MRJM4tUy0+bS13wO4XjtI8mMNPEcbSwZyCGp3aNZHl0NQWdiKY4DCn83NpGE1hc5cEZc4rhd9nw+sEJ9EykQFPA8U0BDEXTaBmM47Gdw6gpqskqR8wXbjuNCxaV4r4tQ1i/fxwLKj2mCJNeUTlEyFI5rj+uGq3Dcby4bww/W9+Nhz8/H14ngwVVXl3CQG1gbzTRV/tcroQgxEuhMCL4jrRS4kiej9p1NFSFiucg//9GRJGgSp1UJv38VYEgPXNuENetzSXt64ud6B5Poi+UxJIaYzrjzbYJrG8dBwBcsLBENbk4H4zHM3h8p9CPzKtwo9xrx1sdIfRMpPD6wQmcNrsYoUQG6/cLpchyvN0RRrnXDq+DRsfYZFmng6Fw4aJSzM9D2alE22gC8TQHv1j2qcSccg9+dd4MvH5wAl1jSWzrjWBTTwSbHj2Ai5eU4eZT6w2vzZzy7EAWv5NBTLRDkXyHp7CIICdhynx2ya4DQN4kspPJ9fXLh7RVqrnKvHaEkyxiKRYZzmZqf4WqzeUqswrfpLKM7I94wHocNJDK9uwl11zLokYOuSdkMsPDLtvM42DwleNq8KVjq/FW+wR+/fohtI8m8Md3+3HzqfUAhOefooRk85Fo2tBjUo4iFyP5PY/HM1nf9TgYnDKrCO90hjEUSePFfePY3BPBKbOKMbfcnUWW+pwMzl1QgpV1Pjy2YxgjsQx+8EInrltbjVNnF+PUWcXoGk/ipX1jeLM9hLfaQ/je6Q24+9I5+NrjB9A6nMAl9+zF/VfMw6wyN6KsRZJqQXimJj26AaDc58C580vwzN5R/PGdPtx+bjNKPTaEkyzGExnUYXKMQErZ51a4dVWkhCCtK3KgTmWMAQjWP4WgqcSFxqATnWNJvH5wAheJVUgUReGaY6qwpSeCkVgGL+0bw3kLSzX3M6fcjWW1PmzqjuDdzrA+SSq3I0kx0vuOVFgRpbTy3Zm1D40+QQ0F9zspFkG3DfEUJxHcUwlg8jon7bPIb7OUpRYsWLBgwcLRwdE1hvs3RrkYwBNw2UQ1iANj8QzCqUxOwIsW5CSP2mckNbm51I0UK6hQzEyebxcJUgrA2fNL8IdPz8LNp9XjshUVmv58NprC2kYh8GTPQEx1GyMk0hye3TOKR7YPSwSpQ1TrdIwlMRRNg6aA5hInltV4MadcIDd29sfw32/04i/v9UsThjWNflQFHFhY5UGpxwaOBx7fOZLjJ5cvZpW5cZIY+vK/b/VJoQpa4Dge74gJ2os1Uq5vXFcDhgJeb5uQrp3XqZ1KTz7PSXrVeR50P5+mLDYjJcVUlRYf+vNRXMdC7ofafZW2V5BoO/uiWN86DoYC/uOEGtVjLBGfubc7w+AM1IV9oRT+922hzP6kGQEpdblQpFkOj+8cAccDpR4bFlZ5UBVw4NgGoZ94sz2Ev7zXj9+80SsRpHPKXVhW4xUVpMBQNC0RpKQvSLE8Ht4+jGf3jCKRVk/3NsJesZ2tbQpo9om1RU5ctqICN59Wjz9cNAtnzw+CAvDojmHcvqHb8Bh2cb+kz2kudeedYK+HwUgK4VQGY/EMKnyCx27AZUOFz4HyPCfrpB1MtU0QQtLrYFDld6CxxHXY23w0JXh4k3Ahtc8znEBUKZOklRY1eudJCGgAms+dnaFw8qxi/OATDQCA1qHJGmePg8EikRx6uyOUVwgmTVOYJVaYHBhO5HzXaaNx0owAVtb54LRRGI5m8Mj2YfzmjUN4ef8YQolM1vbVAQeuXVOFhVUe8ADueqcPP3+lCz0TSVxzTBXuvHAm1jT6wQP4yfouvN42gQeunIfmEhcOhVK48YmDoAF47RZ5owWvg5HGd/L+/Osn1AIAnm8ZxVgsI42phhQp8l1iv1emonQnODSRxG6xL9NbNAq4Cr9Py8TFtTfbs4PsGJqSgil/92YvYgb91mLx2X++ZVR3O9IHAdkkYXOpG82lbsnSw+jdSrz9zfan+YLc33mVHgRctiwvZKOQS719TldfbMGCBQsWLFgoHBZJehQhJ0SI+sZj01gVVxl06Q2ilJ+Nx4VJUpGOkjKZ4fDMnhE8Jiq/bjqlDletrlQtR1UDKXsfjWUMtsxFIs3h3s2DUml/U9CJTy8pxQWLSvHJeUEsq/FiRa0X5y8swap6P2aXu7G0xofTZhehTAw0OCSWMc4pd0sTD5qisLrBD5oSlBmP7xxWDUjIByfOKEJDsRMZjsd/v96DZEabqHlkxzD2DsbhYCict7BEdZumEheOFxWp73aGpPs9GEnlRZoUQgpW+ByoCjhMJ57rHl+H4DPz+XTjSJ6P2nWcbpJWrrAZDKfwzO4RAMDxzUVoDKqX05+7oAQOhsLegZikDFdDMsPhv1/vQYbj0VDsnHL4GscLvsDEJ09og8LEt67YKS1wkDZb5rXhtNlFWFrjw+xyN1bV+3HBwhKsqPViWY0Xn5wXxAWLSvHpJaVS6vKmngju3TxYEFFK+qh55eaI4FKvHVetrsJNp9QBAB7bMYxn9ozotn2i3gons0vRzfbZBHqTbo9NeG+Qd0ihz3O57D00lTYhJx1JuerhbvPEo9XvYvK6rvLPKnzG50lRlGRVM2CwkElK6yNJNmtx4rwFwjtgy6Eo7t86hIE8vGOPaRDCErvGk5LftvL8ZpS6cNa8IOZXuMXkcA5vd4Txmzd68dSuEUzIyFKnjcanF5fi+OYAKABbDwkevBvbJlDld+CbJ9biYlE5+D9vCt//66Wz4XPQ2NEXxVudIUvhpgOttrS2KYAiFwOOB0bjaYl8Z2XPSSLNSR7mDUH1hek0y+GJncI7oKHYqVsl47TRWSR/PiCe1L2hVI6Nx9nzS1Dus6MvlMLv39Qv6D9VJFQf3TGMh7cNaW5HrluFz5F3Xyn/3O9iJK/QwwHpPBV9XL6LXWr7nI6+2IIFCxYsWLBQOCyS9EMELcIq30FXz3gSL+wbhctOSwOsyXAA7YH01Q/ux83PdoDjBfXAqnp/XudPSo7Cea6ghxIZ3LtpAH2hFBgKOGlmIItU8TkZzC53Y2ZZbtlZiceOU2YV45Pzglhc5cEJzQEsVZQV+50MTpghTAT3DsbxRlsor/NTgqYpXLykFE4bhc6xpObkoGUghsdEYuqHZzZqElkAcIyornu7I4TBSAr94RSGIymM5UE4F0IK5jsQn4pK4qOEfH9nIde2kEnQWCyDYfH5WN86BgCSMlMNTSUu/PDMRgDC5LRFQ+X9+zd70TmWhNNG4eKlZVP2FH6jLYSWwTgoCIsKfsVvXFrjwwnNASyu8uCT84I4ZVZxzmKMnaExs0wIriE+e2TR46SZATCUoH69d9NAjlLOCKSPytd+Y1W9H0trvOB44OZnO3DNg/s1ty0VF2+GomnpHrM8j43tExiLmz9frf5/Ohc4hqapTU+3+kmtHSr/plSZ5ZyTTjvLtw0S8rN9NDedXA7iX8oDGJQpBJfV+vDFYypBQVCE3vVOP7bIPL/10BB04dRZwuLF5p6IJsHqYGgsqvbi3AUlOK7JLy0ibuuN4rdv9OKxHcPoHEtIQZqnzy7GDeuqMbPUBY4XCNFHtg+Boih8Zlk5Ll9RAQD47cZe7O6P4YqVlQCAGx4/iF39hVWN/DvD65wMXounOaRF4lFui7CjLwqOB4pdDCp8uYvUPM/j6d2jGIll4LLRWF5rbHpQaMm938nAwVDgeGFsKYfHweBa0Qf7H5sHcWBYOx1qea1P8sy+5qF9GI2lNbcFptZujfoEM/1KoThcCtB/l7GXBQsWLFiw8GGARZJ+iKBVYq2pMBJThDtGE9L2u/qiWPbrzbj4nr2o+H/v4Ow/78Sa325F63AcNprSLaEl3nmnzCrCN06szfv828SJo1pwgBbiaQ73bBpEXzgNhhLUBoVM+n1OBvMqhXJeNVT4HFhVLyhxNrZN6CrAzMDvsuGy5RWgALzXFVa1GNjVLyhBTp5ZpOvXBQBzRUUbuYbgAVAUgjqkthyHewBdqLr1wzKwz/c8lKrNw31dze4/6LEBFAXwk551cwzUkOctLMVJYmDIroFozud7+qN4rysMCsBlyytyCM18kcxw2NgmlGauqvflpJgTVAUcmFfpyau/IKjwOXDq7GKBKA2ncc+m/BSl5JhGZJcavnliLU4Ryao+HSXg7DI3bDSF/UNxHP8/2/CJP+5Axf97Bxffsxer7tyC3f2T94L4i4YSmZy2pdb/T3cI2oDYtqcKI5uQfKF8x+ldp+mAUXs8QbRauXfToG65vJ2hpDLl/3u7N0sleOa8Etx54UxpYey5vaMYieoTRgTrmgNYKlpobOmJZO1XCZqiUFvkxCmzinHqrCKUe23gAezqj+HvHwzirnf60TIYA8/zKPHYcdmKcikg6JHtw3hBLIsm1RyAQKB+YVUFZpe50B9O4bT/26567A9Lv3+kYWaxIZpkQehQngdGosKCibzffVu06Jlb4ckJzuN5Hs+3jEkWJcc0+ODQCE2So8zkWEIJiqJQLY6rusZzFczLan1YVecDD0iLwlq4cV0NGooFf3nyjtDC4XyG1N7vg5EU+kNT7wcJgQtgWs9fbbxvwYIFCxYsWDg8sEhSE+C4qRFq+cCMTyEZPAJCgIRQVsdiIJzCiX/YjpFYBm47jWRGGEy/1xUGIEx29MIiltcKJGKFzwFPAavgZGC/yGSKPM/zeGLnMEZjQmr1mXODUwpWMkJj0Am/Uyhz23LInHpHDw1BJ1bUCdfsgS2DOZ+TwKZl4nXVA1HhDkfTkkKsMWjez0/53EikZnh6SL58vPv0zutoId/zUPNFm9LxNe5HPudFzqkx6EJVwIGJhPAdM0Q6IWzUPHQf2CqUPq6s82mWduaDLT0RcLww6W+chv1podhtwyfmBuGx0xiNCQFRZn0eF4p9FOmz8oHHwUgLOct12nap144LFpVKx3l5/ziSGR5uO42BcBon/H67pAaUh7wAyFFK5us/nDemJhzOwlTPTU6OeB1M1jtOLQyn4PNUU5MZnPtX1tbAY6exZyCGF/eN6e7/Z2c3wWmjsHcwjvsU74fqgAPfPqkWS6q9YHngyV0juoQnAUVR+OT8IHxOBpEUl+V5qodSrx0nzyrG6bOLBb9fCArXh7YN474tQ4gmWdCU4DFJ1Kp/e38AO8WS70uWlsPJCIT/Wx0h/P1zc7GyzodIanJs9Pu3Dkn+ux+Wfv9Iw8xvjqZYEGt0ippUZ1aKxFoizeG9TuJjnjuW2nBwAh90C+OXYxv80veM0CwLqDP73BCQcWPvRC5JCgCnzykGADy4bQhtI9oLTzZaqAQAgHc6hHGpFhmq67k/RQJV8/2u6AencpzpbgPKvtDCRwt7B2LoGst/UdaCBQsWLBwdWCSpDnbu3ImtW7eCpg/PZYomWbSPxNE+Ep+cEMtUQ0aDRwBSWIfXwaAvlJLKOP9w0Sw8eOU8fOfkOtx+TjMevHIefnBGg+751IvJqON5lILKMSyqYWo0wp2UaBmMo3U4AQrA8c2Bw+69RFEUZpcJE4WtPVHka03aOhTHxrYJbO+NoGssgVSGkyaFauWzZM5rirgRB+cZltf0uiJQey6UajPyjAxF0tMyUFfbv5nJw4clfMDseUjXNpXbHqcCrfuhpRJU9SBWPBfkqTLDb5FtWZX1HvLsplkeqQyHrrEEtvdGsLFtIu/JNM8L3oYAMLvclaOCmm74nIzkqdg6nEDLoLnzrRWVUUMmFXxKkGtmRCr/4IwGPHjlPNx+TjO+c3IdHrpyHv5w0SxpH4S0loe8AOpki5I8zGqPKu+SfFDpyy7bn67wESMYEZVeJ5P1jgOEhcFyn33K7wvVBUmDc/c4aHzluGoAwB0bepBWa1AiGoIu/PSTTQCAZ/aMYr+iLVEUheuPq4adptAzkcKze0dNvSucNhp1RcK9iuTZrwc9Nqyq9+P8RSWYX+EGBeDgSAL3bRlESqyukKtVCRHsczI4W/RTveW5DrQOxfGnS2bjEyI5BgD/+UwHLrx7NyIqz+e/C8z8Zq+DkYIpbRQQF6+7Uwymi6UnSVQlAToQTmGjaBe0vNab16KWyz45jn1kx0hewXdEhdqrEVS5rNaHxVUepFkef3u/X3df5NntGI1Lini1/k7vGZoqAan0PSXwO5nsflDlOGb7xmkbO8hEEcq+0MKHH2VeOzwOGlfcvw/z79hkEaUWLFiw8BGBRZJqYMeOHVi6dCmefvrpw3YMtVReuWrIzOBRvv2yWp8UtPCbN3owt9yDq1ZX4pwFJVhU5c3yvFLDmBTuVNgArFoc0Bt5TQFC6MBL4gRsXqX7sCpI5agPCiqaoWgahwyS6eVIpDk8sG0Irx6YwJO7RnH3B4P4+as92C4qbcjEWY7ZorWBGc85YnVgZtJDnouO0QR290WFNGmF2ow8I+U+u+mB+mA4Je1PCXkJWT7k64clfMDseSjJTACa39O7XjnH17gf8vMi++sYTZi6tmRRg/gN64E8g2ql+deLz+72vih+/moP7v5gEE/uGsWrBybwwLahvMrYD4VSGIqmQcnO73Cj2G3DvArhd720b0yXuCIgwU3VJlVYOccU06KNPIMZmsKiKi/OWVCCq1ZXYk65B795owcA8KlFpZLKPCuwQ8deRU4eKsNCppLmXK54xokvciGlp/m0eTNEZVYJf4o1bUFieJ4qC5JAbntXktM3rqtFhc+OwUhaqtLQwlnzSnCBaLXyiEpYTZnXjm+dLFjbbD0UxVO7Rg0VpSPRtLQYoGefowfiW/qJuZOWFU/sGpF8So9tFNR+m7vDiIhk0MVLyrC81os0y+O6R1rxTmcIPxFJYABw2ig8u3cUJ/3vdsTTnO51/LjCY8L+omMsIS0ol3jtUhgY+VvQbYPXIQzNlYn3L+8fBwDUFjkKvvcEm3oi+MNbvXinM2TYZxAlab/GmImmKFy6XPCufXrPiPRb1ED8oAMum2QZYtZORN5Op4OAlI9rnDZa2p/WYhRgnqCdrrGPvMwe0B6PWPhwoiHowt7vrsI/L5uLWIrTbRsWLFiwYOHDA4skVcG2bduwZs0a3HTTTfjBD34wpX0lk0mEQqGsfwSFpvLqeR7deeFMeB00dvbF8PB27QRRNRAFacBZ2CS0XiT49MqtCLb3RjGeYOG205hXbq48fzrgYGjUFQvXjiTDmkGa5TSVp5evqMDCqtzgBFLS+1ZHyJAoff2A4M81x+S1GItlMBJNIclyORMpQDt5VQ1k4tE5ltDcn7TfAsjX6YBeO5pO5PP7hiJpJFkOnWMJw8m/mftB9jcSNRfYRUj41w6M6263pScilZUvVLHCWFTlxWUrylW/y/MwRToSkDZVV+yAgzlyr5d5FR647TTGEyy29+b6ripBvH/rC7QDIP6B+QQwAcBD24awsy8Gr4PG7ec0Z32mR9QBxintZtKc82pHeSrtC4Hab9KzFwCmhxxRHkeL+FB6oHqdDBpLXPi0uBj5yw09iBmQJdcfVw2aEhYhtqnYvKys8+OGdTWgIGxzr4G/Lkk9r/Lbp7y4GHDZcOLMIlAQKjvIgkuV344iFwOWB/7rxU4MR9KwMzS+fVIdFld7kWR53PD4QdzybLu0r7s+PRslHhu29ERw3l935fyGj1MJvlY70noWSNuOJDL4jycOAgBOE/3Xiap9UCRPKIrCrFKhb1d6nRNP0NlTJEhPmOGXLBte2jeOX792CK8fnMhJrycgdkCDOmODOeVuzCh1geWAN3T8RgnpXuy25Sz0E2h5gsv7gekkC7MWTHQWo5TbHglYZfYffTQEXZhfeeTmORYsWLBgYeqwSFIFDhw4gJUrV+K2227D7bffjnQ6jQcffBD/9V//hX/84x/YtGlTXvv7+c9/jqKiIulffX299NlUUnkB9UlHbZET3z9dKKv/87t9iOehAkuzk5NQM9g7EMP/e7ETj2wfQjiRwQnNgpfZjt6oLrHC87zkqTWn3A0bc3hLcpVYVuNDwMVIigYz8LtsOH9hCZqCTjhtwvnOKHXhV+c1S76DSjSVuHB8UwAcD3z1sQOqfpAA0DWWxBO7hMCDG46v0T2PwXAKLQMxhJMZABRYVig9nYpKh6jGwPNwMrRq0I6SwDFDvk4n9NrRdEJJZgLa4QvlPjucDA3wfMGqO/l9K/fZwbI8AArhZAYtAzFdlerXxGfliV3DUoiTEn2hFL76WCs4XiijbQy6VLe7cFEZfnVes+Rb57RRaAo6cf7CEvjzSEUOJ1kEXAyW1Rj78E4nbAwlqWQ/6I7oli2nWQ47RCL1xOYihBMZPLJ9CP/vxU7sVQlgU4NdJIC1SAU1xNMc/vxuHwDg1tMaUKQguIxIJKO0Z713CYHZdkR8kfMJ0SukDzJ8xymUYxW+w9PvyD0KlaSMmgfqd06qQ6XPjoMjCfzo5S5wOs9bfbETV4gJ8fdsGlB9Zk6cUYSbT6uHnabQNZ7EPzZrE6UkbKzOpK2NEcq8dtSIJdDk+SfJ9j4Hja7xJG55rh27+6Nw2Gj85yl1OG9BCWgKeOXAJBm2qNqLuz87BwEng3e7wrjivhYMhJKqVkIfdWi1I6WXuzLw8KFtQ3j1wDgcDIWbTq4DMKm4H5BVBJwxtxiAsMAl78uaxEWdgSmGC5V7HfjEnGKsqPUi6BYCvV47OIG73u5TfY+RRaFYmpNsGdSwQCSC9PrRtPj82xlKsu1RenXreYKbWUDMF3pKfmW/Nh0K0Xz6SjXLEQsfXVjepBYsWLDw0YBFksrAsixeeOEF8DyPmhqBgPjkJz+JX/ziF3jkkUdw66234utf/zruu+8+0/u85ZZbMDExIf3r7u6etvPVmnR8eU01yr12DEcz2NyjXw4oBxn8miEtI0kWP13fhb0DMTyyfRjXPtKK218VfhvLA6GE9uDvwHACgxGhJLep5MiU5MrhstM4aUYRilzyMi5jMnl5rQ9fWF2Ja4+tAk0JitkRgwH7dWur0Rh0IpJi8c/NA6rbvNE2ATLv+M9n2/GAzB9OjmiSRctADCmOw0AojZoiBxpLXKjwO6aezMoDZT4HFlZ7JXIw69hTUAEpJwSFkCn5tKPpOJ60L53fXeEXrleZz1Gw6k5+3yr8wv2sKXJgIJRGiuPQMhDLOe9UhsP9WwZxs6jiynDA6wfVlTv/2DSASIpDU9CJL6/JtYSQYziaQftoAjQFXHtsFb6wulI3mIhA3naKXAxOnlmU5X93pNAUnAykOTCsPQkJJSY9/37xajeufaQVj2wfxt6BGH66vsvUM076yGQei1Cbe8IYiWVQ4bPj8ysrcisEjgCJpNWOlKncWkSAnsWEUR+h1w7N+G/nS0zk0w8o7USiKVYq+WVoCk0lrqxj+5wM/vfTs8BQgt/oVx49oKvAv/64ahS7GRyaSKmqSQHh/fLTs5vgYCj0hlJ4Uix/V4KQaQHX9D0nxCfyrY6Q9A6pCTjwpTVVqPTZMZFg8cOXuvDT9V0YjqZx5apK/OKcZjQFJ98VnWMJzCx1484LZ8JGA4/tHMbG9slS7g+L9cp0QKsd5fiHKxTQd38gjAGuPqYSdSI5WiYuSsptipbX+kBRAikpD8daLHrFdo4mTYfUaYGhKcwsc+O02UVY0+CH00ZhJJbBS/vGc7Z12iiQtfOQznt0ZqmwyLaxbUJTVWsTfap398ckW5scr26FZyixxBiKpKVFaj1o9icmxgJqViaFBkgVEkpFvif3mDa7mPRxtrL4qMPyJrVgwYKFjxYsklQGhmHw6U9/Gj//+c/x9a9/HZWVlSgqKsKjjz6K3bt349lnn0VDQwP+9re/YWBAnfBSwul0IhAIZP3LB2YmdsqBU8BtQywtbF+ZhxJoQJzklZgo4Xt857AUPlDmtYHjhQE9TQGzy1yavnEcz2N96zgAYHa5+4iW5MrhstNY1zx5L57eoz4hVUOp145jxYTWB7YM6qqIXHYaZ8wJAoCm2u+8BSU4c24QNlpIwb7svhY0/Pg9vNQymrXdYCQFlufAcjyW1HoREBV+g+GUMCER5w75DpjNqMamQuAoJwSFEK75tKPpOB6Bmd+dr+ou5/5QQpkmIZ4CLhuW1HrBcjxYnssivje2TaDxJ+/h8vta8HZHCDYaOHNuEOeJoSpKdItpxKfPCeoSlxzP44GtQgL3sQ1+yYPOCDzP4197Jm0r1jUH4LQdnTbtsNGYLapJ17eOa7bLoNuG2WUuiYTgeKEPA4AUy+PxHcOGx5LKT/PwFyPPRzTFCqogZTm9zkR4uibBWu3IbPsglhCqFh8GbUWXbCgkvMWIoNDoB5QlvGrHA4CO0QRYjs/xRSTbrWsuwp0XzITTRuGtjhAuuHs3vvXUQdz1dh9292dbPgRcNpw9T2ijm3WsV5pKXPjRWY2gKWDfUBz7VILTSLhX15j6+6QQ1BY5UeoR3uP3bRmSrHeKXDZcfUwlVtb5BDuA3ii+83Q7th6KoKnEhdvOaJT28a2nDmIikcExDX6cPV/4rb9/sxeDkfSUCb0PG8y+j8jzRBTQpD8+cUaRtA0J9KoJTC4Y2zXGRfMq3HDbacTSnGaIUr6gKAr1Qad0Tm0jiZxKoAzHS0GUxC9VDctrffA4aPRMpPDlR1pVq3XOEz16n9o9gp19UV17G6UlhtNGYSyekRYx1KC0yMj6rICFnKkESBXSr5HvKfMK9PBxsrL4uMLyJrVgwYKFjxYsklSB6upqfOELX8B//ud/YsWKFfjBD36AWbOENOIlS5bgmmuuwYYNG9DV1XVEziefwQ8Z4G3piSCa4uC205hRql5eqwQnlgwDMCRIUiyH5/YKBN5ly8vx1eOqcf3aKly3tgq3nFaPy1ZUgNZItd43GMdgJA2aAuZXTM1XCwBYjkenGITA5VH6CiCLzGkbTepOXpVY1xyAjabQMZY09BslhMqAhtKoyG3Dr8+fgZevW4KvHV+NMq8NA5E0Lr53L7oVfpelXgfqipzCxF0cYGc4Hh4HgypReaFHBqgpwcyoFNRCFMwiJ4jlMCvmpvN4WaExGpMyteundp2VpZfRFCsQrH4HPA5GUhyRe1tX5ESp1yF9d99ADOf8ZRf6w2mUeW342vHVePm6Jfj1+TNySrel8yALHwZhN5u7I+gcS8JGU1mLB0bY1BNB++gkWZMvQcpxPIajaXSOJQwDa8xgfoUbNCX87n0aSfc0TeGyFRW49bR6XLe2CtevrcJXj6vGZcsFX9Zn944iZeDDWib2kX2hlO4iiRwzS11w22lEUxy29UbyIj4P9yTYbPsgFhNqlhyAcJ6DEX0CshD/bVXi2MieQKMfACAFoegRrGpl9srzuuGEWrx1wzIsqvIglGDx0v5x/P6tXnz2Hy14VVwMJDhxpmhH06fvmTuj1I3zRSLpldZxJBVVBWSB7uBIQle9mg8YmsLxzQH4nQxCCRa/29iLx3YMo3M0AaeNxrkLSnDjuho0FDuR4Xj84pVuvN0eymrvXeMpfP/5TvA8j88tr4DTRuH1tgks/tVmnHbXDhyayCZ1P47qNyNFNrHcKZeNsXaJz4M8VC/D8pIHurywx87QUkn7dJLkgFAF4LLR4JGbYh8TFfMMDbh0+niPg8FtpzfAbaexrTeKy+9rkewhCFbU+XC5aD9x83PtKPXaTfU9XgeDgMuGMq8dThutudgxGEkhksxgLJbJW62vGiSnZ3NisD8z/ZrqmMwgryDf87Dw4YDlTWrBggULHx3825Okvb29eOWVV/Dggw+ivV0oX62qqsLVV1+NH//4x1iwYAEAgOOEQaLf78f8+fNRWqruQ2kWZicG+Qx+yADvrXah9HZhlccw0Z6gfSSBeJqD00ahQmMCTMDzkFQFDUEnKIpCpV8ge4z8THeJCpvZZW44pqg4y7A83mwP4f2uCDYcmMCTojKhUNXKawcnciakWvA4GBzTIJQiv7RvTHdbsk+je1jus+Mrx9Xg+WsXY3aZC+Eki9tf7dYk1OTJsHKvPvK3WIrN8crUU4LJIZ/ATpWgUU4yDnfZ5XQfT/77zU7s1a4z8X6NpVipTauWFYrHUxLff3i7F+Eki9llbjx/7WJ85bgaTbKKwCOqRxMGz/VL+4Vn+JgGX46vnhaSGU6zzN8IPM9jZ18UT+4ewYYDE3i/K4I320PIsFMjSh02Wgo12dWv7y9qoylU+R2o9DsENZVY/srxMLRPqPDZ4WAoxNNcDgmgBYamsFCcIG09FMmrXeU7Cc6XeFKm22uBWExoWXKEE4ICSu03GXmq5ttG5dckn8UfvSAUeXl0wGXLKbNXQ32xEw9fOQ//c+FM3HJqHdY0+MEDuO35jixisEhU/ptZzDt3QQmCbhuGoxk8pSi7by5xYnaZCzyA19smpo0oddponDAjIHlU7uqP4e+bBvHc3lFkWB5Bjw1XrqrAkmoPeAC/3XgoKySNoYBXD4zjmT2jWFztxZ8vmYMl1V7YaAobDkxg8S834/m9k9URH0f1m9nfQ8v8NslCVnVgsk21DAp9l8tGw62oACALONNtaUJRFHix47MrxnFOUdnKckAyo//8zipz44dnNiLotqFtJIGL79mD9fuzx0jfOLEWRS4GnWNJvLx/DIORFNpH4tjTHzVcjCTvSkD7ervtDMp8dkGBKntn6/UzJLxyLJY23c8a9Vtm+jW1sYJZj+l8jmPBggULFixYMI9/a5J0586dOOGEE/D9738fV155Jb74xS/i6aefBiAoSleuXAm7XSAhaFq4VE8++SQCgQCKi4undGw1vyatiZ7XwaBjNI4PukK6QS5k0rhTJCIXqySua4EQChU+B4x4VaeNlnyh8pngsByPvQOCuosQEoWC5XhsbJ/ISltlOSGht0ujrF0PXoeg8HpFof7Rw8o6gSTd1hvVLZ0ZFr3GjMhnAredxg3ragEAd38wgIl4RpNQU01fFf/mcTBZZI8w+eARSWQA8LpESlbC6zSrFA63gmi696+VfKt3fM3rzAsEu9Y9k5PccuKbpoC/vtcPALhxXU3OxFkLpMR7JKrtnTscTUtkB3mmzWB96ziiKU63/FILXeNJtAzGIRdsDkbS2Ng+MWVFKelb9g7E8toXsShx2ijDBRyaAipFonBXn7mwJ0AItwEEktRMuxoMp/BBVwgdo/EcJbeeP6hR4vrhgNchKJ8YCqrKa7V2mbUYo/DhMzyerM2oEQ2Scpv8ExXcADSDUNTantZ5yUOlOJ7C6nofzl9Yiv/79CysqvMhlGTxk/WTFSek9NjMIkTAZcO3T64FRQF7B+N4TbYYQVEULllahhklLvC84EecL1EaT7NoG0nkPCdeB4PTZhfh9NnFaBb9wj/ojuCeTQNIZjjYaAoXLirF4iqBKP3N6z3Sdz+1uAwA8F8vduJ3Gw8h6LHh/ivm4alrFmB+hRtj8QzO++suPLBlQCCsPobqN73An2iSlVSYZOF0PJYBD4CigICsbb96YBwAsKjKA0pWlcNxvFSeX28Q3JVmOUSSrOm+IMPxEgEa9GSPVVz2yTHfkIky4aYSF24/txnzKz1IZnh846k2vChbTHbbaZy7QBAa/PW9fgxH0xiJZcDxMnsMlevXPhLHYCQFr4PJGgfJobS/ybHdUPQLZP9DkbQoKqAKIhuV/bFZT2SPg0YkwcJTwHvUggULFixYsHB48G/7Vj548CDOOeccfO5zn8PTTz+NgwcPIplM4pFHHpG2kQ9OW1pacNNNN+Guu+7CH//4R5SUqHsAmoXaRElL5TcYSWFHbwQtAzF06ph9k0ljz7gwSJtZZq7UHgDqih2gIPhmPrFzRHdbnuelySajUVavBULATiXRPpHm8EbbBIY1iB+tv+thRa1AXnzQHdH0DlWixGOXUl9DCe1jdojlyCQ53AxOFkszY2kOLM8XNGhXmywEPXaUeh0Ieuy6RJ98AjvdKoXDrSCa7v3rJd9qHV/tOheSGE6Q4SZLHk+aWWSw9STIM6endpwQ/Qf9TgYlHnNEfvd4Epu6BZsJ0nbygV7bfaNtQjPZ2wxI30Ln+XYjFiEsB0M1+uM7R9A9ngSF/BZ8SLDJoYmUqXbVOZZAy0AMO3ojOaFseqpws2pggulYWCDqp3KfA04bnaO8VmuXWSrtPH345FDaAMh9CUkoDADDPk3t71oKWbnqtNxnB01TSLEcfE4G3z5JSC5vH5lsdz7xnoST5t5Pc8o9uPbYKgDAG20hvNUekj6zMzQ+u7wMM0sFRekbbRMYMelxl0hz2HBgApt7Inh27xg2tk1kLfJRFIWgx4ZV9X6saw6ApoCeiRQe2zEMjudBURQuWFSKmaUuyIXf5y4oEUgxlsef3u3HeX/djf96sROVPgfuu3wezplfApYHrn/0AN7rCn0s1W9yRbbS9qZjNC49L6SvmRCfBY+dltSlwKRNitIuaTCSRjLDw05TKPVqW6hs7ongyV2jeL5lDM/uHcOOXn2LB0CyNAeg3v9Vi4tC23vN2RIVu234/hkNOGWW8L76n42HpN8PAMeLti4tgzEE3TaU++ySQl1pSwPk+nSabcM5afXifSH9Ark/HgetayViBGV/bMYbPZpkEUtxqClyTOtiwcfRysKCBQsWLFg4kvi3JEmTySTuuusunHjiibj11ltRXFyMhoYG3HzzzXj11VcxMpJNEra2tuJHP/oR1q9fj9deew1LliyZ8jlkTcLEAY3eIM1po2GjJ8tntcDzPLaJg9g6A6WBHCvr/LjltHoAwIPbhvBKq3YJeTTFSQqwfAZ2DE2hpogo2worEQwnWbzSOq5LhMYLIFjKfQ40BYXr9cyeUdMl+yTgQM+na/+QoDRbVmOeTIrIBrfVfmdB5e9ZoQfi9w6NJzASS6n6dWl9Vw+FDsbHYvkT2Ydz/2Z/h5nr4nUwGItlMBJL4dB4QiKLTF9TlfJ++eMVyYNAWiYSmK0qATAEpGwzbbLUned5PLNHKJttCjpRXgDpq9dGh6MZvNI6rhr6YQakb6kJOE3bjQCTJJZw7bXP75XWMTy0bQgAcOtp9ViRh/qWEKo7TNqCeOxCv6/m9UqIQY+Dzg0byZN4ik3jwoKW8lptgSFrMSZPHz45KvwOKdCI9HXEU5SEwsjVoWQ7U21eVMj6nYzmuUdTLJwMDbddKOUvcgvbye/wLHHRcjzOosfkQtzpc4L4nOiVu751HNsOTRJUdobGpcvK0FziBMcLdjF6i3WA0Hbf6ghlPd/94TQ2HJjAlp5IFokFCCXgp8wqAgWgdTiBDQcERStDU/j0klLJbxsQ2s33T2/AN06sxYpaIejp0R3D+Nw/92L3QAw/PqsRS2u8CCVZXP9oa9Y77uMIuQduhuMRSbFSv0cqAWLiffDYs5930jUou69Doldo0GPLWsSXYySaRttI9qLYvqE4Woe13wGAcE/JOGYsnvscES/FN9tDpsdHNprCVasr4Xcy6BhL4sWWyXEleXYmEkKQXWPQBa9DUIX3h1KIpbgcT+FC+gelrzi5L6RfAIT743UwWFjtlew78rYsUSzUmPFGN/I+LhQfRysLCxYsWLBg4Uji35Ik5Xkedrsdp556KjweDxhGGJyUlZUhHo8jlcpW7MyePRs33XQTnnvuOSxbtmzazkMZ5AIIpTfRFJtVClThc2B5nR9rmopQ7nMYDuDIQDzfotXLVlTgmmMqAQB/fKdfCmdSQl7CmgcHAQBoDAoTxZ6J/JJZI0kWm7rDeKFlTFLUacFooqiFJSKJORhJm5rAJdIcEplJ/zo1RJKsROguzMP+4J5NAwAEz1eXnZZUUYORFKIpFskMlz3Y1ighkz5PsXDaaMTTPHxO4VwL9uicBr/SoEGQ0FSR7/4L8R3VArmuPqcN8TQvqeqyjqdzvwTPRE4KwQklMugPpSSC7V7x2TCDReIzNxRNa94jUuaZyHCmFJyRJIvBSBoUJttMvjBqo7E0hxdaxrCpO5w3mUL6lsZgfpYecs5Bq0z/2T2j+OM7gu3BF4+pxOfEABKzILs1Wsghz0e5z4E1TUVYXucXvGllz000NVmiaZTaboRoOrdPKRRaymu1ELSsbfP04cs6f0WiNQl5aSpxCRYlMoUaKe3XSsBW+z3kvOT7yFn0oIQydpbjJVWe/Nn1OBgsFdvLrc914Nev9eDhbUNSYKIWPrW4DBcuEkqTX96fHeRkZ2h8dlk56osFonRTd0SXwOKhvYB0cCSB9fvHcz4v8dhxjBgW9WZ7SPLLdNsZXLK0TNrut28cQprjcFxTADefVo/vnV4Pn4NG63AC1zy0Hzv6orjzgpko9djQOpzAOX/ZhYFQ4c/sRwWkDdhl0nZSgTIukpHKUmuHqIZPKhauyPYBnfahFRC504QtSJFL2K88jI9gfqUHNAW0jSTw3F59H3Y53HYGZ8wpBgBsbJ+Q/V34zfE0J7XPUCKDnvEk4mmhb1N6izeXuiWP7nyemWiKnQxrE9u715FrX0S2LWQsoPRr1vNGl1t1mPU+zgdZCziWqtSCBQsWLFjIG/+WJKnL5cI3v/lNXHPNNQAmQ5lqa2tRUVEBt3syZfS9994DACxfvhzV1dXTeh7ycj2yok3KiUgpECkrkk/S9CbEFDWZTq1UE5jBN06sxWUrBOXK3z8YwDN7ckvv/S5GIkfzVXstET35+kIpacBvhFiKxfMtY6oDdzVEU1xBRKnTRktKirCOkoyATG7LvDb4NAa4B0T1RqXPrrmNEvuH4vjb+wIR89/nz8hSGwACgRNTnJ+8hEyZ3EzIzGSGQ33QKakdCh08T9Wv9Ein2+f7nUKJX/n1JKqS+qBTIjzl90NZCqw8VizFSURdMsPDZafx/85oACB4uO3XUYbK4XMykheulprU77KhVCSVBwwIG2CyzQs+dfm/QiYSGV2lphzto0k83zJm2ldvPJ6REqRJX2MWhNBiKKGPU+Lp3SPS4sXlKyrwjRNr89o/MNknr2n057RhQH3hTE4cyts5KQEHkKWIKkQ95GToHM/T6SrBr1ApQZ6KwknV21TRR5K+SVk2Ly/t11Nwaf12LX9DonIDgFiGlUJ4JhLZnpC/vWAmllZ7kchweK8rjEd3DOObTx1Ufc/KcemyctQEHIilObwpK7sHhLCyTy8uBU0BI7EMDuq892mxlF4L4SSL9a3jOX1FQ9ApWUU8tG0YW0VFa5ms5Htnfwy3PNshfXdJjQ93XjgTS2u8SLM8rnukFQORFH5/0Sz4nQzeaJvAmX/aiU3d4Y+l4k35rDy8XVCf1xU5pH6TEJolintC1IjKMRJR++vZFRVSSUNQJy7E7erLLc/3OxmcOTcIQFio06tOUGKWGKYn/w4J6XMwlDRGGYtlUB2wS9YDZEEjy9tTpw/RarfysDblO1etwoMsFGgda6p9o3zsP61WRjLyVSJkLVWpBQsWLFiwkDf+LUlSACgvF4hAnuelUKZUKoXx8XHE48JA7rbbbsP111+PoaGhaT++nLgiZYAVPgcYCkiyHDwOWpXoUZZwKf2NBsMpaYJ2wKC8SonWoTh+/VoPXpCVRL2hkl5NUxRqxGP8a/eoVHJuBg7Z4H7UZEm02fRoOV7cN45n94zizfYQhvMItSCKDjME7oh4/lqehCzHS6q/hVUe0+fwmzd6kOGACxaW4qLFZdmqKJ9DNZlZXkKm/JyoSL0OgWwnaodCB89T8Sslz72SwJhOqCnWzHwnH99RNcivJ1GVNJe64XUwWWpStVJgrRK8Cp9DCpm5dFk5LlhYigwnPCNmQZ69ezcNaCokG0TV5bCJNjmeEH6H2fAoABiOpPFmewjP7hnFS/vGTX+PwGwfMBKbbOsOm3mZe5rl8NRugaiqKXJKnoFybGyb7AufbxnFr17ryYsoACb75KagS3WhS7lwptX/exw0kiwHhkLW+0NJyJuF2rGM+gezwSRq52+2bakprtXOS95HAupksbK0X0/BpaYmI+pdueJWfr+8DgY1ASf8Dhtmlrql9/CdbxyS9lvms+Pvn5uLP18yG989pQ5rGvxgOeAfmwbRH9JeoGBoSlq8fLsjlGNXU+S2SQTWHoPAslITKvttvdEcS4BltV5Jnf2v3aN4tXUcctFqwMmgN5TC957vwN3v9yOR5hBw2XDTyXVYVCV4ld70dDvqipz40yWz4Xcy2N4Xxbl/3Y2vPX4AB4ZiHxvFm3x8BwjP47/E/uWq1VXSduQ+Fruz7wkZ48lVwwCQNuEFb6YaQGvMVifaIQ1E0qphlKvrfVhYKYR23f1Bv+myezJGah9NgBO/YxfHggORFDZ1h+G00Sjz2VEVcKLMa5/0NVa0dzWVpDKcLaftOxnpPar2zlWCLCRo9VdqiyV5hc6Z7AeNwu5yttfoGz9uAWkWLFiwYMHC4ca/LUlKIPd1isfjCIVCsNvt+NGPfoQ77rgDf/7znyVCdToRkxFX8nIcj4MBy/EYjqZVlT2EYFJL9iQDJJJQvak7bPp8fv9mLz719z24Z9MgRmMZBFwMzpobxDfFAAolrltbDRtNoW00gYe2DUuqACO8tH8cgOBH1WCyHLYvVJh/aSzNoS+UwoaDE9hoMgyGlJt1mCBlUuIERmvwueHAOHomUihyMbj51HpT5zwcSUsBHXec1wyKonJKUuXJzErlAPHmkyc3y8u3lWXdOc+QGaJjCoEbR0rVMJXjmPl9atdJ63oqiRWjUmAlgUPOx+ey4Y7zmgEAb+dB/t9yaj3cdho9Eym8dnBcdRviiZcyseBB2kaRitpSiXiaw8a2CWw4OIG+UMrQKkML/WFzv7Ux6JK87l42ScZmWB4PbRtG+2gSNprCl9dUqW73zZPqcObcIAIuBqOxDO7ZNIhP/X0Pfv9mr6njAMCmHqFPXtsoqP21JrQVPocq0U9I/OFoGizHw6N4fxBCPt90+3KV591ocm0mmEQJ8iwDMEWIKUNWNL1NTSxyKPvRnIAmWZuWL0YS1XfnWALhxKT6THmN5O3W57Lhfy+aBQC4f+sQHtw6KB3HzlBY2xTA51dV4s+fmY0TmgPgATxtoCZdXe/H0hovOB5ZSeEEq+p8KHIJijm991fQbc6K5J3OcFalCE1RWF3vw/xKQRW4sT2E12ULB9ccUynZCTzfMoabnmlD20gcDhuNb51UhzKvDd3jSXz18VbMLHXh/ivm4RNzisFD8C49/Y870TmWyCKePmqk6ZCMyCfjuwqfA+AnVeTHNfml7cel0Lzse7JTVHI2KBZg0+KYQ09JqiRW1fBBt7onssNGo8ovqFh39+eW51MUhbPmBcHQwIHhBD4wOcYs9dpBUUCK5TEq2g81l7qwsMoDlgPOv3u3tAilHN/meHvKy9bFMvqWgRhCiQxiohpVDrUxkt773cwisFoYVKGhc3pQDXvS6WeN+kYLHx7sHYihSyeI14IFCxYsHF187EnSTCaDdDp7gk3K65Xwer2YO3cubr31VvzsZz/DO++8g1WrVh2W8/LoTEDjYqJ5TomPwSSUDJA+MUdQlLQOJyQiTw+jsTT++E4fAGGidfOpdfjjxbNxzbFVkhpGibkVHnz/jAYwlOBl9vD2oZzQByX6QinsGRAG3qvqfdIk1AiFBrjI0R9OmypRrhXDrjZ1R3DQQIlL+PUDw3FV38S3OwSy86rVlagxGaL1VkcIHA+srPNhTrm6+lQ5STBDTCjVjMr9EBxuEjNncjFNE2Hlfg63ekJVsaFxPZWLIUb705vUzCn3YFW9DywPvN0ZUtlTLmqKnLhWJP7eas/9TiTJ4uCI8KwbtcgDw3Ep1d5MMFzrUNw0wamHUMLc82GjKayqFxaJdg/EpNJ7LWQ4Hg9vH8LBkQQYCvj+GQ2YW6He7qoDDnzx2Cr88eLZuPnUOqwSF6P++E6fqaCwVIbDgWFhUnTW/KDqQpccmqWeKRYsz6uW1U4qTfP39MzZl8Hk2kwwiebxTPYzypAVM+r1QkPn1NogAEnV7bHTOQ1Ei3gdDKcwu8yN74lhiD97pRvPt+R6fFMUhctXCr62W3r0U8MpisLVomd463ACEwpLGZoWyFdAUIJqeZ0qVYt62Ng2kUW6URSFRVVeKYTw7Y5JkszjoHHholJcvqIcASeDgXAa33++E20jcficDG49rQEeO42dfTHc/GwH6oqc+O8LZuLRz89HfbETnWNJ3Ppch6o35EcFakS+18kgyXJIsjwcDCWVtAOQ7qFf9qwOR9IYED2fiTJavn9A3ws+ZWLBuj+c0gy/JKrPfYPqHqY+J4PjxOfsqV3qvvVK2GhKUjB3TwgKZZqi8KeLZ2NptRehBIvL7mvBYzuGsxZdBiPZpeNKkDL6Yrfwvx4Hk2MnoUo06ow7TIUzKv1GHfmFSuXb/2WRnjr97OEO3LQwdZR57fA4aFxx/z7Mv2OTRZRasGDBwocUH2uSdM+ePbj88stx6qmn4uqrr8YDDzwAAKBpGiybOzhIp9PYtm0bHn74YbzzzjtYuXLlYTs3rcEMKa+tFJVEWd8x8E0k+7Qxwm11MJRU0qSH3lAKPARl2HdPrceKOr+pVOj5lR58TyRKW4cTeGa3/oCZEDQNQWdeE7V8A1i0YGayVeW3o7bIAR7AfVuG0DWm7YO6qMqLgItBfziNX27ozlGqlngERQbxyTMDogCTJzXrlXHJFU9G5ahmCIyCS81NlpsdDo9Ctf2YVYPmUyInx1Sup1opL6Be8qx2ng3FwrORj1owJT6DpV571t8TaQ53bOhGfziNgIuRgp7U0DWWxP1bhsADqC1yoNJv19yWIDJNBEc+fUCx2yYpsN7q0CeSn9k9itZhgSC97YwGKcFZDwxNYUWdH989tR5FLgY8gN6QsV+yXdYfpzK84SKFpiLSwaBSfE9U+LIXsQpVDeWrPFWD0bHVlJqG7Ufcp1z9lc8EXy8gTa+MVzq+TB3aVOJGlWhroPW7CIYiaSRZDp9dVo6rVleC44Fbnm3HhgPjOee4WPTOHYllDO9DTcApPaM7enN9I1fW+dAUFEKcNraF8F5nOOe9FHAxplTggODv/XZHCJxiAXR2uRvzKtyq35lV5sZXjqtGfbETaY7HD17oRNdYAnXFTtxyWj0YGnj1wDiue7QV4/EM5lV68H+fngUbDaxvHceb7ZOKwo9ambAakR8VFYYAskK9gMkFYK8suKlrXCBNyn32HM9n4pWs5mdMYDZMs2dCvc8i74ihaEaznH51vaCGbR2OS+8vI1SLiw7yMVWR24Y/f2Y2zp4fBMcDNz3Tjj+926erzMzqR8TKmqqAU+oPzZCKRsRpvn1MNCUErJoNndMs41cu9qr0qfmq8VXP+SO4APFxQUPQhb3fXYV/XjYXsRSnamthwYIFCxaOPj62JOn+/ftx3HHHweFw4IwzzkBbWxt++ctf4uqrrwYAMAyTk2JfVFSET33qU3j33XexfPnyI3KeyoGZ3mBLPjhSlvDKQcJXhBIn4xEzKfkqZDKyqMqL74ql5Dv6opol7Yk0h92iinReufrkSgtLa7wo9049DT1hQlVLURTWNPhR5beDB/BK67jmtj4ng8uXl8NGU9g7GMf3X+hAr2ziMbtMILN2qIQgaIGow5wimRJNsVJAi2p5leyZMFuOqgc9P089D0LlpMasl9Z0TYTNWgfknLPs2pr1WMzHV1V1kqOy2AFoq2WU19Ylem3qTZSVIM/g7LLJtndoIonvv9CBlsE47DSFy1eU64aLvdI6Dh7CQsKaBr+pvsVM6acRyr02qYzXLOaKBM7u/pjmOSTSnHRd/vPUeizUIYi1QBSbYyY8jClqUk2lpfKTW2MA6s+EWsrzVJVB5HfkRQ7kOdE2q5Y2sx9lOJ0Sg+EUdvdF0TEazynXJ9Ar45W20VGK7u6LSj6lSn9CAGBZHhV+B/7ymTn49OIyZDjgtuc7ciouilw2qcS5RUO9J8fJM4sAAJt6IjnvW5voXbpaVFN3jSfx2sGJLA9KiqLy8sgejmawdzC3qmJhlUcKGAIEJSwh1Vx2GpevEMKmUiyPn73SjdFYGnMrPPj2SXVwMhTe7wrj4nv24MBwHE0lLly0uAwAcMPjBzAUSX0ky4TVbCuiKRZukQRl+exgpcl0+8nv9EyI6klf7iIUWVzWa3NmK3S0VPZeBw2KEsYTWr7xfieD5hJhIep9kyX3pCpp26FsxbTHweD2c5rxpWOFaofvv9CJ5/aOSAF6clsh5SJwNCmoTfUWR43ewQRZ+5X9t7ytq2EwkkJ/KCWpXs1A69nOp08tlOhUswCycGTREHSZWpC1YMGCBQtHDx9LkpTnedx7770444wz8I9//AM/+MEP8Pzzz+OLX/wiNm/ejEsvvRQA4HAIg7a7774bHR0dqKqqwgMPPIB58+YdsXMdjKTQLxrOmx1skRJe8t/KiWKXGLhQqTLIVsOccjdoSlCUFlL6sbzWJ5GK3ePq6gRG9qTlE/gifJfCSTOLcOqsopwU2Hxg4AYggaYpyde1azypm/hd4XfgipXlcDIUOseS+PbTbXhXLIOeLZLBu/rV/b/UQEibRdVeaTDL0BT8Tv0yLjM+WnrQmoRkbaPjQagsNzPrpTVdE2Gz1gE55+xipGtr1mNRTQmaDzmVb0gUubYMLYRxkedqZ7858p3neSmteJZI3L/bGcJ3nm5D51gSTobC5SvLcxRycgyEU1K/srLOJ6UPG8Fsm1NDqceGU2cV4aSZRaaU7XJ4ZH2M1le7x5MS6bus1pf3+XWOJdAXSoGmhD7UDCrFBQ21fpK0PQA51hhqkL8v5O+RQkAUb8R/08zEO98FjqkuiMhV12rhdXIQJWcszeWU60vnU6D3sHz/Q5G0qj9h0GNDo+g5zNAUrl9bDUCwtlB7HM8QLXIe3TFs+K44rimASp8doQSrWsJvZ2icPb8EXzq2En4ng3CSxQfdkaz91gQcpj3BASEMSmndQ1MU1jRMtpsX9o3jvi1DCIkl5E4bjStWlqPMa8NoLIM7NvQgkeawqt6Pn57dhGq/A/3hNK59uFXwKj2+BpV+Ow6MJHDmn3ZhwsTCw0cBXgeDgJOR1KJDonKM53kcFO03amS2RsQX2mHLHSfZxc5M7wlRC51Tg1aFC01RKBOrYPbrWA6RapeOUWMVPQCsFNWnj+4YltTCBBRF4Rsn1uLs+UI7uOudfpR57ZJYQEthb7SIrJl2b0Ccyv9b3tY1objkhS5a5dNHFlz1YzB/sGDBggULFix8TElSiqJw6NAh9Pf3S3/zeDy45ppr8PWvfx2tra245ZZbAABvv/02fvazn+G2225DJpOB3W6OWJxWyMeqJsa38hJrtZKhPSJ5ouUnqkSFz4HTZhcDmPTRzBfzRB+/Lg2S1M7Q8ImThEI8RimKQqnXLvkNFoJ8aBaPg5GSXt/p0FdKNAZd+Nrx1WgKOsFywG/eOITeiSQail2w0xRCCRY7+4wVQrEUK6ky1jYG0DGaEMNZaNNlqYWSjXKSRa/MV8uDkKjbyKQmXy+twwGjczA6ZzPXYTrIKVMKXwcDj4MGy/GYI6pB3+sKq/pSKrGjL4pQkoWdptAQdKF3IonfvHEILAc0lzjxtXU1aAy6dPdB2kBdkSMvv8v8qM1srKr3mVbDK0H6GJ+TgZ1Rf82RvmqehgepEd4R+8rTZhfrEsxykD75gFimmk+yvSrkl2YKhDQ5PvHfNDVJz7PPybHayJNIkBMlHgetGkZHUO6zw8nQaAxOhqMV0j9qLZSQ/Zf77Kr+hMr7x4oEpd/FqBL+Xzy2Cg6GwoHhhOT5qwWnjcYN62oAADv6Ytis4WVaW+TEpcvKQAE4NJHCwZHJBVBKDGFSBgPpYXNPJIfAlbctCoI/+W839uKQWFHhtjO4bHkFHAyFtpEEfv9WLziOR0PQhZ+e3YT6YieGoml86eH9SGU4/OUzc1DisWHroQhOvWuHlP4O6FsnfFigpur2OhlUBpyoCQjXmiyQ9IVSCCVZMHS2vzMtNmo1spwsOun1iJzJBVlWZwWrVhz7tAxok6RE6aq1MK7E8lqfFNT1nX+1ZambCf5jXS3sDIX3usLYJQuO0loEVi50KpGP2lJLNS5v6+rXwYEqv2CPRWxxBiOpvFWe+VSoKM83H+jNHyxYsGDBggULAj52JCkZWK5YsQIsy6KlpUX6zO1245JLLsEZZ5yBDRs2YGxsDMcddxy++93v4sc//jFsNltBE/KpwOsQJk1eByMNtowm3JJPm0bCPRkAmSkvJ1gjpi23DhdmIl4m+ljpHZMEAphVHijB87yUEFsIQknWtKITmCzZ3d4XlSZ9WvC7bLhyVQVmlLrA88Aze0dhYyisEBWpt73QYeg397f3BxBKsGgqcWJOmVsiLIDDN5glE7pYipVIFs1EVyUZoDNIN1v2djiR7zmY/X05f+cFgvtwTdzl5Fkyw2NFnQ/1xU6EEiz++l6/7ndjKRa3Pd8JAFhRJ4SlPbNnFDwPzCx14YqVFVmhIWo4NJHEdlGJOlfDh1ANPM8jNIXrcXAkkVd7laNdTPeuL9LuS0mpcpm3sIWxVjEIjvSdZiAvj9ZLtjfTTuTvC/l7pFDI/TePRBvNt1xUPrkXlFCUpuK2wu/AwmqvZEVSKLQWSvT2r9ZvLK3xwUYD43EWB1TUeWVeOz6/SghlenDbkCHRNbfCg4uXCOXpz+wZzSlhJqgtcuLMeYI6b3d/LKvUn6YorG7wZakY9dAzkcKOvhjSLIdQIpNDsp02uwhBtw0cD9z9/oCkvAt6bLh8RQVoCni/K4y/fTAAnufhczK47fR6VPntODSRwpUP7APH8/jTJbMRdNuwpSeC02VEKXlehiJpQ7uFo4WhaK79AgGpTnlsxzCAyYR6jpsk0YFJ5bvaE0DK85VepQQD4RRGTITIkf2rEZXA5GJO93hSM5CzRCz911VYKvCF1ZWgKCCS4lQtSmqLHCh2CfvtC+l7c5K/yxc6lZiOhVmjvkRueURUrUAeC10ijpRPqN78wYIFCxYsWLAg4GNHkhKS8+yzz0ZrayvuuOMOhMOTSsBAIIBvfOMb+OCDD/Dqq68CAK699lo0Nzcf8XONJlkMRdJwih6DU1HmRJMsdvdF0TIQlUo62/MgFElabetQPCekwQxGYsJAWc8P69hGodyqfTRRkFfhvqG4lA5dCNIsb8o7kKDEY5cCY15oGTPcnqYonNAsECYbWscRSbL40rFVCLptaBtJ4Jev9Wh+l+V43L91EADwq/NmoMhtmyQsHIyp9GwlzCi1yMDc42BQFTAm6C1ko8LnQFVAUFcaTXCm4hs5FsvA6xBCKko8dvzsk00AgPu3Duoqgn65oQftowkE3TZcu6YKkSSLV8XwmHXNAVOlmeTZbww6pTAyU+cczyBtImlZCweGE9g3pK1k0kIyw0kLMWvEPkcNRNE3Gss/OIHjeGlBaXkepfodInm7qMqLsVgGLQNR7O6LSiEkU1FmOm0UhiLpgomjI76IISM9zbQL5eRerYT+w4qqgAOniyX1L+1Tf5dcfUwlXDYK3eNJvN9l7PN4ydIynDlX2OdTu0c1/UxX1/sQdNuQYvmcIEJaVJSatcDZPxTHk7tG8eK+cTy9e1Sy8QCAgMuGk2cKljgsD/xj8yAi4j1tCDpx0eJSAMLvf1oMeQx67PivMxtRW+TAQDiNz/2zBQPhNP7+WUFRuq03itPu2oFQIiM9L+U+u6HdwtGElj/2pcsEUptU65R77Sj12MBDsO4gIFYmvMoQiRCSRe7cZ57jeWzRUBVrQasSweug4WAo8AD6NbxL/SKZGUmxOVYMWtDgZCXsG4xjKJqGy0ZjboV7yvdXOUY+nApkuarV7EKXEoWM8wrFR9Hz9+OMrrEEtvSErbR7CxYsWPiQ4GNHkhLMnDkTDz/8MO6//37ccsstGB4elj5zOBxYvnw5SktLj+IZ6pc3mh3QkeTrPQNRdI4mEEqwgKhKiOYR7ELKbRMZLi8FKiAENrx2QPCYKtdRZTUUOyXvUr3UeDWwHI8WlfCIfJGvinVxtVCK2zNhbnDdGHSi2MWA5YWJT5HbhhvF0sjHdgxrqi44flJltn7/OHpDyawJQlDHi1UzYEgkQAcj2uWJSvUakF9i6uGeeBwp5F36K/NHNFJlSGWiGiV4Zo4tv/8TiQxe3i8QLYk0p1llPRRJ47GdQr9347oaBFw2dIwlwPFAsYsxlRgfSbJSkAhpC2ZRqGJcjpbBuC4JrIauMcFrtNpvl9TraiDlohsOTGCrhhJPC3FZP2nmOhJExHsfdNswEk0jlGDROZrAnoEo2kfipvp7VY89BzMl4uhotGO10Ll8vjfVxHvdxSODNpvPfsnfzxIJzf97uw+PbB/K+X6Ry4YrRTXpXe/0GaYeUxSFq4+pxKmzigEAT+8eVT1PmqIkm5pd/VHJ85LAYaNxTAE2NmmOx37FoqWNobCuOSB5oT6+c1hadF1Y5cVZoqr1wW1DGBMXJ0o8dvzwzEbMLHUhluJw4xMHsGcghrsvFYjS7b1RnPfX3aCoyXDJcp8dAZftQ0eQl3sny8DlVhDRFCsFw0VTHEaiaVAUJflL905MEpFknVmtZyeKU0ql4H4gnEYkjzEfoB3eRFEUilz6oXQuGyWFCPYYVNoAwrvq5692g+cFEpYoRuV4YtcIAODEGQFJ4W9ksWB6rJynl3hBfuNiRVihxKPeOO9I4OMynvsoYe9ADC+2jGL+HZuw8jdbMf+OTRZRasGCBQsfAnxsSVIAOOWUU/DII4/gL3/5C7785S/jgQcewO7du/HLX/4SPT09mDlz5lE9P73yRqPSG/kkLpxkwXK85L9H1Fv5hBwlZRMntcAALewfiuGODd3gASyq8mB5rXZCNEVRUkq1WR8rgkMTySmp0ggOjiQQTphfrXfbGSnxu08nwImAoigExMH/REK4d4uqvZhb7gbHAzc906bqyWpnKHz1eIFMveudPlx8z17sHYhqptXLofWsmPGeyvEJ1AorMiBiP4yKnnww1d+tp8ow8po0uoby+98+Gsel9+7FvZsF1fFXj69RVW+HkyxueroNHA/MLXdjUbXQ7kJx4RhFbnPWIiSF3e9k4Labn/iFE5ksD8RCkWZ5Q6sLJYjX6NIan+5vXF7rxcIqD3gAt7/ajf15qFadMi/GfFTxRInbM5FEsVvor31OBizHIywmNetNUjXbulNQGRdKHMWOUjuerqTl6UyFlgdYAebLZlWD4mT7unRpOa45phI8gB++1IWbnm6TyqcJrl9bjQWVHsRSHP779R5Dr2OaovClY6tQX+xELM1pVjwc0+BHqceGZIbHjt7cIMEKvwOL8ki8VwNRZDttNI5r8oOigPbRJDYcnAzpOaZeCHnMcDzu2NAjtZ2Ay4YfntWIk2cWgeOBW5/rwOaeCO66eDZ8DhpvtE3gknv3IpzISH3ph1EFp/Ue9ToYFLlsmC0G5xHVL7E6MCLECYh3qdr2+S48A0CbjqUJUdprWT9QFIUa8XyMKnwyLI9fv9aDvQMxuGwU/nTJbNVxJiGHLllajuZSgUAmFgtaBKfZtq8MfDKybMh3bDPVsVDW+R0lsvLjMp77KKDMa4fHQeOK+/fhrD/vAgDcecFMxFKc6f7AggULFiwcPnysSVIAOO+88/D2229jdHQUN998M84//3w8+eSTeP7551FfX39Uz03XH9EkMQYIBEal34GV9X6sm1GEAVGtWJmHHxshLV02WrdkXoknd42A44HZZS5cuKjUkHiZWy5MxEZjmbz8Boei01eG9GZ7KEdNoweH6B1mRpnLcjwmCAkr+3nXHFMFp43Cpu4IrrivBT0qJPGXjq3Cf58/Ax47jR19UXz76XZBdWFQFqUZMKTiPWUUfqEsgZX+aSiqCk5YPUyTgOlOlVWqcck/QIPwVLm+Rl6TRteQ3EcewJX378PW3ig8dhr/ff4MfOnYqpztu8eTuOK+FmzqicBlo3DNMbnbjMdzPQXVQO63nTHfJ6QyHDa2FxYAp4Z82j7P81LJolHiPEVR+NSiUswuc4HjgSd3DetuLwdDC30lkN+CT5XYJx8cSaAq4MS6GUVYWe9Hpd8hecOaJcxzPptC+aTnCIeqAZMEIsvxpsNKtPaTD9GqVuYv7zfkFR6kzUZTgp0Naftq/Yyg5hXCpOT9JtmX32XDby+YKVUWPN8yhs/cuxcHZR6lThuNX58/A247jQPDCXz9iYP4y7t9eLsjhAPDcWzvjeC1g+M4OByX3p82hsJXj6sGAOzqj6FzNJewstEUzl1QAkAgLjf3RHLa/7wKtxRWWAheOxiSyusDLhuOFdPM32wPSYstFEXhkqVlcDAUDo4k8D9v9kpKUwdD4/rjqnHm3CB4AD96uQt7+qP430/PhstG4bm9o/jNG4c+EhYLWu10ZZ1wTd4S+0cyRhuVkeXk2VRbFG4WE+U7x5I5NiHDBdiGRFKc5riG9Ph6r4liUW06onNsjufxh7d6sb0vCgdD4W+XzsXSGnXlMlmILvPas96zcmsN5TsZgGqIm1qAFiBYngj9Ra7yXvmdfMrfp0pyZlkD5Kl6nS4c6XDNf2c0BF3Y+91V2PzN5dj8zeXY+91VOGGGeX9zCxYsWLBwePGxJ0kBIcTpX//6F15//XU89dRTePPNN7F8+fKjfVoYDKeyJl5yaCUBK0maCt9kcAcAeBw0ntkr+H2tazb/wn15/zgAYEmNthJUiQzHY7eYQHryrGLV1F4lAuKgmgekUCIzmM44rUiKw3udYVMkbYrlMCoOlM2U1W7piWAiwaLYzUgljgDQXOrCD89sRNBtw8GRBC66Z480UZLjE3ODuO/yeQi6bWgZjOPqh/apklnygbMhiaoYfIcSGbQMxBBKZFQVaaQEVr4doE4KFkrMKBULhU4EClWVKKEZDCEjVJTXQ217teub1/3RuA4sx+OSe/dgW28UJR4b7r9iHj4hlu/K8VZ7CJ/++x4cHBF8SP/rzEY0l04m16+s96HIxWAiwWKLiRLzhmLhu6OxjKmFBZ7n8V5XOC+rDyPk0/aTGV5amyDlonpgaAonzywCIATbmC3tpyhK6itJ32kGpE9+fOewlIwOTJZpkgUNQL3MVO9Z0nufGKGQdjzVybue3Uz++6HzToUGJglpeb+hVuExFEkjyXKSXYpaP0PKrJ02WlK+AZD2BQCxNIefn92MTd9YjpmlLvSGUvjBi51Z76L6Yif+cdlcHNvgB8sDL+0fx51vHMKtz3Xgp+u78b9v9eGW5zpw87Md2NwjeJfOLHPj9DnFAIAX942p+oo3lbikkv/20SReOzghkZoASbwXFKeF4s32kBQGVB90SqTrc3vHpN9Y4rHjshXlUpDTT9Z3SQpCmqJwzTGVOE8kdH/4UhcOTSTxn6cKC9p3vNaDh7cPfegUpEpoVWicPV/4Xc/uHUWG46Xwo1Bi8j5IxKkKQddU4sSCSmHxZ68ieT5TYKWNli8peYQYnYXvQbE91Bdpj43+tXsEb3WEQFPA7z41U3OMyfG8tHhc7XdkKYbJPwDSgggAaRvS7rIIT5U2StpxLMWpKu+V38mn/F2L5CwEStXrVNWdZvtqy6f0yKIh6MKKOj9W1PnREHQZf8GCBQsWLBwx/FuQpIAQ2NTU1IRFixahrKzsaJ8OgNyJlx7IQKlzLIH+kJCgqjYgCydZbBbN+/MhSdeLHodrdYJOlOgPpRBPc7AzFKr95gJdhARmWvpNRwv94bSpkpb9og9qudeOYrf+gHn/UBwviKEcFywsyyknm1Hqxs/PaZK81657tBU/W9+Vkx47u9yNP1w0Cy4bhedbxrCxbQJKGJGMRt6FxW5GIie0tu2dSMGhUFQZDZ5ND8YVigXye2J5PhPKMmGzSoh8Jw0VPgeSGR4OG5XlH6fcl9r11TuuWZJ3Y9sEXmgZg8tG4Q8XzcKssmyVZIbj8bP1Xbju0VbE0hxmlrrw83OaMKM0ezunjcYFiwQv5hdaxgxLzIMem+QzbKYcfTiaRn/46JWKkevmc9BSAIoRqgIO2BkK8TSn6dGnBtJXEn9YMzhe7JM390Qk240sgk583qIpFv2hFDrHEqYnyPm8T4yg1z7y9evU64u07GbyOZ98A6CU3/M6mOz/ViEKyn12OBka5aKPraZ6XxYupFSPyxVw9cVOvHDtItgZCtt7o/jr+wNZ+5lX4cFfL52Dv3xmNi5cVIqlNV6Ue+2YVebC6nofGFoIQPzlhh7Jy/rSpeWw0RT6wmncv3VosqJBhmMb/bhiZTkYSiDhXtg3llVybWMonDijCJU+8wFtcoSTLLYcmgxzWlrjBUVBDKOaXJRpDLpw8ZIyMLSgfv3O0+34/Zu9iKZYUBSFK1ZWSIrS217owNxyj6SW/da/2iQ/048KyHNx3oISlHntGIllsPVQBEXimEJOVlfJSFLlQi5FUThphrCo0xdKZZXCF5C3mXNsOcjutBbH+kMpHBLfhTPKtAmezd3Cfb98RQXWNRdpbtc5lkQiw8POUJhb4c4eH8j6HLIgIq+QUWuPan+Tt2O1dq7VJxQCIxWqbp8mOzfDqjIz/qom/OktP9IPF6wgJwsWLFg4uvi3IUk/jFBOvLQgLyf02OkcaZV8EOV3MlhQKZS0v99tPoyEmPM35rGaSbw6MyyPPCrnpTCVwTwm86lp8CNVwogkHY9nsFckSYnaTAutQ3E8tG0IHC+kCZ+povIDJkMqzpwbBAXg/q1DuPHxAzlEw5Iar+Qj2a+iDNMiGSXS1MC7sCrglMgJrW1rihzwO82RGAR6qgcjoiOZ4RBN56kkTWuX2eoSPXmqM8h18zttqFGUpCpJLuX11Tuumned2oSIkHeLq71YXO3N2ecNjx/A/VuHQAE4c24QPzyzUTOJ/qy5JVhd7wPHAw9tG0KrAflJnv29A/EcD0Ulhg6Dl1Y+XsSkT6nTCWxSgucnj+HLQ0FD+kqjayLHB2Jq+cIqj1RerzkJpgCPnVYtJVWD2feJGei2YwOPXaN9KUPP9PoWM4TsVAOgvE51YlSuzK3wO7Cw2isdR1N5rhIqJcdYLCMt7ARcNvz6vBkAgDvfOITHd+baPaxpDOAnn2zCfZfPw4avLsGTVy/E3Z+di9e/uhSAQIyRNlfktuFbJ9WCoQQ7hzvf6MWf3u3HtkORLLJtZqkbN6yrQWPQCZ4XCPsdfTHpcxtD4fjmADyOwoaHXWNJyYLC42CwTFQOvrhvLEvlPL/SI3mwAsAbbRP4zr/asKc/KoVSrar3geWAG584gAsWlmBWmQtplsevXuvJq90dbZDnothjx4kiybmzLypZdsj7uHKfHTQlPMtq/uXkcx6TYY8A4LYXdr/UxhfAZAin2vshw/F4YtcIeAjjnZqAdn87t0K4vy/tH8OEzj0jC/WnzCxGsceuqsQFJu0IiOpbq/2q/U3ZjoHJ8NP2kbi0jdY+84GRCtVsSb1WVVk+1TNm/OktP9IPD7rGklaQkwULFiwcZVgk6VGEcsCmFxJDVs+bStyoEpVtBPJJ4lAkjc8sLQcA3PV2Lw4MmwsjiYnlsa48BtoBFwM7TYEHsN/kcYBJX618CJV8wlHMYjSuPxgkVgLzKtxYoBNq0RdK4UGRIF3T6Me3TqqDTcfD0WGj8cVjq/Dtk+tgZyhsbA/hf97szdmOkChqyjDlwFlJtOTjXailwjCr8srat85xsyYFSnKQlKoy+XVJTia7zFbvGGbPU/O3aYTj5Fz7PLyGzX43lBQml2ok3u829uLN9hDsDIXvnFyHLx5bpRu+ZmMofPOkOhzb4AfHC0nTegrK+ZVuzKsQFKmkTWhhLDb9E6xEHm2ftBXSx5hBq9h32WlKsgMxA9JXmrUWaB2K4653+gAAV6yoQCzFaZKFFT4HqvwONJW4VUtJgdz3hRoBUCh0+w8Dj12jfRUSsgQYE7KavsIGCimtz6dTmUsQ9Niy/F9vPKEW3z2lDgDwgxc68Zf3+k3ZwBS7bZgvtsl9g5NtclW9Hz89u0lqr32hFJ7aPYrn9maX4Be7bfjCqgqcPrsYgKASl5OODE1J5GYheLczLBF4M0tdqPLbwQP455ahrPMt89pxydIyXHNMJUo8NozEMvjRy13oGE2ApijcKJK5I7EMbt9wSCpX/9kr3Qje9jaW/Gozvv2vg9jaY35B+GhjZZ1gw7NvMA6HjRBXk32IjaakZHe1ZHmKouATn3F53+grkNTuD6dVw5lqxcXA1uFETlvd2RfFYCQNJ0Phy2uqdfd/8ZIyVPsdGAincdWD+9CpQfgQ+6Gz5+cuMCv7HCC/BRE9kAqscILNe3FXaxsz44tCS+rNLqxmHUvFn17vfCwcXQxH04ilONx2eoMV5GTBggULRwkWSfohgqb6z6AUUPn9zywtw+wyN/rDaVxxXwt+/VoPtvREJK8wNRBORc3LTAs0ReFUcZL16I5h06WqRKEQy8O3MDKNq9v11CCW0wewBG3S3xqT+9Gc3Ifm5D6UZvoBTE5QjmvSty3Y2DYBjgeW1XjxHyfUmvJmBYTE4RvERPvXDoznTI7Jyr+ZEnQzqget0CazKgwzMEsQ6pXH5QO9ErvDEXJj5loZhWMVch4ZcRd2xfXheR6vHxwHANxwfA1WN5izy7DRFL5+Yi2W1XjB8VC1dCCgKAprG4U2IJ+0l2b60Zzch8bkfulvS6g2LKcPYDl9APXUoKlzMUI+E+GYSMyYVVP2hVJ4dIeg4Dt1djFog+A5OYh/qV6oVZrlsKUngl+/1oMr729BfziNGSUufOnYan0S30S55XQqf3JK4afRm87Moozmd/MgZLXOeTCSQr+oRgXMK7GmU5mr91t+fnYzvnFiLQBBUfq1xw/ing8GsKk7nGPFIscn5wmE4X1bBhGWldbPKHXjR2c14U+XzMYlSwVroU09ETywdShLmUhRgmKUBJwdmsgOIKstcqK5RF0hSN6hy+jJd+gyOrvtb+uNSMdZXe+H38kgnGTx4LZhPLZjOEsFWV/sxHVrqjCzVAhR+/VrPYgkWbjtDK5fK5Bw73aGcMWKCly1ulIi8Hb2RfHfrx/CMb/dgr+/3695rT5MIHfUYaNk6r7sbUiJu0Nj0ZB8Ln9fVgXUF0eM7lU1P6BKwgRcDIJuG3gAmxRVScRDdd2MIskyQAsuO41vnlSLIheD1uEErnukVdUKwikOQtWGqVPpQ4xAKrD8LsZwcTfr74qwt1AiI4RCmfCJV/6mQvpEM4uyesdU/gaz+7HK8g8/OseEvthMDoIFCxYsWDg8KNyh38K0g6woy32YyP/XUgfJtyHfbwi6sP76xbjknr14vzuMuz8YwN0fDMDBUFhU5cUVKytyQl/cdgaJTCYv1RYAfGF1JXonktjZH8PD24dw4/E1hl6ApIzPrDo0LRrtTwfqqUHs814PN5U9KfhJ3/XSf6coB26oeRDxtDA5LtEpm4omWakk/8pVlXmTfMtqBbVOz0QK+4bimFcxqVgle7JrTJSy7r0Y+kP+v7IEHJgc7I/FMgh6bFmfGUF5rEK2ISVsWd+RK0mdDMrzVMGVKwb8yuMbkcZT/U2q39G5zmrl9mr3T3ksEkdEKUi8fYNx9Ii+cORZMgsbLXj/bettR8tgXJooqYGEucTTHDIsj0p+AL/tvhQOPnth5El8CxBPI87bMTd6F7r5irzOS4loikOa5TTbgRykT/GYUMRzHI+Htw+B5QQbgy+srszrvEhfqVbm+tK+Mfxz8yB29UezrEJW1fnwp0tmS9+R2qvOvSdtg0xOpRJTxftiKsjHC1itb8kHav1Aoduabp8yrpEQGkORtKCU17iO8rAYIxidh97nNE3hNxfMRG3Agf98th1vtE3gDXHRYl1zAP/36Vk57R4Q3jf/2jOCA8MJPLZzBFcpnt9itw2XLC1HQ7ETv3njEA6MJPCHt3px7bFVKPVOEr/zK9zYPyT0IwsqPVnHIqrH9tFJAlXrHfqW9z+l/47zdsyduAv7h5oxp9wNl53GGXOKsbs/hn1Dcezqj6E3lMJVqyrgdwl9i8NG49NLSvGnd/oxEEnj7x8M4IZ1NWgudcHroBFNcdh6KIrvnFyH75xch9FYGu91hfGv3SPY2BbC1Q/tx+aeCO68cKbphcojCfIMHBSV6xWiby2ALDKc43hMxCe9lZVIsxwSYuilS1Yx0BR0YavMDxYwf68+OfF3wDcjaxuKojCn3I33usL4oDuME2YEpEUkskAUSgi+qWrPpxxNJS7ccW4zbnuhEz0TKdz+ajd+dnZz1jaNJU681QH84a1eHN8cQLPYNgGovtdzxhI6bcyof212Znt3Z32u0j9Ekyw6RhNwikpgr4PBUCQNp40y1S8qz2c6+8R8UEhfPtX+34I2yrx2eBw0frK+Cx4HLSnKLViwYMHCkYelJP0QIWeV14RSSC30w+tk4LLRePjz8/Dr82bgosWlKHIxSLE8thyK4Kan29AymF02S3wWiZeYWdhoCt86uQ5+J4PxOCuVruqhS/IrM/f4xTTSVwtBGRXKmTAo4eBTKOYn4BIHwHsHtEuM4zKipD4PH0QCouyhgJxJukf8/3EVMpkM0vtDKUm9MBhJoW0kjj0DwkRJS2VZLpucmVUEmFVT5KNsm24PrKkcX8/qwnQZnMxrUX6dtdSyewaiaBuJYzCSUr2fcpBSWGWb8ToZiUxX868zQkPQBbedBg/154xgr9hfuGwUGBoIsBM5BKkSbiqNMiqU9zmpQSuBWQlCjprpx1qH4xiPs/A7GXz7pNq8FzjIMaoVCq6WgRhueroNWw5FkGJ5BN02nDO/BHddPAt/vmQOKsVgJnl/nW9fD0yv2tOTB9FqVvU03Yojtf2ZuW4VPgeqApMWNYL/MZ9FaEj3Ic9zNhtipVSaqeHzqyrx6Ofn44bja/AJMan+zfYQ1reOq25vZyh87TihEmF3f1R1GwA4tjGAO85tRn2xE8kMj/u2DGWpOOdWuEFBUAcOKKwFKIrCijofyr2TC4Vm3qGk7W/vjWJ3fxQ8z4OhKSyp8eK02UXw2GmMxjK4Z9Ng1vVw2xl8anGp+NsnMB7PgKYorKwTFPLf/tdBtI0I5dolHjs+Oa8Ef7hoFr68pgoA8Pu3evH5+1sQUVEqHmmoKZYjKRZP7RoBACyq8kqWOvLwJIqaHAtMJHKfFbl/qVzFbmMozCzNthkxe68ykRHVz+qKHaApYaFKbsfQJNqZfNAdwSPbc7101RD02KXwrVdbx3O8ps+ZXwI7Q6FtNIE1v9uGz9y7Fx90hwUleGhSCa4FpWJcDi1fZDPtXL4gJb+XTjHUkhCdalY8WlDrtw6HQtNonwXZDlll+YcNDUEX9n53FTZ/czn2fncVGiwlqQULFiwcNVhK0qOFVBRIGXi5gUWUZeGlGSCVPdCNJllE0yxiKRaxFI8yny17m3QK0UgGF81z4YolXvB8NTpGkvjFhm68tH8cd76yH3+8eI60+ZpqBu39CRzoHcGJ9fmtXgZo4BPNDjzfMoaWnmEsKi3T3b710Ag8SGFusQdOzphUpdNpeDA9xuVumLMEcPBJLCunsKMvjk1tg1hdycCmcrsCNCecWxpAKpq3gmVL2yg8SGBFnRcNXhZITxKydZ4MPEhgT9cQBkeFSaLXLqrKoim4eBZ94RSqAw4MjcUxGslgIpZC0GMH0qxICqQh/eQUC6RZaR+DkRRYjkc0TcFL6SumlM+i/Plz2mhhH3ZG83k1s0/hHLUn+6qQtSO99mJ0/GiUBcvxGIpyiDoY6Rrls89oVLiejFhSS64RwACUeI4U4HUKEzo+lcBELA17xgEqbYOLh3Q/o9EUvNTkPvZ0D8GDBOo8GVCyZ6TBCxxfy2DLoSi2tg3i7AUleV2+DMeDSsfgAVBEJ2Fnc39jhgU2tQ3CAxZLKzxw8QnYOXPt0Y3UtLRdKh2D02HcL80t5rCzP4HW3hGsrdHvX1t6huFBAmc2B+Gnk0CevMrB3hF4kMCaan/WPbnzlf1w8gl8cl4QPzijEZV+m6S0iqUSGJ+Iq/bX45EMPA4Kg+nJ50+OvJ7vPNuRl0qY/g55hrP6FhWQ9mCmfzEDtf2ZuSbK8/VSQJNPaFdeZBANJzAUnfwhUn9m4pzJOVEZDjaK0TwPL1gMx5Nw2SipbattM7cYWLKmGAxdjD++TeN3b/XiT68fwOlNC1StIJaUU/AggZHxBNhERNOLuNkP/PCUMvzw5S4MRRJ472C/5Edqp4ET6234oDuCtr4M6tyBnPfYqY12vNWRwGgsY/odStp+x0ACdDomJt1TqHYBZ85w4I22EOKxBJ7amsJlK8olwm+GH5gV4NAbSuGV3YfwmWXluHaFH8NjY+gYS+CGh7bj8ysrsW5GAPXFLjAAvr4miIWlwPee68CTW7sxp4jH/zuz0dR56mIK7yPl8+oFiyd2DSARj2CG34GT6u2IJIV3PJsEuGREUssvqwC29CTQOzKGZn+23Y+d5aQ+1cnFs1ScHj4ODyYXiMzeKz4VRzIWRsCVOyWocqYxnmAxEQqhUlRczi0GLpjjwsv7x/Hcjh4EbSmcNU89rFKORSVAhSONSIrF3u4hLK31SZ8tK6fxxGWN+NO7/Xj1wDg+aEvgM38dwv2Xz0Ol3wEqTQM6FUVUOg4qxYGic7fLGb/k2TeR7YeiHIYAxFI8PA4K1T6H2Hea7xfVzkd+jOnqL83sM59znsp38m5H/8ZoCLrQIIZCWl6kFixYsHD0QPFmUgIsTBtCoRCKioowcbMfAeeHryTMgoWjiVCSR9EvwpiYmEAgoO0Fa7UjCxa0YbUjCxamDqsdWbAwdeTbjl7f04MT59dO7aCpKPAzQWmPW3sBR+FBdEcLW3rCWPmbrdj8zeVYUWfOb97CxxfSe8agHVmwYGF6YJXbW7BgwYIFCxYsWLBgwYIFCxYsWLBg4d8aVrn9UcLQdTvBlAZN+cmRklu1EkwCUjo9Fpv0SmoMOnO2v+SePXiuZQzfOKEWl6+cDFQZiqZw9p93g6aAuy+dYxi+JMeuvihu39ADn4PG146vgVG+yjsdIWw4GEKV34HjmoxXR8NJFi/vHzd9PnpYRrdlhRZo4bbqu9DpnAOW4/F8yxhSLI8rV5ar+o6OxDL45+ZBRFMcSjw2fPeUOtQW6XsJpVgO1z7cCo4Hbj2tDp9aXK663bsdE7jxyTaUemzovO0YqbQummRzSkRJmbcZmHmmDtf3AGjvIxQCflFjer/49j5AsaJq+lgmz/dwf4+0XXmQWblX8EjkeR6NP3kfI7EM/ufCmVjTpL56/MTOIfzslR7QFPDnz8zWTEUmODSRxO2v9mAsnoHPQePylRVSOJMc3eNJ/GPzEJw2CmfNDUpluI3J/VlhZ1o4Pno7tnEzDLczwhlziiX/Pj283RFGfziFU2YWYa1B38JyQkhIJMXh5lPrsLDKvNKE43hc/dB+cDzw/LWLsgIW7ts8iDs3HsJps4rxry8uzPluNMmicywp9dNBD6PbdvN9pqJJFkMjY8Avmkz/HrV2pAfyzGqdt9lzVm43lfajPBejc1TuYziSQZnPlrNtIdef3F+/i5nS9fmvFzrxy9d70BR04sEr56vaudz9fj/+9+0+BN02/PisRt208Yl4Bjc8cRAAcM0xlajyZ1tYdIwm8cDWISnnqqHYgUVVXrhEr98My6OvdTNec33X6DJotv1Kvx1rG/zSGKM/nMLbHWEAwNpGP06ZVQQAGIik8df3BgAAX1hVgdPnZJdzd44m8Ns3ezEUScNtp3HP5+agucSNn7/Shcd3jqDSZ8fL1y2G38WYfg5ykOf7aOi6nYj6/FnHkt/r0/+4Azv6YvjtBTNwXLPwO29+pg2vHJjAFSsrcKYsUHNzdwR3bjwEG03hxnXVUtgbzwM/f7UHAHD2vKB0b4ajabzRlu0BbXa8c3z0duzCTJy/MNuuJc1yeHrPGADgppNrszxQCVgOeGjbIDrGUjhxRgDXrqnWPda3nmrDUDSNv3xmNpbW+HS3/ew/9uDgSBK3n9OEG9blKgvNtiP5O9bjULczyWffk1Y6AsweX+0ZzKefUjunQvvafM9zSsh3XGfBggULFiwcZVgk6VFCeUkQXtFryjAV3CEFRmvC63UhmmJR5hQmDxzPYzBlR7N/MrWT53m83pNBDC4sqC8Db59MUi8OuBGHCzwPjLFOFDvMPxq7x6KIwYUZJR5wdg+MIlbqKmyIHUyhPQwsg8vQx9Pm4hGnEpgOY4g4zA380rQLSdoN0IDLk8Z4OI3umA1VpZ6cbQN+4Io1Hvxz8xB6omn8+PUR/Pq8GdLkRQ2MDfjEolo8vnMEP984ihPm1mQlDhMsb3YhzfShO8ZjxzCwVEwwjyZTcLidErGWAFDhdQAmzfTVnikzSdFmnkW970nH8GokujvyDC1weAGHN3s/fgaQ/f8KfwEJ3CZ+p9r1KuT6eL0uIWxCvP1OG40oKHgdDrQOxdAds8HB2LFiRgV4FfJzJJrGzzeOIgYXLlpUCsbpg95VTKQ5/Pj1XgzFbSj3unH5ynIEXDaouV91R1nE4EKR246MzSPZdqZpl8rWuYjDgRjMbasFigJsLi+SBgnKLMejPRwFDxfqK4JIMwZtnQEqSoox2B/D7lEK8+py27YWxuMZRHgXaAooDgTAy/qw+fVliGEEb/dmwNs9OcnPg+E4wqJPXKMYgOJ1MJpt1+iZyklKdgDl+faVYjsyAjkW7HYwGucdTbKIYrKNq52j1m/Lt/1EkyyiPA1Quf0feSfqXVsJdjuKi3iApgBH9nNj9pzIb4ymaDjcNiQyPKq8LtVjex2Q+ijw2v3tFWubcOd7Y9gzxuKp/XF8anGu3/clqxvxWEsc7aMJ/PrtMdx2RoPmO9XnB1Y0V+DN9hCeO5DEFSsDWc9nbbkHVx3vw4YD49gzEEfLONA6EcfqBr+wQEgDlUE/YGwlrtn228NAuieDNY1+UBSFYJEbC+qd2NQdwSudadjdLI5t8KOkCDh2FrDhwAT+b1MIfn8Aq+onFz7qKjz4wdkB/OLVbrQOJ3DdU72477J5+I9TZ+O9Phatwwlc8mAn1l+3BOB4c8+BEnm+jzzeABinN+tY0WQKGYZHFBTsLh9i4DDOOaXxV5J2I4YkWMYN1jbZBy1tcqN8VwSdY0m83cvixBmThCK5rknaLXhwAghzdM71NjveicOBDOMWxjwyZHgeMfFmpxk3VFfAGWD1zCrs2TSI9R1pfO5YJ9x29euc4Xh0xRjwYFBdGgRv1/aZ5ngeB0MMYnBhcUOFav+kbJua/YzYF/AUiwwjvF/BMwWPu8lng2ExsE18X2tBry+S3v88EOX1g/jUzsn0WAU64y6V84zyMBwPmka+4zoLFixYsGDhKMMqt/8QoNCUb3lyJUnorfA7UOazS4NU+TYbDoxjKJKGjaYwvzKbELDRFCpFVcmze0bzOo8hMRGXMzkxr/TZpUTtCRMptDRFITANCc6FwiceW57uqkTAZcNVqyvgdzIYiqTxflfYcL8XLylHY9CJaIrD/VsHVbdx2GjMrxDu1XtdkyoReUq600ZPy0B2KgmwpvYvJriHEpnJY0xTwn3OuZtIk877GCppxdNx7iQ91ymGrsiTY7f2RAAA8ys8UqiHEvdvFVTMjUEnLl6irkiW4/2uMIYiafidDK5aXaEa1kEwJj7z05GgXigCTkY1tEaJiUQGPAC3nUaFz1z4HCeuvAwZJCcrQfrICp89h5CaX+GBjaYwEsvgtYMTAHKfHbedQZnPLvXZhSSrE0zXc5jPsQBI523mfA7XOUbF4Dhl/2dmwUeO6Uhsll+bgMsmJYBr3VMz12RWuQffO70BAPCT9V34y3v9GItlv4e8DgZ3XjgDTobC7oEYfv16D1Ks9lLlZ5eVg6KAttGE9HzKUea145Kl5fjSsYLSlOWBdzvD0nu+vnhqix4A0DORwsGRyUC35hIXFlUJ77kXWsbQMy6ED53QHMBycWHwV6/1YOuhSNZ+/C4b/vPUelT57Tg0kcJ1j7aC5YHffWoWAi4GWw9F8eiOYc1ndbpBxmHZCwGTzxbpaydkY4moGDKk7N8pisJ5C0sBADv7oorPhP/lMTnoMjv+0oJbZVFX3rUp0+jlaAw6UeKxIcPx2HZIO6Rn32AMPC8cq8yrvxA/EE4jluZgZygcL6pujaDVpsg7FgCSGU5Kq59qn2S231A+F8qxO3n/H64+XG18pHWdpPfREXyvWLBgwYIFCx82WCTpUcKQbOJU6ARtMJJCfzglrELLUOFzoCrgEBK2xYFO11gCn39gHwDg3AUlEiEjx41iOdNTu0fwauu46fM4TiwB3jMQQ9eYcZI1xwMJUQGpNjBXw+Lq6TFdH+YDiPP6BEqKciDETA7K42nhXANO/UG9x8FgZqn5VEobQ+G8BcIk6LUDuZNVgpoiQaEwHpeVdxFS3OeY8uRe2qfiOZQPkqeDMBUIDaHEmBxjOsgJtf14HQySGR5OGzWlQb78dysnDdN17vJ9VfgcWZOp3pDQtskzoIYN4rNz3sJS2FTKIZUYEp/NmWUueAzOPeASPidtgCDEFCFlkMAb5+0Y5qduLm+27bvEPi2R4UwRBp1jCewZEFRSazVsDNTwaus4nto9AmCyz8w6DzuNcxcIZatX3t+C4Ug669mR989yaPXnRshpt0kWQ+H89iGHXls388yrbTOVtpKzOCEnGDT2m+8EX43cMjqn9pE42kfiOe9xeRvWOw+z1+Q/TqjFeQtKkMzwuPONQzjtrh34xavdWW1yZqkbv7lwJmw0hU3dEfxsfTdiGr+9wu/ANasrAQBvtIXwQbf6gl5tkRNfOrZKIi/3DsSE324vRspAoWim7W89FM06x3kVbsnO5vGdI0hlOFAUhXPml2BOmQscD/z8lW682DIKed5owGXDrac3oMjFYN9QHN986iCq/HZcJf7Gm55pQ+tQrvR1uhcBgexxHYH82aryC9dtOCqQpDzPY9+QcF3rinOv6ewyQdkZSmTv0yOOm5KZyetQplKJYma8Q+5Vc0ku+U3TlHSsIZ0xDUVRqA04DLd7YqfQb563oCRHYa8EWZQu89pNvdcA/TalXFDR3ValfaseL89+Q34uZscSev2fWaiNjwrpx43OzcKRQddYAlt6wqbmWxYsWLBgoTBY5fZHCWSA5HUy0j+zIIRNLMUBKmQA2d9gOIXO0QQ8Dgb/904vDk2k0FzixK2n1avu94JFpegeT+Kud/rw8PYhrJsRMPQ2BIClNT6cPLMIrx2cwJO7RvGV46o0VW+AoE7jeUEx51Iha9VQHXDg2AYf3uuKGG+sg26+AnOjd+GcRh6ljozkq3hb9V1SCXGIKcKIrUr6zoQ4QSk1UD4A5lSnciwTVTL7huLoC6VQHcidKAVFj7lxFdWt2rOjVFEZ/f+s76aEzyrgkNQWStVFoYoc+QBdKk/P89nX3LdiP14ng6YSWYlbgcj63fLrkWQlMiuHoCng+mtdBzLhDGr4DPaFUtgvEgDLasyRieTZ9Jm4LmTiPaGYpI/YqvD1+ocQYCdg5xJZ7WgkZcN7XWEM8wF08xU5+8wHxzb4VduEGtx2GgwteOSNxTOqpAFBmuXw1C5BDXryzCJDbzyCFMvh4e1DAIDr11bjgkWlqtvdelo9tvdG0D6axM9e6cKPz2pCx2gCsRSLxhIXKvwav4kHYikOg+GUeRWk4tmRKxoLAfn+YCQFiN1thc+R9a4ik2O1c1R7lqfSzgcjKYQTLPwuBs1Od9b5eR2M5nUai2VQblJRrAajfjKcYAEK8DrU3+PRJIuhSAqxNIfGYC4BZfaaOG00nrh6If6xaQC/f6sXm3si+OfmQfROJPHbC2dKZNOJM4rwp0tm4yuPtWLPQAy3PNuBb55UKyla5ThzXgkmEiwe3TGM5/aOwW2jsUhlMYKhKZw2uxi7+mMYiKRxaCIJFFXh6w0PgYmNYG/vGF5x3ARA8LUk5d1m2/6mnghOaBZK/imKwoo6L0aiaYzFM3i5dRznzC8BQ1P4zLJyPLNnFNt6o/jr+wM4FErh6tWV0m+v8jtwy2n1+MELnXi3M4x/bB7EF1ZV4vUDE9jeF8VXHmvF+uuXZB17MJJCOMnC7xSeq+lAKJlBYjSBphKX6r2tFRe7iEJ/OJrBcDQDClB9RogPc4rlkWY5aVwlvIs4JNIcIJ66y05jXoUbLYOThDAZ75RRIbiRkvxJlfeKC9ShqUTdR93nZBBLcxiJZtAYVN1E2g5AjtIZEMjgp/eMYkdfFDQFfPHYqpxtlIiIBKIZL2oCvTZF3t8A0D4iXCPSrykRTbEIJ1mAn2zfOdvkqVZXOxcyllDbz6R9ByupTL1OJqc/NHU8lfGR0TlLqldC5KqMM/cMRMFyPCr9jmlrQxb00TWWwPw7NiGW4uBx0Nj73VVoUOk7LFiwYMHC1GApSY8SpqJAI4ojgFdVJBEMRdJgxBX4zWLZ7vVra3TVY9euqUKl347RWAbr8whLump1JYJuG8biGbzZHjL+AoSSMSM1gRwNQRdW15sjM/TQzVfgyZE6dDhmS3/rdM5Bu3Mu2p1zswjSeJpDRFwlr9VR8xGQMkc9P1I5bLJ6No9D/TuDYpmjx07nrNirreQblVZpqZvIxD9MBu0ylcR0qCYLVV0czePJf7eyFC2cFK6X2nXM9/prKTKKxfJM8gwoIX9m5M+SHsjChF75JAF55iNJNkdNOmKrQrtzLjqdc6S/dThm48mROmzlZk2ZIF1d70NDUD8ATQ6KokyV5QPAm+0hjMUzKPHYJMWZGby8bxyjsQwq/XZcu0Z7ou9xMLhurRBg8m5nWHoGGYaSypaVIApTgC9IUUogt+KY6vfNPuOHHbKfIz8/zXaUYhFUCSLLB0YqUL+LgV9Wxqv2fZYHnCYWGlW/L+sTGJrCVcdU4YNvLMfTX1wIO0Ph1QMT+PsHA1nfOabBj39cNg9Vfjv6winc+lwH7t00gK2HIgKhJsMlS8twxpxiAIJys2UwpnoexW4bjm0QvEDf7QxjIp7BiK0Kg4GFqJq1Qtqu1TYLW7lZebX9gXA6q+zewdDSO35TdwS7xDJzhqZw/sISnDZbON8XWsbwl/f6JbsMAJhR6pba8sPbhmBnKNx+bjMAQf39dvtEruJtGnzO5UhpVC+Qe0nIUYc4LusNCbYCpV6banUPsR3wOuisNl0kKvxjinu6sMqTU8bezVdgKzcrK0RrGzdDulfDtiqsrvepjsV4npcW1UoM2hM5FyWpmUhz+O3GXvxzs2Ap9KVjqwyDLYHJhcGBcCpLOSxHPkpG8v4GkDXOUd3WIbRtv0u/fRfaB6qVtQ9GUqp2PoDKfKHw7j0v6P3GaIoFy/GIZ4xSCCxMFXtlVXrD0TRiKQ63nd6AWIozVbVmwYIFCxbyh0WSHiWUT5Us4oWJuB4JVO6zw8nQKPfZpcnG3Ar91V6njcb14uT+8Z3DpgeAHgcjTVDebA/lTMjksIuDfZbjNQe/WmgqceHcBSVozIM8UUN/OI0BDbJCDjKpqZD5vOqB+IuRMmUjEKWg10GjSMMbsk1UPcwqdZsiK4xKq7QIT72J/5EmOD8s0PrdepOoQq6/1mSkSXzOD46oJ6UUuWzwOibTjc2gyJ2tENGD286gXFRkjplQRw9E0ugPT23Q3hh04twFJaoKOD3wPA9WnFTadUjCRJqTFnKuWl1paDlAEE2xeGLXMADgK2urVUkNOeaWC2XKO/oiiCbZrP5YDeRZ8ziYKZE3XieDci2lqsnvEysPs8/44UI0ySKWYiUfQeX5abUjQHsh0iyxolnKL5IrFT4Hmkvduso1I6JF77zU+gSKonDuglL89sKZAIDfvdmLYcV7bEGlB49+YQFOnFGEDMfjmT2j+Pkr3bju0VY8un1IKnGnKApfPKYKJ8wIgAfw8PZhHBhW72fOmFOMpqATHA+80jqOQdHOgZa1s0/MKcZZc4uxuNqjqXxXw9ZDUYRlVRIVfgfmlgvjlMd3jqBzNCGd77rmAC4QE9hf3j+eQ5Suay6C206jZyKFF/eNoa7YiVV1PvAAHto2lHUttWwvpoKGoAsBl03T/mFQ7BuJ6pIsfgXd6n1Ci1iK31DszCIxi8XrG1E8wzRFSYS2WSyu1va7HginkWJ5uGw0Gor1x1yjMeG3VCn6nns3D+DtjhBoCrjt9HrcuM5cyjmpIJhIsBJZrEQ+C44EZhY4vE4GzaXurPat3G++faDWeWkt+mhZ8FT4HKjyC5U+ZiwBpgK93+h1MKj0O9AUdE1rG7IwiTKvHR4HjSvu34f5d2zKKq+f6hzIggULFizowyJJP4IwGtzLSyEXVntR4XfA79RXpMlx4aIyNJc4EUqweHjbkOnzWtPoh52hwPG5HoZy+JzCwIvjc722zMBtp3FMgx9nzQuaDmhRw6gZ31CxhcRSrClCl6j0JuLmfteL+8YAQLPcN8Px6BYnCGVem+QPCkxO1uUEAmBMaGoSfyoTg3wwHd5ZhxPTeX5616qQ6y94qHI595d4kXaPJzVLqJeIZbLkWTIC8bY1IvkAgXiMpYXtzThjmGlTWqjw2XHWvCCOafCb9iqWI5RgwfECQerTeX7jacGz1MHkRyg8vG0IoQSL5hInLliUmzKuBOlrfWJpZYXfgYXVQvK13nN3OMibQjCVZ9wsVJXwCh9gLTWmUUiO5jFNKsC0fmM+38+nP1Xbr1rpMiBYPSyr8SLN8vjL+/05nxe7bfj9RTPx6/Nn4FOLS1EdcCCe5vDw9mF89bEDeLV1HDzPg6YpfPW4Gqxp9IPngQe2DqF9NNfnTih5L5OCnF5vC2HroUgWSUdRFPwuG+ZVeHD6nGKsbTTftt7uDCMjU7YvrvagJuAAD+DezYNZi0TLan24ULS5WL9/HL9/s1fqG112GmfNE2rCb3u+Ax2jCckf+C/v9WOfTC1LKiTkfe5UIVcrqhFqZIEqKarvyMLocDStOr5oET2T6xUEJSEQ1cZzHgeDUpMqajtNaZKfLMdLQVlLajxZhLgaYuICcbE7+1k/KBLvP/hEIz67vMJ09dCGA+MABEXpSDSj6ZGc8940aJ+FjnNyfETz7AMNw5IcTFZ71xunaSlitcY0hY519H7jVMeLFozREHRh73dX4Z+XzbVUoxYsWLBwhGGRpEcJagb/asiaMIr/DegkC6skiAOQytReOzhueEw7Q+HmUwXf0lcPjOsm5cohH/zqjYMZmpJWQc2oObXgdzJYWVd4+X0kZfy7Sj12MLSwbV/IuPyVTF7aNJR/cvSMJ7FBDMj6skbpbu9EEhkOcNooVPodWQmoyiACLRRaFpbvwNpsWb/RMfM9R9PbTvH8Dmf6OJmwK+9vU4kLThuFDAf0Tqg/f18Wld+vto5rKm7kIM9mjQmvz95QCtEUBxtNodRjvCBhpk1pYWWdLy//OSVIX9IQdOYkzssh75vMTthTLIdXxUn7zac2wG4iSOR1sa9d2xTIUTuGEhl0jCbUJ/4qREs+z95Ug5vIPqYc1GZiH6pKMIUPsJoaU1OVJbt2Uw1MUh6L/AMmVap6vzHfa6h2XlqWARRF4ZsnCaFhD20bkkKV5KApCmfODeLHZzXhhWsX4Y5zm9Fc4kIszeGud/rwk/XdiKaEUv7/WFeLFXU+cDxw3+ZBSb0ph9vO4JpjKiUf7QPDCbykY8lTV+w0TZSGEiy29U76jVMUhTWNflT47OB44J+bh7CrfzI1fWmNFxctLgUFoXLlVxt6JOLxkqXlmFfhRjLD45tPHcTZ80uwqt6HWJrDeX/bjT390ZwwPmWp81SgNgYj/XuluPAxICpKl9Z4YaMpjMUz6BzL7rs5WaiTUjVGAp3G4urkobIMXwteJ63ZB+4fiiOS4uB3MjhlZrHhvoh9i3LxbSgiEH9L8gjf7B5P4n/f6gMAXLqsDAmWVbUfUXtvFqpyNyIYgWx1urJfKFSZLoeRRYgytE6piNWzUjIag0zXovaHbXH8o46GoAvzKz1H+zQsWLBg4d8OFkl6lNA5Gsee/qjhQEI+uCGT6z0D0awSG6XyRpkgDgCfWVYOAHho6xC2HTIOPzquKYBKvx3JDI8tPebDkkgYzIRBae6sMqGUtnMskXfJvRxTWVl1mCA6GJpCtTjp3nooarA1UCkqW3t1CFWW4/Fm+wR+sr4LLC9c61X16pNJMuFIZXgkM1zW5FxNRaqGQlNK8yURzZb16w2itRKZtaC2vVFZWz4Jr1n7LaC0L5/jKFUxXgeDvlAKqQyZfKo/r6vr/Vjb6AfLAz9d34U32yeksnM1kGfTjAqbPPNVfrsu8Uhgpk1pYSptmed5idghfYsWiMdePpPozd0RJDM8Kv12HNdkTPxsPRTBQ6IK/6LFZSqq4UnvQjWFc/tIHHsGohLRYrYtRpMs9vRH0TlqvEiju59p8Bw1uw+lWlLpA6ymVjIkmvXKRAtUgHWOJdAfSkmqYLmfoJZnXz7EhPK8jPqNixaV4dh6P9Isj88/sA83P9uODQfGMRzJVSUyNIWz55fg8asW4Nsn1cLBUNjZF8V/v9aDDMfDxlD41km1WFrtBcsL6s33OsM5+7EzNC5YWIorVpTntLPu8WTO9nXFTlT7zVV7tI8ms54FhhbK64mK8rEdI1lK0MXVXnxueTloCthyKIKfvNyFSJKFjabwzRNr4XcyaB1O4MV9Y/jDRbOwsMqDiQSLLz28H93jSXSMxqV3KKBNqucLtTEYIU6rA8K1ePXAOAYjKThtNNY1BwAAd73Th7RsQXo8nkE0xYGickvYfU4GM0Q7kt0Kgpzjed1KHjn0bEmId/JxTX5THuvkiEpfaFKJoFSYKpHMcHi/K4zbnu/AuX/Zha7xJIJuG65fWw2PjUEsZfK9rtK+C12wkf8dyBYnkD6oZSCWI0pQg2GFiUkVPOn3AOT0jXpWSqSkX3NRZ5p8po+4X/W/EfYOxFQXxCxYsGDBwvTDIkmPEmIZDpEUqznJI8iaMIqTa5bjs0tsFMqbgMuWk6567oISXLKkDCwPfO/5jiwfLzVQFIXzFgglbaTsyQzmiZ6nHWP6irYl1V5QEEp/lQoKs4imWHzQXXja/Zxyc2mcM8XJ4GaV8AslikSvsNF4RrU8um0kjv948iB+t7EXo7EMmktcuP2cZs39VfodQikkgMd3jWRNzlmOl0rc9KBZNqog1428TdW+p3ecQspVzfpD6m1vWNZmdH4mSVblscxeFz3EUhxY0padDJ7YNQIewNpGPyp1fCbvOHcGmkucGIll8LuNvfiPJw+qqpkzHC8REcUGvoGJNIct4oLKTAPikcBsm1LDB92RgidWnWNJjCdYUDBWLJH+Jh91BlHgn7+w1FB9yvE8bnu+AywPXLS4FJ8SS4MJvE4GTSWT3oVqCudwUmjfhGgxu9DRMZpAJMUiNsUwjWkJajO5D6V6ykx7URLNOZ/r7IOQ0Ga9/Mjv8NjpnMAUI8++qZT+G5WD+1w2/PGSWVhV50M8zeGZPaO48YmDOPn/duDEP+zAr1/rQUrxHNgZClcfU4X7Lp8nEKX9Mfzt/X7wPA8HQ+OmU+pwTIMfHA+8sG8MD24dytkHAMwsc+PyFRX4wqrJgKYPuiPY1B3JIUrnGPigy7GtN/v7DE3h2AafpKR8aNswOmW+fLPL3fjCqgrYGQr7huL4fy92IpJkEfTYpTL7H73cha6xJG4/pxkuG4V3OgUiTl6JoeZvWyjUxmCEOF1Q4cGKWi/iaQ6/29gLAPje6Q3w2Gm0jSTw3N5Jy5RRsZ/2ORjVUndCrvYrgo2SebR9vU3T4vjFrL8sEZCmFeMeQprqrNvhf9/qxXH/sw3XPLQfT+4aAcsDZ84N4q0bl2FWmQdVAcGrWe+9DkyNADQiGNX+nszwKHYzOaIEPWgpUA9nv3c4FPZ653gk/Kr/nSD3Jr3i/n3wOGiUeQu3GrNgwYIFC8awSNKjhIagCz4HoznYIchKGBcn136nDUkZWadU3qgNkiiKwm8vnAmaEkiCARPhKueJAQk7+qKafohKLBIJip19UV2FqMfB4JRZRQCAzT0RhAsozZmK8mxRlcc0IVfutcProMHzQM+EPqHrERUXPA/EVe7rPZsGMRRJw2mjcOO6Gtx3+VzDEitCVr8mI6uNBstmoCTXlQNbrcnHVJUCRiqvvPal5pU1xUF6DmmlY3MhP9ZUr4uaAumNgxMAgPMWlup9FUGPDfddPg83zWJPHgABAABJREFUHF8Dh5igfu+mwZzt4ilWygQy8v0UlGFCqFi5yQG5x8FgUVXhpWGFtOlwIoPNotr9lFlFuu2a43nsFEPsFpo8zwzLY4f4HdIW9dAfSqFzLAmGBu44p1mVVM3q11We12Sag985SbSYmUCT58fnYNAQzC/0Su/8DicKbatKolkPaoFI4SSLcEI73VpN4dlU4kaVP9srVo/INEt6qJXwmu1rZ5V58MwXF+KV6xfjxnU1mFXqAk0JZdh3fzCAK+7fh62HIjnv7/mVHvz6/BmgIPh6PrZTCCRz2Gh8+6RaXHNMJWgK2D+cwD+3DGouDtYWZS/cdIwlsas/W+lU7rWj2GSQ4XA0I3kmE1AUhVX1PlQH7IJH6aZByacbEMZSXzymEj4ng+7xJH7/Vi84nsf5C0sl39ZfvNqNxqATd144Ezaawgv7xrCzLypVYkzn867llRtw2TC/yotbT2sAADyzZxThJIvqgEMKM9ozMFmtkhAZTC1rj3qROE5meKRkfq4mh2oA9G2RyEK6WUsSIoJVbk0qILSqiziex5/e7RPfezQuWlyK5760EI99YYHkraoV1CaHXqUHoB3kRmCGYFSSmk0lLlQFnDmiBF0bDvE8hyJpdeWqznfz6fdUf2MeCvvD4WNqoTAQb9LN31yOzd9cjr3fXYUGleCmrrEEtvSEswKeLFiwYMFCYbBI0qOEphI3FlR58x7seJ0Myn121MrM9s0q4hiaksq39cpxCWaUuOBz0GA5wRvTDNY1B2BnKIzEMmgZ1C/5PL4pgEYxMXdj20RWwq0Z5JOgq4RycqcHiqIkGwEjAkw+mVSSNbEUK5ULPnzlfFy3thoBjUR7OYrECWZCIfvwOGgwJrzxtKAk+IYiaVNlo1P1/AK0PXWnA2aUJbrfVxIXBiW15LoVcl2UHmMMTcHjmOyWyeQ3YIJkCLhsuP64ajz8+fkAgJbBWI4dgfyZVD5Par8NEEo7zU6UgfzalhL5tulQIoON7SFwvODbd3xTQHf7lsE4RmIZ2BlKUmIZ4VAoCZYTPJCbS4wTZQlf4WRouMW2BZhXYANAbbET5T57Xm2EEDELqrxoKilc0TtdMOvFW2hfYPa7av2Xkc+pqrI+D2W8Wa/SHGIiz77W62RQGXDi1NlB/O5Ts/DWjcuw/+bVuPvSOSh2M9gzEMOV9+/DOlGld9vzHXhq1wgA4JRZxfje6YL3+MPbhvF+VxiA8L47a14JfvLJJtgZCt3jKdy7edCwhJukzrcMxrP8uymKwvI8vMO7VXyVaYrC2saA5FF6zwcDGJEtqFT6HbiMlN73RPDkrhEwNIXr1lbDRlPY3BPB2x1hrGsuwmeWCaFrf35vQCJIlZiKr6Lad8l9rvA7cMKMIgTdNmQ4Hv3idSKWAvIgS1JiPx7PqI7XbCrqUkBYqDXzvgAmxxZqIM/cmIF1EiCMe8hCd42i/ye/TWs8yPOTitY3vroUvzpvBk6cUZzbFgooV9cqlZc+N7jP09knkP0Ri4dyn129Useg3zwSfaaZ87BwZNEQdGFFnR8r6vxZi6B7B2LY0hPGiy2jmH/HJqz8zVbMv2OTRZRasGDBwhRhkaRHEYWmqxqpTwjIIIeEEmRYXkqQNWEviESGh0MkVc0MlAEh3OE8scztnc6w7rY0TeHTS8rA0EA0xeHF/ePoHE2AMymF8DuZglKwbTSVV0AMz/MSoZRm9c+NTBR8IuElx6GJlKTyGDV5PYFJoowCpfCenQxtysezkJSaApMTh6FIGkmWk3zIyLZqKoxCB+mDkRT6wynVAAZyvHwDZ/QC0IyOpwUtb0Agl3SVXzc5OWu2nDdLzasIoYgmWWQ48bnLmJcHkTJNjheeOTkEUl1oM0bqbTK5TKS5vHyD/U5GcwKvB7edNt0uOY5Hx6gQHBNNcfA6aHx6SZlhAvO7Yp903oISuO3mjkXsCewMhYSJ+0CEX2mOl1RVg+JzaEY5VCjZToj66V58mAphpJXOfrigSlCpeBZq+ZzqKeu1YGTDoYRev5TjS6yh7pKX6uaEuTgZXLK0HDu/swqfXVaOYrcNkZTg9/jkrhF87/kOtIi+dp9dXoHLVgh+5f/z5iH0hiYJylllbvz0k01wMBT6Qik8uHUoK4FeiYVVHhzTIJChm7rDWb+9zGvH6npzRGm/xjuAoSkc3xxA0G0DywP3bx3KIm6rAw6cM18Yezy8bQiRJItSrx2fmCuk3f/ytW7E0xy+eEwV7AyF97rCuHdTv67aL1+PbPl39d7FPvF+kj6YVJPISdJSjw1uOw2Oh2popFwdLO/1KIrC2kY/qkx4wZbohPGRqpiQicVrcs9KPLmL/nPKBcX+3z/oz/JclcMlqk2f3Tsq9WFm7H6M+iYjL07lGFnr8+noE8j+JIsHkTTPUa7maXN0uJC1iF7Asa0Ap8MLeQn+yt9sxVl/3gUAuPOCmYiluClV2lmwYMGCBYskPWqYSumycuKkNemSDxAzHI+X9o8hzfHw2GlUmUi2/tO7fRiNZVDmtWFehfkS2k/MDYKCoAgZMkiv9zsZfGVtNZqCTvA88H53BI/vHMHze0fRNqK/EkpRFJbWmE9MJfDpJLqqoX00iYkEC5qC4XUgoTiNKoqzmaUurBIVNbc8246IycHjHnFCO6/CrTlgNzug1So19ThoRBJslorRSIVhBjnnosMxyY9nFoZth9c4jzyg5+eldd3CCTbLN1gOJamheR9TLOaKE8w9g+bM+iNJFrc81w4AWFXnw8zS3LLrJlGF0DuhTx7Pq/CApoCJBIv2UfO+wRRFwefM/9WytMZr2C4F375RPLZzBB90R8DzQFPQiatXVxoSrEORNLrHk6Ag+N2ZxfxKD8q8NozGMvjzu32G21f6HfDYaaRZHu+J6jzyXKtNfpX9dyGLEGoWEVOFRMhpkLtmYGQlMt3QU3sB0CVXjGxr8lECGxIqim5O2neKzfIl1vp98lJd5UILOZe6YiceuHI+hn+0Fhu/thS//9RMqex9e99kWfdNJ9djVZ0PyQyPn63vltSNANBU4sLPzm6CnabQNZ7E4zuHdf3MT51VjAqfHYkMjzfbQ0jJSLGmEhdOnlmkq14E9EvAbWKYk8dOYzSWwf0KK4AVdT5U+QW16XN7RwEAn1pUiiIXgwPDCfzwpU5U+Oy4anUlAOBHL3djc084Z1FL8qGdxpJmco+HIinpGjJiN+l3Cu2EhBwJ14HC8lphvKC0MAAmA+hsNJVTkh9w2XDCjCKcPT+IBZVu1UC9Eo8NDcXaynjCh9sZ476cBAmpjY8uWFiCgEsI0frrewM5nzM0hS+vrQYA/OjlTnzQLfSZZlSaWv9NIG/78qA35QIwoD6WMGNlpYTegtVUCNAjreyU/95Cjp11byyidNqhLMEnZfgnzBAqZIjCVKkotUryLViwYMEcLJL0KIEoFKbD5DyWYjESTeeoHqQSL58DkWQG33u+AwDw2eXlOQmkSsTTHO5+XxjQXrW6SirTN4MSj13yJTTy8AQEBdnMssnyUB5AJMVhc08kK81WDfXFTpwzP4iFlR64TJ5jPtc6w/HY1S9MKM+YUywpQLTQOiwoNGeX5Za70jSFr59Yi0qfHf3hNP6xOXfCoIZN4qRhTWNAc8CuHNBqJT9rlZp6HQxmlbtz/qb1bJolHeUD5QqfA1WBbE8/5bnlq0DUazvy4+WjtNX0A1PzbdW4bn6XcJ3VJkMdowkpDVfvPnodDFbWTSqzzODeTQMYCKdR6bPj6yfWqiorZ4nPJnlWteBzMjhjTjEAYFe/eV9iwHwbc9tpLKz04Jz5QaksUwv7BmPY3BNBVBFWNqvMbUpRTvqiRVUeBHUUVEo4bbREqvzt/QHDsmOGpnDpMkGd9x9PHsR4PI1khkOFT105pNV/5wPlszmVfRHIFy0K8g01WfEwXZCXsqr2WSYJFS0SJB+iQG9fav2gnPxU+hJn7Ve8pqRUl3xX6zcDYkr8jCJ8bV0trl0jkFEHZW3fzlD45XkzUFfkwGAkjZ+s78pawGsIunDr6fWgKWDvYFxSY6vBaaNx2Ypy+J0MQgkWbxwMZQUJlfvsOGNOMc6eH8SaBr8qSVdsYEHjstM4vjkAmgJ6JlJ4vmU06/MTmgWv88d3DiOSZFHktuGbJ9WBpgQf0A+6I/jqcTVYWuNFOMnizjcO5SwcHo6SZkmdmuYkRS6pNiELPDGFav9EkfDY1R/NIacng520F329DgYLq7w4Z34JltdOLiiXeGw4YUYANg2/UwCS6pOoPPVwQFzQVvOj9rtsuFrsP+96p091cfjaY6twzvwSZDjghicO6B5L2a8Qtbqu36Yj28NduQCs5Xc6HQtWZvZn1Dcpf9+RUGnqLeaagfw70/E+spALeQk+KcNXKkzn37EJL7aMomssga6xhFWSb8GCBQsmYZGkRwlEoZCPf6JemVE8zWIkltY0e3+ldQK9oRRKPDZ89bgaw/MbiQpKFTtDmS6Tk8MvTnRSBuWpHM/jnk2DeKV1XPobTQErxAH9jr4YDhiQOR4HgwVVHnxSVE0YYW4eCdy9EykhwdTF4Jh6v+62/aGU5Lul5XfotNG4ZKlAoDyzZ9SwjLltJIFtvVHQlKB+kz8rynRUAuWEIOszjVJTVQJQR01lVl1mRokhV3WU6yS4q6Fcp+0YheOoQa/8zqxiTOsak/1rkSDKUlpAKIelKWDroSjaR/UHtDzP45k9AmFwybJyzYUNojRoGYxnqcbUcEy9H0Uu4XkyUp7KYaaNLah046x5QSwwEaJ2YDiOHX3CgsmKWm+WXcj61nHcs2lQV+EGTKY+m/EBVmJ1vR92mkKG4zEaMy5j+9rxNSjx2NA9nsT61nFd78ORWBrxdK5vqSl1kYbPbyEKOCXIs61F7hp+38Bvc7oRTbFgOR6xlDqJndUXTXHSPxXo9SPlPjsCLhvKfXZJgaXmYUr+AciyXTFCTCT4lc9Huc+Of142TyJK73onWzG9sMqLLx5bBQB47eCE7kJBkcuGy1aUgxEDpDYcmMgiSShKuIb1QSeObfTj/IUlOLbBj+ObAzh9djFWmRhvFLttOGmmQIbu6Itl2TrMr3Sj3CuoSTf3CITugkoP1jYK/d6WngjsDIWrVgnEXW8opbpwCExNka1lo9EYdEnHIX0SUXryfHbw0pIan/ge5zASzS57J+3IZWKByMZQaC6ZrCo4aUYADgOFKLEWMlogH42lJVuXlRres8c1BVDqEXxY9w/ljucoisIPPtEACkDHaBIDOrY7yvZD1Op644toSqj2SIrjUTULjmkL7ppi36L1fbML4dMFLYW6Wci/Mx3vIwvmIFeYvnDtIgDAWX/ehfl3bMKWnghiKQ63nd5gleRbsGDBggEskvQoQUk8ydVlWpATOPLtPQ4GbjsDVvTpUxs0EdXiZcsrTA2qw9LAPr/SdAJ5CZMe9g3GMRhJg6aAJdUeeB2CB5fLTktE486+mClPRBtNYWGVF+cuKMGCSneOAqLKb8e5C4IoNZnUDQCHRPXZ4mqvod/hfpHMXV3v002XXt3gg52h0DmWxD6VCYMcT+0WQjZOn12MYjHUhpTndorPgPKeayWg6qokzZaSSV5tnCm/QS1PPfk5TJU8MROcks8gfyyWQSzFmSOBdfarVdIbcNlU03BJm+4cTUjl13XFTpw+WygNJ4ErWtg3FEfXeBJ2htIl9BuCLmnhY7/BAgRNU1hcLSxYHDIZ3gYApV6hrSl98Vw2Cgsq3Th3QQkWVnlNKYd5nsdOkSBd1xyAS/Tp8zpoLKkWLAEGI2nsMwiKI5W/Sq9gM6AoCl4n8egzfk5ddhqfWy4shtzzwaCmGrtjNAGW4+G2CxNJ+eTXzEKE1mR5Wib700gcANNHMurtX2txCFAsmkxx0p8PlP2AGhEOIIf8lCvL9CoD8lGXdYrKoRoVu50ynx2/Pn8GGAp4vyucszh52qxi1Bc7kWZ5qSRaC1V+B65bWw2/k0E4yeKtjpDmtk4bjYagEzUBB4Iem+nxRpnXjkqxf3lfdj4URWG+uFj6QXdE+vtsceGGVIaQccBgJC14RPrUVd6FQit4qMLvkIg9Ms6S90msbKxjoynUBAS17YhicYZ818x4Tgkz15iM3dRK9eUgVgBLa7yaCn2KEshhANg/pF4d5HUwUjXBLpkdhBH0xiHy92osxekSqnoLVPkoN6fat5j5vlFfNx2Yzv56un2yLeiDKEzPnFeCvd9dhX9eNhcxsToPEEIugcmSfPLPUpZasGDBwiSOrGGYBYnsC4UmJw1D4RRSyQwiGR7eoAshXv1FxSZZxFMsomlBMUO2dwEotacwEkljgo1jV5hGQzCbhOkZHAOSSSwvpxAJa09YCCYmYkDy/7P33eGSFOX6b09POjNzcth0NgfYJecgYQmKIiAqSQXMcU1csxevyk/xXhOKl2sWQYKCiICgApIRBZYlbU5nd8+Gk8NMT+iZnv790VN9enqqu6t7umfmnO33eXjYM11d9VXV931VXfUFAXwohHSKzdVXi2I2BeQE5DNB5ATjTfbIWBLICZjTGsaS5iLknITX9qcxPCrhras68MwmAQUAuXSY+XAjCGBFK7CsJawcdkkyOA5oiQbAFTLIl/bUXDGDyZwyH2ImhXygcrOZEZJAroCOYAQ5wXwcJicngZyAnnDEcszmhPPYPZ5D/+AoepuMN/n7hkaBnIBjutohZQVMylkkkxmkshL4AIeRHBAOcjgwnKmwwowCkHIAycUxlFQOXZIBzrbFJgHhQSkvIcIHkJzkEJXZ6yI0HJCKiIemLAwypcP+yZzycWR1KK6VIz4iqe/vzwpIl2Qkwgds9zWZFBEsyshJRWSKCn1G8sjaVz0N+nkhZYkOAIBURgaiPCZDeZw4i8PDrwnYOzSKVNL48LN/UOG/OW0RFHMC0iZnmj3hPJATMDnJISeYf2R3BnNATkBGyCGfqSxrJEdBACfNDmCyLQhZVqyZYuEAApwMFNKqHFpBKsooZJTN/QmzWvHghjEgl8WSjhiWNBcxMqZYMo2MBZFLGH8w5jOKTipmeUc6jS9kgFweExOTSMWsiT+2OwDkBOwfLkDKCWXzLeQk7B7LQioWgYKMzkQI0SIgZYGRsSzCQQ5SjkMxZM6DUk5Sy2t1AFlf7MhRtRByEtIlOTT6KKbxvpvoCCo0SCgfMxbavIJeD2j/BkDVEUTPEv1Im2MCMqZG+kbb98kJRUcEC2nqPmBhHDi0Tcb6A2nsHRrF3Gi5R8QJswLYMyBgZExGTghA0sh+Np1CQbOGtnDAO1ZEccuLgxjPAfkM++UkK3pCIgZyaYyNF5ETprazHUERyAkYHZOQTikWp3FkgJyAsXEglZyEnFP+TiZF7B0aRUskWDG2koP1aOrdqTnUyy+fV/ZXqclJpJIB5TC21FY6mURBY70ZkzNALg0hFUEuPjW+mZSydwqIBeQz1nsjlv2OFlJWAHIFFHNR5ARjy+GJiQkgJ2BBzHzfkyiN//DYOFJJ+iVyG5/F7lwa+4fHMTm7/ACTJr9kvTbah2jX1a54CJkUDPWpmVy6sXeqBrT+G+k6N8Gqr630q931SEglq1+TRAEo8TsmJ4Hwweny38YDR3dxaJIz+NaDG9EUDmB+UwFNcgZX3vxSWdmmcAC3vfsQdNkwJPFROwgl/WonkaoPHz6cg5N9aasp+vv7MX/+/HqT4cNHQ2PPnj3o7e01fO7LkQ8f1vDlyIeP6uHLkQ8f1cOXIx8+qoeVHPnw4cMd+IekNUaxWMS+ffvQ3NzsyI29UTA5OYn58+djz549aGmhx9+cDvD70ViQZRnJZBJz585FIGBs4ejLUWPB70dj4WCTI4KZMn8EM6k/07EvB6scAdNzvqzg96k+OBjlaDrMCytmUl+A6dsfVjny4cOHO/Dd7WuMQCAwo26AWlpaptUiYwS/H42D1tZWyzK+HDUm/H40Dg5GOSKYCfOnxUzqz3Try8EsR8D0my8W+H2qPQ5WOWr0ebGDmdQXYHr2h0WOfPjw4Q78qwgfPnz48OHDhw8fPnz48OHDhw8fPnwc1PAPSX348OHDhw8fPnz48OHDhw8fPnz48HFQwz8k9eEIkUgEX//61xGJROpNSlXw++Gjnpgp8+b3w0cjYKbN30zqz0zqy8GAmThffp981AozaV5mUl+AmdcfHz58eAM/cZMPHz58+PDhw4cPHz58+PDhw4cPHz4OaviWpD58+PDhw4cPHz58+PDhw4cPHz58+Dio4R+S+vDhw4cPHz58+PDhw4cPHz58+PDh46BGsN4EHGwoFovYt28fmpubwXFcvcnx4aOhIMsykskk5s6di0DA+A7HlyMfPozhy5EPH9XDlyMfPqqHL0c+fFQPX458+KgerHIE+IekNce+ffswf/78epPhw0dDY8+ePejt7TV87suRDx/W8OXIh4/q4cuRDx/Vw5cjHz6qhy9HPnxUDys5AvxD0pqjubkZgDI5LS0tjusRchKGBBEA0B0PIx7hDculRQmxMF9VGSdlvazDKcra5rLADw5RHnxuMxCOs71XT5oZ23ZKbz37CQCTk5OYP3++KidGcEuOnKKW49vwvCcKFXLU8DS7WIdbOpZVp7Og0eWIdXyFnITdYxmk80UsaIuiuznsuE7983rrOiv6qi1X7TtM0Mj+0EdfQyze0hBj6Ra8lCO39BTzPlCYRPfPj1D+/uQGpBGltl0NXV7KVDV6drrK+kxBXdYjyr7EDHbWDwCu8RlLvWZ1T9e9vhUdjUJfI6HR93XTCjb1g4+ZA1Y5AvxD0pqDmL63tLQwKS8hJ0EQJcQ1C4WQkzAqZJFGALEwDz4aRovBx+PISAYCJAQCPOa0NFHL2FGhbqjbeqrssrZFAYiUXBFaWkyVJAvN2rkCUDFvTpFNimgKy+ADnOE86+F0jJ205QWsXETsypHbcDpOTih1c07s8igTvSJfIUcNI+M1qIOlLIseziZFIB9CWpQwWgiipSVapvOd6BMv5MgpLVrQeJpWbzYpoikRQpMMNLfQ1znyXjYgoSkRMJQTfZuN9ulgRo92bOa02B9zz/qqkf2WuV0N/6HRSHJESulpskNjC4A53fR6tMgmRcQ4GS1krrrbDefKiC4WeLl/YKnbqEytZd1q7Bpln1VrsMpRjouCj8Sr2ztT9iU0kLlqaeExx6Q97Zz1GMwZn5PAVyEzRvXqy7nB243Cg/WU2Wp0bz3R6N9H0wKM+sHHzAVLKAo/cVODQxAlFIoyBFEq+y0S5MAHODRHePXAwxB+SJKaQDtXtHlziniYRzDAWc+zC6hlW9MZ03VOvOJRHwyw0MPxMI/mCA8+wCES5Cp0fqPMlRu00HiaVi8Zk+ao8TpH3gNgKifTWbc10vxPZzTiOOppckqj2XvxsKJX3KrPCF7KGEvdjSLjVmPXKHQ2Kmopo6x8zjJnXsqM2zzTKDxYTzrc0r0+fPiYmfAtSRsc8TBfZvlFfgOAOS0RU7cj9UYsTP/A9OrWzMvbuFrd9DlpRz9X+nmbDohHpm5UB5Niw9+o1hpavjC79W9UVMujjSx/9a7brN6eRBjxsLLxNpKreITH4kgTehJhqs5vFH1ilxbauBA9Y1UvGRPTOkvvtSbo7sbTXWYJxtIFdCdCntVfLysau+1WQ6fXciTkJNsWUDSarOaaKlN63a4rE+emeH8wJSIej5qOn5Ox0sq12/xE0xlOytSCz63GjoXOgxm1ODQjfKBvT8hJGEwpISx6NGuK0ZzpvXPs6mlWXnCbZ2rJg2Yy5yYddmVbL6eNtM/y4cNH/eEfkjY4qB+TLBvB0o1Y0MSFQ3tr5uphgUf1el13te3o58W1hb9Gfa53m9MB030uquXRRpa/etdtVi8Z98GkaNm2U51fK9ilhXW87dSrrbOn2Tx+60zRZe0xb7dr9Ronu+1WQ6fXcpR2YIFEo8lqrmljoK/HbJwkl+WRlcZGQC3oaiR9PR3RbaHT3YDRN5IgSkhmJYAD4mFrHtFbH3qtp6cjGnXfSNsP+3Lrw4cPAl+bNwhcv3VnuBGLh3kMpkTkSu0D9BiFTm7n+kaVZBsAXLXeceOmT+0PJBhFIWmkG8V60NJI/W8kHOxzwUKLG7rMqz4PJkXsGssiFgpgUQc9NqgeRv2hxXcFgNaEsb5zu1/TIYaWF3Npp856yA/rvLCW0/aBhR+drN/VjpOQkyDkxLL6nFjzuF2+logx0jSYFDGUyqM7EarYH7Hu3bT8QLV8M6mHt2mpp7W6I3VbWnVWMU9e6rVG5h8f5agVH2jlMR5WwruQMlZ0OPXOaWSvnHp8j7oBX7Z9+PDhJvxD0gaBGzdtFe5VLK5JIl92C0qjwYg2o4VU+bcSM3UolXf3kNSFmz61P5LJIWmkcdzO60GLf6NKR71clOrtJmyHFjd0mVfjPJTKl2LzcRX1Gx4yGek/nQVJJBhQ3PYYrbPc+BBpVGstLVzR2ZS1zahOO2W9Auu8OLGyNbJGZuFTWhtu6RkhL6HAyxhLF9AeCyou3SJvfThrc34aeW1ipWsolUdOKlL3R8x7Nw0/JEuZoIeFPLriIfWw1KienkQYsHNIWuIhMrcs+saqH2b6z0u95gX/TIfLqukGISehbzSLSFCJpevlGtI3mp2SxznhihAvhB9pOo1mjchET4NaV3pBW62+YRp5bfDhw8f0g5+4qUa46aabsGrVKpxwwgnU5/Fw9cGr9R/tLNC2a0SD0e9m7XUnQojwAU9jqDmF2p+QPde+eqORaKkXrORoJqGR5tsOLW7oMq9gppeM+siiF5302Y35dTrW002O7IxVI8gN67w4mT+767RVG26NVzyktNOdCCFYShJU73nwGk7lyM39UTw8lfBNKspI6qw+3QDhITK3buh2M75r5DWEhkbQOdMZNDkSRCVBba4ge85vVvJI+BFwT6fVisfdXGOqhS8nPnz4mE7gZFmW603EwYTJyUm0trZiYmICLS3lIf6tbqOrfe42pkuiB0OIAnD9XOXfX90HhKfsSokLW1osIhYOlLmx1QsHg7WCmXw4KTed0UjzbSoPJnLktK1prVdcaq+a527KES2sQCPPjRfz2Eiy6Daq6puB7Bu5gE+3cWyk9UjvEqwfR6MxV6GbK0GO1nUuaLww3fiDYLrSXSs4kSM+Eq9uTHX8PpgLGYa4IGi0b6xGh1ehX7xEI9DgFI20Hk17uPzd4mP6wI58+O72DQRLtziL57V2NaiXa0Mt3FQEUUIyJwEye2w1r+G7khxcaKT5JqE5kllFLlgSGjhFvVzIG01/VrseuAW99Uejz40n7rTTIKyBU3g1XrTwEzN5HL2G1kUfiUo5jEf4CjdhM9R7Lmh8V2+anKKR1uqZAi/G1ElCNK9pms6wG+KlEcZvuuoYHz581B6+u30DwcrFgfacxHghiZeMfvMStW6vFm4qxIWtOcrXxeWr1mPqY3qgnnxBEho0R7yViVq7WjaCvqT95mQ98ALVhhVoNOjHmmX+PXM/ZGh7Oq4FTl3/fRijOxGCVJQBKM5f1Y5jtXMxmBSxfr+g8qYbPOrzhw+vwMJbZmXs8ngj6W2vaDHT87lCEYIoNUT/tfB1jA8fPljhW5I2EKxu2Vhv3p3elDnNguhmcHUW2LmN1Pep7G/OvA1ilVGP5E01sZadxm4njYhajGc9bsG1/Vrc6SwjvJ2xqbW1gSBKmMwWMJTKY1FH1LFusdMei852sh54AVpiikZIaGcF1kRcLDLlZKxZ+MOsbfI+scqslcy74SppNF6NYElUD1i6wjOAuAgXinLZ307BOhe0zPYAsGkgDZ6YWVAsW1nq1PPSwcofPtjhdN1l4S2zMizrhJa2ar7DqtUVTmh3AlM9r0sK7