diff --git a/cosipy/response/DetectorResponse.py b/cosipy/response/DetectorResponse.py
index 2b76ccd3..11873d92 100644
--- a/cosipy/response/DetectorResponse.py
+++ b/cosipy/response/DetectorResponse.py
@@ -1,13 +1,14 @@
import logging
logger = logging.getLogger(__name__)
-import numpy as np
-
+from pathlib import Path
+import itertools
from copy import deepcopy
-from histpy import Histogram, Axes, Axis
-
+import numpy as np
import astropy.units as u
+from histpy import Histogram
+import mhealpy as hp
class DetectorResponse(Histogram):
"""
@@ -31,12 +32,174 @@ class DetectorResponse(Histogram):
Physical area units, if not specified as part of ``contents``
"""
- def __init__(self, *args, **kwargs):
+ def __init__(self, coord, **kwargs):
- super().__init__(*args, **kwargs)
+ super().__init__(**kwargs)
+
+ self.coord = coord
+ self._set_mapping()
self._spec = None
self._aeff = None
+
+ def drop_empty_axes(self):
+
+ axis_names = self.axes.labels
+ axes_projection = []
+
+ for name in axis_names:
+ if (name in ['Ei', 'Em', 'eps', 'Eps']) | (self.axes[name].edges.size > 2):
+ axes_projection.append(name)
+
+ spec = self.project(axes_projection)
+
+ return DetectorResponse(edges = spec.axes,
+ contents = spec.contents,
+ unit = spec.unit,
+ interpolated_NuLambda = self.interpolated_NuLambda)
+
+ def _set_mapping(self):
+ self.mapping = {}
+ target_names = ['Ei', 'Em', 'Phi', 'PsiChi']
+ numlabels = len(self.axes.labels)
+
+ for key, label in zip(target_names, self.axes.labels):
+ self.mapping[key] = label # Format: key_target : label
+ # Example: {'Ei': 'Ei', 'Em': 'eps', 'Phi': 'Phi', 'PsiChi': 'PsiChi'}
+
+ def _get_all_interp_weights(self, target: dict):
+
+ indices = []
+ weights = []
+
+ for key in target:
+ label = self.mapping[key]
+ axis = self.axes[label]
+ axis_scale = axis._scale
+ axis_type = str(type(axis)).split('.')[-1].strip("'>") # XXX: Could probably be simplified using `isinstance()`
+
+ # Scale
+ if axis_scale in ['linear', 'log']: # To ensure nonlinear binning parametrizations are converted to a linear scale.
+
+ # Axis Type
+ if axis_type in ['Axis', 'HealpixAxis']:
+ if key == label: # If key and label are the same, then there was no reparametrization along this axis
+ idx, w = axis.interp_weights(target[key])
+ else:
+ centers = self.transform_Eps_to_Em(axis.centers, target['Ei']) # Transform coordinates to more physical units # TODO: Generalize this
+ absdiff = np.abs(centers - target[key]) # Calculate absolute difference to given target
+ idx = np.argpartition(absdiff, (1,2))[:2] # Find indices corresponding to two smallest absdiff
+ w = 1 - np.partition(absdiff, (1,2))[:2] / (centers[1] - centers[0]) # Calculate weights corresponding to two smallest absdiff
+ else:
+ raise ValueError(f'Axis type: {axis_type} is not supported')
+
+ # elif axis_scale == 'nonlinear':
+ # pass
+
+ else:
+ raise ValueError(f'{axis_scale} binning / scale scheme is not supported')
+
+ indices.append(idx)
+ weights.append(w)
+
+ return (indices, weights)
+
+ def transform_Eps_to_Em(self, eps, Ei0):
+ return (eps + 1) * Ei0
+
+ def transform_Em_to_Eps(self, Em, Ei0):
+ return Em/Ei0 - 1
+
+ def transform_PhiPsiChi_to_ThetaZeta(self, Phi, PsiChi): # Phi in degrees, PsiChi in pix
+ nside_det = self.axes['SigmaTau'].nside
+
+ source_vec = np.array(hp.ang2vec(self.coord.lon.deg, self.coord.lat.deg, lonlat=True)).reshape(3, -1)
+ scatter_vec = np.array(hp.pix2vec(nside_det, PsiChi)).reshape(3,-1)
+
+ Phi_geo = np.rad2deg(np.arccos(np.sum(source_vec * scatter_vec, axis=0)))
+ Theta = Phi_geo - Phi
+
+ xaxis = np.array([1., 0., 0.]) # Polarization angle basis
+ pz = -source_vec.T
+ px = np.cross(pz, xaxis)
+ px /= np.linalg.norm(px, axis = 1).reshape(-1,1)
+ py = np.cross(pz, px)
+ py /= np.linalg.norm(py, axis = 1).reshape(-1,1)
+
+ proj_scatter_vec = np.cross(pz, scatter_vec.T)
+ change_basis = np.stack((px, py, pz), axis=1)
+ proj_scatter_vec = np.matmul(change_basis, proj_scatter_vec[..., None])[..., 0]
+
+ Zeta = np.rad2deg(np.arctan2(proj_scatter_vec[:, 1], proj_scatter_vec[:, 0])) - 90
+ Zeta = np.where(Zeta < 0, Zeta + 360, Zeta)
+
+ return Theta, Zeta
+
+ # def transform_ThetaZeta_to_PhiPsiChi(self, Theta, Zeta):
+ # nside_det = self.axes['SigmaTau'].nside
+
+ # source_vec = np.array(hp.ang2vec(self.coord.lon.deg, self.coord.lat.deg, lonlat=True)).reshape(3, -1)
+
+ # Zeta = np.deg2rad(Zeta + 90) % 360
+
+ # xaxis = np.array([1., 0., 0.])
+ # pz = -source_vec.T
+ # px = np.cross(pz, xaxis)
+ # px /= np.linalg.norm(px, axis = 1).reshape(-1,1)
+ # py = np.cross(pz, px)
+ # py /= np.linalg.norm(py, axis = 1).reshape(-1,1)
+
+ # proj_scatter_vec = np.stack((np.cos(Zeta), np.sin(Zeta), np.zeros_like(Zeta)), axis=-1)
+ # change_basis = np.linalg.inv(np.stack((px, py, pz), axis=1))
+ # scatter_vec = np.matmul(change_basis, proj_scatter_vec[..., None])[..., 0]
+
+ # Phi_geo = np.rad2deg(np.arccos(np.dot(scatter_vec, source_vec)))
+ # PsiChi = hp.vec2pix(nside_det, scatter_vec[:, 0], scatter_vec[:, 1], scatter_vec[:, 2])
+
+ # Phi = Phi_geo - Theta
+
+ # return Phi, PsiChi
+
+ def get_nearest_neighbors(self, target: dict, indices=None):
+ if indices is not None:
+ neighbors = {}
+ for idx, key in zip(indices, target):
+ label = self.mapping[key]
+ neighbors[label] = self.axes[label].centers[idx]
+ return neighbors
+
+ else:
+ target = dict(sorted(target.items()))
+ indices, _ = self._get_all_interp_weights(target)
+ return self.get_nearest_neighbors(target, indices)
+
+ def get_interp_response(self, target: dict):
+ """
+ Currently only supports nonlinear spectral responses (
+ and for a particular parametrization)
+ TODO: In the future, this will also support nonlinear /
+ piecewise-linear directional responses.
+ """
+
+ # target = dict(sorted(target.items())) # Sort dictionary by key (XXX: assuming response matrix also sorts in the same way)
+ indices, weights = self._get_all_interp_weights(target)
+ perm_indices = list(itertools.product(*indices))
+ perm_weights = list(itertools.product(*weights))
+
+ if len(target) == len(self.axes):
+ interpolated_response_value = 0
+ for idx, w in zip(perm_indices, perm_weights):
+ interpolated_response_value += np.prod(w) * self.contents[idx]
+
+ else:
+ interpolated_response_value = np.zeros(len(self.axes['Ei']) - 1) * self.contents.unit # XXX: Assuming all measured variables require interpolation
+ for idx, w in zip(perm_indices, perm_weights):
+ i = (Ellipsis,) + idx # XXX: Assuming 'Ei' is the first index
+ interpolated_response_value += np.prod(w) * self.contents[i]
+
+ self.neighbors = self.get_nearest_neighbors(target, indices)
+
+ return interpolated_response_value
def get_spectral_response(self, copy = True):
"""
@@ -55,8 +218,9 @@ def get_spectral_response(self, copy = True):
# Cache the spectral response
if self._spec is None:
- spec = self.project(['Ei','Em'])
- self._spec = DetectorResponse(spec.axes,
+ spec = self.project(['Ei', self.mapping['Em']])
+ self._spec = DetectorResponse(coord = self.coord,
+ edges = spec.axes,
contents = spec.contents,
unit = spec.unit)
@@ -123,6 +287,21 @@ def get_dispersion_matrix(self):
# Normalize column-by-column
return (spec / norm)
+
+ # NOTE: When histpy is updated to do away without overflow and
+ # underflow bins, the following lines of code can replace this
+ # function body.
+
+ # # Get spectral response and effective area normalization
+ # spec = self.get_spectral_response(copy = False)
+ # norm = self.get_effective_area().contents
+
+ # # "Broadcast" such that it has the compatible dimensions with the 2D matrix
+ # norm = spec.expand_dims(norm, 'Ei')
+
+ # # Normalize column-by-column
+ # return (spec / norm) # XXX: Runtime warning needs to be dealt with in histpy.
+ # # Overflow and underflow bins functionality should be removed.
@property
def photon_energy_axis(self):
@@ -147,7 +326,7 @@ def measured_energy_axis(self):
:py:class:`histpy.Axes`
"""
- return self.axes['Em']
+ return self.axes[self.mapping['Em']]
diff --git a/cosipy/response/FullDetectorResponse.py b/cosipy/response/FullDetectorResponse.py
index 0e2bd41b..fa2d4514 100644
--- a/cosipy/response/FullDetectorResponse.py
+++ b/cosipy/response/FullDetectorResponse.py
@@ -49,7 +49,8 @@ def __init__(self, *args, **kwargs):
pass
@classmethod
- def open(cls, filename,Spectrumfile=None,norm="Linear" ,single_pixel = False,alpha=0,emin=90,emax=10000, polarization=False):
+ def open(cls, filename, unbinned=False,
+ Spectrumfile=None,norm="Linear" ,single_pixel = False,alpha=0,emin=90,emax=10000):
"""
Open a detector response file.
@@ -77,7 +78,7 @@ def open(cls, filename,Spectrumfile=None,norm="Linear" ,single_pixel = False,alp
"""
filename = Path(filename)
-
+ cls.unbinned = unbinned
if filename.suffix == ".h5":
return cls._open_h5(filename)
@@ -519,7 +520,10 @@ def _open_rsp(cls, filename, Spectrumfile=None,norm="Linear" ,single_pixel = Fal
pass
# create a .h5 file with the good structure
- filename = Path(str(filename).replace(".rsp.gz","_nside{0}.area.h5".format(nside)))
+ try:
+ filename = filename.replace(".rsp.gz","_nside{0}.area.h5".format(nside))
+ except:
+ filename = str(filename).replace(".rsp.gz", "_nside{0}.area.h5".format(nside))
f = h5.File(filename, mode='w')
drm = f.create_group('DRM')
@@ -727,23 +731,15 @@ def __getitem__(self, pix):
if not isinstance(pix, (int, np.integer)) or pix < 0 or not pix < self.npix:
raise IndexError("Pixel number out of range, or not an integer")
- #check if we have sparse matrice or not
-
if self._sparse:
- coords = np.reshape(
- self._file['DRM']['BIN_NUMBERS'][pix], (self.ndim-1, -1))
+ coords = np.reshape(self._file['DRM']['BIN_NUMBERS'][pix], (self.ndim-1, -1))
data = np.array(self._file['DRM']['CONTENTS'][pix])
-
- return DetectorResponse(self.axes[1:],
- contents=COO(coords=coords,
- data=data,
- shape=tuple(self.axes.nbins[1:])),
- unit=self.unit)
-
- else :
+ contents = COO(coords=coords, data=data, shape=tuple(self.axes.nbins[1:]))
+ else:
data = self._file['DRM']['CONTENTS'][pix]
- return DetectorResponse(self.axes[1:],
- contents=data, unit=self.unit)
+ contents = data
+
+ return DetectorResponse(edges=self.axes[1:], contents=contents, unit=self.unit, coord=self.pix2skycoord(pix))
def close(self):
"""
@@ -794,12 +790,10 @@ def get_interp_response(self, coord):
pixels, weights = self.get_interp_weights(coord)
-
-
- dr = DetectorResponse(self.axes[1:],
- sparse=self._sparse,
- unit=self.unit)
-
+ dr = DetectorResponse(edges=self.axes[1:],
+ sparse=self._sparse,
+ unit=self.unit,
+ coord = coord)
for p, w in zip(pixels, weights):
@@ -815,7 +809,7 @@ def get_point_source_response(self,
Convolve the all-sky detector response with exposure for a source at a given
sky location.
- Provide either a exposure map (aka dweel time map) or a combination of a
+ Provide either a exposure map (aka dwell time map) or a combination of a
sky coordinate and a spacecraft attitude map.
Parameters
@@ -833,16 +827,16 @@ def get_point_source_response(self,
"""
# TODO: deprecate exposure_map in favor of coords + scatt map for both local
- # and interntial coords
-
+ # and inertial coords
+
if exposure_map is not None:
if not self.conformable(exposure_map):
raise ValueError(
"Exposure map has a different grid than the detector response")
psr = PointSourceResponse(self.axes[1:],
- sparse=self._sparse,
- unit=u.cm*u.cm*u.s)
+ sparse=self._sparse,
+ unit=u.cm*u.cm*u.s)
for p in range(self.npix):
@@ -864,42 +858,60 @@ def get_point_source_response(self,
if self.is_sparse:
raise ValueError("Coord + scatt_map currently only supported for dense responses")
- axis = "PsiChi"
+ axis_label = "PsiChi"
- coords_axis = Axis(np.arange(coord.size+1), label = 'coords')
+ coords_axis = Axis(np.arange(coord.size+1), label = 'coords') # Create axis of length number of input coords + 1
- psr = Histogram([coords_axis] + list(deepcopy(self.axes[1:])),
+ psr = Histogram([coords_axis] + list(deepcopy(self.axes[1:])), # Create new "NuLambda" axis
unit = self.unit * scatt_map.unit)
- psr.axes[axis].coordsys = coord.frame
+ psr.axes[axis_label].coordsys = coord.frame # Set coordinate system of PsiChi axis to input coordinate frame. Axis coordsys was set when response file was opened and initialized using HealpixBase.__init__
- for i,(pixels, exposure) in \
- enumerate(zip(scatt_map.contents.coords.transpose(),
- scatt_map.contents.data)):
+ for pixels, exposure in \
+ zip(scatt_map.contents.coords.transpose(), # Arrays of [[x's], [y's]] --> [[x,y]'s]
+ scatt_map.contents.data):
#gc.collect() # HDF5 cache issues
+ # Calculate attitude of coordinates in scatt_map
att = Attitude.from_axes(x = scatt_map.axes['x'].pix2skycoord(pixels[0]),
- y = scatt_map.axes['y'].pix2skycoord(pixels[1]))
+ y = scatt_map.axes['y'].pix2skycoord(pixels[1]))
- coord.attitude = att
-
- #TODO: Change this to interpolation
- loc_nulambda_pixels = np.array(self.axes['NuLambda'].find_bin(coord),
- ndmin = 1)
+ coord.attitude = att # Set attitude to given input coordinate. It is used to transform Spacecraft coordinates (scoords) from ICRS to mhealpy pixel
- dr_pix = Histogram.concatenate(coords_axis, [self[i] for i in loc_nulambda_pixels])
+ if self.unbinned:
+ dr_list = []
+
+ if coord.size == 1:
+ dr = self.get_interp_response(coord)
+ dr_list.append(dr)
+
+ else:
+ for c in coord:
+ dr = self.get_interp_response(c)
+ dr_list.append(dr)
+
+ dr_pix_2 = Histogram.concatenate(coords_axis, dr_list)
+ dr_pix = deepcopy(dr_pix_2) # See XXX note below
+
+ else:
+ loc_nulambda_pixels = np.array(self.axes['NuLambda'].find_bin(coord), ndmin = 1) # Pixel corresponding to coord
+ dr_pix = Histogram.concatenate(coords_axis, [self[pixel] for pixel in loc_nulambda_pixels]) # Concatenate Axis object with DetectorResponse Histogram (Histograms if multiple target_coords are provided)
- dr_pix.axes['PsiChi'].coordsys = SpacecraftFrame(attitude = att)
+ dr_pix.axes['PsiChi'].coordsys = SpacecraftFrame(attitude = att) # Update the attitude of the PsiChi axis from `None` to `att`
+ # XXX: this line is messing up the coordsys of response. I was
+ # forced to include a `deepcopy` statement to strictly divide
+ # their relationship. Alternate implementations are welcome.
+ # Even `copy` is not sufficient.
- self._sum_rot_hist(dr_pix, psr, exposure)
+ self._sum_rot_hist(dr_pix, psr, exposure) # Rotate PsiChi from local SC to galactic coordinates. (Function only affects Healpix Axis of psr Histogram)
# Convert to PSR
psr = tuple([PointSourceResponse(psr.axes[1:],
- contents = data,
- sparse = psr.is_sparse,
- unit = psr.unit)
- for data in psr[:]])
+ contents = data,
+ sparse = psr.is_sparse,
+ unit = psr.unit)
+ for data in psr[:]])
if coord.size == 1:
return psr[0]
diff --git a/cosipy/response/PointSourceResponse.py b/cosipy/response/PointSourceResponse.py
index e16ca234..092cc5e6 100644
--- a/cosipy/response/PointSourceResponse.py
+++ b/cosipy/response/PointSourceResponse.py
@@ -7,6 +7,7 @@
from scipy import integrate
from threeML import DiracDelta, Constant, Line, Quadratic, Cubic, Quartic, StepFunction, StepFunctionUpper, Cosine_Prior, Uniform_prior, PhAbs, Gaussian
+from astromodels.functions.function import CompositeFunction
class PointSourceResponse(Histogram):
@@ -68,6 +69,7 @@ def get_expectation(self, spectrum):
spectrum_unit = getattr(spectrum, item).unit
break
+ # Set overall spectrum unit based on model PDF
if spectrum_unit == None:
if isinstance(spectrum, Constant):
spectrum_unit = spectrum.k.unit
@@ -79,13 +81,15 @@ def get_expectation(self, spectrum):
spectrum_unit = u.dimensionless_unscaled
elif isinstance(spectrum, Gaussian):
spectrum_unit = spectrum.F.unit / spectrum.sigma.unit
+ elif isinstance(spectrum, CompositeFunction): # Ad-hoc fix to make a double Gaussian composite model to work
+ spectrum_unit = spectrum.F_1.unit / spectrum.sigma_1.unit
else:
try:
spectrum_unit = spectrum.K.unit
except:
raise RuntimeError("Spectrum not yet supported because units of spectrum are unknown.")
- if isinstance(spectrum, DiracDelta):
+ if isinstance(spectrum, DiracDelta): # Special numerical handling for DiracDelta type spectral profiles
flux = Quantity([spectrum.value.value * spectrum_unit * lo_lim.unit if spectrum.zero_point.value >= lo_lim/lo_lim.unit and spectrum.zero_point.value <= hi_lim/hi_lim.unit else 0 * spectrum_unit * lo_lim.unit
for lo_lim,hi_lim
in zip(eaxis.lower_bounds, eaxis.upper_bounds)])
diff --git a/cosipy/spacecraftfile/SpacecraftFile.py b/cosipy/spacecraftfile/SpacecraftFile.py
index ce2e3d69..9ffd9a09 100644
--- a/cosipy/spacecraftfile/SpacecraftFile.py
+++ b/cosipy/spacecraftfile/SpacecraftFile.py
@@ -108,7 +108,7 @@ def parse_from_file(cls, file):
orientation_file = np.loadtxt(file, usecols=(1, 2, 3, 4, 5), delimiter=' ', skiprows=1, comments=("#", "EN"))
time_stamps = orientation_file[:, 0]
axis_1 = orientation_file[:, [2, 1]]
- axis_2 = orientation_file[:, [4, 3]]
+ axis_2 = orientation_file[:, [4, 3]] # MEGAlib saves in (b,l) format. Need to feed (l,b) to SkyCoord().
time = Time(time_stamps, format = "unix")
xpointings = SkyCoord(l = axis_1[:,0]*u.deg, b = axis_1[:,1]*u.deg, frame = "galactic")
@@ -201,7 +201,7 @@ def source_interval(self, start, stop):
Parameters
----------
start : astropy.time.Time
- The star time of the orientation period.
+ The start time of the orientation period.
stop : astropy.time.Time
The end time of the orientation period.
@@ -1009,3 +1009,7 @@ def plot_rmf(self, file_name = None, save_name = None, dpi = 300):
#plt.show()
return
+
+ # len() functionality for SpacecraftFile / ori objects
+ def __len__(self):
+ return len(self._time)
\ No newline at end of file
diff --git a/docs/tutorials/image_deconvolution/511keV/GalacticCDS/511keV-DC2-Galactic-ImageDeconvolution.ipynb b/docs/tutorials/image_deconvolution/511keV/GalacticCDS/511keV-DC2-Galactic-ImageDeconvolution.ipynb
index 36216b21..aae99afa 100644
--- a/docs/tutorials/image_deconvolution/511keV/GalacticCDS/511keV-DC2-Galactic-ImageDeconvolution.ipynb
+++ b/docs/tutorials/image_deconvolution/511keV/GalacticCDS/511keV-DC2-Galactic-ImageDeconvolution.ipynb
@@ -33,12 +33,268 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 2,
"id": "e751bbd5",
"metadata": {
"scrolled": true
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "08:18:32 WARNING The naima package is not available. Models that depend on it will not be functions.py : 48 available \n",
+ " WARNING The GSL library or the pygsl wrapper cannot be loaded. Models that depend on it functions.py : 69 will not be available. \n",
+ " WARNING The ebltable package is not available. Models that depend on it will not be absorption.py : 33 available \n",
+ "08:18:32 INFO Starting 3ML! __init__.py : 35 WARNING WARNINGs here are NOT errors __init__.py : 36 WARNING but are inform you about optional packages that can be installed __init__.py : 37 WARNING to disable these messages, turn off start_warning in your config file __init__.py : 40 WARNING ROOT minimizer not available minimization.py : 1345 WARNING Multinest minimizer not available minimization.py : 1357 WARNING PyGMO is not available minimization.py : 1369 08:18:33 WARNING The cthreeML package is not installed. You will not be able to use plugins which __init__.py : 94 require the C/C++ interface (currently HAWC) \n",
+ " WARNING Could not import plugin HAWCLike.py. Do you have the relative instrument __init__.py : 144 software installed and configured? \n",
+ " WARNING Could not import plugin FermiLATLike.py. Do you have the relative instrument __init__.py : 144 software installed and configured? \n",
+ "08:18:33 WARNING No fermitools installed lat_transient_builder.py : 44 WARNING Env. variable OMP_NUM_THREADS is not set. Please set it to 1 for optimal __init__.py : 387 performances in 3ML \n",
+ " WARNING Env. variable MKL_NUM_THREADS is not set. Please set it to 1 for optimal __init__.py : 387 performances in 3ML \n",
+ " WARNING Env. variable NUMEXPR_NUM_THREADS is not set. Please set it to 1 for optimal __init__.py : 387 performances in 3ML \n",
+ " please modify \"path_data\" corresponding to your environment. "
]
},
- {
- "cell_type": "code",
- "execution_count": 4,
- "id": "fada24bc",
- "metadata": {},
- "outputs": [],
- "source": [
- "path_data = \"path/to/data/\""
- ]
- },
{
"cell_type": "markdown",
"id": "90fec91e-8209-4f03-bbe3-b9acb78682b8",
@@ -177,32 +432,18 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 6,
"id": "9cae1835-e54b-4720-b3a6-196c42cbd1ce",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "binning data...\n",
- "Time unit: s\n",
- "Em unit: keV\n",
- "Phi unit: deg\n",
- "PsiChi unit: None\n",
- "CPU times: user 7.75 s, sys: 255 ms, total: 8 s\n",
- "Wall time: 8.06 s\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
- "%%time\n",
+ "# %%time\n",
"\n",
- "signal_filepath = path_data + \"511_thin_disk_3months_unbinned_data.fits.gz\"\n",
+ "# signal_filepath = path_data + \"511_thin_disk_3months_unbinned_data.fits.gz\"\n",
"\n",
- "binned_signal = BinnedData(input_yaml = \"inputs_511keV_DC2.yaml\")\n",
+ "# binned_signal = BinnedData(input_yaml = \"inputs_511keV_DC2.yaml\")\n",
"\n",
- "binned_signal.get_binned_data(unbinned_data = signal_filepath, psichi_binning=\"galactic\")"
+ "# binned_signal.get_binned_data(unbinned_data = signal_filepath, psichi_binning=\"galactic\")"
]
},
{
@@ -215,32 +456,18 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 7,
"id": "801ba251-96e0-4243-8f55-1678823f1d58",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "binning data...\n",
- "Time unit: s\n",
- "Em unit: keV\n",
- "Phi unit: deg\n",
- "PsiChi unit: None\n",
- "CPU times: user 1min 51s, sys: 3.96 s, total: 1min 55s\n",
- "Wall time: 1min 55s\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
- "%%time\n",
+ "# %%time\n",
"\n",
- "bkg_filepath = path_data + \"albedo_photons_3months_unbinned_data.fits.gz\"\n",
+ "# bkg_filepath = path_data + \"albedo_photons_3months_unbinned_data.fits.gz\"\n",
"\n",
- "binned_bkg = BinnedData(input_yaml = \"inputs_511keV_DC2.yaml\")\n",
+ "# binned_bkg = BinnedData(input_yaml = \"inputs_511keV_DC2.yaml\")\n",
"\n",
- "binned_bkg.get_binned_data(unbinned_data = bkg_filepath, psichi_binning=\"galactic\")"
+ "# binned_bkg.get_binned_data(unbinned_data = bkg_filepath, psichi_binning=\"galactic\")"
]
},
{
@@ -253,14 +480,14 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 8,
"id": "f224b957-d0df-4b4b-98dd-90d3a5bda3fb",
"metadata": {},
"outputs": [],
"source": [
- "signal = binned_signal.binned_data.to_dense()\n",
- "bkg = binned_bkg.binned_data.to_dense()\n",
- "event = signal + bkg"
+ "# signal = binned_signal.binned_data.to_dense()\n",
+ "# bkg = binned_bkg.binned_data.to_dense()\n",
+ "# event = signal + bkg"
]
},
{
@@ -273,14 +500,14 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 9,
"id": "24289425-380b-4d26-a7c0-cbbd5c58e7b2",
"metadata": {},
"outputs": [],
"source": [
- "signal.write(\"511keV_dc2_galactic_signal.hdf5\", overwrite = True)\n",
- "bkg.write(\"511keV_dc2_galactic_bkg.hdf5\", overwrite = True)\n",
- "event.write(\"511keV_dc2_galactic_event.hdf5\", overwrite = True)"
+ "# signal.write(\"511keV_dc2_galactic_signal.hdf5\", overwrite = False)\n",
+ "# bkg.write(\"511keV_dc2_galactic_bkg.hdf5\", overwrite = False)\n",
+ "# event.write(\"511keV_dc2_galactic_event.hdf5\", overwrite = False)"
]
},
{
@@ -293,14 +520,25 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 10,
+ "id": "41371ac9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "path_data = \"/Users/penguin/Documents/Grad School/Research/COSI/COSIpy/docs/tutorials/data/\"\n",
+ "path_511_data = \"/Users/penguin/Documents/Grad School/Research/COSI/COSIpy/docs/tutorials/image_deconvolution/511keV/GalacticCDS/\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
"id": "e0f3dcae-5d3c-45af-931d-057d5681859c",
"metadata": {},
"outputs": [],
"source": [
- "signal = Histogram.open(\"511keV_dc2_galactic_signal.hdf5\")\n",
- "bkg = Histogram.open(\"511keV_dc2_galactic_bkg.hdf5\")\n",
- "event = Histogram.open(\"511keV_dc2_galactic_event.hdf5\")"
+ "signal = Histogram.open(path_511_data + \"511keV_dc2_galactic_signal.hdf5\")\n",
+ "bkg = Histogram.open(path_511_data + \"511keV_dc2_galactic_bkg.hdf5\")\n",
+ "event = Histogram.open(path_511_data + \"511keV_dc2_galactic_event.hdf5\")"
]
},
{
@@ -315,7 +553,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 12,
"id": "88efdbfa-aa5e-40b3-bdd6-2635946318e4",
"metadata": {},
"outputs": [
@@ -328,7 +566,7 @@
""
]
},
- "execution_count": 6,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
@@ -347,7 +585,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 11,
"id": "b5b295cf-0a96-4501-aa4e-4182a21dfe63",
"metadata": {},
"outputs": [
@@ -355,8 +593,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 3.3 s, sys: 23.2 s, total: 26.5 s\n",
- "Wall time: 38 s\n"
+ "CPU times: user 3.08 s, sys: 12.7 s, total: 15.8 s\n",
+ "Wall time: 29.3 s\n"
]
}
],
@@ -370,7 +608,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 12,
"id": "fbdbd818-8a58-4d25-a657-d43fc7f88ea4",
"metadata": {},
"outputs": [
@@ -380,7 +618,7 @@
"array(['NuLambda', 'Ei', 'Em', 'Phi', 'PsiChi'], dtype=' pass (edges)\n",
- " --> pass (unit)\n",
"... checking the axis Phi of the event and background files...\n",
" --> pass (edges)\n",
- " --> pass (unit)\n",
"... checking the axis PsiChi of the event and background files...\n",
" --> pass (edges)\n",
- " --> pass (unit)\n",
"...checking the axis Em of the event and response files...\n",
" --> pass (edges)\n",
"...checking the axis Phi of the event and response files...\n",
@@ -520,8 +754,8 @@
"The axes in the event and background files are redefined. Now they are consistent with those of the response file.\n",
"Calculating an exposure map...\n",
"Finished...\n",
- "CPU times: user 245 ms, sys: 337 ms, total: 582 ms\n",
- "Wall time: 601 ms\n"
+ "CPU times: user 239 ms, sys: 239 ms, total: 478 ms\n",
+ "Wall time: 491 ms\n"
]
}
],
@@ -556,7 +790,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 1,
"id": "5fa73486",
"metadata": {},
"outputs": [],
@@ -566,10 +800,22 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 2,
"id": "a4b47308-3e13-400d-bebc-b5d1e093201d",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'ImageDeconvolution' 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 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m image_deconvolution \u001b[38;5;241m=\u001b[39m \u001b[43mImageDeconvolution\u001b[49m()\n\u001b[1;32m 3\u001b[0m \u001b[38;5;66;03m# set data_interface to image_deconvolution\u001b[39;00m\n\u001b[1;32m 4\u001b[0m image_deconvolution\u001b[38;5;241m.\u001b[39mset_dataset([data_interface])\n",
+ "\u001b[0;31mNameError\u001b[0m: name 'ImageDeconvolution' is not defined"
+ ]
+ }
+ ],
"source": [
"image_deconvolution = ImageDeconvolution()\n",
"\n",
@@ -627,1494 +873,325 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 1,
"id": "879053e3-ac7b-4a0a-ad58-24e3fb137065",
"metadata": {},
"outputs": [
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "#### Initialization Starts ####\n",
- "<< Instantiating the model class AllSkyImage >>\n",
- "---- parameters ----\n",
- "coordinate: galactic\n",
- "energy_edges:\n",
- " unit: keV\n",
- " value:\n",
- " - 509.0\n",
- " - 513.0\n",
- "nside: 16\n",
- "scheme: ring\n",
- "unit: cm-2 s-1 sr-1\n",
- "\n",
- "<< Setting initial values of the created model object >>\n",
- "---- parameters ----\n",
- "algorithm: flat\n",
- "parameter:\n",
- " unit: cm-2 s-1 sr-1\n",
- " value:\n",
- " - 1e-4\n",
- "\n",
- "<< Registering the deconvolution algorithm >>\n",
- "Gaussian filter with FWHM of 2.0 deg will be applied to delta images ...\n",
- "---- parameters ----\n",
- "algorithm: RL\n",
- "parameter:\n",
- " acceleration: true\n",
- " alpha_max: 10.0\n",
- " background_normalization_optimization: true\n",
- " background_normalization_range:\n",
- " albedo:\n",
- " - 0.01\n",
- " - 10.0\n",
- " iteration_max: 10\n",
- " response_weighting: true\n",
- " response_weighting_index: 0.5\n",
- " save_results: false\n",
- " save_results_directory: ./results\n",
- " smoothing: true\n",
- " smoothing_FWHM:\n",
- " unit: deg\n",
- " value: 2.0\n",
- "\n",
- "#### Initialization Finished ####\n"
- ]
- }
- ],
- "source": [
- "image_deconvolution.initialize()"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "5fa48a9c",
- "metadata": {},
- "source": [
- "### (You can change the parameters as follows)\n",
- "\n",
- "Note that when you modify the parameters, do not forget to run \"initialize\" again!"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 58,
- "id": "1a658d2a-4dee-4d05-83ae-d7ac06317c73",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "#### Initialization Starts ####\n",
- "<< Instantiating the model class AllSkyImage >>\n",
- "---- parameters ----\n",
- "coordinate: galactic\n",
- "energy_edges:\n",
- " unit: keV\n",
- " value:\n",
- " - 509.0\n",
- " - 513.0\n",
- "nside: 16\n",
- "scheme: ring\n",
- "unit: cm-2 s-1 sr-1\n",
- "\n",
- "<< Setting initial values of the created model object >>\n",
- "---- parameters ----\n",
- "algorithm: flat\n",
- "parameter:\n",
- " unit: cm-2 s-1 sr-1\n",
- " value:\n",
- " - 1e-4\n",
- "\n",
- "<< Registering the deconvolution algorithm >>\n",
- "---- parameters ----\n",
- "algorithm: RL\n",
- "parameter:\n",
- " acceleration: true\n",
- " alpha_max: 2.0\n",
- " background_normalization_optimization: true\n",
- " background_normalization_range:\n",
- " albedo:\n",
- " - 0.01\n",
- " - 10.0\n",
- " iteration_max: 50\n",
- " response_weighting: false\n",
- " response_weighting_index: 0.5\n",
- " save_results: false\n",
- " save_results_directory: ./results\n",
- " smoothing: false\n",
- " smoothing_FWHM:\n",
- " unit: deg\n",
- " value: 2.0\n",
- "\n",
- "#### Initialization Finished ####\n"
- ]
- }
- ],
- "source": [
- "image_deconvolution.override_parameter(\"deconvolution:parameter:iteration_max = 50\")\n",
- "image_deconvolution.override_parameter(\"deconvolution:parameter:background_normalization_optimization = True\")\n",
- "image_deconvolution.override_parameter(\"deconvolution:parameter:alpha_max = 2.0\")\n",
- "image_deconvolution.override_parameter(\"deconvolution:parameter:smoothing = False\")\n",
- "image_deconvolution.override_parameter(\"deconvolution:parameter:response_weighting = False\")\n",
- "\n",
- "image_deconvolution.initialize()"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "f764066e",
- "metadata": {},
- "source": [
- "## 3-3. Start the image deconvolution\n",
- "\n",
- "**With MacBook Pro with M1 Max and 64 GB memory, it takes about 1.5 minutes for 50 iterations.**"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 59,
- "id": "a57fbf71-2fcc-48c4-9ac7-4c545dca67c9",
- "metadata": {
- "collapsed": true,
- "jupyter": {
- "outputs_hidden": true
- },
- "scrolled": true
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "#### Image Deconvolution Starts ####\n",
- "<< Initialization >>\n",
- "The expected count histograms were calculated with the initial model map.\n"
- ]
- },
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "89d1cd50288a4cc8b53a981ef6ad2c91",
- "version_major": 2,
- "version_minor": 0
- },
- "text/plain": [
- " 0%| | 0/50 [00:00>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 1.190086058358472}\n",
- " loglikelihood: [389620.43700901093]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 2/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 1.1025288937649729}\n",
- " loglikelihood: [397966.1184134454]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 3/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 1.0758137427893717}\n",
- " loglikelihood: [404486.16370658483]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 4/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 1.0350780054934294}\n",
- " loglikelihood: [409379.8773129297]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 5/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 1.0067984138659716}\n",
- " loglikelihood: [412636.6223042265]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 6/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.985156644640505}\n",
- " loglikelihood: [414652.8432038162]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 7/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9720022993182517}\n",
- " loglikelihood: [415871.5890431596]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 8/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9647331909406436}\n",
- " loglikelihood: [416634.49362002616]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 9/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9618007024814391}\n",
- " loglikelihood: [417146.494831466]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 10/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9614669811731034}\n",
- " loglikelihood: [417517.0766809179]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 11/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9626309655788824}\n",
- " loglikelihood: [417802.0571046409]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 12/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.964504736764119}\n",
- " loglikelihood: [418030.60138296254]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 13/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Post-processing >>\n",
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9666322970227703}\n",
- " loglikelihood: [418219.05430964916]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 14/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9687449645442028}\n",
- " loglikelihood: [418377.4557194023]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 15/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9707085679480218}\n",
- " loglikelihood: [418512.5036855283]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 16/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9724635379800977}\n",
- " loglikelihood: [418628.95036220574]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 17/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9739955171908574}\n",
- " loglikelihood: [418730.3084008504]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 18/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.975313242988978}\n",
- " loglikelihood: [418819.2471433951]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 19/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9764369687276026}\n",
- " loglikelihood: [418897.8365083168]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 20/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9773911433114137}\n",
- " loglikelihood: [418967.70833261264]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 21/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9782006637147719}\n",
- " loglikelihood: [419030.1679826325]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 22/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9788888402984662}\n",
- " loglikelihood: [419086.27369941166]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 23/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9794765199076382}\n",
- " loglikelihood: [419136.89394879853]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 24/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9799817891961189}\n",
- " loglikelihood: [419182.7493856037]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 25/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9804200184058395}\n",
- " loglikelihood: [419224.44389763917]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 26/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9808040644678144}\n",
- " loglikelihood: [419262.48783887096]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 27/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9811445475083196}\n",
- " loglikelihood: [419297.3156418806]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 28/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9814501457708779}\n",
- " loglikelihood: [419329.29936073]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 29/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9817278823799748}\n",
- " loglikelihood: [419358.7592438542]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 30/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9819833894554746}\n",
- " loglikelihood: [419385.9721169963]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 31/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9822211437837377}\n",
- " loglikelihood: [419411.1781302572]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 32/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9824446724033365}\n",
- " loglikelihood: [419434.58626423194]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 33/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9826567290384426}\n",
- " loglikelihood: [419456.37887861417]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 34/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9828594435217093}\n",
- " loglikelihood: [419476.7155086895]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 35/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Post-processing >>\n",
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9830544469470661}\n",
- " loglikelihood: [419495.73606062576]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 36/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9832429754605946}\n",
- " loglikelihood: [419513.56351841916]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 37/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9834259555500988}\n",
- " loglikelihood: [419530.3062484892]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 38/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9836040735157432}\n",
- " loglikelihood: [419546.0599689196]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 39/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9837778315636565}\n",
- " loglikelihood: [419560.909436545]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 40/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9839475926980296}\n",
- " loglikelihood: [419574.9298950087]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 41/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9841136163173547}\n",
- " loglikelihood: [419588.1883192825]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 42/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
+ "ename": "NameError",
+ "evalue": "name 'image_deconvolution' 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[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mimage_deconvolution\u001b[49m\u001b[38;5;241m.\u001b[39m_deconvolution\u001b[38;5;241m.\u001b[39minitialize()\n",
+ "\u001b[0;31mNameError\u001b[0m: name 'image_deconvolution' is not defined"
]
- },
+ }
+ ],
+ "source": [
+ "image_deconvolution._deconvolution.initialize()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5fa48a9c",
+ "metadata": {},
+ "source": [
+ "### (You can change the parameters as follows)\n",
+ "\n",
+ "Note that when you modify the parameters, do not forget to run \"initialize\" again!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "1a658d2a-4dee-4d05-83ae-d7ac06317c73",
+ "metadata": {},
+ "outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9842760861622056}\n",
- " loglikelihood: [419600.74448627164]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 43/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
+ "#### Initialization Starts ####\n",
+ "<< Instantiating the model class AllSkyImage >>\n",
+ "---- parameters ----\n",
+ "coordinate: galactic\n",
+ "energy_edges:\n",
+ " unit: keV\n",
+ " value:\n",
+ " - 509.0\n",
+ " - 513.0\n",
+ "nside: 16\n",
+ "scheme: ring\n",
+ "unit: cm-2 s-1 sr-1\n",
"\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9844351320221638}\n",
- " loglikelihood: [419612.6518964899]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 44/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
+ "<< Setting initial values of the created model object >>\n",
+ "---- parameters ----\n",
+ "algorithm: flat\n",
+ "parameter:\n",
+ " unit: cm-2 s-1 sr-1\n",
+ " value:\n",
+ " - 1e-4\n",
"\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.984590846391934}\n",
- " loglikelihood: [419623.9585680197]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 45/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
+ "<< Registering the deconvolution algorithm >>\n",
+ "A directory ./results already exists. Files in ./results may be overwritten. Make sure that is not a problem.\n",
+ "---- parameters ----\n",
+ "algorithm: RLparallel\n",
+ "parameter:\n",
+ " acceleration: true\n",
+ " alpha_max: 2.0\n",
+ " background_normalization_optimization: true\n",
+ " background_normalization_range:\n",
+ " albedo:\n",
+ " - 0.01\n",
+ " - 10.0\n",
+ " iteration_max: 50\n",
+ " numproc: 6\n",
+ " response_weighting: false\n",
+ " response_weighting_index: 0.5\n",
+ " save_results: true\n",
+ " save_results_directory: ./results\n",
+ " smoothing: false\n",
+ " smoothing_FWHM:\n",
+ " unit: deg\n",
+ " value: 2.0\n",
"\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
+ "#### Initialization Finished ####\n"
]
+ }
+ ],
+ "source": [
+ "image_deconvolution.override_parameter(\"deconvolution:parameter:iteration_max = 50\")\n",
+ "image_deconvolution.override_parameter(\"deconvolution:parameter:background_normalization_optimization = True\")\n",
+ "image_deconvolution.override_parameter(\"deconvolution:parameter:alpha_max = 2.0\")\n",
+ "image_deconvolution.override_parameter(\"deconvolution:parameter:smoothing = False\")\n",
+ "image_deconvolution.override_parameter(\"deconvolution:parameter:response_weighting = False\")\n",
+ "# image_deconvolution.override_parameter(\"deconvolution:parameter:save_results = False\")\n",
+ "# image_deconvolution.override_parameter(\"deconvolution:algorithm = RL\")\n",
+ "\n",
+ "image_deconvolution.initialize()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f764066e",
+ "metadata": {},
+ "source": [
+ "## 3-3. Start the image deconvolution\n",
+ "\n",
+ "**With MacBook Pro with M1 Max and 64 GB memory, it takes about 1.5 minutes for 50 iterations.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "a57fbf71-2fcc-48c4-9ac7-4c545dca67c9",
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
},
+ "scrolled": true
+ },
+ "outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9847432970746457}\n",
- " loglikelihood: [419634.70772087073]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 46/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
+ "#### Image Deconvolution Starts ####\n",
+ "<< Initialization >>\n",
+ "Shape of response matrix (184320, 3072)\n",
+ "Shape of response vector summed along axis=0 (3072,)\n"
]
},
{
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "19f46d373b214182a465a877ecfd9be2",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ " 0%| | 0/50 [00:00>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9848925365610207}\n",
- " loglikelihood: [419644.93836726644]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 47/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
+ "Subprocess call to run RLparallelscript.py at '/Users/penguin/Documents/Grad School/Research/COSI/COSIpy/cosipy/image_deconvolution'\n",
"\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9850386088673744}\n",
- " loglikelihood: [419654.68582116824]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 48/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
+ "Observed data-space d vector:\n",
+ "[0. 0. 0. ... 0. 1. 0.]\n",
"\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9851815543913989}\n",
- " loglikelihood: [419663.9821384823]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 49/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
+ "**********************\n",
+ "Starting iteration 1\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 2\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 3\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 4\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 5\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 6\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 7\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 8\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 9\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 10\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 11\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 12\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 13\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 14\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 15\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 16\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 17\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 18\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 19\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 20\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 21\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 22\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 23\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 24\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 25\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 26\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 27\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 28\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 29\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 30\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 31\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 32\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 33\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 34\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 35\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 36\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 37\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 38\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 39\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 40\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 41\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 42\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 43\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 44\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 45\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 46\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 47\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 48\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 49\n",
+ "Done\n",
+ "----------------------\n",
+ "Starting iteration 50\n",
+ "Done\n",
+ "----------------------\n",
+ "Converged M vector:\n",
+ "[0. 0. 0. ... 0. 0. 0.]\n",
+ "9e-05\n",
+ "0.002546414789484349\n",
"\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9853214132384271}\n",
- " loglikelihood: [419672.85649777134]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Continue\n",
- "## Iteration 50/50 ##\n",
- "<< Pre-processing >>\n",
- "<< E-step >>\n",
- "<< M-step >>\n",
- "<< Post-processing >>\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
+ "Reached maximum iterations = 50\n",
+ "**********************\n",
"\n",
- "WARNING RuntimeWarning: invalid value encountered in divide\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<< Registering Result >>\n",
- " alpha: 2.0\n",
- " background_normalization: {'albedo': 0.9854582273832847}\n",
- " loglikelihood: [419681.33552991366]\n",
- "<< Checking Stopping Criteria >>\n",
- "--> Stop\n",
+ "CompletedProcess(args=['mpiexec', '-n', '6', 'python', '/Users/penguin/Documents/Grad School/Research/COSI/COSIpy/cosipy/image_deconvolution/RLparallelscript.py', '--numrows', '184320', '--numcols', '3072', '--base_dir', '/Users/penguin/Documents/Grad School/Research/COSI/COSIpy/docs/tutorials/image_deconvolution/511keV/GalacticCDS', '--config_file', 'imagedeconvolution_parfile_gal_511keV.yml'], returncode=0)\n",
"<< Finalization >>\n",
"#### Image Deconvolution Finished ####\n",
- "CPU times: user 1min 59s, sys: 3min 16s, total: 5min 16s\n",
- "Wall time: 1min 14s\n"
+ "CPU times: user 2.35 s, sys: 1.23 s, total: 3.57 s\n",
+ "Wall time: 42.6 s\n"
]
}
],
@@ -2126,7 +1203,7 @@
},
{
"cell_type": "code",
- "execution_count": 60,
+ "execution_count": 22,
"id": "cc64ea8d",
"metadata": {
"collapsed": true,
@@ -2137,367 +1214,41 @@
},
"outputs": [
{
- "data": {
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- " {'iteration': 16,\n",
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- " {'iteration': 17,\n",
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- " {'iteration': 18,\n",
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- " {'iteration': 21,\n",
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- " {'iteration': 22,\n",
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- " {'iteration': 23,\n",
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- " {'iteration': 25,\n",
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- " {'iteration': 26,\n",
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- " {'iteration': 30,\n",
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- " 'background_normalization': {'albedo': 0.9819833894554746},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419385.9721169963]},\n",
- " {'iteration': 31,\n",
- " 'model': ,\n",
- " 'delta_model': ,\n",
- " 'processed_delta_model': ,\n",
- " 'background_normalization': {'albedo': 0.9822211437837377},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419411.1781302572]},\n",
- " {'iteration': 32,\n",
- " 'model': ,\n",
- " 'delta_model': ,\n",
- " 'processed_delta_model': ,\n",
- " 'background_normalization': {'albedo': 0.9824446724033365},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419434.58626423194]},\n",
- " {'iteration': 33,\n",
- " 'model': ,\n",
- " 'delta_model': ,\n",
- " 'processed_delta_model': ,\n",
- " 'background_normalization': {'albedo': 0.9826567290384426},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419456.37887861417]},\n",
- " {'iteration': 34,\n",
- " 'model': ,\n",
- " 'delta_model': ,\n",
- " 'processed_delta_model': ,\n",
- " 'background_normalization': {'albedo': 0.9828594435217093},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419476.7155086895]},\n",
- " {'iteration': 35,\n",
- " 'model': ,\n",
- " 'delta_model': ,\n",
- " 'processed_delta_model': ,\n",
- " 'background_normalization': {'albedo': 0.9830544469470661},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419495.73606062576]},\n",
- " {'iteration': 36,\n",
- " 'model': ,\n",
- " 'delta_model': ,\n",
- " 'processed_delta_model': ,\n",
- " 'background_normalization': {'albedo': 0.9832429754605946},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419513.56351841916]},\n",
- " {'iteration': 37,\n",
- " 'model': ,\n",
- " 'delta_model': ,\n",
- " 'processed_delta_model': ,\n",
- " 'background_normalization': {'albedo': 0.9834259555500988},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419530.3062484892]},\n",
- " {'iteration': 38,\n",
- " 'model': ,\n",
- " 'delta_model': ,\n",
- " 'processed_delta_model': ,\n",
- " 'background_normalization': {'albedo': 0.9836040735157432},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419546.0599689196]},\n",
- " {'iteration': 39,\n",
- " 'model': ,\n",
- " 'delta_model': ,\n",
- " 'processed_delta_model': ,\n",
- " 'background_normalization': {'albedo': 0.9837778315636565},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419560.909436545]},\n",
- " {'iteration': 40,\n",
- " 'model': ,\n",
- " 'delta_model': ,\n",
- " 'processed_delta_model': ,\n",
- " 'background_normalization': {'albedo': 0.9839475926980296},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419574.9298950087]},\n",
- " {'iteration': 41,\n",
- " 'model': ,\n",
- " 'delta_model': ,\n",
- " 'processed_delta_model': ,\n",
- " 'background_normalization': {'albedo': 0.9841136163173547},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419588.1883192825]},\n",
- " {'iteration': 42,\n",
- " 'model': ,\n",
- " 'delta_model': ,\n",
- " 'processed_delta_model': ,\n",
- " 'background_normalization': {'albedo': 0.9842760861622056},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419600.74448627164]},\n",
- " {'iteration': 43,\n",
- " 'model': ,\n",
- " 'delta_model': ,\n",
- " 'processed_delta_model': ,\n",
- " 'background_normalization': {'albedo': 0.9844351320221638},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419612.6518964899]},\n",
- " {'iteration': 44,\n",
- " 'model': ,\n",
- " 'delta_model': ,\n",
- " 'processed_delta_model': ,\n",
- " 'background_normalization': {'albedo': 0.984590846391934},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419623.9585680197]},\n",
- " {'iteration': 45,\n",
- " 'model': ,\n",
- " 'delta_model': ,\n",
- " 'processed_delta_model': ,\n",
- " 'background_normalization': {'albedo': 0.9847432970746457},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419634.70772087073]},\n",
- " {'iteration': 46,\n",
- " 'model': ,\n",
- " 'delta_model': ,\n",
- " 'processed_delta_model': ,\n",
- " 'background_normalization': {'albedo': 0.9848925365610207},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419644.93836726644]},\n",
- " {'iteration': 47,\n",
- " 'model': ,\n",
- " 'delta_model': ,\n",
- " 'processed_delta_model': ,\n",
- " 'background_normalization': {'albedo': 0.9850386088673744},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419654.68582116824]},\n",
- " {'iteration': 48,\n",
- " 'model': ,\n",
- " 'delta_model': ,\n",
- " 'processed_delta_model': ,\n",
- " 'background_normalization': {'albedo': 0.9851815543913989},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419663.9821384823]},\n",
- " {'iteration': 49,\n",
- " 'model': ,\n",
- " 'delta_model': ,\n",
- " 'processed_delta_model': ,\n",
- " 'background_normalization': {'albedo': 0.9853214132384271},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419672.85649777134]},\n",
- " {'iteration': 50,\n",
- " 'model': ,\n",
- " 'delta_model': ,\n",
- " 'processed_delta_model': ,\n",
- " 'background_normalization': {'albedo': 0.9854582273832847},\n",
- " 'alpha': 2.0,\n",
- " 'loglikelihood': [419681.33552991366]}]"
- ]
- },
- "execution_count": 60,
- "metadata": {},
- "output_type": "execute_result"
+ "ename": "IndexError",
+ "evalue": "list index out of range",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[0;32mIn[22], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mimage_deconvolution\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mresults\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\n",
+ "\u001b[0;31mIndexError\u001b[0m: list index out of range"
+ ]
+ }
+ ],
+ "source": [
+ "image_deconvolution.results[0]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "b0e2c89a",
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "RuntimeError",
+ "evalue": "No active exception to reraise",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[0;32mIn[23], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m\n",
+ "\u001b[0;31mRuntimeError\u001b[0m: No active exception to reraise"
+ ]
}
],
"source": [
- "image_deconvolution.results"
+ "raise"
]
},
{
@@ -2521,15 +1272,15 @@
},
{
"cell_type": "code",
- "execution_count": 61,
+ "execution_count": null,
"id": "445ee3d5",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -2562,15 +1313,15 @@
},
{
"cell_type": "code",
- "execution_count": 62,
+ "execution_count": null,
"id": "1695af05",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -2603,15 +1354,15 @@
},
{
"cell_type": "code",
- "execution_count": 63,
+ "execution_count": null,
"id": "71ad8d7a",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -2642,7 +1393,7 @@
},
{
"cell_type": "code",
- "execution_count": 64,
+ "execution_count": null,
"id": "94ab604d-12d9-4f81-b8d1-7dcbe793b6e8",
"metadata": {
"scrolled": true
@@ -2676,13 +1427,13 @@
},
{
"cell_type": "code",
- "execution_count": 65,
+ "execution_count": null,
"id": "2769b6e5",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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"text/plain": [
""
]
@@ -2707,13 +1458,13 @@
},
{
"cell_type": "code",
- "execution_count": 66,
+ "execution_count": null,
"id": "79bde8df-6fa3-430f-895e-06d7e6f91a9f",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
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",
"text/plain": [
""
]
@@ -2770,13 +1521,13 @@
},
{
"cell_type": "code",
- "execution_count": 57,
+ "execution_count": null,
"id": "2e91030b-0ae0-4d77-8bf8-e51bb636536c",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
""
]
@@ -2804,7 +1555,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3 (ipykernel)",
+ "display_name": "cosipy",
"language": "python",
"name": "python3"
},
@@ -2818,7 +1569,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.10.6"
+ "version": "3.10.13"
}
},
"nbformat": 4,
diff --git a/docs/tutorials/image_deconvolution/511keV/GalacticCDS/imagedeconvolution_parfile_gal_511keV.yml b/docs/tutorials/image_deconvolution/511keV/GalacticCDS/imagedeconvolution_parfile_gal_511keV.yml
index 53e53ae7..b084a316 100644
--- a/docs/tutorials/image_deconvolution/511keV/GalacticCDS/imagedeconvolution_parfile_gal_511keV.yml
+++ b/docs/tutorials/image_deconvolution/511keV/GalacticCDS/imagedeconvolution_parfile_gal_511keV.yml
@@ -1,7 +1,9 @@
author: Hiroki Yoneda
-date: 2024-06-12
+date: 2024-06-12 # Modified by Anaya to include deconvolution:parameter:numproc on 2024-08-23
+
model_definition:
class: "AllSkyImage"
+
property:
coordinate: "galactic"
nside: 16
@@ -10,13 +12,16 @@ model_definition:
value: [509.0, 513.0]
unit: "keV"
unit: "cm-2 s-1 sr-1" # do not change it as for now
+
initialization:
algorithm: "flat" # more methods, e.g., simple-backprojection, user-defined, would be implemented.
