diff --git a/.gitignore b/.gitignore index 0875516..6030486 100644 --- a/.gitignore +++ b/.gitignore @@ -1,6 +1,7 @@ # Python virtual environments venv/ venv_csiborg/ +venv_gpu_csiborgtools/ # Compiled Python files *.pyc diff --git a/README.md b/README.md index e1af557..7cc0869 100644 --- a/README.md +++ b/README.md @@ -2,6 +2,11 @@ Tools for analysing the suite of Constrained Simulations in BORG (CSiBORG) simulations. The interface is designed to work with the following suites of simulations: *CSiBORG1* (dark matter-only RAMSES), *CSiBORG2* (dark matter-only Gadget4), *Quijote* (dark-matter only Gadget2), however with little effort it can support other simulations as well. + +## TODO +- [ ] In flow models test in a script that indeed the parallelization is working. +- [ ] Extend the parallelization to supernovae/simple distances. + ## Ongoing projects ### Data to calculate diff --git a/csiborgtools/__init__.py b/csiborgtools/__init__.py index 5c9ccbb..2c9fa70 100644 --- a/csiborgtools/__init__.py +++ b/csiborgtools/__init__.py @@ -20,8 +20,9 @@ from .utils import (center_of_mass, delta2ncells, number_counts, binned_statistic, cosine_similarity, fprint, # noqa hms_to_degrees, dms_to_degrees, great_circle_distance, # noqa radec_to_cartesian, cartesian_to_radec, # noqa - thin_samples_by_acl, numpyro_gof, radec_to_galactic, # noqa - heliocentric_to_cmb, calculate_acl) # noqa + thin_samples_by_acl, BIC_AIC, radec_to_galactic, # noqa + heliocentric_to_cmb, calculate_acl, harmonic_evidence, # noqa + dict_samples_to_array) # noqa from .params import (paths_glamdring, simname2boxsize, simname2Omega_m, # noqa snap2redshift) # noqa diff --git a/csiborgtools/clustering/__init__.py b/csiborgtools/clustering/__init__.py index 0c3cf7f..50b77b3 100644 --- a/csiborgtools/clustering/__init__.py +++ b/csiborgtools/clustering/__init__.py @@ -12,16 +12,15 @@ # You should have received a copy of the GNU General Public License along # with this program; if not, write to the Free Software Foundation, Inc., # 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. -from warnings import warn +from warnings import warn # noqa -from csiborgtools.clustering.knn import kNN_1DCDF # noqa -from csiborgtools.clustering.utils import (BaseRVS, RVSinbox, # noqa - RVSinsphere, RVSonsphere, - normalised_marks) +from csiborgtools.clustering.knn import kNN_1DCDF # noqa +from csiborgtools.clustering.utils import ( # noqa + BaseRVS, RVSinbox, RVSinsphere, RVSonsphere, normalised_marks) # noqa try: - import Corrfunc # noqa - - from .tpcf import Mock2PCF # noqa + import Corrfunc # noqa + from .tpcf import Mock2PCF # noqa except ImportError: - warn("`Corrfunc` not installed. 2PCF modules will not be available .") # noqa + warn("`Corrfunc` not installed. 2PCF modules will not be available.", + UserWarning) # noqa diff --git a/csiborgtools/field/__init__.py b/csiborgtools/field/__init__.py index ff5ceee..53e41a5 100644 --- a/csiborgtools/field/__init__.py +++ b/csiborgtools/field/__init__.py @@ -12,15 +12,25 @@ # You should have received a copy of the GNU General Public License along # with this program; if not, write to the Free Software Foundation, Inc., # 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. -from .density import (DensityField, PotentialField, TidalTensorField, # noqa - VelocityField, radial_velocity, power_spectrum, # noqa - overdensity_field) # noqa +try: + import MAS_library as MASL # noqa + import Pk_library as PKL # noqa + + from .density import (DensityField, PotentialField, TidalTensorField, # noqa + VelocityField, radial_velocity, power_spectrum, # noqa + overdensity_field) # noqa + from .interp import (evaluate_cartesian_cic, evaluate_sky, evaluate_los, # noqa + field2rsp, fill_outside, make_sky, # noqa + observer_peculiar_velocity, smoothen_field, # noqa + field_at_distance) # noqa +except ImportError: + from warnings import warn + warn("`MAS_library` and `Pk_library` not installed. `density` and " + "`interp` related modules are not available. " + "Please install `Pylians`.", UserWarning) + from .enclosed_mass import (particles_enclosed_mass, # noqa particles_enclosed_momentum, field_enclosed_mass, # noqa bulkflow_peery2018) # noqa -from .interp import (evaluate_cartesian_cic, evaluate_sky, evaluate_los, # noqa - field2rsp, fill_outside, make_sky, # noqa - observer_peculiar_velocity, smoothen_field, # noqa - field_at_distance) # noqa from .corr import bayesian_bootstrap_correlation # noqa from .utils import nside2radec # noqa diff --git a/csiborgtools/field/enclosed_mass.py b/csiborgtools/field/enclosed_mass.py index 384207f..0f12ba7 100644 --- a/csiborgtools/field/enclosed_mass.py +++ b/csiborgtools/field/enclosed_mass.py @@ -102,7 +102,7 @@ def _field_enclosed_mass(field, rmax, boxsize): return mass * cell_volume, volume * cell_volume -def field_enclosed_mass(field, distances, boxsize): +def field_enclosed_mass(field, distances, boxsize, verbose=True): """ Calculate the approximate enclosed mass within a given radius from a density field, counts the mass in cells and volume of cells whose @@ -116,6 +116,8 @@ def field_enclosed_mass(field, distances, boxsize): Radii to calculate the enclosed mass at in `Mpc / h`. boxsize : float Box size in `Mpc / h`. + verbose : bool + Verbosity flag. Returns ------- @@ -127,7 +129,7 @@ def field_enclosed_mass(field, distances, boxsize): enclosed_mass = np.zeros_like(distances) enclosed_volume = np.zeros_like(distances) - for i, dist in enumerate(tqdm(distances)): + for i, dist in enumerate(tqdm(distances, disable=not verbose)): enclosed_mass[i], enclosed_volume[i] = _field_enclosed_mass( field, dist, boxsize) diff --git a/csiborgtools/flow/__init__.py b/csiborgtools/flow/__init__.py index 76e4fa2..49bb5bd 100644 --- a/csiborgtools/flow/__init__.py +++ b/csiborgtools/flow/__init__.py @@ -14,9 +14,6 @@ # 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. from .flow_model import (DataLoader, radial_velocity_los, dist2redshift, # noqa dist2distmodulus, predict_zobs, project_Vext, # noqa - SD_PV_validation_model, SN_PV_validation_model, # noqa - TF_PV_validation_model, radec_to_galactic, # noqa - sample_prior, make_loss, get_model, # noqa - optimize_model_with_jackknife, distmodulus2dist, # noqa + PV_validation_model, get_model, distmodulus2dist, # noqa Observed2CosmologicalRedshift, # noqa stack_pzosmo_over_realizations) # noqa diff --git a/csiborgtools/flow/flow_model.py b/csiborgtools/flow/flow_model.py index b0a25e5..fe113a6 100644 --- a/csiborgtools/flow/flow_model.py +++ b/csiborgtools/flow/flow_model.py @@ -22,22 +22,21 @@ References [1] https://arxiv.org/abs/1912.09383. """ from abc import ABC, abstractmethod -from warnings import catch_warnings, simplefilter, warn +from warnings import warn import numpy as np import numpyro -import numpyro.distributions as dist -from astropy.cosmology import FlatLambdaCDM +from astropy.cosmology import FlatLambdaCDM, z_at_value +from astropy import units as u from h5py import File -from jax import devices, jit +from jax import jit from jax import numpy as jnp -from jax import pmap, vmap -from jax.lax import cond, scan -from jax.random import PRNGKey -from numdifftools import Hessian -from numpyro.infer import Predictive, util +from jax import vmap +from jax.scipy.special import logsumexp +from numpyro import sample +from numpyro.distributions import LogNormal, Normal +from quadax import simpson from scipy.interpolate import interp1d -from scipy.optimize import fmin_powell from sklearn.model_selection import KFold from tqdm import trange @@ -61,7 +60,7 @@ class DataLoader: ---------- simname : str Simulation name. - ksims : int + ksim : int or list of int Index of the simulation to read in (not the IC index). catalogue : str Name of the catalogue with LOS objects. @@ -96,12 +95,12 @@ class DataLoader: self._los_density = self._los_density[..., 1:] self._los_velocity = self._los_velocity[..., 1:] - if len(self._cat) != len(self._los_density): + if len(self._cat) != self._los_density.shape[1]: raise ValueError("The number of objects in the catalogue does not " "match the number of objects in the field.") fprint("calculating the radial velocity.", verbose) - nobject = len(self._los_density) + nobject = self._los_density.shape[1] dtype = self._los_density.dtype # In case of Carrick 2015 the box is in galactic coordinates.. @@ -110,10 +109,12 @@ class DataLoader: else: d1, d2 = self._cat["RA"], self._cat["DEC"] - radvel = np.empty((nobject, len(self._field_rdist)), dtype) - for i in range(nobject): - radvel[i, :] = radial_velocity_los(self._los_velocity[:, i, ...], - d1[i], d2[i]) + num_sims = len(self._los_density) + radvel = np.empty((num_sims, nobject, len(self._field_rdist)), dtype) + for k in range(num_sims): + for i in range(nobject): + radvel[k, i, :] = radial_velocity_los( + self._los_velocity[k, :, i, ...], d1[i], d2[i]) self._los_radial_velocity = radvel if not store_full_velocity: @@ -152,42 +153,61 @@ class DataLoader: @property def los_density(self): - """Density field along the line of sight `(n_objects, n_steps)`.""" - return self._los_density[self._mask] + """ + Density field along the line of sight `(n_sims, n_objects, n_steps)` + """ + return self._los_density[:, self._mask, ...] @property def los_velocity(self): - """Velocity field along the line of sight `(3, n_objects, n_steps)`.""" + """ + Velocity field along the line of sight `(n_sims, 3, n_objects, + n_steps)`. + """ if self._los_velocity is None: raise ValueError("The 3D velocities were not stored.") - return self._los_velocity[self._mask] + + return self._los_velocity[:, :, self._mask, ...] @property def los_radial_velocity(self): - """Radial velocity along the line of sight `(n_objects, n_steps)`.""" - return self._los_radial_velocity[self._mask] + """ + Radial velocity along the line of sight `(n_sims, n_objects, n_steps)`. + """ + return self._los_radial_velocity[:, self._mask, ...] - def _read_field(self, simname, ksim, catalogue, ksmooth, paths): + def _read_field(self, simname, ksims, catalogue, ksmooth, paths): nsims = paths.get_ics(simname) - if not (0 <= ksim < len(nsims)): - raise ValueError("Invalid simulation index.") - nsim = nsims[ksim] + if isinstance(ksims, int): + ksims = [ksims] + + if not all(0 <= ksim < len(nsims) for ksim in ksims): + raise ValueError(f"Invalid simulation index: `{ksims}`") if "Pantheon+" in catalogue: fpath = paths.field_los(simname, "Pantheon+") else: fpath = paths.field_los(simname, catalogue) - with File(fpath, 'r') as f: - has_smoothed = True if f[f"density_{nsim}"].ndim > 2 else False - if has_smoothed and (ksmooth is None or not isinstance(ksmooth, int)): # noqa - raise ValueError("The output contains smoothed field but " - "`ksmooth` is None. It must be provided.") + los_density = [None] * len(ksims) + los_velocity = [None] * len(ksims) - indx = (..., ksmooth) if has_smoothed else (...) - los_density = f[f"density_{nsim}"][indx] - los_velocity = f[f"velocity_{nsim}"][indx] - rdist = f[f"rdist_{nsims[0]}"][:] + for n, ksim in enumerate(ksims): + nsim = nsims[ksim] + + with File(fpath, 'r') as f: + has_smoothed = True if f[f"density_{nsim}"].ndim > 2 else False + if has_smoothed and (ksmooth is None or not isinstance(ksmooth, int)): # noqa + raise ValueError("The output contains smoothed field but " + "`ksmooth` is None. It must be provided.") + + indx = (..., ksmooth) if has_smoothed else (...) + los_density[n] = f[f"density_{nsim}"][indx] + los_velocity[n] = f[f"velocity_{nsim}"][indx] + rdist = f[f"rdist_{nsim}"][...] + + los_density = np.stack(los_density) + los_velocity = np.stack(los_velocity) return rdist, los_density, los_velocity @@ -296,17 +316,6 @@ def lognorm_mean_std_to_loc_scale(mu, std): return loc, scale -def simps(y, dx): - """ - Simpson's rule 1D integration, assuming that the number of steps is even - and that the step size is constant. - """ - if len(y) % 2 == 0: - raise ValueError("The number of steps must be odd.") - - return dx / 3 * jnp.sum(y[0:-1:2] + 4 * y[1::2] + y[2::2]) - - def dist2redshift(dist, Omega_m): """ Convert comoving distance to cosmological redshift if the Universe is @@ -442,37 +451,11 @@ def predict_zobs(dist, beta, Vext_radial, vpec_radial, Omega_m): # Flow validation models # ############################################################################### -def calculate_ptilde_wo_bias(xrange, mu, err, r_squared_xrange=None, - is_err_squared=False): - """ - Calculate `ptilde(r)` without (im)homogeneous Malmquist bias. - - Parameters - ---------- - xrange : 1-dimensional array - Radial distances where the field was interpolated for each object. - mu : float - Comoving distance in `Mpc / h`. - err : float - Error on the comoving distance in `Mpc / h`. - r_squared_xrange : 1-dimensional array, optional - Radial distances squared where the field was interpolated for each - object. If not provided, the `r^2` correction is not applied. - is_err_squared : bool, optional - Whether the error is already squared. - - Returns - ------- - 1-dimensional array - """ - if is_err_squared: - ptilde = jnp.exp(-0.5 * (xrange - mu)**2 / err) - else: - ptilde = jnp.exp(-0.5 * ((xrange - mu) / err)**2) - - if r_squared_xrange is not None: - ptilde *= r_squared_xrange +def calculate_ptilde_wo_bias(xrange, mu, err_squared, r_squared_xrange): + """Calculate `ptilde(r)` without imhomogeneous Malmquist bias.""" + ptilde = jnp.exp(-0.5 * (xrange - mu)**2 / err_squared) + ptilde *= r_squared_xrange return ptilde @@ -481,262 +464,157 @@ def calculate_likelihood_zobs(zobs, zobs_pred, sigma_v): Calculate the likelihood of the observed redshift given the predicted redshift. """ - dcz = SPEED_OF_LIGHT * (zobs - zobs_pred) + dcz = SPEED_OF_LIGHT * (zobs[:, None] - zobs_pred) + sigma_v = sigma_v[:, None] return jnp.exp(-0.5 * (dcz / sigma_v)**2) / jnp.sqrt(2 * np.pi) / sigma_v - -def stack_normal(mus, stds): - """ - Stack normal distributions and approximate the stacked distribution - by a single Gaussian. - - Parameters - ---------- - mus : 1-dimensional array - Means of the normal distributions. - stds : 1-dimensional array - Standard deviations of the normal distributions. - - Returns - ------- - mu, std : floats - """ - if mus.ndim > 1 or stds.ndim > 1 and mus.shape != stds.shape: - raise ValueError("Shape of `mus` and `stds` must be the same and 1D.") - mu = np.mean(mus) - std = (np.sum(stds**2 + (mus - mu)**2) / len(mus))**0.5 - return mu, std +############################################################################### +# Base flow validation # +############################################################################### class BaseFlowValidationModel(ABC): + def _setattr_as_jax(self, names, values): + for name, value in zip(names, values): + setattr(self, f"{name}", jnp.asarray(value)) + + def _set_calibration_params(self, calibration_params): + names = [] + values = [] + for key, value in calibration_params.items(): + if "e_" in key: + key = key.replace("e_", "e2_") + value = value**2 + + names.append(key) + values.append(value) + + self._setattr_as_jax(names, values) + + def _set_radial_spacing(self, r_xrange, Omega_m): + cosmo = FlatLambdaCDM(H0=H0, Om0=Omega_m) + + r2_xrange = r_xrange**2 + r2_xrange /= r2_xrange.mean() + self.r_xrange = r_xrange + self.r2_xrange = r2_xrange + + z_xrange = z_at_value(cosmo.comoving_distance, r_xrange * u.Mpc) + mu_xrange = cosmo.distmod(z_xrange).value + self.z_xrange = jnp.asarray(z_xrange) + self.mu_xrange = jnp.asarray(mu_xrange) + + # Get the stepsize, we need it to be constant for Simpson's rule. + dr = np.diff(r_xrange) + if not np.all(np.isclose(dr, dr[0], atol=1e-5)): + raise ValueError("The radial step size must be constant.") + self.dr = dr[0] + @property def ndata(self): - """ - Number of PV objects in the catalogue. + """Number of PV objects in the catalogue.""" + return len(self.RA) - Returns - ------- - int - """ - return len(self._RA) - - @abstractmethod - def predict_zobs_single(self, **kwargs): - pass - - def predict_zobs(self, samples): - """ - Predict the observed redshifts given the samples from the posterior. - - Parameters - ---------- - samples : dict of 1-dimensional arrays - Posterior samples. - - Returns - ------- - zobs_mean : 2-dimensional array of shape (ndata, nsamples) - Mean of the predicted redshifts. - zobs_std : 2-dimensional array of shape (ndata, nsamples) - Standard deviation of the predicted redshifts. - """ - keys = list(samples.keys()) - nsamples = len(samples[keys[0]]) - - zobs_mean = np.empty((self.ndata, nsamples), dtype=np.float32) - zobs_std = np.empty_like(zobs_mean) - - # JIT compile the function, it is called many times. - f = jit(self.predict_zobs_single) - - for i in trange(nsamples): - x = {key: samples[key][i] for key in keys} - if "alpha" not in keys: - x["alpha"] = 1.0 - - e_z = samples["sigma_v"][i] / SPEED_OF_LIGHT - - mu, var = f(**x) - zobs_mean[:, i] = mu - zobs_std[:, i] = (var + e_z**2)**0.5 - - return zobs_mean, zobs_std - - def summarize_zobs_pred(self, zobs_mean, zobs_pred): - """ - Summarize the predicted observed redshifts from each posterior sample - by stacking their Gaussian distribution and approximating the stacked - distribution by a single Gaussian. - - Parameters - ---------- - zobs_mean : 2-dimensional array of shape (ndata, nsamples) - Mean of the predicted redshifts. - zobs_pred : 2-dimensional array of shape (ndata, nsamples) - Predicted redshifts. - - Returns - ------- - mu : 1-dimensional array - Mean of predicted redshift, averaged over the posterior samples. - std : 1-dimensional array - Standard deviation of the predicted redshift, averaged over the - posterior samples. - """ - mu = np.empty(self.ndata, dtype=np.float32) - std = np.empty_like(mu) - - for i in range(self.ndata): - mu[i], std[i] = stack_normal(zobs_mean[i], zobs_pred[i]) - - return mu, std - - @abstractmethod - def predict_zcosmo_from_calibration(self, **kwargs): - pass + @property + def num_sims(self): + """Number of simulations.""" + return len(self.los_density) @abstractmethod def __call__(self, **kwargs): pass -class SD_PV_validation_model(BaseFlowValidationModel): +############################################################################### +# SNIa parameters sampling # +############################################################################### + + +def distmod_SN(mB, x1, c, mag_cal, alpha_cal, beta_cal): + """Distance modulus of a SALT2 SN Ia.""" + return mB - mag_cal + alpha_cal * x1 - beta_cal * c + + +def e2_distmod_SN(e2_mB, e2_x1, e2_c, alpha_cal, beta_cal, e_mu_intrinsic): + """Squared error on the distance modulus of a SALT2 SN Ia.""" + return (e2_mB + alpha_cal**2 * e2_x1 + beta_cal**2 * e2_c + + e_mu_intrinsic**2) + + +def sample_SN(e_mu_mean, e_mu_std, mag_cal_mean, mag_cal_std, alpha_cal_mean, + alpha_cal_std, beta_cal_mean, beta_cal_std): + """Sample SNIe Tripp parameters.""" + e_mu = sample("e_mu", LogNormal(*lognorm_mean_std_to_loc_scale(e_mu_mean, e_mu_std))) # noqa + mag_cal = sample("mag_cal", Normal(mag_cal_mean, mag_cal_std)) + alpha_cal = sample("alpha_cal", Normal(alpha_cal_mean, alpha_cal_std)) + + beta_cal = sample("beta_cal", Normal(beta_cal_mean, beta_cal_std)) + + return e_mu, mag_cal, alpha_cal, beta_cal + + +############################################################################### +# Tully-Fisher parameters sampling # +############################################################################### + +def distmod_TFR(mag, eta, a, b): + """Distance modulus of a TFR calibration.""" + return mag - (a + b * eta) + + +def e2_distmod_TFR(e2_mag, e2_eta, b, e_mu_intrinsic): + """Squared error on the TFR distance modulus.""" + return e2_mag + b**2 * e2_eta + e_mu_intrinsic**2 + + +def sample_TFR(e_mu_mean, e_mu_std, a_mean, a_std, b_mean, b_std): + """Sample Tully-Fisher calibration parameters.""" + e_mu = sample("e_mu", LogNormal(*lognorm_mean_std_to_loc_scale(e_mu_mean, e_mu_std))) # noqa + a = sample("a", Normal(a_mean, a_std)) + b = sample("b", Normal(b_mean, b_std)) + + return e_mu, a, b + + +############################################################################### +# Calibration parameters sampling # +############################################################################### + + +def sample_calibration(Vext_std, alpha_mean, alpha_std, beta_mean, beta_std, + sigma_v_mean, sigma_v_std, sample_alpha, sample_beta): + """Sample the flow calibration.""" + Vext = sample("Vext", Normal(0, Vext_std).expand([3])) + sigma_v = sample("sigma_v", LogNormal(*lognorm_mean_std_to_loc_scale(sigma_v_mean, sigma_v_std))) # noqa + + if sample_alpha: + alpha = sample("alpha", Normal(alpha_mean, alpha_std)) + else: + alpha = 1.0 + + if sample_beta: + beta = sample("beta", Normal(beta_mean, beta_std)) + else: + beta = 1.0 + + return Vext, sigma_v, alpha, beta + + +############################################################################### +# PV calibration model # +############################################################################### + + +class PV_validation_model(BaseFlowValidationModel): """ - Simple distance peculiar velocity (PV) validation model, assuming that - we already have a calibrated estimate of the comoving distance to the - objects. + Peculiar velocity validation model. Parameters ---------- - los_density : 2-dimensional array of shape (n_objects, n_steps) + los_density : 3-dimensional array of shape (n_sims, n_objects, n_steps) LOS density field. - los_velocity : 3-dimensional array of shape (n_objects, n_steps) - LOS radial velocity field. - RA, dec : 1-dimensional arrays of shape (n_objects) - Right ascension and declination in degrees. - z_obs : 1-dimensional array of shape (n_objects) - Observed redshifts. - r_hMpc : 1-dimensional array of shape (n_objects) - Estimated comoving distances in `h^-1 Mpc`. - e_r_hMpc : 1-dimensional array of shape (n_objects) - Errors on the estimated comoving distances in `h^-1 Mpc`. - r_xrange : 1-dimensional array - Radial distances where the field was interpolated for each object. - Omega_m : float - Matter density parameter. - """ - - def __init__(self, los_density, los_velocity, RA, dec, z_obs, - r_hMpc, e_r_hMpc, r_xrange, Omega_m): - # Convert everything to JAX arrays. - self._los_density = jnp.asarray(los_density) - self._los_velocity = jnp.asarray(los_velocity) - - self._RA = jnp.asarray(np.deg2rad(RA)) - self._dec = jnp.asarray(np.deg2rad(dec)) - self._z_obs = jnp.asarray(z_obs) - - self._r_hMpc = jnp.asarray(r_hMpc) - self._e2_rhMpc = jnp.asarray(e_r_hMpc**2) - - # Get radius squared - r2_xrange = r_xrange**2 - r2_xrange /= r2_xrange.mean() - - # Get the stepsize, we need it to be constant for Simpson's rule. - dr = np.diff(r_xrange) - if not np.all(np.isclose(dr, dr[0], atol=1e-5)): - raise ValueError("The radial step size must be constant.") - dr = dr[0] - - self._r_xrange = r_xrange - - # Get the various vmapped functions - self._f_ptilde_wo_bias = lambda mu, err: calculate_ptilde_wo_bias(r_xrange, mu, err, r2_xrange, True) # noqa - self._f_simps = lambda y: simps(y, dr) # noqa - self._f_zobs = lambda beta, Vr, vpec_rad: predict_zobs(r_xrange, beta, Vr, vpec_rad, Omega_m) # noqa - - self._vmap_ptilde_wo_bias = vmap(lambda mu, err: calculate_ptilde_wo_bias(r_xrange, mu, err, r2_xrange, True)) # noqa - self._vmap_simps = vmap(lambda y: simps(y, dr)) - self._vmap_zobs = vmap(lambda beta, Vr, vpec_rad: predict_zobs(r_xrange, beta, Vr, vpec_rad, Omega_m), in_axes=(None, 0, 0)) # noqa - - # Distribution of external velocity components - self._Vext = dist.Uniform(-500, 500) - # Distribution of density, velocity and location bias parameters - self._alpha = dist.LogNormal(*lognorm_mean_std_to_loc_scale(1.0, 0.5)) # noqa - self._beta = dist.Normal(1., 0.5) - # Distribution of velocity uncertainty sigma_v - self._sigma_v = dist.LogNormal(*lognorm_mean_std_to_loc_scale(150, 100)) # noqa - self._h = dist.LogNormal(*lognorm_mean_std_to_loc_scale(1., 0.25)) - - self._Omega_m = Omega_m - - def predict_zobs_single(self, **kwargs): - raise NotImplementedError("This method is not implemented yet.") - - def predict_zcosmo_from_calibration(self, **kwargs): - raise NotImplementedError("This method is not implemented yet.") - - def __call__(self, sample_alpha=True, sample_beta=True, sample_h=True): - """ - The simple distance NumPyro PV validation model. - - Parameters - ---------- - sample_alpha : bool, optional - Whether to sample the density bias parameter `alpha`, otherwise - it is fixed to 1. - sample_beta : bool, optional - Whether to sample the velocity bias parameter `beta`, otherwise - it is fixed to 1. - sample_h : bool, optional - Whether to sample the location bias parameter `h`, otherwise - it is fixed to 1. - """ - Vx = numpyro.sample("Vext_x", self._Vext) - Vy = numpyro.sample("Vext_y", self._Vext) - Vz = numpyro.sample("Vext_z", self._Vext) - - alpha = numpyro.sample("alpha", self._alpha) if sample_alpha else 1.0 - beta = numpyro.sample("beta", self._beta) if sample_beta else 1.0 - sigma_v = numpyro.sample("sigma_v", self._sigma_v) - - h = numpyro.sample("h", self._h) if sample_h else 1.0 - - Vext_rad = project_Vext(Vx, Vy, Vz, self._RA, self._dec) - - def scan_body(ll, i): - # Calculate p(r) and multiply it by the galaxy bias - ptilde = self._f_ptilde_wo_bias( - h * self._r_hMpc[i], h**2 * self._e2_rhMpc[i]) - ptilde *= self._los_density[i]**alpha - - # Normalization of p(r) - pnorm = self._f_simps(ptilde) - - # Calculate p(z_obs) and multiply it by p(r) - zobs_pred = self._f_zobs(beta, Vext_rad[i], self._los_velocity[i]) - ptilde *= calculate_likelihood_zobs( - self._z_obs[i], zobs_pred, sigma_v) - - return ll + jnp.log(self._f_simps(ptilde) / pnorm), None - - ll = 0. - ll, __ = scan(scan_body, ll, jnp.arange(self.ndata)) - numpyro.factor("ll", ll) - - -class SN_PV_validation_model(BaseFlowValidationModel): - """ - Supernova peculiar velocity (PV) validation model that includes the - calibration of the SALT2 light curve parameters. - - Parameters - ---------- - los_density : 2-dimensional array of shape (n_objects, n_steps) - LOS density field. - los_velocity : 3-dimensional array of shape (n_objects, n_steps) + los_velocity : 3-dimensional array of shape (n_sims, n_objects, n_steps) LOS radial velocity field. RA, dec : 1-dimensional arrays of shape (n_objects) Right ascension and declination in degrees. @@ -744,10 +622,8 @@ class SN_PV_validation_model(BaseFlowValidationModel): Observed redshifts. e_zobs : 1-dimensional array of shape (n_objects) Errors on the observed redshifts. - mB, x1, c : 1-dimensional arrays of shape (n_objects) - SALT2 light curve parameters. - e_mB, e_x1, e_c : 1-dimensional arrays of shape (n_objects) - Errors on the SALT2 light curve parameters. + calibration_params: dict + Calibration parameters of each object. r_xrange : 1-dimensional array Radial distances where the field was interpolated for each object. Omega_m : float @@ -755,389 +631,65 @@ class SN_PV_validation_model(BaseFlowValidationModel): """ def __init__(self, los_density, los_velocity, RA, dec, z_obs, - e_zobs, mB, x1, c, e_mB, e_x1, e_c, r_xrange, Omega_m): - # Convert everything to JAX arrays. - self._los_density = jnp.asarray(los_density) - self._los_velocity = jnp.asarray(los_velocity) - - self._RA = jnp.asarray(np.deg2rad(RA)) - self._dec = jnp.asarray(np.deg2rad(dec)) - self._z_obs = jnp.asarray(z_obs) + e_zobs, calibration_params, r_xrange, Omega_m, kind): if e_zobs is not None: - self._e2_cz_obs = jnp.asarray((SPEED_OF_LIGHT * e_zobs)**2) + e2_cz_obs = jnp.asarray((SPEED_OF_LIGHT * e_zobs)**2) else: - self._e2_cz_obs = jnp.zeros_like(self._z_obs) + e2_cz_obs = jnp.zeros_like(z_obs) - self._mB = jnp.asarray(mB) - self._x1 = jnp.asarray(x1) - self._c = jnp.asarray(c) - self._e2_mB = jnp.asarray(e_mB**2) - self._e2_x1 = jnp.asarray(e_x1**2) - self._e2_c = jnp.asarray(e_c**2) + # Convert RA/dec to radians. + RA = np.deg2rad(RA) + dec = np.deg2rad(dec) - # Get radius squared - r2_xrange = r_xrange**2 - r2_xrange /= r2_xrange.mean() - mu_xrange = dist2distmodulus(r_xrange, Omega_m) + names = ["los_density", "los_velocity", "RA", "dec", "z_obs", + "e2_cz_obs"] + values = [los_density, los_velocity, RA, dec, z_obs, e2_cz_obs] + self._setattr_as_jax(names, values) + self._set_calibration_params(calibration_params) + self._set_radial_spacing(r_xrange, Omega_m) - # Get the stepsize, we need it to be constant for Simpson's rule. - dr = np.diff(r_xrange) - if not np.all(np.isclose(dr, dr[0], atol=1e-5)): - raise ValueError("The radial step size must be constant.") - dr = dr[0] + self.kind = kind + self.Omega_m = Omega_m + self.norm = - self.ndata * jnp.log(self.num_sims) - # Get the various functions, also vmapped - self._f_ptilde_wo_bias = lambda mu, err: calculate_ptilde_wo_bias(mu_xrange, mu, err, r2_xrange, True) # noqa - self._f_simps = lambda y: simps(y, dr) # noqa - self._f_zobs = lambda beta, Vr, vpec_rad: predict_zobs(r_xrange, beta, Vr, vpec_rad, Omega_m) # noqa + def __call__(self, calibration_hyperparams, distmod_hyperparams): + """NumPyro PV validation model.""" + Vext, sigma_v, alpha, beta = sample_calibration(**calibration_hyperparams) # noqa + cz_err = jnp.sqrt(sigma_v**2 + self.e2_cz_obs) + Vext_rad = project_Vext(Vext[0], Vext[1], Vext[2], self.RA, self.dec) - self._vmap_ptilde_wo_bias = vmap(lambda mu, err: calculate_ptilde_wo_bias(mu_xrange, mu, err, r2_xrange, True)) # noqa - self._vmap_simps = vmap(lambda y: simps(y, dr)) - self._vmap_zobs = vmap(lambda beta, Vr, vpec_rad: predict_zobs(r_xrange, beta, Vr, vpec_rad, Omega_m), in_axes=(None, 0, 0)) # noqa + if self.kind == "SN": + e_mu, mag_cal, alpha_cal, beta_cal = sample_SN(**distmod_hyperparams) # noqa + mu = distmod_SN( + self.mB, self.x1, self.c, mag_cal, alpha_cal, beta_cal) + squared_e_mu = e2_distmod_SN( + self.e2_mB, self.e2_x1, self.e2_c, alpha_cal, beta_cal, e_mu) + elif self.kind == "TFR": + e_mu, a, b = sample_TFR(**distmod_hyperparams) + mu = distmod_TFR(self.mag, self.eta, a, b) + squared_e_mu = e2_distmod_TFR(self.e2_mag, self.e2_eta, b, e_mu) + else: + raise ValueError(f"Unknown kind: `{self.kind}`.") - # Distribution of external velocity components - self._Vext = dist.Uniform(-500, 500) - # Distribution of velocity and density bias parameters - self._alpha = dist.LogNormal(*lognorm_mean_std_to_loc_scale(1.0, 0.5)) - self._beta = dist.Normal(1., 0.5) - # Distribution of velocity uncertainty - self._sigma_v = dist.LogNormal(*lognorm_mean_std_to_loc_scale(150, 100)) # noqa + # Calculate p(r) (Malmquist bias). Shape is (ndata, nxrange) + ptilde = jnp.transpose(vmap(calculate_ptilde_wo_bias, in_axes=(0, None, None, 0))(self.mu_xrange, mu, squared_e_mu, self.r2_xrange)) # noqa + # Inhomogeneous Malmquist bias. Shape is (n_sims, ndata, nxrange) + ptilde = self.los_density**alpha * ptilde + # Normalization of p(r). Shape is (n_sims, ndata) + pnorm = simpson(ptilde, dx=self.dr, axis=-1) - # Distribution of light curve calibration parameters - self._mag_cal = dist.Normal(-18.25, 0.5) - self._alpha_cal = dist.Normal(0.148, 0.05) - self._beta_cal = dist.Normal(3.112, 1.0) - self._e_mu = dist.LogNormal(*lognorm_mean_std_to_loc_scale(0.1, 0.05)) + # Calculate z_obs at each distance. Shape is (n_sims, ndata, nxrange) + vrad = beta * self.los_velocity + Vext_rad[None, :, None] + zobs = (1 + self.z_xrange[None, None, :]) * (1 + vrad / SPEED_OF_LIGHT) - 1 # noqa - self._Omega_m = Omega_m - self._r_xrange = r_xrange + ptilde *= calculate_likelihood_zobs(self.z_obs, zobs, cz_err) + ll = jnp.log(simpson(ptilde, dx=self.dr, axis=-1)) - jnp.log(pnorm) + ll = jnp.sum(logsumexp(ll, axis=0)) + self.norm - def mu(self, mag_cal, alpha_cal, beta_cal): - """ - Distance modulus of each object given SALT2 calibration parameters. - """ - return self._mB - mag_cal + alpha_cal * self._x1 - beta_cal * self._c - - def squared_e_mu(self, alpha_cal, beta_cal, e_mu_intrinsic): - """Linearly-propagated squared error on the SALT2 distance modulus.""" - return (self._e2_mB + alpha_cal**2 * self._e2_x1 - + beta_cal**2 * self._e2_c + e_mu_intrinsic**2) - - def predict_zcosmo_from_calibration(self, mag_cal, alpha_cal, beta_cal, - to_jit=True): - """ - Predict the cosmological redshift given the SALT2 calibration - parameters. - - Parameters - ---------- - mag_cal, alpha_cal, beta_cal : floats - SALT2 calibration parameters. - to_jit : bool, optional - Whether to JIT compile the distance modulus function. - - Returns - ------- - zcosmo_mean : 1-dimensional array - Mean of the predicted redshifts. - zcosmo_std : 1-dimensional array - Standard deviation of the predicted redshifts. - """ - if not ((mag_cal.shape == alpha_cal.shape == beta_cal.shape) and mag_cal.ndim == 1): # noqa - raise ValueError("The shape of calibration parameters must be 1D and equal.") # noqa - - fmu = jit(self.mu) if to_jit else self.mu - zcosmo = np.empty((len(mag_cal), self.ndata), dtype=np.float32) - mu2z = None - - for i in trange(len(mag_cal)): - x = fmu(mag_cal[i], alpha_cal[i], beta_cal[i]) - zcosmo[i], mu2z = distmodulus2redsfhit(x, self._Omega_m, mu2z=mu2z, - return_interpolator=True) - - zcosmo_mean = zcosmo.mean(axis=0) - zcosmo_std = zcosmo.std(axis=0) - - return zcosmo_mean, zcosmo_std - - def predict_zobs_single(self, Vext_x, Vext_y, Vext_z, alpha, beta, - e_mu_intrinsic, mag_cal, alpha_cal, beta_cal, - **kwargs): - """ - Predict the observed redshifts given the samples from the posterior. - - Parameters - ---------- - Vext_x, Vext_y, Vext_z : floats - Components of the external velocity. - alpha, beta : floats - Density and velocity bias parameters. - e_mu_intrinsic, mag_cal, alpha_cal, beta_cal : floats - Calibration parameters. - kwargs : dict - Additional arguments (for compatibility). - - Returns - ------- - zobs_mean : 1-dimensional array - Mean of the predicted redshifts. - zobs_var : 1-dimensional array - Variance of the predicted redshifts. - """ - mu = self.mu(mag_cal, alpha_cal, beta_cal) - squared_e_mu = self.squared_e_mu(alpha_cal, beta_cal, e_mu_intrinsic) - Vext_rad = project_Vext(Vext_x, Vext_y, Vext_z, self._RA, self._dec) - - # Calculate p(r) (Malmquist bias) - ptilde = self._vmap_ptilde_wo_bias(mu, squared_e_mu) - ptilde *= self._los_density**alpha - ptilde /= self._vmap_simps(ptilde).reshape(-1, 1) - - # Predicted mean z_obs - zobs_pred = self._vmap_zobs(beta, Vext_rad, self._los_velocity) - zobs_mean = self._vmap_simps(zobs_pred * ptilde) - - # Variance of the predicted z_obs - zobs_pred -= zobs_mean.reshape(-1, 1) - zobs_var = self._vmap_simps(zobs_pred**2 * ptilde) - - return zobs_mean, zobs_var - - def __call__(self, sample_alpha=True, sample_beta=True): - """ - The supernova NumPyro PV validation model with SALT2 calibration. - - Parameters - ---------- - sample_alpha : bool, optional - Whether to sample the density bias parameter `alpha`, otherwise - it is fixed to 1. - sample_beta : bool, optional - Whether to sample the velocity bias parameter `beta`, otherwise - it is fixed to 1. - """ - Vx = numpyro.sample("Vext_x", self._Vext) - Vy = numpyro.sample("Vext_y", self._Vext) - Vz = numpyro.sample("Vext_z", self._Vext) - alpha = numpyro.sample("alpha", self._alpha) if sample_alpha else 1.0 - beta = numpyro.sample("beta", self._beta) if sample_beta else 1.0 - sigma_v = numpyro.sample("sigma_v", self._sigma_v) - - e_mu_intrinsic = numpyro.sample("e_mu_intrinsic", self._e_mu) - mag_cal = numpyro.sample("mag_cal", self._mag_cal) - alpha_cal = numpyro.sample("alpha_cal", self._alpha_cal) - beta_cal = numpyro.sample("beta_cal", self._beta_cal) - - cz_err = jnp.sqrt(sigma_v**2 + self._e2_cz_obs) - Vext_rad = project_Vext(Vx, Vy, Vz, self._RA, self._dec) - - mu = self.mu(mag_cal, alpha_cal, beta_cal) - squared_e_mu = self.squared_e_mu(alpha_cal, beta_cal, e_mu_intrinsic) - - def scan_body(ll, i): - # Calculate p(r) and multiply it by the galaxy bias - ptilde = self._f_ptilde_wo_bias(mu[i], squared_e_mu[i]) - ptilde *= self._los_density[i]**alpha - - # Normalization of p(r) - pnorm = self._f_simps(ptilde) - - # Calculate p(z_obs) and multiply it by p(r) - zobs_pred = self._f_zobs(beta, Vext_rad[i], self._los_velocity[i]) - ptilde *= calculate_likelihood_zobs( - self._z_obs[i], zobs_pred, cz_err[i]) - - return ll + jnp.log(self._f_simps(ptilde) / pnorm), None - - ll = 0. - ll, __ = scan(scan_body, ll, jnp.arange(self.ndata)) + numpyro.deterministic("ll_values", ll) numpyro.factor("ll", ll) -class TF_PV_validation_model(BaseFlowValidationModel): - """ - Tully-Fisher peculiar velocity (PV) validation model that includes the - calibration of the Tully-Fisher distance `mu = m - (a + b * eta)`. - - Parameters - ---------- - los_density : 2-dimensional array of shape (n_objects, n_steps) - LOS density field. - los_velocity : 3-dimensional array of shape (n_objects, n_steps) - LOS radial velocity field. - RA, dec : 1-dimensional arrays of shape (n_objects) - Right ascension and declination in degrees. - z_obs : 1-dimensional array of shape (n_objects) - Observed redshifts. - mag, eta : 1-dimensional arrays of shape (n_objects) - Apparent magnitude and `eta` parameter. - e_mag, e_eta : 1-dimensional arrays of shape (n_objects) - Errors on the apparent magnitude and `eta` parameter. - r_xrange : 1-dimensional array - Radial distances where the field was interpolated for each object. - Omega_m : float - Matter density parameter. - """ - - def __init__(self, los_density, los_velocity, RA, dec, z_obs, - mag, eta, e_mag, e_eta, r_xrange, Omega_m): - # Convert everything to JAX arrays. - self._los_density = jnp.asarray(los_density) - self._los_velocity = jnp.asarray(los_velocity) - - self._RA = jnp.asarray(np.deg2rad(RA)) - self._dec = jnp.asarray(np.deg2rad(dec)) - self._z_obs = jnp.asarray(z_obs) - - self._mag = jnp.asarray(mag) - self._eta = jnp.asarray(eta) - self._e2_mag = jnp.asarray(e_mag**2) - self._e2_eta = jnp.asarray(e_eta**2) - - # Get radius squared - r2_xrange = r_xrange**2 - r2_xrange /= r2_xrange.mean() - mu_xrange = dist2distmodulus(r_xrange, Omega_m) - - # Get the stepsize, we need it to be constant for Simpson's rule. - dr = np.diff(r_xrange) - if not np.all(np.isclose(dr, dr[0], atol=1e-5)): - raise ValueError("The radial step size must be constant.") - dr = dr[0] - - # Get the various vmapped functions - self._f_ptilde_wo_bias = lambda mu, err: calculate_ptilde_wo_bias(mu_xrange, mu, err, r2_xrange, True) # noqa - self._f_simps = lambda y: simps(y, dr) # noqa - self._f_zobs = lambda beta, Vr, vpec_rad: predict_zobs(r_xrange, beta, Vr, vpec_rad, Omega_m) # noqa - - self._vmap_ptilde_wo_bias = vmap(lambda mu, err: calculate_ptilde_wo_bias(mu_xrange, mu, err, r2_xrange, True)) # noqa - self._vmap_simps = vmap(lambda y: simps(y, dr)) - self._vmap_zobs = vmap(lambda beta, Vr, vpec_rad: predict_zobs(r_xrange, beta, Vr, vpec_rad, Omega_m), in_axes=(None, 0, 0)) # noqa - - # Distribution of external velocity components - self._Vext = dist.Uniform(-1000, 1000) - # Distribution of velocity and density bias parameters - self._alpha = dist.LogNormal(*lognorm_mean_std_to_loc_scale(1.0, 0.5)) # noqa - self._beta = dist.Normal(1., 0.5) - # Distribution of velocity uncertainty - self._sigma_v = dist.LogNormal(*lognorm_mean_std_to_loc_scale(150, 100)) # noqa - - # Distribution of Tully-Fisher calibration parameters - self._a = dist.Normal(-21., 0.5) - self._b = dist.Normal(-5.95, 0.1) - self._e_mu = dist.LogNormal(*lognorm_mean_std_to_loc_scale(0.3, 0.1)) # noqa - - self._Omega_m = Omega_m - self._r_xrange = r_xrange - - def mu(self, a, b): - """Distance modulus of each object given the TFR calibration.""" - return self._mag - (a + b * self._eta) - - def squared_e_mu(self, b, e_mu_intrinsic): - """Linearly propagated squared error on the TFR distance modulus.""" - return (self._e2_mag + b**2 * self._e2_eta + e_mu_intrinsic**2) - - def predict_zcosmo_from_calibration(self, **kwargs): - raise NotImplementedError("This method is not implemented yet.") - - def predict_zobs_single(self, Vext_x, Vext_y, Vext_z, alpha, beta, - e_mu_intrinsic, a, b, **kwargs): - """ - Predict the observed redshifts given the samples from the posterior. - - Parameters - ---------- - Vext_x, Vext_y, Vext_z : floats - Components of the external velocity. - alpha, beta : floats - Density and velocity bias parameters. - e_mu_intrinsic, a, b : floats - Calibration parameters. - kwargs : dict - Additional arguments (for compatibility). - - Returns - ------- - zobs_mean : 1-dimensional array - Mean of the predicted redshifts. - zobs_var : 1-dimensional array - Variance of the predicted redshifts. - """ - mu = self.mu(a, b) - squared_e_mu = self.squared_e_mu(b, e_mu_intrinsic) - - Vext_rad = project_Vext(Vext_x, Vext_y, Vext_z, self._RA, self._dec) - - # Calculate p(r) (Malmquist bias) - ptilde = self._vmap_ptilde_wo_bias(mu, squared_e_mu) - ptilde *= self._los_density**alpha - ptilde /= self._vmap_simps(ptilde).reshape(-1, 1) - - # Predicted mean z_obs - zobs_pred = self._vmap_zobs(beta, Vext_rad, self._los_velocity) - zobs_mean = self._vmap_simps(zobs_pred * ptilde) - - # Variance of the predicted z_obs - zobs_pred -= zobs_mean.reshape(-1, 1) - zobs_var = self._vmap_simps(zobs_pred**2 * ptilde) - - return zobs_mean, zobs_var - - def __call__(self, sample_alpha=True, sample_beta=True): - """ - The Tully-Fisher NumPyro PV validation model. - - Parameters - ---------- - sample_alpha : bool, optional - Whether to sample the density bias parameter `alpha`, otherwise - it is fixed to 1. - sample_beta : bool, optional - Whether to sample the velocity bias parameter `beta`, otherwise - it is fixed to 1. - """ - Vx = numpyro.sample("Vext_x", self._Vext) - Vy = numpyro.sample("Vext_y", self._Vext) - Vz = numpyro.sample("Vext_z", self._Vext) - alpha = numpyro.sample("alpha", self._alpha) if sample_alpha else 1.0 - beta = numpyro.sample("beta", self._beta) if sample_beta else 1.0 - sigma_v = numpyro.sample("sigma_v", self._sigma_v) - - e_mu_intrinsic = numpyro.sample("e_mu_intrinsic", self._e_mu) - a = numpyro.sample("a", self._a) - b = numpyro.sample("b", self._b) - - Vext_rad = project_Vext(Vx, Vy, Vz, self._RA, self._dec) - - mu = self.mu(a, b) - squared_e_mu = self.squared_e_mu(b, e_mu_intrinsic) - - def scan_body(i): - # Calculate p(r) and multiply it by the galaxy bias - ptilde = self._f_ptilde_wo_bias(mu[i], squared_e_mu[i]) - ptilde *= self._los_density[i]**alpha - - # Normalization of p(r) - pnorm = self._f_simps(ptilde) - - # Calculate p(z_obs) and multiply it by p(r) - zobs_pred = self._f_zobs(beta, Vext_rad[i], self._los_velocity[i]) - ptilde *= calculate_likelihood_zobs( - self._z_obs[i], zobs_pred, sigma_v) - - # return ll + jnp.log(self._f_simps(ptilde) / pnorm), None - return jnp.log(self._f_simps(ptilde) / pnorm) - - def pmap_body(indxs): - return jnp.sum(vmap(scan_body)(indxs)) - - # NOTE: move this elsewhere? - indxs = jnp.arange(self.ndata).reshape(len(devices()), -1) - ll = pmap(pmap_body)(indxs) - numpyro.factor("ll", jnp.sum(ll)) - - ############################################################################### # Shortcut to create a model # ############################################################################### @@ -1172,10 +724,15 @@ def get_model(loader, zcmb_max=None, verbose=True): e_zCMB = None mask = (zCMB < zcmb_max) - model = SN_PV_validation_model( - los_overdensity[mask], los_velocity[mask], RA[mask], dec[mask], - zCMB[mask], e_zCMB, mB[mask], x1[mask], c[mask], e_mB[mask], - e_x1[mask], e_c[mask], loader.rdist, loader._Omega_m) + calibration_params = {"mB": mB[mask], "x1": x1[mask], "c": c[mask], + "e_mB": e_mB[mask], "e_x1": e_x1[mask], + "e_c": e_c[mask]} + + model = PV_validation_model( + los_overdensity[:, mask], los_velocity[:, mask], RA[mask], + dec[mask], zCMB[mask], e_zCMB, calibration_params, + loader.rdist, loader._Omega_m, "SN") + # return model_old, model elif "Pantheon+" in kind: keys = ["RA", "DEC", "zCMB", "mB", "x1", "c", "biasCor_m_b", "mBERR", "x1ERR", "cERR", "biasCorErr_m_b", "zCMB_SN", "zCMB_Group", @@ -1197,10 +754,13 @@ def get_model(loader, zcmb_max=None, verbose=True): if kind == "Pantheon+_zSN": zCMB = zCMB_SN - model = SN_PV_validation_model( - los_overdensity[mask], los_velocity[mask], RA[mask], dec[mask], - zCMB[mask], e_zCMB[mask], mB[mask], x1[mask], c[mask], e_mB[mask], - e_x1[mask], e_c[mask], loader.rdist, loader._Omega_m) + calibration_params = {"mB": mB[mask], "x1": x1[mask], "c": c[mask], + "e_mB": e_mB[mask], "e_x1": e_x1[mask], + "e_c": e_c[mask]} + model = PV_validation_model( + los_overdensity[:, mask], los_velocity[:, mask], RA[mask], + dec[mask], zCMB[mask], e_zCMB[mask], calibration_params, + loader.rdist, loader._Omega_m, "SN") elif kind in ["SFI_gals", "2MTF", "SFI_gals_masked"]: keys = ["RA", "DEC", "z_CMB", "mag", "eta", "e_mag", "e_eta"] RA, dec, zCMB, mag, eta, e_mag, e_eta = (loader.cat[k] for k in keys) @@ -1210,31 +770,13 @@ def get_model(loader, zcmb_max=None, verbose=True): mask &= (eta > -0.15) & (eta < 0.2) if verbose: print("Emplyed eta cut for SFI galaxies.", flush=True) - model = TF_PV_validation_model( - los_overdensity[mask], los_velocity[mask], RA[mask], dec[mask], - zCMB[mask], mag[mask], eta[mask], e_mag[mask], e_eta[mask], - loader.rdist, loader._Omega_m) - elif kind == "SFI_groups": - keys = ["RA", "DEC", "zCMB", "r_hMpc", "e_r_hMpc"] - RA, dec, zCMB, r_hMpc, e_r_hMpc = (loader.cat[k] for k in keys) - mask = (zCMB < zcmb_max) - model = SD_PV_validation_model( - los_overdensity[mask], los_velocity[mask], RA[mask], dec[mask], - zCMB[mask], r_hMpc[mask], e_r_hMpc[mask], loader.rdist, - loader._Omega_m) - elif "CB2_" in kind: - keys = ["RA", "DEC", "zobs", "r_hMpc"] - RA, dec, zCMB, r_hMpc = (loader.cat[k] for k in keys) - - # Set fiducially to be 10% of the distance - e_r_hMpc = 0.1 * r_hMpc - - mask = (zCMB < zcmb_max) - model = SD_PV_validation_model( - los_overdensity[mask], los_velocity[mask], RA[mask], dec[mask], - zCMB[mask], r_hMpc[mask], e_r_hMpc[mask], loader.rdist, - loader._Omega_m) + calibration_params = {"mag": mag[mask], "eta": eta[mask], + "e_mag": e_mag[mask], "e_eta": e_eta[mask]} + model = PV_validation_model( + los_overdensity[:, mask], los_velocity[:, mask], RA[mask], + dec[mask], zCMB[mask], None, calibration_params, loader.rdist, + loader._Omega_m, "TFR") else: raise ValueError(f"Catalogue `{kind}` not recognized.") @@ -1244,178 +786,6 @@ def get_model(loader, zcmb_max=None, verbose=True): return model -############################################################################### -# Maximizing likelihood of a NumPyro model # -############################################################################### - - -def sample_prior(model, seed, model_kwargs, as_dict=False): - """ - Sample a single set of parameters from the prior of the model. - - Parameters - ---------- - model : NumPyro model - NumPyro model. - seed : int - Random seed. - model_kwargs : dict - Additional keyword arguments to pass to the model. - as_dict : bool, optional - Whether to return the parameters as a dictionary or a list of - parameters. - - Returns - ------- - x, keys : tuple - Tuple of parameters and their names. If `as_dict` is True, returns - only a dictionary. - """ - predictive = Predictive(model, num_samples=1) - samples = predictive(PRNGKey(seed), **model_kwargs) - - if as_dict: - return samples - - keys = list(samples.keys()) - if "ll" in keys: - keys.remove("ll") - - x = np.asarray([samples[key][0] for key in keys]) - return x, keys - - -def make_loss(model, keys, model_kwargs, to_jit=True): - """ - Generate a loss function for the NumPyro model, that is the negative - log-likelihood. Note that this loss function cannot be automatically - differentiated. - - Parameters - ---------- - model : NumPyro model - NumPyro model. - keys : list - List of parameter names. - model_kwargs : dict - Additional keyword arguments to pass to the model. - to_jit : bool, optional - Whether to JIT the loss function. - - Returns - ------- - loss : function - Loss function `f(x)` where `x` is a list of parameters ordered - according to `keys`. - """ - def f(x): - samples = {key: x[i] for i, key in enumerate(keys)} - - loss = -util.log_likelihood(model, samples, **model_kwargs)["ll"] - - loss += cond(samples["sigma_v"] > 0, lambda: 0., lambda: jnp.inf) - loss += cond(samples["e_mu_intrinsic"] > 0, lambda: 0., lambda: jnp.inf) # noqa - - return cond(jnp.isfinite(loss), lambda: loss, lambda: jnp.inf) - - if to_jit: - return jit(f) - - return f - - -def optimize_model_with_jackknife(loader, k, n_splits=5, sample_alpha=True, - get_model_kwargs={}, seed=42): - """ - Optimize the log-likelihood of a model for `n_splits` jackknifes. - - Parameters - ---------- - loader : DataLoader - DataLoader instance. - k : int - Simulation index. - n_splits : int, optional - Number of jackknife splits. - sample_alpha : bool, optional - Whether to sample the density bias parameter `alpha`. - get_model_kwargs : dict, optional - Additional keyword arguments to pass to the `get_model` function. - seed : int, optional - Random seed. - - Returns - ------- - samples : dict - Dictionary of optimized parameters for each jackknife split. - stats : dict - Dictionary of mean and standard deviation for each parameter. - fmin : 1-dimensional array - Minimum negative log-likelihood for each jackknife split. - logz : 1-dimensional array - Log-evidence for each jackknife split. - bic : 1-dimensional array - Bayesian information criterion for each jackknife split. - """ - mask = np.zeros(n_splits, dtype=bool) - x0 = None - - # Loop over the CV splits. - for i in trange(n_splits): - loader.make_jackknife_mask(i, n_splits, seed=seed) - model = get_model(loader, k, verbose=False, **get_model_kwargs) - - if x0 is None: - x0, keys = sample_prior(model, seed, sample_alpha) - x = np.full((n_splits, len(x0)), np.nan) - fmin = np.full(n_splits, np.nan) - logz = np.full(n_splits, np.nan) - bic = np.full(n_splits, np.nan) - - loss = make_loss(model, keys, sample_alpha=sample_alpha, - to_jit=True) - for j in range(100): - if np.isfinite(loss(x0)): - break - x0, __ = sample_prior(model, seed + 1, sample_alpha) - else: - raise ValueError("Failed to find finite initial loss.") - - else: - loss = make_loss(model, keys, sample_alpha=sample_alpha, - to_jit=True) - - with catch_warnings(): - simplefilter("ignore") - res = fmin_powell(loss, x0, disp=False) - - if np.all(np.isfinite(res)): - x[i] = res - mask[i] = True - x0 = res - fmin[i] = loss(res) - - f_hess = Hessian(loss, method="forward", richardson_terms=1) - hess = f_hess(res) - D = len(keys) - logz[i] = ( - - fmin[i] - + 0.5 * np.log(np.abs(np.linalg.det(np.linalg.inv(hess)))) - + D / 2 * np.log(2 * np.pi)) - - bic[i] = len(keys) * np.log(len(loader.cat["RA"])) + 2 * fmin[i] - - samples = {key: x[:, i][mask] for i, key in enumerate(keys)} - - mean = [np.mean(samples[key]) for key in keys] - std = [(len(samples[key] - 1) * np.var(samples[key], ddof=0))**0.5 - for key in keys] - stats = {key: (mean[i], std[i]) for i, key in enumerate(keys)} - - loader.reset_mask() - return samples, stats, fmin, logz, bic - - ############################################################################### # Predicting z_cosmo from z_obs # ############################################################################### @@ -1469,12 +839,12 @@ class BaseObserved2CosmologicalRedshift(ABC): self._ncalibration_samples = ncalibratrion # It is best to JIT compile the functions right here. - self._vmap_simps = jit(vmap(lambda y: simps(y, dr))) + self._vmap_simps = jit(vmap(lambda y: simpson(y, dx=dr))) axs = (0, None, None, 0, None, None, None, None, 0, 0) self._vmap_posterior_element = vmap(_posterior_element, in_axes=axs) self._vmap_posterior_element = jit(self._vmap_posterior_element) - self._simps = jit(lambda y: simps(y, dr)) + self._simps = jit(lambda y: simpson(y, dx=dr)) def get_calibration_samples(self, key): """Get calibration samples for a given key.""" diff --git a/csiborgtools/utils.py b/csiborgtools/utils.py index 57c471d..8b5e6b7 100644 --- a/csiborgtools/utils.py +++ b/csiborgtools/utils.py @@ -26,8 +26,6 @@ import numpy as np from astropy import units as u from astropy.coordinates import SkyCoord from numba import jit -from numpyro.infer import util -from scipy.stats import multivariate_normal ############################################################################### # Positions # @@ -429,55 +427,127 @@ def thin_samples_by_acl(samples): return thinned_samples -def numpyro_gof(model, mcmc, model_kwargs={}): +############################################################################### +# Model comparison # +############################################################################### + + +def BIC_AIC(samples, log_likelihood, ndata): """ - Get the goodness-of-fit statistics for a sampled Numpyro model. Calculates - the BIC and AIC using the maximum likelihood sampled point and the log - evidence using the Laplace approximation. + Get the BIC/AIC of HMC samples from a Numpyro model. Parameters ---------- - model : numpyro model - The model to evaluate. - mcmc : numpyro MCMC - The MCMC object containing the samples. - ndata : int - The number of data points. - model_kwargs : dict, optional - Additional keyword arguments to pass to the model. + samples: dict + Dictionary of samples from the Numpyro MCMC