OXeuJH3lz58+Ji+8C1Jpzlot2JOb8qcBNV2O7i629D3yWkfax1svBa3nX4QdXdRi/Gsxy24GzLTyLymWD3IiAS5mugFN3V2vdDI80lgRKN+rOuZpMLUcqn0PlC91aAdGNE9Hea8UUHC9ySz1SVVqqf+H0rl1fkXRAltTTykItQYqXbo8nnJh1PUi3dYeLzsMLKK7zA3dIUW9dAb2ja9njNfn/jw4cML+Jak0xy0WzGqxSnDTZs2GQDrzVyZ639pgWqkWzptn7R/A8BgSkSPrjyt3/o6akK3wW2nm9aK9ejXTIab49lIlja0fhlZZAs5CUJOsYLQH0Q1Iq+RfpCstlb0lfWboU9UfcKosxsZ9Z5P1vVsMCUiVypvNP7av2ulX7XtGFkEkvdbXbAmsmVpY0B32dpJrIhNvDEOZujHOx5WwpQQOLXCtmv96SYf63Xk7JYIlnaV6zXWtp3qzlrB97KpL4aSIviIQVzQGq89LLpaTxtQaTlp55uK6Aq3+ljN/sIty10v58wpT/hy7sOHDzP4h6QHCey6FA4mRSb3DPIOa/law+iDeDApluJ7lcOJ22st4abbTCP1aybAzfH0yj3KCaiXLmX0aX7PSyjwMoIBruyDolF5jfRDT69VeUGU0NNsfXjVSPPoJuo9n8zrmcblj+lwqUb61e56XC3s9MvKVb58rXeFvBkH/XjHI1Phe2qxV6oFH3vN2/XUnTNVb08XNFLyJCe6kybjrPVodUUjwA1Z8HrOnNbvy7kPHz7M4B+STlOwxvzTxpOy425h92au2ttdo7hXZrd82j5blaW9xxWKrvfDa7hBn3976i3cGN/pxYf5qd9DPAbFYoX1nhHsyDCtrJYeJ2PttZ6jWt9R9LOVHvcaZpY7XsNJn1nnwcl80axPncLQIpyRLrtjY9aetl9AdTHixtIFxMIBDOYrvTF8KBhLF1TrSysLdNq8VaML9G0IOQmCUD5XZm1q67HNdy6tXfVcAxtx/T2Y9m22QjcYraGQELf5Lg1UWXJgKW21tng5v27qEi/b8yIeqxkaUc59+PDROPAPSacBqJtZ3Q2Y0Y2YlaWUW2691d4UEjrH0gVEghyGUnnEwgHThBXaPgMo+7fZQiuISiKMIDf9FkY3bmS9uD1lSlJS401+vWiaDjfvXiEe4RGHsfWefhNsJMNm8j6YEpEWi2os5PZY0PFYu6XnrPSokfUYix6vhdyw8qsVLY6S/+nHgOUjlHHeSDnWRFOs1qes/TTSBaz029Ulpu1p+jWUEjGYyqMnEcJhcxKW9QJTfRZECe2xIMbSBURDld4YBzPIZQMAtMemttfaedFaoJsl56pmHdHyF0muGZUl9ZB0MCVCkCv3V9p9GE2vsiRDY7Gwt9sHM7iRaIxWvtHW34PJ6q3bBg8ZrqGS8SEpa1I87X5FezlL9iFxkafyF41/rNYWN+bXTD6dJKc06oslHQ77IohKLFZwQDxsPCdu7IcOpksHH8DusSyGhTy64iEsaI/Wmxwf0wR+4qZpAP1BAsCefMLod7O66wFCZ3cipCZRAcxvlLV90/5bEM0Dn6tlQ9YHrzMRVjzhBCzjVuuxrRdNXoxvo8Fs3Mz6TzbBSc0GlSbDNJDnANQD0u5EqCHG2oqPWPUzrVwt5IZ1DK1ocUKrvs9e9NdOnSzyy1pftbrA7vtm5bXP0vkiJFlGOl/pTWEE0mcA6lrNB/ygpFoYJW0xmhf9mOotz9zQbcpBkKIvCSSLNo30qhHf13PNM6LJrh5p9L3fwbCvcAJDWaPs7wnM5E5fTrtf0dYPoOq1jvUZK8zk00lySqdw2pd4mEdzVInJ6vU3a6PLuw/3sHssi5XffRHH3bAOK7/7InaPZetNko9pAt+StMEh5CQMpfJIixIWdkzdfuhv94xu+6xuAevtbkALiq6lycwKiDYGgLL45fJFxEp90r+rvidOuQmrdRwE7hd2rauY6mQYt1qPba1pshPgf7qjfNzK5Yimc7RunHyAQ5p8cBjIMO1dMq5GbqJu8bITWPERq342Krd3PIdYmG614gZYLXdIPwF6+IB42L67esUYaMbSLWsPVjm3k1yDpT6nFmlmusSMRrP2tM8WtkcxlMqr7uAsIH0uSyRFWUOnC7ywJFIvfFgtnWljSp7p6nDqkq8eHkWnAsjyAQ49ces2jeituOypo+WlIU0213az8m5ZqxrBTet5N9GI1nZGFr+Cfk+h0U0koaS2HyQchtlejRzakX9r69eH/2GB0Rw6sXqmecuZyeeijmjN9t9OeTUesY7H6tae/WD41vOhYFjIIy0Wce25C/CtR3djWMhjQdy3EfRhDf+QtMEhiBKkooxIyBuBrrdbEc0to+LjwIHrxry2SMVtr5MP9pkMN923WMat1mNba5oOJne4snETrcuTsSFWSoUi+9KjH1fqIWydx95r3o6EApAagLdIP43CB1i5FNppA3AvyQ3r/LDykdfzbUaHG7ze0xy2fZEz09ZGL3SG0WWDUVt2xpRWB0sfaIdGPYkw4OBwoBF5gPUCymk9gPE4u8VD9V6/jNCIdDmRA5JQUvtcGw7DCGaHdvXcOxILV71bOusl2XSGW/2YKePhgx0L2/1Mkz7swT9Kb3CwuB/QQCyrSJIGp3BaD+t7LG4Zhq5qlDbIjexYOq/eLPsuSnQoLjhFCKJUNZ/YhVv8Wat6WdoVRAm5QtHnNQq0Lmpa+dTLLm3uqtERenitz7yoJx5W9H9z1N4aYJcu1nKDSeVUnMVtsNpx0/JNLeTaNRdnl/rthVumljYv9GW9dLBd1NJ92a5M6MsYrS+uuOhOk/kCrHnXq74YjbNbPNSorvQ0uurNLzSarMYvHipfRwC4tkYBzsZEyEnYOZLBzpFMGT0s9Tr9LrSiZ7roARbMtP748OGj9vAtSWuEm266CTfddBMkyZ7CZnE/oEEQjQN1m7l2VGSK1N1wsibuUOJgGQdE1/bPrrUfaWMoJUKSgWbNGJF2lcQuyh3ATHd9dgorqy9Ps206tFCwkiMvLR9M5abEd8EA599OU6C1QNTKp3aeBlMikjkJPAd0J8Jl7nRuWQQT/jBLugBUpwfNXDP7RrNqvGVWPnG6BphBL0ck/IGWVmofNBbBRnrVTUtQK8tVK3qdtmcFy3WQZu1kg8ZqLIJYadMmQCP1WoEpGZ4NHVxPd143LInM1iMjt2DCy2Y6qELfGKwvWks67d9W0Lofs+pEy/oY9oVVu6VrxgWo9BLyav13y1rVbv31Bo0uS6tNB3NtJEe0umg8r6VTfUeT3T4e4REPh1XZ065fbngrkL2L9lvECuXWoPQQTWZjHaeE36kmLIQX81pPNKIVtA8fPqYXfEvSGmHNmjXYsGEDXnjhhZq0p1gJ0gN16zeaZs/0N7Rm72qfA95ZcJI20vkioEuuS+htlIQujQ6zG3irufaqXTNYyZGXFhlm49GoliCNBkv5lIF0vug53wHmSReq0YNGz5SDDiWBSr35RC9HsbDxh7AWdvm8VpZWXuoqJ+1RLbBqRCMrbQBs8yNLH+zMea3nzW2YrUdWMgQY6yD9GLq9Tgt5zQECo040rY9xX1jtPGvHwYlFoY/q4YUuNpIjs7XUcv3Ns+3TXOMZ2bqInhYra1BDLzqb4+KG3p5uutrXBT58+KgWviXpNATrjV4srJyB01yEyPt66J/RbpJJwHMayPu0RARu9EnbxsL2aEX/GuFGfjrduJpaLJnwCVBdP72ap2rqteqPqdw0AN+xolGtt3oSYcTDUxtwpkMWm30h7bMkXdDqOT3ddnSo/vdY2DwjeD3mh2alQu2DTT438gKw2zereqx0lduwao9m2QRYZFK2MTZ6/rUzFjQZYLZqZhhnOzxS63nzGkJOQkvp31YyZKaDKvQNzaKPka9oiId4CJgKf0IOHVnmgmrdZ8VzLs0zbVzMnlvR7Qam037PDVjJt5sybbWWmq6/AbZ9mll/BpOimuDOzCON7F0qDjMtkuxZJikysmAOVyZQBKasa1sTYWr5avS203mtl3xMpz25Dx8+GhP+Iek0BIsbgWK1RHf/rcaVDzAPeO50YbLjGtHoi99McfOwGueZ0k8Cq/40Ot+xolHnzcn4Ou2Ll3rO1DWTIalRI8yPV7zuVt/09dRaNu20R2g1C1GgLccyNnqrHidj4WTM3B7nmaJTCbRhKywPHarsOytfGbatcT8WRAk9BkmnjNrV8qnXfXUDXunVRtDXjQQ359p0LbVafzWJypxiKJVHTipiKJU3lTEjerziDdKeVn4BOPrms9umXfjy4cOHj+kK/5B0GoL1Rs/M4pNAa41A6ra6iQcqbyqrhbZPdm8eq4nD4wWM5sfM+qdWcBJL0Qh2b5ZrPR/17E+9eI+Fx+plveWWnJaV96gv8TCPwZSIXKk9Fp1I3rPqg5Versf8DCVF8BHzjxjWeaKVq8bqzYnlWr1hl0ftrq36Oq3Wm1rpIFvxzqukrxEt+IS8ZKovXGtHK09hXrUmo435YEpJVNMTnorRKOQkxMPO1zzA/T2gtn4v5tSJzigbPwPvKJb9nm+5ag9CTkJWw9NW66zVmAymRMTjiueZnbHrToRUS1IWmml1s3yHaeuw4jctWNaBeqMea7UbMnIwyJkPHz7M4R+STkOw3uiZWULpEyztncghwgfQHK10ASEL93Aqj/ZYEC3RoPsbWE2f7AZSN7qpHEyJSGYlap9M63Po9mhlVWFm/VMrmN3q2r3xtXuzXOsb5Xr2p1635yw8RutntTzPAiN5tDtW2vKs1k92Qaw+J7MFbDggoCsRon60kD7lpCLmtUaYkp+Y6WW17RpvylnG35TfNR+xQ6m8GgubjAWL1ZtVsig7lmv1hp5HyW8AqAeEZB1mTfym738trZiMIOQkCGDXidXS14gWShF+Khkd64ExAOq/rWSR8AtgLL+CqEkOw2kOSfPKv52seV4lKHSa2E77vtnYOdEZgighmZMAGYo7tY16veJPO/VO14OetCihKVypK8bSBbTHghV9txqTZFbCrpQAAGhvUtZflvHoaQ4zW2kbJW+yWu+1KJNXA37TgmUd8AqsoQjqsVaz7FVYdKytfek0lTUfPnwYw0/cNEMRD7MF4QYUy55YKAAYhMojC3dRlmuSdMSKdlvlzcP/UaE/aHKrrJZOu310C2btek1Trftcz/40wvzaocErnq8ARR5dlXcXEQ8rye+KsoxkVjLuLwfEQpUHFkZ1NmIyARaazGgnPEEOSHMFZW3RJ4cxtaY04KtGHTMz6GnW903/txd9rPW4CXnzedY/q5a+RuQLJ8ndjP5tBlY9Hw9rksOENIcpocYbc+UA1nliu6rWJQPEw8rYNUd52zR5NVZereuNhJiBrjBK+Gg1JrmCDEmWIRU9/oYxSCRrZ29jlcypUaANRdBoYNmr2NGxLJiusubDhw9j+JakMwi0mz2t9YoWxLqHJFgyc4lQF+4oj56Si5WRe5dd0NxL7Fq6Gd1UGgVTN6JDyInqRwere4itsnW89TWigfWZj0o04lg65TGnPC/kJAiCiB6GNozk0WysWCy17bqoWUHb5qKOqFo3bWy0fdJbj1n1hdUSoxYYFvJobjG3mDDl9xJPqImuKFZxLPNCc01sdL1kxqNCTsJgUuEf/Ue/lk+86KOhhRuDxYsTmYqHzOdZPybxMF8V3zciX3Q3T+2PAOPLB/38q/pUlCpkgEUHmu2XFneWrNrEomF5o3dZ9lrVWFBpLdAFUQIf4LCoI+JoXq3WMEeJyiL2vJD073rm5eDBut5ISIsSZrdQ+E8zdxXJ+3S6Ja65kF3YHsGgqMiUG3sEGuJhHmmxWDbW2rli4b9q+K3WsBOKoNZg2atYXgob6DqjddGoXt/C1IeP6Qv/kHQGQR9k3MxdgLbJZl247brDm4HFnYmUs9umnc2kkJdQ4O278Dbih1qjoubunw3ojtmosPXhpSk7mBQhFWWLN+y3QcAyh3Zd1Oy02dMcNv1osaNH9X1hTQpRC1RLh1G/7c6FHdfERoGpa59IDzNQz3XDK5liXmtnuF42mnMtjA45BVGqkAEn41XNGNt2M3WhLeJGXY0bv5VMzXS+o2G67k/180SbO+vfpuqLR3gsbvb+8NE0xNkM4z87oQgaCdXIhNm6aHgpOcPm3YePgwm+u30DgtyGCjl7ZvvdiRAifKDMmqfe7j4sdbG4M7nVptHYxkON57pnB2Y845Sf3IbRHFZLn+GcNog75nSYG6eIh3nwgUoferf6xTKHbruo1Upv6vU1K7zgGS0d9eJJMj4AppVM2HExtwOWedCWYZ23esiU3fanM/T9syNPtLFxMl7VjDHtXbM+sLZFq8PKjdpNzHS+A2qvu71qj1UGxtKFMloEUUKuUKwoN5iqnkarvlrx13Tgv+m+H/UaTtbF6TDvPnz4oGP6mW0cBHB686S/2dPermr/roq2KjN601xkWNxL3LoRN7tpjoft3Yo6zfZcVTZvB5a2TJZDNXAJYblpjTqo16h/tbCiaMS5ccpvTt0R41yl3Lh1e84yhzQd4kQXaesjfdD+XQ1obTm1xPDCMmHl7DhaNCFa9PEz3eQdo6Q1ZK7NPBUaxXXNLKyCFlQ3UBetAfVzVWFZZSOxoJ5ur9w+p6t1Gyv0/TPV/5T9kJHXjxkPuSkXNBrseCUZgVaHtm+Eh436VG0f7fKd2+3XAjPFW6db581lNHday01B1CUVE6fKSS7QaNVXLY1OeMWN74JqeVTfR5pcAqi7DNRLFp2sizN9vfPhYybDtyRtQLh586T/iPKyPpa23KbHLuoxtrRDBztjwFK+Wmumes5LtXNSz5vaRpwbp/zmJg/U+/a8Wl1US71pF16PrbZ+L3hHW5b2nln/6r1+0Ojwat1jtfg0S+DTKON1MMMtfrajr9yedzd0jt1x8LpPVqh3+05Q63W3nuu8vm0zWngXaLTTVxZ+ZnnH7TasUGEFL04lZNT+v94yMB1k0YcPH9MfviVpA6LaG8myusLuBm43q4+lLVIGME/+5NVNYdmtnuameTAlIh6PlluAWNDAOrb6cnbnhGlcTW4rmSyHXOATp3OmpW8yZ79dpze1bvBYI86NU36zKmc0XkJOQlxfl0e351ZzprV8YDlgqkaX2UG19dEszrwCzRJO/Wgysr610T99Wf17Zpa8TsbRiSW1li4W3c+67tmRLVaLT5oVNGu7PryHqf53KDcV+qDKPYYRtO1ord71FmYsa2iFXtH2gUKvV31iRb3bd+zZUWPLunpZydF0nxEtPYkwUO0hKUNfSWKftCghFubRmtB49lnwTzzMYzAlIleqx8m+0Kt9CwnFU5GY0eWkmXbp8tc1Hz58eAn/kLTBob0xq4WLUTX12fmos0r+VG2/7YLmjmNFA+vY2tnMsbzvBdxoo9ZzVi3coLcR58Ypv1mVMxovIV95SOoVrOaMPDdLmkJQrS6zg2rrq5ds0Q5Mqw1tYXWw51Y7VnWZlQMqXdft9sGsvFMa7cJ39WtsOJUb/f6p2j2GEQx1vliecMkJ32rrpiXL9KpPrKh3+9NtP+VDmbOpxD72+Cce4REXeeY5p9Xn9j6DZd1yM2kmK/x1zYcPH7WAf0haR7DcxrPcmDVCrCS71jqAuaWXmzeFLLTR3HHqfVvpRexSL8E6Xl7TyVq/P7/2YDRe8VDt5pvFGoPFUt0L2pyChQazftPWES8xli4YJptyYmFm9L4TN06jsTSjWUurdoztWPVUi3rrIrtQxxm1uyApa7eO8uo2nK4DAMos1SzrrsyvZ2k9bajzdRZmTvjWLs/bsfR2gmp4ywu+nG46oVFA001CTkI8rHvugQ6Jh5XEPuTfTt43shZ3Are/y2j08gEgnS96Sp9TzMT1wocPH7WDf0haR1jdxjMvcA5vnM3cZ/W/WyVs6hvNIhJUduEstFpZerl5U0gbHyEnQRBE9JTKEHcc1oQcat0eLsJ257VWlgdmCW9ovFHBSx7TaTjf+g9AAx6r1caqkebXrQNbJcu26Nl8M1ljRKwt1VV6RQmT2QKGUnks6oiy8a8NvckClvHRjqX2b+372nXESQI0VmiTZag0lPouiBKkoox9EyLmtoYraLUC6QstQ7HhO5pxJ+8PpkTERV6tg0azHhWWYzqrHtZkYE7cD6ebZYzKs1LlIWkjrYmG9Xh84GbWniBKGErl0Z0Ioac5XNEny5Aioi5BjVm7WnngpvY7+udEr+hlJx5R6O0bzar0Au7wq74Oln6zWno7gRFvOU3OWOtEUzMRejll0a003aT1drGjQ+wmqo1HjBP7MF2GauZ8MCma7k1YwNpXq+8ysz1/dyKMQlFm7qMVfW6uH7X6JqK27R/Q+vAx7eEnbqoj4mElSHZ3IkS9vdNvCq3qsW11Y1A/7XczWpRNO4dcQbakwSmt1YDWJvmY10PbT5bxZ50jt+h2s7xT2OkzrazXdBrNtxsJMtxEI82vXV431B352s83DaxtxsM8cgUZkSBnqNtYdaFTvmGl1ah+q3XETRjRSmgDgFxBRlsTz7QeGNUPwJG80t53yn/691hlJJlTXBC91h/1hDo2FCvyRloTjWB3na8W2jaGUnnkpCKGUnkA9vnMzhho5YG239HWZSR7enq9gp1+e7GmWOk2M/6ods/hgw69nCazin5lmguNbir7tw3esfruqTbRkhms9iasdbDug8zKmdGufddJH72Um3rsPQl8+ffhY/rDtyStIyytohjdbZzeOBvVT/vdjBbyG8uNmdu34yxWXVQ6wjyEfKX/mb6fVuPPOkdO+mAZD8ggmQtZlL26vbTTZyoveWwhQau/Wprdhl1rbcBby1eWPhvLxtTHczzEQ4DJZttlK0xDWhl5LB7hsagjaqrbWHWhU75hptWoXcr7ThKgscCIVkIbcf91OpekfjsW/dpxob1vV48a9bWC/2mWRGEezZp/1wquWt/YsXgSp2RfTX7oov6kzaMr+sHmOu9qewmolqSAfT5j9djQtw/KfqesjIHsdSdCZfQ6gZOQIlb9dnsPYaXbTNfGKvccPujQjyEf4JC2OHSi6SagPPyOHd4ZSxcQCwcqwvcQ2vR1s/bFClZ7E9Y6WPdBRPZpfTH9/tNbhNvso5dyU09rbF/+ffiY/vAPSRsY9ThMMvrdjJZ6LkRlVkS6hdrMNSse4RHnKt1K7G7E3ei7UR+cvOe0Ljuw0+d68oZTOmpBs5tz58acs/TZUDZEXZlwuVxZyaJbfXAKu7rNjt50E40iSzS4fYBRrbzaeZ+V92gfg7R1xcjd0ku4KT9O6yLJD2lJeGpNixW8PnAzay8e4W2FGmIZA6t9UDDAKSGFGN7Tt9/THLZMgmcFlj446Xct4FTvNrK+ni7Qj2F3IoRC0f5nq5CXUOCd8VJ7LIixdAGRYIAqJ6yhfZzwQ615yEjm7B62VoOZIjczpR8+fBzM8N3tDSDLla5J0xnkhlDI1db03+t2qe4aJQsEEteuHi4Xdvpd5q7i8D2z3xoJteLDevE7K6qdO23/nL5XK2jpi4d55ApFCKJURoPXfDtT9V8jwk6fG2F8jHjPijbyHoCq+1DtOLgpP07roiU/dAoyHoCzBF7TAfo5N+IBlvkwKmP1brV8Y0Qz+Z38B9ifx0bfy0xnNILedQIWnqD1LR5ypqtJe2ahbJzwabXj78X86b+bat2+Dx8+fDQamK7klixZ4mqjHMdh+/btrtbpFkRRRDgcBsdxKBaLCAQa4xy52sQqbtzKO0l2UE27LEkwtFZ45G9BpCc28NoNndAsiJJKA2mT1Y2a9VZa+57eRaZuVr0OExx4QguL9U0dA6tr50lLB6vFjrZ/VpZbVoltaiEPZW5qNUyIo77PyHduJ3TRt+tWgiy3IeQkZDU6pJp2BbE8GRb5jVaXl/qAdS5pOtMsGaFeXu3obENaHfCnE0sfuzTZ4QGS/NCttu0m8GokOFkL7VpxmYWUoK4pGov/wZSIno644R5CLZcUy5JMWfVB/ztJJmeVqNNOYsXpiKr0qQdrgOG8NViyGSfhNkjfdk1ksar0WzyieLiY6WqnPGhVhhpayca6p6xFGaTzRSxsj1YkeyP1VbunMPpuotbRAFbetU6+58OHj4MPTIekfX19rjbKceaxkeqFgYEBfOADH8B5552HT3/60wgEAg1zUGp3UdKXdyM+CovbrB7VtCuISpB2yEA8zO5qRmuz1odzwJTlhJ22nYxXI2xYWOmoVZwelnam07jpYWccy+ovvZeD+9mBLdsmHx462pkOtEUlaQM4c11gBNbxcqLj7LRbrR73CmlRQlPY+sCGBfEwj6FUvizhhFFdXuqDauZS+WCkJyP0Ym11wp9e8YP+gKse+rHWesptOFkL7fKRWRtW7Q+nCujpsC6vTdpEO+Q0opn8rsZdbQC+rieq6Z8XY2M0b402D9XsjTL5ouEzGj961XeWPZDV+4OpPCRZVuVQ+75bewo7NNVqH28Gt/dqPnz48KEHc3CXE044AXfddVfVDV566aVYu3Zt1fW4jWw2i8svvxwdHR149dVXceONN3p+UGrHgiotSoiFeTUxhhXKFlGXbodpH/xWi6TZLavW6jItFiusFeJh9iQYe8dzAKfQ1JOojKFltairSSccWh2S54ByONqqs3YbTInIlcqZWWqxWk+Uve9ww+LEOs9sHFjoMLKgdGNjYydZixW9Tiz+nFo6OpFVVusiLV8SntT/bpZ0gFVHxRn6pqddyEnYOZLBsJAHZGBhyerQqJ7mKF0XEGunWDigygOLtSALvVUffmksR2j1s9AzmBIxVtKTZrxlJ9mRHrEwX+YuTb1oolnEGFjf6BNOGPG3m9ZiFXXr+kCscQBYWmxrxwHQJf3QH24ZWPFp67Ky1jKzBLT7IUvTRXb0md0DLiNYWSESWs3WQT1Ps9TJ2oYX6BvNgBeUvaLVfs1sLTSSNTKvZI7SYhGxcEDdVwDKGO0ayyIWCmBRBz0+bleifOtP6iPvk3a7EyHsGssCvFzWBq0PtN/1smA4FgbtW8HImkz7b/0Ya9us1YFKNYdKXhxIGc5bAxx+AVOeDQA9TIPpPrTUt7QwxeODKREIhRAPl3vr6GWKxW3eaq9ntQ5paTSqV7v+xMM8ehIhpPPFimRvZd8dYb5Cdmj60my/ybIGGdFfa7i9V2sENJoltw8fBzuYD0kjkQgWLlxYdYORSKTqOrxANBrFZz/7WRxxxBHo7+/HL37xi7KDUlmWHVnA5nI55HJTqYYnJyfVf7PcAAqi1oKKXXFqFzE33AH1dZK/qwHp/56xHBJRvsJaIR5hT4IRCQUwIuQRCQZAszSzWtQlhnkwG0PynOZWFo/wlS7GVd5aa993miijnLeqt2yzu3GyMwZmcuSkPit6ndzOs1g9W9FRrazq6RZEugsVadOqPSYdlTc5JLUY42ROQionoTNunjnZTBcQa6eRsTyWdTdVpefc1nFAdbJKdEcyp8gqq0W90XGzkRzFIzxadLq34iOOwguGVikG4+jWWkSDnpbKPnDgA5yhVZwWZjJppecIHUaWmKzrvtMEGjRdZEefufUBbGWFSGg1o0tPC0uddttwAiM5SmUl5PJ5dMZDtvZrNL1NkzWyXqfFItpjQaTFYkVCmaFUHnyAA2DsNqtP4mS0HpAx9toKknU9MqtfSyeNZiu59BLVyFQtD6RqffhlJEfEs8EoTAMLX8U0B2bDqQLaWulhIbTfVyw6xWrfbL0OWddL5JvsGQ6bkzB8h+zvgEqep+lL1v2mF3rTTXixV6s3Gn3Mffg42MBkHnnRRRfhjDPOcKXB008/HRdddJErdbmFYlGxLrn44ouxdOlSnHrqqfjwhz+M559/HjfccAMAxdJUFEWzaqj4zne+g9bWVvW/+fPnq89Ybi6JBVVz6UbSDrxIfuBmwHHS//ntEUT4gHpLahfE4rQnEXY0ToB10gmruSLPAXpgeP37+vLkP9ZkJ4LIFmDdDE54y2wc7PIG6809YC5HTuqzotduXYQHm6PO+E9bDy2xkRGsEmQY9YNVNzDpqJDDjz8X5BZQMt5G+ADmt0ccJUCjwc3EBFa6geV9Ft5imSsjOWKhiVY/7Tft2OnH0a5c2YFV3YRP7KwzTnQtoUOb7EMrpyz1VTNONH5xY9ztyoR+vKkJVWzS5WQOveA5IzniAxx6EiHVA8ZpEkYjWSPrNSBj21AGgFxRzskYGdFB+80OH7CMPW1PyNqWtrzRv/VlzZLw2IGba8TBCiM5ijHut1n3JV2JoGFiMzt7YLIe8AEYvqNd73eOZLBzJFPGI0bro5YWVh614nmaLjCTN6O6zcbDlwH3YDXm/jj78FFbcPJMS+PuEnK5HJ555hncfffdiMVieOqpp/CHP/wBS5cutV2P/qZ0/vz5mJiYQEtLi9tkl4HcEloFzWcBcQUZFvJobwqiJRp0VKebNNkB1Y1BFIDr5yr//uo+IGxkD8cOu/0j5VkTHOjb0LqcuG6ZZdP1Y+dIBsmchOYIj8WdbBbAekxOTqK1tbVCPryQI7v0eukKo63bzCpZDyf8o33PFTk0kaN6uQ9V27/BpIjJbAFjmQK64iFHyaLcpskO7MrRtv4hLJ3X5Urb2n4CqKm+p7nUApWut6xwa86cymkjgToWOtkX5KjhWLOOJWuIj1rolWrkqBreserf+v0CclIRET6Aw+bEmdz13drvuL2vJAnSaHvKeu0XWeAWbay8PJ1dcavZ1xkmGtLtmSrCcFD4vdoxtDPng0kRByZFgANmN0+FAKt2faxlH2pZlw9rbN87jGW93ZbfPUbydrDipf4kjrthHX556XJ8+O6tWHvNMTi2J+D697+P6QE78sHsbj9ToY83StzqI5EIzjnnHPT19WHNmjW44YYbbB+QAkp4gXqFGNAeoFUL4sInFWVqMot60GQHtXJjsNs/Ut5O/DdtG172y1HdHl25eCZHNuit2Vjb4CEn/KN9z2s5rJf7ULX9i4eV8B9SUUYyZ+7mXiua3ICRHMVcpEnfz1r2meZSCzh3F3ZrzpzKaSOBZSzM5J11LKsJR1ArsMhRNbxj1b/uREg9FKKV93J83N5XGiVIc7stt+EWbaxzVW+e9wIs+zqjfmt/Zw3DUe0Y2t2b0eKoV7s+1rIPtazLhzXc3Kf58OHDGsyHpBdeeCGuvvpqXHTRRQ0bV9QuCoUCgkFlCMbHx5HL5TBr1iz1+cjICH70ox/hJz/5CT784Q8DgOPYpNMdqgtfyT0WmAqwD7Bb6rgV88jubaqTxdzJja2+f1Z1WMa3M0g2oN8serFJsTtmPYmwcphk4ipSS0sIq/as6NXDyw2h3iJYjaNmkWyCOd6VCwlzHMmDzTFzi0fs9M8o+ceijmhFIoWZCjflkYx9rSyvy+TB4DCSyJCdpDDavpi1abce1r6YQZuQwwtvApbkUjSYyTurTLLojEb9OHeim6n16A9SdPPR01yenFJf3mp8FFffclkw0oMVh91V7uH07eQKssLHVeyP6mFdqY11qv3bdj2MvFxPnq/nOAuihD1jOcxvj5TRAmhCBSVQdmmgh5qYtdrLU4b1QPs7zUOJxtN2eWgsXXAensylbzA7dU1nK+hGgj92PnzUFsyHpA8++CAeeughNDc349JLL8WVV16JM88800vaPEWxWFQPSC+77DL09/fjtddewxVXXIHzzjsPl1xyCTo7O3HzzTfj+OOPB1DdAelNN92Em266CZJUu5gibt48xyPliVO0Ab8B55Y6TmG3b44OhVwYv2rroFlGufUhZgW7dVt+0LgwnnbkyKo9t/tXDYzqtpp/VtSLl+2OWT2sZbRtAlO6rKc5zJw4zm479d7s1mI98rK/RnUb8Vs8Yj8pDGub1cJJvVrLKSTcX3+d9tUNHcl0GOuhLrYDr+SIdhFqZy2zXIvzEgq8cRI2wLs9nb6d9phzh7Z661Q32me+PKgjz3s9zmZylBaLSER5pMViGS1aF29ycWAESbOme60j7Y6Vk7GtRmbqgXrLqQ8fPnw4AVPiJgD45Cc/ie7ubkxOTuI3v/kNzj77bCxatAjXXnstNm3a5CWNnoC42L/tbW/D9u3b8eUvfxk//OEP0d/fj29+85v41re+BQA4/vjjUSwWq7YgXbNmDTZs2IAXXngBADBkEOzai4Qhpu5xDtvT1s3SDitY6WFtU8hJ1ODpLHCjX9XWQd53K9mAGbxIdmM3YYkV9HJkhnh4KgkSLTFWIyX3MYJb819PXrYjg3bk2gs9WU0freiplZ4UchKGkuZJBvVy5GQcWZKq2ElCZgdGY+lmMjYaxtIF2+8Y6UUiE4D9xIrahBxu8hWBvk478nYwJfOwsx6ZYTApYv1+QU2mR8CaYI8GU1kI0RMbqfIqSo54naltF/eO1fCpG6jH3tdp+WrghY7RwkyO9MmHrOacNi5WiVkJzPaw+t+M9rN2x8ruOunld51X9XnBP17w/8G0dvnw4cMazNdRN954I2644QY8/PDD+N3vfof7778fu3fvxne+8x185zvfwbHHHourr74aV1xxBbq7u72k2TVs27YNu3fvxs9//nOceOKJAIDVq1fj1ltvxa9+9StEIhF84QtfKItZ6haMbtVoN25mrgpmz1huns1u+OzUbeddKh2l8oIoIRIMKO4xIm/qykJujs2SFgiihGRWAjggHpbUPsfDPOIWZ961sorR9019V+d67TXcsnqlWadoE5bUqj/xCI+4yKNQlDGUyldYYnrRX7dBdc2ycMFnrccNWoxQIYM5CZApMhipdMsmv9Fco1n1BAtdpLyVLjN7V33GwAtm42dXx5vq7dIzO0iLUx+YZnNjp89a+WO2qqH11UIvCjlJDYsAKFZDQ6k8FnVEXbW6F0QJkiyX0WJGu55X9bpnal0yt4KiocLd2mX9Y9eSUYtq9OLB6papj6mo5x1aYhS92zqRAZJkbjAlIpmVwJcu2eKQQFJTCHkJ8TjF+lTkMZktYN+EiLmtVSQjMuEBmr410veG9VP2gfp2yd8suswp3Nyf1cIC0SnqacVK03Vmukn9W5ri955EGIJsHW7FbA+r/43IpdEexgpl74TZ10mW+gdT4lRSUofeMPo93GS2ULGusoQcIPTGI4o3R99otjzBlkGbAEzl1Qv+9y1effjwoYWt0z+e5/GWt7wFd9xxBwYGBnDLLbfgnHPOQSAQwNq1a/HZz34W8+bNw4UXXoi77roL2WzWK7pdAc/z2L59O7Zv367+tnz5cnz0ox/Fu9/9btxxxx148MEHPWnb6FaNduOm3/hpYfaMBWY3fNXUbfdd7Ye9Nuuj/n1avbSNsTYJTnNUiaVKFvtqxstLENqGUvm60Oi2VYf2t1pYwprRRGvfi/7WAvXmExZUyGBEkUOaDLLItP53wFxPsNBVTZ/0qJYX7Op4s/bIMzuIhSs/CK3oYumz3XEx4wUjfieH8Mms8nuuICMS5LyRC5OzZ6OxAyrXe/261OiwM4/VyEIjr89eQm8tZ8Y7BNqx0spA2dhxygVIoShDyE/9LpnIdK4go62JrzpBZ7Vy76S8tl07uqwR4MQCsR77j0aDfhzUv0PGl3qsdbH+5oS39Hsk1+eyyiSqevpo66rVPk3/e1mYGIs2rcbUizHzZcqHDx9aOA5sEo/HcdVVV+Gqq67CwMAAbr/9dtx+++1Yt25dWfzSSy65BFdeeSVWr17tItn2oXeXl2UZLS0tOO644/DCCy/gwgsvRCKRAAD09vbi6quvxhNPPIGnn34ab33rW6tuXx9zp7u5PPmRkVUTYJEMweQZC6xuJUmAcLu38HbpIuVbS1YQFTeKumDtgGbswsZJC+KUm9SpslMLtZCTENdcbNbDooXQXa8MyNVaC1B518QS0snYssSAY73V96K/tUA9+cRq7ogcsctgeVlTOddcdBjpCSvY1Uv6+o0SJlTNSzZ1vJVcdVtYJurlKC1KpbljTwDD0mejMkZ8RO2rBb+TQ3gAalJBGs1O9Y7e4seId4zGjvBqWVmXLHycWCaz1qGnl3XMrMqaeqhUuZ+pNdyKSWqUiEnPO3pe1I4VzwHpQnGqzlJiQkCRB1FzSGrkfhyPlCescwInnk9W816xphuUp1kZsuiyRoDdNURvTV/r/aqbsCtHTiw3WXiMlqiRZV9L28NYzQV5BzC3mHQCu0lJzegjdC3qiFLHj7YnMhrr7kTINMGW/j2z+aqQdRdkoJ4W0z58+Gg8cLIsV3nfVI5Nmzbh1ltvxR133IHdu3erB5O9vb3YtWuXm00xQ5vFPp1OIxaLqc9+/etf48Mf/jB+8Ytf4IMf/GDZQerXvvY1/P73v8fLL7+MeDxeUa8TTE5OorW1FRMTE8hy0YoA5I0EkuhCa7FVL1q1tPQ0hyv+dgRRAK6fq9T/6T70dLQbtufDPZiNrVY+WlpaDOswK+fPnXegjq2JHFVbf73nspF0oBW0tEblrC052rR7EO1trTXrVz3m1Wmb9eZBJ/RYlXGtTxrZx1f3AWHrfVKjjacZ3FiP3ITZ2Fk9k3IpzPnfxcoPFnNVzRw5pdFpnT4af3zcliMmHpPS6LlxkfIjg24aTIo4MCkCHDBbd2lhB3bnotHnzgyNRHsj0eIVGm09mi54qT+J425Yh19euhwfvnsr1l5zDI7tCdjeu/iYGbAjH64H2zz00ENx/fXXo6+vD//7v/+LSCQCWZbR39/vdlNM0Gaxf//734+f/exnSCaT6vMPfvCDuPbaa7FmzRr88pe/xPj4uPosHo9j1apVCIe9UbhVuaXVMGkMsVqotRuCto+GLjUu0aN3zaHVX+ug3qxB5FnfdVLGTjnWd73mJbfnrlHGvBH4z2ru9HJkF2ZyXo+g+rXWgdX0sRr6tFa7tCRnrGClv5brCaEJsJ/8BjCmldRbzXg5hTapjiM5rcN6Xuu265mEw2nbVnrfbOyMng0mRewazWIszU5LPOw86ZoTGvXQj0M9+dVruMGnTsankZPUWNFmppMFsZRQyeZeJB7WheayOT5W64xRfY3G23b2qOpYN8A3rNvj2Mjy4cOHj9rAsbu9Efbt24c77rgDt99+O1599VUQQ9XOzk63m2ICSbr0vve9D7feeiui0SgikQje9773qdah1113HXiexyc+8Qm8+OKLWLZsGWbNmoXrr78e/+///T+EQnTXgGpBTPvtBq0HDIKJu+xyo6WPtV47iT+soO1jT3O521k1rhZqWU0iAyY3cd2YVzMuLKDOMSMNtHdZ6q+mHOu7Xru0sMydHbg5TkZlKuSGYe6ZaK9Gdh3MXbVyUeHGpvmbWAo4mkOHekk79vGw/QQ7dmgi7VQzx4S+yZw9Wrqbw8gCFUlb3JYVGq2m9WnCLwCoah1xamFiGDJALE9K54QvnaI9NrV1M5JT8kxbTu/GyOoO7ebewu0QLEaoRufXq21LvV9yRxVECT0w3xMRDKXy4HkOmPLEx2BKhCAre+Meg3AQJIlT32i2IgmaSq/GRZnUY7ZGsK79+nGohRus2zzIWp8bfOpkfOopH1YYEkRADKE5Sg9LYqaTpxIqTTF832gGcihQEY5FLz/atqz2G0b7JaN1RhDpyY/0utqUV2oQVsHOHlWbvMqtdpyCRQZs7U0bWD58+PBRG7hiSZpMJnHzzTfj3HPPxcKFC/GlL30Jr7zyCsLhMN7xjnfg3nvvxd69e91oyhEef/xx7Ny5E0888QS+9KUv4dOf/jRuvvlmpFIptczXv/513HLLLRgbG8ONN96Im2++GV/72tfwmc98BgDgclSCMmiVMSuo1nIO6nGbPn3ZamiyczPoiMZ8dRYS1YyLk/bs0MAydqzjW80NbaPckteiD9WMuX4eWeaeBdXwqNMx80ouqrK8r0Iv1VKvej3HZlCsx2S0NQUdJ22xot8uraR8NUnKvNJBpN5aJ6Uzs7bWQjvWRv/Ww+iZVzLgZf3T0VrWSu8LokGCJhOQpFBdiamD9eFUwbIeog/MkqA5oYcF9Zg7t3mQtb568Wmj7M0MYS/3IADjPiWzRSRLB2RuzYvd/ZKZPLHS5LUeJnQ63aO60Y6XqNV+04cPHzMDji1JC4UCHnroIdx+++34y1/+gmw2qx4knnrqqbj66qtx2WWXoa2tzS1aHaO3txfve9/7cMQRR+CMM84AAPXw873vfS+am5sBAO95z3tw+eWXI5VKQZIk1fq1WCyqFqlOYRaYnGx+WVyQtLdgFbf/jPXYhVW9+oDn+g84pzTZuR2Ph3kMpkTkSvSwBEyPB2x+wFDoMUrkYtimjXGgzrHmN62VVWsibPkuS/3VlHP7XRqcJsqoRR+qGXMa/7JYN1vSZJPvtPzsdMzs6jOgkn+p9VYzhzqayN8AsHMkA4BuUUV71y3Q6qXJt6W1qwP6aHIUj5QnZ3BilWFpaayjlaWPY+kCYuEA+4WZhXWyW6iFdZtZu1oPFJrlUsVYG/zb7B2r36uBWRIiN1CL+TFajxzrTt17NPlo1jxn8UBSk0JpcjF1JYIQ5CldaNSeUbIWld7wVNI0r+aORUe4krTFZR5kra+WesRJwqNaQC9H8RCP5uYwdezMvAvK+qTh9+ZoAHKIt9R/WthdyyzLm8gTM694tBdhgd3+WtZn8b4XXg12xq+R5MOHDx/1ge1D0meffRa333477r77boyOjqoHo8uWLcOVV16Jq666CosXL3ad0GqwfPlyLFy4UI0t+vWvfx3A1EHp+9//fsTjcbz00ktobm7G8uXL1XdlWa76gBQA1qxZgzVr1qgBY7Vw6oKkR70+BgVRsSQAh4oPtlotNMQ9jMU9QqVJzBuWYYXW7dGSPpfHQRCrc3eZjjCTo+kMO/xru14bdbHysxtt1pJ/9TSRvweTIpI5CZCBeLjx9KotfWYDRnJkpy5W+sxoZamjPRa05SrvhK7pCLv7AaN/m71j9Xs10NKvD6czXeD1eqSf43hkyiW4mvAjPYkwEK50Y6a1Z6V7aO7QboJFnt2Qebd5vBEPWRpVN9LkyEjfkz7YCXOyqKOpjN/d6LujS+sq9WsteMqIR2rNz0Z0VMPDjSiTPnz4aFwwfxF/7Wtfwx133IG+vj4AyuFhR0cHLr/8clx11VU4+eSTvaLRFZADUmIVqj0o5XkeLS0tuOaaa/CLX/yi7JBUm+2+3qjnLaIZ4mEl4Dn5dy3i5hjRUYvx0d5kW1k3accCMI4F5xSslqws9PmbB+dwaxyrnU8jmgBr3tNaV9qNkewE9dJnegs2Lyyh3ECj6nsCN+izqsMJT9Zy3JjjDtbZKsYN/eR6zPMG5+9GgNkY6b0PAFTEB7VChWUhpT2refd6D8HCJz4vsWG6jFOMYa5VjxfGvtDi50432F1vCOzIZiPwiKmXXAPQ58OHj4MDzIek3/72twEoh41vfetbcdVVV+Gtb32rZ0mNvEIgECg7KA0Gg1izZg0A4Nprr8XFF19cXwJN4OQWzM1ESmZ0sQY8dyMRhxkdtdj4kJtMFusmUrZvNIsRIY+2piBmt7Bv0Kw2dtVa/tm9lT1YDlXt9tMtCw3afDrd3AuihAOTIsYzBXTGQ5ZWF1rrylpYm3hincagX/QWbF5YQrmhdxvd6qEW9FnxpBOXf6P3nJRjlXujcoMpxZK5mWKRZ9W2U6tf8rddHe5Ex5n1oZ783QjrmNEllvbfFZbXOv0GAJFgAIKo/N43mkUsFGDj65yoWvObWY5azbsdvvBKD7op8zMZjb6maGF0Kea0D4IoVXiN1OL7yJQmm6EkBlMiklnJMKGV+o7G2jYS5CqSRZmhEXjEzMuI0KcNN0PeOZhl24cPH+6D2Y/8lFNOwU9/+lPs378f99xzDy6++OJpd0BKQA5KAeC0004DAPz4xz/GddddBwDqs5kA2sdRvQJ/a9uvJhFHvWHWP6OyaVECzwPjmYKtG1BBVEIZJCkfR3bosKKP+Ta+BvzTCLDbTy/ngmzu7SbHiId5jGcK4HkgLUq2eXY63tSz6Jda9K8eenc6gnVczGTDybiyvmdVjpWXTMsZ5IR0k2e07Tut14ncNCrfNwJdWhqM/m30DtFvQLk3SywUQICzniMhL1Hfp8Fq3u3wRT3HvRHm3Acb0h7MFfEaaY6Wxyat5zrN0l5FGQbnRiKT3YmQZfK1RgSLTmHVmT58+PDhFMxmaM8++6yXdNQcgUAAGzZswDnnnIMvf/nL+NSnPgXAnSRNNNAC/BMLsbQoIRbmKxYEFmsAKwszrWsCS6IUVwLgW9xEsibisLrlpdFqRr9b1kN2rRaItelQKo/uRIiJVrWtcHkoAyM6nPbb7q2x3v1V+zvg/W2u08RNNNAsebSwcyBgNo525sZIhllcwml1HTorpvJdT3O47PbdyqKUtR0n5Vhk14mVB+HPWDhgGLrADUsJSx0R1iXisnARs2MtTLMmE0RJXUd6GJJgGcmRl5Y1RnWxhJgwmzMnISr066LR2FvNm8q7pfmgWtqp63wRQlhCD6ba6EmEFasmSv36tu3IXd9oFmlRwsKOaFk9WnqdXBKQD9K4WNJHkBDXtCvkyi17ALoerbfrq1sum2brkTIPGaTzRXTFQ8r4ay2e9fOr+bc+iZ+Wh8ipeq5QVGWdvJuI8Ejni1NrtHaMdYcruUJRpcPp+OvXUMu1xaVx17fNoqvcaLtWloZettOIFrV6OYqFefA6vWGlM8z61TeawVCuAHAcFrZHK2QQmNrPavXVYFIs2z/R2jHbR7JYiAJAMMwbJpAs099h3nC90EK7XrLsPZzwg21vKxvlqRbtFqFBjProNb83ojz58OHDHVR9GiiKIm6//XZ85CMfwVvf+lacc845Zc+fe+45PPzww64cariNWbNm4dFHH8X1118PwLsDUkAJTL5hwwa88MIL6m/ESnBQyCOZlVTrAFYrS/I+zcqQIB7h1aQIgqi4MJgu3DW4kWuPBdXDQ1YXRZa/reh3y3qIBfo6eprDOGxOvMw9n6WdeITH4s4mLO5ssjVWbvdHSw/pg55Xa8E7NDlyCtpNtNZCx61kItXOTTU8oOc7L3jbSTkW2WWRdz1UfRfmXUlCZQQrWsgmXuvKasZPgshuLazn1aFUvmwdYZlbIzlyMuasMKqr2nly8r5+XTS01reYN8B6jMjcEtf6so9ok/r1z+zI3WBKxESugKFUvuI9lj4Z9qM0Tqrez2vkN1+pTwG6HmXZu3gJp2Ogh9l6JIiKTE5kCtgzlquYOy0N+n9rdQepK5mTIBVlABzaY6GpQxrNWAMc+ACnzruZTtG3YQRWPW5LP3uwrrLo5GrbrsUex+t2atUHO9DLEW2urPjZrF/JbBF7JkRMZBWdSKDfzwLl+moolUdOKpa9Y8Z3+rXZbIy132MKjdZrkBMeZtl7eOmNUW07Ru+zjovX/N6I8uTDhw93UNXXyb/+9S9cfvnl6O/vV7Pc6xMd3Xffffje976Hhx56COedd141zbmOzs5OrF69GoC3B6RGIFaCfABllqSsAclpVoba20n1gK50M8lyk+70tp01SQyrBQ8pa2aNRaPVjH7WvrlhcaC/obYaCzswurk2snx003pDX6eeV83aabR4T7SbaLvJAFjAwpMAqo6vZNaOnWRj1bTDWo5FdvW6gtBPs4Kv0CUMY+HVWBuV0dKo7SPRzawJpPSy150IQRClsnVEyjF3xZRmN3UHbTxUngzzjpKFmdVJngOVc1yRvMvAWr+iLIseoVi8NEd48ByHWDjgeCztyF1PIox0iUdY1iIzaMdUP07xgEZ+QzwEcBVjbkQjqcsuXdPFcice5tETD6mWpGq4Awb9Q5NDvX6g6smwhJGxPNrbg5R3pg56tO8BlV4hdqypiWcQgZdeSjT67egqu95HVm26BZYEWm7By7rdwlBSBB/RxU/W8DNQqTPM+tUcDWA+FwI4ju5dQnmXJEOTJBndraGKsgCwcySjenC0aqy6WfaR+jZZ1iBSP1D+zVSrBIDVvMe6J7Njhe70PTcxHeTJhw8fzuD4kHTHjh1485vfjMnJSbzzne/ERRddhO9+97vYsGFDWbkrr7wS3/3ud3HPPfc03CGpFrU+IAVKFmI2k4boFwXyPnGjJbeTY+mCYnXAASRIuZHLov6AwSoZEQ3aBBTxMG+YJIL8R1wCU7kCmkK8SqN+fOLiVF36m0Jaf8zcMtX+lm58ta6CduuwAqnD7SQ4ZNwiwanLCKskUlpLJLUek42F0caDyTWc0eKqJoekFu3p+8DqvmUn2y+hw/CAhcInADBZsnhgDbZvBTIWLMnGrGAlHzR3cJY6aPNB/h5MioaB/IEpy7RMXkJaLGJRR7TcalszJ1q+EETJMHEOC/1CTjJ2k9P1h7QFGUiLRbTHghhMiYiLis5c3DnVfrUhMiadHpKazIHbIGtVMKDoMtbETGb0krkdSxfURGW0urU8YJW8i5TtG80A4MpcL81o0K5/Zi7ldvQJS8iMeITHYXPiZe8CilUUiU1HeM5yrdSsNy3RYBmPAgDEcquseLh8XPR1afcZpC697rP66K31OuIUyjwkKn4fTIqqfgdkpHISAhyHVbPjFXwkiFPhGXoQRt9oBsNCvtxlWMN/cZHHsu4mVU/2IKzWI+RF9Ojo0649WpmhrYtkfvRjHgly2DOWQ1sTD95gH63ft7hySKrRwUQeWBNpGukCy0NSj/ShngYv9a6XdbsFrT5QxyXMq//R5sysX93xMGLxqPo3caMnIUmMrN0VfuUrLjd6msMYTCpJlJRvrCleBCovGmjQ06v/lis7yNesa5IslyWf0j5n1Ykse3k337Osl4F+WnuCKFnulSvWZ7cva6aBPPnw4cMZHJ8Mfutb38Lk5CS+/e1v4+6778ZVV12Ftra2inKHH344Ojo6XHGP9WFs2k9+B6AG7G6O8uqhpVWdThLDVKDk8RUPWyeJIBuQAMeVBVLXQ1tXtSC00FwFvYIZ/UZjYwYybrmCrG4YWcZHfzBk5R5qxmNOecTNuaxFe07Hwc5Y02iNh3lHwfbN2qrl2FfIWTU6pQQr+ollWoDjqONWtgnX12WQOIcF5HCWxW2YWMI0R3l0J0IVh4NG9M4U6Puk53k3EjOResj4GtVtRx5I2XS+WOF6aVbebP2z00faoSvrmGhlkawbAJ3njN7XrjfVwEhW7I5XrdcRt6HV7+l8Eel8EUW5MvSIfqwEccp934gH9WOjnX+pOKXo4qFKWdDKjB5G80L60tbEYzwjGa5ZbvIRK200VKsLvEIj0NBIoOlu0zXcAiQUiDZEjTYkCQ36fRht/dJ/Y7mxbtPq0MqoPvmU9jnzeDiks5r+ebE/dbJXnol7Kx8+fHgDx5akjzzyCFpbW/HlL3/ZsuyiRYuwa9cup03NSBB3EnL7yHqzpTft1yd/cpIEgXy8k3+zouxmVZOAgmZZo6+X/N0SNWZBpwlijN4jY6e6wmhcBUnSCW1ZJzeytGcA3QrDiZsGKUuzUjS1PtPzjUG7Zm7N8TBfkVDCDmp941pNe9WMg92x1lsMxMM8FnVEHfEG7R0rPjSixQxl1qJ6CyW9nBnQw8K3ap0W1kyknXgHXY9px0bLFz2Y0ltOLAzIhxKtTVof9BaLRH+PlT7C7IRG0dahH88hjfusHXjpyqzvk5UlN+0dFrpp1mTV9IW8GwvxGBFEROLhsoQ6+vEyWv/MxlabfIrmeksLOwNUhuhQada8S5NF/R7CUB41640qg9rnDJmWtTTRZIVlv1BWD8WCkEpbHa17aKGEtL+R+WiJTlk7a3kEoIQ2CE+575slKiMHOopu40v7wwLGJrKYUyrjxFqcuNXrXfPJWjW7Zeo3MgZmfEQbM7O5s9rXsayxtL6a8VOt4Fuj0WGkG+xaB6ZFCUO5HMABsUJAlZ+RtAhAVi1A9fXr92H69WtxpGlKrlO6Cx8noV8M1n4r/nDCP/qEh9W6rtsJS8MilyygzZHlOw72FL5s+vBxcMLxIenQ0BAOP/zwihikNPA8j1Qq5bSpGQmta0HZDalNFw1icaB1+bAL2sc7C7R0myWfMPvdzB2ddVz05Yzeq6BF4yoo5CUUeGOXM9a2ac/M3NiqOWjUj50ZLSwHEoRmI7fmeIQvC38wkzcO1YyDnbE2mj8nCSaM+MmKD2m0WEFbZ0eo3BTTiq9Z5dXqPdozo3ACVnoIqJQnFjjVnWXti7xqyW8VGoUGo/F0Art8YAfV6jszOOVfO+VJgiitDFnVw8pf2uRT+jr1+oboBr2bOk3GzfjeqD0rPVRe3nLoytq0kpVq+N7ot3qgfF82Na7avRpNT5E5DQa4itAG8Qjdfb+i3VJIj3i4NH8ij2SIRzpdhck8FB4dSxfUcE6Ez1gSprCsZ1Zzx7yvs1Gn07I+vIXb85wWZURCgZJcKLKnuMyH6K79EfaLPCO5poWxoLVB1fc14D99wkMW/q9mDqrdaxnB7nh5tafw4cPHzINjd/u2tjbs3buXqez27dsxa9Ysp03NCNx0001YtWoVTjjhBACVyVPG0gVH9RLrDCa3ehK3NGfDhdfkHb2LBEv9g0kR6/cLqjWCWR36W1l93eQ3oHw89XWyIB6ydjmjvsdAP0udTuZG37ZRv43qpv1uNXZmz+30wUl/gUo58ooGJ+NgZ5xpdTjhW5b+0vhQ/57dtrV18gEb5mSUtsjfAAxl3Eof6OvU6xka7IyB27pTPx40Fzo70K4f2vE0gpEcWY3BzpEMdo5kqH3ycoysYLVWmJW3U393IoRcoahY6+l4Ut8fVv5i0QNmvwmihF1jWYyl8xX0aeFUD+n7JIgScoWi6+uZXbCOk5cwk6PmKA+eUz62Sbx4PsCVu+eWxon8J4iS472g2q5Ol5DfuuNTh7IbDghTbermaDAp4oXdk1i/P1XBu2QNYdnTOJExI96l1ee2nLvNO7WQgZkCq+8jAlYdpkdXImjopk54zqxdKxpyUhE8N2UNrv0usQr9ApSv32Z8Y8VTrO8a6U4z+bNCPMxjLF3ArtGs2o7T/XUjwCmNvtz78DFz4NiS9MQTT8SDDz6Ip59+GqeffrphuT//+c8YHR3FW97yFqdNzQisWbMGa9asweTkJFpbW9GtuW3UWqmYwci1Txvw2yiJCECxGGFwJ7CyTiRlrMoSDKXyalw3Yl1gZNVCngs5CRsGBEiyjFmJqSQbNOsxoz5pfyfvahM3xSM8tEknWEHoVxfGkgWioRWOgWujIEqQSrGSWJP1GN1yk/mwsq6h/W51y8p6k0z+NuItp7e0ejmyW692/O1Y3upBe25nnI1k2c5YCLmpZBiCKJUlY6G5M2lBbvK1iYPsJHQqq1Msj+lFlTVdP8nv2rpo1gWDKREDKRE8x2HVrHiFlYaR9YVez1DHz2V+rZBtM8tXnTtuRUIcSn1mIJYqxF2022Iu9XKkDf9iJt9aKzVW/jfrk505MKvHzErFSOearRFm+oAk3ukbzaoJwsjaOyzk0d40tZYb9c1MPmlzoP+NJB7pToSQFouliwpOTSjCqododWv/1uoYgjILe4M7CG0iR1ZLa7vujSzj5DWM1iOyLyNzsWssiwgfQHNUSdBG9gskVmhOKmJeawTDqTwioYDKMwD7uJBytL1fPMyjJzxl9rtnPAc5lKd6Fgyl8pjIFpDKcejWJ6Oj0KDlRbOEZlaIR+x5aAiihAOTOexPiuhtjWBRR5PlHtVqT1BtUsOyehvEEm06uA3Tvo+oulukJ+qx3K+FePQ0V+qhCp7TXXr3jWbV5E5kz6jfqwPAvNaIqhO11uCsoV8iQQ5DqbzhvlT7nUC+L6z2KeRv2lpL+zaxkj8tHUZrJACIxSI2DaQxvz1iSKsbelo7JmmxWKF/qoVTGhtF7n348FE9HFuSrlmzBrIs4wMf+ABeffVVapmnnnoKH/nIR8BxHNasWeOYyJkKokwBxhtM3QJIe26WRKTiJt6iPto7ZjSx3Lx1J0KI8AHDmFpUC73SpiQjFpnKWiVCUf/tYuIm1rmkbWLIe06S9VjVD7BbMFWLMmsuC97y6ibZbX51o207fGoHyoaZnoyFdfz177kBqqyZyKOeJv34ZcQiJMayBFZ6Rl+HG/yqr8PsHXLgaJYsj5VH3JhL1nbMLF6rHSM7MmFW1mqds8OTNCgWN+W6mqy9kixTk+qx0sAK7SWAntfd1PdaHWNmCUWFTe9uN3Rio4GMVywUADTG3aSvaVFx042FlIPnWJivGDfWcbHk67xWfwYMrUG7EyG0RoPoSYSY9opaXqwWdi0/xzMSxIKMQSHvWI96xXeNYi03neWKtl44Smppstc3Wj8FUSpL7mS0V9fPs9151/fJbL8ImH9fmK05LHTZ2T/T0J0IQZKAttJFoZf8T2jZM5ZzTf+4gUaRex8+fFQPZktSnudx2mmn4cknnwQAnHfeefj0pz+NG2+8EccffzyOPfZY7Ny5EwBw9dVX4/XXX8crr7wCWZbxla98BSeffLI3PZjGIAtZK2OyJVLebIE0SyJSYTFCqc/MQseKJr0Fiv7GkbgfmFlKUq1DwjxmlW4IexLmlgpGY0R+B6asClo1ZQZTIhAKUS0i9P1Ry6PcYpcEQjezatXTp+UBQls1iyut/7WyrqFZelAPiDy0bLCyHDHiVy9hh09t1Rsul3UaX1nJttYKiJTR8ra2XkMLoshU4qbBlIh4PKommjE7sGHh0zJ5t8HTPc1htQ0hZ2zBy8KvtPaYZNuERnLgqO+XvgwLj5B2tDRJOdNXKsCyqY9HePQgbHyQbKD/AQ0PWYwRq0xY8XeZRZuBzgWmEh/FI5W0mY2DPlkEWXubwZfVb0WDU/nvTpSvVWYWfGaWcla6WDt/Gw4IiIV5w/VbceOcWuebo3yZ/FrByZg0upWcuocymP+FJUs0Ix4UNBfe+gSC5HnfaAbpfBFd8ZAqY2U0EH7UsOQx85oR1/HCzpEM9ozlML89ghMWtNDrwJTMCKKEXaNZZPISmkI8ulvpicecjBdr2UNnxbBrLItYKGDKN3sncmoZL9ZiI/oagSe96p+X6BvNoDkfou4fYuEA0qULWO3aroWQkyAIU/uStElZ2voJlKyvE2GkRSXxnX6vPpgSK/SqFe8beRBZJR9i/Vas8DjQJRi14kftWNCSmBnpJ1JOu+9yIv+sXh9aWua3R1RL0kZAo8i9Dx8+qgfzIaksy5Dl8ivuH/3oR1i5ciW+8Y1v4Pnnn1d/v+222wAAXV1duO666/Cxj33MJXJnFhy5I1kskHaSiNDq094UMh3cGtBEq8du3do2WPtlRI/2UGjKXXDKMnU4VYAcMnbR1d+g6pMyAGyB0CsOqil/VwM7POV0Pqqlw8t2rer3cgNjp19u0GHGO3ZkW580RutSDdCTKABTFkTDqYL6MTKcKqCnY8ptC4CtREq0ck4TI9nRQXbng0W2zcDSr2rWh0mbh6TdFPc7Glh5XK8vWRK42B0/Vv420rlWIRvstK+dT1rCDn2/q5V//cGoGczmzGo+CZ3r9wuYyBWQIgcGtDU/LyEOYn1KT3pnBidj4vVa4has1n2j363GUhAlDKbykGQZsRBPDduh8vuoUPabHnvGcsgUitgzlqMmjdLLzFAqj4lcATzHYWEp7AShqVZzwioHET4ASUbN9wSNgOnYv1ROAkKVFztEHtJi0dLtXCpOfa+alSWgyehhc+IVZdR/U1zTrXifZY2ihUtxMofxiLX7vBFY19Jq90FW7dZrL+/Dhw8fQBUxSQk++tGP4gMf+ACee+45vPbaa5iYmEAikcCqVatw+umnIxKxkf7UBxOc3tQzxWJzyZqDaimm+a1WFiBaSwyCqZvpKfeMrkSwzJKUZgkFKNYcgighJxXLrBfiYV69tSWxSdNiEbFwAMEwr97KAnQrVDPavRojLy0MWG6AvbJsMKvfUytWj/tlJzYdzRoUAHKFIsbE4pQc6qyU4mEl2Ui6UFT/1lojkLriYV61ZuvSHLJ2JYLqe1rLI4JaybuRLmOxsGUBiy5zW097CW1MUjMYWWEalSP/J1b2bqLCKtim/FlZxVi1Z/QbqVfr/m5Wh1HfiAzTLAMNL6AY12JtPLfhVB6xkrxUHKKWysXCAbRGgmo5GuIh4/bcQrVzXg8YxezUwogvjOaubzSDEaGAphCHRJhXXPbDgTKZrBirkG7+c+V6eX57BFsG02gKBSp0PZWXEoqFnp4naDpCX5d+X+alrouHzT2sGhWNbiXtJRIRelgXQZSwZyyHzniwMomXdl8d5iHkp+Jb8Izuz3bGnLYHAJQ9ltZ60+gdWntCTsJQSkQ6X8TC9qglvfo6yBhp6deuvaz9Y9Wr1e6nrPR5vb5RGqlOHz581A9VH5ICQCgUwhlnnIEzzjjDjep8UKDdBABsN6MVdRjcypX9zrgYWSXAsbrlE0R6AHa3QdrZNyFibmsYLdHg1IeKJulETyIMhMPUxDCCqMSba47y6u2mNlC72t/Sre1QybJDscZTnpdZoZolP9FstoZSeTVhhleLeLX1Gh4Q1fEG2Kx+QxlwYXOjbdeTDZhGZrQHMDTrMK2lMwA1kUA8zKtxi9NiEe2xYAUfdyfCqhVoPMIDqZLlNJQPXq1VYE9zuFKONGNBktwQ+VPr9AD6JDM0XUbjDS1PkL/tzBuTXnWgpwdTIpBSfrO6UKkWdi2gtfqR0Fx2mKKVBZEtMaFd6MfXrl5hsYoxao/8LYiVCfcq6tW4LrLyxGBKRN9YFk3BAJojQbTHgmWWqaz6zUw/E7mMBDk15q/+HVIuV5Cxanbc0hKLNq5OQT2UZphzJ4fdboF22UAs7neNZQEY62xWGRxMidg8lIGQk9DbHsGi9mgZb5FkfDTeVNvLSyjw5dbOizubyvQ7gIo9mna84xF6oiMjHaGnLRIMMPE04GzOtO/QLGzdhtt85XT9mAnojocRjPD43doBvLxPwO6xLM5c2objexNojwWRzpfnJxBECQMpERmxWHKPD5ddCij7e/OLJcB8z22kj8i7qsV32F7ysQqZlRXLZ1bo1yV9fXpPIZa9DqsOt9pPWR6SWuhzL78VvJCvg1lmpxM2DqQRyANH15sQHw0Px4mbfNjDTTfdhFWrVuGEE05w9D45+EiWbvidBIaOh60TOugXUTN6WBLgyLKMA5Mi9Z1qExVJRRkv703htrUDGErR0+ySdtqagmryCRZU9Ikzeab7vTsRKktwoi0fD5snPyFjRDZrdmhmAev8VlufGU9Ug2rlyIiuWo1LNdDKzFAqb5q4pjmq8BmV/0rPjBJ3UMeIM3nGQLOZ/A2lRNy2dgCv7EuVucjZhfLhPSUz2jk4MClWhIvR0uiF/nMqA+Q9AJbJnZxCL0d26bQzZl7pArfrtaqP1mfAOuEe61qpR1MwAL60ngQ1/zd7V1+/mX5W5JJHgOPK1iO312kAKEgy/rZpFH/bNAqxULR+oUTHy/tSuO/1YVV2WcbPih/d1M16OaLVSxJrxUIB5mRjVrS2N/FoiQTREw+p7cqyjKe2T+ChjaPIS8oYG81dPMRTeUq/VlQz9/q6tMlxADDztNk4uP1ONXC7Pa/0ZiNCL0fP7ZrAUT94CR+/Zxt+/tx+/HXTGL784E688eev4cdP7UU0yFUkJeI5Dk2hANL5IoaFPH717/1MbbPuuWkHjGR9BlDB6yzzRpMLs+8DszrM5Iwm317Jh5P+14PHvWj7YJLZ6YiueAixcABX3rEZb/jfV+pNjo9pAFvmHRMTE3jqqaccN3YwW5quWbMGa9asweTkJFpbW8ueWbnxAcqCzAc4xMIB162KaLebLEqeuHEY3falchLe8svX8MzOSVx0WCduuWKF0l6p7lg4UPa32j7DjfydLw3iY/dsxWRpg7KkI4q11xyDthjNpVNGTipiYYuxxaosy9g9msWmwTT2jCsB/YIBDqctbsGclgjiYeswAWa3ntrfjWIRkrqHhbySDCHIo8uhiypr4hRaeZoFEos7oB0rVadWF2ZyxFKvobVnjcYFsG+pqEUsHMBwKo9MQUI6L6ErHqpw64pHKuNdsvCfvizZPCvua4pF2f3rRzCaVsJULOtqwqE9MSyIy9o7hIq6uhMhJblGoPJOLi8VceqNL2PbiGJl1RLl8bN3Lse7ju2pKEtgNeax8JQl6Xgmjw/dtRUPbBjFqQub8af3HYZZLeXWT3qrRxbXcO38um3tQOpTXF5FpEvhEYxcYJ3Ikl6OaDFJ7eg6K9nRWpyxuB8bwU0dYztJoe458ezoToRUiyK9LOoT75BnxEqYdrAeL11u8KWs6HpdY4YKSxwDvRaPKMlCBlMimjFlAU5CY6gf3RHrpCLavk6kc8gWiljcGQXHcZBlGfe9PoJr7t+OvlFlXW2N8jhiThxzWsLobY1g5awYjpgTx2E9MWQKRbXdR7eM4z13bAIAvLQ3hW+et6hCN1F1vEGfjZ5XYwGolyPaBzKxuNevA/q2SRlaMjFgynWduBOTMoNJEfsmRFxz/3Y8sX0CAPCn14bx68tWqHssQEnMtLj07/2TIpbNaymjQTuehCarubejI7Q8TEtAo61rMCWqSaSIhavdOSP1kBBI5Ddt/wwtsvXu2yxWdRZ8ZxdG+mg6uvSStcsIejl6122bIPIxLGqP4JwV7eiMBfGPreNY25/CrWsHUSjK+OJZ8zFHs5Z3xUMoyjL+8PIw/vuxPZByAj7TrDwrFmUMl9YdJfGTYnFKEqeNpQuIhQNlcqUHbU/Hc0Aswqs8YhQmxXJfqpFzfYgk8m+WPS35W08Hzcqfda9jF6z7oXrzsRdWql5avvqoHgvaI9j4xeMxLOSxZe8w8Nd6U+Sj0WHrkPT111/HWWed5aghjuNQKBQcvTvTUWa5oVnAtLd8kWCg4mPTjXb0sKPkzVwoZVnGR+/egmd2TgIA7l8/gm8+shs3vG0pAJQlUNowkMaDG0cwnpEgQ8YFKztw2Oy4KZ3//dge9YAUAHaMZrFubwpnLW+v6LNUVMbPDOf87DU8vjtPfXZsbwJfWN2LK47poQZVdwuKJVwAGbGIRDSIVFZyFFaB1GUncYqeN6z+JtDyi52xYeFFJ7BTr7ZsrcYFYHdtptESCQaQyWv4o9UZf7C0Rej8x9ZxfP/JfrzUn6KWPWtBCI9Z1BcJBiAVUUHrhoG0ekAKAJNZCf/z+B7zQ1JRwkv9Kdzz2jDiYR5tTTzeurITJyxoLktU0NMcxn/+tQ8PbBgFAPxzVxJr/rQNd793JTjO6FjXXK8RsOjJanmcHHZb8U+9ZcnwY97gfeJ+TEuQ5xZNLGWrGbd4hC9LThYP010sicxqQ1oI4lRyNBLyguZ2rJcZJ/Sa8Snpw+sHBHznH3vwp9eGMZYpQJaBFd1N+Mgpc/C+E2ahI0ZP1KTHXS8P4bonh9E3lsORc+K4+PBO/Pn1Eby6X0kY1NbEIxQIYEjIq/sCLc5e1or/fccylbYX+5Pqs+d2JcvGQZSKeGrTBM5c2oruhPGlB8uYuCk/ZgnQaHRZrSfkP60OoK1Vf14/rB6QAsBj2ybwgT9swZfPno9FHVF89/E9uPPffdhbOg856ocvobOtFeev7MCnT5uLtqYglQazRGs0+q1gNjfauvRJpJzMmVZGh1J5Vb4A6zVYK6O0sEh2++YmvNL3XiJtcbmjh1iQccbyVnz3gsVIlPp49fGzcP/6EVz71z7csW4Io+kCfnXZcgBTevb7T/Tjhqf2AgAWaQ7/1ty7DZ9cvRw5qYiRMSUcliTL6mVdeyyI8UwBa/tTeG2/gM1DGRRlGYfPjuPEBc1404r2ij0d7ZvMiG+M5oz8rnfTB1DVnlHL+2bveREGhxXTkY99TH8saI9iQXsUgXy63qT4mAawpSGN3BW9fnemw+iWHJhKFMRy48dyM+f05tAqwLb++S//dQB3rBsCALz3+B7c8uIgfvTUXrxhUQsuOaob8TCPdXtT+PW/D+CWFweg5Y4bn96HN65ow/tPmI1Lj+pGkC8/0Ng/mVM/vB756BF4489fAwBsGcqgMx5CazSIRIRHNBhAmOfQVLKmCAU4ZPISJrMSRtMFbNk7greV6vz37iSCgSYsbI9gbmsYUhEYTeexeTCDl/pTeNdtm7B/UsRHTp5TYS0wkSlg02AaIZ5DazSIhe3RCprNxpKAjOn89ojy8dwedOy6UXbrbcI/Wl7Tu+UIohJEftNAGk0hDrFwsCI5hFGbduhzE27RoE1solgdFLBpII3OeFCJd6UbJ8A8kY1qdV1Fv1n5g0UPFCQZu8aymMgWkJdkHNoTQ2vT1HJA2rr9pUH8x/07ACge94f0NKEjFgIfAPZNiNg1lsO/dyeBksXGfa+PYMU8Dh2xIFqiigtchA+gKRRQ14ARIY9UTsJEtoB1pYNXDsDDJVl+ZZ+AA5MiZussPvNSEX/ZMIpfPLcff9s8Vvbsuod344MnzcbHTpmD+W0RxMM8/vjKEH78tPLBRHTQPa8N45f/OoCPnDKHOlZuWpkB5vrWTt1a/tEm0qLR7CaIhY0ZbxvBiC6S8EufIK/s49FGIhsa9GuoHfrs9I/MRTw85eZoZQkYDyvhLtJiEYCMsXQeAIdcoViWQK1Z84G9fr9QZulEw0SmgB0jikwLooS2piBmNYfRFQtClGSVpgOTIl7Yk8QLu5N4aucEntQcrhFsHsrgc/fvwNf+2of3nzgbh82OIRTgwAeUNa49FoRYKGIyOYlLS+988s/bkYZimfXqfkFdo5tCAbz72B587JQ5iAQ5rD+QRv9EDsNCHvsnRGwfyeLF/iQe2zaBC361Hn963yr0NIfxjfMWYstQBtuGM/jBhYvVfkeDAVx952b8ffMY5rWG8dynjsZ8xiQnRvPolfzYaZvwLEmGpLVK1pbLFYroG81icUcU4WAAr+0X8L3H+wEA3zhvIZZ0RPGRu7fg8e0TeHz7BAIcUJSBGCSgpIoCHLBnPIefP7cfv183iI+ePAdrTptrSNNouoDHto3j0S1j6BvL4k0r2vGGxa04vjeh6iYrWQZ03gkm+4f57RHVktRs3ADzxICknD6Jml6H0upv1ox9I6Ge/OoUMZu0fuDE2fjUOUsR0u2jLzqsE/Ewjy/+ZQf+tnkMH79nGz552lzwnGJscWNpvf/86l6896gE8BvlvVtfHEQoEseZS9vQkwghmZWwfTiD5wsp7BrL4qkdE9g0mKmg4+5XhgEAx/cmcNXxs3DKwhYcNTduOAdGfKPl150jSjtqgintfoPh31qYJUCz2psa9YF1X6L1CNHWxXyQ6xIf19si1YcPHzMXtg5JTzvttKrc7X3QQbsl11qfCKJ54gvtgY7e8lDv4sVSD22xMbJwoD0HgDteGlSfvfeEWbjlReXvP78+gjOWtOLRLeN4/x82Q5SUg5NzlrdhUUcU+yZy+NumMTyyZRyPbBnH5x7Yga+eMx/vO34W0nnFFW8ncc2N8IiFAuAAyAA+ds82q6EuQwxZCKXDnWPmxfGNC1aVue8AyoHOr/59AL9bO4ivPLQTVx8/S705/u3zB/DtR3eXWcIBQHc8hHce2YWrjuvBsi7FtVk7pkY3qEzWabr5NHIJ09ZlxD/aRDdlCa00728aSCNTKGIsXcQJC6MYSxcQCQaoSWXsWFJ4ZXVRDQ205GjE0mvbUAbRcAAjQgGHzUlU1EESFBklIiPjb2h1l6NnpDdylTIDjb8I32wbzuB3awdxz6vDGBLKLaeXdETxxbN68dFT5yIe4ZHJF/HlB3cCAK46rgcfOmk2OuPlB377J0V8/YENQMno6923b1IPSuwiFgqgJcJjMidhx0gGs1sU99NUroDbXhrCD57sx/5SfGMOwFtWtmNOSwR9o1n8Y+t4SU4HcOeVK/GmFe344ytDat1aHXTXK0O4+PBOdZPOqtcqdCLD5pzMu1kSGpJkgaUemoWIlxZMxMrRjkW7kZs9gZrwC8bW52Y8rOo+g4NbISdhw4AAqShjFqNln9kBj6mO1ViT9jSH1f70jWYAcOrBJlmbB1NTLtOkj3sncmWJOrRu1YMpEVsGM0hEAgBCZQloXtsv4JEtY3h6xwTW9qfUMDF6NIUCOHpuHNFgABsHMziQLI/fHeCAs5e14Z1HduHQnhiKsoyndkzgznVD2DKUwU3P7qPWCyhr6KWlNTQa5PD+k+bg4sO78I+t43h+9ySO7W3G24/oRGt0av05Yk4cR8yJl9WzcSCNT927DTtGszjvl6/hnqtX4eh5CfzhqpVI5QpIRILq2D/TN4m/ly5J9k6IuPmFAfzXmxYa0miFWlkAEhiFjCDWaWmxSJW3v28ew0//uQ9r+1MQJSVW6KL2KDYPKYcuq2bF8PbDO8EHOPzyshW4+fkDeG5XEpl8Ecu6ovj0SbOB0vb98Y8fiRcHirjhqb3YMpTBd5/ox4+e3otLjuzCpUd149RFLSWruAJ+t3YQ//3YHuQKU1fZ6/YKwOP9OHd5G264aAmGUnkIYfr+s280C6lYxHhGQjjIgYNiQa1fJ7VjsTjSpPI6TTZJ2Z0jGSRzEnJ5ZZ3eNZpFVyJUsSfRhxSwsrKLRypD1pjNod3n1aDW/OoG7NL7kVNmVxyQEpyzvA0/uGgJPnPvdjywYVT1FCE475B2vO+EWeB0lmI/eXY/fvKseZzSFd1NOGJOHIvaI+A4DluG0nh0yzhe7E/hxdKFbiTI4fTFrXjTinZcdnR3BQ8vjjRNrRspZd34Z98kHt06hmd2TkKUijhuXgIXHdaJ81d1Vrxv9W8tyBpC80RQjByUPR4tORpt/2v0HakvEw/zUwnpRrOIhXk1drHVXsao/Yq+McqQb5Hqw4cPr1A/W3sfhtDfsFnduJFFAqhMwFG2gDDWQ1tsrN7VWy5+bvU8vLAniXS+iLN/qlh6tjXx+OCJs/DLf+3H1/62CzKAE+YnsOYNc3H8/Ga1ro+dksG9r4/g/vUj2D8p4lP3bsc/to7jW29ZBAA4fn4zOA6YzEl4sT+Fn12yHI9uGcMr+wUMl6zUyOErDRyARITHitYmoHR5/NN3LkcgUvlB3xkP4Ytn9eKFPUlsGszgukd24VOnzcOPn9qL/9V8PPaULBUmsgUMCXn87Ln9+M3zB/D1Ny7Ee0/ogSBObXSquUHVH0Zrs5gbHgYY3RiLkmmgegCqRUdva1hNtAAAOca2pxOUj0LFVao5ypf1d1l3FCNCwdSyhQT+r9iMMsy3tm1tRnonGz9ae6lcAXe+PIQv/WWnKhuRIKceXgym8tgxmsXH7tmG1w+k8Zkz5uHGp/dClGSs7GnCF8/qpbqoz2kJ42eXLAduVv5e2dOELRMBNcGcEcI8h0SER1c8hKPmxHHuina82J/CZE5CgIOqD/rHc/jigztw/3rlQ6gjFsTbDuvExUd0YqnmwOjFPUnc9Ow+vLAnhXf+dgO+/ZZF+NDJc/C3zWOYyEqqDoqHA/iPM+Yx60RTa2OLzbleJ+rLkt9zMJ9ru+uBWzCywrKCnY8WM4sc/e963Wd4eC0qWb0zjAmCzGjWy6XVukj+TueL4AMcRsbyWNat8GkwwJXPdalsLBQAWa5o+j0cBPKSjGEhj/teH8bGgTT+8PIQXt4nVPSjMxZEa1MQ0WAAk9kCRtIFZPJFPLcrqZbhACztimJlTwyLOqI4e1kblneXHwhdelQ33nlkFx7bOo6X+lPon8ihKAOSLCOZlTCRlRDmOfREeKBkiHrruw/BolmdAIArj+vBlccZh8zQY+WsGH5/1Up8+K6t2DqcwdtuXo//euMChPgAsoUilnVGcdS8BPKSjN+9OFD2Lrk4mS4wvCQ1kDexUMQPnuzHN/6+S/W4CfHKur15KAOeA85f2YHPnjEPfMma+Zh5CRzz9mXI5ovYnxSxsD0CvpBRD0ljYR6nL2nGyQtbcO9rw7jrlSFsGszgjnVDuGPdEEI8h7ktYcgysLt0+H747BiOnpeAWChClGT8ddMoHt06jvf9YQu+dFYvDp8dr7B0JnuMfRMS2pp45CQZkEFdJ+2OlwpZ6U+uIKNY4k+9rFZchlWpQ61o8g9uvMXqpW34zRUrcMdLQ9g+kkE2r1wsvHFFOz5w4qyK8l9Y3Yu7N6axczQLWVbc2+e1RjC/LYJ5rREs6YzirGWt6KDkNPjsGSL+/PoI1vWn8Op+ARNZCY9uHcejW8fxrUd347/etBAnLmhGZyyInkQYnXHlQHI8XUDfeBa3rx3CPa8Nl9X54p4Ufv6vA/jYKXPwn+cuQG8bfV9pBbM1mhxiSpKsWnuawew7Ul+GtDmUygM81O+IWJhzje9ZZWg6Wlb78OFjesA/JG1A6G/YjG78tDdseydyiIUCZQkYyIaVdQGJhytdOY1osKL5pAUtuO8Dh+Gi36xHJl9ERyyIJz5xFH6/bhDX/2MPAODSo7rwn+cuUN0UCZZ2NeHzq3vxmdPn4vfrFAuyP78+gn9sHcdXzp6PBe0RkOgNr+4XcM0Z8/CGxS1ldRSKMsRCEfmisimXoVjMBEoZMPkAp9w0/1opzwc4GB2rchyHdx3Tg6//fRdufHofbnx66nD0E6fOwbuO6VEtvfKSjGd3TuC2tYP41+4k/vNvfXhi+zh+fslyoJntdtQ0GYJuPvkAh3Tp9pdmWWWUaAhQNiF8gMOijkjZM20dizubyqyXtPUClQHqjVAvlxg77WpdpfRWYzSLOH3dJBEKmQtSp/ZmHwB1fgRRsYaJaT4yDQ/nGJJTaduTAXzorq34y0bloPHkBc248rgevGFxq2qtMZYu4M51g/i/f+7H/z67r+wC4IpjekxjePIa+b313YdCDsWUQ6p8EUVZRlFWDmbAKSEvwiUreT1ueFJxGS3KwO1rB3EgKeI7j+1BMichGAA+d2YvrjimGyG+Mr7w8fOb8cvLVuDbj+zG3a8O46t/7cMXV/fi7x85Auf/6nWMpguIhQK47/2H4eSFLVRLLhrMLH/J+Bq5c5fVoz0w1SUMG0qJGBbyWFhyGbZKKOSFJZGQk5CluK06sfRguhSwsDalwcw1UV9uVqnOHoa50detnx+9+6RZ8ijt30OpPNrbg8iVDmsFUUnKFwsFsKhjKs6iWb+GBBG/eX4Aj20bx4FkueV3iOdwysIWHN+bwFHz4lje1YSWaPmWrijL2DmSxbp9AopFGSu6m7Ciu4nJ/TXAcTh3RTvOXdFuWEa7hi7uaDJcQ1nQFQ/hN5evwAfv2oItQxl85r4dpuU7Y0GMpAv4zfMHcEhPEz57Rm8VrdcGg0kRmwYFQAYOnRWvCOuiD6nw2r4UrrhtEzYMKFZx7zyyC+87YRYWtkfQN5rD1uEMDpsVMzxkiYYCWNxhbNkf4jlcdnQ3Lj2qC+sH0nhg/Sie3D6O/lIoFUCxRP7C6l5celRX2Trw9iM6seaebVjbn8Jlv9sEngNaokEEOGBRRxRvP7wTq5e1Ym5LRA0Rs7DFPOQMLckhQLn818noVFm+bA0lqLjMqFKHVnO5ZgTfbdgejuttxnG9zdYFAYXHT4g5aqcnEcZHTlbC88iyjB2jWTyxbQIPbBjBtuEsPv9AuZ5qjvDoSYSwZzynXkgHOCVUwLG9CRSLMp7blcTfN4/hZ8/txy/+tR/XnrsAlx7ZiUxBxsL2KPuaSPk2JN8BsXAAI2N59WK/bzRLdY3Xh9wKlp4LooQehA3X9niEpyakc2wAYhL6yGnCXB8+fPioBv4h6TQE7YYtwivWKHorG23gfavEOixuSGYYTuXxX3/vw0SmgI+dOhfnLG/DYx8/Er/+9wFcc8Y83PbSIL5TOiD95Bvm4qOnzDY9fAnxAVx1/CwcNjuObz26G1uGMvjqX/vU58u7onjnEZ3Ud8lizwpZlpErKNY/PIcKui5Y1YEH1o/g9QMCZCgu9V88az7OXt6mo5nD6mVtOGNpK37+3H78/Ln9eGTrOC6/bSMe/uiREAtFpqQBhha9ug1BdyKEQtHYJVZfF/mbuOfoE4owW4BZuKPZ6ZOXqGWftPKjTRShHXej+UmLRcxri5TNhxP+0JfZN5HDe3+/Bc/tmkQwAHzslLn4yCmzEdDxd3ssiE+8YS4O7Ynhu4/vwZCQBwfg8NlxXLCqo6J+WZYhyYBUlBGhxJvmA5yacIEV7zyyC0/tmMDW4Sw+cNcW9fcV3U249twFOLY3YfK2IvP/9aYFmNUcxv8+uw/ffaIfPM/h6TVH4Yan9uKDJ83GSQua8czOSfzsn/vQ2hTEdectQpeTGM1iZUIeWhkrPQwAkowyd+t6yEpalNAUprvtGcHQIo7ho8WJJRbtQJIGu3Ksr1ufJEdfF8v80EIKbBvKIBHlAXCm4xWP8JjIFHDdI7tw49N7QQxim0IBLOmMYk5zGCctaMb5KzvK4gjTEOA4LO1qwtIue+PhBC/1JyEFJURDARzS3US9zLBCeyyIX1+2Ap+6dxsOJEX0tkUQCnDYNZbDYCqvxBgPBXDCgmZ89OQ5+J/H9uBfu5O45r4dOHJOHGcvNz7QbQQMpfIQJRl8Sf8SXtozlkMiyquWx4IoYf+kiHfcsgE7RrJojfL4yMlzcPXxUxdWSzqjWNLpPBarFhzH4fDZcRw+O44vn92L/gnl4iaZk7CyJ0aNq3xcbzNuedchuPGZfXhtv4DRdAFjGSU560g6hbX9KQQDwAdPnI0vrO61DDmjHQ/tPjYY4CoOjUg58swokQ6B2wcpTi/XzOBbnzY+OI7D0s4mLO1swntPmIU71w3iiW0T2D8pYjxbwGRW8TwgnjSRIIcT5jfjIyfPKdu/XHJUN96xcwI/f+4AXtqbwnWP7Ma/dk3iM6fPRSzkPEFvGQ+FeSzrbkIwwJUlS0QC1G8CrSwZeU/Q+Jp1XbZFu+5y2MuEuT58+PBhBP+QtM5wcntMc/FrjuqsXSi3eVQXRoe3d/r3B5IiLvzNetX64I51Qzh+fgKnLmpBTyKE83/1uvrsi2f14urjK11ijHBsbwJ3X70S960fwY1P78WIUMD7T5yFT75hLsKarPVpUdmccJySmCaTL2IiK+FAUtnwZwtFiAUZhaIMqShjYnIS95TePfUnr2CyqNy4NoUCuPTILnzo5Nmq+00kGMBv33UIM80BjsPHT52LUxe14ON/3IYX9qSw8Fv/xsK2iJK1WJaRzStxxVqbgjh6bgKfPWOeEqeLYZ7Ib0MpEel8EbFQgJpkpcI62MQ9x0u3lXq5xNS6T7TxpVkd6i2IAFm1BtfPsX7ete3uHMngR0/vxSv7BCU2W6GIaOnwbjJbQP+EsuFtifL46TuX4ai55geNZy9vqzj412I0ncev/nUAd786jExeOb1pCeQwUQox+LW/9qG1pQV8gEMwwCEc5BANBtAVD2F2cxitUR5NoQCCPAdZVqwuiFXbgvYo/nDVSvzkmX347QsD6IwH8ZnT5+GiwzrLrFXNwHEcPnbqHDSFAvjeE/34zj/24M51g3j3MT24c90gPnXvNry4J6WWf2jjKP7xsSMxuznMrOtoFvpW86SF/ne9pWI9rJBiYR68JrxEPMyXJWYoy+BrkOxNTwdQGVeXwGz8yHsAECzRYdUv1nbN3tOWNUu4ZeZxYVReEKcSrpklThRyEnaNZfH2327AllKsydOXtODyo7txysIWRIL2Dx69wv5JET95bCfuK/390T9uU+MRkzioF6zqxJsPbYdUlPHv3Um8uCeFV/alkBIlLOtqwlFz47j8qO6ydbw9FsRt7zmUiYZfXrYc1z2sWI9/4p5t2Pil400vXuuN7kRITcxE+GIsXUBTiEMqK6EzPpWM71P3bsOOkSzmtoTxm8tXMLvkSkUZz+ycxNr+JJJZCZlCEZ2xEBbEJVzH8D7HcZjfprgiW+GQnhhuescyyLKMISGPVK4IqSjj5X0p/GXDKNb2K27F+yZFfO3cBWq/iQXbYEosG4+hVB5pUcLCkvWrkRzS9sA0nem1daab9buxV3GTnnpbtualItbtFbBubwqbBtPIFWTIsoxjexO45Mhuapx9WZbxyj4B/9qVxKa9Q3ik9Pv3Ht+DhbM6MKclDA7KxWQuX4Qky5jdHMaC9gjV1d4MwQCHq46bhauOm/qWyRWK6J/IYUQoYF5rGHNawhUX0gRvWNyKNyxuxV0vD+Hbj+7Gw1vGsWkwg6+9cQFWzY5Z6jGrtUu7TgEyhlIiOpqCAELUJK1l35O6PYlZu9V6xxFYyTDA5rVTK9RbPnz48OE9OJkx7fzq1atx1FFH4cc//rHXNM1oTE5OorW1FRMTE2hpaVFvyGi35V6CKPihlAipdFihd6u2oo0E5RfEAt528wYcSOYxKxHCylkx/LNvsiIuaEuEx3+cOQ+XHNXtmO5svojJXKHMjTItSvj18wfw638PqDF1WKAkblJy88aTd1cknInwHL755oW4YBXdWpUVmwbTuOa+HYaJNQh4Drj6+Fn433csU7PbqgfWmttesvkZTuVRlGU0hZQDjqkkK0p8IJIYgcxjrlBUD3gadVHXy0e15eoJfSB8IkfahFm5gqzOm+KiLiHAcWryCf28azeRn7p3G259cQAm4XcBAPPbIrjhbUtwaI8zdzOCv2wYwdf/tkuJK6eBlRyZIRjg8MGTZuGDJ84ucwEeTIloiQQRDTk/FPrjK0P44ZN7MamLjxrmOZy6qAUbB9IYSOUxrzWMRz5yhBrnj5Z4CzDXhySBCM8B3aWstbWUMT1tduVo3+Ao+Gi8jO71+wXkpCIifACHaRLtaNvSu99pnwHGlmBG9OcKxVLiGk51HdfXQfs40bYriBKSWQnN0co1TQutHPKlvuh1rRHdWnoJaBm7rTJ+E1kmyaEmswW8+/bN2DCQxqzmEL553kKctrjVdOxqjaIs466Xh/C9x/vBSxlV9pfiPmS4KJJZCSlxSuZaosqYSgYhYt9yaDu+e8Fix4ebqZyE1f/3CrIFGS9dcyyOsbA4t4Nq1iNa5mlgaq7JoaBUlDGeKWBua1hNoLhzJIMl178AAHjwQ4epoTjMIMsy7lg3hN++MECN06rV0+d2/A2fPGt5RSxat/GPreP4zJ+3I8RzePITRyKbl8BzARw6S1mLdoxksG9SxNyWMJojQUil2CyzS3JHk0M7hxNGex87idrM2qvX/t0IbtLjZl125ehLf3wVt7yWqggxQhAMcLjyuB589ox56lozms7jPx/qw9M7JwHY35ccMy+Oj54yB29Y1FLzi5Znd07iKw/txGhascQ+rjeBb75pIVYva1N5TpZlvLpfwAu7k9gxmsUJvQks7Woq+3bTz9nOkQySWUldx4lsVVhmmyXt1ekxRZfL6l7JaL3Uvkfi9esTxFrBLLlsvVEP2Z9J30e1xEv9SRx3wzqsveYYHFsK0fHyzgEcfcsKpcBX9wHhuEkNPmYS7MgHsyXpE088US1dBzVuuukm3HTTTZCk8g/2elnYqW6++WKZq6cd2pTDHw4/fPIADiTzWNgewS1XHIKuUkDvZ/smsHUog2GhgNOXtODc5e1VHXoASoytaGhqQdo6lMHH7tmKgdJmihic8RxXcr8KoCMeQnspmUWI58AHFEvPnnAe2K6U/9HbliDclEBRBrYNZ/D7l4ewYySLrz7Uh7amYFUfqof2xHD/B1Zh02AG45kCUqKECB9AUyiAQlHGRLaA+9eP4p99k7j5hQEMpPL4ywcPq3Cd0f4/mZVQlGUEOA7N0akYXCSYujYxAnnHKkHMdICRHDUiyPwB5RZ3RG5yBVm1kulOhJQ5KhTLk0/o5r1QlJHKFfCBu7bioVKM0VMXteCiwzrQGlWskDL5InJSEYkwj7amIA7tceb6qsUzOyfwlQf7IENx87zi6G4s62pCgAPETAp4TCl3xdHdGBRDKMoypKISozdbKGIsU8CokIcgFpErKBYcgMKPP3/uAP78+gh+9s6pj3bWWJJmuOSoblywqhOPbFGyynbFg1je3YQ3LGpFdyKE4VQe7/39Zuway+FX/z6AD5w42zShiKWuloE0QzgNL2B3HdHLEXG319JNdInekovGk3pdY+bRYEZ/DqhIJldhVU9xS9XTBIZvXK0cliWcYBhLLb1miZ2MXGj1bsXJrIQhIY/P3rcdGwbS6Ci5nS8yiSfpBLIs4/UDafx14yjW7k0hlZNQlIF3HdONq44zjj0syzIGUnms3ZPCr58/oFq5Ht0VRclUCd+7cDGkYAxFWUb/eA4v9qfwyOYxjJQ+/HsSIRw5J45DeprQHAlix2gGf3xlGH/dNIaj5yXwnmPZEz1pkYjwOG1xKx7dOo57Xhty9ZDUCmbrEZljbQgLYCrhIbkM2DeRV5IaaXj+O4/tAaDodpYDUgD4n8f7cdvaQQBAIszj5IXN6IgHEQ4EFFfg5CQwrpR9blcSj/12A46cE0dnPIRwkMN4poBcoYgT5jfjTYe045DupqoPi85e1ooFbRHsHs/h1X0CFnVEkAgrhyaLOqLK5W7TlBU7GSMz/WEkUzQY7X3M5FIvz2bt1Wv/bgQ36all3/Ry9D+P9wOROFqiPA6fHceyrihiIR6iVMQT2yewYySL374wgKFUHv/91kX49+4k/vOhPgyk8ggGOBw/P4FjuluAzUr9b13Zji0TSjI7QLGWDgU4cJzCi6PpAtbtFfCxP27DaYtb8MOLljDFbXYLb1jcgr9++HDc8sIAfvvCANb2p3DBb9bjPcf24L3Hz8K+yRx+/PQ+rNs75QXDc8DHT52Dz5w+T/2NOmccEAsF1P5QrUNNeFyvxwAgV5Cn9kpGFqCa96wSxBpBu0Y3iowRNJrs+/Dhw30wWZLu3r0b0WgUPT3ONrFaDA4OIpvNYsGCBVXXNR3h1Q0P7QbcqrzeykF/aw6Yuy2Sshf+ej2e35PEd85fhAsPq87q0g4mMgVc/ruN6J8Q0Z0I4erjenDigmbmjT1fSOMdDxwJAPjTha9CCk5Z2hVlGT/95348uX0CTaEA/vjelcwfK07x712T+MSftiFXkPGzS5bhymNnMVs7aKF1kzU6tKj1ISmr9YfbN6X1dIkxkiXFgrvSjZm8YzS3pL471w3is/ftQCTI4f/esQwnLfT2prhvNItLb92ITL6IM5e24uOnzilzITOTIzPIsozndydx69pBDKXy6G0N4w9XrbSMs+gm7l8/gq8+1IdTFrbgkY8ewaTvaLJkpE/NYFdn24EblqRGNOv7rbWMI/+3U4f+mdWY6N109eWMwgSY0QFY60YjKzMavc/vmsT7fr8FpyxsxvXnL0IiEjS1JH148yg+fs82DKSUA7NfX7YChzi0/H6pP4VvPLwLw0IexaKMWc1hHNLThGxecYMm1kp6nL+yHd88bxGaSheZeamIp3dM4v71I/hn3yTS+SlT0EiQw3uO7cFblkZwyV+OAkCXfamoZGBvjfKY2xKuWJsf2jiK374wgDktYfztw4czh9XQ43cvDuB/Hu/HFUd3486rVlY8d7oOOF2PjORCEJVwCrFQAN26iyCtpenlv9uIF/akmPdUz+6cwEf/uA0AcPXxPXjTIe0I6y7GtHp6ddtf8eQeOh8QnHdIO64/f1FZiIeJbAH94zkcNpvd6ubT927HY9vGccNFS/DGFW1I54tqchon88JinW1l0W0WSsSOJakPBVZjZFeO2j7/MC4+bgHOXdFWwceyrITu+NFTe1GUgVWzYmpis7ktYVxz5jwsbI/a2peMpvP4y4ZR/H3zGPKSjGPnJfB/71xmO666GxhO5fGjp/fiz6+PVDwL8RyOnZdAOi/htf1Kn991TDfuuLJS5wHses/u3sZoD2sUNoe8Z7ZmGoUUo9HCskebibLqW5I6g29J6kML1y1JFy1ahNNPPx1PPvlk1cS9853vxHPPPYdCwXyD5sMeaDfgZjAKLK+3cDG7sQ/xHF7el8LGQWWxXuGx65YWeamIzz+wA/0TImYlQvjOWxe7uqEJcBw+cvJs7J8UsWUog3f8dgPOWtaGrngIY+kCZChZKA/tiWH10taKj7uBpIgwH6DGTTLCSQtb8NnT5+F/Hu/HNfftwBtXtGMJxV2UJTEJaVc7n9rkMbWGHeuPmdAuYJwMBoAhX5jNbTzCYyAl4isP9QEAPnvGPNsHpGPpAkSpqGb/JpCKMp7YPoFNg2nsGsuCgxK+YVjI4/Ft48gVZBzS3YSPnFyZ9MkpOI7DSQtbsGpWDF95qA/9EyK+8JeduOkdyxDia+PuRnTW6wcEPNs3gdVL28riI2phphudJuogVmUsOttLxCM8WhhcxiosRyPGycpY69DTYZU8kJRJlpJk0MaORe/aTThBW2P18vrqvhR+/PRe3PvaCMYyBWVt5IBPnz6vLB6wtu2HN4/i6js3IyUWsbgjgv9753KmeJA0ZPNF/Mf92zEsTO2vUiNZbB/Jqn+HeSWZyAkLmtHeFMT2kQxuWzuIhzaOYf2BNN5+RBey+SLuXz+CfRq37UDJVfO0xS1486EdSER4BAppU3r4AIdVs4wPJ85d0YZ7Xh3G/kkRT26fMI2HbAYylgeSlW7mQO3XAcUCKlDpgipKmNcaMXTRHEyKSGYlVcfmGcIHTWQL+K+/7QIAvPnQdqbwQJ8+fR7eLvDoG8shlZOQl2Q0R3kUizJe2JPE2v4U/r55DCNCHj+/dDkiwQAmsgW85ZevYzIr4dpz5+OKY9iMJog3hQygPRZCt6bvTvQmy96VqlcYdARt/XVC48EGt+XrhrctQbyZvrfhOA4nL2zB1ccX8NsXBrBhII0AB7xxRTvec2yPI2+1jlgIVx8/CycvbMa3HtmNl/am8NZfvY6j5sYxrzWCpV1NOLSnCYfNso4VWi26EiF86y2LcFxvAo9tG8eusRxkWcZFh3Xi0qO60dYUhCzL+PPrI/j633fhznVDOGd5G953wuyK7xBW3jXaqxrtbQRRosoPy/eG0bcq1UNE17YVn9Vzv+/Dh4+ZB+YTHMbQpTWvazrDzq2XVVmrYNussHKXTGYLuGPdIP7w8hD+tSs5lbwlyjO7Bm4cSOOxbeP4165JJCI8vnneQlvuteOZAr74l514blcSIZ7D51b3enLjG+ID+NyZ8/Cdf+xB31gOf9s0Ri13zvI2fPeCxQhwHO55dQgPrB/FK/sFRIMcvnfhEpy1rI25zfcc14N/bB3Hi/0pXH7rRjz7qaMND22MoHc93TueK3MdcvOWlZWHVTdYoCwRi1s3v0Y3zkBlcplq+uGEJgBlCSmcuunkCkVc8btNyOSLOL7Xvnvq49vG8YUHdiBbkHHU3DguXNWBdx7ZjaIs4wsP7MRj28YN313UHsF/nDmvard9GpqjQXx+dS/+8699+GffJNb8aRu+e8FitNmwKB1Mifj633chlZNw8sIWnL2sDStNDmcIFndE0RLlMZmVcN4vXkdTKICTFzbj8qO78e5jetAcnaLBqSu5EeLhyoR7ejhdI7xCPExPWkSSxrHImhX/k+eCKGH9foFqEWo2dhXz5MBy1SgRF1lj02IRD28exUAyj4lsAVIReLE/idvXDkK/u/nN8wO49cVB3P6eQ3HZ0VPxuItFGf/1tz5c/489kKHEobvx4qVVWVIPpvLqAel/v3URosEADiTz2DWWBR/gcEh3ExZ3Rsuss1bOimFJZxO+/3g/do3l8KOn9qrPWqM8zljSijcsbsGCtiiCLl9ehPkAVi9txQMbRvHrfx/A6mWtji5hFpW8PJ7cPoHHt41XrLm1do0URAl7xnKY364cduvXIwDUhGSEr0lZo1BIWlz/6B4MpPKY0xzGuxkPLgFgbmsEc1srD+NXL2vD6wcEfPexPXixP4VP/mkbPndmL/gAh8msQte6vQKuOIatHSIzj20dx7uP6WaaAyeJ2Iz2GGZly8J4VLkHmOlWbGZwW75YDiLfcmg7JrMFDCTzeMeRXY4vlrRY0R3DN85biOse3o2RdAGPbZsoe37O8jZ8+y2LamJh+vYjuvD2I7qozziOw9uP6MLzu5N4YMMoPnTXVvzgib34/Op5uPTIbjRXsYYYus/rElcOpkSMiUXlQLS0drKGqqF9q7LKLy2ZWyPs93348DHzwKxJd+/ejeuuY8mNaV2PDwWCKGEyW1DjMzm1vgEqb8BZ3D+pH4KamzuhlPAkLxXx2NZJ/PHVYdzywkCZ2117UxBvWdmO9x4/iynz7m+eP4AfPrm37LfLbt2IX1y6gskSdcNAGp/983bsmxQR4jl8fnWv63HbtGiPhfDfFyzGpoE0Ng1mkMkX0RLlIcvA3skcnt4xiX9sHce7btuEYIBT3X4AIFuQ8al7t+OLZ/Xi6uNnmbQyhQDH4dvnL8Klt25UP1BueNvSCnfSXaNZxMJ8Gd9o51NNciJKkCAr7ql5xYrF8BbWhrua+ruOL43KEb7S31K7dfNbQYdonnyl4lDVgA4nY6Knae+EYq3TFA6UjYWQkyo2gyRQPTlQ1dJ+zZ+344U9SbREeVx//iJbhwm3vjiA7z7er/79yj4Br+wT8KfXRpCXZGwdziAY4HD6khbMa4mA44DJrISmUACH9jTh0Fkx1yxIaVjUEcXnV/fi+0/04599k7js1o340cVLTa3QCLYMZfCRu7eoh0Pr9gr46T/34z/OnIcPnDjb9N1IMIC7r16JW14cwF83jmEsU8Dj2ybw+LYJ/Md9O/DeE2bhkiO7cPqS8pjEVOsKG8kPSBkri3BW+dAmOABgI3WWPRhZerbHgswJDLSWI9q/9RgW8uADHIZS+cpD0tLY0ZJKEP1H5ItY9dHGUBAlDCRFZEoJmHqgJEvbNZpBKl9ETzyEw+Ykytq8be0APnL3VvWCUI/zDmnHhas6cMqiFqztT+HWFwfwzM5JXPG7jdg6nMHFh3dCKsr43P078OjWcQDApUd24cvnzK86e/38tjBmJUIYSOWxbTiLNx3SjrmtERxrEadz1awYfnzxEvxrdxJr96TABxTPhhPnN1cdR9wKb13Vgb9vHsMr+wU8sH4Ubzvc2hJSj2N7E3jbYZ24b/0ILrllA17/wnGY0zJ1aFJra8C0WEQiyiMtKjyiX4/IOjiYEhEXpxIKxSM8OuUQNpb2EVbz9sjmMTy4cRQcgDWnzXVtrg6fHccXzpqPbz+6G8/tSuKSWzfinOVteMcRnfhn3yQ+duoc5ro+eNJs/H3zKP6ycRR/2TBaYYFKdbPV6D1iedZckj8jV3nyrlYPGs25IE6FPVjU0eTKXkTvaXAwHcLUw9qW4zhma2Y7WNLZhBvfvhRbhzMYTuVxIJlH/3gOrw8I+MfWcWwf3ohfXrYCc1rqn0ToG+ctxPKuJvzq3wewcTCND961Ff/zWD8uOqwTbzqkDZFgAFJRxrHzmtEaCzJ9Fxqtz4MpsSwhIs2bg4UPjPY9Rt8IephZsLLuQXyLUx8+fLDA1iHpN77xjaoa4zgOsizXPHNgoyIe5iuS7JiVtXNTSxYBbdIA2gei2UKRyhXw5/Uj+PYju7FnYsqNbXFHBO84ogtnLG3Fko4o83wOp/K4oXRAemxvAsfMjePhLePYM57DT57Zi5+8fZnp+y/uSeKjd29FTpIxuzmEz63u9TxOKKAcXK6aHccqShyu05e04vpH96iJLCJBDpcf3Y2TF7Tg/vUj+NvmMfzkmX3Mh6QAMK81gu+cvxhr/rQNv3n+AL5y9vyyTcVQKo+JnJIAqjsRMndXCfPgOQ5NoQBiIXNLLzN+MHpGs64zPczXlXfLAsFuvXo6DW/PHYyJnqZYSNmo8lz52NPeF0TFsk2S5bLDoWS2gF/8az8A4DvnL6ZaAJnhJ8/sAwC8+ZB2XHRYJ/61exJ/eHlIPdQPBjh89dz5ONxGrDm3ccy8BK4/fxG+/0Q/9k2KuOr2TfjFZctxXCmGkBF+8sxeDAsFzG+L4E0r2rBun4CX+lO44cm9uOiwTnTFQ6bvz2uN4KvnLMBXzp6PHaNZPLV9Ave8Ooy+sRx++s/9+Ok/92NhewTXnrsAbzm0HYJI//hm4RUzfUwDq3woB4FTCQ6knGXVjuGGDLOMVSwUAMBVWI0Y1QPQk7MAxtYl8bCSNKapdDhJ3hnNFMBzXNmFIAA8uGEE771zM4oyMKcljIXtEbRGg+ADQCzE45Kjuspk6NRFLThpQTO+/ehu3PXKMK79ax+u/Wuf+jwa5HDtGxfg4sPpFkN2wXEczl3RjttfGsSv/n0Aa/uTeN8Js5k+6JujQbxxRTveuKLdFVpY0REL4ZKjunDHS0P49qO78YZFLegymXMjXPvGBdg4mMaWoQx+8sw+XH/+Yg+oZYM+6ZmRzNCSKT6xbQKSDPS2hk3nbVjI49q/9QEALj6i0/VwR0fMieO7FyzGva+N4Nk+5TL4m+ctxHVvXmSrnhXdTfjQSXPws+f24wdP7cWFh3VautDqvWG05tlDqTxyUpF6eaLXg0YYSuUxkSkgJXLotmEFZwY9zf4hzPRFSzRYse/YNpzB9x7vR99YDj94sh/fv3BJnaibQiQYwAdOmo1LjurCrS8O4ndrB7BlOIPvP9mP7z85dSm+sieG375rBRa1R5n2IYb8q/nUY/GEcQIzOTR6Zld2a+1Z4MOHj+kJpkPSr3/9617TcdBByEmY06JYArIoa72FJ9WqT+cOIZQO0QD6ImbmVrF3IocP3bUFT++cBAC0NfFYvbQN56/swCkL2ZMjafHo1jE1O/aXz54PADikJ4Yv/mUnntk5iWy+aGgJ8ezOSXzq3m0QJRmHz47hc6t7G2KBO3x2HJ3xIAaSeQBAW1NQjQl28RGd+NvmMYgFusWRGc5c2opZzSEMJPPYNJTB4q6pD6BYOAAhJyFaspYg8y6IEtJisexQIR7hsbA9apooSM8zgGKtqtYRLv+A0POf6aEppSzNwrRaWNVbQYf+o9VIvij91oIcvlhZZQP5sgNtAuKmTCxKAUAsSMgWZMQ6p2Thxf4UJBmY3RzCmUvLrRpZkCvx4NuP6ER7LIQLVnXi75vGMJBS+LYrHqzrASnBwvYo/vuti/GDJ/rx+oE0PnzXVvzk7cvwhsX0+GTZfBHPlHTUp06bi0UdUZx3aAe+9Jed2DmaxaNbxnHFMd3Ud/XgOA5LO5uwtLMJ7zthFp7blcRDG0fxxHYlLtiH796K0xe34FeXKcHeaa6yVpv7skMTxgQkrIepWpr2T1Zm23YLLGuRZR0WLn0AVAsv2nPtpQwABDW6qzWhWOrpE+QMpkSkR4sVCe1WzYpX1NnbGsGIUEAsNCWbz+ycwKW3bkRRVuTom+ctZLKu5gMcvvbGBVje1YS/bBzFtuEMBLGIN65ow6dOm4clne5e9K15wxxkC0Xc+9ow1u0VMJjagx9etKShL6cvWNmJ5/omsXM0h88/sAP/985lZSFiRoQ89ozncNTcuGE/mkIBfPjk2fjCAzvxh5eH8O23LKpbn3uaw3QPBrF8bRlKiRgW8mWXvQ9uVBK26K3X9fj+E/0QxCIWtkdw6ZFsOs4uFrRH8Zkz5iEWDuCRLeOqhatdXHV8D379/AFsHEhj50i23AI0zKNvNIN0vlg2NloZJf8B5QfQtHWdwMxSvTsRQjqvXGDS9gBOULHnMLukrcJDxUd9sKyrCV88qxdffagPf9s0hiuPTeHoeeaW3rVCSzSIT542F1cd34Ond0zg75vH8MLuJEJ8ANlCERsH0zjpxy/jY6fMwTVnzAUgI1coIhjmy/aeJPQMgIpviZ5EWLEY1ciLlSeMHiy8XQurZCdt+HI5c7FnPIv5PfX//vHRePAPSeuEtGYDZ1tZG9zyaX9nSdJj1LYgSvjmw7vw9M5JRIIcPnDibHzgxNlq1luneGFPCgCQCCsJAgIBDgvbI+iKBzEsFPDZ+7bjfy5YjJYIj32TInaMZLF1OIMnt09gbb/y7lFz4/jC6l7bcTq9glgoqnG6AGAgmcdP/7kP5yxvw6NbxgHA8bgtbI9iIJlH31i27Pd4WHF3IdYVZN7TYtEwYYnR7zSeIe4u2ttmLT+ZucPQPhQawaKiwnLURO6M5Eg/LlrXHicuQuT3sXRBdQcGgDkt0VIyn6l6NpWSoy1waDkdCwWQEou4c90Qzl3Rhn9sHVcPSAFgIitBLBQbQq7iYR5fPns+vvd4P17ZL+Cjf9yK43oTOHNpK5Z3NWFJZxRzW8KYzEn44gM7kZdkdMWDWFiK/1csymrMsBf7k8yHpFpwHIdTF7Xg1EUtyOSL+PW/D+DmFw7g6Z2T+H+P7Mb/XLC40qrahKdoz4x4xonM6Osn64vXcCrfZmsPSXhjZeECQC2r/Xc8wqNvNFtKYqE8KxRl7BnLIRFVvDeQgOFaSf7dHlOS9JFy1z2yG5l8EfNaw/ivN7IdkBJwHId3HduDdx3bA1mWkSvInrmxt0SD+OZ5C3HlsT145y0bsHdCxNr+FI6fb26RXU8EeQ5r3jAX//nXPrzYn8LH/rgN1715ITYNpvH3zWP4x9ZxFGXgyuN68KWzeg0PP89c0oqmUAA7RrL4Z98k3rDY/oWSF6BZkgOAJFfGHSWxoc0OSYdSSjZuDsBHT5njeqxYPUgYiIEUPTGWFVqjQZyxpBX/2DqOR7aO4aRFU5deirxx4AMc9ozlsKy7qcwyXO9Cqz2ANkoyY7UeGx1iuwWrfX01Hio+6oelXU1YvawVj2+bwP97ZDd+f9XKmiWZZEFrVDHS0CZvG03n8Yl7tuH1A2n87Ln9OK43gfNXdqjrpnY9JQmV+ABXsWd14/CyWt5m+fb1SmZ8uZxZ6IxP8fexN6zD2i+e5vj7ysfMRf2/iA9SxAxumK1AbrNyhaJqjTSYFJUkGmG+zLKN/G6n7sGkiJ0jWfzh5SEAwM8vWY41b5hb9QEpAFx2VBd4Dnh1v4DvP9mP/vEcOI7DB0+ajRDP4Zmdk3jbb9bj9JtewXm/eB0fv2cbfvjkXvWA9MQFzfjCWY1zQAoAT2yfUD+cP3iSEv/w8W0TuPavu/DE9glwAK45s9d2vWPpAl4q9XtBW0SZ99L8AEoyBOLqQvihOxEqSwpB5p7whf537TPtgRz5jdRHc21h5TNa/fWAFR1GckSrgzYutHe086V9pv+9OxFCrlBUN6rN0anA9oSmo+Yot5wv9acwlp7KXM2Ka87sBQeFX6/96y48XkpI8MGTZmNeaxiZfBFPbJ8wr6SGCAcD+MLZvThxgXKws7Y/hR8+uRcfv2cbzvvF6zj9plfwtt+sx7N9kwjzHD500mxwHIf+8Ry+/2Q/XtsvgOeUWI/VoikUwCdPm4ufXbIcAHDnukHsGVP82Z3qWDN9HQ/zKj/YqVsLp+uLFfTybsb3pIyVjmCRPQLt2ADlcrV3PIehVB5CTrHYjfAB1Wo0GOAwvz2i/gYoOlYQp9oWchJ2jmSwfr+AoZSIXKGIWDigytthpfi4R8yJV/VhzHGc53E+AWB5t2IRDQC3vzSohh5oVCxoj+Lrb1qIaDCAl/amcMGv1+PzD+zEI1uUA1IAuG3tIH701F7D5J+xMI+zS0mbPnTXFiSzlbrSyd7IDmj1Ex7U8lM8zKvrOOHhgiRj56hyKWrmPr9nXNE/XYkQlnW562avx6bBNB7cMAoAOH9lh+N6lnUpH6AHkvmKZ0Re57dHVJlm2TsIooRtQ5kyDw/tHhkw1tFe84EZaLqf/AewJZ/xUR+8+5gexEIBbB7K4Nf/PlBvckwhyzIe3jyObcNKOLD5bRGcsrClTAdp5W3qu0LGa/sE7BrLMq3brM+q/R6w2pvbqdeu/DfKt4wPdzC/bepANC0W8fSOCezWGST58NE4p00HGZzeRBFLG6Ko+0azmMwW1NstYhWjt7gpq8NgcSDv/PS5fZBk4PTFLa5an5y0sAXfvXAJOAAv7knhi3/ZibQo4bjeZnz7LYvQHQ9hWChgPCOBDygL+kkLmnH18T34v3csw+dX95Zl5a03xtJ53PPqMADgvcfPwjVnzMPNV6zA+SvbwQcUi9lfXbYclx9tz5Itky/imw/vQqEoY9WsGOaXki1pY+wt7mxSrEmBsmQfhC8OTObwzM5xrN+vHLQSqwk9T2hdz9WDD8JHRgcVjHymL1tPWNGhvyU2KxsPlz+3SmoFTI3/+v0pPLNzHAcmc2pdBGQetXNLaFrW1YSVPU0oFGV88+FdhkljjHD50d345WXLkShlID9/ZTtuvmIFrjljnhov955XhzGWrvyArRfCfACfX92L/3vHMlx9fA9OWtCM+W0R8AFgPCNhWCigOx7Ct96yCMf2NiMtSvjiX3bixT0pcAC+e+ESnLSQ7qbvBCfMb8Zpi1sgycAtawcAVMoTYPHxYMBngqgk8esrHZDEw3yZdbFdOHEl2zmSwc6RjOlHg17eabKi7QuRDTMdoX0uiJJy0GmiT8jYAFNu+4IoIVKK/UusQw+bE1dp62kOY3Fnk/oboFhxp8WiSiv5b9dYFpI8FWaEWNSQhEIv7kmiaHBI12j48Mlz0N4UVKxJ9yTrTY4llnU14etvWoBYKAAOwOKOKC5Y1YHvX7gYHypdQv76+QE8UDq0o+ELZ/ViViKETYMZfOrebRWyaMWP1YAkUCN7MvKb1m2c8FM8oniE9CTCGEyJ2DmSwUv9SUhF5ZCsxyQuq3pIauCh4BYKRRk/fXY/ZAAXrurAWw51fkjaElFoHSgdBmrnpKc5rCShJK71Jas1q73DsJDHZLaALYPpqUsZ3R5ZP9fqoWRKNNdLDg9RWd6j7aGGUvmy/QLVkr6OB7s+FLQ2BfG+E5U90/8+uw+X3boRD6wfqTNVdDy5fQLfenQ3sgUZpy5qwf3vXwVARipXwK7SXoPwGtFHizubkM4XMZkrUNdiFvkx0rHVfg8Yve+k3sGUiAOlfrC2rf9W8uVxZiAWDuDKOzZj5Xdf9A9KfZTB2x2WD9dRFiNRNA5SbxYfz8htgLzz9A4lxp8XmSPPO6Qd869eiXfftgmFooyUKKlZ2v/ngsV4/YCArngIC9sjCDXQgagea/uT+Plz+zGekbC4I4q3H6FYrJ0wvxknzG/G198kIVBKmMSKsXQBv395EHeuG8JouoBggMPnV88rszTRzymZs7IEEGEe4xkJYkHGoJC3TExQjQuLGZ9NJ7D0w+446esURAmDQh5iQcZ4RsLSLvPkMvr3v3BWLz5y9zY8unUcL/3iNbzrmG5ccXSPoSu/HicvbMHjnzgKRblcX7zjiC78ft0gdo7m8OUH+/DRU2bjWItkSbVEVyJUciFT/s5LReway2FYyOPw2XHVtT6Vm8pweseVh2JVyfLPTVxxTDee2TmJR7aM4XsXLLElT4B54oGyJH41lqu0KEHgFFc7kqmWBha67PZF+7xvNGuYlIVWXis/xPqaZczIuyS+YSTIYSxdQFM4AJ5T6tLr3CNmx5EIBzAsFPDKPgHHNEg8OjM0R3j0toUxlrFvfV4vLO1qUq22tRa3C9qjGM8U8MdXh/Grfx/Ahas6qG73XfEQvnfhElx952bc+uIg3n1MD46el5iKFe2hbKVFCZFw+Z6sTB9Q2hZESXVzvXOd4sGzclaTaTiHf2wdBwCs6HZfx2nx1PYJ7E+K6IgF8dVzF1RVF1/yZhELRddcZmOhAMSijEQkMOVyT1l39eNtldDNKT1O3tPqIvK3W3X78AZnLmnF7rEc/rpxFBsG0vjKQ33YNpLFZ0+f21Cxn4n+bI7wuOWKFYiFeeydyCGdLyIWChjyUSwUQDzCI6GJ2UvAIj/T5rvA5l2nXv58eZwZeOmaY/DUngKuvGMzhoW873bvQ4V/SNpAcBrUmlbeND5emMdgSkQO5Ql6ACXW1Y7RLAKckoHeO1SuTokIj5NdtPzyCs/smMCNpWzhizuiuOkdyyoOQ+1uDl7Zl8Kn7t2O0ZIbzIL2CH73rkNwxtK28npp1ovkoLRQRGvpQPTQWTE1cQmhpSJeqCZJipELi+WBiM04RbUKfm63HZZ+mB1wkXEkQfBpcU/jYR498RASYSWZlhrrtHSTTerV10Hw/hPnYElnE66+czN2j+Vw07P7cee6Ifzk7Utx1Fw2WaUd2jeFArjpHcux5k/bsHM0i/9+rB+fPm0uTrNIHFIvhPgAlnU1mbiZemfld1xvMzgA24azGEyJ6EmEVUtGAvLv1kTlIZ8Rn8Uj5Un8WPjRTVmKhXkEAtaHjKzyHgtPWXoa6R1BnEo0Rw5EuxMhxcKFV8oZjZX+cIWMtd5izGh8tHUQ+W2JBsto1pYlePOhHfjjq8N4ZPPYtDgkTeUkbB9WLCPmtUbqTA07jMIRXLCqAw+sH8GOkSye25XEqYvo+4VjexM4f2U7Hto4hh8/vRd3Xb1KfeZGbD0jxMI8+GhQ5SHtGkvWZv0aDgA8B+yZyOFX/94PALjiaOML6uFUHk/uGAcAnL7Eu/2SLMu49zXFU+b9J8xSLyGcglhfR0MB2/sNI1le1NGkhhYx2ucYXVSR+TBqw+lBj933CL20xJBGdQPl+wQftQXHcbj6+Fm4+PBOPLRxFH96bQS//vcBBAPAp06bV2/yVBzXm0A8HEAyJ2FtfwpnLWvDwvZoGZ/p+UjIKYYrK3tiSrImRvkpK2Ow5rvNr7REjrQ2aO3rE1GxQC/b0+Yw2Icp5rdFsVK0n2DZx8xH45rqHYSw6wbm1HVB67JIXHyGUnnkpSKuuX87AMUistpNMQ0v7kniXbdtRKGofBC3NU2/c/rRklXOks4o7r56JRa0V/fx+djWcXzgD1swmi7gsNkx3Hnlodj2lRMqDki10LuoEvcydQPQHMYJC1pw2JyEIX9ob4TdcmGxgpeujl63Y+XqA9Ddr7XlDpuTwAkLWtTyWlkkc2lWx5lL27DtKyfgzisPxWGzYxhNF/DBP2zBYyXLIqdY0B7B3VevVDNtTyfLM4K2WBDdiRAKReBdt23Eix64FzdHeJxQipP6mT9vRypXKHOVVKwSA44+BuzKm5s8rnW1q1beafpI/5wkUiJWowQ9zWEs7IiWJbexotso9Afr+JA6yH9mH36nlRIBaZOe1QJj6QJ++a/9+Mkze/GLf+3Hur2pijJbhzK497Vh9dIlLUr4r7/1IZ1XDqJnt3iXqKZWiIV5rC7FHCWhboxwRumSZyRdqNlBkl6GzWRBu/52J8L41fMDSIlFrJoVw4WHGbu1//fjeyAVgeVdUc8tXkj89+ddCDGRl5T3Y2H7LrNGsuxEbxm1o2+jmv21k/dY9BXrXsNHbdASDeKKY3rUUCA/f+4APnzXFvx98xh+/e8DuOa+7fjCAzvwrUd240+vDSsW4zVEiA/gosM6AQDv/8MWbBvOqKFn9CGdCKzWbyf87dW+X/8dZMf930k/9O948Y3kw4ePxsH0O6GawXByk24GISepH0zaG0FSF8mATJL+3L9+BI9sGUcwwOHLZ893qVdTGErl8Yk/bYNUBI6eG8enTpvbUDFGWXH03DhuWwvsHstVbbP2Un8K19y3HZIMvHFFG35+yXL0JMIQCzLG0nRLAb11ClDpUkYrX3HbyshvZe+Y3NCalTOiW/98KGkve+5QUgQfobs1E2tpI4s0t/tY5gZsY1z082BGN6n3wlWdOHtZG95z+yY8unUc19y3HTdfcUhV1t8yFJ4GgKOngZWcHmE+gP8+fxF+8sw+vLxPwCf+tA0PfvBw1Y3RLXz57PlKHLINo3h4yzjOO6Qd3YlQibdljKXziJV4QKtzabrYCqbWkC5aMQg5CVmXLJNY3evnt0dUS9IyWkQJe8ZymF+6fDKM+Uux/OobzWBEKGAoJaI7ES5PjmJj/I3azEuKtYFR4qaiLOPxbRM4fn4CrVF3tld9o1l8/J5tahxKguN6E1jW1YTJbAH7JkW8uk+ADMUqcUlnE3aNZSFKMngO+Ozp89TkfdMd5yxvw983j+HRLWPYPylijsHhL7nomd9WXwvasXQBsXAAO0eU5CmE/9OiYrHVmgjjoY0juOfVYXAAvvbGBYau9n/fPIa/bRpDgIOaKNIrcByHT502F199qA9P75jED57ox3+c2au6zdsFSaSk92YwsqDUyl41us7O3nksXTBcL+zU42S/bqePvgVbY+FNh7RjIlvAPa8O47ldSTy3i35Be93Du3HBqg5ce+6CmiTvA4AvntWLXWM5/LNvEmf+3ys4fUkrVvbEcGhPDIfPjmPVrKYyPiK8JYgS1u8Xyjw9nMBq319tnWSNH0yJZfsGLaa7vJD+Sn7sUx8+agr/kLRGuOmmm3DTTTdBksxvia2s/uzEPhFECcmsBHBKnDnyG7kpTItFtMeCSpKA5jCe26XEIn3XMd1YbpJZ1SnuWz+CtFjEwvYIPre6tyzh0HTC/LYIehIhDKbyeHjzmJrQwwme7ZuAJANLOqL43gVLypK1GM03mb9ggCu70dRmTQemPjL0t6jk3xUJVzQbDxKnj8CMFlrdRtYgkWCgLDu13m3WKgOzXo6osc00/SDjyWKdwtrHyawS0F4bQ4zILnl3MCka1q3/KIyH+bJNaFzkmWn59eUrsPr/XsXO0Sz+2TdZ1SHpw5vHUCjK6EmE0Ns6Pa3OmqNBfG51L/7zoT7sHs/h/vUjrh8mrOhuwruO6cbv1g7iye0TuKqU+GowKSISVLJXR4IBDKZExMWpywgSd9As5qceZnq/GrdhvRwNCSKQD6E5wmNxxFj3m338K0lrMkjni2XhJPSwojstFpGI8kiX3J+MxkD/u/KMgygV1VjMRK4Gk2LZWmikLwAgwgfw5/XDuOOlQbyyT8DpS1px8eGduGDl/2fvvMMcK8v+/znpPdPbTtnZme29UJfOUqWDKEUUsYKN14KC/BALviq+InZUREWkSy9LW1jKsr2X2em9ZtJ7zvn9cZJMkkkyycwsrDrf6+JaNntaTp7nfu7nLt9vcVxlPVOc6O9bB/nZhm7OnFvALy9pyPgdc8W2bhdffKIZb1DEqpOrmN2BCJs7XWzrdrOtO7mitMqiodcZ5HBUzbjCrObqVWVHZD3/sDC7SMfcEj2Hh31c/eBBvnbKLC5cXDQusDjikYOkmYKo04Fc/LpCg4pRb5iIKIEgt8u7QxH0KgWlUbqOm56UO3g+uryEpZXGtNex+8L86NVOAC5dWsKc4iP/m84u0vHpY8u5b1M/f90q81b/9IL6OA90Poj9PP4U0cHYPB71huPvSqsSGHKHZDGnlLU1X2S0H2lsWTZ+73x88Mn46+m+YyZ7O5X3cTQil3l0tOOjy0s5dY6V5w7Y2N3robpAy7xSPSqFgN0XZmuXi25HkKf2jtDrDPLrSxviVBFHEmqlgnsunsMtz7fxRrMj/l8MZ88r5OcXzWFJ1O7Exta+Ps+E/ODZkEirk7pfSXdcXgVAwTH++dizeW1jfsO4BOqHMF+mk2Ig9n19M5XjM5jBB4qZIOkHhJtuuombbroJp9OJ1Zo/199kMmFGjRKzLjkTn0i4nUoUH9uUVh2hAMnLB2VF2nPmF/7bBkhBrrA4Y24BD+8Y4tGdQ1MKkpZFM6s1Bdr4Zi61+jAVmcZC6mYjHjxIOT5j9WjC+amCYLk+Sy4VZEkiU4mOv0aJa4IqldR5lI7bLHWcT/Q8+X7HWAB5yB1Kes+5XjvT75Tp3GzXBZhdqKXN5s+qhpwLHtkpi4acObfgqBIfyBdalYJzFxRy36Z+Xj40ekQqrqqic9UbSg52e4JjAhypYmr5CAulXnO6KyDSrkc5lMVn2/x7grIwWSQiMaSe3MYKiIspJa5P6d5Bus9LTWq8oUgSF3Ps2MS1MN13GvWGGfaE+PK/mtnT743/++O7h3l89zANxTpao4rAmZI5v3q7B5CFdWKbuFzgDUbY2+9ld58Hf0ikwqymfTTA37YOIErQUKzj22fUYI3S0wy7Q2zpcuEKRDBplVh1SuYU66m0aOiyBxjxyLaptkD7bz2XM+HLJ1Xxo1c7GXCHuO3Fdv61d5jfXT43qUox9hsdSV9jIr8u0SbEAvFKQSAiSSgVAga1go89eJAhT4jGEh3fOj19B48kSfz4tS5s3jDVVg2XLZ28z5Ev1s0rRKNS8Pt3+3ir1cFVDx7gqpVlnFRvzYtqqNggz+fmaAA/hlS7mSimlk+QMRMm8pcy+Um5Xmeqx2bDZIKt/46Y6v7oaEGZWcOnj03vb1y1spRdvR5+/mY3mztdfOHxZn57eWPahIPNG2L9ITvuYISFZQaWVhrinNmTgUGj5N5LGtg34KV52EebLUDriI+NrU7WN42y/Ofb+NOV87g+4dlT1+F8kasfPqmEQoa1P/a8R8O8mc5niH3fDyKoPoMZzGAMRyRIGolE2Lp1K729vaxcuZLZs2cfidv8xyJdBiqXTFi67FkZmrGqPU12wu3OaDufRTv9w8IbjHBgUHaOj609epSzJ4szGgt4ZMcQu/o84xyJsCixodmORaea8Ls2lsicYm+2Orh/cz+3nFET39TmzYWVstmIORDx6sYJ2k3TnZ84/tLeM4F7LbUiMt2xiZWU44IeWiWleQZWStNxm00wzrM9TyYOpsTPYwI7ifdLdw6kf+eZfqdckPgskiRx79s9vNEiVwU0lEzMT7e504XTH+a0xoKkAM6QO8TuPg8CcHqU8+/fGcfUmLlvUz/7B7zxttbpRGzDEqMngOxiBRCdTwljbLJCfUdCBKHUqEGp00zYmj7R5l8pgFIpTIniIMYNmg2J1Z+eoPy8sdb9Y2rHi9kkroWeYAS7L8Srh+00D/tpGvLiD4uoFALP7bcRjEhYdEouW1rCCXVmNrY5eXbfCC0j/qT3kA7FRjU9jjFO0Fw2tps6nHzpyRb84fTCASfPsfDZ4yqT2jNLTGrOW5iet7KmQPuht5gfaVRYNPz84jm8cMDGE7uG2drl5v7N/dy0tip+jBTl0PwgQ8Sp9C+JawwkC+8YNAo2dTh54YANlULgZxfMydiCe9+mfp4/YEMAvnBiJeoPmKbolDlWZlk0/GxDN222AHe91gV08ck15fzPqbNyasFfVGEAYGObk79s7o8HZNLZuEzUNZOxd5l851RbNpGPnU812nTZ7XT29oMSvzzaEAyLHBj0UpnD+nA0QhAEVswy8f/OquMHr3SyvcfNDY828fvL51JoUBERJTa2OXhi9zBvtjhIzMOpFAJfP20W16wqy0jFkcv9l1QYWVIxVqneORrg7g1dvN7s4HOPNbGgzMAJUTG8TOvwiCfEfZv6ePGgjTXVZr50UlVSVXtqK3wuAmmD7iCj0bU51efIRF2V+mxGjRJM44tMPqz5ks1XmqywrFPyT3jsDGYwg+nDpKNhL7/8Mn/4wx+48sor+fjHPx7/vLe3l4suuogdO3YAsmG+/fbbueOOO6b+tP8lmGwGKt15iZ9lI5i2+8K8H223X1Mz/XyE7uiiqRCYlCBUWJTocQToHA0w7JFFUgQByk0ays1qSo1qrHoVAhAIS3hDsnJyMCJvfnVqBaVG9bRV1RToVcyyauh2BHmlaZSrVpYy4g3zyqFR/r5tkE57AAG4+6I5nDO/MON1Vs0y8fEVpTy8c4jvvNDOzl4Pf/zoXMxZNteZxsdEdA0TtftOtiUl3/F6pFtf8r3+kXp+TzCStsV3ovNzeR6nP8znHjscr/78+IpSVk3AI/ryoVG+8UwrElBboOUTq8s4a34hxQYV65tGAagu0E6rmJokSQx5QvhDImFRQqNUYNAoMKiVaFUCEuDwhRnyhBhwhRhwB5Ek2bkuMaqpLdQyy6rNm0/RolMiCCBJ4AmK0x4kXR2lNdjU4cTuC6d9Z5noF9LZ5iM5XnOBUavEktiansFWTDR2G0sMSS1w04Fs61qsGrtrNIBJp8zaGhg758CAl28+18qOHk/a406qt3DnOXWUR6+ztt7Kl9ZW8dJBGy0jfooMKq5cXpr23F9d2hjfPOYSIH39sJ3/eaaVsChRqFexoEwWoBnxhBAQOGOulWNqzB9qNagkSYx4w9h9YbzBCFUWLcVGVdpnis33w0M+dvZ6GHSHsHlDCIBOpWBemYFrVpWiV0993GqUCi5ZUkK5ScMv3urhT+/3c+mSYqqscoBYFQ0kBiIfnGptrjQpsbbyGHfhskpjRkqE5/aP8Ku3ewG4/thy5pUa8n4uf0hk1DmW0Gkd8VFRrMuryrahRM9PL6jn9cN2dvV62Dfg5a9bB+gY9XPX+bMnHO9LKox8YnUZf982yA2PNAHwqWPK046jiWzndOCDbsGdVMVcumDrUVAl90GixxHg1SY7G1rseKLdbitnGTmtoYDlVcZxa7skSUQkCCfQOoiihDuh/VshCNQUaCfNrzsVzC3V871zavnBK53s6/dy1YMHqLZqOTzsY8Q7JpjZUKyj3KyhZdjHgDvET17vZmOrk9vW1VA3TYJttYVafnlJA994to2XD41yxV/3s/1/VsXXvlT87t1ebn66hUBYjuBubHVyz1s93Li2il9d2oAgCPHxmckPGFfBrVViDCpxBWR/eRwdTortzMXGJu51j5T9mAgT7cf+m+bwDGbw74pJ74b/9re/8fTTT/Pd73436fObb76Z7du3Y7Vaqa+vZ8+ePXz/+99n3bp1rF27dsoP/J+KpMzSJFt1Mp2XiYw+8Z5P7B4iIkF9kY5Z1umvQvnHtkFADpDms+ELRkRebbLz1N5h7L7sfCxKQe4YzURradYqmV+mZ16pnsZiPRpxrKXyvXYnGr1IdYGWYkP6DWAqFpQb6HYEueu1Lv6yZYB+ZzDesapWCIREiVufb2N1tYkSY/rKKkEQ+O5Ztcwt1fPj1zp5ZOcQ73U4ue+KuZyzIH2lkFGjjHP/xf6eKSuZmNXN1O475UqNI9QS/EFhqs+fkTcsocUXZGct228Ue46OUT8GtYLZRek3zS8dtPG5xw7TZQ+gUsCtZ9Zy5Yr0QZsYhj0hbn2+DQl5bHbaA/zotS7ueq2LCouGPqdc/Ta/LDeeu1jgpNseIOhzc1n08wMDHoIKieYRH01DPg4N+jIquioEucorMkGbd4FeySVLSlg3ryBnoTdBEDBrlTj9ER7cPsjNp8zK6bxcUV2gpb5IS5stwBO7h7jhuMoJ51GqHZ4OO38kqiQ+bGqAcZWsaa471n6moMcRACQiokSpNXMFq1GjxB0Ic8fLHezo8WDRKjlnQSE1BVq0KgW+kMjsQm1augmTVskVGQKjiZhXqmde6cRjrXXEzy839vDaYTsAx9SY+Nopsz7QCkF3IEK3I8CQO0SBXkWlRZO09gXDIu+0O3l+vy3eZRJDgV5JXaGORosYn/v/+1onB0YV8YRoOrSPBuiw+bktQbjk4ICX9U2jDLpD2H1hKs0aVlabOL7OTJFh4ork4+vMLCjTc3DQx/WPNPHQNQsoNqqZFaXEeKPZgShKKD6AgEimttJYtVQg+v8xuqO2KH3Dkor0gc932pzc9kI7ABctLuLcDD6BNxjB6Y8QjIg4/REG3EF6HEE6RgN02wOM+sIY8POVaGPLHS934mWQ+iId6+YVcHK9NSchGYtOxSVLS7hkaQnvtDn4zTt9bGhxcP3DTdz/8XkTipV96/Rq/GGRx3YN8+lHmvj7tgF+fmED80r1Sd0Zie9tOuzdB31eOkyX3f5397dywfpDo3gFH4cGvfEONACjRoEnKLKjx8OOHg+CIPP5G6Jjd8AdYsQTIiKBAT9XRcf7Jx9uwktyYNGgVrCk0sgFi4pYUJZ/4mEqmFOs54fnzeaHr3TS7QjSHe0+MGuVnNpg5YzGAqqj3QCSJPFKk52/bh3g3XYnF/xpH6c2WLn51Fk0TAMvsSAIfP/cOpqGfLTZ/Fzw57288cXl42gAmod9fOnJZkQJFpbpuXBxMe+2O3m7zclv3unl9EYrly8rzWl8pvOFMvkc6Wxnpj0MjBeHOhrny9H4TDOYwQzGY9JB0i1btmC1Wlm1alX8M5vNxr/+9S9KS0vZu3cvpaWlPP7441x55ZXcc889M0HSLMi14jPpnBzJqTOR0cfuua/fw81PtwJwyRT4NTPh/s39/HnzACALDuSKbnuAu17rZDgqwKBVCZSbNBQZVCgVAhFRYtQXZtQXxuWPJAVbFAJxsvCIKBEIi7gCEbZ2udnaJYtdGPBzW9SJ+u27fXEnyqxVcu6CQi5YVJS14uWqFaUEwxLvtjvjQaaGYh1r6y2c0VjAD17ppGXEz6/e7uV7Z9dmDbx+bEUpc0v03PpCG52jAc79415uWlvF3RfOIZLAazj2GwsEwyIHB7zUFGozChQlZnXrow5VTOApdr2pZjUTq7sS//7vgOnYBKW+v8Rrxt55tmx27PyYOqdSAQb1+LZspSBwx/oOfvOOXFVUbdVw1/n1E4o1SZLEvRt7CEQkGop13H5WLa8323mnzUnLiJ8+ZxCVQuDE2RaumiDY6gtFeG6/jZcOjsaDnwb8/Cw6j+56rXvcZkQZnYtKhUA4OhdFaSyZIQBmnZJCvYpC/djctnnDDLiD2H0RHtgywHP7R7j1zNr45mEiXLa0hAe2DPDn9/sp0CmT+LamA5csKeEXb/Vw89OtnNZQgFmbWXALxtvhbO35ubZ9HokqCaM2u3hTKhKfu8ysGWdfUo9NbeVP/d7jKrCzJHUAXIEIWqWCCkv2NkyjVsl7HU7eaXeiVgo8dO0CZhdNT0VOroiIEr97t48/vNeHhDz2z11QyCfWlH9g6vN2X5j7N/ezKY0Cs16toK5QSzAi0Tbijyf9YnNUoxQY8YSx+yLYfR4O9/ohOvf3DfjwokNAFkuqKdBSbdVg0cnrld0f5rn9Ng4N+bjj5Q6WVxnpdwXHPcegO8SuPg8Pbhvk22fUsKwqvZBRDIIg8MUTq/jhq530OIJ896V2fntZI2fNK+T/3uxmT5+Hh3YMcu3q8im/u4mQSv+SmvyOcfTFxmnMJUjno+3t9/DlfzUTkeDE2RauXlWW9O+SJLGnz8Orh+283+lCmiDZpEsQYjSoFXhD0Gbz88dN/TywZYCrVpZyzvzCnAP1a+utlJs1/OT1Lg4N+fji48388cq5WTf+giBw+1m1FBvU3L+5nzeaHaz6xXbmlui4eHExVy4vZVaBNl4h3m7zAXJA2ahV0jbiw+WPYNYl26iJbOeRrNr/oO32B10B+2Hgoe2DoB2b9/NK9aypNtFQosPuC7O928OBQS82bziJBmUiqBQCerWCYETEGxLZ3Olic6eL4+vMnNFYgEWnRJTkBFLHaIADg156HIG42NiyKiMn1VtZXG5Ak1CFLUoSQ+4QoYjELKsmpyKLWVYtP/5IPZs6nOjVsohbY4luXCJYEATOnl/IonIDf982wI4eDxtaHGzpcvHQNQtoKJl6oNSoUXLvpQ184qGDbO1yc/kD+3n2hsVJ3/FXb/cgSnBCnZn7PjoXQRC4bk05//dmN/dvHuDejb1ykDSH8Rmzd+l85XHPFq00TbWdiRh0y90v5oT5lfjdjjZ6hv+GOTyDGfwnYNJB0qGhIWpra5M+e+ONNwiHw1x11VWUlsqb7SuuuILKykp27do1tSf9D8dkMku5OHDZrmvUKHH5w3zpX824AhFWVBm5bk1Zmqvkh7Ao8cy+EV5pGuXQoI9BdwiQA4HnZ+BRS0XnqJ/bXmwnEJbi2dUVVcaM7TGiKOEORuS2PrUcHE10VCKiRJ8zSKc9QI8jSK8zgFkYG/6zCzUMBdWMeEO4AhEe2zXM+kOjfOHESlZXp+cVNetUfOmkKq4/tpwDA15qC7VxISaAa1eXcef6Tp7YPcyGZjvH1Jo5b0ERp8yxpN2IrKo28eSnFnHv2708uG2Q37zTi0KA766rHfc7l5rUjHhCFOjlv2erYBnHaZXa7jINWc1/1/aR6Xju1PeX7poTzUNPUBa0KtArsfsiSVn22PVufamdP2/uB+Sx9ZWTqjK2kQfDIm+1Onjp0ChbOl3xNq5PrC7DoFFywaJiLlhUzKA7SOdogIXlhgl//23dLn7/bh8O/xh1RrFBTalGhGiXWLFBhUZSUmXRMsuqoTYqSJY4byVJIixK+EMiEmDSKDNWeUVEiZ29Ht5scTDsCfOdF9r40Xmzqc2h3ez8hUV4QxEe3TnMz9/s4e/bBplfpueseYVctLh4ykGp69aU8Xqz3Hp67UMHWf/ZpfjCYs7zMBWTasc8CioSxiUJsnwPT3A87Uc6e5ROcDDt9fOsev3z+/L8OWWO9QMPkO7p8/D99R3xyqg1NSauWln2gfCHSpJEuy3Apk4nz+6zxTeclmhywh2IMOoL4wuJHEyo3LLqlBxTY2ZVtSkuihSKiPS7Qgy6Q7hcTrDLx35kYSGFViulJnXauVWLliK9KqqS7o9XUYLcPttYosegVtDrDLKnz0O/K8SPXu3kG6dVc8wE3N6VFg23nF7Nt59vZ2Ork9ebHZw5t4Abjqvglxt7+cErnR9IkDQVqWN1/FosB190KW3vkiTxjWdaCUYkllYauWltZRIXoSRJPLxziH/tGYl/plEKqJUCOpWCQoOccCo3ayg3qSk2qrEo/LBZPvZrp1RhC2vZ2+9ha5cbmzfM37YO8sy+Ea5dVc7Jcyw5BXoaS/TcflYt/++lDnb3ebh3Yy/fOTO9+FQMCkHgSydVcfGSYu55S66mPjzs5+43e3i33cmj1y2Mr3/ekIhSISTTaKR5rIls53R3Z+Vz78le978Z88t0WK0mCvQqFpcnixYVGdSsm1fAunkFDHvkytFAREKSJAr0Kgr0KjRKBTrRB9vlc756UhVK3dj+QZQk+p1BtnW72d7jYVOHK23SKBUbW51sbHWiEGB+mQG9SsGIN0S/KxhvQZ9dqOXcBUWc1mCdsHq9QK/KWB2eiuoCLd85s5ZeR4B73+6ldcTPl//VwjM3LJ6WBFt9kY7fXjaXGx5tYn3TKLe92M7PLpwDyPbmr1vkQpdPHVORZBuuXlXG/ZsHeKvVQY8jMGEnYlJFdY5zJ6f5Ek0Sxa6ZSRh1BjOYwQxyxaSDpF6vF6Uy2fC8/fbbCILAmWeemfR5dXU1e/bsmeyt/iPhCURQpqkEjf1bTpnphDYETyB3nsnE6z+ya5gtXW6MGgV3XzRnyu1+G5rt3L2hm/YEQROFAFcuL+WyZblVkTYN+fj++g6CEYkKszoe2MkGhULIyomlVAhUF2iTqtDUEW9803D1qjJCSgMRUeLgoJfXmx3YvGF++no3N586i+PrxouBxGDUKFlTM34Tt7jCyPkLi1h/aJQRb5iXDo7y0sFRrDolt62rTRswNmiUfPuMGpZXGfnms2386f1+bjm9BrVyLAgaE4FYUG6I3z9jkDzNuILkoOp0ZDX/XZ3+6Xju1PcXuyYkt9hP9Bt5AvJzVESHWmxOGzVKeh0BHtohU1bcfWF9Vsf6hQM2fvRqZzyYCfLvffb8QhZVJFdllZk0SYH9TNjU4eQXb/YgAUUGFWc0WllQZkCpEJLm0edPqCCkzN66JgjyZj4XW6NUCKyuNrGwTM/ftw3S7wpx6wvt3HF2XUYOv0RcsawUBQKP7hpi0C0Hdja2Orn//X6+cVo1p01BpEqtVPDzi+Zw0Z/3sanDxV+2DvCVk2elraSckIc2S7tYpmOzrRsxGzEdmFDYLGW8Q/akTSIndduID28wJmSjjI/51ErWxDma2n6XqQIlHWKB0SF3CEmSPjCuz5cPjXLLc22ERQmdSsFnjq/glDlHTsVZlCS2drl58YBNDmYGIknCUJUWDRcuKqLSMjbWIqLEcJQbWKmQK52suvH0OGqlIi4OpY4o4nN/eZWRkDL72K0u0PLFEys4NOhj1BcmIkocU2umIqHSZ3aRjmNrzTy1Z4R9A17u3tDNDcdVcHYWbm+A2kIdZ88v4IUDo7zVKgdJP76yjF9u7KVpyMeQO0hpDrZuOpE4N5KqpaNzqnNUDhSnVpLu6fPS7QiiFODmNDQMT+wZjgdIV1ebWFNjSnqHaZFiEsxaJSfUWTiu1szOHjkRZfdF+PU7vWzqcPLp4yoy0gQlorZQx+dOqOSet3p48aCNL59UlVaxOxU1BVp+ftEcXIEIrx+2c9drnbzb4eKHr3Zx5zl1GDUypUOiMKZMvzF+vZ6olX2yPk4u503Gh5ipJMuOS5eUoDVOLPBaYlRnHKPqyJjdMmoVhBICiQpBoMqqpcqq5dhaM++0Oel3hfCHRQRBTloUG1TUFGqpMmvQqhUEwiL7+r0cjFIIHRjwJt0vRvfVPhrg9+/1sX/Ay01rK6d9jamyarntzBq+9nQrnfYArx22Z9U9yAfLqozcdd5sbn6mlbs3dFNl0fC54ysxaBTxQGyqreqNUgXo1QpUGb7roCsYn8epnZLp5k6uXZIxJNoFTzDCqDccf+Z/tz3JDGYwg6MHkw6SlpeX097eTjgcRqWSL/Pyyy+jUCg4+eSTk471+XwYjdlbpv7b4A1GUGbIouWcXUtoQ8gnWxa7/u/e7eWbz7UB8MUTqyZ2srMgIkr8/r0+fvduHyA74BcsKmJhuYHaAm1OwimiJPHigVH+vm0AUYJZFg3XrC6LV7B8EFAqBBZXGFlQZuDpvSPs6ffyizd7OGOuh9XVJpZUGHPi7orhU8eUc/WqUlqG/WzrdrGx1cmoL8y3n2+jrlDL4or08+Lc+YX84b0+mof9PLV3hJtOGlPtTWyhz6eNZLLn5YJ/V6f/SDx37Jr5ttRlOs+oVbK+yY4vJDK3RJfVId7b7+Hbz7chSlCoV3HyHAurq800pGnjmgj+kMjefg/but28ftiOBCytNHDx4uIPXPDAoFFy3ZpyHtw2SK8zyO0vtfOJ1eWct7BwQrXXy5aVcO6CQjrtAfYPeHl+v4320QBf+lcLXzyxki+cUDnp71Nh1nDj2iru3tDNV59qQa9WcPHi4knZ5Bg9yETnZFofEj+PBR6nAxNWaaWM22z2JTEAOugKxtvqlYKQkTJkXBJikusewFdOruL/3uxmd5/MaTcRVcVU4ApEeLPFzsuHRnmj2QHAmmoTXzixMidRp1whSRI9jiD7B7w0DfnodcrdEr5QsmCRUpBFQxZXGFhcbhi3eVcqBLny8Ai3JhYZ1JwwO3vwTaUQuGxpMQqFHDD80/v99LuCfGJ1Wdagw7JKEy8cGI2LUJq1SmYXamkfDfDyodEPvJo0k033BGXu6fc75eq1FVXJ4zBGqbK23jou4Lipw8mjO4cBOHteQVyNerJQCAKrqk0srzLyTruTDS0Otna72dbdzMJyAyfPsXDKHGvWpNaxNWYqzRr6XEH+9/UufnBuXc7BIbNWycVLirHolHz5Xy38/r0+jq+Tu25SFbYzrddHmoIkG/5dfZ8ZyCg3a3Iu4Kgr1HHeApkKqCNaCGLWKinQqyg2qAhExKi/5OCtVgdmrZLr1mS3WZOBWafinPmFPL57mB+/1okAnDVvPJf2ZHDW/EJuOLacP28e4OvPtPLIziFUCiHejdQy7GNR+Vgi/B/b5eT9RYuLyXT7IXeIQEQcJ6yYae7kW52dlCwORig0qI7IPmcGM5jBfxcm7amffPLJPPzww3z/+9/nW9/6Fo888ggHDx5k7dq1FBQUxI8LhUIcPnyYefPmTcfz/sfAkEJIn4h8MtOTymJrlDQPe/nhq50AfHR5CZ9YPfk2+0ODXn76Rnfc4T9nfiFXrSzNS1F6X7/MQRbjF1pQpueSJcV5qa9OJ5QKgUuWFqNUCuzs8fDaYTuvHbajUQp87vjKnNvRQFbhXVhuYGG5gatXlnH3hm62drt5cs9IxiCpIAic1lBA83A/mzudnD9SmPQb55MhjWVl5eCJmFbE64PEkRCb+SCvnw9iGe1MHI3pkK4y7/1OedN/akN2R/jJ3cOIkhyM+cZp1ZMSK5EkibdaHfxxUz/BBKLflbNkkYOJgpJHCnq1guvWlPHU3hEODvr469YB3m5z8InVZeMqZFNh0ChZUGZgQZmBc+cX8s8dQ7x8aJTfvdvHjm433zy9mvmTFG/4xOoyOmx+Hts9zDefbeXYGhMWnWrCitBETIfNT/w8MonqidR5E6v+MGgUcU7FbHMr03MlVsnGjoudG4iIGNSKuE3K1aYZNcnidbluhiotWj6xupw/b+7nsV1DRyRIKkkSj+wc5mdvdBFImD/nLSjkk2vKp01AKCLKfNhP7R2hK0VYCWQO72NqzMwv1aNXK7DolB+oMNRUoVAIXLqkmDKTmtcOO3huvw2FIHDNqtKMNrDEKLu0ieJRpzcW8JctA3zm0SaMGmVevOiTxbhKqDRz4871nYgSHFdrTupwOTDg5Z12uaX3o8vHP+v70bbgVbOMUw6QJkKpEDhljpX5pXpeOjhK+6icVNo/4OXRncNctrSYs+cXpn33KqXADcdV8KNXO3lq7wiiJFFlkSuRL1hUnJEXPxGnNxbw8RWlcRqB8xK6JfJZ0z+srpZp4TfP4RpHk3/z3whBECg2yhQWqdArlJxUb8WgVvLsfhvPH7AhCHDdmulPzpy7oJA3mu0Me8L8zzOtLK008PkTKjk12qEQFqVJ2/uvnTILT1Dk4Z1D8X0dyFzGc4rlboxhT4gfv9bFy4dGEYAbji3POOdKTeqkivBsYzjXrppsgqlJ9FdH6Xw5Wp9rBjOYwRgmHSS99dZbeeqpp/jRj37Ej370o/jnt912W9Jxr7zyCoFAgBNPPHHyT/kfiGwtBPlkphNbdVMDMdmM8K/fkbkFG0t03LauNq9KKpkn0M2mDpn0fFu3LISkUQp87oTKnNoIvcEIrx22c3DQS69TVmKFWFtwAWuqTR9YK2QmKASBixYVsaTcwMEhH4eHfDj8cjvaW60OPnd8Rd6ZSoVC4JwFhWztdrP+0CjfObMmI5+QJcrL1+uUScm9QXFSGdJYVtYbFNGqZH6vD3NhTswSx/4+1edJVYj/sPlRPYEIQ+4QWpUQfe/pq+TSIbX6aNQbjguDWXWZzw+LsgoqyA70ZIIxA64gf9zUz+4+T/x+c0v1LCjVM6dY96HPSa1KwZXLS6Lzx07LiJ/vre9kllVDlUXDgjIDZ84tyJqgMWiU3HBcBXNL9Ny3qY9NnS4u/+sBVlebOLbWzPF1ZlZUmXK2iUqFwG1n1bK9x03LiJ/fv9fHl9aOVzhPZ49TRY9yQS7rRmQS4z5x3niCEd5rc2LUKag0a3MSIJuoKiQdR9gsqzZne5b6/rxBEUcgTIfNHxeMSgzGxp8rxbbccFwFf97czytNo9y2rjan1uBcsaXLFRULklsxqywajq8zs7beOi3co5Ik0TLiZ1OHi/fanQx5ZL5vhQB1hVpqC7SUmTWUGtVxgcN/ZwiCwEn1VnQqBc8fGOWZfSMY1IqMlV/OKMVIsWEsgPGlk6potfl5s8XB5Q/s585z6/juuuxCilNFVl7eaHv58wdsCMD/nDpmKyRJinfjnFBnSVvV2zwsc8YmVnNNJ8rNGj55TDmj3jD7B7y83+li1Bfmz5sHaLX5+fSxFWmT18uqjFx/bDn3bx7gmX22+Of/91YPX1pbxaePLZ/wnZ/eWBANzDgZiCYIU9d0yO4z5OI/5xKkydcnmQ6/I5drHA3+zQyyI5Z8e3a/jef229CqFFyypJhQRKLd5mdHj5sBd4gCnZISk5rjay1UWPLbS1h0Kv7v4jk8u8/GM/tG2NPn5UtPtlBkUOENRghGJBaUGZhdpGXd3ELOnFsQXw8CYZFdvR5CEZHj6yzj1glBEPjuWTIlWKfdj1GjpNigZmG5Ab1aQfOwj+v+eShuby9bWoJKqaDPFaQSzbj5k1oRntU+5thVk+kaqfN/svMlW3J3OjAzj2cwg6Mfkw6SLl68mDfeeIMf/OAHNDc3U1NTw9e+9jXOPffcpOP+/ve/Y7VaOf/886f8sDPIjHQGN1tb5rvtcmXa546vzJn02xuM8PTeEf6+bZDOlMqVE+rMfGxlKVWW7BtBUZR4Ys8wT+0ZISSOVdkIyEIWp86xHlULhiAINJToaSjRE5kv8V6HkzeaHezu8/DVp1q4alUZ5y8syos4fUmFEZ1KwahP3uBnUqecG/38zVYH3fZAnPd0suIDsWyuViV8qAvzZIjbJ0LSdY4CflTZ0RMIhKW8q+RiiH2PQXeQDS1yu25jFiXTDpufUV8YvVqRsUI5E8KixAsHbPxz+yARSQ66nN5o5YQ0DvSHDUGQK+QWlhl4s9XBti43PQ450bKly83DO4a4ZGkxly8tyRooPqXBSmOpjkd2DPFeh5zs2dbt5nfv9lFboOUTq8u4eElxThXxKoVcYX7L82282eLg66dW50SjcjQ5yonzpt3mx6hV4PGLlFaq0x6T73VT50G+10p9VwaNEncwEv99UoOx6YKyoijFxZvCokwpMR1B0lFvmJ9t6IoHh9RKgWtWlcnJihyDcaIo8WargwMDXobcIYIRiZoCDVVWLQJy+/6mDpk7Lwa9WsEJdWaOqTHnRQNzpCFJEt2OIG02Pz2OIOVmNcfXmvPqLknEmhozoYjE+iY7D+8cQqMSuGBR8fj7Rv8MJVTwalUKfnlJA3e92smju4b5fy914A+J/Oj8+kk9Sy4YV82UEuR7dNcQAB9ZVJRkq//4fj+vN9sRgIuXjP9+HaN+BtwhBIEJBVKmikKDirX1Fo6rM/N+h4tXD9t5o9lB05CP28+qpcgwvpLu3AVFmLVK9vV7USgEDg/5aLP5+cVbPWhVCq6doGNp5SwjBXol/a4Q1zx0kIeuWRDlG5xen2GiIM1krj8t/OY5XONo8G9mMDFWVZvwBCO83uzgid3DPLF7OOOxD20fYlmlkTU1JuaV6qkr1OXkd+nVSq5cUcrZ8wt5br+Nlw/asEXb4oF4JfgLB0aZZdUwp1iHzRvm0KAvLt63sEzPd86sTdtVsaralPbzXmcwHiAFmSP5iT3y91tTbeLqVWV8fEVpxvmTbQznOr6n+7hUZEvuTgdm5vEMZnD0Y0rEWMceeyzPPvts1mP++c9/TuUWM4giMasV+7PMlEyAPeoNJ7VSZzLC3fYATUNyNcK8HMRPJEniwW2D/GFTH3ZfJHptBcurTCypMLCk0pgzn+lftgzw8qFRQG6NW1VtotSopsKsmdaKniMBpUKuallYZuC5KK/hg9sGebVplBtPrIoLKeVynVlWDS0jflqzBElPqrdwRqOV15sdfOv5Nt66cXncsckHidXGHk3s9/vg33W6Sq/pchTSXSdWEfdhVM3GnsegEaZ0/0BY5MYnmwmLEmc0WjmpPnN7ZWuUqqIqRU1+Ihwc8PLbd3vjwZfZhVouWFSUtp3saIJJq+QjC4s4dY6VfleQIU+I7d1uhj1hHts1jNMf4YbjKrJeo8qi5eZTq7nKFWRvn4e9/V529brptAf40Wtd/ObdXj5/QiXXrpqYVyxmSw8P+xlwhahMSRhlGuupdtsTkAPjsXNifx7pMZxYgRF7nlKTGqNGOb5LITqPc6nCmi7OPqMmWahwdpEu/pyJglGeYJgfvNKBQaPg1DkFzC8z0DTk49CQl8d2DfPyoVEUAvzkgnpKpoF6pHXEz+cea6LfFUIA1s0r4PJlJWmDSJkw7A5xz8ae+Locw+Fh37hjlQIsKDOwsFzPvFL9UdNCHxbBG4nQMRrgrVZHUjC3acjHO21Ojq01s6zSSIVZnXcl5wmzLXhDIm+3Ofnb1kH6nUGuWlWWNJ9qo9W6nfYAO3rczCnSYdXL3Re3n1XLnGI9//t6F3e91kWhXsU3Ts+uxD5dSJz7W7tcPLtfFl362IrS+DGvNI1y70aZi/TTx5bHRcYS8UazHYAFpfq8guKhiIg7IXiSD1QKgbX1FiotGv61d4QeR5CfvN7F98+dnbaidG29lbX1cjeRJEn8a88ID+8c4vfv9XLp0uKsa71Bo+T3V8zlC48fZk+fl+v+eYjXPr8sbXXYZHyGTOKVicjVJ8lXXCYXpLvGkbhPpmsfjeh1BGi1+Sk3aagv0qFSprcbEVFiwB3C7g1TU6ilaPponyeNk+otWHQqnj9giydujBoFjSV6Ki1yxWWvI0jLiJ/dfZ54B0+JUcUlS0o4o7Eg4/dNRIFexbWry7h0aTE9jiAWnRJRkui2B2ke9vHaYXs8kTx2jhJ/SOTAoFwV+uPzZ3Ph4vGJmXQ4ud7C36+ez6tNo7zV6sQfFtGpBDpHA2ztdrO1282jO4f4womVgJzgC4SluHChVafkmBozJMRfY/Q5dYW6+FqPe/w+N4YkHtJsNECTnC+ZkrvThVzm+gxmMIMPF0fBMjKDXJCY1YqIEghg1CRntlJ5n1KNcDAscuf6Dn76RjdhUaLaqqGucLwjnghfSOTbz7fx2mE7AOUmNR9ZVMRpDQV5V6681eqIB0gvXFTEylnGKbe8RURZtKJpyEfziI9AWEQpCJi0SqosGsqim3ydWoEACAJYdSqMmslvLIuNaq5bU8bOXpmrtN8V4s71HXzvnLqceQ2rC7S0jPjZP+DlrHnphXgEQeB759Sxs3c/+/q9PH/AxplzCyad0cy1jeVIIV1mNlXpcrJIJ9xwpDLAOT/PJMVlYvDEKSl8FBlUfO+c7GIY+wflFt/qPNp6Dw16uXN9BxFJdt7PnFvAiqqpzUtJkvAERRz+MJIkV3f5Q2K0KjZErzOIOxAhIkloVQoai+VgzyxrfsHdGExaJY1aPY0leo6vNbOjx8Oz+228fGiUeaV6Ts6B/qPCrKHCrGHdvEL8IZENLXae329jwB3iJ693s63LzY8/Up9VRG52kZZqq4ZuR5DTfrebW86o5v+dVYcmGkjI5Kyn2m1PMIIrEAGJOMXGBz2GE9vj0onOTEcVVr4VW6lzKmY7EgWjfCGRax9qigcX/7JlcNx1VAr4wbmzp0URWJIk7lzfQb8rRKVZw5dOqmJuDonHRGztcvGH92T6G5VC4IQ6M6UmNQoBBtwhRr1hFIKcXJtdpGNBqT4+pj5ISJLESLQKqXlYVnhWhr3cFjU3P32jGy9j/oQgyOKLhQYVXaMB7P4ImzpcbOpwUWJUsbjcwOIKY14c2Wc0WtGqBF477GB9k539A16+d05dXAjLGhVQGfGG+cRDhwA4ZY6VL55YydJKI9euLsMXivDLjb18b30HXz551hHhPU8d24lz//aX2wmLxG0tyL7Z/77eBcjcteck8HHGsLvXzYsHZP9pxazMXLphUaJp0EeLzc+wO8SIN4QnKGLAz91RwfBn99s4aZ42r8T0nGIdnz6mnD+810ebLcBju4YmFMISBIGLlxTz/AEbdl+EQ4O+CXmAl1QY+etV8/nEPw6xo8fDCwdtXJNwn6kECWO/y0Ticrlc/4PqAjiS9zmaOhkSIUkSBwe9vNPmpDshsKdWCpwyx8JJ9WNrejAssr7Jzs4eNwkF5CwqFEkmf/vgIQgCy6uMLKkwxMddOh9n1BtmT7+HrtEAXY4Aw54wf3q/n+cP2PjqyVXMKc5tTTFqlEmFL1UWLcfWmrl8WQlbulwEwxIWnZIKs4ZZVg1Of4S/bBng3XYnv36nl4/kyDkvCAIrZ5lYOcvEN08f+3zYHeLpfSP84T2ZxmhTAp9pKrQqgaevX8zKqC0bdIeISBJD7hCYiPtAqfvcdDgS43g6kxG54midjzOYwX8rJh0kjUQieDweNBoNOl1yoG3Lli3cf//99Pb2snr1am6++WbMZvOUH/a/GYlZrXgVzwQVSYloGfZx9YMH2dwlL1qnzLFy+1m1qLNkKd2BCF94/DA7ez0oFfDJNeWcNa9wUoGMPmeQ30e5tk6dY5mSYIbTH+bgoI8DA166HcG01ZUjCeqT6aBVCSwulCbtRMWchEXlBh7fNUxzlIvwZxfOyan1fnGFgTdbHLx+2M6XT6rK6JgUGdSc2VjAY7uH2drl4pz5hRMKqGTi0kkVBJooWzndWc0jnZk90vfJ9X1kqlbJheMo6R4aZZw0/8y5BVkr00RJiicyFlfkFqgPizL/XUSCxmIdVywvmXLA4Mndw+wblWkGckOEAVeId9qdqBQC1VaNLHJWpsc8CQVwIarU7PSHebPVye/e7YtXbeQKnVrBuQuKOGteIa80jfLXrQO8etjO8KNN/P6KuRkDC2qlgr98fD4/eKWTt1od/OjVLl44YOOvH5/P0qrM9i5dB4A5VoWpSf7zw0BqZVWmSqukcZ+m+jTbdSfiazVqM9879lm/K8jpv9uNzRum2CB3Kbzd5sQXEikyqJhTrGPVLBPnLSjKO5CZCW80O9jW7ZYrFc+upWSC6utwRKLXGYi3K+7p88TneLlJzcdXllKgHxv3i6flKTNDFCX6XUH80SofSZIQBIGwKOEPiQQjImERHL4wLSMynUciDIiQkpPRKAUainXMLdXH7cn8Uj39rhDt0fb7YY88P99sdVJt1bCsyohJo0SlELDolBTqVWkDwTGO0gqzhqf32eh2BPnRq13ccXZtvJX/ujXl/GvPMDZfGKc/wlutstL01atK+c4ZNdxwXAV/3zaIzStXHP/wvOlvu880tnf2utnY6kStFLhtXU08GfXknhEGXCEK9SquSdOS3jTk5cevdyEByyoNzC0Zn9wWJYk3Wxxs7nTjD4vj/j3R1dvT52VLfw/nLShkeZUx52rkQoOKy5aV8M8dQzyzz8axtWbmlWZfb0RJwhu1C1XW3OxwQ7Gea1eX8dt3+/jz5n6uWV2eM48oZOcszeYn54JUIcx8hRkzXS8jx+oRbMs9Wlt+/7F9mG7/mB2sMKtx+CP4QiKvHXYQikisnW2h0x7g5UOjDHtku6RWCujVCpz+CO2jQYhuO7d0utEb5SSKRauMJzt9IZHWET8Hh3wMe0LYfWGsOhWLyg3ML9Pn3CE3EZQZgqMxFBpUcS2HUERkR4+Ht1od9DmDfOeFds6aW0BYlLD7IlRYNNQWaDlhthm9OrffTatSJAWWY7DqVXzxxEp29siURe93uKYkBldiUnPDcRWcv7CIh3cMsrPXg06lwKhRoFbKBRqBiMjhIR8tI34+82gTG29aQalJTZlJjTckxrtXUn2gbDhax3G++E/5HjOYwX8KJh0kvfvuu7n11lu55557+PKXvxz//Pnnn+fSSy8lEokgSRLPPfccTz75JO+//z5a7ZHlUPp3Q0w9uNSknlC4IpesViYF0cd3DXHNPw4SjEhYtEq+d04dZ83LrpIN8Nx+Gzt7PejVCr5zRk3O7eSpkCSJ37/bS1iUqCvUckrDxJVdibD7wrTb/HTaA/Q4ggy6Q0n/rlEKlJtl4RajRoEoyU6yzRvGFYgQjIjxVhdRkh2jQFji4JA/7kQ9sXuYmrIillYa8+IX1aoUXL6shF+93UuPI8imdicn5VC5tqbajE7VT8uIn6f3jmRV3F0xy8Rju4fZ1u2OC5S02/xoVfJzxlrpYy26IFfY9jqC8U1JYjVLNvGVREx3VvODysweqfvk+j4yVat4ghGc/nD8d/EEIyBrnsVbimLHDLlDzC7SsW9Abr9amaVyCODpvSO0jvjRqQTWVOeWkNrU7qTXGcSglsdwvgHSsCixp89D16Atnmw4OOQnEK0m06sVxKaSWimgUSowa5UUGVQYNUoUAniCIr3OIAOuIMGIRPtogPbRAC8eHKXMpGaWVd4QzC7SJQWPJsIpc6y0jwboGA3w+3d7J6zCTQelQuDcBUXMLtTx49e72Nnr4fkDtqQW2VRUWjT85rIGXmmy872XO9jR42HNPTv485XzuHRpSU6VpEatknpt/kG8xPUke39Afsi1rS2xUh0Yz7+apm00dl7s3EF3EGNwLKGTVMGacn6izXP4wnz0bwewecPMKdbxhyvmUmnREAyLhETpiGw69g94+fbzbQBcuLgoa4DUHxL58+Z+3m51JFU7xXDibDOnNVg/sNb5XmeQnT1u9g948QTHB9SyodyspsqiwapTYRa0MCB/fsGiQiIqQ9qEnyAIVFo0VFo0hCIivY4gXfYAfa4Q3Y5gUrVYDNkSN40lej65pow/bQobZUEAAQAASURBVOqnzebnsV3DfPIYudrwhNmW+Ea/zxnkid3DvNXq4KHtQ5w6p4C19Ra+fUYN33qujf99rYuvn1pNYR7UCNkw5Aqi1EaSxnfbiA+XP4JSQVyU6YJFRZRFlZu9wQi/fqcHgEuWFKNJGQNNQ16+93InEVGu5rxwcfE4WyZJEs/ut7GzR14v9GoFNQVaCvRKLFq5c8Yk+KFDPr5Ar6TXB88fGOX1ZgcrZxk5psack42dV6pnSYWBvf1evr++kx9/pD6rKNmIJ0xEivppeQQnP7KoiN++28cbzQ4CYTHnCnaQbU+iLcnWcZUvYveKVfmPesN5CTPGr5MQbM12/pH0mz6Marlc0O0IIGhVzC/TM7dEppaQJImmIR+7+7y81erkrVZn/HidSsGxtSbKTDKNhycQoX9kFGQGIl45bMcb+8sEGHSHGHQ72NDioNysZkWVkWWVxknzKecLtVLBsbVmllYaeXbfCAcGfayPCnICIJsKXj5k43vn1OUcKM0EOYBqYX2Tnaf2jkwpSBpDpUXDzadWZ/x3pz/Mx/5+kC57gH/tHebmU6tZXGlKSrTWF+vHFRZMpaX+g2xln+y9jtb5OIMZ/Ldi0t7CSy+9hEKh4Oqrr076/JZbbiEcDvPxj3+c448/nj/+8Y/s2bOH+++/ny9+8YtTfuD/JAy5QwQiIkPuUN4q6anIlIHa2Org2ofkAOkxNSZ+cO7snNtxYxWay6uMkw6Qgtxmf2DQh1KAS5cU59TOIUkSHaMBXjgwGlfwTUSxQUV1gZYKsxqzVjlu01CKmtnjO9YAOYDo8IcZtEkQ3ZsdGvKzY8jGmy0OTp5jZWmFIeeWRp1awTG1Zt5scfDaYXtOQVKTVskVy0p5cPsgv3irhzPmFmDNUDlniFIDxAK9slMtV+slVk7E2lPMOiWBsESBXpl0TAxHmvD8PxVTfW9GjZIhdyj+uxg0Ai5/JIk6I3ZMTFwrEo1fGLK0eTt84Xir5hXLS3NuoXw1Wnl6TG1+oi/BsMiefi9vtTpw+iMYGEs2NBRrKSuyYtXlpqxdbITaQi2SJOEKROh3heiyB7B5w9HNSogd0Y1/qVHN+QsLqSvUThjwVCgELllSzK/f7uXAoI+Nrc68kzMxLCg3sLzKyKYOV06cwIIgcPb8QhaVG7j9pXa2dLn5zGNNWHVKLlySnAyZzjmWuJ7U5KfblTOyBSpSv0s6juBMwlUgV10HSAiuprleatu/0x9mf7+Xbz7XRo9TFgj6zWWN8cphjUpBLitrKCLSZgvEg0upiIgSdl+YEW8YTzBCtz3Anes78YdFGkt0XLokc5JryB3iZ2900R7tbNCqBEqNakzR+b5ylnHaRXi8wQjuQARvSCQ2ZP1hkRFPiIODPnqdyS2sBrUChSAgCCBFhds0SgGVUkApCKiVAmUmNWUmTRJHnlYcqyzVKBUEcljb1UoFdUU66op0+EMi7aN+Bl0hwqJERJTwhkSCEYnmET8P7xji6lWlaYPHJUY1ly8r4aEdQ7x0yMbly0rG2b5Ki0yBYFAreOnQKH/fNsDaegvnLyzi12/30mkP8H6ni3PTtLdPBhmTaAJ4QyL7o0mvxKqux3YNyxViZjVnp1BAtI74+N7LnYRFidmFWj62vGRcEleSJJ4/MBoPkK6pNjG7aLyNFMSxv5/WYGW/TaBpSOYBfLfdxbvtLuaV6jlrXsGEFdEXLCpi1BemxxHkh690cue5dRmr7mKB12BEwhmIZPRzUhFLhldZNGiUQlZbmc5WJNmSLJXo+SK1U2WyHSuptm/GzxrDnGItC2sKkwKTgiAwv8yASiGwPSEZUGFWs7TSmJRMMWqVLKowQrv89yqLhuGQMl4gkQiLTkmlWUOpSY1BrYiP6z5nkAFXiJcP2Vl/yM6SCgOra0xUWTQfSDJLr1bw0eUl7Or10DEawKqXkx3DnhDbuty02QL835s93HJGTV6FHelwSoOV9U12nj9g4/azao+4PoQlWq3bZQ8k7QfTrfGpyY+p0Fd9UK3sM23zM5jBfwYmHSRtaWmhoqKC4uIxouf9+/ezf/9+jjnmGB566CEALrnkEhoaGnjwwQdngqQpiKmNT6X1J4Z0GSiHL8zF9+8jEJY4tcHKPRc3ZG2vT0Vs3fUEItkPzIJ9/R7ue09WEz6tsQDrBJUKgbDI7l4P27rdDCRUjBYZVJQa1RQbVRQb1FNS8lUqBIoMaip1prgTtahcz94RAYc/wnP7bTy/30ZDiY61sy1pBRRSsXKWkTdbHOwb8PJeuzOnbOz5i4rY0GKn2xHk/s0D3HzKrLTHxRzpmC+RTswlsT0lVqGSTybzSAqu/KdgqkTrRq2S2UW6lE1aikBPyjEx5zeUJTh3/+Z+PEGRmgIt5y/MbbP/XruT/QMyh+mqWblF1Npsft5tc9Iy4o+rSOtUChYV60G+FMurTAQU+dszQRCw6FRYdCrmlerxh0RGvCFGPGGGPCFsXvnPv24dpNykZnW1iWVVxqzVrwV6Fac1WnntsIM/vNdHsVGVpCSdD9xRG5iP1aku0HLfR+fx1adaeKvVwfWPNNHSkGwDp3OOJa0n0uRtdjZkDVSkfJeJgqixz1JFqmLfYdz1Es53+8P835vd3L95IJ5Eqy3Q8qcr51KVR8BxU4eT+zb1s7PHTTCahDqj0crFS0oY8YRoGfGzp8/DgUFvkmJ6DAvK9Hz7jJqM69HbrQ5++24fYVFCqxT42MpSZucQ5M8XvpBI56ifNluAlhFfvP00EwSgpkBLXaGWMrM6p8TlkYBOrWBBmYEFKR3mI54QG1octI8G+NvWQa5aWZq2kquxREe5Sc2AO8Sf3++XqWvSBAw+sqiIlw+N8nabkwFXkHKzhqWVRjrtAbZ1uzm53jotVUYxex1rvwY5YB0IixjUCpqH5Wq2+qhPIUkSf98ml+JesqQkKbHk8of5yevd8Q6cdMHiPmeQlw6O0mmXA/DH1ZqonYBnHkAhCMwt1dNYoqPXGaR52M+gO0TTkI+mIR8Ly/Sc3liQ0TfVqhRcs6qUB7YMMugO8f9eauebp9WkpbHQqRVxntjvvdzBbesmpqUA2BMVsTlhtgVBELLaynS2J7UFP91xMeS7jk+aEzWFTscTjGDNIEzz34xlVSbUGYLGDSV6agq1REQp5yrK4+vMBBTy2IyIEsGIhEKQ9zipc8qqVzG7SEcwLNJpD9Bm82P3RdjT72VPv+zoFBtUlJs1FBlUmKPt+yqFgEYpYNAoMWoUaYs38oUgCKyYZRrHQbys0shfNg+wq9fDXzb385njKqZ0r7klekqNaoY8IU797S4+vqKMa1aV5rWW5gubV163s4kNJ1KExf60xvY3eVZr5psgmUrl6UyByQxm8J+BSQdJh4aGWLZsWdJnGzZsAOCKK66If1ZbW8vcuXNpa2ub7K3+Y5EojnEk8Iu3uhn1hakv0nH3hXPyCpB6gxEe2CI77wtz5DhMRESUeGL3MI/vHgbkDewJdenbgMMRieYRmWN0b783XvkiIG8mllbmXtU5WSwoM1BbpqNlxE/zsA9PUKR52E/zsJ9V1SbOmptdqMqqU3FMjYktXW5+ubGHUpOaxgyq9TGoFAJXrijl/97s4bl9I3z15PTcpCPRDa9Vlzl4ma5FN9PCnq2iaybzmR/yfZepv126turEY2IOpC2DMrEYbbMEuDJNlVE6NA/7+OVGuWfr2FpTXPQkE/whkVeaRuPVGzCm0NpQrJMrSdsnvG1e0KkVzLJq4xV2wbDInj4vbTY/A+4QLxwc5aVDoyypMLCw3EBjsT6tCuwJdRYOD8lUHXeu7+SKZSVcvqwkb17lReVye+kDWwe4eElxzq13aqXAzy+aw5V/O0Cbzc8v3urme+fMzuveuSJxPXE6c2stzBdTCRBksluJYkyQuR02dn4oIvKpfzbx0I4hQK7MPLneynfX1easVn9wwMvdG7rTCku83uzg9WbHuM8F5A4Ag1qBRqWgrlDL546vTLsuBMMif3y/nzdb5OtUWzVcsaxkwiRhPhj1htk34OXggJce5/h2da1KprhQCLJ4mkohYNYqKdCrqCvUHhHBoulCsVHNqXOsvNnqoNsR5IEtg1y7unScrRIEgbPmFfCP7UO80+5EoxL4/PGV4wKl5WYNBXoVo74wo94w5WYN9ii/alFUGG061r9SswY/JI3niARapQJ/SK6WB+KVzi0jfvpdITRKgZPmJCdW7988wKgvTIlRxVUrkwOkkiTxXoeLV6JtuAKwpia3AGkiBEGI21mnP8yuXg/9rhAHBn0cGvJx9cpSGjL4MXq1kmtXl/HgNjlQevtL7Xz5pKq4sn0iLl9Wwp/e7+eVJju7+zz8+tJGFk7QneQPyW0UpTkEVNMhH1v1Qfk/ifeZLtHK/0ZolAqY5KtTKgT0Oaz/GpXs4zSW6Bn1hmka8jHgDhIIywJ2Ixl8shhUCoFio4rZhToWlOmpLdCmTeBMBrOsWq5YXsIjO4d5pcmOUhD41LHlk052CYLANavK+MuWfhz+CH/dOsCju4b43eWNrKk5MnoihdG1sN81tnalS3bEKMJSRWfznbP5+i5TsQkzBSYzmMF/BibtsSuVSlyu5A3Gxo0bEQSB0047Lelzi8XybxckFUURheKD3UTkQz6f7dzY8X96X67g/MxxFVlVmdPhR6920esMUmxQceGi4olPiKLfFeTNFgcbWx3xdqkVVUbOWzBe8MnhD7Ol082OHjfe0BgvmlmrpKFYR12h9ogER4vD/VgiDtTiWCChLtBESKGj0QInFFhoi5RyeNhP64if7d1u2m1+rl5ZSnEWh/3cBYU4fGGahv3cvaGbey5umLDidXW1Cb1awYA7xL5+L0srx1e6DUSdiAqzZkoCAYlIJxYz6A4SQB5LU6mY/E9CrgJZsex2DFMVh4hdvzgaMOpPEwQB2NfvZdAdQq9W5CSG5g+J3L2hG1GCeSW6CRW+RzwhHtoxFA/SzinWMbdEh1mrpCQygCXUmXYeATiVVkZUFTl914mgUSlYXWNiaaWBjtEALSN+XIEIu/u87O7zYlArWDnLxDG1pqR2TqVC4JpVpbx4cJSdvR4ej/ITnjzHyqkN1pyFGS5YVMxrh+30OILc9VoXPzxvds7Prlcr+MxxFdz2Yjt/er8/KUia77yayhqRDxLHduzPshwrnvLh2obxVReD7iCjQZmDMPWenkCEGx49xCM7h1EI8I3TqrlyeWnOnQWSJPHnzQP88q0eJECpgLPnFXLOgkIqzRp6nUH+tWeENpufUqOaSouGhmIdjSV6Sk3qCYPrkiSxvcfNP7YNxnk2T22wckq9ZVo2yKIoX39Xr2ccj6dZq6TEqKLCrKHMrB7HbTmdyLaGwvTM/RKTmrPmFfBWq5MhT4g/bx7g8qXF4wKBDSV6LltWzBO7R3ij2YEAfP6EynGVVbHXHxIlAmGRvf1y0md1tWlaK38S11KjRolSgBFvKL6OqxQCpiiFzqYO2YdeWGZI+r22dLp4p13mXLxkSXFSQFuUJF44MMq2bpnQutqqYXlVZs7EXH8ri07FyXOsOHxhtve4GfaEeXD7EJcuLWZZGr8E5DH36WPL+deeEQ4N+bh3Yy9VFi31xcm/0bp5hTQU67n37R56HEGu+cdBHrxmAYuyBEpjc23IHaJtxBevvsyX93PQHYwLLGWyYdl+/+n0fSY7zv4d/a90lbwfBI6EbSo0qDiuzowkSfjDIg5fBIc/jDck4ovSg4iiLH4XCMv2JSxKDLhCDLhCvN/pQq9WMLdEx/wyA43FuinvbRaUGbhgURHP7bfx0qFR3mp1xIWr6gp1NJToWDe3MOfW+RPrLRxXZ2ZHj5sndg/TMuLnhkebuO+KuRxXlztPqSTFOt+yr3cNJXposrOrxx3/bMgV5Ik9w3xkYRE1UTs/kZ8dE06LYSLxx1z9k5lq0BnMYAaTDpI2NDSwf/9++vr6qKysxOfz8dJLL2E2m1m9enXSsYODg5SWZha7OFrgcDjYt28fs2fPpqqq6ojeyxOI4E8JeE2FfyV2biJZfSww2uPIrPKeDk/vHeHpfSMIwJdPqpqw4kSSJA4N+nh2/whbusYWPLVC4MLFRWkDf20jfh7cPhivGtWrFVRbNVQXaCk2qPJqHZEkCXdQxOkPE4yq9AqCXL2hVyuw6JRxh6Q43M8vuz6GRkreYP6w7wvx/w8KGr5a8wiW6gpqC7Rs7nRh84b53bt9XLemnNrC9C0oCkHgsmUl/P69PmzeMC8ctHFZFkEmkFt9Ksxq2myBccrBMYjSGG9VOkGCfBxoTyAS57xMRGpFVyZhhExiCBPhw3LyJ3vfXEQVYv+WmN2OQasSGHKHcv5NEp8x8d7K6DyIjYFUxIKXFebceLJeOGDD5g1TqJdVirNVHnSOBvjb1gEiksyJemytOR74zWcejagqCIZFnFF12kBERJLk8axRyW32Jo0ipzmvUSnibaIj3jDd9gDdjiDekMg77U7e63By7aqypE26RqXg4iXF1BfreG6fjUF3iCd2D/PE7mGOqTFx4aJi5pfps95fp1bw5ZOquHN9J0/tHeGYGjMXL8k9edQdtcEGdbLzPpFoRyomWiNi141MkiIl9blGvWFcgTC+qFp2LoJSQ+4Qdl+IEc/E4z8tzUdQicsfYdAlBzdidCeeoCxY9+SeEQB+duGcCYP8MWzrdvHIziE2d7rirejH15m5dnVZnJ4E5AqdL500ubXf5Q9z36b+uFq9Rinw8ZWl8dbqqWLYE+KpPSNJVaNlJjXVBRqqLNq8E6GTRXG4n192fgwNuc39qcCiU3F6o5W3Wp04/RH+smWQE2ebOb2xIKlqfkmURuOJ3SO83uygvkjHORl4RgVBpihx+GUe0BVVJjQqxbStS4lrKUCpSUNEgr2xVl3jmH/TOuIDoCFBrd4bjPDnzXKCe+1sSxJfbapA04oqI40lurS2S5Ik9N5e7hm4Gm0ev5VVLyttb+t20zEa4F97RtCpFMxL00oPcuv9x1aU8OiuYQ4O+nhoxyC3rasdd1x9sY4fnjebuzd0s6/fy7eebeXxTy7KmOAoN8trzaEhL12jARpL9RPayXFraVDmah/xhCg2quPc36nIVvk1nVWmk60w+3fs9El85ukUEsyGnPwSNHxp1sPYtZV5X18QBPRqJXq1kgpL5gCbKMnCXnZfmD5nkF5nEF9IjCd1BWSqluVVRhpL9Hl3tsSwutqESgHP7LPJhSYhcPhlbvf3O108v9/G9cdWcEKdOSf/SqkQWFNjZlmlkXs29rC1y80Xn2jmu2fVcumS8YJxMewf8HLn+g4ODXoJi1BuUnPrulrOnFuQ8V510X1U84gczI6IElf+/QAbWhwsKjew4YvLkMjuZycKp8l/CnHR01RO05hvfXDAS8xVzhokzWYT/g2TFjOYwQzyx6SDpJdffjl79uzhggsu4Prrr+f555/H6XRy/fXXJ1VgDg4O0t7ezqmnnjotD3ykMDg4yPHHH88JJ5zAnj17uPHGG1m7di1Lly49IvfzBiPoNdlJ5fPJYsXOTSSrv+PsOj7x0CHu29TP3FI9Z82beEPZ4whw53pZAvXKFaUy+XkW2LwhfvFmD4eGfPHPGop1sthTmT5t4KZpyMc/o62ShXoVC8v1VFo0ebWKhCMS3Q5Z7X7AHYwL3GSCQa1gllXDGabhcQ5UKjRSEEvEwYiqglKTmjPnFvB2m5NRX5gHtgxw/bHlGdVctSoFpzcW8K89Izy+a5hT5lgn5N+KceHpMgSjYy2G/rA4XtwkjSOQDbLDIeQt6JRufH1QrStTwWTvm4uowkQCTTHxpVx+k3S/J4DdH6VayNCmGwuMBCeaAMhBlhj9xemN1qzJjy57gAe2DCAhz9GT6i1Jm1lLxJHTPOrr6+MVlyapUjwdlAooN2mYZdVQbdWmbZ1PhCAIlBjVlBjVLKuS6HMGOTDgY9QX5m/bBrl6Zek4frxllUYWluk5OOhjV6+HlhE/W7rcbOlyM79Uz82nzqIoi8r1ogojH11RwqM7h7lzfQdrakw5Ce680jTKHzfJqtZ3nC0HD3IZX+mQqziSLzjJIGnKc5Wa1HhDEfR5VL2UmtSMeGSBsgmDGmnmp1GjjIrPifE5BLLdeWjHIKGIxPJKY84B0vWHRvn6M61xHl2NUuC6NeXjRHKmgj19Hn79di+jvjACcMJsMyfXWyfFnR0WJfb2yW3PsfN77IE4F7BCgCUVBmoLtVNWNk6ENxihYzRA52iAYEREq5ITjPVFujHV6GCE0a5uNMLEc98xMoDLWoI5R6GeTDBqlKyba2Vnj4f20QDvtrvotge5bk1ZUnBhSYURhy/Cq4ft3L95gHmlhqRkSSwhqxKEuP/x3XW1R6RbJXWemrVKvCF5HFclBFdi3TaJdufRXcPxRNapDckVXO+2u+IB0uPrzGn9kLAocWjQS+tIgIViF1pj7v5ODEqFwDE1JgSgfTTAwzuG+PwJFZRnCCrEaA8ORW3rwUEvC8rGV4kaNUq+fmo1X3+mlfbRAH/Y1MdXT07PxX5MtM334KCXIqMqJzuZak9iXO1KQcCgUUyqKuxoqCg7Gp4hXyQ+cyS/Oo284AuJURqNEFXe7nHJm1RoCLK1qYNDSi0lRjVlJjXlZvW0qtcrBAGTVolJq6S6QIsoSYx4wvQ6g/Q4AniCIgcGfRwY9GHSKFhUYWBRmYGaSbTkL68yMb/UgCPqK3qDIn2uIDui1eD3vNXDEwVaVs0yIQiyb6dUCCwqN7BylilO/ZEIjUrB106ZxU9f72Z3n4f/91IH/9g2iEmrRJQkFpQZWFppxKRRsqPHzV+3DsTtK8CAO8RXn2rhxhMruXFt+qRjlUW2Xb3RBPLPN3SzIUpPs3/AyzeebeXHH6kH0vtI6QTUUv3udP5SgV6J3ReZUqfXv2PSYgYzmEH+mLT3+o1vfIMXX3yR999/n507dyJJErNnz+b73/9+0nH//Oc/ATjjjDOm9qRHGC+88AIf+9jH+PGPf8xrr73Gxo0beeKJJxBFkeXLl0/7/Qz4UUaUGBVKCMqOslEAoxYg+vfY/2df85PO9RDBE4pgVCi5ZomRl5caeXLPCLc9vZ+O4yv47PHZs6cbDgyiiviYV6TligV6FGFvxmNHPCF+9EonI94wJgGWVho4rtZCiTE2rPyQsle3eyM8u7MPAzDLomFNjQalQgTJD+mL5ZLgD4m0jPhotQXiQho5UYuHoGfYyx6bDXLQblGLfrSiHPjVKuGceg3vdwUYcIV4+1Afn1hdRqaY7spSgZ2mCAPuEDvbB7Nu5oMREZfLhQGJcm0IITT+fZuFAAbk5zHixxsKEgyB1aiBYAgjEYZ8QYKAh+wtsUYioIxg1CkxCv742PIEouNGrcQoKMeNuXTjKzZuc4GRCJ7I+POS7qtVQtCT5SppEPRAUDn+OhPcN9fntWqUGLUi6eahUQCI4PFEIJhQCSfAbFP0eQhnva8nEMHrkS+c+nsKgCrsxYAfE4G0Y6NcG8KAH5crQCTgztpiu6NtFI3oo8akZmWpgBBJP7clCTYeHESPrBZ+XK0BlSIACXHOxFa2bBiyu0D0MiGrsQh2px+7E5p6BeYUaWko1uccZJpjhjqjhq1dQXqcQZ7Z2cUXjq+kwJA8F9TAqjKBVWUmhj063u90sqfPS9eQnx+94OL2s2qzUmp8dIGB/Z0SrTY/bx7o45rVZRmPBfjjpj7u29SPBvj40mKuXmKEoCen8ZUOE60RsesayJOTNDqPEseeUSPbEmMheEIiRnUIguOD3alzr0wLxnIFnlAYI1LW8Z9ufhoFKNNE8Al+HE4Ri1KLUa3EE4nQ1DuMAT8fXVQybj4MeYI8sHmAOcU6zp1fFJ+Prf0j6KPvY1W1kc8dVyn/W5a1LVeMemU6iljbdK1RxYWLi6k0q0m3/mWDKMLmThfvd7nwpHnPeuQKnZWzjBg0AhBMmpNT+Q6Hh/1J7fsKIBSGET+M2J3o1QqUAriDIisU3pzW0I5BBzv7+zFpFJi0KlSKsZZ3rUpBuVlNiUGdU1BAK8BJ1SrmWCJs7nQzbPezt1NgTU0yxcipNSr6RyRabQF2tA/QaJU7mPyhCCG/GwNQoAoQ8Mr/f36DNvuak+d6NGQbxR+Wf/T4Woo8notVsq2O+KX42HW7nRjwU64NoQx7ESWJba0DGIhw8bwSeR5Hx1AwLLGpuR8DsLzKQINFBNGXdP8BV5AdvR68QREFoFfkYFRI9ncSceIsJUJI9mV2dwxmFQYs18KyEuSxNDTK4gyHWpXwyRUm7nuvn51tAwjHp/ePVJEgBvwIIlTpwxRpBQbdHg52BdBrlNQVasdzHKfYE6MA9XFKRRHw52Rnk64p5OeLHwkcDc+QLxKf2ZnnPNKIPjSi/NtKkoTdF2bYG8bmCROIyO3toYhEMCySqKdXkKNt0hOEkJdhOwzbYT8yz3qpUUWRUU2hToVZp5xWQbtqA1QbFEjlOhy+CF2OAJ32AIGgxN5OL3s75QRebYGGRRVGFpcbMu4xUqFWgDnmZBlgXoGKtbMKeK/DyTttTkbsfl6xJ/Ns7+2ER7fA546v4OQ543mE9cDtpxbzwkGBx3YN0zU05lMc6hnh6R1jx+qAY2pMfGxFKTqVghcPjvL8ARt/e6+Ni+fpqC4YX0tcqYv6ru4gBD209o8k+S29I6OoIuUZfaSx8ZXwGcl+d+q8MRKhQh+hwaLEqA3ltScYd59J7CumjHz3RzOYwQymBEGSMvRx5oBIJMLTTz/N4cOHqamp4ZJLLsFgSN4O33PPPXR0dPDFL36RefPmTfmBjxT++Mc/8sQTT/DSSy8BsGvXLp5++mlMJhNf+tKXUKvVk1IPDAQCBAJjaVSn00lNTQ2Ob5uxaD8cRdkZzOBohTMgYf1fFw6HA4tlrIpmZh7NYAa5Y2YezWAGU8fMPJrBDKaOmXk0gxlMHZnm0bjjnE6sVuuEx/23YHu3i9W/2MG2m1eyqjqaNQt64K5olfOtvWwfFMcfM4P/SOQzP6bUZ6RUKrnsssu45ZZbuPrqq8cFSAG+9rWv8Ytf/OKoDpACfPazn6Wuro6f/exnACxfvpx169bx9NNP09LSMqkAKcCPf/xjrFZr/L+amprpfOwZzOC/AjPzaAYzmDpm5tEMZjB1zMyjGcxg6piZRzOYwQxmMIOjFVOqJP1PQewVbNiwgWeeeYba2lpuvvlmAL797W8zb948Pv3pT0/q2pkype/uaaayxMrsoomFMDK1EqfDoDvIsDtMiUmVJEgx5A6y8Kfb8IVE7rl4Dmvrx7dXfH99B8/ut7GoXM+3z6jJGhh+r93Jb9/to1Cv4gsnVOTUFvLP7UO0jQZYWKZjYXkOPTHIfEPvtjtx+CfHsZeKFYpW3jHeMuFx3638PR3a8YH9nT1uWm0B1tabOTVNi0oMLx8aZVu3h7PmFnDdMeVZj3tw2yCnNli4+8KGcf8+6g1x/p/2ERYl3v3SCpbPMsbHgzdKaK5UCEm/dYycXJQkSs3qCceYJxBhKNryXWrMTcH6SMHpdGItrcq94mCo90PNlOb77tptPoZcIRSCwIJyQ9Lxg+4gkajyskGjxKhWcnjYx9pf70KtFHj+hsUUpuHM/PozLbzV6uQTq8uy8iz+dcsArx62s6bGyNlZ+InfbHHwTruLhiIty2eZ0h5TF2hKEkPIhLWen7BTnDPhcRPBqlNy4mxLzuI0+wc8HBz0U1+k5aqVE4sGShL8/r1+Rn1hbjqxkuNnZx5TkiTxv691sX/Qx0WLi7j9rLpxx7zd5uDmp1vRqxVs+9pK6lLEezLZ6XTIx/6DPMb6hh2cuLRx0vMoNhaVCgGjWhkf4zHettRnyWaTEp8fyPm7eAIyR6YnEEYCTFoVn3r4IPsGfPz60oYkxd1n9w3z/Ve6WF5l4OunVnPz062MeMP86pKGpN/yL5v7+e27fZwyxzIh9UwmBMIid73aSastQLVVwzWrypiKkHwgLPHbd/vwhUSOqTFl5LueDjQNednbP76tOh/kuobmM/cL9EpOb7DmnIzeGFW8v2RJ0TiF9Kf2jrB/wMeFi4q4ckUp27vd/OKtHrQqgcc/uYjHdw3x162DfHRZCQ9cNT/rfSa7Hg26gwy4Qti8IQwqBUatil5ngIv/sp9ig4qXPreUB7cN8suNPcwr0XH72bIN+cH6DpqG/Zw9ryCJSqDN5uefO4YRBPjIgsJxPKrvd7iSBL1iyOe3KqxfkXZ9AdjV46bFFmBVtZFzs6wxv3+vH5s3zHfX1TA/DSdpDA/vGOL5AzYuXFTE/zs72X66AxGufvAgfa4gFyws4h/XLEClFJJs0nTbzA8Dk3nGfN5BvjiS1853Hl1y7+usb8+/jflI2KZMqLZqWF1tmrToUjb4QhG293gYcIVQCHJLfJFhatzO6bCly80rTXaOqTHxlQzcwFPB/77Wyb4BH1csK+GWM8YHwO/e0MUjO4eTPlMpIKoTyXG1Zp7/zGL0amXePkkMkxnX+Z6TaS6nfj5Vu5RpHqU9bqaSNI6ZStIZJCKf+TEtVlcURQ4fPozNZiMUyrywnXLKKdNxu2mDKIooFGOqyscddxyhUIinnnqKj370o9x44408+OCD3H///ZO+h1arRasdv+mRVHoktRE0uQRJg4SVEh4EjJrsBnsoAH5BSbNDoqxoLBBZWmTk0lW1/On9fp457OfEeckbxCF3iEf3e5HQccmqOkR19ufaOmDHi46V5RbCqgkZBwmGRfaNCoCOsqJCAorcFoi9Ix76/GpkNsGpw0dui2RIoSOgSH4HkiTR6w/gRUBQGwkp03/vUERkxxB40dFQVUwkw/sRJYm3ugbxoqOurBhJnXxcICxyy/oenKKWY2rMLK+X+Q9j40FSiyg1Mjk5ieItgSBhlYQ3JFKi1k04xjyBIE5RARIY0Ew4xo4oNOmD4ZnmERqj/N+HBE8giDOiACG3dyepFbjxY1Ap8KBLOt5o1OEJRpCECGGlAg8CK+otLK4pZUuXi1vWD3LvpQ3jBJfqyovwtgZ5qyvE6Yv0GXm0GquKeeawn+2DcNI8XVpRNQA0YbyE6PGrmC+kV04OKXLTq/WhwTsN2rZeP+wdgWVVE9tLgPIiDdsHR9lnA4+ky0mcZXZ5ET3tTrYMiBzTmN2mXbK6jq0vtvPIPi+fP0U9TgTgmaYBvOi4alUFeqMZEn7nUW+IQb9EUKFiKKBIstPpkI/9B3mMSar0xHW5zqPYWIwJH8TGuCcgUGhQjXuWbDYp8fmBtN/lrRY7o74wFy0eU9D1BIJo9Co8UhhBAI1eRUhpwIuEW9Il2UuD0YIXHdsHJX701ghdXhWgotevSjouoNDjRYdP0Ge0yxNhW4+TvTZ5LTtnaSWiWj0latBDw15GQvK7KCm0EphGHrxE2LwhNvdLMMX5mOsams/c9/qgz6/OygecdG0hiBclPkE/bh1uccq+ydzo2rt/1I0XHWcvkNfYf+7z4EXHecuqJ147JrkeGY06TFIQhUbEG4yg0av429sjeNFx5uwiJLWBF1r8eNGxek45EZWBQFhEjhfomF1RREg55p5vHfDhRUdjkQ5JYyRRBycQFjns9JDud83nt7K5lCw1pbevRpMCr81Fm1OZ0e+RJImBgJoQKgwmMxFV+mC/0x/m+eh3XzG7bJzf8/2X22hxKagvKuBP165AFRX+SrRJTCTglKfN/DAwmWfM5x3kiyN57XznUa9PhZf8n+FI2KZMaHKAxaKgvmjq/k0qFFpYOdvIhhYHNm+YN7vCXLBoeoNdEVFi+6ALLzosZsuk18NsOH95DVvWd/LIfg9fP0s/LqD8P+vmcdrCKh7YMsCuXg8fW1HKdWvKeaVplJ++3sUbnSFufLaP+z82L2+fJIbJjOt8z8k0l1M/n7JdyjCPZjCDGRwZTClIOjQ0xLe//W0effRRvN7sIgiCIBAOh6dyu2lFOBxGpZK/vt1ux+fzUVlZydlnn83JJ5/M7bffzquvvsoPf/hDzj777Gm/f7lZk3NWKx9lS71awScfPsSuXjc/Pr+eL55YFc9YmaLnW3Tjr/P8ARsSML9Uz7zSiQMRMUV2c47ZsJgQhVIBpjwyaBrV0cNL1DEawOaVN+