parameter:
value: [1e-4] #the number of these values should be the same as "the number of energy_edges - 1".
unit: "cm-2 s-1 sr-1" # do not change it as for now
+
deconvolution:
- algorithm: "RL"
+ algorithm: "RLparallel" # Choose from RL, RLsimple and RLparallel
+
parameter:
iteration_max: 10
acceleration: True
@@ -29,5 +34,6 @@ deconvolution:
unit: "deg"
background_normalization_optimization: True
background_normalization_range: {"albedo": [0.01, 10.0]}
- save_results: False
- save_results_directory: "./results"
\ No newline at end of file
+ save_results: True
+ save_results_directory: "./results" # Relative file path
+ numproc: 6 # Number of MPI threads to spawn. Limited by number of nodes available. Only applicable for algorithm: "RLparallel"
\ No newline at end of file
diff --git a/docs/tutorials/response/DetectorResponse.ipynb b/docs/tutorials/response/DetectorResponse.ipynb
index 71000116..8bfdd539 100644
--- a/docs/tutorials/response/DetectorResponse.ipynb
+++ b/docs/tutorials/response/DetectorResponse.ipynb
@@ -51,7 +51,7 @@
"from pathlib import Path\n",
"\n",
"from scoords import Attitude, SpacecraftFrame\n",
- "from cosipy.response import FullDetectorResponse\n",
+ "from cosipy.response import FullDetectorResponse, ListModeResponse\n",
"from cosipy.spacecraftfile import SpacecraftFile\n",
"from cosipy import test_data\n",
"from cosipy.util import fetch_wasabi_file\n",
@@ -88,8 +88,8 @@
"source": [
"data_dir = Path(\"\") # Current directory by default. Modify if you can want a different path\n",
"\n",
- "ori_path = data_dir/\"20280301_3_month.ori\"\n",
- "response_path = data_dir/\"SMEXv12.Continuum.HEALPixO3_10bins_log_flat.binnedimaging.imagingresponse.nonsparse_nside8.area.good_chunks_unzip.h5\"\n",
+ "ori_path = data_dir / \"20280301_3_month.ori\"\n",
+ "response_path = data_dir / \"SMEXv12.Continuum.HEALPixO3_10bins_log_flat.binnedimaging.imagingresponse.nonsparse_nside8.area.good_chunks_unzip.h5\"\n",
"\n",
"# download orientation file ~684.38 MB\n",
"if not ori_path.exists():\n",
@@ -134,7 +134,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "SMEXv12.Continuum.HEALPixO3_10bins_log_flat.binnedimaging.imagingresponse.nonsparse_nside8.area.good_chunks_unzip.h5\n"
+ "/Users/penguin/Documents/Grad School/Research/COSI/COSIpy/docs/tutorials/data/SMEXv12.Continuum.HEALPixO3_10bins_log_flat.binnedimaging.imagingresponse.nonsparse_nside8.area.good_chunks_unzip.h5\n"
]
}
],
@@ -164,7 +164,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "FILENAME: '/Users/imartin5/software/cosipy/docs/tutorials/response/SMEXv12.Continuum.HEALPixO3_10bins_log_flat.binnedimaging.imagingresponse.nonsparse_nside8.area.good_chunks_unzip.h5'\n",
+ "FILENAME: '/Users/penguin/Documents/Grad School/Research/COSI/COSIpy/docs/tutorials/data/SMEXv12.Continuum.HEALPixO3_10bins_log_flat.binnedimaging.imagingresponse.nonsparse_nside8.area.good_chunks_unzip.h5'\n",
"AXES:\n",
" NuLambda:\n",
" DESCRIPTION: 'Location of the simulated source in the spacecraft coordinates'\n",
@@ -203,7 +203,7 @@
"source": [
"with FullDetectorResponse.open(response_path) as response:\n",
"\n",
- " print(repr(response))"
+ " print(repr(response)) # Their a function method `__repr__` that gets invoked by this built in python utility `repr`"
]
},
{
@@ -232,7 +232,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 6,
"id": "cad81d6b-7c7b-41d5-9868-da58d25d4a3d",
"metadata": {},
"outputs": [
@@ -243,17 +243,22 @@
"NSIDE = 8\n",
"SCHEME = RING\n",
"NPIX = 768\n",
- "Pixel size = 7.33 deg\n"
+ "Pixel size = 7.33 deg\n",
+ "\n"
]
}
],
"source": [
"with FullDetectorResponse.open(response_path) as response:\n",
- " \n",
+ " # XXX: What is DRM? Detector Response \"Matrix\"?\n",
+ " # XXX: Shouldn't sparse be set to False by default? l.109 FullDetectorResponse.py\n",
" print(f\"NSIDE = {response.nside}\")\n",
" print(f\"SCHEME = {response.scheme}\")\n",
" print(f\"NPIX = {response.npix}\")\n",
- " print(f\"Pixel size = {np.sqrt(response.pixarea()).to(u.deg):.2f}\")"
+ " print(f\"Pixel size = {np.sqrt(response.pixarea()).to(u.deg):.2f}\")\n",
+ " print(response.axes) # XXX: Why is a list `axes` converted to object of type `histpy.axes.Axes`?\n",
+ " # XXX: What is the difference between `HealpixAxis` and `Axis`\n",
+ " # XXX: Variable name `new` is annoying in method open_h5()"
]
},
{
@@ -266,7 +271,11 @@
},
{
"cell_type": "code",
+<<<<<<< HEAD
"execution_count": 6,
+=======
+ "execution_count": 7,
+>>>>>>> 35b8293 (Create LMDR.ipynb and add response creation attempt with h5py.)
"id": "d4972c53-f653-4694-8190-8524362b6ef7",
"metadata": {},
"outputs": [
@@ -281,12 +290,779 @@
],
"source": [
"with FullDetectorResponse.open(response_path) as response:\n",
- " \n",
+ " # pix2skycoord is returned by constructor of class `HealpixBase` which is a method under `mhealpy` \n",
" print(f\"Pixel 0 centered at {response.pix2skycoord(0)}\")\n",
" drm = response[0]"
]
},
{
+<<<<<<< HEAD
+=======
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "c470f476",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
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+ " \n",
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+ " [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
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+ " \n",
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+ " [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
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+ " ...,\n",
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+ " [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
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+ " \n",
+ " ...,\n",
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+ " ...,\n",
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+ " 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
+ " [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
+ " 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
+ " [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
+ " 0.0000000e+00, 0.0000000e+00, 0.0000000e+00]],\n",
+ " \n",
+ " [[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
+ " 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
+ " [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
+ " 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
+ " [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
+ " 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
+ " ...,\n",
+ " [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
+ " 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
+ " [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
+ " 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
+ " [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
+ " 0.0000000e+00, 0.0000000e+00, 0.0000000e+00]],\n",
+ " \n",
+ " [[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
+ " 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
+ " [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
+ " 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
+ " [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
+ " 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
+ " ...,\n",
+ " [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
+ " 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
+ " [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
+ " 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
+ " [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
+ " 0.0000000e+00, 0.0000000e+00, 0.0000000e+00]]]], dtype=float32),\n",
+ " '_unit': Unit(\"cm2\"),\n",
+ " '_sumw2': None,\n",
+ " 'sumw2': None,\n",
+ " 'bin_error': ,\n",
+ " 'slice': ,\n",
+ " '_spec': None,\n",
+ " '_aeff': None}"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "drm.__dict__"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "5d4c8849",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/latex": [
+ "$\\mathrm{cm^{2}}$"
+ ],
+ "text/plain": [
+ "Unit(\"cm2\")"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "drm.contents.unit"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "6acc1e23",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['DRM']"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import h5py\n",
+ "\n",
+ "hf = h5py.File(response_path, 'r')\n",
+ "list(hf.keys())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "e8adf052",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['AXES', 'CONTENTS']"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "list(hf['DRM'].keys())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "6f45fb1d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['NuLambda', 'Ei', 'Em', 'Phi', 'PsiChi']"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "list(hf['DRM/AXES'].keys())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 80,
+ "id": "54a9ba60",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12,\n",
+ " 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25,\n",
+ " 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38,\n",
+ " 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51,\n",
+ " 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64,\n",
+ " 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77,\n",
+ " 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90,\n",
+ " 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103,\n",
+ " 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116,\n",
+ " 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129,\n",
+ " 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142,\n",
+ " 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155,\n",
+ " 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168,\n",
+ " 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181,\n",
+ " 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194,\n",
+ " 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207,\n",
+ " 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220,\n",
+ " 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233,\n",
+ " 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246,\n",
+ " 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259,\n",
+ " 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272,\n",
+ " 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285,\n",
+ " 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298,\n",
+ " 299, 300, 301, 302, 303, 304, 305, 306, 307, 308, 309, 310, 311,\n",
+ " 312, 313, 314, 315, 316, 317, 318, 319, 320, 321, 322, 323, 324,\n",
+ " 325, 326, 327, 328, 329, 330, 331, 332, 333, 334, 335, 336, 337,\n",
+ " 338, 339, 340, 341, 342, 343, 344, 345, 346, 347, 348, 349, 350,\n",
+ " 351, 352, 353, 354, 355, 356, 357, 358, 359, 360, 361, 362, 363,\n",
+ " 364, 365, 366, 367, 368, 369, 370, 371, 372, 373, 374, 375, 376,\n",
+ " 377, 378, 379, 380, 381, 382, 383, 384, 385, 386, 387, 388, 389,\n",
+ " 390, 391, 392, 393, 394, 395, 396, 397, 398, 399, 400, 401, 402,\n",
+ " 403, 404, 405, 406, 407, 408, 409, 410, 411, 412, 413, 414, 415,\n",
+ " 416, 417, 418, 419, 420, 421, 422, 423, 424, 425, 426, 427, 428,\n",
+ " 429, 430, 431, 432, 433, 434, 435, 436, 437, 438, 439, 440, 441,\n",
+ " 442, 443, 444, 445, 446, 447, 448, 449, 450, 451, 452, 453, 454,\n",
+ " 455, 456, 457, 458, 459, 460, 461, 462, 463, 464, 465, 466, 467,\n",
+ " 468, 469, 470, 471, 472, 473, 474, 475, 476, 477, 478, 479, 480,\n",
+ " 481, 482, 483, 484, 485, 486, 487, 488, 489, 490, 491, 492, 493,\n",
+ " 494, 495, 496, 497, 498, 499, 500, 501, 502, 503, 504, 505, 506,\n",
+ " 507, 508, 509, 510, 511, 512, 513, 514, 515, 516, 517, 518, 519,\n",
+ " 520, 521, 522, 523, 524, 525, 526, 527, 528, 529, 530, 531, 532,\n",
+ " 533, 534, 535, 536, 537, 538, 539, 540, 541, 542, 543, 544, 545,\n",
+ " 546, 547, 548, 549, 550, 551, 552, 553, 554, 555, 556, 557, 558,\n",
+ " 559, 560, 561, 562, 563, 564, 565, 566, 567, 568, 569, 570, 571,\n",
+ " 572, 573, 574, 575, 576, 577, 578, 579, 580, 581, 582, 583, 584,\n",
+ " 585, 586, 587, 588, 589, 590, 591, 592, 593, 594, 595, 596, 597,\n",
+ " 598, 599, 600, 601, 602, 603, 604, 605, 606, 607, 608, 609, 610,\n",
+ " 611, 612, 613, 614, 615, 616, 617, 618, 619, 620, 621, 622, 623,\n",
+ " 624, 625, 626, 627, 628, 629, 630, 631, 632, 633, 634, 635, 636,\n",
+ " 637, 638, 639, 640, 641, 642, 643, 644, 645, 646, 647, 648, 649,\n",
+ " 650, 651, 652, 653, 654, 655, 656, 657, 658, 659, 660, 661, 662,\n",
+ " 663, 664, 665, 666, 667, 668, 669, 670, 671, 672, 673, 674, 675,\n",
+ " 676, 677, 678, 679, 680, 681, 682, 683, 684, 685, 686, 687, 688,\n",
+ " 689, 690, 691, 692, 693, 694, 695, 696, 697, 698, 699, 700, 701,\n",
+ " 702, 703, 704, 705, 706, 707, 708, 709, 710, 711, 712, 713, 714,\n",
+ " 715, 716, 717, 718, 719, 720, 721, 722, 723, 724, 725, 726, 727,\n",
+ " 728, 729, 730, 731, 732, 733, 734, 735, 736, 737, 738, 739, 740,\n",
+ " 741, 742, 743, 744, 745, 746, 747, 748, 749, 750, 751, 752, 753,\n",
+ " 754, 755, 756, 757, 758, 759, 760, 761, 762, 763, 764, 765, 766,\n",
+ " 767, 768])"
+ ]
+ },
+ "execution_count": 80,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "hf['DRM/AXES/NuLambda'][:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "5fa04060",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(768, 10, 10, 36, 768)"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "hf['DRM/CONTENTS'].shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 232,
+ "id": "eca1e06b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([ 0.00591716, 0.00196464, -0.00195695, -0.00584795, -0.00970874])"
+ ]
+ },
+ "execution_count": 232,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "(510 - Ei)/Ei"
+ ]
+ },
+ {
+>>>>>>> 35b8293 (Create LMDR.ipynb and add response creation attempt with h5py.)
"cell_type": "markdown",
"id": "9bf2f221-0300-4dd1-8dc7-eb4e0e694997",
"metadata": {},
@@ -296,14 +1072,76 @@
},
{
"cell_type": "code",
+<<<<<<< HEAD
"execution_count": 7,
+=======
+ "execution_count": 64,
+>>>>>>> 35b8293 (Create LMDR.ipynb and add response creation attempt with h5py.)
"id": "5a621225-5619-4d43-9670-b4bd03b1d801",
"metadata": {},
"outputs": [],
"source": [
"with FullDetectorResponse.open(response_path) as response:\n",
- " \n",
- " drm = response.get_interp_response(SkyCoord(lon = 0*u.deg, lat = 0*u.deg, frame = SpacecraftFrame()))"
+ " # XXX: How is SpacecraftFrame object defined here?\n",
+ " drm = response.get_interp_response(SkyCoord(lon = 0*u.deg, lat = 0*u.deg, frame = SpacecraftFrame()))\n",
+ " drm2 = response.get_interp_response(SkyCoord(lon = 0*u.deg, lat = 3*u.deg, frame = SpacecraftFrame()))\n",
+ " drm3 = response.get_interp_response(SkyCoord(lon = 0*u.deg, lat = 90*u.deg, frame = SpacecraftFrame()))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7f3a52b9",
+ "metadata": {},
+ "source": [
+ "Get the interpolated effective area"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "id": "ee6698a7",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/latex": [
+ "$6.3406481 \\; \\mathrm{cm^{2}}$"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 65,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "drm.get_effective_area(511 * u.keV)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "id": "144564c3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/latex": [
+ "$99.27511 \\; \\mathrm{cm^{2}}$"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 66,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "drm3.get_effective_area(511 * u.keV) # XXX: Why is effective area increasing dramatically towards +90 deg but not symmetrically towards -90 deg?"
]
},
{
@@ -316,7 +1154,11 @@
},
{
"cell_type": "code",
+<<<<<<< HEAD
"execution_count": 8,
+=======
+ "execution_count": 17,
+>>>>>>> 35b8293 (Create LMDR.ipynb and add response creation attempt with h5py.)
"id": "6680c76c-3483-462e-bb40-5a00b282cdba",
"metadata": {},
"outputs": [
@@ -326,15 +1168,41 @@
"array(['Ei', 'Em', 'Phi', 'PsiChi'], dtype='>>>>>> 35b8293 (Create LMDR.ipynb and add response creation attempt with h5py.)
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
+ "# XXX: Why is NuLambda axis not here?\n",
"drm.axes.labels"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "bc927c1a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['Ei', 'Em', 'Phi', 'PsiChi'], dtype='>>>>>> 35b8293 (Create LMDR.ipynb and add response creation attempt with h5py.)
"id": "f01ec609-f10e-4db1-8d3e-c2f454fde894",
"metadata": {},
"outputs": [
@@ -361,28 +1233,58 @@
}
],
"source": [
+ "# NOTE: get_spectral_response() is a method under DetectorResponse\n",
"drm.get_spectral_response().plot();"
]
},
{
- "cell_type": "markdown",
- "id": "f37ad594-0be7-41f0-b7ec-16e2251a78b8",
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "839e793c",
"metadata": {},
+ "outputs": [
+ {
+ "data": {
+<<<<<<< HEAD
+ "image/png": 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\n",
+=======
+>>>>>>> 35b8293 (Create LMDR.ipynb and add response creation attempt with h5py.)
+ "text/plain": [
+ "(,\n",
+ " )"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "You can further project it into the initial energy to get the effective area:"
+ "drm2.get_spectral_response().plot() # NOTE: Inference: Slight difference in colorbar limits for (l,b)=(0,0) and (0,3). Overall structure looks the same. \n",
+ " # Difference is probably due to exposure but could also be due to something else"
]
},
{
"cell_type": "code",
- "execution_count": 10,
- "id": "a20f628e-b891-4dcb-b305-8a94c01f2d4a",
+ "execution_count": null,
+ "id": "8e2f6be1",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -390,62 +1292,103 @@
}
],
"source": [
- "ax,plot = drm.get_effective_area().plot();\n",
- "\n",
- "ax.set_ylabel(f'Aeff [{drm.unit}]');"
+ "drm.get_dispersion_matrix().plot();"
]
},
{
- "cell_type": "markdown",
- "id": "64edb047-2d80-4011-9fa3-665a1bdd282e",
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "43fa0c3d",
"metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(,\n",
+ " )"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "Get the interpolated effective area"
+ "# XXX: What is the difference between spectral response plot and this dispersion matrix plot?\n",
+ "drm.get_dispersion_matrix().plot()"
]
},
{
"cell_type": "code",
- "execution_count": 11,
- "id": "6ad17044-46a6-4646-b5d2-1cec399228f2",
+ "execution_count": 23,
+ "id": "28cba543",
"metadata": {},
"outputs": [
{
"data": {
- "text/latex": [
- "$6.3406481 \\; \\mathrm{cm^{2}}$"
- ],
"text/plain": [
- ""
+ "(,\n",
+ " )"
]
},
- "execution_count": 11,
+ "execution_count": 23,
"metadata": {},
"output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
}
],
"source": [
- "drm.get_effective_area(511*u.keV)"
+ "drm2.get_dispersion_matrix().plot()"
]
},
{
"cell_type": "markdown",
- "id": "983b731f-1dad-434a-8430-544c76b0e862",
+ "id": "f37ad594-0be7-41f0-b7ec-16e2251a78b8",
"metadata": {},
"source": [
- "Or the energy dispersion matrix"
+ "You can further project it into the initial energy to get the effective area:"
]
},
{
"cell_type": "code",
- "execution_count": 12,
- "id": "2003abb9-c2a5-487f-b869-f0e4b46bc053",
+ "execution_count": 30,
+ "id": "a20f628e-b891-4dcb-b305-8a94c01f2d4a",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
"text/plain": [
- ""
+ ""
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
]
},
"metadata": {},
@@ -453,7 +1396,11 @@
}
],
"source": [
- "drm.get_dispersion_matrix().plot();"
+ "ax,_ = drm.get_effective_area().plot(label='(l,b)=(0,0)');\n",
+ "ax,_ = drm2.get_effective_area().plot(ax=ax, label='(0,3)');\n",
+ "\n",
+ "ax.set_ylabel(f'Aeff [{drm.unit}]');\n",
+ "ax.legend()"
]
},
{
diff --git a/docs/tutorials/response/LMDR.ipynb b/docs/tutorials/response/LMDR.ipynb
new file mode 100644
index 00000000..52035622
--- /dev/null
+++ b/docs/tutorials/response/LMDR.ipynb
@@ -0,0 +1,2252 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "06:38:16 WARNING The naima package is not available. Models that depend on it will not be functions.py : 48 available \n",
+ " WARNING The GSL library or the pygsl wrapper cannot be loaded. Models that depend on it functions.py : 69 will not be available. \n",
+ "06:38:17 WARNING The ebltable package is not available. Models that depend on it will not be absorption.py : 33 available \n",
+ "06:38:17 INFO Starting 3ML! __init__.py : 35 WARNING WARNINGs here are NOT errors __init__.py : 36 WARNING but are inform you about optional packages that can be installed __init__.py : 37 WARNING to disable these messages, turn off start_warning in your config file __init__.py : 40 WARNING ROOT minimizer not available minimization.py : 1345 WARNING Multinest minimizer not available minimization.py : 1357 WARNING PyGMO is not available minimization.py : 1369 WARNING The cthreeML package is not installed. You will not be able to use plugins which __init__.py : 94 require the C/C++ interface (currently HAWC) \n",