object. + log_likelihood: numpy array + Log likelihood values of the samples. + ndata: int + Number of data points. Returns ------- - gof : dict - Dictionary containing the BIC, AIC and logZ. + BIC, AIC: floats """ - samples = mcmc.get_samples(group_by_chain=False) - log_likelihood = util.log_likelihood(model, samples, **model_kwargs)["ll"] - - # Calculate the BIC using the maximum likelihood sampled point. kmax = np.argmax(log_likelihood) - nparam = len(samples) - try: - ndata = model.ndata - except AttributeError as e: - raise AttributeError("The model must have an attribute `ndata` " - "indicating the number of data points.") from e - BIC = -2 * log_likelihood[kmax] + nparam * np.log(ndata) - # Calculate AIC + # How many parameters? + nparam = 0 + for val in samples.values(): + if val.ndim == 1: + nparam += 1 + elif val.ndim == 2: + nparam += val.shape[-1] + else: + raise ValueError("Invalid dimensionality of samples to count the number of parameters.") # noqa + + BIC = nparam * np.log(ndata) - 2 * log_likelihood[kmax] AIC = 2 * nparam - 2 * log_likelihood[kmax] - # Calculate log(Z) using Laplace approximation. - X = np.vstack([samples[key] for key in samples.keys()]).T - mu, cov = multivariate_normal.fit(X) - test_sample = {key: mu[i] for i, key in enumerate(samples.keys())} + return float(BIC), float(AIC) - ll_mu = util.log_likelihood(model, test_sample, **model_kwargs)["ll"] - cov_det = np.linalg.det(cov) - D = len(mu) - logZ = ll_mu + 0.5 * np.log(cov_det) + D / 2 * np.log(2 * np.pi) - # Convert to float - out = {"BIC": BIC, "AIC": AIC, "logZ": logZ} - out = {key: float(val) for key, val in out.items()} - return out +def dict_samples_to_array(samples): + """Convert a dictionary of samples to a 2-dimensional array.""" + data = [] + names = [] + + for key, value in samples.items(): + if value.ndim == 1: + data.append(value) + names.append(key) + elif value.ndim == 2: + for i in range(value.shape[-1]): + data.append(value[:, i]) + names.append(f"{key}_{i}") + else: + raise ValueError("Invalid dimensionality of samples to stack.") + + return np.vstack(data).T, names + + +def harmonic_evidence(samples, log_posterior, temperature=0.8, epochs_num=20, + return_flow_samples=True, verbose=True): + """ + Calculate the evidence using the `harmonic` package. The model has a few + more hyperparameters that are set to defaults now. + + Parameters + ---------- + samples: 3-dimensional array + MCMC samples of shape `(nchains, nsamples, ndim)`. + log_posterior: 2-dimensional array + Log posterior values of shape `(nchains, nsamples)`. + temperature: float, optional + Temperature of the `harmonic` model. + epochs_num: int, optional + Number of epochs for training the model. + return_flow_samples: bool, optional + Whether to return the flow samples. + verbose: bool, optional + Whether to print progress. + + Returns + ------- + ln_inv_evidence, err_ln_inv_evidence: float and tuple of floats + The log inverse evidence and its error. + flow_samples: 2-dimensional array, optional + Flow samples of shape `(nsamples, ndim)`. To check their agreement + with the input samples. + """ + try: + import harmonic as hm + except ImportError: + raise ImportError("The `harmonic` package is required to calculate the evidence.") from None # noqa + + # Do some standard checks of inputs. + if samples.ndim != 3: + raise ValueError("The samples must be a 3-dimensional array of shape `(nchains, nsamples, ndim)`.") # noqa + + if log_posterior.ndim != 2 and log_posterior.shape[:2] != samples.shape[:2]: # noqa + raise ValueError("The log posterior must be a 2-dimensional array of shape `(nchains, nsamples)`.") # noqa + + ndim = samples.shape[-1] + chains = hm.Chains(ndim) + chains.add_chains_3d(samples, log_posterior) + chains_train, chains_infer = hm.utils.split_data( + chains, training_proportion=0.5) + + # This has a few more hyperparameters that are set to defaults now. + model = hm.model.RQSplineModel( + ndim, standardize=True, temperature=temperature) + model.fit(chains_train.samples, epochs=epochs_num, verbose=verbose) + + ev = hm.Evidence(chains_infer.nchains, model) + ev.add_chains(chains_infer) + ln_inv_evidence = ev.ln_evidence_inv + err_ln_inv_evidence = ev.compute_ln_inv_evidence_errors() + + if return_flow_samples: + samples = samples.reshape((-1, ndim)) + samp_num = samples.shape[0] + flow_samples = model.sample(samp_num) + + return ln_inv_evidence, err_ln_inv_evidence, flow_samples + + return ln_inv_evidence, err_ln_inv_evidence diff --git a/notebooks/flow/flow_bulk.ipynb b/notebooks/flow/flow_bulk.ipynb index a42f56d..b2c52bc 100644 --- a/notebooks/flow/flow_bulk.ipynb +++ b/notebooks/flow/flow_bulk.ipynb @@ -30,7 +30,6 @@ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", - "\n", "from flow_bulk import *\n", "\n", "%load_ext autoreload\n", @@ -47,12 +46,12 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnYAAAHWCAYAAAD6oMSKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOy9eXxkZZm+f73vWWrNvqcXmqVZuxtka1kUBcZuxRkZGUQGBdEBHUVAlAEcBYWv4IyKiCB8dIYRHRHlp8OM6KCIMCq0hK1Zu6H3Jfue1F7nnPf3x6lUp5JKqlJJdZLmXHyaTuq8Z6tOqu56lvsRSimFh4eHh4eHh4fHokfO9wV4eHh4eHh4eHjMDZ6w8/Dw8PDw8PA4QPCEnYeHh4eHh4fHAYIn7Dw8PDw8PDw8DhA8Yefh4eHh4eHhcYDgCTsPDw8PDw8PjwMET9h5eHh4eHh4eBwgeMLOw8PDw8PDw+MAwRN2Hh4eHh4eHh4HCJ6w8/Dw8PDw8PA4QFj0wu7uu+9mxYoV+P1+1q5dS1tb27TrH3roIY488kj8fj+rV6/mN7/5Tc52IUTeP9/4xjeya1asWDFp+9e//vWy3J+Hh4eHh4eHR7EsamH3s5/9jGuuuYabbrqJF154gWOPPZZ169bR09OTd/3TTz/NhRdeyCc+8QlefPFFzj33XM4991xeffXV7JrOzs6cP/fddx9CCM4777ycY91888056z772c+W9V49PDw8PDw8PAohlFJqvi+iVNauXctJJ53EXXfdBYDjOCxbtozPfvazXH/99ZPWX3DBBUSjUR555JHsY29/+9s57rjjuPfee/Oe49xzz2V0dJTHH388+9iKFSu4+uqrufrqq+f2hjw8PDw8PDw8ZoE+3xdQKqlUiueff54bbrgh+5iUkrPPPpsNGzbk3WfDhg1cc801OY+tW7eOhx9+OO/67u5ufv3rX3P//fdP2vb1r3+dW265heXLl/P3f//3fO5zn0PX8z+dyWSSZDKZ/d5xHAYGBqirq0MIUehWPTw8PDw8PN7CKKUYHR2ltbUVKadPti5aYdfX14dt2zQ1NeU83tTUxObNm/Pu09XVlXd9V1dX3vX3338/FRUVfPCDH8x5/Morr+T444+ntraWp59+mhtuuIHOzk5uv/32vMe57bbb+OpXv1rsrXl4eHh4eHh4TGLPnj0sXbp02jWLVtjtD+677z4uuugi/H5/zuPjo35r1qzBNE0++clPctttt+Hz+SYd54YbbsjZZ3h4mOXLl/P0189lL43U+x1C6UH+svwfEH1RDv79fxFtWgYCRhIWlX6dk1bUZvfviUT487YuDN0moBtIqU06pxFPYKYSvPBXf00yGAIgZSkGow4fPDlEY9Xkfaaj7o3fU7v1CZJVS9i79hM4xuT7nAlicATzP36JCgchGNi3QSnE7g7SH3ovzsqDZnWO+UJ/8lm0/3sWtaIVtCmeZ6WQOztIrz8d+6RVMzp+Z6STpRVLOa7xuNlfrIeHh4fHgmdkZIRly5ZRUVFRcO2iFXb19fVomkZ3d3fO493d3TQ3N+fdp7m5uej1f/rTn3jjjTf42c9+VvBa1q5di2VZ7Ny5kyOOOGLSdp/Pl1fwhf0GQUzCAYeQbhAIhhABCBkmyucDIbCcNAGfTkVgn/iJWRZ+w8Q0bAK6iZZH2Jm2jY7CDIUhEARAsxUjtoMvGCJcMbN/+kB9IxWdPnwBjYqQD9sXntH+k9ANfOEgSmrgz31uhGmS1jScilmeY57Qo3G0qjAqFJx2nagMo3a0k3rXyVAgtD6eVn8rUSuK8AsqzMK/5B4eHh4eBwbFlG8t2q5Y0zQ54YQTcpoaHMfh8ccf55RTTsm7zymnnJKzHuCxxx7Lu/7f//3fOeGEEzj22GMLXsvGjRuRUtLY2DjDu3ARTN+/MrG9ZazfRRMaUkwdEQJQ434IhHAfdkpol7HMMI5mgnIQjj3zA0zEb6JMA2FZeTeLeDLv4wsepZB9g+AzCy+tqUB09SK6+mZ0iqAeJJaO0Ref2X4eHh4eHgc+izZiB25K9JJLLuHEE0/k5JNP5o477iAajXLppZcCcPHFF7NkyRJuu+02AK666irOOOMMvvWtb3HOOefw4IMP8txzz/H9738/57gjIyM89NBDfOtb35p0zg0bNvDMM8/w7ne/m4qKCjZs2MDnPvc5PvKRj1BTUzOr+1EI8mnxScIu87epGUwl3gWuqJss7BSOM/Nrs31hlG4ilINw8ouxGSEEKhxCjMbybYTEIhV2kRginkAVIewI+BGdfcgde7Fbi/9QIIQgoAfoiHSwonKF14Dj4eHh4ZFlUQu7Cy64gN7eXm688Ua6uro47rjjePTRR7MNErt3787pHjn11FN54IEH+NKXvsQXv/hFVq5cycMPP8yqVbk1Tg8++CBKKS688MJJ5/T5fDz44IN85StfIZlMcvDBB/O5z31uUrdt0RR6Ty71PXtMDY4XdpmH7RIcbmwzlInYqbkRdoCqDMGezskbJIhIdE7Osb8Ro1FIpqAiVMRigQr60V7biv3240ArPoAeNsMMJYcYSY1Q5asq/YI9PDw8PA4oFrWwA7jiiiu44oor8m578sknJz12/vnnc/755097zMsvv5zLL78877bjjz+ev/zlLzO+zlIRgJqQqs2j2abYWaAYH7ETIMAuIWJn+cIozUBayblJxQJUhsHKcyxdnyKSt/ARIxFIWWAaRa1X1ZWInn5ERzdqWUvR5wnoAXpjvQwlhzxh5+HxFsW2bdLp9HxfhsccYBgG2lTNdjNk0Qu7twKTU7ETpd5kxDTqr5RUrGMEcDQTmY7PXcRufDfseHRt8UbshiOZL4oMtQZ8kEwjt+/FnoGwA/BpProiXSyrWIatbAxZnJj08PBY3Cil6OrqYmhoaL4vxWMOqa6uprm5edblNZ6wm0cKy7NZHn1CjR2AQOCUMmxESCxfCCM+OGfCjqCfvLlmXYdo3FWgM+gWXQiIoZGZp8+DfrTXt2Kf9jb33oukyldFT7yHTf2biKVjnNh8oldv5+HxFmBM1DU2NhIMBr3f+0WOUopYLJYdh9rSMrMP+RPxhN0CQU2hBgQiT1ds4eMJBUowSdgpSkvFAji6P1NjNzepWBXwu1ekVE6ES+kawrLdBoqponoLFNE7AMbMImequhLRO4DY241asaTo/fy6n3Q8za6RXWhCI2kn8ev+wjt6eHgsWmzbzoq6urq6+b4cjzkikLE06+npobGxcVZp2cUVDjkgEVN8vY+8kb2C4i5/xA7ULISdb+66YgEV8LkGvvYEoajrYFmLz/LEdhADw+AvoiN2PH4TrDTa9j0zPmVDoAGApJ0kbsVnvL+Hh8fiYqymLhic3ifTY/Ex9m8627pJT9gtdET+GrvMpqlRmRVzlYqFufWxAwj4QdcgPeF4RuaxxWZ5MhpFJJIoXwm1bqEg8vVtkJrZL7Rf99MQbMBSFjFrcTaceHh4zBwv/XrgMVf/pp6wW4QoRRHSTqHkZGEHpTVPAChtDn3syKRiDQPSE46nZSJ2i0zYidEIJFJgzjBiB6jqCkT/EDKf/Usx50YQS3vCzsPDw+Otjldjt8Bx7U7cKF1+++Ip9lOgxGTdrmaRilX63PrYEfCBoSEsKzezrElXvS42YTcSAcsCo4RfK9MEy0Zu24Nz6PIZ725Ig+Hk8MzP6+HhccAwkkiTSM1RRqUI/KZGpd/rxl9oeMJuHik6ITpV80SBXKyS+ReUYlAMuHNdmUNhp+uoYMDtJJ2AQCy6GrsZW51MpCKI3LwdzjipqJFk4/HrfoZTw9iOnXd2sIeHx4HNSCLNdx/fwkA0td/OWRsy+exZK2ck7rq6uvja177Gr3/9a9rb22lsbOS4447j6quv5qyzzmLFihXs2rULACklTU1NvPe97+Wb3/xmdrpTIpHgU5/6FM8//zybNm3i/e9/Pw8//HA5bnFR4gm7RYHKaRwtpsZOKHDyROxAlJ6Kle6Py5wJO0BVBN1O0omPswgjdkMjs7JnUdWViI4e5O4OnJUrZrSvT/MxmholZsWoMCtKvgYPD4/FSSJlMxBN4dM1gmb5P9zFMudLpOyihd3OnTs57bTTqK6u5hvf+AarV68mnU7z29/+ls985jNs3rwZgJtvvpnLLrsM27Z58803ufzyy7nyyiv58Y9/DLidwYFAgCuvvJJf/OIXZbvHxYon7BYSU0R6SoyvTSEyFJZTasTO/XGR9tw5navKCjd9mQcRW1xdnqK7v+iJE3kxdHAcNx07Q2FnaiYJK0Es7Qk7D4+3MkFTI+TbP2/tyXyTg6bh05/+NEII2traCIX2jV085phj+PjHP579vqKigubmZgCWLFnCJZdcwk9/+tPs9lAoxD333APAU0895Rk1T8BrnljgZKN047RYUZnUKSJ2kvxTvIrBTcUKhDV3oX4VDkI+oalrsJjGilkWcmhkxinUSQT9yN0dRf4j70MKCQKvM9bDw2NBMjAwwKOPPspnPvOZHFE3RnV1dd792tvb+dWvfsXatWvLfIUHDp6wm09m8N490ykVApU3VysE2PYsInZCIOw5rOEITD19YjGNFRMjUUimS7M6GYfy+91avejMo5W61BlJTq5X9PDw8Jhvtm7dilKKI488suDa6667jnA4TCAQYOnSpQghuP322/fDVR4YeMJuETCVj12hnVSeVKwQAmsWNXZKSDRr7mrfVDAzfWIiuoYYjc04cjVvjEQgmZp9xC7gg3gSMTjzDle/5mcgMYCjSvwH9vDw8CgTagav5ddeey0bN27k5Zdf5vHHHwfgnHPOwZ5oZu+RF0/YzTOF+ifHLE5mmooV5Lc7EQKskiN2GgiJtOewqSHgd00ZJ3Z06DoilZrscbdAESMRd4LGDGa95sXIePgNlCDsdD9xO+5NoPDw8FhwrFy5EiFEtkFiOurr6znssMNYuXIlZ555JnfccQdPP/00TzzxxH640sWPJ+wWBNMLLVvZdMe6Z5aOVQonT8ROCkiXOlIsE7GT6TmM2AV8KEOfJOCUrrnFgIukMzZrdTLrA7mm0qUIO5/mI2kliaYXTwrbw8PjrUFtbS3r1q3j7rvvJhqd/Bo1XQPE2NzUeNz70FoMnrBbQOSVbcINYVuOlQ1lu2bFRRwvT5etAOzZdMUKiUzP4S9XMJCdDZuD7oo9EU/M3bnKiBgYmpXVSQ66juzqm/FuMhOhjaTnSGR6eHh4zCF33303tm1z8skn84tf/IItW7awadMm7rzzTk455ZTsutHRUbq6uujs7KStrY1rr72WhoYGTj311Oya119/nY0bNzIwMMDw8DAbN25k48aN83BXCw/P7mQRoDI+dtnvVeG+CzFljd1sumLdiJ1QDjnGerNABf1u+nFiynWRRexkz8Ds6+vGCPgQ3X2u2J1haleXOkOJIaiam0vx8PBYXMT20+SJUs5zyCGH8MILL/C1r32Nz3/+83R2dtLQ0MAJJ5yQtS8BuPHGG7nxxhsBaGho4KSTTuJ3v/sddXV12TXve9/7skbGAG9729uAmdXyHah4wm4eKebHb590UjPujM1XYyclpGdRY6eEyMyLtVHaHPz4mAbKZyJi8dy70zWwbUQ8WaKP334kmXJr7OZI2Cm/DzEaRQyNouprZrSvX/czmBzEcix06f16e3i8VfCbGrUhk4Foasb+cqVSGzLxz9AMuaWlhbvuuou77ror7/adO3cWdZxi170V8V75FwFK5bd6K7RTvpFiUgjSlsJRCjnDiNtYKhblIJz03Ag7IVCVYcTw6KTHEUBi/43HKRUxEoFUyjVbngsCPugdQAwMz1jYhYwQvbFeBhODNAQb5uZ6PDw8FjyVfoPPnrXSmxXr4Qm7xcM+ZafyW9TlIABHTP4kJYUrEm0bZhrQ2ZeKted2rFh1BWzfk2eLQCyCVKwYibgCtGGOUrFSgqIkyxNDGjjKoSva5Qk7D4+3GJV+wxNaHl7zxEJAKJhKqgncJKwzrm5AUUQaVylXxU1gTNiVMlZszO4Ex0HYcyjsKsP5Q5KKRVFjJ0Yi7vOtzeGvkxSI3sGSdq00K+mMdpKwFkfjiYeHh4fH3OEJuwVFvlERwMRmiSJniuW1O3F1WUkNFOObJ6Qzd/Ni3ekTee5JsjimT8yV1cl4fCayo6ckg+awGSaajjKQGAAglvbGjHl4eHi8VfCE3SJAgVszh9r3fQGEmqJ5QoCjVIkROx2kK+zmNGIX9OffoOvuqK4FjugbdJs95hAV8Ll1h7GZR92kkEgh6Y520xPr4bmu5+iLz9w+xcPDw8Nj8eEJuwWOyITsxuuw4iTZ1M0Tjio1Yqe5YlE5c1pjR9DvNktMmj6hISLTR5uSacWvX4wxFJ2nMVpKIXvn0OpkjIAPEknXH68EKs1K9o7uZWPPRvZG9tIb653b6/Pw8PDwWJB4wm4RoCZ+UUR6bvqIXWk1dmRq7MQcCzsVmMrLTodYHOypRVvXsM3uPovd/fM0eiyeRETjqLkWdobhGjQPjpS0e9gMEzbDSCGpD9TTEekgZU/dYZy0k9Nu9/Dw8PBYHHjCbjGgck0Xi6uwI69B8Wxq7AAczcw0T8xdjd1UJsVK1xGWDcmpGyh6hm36Rm129s5hzd8MECMRSKbmPmKXsaIpZbTYGGEzTJWvikqzkpHUCL3x3KidUoo3B99k88Bmnul8hk0Dm2Z8jmg66hmCenh4eCwgPGG3IJj+jVEBTgkGxfkmQ2Rr7Eo0KXZ0E6Fs5FymYjMRO5Fv+kTaQsTzCzulFDt7LaSAjgGb0cT+T8e6wi4NZhksBgwd2TX7FKomNXSps2dkD47a9xztHd3L632v83r/6/TGemmPtDOSKj5CGEvHeKnnJYaSQ7O+Rg8PDw+PucHzsZtPJkQ68k2AdbXZxHVFHj7frNjMY1aJGkhpRqZ5Yg4jZKaB8vsRoxMaJYzpx4pFk4r+UZvGSo3huMOuXotVy+Y4clYAMRJxqyDnak7seAJ+RFe/+xzMsjmjxl9DT6yHgcQA9YF6HOWwfXg7Pt1HfaAegD0je+iOdlNpVhZ1zOHkMP3xfkZTo9T48xspDyYG6Yx00pfoo85fx5G1R6LJuW008fDwyJAYhrmc5V0IIwB+b37hQsMTdosAxYRUbBEGxYj8wm6MkiN2mjn3zRNCoCpDk9OOug6WhUjkHysWTylStqLGJ4mlBK/uSXHUEgMtT9NIuRDDo2UbebZvtNjIjCdQTMSn+bCVTXuknfpAPaOpUSKpCJW+fSIuYATojnVzWPVh2Q8AAGknTSwdw5AGffE+loSXoEmNwcQgw6lhBhODLK9cnnM+27HZNbKLNwbfIG7FCegB+uP9GJrB4TWHz+pePDw88pAYhv/7V4j1779zBuvgjH+akbjr6uria1/7Gr/+9a9pb2+nsbGR4447jquvvpqzzjqLFStWZGfASilpamrive99L9/85jepqXFfB5988km+/e1v09bWxsjICCtXruTaa6/loosuKsttLjY8YbcYUBOCe6qYpKyYXtiVGLFzNHPOmycAVFUFWBOigFK6Nz5FKjaRVtlgVm1I0jVk0zFos6xu//1Yi94Btz6wHPgzo8UGZz5aLB/Vvmo6I50cUnUII8kRknYSv77PaiaoBxlNjRKzYoSMEAAjqRFe63uNoeQQYSNMf7yfpJ3k4KqD6Yn14NN89MbdNK6jHBoCDWhC4/WB19k+tJ0Ks4L6CjciOJIcYfvQdpqCTVT5vE/5Hh5zSjruijo9AEZwP5wv5p4vHS9a2O3cuZPTTjuN6upqvvGNb7B69WrS6TS//e1v+cxnPsPmzZsBuPnmm7nsssuwbZs333yTyy+/nCuvvJIf//jHADz99NOsWbOG6667jqamJh555BEuvvhiqqqqeP/731+2W14seMJugTMmzXJ0XZH75uuKHcMuMWKnshG7uZ1HqCpCeadPiGnGiiXTCsdx6wZ9hsByFJH9WWfnOO50CF+ZRvhoElCIgdI6YycSMkIMJAfYPrwdy7bQJ8yU8+t+BhIDjCRHCBkhRlIjbOzZSF+sj0pfJQOJAUJmiE39m4ikIwwmB2kMNtIX76Otsw2lFEsqliAQ7B3dS0OwIUc4Vvoq2TO6hx1DOzi28dicqKCHh8ccYQTBF94/57Jmlvb99Kc/jRCCtrY2QqFQ9vFjjjmGj3/849nvKyoqaG5uBmDJkiVccskl/PSnP81u/+IXv5hz3Kuuuorf/e53/PKXv/SEHZ6wWxSMpWLnonkCXLFUcsRONxFKzXnELutlNwElmDJil0wrhNhXNygQRJP7sUMzGnfTxHPdEZuDcA2Q5+JIQtAQaGDb4DYUisZgY852mfkg0B3rxnIs3hh8g9HUKEsqliCFzImyvTn4Jo2BRoJGkAbRgClNFIqOSAdSSJpDzRjaZMFbH6hnT2QPSyuXZmv7PDw8DnwGBgZ49NFH+drXvpYj6saorq7Ou197ezu/+tWvWLt27bTHHx4e5qijjpqLS130eF2x80hREiTTPKHGzRWbTfPE2NFKrbFT0n2znvNUbDCQ/8aUmjJil7AmS939GbErm9XJePy+kkeL5SOgB2gINrAkvCQnmjZGXaCObcPbeK77OdJOmiXhJVnBN0a1r5qDKw8mbIazxxzrvF1asZTWcGteUTe21lY224e253Toenh4HNhs3boVpRRHHnlkwbXXXXcd4XCYQCDA0qVLEUJw++23T7n+5z//Oc8++yyXXnrpXF7yomXRC7u7776bFStW4Pf7Wbt2LW1tbdOuf+ihhzjyyCPx+/2sXr2a3/zmNznbP/axjyGEyPmzfv36nDUDAwNcdNFFVFZWUl1dzSc+8QkikRLnhWa011QiTCBQE2rsivUNm+6Y6ZJTse68WDmxHm62BP1uTtWekOLVJEwxfSKZVoxXg7oGw7H9LOxSZbI6yTCb0WJT4df9U3amBvQAy8LLaA23Uh+onzJdOps0akOggY5IB93R7pKP4eHhsbiYid/ltddey8aNG3n55Zd5/PHHATjnnHOwJ74/AE888QSXXnopP/jBDzjmmGPm7HoXM4ta2P3sZz/jmmuu4aabbuKFF17g2GOPZd26dfT09ORd//TTT3PhhRfyiU98ghdffJFzzz2Xc889l1dffTVn3fr16+ns7Mz+GZ/bB7jooot47bXXeOyxx3jkkUf44x//yOWXXz77G5omwjb+72KZWtgpUiUG3JTUQUhw5lbY7Zs+MVHY6YhY/jqOaEIxvgHW1GAo5uw3w1wxkhHz5awVC/jc6RaDpRsVzxQhxKQo3Vxiaia61Nk+vB17jms1PTw8FiYrV65ECJFtkJiO+vp6DjvsMFauXMmZZ57JHXfcwdNPP80TTzyRs+7//u//+Ou//mu+/e1vc/HFF5fr0hcdi1rY3X777Vx22WVceumlHH300dx7770Eg0Huu+++vOu/853vsH79eq699lqOOuoobrnlFo4//njuuuuunHU+n4/m5ubsn7EWa4BNmzbx6KOP8m//9m+sXbuW008/ne9+97s8+OCDdHR0lO9mZ9o9oZTbVZoHKSFplZqKdefFyjkeP6WC/oy9yQTBqMuphV3KQR+n7AxNkEiVLlpnihgcLa+og8xosfSsJlAsRGoDtfTGeumL9833pXh4eOwHamtrWbduHXfffTfRaHTS9qGhoSn31TQ3wxCP73svePLJJznnnHP4l3/5l7kJrBxALFphl0qleP755zn77LOzj0kpOfvss9mwYUPefTZs2JCzHmDdunWT1j/55JM0NjZyxBFH8I//+I/09/fnHKO6upoTTzwx+9jZZ5+NlJJnnnlmLm4tB4Gr0Urqip3icSkEqRKFnSONjLCb61RsIP/0CU1z05B5onDRhMrx7XUDfopocv+kY0Vvf1nTsO5JMo0hJc6MXagY0gAB7ZH27GPpuf6Z8vDwWFDcfffd2LbNySefzC9+8Qu2bNnCpk2buPPOOznllFOy60ZHR+nq6qKzs5O2tjauvfZaGhoaOPXUUwE3/XrOOedw5ZVXct5559HV1UVXVxcDAwPzdWsLikXbFdvX14dt2zQ1NeU83tTUNGWot6urK+/6rq6u7Pfr16/ngx/8IAcffDDbtm3ji1/8Iu9973vZsGEDmqbR1dVFY2NuN6Gu69TW1uYcZzzJZJLkuHmnIyOZN+litNW4gNC+lGxx+02VipUC0iVH7HSQEmHPcVjM0FEBP2JkNPd8uubOi02lc5oUbEcRTzk5ZsSG5tYOxlKK2rm9usnYDqJ/uLTGiUTS3a/YaJ+hIzpnP1psoVHjq6Er2kVfvI+uaBe9sV6OqD2CllCLZ4Xi4VEq6fw1yQvhPIcccggvvPACX/va1/j85z9PZ2cnDQ0NnHDCCdxzzz3ZdTfeeCM33ngjAA0NDZx00kn87ne/o66uDoD777+fWCzGbbfdxm233Zbd74wzzuDJJ5+c3X0dACxaYVcuPvzhD2e/Xr16NWvWrOHQQw/lySef5KyzzirpmLfddhtf/epX824r5u1LTZgTW1wNmZhSOEjJLGrs3FSsmONULICqCiH6J1h7aBqkk/vEUIaUpbAcMMbFnDWZEXz7w/JkNIpIplBB38z2i8SQuztwljRBVUVx+/h9yJ65GS22kAgaQfrifWwZ2EJHtAOf5uP5ruc5vPZwVtasLGudn4fHAYcRcCdBxPpn7C9XMsE697wzoKWlhbvuumtSCdQYO3fuLHiMH/7wh/zwhz+c0XnfSixaYVdfX4+maXR353bWdXd3Z40NJ9Lc3Dyj9eB+wqivr2fr1q2cddZZNDc3T2rOsCyLgYGBKY9zww03cM0112S/HxkZYdmyZdPe30Rm3g+gpjQoFoJZdMUaICTSym9BMhtUVSVMTMXq7rxYkUznRCoTaYVtK/z6PvE6FuVJpMsv7LJWJzVFijNwrVt6B3AOakUMjbrTNorZLeBHRKLu+LK66tIueIFSYVawO7KbllALAT1AJBXhjYE3qAvUeT53Hh4zwV/ljvfyZsW+5Vm0ws40TU444QQef/xxzj33XAAcx+Hxxx/niiuuyLvPKaecwuOPP87VV1+dfeyxxx7Lye1PZO/evfT399PS0pI9xtDQEM8//zwnnHACAH/4wx9wHGdKA0Wfz4fPNzmyM1F+qDzxO7fGLnelU8ysWKbrigW7xDK0bPPEXBsUA6oiOFnBapprgZLKjRCmLbAVeebCiv0n7CzLbfgoltEoBHyo5gZEzwxqQfw+RO8AYmD4gBN2Nf4aKs3KrP1K2AwzmBikM9LpCTsPj5nir/KElsfibZ4AuOaaa/jBD37A/fffz6ZNm/jHf/xHotFo1qTw4osv5oYbbsiuv+qqq3j00Uf51re+xebNm/nKV77Cc889lxWCkUiEa6+9lr/85S/s3LmTxx9/nA984AMcdthhrFu3DoCjjjqK9evXc9lll9HW1sZTTz3FFVdcwYc//GFaW1vLcp/u5AmK75oY22/KGjuBUgqnBFuQrN0JCubaqiIYmCxYxyJ2iVxhZzmZcWJ5foIT6fI3T7hWJ1OnuyehFKJvEPvoldirVrr7FauuNXdm7v60PNmfTPTUq/JX0RHpILa/aoU8PDw8DiAWbcQO4IILLqC3t5cbb7yRrq4ujjvuOB599NFsg8Tu3buR4975Tz31VB544AG+9KUv8cUvfpGVK1fy8MMPs2rVKsBtqX755Ze5//77GRoaorW1lfe85z3ccsstORG3n/zkJ1xxxRWcddZZSCk577zzuPPOO0u6h5mUiGebJ1SRIbspzWXdqJ/twBQ+tVNfg3QNioVyEMpGMXc1Xyrgd+9QqX3XLl1RQ3JCxM4GRym0CbeoCbVfxoqJgeGZ/eMNRyAUxD55NSrgc7uAY3GomDxaJx9KzN1osYVO2AjTkexgNDVKcH8MM/fw8PA4gFjUwg7giiuumDL1mq875vzzz+f888/Puz4QCPDb3/624Dlra2t54IEHZnSd+SgmYDZWN5bTPFHUwadJxQpwHFfczZRsxE4phGOj5rKWP+h3hZzjuCnYLAIxIRVr2QpHiUnaVdcE0cR+EHa9A8V3xCqF6B/CPu1tqJYGUApVW4noG0QVKezwm/tGix3gHaNjTRMjqRGaQk0FVnt4eHh4jGdRp2LfKiiVO3Oi2AyqmsKgWOCKQ6cEZedo4yJ2c5yKVcGx6RMT6vcEMDEVawOoSbYYuoRIuX3s0hZycKRoYScGR6AqjH3iqswDAmfFUogX31msAn7E0CjE52602ELGp/nojR94Fi8eHh4e5cYTdvOIykZfphdYgtwlBUeLZZTfdBE7pdzA2ExxI3YClIOY4wYKlTEpniTs8qRiLVsh8uRCdU2QSquSu36LQYxGIZVG+YowJ3bc2jj7bUejGva56znN9bh1ikVepz8zWmzgwDIqnoqAHmA0OUp8f9k2eHh4eBwgeMJuEaCyf4/V2BVR3iWmLuzPCrsSU7FKaGWJ2BHw5Z0+IYRAxHIjVZaTv5tEk2A5kCxnZ2wk5nbpmoUjdmJgCKemCvuE3OHUqqkuMwe2yAicmRktdoA2UEwkaASJWTGGEkPzfSkeHh4eiwpP2M0jiuLr72ckUwpF7HCjhaVYnow1T7g1dnNseaLrqFBgUsROaZrbaDCOtA35nj1dE1i2KquwE5FYcWbBjoMYjmCfcAyqpjJnk6qrQVWEEdEiI1JCgOItI+ykkAgh6In3FF7s4eHh4ZFl0TdPHPi4kanxdXWFJk8IFEqIvL544EbAFKXZnSA1d6RYOSJ2gFNZgdY9weNN1yYJIMvOH7HTMxG7cnrZiUiUYqxORN8gTn019vFHT96oSZwVrWjPvlb8iQ/Q0WJTUWFU0BPtIVGTwK/75/tyPDwWPEk7iVUGj9Gp0KWOT5vh9J15QgjBf/3Xf2V9bw9kPGE3jxQjPfKtKajHxrZPMyu21FQskInYuXYnc05VBcKycu9bk4hJEbv88U53rFiZhd1ojIL/erYNkRj2O06EynDeJaq1CZxXiu90DfiQ3QfeaLGpCJthOiIdDCWHaNanng7j4eHhirpnOp8hko7st3OGjTBrW9YWLe4+9rGPcf/99wPujPWlS5dy/vnnc/PNN+P3ex/e5gpP2M0rRYgPNc6guMi9BK5QmNbuRJU+fcLRDEQ5UrGACgcnRyR1zW2esB1XuQFJC4SY/EyMdcmWtcZucLjgxAnRO4Bqqsc+9sgp1ziNdeAzIJkGf+F6PRXwISKxA3K0WD7GbE/64/00hzxh5+ExHZZjEUlHMKWJqRVpxTQLUnaKSDqC5VgzitqtX7+e//iP/yCdTvP8889zySWXIITgX/7lX8p4tW8tvBq7eWSsCcKVIoUjNmOCRxVaPiYGp6uxg9JSsYBjBEE5cz95AlwvuwkoTUNYdk5nbCqtmDRNLIOgvMJODgy5zQxTYVkQT2KfvBpCUw/IVg01qFAQES1ywoLfD7Ekouutk44Nm2G6Y92knXTO493Rbrqj3QXLEjw83mqYmklAD5T9T6ni0efz0dzczLJlyzj33HM5++yzeeyxxwDo7+/nwgsvZMmSJQSDQVavXs1Pf/rTnP3f9a53ceWVV/JP//RP1NbW0tzczFe+8pWcNVu2bOGd73wnfr+fo48+Onv88bzyyiuceeaZBAIB6urquPzyy4lE9kU7P/axj3Huuedy66230tTURHV1NTfffDOWZXHttddSW1vL0qVL+Y//+I+Snody4gm7BUT+mrgxMTeDkF0REbtS7U4AHN0HSpVnXmwgI+zGv2FrmbFi44Rd0lLIKe5PoUhaZXrDT6bc5olphJ3oHUS1NGCvPmL6Y/lMnKXNUGwDhSZBCOSm7TO44MVN2AgzmhplOLmvaSRpJ3mt/zX+0vkXdgzvmMer8/DwmA2vvvoqTz/9NGbGYSCRSHDCCSfw61//mldffZXLL7+cj370o7S1teXsd//99xMKhXjmmWf413/9V26++easeHMchw9+8IOYpskzzzzDvffey3XXXZezfzQaZd26ddTU1PDss8/y0EMP8fvf/37SsIM//OEPdHR08Mc//pHbb7+dm266ife///3U1NTwzDPP8KlPfYpPfvKT7N27t4zP0szxhN18UkRbbNbqZIKP3XS7ibGQ3lQGxYLMrNjiL3U8jmaWrXlCBf2ukLPHHVvPfD8+YmepqW4PAcTKNFZMROOuh505TSo2kcQ5fIVrZ1IAtaw5914Lra+pQNu+xx1p9hZAlzqOcuiOdmcf64p2MZQYwpAGe0b37NdicQ8Pj9nxyCOPEA6H8fv9rF69mp6eHq699loAlixZwhe+8AWOO+44DjnkED772c+yfv16fv7zn+ccY82aNdx0002sXLmSiy++mBNPPJHHH38cgN///vds3ryZH/3oRxx77LG8853v5NZbb83Z/4EHHiCRSPCjH/2IVatWceaZZ3LXXXfx4x//mO7ufa81tbW13HnnnRxxxBF8/OMf54gjjiAWi2VHkt5www2Ypsmf//znMj9rM8OrsZtHZio9xvvYFVwpymNQDKA0s7yp2DGT4rE6tkzEjmQyuyxlMWlO7Bi6JoiWa/pEJAap9PQROyh6VJhqrHPvL225912IijDs3Ivcthu7dnWRF724qTAr6Ih0cGj1oUgh2TG0g4ARoNpXTXe0m/54vzd6zMNjkfDud7+be+65h2g0yre//W10Xee8884DwLZtbr31Vn7+85/T3t5OKpUimUwSDObOjF6zZk3O9y0tLfT0uNZImzZtYtmyZbS2tma3n3LKKTnrN23axLHHHksotO91+rTTTsNxHN54443svPljjjkmZ958U1NTdrY8uPPl6+rqsudeKHgRu3mk4ASJnLX5v5568TSpWFxhZ5daY6ebCMrUPBHIM1ZM1xC2jUi6dVZKqUzELv/9uWPFyhSxy3rYTSHCMuPf1BSdsBNxmurcOrxi6+ykANNEvrKldGW+yKgwKxhJj9Ad66Y90s5AYoBafy261FEoOiOd832JHh4eRRIKhTjssMM49thjue+++3jmmWf493//dwC+8Y1v8J3vfIfrrruOJ554go0bN7Ju3TpSE2aFG0buB2shBE4ZXg/znWd/nXs2eMJunimiZYKJUq6QHhMFI3Zuy0bJETvpipqy2J0E/ChDR1jjhJ0Q7jOQScVaDtjO1M0TmoR4SpWlsF5EopmOlylOnkqDYaDCxUXsCAVwmuqLNyoGVG0VsrMH0bGwPiWWCykkQT3I9qHtvDnwJmEznO2YrfZV0xXrIpLafxYPHh4ec4OUki9+8Yt86UtfIh6P89RTT/GBD3yAj3zkIxx77LEccsghvPnmmzM65lFHHcWePXvo7Nz3ge8vf/nLpDUvvfQS0Wg0+9hTTz2FlJIjjihQG70I8ITdgmDq2J2a9IXLtIKwQMTOPUDpNXZKuh5q5aixQ9cgFJw0fUIgss0Tlu1e+1TCTtcEaUuRKsPlidHY9CHTVBp8BqoiOM2iXJwVre5+xRJw58bKLbuK32eRU+uvpT/eT9pJU+OvyT4eMkJE01F642+dTmEPjwOJ888/H03TuPvuu1m5ciWPPfYYTz/9NJs2beKTn/xkTs1bMZx99tkcfvjhXHLJJbz00kv86U9/4p//+Z9z1lx00UX4/X4uueQSXn31VZ544gk++9nP8tGPfjSbhl3MeDV28844dTKNEMtJxapCaVw1fVQpg12isstG7MpUtO5UhdEmWHrkROxsNwspp/jp1aTbXJFMK3x6sUPbimRweFpzYJFKo3wmFBuxI1NnJ0SOT9+0CAEVQbTXtmKf+jbwld+zar6RQrK8cnnWp3AMIQQhI8Su4V0sDS/F0KaxofHweAuQslOFFy2g8+i6zhVXXMG//uu/8uKLL7J9+3bWrVtHMBjk8ssv59xzz2V4uPhmMSkl//Vf/8UnPvEJTj75ZFasWMGdd97J+vXrs2uCwSC//e1vueqqqzjppJMIBoOcd9553H777XNyT/ONJ+zmkaJkldr39z4fOzVtyE4ot29WialFgkDMImLn/thIewZRpplQWeGqt9yz7ovYOe44tKnsTnQpsJzMvNipbeRKQg4MT+9hl0xlGiKKD4Y7TXUQDLjzcIttuqipRHT0Ine24xxxcNHnmv6gRU7AmCcmiroxqn3VdEY76Yp1saxi2X6+Kg+PhYEudcJGmEg6QsrZP+IubITRp/qEnYcf/vCHeR+//vrruf766wF4+OGHpz3Gk08+Oemxifscfvjh/OlPf8p5bGJpzurVq/nDH/4wo2vNd+6dO3dOeYz5whN2803B91E1KULnGhsX2LGI4846FWuV58VDhQNMkr1SZv3e0haZVOwUwi7TRDvnY8VS6YIedqTSqPrqmR23qgJVV+VOqyhS2GEY4Cjk5u2zF3ZKoW3YiOgdwPqbMxe0uMuHJrWs9cmS8JJs/Z2Hx1sJn+Zjbctab1ashyfs5hM1feDNXQMgZmaNIpRrkDdtjR3gzCIVq4REWomS9i9IMMCkZ0bT9gk7W02btZSZkWlzPX1CZKxOXOE5BUqhqitneGCBc9AStN1dM9uvOoy2ZRfWSGTKebQFUQrt2VfQf78BTAP7tONR9TWF91tg1Phr6I310h/vpyHYMN+X4+ExL/g0nye0PLzmifmkaNkxPgVLofq6zC5CoKZy8AVm3RUrJNJKFl5cyvGDfleZjQ+d6zLbOZq2FY4zjUGxEOUZK1bIw27s3ylcfOPEGE5zPaCYSRhVVVXASARt2+4Zn28M+fIb6I897c6qjcaROxaWg3qxmJqJoxzaR9u9MWMeHh5vaTxht2AoNIJi3/aCkb4xgVGgGcMuefJEeSN2KuDfl08dQ9MR8TgolW2YnSoVO0ZijseKFfSws23QtKI97Majmuoy3a4zeE6lBE1Dvrq1GNfqybtv2obxv38CKVENtWDq7riyRSqM6gJ17InsoT/RP9+X4uHh4TFveMJuPpn0/jn1rNicR4rysSuUilWzjtjpqWjhxaUwNn1ivJedLhEpCyyblFV4FptClSEVG3XntU31vCYz0bxi6+TGoepqUBXhGfnZQcbTbm8noqtvRvvJbbsxfv1/YFmuqARUdSWyvRvROzCjYy0UAnoA27HZObwTRy0sw1APDw+P/YUn7OaV6We+uivGf12kUBlbVqjGrsTIzFiNnXDsskR3VDAwafqEGpsfm0iSsiebNk9ECogm5ljYFfCwE6kU+MySUrFo0vWzi80wChoKIKJx5Nbi07Fidyf6r56AWBzV2rjv5yQUQMQWbzoWoD5YT0ekg57YW8O82cPDw2MinrBbBEyUMUXJlUIROyWwS47Yae6xHdudGTvXBHwow0BMGCuGZSNS6YnexXnRpSCamuNrK+BhRzLtdrWW6CunWptcg76ZiGUhUKEA2qtvTjJ1zru8sxfjf/6AGBpFLW3OFf9CoHwm8rVti3ZcmU/zgYAdwzuwy2Gg7eHh4bHA8YTdIkCM/T/zfq8KFNmJsXmlhSZPzMagWEiEcpDlMMOU0p3cMF6ojEXskinStioY69S1uY/YFfSwS6Vw6qpLPr7TWAc+w03pzgBVU4XoGUDu7ph2negbxPjvxxE9A6hlzXkjuqq6EtnVi+hevHVq9f56uqPdXtTOw8PjLYkn7OabgrnYohOw43fKROymMyh2Z66WQjYVq+yyTZ9QVRW5wm4sYpdIEU8ppJg4P1fRPmBlves0KYinnJKna0yiGA8720HNQtipxlpUKIiIxma2o88E20a+uTPvZtE/hPbMSxgP/RbR3o1a3sKULcVBPyKeWNTpWEMz0KTGzpGdXtTOw8PjLYfnYzePFCM5Js6KVRnD4un0oFCZaN00ETsh8gx3KBIlNRASHAdRrukTVeHc5gkp3ZFbqRTxtIM24d6GYgpdEwxEHFprNHQJaccdLRYwZ2+4W5SHHZTUOJHFNHCWNqO9vhVmKhArw25H6ztPglAAkinkjr3I17a6diijUfD7UMtbp5+KIQTK73PHla09dkYTNBYSdYE6umJddMW6WBJeMt+X4+GxX7BHR3HiM2vAmg0yEECrqNhv55srVqxYwdVXX83VV18935dSFjxhN88UKzncOjuVEXiFJKFCielTsVKAPcvmCelYZRsrpkITGhCEcJ+sZIpkKldvKKUYiTsc3Kizs9fCcRS6BvG0IpFWBOZilGrWw24K82HHQQjhppBngVraBK+8MfP9qisQu7vQXngdbBvt1S2IvkE34ltTCSuWuv/oxRyrphLR04/o7HWvZxFiSANTmmwf2k5jsBFDejNkPQ5s7NFR+r53D9bg4H47p15TQ/2n/7Focfexj32M+++/n09+8pPce++9Ods+85nP8L3vfY9LLrlkytFjM+WHP/whV199NUNDQzmPP/vss4RCs/gQvsDxhN18oiZ+O73vXJ5dplxcMGKHIF2ikd2+Gju7fBG7gH/yY0K4qdh0rjlxPOVG5U48xEffqMNowv3edubO8qSgh10qjTINVEWJEyAyuKlc4TYvTGswPQFNA02g//FZiCehIuh2vBol/Ir7fZBIInfswV6kwg6g1l9LV7SL7mg3SyuWzvfleHiUFScexxocRPp8yMAcD8me5nxOPD6jqN2yZct48MEH+fa3v00gc52JRIIHHniA5cuXl+tyc2hoKO90mlQqhWnORUShNBZnnuWAosiYndr3VyEXN4FyU6XTrRHMsitWIhynfDV2wYywGx9VVAqVTJJMO2jjok+RhKI2rLG8XqcqIElZCl2CZauZ9iFMSWEPuxSYRvGzXqdA1VRmjIpnPtVDtTahqitQhyxFNdaVJurAvcegH+21raXn6xcAutQxpMH24e0MJ4fn+3I8PPYLMhBAhkLl/1OieDz++ONZtmwZv/zlL7OP/fKXv2T58uW87W1vyz726KOPcvrpp1NdXU1dXR3vf//72bZtW3b7zp07EULwy1/+kne/+90Eg0GOPfZYNmzYAMCTTz7JpZdeyvDwsDuNSAi+8pWvAG4q9o477sgea2hoiE9+8pM0NTXh9/tZtWoVjzzySHb7L37xC4455hh8Ph8rVqzgW9/6Vs49rVixgltuuYWLL76YyspKLr/8cgD+/Oc/8453vINAIMCyZcu48soriUbL5P86Dk/YzSPFxpLE+LVFFuYVmhM7G2GH1NxxZcouXyo26HejY1aucLSjSRwF2rjbS1iKgxt0pBCEAwLLBikFCrLNFLOlsIdd2vXfC+aJNM4AVVOJCvgRiRLGtemaO2e3wL99UddRXYnoHUS0d8/6WPNJfaCe/ng/z3Y9S2+sd74vx8PDA/j4xz/Of/zHf2S/v++++7j00ktz1kSjUa655hqee+45Hn/8caSU/O3f/i3OBCumf/7nf+YLX/gCGzdu5PDDD+fCCy/EsixOPfVU7rjjDiorK+ns7KSzs5MvfOELk67FcRze+9738tRTT/Gf//mfvP7663z9619H01xrq+eff54PfehDfPjDH+aVV17hK1/5Cl/+8pcnpYu/+c1vcuyxx/Liiy/y5S9/mW3btrF+/XrOO+88Xn75ZX72s5/x5z//mSuuuGKOnsWp8VKx80xRb8EZZaey/xVCoQrUUwnALnWmGKA0E6EchFOmVOx4k2IjUx+laTiROHb1voyo7SikgOZq95ewMiBzun3nStgV9rBLud2msxVVuo5qqkNs3TW748wWvw9SKeT2PdgHtc7vtcwCTWosCS+hJ9bDS70vsbZlLRVmacXeCStB0k5iSIOgMbtayvkgbadRKExt/lJEHh4AH/nIR7jhhhvYtct9nXvqqad48MEHefLJJ7NrzjvvvJx97rvvPhoaGnj99ddZtWpV9vEvfOELnHPOOQB89atf5ZhjjmHr1q0ceeSRVFVVIYSgubl5ymv5/e9/T1tbG5s2beLwww8H4JBDDsluv/322znrrLP48pe/DMDhhx/O66+/zje+8Q0+9rGPZdedeeaZfP7zn89+/w//8A9cdNFF2QaNlStXcuedd3LGGWdwzz334PfPLggwHZ6wm29mlonN802eQyqFU8ZULICjGQinjBG7gH/S9Ak0DRWJYVeqbCo2bYGpCyqD7v0GTZmVvgKRGT82ewp62KWtWVmdjMdpaUBu2lZ4YbkJBdA2bcM+/YTS07oLACEEjcFG9o7uZfvwdtbUr0EUKcDTTpr20XY6oh2MJkdJOSlMabKkYgnLK5dTOVUzzQIiaSfZNriNjmgHSilqA7W0hFqo9dfi18v35uLhMRUNDQ2cc845/PCHP0QpxTnnnEN9fX3Omi1btnDjjTfyzDPP0NfXl43U7d69O0fYrVmzJvt1S0sLAD09PRx55JFFXcvGjRtZunRpVtRNZNOmTXzgAx/Ieey0007jjjvuwLbtbGTvxBNPzFnz0ksv8fLLL/OTn/wk+5hSCsdx2LFjB0cddVRR11cKi/fV+gBCFNGdOrYku3T6MbAFC+9nK+yUZoAqo92J30SZBiKZ2qdj9UzEziEr7CzHFXk+3f3etTZxv1YwN8KuGA87BKpybtr+VW1V5otpavr2A6q60jU+3tOFc8jibj4QQlAfrGfn8E6agk00h6b+BA+ZTuvUCJsHNtMeacev+QnoASrMChJ2gjcG3qA31svJLScTMhZud13CSvBy78vsGd1Dla8KKSXto+3sHtlNhVnBkbVHsiS8pGih6+ExV3z84x/PpiXvvvvuSdv/+q//moMOOogf/OAHtLa24jgOq1atIpXKNcU3jH2vy2M/xxPTtdMRmKNGk4ldtpFIhE9+8pNceeWVk9aWu0lk0dfY3X333axYsQK/38/atWtpa2ubdv1DDz3EkUceid/vZ/Xq1fzmN7/Jbkun01x33XWsXr2aUChEa2srF198MR0duY7+K1asyBZjjv35+te/Xpb7g3EabgYapZiInTUL814nm4otT/OEO30iNNmkOJbAcZysc4ftgC7BZ4wXdu4bsxSKeGr2wi7rYTeVsFMZM5pZNk5kD1db5aaf02USzcXiM8GykNuKn0O7IEimEJ29yM3bXZuaDAE9gC513hh4g6Q9dQ1j3IrzUs9LPNX+FB2RDlpCLTQEGwibYQzNoMKsYFnFMgaSA2wZ3IJVrt+BWaCUYjAxyIs9L7J7dDct4RaqfFVUmpW0hFtoDbeSdtK80PMCbw6+SaocE2Q8PKZh/fr1pFIp0uk069aty9nW39/PG2+8wZe+9CXOOussjjrqKAZLsHExTRPbnr4BbM2aNezdu5c333wz7/ajjjqKp556Kuexp556isMPPzwbrcvH8ccfz+uvv85hhx026U+5O2YXdcTuZz/7Gddccw333nsva9eu5Y477mDdunW88cYbNDY2Tlr/9NNPc+GFF3Lbbbfx/ve/nwceeIBzzz2XF154gVWrVhGLxXjhhRf48pe/zLHHHsvg4CBXXXUVf/M3f8Nzzz2Xc6ybb76Zyy67LPt9RQkmjTORHNmIHW6tXaGu2EI1dlK4s2KVUiV9WleamUnFlu8NQVVVwO7OceeUqIQ7L1aT7o+uZSuCfome0bF+Q6BlvIzHpk/MmkIedmkLDB1VOUfCrqZqX2fsPLbMAxAKIt/YAe88seQZuGVDKcTAsPtnaATRN4To6nXT5okkIpXGOvVtWOtOz+5SH6inPdJOd7Sb5ZWTPzWnnTQv977M3tG91AfqqQ/U5/39EELQGGhk2/A2lFKsbliNLhfGy2nKTvHGwBvsHt1Nyk6xJLxk0rVJIakP1BNJRXi171X2ju6lKdREla+KpmCTV4fnUXY0TWPTpk3Zr8dTU1NDXV0d3//+92lpaWH37t1cf/31Mz7HihUriEQiPP744xx77LEEg0GCwdz62DPOOIN3vvOdnHfeedx+++0cdthhbN68GSEE69ev5/Of/zwnnXQSt9xyCxdccAEbNmzgrrvu4nvf+960577uuut4+9vfzhVXXME//MM/EAqFeP3113nssce46667ZnwvM2FhvBKVyO23385ll12W7aa59957+fWvf819992X94fgO9/5DuvXr+faa68F4JZbbsk+yffeey9VVVU89thjOfvcddddnHzyyezevTsnfFpRUTFtQWZxFJp4OnG1cufEKpg2F6vUtOPExvZ2lJrUYVosjl7mVCy40yfGf9rSNZSVwrDSCOH+ctqOW1c39uYbMAWGBmnbva85i9hN62GXAtNEhecoJRf0u4bDvYOuuJ1HVHWFK5b2dOEctn88popFvroF43//5I5gU8rtBPeZ7oSN2iqIJdBe2oz9tqNRjbXuPkLi03zsHt3NkvASNLnvDUUpxY6hHeyN7KUl3FLQ1Niv+2kKNrFjeAdVvioOqT5k2vXFYjs23bFuemO9JKwEITOUvZbh1DD1gXrq/HU4yv3QEklHMKRBjb8G27F5pe+VrDCd+CY2kbAZJmgEGUmNsHVoK45yaA21clTdUVT5qubkfjz2L/tr8sRcnKeyMv+HZSklDz74IFdeeSWrVq3iiCOO4M477+Rd73rXjI5/6qmn8qlPfYoLLriA/v5+brrppqzlyXh+8Ytf8IUvfIELL7yQaDTKYYcdls3CHX/88fz85z/nxhtv5JZbbqGlpYWbb745p3EiH2vWrOH//u//+Od//mfe8Y53oJTi0EMP5YILLpjRPZTCohV2qVSK559/nhtuuCH7mJSSs88+O+tjM5ENGzZwzTXX5Dy2bt06Hn744SnPM+aBU11dnfP417/+dW655RaWL1/O3//93/O5z30Ofao3/jlgLGKXNRWeRowJcO1IpkEI95iOU9rUKJV5o5FW+YSdmmhSrLmKzRh3TstRhHz7noyAKdA1gWUrNG2uhN30HnYimUb5DAjPUaekEDitjWh7uubmeLPBNMB2kNt2Lyxhl0yhb3gREgmcZS15f4iVz0Rs34v2/KtY731n9vEafw3dsW46o52EjTCj6VFMaWZr6mp8NUVPqvBpPsJmmC2DW2gINpTccTuG7dhsGtjElqEtSCSGNOiKdWU/1BnSYM/IHvyaH1u5H3osx0IIkT33cHKY1nBr0RFEKSTVvmqqfdVYjkVntJPh5DBH1x/N0vBSr/5ukSADAfSaGtc0OFmCXVIJ6DU1M/KzKzRRYvx78dlnn83rr7+es12Nq0dfsWJFzvcA1dXVkx675557uOeee3Ie27lzZ873tbW13HfffVNe13nnnTepS3e6441x0kkn8bvf/W7K/crFohV2fX192LZNU1OuM35TUxObN2/Ou09XV1fe9V1d+d9AE4kE1113HRdeeGHOJ4srr7yS448/ntraWp5++mluuOEGOjs7uf322/MeJ5lMkhz3izYyMlLUPY5HAZGETXv/UEGD4mz0YhqkAMsBW0Epw5aUZgACYSdK2LvIcwQnvGBoGsq2Max96V/LgeA4YeczBMaYsJOClK2wbHeObKkU8rAjlUY11ExvhzJDVH0NQhVjbbMfCIfcerUzTnJtUBYA2itvIvZ2o5Y2T/3JRAhUXRXay29iH380qsntujOkgU/62DywmaSdJGknEQgc5VDtq56xOKv2VbMnsofdI7s5pv6YWd1XZ7STLYNbqAvUEdCnfsNMWslstFETGgrFaGoUgWBpxVJkgYj9VOhSZ0l4CYOJQTb2bMRRDgdVHlTSsTz2L1pFBfWf/kdvVqzH4hV25SadTvOhD30IpdQktT8+6rdmzRpM0+STn/wkt912Gz7f5De+2267ja9+9asFzjiV8FDZTZajSBdZMlZMxM5Rrg9c8RNrxx9fAyGQVhmLroN+3PFaylWiuoaybIwJTQUBc9+9SiEI+QR9ow4BU5C23c7Y2Qi7ojzs6mpKP34eVE2VK85t241UziOqugKxpxP9f/+EfdJq1JLGee3WJRZHe+ZlV2QWsmGpqoAde9Geew3rnDOyD9cF6uiJ9RA2wjQGG3GUU7IYEkJQ66tl18guWsKujUgpKKVoj7SjS31aUQfg03NfZwRizlKnQghqA7UMJYd4rf81gnqQhmB5RzB5zA1aRYUntDwWb1dsfX09mqbR3Z3rjN/d3T1l7Vtzc3NR68dE3a5du3jsscemrAMYY+3atViWNWU49oYbbmB4eDj7Z8+ePfs2jnt/LDQrVpOQtgorO1FExG58KrYUlHDHipVT2KmgHwxt3/QJKVGOgz7unALwTXhvrwhkInbCFa6pWTYtFvSwU8odBTaHqNoqd15uCaPF5hxDRzXUor3wGuaP/xv9f/7gTqQowqanHGgvvYHo6s3WzU2LEKjaajfC17lv8oQUkuZQM2EznP1+NoTNMCk7xZbBLfTF+7L1bzNhJDVCf7x/wXjjVfuqsR2b1/peI5aOFd7Bw8NjQbBohZ1pmpxwwgk8/vjj2cccx+Hxxx/nlFNOybvPKaeckrMe4LHHHstZPybqtmzZwu9//3vq6uoKXsvGjRuRUubtxAXw+XxUVlbm/BmjmLiHAHfyhALLcYp4P1UFI3ZSuBGC0ufF6iAEopw2CXlMih0lcmrsYJ/VyRgVfonlCDTpdv7OysuuKA875szqJHu8qgpUsMTRYuWgIoQ6eCkq6Ed77lXMH/03+q+eQHT07F+BNxJBa3vZrWcsNpJZFYZoDO25V8t6rY2hRjoiHTzV/hQv9rxIX7xvUr3PVDjKYefIThJWYkFNtWgMNjKQHGDTwCZsZ/HODfbweCuxqFOx11xzDZdccgknnngiJ598MnfccQfRaDTbJXvxxRezZMkSbrvtNgCuuuoqzjjjDL71rW9xzjnn8OCDD/Lcc8/x/e9/H3BF3d/93d/xwgsv8Mgjj2Dbdrb+rra2FtM02bBhA8888wzvfve7qaioYMOGDXzuc5/jIx/5CDU1c5uOg32lXUplulgdsJViWjeTombFChwUdolvdEq6ETutnHYnY2PFxs2LdRyFaaWJ4wpTxWRhF/RJBG6E07YhNYvRaVkPu/AUqTF3MC3MVUfsGLqG09yAtnkBTKAYQwioDLsidjSK9uwraK9txT7mMOwTjkG1lj9Fq73wOrJvEGfFkuJ3EgJVV+1e64mrUC3lSSsa0mBpxVKSdpLdI7vpinSxumF1XluVibSPtrNjaAf1wfqCa/cnUkiagk3sGt5FUA9yWM1hRTeWeHh4zA+LWthdcMEF9Pb2cuONN9LV1cVxxx3Ho48+mm2Q2L17N3Jc5OrUU0/lgQce4Etf+hJf/OIXWblyJQ8//HB2PEl7ezv/8z//A8Bxxx2Xc64nnniCd73rXfh8Ph588EG+8pWvkEwmOfjgg/nc5z43qdu2KArZluQgMh52rnebOU1ATqBwxPTRDMEsU7GZGjthp0A5MMtUVl78Jso0EYlkVuA6jsK0XWHnmhPvmzoxRsAQ2dS1m4qdRZSmkIddKgU+c8487Majmuvg1fymmfPKVALv8BU4bzsK56AlpbVaFzrtwDDa86+hKsMFJ6tMojIM/XvRnn0F66/fXVYB6tN8LK1YymBikNf6XwNcgSSEIG2n8Wk+GoIN2a7VwcQgmwc249f9BWvr5gNTM6kN1LJpYBPRdJQjao+Ydfevx+yZyXQFj8XBXP2bLmphB3DFFVdkx5JMZPxA4THOP/98zj///Lzr87VPT+T444/nL3/5y4yvMx8zaVtQjLV6q4yxcIHFBQ2K3WPYJU6fUEJDIbPTJ1Q5DE2FQFWGEKPR7EMWEl/a7cS1MlYt/gkRO7857nsxu1Ss62FnTelhJ5JpMI05T8UCqNrqzBfzO1psSsYLvEgM7eU30F7birNiCfYJR+OsXFEwhT0TtOdfQw4O4xy8rKRrVfU1rgA94RjUkqbC+8ySGn8N/fF+nuveZ26ulEITGlW+KhqDjVjKoiPSQdJO0hpqLfs1lUrICGFKkz2je+iP93NY9WEsr1yOoXnRu/2NaZpIKeno6KChoQHTND1LmkWOUopUKkVvby9SyllPplj0wm6xMzbVVBX4vXSFnft3wBTTNgMKpXCK7oqd2fVmr0fqbpROOQjHRpWpcVNVVsDO9uz3thD4Uxlhl7ExmSjsAqZAl26WFJhV84TrYcfUwiqVchsdyjCVQdVWucIomQb/Ap4EIIRbg1cRgngCuWMvctse1JIG7OOPwT7qUAjNLhIlegbQXtzkTuUo8KFlSipC0DfoRu32Q9oY3O7bGlWDQGTffNNOmkgqwpahLQBUmVXUBxZWCjYfhmawJLyE4dQwL/W+RG+8l1X1q7INKMViOa6YjVtxpJCEjTBVvioCesATKEUgpeTggw+ms7Nz0rhLj8VNMBhk+fLlOZnGUvCE3UJiKgNcQaZ5wlV2QVMUtD0pOHki0zxR8rhYKd1UrJOZPmGUKYVUEcxRn5bQ8CfHhJ3bNJsToWPMpNi1hxEIkulZROwKedgl0zhzbHUyhjtazI+IJ1ALWdiNJ+BHLW9xm056B9H/+w9oT7+I9c6TcI49ojQxpRTas6/ASAR1yNLSr20sardpm1trt3S2k2OKY2LH7diUiBrK83NTToQQVPuqCRthOqIdpJwUb2t8W1Gp2UgqwmBykPbRdjqiHQh3+CECQUAP0BxspjncTMgIeaneApimyfLly7Esq+AsVI/FgaZp6Lo+Jx9uPGG3iBirsStmZaGInczxsSvhWjLNE2Op2HKhxvkCOgrSQuJLu52iaVtRE9DQJkRw/BmT4rTtPl+zqrEr5GFn26i66tKPPx0BH05tFXKcTceiwTTcZgrbRvQMYPzPH7B7+rHOOGnG0U3R0YP2ypuo+urZR9kqQtA3hPbsq1hLmhZminsRMGZk3B5p59muZ1lZs5KGQAN+3T9p7WBikO3D2+mJ9RC34hjSoDnYnE3jOsohbsXZPrKd7cPbqfRVsqp+FY3Bxlnb0BzICCEwDAPD8NLhHrl4wm6+yUTjCrGvxo6ChXlCUWRxuSg9FSu0TNjPQZZR2GEa2TdfR4EtNEwrhXAcLAcq/JOfDL8hMHRBKu0ghSKWLF3YFfSwE7hioUyolgbY0V544UJF09x7GImg/ek5RP8Q1vp3FO/7p5RrbxKNQTG+dYUQAtUwFrU7BrWsZfbHfIsihWRJeIlbR9j1HCEjRNgM0xhopNrvjnYaSg6xdWgrCStBrb+WOn/dpIiEFJKQESJkhFBK0RProa2zjeZQM4dWH0pdoLDllIeHxz48YTePzEhuZOxOimm3UIAqUIckMvnd0rti9X0RO7ucETsz2yniOApbapiOhZZOYdk6Yf9kASuEIOwT9CRAk4J4qsSbLORh5zigRFkaJ8ZQ9TXM8CdlYVIZRvlM5OtbMQZHsNa/A6eItKrY3YH2+jZUQ+3cRdfCQbfWru0VrKXNXtRuFkghaQg24CiHWDrGUGKIzmgnGu6YM0c5VPmqqK8oroZQCEFTqImknaQ90s5wcpjjm473xJ2Hxwzw4tzzynSzJvYxFtRTqhhZlzlykSmM2fjYjUXshJMuvEOpmO5MWnDn2tpSojs2emasWMiX/z4rApK0rdAkxFKl3WPWw24qYZdKg6mXV9jVVrnRV+sAqKPxmaiDliB6BzAeetStm8v3ySKZQuzqQHvmZfQn29zmkbl8joVwJ2m8thW5afvcHfctjBSSsBmmIdjA8orltIRbWBJewvLK5SWNOhuzjIlZMV7te9WbfOHhMQO8iN18kqM3iovETd5virVFRCHELFOxSkiknSprxA6f4T41joPjCGyhIR0HLZ0CAgTM/PdZGRDYCgIS4mmFUmrmRakFPezSrlgpo7Bzaqsg4INEYu5NkOcDTaKWNSP6BtF//X+I7n6s009ADI8iu/oQuzuRe7sQo1FE2kLpEtVaBkPhcBCGR9GfbCO1tMn1ufOYM+aqNq451MzeyF42DWxiTcMazxzZw6MIPGG3gMgfv3NVnNsQuy8VO61Gmc6eI+fIs0nFahm7E1Xe5gnTcEdH2TaO0rCFhqZstFQKpU/2sBsjYEoE7lixtKXcDtoZ/rQX9rBLoQJ+CE4uGJ8zKsOoUBARi6MOBGEH2YgZkSjaXzaivbEDonGEZaE0CeEgqqkWNUsvp0Ko5gbkznb0Pz2P9b53einZBYgUkuZgM7uGd2FKk6PrjkaTZfJW8vA4QPBSsYsGMaMxl8VE7GA2XbG6a1Sg7PI2T/hM14XYcrAdsKVAsx1kKoUmxCSrkzECpmul4E6fKK0ztrCHXdrtiJ2l59C0SInT0gjxBTIzdi4Jh1xrFCFQTbU4By9FLW91jZnLLOoA0CROY607puyNHeU/n0dJmJpJfbCerUNb2Tq0tej5ux4eb1W8iN08U5T8ykyJ2PeCVviFrZjqvVmlYqWEbPNE+WrslGm4diO2jYOBQrpPWjKFXsmUqdiAKRC4ti62o0haipnGuwp62KWt8lmdjEM11cJLB0CNXT4MA1Uzj+m1ipCbkn2ijdSSprJ2OHuUTkAPUO2rZlP/JnShc0j1IQe0mbHt2IykRhhJjeAoh4AeIKAHqDArPAsYj4J4wm6+KfTaNK5hYkafU4tMxZYq7BDjmyfKaXdiZlOxttzn5CdTKbQ8c2LHCJgSXRPZ6RrJUrzsCnnYKYWqKr+RqjtaTCzc0WKLHNWSScn++Xms9e/wnuMFStgM4yiHV/tfxdRMllWWMFpujkg7adJ2GkMaczJWTSlF3IoTt+L0xnvpjHQSSUVIK/dDs0BgaiYVRgUNwQZ8ug/HcdCkRoVZQUAPEDK8DyUeLp6wW0SMBeyKkShDccVg1KEmNP2nu9K7YvX9YlCMz0RpGsK2ycasBMhUGk2CMaWwc02Kx+bhljJWbFoPu8zzVs7GieypairdJpJEym2k8JhbNA2noRbt+ddwDlvuzrj1WJBU+iqxlMVLvS8xmhplWeWy/TqlQilFX7yPzQObGU2PYkqTpmATLeEWqnxVM2ruiKVj9MZ7GUmOMJgcJJaOkbST2MombISpDdRiZmZwK6VI2kmi6SibBzZnHwN3xJhf89MYbKQ13EpDoMGrQ3yL4wm7eaf46IAzAxEWtyGaLCTsxCybJ/ZDxE6Tbp1dJIotwI1cgZZKIaU7UiwfAcMdK2Yr19g4NdOxYoU87DJNFftF2NVmRoslEihP2JWHyjAMZVKyrU2znm3rUT5q/bVEUhE2D2xmz+geDqk+hBVVK8raMZt20vTEeuiOdtMeaUcpRbW/mpSdYuvQVrYPb6fGV8Mh1YfQGm5FContuB9Fx0TWUGKIvZG9RFNREnaChJUgmo6iSQ2f5iOgB6jyVaHLyW/LQgj8uj/vZA/bsUnYCXaP7mb3yG7qgnU0B5up8ddkTZ9TdgqFImyEi44wjnkT6lLPe16PhYsn7OaRyVJjssgbvyZX2E3fFiukLNhsIVCk7VmOFHMcZBlr7ABUwIcYGsHJpGKVlOiJBIYmJo0TG8PQBQFTMhq3EYgZN09kPezCU7zBJ9PgM1CV+yH94TNx6qqRe7tYhONFFw2qtRG5u8NNyb7nNC8lu4AJm2HCZpiR5Aiv9L7CYGKQQ6oPodZfO2c1aJZjMZAYYCQ5wt7RvQwmB5FCUuOvIaC7rwtjYsxyLAYTgzzX/RzVQ9XZ/TWh0RBsIGkn6Y51k0gnCBgBpJCYmkm1v3rW16tJjZB0J3eknTTDyWFeib6CJjX8mh+FIm2nUSgqzUqWVSyjPliPT/OhSW2SIFZK0R3rZtvQNoZTw5jS5JCqQ2gJt2Tv22Nh4wm7eaa4tw7X5mSmXbGFGiiEmIXvrZBu1A6FsFIlHqQ4VMAPtpO9ViUlRiIxZX3dGBV+wWDE/XrGNXYFPOxEKuXacYSDMztuiajWRti2Z7+c6y2LruHUVaM996qbkj10+XxfkUcBKn2VBIwA7ZF2uqPd1AZqWRJeQo2/puRGg2g6Sn+8nx3DOxhMDOLgENSDNIea80bTwJ2dOybgxsyUpZCknTTbhrYhhHDr4wJl8GQchyEN6gP1EHCFZcp2X5srfe7r2GhylI29G/FrfnSpo0mN5lBz9rqSdpLOaCdd0S40oVHpqyRhJXix50W2D2/noMqDaAm1EDY938eFjCfsFgkKN6VY9HpReAitFGCVaHcCoDKf9KRdZiuOoB9sm7SjkELgaBpmMoFvCg+7MQKmwHZc97+SInbTeNiRTKNaqqfePse43beezUPZqaqA4Qj6H54h1dJYXo9CjznBkAZLK5aStJIMJ4fpinbh03zU+GtoDbdSH6ifsg5vfBNENB2lPdLOntE9xNIxAkaAplDTlGIuHz7Nh0/LLZeomacwuy71SddeG6ilNlBL0nJr+dJOmjcH3mSL2JKt2TM1k1p/bTb9OhaVHEmN8HLfy2wb2kZ9oJ6mYBM1/hqCRtDr1F1geMJuETCWEXJNiqFYu5NC0UAhRMmpWAAn86IhyxyxI+gHx43YCQGO1DCScfwFfnr9pjt9QgDxGY4VK+xhl8rMcd0/OLVVbndw2pq507LHjFCtDchd7eiPPIm1/nRvKsUiwaf7aNAzkScryVByiK5YF2E9THOomVp/LXWBOgJ6gN54L3tH9zKQGMByLKSQpOwUKSdFja+GWn/tAW2n4tP3ic9iRr5JIan2VVNlVhGzYnRGO9k9shu/4SegBQibYZqCTTSFmiYJW4/9j/cOsShwGwbGOliLkSjurNgCqVjAnoU9mtIywq7METvlc18oLFshBTiahpawCIjpL96nZxotNEEsObMuETEcmf6JdhSqeopRY2VA1VS6HbHxpCfsyo2u4yxpQn/5DeTIKOn3neGmwj0WDT7dR6PeiFKK0fQou0Z3sW14GyE9hKmZRNIRbGVTYbhWIY5y063jBY/HZIQQhIxQtikjYSfc+sFoN3tG91Drq+WQarcezxv/Nn947xDzTVEfChUKgSoybapQKOF+NR1yNjV2gMp0V5W7xm6sM9VyxiJ2EmFbBJm+G9fUBQiBLiGanGHErrPX7cadhv3REZulMoyqCCFGIvunYeOtjt+Hc1ArYncXxs//F+s9p+McdYjXULHIEEJQaVZSaVZmuzzTTpoqX5XXCDBLhBBZ42R8bhftQGKA57ufpznSzBG1R1Drr53vy3xL4gm7eUbgdqdOuybjTVt01tShqDFXQkB6Tmrsytw84TNxMrNyxVjEzrHxFejGdT3uFJoUxFIKpVRx6ZVkCtk3CP4pPr3btvv87k+BJQROSwNad//+O+dbHV1DrWhFdPRg/NdjWAMnYb/9uOlNqz0WLFJIr+i/jEghqQ/UYzkW3dFuBpODHFRxENX+ardOz6zy/PX2E56wW0BMJbFEJhU7Ex87IV3JOO0aMbtUrKONq7Er51QEn4FyFI5Q6JpASQ3p2Pic6QWlqbnXo2uu3YnlTO17Nx4xMAzxBKpmitqTMauT8P6NnKnGOko2HvQoDSFQS5oQA0Pojz2N6B/G+qtTvaYKD48p0KXOkooljKZGeXPwTRQKQxiEzTC1/lpCRoigESRshgnoAS9lWwY8YTefzKTLleLf0xW4edZyd8VmXNGFshGOlU3NzjmmgSMEOAqhCxwp0R0H0yqUinX/lhJSlmtSbGhFzNAdGHbFmz9/KlYkU+5EjKr9++lf1WaEpuMUFZH1mDtUbTX4fOjPvoIYHsF63xn7tXnGw2OxUWFWZLuR03aaSDrCrpFdWMrKjkjzaT4qfZXU+GrcaF7m7ShoBKk0Kwka+8dO6kDDE3bzSLEVc2OBMEcVcqbbd+BiUo5CCCx7BinKCTiagdvY4ZRV2CmfiSPcsWJSuMbIUjloRaRiNeF2B9uOImkpiomxiYFhMk9i/gXJFKqhtmAN3lyjaqvc9HAi5UWM5oNQAGdZM3LLLoyfP0r679ahGr0aIg+PQhiaQY2274PQ2DSMpJ2kN9bL3pG92fegsfejoB6kJlBDa6iVxmBjdryaR2E8YTfPFCunlCoyYqeU+0e6BsXTibax2j1HQRGBrMmnkgZKutMnhJ0Go0zFyKaBIyXYDm4c0r03X4HaPncyhfscWw4kixwrJrr7XGuRqUgmcebhDV3VVKHqqhHdfahgy34/vwdgGqgVSxC7OjB+9QdS562D6v03q9TD40BACIFP9+HTfVQy2V1grNGlO9pN+2g71b5qt9s21LJoBZ6jHCLpCNFUFEtZGNLAr/mz789BIzhnaWlP2C0CROb/ikwkrkCtnSNASFmwKUPi9lnYjjuSdaYoTXfHipV5XqwyTWwhEY7tilFcUWpY00fsTD2TsRRg26q46RO2g+zshcA0ETFH7UuL7k8MHetdJ2M89CiMRDx/tflCStSyFsSOdoxHniD9wb+CoNdh6eExV4w1uoTNMI5ysuPa6nx1HFx9MM2hZnyaD6UUkXSE0dQolmNRYVZQ5ava74bJlmMRTUeJW3GUUuhSx3IsbGWTclLE03H64/2Mpkez00AAdKFnhZ1f99MYbKQx2IhP8yGFxHKskjwVPWG3QJg2yZoRM6ro5gmBkIJMWdqU0Tgh3Cig7bgjy2aKkjoICarM82JNAzvTMDF2zUIojHTh5glNiqyxc7KISxTDo4hoHDXVEPgxL8Gq+YnSOIevwD7hGPSnXsAJBaaPLHqUD11DLWtG27wd9Zs/Yv31u/d7at7D462AFJK6QB3VTjWDyUGe736esBHGr/uxHZu4FSdhJ0C5Kd8qXxU1vhp8uiv8/Lq/LJE+RzkMJ4fpiHTQHevOWulMdQ8+zUelWYlP8yGEm02zlJV9X49bcbYNbWPb0DY0oaEJDZ/u45TWUwgZM2vU84TdfDNeiedR5VnJldF0YyumlGHK9bxDiMwPz/SnLjrFm+9UUkNJLds8UTZ8Jo6UaJlzqMw0CSNVIBWru6lY23HXFzNWbKwjlvrq/Ass231Tn69omRBY7zgRubsT0d6DWu6lZOcN08BpbUJ7aTME/FjrTvesUDw8yoQmNeoD9diOTcyKEU/HEUIQNsPUa/UIIUjaSSKpiDvjV7lvbEopWsItHFR5EE3BpoKWK7ZjM5AYIJJ2B42HjBA1vhoMzSBhJRhKDtEd62YgPkA0HSXlpAgbYWr8NRjSQAiBo5yCUUMhBIbYl3o1NZMqXxVKKWzl3mPCSswgoLMPT9gtEhT7UpDT/TMLFA6AlMgCWdvxNXYlXZPQshE7YZdR2GkS2zCRThxwm0iU1NCTiWl3MzTQpCBtOShEUalYMTCEUAo1VSRsnjpicwgHsc5ci/HzR2E4AvN5LW91Aj5UYx1a28uooB/7XSd7JsYeHmVEk9qUs399mg9fINd/1HIs+uJ9dMW6OKjiIA6pOoQKsyIr8GzHpi/ex0BigKTtzhseSg5lhaFAZK1ZIqkIcSsOAoJ6kCpfVXam7nhmkwoWQqALHZ/0kWD697ip8ITdIqOgiclYZG9cKnbaYymFXXLELlNj5ziIKULQc0XK9CEdJ5OSdk2K9Xhs2n2EEPgN4aZgFSRShW9U9A2ipnljFsmUO+JsP3vYTcQ57CDsE1eh//l5NyXrRYrmj3AQZVnof3oOQgHsk9fM9xV5eHhk0KVOc6iZpJ1k18guOiOd+A0/Ps1HSA8xmhplIDGAwq2NM6RBQ6ABQxubeOTWz42kRvBrfip9lehyYUunhX11HsC+AEBu9G2KTtfM+DGkLBjdk0LgoLIzaGeKknr2OmQ5I3aA5fMjHQebTPRSk2jxBIX8lf2GYMABTSpiqQL3qRRyb/fUEyfAtTppqpt/ISUE1uknIHd1IDp7UMu8lOy8Ul0JaRv99xtQwQDOqpW525WCtOVGfJWCipAX2fPw2I/4NB9LK5aSsBI5KVtDGjQGG7NCbiK61KnyzUOz3CzwhN0iQM3QydhBIDSBZKzhooDdySxq7MaqAMsesfP5kI7tCjvlduTKRBK7gFlvwBTYjjtWrOC82FgCMTyKCkwj7FJpVENdaTcx14QCWGe+HeNnv4HhUZinhg4PF9VQg+jsxfjfP2LvaodEEhFLIOIJiCcRtu367qBQlWGcg5agmutwGupQDTVe84WHx37Ar/vzpk8PJDxhtyAoovaLYgWeu0pImSninOaYs62xG9cVW9bmCSBl+DHHOlIVCF1D2jak0tNG2EJ+ge0ITBOiiQIzeQeGIJ6cfgasUqiahSOgnEOXYZ+0Gu1Pz7mdvLr3Kz2fqOZ6RHc/WtsrbseyJnP+VhnxJoZG0Dp73R9m04BgAKe1AWdpM85Rh6Lqquf3Rjw8PBYt3rvAgqJAakZldNR0R8hsNAyRFW5Trs1st0tUdm6NnUDaGYPiMpLSDMYC5Y4CaWhuh2oyNa2wCxgShUKTkkTayUbv8iEGhsGywJjCJDIT/Zwvq5O8CIF1+vFuSrbD65Kdd4RANdcXXKbGPjwoBck0IhZHvrkL7eU3sXfsJX3B+1zB5+Hh4TFDFv3AybvvvpsVK1bg9/tZu3YtbW1t065/6KGHOPLII/H7/axevZrf/OY3OduVUtx44420tLQQCAQ4++yz2bJlS86agYEBLrroIiorK6muruYTn/gEkUhkzu9tDDEjjzmFg8DUC3fFyllH7DJdsdjIMkfskpqeW2uoa2Db7tzWafCb7rOnSzcLNp3liewfcr+YqvYplQZTnz+rk6kIBrDOejsYOgyNzvfVeMwEIcBvomqrUMuacQ5qQW7Zhfb8a/N9ZR4eHouURS3sfvazn3HNNddw00038cILL3Dssceybt06enp68q5/+umnufDCC/nEJz7Biy++yLnnnsu5557Lq6++ml3zr//6r9x5553ce++9PPPMM4RCIdatW0cisa/t+KKLLuK1117jscce45FHHuGPf/wjl19+ednuc8zHphj9JZSbijUNWVRXrMNcdMWq8tqdAEmpZwWuQqEZ+r6I3TT4dHf+hibBshWJacaKiY6e6aMkY1YnC03YAc7BS7FPXoPoH3KL9D0WJ6YJ4SD6n59HdPXN99V4eHgsQha1sLv99tu57LLLuPTSSzn66KO59957CQaD3HfffXnXf+c732H9+vVce+21HHXUUdxyyy0cf/zx3HXXXYAroO644w6+9KUv8YEPfIA1a9bwox/9iI6ODh5++GEANm3axKOPPsq//du/sXbtWk4//XS++93v8uCDD9LR0VH2ey7YSKdACUHArxWdinVmkYp1I3blT8UmpZkxalYoJZCGRNg2osA4Cb8pkAKkFNjTzYtNpZG9AzBN44RIptw6tqmmUswnQmCddjzOocsQe7sLjp3zWLio+hoYiaI/8Yz74cXDw2NesR3FYNRmT7/FK3tSPPFanIf+EuU//xThZxsi/PmNONu604zGnZIMhac+rxuQmCmLtsYulUrx/PPPc8MNN2Qfk1Jy9tlns2HDhrz7bNiwgWuuuSbnsXXr1mVF244dO+jq6uLss8/Obq+qqmLt2rVs2LCBD3/4w2zYsIHq6mpOPPHE7Jqzzz4bKSXPPPMMf/u3fzuHd+kyNidOZV2Kp1vt/hBoukAKQVpNHY5zjzt9g8W0Z9I0VKboT9qlGSkWS1zqIN2IJICma+4vUDI57X5+Q2Rr6ixHkZwimCWGRiCeRE030D2ZwlmxZOHaVAR8WH91GuZPH3H9+Bpq5/uKPEpBCFRrA3LzdrSXNmOfcMx8X5GHx1sORyn6Rx1291ls7kgzFLVJWm4WTODOItek6yqxp99CkCLoE7RUazRXaxi6QM9s1zRBU5WGqcNg1CHkkzRWSiwbOgZt9g6k6RxyiKcUQVNQERAMRNP0jsLrjTv5wl/N7DVg0Qq7vr4+bNumqakp5/GmpiY2b96cd5+urq6867u6urLbxx6bbk1jY2POdl3Xqa2tza6ZSDKZJDlOgIyMjACwpX0If6obX3oYAfQH9xIEUrbFtp5OEJCwksStOMmU5LDmRhDQOTRIMp1GG2fz0VBRSdgfYCQep3togMSO7QzGfMRTClEXpqZ1KY5t07tzW861DQ7bJNesAgz27txLZCS3VrChpYG6hjpGhkbo2J0bkQxqFkszIuf1zXsYSOc+7ytWrsAf8NO5p5PhweGcbbUNtTS2NBKNRNmzfU/u82noHHbUYQBs3bQVK22xc89e/CPDWJrCH6hHSoPuWIye17bg2PuiGlU1VbQsayERT7Bzy04iCYfhPTFShmAorkgefywAO97cQTKx799E7mznoOFRKprq6R+N0jOSW6sW9vtYnrZIV1fyxsuTf75WHrMSTdPYvX03sUiucXJTaxM19TUMDw7TuaczZ1sgGOCgww4CYHOe4x58+MH4/D7ad7czOqF+rr6pnvqmeiKjEfbu2LvvXpY0EtiwkUPDQQj4ebOzx7WFGcdB9bUEfSbdwyMMTLje6lCAluoq4qk0O3v7c7YJITiy1f392NbdR8rKVcpLaqupDPjpG43QO+FnqSLgZ2ltNWnLZmt376R7PaKlCSkFu/oGiE1IsTdXV1ITCjIYjdE1NJKzLegzOai+FsdRvNHZPem4hzU1YOgaeweGGI3nfgBpqAxTXxFmJJ6gfWAoZ5up6xza5DZCbO7onvRJfEVDHQHToHNomKFoPGdbbThIU1UlsWSKXX0DOds0KTm8xX0N2drdS3pCVG5ZXQ1hv49e26b3of/FisWyDTsV1RUsWb6EZCLJjjd3TLrXI9ccCcCurbuIx3KvqWVZC1U1VQz2DdLdkfs8BcNBlh+yHNu22fJabk0xwGFHHYZu6DN+jfD5fRx8+MEAvPHKG5Ofwzl8jRjPskOWEQqH6OnsYaA39/mf+BoxHiEER6w+Apj8GgHQuryVyupK+nv76e3M/RkOV4ZZumIpVtpi66atTGQhvUYAGD6DQ484FIAtr2/BnvBzuPzQ5QRDQbo7uhnsG8zZVl1bTfPSZhKxBDu37szZJqXk8FWHA7D9je2kJvwuLzloCRVVFfT19NE3odygoqqCJQctIZ1Ks21z7nsVwOGrDkdKya5tu4hP+J1rXtJMdV01Q/1D7NrVyd5+i70DFqNxh1A4yNKDlxP2Q6xzO/VhjYqAG/wAOPTIQzFMg9079rKnc4TuYYvdfRbDMQcZqqW6vg7TjpLu70SX4+reTZPGZSsA6Nj2JoMJi71b3PImiaCyZTmGL0CkrxuVHEECSUth6IK6hlr81fUMDsUY6tiTFYKWAwpJ7fKDSdrwxqbNPFubIJ3Ivd9pUYuU9vZ2Bainn3465/Frr71WnXzyyXn3MQxDPfDAAzmP3X333aqxsVEppdRTTz2lANXR0ZGz5vzzz1cf+tCHlFJKfe1rX1OHH374pGM3NDSo733ve3nPe9NNN43F2qb9c8K7z1E/uO9/1Y/fe17e7T/4hyvVTz71RXVoU/Okbf941nr1k09foz7+9ndM2rbiuBPVF375B/XZ//xV3uN+97FfqbbONvWO90ze96qbrlJtnW3q1u/fOmnbEatWqu4HP6wGf3CmMg1t0vafPvlT1dbZpv7m7/9m0rZLrrhEtXW2qXt+cc+kbY0tjaqts021dbapxpbGSduvXnee+u1116qPH3vMpG1/8/d/o9o629RPn/zppG1SN9S/P/Nn1dbZpo5YdcSk7d848x1q463Xq8+/78xJ28448jD10mUfUb//yXfyPod/ePMPqq2zTa09Y+2kbdfeeq1q62xTX/3uVydtW3XCquy95jvuL57+hWrrbFPrP7h+0rZ/+Pw/qLbONvWdByZf09L6WvXSJy5SG//fP6maYGDS9vs/9VG18dbr1UdOO2nStg+tPV5tvPV69dPPfGzStpDPVBtvvV5tvPV6dUhj/aTtd3z0PLXx1uvVZ99zxqRtZ686Qm289Xr12+s+nfde227+gtp46/XqhIOXTdp249++V2289Xp149++d/LvzcHL1MZbr1dtN38h73F/e92n1cZbr1dn5/k3/+x7zlAbb71e3fHRyb9zhzTWZ+815DMn/3x/5mNq463Xqw+tPX7Sto+cdpLaeOv16v5PfXTStppgIHvcZbXVk7Z/72MfUhtvvV598t2nTdq2/oPrVVtnm/rF07/I/xxmfpZWnbBq0ravfverqq2zTV1767WTtq09Y61q62xTf3jzD/mfw1d+W+JrxBHZazJMY/JzWKbXiHt+cY9q62xTl1xxyaRt071GGKaRPW6+14hbv3+rautsU1fddNWkbe94zztUW2eb+u0rv837HC6414gVS7PHrc7zc/hvv/o31dbZpi68/MJJ2/7uY3+n2jrb1I9++6NJ20LhUPa4Bx9+8KTt3/zhN1VbZ5v69A2TXwfOfP+Zqq2zTf3q+fzvVQ88/6R6eu8z6vhTJv/OffGbX1RtnW3q87fdMGlb0xFr1EX3PabO+96v8x73e7/7L3X3n/+kVr79nZO2nX7RJ9QXfvkH9YHrb5m0rWbpMnX5g/+tLnvwYWUEJr/O/u2t31KXP/jf6uj3vG/StmPWnac+8ePfq/P/352TtgUqq9TV/99j6qM/fERVNy3N2TY8PFxQHwmlFmcxTiqVIhgM8v/9f/8f5557bvbxSy65hKGhIf77v/970j7Lly/nmmuu4eqrr84+dtNNN/Hwww/z0ksvsX37dg499FBefPFFjjvuuOyaM844g+OOO47vfOc73HfffXz+859ncHAwu92yLPx+Pw899FDeVGy+iN2yZcu451PvwN9wUDZi9/qRn2G5o1j26wfYZAYyEbuE+yelcWhzAyE9zJ6hvVNG7OKDA3R195P64F+xPW4yGHVorp86Ytc17PCh9x3NsQcHZ/xp3G9Kzuj5DeZIF3+JN9N7xPqc7XP1aTyZTPPoU30c98yTCL8Ps7KR1ctDqJ3b6Fm9Emdcqmrip3GlFP/zQoy0pUikBR9Yt4qTDvVN+jSuPfEXlnf1U3H4wfkjdqbB8miC+IXn8GZqcsPGQvo0rpQiNZzgxJdeQw6N8oYmvIjdYozYjUTo6+1HDI5gnfl2nJUHeRG7DF7Ebh8HcsRuKObw6p4UHQMWibSifsVhNFQZ6KPtVJkpWms0/IYkmXYwqxtxzEo2vNLL9u0d1FdIDM2NrBmBALWty1COQ/eOLSTTkEirTGpVUb1kBVIzSA12YTpRTN2Nytk4mFUVmJWVJKMRYr19aEJiShMpNTTDpOmgQzCkQd+O7QghkLjG/ZayqG5ZCqZkoLuDyHA/KcfCcWwcHPyVVdQ0tKCSaUa6OnLcL6SmUbN8Bf2RJNpAjMtPW0E6EeeMM85geHiYysrKST8H41m0wg5g7dq1nHzyyXz3u98FwHEcli9fzhVXXMH1118/af0FF1xALBbjV7/6VfaxU089lTVr1nDvvfeilKK1tZUvfOELfP7znwdcEdbY2MgPf/hDPvzhD7Np0yaOPvponnvuOU444QQAfve737F+/Xr27t1La2trweseGRmhqqqK39/y1wRbDieQGkAATx7yeUIdezj00Z8TaVkOQhC3YkTTMWIJialDyAhjEQVAl5PHWpnxGMmRBMlPfZg3oz46Bi2aqqYef7Wn3+I9a4KsXl6C671yWP7nu/ANtxNtOpqOky6Z+TGKIJlW/Odjfbz7979EMzR6ZYgjWw3q+jqx167Bet8Z0+7/4NMR+kZtEmlYe5jJO46c0PzgOJj3PIiIxFCNU9SlxROIoVFS/3D+1GvmmWRasa07zd5+i+29Fu+w93J825NuF+8C7OT1KA7R0YOqDJP66AdguhpQD48DhLSteH1vime2JhmOOdSFJSGfIG3DcMzJCrKqoEbYLxiJufVplqPQpaCpSk7pVzoRpRSWcrCVRdpOM34QgEDg130E9SBBI4SpmejjHBpmiqNsLMci7aSJpWNE01HSjoWtbNxhoAIpJLrU0ITGQCRNU6iFWz5wLKl4lKqqqqKE3aKtsQO45ppruOSSSzjxxBM5+eSTueOOO4hGo1x66aUAXHzxxSxZsoTbbrsNgKuuuoozzjiDb33rW5xzzjk8+OCDPPfcc3z/+98H3E9rV199Nf/v//0/Vq5cycEHH8yXv/xlWltbs1HBo446ivXr13PZZZdx7733kk6nueKKK/jwhz9clKgrGeFOgXVHUCim7aAQ7npNo2BzpKJ0g2KEzMyLpayTJyxbkdYMlJRIxwGp3Cliugaxwk0bYb+gawg0ofKPFRuJuKJuuo7YRMbqpGphCqS+UZvHXo7TMWgBAlOHx1UrzUccQ+vLL6ICftfnLh+OgtGI+8PgCYcFh2quR+xoR//js1h//e6F27zj4VEiibRiOObgOIqhmMMre1Ls6bMJmLC8Tss2EJo6NFS6gQrbUYzEFQOjDqYuaKiQ6Nq+ZsNCWI5N2kmTclJIJIZmUOWrwq/7kBnDEE3qBI1gyUJuIlJomJqGqfkIGWHqlUPasbAy15G201iORcJOErcSIEqbSb6ohd0FF1xAb28vN954I11dXRx33HE8+uij2eaH3bt3I8elK0899VQeeOABvvSlL/HFL36RlStX8vDDD7Nq1arsmn/6p38iGo1y+eWXMzQ0xOmnn86jjz6K379vttxPfvITrrjiCs466yyklJx33nnceeedM77+Yn5UxmRIVs8V0mAqo/s1iSELmw8LBCV0U+87nWa4OrKMdieWA7YQ2IaBSMYRhmthgqYhJqQ08hHySWxHYeoi71gxOTAC8QTUTvMpKJlybSgW4DzPSMLhfzfG6B6yaa3R0DPph84hm99WH82Hl/USaO9EHdSaKwriSXeMWjLtDqWPRFEh/9STNzzmBylRTXVoGzfjrDwI56hD5/uKPDyyKKXoHrbpGrIxdIHfEKQshWW7UTVw7aZMTWDoYOoCQxNEEg79ow69oxadgw7RpIPC/SA/FnUz9anfJTUpqAnNXHAl7RRJO4kUElMaNAYaCBohfJqJLFFIlYoQElMzMTWTIPtGWTrKJmbF6VExtBKuaVELO4ArrriCK664Iu+2J598ctJj559/Pueff/6UxxNCcPPNN3PzzTdPuaa2tpYHHnhgxtc65Tmn26j2rVHs856byoBQjO0gBbomCnrqKBROiQbFAI7migDhWO6FlSGaYDkKpcDy+SEWRQr3lxpNcwesFyDoc58VXUI0OflmxcCQ25M+3ZzVZApngaZgN7Wn6BqyWVarIcelH5oqJbsHDF49+iROGn4M0TeEqq1EDI7ASARME9XagL36cJwVSzB+mVnT0jCPd+ORl3AQhkbRn3yW1PLWheml6HFAE085bO+x2NNvMTDqEPAJwj7JaMKhPVMDJ8XYO5DKeV8b/y6kCeEaxjuu8NMEBH2SmpDEJg1YSCFRQmA5OprU5iReZjkWUSuGIQ3q/LVUmBX4dP+cRePmEik0wkaYlN+cVB9dDIte2C1mJkuu6dOrRZVDKlBCIMSYsCu83plFmaXKCjsHlFNy6Hg6bNvVXWmfH+FYCMG+VGwi5Zq46lOf16e7v7qaJkimFWlbZYtqAUTfIAXjp46Dqq2ei9uZU+Iph1f2pAn5RI6oA/dTcsgUvOjUsvrUE/D/7s9uyrm2Euf0E7CPPBi1tMU1YwLstx2N/sgT7pMtp/ro4DFfqJZ6xK4OtBdew37HiYV38PCYA9K2Ynu3Rdu2JN3DFlIIfDr0jbofuqUQVAcFjZUSIdxgwlTpUKVcKxBHuS87mhQ4yiFpJ0naaQxNx5AmSjk4KJJ2MtvUMRa5EsL9Wpd60dGshJ0kZaeo8dVQ46/Bp01ddnMg4Am7RYI7/gsK5WLF2KB66dYbFJRsgpJHigE4mglKIXAQju3Oj51jbEfhKEj7fQjbyfxig9I0RDoNqRToU0cwfIb7IqNLSFpuk0GOsOvoAf80KdaxkW4LsL7uld0p+kdtltbmf96rQ5LuYYfNxxzBqvc4qKoKnEOXQXDy82UffSjaUy8gBobdtLPHwkLToDKM/szLOEcd6v0beZQVpRSv703z/I4kfaMOmoQlNVrBpoTpatzcgIMbPYvbSey0jRACv+anKVRD2Ahjau5rsZOpP0vZSRJWgpSdApF53E4TtxLYjp1tNtClkWlsyFw/CtuxidsJJJKmYBPV/uoFGaGbazxht5hQmV+aQg0RAjddKYqL2JXcPMG+VCzKQSi7sJAsgbGQve33u3NpcaNRbsQugUikUHmEyhh+I3debDKtCI+VTMYSyMHhaRsnsGzQtAUn7IZjDht3pajwiylfbA3NrWd5couFuWYNhzZNUz9XEcJZcwTak21QV+0V6S9AVF01YvtetA0bsd7/Lu/fyGPOsWxFPKV4vT3FX7YkkQIaK6evdyv62Momlo4hhSSoB6n0VaAJjYAemFTfJoWGT9PwaT4qzNz6Z0fZpOw0STtjB2a7wi9u5Vr8aEIjoAWoC9QRMkK8VfCE3SJBCDfTWUzzBLjKTkoKZhiFmN04SpX5dCWUQjjlmWtp2W7EzjGMbJ2hFIBpuIX/oxGorZpyf58h0KU7Ps1yFIlx82LFwDDEkzBd9CPpdsRSubA6RvcOWIzEHZZNEa0bo7FS0DXk8MTrCcJ+Oa39jb16Jdpzr8Jo1LNIWYgIgWqoRXvlTew1h6MOWjLfV+RxgKCUomvI5k+bE/RHHCIJh6qApDo0+7IMy7GJWTEEgrARpjZQS1APUFwL4WSk0PDrGn7dT5XPjc6l7RRpJ42tbKTQ3Eie0DA08y0RpRuPJ+wWPCr3K6H2dVHkYazJAimL+jA/W2HnjNUqKKdslidWJlXsGCZjRi9C4EbsbBsxHJlW7/oMkSnBc+s7ktY4YTc4DKm0KxKnQCRTKL+JqgjO/mbmkPYBt96lUHu/EILmasneQbd79j1rArTW5P/VV4112EesQHtxs+t/N58oBZ29iFR66sYcx4GqClRt1VsnelUZgoEh9D+/QHpJ87T1pR4ehegYtHijI03nkM1AxCaRVtSGJFXjOuxLxVYOMSsGCirNSqr91QT0wJwLLYHA1HyY+6F2TkvEQEhsn7/w4nnCE3aLhKzdSUEUCImQGUuQAkgB9qyaJ3QQAqGcskbsACzDABRSZl4WMm/kYnh0yn0B/LqbqrQd93lMpCZE7MYdKy/JFKqxZfqu2f1M0lLs7rMJ+Yp7gRRCsKRG0jHo8PtX4nzgxBBVwTyfxIXAOfZItFe2uJHM6VLUZUYMjoCuY512vCtepMxUXLtfKymRfYNoL76O2LEXaqpQ1RVvCYGnmuuRW3YhN2/HWbVyvi/HYwGStBSxpEPKcl/3bKUI+yVhn/thMG0pXt6d5C9bk8RTCr8hCPlcP7hiveAc5WApOyPTBI6ysZWNlXkvEAiCRpBafw1BI7T4ImeOg290CP9gH/7BXkLdewkM9qGEIFFdR7RxCcnqOhLVdSQra1D6FAECx0FLp5CpJNJ2HSSEUgjluG/sme8BbNOH7fNjm6ULx4XzTvWWZmqbkKyPXaa0ruAvRqYrVkqBFIUFm0CQnoWRnZI6SsjMD2a5hF3mhUk3QAnk+PicpiF6B6fcF8A09g1XBrd5YgzZ2TO1ce8YqTSqYWFZnfQM24wmHBorik+TSCForZbsGbB58vU47z0umLduxjloCc7yFuTuTtSy5rm87OKxbXeU1rvXYr/r5CmXOYB93JFoz7+G9tJmxI69qLpqN418IAs8vw80if70C6QOXT6vAtxjYZCyFO0DFt3DNu2DNv2jNinLzVKM2WSZuqAuLKkNa3QP23QOWYR9gmW1WlFizm1ocNOdadtCCIGRMalXqExdnI8qM4AvM6XBrweQYoF12WdKh2Q6hUyn0Sz3b5n5W0/ECQz0EO7agxEdQUvGEcrNGqX9QQSKcHc7lXvdsX626cPyB4nVN5OobUBYFno8ihGPosdj6Mk40rYQtu06SGTew0RG1GUuyv2/1HF0HUfTieg+Ev4Qo+nNJGfgL+oJuwWEKqTZFG4qdhoECkcIdFxhV0gIill2xSqp7ysALFPELmW7psu2YaAEaOOFnd9E9vRP66FnaAKfIYgmHBSKxFgq1rIQXf0QKPDJSClUzfQjXPY3vSM2tq0wZljQLKWgpVrjzc40lYEEpx/hn3wMTWIffzRyx15IW4WFbxkQ3f04zfVYJ68uuFbV12CtO90VeM++ivbqm9A/5IrxcPCAFXiquR6xuxNt4ybsU46b78vxKCN9ozYjcQdDE4T9Ast2H+sZsXEc98Pv3gGLoZiDbbtm7AFTEPbts70Swo3idQ/b7Om3MHVoqdKKeg1JO1a2McHUTHyan2pfgIDuCjhwZYmWqW1bCGjJOEYs4gqreBQjHkOPjeAbGcI3OoyWSiAc23VacOzM13Y2cqaEwPYFsAIhEtX1kyygUhXV7hdKoaWS6IkYVbu2UL19k5thkxpK03A0fd/fpg+VKX5XY69Lmb9VJnojHQtpWQjbwj86TGCwj9hTvcRSuXOLp8MTdouEokPYCjeCRnHvZ0K4PnGlMhaxK3fzBEph6wa20NDYp0SVz3SnT8QTeS08xgj5JMMxBynIjhUTgyOIeAJVMU231AK1OukYtMbs52bM2Kf257YnsR04a5V/0qd154iDUY11iP4hVHP9HFzxDEikIJXGPu14dyJGkaimeqxzzsA+/mi0tpfRXtsKI1HUksYyXuw8ousQDqI98xL2UYdA9cL68OExO5xMM8PWrjSv7kkRS6mMObtNyrFJpR2k0DA0HSkkAQMaKgSaJlyjYIUbWXPSODgoRyE0gd9vE8j8vscdULYvazEyhgLSTpq0PdaMIKnyVVJpVubtYF0oGNFRwp27qdyzlVBXO1o6ibTSbpQs47GnDANHN3E0HUc3UKaGkhqO1FCaBCFn9mFQCDd16vPD1D18RWNjYGcC8HG/jaMU5qEN2ElP2B14ZELphX/cFEqKbOeomratYKx5YjapWM39RaB8NXaptGt4aekGtpQY4524fT6IDLoNFNMJO7/AyhgTD0fd/bMdsdNNlMg0Vsx7I8E4kmlFx6BNyFf6J+OwX6IUvNGRYvVyk6YqjfYBi739Fscf4sPwmdhvOwr9f/+43w2LRVcvzsqDsFeXUDsmBKq1EesDZ+GsPAjjv//gitO66jm/zoWAqq9B7mhHf+ZlrHWnz/fleJTA2FD4lJ0iYSUYTqTY26uxp9dkKKKTsqA6KGmpdhhNx8HRqdL8BH06STtB0k64r/MKEo5AOhIn8+FXkxqmdEdWaULDUQ4+zcSn+1HKIZqOMpwcIWEnMaSB5VgoFEopTM3Ar/sJ6gGCRpDALLpYy4kejxLu3E3Fnu1UduzEiI6ihCQdriRVUYWjmyhtYQrRcuEJu0XCWI1EwXVK4WQ6YoUQBT94SLGv9qwU3MkTIlMIWh5hl0iDEG7EzpESjXHnMQ1IWYjh0WlHYYV8AlsJgrpw0xWOQhscwY19TyNaMlYnC0nY9Y3axJKK+hnU1+Uj7BcMRB3+tDmO3xC0D9gMxxxStuL0I/zYRx+G/vSLiKGR/Td1YyQCPhPr9BNm16wiBM7Rh2ENR9B/+5RrVxNeWF3Nc4KUOHXVaC9uwj5mJWpp03xfkUcRWI7FSGqEaDqKRGM4qjMSNbCsSrZ3CfojFrZK4PfHqAm6L+IJW1AfqKYuUIch3QibrWwSVgInE1UTQiJxhZ0ANKFjaMaUGZ+QEabSrGQwOUTSShD2V6ELHSFkjlnwQkOPRQj1tFOxdweVe7djRN0GunS4ikjzUiiDUf5iwhN2i4him2IVMmPiW1gMCmZnUKyklqkNKJ/dSSLtuF2tRiYVO/56pWvwUqgzNmi6z4mpQTytiCUVvp5+CrUOi2TG/HgBiYKuIZt0po5mNgjhdsDt7bcQCHwG1IYlG3emWNFgsKyuAnv14Wh/fh5q9oOdiKMQvYPYpxyHOqh19scTAnvtsYiBYbS/vIQydTAX5hvVrKgKw852tKdfxPq793jj4BYwaSdNd7SHtAVBrYo6o5VdPQbP74iQTLm/k1UBg4OW+kA4RFMR0spCExJT803yftOENmvjXb8eoEX3F9ecN18ohW9kkFD3XiradxLu2oMeiwCQDlUSbVzidst7AJ6wWzCoKX+hXBGjS1eDFLIwEeyL2LlrCzdPzCZi50g3YkcZ7U6S6YwtSyYVq02MDAqBGBiZ9hh+030eTF0wnHCIxG3q2rsLN04kUzjLWxdMAb5Sih291py4wIM7fDs4IaU7Erdp25qkwi8JH7WS0AuvQSQ2o3q3UhB9A6j6arcRYK6eb01inX0KYngUuXm7a+hbanHiQkUIVFMd2ubtOG/uxDnykPm+Io8JKKXoGh3m5b1RBoYqUVYIXfiwHItYKklThZ/qWmNCratGpW8OiraKYgFKOsch0N9NqKedyj3bCPZ1oydiKKmRDlV4Ym4aPGG3oJj8qzUWm9KkoDo0Nodv6gibytidwJiwK1RjJ3AchaPcYc4zRUkdJTW3i6dMwi6RVmgSlJSkdROdCUWkPhPR0zftMQIZYadpmZE5/RHEaAzlL2ATkbZgAVmdjMQVPcM2Ff7yvQw3Vkq296Tp3WDj1wNctHwZ4Te3MWoEsBVEEq6B6dhzOhJ30DVB0JzFNaXTEI1jv+tk12x4LvH7sN53BsZoFLG3E7WAhPqcEQxA3xD6Uy+QOnipm3r2WBCk7BQbtvfw+i4fqVQNdcEwFT4TXZOYmsTQBboXZc0ibIuKvTuoe/Mlwp170JIJHNMkFaokUVOXqen2mA5P2B1guDV2IhPdK/zmJTO1e7ZTWllCrkHx3KdilVIkLZWNVKZMH9KJ5S7ymciB4WmtOQKmQNP2dQCnuwYhHofqwmPCFlJHbNeQTTzlUBsq3ydVU3d9rSJJRe+ow5aWwzj8tW1s2RUlKU3StiJSpdFaoyGFYFu326F7ZKtRciRRdPWjDmrFPu6oOb4bF1VTSfqcMzB+/iiiq2/aesz9RSQdwVGO65gvjVnbRKiWesSuDrSX38A+qbBNjEd5cZTDQGKAze3J/5+9Pw+T7KzPu/HPc9bat957evZdM9JoXxACbUZCBhssO4BxHAI2P+cFnAC+/DrbFTsOJnaI/RK/OPh6cew4NrZxYkKwMAZLxiwSQox2zWj2mZ7pnt6ru/azPc/vj6d6m96XWST1ravU01WnTp2qPnXOfe7v93vfvHQ6Q9pOs39T5pojcSKKiI8OogwDP5khisWvyoWP4Xtkz52g5fgLJAf7AGhkW4haOl5/F2KXGRvE7lrHHMFtybDYKcVOiKVnmLQjOay2zU7bnZiXzaA4jHQP4GTIve+4GPXZtWPlOohyFVGqLDj9GLcNbBOCSHv7hUNFRCRRi3m0SYkQApW9djJi+4shoA2oLycMQ5CJC7xA8QPaCeLdtPSeod7RQeBYjJYl41WJYwlqvv57nB8N2dFhr7ykU9X+WOGbb7msSpPa3EX4truxv/I4ojiByl+pMtdcNCIPIQzybo5qUKXsV3BMG9eMrUo5B8C2IR7DfOo5oj3bYJX7rYhCkkOvAgq7VsQpDxDGc1Tb9mA1Stj1cSInTpBooV7YtqGgzIN6WGeoNoRLgQsDeXKOw7bWa+cCUfesjZG+cIb8qaPEi8OANtoN4kka+TYauQJ+KkuQzOAn04SJpL6QX2dYtQq5M8doOfYC8eIw0rSot3Qg7TeI6qwklvSxZAOBIhIWtmzghFWyQZ1Bd/uKV7lB7F5jUCxB7Zo+dlN2J0u4Hk9O20o5mcK6wu0xphW7y2FQHEQKKaeFuIYTx6he8joxB0aKejJ2IWLnCCxDEEqwTYgujk4bRC4Ez0e5zjWj2IWR4txISOIKHu/ySYP+8YgfXH83b7IEHefPUG5pRTkOAm14Gre1QjxckmQSEW3pFaiJSiEGR4hu3I/cvfWyvY9JyIO7CccmsB7/vh6kSC5skXO5oAAvbNCe7KAl1kKkIkpeiXGvSDko4xjaZkIgUIBUEeYyfcNUe2Ha/uRtd69420yvTOurf0ty8OjUhZo0bYwoIHPhWUTk6++6ECjDolbYTqXzIPWWHUTutfE9udooNopU/BqxaDuDoxnKtQn2dFze/tTlwmzUSPefI3v2OOmL57BqVSI3puOwhMD0PZxqiXhxWLfWKJCmiXRcpOUQxJN42Rx+KkcYTxLGEwTxJH4yQ5BML29wZzKma2yYxMgAudNHcUtFolicanv3ZSGP1wyUwpZ17KiOoQLiwThJfxRDhRhKV7yUMDBUiCkDGiLGqL3yQbLX8Sf4+sJyKZd2vDYQCITQNFAptWBczDSxW912TSl2XB6D4iDSGYex5vYHjoNx6caaplbXFpmMdSxwbUHdlzimwukfQGWW6K+7xqxOhssRpZokn7xyCollCra0WECKY7m3oCyLzrMnIN9C6MZmVb79UHFuOMQ2Bbn5cmgvRb2BGBqDbJrozTdfmWlOIYjuvhkxXsL84cuQTuqLgStYHgsiH9u0SdtaUTOFST6WJ+NmKPtlio0xSl6JmBWnEdXRltySlJ1aulxrGKhCFvPZI0QHd6O6l2nOrBSx8fMUTj5BfPQMXqYbaU8PFnmhoj5RIpPMYsT0hLgR1EiMniY5fAI/2Upxxz1UOg+8oa0mRuojVOqS3v7N9A4LGmGJTbn4VMXhqkApkkN9ZM+dIHv2OE55HITAT+d0osKMc4N0XIJLniuiENPXRr9uaYz46CAiCqfOSco0m5FaSWqFNhqFdvx0Fi+dw8/kkJaDOzFKfGyY