yLKjI7FO93unEHIpQa1ayqTl+JB/D6YTsHB31olAKXLi1O+retXS7uXN9Bmy2AXq3g3kvHqkyNGjmrGkNM/TlRHbrMrGHYE2I4qp5rjAYu0mUvYwqw3qCIJxjBE5gexUZPIBIft7lUjXmCESKB/JwATyCC3xXM6x65HJvrvT3BCEpFduXc2HGeYIRhdwiTVkmJUZ2sSh49JoZAWMQatQ/3XtrAGb/bzTvtTq74637uOLuONTVjmc7Llpbwl80DHBj08fphO+syVImuqjZRalQz5AmxudPN2vr0TvfiCgOvNtmxecN0jAaYfQQ2AZNBPrbApFWiFCAiybYnlyCpSSsfE4xM3FwxL2onm4Z8PH/AxqdSqsWtURurVyWrst77Vg9ff7aFVbPM/OrSBqqtEweF8lU2LjNpEP1TCwwYtclzxKwbsy3xZ0qcT9FntJrGV1OnPv+gO0gA4nbm3rd6+NrTLUjAN0+r5icX1CMIQvy8EpM8VyRJos0mCzvMsiZ/v5PqLaypNrG1282OqPp3pUXDKQnV/pIk8UrTKAB1hZOv1lxcYcSsVeIKRBj2hJOUySeD+iIdCkFWXx90hahIozY8HWi3HUGJ6SlCqxIo0OfujnqjttKSMtYcvjCjvjAC0Fgi+zEHB2TfdOUsI7c814bdF2FVtYlLl5ZMz8OngVGrpF4r398TiNBtD/DYriEALltWgi8ksqfPE30u2UdwRbtllML472Xzyr5zSRpF5og4Pc1g2exLICL7b9l8N29QjItplmYJdj+8YwhvUGRuiY6zUtaqlw7aeP6ADaUAD149H7NubEyk2qSJvku+avD5+gdT9Scm84z5vINE5PKsk732kUCZSUO5R2TA/QGK4kwCR7IPU6kQqLZqsHnDhCLToNCXglcP2+myB1AphHHzcLqwoMyAQpC7JYY9IcrNyWubIAisrjazOqVy77KlJVRZNHzuscM8sGWAY2rM3Li2akKfJB0mM67zPSfTXE79fDJzfgYzmMGHh0k3iY2MjHDcccfxwAMPUFRUhNksG7kTTzyRmpoaFAoFkiSh0+k45ZRTOPnkk6ftoacKURTjAdIrr7yS888/n3nz5nHDDTfw2GOPodfrufvuu7nzzjv51Kc+BYy15E8Wv/nNb1i0aBHHHHMMAKXm3NuajVo56JXL8X/bNsC2bjdhEb75XBuHBuUNQjgisbFNVjesKxwf9PjXHrnl4ZSGzC3k6ZAY2MkGX7R/QpVna0quQdhcMSxZ8EnZN7VBQYNTmfweuuwBtna5ATizsQCrLv2Gblevhzea7QBcuaIkrdq4KEmsPzTKA1sGALj5lFnMssqb9ogo8eu3e7n+4SbabAEqzBpe+MwSjk9oLTVq5aCEVqVgyB0iLEpJv4NRq6S+WI9BrUSpFOgaDYw7JhGx40tNarQqRc6/6UTwBCNZ75vuWO8Ex6bOI+8k7jGd30+rUlBqUlNfrM84P2P37RoNoFQKGNTKccfHjhlyh9CqFEmbmePrLLzwmSWUm9W02QJc/3ATv367N745nmXV8rVT5FapB7YMsP7QKGIae6VRKvjoCjkw8HqznV296ZUyrToVZ8wtAGBrl5su+/jgilNpJShkD+b4JDXD0vRVP+RrC1RK2db4w7ltMGKJnFwt1KlRWxmznYmItddv6nTFK387R/189ekWwiJs7nLxwkEbZeaJA2L52P/Y8aUTXDd1Hk10vfpiPfXFesrMmvizJM6nbM+Y+G+JtssTlINHX3u6BZVSoMig4mcbunn9sD1+XuxYgJAIDn8EpcC46h2NSsEfPjqXH58/m++fW8dvLmvkqesXJVUm7h/wcnBQbjU/oW7y49KkVXLyHPn8Dc12AjmOr0zQqRUcE0167OhxT5t9SkVvmnbsySCXNTTfud9YMr7KKBM8wQju6FwtTAmstkaD6I0legwaJYGwSNOw/JtXmDVs65bX8Ec+sTCnxMlEyGUeGbVK3mix4w9LzC/Vs6baxIEBL6IkP3+sCt0bigZJFcK44IvLLwdJNcrx7ygbRUE+v1VxhnbeiDiWnCg2Zg5kt4xEjzGoMnYpbGi281p0ft9+Vh26BPoUUZK4f7PsE339tGpOTEMJlSvytZmQv38wVX9iMs84WUy37zPdSJ1HKqXASXMs1Bfll8w6ErYpG45Apz2SJOEPiQy4gnSMyr7XdLb0i5LESwdH2dThAuArJ1cdscTc/gFvnIptMM+A9/F1ljgFwP8805IUKM7kk3xYyDSXUz//IOf8DGYwg6lj0pWkP/3pT2lvb+fLX/4yv/zlLzn55JN599132bhxIwA2m427776bn//859TV1fHAAw9M1zNPGQqF7JhdfPHFdHd3c8cddzAwMMCTTz7J97//fQ4fPsytt96KSqUa15I/Wdx0003cdNNNcS6ETJhqdvqkemu8KmV+qZ76Ih2eQITbX2pnW7cbo0bBGY0F487rcciL8dLK3FqXV84y8m67k3c7nKyuMWUMGsZQqJe/SyAsB8IMOVdFqSk2qBjxTk8VcpdUxnzP75mt9XBclYqfDd0IyByksRZip9LKiKoCgLAosafPQ/OwvAGYU6Tj+LrxfCXeYIQXDo6yr18OSq+qNnFyGie/1xngd+/0cWhI3ridXG/h6lVyG/2gO8i3nmuLB2OvW13GLy9tTFthE8tIxjZYnmCEfX0eSk3qeODFoFEwMhqi2KhCpRAmzF7GrgkwmGN1Zgzpxm0+WdPYsRONi9R5ZNAoZY6iPO6RroJzMt8VyOu9FhtVjHjCFBaO/Z6DriBD7lC8EjX2e6Ze87TGAg7ecgxff6aF+zcP8Pv3+tjW7eInF9RTZpJ5Ed9rd7Kxzcmf3u/n7TYHXzixkipL8ibjlHormzpcbO9289TeEZqHfZy3oHDcez+hzkzbiJ9Wm59NHS6GPSGWVhrjSY4RVQVfrXkES8SBWvTH+Um/Wfpb3u8N4w5GGJYsdEllOb3TiVBiVFGWpooqEzzBCIGwHGnIpULN4Q/zXocTgBWzcrOBSyvk49IFn85oLODejT1s7XLz3Rfb+J9TqzFrlCwo03Nw0IdCkG31ZDHVdSLX9SgbUudTpmfyBCLxyvdEG2M1aShUCSyuMLC334vNG6bYoKLcpE6qvvYGRUpNavb2y0H9uqL09AlalYILFxeP+zyGmgItJUYVw54w77Q7uSjLsRPh/AVFvNpkp88V4qHtQ1yzqnRKQbe1s80cGPTi9Ed47bCdFVUmago0U/Y7ElFToKVpaGp8pDC2hpYITvQE4xyAaz0/ibe75jP3S4wq5pbkVq0uSRJbOuX1saZAO64rpiW6Ti+rkufmnj4PERGqLBoWlOlRKQTCosR3nm/jr1fNz9kPyYTUeeQJREgNv3gCEfZGq0ZX15gQBIFINAqqV4/5lhVmDRadEqc/wp5+L8urxuxQdYEWe7+X5mH/uGosvVpBtVVDt2O8Hcr1t1IX1abtMJIkic2dLuy+CAqBpGdKxIgnxLP7bcBY8igVmztlHnuAq1eVjuuyeWL3MPsHvOjVCj5zbAWDrrHvM5Gdm64ukVFveBx1Sibkav+OBhztFWzp1iOFILC62oRRo6R52J9TsnO6bVM2lBpV4+biZCGKEn2uIL2OIH2uYNx3ATkQuyzHfVkqvEGZ27TXEWDAHUIUJSSIazx8ck15UgHGdEGUJJ7aO8IjO4aQgEXlBhqK8+9IumBREfe81UNElMdDujmW6F/EedAzzMOjeY7OYAYzOPow6SDps88+i16v5wc/+EHafy8qKuKuu+5iwYIFXH/99Rx77LHceOONk37Q6UZzczOdnZ384Q9/4NhjjwXgtNNO429/+xv33XcfarWab37zm/GA6nQj1iYcQ8xop1bnZDo3qXIwweCvm1fIvz61mJcO2bjj7DoKjWruf7+Pe97qAeCOs+uoTMka+kMi/uiinNrmlQknz7HyapOdQ0M+Xjo4ypXLS7Ju6PRqJTUFGrrsQXocQebm0NIPoFYqOL3RyoA7RPOQjz7X1NpvSowqZpU0UG7V0C/5Qe6Ao0M7L4mDNBAW6bIHODDgiztna+stnNFgRZGQ1Y2IEtu63bzZ4sAbEhGAy5eVcMWykqTjQBZz+f27fQQjElqlwNdPq+ZjK0pRKgR6HQE+/UgT3Y4gBrWC29fV8unjKpICPKnOQGIV2r4+D4GIyJA7lBSIaCzVxwN5qW35qYhVeg26ghOOwVSkG7d5tcdFj3VK/pyOTzzPkqOjmu55cplvqYido1IIE1YCJjplmDQUGtQEwmI8CD3kDsmtjEGoL9Ynndc2Igc0yqItzAV6FX/+2HxWV5v55rOtbOlyc91Dh/jLx+dTadHw68saeWTnED/f0M3BQR/feraNL55YmSTSplAIfOu0ah7fPcwTu4fZ2++ldcTPaQ1WViWIECgVAtesKuX1ZgfvtDtpHvbTbQ+ysFxPTYEWrUrBiKqCEVUFWnEs8NJvXED5PB0hRxDfsA88U0tuVJrVNJbqKTep8woY9UYDBjUF2gnFnqRoZUVEhAVlek7OIsiWiFi7ly8kEgiLSVyxlRYNd5xdx7eea+Onb3TTWKLnosXFbLhxOXeu7+Dc+UXjaBGy2fVUpI7b1HPzpa2YDgy6g7j8EZQKKDVp4s8/6A7SPurHF4wQCkN9sY4Ky1g1xZs3Leejf91PrzPIrWfKgoFjleUihdEKt1gCqnESmy0Ai07FZ46r5H9f72Jjq4Nz5heO4/fNFWVmDT84dzbffbGdTnuAv28b5PJlJXm1jCfCrFNxw7HlPLRjiAFXiPc7XRwclGlQNEoFEUlClOSkYU2BJjOfcBYsrzJSZdHQOuKnM011eD7oksroksowMGavd4pzknj+dCoFGpWAQojNkbGNv0ohMMuqoa5QS1mOc9sXirCjx8OQJ4QgwCVLipLOi4hSvJpxRTSYF6uWP2WOlWKjhjvPqeOOlzt4fPcw3fYAD39ioUx9Mk0b5iFPEKVuLMHoCURot/njVVSpraHuYARJkhAEAY1KwUcWFvHPHUNs7nSxrNIQ/36nNljZ2++l1xmkxxGId57EcHydmQODvvgcSUS236qmQMuCMn3acesORNjV64knga5ZVZaWIqrXEeDx3SOERYmFZXquWD5eKK9z1M8f3usH4GMrSvlOiohLy7CP/3tT9lHvOn82Vr2KsCgx6g3LfIMJ63NqoCP2jrVROpap/JaFeYjjpPoT+fgSUwnWTObco6mVPh8IgsDCcgMLyw34QyKjvjBOfxinP4I7GMEdEMcFT3OxTZNFhVnN7EIdFRb1pGxwIsIRiRFviD6nXDGaSvNj1SmpK9Sybm5BEu1ELpAkib39Xp7bb0tLH6QQ4CsnzeLEDJRLk4XLH2bfgHzfWELu0qXF3HZmbVLVeK6I+XElRjVKhZB2jnmCEVyBCEhgjHJ2ZpqHk/H3ZzCDGfz3YtJB0o6ODmbPnh1XhooFE0OhEGr1WCb2uuuu49Zbb+XPf/7zURUkVSqVtLS00NLSEg+Szp07l89//vNEIhEeeughFi1axEc+8pEjcn9vMIJeM94JzCXjGzP06RxIgIuWFHPRErlK5tl9I3z+8cNIwJXLSzh/YdG46yXG8nIlFVAIAjccV8Etz7VxcNDHjh5PVv5NgCUVRrrsQQ4MepldpM3ZyRAEgQqzhgqzBncgQpc9QI8jyKgvcwBGoxRQKgS0SgGrXkWBXsUsS0qbQ8KX7XUGGA5KuIMidl84zgEGsrNy/sKiJK7WUW+YA4NetnTJVRYgB2RuPLGShpLkAHAgLPLgtkFePiTz4R1Xa+aH582OB6s7Rv3c8EgT/a4QlWY1f796AXOKdePGgCcYkXnLBNkZSPwupSY1Q+4QpSZ1fHwASQHSXJ2DSXFlHeWVCplwpL9r0nuPnhdgzIlL/N1Sz0t0/BJ/s0+uKWd+qZ5PPnyIbkeQ6/55iD9dOZe6Qh1Xryrj9MYCvvtiO+93uvjlxl4ODvq4dnVZPCCkUAhcuaKU1dUmfvtuH132AC8cHOW9DhdrakwsLDNQaFChUAism1dAbaGWFw7YcPjlIMWOHg9FBnlOmTQKSjTJFUyCIFBToKWmQIsnEKHHGcTuC+PwhQlEJCKilJX3s1CvYpZVQ02BNi/+4hhCEZEDUZqRJVm4g2PY3uPh4KAPAfj0sRUZha9SkdgSm+6M8xcWsbXLxaO7hvniE80U6FVcsbyU314+N+31JrLriRhXxZRyru8DaKtMa1ME8IbEcZ/rVQoGXUGKDWrsvnCSjSwyqHnm00tot/nxRudEaqW8UaOMt1anq5jLFevmFXDPW910jAb46Rvd3HJGdVpKlFxQX6zjjnPquPPlDrodQX77Th9Lq4w0FusoNamxaJWolULOwX2LTsVnj6vgnXYnG5odOPyReMVPDF32ANu7oa5IS2OxPq+gDsjrRKlJzZoaE3ZfGFEiiZrDFxKjv6vsF6ij64dKKeD0h7H7Ith8YdxpgvD1hVrUeiMWnZzQSQ1AByMiEVHm3FQphYzzzB8ScfjD+EIiwYjceuoJRuh1BonRb160qGgcF+zefi/+sEihXhXnI421pzsD8np+8ZJiagq0fOnJZjZ1uvjcY0385WPzp3XDnJS8CEbQqgRiQyz2/HWFWrRKAac/ws5eT5yX9NQGK4/sHKLXGeTQkI8FUYX4EqP8m23tcvNeu4uT5whJVWyCILCo3ECFWU2XPcigO4jTH4nbKK1KwKoa+44n1JmwWqzj2nhFSWLEE6bTHqB1ZCzIdNnSYuYkJCcCYZHDQz729Hk4POxHQm6z/+ops5IolURJYluXm9+804s3JLKo3MAtp1cnzYlt3S6++lQLrkCEE+osfPmkWfHfPF1nxbgEUfQdB8LSlPyPqfowk/YL8g2S/pcGenRqBZVqzbgiD1GUZLsViuAJykJpoYiEOiJC1I0/ttaEQmOM2yRBiO17BKRoAioUkWQbJY3RqwmCgFKQFdQNasWU295DEZEeR5D20QBDKe3nJq2SxeUG5pfKiWhVGmqNiWD3hdnX72V3nyeemKkp0HJqg5XZhTr0agW+kEh1gWbKXNog2+oXD9poHvbR4wgmddVolAK3ravl8mXpuZ+DYZEndg/T4wxyzaqycb+rJEncu1FOnJwUDeamm2MxTYXY/wMZ5+G/6z5lBjOYwYeDSQdJ1Wo1BsPYBjTGSdrf309NTXKWuLKykkOHDk32VlNGLFOf+HeLxcLq1avZsmULF154ISaT7KRWV1dz3XXXsWHDBjZu3DhtQdLf/OY3/OY3vyESkTcXsTbhTO21qUgnkjHRuRua7Vz+1/2ERThvQSG3ratNe5xGpYgvnq5A7gvI7CIdV60q5aHtQ7xwwEZ1QXYxqtXVJt7vdGHzhjkw4Iu3xOUDk1YZzyyHIiKeqNiQUiGgUQroVAp0akXWQIc3GKHTHmBk1AFRP2FTh3tcprnMpGZNtYmV1aa442/zhnhuv422BBGMAr2Sy5eWcObcwnGOTeuIj3s39sadh88cV8GXT6qKO1tP7hnmf1/rwhsSqS/S8uQnF7Gienw7fwyBiIhBPV4kKMbLk1ptmlrpkFNbeo5VB6kVDR+Ew546j6aKxOfOtUJjsgISsfNiv1GAaEVwZRpFTo0sPORN02Jm1Co5c14hm76yktN/u4vmET8f/esBvnNmDZcuLaHSouG+j87lV2/38qf3+3n50Ch7+jx85eQq5iRUqzaU6PnJR+p57fAoj+8eZtQX5pUmO6802akv0nJBNBAxr1TPnOIqtne72dbtZtAdwuYdSyQY8EN0yL5+2E5xoURtgRZD9DunE4ITo7xb/rAcCImIUtS2KaZcoXFgwEcgLFFkULF6gsTNoDvIiwfkNtGrV5XlJVIVCxQZ1IqMrda3ravFFYjw4sFRrv7HQUqMak5LQ3cC4yk0xokjZRuTKedO1EacOo+GXEGU2szVWtnuGbMpZSYNRo18XmLbqryJUbGkwgjIa1467q7F0ZbCTPe+aHExSiHGLeqNB5DyQYVZwx+vnMcNjzSxp8/DHS91cNu62kkF40EW8PrFxXO4Z2MPzcN+tne72R7lvUyEXq1gSYWBk+otWLJUBSkVAqfMsbJylonOUT/uoIg/JMbbxPf2exj2hGm3BWi3BSjQKamyaqmyaCjQK3MOyCoVQs5K8jEkbmLDogQSGPBBh/zZympTUjdGKjRKBZkEqyOiRPOwj8PDfnyhzG211VYNH1lYNI5DLxQReadNpss4Z0FhfH09vs7Cs/ttvNpkxxcS0asVrKo28avLGvjcY4dZ32Tnf9/o4t5LG3N5BeOQOo9KjZo4/cugK0iHzY9Bo4zbXWeUW9SoUfLxlWX8desAT+4eZkWVEUEQKDKouXhJMf/aM8L6Q3YainVxe3ju/EJc/giHhnxsbHNyWoOVkpTfsMigjgY/xvtWWtEH7fL/V1q0BBICPu5AhKYhHx1R/vIYGop1rJtbEH/fI54Qrzc7ODDgTUqoH19n5nPHVybNo3abn9+92xv3lZZVGvndFY1JtvKFAzZufaGdsCixosrI/R+biz8kZl1j04mhxP6cig+SWJmW+Pd8zs/XL4D8qY3+EwM9qfPovXYnBVYBi04OgFl0yox+gUIhpH33WlEZH+/VVi0BxdSDgpOFJEl0jAbY3u0mMT9s1SmpLdCypFJOrqV2n+UKuy/Ms/tscU5mkIPAH11eysVLivPWgsgFTn+Y215oHyeu1VCs46R6C588pjztflCSJF4+NMrP3+yhL7ovemj7IJ87vpLr1pRh0Cjj/MRbu93o1Qp+duEcIP0cM2rHRPISP0uHyfj7M5jBDP57MekgaXV1NX19ffG/z5s3jxdffJGNGzdy9dVXxz/3eDwcPnx4Wrm18kGiir3X68VgkFuYiouLufbaa/nsZz/LokWLuOGGG+LPuGDBAs4880wefvhhbr/9dozGyfHBJCKVcydTm3CmLHHi57kQP+/p83DR/fsIRSTOnFvAXefXZ82ClhjVdNkDjHhCVOTBs3PR4mL29XnZ1efh0Z3DfOa4ioxtFUqFwLq5BTy6a5hDQz5UCoGF5fpJjw21UkGBXjFhi2NElHD65cBUvysUz7AaiMSDpBVmDXqjgSK9imKjivoiXdJm1hOIsKvPw+uH7XEnZ0mFgePrLJwyxxr/zpIkMeQJ0Tri57XDY+I4ZSY1Pzh3dlxRfMgd4nfv9vLoLln05ZgaM8/dsHjC9u1ZVq1cHZqlDVerUow75kgEMT+Miobp4FLMhCPxfTI5dcagMuu9jFolpSZN0oY1FdUFWt758gou+PM+tnS5uP2lDvb0efjiiVWUmtR87ZRZHFNj5vaX2ul1Bvn28+0srzJy5twC5hTrKDWqUSkFzllQxKkNBbzZYmdTp4t9/V7abAF++24fZzQWsLzSiFGr5NhaM8fWmnH6w7TZ/Ix4wth8YXyesaCG3R+ht8/Lnj4vZSY1FWY1ZSaZay/R/igEQa7OmMaNniRJ7B/wxfl+180tyGrz/CGRR3cOE5FgeaWRCxePr7LPhmGvbEdSAxWJUCoE7jq/nkBY4vVmOxfdv493vrwiLfdzurGSifoidaymnjsRbUXqPErXwjbRXEi9ZyJdR2oVYaFBlRM9RbZ7l5jUnL+wiGf32/j0I01csayE0xoKGHAH6XcG0akUWPUqTm2wZg0grJxl4r6PzuWLTzTTMuLnJ693cftZtZPmFI213u/q9bCr182+fi9DnlBSsM8XEtnSJScZLl1SzJIJOObMWiWLK8Yfc8ocC132IFu7XOzp92L3R7D7vewf8KJWCpQY1RQZVBTqVVh0cvXTkfC9YptuQcx+bVGU4tWwGqWASimgFARESYonZYc8IXocwaT3FfsO+mhCsECvpNSoZk6xbtz3CUckHtk5zJAnhFohcFZUdA6gsURHkUGFzRtmT5+HY2vlbM7qajOfXFPOfZv64yrzk0E2v67d5kcZTZrGqj6dCZXB160p4x/bBzk05GNPnzeeNL5kSTEbmh2M+sK8dtjBuQtkWg6lQuCK5SX8c8cQrSN+NjQ7OHmOZdK8iKIk0ecM0mbz0+ccC3To1QoainWsqjbFBdJCEZG325y83eaMV8NWmNWcONvCSfVWqgvG2v/DosRTe4d5YpdsW7UqgWtXlfH5Eyrj9r7bHuBnG7rjIk6XLyvh7gvq0UQF3fJJUk6nb/NB+TRToTb6d22dz4bUeTTgCjEQTOZPVipkCg9dtKhDHZ1bKoXsSxg1CooN6km1dU8nRFEiEBERRQiJsqp7tyMYrxwtMqhYXmVkaYUx706AdOiyB3hw22C8O2dxuYGT5lg4rtYy6eRfLmi3yTynZq0y3kE3v1SfNfnW6wjwg1c62RhNaM2yaphdqOOddie/fqeXv2zpZ+1sC7t6PfHg64/Om51X8jpX/LdWZM9gBjPIHZO20Mceeyx///vfsdvtFBQUcOGFF3LPPffwzW9+k7KyMk444QQGBgb4+te/jsvl4qyzzprO584JiSr2119/PUuXLuWzn/1svOr1hhtuoKOjg5tuuglRFLnyyispKCgAwGg0smjRIjSaI6P6lw6DriAdo34MagWzi1IyY3lkj/udQc69bw+uQITV1SZ+8pH6uEORCfVFungbe7rNWSYoBIEvnVTFt59vY8Qb5vHdw1yzqjTjxmxBmZ619RbeaXOyb8CL3R+mvkhHmUk95VYWSZI3ZMOeEMOeMJ5gBF9ITFuZUleoZU25HuRuDj59bBkhpWHc9Q4N+Xi/w0X76Fjl6OJyA188sTK+4feHRB7eMcjuPs+4zZ4AnLugkFvPrKXQoGLYHeKHr3byRvNYsPX2dbXceGLlOEGh1IrQXMbAB1llMNG9jrZM7UTPczS9u3THpBsTZWYNr31+KT96rZOfvNHNo7tkrtHTGwv47rpa1tZbeOKTi7jrtU5eOjgaDeTIQQG9WsEsq4ZllUYuWVLCOQuKOGdBEYOuIL99t4/9A954ZensQi3H1ZmZX6rHolOxvGqsQlMdMcBm+f/PW1DI1gGRjtEAg+5YQsIbv18s6FFiVFFiVGPV5V79lgkRUWLQLScmYhXba+stLCjLXNUmSRKP7x5mJCoW9KWTqnJus4+hJ8rrWD8BR6ZaKfDTC+r53GOH2d7j5tz79rDt5lU5KcpmGidGjZJ2mw9v1NbkEnzMhljQK8aDa9Qox6g60nAATjSPYpXSnkAk7XfIJsAQE/azJlShxI7/1aWNtI/uY0+fh/s3D8TVsBPRWKLjn9cuzMpFu6bGzEPXLOCqBw9yaMjHz9/s5pun1UyqxRHkANaqalMS5YwvJLd9ipJMqfJ4NDn4xJ4RbL4wp+TIfZsIQRCoLdRSW6jl3AVy9d/BQR9tNj/BiBz06ktoeVQIchB/XqmeCnN+vL5TQa8jwMFBH6PRlv5cYNEqOa3RyuJyQ84Ba19I5Mndw7SM+FEKcPtZtUn8fYIgML9Uz3sdLnb2uuNBUkmS4kr3pzXIgkvTuUZ5AhFArpAvtarjidxEmoJys4aLFhfx5J4Rtve440FSvVrJF0+s5K7Xutjc6WJtvSXeTqpSCHxseQmP7pK/81utTlbNMqYNHmfD7l43hxzeJJ7YuSU6jq+zMLtIm2QLd/W6ee2wQ6Z/QU4oXbM6fdV964iP377TF+e8PaOxgDvOrqXYqEaSJN5scfCXLf1s73YjSjL1wtdOqeYnF9TjD4lJdgMyC7AcKYyzXXlyi+bi86TrCvtPqgqdDpw1rwC7qGXYE2LII9N7RESinWPZBZyMURHMItWYz/7yoVFGw16E6L9bdCpmF43nQ47xno56w4REmWdcp5IDsmqlgEEtJ54SKz5FSaLbHqDNFsDuC2ekEhKAM+YWcGKdedIVo6loGvLxyM4hRAnmFOv42imz8ipyyQXrD43yZosduz+CSSMXpVy6dKyFvtKi4RNryjOe327zc/eGbg4P++h1BJGQfaJbz6zhljNqiEQk/rZtkJ9v6KbV5md9kx2Qq2y/fUYNXztl1qSfPVtnHci0aQaNIm01dz77l6NtrzODGcxgejDpIOnFF1/MAw88wLPPPssnPvEJTj/9dC6++GKefvppzjnnnPhxkiSh1Wr54Q9/OC0PnA9iPKmf+tSn+Nvf/oZOp0Or1fKpT30qXh36/e9/H6VSyY033sjWrVtpbGykvLycu+66ix/84AdJ/KpHGkPuUDRQKKR1uNIZ33TG+f7N/fQ6g9QX6bj30oacMqvBaFuvexJcdla9im+dXsOtL7TRMuKnZcQf5wRLhSDI1aSFehXP7bfR45CFnBSCrEJt1cnVZXIwRYEpSksQESUCYQlfSFatjkjyBiQkSgTDEnZfGLs/TCSD/6RRCtQVaqkv0rEgyrmojnjjQdIYfCGRYU8oKtrkTeK/ayjWcebcAs6YWxDfROzudXPfpv54dSrIG5nGEh3H1Ji5elUZNdEqi0ODXr70r5b4JnbtbAu3n1XLylmmCcnI01WLpcNkW+Ung4nulUumdrqci5w2JxM8z3RUaExny37qMZk4aX1hka+cPIsVVSZ+/U4v77Q7efWwnX0DXn5zWSPzSvX87MI5fOXkAA9tH2RLl4vmaFtr87Cf5mE/b7c5+dzxlSyrMlJm1vD/zq7l9cN2Xjtsp2XET/togPbRANVWDQvLDVGlcPW4QNTKWUaW1BoY9YY5OOilzeaPixLEEhY2b5iu6CZaqYACncxvqlEJqBUyl7BSENCqBPRqZZTTT7YB7qDMO+YLydxjDn8kzq0YwwWLiiZss28e9scDK986vQbrJAR3PNEAZSBLe3AMOrWCX13WwLX/OESbzc8f3uvlG6fVTNj6lb09TH4vQ+7QlIOkpWYNI8EI7aN+9CoF5WZNfOMeE2Qy6+S2tsR5BGPtqZDQ8upGHqsEqS/Wj9FMRDcjsWu0R9sDY635Y+M7vSiKXq3gpc8s4eUmGw9uG+TgoI/6Ih11hVr8YYkn9wzTPOzn/Q5nRlqDGOaW6vn9FY185tHD7Ojx8PDOQa5dnXmzly/0aiX6qPtQoDextMLIP7YP8ux+G280O/CHRM6coNo5GwwaJStmmVgxyxRXR+60B+hzBul3hhjxhhAl4skKi05JtVVDqUmNUhCQkMeUN9rOr1UJmLRKrDpVfL55gvL8cgdkntmYgJQoSnKVYIJoW68zQFippMcRjAsoye9B7mzwRblqEz+36pTUFGipK9Qxr1SXF9XG4SEfz+y34Q7Iyuu3ratlQfl4CoYqqxZwxUVAAO7b1M+2bjcKAc5dUDTt1USeYIRCg5rSaPV0ZXR+Hhj04g+JcZ/spHorT+4Z4b12J9euLosnK1bMMjGvVE/TkI99/Z4kBWqNSsHHV5byrz0j7B/wsr3HQ8uIP8pJqhkX6JckCXcgQp977DdpHgkQQIdBrWDFLCMrZ5nGVcR7AhHeanOwuVMOJhcbVHzymHKOqzWPC8gGw3Kl6Z/e7ycsShjUCu44u47zFxYiCAI2b4gfvNLJK9EACMiBsP+7qCFeVZ3aYQGZBVgyvvcp+hOJzzDoDmIMJnMfJvrlIPvsiYJROfk8eXaF/TdidbUJrXGMdioYFuNCTa5ABFcgTCgiK7X7oxXpMTsXC6S6CcZpgDxBkXCUIEKuvpcpt0waBQaNEgl57UkVgcoEi05JsUFFICx3joVSAqOCIO8DVAqBCrOa+iIdiysMk+YBjYgSPY4gQ56QvEdSK9jR62FblxsJWFVt4msnz5r2Ktqn9g7z0Pah+N/l/wuwq9cTrzK36rKP3+cP2NjQ4oj/fU2NiR+fN5t18+XOnUF/kEuWFHP50mIODfl4pcnOqmoT5y0oIiJKcTHarHuNDMmKTD5zDIUGFaPeMNo0Fez5VJqm84mmEnSdwQxmcHRg0kHSCy+8kK6urnhVJsCjjz7Kj3/8Yx566CHa29vR6/WcdNJJ3HnnnaxatWpaHjhfvPHGG7S1tbFhwwbeeOMNvvKVryBJEp/61KfiPKR33HEHjY2NPPXUU9x77700NjZy++2389WvfhUYz2l6pJAq4pKvwxU7JtY+dv7CQqw5qCI6fGG2dLsAWFCq5+1WB7OLdEktVBOhvljHuQuKeP6AjU0droxB0hhWV5uoMKvZ2ePh4JAPdyCSxHM4WWhVAtVWWTSmzKTGrJUFPwya7G2HD24bpM2tTKqsALnS4cLFxZw5tyCprc3uC/PAlgHebZfbRirMam5aW8WSCuM4UaqDA16e2jfCE7uH8YVE5pboeOQTi1gZDeQkKaBHkY6MfDrxQbSa5CNCNtXnyKk9+AOo2jiS79WoUcYV1VPHiicY4cLFxXx8VRk7ut18/MEDNA35uOYfB7l8WQmXLC5mQbmBW6KqwqGISLstwN5+D795p5d+l1zhfOJsC586ppwCvYp18wpZN6+QfleQ1w/beXbfCN2OYFLiQKsSqDdFuC3lWQsNKk6YbeGE2RYkSVYpH/WF45uZLnuALrscPB3xhhmZ4rw3a5XML9WzYpZxnPJzOrzfKdu78xYWTVgJmopue4B2m5/5Ua7VLd0uHL7whIFWq07FeQsK+e27fRwY9OXd3p56TCbRr6lArxoTp0h0+hOVqRLnUeyZ0opNpZjbpOePnusNRlAq5UDv7CJd2vGdek+Ajyws5srlZePe1fl/3PP/2fvu+DiK8/1nb68XSafeq2XLvReMacZgOqb3GiAkhARCICEJISTfNH4pECAkBEjoLfQONs3Y2LhXybZ610mnk67f3u3t74+9Pe3t7d7tFRXDPZ8PHyxpd3Z2duadmXee933wfpMtpqgfH0sqTPjz2TW47c1WvHVgGHOKDVgQEtFpH/bii9ZRBBkGJEHguNrslML+FAoCVy0pglFD4oVdg/iqw4FOmw9nzsqNEq1IpuyybE1E3w8GGQx7AtjZ7cSWDgfsXhoHvR5gwBOjJPazkaEcqPGg5zki2LzeY+2+osqEpRVGmHXK8NwbZBgEaAYEgaRzDzMMgy/b7Pikmd14l2ap8YNVpZJrDi7MtTRbHa7D41tZpfU/nlmDmtxokcRUIeyvJ03LQZVZgw6bD28dsOLiBawC/Il12cjTK2F1B7Cl3Y5VPHbxMVVZODzowSGLJ8JJCrAOmAvm5aGiU42PD49g1Evjqw4HCLC2V6UgAAIhASTWOc3PHV1kUmHFtALU5WmjnPSDTj8+axlFo8UdFn66YF4+zp+bF/HN9vW5sKPbgS6bD40WT7i/HF+bjd+fUR1mz37eMop7PmjHsDsApQL4wbFl+NHxZaJjKSp6IsH5Oh3zL1cHTmBRaNv4Nk8oGDXVon2+KVArFchVKpAbJw21xx9En52C00fD63EAFvb3Vy0uhEprQJABbJ4Amoc82N7thJMKwilgpubpWeFI7ju5qCB8AfZgdtTLfnu7l45InWFQK7C0gou0YUke6dgzMgyDT5pH8XWnQ5KhuqTCiDtOKE/6sM3uDWBzux1OHw2rO4Bja7Iwp9iA7V2OsIP0miVFWDM9Bw4fjTf3W/HhIRtarF4QAG5dFZvpWRayu6QC2HLrAqhJRXieByLHw/F1OTi+Lif8N7npKITjnvsZQNw1hZS2RyLjVGxNlIrTNYMMMpgaSNpJqlAoUFYWaRxVKhV+9atf4Ve/+lXKFUsXysvLce2112Lu3Lk4/vjjASDs/LzmmmvCTt4rrrgCl1xyCZxOJ2iaRl5eHgA2ZJ9jpKaCWIIzEU4y49iiPpaRtjjYHDf6UGgJ/5qmkLJzPEclh89bR0EH2RB0FxWEXk3ixd2D+MmJ5Qm947E1WXi3cTiCRRIL3KbuDIbBsDuAfgcFi9MPu489/bN5AmGWGEmwbKxsrRIGNctMUZJEOBymwKBCSZYaeQalrLBZhmGwu2csF1nnCAVfSLgpR0diWr4ODQVsbh/+6S/DMGgccOOhL3thdQdAALhsYQF+dHxZ+BvQQQZ7ep3Y2unA150ObO1whEUOjq3OwgtXNiAQZNBm9YyF0ovkrRQmIxdDsqeTfOEALsRWLBwlFchiSya4YZAaR7I2J+OUy4sf0sMPU060jHjfUapPCNmGOToSL17ZgB+90YKNbXY8u8OC53ZYsLyKzSm6vNKEOcUG1BfoUF+gw6kzzHjwix68sGsQm9vtOGRx49ZVpZhZxOZvLjapcfmiQpzWYMaXrXY0DbrRPOTBiIdldXeOjDlKdve4MKsiMs8wQUQKK8wMkfU4JeU+O8uQ8AbYzUiAZkKLSVbl2utnFWc5trlZp4RJSyJLQ4bynqqRq1cmtCnhbNTK6qw4V0bjxd2DOHlaDtxUMOz4+KJ1FGfPzot7b33IJjcNuEUd3S6KxoE+FwqMqih2KL+Pc/afU4JPVPxDbByxwktjcwk/JNSg5gmliDCchRsNTsRJ+I5cKCt3HxuSDOh1ipjjl+9MNqjJcNtERVuE6y6PEQQAa6abccmCAry0exAPbuzBvadWQa9W4N4POyJSp6w/MoLfnFaFKnNq+dHOm5uPsmwNHtzYgx47hce29KMkS42FpQbMLtanLU+vQsHmKD11hhmrakIOt0EPBp1+0EEGIMZY3H6aZWlbnP4IxqeaJFBkUiHfoArnulYqWLV2pYJgHW+97PNKs9SwB1VQKgicNC1bdP2hIAiolck7D5w+Gp+1jIZD5U9rMOPKRYWS4fm+QBAH+tl5nmM+7e5xweMPQqtU4Pbjy5NOsQDEmI8ENtnipHD14kL8dn0X/rWlD+fPy4dSQYRZoY9s6sP7TcMRTtKlFUY8tX0A7TYf/HQwyqmsIAisqMrCvBIDNnc4cLDfDZtH/KBZqSBQblIDoe58/dIiBJTR3+fwoAev7BkKf/9p+VqcPzcfSyoixSTf2DeE53cNRvyuyKjCRfMLcOOK4rDDZsQTwI/faoEvwGBOsR5PX9aA6QUsG50LZ48VMSW0Z7HmST7DM1tEMCbRKA/+Gps/p4s5V7jyUon2+TYzzdIlyKlTKVAbOvRU0UTYSVqRo4afZL9XgZFNP7J6Wg7abV4EQozUHJ0SRUZVzFQfDMPASQXRM+pD7yibe7smV4NikzptIfT8Z310eARbOtgDXZOGRG2uFlY3m05sZpEOZ8/Ow+zQOi1ZPLalH1+HDo0BYMORESwoNYTJNpcvLMCdJ43tBY+rycKiciOe3NqP65cXR6SYEcOcUPo2kiDgo4PIM6giBJ34czv3f/7hL18EUooxCkB0jHJ2gB/twn9uqtFeUteKrWUyhyMZZHD0IfWs0VMc9fX1qKqqCucWvffeewGMOUqvu+46GAwG7Ny5EyaTCfX19eF7GYZJi4MUiC04wz9hGnT64aODbAhlibTTirsOFFDDU6wOBpmwcImYqrQYmofY6xsK9ZiWr8VXHQ6ck6CICQBs72In2soEGKgA60TJM6iQZ1BhtuBvQYYBEbomHQgEmRADwgnbqD3s3LluWRGqi3JRZFRHhaw4fTR29zjRbvNhW6cDfQ7WIVaTq8X9Z9VgZijE76t2O97Yb8WXbaNhsQoOp9Tn4IRp2bhmcRHUSgVsDioilD5ZJHs6yd8ICMP6JxKJOi6lxtF4OUDlIDKkh0wq9DmdjFqHlwapIPD8FQ1484AVbx6w4uPQYptbcOfoSBxbnY11c/JwTHUWfr6mEufNzcdd77SibdiHX3/UiRKTGksrTag2a7CgzIhcvQrnzMnDOWCdgV5/EANOCu0Dw0Aj+/z3mmz4qo/NhTy3xBBTVVVBsErncpiQDMNuZBLNGyqFyhwNOkd82N4Vn/UuxDmzc9E85MUxVSbMKNSjw+YL29B4qA/Z5MNDnohUBVz/PdDnGrP/Qicpr4+3D3vD18GYeFiq2DiK5aCI5biXm7qCH8rKOeo0KjKcQ02SkRqC2BgR/q4/ZJvzDYktbe48sRz7+1040O8Oq20DbD85dYYZn7eM4MiQF79b34nfnFadct63ZZUm/O3cWjy/cxBbOuzhXKLvN9kwr8SAM2aakxaSEgM/ND8WGIZlSfmDDIxqNtVFrLlXRSvDTtJrl0bn9U4WbVYvDlrcaBnywu4LQKdivzc/p+e1S4twxszY65TX97F5h0uz1FhVw/bzRzaxFb5ycWFKDlJAnpCgi2JT55w1Mw//2NyHAYcfX7aOhtNBXDSvAP/c3IcjQ160Wj2oDa3nCk1qmDQkHD4aQ66AJNtYryaxpj4HJ0/LxpArgCGXHxQdRJBhHStZGhJ5BhW0jCecO1r4SRmGwaZ2OzYcYdm5s4v0uGZpkSjbs9fuw0t7WAfpGTPNWFphwqIyo2he1LcOWOELMKjL02L77YugUSqi2GHJhrWK2Qcx0Uo590pBTHBu3A5bv8VMs/EU5JSCVqVAQ2Fi9oogCJg0JBoK9Qnfmwg4Bim3XvvOsiKcMsOctvUPh347hW0hB+mZM3OxpcMOqzuA3aG89WtnmKPIMgRB4IpFhbhiUaGsZ9TlabG43Igd3U787Yte/OP8aTHndv4euMCoihC3kmKMxhqjyYijpYJE1kQZZJDB1MY33kkKIOwg5VihfEcpSZLIysrC7bffjsceeyzCSTpRIgcRJ0whJmksx4HLR8NNscrS0wv0Eb9vsrjh8QehIglZYacAwnnhyrLVMOtVcTceYvDTwXC+qRVVptgXJ4B0LgrcFI0Xdg2Gw4VNvD3o6mk5oJWRGwKGYfBp8yie2j4QwShSkwTOmpWLn5xYjiytEm6Kxu83dOGN/dbwNdlaEifXm3FiXTYWlxsRCAYBhg0bSiaUXjJnYYqnk+Md1v9tgFQYfKJliH3HRNkl/LqY9SyzZ26xHlcvLkTnCIUd3U5sOGLDiIfGu43DeLdxGOfNzcPdqysws0iP565owJ8/68Y7B4fR56Dw1gG2T+tUClyzpAgnTcsO20WtSoEqsxa1ppywk5RUIJRneBi7epy4dEFBWphxBEEIo7dTwvIqEzpHfPj48AgumJefUOjv9AJ92O6WhRwXbcO+WLeEUZ6jgYpk8zMesriRZ1BFfFu9WoHuQS9ydcqYwiH8UPt0MBQGHRS8xBgbOtVcWsJ7hJEPBUZVmN3BZ65Khb5xvxNLS8L9jg4yOBw6ICzNSuygTqtS4PGLp+PW15qxPcRS1KkUePziepRma3DdsiJc+8JhHBny4N4POvDT1eVhZ1ayKDSqcdvxZbB7i/BF6yg2to6ibdiHPX0u5OjIuDlVxwMEQSSVnzed+LrTgfebbBG/4ztHK3I0uGxhQRS7UQg3ReOtA8MAgLtOKodOpcCBfhe2djqgVBD45ZrK8LXjyeLj5liSIHD+3Hz8e2s/3j44HP6++UYV1kw348NDNnzd6YjoV+XZajRaPBhy+eOmZCDiHTrFIOkdGvSEHaRr6nNw/fJi0QMurz+Ihzb2gg4Cq2qy8Kcza2Kuk985yLb/d1eUQBNy+vOjWCyhQw0+CyzWt4gIaxVhkcdko6sTE2WaaOZXhmk2hn9vHcD86iDmFBuQrSPT7hycymAYBu8cHMbOUKTbtUuLsLYh8T2ZHHzaMgIGLDv0T2fVAAAaB9z477YBzCnR48pFhSnvgwmCwJ0nlePSZ5rw6t4hHFOVhRuXF8MbCIqPXd4eWDgmosZwjDEjxTIVQ6L2P9X54tvMGs8gg6MJKa+GP/zwQ3zwwQdobW2F0+kEw4jnTSEIAhs2bEj1cSlBoVBEOEqVSiVuueUWAMAvf/lLrFu3blLqxT9hMmjiM9FcFA2NikQ2A7ip4FjYEkWHc7FlaciYLC4+TBplqFz5IYpCfN3pgMNHI0tDhnP1TSUMu/14bucght0BqEgCF8zNx5pqFSDRJfsdFP79VR/29bOpC2pyNVhaYcLCMiNOrs+BPrQpf3XvEB76sgdDrgAUBHDTihJcvqgQx1RlhVkqFgfFMpxCQ8OgIVEItWgIiBhcPhrtw94IgQAOqZ5OciHc/AVFZtKWD67dUk1VIBmCR9GwewPhnI1yHaXhcCSKRo5OhRy9CqfOUOPna9QI0Ay+6rDj+Z0WPLalD6/vs2Jj6yh+eFwZzp2dh9+cVo2fra7A+iMj2N3jxLYuB9qGffjnV33Y1DaKG48pkWTS/e2cWqxv9+PVfUPoGqHwxNcDuGJRQdKCBeOFhgJdmKW1rdOJlTWJh90DgMvPjpmsOOIFHJQKloky7A5gwOlHto6X685Hw00Fka1VQqMiYzIfCk3qKOZEKuDYnWIszmQYTsJ7pCIfxO6T2jhIslNDv3tlz2BYoGhGYeJzkElD4p8X1uO+jzqwp9eFX55SGRL9YfPJ/vuietzwymE0D3nxqw86cP2yYiypMCJLRt7vWMjSKnHWrDycNSsPT20bwLuNwynn6D1acbDfHXaQrqzOwqqaLFTmsGmAAkEG5TnqMKs0HtqGvQgEGZRkqXFyfQ4AhHOInzUrF1U8luR4svi4OdbioLC6Pgf/3tqPQ6GUSBw45rLw3bjDGxnpYVNCW+igfEWVCTeuKJZ0jDy6uRctVi/0agV+uaYypgOFYRi0hlL5HFebFeEYKDSpwwwvIQss1reIxRCTFT7LE4YSC/WXetZEIMM0G4PV5ccnzaPhvMOcIn2OlsSsIj1mF6cWYj5VwTAM3m20hR2kNywvxqkzzOP2vO6QgOZxvDQfM4v0YYdpujCn2ICrFxfi6R0W/OTtVjyxtR+/XluJE+tyosYu32kKIJohyhvDsYTPpFimsa6Va/9TnS++zazxDDI4mpD06t5ut2PdunX4/PPPJR2jfEyVCY3vKF21ahUA4MEHH8Stt94KIH05SMcTHDPBFwhCoyTGFolqEsHQappmGNmCU9W57Eaw0yYvl6gYOPXChWWGtOfmSRYMw6DXTqHJ4sHWTgf8NIMCgwp3n1yB8hwNyIBb9L7tXQ787Yse+Gl2gv3RcaW4aklRhNM5yDC49fUWfNHKvnddnhaPXVSP1fXRCxoxtmaiIWZCgYB0IzNpJ4fxbjeDmgwr6CYTjijGclWSrAjNcbXZuHBePm763xG0WlnHz4YjI3jovDro1STOmZ2Hc2bnIRBk8PT2Afx9Yy/29btxx1utuP34MlEml1mvwvnzsrGs0oQ/bOjCoMuPf37Vj+WVJjQU6lCapZ4Sc4FCQWBhmQFftNrxactI0k7SLhu7yZAr6MMwDIKh+ZIkBAyq0Dh3+1lH6kQyipQKAuY0CBhI3SNHZCqVsWRz+3HDS4cBABfNLwiz1hKFVqXAH84U3yDmG1V45vIG3Pl2K75ss+OfX/VBuZXA78+oTknQiY+KUKoauQdo3yQMudjDFQA4dXoOvrNc2lknB+0hdvcsXs6+nSGW8GoBS3ciWHwGNYlZoRDdrhEfqEAwnFJhVw9br5lFkc59P80eXCepcSULDMOgM2THllREK9dz2Nxux1cdDigI4F8X1scV9uwZpeANMFAQwIwCvejclEruvnTYpcy6Z2rihuXF2NRHo2nADQYsgcNFUeizA40WD/odfqyZnjPZ1Uw7Ggc84XzLt64qjXBejge4wzi9evz3vD85qRwFRhUe29KPRosblz3bhA03zxN1YMY8KBkH+5CoLUlHBF+GNZ5BBlMfSTtJf/rTn+Kzzz5Dbm4ubrrpJixcuBAFBQVTYgMcDwqFAgcPHsTJJ5+Mn/3sZxPiIJUr3CSLKRZiJnAOFBdFh4U7FleYoFESGPHQ2NXjiptUG0DY2fF1lwPDbn9SrC9baLKtMCcW5jgecFPsu+/odkaoHNfna3HnSRVh1VUhGIbBB002/HfbABiwwgn3ra1CpYhQx9PbLfiidRQKArj/rFr8YFVpeGMuVKu3OCm4KTocdhwRBqKOL7rCDzVJx0JerL8lOmkn0meF7ZFKmIncBP/JPjOZ8HZhu6UzlMagIVGdq437bfh9yhcIhsOROLgpVjykEGOJ7A1qEidPN+PgXUvw8Je9uOudVnzeMopntltwzdKi8L1KBYHrlxVjTX0O7v2wA9u6nPjzZ91sGJgEy6E8R4PfnVGN+z/tQvOQF1+22fFlmx1mnRKLy41YWGZIm0BNsqgM2aoRmUroQgy7/fg6lId5iQw7CwC7elwY8bDO0FnFBuQZVKywi4OCi2KFsKrM2oTy2ibT34TjSM9jbkj1ZQBRtkoyDYgm8hoAEeILokxRibHEiaIVGiP7Lv/fr++zwu6jUZOrxQ+OLYn7/nt6nXh59xCWVhpx1qy8BKIuSDx8/jT8e0sf/rd3CAMOP75oHU2bk5QTHWkb9sHioJLKb3y04ss2O4IMMK/EgOuXpeYgBRDO+TsQCukGEHZKjngjx3yyLL5485FwfNTmacNq9gcH3OEcsWToXQOCYJ4CIxtu3zXiCwugpBsH+t3od/ihIIA5xeJ5Fgedfvxzcx8A4MYVxVgYJ7ctADzxdT8AVtDTzNk5Qbi7ZFoPvj0S5i8UuY5vu+KxSQFEXD+ezgqh/RqXXKaTFLqbzucKx9Gq2mycOs8EOsjA4aMx4mFz7TZZPHjrgBVfddixosoE4zfMsb0vJDJ37uy8cXeQAux802r14g8burCozCi610kXFASB65YV4/y5+fjZe23Y2GrH377okUwrwxds4iNqDEvtmzRj4k5x91gJ2P909PsMazyDDI4OJO0kfe2116BSqfD5559j9myh3M7UR1FREdavX48TTzwRwPgzSOUKNyVqOM16JWzuADRKRTj84NzZ+Xh5zyA2to3KcpIuLDNiUZkRO3uc+OiQDZculJeQmw9VKLQ8QI9zXFgc9Dso/HfbAHwBth5apQILygxYVmHCiuosyc2wnw7i75t7w+F46+bk4ddrq0Svbxpw44EvegAA96ypxB2CxOb87wkADi8Nq8ePvCArjgQgLDAAxBddSfeEKtbfEn1GokxYfnukwtyQm+A/2WcmOhbF2i3d7BQ534YfWmRQk3H7H79+GqUCd5xYDqNGgZv/14wHNvawzM+iyA1zpVmLxy6ajvs+6sAb+6148usBHLJ4cOty8e+Qo1PiN6dVY0u7HV93ObC7xwWbJ4D1R0awsW0U1y4tSlkAJxVwtkqug0yIjw7ZQAeBxeXxBXE4cMzzc2fnI88QchqGvp2bCkaIFMhFMv1NOI7cFA0XOPExcWEkIHocyXk2d00sUSZAeizxheX4deD/+397WSGZs2blxswva/cGcP+n3eH80W8esOK/2wbwpzNrMEOmEIdSQeB7K0sxLV+H299sxdYOB65anHruNoBlJC+vNGFrpwNvHxzGaQ1mlGap4fDRsLoCAAGoFKzQoU41tSNeEsGg04+9IbGQSxcWpCUahVv77O93h1nMx9VkYcOREbzXOIx7TqlK+Rnx5iPh+HD7g1haYcIHh2zY2e0M242FZQZ8dHgEhwfdmMWzuyuqTPiidRQHBzxYO51Je5TOgIMKpze4cH6+5AH5Pzb3whsIYn6JATcfUxq3XDdF471GNh/pPWvYdhYLd+dD7pwtdl082yJ1f6xw3XTARfFFHceHrTpZbNh0PldqHJEKAjk6JXJ0SlTnsgJAjQMuHBny4sGNvTCqFfAHGTAMoFYSaCjUY16JIW7+3qmIAQeFI6Gc2scmGdmSKK5eXISWIS/ahr247sXDeP26WSmnj4mHbJ0Sd51UgY2tB/DWAStahjyoExHPjLUWSnb/kRaSSYZ9nkEG3xokbQ1dLhdmzJhxVDpIASAvL2/CHKRiGHRQIDWxw47igbtPKHaxdoYZL+8ZxBNb+zGrSI9TpsfPaXPpwgLs7HFiY6sdFy8oSDhRepFJjRarF9u7nJheoJsURnHbsBfP7xxEIMig2KTCujn5WFmdFaVWL4Y/bujC7iFAQbBKx1dKbHr39Dpx+5utCAQZHFudhauXRDuUhd+TVABk6P9CBpTw30AkK5ArLx5zKxHITXYufLacMuSwVCcizCTeM5MVwpLTPulgp4jVL9azY71vvP7H4aYVJfjfniGsPzKC77/WjAfOrcO80kj2kook8NvTqjCjQIf/91k3NrXb4XLacYnEeygVBFbVZmNVbTa8/iA2t9vxxv4h9Dv8eGLrAC5fVICaNLHwEgHDMNjWxYa1FSXhqA0yTNjhecmCAln3fHzIhidD7Co+A1fKjstF1Lf30RjksefkQK8moVBEpmUQLVvQb+QwqVN5P7FUJRwbzaAey7vNRTJoJcLsB51+PLNjAC/tHoSLCoIAcO6cPHzaPILmIS8uf64Jd6+uwAXz8mXPXatqsqEggEGXH1Z3APmG9OTdvWxhAbZ1OdA9SuHxrQMgCUB49kiADc2vMGuQoyWRq1eh2KSSZGcHggyCQQYqMrZa/XiDYRi0Dfsw6PKj2KiCUUOiw+bDZy2jYADMLzFgmsiGORm4/TQIsKnAuZyfHPPM4YsdiZAu8McHNy4WlhnwwSEbPjhkw/XLiwEADUV6fHR4JJwigMP8UkM4d3KL1Yv6NOV7d3hpbLfY8WnzCIIMKxB1zuw80WupQBAHQrnZf39mdfhAXApefxA/eL0FLiqIPL0Sx9dlxxVR4f89W4QxzodBTUbZALm2Rew54wmDOr6oY6pruskK3Z2M5xIEgYvmF+D3G7oQCDIY8fKiZfzAlg4HtnQ4MK9Ej3OnTz1tBA52bwC9dgp9dgoDDj+sbj+srgAYAFVmDaomKCJPq1Lg7pMrcPe7bRhw+rG1w4FTUsyB6qZo7Oh2osPmA0UHcd6c/CiHZ0HokM/jD2LYHUCdoIx4fWs8Q+mTKS8jxJRBBt9MJO0kbWhowOjoaDrrMmmYjByk8RLOywnTkbrvzJnmcJLsu95pwx/PhGRYLIeTpuXAqFZg0OVH44AbsxMM7bp4QT62dNjRbPVif78bc0vGJzRMDFaXH5+3jmJfH7uQn1Wkx50nlSc0KR4e8kKj1OHh86bhmOqxU1yGYbC/340WqwdHBj14LuSErTZr8M8Lp8GoiR5Cwu9SYFTDrFexmwMec5N/PR+xmFfCU8x0T84uihUK6h2lUJqtFq2f2DsK6x6LpToRi4h4z5Q6DY7H2pTbPolC+B3F6herX8R633j9jwNBEHhwXR3O/c8BNA95cc2Lh3D5wgLUF+hQl6fDnJBYAkEQuGpJEabl6/CD15txeMgDxBaaBsAuyFfX52B5lQn3f9qNxgE3nt5uwdwSPU6ozQ4zKycC+/rdaLF6oSDkOzn5ODjgxpArAKNaEZXfUAwfHrLhZ++2IcgA31lWjIvn50eEgMnpQ1JzQlTYaqifJAKDhkRJVvSmUordyQ9XFYaEC/uuMPQ+VphclINVw6aWiahTiI3GoWnAjZPrs7Gl04GX9wzi8kWFYUeOm6Lx/z7rxuv7rOF7ZhTo8Kcza7BmuhmdNi9ue7MVHx224dcfdWJvnwv3ra2S5UjUqRSoydWixepF76gvbU7S0mwNfn1qFd5rGsaeXhc8ftapW5ylBkkAHn8QVncAnSM+dI5EOtVMGhJmnRK5BiUCNPsNRjxjgo6kAsjXq3D27FyUZU9sahy7N4C3DgyjxSqe+7wiR4Nbj4vPUpQDKhDEf79m0+acWJcdZpZ9dIhlTZ45c3zUojkIRYr44otnNOThT5924+CAG312CiVZ6nD4euOAOyKXvIpU4LjaLLzXaMOuHmdKTtIgL5T/oU19cIM9nFpYZsAtx5ZCLcHAHg05otQkgco4eUj77BR+9m4bdnQ7YVAr8P6NcxGgGRzsdyHIMCg0qcPCbfw2clF0OLom1hzF/Z5vAxJKTcJ7DhCdPiTdELNfYnUKBBlYnBQMFJlwfdIZaZTIenKyQoYXlBnx57NrMOwOQK8moSYJKAhgwOHHxrZRbOlwYG+fG8OjdvwmweoxDIPmIS929TjBADi+NjttrFQqEMT6IyM4POgJjykhFpcb8b2VJRN6kJWjU2J+qQGfNI+i0eJOyUk65PLjyuea0D06dkj73A4L/nJObUS0zQu7LPD4g2go1GFJxdjvuTWOmwpCr1ZEHPwK1wVy+166++lERI9lkEEGUwNJO0lvueUWfOc738Fnn30WZmRmIB9ip+l8CMMMZedLoWjQDPDHM2vg9gfxv71D+MlbrRg6uQJXLJIOo9epFJhTbMCWTge6RnwJO0lLszQ4f24+/rd3CK/vs8Lho3FMlbQIQCoIBBlYHBQ6bD40WTwRG8VVNVm4eWWJ5IKfg8dP45Vt/Tg/9POicgPuOWNmeOMYCDJ47Ks+vHnAip7RSFbWmvoc/N9pVayjYhxOMmMxr8SYXakqTwufPej0I0enTEooarJYDYkiFfZ2vPZJxzcRq1+yjLxE3rXKrMUHN8zBza82Y/2RETy13RL+W3m2GufOycONK0qgVBA4pjoLb143G//3fiMQOi/7z9f9uGhpVUwFaoOaxC/WVOCfm/vwZZsd+/rc2NfnRmWOBg2FOlSZNSg0qZMOg48FhmHwVYcD6w+PAAAumJef1CaIE2yaU2KIy1R/docFf/ykCwBw4bx8/Ouielhd/qT6iJzQTYOahGOcxPPkhM7HZKrHGRtyxg6//PZhL0gFcGx1NgzqXnTYfDjnyQO4aF4+nBSNdxuHw/b72Oos/Oi4MhxXkwWTlq17tk6Jpy6djutePowPmmx4fZ8Vd59cCZ1KXvsVhyIoWoe9mFcqL+WCHDQU6dFQpEeAZmBxUSgwqCLSCFicFHb3uNA1wrIye0d96Hf44fCx6wah85QDHQQGnH48vd2CG1cUp82xC7CRHKV5OtGQcDdF49HNffAGGBAEMK/YgO5RH0Y8AUzL12FuiQGnNZhTCvVkGAZ9dgqNFjfeOjCMPjsFBQH8YBXreO2zU/g4NO4vnp/4wUgiiDrMpMbEF6cX6mDWsXlJnSFG69xiA0gCsHkCGHT5w/l3AfYA+71GGxotHuzqccrKB8qH3RvAvj43mnqGcA9vSM0o0OGEumysrs+JGTnEhQCXxBDdo4MM3jk4jD9+0gWHj4ZWSeD9G+diaaUJFgeFIMPA7Y9MuBrRRkmukVJZn0wVxwZXFx9SS0WUDkyVNomHSrMWlebo3y2tNKFpwI0HN/Zg2O2VdXjr8dPot/txeMiDJosbI54xB+Yhiwcrqkw4uT4HZIw5ddQbwI4uJ4ZcfpRmq1GTq40QqRx0+vHynkEMucZyIVeZNajJ1aI6V4vybA3KstUTelDcM+rDkZDDdlcPm+okVYb9152OsIP0jAYzDg640W7z4doXD2PtDDPmlhiw4YgtHMXzw+PKImwKt++1uvzIM6jC65yp3i+Pln1PBhlkkBiSXpFed9112L17N84//3zcd999uO6662A0pm+T8E1HgSAXkliIoklDwk3RYXEmOYnfuVAkAHj8oukoNqnx8KZe/GFDF6wuP25dVSq60KUCQezpYyfK6UmyFc6fl49+B4Uv2+z4+PAIDlk8KDCqoFcpMKtYLyv/oMtHo23Yix47BZs7AJsnADqUazHIAD46CKePhpAotajMiIsX5KM2L7ruQYbBpjY7Dg64MeCgYPfSsLr9YCh3eBH16AX1INRjLIn/bhvAP0JCBXqVAiurs1CTp8XyChPOmpULo0Ypa7K2OCgMOv0R6pFyTugBcbGhKMZgEpNzrHsMmkihoEQXJJPFLkgUydZTTvuk45uI1S9Wv5ACZ1dcITtSYFTFZN4YNCTqCvR4/dpZeHr7ALZ1O9E94sPmdju6Ryk8sqkPKlKBG0JhouU5Gjx6QT3wJHv/J82j+LSzGXl6FbK0JIpMaswq0uPYmqyIjbiaVOCHx5XhrFm5eHn3EHb2OCOYcQqCDY3VkAooCHbzSCoImHVKmPVKlIU2InLauN9B4WC/G25/EINOf/gZq2qycN7c/Lj3i2FGIWtn9va6IlSq+WAYBg992YvHtrAh9j84thR/O7cOXn8woZBPPruCVLCh8VIMC4D9hgXjlOtVjqOe30/5P3PgCzJIheZLheMKmbdcOfUFerxy9Sxc8kwjukZ8+GsoZzQA5OqVePmqmThZJO2Mi6Lh9Qdx2MI6gi6an59Qrs9TpudgU7sdn7eM4tzZeWk/FFSSBEqzotl7hUY1Tp0R+Y3dFI3uUQoWB4U+BwWdSoEsjRL5BiVKszXQKhUY9vjx0MZetFi9eHaHBVcsKowQx3D6aBwa9MAXCIbHWraWhIpUYMjpR7+DgtUdgIuiYXMH4HI58ItQ9V7YNQRS48GSCiOWV5rCQoYA8EWrHd4AgyKTCnefXBF+pyDDJJzaRwinj8ab+63Y1D4a4YQoNKpw39oqNIRyzW7ttIcEGU1YXCHDe5ICouw57/8qkgg7I7h1gValQEORHgf63Wge9EY4SavMWlwwLx+v7h3C2weG0TtK4diaLEkBSoANef+qw44jQ1702dn1oB6B8HrnoXW1MGXJE4bZcIRl357eEM2+DTIMnt1hwTM7LOHnLCg14MfHl6Gci7Tgsc3578Vvo0Tn41TmbyHrPt1pcZKtk1AkbzLwTXD2NBTp8ccza/D795vCv/P4GShDr8QwDNptPuzpcaHF6oGTinTeKxUETpmeg2F3AFs7Hfiqw4FBpx8XL8iPynfdM+rDl212NIXmDwBotHgAjMKgVqAiRwOHjw4f1Jl1StywvBhzZRyujhe2dtjxxn5rFKO/Pl+Hm4+JL3oYC9yBc2mWGv+5dAacPho/eqMF7zQO493QfwDbxrccW4rLFxRGRtSE9r0kQYRtoyWUOigusWgSQ96Pln1PBhlkkBhSytB8//33o6urC7fddhtuu+02FBQUQK8XFz8gCAItLS2pPO6oRlwVVJEQxRqNDhYHhX47BYePlsUo5Yci+egg/n5eHYpMKtzzQQce29KP2jwtzpqVF3XfF62j8PiDyNGRSSv1KhUEbl1ViplFejyxtT/C6bGxzY6aXA1Ors8RDfMbcFD4rGU0YrERCyYNqxS7sMyIJRXGiMW3EK/uHcIre4aifj8tS80mLAOrvMj3u35yZAQAcMPyYjy4ri5pJe5Bpx8+OgirzY9pBTrZJ6FyT06TmZzj3TOVJ3y56vbjifFoP9kh1wmeqHPXd9l8MGpZFqyc8ESjVonvryoL/+ym2MXu41v78cmRkbCTFECEk6M0S41mexAuih33+/vd2HBkBP0OCheJsLdq83T42ckVsDgpbO9yYlePE61WLxw+GnYvDSDyO1uc/oifGwp1OLEuWzSvaM+oDxuOjKBNkOdPQQDfWV6MNfU5STu1qnO1yNaSGPXS2Nhmx8n1OVHXvHNwOOwg/b/Tq/HzkytAEASG3dGhpbHAjyoozlJHfL9kGRbJjqN09FN+frJYoflyyis0jbXH6TNz0XvvCry4y4IXdg0iS0vi4vkFOHt2nqgKMvesx77qReuwF/kGJW47vizqulg4rSEXv9vQhZ5RCm/stybtdE8H9GoS0wt0MQ85S1Ua3H1yBe55vwN9Dgr//KoPx9WyuVVbrV502MQZqJLPRBAITecmDYkBH41Pm0exrdOB1fU5MOuUaLF6sbXTAYCdT/lO31QdpC6Kxi/ea0cfbyO9oNSApZUmXLm4ENkhZmqfncKjoUPPU6bnpPRMPqTGkVj6E+7nTW2joGgGZp0ygsU+t9iAA/1utA57sFIg3HLx/HxYXX581jKK7d1O7Oh2ojpXg+kFOswq0kcwcIdcfry4axBW95jDeFaRHqursoFG9uccvQpyRv7WDjv29btBADh/bvS68b3GYdz/aTcAIE+vxB0nlmN5hQn+0JxTk6eTDDmf7HVGOp6fTobbZLfHZNYh3eu6bJ0Sd5xYBnzO/vzgxh4UmLOhVSrQOeKDS+AYzTcoMavIgCUVRiwoNYYdmNs6Hfjr591otnrxXqMN58zOBcMAnSM+7O1zhRmYADC7mBWNOjLkwYF+N1xUMGI/s7DMgO+vLEV2jMON8YbFSeGvn/eAAbsOWlJhQpFRhbJsDa5cXBjz4EUOCkJM2H4HFT6Qf+s7s/FF6yg2HBnB150OzCzS48fHl6HCrIXFQYnue8P1Df1dqSDirlunOts0gwwyOPqQtEUcGBjAmjVrcPDgQTAM616yWCyS10+mWMBUQDwVVKkT3FiJ3+OJz+hVCnTYfPjFmkrQQeDXH3Xgd+u7sLjcFLE4ZxgGT4QERU6six16FQ8EQeCU6WbMLtJjR7cTHn8Q3aM+bO1woG3Yhye2DuDk+hysrGZD8UdDatf7Q8IAABuGMrNIj7IsNYpMaqiVCgToIAiCgF6lQLZWiTyDUlafCtAMPgipt549KxfHVGch36BCjk6JGdlB4L/R9wQZBkeG2MXNdUuLwPC8p1JtLiW0AzCggwwqzJpw+HCblS07FjN4sk70hWwGsX+nO/8VBznvKjaO5IpNpVLHiWgPOZDTL/i5KzlhiwqzBkMuP0AycPnoiD4qpz/r1SS+d0wJHt/ajyNDHkkG2KvXzMShUQVGPAEMufzY3G7HOweH8eEhG86bmy8ZQl9oVOOMmbk4Y2YuGIaB1RXAqDcAtz8IhmGgJBWgAkEMOCj02Ck0DrjD6TaaLB7MKdZjTX0OsnVKMAyDze0ObDgyAgasyM3yKhPKszXQqRRYXG5EaYr5GBUEgRPrcvDmASue2NqP1dOyI+xRn53C7zewIfb3ra3Cz0+uQIfNhyqzRjZbkgPHruD+zUeydiLefJQshAItAKKYIkKGHSfC4gqx62LNafHe06ghccOKEtywQpoRI2znxgHWHq+pTzzc26ghcdeJ5fjdhi68sGsQZdlqLKucGGXiZJGlVeLetZX411d92NXjwuctkbnlp+VrUWBQweL0w+L0h1mPBrWCDXPN0SBLS6LQqEK1kQY2s/c9uK4Wm3povLJnEP0OP946MBxR7rmz8zA/jSkJADaVRZ+DQpFRhbtWV+CE2uwohtbWDjvu/bADPaMUpuVr8cPjEnOEx4LUfBQrn/zGkODbkgpjhA2tymVt0oAj8iAIYNdV31tZghPqsvHq3iHs73ejbdiHtmEfPjw0gvp8LSpyNKAZYFObHYEggzy9EpcsKMCCMiNydEqQAXfYSSoHQ04/HtnUCwC4ekmRqM38MJTj9dqlRXj0gnrQQQYHB1zoHfUhV0dGzDViGGPJ09CrSdH2kpOff7LwTWBeTgWMx3xUwjuMCTKIOCzVKAkcV5uNVdVZqM3TSbI6l1aacPfJlfi/9Z3Y3evC7l4XFAQiItmOq83Cujn5qODl6w3Q7DhosniQb1BhfqlhQkPppfBJaE1Ul6fFfy6djlx9euu0NxSNOLfEADcVDI+NE+pycEJdTtT18dZCgPg6Qgr8KBW5yIguZZBBBlJI2kn605/+FAcOHMC0adNw5513YsGCBSgoKPjWO0PlwuWjwd9KSZ3gCk/WhMnu+Qnfw/eoWbXbq19owgu7BnFyfQ7+eGYN/vx5Nxw+Gk9tH8DPVleEr2+yeLCvzw0VSeCMNAkalGZrIhbVnLrwlg4H1h8ZwdZOBypyNDg86Akn4F9ZnYUL5+WjPI44QCJ4ff8QHD4aBQYVfnt6dYSThvC7Re/Z1GaHxx+EmiRQnqOJOJmUOq0U+73FSYFm2HB9g3rMQTDgoODxB+GmgigwqkQn53gn+kLHIFcHILWNBP89AIj+O5GyYy1AxPIbJsNhlpMnMdmFULrbQ1gnvjOTD8lQ/hj9gnvHQacfFicbblubpwuX7abYfMUWJxW2KYn052KTGhqSgMcfxKY2O46rjd7MKEkFZhWNRROcMTMXWzrsGHIF8Pq+IVE2qRAEQSDfqEJ+nMVu94gP/9s7hM3tduzvd6PJ4sH0Ah26Rnxhx86KKhOuWlyU8MJZDs6clYv3moaxt4/dDM3kvfdT2wfg8NEwakicMTMXa/65D580j+CyhQV4+rKGcHilhadCz+YtVIT7F7+/Sol/SDIv06TeHSUoFmcccf2GC43jxGpcFB0WJeEzQviRD7HGlUHDOlObBtyoMGvC4i/CusZyuPBTT3DtbNCQrPAYkLQozmWLCtE14sPTOyz495Z+zCk2JB15MFHI1avws9UV+Lx1FB8fsiHPoMKcYgMWlBmiojKoQBAefxBZWjJqfUcGxuZQVmTIiBVVJrzbOIwNh0dAKghka9lN8moRtnWyYBj28HNDKOLj/rNrsLg8MoTe4w/i0c29ePLrAQDs4esnN88TZZ2nEy4qMncw9zvu/5yTlG8nAaAitF5qH/YiGGSicrsSBIHZxQbMLjagz05hZ7cTWzvZUN8jQ14cGRoLn+XYWsmy1twUjb990Q1vgMH8EoMow3p7lwNfttkBAFcvLgQdWotqSAVKszUoy9ZIzo/8sejw0rB6/ICTQpfNh4YifRRbnmPSA8mJG40XpgL7M11I1NYfTbj/7Grs6Gej6xoK9KjL10aFzkthXqkB1y8rwjPbLfAHGQQZljW/sMyI1dOyMUtEv0FJEphXakxrnupU4abosL383sqStDtIRzwBPBki25wy3SyL2Sk1fixONnrSpGHncW4dwUGKFMGPUokHqfVABhlkkAGHpJ2kH3zwAbRaLT777DOUlqZHkfTbBDeV3CY2YuIRJHznnER2bwA/ebsVL+waBABsODKCpQ/sAsAqlB4vcG7QIaqkSUOmHG4hhQKjCrcfX4ZPm0fx+NZ+OHw0Dg6wG6wZBTp8Z3lx0mH+YmAYBu812sJh9rccWyJLCKZ31Ie732sDwIo7aJWKCAdWLMavKKOAAdyBYMQ3IxUEdGoF3BSNQFDcqRcPQsegzc3mbo0n6hIPwveQ+nei9RR7R7H8hnRi0Z6S5SRSDzllp6s9hHXiNn9uKhj+jlKOXjnlBYIM3BQNnVoBkiAiDlPc/iA0go1BIv05W6fE5YsK8Z9tA7j7vTa8fNXMuIxMpYLAD44txa8/6sQre4agV5E4Y6Y5LYdp5Tka3HZ8GdbNycPjW/txeNATtilKBYEblhfjJAHDM53I0SlhVJOweQII8unmYFVxX949CKePDtteAHhh1yAIAE9f3hA1hrl6879Zsgv3ZOcXIYT1iFcvfr9hNx+sWI1eTcS1A/HGVZfNB08gGA7jFasr53DJC0bbQa7uQGR+s8KQ3Rh0RjP45OL2E8qwsW0UbcM+vLZvCFcuLpJ9L8MwcIYc6on01a0ddgw4/KgPhdjHEhYRAxFiQ58owvDhQ61UiObclYKKVGDdnHysm5P+1ANuig7lPLeFUwPctKIYi8tNCAQZ7O11YUe3A1s7HdjZ7QRFs9/7ysWF+OmJ5agwp2+NIQVh9A9/nNMME043tL3LiRtXjN23uMIEnUqBAacfX7bbo9ZpfJRkqXHmrFycOSsXvXYfNrbaYXP7QTNAebYGZ87KTVr4rs9O4aEve9A85IVepcBvTq+Ciowsa2e3E7e81gw/zeC0GWZMD6USAgAQ7MFwrByC/LFo0pIgFUD3qA9GNaJSwvCZ9MDkixt9U5GorT+aUGLS4HSzeCo4OTitIRer63PgoYLw0UHk61WiAnVTGS/tHsSol0aVWSOaHihZHOh34f0mG95vGsaAww+zTombjylJnWUdWlLx1xFCe8pfKyf6PKn1QAYZZJABh6Q9Yi6XCw0NDRkHaZJIlmkiluyeOxHjnET/+qoPz+8ahFIB/Gx1BT5osmF7txOlWWo8sK4uisHAKdwOuwNweAMwpaAwGwsEQWB1fQ5WVmfhyJAHhwc9yNGROLEutnJkovD6g/jXV33Y1M6yHL57TDEulMFgO2Rx4/Y3WzHiobGg1IAHzq1DnoCBFovxK/x9oVEdZpIAYyees4oMUSehiULoGCwwqsJlpjLZi+VSS4VREGvhItZm9mScpDLYHMku2PgMYjEWXCoQC6NOVLleWJ6LolEVOmyISP1A0agyj/0+fE8C/dmgIfGPC+qxu9eJXT0u3PjKEfzt3DrMyIldrwvnF6DXTuGxLf14avsAmoc8+O4xJWkTLqjO1eK+tVX4rGUEIx4a0wt0qM+XDqFLFxxeVlgOQJRK+MrqLDxz+Qzc9mYr+uwUlpQbcVqDGX/8pAvP7xrEvFIjfnBsacQYzhYyH1PYYKSTycgPYYs3joT9xkXR0KvHNiBy7IDUuKowa9Bl86HCLO6Y55xTQnEr/t9dFB3VzksrTPjvtgF80TqK7x5TLJthxIeKVOCukyrwvVeb8e7BYdTkarGyOivK6Wl1+bG9y4Emiwd2Hw27N4ABhx/eQBA1uVrcfkKZLIHDIZcff/l8TJxqRZUJPz6hPOF6H03Y0+vE377ogTuUT1CpYEPQb1rB5ke+9fVmbGy1R9xTadbgvlOrcMbM3AnbBIsxv7lxPuikcHqDGf/e2o/N7XYMu/1hRpdJQ+LGFcX4+8ZevLnfimOrs2Sti0qzNLhkQfz1TTwMu/14fucgNraOggHr6Hz6shmoExxIvLjLgj9s6ALNACdNy8Yzl89AkEE4Woa/5pGC2FjUq0l02XwRIpdAZHtOBXGjdGIqsTXFUqFMVlvTQmVWHuzeAF7bZ0WeXokzZuamde8QC2pSAbVucsSWUoHFSeG1vUP4pJllsP9iTWVSc5wQQYbBwzxhSgAoy1bjo5vmoi6fHa/J9mlu7yQkqPDXs8K1slxWtzCUX7geyCCDDDLgkLQ3bO7cuejp6Yl/YQaiSJrpJ+G84P+OY4MaNSTWzsjFxQsKsKvHiekF+ogTeQ6FRhVqcrVoG/bihV2DuClFhcN40KoUmFtiwNyS6DCVRMAwDEY8AQy6AqAC7AnvgX43vmq3w+oOQEEAtx1fhuuWRrN6fIEgHK6xUNeHvuzBf3Y74AswqMjR4M3rZ0c5SBNFIg6odJU9HkiFUTBVwtFSqcd4MSpihVEnW9549TcOWpUCr187G8c9sgcdNh8uf7YR1y4w4dHQ3wddFExGbYSyNQDcuqoURg2JB77owaZ2O5osbhxTnYXZxXpoSJapVmBQIkcnL9ewEKSCwMn10erl44nnQ0z92jytaDj/7GIDXrt2Fg4PurGwzIhRD42HN/VixMPmi471XVL9Zunsp/wQtkTqxQ+lByBLMCwWavJ0ogxS/vNijSepup81Kxc/eVuBgwNu/OqDDvz+jOqk+uBxtdlYO8OMDw/Z8ODGXrzfZMNZs3LRUKhH+7AXbx6w4kC/eIoXAGgb9uKut9tw0zHFWF5pEt3IMgyDAYcfgSCD+nxdOHf2eEWATAUEaAb/2zuI1/dZwYANm790YQHOmZUXDif3+IP4MuQgPWNmLtbOMOOU6WY0FOomPQWUsN+Z9SrU52txZMiLA/3uiLQlF88vwL+39KNrxIf3m4ZFRTbHA7t7nHhwYw84QZsT6rLx4xPKIhykDMPgr5/34D/b2PQFly0swGMXTY8SRTNoyChBFiFE17FqEtMKdDEZsFNlPZEuTCW2pthh1WTV6ZbXmnH8zFKcWJeN8mwNNEoCo14ae3qd+O+2gXA/3dblwA9XlcVNzXO0wub244NDNrQPe5GrV6HAqEKOVomsEFOdDjIgCDZHup9m4PDRGPUGYHX5MegKoHfUFyHgdvH8fKysTj1nti8QxC/ebw/rPVwwLx+XLijA6Q25aekzsQ5OU+2X/JRAqa5JMsggg282kl5Z33nnnbjgggvw8ssv4+KLL05nnTJIETevLMFjW/qwv9+N337cgf93dm1Uvi4+FASBX6+txDUvHMaGIyM4aVpO0vnZJgJ2bwAv7hrExrZR+ALiJ875BiX+ck70e9vcAfzi/XZ82TYKLeOFK/Tnp7db4IMWp0zPwfNXzExq0TWZrIDxfHYyjIKpxJDgI5l6jSej4mjsM1W5Wuy8fRGufL4JHx6y4entFjwaGkdn/PsAvIQWx9Vm43enV4edNwRB4PplxZhXYsCtr7fA6g7gnYPDeOdgpLiLRknguJpsXLqwIGERnYnE4UEPPgnl9/r1qVWSYncmDYnF5SbQQQa//bgDIx4as4v1uHnl+B5EpQup9v1E7pfbHxPpt1LCa/z7Ks1aPHnxdFz5fBPePjgMs06Jn5xUnpSA4R/OqEZtnhZPhNI//PXzyINkAsD8UgOOq81GaZYaZr0SZdkaqBQEfvpuG/b0uvD3jb3QqRRYO8OMxeVGVORo0O+gcHDAjQ+bbBhw+qFUEPj+sSU4l8xFtVl71G72AkEG+/pc2NPrCoszZmtJ5BtUUCpYx8gnzSPoGmFDDC6al4+fnVwRdQjTYvWAAcvEf/eGOZPwJvLAjYfF5SYcGfJif78rwkmao1PiZ6srcO+HHXhh1yCWVpjGPYfqB03D4bytDYU6/HptFeaI5Fl8bEt/2EH6hzOq8dPVFXBTQVFBlWTsBncPIE+kZTKRrnlbrJ2m6tppIuH1B/HRIRs+CgmDqUjWCcihNk+LnlFWuPEnb7fituPLsKBs6uT/TAe2dNjx4MYe0MHUyzqmyoTvH1uKhWlooyDD4N4PO/BBkw1KBYF/X1SPa5cVh/9+NPTfZASeMjg60WnzonFA+nA6gwxiIeld6HnnnYe///3vuOGGG7B161Zcf/31qKurg1Y7/jmfvolIp4KnzR3A3asrcPULh/DR4RHM/LofN8ZQ+wWAxeUmnDo9Bx8dHsH/re/Er0+tQk3e1PqWo54ANjSP4I19VngD7MpBQQBFJjUMajYH1rR8HU6uz8Gx1VlRIae7e5z42btt6B5l25lP1Dl7Zi6OayjB91aWxs01JKkILszplITqerL9YDwZCcmc3E4lhgQfydRrPBkVydQn0T4i1Q+lni1nkZtvVOG9G+bguZ0WfHKwB2hlf88pv37eMorLnm3CH86ojti8LKkwYcPNc7Gp3Y4NR0bQPOQJ1YFVrvcFGKw/MoJN7XacOycPJ0/LSVp8ZLzQZvXid+s7wQBYO8OMReXxNx5PfN2Pjw6PgCSA+8+swWGLBwVGVUrOrXSrPot9d7G+n4hdkxo7Ys9yUWz4+aDTj+pcrWSqD36/dVGsUJmwLfkiZnSQgUnLhgJLjbXV9Tn45ZpK3PdxJ57eYUHniA9XLynConJjQrkd1UoFbjm2FBfNz8d/vmaFCpuHPFCRBC5dUICrlhShJEv8m//30ul4dHMf3thvhcXpxxv7rXhjv1X02kCQwe4eF36w6uhMd0TRQbxzYBjvNQ3D7o0fnm1UK3DfadVYO0OcLf7x4REAwLIK9rRmqh8+LS434sXdg9jT64r62/lz8/Bu4zC+7nTgsS39uOeUynGra/eID09tZx2fF8/Px09XRzugAdaR+tCXrNL939fV4dbjyuDy0aLCbNyY597d4qBExygQ3VZyWKhTAWJzZ1IHsGL2dYqunSYSfz+vDu+2+PBVux12Hw0/zYAAm4d83Zw8XL+sCP0OP+54qxUHB9z4/YYurJ6WjRPrckTZyLt6nPASNPINStTkaiedXS4HTRY36CBQnq3GNUuKYHUH0GenMOz2w+YJgCDYcHGGYXUlVAoFcnRK5OqVKDapUWRSocqsRU2uNiFBo1hgGAZ/+qQb7xwchoIAnr5sOi5bFBmpl87+K7nXStG+p6s95CCu2OVR4FQ+WtFp82Lm/dvhpoLQqxVRabEyyCAekrYUJDk2mB944AE88MADMa8nCAKBQCDmNd9kPPLII3jkkUdA0+IbAhc1JuKSivAOwCa+byjS455TKvHrjzrxn68HcOnCQtFQez7+7/RqDDiPYE+vC7/6sB13r64QVW7st1P46LANvaMUKDqIs2blYlEMpmqq8NNB/GfbAD5tHgmfqjYU6nDXSRVYWGaMEhUQwk3RuP/TbvxvLyviVJOrxctXz8TiQgL4A3vNH8+qRoHZLCsZu9QiQEyAJJ7quljZyfSDycwfJYbxqk+8cTRZ9UoWSbF0qUj1ZDl9KpFE93IXuQoFgauWFOH8GTrgL+zv+n61HE2jClz8dCPahr248vlDuHBePu46qTx8aKFXkzhlOhsOy4efZrCrx4n7P+1Ck8WDF3cN4pU9gzhpWg6uX1oMZZxxngp2djvwzsFhqEkFSrPVOHW6GcUizqyD/S784ZMu+AIMFpQa8NvTquKW7fDR+G+IqfXohfWoMmvho4NRAiWJItF+wIfYOJL73ZOxa1Jl8O81qEkMOv1jThcJRz6/37YPe0XbkrvPTdHQhHLTxsyPrCZxzdIiZOtI/PTddnzWMorPWkaRpSVx1sxc/PiE8oRy3BYa1fjp6goAgNNHQ6kg4t6vIhX44XFl+MGqUqw/PIJ3G4exs9sJmyeAHB2JGQV6rJ1hxqFBD17aPYhs7cTasCDDoHnIiwAdhE5FojxHDaka9Iz68NYBK/rtFJxUEEoFAaNagdNn5iJXr8TfvujBgIMVysrVK7GmPge5ehWCDIMhlx99dgpBBsjSkqjJ1eKaJUWShyVuisYb+9i5/bpl7IZ9ohxNiY4j7m8co2t3jxN0kInIq0gQBO5bW4WzntiPfX0uNA64MbMoedEZKQSCDB7d3Ac6yIbX33NKpajzqHvEh3s+6ADApk259biy8LvIEWYbdPol7V288T1VIcoATVOfOxreP90QjqNllSasns32M6ePxrDbjyKTOsKBX5GjwdOXzcADG3vw7A4LPmkexSfNo1CTBLK1SmSTPpwfuvavn/fADZb0UZenxa3HlaI0K7bo5GSDTXVhg1mvxGWLCie7OggyDP7yWQ+e22kBANx7aiXmlUQfEKez/0oe5KeSAmyCx1e8umYORcYPQy4/3FQQz14+A8fVZqNyAoQbM/hmIWknKcNIJ9ZOx/XfNNxyyy245ZZbYLfbkZ0drVoqJuLCIdZpmhiTiBUI8OOmFSV4arsFbcNe7OpxxlRLBVjnxT8vrMcPX2/Gti4n7v+0G/efVROxsP28ZQT/3tIfVo0FgPZhHx4+X59WsRAOFB3EXz/rwc4eJwBgbokely4oxFmz5CVs/7rTgXs/7AiH612/rAj3n1ULrVKBQZcd3NKjOlcHSNRf2P4uikaXzYc8Azt8xNgTfLYVJ6rkC/0+1kQYqx/Eq9dUmmDHqz7xxtFk1StZiPWZeCfKnEAN9+9YiNcPxU7nB50UrK5AWCAnXr34vyMIApU5Gnz2/Xm476MOPPn1AP63dwhbOx24b20VllVKH6aoSALLKk146aqZeOfgMF7cbcG+PjfWHx7BsDuAO04oS4vggBBuisbDX/bBGWqnnT3Ax4dsuHFFCY6vG+tjAw4K93/aDV+AwbJKEx5cVyfL5u3qccLuY1Vlv7OsGEMuf5hZxSEWK1Sq/RPpB0KIjSP+5iHWN+euS4fImNDJ4PbTABQRdXBTNPShn4V2Vq9WwGrzw2yOXsrY3AHkG1VjgjIxxr5Bw+Yzvf2ECqyqycHDm3rw7sFhWN0BPL9rEAcH3Hj4/GlJ5f4U5myMBwVB4NQZZpw6wwyGYfPMmTRjyve/X98JgGUPTRQoOogHv+jBti5n+He5eiWumGsIOyIANn/oGweG8OreIdEw0X397jDbvMCgwh0nluG0huSU2B0+Gh8dsuHZHRZY3QGUZatxzuw8ABO3EY43jvjg2+KlFSZka8lQnkVXFBu9IkeDdXPy8ereITyyqRd/OKM6rYKaDm8Aj+3sxZEhD7RKQtJBOuoJ4PuvNcPjD2JldRb+77TqsVB4gcCP0KZx4NajQnvHtYVQWXqi5+h0MUBT6XNTeS03ERCOow+bbFher0FZthpGDSlpQ7UqBX62ugIn1+fgxV2D2Nppx4iHxqDLDxcoILTcmF2kg0+hx8EBN1qsXvxhQxcKjWqMeAJYWGbAqdPNUQ58KhBEq9ULTyCIucWGuIe0fjqII4MetNt8sLr8Yd2FZIWlOJs47J58cpGfZnDvh+146wCbHunXp1bi9IZcAEzUniZe/01kvEmNqShCiowy+ddMZHqaeHbh23goMtGYWaTPOEgzSApJr7qCwTQkSskgDG6TJoZYp2lirMNCkzo8CdTn69A27IVN5kRr0rCO0mtfPIR9fW784v12nD4zF2qSwNYOBw4NskIRnFrz/Z92w0nReOfgMC5Og8IqH8NuPx7+shf7+91QkQQeXFcX19HLIRBk8JfPuvHMDvbUsyRLjYfPq8P589g6WhxUTAVNPoTt76aCMGpJWF0BmPUqScaIRqkIJweXG0IWqx/Eq1cGRzfkfs9E+4jcfsg93+oKwKglwyrSifQzl59GgGSgVSrwxCUzcOXiIlz5XBO6Rny4/qXDuGpxIe44sTymU4RUEDh3Th7OnZOHL1pH8cPXW7Cz24k/bujCLatKw2rQ6cI7B4fhDLGi7jyxHB802bC924mHN/Xi48M2LK8ygaIZvN84DLc/iLklejx6wTTRsFQxcLa3NlcLReg7iDGqpFihksz1BPqBHAhDZKW+eTo28WJlDDr9oQ0lEQ671SgVcFNBaJQK8bqopcVezHplUuIMSytNeKqyAXSQwdsHrLjmhUPY3evCpc804qHzpk1ovm6CIKJy8y4qN+L5XYPY15d4ni0qEMRnLaNotXrgDTA4a1YupuXHfh8uEuPggBukAqjM0cLq8mPYHcATWwfw95Aj4tW9Q/iwdUwo5LjaLJw7Ow/ZWiUGXX78/L12AKyDdGmFEX87t06W09lN0XhlzxBah71oH/aia8QHuzcALy8febaWxOvXzg4fokymo0kyxQTPFmfplDhndh6e2WHBh4dsoik7fnx8GbZ22NE9SuH/1nfi5mNKE06B1Gv34ZMjo+iweTFqt+P80DC5/a1W2AIaEAD+fE4tikXGiJuicevrLWi1elGercZLV82ENxAM24VC09hhjouiJUNYpezdVBFPSRsDNIU+l1nLReLeDzuAz4aQrSWRq1dCr2bXI04fDZ1KAbNeiSqzBhfPL8CCMiOWVpiwtMKEIMOg0+aD3UvD63YA69ny/ntZAxiVHv0OCuc8eQADDn+Yyd414sPbB4ZxXG02rlhUgBarF+8eHEajxQ1ui2DWKXHmzFycMUv8QKdpwI1HNveGywSAtw8OI0dH4rSGXJw7Oy8hZ6nXH8RbB9hUK2fMzE2yFZPDqCeAp7YPYMQTAKkgYHH6caDfhX6HHyQBPHHJdFyztDjptBiJ9HWpMRV1wC+jzMkaY/HswrfxUCSDDI4WTK1kbxmIItZJ04jHDzAQDQ0FgEIT61Dos1OifxeDRqnA386tw/UvHkbniA8vhlScATbn4C3HluKG5cUgFQTMehXueKsVHx224aL5+Unl+gkEGfTbKRg1JPQqBWyeAPb1ufD0dgu8gSDUJIFHL5iG5VXyVBmdPhp3vt2KjW2s2u31y4rw89UVKM7SRDAYfAFpR79Q8IOf6JtjRpjNSvgCQVGGqPCbjcdp4WScQI53/hyXL7EwepePRupaneLljud7imEi+ogcllOFWQM3FYxg/nD9P167uCkajCoIpZp1ci2rMGHbbQtx97tteHqHBc/ssKDd5sWfz66V9Z7H12bjXxdOw82vNmNfvxu3vdGKq5cUYm6JAWadEm4/u3EqzlInxUZjGAYfhsQhfn9GDdbOMOOikML0Pzb34tCgJ3wwBACVORo8cG6dbAcpwDoqAMQVYBnx+AECUQ6LyRjnyT6T6x8sAzSYUN5VMcaZzR2APpRvGogWdJFilABjDDUx8Sb+e0qNb1JBYN3cfKzP1uCipw+iw+bD919rxqvXzIxwXDIMg9ZhLzptPiyvNI1LRAUfK6qyoCDYzf2XbaNYVSPv4NBF0bjvww6023zh3+3vd+Hh86ZJpgJotXrw0Je96BmloFUSePTCeiytMMEXCOKl3YN4dktb+No39lvhhhYFBhXuPKkcpzeYw+uBTW2j4et+cXKF7PBRrz+IW19vwdZOh+jfGwp1uGZJEa5dWiy5BpoMiOb3FTC1T51uxjM7LHj7oBXfW1kS5TDO1inx9/Om4dJnGtE27MPd77Vh3Zw8XDi/IK6tc1E0Xt07hPcah8OOHj38YWadL8BgVpEePzmxXJLd/7v1XdjZ44RJQ+L9G+eiPEcTNZY4JGMv5IqnpGsujsXIT8W+pqN+E2Hjj6bch4srjNgzBIx6aYyK5CzuHPFhT68LHx2y4ZVrZqEmlz08UBAEqkP/JvzRY6TYpMbvTq/GA1/04NqlRTCoSbyx34rN7XZ80TqKze12BHjkiXyDEgwDWN0BPLvTgh3dDtx+QnnEWG2yuPHb9Z3w0wzMOiUWlhmQo1Pik+YRjHhovLhrEIctHtx2fJmslC1ftdvx9PYBWN0BKBUELl84caH2dm8AN7x8GI0WT9TfdCoFXrpqJs5Ogq0f0fdi3JdMH+XP+dnG6DkgFms9GRxN4yiDDDJIDRkn6RSC5CIuxkmTmlRg2ONHx7A34j6urMVlRjy7w4ItHfaEFJWLTWq8ef1svHPQioe/7IWDonHLylKcMj0HpdljuXxWT8uGVknA7qXRa6dQlp1Ynp8Omxd/+awb/bwTWD7mlujxq1Oq4ubkYhgGWzoc2HBkBJ82j2DA6YdWSeDZKxpwwbwxhit3+qlUEDE3s/xTR4BV3R50+sOhGtzGX+w0Va4ASsTz0hTyNd4Y79NYN5WYkzTR6+ViMk6dk/meckLhhbYEGHMU8X/mM0755XN5IrnrYrWLRqkAGRpX3HWl2Ro8dXkDzpmThyuea8LGVjvOeeIATpqWg5Prc7CiyhTzcGV5VRaev6IBv/m4A/v63HhsS3/UNcUmFe44sRxVCYbU9IxScPhoaJUEVk9jnU2kgsDNK0twzuxcfHx4BI9s7oVJTeIHq0px1qy8uDmQhdjSwTp4VlSZxIWIfDQ6hr1w+mnk6qKdBpLMtHFcrCdrW1wUK750oM+NfKMSbv/YBiWeuJQY44zPBhWztVKMEn4/tjgo9NspjHgCyDMoYdar4uZT5bdtlVmDd2+Yg7Me3492mw/XvHAIyyqzYNKQsLr8+LrLgY6Q47HQqMJtx5eFw77HAzk6Jb6zvBj/3tKPf27uQ02uNu686wsE8adPutBu88GsU+LC+fl4afcg7F4aHzQNY93cfABsvvHdvU4MOv0YcvmxtdOBIMM6Cx45fxpmh3KUa5QKXL2kCJfOMgBPs8+YW6zH2rnlOHdOXsQhgt0bwK9COS0B4KntAzhrdl7cHOl+OoibXjmCnT1OaJQEfnBsGRaVG1Gfr4Nexdqqsmw1jGkMQ08XhHZSOFbbrB7MLtZjRoEOhwY9eHRzH+4+uSKqnOkFOrx89Uz8Y1MvPjo8gtf2WbGvz43bjy9DvoiDccQTwFsHrPj4sA2+ENN2VU0WTq7PQX1WEPiQve5PZ1XjhIZSKCTs7qfNI3jzgBUEgJeumonC0AFZPGaXy0dLKtPznRX8OSXRtkwWwjVdusLb01G/8Vgfjkc9JwpvXz8HKp0B+/pc8AUYBBgGJg2JLI0SQy6W2fivr/rQNOjBj99swYtXzZR1cGn3BvDHT7ow4PCj1erFT1dX4IyZudjX58IfNnRhb58LBIBrlhbhkgUFKM9WIxBk8PbBYfx+fScaLR789J02nN5ghlFD4tCgBxtbRxFk2HH257Nrw6kB7qGDeLdxGL/+sBM7e5y47c0WHF+bjVOnm0XHbpBh8OwOC945yIa0l2apce+plSmpsDMMg89aRrHhyAiMGhJuisYViwoxozB6P2X3BvC9/zWj0eKBWafEzStLQBIEcvVKzCjQYXqBDiW8PK5Sa0kx8Psen4Ee67q4UUu8A1lu7SrF4E8na/1oGkcZZJBBaph6q8tvMRI1vgY1yYZwMASCjMBRFyrr2BqWZ7e714kRTyChnGoqksB5c/Nxzuw8BBlGNB+gilRgbokB27qcuP3NVpg0JCiaDcnSq0icNC0HpzeYkSeiKtc14sM973eE2aJ+mgED1iFZmqXG+XPzcdWSorisiX19Lvz5s27s6B7Ll1ZkVOHt78zBUgFLIvIUM0YIhOC0UygoInUdkNwkerRMvOPNeEiUhTVerK2jJU9QuvqaJMOUGhPn4DPxpNqF5J3UC6+7YF4BKnO0WPefA+i1U3hx9yBe3D2IxeVG3HlSOeaIiMRxmFmkxzOXN+CZ7QN4bd8Qeu0UfAFW8VZFEuh3+HHP+x343RnVqMiJdhhZXX6832TDp80jcPtZIR01qWDTlQCYW2KIsm+l2Rpcs7QIly8qgIIgksotZnMHsDuUT3lldZZo27soGkGGARgiov3iYSraDIOaFV8qylKCCgB6lSJpQcJk2Phi1xjUJBs6SAJufxAFCiJuPtWItg1d89RlM3Dav/fjyJAXR4a8EderSHYzOeBgw8qrzBrML40OoU4XfnBsKfb1urCl04G/fd6D359RDXUMJ8HHh21osnigVSrw+MX1mFGoR5VZg1++34H1R0awbm4+ukd8uOudtggmFQCcMj0H955aJbp20PCYUU9eOgOMKnrz/do+KwacbKhmkAG6Ryn8b88grltWHPMd3zk4HM5F/qPjyvCns2rDf+Mc5m5/EMYpmGosiuEsMlZJgsAv1lTg6hcO44VdFpRnq3Hl4sKoA6Np+Tr89dw6fNA0jF++34EjQx48sqkX966NFI3b3+/Cg1/0hJl39fla3HFieZhpTPjH0jOsnmYGI+EgZRgGf9jQBQC486RyLC43yndcxLBJ3N9s7kDUnBIL6ZqLI5i8abSdE8ICTYcj9ihZ0wDs4bdJC8wo1Ec5tywOCjW5Gpg0JG545QiODHnxxn4rLpGR7ut/e4fCIfHP7LDgsoWFqDRrMLfEgGevmIEvWkdRbFKjgedEVJEEzp+bj0VlRtz2Zguah7x4nhddBwAnTcvGn86siViPqkgF1s3JR02uFj96owVDrgDe2G/F+sM2PHz+tKi161v7rWEH6Y0rivHdFSUJiQWK4etOB259vSXid6/ts+LapUW4ekkhCnnMywe+6MGePhcA4LPvz8M83vwlFVovt1/K7XsJsVNDzwZiM0TT3e+PpnGUQQYZpIaMk3SKQW4IEsCe3M0qMsBiYEPphRtDF0VjVpEBC0oN2N3rwtsHrbhqcVHCdSIVBEhIOwiuW1aMHd3NCDIIOx0A9t9vHbDi3YNW3HFiOZZUjDksOWaLNxDEglIDHj5/Wvikky9SEQsMw+A/Xw/gr1/0AAC0SgKXLizEydNysHaGGQVxTg0TyRNTnauVPTGKOk7jMf6Okol3vNmriZY9XnU5WvIExes38cI+5ZTP/Z/P3pNCoVENhMJJxbC00oQjdy/Fe43DeHO/Fa/sHcSObicufaYJPz6hDNfHcJwoFQSuW1aM65YVhwVt9GoSTh+NH7zWjN29Lvzpky785ZzaCFbJtk4H/vp5N3hac6CDDHwBto4KAjEdNqmIRb1z0AqaAeYU6zGriHUCiznxOBZlPLalEInMF+lCLCFBF8UKOunVkYry3L/llCP1Nzljku945j+3wqxBl82H/Czx8H+x5/WM+gCGQb6R/S7H1WbjqsWFUUzmB86tw/XLivBu4zAue7YJWiUx7srJpILAH86swdlPHEDniA//2tKH768sBakgwDAM+h1+DDopjHhpVOZoMORi84ReurAgzCLifKFZWhIMw+C/2wYQCLIho2fPykWhSY0ZBbq4TO94WFFpCjvFADZs85jq+ElSFodYo0eGPPjbFz1YPS0HaxvY/HxTfb6MYvAL6ltoVMOgplGclYvrlxbhyW0D+NOn3Wgb9uLnaypFD4ZPa8hFkAHueqcNVEgVi2EY9IxS+LJtFK/vs4IBMC1fiztOKMeqmqykvlujxYNeOwWDWoHvryyFi6Kj0q9wiBIckjpsExEQ1KsJyXJitWUiiCWIJKynxUGF033ItRGp1k8u0tHfj5Y1DcAefku9s0FN4sigB7/4oB0AUJatxtIK8ZQRQqysysI/lL3wBhgsKDWgJGusTysIAifW5UjeW52rxfNXNODlPUM4OODCji4nqnK1+OGqUiwokz4Qm19qxIc3zcUXLaP4wyddsDj9+LR5FGfOGss12j3iw0t7WMfrPadUynL4ykF9gQ7l2Wp0j0amW/vvtgE8u2MAp0w34+aVJajL06Gel5uaW6tw4M/jfKa4MIWIWJQM9ztuTCU61vm2g6sL/9nZcdZM6e73R9M4yiCDDFJDxkk6xSCV/F4KBo24eAffkF+/rBg/fKMFn7eMJuUkjYfja7Px8XfnYsDhh16tgEapgIok0Djgxj+/6sOBfjce3tSLe9ZUoi5fB68/iEc29cLi9LOCSjzVYKFIhRQYhsHfv+zFv0Mb1vPn5uGBc+tQESfcNvLkU/47Soa8irHyxCb6OCeumYk3g2QQN0wvxf6ZSti1VH/Xq0lcOL8AF84vwO/PqMbP3m3D87sG8dfPe+Dw0fjhqtK4m3u+oE2OTomHz5+GC586iH6HH49s6sX3V5ZCq1KgZciDRzb3gmaA2cV63HxMCWYW6eGnGfgCQbipIIqzVBGMinTi81Y2F+NNK0okncxSNlwOEp0v0gGpb8sPazOoyTDLoyYvMUHCeH+TW7+IkHq1tMCT1PM0pAJWtx8aHw2DmsauHmfYQXrNkiJs73bgQL8bt73ZghFPAA9v6gUAXLu0eEIc1wVGFR5cV4sbXj6Cja127O9zY3axHk0Wd9gpKoSalypiaygNhJpU4L6POsPCTM9d0YBKc/qcvA1Fejx3RQNue6MFejWJv55TG84bGAuVZi1evnom7ny7FeuPjODc/xxA68+XoTRbc9TNl1FO09DPFgeF35xWhSqzFr/+qAMv7xnCkCuAv5xTI3o44w+d9BwZ8uLud9sw5PJH5GxcNycPv1hTCV0KDLRtofyvx1RlQUUSsLmlRZmE4ybWOimWgOB4seITmdcGnX746CAGnX5xJ+kkMvePtv6eKmL1JYUCuPz5Jgw4/JheoMMTF0+XPQ82FOnx2rWzsb/fhVOmmxNOnaNXk7h2aeJ7KI1SgVNmmGHzBPCbjzvxxv4hzCjUodqsRbPVg4e/7AUdZMXuLp6fn3D5UsjVq/DBTXMBsOmPNhwZwR1vtYZ+Bt5vsmH9kRG8du0snDc3Hw992Qu7j8Z7jcM4Z05euBy+vZIa76KpxyQiZxIZR6LzeYz+kUEGGWSQLmScpJMI7uRar1aET0uTSSwdj6U4t4Q9FTwyGJ2MO10oMqmjhEmKTWocW52Fq144hAP9btz7YQdq87Tod1AY8dBQEMAv1lQklAIAYB2kD3zRgye+HgAA/HBVKX6xplIy34zLR8PiHGPbjrWxP+IaQxw/SSqsvGQYf4kgk0z86MR4f/dU+meySfQN6kjmQZuVtTtiLMkKsxbPXTkT9fk63PdxJ/69pR/BIIPbji9LiAWVo1Pil6dU4oevt2BLhwNNlmYUm9RotXpB0QxmF+vxzGUzYoYkpxsMw+BwyOZOy9dGibtxSLYPCNkdfMZXohHIgw4KXmLMRiYTOicWYpxoaDww1h5uKgi9WiHZbvHK1asVEUxb/r+FrDExRgypIFBoVIVZTToVe/jnpxl8dNiG760swR82dMHjD+LXH7E5N2vztLh+WexNdJ+dwn++7sfePhdarF7MKtLj1BlmnFSXHZHvWw6WV2Xht6dX4a+f92DYHcCXIbFCpYJAda4GehWJRosbfpoBqUCESM+MQh3ebQQODrBh2ASAO04oT6uDlENDoR7v3TgHBJDQuFaRBP7f2TVY9x9WOOv9pmF8Z7n83OpCTMQ8GYtpbXFScFMsA547mGkZ8mB5pREPnFuLO99pwyfNI/jL5z342eroHKWzi/XQKhXwBoJosbIpH5QKAkvKjThvbn4EOy0ZBBkGr+0bAgCcNC0HSpHUFHxmF/d/vmAKf2wZ1GTEO/Ov6xnxhUOOheWk6zslwsAUE45LtqwM0gP+2p1bP/zmo0502nzI1SsTcpByqDRrxsXGycHZs/Pw7E4LWq1e/Py99oi/FRlV+NUpVSmx9mNBqSBQYFDBoFbARY2J1mqVCuhUCqw/YoM9FAGUpZVepwAIC3PG2wtJ/c7ipEQFb8UgNZ9/U5HZy2WQwdRBxkk6ieBOrq02f5jlkkxiaUlmT8jYFhqVUBCsQuOAg4qrspxOqJUKPHHxdNz+Zgu+6nCgKaSaWGBQ4S/n1GJReWJ52/x0EL/5uBOv77MCAH57WlVUiK5wknFRNBxeGlzGALFFrstPQzojYugaihUlGXT6UZ2rjTrNTCVkLFWWwmSyHDJIHuP93WP1u5ihiD4a7cPesLiGbCepYBy5KDoqJ6XYOPn+saVQKAjc+2EHnvh6AMOeAH51SmVCoe4n1uXgv5fOwB1vtWLQ5ceIh7U1K6uz8LdzayfUQQoAFqcfw+4AFAQrwGJxUjBQZLTzJMk+IGR3dNl8MGrZnKAV8YyZAIEgE867zLdvsZ4b7/dxNz8SoXX8fqdRKlJqFzr0Xnq1ImIzzc29HTbW0cQPB7Q4KGiUiojfAUBFjgavXzsLP3itGe02H371QQfOmZ2LIpMalhCr6fx5+XHzJP9jc294/gKAHd1O7Oh24g8bulCfr8NPTizDsTIV6wFg3Zx8nDkzF581j+LAgBsLSg1YXpUVZhNSIYdavkEVscG8flkxik1qPPl1PxaXm3DFogJUJih8lgikRILigc3tl4cHN/biya8HUnOSTsA8yT3D4qSAUJr0QqM6bAutLj/y9Kw9BACaAew+GtMKtPjDGTW44+1WvHWAVbzPFkTWTMvX4ePvzsWXbaMwqEkUGFWoz9elnLuQw2t7h9Bi9cKoVuDi+fniqTAEzC6hYAqfkQkjePY/siyNShEen8Jy0vWdEmGbiQnHJVtWssg4SCLBrd3dAfbQzEXRuP/TLgDAvadWTUokRSrQqRR49vIZuOeDDmw4MhL+/bo5ebjzpPKo8Z5uLCwz4KOb5uLK5w/B42dT49y3thqb2+1hcb3rlxVhlohQrouiQ2mKWDa7cG4WGx+Sv6NI2eObK6PN6gHNjAmvTQQmYzxm9nIZZDB1cHTNMEcxHnnkETzyyCOg6TEDz51cm83KpBikHCQZOSFjq1ORmFfC5iV984AVN61IfpORDIwaEv+4oB5fto3CTzPI0Skxp1gvS3THETpJtroC2Nxux3uNw+i1U1AQwN/X1eHapcXRDDhhCJiahIl3MioWbm9Qxa+LQU1KCjiJPTcRpMpS+LawHMTG0dGMyfzu8cKdExHXCNdHFbnJBRBWseYzDMWEo24+pgR5eiV++EYLXt9nxdYOB86YmYuV1VnIMyhRaFTHVcReVG7EuzfMxv5+N0Y8AahIAqtqshMOq0sH3tjPOsIWlhlh0iilQz/T1AcqzJqx3IFM7PEhHEdKBQFzaD6Ssm8TAX6/iyeuFA98ew1ERmlwcy9IRraImUFNYmmFCV/9cAHufrcd/90+gLcPDOOj785FSZb8g8emEHPz4vkFuPvkCnzaPIJX9w5hS4cdR4Y8+O7/mnHTimLccmypbLEwFcmGc54ywxz1N7VSgZkim14AOGNmLs6YmRr7kI/nd1rw4MYe5OiUqAgJnx1XK9/hKwWznu0Lo17xNAJyke55Umw+4p7hA8KHswY1+0yThgRJjOVcBFgHKncWdOZMM/76uRo9dgo/er0F/7qoPkq126xX4uzZeUgnLE4Kj27uwyt7WBbpTStKoOfaSujkCP1eanzyGZncOwuvE/t9PAbatwHfVgeJ1LqOW7v7XEFolAS+aHUiyAAzC3U4uT5nciqbIrK0Sjy4rg5+Ogi3PwgFQcRd16QLBEEgW6fE29+ZHf4dwzC4/U1W3OnmY0rwq1MqRcddrPk0USQ9vpn4l6QTkzEev622L4MMpiIyTtIJwi233IJbbrkFdrsd2dnspiHeybVcSDJ7QsZWqSZx1eJC7O5tw3M7LLh2SdGEs6pUJIGTpuXEvc7jD+K5nRasP2xD54gPdm/0Zj9Xr8RzVzTgNE7EQYQ9C0SGgHGIXJCPhdvLmQANGjKmgFMqk5sUq0ruKeZ4sxymCsNBbByNJ8b7vRP5bsmK2Ug+O0Z/5Y+TRFl8/LKVvJBwftnCcCvuv1tWlaE2T4crn29Cr53C41v78fjWMaGcLC2JyhwN1kw344pFhaK59/RqMiKseDJABYJ4fqcFAHDFooKIdo5yvqU4dsXut9u9ElezEI4j7sAqGcdkImNETnoI7v981jEgn80cLktgr4WOafCCGCIcNDKYsv+5bAY6Rrz4tHkUr+4dwg9Wlcqqk9NHh1Mw/PXcWpRla7CgzIjbTyiHze3HPR904JFNvXhsSz8aLW78fd20SXHwJwOGYfD8TgtcVBAuikLPKIUtnQ7cfEyJ7PaRwuuhEPCrU8ypnu55Umw+4p7BitexoeZcHxTm5+UE7nRKEvmhsff382pxzQuHsb3biZ+/147/d3ZN0izceBh0+vH41n68uncQ3hBD7McnlOHXp1TBEwiKzw0i0TPc74Hoda1UzvxYeZgngrUpF+OxBpAUgUqTg2SqrNfkQjiOXD4a3lA4d02eLszE5g57hlwBMAwzbqHpieBvn3fD6mYjXxLZV6lIBbJTEIXk4/OWUVCBINZMz0m4TQ4MuNFh80GrJPD/zq6FMUYEidR8KoZ0i7FxYncT6TyMlxJoPMbXVLJ9GWTwbUfGSfoNBj/scFVNNgiwIfcWpx/lOZOTk0cMDMPgkMWDT5pH8Oq+IQw4/BF/z9aSKDKpMbtYj8sWFuKsWbnQSTA/WSaSIip0ix/yFV7AU6JFxESsCSzdk9tUYhVMpbpMJKbSe6e7LuPZl/m2J4JNxTlEY4RbnT4zF92/Wo53Dg7jhV0WHOh3Y8BBYdRLw+6lsb/fjf39brywy4IL5uZj9bQczCjUTYkNE4cBpx9WdwAEgGOrsuHwRSq8TjW4KRo6NZNUypdE+mWi6SFS7fNS/ZgrN9kUNwDw3RUl+LR5FE9tH8Ap03PCqvFS8NNB3PFWK2gGqMvTokyQf9SsV+Hh86fhmCoTrn/pMDa22rH+iA2nN6SP6TmeeGRzH9ptPgDA29+ZjQ+abHhkUy/++VUfynPUWDdHWpAkyDCSjsBHN/diT68LAHBWijk3JxKcI1BM0ISDi2IjZWiGgT4UPr+iKhv/vXQGLn22CR8essGkIXHvqZVptW+tVg/+12jFy3uG4PGz+QmPqcrCH8+sxvEhhW85x0xTaX4cL4zHO0pGFaRpDXm0fxduPgpHg4X+40RhB11+vLR7EJcuLEyqfIZhMOD0o9XqBcOwhwOjXhojngAWlRnRIMG8F2LI5Q9rI5wy3YwT6sb/4J4POsjgr5/34KntbB1OqMvGb9ZWIc8QnbeTYRh0jviwrdMBtVKBNfU5aBv24kdvsCzSdXPyJR2kHBI61J/A9ep4Id764WgdXxlkkIE8ZJykUwRyTqZSEfg40O8EA5aJVZqd3Kbw0+YRtA97cdWSIkmV4EQw6PTj31v68EnzCPp5jtFKswb3rKnE8qos1ORq407cfIiy1AShXeF2xFj+RJePhssXKeYx2ZhKYRdTqS4Tian03lOpLgBPoENDgduquHw0wPDsFC/VRTjcPg7bGwB0KhIXzS/ARfMLwr9z+mi0DXuxtcOO365nxRv+sbkP/9jch5IsNU6alo2blpeEGVmpIBBk8PT2AdTkamUx4IUoy1YjS0vC7qWxpXMUx1RlJfzdxnNOEEKvJkGGwucSLTNWv4zKeytin5Mtm/8MobiH3DoDiBKgEKs7gKg2uWh+AR7f2o/1R0Zw8/+a8a+L6jG9QJwdt6/PhT9+0oU9vS7oVAo8dlG9ZN2uWFyEgwNu/H5DF949OCzLSWpzB/DAxh4c6HdheWUWvreyJKF5EwDah714docFrcNeVJs1+MWaStnh/gDw1LYBAFo8cG4tTqrLwVmz8lBoVOHeDztw/6fdOGlajmjOvTf3W/GrD9qRZ1BhRoEODUV6nDrdjGG3H//bO4SPD48AAP54Zg1mFctPtpvK2ODupX2Jp3UR6/MR/cgXaR8LjWq4Q+Hr3LWnNeTi2ctn4PLnmvC/vUPQKBW4++RoIadkcckzTXCH5N1WVJnws5MqsKLKBKNGKfoOUu8GIKaYSjpZ5pMBOXNVMhjvuXyqrRWSAb9f8fvGH8+swR1vteIvn/fg9Jm5ojalacCNX751AI2hny97phH55hxoVQT67X6027wYdoun7sjSkvjgxjnIkpEfdMQzVsa+PldcJ+mHh2zY1eNEgGZA0UH4AkzooMQPmyeAujwtzpubj7UiaVOEcPpo/PTdNnzeMgqADX//vGUU5/33IB5cV4eFZWyohNfPRrW8vGcQ3aNjzJDfqxXwh3KMTi/Q4denVknOhUC02GE8yJ27Y82xiWKibMg3YXxlkEEG8ZFxkk4RyDmZkrombgijhsT+fjbEb0m5MeHQrUCQwd94p5W5ehXOnZOXUBlC7Ol14idvt6HPzk7aWiWBE+pycEaDGTcdUwqtSgGLg0LHsDdhp6WbYvMX8YVS+GFuYWYHzXOS+mkM+sYEBxJ53nhNzHJPTidiYfBtDQGZiPeW+/3Gqy7J9h9OoGPIGRhzkvppAGN2qtCkDodVunx0WIWdLwAgF26KhgLAObPzcOXiIry4y4KXdg/is5YR9NkpPL9zEJ82j+LPZ9dgfmlignBCvHPQir9+3gMAuGZJEW4/oSyhgyEFwSpOf9I8iharDyfXKxN2dKYyJyQKN0WjOCtSCEpKaEqIWP3S4qTg8NEwhVh18VjEiZTNwUXRGHBQYUZcrDBeYbnxWH7c3wCItskr18zC8Y/swb4+F87/70GUZqlRnatFtVmDihwN3P4gmoc8+PCQDUEG0CgJPHnxdMyJ4+y7YlEhfr+hCxtbR3Fk0IN6CecrwLKJbn+rBdu7WJWgJosHHTYvHjqvTjb70EXRuP6lw7A42cPKrzsdOK42O+EDgp+eVI6L5heE2/MXayrx0u5BHBxw4wevNeOfF9ZHbCxf2j2I363vRJBhhc4sTj82ttnx7y39EeX+6cwa3CVQe49nt1IZG9y9HioxJ6nLR4MkBDnReeH3nP3jRE9cFI3uES90akX4Xbi1xyULC2Fx+vHDN1rw3E4Lrl5SGMU+TgQ7ux2YFfq3UgGcOzMPN6woxpkzczHo9EfUWXKtSdER48BF0RHiOcIDCxcVLXYp2XZTkJ0lFpkkeW2a0yOlsq77JqzXIvoVr2/cfnwZHt/aj8YBN257owUPnz8twqbs6Hbg1tdaEPBRYTp0s9WLvdaRiPJJghVCU5MECIJAlpbEl2122L003m+y4ZIFBYgHvqN1X58r5rUuisadb7ciGGPZ02en8GWbHTkX12N5VZbkdU4fje++cgR7+lzQKAk8dekMzCzS44rnmrC/342rnz+E0xrMUBAEdvY4w/ssFUlgabkRPXYKHSHW/xkzc/H8FQ3wBYIxxx9fkE2Wk1Tm3C2cY+WOf7HxMZ42JJbQaQYZZPDNRMZJOkUg52RKMj+KjIlhb2gCX1qReK6+n7zVivU8Jcb3m4aTdpKOeAJ4bqcF/97Sh0AQqM7V4NenVuHMmbkIhsLhOaXWRCdlIFL4Q68mYgulKHi/U5GAakxwIBFM9uJ+sp+fQWqY7O+X7PM5gY583mbGoCKBOHYKAHwBJmGBIKE9uHZZMS6aX4Ahlx9bOuy4+712tA17cc0Lh3DTihJcvqgQObrkprj3G23hfz+1fQA9oz48sK4uoTKWVJjwSfModve6YtoUydDLFOaERCEUunNRrPBMWvqlYFOYbhaGIcSC1akTz+8WLy+vkOUibJMcnRIff3cubnrlCN46YEWvnUKvncLm9uhnXbGoEL9cU4lcvTLuu88qNuD8ufl4bd8Qfr+hE09eMl3S4fnk1/3Y3uWETqXA1YsL8eS2AXzWMopHNvXhlmNLZDlKt3U6YAmJcph1KvQ7KHzVbk/ISVqbq8Ev11TC7R/LZUkqCDx92QysfnQvdvW4cO6TB7C8MgvZWhJ7+1zYHQqjv3h+AW5dVYp9/S582jyCN/ZboSEJXL2kCOfNzcea6dHMqnh2K5V+xt0rR1ySD+6wIZ7940RPmgbcsHkD6B0NIkenCqck4XD9smL8fWMPmq1edNh8STlJR70BPLPdgle2d+BKljyKwz9biqK8sTYVtpVU2wltA/9duHcUilXJFYObiuysROqU7nl8stcFkwl+ZAMQ+R0IgsDjF9Xj1Mf2YVuXE5c83YhllSbk6lVosXrY/Jw0g+XFeiDkt3zy4nocsSsQoBnU5GlRaFRhaYUJQQbhtCsA8P8+68afP+vG150OWU5SLr80ADRa3DHzpA46/WEH6R0nlIFUEKACQZi0SlTmaNBQqMdDX/bi5T2D+PNn3Xjlmlmi5bioMQdplpbEm9fNxokhO73p1gW49fVmPL3dgvebxtYwhUYV7l5dgRtDor2tVg929ThZZ+tKViBQyOoUgi/Ili6IzbFyx7/Y+BhPG/JtHo8ZZPBtRcZJOkUg52RK7BphOJDU6TPnJJ1bIj9cDQBe3DUYdpD+3+nV+OX77fiq3Y7PWkZwYih3lRSoQBDvN9mwqX0UWqUCQYYNN+EYP2fNysUvT65ETZ4W+bxQJu4d9GoFQCGhSXlscxO5wIq4hmtHKlK4yaCWFtKKd6ofK+RsvJGOhUG62KhTMWRODFPpfafC5lCq/8Z6v7BABy+3r0HDOkljOS2UvPdM5J25RbperYgICzNoSFTlarGk3IgfvN6CDw7Z8I/NffjPtgGsnWGGggC8gSBW1WTjtBnmuOIKn7WM4KsOOwDgV6dU4jcfd2L9kRG8tHtQ1saJw7yQrW2yuKPsijDkViwEPdk5IRnwHR185puwXyba38XEFlKpM3++A8YEnmYVGZIeQxyjrxBjofp8Rhy/n4m1SZFJjTevn40hpx9NFjcODbrRPORFi9UDg5pEXZ4WJ9TlJKzy/pdzavFuoxXbupx4cGMvfnRcadQGfFePE49s6gUAPHReHS5dUIi6PB3uercN//yqD5vaR/HdY0pwbHUWVDFEQrpGx1hFVywqxIVPNeKDQzZcu7QIpTEcc05eOPrFCwpg1CphDDniuLZqKNTjk+/Nwyn/2od+hx9vHrBGlHHf2irccwqbc3NVbTa+t7IUHj8NkiAixmq8MHYhUmHrcffamdgCaELoY7CMuPpm81JCVJg1sHn80JEKkER0ShKDmkRtng7NVi9ahjxYWS3NLuNwoN+Fp7dbsLvXCTWpQH+IZa1HEKEIexAEwqxWrm4RdZV6B8E4yBakt+AOLNzUmJhTLLFLOc8cT0jZk2TqlM55fLzC/I8m8OdM/ndw+WhMy9fhvRvm4JwnD6Dd5gvnQuawdoYZz1xYDvyd/fmsWXmwUOz6pjDUnlz78ue+E2qz8efPurGxdRQtVg/q8qQZ/DZ3AK/uHQr/POwOYP2REZwicqADIMzSr83V4r611aL9rr5Ah5f3DKLR4sEHTcNhcVoOborGD19vCTtIP/3ePCwqHyO+kASB/3dWLa5cVIT3m4Zh1ilRYFRhVU0WanJ14TaszdOhyKQOj1d+G3OMd2Hd0iU0zIdwfIlGBCQgcjaeNmQqrNMzyCCDiUXGSXqUQxgOJBU+WGnWwOL0o8Pmw4Ky+KGoIx52AfC3L9iQ01+sqcAv1lTi8KAbT2+34MdvtuJPZ9WILggYhsGLuwbxz6/6YBXJ+zO7SI8bVxTj5Gk5yBVJMM6d2AnD5OWAH84JIG2TerxTRH5o0EQjHQuDdJ2SHi2nrVPpfadC6I5U/03n9+SHOMsNYeSDW6RL2TiTVonHL67HU9sseG6XBQcH3Hhj/5hD5r1GG/7yWTduPqYEly4sEGV8fHzYhp++04YgA1y9pBD3nVYNmmHwu/Vd+O3HnXD6aFw4Lx/ZMhiqXDhblVkb9Td+uxaa1AmFoI8HCkzRuTxFD+US7A/p7tvc823uAMx65Rj7NcnnRDHfeGF7Y2J/8hzX+UYVVhmzsSpBZ6gUqnO1+Os5dbjltWY8vrUfo94AfsnLE7qpbRS3v9mKQBBYU5+D65YWQ6EgcOfqChi1JO54qxX7+tz4wWstMGlIXLGoUJJZur/PDYB17J85Mw9zivXY3+/Gza8246lLZ4jaB68/iDvfacXnoZ9vXFEc8Xd+X1lcYULHL5fhyzY7NrWPwu6lsbjciFU12ajLj57jxYQZhX1vKs17HGIyJUXqW5Ong0FNhtlsYmGjq2qy8NFhG17bZ8WViwslmWqj3gB+8V47PgvlKORjRoEOvz+lCnib/ZkOMhh2+kEzDMCwKYr440nOe0o5UQuMKgSCyrjXTgVI2ZNkkM73FK7rv23gnOxi4L5ZQ6Eeh3+2FOuPjGBLhx2DTj8aCnU4oS4Hx9dmQxFwh+8xaEgYMDbHAmMMUv4e4fSZuTi2Ogub2u245dVmPHXZDBSJ7CEGnX7c+MphNA95katXYnG5ER8fHsFP32lD5ZUaURG/nd1sOpQ5xXrJvlJkUuOmFcV4bEs/fvpOG+xeGqdMNyNLS+LwoAe/W9+J3b0u6FUKfHjT3AgHKb9t5pcacEqMvKax+mo6x0Q6IBlpM8F2ZSrbsQzSh8YBN/INKlSKrNsz+PYh4ySdJLh8NLwxkmTLuZ+b7H2BYJiFBAA9oz7oVYqIsk+szcH2Life2D+EM2flRuXX29xux2v7huCiWAXpfX2ucGjI91eW4NZjS+Hy0Xj84ulw+Gi8vs+K299sxXeWFeHW48by9Y16AvjF+2ML9bJsNbt5I9iT1uNrs7C43AiCEITSCJhVqZzYpfvEz+Kg0GHzQq9SoDo3ekM3riEeR1kicsmUECKMDSD1RO1iz+CXzX9evFPoZDBRp8vj2Q/ihRy3D3vgDrG/03HokM7xHW03gBtWFOPShfn4st2ObZ1OGDUkggyD53Za0DNK4XcburCp3Y7fnV4ddnYGggwe2tgTVqo9e1YuHr94OgDgZydVYMDhx+Nb+/G3L3rw4MYezC0xIEvLPvP8uflRDK9AkMEb+1mWycpqUwRD1OWjMeik4PYHUWXWRowNpZqMKZ4QD6kIzsgRZhD7duPZN6NEmULP51jPfOadXPEmYZ8RCotx/+aL/Y0nYrXf948thVJB4Ob/HcEre4awqc2ONfU52NPnCiu+nzQtG29ePxuK0Bzs8tG4YG4+1k434+FNvXhx9yD67BT++VUfsrQkrl5SFPEMmzuArZ0sc3phqRF2bwCvXjMLJ/9zL1qtXlz74iE8fP40VOSMMUqH3X7c9kYrmnqc4bx/JrUSbVY2/JT/rbj2M2mVOH1mLk6fmSsZ2hmrLcbD1k4VdpAYk9/mDkCvVuDsWbn4/YZOHBny4N3GYZw1Ky/q/k6bD7e8dgRtwz4oFaxS9bVLi6Ag2JDemUU6BLxjTqPeEQpBtRJ6lQL6UDtzz4tnf+KNtagQ2ikcXSJlT8SQ6nsklLNURr+cyu2aKmKluXBRNA5b3MjVq1CVq8Wa+hysqc8BEL3O42BxUoBKFZUaQmwee/byBqz51160WL249sXDePSCaajOHXOYNFnc+NEbLegZpVCapcaGm+ehxKTGBU8dxIbmEfzy/Xb8++LpEal+XBSN95uGAQCrQ3WVwj8uqIc3EMTT2y34zced+P2GTph1Kgy6WCZqlobER9+diznFhkh7K8Kulxqrcuys2BwrvGc8+qBwrwBEsn0zyGA8kG9QQa9W4MrnD0GvVqDxriUZR2kGGSfpZMFN0dCpk2cwsM7MQCj3piIsBAAAGlIBmkFE2efMzsVDm3qwrcuJ7/3vCC5fVIiZRXr02Sm8uGsQ7zYORz2jNk+LqxcX4eZjiuHw0RhysQv5h9bVoTxbg4e+7MUTXw/gpd2DWFBmhMNH4+CAG36agYok8LvTq3H5wgLk6FQRp5NBBvD5gxGTNp8dVijCakoE6T7xG3T6Q+wd8VP98TxhTAfTRc5CJt47pLxBEDmdBtKU81DwDH7ZqZ6GyxFFi1duOhaS48nQjfUO7O8JkAoiYUGzZJ6X6P1idoN1QvqxsioLi8tMMOuVUCoI3L26Ao9s6sV9H3fis5ZRnPjoXswq0sOkIbG7xwknxTqCf3xCGe5ZUwlbiAU/6PTjrhPLYNYp8eq+IbRavWEHFQB80GTDmTNzcenCApRkqdE44MbzOy3Y1uWERklg7QxzxHdzUTRohrXT3M8apQK+QDCcv497z0TB9ZNEBWe494yXAzoWu1Su0FPM+gvGipDpKTU3SDFCRZ8hYPGKCT0ZNGSU4JjwvdKh3O3y0Wgf9sb85jcdU4JcvRI3vHwYvXYKT++wAGA3jhfOy8cTl0wPOxX45WVplfjruXX489m1+OHrzXhkcx/u/7QbVpcflywoQHGWGs1DXtz3YQeGXAFUmjWYX2pAIMggR6fE+pvnYfWjrLPgkqcbcWxNFurydOga8WFzux2DLj+K+O/ip+HwKiS/Fb8NhIJewm8j1pek7MY3QeBGjKlr1ithcwdg1JC4eH4Bnt5hwS/ea8fGVjsuXVgAo5rEkMuPDw7Z8H7jMNz+ICpyNHj0AtahTRJjzqYumxcByhcWblKrFGBIBZseIOQU0SgJdNl8KM1mBZekxnK8sSZs06kQXRIvrYKc61N9j0Tul7WumALtOl6I9U2GXH6QJAEnRaNj2AuNSgGThkShUc06BJ0hx56fCgtK0kEGJKJD+CPKD7WnXq3A+pvn4aRH96B92IeLnm7EknIjKs1aHBnyYHePExTNoC5Pi4++Oxe1oWi3v59Xh5UP7UajxYNrXjiEG5YXY1aRHk0WD57baUGL1YtsLYlLFhQiFkgFgScvmYHKHC1e2TOIQ4MeDLr8MGpIrKzKwv0hYUqLg4oah8J+Y3FSaBxwsfk1MCZqGKvvcGUInZVi94zH/kS4VxCyfTPIYDxQadai8a4l2Ng6iiufP4Qhlz/jJM0g4ySdLAgTkycKg5qM2FDzT9rEmDGLyk34y9m1+NEbLfiqw4GvOhwR5SkIVsV5bokBOpUCa2eYw6HurpCDVKNkHSVmvRK/XFOJldVZuOW1Zgy7A/iyzR4ua1qeFi9fPQtl2eqxCZR3OimWyH+qMDrEMB4Jy+UiHe2SloWMzDIkQ2OkTqfT+M2jTtFjMERSfZ9EkI4yJnN8TGb/jwdRZiM1Jt7G//4uisZ1y4qxoioLt77RgsYBd4SzM1evxCPnT8OlCwvDzlebOxAu695Tq3D/2bVotXqwtcOBQSeFnT1OPLPDgncbh6MOmkgCePDcOlTmaOOyFF0UK4bCPStVlm2igjNA8t+Ze2Y6hJ6EY0WK6SlWBznX8esrt42lxm8i4zpWGXK++YXzC3DmrFy8e3AYL+6yoMCgwnXLirFMoIAsVp5CQeCPZ9bAqCHxp0+78cTXA2HGNIcsLYn3b5iDgpAiuUHN5qD7+raFWPefA9je5QwJgYyJgdTlafHu1bOAx9mfDSoSJkb6GwgPsYSCXtx9ifalo91ZJNYfheul764ohtXtx7uNNlFbAwDLKk1447pZ8PqDcHhpuANB0AxC7UyA5IXpmzQKMKGUBnwxvRwdGVP0kqub3LEm9X4TjUT7iNj16YyASAemQrtOJMJOTJUCgDL0fwJ0qP+6qLEUKW4qiFzVmIGRs9fit2ehSY0tP1yI8/5zEF912LGxzQ7w9jinNZjx3BUNyNWPzZX5BhVev3YWLn+uCS1WL+5+r11QPut8Lc6K7/AjFQR+e3o1fnt6Nd5vtKJ1yIvV9TmYWTymKSF/HBIAE2lsZTGVReZiKTuVzv1JIuzuDDKQQqfNi8YBd/wLeag0azGzyB//wgy+Ncg4SScJboqGSYvwyWe8EEEhDJrIhPj8e/nMjDarB102H/IMSpwxM5dNeN44jFf2DmHAQaHYpEZ9gQ6/XVuFReUmSUaGPqQcXGBku4xBTeLShYU4fUYutnU5sK/fBaOaxPxSA2YV6WHUKmFxUGOh/7m68Gmg6GQrZB8ITxdlsEX4J58uioabCkKvVshqW4uTgsGgFb1OTsLy8Qp9SpXpkqgAQKwk6WLiMlH38L6tWEilGJMjXRC2lfA0XE49xd4LiG67REPnpNou2XdLF+S8R7z+7/LRkCMHx4V+ceOS6xdyxrSUHRBrF7Fy+SHuc0sMOHDnYuzvc+HzllH4gwyWVZhQm6dFlnbMvnELddbpOOZgqM3ToTZPB5ePxqUUje8sK8b/re/C/n4X+h0UCo0qXLGoCJcsKEC+gS2vfdgDqyuACrMGNXm6KPaiXBsXr225usfK6SaGHV12FOay6UT4bSanPkLmidiYkiqLH+LPtTkQOd648SpnnMlhe/JZMNzPMesrZStibBDligyNObXjK9DrVCQunF+A0xtyJZ/L7/sAwgxYo1aJP55Vi5lFejy6uQ/buxygGUCvUmBVTTZ+d0Y1ZoU24Pz2K8vWYPOtC/DJkRHs6HZie5cD2VoSK6uzcPmiIhiIMWEjg4ZEjUk6hzi/Ddj/RNpDpC+JQc53iNd/x2PO3tFlx+xKrahQmzDslf98/vVR1+aSsDgVeOi8afjpST78Y3Mf3m0chkpBIFunxLHVWThjphnLKk3I0iiRpWGZZcBYHy/OUgP+MUdJda4OUOsinsXZOiDy8OZAnytqfPL/zv+dXBvNf9dEv0Ey98iZ76WuD/8uxTlYlIWfBha0FNN9IjBe615hOjL+Wow/R3HzBwAMOimMePzI06tZB5ufJz6kkh8pxZVLAHjtmpk4POTBvj43jgx5MLtYj2OqsjC7WB+VG9igJjG72ID3b5iDx7b0Y3u3A3v7XKjL0+G0GWbcdEyJaK5SqTB2blwuLjdhcblJ1FaKRUHwUWhUw00F4RY5SOanEBNrGzkOUFmM53iptgTPSYjdneC+kHv+eI6Tb3IajKMBnHP0/KcOhvca+SLaJxlkIAcZJ+kkIRBkMMhLnB8vRFAMciaoLpsPnkAQzYNeLK0yYWGZEWsbcvHAujr02ykwQEQ4g+jkRI0lkRcu/n10ELOK9ZhXahB1pGiUCtDByND/ZEKJ5DABuGts7gBohoHV5UeeQSWrbekpwBYcD/C/XbIMCiD0zSTEZfj38EMs+aHQQHpD6+VCyF6KV89olpd42yXyvWO13WQjHf3W5ZfpJA0xPbhxKUcsJBk7ILoZpWjQQdYeAQBBEJhbasTcUlbETtgH+GVI9Q/umkKTGh/W5cDioOALBKEmCRRlaSLu3dvjglatQJfNJylGl8om3EWNhcC6qSCUQRGaXgzYvQHA5UcBP29Zgn0jVptJlcUP8YcRUeNNbh2krpP7+1g/S9mKWGlhhOVJfdtkbEOsfhKv316ztBjXLC3GEYsb+/tdWFZpQllO7JAyFanA2oZcrG3IxRfNI/AEgtApFWyZVMxbY9ZbjuNdClLfR+qaZP6eDOy+gGi6Cs728dd6sfom/1p+SoiaPB2OC9kaTngGAPodFFy+IFyaGP2SimbI8PsfwDoQ+KKXB/pcEeOTHwYr/H8iNpr/rol+g2TukWPPpa4fT6Rl/p3Eted4PVuYjizWWozrgzQD5GhVYzm1ef093hpFbJ3I9euGQj2Or8uJW2d+n/nlKZWyw8TF2pA/nwsPURKBQRMtpAaw8+6oJwAnRUTM+VLvI1VPOeDvy8RSbclNrybVTonsCydCiGqq7gW/Dei0eTHz/u1h5+gHN87BzCJ90mHznTYvhkK5gDNiTt9OZJykkwSlgoBZ5OQ+XeBOs/IMSlhdAZRnqyNC8t1UEN4Am4MvnlgIn0FgETnd5QySkCVnUMsXv4jHvIl3qsnlIXRTNPJDYRokQYQZsPFO2lNJfSCnfpOFROsV6/p4bCip3wNjjBY5bNZ0gs/iNKhJ0QTwib5XvL9J1eOb0D9EyxBRouaDf5Jv0pAR47JnxBfOiyeHzSD8WTbbUS0dmiZlxyIElWLYB/51gSDDLpBDZXD1nVaghdUVQJ5BOS6sH+H7OezxmYl8uH0MSlWKiHfkj51EGdBizC0gevwLQ/yFAjbCOgAQ/d7J2iapfpWMTUjmOrnXpsqeE6I0W4NsnTLhcVRh1qDL5kOFWSN5TSyki2UjtSYRu0aqXcfDJqsJIipdBffOJAHoQzZB7PlCO8ldI6fuJg0JNxWEi6Ilx6oU4z+qHrx/88cndx33fsL/J7JWC/eBJL5BrHti9S9++/LFTtNlh9M9RuUimTLSPQ7Tva4RpiOLZ4/ZfkrBHdrTRNUzzhpFbAzwx7FQIImDGEM8HWtD/nwOxN+/cHWRMzey8ygDNUmESCTxxynXJkDia3ih3RCzM4mUI2yneOVIPV8OJmtMZ5Achlx+uKkgnr18Bo6rzU7Jqbmx1Y6fv98Gd0irICPm9O1Exkk6QXjkkUfwyCOPgKbZiabApEZWGpJRS4YKU6ywE0BgcYVJglnFwBdgWQN84Sd+eREhlILTVr7gBB1k0D7sRXWuNuI+OaHunNgEHQyCVCjCZYixtqTenXsfTWijzz95lcMcKDSqgVQWqhPEPEgUXL3khmTJZSmJhdRJXW9xUAmxWWNBOI7iQciUETuRT/S9hPfEglRI5VRBOvqtXLaQUkFEsCgtDgoOFR1mcXPX8vtoLDsgZTek6lij0UVslLlxIWXH+PXmO2Wk7KIvEISbCkbkW+b+KzSpw89i7XJku6W6aeXej4OWid3XhOOoKleDKkHYXTIsR7H+zo1/XyAYlV6GS+Ug/A5SdQDEGelRrBcRRwx3ndj1cuabWL+P9f5Sfwcg2zYkw04Rs/38Z3IOaDjZ67k1QKzya/J0kkxoOUgXy4Y/t8QTIIlXRioQjqPphdERNS6KZcEJv7MUU4tvJ/nfzkXREQ7LiHcJ/RzrG/LZdC4fDYNIlxPWiT8+5dqnuGOEis8CjrpHQkiJXyaAmMJ3QnuebrZXKmM0FSRThpy6ykpLkKZ1r3AcGTQkSIHdlmOPuXWe2HWxIGb/ObRZPWgfZkPTxfZZUuJJwjW3VEoXqfpw87nFQcHuZRnqUmsc4fwp1vddFI1CsDmnzXoVCoziaZS4enF7qo5hL0AAZp0SWVplwt871rdLtRw5/S+VPjpZYzqD1JAKe5RTub/tzZYwG3XI5c+IOX1LoZjsCnxbcMstt+DgwYPYtm1bWssVOi45GNRsAn5uwy4E/+8AIhwBAYHTgi++xL+OL44ifJZUvaTeQaMkMOKhJesb7925k1eThhTdQMRign0bkMj3SHd56Wz/ZMZRIs+fzHb6pkKq/Q1qdryatKSo7YmHZOyGmH2TsmNCexfPLgKxhZf4zxL+faL7iXAcGbXRdhNIfOyKvQe/fRw+dlMpfM9YbcOvg9z68OsxkW0b71nJ1isVGyr1TBdFh78HEJstnS6key6e7LldOI7EBNPk1lHsOv734qemEPumQOxvyGfTufziqtVSSOcYSuabxbK/3L85B6mU/U3Gjoz3e00W5NR1Iu2m2Lou0eePZ/vrVQooCIk1jMS+I1af5f886PTHfM94ezmurFhrC4eXtfXCdY1UWXwxtyDDhAk1R0PfTieOpjGdQXrAqdzvuH0hGu9agrUNuZhZFJ1LOINvBzJM0qMMUeEdItR+7iQwKrxBwGLhQl6jQkgo8TBJ4Ql+llY5xrgT1IP/sxR7JszqCV2bZ1BFhNjEO8nmP0PIpIq4ToplhNh5io5myBUOSRaJlDfZJ6uJPH+82+nbkNRdrnCH2JiN1fZSfVpoN4TX8ssVs1Pc//llRtwTqntE6LnA9oSZI04qLMIjVl/+e3JtwD2fby+FIXzjDUnxhgTHrtj44bcPl8RSigknNi5isXzi1QOIHyaY7jHJpQwQFY1KoF4R7yNgJ4V/L6POwm/CTz/ChXXH62eSwla8OVSKnRjrPcTqn07W4kTDTUWHuydSR87pVwh1+Gc3RYecrwycXhpmszLSXlB0uM8Z1GQEW5srQ6otY6XC4COd86JwHZnIeBZbX3Jl8de7cmxZuvvNVOuLsSCLgZfmtVCiiLW3kTNPiKWXSMbWF4qIdvLnZ8kc43H6LPczP6xfaBOl9nJiz+L+H8VaVUem4pH69sL0Qpw9aB/2wO0PsvZFhBGbCqb6evhoGtMZpA+VZm2GMZoBgIyT9KgDx/7gJ/WPFVYUoZoqOMkUC4HmTwpiYdJSZYstQPnlxAqXNGjYkMpERTuSncDC5dLfYCepoO3SPdl/UxcP491O8fr0NwHJvmO8thft0yJ2Q3gtIC0SIGW3RIWceGHfYnZXeA3/ufwxKBYiLLSXwhC+owWxvmEiB1npqoecVB/pHpNmvVKy3ETqFauuiYhQRPVxXvoRuaHzwncRm0PlCriJlSf3b1MdqdSbY3xx4x5g12hsCg/2/9MKdOE+w18n8fscf30YWSfxZ8rph+ken4l+41jrS+7nDNKLyV7jiT0/kX4jZo+SsS1i87pQhE1O/eP9LLYukNpvxXsW/z35wm+xIPWsAqM6Io1BOu3z0WzrM8ggg28+MuH2Rxk49odJIjySu0YqvDWRcCOxa7jfAeykzolpxKuz2HM5NgnHzJJ6VrpPssPlxknmPhngt0kqyISJTE2k67ukq5+MB8Z93ErYCCl7kkh9+Ey9ZOyRnOfGK4djfoiF8E1V8Nt+KvXNZOc5ILkxJrffJTtGuPsKjKqkx1gyzxbeIzaHJjKfjkfbTAWkUm/huBd+61jf3OYOjJXBWx9K2iCV4DsK2HrjPX4n6htPJVuUQepIpN+I2aNU7W6YmRlnD5YM0rkHEt4nZxzIWa9wzE9fIJgeVnkKdiAztjPIIIPxRoZJOomwOKhwIn65yfENGjKcfFsKoiewvFAK7hkRLFOx0EA+W0EgSBFPDCmWAI4Yw1SSmTUOp4vhcim/5DXCbzNRSPZkVW6Ic9rqmUKYzHiH2EzlukWd+Cf5vMk6gZczLsZ93Er8LpY9EbNjonZLwKYQhgVL2VXhuBPaW34d5LQPtxmLyawVPJv/bcYzUEisD0gxd1NmmghCG7lnxWobueJrHKSuiTfG4s2Z3M+JPDMe5N4nKego0i+5f8dbd4iyoARzqJQKdCLvMdkMNj4S3YAX8OxOvG/A/T5eeg2pb8PdN+Tyw6xjl/JibO1wfRyRzDruWxnUAlG6CZhbJuoby32XqR72K4VE6320vKfLR8Mrko4jkfWT2PtJ7WmASHsYzxbyx1jcNYVMOxBvfSPnWZL3UXRc8SepMSlcY0VF/KXQp1KxA5M9to+WsZRBBhkkjwyTdBLBT8QPRG80pSD3OrF7pJKExytT+Pd4J4By6jiVGSPCbzNRSLZNkukTqSCV5413Xady3dL1vMkaO5M1LuRATpvEa+8oBkaCdlH4+3iiDMnUUeq6ifo2Ys9JlrkbD1z4MCf2JKdt0jWG0zHHTRYS6Zfpeg+Xn5YU5jpa4U7hPeJ9A76zOpagmdS34e6TK6oSIdbkHxNzEdqoqbwuSxRy32Uqj+VYSLTeR8t7usdxLyR2byr7o1TXCOOxNhDCoI4v/iS3nFjichOJyR7bR8tYyiCDDJJHhkk6iSgwqtAx7AVIhENEuSTZAKSZWmrphOp8pgh3rSEUvuWi2ATgLooeEyDhGDAiZfIZDgDgpoJjCcTjnABKlSd2cipka43nCV1E2YT03wqMqjBbKqEy01RfbuEmt8xYfSLus5KofyrPi9U36ASZO2KMg3TXTU4dkj5JT/B5wvGdDiRSf/64iCWANmFjWGAv4rLj47S3mF2zuQPQqxWiLLlYfRmApHhe+HliDBgZfcLioNBh80KvUqA6VxdmvNE0g4JsFcAk1kd2dNpRmEdKskz44PqAXq2IEhECYjPfhH+TI85n0pBwU8HwdVKh8eFyBO0npy/KYYWK1S3Wd0rHGIjVZvx6yO1D/HUA9zMgECWT+DZxv5WKhIkhI8o92iGmVh8Lgw4KpIaOWHNJfQMA4fFDEoA7wK77YvVlYTkmDfsfx7KWYvK6fHSUw5cv5hLxf83YOOZ+lhTCi9EvkmXYJXpNLMhlqiW7ZkjGpqWCqDW0zHoLRXmm+vjUq8koMUYh4omO8YWbxETlouYJSlpESThmE1pTiNzLPQ8AlGoyatxK9aFk+6lBw87t8e6Nx2oXZbsmOA/GsiXxILxX6hmJ1E9OncWQyj4jgwwyODqQcZJOIrgNPT9EFCBAKggMOv1JhbNyp1tCYQdhyEQs4RB+WZyQAEkQYXEAOZAqTyw8Qvh7qevSgciypf9WaFLLDrNPZ32lvl88TETYSrqeF6tveBJ0ALopGjp1/L6cSt3iIZXvn+jzku0fcsqUUxZ/XITtiIgA2sSNYWl7Ifb7ZL6vWa+EzR0AzTBRYg1SfZkLSRPaEDnfT04dB51+kAoCABv2ZnFQMOuV4RB4u92b0DvaqQDgpMIKtrHA9QHu+/PfBZAOtRf7HvH6iUHDhjZyz+KeL4TQdsfrB7HuT5cNTMcYiNVmyfQhyd/zhEmkvo2sb2WSJwR1tCDR7yZHLJH7Pden2XyjY+IosfqysBx+2K/FQUkKynA2iY9Yol2xvr3wPROxv7GeIace44Vk1wzJ2LRUICxbbr25++IJAE0VGDQksuLUkz/PivYvnnCTmIiTsO34/xYVbtTEF12UehfhvcCYcC6AKKFGqT403mtbF0XLEqVKpNxEbEk8SN0bq5zxWtOn8i0yyCCDowOZcPtJBp8Zw572BzDopKBXJ/5p+Em1hUn+44kkSdWNExJIRSiCX54cIRO59YsHscTescpO9rnpqi+/LK69AfkCWWJIJWF7quUmAq4OiTJ39GlseyC595LTfqm2l1BQKB3jkUPK/V6mQEK6+oxce5GOcckfj3LFGoQ2nf/O/PJ8AZYdmUx76NUKDDopuKlAQjZdCllqJcscSeB+oa3imG+x7KvYO3OiM3KeFYutk4hd53+XdItRCJ8LpGbDhe0j1u5AauNLrM8CkDXOMhhDou3DF1zixoawHJePRpvVgzarJ9xfxb5zmFkqYqMMIWZe+Oc4IluxbGy67K+c/iRlMyYawjaXGiPA+I6TqbBGnQgMyrBjcfuXQFQuEfs4HmsK4b0RYmsCocZYawg+krH5se6JZUNSAX8Oi2VL4kHq3nT3b7ntn8HkoNPmxc5uBzptiZEBMsggUWSYpFMILoqGRkWiRBk9QckKTZLBYEokPEDIVEgGckQ0xE5003FC56Kik5VHlE1FXi98brJJ0lOBsKx4AlnxIPdElLuW/3Oq5SYC7r3tTGKTnhzGQSJI9L3k9pFU22s8mSCy2ShSQgMiAmhiY6l92AuNkgj/PV31lWNXkg2BTHVsx2L+yBnbscLuSkwagEBCNl0KiyuzkJUVybWJG14t0b4xIyBEGIuJRChIIdZ3EvubkJEixkhKV6hvqjZc2D5S75ouRjuf4cj/ltw1EelxCKkSBXVLUwjyVBfLKIjB/BSDRslGDRly2TUfxyY1qMdCdF0UHcE0AxC1ruHaRUowy6AhYSB4qUj8NOCLz5Lif2thXxBeK1WGFOTYVimbkU7IXVuLseHE5uPxZJglW/bRxnqTjEaQsZ/gIOyjFl90LmCxb84P4xeuidPF5HRRdNiui+2z5K4TkrH5se5Jx55PDPw5TGz9Jhex7hXum7i0UJwtTWTOSHSdlsHEodPmxcz7t8NNBaFXK9B41xJUmsdTqjSDbzMyTNJJhtB5KXWKJ9zUiUEum0ZOWenCRD5LCJaFkHyy8smsO4dUT0jl3p/oux5tzAS5SPS95LbbRH3H8UQq44E9wCFkCYyMBybL5iXKcIxVlvBePvtkPN4vkTKTHQfjZZ/iQQ4LJV3PTCf7aLyek0g5ybRLutpyKszJ6YJwfSK1RhOOdbF1TaLtQqd5XI8nxnvuS2ZtPRXm428ypNo2lf4odw/E/S0Z0cVk6pLKtcn0w4nuu5MxVvjikqnasMxYn1oYcvnhpoL45ZpKuKkghlwTJyLbOODGzm5HhsX6LUKGSTrJEJ5yFUItasz510mWJcb0kDgBFZY1LuJDcRKrS12frjoYNPKSlUveL6PN42GihAdSvT/Rd00nM4HfTxwOKs7VkRh0UPAS7D3p6DeJvpfcdpuo7yiFdIytVMYDf3OZ7n4jp0yDmhQVpxmPOghteiw2TDxWcKw25xwmfHZKOhfyiXxvPvNNOPfEYv+k2z4ly/4XZcKlwf6LPWu87o11rVCQA5BmUsVlaEW0i7wNSrJtmaxQTTJlTxT4z63O1cLipETtAb9ufHaXy0dDr1bATbHlcOk2EmkXm5tGvia6PlF9IY3tHe9ZUhhvFmQia+uJqpMcTHVWdSrQ8+YTgDcWeN8q0fePtwcKX6cWF7dLpb0lo3BSRDLlTETfTYTxm47yheALjKZqw6bCWM8gGlVmdgJrHHAj36AaVzZpvkEFvVqBK58/FP5dhsX67UDGSTrJEJu4U03YHS8EQ3TjnkTYhpx6xEqsnmi9k8FEbVClMB7vNB6YzIUA10Y2dwDKULihXHAn/ukSMUoUR8sCKh39cLLHkhCJvJNBMz5hm2J1iPeuCddb5BphGePRvsk46MRC0yay76XT3h4tY1sOXFR0yHZaxOZknmkl25bj2c8na27mP7fQpBa1SzEd3qF1lZsKQqNUjJWTwDuY9fHXnPHqkQym4nroaB3nU7Et0wW+ICcQKW7LvWsqYdCxvrncOTcRTNa9k4XxrnO88oXCu0dLu2UgH3zHpV6twGvXzBo3VmmlWYvGu5aEy28ccOPK5w9hY+sojqtFxlH6DUbGSTrFEO/Ui8+6464XmwBs7kD4JDQdz42FWHnzEmInppm1MBXwTXmndLMWIsrjndw77DKT3IWgVBAw8078x7WeR/FC6/+3d+dxUdX7/8Bfw77IIuKSgOBCoKKiaAtY6i3NpdQsl9JcKtsslzLzuiTX9FaW3Vxu39IUKrUy+5WVZWZaGmpXr4Gi4pLivqHIvg7v3x/cc2JgBgYcmJkzr+fjwaM8y5zP53w+77O8z6aVfliRpbYvN9PGdV2vprbP5m7fbbU9jZWrIctqq+vFlNr2vbr0VWUeZycdvNyc1HWk9EGz36tshW1hfbantfpK5eXWdTtW+U43YwzarMKu1bnCR0mU7Y2xp33M2R7V9o5+S9xRTPa3rastg4+XFVd9SsES9a9L361cDnOdzyqCl6tTreezx3au7zLb4zqhm3cmsxBHLucDAFo1dseRGd1x5HI+hn10GP1XpgIov8Mz0Nv83Ie5WjX2UJOhlRO0vKNUu5gktZKrOcVwdje8ClbdDlt5XO7sjUK4uTjBWadDkJ+7yStpNX0Mw5KPf1ji7te6TG8PbLVOtT45t/CV4Sp30/zvNz2kdh8laurjZvDhJku/ZL229bbVkzlb7Yc3w1Lbl5vp21WeBDCz/U1tn5WynM8qgl4ExaVlCPH3qPJBlop3aVb8t1KGq7V8bUVty2+KsXWsDDP2GhhLl7G++7nFL8LUdvvyv+mv5BbDu9jZrHIodx5WfJw7r/ivD4eY+5sVy6r82xt6eFeZ0nLqsz0beptYm9dsVJ6+LsdVeUV6HL6cB32ZoLmPG1r7/DWuWSM3wK38zu/qnvap+JSHqac1LHFnfI11scO76Sqr67bjZvuBvap8J2DlY7u67nsrqkvfrVyOih8Jqi6u3Z2doBdUWVZtPpB4M2o6v7Tkfq2++2ZD9n1bPaZ3JEpydNhHh9UPNimP2Fe+y7O+H70H/rqzdOfJLIxZdxQZeSVMkmoUP9xkJcZeJF35JKTyuJxCPXKL9CgoLoOXq1O9fBCkLsxZHtmW2ra/pdu4vvqMtctpybiihmHJPmNO+1e3PGWcl6sTCorLkFtUvt03tU+obj9SX+WvK0v9tjVjzNLLrm3fU6YHjB9DmLuMisPM/c2K86jroYTbOXPVFK+1OR40d3l6ERSUlJmcpqb+p4xv2sjVoh+PqS0tHGPWtT0d8ZjCqw79rC7rqS79qvI8FT8SVN08FT++drPlrouazi8drY+Zi+umYZ3JLFQ/jrT/XA5+TLuO9ov2qXeKbp4YVeXOzVaNPdAt2Afdgn0aLFnZqrEH2jf3AlD++D0/5KRNvJO0gYmUn7yev5oJFyedwZ1z+iI9Cor18HJzRrYYBpy+SA+UFKOJix6ers4IcAFysgtx6EYhvFyd0Kqxp8FVLg8A+iIgu8h4OapbVl3UtDxrySvSI/9/9axyFbA4Dyj6XzIhOxtwq8NXu6v7fQupyzJqmicnpxgZeSUI9HY1++5NS7exsd/Lzs4G8FecmKKMV6Zv6HKaUtN6rY+2tISbWoYZcdQQdbgZluoz5m5XKy8vr0iPM5kFyC8pQyt/DwS4OUPvWowC0QMleugLS4zuE4wtKyenGOevZgKofRzVZr9QmzbNK9Ljal753a1Nvd1uap9jbhlrWz5T01YcB8Ci+03gr75wMduwDKbK5AEgp7AYZ2ux/TbWv5Vh6v+X6ZGfW33dlHnUNkAhsivFvq3Hem3UZX+k1F+hrAdT/ba2w4GqfdLY+tYX6eElxfByBTzKgOzsQnU7nXc1E1dLcgH8Lx4LgUsm2qziKaepbWRDHP819DGmpftxXY+5LXGsbu2YrG0c6YvykJ1dtZzV9QF9kR4ZecUoKC7DpWtOaOpaAu8K/d3bx/jxfV36VcV5PMqKkZtfAj9vV2Rnmz6HaOKqlLPEYFmV27e+2qqm80tl3MXCPIN9deW7Xi1VtvqoZ338pqXPlW9GbeMo6egFeDfKqfdyWUpGXgnGrDuKgmLDC3uebk748tEIRDT1QkhjFwDFyM6u29NSKguc/7vrC+EpBRiTsB+ebk5Y82hEvTzqT5aVl1seEzXFEQDoxJypyGLOnTuHkJAQaxeDyKadPXsWwcHBJsczjohqxjgiunmMI6KbxzgiunmMI6KbV1McAUySNriysjJcuHABPj4+0Olq95EaW5KdnY2QkBCcPXsWvr6+1i5OnbEetkVEkJOTg5YtW8LJyfTbQBhHtoX1sC2OFkcKrbSfQkv1sce6OGocAfbZXjVhnazDEePIHtrFXFqqC2C/9bFGHPXo0QN79+6tt/lqms7UeGPDzRlW8d8N0Q+suf5qO85R1p+5cQTwcfsG5+TkVGPm2p74+vra1U7GFNbDdvj5+dU4DePINrEetsMR40ihhfarSEv1sbe6OHIcAfbXXuZgnRqeo8aRrbdLbWipLoB91qeh48jZ2blO68jc+WqaztR4Y8PNGWZsmvrsB9Zcf7Ud50jrz5w4AvjhJiIiIiIiIiIiAjBp0qR6na+m6UyNNzbcnGF1rU9dWXP91XacI66/mvBxe6qT7Oxs+Pn5ISsry+6uxFXEepA1aaXdWA+yBVprPy3VR0t1cQRabC/WiRqKltpFS3UBtFcfqhv2g5vjCOuPd5JSnbi7u2PevHlwd3e3dlFuCutB1qSVdmM9yBZorf20VB8t1cURaLG9WCdqKFpqFy3VBdBefahu2A9ujiOsP95JSkRERERERERERA6Nd5ISERERERERERGRQ2OSlIiIiIiIiIiIiBwak6RERERERERERETk0JgkJSIiIiIiIiIiIofGJClZXFlZmbWLQBWwPewT2822sD3sG9vPdrFt7Avbyz6wnWwT28U2sV2IqCImScliDh48iD/++ANOTvbdrcrKyqDX6w2GiYiVSlN3WmkPR6OVdmMckS3QUvtpJaYUWmobR6DF9tJaTAHabCct0FK7aClutNQuVDdMkNedvca9ObhFIIs4cOAAunTpgm+//dbaRbkpR44cwXPPPYf77rsPc+fOxcaNGwEAOp3OrjYEWmkPR6OVdmMckS3QUvtpJaYUWmobR6DF9tJaTAHabCct0FK7aClutNQuVDtZWVnYtWsXLly4wAR5HRQXFwMoj3utJpnZK+imJScn44477sDLL7+MV1991drFqbO0tDTExsYiNzcXrVu3RlJSEqZNm4a5c+cCsJ8DAK20h6PRSrsxjsgWaKn9tBJTCi21jSPQYntpLaYAbbaTFmipXbQUN1pqF6qdK1euoGvXrvj3v/+N/v374/3338fBgwetXSy7cfnyZTz44INYunQpAMDJyUmTiVIXaxeA7NuJEycQExOD1157DbNmzUJJSQm+/PJLpKWloW3btmjfvj26d+9u7WLWSESwYsUK9OvXD2vWrAEAnDt3Dhs2bMCsWbNQVFSERYsWQafTWbmk1dNKezgarbQb44hsgZbaTysxpdBS2zgCLbaX1mIK0GY7aYGW2kVLcaOldqHa+/777zFy5Ei8/vrr+Pnnn7Fz5058+eWXKCsrQ5cuXaxdPJtWWFiIkSNHIiAgAAcOHMDSpUsxefJkNVGqpbtymSSlOtPr9di8eTNEBC1btgQADBgwABkZGSgpKUF2djZatWqF5557DqNHj7Zyaaun0+lw4sQJuLq6qsOCg4PxxBNPwM3NDXPnzsUtt9yCadOmWbGU1dNSezgSLbUb44isTWvtp4WYUmitbbROq+2lpZgCtNtO9k5r7aKVuNFau1DtlZSU4I8//gAA3HPPPQgMDMTGjRvx888/o3379nB1dbWLZL81eHh4YOrUqejUqRPOnTuHFStWGCRKRUQ7606IbsKFCxfkjTfeEF9fX2nWrJkMGzZMjh8/LiIiKSkpMmrUKPnb3/4mly5dsnJJa/bWW29JbGysHD161GD41atX5eWXX5a7775bLl68aKXSmefMmTOaaQ9HwjiyLYwj+6aleBLRRkwpGFv2RWuxpNBSTIkwrmyV1uJHK3HDeKGnnnpKFi1apP47KSlJ7r77bjl8+LAVS2Xb9Hq9wb+Li4tl+/btMnr0aHnnnXdERCQ/P1+KioqsUTyLY5KUbtrFixdl4cKF0r9/f0lOTjYYt2XLFtHpdPKf//zHSqUz7dKlS1JcXKz+e9u2bRIWFiavvvqqXLt2zWDa3377Tdzc3GTXrl0NXcwapaWlybRp09R/X7582S7bw9ExjqyLcaQt9hpPItqJKQVjy77ZcywptBZTIowre2HP8aOluGG8kIhIWVmZlJWVybZt22Tq1Klqck9E5JVXXpFVq1ZZsXT2p7CwULZu3SpPP/20TJs2TWJiYuTEiRPWLpZFMElKtXL+/HnZunWrfPrpp3Ly5El1+IULF2Tv3r3qzlS52rB7927p0KGD/Pnnn1Ypryn79+8XnU4n27ZtMxi+bNkycXZ2loULF8r58+fV4ZcvX5YuXbrY3M4/JSVFmjRpIl5eXnLgwAF1+KVLl+yqPRwN44hxRJajlXgS0U5MKRhb9kVLsaTQWkyJMK5slZbiR0txw3ihyndB5uXlyY8//ijPPvusPPzww7Jt2zYJCgqSH3/80UoltG2V119ZWZnBvz/88ENxd3eX9957ryGLVa+YJCWzHThwQNq0aSN33nmnuLi4SJ8+feSbb75Rx1cOGJHyqzJ33HFHlSuO1pScnCw+Pj7y4osvGh2/aNEi8fHxkaeeekq+++47SU9Pl+nTp0tQUJBcuHChgUtrWnJysnh4eMizzz4rrVq1ktmzZxuMt5f2cDSMI8YRWY5W4klEOzGlYGzZFy3FkkJrMSXCuLJVWoofLcUN44VKSkrU/8/MzDToo/n5+fLSSy/JrFmzJCEhwQqls32V11/l11BkZGRIVFSUrFixQh1mLK7sDZOkZJYTJ05ISEiIzJ49WzIyMuT06dMSGxsrjz32mNHpjxw5ItOnTxc/Pz9JSUlp4NKadvDgQfHy8pL9LzT3AAAsq0lEQVQ5c+aISHkQHzlyRLZu3SrHjh1Tp1u9erXce++94uXlJR06dJDQ0FDZv3+/tYpdxf79+8XT01NmzpwpIiKvv/66tGnTRlJTU41Ob6vt4WgYR4wjshytxJOIdmJKwdiyL1qKJYXWYkqEcWWrtBQ/WoobxgtVvANy+PDhcuedd0qjRo3k8ccfl/Xr16vjKiYCtZDgsxRT6+/JJ5+UL774Qh23d+9e9f+1sv6YJKUaFRYWyvTp02X06NGSl5cnpaWlIiLyzTffSFBQkGRkZBhMf+zYMXnkkUckOjpa/vjjDyuU2LjCwkK5//77xcnJSR02cOBAiYmJEZ1OJ126dJHx48er4y5fviwHDx6U/fv329TLu8+dOyfBwcEyY8YMddiOHTukZcuWkpiYKCKitpGI7baHo2EcMY7IcrQSTyLaiSkFY8u+aCmWFFqLKRHGla3SUvxoKW4YL1TR4MGDpVu3brJx40ZZsWKF9O/fX6KiomThwoXqNJUfKae/mFp/r732mjqNXq/XTIJUhElSMkNBQYH8/e9/r/Iy4127dklAQIDRRyv2799vc49c6PV62bVrl0REREhsbKz07dtX7r//fvnll1/k0KFD8s4770jHjh3lpZdesnZRq3Xx4kWDR3gUTzzxhLRt21Zyc3OrjEtJSbG59nA0jCPbwjiyb1qJJxHtxJSCsWVftBRLCq3FlAjjylZpKX60FDeMF1IcP35coqOj5ffff1eHHTt2TObMmSOhoaEGX7mnqhx1/TFJSma5cuWK+v/KlZbTp09LZGSkZGZmquP27NnT0EWrtX379kmHDh0kJibG4KXjBQUF8txzz0lcXJzk5ORYsYSmGbtCo7TH9u3bpW3btrJhwwaD4WQ7GEe2gXGkDVqKJxH7jikFY8s+aS2WFFqIKRHGla3TWvzYe9wwXqiikydPio+Pj6xbt85g+NmzZ+Xvf/+7REdHy3fffWel0tk+R11/TiAyQ9OmTQEAIgInp/JuU1xcjBs3bqCgoAAAMGfOHDzzzDO4evWq1cppjm7dumHt2rVYuHAhmjVrBgAoKyuDh4cHQkNDkZ2drdbR1uh0uirDlLL26tULgYGBSExMNBhOtoNxZBsYR9qgpXgC7DumFIwt+6S1WFJoIaYAxpWt01r82HvcMF4cl4hU+bevry9iYmKwd+9e5ObmquOCg4MxduxYeHp6YufOnQ1dVJvE9fcXbhmoVirueAoKCpCdnQ1XV1fMnz8fixYtwsqVK9WDBVul0+nQuXNn9O3bFy4uLgD+2kkeP34cXbp0gaurqzWLWGt6vR46nQ7x8fH473//i02bNlm7SFQNxpFtYhzZJy3EE6DNmFIwtuyDVmJJoeWYAhhXtkYr8aPVuGG8aFtpaakag/n5+QDK+3KTJk0wZswYvPvuu/jss88MEoGRkZG455578OWXXyIvL88q5bYVXH+GXKxdALItpaWlEBGDnV9ZWZnRK23e3t6IiIjArFmz8PHHH2P37t2IiYlpyOKaVFM9Ktfn+vXrePvtt7Fx40b88ssvNrPzN7c9nJ2dAQCdOnWCs7Mzdu7ciQEDBvAKqZUwjhhHZDlaiSdAOzGlYGzZFy3FkkJrMQUwrmyVluJHS3HDeKGysjI1oT9hwgR06tQJEydOhI+PDwDgiSeewOnTpzFp0iSUlZVhxIgR8Pf3B1Aeqx06dICbm5u1im91XH9GNNRz/WT7Dh06JCNGjJCePXvK+PHjDd49UfELgIq0tDTR6XTi5+cn+/fvb8iiVqu29fjhhx9k7NixEhQUZNf1UCQmJkpqampDFJGMYBwxjshytBJPItqJKQVjy75oKZYUWospEcaVrdJS/GgpbhgvVNG4ceNEp9OJp6enLF++vMoHuuLj48XZ2VkmTpwob775piQmJoqPj4+8++67ViqxbeH6+4tOpNLLB8ghHTt2DLfddhseeOABhIeH4+eff0ZOTg66dOmChIQEAOXv16l4leDSpUuYNGkSFi5ciMjISGsV3UBd6nHu3Dls3rwZf/vb39CmTRtrFd1AXepRWlqqXgUi62AcMY7IcrQST4B2YkrB2LIvWoolhdZiCmBc2SotxY+W4obxQhVt374d8fHxeO2117B9+3bMnz8fS5Yswfjx49GoUSN1urVr1+Lrr7/G7t270a5dOwwaNAgvv/wygPJ3cBp7p60j4PqrxLo5WrIFZWVlMnv2bHn44YfVYXl5ebJ8+XLp1KmTjBgxwmD61atXy6lTp0REpKioqCGLWq261CM9PV1EbOvrhnWpx5kzZxq6mFQJ44hxRJajlXgS0U5MKRhb9kVLsaTQWkyJMK5slZbiR0txw3ihyo4dOyarV6+W69evi0j5XY9OTk6ybNkyyc7ONpi2pKREMjMzJSMjQx1ma328oXH9GWKSlEREZPz48dKzZ0+DYfn5+fLhhx9K165dZebMmSIikpSUJO3atZPRo0dLSUmJlJWVWaO4JjlqPcaMGVPtYyXUMBy1/2mlHowj26KVfiiirbqIMLbsjdb6nwjrxLhqOFrqa45cF8aL9lW+MFEx0ac8Ov7f//5Xjh07ZjCdLfZva+D6+wvvN3dw8r/bort164ajR48iLS1NfSzE09MTw4cPx7Fjx7B9+3ZkZmYiNjYWM2bMwL333mtTjyuwHveqLySnhsf+p516MI6sTyv9ENBWXQDGlr3RWv8DWCfGVcPRUl9jXRgvjkB5tYLy4a558+YBAKZMmQJnZ2f4+vpi2rRpWLFiBcLDw9X5NPOI+E3i+qvAColZskEnTpyQwMBAmTBhQpVbqi9cuCBOTk6yYcMGK5XOfKwHWZNW2o31IFugpfbTUl1EtFcfrdNie7FO1FC01C6sCzmKio9/L1iwQHQ6neh0Opk7d64VS2U/HH392dalIbKatm3bYv369RgwYAC8vLwQHx+PwMBAAOVXFbp27YomTZpYuZQ1Yz3ImrTSbqwH2QIttZ+W6gJorz5ap8X2Yp2ooWipXVgXchROTk7qHZE9e/YEACxZsgQvvPACgL/uliTjHH39MUlKqj59+uCLL77A8OHDceHCBQwfPhydO3fGJ598gnPnzqFt27bWLqJZWA+yJq20G+tBtkBL7aelugDaq4/WabG9WCdqKFpqF9aFHIWTkxMOHz6Me+65BzNnznSYBJ+lOPL604mIWLsQZFv279+PF198EadOnYKLiwtcXV3x6aefomvXrtYuWq2wHmRNWmk31oNsgZbaT0t1AbRXH63TYnuxTtRQtNQurAs5gmvXruHgwYPo3bs3AMdI8FmSo64/JknJqOzsbFy/fh25ublo0aKF+viCvWE9yJq00m6sB9kCLbWfluoCaK8+WqfF9mKdqKFoqV1YF3IkjpLgqy+OtP6YJCUiIiIiIiIiIiKH5hipYCIiIiIiIiIiIiITmCQlIiIiIiIiIiIih8YkKRERERERERERETk0JkmJiIiIiIiIiIjIoTFJSkRERERERERERA6NSVIiIiIiIiIiIiJyaEySEhERERERERERkUNjkpSIiIiIiIiIiIgcGpOkRERERERERERE5NCYJCUiIiIiIiIiIiKHxiQpEREREREREREROTQmSYmIiIiIiIiIiMihMUlKREREREREREREDo1JUiIiIiIiIiIiInJoTJISERERERERERGRQ2OSlIiIiIiIiIiIiBwak6RERERERERERETk0JgkJSIiIiIiIiIiIofGJCkRERERERERERE5NCZJiYiIiIiIiIiIyKExSUpEREREREREREQOjUlSsku9e/eGTqfDL7/8Yu2i1Im9l5+0QafTQafT1Xq+sLAw6HQ6pKenW75QRERENio+Ph46nQ7x8fHWLgqRqrrzivz8fEyfPh2tW7eGq6srdDodxo8fr46/du0aJk6ciKCgIDg7O7N/EzUAZV9S8c+ezquGDh1qUPawsDBrF8mimCQlm3DmzBm8+OKLiIqKgre3Nzw9PdGqVSvExsbi5Zdfxo8//mjtIhIRERmVlJSEp556CpGRkfDz84O7uzuCgoJw//3348MPP0ReXp7R+XJycvDOO+/gnnvuwS233AI3Nzf4+fkhOjoakydPxv79+6vMo1ykqPjn4eGB1q1bY8yYMdi7d299V5eo1pR+m5iYaO2iENmcytt1Jycn+Pr6IiQkBH379sWcOXNw+PDhOv32xIkTsXjxYly5cgXR0dGIi4vDrbfeqo4fMmSIup/q3r074uLi0KpVK0tVjYiqERISgri4OMTFxcHDwwPAXxc9avtnrtjYWOh0OsyePdus6SdPngydTodBgwapwzp06IC4uDh07969dhW2Ey7WLgDRtm3bMHToUOTk5MDZ2RkhISFo1qwZrl+/jj179mD37t1ISEhARkaGOk+rVq0QEREBLy8vK5aciIgcWX5+PiZMmID169cDADw8PNC2bVt4enri/Pnz2LRpEzZt2oRXX30VP/74Izp16qTO+8MPP2Ds2LHqvi0oKAhdunRBXl4ejh49ipSUFCxbtgyTJk3C8uXLqyw7PDwczZo1AwBkZWXhxIkTWLt2LT777DMkJCTgsccea4A1QEREllJxu15YWIiMjAxs3boVW7duxcKFC/HQQw/hgw8+QJMmTQzmM3VelJmZic8++wxeXl5IS0tDSEiIwfgDBw4gKSkJQUFBOHToEPz8/Oq3gkRk4PHHH69y53anTp1QWlpaZdqkpCQAQFRU1E3F6tixY7F7926sW7cOCxYsqDbBWlpais8//xwADI4r//nPfwIA0tPT0bp16zqXxVYxSUpWlZ2djZEjRyInJweDBg3Cv//9b4SGhqrjb9y4gY0bN6onoIqPP/64oYtKRESkKikpQb9+/ZCUlIQWLVrgzTffxPDhw+Hp6alOc/jwYSxduhSrVq3Cn3/+qSZJv/32Wzz44IPQ6/UYNWoU4uPjERERoc6Xl5eHjRs3Yv78+fjtt9+MLn/WrFkGj0xmZmbiqaeewoYNGzBp0iTcf//9aNy4cf1UnoiILK7ydh0AMjIysHbtWixYsABffvklDh06hD179hgkSUydFx0/fhxlZWWIioqqkiAFgLS0NABAXFwcE6RENmLZsmVGhyvJzGXLlqF37951/v0RI0ZgypQpSE9Px2+//Ya77rrL5LRbtmzBlStX4OPjgyFDhtR5mfaGj9uTVX3//ffIyMiAr68v1q9fb5AgBQB/f3+MGzcOmzZtslIJiYiIqvrHP/6BpKQkNG/eHLt378bYsWMNEqRA+eNI77//PrZv367eHXTlyhWMGzcOer0eM2bMwKeffmqQIAUAb29vPProo0hJScGECRPMKk/jxo2xatUqeHt7IycnB1u2bLFMRYmIyGoCAwMxZcoU7Nu3D7fccgvS0tIwdepUs+YtKCgAgCr7JnPHE5H2BAQEqI/Or127ttpp16xZAwB4+OGHHWo7wSQpWdXJkycBALfeemutHp2v7gXlxcXF+Oc//4mIiAh4eHggKCgIzzzzDK5evWryhfsVh2dlZWHq1Klo1aoV3N3d0a5dO7z22mtGb3svKCjAp59+ilGjRiEiIgKNGjVCo0aNEB0djQULFph8Dx2RrVm3bh1uu+02NGrUCAEBARg6dChSU1Nr/Ttvv/02dDodmjVrhj/++MNg3J9//olHHnkETZs2hZeXF6Kjo/H+++8D4MegyL5kZWVh6dKlAIB33323xhfW9+zZE7GxsQCA5cuXIzMzEx07dsTChQurnc/d3R1Tpkwxu1y+vr7qu+YYS2TPzpw5g2effRatW7eGu7s7AgMDMWDAAPzwww/Vznf06FE89dRTaNeuHTw9PdGkSRPExMRg3rx5uHjxosG0P/30E55//nl06dIFAQEB6usynn32WZw5c6Y+q0dUa6GhoXjvvfcAlCcuzp49q46rfF6Unp4OnU6n3m3266+/Gry7MDEx0eADTh999JHRdxvW9K5DU8du165dw/Tp0xEZGQkPDw94e3sjLCwM/fv3V+tQ2fXr1zF79mz1+xQ+Pj644447sHLlSpSVldVybZEtq9ivvvrqK8TGxqJRo0Zo3rw5xo0bh0uXLqnTJiQkICYmBt7e3mjWrBmeeeYZZGVlVflNvV6PjRs34vHHH0fHjh3h5+cHLy8vtG/fHjNmzDB4bV9FeXl5mD9/Pjp37gxvb294eHggJCQEvXv3xhtvvIGSkhKD6VNTUzF69GiEhITAzc0N/v7+CA8Px6OPPorNmzdbcC3V3o8//ojBgwejefPmcHd3R3BwMCZMmIA///yzyrTKo/NffPEFiouLjf5ebm4uNm7caDC9wxAiK1q2bJkAED8/P8nMzDR7vl69egkA2b59u8HwkpISue+++wSAAJCIiAiJjo4WFxcXCQsLkxdeeEEAyLx58wzmmzdvngCQqVOnSvv27cXFxUWio6MlLCxM/a0nn3yySjl27twpAMTFxUWCg4Ole/fuEh4eLi4uLgJAunXrJvn5+WaXn6ghKX37zTffFADSokUL6d69u/j4+AgA8fT0lJ07d1aZLzQ0VADIqVOnDIbPnTtXAEhwcLAcOXLEYFxKSor4+/urvxsTE6P+zuTJk03+JpEtWrt2rQCQpk2bSklJSa3mDQ8PFwCyZMmSOi1biZWEhASj4yMiIgSALF26tE6/T1Qfauq3Fe3Zs0fdX3h7e0tMTIwEBwer+6y5c+canW/NmjXi5uam7me6desmkZGR4u7ubnTZzs7OotPppFmzZhIdHS1RUVHi7e0tAKRJkyZy6NChKstQjhcrH0cS3Qxz40Ov10vLli0FgHz44Yfq8MrnFRcvXpS4uDiJiooSAOLr6ytxcXHq365duyQuLk7dHzVr1sxgvEKJuZrKXfHY7caNG9K2bVsBIG5ubtKhQwfp1q2bNGvWTHQ6nfj5+VX5ndTUVAkKCjKYp23btqLT6QSAPPzww1JWVmbWuiTbp/SrpUuXqucNXbp0UbfVHTp0kIKCApk8ebIAkDZt2kjHjh3V8+tevXpV6Q9nz54VAOLk5CS33HKLuv338PAQABIWFiaXLl0ymKekpETuuOMOdb6IiAjp3r27tGzZUpycnASAQX7i999/F09PTzV30aVLF4mKihI/Pz8BIEOGDDF7HdRlX6KsN2P5gylTpqjjmzVrJl27dhVfX181/pOSkgymLyoqkoCAAAEgX331ldHlffTRRwJAQkJCRK/XG53m1KlTAkBCQ0PNroc9YJKUrOro0aPqRigmJkY2bNggN27cqHE+U0nGt956SwBIQECAwcbgzJkz0rVrV3F1da02Serq6ip33323nD9/Xh33zTffiLOzswCokvhJT0+X9evXS05OjsHwixcvysMPPywAJD4+3uzyEzUkZWfq6uoqixcvVneAeXl5Mnr0aHWnVznRX/mguKysTD2Qadu2bZVEp16vl06dOgkAGTBggFy/fl0dt2HDBnF3d1djk0lSsgeTJk0SADJ06NBazXf16lU17pKTk+u07OpOpo8dO6aeROzYsaNOv09UH8xNAuXl5UmrVq0EgIwYMUKys7PVcYmJierx2Pfff28w3969e9X9yIwZMyQ3N1cdV1xcLJ9++mmVi34ffPCBwfGeiEh+fr4sXLhQAEjv3r2rlI9JUqoPtbmI8NBDDwkAefrpp9Vhps4rtm/friaVjElISBAAMm7cOKPj65IkffvttwWA9OvXT65du2Yw/enTp+Vf//qXwbDc3Fw1qTp58mTJyspSxx06dEg6duwoAGT58uUmy0H2RelX3t7esm7dOnX42bNnpV27durxlZ+fn2zdulUdf+DAATWxV3kfcOPGDUlMTKzS5zIzM+X5558XADJ+/HiDcRs2bBAA0qVLFzl79qzBuCtXrsi7774reXl56rD7779fAMisWbOkqKjIYPq9e/fK2rVrzV4HlkySvv/++wJAWrdubTCutLRUFixYoCaiCwoKDOZ79tln1YsQxvTt21cAyMyZM02WiUlSonqiHIwqfzqdTiIiImT8+PHy2WefSWFhYZV5jB0M6PV69SrkmjVrqsxz/Phx9eDaVJLU09OzykZSRGTYsGECQN555x2z65Wfny9ubm4SHh5uVvmJGpoSc4MHD64yrqioSFq0aCEAZPXq1QbjKh4Ul5aWyvjx4wWAREVFycWLF6v81ubNm9U7c4xdBFHij0lSshdDhw4VADJt2rRazZecnKz29YongrVh7GQ6KytLfvrpJ+nQoYMAMLgTiMgWmJsEWrlypQCQ5s2bVzmhExF57rnnBIDcddddBsMHDhwoAOTxxx+3SHl79uwpAOTcuXMGw5kkpfpQmyTp1KlTBYA8+OCD6jBbSpI+/fTTAkA2btxYY11ERL2bsGJ9KkpJSRGdTidt2rQx6/fI9in9asqUKVXGffDBB+r4ygl1EZGZM2eqCfXaCAkJES8vL4Onf15//XUBzH+yR3lSp67HbxVZKkmqnK85OzvL/v37jc6nXFj5+OOPDYbv2rVLAIiHh0eV87OLFy+qeRNjT1UotJok5TtJyepmzZqFbdu2YeDAgXBzc4OI4OjRo0hMTMSoUaNw6623Gn33aGWHDx/G+fPn4e3tjeHDh1cZ365du2q/3gYA/fv3R3BwcJXhPXr0APDXO1QrKisrw8aNGzFp0iQMGDAAd911F3r27Im+fftCp9Ph+PHjyM/Pr7H8RNYyadKkKsPc3Nzw5JNPAih/x40xxcXFGDlyJBITE9GjRw/8+uuvaNGiRZXpfvrpJwDAsGHDjH491dwP0xDZipycHADlH1iqy3x1mbeyCRMmqO/18vPzQ9++fZGWloaRI0fi22+/vanfJrIW5YNjEydOhIeHR5Xxyjt6d+3apb73vaCgQN3PzJgxo1bL27dvH2bOnInBgwejV69e6NmzJ3r27Iljx44BAA4cOFDnuhDVB2XfUXF/YktCQkIAlL9r0tj3HCr7f//v/wGAesxZWefOnREWFoaTJ0/i3LlzlisoWd0TTzxRZVh0dLT6/48//niV8V27dgVg/JwcALZt24Zp06Zh0KBBuPvuu9VtelZWFvLz83H8+HF1WqWvbtq0yaxzdWX69evX1zhtQ9m9ezcuXbqEbt26qeumssGDBwMofzdxRXfeeSfatWuHwsJCbNiwwWDcunXroNfr0a1bN3To0KF+Cm/DXKxdACIA6NOnD/r06YOCggLs27cPv//+O77//nv88ssvOHPmDAYOHIj9+/cjMjLS5G8oG73IyEi4ubkZnaZz587VJlzbtm1rdLjyVeLc3FyD4Tdu3MDAgQOxe/fu6qqHzMzMWn2YiqghtW/fvtrhysliZY888gj279+PXr164dtvv4WPj4/R6ZTY7Ny5s9HxoaGh8PX1RXZ2dm2LTmQVSl+v7cf5KsZIXl4efH1961yG8PBwNGvWDCKCS5cu4eTJk3B1dUWPHj3QuHHjOv8ukTUp+xtTJ2Xh4eFwc3NDcXEx/vzzT3Tu3BknTpxASUkJ/P39ERERYdZyRATPP/+8yY/IKK5fv167ChDVM+Vc5Gb2H/VpwoQJeOutt5CYmIgffvgB/fv3x1133YU+ffqgTZs2VaY/ePAgAODVV1/FP//5T6O/qXx05/z580ZvZiH7ZOy8u2nTpup/jfVxZXzlc3Llxo2vv/662mVW3KYPHToUYWFh2LJlC1q2bKn21d69e6Njx45V5p06dSq2bt2KiRMnYvHixbjvvvvQs2dP9OnTB02aNKmxvvVBiZ/09HT07NnT6DQ3btwAUB4/lY0ZMwbx8fFYu3atQdJa+aq9w32w6X94JynZFE9PT9x1112YPn06tm3bhh07dsDb2xsFBQVYvHhxtfMqJ6umEjU1jQNM39nj5FQeKiJiMPzFF1/E7t27ERERgS+//BLnz59HUVERpPxVFggKCgKAKl/GI7IlykWAypo3bw7A9N0KJ06cAABERERUG1uWiE0iW6Js20+dOlWn+eoyb2WzZs3Cb7/9hqSkJPz555/47bff4OPjg+nTp6sHt0T2RjnxNbVf0ul06kmysm9SLrD5+/ubvZxPPvkE7733Hry9vfHee++pT/0ox2+jR48GwOM3sj1nzpwBYDpGrK1ly5bYvXs3HnroIWRlZeGjjz7Ck08+ibZt2+LOO++scmOJ8qXy//73v0hKSjL6p8R6QUFBg9eH6o+xG4iUr96burlIGV/5nPyNN97A119/jRYtWuDjjz9Geno6CgsL1W16XFwcAMNture3N3bu3IkJEyagrKwMn3/+OZ5//nlERUWhY8eO+O677wyWMWjQIGzatAmxsbE4duwYlixZguHDh6NFixYYMWKE0SRkfVPi5+rVqybj59ChQwCMx4+SBP3111/VO7WPHDmCP/74A87OznjkkUcaqCa2hUlSsmk9e/bEc889BwD4z3/+U+20SoKz8pWliiz5aEppaal6u/3GjRsxbNgwtGzZUr2LtbS0FJcuXbLY8ojqy9WrV40Ov3LlCgDTCcwvvvgCLVq0wIoVKzB16lSTv9/QsUlU32JjYwGUP/JrzuOEisDAQISHhwOo+tjTzYqLi8PKlSsBlD+SzDuzyR41atQIwF/7n8pERN1nKfsm5b/K3TLmWLt2LQBg8eLFePbZZ9GuXTt4enqq48+ePVvrshPVt7KyMjXJeNtttzXYcisnpBSmnqZo3749NmzYgBs3bmD79u2Ij49HZGQk9uzZg379+iE9PV2dVon548ePqwktU3+9e/e2dNVII5RtemJiIh577DGEhobC3d1dHW9qmx4cHIzVq1fj+vXr2LNnD9544w10794dhw8fxtChQ/H7778bTD9w4EAkJSXh6tWr+Prrr/HCCy/A398fX3zxBR544IEGv7CmxM/o0aNrjB9jT9O2adMGsbGxKCsrw7p16wCUX0QEgH79+qk3zDgaJknJ5imPZhQXF1c73a233goASEtLM7mBUm5Jt4SrV68iLy8PAQEBRh/vSk1NhV6vt9jyiOrLkSNHqh2uxFZlt956K37++Wc0bdoUS5YswSuvvGJyOsD0u93OnDnDhA7ZlYEDB6JRo0a4cuVKlfc41WTkyJEAgBUrVlh8HzF06FDccccduH79Ot555x2L/jZRQ1D2F4cPHzY6/vjx4yguLoazs7P6qKbyCP6NGzdw9OhRs5ajJGmUCx4VlZSUmNwvElnT119/jUuXLsHV1RX9+vWr9+UpF7mNXUzPyspSH4M3xd3dHb1798a8efOQmpqKuLg45Obm4tNPP1WnUV6tkZqaasGSk6Opbpt+7dq1Gu/ydHFxwe23345XXnkFe/fuxahRo6DX67F69Wqj0wcEBGDIkCFYunQpUlNT4efnhz/++AP79u276brUhiXiZ+zYsQDKE80ioiZLHfVRe4BJUrKyjIwMk1cnFbt27QIA9e4bU9q3b4+goCDk5uYaPWk9efIkdu7cWffCVqLccZCdnW309vVFixZZbFlE9cnYO9mKi4uxatUqAKj2QLxDhw7YunUrAgICsGjRIrz66qtVpunbty+A8pfzG7tjNDExsY4lJ7IOf39/vPDCCwDK31FV8a4YY5KSktR92fPPPw9/f38cOnQIs2fPrna+oqIiLF26tFZlmzlzJgBg6dKl1d69TWSL7rvvPgDAypUrUVhYWGW8Eg9xcXFqAsfT01PdT7399ttmLUc5hrt8+XKVcQkJCSafsCCyltOnT+P5558HUJ7UqPj6lvqi3Kiyd+/eKuM+/PDDWv2Ws7Oz+iHcCxcuqMOHDRsGoDy2azonJDKlum364sWLa31R+o477gBg2FdNad68OVq3bm329JZ01113ITAwECkpKWZ96NqYESNGwN3dHQcOHMB7772H06dPw8fHB0OGDLFsYe0Ik6RkVWvWrEF0dDRWrlyJa9euGYy7ceMGXn31VfXdajV9AdvJyUl95Hfy5MnYs2ePOu7cuXMYMWKE+h4TS/D390fHjh1RWlqKadOmqXe66vV6vPnmm/j8889NfkCKyJZs2rQJS5YsUQ9OCwoKMHHiRFy4cAEhISEYNWpUtfN37twZW7ZsgZ+fH1577bUqL96/99570blzZ2RkZODRRx81eCTy66+/xuuvvw5XV1eL14uoPsXHx+POO+/E5cuXceedd+KTTz6pktQ5duwYJk2ahN69e6uPDzdv3hwJCQlwdnbGm2++iUcffbTK3W8FBQVYv349unbtavIuBlMGDx6M9u3bIzMzE//3f/93c5UkamCPPPIIWrVqhcuXL2P8+PEGif41a9bggw8+APDXxQDFvHnz4Orqig8//BCzZs0y+FJxSUkJPv/8c/z222/qMOUDF3PmzDFIiG7evBkvv/wyPDw86qV+RLWVkZGBpUuXonv37rh48SI6dOjQYE8KDBgwAEB5nFRMPm3evBnz58+Hi0vVb0DPnj0bq1atqvL6i9TUVPU1Zd26dVOHP/3002jTpg22b9+O0aNH4+LFiwbz5ebmYv369XjxxRctVS3SIGWb/tJLL6n7DRHBxx9/jLffftvoNv1f//oX3n333SqJ1TNnzqgXASr21VGjRmHTpk1Vnm7dsGEDDh48CJ1OZ/IL8/XFw8MD8+fPBwAMHz4cX331VZWLDampqXjllVeQlJRk9DcaN26MQYMGAQCmT58OAHjooYcc+6PTQmRF7777rgBQ/1q3bi233XabhIeHi5ubmzp8+vTpBvP16tVLAMj27dsNhpeUlEi/fv3U+SIjI6Vr167i4uIiYWFh8sILLwgAmT9/vsF88+bNEwAyb948o+VMSEgQADJu3DiD4d98843odDoBIAEBAdK9e3cJDAwUADJ37lwJDQ0VAHLq1Cmzyk/UkJQ4efPNNwWAtGjRQnr06CG+vr4CQDw8POTXX3+tMp+pfr1nzx7x8fERALJ48WKDcSkpKeLv7y8AxMvLS7p37y5hYWECQF544QX1N8+cOVOfVSayqJycHHnooYfUWPL09JSoqCjp0aOHBAUFqcODg4Pl4MGDBvN+++230qRJE3WakJAQ6dGjh3To0EE8PDwEgOh0Opk8ebLBfEqsJCQkmCzXqlWr1JguKCioj6oT1YrSbxs1aiRNmjQx+Xfw4EHZs2eP+Pn5CQDx9vaW7t27S0hIiBorc+bMMbqMTz75RFxdXdX9TLdu3aR9+/ZqPFWMmdOnT0tAQIAat9HR0eo+qU+fPjJ69GijcVbT8SJRXSjxER4eLnFxcRIXF2dwnKT8DR8+XK5du1ZlflPnFdu3bxcA0qtXL6PLNXV+o7hy5Yq0aNFCAIi7u7tBnMycOdPo8eCQIUMEgDg5OUm7du3ktttuk3bt2ql16NOnj5SUlBgs58iRI9K6dWt1vvbt28vtt98ut956qzg7OwsAuf3222uzSsmGKX3BmFOnTgkACQ0NNTreVJ/et2+fuLu7CwDx9fWVmJgYadmypQCQxx57zGiMTJkyRS1LWFiY3HbbbRIZGan2uaioKLlx44Y6vbJfcnd3V4/1brnlFvU35s6da/Y6qMu+RFmOsfzBzJkz1fEBAQHSo0cP6datm7qfAyA//PCDyd/+6quvDLY1P//8s1llqqm97BXvJCWreu6557Bt2za8/PLLiI2NhV6vR3JyMs6fP4/Q0FCMHTsWO3fuxFtvvWXW77m4uODbb7/FggULEB4ejpMnT+LSpUsYN24cfv/9d/UFzpb6kvYDDzyAH374AbGxsSgoKMDRo0fRrl07rFmzRr2qQ2TrZsyYgbVr1yIkJASHDh2CTqfD4MGD8fvvv+Puu+82+3duv/12fP/99/D29sZLL72E5cuXq+M6d+6Mffv2YdSoUfD09ERqaip8fHywfPlyLF26VH35P79yT/akUaNG2LBhA3bs2IEnnngCISEhSE9PR0pKCkQEgwYNwqpVq3Ds2DFERUUZzHv//ffj5MmTeOutt9CnTx8UFxcjOTkZZ8+eRWRkJKZMmYLk5GQsWbKk1uUaM2YMWrZsiUuXLtX6TlSi+pSbm4tr166Z/CstLcXtt9+OlJQUPP300wgMDMSBAweQm5uLfv36YdOmTXjttdeM/vaYMWOQnJyMCRMmIDAwEKmpqbh69So6duyI+Ph49O/fX522VatW2L17N4YNGwY3NzekpaXBw8MD//jHP7B582ajd8gR1bfjx4+rX6ROS0tDaWkp7r33XsyePRuHDx/G+vXrERAQ0GDladq0KZKSkjB8+HB4eXnh6NGjaNy4MRISEvD6668bnWfOnDmYOXMmevTogdzcXCQnJ6OgoAC9evXCxx9/jC1btlSJr8jISKSkpOCNN95Ajx49cP78eSQnJ6O4uBi9evXC22+/jc8++6whqkx2KiYmBjt27EDfvn1RVlaGtLQ0NGvWDEuXLsVHH31kdJ5nnnkG8fHxuPvuu1FSUoLk5GRkZmaiR48eWLZsGf7zn//Az89Pnf6jjz7CU089hfDwcFy4cAEHDhyAl5cXHnzwQfz6669WPfd//fXXkZSUhEcffRTe3t5ISUlBeno6goOD8fjjj2PTpk245557TM4/cOBANGnSBAAQFBTk8B9J04nw5R/kOB544AF89913+OqrrzB06FBrF4eIUP5C9cDAQPj7+yMzM9PaxSEiIiIiIqoX8fHx+Mc//oF58+YhPj7e2sWps/T0dLRu3RqhoaE1vp/fnvAyKTmMc+fO4aeffoKzs7P6MmYisr6EhAQAxr9ISUREREREpDWrV6/G1q1bAZS/27RFixZWLpF5Zs2ahR07dqCoqMjaRakXfNyeNGfBggU4fvy4wbCjR49iyJAhKCoqwpAhQ+xmA0SkFQcPHsSKFSsMPsIhIlizZg3mzp0LoPyxFyIiIiIiIq07e/as+oqNyh//tGWHDx9GUlIS9u3bZ+2i1As+bk+aExYWhtOnTyMwMBBhYWHIyspSk6Zt2rTBjh07EBQUZOVSEjmWX375BX369IGzszNCQ0PRpEkTnDx5EteuXQNQ/nXT999/38qlJCIiIiIiIkfFJClpzqpVq/DFF18gNTUV165dg5OTE1q3bo2hQ4fipZdeQuPGja1dRCKHc+XKFSxevBhbtmzB2bNnkZWVBV9fX3Tt2hUTJ07EyJEjrV1EIiIiIiIicmBMkhIREREREREREZFD4ztJiYiIiIiIiIiIyKExSUpEREREREREREQOjUlSIiIiIiIiIiIicmhMkhIREREREREREZFDY5KUiIiIiIiIiIiIHBqTpEREREREREREROTQmCQlIiIiIiIiIiIih8YkKRERERERERERETk0JkmJiIiIiIiIiIjIof1/Idpqop28bSoAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from gammabayes.utils.plotting import defaults_kwargs\n", "from matplotlib import pyplot as plt\n", "from corner import corner\n", "\n", "sampling_results = sampler.results\n", "\n", "\n", "corner(sampling_results.samples, \n", " weights=np.exp(sampling_results.logwt-np.mean(sampling_results.logwt)),\n", " labels=['Signal', 'bkg', 'CCR', 'Local', 'Diffuse', 'mass [TeV]'],\n", " truths = [signal_fraction, 1-signal_fraction, ccr_frac, local_frac, diffuse_frac, 1.],\n", " axes_scale=[*['linear']*5, 'log',],\n", " bins=91,\n", " **defaults_kwargs\n", " )\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now you essentially have everything you need to know to perform your own inference. \n", "\n", "However, in the next tutorial we provide some more information about how to use data from multiple separate observations to perform this kind of inference. " ] } ], "metadata": { "kernelspec": { "display_name": "testofwest", "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": "3.12.0" } }, "nbformat": 4, "nbformat_minor": 2 }