+OggqYu9OJUJTK+BUIogkaLSteX1O82tFG5YJhEWSfgjuGEFUwVTxrShcIkMm0DoiWehIqSwNNkLa0uufj5sELvXACbnlabMhhdOz9LxV4YBk1OxS03RTvbYrbIUK83pSLHLUYqdVOwmS4+BZSMWOgCML0zshBCkYwbluqQlquFUKwStKRZL3xOer/3blhqwWAC6PxBi9voc1PvGIrxQ4Vylb23oxjh2x5uRlkXXyaNUcwWC2LTilXAF5YaidzQkFXOw5vszKQXlqjaHtizkzs1Et9+A6riC6RaWSfi2N2sCdPgVxNk+SCZQrbkrMmXXiDxybm6OR5gpTHJujpSdYrg+TMkrUYgVSNlpxr0iJa+Ea8VwTXfRr7XKpRFn+zC/++zS9icyIj52huz5HxIvnkOEDRq5zU1/So2apzg5GFCuuyTLBkk3IJ8yKKQSyFwCZIRbGaT95f9N+uILjG26jZPWThSCbMIgHRcrLi+P1keph3UUCsdwcC2XuBnHNHRk1bUSWzUJqSSD1SH6Rmz6h9oZHFf05GOkY8vP91xviDAgc+EMhRMvkbrYi+k1CFIZaitRxYRAWTbhQuH2SiGiCNNvYHp1cmePI04dQaBzVUMnhrJMrHoN0/d0NGQstmBM12sdhgyJh0WsqIGpAizp4YZlnKiKIQOksAjNGL5oKrjzfC8kglDqxnc7UlimseKZ5Q1idw1hYcuTla1FCl0ao5lAsUiMqlb4lFqzYicuk91JECoiBWZz+0PLmf9TsizE8Nii60rHBeGIIlcrYTU8GnbLosQOz0euYSL2lQsBz57xuPe6OFta1/ZVC0LFkQs+cUcsK6z7ciGyHY7fehfSMNl04hVqUuIn9EFKCEi5gnJdMlKK6MzNIElSIoolmChDMqFLr4f2Ibd1X52De9wluudWohv3Y754TBO8c/2QiKNa82BdHoKnms0Ui3mPWYZFe6KdtJMmaSe1x6Dl4hguZb9EyZ8gZacxFyI3S9ifiNAjNfQq7kQfTnmQWKkflCSIF4hSsxvVg0hxZjig0pBk4gZeqBitKEYqkpaUpDNnko6bWuHzGtR7T1M/do6jsXt52T1IzDaIOYJCyqAjY7Kl1aIrbyKldp0RQhDKkHFvnEbYADRJStkpDrUdQirJhDfBhD/BhDdBpCKk0pnP+Vh+zR5u6wGpJOdL/ZzqS3G6L4VrmexqT2BfJVsdq14le+4EhWMvkhgdAMDLFqi3dq7/iwmBsixCK0WYmFHZUAoj8DG9BkYQ4KeyOnLrdTYEYTZ745ywSjwcJ+GPYcm6bqJoOlQoYREaMSIzvej7j6TCb3qPWYbAtQxSjs3BTZkVK74bxO41hyWkNUWzNKoVu8XNUfSBVaHtTla1Nc2sWJS6LFOxQaT7/ybP/aFpza9CxhyMobFF46/SMYNIQaY6AVLis8TJO5JaxVkFxquS75/0GByP+LuX67znruSaIsB6R0NGypKOzNW/wpWWzYlb7iSyLLYcfRGhFF5SH9QNQ5dvB4sBbZaP5fs6tq3hoQpZ5FtvJ7p+N6q95do4yKeTRHffrAney8cxn3kZcf4ixFxUW2HdCZ4f+TiGQ9xevLfPFCYpe/pEaQmLtkQb2ViW4dowZb9E2sksfCmYiMPoJfYnShGbuEDu9HdIDp8AAdJ08RMtSDuOHyqGxiJCCe0ZE8uEM0MhEzVJOmZgGNO2QVEEo+WIYlWSTRhk4gYjZYNKo5MONcqD3rcoJAUvW9fRCAx6hyUnB0KeOe2Rcg0ipS1zbtzh4bg1WuOt7MzuRCqdmNCaaKMl3jL1dkIZUgtrSCnxpc9gdZDeci/j3jgdiQ4s48qeyiKpGClLYk7EcH2Q471pzg+l6UwnaUmtTuFfMZplUiMIMEMfs1Enc/4UhZOv4JbGiGz36g0hCKH78pwr9FlcSSiFG5VJesNkvX5MGehqlRCEhoNnZabOwcuBlAo/kigFSdckHbNJOCamCsGX4K58394gdtc8JglXsxw7xb8WOKSr6axYQZO4LcLZZtqdrAqGDlAGMMJgiYVXjiBSSCWm7E4Cy8FAzZEhlesgag09YbmAkW7c0YJ2amIMKQR+uAySvMrJwpfOe4xVIra3mVwcj+gdCdm/afUH2JMDAUqBvYidiFSKiZoiExeXvadHmSanb7yNyDTZduQFHK+BkBIjDMkC9QDKMk6+EEduakfu30l03U64RvoV5yAZJ7rjENH1ezGPnMR85iWt4OUzqHxm3UioF/nkYzkssbpDr2M4tMRbaIQN6mG9mUQwP1Rn0/7k+VcR1/eQ7X2GTN9zGKFHI9ONsqb3xyBSnBwMKVYihIDhUoRhaA/JSVI3E6YJmYRBGCnGq5KxSoRpCDJxg4ZoI+YPc9fYN9jrvIBvuBSddkLTph4YXAi7uOh2c6yvhjda5d52hZmO8dTIETqKP6TbDWjsezOqvRUR+dC2FyvdScbJTL1+e6Kd7lQ3x4rH6K/0k7JTpN00tnH5S5/FasTTJzxe7qsgjIjWRJ5aI87WQprMGkqvIgjIXDiN1aghZISQEUakKyEiDDHCaQJneg0sv6ED7qPJZSMMv0GQzFDp2Lxh3ruOMGRALJzAiWokgjHiQRFDBoRmHN9MIoW57GOEUopIKsKmf6xAELMNcgmHlGtNr2YNBbANYvdawTLPKwJ08gTTdieLK3ba6mQNqWLTJwh5eYgdqCZBVYSWpWUhOaM+C3oytlTRk7ELEjsDlCQzMoRvx/CCRd50GIJlrmpwoliNeOVCQDZuYJnamuT4xYB93Zc6yy8PpbrkzHBIJj7/c/1Q0VeMUAqyCYMLYxGb8iaWeZnJnWFw9vqbiRyHztPHqaezVLN5GskUfTKO3ZLhobe0k1pqSOVaQiJGdOtBout2YT79AtYPXkSc7Ud1t63ZikWr4oqkvTZyGzNjtCXauFjpx4t83IXyPG0bYQvSf/2/yIzEcMwGXrKVKNPFRE0SNiQxW3+vLoxFjFcjMnEDQ4AfKaSCbNxY9HxlmYJ0HC49QI07bVhRnZg/TFxFtFVPNvvjIBQ2g7UMSaGITwSYIw2UgEOGgSkUdWkxMvgKYdKlK+PiFDbDHf8/KMwuKbfEW7jFuYWzsbMMVAcYqg4Rs2KzlL61Qiqpe/2UYHjC4Myg5Eh/ndGKT3vGIu20YhFnc3scZ96m0uW8SES29yRtrxwmOXih6TKvj01iRki4Ejp+SBomytQX1Mo0kbaDMgykaWl17lpQwl8PUAo7qpHyh8g2+rFlXQsnwiAwE0uWVqdXo79LUipCKVGAZRjEbJOEYxKz9W09r8U3iN01jhXzreaON2l3MuO4MC8miZ9cA7OTzUZrI7ocxG7G6yiIbBthNZ2GZ/aw2DYEoSZ2PfP3kiRcQbJRxanWaMRc6v4i77k5EbtShWm4FPHNl+qU65ItLfqKORcXnB8NGZyI6Myt/Ct3biSk0pD0FOa/Ah+vSrrzJtvbLTblLX5w0qN3NLwi5A7D4Pz+Gzi/7/rZCqpUnBqLeOa85L4Dl3cTLgsSMaL77kDu3or1rR9gHD8HCRfV1rJ0rt8C8KWHa7rEF1HZlou0kyZItDFcG8IQYq5SpSROZQg3PA8DJRqnOgjv3AbCYLQsOT0UEETaH1KgYwVTM5S5lRpNRzJqBs83S7VKtzpEsU3Ypk0lCrR3HwJbNmiRFVwnQ+Dm8YwZsX7NvsGiH9LbCBlwHHYNnMP4h/9K6u4PY7fvnvW6rumyt7CXnbmdDFQHODJ6hPOl8zimQz6WX3GIvVSSql+lWG9QD0JKtYiRcZezI1oN90NJNmFyoDtHS7yAbayB7CtF6mIvbS8/Q7rvDCDeWP5tVxGTZEswPZiHUliygR3VccMS8cYQTlTFkj6B4VI20ppcC0ACKIShMIWYOo8qxZQSp9TUuCOm0Bf46ZhNwrWI2/rYfLmOzhvE7ipixmmQZUtyy6B6akqxW3rHmbI7WYNiJ02tyIjLQOzCGeO6qknsmCR2M0cfJk2ZJyoLritmC/K1EpbXQObT1HxJKJl3elNMethlVtac/VKvz4XRkM0t5pQ6l3AFIxXJi+d86r7CsQRdzdSG5eD8SIhpzD9ZqJSiHihu67K5Y5c+QbakTb56uMZoJaIje4XKMZdsm2kI8gmDY/0BN293yS7H/uQahOrpJHjPI5jPH8X83rOIMxdQnS2QTKxoPVIpvNCjLdG+bE+6xSAQFGIFlFKM1IeRpk6wEIBVnyA23otdG0MaFmFLjqi3TrijTtGNcWE01Opu3JhqwTANVmRjKZUkUhKUQiIxhIklLFTTXilhxbENG9vUWdKu6eJEDo3QQxkmDbudaJGyqetYWJbJcMVnRLXQNXYMa/i3aL/7Z+nccRDi+VnLW4ZFT7qHrJul2CjSV+ljqDaEVJKYFSPjZHBMB6kUNU/hh4pq86djKUy7RtmrcmEU+kccSjULgxgGDiibbNyip93AscE2rCZhXP1pOT4yQOsrh8mfPYYIQxqFNj1csIF1RSglNT8ikjoyUyqFlJpwmUKAikiFRTJynKwqE1N1iHyUlCjDJjBjNKzkXGWu+WskFYFUU44VhtB+qTHbxDYNTENgmwaOZWCbK58OXy02iN01hWXIuksuoCPFZtqdLKrYiemrl9VCTSl23hJLrhzhJYqdtJ1pxe5SCIEYHV9wXQlHkK2VUFJh2RY1T1Hz9LTfHHgBalMerOV/RWqe5NRQSDZhzOpxE0JQSBq80Ovz0nkfxxbcf12cA5uXvjL3Al1mTS6Qw+qF4FqTXnMambjB/k02j78cLupheLmRiQt6R7U6dNO2a6ccG8iAsfoYjumQdbNLW2fYFtFt1yN3bMb89jOYL5+A8bL2iFvGZ+tHPrWwTtpJzeoTWysmyR3ARKNIVDxBMvSI1ydAhoRuShuIOwrvQoXik4MM7O/CcQyd6ytW3oYVyYhQRQgElmFhCIFpmLimi2lY0JwGnPu5CB2dZi5/PzANoQcRlKIS7cQtnWPgb/8zpVwH7o2P0n7gfk6NVHn+/DiNIGJTLk4jiPBCyMS3Ukh0MVIv8fSFIUarYygRUalZeCFEkcKPFJHU14lJxyZmZQlDh6TtsCUbxzJ0hmvcWQciHkXY1TJOZZxM70kKJ1/BqtdoFNoI41d/svf1BqkUFS/UCmvcJuVaBJHEMg1cyyAbM8n4Q1gTZ1HRGJ4MaUgLX1jg5EjFHJKuhT2r4jGtzE0ikpIw0v1yhtD7rGMZV4zALYRVE7sgCBgYGKBWq9HW1kahcO0Epb9mcFn+9gqESdPtRBO3xTZhanhi9cwusvTB2gj9Va9jIYTyEsXOsrS8EM4z7RFzMAZHF1xXzBHky2NECExDf/mrniIzX2XM8/VU5ArQOxpSqkm683OJQjpu4NoCy4SRkuTJEx6NQLG7y56fWDYxOBFRaUja0/MvU6pL8imT9kuUua1tFklXUKorsomrc5ARQhCz4eXzAbs6bdKxq6/aeaHHYG2QrmQXtbBGf6Wf7lT3snzRVEuO8McfQO7ZjvXN7yH6BlGbFs+xDGRII/JoT7SRdXPr3txvCIPWeAu5iT7C0gCBDPBMGyOWQTTfkxfAuOPgDJRp60rj9ywepWaokGwwhi19lIrwMagbMRpGHGW4xK0YjuliGxZzD2Ji/Y9rQmBbJjK3nQmvTn1sGOuJ/8pTz73MOXMzfiSwDMlJkSHCom6lCaVBUlVo9y8gzQyh20E99DCNiHxcqygJ28E2DZQyQTqYhknSNdeW5SolTrWEU57Qt8oE8dEhYuMj2uvN9xBRhJfN08i3bfTDrQK6SqF7iicVMX2uE1OP1byAjGuwrzNGd9rECqoQ1EFFEPkwMQq1MV36z7SQNC1CqYcaJte3EGY+ZJg6qvJaw4qIXblc5k/+5E/48z//c37wgx/g+/6UItDT08Pb3vY2PvzhD3Pbbbddru3dQBML7XcCUM2dvOlTjFILl3r142scnmj2sRjRZSB2MyZXtWKne+xEFM0lrK6r0ycm++MugYmirTSCZzdLxwIqDQnz2J4IpVZE7JRSvNoXTF21zYfJvqW2jMFQSfLEK3Ve7PV5054Ye7qseZW1i8WQUKoFp2EbAdzSYc15zULS4OBmhx+e9jGEJL0IebycaE0bnB8L+fbRBm+/MX5Vr2QDGTBUG2JXfhfXFa6jFtZ4YfgFLlQukLSS5GP5ZSU7yAO7CB0L+6/+DjE0uqC5sgJqYY1CLE9LvHXFJqPLRm0Uq9iLFctjWQ71sE4jbOCYLlLBRE0ibRPDMUicGqGRcwjiep83hYEpTAwU6XAcS/o40mPEbqXf2QKGS4EGbcEoLbKOE1UIRZKK2Y68bB1CC0AInFgCYlsxvFGun3iC6w0LyzQRKAIjphvbjbhWI0OPeFTCs1JccG5iOLuXktuNb85TWlslzHqN2PgIsYkxYmNDpAb7sGtlnaogJUqAsmwiR5vyetnC6zsya50RSkkjkDRmNFsLmBo2CCJJ3Y+IlFaKM7LIJjlIm1klo0ysIjAawZQVV/OsYdgQy8GMv4VWaF8fRHvZe9hv//Zv86lPfYqdO3fyzne+k3/1r/4V3d3dxONxxsbGePnll/nOd77D2972Nu644w5+93d/l927dy+94g0sC1oCbkaELaLBKSVAGE3FTiw9PCF0vXbVdidMTsUK7WOn5LqGgnvhdK+60pdoOgmiNreXTsUcxHhZD1C0z52ME+Nl0n6NIcvFAWxTUK7rcswsL9EoQhnGgrmz82GoJDk/FpJLLn1gEELQkTWRUjFUkvztizUgwd7u2WqOHype7Q9ILJBc4YcKy4CelrlfYyEEb94XI5Rw+LRHKnZ1jI1NQ9CeNjg1GHCx6LCpcPVOamW/TCFW4LqW67ANm6yZ5Y6uOxioDnCyeHJF6p3cvY3wbXdjPfYtxNgEqjBXBfOiBo5hk3Pzl4/UyRCGj+uf8RwWkLRTKMCPPMp1aAQCx1b4KQtntEby5Aj+jVtBCLzQwwxLtATDjFs5GnaBU7GdnEzuJ5XoJuvmGDYsTodVksEo+XovPROHKdTPUrML1Jz1m0BdCXy3Bd9t0Yk3zR5lS9YRzSxOFESmy6i7jVhQYufYd9hefBLfTDER6+Ji5hAX09cTrWL4IT46SPbMMZJDF4hNFLU9SRShhKFTFdy4zl7dIHArRiRVs5wukUr3xcVtkx1tSfIJh7A58JNPOriWgRdK6n6IH4a4YyeIl89gWQrLievzkDDAdMG031Dq6LL3vGeeeYZvf/vbHDgw/4jb7bffzgc/+EE+//nP84d/+Id85zvf2SB264LZrGxJH2Gh3a6FWJ7diX7O6pMnQJsUIwRCSkQUzvLHWiu8UE2pPFI1yWrChXJp7sKuA56/MLEbLRILPRp2eorY1QNFzZezy4T1BsRjyHlO1vNBKsUL5zwaPrSnl3/wMAxBZ86kvxjxYq/Hrs7Zytu5YW1K3JWbn2iMVyWFlEHnAgMShhAc7HE4esGn0lCkF7BLudxIuAbD5ZBX+4OrSuxqQY2tLVtnlUNd02VrZis5N8dzg8+tiNxFN+6Dag3r757SvZgzBm0iJfFCn45kB+4K+spWjLEzUBmA2PQwgSEEKTtFWdqEoU/C0QRbKQm5FNn+Mm7hDKIrASh8w+J8y908k7qVEeHimA6t7uxUh8BKMm4lGY9voTd7K9uKT7F79AnMhk/Z7bx6J01hTB3fAlNvr8/sSfa6U6DuFDBkgBNVaamdor16jJ7xH3K65S3U7AJOVKVhZanbWdQiHoPJgfNs/s7XiReHCGMJwliCWksHaqHIrQ0sCj1UJPGCqNmnphMXurIxMnGbbPM2f4qHIi6rxL0RmLgAtRGIp2AJ8+/XDFYZGgArIHZ/9md/tqzlXNflF37hF1a9QW9ELIt8celCizUB6Mcm+w6Ws/LVJk+AtjtRhqmvnmWAYv2InR+qGYpd860lYvMPTxgGQqkFJ2PFyDiW0FPDoFW6SOo+u/RMx4Wah0onlm11cvxiwCsXAtrSq1PFWlIG50dDvvi9Cjduc7l+s0MkFS+d9xGCeS1LZHMa9k2bnUVNi9syBvs2OTx7xsOxBO465dauFNmEwcmBgNt3uVel1y6S0axhg0uRdbPc2H4jzw89T1+lj65k19JpBkIQ3XUTolrH/N6zKNuEeAyFohKUybhZsu7yLg5WhfIAjBwHKz5dUooCUJJQGZQqPkKBa+kLL0MGOFYDREjpfIKB3fdTzXZRt3OMx3pIC4OUklO9eQshMmOcarkXz86wb+hvaKmdYiK2idC8tk+o0rBpGDkadg5T+hQaZylcOEtouFjSJzRcanaOUy33MpTaP0fNS184Q8/3vo5TLVPetG1dKxNvNISRpOpHBJEkZptkEzbt6RiZmEU24eAsFMcWNqA6DI0JqBXBK+n7DFtf3LwWVVIldWISEkJP3yadMtw0rCJV5TX4KbyOMZ+dxQpXodCKnbECxU4g1qzYKWE082LXN1bMD6bjxLRiByIZn5/Y0fw6FOdR8wAxMILZ7HSdJImGEFTqEmaqXvUGcs/WZWeY9o/pcfqEu7ouWtcWJF2DkVLEd442sE0IQu1f1zbP0IRSioFxST5psqtzcaVgsiRb9STHLwazpmevJDIxwYViRO9wuKxp4PVGNayStJOLEq1cLMfNnTdzZOQIfZU+UnaKUOnJ4qSdJOXMQ/RNg/D+O6Fax3r2CNHmTsrUSdkp2tfJ2mReBDUYfKlZgi3oHb8+CsIgUoJSpYERSnImEIIUDqZsUHE7KXe3w1gd76zk4t0HZ+3nS5G6GQtyIXsLZaedPaOP0155Fc9MUXFeGwMBkeEwFt+OIYMmqXOwpEfKH+am/j+n7HZwquU+LqYPoIRF9uxxep76BmajQbWj5zXxHq82wkjihXIqLmvyI4uk9n5Lxy168mk6MzFce4Gge6WgfFETOb8CtVG97yM04bFi4GYu0yDiZUIU6JsMIPSbJyITEPr95LvBTYGThHhOX7itECs+yp87d45jx45xww030Nk51wi2v7+f7u7uFW/IBpbGZK6r/mXh5dQK7E6az1jb8IRh6b4+FWFE4VqSUObAj6Z77GSzxU4k4wtPezg2YmieydhIYvQNYqZiGHUxFVxhm1Cqq9l+dlIu2BA/H4pVibtCQ9dLkU8a5BKCwQnJ3zxfB/T2zKewjdcUMUfwwMHYohO1k3AtwY1bXc4MhdR9NZX3uZ6QUjXL//Ov22g2Jh+7GHBdz+oSONaCWlCjO9W9ZFk042S4ueNm0k6a0caotvEQJn2VPvzIJ+Nm5ip5tkX48D2IWp3glVdxtnbTlmhfnwlYpaBRBL8Kfg1SbfrgP3IcGiVItuljQX0CrBhh5428Ohoy5FXIZBxc5ZH1+nHCKqXEdkYTO1DCxCpUyZ98mfKmbYzv2L/qzZuIb+aHm36GLeM/YM/I4+TrZynGt75m1Cxp2PjNv5Nv2PhWClP6pL1Bbuz/c7YktjM40UPqhWM4fhk7JbEbF6g6bYTmhu/cpdA+gRGNUEfMxSyT9rSLYxqEUqEUpFyLlrRDLu7MM2imoF6EyhDUx/T+Xx3R06zCBMuFRMu1uX/JSKtvSukLrsjX260mVZOmzGJYYDpgJ3WaSqJFvy8EOKkmyVsbVkTs/uzP/oyf/dmfJYoiYrEYv//7v88//sf/mN7eXr74xS/y5S9/mcOHDxOG6x8Gv4EVoGlMbIi5vjsLYS2l2EnFDqXWVbFTSs0qxUqpiDsGYrETputoL7tLJiLEeAlRqWKl4phe86rREDiWoOopqp4kGze0JC7EvM3w80EqxURdrsvIuxC65y5oTgIvVGKt+5JdnTbb25dPHHpaTLa0WJweCukpGOtGrGRTPYwkRErRkTF0dNs8yCYE/UXdN9iWubIeAYEMaI0vj6w7psOB1uleYqUUbYk2ThRPMFwbJlABbfG22QkSiRjlt9+FKI3SMVjHza9VlVSazI2ehvFz+upeKRhx9IE/qDeVCqH3WRkQtB/g5XGXvrIkm2ohNA1CoOq0IZCzgsnDeBKnUqLzue9Rbd9EkFq9v54SFufyb6LidnBw4Cu01M8wGt9+bZ58l4HIcBiPb8YK6+SOvUzu2HeJDBszKRD1CBCE5hnqVp6K2/GaUSmXgyDShr6mIUg4c03UVbMnzg/lLGcbnbggkQqSrsWuQoq2tEs2bi9hH6P0vlwbg1K/JkS1Ua1oTZZVnWST+FxGyBCiUBMxmN535YzfhdEkbrJJ4sJp1UQprXxPZsYKE2JZve12fJrc2XE9jRvLTqt0M6CUgjBERZEe4pvxM6zXl/12VvTN+/Vf/3U+9rGP8dJLL/EjP/Ij/LN/9s/4t//237Jz507+6I/+iFtvvZW//Mu/XMkqV42xsTHe//73k8lkyOVyfOhDH6JSWTh1AKDRaPCRj3yElpYWUqkUjz76KIODg1OPv/DCC7zvfe9j8+bNxONx9u/fz2c/+9lZ6/jWt76lEx0uuQ0MDFyW97kaTA5PLCdSTGONU7HmtGK3nsQukprMTUa+REqnR+AunIeoYg6i3oDy7H1BjI5DzcNKxbFMMctxXyqo1JsfUsODmIMq5Ja1jXVP4QUL25GsBrYlFl1fKAUd2ZWJ7YYQ3L7LJWZrhXItUEpRaUh6R0N6RyJyCYN33JzgYI/DSFkxVplfs004grqvODO0/gkli8GPfGxhr9ocWAjB1sxW3trzVt7c82b25PYwUh/BaxpyhzLEizxGHI/kT/0E6S3b8U6cIFrieDQvgjqMnoJzT8GZb8PoCa3QJdog2Q52QvcTJVvBbipGQZXASvJyKcmFYn1us7kQs0jdJGotHcTHhul47knW1IvRxGhiJ893/SPKTict9TMItZ7a/RWGUnC2hH8iILASkHHxrSR1u0DdzqMwSPmDdJZfor1yFDNqXO0tXjUiqaj7EaMVj0ojJOVqK5HRqk+pHhBGEqUUVS9ktOLjh5KEa5J0rKmc06Rr0ZNPcOPmHG/a2cK+zgwtSXdhUhfUoHgWzj8Np78FF56Bcr9W5+y4VqLjeX27XKROob9v1WGtfssATbSEJm4y0mRt0nhbBvqnaUEsA7kt0LIT8tuh6wbYejfseCvsuBd2PQDb74FNt0D7ddBxUN8KOyHRghIm0vOJxscJ+vvxTp3CO3Ec/8QJ/N5zBBcvEo6OIstlpOfp/XEFbuIrOjucOnWKf/7P/zlbt27lc5/7HFu2bOF73/seL774Ivv3r17OXw3e//73c/HiRb75zW8SBAH/9J/+Uz784Q/zxS9+ccHnfPzjH+exxx7jL//yL8lms3z0ox/lJ37iJ/je974HwOHDh2lvb+dP/uRP2Lx5M08++SQf/vCHMU2Tj370o7PWdezYMTKZ6RNFe3v7it/DZbnGUzTtTpo+dssgdoo1RooZdlOx01Ox64VQTpdfQZ97XFugbHvhN+W6MFbSk7G56b+PGCkCCmEaxG3BeDD9fMuAYjWiu2Bi1D1UPIYqLI8EVD1FEClS7pVRJ6RSCCCXXPnrbSpY3LDV4fsntP3JQn57i8EPFf3FiKQruH6zQ0fWpDtv0Z412dVp0ZEz+YcjDWKeJHHJZyKEIO4IXu0PuGm7e4mr++VDJaiQclKknfSa1mObNgWzQNbJEsiAU+OnmukLBpawSFgJNu+6kewHDlD+u7+j9vwLhEOD2Jt6MNwlTk6NCd1LVOrXpSjDap7g2mcfKC6ZOFdKUa9WOGNs4UIjJJ+wsRZqPL8UhkG90Ebh1MtUerYxvn3fyj6QeTAR7+GF7p/i+oG/oqV2iorTTsPKvLbUO6WwTwxgHbuIcixkKjanvSQ044RmHFN6ZBsXcKMKQ8m9ePZlHJZZZ4SRpNwIkYBrGWzKx+nJJygkHbxQ0j9ep3+8TqkRIpUiZpvs6kjRnYuTjlmrs/BpjEOxF0p9ENa1smXHIZG8cvuIjPSAQlDVViiFnZDpbg4qNG1RZIgumzZ/n1TzDGtepW05UGFIODSErFT0adqxMRIJrJYW7C2bsTs6MAstGDEX4Thzbol6HT79G8t6rRURuyAIiMd1+aGnp4dYLMZnPvOZK07qjh49yte//nWeeeYZbr31VgB+93d/l0ceeYTPfOYz8/b4TUxM8Ad/8Ad88Ytf5P777wfgD//wD9m/fz/f//73ufPOO/ngBz846zk7duzgqaee4q/+6q/mELv29nZyudw6vaNFnOnUpb/q/xbbrZQx2+5kKdImUGtW7JRhImSEkOunxoSR7v2bbAmLpJpW7IBZHbmTaMaNiYnKrI9OXByeYohxRzA2Q0xxLKj7WnmL1xuo3VuXHSVW9SRBqLCv0EyCFyhcWxsQrwY3b3c5PRQyXJJ05lZWDvUCxcWJiD1dNvfsi1FIzS7pmobgpm0OI6WIF3sDtjhz48xyCW3O3DsSsrPjylhEVP0q21q3LT3lukyYhsm+wj7ysTwxM4ZruViGRSQjcm4O0SXIv//9xG++mcrjT9A4eRIjkcDu7ETMd9VdG4P+w9CYQBkOIrm80p5UMD4xTtUzGE210ZpwVlxinyzJdjz7Part3QTJtUeeTcR6OLzpH7Nr9O/pLL9MsjYCQlC1W2hY2Wu7bCkV9vGL2McHUDEblVyckEeGS922iYfjbCq9QDG+hbLbeU323ymlkxXqTZ84QwjyCZttrdojbuYAQ9w22dmWYltrkrGKTxBJsgmbpLOK71Dk6QuW8kU9yRo2dIky0Xpl9gUFSF/3qMpg2tsuv03f4vNMypuXtFKYNrOyyVfy8kFAMDiIqlWxu7tJvvnN2O1tmC2tWK0tGOn0sr63wlt+ZOeK/0pf/OIXefjhh9m3bx+maZLP55d+0jrjqaeeIpfLTZE6gAcffBDDMHj66ad597vfPec5hw8fJggCHnzwwan79u3bx5YtW3jqqae48847532tiYmJeePSbrzxRjzP4+DBg/zqr/4qd99994Lb63ke3ow/Sqk0z9TmIn/YufnDi+8Ek7TPEJP2G4szO63YraXHzm6WYgOMdSzFhtE8pVhHgONoiVzKufJ088MSE+VZKzL6h6B5UaIHEqbTOGxTlwirniLuh8iu5auvVU+v50olKjQCiDsG2cTqiF3SNbhzV4y/eaFGub50IkUQKrxQYZuCgYmI/d029x2Ik1rAssQQghu3uZwYCKh5imRs9ucymb5xpM9nR/v8aRvriSAKMA2Tlvj6Gukm7ATbs9sXfFwYBvEDB3B376b2zDNU/v5beCdOYLW1YRYKOmi82I+qTCBHepHVKspO6s+jVMbpWPpgP16p4VfLVBLbcJK5Vb+XWks7qYu9dP/gW5y/+yGks/bSV93O81LHuzldeAu5+nlaaqfoqBwhXRum7LTTuBaVLamwX+3HPjmIijuoxDL7JIVB3crjRDVaq8fJ13upOi3U7AKRYeObqStD9GZc6Cql8CNJECn8ptmvQA8xJR2LzYUEhYRDS8pdVLk3haAtvYL9QYZNuw4ApS15imfAK0+rc1dqilVKbYcS+ZqYxXKQaod4AWUnUVj6M6vVQCnd3zZ5A4xkcv4LsWVCBQHBwACq0dCE7p3vJHHTjRjJy58NvCJid8899/Dv/t2/45Of/CT5fJ5Go8FnP/tZ3vSmN3Hw4EH27NmDtYLQ9NViYGBgTunTsiwKhcKCvW4DAwM4jjNHZevo6FjwOU8++SR/8Rd/wWOPPTZ1X1dXF5///Oe59dZb8TyPL3zhC9x77708/fTT3HzzzfOu59Of/jS/9mu/toJ3OD9UM2BbLULCFGiS1fziGAaocAnSptZod2Jal6kUq6ZMiSfhWgLl2JrQRfMQOwDTaJZeNfTgRA2V1l8oTS7E1HFQr15RbUS0CpY9OAGa2C2WBLLeaPiK7e3mvN52y8WeLouhksPTJz2EYF6SppROxfAjRcwS9Ncirtvk8PChxJL9hO0Zg61tFscvhiTnOZ/lEoLe4SszRFH2y+TcHDk3d1lfZyEYjkPq7ruJHzhA5bvfpfqtb+KdfBbhTQABhm1gJh3iO3dh5VMYtknp2bMEoxWc1gVKx0rhVScIKhUqsQ6qqW1r3EiTemsX+ZOvIC2bC3c+qNsd1gohqDqtVJ1W+rI3kfSG2DLxA7YVnyIRjBIaMep2jsBMrP211gopsY9exD45gEq6qPgKh1+EwLeSoBJYskHGu0jG6wcEoeFQdrtoWFmqTmFRA+TVwAh8YuOjGH4DidBpDKYDsThOMkl7LkFLOoZjGpiGIBO31paHOx/8KpQuwPj5GT5saDuPqzHJGnq6vSFeQOW2oIghQ4uoXEWNjyNECWHb0ycAIRDG9L9RinBwEKUURiKBmU5jpFLLInrS9wkHBpCeh9PTQ+rNdxO/8UaMxJXbz1e0h/3DP/wDACdOnODw4cM8++yzPPvss/zxH/8x4+PjOI7Dnj17ePHFF1e1Mb/yK7/Cb/7mby66zNGjR1e17pXi5Zdf5sd//Mf5d//u3/G2t71t6v69e/eyd+/eqd/f9KY3cerUKX7nd36H//E//se86/qX//Jf8olPfGLq91KpxObNm5e5JXNJw1JX8kpMq3zmcoYnhJboVws5ZXeyvj52YaSI1LTdiaA5VODaTXfhiHnlcdfFGByduoIVI0U9FNGulVfH0v2Hk5YnoMuI1ZIHrr2iKLGJWrRoYPR6I5CK9gWSJpYLIQR37Y4RSfjhaQ/LEFoJnYFiVWKZggevj5OOGxw+43HnrtiyhkREM/Hi5EBII2iWz2cg6QpGK3r44nITu1pYY3t2+7qVYVcLM5cj++A9xMtP4B0LMfNbMFvbsfJpjNhs+xdhmxS/fYywVMfKxPUhIGzoG6Ain5JvcdbZjcpuWRd7hMiNUW/poOXY80jTov+O+1FrUCvmQ9Vt52jbIxTjW2mrHifdGCTrXcBoDlnUrSwNK4NcRczXmiAl9tE+7JNDqyN1MyHEVP8dAEpiywb52lmUEHhWmvHY5mZax9qIjtmoERsfRSrFxVQb5/bsxzQNOvwS+6Nx2oIatt/AqFfBEwg3hhGLISIXGYsh7JXaDikIGtpPzk3rcqVf0akP4+d0qdOKTVt3gF5uvQidUs3euJr+/dJpWRlC6KP8GrIRElmtqKAdxiQiJjHTLvFdu3C2bsHu6MBI620TpgGG2fxpIAwDFYYE/f345y/gHT9OODxMODSknR+SSYRl6enVMEQFQXPqdVJNETibt5C8+27iNx7CiF35svyqjna7d+9m9+7dvPe9752678yZM/zwhz/kueeeW/XGfPKTn+QDH/jAosvs2LGDzs5OhoaGZt0fhiFjY2PzeusBdHZ24vs+4+Pjs1S7wcHBOc85cuQIDzzwAB/+8If5N//m3yy53bfffjvf/e53F3zcdV3cpZqnl4llqUOGMaV0G0Isw6BYlz1XvU3GDMVuPYld05B78uJSoUuCyrGneunm3Z6Yg6jUdDRYIq4nYifH0QHH1LwwbFqegO6zi0oNagkXcwWK3Whl7R52y8WkUruawYlLYZmCu/fGqPmKl8/7dGXNKc+8SCrKDcVb9rvs36RPcj0rjALb0mqxpcWidyRkU2E2QRBC4FqC4xcDbtw6n5fV+iCIAkyx/mXYVUEpOP63OGIQ5547F3WTj+9oIyw3KP3gNMIyMKlq8hbPAYKKVeClsThmLIm7DqRuElEsTiPfRtvRZ5GWzcVb71kX0jgLwmAgfT0D6esRKqK98ipuVCFbv0Br7SS5Rh+g8KwMpvSQwqLqtM471bsuiCT2kT7s00OolIuKrTOpFAaBmSAwEwgV4YQVOipHcaIao4kdKyY9USSxqyVi5Qkiy+ZC2xZOdu8jdXAfb9nbRVc2Rmc2TtIxkdUq4dAw4fAwwcAAwYULRGOjyGoVOTaKCsKp84Rw3WZ5R2mSEgaatPl1lAwRSISqYxg+hhkh7JjeNyJfky070fRUXPt3WZdE0VfeMoSoNt27bbray1GhbVG8EkoqZCMi8hRSGggnidG2G2fHAZxdO7E7O7E7OrDa2hDO8v++Vmsr8RtuQD3ydqLRUYK+Pvzz5/GOn0DWaxiplFby0mnMdBoRi2HE4hjJJO6e3UsPTF1GrNtl7Pbt29m+fTs/9VM/tep1tLW10dbWtuRyd911F+Pj4xw+fJhbbrkFgCeeeAIpJXfccce8z7nllluwbZvHH3+cRx99FNCTrb29vdx1111Ty73yyivcf//9/JN/8k/41Kc+taztfv755+nq6lrWsivFrAGAZTYmKDG9pGksrdgJwRqHJ2yUsf6KXRCqZhD09H22iR6eME3N/OaD60B1Qg9QJOKI/qFZJVvbEtimIIimPxjbFBiNBgNWJ5tiy/tC+qGiXJdTfWOXG0Gkt3O1/XWXwjYF910XI4oUR/sDunMmtgkDE5KOrMnBNSREmIbgpu0OfcWQiZqcs825hMHQRER/MWLzZUrDKHpF8rH8VSvDzkL/s3Dy7yDVuWREkBCC9PU9RONlKi+cRHS3YWy+CZJtRAqOnStSFw1arPUnO2E8iScl7S8/jbRsBm+8a9kJLCuFEiaD6aZfYO4OrKhBS+00myeeIe0NUI1144YVWmunGItvJTLW+UQZSexXLmCfHkalY6jY5R3mUcLEs7NYUYN8/SwAVad10alhKRWhVARhhFEaJ1EZx4un6O3Zx8C262DzFu7e0849u1tJXDLYYKZSmKkU7o7pXlAVhkTlMtH4OHJ8gmiwl7DvJOHARZRXAW8cIesI4YPlgS0QhkIFiqAiiRoGYWhAVNUm+DEHI5YFZSD8SBuoTfZ2T07vASqUqDBCBdGMf8s5vXZKKYh8ROQ1ExkMlBFDxFt0f54Rh4bbXHcK5ZUQRBiZJE7PVpyDN+Ns24W9qRszl1uXHl4hBFZrqyZ6hw5NXWBfaZP1leA1GSm2f/9+Hn74YX7+53+ez3/+8wRBwEc/+lHe+973Tk3E9vX18cADD/DHf/zH3H777WSzWT70oQ/xiU98gkKhQCaT4WMf+xh33XXX1ODEyy+/zP33389DDz3EJz7xianeO9M0pwjn//P//D9s376dAwcO0Gg0+MIXvsATTzzBN77xjavzYcyHGV8o01jaoNgQWr1aLSaTJ1ASI1rHqdgmbxNCNL9M2lAYx0KZBiKM5n9vjgOery1P2vIYF4d1vmwTAu2H15hheSIExFXISbuFbEMuOBwwE5WGxA8V6diV+YI3fF3WzK0TsQM9iPHg9XEiCScHtY9TyhW89bo4yTVauGxvs7htp8t3X20Qd8QsAhxzBEFZ8VKvT0/BXPeDpB/5BFHAjtwOzPVWnVa0IVXtSXf0q1oJSS7DJFlJhDdOdmdI1NhBfSKJG2tBIOgv1hgsNcjELx8JCZJpkJLO559EWhbD199+RaYXQzPGYPo6BlP7EUQoYeGEFa4f+Cu6yi/hmymqTsucDNfVvViE80of1plhZDoG60HqlCJSaqpKIpj/5K8HKRT56iky1XMUnS4GYjvwldnsK1ZTxvKGACcKKEwM42TS5O7/UbJ33o5s68Ay9GBD0l3+aVyYJparsKwRqD8N3quQmoBdzVe04mDlpqO6zOnPRUWSsNIgKtUJJxoExSrBSJmw6qH8QCtskz3gSkEzaUIIwDQwbBNhmVipGGYmhpmKYSZdDNsEQyBUgKheBLcd0XMzonUHxHMoJ48MJMprID0P1fCQ9RqyUsEsFHA2b8bu6cHM568I2bqWCd0kXpPEDuBP//RP+ehHP8oDDzyAYRg8+uij/Jf/8l+mHg+CgGPHjlGr1abu+53f+Z2pZT3P46GHHuL3fu/3ph7/n//zfzI8PMyf/Mmf8Cd/8idT92/dupWzZ88C4Ps+n/zkJ+nr6yORSHDDDTfwd3/3d9x3331rfEeL7SwzH1u6WX8yKxaapdgl7U7EmomdEiZCrn+P3ST0EIUuxWIYEHNh5uTrTDSz1MREBTFWQlRrqMzsnM9LLU9Aq4EjTprzo+FUCXIxlBs6GcOxLo+icSlqvqIzZy6Y7LBaxB2Dt90QZ++IjVRQSBl05dZ+aBBCcOsOl4HxiFMDAZtbZhO4lqTBqcGAi+MO3fn1PRQVG0U6k510JuZvzbgiCOrwvc/C0FF9kszvWHz5sKF7mMr9EMtibDpI7q0/SfSlr+KfPUO0eRunhivYpjHbgPhybHo6i1CSrme/i7QdRvfdeOVsSoTQE4uAb6V4sfNRivFt9JQOk21cQAmTupWjYa2uf0uU6tjH+rH6ishMXPfsLoYmYYtk88irJjmMwjL0QMLkFKopBJGSCMSULZVpGFhNC6qoqcBJaWMaOWwCWrzzxKMJaokeVKoFJ5nDtUwsobBHhrBDn9QDd1J4+8M427at+P1OoTwIR/43DLysBwuE0D6JbV3L+hyFaWBnE9jZBGye/GgUsh4ggxAihZLafFRFEjX5uwIzbmPEbIy4o4ncTESBtkMJqnDgHrjux7Xx7wZWjRUfTcMw5PTp0+zZs2fqviAIOHv2LNu3b5/z2OVCoVBY1Ix427Ztc6ZHY7EYn/vc5/jc5z4373N+9Vd/lV/91V9d9HV/+Zd/mV/+5V9e8fYuhZXQqiXtTmZ6iy1DrFhrKRYhkJYDKETor2FFszGz0qp77cSUX5yKu4ixiUW2CURxApFJQt2H9tllHN0XN215YoQhyjSpprKcGgyWRewqdYlUqzP6XSl0lI+6bN5vCddY1nteKWxTcOdulwtjOqc24U5/VonmEMWLvT5dubWpdo2wgVSShJ3QJ1np053qvrpq3fmnNakr7FzcPV9JGDulVQ4nqR3tb/0g5LdhGSa5n3QZ+6P/Tu+Rk5RFhtbUlRku8DN5hJR0P/MtpGVT3HXgqnjQBVaS0y1v4Vz+TtorR9k88UOyjT5StSFCw6XitBMaztLkJJJYvaPYJwYQNR+ZS7CYAaVUijBShFITNss0miocWKaBbQgqXkjYPHhmYxZpIJyoI2yTyLFoGAaNSOKFskkERTOpwSRuW1imwFAZWrwyhjwF3gUwW4nsTsJSA6uzi/SDD5K45WY9xbkaVIbh+Nd1ukNtFNJd0LpnXfonhRCYCQeTFe6TMtIWKLUR7S2X2QS7/5FOb7jc8WFvAKzqMvmOO+7gr//6r6e82770pS/xqU99ii9/+ctcd911RAs0tW9gfbDkAMWUfx3TV4mRWtAiQ4gF5xCWDdk0dDSi5ZsoLoUwmjZijpoTrJNpBSoRX3yjHRsxNIZIJtAO4rMP+q6tPyPZnLq1fY/QcTFaspwfjebtC7sU5YZkZZR89ZicLu25TP1olxOdWZPNBYszwyGJGcdsIQSFlMHJAT1E0blKlbDklyh5JQxh4EUerukSs2LkY/l1egerQL0IJ/5ON5XPd6KKAu283yhDo6hPbIfeo+OJLFcTvCbc7dspv+VHGPn9P6I1XkGIKzcM4uVaiI0NsfnJb5AY6mN0/800Ckv3QV8ORIbDxcwhLqZvIBGM0lo7xaaJ58g1zmOoEKEUDSszb3arKNWxX+3Hujiu0yRaUwuS1Egq/FBnwtqmIJ9wSMcsXNucc0ldSDk6N7XmQ8XDcC1SezuR9YCgWCVe95AKQstAxG2chINtXboeCxJ5lFQor05w+jTC6SN1192k3vUo1pZVJoKU+qH/OTj1hPaTS7breKurkQIS+VqR9mtQH9Xb4KQ1wdz2Zui+cdY+v4G1YcVHUsuyeOCBB3jsscemiN3XvvY1HnnkEWBxj7UNrA8WVOyavQ1KTE/Fmoa2rhivKa7bNP8Vn4A12Z0AqElit46KXSSnzZa1UfE0sSMRX3yUN+YgRscxLHPeFIm4I7AMTR4dS2B5HvV0GiuXoFqUXBgLyc4wKK00JHFntjo3VpFcoVQsxqqK7rxJW+Y1FM3UhBCCfZtsTg2GRDMmkWHa+uTlC8GqiF01qFL2ylzfej2O6fDC0AtMeBPsyO0gZaeWXsHlgJTw0v/Sxqxt85yUGyWY6NXl2VhG50puuUPHGs0DpRTftjsp7rmVW04+TaMRJ4pdOU+sRqEdu1qi7ciz5M8eY2zXAUb33oiXu0rTxkJQc1rpdVq5kLmFXKMXUwakvQF2jn2bQv0MDSuDZ6WJlI3VO4J9YhBR85C5ZHMCqwmlLZWU0p6ZkdS2FUnXIhu3iTvmgubjSilk1YOJBkbMIr6vi9T+Luw27T8YVTyCkTLeUAnvQpGw3ECWS/iTR+emebyaLBwoEKbA3bqZ9L4kbvo04rnPwehdOnc0t0yLrEYJTj4Opx7XFxix/JUhdJPnfiV12kToaSLnNQ353ZSO6LruXdCyS+/v6zRJu4HZWNUl8iOPPMJnP/tZfuM3fgOlFN/4xjf4i7/4C+C10Vj42sIqCFeznwO0c7hpiEW91oRYeMB0uZDW+it2kZx2AY+knrScGvyKu4uO+yrXRVSqMDQ6a3BiEq4tcGyBHygcCyzfp1xoxzAMTKE4OxRwoEe/p1fO+zx1wqM1bXDfgTjZhIFSiuFyNGURcjlRqkksE+7Y5V6xhIv1xqa8RcIV1DxFOj7Ds00I8kmD4/1atWtNm0glmfAmCGSAJSzSTpqiV8SLPARaaXVNF8d0mGhMcF3rdezM7UQIQRAFFL0iB1oOXL1j0cAL0PskZLfMnYD1q1A6D7t+BPY8BLEsOIuTtL7xOq8OlEnfehdjRoOWV5+j2rEZdQXM4CcRJDMEiTROpUT7i0+TP3WU0T3XM7bnEH4mN2tZEUU4lXHciSJuqYhTniBIpPDTWfxUFj+dJYwl1uWELg2LsYTuXRxO7aUY38qu0cdJ+SNkhs6iTpYJh0OUa2PkTSwaBCqORBBEklDqYQed0gOZuE3KtUg41oKbp5QiqnhEpTpGzCG1v5vk/i7s1tSsfc5Kx7DSMeLb21C3ScJiDX+4TFTzEab2TxPW9E9MA8MysdvSug9NKR1Qf+xrcP77sP0tejLUr+qLgvb9umw/mWU6/Cpc+CEMH9Xecsk2aL/M5XMZQmVIZ8BOQhja486KQTwDPbfqbc1v1cQueQ3YD73Osaojw9vf/nY+/OEPc/78efr6+giCgLe85S2cOnVqvbfvDQ81699LJUjodt1L7U4cSywaGbbmHjtAmrrcJNZzKjaCyR64OaVYd4meDteBkSJCKlRuroO/ANIxg4GGVv2EklSzOQDSMcH5sYhSXRJGim+/2iAIFSeqEdvbLQ5tdal6ipqnFiR2fqio+WpdJlhLDcXBzTZbW197ZdhJpGKC9ozJhbGQdHz2Y+mYoHc04mifz117bC5WL5JxMrQn2qkHdS5WL9IWb+NAywFMYVL0ilSDKsVGkU3pTVOkDmBnfidKzc2ovWIIfXj1b/RJOXZJ7qoMtYq39W648X3L7iV68cI4pUZIdy5N/61vxS0VSV3spdK15cqqHUI0yVkGpzxO53Pfo3DyFUb33ECj0I5TLpIYGSQ+OohVr2H6dYTSz1NKgdDWSJHrEsRT1AvtNPItRM7kDqEQU6qP0uMHwqDasYlGbnm5osXENl7030Xrq8/R/er3yJTKmGkbYSukMIgwcLwxGsrCsVyyiQSJmI1tGk2Ct/j6lZT4AyWMmE3qYA+JfV3YheSS+5swDOyWFHbLClRkIXQEVrJNl1Jf+d/Tn4GS2vw3v02XWItnodSnS56xrFaKL6cpt1JQGdQ9cplNsPVNUNiuyZxpg5PS2+FmLptdzgYWxqr+8l1dXRw6dIjHHnuM/v5+HnjggSsSJfa6hc4BW/NqBOiD6Ay7k1BqYuctMqw62Ye3FsjmSWpdfewihRB6u6RUOLbB1DCgYy9+oLdMXRJr+LCAUWTS1fUPISUIQT2jjYlTTWJ34mKAVLoMu6XFpK8oGZrQDLhUl3ihIjOPLYoXKAYmIkwDXIs1T7FKpWhLr78lyJWEEIJtbRZnhuYSfyEE6bjg+XNVWvN1drd1cX3r9aScFIEMGKwOUogVSNha2drcHMmb8CawDRvbsOes76ph+CiMntBq3aUYOwOFHXDovcsmdcWqz1OnxsgldEpAFE/Qd+cDbHv8y8RHB6m3XoWpXyHwM3n8dBa3NE7X4W+jDBOhFNK0iNwYQSJFI986+6SuFEYYYPoNnEqJ+NgwQkaa8DUPWJMjTZP/RkrCeILyph0Ud+6n3L0VZc3fUuIWR2g5/iL5U69gVytU0+0UW3diEhEFDUq+gUTQYQ6y2Rojb4WYsgyhDVZmSeKoQok3OIHTmib35j24HZlFl183CAGZLn2b2hilS5yjp/WAjp2EdPeS6u+aoaQewKgO6ezVQ++FHfdqkrmBawarZmOPPPIIjz32GAMDA/zCL/zCem7TGxKrpVVSMTWppRU7dCm2+XjdV7iWNrddCIYQepR/DUqHshxAYKxjVmwQTseJSaUnWSe3T7nOMj+0GZlklyDm6PUZDY/Adaml9IHaMAQJR/Bir+4XTDSXi9lwcTxEKjWl5s3nETtUkuzu1Cef00MhPYUVve1ZkFIhEGTW0bvuaqEzZ2JbYk7MmEIhzCrlqk3kbeLG9huIW1rFsQ2bnnTPvOvLutdgkPyFH2plzr6k/F8b1UrGDf8IEsvfIb53coTBUoO9HdMnznpLBxdvu5ct3/4adnmCIH2VPgdh4GULeJk8ukFsiX1UCKTtIG2HYLl98kph1yrkTh8hd+Yo9UIHY7sPMrF1N0Hz+xobG6Zw/AXyp45gVivUklkGcl362FiPkEphGTFasy6b8nEysW4SjokIG1p1GjsF1RFNVKz5KwHSD/GHysQ25cm9ZY+2/LiaEEIrYrEr8LdXcrrcqiTE87DtLbo3dMOW5JrEmojdZz7zGYIgmBqc2MDlxaVDE0rBSFmScsWUjYRqKnaT/CySejjA8BcmboJmesuM7NSVQk6mT0TBVEbrWqEVu2YpVjI7usuxabphLvhaqr2wKPmL2XqAwqg28ONxvOR0maSQMugvSmyTqYGFuC2oNBTluqJUm999vO4rTBNu2uYileLcSEi5IUkvw/B4PnihttlaT1Piq4XOnMmmgsWF0ZDuvGbEUknKQYW0k8BNZxkbz+IYVz5bcV1QHoT+53XpbCZqY7qUtu8d0HFw2asbqXg8eWqUQtLBuOTiZHzbXtziCF3PfofIcZHuVfzMhPaNvFzrDpJpgmQaI/BxJ8boeeobdLz4fca37gEBuVNHoVJmzEnj57sxDIO2lEPcNgkiSdK1aE25WvWcuZ12XJcy0x0weEQH2PtimqCaDtgxIi8iGKkQ39FG/u7dmMk3iB1HUNfKnFfWJeHtb9Xl1s4bNvrkrnGsmtjdcccdJJNJNm/ePCtOa2Mq9vJjsteu2b6CH2p/sMn+FN1gTvPf4Ni6d2TatW02hGgahUtYre/pzPQJlIR1yHb0IzVbsZtZgXEcXeaRcmGzvuTiV9WOJbAtgdnwGN+0CTWjbGQags0ts9cbcwRjtYgLoyG9oyHz+RKPVSTb2iw2t2pLgxu3OvzglIdlrK4k6wW6jy8Tf+0TO9MQHOixOTcSTtnv1MMGSTtJV7IL3xWcH6txbrTKjrarNNG6Fpz9DtTH9ATiJMoDumS27x1w4F0ruuD5/qlRRioeezvnKXMJwdANdxAbHyV/6hUqnVuWZ1r5Goa0HV16lhKnUqL1yGGCSDLmpJBtPXTm4nTn4liGQSZuLTuCESsO3TdpQj5xXh/HZAR+hWh0iLDkk9zVQu6uzRiJeRS9yNeKX2OcWcVkw9K/y3B6oCCea/adXYN/q8mcWK+kFToh9HDG7rdpUrdB5l4zWDWxMwyDz3zmM+Tz015RLS0t/N//9/+9Lhu2geXB4JIBCzF7eAK00mUIoU1+5zmeCKH50Vra7HT6hIFQCiFD1DocuMKZpVg5e1BBObY+kUXRqk9oAt1Pp6KISn7pqCfTEBgI/uFog6on6crNft0g0pYJBzY7U9Ord+6O0QgUL/T6bMppIrkSNALFphZrxc+7VrGjw6Y17TFWlbRnTEIV0ua06l45Fy4U6xw+V3ztEbviOTjzbUi0Tis+5QE9wXjovfrkuAJSV/VCnj4zRj7hLGy3Ydn033Efbnmc5HA/1Y6eN4R1hBSCUSeJl47j2gYdmRjbWpNk1hILJgxNYnLTvZHhYD+R30fqTXvJbm3ouKuhC7r8KYS28oh8TeBSbbDl7U1LEqVV2uqIJnWxjLb+qAxp4li+OPu1DRsSLXo5NRl837QLMWzdv2ZYl+dvG3p6AGKKlKKJ56abtcVKx8FZsWIbeG1gTRMPH/jAB2b93trayqc//em1rHIDy8AUbVPTatvUHZNTsc2DwCM3Jbg4HvG152oLuoNMXmNKtZCmtzRmKnZCLpDhukL4kZouKStmT6C6NljGmsd5E7agqgT19PIaobvzBuWGIhM3Z2WfRlIxMC5pzxpsa5v+Wrm24L4DcQYmIsZrkrbMykioF8Km/DV4db9KuJbg+s0Oj79cxwu1nclkPx1AS8rh8Lkib93bRnv6NVCS9Sow8BKc+KZW69r26/v9ij5ZroLUAbw6UGa04rG9dfFmtCCZoe+OB9j2xP8mVhy5aubBlxuRVASRpBFEhFKRci12tqVoz8RIrSArdbkILl5E+T6Zn/rHpO+7D4HSE80XX4C+w3qhjgO6lJvdrEuUSxnsKqXJXqlPK4Kg95mBl3Wf3+iQPoYaVtMuxNUm1rVhbWjtpHRJ1F5mf59SENT01bzpTu+DMtI9n42iVujS3bDtHu0tZ5gb/nKvA2yMsl4DEAsWSZfxXDGttAnVpHYzSoqpmEEuoWYtN986lFobR1KG2TRGXr+82HBGKRaYRaSU62ilbjGT4mUgoXwmbJtKcnlTXUIIMvHZfyulFH3FiI6syb3XxWdt5+R27++2+YejjRUNqHiBwrZ4TaZNLIZdnTY/OOkxVqvRmUnimtM9S4Wkw7GBMs+eK/Lwwa5F1nINoO9ZeOkv9YkaA1r3Ni9uFIyfg813rorUgbY4AR1jtRSqnT1cvOUeep78BlatQph4jamdgBdGVLyQTMxGAPUgwjYNHMug3NCxXa5lkInbdGVjdGXjxC7NHF0nhCMjqDAg9+ijJO68c/r72rpb3657V5OArbA9Qgit7KUuId+7HtREq3xRK3R2TKcyxDLabLg6pBXh3u9rf7qwocldPKfVPGEy1WgTNnRvnFfSFxdOUhO50JtulTEMPQDRczt03QA9t23EeL3O8Po6Y7ymsTpiZ8zyoFMowZwJCMvUyy2kyGlip9ZYirWnTmpCrT1STilFEDHVNC6a8T5TmCrFrk2xS0uf/niMYTPFagf2J2qKhCN48GCcrgXC7Hd22rx4PuD8WERP3pzTDD8fSnVJPmnQmX39KHYAmbhBW05yrB/ybXlm7pOGEGTjNt8/Pcabd7ddFjVmVfBrcO5JfWLNdOkQ9VN/r0txhV2zy1XFM5Dq0GHmq2hJKFZ9jg2UKSSXXwIb23098dFB2l75IZV48jWltlS9EC+U5OMO43UfIQQJx8QPJWUvJO1aHOjO0JpycS3jstrZyFqNsFgk+453zCZ1M2Gu8z4pBCRb9e1SJFv0rX2/nkItnoXhY3DxRSj366leNeMYaMU0Mcz2aGPgtn2a2E306lJwogXSndp7bgXT2Rt4bWHFe2gURXz1q1/lgQceIJ3e8K657JhRP73UoFgPT4ipgRUxSdwusR2wjGaP3WKl2ObwxKo302wqds1S7FoRyabVx9RxVc1KAsKxUaaBCNdW9rV8D7O7g/HIWjWxKzUkt+10FyR1AC0pk3fenODrz9cYKkk6c4uf8ItViRfBbZvsBTN+X8vIZ2o4g8lZZdhJtKddTg1XefH8OG/atXTv42XFpPv/81+Evh9OK3Kg++mym2eTqHpR/zz008uPgLoEJ4crTNQDdq6kz9AwGLnuFnJnjuFUJvDTuVW99pVG1QvxQ8m+zjRbWhKMVXwsU5BNONT9iFI9IJewSTiXn+CrKMI/f57EbbeSvu/ea8830rSnVcN9P9qctr6oVTrTARlAvKDVuMk+wEm07rp6272BK44Vf1tM0+R973sfr7zyygaxuwYw69jTLMVe6ttmNqsGCxE7QwgUimgNE83TPXZq/YidmjmlK2YTHMOAmAsT5bW9kB+QuK4T1GQe7coO5pOkun0ZvXMdWZM7d8f4+gs1RsoR+aQxKzd1apNCRbkheev+OLfsWCJh4xpHrNhLbOICfqqNWssubV8hAzqy0JpIUW5EcyZ+rWYJ7vunR7ljR8u8n9EVQWUYjnxF91XVx7Qyd6k/3Uwoqcuyu35EN5+vEkcvlhCIFb9vL9dCcdd1tL/4A/xU9ppW7cJIUvUjIqnY25lme1sSgaA9M/35plzriim2Sin8s2dxtm0j+2M/hrCv8YEBIabVvA1s4BKsykPhtttu48yZM+u9LRtYADNEq+aP2QRMzFpAzDmgW6a2O1lIkZvsv1uLYicNe10Vu1Dq0vDkuU2hsC450alEfI2NgfpzTG3KE3OgHqyc2Pqh7qErpJZXctvdZXHvdTEcy+DCWETNm7v9wyXJ1laLG7cuPBH5WoBb6qf9pS/TevRv6Hjhf5HtfRqUYrwxzo6WPLvb84xW/Xmf25FxOTta5cTQGon7ahH6cPgP4fTf6/6jtv2LkzrQZbJMN+x9+6pJ1XjN5+jFEvkVlGFnYmzPDYSJFHaltKrnX25IpRiv+ZQaIalmiXVHa3L51iSXCeHgIEYySe7d78Ka4fSwgQ28FrEqYvexj32Mf/Wv/hXnz59f7+3ZwCWYSTWmSgOX8I/JQ6JQoMTs4QloKnazpmcvef6kj92aeuxMHWWm1md4IpI0Bw2aqpgC+5KLdxV31zY84Qfg2CQ25cnETWreyj+Auq9IOAaF5PK+SoYQHNrq8r43Jdm/yWGsOvs1w6ZlyqGt7mvX4kQp0heepeOF/4VdH6fWshNpOhRO/j25k3+PNXqGrdmt3LSlgBfKeb0vE45FECme6y1ehTcAnP22nlYs7NJ9SUv1ytWLgILr/5E2vF0lXukvUaz55OfzS1sGGvk2xnbuxy2NLfyFv0oIIslYxSfhWNy4OcedO1rY2rJ0zurlRlQuI6tVMg8/jLtzI0lhA699rIrYvec97+GZZ57hwIED/MzP/Axf+MIXOHz4ML4//9X3BpaBeY9tl/bUzZ92MEexm1OKFZimaA5PzP/SqlmKXC0mS7FinYYnohmKnVS68mpf2muWjGsfu9Wi7kHcRRRybG4xacyNMV16Fb6iLWOsmIQlYwb7urUqE0TTn/tETVJIGWxtvUaGBlYI06uQP/0d2l79G4ygTj2/pZke0II0bbIn/o69p79Lm3DY056gxxglrIzMu65C0uHF8xMUF1D1LhsuvqgD19300iodNJvTL8D2e3XD+iohpeKHZ8dwTHNN5eexPYe0ale9dlS7UiOg3AjpzMa4dVue7lz86pXYZ0AFAUF/P8m77iT5pruu9uZsYAPrglWdPc6cOcMLL7zA888/zwsvvMCnP/1pzp49i2VZ7N27lxdffHG9t/MNjunJUJiRPDEzJ1Y/oFWzeQ6YtiGoL6bYsUbFzrS0KXHoTXs0rQFh1CR0k8bKhpibyxpz16RKiHoD2dkKiRjtGR/FyvNyg0jRscqp1S2tFh1Zk8GJiEJSTKl3h7bZsz37XgtQCneij7ajX8Mt9RHE84Tx2SWtINlGybTprk+QOPs94lLyruKXmRhxObntpykmts1avpBwODFU4cW+Cd665wr4syml++me/WNtGVFYhnqjJIwc05mZ+x5ZU1/bqwNlTg1X1uzf1yi0Udy+n7ZXfkiQXDrc/nKj5odIqTi4KUNPPnHNtBdM9tXF9uwh86PvQLzOkzs28MbBqojd1q1b2bp1Kz/2Yz82dV+5XOb555/fIHVXAJf2o0zHhzUp3zz+So61eI+dUmqNPnbWVE3XWJdSrEI1FbuomWF7qWKnXIc1ZVR6PmqTLpu1ZUxcWwfUx53lr1MIQXKVObCOJbj3uhhfe75O2ZPs7LC4bpPD1rbXllpn1YsUTv49iZFTWqXLbZ23dBnJCMOwcDI9cOQr+rNLpfGGBzk4+BW+v/nnCKxpk1fDECRdk79/dYhDPVlyqyxPLgivoi9EYlltJnzkK3D+aX1hUtg5/cWqj+tSazyvvcNmYuw0pLvgtg+tyT5CSsW3TwwTSkVyHQYGxvbeQP70UexqmSC1PPPt9YaUilIjQAG72lJsLiSuWC9dODpKODKiL9IsCyORmLoJS3++QV8fZkuB7E+8GzO1hLnwBjbwGsKyjyC9vb1s2bJlwcfT6TT33HMP99xzDwB9fX1s2rRp7Vv4BsZ8WtR8902WUmnancxHM2xrEbuTqR67tZViJ4cn1jSF0cTkVKwQICM1fynWdabJ7GqgQLVqVamQMsglTEq1iPgy+cNkb1jSXf3JalPB4iduTyCl3oZroTy1JJrqnJAR8eI50hdfxK4MEyRb8RdxrG9EDRJ2gli6RzvpRz5xx2Ro3GJX4wLd5Rc5l59dDuvKxjk+WOabRwb5yVt61qcfSynofQpe+bL2p7Njentqo5DpgXiOUEqKVZ96tYRdOk9uy0HilXPa9DXbo9dT6tM2Eze9XycQrAHHh8ocvViiKzvX/mU1qLd0UNyxj7YjhwmS6Tl/kymLpMugnimlqDS96bJxm51tKbpysStC6lQY4vf2IhyHzMMPYcTjBH19+BcuICsVwuFhVLOiIGyb7I/+JE5Pz2Xfrg1s4Epi2cTutttu413vehc/93M/x2233TbvMhMTE3zpS1/is5/9LB/+8If5xV/8xXXb0A0sDO1lp/+tBPOWYh1zkeQJ1md4Qvvnrc/wRCg10ZzqsRNzS7HKsVGrPVkEIZgGqpAFdB/ijnaTp04sf9v9EGwTku7qFLtJtCxzovZaQXL4GG2v/DVG2EBEAZGbol7YNsc/8VJEKiLtpPUJ3nTAdMgQYtk2tTDO1uL36U/fMEu1Mw1BVzbGd0+MsLM9xc1b1mFiceBFePaPUUoyFiXxKxXirkuysJdaCGOjVfqLdWrVEq1+H6/GDnHS+3HuiB3jwPDfYBSPUA5NslZI/7af4PlTGWqvnmRLPsF1mzJsb0muyDZHKcV3T4wQhHJd7T3G9hzSql2trEuyaBWtWNM9i5MXTgBJx8K1jBXb/VwKKRXFuo9rmRzclKU7F8dZRnrGeiAqlQgu9uNs2072ne/A3bNniriqKCIaHyccGSEcHiEcHMBsaSF+yy1XZNs2sIEriWUfRY4cOcKnPvUpfuRHfoRYLMYtt9xCd3c3sViMYrHIkSNHeOWVV7j55pv5rd/6LR555JHLud1vXFxKvsR01qtWrwRqvh47S8w7fQjNq3Yh1lyKnbI7Wa/hCdlU7KSe7J2j2Dk2WnZTK+4jEqUKKpNEdkz7QHXlLQzhE4RqWcMQQaSXW4ti91qDCD1yZ5/ECBt46c7pEvxCy0c+ZlAnAtygRsyqgBmfijBKOCaFpMPARAs7vT42TzzD6ZZ7Z60jl3CYqAd8+dk+CgmHbUvkpy6K+jij3/8zzHKVPnMTvWM1IulgGuAMjxFEkkAqHKHYxiD97Xcw2P5jlGuC/1PdzfOhx23lx3FVja8n38qR85uxrCKWIXjpwjiPvzpIW9plb2eam7bkl2UyfPRimZf6JujMrm82br2lnfFte2l99TmqTpJAKmp+REvKYVdbiooXYhiCYtVntOozXvc12UMfT+K2qcmeENSDCD+UTeskQdzW6SlKKW1NJPXPmh9RSNrs785SWO/S+QJQUhL09UEYkLrnHjJvfztmZnb5WZgmVksLVksL7N17RbZrAxu4Wlg2sWtpaeG3f/u3+dSnPsVjjz3Gd7/7Xc6dO0e9Xqe1tZX3v//9PPTQQxw8ePBybu/rFGp+5WleHqZm/Uug/6dLsfp+MU9/k7NIKXZybWuqoApDx4optT52J5HmC0IIIqUwDeYOTzhO03lZ6nixlWCigrz7JkhMl756ChZbWi3ODgdsLphLlqn8UOHaBok3ELFLDp/AHb+Al+lGmYt7rVn1cex6kTCWQYYNXGHiCAtGj0PLbrB0ea47F2ew5FE102wvPslIcg+lWPesdW0pJDg5VOGvnrvAR+/bjWOtQgVSivFn/4qBsy9z3thKQJW0YxC3BF5koCKPnKhi2RCLylTjXbza/naUnaQr21xH2528GuwjERSJ4tvYe8k+UvVCirWAbx4Z5PnecX72TdvY07GwkbsfSr55ZIAgUqRj62yKKwSDu2/APPoy0cQEIpNhSyHBzvYUKdeivbnY1pYEXiApN0KGKw0iqT0jL040KHshUililkl7xqXqRQSRpFj3pwzRLUObKRtCsKMtyc621GXLcb0UstHA7z2H3dZO5u0PE7/lljl2TxvYwBsNK9b94/E4P/mTP8lP/uRPXo7t2cCKoJmaQdPzTamFp2JNsWTZci09dgDStNfVoHhqvVIRc4w503TKtTXbi6KVEbuGB7aF3LN91t2OJXjzXpdiRXJhTGIYUEgaCw5TBBG0ZuZu1+sWSpEaeBmEWJzUKUVs4gLKtBnb+VYmttzOQLmPbbmdbGq5Dp75AvQd1jmWhkV72iXlmgwFebYF59k/9BjPdv/0rJKsEEKTu8EKz/YWuXPHyh33vbPfZ/iFv2VAtZKMu8RkjbzfTxg6mCogEjYNO4NCUHS2carlrTTs3Jz1NOzcvPcDJF2LpGuhVIzTI1X++5Nn+YmbN3FDTw57npLkc71Fjg2U2VxIrPj9LIVizWcgStK29zpuGDhGdncr9jzfE4EgZpvEbJO29HQY/K72NBUvJIwk6Zg9Rdb8SDJa8aj7EYahs31jtoll6HSYK9JL5/uEIyNE1SrxQzeSfec7sDtW7x+4gQ28nvDaGr/bwPzDEwLk1ONi3j4ZHce1MHETiDXPPEjLWbdIsXDGtkilSdccJOK6HFv3tXq3TIhiCdXZitzSNeexzpzFQ4fiPHm8gWPBqcGQdEyQT84NH/dDRW6ZxsSvB7gTfcSL5wjii0x/KoVb6id0Uwxf907qLTuQKHwnQSG7FWIZuPlnwSvDyHFo249lGHRm4hwfKlNMbKa9epyDg1/hpc53E5rTiqprmziWwddeukh72mXHCrJUg4uv0PsPf8xoNSCZKhCPiiSCMc7l7uRC9haS/gh1O0cxtlmnqGCsySZECMGO1iS9YzX+8Htn2daa5C272zi0OYvblJ7LjYAnXh3CsYx1VbhCKTk7UsO1DO7f38GDd76Txh8OYlQqkM0uvYImbNOY1yjZMY11G/JYCZRSyFKJcGRYG5Z3dpB+6G2k3vQmxAq+/xvYwOsd63JW+uVf/mXGx8enfi8Wi/zKr/zKeqx6A4thsvQ6VYqdccclsMy5NimXrmwtwxMAah0Vu2iGaa9U8/TXASqXJtq9FVGcWMFGKkTdI7p+zzy1XY0trRbvfVOKd96c5J59MQxD0Dsq8cNLDaMF2fgbhNjJiNzZ72EEDSJnnh43JYmNnydePEvkJBnd9zD1Vm0ZUg2qJO0kuVhOL5tshVv/KaQ6dAwX0JZ2sQyBpyyKsR42lZ7l5v4v4gaz/7abCwlGKz5/9ORZXu6bWLBvdApBA+/FL3Puq7/J+HA/ZixNIRxEoDjZcj9H2t/BWGI753O3MZLcTWTGUMJcF+83IQRbW5JsysXpHa3xR987w+e/dYqTQxXOjVb506d7OTNSpTu3viTp/FiN7lyMX7h3J++5bTOFPTuI33A9weDg0p/XNQjl+wT9/fjHjyGrFeI3HKLlg/+Uto9/nPS9926Qug1s4BKsi2L3zW9+k9/6rd+a+j2fz/ONb3yD//gf/+N6rH4DS0DAdNPzAqVYy1jaGCRaI7OTpqMjxdZleGKGIbPSU71zIATy0H7Ml09CrQGJZTSfl6uoVBy5a2HrnknYluDO3TH2dTv87Qs1BiciOnNmc5t0U2M6/sYow2b6nyc5dAwv3TGb9CiJUx3B8io0Ml2Ue26mVthBkGqdWqTsl9ma3krcmkFgclvg+p+CH/x/UBsjl8iTjllUvQg7HqcY30Z75VWuG3qMF7p+Cmno0u9kH9e50Sr/7btnuGdPG/fsbqU1NV1CnAn56tfo/87/oK+RwEhvpdM/x4nWBziTfzO+tXzFby2I2SbbW5N4YcSrA2XOjJxACKj5Edtbk/OWaFeDihcyMFHHNg3ecUP3rN6+1N1303j5ZaKREay2K2D2vAwoKfHPnp2VHqNo7l5qxjiYYWJ3tJO67z7iBw9gdXVd9RiyDWzgWsa6EDspJeVymXRaH0hKpRJBsIp8pg0sA2qW8jY5PEFTsVu4FDu19IJrXatiJ019chXh2iOggkhNEVGpFNYCU6pyWzdy+yaMU+dR85RWL4UYLxPt3zHlX7cc5JIGOzttekfDqWSKUGqynF6lOfFrCe5EH/mT/4C040h7BjmTEbFSP6GbptKxj/Ftd9PIzybMSikiFdGaaGUONt8OY2fg+Ncw6kV6YjFeqmn5OTIcxmM9dJeep+YUONb6tik7FUMItremGK14/M1LF3n+fJFHb+5ha0uSrGvCue/qHj7ToXrmMH1+ClKtFMIBJmI9nCq8dVaJ90rBtUx2t6eo+ZrIbM4vPaCzXIxWPIo1n0Obc9y8Jc8NPbNLrs7WraQf/BEmvvIVRCKBmby6hrxKSvwzp7Ha2kg/+CMIQ6CCYPoWhkjPhyjC3bkDd+9ejNj6Tg1vYAOvV6wLsfvn//yf8+Y3v5n3vOc9KKX40pe+xL/4F/9iPVb9BsLKD/CTPEwgphQkJYwFhycW67GDtfnYAShLl0SEXDup90M1tblSgTNPKRYAwyC6+QDGyV7wl+i1CyOQEnndrhWX2jblTRxL4Ifg2uAHCscSpF/npVgjqNNy7JtYXpl6fuv0/X6NWPkifqqN4X2P6LLrPKiFNRJWgnxsHiItBBx4F6Q7oPf7tPYdISchkG3YpiA041SdNnaMfZuaXeB87vZZT29JueSTDmdHqnzhO6fJxm1+rvssW3u/3LTAMRjxBEWRpd2Q2FGdV9vvvCqkbhJCiHVJlpgJpRTDZY+HDnbyrhs3LehFl3rLPQQXL1J96kmMHTsR9jpP4S4TmtSdwWptI//TP427ffvST9rABjawbKzLEeaDH/wgt99+O3//938PwBe/+EUOHDiwHqt+w2D+idW5TGsx7iUUSDF/8oRl0rR8mz8LVbC2SDGgOSkpMKK12500Am1xApPDEwsvK3dvRW1qRwyOTkWEzQcxXkIVssgdm1e8Pe1Zk3zSoFSXtNkmXqgnda8pDzslMf2a7oFbjx6xKKTl2DdJjJ2hnts8tU7Tr+KWB5nouZWx3fcTuQuXNCt+hbZEG0l7AYXIjsHO+2DHvcRf/jLtT/x3+hox7KRWnBp2FlvW2Tv8DUAwkD5AYMQAgRuWQAi2t6ZphJKJ0QEu/uCvyLeYZDp3UmoEnBkeI2GFFOpnGU3s5GL6+jV/LtcaRio+uYTN3btaFzUYFpZF9sfeSTg8jH/mDM7OnVe8pKmUapK6lg1St4ENXCas26XjxMQEhUKBKIo4fPgwhw8f5md/9mfXa/UbYIHhB9EcngBAoQwx78HaNoW2fGvmrl4KxdrtTibNakW09lKsF6hZJ6n5hiemH7SIbj6A9ZXHF7c+KVWQb7lteb14l8A0BDs6LL5/wgN06kRH7jJHgMkIIwqQlrsgUTO9CqZfxfSrZC48S2y8l3phO2O77ieML38C8tLXjY+dJXPhh6QGj9JId07Zm5heBac2Srnr+iVJHYAvfToSy7ChEAJz/4/CmTPkX32cIBYjapb2y04HWa+fGwb+J7tGH0dhEpgJYuE4QkHZbWMsvp1M0E+sPsTh4i7a5QTViVGy1QEyjmA0uZMXun6SwFx/W5GriSCSjFY93nlDNx2ZpfdrM50m9+hPMPoHf0DQ13dF47Q0qTuNVSiQf9/7cHdskLoNbOByYF2I3fve9z4GBga46aabMJsn1Y3m1vXClA3xkosJBcowmM+f0zJ0b9JkisNcrIPdiWmjDBNjHUqxXjBdURawJIGK9u/EfPJZxMg4qmMej7O6B45DtGfr3MeWiU3NZIowUvgR7DCH6Hj+B1Q6r6faed2q1zsfjKBOx4t/hVMZwst0Uem4jlrb7qkeN6tWJHf2eySHT2CEHkKGCBkRxDJk+p7HqhcZuOl9s3vilgG7OkrhxBMkh4+DivDSnbPWYdfHqbbsZPCGR5dUBf3IxzZssu4yCablkr/7n3L2Qh891VOU0rsmXaqZiG3CkCGxcByDCMevERoO0jDINvpoq55EIRjPbiMIYHDwIgVVZKz1ZobtDKcLb8GzV0l0r2FcKNbY1Z7ivn3tSy/chLN5M9l3vIOxP/szovFxzFzu8m1gE0op/LNnMHN58j/9Ptyd85fuN7CBDawd60LsXnjhBY4cObIeq9rAUrhEVZuMhp1U7KSY39TEmqHYLbDiWabAq9o0w9SxYtE6ELtwuhSrEEv7DydiRDddh/2330XJwpw+QzE2gepuQ/UsPWCxELryFpm4weBEhInkzrFvkG2cxq5PUG/ZvmIStRBEFJA/9W0SI8cJ4nkSIydJDh2jkd1Ecedb8VOttL/8FRJjp/ETBYJ4DiUMVDOmK4pliI+fJzFykkrX8kqPVr1IrHie3NkncUsDeJnOue9HKYQMqLXvXVaptxpUSdkpMk5myWUn0d5SYHznjxM/8gd01U4xHts01RMnDYuaM3cIo27P7t9rVSVSssSpwn0ca3sIJV6fdp1eEBFKuG9v+4r79uK33EK6/yKlb3wDEYtd1sEETerOYmaz5N/3Xtxduy7ba21gAxtYJx+722+/nWPHjq3HqpaNsbEx3v/+95PJZMjlcnzoQx+iUqks+pxGo8FHPvIRWlpaSKVSPProowwODs5aRggx5/bnf/7ns5b51re+xc0334zruuzatYs/+qM/Wu+3N3ubFrh/koZNKXQKpDDmPedapuY6C5VbBbNcB1aFyVKssUZip5TCC9UMxU6xnASp6OBuVDaNGL/E104p8Dyig7sXkiuXhZgtuHWHg2sb3NRWo92YoJHtwS31kxp4ZdXrnQUZ0fbKV8md+z5+so0wnqeR20w914NbHqDjxf/Jph/8d+LFM9TzWwnjeaQdnyJ1MJnba5LqfxHUEjKsUsTGztL17J/T8dJfYddGqRe2zktSTb+KtONzJl8vRShDpJKU/TLtiXbMeSLuFkPn9uv4evY99KevJ9voJ+GPLvu5CX+UpD/C6fw9r2tSB9A/UWdHW5IbenIrfq4QgvRDbyN+6BBB7znUWr/8C0CFoSZ1mQz5976P2J49l+V1NrCBDUxjXYjd888/z6FDhzh06BC33347t912G7fffvvST1wD3v/+9/PKK6/wzW9+k7/+67/m29/+Nh/+8IcXfc7HP/5xvvrVr/KXf/mX/MM//AP9/f38xE/8xJzl/vAP/5CLFy9O3d71rndNPXbmzBl+9Ed/lPvuu4/nn3+ef/Ev/gU/93M/x9/+7d+u91sE5g5LqHl+mVTsBAppGPP24lmmznNcqNxqCNZBsdOEQoT+HGVxJQglhJGaUX4Vy+tly2W08XCxPPv1S1VIJ5G7Vl+GncSN21wevSPJ/ZvKWGGd0E0hLZd03/OIdRgaiY/3kho6ipdqI3JnZIwaFo3cZkI3jUJRz2/TRHoB+IkW4uO9xCb6Fn4xJcmf+hZdz39JE7r8Vrxss+dqnrxfu16kntuMn1zYB82PfPoqfZwvnyfrZulKrVwh3VpIUEt08722n+Jo+9txoypJf2TJ5yW9YZyoyqttj+iM19cxqfNCrda9dU/b6nJzAcN1yb37XdibevB7z62bebEKQ8LhYbyTJ/DPntU9de99D7G9G6RuAxu4EliXI99XvvKV9VjNsnH06FG+/vWv88wzz3DrrbcC8Lu/+7s88sgjfOYzn6G7u3vOcyYmJviDP/gDvvjFL3L//fcDmsDt37+f73//+9x5551Ty+ZyOTo7O+d97c9//vNs376d//yf/zMA+/fv57vf/S6/8zu/w0MPPbSu73O5h1khhFZmlEIxf4+dbQoMAdECKxVidozXaqAVOwMhQ709YnUxSWGkmmkTU2teKCRiDqJD+zCfOwrlKmR0Y78YL2k1ryW3qu25FB1Zk8zY6JSlhp9owS0PEB87Ta1tDScvpUj1v4SIQuR86Q4wm+wtAukkMCqDpC6+RCM3/xRw9twPyJ/+DmEsQ5hqnyqvxib6pkymlWHTyHRPGU9Xuq5ftAw7VBtiW2Yb7Yl20k56fpuTJbApH6eQdBhvhJwuvBWFwf7hvyE0HDxr/rJuPCjiygpH2t/B2dyb1mUq+FpG/3iD7a2JOX51K4XV2kr23e9i7I/+O8H581idnRirSHJQQUA0Pk40XgRhYBYKJO++m9i+fTg7dmKmrq5v3gY28EbCuih2W7du5ciRI/yf//N/2Lp1K67rUqvV1mPV8+Kpp54il8tNkTqABx98EMMwePrpp+d9zuHDhwmCgAcffHDqvn379rFlyxaeeuqpWct+5CMfobW1ldtvv53/9t/+26wr2aeeemrWOgAeeuihOeuYCc/zKJVKs26XQq3gRHTpotOKHQv32Bks2mMnEGtOnlCmpXvslFxTOdYPdQrG5CCsYunhialt6Ggh2rsdMTqu7whDXaLev77N2rHxCzppA5plUEW29+k19RfGx86QGjyCn5iRxSqjBcupVr1IbPw8ZmPu/gQQxPOkBo9i1YpzHnNKA+TPfo/ISRLG83oq1SvjTvShDJORvQ8xuvtBQjdFbOICsVIffrKNWsvCn2MgAwxhsD27nS2ZLasidaAzSvd1Zag0QhCCM4U3czb/JtLeIHZUw5AhQkkS/ii5+nlaqydwoiqnCm/lbO6u1z2p80NJGEnesrttKnd2LYjt3Uv23e/CaikQnO/FO3mSsFhcVMFTSiFrNYKLF/GOH8fvPQemSeqet9Dycx+i45c+Sf4f/SPiN9ywQeo2sIErjHVR7H7pl36J4eFhnn76aT72sY9hmiYf+MAHFiRZa8XAwADt7bOnwCzLolAoMDAwsOBzHMchd8kEWEdHx6zn/Pt//++5//77SSQSfOMb3+D/+r/+LyqVCr/4i784tZ6Ojo456yiVStTrdeLxub1Jn/70p/m1X/u11bzVZWGK86hmKXae85ppaHLkB/OTBCFYs4+dNGyt2CmpVbtVIowUUoJhiKmTy7KrTUIgb9yH+coJqDUQ1RqqJYvcuXLvuoVgBA3c8gCRPW2d4aU6iI+cIXXxJco9N694nSL0KJz8e4QMiWJalRJRQHy8F4XAT7ZO3Y+SuKUBEIJa607iY+ewvRJBPI/VmCCyE4SxLGEsQ7x4jnjxHOXENMlySgO0nHwC0ytTz2+bei2nMoyX3UQjt5mJLXeAEASJFgonH0dhMHLgHUhnYbuQelAnaSdXNCyxEHa0JnkCkFJhGAYnWh8g6Q9TqJ3FVAFCSRp2hqHUXipOG6PJXYzGd7zuSZ1SigvFGltaEhzanFu39SZvv534oUN4x49Tf/55Gq++inf8OEYigdXWhhGLoaKIqFRCTkwgfR8jFsNqaSFxxx24O3bg7tiOcZUTLTawgQ2sE7F7/PHHee6557jpppsAaGtro9ForHg9v/Irv8Jv/uZvLrrM0aNHV7WNy8W//bf/durfN910E9Vqlf/0n/7TFLFbDf7lv/yXfOITn5j6vVQqsXnzaomGmvWvyWjYyYtrJcS8pVghBI4paCxgMSfE+gxPKGHost0aLE+CZilWD3vonyvxi5Nbu5Hbe3QaRRQibzkAsfmzRFcDpzqM6VfxktMXF8pykbZL7tz3qbXtXnbJFHQEW3L4OO54H152uo3ALfVTK+zAy3SSO/sUDTuGMp1mjFeG0T0PUm3fR2LkJIUTj+NUR/QwR3kAIUOCZCvKsEiMnKS86UZAJ0a0v/y/ccsDNDKbpoiQWxmikdvCxVt+etbgRLVjH7XWXaCiWQMa86Ee1ulKdmGba0802NKSIO1alL2QbNwmMBMc3vSzpP0BTOljyoCq0zLvlOzrGRcnGsRskx+9vpuYvXa1biYM1yV+/fXEr7+eYGiIxpEj1A8fxu/rQ/k+wjAxMhncvXt0iXXrVuzu7quWYLGBDWxgfqwLsbNtGynllHfd2NgYxnzsYgl88pOf5AMf+MCiy+zYsYPOzk6GhoZm3R+GIWNjYwv2xnV2duL7PuPj47NUu8HBwQWfA3DHHXfw67/+63ieh+u6dHZ2zpmkHRwcJJPJzKvWAbiui+uugVjMUCE0f5tNciaNfIXSkWILUSDHBlld+CXWZXjCaCp2a2CJQaTVQ9PQhNUQYtk9doCOGbvpOowT57R33e5tq96W+eBUhhBRMGXaOwk/2Ua8eI7c2acY23UfoFDmwv1KdmWY/OnvEBs/r02IDWNqnUZQB8OiuOutNDLduJVh4iMn8dKdCBkxtus+qh37Aai17cZLt+OWBqi17iJ7/hlaTjyBNXaG0EkRL57DqhcJ43nSAy/jli7qeLDJaVUZIaKAiS23zTsNq0yL5Rwq/MinEC8sudxy0JZy6crF6B2tkY3rz0QaFhOxK2eoe62h0gipBxHvu30L16+xt24p2O3t2O3tpO6+G+/UKfzeXn3f1q1Y+dWV2DewgQ1cGawLsfvFX/xF3vOe9zAyMsKv//qv8xd/8Rf863/9r1e8nra2NtraFp64m8Rdd93F+Pg4hw8f5pZbbgHgiSeeQErJHXfcMe9zbrnlFmzb5vHHH+fRRx8F4NixY/T29nLXXXct+FrPP/88+Xx+ipjdddddfO1rX5u1zDe/+c1F13G5oXmdpnNSCIwFylGOJRbpsVt7KXZyeAIZrV2xk9ruJJCadK404UHHjHWgTHPRmLHVwJm4qN/nnGZHEz/ZSvb8M8SL5widFEPXvxtpz/UIs6sjdL7wlzjlQcJYBrcyQSM9PUHq1Eap57doAiYMhq77UdqPPEZi5CSNXA/V9tlDGlEsSy2mT/YTm2/DT7WTP/0d4sVehAzJn/oOfrqd3NkndeTYDAsSu14kSBS0MrdK+JGPZVjrUoYFrTDfsCnHsYvlBWPw3kioBxHnizXu3tXKnTvmMeC+TBC2TWzfPmL79l2x19zABjawNqwLsfuZn/kZbr31Vh5//HGklHzpS1/iuuvW14l/Jvbv38/DDz/Mz//8z/P5z3+eIAj46Ec/ynvf+96pidi+vj4eeOAB/viP/5jbb7+dbDbLhz70IT7xgPRjowAAXO1JREFUiU9QKBTIZDJ87GMf46677pqaiP3qV7/K4OAgd955J7FYjG9+85v8xm/8Br/0S7809dq/8Au/wP/7//6//PIv/zIf/OAHeeKJJ/jSl77EY489tur3I5Y5/zrn3NacmND3Kz0Va5iXevNOIWYvPCCxHj12k8MThgow1tBjF4Q035dAKk3wVuzoYFsEP/ImhFJr8q6bAxkRHz9POKO/TvenDRE5CcJ4HiPysSvDuOEFCif+jrHdD84hd+m+F3DKQ9QL20AYBMnpkqJVnwAF5e4bNYEEwkSBgUM/RWLkpLY8WUQJxDCpt+xARAGx8fOE8SzZCz9EIYjcFH6qHasxgTQdpOlgNyYY2/nWRfvnlsKEN0E+lifn5la9jkuxtzNN0rWoeCHp2Bu33KeU4txolVu35Xn0lp7LG2O3gQ1s4DWPFRG73/7t3+bmm2/m3nvvpVar8V//63/l4sWLHDx4kHe/+9185CMfuVzbOQd/+qd/ykc/+lEeeOABDMPg0Ucf5b/8l/8y9XgQBBw7dmzWdO7v/M7vTC3reR4PPfQQv/d7vzf1uG3bfO5zn+PjH/84Sil27drFb//2b/PzP//zU8ts376dxx57jI9//ON89rOfpaenhy984QvrYHWy+oP1zOgtKQwWqlo65sKKnSFY+1TspN2JkmuaDg0jNeXFp5vnV67YAahtm5ZtGbNcmL7OZo0miVqT6DWy3TiVIZQwp0ia6VfJ9j6D6VcZOvhulKXJmFUfJz3wImE8M0XcJmGEDex6kbGdb6XSeWDWY9KOUek6uOxtrbXuol7YSnzsHPX8VpQwQQhdSpYhlpzACDwa+c1MbL5tRZ+DVBKlFKZhIpWkHtbZ37J/xWbEi2FTLs7mQoKzo9U3NLEreyFJx+KhA52kVpgwsYENbOCNhxUTu7/+678GdD7siy++SDab5fd+7/f4yEc+wu/93u/xT/7JP7ksG3opCoUCX/ziFxd8fNu2bXPG9WOxGJ/73Of43Oc+N+9zHn74YR5++OElX/vee+/lueeeW9kGrxums2MV2q9mqkylFMoQCw4GurZAqfkfFEIQRmpNZa/ZwxOrV+z8SKEmQ9JW02N3GWE1yhiRRxDXZU+3MoiX6eLiTe8jd/ZJcueeot6cXo2cJI3sJtIDR4icFOXuQ3jZbnJnn8SqjWu1biaUwi1dpNq+j/Htb55D+lYMw6S06RYSo2dASrAsrEYJI/IZ2fcwkZ3AqQ5TK+yYnrhdBip+hbHGGAJBxs1QDaq0xlvpSKxvydswBIc2Z3l1oPSGLscOlRoc3JRlS2H1iuoGNrCBNw5WROyGh4fp6Ojg7Nmz7NmzZ8qYuFar8fu///v8s3/2z+js7Fx3o94NTEKgUHO0PTHVY6cWjBQDnT6BWDhSTKGnUM1Vnj+laevhDSnXlMIQzpi7kGqyx27Vq1tXWI0SIgpRhg0ywgg9xrfeSRTLUOk8SKbvOYyghmyWapXl4qXayfX+gPTFlwjiOZzqMH6qbQ5xM/0K0k5Q3PGW5sDC2lFr20WtZSeJkRN4qQ7s2ijF7W+mtOlmEIIq+1e0Pi/yKHpFDrQewMDgldFXyDgZDrYeJGGvP/HY0ZoibpvUg4iE88ZTq/xQohDcvr3whiW2G9jABlaGFR0pC4UCxWKRp556io997GNT9ycSCT7+8Y9jWRb/4T/8hw1it26Yh4RNC3YaMwyJhQJpzG9QDJNJDgspdlodk3INJEoYKMNEqAhjDcMT4Yx4jEm7E+sa6SuyvKYZsBBY9RJhLDs1dOBlu/Gym3DHz+Nlp0lO5KaouSkMv4rllQni+XntUJzqKOXuG/AyK4/hWgjKdBjZ+xAdXhm3PEil8yDFHW9Zkd9bPawzWh/FNEz8yGdndie7crsQCGJWjJZ4y/+/vTuPjqu68sX/PXeqQVWl0jzYkmdsA7YxBhsTAiZ2sIEOpCH9QmJW4+Cfafrh7iQ4TePkhTj9updpoCGEJnGzGLMWBJIXSAivw4oTx5AQY4hBjEYPg8FgS540lmq4wzm/P25VqUoqlWqy6pa0PysCqe69Vaeuy9Fmn7P3QZV6avqXTa/xoMHvQu+QMSUDu6MDUUwLunFG66mtgiWETB55/T/l5z73Odxyyy04ePBgxr1gL7300rQ+cOTUYCO+TxZPIN7uZIzf2arMxizUYMwO6opaZseYvahfFJex00cEdrIEyE6Zio30Jf8AlNgABqctheWyty4DkxBqPgOekx/Gt1RLj5C5VgV9jK3CJCMCISsYbF1S8ia7hq8eXcuuhbv3ECK1M5Nr/XLVE+lBm78NqqSCC44FdQugxPepbQ+0l3SsIymyhMXTgnjurSMAMrcTmqwsLjCkm/irOS0l71lHCJm88srN3H333VAUBe3t7fjDH/6AZ555BlZKv7LnnnsOdXUTV4o/dbG0bxNxABOAkGSMlZXTlLHrb1l8W7JiCyi4rMZ3niii3Yk5XBAihIAij93CZaJpoePgsiu+d6oYtcVWuG4OLJcfyhjbfI1FDZ9EtHq63d7kFLBcPgw1n5535athGWCMoT3QjiWNS7C0aSk8ysQGWAtbA3CrMoZihf/HQiU6PhhDo9+NZe2l6Q1ICJka8srYNTU14Ze//CUAwLIsfP3rX8f111+P0047DUNDQ9i/fz/+9V//9VSMc9IbvXIu40TsqOMMiTDODtoEY2O2O3Gp8cpZIUYFSgzxqdgiy0iFohVfPGGK5Hvgws40OgK3oEZ6wRUXZD0MS/MiFkhvbm16ghiqnwv/kTdgeoI5Pq8JyTIw2Lo4rb+cE/TrdhuTOnf5/oNtVn0V2mq8+LQ3jKopUhXKhUBfWMcXl05DtXfqVgQTQvJX8JJ0WZbxn//5n/jDH/6AtWvX4uKLL8Zjjz2GrVu3lnJ8ZASRGu7Fvx2eirUbFI/FpTDIMsu4dZi9xk4UHdhx2RVvd1LcVGwi8OQ8sTaw/JToACQzFg/sQjC8tTA9o7vwh+vn2f3z+Ni7byiRXnhPfgAlOgD3QBdi1dMw1HhqmsCa3MSR0BFEzEje14bNMKb7p5e0jUm+ZInhrLYgomPsczwZHR+Moc7nwvJZlK0jhOSn6P/8Peuss3DWWWeVYCgks+yRlp2xS9lyLMsaO5fKoEiAyYGROYDEfrNFT8UqGiAEJGuMTWlzMDJjpynOyNipkV7IRhS6tw5a6DgGamdmXA8XrWmH6Q5AiQ2MDvyEgGuwGwAw2LII3pMfgqse9My+MON2XsWKmBEcDx9Hg6cBJ8In0FzVnPNerhEzArfsLmu2LmF6rQeyxGBYHKpTSqRPkbBu4uSQjisWt6LOV7o9jgkhU8PUmNeYxFjKGrtEJcVYYZBLYZClxO4TI6ZiGQNHaTJ2AMDMWMHPYVrD74kL4ZjATon2x4si7PHE/JmrVy2XD+G62QgceWNUYKdGeiEkGccXXo6hpoXQBo8CkgS9avyt9PIVs2I4ET6BOdVzMKdmDt48/ib6Yn1o8Ob2Wr3RXjRXNZdsm7BitAY9CLgVDEZN1FblV/xRScK6iUM9YSyfWYsLTyv9Z4IQMvlN7v/0nSKG+9jZa+zGythpKRm7Uc+B4XYnxbArLhnkIgI73bR3mwAclrEL9wEAJCMKrrrtXnRjCNfPi9/Q9ClpJdqPgdazMNR8OsAY9EAzdF9jySthAWDIGEKdpw6LGhbBr/nRUtWCqBXN6dqIGYEECbOrZzuif1rAraK1xoPBaOFFOU7HucChk2GsmFWL686fSWvrCCEFocDOEcZOk6UeyfTrlbGUfShEPLAb47lUmUFTGSxr9OuVairW3laMQbIKC+y4EDBT1tgJweCU9fJaqBtcViEbYZiaD4Z37PVPkbpZMLxBuAaPQo5XyEpGGFxxIdw0MRuqh40wGjwNyfVxQXcQClNg5LDdW6LFSb2nftxzJ8q8Rj+ixtjrFstFCIHu/ij6woUvPwCA46EY6v0uXHnWNGh5b45MCCE2+n8Pp8gxK5K680QiBGPDpbHgYJkjwDivJsHKlLFjdnYs07F8cEmxmxSbhf2Ss6zhpsSA/X4VJ2TsuAVt6AS44oashxGrnpa1gpWrHoQaTweYBC3SC0kPQw33IFY9DdHqaad8uInt9Grcw1PBAS0Av+ZHyAhlvTbR4qTV3+qIbF3CrPoqqLKEmAOCu4hu4VBPGJ3dA3ivexCyBPRFDLx/LIRQNP/CISEEeod0rJhVR+vqCCFFcUguhGTDUr8bvTwunrWL96jLkrEDAK8LMDNk5UpVFStke7/YQosnTG6PQY3/JwcDc8SuE0psEJIRhaV6ocQGEKtuHfea/pnnIdy0AP5P9yHw6esAYxhsPrP4PWBzMKAPwKt4EXANr49TJAVN3iZ09namBXyjxu2AFieZzKz3ot7vQk9YR0v1xPbSE0IgYliI6Bb6IwYEgPZaLxZPD8KryZjb6ENvWMcf3z+B/UcGcKQ/gga/CzXe3NYD9oYNVHtVqoIlhBSNAjunyxDIpWKphxNTsVmyLFWuzBm7xFSsmWGaNh9CUgEmgVmG/YR5ZnxMbl8mpbwpxQHtTuRYCJKlw9R8EJICvWr8KUrL5Yfl8sNwV0ON9EOJ9ie3HzuVwkYYA/oAltQvGbXVV62nFugFuOCQxggww2YY82vnl7XFSSYuRcaZrQHsfPcYWk7hDlsx08JQzEKVJiNmcvRFDIR1Cx5VgleTMau+ChfNb8CS6UEoKRW6rUEPFjYH8P+ODeK1j3vx5w9OQjc5Gv2ucTOfxwdj+Oxp9Wiudp+6N0YImRIosHOybNtExI8nqmJZ/HTOpGThQSYebezdJwRY8Rk7SbYzdtwC41bem9lblr2InKWU+ioOaFCs6CEwy4RsRmC6/Hnt52q5Azi66IvQwj2w3KeuwlS3dBwLH4MiKZgXnIcZ1aN3sQhoAXgVL8JGGD7NN+q4k1qcZHJ6azV2dx5H1LBOyTZbvWEdxwZiqKlScaRfhyZLmF7jwdwGH86cXo3Wag882tivK0kMC5oDOK3Rj3qfC7/bfxSdRwfRVuPN2FxZCIGu/ih8LhkrZjnznhNCKgsFdhWOIZ6hS8R6DNCyBEKuMdarMWZP5ha7xs4unpDiu08YeQd2ialYKZmyE3DCOnI5NgQwO3MXalmcd885y12NiPvUpZmiZhTHI8cxIzADMwIzUOeuy5gl8qpe1Hvr8cnAJxkDu0F9EDXuGke0OMlkbqMP02o8ODoQQ3ttftuj5eLYYBQXntaAS89sQV/EgFeTc8q4jSRJDJec0Ywzp1Xj+be78PKHPZjX6EvL8BkWx8ETQ/C7Ffz10umY05B5H2FCCMmHA35lErugNdsvjpQGxCn5NhE/lDodKxiDliWW0hSGsVbhlWKv2MQaO3u/2PwXuVt8ZPGEMzJ2sh4ChAATHJHameUezij9sX5M803DkoYlqPfUZw1EZgRmQJEUhI3wqGO6paPJ2+SooolUqixh+axahHUTRrH/FTJCWDfhkmWcO7MWNVUaZtVXoSngLupetAY9+PK57ZhR58XhvuGdP4QQOHhiCPOafLjxojk4f272PzNCCMkVBXaTwHAzX4BJEtQsVaSyxNK3JUt9HrDi+9jF250kMnb5Mi2RDOyEEGAOydip4V5AcAhZy9q/rlxiVgyN3kYo0vgZ0jp3HWYEZuBE5ATMlD57iUrakevynGbFrDrMa/TjoxNDyTGXQnd/FDPqvZjdMDqTWYwql4LPn94MAeBIXwRCCHzcE0ZdlYYvnd1W8tcjhExtDviVScY2/i+t5Bq7ePGDJDGoWTJc9kzQWBk7gSJrJyAkBYLJ8f1i88/YmdzuZSexROaOZQ1UJ4oS7gHAwGUVllb6KcBiGNyAKqk5T58yxnBa7WmY5puGrlAXuLCjeZ3r0CQNHmViK07zVeVS8NdnT0O934UDx0LgJQjuhmImwBg+t6AJ8imowj53Zg3+xzltYAx458gAvJqMa5a3o73OWZ8lQkjlozV2FS5tGhYAk7JPxdqBnbCzYRmmforeK1ZSIBgDuFVwxi6xa5dlAZKEsmfsmGVAjQ0CjEFIKizVWb+Mh4wheNX01ibjcckuLGpYBJ3r6BrqwjTfNETNKFyKy/EZOwCY0+DDxgtm4ZGXPsL7x0IIuBV4NQUBt/3hT3y2hRA4EdLhUWUc7otAYsM9GzVFQluN/Wd5qCeMFbNrsXjaqVkHyRjDZ+bWo8HvwoFjg1g0LYi2U7BGkBBCKLCbBJJVsVyAyVLW4glJYsns3si4rnRTsRJYvCo2XxaHvW6QsWTmrtxr7ORYCMzSATBw1Q0hO2uv0pAewvya+VCl/LagqlKrcGb9mdjbtRf9sX5EzSiaqppyms51ghl1VfjK8nY8/3YXQjETJ4d0HO6NQJIYhBAIelUMxSx4NRk9YR3zmnz2mjkAdT4X9n3cg/ePDUJiDO21Xlx51rSUop1T47QmP05r8p/S1yCETG2V8f/gU9TI3Bkb8W+BlC3F4r2LJSn71KUsARIytzwRJaqKFZIMydIhFZixSxR3JAO7MjcoViO9kI0IhCTDdAdOyb6uhYqZMShMQVNVU0HX17prMbt6Nt49+S4AoMY1duNiJ5rf7Mf8Zj+EEPh/R0N46cAJnN4aQH/EwB/eO4aZ9V5cvqgVA1EDsxuq0Ogf7hN37swa/PSVTxAxTPzNsjbU044PhJBJgAI7B2Ap/xyPyNCxOBHccQEwWUK29l5yylRUptOsItcrCTlRPCHArPy3VrIDS3sMnNuBarkbFKvhHjvFCQ7jFPahK0RvrBcN3oasO0mMJ3VtXqYWKJWAMZYM8hLOmVGDgEeFKmeey6/zufD/fXYWhEDW3nSEEFJJKLBziOztTtJOTPueIXU9EaAqUta2CalTsaOVZirWbndigfH8AzvTGq7ZTVTHlnsqVgudsKeHhTilDYbzZXITpjDRHmgfcxeJXHhVL1RJBWOsItbX5SqXPVdPRZNjQggpJwrsKppIZusYBCAENC37L3hZGt4+bCQGAaPoLcXkeINiUVhglxJYJgO7chZPCAHXwGFYigeyGXFU4URfrA917jo0ehuLep4qtQpuxQ2ZyfAqznl/hBBC8kftTirJGJm4ZB87MGhq9uyWLA1PxWZ6HjP/eoc0RWfsUgaW2IFijJm0CSHrQ1Ai/eCqGxBwVGAXNaNoqWoputhBkRTUuGtQ66513P6whBBC8kMZuwrCRqzGSxZPMDvbxgFo46wVklhiKjbDWj2kB1aFDVKCkNT4Grv8iyfs1nfx4gkuoLmyTy2faq6BLsjGEHRXE8Akx/SwS/Se82ulqbCcERi9rywhhJDKQ4FdBZEYg0f1pIVjiT52Uvw7Tc1lKpZlnIqVGCt6KhYAuKIW3O7EsESyZpcLoNxr2j0nPwDjHBAWuKLB0sq7Bk0IAQGBqBmFR/GUbE/Xek99SZ6HEEJIeVFgV2FG564SWTy7kkLJIbBjDMhUI5FoClwsLmtgghfY7iR9i7Sidp3glr3eb6wpbMuwtwlTRi+yl4wI/F1voer4+zBdfshGFJbigekJFj6eEjgydARccJjcRKuv1fG7RBBCCJlYFNg5ghgVsVnCgs71ca9MxCxBr4RoopdJFpJkT+hmLJ4owRo7ABCyGt8rtoCMHbd71wF2u5Nsu2iMRYn0wd17CNWHXkXPvIsRqZud8bzgh3+Eu/8wus/6H6OCu8Anr6Lu/V2AAKI1bdAGjyFaO8N+b2VichMQwBl1Z0BiEgJagDaOJ4QQkoYCO8dI/wVtcjNtg/aMUoKz1qCELk2CcI2TsWNjV8VKzA6sisVlO0iSjFje11rW8FZnXAhoeWbsXH2foumtZ6CGeyCZUQw1LcgY2DFTh+/ofrgHjqD5jZ8jFmhFz9yLAcagDR5F9af7YLoCMKrq7Pdi6Yj5C2sCXCqD+iACrgBmV8+GWsYAkxBCiHNRVayTjdMsOLX8QZWAtnoVs1qyb3c1XlVsqaZiAYBZ+Qd2Jh9+T1wAah497JgZQ33nb6FEehGpaYel+eDqP5zxXE/fx1AjPYj5GuE5eRDVh16Bu+8Q1KETaHz7V1Ai/TC86U1/DW9d3u+nlEJ6CNN80yioI4QQMibK2DmW3ahXjNe6OHlQQJIZJEnKuF1Y8nTGIMsMZoa9wyRWgqpYAEKxAzvJGn8qeSTDGp6KFWB5ZezcfZ/ANXAYsUBrsoLVNdgNZunp+7sKgaru/WCcw/QEYXqC8PR8hODBlyBkDa7+w4jUzLDX58FeiyckGUYZ19fFrBhUSUWDt6FsYyCEEOJ8FNg5lUj+I6vkEisx8oGxKRJDNGPGjtk7PwhR1NotIasAY5DM/AM7K6V4gkHktZ2Yp+djMG4l18FZqhdqpAfq0EnogZbkedrgUVQdew+6tzb5WDTQAt+x9yCYhJi/GUjp5yaZUXDFXdbCif5YP2o9tQi6yjcGQgghzlexU7E9PT1Yv349AoEAgsEgNm7ciFAolPWaaDSKm266CXV1dfD5fLj66qtx9OjR5PFHH30UjLGMX8eOHQMA7N69O+Px7u7ukr4/gVzCutSEnbAjIimXwG7sqViBzMfykWxSXEDGzuRIy9jJObwfwM6qVR3vTGtHwhUXJDMG1+DRtHN93W9D1odguYZ7wAnFhUjNDMR8jeAjetVJZgyW6oHpKk3PuEJErSim+aYVtXUYIYSQya9if0usX78e77zzDnbu3InnnnsOL774Im644Yas13zzm9/Er3/9a/z85z/HCy+8gCNHjuCqq65KHv/yl7+Mrq6utK+1a9fioosuQmNj+rZNnZ2daeeNPJ6vjLHUOGvsgLSZ2PgD4/+RyvIYxRPxlzSL3C+WyyrApIKmYk0u0jJ2ue46oYWOQYn0wUzdy5UxCEmG98SBlMFZ8J44AMvlG5XdFJICnqFPnWTGoPsa0rJ4E0m3dGhMQ7WruiyvTwghpHJU5FTs/v378fzzz+PVV1/FOeecAwC47777cNlll+Guu+5Ca2vrqGv6+/vx0EMP4YknnsDnPvc5AMAjjzyChQsX4uWXX8Z5550Hj8cDj2e4L9jx48exa9cuPPTQQ6Oer7GxEcFgsITvanRmKqewLjWyyzFjp8pszIwd5/aOD5nGkyshyfGMnTGcScwBFyKtKhYAlDGKJ7SBbnh6P0J/+3KASdBCxyFZerIiN8F0V8PT+xGUSC9MTw200DGokb7x18uljFuydOi+4gL3YgwZQ/BpvpI1IyaEEDJ5VWTGbs+ePQgGg8mgDgDWrFkDSZKwd+/ejNfs27cPhmFgzZo1yccWLFiA9vZ27NmzJ+M1P/nJT+D1evGlL31p1LGzzjoLLS0t+PznP4+XXnop63hjsRgGBgbSvsaX53xoIhDJaY1d5mdn8TYoGeoq8huKpNgZO26C5dGkmHP79YenYu2xjqSFjqHpzV+g5sM/QQ33ALC3/rID3RFtY1x+yLEQvCc/BAC4+48k18wxy4AS7Qcz06t3lUg/vCffH94SjbGyrq8bMobQ6G2kfVwJIYSMqyIDu+7u7lFTn4qioLa2dsy1bt3d3dA0bVSWrampacxrHnroIXz1q19Ny+K1tLRgx44d+MUvfoFf/OIXaGtrw6pVq/Daa6+NOd7t27ejuro6+dXW1jbue0xUxNrGCtZE+lQsAyCN/0eqyCy+V2w6Kb6HbCkCO8EkMG7lVUBhcXt93/BULDKusfMdeROu0DHIegja4DFAcLj7DmXex5VJ4LIL/sMdYJYBz8kD8cCTwTXQBWaZcPcfBuJ7r0Jwuw1KYBq00FF79wpI6VO8Eyjx51TjrhnnTEIIIcRhgd2tt946ZvFC4uu9996bkLHs2bMH+/fvx8aNG9Menz9/Pv7u7/4Oy5Ytw/nnn4+HH34Y559/Pu65554xn2vr1q3o7+9Pfn3yySelG2iyKtaO7ESOVbFjTsUKe0q0GImMHbiVVwGFxe1QlsUDTCEwqipWjoXg634Hhtteb+YaOAJ1qAdKpH/MfVx1Xz1c/UcQPPgSvD0f29OwQoAJC6HWxbDcASjRQQCAGj4Jw1uLgWlLASbB23MQhqe6bD3sYlYMmqzBp/nK8vqEEEIqi6PW2G3ZsgUbNmzIes7s2bPR3NycrFJNME0TPT09aG5uznhdc3MzdF1HX19fWtbu6NGjGa958MEHcdZZZ2HZsmXjjnv58uX405/+NOZxl8sFl2v0fqSZWNyCFc8eZcqqjTQcxuVRFTtG8QRjrCQZOy6rdsZO5JmxE/GpWMRnlqXRGTvviQNQI72IBNvBuAlvz0cwPUHIRji5Do6ZOtRoH5RoP/SqBpieIISsIHD4dcj6EGK+RjBuQMgqhhrnQzIiCHy6D6bLByU6iJOnrUH/jBUwPUG4Bo5gqGE+TE95ChfCZhg+1QefSoEdIYSQ8TkqsGtoaEBDw/gNWFeuXIm+vj7s27cvGXjt2rULnHOsWLEi4zXLli2Dqqr4/e9/j6uvvhqAXdl66NAhrFy5Mu3cUCiEn/3sZ9i+fXtO4+7o6EBLS8v4J45pOMqKmGGYI9el5VJ7kJiKzSFjp8osY9tjKZ6xK3oqVlYhJNmeis0jY8e5nS1kzM4oSoylr7HjFvxdb9pVt5IM0+2HNtgN/5GO5PQqswy4+z+F4WtAqHo6qo53wvQEEfO3wDXYZfeuY8xud6JWQa+qR3/bOXD3HoK350PovgaEWhYBTMJQ00IMNS0s7mYUKWJGqM0JIYSQnDkqsMvVwoULsW7dOmzatAk7duyAYRjYvHkzrrnmmmRF7OHDh7F69Wr85Cc/wfLly1FdXY2NGzfi5ptvRm1tLQKBAP7hH/4BK1euxHnnnZf2/E899RRM08S111476rV/8IMfYNasWTjjjDMQjUbx4IMPYteuXfjtb39b5LuK748KkbLnRB6d7PIonrBbiGReY8eFvftDMUS83QmzjPynYgVSArv0qlh336dw930KPT4tylUvwHrh7jsMPb6nqxwLwfTU4PC5G6ANHoX35AdgZgxCcdk7UsTJehiRulngqge66sHRxVfB0/MRYtWtZS2USGVxC0IIWl9HCCEkZxUZ2AHA448/js2bN2P16tWQJAlXX301fvjDHyaPG4aBzs5OhMPh5GP33HNP8txYLIa1a9fiRz/60ajnfuihh3DVVVdlbGei6zq2bNmCw4cPw+v1YvHixfjd736Hiy++uCTvS4jcmxMDGfrY5TAVK0ssYxJQkuxWJ4ZZXGDHJQ1CkiGZ0bwydoniCYkNV8em9rFzDRwBs3RwdbiYJepvhhrpgxVfg6bogwg1nQ7L5UNUcUH3NUCN9EH3N6W/V0tHNDhcxKIHWtJ2pyi3iBmxd5tw16LRU75WK4QQQipLxQZ2tbW1eOKJJ8Y8PnPmzFFr1NxuN+6//37cf//9WZ/7z3/+85jHbrnlFtxyyy35DTYvHIAoLLJjLLcGxVLahUkSYxAovkGxSKyxy7MqlovhxKPFxejAbrDLnnJNG7QMI56tgxBg3EK0pj05jqGG01D7wQsjXsgCmFTW3nTZGJaB4+Hj8Kk+zKqeBTW+RRohhBAynooN7CYrLnhyn9hc9mwtZEux8TqimEVOxdrFE/mvsRueik20PWHDU7Hcgqu/C1ZKtm4kOTYIrnoQC0xLPhYNtgNMBrOM5B6yshGGpXrt3SQc6GT0JFp9rVjSsARuxV3u4RBCCKkgtCLbYbjIfXVdataN5VE8IUssfkHmZzSsnF58TEJW7OhR5NvuZHgqlgv7KRLFE2q4B4oegqWm9KpLzchyC9rQCQy0LkEsZUo1Vj0Nhqcaavhk8nxZD8P0BGG6g8W8zVOCCw6Tm5gRmAGv6qWiCUIIIXmh3xoOIZL/5imP5RDejexQnMsaOwZAZD5PgBVfPCGp4JISn4qNjX9BnL3zhF2vy3lijZ09Tm3oBCQjCq7aGSw5NgjvifchmVEAgBIbgOkJom/m+WnBLVfd6Jv5GTAwaEPH7WuNMMK1M3Le6mwi6ZYOTdbg1/zlHgohhJAKRIGdY8SrYhM97PLN2QnYzYlzyPBIUrbnFzCLzNiBMQhZs1/LiOR8mSWGp2JHFk+4+j6FvY7QfkCN9CEWbINr4AggOJToAMJ1c2Bl2CFioG0ZTs5dBVkfghLtB1dcCDfML/JNnhoxKwaX7IJHGXvKmRBCCBkLBXYOkyz4yDdpJkR8S7Ecp2LHxIpeYwcAXLEbMsv5BHYc8e1eGbgQkGVmV/CaMfiOd8J0xZv0CgHGTYQaF8CoaoBroBtMCETq54z53IOtSxCtboM2dALhurlpFbFOErNiCLgCUEYWiRBCCCE5oN8eDiPinexyPTtNjn3s7Lgu83kSBKJG8YGdFV/0n0/GjqdU43IBqPEA1NN3CEqkFzG/vXZO1ofAVS9CzWfAclWhvnMnIjVtCNfOHPO5heLCsUVfhGugC7FAsyOnYQEgZsYQ1ILlHgYhhJAKRYGdwyT2aRUpJRRZ82upe8WOV+4aJ8X37MpUdStJQKwEgR1XC8nYJSpA7MBOi386tcGjYJzbVa1CQBs6jlDTQhhV9TA91bC0KkRqZ6X1t8vEqKobbo3iVAzwphaIEEIIIXmgwM5RhoM5Ee9lJ8aoXh19qUhv+paFFE/sDYdRqccY9CIbFAMAj68Rk8yY3TdOkse9xhIAS7x/AahKvHAidAJCSqyt64XpDqB3zqrkWr6hptOLHq8TGJYBlamoUqvKPRRCCCEVitbYOYA9M2qvK0uGVDnuJpZeFJvbH6cssWSBwkilytgJRbP3bs2jlx3nIuV7QJVhZ+hCx8DjU7tKtB+DzYtG7SQxGQyZQ/CoHqqIJYQQUjAK7BwikadDylRsyoFsFw3/IOe2bkyKFyhkCuxkBsRKkbGTtXiTYjPZkmQ8FgeGp2IFNIVBMiL2mjrFBcmMQUgqwg3zih6fE+gjAt4hYwgN3gYqnCCEEFIwCuwcxF5fl9hOLMfgKm2N3fjTnUA8sBvjFSTJnooduR1bvoSsQkiKHdgZuQd2iYDWXmPHoEQHIJlRcMUFJdIH3deAWPX0osbmBL3RXhwNH8Xh0OFkixvOOWrdtWUeGSGEkEpGgZ2DiJSSCZHy2NhYeh+7HFqdAHbwNuZUbHzXh2J72XFZhZBlSJaZc5Nii4vhOBUsHtj1QzJ1cFmDbEQQrptt72xRwUxuImSEcHrd6fCrfvRF+zCoD8KrehF0Bcs9PEIIIRWMAjsHEfEGvfk3sUN+VbEMWdfYcYGS7D4hmAwIDjmvjJ0d2jEIKJId2KXSU7YLq1SD+iBqXDWYE5yDOcE5CJkh9ER70O5vp/V1hBBCilLZqY9JJrXFSa7ScnR5tDtJVMWOJDMgxkXR+8VyWUWiuiPXNXYmT81VMigyoIWOAcxea8dVN2K+yi+aCJthzK6eDVVSMc03DYPGIMJGGO2B9nIPjRBCSIWjwM4R7MYjwxk7jC6iGEvaGrs8iieQ2OViZB87BkuIonefELJqR4/cyj2ws1JSyExAlTg8fZ/CUr1Q9CEYniAMb01R43ICLjhqXPb7UGUVi+oXlXlEhBBCJguainUIAQYBnulA1quGv81nKnacNXa8+KlYuypWAhNWzmvsYoYYfguCwWf0QYkOwNK8kPUwosH2nAtEnCrRq86n+co9FEIIIZMQBXYOIlL+mau04olcGxRLdnCXsd2JlAjs8hrGKHZVrAwIAVkfyumaqCGS+9gKCAT0k5CMCCzVA0DYW4FVuN5YL3yajwI7QgghpwRNxTqIEDzZZkTAnqaT2XgZquE60lwzdnK2difMrk4tdvcJLqt2w2TGIMdCOV0TMwQkFp8iFoAvdgIAwCwDQtagVzUUNaZy64n0AAJYWLcQqqSWeziEEEImIcrYOYhdOjAcUDEwSLluVp/PlmJZ2p2w+DRt0VWxcrwqFlLOGbuYaU/FJmaV/ZFjEJIMWQ/D0rwwquqLGlM59cf6YcHC4sbFaK6q/MwjIYQQZ6LAzkGE4HnXxbKUhF0p2p0k6GYeg8hASAqEJEMwBlkPZ38x2FlCwxKQGQMXgAwBX+QYLNUN2Qgj5m8CV93FDaqMQkYIbb42tPnbyj0UQgghkxgFdg6Sb6uT9Ivz7GOHbKv5GIyip2Lt4gkwBsnSwcbZL9aw7LV9iT56fhGCZobBFTckS0cs0FrUeMqNC07NhwkhhJxyFNg5iBAivpdErkFVys4TyKPdSbyPHR/jZQSKX2MHSY5Px0pgObQ8MUwBi9vr/zgHgqIfCo+BK3aWzvBW7lZbVAlLCCFkolBg5xRsZMYu371ikVe7E0liY+4Hy2BXqBaLKy4ADIybkMdpeWJYAlwISBIDFwLVvB+SsAAICFmF6QkWPZ5yCZtheFQPBXaEEEJOOQrsHMRuF8xSvh/v/JRCCyHy6vEmS2OHjrIERPQSBXbMDuzG62VnWPaWYnJ8Krba6ofEAMmIgituGJ7KbUwcNaMIuoJUCUsIIeSUo8DOSfKIpYSwA7/UPna5VsUCgDxGHzsAkCWGSErG7mi/hY+Pm3mvu0tMo+Y0FWsJcDHcILnZ7IJQXJDNKEyXH5ZWlddrO4nBDdS4KzcwJYQQUjkosHOa1DRdrq1OEI8Jc5yKBeIZuzEDOyAaz9gdH7Dw7L4wfvHKEP7UGR1z+jYTS3XHX0RAMsbJ2JkCnAvIEqBaEdSZJ8A1L2Qjgmh1a173wkkS96tKrdzAlBBCSOWgwM5RROJ/OUvGOww5F08A2QM7idlr7IQQePn9KPqHLFR7GN76RMehk7lvScEVD5iw7MrYcTJ2phWffmYM1cYJeEQEXPMAQthbiVUo3dKhSRq8qrfcQyGEEDIFUGDnBELE94q1A5vCup4wiDyyWrLMsqyxY7C4QDgm0NVnodorwe+REDMEuvtyb3AnFBXxqpBx19jp1vCqwqBxEhpMSJYOS/MiVj0t59d0mqgVhUtxwatQYEcIIeTUo8DOMYb3SLXjsxyiOzbi+xJl7GTJLmToGeLQTQEtvvGcIgF9Qzzn17B72dnfS8Z4GbtEaAvUG0cBSYISHYTub6rYVidccPTH+tHgaYAi0e59hBBCTj0K7BxFpFXFjie9eELYe7PmaLyqWIsL9CYDO/tVNIWhJ4/ATkiq3ZVPkiHr2feL1U373as8humxj6CrPkhWDJHamRW7vu5E5ATqPfWYWzO33EMhhBAyRVBg50Ai/o9s4UwyKCtwjZ2SpY+dPRUL9IYse3uv+POqCkMownPeR5bLKoSwAztlnMDOtOwii4bYYfj4IKKqHwCr7DYnVhTtgXYqnCCEEDJhKLBzkNGB1niBWurOEyyvzNb4U7ECPaH07Jwm22vhwrHcAjshJzJ2ir1fbBYxU4ABaIx+AolbUCRAyErFBnaJognaRowQQshEosDOgXIKzzLFVnm0O7EzdpmPyRID50DEEGkfEE1h0E0gFM1tOpbLdkNewWRIRgTgY1fUxgwBBRamhT9EmHnhFlFYiqdid5wIGSH4VT8CWqDcQyGEEDKFVGRg19PTg/Xr1yMQCCAYDGLjxo0IhbJP9T3wwANYtWoVAoEAGGPo6+sr6HnffPNNfPazn4Xb7UZbWxvuuOOOot9P6q5gxT1RPlWx2V/P52Y4OWgl19cBw5m8oVwzdooLIr4bBuN2letYYoZAEz8Ov9mHQckHl4jCclduY+KIGUGDtwFyHruBEEIIIcWqyMBu/fr1eOedd7Bz504899xzePHFF3HDDTdkvSYcDmPdunX49re/XfDzDgwM4JJLLsGMGTOwb98+3Hnnndi2bRseeOCBot+T3aokv9COYUQsl+8auyy5wWqvhP4wh1tNmexlDAws54ydpbghJMXuY2cZkPWhMc/VLaDFPAKNx6AzNzQrhqi/pWILJ4QQ1LuOEELIhKu4Hgz79+/H888/j1dffRXnnHMOAOC+++7DZZddhrvuugutra0Zr/vGN74BANi9e3fBz/v4449D13U8/PDD0DQNZ5xxBjo6OnD33XePG1jmIrFNWC7hXcbVeHkEQdI4LVVkiWFuk5LxKXNtecJVN4SsQjAJkqlDiQ3CqKrPeK5uCrQbh2BIKlRugDEgWjszp9dxKrfsLvcQCCGETDEVl7Hbs2cPgsFgMvgCgDVr1kCSJOzdu/eUPu+ePXtw4YUXQtO05Dlr165FZ2cnent7x3zuWCyGgYGBtK/Mhpv0iqz5tMxX5rPGTsohuydJzG6YnMKlAMcHc9t9gicydkIAgkOODoJZBur3/zcCh14Bs4zhc3Ud9dZxxCQP6q3j6PfPwFDjgpzfj5OY3ITEJLgUV7mHQgghZIqpuMCuu7sbjY2NaY8pioLa2lp0d3ef0uft7u5GU1NT2jmJn7O99vbt21FdXZ38amtry3heIn+Wc0A38sS8M3b5c6kM/WGOmDl+XlHIKizVDYnbu1UosUEokX74u95Cw/7fwNf9DgCACwGv3gM3jyImeSALEyfrT4eQKy6hDAAwuAFN1ihjRwghZMI5JrC79dZb7TVcWb7ee++9cg+zIFu3bkV/f3/y65NPPhnjzHzbnaSeISDyiNYkKb1ZSq5cKkPUEBgI57jOTvOBcROCSVDCvZD1ITBLh2AM/sMdALdgWoDf7INLxMCZBIvJiHkzT9lWAt3SoUoqNFkb/2RCCCGkhByTEtmyZQs2bNiQ9ZzZs2ejubkZx44dS3vcNE309PSgubm54NfP5Xmbm5tx9OjRtHMSP2d7bZfLBZdrvGm5+IZaLEPz4ayXxU8SyDtjJwqow3Up9i4R/WGOhsD4FZ+myw/GDXBFgzZ0HIoeAuMcsUALPL0fofW1J3Bo9lr4jT4wBrtognmgV9XlPTanMLiBgBagbcQIIYRMOMf85mloaEBDQ8O4561cuRJ9fX3Yt28fli1bBgDYtWsXOOdYsWJFwa+fy/OuXLkS3/nOd2AYBlTV7tG2c+dOzJ8/HzU1JWikK0b8O1/5rLFjrKCCUxav3u2P5Jixc/nAOAfXXFCjA1AifQAArrgQ8zXCc+J9VFW1o04/CovJ0HgEx+UaiAptcwIAhmXAr/nLPQxCCCFTkGOmYnO1cOFCrFu3Dps2bcIrr7yCl156CZs3b8Y111yTrIg9fPgwFixYgFdeeSV5XXd3Nzo6OnDgwAEAwFtvvYWOjg709PTk/Lxf/epXoWkaNm7ciHfeeQdPPfUU7r33Xtx8880lenfxgolCO3zkufMERGEvpMoM7x02EDPGj0At1QPB7EBOMqNw9R9OHuNaFSytCv5j76JVP4SI7IfGo+hWWyHLldnmBAAsYcGn+co9DEIIIVNQxQV2APD4449jwYIFWL16NS677DJccMEFab3kDMNAZ2cnwuHhbax27NiBpUuXYtOmTQCACy+8EEuXLsWzzz6b8/NWV1fjt7/9LQ4ePIhly5Zhy5YtuO2220rS6gRIL57IpSqWYUQMmM8auyLipga/hCO9JvYfHrvhcAJX3WDC/rdkRKFG++1K2TjTXQ0t3IMqaxBDcgAQAr1qPZQKDewS28JVKZWbcSSEEFK5HDMVm4/a2lo88cQTYx6fOXPmqH1Xt23bhm3bthX1vACwePFi/PGPf8x5rPkRGb/NeObI4/musZNyeJExKDKDJjMcPG7irJnZ1w5yxZMYHAQDJDMGrmgpx92AZaBHqoMGHQbT0KPWQ6nQDRtiVgwu2UXNiQkhhJRFRWbsJquCtxQTwi69yKt4oriMmEdjODFgQR+n7Ymluu1txYQFrnqhRHqTe8gCABhDv38GBmUfPDyMsORFv1IHpZiUYhnFrBhcigtehQI7QgghE48CO0dITLwWsVssY3lPxebXAjmdR2OI6AK94+xCYWk+CFmDZOkwXQEokQE7S5eCCzsD6eFhHFVbYMkuKBX6yYyaUQS1IO0RSwghpCwq9NfnZMTiW4rlF2zZRarxbB3L/Y9Tjk/FjpyyzpWmALol0BPKvguF6Q7ECydi4KoboaYF4Kon7Rwejw1lmDiqtkBiqMg1drqlQ+c6aj215R4KIYSQKYoCO0cZLp/Iq8ecSGwpls8aO7vdSYFxXXKrsZPjBHZC0WC4qiGZ8UKLDL3duBCQBYeAhF65FpKUCDwry7HwMcwIzECbP/POIoQQQsipVoG/PievwidiExm7/KZipURT5AJpMsPRvvH72em+BkhmbMzjXAAuRKFLbvRKQUiMVVxgZ3ELDAxt/jZqTEwIIaRsKuzX52SXZ5iViOPiU7H5bCkmSygqYwcAbpWhZ8iCMU4BhemtARNjB4BcAB4eRUSuwoAUgKawZEawUgwZQ6hSqxB0Bcs9FEIIIVMYBXYOlGtIk+xjJxI/5LPGzp6K5UUEdsl9Y8fZhcJ0B+xBjhFFcg64eAQntSZYkKFWYN3BkDGEek897Q9LCCGkrCiwc5BEDYTEJGiSmv3cxDeJ4gnkXxVbbMbOpQK6AfSFxw/shKSAcTPjcS4EZFjo1RrBBaAqlZWtAwCTm6jzVO7+toQQQiYHCuwcxY6yGGM5tMsYEZHlucZOluItT4oI7CRmF3n0jxPYGZ4acNUDyYhkPG5ZHGBASA2CC0CrsIydyU3IkowqlXabIIQQUl4U2DlIMQ2KwZDYTiInEktMxRZTPmE/z8nBcXrZufwwPDWQjXDG45IZg8FcGFSC4FxAUysrYxc1o3DLbgrsCCGElB0Fdo6SWCyXu+E1dvln7FiRVbGA3c/uxDgtT8AYIsE2SGYUEByu/k/BLGN4LGYUMcmNkFIdz9g5M7AzuYmuoS7ErPQK36gVhU/zwT2i8TIhhBAy0Siwq1Qiww959bErfo0dALgUhsEIH3drMcPXACYEZH0IshmDGukDAMixEFQjjAElCFNyQYBBc+AaOy44uoa64Ff9ODp0NK2xc9SM0vo6QgghjkCBnYOIQjf5Su48kU/GjhW9xg6I70BhCgxGs0/H6lX1ELIGNdyDmL8Zsj4EZupwDXajSu/FCbUJgN2a2Ym7TkTNKDyKBwtqF6DGXYMjoSMwuQkeb+Pi1/xlHiEhhBBCgZ2jFBxkJaZi81hjJ8fjwGLanQCApjDETIFQJPsT6f5m6L5GqNEBWC6ffW34JKKBFnRp0zCg1MTPZFAcWDwRs2Jwy240VTVhaeNSNHgb0BXqQvdQN/yaH/We+nIPkRBCCKHAzhkKy9UxpO4Vi7wydqWaipUlBiHYuBk7ISsYbFkE3VuLoYbTYHiCkGODGGhehJf8F+NTzxz7RCagOjFjZ0VR666FxCTUuGuwvHk5zqw/E4qkoM3fBpfsKvcQCSGEENDeR05hR2jItXhCjPopv50npHjbu8yd5fI1/lQsAAw1zof3+P/DUON8xAKt8J54H70NZ+DDgwpkCVABQDAoDvzPDYtb8LuGp1tVWcW8mnmo9dTCp/rKODJCCCFkGAV2k0EBVbF2rzwGwxw/IBuPIgE941XGAjA9QXQtuxZgDKanBtGadoSjHFyEoCWH7rw1dol1dFVKejsTxhhNwRJCCHEUB+ZGpi5R6LxoAX3sAECRWNFr7AB7nV1PSOQ2/hHBp2kJWFxAkuz3LwDHbSlmWAY0WYNX9ZZ7KIQQQkhWFNhVMlZ4HzsAkOXi19gBdmAXjnHECpjXNUy7gENiLPlvp2XsDG5AYQrtA0sIIcTxKLBzEAHk25849cq8+tgBgCqxkgV2uikQymGd3UgmF+DcbpjMuZ10dNoaO0tYUGQF6jj79xJCCCHl5rBfoVMTy/JTTpJ97PL745Tl4tudAPberropMBjJP7AzLMASAhJLZO7guIydyU24ZBekPO8vIYQQMtHoN5VD2O1OCoiyUotp88zYKVIR+9OmkCQGAYZQLP9nMy0BIYb3rZUZHNfHzuQmvAqtryOEEOJ8FNg5SL5hEUt8iXhkl/caO1Z4wcZIorCpWMMSYBBgjMWnYp23xs4UJjyKp9zDIIQQQsZFgZ1j5BdgjepjV0DxRKnW2AH2GrneUGFTsYnpZys+Feu0BsVCCGpATAghpCJQYOcwOYc0YsT3ee48AdhTnqVYYwfYBRR94QKKJ6zhAXDhzOIJwG5ITAghhDidA3+FTk1FxVdCQDBW2Bq7EgV2imy3PLHyjBRNC0i8e84FZMYgO/BTSRWxhBBCKoEDf4VOTYXsFQvYux/EvytojV2BLzuKIttBWszIL7AzLJEMarmwM38sz/dxKlncgsQkCuwIIYRUBArsnKSYnSfkAgI7qWRxHRSJweQC0TwDu5gxHNJyDmgO2+TOFCYUptBULCGEkIpAgd1kIETePewAe5eHEs3EJjN2ET3PwM4UyRlkLgBNdU62DrC3E1MkhYonCCGEVAQK7BwkUQNR0IUFLEyzM3alCaQUCTA5CsrYyfHIjgsBTXFYYMcNuBU3NIm2EyOEEOJ8FNhVMJZcIhcvJ82TlNxothRjsUeSb2Cnm8M1H5wDLocFdrqlw6f5HLXujxBCCBkLBXaOkntQlHamEHlXxAJIZspKhSH/wM6wRDIm5WCOC+wMbsCv+ss9DEIIISQnFNg5gkgJ1ArZKxYQhWTspAJfb+xhIKrn18vOsMRwzYcQUB1WPCGEgEelXScIIYRUhooM7Hp6erB+/XoEAgEEg0Fs3LgRoVAo6zUPPPAAVq1ahUAgAMYY+vr60o5/9NFH2LhxI2bNmgWPx4M5c+bge9/7HnRdTzuHMTbq6+WXXy76PRU8IZqYTi0gsLOX5ZWqfAKQmUAomkfWUQgYpoAUj+wYY1BKnEUsBhccjDG4ZXe5h0IIIYTkxGH5kdysX78eXV1d2LlzJwzDwNe+9jXccMMNeOKJJ8a8JhwOY926dVi3bh22bt066vh7770Hzjn+67/+C3PnzsXbb7+NTZs2YWhoCHfddVfaub/73e9wxhlnJH+uq6sr2XvLN6xJLpMrJLAr8boxRWZ5BXYWT59FFhCO2ifWsAxokga3QoEdIYSQylBxgd3+/fvx/PPP49VXX8U555wDALjvvvtw2WWX4a677kJra2vG677xjW8AAHbv3p3xeCLoS5g9ezY6Ozvx4x//eFRgV1dXh+bm5uLfTKkIUVBVrCTZjZGFECUpDlAkIBTLfSrW4naLk8TQGRgUuehhlIzOdWiyRhk7QgghFaPipmL37NmDYDCYDOoAYM2aNZAkCXv37i3pa/X396O2tnbU41dccQUaGxtxwQUX4Nlnny3Z6+U1KTpyr9gCpjAlBpSuk51djGGYIudtxUwu7P1hUzN2DpqKNSwDLsVFzYkJIYRUjIrL2HV3d6OxsTHtMUVRUFtbi+7u7pK9zoEDB3DfffelZet8Ph/+4z/+A5/5zGcgSRJ+8Ytf4Itf/CJ++ctf4oorrhjzuWKxGGKxWPLngYGBMc4stJOdgJDyT3XJEgNj8axZCeIpSbKzcKaVWwLRnoq119gJIQABRxVP6FxHk9ZU7mEQQgghOXNMxu7WW2/NWJiQ+vXee+9NyFgOHz6MdevW4W/+5m+wadOm5OP19fW4+eabsWLFCpx77rm4/fbbce211+LOO+/M+nzbt29HdXV18qutrS39hAKTZgzxXcREgX3sJLtgodCdzEaS44GdbuX2hFY8Y8cYszN3EhyXsfOpvnIPgxBCCMmZY/IjW7ZswYYNG7KeM3v2bDQ3N+PYsWNpj5umiZ6enpKsezty5AguvvhinH/++XjggQfGPX/FihXYuXNn1nO2bt2Km2++OfnzwMDAqOBO5DkpmpbbEygo5SbHGxyXajJWZgxccBhmjlOxFpJTsZzbW5ypDlpjxxiDS6GtxAghhFQOxwR2DQ0NaGhoGPe8lStXoq+vD/v27cOyZcsAALt27QLnHCtWrChqDIcPH8bFF1+MZcuW4ZFHHoGUQxaso6MDLS0tWc9xuVxwuXILEArbUkwABUzFSvGp2FJl7BJTsYaV2/kWF8mq2GTGziFVsVxwMDDaI5YQQkhFcUxgl6uFCxdi3bp12LRpE3bs2AHDMLB582Zcc801yYrYw4cPY/Xq1fjJT36C5cuXA7DX5nV3d+PAgQMAgLfeegt+vx/t7e2ora3F4cOHsWrVKsyYMQN33XUXjh8/nnzNRCbwscceg6ZpWLp0KQDg6aefxsMPP4wHH3ywNG+ugAAruaVYIVWxDCUN7JJTsTlm7BJVsYwBnAtIDI6pijW4AVVSKbAjhBBSUSousAOAxx9/HJs3b8bq1ashSRKuvvpq/PCHP0weNwwDnZ2dCIfDycd27NiB73//+8mfL7zwQgDAI488gg0bNmDnzp04cOAADhw4gOnTp6e9nkiJfP73//7f+Pjjj6EoChYsWICnnnoKX/rSl0r47vLIWLFkOWkRVbGlm4qV4gGakeMaO5MDXIi0qVinZOwMy4AiKdTDjhBCSEWpyMCutrY2azPimTNnpgVjALBt2zZs27ZtzGs2bNgw7hq/6667Dtddd10+Q81D/uHV8Bq7YoonEoFr8QEVY3akaJi5nW9xAcExXJkr2b3wnMDgdqsTTdLKPRRCCCEkZw75NTq1sdS9YguIrxhQ2Bo7Vto1dgk5V8VadlDHGIMVX2unOiRjp1s6/Kq/JI2bCSGEkIlCgZ1DiIIjOsR3nihgKlayd3sobVzHcq+K5cMBLecCssQKWSp4ShjcQJVWVe5hEEIIIXlxyK9RAiA1b5eTZFwHFDYVW+LiCXswua+xs7gdWAL2VKyqMMdkyIQQ8Ciecg+DEEIIyQsFdo6RCIZyC2xGhU4FBESnIrBjjEE3cm9QnHgnnAMuB634ZIxanRBCCKk8FNhVqhF7xYqCiifsfFkpAzuJCURyDOxMDiAlY6epzsjWmdyExCQK7AghhFQcCuycJM8Ai6V+U2DGTmKla3cC2MFiLNeMnQUkM3ZCQFOcEdgZ3IAmaxTYEUIIqTgU2DlEImuWV2iTenIBfexkqfRTsTJDzhk7K614AnA5JbCz7ObEmkytTgghhFQWCuwcgxVcPGH/kH9QZCf6SlsVK0tAzMjtXDOlyIKDOSaw07kOj+KBIjlo0R8hhBCSAwrsnKLYmKaANXaM2e1FRjZzLoYsMUQNHi+MyE63UhKNQkB1SBxlcAM+1VfuYRBCCCF5o8DOIYoOrQpsEyJLrKRTsYoMmBYQ0cd/UsMSycCOMQalgOnkU8HkJnwaBXaEEEIqDwV2FYwVucYOsKdOc0iu5UyVGQxL5BbYmSLZt05AOGafWAZG6+sIIYRUJArsHMMOhHJNvKWHTazgjJ0ilbYq1s7YCYRzCOzSpmLBoOS/K1rJJaalqSKWEEJIJaLAzkHyLZ5IYBAFrbEDSj8VK0sMXAARnY97rmmKlMBOOGIq1uB2RSwFdoQQQioRBXYOUdBesclrUcQauxJvKRYXieWWsbPbrQhAwBHFExTYEUIIqWQU2DlGYe1K7G9YUWvsTkFch/A4GTsuBGIGT2b4JAnOydjJ1MOOEEJIZaLAznFyD25Sk3SCFTMVW9rQTmbAYDT7cxoWYHH7XC4AiTljjZ1hGahSqiAVeD8JIYSQcqLfXk4RD65yDutG7BVbcMZOLv1UrCozDISzZ+wMUyQzdZzb/1YdUBVrcANVWlW5h0EIIYQUhAI7Bym0eAJMFFEVW9qdJwBAVRgGowI8S8RoWAIWF/F2K3YRhRMydlxweBVvuYdBCCGEFIQCO4cQyX/kjiXye6LINXYljuxkyW55optjn6ObdqYuucbOQQ2KVVkt9xAIIYSQglBg5wgC+RZP2JWwKT8VuCbMDqZKG1DJEmBxAd0cJ2Mn7Hg0MRVb7owd9bAjhBBS6SiwcwgBJHdhKEiB2S5JKmIKeAyyxGBxZA/szNSpWMSnYsubsTO5CUVSKLAjhBBSsSiwmywKDAolVup8XSJjN05gZ9n/ZsyeipUlBqXMn0aDG9AkjVqdEEIIqVgU2FUwxgCIeGvjgtfYlT5LltNUrCmSawQtLqAprLiMZQkY3IAsydAkCuwIIYRUJgrsKhgDEnO4Ba+xs+O60gZUErMrbbMWT1jDQR8XgOaAiliDG6hSqyBLDhgMIYQQUgAK7CpefIVcoWvsTlmSjI2TsRte28c5oKnlydYN6oM4ETkBANAtHX7NX5ZxEEIIIaVAgZ1DCBRYxCDiPewKXWMnJV699Marik1kCrkQcCnlCewOhw5jUB8EFxyWsOBVqYcdIYSQykWBnUMIltKXLkfDU7GAKLh44tQEVAzZ19hFdAGJxTN2AtDKFNipkopqrRphIwwGBo/sKcs4CCGEkFKgwM5B8snYJfvYiXhkV0RVbOnrYm2xLIFd1OCQ42MWgsFVpp7ALtkFr+rFgD4AiUlwKdTqhBBCSOWiwM5B8s3Y2eJTsQ7qYwfYlbHhWLbALjENbL9+OfeJdStuhM0wXLILbtldtnEQQgghxVLKPQBSpMRStYKrYk9NQCVLDBE9S2Cn282JbaxszYkFBGrdtWjyNkFAUHNiQgghFY0CO4fIO2cmEmvsis/YnQqyhDEDOy4EYqZI9tBjEGVpTiyE3UvPr/lxWs1p6I/1U6sTQgghFY0COwdg8ZrYvK9jKZcVscZOiHiQU8LsnSwxRA2R8XkNEzCt9IxdOaZiLWFBYhIUSUGjtxHT/dMnfAyEEEJIKdEaO8fIN7ARw/8uJmNX+KVZySy++4Q1+lgsvk+skrLGrhxTsVxwyEyGItF/3xBCCJkcKjKw6+npwfr16xEIBBAMBrFx40aEQqGs1zzwwANYtWoVAoEAGGPo6+sbdc7MmTPBGEv7uv3229POefPNN/HZz34WbrcbbW1tuOOOO0rzpgqtX0j2sSvsj1KWGFg8a1dKimz3qotkKKCIGQImt19bxKt6lTLMgFrCgizJUBgFdoQQQiaHigzs1q9fj3feeQc7d+7Ec889hxdffBE33HBD1mvC4TDWrVuHb3/721nP+5d/+Rd0dXUlv/7hH/4heWxgYACXXHIJZsyYgX379uHOO+/Etm3b8MADD5TkfeUrORXLUNQaOxafDC4lTWHQTWAoxkcd000Bi9vr8Oy4tDwZO4tblLEjhBAyqVTcb7T9+/fj+eefx6uvvopzzjkHAHDffffhsssuw1133YXW1taM133jG98AAOzevTvr8/v9fjQ3N2c89vjjj0PXdTz88MPQNA1nnHEGOjo6cPfdd48bWI4n350nkmeWoI8dY3aT4FImzWTJnooNRTNk7FICO4vblbnlKJ5IZuwosCOEEDJJVFzGbs+ePQgGg8mgDgDWrFkDSZKwd+/eop//9ttvR11dHZYuXYo777wTpjm8k/2ePXtw4YUXQtO05GNr165FZ2cnent7i3xlUWQfu8L+KFWZQZLs/VpLiTEGBpYxYxcz7DCWMQYu7OCyLBk7YUFlKqQCp7EJIYQQp6m4VEV3dzcaGxvTHlMUBbW1teju7i7quf/xH/8RZ599Nmpra/HnP/8ZW7duRVdXF+6+++7ka8+aNSvtmqampuSxmpqajM8bi8UQi8WSP/f39wMAhqIGrEgMroiBsBJFTAwhGokgbBgI67GsWbiIzhGJyQgpBpiuIzYURiFpLyMiYMWGEOEMcJU2wDEiFo6fMBCqN9Ie7+/XYUYiiIUVxHQBM8YRCzOETlXvlTEMhgehulUMDAxM6OsSQggh+Uj8nhI5LIh3TGB366234t///d+znrN///5TOoabb745+f3ixYuhaRr+7u/+Dtu3b4fLVXjj2u3bt+P73//+qMe/8K/Pp/z0fwt+fgDAjx8r7vpT5Okcz3vqlI6CEEIIqXyDg4Oorq7Oeo5jArstW7Zgw4YNWc+ZPXs2mpubcezYsbTHTdNET0/PmGvjCrVixQqYpomPPvoI8+fPR3NzM44ePZp2TuLnbK+9devWtKCxr68PM2bMwKFDh8b9AyK2gYEBtLW14ZNPPkEgECj3cCoC3bPC0H3LH92z/NE9y99UvmdCCAwODo5ZR5DKMYFdQ0MDGhoaxj1v5cqV6Ovrw759+7Bs2TIAwK5du8A5x4oVK0o6po6ODkiSlJz6XblyJb7zne/AMAyoqr1r/c6dOzF//vwxp2EBwOVyZcz4VVdXT7kPZ7ECgQDdszzRPSsM3bf80T3LH92z/E3Ve5ZrIqjiVo0vXLgQ69atw6ZNm/DKK6/gpZdewubNm3HNNdckI9nDhw9jwYIFeOWVV5LXdXd3o6OjAwcOHAAAvPXWW+jo6EBPTw8AuzDiBz/4Ad544w18+OGHePzxx/HNb34T1157bTJo++pXvwpN07Bx40a88847eOqpp3DvvfemZeMIIYQQQsql4gI7wG47smDBAqxevRqXXXYZLrjggrRecoZhoLOzE+FwOPnYjh07sHTpUmzatAkAcOGFF2Lp0qV49tlnAdhZtSeffBIXXXQRzjjjDPzbv/0bvvnNb6Y9b3V1NX7729/i4MGDWLZsGbZs2YLbbrut6FYnhBBCCCGl4Jip2HzU1tbiiSeeGPP4zJkzR1WObNu2Ddu2bRvzmrPPPhsvv/zyuK+9ePFi/PGPf8x5rJm4XC5873vfK6ogY6qhe5Y/umeFofuWP7pn+aN7lj+6Z7lhIpfaWUIIIYQQ4ngVORVLCCGEEEJGo8COEEIIIWSSoMCOEEIIIWSSoMBugt1///2YOXMm3G43VqxYkdaSZarbtm2bvcdsyteCBQuSx6PRKG666SbU1dXB5/Ph6quvHtUweip48cUX8YUvfAGtra1gjOGXv/xl2nEhBG677Ta0tLTA4/FgzZo1eP/999PO6enpwfr16xEIBBAMBrFx40aEQqEJfBcTa7x7tmHDhlGfvXXr1qWdM9Xu2fbt23HuuefC7/ejsbERX/ziF9HZ2Zl2Ti5/Jw8dOoTLL78cXq8XjY2N+Kd/+qe0Pbgnk1zu2apVq0Z91m688ca0c6bSPfvxj3+MxYsXJ3vTrVy5Er/5zW+Sx+kzlj8K7CbQU089hZtvvhnf+9738Nprr2HJkiVYu3btqJ00prIzzjgDXV1dya8//elPyWPf/OY38etf/xo///nP8cILL+DIkSO46qqryjja8hgaGsKSJUtw//33Zzx+xx134Ic//CF27NiBvXv3oqqqCmvXrkU0Gk2es379erzzzjvYuXMnnnvuObz44ouTum3PePcMANatW5f22fvpT3+adnyq3bMXXngBN910E15++WXs3LkThmHgkksuwdDQUPKc8f5OWpaFyy+/HLqu489//jMee+wxPProo7jtttvK8ZZOuVzuGQBs2rQp7bN2xx13JI9NtXs2ffp03H777di3bx/+8pe/4HOf+xyuvPJKvPPOOwDoM1YQQSbM8uXLxU033ZT82bIs0draKrZv317GUTnH9773PbFkyZKMx/r6+oSqquLnP/958rH9+/cLAGLPnj0TNELnASCeeeaZ5M+cc9Hc3CzuvPPO5GN9fX3C5XKJn/70p0IIId59910BQLz66qvJc37zm98Ixpg4fPjwhI29XEbeMyGEuO6668SVV1455jVT/Z4JIcSxY8cEAPHCCy8IIXL7O/nf//3fQpIk0d3dnTznxz/+sQgEAiIWi03sGyiDkfdMCCEuuugi8fWvf33Ma6b6PRNCiJqaGvHggw/SZ6xAlLGbILquY9++fVizZk3yMUmSsGbNGuzZs6eMI3OW999/H62trZg9ezbWr1+PQ4cOAQD27dsHwzDS7t+CBQvQ3t5O9y/FwYMH0d3dnXafqqursWLFiuR92rNnD4LBIM4555zkOWvWrIEkSdi7d++Ej9kpdu/ejcbGRsyfPx9///d/j5MnTyaP0T0D+vv7Adh9RIHc/k7u2bMHixYtQlNTU/KctWvXYmBgIJmRmcxG3rOExx9/HPX19TjzzDOxdevWtGb6U/meWZaFJ598EkNDQ1i5ciV9xgpUkQ2KK9GJEydgWVbahw8Ampqa8N5775VpVM6yYsUKPProo5g/fz66urrw/e9/H5/97Gfx9ttvo7u7G5qmIRgMpl3T1NSE7u7u8gzYgRL3ItPnLHGsu7s7uf9xgqIoqK2tnbL3ct26dbjqqqswa9YsfPDBB/j2t7+NSy+9FHv27IEsy1P+nnHO8Y1vfAOf+cxncOaZZwJATn8nu7u7M34WE8cms0z3DLC3ppwxYwZaW1vx5ptv4p//+Z/R2dmJp59+GsDUvGdvvfUWVq5ciWg0Cp/Ph2eeeQann346Ojo66DNWAArsiGNceumlye8XL16MFStWYMaMGfjZz34Gj8dTxpGRye6aa65Jfr9o0SIsXrwYc+bMwe7du7F69eoyjswZbrrpJrz99ttpa15JdmPds9R1mYsWLUJLSwtWr16NDz74AHPmzJnoYTrC/Pnz0dHRgf7+fvyf//N/cN111+GFF14o97AqFk3FTpD6+nrIsjyqmufo0aNobm4u06icLRgM4rTTTsOBAwfQ3NwMXdfR19eXdg7dv3SJe5Htc9bc3DyqYMc0TfT09NC9jJs9ezbq6+tx4MABAFP7nm3evBnPPfcc/vCHP2D69OnJx3P5O9nc3Jzxs5g4NlmNdc8yWbFiBQCkfdam2j3TNA1z587FsmXLsH37dixZsgT33nsvfcYKRIHdBNE0DcuWLcPvf//75GOcc/z+97/HypUryzgy5wqFQvjggw/Q0tKCZcuWQVXVtPvX2dmJQ4cO0f1LMWvWLDQ3N6fdp4GBAezduzd5n1auXIm+vj7s27cvec6uXbvAOU/+kpnqPv30U5w8eRItLS0ApuY9E0Jg8+bNeOaZZ7Br1y7MmjUr7XgufydXrlyJt956Ky0o3rlzJwKBAE4//fSJeSMTaLx7lklHRwcApH3WptI9y4RzjlgsRp+xQpW7emMqefLJJ4XL5RKPPvqoePfdd8UNN9wggsFgWjXPVLZlyxaxe/ducfDgQfHSSy+JNWvWiPr6enHs2DEhhBA33nijaG9vF7t27RJ/+ctfxMqVK8XKlSvLPOqJNzg4KF5//XXx+uuvCwDi7rvvFq+//rr4+OOPhRBC3H777SIYDIpf/epX4s033xRXXnmlmDVrlohEIsnnWLdunVi6dKnYu3ev+NOf/iTmzZsnvvKVr5TrLZ1y2e7Z4OCg+Na3viX27NkjDh48KH73u9+Js88+W8ybN09Eo9Hkc0y1e/b3f//3orq6WuzevVt0dXUlv8LhcPKc8f5OmqYpzjzzTHHJJZeIjo4O8fzzz4uGhgaxdevWcrylU268e3bgwAHxL//yL+Ivf/mLOHjwoPjVr34lZs+eLS688MLkc0y1e3brrbeKF154QRw8eFC8+eab4tZbbxWMMfHb3/5WCEGfsUJQYDfB7rvvPtHe3i40TRPLly8XL7/8crmH5Bhf/vKXRUtLi9A0TUybNk18+ctfFgcOHEgej0Qi4n/+z/8pampqhNfrFX/9138turq6yjji8vjDH/4gAIz6uu6664QQdsuT7373u6KpqUm4XC6xevVq0dnZmfYcJ0+eFF/5yleEz+cTgUBAfO1rXxODg4NleDcTI9s9C4fD4pJLLhENDQ1CVVUxY8YMsWnTplH/wTXV7lmm+wVAPPLII8lzcvk7+dFHH4lLL71UeDweUV9fL7Zs2SIMw5jgdzMxxrtnhw4dEhdeeKGora0VLpdLzJ07V/zTP/2T6O/vT3ueqXTPrr/+ejFjxgyhaZpoaGgQq1evTgZ1QtBnrBBMCCEmLj9ICCGEEEJOFVpjRwghhBAySVBgRwghhBAySVBgRwghhBAySVBgRwghhBAySVBgRwghhBAySVBgRwghhBAySVBgRwghhBAySVBgRwghhBAySVBgRwghhBAySVBgRwghhBAySVBgRwghJbBq1SowxsAYQ0dHR7mHk+Zb3/oWvvjFL455fMOGDcmx//KXv5ywcRFCSo8CO0IIGeGiiy5KBjqapmHhwoV44oknxr1u06ZN6OrqwplnnglgOGC68cYbR5170003gTGGDRs2lHr4+NrXvob/9b/+V/Lnjo4OLF68eMzz7733XnR1dZV8HISQiUeBHSGEpBBC4PXXX8ddd92Frq4udHZ2Yt26dfjbv/1bHDx4MOu1Xq8Xzc3NUBQl+VhbWxuefPJJRCKR5GPRaBRPPPEE2tvbSz5+y7Lw3HPP4Yorrkg+9sYbb2DJkiVjXlNdXY3m5uaSj4UQMvEosCOEkBTvv/8+BgcHsW7dOjQ3N2PWrFnYuHEjLMtCZ2dn3s939tlno62tDU8//XTysaeffhrt7e1YunRp2rmrVq3C5s2bsXnzZlRXV6O+vh7f/e53IYRInsM5xx133IG5c+fC5XKhvb0d//Zv/5Y8/uc//xmqquLcc88FAHz66ac4ceIEAODzn/88vF4v5s+fj7179+b9XgghzkeBHSGEpNi3bx9qampw+umnA7ADo+985ztwuVxZpzOzuf766/HII48kf3744Yfxta99LeO5jz32GBRFwSuvvIJ7770Xd999Nx588MHk8a1bt+L222/Hd7/7Xbz77rt44okn0NTUlDz+7LPP4gtf+AIYYwCQXO93//3349vf/jbeeOMNtLe349Zbby3ovRBCnE0Z/xRCCJk6XnvtNfT398Pv98OyLESjUXg8HuzYsQOtra0FPee1116LrVu34uOPPwYAvPTSS3jyySexe/fuUee2tbXhnnvuAWMM8+fPx1tvvYV77rkHmzZtwuDgIO69917853/+J6677joAwJw5c3DBBRckr//Vr36Fe+65J/lzR0cHamtr8bOf/Qz19fUAgCuuuAL/9V//VdB7IYQ4GwV2hBCS4rXXXsNNN92Ef/zHf0RfXx++9a1v4TOf+UxRRQ4NDQ24/PLL8eijj0IIgcsvvzwZZI103nnnJbNtALBy5Ur8x3/8ByzLwv79+xGLxbB69eqM1+7fvx9HjhxJO97R0YErr7wy7fUOHjyIuXPnFvx+CCHORVOxhBCS4rXXXsP555+PuXPn4pxzzsGPfvQj/Pu//zs++uijop73+uuvx6OPPorHHnsM119/fUHP4fF4sh5/9tln8fnPfx5utzv5WEdHB84777y08zo6OnDWWWcVNAZCiLNRYEcIIXEffvgh+vr6ku1KAOD000/HnDlzcmp3ks26deug6zoMw8DatWvHPG9kUcPLL7+MefPmQZZlzJs3Dx6PB7///e8zXvurX/0KV155ZfLnwcFBfPjhh6OKNCiwI2TyosCOEELi9u3bB1VVcdppp6U9vnr1ajzzzDNFPbcsy9i/fz/effddyLI85nmHDh3CzTffjM7OTvz0pz/Ffffdh69//esAALfbjX/+53/GLbfcgp/85Cf44IMP8PLLL+Ohhx7CsWPH8Je//AV/9Vd/lXyuN954A7IsY9GiRcnHPv74Y/T29lJgR8gkRWvsCCEk7rXXXsO8efOgaVra42vWrMGOHTvw6aefYvr06QU/fyAQGPecv/3bv0UkEsHy5cshyzK+/vWv44Ybbkge/+53vwtFUXDbbbfhyJEjaGlpwY033ohf//rXWL58edpauo6ODsyfPz9tavb1119HMBjEzJkzC34fhBDnYiK1QRIhhJCCrFq1CmeddRZ+8IMflOU5rrjiClxwwQW45ZZbCn59xhieeeaZrNuPEUKcjaZiCSGkRH70ox/B5/PhrbfemvDXvuCCC/CVr3yloGtvvPFG+Hy+Eo+IEFIOlLEjhJASOHz4cHLbsPb29lHTubkoRdavEMeOHcPAwAAAoKWlBVVVVRP6+oSQ0qHAjhBCCCFkkqCpWEIIIYSQSYICO0IIIYSQSYICO0IIIYSQSYICO0IIIYSQSYICO0IIIYSQSYICO0IIIYSQSYICO0IIIYSQSYICO0IIIYSQSYICO0IIIYSQSYICO0IIIYSQSYICO0IIIYSQSeL/B5qZAjU4L8kyAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -67,16 +66,18 @@ "\n", "r, overdensity = read_enclosed_density(\"csiborg1\")\n", "c = cols[0]\n", - "for i in range(len(overdensity)):\n", - " plt.plot(r, overdensity[i], c=c, lw=0.25, zorder=0, ls=\"dotted\")\n", - "plt.plot(r, np.median(overdensity, axis=0), c=c, lw=2, label=\"CB1\")\n", + "ymin = np.percentile(overdensity, 16, axis=0)\n", + "ymed = np.median(overdensity, axis=0)\n", + "ymax = np.percentile(overdensity, 84, axis=0)\n", + "plt.fill_between(r, ymin, ymax, color=c, alpha=0.5, label=\"CB1\")\n", "\n", "\n", "r, overdensity = read_enclosed_density(\"csiborg2_main\")\n", "c = cols[1]\n", - "for i in range(len(overdensity)):\n", - " plt.plot(r, overdensity[i], c=c, lw=0.25, ls=\"dotted\")\n", - "plt.plot(r, np.median(overdensity, axis=0), c=c, lw=2, label=\"CB2\")\n", + "ymin = np.percentile(overdensity, 16, axis=0)\n", + "ymed = np.median(overdensity, axis=0)\n", + "ymax = np.percentile(overdensity, 84, axis=0)\n", + "plt.fill_between(r, ymin, ymax, color=c, alpha=0.5, label=\"CB2\")\n", "\n", "\n", "r, overdensity = read_enclosed_density(\"csiborg2_random\")\n", @@ -84,7 +85,16 @@ "ymin = np.percentile(overdensity, 16, axis=0)\n", "ymed = np.median(overdensity, axis=0)\n", "ymax = np.percentile(overdensity, 84, axis=0)\n", - "plt.fill_between(r, ymin, ymax, color=c, alpha=0.35, label=\"Random\", zorder=-1)\n", + "plt.fill_between(r, ymin, ymax, color=c, alpha=0.25, label=\"Random\", zorder=-1)\n", + "\n", + "r, overdensity = read_enclosed_density(\"csiborg2X\")\n", + "c = cols[3]\n", + "ymin = np.percentile(overdensity, 16, axis=0)\n", + "ymed = np.median(overdensity, axis=0)\n", + "ymax = np.percentile(overdensity, 84, axis=0)\n", + "plt.fill_between(r / 0.7, ymin, ymax, color=c, alpha=0.5, label=\"Manticore\")\n", + "\n", + "\n", "\n", "plt.xlabel(r\"$R ~ [\\mathrm{Mpc} / h]$\")\n", "plt.ylabel(r\"$\\delta_{\\rm enc} (r \\leq R)$\")\n", @@ -94,7 +104,7 @@ "plt.ylim(-0.15, 0.075)\n", "plt.axhline(0, c='k', ls='--', lw=1)\n", "plt.tight_layout()\n", - "plt.savefig(\"../plots/enclosed_density.png\", dpi=450)\n", + "plt.savefig(\"../../plots/enclosed_density.png\", dpi=450)\n", "plt.show()" ] }, @@ -107,12 +117,46 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(101, 500, 3)\n" + ] + } + ], + "source": [ + "r, Vmag, l, b = read_enclosed_flow(\"csiborg1\")" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(2, 100, 3)\n" + ] + } + ], + "source": [ + "r, Vmag, l, b = read_enclosed_flow(\"csiborg2X\")" + ] + }, + { + "cell_type": "code", + "execution_count": 47, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAABW0AAAHqCAYAAAB/bWzAAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeXwV9bn48c/MnDX7QlYIhCUoqwtuiNVWbdGi195yu3ordrPXaq21t7W21ra01m7XWm8tvfVn1S5qF5e27jsqICCrErYEkrBkT86+z8zvj28IBAIkIclJwvP2dV54zpkz8z2QnPOdZ57v82i2bdsIIYQQQgghhBBCCCGEGBH0dA9ACCGEEEIIIYQQQgghxEEStBVCCCGEEEIIIYQQQogRRIK2QgghhBBCCCGEEEIIMYJI0FYIIYQQQgghhBBCCCFGEAnaCiGEEEIIIYQQQgghxAgiQVshhBBCCCGEEEIIIYQYQSRoK4QQQgghhBBCCCGEECOIBG2FEEIIIYQQQgghhBBiBHGkewAjiWVZ7N+/n+zsbDRNS/dwhBBCDDPbtgkGg5SXl6Prcl2zL+S7UwghTm7y3Tkw8v0phBAnr75+d0rQ9hD79++noqIi3cMQQgiRZnv27GHChAnpHsaoIN+dQgghQL47+0u+P4UQQhzvu1OCtofIzs4G1F9aTk5OmkcjhBBiuAUCASoqKrq/D8TxyXenEEKc3OS7c2Dk+1MIIU5eff3ulKDtIQ4sS8nJyZEvTiGEOInJMsW+k+9OIYQQIN+d/SXfn0IIIY733SlFh4QQQgghhBBCCCGEEGIEkaCtEEIIIYQQQgghhBBCjCAStBVCCCGEEEIIIYQQQogRRGraCiHEcZimSTKZTPcwxCBwOp0YhpHuYQghhBBCCCGEEMckQVshhDgK27ZpamrC5/OleyhiEOXl5VFaWjomGqYsW7aMZcuWUVdXB8CsWbO44447uPzyywF4//vfz/Lly3u85ktf+hK//e1vu+83NDRw/fXX89prr5GVlcWSJUu46667cDhkiiCEEEIIIYQQ6SJnZEIIcRQHArbFxcVkZGSMiSDfycy2bSKRCC0tLQCUlZWleUQnbsKECfzkJz+hqqoK27Z5+OGHueqqq9iwYQOzZs0C4Itf/CJLly7tfk1GRkb3/5umyaJFiygtLWXlypU0NjZyzTXX4HQ6+fGPfzzs70cIIYRIN9M0+f73v8+f/vQnmpqaKC8v59prr+X222/vngvats33vvc97r//fnw+HwsWLGDZsmVUVVWlefRCCCHGEgnaCiFEL0zT7A7YFhYWpns4YpB4vV4AWlpaKC4uHvWlEq688soe9++8806WLVvG22+/3R20zcjIoLS0tNfXv/jii1RXV/Pyyy9TUlLC6aefzg9/+ENuvfVWvv/97+NyuYb8PQghhBAjyU9/+lOWLVvGww8/zKxZs3jnnXf47Gc/S25uLjfddBMAP/vZz7j33nt5+OGHmTx5Mt/97ndZuHAh1dXVeDyeNL8DIYQQY4U0IhNCiF4cqGF7aFaiGBsO/JuOtTrFpmny2GOPEQ6HmT9/fvfjf/7znxk3bhyzZ8/mtttuIxKJdD+3atUq5syZQ0lJSfdjCxcuJBAIsGXLlmEdvxBCCDESrFy5kquuuopFixZRWVnJf/zHf/ChD32INWvWACrL9p577uH222/nqquuYu7cufzhD39g//79PPXUU+kdvBBCiDFFMm2FEOIYpCTC2DPW/k3fffdd5s+fTywWIysriyeffJKZM2cC8OlPf5pJkyZRXl7O5s2bufXWW9m+fTtPPPEEoEqAHBqwBbrvNzU19Xq8eDxOPB7vvh8IBIbibQkhhBBpcf755/O73/2OHTt2MH36dDZt2sRbb73F3XffDcDu3btpamri0ksv7X5Nbm4u5557LqtWreKTn/xkr/uV708hhBD9JUFbIYQQYhQ75ZRT2LhxI36/n7///e8sWbKE5cuXM3PmTK677rru7ebMmUNZWRmXXHIJtbW1TJ06dUDHu+uuu/jBD34wWMMXQgghRpRvfetbBAIBTj31VAzDwDRN7rzzTq6++mrg4EXN3i56Hu2CJ8j3pxBCiP6ToK0QQvRTIJYkljCH5Vgel0GOxzksxxKjk8vlYtq0aQDMmzePtWvX8qtf/Yr/+7//O2Lbc889F4CamhqmTp1KaWlp93LPA5qbmwGOWgf3tttu45Zbbum+HwgEqKioGJT3IoQQQqTbX//6V/785z/zyCOPMGvWLDZu3MjNN99MeXk5S5YsGfB+5ftTCCFEf0nQVggh+iEQS/K/r+ykI5wYluMVZLr4yiVV/Q7cNjU1ceedd/LMM8+wb98+iouLOf3007n55pu55JJLqKyspL6+HgBd1ykpKeHyyy/nF7/4Bfn5+QDEYjH+67/+i3Xr1rF161auuOIKqdU2CliW1WP55aE2btwIQFlZGQDz58/nzjvv7G7MBvDSSy+Rk5PTXWLhcG63G7fbPfgDF0IIIUaAb3zjG3zrW9/qLnMwZ84c6uvrueuuu1iyZEn3Rc3m5ubu79MD908//fSj7le+P4UQQvSXBG2FEKIfYgmTjnACt8Mgw2UM6bEiXceKJcx+BW3r6upYsGABeXl5/PznP2fOnDkkk0leeOEFbrjhBrZt2wbA0qVL+eIXv4hpmuzYsYPrrruOm266iT/+8Y+Aamzl9Xq56aabePzxx4fkPYoTc9ttt3H55ZczceJEgsEgjzzyCK+//jovvPACtbW1PPLII3z4wx+msLCQzZs387WvfY0LL7yQuXPnAvChD32ImTNn8pnPfIaf/exnNDU1cfvtt3PDDTfIiaUQQoiTUiQSQdd79us2DAPLsgCYPHkypaWlvPLKK91B2kAgwOrVq7n++uuHe7hCCCHGMAnaCiHEAGS4DDLdQ/8RGk/1vwzDl7/8ZTRNY82aNWRmZnY/PmvWLD73uc9138/Ozu7OFhk/fjxLlizh0Ucf7X4+MzOTZcuWAbBixQp8Pt8A34UYKi0tLVxzzTU0NjaSm5vL3LlzeeGFF/jgBz/Inj17ePnll7nnnnsIh8NUVFSwePFibr/99u7XG4bB008/zfXXX8/8+fPJzMxkyZIlLF26NI3vSgghhEifK6+8kjvvvJOJEycya9YsNmzYwN133909h9I0jZtvvpkf/ehHVFVVMXnyZL773e9SXl7ORz7ykfQOXgghxJgiQVshhBhDOjo6eP7557nzzjt7BGwPyMvL6/V1+/bt41//+ld3zVMxOjzwwANHfa6iooLly5cfdx+TJk3i2WefHcxhCSGEEKPW//7v//Ld736XL3/5y7S0tFBeXs6XvvQl7rjjju5tvvnNbxIOh7nuuuvw+XxccMEFPP/883g8njSOXAghxFijH3+T4VFZWYmmaUfcbrjhBkDVVrzhhhsoLCwkKyuLxYsXdzdLOaChoYFFixaRkZFBcXEx3/jGN0ilUul4O0IIkRY1NTXYts2pp5563G1vvfVWsrKy8Hq9TJgwAU3TuPvuu4dhlEIIIYQQI1N2djb33HMP9fX1RKNRamtr+dGPfoTL5ereRtM0li5dSlNTE7FYjJdffpnp06encdRCCCHGohETtF27di2NjY3dt5deegmAj33sYwB87Wtf41//+hd/+9vfWL58Ofv37+ejH/1o9+tN02TRokUkEglWrlzJww8/zEMPPdTjiuiAhFogGTuxfQghxDCxbbvP237jG99g48aNbN68mVdeeQWARYsWYZr9L8kghBBHY4XD2PK5IoQQQgyL2PbtdPzpT1iJ4WmcLIQYOiMmaFtUVERpaWn37emnn2bq1KlcdNFF+P1+HnjgAe6++24uvvhi5s2bx4MPPsjKlSt5++23AXjxxReprq7mT3/6E6effjqXX345P/zhD7nvvvtInMiH1erfwqZHj7+dEEKMAFVVVWia1t1s7FjGjRvHtGnTqKqq4uKLL+aee+5h5cqVvPbaa8MwUiHEWGeGwgReeYWWX91LdNPmdA9HCCGEGPOSzc34Hn+cyLr1JGpr0z0cIcQJGjFB20MlEgn+9Kc/8bnPfQ5N01i3bh3JZJJLL720e5tTTz2ViRMnsmrVKgBWrVrFnDlzKCkp6d5m4cKFBAIBtmzZMrCBpBIQ9YF/74m8HSGEGDYFBQUsXLiQ++67j3A4fMTzx2omZhgGANFodKiGJ4Q4CdiJBOHVa2i779f4n3yKREM9ZsCf7mEJIYQQY5oVDuN7/HGSjU3YqRSx9wYYBxFCjBgjshHZU089hc/n49prrwWgqakJl8t1RAOdkpISmpqaurc5NGB74PkDz/UmHo8Tj8e77wcCgZ4bxPyQikEiBJYF+oiMcQshRA/33XcfCxYs4JxzzmHp0qXMnTuXVCrFSy+9xLJly9i6dSsAwWCQpqYmbNtmz549fPOb36SoqIjzzz+/e1/V1dUkEgk6OjoIBoNs3LgRgNNPPz0N70wIMZLZlkV82zaCr75KfGcNmtuNe+pUErt3Ycek1JQQQggxVGzTxP/008Sqq3FNnoLl9xOt3kJ26DKMrKx0D08IMUAjMmj7wAMPcPnll1NeXj6kx7nrrrv4wQ9+cPQNYn5IxQENIu2QVTSk4xFCjB6RxNDXZxzoMaZMmcL69eu58847+frXv05jYyNFRUXMmzePZcuWdW93xx13dNf9Lioq4uyzz+bFF1+ksLCwe5sPf/jD1NfXd98/44wzgP7VzhVCjH2JvfsIvfoq0c2bsE0TZ0UFututntQNzGAwvQMcRnVtYToiCc6cmJ/uoQghhDhJhN54k/CqVTjLx6O7XGgFBSR21RLfvp2MefPSPTwhxACNuKBtfX09L7/8Mk888UT3Y6WlpSQSCXw+X49s2+bmZkpLS7u3WbNmTY99NTc3dz/Xm9tuu41bbrml+34gEKCiokLdCbfDjudUpq1tQ8wnQVshBB6XQUGmi45wgnhq6AO3BZkuPC6j368rKyvj17/+Nb/+9a97fb6urq5P++nrdkKIk5MZCBB6803CK1di+gM4y8sxsrN7bKM5HFj+k6c8wpMb9hJPWRK0FUIIMSwSe/cSfOkljOyc7u9gzTDAMIhu2oz3zDPRNC3NoxRCDMSIC9o++OCDFBcXs2jRou7H5s2bh9Pp5JVXXmHx4sUAbN++nYaGBubPnw/A/PnzufPOO2lpaaG4uBiAl156iZycHGbOnNnrsdxuN+4DWSCH270c2mtV0FbTISk1HoUQkONx8pVLqogNQ6YtqCBxjsc5LMcSQoi+spNJIus3EHr1FRL79uMoLMQ9fXqvJ4Wa03lSZdrGkhYpy0r3MIQQQpwkops2YQYCuKdP7/G4o6CQeE0NqdZWnF0xEiHE6DKigraWZfHggw+yZMkSHI6DQ8vNzeXzn/88t9xyCwUFBeTk5PCVr3yF+fPnc9555wHwoQ99iJkzZ/KZz3yGn/3sZzQ1NXH77bdzww03HD0weyzBRmivAW+eup+SWmxCCCXH45RAqhDipBXftYvgiy8R27YVzeXGPW2ayug5Cs3hwAqFsS0LbYz3B0iZFpGEiTG236YQQogRwgyFia5bj5GXd8SFUz03l1RLM/Ht2yVoK8QoNaKCti+//DINDQ187nOfO+K5X/7yl+i6zuLFi4nH4yxcuJDf/OY33c8bhsHTTz/N9ddfz/z588nMzGTJkiUsXbq0/wNJhKGtBgqnQWYxtG6VTFshhBBCnNTMQIDQ668TWrkKOxrBOaEC3eM5/gudTqxkAjsWQ8vIGPqBplFHOEEkkcLrMkiZFg6J3gohhBhC8a3VJNvacE+efMRzmqahebxE128gc8GCMX/hVIixaEQFbT/0oQ8dtbmNx+Phvvvu47777jvq6ydNmsSzzz574gMJtUAiCNnlcOBqlWTaCiGEEOIkZJsm0Y0bCb70Mom9e3EUFWGUl/e5Pp7mcGBHo1jRKPoYD9q2BONEEiYuh048JUFbIYQQQ8e2LMJr30FzOtEcvYd2HIWFJPbuJdnQgKuycngHKIQ4YSMqaDtiRH2QioPjQPaILZm2QgghhDip2JZFfPt2Qm+8QWzbdjSH47ilEHqjOZ3YqRRWdOzPperawwSiSbI9DhIpi8wBVOgSQggh+iJRX09i924cRUdvmK5lZGDt20d061YJ2goxCknQtjexTkA7mGWrGapkghBCCCHEGGdbFonaWoJvvEmsuhrMFM6y8gFnyWoOB3YyiT3Gg7aWZVO9P0C2x0nKsomnpBmZEEKIoRPdvBk7FsPIzDzqNpqmYWRlEdu8mZwPfvCoGblCiJFJfmN7E27veV93QDyQnrEIIYQQQgwDMxQiVl1NdN064rt2YycSOMrKjnky2CeGAaY55jNt28MJWoNxCjJdhBMpEhK0FUIIMUTMQIDoho0Y+fnH3dbIyyPV3kaysRFXRcUwjE4IMVgkaNub4P5DSiPQFbQNpW88QgghhBBDwLYsEvX1xN59j8iGDaTa29EcDlW3NitrUI6haWr1khUZ20Hb5kCMUDzFpMIMArEk8ZSZ7iEJIYQYo2LV1ZjtbbimTjvutprXix2NkmhokKCtEKOMBG17E+kExyFFyHSHakx2mF3+XWQ4MijNLB3GwQkhhBBCnBgzECBWvZXI+nUkdtdhx6Loefm4p0zpd83avrKikSHZ70jREoxh2zYuQ5fyCEIIIYaMbZpE1qxFc7n79J2taRo4nMR31pC1YMEwjFAIMVgkaNsXugMSEbAs0A92AV7btJaUleLKqVeS48pJ4wCFEMMq5h++5oROL3hy+/2ypqYm7rzzTp555hn27dtHcXExp59+OjfffDOXXHIJlZWV1NfXA6DrOiUlJVx++eX84he/IL9rmdXrr7/OL3/5S9asWUMgEKCqqopvfOMbXH311YP6FoUQQ8+2bVKtrSR21xHfsZ34zhpMnw/N6cQoKjrxEgh9OL4diw3pMdJtT0cUQ9fRNA0NCMZSvFPXwZkT89F1Ld3DE0IIMUbEa2uJ19fjLC7u82uM3FwSu3djhsIYWUP7nS+EGDwStO0L3QFWCsw46F4ATMvEtEx8MR/+mF+CtkKcLGJ+WP4ziLQff9vBkFEIF32zX4Hburo6FixYQF5eHj//+c+ZM2cOyWSSF154gRtuuIFt27YBsHTpUr74xS9imiY7duzguuuu46abbuKPf/wjACtXrmTu3LnceuutlJSU8PTTT3PNNdeQm5vLFVdcMSRvVwgxOOxUilRrK8mmJpKNjSRqa0k2NmIFQ2AYGHl5uIYwq/ZwmmFgBsZuf4BgLMnOliA53oNT67d3tROMJRmf76Us15vG0QkhhBhLohs3QiLRrwahRk4OiYYGknv3YJx66tANTggxqCRo2xe6AckEpOIq6w1I2SlSVopoKkogOXZPQoQQh0lGVcDW4QXnwDqp9/1YEXWsZLRfQdsvf/nLaJrGmjVryDwke27WrFl87nOf676fnZ1Naakq7zJ+/HiWLFnCo48+2v38t7/97R77/epXv8qLL77IE088IUFbIUYYKxol2diobnv2kti9i5TPjxWJqMxPjwcjNxdHSSnaIauGhovmdI7poO2O5iAdoQSTx6nP3JRlE06kaPTH6AgnJGgrhBBiUKTa2ohufhdj3Lh+vU5zOsE0SdQ34JGgrRCjhgRt+0I3ujJtE90PJc0kFhaWbeGL+dI3NiFEejgzwD04TXqOKdW/MgwdHR08//zz3HnnnT0Ctgfk5eX1+rp9+/bxr3/9i3PPPfeY+/f7/cyYMaNfYxJCDD4rHCaxZw/J/Y3Ed+0iuXcPZjAIySToBnpmJkZeHs7y8rQEaQ+nORxYwSP7A4wV1fsDgIbDUH/XuR4njb4Y8ZRFeyhx7BcLIYQQfRTd/C6mz4e7qqrfr9W8XmLbtpL9oQ+qOrdCiBFPgrZ9oTnANlWmbRfTVuURMp2ZtEXb0jg4IYQ4qKamBtu2ObUPV9BvvfVWbr/9dkzTJBaLce6553L33Xcfdfu//vWvrF27lv/7v/8bzCELIfrItiwSdfXEtrxHdONGUu0d2KaJ7nKhZ2fjLCtHc7lG5ImY5nRihsLYljUigsiDKRRPsbUxQF6Gs/ux8fkqs3ZHc5C2UPxoLxVCCCH6zIrHiaxZg5GVNaDvUiM3l1RTM6nW1n7VwxVCpM/YmjUPFd0Ay+yZaWslMW2TbFc2nfFOgomxmz0ihBg9bNvu87bf+MY32LhxI5s3b+aVV14BYNGiRZimecS2r732Gp/97Ge5//77mTVr1qCNVwhxfFY0Snj1Gtruu4+2ZcsIvvgiVjyBa+JEPNOn46qsxFFYiO52j8iALQAOB3YyiR0dpiaOw6imJURnNEn+IUHbA9wOnfr2SL8+m4UQQojexLduJdnYiFFUNKDX61lZWOEwyT17BnlkQoihIpm2fdFL0DZlpTBtk1xXLnvDe2mNtpLtyk7jIIUQAqqqqtA0rbvZ2LGMGzeOadOmdb/unnvuYf78+bz22mtceuml3dstX76cK6+8kl/+8pdcc801QzZ2IURPZiBAdONGwitXkdi/H93pxFFUhN5L6ZORTnM6saNRrGh0VI7/aGzbZn1DJxp0l0Y4VF6Gi72dEfb7Y4zPk7q2QgghBsa2bcLvvAO6hu5yDWgfmq5ja5DYtZuMefMGeYRCiKEgmbZ9oRlHlEdIWkksy8Khq7h3S7glXaMTQohuBQUFLFy4kPvuu49wOHzE8z6f76ivNbq6yEcPyYR7/fXXWbRoET/96U+57rrrBn28Qogj2akU4ZUraf3VvXT+9W+kfD7clZW4KitHbcBTcziwU0msMZZp2xFOsK0xwLgsd6/P53gchOIpNjZ0SratEEKIAUvu2UN8504cRSdW1sDIziG2Yzt2Quqti1EiGYNYABJHntueDCTTti8OLDU8LNNWPaWR5ciiLlDHvNJ5OPUjl8YJIcRwuu+++1iwYAHnnHMOS5cuZe7cuaRSKV566SWWLVvG1q1bAQgGgzQ1NWHbNnv27OGb3/wmRUVFnH/++YAqiXDFFVfw1a9+lcWLF9PU1ASAy+WioKAgbe9PiLEs1dqK/9lniW7YgO7NwD1tGlrXBZXRTHM6sZOpMRm0jSTMowZtNU2jMNPNq9tamF6STVWJrMoSQgjRf9GNm7DCEZzjJ5zQfozcXFLNTST27cM9efIgjU6IQWZZ0LAKmjZDZx0ko6DpUDgVpl0KxSdPY2wJ2vbHIZm2KSuFjcqYyHHn0BJpoT3aTmlmabpGJ4QYTsnIiD3GlClTWL9+PXfeeSdf//rXaWxspKioiHnz5rFs2bLu7e644w7uuOMOAIqKijj77LN58cUXKSwsBODhhx8mEolw1113cdddd3W/7qKLLuL1118f+PsSQhzBtiyi69cTeP55kk3NuCZMGLVZtb3SdWzTHHM1bf3RJCnLxqEfvZZwUbab7U0B9vtjErQVQgjRb6m2NiLr1uEoKDjh2vWa240VT5Dcs0eCtmLksUxo3AgNa2DvarBtcGWBMwOsFOxZA207YcaVMOUDYIz9kObYf4eDRdOOaESmoT4w3YabhJXAH/dL0FaIsc7phYxCiLRDahiCDxmF6pj9VFZWxq9//Wt+/etf9/p8XV3dcffx0EMP8dBDD/X72EKI/rHicQLPPUf4jTfB4cBdVTWgrtAjmaZpaLo25jJt/dEkGhz3JFpDIxCVpahCCCH6L/TGm6Ta23FXVZ3wvjRN1cSN7dhJ1oUXDsLohDiOVFwlI5kpcGWA6yhJCYH9sPVplWFrW5AzHtyHXezOLILAPlj/R/A1wOyPgjd/6N9DGknQthfBRIgMw+j5l2PTI2hrWmZ3pi2Ajo5lW8M2RiFEmnhy4aJvqiUaw8HpVccUYjSxTLWE6QSzQU4Gqc5OfE88SXTDBpylpRi5Y/j33WbMBW07wn0LxDoMjdagBG2FEEL0T2LPHiJr1+IoKhq0C7p6djaJhnrMUAgjK2tQ9inEESIdsPtNqH9L1aW1TTDckDcB8idDdhlMOFudM9S/Be89DuE2yJt0ZLD2AE2D3AkQD0Ltq9CyFaZfBlM/AProLyfWGwna9qI12oZuG5TlTjzkUfuIRmT0eNbGQoK2QpwUPLkSSBXiWN68G4pPVUuXxFEl6urwPf4E8d27cU2ahO7xpHtIQ8rGHnPlEVqCcdyO459Eux0GraH4cbcTQgghDrBtm9Brr2OGQrjLygZtv0ZODomGBpJ792Kceuqg7VcIADrr4b2/q1q0kQ7wFqjyBpqmYmrN1bBvgwqy1rwMWSUqu9bhgeJZfUv6cGdD0QwI7oeNf1KlE065bMjfWjpI0LYXtm2StFQANmElcGgOdIBUrHubeCqOjn7Y66QrsBBCiJNcMqomUJF2mHpx70ugUnHw71XNBE5S8Z076XjkUczOjjHTbOx4NMOBGQikexiDxh9N0uSP4XUe/9/O7dQJRJPEUyZux9j/txZCCHHi4tu3E928GWdZ2QnXsj2U5nSCaZLcuxePBG3FYAm3qyBs/QqIdkBWqQqsHp4Bm1Ws/kxGVYC3fSdkl/c/KUo3ILcCAo2w7RkomQl5E4//ulFmbBVMGyQHMmZtbHb5drEvtE/9QCTC3dsEk0GchrP7voYm5RGEEEKIYBPEQ9BRqzJuO+uO3Kb2VVj3MMTGTgCvP+K7d9P52GOYPh+uKVNPioAtgOYYW0Hbt2vbaAnGKMxyH3dbt0MnnrLwR5PH3VYIIYSwk0lCr72GnUphZA9+E0vN4yG2Y4cknokTZ1mw8yV4/S7Y+k9V7qBohurNcqySBU6vSuAomnFiq1izSyHaCe892WN1/FghQdte2DZYtkUsFSOaiuJP+DE1HZKR7rIIoWQIh34wUdnGlqCtEEIIEWpWTfpKZkPbdtj4qGo8cKhwO/j3QMeu9IwxjRJ79+J79DFS7e24Jk8e1MyZkU5zOLCCwXQPY1DUtIR4dVsL+RkuDP34/4Zep0E4kaLJHzvutkIIIUT03XeJbd+Oc/z4Idm/kZNDcv9+TJ9vSPYvTgJtNbDlKdjyBGx8RGXOFs9U5Q60YQw1ahoUTIF961SZhTFGgrZHYdkWDYEG4macaDJKyIzj9zfw3K7n2BPYQzQVxak7e7zm0MZkQgghxEkp3ApoYLggpwJ89fDqUrVcyrbVzVcPkTZo25Hu0Q6rZFMTnY88SrK5CdfkKSdVwBbUckwzHMY2zXQP5YRsawrw8Mo6QvEUxdnHz7IFcBg6tg11beHjbyyEEOKklursJPjyK2iGY8jq3evZ2VjBIMm9+4Zk/2IMM5NQ+xqs/BVsegyq/6EyZXMnDG+w9lBOrzr3aHhbZf6OIRK0PQrLtmiLtuE23NjYdCZD7Gvbym5/LfvC+0haySOCtpJpK4QQ4qSXPCST0J2tgrhN78Hmv0HTu6orbLAJPHlQvxJCLWkb6nBKtbfT+cijJPbsUQHbQeoAPZpoTid2MoUVHb3ZptuaAvz57Xo6IwmmFmX1K/Ce6TKobgzIUlQhhBBHZZsmgWeeIdHQgLOiYsiOoxkGtmWT2LtnyI4hxhjbho7dsOo3sO4hsEwonXswuzbdskqgvRbaa9I9kkEljciOImbG8LgLyHJm4Y/7CZlRNMvESMVpCbeQNJPkOg/W3dDQsMZYRF8IIYTot2Tk4FV2TYNx00FzQGAvvPtXKKxSzQmKZkDrVnVFfOa/pXfMQ8wMhej8y1+I79qFe+rJU8P2CA4HRMLY0Qhk9dKgboSLJkyeWL+XjnD/A7YAbodBOJ7CtvvWGFkIIcTJJ7xyFZF33sE1YcKQzxf0jAzi27ZjX3bZSbf6R/SBmepqLtyhki4aN6qAaDwEBZPBmZHuEfbkzgJ/PexZA0XT0z2aQSNB26NImkkyneqEItOZSSIVo0BzUmRkEklFSFmpHjVtNTRMe3Qv9xNCCCFOWDIC2iEnGe4c9WfBFGjdBv594C1QjQncOWpiNf0ycLjSM94hZsVi+P72d2LV1SrD1nHyTr00h0Nl2sZGZ6bthoZO9nREmTwuc0Ant5oGlg0py8bVhzq4QgghTi6JujoCL7yAnpmFnjn0FzeNnBxSrS2YbW04ioqG/HhiiEQ7IR5U82vbUqUCdMfArxDbtpqf73geAvtUrVobNVfPLILciSP36nPGONj3Dsy88sSam40gJ++ZwzFomkamMxOt66TToTtwufPRox3kaU52RFoxbRPj0E54GqTs1FH2KIQQJ5/Kykpuvvlmbr755nQPRQynZFRNFA+nO1SWrW0evDKfWQydu2Db0zDr30fuBHCA7FQK/z//SWTdOlwTJ6G7xmZguq9UeYQkViSa7qH0W0c4wYvVzXicBk5jYKUtNMCybSwpjyCEEOIwZiiM/5//xAoGcE2dNizH1LOySDU3kdi7V4K2o0k8BO07VbA21AoNK9X82+EBbNCd4MlRZQuKToX8SSpRoi/zbNtWwdp3H1f3s0vUvD1dtWr7K6NQZQO37YQJZ6V7NINCgrZ9ZBkOdDNFBjalmaXEzXiP53V0qWkrxEnCDAaxosMTdNC9Xozs7H695tprr+Xhhx/mS1/6Er/97W97PHfDDTfwm9/8hiVLlvDQQw8Nyhgfeughbr75ZnyHdZ9du3YtmcOQJSBGmGREZdH2xnFY0yanR10R3/kijJ+nJpVjhG3bBF54gfBbb+EsL0f3etM9pLTTDAPbtlV5hDQxg0GscFidlBwYl8uF5naroLrTiR2NYkUiWOFw9239uw1kbd/PlJIC2gvOHtCxdU3DtGxMS4K2QgghDrKTSQLPPkNsxw7cU6YOW6kCVV9fI9Gwh4wzzhiWY4pjsG2I+cFMgDcfDOeR2/j3wurfgm8P0NXg11ugEiFSMUADKwXBZhW83PasCuC6MqB4Nkx+H+R1ZcoeWq/JtqFjF+xaDnVvqiBvdulwvvvBoTvUe2neIkHbk46mAzZGMk6mM7O7dEL305qGaUl5BCHGOjMYpO03y0h1dg7L8Rz5+Yz78vX9DtxWVFTw2GOP8ctf/hJvV7AoFovxyCOPMHHixKEY6hGKhviKfSKRwHWSZy6OSMno0YO2vcksgpYt0FI9poK20fXrCb76GkbhuH7//o5lmsawXfQ6XKy6Gt8TT2IGA+oBG9BA0w1wOFTtQEOHZAo7mcBOJrETSeIpk2RziLlmEqu9hI6ZZ2Ab/Z9CaxpYgCmZtkKMePv27ePWW2/lueeeIxKJMG3aNB588EHOOksFAWzb5nvf+x73338/Pp+PBQsWsGzZMqqqqtI8cjHa2KaJ/5lnCL21Amf5eDRnL4G6IaRnZhLfvh3bNE/emvvDLeaHqA9yxoPhAMuCpk1Q+7pagWaZaml/VjE4MyGnTD2WjKimvv49UDj9yKCuq5dkGTOhSifEQ7DjOahfoerRpuJgJaF4lnpduA32rFbb5owHb94w/EUMEW8+NG6CWEAFrEe5UZLjPHI4Ur3XYdPQJNNWiJOAFY2S6uxEd7tx5OUN6U13u0l1dg4owHHmmWdSUVHBE0880f3YE088wcSJEznjkCvpzz//PBdccAF5eXkUFhZyxRVXUFtb2/18XV0dmqbxxBNP8IEPfICMjAxOO+00Vq1aBcDrr7/OZz/7Wfx+P5qmoWka3//+9wFVHuGee+7p3pfP5+NLX/oSJSUleDweZs+ezdNPP939/OOPP86sWbNwu91UVlbyP//zPz3eU2VlJT/84Q+55ppryMnJ4brrrgPgrbfe4n3vex9er5eKigpuuukmwuFwv//OxCCwLDUJ1I4z6bdM1d3V16AiWa4sqFuhJopjQGLPHvz/ehrNMHAUFKR7OCOLDVZ0eGva2rZN+O3VdPzpz6Q6O3EUFKpbofpTz84+WLoikQTDQM/JxVFahmvqVPylE2kqKCdVUo6RTOCMhAY0Dl3TsG0bSzJthRjROjs7WbBgAU6nk+eee47q6mr+53/+h/z8/O5tfvazn3Hvvffy29/+ltWrV5OZmcnChQuJnUDN7vDbbxPbvmMw3oIYJWzLIvD8C4RefQ1ncXFaLvLqOTmk2ttJtbQM+7FPGuF2aK6G7c/B8p/DS9+D1+6El++ATY/BW3fDyl+rQKPhBneumhM3V0PDKtj8V3jvcdj+vAr2jjul9yzc3hguVTIgZ7wK0HpyoHWHytgNtqgSZZv/ArWvqOBt8czRHbAFyBwHkTZo2Tqgl9u2jRkKk9izR63OSjPJtO0PTcMTbj/KU9KITIiTie71DkuDACseP/5GR/G5z32OBx98kKuvvhqA3//+93z2s5/l9ddf794mHA5zyy23MHfuXEKhEHfccQf//u//zsaNG9H1g9f1vvOd7/CLX/yCqqoqvvOd7/CpT32Kmpoazj//fO655x7uuOMOtm/fDkBWVtaR78OyuPzyywkGg/zpT39i6tSpVFdXY3Rd0V+3bh0f//jH+f73v88nPvEJVq5cyZe//GUKCwu59tpru/fzi1/8gjvuuIPvfe97ANTW1nLZZZfxox/9iN///ve0trZy4403cuONN/Lggw8O+O9ODJCZUEuyesu0TUZVZkF2KQT2q0ljuBXMpJpItm2DVb+BinNU9m3RqSr7YJQxg0F8jz+B2dGBa9rw1KQbTWxsrMjwlUewTZPgK68QeOFFdLcb16RJ/Vp2Gk+ZNPpiGJqG5XKjB304wyES2Xn9HsuBRmRSHkGIke2nP/0pFRUVPeYRkydP7v5/27a55557uP3227nqqqsA+MMf/kBJSQlPPfUUn/zkJwd03Ni27egZXjynjJ2u58PNNk1STU2YoRBW1802TYz8fHWhrrBwWObvfWHbNsFXXiH40ksY48Zh5KanaZKemUmqcT/JvXtxlpWlZQyDzrbVvDMVUxmr/VkBdmjJADOpgqeRDkiEVA1ZMwnuLJXNmVUCnjzQ9YOlDcKtkAirrNiWbRBqgkCj2o+VVPVhXVmQUaT2t+1pFajNKgH3IUH7ocgQ1TQ1Xk/e4O97JNEdKoGkfgVMOFv9+xxHqr2d+M6dJPbsIblnLylfJ3Y0hmvSRPI+/nGcxcXDMPDejb6zoTRKOjPI7mxAM1NHLIvTkKCtEGJk+c///E9uu+026uvrAVixYgWPPfZYj6Dt4sWLe7zm97//PUVFRVRXVzN79uzux//7v/+bRYsWAfCDH/yAWbNmUVNTw6mnnkpubi6aplFaevS6Ry+//DJr1qxh69atTJ+uTkamTJnS/fzdd9/NJZdcwne/+10Apk+fTnV1NT//+c97BG0vvvhivv71r3ff/8IXvsDVV1/d3eysqqqKe++9l4suuohly5bh8Xj68TcmTpgZV1m0zl7KVrTXqK6zhgsSAZh4HjRtVl1p8yZB/hRo26Eec7hV0Pb0T0PuhOF/HwNkp1L4//Uv4jU1uKdMGbaadKOJZjgwA4EhP46dTBKvrSWybh2R1WswCgpwFBb2ax+WbbNlf4DmQIy8DCe2rqGbJs7IwDLCta5MWymPIMTI9s9//pOFCxfysY99jOXLlzN+/Hi+/OUv88UvfhGA3bt309TUxKWXXtr9mtzcXM4991xWrVp11KBtPB4nfsjF+MARn4U28Z012MnksC+RH+3sVIrY1q2EV6wkvnsXdiwOttVVt1NVw9HdLnRvBs7yMrynnYZ7+vR+fy8M2niTSYKvvU7whecx8vJwHJLFPdw0TQNNJ15XR8bZA6vZPqxScbVay0yoOWXrdmjdqgKfRdPB6YX9m1QJASulEgGmXqyCd86jnBdEOmD/Buisg87dal+aprJaUzEVADYTXRtrqGZfhgq+urJUJmvMr27JSNe2tgocOjwqGJtVfGSjXveRiS5ikGSXqUzbtu1QPKPXTaxIhNiWLUTf20K8pgYz4EfTDXSvFy0jA6Mwk9j27XQ89DD5n/wErmEqMXg4Cdr2Q9KViSfaSUa4lXBOz6tQmiblEYQQI0tRURGLFi3ioYcewrZtFi1axLhx43pss3PnTu644w5Wr15NW1sblqU+xxoaGnoEbefOndv9/2VdV+FbWlo49dRT+zSWjRs3MmHChO6A7eG2bt3ana1ywIIFC7jnnnswTbM7I/dALbkDNm3axObNm/nzn//c/Zhafmyxe/duZszo/UtaDBEzCbbZszyCbasTJ12HwmnQuFlNUsefoQKymx9TS5gyi9TzoCa8+zeoLIazv9C3brcjQOitt4i8vRrn+OGvSTdaaE4nVnDograpjg5i775L5J13SOzbBykTR2lpv5ecmrbNzqYgjb4ouV4nTuNgloYzPMCgLerXQTJthRjZdu3axbJly7jlllv49re/zdq1a7nppptwuVwsWbKEpqYmAEpKSnq8rqSkpPu53tx111384Ac/OOaxTb+PZHMzrgmj54JlOtmWRWzzZkJvrSBeWwvYOIpLVNDlkPqstm1jx+MqSLNjJ9Et1Ri5OXimT8d7+ul4ZswYtu/tVHs7/n/+k8iGjTi6MoDTTc/KIlEzgi8YxALqon6oFfatUxf8rZQKgpoJFTi1bTV3RFOlA7z54HSrMgBr7octT6oGXHkTVQBVM1QWbKRDNa0KNYPuVEFfAGwVvHVmqqa5hrOrzxHqWFZKZd8mwipjVneoLNqMgoNBX5E+7mwI7IUdz0Nh1RGr98xQiM5HHyP27rvQVc7MUVzc1ZzvkN1MnUZi9y46HnqYvI9/DE8fz30HkwRt+8EyXOhmAnek88igrWTaCiFGoM997nPceOONANx3331HPH/llVcyadIk7r//fsrLy7Esi9mzZ5NIJHps5zxkAncge/BAgLcvDjRDO1GZhy1pC4VCfOlLX+Kmm246YtvhargmulgW2F2ZtrqhJtGddeo+NuRWwFmfg91vqglt0QwonaMyGna/oYK2Bzgz1PZ716qM28oLRvzkN9HQQPDll9FzcjB6KREiFM3hwAoOfu1i0+cjvHo14VWrSLW3q2yqsnL0AWbbN/tj7GoLk+Fy4HIcnMDbmo4r5B/QPnVNw7JtCdoKMcJZlsVZZ53Fj3/8YwDOOOMM3nvvPX7729+yZMmSAe/3tttu45Zbbum+HwgEqKio6LGNGQyS3LdfgrZ9YCeTBJ57ntDy5di2jbP86J/5mqaheTzoHg+OggJsy8L0+4msX09k/QbcU6eQecEFeGfPHrKgpW3bxLZUE/jXP0ns249r4kT0QZofnygjJ4dUe9vIvGAQaIQ1v1PZtdiq7mreRJVla5ldS+GPMUf05qls2ZhfNfHat47uTqTYoDlUCYWiGX0vo6AdEhj2pi9LWhxH7iTYtx62Pwszruz+OTkQsI1u2oircjK6233UXWiGgWvqNBL19XT88U/kXvVvZJx99rCuppOgbX9oGqDhih45WZdGZEKIkeiyyy4jkUigaRoLFy7s8Vx7ezvbt2/n/vvv533vex+gmnr1l8vlwjSPfdFq7ty57N27lx07dvSabTtjxgxWrFjR47EVK1Ywffr07izb3px55plUV1czTWqHpt/q30KG82CQtqValT2Y/iGVAVEwFbKK4LRP9Hxd2elQ9ya0blNZurpTTcDzJ6v6X+v/oDIbKhek4131iRWPE3jmGaxAUOrYHofmcGCGI9ipFJqj5zTUiseJbthIfOdOcj58eZ+yj8xAgMg76wiveItkcwtGfj7uaVVHZEr0h2nb1LeH0TTwunp+/lhOJx5f7/0NjqdrlS79uN4lhEiDsrIyZs6c2eOxGTNm8PjjjwN0l4Nqbm7uXn104P7pp59+1P263W7cxwgOAFjhMImGejLPPeeQB03Y+GcoP0Nd7BRYsRj+f/yD0IqVOIuKMPLy+vV6TddVlmt+PlYsRnx3HfHaWtxTppB5/vl4Zs8e8EW/3iT37SO8chXhtWvAsnFPm9YjEzjdNK8XOxojuXfvyArahttUlmzbThg3/cjmW0Yfv+sdHsjyqLqxoFaAoY34hABxglwZKku6+h9qld/UizFDYTof+wvRTZtwTao8ZsD2AE3TcE2aRGr/fnx//StmZyfZl1xyxDx2qEjQtp8s3Ulux24iOaUECg8WpNc0DdOSTFshxMhiGAZbt27t/v9D5efnU1hYyO9+9zvKyspoaGjgW9/6Vr+PUVlZSSgU4pVXXuG0004jIyODjIyMHttcdNFFXHjhhSxevJi7776badOmsW3bNjRN47LLLuPrX/86Z599Nj/84Q/5xCc+wapVq/j1r3/Nb37zm2Me+9Zbb+W8887jxhtv5Atf+AKZmZlUV1fz0ksv8etf/7rf70WcgFATRBMq8GomVebBOdfBuOMEMUvnwOT3g69BlUzYt179fyquMil89fDuX9VE+3j7SpPQW28Rq67GOalS6tgeh+Z0YiUSWLFYd0aynUgQ3byZ0BtvkKirw04mscIhCj7zmV4bxliJBInaWmLvbSH63ruk2jswcnIG7SS4IxSnM5Ik23PkNNl0unEFfb32NzgeTUNq2goxCixYsKC7ueoBO3bsYNKkSYBqSlZaWsorr7zSHaQNBAKsXr2a66+//oSOraGpZeqHXtjatx5qX4NgkwRtUVlyvr//ncg763COH3/Cq1t0jwf35MkqeFvfQLymFueE8WSedx7e004bcIMw27ZJ7d9PeOUqIhvWYwWDOIpL+h1gHg6apoFhEN9dR+Z556V7OEq0E975vapJWnTqkfVgT4Q28Au7YpTJKlbnJe89gekcR+eLa4lu2ICrsrJfF2Y0TcM5fjyp9nYCzz6L6fORe+WV6Ied8w4FCdr2k+lw44oFGb/rTQIFld1XZ6Q8ghAnFysaHTXHyMnpvfuorus89thj3HTTTcyePZtTTjmFe++9l/e///392v/555/Pf/3Xf/GJT3yC9vZ2vve97/H973//iO0ef/xx/vu//5tPfepThMNhpk2bxk9+8hNAZcz+9a9/5Y477uCHP/whZWVlLF26tEcTst7MnTuX5cuX853vfIf3ve992LbN1KlT+cQnPnHM14khoDnBv0tl1Vop1Uwspw9diB0uOPMaVU7B6YGqD8GL34VoBzjLIXeialC25ndw2idVptEICowm6uoIvfoqRl5+n67Wn/ScTuxwGCsSQXO5iL37LqE33yKxezea04lzUiUA0fe24HvyKfI//jE0l2psZycShNeuJfzmWySbm8C0ujJrBy9jycZmny+qltr2ksFjuVw4ohGckRCJ7Lx+7VuVR5CatkKMdF/72tc4//zz+fGPf8zHP/5x1qxZw+9+9zt+97vfAerk/eabb+ZHP/oRVVVVTJ48me9+97uUl5fzkY985ISOrWdmkvL5SDU34xw/Xj3YtBlCLapGY6RDlRg6CVmxGPFt2witXEmseuuglxfQPR7clZXYiQTJlhY6//o3gq+9jnf2LNxTp+KqrDxmwNVOpUh1dJBqbCSxfz+JmlqS+/djBYMYxcW4SstG9IVdPTubRG0NViKB7uqloexwMZNQvxJ2va7mf4VVgxuwFSefnHLM+vfoXPYzooEcXJVTBpxJ7ygsRHO7Cb35JqbfT97ixUNel1p++vsp6cokr72GcHYpjmSElEtlgEgjMiFODrrXiyM/n1RnJ9YhHYCHiiM/v98T0oceeuiYzz/11FPd/3/ppZdSXV3d43n7kCywysrKHvcB8vLyjnhs2bJlLFu2rMdjdXV1Pe4XFBTw+9///qjjWrx4MYsXLz7q84fv74Czzz6bF1988aivE8NE01RNMM1QE253lqpN2xe6DnrX5MnhVplE259TDR6yimFcFXTsglW/gYnnwZmfUdulmRWL4X/mGaxQGNfUqekezqigORyQShJdv57Y1m0k6uvAcOCsqOgR9HZNmEBk9WqMnGxyrriCZEMDgedfILa1Gs3jxTl+wpAEyTsjSZoDcTLdvU+RTacLV6ATZ7j/QdsDmbaWZNoKMaKdffbZPPnkk9x2220sXbqUyZMnc88993D11Vd3b/PNb36TcDjMddddh8/n44ILLuD555/HcyJL6ttr0Y0UdiRKYt8+FbS1TGivUeWGoh2qJueUiwbhXY4eqdZWIps2EX3nHZJNTaBpuCZPHrLAouZy4ZowAds0MdvbCb3xBqHlb6Dn5uCaVIljXCG6260uKOo6pt9PsrERs60NKxLBCkewUUFgIycHR9nIDtYeYOTkkGpuJrV/P67KyvQMItwOmx5VPQ0MV1dJhDQGkMWYkArE6NwUJ1a3H9ec80649ImRlYVWOZno5ncxAwHyFi/GPXny8V84QBK07SfL4cI3bhqecDuuWPBg0Larpq1t26PiQ1kIMTBGdjbjvnz9sGTaggoS97fruTh5HAiWHwhoz5o1izvuuIPLL78cgFgsxte//nUee+wx4vE4Cxcu5De/+U2PjtcNDQ1cf/31vPbaa2RlZbFkyRLuuusuHAOp0+TOhdzx0LEb8isHnhE769+hcBo0vA2NG1QguHCaaiKx+3Xw5MCcj6U94za0YgXxbdtxVkpZhL7SHA6sSITAs8+pzNoJFb0GX/XMTBzFxQRfex3THyC2tRorHFbbD2KdwQNsbPb7YuxoCpIyLXJ6KY0AYBsOdNPEGel/MzUdlWmbMiVoK8RId8UVV3DFFVcc9XlN01i6dClLly4dnAMGm6BxEwQsyJ9Kcs8eOOccVdMz5lffe2Yc9qyGSQuO6IQ+FtmmSWT1agIvvkSqrQ0jOxtXxcTu1RdDTTMMHMXFOIqLVQA3ECC+dSuxZBJVoRxUXVTQ3KrJmZ6dg6O07ITqqqeL5nZjxeMk9u4b/qCtmYKGlbDjBdXENn+yajgmxAlKtofoeGM7iZYQ7pJMtGA9FJSD48Sy9HW3G/e0aSR276bj4YfJ/ber8J5x+pCcD4z9T/shYOlOdCuFKx4kgipE391N3bYwtJFTVFwIMfiM7GwJpIoRYcKECfzkJz+hqqoK27Z5+OGHueqqq9iwYQOzZs3ia1/7Gs888wx/+9vfyM3N5cYbb+SjH/1od9M30zRZtGgRpaWlrFy5ksbGRq655hqcTmd31+wBMeOQWTTw17uzYNJ8qDhXNThrWAXFM1Umr2WqLNxkDGb/u1oumgbJxkZCry9Hz8tL7zLCUUYzDJzjJ6gu3sf5ezPy8rCTScKrVuIoLhnSpaW+SJLq/X4sGwoyXUc/jqYalzgjoX4fQzJthRBHtX8jxEMQS6I7LOI7a7ATcbQ9b6umnNnlqlFn03tQ87IqJdS6TXW7Hzc97RcxB1uqo4PAM88QWb8e3ePFPX16Wi+OaoaBIz8f8vPTNoahpmkamsNBYtcuuGAYm7921sP2Z9WFesM9+PVrxUkr3ujD99ZOkh1h3KU5qpRxuA1atkPZaSf8uakZBq6pU0nu3Uvno4+S6mgn+/3vH/QGZfLbMBBd/7iuWODgQ2hYXf8ZSNBWCCHE0Lvyyit73L/zzjtZtmwZb7/9NhMmTOCBBx7gkUce4eKLLwbgwQcfZMaMGbz99tucd955vPjii1RXV/Pyyy9TUlLC6aefzg9/+ENuvfVWvv/97+MaaDDStiBjEE5sdB2mXQr7N0AsoDKNDtTy2/kCRNvhzCXDXt/PtiyCL7+M2dmJe/r0YT32WGAcpc52bxxFRTiKTuACQB+kLIvalhCJlHXsgG0XGw1X0Nfv42iaysiSmrZCiCMEm1T2rBVDd5ikOjtIrf47zqaXwFuggrOuDHWhsuZldXF069PqtaVzYPpCKDolve9hkMS2bsX/1D9I7NuHa8KEXhtSiqFhZGcT370bKxYbklUtPaTisGs5bP2najqWX6n6IhzLgYue6iqo+j0ItapyWg6PKp2VUaD+X5y0bNsmursN/9s1mJEkrrJcNL1rbufJBV+d+jnJm3jCx9I0DVdFBam2NgL//BeplhZyr7xyUBO8Rl/e/oih4Y76D97TNGzbPqLOoxBCCDEcTNPkscceIxwOM3/+fNatW0cymeTSSy/t3ubUU09l4sSJrFq1CoBVq1YxZ86cHuUSFi5cSCAQYMuWLb0eJx6PEwgEetyOpB1/4t1X46qgbC746sHXAMmommgVTIO978Cq+6DuLTXhHyaxLVuIbNiIc/x4KYswBtS3R2gKxMjxOvv072k5nXh87QM8moYpc0UhxOGC+1Umra6jmz7s5l0kVz+lyg5llx7cLrsU/HtUwNZwqYDuge/CpvfSNvzBYkWj+P/xD5ItLbinTZOA7TDTc3JUjd59+4b2QJ31sOJXsOGPgAbFs3qfN1opCLdC205oqVa31q0H/9+/BzLyoOpSddHClanKK3TWHQzwipOKbdmE3ttH5xvbsRIpXCXZBwO2oAL7mqFWKiTCg3Zcx7hxOMrKCK9cRfsDvyexd+/g7XvQ9nSSMR0uPOG27vs6Oik7Jc3IhBBCDKt3332X+fPnE4vFyMrK4sknn2TmzJls3LgRl8tF3mGdjktKSmhqagKgqampR8D2wPMHnuvNXXfdxQ9+8IPjjMoevCwHTVPZtNll0LgZ/A2gOSB/Eow7RTVoadsOGYWQVQrlZ6jSDN48dQLgzRvUpmVWJELw5VdA0zCyBikwLdImaVrs7Yjgdug4jb7lMphON66gH800sY3+ra7SAEsybYUQh0ol1JJdwwm6Ey3Shh0IkQhOIOPQgC2oZeP5laqkqif3YBPQjhpY+/9g9keh8n2jtlxCrLqaZGMTrkmT0Pr5+SpOnO52QzJJcu9e3EPRYDXaCTWvqIvtkXYomNL7fDEZg8Be1djWmw/jz1RZkZ4c9fNuJtXvizNTPe7s2kcqAXvXwJYnobUaCqZK1u1JxE6Z+N+pI/TeXgyvE0fuURoie3LVxYBgo+qZMUiMrCz0KVNI7NpF+wMPkHvFFXjPPPOEEzwkaDtApuHGFQ+imwksQy2ls7ElaCuEEGJYnXLKKWzcuBG/38/f//53lixZwvLly4fseLfddhu33HJL9/1AIEBFRcWRGzoGsc6rJwfm/AfM/AjsWwfbnlZXyL35qlmFbqgTgY5d0FytImOGW03oXZkwcT4Uz+jqQnxiU5/QqlXEa2txT5kyKG9NpI9l29S0BAnGU+Rn9P3n1XK5cMQiOCIhktm5/T6ulEcQQvQQ9UEqpjJtHW5wuDCydeLtJrZlHdnUypPX876mqdUn/j2w7g8qO3HqxcM1+kFjWxaRNWvAMNCcznQP5+TldBKvqSXroosGd7/BJljzu6752zgomnHw4oKZVEE0TVO1nbFVwLXqUlXj1pvXt2M4XFB5AeRNgs1/gcaNqh60d+zWIhaKGU3gf7uWyI4mHHkZGJnHSNjQNLVSwbfn4HnEINGcTlzTppHcu5eORx4hq66O7IULTyjRQ4K2A2Q6XLjiQZzxEPGMAjRU0NZGJuJCCCGGj8vlYto0dZV43rx5rF27ll/96ld84hOfIJFI4PP5emTbNjc3U1qqMndKS0tZs2ZNj/01Nzd3P9cbt9uN232MiZBtAV2TocFmOGDiuVB8KtS+BvUrVV0qywRNVzfDqY7tcIPhwo5HYMsTaNs9KmhbeYE6Acgs7Pfhk01NhJYvx8jLkxPKMWC/L8rutghZbgeG3vcsCNPpwhXoxBUODixoK0s2hRCHivlU6R/DoYIJTi96pkEqGCPlj+LM70OJAE1TGYf+vfDu46psQvnpQz3yQZXYvZv4rl04i4vTPZSTmpGTQ6KhHiscHpzyFGYKal9VtZgD+2DcqWquZtsq2zbSri405JSrx9xZMHsxlMwZeAJAXgXMv1Fl3G5/Vi2H9/S9nr4YXVL+KJ1v7SC2pwNXURa6uw9zdHeWumAWblGr+QbRgTq3pt9P8LXXSdTXk7PoCjynDKwPhgRtB8g03BipdlyxoAradtW0lUxbIYQQ6WRZFvF4nHnz5uF0OnnllVdYvHgxANu3b6ehoYH58+cDMH/+fO68805aWloo7jpJeumll8jJyWHmzJkDHEBKXbE2Bq8kwRE8uTDrIzD9MlXTLNwKoRbViAJN/X+omWRzC753msmclktGpROa31M3bz6UzoVJ56saaH24wm7FYvj/+U/VfKxKmo+NdrGkSW1rCEPX8Dj7l2FhGw5008QZCQ7o2JJpK4TooXGj+u7UDn4W6R4nyfYw4er95JwzBf1Yn1OpmLpYqemQMx46d8G6h9XFy+IZQz/+QRJZvx4rFpc6tmlmZGeT2LuHxN59Aw4ydUuEVTmE9x4HZwbkT1EZ4WZC/cx781VZq7LTYMLZ6ufYtgZntZbTA3M+phqe1b4CiVyVdTtKS4eI3sWbA/je2kGiLYSrNAfd0cc5nd4VCvXvGfSg7QFGbi56ZiaJhnraH3yQrAsvJOt9F/S7SZkEbQdK1wEbRyoGoDJtJWgrhBBiGN12221cfvnlTJw4kWAwyCOPPMLrr7/OCy+8QG5uLp///Oe55ZZbKCgoICcnh6985SvMnz+f8847D4APfehDzJw5k8985jP87Gc/o6mpidtvv50bbrjh2Nm0x2JZaiI0mOURjsbpUXXODmfbJLZuoHP9Y8QCCXRrMhnZTgg0qhMF/14INcOe1ZBVBKWnqWZnhVW9lk+wLYvAs88S3fwurspKaT42ypmWzc6WIIFoisKsAfycahpoGs5IaMDHF0KIbp0N6s9Dvls0TcNZkEnwvb2Y0SR550/D6K2MS6gZIm3qe7dwutpH/hRo2wErfw0z/w2qPjTiA1WptjaimzfjKOz/KhgxuDSXCztlkty3d2BBW9tW5ap2vQ5N70K0AwyPKoHgq1cXy3MnQO541YAsZ2gCZoCa053+KdXAb8fzqs5t9viD9aAHykxCPAAxv8qS1zRUE94M1U/BmdHVT6HrGFZKbaMPIPx2YHXOCP8dTodoXRu+lTWY4TjuspwjS8kcjytT1RNPhNX/DwHN4cA9ZSqp9nYCzz5DbNNGst7/frxn9nL+chQjJmi7b98+br31Vp577jkikQjTpk3jwQcf5KyzzgLAtm2+973vcf/99+Pz+ViwYAHLli2jqqqqex8dHR185Stf4V//+he6rrN48WJ+9atfkTWEjUI0y1R/dtW0tWXJmxDiJKZpGk8++SQf+chH0j2Uk0JLSwvXXHMNjY2N5ObmMnfuXF544QU++MEPAvDLX/6y+/swHo+zcOFCfvOb33S/3jAMnn76aa6//nrmz59PZmYmS5YsYenSpQMflJ3qKlMwDEHbo4jt2IHv78+QCiRwnTKXeChF6oz/wmF3qqV5dSvUiUO4Vd1v3gI7X1TlE2YvhnE9mxJEVq8m9OZbOEtLVZMOMWrZqDq29e0RcrwO9AGeBNlouIL+Ab3WkrmiEOJQ0XZweIFoj4eNDBeaQydS04wVTZB3QVXPUgm2pb7Hqj4EjZugdataYu7OUd9nwUZ49+8qm7HinOF9T/0U3fwuZqcP9yHn9iJ9dLeb2LbtZH3gA/27UB1oVCUJGjdBMgwZRSqAmYyoGraTzlc3YxhLTDnccMplUDILqp9SvQ8CeyFjnPrdMJxq3toXqRgE9qs/vfkwrkpls3ty1eOt21W5h5hfZfhiA5pK+LNt9Ttr2+DOVtmdx/p7OBDkNhPqdfmThyywONrYtk14ayP+tbvAtHGV5gwsocLhUUHbcOuQ/906Cgsx8vJINjbS+dhjhFevwZrXt8DtiAjadnZ2smDBAj7wgQ/w3HPPUVRUxM6dO8nPP1gw+mc/+xn33nsvDz/8MJMnT+a73/0uCxcupLq6Go9HdQS8+uqraWxs5KWXXiKZTPLZz36W6667jkceeWTIxt4dtO2qaWshmbZCjHXRVJSEmRiWY7kMF16Ht1+vufbaa3n44YcBcDgcTJgwgY997GMsXbq0+/NSjA0PPPDAMZ/3eDzcd9993HfffUfdZtKkSTz77LODNyjLVJkEQ1ke4Shs0yS6cSO+p/6BFQ7jmjIVLIvErl0k9jTiOOssKJ0Nky9Ugdpwq5pkd+xWE/i6N1UW7qmL1DauDOK1tfifeQbd68XI7X/9UjGytIcS1LVHyHQ5cPd1CV0vLKcTj69tQK81x/hUMbZtG3YyhXfO7HQPRYjRIdAIReUcHrQF0F0O3KW5xPb76HjxXQrOL8U5YZLKugu1QOY4mHGlqtf+3hPQuVt9j2WXqwBux27Y9JjK/isZYNmjIWbFYkTWrMHIyup/ppwYEkZuLsn9+zB9PhyHxGSOyjKhYRVseUpdLMitUNm0nfUqYHn61TDt0kFt+NRvB+rc+hpg7xqoXwX+BlVz17ZUcDenXAWZD5eMqW1tCwqmwJT3q5IOh2fs2rbKwI10QDyoMmxB7dO2VPA61Az1K6BtuypncniTtERY1VqNdaoeDFPer4Lge9eAO1cFe0/irFvbtAhsqCe0aQ+ay8BZeAIJmlpXQD3YBPmT6M6MHiKaYeCaMAErkSDR0EBw+7Y+vW5EBG1/+tOfUlFRwYMPPtj92OTJk7v/37Zt7rnnHm6//XauuuoqAP7whz9QUlLCU089xSc/+Um2bt3K888/z9q1a7uzc//3f/+XD3/4w/ziF7+gvLx8SMau2YcEbaU8ghBjXjQV5Zldz+CPDyzDqr9y3bksmrKo34Hbyy67jAcffJBkMsm6detYsmQJmqbx05/+dIhGKkQXy1ST8uEoj9DFtm3iO3cSWv4Gsepq1bn1QBkDwwBdJ1a9lYyu+QFOL0w46+AOzJSqKVj9D5WBse5BaNpMauIifE88ixUK45oyZdjejxgalm2zqzVEyrLI9Z5Ylo/pdOMK+tFME9vo30noWC+PEN24iejmzcAn8c6Zk+7hCDHyJYKQWQz0PrfUHDru0mwSuxsIvZcgL0tH82RDpBVmfgQyCtTtgq9BqAl2vKjK/0Q7VICpvRbW3A9nfw5KR97vZKx6K8nGRlwTJ6Z7KKKLnp1NqrWV5J49xw/axgKw8c/qZ85wq4zaSLsKjhZMgZlXqTnXSAg0apoKzuVPgqqFKoCajKrM2F2vqSCzmQBscGSocgcxvwq4Fs+EqRerclqOoyQmaJoK5HqOc5F/yvth69Ow4zmVkevKVHPnwH4V+M0qVskDp1ymGqhNPE+Vlaj+B7TvhMJpfc8OHkOsRAr/27sIb9uPke3BkT0IyUjODPVZmYgMWyaz7nLhnjyZWCDQt+2HeDx98s9//pOzzjqLj33sYxQXF3PGGWdw//33dz+/e/dumpqauPTSS7sfy83N5dxzz2XVqlUArFq1iry8vO6ALcCll16KruusXr16yMauH1oeQZa7CTHmJcwE/rgft+Em15U7pDe34cYf9w8oq9ftdlNaWkpFRQUf+chHuPTSS3nppZcAaG9v51Of+hTjx48nIyODOXPm8Oijj/Z4/fvf/35uuukmvvnNb1JQUEBpaSnf//73e2yzc+dOLrzwQjweDzNnzuze/6HeffddLr74YrxeL4WFhVx33XWEQgfrQF577bV85CMf4cc//jElJSXk5eWxdOlSUqkU3/jGNygoKGDChAk9LuqJEc42VTOVYSqPkNy3j84/P0L7/f+P2Hvv4SwtxVVR0WOZlJGXR2znTkz/US62GA51QvG+r8Psj4K3gNSW5XT8z7dIbtuEq3KS1LEdA9pCcdpCCXI8J74s03K5MJJxHAOoazvWyyOYfh/JxkZ8f/87se3b0z0cIUa+vEnHXS6uWQkchblEGi0SjW2q8WZhFUy95OBGhkNlN579OZj/ZZXB17FLBXjiAXjnQWjZOsRvpn9s2yayYQNoGporfWWVRE+aYaj+AHX1x94wHlQ/V3VvqVqxOeWqTIdtwikfhvfdAhVnj4yA7eE8Oaq8QdlcmPw+eP+34aJvwrlfUhdDCiarwGj5GXDe9Qffy9ECtv3hylRN0mb/B1hJFTQMNqm/v/k3wMI74bSPqzGC+nyo+iCc92XILIK2nSqQnAZ2yqT95S3EG33DelwzHKdj+XZC1ftw5GcMTsAWVImEZEytvhtmurNv89ERkWm7a9culi1bxi233MK3v/1t1q5dy0033YTL5WLJkiU0NTUBUFJS0uN1JSUl3c81NTV1d74+wOFwUFBQ0L3N4eLxOPF4vPt+oI+R7kNpXb8sB2raml1BXCHE2OYxPGT0tnxmkMXN+PE3Oo733nuPlStXMmnSJABisRjz5s3j1ltvJScnh2eeeYbPfOYzTJ06lXPOOVjz7OGHH+aWW25h9erVrFq1imuvvZYFCxbwwQ9+EMuy+OhHP0pJSQmrV6/G7/dz88039zhuOBxm4cKFzJ8/n7Vr19LS0sIXvvAFbrzxRh566KHu7V599VUmTJjAG2+8wYoVK/j85z/PypUrufDCC1m9ejV/+ctf+NKXvsQHP/hBJkyYcMJ/H2KIWaaaXA5x0NaKxQitWEHo9dcxO304y8owcnJ63dbIyyOxq5Z4bS0Zxyr8782D0z9N0j2Zztd+QXzvPtwlUbSW92DcKSpDV4xKpm1T3x4BwGmceM6C6XThCvhwRYIks/teNsO2ITXGM23NQABnWRlmMETnX/5CwX9+BveUycd/oRDi6FJx9Lx8UgEXIV8Brk//N1rmOJUJ2Juy0+AMG97+jQpGFExVGXqr/w/O/AyMnze84z8Ks62NRG2tNCAbgfSsLGLbt5FjflgFcQ8XboN1D8H+9VBQBakotNVB6Vw485qhbTA2FAyHymYtOkXdt21V3mCo6u/quirHVX66Cg6bCcgqVU12j6ZkJpzzRZU5375TXbgZ5ozbeJOfWEM7mtOBuyxvWI6Z9EfwvbmD2N5OXMXZ6K5BDGNqWleW8z51AW0EXmAYEZm2lmVx5pln8uMf/5gzzjiD6667ji9+8Yv89re/HdLj3nXXXeTm5nbfKioq+r0PratOiaEZmLZJyk4N9jCFEKLfnn76abKysvB4PMyZM4eWlha+8Y1vADB+/Hj++7//m9NPP50pU6bwla98hcsuu4y//vWvPfYxd+5cvve971FVVcU111zDWWedxSuvvALAyy+/zLZt2/jDH/7AaaedxoUXXsiPf/zjHq9/5JFHiMVi/OEPf2D27NlcfPHF/PrXv+aPf/wjzc3N3dsVFBRw7733csopp/C5z32OU045hUgkwre//W2qqqq47bbbcLlcvPXWW0P8tyYGhWWq4OYQTXoOlEJov/9+Ak89BWi4p08/asAWujJGNJ3Y1uPXjko2NtLx7CriZhnu2WehuTwqo2H3G9BSDTEfqrGEGE32dUZoCcbJ9gzORN82HOhmCmc42O/XpsZwUVs7lcKKRLtLlJgdHfgee4zE3r3pHpoQo5uVRMsswjF1NrFON/GW6NEDtgeUnabq3cYD0FGrlqonwrDuYfW9NgLEduzADATQj/EdLtJDz8kh1dZO6pA5e7fWHbDiXti/AfKnqL4AkXaVXTv/htEXsO2Npg19wzRNU9nxOeWQX3nsgO0B46rg7C+o2ratW7vKOQyfWH07ZihBrKGdlP/IOtyDLdESoOPlamL7OnGX5g5uwPYAVyZEO9Vn5Qg0IoK2ZWVlzJzZszD6jBkzaGhoAKC0tBSgx0n+gfsHnistLaWlpaXH86lUio6Oju5tDnfbbbfh9/u7b3v27OnfwO2D5RF0TceyLVKWBG2FEOn3gQ98gI0bN7J69WqWLFnCZz/7WRYvXgyAaZr88Ic/ZM6cORQUFJCVlcULL7zQ/Zl7wNy5c3vcLysr6/6c3bp1KxUVFT3qhc+fP7/H9lu3buW0004jM/NgfaAFCxZgWRbbD1kyO2vWLPRDGk+UlJQw55A6iIZhUFhYeMRnvBih7JRaajREQm+9Rdv/e4B4bS3Oysk4i4v7VLrAyM8nvn07ZvBgkM0MhQm++hq+f/2Lzr/9jfY//JH2hx4mWV+Pu2o6WskMmLRANdRIxaBps1oCWL8SWrZAZ52qP5YIIYHckcnGptEfZXtTEJehDUqWLaBOtDQNZz/LI+ga7G4LU9PS/2DvaGBFo9ipJJrDgaZpuCZPIdncROcjj5Ls7cRfCHFsZkplNGoGePMxsrKwk0lCy5djm8dZ4alpcMoitdw7uwxat6k/Y37Y9BdVwzGNbNsmumkzutstDchGID0zEysSIdFwWIxkz1qVwe1vgPzJqvldTrkqyXH6p8F9Ao2hRN8UTVdN1YpnQdsONUcdBmYkQbSuDWdhJmYkTrR+YA1Z+yq2r5OOV7eSbA/jLstFcwzR54ThhlRCBW5HoBHx6bhgwYIeJ/AAO3bs6F7KO3nyZEpLS7szvECVMli9enV3kGD+/Pn4fD7WrVvXvc2rr76KZVmce+65vR7X7XaTk5PT49YvmoZuJns8lDzsvhBCpENmZibTpk3jtNNO4/e//z2rV6/mgQceAODnP/85v/rVr7j11lt57bXX2LhxIwsXLiSR6Hml1nlYnR1N07Cswc8Q6+04w3VsMQQs8/jZPwMU276d4LPPoTkcuKdOQ+9H/TsjLw/T5yNRWwtAqr2dzj/9Ed/jjxN66WXCK1YS3bgRKxDANXXqwaWA7myoOFc1gcitUMvl/PugcbPq5NvwNuxarv4MNavnxYixuzXM5r0+LBuy3IObnWGj4W1vxt3Zpn7u+yAYS7GnI8Lr24e/dtpwsCJR7GQKreszXNN1XJOnkNizh85HHiXV3p7mEQoxitioDvKuTJWNl6VKBTrLy4lv20asuvr4+9B1qDhHNSmbcI7KuD2Qobf5LyrzNk1SjY0kGhowCgrSNgZxdJqmoRkG8V1q3oRtQ+1r8M7vVcA/d6KqmTzhLPXzNX7eiFxaPmbljofz/kv9vbfXDEvAMba3AzMcx8h2o3ucRHY2YyWHpjxotL6dzuXbSIXiuMpyhvbCjob6rAyPzAShEVHT9mtf+xrnn38+P/7xj/n4xz/OmjVr+N3vfsfvfvc7QH1g3HzzzfzoRz+iqqqKyZMn893vfpfy8nI+8pGPACoz97LLLusuq5BMJrnxxhv55Cc/2SMTbDDZmoZmHQzSamhSHkEIMeLous63v/1tbrnlFj796U+zYsUKrrrqKv7zP/8TUCVqduzYccSKh2OZMWMGe/bsobGxkbIytQTq7bffPmKbhx56iHA43J1tu2LFCnRd55RTThmkdydGHMtUnVgHWaq1Ff+TT2LF47gqK/v9elUiQSO2bTvGuHH4/vJX4rt345oy5fjBX01TJ8uZxRD3Q6RDTY5jATDjKsOhczeEWiCjUE2knZnqdQ43mEmVjas7D3amtU11AqRpqpyEQ+rlDrZQPEVtawhD08kapLIIh0pmZFGw811yG2pIZOYQKp1AdFwpkXFlxPIKVI20w0zI97KrLUzluExs22ZvZ5Qcj5PcjCFegjlM7GgEO5mAQy68aYaBe8oUErW1dD76GAX/eTVGXl76BinEaJGKqfrw489SNde7AmJ6Rga2DaHly/GcckrfGnhlFqpamKAuOOZWQM1Lqt7tOdep/Q+z2I4dWKEQziE6VxcnzsjOJlFTixWLode+AFv/qVZTZRaoCwAVZ8O8a1XTOzH8vPlw7n/Blidh1+sQ3K/mqhnjBj2Abts20V2toOtouo4jx0uyLUR8XyfeynGDeqxIbQu+lTXYSRNXSfbwNAN2eNX8PhUfnGZzg2hEBG3PPvtsnnzySW677TaWLl3K5MmTueeee7j66qu7t/nmN79JOBzmuuuuw+fzccEFF/D888/j8RxcgvnnP/+ZG2+8kUsuuQRd11m8eDH33nvvkI3b1nQM82CQ1saW8ghCiBHpYx/7GN/4xje47777qKqq4u9//zsrV64kPz+fu+++m+bm5n4FbS+99FKmT5/OkiVL+PnPf04gEOA73/lOj22uvvpqvve977FkyRK+//3v09rayle+8hU+85nPHNFYUowh9uAHba1YDN+TT5Hcuw/XtGkDnrwZubnEtm0lXrOTVGsr7mnTem+ucTSaBp48dQPAVktXo+2q62/3rRF0R9cSekN1+DUT6v8P1Ec7tOuv4YLMcTBuOnj63tRKHNvezgixpMW4rKFpipfIzSeRk4sRj+GMhhm3dQOabWG6vcSz8wiOryRcMp5w0XhMr/qdKM7xYOgazYEY/++tXexoCnHxqcVcPmcM1P8DrEgEkik0R89TDM3hwDV5MrFt2+j861/J//SnMbJkCa0Qx5SKqWBqRj4qFewgZ3k58ZpaYlu34j3ttL7tz5UBp30CfPXqomPhdGjcpDInZy+G/EmD/haOxjZNohs3omdkDE9ARgyInptLcv9+kiv+grvjdRUkdHjBXw9T3g9n/Kc0aU03V4YqS1F2mqox3LAK2rar5oODWJM32REm3uTHkaPib7rTAA0iNc14JhUOyu+xbdtEtjfhe1tldzuLsobv88HhgWiHWt2Q1Xt51XQZEUFbgCuuuIIrrrjiqM9rmsbSpUtZunTpUbcpKCjgkUceGYrhHW1QR5RHkKCtECeHmDn0tYMG8xgOh4Mbb7yRn/3sZ2zYsIFdu3axcOFCMjIyuO666/jIRz6C3+/v8/50XefJJ5/k85//POeccw6VlZXce++9XHbZZd3bZGRk8MILL/DVr36Vs88+m4yMDBYvXszdd989aO9LjECWNajlEWzbJvDCC0Q3b8Y1aVL/gqyHMfLziW3fhp6ZhWvK1EFYatXVpCKrVN2KoirbNtIOUZ/qOqxpqlaW06uu3ifDgH4wA8I2VSauf696rTsL8iaCtwA8ORx+oi76xhdNsKcjQqbbGNoJv6ZjejIwPV0/87aNEY/iCvkp2fQ2tqaRzMwmVFpBaHwloZIJZHmzqWkNs98XI2laY2o1qRWNgkavv1uay4WrspLo5ndBf4z8T35SArdCHIuV7AoeHPkhoXs8oEF41dt45szp+/dZdqlqTrb+D2oFSME02LceOuth+oeg4jyVlTvEknv2kNy3H0fh0B9LDJzudkHnHhKrduOeW6FWC3Xs6grYfqZvjbPE0NM0KJ2tbhPOhs1/VYHbrBLILBqUQ8Qa2rFjSfTCg71KHDke4vt8pDrCOAtP7Pvctm3CWxvxr65FM3ScBZnHf9Fg0nXAVvN3CdqOHbamox0SpNXQSAxz9z4hxPByGS5y3bn4437iZnzIj5frzsVl9C9L7KGHHur18W9961t861vfAuCpp5465j5ef/31Ix47/DXTp0/nzTff7PGYfVg9zzlz5vDqq6/2a6y9Hbuuru6o+xAjjIYKUg6SyOrVhN94A2dJiTpJPQGaw4Fnxsyhq4vl8ELeJHUDVEHCw062basrYHtI0DYZVUtU22shHoKmd1VWrtOjyi24s1VpBYdLZTE7PF3ZE2Mo2jeITMtmZ1OIRMqiIHNosmyPStN6BHE1M4UzEiK/disFNVtIeTMJl4wnv6SSREUl1THHmCqDbEWix+zJp7vduCZNIrpxE9iQ/8lPYGRnD98AhRgtLBM0/ZhlC5wlpcRraojX1OCZPr3v+558kbq4uPVf4ElA8Uy1QmTjn6HmFTh1EVS+T33nDJHYjp1Y0ShaxtDUwBeDwLahoxYttJ94WwHZGQWq6dXE+RKwHcmKT4X33QI7XlAlUNp2qKzbXko29ZWVNInWtqJ7nT0uhOteF8nOCJHdbeSeQNDWtm1CW/YRWLMLzeXAmZemzwXdqfpTFJ3CSJpjS9C2FymHB92KHrcPtI3WozyCrunDEsQRQqSP1+Fl0ZRFw3aBxmW48EqtSzGaHKjjOghi1dX4//kvNLdn0GpgDm+H6l4mfNphx9cMcGWpW94k1RQm2qlq5Caj0Nmgsq1sS024dScYDvXngYCuJ08tWTyBCflY0hKM0RKKk3vYyUU62IaDRHYeiew8sC2ckTA5e2rJrdtBanMGjtxynLkXYJ86rrt512hmRY/fjV73eFTgdtNGsG3yP/VJCdwKcTgzoS6Auo/+u6FnZmLv309kzVrcVVV9/7zTdZj17yprctuzqinZuOkqCzewD9Y/DHVvwfgzYdwpUDitKwttcNjJJNGNGzGyhnHps+ifZBRatoK/AT3LSyJoY+7dijFxLpxxtQRsRzp3FsxZDCUzYcOfoW2bKocywHIJiSYfSd+R2bSapmFkuIjWtpA9ezy6p//7t22b0Lt78a/dje5OY8AW1M91PKTm4q6RsxJIgra9aEpmU2D3oauvpqMd0njM0AxiqaFfMi2ESC+vwyuBVCGOxrYHJWibaGjA9/fHseNxnJOGr85eWmm6OkF3Z6sSCWZC1R2M+VSn5phPNT4zU2pCGfMfrJvryoCc8aoruCfvpO3gnLIsGtoj6IDDGM4AfR9oOsnMbJKZ2V0B3BDj67eT89ReWmvXk3HO2XhPO21UlwywQn3rRK97PLgqJxPdvAmwyf/UpyRwK8ShUnGVZXuc71NHURGxLe+R3Lcf14Txfd+/bsApl0PxDHjnIWjdBt5CVZonYxwE9kP7TrWCJHeC6lA/+cKusj0nJlFXR7K5CWfp2KjlPbbYEGyGlmp1AdmTi+Fykti7n0RiPN6zrpWmY6NJ8Qw490uw7kFo3Q5Fp6qeC/0UrWsHy1Z1bA/jyPESbw4QbWgnc3r/ygrYtk1w8x6C79RheJw4ctN8fm24IR5U82sJ2o5su0LZTLRsso5TYsc+rKatoRuSaSuEEEKcYHmEVFsbnX/9G6n2NlxTB954bNQ70KAs87CuvKmYCtqm4iqIG9ivgrttO1StOWeGytrNLlGZVCNoiddQsrHZ2RykNRQnzzvCs1Y1nWRmDu1Fbsblu0ju34/vsb8Qeu11MuafR8aZZ+LIH30nxqbf1+eMYd3tVoHbTZtB01XgNmuYa9gJMVJZSbWa4jif33puLsnmZiLvrO1f0PaA/Eo4/0bY+aJqYhRuVbVuvYXq+KmY+m5p2w6Nm1UA6ARq3tq2Tfidd7ATyRMueSQGk62CVR27wNegLsBnjoNEBC3pB91J3HMa3pzydA9U9FdeBZx7Paxepi7OjJuu5pd9lPJHida1YWT3/vuqGTq6Qye8rZGMqcVofbxgbts24S37CYyUgC0cTHiIBVQixAghQdtexHQvltWHExxNR7Osrvp0OoYmQVshhBAns67CQieQaWuFw/j+9jeSdXW4pp3EAdtjcXjU7YD8yZCKQrhNnWwlwmpi3rZdbZddqjIGHF0N0VzZYzITt8kfo649QpbbMfKybI/BdrlxlYzDNk1SLS34n3yK8FtvkXHOOWSed96oCt6agSD0o8yDCtxWEt20CXSdgk99El1qXIqT3YF6thnHD45qmoajsJDIuvVkve99A2vslTlOdZ+fvVjVc6x/G/auUZ3ULVN9f8R8sO8deDMIUy9R3ysls/r9XRLfto3o+vU4S0dWo5+Tlm2pf/Ngk7oAnIqBO0fVM450qj+LT0XP8RDf68NOJNBcw1wrXpy4rCI450uw9gFo2QKFVX2eq0d2t2KG47jH5x11G0deBomWILG9nXgnHf8zyLZtItsa8a/Zhe52jIyA7QG6U332jSAStO1FVPf0bKJg271+IdmahoaFbplYhgraJswEtm3LSaYQQoiTj22qpfonELQNrVpFdEs1rsmT0Qyp0dpnDi/kVqibmVAnYR27VFmF9hp1Ymbbqp6Zw6OWv3pyuurh5h1Za3eUiSZNdjQH0QBPL8v3RgPNMHCWleEoKSHV2krgmWeJrF1L1gXvI+Occ0Z8Fqpt21ihYL9r83bXuN2wnk6HQf7HP47uHUEncEIMt2RErZLoQ9AWwCgoIL5zJ5H168n54AcHflyHW5XmyZsIs65SzcpScbAtzHf+ht62Aa11B3TWqcDezKugcgF4cvu0eyseJ/jSS9ipFEbOiZdZEANlq5q1kXbo2K0CVLatfubcOWCl1EXgjAIonQsZhRixGMmmRhINDbinTUv3GxADkV0C86+HNfdD40YomKYu5B+DFU8S2d6EkeE6ZnxLdznAtglvb8QzseC4sbBoTQu+1bvQnHp6a9j2xnBBPNBVV3xkXKCQoG0vopoXy9bAstCwyGurIZJVQjyjZ6aDjYZuW2iWCYYTQzcwbZOklex3t3chxMhkj6W23gKQf9MhZZmqVtYAvwOTLS2E33wTIy8PXTI5Bs5wHQzgpmJqmVcipGp0RdrVYwcCuU6PmrRnFKngrTtLnbgZnlGTjWvbNjuagwSiKQqzRt/PzeGfSJqu4ywpwVFURKqlBd8TTxBZs4asiy7EO2/eiP3dsGMxlYXl6P/phe7x4Jo4iejad9AMg7yPf3zEvk8hhlwqpkrc9LH2pKbrGDk5hFeuxFE4Du9pc0/8oqfDDV1L4RMNDXSut8iafBaZmXXquyQZhU2PwO43YM5/QPmZx21WFlm9mvjOGpyVlSc2NjFwqZiqVxtsUgF5TVeBWs1QFwuinWCn1L996dyuEkvqM9pOJInv2i1B29HMmw9nfwHW/xH2rFYZt8doKhetbyfpi+AuPf5FFkeel/i+ThItQdwlR98+sqsV38oaNA2c+SPwYrTDdXDe7C1I92gACdr2Kqq5SWpOdCuJZlvEMgrwRDqIe/N6nsBoOlgpNNsEwKW7CCQCRFNRCdoKMco5uzKFIpEIXsn4GVMiEdXd3DkGOrWPOFZKBQwd/a9TZ9s2oeXLSbW14z7llCEY3EnK4YEsD1Cs7ts2JIIQ9akAbrhVZeOGt6nGNIZLZeMaLtXczJOvJvne/EFpMDcU2kIJGn1RcrwO9FESaO7hKBeSNF3HWVqKY9w4ko2NdD72GJF33iHr4ovxzJiBNojd3AeDFY1iJ5PoWQOrU6l7vTgrKoisWYujpOTEMgaFGI1su6s0ggFZxf16qaOkhGRDAx1//CPed08j54MfxFl+4vVHTb8f3+NPENtZg+aejffTN6PvfQvqV6qyPL56eHsZlJ8BM/9NZen2ItXWRvC119Czs+WCTLrE/KoucbhFNTzNyFQXb+MhMJPgzgRvEWSVqH/Hwy4a6BkZxLa8R/all4y47x/RDxkFcPbn1eq4fetVs7JeVlvZpkVkexO6Q+9TnVrd4yTZESays+moQdtoQzu+FTuxbQvXuBHafFRzqL+bRFiCtiNZVPOS1BzoVgrNtrF0B0l3JrqZxHIc/JKxNQ3tQKYt4DJcxK040VSUXHfflokIIUYmwzDIy8ujpaUFgIyMDCl7MsrZtk0kEqGlpYW8vDwMWXo/+CwTnI4BBfcSu3YReWcdztJS+V0bSpqmsmrcOeqkzEqpzJpwqwriJiIqEycZVUsm/fu6AvEuVYIhu/RgXVxPrgr0ppFt29S3hzFtG7djdP5OHy/3X3M4cFVUYMXjxHftJl73ezJOO52siz+Aa8KEYRljX1iRKHYy1e/yCIfSMzIw8vMJvfoqromT8JwyfRBHKMQIZtsQaoKID4oq+h0s0HQdV2UlVjhMZO07xGtqyLroIrIWLBhwuRE7kcD31FPEa2vwnHIqifoGYnt8ZJx1LUw4C2peVc3LYn7VyKxtO1R9CCZf2KNkgm3bBF95hVRrG+6qqgGNRZwA24T2WlUyKRlRZTdsW/27WSl1UTZvEuROOOZKKSMvj2RTE8n9jQNreidGDncWzP2Emvu174TC6Uesroo3+og3B3AW9K18gaZpOHK8RHe3kTVnAs7cnq+L7/fhe2sndsLEWZw1aG9l0GmoiVk8lO6RdJOgbS/CmpeU5kA3kwDYugMLG91KYnFo0FZHs230rqCtQ3dgWiaRZCQt4xZCDK7SriYJBwK3YmzIy8vr/rcVg8xKqSBeP4O2tmkSfPU17FgUYwQFoU4KugMyi9QN1L9hLKAyqKyUCsQnoxBqUSd7rdtVRo7DdbA2buY4lRU2gAzrE9UZSdAWipPtHp2Z8xpHTbQ9gu52454yBTMUIrx2LbFt28icfx6ZF1wwIpqVWZEwdjI5oPIIhzIKC0ns3oX/6X/hLPui1L4UJ4eYX313OtyQWTzgC2J6Zibu6dNJtbbif+ofxKuryb7sMtxVVf26IGrbNoGXXyH6zjpcFRPRMzLQHA5Cb63Ac9pp6KVzoGgG7F0L+9ZBy1bw7YH1f4CGVXDKIph4HugG8W3bDl6UlQzN4WWb0PSeCtg6POAthFines5boAK1vWTV9kbPzCS5fx+J3bskaDsW5I6HeZ+Ft3+j6lTnV3YHbm3bJrKzGSxL1avtIyPLTXyfj0hNC7nzKrsfT7QE6HxzO2YkjqskZ+QnZ+gO1XxxhJCgbS8sDCJ6BroZAk0n6VInnweCuAeooK2FZqV6PB5JSdBWiLFA0zTKysooLi4mmUwe/wVixHM6nZJhO5TsAzVt+xe0jW7eTGzLFpzlchKQdrpDLZ07XMlMlYEb6VANSoJNKojbUQOdu1XdO08eFExWAYdhmJDb2OzpiJKybFyOkycQYGRloVdVYXZ0EHjhRaKbNpF10fvJOPssdM/wB84PsKNRME04wc9YTdNwTZxEvLYG/7PPkv/xj0ugR4x94RbIKAa3CTkn9l2oaRrO4mKMvDziu3aTeOD3ZJ4/n+yLL8bIPv6SZNu2iaxZS+jVVzDGjUPPUBlzjvJyEnV1xN59l4x588BwwKT56ubbo+rb7n5DLcH374P9GzArLsX/zDPYZgojV1aiDivbgqZ3VcDWnQ1mCiJdDcaKZkBWkSrF0UeapqG73MSqq8m84IKRH3gTx1c0HU6/Gt55QDWwzVZJLamOMLGGDhy5/cvS1zQNI9NFuHo/iUY/ustAcxok20KkAjFcpaMgYAtddW39qu7zCCgNJkHbowgY2RiWD1vTSbqzMc043nBHj21szUCzTYxDgrm6plMfqKciu0JKJAgxRhiGIYE+IfriQAam0fesRzMYJPTqa2iG0X1iKEYiTZVHyBmvbsUzuho1BFUWbtQHgX1q0p9RoJpbZBX3WidtsHSEEzQFomS7R/d01j5ugYQjaZqGo7AQIy+PVHMzvr/9jci6deR86IO4Z8xIy0mRFY2Crg3KsTWHA2f5eCJvr8Y1fgKuiglYkQhWJILmcuGZPVsCuWLssG2wkpA3BUoKe79wNgC6y4V76lRSnZ0EX3qZ+NatZF3Y1dDQ3XsgItXZSejlVwivWY3mcOIoKOixP83hIPTmm3jnzEE7tDZtXgWc/mkYfya89wS0VGNvfwH/v14lsd/APWMOas3xKAjYjAVWSq2M6ditMmzjQfUdXjJLZVQOcGWMkZdHoqEBs70dx7hxgztmkR4VZ6u526bHVENah4dIbTNmLIGjj6URDuXIyyDlj5JoC4JlY9uWKt8yGjJsD3B6VZJCpO2EL6INhtE9yx1CAT1bZdBqOgl3BrrlJTPQ3GMbWzfQLBPdTHQ/5jE81Ppq8RgeLpl0yXAPWwghhEifVAzyJ/c5y9IMBOh87DHiu3fhnjJ1iAcnBpXhUmURMsepf3MzDoFGaK+BUKua7Loy1dLLnHJVQ3cQWbbN7tYwKdPG7R3lF9X6H7PtphkGzvJyrESCRH097b//Pd5588i++BKcJf1rZHSirEj0hN7L4YzsbKxAAN9TTwIaJJPY2OhOJ5kLFpDz4Q+nNbNYiEETD6lAbWYhMPgrNh35+RjZ2SQbG+l47C+4V68h66IL8cyYAYahAim2TWTDRoIvv0SysRFnaVmvmbGOsjISdXVE33uPjDPP7PmkpqkLehd8DfauJfKPB4ls3YIzx4W2JwjZ5Wo1hjcPCd4OITMBjZvA16CCt5oGORNUVqUn74R2refkkGptJbF7twRtx5Jpl0DrNti/kaSrkvCOZhzZngEFWTVNw5k3ypMwDiQc+Peqz600B5slaHsUYUP9oGm2RcqZia3raLbZc6OufzzjkKBtSUYJmclM6gJ1tEZaKcooGrYxCyGEEGnl8KgAXh+YgQCdjz5K7N13cVVOPqHmRWIEMNwqeyenXJVOaK9RmbiNm1QDlKwSyC2HjKJ+ZWIfTVswTkswTo539P/cDEacU3e5VL3bQIDwipXEt28n6/3vJ/P884etU7sViQwoa/hYHOXl2LEY6Dqa04mm65h+P8FXXyPV3kHe4o/2yAQUYlSK+yB7JvhygT1DcojuhoaJBMm9e+n4wx9VUPZAMELTMDs70dxu3NOq0I6ywkx3u8FwEH7rLbyzZ/fMtj3AlUHCNZVAcyH6uAoMT0x1Ym/bDsH9qulV0SnHbHolBigVVSURfA0qg9ubr7Jrs8sGZeWLpuug68S2byfj7LMHYcBiRHB64bRPgn8v4dXVmKE47vF56R5VerlzINismrVlDe9F8MNJ0PYootrB+h2m00PK6QFs9eF3WKT90Fq3mqaR7cqmJdJCU7hJgrZCCCFODlZC1UzLKT/upqbfT+ejjxJ99z1ckycfdZmmGIUMl2pqkjtelU3w7VHLy/x7VPkEh1tl4GaVqO7FGYX9roFs2TZ17WEAnMYoXyKv9b0RWV8YOTno2dmqZMLjTxDfupWcyy/HVVk5eAc5CjMQQDMG99RC0zQ0b8+aekZuLprbTXTTRkxfJ3mLF+OeMmVQjyvEsCueAXuHvi+K7nLhqqzEisWwIpGDH0CWhXP8+D5lrzvLyojtrCH4xhtkX3LJEdl4ViSC/x//wIwkcc19v6p/HmyCjlpVJ7J1q/pz/JngHOUZeSNJzA/7N6r6yLalsrfLTlN15geRkZdHfOdOzFAIIytrUPct0ih3Aomcs4jUrMWRUzB6ShkMFYcL4n6IdkjQdqRqN/IxDRfORJiU00M4p4yUMwNHMkLKldljWyOVOOL1XoeX3YHdzB43W37ghRBCnBw8eWo5/DEkW1rwP/440S1bcE2ZMmxZgGKYaYbK7Mkug2RUdeEN7INwuyqf4N+nJsTOTFULMatEdbLuw5ypORCjLZQg2zP6p7EaGoNaU4CupYmlpRj5+cS2bSOxZy9ZF11I1oUXonv711SkP0y/f9gy5nWPB/e0KhJ1u2n//YPkfvhyMs47T+rcitHJlaMudrFt2A6pezwDLi+iu904CgoIvvQyztIyvLNndT9nxWL4nniC2NatuCZPQdN0cGVB4TQ1P+iohY46tewYYPw8leUnTkykHfZvUH9qugoylZ8JnsHvsWPk5pKoqyNRW4v3tNMGff8iPWzbJlRvYpKJ24gAckEF3aGCtmk2+me7Q6TVKCThycF0uAnlVZBwZxPNKiIz0HhY0NbukWl7QI4rh/ZoO4FEQBqSCSGEOAlokJHfVauud7Ft2/A/+SSJ/ftxTZaA7UnD6VW37DJVay/cqurfhlshGVadxl0ZKuifUaAmybpDldtwZarnNAfoOtFolPrGVjLsJHmpFLapkzS8pHQP9hA2PRtKgxuyPUh3u3FNnYbZ1ob/X08Tr6kh99/+DVdFxZAczwoGh7XMiWYYuKZMJdXUROff/k5i3z5yP/xh9MzM479YiJHEkwO5FQxn0PZEOcaNI1Ffj/+pp3AUjcNZUoIVj+N74gnCb6/GNaHiyO94hweKZ6nMz33rVOBW02DCWf1ecSEOsNVF0Ob3VEki3VDlJ0pnq8ZjQ0BzqBBS9L0tErQdQxK7dhF9bwvOKXPQfO+pC+4n+wUVw6V+r8zkoJT2GigJ2h6Fpek0TToXIxUj4VHNM0I55WR3Nhy2pYaRih/xeq/TS2uslUBcgrZCCCFOAs5MKJ7Z61O2aRJ6402CL76AFU+oenmSEXdyMlyqE2/OeFV7L9IBnfUQ7ewK5u5Ty3UdbnUyrztAd4KmYwHhYJTx8QRuh44RSwEalubA1BwkjQyijjws3YGNhm6bRJ15xJx5aX7TxzFUUVtU1q2jqAg9N5f49h20/e535HxoIZnzz+s+8R4MdjKJFY0M6j77QtM0nGVlmIEAoeXLSTU3k7d4Mc6ysmEdhxjbfvKTn3Dbbbfx1a9+lXvuuQeAWCzG17/+dR577DHi8TgLFy7kN7/5DSUlJf0/gCdXXdQaZZwVFcRravA//gT5V38a/3PPEV65CteECce+eJJZpOqsNm5WAcdUHMpPV6stRD/Yqn58y1aIB1WALW+SKomgD+1n8YGVHKnOThz5+UN6LDH0bMsi+Ppy7Hgco2IaEIT2nV1zsZN4vm64IRFUtzR+PknQ9ihsG3zF03s8lvDmcnhdW1szcCSjR7ze0Aws28Kf8FPB0GQ0CCGEECPGef8F446sZ2snEviefJLwylUYOTm4ysqlbJBQHN6uAG45JCIqcBvzqZP4RFgFax1d2Ve2RTiWJJSwcbq8pDSdhOYAbAw7hW6n8KT8ZCTaOVhxwMbSXfg95fg8FaSMkZkxMoQx2266y4Vr2jRV6/ZvfyO+q5bcK68ctCZeVjSKnUyie9Lzd2zk5KB7PMS2biPw/AsUfvbatIxDjD1r167l//7v/5g7d26Px7/2ta/xzDPP8Le//Y3c3FxuvPFGPvrRj7JixYr+H8SdBaPwQqam67gqK4lVV9Px0EPEa2pUXdy+ZLvnVqggY+Mmtfy4YTUUn6oeH+KA45jRsRuat4CZUiWGCqZA/iRVnmiIGXl5JHbtIr5jJ45zzxny44mhFd+2jVj1Fhxl5YAGRVWqH0HMr5rZnax0B1gplXWcxink6Pt2GCa9NYWIe3KxdQeaZR7cTtd7DdoCODQHbdG2oRqiEEIIMXJ4co446bQtS2XevLUCR0kJjuJiCdiKXmiqDELuBCiZDVMuUllX7mw1UY6HsFIJAnELW3dg604szaEuoGs6pu4iaWQQd+QQdRUQdRZ0/2lqDvIjdYwPbCA73oRmm8cdzVh1oNats7ycyJq1tP+/B4jv3Dko+1ZB29SwZ9oeSnO5cJSUEK+tJdWR/hp0YvQLhUJcffXV3H///eQfkk3o9/t54IEHuPvuu7n44ouZN28eDz74ICtXruTtt9/u/4HmfmIQRz28dJcLR1kZse07cJSV968xVcY4qHwflJ2hPs/3b4S6N9XFO3FsoRaVYavpUDoHJl+kgrbDELAFVZ4Gh4Po5s3Yg9lNUww7Kxwm8OKLYFkYBy64OLwwbjpYproocLI6cMpylHjfcJGg7VHYtupOfKiENxfT4caRinU/ZmkGjmTs8JcDkOnMpCncRNI6suatEEIIMZbZtk3w9dcJvfY6juJijOzsdA9JjBYOjzr5nPw+mLQASmYS1LIwU0mytBjelB9vshNvsgOHGTt6IFbTSBleos4CHFackuB7TPCvw5P0DevbOZbBb0N2fHpmJu6qKpKN+2l/8CFCb76JbZ5YMNsKR7CTSRjGmra9MXJzsfx+4jU1aR2HGBtuuOEGFi1axKWXXtrj8XXr1pFMJns8fuqppzJx4kRWrVrV/wPlje5VmUZODp4ZMwb2PW+4oHAqTJyvykSEW6F+FbTtVCsuAvvVLdqpAie2NfhvYLSJ+aBxo8oALJ0DRdPTUm/TUVBAYvcuUi0tw35sMThs2ybw8svEa2pwVUzs+WROGWSOg3ggPYMbMTSIh9I6All7cBS2rWFZqpb3AUlXJuGcMnLbakm6MkHTsHUDIxXrUTLhgGxnNq2xVjqiHZRkDqC+kRBCCDFKRdetI/jc8xg5ORh5eekejhiNNAMyxxF357O5s4BEVpQCt41uJTHsJFnxFjKSHThSMTTbwtZ0LM3A0pyYuhMbvSsbVyPuyEGzU7hTAcoDm2nNrCLoLj1i7pYO6chS0gwD1+QppFpa8D3+OMn9+8lZdAVG1sCaeFnRCHYqmdZMW1DLtTEMYtVbyTxHluyKgXvsscdYv349a9euPeK5pqYmXC4XeYd9t5WUlNDU1HTUfcbjceLxg71QAoGTPRhyCE8uVC6ApnfB1wBNm1VNzVQcsA82qHRmqCBvVmlaGwOlTbQT9r0DyQiMOwXyKzmYDji89Jwcks1NxLdvxzmQWs4i7eJbtxJesQJHccmRjUQ1AwqmQqQ97Y240spwQtyf1iFIpu1R2IB1+Bxa02ieMA/LcGKY6gvX1gx0K4XWy1U/t8NNPBWnLSYlEoQQQpw8Ytu343vqKTAMHEVF6R6OGMVs26amJYQvmsLrzSTuyCbqKiDkLqEpezYNeeeyL+cM2rqCsEnDi26buFNBvMkOXKlQd2aWrTmIOfLQsCgJbaUgsgvdSqT3DaYxZqxpGs6SEhzFJYTefIuOhx8i2dw8oH3Z0Siapo2IBoNGfj7xmhpSnZ3pHooYpfbs2cNXv/pV/vznP+PxeAZtv3fddRe5ubndt4qK0Z1hO+gMN5SfCWWnqxUXMX/X57emgrepmApa7n0Hal+BhlWqmeWwr1dIk5gf9q5VGcdFp6pbGr9ENE1D93iJbtyIbUkG9GhjBgL4n3kGO2UevZlcdqmqlxzznTS/ZkfQnarvQip9JRLSP7MaoWwbzF4+e6LZRaScXozkgaCtjmZb6GbvJRDchptdvl1YspRDCCHESSK8ahWmP4Cz/MjGZMMlnjIJxVPYJ+0sc/SzbZudLSHq2iNkexzo+mEnp5pGyvAQdRXQmVFJc/Ys9uSeQ33+uezNnUdbZhWm7sSb7MRpRrpXRcUd2aR0F+MitYwPbMCbTG9wL93lAI3sbFyTJxPbtp2OB35PbNu2fu/DikZHzAmdkZuLFQiQkBIJYoDWrVtHS0sLZ555Jg6HA4fDwfLly7n33ntxOByUlJSQSCTw+Xw9Xtfc3ExpaelR93vbbbfh9/u7b3v27BnidzIKaboqj1NxrgrgFs9QmbWF01Sd8wMsE4KN0LBS1cJNRtI25GER88O+dep9Fp0KRaeMiJUiRmEhib17ScrP8qhi2zaBF14gUV+P61gXjzRd/awZrrQGLdPK6VW/d4HGtA1BgrZHYR0laGsZLmIZ+d11bW1dR7OOHrQt9BbSGGqkKXz0pTJCCCHEmJJKoXs8w950zMYmHE+xpyPC6l0drKxpo7YlvXWoxMDt90WpaQmR4TTwOPvYXEXTMHU3MWcenRmT2Zt7Fm2ZVWi2hTfViW6phhopw0vEmY87FaQ0+B5Z8ea0RU9HQqxTd7lwT5tGsq2Njj/8gdD/Z+/O4+yqywT/f75nvfu9tS/ZNwghhE2WiCIigjQuKNo97tqM/WoHHRV1bLttx6Wn6bFH8TW/AXW6bbTdsFG0FR0BbUCWhCVsCYHsSaWS2qvuvpz198epKlKkktRyq+6tyvf9el2l7naeSlXdc85znu/zPPzItCqnvGKp9tnnUUJVQVEo79xZ61CkBeoNb3gD27dv59lnnx2/vepVr+K9733v+H/rus4f/vCH8dfs2rWLrq4uNm/efML3NU2TRCIx4SadQLQ5SBa1boD2TdB5Pqx+PSy5AEIpGJsZIxQY3g9dW4PE5mLjuzC8Dw49BsVBSHQGCexaLtM4hhKJ4BVLlHftrnUo0jSUnnqKwpat6B2dp25rFG6A5DKo5OrjgGW+CRFU2+Zql7SVPW1PwPfhRMeqxVgbieFDwfOEgvBdlBMMGwtrYSzPYufQTjqiHXJqtiRJkiTNAR+f3b05uoaLVBwPXVVQhWBPf558xWHjkiRaHSzdlqambLvs6c+jKoKwMfNp2K5iMBJZRUlvoLG4n6g9hO+qVLQYvlApaylMN0db/kX8mKBgtlbxu1hYhKJgrFyJ09dH+u67cYaHSF57LcIwTvlaL5+DOvr7UhsaKI+2SDjhsk9JOoF4PM7GjRsn3BeNRmlqahq//8Ybb+Tmm2+msbGRRCLBxz/+cTZv3syll15ai5BPD4oGqRWQWBL02Rw5CNkjQeI23w9Hn4Ylr5pYkbuQWQXo2wGZ7qA9RKIzSGCL+vmsFUKgxmKUnn2W+BWvm9L+Qqqt8s6dpP/93xG6jjqlC0ciqH7PHgUrD2ZszmOsO6oe/D36btDrd57Vz198nTlRewSASiT18vOEOtoewTnhe7VH2tmT3sP+zP4qRylJkiRJEkD3cIn9AwUUIWiKGiTDOrGQRkhXOZIu05+tnPpNpLpxeLhIruwQD1WnvqCsp+hJnEtv7GwqWpyQk8F0cgCjQ8o8Wop75r1VgoC6qlwRQqC3t6M1NpL/wx8Y+elPcfOnrlZ3M5maDyE7lppM4mWyWPv21ToUaZG69dZbefOb38wNN9zA5ZdfTnt7O3fffXetwzo9KFrQZ3PJq6Dj3KDvpmYGlXBHngoqAhe6THfQ+mHkIHgOJJdA53lBr986ozY1YfccldW2C0Bl/35G7roLv1RGX7Jk6i8040Hi1i4Fv4+nG1UH1wq+/xqQSdsT8BEnTNraxuhkXd97uT3CCSptASJ6BF3oPNH7BHlLLtOUJEmSpGoayJV5qTeLqgqipjZhVUtYV1EEHB4p4tfJ8m3p5BzP42imREhXUKq4QskXKrlQJ93JC+iPnYUrNML2CML3KGsJNLdER3Z70CphHtVj32U1lUJfspTC408w/K//ijMwcNLnu9nc8ZOna0ioKqiyRYJUPQ8++CDf/OY3x78OhULcdtttDA8PUygUuPvuu0/az1aaA8rodPtllwRtEyJNkB+Aw1uDyts6/Gw9JdcO2j30PBu0e1BUSC0PvsdQqtbRTUoJhcCHwuNb5UCyOmZ1HyF9509xR9LoK1ZMfwV402qItUIpPSfx1TVFB9eRSdt64/tBX9vJOHoET9VRXPvl9ggnqbQFaI+2M1gc5KXh6Q93kCRJkiRpckXL4YWjWRzPJ25OXukXNTTSRZts+TSsDliAhvIWhYo7q7YIJ+MLlUxoKT2JcynpKUL2CKpvU9ZSCFxaCruJWENzsu1J45m3LU2PEokEA8pefJGhO76HdejQpM/zPQ8vX19JWwA11UB5z17cVwyLkiRpkRFK0DZhxWuCBGc5B4cfh76dQVuBeuU5QSVt95Nw+AnoeQ4OPARHnxlN2OqQWhkMZKvDCttjaW1tVHbtxjpwoNahSK/g+z7WwYOM3Hkndm8PxqpVM2vZqejBELyxVgGnE0UBvJoNPJRJ2xM40SAyANuI4KoGqmuP95Q5WaUtgCIUkmaS3SO7qbh1vPOQJEmSpAXC8Tz29ufJlx1SYf2EB6G6KrBdj75seZ4jlKbLcj32DwSrkua6B3FFi9OTOJdMeBm6W0D3ilTUOKpn0ZbfScQanNPtj6vXrC2jA8rWrMU+eoSh73+f0gsvHPccv1zGsyyot6RtMombyVDZs6fWoUiSNB+MKCy7GNrPDoYH9e+Eg38MWg349VIB6gcJ2ZED0LUl6MObPRK0dhjcA/m+oP1D42pYehEsuTBo/VDn1FgMv1Kh8MQTclVTHXEGBsjcfTcD3/4OdlcXxuo1iNkcW0WbofkMsIrgudULdKGwa3MeIZO2k/JP2tP22ErbMaeqtAVImSlGyiMcyR+pVqCSJEmSdFoq2y7PH87QNVwkcZKELQR9OkO6SvdIkZJ9Gh5kLhAFy+GZQyMM5i0S4fnpj+oqBv3R9QxG1qF6NppXoawlUT2btvyLhO3hOY+h3k9vhapirF6Dl80x8qMfU9j6+ISTcq9UAtupq562EMQtdJ38Y48FSWVJkhY/oQRJpeWbg8FdpTR0PxVUsxYG5yd561rgVgB/dFCODZVsUFV75Gk4+Ejw/8Vh0MJBzL4XtEJILoNlF8GyS4P4F9AQc62lhfL27Tg9PbUO5bTluy7O0BCVPXvI3nc/A//nNnIPPBisnFm7NmgdNFuNq4PkbTk9+/daUETN2iPU19FVnRDi5IPIUBSsUJxIrv/lu9yTV9oCaIqGIhT2pfexOrm6StFKkiRJ0unFdj1eOJrhaLpMKqKjq6e+Bh01VAbzFgcG85zVkUCwcE6ETgfDRYsXjmTIlGwaowaqMo8/HyFIh5ej+jYNpYMIfMpagpCTprmwh6OJ83CVuat0WghVSUII9OXLcXp6SP/sLtxclviVVyJUFa9UwnfsumuPAKB3dmLt30/p6aeJXnpprcORJGleiKC/7bJLgmrbkYMwvC+oYg0lg2RocmmQMJ0t3wffeTkxmzkKhYGXk7BjiVvPCZK5iKCSVtGC+xQtiFWPQqQxiE1ZmCkaJZnE7uuj+NQ2km/trHU4i4bvOJRf2kXh8a14+TyKGUKETIRpgufjuy64Dr5l4QwM4hULwX7ZdlBTKcx162ZXXftKihZcGDn8eNB+ZAFUgleFooFdm7YQC/MTYR74/okHkQFUwili6ZcrZk/VHmFMU6iJrmwXQ6UhmsJNsw1TkiRJkk4rmZLN7r4cfdkTJ2wLFYei5RIPaYT0oKpACEHM1OgeLtGZCpMKG/MdunQCg/kK249kKFkujVGjqsPHpkwIhiKr8YRKU3E/4FPWkoTtEVrzL9EXOxtvDk6kZ9RXrkaEEOidnThDQ2Tv+Q1eNkvizW/GKxTxbacuk7aKYSDMEPkHHyK08RzUWLTWIUmSNF8UDdrPCYYn9b8ExcGgVUKuD4b2BdWC0VYIpwABeng00TrZ57IfLAf3PXDKQQVv5jBY+dGkrAueHfy3Plo967ngu8FSct8dTW75QYVYtAVi7UEMZvwE21xYhBBojY0Un3qK6GsuQ2tsrHVIC5pv25RffJH8I49g7d2L7/kooVAw7M11x4e+jSdkFQURCqFEY2jNLXO7T463QWIJZLpAbVkMv76npqijlbY+8/0Ny6TtCZy00pYgaSv8sSWW/pTaIwDEjBi9xV4O5w7LpK0kSZIkTYGPT9FyyZZs9vTlyZZtUmEdbZKEbclyKTsuTTGDkYKFAMzRxG1IVyhYDkdHSjJpWwccz+PQUJEDA3ks16chcvI2F3NOKIyEVwIKTcU9eEKloiWJVfqwlTCD0XVzslS1/utsJ9KamhC6Tu6BB3Hzecw1a4OTxznuQTxTekcHlX37KDzxOIkrr6x1OJIkzSsRJEfDjUHf2OxRKA5BORv8/8hBUM3gs32sAtaMQSgVJF1dK6igda3RJOxo1axng1BBNYJErmsx/mk+ntghSN7GWiDeETxXNSCUWDSJ2ldSm5qo7NlD8ZlnSLzhDbUOZ0HxbRunvx/76FGsw4ep7N2LfbQHhEDv6EAJV6EyvGoENK2GfC84peBCxWKnaEFFvWsFnxnzSCZtT8DzwTtZ0jaUAkb7KCCm1B5hTFyPsye9h7Obz0ZX6q8qQZIkSZLqgY9PruxwaLBAb7aM5XgIISatxqzYLvmKg6oI1rTEWNcaZ2dPhoODRZo1BSEEQggihsqRdImljRESIbkPrgXX8xnIldk/WGC4YBHSVRoiWn1UnQrBSHg5mleiodRFSW/A0mKkyoextCjZ0JJaR1gX1EQCoesUn3wSp78fIeq3alhoGmoySeHhR4icfz5aQ0OtQ5Ikab6pBqRWQHJ5kIQtDkK+P+gr65TAdQA/SMxU8kFyF0bP9QmSr2Ks3cFo8hYveK1QgiRsKAFmYjSRO/q8UCpof6BUoZfoAiAUBTWRoLhlK9FXvQo1max1SHXLGRmh8tJLOIOD2EeP4vT34+bz+MUSviJQozH0JUtQQqFahzq5cEPQZmRoH2ihBdV/eUYUNWgH4VRk0rZenLrSNomrGqhOBV8oaM7UJ8mlQin6i/0MlYZoj7ZXIVpJkiRJWlx8fA4OFtjTl6fieMRMjVh08sReoeJguR7tyRArmqI0RQ2EEKxuiTGQq5CvOMRHE7RhXWWoYHF4uMjZnfJkYj5ZrsdQvsLBwQIjRRshIBXR0eqtQlMIhiOrCTlZTCdLWU+hejbNhb24iknBaK7q5hZAS9tJKeEw5qrVVA4eQKj1fUqhtbZS2bObwiOPkHzLW2odjiRJtSJE0Nc2lAwGKlkFKI0E/19OQzkTtDNAECRxVTi2yEoooIderpxVtODrSNNoUlfSWlup7N1L7j/+g+T119ftBb1acvMFRn7yE8o7X0SoCsIwUcJhtIZGxJLIAvk3E9C0Lrj4Uc5CeJEfUwstuBDjVGCe2/jW9xFWDfmcPGlrhZO4emg0aauiWcUpv7epmliuxbMDz7LJ30RHtGOB/GFKkiRJ0vw4NFhgV28OTVFojhkn3E96ftA64Yy2GGe0xycMGIsaGquao+w8mqXiuJiaihCCsK7SmymzqjlKxJCHQnPF831KlgsC8mWHvf050kUbIQSJkDZpe4t64SoGw+FVdOSeR/UsLDVKyMnSmn+R/thZVUvcLvSjP2EYmOvOqPvMs1AUtKZmClsfJ3LBBehLZMW0JEkCjFhwG+OUg+pb3wsSvKoBRpTxJK5QQTNY+J/ec0eoKlprK4WtjxM+5xzMtWtrHVJd8R2HzK9/RXnnixirVqEYC7hdlxGFljPhyNNBtXqdX8CdFaEEnwt2ad43Xb9HyzXmnaLS1lMNrFAC1bXwFBXNnnrSFiCiR9g7spf/d+D/0ZXrmmW0kiRJkrR4lGyXfQMFVEUQC5182Xy2ZJMIaSxvik5I2I5Z3hhlRVOUbMnBH00sRQyVku3Sl536KhlpaiqOy2C+wpGRIlv2DfHo3kEe3TvItkMjZEoODRGDxqhR1wnbMQWjmazZgenkEHiUtQSqZ9OWe4Fopb9q2/EXXFfbiYQQ1Z1MPUfUpibcbJb0L36Jm8vVOhxJkuqRFoJEZ7DsO7EkGBimR4KenXpkdJiYTNieitbQgF8pk733XjzLqnU4dcP3fXIPPEBx6+NB64OFnLAdk1wKsbagUn1hH86c3NifvZWf903X/xFWjfi+OGnSFqASSqC4Nr6iodulaVUZtEXaWB5fTskpMVAcmGW0kiRJkrR49GXLlGyXmHnyK/Yl28X3YV1bnLA++bJEVREsb4pgaArW6I5dCIGuKnSPlHBO1sBemjLb9Tg8UuTJA8M8fmCIZw6nyZZtTF3B1BQSYS3oRawsoJNdIRiKrqGoNxKyM4BPWUsgfJfWwi7C9kh1trOYT3LqiBACc+VKyi+9SPruu2UiQZIkaQ7pS5dR2bWb4tattQ6lbpSefZbcffejplKosdipX7AQCDWotlUNsAu1jmZuKRqU0vO/2Xnf4gLh++Cc4jzOCgUH7r6iIlxnWsPIFKGgKRoRLcLh3OHx6h9JkiRJmqpbbrmFiy66iHg8TmtrK9dffz27du2a8JwrrrhifAjX2O0v//IvJzynq6uL6667jkgkQmtrK5/97GdxHGc+v5VxjudxeLiIrionrbAtWg7FisOq5igdqZMPaYiHNJJhnaLljt8XMzWyJZu+jKy2nY2C5bDjSIaH9wzw/OE0+YpDKmzQFDVoiBiYmoqpqfXXt3aKXMWkL76Bip4g5GQAqGgJVM+iI7udRPnorFsDyCPA+SMMA2P5CopPPUX2N7/BlxdtJEmS5oRimiixGLn/eAC7r3qrUxYq69AhMv/+KxACrbm6vfFrLtL0co9ozz318xcq1YBKDrz5PUdamEfQ88Q5xe+bo0cA8BQVxXNRpzGMbExMj5Eup8la2ZmEKEmSJJ3GHnroIW666Sa2bt3K/fffj23bXH311RQKE690f+QjH6Gnp2f89rWvfW38Mdd1ue6667Asi8cee4zvf//7fO973+OLX/zifH87APRnK2RL9gmrbH3fJ1OysRyPM9rix/WxnYxA0JkK43o+3miCTVUEiiI4OFSU1bYzMFy02HEkw9Z9QxwcLOD7kIzopCIGqiIWVa9+W40wED0DT+joXgmEoKwlAY+W/C4SlaO1DlGaBiUcRm9rJ//QH8k/+JAsnJAkSZojWlsbzuAgufvvw69RMUA9sPv7Gfnpv+GOjKAvXVrrcOZG09qgTUJpePFejVYNcK0gOT2PFnGn4Nk7ZdLWCJK2vqKheA6qYzH1WttARI/QX+qnv9hP0lzkE/ckSZKkqvrd73434evvfe97tLa2sm3bNi6//PLx+yORCO3t7ZO+x3333cfOnTv5/e9/T1tbG+eddx5f/epX+dznPseXvvQljHnst+X7PkfSJYQQqJMso3c8j1zJQdcUNnQk6UiFTpmwHdOaMIkYKkXr5bYLiZDOSNGie6TEyqZoVb+XxapgORwZLnFouEDF8QjrKk0nGRS3WJT0BkbCK2ku7sYVOp6iY2lxDCdPc2EfFTVGRZ/BcZyo+xlei5KaTOJbFtnf/T/UeIzIRRfVOiRJOo6bzyM0DSV08tUkklSvhKKgL11K8cmn0Do7SVx5Za1DmnduJkP6pz/F6urCXLt28R4vqTq0nQ1d2aBNgrEIj6sVDTw76Gsbmr/cnay0PQEhfOxTXAyy9Qi+CHroCc9FdSvT3o4iFBSh0JPvmUmYkiRJkjQukwmWbzc2Nk64/0c/+hHNzc1s3LiRz3/+8xSLLw/P3LJlC+eccw5tbW3j911zzTVks1leeOGF47ZRqVTIZrMTblWLv2QzXLCImhP707qez2C+Qq7kEDFVzl2aojMVnnLCFiCkqXSmwpRtd7yyTlWC3rZH06UFPwxqrni+T7ZsM1SosLsvx9Z9Q+zqy6EIQVPUIGqefFDcYpIOLyVvtGE62WCCMGCpUVS/QnNxL2IGy+VOj3+5+qS1tCAUlfQvfknp+edrHY4kTeAVizhHj2L39FDevRu7v/+0rlSUFi41GkVNJsndex+lHccfVy5mXqnEyM9+TnnXLszVqxHq5PMXFo1ww+JukzB2vCsrbeuDEFOptA3jqTrCcxG+i+pMP2kLENfjHCkcwfZsdEWf0XtIkiRJpzfP8/jkJz/JZZddxsaNG8fvf8973sOKFSvo7Ozk+eef53Of+xy7du3i7rvvBqC3t3dCwhYY/7q3t/e47dxyyy18+ctfnpPvoT9bwXY9EqGXD09Klku+4tAcMzijPU7U1AhpMzvo7UiG6RoqYjke5ujgspCmUKg4FCsu0VMMPjvdZEo2u/tyDBcsXM/H9XwihkrzaVBZOxlfqAxEz0B3i4ScbNAiYbRVQsQaoql0gMHI2pcP6qf6vvKCQc1onZ3Yhw8zctfPEKZJ6Mwzax2SJOH7PlZ3N5ELzif66ssov7iT8vPbqezfh9bYtPj6YUqLntbSEvR0/eUv0Zoa0Ts6ah3SnPNtm/S//zvlZ57BWLESoZ8meZ7GNZAfgOIQRJtqHU31CXXeh5HJStsTEIB9qkFkZgJHD40na41KfkbbiugR8laeTCUzo9dLkiRJ0k033cSOHTu48847J9z/F3/xF1xzzTWcc845vPe97+Vf//Vf+cUvfsG+fftmtJ3Pf/7zZDKZ8dvhw4erET6e79ObLWFqwQAy3/dJFy0qjsva1hjnLkvRFDVnnLAFSIQ1GqMGhWMGkhmaguV4ZErTbXC0ePn4HB4u8tTBYfqyZUK6Qiqs0xw7vSprJ+OoIQaj63AVA9PNAUEy11ajpEpdpMqHp93vQLZHqB0hBPqyZXiFAiM//SmV/ftrHZIk4fT3o6aSJK65htCZZ5C6/npaP30zybe+FTebxRkaqnWIkjRt+rJl2H19pH/+c9z8/FYqzjffdcn89rcUHtuCtmTJ6dXiRNWh5QxQFLAX4bBf1YByGvz5qySWSdsTmEqlra9qFONtaHYJT9FoO/QEofzAtLcVUkNU3IpM2kqSJEkz8rGPfYx77rmHBx54gKWnGHBwySWXALB3714A2tvb6evrm/Ccsa8n64NrmiaJRGLCrRpKtkvZ8TC04NCkUHFRFcG5y1Ks74gTMWZfBSsQLGkI4xO0XADGE5CD+ZmtllmMuodLvHA0g+v7NEUNTE1FWWTDxWajaDQxGF2H8D1UzwKCZK6r6DQV9xGzpn8sKNWOEAJj5Urc4RFGfvITKgcO1Dok6TTm2zZuOk3s9a9H7+wcv1+JRom/4Q3Er7kaNz2Cm07XLsga830/aB8xMIB18CCVPbuxurtxCwU5WLCOCUXBXLmS8ku7yPz7L/HKizChB/ieR/b++8k/8AB6aytqLFbrkOZfrBVSy6GShRmuRq9bqhF8TzMs2JwJmbQ9AUUB2wHPO/kHfzHeivAdivF2jEqWcGH6Vz7HToJGyiMzilWSJEk6Pfm+z8c+9jF+8Ytf8B//8R+sWrXqlK959tlnAegYXZq2efNmtm/fTn9///hz7r//fhKJBBs2bJiTuCdTrLjYjoeuKnieT3m0wrYjOb3etafSEjdJhjVy5Zcra8OGykCuQtlehP23psHHp2u4wM6eLKoiSIR0mag9gZzRRs5sx3By46WythpF+D5NxX1o7tRPRmWOofaEEBirVuEMDDDygx9S3rWr1iFJpyknPULojHXEXv3q4x4TikLi6quJX3UVzuAgbub0K/hxczkqu3bhDA0iNI3Qhg3E3vhG9NZW3OHhIIF76JDs/1unhGFgLF1KYctWRn5y56KruPV9n/yDD5G79z7UhkbU5Ok6aF5Ay3poXAXlDLiL6O9R1V8eRjZP6iZp+6UvfQkhxITb+vXrxx8vl8vcdNNNNDU1EYvFuOGGG46rDOrq6uK6664jEonQ2trKZz/7WZwZfmBrqo/lQMk6+fMq4QaOHSNhlme28zRVk+Hy8IxeK0mSJJ2ebrrpJn74wx/y4x//mHg8Tm9vL729vZRKJQD27dvHV7/6VbZt28bBgwf51a9+xQc+8AEuv/xyNm3aBMDVV1/Nhg0beP/7389zzz3Hvffeyxe+8AVuuukmTNOcdkwjBYt00WakaPFSb5YdR9JTaj1QtIL9tSIEecshZmosaYhMe/unoikKS1MRHM8fr8gJ6Spl2z3tWyQcGirywtEsioB46DTpvTZTQjAcWYWlxQk5mfHMa1lLYDg5GkqHppSNreYFCWl2hKJgrF6Dk04z/MMfyeFkUk3o7R3Er3nTCZdTC0Uh8aY3EbvidTiDA1hdXXij+/zFzk2ncfp6iV3xOlr+6ydo/avP0XTjn5N6y1to+eQnaPmvH6fhT/8Urb2Nyt69eIXFlRBcLJRoFGP5copPPcXIj344Z1XjvueRf+RR+r72jwzc/i1G/u3fyN57H4Wtj2MdPDgnfzfFrVvJ/va3qPE42iuGAp92tBC0b4JEJ5RHFs8V6rFihnL1BjGfSl1N3Dj77LP5/e9/P/61pr0c3qc+9Sl+85vfcNddd5FMJvnYxz7GO97xDh599FEAXNfluuuuo729nccee4yenh4+8IEPoOs6f//3fz/tWPTRpG2hAtGTtCBxjAi+oiI8B0/RCef7T/zkkxhL2vq+L6taJEmSpCn51re+BcAVV1wx4f477riDD33oQxiGwe9//3u++c1vUigUWLZsGTfccANf+MIXxp+rqir33HMPH/3oR9m8eTPRaJQPfvCDfOUrX5lRTD9/uhtz3xDxvjxpK4Lnw3DBZlVLlMaoQfQEbQ6yZRvE6AAWx2NNSwxDnZtry8mIjqYIHM9HVwXK6H63UFlElQDTEPSwLbGrN4euKMRCdXV4WLdsNUJ/9Eza8jsJOyOUteR4f9tEpYec2U5Zn0qVzSI5kVkExlol2IcPM3LnnXjlMpGLLpLH5tK8UMJhopdegnnGupM+T2gayTe/Ga2lleKTT2IdPgy2jdrcjNrQsCh/X52hIdz0CPE3XEXiT65FaBP3U0JVMZYuxVi6lPA555D51a8pPvUkaqoBraWlRlFLJ6KEwxirVlHavgPfskj92Z+ht7ZW7f29YpHMb35D4dHHEIYBg4NUdu8Gz8P3fRTTQInF0DuXYK5dg7l6NfqyZQh1ZnMTfN+n+PgTpH/57wjTlL9zYxQN2jYGrQTKaQg31Dqi6lD0YNAaPszDxfe6OirXNG3S/nmZTIbvfve7/PjHP+bKK68EghPSs846i61bt3LppZdy3333sXPnTn7/+9/T1tbGeeedx1e/+lU+97nP8aUvfQnDMKYXixr0tC2eogWHo4XwFB3Fc3C1EOHCEMJz8ZXp/cGbqknJLVF0ikT16LReK0mSJJ2eTtW7bdmyZTz00EOnfJ8VK1bw29/+dtbxDOUr7O3Ps8pyaNYVmmImnu+TKdo8dzhNMqxz6eom9FckYx3PYyhvYWoqRcslrKt0JOduaEMirBMxgurasViEEOTKp2fS9tBQkZdGWyLIhO30lIxGeuLn0FLYQ9geoaQ34Cgmul0kVeqiVzsbxEkuPgiZsq03Y8PJnJ4e0nf9DDebJf7618/4ZF6Spir5lrcg9Km1pRG6Tuw1lxG99BIq+/ZTeu5Zik89hW/b6G1t8xDt/HH6+/EKBRJ/8ifEr7oKoZz8gq6aStHw7v+E1tlB7vd/wDp4EH3FikWZzF7IFNPEXL2a8u7dDP3f/0vs9a8netFFQZJ1FuzeXtJ3301554voHR2or5i94Ps+fqWCVyhQ2bWL8vPPI8JhtLZWwudswly3DmPF8il/5vu+T+GRR8n86lcIXUefJJ91WjPj0LYBjmwDuwR6uNYRzZ5mjvbrLYM2999P3bRHANizZw+dnZ2sXr2a9773vXR1dQGwbds2bNvmqquuGn/u+vXrWb58OVu2bAFgy5YtnHPOObQds5O65ppryGazvPDCC5Nur1KpkM1mJ9yOJQgqbU/G0cN4qobiOriqjupU0Ozpl9qbqknFqVCw5TIOSZIkaWF6sSdHumjTEjPHq2QVIWiIGjREDLIlm/7c8TvWdNGmaLmEdIWS7dKRClVl8NiJqEKQihhYrjd+n64KMiULb7Es35qi3kxQYaspimyJMEMVPclA9AxcxUDzyiAEFS1OzOoL2iScwmn2K7cgCCHQOztRIhGyv76H9M9/ftosQZdqR4lEEPr0PoeFphE68wwa/vRPSb7lrXiF/KLqdetms7j5PIm3voX4G994yoTtGKHrJK66isb3vw8lHsPu6pJDyuqQ0HXMtevw8gXSP/0pg//8z5R3757xz6r0wgsM/fN3Kb/4EsaqVcclbCH4fFdCIbSmJoyVKzHOOAOtuRlncIjMPfcw+K3bGbztNvIPP4IzOHjS7fmeR+6BB0j/8hcI00QfnRchvUKiExpWQSUH3iKYH6GawTCyeWqRUDflFJdccgnf+973OPPMM+np6eHLX/4yr33ta9mxYwe9vb0YhkEqlZrwmra2Nnp7ewHo7e2dkLAde3zsscnccsstfPnLXz5hTL4P+VPMkXA1A0/VURwb24igWAU0u4RtTm9KoK7o2J5N3s7TSvWWBkiSJEnSfPB9n6e7RjA0BUU5vppFVQSqItg/kKchok9IyqaLQbLU90FTBO2Jub9qnQjpE5JlhqpQcTzKtjunCeN6ki3b7OzJ4vs+sbBM2M5GRU+QM9tJlQ7hKMEqLNc3aSwdoqwnKemneW+7BUprbkaYJoU/PoybTpN65ztln0KpbkUvezXO0CC5P/wBYRgo4YVd0eY7DnZPD7HLX0vs8stnVCkbPvts8HxGfvJjnJ4e9M7OOYhUmg2hKOhLluBVKlR278Y6eIjwuecSedWrMNeumVLFq+845P/4MNl77wXHwVy7duoJfiEQkQhGJJij4BUKWF2HKe/eg5pKYqxYgbl2LcbSpeidnfg+eLksbjZHZe9ecr//fdDDVrZEOAkBLWdCaSRoKxBpno+uAnNHUQA/aPsQm/uVDXVzVnLttdeO//emTZu45JJLWLFiBf/2b/9GeI52OJ///Oe5+eabx7/OZrMsW7Zs/GtFgebndqKbTdjLT1DmLhQsI0bE6sdXNBTPnlGlrRAC3/dJl9Nwug4ZlCRJkhasQ8NFDgwWaI6deFlbIqwzXLB4pivNectSRE0N3/fpz1XQVQXL8TA1leQ8JBAjpooAPN9HEQJNVShYLqXTJGnr+T4HBgoULZem6OyWIkqBdGgpMasP3Stiq1FsJUzISdNU2M+RRAJfOf73SiDbI9Q7NR5HrFxJ6fnncbNZUm9/O+aaNbUOS5KOIxSFxJ/8Ce7ICMVt2zBXr5l25W698H0fq+sQ5qpVJK69dsoJuMmEz9mIV3gb6Z/9DGdgQCbX6pRimphr1uJmMhSfeJzi09swV68mesklmOvXo8YmL4pz8wUyv/41xa1bUZNJtKVLZxdHNIoRjeJ7Hm4mQ+WlXZSf3w66hhqP43s+vlXBr1j4jo3W3ILW1DSrbZ4WVAPazoaurWAXwFjoLUEFVOZnVUPdnpWkUinOOOMM9u7dyxvf+EYsyyKdTk+otu3r6xvvgdve3s4TTzwx4T36+vrGH5uMaZonnYytCIj19qP1iBMnbQHbjKNkjgZ9bH1/RklbgLAWZn9mPwCbWjahTXJwL0mSJEn16JlDIxQtl2UNJ77QqghBY8RguGix82iWC1c2UKg45MsOIV2haLm0xk3USSp1qy1qauiagu0GiWJVEXi+P5rEnPPN19yBwQLd6RLxkLbo+vw5rkem5AA+qiJIhPRJq7+rzdaipEPLaC7swVbCIBQqWoKwPUKycpR0ePnkL/SDYXBiQZedLG6KaWKuXYd18CBDd9xB4tpriW7ePKtEkiTNBcUwSL3jHbiZLNa+fRhrplapWG/coSGEGSLx5jejxuOzfr/IJRfjFgtkf/VrhK6jvmIFr1Q/1GQSNZnEKxap7D9AZfdu1GQKY/VqQmeegb5sGb5l4QwO4gwOUtm1m8q+fehLlpwwsTsTQlHQGhqgIRie5VkWXi6H0BXUWAxhmgvyb6umIk3QuBr6dwa9YBfyPlQ1oJQOlufP8XF03f4r5fN59u3bR0dHBxdeeCG6rvOHP/xh/PFdu3bR1dXF5s2bAdi8eTPbt2+nv79//Dn3338/iUSCDRs2zCgGRYBvuyilk/dIsMwYwn+5N4c6w6RtzIgxXB5my9Et7B7ZPaP3kCRJkqRa2D9YmFICUBlNog0XLXJlh3TRxnI9DFXB9XxSkfmp+gzrKqYWVPeOEUDJWvzDyIqWw8HBAqamYGqL64TD83xGijZtCZOzOhLEQhrDxfnrVZwNLcHS4phuHgBfqLiKQap0GM090fGkrLVdCISqYqxeDT6k7/pZ0Oe2IGdRSPVHTSZp+NN3oS9ZgnVgP77nnfpFdcSrVHCHh4i//gpCZ55RlfcUQhC/4griV16JMzAg/3YXACUSwVy5EmPlKlAUSs89x/CPfszA//7/GPg/tzH8gx+S+9292EePYq5aVdWE7aTxGAZaUxNaQ0PQf1ombGemcTVEGqGcrnUks6MawWA1Z+773ddN0vYzn/kMDz30EAcPHuSxxx7j7W9/O6qq8u53v5tkMsmNN97IzTffzAMPPMC2bdv48Ic/zObNm7n00ksBuPrqq9mwYQPvf//7ee6557j33nv5whe+wE033XTSatqTURTwXB8lVzzp8+zQsVf/Zl5pG9Nj+L6PpmjsGNyB7dozeh9JkiRJmm8+wcXOqdBVge16ZEo2Q4UKymiiVwBRY34OgpXRYWS2+3LCTFXEaIXm4nZ4uETRcuft33o+5SoOybDOOUuTrG6Jcf7yBqKmRtGan8EXrmIwEl6B8F0ULziOs9QohlsgUT5y4hfKvO2CIIRAb29Ha2kh/9BDDN1xB9bo4GRJqid6ZycN73svensH1v59CyZx6/s+9qFDhM7eSOyKK6r63kJRSFz7JiIXX4zV3Y1nWVV9f2luCE1Da2rCXL0a84wz0Jqa0JcswVy3DnPdOozlyxGGbPO0YGgmNJ8BvgfeAj7mVg1wbbDm/gJQ3SRtu7u7efe7382ZZ57Jn/7pn9LU1MTWrVtpGe05c+utt/LmN7+ZG264gcsvv5z29nbuvvvu8derqso999yDqqps3ryZ973vfXzgAx/gK1/5yoxjUgS4HqdM2lZCSRAC4bn4QkWv5Ge4PYVl8WW0R9sZKA7Qne+e0ftIkiRJUj0TQqAIweHhIv3ZCiFdwfGCpewh4WF1d2N1dWEdPBjcDh0ar4yp5olnMqRPqMDUVYVc2cZZICe3MzFcsDg0VCBqqouvLYLn4bgeK5uj4xXEUUOjPWFStudvWnHWbKdgtGA6ufFlc7YaJlk5gu5Ofkwpc7YLi5pIYK5aTWX3Hgb/6Z/JP/oovrsIJmJLi4qxdOlo4rYda//CqLh1R0ZQYjESf3ItygwLr05G6DrJ668nfPYG7AMH5N/tAiOEQIlEUAxj0R3DnFbi7aPVtrlaRzJzigJ485K0rZumqXfeeedJHw+FQtx2223cdtttJ3zOihUr+O1vf1u1mBQBnj+atD1Jr4pKOImjhVCdMp5qECoOz6q3ha7oCCHoznWzKrlqNt+CJEmSJNWlZFgnU7JQFYWwrlK2PUKeg36kC33NatRkElQVVA2/Usbp7cUZGcE/ehTf94NhE42NsxqyEjVVFCHwPB9FERiaEvTYrTikwouvasPxPPb057Bdj3ho8Xx/nufjeD65sk1jzKAzFZrweGsixKGhIhXHnZ92EEJhOLySiD2C5pVx1DC2EiZsD5MsdzMYnbjcVyZsFyZhGBhr1+L09pK+6y6sAwdJvvk62StTqivGsmU0vPe9jPzwR1gHD2CsWl23yS7f83AHBohd9QaM5SfoAV4FaixK6l3vYqjwPawDB4K+v3X6byJJi5JQoWEVFLeB54KyUFd+CbBmVrA5HXWTtK1Highyr1RshO3gG5OfGFpmAkcPozoVHM3ELGXQ7BKOEZnxtuN6nK5cFxW3gqlW/yqjJEmSJM0Xy/HIVWySIR1NDRb5qIqgMfry/s0vl2jMDhC7+jIa/uzPUBOJCe/hWxbO0BDOwACVAwcoP78d69BBQKA1N88oURIP6RiaQsXxCBsqmiJwPJ98efElbT3fZ1dvjoFchVREXzQnqLmyjeV4aKpCIqyzoSOJ9orBFo1Rg/ZkiO6REkZUmZfvvaInyYQ6aSgexFFCo9W2ERLlHnJmBxUtaK01FopM3C5MQgj0jg7cQoHC1i3Y3YeJX3014fPOk0PKpLphLF9O6k/fxeA/fxd3ZAStsbHWIU3K6e9HbWkhdvnlc74trbmZhne9i6Hvfx/78OE5TRJLkjSJRCcM74dyJqi6XYgULRhGNtebmfMtLGBCCZK2vu0iSpUTP1FRKMZb0ewyrh5Gc8qYpZFZbTtpJslUMvQWemf1PpIkSZJUS7brkSnbxEM66aI96UAotVwiOtiLe/a5NL7nPcclbCGoatM7Oghv2kTqbW+j9dM303TjjUQuugg3n6eydy9e+eSDQ1/J1BXiIY2KEyyPFEIggGx5cfWUt12PF3uyHBwsEDe145KaC1Wh4uB4Pmd3JrlsbTOb1zSRDB9/gV0gWNEURVcVLHf+lgenQ8uxtNj4UDJHCaF6FRqKB4NebseSWdsFTY1GMdeuwxkaZvgHP2TkRz/CPmY4siTVmrFmDdHNl+IMDNRlSwDftnGzGWKXXz5vSWVjxQpSb387KArOwMC8bFOSpFGKBs3rAD/oDbsQqQZUcuBM7/xjuhbHUfscGa+0tV2U8skblZdiLQjfwVM0hOdizjLjrika+HAgc2BW7yNJkiRJtZIt2WRLNu2JEBcsbyAZ0cmUJh6YKVaF8FAfh1ZtQHnrO1Ci0Sm9txKJEN60iYb3vofmj/xnQuvPxO7uxjp8eMonpAJBU9TE8Y7pa6spDOWtSZPLC42PT3+uzFMHh9k/UCBmapj6Ql2CFvB9H9v1GCla2K7HGW1xVjRHiJ0iGZ2K6DTFDAqV+UtWOGqIdHg5im8jfBeEoKLFiVkDhO30hOf6Mmu74AlVxVi+HK21leLjTzD4rW+R/+Mfp30xSZLmghCC+Oteh9HZiX30aK3DOY599CjGipVEL7l4XrcbPuccEtdcg5vN4uYWcH9NSVqI4h3BrZxemBevtVCQsJ3jaluZtD0JRQS/O6estAUq4QaCudfBb5tZTM96+43hRval99GVDabS5q08XdkuMpXMrN9bkiRJkuaS7/tYrseKpijnLksRMzXWtcXB5+WhUL5PeKiX9PK1vHje62lpSU57O0IIzLVrafrP/5mGd78bNZXEOnRoyq9PhDQEjCdpQ5pK0XIpVBbuRFvH8+jJlNjeneHpQyOMFG0ao8aCTtj6vk+h4jBUsChUHJJhnfOWpVjdEiWojz45gaA5ZuL5Pv48JuSzZjtlLYnpBNW2nmIgfJdE5eWVVIvg+oB0DDUWw1i3Dr9ikf7Zzxi8/XaKzzyD7yzczxRpcVBTKWJveAO+VcErlWodzjivVMJ3HOKvvwIlMvP2gjMVe93lRC97Nc7Ro3iVk5/zS5JURUKBlvWgR4PE7UKjKIAPpeE53YzsaXsSL1faOqestK2EU7iaiepU8FSdcHFo1ttPGAmylSx/7P4jF7VfxDP9zzBYGqQt2sbrl70egSBhJtCVmQ9hkSRJkqS5YHk+pqawqjmKMdrHti1usrwpwsHBAqoiiBazuGaEgxsvxQiHaI3PvIe70HWil16CEg4xdMf38CqVKU2ejoU0DE3BcjxCuoquCrJlj1zZIR6q3/2r5/sULZeRgoXlehiagq4IbNenJ1NmIF8GH6KmRmgBJ2stx6PiuFRGfz5rW2O0JUIkwzrKNHvTJsI6qiJwPR9NnZ+evr7QSIeW0p5/AeG7+ELFVsNErQF0twgsrt7JUkAoCnpHB77djH3kCMPf/1dCG84idvnlmOvWIdSF+zcpLWyRC86n9NyzlF94AWPN2rrob24fPUJo/VmEzz23JtsXqkryzW/GHR6mvH0Hxtq18m9UkuZLKAltG+DI02CXQQ+d+jX1RA1BphsaV4EWnpNNyKTtSShKUDcrplRpm8Q2omh2CVc1CRWHEZ6LP8tJeEtiSziUO8TOoZ0MlAZYEV9BV66LX+/9NS4uy2LLuHLFlTJxK0mSJNUVy3ZpiplEzJf3g0IIzupIMJS3qJQtGrJpei54Df3xFmKaQnNs9oM3Q2edhbF8GXZP75QGi4QNlaipkSs7hHR1vK9tvs4qbSuOS3+2QrpkUai4lGwX2/GwXO+4OlMhxIShb3PNdr3x6mlTUzG02W/XG62stV2PeEinIxliZXOMmDnzQ9dESCNqaOQrDqnI/CVL82Yr5XI3ppOnrCdxlBBhe5iYNUBWXSpbIyxiQtcxVq7EK5Uov7CT8q5dhNadQfTVmwmddRZCl8fv0vwSuk78jW/EOnAAd3gYramppvF4xSIoKrHLX4vQapeaUMJhUjfcwFAmi3XoIMaq1XWR0Jak00JyKZRGYHAPqDrMMoc2r8wYFAYgfRiaz5iTTcj2CCcxXmnrnLqnra9o5FNL0Owirmag2mX0Sn7WMQghaA23cjR/FEMx0BSNVYlVRPUoSSPJ7vRudgzsmPV2JEmSJKlaPC9IQ7UlQsctXVeEoClmEBrup9jSzuCGC8lVHJY3RqqS7BOGQfTSS/Er5Sn1thUIUmEd55gBVaoiGCmefL8/n/qyZbbuH+K57jRdw0UyJRvX8zF1haaoQVPMnHBrjBrzkrD1fJ900RpPeId0laLlMJSvULbdk7Yh8H1/vCWF7/uUbJfhgsVgvsJQvsJIwUIRYnzI2MYlqVklbAE0RWFNSxTX93G9+UuUjlXbCtzx3raeYpAoH0Xxg4sDskXC4qaEw5hr16K3tFLe9RJD/3IHg9/6FoWtW3Gz2VqHJ51mzFWriG5+Nc7gIG5+9uers2H39hA6Yx3mmWfWNA4ArbmZ1DvejhKO4PT11TocSTqNiKBNQrwdikPgzd/Q2FkTAvQwjBwAe27azsik7UmMX1xzXETx1EMEivF2hO+Pt0kwKtU5CIvoESJahJZwy2hcgpgRI6pHaTQbearvKR498iiHsofmtU+bJEmSJE2mZLsYqkJTbPJqxqRvITyXvk2bcUJhbNdjfXuiatsPbdqE1tI65WnQUVObUOtoaAr5soPl1v6gcSBXZseRDMWKS2PUoClqkgzrwVAxTa1ZJZDjeQznLaKmxvnLU1y2tpnXrG3molWNLGkIYzkeI0V7/LjE930sxyNbshnMVxguWIyMJWkLFo7r0ZYw2bgkyaalKS5c2chla5tZ0RSddhuEk2mKmRiqgj3PP9u80UpFjWO4BQAsNYLuFog7s2+nJS0cSjSKuXoN+pIlWIe6GPnxj+m/9VbSv/wllf0HpjxEUZpbt9xyCxdddBHxeJzW1lauv/56du3aNeE55XKZm266iaamJmKxGDfccAN9CyjRF3/TNURfcxn2kSO4hUJNYhgb0he97LK6aUdgrl1L4to34RUKNU9oS9JpRTWg8wKINkNpaGENJjNiUMnDyP45eXvZHmEKfB+UXPGUzyvFWvBUHeG5CN8jVBwhn1pWlRjaom2T3t8QaoAyPNv/LDsGd3BB2wW8qu1VcjmHJEmSVBO+71OwHFZEdELa8Sdhvu8TGe5nYPmZDC5Zg1NxiZoaq1qiVYtBjcWIXHIJmV/9Cq2t7ZT7xKipoYigQlhRBKamkikFScW2RG16a/n4dA+XeLE3i+v6pCJ6zfbtQVUsuJ4//vP1fWgdTbJGjJcPJ5uiQaXvUN5ie3eGwbw1PthVVxWipsryaIRUREdVFAqWgyoEDVGDqKlOaajYbJiagqmpVBx3Xnv9+opGJrSE1vxL4Hv4QgUEjZVuMmrjgjo3kWZPCYUwVq7Ed13c4WFyf/gDhUcfRW9rJ3TOOZhrVmMsX44wZM/jWnjooYe46aabuOiii3Ach7/+67/m6quvZufOnUSjwb7qU5/6FL/5zW+46667SCaTfOxjH+Md73gHjz76aI2jnxrFMEi94x3g+xQefQyxdClKtHr74amwe3ow16whdNZZ87rdU4m++tVYR45QeORRlNWrZRsTSZovehjaz4FDW8AugDG/n0kzJgTokaBFQtNaUGff7u1Y00ra/upXv5r2Bt74xjcSDs9NQ9754gPqFJK25UgjthFBt4r4QhDOT63CZ7YaQg00hBrIVrI81fsUAsH5reejLqReIJIkSdKi0DVc5FWGRvMJDlic/n7CLc30rrkUy/Ep2w6NEYP2KidHI+efR/6Pf5xSz76woaKPVl+aioqqCHwf+nPlmiRtfXwODxfZeTSLqgQJzVrwR4edFS0XVRGoSpBSbUuEaI2H6EiF0JTjF20JBM0xk/NXpOgeLqEqEAvpJEI68ZA2oXK2heoe2J6KEIJESONoZv57FufNNhpKXRhuEUuLUdHiRK00KasX6Jj3eKTaE6qK1tKC1tKCVyxiDw5S+fWvEaaB1tiEsWolxtKlaG1taM3NKKEQwjSn3PvTdxx8y8K3LEQkgiKTwFPyu9/9bsLX3/ve92htbWXbtm1cfvnlZDIZvvvd7/LjH/+YK6+8EoA77riDs846i61bt3LppZfWIuxpm5C4fWwLxjwmbr1KBVyX6Ksvq2kv28mMDybr76eyd18wmEwWREnS/Ag3QtMa6N8Jig7aAtlvaSGwcmAVIVzDpO31118/rTcXQrBnzx5Wr149rdfVG09R0AqloLfGJCcn489TdQrxDhoG9uBqIaLZHvA9EPPThSJhJvDw2NqzFcdzuKTjErmDkSRJkuZNvuKgCMHGJUni/ce3CPItCzeTJnX99Zh2B+lsmZLtcsGKFKpS3f2V1tJC5Nxzyf3xIdTGxpPuD8N6MDzLdnzM0YKakK7Sn61QaXMxJ6kYnktHR0rsPJpFUxRiodqczJZtl1zZIWKonNkepzkW9MkVQMzUpnR8kQobpJbU38F2LKTjp+em79jJuIpBJtRJc2EP+FF8oeIInebKYaishUhy3mOS6ocSiWBEIkCwbNxNpyk+8STFLVtBUVCiEVA1hKahmAYiFAZVQWja+NJy33HwHRdsC9+y8axK0HLBdVFME33pMoyVK9Da2jDXrEEJLbAp3TWSyWQAaGxsBGDbtm3Yts1VV101/pz169ezfPlytmzZsmCStgCKaZK64Qbwofj4VrTWNtTk3H8WOT09GKtWEt549pxvaybUWIzk29/O0He/i9PTg97ZWeuQJOn00bwu6A87fABCCdDm9wL/jCgaeE4Qd7ihqm897TOB3t5eWltbp/TceDw+7YDqkatoCMtBWDZ+6OS/MMVEO419L+LoSfRKDrOUphJpnKdIIWWmUIXKswPP0hppZXVqYSfMJUmSpIWhIaLTW3S4bG0TSwphrP7jn2N1d2OuWUPs1a9m+fYBdvXm0FSFZQ1zU9kTuehVFJ56Ei+fRz3JMYkiBImQTm/m5f71YV1lpBi0SGhPzt+KoZLtsqc/H/Svr1HCtlBxqDgeq5qjrG6JTmh/sBiEjdqtRMqZ7aTK3aPVtlEqapSIPYIy8BIsv2jeLvRL9U0JhVDa28e/9h0Hr1TCdxxwXdxcHtKZoGf02A1ACISiBEs1ldGErqYjzBB+pUJpxw6Kzz6LUAT60mXEX3c54XPPlW0YTsLzPD75yU9y2WWXsXHjRiA4HzYMg1QqNeG5bW1t9Pb2nvC9KpUKlUpl/OtsnQyhU0yT1LveiRIJk3/wIXzbRmtunrPt+ZaF7zjELrusrn/3jGXLSFxzDSM//SlesYgyelFFkqQ5JtSgTQIEA75EMuh5W8/GahnsU6/Qn65pHYV/8IMfnFarg/e9730kEtUbLFIrrqoiHAdRsk6ZtC0kO/E0ExBodplIrm9ek7YAcSNO1sryzMAzLI0vxaj3X3BJkiRpwXvnBcvYl3F51cpGKjuPf9zNZhGqQvyNb0QJh1neFKElbhILaaxtjc1JTPqKFZhnnEl5x/aTJm0BEmGdo8dUXyqjlb8D+cq8JW0dz2NXb5Zc2TnhELe5VqgEA9jWt8dZ1RKd8x6ztWBqCkKA5/tVHXI2FY4aJh1aNlptGwYEJTWOyB2FzGFIrZjXeKSFQWjaKT/DpkJrCYYa+7aNffQowz/4IeaWLcQuv5zQxo11t0y9Htx0003s2LGDRx55ZNbvdcstt/DlL3+5ClFVn2IYJN/6VpREgtzvfod91ELr6JiTVZt2Tw/6smWENm2q+ntXW+Siiyi/tIvitm2Y69YFF0UkSZp7igbtm4KV6yMHIdIEdd/+UwQDyapsWnvmO+64Y1pv/q1vfWtaz69XQdLWRSlX8Dj5AVMx1kIx1kw4PwQIYpkjjLTNf3P1tkgbXbku9qX3cVZTfTV3lyRJkhafZETnivagd2zlFY/5nofdc5ToZZcR2rABgM2rmzirPUHYUOdsIJQQgsgF51N+/nl82z7pMJHIaPWl7/vjJ6lhI2iRUG6d+6FVtuux/UiGo+kSybA+78lEgJLlUnE8zuqIs7J5cSZsAQxNQVUUXM9HUef/e8yEOolXejHdPI6I4QoNFB+G9kG8E1Q59EaaW0LXMVaswKtUqBzqovK97xNav57Y66/APOOMmrRXq8fZKR/72Me45557+OMf/8jSpUvH729vb8eyLNLp9IRq276+PtqPqZB+pc9//vPcfPPN419ns1mWLavO0OpqEKpK/MorUeNxMv/+K6z9+9CXLa9qL2SvUMB3XeKvvwLFrP8lz0LTSPzJn2B1deH09so2CZI0nxQV2jcGLQcK/RBpoa4PTVUdKpmqv+2ML6eWSqVgAvToMoFDhw7xi1/8gg0bNnD11VdXLcBaE4CjqAjbRSlZU3iBQj65lFjmKLYRIz5yGMW18Oa52lVTNKJalKf7n6Yz1knSlH3SJEmSpNpw+vvRmluIv+EN48kAIeZnwFZo/Xr0tjacwUH0jhMPe4oYGqoicDwffTSRF9JVhgsWA/kKyxrmblmk6/ns7MlydKREMqKjq/NbyWM5HgUrGMy1tjXGyqbFm7CFoNL25Z/1/G/fUwzS4WW05XcihAcIfCMOpRFIHwomD0vSPFBME3PlSrxSifJLL1LZu5fwpk3EXnc5+vLl85q8rafZKb7v8/GPf5xf/OIXPPjgg6xatWrC4xdeeCG6rvOHP/yBG264AYBdu3bR1dXF5s2bT/i+pmli1nmiUghB9OKL0Robyf7ud1R27UZJJNDa2mb9++D7PtaRI0QuuIDweedVJ+B5oLe1krj6jbJNgiTVgmpC29nQlQ0GfZl13IJV0YMEs2tX9QL8jM8K3va2t/Gv//qvAKTTaS655BK+/vWv87a3vW3RVNgCo8vnBD4+ovTK2qHJWeEk4GMbUYxKnnBuYG6DPIHWSCvDpWGe6X8m6HklSZIkSfPMLRTw8jnir78CfYo98atJCYcJX3ghbjZ70n1hxFDRVQXb9V5+rRAoQtCfLeMzN/vRku3y3OE0h4eLJMLzn7C1XY9s2aYhYrBpaYp1rbFFP8TUUBU0ReB6tTs2yhttWGoM0x3tfSZU0EMwtBcquZrFJZ2elHAYc81a1MZGCk8+yeC3v03m7rux+yZpTj6Hent78TxvSrfIHCbObrrpJn74wx/y4x//mHg8Tm9vL729vZRKQQudZDLJjTfeyM0338wDDzzAtm3b+PCHP8zmzZsX1BCykzHXrqXpIx8h9c4bELqGtXs3dm8vbj6P73mnfoNJOP39qKkUiWuuHh+et1BELrqI8LnnYR0+POPvX5KkGQo3BMPJnDK4Tq2jOTFVDxK2Ve5rO+NK26effppbb70VgJ/97Ge0tbXxzDPP8POf/5wvfvGLfPSjH61akLUkANcHgUApTzFpG0rgCxVfURGeTTTXQyG1ZG4DnYQQgvZoOy8Nv8Sy+DLWpNbMewySJEmns3pc7jmfvHIZu/sw0csuI/rqV9csjvDGs8k98ABeLod6gl77uqoQNlTy5YkHg2EjqLYtWW7VB3JVHJdnD48wmLNI1aDC1vN90kWbzlSIc5el0E6TXn1CCMKGSrpo1ywGT9HIhJbQnHsJ/NFLAkY8WP43uAeWnE99rwGUFiM1HkeJxXDTaXIPPEjx2eeIXvZqYps3oybndtVePc1OGStAuuKKKybcf8cdd/ChD30IgFtvvRVFUbjhhhuoVCpcc8013H777XMST60opknsda/DXH8W+T/+kcqe3biZDE5PD0BQ1MTLQ+/0jo4TDhbzLQs3kyZ5/fULssWAbJMgSTXWsAoKg5A9Wr/9bRUNvNGkbah6+8wZn30Ui0Xiow3x77vvPt7xjnegKAqXXnophw4dqlqAtSYEeN7oTmkq7RGASiiBq5moTgVXC9PU8wIjreuxzbkZtHIyUT1KupLmwcMPkrNynNty7qKvoJEkSaoX9bTcc775to116CDh884ndf31J+0nO9e0zk7MdeuCgWQnOclPhnVGihP39SFNYajiMFSwqpq0dTyPF3uyDOYsGqMGqjK/+2bf9xkpWDREdTZ0Jk+bhO2YqKExmJvaxfi5kjdaSSoHMPwyEAtytKFkMJAs0R70t5WkeSaEQGtoQE2lcAcHyd7zG0pPbSP2usuJvOpVKHN0UbGeZqdMZYViKBTitttu47bbbpuzOOqF3tZKw7veie+6OIODOH19OAMD+JaFZ9n4VgX7yBEqe/eit3dMmuC3ug8TWreO2GWX1eA7qA69rZXEG69i5Kf/JtskSNJ8GxtM5tpQHAqqWs1kfV3fHsuz2aWTP2+aZnz2sXbtWn75y1/y9re/nXvvvZdPfepTAPT398/ZVc9a8QGEQClM7R/fNuPYRhTdKlCKNBHPdNPQ9yL9yy+a0zhPZElsCcPlYR7veZyQFmJ94/qaxCFJknQ66u3tpXWKbQHiVZgOXi/cdJrIhRfQ8K53ztlJ/lSNDyTbfvKBZFFT45Xn6mK0RUJftszShnBVer26vs+LPVm6R4KhY/OdsAXIlGyipsY5S1KEa9HYtcZCujJHDS+mzlFDZI1WUqWul+/UTLAKMLgXom31WUkinRaEEGgtLaiNjTh9faTvuoviE08Su+J1hDdtmtMLcccO63plTKFQiLVr1/K2t72NxsbGOYtBOp5QVfS2NvS2tuMe8woFsvfeS+HRR3GzWfSlS8Hz8PJ53EwGoenEr74aJRSa8zj39ufJlW02LU1Vff8aufhiyi/tovj00zUb2idJpy0jCssvDapt+3dCaRjCjfWVuEWAla/qO844afvFL36R97znPXzqU5/iyiuvHG+6ft9993H++edXLcBaG6+01TSU3NR6U/iKykjrmSzZ/zCVcAO2EaGpdydDHRtx9dqcuDaGGnE9l61Ht9JgNtAWPX5nK0mSJFVXPS33nFdCIbRhA6k/+7M5X1I7VaH169FbTz6QLGpoo/t9H+WYE72woTJSpRYJ6ZLFocEih0eKxEMahjb/Fa7F0aFj6zsSJMO1q4CuJUNT6uIYP6u3kigdAdcKhm0AhBJBFUn2CKSW1zZA6bQnVBW9sxPftrGPHGH4Bz8gdOaZxN7wBsx16+YkafXMM8/w9NNP47ouZ555JgC7d+9GVVXWr1/P7bffzqc//Wkefvhhzj777KpvX5o+JRol+fa3Y6xYQeY3v6Gy6yWEpqPEouidnYTPOw9z9Gc5l7Jlm3/dcpB82eFDlwk2LU1V9f2DNgnXYnUdCtoknGTAqSRJc0A1oGEl6GE4sg3KaQinahzUMRQNypmqvuW0zzy++MUv8ra3vY13vvOdvOY1r6Gnp4dzzz13/PE3vOENvP3tb69qkLUkRFBp62vKlJO2AOmWtTT07yKW6aaQ6CSa7aGl+1l6V514ouhca4m0cCB7gKf7n+aqFVehK6fniZokSdJ8qaflnvMp+prXoCbiNRk8diJjA8kyv/4VWnv7pImGWEjDUBUs1yN0TIWjqSkUKw7poj2rpG33SJEXe7JUHI9ESJ+3hK3jeZQsF9fzcX0fVQhWNUdpS9T3FPO5ZIz2D/Z9v6aVUiUtSUmNI6wCGKM/D0ULKmyH9kCsLai+laQaE7qOsXIlXrlM+aVdVA4cJPKqC4m//vVgVvd3dKyK9o477hi/kJnJZPjP//k/85rXvIaPfOQjvOc97+Hmm2/m3nvvreq2pZkTQhC58EL0zk7Ku3ahNbegd3agNjTM2+fsrt4cA7kKvg+P7BnknCXJqm9bb28nftUbSd/1b3ilUs1XE0nSaSnWBh3nwpGnoZKHGrQinZRqBCumPBuqlG+b9plHd3c31157LYZh8Ja3vIW3vvWtnH322RijTccvvvjiqgRWLwTg++CqGmqxDK4LU5h2WYk0su+ct7H2ubsxyhkqoQTNvTsY6jynJr1tx3RGO9mb3ktjqJHzW8/HUCdvFi9JkiRV1+m03DN05hm1DmFS4wPJstlJK4BDejCMrFhxCR3TMkAZPeEbzFfoTE3/5CxdsujPVDg4VACgKWrMywms7/sULZeS7RIPaUQMDVURLG0I0xI3q9LqYaHSNQUhBJ4Pai3/GYTCiN7Gcu9gcMA59nsRSgYDN0YOQItsayXVDyUUwly7FjeTIf/Hhynv3Il7wQVV3cY//uM/cv/9909YeZJMJvnSl77E1VdfzSc+8Qm++MUvcvXVV1d1u1J16B0dNalA9X2fbYdGUAS0JkLsH8jTmy3TkZxdUtXzfHb2ZFnaECYVCc6do5dcTPmlF+l65AmsZatY0hCZcNwgSdI8SCwBqwh9O4Iet/VwkVvVg6StVb1hZNNO2v7Lv/wLnufx6KOP8utf/5pPfvKT9PT08MY3vpG3ve1tvPnNb14UJ5xjxiptPVVFdRxE2cKPTu2D3w4lGG7fQOf+R8inlhLLdBMf6WK4fcPcBn0SpmrSEmrhid4n8PG5qO0iVNkvTZIkac7J5Z61p3V2Et54NsUnnkRJJI5LnAoEjRGDTLFw3GsjhkZvtsyKkj2llgI+Po7rc2SkxN7+HGXHI6SrRA11XhK2nueTLtnoquDMtjgrm6Po6uk1bOxkDE1BVQSu59ekp/CxMnozvtofHOSPXdgXCugRGN4P8XYIpWoaoyS9kppMosTjOP39ZO/5TVXfO5PJ0N/fz4YNE8+ZBgYGyGazAKRSKSxrakOipdPDoaEiu3tztCZCxE2NnkyJvf3545K2Jcvl4FCBsK7ieD4HBwtETZVLVjVNaI00ZmdPlu8/dpB4SOOGC5eysinKiz05nkqsp7WyjfKebvraW7hgeYNM3ErSfGtaDXYhOF4iUfvEraKB5wTHdLVK2gIoisJrX/taXvva1/K1r32NF198kV//+td85zvf4S/+4i+4+OKLeetb38q73/1ulixZUpVAa0UIwA+StqJSQSlZuFNM2gLkGpbhaQaqY+ErKsnBfQy3nfVyJUUNJMwEHh7P9T9HX6GPN654IxFdTr+UJEmaS3K5Z+0JIYhedhml7TtOWG0bMbRJB1SFdIVCweHgUIFNS5MIBJbroSoCVQTJv4NDBTIlm6LlYLs+IU1huGBhaMq8VNd6vo/leJRsF8/zSYR1zu5M0Bitg8qDOmOoo0nbKUyJn2uOMHETS9FHdoMRe3mghhGD4gAM7IalF9X02FGSJiMUBb29HbPKvdjf9ra38ed//ud8/etf56KLgkHOTz75JJ/5zGe4/vrrAXjiiSc444z6XNUh1cbW/UMULTcYGioEhqbyxIFhNi1JETFVcmWHJw8MsbMnx97+HJqq4Ps+FcdDVxW6R0osa4xwdmeCeEjH83xyFYd7X+ilUHHIlmzuePQg7ckQh4eLFC2T85eu5cxDOziUt9jTn2PjkuRpvYpFkuadUKH9HEAEiVvPBaOGua2xBGIVh5HNbprGqLPOOouzzjqL//bf/hsDAwP86le/4le/+hUAn/nMZ6qxiZoZ+8h1VRXhOCjlCu40Xl+MtVGONmEWR6iYSWKZI4SKw5SjTXMR7pSlzBSqUDmQOcD2we1c0nFJTeORJEla7ORyz/pgrFxJeNMmClu3TlptG9KV0dZIE3udCiGImRo96RIhTcF2fQZyFXRVoKkKrucxUrTHk7iKEIxYQVWuVuUKV8f1cL0gPh8f2/EpOy6CoII0FdZZ3hihJREa790qTWSoCpoicLzaJ20B3ORyyHdDJRsMIoPgINRMQL4XCgMQq58e0ZJ0rGpfkPrOd77Dpz71Kf7Tf/pPOE4wOFHTND74wQ9y6623ArB+/Xr++Z//uarblRauPX05njo0QmvcHP997EyF2NWb4x9+9yKqCD7vhwsWpq6wrDGC54GiBPuDTMnmDy/2g4CVTRHWtyd4rjuN7Xj05yqsbY3h+5Ap2ezqzdESM1nZFEXjXDi6mwbhcDRdZklDhMaIbD8oSfNqLHGrGjC4K7ivpolbFUojVXu7qiRtj9XS0sKNN97IjTfeWO23rg0RtBjzVBUcF1Ge5jIcRWGkeR1L9z1EKdpCuDhMfORQzZO2AHEjjuVa7Evv47zW8zBVWYkjSZI0V+Ryz/oghCD2mssobd+Ol8mgplITHg8Z6viyeU19ZUJXxXY99vTnxxOktgs+Lr7vEzc1zDlaGun5PmXbpWi5QQWRKhgrEjU0hbWNMRojBtGQRsRQZaXPKQRVWApW2al1KMHAWz0Kreuh5zmwy6CHggc1Eyq5oHok2iKrbaXTQiwW45/+6Z+49dZb2b9/PwCrV68mFnt5Lsh5551Xo+ikelOoOPzbU4cpWS6dydD4/aamsiQVxvF8XM/H0BTWtcYmvZCaihikIgaO63F4pMTBoSIxMxhOuqYlNt5eqCVu0hJ/+Zy50LaUfPtSEj2HycSa2dOb4/wVDfKCqSTNN6EEx1FCQP/OIIGrVj3dOTWqAeVMUPVbhVaks/ouyuUyzz//PP39/XieN+Gxt771rbMKrF6M97T1BQKBUqpM+z3yqaU4WgjNLuFqJqmBPQwsOS/4xaqxpJmkO99NX6GP5YnltQ5HkiRp0ZLLPeuHvnw54XPPpfDYoyjJiZOlQ7qKpirYno82yXFWPKQTn8dYLccjX7HxfDA1hVXNUZJhnaaYOVptG8SsymTetJmaQrYO2iOMa1gZJGgH9wQnGsroYXooAfk+KPQH05Il6TQRi8XYtGlTrcOQ6twLR7N0j5RY3Rw9ruo7MYUe9MfS1GA/O2WKwsjajcSPHKTBUOjPVXi2a4SIoZGvOBiqYEVzlCbZpkiS5oGApnXBINfCINSqUFIzgkFkVr4qfW1nnLT93e9+xwc+8AEGBwePe0wIgetOp4lA/RrtSIHrBUNFpl1pCxTjrWSbVtHQ/xKlaAuR/CCR/ADFeO0PvDVFw8enK9clk7aSJElzSC73rB9j1bbl5587rtrW1BQMVaHiuFDjgSIly6VoO3Qkw7TGTRqihqyirSJTU2re03Ysv+DjAwJazgqGV2SPQqQ5WLurGuB7x1Tb1v6ivyTNtYcffpjvfOc77Nu3j5/97GcsWbKEH/zgB6xatYrXvOY1tQ5PqhOe5/PEgSFURVS9FdFUZZetoZJqIpJP4yaaGMpbDPiV8VU7wwWLc5amaEuETv1mkiTNjqJC81ooDoFjBQnUeY9BB8+u2jCyGX+yffzjH+dd73oXPT09eJ434bZYErYAYwMkPR+Ez4wqbREK/UsvwNEjqI6F4lSIZo5UN9BZSBkpDqQPULCPn5YtSZIkVcfYcs+hoSGeeeYZnnnmGYaGhvi///f/Eo0GVR3nnXeeXPI5T/SlSwmffz5Ofz/+MYk7gSAe0nDc2ibzXM+nYDmsa41z3rIUSxsiRA1NJmyryNBUJp06Vwtjcag6dJwbJGeLg+COtm8Yq7bNHq1ZiJI0X37+859zzTXXEA6HeeaZZ6hUgvOvTCbD3//939c4Oqme7B3Is6cvT3sNE6KuGWJ47dloxQK6ImiIGjTFTFIRg8aoge35vNSTpT9bDi4IS5I0t6JtwcqkSrY22x+7Il+lYWQzTtr29fVx880309ZW+2rROeePVtqqCkquOKO3KCbaGew4B7OSwVMNkkMHoE6W5CXNJJlKhsO5w7UORZIkadEbW+65adOmCf35pPklhCB66aWISBivMPGiZSyk1bQC0/d9siWbhojO6pYoimx9MCd0tV7+Xf2JuWM9AksvgkQnlIbBc4JqW6FA/4tQHK5VoJI0L/7u7/6Ob3/72/zTP/0Tuv7y8vbLLruMp59+uoaR1S+/Ts4r59vz3WkqrkfUrFHvylGZlWfgRGLohdyE+4UQJEM62bLNtkMjPLZviK7hwis/9SVJqiYhoHF1cNzk1GhWiFChlK7KW804afvOd76TBx98sCpB1D0Bnge+pqHkZ5a0Bcg2rcJVdFw9RDTbSyzTXcUgZ04RCqZmsmt4F45X+4EckiRJi9XDDz/M+973PjZv3syRI8GKix/84Ac88sgjNY7s9KQ2NiIMA5yJ+76wrtasntX3fdJFG10VrG2NoylyKfxcqdVS2leaNNeih2HJqyDeESRpfR9CqWCpXfcTkOuZ7zAlad7s2rWLyy+//Lj7k8kk6XR6/gOqc3v783zz93sYys9gRegCVnFcXjiSJRmaXt/aOYkl2URm+VqMXPq4xxRF0Bg1iYc1bMdj59EsR0ZKFCyHvmwZ2/WOf0NJkmYn2lLbatuxYWT+7P++Z3xJ6v/8n//Du971Lh5++GHOOeecCVdBAf7rf/2vsw6unrg++Jo640pbCHrbViIN6JU8wrNp6X6WfGpZFaOcuZZwC925bg5mDrK2YW2tw5EkSVp0fv7zn/P+97+f9773vZMu9/ztb39b4whPP0LTEIqC/4phqmFDDfrzez6qMn/pW9v1yJRs4iGNszuTNMfk4JK5pCsCnyBR/srhNfNt0sStqkP7OeCUgorbcBNEmqA0Aj3PBZUksfZ5j1WS5lp7ezt79+5l5cqVE+5/5JFHWL16dW2CqlP9uTI/eaKLIyNFDg0XaTqN9hsHB4sM5issSYVrHQoAI6vPomHvCyhWBc+Y+HMIjiUEibBCtmyz40gGU1MpWA5LUmHOXZaSq2okqZrGqm3z/bXpbavq4JSDi+3m7EYYzzhp+5Of/IT77ruPUCjEgw8+OOFgVwix+JK2Hvi6ilK2wHZAn/4/na9ojLSsY8n+RyiHG4hme9DLOezQfM6hnpyhGhiqwfbB7axIrEBXa3/FUpIkaTEZW+75gQ98gDvvvHP8/ssuu4y/+7u/q2Fkpy+hacHAglcmbXUVXRXYroeqzM8wMsf1yBRtOlIh1nckiBq1Xep5OtBUBUUwNgKsJk65XTMOHedB91OjidtGCDcE/3302aCNQqRG05ElaY585CMf4ROf+AT/8i//ghCCo0ePsmXLFj7zmc/wt3/7t7UOr648vHuAruGgqKgnXYLlDTWOaP68cDSD7fqYNR4aOqbQvpRKqgkjn6Hc2HrC5yVCOmXbxfF84iGNo+kSQsDShoi8WCtJ1RRtgVhrsDpJa57fbasGVHK1Tdr+zd/8DV/+8pf5q7/6K5TTYOme4wKGiihbKGULbwZJW4BM81pau59F+B66VSCa6yFdB0lbgNZwK92Fbg5mD7KuYV2tw5EkSVpU5HLPOqSqCE3FKx/fHsHUVCqOS2geTgZdz2ekaNORDLFpaQq9TpbtL3a6qqAIgef5KHXT33YSkSboPBeOPB0stQsng+RtaQgOPwEtZ0JqRXABQpIWgb/6q7/C8zze8IY3UCwWufzyyzFNk8985jN8/OMfr3V4daVruEjc1PB8n/0Dp89Q6aLl8OzhNMlI/RQa+apGetWZdDz50CmfO+HYIgTdIyWG8haXrmmSF20lqVqEgMZVtam2FQLwg6TtLM34rMCyLP7sz/7stEjYKoxW2moa2A6iNPN+QeVII4MdGzHKGfB94sOHqhfoLOmqjqEY7BjcgeXWqGGzJEnSIjW23POV5HLP2hFCIHTjuEpbIQSpiI7tzv2gkKLlMFywaI2bbFySlAnbeaSrAlURNR06N2Wx9qBVguDlwRbhpqCvQs+zcPjxoG2CJC0CQgj+5m/+huHhYXbs2MHWrVsZGBjgq1/9aq1Dqytl22UwbxE2VJJhnUPDRbpHZt7KbyE5OFhkKF+hKTrPS55PIde5As8wUSvlKb/G1FSaogZFyw2qpSVJqp5oK8TboZKpwcZFcLF9lmZ8ZvDBD36Qn/70p7MOYCEQIqi09TUV4bgo5Vk0eReCgaXnYYVTCN8nOXwQrZKvXrCz1BZpozvfzb70vlqHIkmStKiMLfd8/PHHx5d7/uhHP+Izn/kMH/3oR2sd3mlLmCa47nH3x0NB5dJcypVtLMdjXVuM81c0zEtVr/SykK6iqQrOPCTnT2i0wHdKk8STy6DzgqBPWnEQ8CEUh1AD5Hvh8FYY3g9yqKy0SBiGwYYNG7j44ouJxWK1DqfuDBUsipZLWA+StrmSzRMHhmsd1rw4MJjH9ai7C53F5nZKDc2TDiQ7GSEEIV3hyEhJDiaTpGoaq7ZVtKDH7HzSzGBV1CyHkc249t51Xb72ta9x7733smnTpuMGkX3jG9+YVWB1RYDjAaqC8DyU4uwmczpGlHTzWtq6nkSv5ImnuxlpW1+dWGdJUzSiWpTnB59nVXIVIS1U65AkSZIWBbncsz4ppnncIDKAiKEhmLshVYWKg+P5nN2ZZFljGFGzrqqnL0UIYqZW84nr/vj/TEGiMzgJ6HkWCgNB6wRVg0hLMCG55znIdAfDN+IdsmWCtGDcfPPNU37uojrPnIWhfIWyHSRtgxUiBs93Z/iTczoW9UVA3/d5sSdHxKjD71FRSa86kyVb/yNYCTGN44eIoZEuWgzkKnTWyXA1SVoUIs3Bhe+RAyC04LhpPqgm2MWgt20oOeO3mXG027dv5/zzzwdgx44dMw5gIRAEKyd9gpuSmX1lbKZpNS1Hn0N1KiSGD9RN0hagJdzCwexB9mX2cXbT2bUOR5IkaVEYW+752c9+lr1795LP59mwYYOsHqoxYRzfHgHGqjAFjuejV7nfab7s4Hge69vjMmFbY/GQRl92nisvjjH2s59WrW+kCZZdAkefCfq0hVPBwItQIqiyLY1A95PBSUrLGcEQDvk7JtW5Z555ZsLXTz/9NI7jcOaZZwKwe/duVFXlwgsvrEV4dSldtAFQlODvuyGq0z1S4tBQkTPb62NmylwoWC5DhQpRsz57v+Y7VuCaIdRKCTcUmfLrVEUghKB7pEhHMjQnF4wl6bQkRNBiyipAcQgijfOzXdUI2iOUhmuTtH3ggQdmvNF6pypQPub8TQjw/KDa1hAK2tDs+1IUEh2UIw1EMz3E091olTyOWR8n7qqiEtWjbB/YzsrESqJ6tNYhSZIkLRpjyz2l+iBME3+S9ggRQ0VTFGzXq9ryS9fzyZRsVEVwVkeC5U0RmbCtsbGK6gXHiMHSi6B3B6QPBYPJVC1Y/hdpDJK3xaGg1228E5rXQihV66gl6YSOPbf8xje+QTwe5/vf/z4NDQ0AjIyM8OEPf5jXvva1tQqx7mRKNsd28TE1Fcf12D+QX9RJ2+G8RclyaU3UzxCyY5UaWyk2tREd7KU4jaQtQMzUGC5YjBQtGqPmHEUoSachRQvaJBQGgnYFYh5aqwiCllaDe4ML6ebMPpdnnLT9yU9+wrvf/e5JH/vsZz/LP/7jP870rWuuo9FjZ+/Lh/CKCIpwHBf8kI7aPzLt5Q6v5KsaIy1nEM32olfyRHO9ZMy11Qi/KlojrezP7OfJ3ie5rPMydLU+d4qSJEn1bK6Xe95yyy3cfffdvPTSS4TDYV796lfzP//n/xyvTAIol8t8+tOf5s4776RSqXDNNddw++2309bWNv6crq4uPvrRj/LAAw8Qi8X44Ac/yC233IKm1WcVSzUpIXPSSltNFYR0lUJl9v1BXc8nV7ZxPJ+mqMHa1hjNcVMmbOtASFOClVRz1AZjSmbaUlcLQcemIEGbPQLhhuDkAIKTk2gTOBVId0GhH5rWBm0TlMX/dy0tbF//+te57777xhO2AA0NDfzd3/0dV199NZ/+9KdrGF39GMxXjlsJEtJVXurN8aaN7Yu2UnOwUKHieIS0+upnO05RyKw8g3jPoWnnDAxNIVv26c9VZNJWkqot0hQcO9llMKZ3QWXGQskgUXz0GVj6KtCnv90ZH7V99KMfJZVKce211064/1Of+hR33nnngk7atiR8lP4gSQvHVNq64JkGaq6IqFj4odl9kGaa19La/QzhwiDRTA+Z5vpJ2ipCYUlsCdsHt+P6Lq9Z8hpMVe44JEmSpmOul3s+9NBD3HTTTVx00UU4jsNf//Vfc/XVV7Nz506i0WCVxKc+9Sl+85vfcNddd5FMJvnYxz7GO97xDh599FEg6FF/3XXX0d7ezmOPPUZPTw8f+MAH0HWdv//7v5/Fd78wCNOESQaOCQSJkEamZM/q/V3PZ7hg0Rg1WNYYoTMVQlPq9ETzNKSpAkUIPB+q3AVjWmY8Ck01YMkFQe/azOGgAlc/pheiZkK0Bax8UJWb64XWs4L7JKlOZbNZBgYGjrt/YGCAXC5Xg4jq02C+gqlN7OuaDOv0ZEoMFyyaYovz3G04bwHUdVI637kCx4yglYs44emtWg1pKj3pEssaInXbAkKSFiQtFKxGyvXMX9JWiKDKtjAAR56GJRdOPE6bghmfNfzoRz/i3e9+N4888sj4fR//+Mf5t3/7twXfOiEe8TA0H3u0uGZsd+B44JsGStlCzRRmvZ1ypJFCvB3heSRGDiG845dn1lJYC7MkuoQXBl/g0SOP4s1y6p0kSdLp5oEHHhi/veUtb+F1r3sd3d3dPP300zz99NMcPnyY17/+9Vx33XUzev/f/e53fOhDH+Lss8/m3HPP5Xvf+x5dXV1s27YNgEwmw3e/+12+8Y1vcOWVV3LhhRdyxx138Nhjj7F161YA7rvvPnbu3MkPf/hDzjvvPK699lq++tWvctttt2FZVtX+LeqV0E68kiRqaviTJHSnynI8hgsWbQmTC1c2sLwxIhO2dUZVlGBF1Sx+zrM1rUFkk1EN6DwfWtYH1SOl9MT3E4AZC05UisNw+IkgwStJdertb387H/7wh7n77rvp7u6mu7ubn//859x444284x3vqHV4daHiuGSKNsYrqk3jIZ1cxeFouna9uudaT6aEUscJW4ByqpliSztGbvptFaOmSsFyebE3W9N9kyQtSvH2oD3CfOa2FCWo8s33BTMHyunpvXym273uuuu4/fbbeetb38q2bdv4L//lv3D33XfzwAMPsH59/QzVmglDC/raOsf8HH1G2yMYOlh2VYaRIQT51FI8VcMsZQgVBmf/nlUW0kJ0RjvZPbKbI7kjtQ5HkiRpwfr617/OLbfcMulyz69//etV2UYmE5wcNDYGDfa3bduGbdtcddVV489Zv349y5cvZ8uWLQBs2bKFc845Z0K7hGuuuYZsNssLL7xQlbjqmTD0E85oGptMPZPEbclyyZVtljaG2bQ0RUirwynXEroqUBRRsxPjl3/1Zrl9RQsqaJecH/S2LQ0dX0GuqMFJg+9B7/bg5EGS6tC3v/1trr32Wt7znvewYsUKVqxYwXve8x7e9KY3cfvtt9c6vLqQKztBiwB94um8qojgT7yGAxbnkuf5HBwqEDXrfJ8qBJmVZ6I49qQtmE7+UkEipNOfrdC/SH+OklQz8Y6gt2ylCvm86VDUoOK2OBjMG8j1TPmls6q3f8973kM6neayyy6jpaWFhx56iLVr62eJ/0xpKmiqj/uKz1fHJWhwC1WptAUoxVpwjAiaVSCa7aUUbzv1i+ZZRI/glTxeGHqBJfElKPPRtFmSJGmRmevlnp7n8clPfpLLLruMjRs3AtDb24thGKRSqQnPbWtro7e3d/w5xyZsxx4fe+yVKpUKlUpl/OtsNjvr2GtJnKRvb9jQUBWB4/nH9Q08EdfzyZaDlgprW+OsbYuh1nlF0OlMUxXU0fYItVSdzQtILguW/x19dnRCcvPEixKCYCBZaThYpte8DhKdM+qxJklzJRKJcPvtt/OP//iP7Nu3D4A1a9aMt/2RgiFkFcelSTOOe0xXBYeGqnOuWm+GChbZkkNsAbQNyC5bTSWRwsyOUEk1Teu1hqYgLNg/WKApZlZtIKoknfZUAxpWQ89zwQWV+VwBpygQaYHySHAM1nDmqV/DNJO2Jxqo0tLSwgUXXDDhyudMBqrUCyEgpPuUjrmwJWC8XQJCoA5X5yS1GG/FMuPESkdIjBxksHPTrAaczZW2SBsHsgc4nDvMisSKWocjSZK04Iwt9/z617/OxRdfDMDjjz/OZz/72aos97zpppvYsWPHhLZFc+GWW27hy1/+8pxuYz6dPGmroqsKjuujn6Kox/E8SpZLxfFoiOisaY3TFjfruueeBJoiRgfO1ihrK6BaKdtx0ZagZ9qRp0YTt03HJ27DjVDJBSctg3uCAWXNa0HUefWatGg9//zzbNy4EeWYE+hoNMqmTZsmff4LL7zAmWeeeVoMzJxMpmRjOT7GJMm8qKnRNVzEcrzj2icsdH3ZMgXLoS0RqnUop2RHEwydeS6dTzxIJdEw7eRQIqQzXLDoGiqwpnVmU+clSZpEalnQJqqcDlpHzScBhBqgkoH+qa1onNZe7pUDVcasXbuWbDY7/vhiOEEJGT754stfKwLGBkj7poHWN1yV7bh6mHTzGqLZHqKZXoxyBiucqsp7V1NYC4MPLw69yLL4MlltK0mSNE3f/va3+cxnPsN73vMebDuoxNQ0jRtvvHHWwzs/9rGPcc899/DHP/6RpUuXjt/f3t6OZVmk0+kJ1bZ9fX20t7ePP+eJJ56Y8H59fX3jj73S5z//+QkXcbPZLMuWLZtV/LUkdP2EOTNdFUQMlWzZIcyJk1ll2yVfcYiHNFY2RVnRHJ30RFqqP4oQaKpC2a7tXIGqd2eINAYDyrq3BSclrzy2FEAoDn4MrEJw4uBUoG1D0GpBkubZ+eefT29vLy0tUxuSt3nzZp599llWr149x5HVp0zJRojJz7vHhpF1DRdZ2xqrQXRzpydTxvN8VGVh5BtG1m6kaddzmJlhKg3N03qtqgjCusqBoSLtybAcSiZJ1aIa0HJm0OPfsWCSFQtzSgBmEspTa1M1rb/8+Row9g//8A98/vOf5xOf+ATf/OY3ASiXy3z605/mzjvvpFKpcM0113D77bdPWNLZ1dXFRz/6UR544AFisRgf/OAHueWWW2Z0BTZsekE7hFGqApYDPj6eqaNmCoiKjW+eeIDJVOUalmMbMYxKlsRIF4N1mLQFaI20cih7iCP5IyyLL9wTdEmSpFqYi+Wevu/z8Y9/nF/84hc8+OCDrFq1asLjF154Ibqu84c//IEbbrgBgF27dtHV1cXmzZuB4MT3f/yP/0F/fz+tra0A3H///SQSCTZs2HDcNk3TxDQX0UTqkxwjCAQtcZOhwuQD2Tzfp2S5lG2XNS1R1rXF5aCxBchQFYpWfQ2DrYpIM7SdDT3PQmkkqOx4ZZ5DiGBImarB8F5wK9CxCdRF9DcuLQi+7/O3f/u3RCJTa9VxOgzKPJlM0T7hYyFdxXI89g3kF13SdndfDmMB9Yi3o/GXq22TjdOuto0YKkMFi/5cmVXm4vpZSlJNxdqDoWTZI6BN7WJhVQlAn9rf9LSymZMtWzmZmSxbefLJJ/nOd75z3FKYT33qU/zmN7/hrrvuIplM8rGPfYx3vOMdPProowC4rst1111He3s7jz32GD09PXzgAx9A13X+/u//furf5ChTZ8KBraKA6wV9bRXTQMnkUTJ53NaGE77HVBXj7dhmlHB+kMbenQy1bcBX6+9KWlgL4/keOwZ30BntRFUWzg5TkiSpFuZ6uedNN93Ej3/8Y/793/+deDw+3oM2mUwSDodJJpPceOON3HzzzTQ2NpJIJPj4xz/O5s2bufTSSwG4+uqr2bBhA+9///v52te+Rm9vL1/4whe46aabFldy9gSEpoPv4/v+pBVLjVETTckft8zUcT1GijYRQ2VdW5y1rbG6n2YtTc7QlJpO6J7TLSeXBgexPduD4ReRpsnbcGmhoDVCugs8BzrOlX1upXl1+eWXs2vXrik/f/PmzYTD4TmMqL71Z8sn7XMaNTUefKkfTRG8Zl0z5gJKdJ5ItmzTPVwkGZ590dR8CqptnyeUGaY8zWpbIQS6qtCTKbOyOYo40eRUSZKmRwhoXBMMZXUqoNXvOc+0MoNzvWwln8/z3ve+l3/6p3/i7/7u78bvz2QyfPe73+XHP/4xV155JQB33HEHZ511Flu3buXSSy/lvvvuY+fOnfz+97+nra2N8847j69+9at87nOf40tf+hKGMb2SZ0PzJ3wkKgJsL+hrq5s6omKhVilp6xgRCvF2jHKWSL6fePow2aZVp35hDbRH2jmYOcih3CFWJ0/P5UiSJElTNdf7zW9961sAXHHFFRPuv+OOO/jQhz4EwK233oqiKNxwww0TVqqMUVWVe+65h49+9KNs3ryZaDTKBz/4Qb7yla9MKYaFThh6kNTy/UmTWamITkvc5Gi6TNRUcVwfy/UQQHsyxMYlScKnangr1TVTU2rW03YuWtoeJ94JaiiouC0MgJkAfZJ+kKoetFXIHgW7CG3nQKx1joOTpMCDDz5Y6xAWDN/3GchXCOknTtouSYXpzZb5+dPd6KrC5WfUoJKsyo6MlMiWbVY0LayBdC9X2z4AM6i2NTWFQsWhbHvyeEOSqinaFBwjZbpAbTl+NVKdmFbSdq6Xrdx0001cd911XHXVVROSttu2bcO2ba666qrx+9avX8/y5cvZsmULl156KVu2bOGcc86Z0C7hmmuu4aMf/SgvvPAC559//nHbO9kEbF2beAStKOD6QaUtpoIA1Ez1pnLmGlfQMLAH4bmkBvbUbdLW1EwUofB8//MsiS3BlMvnJEmSTmiu95v+FKoDQ6EQt912G7fddtsJn7NixQp++9vfTmvbi4XQtNGdvDvpiZQiBGd3JhEIRooWhqawqjlKxNRojhmLonrpdKfXwaCeOS/0jTTCsktgcDekD4HvgjFJ4kPRgkFmpRHofjIYTtawKuj/JklSXShYLvmyc9L9jxCCjmSYQ0MFtu4fYvOappNW5i4E3SMlXM9fkN/H8Lqgt+1Mqm0NVRn9mdsyaStJVSWCQaz5XnBKoNfn6o1pJW3nctnKnXfeydNPP82TTz553GO9vb0YhjFhiApAW1vb+FLQ3t7eCQnbscfHHpvMySZga6qP7798ED1WCTE2p8IXAnUkO+lrZyKfXIJthFFch8TwQfRyFjuUqNr7V1NHtINDuUO8OPQi57WeV+twJEmS6pZc7ln/hKYhVAXf8054gT2kq5y/PIXj+WiKWBQDV6WXqXXx85yHSl8jCp3ngRGBvp1BZe1kyVghINwIVh56d0C2J+hzG57nCcuSJE0qU7IpOy7NoVOfyrclQnQNF9nVm2PjkuQ8RDd39iywfrbHciIxBtefx5LH/wOSDTCNNoOKIvB9n3zFoSU+h0FK0uko0hC0khraN9oqqh6OCSeaVtJ2rpatHD58mE984hPcf//9hEKTLNeaIyebgK2ISX5eAsqjPd99Q0frG6laLOVII8V4O/GRLnQrTzx9mOH2s6v2/tWkKRopI8VzA8+xNL6U5vD0rhZKkiSdLuRyz/on9NH2CJ538ucJga7W34GcNHtajX+uPvOSsh0loGkdlLNB/9poM4hJqtYEwYAyPQKlYTjydFCpa8qMgSTVWrpoUba9Ka30COkqnufzxMFhzu5MnPKio+N6aHVYyZor2xweKZKYQqK6Xo2sPfuYatvptatQhWCkaFOfa3ElaSEbPS7K9UElB3VYOFkXn8jbtm2jv7+fCy64AE3T0DSNhx56iP/9v/83mqbR1taGZVmk0+kJr+vr66O9vR2A9vZ2+vr6jnt87LHJmKZJIpGYcBujKkHS9tiDaE2BbDFYjuqbBmo6FzS5rQYhGGk9A+F7+EKhoX/3KU8ga6kx1EjOyrH16FYs9/Se3ipJkiQtYJoGiopfx/tcaW7VR6XtPBIKtJ0dDCUrDp28N4OiBM8rZ6DvhaCtgiRJNZUpBlVEqvLyZ9fJ2iW1JUI8fzjNiz25Ez7H930e3TvIV+7ZyT3PHa1esFVyJF0iW7JJLLAhZMdyIjGGzjofrVgIWjJNg6EppIsWtiuPVSSp6owoNK0Ft1KXObi6SNq+4Q1vYPv27Tz77LPjt1e96lW8973vHf9vXdf5wx/+MP6aXbt20dXVxebNm4FgSen27dvp7+8ff879999PIpFgw4YN045JEf5xSVtdg4odVNt6IQNRsava1zbbuJJKKAkoxNPdxDOHq/be1SaEYFl8GYeyh+jKdtU6HEmSJEmaEaHriLGettJpSVWVeax0nahmrTb0yGirhHjQv/Zk/wBCQLgBcj1Bda4kSTWVLtkTvi5UHHYcyTCYr0z6/ERYx3Z9frP9KJlXvHbMQ7sGuOupw+ztz/Ps4TROnSUHu4cXbj/bY42s2UC5oZlQZmharzN1hYrtkStP/vOTJGmWUssglIJK9VqgVktdfOrF43E2btw44RaNRmlqamLjxo0kk0luvPFGbr75Zh544AG2bdvGhz/8YTZv3syll14KwNVXX82GDRt4//vfz3PPPce9997LF77wBW666SZMc/rDshQlaJFw7EGspoDrBYlb39QRFQs1k6/SvwI4RpShjo0onoNwbVIDe6r23nNBV3RUobInvWdKw3AkSZIkqd4IXQ+W19ThlXVpfqhCIJjaYL85U4tNh1JBr1pVD5YEnoyqB7fBPUGvW0maY7Ztc/jwYXbt2sXw8HCtw6krA7nyhCrbo+kSZ7THGSpYFCqTrwJd2RRhT1+e//vHfRweLk547Gi6xG939GBoCmd1JBguWPTlJk8A18ruBdzP9lhOOMrgWeejlUuIaVws1hQF1/cZzMsVrpI0J1QDGleBZ4NfX+cEdZG0nYpbb72VN7/5zdxwww1cfvnltLe3c/fdd48/rqoq99xzD6qqsnnzZt73vvfxgQ98gK985Ssz2p6qMHoA/4oHRJC4RVHA91GqmLQFGG47i0o4ieK7JIcOoJdPcRBdY83hZo7kjzBQGqh1KJIkSZI0bULTEIoi2yOcxlRFoAiBV6OcrQBq9tsXa4OW9cGSwFO1uzITQXK3dzt4VWoPJknHyOVyfOtb3+J1r3sdiUSClStXctZZZ9HS0sKKFSv4yEc+MunQ6lq67bbbWLlyJaFQiEsuuYQnnnhizrfZn6sQGk1gep6PB1x9djuXrGrk8Ehx0gtQmqqwtjXG/oEC//LoAZ49nA5a/vk+D+0aIFOyaU+EiBoqRdvh0FD1VpPOVnYR9LM91li1rZmeZrWtpnA0XaLiyJVBkjQn4p1gxKBSXxen6zZp++CDD/LNb35z/OtQKMRtt93G8PAwhUKBu++++7hetStWrOC3v/0txWKRgYEB/tf/+l9o2sw+3MfaI0zGGT+yFqgj1f2B2qE4gx0b8RHo5RzxOl+GFtEjlOwSh7KHah2KJEmSJE2bGO1pKyttT1+qIhACvBpW2tZ0KXLDymBycil98uoSISDcGLRJGNpLbcqDpcXqG9/4BitXruSOO+7gqquu4pe//CXPPvssu3fvZsuWLfz3//7fcRyHq6++mje96U3s2VP7FYk//elPufnmm/nv//2/8/TTT3PuuedyzTXXTGjXV22W45Ep2hhacBpfdlzCukpr3OTajR00Rc0TVsnqqsLalhjDBYt/eWQ/dz55mLueOszW/UN0JMMIIYKhm4rC04dG8Gp1JesVuocXfj/bY7mhCINnXYBWKSHcqV8AixoauYrD3v48vvz8laTq08yXe9u69dOKZFZJ28W8bGWsPcJxH4f+y23vfENHG6j+951pXottxlDdMqnBvScfEFEHUmaKl4ZfImfVd1WwJElSrS3m/eaCpaoITQ4iO51po5W2tTzcqulwGaFA28bRwWTDJ8/Fqhro0aBNQq533kKUFr8nn3ySP/7xjzzxxBP87d/+Lddccw3nnHMOa9eu5eKLL+bP//zPueOOO+jt7eX666/n4YcfrnXIfOMb3+AjH/kIH/7wh9mwYQPf/va3iUQi/Mu//MucbTNTsik7HiE9OI0vWS5hXaEpatKeDPG6M5pJFy3cEyRcFUWwsilKY9TkwV0D/MdLA4QNleQxCdGWuMm+gQKHR4qTvsd8OzRUwFkE/WyPNbLmLEqNLYSmUW2rKIK4qXF4uMhgnbWvkKRFI7UcEkuDfv9OffydTfuTbyEuW5kJRQkKCl55AK8IsMeStiEddTgLVV6iUI40kkstRfg+0UwPoWJ9n9g3hBoYKY+wa3hXrUORJEmqO6fLfnOhEkIgdEMOIjuN1UOlre3W+AK9Hg762+oRKJ9iMJkRCSpy+3eCXR9JHWnh+8lPfsLZZ599yueZpslf/uVf8ud//ufzENWJWZbFtm3buOqqq8bvUxSFq666ii1btkz6mkqlQjabnXCDoHr2lU7UYztbtqnYLuZoe4SS7dIYNQkbwdeXrmmmIxmmN1M+afzJsM769jhntsdpS4QmPBYzNYqWw8Gh2v99u57P80fSRI3F0RphjGuGGVp/PmqlPK2VPiFdxfNh30DhhIl5SZJmQdFgyfnQuAbKmbpYiTetpO1CXLYyU+poe4TjWtoKsEZXMXimgVK2ULNV7vkjBJnmtTh6GKOSJ54+XN33rzJFKDSFmtgxtIOh0vR680iSJC1mp9N+cyETplkXB2VSbag1rrQVQtRHj8JwI3ScG5ywnCpxG24I2in0v1R3AzskaT4MDg7iui5tbW0T7m9ra6O3d/Iq9FtuuYVkMjl+W7ZsGQD/33/s4bF9g5RHK4O2HRrm+1sOYjneccnbbMkerToN+viVLJfO1MtJ12RY53VntJCrODNO6gkh0FWF3b21n6J+ZKREX6ZCQ9SY0vMPDOR5qTfLYL4+KuROJrN8LXY0jlGY3r9zIqQxVLDoy548MS9J0gwpOrRtCFYgldO1joZpXbIaW7ZyoqugY0tXvv3tb3PHHXfw8MMPs27duqoEOt/G2iO88oBVUcYKa31800AMplEHM7iNiapuP9ewDMtMEMn3k+rfxWDHOfhK/U7MbAg1sC+9j/2Z/TSFm2odjiRJUl04nfabC5limrI9wmksSNrWrtJWEVCx6+T3L94OnefBkWegkoFQcvLnCRE8lj4Y9IRu3QDq4ug3KdXWoUOH2LVrF5s2bTpufgnA0aNH6ezsrEFks/f5z3+em2++efzrbDbLsmXLeKknx5DVxX0v9HHhigae6Rrh8HCRkKYylLd416uW0jpaDZsu2vh+kFiF4FS1OWZO2M6FKxv4j5f6GcxXjquinapkWGf/YIFs2SYRqt3f9vPdaQoVh6UN4VM+13I8XN9nfXucl3pzpMI6Wh23GrDagwABAABJREFUVLBjCdIr1tGy82mseGrKr9NUBUXA4ZEi7ckQyokG8UiSNHOqAS1nwuEngzYJ2ui5wmjv7/k0rU+xhbZsZTbG2yO88n4RDCLzfEBVEL6P1lf96lLHiJJtXIGnaERzfcTS3VXfRrWN9bYt2PUzbVSSJKmWTqf95kImDNke4XSmCIGmKrVL2iqCyiTLo2sm3gntG8FzwS6d+HmaCWYiGEp25Cmw6mvasrTw/OQnP2Ht2rW86U1vYvXq1fzgBz8AoKuri3/4h3/gkksuYfny5TWOMtDc3IyqqvT19U24v6+vb9JkMwT7+kQiMeEG0BI3WJIKU7Qc7nn+KD2ZMk0xkwd39fPEwSEe3jMw/h4HBgto6sSEQSw0sQ4rEdJ51coGhgvWCdssnEoqrJMu2RwYqN15XclyefLgMMmIPqUkSX+uTEs8xPs3r2Rta6wu2jucSmblmXiahlKZXtVs1NAYLlgMF6w5ikySJJcoth2ncriPypGR/5+9P4+T6zrr/PH3uXvtS++7WvsuObIty1u8xks2IAlJCCQhgQz5JQEmAwFmYZm8QphMvjAZhgnwIgSYiRkSBgJDEohxNsfxKluWJdlaW+p9q+7a93vv74+rbkmWWuqWuru6u847r3rFXXXr3ueWqu4593Oe5/NQHk1TGk5RGklRTRVwKstz77Byl55qjCI84fZKnraOc8HG1jENjLOjS9IsLB3vxdYMlGqZ2PhrK74hWcyKkSwlOZs+W+tQJBKJRCKZN0Jm2tY9mlI7ewRVCMpVu6aeupcR7fY6KJezV2/EoZmerUJ6GM7+ECaOr5jGHXNSLcLUGRg7CoPPw7mnYOQwZIYhO+Z52EnLh5rw6U9/mk984hO88sorPPjgg3z0ox/lP/2n/8SGDRv4i7/4C26++Wa+9rWv1TpMAAzDYN++fTzxxBOzzzmOwxNPPMGBAwcWtC8hBJau0hbxsbU1zOYWz2e2M+anLeLjhXPTPHsmwXCyQN9kbjbz1XFdXLhiJuz+3gZiAYPJ7PWJepqqgAsnx2vXaLpvMsdktkRDwLzqdhXb4cRYhqrjcv+2ZhqDJm/e1Y6qeJ6/88F1XSazJY6PpTk5nlk2y5pcSyf5xjas9PSC3mdoCo7jcjaRW1ljh0SyBnDyeUqnTmInk2gb9xLc2Un0pjiNj+wi/sYt+De1gCKoJLKUhlPYxcqSxnNdjt5ruWzlYrQriLaqAsUKFMpgaOAEfGiJFEo6hxMJLurxs9FOSr4YvuwkkUQfVi5BMdi4qMdYTBSh4FN9nJw6ybb4NhQh1wQkEokE6mfcXK0olvS0rXcMrbaZtrbjUnVcDHWllLkKaN4KdtkTOP1xz+v2SqgaBJo8gXfsCCT7IdwGoTbP+3a554OuDaWMlyUsVC++SgEqRU+wTQ95rwvlwiM7BlOnAOGdpxGEcLv3MIPe85Il5/Tp0/zSL/0SPT09/NEf/RHd3d089dRTHD58mG3bttU6vMv45Cc/yQc+8AFuvvlmbr31Vv7bf/tv5HI5fvZnf3ZR9h8wNSxd5bXRNF9/aYiQT2cqV6Ir5gegUnUwVYWgeflvszVicfuGBr5xeISGoHFdJfRhS+fIUJq37Lax9OW36eubzGI73vX5avQn8qxvCvDg9lZ2d3iWLptagjSFLF4eSNIYNOmI+fDpKsWKzcBUHlURdER9mLqK47icmsgSsjQe2t7K4HSBlweT9MQDBEx1SUuhXVVleuMOgqMD3jxEmf/1MmTpjKeLDE7n6Y4HlixGiaRecEolKsPDCFysnbsI3fNGjI0bEX3fh4N/AUEVutoIbG3DKVcpj6XIvjpCaXCK6lQeLe5HXQI7mQWLtn/913/N+9//fmzbxrIs/uRP/oSf+Zmfob+/n8cee4y///u/5+DBg1Sr1UUPdrm50tgkhCfk5ksQ8YPjt1Cn0mhjU5QXWbS1dYuplq105H6IXs4RTvavaNEWvGzbicIEk4VJmv3NtQ5HIpFIak49jZurFWFaMtO2zvHpas06catCUHEcKraDsZL8F4UKLTs9wTMz4gmzc4kXQoAZAiMA5ZyXcTt1BnQ/hDsg3gva9XlrXobreJPxi3s9ODYUpiA36YmylQI41Qvn4V50fdWsK5/LjGhvV6CS8wToxCmIdnmevXOJ1pJFo1Kp4PN53qWdnZ1YlsXnP//5FSnYArz73e9mYmKC3/zN32R0dJS9e/fyz//8z5c1J7sRVEUQ8xvkyjbT+Qoxv455/ia1ZDsYmnKZPcIMd25s5Lm+KcbSRdoi1/aEfT3xgEH/VJ7TE1l2tM/hb71E2I7LK0Mp/MbVxeJssYqiwCM729jZcSFGXVW4Y0MDEZ+OqgheGUwhBOTLVfZ2RVGE4OhwmraIxWi6SEfUx/sPrGNdY4DxdJHpfJmJbJFkQaHzvEj+enKlKhXbIezTb8hXNt213mtIlk1TDkfn/T5DU9CqCqfGs8QD5hXFe4lEcm2ccpnq8DCuXcVcv57gvfdibd+OUM9ff9bdDckBOPHP3rxGNVAMDaurAbMjTmkkSfbYMKWBBNXpPHpjEGURF7oW/MueKVv58Ic/zL//9/+ej370o5w4cYLf+73fY8OGDdx///38+q//+qIFWEtU9cqOBKoCiQz4DJdowEvH1UanKG9efI+lVONGmgdfwiwkCU+eYbzjprknzCsAn+ajWC0ynB2Woq1EIpFQX+PmakVo2rI3FZCsLK6VybWUiPNN0Kr2CixxVXVo3QWVvCeK+uJXn4cKxRNvzdB58bMA48cgNehlrQYavexb1fCEVoEnqs4H1/FsGBKnPAsGKwR60NtHdtwTix3bs2wwAl73Z5zz2WvatZNlZ85LM7yH63qZuZMnvWO37pp/rJLr5rHHHuPhhx9m69atqKpKLBardUhX5eMf/zgf//jHl/QY7dErC67lqifahuYQbRuCJvdsaeL/HhykIWAu+DpnaAq26/LaSHrZRdvhZIHxdIlYwLjqdiOpAjd1x9jednlT8Pu2tXDfthaypSqvDKZwXJdsqcq+nhiGpvDnP+yjbzLH/t4GHtzeQlfcE2ebwxafuG8ThwaT/P2Lg4ynPY9hVfGuEeWqw9lEDkNTMDWFyWyZDU2B655HVAJhkj2baTp2cEGiLUDI1Ehky5ydzF0iWkskkmvjlEpUR0Zwq1WM3nUE77oL365dXq+Li1EU2PFjnnA78So0bZudMwhFYHXEMNuilIamyRweoDQ0jTA09LgfsYDs+blYsGi72spWboS5xjWfAemCJ9xGA+BaBsbZEfJ37Vl0QbXoj5OOr6N54CD+7ARWbpJisGlRj7HY+HU/Z1Jn2N20W1okSCSSuqeexs3VijB0Wf1c5+g1zHBVhMBxqVmm7zUxQ9C2B4ZfgmLSE13ng6p7DzfkWSdMHofESS/TVfd5dgUAht/bZ7AFrOiFjNZy1st4nSkZnu73fGdRPFE1NwnO+SZQquE1RVNff2ujeNkW14MQXpxC8bKGFQ1adiAvFkvHXXfdxW/91m/x7/7dvyMWi1EsFvnCF77A7bffzs6dO9m8eTOaJrMJZyhXHeIBA1ObezHhzo1NvDyYom8id13CYsTSeWUozZuX2SKhbzJHvmzTGZv7mJliBV1TeOOWJhRl7vMKmhoHNjRc9vwvvHEDQ8kC3XH/ZWNALGBwz+YmEtkSz/VNcXI8w4amIIoQnJn0Mo8f2tGKi8uf/7CPkVSRtohFulglV6rSFDIXNK6kerfQcOIwaqmIbc6/KkEIQcDUGEkV6Gn0EzIXvzRbIllrOIUCldFRcByMnh6Cd9+FtWsXyuvF2osxQ3DTT8GP/hCm+yC+/pKXhSKwuuKYbRHyp8bJvjJIaTiFFvWhBW+s0mjBo95qK1u5ETQVrjR9FsITbvMlqDouyhL62iIEibadRCdPYRaSRBJ9K160jZpRJguTjOfHaQ1cuXuqRCKR1Av1NG6uVoSmXXnAl9QNhqbU7CugCK8Jjr2SLToCTZ5FwNALXgatugBhYMY6wQx5mbDVIhQzFwTWQhJyE5A47WXJzoi21aJ3LFw8odQFK+IJtF5Qi3Z6V0UzwQ16wq0VgUjX8hy3Dvn+978PwMmTJzl48CAvvvgiL774In/1V39FMpnEMAw2b97M4cOHaxzpyqBYtWkOXb1Jl89Qeduedv70+6eZyJZoDs0tHnjXIddrQnaeWEBnYKqw7BYJx0fTaKq4qsg8ni6xoyPMpubru/+2dJUNTXO/VwjBO97QyR0bG/nr5/o5PpJBUwXdcT/v299NQ9D77N+6p52vvzTEibEMAVMjbOmcmcgS9Rs0h8x5CeXZlg7yTW34J0fINy2sx4GlK0xmqwwk8mxf5oxoiWQ1YedyVEdHEIqKuWE9gdtvx9qx4+pi7cXE1sHe98FzfwqZUQhdrnUJTSWwtQ2ru4HM4QFyrw5TypYxmoKI61xEvq6lytVWtnK9zCXazrxWKMGpEVjfaBJYIl9bgGykg3Ssh+ahl4iPv8Zk+25sfZF8wZYAn+ajbJc5MXVCirYSiURC/YybqxWhzaN0WrKm0VUFgWdTcCPehNfDzA19daVm2s4Qbod0m+cZ62+6vt+MonrWBVfCqUK17DU/Ay8j1wzjHchZ/oZmF6P7vNhGX7ngiStZMjZt2sSmTZt4z3veM/tcX18fL7zwAi+99FINI1tZVG2X5vC17wk3t4R4045Wvn5oGFOrEPFdvuiSLlYYnMrjnt9+JkvU1FRc1+X5vim2t4WXxUooW6rSN5m7YpwzVG0Hx3W5tTe+pDEJIWiL+Pjp23r4yx+dJZmv8BNv6JwVbMHzDu6M+ZnIlGiLWDQEDZ46Ncnjx8Y4OZ4lbOm0Rq7x76SoTG3cSXCkH2HbuOr8s5q9bFuVoWSBzrif8BI0QpJIVjN2JkN1bBShG1g7dxI4cABryxZv/r9A0g27OKgcYOv4N2lUfej+Ky+UqH6DyP71WB0x0gfPUhpJocf8qIGrL7RdiQXPfmbKVnbs2EFjY+Ns2cpXv/pVjh07tqYaqWhzeNqClxXhuFAoQ8VVABd9JLE0gQjBdMsWKkYQX3ac6OSppTnOItLka+Jk8iSjudFahyKRSCQ1pZ7GzdWK0HWZaVvn6KqCqgicGgqnK160FQo0bfFEy3J28fevaJ5VwkxWrmZ6WbqC2gq2M1gRT1AeOwZ2qdbR1B29vb28613v4nd/93drHcoKwiXmn1+G2P3bWrh3SxMjqQInxjKcHMuQLlQAz2ZhOFng9o2NdMX9jKSKl7y3OWxxeDDF8bEMFXvpKwL6E3lShSuLyzOkChUifp1NLaEljwegOWTxc3eu56P3bGDb6/xzhRD0Nga4tTdOV9yP39B4cHsrP3/Xera0hihVbaZz5WseI7VuE8VoA2Z6esHx+XSVUtWhP5HHlRMaiQQAO52mdOIE9vQ0vr030fCRn6fhQx/Ct2PHdQm2o6kiX/5hH/8nuZUnils5ffIog+OTlOe4LgrhWSY0PLST0N5u7FyJ8mQGdy6RcQ4WHGk9la0oAspVT5y9EkEf5Ipgu+CaBvrZEbh775I0CstEuyn6YwSTg8RHjzLVsg1XWbnNEEJGiInCBIcnDtPsb5bethKJpG6pp3Fz1SI9EuseXRUoisB23esrQ1sEVqyn7cVYUWjcBKNHPF9ZdZ4lhWsBAVgxyE/CxElolf62ktrhLTAJov75ZVWqiuBte9sJWxoT2TKO6/KjUwkKFZtErsyW1hDvvbWb589O8ZVnzmE77mzjrbClMZYu8r+ePkdvY4Cfvq1nSf1tXx1JYbvuVT1hM8UqW1pDy5pVGgsY12yMdjGbWkL8UnOQ//viII8fHSPq16+aFWybPqY27aT9ue9BtGFBmoIQgoChMZws0BX3X1XwlkjWOnY2S3VkBGGZ+G+9hcDtt2OsX3/dWfmlqs3zfdP8y9ERxjNl1jdHGG/8cV49V2XduUOcnFhHJBSgM+ajKXi5JYrq87JujaYQqefOUB5OYbSE5728ct3z0nooW7EMCFpQzlz59fPuWjgOOEEf2lQaJZXFiS7+ip+tW6QaevFnxwmkxwgmB8nEexb9OItJW6CNU8lT9EZ62RTbVOtwJBKJpKbUw7i5WhGaDq6L67rLUvopWXloqoIqBLW0la3aq0C0Ba/5RiEJyX7PJqCefjOK4mUBT5+BQBxCC/OelEgWi2LVxtSUBYlzpqby0M42wMuuBXipP8ndm5q4Z0sTlq6yuyPKPwdHSeQu+N8KIehp8DOW9ppyjaWL/OwdvbRHfYt+XrlSlZcHU0R9VxdHS1Vn2bJsbwQhBHdtauL5s9OcnsixrsF/iWfw60n2bqXp6EGMbIpyKLqgY1m6Qq5cpX8qx66Ohb1XIlkLOMUilcFBhKHju+kmgnffhbF+PeliledPJRhNF2kJm2xpDV1RXL0Sg9N5/u7FIV4dSeM3VDa3BM/baPkZWv8umgaKNGVPcS7ZxVi6SGvEYmtrGN/rFraEEPg3NCNCFuNPnmDqXIIpfX7zvkVNJujt7Z0tXVkL7OiCtO/qFZMCsB1wAhZqIoU2Nk15CURbgEysh6bhw2iVAuGpvhUv2vo0H4ZicGjiEN3hbkx14f4dEolEspZZa+PmakUYuifGOA4swEdOsnZQhUAIalZW6gLVldyI7GKE6jUlK6agMA3+eK0jWl50n9ckbfxVL/NWX3zhqp6pVqucOXOGzZs3zz5XqVQ4e/Ysvb29l71Wr5SqDpauEplnpu3rMTSFd9/Sxa29cTY1h2azaiN+nd2dEb5/fOKSpmWmptId91Oq2vRN5PjOa+O8b3/3oi90vtSfZDxdYkPT3I0GK7aDokDHEojGS0FL2OKd+zr59tFRBqcLrGuc+9zK4RjJ3i00HX2BcjCy4Gxbv6Eyli6xoamK35BVRJL6wHVdqhMTOKkU1vbtBO+9F3X9es5NFzj28jAvnJtmPF2C841fIz6dra0htrdH2NgcpDF4ZZ3q2HCav3m+n7FMiXUNfkzt0nuEiurnVPND3FwZo1PkSCoxBqcK5EpVdnZEiPoMqo5DtlQlW6ySKlSYyJQorGshULLh7PysRGXN+lXQVcF8Ki4cB+9mzwV9ZHLJ4snEusiFW1GrZSKJPpTqyvfTavY3M5od5eT0yVqHIpFIJBLJFRGaBup50VZSlygKKELMaYm15McXgkp1FX3/jAC07PQai5WWwN92pWNFvWzjyeNzN8CQXDf79+/nqaeemv37q1/9Km9/+9s5ffo027Ztq2FkK4dSxSFgqoTM6xfmTE1la2t4VrCdYfP5DNbqFXwaTU2lNWLxUv805xL56z72lShWbJ48NYGlK1fNRs0Wq4QtnY7Y6hBtAW5ZF+dNO1rRVMHJ8QzOVa4b0xt2YBsWWnHhn69PVylWbCaz1/bQlUjWAk6pRPn0KVzHgYceJfj+9/OMG+X/+9eT/OETp/jGKyOUKg4bm4NsaQmxuSWEpascPJfkL350ls/982v82ZNneP7s1Kz3tO24fO+1cf7iR31M5cpsag5eJtjOMO1fx5nYnfiqSQKiSDxokMpXePHcNC/1T/ODE5M8czrBoYEkfZM5KrZLMGyh37oesbVlXucol1+ugabC1S55Lp6nLYDrM9HPjXqTtyUoFXMVjUTrDsJT/Vj5KWITJ0m07Vz04ywmmqIRMkIcnjhMb6SXgD73yqJEIpFIJLVAaBpCUXAdRzpU1ikCgaqIZWmycyUUwZyNLFYsoVZo3AJjR0DVvcZh9YIQYIZhqg9UE5q21pdNxBKiaRr3338/3/jGN7jjjjsA+OY3v8mjjz4KsOAGLmuVYtWmN+hfEkufDc1BIn6dVKFCwxUy0CI+nbFMkafPTF41a3ShHB5MMTCVpyd+9X2mixV6mwKrzrf15p4YIUvj/zzXz9C05z17JfJNbWTa1xHpP0nVt7DPVwiBImA6X6Z7jv1LJCuBdLFCplAhYGrkSlWKVQfHcSnb3ly8I3a5N7OLi+24VG0X23Uhm6E8NMJ0Ww/PbbiF/nwD1rdPMZUrY2gqzWHzsoxzRQhifoOY38BxXFKFCi/1Jzl4bpqIT2dbWxhdFTx1apKgqdPbGLjmdbYvfjeB8iQ9qedI+HqJBwwyxSojqSKmphAwNTRFXDZPsDc0zuuzui7Rtp7KVjSFq/sjuJ49AngWCUvpawuQjvdS8McJpkdoHnyRVEMvVWNlC6GNvkb60n2cTp5md9PuWocjkUgky049jZurEaFfZI8gqVs0RdQsaVIRgspq8bS9mIYNUM7C1Jn687fVLcCFidfAdaB5q2cdIblhHn30Ub7whS/wu7/7u7iuy7e//W3+5m/+BkD6jp+nXHVoDlvX3vA6CFs6nTE/J0YzVxRthRBELIMTo1kqtnPVhmHzpVC2+d7xcTRFwdCuvr9ixWFTc/CGj7ncCCHY2hrmwe2t/O9nzs392QnB1OadRPpPoVTKOPrCGj4amsp0rkzVcdAUWVgtqT1l25ntG2E7LuPpIifHsxTKNoamUDkv1HrtFcFxXUbTRVrDFmXboVx1qNguFdvBdlwc18XMpvHl05zbuJvD3bfhM/2ETY1S1aY5ZBGex6KOoojZBoP2eQH32TMJbBfaI/PbB4CjaLzW/CiByhTxwlkSvl5C83nvPMez6/4V10vZiqbieV/M8boioGp7/+34LEShhDY1R+eyRaBq+Jlq3YatGfgz4zQOv7Jkx1osFKEQ0kMcSxyjbMtSDYlEUp/Uy7i5KtE0UFSvtEpSt2iqctWS1aVECGqW5XtDCAWatoAV9jxu6w3d51lFTJ6AsaOeeCu5YR555BGOHj3KwMAAzz77LJVKhbvvvrvWYa04Yv6FiXkLYWNzkNLMTe4VCFkayUKFsXTxho9VsR3+6fAwpyey1/SpdRwXIaAtsnqsEV7PG7pjdDf4GZouzLlNpqOXXHM71tTCrRdNTaFYsckWqzcSpkRyw1Rsh9dG0jx5YoInT07y5IkJfnhygiNDKVzXpSFg4NNVGgIGDUGTxqA5+/+243JmMsdIssh0vkKuVKV6/vcfyqUIlnMM77mdqdsfZFNXA11xLzN3voLt61EVQTxgsKklxNbW0IL3UdaCHGt+CyU1SLA8vuDjX43rEm0vLluZYa2Wraiq9yHNNQcTF4m2qArCdVETSztpTbTuoBBoRKmWaBg9glFML+nxFoO4FSdRTDCcHa51KBKJRLLs1NO4uRoRuo5QFLDnvkGVrH00RdSoDRmz2SerEt0PjZvBqYJdqXU0y4/uAzMIidNe1m3NvkVrh7a2Nvbs2cM3vvENvvnNb3L//fejadLVbwbX9VomXo8wMV86oj4URbmiry2A31AplG2Gkzcu2v7gxATfPT5OW8R3zSzbXLmK31BXtWjrM1Qe3NaC43qZfVfCVTUmdtwMOKilucXdK6Ep3niSK8s5jaR2ZIoVXuqf5tSE53uvKgJFCAxVIeo3CFk6iiIwNOWyCgohBCFLpzFoEgsYRHw6YZ9OUBc0ZBL4nArjt91HZv/d+P3miqnASPk6Odl4H6adRbMX9ru9Gtedafvoo4/O3nzOlK3M3HyulA9tMdAUT5idax59iWgLuIpAm5he0pgqVpjRnv1UzCC+7CSxsVeX9HiLgaZoCAR9qb5ahyKRSCQ1oV7GzdWI0HXZiEyCptbOHkFwXohZrQs4kS4ItUExWZ+apWadz7g9Ccl+6vNDWFxmxsxvfetbs2OlxKPquGiKIOJbOiG7p8FP1Odl014JIQRCwJmJ+TUiPDOR5Z+PjPB/XxxkInOhmfZYusi/HhsjZOrz8qjNlqpE/TpNodXtoX1Td4y7NzcxkiyQL185IzbVs5F090Z8ifEFNTycmVPmSjLTVrL8lG2Hs4kcL5ydYjxTIurXCZgaPl3FZ6iYunpZ88NroVTK+CZHCY4OUDUtBu94iMkdN3vWZiuMgcitDId2Ey0OItzFWTi57rOsl7IVTZ2HaOvAzOTMsUy0kcSSd5KdatlKonU7wnVpHDmCvgo69zZYDfSl+pgsLLzMQyKRSFY79TJurka8RmTSHqHe0RSlZqKpOG/FtWq/gULxPF11H5RWfgXYkqD7QFFh5GUYf9XLPJZcN48++ij/+q//yksvvbTmRdu5slnnolx1MDSFoLl0mbYhS2dLa5hkfu7s+bCl89po5qo2CuAJs1/6YR9//9IQ/3JklC9+7xR9kzlKVZtvHx1lKl+mJTw/ETZbtNnQFFyw6LPSUBXBW/e0c1NPjKHpwpVtJhSV8V37qVo+9NzCrquqIubM4pVI5kupanNyLMOhgWnOTGSZzJbmbJpqOy79UzmeOZ3gyFCKiu3ZH1yXr7LrohYLWNOTBEf68SXGKEYaGLjjYU6+5aeZ3rhjxXroO4rGq81vJmV1Ei0OLco+r3t57uKyleHh4TVbtjLT5G0u0VYRXmKO7XhJOq7PRM3kUdI5nMgSGqQLhdF1BwimhgmkR4mPHmOs59alO94iEDJCjOfHOTp5lLs775aZZRKJpK6ol3FzNSI0TTYik3idfWuI6563Slmt8yMrCk1bPdGyUvBEzHrDikA5D+OveR6/nbeAIq/z18P+/fsJBAJ0dXXR1tY2+/yqzUa/Cq7rMpkt0XiFpl9XolR1MDWFkLW0361tbWGeOZOgajtoV2iYFfXrjKQKDEzl2dg8dxPuH52aZDJbYktLCNeFU+NZ/u/BQeIBg+f6EnREffO6L3RdrwHRuoaV3YR7vli6ygdvX8d3XhvjHw6NeALX6z7nfHM7U5t20fzyM1T8oXlnFuqqQqZYkc3IJNdNxXY4MpRiOFlEVQSDbgFFeN/b5pBFQ9DA0BQ0RUFXBSfHsgxO59FUhbjfQLmOOZVSKuKbnkQ4NrZhUQ6GmO7dSra9h3RnL662dAtVi0lRj3K64R5uGn4M4Tq44sZ+gzd0pZ8pWxkdHeUXfuEXbiiQlYoQnkXCXPMDRUDlItHWsUzUqQzqVGZpRVugYgYZ676Fda9+i8aRV5hq2UbFmnvAXAm0Blo5PnWcjbGNdAQ7ah2ORCKRLCv1MG6uSlQVoak4MiulrrmeG4zFQgiB47pzJgmsGqLrPNFy4jgoOqh1KFgaflANyIzA9Flo2FjriFYliqLw+c9/nlgsNvtcQ0MDv/Zrv1bDqJaG+7a28MTpDDG/Ma8M0nLVIWCq+A11SePa3h6mKWQymS3TGrEue93SVcpVh9Pj2TlF20yxwsH+aWJ+Y9ZSoafBz6lxr3F3Z8xPwJzfdaJQsbF0hc6Y//pPaoVh6Spv3NzMc33TTGRLV/Tqndi+j8i5E1ipBMVY07z2a2oK2VKVTLG6pA3rJGsT23U5NpxmJFkk6tfRzy8m2I5LsWJzLpHjbCKHIgSK8Ba9C1WHiKVf05f6SijlEr6pCVwBmfYepjfuoNDQTDES9ypYViFJq4OyGkC3c5S1G9PobkjyrZeyFVW9uj2C63qiLeD5KTgO2vTylIYlGzeSDzZ73rbjry3LMW+EgB6g4lY4NX2q1qFIJBLJslMv4+ZqQwiBMAyZaVvn1LLcVgCczyJb1QgBTVsg1FK//rbgidWaBYlT9WsXsQh88IMf5O1vf/vs342NjXz2s5+tYURLw4GNjTSHrUu8Xq9GqWoTCxhLXrUYNDX298aZzpfnbJToMzReHkzN+fqx4TSJbJmG4AXh0NRVtrSG2dIanrdgC5AqVIgHjCsKyKuZgKlxc0+MVL5yxUzySijCxI5b0Ap5RHV+i8uqIqg6LtmitGmRLAwXl9PjXtZs2HdBsAXvexUwNRqCJg0Bg6jP86tVVYWGgLFgwVbYVfxjw/imJsi0d3P2/h/jzJvewfTGHd4CxSoVbAHyepyiFsaw8ze8rxsSbWfKVnbt2rWmy1Y09eqZto57aTMyFIE6kVyO0HA0g0T7LhDQOPwKWvnGvxRLTYPZQF+6j1QpVetQJBKJZFmpl3FzNSJMS4q2dY5aQ1uCGU/bNXEpUDRPuNVMzyKgXjFCUMnD2FHpbyu5KhGfzm3rPXHUmUe6fdl2aAgsT/bk7RsaaQmbTGavLCg3Bg3OJfI8eyZx2WuO4/Js3xSaIhalRD9TrLKtLXxdmXwrnT1dUQKWRmYOkXVq006yrV34J4bnNVDMZDVP58uLHapkjdOfyHN6PIvPUK/6WxNCoCgCXVXw6SrKQuZQrouRmiYwOkAh3sTZ+95G34PvJN29aVULtZcgFKZ9PZh27oZ3dUNXvJmyld/+7d+efW4tlq2oYu5EgcsybQHXMtGHJpZt5j3duJFCoAlfbpLY+PFlOeaNEDJCZEoZ+tP9tQ5FIpFIlpV6GTdXI4phyEZkdU5N7REQuC6rP9N2Bn8jtOwE14bq/LIH1xwCsGLnbRL6ah3NqsG2bb7+9a+TyWRqHcqycvuGRlojFmOZKzSkeh2OC/FlEm1jAYMd7ZE5m1r5DQ1LV/jWkREGpi5NHjo1keX0RJaW8I1nxs5k8q5vWht+tq+nM+ZjY1OQiTnEcccwGbrtfsrBCL7E2Lz26dNVxjMlcmW5aCSZHxOZEsdHM+iqgt9YGnsjpVwiONKPcGxGbn4jZx5+F6l1W3DVNSLWXkTaake4zg3rgje8TFUPZSuqcr5sbS7EpaKt4zNR0zmUbGGpQwOgagYZ73oDAE1Dh1Z8tq0QAr/u58T0Caoy80AikdQZ9TBurkaEaYB99Q7YkrXN1RbplwOXNSTaAkS6vEcxBW6dLojM2CRMnoT8ZK2jWRWoqsp73/teJiYmah3KshILGNy2Pk6qcOUS+Rlc1wUXGubZtGwx2NwaQgDVObrGt0d9jKdL/M/vneLguSnAE1l/eHLivP/ujYs/mWKFkKXRs0aakL0eIQQ3r4tjO+6cn3OhsZWRW+5BuC5G5tpVDD5dpVixmUjX6cKZZEEUKzavjaaxHZfgEjU51DMp/JMjJNdt5sxDP8nYTXdgm2u3aWnGaMFWdFT3xjLe115twRKgKNeexF8q2hqIQgl1avk8rKabNlH0x/FlJ4iPvbpsx71e4lacicIEY/n5rRRKJBKJRLKUCNOSmbZ1zkymbS3sSrzKLXdt2CPMIAQ0bwNfHArJWkdTO4wQ2GUYPQK2bHY4H2655Rb6+uovO3lHewS/oZG8SlPMfNnGb6i0R5dP6NjUHKQlbDGavnIWsCIEG1uCpPIVvn1sjMlsia+9MMALZ6dpWyT/2VShQlvEt2y2ELVgR3uYlrDF+FW8jZO9WxnbtR8jk0QtXT0rWwiBKgSJnBRtJVfHxeXMRJZkvkLEry/BAVx8k6PoxTwjN93JuXveSqGxZfGPs8LImC2U1CBm9cYsEqRoOw9UAbhXF24v8bTVNHCcZRVtq0aA6eYtKHaFhuFX0Mo37p2xlJiqSdWpci51rtahSCQSyZJTr+WeqwnFlI3I6h1V8bog10I4nanoWlOZtgC6D1q2ez63pTq9/gnAikJhClLSGmw+fOITn+Df//t/z8DAQK1DWVa6Yn5u39DAWLpIuXrl8ShTrBLx67SEli/TNmTpvHFLE9lSdU7PXU1RWNcY4MxElj/7wRm+c3yclrBFyLpxAch1XQoVm+3t4SVvvlZLAqbG7RsaSBcrc2bbIgTje/YztXEHvskRRPXqVauGppAqVKjMtT+JBEhkywxMFwha2sK8aeeBqFYIjvRTtXz03/0oY2+4E1dbAmF4BVJVfaSsTkz7xuY/1yXa1tvNp6GDZUBhjkUqAVQuq6gUaJPJpQ3sdUw3b6bkjxHIjNEwcnRZj309RIwIZ1JnyFdWtp2DRCKR3Cj1Wu65mpCZthJFCM9btgbHFmLG07YGB19qgi2ecGtXYIUnFSwZigqqCYlT9fsZLIB3v/vdPP/88+zYsYOf/umf5s/+7M84ePAg5fLabqqkKIK37G6nOWSRnKOBVLZUZX1jAE1d3tyr3Z1Ron7jqlnAuqrQErI4M5ljfUOAsG9xhJl82canq2xuCS3K/lYyt29spCPqY+wqlgauqjF8671kOnoJjA2gVOb+XZiaQqnikC7KLP96Yjpf5uhwimf7ErxwdoqTYxlGUgUGpvP0T+Xon8qTyJVwXZey7XBiLIPtuPj0RfSVdV3M1BSB8SEy7T2cvf/HSfZu9apw6ojJwAZUp3JDGQHXdbWvt5tPTRW0xbyJ9JUWqYS4/HnXMtCGJ5c1XaMQbCbZuAHFqdA48gpGcfkyfa+HqBUlWUpyLi2zbSUSydqnXss9VwtC19d0Bo/k2ijnu23XxB4Br6KrFsdeFmLrPKuEahEq1260tCYxQ1DKQvJsrSNZ8fT19fH1r3+dX/mVX6FQKPDZz36WW2+9lVAoxO7du2sd3pLiM1S2toaYzl/Z29Z2XTpj/mWPKx4w2NIaIjFHo6wZGoIm29rCmIso/iRyZdqjPrrjy3/ey03Q1DiwoYF0qUKuNHcWbdUfpP+NbyHVsxn/+BDKHFYJmqpguy5D0wXcmrq2S5aLiUyRF89N0zeZI5mvMJktcXwsw8Fz07w8kOSVwRSvDCZ5vm+KZ/qmeOncNIlcmcgiLbLAhWZjuC7Dt9xL3wM/QaFh7dshXImk1UVVMdGc65/7XLfD8MzN5/r166/74KuJWACm/JDKQdC6dIFAcHlFpeMzUZNZRL6IG1gmzyEhmOi4icjUWfzZcRqGX2Fk/R3Lc+zrQBUqPs3HkcQR1kfXY6rLV+YjkUgky81Mueff/u3f0tXVVetwJK9D6EvTdEGyelAUL+O1Ftmua9LT9hIENGyCahkSJ85nntZHeeQsQoARgOlzXoM2M1zriFYsPT099PT08La3vW32uUwmw6FDhzh8+HANI1se9nRFOTyU4vhYxrMYMDVPfHNcBNC0jNYIF7O/N87L/UnSxQrhRbA9mA+u65IvV3lDdwxVqY+F1Vt7Gzg7mefQQJKgqdE6hy9wJRCi/+5H6XzaIH7qKPl4M7bvcmE7YGqMpYv0lgKEzDq77tYZhYrNqyMZylWHhoBx1WSEctUhlS9TsV3ClrYovy+1VMRMJhCuQ7JnM2M33VEX3rVXI2O2UtTCmHaWqnp9uuB111XUm9eQEIKuBs8m4fWLXlfKtHV8JkqhhLaMvrYAhVAzE+27cVFoGD2KmZ9e1uMvlCZfE2PZMU5Nn6p1KBKJRLKk1Gu552pBaNoFY1FJXeLZI1CzbCSXNehpezEzjckiXVCYBufqXoxrEj3gZRqPHpE2CQskFApx11138bGPfazWoSw5OzsifPzejdyzpZlcqcqp8SzpQoVUoULA1GgO10a03dYa5pbeOMPJAtni8vx+s6UqAUNjS+vat0aYIeLT+dCdvbxjXweZa2Tc2pafgTseYmLbTfimJzAyqcu2sTSFUtUhkZXzzbVM2XY4MpgiVfCaiV2reszQFKJ+g6aQeWOZ8a6LnssQGOnHTCbItXZy7o1v4dx9b6t7wRbAUXSmfT2Y1ex17+O6Rdt6vPk0dUHAfF3TMc6Ltq+fY+saomqjJpbfomCyfQ/ZaAe+XIL46LFlP/5C0BSNgBHg5YmXyZTrwyNZIpHUJ/Vc7rkaELrMPql31Fl7hOU/tpgRjNewZgt4GbatuyDcDvkpcC5rCrG2EYA/BpkRmHi11tGsKPr7F9akbWhoaIkiWRl0xf2855Yu/u2Dm7l3azOj6SKpQpndnREaArURbRVF8M59ndy5sZGB6fyyNLeazJbpbvDTEV2mytUVgqoI3ri5mZt7YgxM569qneMYJkMHHmDkDXehFvP4J0bAvfBvI4RAUwQjycLaXhisY1zX5fhomtF0kVhAX/RmYlc4IFo+i398iODIOdRSkemNOzjzpndy+qF3kdywHVeVFWwzJH2dCK7/enndn2RfXx8vv/wyhw4d4uWXX+azn/0sZ8+eRdM0tmzZsmZLV3wmuK/TFmfsEVxcxMVpOkKgJi5f7Vpqqoafse5b8OUmaRg7RqJtB2VfdNnjmC9NvibOpM5wdPIot7XfVutwJBKJZEmo93LPlY7QtDpQzCRXQ1GE1xCshjHUxQ21ZkH7TZ5gmx2HQGN9NSZRNM8mITcB1RJo0h4MPOu9H/uxH+Pnfu7nuOWWW664TSqV4qtf/Spf+MIX+MhHPsIv/uIvLnOUy4sQgs6Yn3fu66Qt6iPm19nZHkGpoU2Apau8c18XfZM5xjOlJRVTHcelXHW4uSde03OuFaoieGRXG6+NZpjOV4gHjDm3dVWNsZtupxhvou357xEc6SfX1IF7fkE6YGqz/qbNoSvbLUhWFy4u6UKVUtUmXagwMFUg7NPQlCVoUui6qOUiWj6HVswjXIeqFSDb1kOqZxPZ1i5KkXh9jeULIGO24qCiOmVsZe7f8Vxct2hbNzefinpJK19LP+87xoUqypm/XQfERb8Rx9TRhyeXM9pZphs3EW08ScPIUZqGXmZo4xtrEsd8UIRCk6+JY4ljrI+up9nfXOuQJBKJZFmYKfe86667ah2KRNOQ/gj1jSLONwSroXBaCz/dmqBZ0LYHBp/zMm79DfX189N8UJiC/CSEO2odzYrg2LFjfOYzn+HBBx/Esiz27dtHe3s7lmUxPT3NsWPHOHr0KG94wxv43Oc+x6OPPlrrkJcNTVV44+amWocxi89Q2d8b5+9eGl7S40zny0T9Otva6sca4fW0RXzs6ojwo9OJq4q2AAhBat1mSpEY7c9+h/DAGUqROJVgGF1VcFyXkWRRirZrhPF0iVcGkxSrXganpamY2iI0AHQd1FIJrVRALRdRKhUAbMOkEgiR7N1CoamNXHM7pbAUaudD2myjpIUwqxnyRsOC378g0ba/v5/u7u45X3/9zefQ0BAdHat7IlJtimKcvODba+mgKmDbMPObEHiTbMe91G/C8Vmo02mvGZl/mS+OisJo960Ek0PEx46RbN5MLty2vDEsgIgZIVFMcC59Toq2EolkzXCtcfP1rIVxc7UidANcF9d1r+kDJlmbKEKgiNoKp3WRaTuDGYLWPTD0gidg+uL1I9wqipfpMXnCO2+9vkq/r0RDQwO///u/z2c+8xm+8Y1v8MMf/pBz585RKBRobGzkfe97Hw899BA7d+6sdagSYGNLCEtTKFRsfDfih3kVErkyt29ooCFY39noe7tiPHNminLVwdCunUVZjDVx7t6303z4GRpffQk9l6bQ2IrPUJnMlihWbKwl+jeTLA/5cpXXRtNUHfeaDceuiuuiVMpoxbyXQVutggBHt6haPnIdvRTizZTDMYrRRoqxBml7cB1UVR/Tvm5as0fJs8SibT2WrdiNEa9c0nVBCAwNdA2q1YtEWwE4l0/yHb+JPpZDm0xR6V7+Fa1CqJmpli209z1Ny7nnOLPjrd4kcYUS0kOcSp5iT9MeDHXhaeMSiUSy0qjHcXO1InTNGyMdB1R5M1OPKOK8PUINhdN60mwBzxqhfS8MvQjFJKxgO69FxxeF3CSMvAxdt4CQ1x0An8/HO9/5Tt75znfWOhTJVeiO+2kIGiTzZXyRxV90SBUqmJrCzevii77v1camliBNIZNErkTbPD9r27QYufmNZNt6aD34JIHRQZRoA2OuwWS2RGfMv8RRS5aKVKHCkaEU6UKVhuACBdvzIq2ez6IVcgjXwdEMKr4A6c715JvaKUXilCIxSqEorib7PSwWU/5eOtKHZnXFhbAg0bYey1aqsbDXVKxSxTW8LnwB0yVxUb+1GXuEyzIzdA1sGzWRotJdm855idadxMZPEJ46SzRxmmTTpprEMR+iVpTBzCD96X42xjbWOhyJRCK5Yepx3FytCE3zSmmkaFvXqIpYluY6c1FXmbYzBFuhdTcMvwSlLJjBWke0PAjFy7LNjEBqEKI9tY5IIpk3uqqwrS3Md14bpy2yuPt2XZfRVJE7NzWytbV+rRFmsHSVm7qjfPOVEVrD1vxFOiHIdPaSb2ih5eUf0XT0BUxfjOFkgY6oT1YVrUKqjsPx0TTT+TLxgDG/hmOui1bMY2RSKJUyjm5QDoZJ9myi0NhGMdZIMdaIo8ukuaUk4d9AWQ1i2hlKWnhB711Q2uVM2crIyAj/43/8DzZt2sTk5CQnT54E4H3vex8HDx7k6aefXjM3nnY8hOMzEIULKq3fvDwTwnW9+7zLEAJtIrmkMV6NYrCRiY49qNUS7WeexMolahbLtdAVHV3ROZY4RsWp1DociUQiuWGWetz8wQ9+wFvf+lba29sRQvD1r3/9ktc/+MEPel3pL3o8/PDDl2wzNTXF+973PsLhMNFolA9/+MNks9nrPufVitB1hKLgXnEwl9QLmiJqmu1ayyzfmhLpgJYdYJehnKt1NMuHqnmNyRKnvKZkkivyqU99imQyOfv39PQ0v/7rv167gCQArGsMAIu/2JQqVAiYKndvapLC4nne0B0jZGokCwu/R7Z9fkZuuZdk7zaa0pNM58pkStUliFKylOTLVY4MpRjPlIj6dNRrNOcTlQrW1DjB4bPo+SzZti6GDjzI6UfezfG3f5ChOx5iastu8s3tUrBdBrJGM9P+bvyV6QW/97oMKeqpbMX1mdjRENpEEifiDUwB07NGqJ73tRXigoPCZe+3TPSBsetKg14sJtv3EEmcITp5hvYzP+TstkdwtJX5w2zxt9Cf6ed08jRb41trHY5EIpEsCks1buZyOfbs2cOHPvQhfuInfuKK2zz88MN8+ctfnv3bNC/1hnvf+97HyMgIjz/+OJVKhZ/92Z/lIx/5CI899tiixrrSEdpF9giSukVVBLWUTeumEdllCIj3gmPD+FGvEbBWJ81yrLBnkzB9Fpq21DqaFcnjjz/O5z73udm/Y7EY3/72t/m93/u9GkYl6Yr58RsquVKVkLV4ZdSJXJm9XVG64tLreYbOmI89XVGeOj1J1KcvWMx2VZXRfXfinxzBPzVOvhQlvIj/ZpKlZTxT5NXhNJlilbBPR1Pnzr1UKmWsqQmE61CMNjC+81YyXespxJtl07BaIgRjwe20ZF4F1/GqbeaJdBG+FkJQ6WhCHxiffcpvQtCCdP68aMsc9gh4vrZqOoeSzuFEalPuZesWw+vvwiykiY0fp2r4GdxwN4628kzddVXHp/l4ZeIVeiO9mOrKi1EikUhWCo888giPPPLIVbcxTZPW1tYrvvbqq6/yz//8zzz//PPcfPPNAPzhH/4hjz76KJ///Odpb29f9JhXLJoGiiozbescVam1p23dqraAgIaNUClA4iT4VFDrQFQQCuh+mDoNoVawFrnWfA3gOA6ZTIZQyCuVT6fTVCqyKq/WNIdM4gGDZL6yaKKt47hUbZcd7RGZZXsRQgju2tTEoYEkqUKFqH/hCVilSANjN91B5F//H/lUBpbAi1iyuLi49CfyHB/LYDvuVT1sPbF2EuHaZFu7mNz+BtId63H1OhhHVwkJ/wZKWhCrmqGoz3+sX7SuVGu5bMVuiCAumUQLghbM3NbN6WkLOD4TUSihJdLLEOncZKOdjPQewNEMmgdfpPvEE6iVYk1jmosmXxNj+TFOTZ+qdSgSiUSyZCzXuPm9732P5uZmtmzZwkc/+lESiQs2OU8//TTRaHRWsAV44IEHUBSFZ599dtFjWcnM2CNg27UORVJD1BraI8w1l6wrhICW7RDpgsK0l3lbDxhBT6yeeBXSw96jMA01zfteOfzSL/0Sd955J7/7u7/LZz7zGe666y5++Zd/udZh1T2KItjYHCS3iKX2I6kijSGDLdLL9jJ6Gvzs7owynrl+K5WpDdsZ695CZWhQLlKvAiYyJV4bzSBg7gxr18GaGsc3OUq+qZVz97yVMw+9i9S6LVKwXWHk9AamfT34qskFvW/RRNvHH3+caDQ6+/dM2cpawI6HcDUVKhcGJOMK3/8rXvdUFeG4qInU0gU4TybbdjLduBFcl4bRY6x79VsYhWStw7oMTdEI6SFeGHuBsdxYrcORSCSSJWE5xs2HH36Yv/qrv+KJJ57gv/yX/8L3v/99HnnkEezzwuTo6CjNzc2XvEfTNOLxOKOjo1fcZ6lUIp1OX/JYCwhdv9CITFK3aIrAqaFQ5tS9aovn8dq+x8s6zSeu7D+21hCALwapYRh4BvqfhoFnoZSpdWQrgg996EN85StfIRQKEQ6Heeyxx/jwhz9c67AkQGfMj+O6V60ScF2XYsWmULn6IkyhYpOvVHloRyvxwMq08qslQghu39CAqSlkiteZaa6oDO29nSl/jPLAwOIGKFlUyrbDifMZtiHryoKtWioQHO7H1g0G73iI0w/9JMn123BVWVC/IhGCseA2VKfiWSTMk0UTbWfKVmZYaNnKF7/4RXbv3k04HCYcDnPgwAG+9a1vzb5eLBb52Mc+RkNDA8FgkHe84x2MjV0q6PX39/PmN78Zv99Pc3Mzv/qrv0q1euMrf3YsjOMzUQoXVrUMDRRx4d5OMHd2hKsqaKMroAGYUBjr2U8u0gGuTXTiJL1Hv4E/feUb81rS5G8iV8nxo+Efka/kax2ORCKRLDo3Om7Oh/e85z287W1vY9euXfzYj/0Y//RP/8Tzzz/P9773veve52c/+1kikcjso6ura/ECriFC0xDSHqHuURWlZhqhEFCVoq2HakLrbvDFIT9ZH8KtqkOwCQJNEGj0Mm9lc7JZUqkU8XicSCTCwYMH+au/+qslOc7Zs2f58Ic/TG9vLz6fjw0bNvBbv/VblMvlS7Y7fPgwd911F5Zl0dXVdYnnbj3RFrEwdZVi5cpjp+24nBzPMpIqMJoqcGYie0WB13VdBqby7GyPcNv6hqUOe9WysTnIjvYIw8nCddvpWE3NvLL5FjLFCtXECtAoJJfh4nJmIksyXyHqu0K2oOvgS4xhTU8yvWE7Zx7+SRJb98rM2lVAwr+ekhbCqs5/UXbRJPiZspV3v/vduK7LV7/61QWVrXR2dvJ7v/d7bNq0Cdd1+cu//Eve/va389JLL7Fjxw7+7b/9t3zjG9/ga1/7GpFIhI9//OP8xE/8BE899RQAtm3z5je/mdbWVn70ox8xMjLC+9//fnRd53d/93dv6NycoA8n7EedzuCEvWZkhuYl5NiO17cE5hZtHZ+FPjTplVyq6g3FcqMUgk2c2fFmuk5+l0iij/D0OTa88nWmm7eQjXZS9MUAKPvCOGptVzi7gl30pft4afwlbm+/XfoaSSSSNcWNjpvXw/r162lsbOTUqVPcf//9tLa2Mj4+fsk21WqVqampOX1wf+M3foNPfvKTs3+n0+k1IdwKXfcGdGmPUNdcqxvzUqIgqMpFgwuYIeh4Awy94Am3/sb6aaIiFMCVou153vve9zI6OspNN92Eev5eaqnuC1577TUcx+FP/uRP2LhxI0eOHOHnf/7nyeVyfP7znwe8ce9Nb3oTDzzwAH/8x3/MK6+8woc+9CGi0Sgf+chHliSulUpX3E9T0GQ6X8ZnXO6ROpQs0B718a6bO6lUXf73M2cZS5dojVzaaHAkVSTmN3jrnnb0qzRZqneEEDywvYWT4xnGMiVawwtv2OgzVI63bWQ47BB69VmEZaEGAksQreR6mUiXOJfIETA0lNfNS5RKGf/EMKVwjLH99zG1cYfXvFOyKsjrDUz51tGSfZUU0Xm9Z9FE2w996EPceuutfPe73wXgscceY8eOHfN+/1vf+tZL/v7MZz7DF7/4RZ555hk6Ozv50pe+xGOPPcZ9990HwJe//GW2bdvGM888w2233ca3v/1tjh07xr/+67/S0tLC3r17+fSnP82v/dqv8du//dsYxg0IkEJQaW9CG76wEqWr3qNSBR3PccqeY57t+E3UTB51OovdWPvmAiV/nL7tb6bjzA9oGDmCXs7TPPgiTUOHsM83Jyv640x07CEdX4et18akXFVUWv2tHJ44TMyKsb1he03ikEgkkqXgRsfN62FwcJBEIkFbWxsABw4cIJlMcvDgQfbt2wfAd77zHRzHYf/+/Vfch2mamOYabBKpKAhNxZHNbeoapYaioMy0vQJWBDr2wdCL9SfcIsAuX3uzOuDll1/m2LFjy3Kshx9+mIcffnj27/Xr13P8+HG++MUvzoq2X/nKVyiXy/z5n/85hmGwY8cODh06xO///u/XnWirqwq7OiJ868iVKzcL5Sr7d7aytTUMwJt2tPKPh4Y5OZ6lO+bD1FVypSq5UpX37u+mK+5fzvBXJb2NAR7e0crfvTREulAhfKVMzGvgNzQON+7hpjDkfvQ0orcX5Ub0EsmiMZUvc2wkjeN6AvvFGJkkRiZJqmsjw7feSynWWKMoJdeNEIyGttOaPYLizi9RZFGXsRarbMW2bf7P//k/5HI5Dhw4wMGDB6lUKjzwwAOz22zdupXu7m6efvppwGumsmvXLlpaWma3eeihh0in0xw9evSKx1mIL5/dFH1daZZA1y7Nrp1LtHUtA1EsrQhf2xls3WJw470M995ByQrjChVcF72cQ3Fsgqlheo99k80vfZX2008SnB6oSWla0Aji1/w8N/oco7mVZ+MgkUgkN8KNjpvZbJZDhw5x6NAhAPr6+jh06BD9/f1ks1l+9Vd/lWeeeYazZ8/yxBNP8Pa3v52NGzfy0EMPAbBt2zYefvhhfv7nf57nnnuOp556io9//OO85z3vob29fbFPd0UjhEAYhvS0rXNUxbO8qgVCCKq2FG0vw4p6wq0VrR+rBEBm2l7g1ltv5fjx4zU7/sxYPcPTTz/N3XfffUlS0EMPPcTx48eZnp6ecz9r1RN+fVMQITwrhIspVW00VWFd44Uszvu2NvOhO3vZ3hbmzGSOQsWmfyrPvnUxDkhbhHlzz5ZmblkXZyRVvC6bBL+hMl6w0R9+M9a2rZT7+qQ91AqgYjscHUqRK1cvtUVwHPxjQ6ilIiNvuItz971dCrarmInAFgp6DF9l7vHiYhYt03YxylZeeeUVDhw4QLFYJBgM8vd///ds376dQ4cOYRjGJQ1bAFpaWmYbpYyOjl4i2M68PvPalfjsZz/L7/zO78wrtmos7M3kqzZo3vkZ6gXRVuGSPmWXoigIF7REipW0Xu6oOmM9+0m07SKYGsLKJfBlx/FnJ9DLeYRTITx9jlBygOLwYSY69jLRsYeqGVzWOJv8TZxLn+Pp4ad5aN1D+HW5AiuRSFY/izFuvvDCC9x7772zf8/YFnzgAx/gi1/8IocPH+Yv//IvSSaTtLe386Y3vYlPf/rTl2TKfuUrX+HjH/84999/P4qi8I53vIP//t//+yKc4epDmJa8aalzamqPIJD2CHMxk3E7+LzXnMzfsPYzboUCsq8DAIcOHWLPnj1s2bIF0zRxXRchBM8999ySH/vUqVP84R/+4WyWLXj3lr29vZdsd/F9ZywWu+K+FnLvuZpojVgETY1cqXpJ1mcqXyHmN+i+KHtWCMGerigbmoP8yfdP8+pImi2tId66px1N2iLMG0UR3L25iVeGUiRyZRqDC6uA8psaY+kiU65G+zvfxdSf/zmV/n6MdeuWJmDJNbFdl3OJHKlChbjfmL0nUCpl/OPDFOPNDN96D+nO9Wt//FvjlLUgw6FddE7/v3ltv2ii7WKUrWzZsoVDhw6RSqX427/9Wz7wgQ/w/e9/f5EivJyF+PLZ8RCuZaAUSzhBb+DRNGb7Cwvh6blz4ega+tDEYoW+qFQNP8mmTdC0CQC1UsTKT6GXskQSpwlND2AWknSceRJfbpJzWx/C1hfun3MjdAY76Uv38cLoC9zZeSeKkIO6RCJZ3SzGuHnPPfdcNcPiX/7lX665j3g8zmOPPXZDcawVFJlpW/cY50WDGVFoOZnJtHVxETXL913BWBFov+m8VUIdCLdCk6Ltef7hH/7hhvfx67/+6/yX//JfrrrNq6++ytatW2f/Hhoa4uGHH+Zd73oXP//zP3/DMaxVT/iGgEHUr5PMX1qqnypUuWNjA5Z+ud9m0NR4763dDEzl2dIaIuqXpfkLpbcxwBs3NfH/XhkmHjAWZO9jaQqlis1ktkRPTzPhNz/K1F/8JU4uhyL9bZedUtXmlaEUY6kiPl2d9bHVCjmsqQnSXRsYOnA/pYjMRl8rDET3Exl7fl7bLppoO1O2smXLluveh2EYbNy4EYB9+/bx/PPP84UvfIF3v/vdlMtlksnkJdm2Y2Njs41SWltbL1ttHRsbm33tSizEl88J+bFDfpRMAWZE24tK6BQBlauItq7fQhubQpQruMbK7upn6xa5iFcWm2zejF5ME5s4SdvZZ4iPvYorFAY230/VWL6MV1VRaQu0cTRxlCZ/E9sati3bsSUSiWQpWIxxU7K4CNOQjcjqHENTUYTAcUFdZj1QAI7r4rprW4u8IfwN0LkPhl+C3AT4olDjxrlLhqpBMQ3pIQi3UzvjjtrT09PDt771LU6dOsUnPvEJRkdHr2pDcCX+3b/7d3zwgx+86jbr16+f/e/h4WHuvfdebr/9dv70T//0ku1aW1tn7zNnuNZ9J6xdT3hFEWxuCfGvr47R5loIIXAcF8d12dg8d4Vme9RHe7Q2vVPWCgc2NvDD05NM58o0LCDbVgiBEIJE1qsDtnbuxNq1k8KLL2Fs2iQbgC8jjutyfDTDSLJI1K/PNuIzkwm0Yp6JHfsY3Xc3trm8SXOSpSVnNDIUvgn462tuu2ii7VKUrTiOQ6lUYt++fei6zhNPPME73vEOAI4fP05/fz8HDhwAvGYqn/nMZxgfH6e5uRmAxx9/nHA4zPbti9DASlGotjdivXyKmdu5iys4PB+fuTMzHJ+JNp1GTaSptq2uFZKKFWa88w24CNr7nqJx5AiKU2Vg8/2UrfCyxRHQA+QreZ4ffZ5GXyNN/qZlO7ZEIpEsNrUs95RcGWmPIDE0BVUR2I677FYJnljsYjsuynIrxqsJXxy6boPxY56gqWhgRtaepqkHoJiEoYOQn4JAIxgB0P3eOdcRv/Irv8LExATPPvssn/jEJ1BVlQ9+8IM8++yz895HU1MTTU3zu3cYGhri3nvvZd++fXz5y19GUS6t8Dtw4AD/4T/8ByqVCrruJeM8/vjjbNmyZU5rhLXObesbeP7sFJPZMk0hk4lsiYagwaaWUK1DW9M0Bk32dEb4wckJ4gFjQWKrIgQTGc83WygKofvvp3TiJPb0NNpFHs6SpWU4WWBwukDYp3mCreviS4yBEAztv5/JbTeBIquM1yKnGu699kYsomh7o2Urv/Ebv8EjjzxCd3c3mUyGxx57jO9973v8y7/8C5FIhA9/+MN88pOfJB6PEw6H+cQnPsGBAwe47bbbAHjTm97E9u3b+Zmf+Rk+97nPMTo6yn/8j/+Rj33sY4u2olltiiEu6jamqRfsERTh+dvazqzl7SW4pg6lCmoitepEWwCEYKLzJgA6z/yA+OgxwOXstkeX1Sqh0dfo2SSMvcAD3Q+gqys7a1kikUjmYjHKPSWLi2JKe4R6x7xItF1uhADXcbFdFzm7uQZGwPO4DTbD+KuQGwdfDNbSvFDgZRJXCpA46T0U3css9sc88doMgmNDesQTeBs3Q7R7+WK0y2BXWGrF/IknnuCll17ippu8e5GmpiaKxeKSHGtoaIh77rmHnp4ePv/5zzMxccHebiaL9qd+6qf4nd/5HT784Q/za7/2axw5coQvfOEL/MEf/MGSxLQa6Ir7ObChkW+9MkKmWMVxHd60o5V4YI1mwq8gbt/QyAvnpkkXq0R8878GWrrCcKow+7fR3Y3/tv1kH38cNRpFSKFwycmVq5wcz6IqAlPzGsP7x4exTYuh2+4nuV5WF69p5mn5uWii7Y2WrYyPj/P+97+fkZERIpEIu3fv5l/+5V948MEHAfiDP/iD2QYppVKJhx56iP/5P//n7PtVVeWf/umf+OhHP8qBAwcIBAJ84AMf4D//5/+8WKfo+doq51NqVQVV8RqQOefL2BxnbtEWIUAItIkkq7YPrBBMdO7FKKVp7X+e2PhJKuYPGNh0P65ypZNeihAEncFOTk6fxKf5uL39doy1WhYnkUjWNItR7ilZXGSmrURTBbqqUKrawPLMbWYQAhzAqYFgvCoRCkR7PPFy/FVIDaw94RZA93kP1/UEUqcC6WFIDXKZWDp+zBNS/XGwYovrs2GXoZzzfHarJShlITvqxaQtbeWdrus4jjObRTg1NXVZ9uti8fjjj3Pq1ClOnTpFZ2fnJa/NeMhHIhG+/e1v87GPfYx9+/bR2NjIb/7mb/KRj3xkSWJaLRxY38BL/dMUKzZv2d3J/vUyW3M56Gnws7MjwgtnpxYo2qpM5yoUK/as73Dw7rspvnyY6ugoenv7UoUswbuenBrPkitVaQh4SQOBsSHKoQgDdzxEtmNdrUOUrBAWTbS90bKVL33pS1d93bIs/uiP/og/+qM/mnObnp4evvnNby4o7oVgx8K4lokolnADPlQFHKqUqi6mqntzqYvu9RzXuaRhlmvq6IPjrGqzMqEw0nsHil2lefBFGodfoWRFGeu+ed4rBTeKoRp0BDs4PHEYgDs77kSrszIxiUSy+lmMck/J4iJ0fc1VWEsWhkDgM1Ty5eqyH1sRwptLXqW5oOQKmCGvQRl4wq2/cW2WkgoBmgEYXqYxeBkj5xNDcF0v23bksOeHawS9TGQr6lkraPOsjHNtT5At586LtAUoZ6GU9oRbp8qsWKxZnkieHlr8872IX/zFX+Td7343k5OTfPrTn+Zv/uZv+A//4T8sybE++MEPXtP7FmD37t08+eSTSxLDaqU1YvHxezcykS2xoz1S63DqBiEE+7pjHDw7TbnqYGjzu/75dJWpXJnpfJm2iOctrMViBO+9h+TXvoZbLiMMmRy1VExkSgwnC4QsDeE4BMcGKcSbGbjzYfLNUjCXXGDRlK7lLFupFXYkiBOwUIpl7ICPilMEoeICDjaOq1K1IVVKkciAadi0BENoirfi5fgttEQKJZPHCa/eroyOqjO08W4Up0rjyCu0nX0atVpidN1+nGXKevVpPjqCHRyZPIJf83Nz682XCOQSiUSy0qmHcXO1IXRt9S6qShaNgKEyXgt7BLzMm1pYM6x6VB1ad0G1ALlJr2HZMlWB1RTldQ02fDHPu80ue2Lr5AnvNSPo2SZEuz1P3EtwoZSBQtJ75Ma99zqVmR17HrqqAUbI++/XXybNpRHopqamcByHn/7pn+bmm2/miSeewHEcvvrVry5OzxLJotMctmgOy4ZJy82W1hAtYZPJbGnezd0sXaVYsZnOVWZFWwD/LbeQf/55KqNjGF1dSxVyXVOxHU5NZHFdsAQExgbIN7XTf/ejFGOyb4/kUhZNtF3OspWaoSqUIn5ITKDFQ1TcAkG9mapTxXaLgEquXMVnqWRzfnJ5F5wSHdHzom3Ah5rMoI1OUV7Foi2AoxoMbL4fV1FoHniJtrNPY5QyDGy6b9k8bn2ajyZfE8+PPk/FqXBL6y3SKkEikawa6mLcXGUI7QpihKTu8Bm1EfuEEDiutEe4bnSf53M79JInPNaLcPt6BF5GrnZ+Tuy6Xqbs2FGYPusJt5FO7/l8AnIT3sMue2/WTE/YVY2aXQ+PHDnCT/3UT3H06FEAOjo6+Nmf/Vk+9alPEQis7nsoiWQpsHSVm9fF+IdDw7S51rwakqmKwAWm8+VLnlcsC3PTJkpnzy5NsHWOi8vZRI6pXJm4qRAYHSDX0kH/3W+mFF2FvY8kS86C7w7n8tt7fdnK3Xffzac+9akbDnAlka/kGfOXUasOqXIKUzXwGxa6YuLiUrbLpItFTBHFp4ZxbIORKYWKfX7yrSoI10UbS9T2RBYJR9UZWn83k+27ELg0Dr9Ce98PwV0+P8CQEaLJ18TBsYN8b+B7FKsyS00ikawO6mHcXG0I3bM6ktQ3lu5VUbnL/GVQxEym7bIedm1hBKHzZgi1eoJkOXeha3C9IoRnIRFo8oTa8Veh70k4+yQMvwSZEVBN8Dd5NgpmyBN8a7iA9aEPfYjGxkZ++MMfcvToUX7nd36Hf/zHf+SWW26R3u8SyRzsaI/gN1RyZXtB75vKXd5xR2uQ4uFi47ouY+kiR4ZSnB7PElBdwuNDZNu6OXfPW6VgK5mTBWfabt68mU9/+tP8m3/zby5ZwamHspWR3Ahbm7sJ6EmSroNlWPh1g3IFDGFQUV1KFQXh+HBch8agxWCqQLrg0BD0Vvod08A4O0r+zlXsa3sRtm7Rv/kBHEWlaehlGkaPkY6vI9W4cdliCBpButQujk8dB+CW1luIWbFlO75EIpHMxU/8xE+wd+9e9u7dy549e+jp6Zl9rR7GzdWG0LS1MDRLbhBTU1DOZ72qy/x9cAFHrhzcGLrPE24Tp2DqLOQnvKZcap33PxACzKAnbFeL5/+OrMjqgqNHj3Lw4EG2bt0KwNatW/ngBz/Iu971Lj7xiU/wv//3/65xhBLJyqMr5qcrHuBcIkfQnN/1TlcVRlKXJz2p8ThCKLi2jVDrsGJhkXFxOTme5fREFsdxCSgOjVNjZNt76L/7UcqhaK1DlKxgFjx7+eQnP8mnPvUp/viP/5g//MM/5K677pp9bevWrbOD61rDcb0S1g3de9DMIfRQGFP3Ucq5uC7EfFFcJ0fFESQyoAqBqWooQmU6V70g2gZ8nq9tOocTCdb4rBYHRzMY3HgvWrVE4/BhWvpfIBPtwtHMZYvBVE26Qp5wO5wbZm/TXnY37ZY+txKJpKZs2LCBJ598kv/xP/4Hk5OTRKNR9uzZw549e2bF3I985CPo+hrrdr5a0TSZlSfB1FU0VVB1HNRlLK8XQiBAetouBqoJzTsg3AHjr0Fm2GuaZQTXRNLEDSGAZbIyu15uvvlmksnkJc8JIfjMZz7DLbfcUpugJJIVjqIIblkX48RoGttxUZVrX+t8uspoqojjuCgXba/GYgjLwikWUaUlyQ2TyJbpm8xiagpB4eAfHyXdtYGBOx+hEgzXOjzJCmfBitZv/MZvcPz4cW666Sbuvfde3vve9zI0tLQdQ1cCZbuMqZr4Y00ohk6z2UjUjGJqKo7roik6cX8IHB/pgk3IpyGEgl/XSRfc2awJx28hckW00akan9Hi4mgGIz23kQ82E0oO0DD26rLHYKgG6yPr0YTGU0NP8dzoc5Tt8rXfKJFIJEvEf/2v/5XHH3+c8fFxBgYG+F//63/xwAMPMDQ0xGc+8xn27dtHMBhk7969tQ5VAgjdANdd9rJ4ycrC0lQ0RVC1l/974AKl6sJKWyVXwYpC5y1ekzKhet6thSTYlWu9U7LMvO1tb+M//af/xNe+9jV+4Rd+gV/+5V9mbGzskm0ymQyRyNI0PZNI1gJ7uqI0hy3GM/OzDLR0hWypSqpw6TVRjcVQfD7cQmEpwqwrSlWbE2MZbAeC2ATGh0j1bKb/7jdLwVYyL66rTqitrY0vf/nLfPzjH+eXf/mX2bJlC7/+67/Or/7qr2Kay5dduZyU7BKmahJsaCVtmjilEqquo6vKbFKOpqi0RQLnRVxPD/cbGtmsIF+CoAWoCrgu+miC8pbump3PUlAINTPe+Qa6Tn2XpsFDTDVvXbamZDMIIYhbcXRF57mR50gUEryh+Q20BduWNQ6JRCJ5PR0dHXR0dPDmN7959rlsNsuhQ4d4+eWXaxiZZAaha143dscBWQ5Yt6iKIGzpTGYv9/lb8mMLwVSuTG/jsh967aKo0LDJy7pNDUJ6GIopwAVfDGRV1opgx44dvPDCC/zZn/3ZrFi7fv16fvInf5K9e/di2zZf/vKX+YM/+IMaRyqRrFzCls4dGxv5uxcHaQqZs5rEXPgMlalcmal8mVjgQkNvxTDQmhopn+tf6pDXNK7rcnIsSyJbpklzCEyMMr1+GwO3P4Tt89c6PMkq4YZmKfv27ePJJ5/kS1/6El/60pfYtm0bf//3f79Ysa0oinaRgB7AH2tCmBZuyZvI66q4xApKEeKSi6Op6biuIFe6kK3hWgb62RHWYreTyfZd5EKt+LLjNA4frlkcISNET6iHc6lzfLPvmzwz/IzMupVIJCuOYDDInXfeycc+9rFahyLB87RFPS/aSuqaqF+nWgObAlNXSOYrlGU3ssVH90PjZui9G7r2e1m4uUmoyCa2K4HPfvazfOtb32JkZISRkRG+9a1v8Zu/+ZsUi0X++I//mE996lOcOHGC//yf/3OtQ5VIVjQHNjTQGraYyFx74dFQvabpU7nL75P19nbckrw+3ghj6SID03nilAlNjTG1cScDdz4sBVvJgliUpeV3v/vdvPbaa3z4wx/mAx/4AA8++OBi7HZFUagWaPY3o5gmaiR8kWh79Y9QFSqKEORKFybfTtCHNpVGSWaXNOZa4Ggmoz37cVSDpqFDWLlEzWLRVZ11kXUEtADPjT7HE/1PkCqlahaPRCKRSFY2wjQRqoZbkaXT9U7Q1BCw7FYZpqZSqjqkC/I7uGQIBUKt0HUrxNdDtQC5hFysWUG0tLTw0EMP8Wu/9mv89V//Na+++iqZTIYf/OAHcpFTIrkGYUvnlnVxUvnKNccwIQRCeJ6rr0drbJQ+/zdA2XY4NZHFLOSIZKaY2HqTJ9iavlqHtmJJFytMZktUL1q4th2XYsUmX66SK114VB2HfLnKdK5Mpnj5d71iO+RKVSYypVXfK+CG2qiWy2Vee+01jhw5Mvvw+Xx85zvfWaz4Vgy2a9Po82rVtKYmyv0DgJdpC96kXlyhsYEqVHRVkCu6VG2XkWnQhUlbJoU+NkUpFlq+k1gmUo0byMS6iI0fp3HoZQY33VvTpg9hM4ylWZxKniJfzXNf133ErFjN4pFIJBLJykRvbkaNRrDTaRS/zIKoZwKmhnY+A8nQlm8OoyoCx3VJFSo0Btem5diKQfdD+16InG9Wlpvw7BJU2RhyJeLz+di/fz/79++vdSgSyYpnd2eU77w2TqZUJWxd/ZqmKoLR9OXetWosDoDrOIhr2CxILmdoOk9xMkFztcD4rlsZ2XcXribHl9fjui7pYpWxdBFLV/DpGn2TORwXDE2hULHxGyqqEMyWuLtQrNoYqoLPUMmWHQanC1i6iiKgVHUQwrOcCvt0To5nCFs6rWHrkoZ7q4UFi7a/8zu/MyvQnj59mmq1SiQSYefOnezevZtHH32U3bt3L0Wsy07FruCe/5+pmMQt78KlNTZBtQp4mbaKIrBdF+0KwqQQAlPTyFfKnJuAZA5sF0TKRZyaxNjas6zntBy4ispEx16CySEaxo6RiXeTatxY05gM1WBdeB3n0uf4weAPuLf7XsKGNP6WSCQSyQWEYWBt3kLmh0+i01rrcCQ1xG9qGJpCxXYwtOW9WdUUwUSmxPqmAJeacEkWHwGBZugKw8hhSA+C5gMzWOvAJBKJ5LrpivvY2Bzk2Ej6mqJt0NTom8hRrNhY+gU/fy0eQ1gWbrGIkAvZC6JYtRk/M0i4lGfsljsZ23vA81evU1zXJV+2qTouM5pp1XYpVm1ShQoBQ+O29Q3csbGRlrDJibEsE5kiJ8eydMR83LIujqYKBF5muO14i9s+XaUpZDKVK3NsOMXZRB7bcWkJm2xuCaNrgtawxfNnp3jy5CTHxzLEAwZNQXNVibcLFm2/9rWvsWvXLt7//veza9cudu/eTXf32mqoNcNwbhjbtYkYEYJGcFa0VSPh2cxRXVNQhfAqquaY0/t0nWShTLoAqlpBU6pkFJ3KS6Pk9zlsaFt7K1epeC/Jpo00D75Ex6kfUPLFKAYaahqTKlS6Q92ecDvwA+7rvg+/LgcgiUQikVzAWN+LePJJmVlS56hCELY0xjMlAst8bENTyJWq2I6LtopuKlY1mgUdbwB/HCZeg/zU+SZl8vOXSCSrDyEEN3XHODyYwnHcqwpUMb/BwHSeMxM5trdfSGpSYzEUnw+nUJDVRwvAdRzGXz1FsVgid+eDTG27yWtyW6dkihWGkgUChoamChzXS5jVFEHI0rm5J84tvXHWNfhnK9f39XhV0Q/vnHu/7dELNhMBU6MrPvd39MHtrezrifOjU5M8fSbByfEMuqoQ9ulEfPpllqczVgtXqqSvBQsWbY8cObIUcaxIbNcGIFvJsr1hO/r5cikl7F3MXMdBVxVURVzVJ0NXVfymjeJquIqNpVk4wQpWOsPzhzLoWpiuxpXzpVgUFIWRdbfhz4wRTA3RdvZpzm57BLfGK0yaotEd7uZM6gzWsMUbO984++8qkUgkEone1YUSCOBks6hhWZFRz0R8OiOp5W/CoghB1XXPi7bLfvj6RdGgYQMYQRg7ct4uIQ7qDbnJSSQSSU3Y2Bwk7NNIFytE/cac2xmaQtVxOD6avkS0VXw+1FiMyujocoS7JnCrVYqnzzBq65y4/V58O66iOq5xbMdlYDqP67rcvqGR+7Y2E7Z0yrZnXeDTVXy6umwZr/GAwVv2tHP7xkZeG0nz8mCKgakc/VNedq7ruvgMjXypilAEnLdnaAgYlG1nVvMLGBqWriyrdidnIddAFSplu0xr4EKZpBqJIEwTt1xGN01URVy1w7AqNFRF4FLCVAwM1SBj6sRzKazJKb5/LMxDe6E5sgwntIyU/HEGN95Dz/FvExs/QTbczkTXG2odFrqi0xXs4ljiGJZmcXv77ShC3hVJJBKJxPOt11pbqAwNS9G2zglc1IxsOSfnQnjHXO2NM1YnwmtSZgZh9AhkRjyPWzMss24lEsmqojFosK4hwKsj6auKtgARy+DQQJKHd7bhMy4kWekd7ZTPnl3iSNcGTj5PeWCAREM7P2i+idj6tWeDeS0cx2UiWyJ1vplqR9THW/a0s7sjsmLsCOIBg9s3NnL7xkaypSpD0wVShQpj6SJHhlNsb2tiQ1OQZL7C82enGJjK4zNUylUHRQjGMkVKFRtDU2kIGoRMbcnniFK0nYNcJYcqVAzVE1mb/E2zr6nhsCfaFosoloWpKZSL1Tn3pSkaPs03u6+qUwXhuZStKyXoK61jYBIaQi7qCvkyLxbphl5G1h2g68QTtPY/Tz7cSi7SXuuwMDWTtkAbhycO0+hrZGt8a61DkkgkEskKQAiBtXUb5VOnax2KpMZ4zci8hfmZxrPLgcArH7Sv0fVbsoQYQei6BZL9MHlSZt1KJJJVhxCCHR0RDg8mr7n42BA0OJfIcXwsw96u6OzzWlMTrmMvQ7Srm+rkJPmJSca6NvPtrlso6z5MrX48bNOFCqPpIq7rLRbcu7WZDU0BNjQFr7lgUEuCpsaW1tDs32/dc6lOtX99nLF0kcagSdl20BWFsXSRs4kchwdTnEvkGJouEPHptIStJdPy5MzjCmyJbeGV7CuoQsXUTHyqj5gZm31dCQZRfBZOoYgKmLpK8vxqwpVQhELMil36HApFXadxfAT/eoejAwonR2BTu8sbeteWVUKidQdWdpKWwYN0nfwuJ/a+C0er/Y83oAfIVXI8N/IccStOs7+51iFJJBKJZAVg9HSDquJWKghdWujUK35DxVC97IrX+50tJcr5TFvHWbZDSq6EUCHWC4EmGH0FMqOAACsEau3nsRKJRHItNjQF8BsauZJN0Jpb+vHGOMFzfQn2dEZmtQgtFqtJxclqwbVtyv39jBdsnm7by5G2nQRNH50Rq9ahLRupQoXxTJEDGxrY0hJic0uIWGBtjJG6qtAZ87xyZ5r0rWsMsK4xwBs3NzE4XeDYcIqnz0xxcjxDzG/QHDIX/bcia8KvwI7GHbT4WzBUg5AeojXQeskHLxQFrbERt1QCPD8OZwElbJrQ0BSNvGXiz2TospPoKuRLcOQcjKcW/ZRqiquoDK+/k2y0E39mlObBF2sd0ixNviay5SxPDz9NvpKvdTgSiUQiWQHonV2okTB2Ol3rUCQ1RFMUQpZG2V5e9VSI85m2UrVdGRhB6LwVum71rBNKWcglwL6oys4FrpYZ7brgyn9PiUSyvLRHfLRGLKbz5Wtu2xwyOT6aYXC6MPucGo8jTGtW95BcwC2XKZw8yVl8/OPGu+nffiub2mO0R30oa1zgdl2XVKHC6Yks45ki92xp5qf397B/fcOaEWyvhRCCrrifh3a28ck3bebHb+oA4MR4lnJ1ccd7KdrOwcboRqJmlAd6HuDWtlsve11rasYtexc/Y4FdIoQQWJpFQVfRy2Wi0wlCPs/TtlSB0eRinMHKwtEMzm1+gLIVpmnoJYLJgVqHBHj/Fp2hTs6lz/HsyLPYsvxDIpFI6h41GMDoXY+dWmOrqJIFEwsYy+4tq8x62i7rYSVXQ1Eh3OEJt937IdgMpZRnm5CbhPzMYxrsCjg2VEtQSJ7fZtz7f+l4IZFIlhFFEezsCJMvz23lOEPI0siWqpwYy8w+p8biCMvCKRSu8s76w61UKJ05Q1+0g7/bdB/Oxs20Rqw1k43sVftcOmA5jstUrkz/VJ7joxmyxQo7OyK8/8A63ranfcV41taCsKXz8M42Pn7fRra0hOibzHE2kaNUWRxtSdojzMGOxh1sjm1GV69cFqnGorMr6tdTMqcrOgiBIwSx8TEG12/yntegfwJ296y9EoRisInRnv10nfwOnSe/x6k976Bq+GsdFpqi0RHs4FjiGM2BZnY07Kh1SBKJRCKpMebGjRQOHpQlgXVOyNIQwrtZWa4bEiEELtLTdkUiFAi2epYJmTEo57xGZZrhZd5OnfYycV0bFA3MEARbwKnA9Dmwy962EolEskz0NgbRVIVS1b6qz6oQAr+h8VJ/knu2NKMqAiXgR4tEqCYSEIvN+d56Ykawtddv5LtNN+MLRYitYN/Wa+G4LtlSlartUqzYZEtVXFwEAtf1ei4pQlC2XWJ+ne64j21tYXZ2ROiI+uQc+SI6Y34+es8GDp6b5kenJzmXyOO4XhZ72Lr+hmVStL0Kcwm2AGokAnirEIYqzldFzf/GTld0VKGS95nEJ8bQymWqhkHQhKksJHMQCy7GWawsJlt3Ep48Q2ziBG1nn2Zg073eBLjG+DQfAT3AofFD9IR6CBpr8MOXSCQSybwxeroRloVbKCD8tV9glNSGsKVjqgol28GnLF9TEQHLnuErWQBChfAVGuuG2z0h16l6vrdGwJvnui7kp6CUkaKtRCJZVnobAzQGTaZzFVojVx/HGgIGg9N5+qfy9DYGEEKgtbdRHhxcpmhXNm61SrnvDNbmTRzd/xCjJzJsXkV2ABXboX8qjwBifoN0sUKhYhOydHRVEPHp3LGxkbaIRdDSSOYrnBzPUK46bG4JsbszSnwVnW8tsHSVOzY2csu6OMdG0jx7JsGJsQwjyQINQZPGoLFg8VaKtteJGg6DqkK1iq4pKELgujDfz19VVM/X1jBozGQJTyeYamnDMmA6B2OptSnaoigMr78DqzBFw+hRcuE2plq31zoqABp9jfSl+jiVPMXe5r21DkcikUgkNURva0NriGOnUihStK1bTF0h7NNJZMv49OXtBL2QfgmSFYKigRW5/HkhPEuFwtTyxySRSOoaS1fZ1RHm8VfHab1Ggyy/oVKo2BwbTtHbGABAb2lhtXTGdF0XN5/HKRZxSyWcYhFcFzUaRY1GEer1j+NOsUj53DnMjRsJvee9PPviJH5DWzX+teWqw5nJLFtaQ+iKwuB0ns6Yn33rYmxvCxM0NSxdRX1dVdEdGxtrFPHqxtAU9nZF2dMZYXC6wPNnp3i2b4rjYxlawxYR3/wbHUvR9jpRwmGEaeKUShiaiaoIbNdFYf4/WlM1SWslFNshMuWJtkKAqsBQArZ2LOEJ1JBisIlzWx6i99g3aDv7NLlwKyV/vNZhoQiFkBHitanX2NawDVM1ax2SRCKRSGqE0DTMLVvIfu97tQ5FUkMEgvaoj/FMCcd1l/XmTGbarjEMTwDBhQXcLkgkEskNs60twnePT1Cs2FhXWYAUQhD1G/zw5CQ3dXtNtdRY3BNDV7hdlJ1OUxkdRbEsFL8frakJraUFFEHx1VcpnzkDqooai6EEAghdn9f5uK6LPTmJPT2Nb/cuoj/+47yQUehP5OmIrtxFfdd1yRSrJHJlylUbVRFsbA7ywdt7ifh0MsUKEd/8PgPJ9TPTsKwr7ufAhgaeeHWcF89NM5YpEhKVee1DirbXiRqJoFgmbqmEbvpQhTe5XkgShqZ4H39V12gaGaJv6w4QAr/pNSPLl1z85tr8EeWiHYx130Lnqe/TffxxTu1+B65a+69j3IpzLnOOk9Mn2dm4s9bhSCQSiaSGGOvWAeDa9g1lZ0hWN41BE5+uUqo4+Izl+x5IT9s1hj5jlWB79goSiUSyTGxqCdId9zOcLNDTELjqti0hk+NjWf7p8DA/e0cvWjyGMAzcchlhrqykJtd1cfJ5qiMjCNMgsH8/gTtuR29rQ7EuZBXbqRTF48cpHD5M+dw5KkNJ3EoFIUAYJsLn88ReywJd9yxtXBfXtqkMDKD4fITf/jaCd9/NRNHhH588iaWryzonWAiFss25qTwBQ2VTc5CtbWE6Yz7WNQRmY46uYh/e1UpbxMf79ndz+4YGnuub4unXBub1vtqrZKsUxTRRw2GqE5MYmoKiiAVnRGhCRSAoWD6CqSS+XJZCMETA9OwRRpOwvmVp4l8JJNp2Eh97lVByiJaBFxjt2T9/f4klQlM0IkaEF0ZfIKgH6Qn3yNUniUQiqVOMnh6UYAgnk0GNRmsdjqRGWLpKwNRI5svLdoPmIjNt1xxGwPO5tSuwjP7IN4rjQtVxzmsYXqadABQhUBVR66m7RCKZB7qqsK8nxpmJ3DW3FULQHfdxeDDFK0Mp9sRiKD4fbqEASyzaurZNZXgYt1RCaBrCMBCGAYqCUJSZAHHyeZxcDhwHYVlYu3YRuueNGBs2XPHeXY1ECNx6K/5bbsHJZKhOTnqPiUkqw0NUx8ZxcjmqiUmo2uerIQQIgdHTQ+Stb0Ffv4GT41l+eGqCRLbEltbQkn4W10u6UGEkVWBfT4yHdrTSHfdLPWMFIYRgfVOQ9U1Bbm63+O/zeI8UbW8AramJ8uAQuhCYmkquXF3Q+1VFQ1VUCoYgmM0QmUpQCIaYuR4NT61t0dZRdfo3P8CGI/9A88BBCsFGUo0bax0Wjb5GhrJDPH7ucXY37eaW1ltQVkCzNIlEIpEsL2osht7RQfnMGSna1jnxgMFktrRsxxNA1V4dHoKSeaJZoJlQKYJ+dV/JxcRxveYz5apD1XZwAUURqOKC4Oq6Xgdx57ww6zguFcelYjvYjovjulyc+C3w8iwUITA0hXK5vGznI5FIro+eBj+GJq5pkQDgNzyZ6OlTCfa8cT1qJIydmFrSuZCdy1EZHMTo6sTcvBl7etp7ZLNg2zjVqnexwkWNhPHdtBejsxOttRWjp+eCqHsVhBCo4TBqOIy5fv3s865tY6fT2FNTuOWyd4ETCggwOjpQAgH+9dgo/3R4hGLVoWuFCqGlis1wqsh9W5v5sZs6MLXVs0BYjzSH5zcXkKLtDaA1NUHV86EIGCqpwvw8KWZQhIIqVCqKNymPJCYY7V4HgN+EoSkoV10MbeVdEBaLQqiZkZ7b6D7xBB2nfkDJF6MYaKh1WHQEO0iVUhwcO4ipmuxp2rMiL8wSiUQiWTqEEFhbt1J69VitQ5HUmJClIfCagynK0s8HFCGoSNF2bSEE+GJQ7L/iy44LtuNQsT2xtOq4VM+LpjNluJamXjOzteq4FCs2pYpDsWJTth0cx12w3YZyXtRVEGiKQJw34p3Zi3te5M2XbQqlhSWuSCSS5acz5ifmN0gVKtcUbQFawhYnxzOcncrTuHs36f/3T2hL4Gvrui7VkRGcQp7AbbcRfvOjaLHYhdcrFdxqFdd2wHXAcVCCwUW1rRKqihaLXXLcixmYyvPtY2NYunpNe4laUbUdzkzm2NsV5e17pWC7lpCi7Q2ghsO45ycwDUGTwWRhwQbduqJTskuUTYum0WFO2jaOqhIwYTIDE2noqH2PriUl0bqDQHqEpqFDdJ76Lqd2/QTMY6VsqYmYERzX4dmRZwnoATbFNtU6JIlEIpEsM0ZPNxgGTrF4iT+apL5oCJoETY1suUrYmn/H3+tF1xQSuTLZUpWgKafrqw3Hdamez1TNl2yKFRtFEQRdP367CrZL1XEoVhzKVdvLgj2f0eo44J6XRgWecJotVlEUga4KfLqGqSuYmoqhKdjnj1OqOhTKVYoVB9s5n1ErBIoQaKqCIbj8HsV1b8Ca7ML7XFuKAxLJSsfSVdY1BDjYP818inmDpsbgdJ7DA0nevHUr2SeewMnlUIPBRYvJKRapDAygxmLE3vZW/LfeepkYK3QdoS/9uDsXqUKFJ09OkCpU2NKyMi0RAAamC/Q2Bfip/d3zEuUlqwc5C7wBlHAEAbiOQ9SvY6gKpaqDpau4rkux4mCe97udC01RwYWiz08gmyGYmiYdb0RTvRX3ZG7ti7YoCkMb7sKXnSCYHKJh9CiJ9l21jgqAmBWjZJd4ZuQZYlaMRl9jrUOSSCQSyTKid3WhxWLYqZQUbesYQ1Xoivs5NpJelg7aAUMlkStzZiLLrs7IbJajZOVgOy7ZUpVcqYrjutiOS6nqkC5UyBQrXuas62XLziS5hm2bTcUqhWIGGwXHdREIlPNWA6oQGLq4orhqn8/ETRXKuIULnrKu62KfF3oFAk0VWLo6v++orCKTSOqKrrifZ/sS894+6jM4NJDkoe1bMLq7KZ89tyiireu62JOT2NPTWDt2eJ6xHR03vN/FpFS1eeLYOM/0JRhLl2iL+FZk5a3rupybyqOrgjdtb5UNxtYgUrS9AdRIGGF6nRSDlklrxOJcIo+hKhSrNqWqQ7ZUpSFooAgxK+RqqkBXvUxSRaggoKrraNUykakE6Xjj+ddgKlPLM1w+bN1H/5YH2fDK12ntf5ZMrIuyL1rrsABo8bdwNnOWp4ae4oGeBwjoK7MkQiKRSCSLj2IYmFu2kPvhU9Cyho3mJdekLeqjbzJHrmwvefarEIKgqTGcLNActmidp++ZZPFw8ebthXKVUtWzGsiXbc9+oGyTK1ep2J6dgeCCbYCmePN8L8NVEDA01PMJHMKO4lYMDKrYqoUyYw57LYRAFaDONDCbFXFd7zi6l1ErkUgkV6M1YiGE10BdnYfVTzxgcG4qz+nJPL17b6L42nFcx5mXf+xcOOUylf5+lECA8I+9neBdd6EYK09ofKk/yT+9MkzI1NnUHJzX51ULBqcLWJrCe/f3sKczUutwJEuAFG1vADUcRpgW7vmSyc2tITLFKuOZErbr0hnzkSlUGEsXMc97UGmKIFtyaAwanhG2UBEIXAG2otE8PMjAhs0gBKYG4ymvxKoeJmKFUDOT7bto7/sRbWef5tzWh1dEBoAQgq5gF2fTZ3lu5Dnu7rz7wqRZIpFIJGsec/16ck/+8IZvVCSrG5+u0tPg5/hoBl0VS+4XZ+kqxYrNseEUAVMlZNauPLQeqDoOmWKVYsUmW6wymSuRLVap2C6u6xkWeBqrl+GqKZ5VQdi6QmbsHLiKSVUP4askKSq+6w92VsSt/TxZIpGsHlrCFiFLI1OszCsj09AUHMfh+FiabVu3oEYi2KnUnN6vV2Mmu7Y6NYW1eTPht7wFc33v9ZzGkpMvV/nhyUk0RaE1snIXTUdTRQDeeXMXe7uitQ1GsmRI0fYGUMJhr5Pi1DRqNIqlqezsiDCRKZIuVultDHByLIOhq9iOS75UpbspyNB0nkSuTMSnI1AQKDiuQyEQJDo5QSCdIheJYuqQL0GuCKEbmNetJiY69hKbOEl04hTJptOkGjfWOiQANEWjI9jBscQxYlaMvc17ax2SRCKRSJYJo7sbJRjAyWZRw+FahyOpIb1NQQoVm3OJPIrvQuXUUhHx6SRyZV7uT9IctljXGMBY4mOuRaqOw+B0gWLFJmTp6KqgansesvmyzVSuRL58wVsWQFcVTE3BbygoV/KDvR6EIK/H8ZfnX54skUgki0Vj0GBDU5DDg6l5l9GHfTrHhtO8bU8H1pbN5F98ccGirVMqURkYQAkEiLz1LQTvvhvFtzIFjort8I8vD3NyPMP6xsXz711sJjIlCpUq79zXxc09CxfRJasHKdreAEIIzHW9ZAeHZp+L+HQivguZEHu6oriut1ozkiqysSlIc8jkzESWkVSRqu1QRUEIh5JlEUwnaRgfnRVt0wXIFOpHtLV1H0Pr76L32DdoP/MU+WALFWtlGH77NB9RM8rzo88T1INsjK0MQVkikUgkS4va2Ije2kp5cEiKtnWOKgTb2sKUqw4jqSINAWNJPe6EEER8OtlSlemxDKoi2NC0cm8iVwqO6/nLlqsO+XKV/kSeiWxp9vWL/8VcPIFWUwQBU0NT5p85ez2UtBCuUBCujStk5ZZEIlk+hBDcvC7GoYEkVdtBm8ciYNRvMJYqMjCdp23XLvIvHMStVhHataUk13WpTkzgJJOY27YSefRRjHXrFuFMloaK7fD3Lw3xveMTtEd8GNrKXCSdypVJFSq8bU8bd21qXJFeu5LFQ4q2N4jW3obrOHO+PlM6Z+kq8YAJQMxvsLcrRkMgx0iqSH+ygOuWQBFUNZ3WgXP0b9iMqig4jifa1hPp+DqmmzbTNPwynae/z9mtD+OqK+OrGrNiFHNFfjT8I4JGkNZAa61DkkgkEskSI4TA2r6d4slTtQ5FsgLQFIUtrWGm85Vl8bfVVYWo3yBdqDA0XaAj6pOdoV9HsWqjCIGuCrKlKkcGU2RLVWzHaxAmhCDq19EUBfd8V7Ba3eQW9AgV1YduFylrsk+CRCJZXjY2h4j6dZKFCo1B85rb+3SVUtWmP5Gnd/Nm1IYGqlNT6M3NV32fWy5T7j+HEgwS/vEfI3jnnSvSu3aGiu3wdy8O8t3jE7SFLcK+lWlJNJUrk8iVeXhHKw9ub5WCbR2wMpcOVhFaUxNCU3ErlQW9T1UE6xqDrGsMoAoV2/WE30IgSHh6inBqenbbdJ2JtgjB6LrbKAQaiY29Rkv/c8y23V0BtAXayFVyPDX0FOlyutbhSCQSiWQZ0Lu7EbqGUy7XOhTJCiBoaqxvDFCq2BQr9rIcM2BqpAoVnuub4uR4hnRxYXPPtYTruuRKVYam87w0MM0PT07y5IkJnjo1yfN9UyRyZXRVIWhqxAMG8YCBdt6PWoilzaS9ZuxCI2c0ojqla28skUgki0zEp7O5JUQyP//5jK4qnBzPoAQC+Hbvwk4mr7p9dWqKUl8f5oaNNPzczxG+774VLdg6jss3Do/wvRUu2E5kSkznyzy6s5U3725Dkb7mdYEUbW8QvbkZJRDAyeWu6/1Rv0HQ0siXVFwXyqaJXi7RMDbq7V+FRGYxI14dlK0wA5vupWIGaRk4SGz8eK1DuoSuUBfD2WFeHHsRx50701oikUgkawOjqwstGsVJpWodimSFsK4xQG9jgGypSrm69HMBVRE0BA3y5SqvDKY4l7i+uedKx3ZcziVyvDyQ5MRYhpFUgel8mZFUgXOJHK+NpHnq1CRPnZ7kpYEkw8kiqhAoQpAv27guNAQMLF1FU5UVmYVU1KLef6ygpASJRFI/bG8LY7ueWDkfwj6ds5M5sqUq1vYdCF3HzmYv2861bUpnz+LkcoQfehMNP/dhzN6V2WxsBtd1+e7xcf711TGaQuaKFWyn82XSxQpv39vOo7vaZCPKOkKKtjeIEomgxWI4+fx1vd+nq+ztCuEzHPJlF4SgYhi0DJxD2DaGDsmcN4GtNzLxdQz33oFwXdr7nsLKrZymDYpQaAu08WriVc4kz9Q6HIlEIpEsMYrPh7FxI3ZaVlhIPBQh2NIapjvuJ1WozJbdL/Uxo36DiE9nPF2isExZvstF1XE4MpziyFCKoWSBE2MZDp6b5pkzCV7sn+bIUIrTE1nyZRtTVWgIGDQEDHyGis9QCVs6AVNbkULtxRS1ELZioLoyc18ikSw/G5uDhC2N1DwrNkKWRqZYZSRZwFzfi2/XLqpjY5TPnp2tOLZzOUqnTqE3NxP/wPsJv+UtKH7/Up7GDeO6Lt99bZx/ODREyNSIzbM523JTKNuMp4s8sK2FB7a1yAzbOkOKtjeIEAJj3Tqc/PVnO8T8fpoiLlXH9ZqWBUKEUtNEphMYGpSrkC0uYtCriETbTsY7b8IsJOl57V9QqiunlMyv+9EVnRfHXyRfuT7RXiKRSCSrB3P9BlzbXhZxTrI6UBXB+qYgpq5QWoZs2xl8hkq+bHN0OIWzRr6PZdvhyFCKgak8IUsnHjBoDJo0BAxClncz3RA0aQh6mVCmrq54cXYuqopFUQuh23L+KJFIlp94wGBDU5Cp3PwWjkxNpeJ4DTiFrhN//88Q/8D70draKPWdodTXR3V0hMBtt9HwkZ/Ht2PHir8+zwi2Xz80jN/QaA5btQ7piqQLFc4lcuzrifPILulhW49I0XYR0Nvabqi8yVAN4kEVXXMoVaFqGGiVCg2jI55oW6m/ZmSzCMHouv1kol0E0qN0nH4SVpAdQUughdHcKK9NvVbrUCQSiUSyxOhtrSiWiVtaOQuIktoTML0Mz+XytgUv4zbi05nMlEjmV7+3balqc2QwxcBUgYhPv6RjtxACTVFQ1tKNqhAkfT04QsdXmcJXmcKoZjyf2zUiwq8FSqUSe/fuRQjBoUOHLnnt8OHD3HXXXViWRVdXF5/73OdqE6REch0IIdjdGaVqu/O2SFCFYGDKW2gSqor/ppto+v99lMiP/zh6SzOxn/xJYu99D1ostpShLxo/Op3gH14eJmCotKxAwdZ1XfomcyQLFfZ2R3nXzZ2zTe4l9YUUbRcBrbkZNA33OpuTCAQRM0DQKlOpes+VTYvWwXPoThWH+s20BXBUg7PbHqEQaKRh9CiNI0dqHdIsqlCJW3EOjR9iODtc63AkEolEsoRoLS0ogSDOFXzcJPWLQNAWsbAdd1m8bWcwNIWq4zI4nWckVaBsr5xF7WtRth0msyXOJXKcGEvzXN8UQ8kCUb+OrtbH7UlejzMS3s14YBvTvh4qqg/NKeOrTGFWM1K8XQF86lOfor29/bLn0+k0b3rTm+jp6eHgwYP81//6X/nt3/5t/vRP/7QGUUok18eW1hARv06qML+Fv6Cpc3oiS/WisUbx+wnfdx/Nv/IrBG6/HaGuDlHxlcEUX39pCENVVmyG7Vi6hKUrfPjOXn7hjRuIrlDrBsnSUx+zoiVGm2lGdp2+tuCV2vt9VVQFbAfygSDBdJpYYgKAdL1m2p6nYoUY3HQPtmbSevYZ/OmRWoc0S9yKU7JLPD38NNmyvJGXSCSStYpiWeidHVK0lVxGZ9xPR8xHepm8bWfw6Sr9U3kOnpvm6NDKtkqwXZfhZIHnz07x5IkJnutL8MpQihNjnkdtQ8CoG8EWACEo6DFSvk4mA5sZiNxKf+QWJoJbsYWGYcvrTC351re+xbe//W0+//nPX/baV77yFcrlMn/+53/Ojh07eM973sMv/uIv8vu///s1iFQiuT7iAYOOqEV6Ab62yXyF0fTl2WSrRax1XZcX+6d57LlzlG2HtsjKFGwLFZt0scIjO9vY2RGRlgh1Th3NjJYOJRRCizdg567f19ZSffhNMA2XUgVsXUexbeJjI+gqJGTfEzKxbkbWHUCrFOg+8QRqZeUo2Z2hToayQzw7+izV/z97fx4l130ddpzf39tf7Uvvezd2cAFJUKYgURRJU6IoWbYsOoltRZYzGnnskXxiy3ESnSjeE00cT+w4R7GPJ44Vx/HxEsuyRNEUSZEiRXGRSBEUCYDYgQa60Xt37ctbfvNHNZoEsRJodFV1/z7nFAnU8upWo7rqvfvu797Qb3Y4iqIoynVij4xc9coaZf3ShWBzVxzH1KiuYbVt1DbIRi0Sjsl0vnrJg2+JZLFcx7tOFbmhlFS9gIVynel8lYnFMoemC7w8vsh3j8/z3JE59p5aZK5QQwhIuo2etR0xm6RrqsEqQuAZUZbcIYp2F7ps/7YX7Wp6eppPfepT/O///b+JXGCQ0nPPPcddd92FZb1R+Xb//fdz8OBBFhcXL7rdWq1GPp8/56IozbSlK07Vu7LvhIilU/ECJhZb5xj87ajUA776yiR//uwJKvWA4UykJZOhYSg5OV/m5oEk797c0exwlBZgNDuA9aAxjGyY2onjV70N13CxdZO461GuNnYAarZN1+Rp3NFdLJV0vEBi6q33wbKW5vpuIpo/Q2b6AEOHHufEjg8iteaf2dOFTn+sn/3z+0nbaW7rvq3ZISmKoijXgdHdA0Igg6BtKkuUtRG1dWxTb/S2NdfuvSGEwNTBDyWFit/oc1vx6Ek4dMbtlR54R2aKHJ8tkYlZ3NiXxLnCGOtByORShXLNp1QPqHkBZ+t5DU0gRGOVmBeE+EGIF0qCN/VI1EXjPpoQJBwTYyNV016lmh5v/EFKaMGkwnompeRnf/Zn+fmf/3luv/12Tpw4cd59pqamGB0dPee67u7uldvSF+np+YUvfIHf/M3fXPWYFeVq9addNA38ILzsZ/PZBOfEUnslbaWU/OB0jkf2neHYbJmuuE0m2pqtBqSUHJ8v0Zd0+PFbB87p765sXCppu0rM3l5EKJFSXtUZG0MziFkx8uYShm7hB1CNRIkV8nSVFhiPdlKoQCZ2HYJvJ0Lj9Oa7cUvzpGaP0hV7iemhd7TEDq1ruGSdLC9Nv0TGyTCSHGl2SIqiKMoqM3u6Gy2RSiX0RKLZ4SgtRCCI2gbF2tqvuDm773l6scxiuQ4IpnNVHFPHMjQMTVCo+iDgzFKVUs0nFbGwlg/S/TCkVAuwDI2OmEXStdAEFGs+x+dKLJTqCEDXBPqbKmLf3I1B0wSGruFYYjlR2/x9s3ZVN6KEGGjSJxTmtW1MSoywRqCZSLFxTzT923/7b/lP/+k/XfI+Bw4c4NFHH6VQKPC5z31u1WP43Oc+x2c/+9mVv+fzeQYHB1f9eRTlSo10RElHLBbKdbril28V4Jo6J+evfnXxWgtCyVf3TvCtQ7NIKRnriLZ0InQyVyVi6fzTdwzS06KtG5S117rv2DZjdHWBaSK9q1/KlLCSmKaPbULdB9800X2PzsUZPB8K7XVS67oJTIeT299P3YnTPf490jMHmx3SipSdAuA7k9/hTLF1+u4qirI+Pf3003z4wx+mr68PIQRf+cpXzrldSsmv/dqv0dvbi+u63HfffRw+fPic+ywsLPCxj32MRCJBKpXik5/8JEXVs/Wi9GwWPZUkvIaWSMr6FbP1c6pM15JtaMwUatiGTiZqkY5YaEJQ9YKVQTPx5XYKdT9kYrHCsdkiR2eLnFqokKt4TOWq/OB0juePzfHs0Xm+f3KRpbJHOmKRjdmkIhZxx1y5JNw3LjHbwDF1DE1TCdtrVNcjhJqJLq/hBICUGEGViLeAJn0cb2lDDzf7lV/5FQ4cOHDJy9jYGE888QTPPfcctm1jGAabN28G4Pbbb+cTn/gEAD09PUxPT5+z/bN/7+npuWgMtm2TSCTOuShKMyUck5v6kyyVryyHEbF0Zgs1Sk04OXk1njs6z+MHZkg6JqMdsZZO2M4WanhByEdu6WdHr/psUN7Quu/aNrMyjOwaDuJiVgxbt4k6PkEICIFvWvRMnoIwJKeOD1dUYp2c3nw3Aug/+jSJ+atvTbHa+qJ95Gt5Hh9/nOO51olLUZT1p1QqsWvXLr74xS9e8Pbf/d3f5Q//8A/54z/+Y1544QWi0Sj3338/1eobQyQ+9rGPsW/fPh577DEeeughnn76aX7u535urV5C2xGahjU2ppK2ygVdacuB6yFmG3TEbKJ2YyGdpglcSyfumKQiFgnXRAiBpgnijkkm2kjEdsQaS0WT7vJ1UYuIZRCxdNJRi0zUOqe6Vrn+pDCo6y7a1fa1lSGOv4QuPRbcEabiN+LpUewNPNyss7OT7du3X/JiWRZ/+Id/yCuvvMLevXvZu3cvDz/8MAB//dd/zX/4D/8BgD179vD000/jvalY57HHHmPbtm0XbY2gKK3qlqEUhiYo1y+fiI3YBqV6wFyxtgaRXZtc2ePxA1M4pka6RdshnFXzAhZKdT5wQw97NmWbHY7SYlTSdpVo0ShGNntNB3GO7hCzouhGY0CDlFCJRIjllkiX88wu96oPwoDZ8uyGH3iVy44xPXAbVq3I4KFvEl2aaHZIQGOJ4lB8iKpf5cnxJzm40DqVwIqirC8PPPAAv/M7v8OP//iPn3eblJI/+IM/4POf/zw/9mM/xs0338yf//mfMzk5uVKRe+DAAR555BH+x//4H9xxxx3ceeed/Lf/9t/4q7/6KyYnJ9f41bQPq78f5NoNm1Lah2PqCNHoD7jWhBCrklxt9MjVMHUNTVXMNk3NiKNdxb6+kAGut0jNiDOZ2MVcdAtlK8tCZBQhfcS1VO9uAENDQ9x4440rl61btwKwadMmBgYGAPjpn/5pLMvik5/8JPv27eOv//qv+a//9b+e0/pAUdrFlq44Y50xpvOXT8Q6hkatTYaRPXt0jsmlKr1Jt9mhXJKUkpMLZW7oS3DP9i61UkU5T0skbb/whS/wjne8g3g8TldXFx/5yEc4ePDcRFe1WuXTn/402WyWWCzGgw8+eN6ylPHxcT70oQ8RiUTo6uriV3/1V/H9tdkxEUJgjY4gq9f2AZa0k+i6j641hjrUbQerVqUvP8NsHip1j+P54wghOF08vUrRtykhmB7+IWb7d+GUFxg++ChOab7ZUQGN90N/rB9NaDx9+mn2z+9vdkiKomwwx48fZ2pqivvuu2/lumQyyR133MFzzz0HNCZgp1Ipbr/99pX73HfffWiaxgsvvHDB7arp12D09IBhEtbrzQ5FaTHpiEVX3FlpR6AoV8vTI/A2jt210McMSrjeEmUry1T8JipmemXuQ8HupmYksX21SuBaJZNJHn30UY4fP87u3bv5lV/5FX7t135NrVJR2pKuCW4fSVP3Q8LLtFA5e1LvxZOLhE1qBXQl5oo1vnNkjnSktVeKSCkZXyiTjlh8eFdfU1frKK2rJZK2Tz31FJ/+9Kd5/vnneeyxx/A8j/e///2U3lS1+su//Mt87Wtf42//9m956qmnmJyc5KMf/ejK7UEQ8KEPfYh6vc6zzz7L//pf/4svfelL/Nqv/dqavQ6zuweWh5FdragZI2LpaFqAv9wiIdR1+ucmqNQlB2Yn2ZzazHsG3kPcjDNZ3NiVUFLTmRi7k6XOLUQK0wy//ghGvXV2RrsiXdi6zXcmvqMqbhVFWVNTU1PAGxOtz+ru7l65bWpqiq6urnNuNwyDTCazcp+3+sIXvkAymVy5bMQhKkZXN3osRqh6/ypvYeoa3Qm72WEo60BdjyLRLl1tKyWWX8CtL2AFJSQaC5FRzsRvaiR933xXobPkDADhVVXwblQjIyNIKbnlllvOuf7mm2/m29/+NtVqldOnT/Nv/s2/aU6AirIKtvckSLgGuSvobdsVdzg+V+J0i1bbhqHkG/ummC3U6Iq37vexlJLj8yVsQ+Mnbh9gpCPa7JCUFtUSSdtHHnmEn/3Zn+WGG25g165dfOlLX2J8fJyXXnoJgFwux5/+6Z/yX/7Lf+Hee+9l9+7d/Nmf/RnPPvsszz//PACPPvoo+/fv5y/+4i+45ZZbeOCBB/jt3/5tvvjFL1Jfo0oYo6sLLAt5Dc/nGi4JO45h1Kn5AYEMqESidCzO4i/OEhHd3DlwJ6PJUd7V/y680KPit+YH5loJDZvxrfdRTA0QXzpN/5GnEEHr7Ix2uB2YmskzE89waPHQNSX1FUVRmu1zn/scuVxu5XLq1Klmh7Tm9FgUo7dHJW2VC1ItBZTVUDGS1Iw4VlA4tx3L8n7k2TYIoWYxHxljInkrJ9PvZC66hVC7cP/Got1Nxcw0tqkoirKsM26ztTvOQvnyeYyorVOu+xyfb51CqTd7aXyR548t0Jdy0Vq4yvbkQpmEY/KJd41y25Dqha1cXEskbd8ql8sBkMlkAHjppZfwPO+cJZ7bt29naGjonCWeN9100zkVRffffz/5fJ59+/Zd8HlWe4mn2dONHo8RFq5+R0gg6HA7ibs6SPBDn4Klo5Vy9OVzDEZvIGE1pgmOJkcZTY4yU565prjXA8+Jc2L7B6hEO8hO7ad7/LstNSG3K9KFhsaT40/ywpkXqAWt37xdUZT2dnaC9YUmXJ+9raenh5mZc79DfN9nYWHhohOw1fTrBmtkhLCmPsuV8+maoHX2QJS2JTQW3SF8zSXiLWAGFYQMiHjzuN4CznIbhIn4Lhaim6iYaaQwLrlJKTSW3EFAoIWqhYeiKG/Y2ZfAD6+sRYKla+ybzLVci4RTC2W+uncCQxMkXLPZ4VzU2RZK/+T2QXb2bcz9aOXKtVzSNgxDfumXfol3v/vd3HjjjUBj+aZlWaRSqXPu+9YlnhdaAnr2tgtZ7SWeWiSCNTxMcA1JW4CUnWJnxyhJO0HCSiJ0A9Nw2FGsUCy9ceZcExrbMtsICakHqq9eNdbB6c3vxbci9Jx6ieyZ11oqcdsd7SZpJ/nu1Hd5YvwJinVVoaUoyvUzOjpKT08P3/zmN1euy+fzvPDCC+zZswdoTMBeWlpaWdkC8MQTTxCGIXfccceax9xOzJ4eBBIZqoFkyrnOVtqqlTXKtSraPUzHd+LpEYQMiNbnqBlJymYHOWeAqfiNeMbbW1JbMrOUrSxWoPZDFUV5w7buOGnXYq54+RPSnXGbfRN5nj40uwaRXZmqF/CVvRPMFesMplt3+JiUkjNLFd4xkmHXQLLZ4ShtoOWStp/+9Kd57bXX+Ku/+qvr/lzXY4mnPTYG3rWfuU5FHBzTQMehy+3ESnXTN3+GM9PzBG86ozUQH2A4Psx4YZzZ8iz+Bu9RlctuYnL03Uig/9i3yU7ta6nEbcJKMBQf4sjiEb45/k1my63zRacoSvspFovs3buXvXv3Ao3hY3v37mV8fBwhBL/0S7/E7/zO7/DVr36VV199lZ/5mZ+hr6+Pj3zkIwDs2LGDD3zgA3zqU5/iu9/9Lt/5znf4zGc+w0/+5E/S19fXvBfWBsyeHoQbIaxs7BZFyvl0TSBAVdsqq6JipDgTv4nJxC6mYzuZjm1nInkrM/GdBBdpg3BJQlvubauqbRVFeUM2ZrNnUwcLxfplTzrGHRPb0PjO0Tm8oPknr6WUfPPANPsmcgxnIogWblM0XaiRjdnct6O7peNUWkdLJW0/85nP8NBDD/Hkk08yMDCwcn1PTw/1ep2lpaVz7v/WJZ4XWgJ69rYLuR5LPM3+fjCvfaK0behEbYN6ECKEhh9NEK0W0U6fZr70xtkvUzO5b/g+3jvwXizD4mThJEu1pWt8FW1MCOb6bmZy9N1ogU//kacaidsWYukWw4lhThdP88jxRzgwf2DDJ9sVRbk6L774Irfeeiu33norAJ/97Ge59dZbV4Zw/ut//a/5xV/8RX7u536Od7zjHRSLRR555BEcx1nZxv/5P/+H7du388M//MN88IMf5M477+RP/uRPmvJ62onR2YmeiKu+tsp5NNFYPtpC54yVdiYEVTNF1UyxGBmhaqaueZNlM0PVSGIFrdmTUlGU5rhlMIVr6ZTrwWXv2xGzmcnXODlfXoPILm3fZJ5vHpghG7OxTb3Z4VyUlJKlcp13b87Sk3Qu/wBFoUWStlJKPvOZz/D3f//3PPHEE4yOjp5z++7duzFN85wlngcPHmR8fPycJZ6vvvrqOb35HnvsMRKJBDt37lybFwKYfX3o8fg19bU9Kx0xV85cSd3AFOBOnmAmf+6SBcdw2NW1i49u+ShD8SFK3gbfAROC2YFbmRx9F5oM6D/6bVKzh5od1TkMzWAkPoIvfZ449QTfPPlNFquLzQ5LUZQ2c/fddyOlPO/ypS99CWgkjn7rt36LqakpqtUqjz/+OFu3bj1nG5lMhr/8y7+kUCiQy+X4n//zfxKLxZrwatqLMIxGX1uVtFXeQtMEmlDtEZQWJjRyTh+CECGbXyWnKEpr6Es5dMTslZ6rl+JaOlU/4ODUtc0FulYzhSpfeXkCLwzpiNlNjeVyClWfqGVwU3+q2aEobaQlkraf/vSn+Yu/+Av+8i//kng8ztTUFFNTU1SWlxwmk0k++clP8tnPfpYnn3ySl156iX/xL/4Fe/bs4Z3vfCcA73//+9m5cycf//jHeeWVV/jGN77B5z//eT796U9j22v3y6tFIlhDQwTXONQMIOY0mmef3en33Sidk8eZWbjwtm3dpifag6eWOoEQzAzuZnLkXeh+jYEjTxHNTTQ7qnMIIeiOdNMX6ePQ4iEePv4whxcPq4M8RVGUNmENDSODQH1uK+fQhGhU2jY7EKVtCN/DWZhFr1XX7DlLVhd1PaaqbRVFWWHoGtt74xSrV7YKNO6YvHRykZp/+crc66HmB3z5pdOcWiwznHl7/b3XWs0PmFiqcPNAksFM6/bcVVpPSyRt/+iP/ohcLsfdd99Nb2/vyuWv//qvV+7z+7//+/zIj/wIDz74IHfddRc9PT18+ctfXrld13UeeughdF1nz549/PN//s/5mZ/5GX7rt35rzV+PtWl1+trGbANDE/jLPWy9WIJoKc/sgSMXf4wZI1RnzBuEYGbwNmYGbsWuLDF46AmMevOXb7yVbdiMJceo+lUeP/k4z0w8Q9lrvTgVRVGUc5kD/Wi2haxdfmiHsnGs9LRVWVvlcmSIszhLdGYC33FxFmdx56YgvP4JkFAzyDn9jb626s2qKMqy4WwUyZWtFumIWUznaxyfa87Jn6cPzbL3VI7hbBRda93+sHU/5NhsiV2DKX7i9kHVy1Z5W4xmBwBX9oHgOA5f/OIX+eIXv3jR+wwPD/Pwww+vZmhXxervB9MgrNfRrKsYELAsauuYuoYXhJi6Rmha2CJk+sAhyvX3ELHO/+dzTXXW5hxC48zIHiKFaRILJ+g5+TynN98DLfZBKYSgN9pLySvx8szLzFXm2NO3h57ohfsxK4qiKM1n9vejp1IE+Tyao3qTKQ2NSlvVHkG5NLNUwFmap5pMM3XrnSxu2kHi1DG6Xnme2JlxaokMXvz6ThYvWF2k9ZOYYRlPb+0qNUVR1kZfyiVi6ZTqATH70uki29AJwpDTCxW291z7fKC348Rcicf2T5OKmLgt3Mc2lJLjcyVu7E/y0z80dNmfqaK8VUtU2q43jb62iWvua2toGjHHwAve2OkX0RjR44c4PpW74GMiRgRTM1WLhDcJDYtTW3+YarSD7Jl9JOeONjuki4qaUUYTo5wpneEfj/8jL069SMVXk8kVRVFakWZZWJs2Exaa289NaS261miPoNY9KRcUhkRmJjHLRWZuuJ2jD/wkcztvI7BdFjffwNEH/hnTu96FUa8SmT4NwfWrug10h5zTjxlU3161rZTgB4hSDW2xhJhXLRYUZb3ojtukoyaF6pXlE0xD48jM2vb394KQr/1gkkLVpyve2n1sz+SqdMZt/tk7BklHr76gT9m4VNL2OtCi0VXra5t0Tfzgjd1+P54kUlhkYv+FWyREzSi2YVP1164nVjuoRrNMjr4LIUP6jj+DUW/dnUtd0xlJjGBpFs+deY7HTj5Gvq4SAoqiKK3IHh1BBqGqqlRWaAI1iGwjCgPEZRKserVC7MxJaokUJ+75MBN77qMeT51zHz8S48wP3c3xez9CNd1BfGocvXr9TuDn7T7qRhQ7uETSJZSIqofIV9DmCmhzRbR8I6agI06wreu6xacoytoydI0b+5LkKlfW1zbhmIwvlCjWruz+q+Hl8SVeP1NgKBNp6VYDXhBSrHrcu6OL7oRakaVcHVWbfZ1Ym8ao7N17zduJLpfPSykbVRuWjR36TP3gAOH7fwjtLb1bYmaMlJVivjpP3Ipf8/OvJ4tdW0nOHSU7fYCek9/l9Oa7W65NwpulnTRxK87J3Eme5mnuHrybmKUmuiuKorQSc2AQzXWR5TIiqpYXK6CLRk/bUOVs15aU6NUKRr2KCHw030cEPkJKpADBpYbDSYSkcbuuE+oGUjcIDYPQMAlMG6nr5+03al4ds1TAqBSB5duEoB5P4kXijfsHAUatglkuonl1FrbcxJndd1229UGxf4TjqQfpffFp0kf24TsRaqnsqu+7+rrDojtMV/EAQgZIoTcqab2gkaitNxIx0jKQrknQnyZMuIRxlzDugGUQFBZWNSZFUZrrxv4k3zo4S7nuX7Al45slXZOT82VOLLcAuN6qXsCTB6fRNYHTwm0RACaXKgxmItwxmml2KEobU0nb68Ts6wPj2vvaxh0DfXkYmak3dtKE62Iefp3ppTK9b5mSKIRgID7A6eLpa4p/XRIak2N3EinOkp3aRzHZz1LX1mZHdUmGZjCcGOZ47jghIXcP3k3CWtt+QYqiKMrFmT3dGJlMo6+tStoqNPbFNE0Q+Cpr+3ZIKQllo0r5iiunZIhZLmEW82i+R+C4+I6LF0/iu1G8SJzAdgh1HambSF1DijctNJQSEYZogb+c6PUwKyWMcgmzUkKvVzEqJez8IiIIlpO/IJf/K3WDeizJ4th2Sj2DCClJnjhIfPIk9tICCJBCI3BcaokM89t3sbDlpkYC+Ap40QSn7nyAcmcf3a88S2zyJJWObgJ7dWdY5K0eEsEp7OIitcBGSAmGThiz8Uc6CNNRwriLjFgtXfCgKMrqGO2I0ptymMnXiGQunTIydQ0/lJyYv/5JWz8IeeS1KY7PlhntaO19rrofUvND7tnWddnEt6Jcinr3XCdWfz96Ik5YKKBls1e9nbjdaKxd8xrDyADCRAp7bo4zh47R+86bzntMh9uBQBDKEE2oDhhvVneTTGx6DyMH/pH+Y09Td5OU493NDuuSziZuz1bc3jN0D1Gztb+kFEVRNgphGNhbt1J86lvNDkVpIYamUWPtloq2Cikl9eW2XpauXXHyte6H5KseuhAEUmLpGrahUfMb29I1gWVoGMv9gvVaFTu/iFav4UdiFAZGKAyMUeweoJrKgrY61VfC8zArRcxy46LXqkhdJzRMQt0gsF3K2W6kaa48ZmlkG3Z+kfjECUQYUE1mqaayeNE4aG9/v1zqOnM7b6PYM0j33mdJnTiI1A0qmS5AIoLgjaRzECB8Hy30QTYe26ga1mlkkMNGQjYM0X0Pzas3nkNASaSxzQKyL4mXThKmIoRJ96piVhSlvRm6xu7hDP/3xVMrK34vJWrpvH6mwIduuvx9r5aUkkdem+LRfVN0JWwso7U/m87kKgxlI9w2nG52KEqbU0nb60SLRjEHh6gdOADXkLTVNUEmZjG+UOHswvjQcTG9GgsHDsMFkrZZN0vUilLySqpFwgXksmPM9N9K78kXGHr9UY7c/OP4dmu3HTibuD2WO4Z+WueugbtU4lZRFKVFWCPDyG+BDEOESnAoNPbf1ntLWykldT9E1wSGriGlZKFUx9A1BFCo+mhCYBsapq5h6uK8g3kpJYWqjx9K+lMug5kIharHqYUKVS8gYulomqDmhZTrPlSqJJZmqBkmM+luZrZtI98/QjWaIqDRP1DMV4jajZVqAH4o8YOQRvGoQBONy8rtQYgfSsLlSt9QSqRs/BvqmiBiRkl2p9DeErsXhJTrAV4tRFZrAFiGRsw2qCUz1JKruxy2munk5N0/Qu74FrpfeZ7o9OlzkrKhZhAYJv5ylTGAUa2gV8vovgdSIoWG1AWhblCOJRrJ5FiKejSOF49zS+7LpGqnWYx0rmrsiqK0n23dcSK2QakeELMvnTaKOQazhSq5ikcqcn2GbZ3JVXnq0CzpqEX6Oj3HavGDkKoX8p7NnS3fwkFpfSppex3Zm8aovvLKNW8n6VpIWX7jCiGQlk35Bz8gDD+C9pYDxLgVJ+NkmCnNqKTthQjB1MgduKU50rOHGDj6NCe3vx+ptfavg6EZDMeHObx4GCkldw3cpXrcKoqitACzfwA9GiUsFtETqoWNAoYm1vUgsrMJ2rPLYkMpCUJJwjG4ZSiNqWssluvMFWoslT0qXkChGiJp/Gwa22gkVKO2zvbeBANpF00IOmI2A+kINT8kaukIIfDDkFItoHLkCMV33EZ+9x6Mnn6Cko9eblSLmrpGKmJS8wJOL1bwl5sKu6ZOPG6jaYJyzccLJH4Y4oeNKl5D10hE9JXksq1rCE1Q9QJKNZ/FUp3D07WVJK7nh0gBumjMnrB0DU1rvJ5y3Wc6X0VKialrxByDuG3imFdedXxJms7Spp0Ue4dw52cITYvAsghMm9CyCUzr/MpYKRH+cl9aXQOhXbTFwVHrXm6b+AtsP0/NUJ9lirKRDaRd+lIuk0uVyydtbYP5Yo0zuep1S9q+OpEjV/HY3tP6+Y0zuSp9KYdbh1LNDkVZB1o7S9XmzP7+VelrG7N19OUdVmN5RyxIJNGnzjB//DSdm4bOe8xQfIiTuZNX/ZzrndQMTm+5B7uySGb6AJVoB9ND72j5Pl2mbjIcH+bo0lG80OPuwbtJ2te/4buiKIpycUZnB0ZnJ970tEraKgDYpoYXSMJQnjc0dj0o1QMcU2fXYAqApXKd+VKdvqS7UgEVsw0G0xGCUFKq+5RqPoWKT77qgWgkb+O2QU/SXRm8e1ajMveN5KOhaSSMAMc12fwj9+Decssl4wtCuZKUfWubBinlcvWtRCKxDX2l6vZC5oo1Dk4VODRVwAtDuuMOHXGbjphNZ9wmtlzVG0pJruIxlasylatyYr7Eyfky04UqNS9EiMasCms50V33Q0Ip0cQbrR8a/29UJeva+ZXJZ/mRGIXIFZ64F+Kc9g2XMhPdxqnk7Ywufgdfcwi01q5mUxTl+tE0wa6BJEdnCpe9r6lrBGFj8NaO3tXfDypUPZ4/Ok/CNa9b+4XVUqkHVL2Ae7cPnPfdpihXQ72LriNrcBA9lSLM5dA6r36ZUdQ2sAwNz5cYy/tOWiyGmJvh9Pf2XjBp2x3pxtIt6kEdS1c7XBdSdxJMbHovI/sfpvvUi5QT3RTSw80O67JM3Wz0uM2f5Jvj3+SWzltIOSmSVhJ9lXq4KYqiKFdOaBr2tq3UTpxodihKixjrjJEre+Sr12+p6FoIQ0ltpQVCo61AGEoqXsCOnjgdMRuAjpjN5otsQ9cECcck4Zj0XsN5Zn9+HqOzE3vbtsvet1EVe+F9IiEEpi640hWrHTGbjs02797ccennpFEl3BGzV4bxVL2A6XyVyaUqpxbLHJzKU6mHOKZGb9LBNnUq9YBcxaPuB+Sr/kq7Bj+QCAGaELimjmNq2KaOqQsMTbtkovmqCcGhjvcR8ebpLr7OfGQMKdS+paJsVD1JB7H8uX+5E5COqfHy+BJ3b+ta9c+nZ4/OcyZXZVNX67cHPJOrsL03wTvHVrdFjrJxqaTtdaS5LvbYGOWXXsK4hqStbehEbYNcxcOlseOkaRp122Hx+e8SfvQD51XydkQ6SDtplmpLdEW6rul1rGf5zAgzg7fRf+wZ+o88zeFbfoLAXN2JvNeDoRmMJEc4XTjNw8WHcQ0X13BJO2niVpyklaQz0knWzWJqV1ZdoSiKolw9a2ioMU8+CBBXOBleWb+ilsFoR5S9p5batto2DBstEFxLp+6F+MvtDQCyUYuBdGTNYpFSEuRyRO98N5rb+vtpZzmmznA2ynA2yh6yhGFjUFujpcK51b9VL6RY86n5AeV6QKHqsVjymMpXOb1YJlfxWCrX8YIQP2j03xUCkGAuV+pqQoAAfTkxfXZQz5v7+J59Wu3s/d/CM6K81v3j2MH/IVU+wYw9ghCi0daixSvcFEVZXdmYjWvqVLzgslWjHTGbU4tljs+V2Ny1ei38js4WeXz/NKmIubLquFV5QUggJe/alMXQWztWpX2opO11Zm/eRPm7372iqYuXko6YzBVr51wXpLLUJyYp7NtP8tZbzrnN1Ey2pLbw7Ylv0+l2tvwygqYRgpnB3SQWx4kvnKTn5AtMbHpvW+yU6kJnODGMlJKKX6HiV5goTFAP6wQywNIsEnaChJUgY2fIuBlSdoqUk8LW7WaHryiKsq6YAwNoiThhoYCeSjU7HKUFpCLWSs9Xq82StpV6QKnuk4pa7BpMrlxXrgdoAroTDraxdicnwmIRLRrBvfHGNXvO60HTBM4FKoCFELiWjmtd+GcqpVzuC+xTXl56W13++1K5zlS+SqkW4IchoYTa8u35qr/y+FCebQnR6L8bvqnnspTAcgJYIhEYTGr3cZ//t7j+aebNXrxAYhkaEUtXyQhF2SCyUYuIpVOuXz5pG7UNTi2WOTJTWLWkbd0P+foPzlCq+auaCL5e5kt1OmM2O/tUqyxl9aik7XVmDg4hXBdZLiOiV1/OH3Ma1ZJvTv6ajo3nB0w99yKJW3adl5gdTY7yytwr5Oo5Unbqqp97vQt1i4lNdzFW/godk69SSvaz1Lml2WFdMSEEETNCxDy34qUW1CjWi5wpnuFk/iSBDLA1G9d0iZkxNqc2szm9Gddon4oVRVGUVqWnUpi9fdSPH1dJWwWg0U5AEwRtNpCs7oeU6z5bumKMdsawlhN0cbt5K3f8uTmcbdswBwaaFkMzCSGIWAYR68oO3c5W7pbq/kqC1gtC6n5IsDygrR6ElOsBfiBXksCZaGPl3myxRsQaZKAco+fg/yawdWb9CBNLFYo1nyCUGLqGY2hYhkbdD6/ba1cUpXkcU6c74XB0tghcvugnYhn84HSO9+3sWZUWCa9O5Dg4lWcwE2mLIrSlcp37b+i54s9qRbkS6t10nZm9PRgdHQSLi2jXkrS1DQxN4IcSU298YOmaoBhNUty3H396GrOn55zHpJwUW1Jb+P7M91XS9jJKiV4Wem6g9/iz9B17hnKsk7qbanZY18TWbWz33C/XWlCj4ldYqC7w5KknObBwgF2du9iU2oShqY8DRVGUqyWEwL3xBqoHDlzz6hplfTB1DV002gy0i7MVtkOZCFu64xdcPr/WZBAgfZ/Ibbeq36srdLnK3Ssmu0BMwcGHiWc3M9zRQa7isVCsMVusUaz6FGs+BCppqyjrVX/aZf+Z/BXdNxu1ODZX4s+fO8En9oxcU2ugIJR858gcQgicK21C3kTluo9taCs9zRVltai1LdeZ0HXsbdsIS6Vr2k7U1rEN/Zwz2UII/EiM/OwixR+8esHHbctsI2JEKNQbUx+llORqOWbLs3iBd00xrTfTA7dRTPYTzZ+h98RzEK6/HVBbt0nZKXqjvYwmRinUCzw+/jiPn3ycqdJUs8NTFEVpa/aOHeiJBGEu1+xQlBagCYFl6C1faSulpFj1mSvWKHuNJag39CVbImELEMzPY2Sz2Dt2NDuUjUcI2Pmj0HcrzB9Bry6RiVhs7orzzrEs79rcwTtGMtw8oJIUirJedcRsrvRbLGobdMdtfnA6x+nFyjU97+tTeQ5PF+hNOte0nbUyU6gxnI2yqbP12zgo7UUlbdeAPToCNCoFrpahaaSjJrW3LD+KOiaLwmLqmecJa7XzHtfhdjCaHGWmMkMoQ6bKU1T8Co7pcKp4irnK3FXHtN74dowzI3vwrCiZ6QN0Tu5tdkjXla7p9EZ76Yv2cTR3lIePPcyLUy9S9avNDk1RFKUtGZ2dONu34c+r71alwTa0lq+0LdUCJJJNnTFu7EuypSu+6pO/r4W/tIh7yy70mDoQbgo7Dj/0c7D1ASjPQ24CAIEgahl0JxxSjhp6qyjrVSZqIWCltcrlJF2Tct1n3+TVn8Au130e3z9NKGVbtBoIQknNC7hjNNtS35/K+qCStmvAHBxcGU5yLdIRi1BK5JsqNkxdoxBJkD95mtrBgxd83M2dN9PpdnIsdww/9Llz4E4+uuWj3DN4DyEhE8WJa4prPcl1jLHYtRXDq9Jz8rtEl9b/z8bWbUYTo9i6zbOTz/K1Y19bea8oiqIoV04IgbtrF0iJ9NRqFgVsU6OVc7ZnB1yNdkTZ0ZtgOBttmQNOKSX+3Bya4+DedFOzw9nYnATc+jG47eMQ1CA/2eyIFEVZI9mYhWvqVL0rK0ATQhC3TV46uXjV/a5fOL7AgTMFhjJX315yLc0Wa3TGHW4eVKsOlNXX+qct1gE9lcLsH6B+9Og1DSeJuya6Jpab/7+xQ206NkvzHvkXX8K56abz+n11uB08MPoAJ/MncQ2XTalNaELjho4bcE2XR088SsWvqIFUAELjzMi7iBTniC+coO/4dzh6048RGpdvvN7u0k6auBVnqjTFN45/g5STIutkiZkxHMPB1EyEEOhCR9d0DGHgGE7joju4hqt6zSmKsuHZW7didHXhz8+f12te2XhsQz/nZHurqfkhtqnRnWit5adhqYQ3MYEWixF7z11Yw8PNDkkRAkbfC2EAr/wVLJ6A1HDjekVR1q10xMK1dMr1gKh9ZemjjpjF6aUKX3tlkh/Z1YttXHlP2rof8vyxeVxLxzJav8ZQSslSuc4DN/aSUKsOlOtAJW3XgBACZ9s2avv3X9N2Eo6BY+jU/BBDf+MDzLV0Fu04s3tfIz0xiTXQf95jk3aSmztvPu/6kcQII4kRDi4cRNd00naatJO+pjjbXd1NcnrTexitFUksnKBzYi/Tw3c0O6w1YWgGA/EBakGNQr3AidwJfOkTyjf1Uqaxcy6R6ELH1E1MzSRiRsjYGTJuhpSdImEliJgRHN1RyVxFUTYMzXVxb72N/MMPY3R3q8+/Dc7SW/uAs1Tz6Uu5xJzWOCSQQYB36hQyDHFuuYXED9+LNTLS7LCUs4SATfeCGYFX/xZm9kFmU7OjUhTlOnJMncF0hP1n8nTGr6yQyTZ1HEPn8QPTjHZGuW3oyvMLh6YLTCxWGEi1R0FZuR7gmrrq7a1cN62xh7YBWEODYJqEtRqafXVVm4amkYyYTOWqRO1zr887UeZnpig9/zzWTzx4xdvUhMZdA3fRHemmGlTZP7+fk/mT9EZ7sXTrquJcDwqZEaaGbmfg6NN0nX6ZUrKPYmqw2WGtGVu3sd3Lv0+DMKAe1vFDn1K9xEJlAW+hsSTYMRwszcIxHKJmlISVIGWnVip6I2YEU1NnIxVFWX/cG2+g+K1vEZZKqg/nBvfmlVGtxg9ChBD0p9yVE7LNFJRKeKdPYY2MkLjvvsbqMb31J4ZvOELA8B5Ij8AP/gZOvQD6xi74UJT1bqwzyt5TS2/rMf1pl8PTBfZP5t9W0vaVU0sEocQ22+Pzf6ni0Rm3Gc62RysHpf2opO0aMQcGMFIpwlwOravrqreTiVhMLp0/iTHqGMxWY8w+911i79qD2dd3xduMmBFu7b4VgIHYAK/MvsLx/HHSdpqMk7nqWNvd7MCtuKU5Oid+wODhJzm860F8S30Yv5mu6bha4yxo3IqvXB/KkFpQwws8Kl6FQr3AeH4cX/roQsfVXSzDImpE6Yx0krJT2LpNxIwQNaMqoasoSlszBwawRkaoHTmikrYbnNbCldalekDCNcjGmtsCSkqJPz1NWCwSfecekj/yoWtqJ6askUQv/ND/E2QAB55sdjSKolxHfSkXTWuc7DPexgqSVMRi/2SOfNW7otYBubLHa5M5MtH2KR4r1XzevUkNIFOuH5W0XSOa42Bt2UL5hecxriFpG3cNNNHoa/vmDwZL15i3oizNzFJ6/gVSH/3xq9r+YGKQ7mg3P5j9AS+ceYG4Fd+wyTOpGZzefDdWtUBy4Th9x59lfOsPg2jtpY6tQBMaruFesE9yEAZUgyr1oM5CdYGJ4gSSRr8/XeiNKl/DxjVcklaSrJslYSWImlFiVoyIEVHLjRVFaWlC04jcdhu1119HBoGqFtzAWvXrygtCvCBkIB1v6oGmDALqJ46jRWOkfuJBonv2IAx1eNI2rCjc/v+A+VngoWZHoyjKdTKcjdARs5kr1ulJXnkP9HTU5NhsicPTBXYPX74Y7PWpPEtlj02d7XHC2w9DBDDaJvEq7UntFa0he2yM8rPPIqW86qRT3DGxDY2aHxCx3vjnE0Lg2gan6y7J77xA9N3vwuzuvqrnsHSLmztv5tDiIfK1PFk3e1XbWQ8C0+XUlnuxXv0Kman9FJP9LPTsbHZYbU3XdKJalKh5ftXy2YRuLaiRq+WYLc9yYOEAAKZm4hgOSSvJUGKIrkgX3ZFuTH1jnlRQFKW1OTu2o6dTBAsLGJ2dzQ5HUVaEUpIre/SkHAbSzesZKOt1aieOYw0Pk/roR7HHxpoWi3IN3BS855eA/0+TA1EU5XqJOybvGM7w0KuTbytpa2gaAsG+5RYJpXpA7BLDzF6dyKEJ2qZqNV/xSbgmo6o1gnIdqaTtGrKGBhHRKGGxiB6PX/4BF9qGrpF0TWYLNSJvWTUQsXTm7Rhzk9N0P/ccqY985KLbmclXmS/V0YRgcqnCWGf0nD4slm4xnBjm+9Pf39BJW4BqrIOp4TsYOvQYvSeep5jso+6mmh3WunSphG49qFMNqsxX5zldPI0udDJuhuH4MCknRdpOk3WzGJr6WFMUpfn0ZBL31lspPPY4ekeHWiGwQbXav7qUksVSnWTEZGdvAkNrzuqhsFrFO3kCZ8cO0v/0n6oTG+3ObI+BQYqiXL1NXTF0TVxFiwST188U+LuXTnNwusCn79lM6q2JDGChVOfwTJFMtLkte96OxXKdmweSJCOqiEi5flR2Yw0Z3d2YnR14s3NXnbQF6IzbTOWr51XsCiGIOSZT1Sipp58j+q53YV6gFcMrp5b4mxdPsViuY2oa+arHSDbKh27uJe6YjHVGMXWNremtHFo4xEJ1YUP3tgVY6NlJcv4YmekD9B97hhM7HkBqarnrWrJ0C0u3SFgJALzAY6m2xPenv09IiKVbxK04A7EBOiOdZJ0scSuOY1z52WBFUZTVFH3nOyl/73uNatvsxj4BulG1UrI+DCUL5ToJx+CmgeQ5K7bWUlAs4k1MENm9m9RP/MQ17RMriqIoa6MzbhO1DMr1gIT79pK2x+dKfOfoPDUvYGKpcsGk7aHpArmyx5au9mg1EEqJH0h29iabHYqyzqmk7RoSmoa9fQe1E49c03bSUQtT16gHIbZxbuLQNjSWInEmTkzgff0JMj/6owxm3JWDhlMLZf7+5QkKVZ/RbBQvkAxlIhyfL/H/+/YxTF3jXZuy/NQPDdEZ6eTW7lt57sxzeKFHp9uJtkH7uUpNZ2LTe3BLc6Rmj5DOHlRtEprM1E06I5100qjOqfk1Cl6BV2dfJZBBoy+u7tLhdtAb6yXjZOiKdKkkrqIoa8bs6SGyezeFJ55Ez2RaKoGnrB3Z7ABoDI9ZKntkYhY3DSSJ282pCgryebzpaWJ3vYfkj/4omqO+kxVFUdpBJmoRcwzKtYCEe+XfIaauYRsauhBI4MxSlRv6zk10Sil55dQShi7Q2qY1gkfcMdja3R5JZqV9qaTtGrOGhxGahvT9qx60ELcN4o5Boeqfl7QVQpCKWCxYUUqPP82X/U7uvvNG7tnexcRShf/xzDFm8jU2d8bQNMHZh2/qjDWWzJU9vn9ykTs3dzKUjXBz583Yus33Z77PifyJlefpifQQMSNX+2NoS7VIhsnRdzH8+mP0nFRtElqNbTQGmHW4HQDUghoVv8Lp4mmO5o6iCY2EnWA0McpQfIiOSMcFB6UpiqKspug730n5xZcIFhcxMht71cpGdDZPfy3zDK5VEDb273qTDjv7Es2rsF1O2Mbvfi/JD38YYarlpIqiKO1C1wQD6Qh7xxff9mPPtmE8Nlfk0EyBe7Z3ndO3drZY4+hskUz0/ArcVrVQqrOjN0FnvH3aOSjtSSVt15g1PISWTBDk81d98CaEoDNms1CqX/R2u6uD6MRJxg58j3+Iplgo15lYrDCdr7G1K3bBAwchBOmIyWyxxt99/zT/4t0jpCIWO7I76I/3M1WaQiCYKE5wcOEgs5VZeqO9WHr7fLheq8WubcSWJuiaeJnBw09y7MYfVW0SWpSt29i6TcpOAeCHPvl6npdnXuYHsz8gZsXoj/XTF+ujO9JN2kk3N2BFUdYls6+PyK23Unz6KfR0WlXbbjCCte9rG4SSihfgByGaJqjUA7oTDjcNJM872b9mMa0kbO8m+eEfUQlbRVGUNtSfcvne8YWrfnxXzGH/ZJ4XTyxwx9gbbaNeP1MgV/HoTrTH6otQSrxAsmswpfbrlOtuY651byI9HscaHibI5a5pO8mIiRCCMLzwojtD1/G7ehmcOsro3Eke3TfNvsk8o9noJT9YhBCMdUR5/Uyev/reKWp+AEDCSrA1vZUt6S3cNXAXHxz9IEOJISZKE5zMn6TiV67p9bQNoXFm9F2UEr0kFk6SmT7Q7IiUK2RoBhknw1hyjP5YPxoaBxcO8vjJx/n7w3/Poyce5WT+JEEYNDtURVHWmciePWjxOMHSUrNDUdZYMw7mFkp1dAHpiEXE1OlLuWzvjbdGwvZHVYWt0h6+/vWvc8cdd+C6Lul0mo+8ZcDz+Pg4H/rQh4hEInR1dfGrv/qr+L7fnGAVZY1kYxaIxuqRqxFzGjWDL59aWrkuDCXfH1/EMXS0NkmA5soeCddga7fqya5cf6rStgmcrVup7H3lmpbKJVwT29Co+SGudeGd8MBxkXmNLQdfhPeP4juRc5YhXIypa4x0RNl7aolvH5rjh3d0nROnJjQGE4P0xHoYz49zdOkoR5eOogudrkjXuq+89a0I49vex9hrX6V7/Hvk08N4jvrAbieGZpB20qSdNFJKSl5p5X3cH+tnS3oLfbE+krZqLK8oyrWzBvpxb7mF0refQU+pqoyNRohGX9vr+a8ehnKlFYMmYHtvgt5k81sABcUi3tQU8XuWE7ZX2RpMUdbS3/3d3/GpT32K//gf/yP33nsvvu/z2muvrdweBAEf+tCH6Onp4dlnn+XMmTP8zM/8DKZp8h//439sYuSKcn1lohaWLi44W+dKpVyTk/MlZgs1chUPTcCJuRIdbdRmYK5U5/bhtGqNoKwJtefUBNbgIJpjI6tVhHt1O9SOoZNwDBZK9YsmbQGq2S6iU6fpev1lpm+788q3b+qkXJOHfjCJrgnu2tp5XsLX1Ew2pTYxmhxlc2ozr829xsn8SQbiA9j6+v4AK8e7mR56B33HnmHk9X/kyM0PqjYJbUoIQcyKEbNi1IIa0+VpThZOEjfjDCYG2ZzaTF+0D1NXlUGKoly96LveReXllwmWljDSqh3LRrEW+XkvCJkr1Ig7Jo6loWkCx2z+PklYqeBNTBB7z52NHrYqYau0Ad/3+Zf/8l/yn//zf+aTn/zkyvU7d74xgPjRRx9l//79PP7443R3d3PLLbfw27/92/ybf/Nv+I3f+A0sa30XsCgbV0fUxrUMKvXgqpO2ieWk7V88f5JSzac36VD1QmJ2e3xHeEEIUrJrUBX3KGtDtUdoArO/HyOdueYWCdmYjX+R9ghnSd2gHk/SeeD7uLNn3tb2uxMOjqnzf186xV88f5Jy/cJLfjShMZYa44GxBxhLjTFZnCSU4dt6rnY023szlWgnkfw0PSeeh6tcJqK0Dlu36Y/1M5YYwzEcDs4f5OFjD/N3h/+Ol6ZeYq4y1+wQFUVpU2Z/P5Hbb8efmUaG6/87UmkQZ/97HXYRglBSqHrkKh4dcZuqHxCGoAuBZTR3Fz+s1aiPjxN5x+0kP/IR1RJBaRvf//73mZiYQNM0br31Vnp7e3nggQfOqbR97rnnuOmmm+ju7l657v777yefz7Nv375mhK0oayLhGiQcg3L96tvJmbpGKKHqBRyfK3FgqtBou9AmpvNV+lIuO3tV0lZZGypp2wTCNLG3bSUsFq5pO0nXRBOC4DKJ23o8hVEp07P3O+i16nm3e0GIH1z4ALI74dCTcHn2yBz/8PLkJZ/L1Eze0fMOsm6W8cL4Vfe6aRuaxvEbPkTdTdI5sVf1t11HhBAkrAQjyRH6Yn3U/BrPTj7LPxz5Bx4/+Tjj+XG80Gt2mIqitBEhBLF77sHs7safmmp2OMqaEQhWP2crpWSxXG8MnzU0sjEbAfhhiK4JTL15u/jS86ifOIF7042kHvwJNHt9r75S1pdjx44B8Bu/8Rt8/vOf56GHHiKdTnP33XezsNAYwDQ1NXVOwhZY+fvUJT7fa7Ua+Xz+nIuitBMhBCMdUUoXKea6UinX5MhMkVBK/CAkG22PpK0XhBRrAe/anL3kamdFWU0qadsk1ugYUnJN1TZJ18QxNareZc50CUG5o4fkicMMPPsoWr0GNHb4p3JVjs2WODxTXBk69lYxx6Av7fLtI3N86+DMJZ+qK9LFPYP3kLSTnC6eXveJW8+OcXLb+wlMh75jzxBbOtXskJRVZmomnZFONqU2ETfjHF48zNePfZ2vHPkKe2f2MlueXffvc0VRVoeRyRC7517CcomwVmt2OMoauF7tEZYqHnHHYGdvghv6kgxmXAxdo+adTdo2r29y/dQ4ztatpP/ZP0OPRZsWh6K82b/9t/8WIcQlL6+//jrh8rHZv/t3/44HH3yQ3bt382d/9mcIIfjbv/3ba4rhC1/4AslkcuUyODi4Gi9NUdbUQDrCZWrGLqszbtOVsLmxP8nwZQalt5LTi2U2d0V551i22aEoG4hK2jaJNTSIHosRFq6+2tbUNbJRm6p/+cRvaNmUO3pIH9m3kridzFUJpeSjt/WzayDFibnyRZNPCcck7hh8Y98UR2aKl3yu7mg37x14L3ErzvH8cYLw6pdPtINyoodTW+5FIBk89AR2ebHZISnXScyKMZwYpjfaS6FW4OnTT/MPR/+BR048wpHFI1T8SrNDVBSlxUV+6B3YW7finVYn+TYCsfwfuYq1tvXl/b5tPQn6Ui59KRfb0DG0xnAYx9SX63ubJAhxbr4JPZVqXgyK8ha/8iu/woEDBy55GRsbo7e3Fzi3h61t24yNjTE+Pg5AT08P09PT52z/7N97enouGsPnPvc5crncyuXUKfU9oLSf3qSDoYlGb9erJISgK+6gtUmyFqDiBYQS7t3eTcRqj/67yvqg3m1NomezmL291MfH0ZNX3w+lK2FzerFMEMrzBoW9VWg7VDp6yBx+laVqQHDLe/noO8d4z5ZOdvaVmcpXOTJTpCfpEHfO7z3WHbc5OlviL184yafuGrvkVOKB+AAfGP0AT516ilPFU4wkRq76NbaDfHaUqaF30HfsO4zu/zpHbvoIvh1rdljKdWLpFj3Rxk552Ssznh/n2NIxkk6SzcnNDCeG6Yp0oavhdIqivIVmWcTvex/1k+MES0sqsbXOCbGcPl2lnK2UknzVoy/l0v2mqdWmLtCXD6Ids9k1GRI9qipsldbS2dlJZ2fnZe+3e/dubNvm4MGD3HlnY4iz53mcOHGC4eFhAPbs2cN/+A//gZmZGbq6ugB47LHHSCQS5yR738q2bWzVLkRpc90Jh5htUKz6pNukrcG1klJyaqHMjX1Jdg2oXrbK2mr2Xt2GJYTA2bEdWT2/x+zb0Rm3iTnGRYeEvVVgO+RSXXQffZWfmniB28pnCGs1BtIRPr5nmO29CWYKNU4tlAnfUnUrhGCsI8pkrsL/fen0ZdsyZJwMe/r24OgOS7Wlq32JbWO2/xaWurbgFmfZ9NpXMerlZoekrIGIGWEwPshQfAgZSr439T2+evSrfO3o19g3v49C/dp6VyuKsv7YW7cQecfteNNqKJny9pRqAa6ps6Urds5yUoHAtXQENLUCSIYhEtBU0lZpU4lEgp//+Z/n13/913n00Uc5ePAgv/ALvwDAP/kn/wSA97///ezcuZOPf/zjvPLKK3zjG9/g85//PJ/+9KdVUlZZ9xKOQXfCoVC7tr627WSuWCdmG3zw5l6MJvaMVzYmVWnbRGZ/P+ga0vcRxtX9UxiaRn/K5fUzBWK2vGw/mCCULIQGQ0OD9J45xuKfHaPY04N7++0Mj47y/9oW4ZWMxj8eWeLQVJ7+dOScqltNE4xko7w2keNrr0zywZt6idoXj70n2sPO7E6+O/VdklaybfrVXBWhcWrLvej1KsmF42x69R84euOHVcXtBqFrOlk3S9bNUvNrzFXmGD85TspOMZIYYTjZaKtg6RvjjLSiKBcnhCB+773UDh7CO3UKa7l6S1l/zu72rEahbd0PqfoBO3sTF1wR5Zo6pq4RaeJwFOl5CNNSSVulrf3n//yfMQyDj3/841QqFe644w6eeOIJ0uk0ALqu89BDD/ELv/AL7Nmzh2g0yic+8Ql+67d+q8mRK8r1J4RgS3eMg9MbozDFD0LmSzU+fHMfox3qu01Zeypp20Rmby9aLE5YLF7T8siuhMPxuRIVL7hsdUWu4pGNWWwbSuOYOmG9TjA3R+4rX0FYFsIwGDBM/rkUnCwGHA8daokM0c4Mmqah+XU036OnWOb0qwHfeaGTPdt6EKbZePzyRXMcjJ4e9HicHdkdnMif4Fj+GL2RXiJm5Kpfa6sLdYsTOx9gbN9DxJZOs/nVr3BixwNUo6pZ+UZiGzZ9sT5CGZKv53lt7jVem3+NtJNmOD5Mb6yX7kj3uv5dUBTl0oxsluSPfpiFv/gL/Pl5jKz6nliPBKzKCet8xcMPJYOZCEPZC3936JrAMjQilziZfr3Jeh3NUklbpb2Zpsnv/d7v8Xu/93sXvc/w8DAPP/zwGkalKK2jL+WiwRW1aGx344tlRjui3L29q9mhKBuUSto2kZZMYnZ3Uz916pqStnHHYCgT5chM42zXxRK3NS9AE7C5M4ZjNqowNMtC6+vDkL3g+0jfR3oeEd9nm1YnOz/P1OETVA8EREwDXQchQQpBjx/gH5GceTVGxDaQcrmiRErQDbRYDLOvF3vzZu7uHObVSJwjlXG0qkbWya7bhFVo2By98ccYOPoU2TOvMbrvIU7seIBKXH3QbzSa0EjZKVJ2Ci/0yNVyvDzzMi/PvEzcijMQH2AwPkh3tJuElWh2uIqirDHnppuI3Xsv+a8/jOa6aJH1+b24oZ2ttL2GUlsvCPFDyQ19CQYzkYsObvGCENfUiTa70tYy0WJqlZGiKMp6NZiOEHMMijWfpHv+yo/1olD1QMIHbuwl1sQTosrGpt55TSSEwNq8ieqhQ9e2HQSbuqIIAcfnSuQrHom3fHhKKSlUfYY7InQmzu+1JIQA00SYJrhvDBjr6+kh7QUcnMozsVjBXj4YEEIgpWS+VCd0bW4bTmMu93eRUoLvExSL1I8dp3bgAGg6N3ZkGd7Sy3i3xuHYGWJuiqy7PiuLpG5wavM9BJpB18ReRvd/nfGt91FMDzY7NKVJTM2kw+2gw+0gkAGFeoGDCwfZP7+fmBWjw+1gKD5E1s3S6XaqNgqKsgEIIUjcey/+mSnKL76IvWULQlcDDNcTwbVXIBWqPp1x+5IJW4CepEulHmAZzeu3J+t19FgMofp6KoqirFsdMYuepMOphcq6TdpKKZlYqvDOsSw396vhY0rzqKRtk1n9/Y0EaBBc04GaoWls6Y7hmjqvTuSo++E5O+2lWkDE1tnUGXvbBxCuqXNTf4q4Y3JstshSxSPlmgghSEcsZgs1Dk0X2NmXQCBWEsBGOg3LvZ/Cep1gYYHIM6+w3TTp7YrwyvYcJ4cK9Mb71meCStOYHHsPoWHTPf49Rg78I5Njd7LQc/GpssrGoAt9pQI3lCElr8SZ4hmO545jCIOknWQoMUR/rJ+eaA+u4V5+o4qitCVhWSQ/8mP48/PUTxzHGtu0vvu/bzBCcNVpWykl+aqPRF42YQvQk3DoSThX+WyrQ3oeWmqdzzBQFEXZ4IQQ7OxNcHCqgJSXn6vTjmYKNZKuyb3bu9DWeQsIpbWp0XdNZvb1ocWihKXSNW9LIBhIu/QknEYp/7KzgyuGs9Grniisa4JNnTF2DaYwNEGpFqxcH3UMTi9WWCp7F328ZlmYPT3YW7di9vSQnCmx+4nT3PjUODPHXiMIg6uKq+VpGlPDd3BmZA+GV2HgyLfoGn8RLag3OzKlRWhCI27F6Y/1sym5ib5YH0EY8MrMKzx87GH+7tDf8czEM5zMn6TslZsdrqIo14GRTpP68Y+gxRN4p083OxxlFYnl/8irGEXmBRIpJaPZKJ2x9qhclZ7XOGmvKIqirGs39ieJ2wa5ysVzAO3KD0KWyh7339DDcFb1aFeaSyVtm0zPZjGyWcLC6kxfFEIwlI1g6hqFqkex6lOoegymI4yswgdOV9xhc1eMWhBQ8xqJVsfQ8IOQw9MFvCC87DY018UeHSPZO8LgkTw3fG0/weNPI8rVa46vJQnBzOBtTI6+GyElg0e+xcj+f8SqLDU7MqUFmZpJ1s0ymhxlMN5op/HK7Cs8dOwh/u+h/8vDxx7mwPwBCvWNMbFVUTYKe9MmUh/9cRACb2qq2eEoq+hq63MqXkDMMdjem2ifQS9BcE1zGhRFUZT20J9yubE/yUyh1uxQVt1i2SMTtbhjbH22clTai2qP0GSNvrZbqI+Pr9o2szGLHb0J9k3m0ATc0J9k6AqW1V2p4WyUcj3g+FwJTROYukYyYjJTqDE+X2JTV/yKtqPHYkS27SAzcQT/mX0YpwpU372L2tZB0NbZ+QShMTO4m7qbpP/o02Sn9+OUF5nYdCe57KblCW6Kci5DM8g4GTJOBj/0KXpFThdOc3TpKAk7wXBimJHECH2xddpiRFE2mMittxKWyix9+cv48/MYWXWw0O5Wloy+jUJbKSVeIPGCkO5EdNX239aKFlVVSYqiKOudEII9mzp4+dQSxZq/rgZ15Sp1fmg0u65ek9K+1LuwBVgD/SBZtX4wAsFAxkUTYOoaXavc30wTgm09cWpeyGSuQjZqYWgajqlzfL5MV9Ihbl9ZQ3IhBOn+MWatKv7kNImvPE31hlEqt+/A706vr+StECx1bqHqphg69DjJhROMHPgG04O7mRncTaivzybuyuowNOOcPrj5ep798/vZN7+PrJNla3orw4nhdTvcT1E2iui730VYLpF/+GGEYaAn1fCLdnZ2r+7tNEcoVH2KNR/b0NpywIsWjTU7BEVRFGUNbOmKsa0nzr6JPJu71sdnvx+EhBJ29iWaHYqiAKo9Qksw+/oQrrsqfW3PEgj605FVT9ieZWgaY11RLEOjstwmIWrpVL2AY7MlpLzywxNd6HQn+in3JKgkHdxXjpD6P98g9ZeP4n7vAPrMIryN7bW6aqyTYzf+KNMDuxFhQP+xZxjZ/7Bql6BcMU1opOwUI4kRBmOD1Pwaz0w8w1ePfJVvnfoWZ4pn3tbvoLJ+/cZv/AZCiHMu27dvX7m9Wq3y6U9/mmw2SywW48EHH2R6erqJEStCCOI//MPE7r4bf2aGIJdrdkjKNRCCt31C3g8lccfAMrS2qvKRQQBCqEpbRVGUDULTBO/a1AHIK2qT2A5mCjW6Ew43qKSt0iJaJmn79NNP8+EPf5i+vj6EEHzlK18553YpJb/2a79Gb28vruty3333cfjw4XPus7CwwMc+9jESiQSpVIpPfvKTFIvFNXwVV8fo6sJIpQjbINY3S7kWg+kIpVpAuFwlHHcMJhcrjC+U39bQjbSTpivaTd70WeqL48UdjMl5Yt94nvRfPELiK09jnpxaN8lb34oyvu0+Tuz4AJVIhsz0ATa/+hUS88fXzWtU1oahGXRGOtmc2oxrurw29xoPHXuIx04+xqn8qfU75E+5YjfccANnzpxZuTzzzDMrt/3yL/8yX/va1/jbv/1bnnrqKSYnJ/noRz/axGgVAKHrJD/4QWL33oM/O4s/N9fskJRrdCXf7FJKFkp1KnWfqG1gGzqupV/32FaL9DyEZamkraIoygYy1hkl4ZgUqn6zQ7lmoZTkKh7vHMtc9QB3RVltLZO0LZVK7Nq1iy9+8YsXvP13f/d3+cM//EP++I//mBdeeIFoNMr9999PtfrG8KqPfexj7Nu3j8cee4yHHnqIp59+mp/7uZ9bq5dw1YSuY23eRFhsv8FCox1R0lGTpbKHlBLb0DF0wYEzeY7NlgivMAEpEPTH+hlKDKLrJnnTYzark+tLULU17P0nSP3NN0n8/VOYJ85AuA7O5AmNpa6tHLvpx1jq2ESkMM3IgX+ke/y7iLD9v/SUtZewEowlx0jbaY4uHeXrx7/O149/ncOLh/GC9TfZVbkyhmHQ09Ozcuno6AAgl8vxp3/6p/yX//JfuPfee9m9ezd/9md/xrPPPsvzzz/f5KgVYVkkP/xhEj/yIYJiEe/MmWaHpFwFIcQVDyIrVBstESxDJ+mabO+Nc+WPbj5ZryNMEy0aaXYoiqIoyhpJOCa9KYdCtf2PNeaKNbIxi9tHMs0ORVFWtMzpgwceeIAHHnjggrdJKfmDP/gDPv/5z/NjP/ZjAPz5n/853d3dfOUrX+Enf/InOXDgAI888gjf+973uP322wH4b//tv/HBD36Q3/u936Ovr2/NXsvVsAaHKIZy1frarhXH1NnZm+Clk4uU6gEx2yDumJRqPgenCvhByEAmggBcU7/ka9OFTm+0j65INyWvxFJtiUItTzUiKbsuSc/Cfv0k9pEJ6iO9VG/eRG1TP5gt8za+KtVoluM3fJje48/SOfkK/ce+jVuaZ2LsPXjOlQ11U5Q3i5gRhs1han6NqeIUp/Kn6In2sDO7k9HkKI5xfdqmKK3p8OHD9PX14TgOe/bs4Qtf+AJDQ0O89NJLeJ7Hfffdt3Lf7du3MzQ0xHPPPcc73/nOC26vVqtRq70xKTifz1/317BRCV0nft996LEYua9+lfrJk5iDg4j11O99nVvZ67nMOey6H+KHks64jan7dMRsuuLt9Vkt63WEZaGrSltFUZQNZUtXnP2T7VeA9mZSShaKdR64qZeOmN3scBRlRVvs9R8/fpypqalzDiyTySR33HEHzz33HADPPfccqVRqJWELcN9996FpGi+88MKax/x2mX29aI6DfFPlcLvIRG02dcaoegH+cgVs1DZwTI3DM0WePTLHd47M8epEjkLNu2yvTV3oJKwEQ/EhdnbcwFhyE6ZmsWTW8Ya68VMxrGOnSXz5KdL/+xHcF1/HODMPXvtWpwamw+nNd3N603vxrBidE6+w+QdfJr443uzQlDZmGzYD8QEG4gMsVhd5fPxx/v7I3/Py9MssVZeaHZ6yBu644w6+9KUv8cgjj/BHf/RHHD9+nPe85z0UCgWmpqawLItUKnXOY7q7u5mamrroNr/whS+QTCZXLoODg9f5VWxsQgiie/aQ/umfRk+lqB06RNBm7ZQ2srPnqi/XMqriBaQiJjcPptjcFSMbs9YgutUlPQ8tGkFY7Re7oiiKcvUGMxF0TbR1X9tcxSPhmvzQqKqyVVpLW5Qonj147O7uPuf6Nx9YTk1N0dXVdc7thmGQyWQuevDZStVCZk8PejJBUCiguW7T4rhaQ9kIs4Uac8UamaiFEIKIZeCaOnU/JJCS8fkyU/kqUUunL+WSjFikXBMBBFJiXKBySCBI2klGk6OcyJ9gqbZEwk0gB7rB8zHmc8T/8TmkYxFEHPy+DvzeLH42SZBNEqRi0C4VSZrG7OBtVOKd9B95mvjSKUb2P8zMwG3MDN6G1Nri11VpQaZm0hfrIwgDFqoLfHvi27wy+wqjyVHGkmP0xfrQtfbpm6hcuTevYLn55pu54447GB4e5m/+5m9wr/K75nOf+xyf/exnV/6ez+dV4nYNuDfdhNnbS/6Rb1B+6SWChQXM/n6Ern53W92VLKDyw5CEY6ILQV+q/fYDoVFpa6TTzQ5DURRFWWMjHVGSbqNlYme8PatU50t1buxP0ptsr1Uuyvq3obNAX/jCF/jN3/zNZocBNHrXWSMjlF98Cd6SfG4HhqaxvTfBiycWKNZ84o4JNCqEbLNxQHk2gVusBeybzGNojdsEjabfZ5chOMv390OJrglitkEq4jKWHON08TS56hJxK4FhGvg9WcIwIKhUsGsB9sFx7H3HQQikaxPEI3gDnXiD3Xj9nYSp2JUdPTVRMTXI0Zs/Qt+xZ8hO7af/2NM45XkmNr0X31J94pSrp2s6nZFOOtwOCvUCr82/xv6F/fRGetma2cpgfJC4pVpyrGepVIqtW7dy5MgR3ve+91Gv11laWjqn2nZ6epqenp6LbsO2bWy7PXfI253R0UH6p38KZ8d2Ct94lNqRw5g9vejJZLNDUy7iilteSYja7Z2Al56HrpK2iqIoG07MNtjWE+c7R+ZIuI1Bmu1ESokfSHYNpNqqVaWyMbRF0vbsweP09DS9vb0r109PT3PLLbes3GdmZuacx/m+z8LCwkUPPlutWsjeupXyd7+HDIK2rJxJuiabOmPsm8zhBSGmfm6F69kE7tkkrheE1P0QSaPn2+nFCiB5c/eEs3+0DY3uhEPC7SOiG5S8RUIayy80BIZlUNAD3EQcx3AQgUSr1tCKFdyXDxH5/kHCiIPXk6E+NoA32IXfnQG9NatwfSvK+Nb3UY5303vyBTonfoBbmuf05vdSTA60fOJZaW1CCBJ2goSdoBbUmKvMcWr8FEkryVhqjLHkGD3RHjTRmr8fytUrFoscPXqUj3/84+zevRvTNPnmN7/Jgw8+CMDBgwcZHx9nz549TY5UuRihaUR278YaG6Pw+OOUv/c9/Lk5zMFBNLUsveWI5Ut4ie4IUjaaJ5w9ad2upJRoiUSzw1AURVGa4MO7+ihWfV45vcSWrhhGix5nX0ix5hO1dUY6VIGU0nraImk7OjpKT08P3/zmN1eStPl8nhdeeIFf+IVfAGDPnj0sLS3x0ksvsXv3bgCeeOIJwjDkjjvuuOB2W61ayNm2DS2VJFhawshmmx3OVRnMRJgv1ZhcqpKNWmjaxZOLpq6dk9iNXuSfQkpJ1Qs5tVhGLoCpR0hFowxkDGwTLN3C0i3mK/PMVeZYqi6SsBMQdSHqEgCEIVqpinlqFvvoJNI28TMJalsH8Qa68HuySLd13gsAaBpz/bdQjnczcPhbxHOnGXvta8wM3MrM4G5CXR2cK9fO1m36Yn2EMiRXy7F3Zi/75vbRE+1hc3ozA7EBkraq4mtX/+pf/Ss+/OEPMzw8zOTkJL/+67+Oruv81E/9FMlkkk9+8pN89rOfJZPJkEgk+MVf/EX27Nlz0SFkSusw0mlSP/ETuDffvFJ1q8UTGF1dalBZC7mSU6xBKDE0gdvmSVshUEPIFEVRNqhM1OKfv3OYxSfqnMlVGcy0TwI0X/HpiNt0t9kAUGVjaJmkbbFY5MiRIyt/P378OHv37iWTyTA0NMQv/dIv8Tu/8zts2bKF0dFR/v2///f09fXxkY98BIAdO3bwgQ98gE996lP88R//MZ7n8ZnPfIaf/MmfpK+vr0mv6u3Rk0ncnTdQeu7Ztk3a6ppgZ1+SqheyUK4Ts41rrhwRQuBaOq6lI6Wk5ofM5nwqtZDNXTHSKRddCPpj/WTdLBOFCearc1iaRcSMIhCgaYTxCGE8AlIiqnX0pSKxp/YidY0w5uL1N9oo+D0Z/M4U0mmNJG450cuRXQ/SObGXzom99B1/luT8cca3/jCVePflN6AoV0ATGmknTdpJU/WrzJZnGS+MEzfjDCYGGU2O0hftwzHUzkw7OX36ND/1Uz/F/Pw8nZ2d3HnnnTz//PN0dnYC8Pu///tomsaDDz5IrVbj/vvv57//9//e5KiVKyWEwNm2DWt4mNJzz1N86ilqhw9jdnejv2XAnNIkgkY28yJDWEMpyVd94o5B1G6Z3fK3TUoJUqKppK2iKMqGlYyY3LW1k798YRw/DC84s6YVFes+d/Z0XLLgTFGaRUh5kb3INfatb32Le+6557zrP/GJT/ClL30JKSW//uu/zp/8yZ+wtLTEnXfeyX//7/+drVu3rtx3YWGBz3zmM3zta19bOQj9wz/8Q2Kx2BXFkM/nSSaT5HI5Ek1a3lV59TXm//RPsQYH23r6btUPODZT5ORCmSCU6EJgmxqOqaOtwtJ+uXyQ44ch3QmHLV1xEq6BQBDIgIXKPFPlaSpembgVx9DMi2/M89FKFfRiBfwATIMw4uD3ZBptFLoyeN1pZLT5g0Gc4iyDR75FNDeJb7pMDd/BXN9NoJaxK9eBlJJCvcBCbQEpJUknyabEJkZTo3RHutdlz6dW+B5oN+pn1jr82VkKTz5J+cWXkPUaZv8AmqNOtDTbtw7O4IeS2AWSsvOlGpausbM3QX+6faqS3kp6HvVTp+j89P8be/PmZoejrDH1PXB11M9NWY/yVY/ffeR1/EDSnWj9fRA/DDk2V+Ln79rErsFUs8NRNpAr/Q5omaRtK2iFL86wWmXm9/6/hJUK5iUGwbSDUErmCjXmSjUq9YDFskfND5CyMZQsYunXnPTxgpBcxcMyNLrjDqmISSZqEXMM6kGdieIE85U5TM0iaka4ooWKdQ+tXEUrVRGeD5ogjLr4XWm84R787gxeT6ZpSVwRBmSmD9Bz4nlMr8x8904mNr+XUL9EYlpZU1JKvKDRw9DUGxXo7c4PfXK1HLl6Dlu3GU2Osi2zjf5Y/7rqfdsK3wPtRv3MWouUkvqRIxQef5zqwUMIXcfo61P9bpvoqUMzeL4k5pybtJVSMl+qs7M3wWjn8sqgNhWWy/gL83T98i+3/f6r8vap74Gro35uynr19y9P8MirZ9jWE2/5Io+FUh0vCPncAztIRtTxtLJ2rvQ7oH3XYa1TmuPg3rKLwjcehTbf6dWEoCvh0LV8hq3iBRSrPvOlGhOLFeZLdTQh0ATYho5jahf8UJdSEkrQxPlTmE1dIxu1qPohpxfLnFoES9dIRky64w4xu5dYIsZU6QyL1UWiZhRLv0zbA8sktEzCVLzxdz9Y7oc7g3V0AnSNMOrg92TxhrrxujP4XWtXiSs1nfneGynHuxk+8Aidkz9AC31ObbmH0GiNlg7tLpSSfBkKlcYwvEbitXERolGQXfcbl5rXuFTqUK41LlUPvKCxGlbXwDIklgGWAabxxvy7IIAgfGOunOeDFwKycZ1pgKWDoYNlgm2+MdRG18E2IGJDzIGoc32Tw4ZmkHWzZN0sJa/EocVDHF06ylBiiO2Z7QzEBzAvVdGuKMqaEEJgb9mCNTJC5dXXKD71FPUTxxG2g9nbizDUrt9aayRjz6+R8EOJqQuyMbutE7YAsl5HmJZqj6AoiqJw21CKbx+apVD1SbitfXywUKpz61BKJWyVlqX23FuQs2MHxW99i7BSQXObvyR/tbimjmvqdMZthjIR5oo1Fop16svVsvMlf2UwmR+EnD3GkRI0TRBKiaVrxB3jnOStEGJl21JK6kHIQqnObKGGLgQ9SYf+9Cby3jy5+hzVoErMjF95daChEyajhMnlAxE/QCtVMI+fwTp0qtEvN+rgd6XwhnoIUjHCZIwgGSOMOgg/QNQ8RN2DMES6DqFrv5G5u0qVWCfHb/gQY/seIjO9H6e8wMnt91ONtmc/5Gar1CXzBZjNwak5WCo3kq9I0LSzJw3emAIehI33phDLh+KykVw9m9zVtcbjwhBKVSjIxuPC8NznffN5iLPPcdbZ+0saz/XmQ37xpsefTQinopJ0DOIuxGxwrEZSN2KzKm1JzoqaUaJmlIpf4WT+JMdzx+l0O+mP9bMlvYXOSOeqPZeiKFdHmCaR227FuWEnlZdfbvS7PXoUPZXC6OxUw8rWUON74vykbd0PsXSdqN3eA8ig0R5BWCZapH1bPCiKoiirYygTYWdfgpdOLp537N4qQik5cCaPoWvcOpRqdjiKclEqaduCrOFhzN4+vOlprMHBZodzXUQsg6GMwVCmkQjNVz0mlyrkyh6BlCRds5GsFeBaOgnXpFj1OTxTZLHskY6YF/zwF0JgGzq20TgAqvshE0sVZgpVNGEjRDfCKFIwCzimTsqJoL/dA1dDJ0w2ErPAmypxZ7GPTTZmjZgG0jaRlgGBRJwtqZSNzJ40DYJ4hCARbWwr4iAjNmHEWb40/ox56V/RWiTDkZs/ytDBx0gsHGfTq19havgOFrq3IzX1630hUkrKNchXGpW0SyWYy8NiqVEtG4aNBGjUhlT0jSRtuHwC4ez78mxSttmCEOoe1AM4s9hIOMNyhbDWeAu5NnQmJPHlt5S9XLVrv/nP5ttP7LqGy1B8CC/wWKwt8tL0S7y+8DpbM1vZmd1Jxsms/gtWFOVt0Wyb6DvfiXPjTZSef47St59ZGVamJZMteSC13lzss7UehHTG7LYZ1HIpsl7HyPQg9PZPQCuKoijXRgjBD+/o5vUz+ZVj97PXt4qlskc2arGjN8GOXtWeRGldKqvTgoRh4N56K7UvfxkpZUt9uF0vCcck0XPpJQnZqE3UNnhtIsd8qU46Yl12ObhlNNoneIFcrsI1qJTjBNLBC6uc0qpEbYO4Y65UR/pB4/8Ru5G8E3DpSZJvrcSVspHIrdYRno/UNKRjIXUdBAgvQHg+xuwS5uRcY438ct2kAKRpIM3lxG7MJUjFCdNxwphLEI8QJqIEiSjStUEIPDvGsRs+TM+J5+mafIWhg4+SnnmdibH3UIl3X/k/wjoVSsliEWbzMJ+HqRxUao2WBsFy1atpgGNCR7xRLftWuoBWPQzVtUZS9q01+ctvQ7wAylU4VIAQ3likKxstFgztbAsHiNiSiN1oteCajesMvZGc1rVzK4mN5YSwbYChG3RFuuiKdJGv53l5+mWOLB1he3o7W9JbyLqq+ltRmk2PRUncdx/uzTdTfOopyi++hD87i9HXh66WtF93F5ogEYSNk9TrgfQ89FSq2WEoiqIoLWK0I8oPjWX5x1fPMJ3XCEJJNmbRm2yNlcTzpTq3j6T52XePNjsURbkklbRtUc72bWixGGGhgK4a06/oiNncNpxm/2SeuWKNTNS6bHWgEALLaNzHNnVitkEgLbzAIVcps1isslDwMDQDEI1ljMtL3TXRSFhl45JMrJHEuuwws+VmpOFFqmTlpYZohmGjnULdbyR2FwqYUwuNSl2Wk21ne+7GXPyOFEFHkjARZS6xifJght6p75GaO4pTWmB68Hbm+27acEPKPF8yX4SZJTg+06imrXmNf5qzFaYx58IJ2vXibE9cc7nv7VvJ5RYPftg4b1D3G5XG00sQvDW5IGmccGD5d2L590J7UwLXsSQxB1LROK4VZ7pYYGLhZV6OHmBLdpAt6S30x/qXf88URWkWs6uL1E/8BJHduyk8+S2q+/bhyxCzrx/Naf0pz+3oQud9z84Bjtjr4zNReh56Ot3sMBRFUZQWcu/2Lkxd8PqZAgnX5OBUnqVynVSkucNRveUVsLsGUk2NQ1GuxPrYU1yHjN5e7JFhaoePqKTtWyQckxv7k7w8vsh8sY5taBi6QAiBvpzA1TVxwcFl0LjOEAJD03DNJLXAIV/LUw9r2Pobw0DODpIKApiYh5lcI+GXikgycTD161ABrWlIS0NaF0myhhLheYiah5Yv4cwuLVfqLj/WsZh1opSNLHExR++JR0j27+fMTe+llFmfrTbgjcFhc3mYXGy0CShVG5Wm1nKCNhM7t1/sRidEI2lt6MAV5PTPtoYI3/T/IFxuz7Cc8J3NNRK+jR9zHFOPg/B4QpshHjnDcCbODd3DbO8YpDMWI2YbuKZ+6Up2RVFWnRACe2wMa2SE6v4DFJ/6FrUjRwDRaJugKm9X1YX2RYJQomuCiLV+zh7q8XizQ1AURVFaSEfM5sdvHaB6Y4ChCb788gSP75/Gtd5oZ9gMc8UanXGbHb3qe0tpfSpp26KEEDg7d1LZt3/DtEh4O2K2we0jGcbnS8wWa9S8kFBK6stTnsJQEsjGAVHMNlYGnF2IrduknTT5eo6KV8XQDAzNwHzT94gN+H5jWX2xAgtF6ExKoja4Fly2+na1aAJpW0jbAqIEb77N9xstGap1KjmLoBTDKc9jfn8//U8eozQ2Rm77jVSHh/A7ko218W1KSkmp1kjSzuXh9Dzkyo1qWk002gWko5dtCay8DWJ5SNqVdl4MJXg+eIGJ5ydZzAVMztV55vVDOOYJMm6CtBsj5UTJxmy6Ew7DmQgjHVE6Y7ZK5CrKGhCahnvjDThbt1B5bR/lF56ndvQocnISvaMDPZlUA8tWyVsXMHiBxNS1dZW0Vcl+RVEU5UKc5QPrD97Uy2yhxmsTObZ2NydhKqUkV/G4c3MHEUsdLCqtT71LW5g1NITm2MhqFeG2Ru+XVuKaOtt6EmxF4geykbT1QxCNg6FS1WdiqcJiqU4gZWO5uKbhWvp5SVxDM0jbaUytRMkrUfErmJq5spRb8MZScykbVYUnZxpVih0J6EnJy/bXve4MgzBmQCxCAHh0U60PEJ09jbU0R/T7+3H3HqaWyFDt7qG8eRRvpBdvoKvRH7dFSSnJlWGxCKVaY2DYXL5RSVupNw6E7eUWAKqatnVo4o0BZw064BKGkpJfoVibolgwmS5FcJdi6LjomkHM0klHLfpSLv0pl5GOKMPZSFPPxivKeicsi8htt+Lesov60aOUXnyR6muvUT8yi7As9I4OtGhUnUC+ShfaPfDCkIipYxntnxQ/2+pBJW0VRVGUS4nZBu/b2c2h6QLFmk+sCS2CSrWAiKVzk2qNoLQJlbRtYWZ/P0YmS7C0hKaSthclECutCt6c2MlELPrTLvPFOrmKR6Xuk6t45Ks+Eomla7imjrGcwBVCI27FcQ2Xil95I3mrmxjijV8VId7oEVr3YWoRyjUYyEpcq7UOaAPLJd+/BbOzl1huEqu0QKw6iz2+SPTEcepOnHo2S3XLMPWxfrzR3ou3ZlhDUkqWSo0K2hMzjURttf5GtaelN5KBiWSjr6rSPjRNELcixK0IXuhR9YtU5BK2bhO1UwgSLJYkU7kqzx+bx9I1OuI2N/Un2dIVZ7Qz2pQdPEXZCISmYW/Zgr1lC97MDLVDh6ns3Uv91Dj+xATCttGSSfREAtHGqzXWmhBiJbF5lh9I4nFjpSVTO5OeB6aBFo00OxRFURSlxW3ujDGSjXJyvtSUffrpQpXtPXGGM+o7S2kP6si3hQnTxN6xneITTzY7lLalCUFn3KYz3siyhlIyk68yna+yVPEoVH0C2Vii6Jgapq5haMZK8rbslyl5JaphFUuz0MS5GULLaFTb5stwuA6dCUkqCqbhE8oQXdPRRfN/zTwrxmLnFuzYEpHCFFa1gO0VcKjgzyzgTZ7Efy5CrbeH0m07qW8ZJMisXS9lKSVVr9HiYC7f6Ek7tQjleuNnHF1ud6CKvNYXUzMxLROJpObXmC5Po4lZYmaMbDRDwk6ANFko1Xl0/zSPH5gh5ZoMZiKMZCOkoxaZqEV/yiWqErmKsqrMri7Mri6i79qDNzFB7ehRagcPUj91mvqxYwAIx0GLRtFiMTSruUNFWtmFvrqklETt5p8kXQ2yXkeYlqq0VRRFUS5L0wTbe+IcnMqv+XN7QUgYSu4Yy6pWbErbUEe5Lc4eHaXIk8ggUFUtq0ATgp6kS0/SJQgli+U6S+U6M4UaxapPseojWW6HoGtE7BiOblPyylT8CtDogXvuNiHuQrkecnIuYGJRkomHZOISISqAIGZG0bU3ft2kDAlkAAi0lUzk2T9fry8QQc1NU3NTWNU8bnEWu7KEJSrYZoVAFnFPzBM/dggvlaKybZT8rTfjjfSuav9bP5DM5GCuAAuFRsuDSr3Rj7bqNYaHGVpjeFhKJWo3BIHAMRwcwyGQAWWvTL6ex9Is4laMpJ1kOBpHFxa5iseBM3leOb2IQKBrgqRrMtoRZTgbpTfp0Jt0yEQttZRbUVaB0DSswUGswUFi730vwdIS3vg49YkJ6seP401P401MIH0Poelo8Th6LIZwXfU7uOytPwYpJRLWTT9b6XkIy0RXSVtFURTlCgxmImiahh+EK6te18JcsUZXwuGGPjXoXWkfKmnb4qzhYbRkgiCfx0inmx3OuqJrgo6YTUfMZlNnjGLdp1DxqfkBVS9gvlgnX/FprGiMYAsLnzLVoIohDHRNxw/9RvJVgmFodNg2MrSplgX5wCAdE5h2nqKfJwyDlSM3DYGu6csHbo0lk5JGMvds0vitQ0sszSJqRrj2pK6g7iSpOwmMegW7stgYWFYrY0fqSFnHLpZxvzNF4sW91Ab7qdy0mdKOzdQ7ut5WFlXKRoJ2Nt9IzFbqMJuDpTIEQaO1gaGDroGpN3rSGppK1G5kutCJW43BBPWgzlItx3xlAUu3iFtxUnaSvnQMW28kB+p+SK7i8cqpJV48sYimNfplZaIWW7vjDGcjDGYidMZslUBSlGskhMBIpzHSadxduwAIikX86Wm8M1PUT56gfvwE/twcYbWK0ARaLI4ejyMikQ37OyiEOOc7PZASXYiVwSztTtbraK6DiKilpoqiKMrlDWUjJF2DpYpHR2xtZquUaj65ssd7t3aqAWRKW1Hv1hanp1JYg4PUDh6CNkvaSs8jrFQIK5XG0jldB01DGEbjEokgTLMlDuKEEMRtk/iblir6Ychcsc5SqY4vJfPFGoWqjpR1QlEmCOromk7CjGMsDy0ztcbjpZSUagGTCwGulSQdS+KaPrYpSLo2tmFiao1l4W9O3AZhQCADJBKNxlnHQAb4ocdMeZZcLUfSTrI61bgC34rgWxHKiR7sSg67vIhVzaGbHqZbx6wVMI8dJHroMB0xk3AkQ3XnGJXRYWqRNJ4dJdQtfMM5p7ls1ZNMzMOxaZiYb/T+hcZdLAMy0cZQN0W5FEu3sPTGkut6UGexush8dX65AjdO0k4SM6N0xp2VFih+GFKqBcwWapycLwONJG5vymFHT6LRWqFD9cVVlNWix2LosRj2pk1w57uR9fpy9e0k9VPj1I8cwZ+bQ9g2Zk9Ps8NtireuwPQCiWlo66fStl5H7+lpif05RVEUpfUlHJOt3XFePLG4JknbQtVjcqnCnk1Z7tnedd2fT1FWkzpqbQPO9u1UXn0NKWXL7xCHlQr+zAyyVgPDQHNdtGgUva8PWa8hK1XCep2wViVcXGwsqRMg3Ah6Oo3WQpU4hqbRk3DoSThAIxl0ZqnK0dkiuYpB1NGImOf3uYVGEjjmGERtnXI9YHIxWFnK7VoBPQmTVERg6jqOqRG9grN9MSvOidxxlmo5knYCweotJZFCpxrJUI1k0EIfo17GqhWwKksYXgW9XkWUqoQ/OE1s/wTxzHcxhiLQH4OISWhY1O0YNTPKeDXJ5LxBtRIwjMcuo0ZKlDDw8QKTauii1UPsoIqBT1U4eJpFRY/iCwNfGNQ1m4rmUtVcarpLXVjUNAd5gZ+1sjGcTeBKJF7grSRwTc0kZsbIOGniVgJLt0i6Gkm3cQIlDCWFms/4fJlDU0U0DTJRi6FMhN6kQzpi0xG36Io7pNz10V9SUZpJWNZKO4XoO+9A+j75bzxK/h//ccMmbYFzls94fkjE1rHN9v1Ok2FIsLhIMD8Plok1PNzskBRFUZQ2srM3wXePLxCEEv069pcNQsnpxQp3be3gn9w+eM7gckVpBypp2was4WE0x0FWKi259ExKSbCwsLLjbg8N4+7ejdnTjZ7JoCeT5/Tjlb5PWCrhz8/jz87hz81RO3QQb2oKb2ICzbbRMxm0WKxlErjQSOIOZiJkYxaHpgtMLFbQkbiXmL0ihCBqG0Rto/FzCiUVL+DwTBFo9Ni1dEFnwqE34RB1DAxNXPDLJGbGGE2OMV44yVJ1iYSduC5DzkLNoO4kqDsJSPZheFXMWhGzXsKsFdHKJViqE87l0PfnMHoM7G4d05WIQDDg6/QIE83UkUJDBhq+MJBoCEJ0GSCBUOhIBBohmgzQCHlrBXGwnMQNhI4nLPJGggWzk5yZpqxFqWk2FT1KSY+phO4GIRDnVeDm63kWq4vYhk3aSZOyksSsGJrQ0ZZ73p5N4vpByGLZ49WJHC+PLwESbfn3NOmadNpB816coqxDwjBwtm+j8MQThNUqmuM0O6Q1p72lPYIfhiRdB3HdethfP2Gthj87S1gqoadTRN9zJ+4ttzQqrRVFURTlCm3riZN0TZbKdbLXsdp2tlCjJ+nw4Zv7VcJWaUsqadsGzL4+jEyGIJdDa7GkbVguUz99Gj0RJ3rXe3B37cLetOmSQ9OEYaAnk+jJJPbYGADygQ/gTU5SP3qUyr591E+O409OosVi6B0daPba9Lq5EhHL4OaBFK6pc3yuhB+GxJ3LV+gJITB0QVzXiNNIdoey0ZPz9EKZ04tlTE1D1wTZmIVr6liGhiYE9SDE1DUSjsFoYhMTxdPMV+eIL7dmuH4Evunimy4VOgGJ4VWXq2/LaItFgtNVaidDPE0gYxp2WkOLQhgTaI4EITGld96WdRme91wgCdHxhUEodASSRlNhiSlr9NQmGayeXL6/JBAmnjAp61FmrS6KRoKqFmHJSJM3UpT1qErmrnNvrsCt+TWmS9PMlGZwTZeMkyFpJYi8qRe0oWt0xu2VdgrQmCRbrgcslT1OTOaa9EoUZf2yhoYwOzsJFhbQ+vqaHc6ae+v551ByTjumVielJMzl8OfmQAjMgX4iD3wA96abMLLZZoenKIqitKFUxGJnX4Lnj81ft6StlI3B4z92Sx/JSPt87yrKm6mkbRsQpom9YzvFJ55sdigrZBDgTU4iazXcW24hcf/9WAP9V709oWlYAwNYAwNE77oLb2KS6oH9VF5+GW9iAoIAPZVCz2QumRBeK5oQbO2JE7EM9p/Jka94JN7m0mohBLoA19JxLZ0wlPihxA9DJpeqhFKeN5DM0AQRy8CxklQDyMkl0pFGz87ruazkTVHjmy4F6ZCrpclZUE6BXq+TkjWcWhXrVBWdkMAyqCUiVDoT1JMRKrEoddfB10xCoSHRMKWHIb2V5Kwtq8T8ApGgSCQoY8kauvSxwjqG9Dib2JUIfGERoqFLn7Q3T9qbR2t0CSZEp6Y5VHSXBbOTOaubebODBbODmu6uwc9JWWsCgWM4OIZDKEMqfoVThVNMaSZRM0rGyZCw4lj6+TuFpq6ttFTImKrSVlFWmzBNnJtuJP/II2zEQyaBWOldH0qJEBCxm78vczlhvU4wN0dQyKMnEkR234Z7623Y27aiWZdYZqQoiqIoV+Cm/iTPHZvHWy5QWm3Fmk/MbhRcKUq7UknbNmGPjlLkSWQQND1pGeRyeFNnMHt6ib/vfUR234YwVu+tJITAGujHGugn/t73Ujt6lOpr+6i89hq1Y8cQuo6RzaIlEk1tnyAQDGRchIB9k3mKVZ+Yc/U/B00TWJrAQiNykWOhuh9S8wNKdUkQOlT8JDOLVRwzIO7oOBbYJrgWOBaruvQyCCXlGuQrMF8AzwdDB8cE3baoYlElDoAIQ6xaFSdfIT4/g9R06pZF3XHIpzKUkik806JkWvhmjJrjUkimCN/yPtJkgB1Wifl54kEBO6xiSI9IUCTjzZPwc2jSR0oNK6wSolHTHEI0NCSRoEzKO8SW8n4CDCp6hCmrjzm7myUjzYLZSUmPnV8GpbQ1TWhEzShRonihR6FeYKm6hG3YpOwkKTtFzIqji9ZPmijKemFv3oIwvklYq7XU6pm1IJbPwPphSBBILF0j2qLDEGUYEuRyjZZXQmD29BD74Xtxb7gBQw0bUxRFUVbR9p4EPXGH2UKNvtTqFdZIKclXfeaLNbZ0xxlIq6IdpX215h6jch5reBgtmSDI5TAymabEID2P+unTCE0jdtddxN/3Pox0+ro+p7AsnB07cHbsIH7/+6kdPEj5lVeoHzuGPz2FsGz0bLZp/W8FgoF0BD+QvD6VJ1fxSDjGdYvFMjQs442zkFJa5GoGi5Uic0XQaCShdB2iNsQdScwFy4AwBE0DffnyRv9YSRCCF0AQNi5yuStBEIIfQKUOpRrUvMb1lgHxS3z3SU2j5kaouY12HloQYNbrWNUqvadOoJ0IkWI5Agm+aVCNRJnr7iWX7SSXyVKKxQk1nYoepaJHmaX3vOcRMsQKa0TCMmlvjp7qBJ3eNJGghCY9rLDWeH3oBELHCcqMVQ6zqXIQEFS0CCU9xpzVxaKZXblUtIhK5K4TpmZiWmajfUJQY6Y8y0x5FtdYbp9gJ4iY0bbsLako7cQaGcboyBIsLqJtsIFkmhDU/JCZfA3LaLQ6cs3WOWkkpSQslQjm5gjrdfRkgsjtuxu9ardu3XBJdkU5dOgQv/qrv8p3vvMd6vU6N998M7/927/NPffcs3Kf8fFxfuEXfoEnn3ySWCzGJz7xCb7whS9grGIhi6Ksd66l885NWb78/dN0h86qrRw9k6tSrvuA4F2bsuqEo9LW1LdKm9BTKeyxTVRe2bvmSduzg8b8uVns0THi99+Pc8PONf/w0xMJIu94B+7tt+PPzFI7dIjKK69QP3UK/8wkmBZGOo0Wj695NfJwRwTL0Nh/Js9i2SMVMdHW4OcjhEbKiWHpOvl6nlD6WJpNEEKpCvnycqJWNNosCBq5SE0LMXSJpoVUPUkYGIBGKN9I2LJ837OPM3SI2HA136WhrlNzXWruBTK9UmJ4Hna1wvDh1+Hw63iWTTkWZ767h1zm/9/evUfJVZUJ///uc61r37vT6aRzD4EQCNdAFAVNCLAAQWfe5TjOGIEXF0xY4wzeQAVeXctBcUZlHBTXOIq+7yDqLBHlJ8wg90tASQhyDUkIxEB3Ot1JV1fX7dQ5Z//+ON2V7lw7t+6qzvNZq+jUObtO7V2nqKfqqV3PbiHb0Eg+mYoGM/KmyqBkximZcXbazbyZWABaY2uPVDBIQ7mPer+ftN9Ps9dLKsgSCwsAlJWNrT2ayr00l3swhpK7xaFjdTsd7HBa6LXbyJlpSeLWOIUiZsaImVH5hKJfZGt2K905KyqfEI/q3wohjg7DdYmdeGJU6ukYS9rG7KhefTpmsSPnMaMpMS7vEQ4kLBTw+/rQ+RwqnsCZPZv4qacQO/54qVUrjmmXXHIJ8+fP55FHHiEej/Od73yHSy65hE2bNtHe3k4QBFx88cW0t7fzzDPP0NXVxSc+8Qls2+af/umfJrr7QtSUs2c389SG3sqCYYfL80OyRZ+TO+uZ2ZTgtBlHd5KZEEeb0lrrAzc7NgwMDFBfX08mk6Gurvo+vBdefJG+H/0YZ8YM1DjVEgsLBcpbt2IkkyTPeS+pc8/DTCXH5b7HQochflcXpc1vUXztNby33yLMZkGDisWihcxSKZQ9PlX0egdLvPruAAOFMvUJ+6jU5tmXUlBiwBug5JcqP/vWaMIQAs1QRT01tK6XgUaBVlimgcYHAmzTwjatiZ1zqDVOqYRbLOB4JTQMJXFT7GhrJ9vQRLahgVyqbo9yCgc6bioYoKXUQ1tuKx25raRKA1i6jBXXYCoUIUrrKIGrDEIMikaCHU4LW2Mz2e6002u34SsL0/ex/DJGEGAEAWYYYASjF1fTSuG5Lp4bIxin56A4OH7oU/AL+NrHNV0SocP3//byqo0D1ajaY6eoHoVXXqHv33+I09k5bu9jqkE5CHnxz/2Ug5AdeY/TZjQytX78f6qptUYXCgT9/YSDg+A42FPbiZ9yCrHjjsOePh1lyOKd4uBNpjjQ29tLa2srTzzxBO973/sAyGaz1NXV8dBDD7F8+XIeeOABLrnkEt59912mTJkCwJ133skXvvAFtm/fjjPG17fJ9LgJcTj+vz+9y33r3mVBe/qwv9TctH2QWc1JrvvgPGJV9KsWIXY31hggM21riLtgAXZ7O35vL/ZRXn1ZBwHlri50sUhs0YnUrViBM2vWUb3PQ6EMA3vaNOxp00id8178nTvx3nqLclcX3qZNlHt68N56CxWLYXd0HPUZuC0plzNmNfJa1wBdmSIJxyThjM//Zq7p0hRrolDO44VlIJpdaCgDQ0UfwgxlYCoT0zAxiLYrpSgHHnm/QMEvUPKLKKWwDbtyu3GlFF4shheLvmlVYYjtlUgMDlLf9woKje84lGJxMo3NZJpb8NwYZcfBtx0Cy8Qql3GKRZxSCadUxCkWiOdzuMUCdqmEEYZkA5tSkMLQAco18BpczLSm3oxm49pBCUuHNPoDNHpdzPJeIiiZlH2LYhCjRAwPhxIuGgOlo4TvqJXjlCIwTQLLwovFyCfTDNbVU0wkKSYSFBNJComkJHQnkGVYpJ10VD7BL9Gd657oLgkxablz5mA1NRL092O1tU10dyq01uh8niCbRReL2J2dR/T9gm0anD6rkT/vyBNqfdRWyd4bHQSE2SzBwAC6WEDF4lhtrSTf/z5ixx2HM3PmEV2XQIha19zczIIFC/jpT3/Kaaedhuu6/OAHP6CtrY3TTz8dgNWrV3PSSSdVErYAF1xwAddeey2vvPIKp5566kR1X4iadNacZp59cwddmSLTDqO2baZQxjQUF5zYLglbMWnIu7QaYsRixM84ncx992HpqUelPIHWmmDnTvztPdFCYx/+cLTQWI0klazGxqjO7qmnRjXaslmKr7/O4COPUNq4Eau5GbP56Na1STgWizsbSMdyvNWbY0euRH3cOWI1evbHVCYpJ33Qt7NNh3rTIWkn8QKPYlCk6BfRaExlYhnWhNX81IaBF4vjxYYCuNZYZQ+nVKJ969t0bNk8tB1C0yA0TMwgQOmwUtohVIrQNAlMi9AwCUyTsu2QN1MoHeIWizjdRegKyWiXvDaxtYMderihwg2LmATYhodtQMLIEhrRffmGTc5KMWjXkTNTFM14NIsZUFpjBgGm7xPL5Uhl+mn/81sMrUmDbzv4tk0xnmCwvoFCMkloWgSmVUn2+rZNYNn4Q/8uOw6+Ze9RKkIcHoUiZsVIWamJ7ooQk5YRjxM7YSGDTz1ZSdpqrdHFIioWG5eyS1prdKlEWCig8/nobxhixGNYjY0ESkVJ5SNcHmC4Bn5LysU5ir/CqSSgBwai2bSAkU7hzJpJ7ISFuHPnYE+bJolaIfZBKcXvf/97Lr/8ctLpNIZh0NbWxoMPPkjj0Foe3d3doxK2QOV6d/e+v/wtlUqUSqXK9YGBgaMwAiFqT0vKZdkJbdzzhz/jByHWIcTJYjmgK1PgAwvaWDRNZq6LyUPesdWY+KJFDD76KGEmg9nQcESPPVwKQSUSpJctI3XeeUd9obGjSSmFWVdHcskSYscfz+BTT5F7+mlKb7yBsm2MWAzluhip1BFfZMMyDOZPSdGccljfnaVv0KNhnMslHArLsLAMi7gdpxyUKQUlCn4BL/DQaGzDrpRemDBK4TsuvuOST48IyFpjhCFGGBAYJtowxlyH1ndcctTvc7+lyySDHCl/gHq/HzssYRFg6hATD4edNPr9+IFFSblkrTpyZpq8mcSz916bSYUhVrmM5ZdJZgeo39GHMZRoHtUOKgni0DCi5LNlUXKj2cilWBwvFosSuUqhtI5m/AJl26bsuJQdh7LjEli7EsKhaY5ou9sM4ZF3jkJX/iq0YUR/lZI6v0KIg+YuOI7Bp57E3749mv0ZBBgxlzBfwGprw2xsPCLJWx2GUXK2WEQXi4SFAgQBAMqxUfEEVlsbdud0nM5O7OnTsadMYefP7iG/du1RqelqKHVUfn2jy2WCTIZgYAB8HxWPYzU3kThrCe7MmdgzZhyxx1WIWnXDDTfwjW98Y79tXnvtNRYsWMCqVatoa2vjySefJB6P88Mf/pBLL72UP/7xj0yduufCuGN166238pWvfOWQby/EZHbmrCae3LCddzNFZjQlDuq2fhDyVm+OU2c2cvmp0yTeiUlFatqOUAt1hbTW7PjJTymsewF37rwjc0zfp/zOO2jfJ3biiaSXL8OZNWtSvth5W7dSev11ytu343d3E/RnCDL9KMuOyicchRnFJT/gta4Btu4sELdNEo5ZU4+t1iGlEbNvgzBAqajswqHOwNVDGcKJmr17OBQhsaBIPMyT9LPUBRmc0MPQASg1KvfpK5uCkWDAbmBwKImrDw1JDJEAADEsSURBVHbMw8noIBjxN8AcqqVrhAFGqIcSq/vqdFSmQSsDbRiEQ4lXoJLg3U/WNto71H7k39A090gmB6ZFYFmUbZvAtqPZzaaJb9mVmcO+ZRHYNr5lR9dth3CcFw/cl8FsP//3f/9NVceBalMLsVNUj2Awx/Z//VfCYoHY3Lm4C47HamulsG4d+efXEGYHMJuao9fTchnt+1GyVWt0GO5aKdOIyvsM/+pguF1UvV2BAuW4qFgMM53GntaBPWUKZlPT0K9uWjCSiT3ice65P7Dz//0/nHnzqra+q9aaMJcj6O9H5/NgmpgN9bhz5uLOn4fd2Ynd3i6zacW4qYU4sH37dvr6+vbbZs6cOTz55JOsWLGCnTt3jhrL/Pnzueqqq7jhhhu4+eab+c1vfsO6desq+zdv3sycOXNYu3btPssj7G2mbWdnZ1U/bkKMp2c29fKfz27BNhVJ16JljOWENvRkmdOS4n+/bzYNiWOnZr6obVLTdpJSSpE47VQK614g9DyMw1jIQ4chfk8PQSaDM3MG6Q98gPgpp0zqN/nO9Ok406dXroeFAsXXXiP7yKOUNr+Jma7DmjLliH5Qcy2TRdPqSbkWb27P0V8o0xC3ayZxq5RBzIoRs2L4to8XeJSCEl5QpuR7aK2jD8cHMZzhZK1GY6lodm+t0BgUzAQFM8EOuwVDByTCHCk/S2N5B05YxNI+gYrGlAwGqQsyBJiUjBgZq56clSZnpvDVGL4kGE6OHkZSU41I+iodRtd1lNrAGB4XsEdCeSjFrEf+W6N0lLw2fb8yW7cya1dHx1ahjtoqRiSqo9tGZSyGZg8PlbTwbRvPjWYOl2JxyrGoTrHnuPiOQ9l2hmYMS3kIIWqZmUrSfNWVGIkEZnpXOR93zhySZ59N7ulnKLz8EqAwkkmMdAozmQLLQpkmyjKjhK7nob0y2i9HbdOpaPHReDw6dkMDZn09Rn09RjI55pjrzJqFkUoRDg5iVlESZbg2rb9zJ5TLqEQCu30K7sKFuDNn4nR2YiSrZ6FYIapNa2srra2tB2yXz+cBMHZ7n2EYBmEYLTi7dOlSvva1r9HT00PbUKmXhx56iLq6OhYuXLjPY7uui3uEf90nxGRy1uxmBos+L7+TYXNvDsc0qIvv//PSYMnHNg0uO6VDErZiUqqdTImoiBYkm0rQ24txCAuSaa0JduzA792O1dpGw0c+QvKsJcfkm30jHidx2mnEjj+e3HN/YPCJJyhteAOrqRmzpeWIJVYtw2BeW5q6uM0r72TYmS/TmKi+xG2oNaHWmEqhNRT9gDCMkquhjn56AiaQwESjCAgJ8YOwMnvWUArbNLBNhWPtWgQt2q9RGJjKIERT9IsUhhZAMw0T27BrbvZtqEwGzToGzTq2uR3EgzzpYIDGch+xoIBJQIBBqAwcXWKq9y7aU5SVTc5MkbXqyZtJ8mYCzdFJRGrDIDAMgqNy9IOkdZQ0HiplYQTRX7dQIJ4brFxXGnQ0WQ49NFM4SvKOLA8RpxhP4MViI8pAOHiuS9lx8dwYgWVJGQchqoy9Wy3IyvaODhr+11+SvuiiqISBPf5x0mprxZ7Wgff2lglP2oalEkF/P2F2IPrVRV0dsRNOILbwBNzZs7Ha26t2NrAQtWrp0qU0NjaycuVKbr75ZuLxOP/+7//O5s2bufjiiwFYsWIFCxcu5G//9m+57bbb6O7u5stf/jKrVq2SpKwQh8E0FCtObOf8hVP4v8++zVMbekm4JtZ+Yt22gSLHt6eZ2yrrUojJSZK2Nchw3WhBsl/fh6X1mD/QaK0J+vrw+/owG+pJn38+qXPOOSp122qNkUiQ/sB5xBefTO6ZZ8g99xyl9eux2towEomoHt5QXTwjncZsajqkD5Jt6Rhmp+LlrRn6ch7pmIVrTdzPwkOtKQchnh9S8kMMFc3mDsMoARuzTWxLYRoGplI0JR1SMbuyiIphRLNmS35AEGr8QJMplOkveHh+SL4UYhqKhGPimsYej5lruqTsJMWgRN7PV2rnTvTiZ4dKo4YSsEl6nHYSQY5kMEi9v5N4kMPSPhoIMFGE1Ps7afR3DM3CdclYjWStegat1FFL4E44pdBmtBhcwBhmGg/N4DWCESUhfJ9UKYOxc8fQonOjy0OEQyUaAtOk7DgU4wmKiSTFRIKyE4uSuq6L57p4TjSjN5zEvzAQotaYqYn7ElkpRWzhiZTWr0cfxHusI2F4AdUgkyEsFFC2jdXUSGLx+3DmzsWZPaum1xoQoha0tLTw4IMP8qUvfYkPfvCDlMtlTjzxRO677z4WL14MgGma3H///Vx77bUsXbqUZDLJypUr+epXvzrBvRdiclBKccnJHfx5R56tOwvMah79vkBrzabtOerjNkGoOXNWE8Y4LPotxESQT6k1Kn7SSQw++ih+T88+Z6wM01oT7NyJv307ZkMD6fOXkzz77APe7lhkNTVRf8klJM48k9zTT5N/fg1+dgAVi2Om05izZuG9/RalN97Aam09pIU9mpMup89qYmNPlu5MkVwpoC5mHdIqmfsShkMlC9hVqTTUmiCI5ruW/JByEKKUwjYVtmEwpz1JfcLBNBSeHxJqTVPSwbGMg06eaq3JewHbB0tsyxTpL5TJFn0U4FgGcWfXN6amYZE0LBJWAi/0KPklikGxksCttfIJwzSKnJkiZ6bocdpxwyLJYJBkMEjaz+CEJQxCAkxCpXDDElO9d5jidVEw4/RbzWStukOrgzuZDC16FhgGwVhqToch5lCC1wz8aAbv4CBm4A+VhBg5ezdK7AaWRdl1KcaT9B7DD7UQIuLMnoVyY+hiERWPH9X70kFAMDBAsHMn2vcxU0mcadOInbgQZ2gRsSO9WKoQYv/OOOMM/vu//3u/bWbOnMnvfve7ceqREMeepqTD+QvbueuZtxgolEeVSejLeSRdk2yxTFvaZWFH9ZQzEuJIq71MiADAamsjff75DNx/P+Vt2/aZgA3zecrvvIORTJBevozk0vdgT2kb597WHnvKlKhsxNKl6FIJs6kJI51GKUW5u5vcM8+Qf34N3oY3sNqnHvRPKFOuxeLOBqY3emzoydKfKxNoXZnpaqiotEDM2nN26u5CHc1wDUJNyQ/ww+g4lfWlhpK3SiksI0q/Jh2T9vok6ZhNyrWwTHVEZ/wqFRWPT7oWM5sSDBR9MgWPXCmgZ6DIQMEn1Jq4bRKzTUxDoZTCNd1o9q1O4QUeXlCiEBQpBkXQGtcPSRVL2H60AFflMTBNcqk0Zccd00/htY6S2cOP0T6XYxx6HMMQhiYfE4S7EuEKsEywjOFZx1G7SmJw+NgaPGIMEEObLSgjJBnmSA3Vu00GeWzKaA0BYAd5png5WjApGDF2mE1kzHpyRhKUQqld1WeH1+ExKuf5YM7UJDRcCuIACV4VRjV5o9m7PrFcjmQmQ6KYH6eOCiGqlTN9OlZLC0F/P8ZRStqGnkd561YIAoy6OuInn0TshIXRbNq2tqornySEEEKMt1NnNLCxp5ln39zBzrzH9MYEpqHoy3l8YEErJ3bU05h0SMeO/GLiQlQLSdrWKKUUqXPPRVk2mfvuo9zVhT11amV/WCzib9uG9n1iJ59E3fLlOLNmTVyHa9TIx7Syrb09SuiefTbZJ54g/8fn8XfswJk+/aAWcVMoWlIujUmH/rzHYNFnoFCmHETJ18GST1/Jx1CKlGvhWEO1YbWulDPwghClwDYMTEPRkHBoSTk0JJzoZ5Y6qg0E0d+YbVZmuxrj9IFQKUV93KZ+6NvR+VNS9OfLbBso0p0pkimUozq6hsIxDRzLQGtQ2iZl2TT4CgZ3oot5iiZkEwn6W5KUYnF0PIlhubR1d9Gwoxdz5w6KrksxlSawHIIQ/HBX0nU4OauGFk4bmeQc+WjoUf0H0wDHiP7t2jD8vqBYhlwRygEE5WibsduibGroP2rEsQxl4JGmX6UZUFOxtUc8LJD2B2jwd0SzcLUGfBI6S1M4iK8tCkacjFnPgJEma6TxMdEayv7w+DRaq1GDGb5fQ+3Zt8pjMfTvUEdJ6d0T07vTe9k+clslab17w92+SBh5H7vf36hzMLxtt9uPRWXsRvTYm0PJdW0YUQ1cPfp4g6XCGI8shJislG0TW7iQgYce2uv7gMMxslRV7ITjSZ51Fs7cuVL2QAghhNiNbRr81ZkzOH5qHfe98A4begZJuxaOqThtRiPzp6QPfBAhapwkbWuYUorke9+Dskz67/013pYt0UrzhTzKcbHb20l/8APEFy8+qGSiGBu7o4PGj36U+ImLGPjv/6a0aSNWaxtWU9NBHcdUiuakS3Ny188fNZp8KaB3sMT2bImebImwuCuN5ZgGCddkVipJQ9Im4ViVhb+qtQ6s1hpdLEIuR12xSLpcZpZRJqfLFMshg+WQrDYpGjZmGOAU84RhSMGJk21oZ8fxc9nR1E5Xsg6PgIAig14ezw/QTbNozuxkem8Pc7r/TN22PuwwoBSPESYTpI2QpAqI6wBbBxiWgbJNME1wLXTcif49qr9R4tBU0Wzafc16ipLoUeIWhpKCI5qOTJYOz6Tekzt0acDT09FeDruUxc33Y5ULGIEHYYkUJVroJ9SKMjY5N82gnSRnJvCUjR5K4gahJgwVQajQoUkQmoSBSRAaUTJ0REZ0ZDLbGEpKJ12IOdFYRs5CHtn1kbOV1VDWdXg28vC+4dsYlWR1dIl2DLUb0XZ4VrMa0W7kjOjKfbPrtn4AgR49psrxw2if50eJ7bIPxX0kpIcTzPlidf7/I4QYX87cOahHDHS5jBpLaZYx0J6H9+ctGPEE9ZdeQurcczFisSNybCGEEGIyMowoQdvZmOB/Xu3m0dd7WNCeZnbLsbeIujg2SSavximlSJ59Nso0yfzuAcyGeuKLFuHMnh3N/HScie7ipKaUIn7SIpzZsxh89FEGn36G0qaN2J0zMA7jsVfsKi8woylBV6ZIf94bqgdrURe3SLnVu1CXDgLCQgGdzxPm84TlcjTj03Uxkkmc6dMx6usx6+tpTibQWuP39lJ4p4tC3w5Mx8GaP5/BtmnkW6bitLZSn3DwgoDuTImtO/NsHyzhWJpkzMe0CxhKQ5BGe1DX9xbJrRuJb3odPdCLZwR4lqKYciimkrilENfTuJ7GKpdQA9koW2iZhHGXMO6iY040PfMAlFK4dpTsPFyhDgm0T940CeJpfCeOGZZJeHlSxUHiXg4rKGOhcMKQVHGA9lIOrBjE6iDZRhirw7NjlJWBF3gU/ALFoIgfligHPqFW2IaFYzhYho0mGjpEeetoQnd1Pq8ORxhGyXVvaFayGpFID4eSxX4AO3LhRHdVCFEFnJmzMOsbCDIZrJaWwzqWDkP8nh6CgQyx+fOpu/hi3Llzj1BPhRBCiMmvNe1y6eIOWlMuizsbjuh6MEJUM0naThKJM88ktnAhKh5HjSHRJI4sM5Wi7pJLiB1/PAMPPEjxjTewmpowW1oOuy6dUoqOhjgdDUd3MZRDoYOAsFhEF4uE+Ty6VBz6bbzCSMQxkilis2ZiT+/Eam3FamvFamnZ78yisFhEGcY+v3CY1zaWn8EsAC6IyoR0d1OOO+RiMBDm2VnaSW+hl67iTrKFDHogS/2AT13GJ9UziLttJ+ZgHrW9H6U1WoG2bbRjoe3oJVMN1RBQQYC2rSjJ6w5NTT2AUAf4oR9dtE+gw131aVFYRrTwWsyKEYvHiVtxYmYM27SxfQ+jsBM12AO5XvCL0XRSDRSzUBgAwyBpuhBvhGQzuGmCxBQ806LgF8mX82TLWUp+kYKfQwG24eCYNqZhs/+ErSYcLtI7VNTAUEeuFvLRZBiKmBPNIN4f09pXgWMhxLHETCVxj5tP/o/PYzY1RXGuEJVPMZuaxhTbtdYEO3YQ9G7HbG2j4cMfIXn2WRiJxNHuvhBCCDHp1MVsVpzYPtHdEGJcSdJ2EjGS8hOBiaSUwp0/n+bp0xl88kkGH3scb3jWbQ2u/Ky1hiBAl8vRpVQi9Dx0qQTBUC0ApVCxGEY8htM5HXv69KhERHMTZnMzVlPTQZfmOJI/FTViMZxZs3CAJDByCb5yUKav2EdPvoe3Mm/RW9rJlnKewJ9GcjAgMeARHyjiDpRwMnmcTAGrNFS41jIIkzG062AM5qMkb2+U5EWDNk20baItC600flCmHJYJQh9DGZjKJK5MYmYMV8UxlMLUBoYysJSBpc2h1GkZlA9qEKUUoW2j3SSq4QSMZg3eACrfB4PdUM4DGpQJoQ+D2yD7LqAwTYe45RJ30zTFGgitBJ6ZoBAWKZSK5Eo5vLJHKfTRIVE93VCjwhA1VE9hV0mBqNaBNgy0ZRAYoC0Tw3awnBim42KY1risiKZ0tIiY0iFojSIc2q53XdcapTVKh6gwiNpW7Fk518/njnq/hRC1wZ0/n/wf/oi3aWMU6xIJtB9Q2rABZ8aMvcYrXS4TDAwQZrOEXgkzXUd6xQqS55xz0OWThBBCCCHEsU2StkIcYUY8Tt2KFcSOO46BBx6g+NrrGOk01pQpVbsatNYa7XnRh8zBQcKyFyXrLBNl29HFcbGnTo1mzDY3Y9bXYzY2YDZEl1pLTNumTXuynfZkOye3nkyunCNTytBXiBK5GS9D1i+wIywThAGeX4pmASsVzbwdmlRrBBprII+bKeAM5LFyHla2iJ0tYOeKgMa2HGJ2ijqnjriTxHVi2KaDMqO6usq0UJYZXbeGHu+hWb1R4txH+2WCzABBfz/hQAa/WEL7PkrF0OEMFAVUMIgqZVChh1I+hAqNAbqEDoqEXm+UcFegDIOkZZKyLdosC+0ahLYiMA3KJmg3hpFOYSXiKNcF08EIDFQAlHzCUpkwV6Kcy1H2ihTz/fjlMoEfRLVtlYGpDJRlYbgOyo2hXQvtWKB2zUhWaNDhUFI1xAh9jNBH6QBQGEEZw/cq14cq2mKEISqMErZKjy5qO/K60nrknl3tFOxRBxdQBVmITAgRiS08kYa//AvM+voo7jU3E/T1kfndAxReegkzncZqbSUcHCTIZKIYYZmY6Trc4xfgzp2He9xxONOnTfRQhBBCCCFEDZKkrRBHiTNrFk1XXUXumWfIPvxINDOnsxMjXh1lDnQQEGazBP390exZ18FM1xFbuBBn9mys5iaMZBIjkUDF45ip1BFbjKUaJe0kSTtJR6qjss0PfUpBqVIbNutlKfgFQh1iKAOlonIGBtG/tdaVxHygAwwMknaSxlgjaefIrG4aeh5hJkOQyRAMJdmDgSx+b2+UNBjIEGZ3oAsDUM6hShkIS1iuxmpPYDfXYzY2YdanMWwwLI1haRRBVGohHP7rgw5AF0Hnh1YcG9mT6IrWCu3HCMs2XrGEVyxRLgV4BY9SPk+QKxMO+oT9IZQBX0ezdRUoy8CwFco2ojyuER121JcbSqGVwcg71yO2h8bwrF6FHjpupW9qV+GJsfLC2ij3IIQ4+sxUktT73jdqmzFtGs0rP0Hu2WcZeOj3eJs2YtTV4cycQeyEE7Cnd2JPm4aZkl8/CSGEEEKIwyNJWyGOIsNxSJ93HrHjjiPzwIMUX34JZTvYHR3RrMpxpstlgv5+/Ew/CjDSadz586IPmp0zsKe2V01SuRoM15dN2kkaaZzo7gDRc8pobcVqbd3rfq01ulAYmvFloWwL5fWjBrbCjjeh+yXIbQevGwwX3EaINYJxaM9HNXQxiAJKQutdSV+lKIc+XlDCK+QpDebxsgVKAznKAwXCHSXIeoSeHloNjKGyBkSlNypL7Y2oo1uZIRuitT905wbaVmgLMBXajlYYGy5FYeyW9BVCiMOhHIfU+9+PO28efm9vlKQdY51bIYQQQgghxkqStkKMA7ujg+aVn6DwwgvRrNuNG7CaWzCbm4/6hzwdBNFCKP39YCjMxiZS73kP7vzjcGbPwmxokA+ak4hSCpVIjF7oJp6A+g7oXAKL/hIyW6BvU5TA3bkZet8ANLh1EGsAJ3noNWmViurqDiWBbdPBthMkY42MzHtrNH7o4xWLlAcLlMseZa9E4PmUvRJe6OEH0UJtI24Ule0INQQa5WtUOYRcgJEto0ohqgQqF9W09UOPgJCyqcFSGJaFYZsYtgmGgVKyaKMQ4tDZHR3YHR0HbiiEEEIIIcQhkKStEONEWRaJM8/EPf54Bp96itxTT1N64w3sqVMx6+qO6H1prQmzWfy+PvB9zOYmUue+H/e4BbhzZsuidccy04KmOdFl/vmQ3xElcPs2wraXINcLmbfBcCDRFCVxD3EW7v4oFLZhYydsSOy9dIRGE+hg1G1G/lupEXNxtUaXA4K8R5ArEeY9/HyJwkAWL5OLZvcWCwS5Mr5fQofh8J2ACdo0wASvXDriYxVCCCGEEEIIIQ6WJG2FGGdmOk39RRcRP+lkBh9/nMKLL+Jv24Y1dSpmKnVIx9RBQJjPRwuJ5XPRjMREgtiCBcRPPYXYCSdgpo9MTVUxySSaokvnmRD8Lxh4B/o2QNdLUTmFvjeicgdmDNwUOCmwYkclkbs7hcJSYwtTSimUY2E4FnbDrlnGw1+HaK0JS2WKuRxevoCfLxEUPcJCmSDnEQ6WCHMeZAePwkiEEEIIIYQQQoiDI0lbISaIM30ajX/9MZJLz2bw8ScovvIy5XffxXBdjEQCI5lEWdauBe61Rvs+2vPQ5XL0t1gcWiBKYSQSmI2NJJacidMZLYRitbdL6QMxdqYFjTOjy7zl0SzcnZsh8w7s2AT9f47q4fqFKJFrJ8F0YHgxMGWC5YIdhyorPaCUwow5JGMOyea91yfWWpPZ9i78/Olx7p0QQgghhBBCCDGaJG2FmEBKKdw5c3BmzaK0YQOlN9+kvGUL5e5u/L4+tD+00NLQT8GxLJRtR4ndtlacjg6stilYLc1YLUM1co3qSpaJGjY8C3fa6dH1cjFK2ua2w863o1q4xX7wS0OLj5WhlAG/yIhvG6IErmFFCd7hi2FFSWLD3pX0nUhao/wihp+d2H4IIYQQQgghhBBI0laIqqAMg9iCBcQWLAAg9DyC7dsJSx6oaD9KodwYZiqJisclOSvGnx2Dhs7oMu20aJvWEPoQBhCUoDgA+V4o7IySvH4BSjnwstHM3WImalfOQVAeuq0fHUup6HiGFc3YHZnkNe3o7+HM4A39qE9BKUo0+8XoEt35rlnCQgghhBBCCCHEBJOkrRBVyHAcjGnTJrobQhyYUkMJVTtK6sbqo6TuvoQBlPNQLkQXvwjeIHi56FIajBK+uZ4oAeyXou1BGQKPyhTe4Zm5mhHbzKjWrtagg2j273BbPTTj146D6YKbhKbZUNcB8aZds4oDF/jB0XmshBBCCCGEEEKIMZKkrRBCiPFjmOCmo8uBaL0rmTuc2C0XouStDnYlcof/evkoITycnHWS0aJpdgzsRJRQjjeCWxft21tJhoGBIz9mIYQQQgghhBDiIE3KpO0dd9zBN7/5Tbq7u1m8eDHf/e53WbJkyUR3SwghxMFQCtxUdGHKRPdm0pPYKYQQQgghhBDVY9IVxfz5z3/O9ddfzy233MLatWtZvHgxF1xwAT09PRPdNSGEEKIqSewUQgghhBBCiOoy6ZK23/rWt7j66qu54oorWLhwIXfeeSeJRIIf/ehHE901IYQQoipJ7BRCCCGEEEKI6jKpkrae57FmzRqWL19e2WYYBsuXL2f16tUT2DMhhBCiOknsFEIIIYQQQojqM6lq2vb29hIEAVOmjK59OGXKFF5//fU92pdKJUqlUuV6JpMBYEAWohFCiGPS8Ou/1nqCezJ+JHYKIYQ4HMdi7DwShh8viZ9CCHHsGWvsnFRJ24N166238pWvfGWP7Z2dnRPQGyGEENUim81SX18/0d2oShI7hRBC7I3EzoPT19cHSPwUQohj2YFi56RK2ra0tGCaJtu2bRu1fdu2bbS3t+/R/sYbb+T666+vXO/v72fmzJls2bJl0r7hGBgYoLOzkz//+c/U1dVNdHeOChnj5CBjnBxqbYxaa7LZLB0dHRPdlXEjsfPAau15fChkjJODjHFyqLUxHoux80hoamoCmLTxs9aex4dCxjg5yBgnh1ob41hj56RK2jqOw+mnn87DDz/M5ZdfDkAYhjz88MNcd911e7R3XRfXdffYXl9fXxMn+XDU1dXJGCcBGePkIGOsLpPxg9P+SOwcu1p6Hh8qGePkIGOcHGppjMda7DwSDCNaXmayx89aeh4fKhnj5CBjnBxqaYxjiZ2TKmkLcP3117Ny5UrOOOMMlixZwne+8x1yuRxXXHHFRHdNCCGEqEoSO4UQQgghhBCiuky6pO1HP/pRtm/fzs0330x3dzennHIKDz744B4LrAghhBAiIrFTCCGEEEIIIarLpEvaAlx33XV7/Unngbiuyy233LLXn31OFjLGyUHGODnIGEU1kdi5bzLGyUHGODnIGMVkMdnP82QfH8gYJwsZ4+QwWceotNZ6ojshhBBCCCGEEEIIIYQQImJMdAeEEEIIIYQQQgghhBBC7CJJWyGEEEIIIYQQQgghhKgikrQVQgghhBBCCCGEEEKIKiJJ2xHuuOMOZs2aRSwW46yzzuIPf/jDRHfpkP2f//N/UEqNuhx//PGV/cVikVWrVtHc3EwqleIv/uIv2LZt2wT2+MCeeOIJLr30Ujo6OlBK8etf/3rUfq01N998M1OnTiUej7N8+XI2bNgwqs2OHTv4+Mc/Tl1dHQ0NDVx11VUMDg6O4yj270Bj/OQnP7nHeb3wwgtHtanmMd56662ceeaZpNNp2trauPzyy1m/fv2oNmN5bm7ZsoWLL76YRCJBW1sbn/vc5/B9fzyHsk9jGeN55523x3m85pprRrWp5jF+//vf5+STT6auro66ujqWLl3KAw88UNlf6+dQHByJnRI7J5rEztp/3ZXYWfvnUBwciZ0SOyeaxM7af92V2Fn753AsJGk75Oc//znXX389t9xyC2vXrmXx4sVccMEF9PT0THTXDtmJJ55IV1dX5fLUU09V9v3jP/4jv/3tb/nlL3/J448/zrvvvstHPvKRCeztgeVyORYvXswdd9yx1/233XYb//qv/8qdd97Jc889RzKZ5IILLqBYLFbafPzjH+eVV17hoYce4v777+eJJ57gU5/61HgN4YAONEaACy+8cNR5/dnPfjZqfzWP8fHHH2fVqlU8++yzPPTQQ5TLZVasWEEul6u0OdBzMwgCLr74YjzP45lnnuEnP/kJd911FzfffPNEDGkPYxkjwNVXXz3qPN52222VfdU+xunTp/P1r3+dNWvW8Pzzz/PBD36Qyy67jFdeeQWo/XMoxk5ip8TOaiCxs/ZfdyV21v45FGMnsVNiZzWQ2Fn7r7sSO2v/HI6JFlprrZcsWaJXrVpVuR4Ege7o6NC33nrrBPbq0N1yyy168eLFe93X39+vbdvWv/zlLyvbXnvtNQ3o1atXj1MPDw+g77333sr1MAx1e3u7/uY3v1nZ1t/fr13X1T/72c+01lq/+uqrGtB//OMfK20eeOABrZTS77zzzrj1fax2H6PWWq9cuVJfdtll+7xNrY2xp6dHA/rxxx/XWo/tufm73/1OG4ahu7u7K22+//3v67q6Ol0qlcZ3AGOw+xi11vrcc8/Vn/70p/d5m1obo9ZaNzY26h/+8IeT8hyKfZPYKbGz2kjsjNT6667Ezto/h2LfJHZK7Kw2Ejsjtf66K7Gz9s/h3shMW8DzPNasWcPy5csr2wzDYPny5axevXoCe3Z4NmzYQEdHB3PmzOHjH/84W7ZsAWDNmjWUy+VR4z3++OOZMWNGzY538+bNdHd3jxpTfX09Z511VmVMq1evpqGhgTPOOKPSZvny5RiGwXPPPTfufT5Ujz32GG1tbSxYsIBrr72Wvr6+yr5aG2MmkwGgqakJGNtzc/Xq1Zx00klMmTKl0uaCCy5gYGCg8o1bNdl9jMP+8z//k5aWFhYtWsSNN95IPp+v7KulMQZBwD333EMul2Pp0qWT8hyKvZPYKbGzGuPKvkjsrK3XXYmdtX8Oxd5J7JTYWY1xZV8kdtbW667Ezto/h3tjTXQHqkFvby9BEIw6kQBTpkzh9ddfn6BeHZ6zzjqLu+66iwULFtDV1cVXvvIV3ve+9/Hyyy/T3d2N4zg0NDSMus2UKVPo7u6emA4fpuF+7+0cDu/r7u6mra1t1H7LsmhqaqqZcV944YV85CMfYfbs2WzatIkvfvGLXHTRRaxevRrTNGtqjGEY8g//8A+8973vZdGiRQBjem52d3fv9TwP76smexsjwF//9V8zc+ZMOjo6+NOf/sQXvvAF1q9fz69+9SugNsb40ksvsXTpUorFIqlUinvvvZeFCxeybt26SXUOxb5J7IxI7Kx+Ejtr63VXYucutXoOxb5J7IxI7Kx+Ejtr63VXYucutXoO90WStpPURRddVPn3ySefzFlnncXMmTP5xS9+QTwen8CeicPxV3/1V5V/n3TSSZx88snMnTuXxx57jGXLlk1gzw7eqlWrePnll0fVvJps9jXGkbWeTjrpJKZOncqyZcvYtGkTc+fOHe9uHpIFCxawbt06MpkM//Vf/8XKlSt5/PHHJ7pbQhwWiZ2Tk8TO2iKxU4jaIrFzcpLYWVskdk5eUh4BaGlpwTTNPVaZ27ZtG+3t7RPUqyOroaGB4447jo0bN9Le3o7nefT3949qU8vjHe73/s5he3v7HgX+fd9nx44dNTvuOXPm0NLSwsaNG4HaGeN1113H/fffz6OPPsr06dMr28fy3Gxvb9/reR7eVy32Nca9OeusswBGncdqH6PjOMybN4/TTz+dW2+9lcWLF3P77bdPqnMo9k9iZ6SWxyuxU2Ln8L5qIbGzf1T7WjyHYv8kdkZqebwSOyV2Du+rFhI7+0e1r8VzuD+StCV6Epx++uk8/PDDlW1hGPLwww+zdOnSCezZkTM4OMimTZuYOnUqp59+OrZtjxrv+vXr2bJlS82Od/bs2bS3t48a08DAAM8991xlTEuXLqW/v581a9ZU2jzyyCOEYVh58ao1W7dupa+vj6lTpwLVP0atNddddx333nsvjzzyCLNnzx61fyzPzaVLl/LSSy+NepPw0EMPUVdXx8KFC8dnIPtxoDHuzbp16wBGncdqHuPehGFIqVSaFOdQjI3ETomd1RBXDoXEzkg1ve5K7Kz9cyjGRmKnxM5qiCuHQmJnpJpedyV21v45HJOJXAWtmtxzzz3adV1911136VdffVV/6lOf0g0NDaNWmasln/nMZ/Rjjz2mN2/erJ9++mm9fPly3dLSont6erTWWl9zzTV6xowZ+pFHHtHPP/+8Xrp0qV66dOkE93r/stmsfuGFF/QLL7ygAf2tb31Lv/DCC/rtt9/WWmv99a9/XTc0NOj77rtP/+lPf9KXXXaZnj17ti4UCpVjXHjhhfrUU0/Vzz33nH7qqaf0/Pnz9cc+9rGJGtIe9jfGbDarP/vZz+rVq1frzZs369///vf6tNNO0/Pnz9fFYrFyjGoe47XXXqvr6+v1Y489pru6uiqXfD5faXOg56bv+3rRokV6xYoVet26dfrBBx/Ura2t+sYbb5yIIe3hQGPcuHGj/upXv6qff/55vXnzZn3ffffpOXPm6Pe///2VY1T7GG+44Qb9+OOP682bN+s//elP+oYbbtBKKf0///M/WuvaP4di7CR2SuysBhI7a/91V2Jn7Z9DMXYSOyV2VgOJnbX/uiuxs/bP4VhI0naE7373u3rGjBnacRy9ZMkS/eyzz050lw7ZRz/6UT116lTtOI6eNm2a/uhHP6o3btxY2V8oFPTf/d3f6cbGRp1IJPSHP/xh3dXVNYE9PrBHH31UA3tcVq5cqbXWOgxDfdNNN+kpU6Zo13X1smXL9Pr160cdo6+vT3/sYx/TqVRK19XV6SuuuEJns9kJGM3e7W+M+Xxer1ixQre2tmrbtvXMmTP11VdfvccbvGoe497GBugf//jHlTZjeW6+9dZb+qKLLtLxeFy3tLToz3zmM7pcLo/zaPbuQGPcsmWLfv/736+bmpq067p63rx5+nOf+5zOZDKjjlPNY7zyyiv1zJkzteM4urW1VS9btqwSOLWu/XMoDo7ETomdE01iZ+2/7krsrP1zKA6OxE6JnRNNYmftv+5K7Kz9czgWSmutD32erhBCCCGEEEIIIYQQQogjSWraCiGEEEIIIYQQQgghRBWRpK0QQgghhBBCCCGEEEJUEUnaCiGEEEIIIYQQQgghRBWRpK0QQgghhBBCCCGEEEJUEUnaCiGEEEIIIYQQQgghRBWRpK0QQgghhBBCCCGEEEJUEUnaCiGEEEIIIYQQQgghRBWRpK0QQgghhBBCCCGEEEJUEUnaCiGEEEIIIYQQQgghRBWRpK0QQgghhBBCCCGEEEJUEUnaCjFJnHfeeSilUEqxbt26ie7OKJ/97Ge5/PLL97n/k5/8ZKXvv/71r8etX0IIIY5tEjuFEEKIgyOxU4jxI0lbIarQueeeWwkmjuNwwgkncPfddx/wdldffTVdXV0sWrQI2BWUrrnmmj3arlq1CqUUn/zkJ49097niiiv48pe/XLm+bt06Tj755H22v/322+nq6jri/RBCCHHskNgphBBCHByJnUJUN0naClFltNa88MIL/PM//zNdXV2sX7+eCy+8kE984hNs3rx5v7dNJBK0t7djWVZlW2dnJ/fccw+FQqGyrVgscvfddzNjxowj3v8gCLj//vv50Ic+VNn24osvsnjx4n3epr6+nvb29iPeFyGEEMcGiZ1CCCHEwZHYKUT1k6StEFVmw4YNZLNZLrzwQtrb25k9ezZXXXUVQRCwfv36gz7eaaedRmdnJ7/61a8q2371q18xY8YMTj311FFtzzvvPK677jquu+466uvraWlp4aabbkJrXWkThiG33XYb8+bNw3VdZsyYwde+9rXK/meeeQbbtjnzzDMB2Lp1K729vQCcf/75JBIJFixYwHPPPXfQYxFCCCH2RmKnEEIIcXAkdgpR/SRpK0SVWbNmDY2NjSxcuBCIgs+XvvQlXNfd70899ufKK6/kxz/+ceX6j370I6644oq9tv3JT36CZVn84Q9/4Pbbb+db3/oWP/zhDyv7b7zxRr7+9a9z00038eqrr3L33XczZcqUyv7f/OY3XHrppSilACp1ju644w6++MUv8uKLLzJjxgxuuOGGQxqLEEIIsTuJnUIIIcTBkdgpRPWzDtxECDGe1q5dSyaTIZ1OEwQBxWKReDzOnXfeSUdHxyEd82/+5m+48cYbefvttwF4+umnueeee3jsscf2aNvZ2cm3v/1tlFIsWLCAl156iW9/+9tcffXVZLNZbr/9dv7t3/6NlStXAjB37lzOOeecyu3vu+8+vv3tb1eur1u3jqamJn7xi1/Q0tICwIc+9CF+8IMfHNJYhBBCiN1J7BRCCCEOjsROIaqfJG2FqDJr165l1apV/P3f/z39/f189rOf5b3vfe9hFW5vbW3l4osv5q677kJrzcUXX1wJZLs7++yzK99WAixdupR/+Zd/IQgCXnvtNUqlEsuWLdvrbV977TXefffdUfvXrVvHZZddNur+Nm/ezLx58w55PEIIIcRIEjuFEEKIgyOxU4jqJ+URhKgya9eu5T3veQ/z5s3jjDPO4Hvf+x7f+MY3eOuttw7ruFdeeSV33XUXP/nJT7jyyisP6RjxeHy/+3/zm99w/vnnE4vFKtvWrVvH2WefPardunXrOOWUUw6pD0IIIcTuJHYKIYQQB0dipxDVT5K2QlSRN998k/7+fhYtWlTZtnDhQubOncvdd999WMe+8MIL8TyPcrnMBRdcsM92uxdqf/bZZ5k/fz6maTJ//nzi8TgPP/zwXm973333cdlll1WuZ7NZ3nzzzT0Kz0vwFEIIcaRI7BRCCCEOjsROIWqDJG2FqCJr1qzBtm2OO+64UduXLVvGvffee1jHNk2T1157jVdffRXTNPfZbsuWLVx//fWsX7+en/3sZ3z3u9/l05/+NACxWIwvfOELfP7zn+enP/0pmzZt4tlnn+U//uM/6Onp4fnnn+eSSy6pHOvFF1/ENE1OOumkyra3336bnTt3SvAUQghxREjsFEIIIQ6OxE4haoPUtBWiiqxdu5b58+fjOM6o7cuXL+fOO+9k69atTJ8+/ZCPX1dXd8A2n/jEJygUCixZsgTTNPn0pz/Npz71qcr+m266CcuyuPnmm3n33XeZOnUq11xzDb/97W9ZsmTJqBpC69atY8GCBaN+tvLCCy/Q0NDArFmzDnkcQgghxDCJnUIIIcTBkdgpRG1QWms90Z0QQhy+8847j1NOOYXvfOc7E3KMD33oQ5xzzjl8/vOfP+T7V0px7733cvnllx/yMYQQQoixktgphBBCHByJnUKMHymPIMQk8r3vfY9UKsVLL7007vd9zjnn8LGPfeyQbnvNNdeQSqWOcI+EEEKIA5PYKYQQQhwciZ1CjA+ZaSvEJPHOO+9QKBQAmDFjxh4/dRmLI/Gt6aHo6elhYGAAgKlTp5JMJsf1/oUQQhybJHYKIYQQB0dipxDjR5K2QgghhBBCCCGEEEIIUUWkPIIQQgghhBBCCCGEEEJUEUnaCiGEEEIIIYQQQgghRBWRpK0QQgghhBBCCCGEEEJUEUnaCiGEEEIIIYQQQgghRBWRpK0QQgghhBBCCCGEEEJUEUnaCiGEEEIIIYQQQgghRBWRpK0QQgghhBBCCCGEEEJUEUnaCiGEEEIIIYQQQgghRBWRpK0QQgghhBBCCCGEEEJUEUnaCiGEEEIIIYQQQgghRBWRpK0QQgghhBBCCCGEEEJUkf8fDtzmvHRiirMAAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -129,26 +173,24 @@ "# CSiBORG1\n", "r, Vmag, l, b = read_enclosed_flow(\"csiborg1\")\n", "c = cols[0]\n", - "for i in range(len(Vmag)):\n", - " axs[0].plot(r, Vmag[i], c=c, **thin_line_kwargs)\n", - " axs[1].plot(r, l[i], c=c, **thin_line_kwargs)\n", - " axs[2].plot(r, b[i], c=c, **thin_line_kwargs)\n", - "\n", - "axs[0].plot(r, np.median(Vmag, axis=0), c=c, lw=2, label=\"CB1\")\n", - "axs[1].plot(r, np.median(l, axis=0), c=c, lw=2)\n", - "axs[2].plot(r, np.median(b, axis=0), c=c, lw=2)\n", + "for i, y in enumerate([Vmag, l, b]):\n", + " ymin, ymed, ymax = np.percentile(y, [16, 50, 84], axis=0)\n", + " axs[i].fill_between(r, ymin, ymax, color=c, alpha=0.5, label=\"CB1\")\n", "\n", "# CSiBORG2\n", "r, Vmag, l, b = read_enclosed_flow(\"csiborg2_main\")\n", "c = cols[1]\n", - "for i in range(len(Vmag)):\n", - " axs[0].plot(r, Vmag[i], c=c, **thin_line_kwargs)\n", - " axs[1].plot(r, l[i], c=c, **thin_line_kwargs)\n", - " axs[2].plot(r, b[i], c=c, **thin_line_kwargs)\n", + "for i, y in enumerate([Vmag, l, b]):\n", + " ymin, ymed, ymax = np.percentile(y, [16, 50, 84], axis=0)\n", + " axs[i].fill_between(r, ymin, ymax, color=c, alpha=0.5, label=\"CB2\")\n", + "\n", + "# Manticore\n", + "r, Vmag, l, b = read_enclosed_flow(\"csiborg2X\")\n", + "c = cols[3]\n", + "for i, y in enumerate([Vmag, l, b]):\n", + " ymin, ymed, ymax = np.percentile(y, [16, 50, 84], axis=0)\n", + " axs[i].fill_between(r, ymin, ymax, color=c, alpha=0.5, label=\"Manticore\")\n", "\n", - "axs[0].plot(r, np.median(Vmag, axis=0), c=c, lw=2, label=\"CB2\")\n", - "axs[1].plot(r, np.median(l, axis=0), c=c, lw=2)\n", - "axs[2].plot(r, np.median(b, axis=0), c=c, lw=2)\n", "\n", "# Random\n", "r, Vmag, l, b = read_enclosed_flow(\"csiborg2_random\")\n", @@ -172,7 +214,7 @@ "axs[1].set_ylim(0, 360)\n", "\n", "fig.tight_layout()\n", - "fig.savefig(\"../plots/enclosed_flow.png\", dpi=450)\n", + "fig.savefig(\"../../plots/enclosed_flow.png\", dpi=450)\n", "fig.show()" ] }, @@ -294,7 +336,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.7" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/notebooks/flow/flow_calibration.ipynb b/notebooks/flow/flow_calibration.ipynb index e5bf176..e24d930 100644 --- a/notebooks/flow/flow_calibration.ipynb +++ b/notebooks/flow/flow_calibration.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -30,6 +30,7 @@ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import jax\n", + "from jax import numpy as jnp\n", "from numpyro.infer import MCMC, NUTS, init_to_median\n", "import corner\n", "from getdist import plots\n", @@ -55,23 +56,23 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2024-06-21 17:15:50.033499: reading the catalogue,\n", - "2024-06-21 17:15:50.046835: reading the interpolated field,\n", - "2024-06-21 17:15:50.056588: calculating the radial velocity.\n" + "2024-06-26 08:43:14.168393: reading the catalogue,\n", + "2024-06-26 08:43:14.224388: reading the interpolated field,\n", + "2024-06-26 08:43:14.298118: calculating the radial velocity.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "/mnt/users/rstiskalek/csiborgtools/csiborgtools/flow/flow_model.py:92: UserWarning: The number of radial steps is even. Skipping the first step at 0.0 because Simpson's rule requires an odd number of steps.\n", + "/mnt/users/rstiskalek/csiborgtools/csiborgtools/flow/flow_model.py:91: UserWarning: The number of radial steps is even. Skipping the first step at 0.0 because Simpson's rule requires an odd number of steps.\n", " warn(f\"The number of radial steps is even. Skipping the first \"\n" ] } @@ -86,9 +87,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'loaders_csiborg2X' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[2], line 8\u001b[0m\n\u001b[1;32m 6\u001b[0m cols \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39mrcParams[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124maxes.prop_cycle\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mby_key()[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcolor\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m 7\u001b[0m \u001b[38;5;66;03m# CSiBORG2\u001b[39;00m\n\u001b[0;32m----> 8\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[43mloaders_csiborg2X\u001b[49m[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mrdist\n\u001b[1;32m 9\u001b[0m y \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39masarray([loaders_csiborg2[i]\u001b[38;5;241m.\u001b[39mlos_density[k, :] \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(loaders_csiborg2X))])\n\u001b[1;32m 10\u001b[0m ylow, ymed, yhigh \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mpercentile(y, [\u001b[38;5;241m16\u001b[39m, \u001b[38;5;241m50\u001b[39m, \u001b[38;5;241m84\u001b[39m], axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m)\n", + "\u001b[0;31mNameError\u001b[0m: name 'loaders_csiborg2X' is not defined" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "ks = [i for i in range(50)]\n", "\n", @@ -148,16 +171,25 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2024-06-21 18:08:51.114971: reading the catalogue,\n", - "2024-06-21 18:08:51.122661: reading the interpolated field,\n", - "2024-06-21 18:08:51.182633: calculating the radial velocity.\n" + "2024-06-26 08:49:16.604687: reading the catalogue,\n", + "2024-06-26 08:49:16.612221: reading the interpolated field,\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2024-06-26 08:49:16.629812: calculating the radial velocity.\n", + "2024-06-26 08:49:16.637461: reading the catalogue,\n", + "2024-06-26 08:49:16.645362: reading the interpolated field,\n", + "2024-06-26 08:49:16.690361: calculating the radial velocity.\n" ] }, { @@ -174,9 +206,23 @@ "# fpath_data = \"/mnt/extraspace/rstiskalek/catalogs/A2.h5\"\n", "# fpath_data = \"/mnt/extraspace/rstiskalek/catalogs/PV_mock_CB2_17417_large.hdf5\"\n", "\n", - "simname = \"Carrick2015\"\n", - "catalogue = \"2MTF\"\n", - "loader = csiborgtools.flow.DataLoader(simname, 0, catalogue, fpath_data, paths, ksmooth=0)\n", + "simname = \"csiborg2X\"\n", + "catalogue = \"LOSS\"\n", + "loader = csiborgtools.flow.DataLoader(simname, [0], catalogue, fpath_data, paths, ksmooth=0, )\n", + "loader_mult = csiborgtools.flow.DataLoader(simname, [0, 0, 0, 0, 0], catalogue, fpath_data, paths, ksmooth=0, )\n", + "\n", + "\n", + "SN_hyperparams = {\"e_mu_mean\": 0.1, \"e_mu_std\": 0.05, \n", + " \"mag_cal_mean\": -18.25, \"mag_cal_std\": 0.5,\n", + " \"alpha_cal_mean\": 0.148, \"alpha_cal_std\": 0.05,\n", + " \"beta_cal_mean\": 3.112, \"beta_cal_std\": 1.0,\n", + " }\n", + "calibration_hyperparams = {\"Vext_std\": 250,\n", + " \"alpha_mean\": 1.0, \"alpha_std\": 0.5,\n", + " \"beta_mean\": 1.0, \"beta_std\": 0.5,\n", + " \"sigma_v_mean\": 150., \"sigma_v_std\": 100.,\n", + " \"sample_alpha\": True, \"sample_beta\": True,\n", + " }\n", "get_model_kwargs = {\"zcmb_max\": 0.05}" ] }, @@ -189,32 +235,34 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Selected 1248/1248 galaxies.\n" + "Selected 50/50 galaxies.\n", + "Selected 50/50 galaxies.\n" ] } ], "source": [ "model = csiborgtools.flow.get_model(loader, **get_model_kwargs)\n", - "model_kwargs = {\"sample_alpha\": True, \"sample_beta\": True}" + "model_mult = csiborgtools.flow.get_model(loader_mult, **get_model_kwargs)\n", + "model_kwargs = {\"distmod_hyperparams\": SN_hyperparams, \"calibration_hyperparams\": calibration_hyperparams,}" ] }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "sample: 100%|██████████| 750/750 [03:34<00:00, 3.50it/s, 7 steps of size 5.63e-01. acc. prob=0.88] \n" + "sample: 100%|██████████| 1000/1000 [01:12<00:00, 13.84it/s, 7 steps of size 3.69e-01. acc. prob=0.90] \n" ] }, { @@ -222,16 +270,17 @@ "output_type": "stream", "text": [ "\n", - " mean std median 5.0% 95.0% n_eff r_hat\n", - " Vext_x -107.14 16.03 -107.20 -132.71 -81.92 985.54 1.00\n", - " Vext_y -103.76 18.57 -103.98 -134.73 -73.43 686.42 1.01\n", - " Vext_z -114.33 17.71 -113.60 -143.50 -86.52 489.79 1.00\n", - " a -22.28 0.02 -22.28 -22.31 -22.25 647.90 1.00\n", - " alpha 1.53 0.08 1.53 1.39 1.66 872.66 1.00\n", - " b -6.28 0.09 -6.27 -6.41 -6.12 799.07 1.00\n", - " beta 0.40 0.03 0.41 0.36 0.44 718.68 1.00\n", - " e_mu_intrinsic 0.41 0.01 0.41 0.39 0.42 594.15 1.00\n", - " sigma_v 115.92 11.15 115.45 98.05 133.76 732.54 1.00\n", + " mean std median 5.0% 95.0% n_eff r_hat\n", + " Vext[0] 52.11 78.33 51.46 -79.62 181.68 411.62 1.00\n", + " Vext[1] 118.56 115.94 119.97 -59.27 312.47 324.37 1.00\n", + " Vext[2] -4.41 159.70 -12.18 -261.86 252.69 255.23 1.02\n", + " alpha 0.50 0.35 0.49 -0.02 1.07 185.82 1.00\n", + " alpha_cal 0.13 0.02 0.13 0.10 0.17 551.23 1.01\n", + " beta 1.11 0.36 1.15 0.52 1.66 197.49 1.00\n", + " beta_cal 3.56 0.23 3.56 3.16 3.90 262.57 1.00\n", + " e_mu 0.08 0.03 0.08 0.04 0.12 248.50 1.00\n", + " mag_cal -18.18 0.04 -18.19 -18.25 -18.12 313.96 1.04\n", + " sigma_v 216.41 75.53 212.88 94.54 333.95 187.59 1.00\n", "\n", "Number of divergences: 0\n" ] @@ -239,47 +288,314 @@ ], "source": [ "kernel = NUTS(model, init_strategy=init_to_median(num_samples=100))\n", - "mcmc = MCMC(kernel, num_warmup=250, num_samples=500)\n", + "mcmc = MCMC(kernel, num_warmup=500, num_samples=500)\n", "\n", "rng_key = jax.random.PRNGKey(5)\n", - "mcmc.run(rng_key, **model_kwargs)\n", + "mcmc.run(rng_key, extra_fields=(\"potential_energy\",), **model_kwargs)\n", "mcmc.print_summary()\n", "samples = mcmc.get_samples()" ] }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ - "ndata = 1248\n", - "from jax import numpy as jnp\n", - "from jax import devices\n", - "\n", - "ndevices = 2\n", - "indxs = jnp.arange(ndata).reshape(ndevices, -1)" + "from numpyro.infer import log_likelihood" ] }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "ll_single = log_likelihood(model, samples, **model_kwargs)[\"ll\"]\n", + "ll_mult = log_likelihood(model_mult, samples, **model_kwargs, )[\"ll\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Array([[ 0, 1, 2, ..., 621, 622, 623],\n", - " [ 624, 625, 626, ..., 1245, 1246, 1247]], dtype=int32)" + "Array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0.], dtype=float32)" ] }, - "execution_count": 90, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "indxs" + "ll_single - ll_mult" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Array([-374.78827, -376.5492 , -371.77686, -372.9841 , -378.55914,\n", + " -378.39984, -378.2459 , -375.273 , -377.44177, -377.93024,\n", + " -379.78754, -376.69867, -376.69543, -373.6802 , -378.27258,\n", + " -375.40875, -375.0953 , -372.4082 , -378.23706, -373.86218,\n", + " -378.33875, -376.94678, -373.83652, -378.32117, -378.96307,\n", + " -376.3273 , -378.99994, -375.4494 , -377.64166, -375.86154,\n", + " -378.59518, -380.15732, -377.50745, -380.40387, -376.8189 ,\n", + " -376.1007 , -373.51187, -377.10147, -374.32153, -374.2683 ,\n", + " -375.59872, -376.4356 , -377.2743 , -377.35114, -374.19208,\n", + " -376.06555, -380.0948 , -374.54852, -377.23047, -382.89264,\n", + " -380.85538, -378.4214 , -375.15735, -373.39212, -375.85846,\n", + " -375.65417, -376.16678, -375.97055, -378.42426, -376.42603,\n", + " -377.9259 , -372.40448, -373.42722, -374.55554, -378.3473 ,\n", + " -373.24213, -374.04 , -374.16534, -374.32443, -379.45923,\n", + " -375.31113, -378.57886, -375.84442, -377.4536 , -376.42334,\n", + " -377.72723, -376.27448, -377.9539 , -373.5795 , -374.67526,\n", + " -372.17963, -372.82324, -374.28815, -373.96506, -376.82507,\n", + " -376.93213, -375.63318, -375.7738 , -375.90573, -378.0384 ,\n", + " -378.0224 , -379.54617, -378.00513, -377.14618, -378.09073,\n", + " -375.86597, -378.58353, -375.02972, -378.62332, -375.34515,\n", + " -377.38895, -376.81897, -377.08514, -378.20892, -374.73334,\n", + " -374.945 , -374.85724, -374.56958, -375.57413, -375.072 ,\n", + " -377.19028, -377.54443, -374.5007 , -376.54013, -374.14465,\n", + " -374.65546, -375.77112, -373.91183, -374.46637, -374.3336 ,\n", + " -378.4422 , -375.58517, -376.24066, -374.48282, -376.95374,\n", + " -372.74634, -372.97794, -374.2119 , -376.01407, -378.1242 ,\n", + " -378.89832, -375.39142, -375.29816, -376.1898 , -374.10272,\n", + " -375.10376, -376.2453 , -377.4701 , -378.1543 , -373.8468 ,\n", + " -376.58026, -374.8551 , -375.1272 , -376.64966, -377.48123,\n", + " -380.61816, -378.7544 , -374.92545, -374.71252, -372.59912,\n", + " -373.55402, -373.39218, -374.92795, -373.6598 , -376.6132 ,\n", + " -377.88617, -373.76184, -378.83252, -378.48187, -378.70923,\n", + " -380.9616 , -381.7417 , -376.7549 , -379.59344, -380.48926,\n", + " -374.94775, -376.39612, -374.6676 , -379.39023, -381.8791 ,\n", + " -377.42413, -375.87958, -374.0121 , -375.43823, -372.45062,\n", + " -372.70752, -373.5069 , -375.3844 , -375.36328, -373.78485,\n", + " -376.49564, -374.79987, -375.86487, -374.06674, -377.0426 ,\n", + " -377.5667 , -379.7243 , -379.37122, -376.22632, -375.70654,\n", + " -377.56372, -377.34256, -373.73972, -377.02332, -375.53345,\n", + " -378.89685, -377.6688 , -378.84888, -383.19537, -382.12585,\n", + " -382.6466 , -376.49536, -375.93127, -377.6048 , -373.5756 ,\n", + " -375.25043, -374.0218 , -374.23123, -377.78134, -375.96564,\n", + " -378.48746, -376.1507 , -374.9716 , -373.93018, -374.73456,\n", + " -376.74103, -376.92188, -375.25317, -374.2467 , -374.29163,\n", + " -376.87674, -376.17133, -376.6051 , -376.20227, -378.027 ,\n", + " -374.63226, -373.1444 , -378.2168 , -374.78253, -377.88095,\n", + " -376.7299 , -374.00055, -374.18256, -374.50098, -377.90918,\n", + " -377.5914 , -376.723 , -375.05054, -374.03278, -372.99585,\n", + " -377.1592 , -378.5726 , -382.3648 , -381.95084, -379.8012 ,\n", + " -377.27887, -374.89774, -374.56357, -375.84525, -377.89868,\n", + " -382.2562 , -375.49042, -379.07535, -374.9853 , -376.29773,\n", + " -374.1893 , -375.35574, -380.31897, -376.27448, -376.47168,\n", + " -374.6464 , -378.147 , -375.70886, -376.68924, -375.76617,\n", + " -376.2506 , -378.01782, -382.2915 , -374.9214 , -376.70178,\n", + " -376.90546, -377.411 , -375.27643, -373.80533, -372.5861 ,\n", + " -373.1949 , -376.22168, -377.56824, -378.8287 , -375.53308,\n", + " -374.56818, -382.15012, -374.25894, -381.0781 , -374.3027 ,\n", + " -380.56134, -376.60718, -376.42545, -375.17792, -376.3213 ,\n", + " -374.37567, -373.76025, -374.4405 , -375.02045, -375.70337,\n", + " -374.74585, -375.88458, -374.74628, -374.50763, -375.70026,\n", + " -377.86438, -378.53693, -378.09235, -381.33105, -376.464 ,\n", + " -378.4175 , -378.98584, -375.14954, -378.98206, -376.01047,\n", + " -376.45996, -377.2332 , -374.2134 , -375.89975, -375.65414,\n", + " -374.02612, -372.55133, -375.69962, -374.4325 , -376.36453,\n", + " -373.98578, -375.55103, -377.81378, -377.8647 , -377.20526,\n", + " -376.3604 , -381.58832, -376.55713, -376.03836, -376.24966,\n", + " -373.95 , -379.94614, -377.0968 , -377.84164, -376.44522,\n", + " -377.85254, -378.3142 , -375.67706, -380.1999 , -376.95044,\n", + " -373.88947, -374.81598, -376.07452, -377.36395, -379.3869 ,\n", + " -375.50687, -377.68784, -376.3739 , -375.44025, -375.18735,\n", + " -376.06638, -376.60834, -376.28995, -377.0169 , -380.38916,\n", + " -379.51105, -382.0304 , -380.0194 , -378.8652 , -375.53314,\n", + " -375.5034 , -374.6402 , -376.51093, -377.72595, -380.00995,\n", + " -379.5835 , -377.2257 , -379.3488 , -379.24078, -377.37265,\n", + " -381.14996, -376.83673, -376.86017, -376.98822, -376.59003,\n", + " -377.82474, -378.2244 , -376.83997, -375.96432, -374.3552 ,\n", + " -372.27533, -380.0143 , -374.36603, -373.62616, -373.85562,\n", + " -373.1689 , -374.1674 , -373.0071 , -373.59494, -376.51263,\n", + " -373.30582, -374.53265, -374.3034 , -379.04468, -374.61243,\n", + " -376.40887, -376.2823 , -381.99615, -379.41455, -377.62433,\n", + " -376.36798, -378.97614, -375.00592, -377.91043, -377.10544,\n", + " -375.4801 , -376.89624, -374.7605 , -375.33405, -374.52933,\n", + " -375.02234, -375.1839 , -376.97693, -376.73566, -376.3647 ,\n", + " -377.85864, -376.54773, -377.09457, -379.05438, -378.02417,\n", + " -375.28592, -375.15805, -374.34442, -380.4338 , -376.1878 ,\n", + " -373.36633, -376.19815, -376.89926, -376.19022, -377.86075,\n", + " -377.2689 , -377.83676, -375.71466, -377.34888, -375.27258,\n", + " -376.75476, -377.30792, -377.51782, -379.70868, -376.17413,\n", + " -375.9779 , -377.96228, -374.87674, -373.77216, -375.6394 ,\n", + " -375.8968 , -373.49118, -373.32666, -374.5882 , -375.28967,\n", + " -375.78192, -377.6034 , -377.48282, -377.46722, -376.3749 ,\n", + " -376.20535, -376.85107, -376.78308, -376.67972, -376.1621 ,\n", + " -378.71033, -374.8225 , -377.3939 , -373.82043, -375.69586,\n", + " -377.2488 , -374.63022, -374.32742, -374.76212, -379.32126,\n", + " -379.09344, -375.42993, -378.1632 , -375.69092, -375.98285,\n", + " -377.10352, -376.98743, -374.9332 , -375.23105, -374.81265,\n", + " -374.3098 , -372.58917, -373.61246, -376.50525, -376.5714 ,\n", + " -374.68048, -375. , -375.02234, -377.66193, -379.3037 ,\n", + " -378.351 , -375.5417 , -378.686 , -376.46448, -377.3991 ,\n", + " -376.28412, -379.40198, -374.2234 , -372.92682, -376.41956], dtype=float32)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Array([391.9341 , 392.08212, 391.02206, 389.15616, 398.34534, 398.74045,\n", + " 394.00363, 394.9679 , 392.753 , 392.53403, 390.58237, 389.0428 ,\n", + " 390.0239 , 393.4534 , 392.26123, 390.88834, 389.4346 , 388.27728,\n", + " 388.42407, 390.7624 , 393.82834, 396.3672 , 393.64532, 392.78622,\n", + " 394.62543, 392.79187, 394.0692 , 394.19113, 393.68393, 393.9558 ,\n", + " 394.51782, 394.80338, 394.38104, 392.66638, 392.84058, 393.24478,\n", + " 394.0837 , 394.68433, 390.162 , 392.5648 , 390.56827, 394.7597 ,\n", + " 394.33154, 393.9468 , 391.83417, 394.58472, 394.23224, 391.1751 ,\n", + " 391.31418, 399.5129 , 394.8937 , 393.32156, 389.23395, 389.13815,\n", + " 389.2338 , 390.08365, 392.15442, 391.80756, 396.48865, 392.57013,\n", + " 392.00992, 392.81107, 391.49927, 391.80618, 395.6378 , 393.09927,\n", + " 392.07812, 389.32758, 391.35922, 393.24258, 393.46533, 391.42642,\n", + " 390.91577, 390.9773 , 389.37076, 392.87485, 393.59995, 393.8794 ,\n", + " 394.30118, 392.2907 , 390.15256, 390.99207, 391.33752, 390.59207,\n", + " 394.78662, 393.71133, 395.89343, 397.57526, 394.3614 , 395.2866 ,\n", + " 400.6802 , 393.19537, 392.35477, 395.25443, 391.1807 , 392.4784 ,\n", + " 394.2002 , 390.61996, 393.63477, 394.57047, 396.10788, 393.12854,\n", + " 394.32095, 396.66772, 394.04712, 391.67096, 391.37128, 389.3575 ,\n", + " 389.4813 , 392.70554, 391.0798 , 391.58707, 391.3387 , 392.6452 ,\n", + " 391.1168 , 391.28464, 389.49527, 391.098 , 390.07748, 391.25574,\n", + " 392.2501 , 392.58688, 393.03354, 391.07687, 392.5799 , 390.90054,\n", + " 389.83463, 389.98987, 392.46228, 390.82193, 393.27582, 393.54163,\n", + " 392.20618, 388.82373, 390.24686, 391.1798 , 390.0974 , 391.47324,\n", + " 396.02036, 393.31866, 394.73904, 393.04593, 396.20193, 392.5486 ,\n", + " 392.00214, 396.90887, 394.09827, 391.98636, 391.64633, 392.54788,\n", + " 390.28278, 391.5285 , 391.0113 , 390.20108, 391.2806 , 391.9383 ,\n", + " 394.31247, 392.9718 , 395.74432, 395.6111 , 396.32532, 396.84842,\n", + " 394.43015, 396.00247, 402.50272, 392.72025, 391.83334, 392.79337,\n", + " 396.3226 , 401.59814, 397.6963 , 395.19052, 394.43784, 392.80142,\n", + " 390.1531 , 389.4234 , 389.03558, 389.0597 , 392.2272 , 390.56104,\n", + " 394.64798, 391.2173 , 392.151 , 388.85483, 393.61578, 395.56732,\n", + " 396.60648, 393.86707, 392.8924 , 392.639 , 393.36166, 394.42212,\n", + " 392.52884, 393.4237 , 394.6955 , 392.98947, 392.58792, 394.54013,\n", + " 395.2757 , 394.46317, 396.52585, 393.2268 , 391.0806 , 390.68488,\n", + " 390.83286, 393.68234, 391.00925, 389.52612, 392.32867, 391.63733,\n", + " 392.44458, 397.25595, 392.09634, 394.46027, 392.6832 , 393.11966,\n", + " 392.70135, 392.94568, 390.5427 , 391.2181 , 390.14978, 393.05313,\n", + " 392.1329 , 395.2773 , 390.55872, 389.75958, 392.8294 , 390.34613,\n", + " 390.57422, 393.61807, 393.4588 , 392.6946 , 393.0386 , 390.5007 ,\n", + " 391.86188, 392.18567, 393.70074, 391.2875 , 389.60342, 390.3574 ,\n", + " 392.36462, 396.8469 , 395.1043 , 393.78467, 392.90707, 394.79532,\n", + " 392.64337, 392.04562, 391.07858, 393.60815, 399.3589 , 395.53397,\n", + " 392.84903, 392.6835 , 391.1862 , 391.29715, 393.18088, 396.14114,\n", + " 396.67612, 394.8662 , 395.70645, 393.47675, 396.14685, 395.2865 ,\n", + " 391.64557, 392.49634, 393.31058, 395.3479 , 390.1821 , 392.41928,\n", + " 391.62433, 394.0529 , 392.24847, 391.0419 , 391.29785, 392.43967,\n", + " 391.05963, 392.9988 , 390.8053 , 391.57315, 392.09854, 396.18353,\n", + " 393.75366, 393.8414 , 391.85266, 396.80035, 394.54794, 399.54883,\n", + " 393.41476, 390.52176, 392.8705 , 390.99615, 391.3205 , 392.70792,\n", + " 392.3243 , 389.38223, 392.36218, 392.93887, 393.47202, 391.486 ,\n", + " 390.32257, 390.8464 , 389.24442, 393.06158, 390.1328 , 394.20773,\n", + " 392.92813, 391.93857, 393.84244, 393.34424, 392.4594 , 392.7215 ,\n", + " 389.22064, 390.21176, 390.24298, 390.88086, 388.82172, 390.49158,\n", + " 390.16858, 392.40662, 393.3886 , 394.6822 , 393.8078 , 396.0063 ,\n", + " 393.62537, 392.98868, 395.08075, 394.6271 , 389.055 , 390.7642 ,\n", + " 390.36136, 394.7984 , 389.74716, 392.25842, 392.42697, 393.6167 ,\n", + " 390.31824, 391.90237, 399.44983, 393.19128, 393.52548, 392.53802,\n", + " 390.68805, 391.63797, 396.24985, 394.57785, 392.13458, 390.36664,\n", + " 390.1804 , 390.89145, 395.8922 , 396.92868, 390.8619 , 391.1419 ,\n", + " 392.4267 , 393.0737 , 397.35675, 398.8355 , 396.29037, 391.05008,\n", + " 389.4605 , 391.93326, 391.39075, 390.61874, 394.65973, 394.07922,\n", + " 394.02365, 397.24677, 397.92264, 392.71225, 393.26868, 392.57773,\n", + " 389.75055, 391.72717, 392.82794, 390.9369 , 392.5645 , 391.68805,\n", + " 393.5547 , 392.33005, 389.79407, 396.49945, 393.72034, 393.51117,\n", + " 392.1612 , 390.8545 , 390.19092, 389.54028, 390.081 , 393.38885,\n", + " 389.43814, 391.40814, 392.77875, 390.07477, 389.34094, 390.62073,\n", + " 391.42688, 396.5186 , 397.25574, 388.39703, 391.31366, 398.72787,\n", + " 391.05505, 392.2018 , 391.27768, 393.10678, 395.05096, 393.76315,\n", + " 392.66342, 392.51956, 390.97275, 390.50626, 393.93262, 391.706 ,\n", + " 390.8292 , 394.87894, 393.27704, 390.10495, 389.4763 , 388.9353 ,\n", + " 388.51953, 388.58496, 389.6656 , 394.77295, 391.35245, 391.1977 ,\n", + " 391.07584, 391.1299 , 390.0027 , 392.0007 , 392.77393, 392.88647,\n", + " 388.6409 , 392.9662 , 390.44272, 391.4916 , 389.46524, 392.48782,\n", + " 391.1928 , 391.6972 , 392.49786, 397.5695 , 391.7954 , 391.18668,\n", + " 394.03104, 391.3363 , 393.5302 , 391.74683, 389.46597, 389.0724 ,\n", + " 395.04776, 395.0067 , 394.68988, 392.55582, 391.55222, 391.8968 ,\n", + " 392.51648, 389.999 , 390.82315, 391.85864, 397.0075 , 393.12473,\n", + " 394.1504 , 388.86996, 390.43127, 393.28723, 394.8042 , 394.32358,\n", + " 394.70056, 394.62448, 393.04788, 391.87747, 392.00067, 390.53983,\n", + " 390.52933, 390.52118, 391.3734 , 389.67596, 391.80765, 391.9735 ,\n", + " 388.86786, 389.31982, 389.36093, 390.76718, 393.16095, 392.73416,\n", + " 392.00232, 391.61856, 394.8812 , 398.4053 , 398.8124 , 393.909 ,\n", + " 399.0349 , 393.04034, 390.39853, 390.08875, 389.0157 , 388.95517,\n", + " 392.23053, 390.5207 ], dtype=float32)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mcmc.get_extra_fields()[\"potential_energy\"]" ] }, { @@ -291,27 +607,185 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(774.734619140625, 755.6143798828125)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "samples = mcmc.get_samples()\n", + "csiborgtools.numpyro_gof(model, mcmc)" + ] + }, + { + "cell_type": "code", + "execution_count": 117, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "|V| = 189.18643188476562 +- 18.434009552001953\n", - "l = 328.73439952474195 +- 6.045875008151092\n", - "b = 19.147533871849525 +- 5.45638871095807\n", - "beta = 0.40421125292778015 +- 0.02472345344722271\n" + "\n", + "Reading LOSS fitted to Carrick2015 with ksmooth = 0.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BIC = 773.225037 +- 0.000000\n", + "AIC = 754.104797 +- 0.000000\n", + "logZ = -356.240234 +- 0.000000\n", + "chi2 = 1.207006 +- 0.228673\n" ] } ], "source": [ - "Vmag = np.sqrt(samples[\"Vext_x\"]**2 + samples[\"Vext_y\"]**2 + samples[\"Vext_z\"]**2)\n", + "data, names, __ = read_samples(\"LOSS\", \"Carrick2015\", 0, return_MCsamples=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "key = \"beta\"\n", "\n", - "V = np.vstack([samples[\"Vext_x\"], samples[\"Vext_y\"], samples[\"Vext_z\"]]).T\n", + "plt.figure()\n", + "plt.hist(data[:, names.index(key)], bins=\"auto\", density=1, histtype=\"step\")\n", + "plt.hist(samples[key], bins=\"auto\", density=1, histtype=\"step\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [], + "source": [ + "samples = mcmc.get_samples()" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Array([-369.51086, -369.97043, -370.17526, ..., -372.54755, -376.03503,\n", + " -374.88458], dtype=float32)" + ] + }, + "execution_count": 120, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "samples[\"ll_values\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "11" + ] + }, + "execution_count": 121, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nparam = 0\n", + "for val in samples.values():\n", + " if val.ndim == 1:\n", + " nparam += 1\n", + " elif val.ndim == 2:\n", + " nparam += val.shape[-1]\n", + " else:\n", + " raise ValueError(\"Invalid dimensionality of samples to count the number of parameters.\")\n", + " \n", + "\n", + "nparam\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "|V| = 197.8179931640625 +- 99.38513946533203\n", + "l = 213.2463176948003 +- 116.2995226818662\n", + "b = -5.31730133782022 +- 27.004291397137365\n", + "beta = 0.4450029134750366 +- 0.10768470168113708\n" + ] + } + ], + "source": [ + "Vmag = np.sqrt(samples[\"Vext\"][:, 0]**2 + samples[\"Vext\"][:, 1]**2 + samples[\"Vext\"][:, 2]**2)\n", + "\n", + "V = np.vstack([samples[\"Vext\"][:, 0], samples[\"Vext\"][:, 1], samples[\"Vext\"][:, 2]]).T\n", "V = csiborgtools.cartesian_to_radec(V)\n", "\n", - "l, b = csiborgtools.flow.radec_to_galactic(V[:, 1], V[:, 2])\n", + "l, b = csiborgtools.radec_to_galactic(V[:, 1], V[:, 2])\n", "\n", "print(f\"|V| = {np.mean(Vmag)} +- {np.std(Vmag)}\")\n", "print(f\"l = {np.mean(l)} +- {np.std(l)}\")\n", @@ -322,34 +796,14 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 123, "metadata": {}, "outputs": [ { "data": { + "image/png": "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", "text/plain": [ - "[CpuDevice(id=0)]" - ] - }, - "execution_count": 81, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "jax.devices()" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -371,11 +825,48 @@ " data.append(samples[\"h\"])\n", " labels.append(r\"$h$\")\n", "\n", + "if \"sigma_v\" in samples:\n", + " data.append(samples[\"sigma_v\"])\n", + " labels.append(r\"$\\sigma_v$\")\n", + "\n", "data = np.vstack(data).T\n", "fig = corner.corner(data, labels=labels, show_titles=True, title_fmt=\".3f\", title_kwargs={\"fontsize\": 12}, smooth=1)\n", "fig.savefig(f\"../../plots/mock_{simname}_{catalogue}.png\", dpi=500, bbox_inches=\"tight\")" ] }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Reading Pantheon+ fitted to csiborg2_main with ksmooth = 0.\n", + "BIC = 10055.604150 +- 27.237237\n", + "AIC = 10010.412744 +- 27.237237\n", + "logZ = -5000.136133 +- 23.062465\n", + "chi2 = 0.985968 +- 0.117400\n", + "Removed no burn in\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 125, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "read_samples(\"Pantheon+\", \"csiborg2_main\", 0, return_MCsamples=True)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -404,18 +895,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 126, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Reading LOSS fitted to Carrick2015 with ksmooth = 0.\n", + "BIC = 773.225037 +- 0.000000\n", + "AIC = 754.104797 +- 0.000000\n", + "logZ = -356.240234 +- 0.000000\n", + "chi2 = 1.207006 +- 0.228673\n", + "Removed no burn in\n" + ] + } + ], "source": [ "LOSS_Carrick_0 = read_samples(\"LOSS\", \"Carrick2015\", 0, return_MCsamples=True)\n", - "LOSS_Carrick_1 = read_samples(\"LOSS\", \"Carrick2015\", 1, return_MCsamples=True)\n", + "# LOSS_Carrick_1 = read_samples(\"LOSS\", \"Carrick2015\", 1, return_MCsamples=True)\n", "\n", - "LOSS_CB1_0 = read_samples(\"LOSS\", \"csiborg1\", 0, return_MCsamples=True)\n", - "LOSS_CB1_1 = read_samples(\"LOSS\", \"csiborg1\", 1, return_MCsamples=True)\n", + "# LOSS_CB1_0 = read_samples(\"LOSS\", \"csiborg1\", 0, return_MCsamples=True)\n", + "# LOSS_CB1_1 = read_samples(\"LOSS\", \"csiborg1\", 1, return_MCsamples=True)\n", "\n", - "LOSS_CB2_0 = read_samples(\"LOSS\", \"csiborg2_main\", 0, return_MCsamples=True)\n", - "LOSS_CB2_1 = read_samples(\"LOSS\", \"csiborg2_main\", 1, return_MCsamples=True)" + "# LOSS_CB2_0 = read_samples(\"LOSS\", \"csiborg2_main\", 0, return_MCsamples=True)\n", + "# LOSS_CB2_1 = read_samples(\"LOSS\", \"csiborg2_main\", 1, return_MCsamples=True)" ] }, { @@ -603,9 +1108,58 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Reading 2MTF fitted to Carrick2015 with ksmooth = 0.\n", + "BIC = 19517.031250 +- 0.000000\n", + "AIC = 19470.867188 +- 0.000000\n", + "logZ = -9731.227539 +- 0.000000\n", + "chi2 = 0.000000 +- 0.000000\n", + "Removed no burn in\n", + "\n", + "Reading 2MTF fitted to Carrick2015 with ksmooth = 1.\n", + "BIC = 19632.685547 +- 0.000000\n", + "AIC = 19586.521484 +- 0.000000\n", + "logZ = -9788.892578 +- 0.000000\n", + "chi2 = 0.000000 +- 0.000000\n", + "Removed no burn in\n", + "\n", + "Reading 2MTF fitted to csiborg1 with ksmooth = 0.\n", + "BIC = 19922.607596 +- 33.988735\n", + "AIC = 19876.443533 +- 33.988735\n", + "logZ = -9934.180538 +- 17.010780\n", + "chi2 = 0.000000 +- 0.000000\n", + "Removed no burn in\n", + "\n", + "Reading 2MTF fitted to csiborg1 with ksmooth = 1.\n", + "BIC = 19840.144473 +- 31.749545\n", + "AIC = 19793.980411 +- 31.749545\n", + "logZ = -9891.951984 +- 16.078607\n", + "chi2 = 0.000000 +- 0.000000\n", + "Removed no burn in\n", + "\n", + "Reading 2MTF fitted to csiborg2_main with ksmooth = 0.\n", + "BIC = 19248.799609 +- 38.583873\n", + "AIC = 19202.635547 +- 38.583873\n", + "logZ = -9598.394336 +- 19.251815\n", + "chi2 = 0.000000 +- 0.000000\n", + "Removed no burn in\n", + "\n", + "Reading 2MTF fitted to csiborg2_main with ksmooth = 1.\n", + "BIC = 19167.596582 +- 20.190445\n", + "AIC = 19121.432520 +- 20.190445\n", + "logZ = -9555.558252 +- 9.820362\n", + "chi2 = 0.000000 +- 0.000000\n", + "Removed no burn in\n" + ] + } + ], "source": [ "TWOMTF_Carrick_0 = read_samples(\"2MTF\", \"Carrick2015\", 0, return_MCsamples=True)\n", "TWOMTF_Carrick_1 = read_samples(\"2MTF\", \"Carrick2015\", 1, return_MCsamples=True)\n", @@ -1022,7 +1576,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.11.7" } }, "nbformat": 4, diff --git a/scripts/field_bulk.py b/scripts/field_bulk.py index 4aa5b09..1b6de90 100644 --- a/scripts/field_bulk.py +++ b/scripts/field_bulk.py @@ -25,7 +25,7 @@ from os.path import join from gc import collect import csiborgtools -import numpy +import numpy as np from tqdm import tqdm from datetime import datetime @@ -101,7 +101,7 @@ def get_particles(reader, boxsize, get_velocity=True, verbose=True): pos = reader.coordinates() dtype = pos.dtype pos -= boxsize / 2 - dist = numpy.linalg.norm(pos, axis=1).astype(dtype) + dist = np.linalg.norm(pos, axis=1).astype(dtype) del pos collect() @@ -116,7 +116,7 @@ def get_particles(reader, boxsize, get_velocity=True, verbose=True): if verbose: print(f"{t()}: sorting arrays.") - indxs = numpy.argsort(dist) + indxs = np.argsort(dist) dist = dist[indxs] mass = mass[indxs] if get_velocity: @@ -140,10 +140,10 @@ def main_borg(args, folder): paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring) boxsize = csiborgtools.simname2boxsize(args.simname) nsims = paths.get_ics(args.simname) - distances = numpy.linspace(0, boxsize / 2, 101)[1:] + distances = np.linspace(0, boxsize / 2, 101)[1:] - cumulative_mass = numpy.zeros((len(nsims), len(distances))) - cumulative_volume = numpy.zeros((len(nsims), len(distances))) + cumulative_mass = np.zeros((len(nsims), len(distances))) + cumulative_volume = np.zeros((len(nsims), len(distances))) for i, nsim in enumerate(tqdm(nsims, desc="Simulations")): if args.simname == "borg1": reader = csiborgtools.read.BORG1Field(nsim) @@ -160,21 +160,21 @@ def main_borg(args, folder): # Finally save the output fname = f"enclosed_mass_{args.simname}.npz" fname = join(folder, fname) - numpy.savez(fname, enclosed_mass=cumulative_mass, distances=distances, - enclosed_volume=cumulative_volume) + np.savez(fname, enclosed_mass=cumulative_mass, distances=distances, + enclosed_volume=cumulative_volume) def main_csiborg(args, folder): paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring) boxsize = csiborgtools.simname2boxsize(args.simname) nsims = paths.get_ics(args.simname) - distances = numpy.linspace(0, boxsize / 2, 501)[1:] + distances = np.linspace(0, boxsize / 2, 501)[1:] # Initialize arrays to store the results - cumulative_mass = numpy.zeros((len(nsims), len(distances))) - mass135 = numpy.zeros(len(nsims)) - masstot = numpy.zeros(len(nsims)) - cumulative_velocity = numpy.zeros((len(nsims), len(distances), 3)) + cumulative_mass = np.zeros((len(nsims), len(distances))) + mass135 = np.zeros(len(nsims)) + masstot = np.zeros(len(nsims)) + cumulative_velocity = np.zeros((len(nsims), len(distances), 3)) for i, nsim in enumerate(tqdm(nsims, desc="Simulations")): reader = get_reader(args.simname, paths, nsim) @@ -185,7 +185,7 @@ def main_csiborg(args, folder): rdist, mass, distances) mass135[i] = csiborgtools.field.particles_enclosed_mass( rdist, mass, [135])[0] - masstot[i] = numpy.sum(mass) + masstot[i] = np.sum(mass) # Calculate velocities cumulative_velocity[i, ...] = csiborgtools.field.particles_enclosed_momentum( # noqa @@ -196,19 +196,61 @@ def main_csiborg(args, folder): # Finally save the output fname = f"enclosed_mass_{args.simname}.npz" fname = join(folder, fname) - numpy.savez(fname, enclosed_mass=cumulative_mass, mass135=mass135, - masstot=masstot, distances=distances, - cumulative_velocity=cumulative_velocity) + np.savez(fname, enclosed_mass=cumulative_mass, mass135=mass135, + masstot=masstot, distances=distances, + cumulative_velocity=cumulative_velocity) + + +def main_csiborg2X(args, folder): + """Bulk flow in the Manticore boxes provided by Stuart.""" + paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring) + boxsize = csiborgtools.simname2boxsize(args.simname) + nsims = paths.get_ics(args.simname) + distances = np.linspace(0, boxsize / 2, 101)[1:] + + cumulative_mass = np.zeros((len(nsims), len(distances))) + cumulative_volume = np.zeros((len(nsims), len(distances))) + cumulative_vel_x = np.zeros((len(nsims), len(distances))) + cumulative_vel_y = np.zeros_like(cumulative_vel_x) + cumulative_vel_z = np.zeros_like(cumulative_vel_x) + for i, nsim in enumerate(tqdm(nsims, desc="Simulations")): + reader = csiborgtools.read.CSiBORG2XField(nsim, paths) + + density_field = reader.density_field() + velocity_field = reader.velocity_field() + + cumulative_mass[i, :], cumulative_volume[i, :] = csiborgtools.field.field_enclosed_mass( # noqa + density_field, distances, boxsize, verbose=False) + + cumulative_vel_x[i, :], __ = csiborgtools.field.field_enclosed_mass( + velocity_field[0], distances, boxsize, verbose=False) + cumulative_vel_y[i, :], __ = csiborgtools.field.field_enclosed_mass( + velocity_field[1], distances, boxsize, verbose=False) + cumulative_vel_z[i, :], __ = csiborgtools.field.field_enclosed_mass( + velocity_field[2], distances, boxsize, verbose=False) + + cumulative_vel = np.stack( + [cumulative_vel_x, cumulative_vel_y, cumulative_vel_z], axis=-1) + cumulative_vel /= cumulative_volume[..., None] + + # Finally save the output + fname = f"enclosed_mass_{args.simname}.npz" + fname = join(folder, fname) + np.savez(fname, enclosed_mass=cumulative_mass, distances=distances, + cumulative_velocity=cumulative_vel, + enclosed_volume=cumulative_volume) if __name__ == "__main__": parser = ArgumentParser() parser.add_argument("--simname", type=str, help="Simulation name.", - choices=["csiborg1", "csiborg2_main", "csiborg2_varysmall", "csiborg2_random", "borg1", "borg2", "borg2_all"]) # noqa + choices=["csiborg1", "csiborg2_main", "csiborg2_varysmall", "csiborg2_random", "borg1", "borg2", "borg2_all", "csiborg2X"]) # noqa args = parser.parse_args() folder = "/mnt/extraspace/rstiskalek/csiborg_postprocessing/field_shells" - if "csiborg" in args.simname: + if args.simname == "csiborg2X": + main_csiborg2X(args, folder) + elif "csiborg" in args.simname: main_csiborg(args, folder) elif "borg" in args.simname: main_borg(args, folder) diff --git a/scripts/field_bulk.sh b/scripts/field_bulk.sh index d938ab5..5d95757 100755 --- a/scripts/field_bulk.sh +++ b/scripts/field_bulk.sh @@ -1,6 +1,6 @@ nthreads=1 memory=12 -on_login=0 +on_login=1 queue="berg" env="/mnt/zfsusers/rstiskalek/csiborgtools/venv_csiborg/bin/python" file="field_bulk.py" diff --git a/scripts/flow_validation.py b/scripts/flow_validation.py index 3e08e51..2756fd7 100644 --- a/scripts/flow_validation.py +++ b/scripts/flow_validation.py @@ -14,166 +14,185 @@ # 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. """ Script to run the PV validation model on various catalogues and simulations. -The script is MPI parallelized over the IC realizations. +The script is not MPI parallelised, instead it is best run on a GPU. """ -from argparse import ArgumentParser -from datetime import datetime -from os import makedirs, remove, rmdir -from os.path import exists, join - -import csiborgtools -import jax -import numpy as np -from h5py import File -from mpi4py import MPI -from numpyro.infer import MCMC, NUTS, init_to_sample -from taskmaster import work_delegation # noqa +from argparse import ArgumentParser, ArgumentTypeError -def get_model(args, nsim_iterator, get_model_kwargs): - """ - Load the data and create the NumPyro model. +def none_or_int(value): + if value.lower() == "none": + return None + try: + return int(value) + except ValueError: + raise ArgumentTypeError(f"Invalid value: {value}. Must be an integer or 'none'.") # noqa - Parameters - ---------- - args : argparse.Namespace - Command line arguments. - nsim_iterator : int - Simulation index, not the IC index. Ranges from 0, ... . - get_model_kwargs : dict - Keyword arguments for reading in the data for the model - (`csiboorgtools.flow.get_model`). - Returns - ------- - numpyro model - """ +def parse_args(): + parser = ArgumentParser() + parser.add_argument("--simname", type=str, required=True, + help="Simulation name.") + parser.add_argument("--catalogue", type=str, required=True, + help="PV catalogue.") + parser.add_argument("--ksmooth", type=int, default=1, + help="Smoothing index.") + parser.add_argument("--ksim", type=none_or_int, default=None, + help="IC iteration number. If 'None', all IC realizations are used.") # noqa + parser.add_argument("--ndevice", type=int, default=1, + help="Number of devices to request.") + parser.add_argument("--device", type=str, default="cpu", + help="Device to use.") + return parser.parse_args() + + +ARGS = parse_args() +# This must be done before we import JAX etc. +from numpyro import set_host_device_count, set_platform # noqa +set_platform(ARGS.device) # noqa +set_host_device_count(ARGS.ndevice) # noqa + +import sys # noqa +from os.path import join # noqa + +import jax # noqa +from h5py import File # noqa +from mpi4py import MPI # noqa +from numpyro.infer import MCMC, NUTS, init_to_median # noqa + +import csiborgtools # noqa + + +def print_variables(names, variables): + for name, variable in zip(names, variables): + print(f"{name:<20} {variable}", flush=True) + print(flush=True) + + +def get_model(paths, get_model_kwargs, verbose=True): + """Load the data and create the NumPyro model.""" + paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring) folder = "/mnt/extraspace/rstiskalek/catalogs/" - if args.catalogue == "A2": + + nsims = paths.get_ics(ARGS.simname) + if ARGS.ksim is None: + nsim_iterator = [i for i in range(len(nsims))] + else: + nsim_iterator = [ARGS.ksim] + nsims = [nsims[ARGS.ksim]] + + if verbose: + print(f"{'Simulation:':<20} {ARGS.simname}") + print(f"{'Catalogue:':<20} {ARGS.catalogue}") + print(f"{'Num. realisations:':<20} {len(nsims)}") + print(flush=True) + + if ARGS.catalogue == "A2": fpath = join(folder, "A2.h5") - elif args.catalogue in ["LOSS", "Foundation", "Pantheon+", "SFI_gals", + elif ARGS.catalogue in ["LOSS", "Foundation", "Pantheon+", "SFI_gals", "2MTF", "SFI_groups", "SFI_gals_masked", "Pantheon+_groups", "Pantheon+_groups_zSN", "Pantheon+_zSN"]: fpath = join(folder, "PV_compilation.hdf5") - elif "CB2_" in args.catalogue: - kind = args.catalogue.split("_")[-1] - fpath = join(folder, f"PV_mock_CB2_17417_{kind}.hdf5") else: - raise ValueError(f"Unknown catalogue: `{args.catalogue}`.") + raise ValueError(f"Unsupported catalogue: `{ARGS.catalogue}`.") - loader = csiborgtools.flow.DataLoader(args.simname, nsim_iterator, - args.catalogue, fpath, paths, - ksmooth=args.ksmooth) + loader = csiborgtools.flow.DataLoader(ARGS.simname, nsim_iterator, + ARGS.catalogue, fpath, paths, + ksmooth=ARGS.ksmooth) return csiborgtools.flow.get_model(loader, **get_model_kwargs) -def run_model(model, nsteps, nburn, nchains, nsim, dump_folder, - model_kwargs, show_progress=True): - """ - Run the NumPyro model and save the thinned samples to a temporary file. +def get_harmonic_evidence(samples, log_posterior, nchains_harmonic, epoch_num): + """Compute evidence using the `harmonic` package.""" + data, names = csiborgtools.dict_samples_to_array(samples) + data = data.reshape(nchains_harmonic, -1, len(names)) + log_posterior = log_posterior.reshape(10, -1) - Parameters - ---------- - model : jax.numpyro.Primitive - Model to be run. - nsteps : int - Number of steps. - nburn : int - Number of burn-in steps. - nchains : int - Number of chains. - nsim : int - Simulation index. - dump_folder : str - Folder where the temporary files are stored. - show_progress : bool - Whether to show the progress bar. + return csiborgtools.harmonic_evidence( + data, log_posterior, return_flow_samples=False, epochs_num=epoch_num) - Returns - ------- - None - """ - nuts_kernel = NUTS(model, init_strategy=init_to_sample) - mcmc = MCMC(nuts_kernel, num_warmup=nburn, num_samples=nsteps, - chain_method="sequential", num_chains=nchains, - progress_bar=show_progress) - rng_key = jax.random.PRNGKey(42) - mcmc.run(rng_key, **model_kwargs) - if show_progress: - print(f"Summary of the MCMC run of simulation indexed {nsim}:") - mcmc.print_summary() - - samples = mcmc.get_samples() - thinned_samples = csiborgtools.thin_samples_by_acl(samples) - - # Calculate the chi2 - keys = list(thinned_samples.keys()) - nsamples = len(thinned_samples[keys[0]]) +def run_model(model, nsteps, nburn, model_kwargs, out_folder, sample_beta, + calculate_evidence, nchains_harmonic, epoch_num, kwargs_print): + """Run the NumPyro model and save output to a file.""" try: - zobs_mean, zobs_std = model.predict_zobs(thinned_samples) - nu = model.ndata - len(keys) - chi2 = [np.sum((zobs_mean[:, i] - model._z_obs)**2 / zobs_std[:, i]**2) / nu # noqa - for i in range(nsamples)] - except NotImplementedError: - chi2 = [0. for _ in range(nsamples)] + ndata = model.ndata + except AttributeError as e: + raise AttributeError("The model must have an attribute `ndata` " + "indicating the number of data points.") from e - gof = csiborgtools.numpyro_gof(model, mcmc, model_kwargs) + nuts_kernel = NUTS(model, init_strategy=init_to_median(num_samples=1000)) + mcmc = MCMC(nuts_kernel, num_warmup=nburn, num_samples=nsteps) + rng_key = jax.random.PRNGKey(42) - # Save the samples to the temporary folder. - fname = join(dump_folder, f"samples_{nsim}.npz") - np.savez(fname, **thinned_samples, **gof, chi2=chi2) + mcmc.run(rng_key, extra_fields=("potential_energy",), **model_kwargs) + samples = mcmc.get_samples() + log_posterior = -mcmc.get_extra_fields()["potential_energy"] + log_likelihood = samples.pop("ll_values") + if log_likelihood is None: + raise ValueError("The samples must contain the log likelihood values under the key `ll_values`.") # noqa -def combine_from_simulations(catalogue_name, simname, nsims, outfolder, - dumpfolder, ksmooth): - """ - Combine the results from individual simulations into a single file. + BIC, AIC = csiborgtools.BIC_AIC(samples, log_likelihood, ndata) + print(f"{'BIC':<20} {BIC}") + print(f"{'AIC':<20} {AIC}") + mcmc.print_summary() - Parameters - ---------- - catalogue_name : str - Catalogue name. - simname : str - Simulation name. - nsims : list - List of IC realisations. - outfolder : str - Output folder. - dumpfolder : str - Dumping folder where the temporary files are stored. - ksmooth : int - Smoothing index. + if calculate_evidence: + print("Calculating the evidence using `harmonic`.", flush=True) + ln_evidence, ln_evidence_err = get_harmonic_evidence( + samples, log_posterior, nchains_harmonic, epoch_num) + print(f"{'ln(Z)':<20} {ln_evidence}") + print(f"{'ln(Z) error':<20} {ln_evidence_err}") + else: + ln_evidence = jax.numpy.nan + ln_evidence_err = (jax.numpy.nan, jax.numpy.nan) - Returns - ------- - None - """ - fname_out = join( - outfolder, - f"flow_samples_{catalogue_name}_{simname}_smooth_{ksmooth}.hdf5") - print(f"Combining results from invidivual simulations to `{fname_out}`.") + fname = f"samples_{ARGS.simname}_{ARGS.catalogue}_ksmooth{ARGS.ksmooth}.hdf5" # noqa + if ARGS.ksim is not None: + fname = fname.replace(".hdf5", f"_nsim{ARGS.ksim}.hdf5") - if exists(fname_out): - remove(fname_out) + if sample_beta: + fname = fname.replace(".hdf5", "_sample_beta.hdf5") - for nsim in nsims: - fname = join(dumpfolder, f"samples_{nsim}.npz") - data = np.load(fname) + fname = join(out_folder, fname) + print(f"Saving results to `{fname}`.") + with File(fname, "w") as f: + # Write samples + grp = f.create_group("samples") + for key, value in samples.items(): + grp.create_dataset(key, data=value) - with File(fname_out, 'a') as f: - grp = f.create_group(f"sim_{nsim}") - for key in data.files: - grp.create_dataset(key, data=data[key]) + # Write log likelihood and posterior + f.create_dataset("log_likelihood", data=log_likelihood) + f.create_dataset("log_posterior", data=log_posterior) - # Remove the temporary file. - remove(fname) + # Write goodness of fit + grp = f.create_group("gof") + grp.create_dataset("BIC", data=BIC) + grp.create_dataset("AIC", data=AIC) + grp.create_dataset("lnZ", data=ln_evidence) + grp.create_dataset("lnZ_err", data=ln_evidence_err) + + fname_summary = fname.replace(".hdf5", ".txt") + print(f"Saving summary to `{fname_summary}`.") + with open(fname_summary, 'w') as f: + original_stdout = sys.stdout + sys.stdout = f + + print("User parameters:") + for kwargs in kwargs_print: + print_variables(kwargs.keys(), kwargs.values()) + + print("HMC summary:") + print(f"{'BIC':<20} {BIC}") + print(f"{'AIC':<20} {AIC}") + print(f"{'ln(Z)':<20} {ln_evidence}") + print(f"{'ln(Z) error':<20} {ln_evidence_err}") + mcmc.print_summary(exclude_deterministic=False) + sys.stdout = original_stdout - # Remove the dumping folder. - rmdir(dumpfolder) - print("Finished combining results.") ############################################################################### # Command line interface # @@ -181,52 +200,68 @@ def combine_from_simulations(catalogue_name, simname, nsims, outfolder, if __name__ == "__main__": - parser = ArgumentParser() - parser.add_argument("--simname", type=str, required=True, - help="Simulation name.") - parser.add_argument("--catalogue", type=str, required=True, - help="PV catalogue.") - parser.add_argument("--ksmooth", type=int, required=True, - help="Smoothing index.") - parser.add_argument("--nchains", type=int, default=4, - help="Number of chains.") - parser.add_argument("--nsteps", type=int, default=2500, - help="Number of post burn-n steps.") - parser.add_argument("--nburn", type=int, default=500, - help="Number of burn-in steps.") - args = parser.parse_args() - - comm = MPI.COMM_WORLD - rank, size = comm.Get_rank(), comm.Get_size() - out_folder = "/mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity" # noqa - paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring) - nsims = paths.get_ics(args.simname) + out_folder = "/mnt/extraspace/rstiskalek/csiborg_postprocessing/peculiar_velocity" # noqa + print(f"{'Num. devices:':<20} {jax.device_count()}") + print(f"{'Devices:':<20} {jax.devices()}") - get_model_kwargs = {"zcmb_max": 0.06} - model_kwargs = {"sample_alpha": True, "sample_beta": True} - if "CB2_" in args.catalogue: - model_kwargs["sample_h"] = False + ########################################################################### + # Fixed user parameters # + ########################################################################### - # Create the dumping folder. - if comm.Get_rank() == 0: - dump_folder = join(out_folder, - f"temp_{str(datetime.now())}".replace(" ", "_")) - print(f"Creating folder `{dump_folder}`.") - makedirs(dump_folder) + nsteps = 5000 + nburn = 500 + zcmb_max = 0.06 + sample_alpha = True + sample_beta = True + calculate_evidence = False + nchains_harmonic = 10 + num_epochs = 30 + + if nsteps % nchains_harmonic != 0: + raise ValueError("The number of steps must be divisible by the number of chains.") # noqa + + main_params = {"nsteps": nsteps, "nburn": nburn, "zcmb_max": zcmb_max, + "sample_alpha": sample_alpha, "sample_beta": sample_beta, + "calculate_evidence": calculate_evidence, + "nchains_harmonic": nchains_harmonic, + "num_epochs": num_epochs} + print_variables(main_params.keys(), main_params.values()) + + calibration_hyperparams = {"Vext_std": 250, + "alpha_mean": 1.0, "alpha_std": 0.5, + "beta_mean": 1.0, "beta_std": 0.5, + "sigma_v_mean": 200., "sigma_v_std": 100., + "sample_alpha": sample_alpha, + "sample_beta": sample_beta, + } + print_variables( + calibration_hyperparams.keys(), calibration_hyperparams.values()) + + if ARGS.catalogue in ["LOSS", "Foundation", "Pantheon+", "Pantheon+_groups"]: # noqa + distmod_hyperparams = {"e_mu_mean": 0.1, "e_mu_std": 0.05, + "mag_cal_mean": -18.25, "mag_cal_std": 0.5, + "alpha_cal_mean": 0.148, "alpha_cal_std": 0.05, + "beta_cal_mean": 3.112, "beta_cal_std": 1.0, + } + elif ARGS.catalogue in ["SFI_gals", "2MTF"]: + distmod_hyperparams = {"e_mu_mean": 0.3, "e_mu_std": 0.15, + "a_mean": -21., "a_std": 0.5, + "b_mean": -5.95, "b_std": 0.25, + } else: - dump_folder = None - dump_folder = comm.bcast(dump_folder, root=0) + raise ValueError(f"Unsupported catalogue: `{ARGS.catalogue}`.") - def main(i): - model = get_model(args, i, get_model_kwargs) - run_model(model, args.nsteps, args.nburn, args.nchains, nsims[i], - dump_folder, model_kwargs, show_progress=size == 1) + print_variables( + distmod_hyperparams.keys(), distmod_hyperparams.values()) - work_delegation(main, [i for i in range(len(nsims))], comm, - master_verbose=True) - comm.Barrier() + kwargs_print = (main_params, calibration_hyperparams, distmod_hyperparams) + ########################################################################### - if rank == 0: - combine_from_simulations(args.catalogue, args.simname, nsims, - out_folder, dump_folder, args.ksmooth) + model_kwargs = {"calibration_hyperparams": calibration_hyperparams, + "distmod_hyperparams": distmod_hyperparams} + get_model_kwargs = {"zcmb_max": zcmb_max} + + model = get_model(paths, get_model_kwargs, ) + run_model(model, nsteps, nburn, model_kwargs, out_folder, sample_beta, + calculate_evidence, nchains_harmonic, num_epochs, kwargs_print) diff --git a/scripts/flow_validation.sh b/scripts/flow_validation.sh index ee60ffa..a3cb7ae 100755 --- a/scripts/flow_validation.sh +++ b/scripts/flow_validation.sh @@ -1,25 +1,40 @@ -memory=4 -on_login=0 -nthreads=${1} -ksmooth=${2} +#!/bin/bash +memory=8 +on_login=${1} +ndevice=1 -queue="berg" -env="/mnt/users/rstiskalek/csiborgtools/venv_csiborg/bin/python" +device="gpu" +queue="gpulong" +gputype="rtx2080with12gb" +env="/mnt/users/rstiskalek/csiborgtools/venv_gpu_csiborgtools/bin/python" file="flow_validation.py" - -#"Pantheon+_zSN" -catalogue="Pantheon+_groups" -simname="Carrick2015" +ksmooth=0 -pythoncm="$env $file --catalogue $catalogue --simname $simname --ksmooth $ksmooth" -if [ $on_login -eq 1 ]; then - echo $pythoncm - $pythoncm -else - cm="addqueue -q $queue -n $nthreads -m $memory $pythoncm" - echo "Submitting:" - echo $cm - echo - eval $cm +if [ "$on_login" != "1" ] && [ "$on_login" != "0" ]; then + echo "Invalid input: 'on_login' (1). Please provide 1 or 0." + exit 1 fi + +# Submit a job for each combination of simname, catalogue, ksim +for simname in "csiborg2_main"; do + for catalogue in "2MTF"; do + # for ksim in 0 1 2; do + for ksim in 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 "none"; do + # for ksim in 0; do + pythoncm="$env $file --catalogue $catalogue --simname $simname --ksim $ksim --ksmooth $ksmooth --ndevice $ndevice --device $device" + + if [ $on_login -eq 1 ]; then + echo $pythoncm + $pythoncm + else + cm="addqueue -q $queue -s -m $memory --gpus 1 --gputype $gputype $pythoncm" + echo "Submitting:" + echo $cm + eval $cm + fi + echo + sleep 0.05 + done + done +done diff --git a/setup.py b/setup.py index 7ce570c..eb7649a 100644 --- a/setup.py +++ b/setup.py @@ -3,15 +3,18 @@ from setuptools import find_packages, setup BUILD_REQ = ["numpy", "scipy"] INSTALL_REQ = BUILD_REQ INSTALL_REQ += [ - "numba", - "tqdm", - "healpy", - "astropy", - "scikit-learn", - "h5py", - "pynbody", - "joblib", - ] + "astropy", + "colossus", + "h5py", + "healpy", + "joblib", + "mpi4py", + "numba", + "numpyro", + "quadax", + "scikit-learn", + "tqdm", +] setup( name="csiborgtools",