+ " WARNING Could not import plugin HAWCLike.py. Do you have the relative instrument __init__.py : 144 software installed and configured? \n",
+ " WARNING Could not import plugin FermiLATLike.py. Do you have the relative instrument __init__.py : 144 software installed and configured? \n",
+ " WARNING No fermitools installed lat_transient_builder.py : 44 WARNING Env. variable OMP_NUM_THREADS is not set. Please set it to 1 for optimal __init__.py : 387 performances in 3ML \n",
+ " WARNING Env. variable MKL_NUM_THREADS is not set. Please set it to 1 for optimal __init__.py : 387 performances in 3ML \n",
+ " WARNING Env. variable NUMEXPR_NUM_THREADS is not set. Please set it to 1 for optimal __init__.py : 387 performances in 3ML \n",
+ ""
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "NuLambdalen = 48\n",
+ "\n",
+ "h = Histogram([np.arange(NuLambdalen + 1), np.linspace(506, 516, 6)*u.keV, np.linspace(506, 516, 6)*u.keV], contents=np.tile(R, (NuLambdalen, 1, 1)), unit=u.cm**2, labels=['NuLambda', 'Ei', 'Em'])\n",
+ "for axis in h.axes:\n",
+ " print(f\"Axis {axis.label} has {axis.nbins} bins\")\n",
+ "\n",
+ "h.contents"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 88,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(,\n",
+ " )"
+ ]
+ },
+ "execution_count": 88,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "h.project('Ei', 'Em').draw()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 89,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "h.write('spectral_response_example.h5', overwrite=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "eps_upper_limit = ((Ei[-1] - Ei[0]) / Ei[0]).round(3) / 2\n",
+ "eps_col_edges = np.linspace(-eps_upper_limit, eps_upper_limit, nbins+1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[503.7552 505.7424 507.7296 509.7168 511.704 ]\n",
+ "[505.3776 507.3712 509.3648 511.3584 513.352 ]\n",
+ "[507. 509. 511. 513. 515.]\n",
+ "[508.6224 510.6288 512.6352 514.6416 516.648 ]\n",
+ "[510.2448 512.2576 514.2704 516.2832 518.296 ]\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "array([[0.02, 0.14, 0.28, 0.14, 0.02],\n",
+ " [0.02, 0.14, 0.28, 0.14, 0.02],\n",
+ " [0.02, 0.14, 0.28, 0.14, 0.02],\n",
+ " [0.02, 0.15, 0.28, 0.15, 0.02],\n",
+ " [0.02, 0.15, 0.28, 0.15, 0.02]])"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "for i in range(5):\n",
+ " Em = (eps_col_edges[i]+eps_col_edges[i+1])/2 * Ei + Ei\n",
+ " print(Em)\n",
+ " R[i, :] = gaussian(x=Em, center=Ei, sigma=sigma_rsp)\n",
+ "\n",
+ "# R /= np.sum(R, axis=0)\n",
+ "R = np.round(R, 2)\n",
+ "\n",
+ "# adjust = 1 - np.sum(R, axis=0)\n",
+ "# print(adjust)\n",
+ "# for i in range(nbins):\n",
+ "# if np.abs(adjust[i]) < 0.001:\n",
+ "# continue\n",
+ "# elif np.abs(adjust[i]) - 0.01 < 0.001:\n",
+ "# R[2, i] += adjust[i]\n",
+ "# elif np.abs(adjust[i]) - 0.02 < 0.001:\n",
+ "# R[[1,3], i] += adjust[i] / 2\n",
+ "# else:\n",
+ "# print(i, adjust[i])\n",
+ "# raise\n",
+ "\n",
+ "R = R.transpose(1,0)\n",
+ "\n",
+ "R[::-1]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "NuLambdalen = 48\n",
+ "htransformed = Histogram([np.arange(NuLambdalen+1), np.linspace(506, 516, 6)*u.keV, eps_col_edges], contents=np.tile(R, (NuLambdalen, 1, 1)), unit=u.cm**2, labels=['NuLambda', 'Ei', 'eps'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "htransformed.write('reparam_spectral_response_example.h5', overwrite=True)\n",
+ "# htransformed.contents"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(,\n",
+ " )"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "htransformed.project('Ei', 'eps').draw()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Unbinned MC with example spectral response"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "image_response = Histogram.open('transformed_response_example.h5')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dr = ListModeResponse(image_response.axes[1:],\n",
+ " contents = image_response.slice[1].contents.reshape(5,5),\n",
+ " sparse = False,\n",
+ " unit = image_response.unit)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/latex": [
+ "$0.63004011 \\; \\mathrm{cm^{2}}$"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "Ei0 = 511.1*u.keV\n",
+ "Em0 = 511*u.keV\n",
+ "target = {'Ei': Ei0, 'Em': Em0}\n",
+ "dr.mapping['Em'] = 'eps'\n",
+ "dr.get_interp_response(target)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots()\n",
+ "dr.draw(ax=ax)\n",
+ "ax.scatter(Ei0, dr.transform_Em_to_eps(Em0, Ei0), marker='*')\n",
+ "for e1 in dr.neighbors['Ei']:\n",
+ " for e2 in dr.neighbors['eps']:\n",
+ " ax.scatter(e1, e2, c='r')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/latex": [
+ "$[506,~508,~510,~512,~514,~516] \\; \\mathrm{keV}$"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dr.axes['Ei'].edges"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[0.005 0.005 0.98 0.005 0.005]\n",
+ "[0.0204 0.4754 0.4811 0.0231 0. ]\n",
+ "[0.001 0.1558 0.6842 0.1572 0.0018]\n",
+ "[0. 0.0236 0.4736 0.4791 0.0237]\n"
+ ]
+ }
+ ],
+ "source": [
+ "# mu = 511\n",
+ "# sigma_inj = 1\n",
+ "# binedges = np.linspace(506, 516, 6) * u.keV\n",
+ "# bincenters = (binedges[1:]+binedges[:-1])/2\n",
+ "\n",
+ "# # Create model 0\n",
+ "# model0 = np.array([0.005,0.005, 0.98, 0.005, 0.005])\n",
+ "# print(model0)\n",
+ "\n",
+ "# # Create model 1\n",
+ "# counts, _ = np.histogram(np.random.normal(loc=mu-1, scale=sigma_inj, size=10000), bins=binedges.value)\n",
+ "# model1 = counts / np.sum(counts)\n",
+ "# print(model1)\n",
+ "\n",
+ "# # Create model 2\n",
+ "# counts, _ = np.histogram(np.random.normal(loc=mu, scale=sigma_inj, size=10000), bins=binedges.value)\n",
+ "# model2 = counts / np.sum(counts)\n",
+ "# print(model2)\n",
+ "\n",
+ "# # Create model 3\n",
+ "# counts, _ = np.histogram(np.random.normal(loc=mu+1, scale=sigma_inj, size=10000), bins=binedges.value)\n",
+ "# model3 = counts / np.sum(counts)\n",
+ "# print(model3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 121,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/latex": [
+ "$[509.747,~509.83029,~505.14983,~514.31033,~511.01409,~510.34,~508.91595,~508.39782,~512.90728,~513.92033] \\; \\mathrm{keV}$"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 121,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Common model parameters\n",
+ "sigma_inj = 2\n",
+ "binedges = np.linspace(506, 516, 6) * u.keV\n",
+ "bincenters = (binedges[1:]+binedges[:-1])/2\n",
+ "\n",
+ "# Simulate events\n",
+ "Ntot = 10\n",
+ "a = np.random.normal(loc=511, scale=np.sqrt(sigma_rsp**2 + sigma_inj**2), size=Ntot) * u.keV\n",
+ "a"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 122,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/latex": [
+ "$2.4258732 \\; \\mathrm{keV}$"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 122,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# As we have injected gaussian data, we can calculate the exact std and mean\n",
+ "np.sqrt(np.std(a)**2 - 1*u.keV**2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 123,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/latex": [
+ "$510.45329 \\; \\mathrm{keV}$"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 123,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "np.mean(a)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "-35.212950330000226"
+ ]
+ },
+ "execution_count": 129,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Phase space sampling edges\n",
+ "nbins_mu, nbins_sigma = 30, 30\n",
+ "pred_mu, pred_sigma = np.meshgrid(np.linspace(508, 514, nbins_mu), np.linspace(0.5, 2.5, nbins_sigma))\n",
+ "\n",
+ "# List to save all log likelihood values\n",
+ "loglikes = []\n",
+ "\n",
+ "for i in range(nbins_mu):\n",
+ " for j in range(nbins_sigma):\n",
+ " # Initialize loglike with first term\n",
+ " loglike = -Ntot\n",
+ "\n",
+ " # Calculate model counts for sampled mu, sigma\n",
+ " model_counts = gaussian(x=bincenters.value, center=pred_mu[i, j], sigma=pred_sigma[i, j])\n",
+ " model = model_counts / np.sum(model_counts)\n",
+ "\n",
+ " # Sum over all events\n",
+ " for Em in a:\n",
+ " # Temporary variable to sum over Rij*Mj for all j. \n",
+ " runningsum = 0\n",
+ " for model_element, Ei in zip(model, bincenters):\n",
+ " rsp_val = dr.get_interp_response({'Ei': Ei, 'Em': Em}) # Interpolated response value will be different for different Ei's. TODO: How do you transform this to a linear algebra problem?\n",
+ " if rsp_val < 1e-3 * u.cm**2:\n",
+ " rsp_val = 1e-3 * u.cm**2\n",
+ " runningsum += rsp_val.value * model_element\n",
+ "\n",
+ " loglike += np.log(runningsum)\n",
+ " loglikes.append(loglike)\n",
+ "\n",
+ "loglike"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 130,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(510.48275862068965, 2.5)"
+ ]
+ },
+ "execution_count": 130,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pred_mu[np.argmax(loglikes)//nbins_mu, np.argmax(loglikes)%nbins_mu], pred_sigma[np.argmax(loglikes)//nbins_sigma, np.argmax(loglikes)%nbins_sigma]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 131,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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YR44c4csvv2T16tUsXryY3NxcwsLCaNOmDaNHj/7LPUn++OMPZsyYwS+//MLdu3cpUaIEU6dO5Z133vmfB0F0hQ4dOnD27Fk++eQTtmzZwr59+ywsu+3bt7fbaqhUqRKHDx/mnXfeYfv27ezevZvatWuzZs0aEhMT/1LjxsfHh4kTJzJ27FgmT57MypUrVb878rIyIzg4+KGMmwdFkyZNOHbsGDNnzmT79u38+eefhIeHM2zYMN577z2qVKnyyGWMHDmSmJgYfv/9dz766COMRiNt2rSxGMm1a9fmzJkzfPbZZ6xfv55FixYhiiLFihWjXr16TJs2rdDu1mDaEhw0aBDffPMNu3btYtGiReTl5REWFkbdunWZMGECTz75pEW+du3a7Nq1i8mTJ7NhwwaMRiN16tRh1apVBAcH/2XGDZhWqg4cOMCsWbPYsmUL6enpFC1alJdeeon33nuP4sWL/2VlueHGw0JQ7t8jcMMNN9xwww033PgXw33mxg033HDDDTfc+E/BvS3lhhtuuOGGG278JcjJyeH333/n4sWLREVFkZmZybvvvlvouHeZmZl899137N27F51OR7Vq1Xj55ZcfeHvZvXLjhhtuuOGGG278JUhPT7cEmq1YseID5ZVlmQkTJrB9+3b69+/PSy+9RGpqKuPGjSM2NvaB7uU2btxwww033HDDjb8EYWFhrF69muXLlzN69OgHyrt7927Onz/Pu+++y7PPPkv//v358ssvEUWRRYsWPdC93MaNG2644YYbbrjxl8DT09PCC/Wg2LNnD6Ghoao4cMHBwbRr1479+/ej1+sLfS+3ceOGG2644YYbbvzjuHLlCpUqVbLjpapWrRp5eXkPtDXlPlD8iMjLyyMmJoYyZcrg7e39T1fHDTfccMMNN4iPj/9LApjKsmxnbISFhT0Qb1NhkZKS4jAEj3klKDk5mQoVKhTqXm7j5hERExPDqFGjmD9//l9CFuaGG2644YYbj4L4+HieenIAebpH35zRarUYjUZV2ogRI3juuece+d73Q6fT4enpaZduTnMW2d4R3MaNG2644YYbbvyHkJaWRp5OZNKYNMqUMBacwQli7mj54KtgJk+eTJkyZSzpD3umpiB4eXk5PFdjTvPy8ir0vdzGjRtuuOGGG278B1GqhIGK5Q0PnV/GFMCgTJky/5OdidDQUJKTk+3SzWkPYlS5jRs33HDDDTfc+A9CVmQkRX6k/P9LVKpUibNnz9qd84mKisLb25tSpUoV+l5ubyk33HDDDTfc+A9CRnnkv78LSUlJxMTEqM7ztGnThpSUFPbu3WtJS0tLY9euXTRv3tzheRxncK/cuOGGG2644YYbfxlWrlxJVlaWZTvpwIEDJCQkADBgwAD8/f354Ycf2Lx5M8uWLaNYsWIAtG3blhUrVvDhhx8SHR1NUFAQa9asQZblBz7A7DZu3HDDDTfccOM/CAUFmYffWlIecuVm2bJlxMXFWa737t1rWY3p3Lkz/v7+DvNpNBo++ugjvvnmG1auXIlOp6Nq1aq8++67lC5d+oHq4DZu3HDDDTfccOM/CAkFSXn4rSXpIY2bP/74o0CZiRMnMnHiRLv0gIAAJkyYwIQJEx6qbDPcZ27ccMMNN9xww43/FNwrN2644YYbbrjxH4TyiIeCH3Zb6nGA27hxww033HDDjf8gJJSH3loy5/+34rEzbqKioti8eTOnTp0iLi6OwMBAatSowciRIwv0cd+0aRMffvihw99Wr15tRwC0f/9+Fi1aRExMDMHBwXTv3p2nn34arfax6xY33HDDDTfccKOQeOze4r/++ivnzp2jXbt2VKhQgeTkZFavXs3IkSP59ttvKV++fIH3eP755y2uZWbcfzr78OHDTJo0ibp16zJu3Dhu3LjBkiVLSE1N5c033/xL2+QKibeTWfv1Jnb+up/sjBxKVi5Or9Fd6PhkK7Qe9sMjSRJ7/jjEunmbib4Qi5evF20GNaPf2O4UKx/psIzYy3dY/cVG9q8+gj7PQMV65ejzSlda9m+CIAh28nqdga2Ld7P++63cuxGPf7AfnZ5qQ59XuxISGeywjCsnrrPq8w0c23waWZap2aIq/cb1oH6HWg7lszNy2PjDdjYu2EFKXCohkcF0e74DPV/siF+Qn8M8Z47eYPUvhzh/MgZRFGjQvCJ9hzejSs2SDuWTs3L47dBp1p68SEaujhIhgQxuUpt+DWrg5aBvFUVh+93LLL1+lIvp9/AUtXQqXpWnKzahfIDjIHEp+gQOJm3kTNoBDLKOCO+SNAvrSp3gFoiCxkEZRpKy1xKf+TN5hhuIoh/hfr2JDHgGL21xh2XIhsvosxci6baBYkD0qI2H37NovDo4HD9FyYWcFSi5v4N0D8RgBJ8B4DsMQQx1WIZed5zsrPnodfsBBU+vZvj5v4CnVxPH8lIG19JXcjPzT/KMKfhqIygf1JfygX3xEH0d5jmZepE/7+7mcuZNNGhoGFqDXsXbUd7f8fjFZ2fx07lTrLlykQydjrJBwTxVsx79q1THQ2Pft7KssOvwFVZsPsW1W4l4e3rQrmllBnevR8miIQ7LuH31Hmu+3MjeFYfQ5xkoX6cMfV7pRqsBTeyCBQIY9Aa2LdnL+u+2cOdaHH5BvnR8sjV9Xu1GWDHHZVw7dZNVX2zg6MaTSJJM9WaV6Te2Bw072wcIBMjJzGXjfJNuJN9NITgiiG7PtafnS53xD3aiG3susPqLjZzdcwEEgfqdajPgtZ5Ua1LJoXxaYjp/fruVrT/tJiM5k8gyRejxQie6PtcOLx97intFUTj053HWfLWJKyeuo/XQ0qJPI/q/1oMy1R1/dCbcSmT1l5vYvewAuVl5lKpSnN4vd6X9Ey3RaO3HT5Ikdv12gLXzNhN76Q7efl60HdKCfmO7E1mmiMMyYqJus/rzDRxYewyD3kCl+uXpN6Y7zXo3dDy35enZvHAX63/YSnx0IgGh/nR+ui29X+lCcJEgh2VcOnqVVZ9v4MS2syiyTK3W1ek/rgd12tZwKP844f/ztpSgKI9wlPpvwLlz56hatSoeHh6WtNjYWJ599lnatGnDe++95zSveeXmhx9+oGrVqi7LMa/Q/PDDD5aVmvnz57N06VKWLFmiiqPhCpcvX37owJnXTt3krQ5Tyc3MQ5ZM7nqCKKDICg061Wb6unfw9LL2gyRJzBr2OXtXHEYUBWTZNHSiVsTD04PZmydRs2U1VRnHt57h/T6zkSUZyWgqQ9SIyJJM1+fa8cb80apJIDc7j3e7zuTCwcsICJgfD1EjEhDqz2d7plO6aglVGduW7OHjZ+chagRrGVoR2Sjz9NTBPPX+IJV8akI6b7R+jzvX4lBk6+MniALFykcyd+90Qu97Gf02fzc/fb0DjUZEyu8rjUZElmVem9KXLv0aqORjklJ56rs/SM3JRc5vgwAoQO1SRVnw/AD8vKyEUIqi8P6pDSyPPokoCJY8GkFEFATmNR1M66LqF0VM9mV+vDkdo2ywuFsKCCgo1AhszBNl3kRjY+DIip4rCS+Snrcb01l+s4umBo3gS7XIX/DzUhuDxrwt6FJfzq+5ZJEHCa3vs3gGTlGNnyJnoaQ8CcYoc0r+vyKI4QihvyFo1S+jnKyfyEh/13Jf2zICAqfgF/CiWt4Yz47bo8gxxtnc31SHQM9ytC/xA14a9YtiSfRaVt7ehoho6SsREVB4o8oIWhVRj9+l5ESGrFlGpl5nN37NSpRiUY8BeNussEqyzPSvNrHtwCWVbmhEAY1Gw9xJ/al330v41M5zTOr5IZJRQr5PNzo+2Zq3F7+iMnB0uTomdp/F2T0XLXpqzuMX5Mtne6ZTtoa6jJ2/7mP2018hioKd/j0xsT/Pzhymks9IzuT11u8Re+mu6cWS372CKBBZpghz980gvLjaQP3j47XMn7AUjVa0lKHRmvTktW9foMcLnVTyd6/H8Xrr90lLSLfOO/mPUKX65floxxT8Aq0GqqIozBu7kLXzNlvqbi5DEATeX/EWzXo1VJVx+dg13u44DV2O3m5ua9KzAVNXvqX6eDMajEwf9CmH1h1Xz20aES8fT+Zse9/OUDuy4QRT+3+Moih2fdtrdGfGfD1SpRs5mbmM7zidK8ev5bcLS56gIoHM3TudEhXVH8Ub529n7kvfm+Yd2741yjw/6wmGvtOPxxHm99LsWbGUL1f4YJP348ZNL96ZWOpfGRj6sfOWqlWrlsqwAShVqhRly5YlJiam0PfJyclBkiSHv0VHRxMdHU2vXr1UW1D9+vVDURR27979UHV/EEiSxJR+H6kMG8AyYZ7ccY7fZq1S5Vn71Wb2rjwMYFF+ANkoo8/T836/j9DnWYOOZadnM23AxxgNkkUxAUt5mxfuYsvi3aoyFk/+najDV0EBW7tXlmQyU7KYPvATVfqda/f45Ll5qgnGXCeAJVP/4NTOc6oyPn/xe+5ej1cZNua2x0Un8OnI71Tp505E89PXO/L7zVqGJMkoCnw+bS2x0YnW+ygKr/2ynrRcq2ED1tfw+dvxfL7lgKqMdbHnWB590lR3mzySImOUJcYeWU66PteSbpQNLImeg0HWq3gkzF86FzKOciBpvaqMe+nfkZ63x9xDNr9ISEo2lxNfQFGsbJ2KlIgu9VVMBoekkgcw5ixCytuoKkPJmAXGS/mtte1fGeRklPTXVfIGw0Uy0s3umPZlZGZMQ68/qcpzJH4KucaE++5vKi9TH83JxI9U8sdTzrPy9rb8Wtg8I8jIKMy98hOJulRruqLwwqY1ZNkYNuYSAI7cvc2Xxw+pyliz7SzbDlwy5bd5riRZwWCUmPDRWnLzrDF2crNymdr/Y4x6o+VZBatubF+6l43zd6jKWDJ1Oef3mYxG22dXlmSy03OY2v9jZNl6r/iYRD4a8TWKrDjUv19nreLY5lOqMr4Y/QO3r9wz6ZhN9yqyQmJsEh+P+Folf/HQZeZPWGpqq00ZklEGBb4YPZ/oC7GqPDOHzlUZNmB60SsKXDsdzQ9v/6yS373sIGvnbVbV3VyGZJSYOeQz0pMyLOlGg5H3+8xBl6NzOLcd3XiS5Z/8qSpjxWfrOfznCVMZ9/WtLkfPlL5zMOit45eRnMn0wZ8hGR3PbX9+u5Vdv+1XlbFgwlKunrxhaattnoykDGYOmaua22KibvP5Sz+A4qBvgR8n/sr5/GfOjccPj51x4wiKopCamkpQkONlw/sxbtw4unbtSufOnXnnnXeIjVUr95UrVwDsLNHw8HCKFCnC1atX/5qKu8DRjadIuJWkUn5bKLLCum+2YDSYXnaKorDyiw04WyVUZIXM5Cz2/GGd9Lct2YsuR29nRJghiAKrPre+gHOz89i4YLvTOsmSTMzF25zbF2VJW//dNutnnwNotCKrv7S+gONjEjm47pjzMowyRzed5N6NeEvaml8OodE4f1QFUWDj8mOW61Mxd7kSl4TkpN2yorDq+HmydVZDcPHVw4g4bocC6CQja26dsaSdTz9MtpThctn2QNJGS2wWRTESl/kTTgcQGYMUR2qu9YVqyF0GGF3kETFkL7TWU06DvLXglLRLAsNZFMNFS0pO1mJcTwMacrIWWa4y9DdJyD2BguMPBwWZ2Kzt5BqTLGnr7uzKX6VxDEVR2BpnNTb3xkZzKyPdKT+HrCgsPX+aPKNVN5ZtOOH0MVQUhawcHdsPWl9EO37ZT05mrnPdEGDl5+stLztdro71329VvXhVdZJk7ly9x+md5y1p67/fhpMmAKYVA1vdSLqbwr5VR5zqhmSUObn9HLev3LWkrf5qIxqt874VNQLrvtliub587BpXT9xwqePbluwmKy3bkrbq8/WIohPdUMCgN7J54S5L2oE1x0iJS0OWHDdekRVWf7XR8vEpSRJrvtqIs00EWZZJjU/n4Bqrjm9ZtAuDzuC0f0VRYOXnGyzX2enZbF68y2XfXjt1k0tHr1nS/vxmC6LG9dy25utNTn9/HKBgmg0e9u+x2tZ5QPwrjJtt27aRmJhI+/btXcp5eXnRrVs3Xn/9dT744AOGDRvGyZMnefnll4mPt74sXUUYDQsLcxiV1IykpCQuX75s+XuQ1SRbXDx0BY2H/b6zLTKSM4m7aaKsTk/KICEm0aW8xkPDxUOXLddRR64gOJmUwDTJ3Dx3C73O9EV06+Jt8rJdL2GKGpGLh65Yrs8fuOR0wgDTpHF+v/WlcvnYtYI1RkE1yVw4HaNasbkfsiRz9ni05fpsbByiC4MLIM9g5Gqc6QVslGWi0uNc7k0LCJxOvm25vpVzBRHX45duSCbLmAaAzngXo5ziUl5AS5bOukoi60/h3FABkJENNl/+hktAQRGABbBZidHrD4MTQ8UEKV/GhKS8cy5kTVCQSdXZjHnmTZcsqTIKURnXLden4u6iFVxPTRl6HTHpptWerBwdt+PSXBoSGo3IeRujIOrIFUQXBrOiwO3Ld8nNygPg9pV75GTkOpUH08vOVjcuFKAbsiRz4aBVX68cv+7U2LJF1GHrx9f5/ZdUqwr3QzLKnNtnNWYvHnI9JwAYdEZunDXNa4qicOX4dadGnVkm6rDNvHO44LktNS6NpNsmfUi5l0by3VSX8hoPjaqvoo5ccTmPyLLC1RPXLStpN8/dwpDnWjcEUSDKZvzO7Y8quG/3XnT6++MAs7fUo/z9W/HYHSi+HzExMcydO5caNWrQtWtXl7Lt27dXGUCtWrWicePGjBkzhp9//pm33noLAL3e9MXuKAiXp6cnOTk5TstYt24dixcvfoiWqKHRiLicjc1y+QfvXE3EjuQfJI/5q6xQ8gqqVRRXX42PUifb+zo62Hk/tLZlCEKhVFKTf19BsJ7nKIy8KU8h+zb/zE1h5QWVSmoouGY2LxEHB5jtoYBgLUMoxBRgKyMUYNA5khML0Xbbs0kaUSzUQUbzeBTm+bCVN+dx/YrPl8t/Xgvz3CrKfc96YXTD5mC0q9VJVR5b3XBwsNpe/j79K8S8Y9teQRTAhXEjCAKi9uHbUeh55/52FKAagiBYztwUtgzbMXN06Pl+FEbmn4SsgJMFtELn/7fisV65SU5OZsKECfj5+TFjxgzVRFBY1K5dm+rVq3PixAlLmtmoMRs5ttDr9Xh52XsLmNG7d2/mz59v+Zs8efID1wmgQec6Lr8KACLKFCGyrMlLICDEn/K1yzj0ADBDMkjU71Tbcl2/Y22XX46iRqRWq2qWg33lapUmMDzAZZ1kWVaV0ahLPZdfghqtSONu9SzXpvJcj6NGK1KrdXXLdeOWlV1OmKIo0LCl9bBh80qlnS5xmxHo40WVYiYPKI0g0ji8LBoXfSuj0KyI1VOvkn8dZJcrHgKRXqXw0wQC4KkpgZe2NLh4pSoYCfRpabnWeLWkIMPGJJMPj5ogOPamUcGzueV/vbzbg0uDRZMvY0KkTwNctQFAFLwI87YejK4XUt3ltpSAQL1g60H4liXLFEgZH+nrT7kg06FzPx9PqlWIdLlaJ0kyDWtbnQQadKrtUv9EUaBa00p4+5rmgtJVSxBSNNhlnWTpwXWjYVerx1T15lXw8HJtbIoakdo2XjpNutVzaUSJGpFGXa3616BT7QJtG99AHyrVLweYDIR6HWu7XuWSFRp0tJl3OtVGMrjQDQFKVCpGWP7B6NCiwZSsUtzV7jaS8f65rY7LVS5RI1KvQy3LfFmxXjn8ghx78VnaoSjUt2lH4671XLbbNLfVd3lPN/45PLbGTVZWFuPHjycrK4tPPvmE8HDHrriFQUREBBkZ1gNv5u0oR9tPycnJDrerzAgPD6dKlSqWv8J6Vd2Pmi2rUrFeOZcrH4Pf6m35KhUEgSHj+zh9aYtakeIVImnSw6psbQY1I7RYiFMFlSWZwW/3sVxrPbQMfL2X03eXqBWp07Y6FeqUtaR1G9keT29Pp5O4LCv0G9fdch0UHkjnZ9s5lRdFkU5PtyEkwnq+qs/wpk7bLQgCHp5aug+wemtUjAynacXSaJyUIQBPt6iPp81h8pGVmzt9oYqCQLiXHz1KWV8qlQPqEO5ZzMVLW6F1RB/L5CoIAsUCX8S5saLBx6MqgV5NLSlan/4gBONcTSU8/F6wtkvwAd8ncW58aMCrPYLWGoDOx+8ZrCtEjiDg6/es5crXoyil/TshOK2TQMXA/nhqrNQLfYq3c7oSIyDgo/GiQ6S13fUii1E3oqhLY/OFeo1UKzHD+zRWHT62hUYUKFokkNYNK1jSWvRrTJFSYc51Q1ZUuqHRahj0Zm+n9dFoRWo0r0IVmzK6PtcObz8vp+dVZElhwGs9LdcBIf50H9nRuW5oRNoNbaHyluozpptp5BxkEQQBrYeGXi9ZvaVKVi5O4+7OX9qCINBvTHeVO/igN3s7/UgSNSKBYQG0H97KklavQy3K1CjlfG5TYMh4tW4MGd/X+fkZrUjpaiVoYGPctBvWguAigS7ntkFvWcfL09uT/uN6ODWgRI1Iw651VZ6gPV7shNZT63g88pP6junm+IaPCR7lvI3579+Kx9K40el0loPAs2fPpmzZso90v7t37xIcHGy5rlTJ9JV/+fJllVxSUhKJiYmW3/9OCILA9LUTiCwbYbrOVyDzhNDnla70frmLKk/7J1oxfNIAlZyQv6cSWjSEDzZOUq1ueXp7MnvLZAJC/S1ytnlHzXmSpj3VLriDx/em45Ot1WXk16101RJM+v0NlXxo0RA+WP8uXvcZOKJGRNSIvLNkDBXrllPleXnuCOq1r2mRs/23dpvqvPLl8yr5cpWKMuHDQWg0oupFIYgCnl5apn45nLCIQFWeT4Z2p2KkySA2f9GbjZ0edavyQrvGKvlWRSsyoZbpJaCx2UYRgEAPbxa0GI63xurFJwoani03mQCPEBtJLOdw2hbpR/3gNqoyIvyHUTTA3DaNKp+XtgRVIhaoVuYE0R/v0J9BCED99jIZI56BM9B4NVOVIfiPBa/O95WR3x5tdYSgOSp5rbYUIWELAU/U04EIeBAc+j1aj4qqPA0jJlpWZsxGjnkbqphvc2qHv6qSrxJYjlcrPoGAoDIGBQS8NZ68X+NlAjysK06CIPB9t76UCQo21cQ8fvn/PlG9Ns/WVn8xt29amZGDTStS5nEW8v+Cg3yZO2mAauvSw9ODDzdPJqhIIAjWM/HmZ37EjKG07Kfm+Bnweg+6jeygkjM/8yUqFeP9FWp+rKDwQGZtmIiXr5e9bogCby18mSqN1H37wsdP0bBLXYuc7b81mldh3LejVPJlqpVk0m+vo9FqVC96URTw8PZg6urxRJRWc8RMWDLG8oFizmNuT+uBTXlqipq6oX6HWrzy5XMgqLdtBEHAL9CX2Vsm4+PnbVO2yMw/3yG8ZJhFzraMgW/0outz6vOTXUa0tRiTqrkNKFIijJnr31VtP/r4efPh5sn4BfmqdEajNW1XjZ47ggad6mCL4ZMH0HZIC1UZ5vaXq1Wad38eq5IvUjKM6WvG4+HloZp3RI2IRqvh3V9es3P9f9wgIyA9wp9cqM3bxxOPHc+NJElMnjyZw4cPM2vWLJo1a+ZQLikpiezsbEqUKGFx505LS1MZMQCHDh1iwoQJDBgwgHHjxlnSn3zySTw9PZk/f77FIFiwYAE///wzP/30U6ENqkfhuQGTF8buZQfZvewAWWk5lKlWgu6jOlK9mfN7XT15g/Xfb+PG2Rh8A7xpNaAZHYa3xMffx6F8dno225bs5cCao+hy9VSqX46eL3WmXE3HIeQVReHs3otsWrCD21fvERQeQIcnWtFyQFMV744tUuPT2LhgBye2nkEyStRqVY0eL3aiWDnHxIKSJHF882k2L9pF4u1kipQIpfOIdjTuXs/p9mPcnVQ2rjhmIfGr36wiXfs3INTJVpreKLH9wjXWn44iJSuX0mHBDGhUk8blSzrd3ruakcDvN05wPu0e3hotHYpVoW/pOgR6ejuU18t5nE7dx7n0Q+RJuRT1Lk2TsE6U9K3oUB4gS3eK+MzfyDVcRSsGEOrXkzDfXmhEx+OnyGkYc5Zj1G0HRYfoUQ8Pv+GIWsdlKIoC+oMouStAijXx2/j0Aa+OCILj8ZOkOHKyl9qQ+DXH1/dJNNoSDuVlxcjd7H1EZ24g15iEr7Yo5QN7U9S3qdPzRfdyE9kct49LGTfRCCYSv46RzQj08Hcon2c0svH6ZdZevUR6Xh4VQkIZVr02DYoWdzp+V6ITWLvtLFeiE/Dx9qBtk0p0aVUdPx/783VgIpPc/vNeDqw5Ql62jop1y9HjxU6q1UlbKIrC+f2X2LhgO7ev3CUgNID2w1rSemBTPL0dl5GWmM7mhbs4uukkkkGiRvMq9HypM8UrFHUoL8syx7ecYfOinSTcSiKsWAhdRrSjSY/6Ts94JNxKZP332ywcPPU71Kb7Cx2dEgsaDUYOrD7K9qV7SUtMp1j5SLo+14F67Ws67dtbl+7w57dbuHzsOp7eHjTr1ZDOI9oSEOJk/HJ07PptP3uWHyI7PYeyNUrR44WOVG3s/OPx8rFrbPhhGzfPx+Ib6EObQc1pN6yFyniyRWZqFtt+2sPBdcfQ5xmo0rACPUd3pkw1x8SQiqJwetd5Nv24g7vX4wkuEkjHJ1vTol9jPDwd60byvVQ2LdjBye1nkSWZ2m2q0+OFTk6JBR8HmN9L738QS5lH4LmJuenF9En/Tp6bx864+fLLL1mxYgXNmzd36B3VubPpq3TWrFls3ryZZcuWWdiIhw0bRuXKlalSpQp+fn5cuXKFjRs3EhYWxg8//EBoqHU59+DBg7z77rvUq1ePDh06cOPGDVavXk2PHj14++23C13fRzVu3HDDDTfccOOvhPm9NHnmoxs3Myf/O42bx85b6to1kwvwwYMHOXjwoN3vZuPGEdq3b8/hw4c5duwYeXl5hIWF0atXL0aMGKEybACaN2/OzJkzWbx4MV988QVBQUE8+eSTjBgx4i9tT2Ggz9NzZvcFstNN4Rcq1itXYJ7oC7HEXIjF28+L2m1rOP2yMSM7I4ezey6iz9VTvk4ZSlVx/EVuhtkF9N6NeAJC/andprrTLxsz0pMyOLcvClmSqdq4ot1y+P2QZZObeMq9VEKKBlOrVbUCPV8Sb6dw+cQNBFGgRrNKBIcHupQ3SBInLt8mPSePEmFB1Cgb6fJQNsCNjBSiUhLw1GhoGlmaAE/nB8wBdJKOy5lR6GUdRb2LU9K34KXqTN0lsg030Yp+hHg3QSO6LkOW05F0h1EwoPGoiUZb1qW8oihgOIUi3QMxBMGzMYLgWt0lKQGd/hig4OXZEI3G8cqCpU6KRELuGXKlFPy0ERTxrlmgV1hcXjJXM2PRCCI1gyoQ6OH6ALTOaOTI7dtk6HSUCQ6mZkREgeMXHZPEzZgkvLy01K1dGl8nqzZm5GblcnrXBfS5esrWKu30q98MRVG4cuIG967H4RfsR912NQrUjYzkTM7ti0IySlRpVLHAr35Zlrl48DJJd1IIiQymZquqBTpUJN1JNrmJCwI1W1RxGirFDKPByNm9UWQkZRBRpgjVmlQqsG/vXLvHtVPReHhqqd2mutNwEGbocnWc2X2R3MxcSlUtQfnaBZ9RvHE2xhR+wd+buu1qOAwHYYvs9GzO7LmIQWekQt2ylKxUzKW8oihcOnqN+OgEAsMCqN2musNQN7ZITUjnwoFLKLJC1SaVKFLS+bnMxwkyID3C1tK/+czNY2fcfPnll4WSmzhxIhMnTlSljRo1ilGjRjnJYY9WrVrRqlWrggX/JiiKwsq56/ll5koVaVaFumV5Y/5LVG5QwS5PzMVYPh31nYqPwcffm8Fv9+GJSf3tjAPJKLH4/WWs/mIDulyrd1jtNtV568eXHcajOn/gEp+/9AMxNsymQeEBjJgxjJ4vdrKTz8vR8c1ri9i6eDeS0eQlIQgCzfo05PXvX3QYs+Xg2mPMe22RirunSKkwRs99llb97eMZpSdn8uVrP3Hwz1OWw8UarUiHYc15ec5wvP3sJ8DV+8/x9ZoDpGZZ+UnKFQ1l0vAO1K9k/wKLzUxj/KGNHIq7ZUnz0mgZUbUBb9drg/a+vpUVmc1xG9h8bz15cp61DL/yPF32eUr42JeRqYviQtJkMvVWfgytGEC54JcoE/is3ctFUfTkZnyIPvtnwPoFpvVqjW/wx4gam3hU6emwdi3ykIrIGe+DFG35SVihIAychlj0Sbs6yXIWqWnvkpO7GivnjYiPTy9Cg+cgivbjdzNzO8cSvyRXspL1+WuL0yTiTUr62W8lJ+vS+fzKMo6m2LRb0NCtWDNeqNAHT1FtHCiKwpLTp/n80EHSddZ2Vw0P58NOnahT1P4Fdut2Mh/N3cz5i3csad7eHgzp34hnhrewO9grSRI/T13Oirnr0eVYy6jVqhpvLBjt8CV58fAVPn/xe26esz4jAaH+PDNtCL1f7mI3frpcHd+9uYTNP+7AaPYgEqBpjwa8Mf8lhwbI4fUnmDduoYXjCiC8ZBgvffoMbQbZ921GSiZfjJ7PvpWHLR5EGq1I+ydaMebr5x1uV29ZvIsF7/xCWkK6Ja1kleKM+2YUddvVtJNPuJXIpyO/5eR2K8+Rh7cHfV7uyvMfPmFnHCiKwh8fr+PXWavIybBSa1RuUJ43Fox2uO1342wMn436zsSFlQ/fQB+GvdOPIRP62vWt0WBk4cRfWTtvM3obDpt6HWrx5oLRDg3IM7sv8MXLPxB7ycp5FBwRxPOznrA7BwQmw/frMQvZ8ctei3edIAq06t+Ecd+9QGCoa+9SN/45PHbbUv82PMq21M/Tl7Nk6h926aJGxMPLg68OfUC5WtYvnXs34hndcLxdyAYz+o/rwei5I1Rpnzz/DVsX77LzRDB7OXx7Yg7hJaxfIVFHrvJGm/eRjJJDV8vRn42g/2s9LNeSJPFul5mc2X3BjuhL1IiUqFiUr4/OxjfAOsEeXHuMKf3zKfpts+TPXe8vf0tl4ORm5TGuw0xuX42za7eoEajRtBKz172tOo+wbPdp5vy+i/shCCa+k/lvDqJOeathkJCbRY/1i0jJy7HzmhKAvuVrMLdlL1X6itjf2Rpvz1AqIuIpejGp+lQiva2rH1n6axy9OxhJ0eHom6hc8GgqhlgPNSqKQk7qSxjyNmHvZaVBECMJKLIJURNqMmy6doXDh5EmhqOMCbbkEb5KRTMrBaWBF8qf3yEWG2FThp6ExH7oDWewJ/PT4OFRjYgi6xAF6/jdyNjKvvipdvU3H+HtWPwTSvhZvZ+yjDm8euJT4vNS7cj8BAQahlZles1RKj6cb48e5eMDavp8MB0u9hA1rBw6lOoREZb0uPh0XhjzE1nZOoeEc3171uO1V9SG+eejf2DDD9vsulbUiPgH+/HtiTmq1cerJ28wruVkJL3RYRmj5jyp8rCSZZlJPT7kxLYzdrokakWKlo3gm2OzVYFij2w8yXu9ZgOKQ++hSb+9ZjkUCybjaWyzSURfiHWgGyJVm1Ti011TVcbHhh+2mcIK3AdBFBBFgY+2T6G2DRVDakI6LzcYT0p8mipUBZg+YloPasak315TGR8LJ/3Kbx+utivDHCvq66OzVZ5JsZfv8Erjd1SxqGwxZHwfRs62GuaKovDhk1+y+/cDdp6UokYkJDKIb098pDIez++P4q3205Bl2eHcNvabUfR6ybozIBkl3mo/lYuHrjjs29LVSvDV4Q8tdAGPE8zvpQkzb1O6nD3lSWFx66YncyaX/FduSz2W3lL/H5CakM4vM1c4/E2WZAw6A4ve+12VvnTGCvKyHBs2AKu+3KAKW3D9TDRbFtkbNuYyMpIz+ePjdar0+RN+RpYcKz+YJq1smy+xIxtOcmrneYeTvSzJ3L5yj00LrCEFZFlm3mv5dP73Z8m//ua1Raq4YFt/2U/s5XsO2y1LCucOXOHwptOWtJw8PV+s2uew/opicvP9fMVeVfoPF444NGzM1Vp94wLnkuMsaUm6RIeGDZhiJullHevvrlWlX0v9AlnR42yx92ba9+iM1q91SX8MQ95GHLuPSyhyHLrsH02Xa9fCYROTsGZWEsJXJvZXs2EDIJzQoayYgqJYVylycv9EbziJY5ZiCYPhPDk51hhnsmLkaNLnDutvji91NPFz1QvnzzsHiM9LcchSrKBwLCWKU6lW1t3U3FzmHrLfkjaVr2CUJT7arzZ8fll2mOwcx4YNwJr1p7h120r9EHMxlg3f2xs2YI4Vlc3vs9eo0udPWIpkkJyWsfj938lMzbJcn9h6huNbTjvUJdkoc+9GPOu/325JUxSFb8YtzP9/h0XwzeuLLaujAFt/2sONczFOdMO0tbV/1RFLWl6Ojh/G/2wnCya+GllW+P6tJar0VXPXm8IpOOAFUhSFPX8cJOqIdfwSbyfz+5w1DsuQJRldrp4lU5ap0pdM+wN9rmPDBuCPj9eRaDN+l49dY9dv+x1SRMiSKVzDis/Usd2+e3OJU8MGYP74n8nNtq7A7l99lPP7HbNMy5JM9IVYtv202+G9HhcoioD8CH+K8u/1lnIbN/8Qdv223yWluSzJHP7zBBnJmYDpXM7O3/YXQDwmsm3JHsv11sW7XfLoyJLM5oU7LRNEfEwi5/ZGuST+0+XpVZPllkW7XBN8obDRxrg5v/+SaSvKWdMVSLqdzLm91vhVm3/a65KxVtSIbPnZaszsPH2NPL3RqbysKJy5cY/YxDRTkYrCsqtnXRLHaQSRldetS/JHkg+6JKaTkTmeegSdZDIkDFIGiTk7ncZkMuNetjUejj53Oa53jmX0Ob+Z/vfpp1FmWl2RNbNS0FS9aTFsAKSJoSiDPFB0Oy1p2dm/4XoaEMnO/tVydTfnCDopzYW8QobhFsk24Rc2xR1yGdpCRGRbnPWZWn/lMpLs/BmUFIV9MdEkZpu2co1GiS3bzyO5oGLViAJbt1+wXG/9aY9L3ZCMMlt/sm6zJt1N4dSOcy51w6iX2LvcGttty+ICdENW2LjAatxEHblqCijr4jlMjUvj5A7rc7jpxx0ILs5UiKLA5oXW8T7853GXYSQU2XTWLvaydWtv4487XLZbo9Ww1SYA745f9rk8uyNLMvtWHbF8JOVm5bJvxWGXc5sgCmz/2fpBUpi5bdOP1nnn9pW7XD52zSXxX25WHofWHbdcb1640+X4CaCa29x4vOA2bv4hJN9NLZCmXFEUUvP3xLPSsjG6eGGDaQJIvmt9maXEpRYYqyY3K89yFif5nuv4LmCii7eNA5N4O9nlxIcCyfds6lSIMgBVGcn30lzHkZFkEu9Yy0hKz3ZK4GeLpHTTy9Egy2QaXHsUyIpMfI71qzzdkO7ypQIgKRLZkimPXk6hoON5AqJq5UaW4jEFznQORbaeeVHe6oc00XpwXki3iWQ8MRRlTAgggGSzOiTdK6Becr6MCTlG53HXbJFjEzgzVZ/pUlZGJlGfZrlOzM5WEfQ5ggIk5YdJyc7Ro3fFiAsgCCSlWMcvJS61QKZeXa7eElsqNS7NtTCmrSaVbsQWoBtAis19H0o37qa4NIZkWSExNtlGPrVQoQjMZSiKQkaS6/GTjJKdjjsjLrTUS5It901PyiyQrV10MLcVlCczJcuyAlyYuU3UqMcv6Y7r8VMUSLKZdx5HPArHjfnv3wq3cfMPIaxYiMtgkGDazzYz9foH+xUYtkCRFUJteC1CIoMRCnhJePt54ZXvTRJaAL08mM7Y2JYRXiK0wMnSlmujIAp7M0KLWeVCiwa5ZPwXNaKKtTU8yM9pRHBVvQJNZx08RBF/D9ceNaIgEuFjPRsR6BFUYPwjUdDgl8/U6ymGUJC6Kch4aa1nPERNBK5DI4Aghtn8fxGUMSEoQepylCAx37AxlYLGWobJI8pVvQSV15SPpnBeIr5aq1yIh+tDlyIi4Z7BlutwXz+XKzdWOROdvp+vJ54F6AYohIVa+VhCI4Nd0v0DePp44uNv8kIMibQ/VH0/ZKOs1o2SzhmQrfWw3rcw+gcQZqMbYcVCXLZDFAXCS1p1I7RYSIEGl1kOTHNQYJjr8dNoRcKKWtsdWjTY5ao05J/5y+enCgwLKLCfZAdzW0Fx7QJC/CweZoXpW1mSVX0bXjzUtZEmQFhxxzxCjwtMJH7iQ//9m0n83MbNP4S2Q5u7VBxRI9KkR33LxOLp7UnboS0KXIrt+FRry3XnZ9qq9ucdldH12faWJeSiZSOo2bKqy4nG08uDVv2t7L5dRrRzOVkKgkDX5zpYrmu2rEqRUmEujZWw4iHUbmM90Nj16dYuVUyWZLo8aY2x1K5uRbxcuHaKgkCtckUpHRFsqePgirVd0v1LisyACtZ4SU3DmruMdC0i0jCkEV4a02FDD00QRXzbFRh4sqiflY7f02cgriN2a/D0HWq91FZCmKdVrdiAaQVH+Cr/i1TwR/CyeoX4+Q3F9cqNgp/fMMtVcb/GeDnwnrIpjQCPkoR5WWNFdS3W1OUql4xMp6KNLNc9q1RxuXKjEQRalS5DET+TsanVaujUvgYajavYUgqdO1jDZ3R8uo3LL3+NVqTTU20sh9TDS4RRt11N17GGPDS0HmQ9SN35mbaudUMU6Pa8VTeqNqlEsfIRLo2V4Igg6nWwPoddn+vg0sSWZYUuz1rHu1nvhhaDzVmdKtUvpzrs2/W59i7bLRllOj3T1nLdfnirAuM+tejbGL9Ak3HqG+BDqwFNXMbIUmSFjk9aPVs7PdPW9Ra9RlR5P5WqUoLKDcq7jPXl7edFsz7W57DLs+0KNNJsx+9xhMyjnblxGzduPDBCi4Yw9J1+Dn8TRVO8pBEzhqrSn3xvIN5+3k4nmj6vdqVERav7asV65ej4ZGuH+9+iRiQgxJ/B4/uo0kfNeRJRFJxOAiNmDFN5dzTt1YDabao7NNREjUjxikXpPso6AWg0GkbPzY9V5ERvRs99VsXp0fnJlpSsVMxhu0WNSPWmFWnWwxoc0M/bkzF9W9jJgslbShQEXhvQWpX+Yo0mBHv5ODRwBKB32WrUDrf2bbhXETpGdrGTBbO3lCc9i/dVpVcMGYsg3B/mwIpyQaPw1lo9gDSeTdB6d3Eir0EQi+DlZw1VIcyZg2amNaSI7QqOZlYKwlepiAETEATry83XpzceHnVxvEKkwUNbDV+fAdYUwYNGRcY6kAXzgDYuovac6VW8JRFeIaqwFtYcAg1CqlI/xOqJEerjw9imTe1kwTR2WlHkrZYtVelPDm2Kj4+n0w+GXt3qUKaUdTWpXM3SdH2+vUNDQtSI+Ab6MuxdtX6OnD0cjVZ0WsbTUwarXIMbda1LvQ61nOpG0bIR9LTxzhFFMV83BKe68dKnz6g8nzqPaEvZGqWc6ka1ppVoNcDqeejt66XyOrKF2VvqxU+eUaUPfKMnwRFBDj+sBFGg1YAmVG9W2ZIWUSpcFdfp/jp5envwzLTBqvSnpgzGy9vT6dw28I2eKs+1ak0q0WZQM6dzW3CRQAa8ofZufPHTZ1zObc9/OFzFF9ayv6ldzvq2TLWSdB7R1uG93Pjn4TZu/kE8M20Io+Y8iW+gmoeidPWSfLJrqh0XRImKxZi7bwYV66rTvXy9ePK9gbz8+bN2Zby18GUGvdkLD281j0i1ppX44uBMOzKq6s2qMGfb+5SoqCZwCwjx49WvnmfgGz1V6RqNhpnr36XjU23Uk58AjbrVY+7e6ZYvNDNa9W/C+8vfUm0lgWnFZvKyN+y4PHwDfPh40wQad66tmvRFjUi7wU35YOUbdrT0T3Soz8Qn2hN0H7lhqSLBzBvXn3oV1SSGkb4BrOr2FPWLqNM9RQ3PV2/Epy3V7QYYWHIovYr3xfM+Ar6SvqUZX3USRb3VPCn+npVpVOxn/D3U9PMawY+KIW9QIWScKl0QBPxC5uHp+zSgHj+tZxMCwlcjavIDyi5ZAu++a/ldmlwO6VI51RkczawUxBUG1X0EwYuI8GX4+PRCPR0I+Hh3pUiRlYiievwqBHajVeQUvDXq8fPTRtC+2BxK+jVXpQd4+DK33jjqBt/fbpGuRZswpcZzKjdwgFcaN2FSmzYEeKn7tnxIKL8MHEStSDU/U7Giwcz79EmqVFI/t16eWp4c0tTODRzgtW9fYMj4vnjepxtVGlfkiwMz7XhSqjSqyEfbp1CicnFVun+wH6PnjmDoO31V6aIoMn3tBDo/287u+azfsTZz982wI8Fr1qshU1e9baeXocVCePeXcXSwCVAJJmPl013TaNa7oepFL2pE2g5pzoebJ9sRDPZ+uQuvf/+i3XZTsXIRzNo4iTo2UcfBtAX0xYGZ1GxZTZWu9dTS55WuvPvLODsjY+Ts4Tw7c5jdKlG5mqX4bM90ylRXE12WqVaSz/ZOp1wtdUgYH39vRkwfysg5aoNMEAQm/DyGvmO72UVSr9myKp8fmGkXeqJ26+rM2jSZYuUiVOmBYQG89t0L9H1VHQRT66Hlw82TaTe0hcrAEQSBpr0a8OnuaQWSp/7TcMeWcuOh8VeEX9Dl6ji14zw5GTmUqFzctHxawIGA62ei8xmKvanXoabTuFJmZKdnc2rnefR5BsrXLlNgwDdFUYg6fIV7NxIICPWnbvuaTuNKmZEan8bZfG+rqk0qOo0rZYYkSZzbG0Xy3VRCiwVTu031AllY42KSuHzcxFBcs3ll1ZkFRzAYJY5ejiU9K5cS4UHULl+swL69mpbExdQEvDQamhUtQ5CTuFJm5El5XMq8iE7SUcynOKV9XbOwKopCpv6ihaE41Lup07hSZshyKkbdIVD0aDxrodHeR/Bow3PDhx+iTBgPhpMo0h34dCPiez9A06aweTMEOe4zo3QPvc7EUOzp2RCtk7hSljopRuJyT5FnTMFXG0GkT50CGYrv5CZaGIprBVUk2NNxXCIzdEYjB27dIlOvo2xwMLUjixbMMH0zkZsxiXh5eVC/Tml8C+Ahyc7I4fTO8+hy9ZSrVdppzDUzzAy3Zobieu1rOo0rZUZaYjpn91xEMspUaVTBaVwpM2RZ5tzeqHyG4iDqtK3hNK6UGQm3Erl46AqCIFCjZVW7j4f7YdAbOL3rApnJmUSUKUKN5lUK7Ntbl+5w7dRNPLw8qNuuhtO4UmbkZudxeud5C0NxpfrlXcqDiU/IzFBcr0OtAg2IzNQsTu+6gEFnoGI99ZaaIyiKwoWDl4mPTiQwzDS3FcQwnXwvlfP7L6HIMtWaVn6s40qB9b308vRESpQ1FJzBCe5Ee/DN+0X+lTw3D2Xc5OXlcf78ec6dO0diYiLp6el4eXkRHBxM+fLlqVu3LiVLuqYw/6/AHVvKjccG+QzFPP20/W9LlkCfPk4NGzfccOO/A7dx84DhF86fP8/atWvZs2cPer3eqQuiIAiUKVOG3r1707VrV/z8XMcf+f8Mvc7A3uWH2L3sIFlpWZSuWpIeL3SkSiPnUaVvnI1h/ffbuHkuBh9/b1r2b0r7J1o6ZcrMycxl+897ObjuGLocHZXql6fHi51cRs69cPAymxbs4M61ewSGmSIft+zfxGkMlvSkDDb9uJMT284gG2VqtKhCzxc7OY0vJcsyJ7aeYcviXSTdTiGsRCidn2lLo651ncaXSohNYuMP2zm3PwpRI9KgY226Pt/eYXgHMPGf7D16ja17LpKemUuJoiH06liL2tVKOP1CvZ6awq/nz3AuIR4vrZZO5SrQr2p1p/GldJKefYknOJB0ilwpjzJ+xelStCXl/Z0b9yl5UVzPWE2G/gYeoj+l/DtR2r+j0/hSspxOds4f5OZtR1F0eHnWw8/vaTy098UgCwoy8d0oCrL+MIacZShSLIIYhnZwfzRefk4XmY1SIhnZv5CTHxXcx7MZQf5PonUSX0pWJG5lH+Fy+laypWQCtJFUDepGSd/6Tvv2bm4Ka28f4XxaDFpRQ9OwKvQo0ZBAD1+H8nqjkS2XrrH+wmXSc/MoHxbCkPq1qFPCeeygm9cT2Lj6BNevxuHt40mLtlVp36UWPk7iS+Vm5bLjl/0cWH2EvBxrVHBXK5sXD19h4/z8qOAh/rQb1pJWA5o4/frPSM5ky6JdHNtyGskgUb1ZZXq82ImiZSMcysuyzMnt59i6eBcJsUmEFguh89NtadStrtOVzaQ7yWz4YTtn95qigtdrX4vuIzs4jS8lGSUOrjvOjl/2kpaQTrFykXR9vj21W1d3On63r95j/XdbuXL8Oh5eWpr2bEjnZ9qozuDZQperY/eyg+xbcZjsjBzKVCtJjxc7uVy9uXbqJuu/30bMRVNU8FYDmtFuaHOn8aWyM3LY9tMeDq8/jj7PQOUG5en5UmdK3rd1aIaiKJzbF8WmH3dw70Y8QUUC6fBEK5r3aeR0bktNSGfzjzs5ucMUFbxWq2r0eKHTvyK+lIKA/AinT5T/+rbUzZs3+eabbzh27BiiKFK3bl1q1qxJlSpVCAkJITAwEJ1OR2ZmJrdu3eLixYucPHmS+Ph4AgMDeeaZZ+jbty9a7WMXyuqR8SgrN0l3knm7wzRuX7mHIAoosoJGKyIZZfqP68FLnz1jN9H8PG05S6b9YZEz54soHc7HO6bYLXfHXIzl7Q7TSE1IR8DEzSBqRWSjzIufPM3A+w7dybLM3Be+Y/PCXZYyRFFElmUq1CnDnG3vE3RfsMpz+6KY1GMWeTk6i5eEqBERRIF3loxR0cWDiZBwSr+POb7lNKJGRJZky7/1O9Zi+toJdpPZnuWH+PDJL0wsqpI1xouXjycz1r1jFw8nPTOX16ct58qNBERRQJYVNKKAJCt0a1eDd17uYscztOjMSWbs24UoCEiKVa1DfXxY2mcQVcPVhlp8XhKTz31Jgi4FAQEFBQ0iEjKDS3XlidI9VOOnKApnkr/kctpSBDT5hH4iIOPvUYp2Jb7FV6veytPrz5KYNBRZSTPfBdPhX5mQ4Nn4+6lXaRTFiC5tHFLe+nw5axmiRz28Q5cgiOrxy87bzb2k51CwZU8WEdBSNOwH/H3UwWoNci7rb7/DvdyzCIgoyJb2lPVvQZfiU9AI6hf9prsnmHVhOYCF0E9AwFfrxWf1nqNmsHorLzErm2eWruBaUgqiICAr1vEb3qAO73dtZ6cbvy3ex6LvdqHRiEiSjCCYnvfwIgF8NO9pSpZWv4xiL9/h7Q7TSL6Xaho/xap/z384nKET+qrkZVnmq1d/ZP13W210w/Rsla1Zio+2vW9nTFw4eJmJ3T8gNytPpRsAby96hY5Pqg+263UGZgz6lMPrT1j01KwbddrWYMaf79ht0xxYc5SZQ+ciS7JKNzy9PZi+ZgL1O9ZWyWemZvFu1w+4fOya5d7m9rQb1pIJP71qtwX257db+OrVHxFEwVSGYBq/gFB/5mx7j4p11YZ2wq1E3u4wjbvX4+3mtiHj+/D8h8PtdGPhpN/4ffZqu7mtaLkIPtk51W4r6MbZGMZ3nE56ckb+TUx9K8syr375PH1e6aqSlySJj0fMY8cv+6zjl9/+yg3KM3vre3bbbCd3nOP9PnPQ5+lV4yeKAhN/e91hHLzHAeb30gvTkyle1jVXlivcjdbyw/th/8qVm0KZdM899xyxsbGMGTOGVatW8dlnn/Hcc8/RokULqlevTsmSJalQoQJ169ald+/evPPOO/zxxx988cUXNG7cmHnz5vHrr78WXND/IyiKwvt9P+JufrgEs+KY3RtXfbGB9d9vU+XZvewAS6b9oZIz50u6k8LE7rNUYQv0OgPvdJlJelImKFZKdzON+vdvLeHIxpOqMv74eB2bF+5SlSHnc47cvBDLB0PnquRTE9KZ1GMWOhvDBkzu2ZJB4sMnv+T6mWhVnm/f+IkT285Y5Gz/Pb3zPPPGLVLJ3zx/iw+Hf45klFSutYqsoMvVM7nXbDuSrmlzN3A9OjG//vl9m//vpl0X+GX1UZX83lvRTN+3CwUsTMVK/l9aXh5Pr1tJntG6vCsrMtMvfEuSLi1fNr+MfOPgj9jN7Ek8ji1uZKzlctrSfHnzOJnksw132Xf3DdVqqCxnk5g8DFnJsKmNqRRQSE17hzydlREXwJD1OVLeBhs5axmy4Sy6tLfU8sbb3Et6FoX7413JKBi4lzwKveGGKs/uuM+Iyz2f3w5Z1Z7orIMcTpyvkr+YHssHF5Yjo6iYihUUco063ji1kAyDNaSHoii8uuJPbiabxlRW1OP3y4kz/HzstKqM/buiWPRd/nOb/4yYuzIlJYuJr/2ich02Goy82/UDUuPT83VDrX8/vvsLB9ceU5Wx+ouNrP9uq0rO/GzFXrrD9EGfquQzkjPtDBvAYoR8NOJrrpy4rsqzYMJSi06a9dT8zJ/bF8VXryxQycdevsOMwZ9hNBjtdEOfa+C9PnNUYQsAPnrma66evKG6t7k9u3/fzy8zV6rkT+86z5evLDCtCJrLyO+zrLRs3ukyUxW2QFEUJveaTXx+UNz757ZlH61liw2jMcD2n/fy++zVKjlzvsTYJCb1/NAyD4EpjMSEzjNM4S5sVEOWZFDg6zE/qpicAX79YBU7f92nKsPcnmuno5n9lDpoc9KdZN7vPVtl2JjzGI0SHwydS0zUbdx4PFEo4+bNN99k6dKlDBgwgODg4ELfvG7durz33nssWbKEmjXtI83+f8aFg5e5euKGw3gtAAjwx8drVQr9+5w1Tt0YZUnmztV7HLOJsbRvxWGS7qQ45doQNSLLP7HGljIajKz47E+ndZaNMqd2nufmuRhL2qYFO8hzEdNHEARWf7nRcp2RnGkK+eBEXpYVti7eTVqiNVrx2q/yYzg5yKLICoY8vSp+1c3YJI6ejnZJ5Lfsz+MYbFhtfzh5zCnPjaQoJOZks+GaNRL76bRL3M6Nd8p1IyCw8vZWy0tTURSiUn9yWh8FiTT9FRLzrMZmTu4KZDkF51w3IplZ31vvoeRiyF6EczpnCUm3FdlojWidnr0EBaOTPAogk5692JKSZUjkWuYOi1HjKM/5tHXoJWuU+2Ux+xCd9K2MQo4xj413T1jSzt6N59Ttey7DYSw4dFxF9PfH0oMudEMh7m4ah/Zbx+/AmmPExyQ61w1RYNnH1thgklHiDxtduR+SUeb8/ksqY2XLol12hs39Zaz6whpuIystm/Xfb3OuG5LMjl/2qQz5NV/lB1V1pBuKglFvNMXQysftq/c4vP6E03YriunDSp9nDba4/NN1Tvm1ZEkmPTGDXb8dsKSZ5ohbTnloBAGWfbRGpRu/z1ntlN9HMsrEXIjl9M7zlrTdvx8gLSG90HObPk/Pqs83OGWlliWZoxtPqcJObPhhOwa90fF4KKb/rP16s+MbPiaQFRHpEf5k5d/rUF2omvfs2fORtpRKlSpF/fr1Hzr/fxHHt5x27f2gQNzNBOLzVx8yU7O4fjraJTmWxkPD8S2nLdcntp1xSb4lSzJndl/AaDAtW0afjyU9McNlvUWNyPGtZy3XxzafclknyShxZIP1hX1uX1SBYSQko8TZPRct14c3nHBJ2CXLCkc2WF+Ox87EFOj1kZ6Zx7VoUxgCSZY5ePuWy5epKAjsuxVtuT6VGuWQt8UMBYVbOfdIN5go/3OM8WQbXX/lCWiIyzlsuc7L24NLtkMk8vJ2Wa5kwzlQslzIm2om6axxuLJzd+CaKFAiO9f6cryTc6pAZmZJ0RGXZ43jdCj5MpLigsYeOJJk5ec5cCPGJaEiQFxmFtEpaQDkZOu4dOGOa93QiJw4YjU8Tmw941L/ZFnh4sHL5OWYwnLEXr5bYHgEUSNywkY3jhaoG6YXqhkXDl7GoHN9+FOWZM7ssr7kj2w86Vo3JJnDNrpxctvZApmZs9NzuHryJmAyPE5sO1tg3KfjW09brgvqW0WB25fvWsIppMSlcSvqjstwGBqthmObbcrYdsYlCaosyZzcftZiQF07HU1WWrZTeTB9iJ3YZjN+m065JGGUjDKH1x93+vvjAJl8Ir+H/vv3otBm2Y4dOzAYHv7UtRtqSEbZ9XvLIiep/i2s/IPksWzbFLYMg9U4MRYU0+ch62Q7mRYUQ+b+epjPWxRYhqzefiqwDJuVAtPLuuBCJEXKL6Mw+94CimJth6I4W1FRlWD9X6VwZdjGq1IoWKdt6y4XEPjTImfTDtmFYWOG0UbeKMsFGqeAZeWmIBZZi7ztMyWZtvYKgnXbpuB2C8J9z/r/QjcepoxC9K3RRscLCtegKAryfWUUSv+Mj9C3RqnA2GCKLFuMG7kwfSugWkm37QNnKOyYufG/R6GNm+nTp9O/f3+++OILrl279nfW6f8FqjWtVODEFBDqT2RZ0yG6wLAAIkqHu5SXDBJVm1iJ0qo2ruTyy1EQBMrUKGXhryldrQReBXCCyJKJ58GMGs2ruFwdErUiNZpbD6JVblihUEZdlUZWHpcaLaq4DDshakVqtqxqua5euViBLzxPTy3l8hlrtaJItfAiiC4qpigKdSOtXjqVA8paDBdnCPUMIsTTdHjXV1sULzHYpbyCkVBv6/atl1d9CorY7elR13rlUY2CHSAVRE/rKqqPZxNcx6/S4O1pDbcR6V3VhawJAiJFvG2ekaDSLvtWRFAdKK5ToqjKkHQEfy9PyoQGA+Dn70WxEiEunytJkqlaw8p/UrVxJdex3QQoUamYhYSuZOVi+AS45luRjLJK/wrUDY1IdRtdKig8gBlVGls9KWu0rOpSNzRakZotrGNWranrOQFM5Hzla5vGQxAEKjeo4HKVRBAEqja2trtak0oFfvQERwQRXsLEwxNWPKTAmHNGg6Sad6o2ruRyvAVRoGK98hbPy7I1S9uR/d0PRVao2sTatzVbPFjfPo6QHyGulCm21H98WwqgQ4cO6HQ6Vq1axciRI3nhhRdYu3YtWVkFLYO74QhNutd3GVhPEAV6j+5icS8VRZF+Y7s7/SISRQH/ED/aDrGyw3Z6ug1ePp5Ov4IVRaH/uB6Wax9/H7o97zyOjKgRKVW1uCruU8+XOuPqE0o2yvQb291yXbRsBE16NHAaR0bUiDTsUlfl9dX31W4uV28USaHXaGsohNpVS1CuVJjTyOCiKNCjfU38bAy55+rUVx12tYUAeGm0DKxmZW5tHl6XAK2f05hJAgK9ire1MO+KgpaKwYNxNiMLiHhrwinhZ/We8fN9ApOx4mwWlwnwH2W9hxiCxqcfzo0VDaJHbTQe1thEwf7PUNC2VLC/lfk61KscxXxqO42RJSBSPqA1fjaBMweVbuG0b8H0cuxTwup10rJ8GUoEBTrdmhIFgWH1a+OVv1UuCAL9hzZxuhAjCAK+fl6062I1HDsMb4WPv4/zFSIFBrxm9Xbz8vGix6hOTmkKRI1I8QqR1O9o7dvuL3R02mYwfSj0tdGN8BJhtOjb2Kn+abQiddvXVJHUFaQbkiTT+2WrblRpVJGK9cq51L9OT7VWeQ31H9fd+ceCYGLy7WITx6l530aERAY57StBEOj7ajfL1pVGo6HfmO5ODTtRFAgqEkhL25h2z7bDw1PrVDUUWaH/a9a5zT/Yj05Pt3U5t5WvXUZlQPUa3cWlASwZZfqO6e7098cB7jM3hcD777/P6tWref3116lcuTKXL19m7ty59O/fn5kzZ3Lq1KmCb+KGBRqthmmr38bbz0tN7Z2v4HXa1uCJyQNUefqN7W4J7GY7EYhaEQ8vD6atHq9yofYP9uO95W+i8dCovkDMX2Edn2pN1+faqcp47oNhVGlUAUFQr16LGhH/YD+mrHhL9UIoWakYr//wEoIgqMvIb9PwyQPsXFHf+OFFipaNsJvMBFEgskwR3lr4siq9bruaPD1lsOq+pj4UQYBx345STfiCIDDz7d4E+HvbfXEKQOXykYy2CTAKMKBqDQZWNRkvtodfNYKARhT5umtPgr2tLMKeogcTq72Ap+iBaKNGZmOnYWgNehe3TvgA1UJGEOnTxCJpzaNBI3jTstgniIL161KjiSAsdB4mNbU1Jkz/7+c7Ah8fdQwfr8D3ELSV8+9v23YRQQzDK/hrtbxnTYoEz1Dd1/b/w4Im4ePVUJWnY7GJ+GnDEOymD4Fgz1K0jnhNldoivBrDyrQ218JagiAiIjCpxmCK+lip8jWiyLxBvfDz8lQZOOb/a1CqOGNaq0N09OzfkNYdTEa37XOl0YhoPUSmzBms4rrxDfBhyoo30Xo61o12Q1vQ40V1yIZnpg+hevPKJjfo+3TDL9CHqaveVr3Qi5WL5K2FLzvVjSHj+9Cku/os4rhvR1GiYlGHuhFeIozxi19VpddsUZXnPnjCdF/tfboBjPlqJOVqWVfFBEFg0u+vE3R/JG7B9Fu5WqV58RM1vUC7YS0tfXG//mk0Gib99hohEVauKQ9PD6auHo+Xr6eqTuY2NexSh8Hj1c/toLd60ahbPZWcuTxPH0+mrR6v4hEKCg9k0u+vo9FoHPZt91Ed7EJVvPDxU1SoU9Y0f903foFhAbz3xxuqua1sjVKMnTcKBByWMWLGUGq1UoekeNwg5/PcPPzff5znxhFu3rzJhg0b2LZtG2lpaQiCQLFixejevTtdu3alSJHHm576r8KjMhQn3Epk9Zeb2PnrPnKy8ihZqRi9XupM5xFtHZJKSZLEzl/3s3beZmIu3sbbx5M2g5vTb1x3VdBMW8RcjGX1FxvZt+oIBp2B8nXK0vfVrrQZ3Nzhl6s+T8+mH3ey/vutxN1MwD/Yj45PtaHPq12dUrpHHbnKys/Xc2LLaWRJoUaLKvQb14NGXeo6lM9Oz+bP77axacF2UuLSCIkMptvzHej5UienlO7Ht55h9ZcbOL//EoIo0LBzHfqP60H1Zo77PTk1m5WbTrF51wUysvIoFhFIn8516NWxFl4OQkkoisLG61f46cwpLiYl4KnR0Ll8RZ6t04AqYY63BO/lJrL+7h72JZ1AJ+ko5VuM7sVa0SaiERrBfnVDVoxEZ27gWvoKMvUxaEUfSvt3pXLwEPw8HBOP6Q0XyMycT17eFhQMeHrUwd//eXy8uzkcP0XOwZj7G4bsX1HkOwhCKFrfgXj4Po2gcdyOXN0RUjN/IFe3HwAfr6YE+7+Ar7fjAKR5UjrnU9cSlb6JXCkNP2041YN7UiO4F56iPSmfoigcTLrE8lsHuJB+C40g0jy8KoPLtKRqoGPCw7iMTH4+dpo156LI1ukpHRLEEw3q0L9uDTwdkNnJssKuredZt+IY0TcS8PTS0rp9dfoNaWLHcWPGrUt3WP3FBvatPII+zxR+oc8rXWk7tIXDlQe9zsCWhTv58/ut3LuegF+QDx2fbE3fMd0IL+G4jMvHr7P6iw0c2XgS2ShTrWkl+o3rYWfYmJGdkcOG77exYf52Uu6lElQkkG7Pd6DX6M6qwJy2OLXzHKs+32Ai8RME6nWoxYDXezrdNkmNT2PtvM1s/Wk3mSnZRJQOp8cLHek+qqNDMlBFUdi/+ihrvtrI1RM38PDS0qx3I/qP62HZwrof927Gs+bLTez6fT+52TpKVSlO79Fd6PR0G4cHjiWjxPale1n3zRZuXbqDt68X7Ya2oN/Y7hQr7ziUy81zMaz6YiMH1x7FoDNSsX45+o3pTsv+TRzqRl6Ojk0LdrD++20k3EokIMSfzs+0pc+rXZ0SHl44eJlVn6/nxPazKLJC7dbV6Te2u91H2+ME83vpyalZRJZ9+GPB8dEiS6f6/yt5bh45tpTRaOTAgQNs3LiRo0ePIssm0rdGjRrRo0cP2rRp81fV9bGEO/yCG2644YYbjxPM76UnpmQT8QjGTUK0yK/T/P6V77dHpgzWarW0adOGNm3akJyczJYtW9i4cSNHjhzh2LFj7Nq1q+CbuEHi7WSy03MoUirMLoq2I+Rm5ZJwKwlvP28iSocX6F2iKApx0Qnoc/VElo1wGqrBFllp2STdScE/xK/AIHxgWlW6dyMBWZIpVj6iwGB0YAoomJaQQXBEoNMwCrYw6A3E3UxAEEWKlY8oMNAmQHJSJpnpuYQVCSAg0HWASoA8g5E7ael4ajWUDA4qXN/mpZEn6Yn0DsZXW3Df6qUcMo2JeIo+BHg4puG/vwy9FIOiGPDUlkIUCo5GLMupSFICohiCRlOYMozojLcABS9taQSh4PHLNqaRY0zHTxuCrzawQHm9ZOROTioaUaSkb4hdNHBHiEvPJCtPR2RQAAHeBfdtXo6O+DupePt4ElEi5G/Rjez0bBJvp+Af7Ot0xcYWsixz70Y8klGmaLmIAoPQgimkSWp8OkFFAlXbPs5gNBi5dyPetIpeIbJQupESl0pGchZhxUMKDIIJppAKcdGJeHhqKVY+slBebQmxSeRm5lKkVDi+AQXrX05mLomxSfj4ezsN32ILRVGIu5mAXmegaNkiTkM12CIzNYvku6kEhPrbRQ93BPPcpsgyxcpHOg3V8LjBdDD40fL/W/GXjlBmZiapqamWQ8bugOMF49jmUyx+fxlXjps4OLSeWtoPa8mzHwxzaFCkJ2Ww+L3f2frTbvR5JjfecrVK89SUwU6pwHf+uo+lM1cQe+kuAN5+XnR9rj0jpg9xGBcmLjqBhZN+Ze/yQ5bDijVbVmXE9KHUaVvDTl6WZdZ+vZnln64jMdbEhhoQ6k+fV7ryxKT+Do2cG2djWDjpVxMbqwII0LhbPZ6dOcyOyh1MRs3vH65hzdebyEjOBCC8RCiD3uxN37HdHG4hnD0Zw+LvdnH+tIm0TqMRadW+Gs++3N7kXXMfsnR6vtxzkOWnzpOjN/Vt2dBgRrdqQt/a1e3kAfYmXGT+te1czbwHgKeopXvx+rxYqRMhDiJeZxtTOJi4kEsZ25HzXbcjvCvTNPwZyvnbj5+iKKRmLyMx4yv0kok8URT8CfV/ksjANxAdbAEZjTfITP8QXd5mzIeFPT1b4B84Ac/7zs+YypBIyJxPfMYCjLKJ+0crhhER8DyRgS8hCPbTxL3cK+xJWMLNbBOHkYBAxYAmtI0YQbiXfVTtPMnA91d280f0MTKNJjbb4j7BPFexFYPKNHT4kjx4NYavth3kbGxcfp1EutepwrguLSgaZL89k5mew8+fbmLL8qMW3ShTuSjDx3amVY+6dvJgYv1eOmMFMRdNHERevl50fbYdI2YMxT/YXjcSYpNYOPFXdi87aHEDrtasMiOmD6V+h1p28oqi8Oe3W1n20RoSbiUBprNwvV/uwvDJAxxGE4++EMuPE3/hyPqTpjlUgIad6vDcrCccxmUyGowsm7OW1V9uMLGRY/JAGvB6Lwa83sOhbpw/cIlFk3+z8EmJGpGW/Rvz3AdPONzezs3KZcnU5WyYv43czPzxq1iUJyb2p/MzbR2O3+H1J/hpyjKunTJx5nh4aekwvDXPfTDM4RZQakI6iyb/xvaf92DQmXSjYr1yPDVlEM17N7KTB9j6025+nbWKO1dN+ucT4E33kR15ZtpgfPztDam71+NYOOlX9q08YnFxr92mOs/OGErNlvbnZ2RZZtXnG1jx2Z8k3zXxHAWFB9B3THeGvtP3X2Pk/H/EI29L5eTksGPHDjZu3EhUVBSKouDt7U2bNm3o0aMHderU+avq+ljiUbaldvyyj9lPf4kgCCr3TFErEhoZzFdHPlQZOBkpmYxtNol7N+JV3BOCYIqLM+brkSrPCDCxGv/47i+WODuWMjQiZWuUYu6+GaqvqXs34xnTZCKZaVkqzgdRFFCAqSvfpnkf60SjKApfvrLAQktvC0EUaNCxNjPXv6vaY798/Dpvtnkfg15NGS9qRLSeWj7ZOZVqNi61klHi/b5zOLbptEODuevz7Xkj/1CzGUf2X2HKW8sANQ+KRiPi6+/FV4uep3hJa9/m6A0M/+kPLsUnWuj+wXTuUAFea9uc0a3Uxsea2KPMvrjaElfKUoYgUtQ7mB+bvkywp/UFmW1MZVn0K2QZk+5j+DWV0rnYeKoFqeM4xaV/RGLGlzY1sfQWPp51KV9kGaJoHT+j4SrJib1QlGzUXlAiIBISthQvb+thakVRiE5+jdScNdi7GwkE+3SlXPi3CDYrLLHZ5/nt1kRkRVa1Q0BEK3rydNlPifC2GqgG2ciLh5dwMjlG5TVlbtFT5Zvxdo1uqpK3nLvCm79tQEBQjYdGFAj18+X3V4apDJysjFze6P8Fd6KT7tMN03P/4vt96fus+hD5is/+5Pu3llj0x9JTGpFSVYrzxYGZKuM/4VYirzZ5l4zkTJWHkigKKAq898cbtBrQVFXGvHEL81mE7+tZUaBO2xrM2jhRZfxfO32T11u9hz7PYKcbGq3IR9unqM7RSJLE9IGfcmjdcYe60fGp1oxf/KpKN45tOc17vT5EUdQcNhqtiE+AD18dmqUKPJmXo+OtdlO5evKGmvMmfwCffG8gz0wboip386JdfPr8N5b4UJZ2aEWKlAjjqyMfqlaj0hLTGdN0Igm37hu//PxvzH+Jbs93UJXx8/TlLJn6h51qiBqRinXL8ume6apVuNtX7zG26USyM3PUc5tGRBBgxrp3aNS1niVdURQ+HfktWxbZ7z4IokCT7vWZuvrtQq2Q/a9hfi8NnpJHkTIP/4pPjBH4Y5r3v3Jb6qHXnE6fPs0HH3xAv379+PTTT7l48SJVqlThzTffZPXq1UycOPE/b9g8CnKzcvn8pe9NzOn3uVnKRpmU+DQWT/5Nlf7rB6vsDBuwrpB98/oiVdiC+JhEFk78NV9GXb4syUSfv8XKz9ar0r9/awmZqVl2YSFkWQFF4ZPnv8GgtxK/XThwyaFhA6Z2Hd96hh2/7FOlz33hOzvDxlwno87AZ6O+VU3Uu5cd5OjGU05XAjf/uFPFaGw0SnwyY52JXOy+vpUkmeysPL6bq67zkqOn7AwbsM6ZX+w+yK18RlyAdH02n0aty5e5rwxFJi4vjYXXd6rSDycucmDYWEvZGfcFOpuwBXmGK/mGjW1NzJDJ1Z8iOftnVWpG+mQHho1JHmTSU19XEQVm5O0mNWe1g/ubykzL3URarpViXlEUNtydi6xIdu1QkDHKejbf+0qVvvrWKY4nR9u5g5uvfr5xiItpdy3puXoD763cCgp24yHJCinZOXy2ab8qffl3O7gTbR9OwZx9/gdrSUmwsm8n3k5m/vifLW2yhSzJxF6+yx8fq8MtzH9nKen3GTZg0g0F04tQl6uzpF86etWhYQMm3Ti98zzbftqjSv/8xR/sDBtznSSDxKcj1bqxf9VRDq495lQ3tv+8V8W6KxklPnnuG2RJsStDMsrkZOQyb+xCVfq6eZu5cuK6PZlffpFLZ6xQhS3ISsvmq1fmW9qpaodRJvF2MkumLFOl/zxtuZ1hY5v/q1cXmOJI5eP2lbsmw8amHpYyJJmrp27a9f23ry8iOyPHfm6TZGRZ4eNn56lI+U7tPO/QsDHX6/D6E+xdftjh748LHoXjxvz3b8UD1TwxMZElS5YwbNgwXnvtNbZu3YqnpycDBgxg0aJFfP/99/Tu3Rtf34LPjPx/x+5lBy3U7o4gG2V2/LqfnMxcwLT0vOnHHS7ZQmVJVk2Wm37c4ZIUTJYV/vxui2ViTE1I5+DaYy7jzmSmZHFonZVyfMP87S6JrgRR4M9vt1iur526yfXT0U7LkGWF6POxlm06gD+/2+qSREyjFdnwgzVEwJH9V0lPzXERR0bhyP4rJOcv4QP8evyM3YvUFqIgsOK0lfZ+873TGF0w70qKzJ93jqOXTcvrBjmXqIxtLmIygVHRcSXDOpmmZP2Ka4I9SMlcYs1vjEWv24dz3hoZWb6XL2NCUtYvBZShISlzqeUqNuc8qYZ7TkMwKMjcyb1Esi7WkrYs+qhLh1KNILIixvpMbTt/lWydwXmELFlhy7krZOSatkckSWbjr4eQJRdfqApsW2ENlrp18W5cscDJksz677dZYrtlpGSyb8Vh57HgFFPYggM2AVk3/FAI3bD5MIi+EMvlY9dc6sbty3e5cNAaquLP77YUSKJpqxvHt5wm5V6qU2NIlmSObztDQmyStYxvt7ok/hO1IhvnW2O77fx1v2VbyVkZ25bssRiC+jw9Wxbvdjm3GfWS6iNp0487XbZbkRXVvJN4O9llOAVFVkiNT+foJiulycYftrkmDxUF1n/v+MPOjX8ehd4wfPvttzl+/DhyPjV6gwYN6NGjB61atcLDo+DDcW6ocfvKPbRajUsmT6PeSNKdFEpXLUFGciY5Gbku7ylqRMveM2D6/wJ2HVPj09Hn6fHy8eLejfgC2Us1Wg23r1jLuHXxtmuCPVnhtk2dbl+561TWFneu3qNKIxNb6O3Ld1wyDktGmVs20Xnv3EpGFAWXeRQF4u6kEhYegF6SiM90TUYpK4ollhHArewkNIKA0UX/5kp60vTZRHgHkWVMRlJchzoQ0ZJmsH4B64w3cE2wp6CXrEEwJeNNl/c3QcBovI4XbQHIM1wtoAyJPKPV0EzR33Eha0WK/i5hXqUAuJWd7DLQgaTI3MxKtFxHJ6WhFUWXLMVGWeZeWiaBPt5kZ+SSle5aNwRR4E609YV9++rdApmyM5Izyc3MxS/Ij/joxALDgGg8NNy5Gme5vhVVsG7ceUjdMG9NxV664/qDxyhz65J1zG5fuVegbqDA3WtxRJQKtxy2dgXZKHPnmrodGq3ocm7T5epJiUujWLlIUuPT0bn40APTB8ydK7Zz290Cw0Ik3EpCkiQ0Gg13r8cVGG3j/vkzpoDxk2WF2EuF04d/CrIi4MrmL0z+fysKbdwcPXqUyMhIunXrRvfu3YmMdMw74Ebh4BfkW6iYOL753j0+/t72xy7uh2KVB/AL9EUQRZCdTzIaDw0e+Z4bfkEFr7jJsqyS8w/xt9tXt2uDzZmewpQB4GvjMeYX5Gs5KOkIgiDgb+Pp4evvXajD7L5+pv14D1HEU6NBLznvJ1EU8PeyHv7013oXGJlIAHw1pjI8RfvDqfdDQVZxxGjEAEyrKi7qJVjlRbFgbyVQVHIasWAvHFM9TPDSFNwOAC+bdvhpvdC5CJYqIhDgYfX+CvD2dLmKZoZ//mFcb1/Pgl/YgK+/9fyFX6BvgZ4+ZgI5KKRuSLJK/wIKoRs+j6wbfqTcS3MuLIB/kFqXCjPvmOsiCALefl7kZTs3PkSNqJ53gnwLNX7meaGgsBZg2jq07R/fIF9Ereh8JQ3w9PG0HKYu/PhZ5QJC/O3OKt4PRw4ZjxPMATAfPv+/F4Xelvrkk09YtmwZzz777N9q2ERFRTF37lyefvppOnfuzMCBA5kyZQqxsbEF5j1x4gSzZ8/miSeeoFOnTgwZMoQ5c+aQlJRkJzt27Fhat25t9/fWW2/9Hc2yQ+tBzVx+eQiiQLVmlS0Hin38fWjcrZ7LpVjJKNFmiJV0rfXg5i4Du2m0Im0GNbNMAKWrlqB0tRIug94JgkCLflYa9HZDW7hestaIKqbQOm1rOPRCsYVvoC/1Olip8ts/0cr1EjQK7Ye1tFw3b13FZNS5QIlSoZStYHKPFgSBbtUrOw3XAKatkO7VrQfqOhSt5TLStYhA47BK+Oe/tP20IRT3qemA1de2HTKVAqy8UEE+vXC9qqIh2Lef5UrrURtR45gI0ApPvLytzLuhvn1wvYQhEmpTRnm/BmgFew8fW/hqginpa/Uu61Gytsso3zIKXUtYPY061azk0jgVBYHqxSMoEWIyzDy9PGjSsUYBuiHTpqf1sGibQuhGi76NLYd9i5WPpHztMq4NIgVaDbAeOm9bCN3oaKMbNVtWJTDcMUmfGd5+XjTsYj3L2OGJVgXGo2r/hLWMZr0bovVwvdVZtFwEFeqWtVy3G9rC5faMLMm0HWwz7wxq5tLoEDUiddrWICjcZGQHhgZQt33NgsdvsJWVus2g5i7L0GhF2g1tYRmv8rXLOCUCtObR0LyP1Zuw3dAWLj9gRFGwY0F24/FBoY2bRo0aOVTs6Oho9uzZw5YtWxzkenD8+uuv7NmzhwYNGjB27Fh69erFmTNnGDlyJDdu3HCZ97vvvuPUqVO0atWKcePG0aFDB3bt2sXIkSNJTk62ky9SpAiTJ09W/Q0bNuwvaUdBKFmpGO2faOl4YspfoTGHHDBj+OSBdmERzBA1Io271aNKQ2vAyXrta1KjhePgfYIoIGpEhozva00TBEZMH+r0S0UQBHq82EnlwdV2aAuKV4h0OPmZael7v9LVkubp7cmT7w10XIC5nZP6q7gqeo3ujF+Qr8N2aLQikWWK0O4Jq3ETGu5P74ENXRppI15qp3qeRzVvaAoH4CCTRhCoU6IozctbXZwrBxanVZFqDgNCmlOeraAOv9Ak/GmnZ1UERCoFtCXUxo060Kcj3h7VcXwmRkQQPAkPsIktJYgEBE5weH9zKX7+LyDaBPAM8x+EhybSSRkatGIo4f5WnfDS+NIsfLADWStaFRmOaMPOPLxcM7w1ng77SiOIlPcvQseiVmOoZGgQfRtUdzp+iqLwaid1+IWhr3TK1w37TKIoULdFJarWszLp1mxZlTptHRtEgiAgCALD3u2nShsxY6hTo0sQBLo+107Fy9J6YFNKVi7mMI6TqBHx8femz6tW3fDw9LDT+fsx7N3++PhZVzp6vNiRwPtDKZjL0IoUKRlGR5tQI0HhgaZ4Vi5045lpQ1Tu44Pe6o3WQ+twrhI1IpXql6dRt7qWtHI1S9NyQBPH5+QE0/g99f4gVfJT7w+yuL3blSEKtOjbWBVGomGXOlRpVMFxu0UBjVbDoLd626SJjJgx1GmbBQH6jumm4trq+FRrIksXcTp+AaH+diE6Hje4Y0s9BKKionjuuecYMWIEU6ZM4cMPP7T8dvr0aTp16sT+/ftd3MExBg8ezPLlyxk3bhw9e/bkmWee4auvvkKSJH755ReXeV955RV+++03Ro8eTc+ePXnhhReYPXs2KSkprFq1yk7e39+fzp07q/4aNGjwwHV+WLy5YDQd8r+qRI1o+aLy8fPm3V/G0bCz2tusetPKTF01Ht/8JVaNh8ai3E17NmDystdV8oIgMPPPdy2rIKJGRJNfRmBoALM2TrKjTm81oClvzH/JtBwvgNZchmAKBPjy3BEqeW9fLz7ZNc0y8Wi01jKKlArjk13T7Ph6+r/WgxHTh6LRahBEAa2H6V+NVuSp9wepJiWA0KIhfLp7GpFliuSXYY0nU6ZGKT7bPU014QO8OK4zPQeYDBwx/94I4OmlZdy7PWjTSc3XUykinB+H9yfYx3QfrShaVhsalSnJD8P62Rk+02sPpU2k6aUsIqDNd5f21Xozu96T1A0pq5Iv7Vef7sXfwyPfdVtEa1nJqRTQhs7F3lbJC4KWckV+w9fT/DWpwbyTrBXDKVfkd7w81LwnPr6DCAiaAXhielN4YHYD9/Ubif99xo9GDKRy5HK8PcxGsdZShpe2NJUjl6PVqMevRfhQmoUNRkBEMDmAk+8ITruI56gf2kMlX9w3mB+bPUsRb9OqhFYQ0eT3VfWgYsxvNgJPjXqH/P2+HelbvzoCppUabf7L1sdDy4eDu9KmqrrdlWuXYuqC5/HL3x7RaEVETX4so7ZVmfztsyrDRxAEpq1+mwb5OmarG/4hfsxc/64dp0yzXg0Zv/hVvHy97HSjy7PtGDNvpEre09uTj3dOpVK9cpY6mcsIKx7Cxzum2JHU9X65C8/PesKiE+Z/RY3IExP7qwwugOAiQXy6expFy0Xkl2HVjdJVS/Dp7ml2pKAjZw83BaoUBGsZgoCHl5ZXv3qejk+qXeZLVSnB7K3vEVzEtNKi8dBYXvg1W1Tlw82T7Nyh31kyhlYDm1n61jK3+fvw3rI37PiyareuzvvL37RsVWlt5raWA5rwztKxKnmNRsOsjZOo1drETSPa9G1geCCzt7xHmWrqsB7th7Vk7LyReHh7IAimdouiyZDt/UpXRn30pErex9+HT3ZNtdxHoxUtlBZFyxbh093TCkWu+E/CvC31KH//VjwUz83Nmzd56aWXEEWRnj17cuvWLY4cOcLu3bsBk2U+aNAg6taty+TJk/+Sio4caZo4FixY8MB5e/bsSd26dZk5c6YlbezYsaSnp/Pjjz+i1+sf2sPrrwi/cOfaPfatOEx2Ri4lKxej9aBmdi9rW+jz9OxbeYToC7F4+3nRsl9jylQv5bKMa6dvcvjPE+jz9FSoU5bmfRu5ZBDOzshhz7KD3LsRT0CoP60HNaNoWecst4qicH7/JU5uP4ssyVRvXoWGXeq45IBIS0xn9+8HSb6bQmixENoObeFyspBlmeNbznDx4GUE0RQ/p1arai63ChLi0tmz/QIZ6bkULR5M20418PN30beSxI7L17kUl4inVkO7SuWpXsw1u+/NrAT2JFwg16inrH8E7SJr4q1x3rcGOZermftI1cfiKfpQMaA1IZ6O4yuZkaM7TWbeThTFgI9nLQJ9OrlkEJblNPJy1yEZbyOKYXj79kajcRx7DEzjl6U7SGbeYUDB36sxAd4tVfw29yPLkMLFjL3kGFMJ8AinWmAblyzFRlliX8JVzqfdRiOItIioRO3gki7H71ZyGlvPXyUrT0fpsGC61KqMn5fzbTG9zsjBLWeJvhyHl48HzTrVpGwV5+0GU3yig2uPo8vVUa5WGVr0a+ySQTgnM5c9fxzk7vV4/IP9aD2oKcXKOd/yUBSFqMNXOL7lDJJRomqTSjTuXs+lbqQnZbDr9wMk30khJDKYtkObE1rUOZOuLMuc2HaWC/svgWAKNlunbQ3XuhGbxJ4/DpGRnElkmSK0HdLc5Zax0WDk0LrjXD15Aw8vDxp3r69aKXaE2Mt32L/qKDmZuZSuWoJWA5u6ZIDW5erYu+Iwt6Lu4OPvTcv+TVRBcR3hyonrHNlwEoPOQMV65Wjep5FLcr2stGx2LztIfHQCgWEBtBnSnIhSjmOugWn8zu69yOmd51FkhRotq9KgU22nUc8fB5jfS90mQ2iZhzdQUmIUNs3kX8lz81DGzXvvvcfRo0f58ccfKVmyJIsWLeKnn36yGDcAU6ZM4fr16yxdutT5jQoJRVEYOHAgZcuW5dNPP32gvDk5OfTq1YuuXbvy9tvWL+OxY8dy/vx5BEHAYDAQGhpKz549GTFiBFpt4Vkn3bGl3HDDDTfceJzgNm4eMvzC6dOnadOmDSVLOv/ajIyM5OjRo05/fxBs27aNxMREnnvuuQfOu3z5cgwGA+3bq88/FC9enHr16lG+fHny8vLYvXs3S5YsITY2lmnTpjm9X1JSkur8TkxMzAPX6X5cO32TPX8cIjs9h1JVitPhyVZOo/+CaVVl5y/78lduTF83VRtXdPqVZl5VObTuGLpcPRXqlqPdsBYuV4dSE9LZsXQvd6/HExjqT9uhLShbw/nqkCRJHN9yhpPbrCs3Lfs3drk6FB+TyPale0m+m0pYsRA6PNnK5eqQQW/g4JpjnD9wCVEUqd+xFg271nX5BXzr8j12rzxKRmoWRUuH02FIM0IinK8u5OgMbDl1mUt3TCs3bWqUp0GFEi6/gM+m3GXLnShyjHoqBhahd+maKu8fuzKMWZxK3Uei7g5eGh9qBTWjpK89rb4ZiqKQmneExJw9KBgI9KxJpF9XNKLzMgxSPOnZKzFIt9GIYQT59sXLw/lXtqwYScrZQ2reERQgxLshRXzbIbpYHUrSxXEydT9ZxnSCPEJpENKaYE/ncZZ0kpHNsZc4nXIHrSDSulgFWkSWc3jOyYwrtxPZeuIKmbk6SkcE06NxNYId0OqbkZOZy85f93PzfCzevp606NuYak0rudSNCwcvc2jtMfJydJSvXYZ2w1q6jIGUnpTB9p/3cudaHAEhfrQd0lx1HuR+yLLMia1nOLH1DFJ+VPCWA5q6XB1KiE1i+897SbqTQmjRYDoMb+XyQKzRYOTg2mOc2xeFIAjUbV+TJj3qu9SN2Mt32PnrftKTMilatggdn2rtcnUoL0fHnj8OcvXEDbSeWpr2bFDg6tCVE9fZt+IwOZm5lKpago5Ptna5OpSVls2OX/ZxK+o2Pv7etBrYzOXqkKIonN1zkcPrT5hWbuqXp+2Q5i5Xh1LiUtn+817iohMJDPOn/ROtXK4OSZLE0Y2nOL3zPLIsU7NlNVr0db069LjARMT38MaNhMK/1WfqoVZuOnbsyIABAxg9ejSAw5WbuXPnsnnz5kc+aBwTE8NLL71E2bJl+frrrx+I6vr06dO8/vrrtG7d2qXBYsbHH3/Mn3/+ybfffkuNGvYxlAAWLlzI4sWL7dIfxrLNzc5j1rDPObz+BBqtiCAISJKMRqthzNcj6T6yg12e3csO8Mlz36DL06PValAUk5dUnXY1mLrybbuJIzUhnSl95hB15KrpjItgYvD18fdh4i/jaNrT/ozRqs838MP4n5FlGY1GRFEUJKNM26EteHvRK3aT8t3rcUzsPos7V+9Z9r0lg0RwRBDT105QhVIA04S0YMJSln/6J4IoWNxlZVlmwLgevPDJ03ZLvpePXeO93rNJjU9XlVG8QiQfbJiooosHMOiNzB2zmJ3LjyBqRETR1LeiIPDclAEMeFUd5gBg/8WbjF+ykew8PVpRRAEkWaZGqUi+eqEPYQHqvs005DHm0AoOJtxEI5iOy0qKjKeoZVbDnvQqbR9r6HjKLlbd/gFJkSznbWQkqgbUZ3iZ1/DSqF+qecZ4Tse/RKb+EkL+t4iCEa0YQO2ILwjzUR+sVRSFpMwvSUz/FBNvgAbT5CQR5DuU4qGz7bazsvTXOBX/EnnGO6oyvDSR1Iv8jgCvqip5WZFZc2cRB5O3IiKCJfyEQoeIfnQpOtjuhXcs8Raj968gVZ9rOZtkVGQqBoazsPVQSviptyPz9EYmLd7EztPX0OSfi5BkGY0oMn5QWwa1tmc/37fqCB89M4+8XJ1KN2q2rMq01W8TGKqO9ZWRnMn7feZw4eBllW54+3rxzs9jadG3sV0Za+dt5rs3Fpv01EY3Wg9syvifXrUL2njvZjyTe37Irag7quc2KDyQqavfVoVSMI/fwkm/sWzOGtNZm3wXd1mW6fNKV0bPHWE3B147dZPJvT4k+W6qqoyi5SL4YMNEuxe30WBk7gvfs/Wn3ap5RxAEnp0xlKHvqM/1AJzYdoYZQz4jOy0HrYe1byvWK8fM9e/aBZ/Mycxl5pDPOLb5tLUMo4yHl5Zx375A52fa2pWxfeleE3u5zmg605NfRoPOdXjvjzfszg6lxKUyuddsrp64YR0/g4RfkC+Tfn+dRl3q2pWx7KO1LJr8K4qsIGpEZEVBNsp0fKo1b8x/ye5jLPbyHSb1+JB7N+JVfRtaLIQZ6yZQuYHrbbl/CuaVm06TNIQ8wspNaozCtg+kf+XKzUNtGhYpUqRAz6UrV65QvHhBbqmukZyczIQJE/Dz82PGjBkPZNjExMQwefJkypcvz4QJrjxIrBgyxBQf5fjx405levfuzfz58y1/j3KmaM5TX3F0o4kRUzLKGA0Siqxg1BuZ+8J3HFx3TCV/Zs8FZj3xBbo8PSgmRTa7s57bG8XU/h+pvDlkWWZS91lcPnE9vwzJRKylQF5WLlP7f8xlGyZgMMW7+vaNxUjG/LoYJAuR1Z4/DvLF6B9U8rlZubzVfir3bsSbyjBISPnkXRlJmUzoPJ2EW4mqPL99uJo/PskPj5BPKy9LMiiw8vMN/DJzpUo+8XYy4ztNJz0pw66MuOhE3mo/leyMHFWeeeN/ZddK08qhLFn7VpJk5r+/nG2/HVTJR91OYNyCdeTk6QETSZyUTyJ36U4Co79dbbkG00tozKEVHEmMNtVJkTEqpgADOtnIW0fXcChBTaoXlXGSP2K/wagYUVCQkZDzXb0vZ57m11tfquRlxcCJuOfI0l81lYkRBWN+/bI4FfeS5Tcz0rKXkpj+ESYXchkwYHYnT89ZRlzaDJW8QUrjxL0R5Bnj7MrQSYkcjxuBTlJTKWyO+52DySZmVhkZGVMoBgWF7Qmr2Je0USUfnZnCiD2/ka43MQob8/sK4GZmMsN3LUUnqXlwpvy8hd1n8p9bWcEoySgKGCWZWb/vZPspdbvPH7jEjCFz0eXa68bFQ1d4v49aNxRFYXLPD4k6YrqPSjdydEwf9CkXD19RlbFn+SG+HvOjVU9tdGP/qiN8Nuo7lXxejo63O0yzkFiqdCMlk3e7zrTojRkrPv2T32evtuiG0UY31s7bzM9Tl6vkk++l8naHaaTGp9uVkXAribfaTVGFLQD45vXFbFuyJ7/dVt2QJZkfJ/7KxgU7VPI3z8UwuddsctLNbOnWvr15LoYJnWfYudXPHDrXEvbBUoaioM8z8PFz8zi25bRK/sS2M8x55iv0eQaTwWhTxqkd55g55DOVvGSUmNB5BjfORFuuzaSBOZm5vN9nDjfOqlfVNy/cyYJ3liIZTeEWjAbJ4k6+45d9fPPaIpV8dno2b7WbSnxMol3fpiWkM77jdJLupuDG44mHMm6aN2/OsWPHnBoBO3fu5OLFi7Rq9fAcAFlZWYwfP56srCw++eQTwsOdH/i6H/Hx8bz55pv4+fkxZ86cQh8WjogwbYlkZjonjAsPD6dKlSqWvzJlnC9Hu0LMxVgOrDlqoXe/H4IosHT6ClXaLzNXmtwxHay1yZLMmd0XibKZkE9sPWMKdueAD8I0zyssm7PGJk1hydRldrKW32WFbT/tURkr25fuI/F2skPOHlmW0eXoWfu1NTZRXo6OZR+tsZO1xR8fryU3O89yvW7eZvKydQ7p9WVJJvmeaZnZjMQ7KWxZut8lx8gvH/2p6vvFO46hOHHUlmSFy3cT2R8VbUk7m3qXgwk3kVy4Bn8TpY6ptT1uOYKTJWIFmaiM49zLtU7IiTk7yDHcQHHIdaMAEjHpi60pipHE9M8cyFrzpGb9hFGybqveyVyJXk7BMZ+OjFHO5HaG9ZnIlbLZm7jRgawV2+NXYZStxsriK0cxyJJdbCkASVGIzU5jwy1rbLCY+FS2nrjilAhOEOD7DYdUxspvH66xC4BpaYUkc+HgZc7ujbKkndp5nqgjVx1zTeXf4vfZq61J+brhbAdGlhV2/rbfxISbj92/HyA+OtGx/skKep2B1V9a+1Kfp+fXWfZenbb1WvHZnypDfv13W8nJzHWsf5JMWkJGfqgJE1LiUtnwwzaXPEI/T1+OZENo+ccn61Bk2WEeySgTcyGWQ39a3wXXTt3kmItQB6IgsHSGem5bOmMFopPD67JkciS4csL6IXZ4/Qmiz8c6ZBBWZAVFlvnjk7XWe8gyS6b94aTFpjwb5+8g+V6qJW3L4t2kxqc77dvcrDzWf/t4h1+QEB4xttS/11vqoYybp556irCwMMaPH89HH33E5cumWCerV69m5syZzJgxg6JFizJ4sGvOBmfQ6XS88847xMbGMnv2bMqWLVvovOnp6bz55psYDIYHNoru3jXRnwcHBz9gjR8c+1cdLTA2ytWTN0i8bXoR5WTmcmrHOZfEfxqthr0rrIHc9q08oorGfT8ko8yBNUctE1nMxdvcvR7vVB4AAQ6utU5k+1YccvrCBtMksOv3A5brM7svFBhGIi9bx6kd5yzXu/846JrwENOqkhlHtpwtkGo9LiaJ6Ism6nRFUdh+9hqSC2NIIwpsP2NdLdh655LFndkRZEXhSGIM6XpTWzMMqcTmXnPKcwMgInIu/YjlOj57K65UVEEiPttqOObqz2KUXVPlg5Gs3O02ZWzGdWfJxGdbAxBezjiDsYAwEjlSFtE5lyzXG2KjnBqBYBq/TbFWw2PXmWsuz+EoCly7m8ydZNNqhS5Xz7HNzl+mYNKN/ausfbt/lWvdkCWZw+tPoNeZ2nrnWhy3ou64ZKsVBYEDa6yrrXtXHHId280os3uZ9bk9v/8SWWnZTuXB1NYTW89YrncvO+Cy3YqisNtGNw6vP+mS/A4g6XYy105FW673rTjsMgyBqBHZt9I675j61oVuyAoXD162BPnNSM7k/P5LTj/0wOSGvW+lzfitPlIg6d/e5YctBtn109EkxtpznanrJXPYxkjbu/yQSyPQNLc9ON3J/xIKJq6ah/1T/r8EzjQjODiYr776iqpVq7JhwwYOHTI9BJ9//jnbtm2jatWqfP755/j7+xd8s/sgSRJTp07lwoULTJs2jZo1azqUS0pKIiYmBqPR+oWYm5vL+PHjSUpK4qOPPqJUKccHYLOzs9Hr9ao0RVFYssQUhLBRo0YPXO8HRW5WrstgkFY50wpGQbFXABAgL8u64pGbnYfiYsKA/C2bfGr8XJu8ziCKgkouOyO3wFAHtqsweYUo43653EzXxpCiQI7N12xulq5A1lazHJi2OowFxKmRFYVcnfWlnmPUF+qbJtdoyqOXC9FuQVDJSXIOBR3mkxSrvKy4fjHmF6KSM8quY2qZZKzyusK0A9BJ1uc1x+jaGFKALKNVH3N0hkLpRk6e6b66XH1BIdQARfXc5mXnFfjcKrKCIX+bsjDPraARVXI5GbkFxmrLs9GNwujf/XKFyZNjoz95WXmF0g1zO0xbSXqXsuZVDNs6FRTawixn+68rCIKgnhOy8lwaQwAGncEiU7i5TVTJ5RQw7xT2vm78M3jo497Fixfnm2++4erVq1y8eJGMjAx8fX2pXr061apVe+gKzZs3jwMHDtC8eXMyMzPZulW97Ne5s+kg6A8//MDmzZtZtmwZxYqZeCxmzJhBVFQU3bt3JyYmRuXJ5OPjY9kmu3LlCtOmTaNjx46UKFECnU7Hvn37OHfuHL169fqfHJwqU72Uy8ByAJ7eHhQpZfI+CQwLwD/Yz+WXnWyUKW1DXFW6aol8OmPnE2x4iVA882P0mJmGXX2lSUaZ0tWsBxTL1SrN9dM3neYRNaKKTMs2ryvYtqNszVKc23fJ6ReqRitSzoaMsHSVogUG1RM1IsXLm7YhPbQaioUEcC/VRfwqBMpFWsnsKgSEuwy/AOCv9SLU23QIOcgjFA/BC4PiIhK8IhHhZe0fP88KJOfud7ItZaqVr4e13V7a8hQmAJmnh/WAt79nZXKNsU7LENDg72mVj/Qu3PhFeFvP21UIDCMqNd7hthSYWIorB1nJ7MoVDS3Q2PTQiBQPM3m9+Qf7ElQkkPTEDKfysqyonr3SVUsUaNwERwRZYj8VLReB1sN1oFvJINnpxqWjV53qhiAKKvlSBfC5WOpuqxs1SjndOoF83ahlZb0uXb1kgQaXIAiUqFzM8v/FKxTljovAk6JGVB1aLl2tBEYXoS3AFCvPfAg5pGgwPgHe5GY6NxSMRonS1dVz2yFRdK7nAhQrF2E5p1miUrEC43zJknzfvFPaZfBTUSNStmZph789LjBtSz2Kt9T/s22pvXut5xsqVapEnz59eOqppxgwYIDKsPnqq68e+N7Xrl0D4ODBg8ycOdPurzB5N27caJfPti6RkZHUqVOHvXv3Mm/ePBYuXIher+fNN9/8n8WWajWwqSnYnJNnR9SIdHq6rcVdW6PV0PPFTi6XYrWeGjo+bWUX7fZ8e6eyYJpce7/c1fKVFRQeSKuBTZ0uKQuiQEhkkMrDqueLnVxHzpVkVfiFcrXKULVxRaftEDUiFeuVo2I+qytAr9FdXRorklGm54tW76eGHWoSGhnk9AtV1Ig071FX5RI+rFVdl1+bCgr9m1lXEXuXroWn6PzbQBQEhpSvj6domlw9RC8ahbbN9y5yDE/Rm7rB1hg9JQIGoRSwclMqcLjl/z3+j73vDqsa675eSS69d6QJgoodC6iAig3F3nvXsdcZHevM2Ms4dsc21rH33guIvYtiwQYISO/1liTfH+GWcHNzUd/3G+f3unx4JIeTnOQk+2TnnL3XkrjCzLg5hKUUAICEAeUOMyN1G26WfUScJ27py91SLb9Q0bQKHI1cdWpkkSBRyaw6HIzUxHkDferrdGwALhi7r7da96mFnw8sTI10DqsUSSDM3xfmpZlJJEmi42hx2yApkpehEzokRHR2iCQJdBrbRpW1Z25thuZ9gwWp+AHOCbCwNUdgF/Wsb/uR4rbBMiw6jVXbhoevK2oG+4rahmdNd/gG+KjKOo3VbxsdNWyjXqtacPSwF7WNhh3q8VjFO41rK770zDBo90Mr1XbzvsFc1pjI2NZmaHPVR5WhkQHaDW8pev+MjA3RQkNiJWxES9GZG4Ig0HlcmGrbroINAjv56xzbSJKAvZsd6ofWVpV1HB2qd2zrOKaNzr9/C2BZ4uuWpf7FquBf5NwsWLAAUVFRonXWrVuHo0ePitYRwtq1axEZGanzR4lZs2YhMjJSNWsDAIcOHdK536FD6mAyFxcXzJs3D4cOHcKVK1dw6dIl/PXXX+jcuXO5plP/EzA2NcK0HeNAkqSWUZMUCWdPBwxZ0JtX3mdmV1Ss7qZdn+Qo4CdvGsXjx7F3tcPY1UNL6xBl9iHgG+CDbpPb8cpHLR8EGydrrUGcpEhQFImfd03gxSr4BlRGr1K5hLJdRxBAcLcAnuAdAPy4dQyMzYwE2zAyNcTU7WN55U26N0TTno217o1ys/vk9qgRqJ5toyQUft48vJSCX7sNa3sLjFpYpm+b+KGOZwWtWA/l9rQuzVDBRu0MWRoaY1GDDpw8QJlRnCIIeFvYY4xvMK+8tXNv2Bo5aTk4ShmDXu5jYUipuWvMDDzhYzNFVYsPEjbGDeFmwdfoqWCzCBRpDW0HhwIBA7jareWxDtsaN4KrhbIvNNvgfq9g1hn2JiHqUoJAH4+xkBAGWtdBgoQRZYIebj/wyrt61kbzCj5aV6DcnlAjGL7Wag4XIwMJFg5uC7I0FZp3FSQBJxsLTOzC79teUzuhUu2KArbB7T9x/XCVfADASXpMWD+CV0e9D+dg9/ipI698xNL+sHexFXymSIrEjN0TeanEPnW9VHIJ2s8ugUYd6msJL07ePAomFsZaL2GSImFobIBpO8bxjtWoY+kxdHRu53FtUbuZWreLJElM/3sCT95ACUpCwtLOAuPW8PnEOowORe1m1bUcIuX2D0sHwMXbWVVuamGCadvHctIcAn3l6uOMQXPL6Ob90oPT4RKoTxAEftw6hpcKXsHLCaOWD+Kdh+Z51Qz2RcexfMdjzKohsLS3FBx3SAmFGX9P4GXk1gz2RZcJpQ6SQP827xOEoC7//RCG7/gyfBHPzeDBg5Geno7169ejUiVt8rH169fj8OHDaNKkid7Zln87vpah+PmNV9iz4DAeX+ECaE3MjdFmaHMM/LUnLO20ifwK84qwb+FRnP3rCgpzuTiTWk2qod/s7lpaVErcOf0Q+xYdxev73MyWpZ0FOo4ORZ+ZXQXJrjKTs7Fn/mFc/vs6l1pLAA3b1cOAX3rAN6CyVn2WZXFpVwQOLT+Jj6+4IF17Nzt0m9Qe3Sa1EwzcTHybjD3zDyPi4G3QChqUhETTHo0x8LeecK+qPT1P0zROrD2Po6vPqAID3aq6oPe0zmgztLmgU/r2aTz2/H4a9y8+A8uyMDQ2QMvejTHg546wq2CtVb9EpsD2q/dx8GYUckpjIWq4O2FE6wC0qO2jVR8AbqfGYsOrG7ifwS2BmkuM0LtSPYytFixI5FekyMeV1KO4n3VVFV/jbV4TrZx6wNtcmFsptfACYnO2IF/GBd0aknZwt+wHT+sRIAUUuuWKJKTlrkRe0TGwkAEgYWESCgfLH2FsqN0Gy7JIyj+EuNztKFZ8BAAYS1xR0Woo3C36CkowpJQk4FLKETzPvQ8WDCiCgp91EEKdesDOSJtsTs7Q2BZzDzvfPEB6CRfnU8XKAaN9A9HZUziu7un7T9hy7i7uvooHC8DYUILOjWtiZLuGsLXQzoAsLijBvsXHcGbzFdXybY3Aqug3qysCwupq1QeAe2cfYe/iY3h1h8sytLAxQ/tRoeg3u5sgyWV2Wi52zzuMS7siuDg4AvBv44cBv/ZE9UZVBPv26t4bOLDsBOJfJADgdKW6TmyP7lPaCxLBfXqfgt3zDyPiwC0o5DRIikSTHo0w8NeeWnpJADdzcnL9BRxZdQZppWnLrpUroNfUTggb0VLQNt49icXu+Ydx5/RDsAwLA2MDtOrfBAN/6wUHN20iRlmJDAd/P4mTf15QLf9VrueFvjO7oUn3RoJ9GxXxAnsWHMHT8GgAgImFMdoNb4n+v/SAhY12PGZBTiH2LjyKc1uvqJIO6oTUQP853VG3hTZnFMAFFu9bfAxvH3HUJFYOlug8ti16T++smhnSREZSJnbPO4zLeyIhL5GDIDknc+CvPbW0xADu/p3fdg2H/ziJxDdcSr9jRQd0n9wence3/Sx6kv+fUL6XAmeZwMrjy88x9yON24uL/5U8N1/k3KSlpWHs2LFgWRYbNmyAk5N6MNuwYQMOHjyI4OBgzJ8//5u9+f8p/KfkFwpyClFcUAIrB0tR5lIlFHIFslNzYWxmJDhQCCEvMx+yEhlsnKxFM0WUkJXIkJOeBzMrUy0CLSGwLIuctFzQNANbZ+tyaa8UF5YgP6sAFrbmoozJSjAMg+zUXJAkAWtHq3LNtBXmFaMorxhW9hYwNC5H39IMMvOLYGRAwdpMN1OtJnJlxShWyGFrbKZaihJtg5GjQJEHI8oYJpRuxlZNyOgsMKwcRpQ9CEJ/GwxTDJrJAklagSL1PyMsy0JGZwBgYUg5lKtvpXQJiukCmEosYEjqZoVVgmYYZEgLQREk7IxMy9VGfrEURSUy2JibwLAcrLAKuQI5aXkwNDHUIu7TBaVtWDtalYt5ViaVIzc9D6YWxjCz0n//WJZFTnoeaAVdbtsoKZIiLzMfFjZmMBFhZVZCaRsEAdg4WZerb4vyi1GYWwRLO3MtAkIh0Aoa2ak5MDAygJW9bqZvTSjHNmtHS1HGciXkMjly0vI+a2zLzciDXCr/r49tDMPCxsnqm9aVAtTvpcYzzWD5Fc5N3kcad5YUftb7TSaTYdu2bbh06RLy8/Ph7e2NESNGlCtR5+HDh9i9ezc+fPgAmqbh5uaG7t27o02bz1/++yLnBgDi4uIwfvx4WFtb488//4SVlZXKsQkMDMSCBQs+S6Pp34r/pLYUy7KftSz2ufX/f7ShfJz+L7TxvW//3W18v3//7ja+xXP63Db+KSjfSwEzzGHp8eXv4byPCtxfWvBZ77d58+YhIiICPXv2hJubG86fP4/Xr19jzZo1qF27ts79bt68idmzZ6NGjRpo2ZKbcQwPD0dUVBTGjx//2dQyX3zVnp6eWLZsGX788UdMmzYNtWvXxuHDh9G4ceP/GcfmP4GEmCQcWXEa4QduoaSwBM6VnNBpTBt0HBMq+CUll8lx7q+rOPnneSTGfIKhsSGa9GiEnj9xMQdCiHn4HodXnMKdkw8glyngWcMdXSa0Q5uhIYIza8UFxTi5/gJOb7qEtI8ZMLMyRcv+TdDjp4461Y8fX32OIytP4/GVZ2AZtjSepwOa9mgkOBjkpOfi2OqzOL/tKnLS8mDlYImwYS3QbXJ72DhZa9VnWRY3j93DsTVn8fLOG04VvEUt9PixA+q3Fl6OS4lLw9GVZ3B593UU5hbBwd0OHUaFosuEMEHtIJphcC7iBQ5feIL3H9MhoSg0aeCNfh0boLqPsLJ0TFY6/nr2AGc/xKBEoYCXlQ0G1aiHftXqwFCgb2WMHJdTInEh5TpSStJhRBoiyL4BOrm0hqups0ALQGrxc0Rn70dCwR0wUMDOqDKq2/SEj0UbwSUjOZ2Hj3m7kZR/CFI6DRLSEi7mXVDRagiMJcLXkVh4By+z9yOl+AkAFo4mdVDdug88zIWJOLNlOTiXfAUR6bdQoCiElYElWjo2QVvnlrAw0P7aZlkWp96/wo7ox3iWkQKKINDUzQsja/ujYQVhyobElGzsP/0IF2+8RHGJHM6OlugW6ofubfxgLDC7qZArcH7bNZxcfx4fXyfBwMgATbo1RI+fOsLHz0ugBeDt4w84vOIUbp14ALlUDo9qbugyPgxhw1sIzgAUF5bg1J8XcXrjRaR9TIeJhQla9uNsQzPuRBNRES9wZOVpPLz4FAzNoKq/D7pOao+Q3oGCtpGbkYfja87h3NYryE7NhaW9BdoObYHuU9rr1H66deI+jq4+gxe3YkAQ3HJOjx87wr+t8HJc2sd0HFl5Bpf/vo6CnELYu9miw8hQdJnQVnAmimEYXP77Ok6sO4/3UXGQGFBo2L4+ek7tJLgcB3BEpYdXnMb1Q7chLZLCxccZnca2RYfRoYKz0zKpHGc3X8bJDRfw6W0yDE2MENKrMXr81Emnrt2re29x+I9TuHvmIRRyGpVqV0SXCe0QOriZ4OxKYV4RTqw7jzObLyEjMQtmVqZoPagZevzYEU4VHQRaAB5eisKRFafwNOIFpwoeWBXdJrdHUJeAf4Wj8/8TL1++xNWrVzFmzBj07cslIrRp0wZDhgzBxo0bsXHjRp37Hjt2DHZ2dli9ejUMDbklxU6dOmHgwIE4f/78Zzs3Xzxzo8SdO3cwe/ZsMAyDhg0bYtGiRf9Tjs3XzNxE33yFGW0WQiFXqKPyCS7t2LehD5Zd/pW3VCOXyTGnwxI8ufocpQTDAKDSbpl/crrWYHbj6F0s7LMKBAFVG0om16CuAfjl0I88B6cgpxA/NvsVcS8SeGmTlISEkakR/rg2V2tt+vjac9gweQen1VKauaH8vevEdhizaghvEEhLyMCkoDnISs7mZXqQFAkbJyusubWIN9CwLIst03bjyMrTKq0dzTZG/TEIPX7kB3++j4rDTyG/oaSwhJfxwKXfumFV5HzelDfNMPh19RmE33sLglAyOHMBrCwLzJvUHi0b8+/vjcQ4DLtwFAzLqkjqlFfZyMUdO8N6wIhS24KUlmHBy7V4k/+BR+ZHggRFUphTbQKqW/Fjmt7mnceNlMUgQGpkNXHp3t4WbdDUeTbPwZHRWXjwqR+KFAnQ5MghQEFCmqNBhT0wN+THDz3L2oUnmZtL2yh9Rkp/r207BHXtRvLqp5Sk4bfoZShQFILRaIMEATsjW8yrMR02htaqcpZlMevmZex/HQWSIFTMw1Tp74uCQ9GvGt9BjX7zCRMXHIFcruCRKxIEgapejlg/txdMNWIqFHIFfu28DA8uPuV6R8M2AAJzj03T0lG7feoB5vf4A0AZ2wCLhu3rY+7RqbwlqsK8IkxtPhfvo+K0bMPQ2BDLr/6Gqv78vj298SLWjtvKt43SZ7jjmFBMWD+CZxsZn7IwKXA2MpKytGzDyt4Ca24t0hLQ3DZrHw4sPS5of8OX9Eef6V149WOjP+LHZr9yzMYatkGSBFwrV8CqGwt4S04Mw2DpwHUI33+Tl05NSUgwDIvpuyZoBUY/DY/GrPaLwShorbGtZrAvllyYzft4k5XIMDNsEZ6XskgrX0vKpICFZ2ahXkt+3M21/TexdOBaTjdOef9Kzy+kdyBm7p3Ec3DyMvMxpekvSIz5pBpDAICUkDAxN8aq6/O1BFAPLT+Jv6bvEezbXtM644dlA/AtQvle8p9hAYuvmLnJ/6jAg6X55X6/bdy4EYcOHcKZM2dgZqZ2kvfs2YMtW7bg8OHDvDAWTYwePRrFxcXYtWuXVjkAbNq0SWg3nSjXwuGFCxd0/uTm5sLf3x8WFhYICgrClStXeH//DmEo5ArM77kCMqmcn27IcoYd8+A99szj68gcWXEGT65FcwO3hktKKxjQNIMFvVfxCPPyMvOxZMBaMAzDa0M5cNw6cR9nNl3mtbF1xl7Ev0zU4oOgFQxKCqVY0GslLwUz/mUCNkzhNFk0B2Pl78fXnsP9c495x1o5YqOWY6PcJyctF8uH/skrf3gpCkdWnubqaJyXcv/NU/9G7HM1pxHLsljQayWKC0q0UjlZhkXC6yRsmbabV376WjTCS3WGNN19mmHBsizmrz+PrFwNokCFHGOvnOI0qDQ1i0p/7n1KxOao+7w2jiae03JsAE6fScEosCJmC+QasgWF8jTcTFkKLhFdM127lHU1/yLe5fOFaWMyF6NYkYiy5H8saCiYAjxP+4nH75Je8hJPMjeX1tF4Rkp/f5a1EylFT3jH+vPdNi3HhrsOFpnSbGyL3csrPx/7Bvtfc9mVmpIKNMv1xOyblxCfp6a9V9AMZq04DVkZxwbg7u2buDRs0WC9BoDja8/j4cWoUvtRl9MKBgxNY1GfVTzZgoKcQizutxo0LWAbLHD/7COc+pPftzvnHMCHZ/GCtiEtlmFejz94sgWJb5Oxbvw27ro1baN0/9MbL+HWCf4zsmrUZi3HRrl/XmY+lg3i02s8DY9WyUQI2d+2mXt5sgUsy2JRn1UoyivWYipmGBZJ71Kw8cedvPJLu64jfD/HxKt57bSCAcuwWD7sT55sgaxEhvk9V0AhUwiObdG3XmP/YrW0BQAcWHoC0TdegWVZ3vOp1KVa0GsFpMVqjqislGwsH7Ke04vTvH+l5xdx8DYu7gjntbFp6i4kvknmjSEAxw9WnF+CBb1X8tp+9zQWf03fw+tPzd8PLT+Jx1ee4VsGzZJf/fM5ePv2Ldzc3HiODQAVRYySrkUIfn5+iI2NxdatW5GYmIikpCTs2rULMTExqlmgz0G5znzJkiVYunSp1o+y/O7du8jLy8PKlStVZcr/v0MYt08+QHZqrk5SKYZmcGbLFRU7KMMwOLH+vM76LMOiOL8Y4fvUdOAXd0ZAIVeIcrqdWKfWtinMK8KlvyN08mYwNIPkD6k8aYTTGy/p5Rc5sU5N35/0LhmPLj/T2QatYBAV8QIJMUnqc1x/XpTOnZKQOK2h8fI0PBpJb5NFr+PKnkieoOCh84916gaxABQ0jbMR0aqy0+9fI18m1dm1DFjsevFEJbYpZxS4lBKpU36BBYs8RQHuZ6kdiZjc0xAn5CPwMlut0SOjM5FaeEEnbw0LGgXyN8iVqmkcYnKOgtDJi8PN+LzOVbcRX5iAdwWxWo6NEgwYPM5+hkypWlBwx4vHonIKJEFg3yv1Od1+/AEZ2QVaLyFVGwyLU1efo6SUMZplWZxYd04nKR/LAiXFUlzdo9b6uvz3dciK5Tq7lwVwXOOYxYUlOL/9mugzlZ6QiYcXnqrKzmy6JMoGTFIkT3ctNT4d9889FrWNF7djEBv9UVX2ubbx4tZrxL9MFL2OiAO3VSK1AHBi7VnR62BpBuc1xDZvHL2H/KwC0bHq1MaL3NgELkj51IYLOu83y7AoyC7kScuc33YNtJgkC0nwdLvyMvMRvu+m6HUnvP6E5zfUMiCnNlzU27cn//zf+ICPj49HTEyM6icjI0OwXmZmJuzstLPtlGW69gO4LOzmzZtj9+7d6NevH/r27Yu9e/di/vz5aNas2Wefc7nmq2bMmPHZB/4Ocbx99AGUAaVSmRVCUV4RUuPT4V7VFbkZ+cjS+DoSAmVA4c2jD2hXSjPy9vF7cb5aFkh8kwxZiQyGxoZIeJ0EeYk4VT4pIfH20QdVnMvrB+9EtWoYmkHMA/WXo6ZmjRjePo5VpYTH3H+nlzVZU8H53eNY3jSyEBQyBT6+SkKNwKpQKGjEJYrrzgAEYjQUnF9kpEJCklCIEIllFhchvbgQzmYWyJRlo5AWp3OnCArvCz4iyJ7LKsiUxugh8WORJVXrXRXI3ooS8imvI0/2AtbGfgCA9JIXekn8MkrUopYfCuN11lXvwyK+KBF2RhwRXHRGqk4RTICbwYlKVwtOvolNBUWRoi+vEqkcSak58PZwQEFOIdI+6h40AYCiSLzVmMF4++QDt4QhIMZaehFIiU1DUX4xzCxNkfQ2Wa8ECiXh7K9he275K+bBO9FnkKEZvHmoPqf3T+P0aqIB3NjhVcqM+/qefttQKp8DwJtHH/Qy9dIKGnEvElCnWQ2wLIsPzz+KM/uW6uCpz++9Xjbn/KwCZCRlwdnTEZmfspCboZsdHAAkBhTePHyP1gO5l9y7J7H8KboyYBkWsc8/gqZpUBSF+JeJehnhSZLA20cfULspxwtUnnFHs2+/RbAgwHwFER9butBeltJlyJAhGDZsmFZ9qVQKAwPteCplDI1UqtuGDAwM4O7ujpCQEDRt2hQ0TeP06dNYuHAhVq5ciRo1hKkydKFczk1YWJj+St/xWZAYSkSNUwmD0sA7A8Ny3CoWMDBS15MYSrgvLpGBiSCgCpyUlKMNlmF59cqTti7ROKdyXQfU1132d10wNFHHX0gMJXqp9bnjcudCkiQvFkQIBAEYGKhnOAxIqlwvImVQsaQcqdssWBhosB6ThAH0ySmQhLo+QejvJ05KT12PEuDJ0W5DXV9ClO/+adYzIEmIuXUEACONuC+JhCrf/fuM5xYg+M+UgaRcwaCS0ntenueWZVnt51b89vHOvXzXUdY29O+jSX9gUN5xR+NcKIqEgtHtGJAkoTXulCeSUzW2lcO+WZY/1ijHNp3OKUrjdUpjbso1trGf37flOfd/EkpV8K/ZHwDmzJmDihXV8UhCszMAYGRkBLlc+wNZqeVoZKSbbmD16tV4+fIltm7dqrpvLVq0wKBBg7B27Vps3rz5s879207W/z+Mhu3riX4VgADcqlRQBdaaW5uhqr+PKGU8raBVX40A0LBdfb1qvvVa1VY5N161PGBbQTgbQwmWYRHQrp5qu1GH+qJT1pSERFBnNb9B7WbVYaCHa0ZiKEGdEDWramCnBqLTwwRJILBjA9W2f1hdvfo51o5W8K7jCYAbnBv6eYISU3BmWDTWkIRo7lEJChFtKRIEato7wdaY49CwM7SBq4lwNo2qDZZBPRt10KS7WWOIvRkJUHA3C1RtWxnVgoTUxz1CwN5UHfzpbt5Ep5QCV5uEh5la0qOWVTVRCQkAMCaNUMXCW7XdqqI3KD2OREsPdf3Gdb10LlFw5wRUcLCEW2nmkImZsahsAcDZhuZzG9CuHmgR/SOSIlEnpIYq6NXd11Wl86YLDM2gYTt1QH+jDvVFZQsoCYXGndTPbc1gXxiZiDublIRC3ZZq0sOgzv7iy8IkgcZlbUO0BY7ks3J9LmmAIAgEtKunV+W7YTuNcad9fdG+JUgCnjXdYetsDYCzxUq1K4qOI7SCRkB7jfsXVheMHscmoF09lQPrU9cTVvbapKiaYMHCv62fartxR3/xZcUyY9v/ZVSsWBFVq1ZV/djb2wvWs7OzQ2am9iy4skzXfnK5HGfPnkXjxo15QeASiQQNGzZETEyMoNMkhnI5N6mpqfor6UF6evpXH+P/Eqr6+6BGkK9OrRqwQJ8ZXXlfl31ndtU56FMSTnemXiv1yzGoiz+cvRx1DkwMw6DXz13Ux6Ao9P65s85zJikSDdvX44nktR3WAqaWJiAp7UGAILjBUUVhDs5J6zQ6VOdXM0ESaD+yFU9GosuEMBAkKRgTQ5IETMyN0VZDR8utcgUE6hn0e//cmZfqO6CTv1bwqhIUScDJ3gIhGuzMgS4eqGbnoPOlzYDFOL+G6usiCHRzaytYF+AypqqYe6GKudqBqmTRCiaUnU7ngwWDmjZ91McgDFHRaqjONgASzmbteOngVay6gCKMdLRBgCQkqGrdTVVibWiFpg6NRV/abZ1bwJhSf6ENr9Wg9GjaoAgC1kYm6FpZPeVc1csJ9Wu663Q2WQADuzbkOfp9pncRFY9093WBf5ifqqxRh/pwrVxBp/0xNIPeGllGJEmi74yugnWB0g+F1rV52Tahg0NgbmMm+BwSpYK23Sa1V5WZWphwz7qIbbQd3gLWDlaqsk7j2oIyoARfwgRJwMjUiKf75OzpiKY9GonaRs+fOvLI9npO7aTTkSApEvautjyJlZrBvqjq761z3GEZFn1ndlNdJ0EQ6Duzq84PEkpConI9L9VyEQA069kYDm52Oq+DoVmVLAwAGBgaoOdU8bEtuGtDXiZaux9awtjMSLhvCQIURfJ0875FcNpSX/7zudpSPj4+SExMRGEhX+D55cuXqr8LITc3FzRN8wLylaBpGgzD6FWBL4tyOTf9+vXDypUr8enTp886uEKhwJUrVzBo0CCcPXv2s/b9vw6CIDD32FTV2rnSSJWD7YBfevCE/gAgqEsARv0xCCA06pf+X6GSExafm833eg0kWHbpF9i7cl+cypcBSZEgSQJTNo3SSq/sOrEduk/mBlzl4KT837dhZczYPZFX39LOAssu/sJxYxBqgiuC5JYBfj0yFRWr8zkqhi/tj6Y9Ggm2EdjZn7tGDbhXdcXcY9NgYGzIDTTKdgjA1MoUSy/+whvwAeDnXeNVelNl2+g8vi26T+nAq1+3ujtmjQ7l6Rkpg2DtbMyxdk5PHjsuQRDY2bYHvKxseHUpgnvtzwhoirBK/NTJpg4N0dudS1lXzn4o/3c3rYBpvqN5LzYJaYy2bqthTCln00r7FiQIUGjm/AscTfjSBV5WI+Fq3rO0HsX739a4IarZz+PVN5M4oJXrCkhIk9Ljq38khBFauvwBCwMX3j5DvfrCz7qm4HUE2zdED/dOvPo17JywvmVHSEhK1U/Kq7Q2MsGe9j1hYcifrl44pSOqeHGq7cr7oXR2BnUJQOcyz23D9vUxbs0wECShYRtcfaeKDlhyfg6P8oCSUFh6cQ6cPBx4dUmKBEESmLB+BPzb+PHa6DA6FL2mdS7dn29/VepXwuz9k3n1za3N8PvlXznKgTK2QRlQmHPwRy1uqqEL+yKkT5DqHDXbati+HsauGsKr7+LtjAUnp8NQyDYsTLD4/GyV+rYSP20di1pNqvGOrWyrw6jW6FXmA6dmkC+m7RzHW+ZRvvBtnKyw7PKvPKkDJS2FUuW87Fg1ZEEftOjL1wYL6R2E4Yv7cfXK9K1bFRcsOD2TZxuGxoZYdvkX1UwzoTm2USSmbh+LmsHVNJtAz6kd0alUb6rsmFAz2BfTdozj1bdxssbSC3NUAsfKfiVIAoYmBph3/Ge4VRbmjfpWwID86p/PQUhICGiaxqlTp1RlMpkM586dQ/Xq1VVp4KmpqYiPV8fv2djYwNzcHDdu3ODN0BQVFeHWrVvw8PAQXdISQrl4bg4dOoTdu3cjPz8ftWrVQkhICKpXr47KlStrcdqkpaXh5cuXePjwIa5fv478/Hz4+/tj0qRJcHPT1kX5t+NrGYppBY175x4j8vAdFOYWwa2KC8JGtOTNjpRF8odUnPvrCuJeJMDY3BjBXRsiqIu/Ttp4mVSOG0fu4s7pB5AVy1GpTkW0+6EVHN2FpwgBIPZ5PM5tvYrkD6mwtLNA8z5BqB9aRyfteFF+Ma7uicTjq89BK2jUCPRFm6EhWk6HEizL4tXdN7i0MwIZn7JgV8EGrQeHoEZgVZ1frrkZebi4Ixwv78SAIEnUbVELrQY2FSTkA7iZqcdXnuPa/hvIy8hHBS8ntB3eQrUcJYTUjDycvvYcb+LSYWRIIbCeN1o0qgIjHWv2cobGlbh3OB/7FoVyGSrb2KGPb214Wule3ksqTsHV1Fv4VJwKE8oYje3qob5tLVA64nIUjBSx+VeRUHgbNKuAvXFVVLXqCFOJ7vuXJ32BT/nHUKz4BEPKFs7mHWBrLEyoCAAyugDv888hpegJWLBwMqkDH8v2MKKEl7lYlsWr/De4mX4POfJc2BnaopljILzNPHW2kV5UiEMxz/E0PRkSkkQzNy908vaFqYHwUgzNMLj7JBZXbsegoEgKN2cbdGpZC14C2kdKJMem4vzWq4iLToCRmRGCOvsjqGuATtp/mVSOm8fu4c6pB5AWyeBVywNhI1rC2dNRZxtxLxJwfutVfHqfAnMbM4T0DkKDNnV0Ss0UFxTj2r6beHQ5Cgo5jWoNq6Dt8BawcdRtG6/vv8PFHeHISMqEjZM1QgeHoGawr86+zcvMx8WdEXhx6xVAEPALqYnWg5rqlIZgGAZPr0Xj6j7ONpwqOqDtsBbw0Vh6LYuMpEyc33oNbx9/gIGxARq2q4dmvRrrlG2gFTTunH6IG0fvoiivGB6+rgj7oZWoQ5D4Nhnnt17Fx1eJMLEwRpPujdG4Y32dY5u0WIrIw3dx9+wjyEvk8KnrhXY/tFR90Anh3dNYXNh2DSlxabC0t0DLfk1Qt2UtnWNbYV4RruyOxNPwaLAMgxpB1dBmSIig9t+3AuV7qcbP9jBz//K4oMIEOV78nvFZ77fffvsNkZGR6NWrF1xdXXHhwgW8evUKq1atgp+fHwBg4sSJePr0KU8M+++//8bWrVtRuXJltGnTBgzD4OzZs4iPj8ecOXMQGhqqo0VhlJvELz8/H4cOHcLZs2eRmZkJgiBAEATMzc1hbm4OmUyG/Px8VeAQQRDw9/dH7969Ub9+fT1H//fiPym/8B3f8R3f8R3f8bVQvpeqTbOHqbv+pAFdKEqQ4dXyz3NupFKpSluqoKAAlSpVwogRIxAQEKCqI+TcAMDly5dx5MgRJCQkQC6Xw9vbG3369EFISMhnn3u5qQstLCwwfPhwDBkyBPfu3cOjR48QHR2N9PR0pKenw9DQEPb29qhUqRL8/PwQHBwMZ2fxAMrv4FCQU4j75x6jMK8YblUqoE5IDVFhNpZl8eLWa8RGJ8DE3Bj+bf30ithlp+bgwYWnkJXI4e3nCd8AH9FsEZqm8eRqNJLfp8DC1hwB7erpnCFRIiUuDU+vRYOhGVRrXEW15KYLMqkcDy88ReanLNhWsIF/WF292VdxLxLw8nYMCJKAX/OaWmytZVFcUIz7554gLzMfzpWcUK9VLVExV5ZlEfPyE97FpMDQUIIGjbxhay8u3pddVIzI93Eoksng42CHBu6uon3LsAweZ8UivjADZhIjBDpUhaWBeN/myjPxPj8KClYOVxMfuJp6i9ZnWAUSCx8iX54CE4k13M0awYAUFybNlH5CfOELsGDhYVYdDkbiM61SWo67ma+RJSuAo5EVGtpVhUSPaOirtHREfUqGhKIQWNEdLpbiz21hQQnu332PgoISuLrawq++p2hQPcuyeHnnDWKff4SRqSH82/rpnD1UIjstFw8vPIW0WIZKtT1QrVEVvbbx9Fo0Pr1Phbm1GQLa1dUrvpgan44npbOa1RpV0SmVooRcJsfDi1HISMyEjbM1AsLqCqpcayL+VSJe3HwNgiRQJ6SGTjkIJYoLSzjbyMiDk6cj6reuDX2ikzEP3+Ptow8wMJKgfmgd2LvYitbPzy7A/XNPUJTPzdzUblZdtG9ZlsWzyJf4+CoJphYm8A/z48XfCSEzORuPLkVBViJH5XpeqNLAW/z+KWg8vvIMKbFpsLS3REC7unpFez+9T0GUUn4h2FdQnf1bhDJ25mv2/1wYGRlh7NixGDt2rM46a9euFSxv3bo1Wrdu/dltCuGzeZkpikJgYCACAwP1V/4OUTAMg12/HsThlad5/DJOng6Ytn0c6oRo5/XHPHiHpYPWITFGHf8kMaDQcWwbjPx9oNb0rUwqx58Tt+PCjms8PhqvWh6YuWeiFt04ANw//wSrRm5CRpKaiM3I1Aj9Z3dHnxldtAaOgpxC/DFsA26dvM9L7qnZpBpm7pkouPx1aVcENv20C/lZaiI9cxszjFo+CG2HtdCqn56YiaUD1uJZpJpzBQSX0TBtx1gt9WCWZXFo+SnsWXAYJYVqbgU7FxtM3jRKi4ofAOLep2Hpr8fx4a06gJ4kCYR2qIPx09rBsExqqIJh8Me1G9j98CnkGsGsFW2ssbxzW/i5ak+/P8mKxfznR5FUrO5bA5JCf89gjKrcGlQZrSgZI8XJxE2IyuETALqYeKOX+2Q4GGsvX37Ij8TN1JUoptW8SAaECRrYD0ctmx5a969QkYfjiavwroDPJF3JrA66uk2BhYH2EtuJxDvY+PY8Cmk1I7aVgRkmV+2E1s51tep/zMnBj6fP42myms+GANDOtwoWtWkNcyP+i5thWOzdeQMH9tyBTKZmbXZ0ssRPMzugXgPt5ZO3jz9g6cC1+PhKTQBJSSi0H9UKo1cM1lqaksvk2DhlJ879dYWXVVixhjtm7J4gqEf16HIUVozYiPQEdUaIkYkh+szoiv5zumv3bV4RVv6wETeO3OOlt1dvXAUz904SXP66uvcGNkzegbzMfFUquZmVKX5YNgDtR2oP/JnJ2Vg6cC2eXovmlTdsXw8/7xyvtXzCsiyOrjqDv+ceQnGB+v7ZOFtj0oYfENQlAGXx8XUSlvRfw/HLlIIgCbQe2AwT/hwBY1P+0hRN09gxez+OrTkLuVR9/yp4O+HnHeO04mEA4MXtGPw+ZD0+vVM/IxJDCbpObIfhi/tpOV7SYinWjtuKK7sjecHk3n6emLl3kqADcvvUA6wZ8xePM8zY3BiDfu2JHj911Lp/eVn5WD7kT9w984hXXqd5DczYPVGvc/dPg2FJMJ/JMlx2/38rvlpb6n8dX7MstXnq3ypZAU2QJAFSQmFV5Hz4amToxL9MwLiAmZBL5VqZIQRBIHRICKZuU3vLLMtifs8VuHXivlYmAkmRMLEwxsZHv/PEMJ+GR2N66AKwDCvINTJobi8M/LWnalshV2By8C94+/iD1jmREhL2LrbY9GQ5z/m4uvcGlg4U9twBYNqOcbxg6oKcQoyuNw0ZiZlaqe0kRcK7jifW3F7Ie3ntX3Ic22fv0zq2Mihw6YU5qNdKrVCbmpyDMQO2oKhQqpWRRhAEGjWpjLnLe/MGvzlnL+Pw02it1FqSIGBAkTgytB+qOqodu1e5SRhxbxNohgEjkJDb2yMQP1VXBzqzLIudsfPxvuC5FpkfCRLGlDkmVFkJSwP1APux4C7OJ82ArhTyxg7jUNtWLUAnZ6T46/00pEsTBNuwNnTGKO+VMKLUM0snEu/ij9fHBI8PAAtrDUSIkzrgN7OoCB137EFmURFPqgLg+qqeSwXs7dsTlMZs5bbN4Tiw+7bWsQmCC/hesX4gatRSv7wSYpIwzn8GpMUyQdto0S9YKxh+cb/ViDh0W9A2jEwNseHh77z4kOibrzC1xVwwDCuY2dN/dncMWaDOXqMVNH4M+Q2v770VtA1bJ2tserKcN+t6/dBtLOyzSuvYSkzZMhrtRrRUbRflF2NM/Z+RGpcmaBueNdyx7u5i3qzP4T9OYcvPfPkRACrtp0VnZ/I06tITMzG67jQU5BRqXwdJoH5oHSw6O4tnG+snbMPJDRe0HkOSJEAZSrD29iKe8/g+Kg4TG8+CQqYQsD+g/ahQTNrwg6qMZVnM6bQUD84/Ebx/Zlam2PRkOe/D6uGlKMwKWwSAFeThGbF0AC9bVCaVY2LjWYh9/lHruikJCUcPB2x8/LveWbt/Asr3UuWfnL56WertitR/ZdjFv9ct+5cjIykTR1efEfwbw7BgaAY7fznAK9+94AjkMm3HBuCM/eKOcMS/SlSVxTx4h5vH7gkOxAzNoKSgBAeXneSVb52xV0vfRRP7Fh9DXpaaTfTW8fs6mVgZBYP0xEyc3azWr6IVtPDAqoG/pu9RUbMDwLm/riDtY4YgZw9DM3j7+ANuHL2nKivIKcTu+YcEj628rq0z+PpHh/fcQVGRtmOj3OdO5Bu8fK7u27isbBwScGwATj9JQTNYf+Mur3zz28ugWWHHBgAOfbyDlOIc1faHgud4VxAlyFLMgEExXYBb6WrnmGVZ3En/U6uuJh5kbIOcUVPqPc+JRJo0XmcbWbJPeJpzTVUmpeXY9O68Vl1NrH97BowGB9DuR0+RIeDYAFxfPUz6hOsf4lRlWZkFOLT3juCxlc/m9s183aB9i49BVqLt2Cj3ubr3Bk9/7N2TWIQfuKXTNmTFMpVmkxLbZu3jnH4dKcsHlp1ATnquavvumUd4eTtGp21kpeTg1Aa1fhXDMNg87W/BYyuxdcYeyGXqWd4L268h+X2qTtv48CweEQfVTmJRfjF2/XZQ+OCll7Xl5908+z+y4rSgY8OdM4sHF57yZlSTY1MFHRtlfVpOa53D33MPQSGnddgfcGbzJSRrMIQ/v/EK988+1nn/CnOLcGQF3za2lPatrs/5v+ce5OmPXT90G++fxgleN61gkBKbhgvbrmn97VsCA6KUyO/LfhgRyodvHd+dm38I4Qe0v0o1wdAMHl15phospcVS3Dx6V1TqgJKQuLZXrZ9zZXek6Bo6rWBwZfd1FX9A8odUxDx4J0qAp5ArcPOYWuzv8u7r4vFBDIsLGgJ2zyJf6pWRyEnLRVTEC9X2xZ0RoudEkgQu/x2h2r55/D7kGksZQuf09vEHJL7hlvZYlsXlM1HipGAUiavn1Zpap6JfixLT0SyLyzHvUFgaYJ8rK8KdjDfiLMgALiZHqbaf5FwXJcxjweBxtnpwzZK+R47sI8SI/xRsCeIL1M8e57iID2BPs9W6Qfcz36BAIS4jkVKSjZd5CartI9EvRK+bIgiceKF+OV6/9kqU4ZZhWDx7+hEZpZT9cpkcEQduiRJWUhISVzS0pa7siRQlpqMVDK7tu6Eio0tLyED0zdei5IIMzSDysNqhvbLnuiifDEMzuLhTbRsvb8fwlruEkJ9VgMeX1WKNF3eGi7I5EySBSxq2cefUQ0iLZTrrsyyLuOgExL9UO/KXdunWmwNK+3a3OjD02r6bomMCQzO4d/YxCnI4LpTCvCLcOf1QtA2SJHFVY2y7quf+MTSDS7siVNsfXyUi9vlH0b6Slchx++QD1fblv6+Lx3eB1RLn/NbAsPgqnhs9XKjfNL47N/8QctJyQYkMfAAAFirNlcLcInFGYwAgCOSkqb8cczPywOohPpIWyyArjffJ1thXFyiK4rWRnZKjl1xJ82s2Nz1PpKbGPml5Gr+LnxfDsMhKzuG1ITa4lj2uQsGgWGTA59pgkJOtJqbKKirWS9/PsCzySrh4n1x5kV5mWJIgkC1Tt1GoyNUpUKlEMV2g8XuOnhYAgODF4hQqcqBPR4KrwyFHXqC7ogZyZOp6OcUlIjU5RzC9UP3FnJtTKEgKWRa52dw+xfklenWDgDLPYUaeXokAuVShikkpz3NLSkjes5qVnCP6wubOQz0LmlNO28j+DNtgGRbZGraRk5Yr+sIue1yWZVVOiC7QCkbLxvW1wTKsKt5OTGRTCZLUHtv0jYeFuUUqUrjy9C1JkbxxJzs1R9SZBVu+MfM7/hl8d27+ITi424kKAwKcsSkpys1tzPXKFrAMCweNNWYHNztR+nCAC1RUUr47iPCHKEEraB4NvZOno+jXKUGAt+7tIMKtowleGxXtRR0JkiLh7KUOzHRwt9P7UgEA+9LrlUhIWFiKZyuRJAkHR3VsRAVLc9HZCIDTlbIx4Y5ra2iuFSxcFjTLwslYndljZWAPUkSxGwAsJOpgX3MD3dwsarAwl6hjrKwMHPXILxCwMnRQbTsaW5ejDcDRSF3PyUI824wiCLhqZE05OFrqtQ2CAOxKs9jMrExhZCpO8MWy/Oe7PM+6ibkxTCy4LBo7Fxt9E1wCtuEgOrsAAnBwVcdLldc2HDXacPRw0Ks87uSpvn8O7nbiL2yNegAXr2RTOgbpAiUh4eDGt3F994+SULAutScrB0uVhpcuMDQLRw/Nsc1evG9Lj6vMjCzP/WZohte3zvrGNpKAU8Xy3bN/CixIVVDxl/yw/2IX4d975v9ytOgbLDpzQ1IkgroEqAJxDY0M0HpAU91yDeCcm9DBamn4NkOb69WWajeipcpxcHCz48isRM7L2MwIwd3UsgJth7UQdSRYgJfhUb1xFbh4O+mmmCcIOHk6oGawr6osbEQrXqZQWTA0g7Dh6iDLwM7+qpeSEJS6QcpMFYIg0K5rPXHdLppBm45+qu3ONbWzPTRBEQQ61vSFcWn2mrmBMVo41RB1cEiCQFuXOqrt+rYtwYgodhMg4W+nJrayNvSAg7GvqLNiRFrCw7yRaruebWtR5XEWLOrbtFGfk40P7Ax1p+YSIFDJzBmVLdSsxn1q1xL1C2iWRc/aaqblZi2qq0QxhUCSBBoGVoa1DUdQR0kotBkSImobDMPwgtRDB4eIL4NQJNoOa6F6Odo62yAgrK6obRgaG6JpT7UMQdthLUXtjwDBs40q9SvB3Vc3jQBBcA55nebqLMr2P7QSV+ymGYSNUMsvNOpQH+bWwsR+ANe31QOrwtVHHUjdbkRLPbpdDMI05E9a9g8WtSVKQiKkdyBMzDnH38TMGCF9gvQ6gi0HqDXOQoeE6B3bOmj0rYu3s179MTMrU57Wl96xjWHR7of/TNryfwtMadzM1/z8W/HdufmHYGlngWGL+wv+jaRIGJsZYejCPrzy/r/0gIWNuU4D7TuzKxw91F9pFau7o/N4Ye0TUkLCtoINek7jU62PXD4QBoYSnW2MXjGYxwnRoE0dNOooLJ5JUiS8a1dEm6HNVWUEQWDCnz+AIAmtQVyZyTRh/QjeslLo4GaoXLeSsEYPScA/rC4CNAQLjU2NMHb1MOHrpkhIDCVaEg89+jeGvaOlToezQ/f6qFRZPePhbGmBscENBetSBAFLYyOMb9KIVz66cihMKEOQOhyc0ZVbw8ZQPcvhZuKDujYhwtcBEjaGjmhs145XHuQ4sVSeQbiNIKeJoDRUvqtZNoanWS3B+gRIuJv4oqaVWmhTQlL40bdr6d/L1idAEgSm+Hbma6L51Ya3na1gjBIBIKxqZQS4q1PazS2MMXJcS626APfyNTIywIjRzXnlfWd1g5W9pc4XZK+pnXm8L25VXNDjx47CbVAkrB2teNpSAJdNY2hsoNM2Rv4+kJc5U7dFTQR1DRB0VkiKRMUabmj3g/o6CYLAhPXDQVKElj1xx+D+rsnT1KJ/E1RrVFmnbdRrVQuBndUvbENjQ4xbq8M2SmUhxqwczCvvNrk9nCo6CF83AbQd1hyV61VSFdk622DQ3N7CbVAkTC1MMHge/++D5vaCqaWpzr4d+GtPnoxE5XqVuL4TePeSEhIO7nboNrk9r3z0yiGgDCidbYxbM4yXVdaoY300CK2jc2yr6u+NVgOaaP3tO74NfHdu/kH0/KkjpmwZraXEXTPYF2tvL4J7VT6HiaO7PdbdWcylMGvYm5W9BcasGsJLQ1Vi7OqhGLaoH+9rjSAINGxXD+vuLNKigPfx88KqGwtQNYAvcOboYY8Zuydq8WyQJIlfD/+E7pM78JYGKAmFlgOa4I/weVocGA1C62DJ+dnwqM7nofCo5opFZ2ehoYZ6MwAYmRhh+dVf0WpgU970tZGJIbpNbIe5x6Zpxdi0Hdocs/ZN5k3JA9zX8crr83mDMQBYWZtizbZhaNikMk+g08zcCINHhWD8NL4TAQATmjTCnNAQ2Jnyl7Qaebrj0JC+cLXiE9S5m9lhe6PRqGfjySu3MzTHjOqdMbhSM145J7Y5Ds0de8GIVLdBgER1q4YY5bMYJhL+ko+TSQ109FgDO6PKvHJLAxe0dlmAypb8+0cRFPpX/AX+tmGQaDg9FCFBXZtWGOA5FxKSvxzazLEmltUZAjdT/pS8t7kzVtf7AXVt+ASD5kaG2N+vF9r5VuE5OKYGBhjZ0B8rO2iLRXbp4Y+pszrA3oE/S1SjlhvWbBqMil78+2rvYou1txehfmgdnm1Y2llg5PJBGLFU+0Ni5PKBGLF0ACxs1X1IEAQCwupi3Z1FWppMXjU9sPrmQlRrxO9bezc7/LxzPDqXEVEkCAJzDkxBz6mdYGymaRvczMXK6/NVsxdK1G1RC0sv/gLPGnw9NtcqFbDg9AwEduKrUBsaGWDpxV/QZkgIJBoSIYbGBug8ti0WnJqhRVrZakBT/HLoR95SLgD41KuEFRF8+gkAsLS1wJpbCxHUJYD3oje1NMGgX3th8uZRKIu+M7ti4p8jYOPEH19qN6uONbcXaZFvVvBywtrbi7S4vawdrTB+3XD0n9Ndq42JG37A4Lm9YarhUBIkgcBO/lh7e5EWv0/VBt5YGTFPy/advRwx58AUtB7Etz+KojDvxM/oMj4MhhohARJDCUIHh+D3K7/pJVb8p8GwBOiv+PkaAsB/Gl/Ec3PhwgW9dUiShKmpKTw8PODhIc5U+2/Gf0J+gaZpvLr7FkV5xXCt7MybEtaFlLg0fHyVBGMzI1RvXEWn9ooSMqkcr+68gaxEBs+aHuVag/74OgnJH1JhYWsO3wAfvUG6RfnFeH3/HWgFjSr1K+llTWZZFu+j4pD5KRt2FWzg7adbl0iJvMx8vHn0ASRJoGqAj16OCYZhEPPgPcdQ7OVYLmbRjLQ8xL5Pg6GhBNVqummR95WFnKbxNCkZRTI5Ktnbwt1anBEXABKLMvGxMANmEmPUsHLTy+wrZ6RIKHoDBSuHs7Enj9tGF7KksSiQp8KYsuKWq/T0bQldiKTit2BZFi4mPjCViDPDsiyLmPwkZMvy4WhsDW9z/c9tZmERXqSlQUKS8KtQAaY6NJ+UoGkGr19+QmFBCVzcbOHmrv+60z6mI/5lIoxMjVCtUWWdulJKyGVyvLzzBrJiGSrWcBfVXFMi8c2nUoZiU1QN8BFlvQY4puxX9zjb8KnrpVNXSgmWZRH7/CPSEzNh62wNn7pe+m0jKx9vHn4AQQC+AT46daWUYBgGbx6+R15mAZwq2msJ3Aoh41MWYp/Fw8DIANUaVdapK6UEraDx6u4bFOWXwL2qi15GcYBLJU94/QmmFsao1qiKXtZkabEUr+6+hVwqh1ftiuUi1ot/mYCUuHRY2VugSgNvvWNbYV4RYu6/A8OwqFK/0jetKwWo30suk91h5CbOviwGaWIJPq1O+Ffy3HyRc9OsWTO9hqYJDw8PTJo06f+kxtR3banv+I7v+I7v+Jbw3bn5AvkFAJgxYwYiIyNx+/Zt+Pv7o1atWrCxsUF2djaeP3+OBw8eICgoCHXq1MGbN29w7do1TJ8+HevWrUO1auKBmP9rKMwtxKVd1xF+4BYKsgvgUd0NHUaFon7r2oIOpFJ75czmS/jwNB4mFsZo2qMx2g5voVODJTstF+f+uoJbJ+5DWihFFX9vdBzTBtUbVRGszzAM7p97grN/XUbSm2RY2lmg5YCmaDWgidY0uhIpcWk4s+kSHlx4CppmULtJNXQc20anvpRCrkDkkbu4sP0aMhIzYedqi7ZDW6Bpz0Y6v7TjXiTg9MaLeBb5EiRJokEbP3QY3ZrHsKyJ4sISXNt7A1f2RCI3PQ8ulSug3YiWaNShvs4vtdf33+H0lqt48+gDDI0NEdipPsKGhqiy1soir6gEJ+68wMXHMSgqkcPHxR69mtRGg8puOu/frZQ47Hv7BG9yMmBhaISOFauhh3dtWBoKD0JZ0hxcSr2F+1nPIGcUqGrhhbAKTeFtLty3DMvgee5D3Mm4hkxZOiwklvC3a4r6NkEwJIWn0VNK0nA59Tqe57wEwKKGlS9aO4XAxURYn0hKK3A24QWOxz1DWkkBKphaopdXXYS6+kKio29jPqXjwK2neBKXDAlFomk1L/RqXBvO1sLPbVFBCa4euofwYw+Qn1MINx8ntBvYBA1a6NYnir75Cqc2XsL7J7EwNjdGk+6NEDa8hc5ZxJz0XJzfeg03jt2FtFAK77pe6DS2DWoG+QrWZxgGDy48xdktl5EY8wkWtuZo2b+pqDp92sd0nNl8GffPPYZCwaBmkC86jW2jU1+K45K6hwvbryHtYwZsXWzQZkhzNOsVqFN77ePrJJzecBFPI6JBEATqt66DjmNCdepLlRRJcW3fTVzZfR05abmo4O2EdiNaoVHH+jpnoWIevsfpDRfw6v47GBhKENQ5AO1GttJavlOiIKcQF3eEI+LQbRTlFqFiDXd0GB2Kui1q6rSNp+HROLPpEuKiE2BiaYKQXoFoM7S5lryKElkp2Ti75Qpun3oAWYkcVf290XlsW1T19xGsT9M07p15jLNbryD5XQqsHK3QekBTtOjfRGv5XInkD6k4vfEiHl1+BoZhUKdZDXQc2+ZfoS/1T2hLfSv4opmbGzduYN68efj9999Rr149rb8/efIEP//8M3777TcEBwfj6dOnmDJlCoKCgrBw4cL/yIl/K/iamZtP71PwU/O5yEzK4rKBWC4YjlEwaDWwKabtGMd7CbMsiw2Td+DEuvOgJKQqW4AgCVjammP5tblazkTMw/eYHjofRXnFqqwK5b5l6eIBbmBd2GcVbh2/D5IiwdAMCILLenKp5IQVEfNg78pf0rp37jHmdV8OWsGosgsoCQmaZjB540itOJ2i/GLMbLsQL++8AUkSYBhW9X/VAB8su/SL1nLT+W1XsWrkZpAUobpukiJBkgR+PTIVjTs24NXPTM7GTyG/IeldMggQYFlWdT2NOzXAL4d+1HKi9iw6ht0Lj/P6liQJGJsZY8mZn+FbJg7pQ0omRqw5jOyCYhVnCkUSoBkWvZrUxsxeLXiDOMOymHn3HA69fwaKIFSMvQQARxNz7G/dH16W/Cn1l7nvMP/ln5AzchWzMQUSNBgMrNgZ3dxCefUVjBx/ffgDr/OfgQQJBgx3/WDhbOyG8T5zYGHAXxK5l/kI6979BZaFildHSR44xmcogu35gdM5smIMur4Hr3JSQYIAA1b1f4CDB7YG94WJhN+3e288wdKTEar+AZQyFRTWDeuExlX4L/rUj5n4udsqpCn1zVio7l9I1waYun4IL/ibZVn89fNuHF5xWss2zK3NsPzqb/Cu48lr492TWExrNQ+FuUVattH7584YvqQ/7/7RChpLBqzF9UO3tWzDqaIDVkbM4wX0Axzl/29dlnHsu2VsY/za4VpxOsWFJZjdbjGe33ilZRuV61XC71d+1cp2uvz3dSwf9idIkm8bBEFgzsEpCO7Kv3/ZqTn4qflcJLxOAkESYBm1bfiH1cXcY9O0nCilnAnfNjiZisXnZ2s5g4lvPuGn5nORnZKjIs5T7hs2oiUmbxqpNbatGfsXzm6+zL9/BAFrR0v8ET4PHr78GMSXd2Iwo+1CSItk/L5VMBgyv49WnI5cJse8Hitw78wjjfvHjQ3uVV3wR/hc2DrzHbXbJx9gQa8VKtZ4ZRsMw+KnrWPQZgg/sP1bgfK95DSpIgy/YuZGlliC1DXx/8qZmy8KKN69ezeaN28u6NgAQN26dRESEoK//+borv38/BAQEIDnz58L1tfEq1evsGrVKgwaNAihoaHo0aMHfvvtNyQkJOjdFwDy8/OxfPlydOzYEaGhoZg0aRJiYmIE6968eRPDhw9Hq1at0KNHD2zfvh0KhW5m2/8kWJbFr52XISs5mzP+0pejkoH4yp5IHFt9lrfPxZ0ROLGOo77XTINkGRb52YWY3X4xT7agpEiKWWGLUJxfzEsXVe67d9FR3DjKlwjYu/Aobp/gWDqVxsyyAFhO2Xh+z5W8+hlJmZjX/Q9OE0YjbZJWMAALrB6zBa/vv+Xts278Vry+/45ro/S8lP+/ffQBa8b8xav/5tF7rBq5GSzL8q6boRkoFDTm91yBtI/pvH0W9l6JlNhUgFVLLijP7+7pR9g97zCv/u3Tj7B74XFe/yjPq6SwBHO6/METGVTQDMZtOIHcwhIeGZzyxX3oxjMcu80XMtwV8xCH3nPssppSBCyAjJJCjIg4zOPOKVQUYeGrjZBpODYAQJc6ILvjT+JJtoaQKIDTnw4gJp+zM6WjokyjTyv5hD3xG3j1k4tTse7dX6WyEBrXXfpvw7vtSChK4u0z88FpvMlNK63H8v5/mJ6AJVGXefUfvk/E0pMRvP4BOGdPRiswcccpZOarSfxYlsX8oZuQkZzDdY7SNkrv3/UTD3F0A7+Nq3tv4HAp3X5Z2yjMLcKsdot5sgWyEhlmtVvEc/o19z34+0mEH7jFa+PAshOIPHybdy5K28hIzMTcbst5DLjZqTn4revvkEuFbWP9hG2IvvWa18bGKTvx4jY3XpW1jfdRcVjxw0Ze/Q/P4rF82J9gGW3boGkaC/us4skWAMDifmuQ9C5Z1T+a1/Pw4lPsKiP7cu/cY5VOG982GJQUSTGnwxKebAFN05jdYQly0nJ5/aHc9/zWqzi98RKvjTObLqlkWnj3j2WRm5GPOR2WqAj5AO4DaVb7xZAWSrX7FsDOXw9oiV3u+vUg7p97zLte5fl9ep+CRX1X8+qnxKVhQa8VPMdU2QbLsFgxfCPePY3Ft4yvYyf+dwcUf5FzExcXB0dHccIwR0dHxMXFqbY9PT1RUKCf3XTfvn24fv066tevj4kTJ6Jjx46IiorCiBEj8OHDB9F9GYbB9OnTceXKFXTr1g2jR49GdnY2Jk2apOUc3b17F7Nnz4a5uTkmTZqEJk2a4O+//8aaNWv0nuN/Ak/DoxH/MlE3jwILHF11RmXQLMvi8B8noSvUiaEZpCdk8ujDIw7cQl5mvk5ZAZIkcHjFKdW2TCrHiXXndVKU0woGr+6+QczD96qys1uugFbQOtleKYrEsTVqJy07NQfX9t/Ued0MzeD6odvI+KRWzT6x7rxufgqW2+eMhn7Vu6exiL75WicPBsuyOPnnRUiL1WrhR1af08mKy5Q6j+EaGj03XsQiOSuP97LWBAHg76sP1Y4Vy+Kvl/cE6wKcs/MhLws3ktWD5bW0eyihS3Ry/JAgceqTWhqhhC7GrcwrOuszYPA6/xlSS9TOypXU66JMvQQIXExRU8wnFGbj6qc3gjpRXBssjsRFIUemlmjYfeMxKB28JywLyBQ0jt9XO4Iv7r3HhxdJOp8RlgWOb77GYyU+suKUTjI7hmaQlZzN0x+LPHIX2am5OtsgSAKH/1DbhkKuwLE1Z3X2Fa1g8PZxLF7eeaMqO7f1KuRSuU57oiQk7wMmNyMPl0WkDhiawa1j93mO/Il153RzyrCc83J6o1q/Ku5FAp6GR+uUcWEZFqc2XUJxodqRP7LytE77YxkWhXlFuPz3dVXZw4tR+PQuRffYRgCHV5xSMZuzLIvDK0/rJElkaAbJH1Lx4PxTVdnVPZEozC3SSUhIUiRvbCspkuLUhos6OYFoBYNn11/y9MfObLokSnhIUqTqY/M7vj18kXNjYmKCqKgo0TpRUVEwMVGvQRcXF8PUVL96aq9evXD48GFMmjQJHTp0wODBg7Fu3TrQNI29e/eK7hsREYHo6GjMnDkTQ4cORbdu3bB27VqQJIkdO3bw6m7YsAHe3t5YsWIFOnbsiEmTJqF///44deoU4uPjdbTwn8PTa9F6swAykrKQEst9IednFeDjqyTRFxFlQOFpuFqT6WlEtLi2DcNyWQalX7Rx0R/1Uq2TFImocPWL6PGVZ6JEV7SC4WnhRN+KEdXHArjB7MVN9Rfto8tRKo0fXfUfabQRFf5CLzNzUV4RPjz7yJ0jzeDlnTei2lIkRSDq+ivV9oM3CTpjSwBusiE+LUc1I/GpMBfJRfk66wOAhCBxN1X97EXnvhGpzTkr0bnqWbHEoljIGXEZCQB4m6+e7XmW+1JU4oEBg2e56voP0j/qlZGQMzSiMtUO1L23CTqdQIBz/O69+6jajrr1RvS5BYCcjHwkfeBsozCvCO+j4kXJ7CgJxXtuo8KjRUnjWIbFuyexqpd8wusk5GWI3z+SIvG0jG2InROtYPDkqvq5fXX3rV4ZCS7mTv0cPrr8TJTMrqxtPA2P1p81V1CC909i1e1dfylq4wQInhZcVHg0KDHGYRZIjUtHRumSY2ZyNpLfp4qqgFAGFJ5eU8/8P414IXodDM3g+Y1XKgfq/dM43syr4HWQBG/8fHRZ39hG49El8ffgPw0WxFcyFP+PzdwEBwcjOjoaK1euRE5ODu9vOTk5WLlyJaKjoxEcHKwqf/fuHVxcXKAPtWrVgoEBf73X3d0dnp6eep2O69evw9bWFk2bqpksra2t0bx5c9y8eROyUhHDuLg4xMXFoWPHjpBI1DHVXbt2BcuyiIiI0HueX4vyhjopq5U7NEqz3mdGU31RE+XYh1en3NetsWxTrjZY3u/lMUlW3bl622DZMm2A1UvHr9lGeW8Fv2/FeJk1zkP1eznbACv4e3lOqvxtCLdXjiYAltU5Qym402fa0mfsoqpYrvoEyl74Z57Tl9hGefr288eEz43E/Fx75VX8ovv3eSf4/6Vvv0F8X5b6TIwcORIeHh44efIkevTogcGDB2Py5MkYPHgwevTogZMnT8Ld3R0jR44EAGRmZkIqlaJ16y+jqmZZFtnZ2bCyshKt9+bNG1SuXFkrE6ZatWooKSlRLU29ecN9EZcNkLK3t4eDgwPevuXHiPw3UKtJNdHZCIAjsKpQSrRlaWcBFx9n0RcqLadRs4k6G61mcDVRUUuCJFC5XiVVYK1nDTeY6tFYYmgGtZqogwfrNKsu+pVNSUgeXXy1RpX1zqoQBEcBr2ojpLroVzZJkajbXE3fXzPYV69+jom5MbxqeZSeI4Wq/t7iCsAsi5pB6nOqW8kVCtGvWcDVzhL2llzwp4upJRxNxDWWFCwDf0d1BkZ1Kx8QIjecBIlqFmrCPDdTTx4Rny54m6vvXw3LqqLK4yRI1LBS169vp58LRUKQqGWr5ryp7+Wqc1kK4AKL61fSuO6G3npFES1szOBSibMNU0tTeFRzFXWIaAWNWjzb8BWXRiAJeNZ0V2UHulV1EZUtALh4uZoatlG7HLZRu1l11bZvgI+ohAR3YuAF7/o1ryluGxISfpq20cRX7wvZyMQQ3n6eXHMEgeqNq+idSasVrO7bWk2qgdYzA2XvZqfSdrOtYMPTjRICLadRq6nG/QvyFXXUSJJAtUZVVO8C7zoV9euPMSzvGfELqaH3/vm1qKnz79/xz+KLnBsrKyts3rwZAwcOhJ2dHeLi4vDkyRPExcXBzs4OAwcOxObNm1XOiJ2dHbZt24YePXp80UlevnwZ6enpaNGihWi9rKws2Nlpk9MpyzIzM3n/66qr/LsQMjIyEBMTo/r50iWs+qF14OLtpNN4CIJA14ntVEtXBEGgx5QOOg2apEjYOFmhSXd1ZkTL/sEwszTV+dJmGRbdp3RQbRuZGKHj6FCdzgclIeHt54lqGink7Ue15urreLHQCgbdJqrZfe1d7dC0RyOd101SJAK7+POI1LpOaCf+IiKADqPVWUNV/X1QpYG3zkGfIDlNH00Zie4Tw3Q6RARJwMTcGC37qWcim9fxhoOVme6+BTCgeT3V1DlFkhjq66/TVaEIAu5mVghxUTsrLRwbwYCU6HRwGDDo6KK2CRPKFI3sQnTWJ0HC28wXLibqjLpQ5+biul1gEOqszgjxtLBFU2dvQSkFgHNUOnnUhJ2R2hEY2LSeaGyShCLRo5H6JeEXXBXuPuK20WlYMxiUMvISBIEeP3bUOQFAkiQs7SzQrJda9ymkTxAsbM1FbUNTnsHQyACdx7fVaRucnII7ajdVOyvtR7birkHMNiapJQJsnKzRvHeQqG00bFePR4TXZUKYuEglC3Qco7YNHz8v1AisqtM2SJJA2PCWvLT27lM66I5NIggYmRoidEiIqqxh+3pw9LDX7RgQQLdJ7VWOB0mS6D65g85+IikS9m52vIzI0MEhMDYz0h1nxbDceFkKE3MTtP+hlejY5tuwMo+9uMOYNoJ1laAVDLqMDxOt80/ju7bUF8DExAQjRozAwYMHcf78eRw5cgTnz5/HwYMHMWLEiHLF15QH8fHxWLVqFWrUqIG2bYV1kpSQSqUwNNTm8VCWSaVcAKlyeUpXXWU9IZw6dQo//PCD6udLU9tJksT8k9NhYWvOMzjlgBDYxR+9f+7M26f9qNYqnSbNgYOkSJiYG2PhmZm89GYTcxMsODUDBsaG/PqlA1vXie3QQuOFDQCD5vVGvZa1tNogSAI2zjb47chU3lq3s6cjZu2dBIoieV+dysFz1B+DUDOYz200aeNIeNV0BwiojqXUlapYzQ0/bhnNq1+9cVWMWTWEd1zl7yRFYsbuibwBnyAI/Hr4J9hWsOH3benvfiE1tHS7mnYPQPdJYVptkBQJQyMDzDvyI8w0ZrUMKArrRneBmZEhSI3+UM5QtA+oht5N/Xht/FAtAO08uK9uTeeABAErQ2P81bwnKI1ZR0sDc8z0HQUJQfFmV5S/93RriwC72rw2Orn0g5cZ53zynRwCNob2GOQ5gVff1aQCRnsP4XShBNoY4TUAXmZ8eoFl/h1R0dwWnNqR+hoAoIa1M+bU5b8UGlepiIlhQbz+Uf5OUSRWDGwPB0u+BMKvu0bDyq6sbXC/B7SuiT6T+S+VtsNaoN3IVqX1+PfPyMwQC8/M5FHlG5saYeHpGTAyNeLVV977jmNCeUKbANB/Tnf4t/XTaoMgCVg7WmHe8Wk827B3tcOcA1NAUZTWcwsAw5f0582qAMCE9cNVKevKay+VlYJblQqYun0sr36V+t6YuH4EQGjbBkESmLZjnJaMy6z9k2HvZqeyOUBtGzWCfTG8jFRFcNeG6DOjK+/clX1gYGSAecd/5vHQUBIKC07NgJkV/8NK2WchvQLRbTJfzqTzhLZo3ieYV0/5u5mlCRaensGLUTS3NsO8Ez/DwMhA8P71mtaZJ/ALAMMW91U5n6rzKh2D7F3t8MvBKbz6bpUrYPqu8SApUvD+jVs7TEuq4lsD+5VLUuy/eFnqi3hu/n8hMzMT48aNg0KhwKZNm2BvLz512aZNGzRv3hwzZszgld+5cwfTp0/HH3/8gYCAAOzfvx8bN27E4cOH4eTEJ4AbOXIkKIrCxo38lEslMjIyeDM78fHxWLhw4RfzAOSk5+LcX1dxde8NFOYVwcPXFR1HhyKoa4Ag0RzLsrh/7jFObbiI98/iOUXd3oHoMDpUJ5lW2sd0nN54CZFH70JWIkOV+t7oNLYN6rUSJgqkFTSuH76Ds1suI+ltMixtLdB6UDO0Hd5CJ5lW/KtEnFx/AQ8uPAGtoFG7aXV0Hh+Gag2FjV9aLMXVPTdwbusVZCRlwc7FFmHDW6LVwKY6ybRiHrzDifXn8SziJQiKQEDbuug8vq1O2viCnEJc2H4Nl/6OQF5GPly8ndF+ZGs069VYp1zFk/AXOLXpMt48ioWhsQGCOjdAx5Gt4FRR+NnLyCvEkZvPcOFRDIpKZPBxsUfvpnXQtGYlwb5lWBaXE95gz9vHeFtK4tfJswb6VvaDvbHwskdKSQYuJEfiXlYU5IwCVSw80a5CCGpaCfetglHgcfZt3M68ikxpOiwMLBFg2wyN7JrBmBL+6PhYlIiLKeF4lvMCLICaVr5o49xCy7FRolAhw/G4ZzgS+xTpJQWoYGqF3pXqopNHTRhROvo2Ngn7bj3F09hPoCgSzWt4o09gHVR0EH5u87IKcGHvbVw9cg+FuUVw83ZC+8FNEdjeT1DglGVZPLjwFKc2XuRI/MyM0KxnIDqMbq3FzaREemImTm+8iMgjdyEtksKnnhc6jWmDBm38hG2DpnHjyF2c2XwZiW+SYWFjhlYDmyFshG4SzYSYJJzacBF3zzwCraBRM8gXXSaEoXpj4fFCViLD1b03cG7rVaQnZMC2gg3ChrVAq0HNeLONmnjz6D1Orr+Ap9eiAZKAf2gddJ4QppNEszC3EBd3RODirnDkpnPSJO1HtkLzPkE6bSMq4gVOrD+P1/ffwtDIAEFdAtBxbBudJJrZqTk4u+UKru2/iaL8YnjWcEfH0aFo3KmB4NjGMAzunn6EUxsvIu5FAkwtTNC8TxA6jGoNGydrwTZS4tJwesNF3Dx+DzKpHFX9fdBlfJiW06iEQq5AxMHbOPvXFSS/T4GVvSVCB4eg7bDmOuUqYqM/4tSfF/Dg4lOwNIs6zWug8/gwVG3gLVj/W4CS58ZqvA8kruKhBmJQJBUjd/27fyXPzVc7N8XFxSgoKNAZ21HWeSgvCgoKMGnSJKSmpmL9+vXw9PTUu0/fvn3h5uaG5cuX88rPnDmD33//HTt27IC3tzcuXbqEhQsXYtOmTahevTqvbvfu3VGtWrVyz8h8l1/4ju/4ju/4jm8JyveSxTgfSFy/fBVFkVSE/D//nc7NF8kvAJzDcPDgQVFyPYIgEB4ervPvuiCVSjFjxgwkJCRg5cqV5XJsAKBy5cp49oyjyNb8Mnj16hWMjY3h7u6uqgdwD4Cmc5ORkYH09HR06tTps8/5a8CyLOKiP6IwtwgVvJ11zsBoIjstF0lvk2FsZoRKtSvqFX6jFTQ+PIuHtFgGD1/Xcgm/pSdmIjUuDeY25qhYXVhOQBMyqRwfouLA0Aw8a3ropKPXxKf3KchKzoaNs3W5BEOLC4oRG50AkiRQqXZFvaq8LMvi46tE5GcVwLGiQ7lEEfOy8pHw+hMMjCTwruOpN2WfYVi8j01DSYkcri42sLURDzwFgPSCQnzMyYGZoSGqOtjr7Vs5QyMmNwVyloa3hQMsDfT3bUpxFtKlObAyMIO7qWM5hDPleJufApYFKls4wUSiX/H4Q3YWMouL4GxuAXdL8YB/ACgokiI2MRMURaJyRQcY6OlblmUR9yIBhTmFcK7kVC5RxJz0XCS+SYaxqRG8anvoFbWkaRofojjbcK/qolfwFeDIK1Ni02BmbQbPGu7lso3YZ/GgFTQq1nDXK/gKcLT/mZ+yYO1kDbfK5bCNwhLEPv8IgiBQqbaHXlFLlmWREPMJeRl5cPSw12JXFkJ+NkdJITGUwLtORb2CvQzDIC46AUX5xXDxdtJiABZCdmoOkt6lqIL+yzO2vY+Kg1yqgLuvi84ZNE2kfUxH2scMWNhZwMPXVf/9K5Hhw7N4MAwLL41A828d7FdmPP2bl6W+yLk5ceIEVq1aBYqiUKdOHTg4OOgdQMoLmqYxd+5cvHjxAosXL0bNmsLTixkZGSgsLISrq6sqnbtZs2aIiIhAZGQkQkJCAHCp6eHh4QgMDFTF2Hh5ecHDwwOnT59Gp06dVOd+4sQJEASBZs2a/UeupTyIOHgLO345gE/vUgBwDmHDDvUwdtVQQQXdjKRMbJyyEzeP31cF+Tl62GPgrz3Rdph2wDVHWHcB+5ccR1ZyNgBuTTykTyBGrxgMawftF1L8q0RsmrITDy9HqQKYPaq5YviS/gjs5K9Vn1bQ2LfoGI6tOaviyTEyMUTbYS0wfGl/wan0F7djsHna33ilQXrmG+AjGKMDcCRc22buxfmtVyEt5mKmzKxM0XViOwz4pYegA3L3zCNsnbkX8S/UDni9VrUwZtVQeNbQXsrKzcjD5ql/I3z/TRXfiI2zNfpM74KuE9sJDoDnLz/Hjr23kJqWB4ALqA0OrIwJI1vA0UH7JZmYm4sFVyNw7f17VRivh7UVJgcFolN17etmWAa73t/Btre3kC3jOHMMCAod3Wtjao1QWBlqD7Lv8pPw59uTeJqjJlusZF4Bo7w7IMBOWzNJziiw6e01HIq/h0IFF29mQhmih4c/xlZpBSNKOwPrTuJHLL51HdHpaaqyBhVcMSc4BHWctPWMCouk+HNfJM5GvoCstG8tzY3Rt30DDOoUIBjYe+PoXWyfvQ+Jbzg2XRBAQLt6GLNyiODLPjM5G5t+2onII3dVXEr2bnYYMKc72v3QSuv+sSyLM5suYd/iYyrOFUpCommPxhizaojgUkjim0/YMGUnHlx4orINt6ouGL64n5bMAcCNZweWnMDRVaeRn83ZhqGxAdoMaY4RywYIfgC8uvcWm6fuwotbamb1Kg28MXL5QNRpVkOrvrRYih1zDuDslssoKeTun6mlCTqPa4tBc3sJOiD3zz/B1hl7EPtczS/k16ImxqwcIqh5lZeVjy3TduPq3htQyDgWdGtHK/T+uTO6T+kgaBtX9kRi128HVVxdBEkgsJM/xqwaAqeK2o5U2sd0bJiyE7dPPlDxAzl5OmDw3N5oPUh7TGZZFsfXnMOBZceRnZoLAJAYUGjeLxijVwwWdHJin8dj44+78OSqmjPHs6Y7RiwdgIbttBn3FXIF9sw/guPrzqOolIXZyNQI7X9ohWGL++p1IL/jn8MXLUv1798f+fn5+PPPP1WzIf8prF27FkeOHEFgYKBgdlRoKBf5v3jxYly4cAEHDx5EhQrcQEfTNMaPH48PHz6gb9++sLKywokTJ5CamootW7bAw0O9/nz79m3MnDkTdevWRcuWLfHhwwccP34c7du3x7Rp08p9vl+zLHV640WsHbdVix+DpEiYW5th/f0lvPXsrJRsjPOfgazUHEEivGGL+qHvzK68sm0z9+LAshNadUkJCeeKDlh3bwlvEIh/lYiJjWehpAytuVKDZfrfE9BqgJpHiGVZLOm/BhEHb2llq5AUCd8AHyy/NpenVfMs8iWmt54PhmZ4GUoESYAkSSy9OIe3Zi6XyfFzq/mlRHv86yYIAsHdAvDLoZ94A2zEwVtY1G+1SldK85yMTAyx5vYiXjxCQU4hJjSaiU/vUwUzQ3r+1BEjlw/ile0/cg+btl/XqkuRBKytTbFlzSDYa8yQJeXmoevuvcgtKRFk+P21ZXMMqleXV7Yw6iz2xz3QqksRBLzM7bGvyQiYGagH2Lf5iZjwaD3kjIIn2aAMLp5fazCCHWqpymmWwY8P9+Jm+hutrCkSBBrYVcJ6/0GQkGrn8Xp8LIadOQ6wLI/+jyQISEgSB7r2Ql1nNadViVSO0fMO4G18umBGWvtmNTB7VBve/Tu/7SpW/rBJ0DbMLE2w7t4S3kxfdlouxgfMQManLEHbGDS3Fwb+2pNXtuu3g9iz4IhWXUrCZef8eX8pbxYn8c0njG80E8X5JWVsg+Ngmbp9LE9riGVZ/D54Pa7sjdTKciQpEj51vbDy+jzeC/LF7RhMbTEXjIIWsA0CC8/MQoPQOqpyhVyBmW0XIer6Cy3CQIIg0LhTA/x2dCpv9uPG0btY0Gul6hw1z8nAyABrbi3k6XAV5hVhYuNZSHyTLGgbXSaEYdyaYbyyY2vOYuOUnVp1SYrLXPvzwVLeLGp6YibGBcxAXkaeYGbkqD8G8bLXAGDTjztxtIxEjbIN18oVsO7OIl4czYdn8ZgUNBuyErn22AYWcw78iGY91Rl1DMNgfs8VuH3igVb6PEkSqBHsi2WXftEp9PtPQvleMh1bBZTLly9L0Z+KULThzb9yWeqLsqVSU1PRvHnz/7hjA3BkfwDnfCxcuFDrRwwUReH3339HixYtcPToUWzcuBFWVlZYvXo1z7EBgMDAQCxcuBD5+flYs2YNIiMjMWDAAEyZMkXH0f+zKMgpxMafdnEbZQY+hmZQmFuIHXP288r3Ljyq07EBgJ2/7OfJFiS++STo2AAcJ0dKXDoO/3GaV75l2t9ajg2gHgTXjd/Kky14ci0a4Qe0HRvldby8+waXd0XwjrN69BbQZRwbgEu/ZRgGq0dv4Q0mV/fcQPTN14IDK8uyuHH0Hh5qMIXKSmQqfaqygxJDM5AWy7BZ2felOLLytE7HBgAOrziN+FeJqu3MrAL8tTNSsC7NsMjJKcKufbd55atu3tLp2ADAkojryClWyxa8ykkWdGyAUrmG/Azsi73PK1/35oSWYwNwRHosWKx4fQQKRs1BEpn6GjfSYwTTwRmwuJ/5HpeT1ay7NMNgZvhlsGUcG4ALllYwDH65fpVXfvLac7yJS9OZan/2+gs8f/tJtV2UX4w/J25Xnji/DZpBYV4xts7gs5UfXHocGUnCjg0A7J53mCdbkBybij0LtR0bgEvxTU/IxMEytvPX9D1ajg2gJpdbP2EbT7Yg+uZrXNmj7dgor+Pto/c4v+2axnFYrB37F+gyjg1Qahs0i9WjN/PiG8MP3MLT8GhBJmSWZXH75APcO/tYVSaXybFmDGdfQrYhl8qxYfIOXvmJteeRGPNJp22cWHceH56pKTFyM/Lw18+7BesyNIO8rHz8/dtBXvnueYd0OjYAsHXGXuSk56q2Y6M/Cjo2yjaS3iTj2JpzvPKNU3ZqOTYAVNp+a8Zs4emPPbjwFLeO3xfkBWIYFs8jXyF8/y2tv31L+J4K/pmwtbUVJYf7GqxduxaRkZE6f5SYNWsWIiMjVbM2SlhYWGD69Ok4ffo0Ll26hLVr18LXV3sqHgCaNGmCbdu24cqVKzh69ChGjBjBYyz+byL8wC0opLpFOmkFg8jDd1GYy01ly2VyXNwZIS5dQBC4vEs9k3Bh+zVRgi+GZnB2y2WV8WZ8ysL9809EKceL8opx64T6hXtu6xXRNggQPN2n1/ffIeF1kk5aepZhkfQ2mafRc2bzJVHiP1JC4vxW9Qv1zqmH3PKYjjlJJSV9WkKGRhuXRa+blJC4uF39Irp07YUosSrNsLhw9QWkpVP4BTIZzryO0enYAJwY56lXatmJI/GPQREi9w8sDsY9VG0nFWXgeW6slmOjiRx5AR5kqZc7jiY8UKVxC4EEgWMJ6vt9JykByQX5OltgWBYv0tPwOkPtSBy/EqXzXgDcTNcpDWr964duQ1qiW0aCoRncPvkAeZmcHAKtoHFu21VxiQCSwMWdEartizvCRWM5GJrBua1XVdpu2Wm5uHPqoWgbJYVS3DiiFqLVZxssoBKLBDiJgA/PdMtIsCyL1Lh0PNeQXzi7+bIo+SRJkTi39Ypq+/65J8gVkZFgaE5jKTlWLbZ5erO4xhIlIXF+m9r+ru65Icq9wygYXN13U+UISouluLInUlxGgmFwdc8N1faFbXrGNobBmc1qcc6UuDROU0vkvPKzCnD3jNoRPPfXFVESP4IkcHbLZZ1//xbwv5wK/kXOTdu2bXHv3j0Ua3xlfsfnISU2TdQ4AW7QzvjExcnkZxVAWqSbfwfgjC1FY1BKjU8X1bZRHbc0hiXtY4ZeenZKQqnW0AEg+V2K6KDEsixvoEyNS9NZVxO8Nj6kiV4Ho2CQ9DZZvW9cul5GVQBIi+dewHKZHLnpeaJ1WZpFisa5p6Tmib5UAEAmUyA3l1unzygshELPBwFFkkjMVZ9HUlE2aFZ8n5Ridf2UkiyRmhwIEPhUrKYySCzMEnWGGLBIKNKYDczL1VlXEwn56nopGXmijxXNsEhKzVFtp8al6w/iphmkJ3LXUZhbhOJ8PbpBBHj3LzU+XaQ2tI6bkZipl9mXMuDbxic9tgEWSNE4j5Ry2kaypm3Epoo6HgzN4NPbFHUbsWl6n1uAuwcAZ7+ZSeLPFa1g+LYRlyaYqq8JhUyBnNI4mezUXMhFPvQAToBXU908NT5NL4t1VnKOyjktz/0mKZJ//96LiH+C+xD79D5V59+/45/FFzk3gwYNgq+vL3788Uc8ffoURUVF+nf6Dh4s7Sz0SgQAgKUtxytjKsI0rALL8rKgLGzMQejJNDAwMoChsYHqnPSBoRlePUsHS71yCpoxPRa24hIEqn3szDV+Fz8vgiRgpRG8a2FrLjooqeqVHldiIIGRiXhmEEmRvOuwtDDW+7IjCMDMjIunsDQS5ifRBMOysDZR17M2NNXJBKyEhUa8jYWB/rV1FiwsNepZG5qKTjwTAGw06xuXL0vERqOehR7ae5IkYG2hbqPc96/0WTI2N9b7oQAQ/OfQxlxvhgxlQMG49P6V57ktaxvWDlZ6nWwLjcy6/4ptEASsHNW2Ue5xp/S4BEHolWShJCR/3LE1198GAZhZc/fcwsZMr04bw2iPbfruuYm5sSpZxLLc909dz8q+HGNbOcbMfxLftaU+E61atUJkZCRevnyJyZMno127dggJCdH6ad68uf6D/Y8ipHeg6NIeSZGoE1JDlbFhbGqExp39RQdLWsHwGIdb9G8iql9FSUi06Besmp53q1wB3n6e4ktAFIngbgGq7Vb9m4rOqpAkwct0qBNSg+eICMHC1pyn2dJ6UDPRc2IZFq0HqtsI7hoAiYgqMUFwukEevq6q7VYDmooOlrSCRnONvm0ZUk1U6ZoiCQQG+MCs9MVua2qCQA8PUWeFZVl08FUH7bV3qyW6jEURBDq5q4NLK5u7wsVEmKxOCSPSAIH26oybDq519WoptndTBzk38/CEuYG4I+hsZo66Turl4rCmNUQdc4Zh0UYjQ66pRlCnEAiS0x5TBqQaGhmgSY9Geu8fzzb6Beu1jZBegapMI2dPR/gG+Ig+hwRBoEmPRuo2+jcRX+qkSIQOClFt1wzyha0eGggzK1NeQHHooBBx22BZtBqgto3GnRrAwFh3ACxBcNlfSt01AGg1oKmo5hWtYNCir4Y0Sd9gvdfdINRP5WyaWZkhIKyu6NjG0Aya9w1St9GviejMDSUheYkPnjU9SvXHdPeVgZEEgZ3V2aCtBoiPbQRJaLFYf2tg2a9zcL5dil/9+CLnpnbt2qhTpw78/PxQp04dnT+1a9fWf7D/UThVdECHUa0FjY0gCBAEMGR+b145l/JMCg5mBEkgpHcgvGqp0zhrBFZFgzZ+goOGMjOiz/QuvPLhi/txS1M6xoCeP3XkpY836dGI46IQaIOSkLBytOJp20gMJBi2qJ/wwUsxdGFfXgZCh1GtYetsLfjyoiQkKlZ34+kGWdpZoPfPXbTqAtx1sWAxYkl/Xt/3nNYJhmVkKpQgKRL1WtXi6QZ5etijVUh1QbFGgiBAkCQG9wvklU8ODuT+Jnxa6FW7FjysrVVlQY7eqGfrwZN3UF03QcBMYoTB3urrJggCo7w7aNXVxADPVjCTqGeH2rv6wcPUTjC2hyJIOJtYo7NbfVWZiYEBJjcM1KqriemBTXkyEr3a1oWlmbGgeCZJEvCt5ITg+mq2Vwc3O3QZH6ajb7n/hy7gy2f0m9UdlIQSdKJIkkBQ1wCeblBVfx807thAuD5FQmIg0co8HFr63Aq+HwlOzkSToyqoiz986nrptA0LW3N0GtdGo4zCiCX9tepqYsj8Pjxup7ARLWHvaqvTNtyruvCcOnNrM/Sd0VWrrhIsCy3b6PFTR5iYGeu0jdrNqqNuS3UGnlvlCggdEiI8tpVmfQ2a24tXPui3XiBJQufY1npQM56MRN0WNeHXvKbOczIyNULPqWq+MoIgMHxJf1EdtT7Tu/IY2Jv3DYK7r6ugY0dJSI5VfYS43uF3/HP4Iudm7dq1WLNmTbl+vkM3xq8dji4TwriBiVBrqlg5WGLeielafC8+fl5YcmEO7EqJzEiKLH2REmgzpDmm7RzPq08QBH498hP3JVyqoaJsw9HDHn9cmwu3Ki68ffzb1sWcg1NURq6sLzGg0GdGVwxd1JdX39DIAL9f+VWl/K1M5wYAzxruWBU5X4tLp92Ilhi/brhqyl/ZhpGpEcasGoKOGiKYAOesrIpcoHLcNAfBmk2qcanmZcj8Bs3rhf6zu0NiKOH1rYW1GWbvm4yG7evz6rv6VMAf4XPh7Omg7ttSQdDgbgGYe2ya1mA9Y0oY2ofWVjmjyhelnY0Zli/ogaqV+Xwv9VxdsKVbF9iV6q5RpY4OSRDoX9cPc1vxB0qSILGxUT+EOCm1otQaTu6mttgZNAQupta8fZo61sbMan1hRnEOjFIjyoCQYKhXW/Sv2JJX30RiiL8aDUdta/fS+oSqjWqWLtjaaAQsDPhLasPq1MOMwKYqmQXlbJSZgQEWN2+NLlX5z629jTk2/tYbHsrntrS/AKBh7YpYPbM7JGVeUqNWDEL3KR242BuN+2dpZ4F5x3/Wotf3qumBZZd/VSlNq2yDINCifxPM3DORV58gCMw+MBnN+wWr6inbcHCzw+9XftWS9ajXshbmHp0Gi9IZB6UoJiWh0OunTvjh9wG8+hIDCZZd+gX1WnEvfk3bcPd1xarI+Vqkdq0HNcOkjSNhYm6sbgMcb9TI5YPQeTxfX8/c2gyrIhfA28+Lq69hG9UbV8Xya3O15EwG/NIDg37rBQMjvm2YWZtixu6JCOoSwKtfwcsJKyLmqXi3lH0LcDNBC07N0ArOnrJ5FDqMbq2qq2zD2tEKC8/M1JJlqervg0XnZqtmqjX3a/dDK0zZMopXnyAIzDvxM4K6BmiNbc5ejlgRPk+LJyywkz9m7pmkUndX3j+JoQQDfumBgb/xqQKMTIzwx7XfVCrsSscMACrV8cTK6/PKRRj4T+J/eVnqm9aW+jfgPyG/kJ2ag1snHqAorwhuVVwQ0K6uKPMnTdN4eDEK8S8SYGxmjMadGsDBTXw5Ijk2FffOPoa8RI5KdSqibstaotkiMqkcd08/RPKHNFjYmiOoi79e5tbY6I94cuU5aJpBjcAqqNaoiug0cHEBl3mV+SkbthWsEdQlQJTVmGVZvLr3Fi9vx4AkSdRtWZM3UyWEvMx83DpxH3mZBXD2ckTjTg14nDtlwTAMnoa/wPsnsTAwNtBSYRZCekY+bt17h+JiGTw97BFQ30s0oFLBMIj4EIvYrCyYGRqitY8PHMzFWY3jCzJxI/Ut5CyN6lYuCLD3FO1bKS3HrYxopJZkw9rAHE0casFcD6vx69xPeJgVC7BAPVtPVLd2Fa2fL5Pi0vt3SC8uRAUzC4RW8oGJge6+ZVkWUTFJePkuBRRFomHtivDUofmkRHZaLm6fuI/C3CK4+DijUYf6em3j8eVniItOgJGpERp1qKeXeTc1Ph13zzyCrFgGz1oeqN+6tqhtyGVy3D3zGMnvU2BubYbALv6CZJiaiH+ZgEeXn4FWMKjWqDJqBFYVt43CEtw+8QAZSVmwcbJCUNcAvazGr++/RfTN1yAIAn4tavK4aoSQn12AW8fvIy8zH04VHTjbEGH8ZlkWT8Oj8e5xLAyMDOAf5qeXVTzjUxbunHqI4vxiuPu6IiCsrmiwOK2g8eDCU3x8lQgTc2M07uyvl5X60/sU3D/3BHKpHN51vVC3RU3RvpWVyHDn1EOkxKXD0s4cQV0D9Dop76PiEBX+AgzDoGawL6r6++iN2fonoXwvESNrgKignzFdF9jkQrBbXvwreW6+Ozdfie/aUt/xHd/xHd/xLeG7c1NO+YWlS5cC4BSzbW1tVdvlQVmF7u/gQ/k1FHn4DgrziuBW2QVthzUX/drMTM7GxR3hiH+ZAGNTIwR1bYgGbero/NqkFTTunX2MO6cfQlYig3cdT4QOCRH92vz0PgUXd4QjOTYV5tbmaNE3CDWCfHV+rchKZIg8chePrz4DQzOo3qgqWg5oIvq1+eFZPC7tikBWSjZsnazRenCI6NdmUX4xru69gZd3YkCQBOq2671mxwABAABJREFUqIVmPRvr/NpkWRYv77zBtX03kJ9dAGdPR7QZ2lz0azM3Iw+XdkbgfVQcDAwlaNSxARp1qK/za5NhGDyJjMHNc1EoKZLCo7IzQns3gp2z7r5Nyc7HiTvRiE/PgZmRAVrXrYKAKrr1ieQ0jctx7xAeHws5TaOmoxN6VK0hmrn0IS8Thz88w6fCXNgamaKLZ03Utqugs41ihRynP7zG3eQEsCyLAGc3dPauBlOR4OEXiak4/eQVMguK4GRlji71a8DHSfdMTEFeMa6ejUJMdBIoikT9QB8EtawGAx0zMSzL4lnkS1w/eBsFuYVw8XZG2PCWgtT9SmSn5uDijnDERn+EkYkRgrr4o0FbP53yMDRN4/65J7h98gFkJTJ41aqINkObw8ZR9/1Ljk3Fxe3h+PQhBeZWZgjpE4RaTarptg2pHDeP3cOjy1GgFTR8Ayqj9cCmOlWoAW4W9PKuCGR8yoKNozVaD2oGn7peOusXFxTj2r6biL7FzdzUCamBkN6BOuUBlLOg4ftuIjczD04eDmgztLnWMrUm8jLzcWlXBN49iYXEQIKG7euhcacGOmfSGIbBk6vPcePoPRQXFMOtigvaDmshOsuckZSJC9vDkRCTBBMzYwR3b4R6rXTPMtMKGrdPPcT9s48glyng7eeFNkNCRLOYEt8m4+KOcKTGp8HS1gIt+gWLzjJLi6W4fugOnkZwZIk1An3Rsn/wv0JfigUB9quI+L7d2Sl9KNfMTbNmzUAQBHbv3g13d/dyay8RBIGIiIivPcdvGl8zc5OfXYBfOy9D9M3XoCQUWIYBSmUOflg6gBcQp8TZLZexbvxWLoq/NFaAVtDwqeuFxedmaenhpCVkYEabhUh4nQRKQoJluYGNokhM2zEOLfo14dVnWRZ/zz2EPQuPqAYUguAyIuqH1sFvR37SMurY5/GY0XYRspKzVW0wDAMTcxPMPTYN9TSCDQFuQFo9ZouKiItlWBAkAVrBoPWgZvhp6xgtZyIq4gV+7bIMRfnFqvNiaAY2TlZYcmGOllNUXFiChb1W4v75J6pzUu7Tb1Y3DFnQR2swizh4C8sGrwetoFVxNLSCgVuVClh68Retl2pOZj5+HbgJb58lqK5D2WFjFnRHh0H8vgWAPeGPsfK4moySIAjQDIM6XhWwdlQXWJXR4YrPzcHA04fxMS9XFdvCsCwMKQprW3dAm0r82AWWZbHkyTVsfX0PFEGUxoYToFkGrd2qYG1QF1WsjBLP0lMw+OIRZJUUq9qgWRZWhkbY3qY7Gjjxl6dkChqzD1/EuagYUCSXUUEQHF9Nn0a1MbtTC61A3Qc332Dh1IOQSeVcvxMEGJqBg7MVFm8cBHcvft8W5hXhty6/IyriBe/+sQyLoQv7agX7AsCFHeEcgy/NqOJoaAUNr1oeXKxamUykjE9ZmNFmIeJfJPBsg6RI/LhltGAmzN6FR7HztwMatsG14deiJuYd/1lrWTX+ZQJmtF2EjMRMdRsMCyNTQ/x6ZCr82/jx6tM0jfXjt+HM5suq+srnsEW/YEzbMU7LmXh+4xV+6bwUhblFPNuwcrDE4nOzUEUjWBvgXtaL+qzGndMPuXGHZQGC44vqNbUTRiwboGUbN47dw9IBayCXKXi24eLthKUXf9Faus3LzMfs9ovx+v473tgGlsXolUPQdWI7rb49sf48J9nAAoB6TKjq74NFZ2dqLYunxKVhRpuFSHqbzLt/EgMJZuyegKY9+Fl3LMti+6x9OLDshCo+R3n/GnaojzkHpmjFJ717EouZYYuQk5ar2odhGJhZmmL+yem8JINvCcr3EvNDLeArZm6QXAjyr+f/ypmbcjk3KSkcCZS9vT0kEolquzxwdtYW0fu/hK9xbqa3WYCn13SzZs7aNxnN+6jTH++ff4LZ7RcL1iUpEt5+nvjz/lLVwEQraPxQ+yckvUsWZDYmCAIrr8/jBS6f3XIZq0dv0dlGUJcA/Hr4J1VZQU4hhlSZiPzsAm3dJ5KAxFCCLVEreEKH22fvw4GlxwXTDAmCQM+fOuKH3weqypI/pGJErR8hl8q1UjNJioSZlSl2vlnLWzdf1G81Ig/f0dm3E9aPQKex6kyVl3diMLnJL4Kpn5SEhLOXE7ZGr1S9WFiWxY+dV+FN1EedbczdORINW6kDXy8/eYNp24Up4ymSQD1vV/w1UR3UWKJQoOX+7UgpyNdKCVcGIp/sMQA1HdQvlq2v7mHxE778gRIkCHSvVAvLGqkzqtKLCtH88FYUKuRgyurngICxRIKrPYbBxVz9Yll0Mhz77z7VmSY6vnVjjGmpTomOe5eG8X02gKYZAf0xAtY25th2aiJMNF4sszssxsOLUTr79ued43kUA4+vPMP0NgsESSgpCQnPGu7Y8Oh31cufpmmMrjsNCa+ThFOKCWD5ld94gcsXd4bjj2EbBM+HpEg0bFcP809OV5UV5RdjSJUJyM3IF9REowwobHqyHBWruanK/557CLsXHBa8DoIg0GViGMauGqoqS/uYjmHVp0BeItPiliEpEqaWJtjxeg1vlvb3IetxZU+kzjTnMSuHoNvk9qrtmAfvMDFwNkddUWYXSkLCwd0e21+tVmU4siyLn0J+w4vbMTrv329Hp/KERm+ffIDfuv4uWJekSFRrWBmrbixQjW1ymRzDq09B6sd07bGNAEiSxJpbC+EboHb+T6w7jz8nbRdugyTQvG8wZuxWB57nZuRhaNWJKMwr1roOkiRgYGSArS9WwdnTUfCY/yS+OzflzJZydnaGs7OzSppAuV2en+8QxrsnsXh8+ZlO4ycIAnsXHuERxe1fckwnFwSnVfMBUREvVGV3zzxCwusknZINBEXg4O8n1cdgGOxddFTnOTM0gxtH7+LTe7Vze2lXBPIytQdvoFQPR0Hj5LrzqrKi/GIcW3NO54uRZVmcWH9eJTsBACfXn4dCrhAcjBmaQUFOIS5pUOsnx6Yi4uAtUa6N/UuOqdhLAeDg7yd1crHQpQzId06ppQ5e3P+A14/jdN8/ksCBdWr6d5ZlseXCPeE0YnCzHg/eJuLFR3Xfnnsfg6T8PEGuG2XJX0/V5ySjaWx8eVurrhIMWByNfY7UIjX9/v6YZ4KOjbK+lFZgz6soVVl2YTEO3Xsmyn+xM/IRSuRqxtkTe2+XflULnBPNIisjH+Hn1PILsdEfcf+ciAwIAexddJRvG0uPiyxdMHgfFY/HV9RtPLwYhbjoBJ1cKSRJ4sDS4+rzZBjs1aFFxV0HgzunH/L0x67uiUR2Wq5OTTSWYXBirVr/qLiwBEdWntbJEs6yLE5vvIS8LPX9O/nnRcilckHSPE6jrggXNPSr0hMzcWW3bscG4PpSoXH/Dq84xT23ArvQCgYpsWm4cfSequzVvbd4fuOVqG3sKzPO7F10VCdfD0MzeHE7Bq/uqiVZbh2/j+QPqcJjW+ls16HlpzTOk8a+JccEjw9wXEvX9t3k6Y9d2B6OgtwiwetgGBZymQKnN1zUecxvAZzdEV/x809fwZfji1LBv+PrcefUQ1FiLJZlEf8ykZNEAFCYW6hTPFIJSkLh9kkNHaBTD8X1VxQM7p17rCIzi4tOQHpCps76ADcw3T39SLV964SwsJwStIJB5FG13k5UxAu9MhKyEjmeXFOLNd44dk9UU4tlWNw8rh5c7519DGE2GTUykrLwISoeAPfiunvmkSgpGEmRuH1K3bd3Lz0X1w1iWLx+FIe8bM5JS8stxNtPGaKDBUUSiHj2QbV9Je69IMeNEjTL4mLsW9X286xkZEvFJVEYlkVE8nvV9oW4N4KOjWYb5+PUWlS33sbrlZEokMrwJC5Jvc/VV6JaQwQB3A5X6yXdPf1InNmXBZLeJiPpHecIlhRJRWdAAV22oTtrh6EZPL7yDLJSjavEN8lI/iAuj0BSpJZtiD2FtILhOQXRN1+juEBcRkIhU+Dx5Weq7ZvH7uqVCLhxjG8bYlwvAJCTlou3j2O5/UvFN/XZxp1T5R93WIbF28exyErhpGWy03Lx5uF7UYdL6/6dfqiX0PTOKbWa97snschOydFZv/TMeCKjN4/fE5d9oflj27eI/+VU8K9SiczMzMSbN2+Qn5+vk223bdu2guX/65AWS0EShJayclkoB1dZiVxPTQAEv55UYKq6LFiGBa2gQUkolcaUGEiS4NXT56gAgFzjnGTlaAMocx3l2KekUH0esmIZCJIAS4tfu7INhmb00v2zLMs7J+53/Yav3Eeq8SWsCwRBQKpQ1ytRKEQdD4ALNlbVp/U/IwTAa6NYoX+fEo365bkOAJBqsP/KZOL7sCwXdKvat1jKfcXrJhAGAMhVtlG+Z0quUU9WItMrn8GygFymgKGxYbmeW4IgeOdSUiTV++Url/73bUOzjqxYBqI0rk+0DY19FHruH0MzfNsobUMflPvIy3H/CIJ/HdJimV7xZoWcBsMwoKjyjW0ESfL7thxjW3mO+4/iK8Uvif8150YqlWL58uW4evWqTiNhWRYEQXx3bnTA288LCrn46G1sbgxHD45i3tLeAlYOlqICj7SChncdNe+Ld+2KuH5I9zIFCI5WXplt5F7VBRJDiehgRisYVNJoo3K9Snj3JFb39D5Fwruup2pbc18xVKqtrudT1wtPrj7X6YBQEhJV6qvZZyvV8dTrrFASCu5VucwQiYEErpUr4NO7FJ3PMwGgkganjld1V1H6fgCwtDGDjQMXB+RsbQ4zY0MUigzkCppBVVd1YG01Owdc/xirU4KBAFDZ1l61XdnKASQIUSFMFoCvjTpGoJa9M+LzcnUKdFIEgRp26pieqhXsBetpnZdG1lSlKk54Ha1bCZ6kSHj7qmOyvOt4gtZjG0YmhnD24q7D3NoMdi42yCwVmRUCQzPw0nimKtWuiCt7InXWBwB7NztVgLCLjzMMjA14jnpZ0Aqa99xWrlcJr++9FbUNTXvQlDwQQ1n7y0l7orMNSkKicj11lpW3n6deMV2SIuFRnYsDIggCHtXd8PFlkk7bICmSd92V6lTUO7aZWZnCzoUL8LatYANzGzMUZBfqrK+Q07ykAe/anqIq7QTBESUqs+Q8qrmCkpDiyuNlnpEq9Svh46sknXZOUvy+/Y5vC1+0LLV582ZcvnwZrq6uGDx4MKZOnYrp06fzfmbMmIHp06frP9j/KIK6BsDC1lznOjNJkQgb1kKVyklRFDqPbatbR4bgGDVb9Fdn6LQZ1kKUTI4AgS7jw1Tb5tZmaNkvWOd0L0kScHC3Q4M2am2bDqND9Q4YncepHVz3qq6o3ay67jYoEtUDq8KzhpodtvO4tqLOCq1g0HGMOji4XqtacPJ0AEnp6FsJiZA+gbx00S4TwiAmiU6QBNoOVzMIh3SpDxMzI50xNCRJoP2gYNXSh6GBBN0Da+lcZiIIwMLECK381AGQfWvUFl1AYAEMqVVXte1oYo7W7lV06ldRBAFvSzv4O6j7dmA1P1HlcZplMbi6uo2abs6o5uKouw2SQFCVinC1VQewdurTSHx6n2HQroda06dxpwawdrTSGQNFUiRCB4eosvZIkkTncWGitmFgJOEFIIcODhHXHyOJUgkI7pimFiYIHRQiahu2ztZo1EHNfN1hVOvPsg0Xb2cu7VnENqo08IaPn/qF2mlcW9E2ytpG7WbV4Vq5gs42KAmJJt0b8lLhu4xvJ76UxbIIG6Fmvm7WKxBmVqY6Z29IikT7ka1VAcgSAwk6jArVGTNFEARMLEwQopFcoWmLgqcE8MY2awcrNO3RWGcoAEmRqODtBL/mat21jmPaiH7AMDSDTmO/7Y93Bl+5LPUvTgX/IucmPDwcnp6e2L59O4YOHYoOHTogLCxM8Oc7hGFoZIA5B6aAklBa69MkxWV3DC6jLdXr506o3riK1iBOSUiQJIkZuyfweGVsHK3w49YxPGpyACq68nqtamnRuf/w+0BUqOSkNfiREk6Lavb+KTzOEO86niqtKM19lOfYdlhzLTr3n7aOgYWtuXYbFAlzazNM2zGOV96oQ320G9mKd1xALXcweF5vnm4QSZKYvX8KDIwMBfvWuaIDRv0xmFfeYVRr+LetW5qmzK8PApiyZTQvldjEzAg/rxsEgiS1roMgCVTxq4he41vzykeFNUIVVwctB4ciCVAkiWVD28FII83XzcIK85twLw1NZ4Io/Wnj5YOevnwZgnkN2sDJxELL+aAIAsaUAVYHdua9dPyd3TCuDpe1onleSgmGYTXqI9iVP9u2tHcbmBkZamlFUSQBWzNT/NatFa+8WduaCAkrlSDQ7NvS/Uf+2BbunuoZIYmBhLMNQ4ng/XP3dcWwxXx9su5T2qNmsK+WbShp/H/eNYGnG2RpZ4FpO8ZzlPoC9692s+roOomfrjxscV9Bx4CSkKAMJZhz8EdeHE/F6u4YWZr1x7ON0k5oNaCplkjolC2jYWVvIWh/ZpYm+HkXX2KlQWgdlQ0L2Ub/Od1RvVEVXtuz9k2CkYmwbdi72WHs6qG88rDhLdC4QwNVer1mfQCYtHGkSsQU4ER+Z+2bDJIitdogSAI+fp4Y8Et3Xnm/2d3gU89LeGyjSMzeN4mXpu3gZofJm0by5CO4BrhnrGH7+mj3A/85HLNqCBzd7QXvn6ExN7ZpOlhV/X0w8Fcue1HT0VaeY8cxoQgIq4tvGcpA/q/5+bfiixiKW7dujS5dumDcuHH6K/8fx9cyFL97GouDv5/AjSN3QSsYWDtaodOYNuj+YwdBKQJpsRTH15zDyT8vICMpCyRJoFHHBugzo6uWXosSzyJf4sCyE3h44QlYFnDydEDXCe3QaVwbnkClEvnZBTj8xymc2XwZ+VkFkBhQCOkThD4zuvLSVjVx++QDHPrjJF7c4oJPPWu6o/vkDmgztLngF1xGUiYOLjuJCzuuoaRQCiNTI7QZEoLe07vwBkolWJbFpV0ROLrqDGKffwQAVG9cBT2nduKllGri4+skHFx2Atf234RCpoCFjRnaj2yNntM6CdKtK+QKnNpwESfWnUPyhzQQBFA/1A99pndBnZAaAi0AMU/jcejPy7h78TkYhoWtkxU6DmmCLiNCYGyiTYBXJJVhT/hjHIyMQmZ+ESiSQMs6lTGstT983YVTSm8kxGHTk/u4nfgRLABPKxsMq10P/WrUgUTgazezpBB/vbqH/e+eIF8uhRFJobNXTYyu3hieFsJU9mc/xGDz8/uISueCdGvYOuKH2v7o4i1MTpeUlYtt1x/i5OOXKJErYGZkgO7+tTCsaX04WJpr1WcYBheOPcbxvXeQEMtlpNSq74meQ4IR0KSKVn2A4086sOwErh++A1pOw8reAh3HtEGPnzoKkkPKpHKcWHsOJ9afR3pCJgiSQMP29dBnelfUCBS2zeibr3Dw95O4d+4xWIaFo4c9uowPQ+cJYYIyHYW5hTj8x2mc3nQJeZn5oAwohPQKRO/pXeBVU3hZ6d7ZRzi4/CSeR3JB0xWru6HbpPZoO7yF4GxFxqcsHPr9JC5sv4bighIYmRgidDBnG0IEhizL4sqeSBxdeRrvS4PkfRv6oOdPnbS4XpRIfJuMg8tO4OreG5BL5TCzNkX7H1qj17ROgjIrtILG6Y2XcHztWXx6nwqCAOq2rIXe07tq8Vgp8ebRexxYegK3TtznOKmcrdF5bFt0m9IeJmX4nAAuRunoqjM4teEispKzQVIkAjv7o8+MrqjawFugBeDJtec4uOwEHl/hMvgqeDtxY9vYNoIB43mZ+Ti0/CTObrmCgpxCGBgZoEVfbmzTRWB449g9HP7jJF7d5YL3vetURPcpHdFqYNNvVoJB+V4qGeoH1lnbHssLIqUAxjue/itTwb/IuRk+fDi8vLwwZ86c/8Y5/avwn5JfoBU0ZFI5jE2NymUwLMuipEgKQyMD0awPTSjkCijkNIxMDMvfRmEJDE0MdTK8loVMKgfLMDqZUcuCYRhIizjnRkzPRxNcwCkpqhGlCZqmISuWwdjMuNzXLS2WQWJAieoY8dpQ0JDLFJ/XtzIFDCSUlmikLshoGjTDwFgiKXcbRQo5jCkJT6VbDMrgYWNJ+a6bYVgUy+UwMTDQuYxUFtISOUiK0MlMXBY0TUNW8nm2IS2WwcBQ8t+1jSIpDI0Nym0bcpkcDP3ftQ1ZiQwgiM+zjS/oW0pCCn4YCbbxf2hsA8uK6m99K1C+l4qH1gXzFc4NmVIAkx1P/pXOzRctS/Xp0wc3b95EYmKi/srfUS4wDANaTuvNYuDto6BFU2y16tMM6HJmu6jOScHoDUDUakPBlPs6uGyt8rfBsmxpG3pSaQTa0JddoQlaQesNSubVL+3bcl83C+5+f07fMuzn3W+Wq68v4+pr22A+536zLGi5Qm/AMK8N+vNtg5Yr/qu2wV3HZz4jis+0DfbzbINrg/582yjNKvqcNj7XNhhF+e8fy7KfPbZ97nV/ydj2uW18C/hf5rn5omwpBwcHBAQEYNSoUejZsyeqVKkCU1NhDSE/P7+vOb//83jz6D32LT6GOycfgGFYWNpZoMOo1uj1c2fBqfeSIimOrDiNUxsvIjslBwRJwL+tH/rO7IaaQb6CbTy59hz7lxzHk6sciZm9mx26jA9D10ntBL/w8jLzcXDZCZz96woKc4u4IMMejdBvZjedKtw3jt7Fwd9PIubBOwCAW1UXdJ/cAe1+aCn41Zn2MR37lxzH5b+vQ1osg6GJIVoPaIo+M7sKMn4yDIML267h6Ooz+PiK41Cp0sAbvaZ1RrOewlPvcS8SsH/JMdWyhpmVKcKGt0SfGV0Ep97lMjlOrD2P4+vOqfh+/JrXRJ8ZXVC/dR2t+gDHbLx/yXHVsoZyWbHH1I6CU+9FRVIcPHgPp04/QW5uMUiSQOPGPujfLxC+vsKaVzdex2LrtQd4FMtdt4uNJQY2qYu+gX6Csz4ZBYXYfOcBjkRFo1AmhwFFol21qhgTFIBKdtrLUizL4uyzGGy/+RCvk7klo8pOdhgSVB9d6lYXXpZKycHfR+7i0o1XkMtpGBtJ0K5FTQzs1hAOAro+NE3jzKbLOLbmLD6V8tNUb1wFvad3QWAnf636ALdku3/xMdw8zi1rKJcVe0/vAnNrbdZVabEUR1edxck/LyArOVu1rNh3ZledNPlRES+wf8kx1bKGnYsNOo8LQ/cp7QW/0POzCzjbKF3WoCQkgrs1RN+Z3XTqot06cR8Hl5/EqzscCZ1r5QroNqk9OoxuLWgb6YmZ2L/kOC7tioC0SAoDYwO06t8EfWd2E1SoZ1kWF3dG4MjK04h/kQCAyzDsObUTmvcJErx/H18nYd/io7h+8DYUchomFsZoN7wles/oKqirpZArcHL9BRxbew5p8dwzUrtZdfSZ0VVLQkKJ1/ffYt/iY7h35hEYhoWVgyU6jg5Fr2mdBHWZiguKcfgPbmzLTc9TLSv2ndmNFzekiYeXonBg6XEVealjRXt0Gd8OXSeGCc665qTn4sDSEzi/7SqK8opVy4p9Z3UTXHJnWRbXD93GoeWn8PYxx0FVsbobuk/pgLbDWnyzy1Lf8YXLUkqtKeWuYjf4u7aUbjy4+BS/dloKhmF5X0LKoMnVNxbwBvGSIimmtZiLmDKEVyRFgmVZzN4/RetFf2FHOFaM2ACSJHltECQnrrfo7Cyeg5OdlotJgbORGp/OPycJCUpCYdnFX1CrSTVeG3sWHMGu3w6CJAkVr06pjAxaDWyKaTvG8QbxxDefMCloDgpyC3nkfJSEhKmFKVbfWggPX7WeEcuyWDFiIy7uCFcdF4Cqvf5zumPI/D68c3pxOwbTW8+HQq7gZZOQFAkHdzusvb0Its7qAGG5TI5fOi7F46vPtfqWoRlM2TIa7TQyQgCO5GtBr5UAwO8rkoBPXS/8ET6XN4gXFJRg8pR9iItL5/EPkSQXqLlgQXc0asiPLdh36ykWnwjnOJGU9lb6t2bVvbB6UCeeg5OSl4+euw4go6CQl0JOEQSMJBLsHtADtSrwmcP/uBCJ7Tcf8fpWSUjbt2EdzOnAj5t6F5eOcXP2o6REDrrMdVhbmmDTkn5w0dA4YxgGi/quRuSROyCgHjeU92/E0gHo/XNn3jk9vvocs9sv1uIgIikSrpUrYPXNBby4KWmxFNNDF+DlnTfatsGwmLFnIlr0Dea1cWVPJH4fvB4ESWjZRs0gXyy9OIfn4ORm5GFy8Bx8ep/Kq68Mel18bjZPrgEA9i85ju2z93G8Swy/c5v3CcKMPRN5tpH8IRUTGs9CflaBVhvG5sZYFbmAF9vDsizWjP0LZzdf5o/Jpe31md4Fw5f0553T6/tvMbXFPG6ZrIxt2LnYYO3tRbB3VafyK+QK/NZ1OR6cf8KbfVHaRlkpE+D/sXfdcVFjXftJZmgC0hTE3ntBxQaigooVe2/Ye9dd1957X3vvvYuKVBtg76JgA6SJ9F5mknx/ZCYzIZMMuvu9676v5/dj19y5yW05957ce87zsCB7S3uvB8NAMH6V6pXHpjvLeD6FOZm5mNVmMT6/jOTrhsqhf/G52XDqzjeCr+3xw9YJe7l6qIUgCDR2b4DlV+fwDJzk+FRMbTEPSbEpgr6VGxpgfcBigd/iwfkncWr1Jd74qfu50+i2mLFn3E9p4KjXpSzPRqBLiZOI6hPyaybMjjz73zmW8vT0hKenJ4YPH47hw4dz17r+foluKcgrwOpBW9kt20LbrzRFIzosFkcWneGln1l7WSeSJ02xW93rhm/n0RakfE3FlvF7gEITDMBuR7+8FYor22/y0vf9fkxg2AAsmrGyQIlVg7bwaAs+Po/AkcVsPbUnJfUc6H/sLoIvPeI9a+PoXchKyxagDlNKGtkZOdgwcgcv/f7VJ/A5dIv3XO3yTqy4gPAnGtRdiqKwatAWKPIVgjBZmqKRGJOMPbOP8tK9dvnimf9rnX0LAFsn7EVSrAa9OSczF2uHbgNN6xg/msHHF5E4tfoSL/3o0WCBYaPOT9M0Vq68inwtULeYlHSsvsK2W/toiVH93X4bgUuP3/Cetcz3lsCwAdiQ7jylErOuePMWqCeRMTgYxKLqat+i/uephy8R/DFKk84wWL71BnILGTbqdqRn5GL9bj9eeuDJINw9dx9gwCtb3Q/7/zjOoy1QFCiwauAWnccfNMVSYRycd4qXfn7TNYFho87PMAw2jNzJoy1IT8rAxtG7uGNObWFoBm+Cw3BxC58H7MDcEwLDBmDfW6WCwsqBW3i0BRFvvuDg/JPcMzUFsP+7dToYt8/wcag2jd0tMGzUZeRm5mH98O289Efez3F9D9vf2n2rLu/02ssIDdEgTNM0jVWDt0KRXyDQP5qikRyXip3TD/PSvfcH4JH3M8GxkrqOO6YeQEKUhrYgNzsPq4f8qRMck6ZoRLz+guPLzvHST668gM+vooS6QdFgKBprhv6J3GwNevO36CRsm7SPVw+u7QyDp74vcX2vPy9914xDSIpL0dm3inwFVg7czDuee/vgPafDDG9uY7h+0UY0/hnlfzla6oeMm5EjR2LEiBFF+vsluiXo4kNkpmaJnvnSFM1GEqlQMimKwtVdPuKIwwyLBOx//B6XdPPgLWlodobBlR0a3qfM1CzcOhUkeg9DM0iKTcGTmy+4NK/dvpJQ66SMxJUdGgMq6l2MJI0ETdF49+ADIl5rFtQrO7wlodZlchJeuzQcL8/8XuHblyTRvqKVNO6cDUF6kgYQ8fJ2b72w9DcP3uL+HXgyCHm5+aLQODRF49puX26xKyhQ4vqNl6J1YhggOzsfd+6EcWnnHrzmQrJ1CQHgZLCG9ykhMwsB7z+Jgv7RDIPIlDQ8/qKhRjj18KUgpFtbZCSBUw81Zbz7+BWfooQGmloomsHjl1GIS0jj0q5s95Z0NiblJLdAA0DIlSdIT8qQ1A2/o7eRk8lSTdA0jSs7bkr6TygVSvgf1YD2+R6+Lek/wdAsx5l6IcvOyIH/8buSupH2LR0PrmnoF66rmL3FhCQJXNXSjdiP8ZI0EjRF48OzCO54BACu7rypXzd2a3Tj5e1QxH9KAC2C3k1TNIIvP+KoEQBWNyT3JggC3vs1ZK13zoQgNzNXdGGkKRrX9wVwqNSKAgWu7fET71uGNZhunQrm0rz3B/BxBQrfA3b81JL6LR33LojTuNAUjYTIRLzQon259p1z2y/5ueQXt9Q/JJ9fRUmCiAEspUBiNMstlZGUiYykTMn8pJzkwqQB9stRnyREJvL4c/Qhi8rkJD6/0jz30wtxdGKAnTQ+v4zkriNf668TAES8idaU8TJKL4jfx+cRmntff5HmJlLdE/M+HgC78MV/SpDC8ANDM7z+jHgdpTeSIzM1G2nf0gEAiYmZyNUD1S6Xk/gcofkC/hCfJGqoAGx1PyVodpM+JaXoMc9Ygyg8MYm7fhefKNiB0RaKZvAuXlOnz1FJonm1JUKLoyzizRdJGhBaSeOT1jsS8ToKMj26UZCnQEIky/WUlZatlzeIJAmewRzx5ove44TkuFTOgIr/lABFvrTDsUwu4+nfR326QTO8/JFa77yUaN/z6YU4eSug0o1nWrrx6os42KG6XhSN6LA4AOwHUHRYrOQXPE3RhXTji965LScjBynxrAGV+jUN2ek5kvnlcplg/CSdoBkgJjyO22WODovV6wRNkvz5Uwp5HWDbrf3e/pzyV5yJ1Yha/075S9xS79+/R0BAAKKiopCfn4/NmzcDAL5+/Yq3b9/C0dERxYsLHTd/CWBUzEgv7xPAwswDgKEOzBSBMJr8AGBkbAiSJCQXL5IkuIXEuJj+MmiagZFWPqNiRhoHDRHRrnuR2oFC7SjCPcammvBaQxPDIkVBqJ+rBhuTJgckhHUqwpatur2GhvpVjWEYGGnlMzaU83xtdD5fy8AyLkJoNQN+mLdJEe7RzlOUdgDgtcPQ2BD5OeKGHUEQvPEzMjEq0vhxfVuk0FyC/x4a6w8ZJgjAQNWOory3DMPw3hE19ICUW6Ohscbf7T+hG0bFDIsUtaSt43IjadoJUkYKdLwoxxnfM7cxhec2E0OBH2FhkRvIOH+movQTwzC8umiDBopJUZ77T4rGSPnx+/+t8sM7N7t27cLYsWNx+vRp3L9/H8+fP+d+YxgGy5cvh4/Pz00H/0+KU/cmkopJkAQq1SuPkipAO9PixVCvVS1RSgGADVV06qFxunPq0UR6wZaTaNa1MYfzUKFOOdjqAAnTFoZh0MLDkbt26dVckoGblJM8IDEH1zq8yVaXGJkYwsFN45jZqk8LyZ0YgiDQqremjBYejnqPmEqUtUGl+qxjJkmSaOHhKMnSTilpnkOjU4+mkscaJEmgjnMNzum1ZElzVK1iK7mgUhQDZ2dNVIhbnSqSho2MJNCunsYBsp69HayLCaNQePUiCLSpqoHvd69TXZJ5nCQIdKirqVOzhhUhl+gnADArZoR6Wg7hrXo3l2aJZhg499AAMTp1d5TWDYKNxitdhXWMNi5mJElbALC6oY2U7dyjifT4yUg07uDA410rXbWU5IcsTdFo0U2jGy17NpN8D9koRM17W8+llk7gTm0xMJKjUfv63LVe3SAJuGjpRrMujfQadValLDnEb4Ig4NyjieT40RQNZy3d0Nu3JIHqjlVgpXI6tyxpgZpNq0oeXVJKCs49td+RpnpY4Ek492zKtbVqw0qw1kIY1ykEePQZLr2bS+5ykTJSNFLzZ5H/ZVbwHzJubty4gdOnT6NFixY4dOgQhgwZwvvd3t4eNWvWRHBwsMgTfkmVBhXh2NFBdGJiaAaDF/ThTUSD5vUW3e0hZSRqNavGC3lt1qURKtQpp3vRJtgy+v/eQ/MMksSQBb2FebXKaN3XiReO2n5YK1jaFtfZDoJkgdpY3iZWTMxM0HtGV9FFgiCAntO68MLgu0/uCAMj3SBxpIxEcRtztPdszaXZVSiJtoNcJCemwfN788C7+s/pwW5r6LhFJmej17SNujpONVDHqYaoQUTTDAbN4/fl0GHOol/NJEmgUaMKqF5dE8nkXr8aylgX1+kTw24YExjeqhGXZiCTYbxTU0FergyCQJ8GdVDSTBOB17dJXZgZGeo0cEiCgImBHP2bahZTC3MT9OzoIOXugME9m/J2bnpO78LSIIiMX4ky1nAdqOENqlC7HGtsiukGAwxdyNeNgXN7iR5TqMkjtQ3mxu4NUKVBBdFFm6EZDPyjJ3dNEASGLOwjultHytjFtFwNjVHXdnBLWJeyEtUNUi5Dz6ka3TAuZoS+s7vpLkBVh+6TOvJoJDwmdlDtYujuWzNLU3Qc6cqllShjA3fPNpK6MWhuL96Ra7/Zqkg2Ed0oXbUUnHtq3ruaTauhgWsd0fFTRzhqy+AFfSTntnoutVCzaVUuzblHE5SpZq97/Ah2mPqq6w32yHDwfIm5jSTQfmhrlCyriRLrMNIV5lZCmhiAHT9DYwNBlNgv+Xnkh4yby5cvo0KFCli+fDkqV64MuQ400woVKvwC+dMjC05N58Kq1RxTpIz9m7BpuOCrwNG9AWbtmwCZgUw1OZLcJFS1YSUsuzqHN+HLZDKsuTmfC6tWl0EQBAwMDTD/5HQBLH3HkW7wXNqf46OSyTRlOHZwwKwDE3j5TS1MsT5gMfdVxHFlESzZ4Mrr87gvbLUMXdwXXce2V+VXl8G+ih1HtcXw5XxOrVIVbbHaez5Mipto7lHlt7KzwPqARbwJHwBm7B2H5l0aa+qk6lcQwNBFfdFlLJ93pmbTalhwegYMjQxAEISqDLbdZarZY43PAt6ETxAEll2ZgxqNq3BlkHJ2AZcZyDBjzzgB74xLyxqYMqU9SJJgjwNlBEdsWrduWSxZ3JOX31Aux4FxfVBWRUIpI0nISHafzMhAji2eXVGzDB8TyLNJQ4xp4QgCbPi3jCA448i9RlUscnfl5bc2LYaDI/vAylTVtyqeKwAobmKE/SN6w64QncKkYa3hrjKiZTJSdQ9bRt8ujTC4J9/AqlCrLJZd+YPd5ifA69uS5WywPmCxABPoj+NTORJD7fEjSQJj1g6B2yAXXn4H17r4/fBkyHXoRqV6FbDy+jxeyDVJkljlPZ8jaNUeP7mhHHOOThFg47Qf2hqjVg/m+Ki0daNh23qYU4j3ycTMBBsCF3MLprZuGJsaY8XVP3jGEMByLKnJNAvrRruhrTB6Df9D0rZcCazxWQBTFWSEdt9aliyOdf6LBJhOU3eM5naxCuvGwLk9BXxz1RpVxqJzszn0X+0y7KuUwjq/RQK04sXnZ6NW82qCvpXJSUzZPlqAbdS8a2NM3TmGnZ8KjV/NplWx5NJvvLlNbiDHOr+FKF3Vnte3BEHA0NgQC8/MFFA2eExwZw0cFR+V9vg17+aIabvG8PIXtzbH+oDFsFTh/mjzAJpZmmL1zQWwLS+90/1Py/9ytNQP4dy4u7uja9eumDp1KgDg0KFDOHLkCA/TZs+ePTh37hz8/f1FniIuOTk5OH36NN6+fYt3794hMzMTc+fOLRIR59SpU/HixQudv8lkMty6pYl46devH75+/SrI161bN8yePbtIdf2r9AsMwyA0OAy3z4QgJzMXZarZo8MIV5QorZsDCGA9/30P30bU22gYFzNCy17N0LBtPdHtZpqm8fjmC9y/+gQF+QWoUr8i2nu21smvpJaEqET4HLqF+IgEmFuZwXVgS9RsWlW0DEWBAsGXHuGp3yvQNI06LWrAdVBLnUB2aol6FwO/I7eRHJ8K61JWaD+sNY8NvLCoIybehoSDIAk0bFsPLr2bScLAhz/+iMCTQchIyUSpirboMMJVJ0igWjJTs+B39A4+voiAoZEhWng0hmNHB1GIdoZh8OLWG9y78BB52XkoX6ssOgxvw22565Lk5CzcvPkK0dEpMClmiDZtaqJ+vXKifaukaNx9F4G7YZ+hUNKoXdYW3RrXhrkEjP+X1DRcfPUWsekZsC5mgm51a6JOKSEAnFryFUr4vHmPRxExYAA4ViyDTvVqSPrxfIxMhM+dUKSk5cDWxhyd3OqgvMR7m5OZi4DjdxH2+CNkMhmadHRAi26OohQXDMPg7f33uH06GNkZOShdpRQ6jHDlfV0XlvSkDPgevo2I0C8wNjGCU4+m7JGVCH0BTdN46vcKIZcfIT+vAJXqVkCH4W14jPGF5Vt0EqsbnxNgalEMrgOcUat5dfHxUygRcuUxnvi8BEVRqNWsOtoObqkTyE4tX8Ji4XfkNpLiUmBla4H2w1qLAmgCLAbW7dPBeBMUBoIAHNzqwaVPc0kahvdPPyHwxD1kpGTBtnwJdBjuqhMkUC1ZadnwO3oHH55/hqGhAZp2aYRmXRpJ6sarO29x9/x95GbloVyNMugwog0PX6qwpHxNhe/h2/gSFgtjU2O06tMcDdrUEe1biqLw6MZzPLz2FAUFClR1qAR3zzY6QR7VEh+RAJ9Dt5AQlYji1uZwG+wiyl0FsLQLQRce4HngGzA0g7ota6LNAOci+eT8U6Jel1IHNYHS7sf9XuUJGbA6+fhfiXPzQ8ZNp06d0L59e8ycOROAbuNm5cqVePDgAby8vL67UvHx8ejfvz/s7OxQunRpPH/+vMjGzePHj5GamspLy83NxcaNG9G8eXOsW7eOS+/Xrx/Mzc3Rvz9/p6Bs2bKoXVs3omlh+bu4pX7JL/klv+SX/JK/Q34ZNz8YLVW5cmU8e/YMFEXptNrz8vLw9OlTVK+uGzJbn9jY2ODSpUuwsbFBWFgYxo4dW+R7mzQRQrn7+voCYNnMC0uJEiXg7u7+Q/X8uyQpNhnBlx8jOz0HZavbo0U3R8ndCEpJ4eGNZ4gKjYGxqRFadHOU3I0AWBbgR9efIT+3AFUcKqKxe31JwriCvAIEX36M+M8JMLcyRctezSR3IwA29PW5/2tQFI3aLaqjnotuRmm1ZGfk4N6Fh0iJT4V1KUu49G4GUwvxLy71LldoyHuQqp2bqg0rieYH2F2uoIsPkZmShVKVbOHco4kkcSFFUXjm9wqfXkTCwMgAzbo0EmULVktCVCJCrjxGXnY+ytcqg2ZdGkkSbioKlHhw7RliPsSjmLkxnLo5Su5GAEDUl2Q8fPIZCiWFGlVLoZFDBUkHzNx8BW4/+YCE5ExYmJvAzbEaLPQ4q777EI/nb6LBAGhQqyzq1LCXHL/MtByEeL9EamIGbEpZwrlzAxQzE9+pYxgGL2+HIuzRR8jkMji615fcjQBYVNngS4+QlZaNMlVLoUX3JpK7EZSSwuObLxDx+guMihmihYej5G4EAMR9+ooHXk+Rn1uAyvXLS+7UAaxuhFx5jLhPCTCzNEXLXk0ldyMAFvrhqd8rUEqK9Y1rrZvWQi05mbkIuvgQSbEpsLKzgEvv5pK7EepdLvXOTQPXupK7EQC7yxV08SHSkzJhV6EknHs2ldyNoGkaz/xf4+Ozz5AbytG0cyMekrgu+RadhJArj5GbmYeyNUqjhUdjSd1QKpR4cO0posPiYGJmDKfujnqPfqLDY/HoxnMo8hWo0rASGrevL0k0mpeTj5DLj/A1MhHFbczRsldTWJa0kCzj/dNPeHkrFDTNoI4z62/3MyITFxYGfzFa6n8tFLxz585Yt24dNm7ciOnTp/N+y87Oxrp165CSksIdW32vGBoawsZGerL/HvHz84OJiQlatmyp83eFQgGlUgkTE+nJ/+8WpUKJndMP4ZoKwIwkCVBKGsVtzDH74ESeA6tange+xuohfyL1axpkchI0zWDnjENoN6QVZuwZJwiLzc3KxbrhOxB08SEIFcw/TdEoWc4GC87M1MnZcvtMMLZM2IvstBzI5DLQFI0d0w6i17QuGLVmsGDiT/2WjhX9NuHV3bfspEKwERQV6pTD4vOzBH4FAHBx63UcmHsSBfkFkMlkoCgKf07ejxHLB6LPzK6CiSPmQzyW9dnAw7ChKRp1W9bEwrMzBYsLTdM4NP8Uzm30Ak3RIGUkKCXLLzV1x2iBzwbAwtKv6L8ZCVGJHKXF7llH4NS9CeYcnSKIZCnIV2Dr+L3wO3qHPcdXjZ+VnQX+ODYVjdrVF5TxyPs51o/ajfSkTM34zTyKzqPcMHGzJxd6rJbMrDysXHcNDx5/BkEQIAjWIdO+lAWWze+BalWFC7fX3TfYeOwWcvMVkJEkaJrGhqOB8PRoijE9Wwj69ltSJhauv4q37+M5g4mmGVSvbIsVc7rDvhDXEMMwOLvdDyc2eUOhUEImY8Pod8w7i9ELe6Crp7BvI0OjsbT3esS8j2fHj2Gw9zcGDdvVw4JTMwTHQJSSwp7ZRzlwPvX4mVuZYub+CWipFTmjlld332LVoC1Ijkvl+nbXzMNwHeCMmfsmCBbu3Ow8bBy1C3fOhrB+HqrxK1HGGvNPTUfdlrUEZdy78ACbxu5GVmo2Tzd6TOmEseuHCnQjPSkDK/pvxotbb3jvbbmaZbD4/CxUqC08hr2y4yb2/X5Mxb7N6sa2yfsxbEl/9P+9u2D84j8nYGmfDfj0IpJXRq3m1bHo3EwelQLA6sbRxWdxZt1lUEqNbpiYG2Pyn6Pg7tlGUKcPzz5jWd+N+BrxDaScpbTYM/somndtjD+OTRF8lCgKFNg2aT8LfKmlGxYli2POkclo0rGhoIwnvi+xdtg2pH1L1+jG9ENwH94GU3eOERi12Rk5WDtsG+5ffcLObSQBWknDrmJJLDw7S6dx53fsDrZPOcDySqnGb/uUA+g7uxtGrBggMIqS4lKwot8mhIaE8/q2cv0KWHxhtsCf8GcTNZr5X7n/3yo/dCwFAMuWLUNAQABMTExgZmaGpKQkVK9eHVFRUcjLy0OnTp3wxx9//OUKqnduinosVVjS0tLQs2dPuLm5YeHChbzf+vXrh9TUVCiVSlAUhVKlSqFv377o27dvkZ//V46lNo/bDe/9gYIIGoIACJLEOv9FaNC6Dpf+4dlnTHWaD0opZJMmSAItezbFonMaXyGGYfBHh+V4cStUEDZJkiQMjA2w88la3tfXw+tPsaDbGtUDClWYAPrO9MDY9cO4pIJ8BSY2/h0x7+MEYefqSKa9rzbyyPjUnDBiMnnbKM6pEmAXiDH1ZiI9OVOAMCqTkyhdpRR2PVvH25E5MPcETq+9LFrG0su/85waY97HYULj31GQVyBAbyVlJOq3qo11/ot4C8vKgZtx59x9nWMhk5HYErQCNZpoIjzeBIdhdrsVYGhGx5gTaD+sFWbvG8elURSNqbNP4t37eEEkCUkSMDE2wP6dI2Bvp+lb/4fhmL+DTxugLWN6tcDoHhpH9ZzcAoyYcQQJiRkCPCQZScDayhRHtg6HuZbv1PndATiw/LJoGTM3D0H7fhrjIyk2GWMbzEZ2eo7wPZSTqFS3PLY/XM37ot82eT+8dvkIHRoJtq/W+CxEo7b1uOTPr6IwudkfUOpgWidJAs26NMayK3O4NIZhsKDrajzxfSmoE0ESMDCUY/ujNTwepye+LzGv00o2vLtQvQgC6DGlMyZu0aCyKwoUmNx0LiLfRgveW3Uk095XG2GjFaJ882AgNo7eBTEZv9GTjTZUSWZqFsbWn4XUhDSB/snkJOwq2mL38/U837cji8/g+PLzomUsOjcLLr2bc9fxnxMwruFs5OcUCMdPRqJ2i+rYeHspzzBY67kNASfu6dQNkiSw6c4y1G6hmS/fPniPma0WcXQZhe9xHeCMucencWk0TWO22xKEBofrrJORiSF2PVuHMlU1ZLRBlx5iae8Nou0ePL83hi/XcNTl5eRjfMPfEB+RoHP8LG0tsO/VRkn/rH9K1OtS8qCmUNr+hWOpbxmwOfnoX3ks9cM4N4sWLcLs2bNhb2+PpKQkMAyD8PBw2NnZYebMmX+LYfN3SEBAACiK0nkkVblyZYwYMQLLli3DnDlzYGtri23btmHXLvHJJSkpCeHh4dxfVFSUaF4piY9IwI39ATpDgxmG/Y+as0ktx5efZ5VfR8gkQzO4d+EhDzHzTVAYnvm/1okHQdM0lAUKnNEyABiGwYF5J1ncGl0mL8PuuKSqUHcB4M7ZEES9jdGJp0NTNDKSM+G1U4N3pChQ4NDCU4K82nJk0WkOmh0Aru32Q1pihk7odEpJIzo8jsfRk56UgXMbxX29CILAwXkneX1/dv0VKPIVOmHpaYrGi1tvOOZhgEVIvX0mRHQsaJoRLCBHlp4HIDRsALbvfY/cQexHjYP746cRCA2L0xkiS9MM8vIUOHfxMS9tx9l7gry8Ong9QpaK0gMAfG6HIi4hXSfQI0UzSErJwnX/11xaXk4+TmzyFuTVlsNrvEBpvXOX/vTWadgAKnTiF5EIuaJpx7foJHjt8tUdqaFKO1zoHTq56oKobtA0g/teTzjGegB49/ADHnk/11knhmagVFI4tfoiL/3QglOigJUMw9IUJMWlcGnBlx6xfEkiupGVlo0rWhQBlJLiuKjE5OjSc8jP1YzfjX0BSI5P1al/lJJG3KevCDyheScyU7NwZt1l8QII4EAh3Ti34Sryc4WGjbodb4LC8NTvFZcWHR4L/2N3RXWDYYCjS87y0o8tPQeGEdENmkHgySAe/9jzgNd4ffedaJ0K8gpwboNmDuDmNolTljPrr/D4xwJPBiH2Q7zo+KUmpOHGvu8PmPlPyl9BJ/5RAMCCggLs2rULPXv2RLt27TBu3Dg8fvxY/40qCQgIwIQJE+Du7o7OnTtjwoQJePr0qf4bC8lfol/w8PDAoUOH4OPjgwsXLsDb2xtHjx5F9+7d9d/8HxJ/f39YWlrC0VF4xLNmzRoMGjQILi4u6NKlC7Zt24amTZvi7Nmz+Pbtm87nXb16FWPGjOH+VqxY8UP1unP2vuS5ME0zeH33HcfxkpudhwdeT/QCV906FcRd3zoVJEkRQClpBJ4K4vBBYj/EI+L1F0kEU5piEHTxIXcdePKepO8HTdHwO3aHu351561eGonM1Gwex4vfsTuSiLUESSDguIY3KPjSIx65Z2FhGAZRb2PwRTVZMgyDgJNBkoCHhfv29ulgvcBmD288Q3YGCyuflpiBl7ffinL6AOzX4J1zD7jrgDvvpIHNaAa+gRqDKzzqG+ISM0TzA0CBgsK95xqSUZ/bbyUnfIZh86jl6e13yMvOF78BQEpCOt491UD++x+7I/nekjICgVp9e/fcfUmwPIZm8O7BB3xTUZMU5CsQdPGhnvGT4dZpDe6WPt2glTTunn/AcYPFRyToJK0tLPfOa8Yv8GSQXt3wP6Z5b98EhSE1IV00P8DSFjz11RgS/vp0AwT8tYyb+1efSNNIMOw88PmV5qPN/8RdUU4mQKUbp7V040yIJLAgTbERampDIistG098X+id227zxk9a/ygljYATmr6NfPMFMeFxkqHNbFTbE+464MRdSb8ahmbge/SO6O8/hTB/w993yurVq3H27Fm0b98eU6eyrPe///47Xr16pffegwcPYtmyZbC1tcWkSZMwatQoVKlSBUlJRaN90Za/RL+gFiMjIxgZ/XxhcXFxcQgNDUWvXr10YvEUFoIg0K9fPzx69AgvXrzQ6WjcrVs3ODtrAMeioqJ+yMDJTMkCSRKgpamckJmaDetSVsjNzNVP10AQyEzJ0ro3C4wU/woAZYESBXkKGBczQobWvWJCykheGRlJmXrrlZmqVacilFE4n757GJpBupbBlJmarReaXfu5SoUSBXp4n2iK4bcjNVuSuE9dr+z0HJgWL4bstGzJvAB7fKJdRkZGnt6+zdYyNDK1WJPFhCCADK186Vl5erEs0lX8SgDrRFwUydLKp483iKYYnsGblZrN+oHoUY7MlCzYliuBvKw8ScOGFf74ZaVl66UhoBQU8rLzYWYpR1ZqEcavkG6kJ2Xo1w2t90K7flKirafaOw26hGEYZGgZvNy8o69eqjIYhkFupvR7RSlpgb4WZW7LTstBcWtzZKVl611EiUJzW1Zalt4xz8vO54JeijS3kYXmtuRMve9IUeezf0r+0/QLb9++5XZeBg4cCADo0KEDhg8fjl27dkmeioSGhuLIkSOYNGkS+vXr98N1Vst/NXGmnx/rqKvrSEpMbG3ZqKOMDN1fwCVKlECNGjW4vwoVpKM9xMS+sp1e5ZTJZShRmj2PN7c200tbwFA0LzKkVCU7vQtwcRtzjh/FrkJJvREAlJLilSGKEqoSgiRQWiu/vsgVTT5N9FfpqqUkEVVlchJlq2vO1u0r2+o1bEAAdqoIMwNDA1hp+a3oElJGwL4Svx36yjAyMYRlSfa829reCnI9vEyUkoZ9Ja1221tCJkG3AQB2WufppfVEfADsTkwZW0vuupy9lTRjN0GgjJazdqnyRXP0185nV1GadkImJ1GmqsYxs1RlO0n4foA1JNQRZqYWxVCsuHQwAMOAP36V9L+Hppaa55YsZ6OXcJJSfKduEIC9VpTjj+mGvfT4yUiU4emGXZE47Uqp3kOCIPRG8snkpEA3KD26YWAkh6VK56zsLGBgLB4BB7D+Z9rOu6Uq2Un2LQDYlLbiHLz1RZMC7I6Sdt/qGz+SJHjv7S8B7ty5A5lMhm7dNEjbRkZG6NKlC0JDQ5GQkCB677lz52BtbY0+ffqAYRjk5BTtQ0pMimTctG7dGm3atPnuP1dXV/0P/38Uf39/lClTBnXq1NGfWSVxcSwbrqWl5f9TrVhxHeAkqdCknESb/k5cFIKBoQE6jnCTZrsmCLTXinToONJVz3EAia7j2nMLj429FZp1aSReBsEuJM5a/FWdx7STNNIYmkHX8RqI8uqOVVChdlnRCZkgCZStURq1tKK4uo5rL7n1TilpdB6jQRxu7uEIcytT0aMNUkbCsYMDb9LuOs5d8piQUtLoOMqNu243tJXeRcXdsw0XvWZiZgzXAU6Sk6XcUAbXAU7cdZeO9UFJHGMRBIFunTVRJ2XtLNGwRhnxvgVgY1EMzetV5NK6udeXZuxmGHTv0IC7ru9UDbZlrUUXepIkUK1+OVSsqQmf9xgvDbVAKWl00hq/1n2bS4brkzISLXs15Rw5ZXIZOo9uJ6kbDMPAfXgb7rrDCFfJd4qUkegypj33TliWtIBT9yaSZZiYGaNlb40jtT7dAICuWn1TpUFFVHGoKKkb9pXtOFRzAOg6tr30+FE0umj1bdPODWFRsrikbji41uUZA13Hu0sadpSSRqfRbbnrtoNdJI/8SDmJtoNbcU7ORiZGcB/aWpLbTSYj0XaIJgqv0yg3ad48koCH1rxjV6EkGraV4B8j2A+9Zl00dCZd9IwfTTPoMq7oH87/iPxVdOLvPJb68OEDypYtC1NTfvRcrVrsO/vx40ddtwEAnj59ipo1a+L8+fPo1q0bOnbsiB49euDChQvf22oARTRuGjRoIPirXLkyGIYBQRCws7NDrVq1YGdnx7HgVq5cGfXrC0Nh/05JSkpCVFQUlErhGfL79+8RFRWFdu3a6biT3Zkp7JehVCpx4sQJGBgYoGFDYaji3ymmFqaYpIqsKPxRS8pImFuZYcSKgbz0QQt6o0QZa1EFHbVqEC/yokxVe1E+FVJGonQVOwGXzdj1Q2FibiwoQ20ATds1lhdu3qBNHbQb0krnZEmSBOq2rIn2w1rxnjN9zziQcpmgDFIVZTRjzzjel77boJao37q2zkmfIIA2/Z14YdeGRgaYvmccCBCCSZmUkTA2NcL4jZ689N4zuqBsDXvRvh0wpwcvpN3K1gJj1g5VVYKfVyYnYV3KEkMW9eGlD1/SF8VtzAUGjrqpEzYO49FIVK1si97dG0OXkCSByhVLoIcH/z2dNdQNRgZyQV8RqiijuSPbQ67VRifHKnBpVlXnBh9BEGjasCLaOGkMTZIkMW39QDYsXdC3LPXEpNV8UMxOo91Q3bGKaN92Gt2WB0lgYmaCqTtGc3Xgl8FGGRWmIRjwRw/Yli8hLEN1+/BlA2CrIqEF2MVu2BLdW9+kjESpiiXR/3e+7+DYdUNhWryYqG5M3TmGF5VUx6kGOozQ/YFHykjUbFaNx/sEsPolM9CtGyRJsrqjZYSz7349ncYHQRBw6d0MTbRoQOQGcla/RHTDyMQQE7cM56X3mNKJ/SARGb/eM7ryosqK25hr9Kvw3CYnYVnSAp5L+X0/ZHFfWNlaCI1/1f1j1w/j0UhUqF0O/UR4uEgZiXK1yqLHVH507cQtI2BUzFA4fiQBAgRm7B3Hwxdz7OCA1n2F0Anqexzc6sJ1gLPgt59J1Dg3P/ynGoCoqCheII2YD0xycrJOGBd1mth9mZmZSE9Px5s3b3DgwAEMGjQIS5YsQbVq1bB161ZcuXLlu9v+Q6Hg3759w6RJk1C/fn2MHTsWdnaaLcmEhATs2bMHb968wfbt27ljnu+VCxcuICsrC8nJybh8+TJatWqFatVYrpLevXvDzMwMq1atws2bN3HmzBnY29vz7t+xYwfOnDmD48ePo3z58oLnq52fW7duDXt7e2RmZsLPzw8REREYO3asgAxUTP4qQvG9Cw9waOFpRIfFAmCVxrlHU4zbMEznVmpyfCr2/nYUd87e57bu7SvbYeiivmg/rLUgP8MwuL7XHydXXUBidDIAQG4oR9vBLhi7bqjOMMbo8Fjs/e0YHl5/xp05V65fASNXDkSzLsLFlqIonFl7BRc2X0NGMusDYGxqhC5j2mH4ioE6gcHePfyAfXOO4fXdd1xa3ZY1MWbtEF6IqFryc/NxeOEZXN/rh9ws1gfA3NoMvaZ1wcC5PXV+KT6++RwH5p3EpxeRbAIBNO3UEGPXD0OFWmUF+TNSMrF/znH4H7/LOV2WKGONgXN7wWOCu85JLuDEPRxdehZxqignlum5OcatHybAFwGAb1+SsHfOCQRdfsztqpWtbg/PxX3Rum9zQX6GYXDhylOcOvcQySmsf4ahgQwd29fD2JGtYabjqPJjdCL+PHUXD99onEJrVbLDpH4uaFJHqAtKJYUj5x7g/PVnyFL58JgWM0SPjg4YOcAJhjpA114/+IiDq64g7Gkkl9bAuTpGL+yBqvWE2C25Wbk4OO8UvA8EIF/l32Rpa4G+szzQZ5aHzl2z4MuPcGjBKUS9ZR2/CZKAU7cmGLdhmM4jnNSENOz9/Rhunw6GUsHqhl3FkhiyoA86jnQT5GcYBt4HAnFi5QV8i0oEAMgNZHAd2BJj1g3lwReoJfZjPPbMPooHXk853ahYtxxGrBgo4EsC2KjEs+uv4vwmL6SrfF+Mihmh0yg3jFw1SCc9SfiTT9j3+zFedF5tpxoYs2awTuydgrwCHFl8Fl67fTj/GDMrU/Sc0hmDF/TWqRtP/V7iwLyT+PD0M5tAAI7uDhi7fijPUFFLVlo29s85Dt9jd6DIYyMZbUpbYcAclotKl27cOh2MI4vPIPZDPADW6HDp3Qxj1w/jGZpqSYxJxp7fjiLowgNux6RMNXsMW9IPbgOFGGUMw+DqTh+cXnMJSbFslJqBkRzthrbGmLVDBHxzABD1Nhp7fjuGxzefc7sSVRtWwshVg9Ckg4MgP6WkcHLVRVzaep31swNgYm4Mj3Hu8FzWX4Ar9rOIel361q8FFCV/PBTcIDEDtmfvC9KHDx+OkSNHCtIHDBiAcuXKYf369bz0uLg4DBgwAJMnT9bpT5OQkMBBsCxevBht27I7gTRNY/jw4cjOzv7uHZwfMm6WLFmCr1+/Yvfu3aJ5xo8fD3t7eyxevPh7Hw9AnPcJAGfMiBk3NE2jb9++sLKywv79+3U+Izw8HIcOHcKHDx+QlpYGuVyOatWqoXfv3t91nPZ30C8wDIMvYbHIychFqUq2OifVwpKRnInYj19hbGqkOuaR3oSjKApRoTEoyCtAmWr2OhW/sCTHp6r4V8xQppo0Wi3AhnlHvokGTdEoX7usJK+UWhKiElXcUpZFOhfPy8lH1NsYkCSBinXLSSI5qyXmQzwykjNhW76EJGeXWrLSshHzPg6GxoaoUKesJFotoIm+ys3KQ+kqdgKiQl2SlpiB+IhvKGZmjPK1yujtWyVFIyIyEUoljfJlrWGqx/8KAL6lZCIhJROW5iYoZyeNoAsA+QVKREYngWGASuVsYCSBBKyWr1+SkJqYiRKlLFGyjP4ycrNy8eVdLGRyGSrWLSeJVguwfRsdHofs9ByUqlhSL0o2wBqpcR+/wqhY0XSDpmlEhUYjP7foupHyNRUJUUkwsyyGstVL6x8/hRKRb6JBKSmUr1VGkldKLd++JCIpLhVWdhZF8hFS6wZBABXrlpdEclZL7Md4ZCRnoWRZa53GeGHJTs9GdHgcDIwMULFuuSLpxpd3McjJzIN9ZVu9SMAA64gd9ykBJmbGqFC7rH4/QIpC5JtoKPIVKFejtCTKuVqS4lLw7UsSituYo2w1e735C/IViAqNBk0zqFC77E/NKwVoGTd9W0BRhD4XE4PEdNieu48FCxbw/EttbGxQooTQQPX09ISVlRW2bNnCS4+MjMSwYcMwa9YsndHUaWlp6NatG+RyOfz8/Hjv1eHDh3Hw4EGcO3eOt5GiT37IuPHw8EC3bt0wZswY0Tx79+6Fl5fXD3FL/ZvkF7fUL/klv+SX/JKfSdTrUkKfv27c2J2/X+T1bebMmUhMTMSxY8d46U+fPsWMGTOwevVqXrSxWmiahru7O8zMzHD58mXeb1euXMHGjRtx8OBBVK1aVXCvmPxQKHhBQQGSk5Ml8yQlJaGgQDq89pewW+leu3wReCoI2ek5KFejNDwmdECrvs11fhUxDIPgy4/gtcsHEa+/wNjUGK37tkC3SR1FoxriIxJwZftNBF16iILcAlRrVBndJnVE004NdX4VKRVK3DoVjGt7fBH3ieWWaje0NbqOay+KxhnxOgqXt3nj0U0WGK2eSy30mNIZdZ1r6syfm50H38O34X0gAMlxKbC2t0KnkW3RYUQb0a/a0JBwXN5+A6/vvgNBEmjSwQE9pnRG5fq6I9YyUjJxY68/fI/eQWZKFuwr26HL2HZwG9RS544PwzB44vMCl3fcxIenn2FgZICWPZqi++SOojDrSbHJuLrTB7fPhCAvOw8V6pRDtwkd4Nyzqc4dA4qiEHThIbx2++DLu1iYmJvAdYAzuk3sIMpPFPM+Dld2+uL+1cdQFChRs2lVdJ/UkYfQqy0F+UoEXnoC71P38S02FcWtTdG+dxN0HNgCZiJRRR9eROLqHn88CwwFwwANWtVEj/HtUcOxss782Rk5uHkgED6HbyE1IR0ly1qj0+h2cPdsLeoM/PJ2KC5v98bb++GQyWVo3qUxuk/ppPOIEADSEtNxbbcfAk7cRVZaDspUs4fHeHe06e+k86iFYViwvqs7ffD5ZSSMihmhVZ8W6D6pgyg/UUJUIq5s98bdCw9QkFuAKg0qotukjmjetbFO3aCUFG6dDsa13b6I/fgVZpamaDekFbqMaye6KxH1NhqXt3nj4Y1noJQU6jjVRI8pnVC/lW5y3rycfPgduY0bBwKQFJMCq1IW6DjCDR1HugkoQNTy7uEHXN52gz3KIgg4tq+PHlM6i3KvZaZm4ca+APgdvc1yS1Usia5j28NtsIvojs9Tv5e4vN0b4Y8/wcBQDqfuTdB9cifRnY/k+FR47fTBrTPByM3MRflaZeExoQNcejfTqRs0TSPo4kNc3eWDL29jYGJmjDb9neExsYPojmvsx3hc2X4TwVceQ5GvQHXHKug+qSMc3RvoHD9FgQIBJ4Jwfa8fvkZ8Q3Ebc7Qf1hpdxrYT3bH7+CICl7d546nfSzA0g/qtaqPH1M46qWv+16Vq1ap4/vw5srOzeU7Fb9++5X7XJSRJolq1aggLC4NCoYCBgeYdVPvpfG+Qzw/t3EyZMgVhYWHYvHkz6tatK/j99evXmDFjBurUqYOtW7d+7+P/VfJXdm4i3nzBbNclyErN5oD0SBmLz9KimyMWnZvF27anaRrrh++A//G7XD71PcamRljruxA1m1bjlfHydijmd1kFRYGSl5+maHSf1BGT/hzJmwQK8gowv8tqvLj1BgRJcBElBEnAys4Sm+8uEyz0t88EY/WQP0EQ4M7KZXKWb2j0miECx8yM5EzMcl2MyNBoNoEB5zhYoVZZbLy9VHC0c36TF/bMPso9V10GTTOYc2QK2g7m8xnFRyRgZqtFSI5P5bWBoRnUb10bq27M4y3CDMNg14zDuPTnDUHfyg1kWHFtLhq68Y2J908/4fd2y5CblSfoW9cBzphzbArPQKWUFJb334TgS48EZZgWL4YNt5YIDLVHN59jSe+NoCmay6/ug/6/d8eolXyn89zsfMwbuhthz6M4535AFdJb2hIbzk5GydJ8I8rn2F1smXwYpIzgjx9FY9KGofAYw/dXSfmaihmtFiH+UwJHRUAQBBgwqOpQCRsCFwuOBo4tO4ejS84Kxg8gsPDsTDj3aMrL/yUsFjNbL0JmsgZHSY3P0rRzQyy5+BvPQKVpGpvH7sbNg7cEfWtobIC1vgsFvlxvgt7hj44rVcjU/PHrPKYtpu/mO7YX5CuwuPtaPPF9ycOKIUgCliWLY9OdZQKS1XsXHmDlwM0AhLoxfPkAgcN/Vlo2ZrsuxqdXUSwYsko3CBAoU60UNt1ZJjiau7zNGzumHRTqBsVg9sGJAq6ob18SMaPVIiTGJAt0o45zDay+uYB3pMwwDPbPOY6zG66ClJMcoB8pJyGTkVh25Q84ujfglfHxRQR+a7sUORm5gr5t1ac55p2aztcNisLqwVtZcNNC42dibowNAUsEhtpTv5dY2H0tKCWlqZPq3t4zumLchmG88cvLycfcjitYctFCc5tNaWtsubccdhX4RrDfsTtYP2IHx42lPX4TNg9Hr2ld8DMKt3PT+2/YublQ9J2bt2/fYvz48Tycm4KCAnh6esLCwoJzZUlISEBeXh7vqOvs2bPYvn07fvvtN3h4eAAA8vPz4enpCUNDQxw9evS76v5DODdjxowBTdOYMmUK5s+fj9OnT8PHxwenT5/GvHnzOMLM0aNH/8jj/yeEoigs7rEOWWkawwYAp9QPrj3FmbV8D3GvXb7wVyHxaod40xSNvOx8LPRYw6MtyMnMxaIea1GgNXlr33tlx03ueWo5sugMXt5hHRm1Q2UZmkF6YjqW9t7AA7aKj0jAmqF/gqZoXtik+t/7/ziOV3c1CLcAsHXCXnx5F8tHwFT9Ozo8DpvG8H253gSHYc/so7znqv/N0AzWDd+O2I/xmroyDJb33YiUhDRBGwDgzb0wHJrPh++/fSYEl/68wesf9b8VBUos7rEO2ekawDVFgQILPdbwDBvte2+dCcaV7Td5ZZzbcBUhlx/rLCM7IweLuq/lRfClJ2VgWb/NoBQUL7+6D86su4LgK3xY8/2rruL9yy9cP2j3SdLXdKyZdpyXP/JdLLZMPgyGYYTjxwA7Zh/Dh+eRvHvWDd+BhMhv7PMZzfPBsBxP26cc5OV/4vuSg9svXAZN0VgxYDOPtoCmaSzusRaZKVm8MGf1vx/ffIETK/jOhTcPBLIkjRD2bUFuARZ4rOHRFuRm52Fh97VQ5BXoHL8b+wLgc+gWr4wTy8/jqf8rXl0ADYjk4p7reH3+LToJqwZtASWiG4cXnsazAA21BQD8OWk/It5EcyG8bAFs/8Z9SsCGkTt5+cMff8SOaQd5z1X/m2EYbBi1E19UwQpqWTFgC5LjUnTqxrv7H7B/Dv8dCbr4EGc3XGXbrVUGraShLKCwpNd6HpggpaSwsNtanmEDaPr23oUHuLDpGq+MS1tv4K4KnbvwPbmZeVjgsZpDiwbYnaclvdZDma/k10l174XN13BXCy0aYPnm3t5/z2uv+t+pX1OxvN9GXv6Y93HYMGIHGFqHbgDYNeMw3j54j59Z/tP0C7Vr14arqyv27t2LXbt24erVq5g+fTq+fv2K8ePHc/lWrlyJoUOH8u7t3r07KlWqhM2bN2Pnzp24cOECpkyZgoSEBEycOPG72/5Dxk39+vWxbt062NnZISgoCLt27cLq1auxa9cuBAcHw87ODmvXrkW9erq3zX8J8MTnJeI/J4ji0DA0g0vbbnAKzTAMLmy+JopPQVM00hIzePDvAcfvIiczVxTPgyAJ9pkqycvJh9ceX9H8lJLG51dRCA0J59Ku7faTRLiVyUlc2qohckyMSca9Cw9F201TNEKuPkaCKnoFAC5vu6EXsOvabj/u3+8efsCHZxGikPE0TeP6Pn/kZmmQd89v8hLFF2FoBrnZefA7yqd4SPmaJo4jxAAXtlznDFdKSeHi1uuiiKc0RSMhKhEPrz/j0nwO34YiXyF6DykjcXHrDe46KyMXfucfi+Ke0BSNt08i8PmtZrG7tjdAEq9HJiNxda+GPyfmfRye+r4Uxf+gKRq3Tgfx+McubL4mGkbMMAxoisYNrTKeB7xGzPt4Sd24uuMmZ8gzDINzm7xE8SppmkFmShaPf+zWqWDVjqmIbhAEzm/S+AsW5BVwDOVi7f7yLpYX4XRjrz/7fBH9IAvpRsrXVNw5GyKpG4+8n/MM+Ut6dIMgCR6324dnn/HuwXvx8aNp3DwYyNGGAMD5zdfEdYNhUJBbAJ9Dt7m0+15PkBSTLD5+DMtRpzbkaZrGhS3SupEcl4r7VzXUCL6HbyM/p0BcN0gCFzZrxi8nMxfe+wNE60QpaYQ//oTwJxpqkqs7fQA94KHa3GC/hJV58+ahb9++8PHxwZ9//gmlUom1a9fCwcFB8j4jIyNs2bIF7dq1w40bN7Br1y6QJIm1a9eieXNhJKk++WH6hcaNG+PUqVN49eoVPn78yJ2xVa1aFfXr19fr4f6/LqHBYZAZyEApxJFY0xMz8DUyEWWr2SMjORPxn8XRHQFAZiBDaHAYd0QTGhIuSUPA0Aw+vYhEQb4ChkYGbMSPHqh1UkbiTVAY50vz+p5u8jq1UEoar7TCvcMeftALaQ4GePfgPbdF/OrOW2kwLYrmdpsA4K263RLUE3nZ+Yh4E43azauDUlJ4rzWp6RKCIBAaEoYeU1jsjNCQcL3j9y0qEakJ6bCxt8K36CS9vEHs+IVzIcVvgsMlgeZoiua+RAHg89tYKAokeIPA4t28fRqJyrVZzJ5XQeGSaLKUksbLe2HctbZhK3XP+yef0KwzC4gWGhwm+Y7QFI3XQZp35G3Ie94Riy7JTM1G3MevqFinHHIychATHidZJ5mcRGhwODoMd1WVES5ZhiYCLhcmZiaIeR+vl0ZCXYaDK3tUr083aCWN1/c07Q5//Ek/sjaAt/ffc2zXenVDydeN0OBw3nGlLinIU+DTi0jUb1UbDMMg7MF7PajGDEJDwtB3lgdXhj7dSI5LRXJsCmzLl0RyXCqSYqR9OGUGMrwJCuPYykPvS7+HNM0g7OEH0DQNkiTx+VUUB0EgJgRJIDQ4DDUcqwAAXt19K8mpRSlpnjH708oP8EP9FTEyMsLEiRMld1v+/PNPnelWVlaYN2/e31KPv8QtRRAEB+r3S75PSJIs0kun/mLSB/2uFu18Rb6H4JdV1DoV9Z4fqpOWwyGhJ5RXWCeS9QUp6j0E2wdSNldh0DN94cWFyyhSfqZQO2Sk3oWI17dF+KBgCt1D6qF3APh1/952F67j35VfO19R3g+A+KEy1MpRlPwM8/3vOvGdusTm09KNIoz5j7RbcI+UcUMQ3z0nsM8lv6tOgr4iIDmHavdNkerEfP+7XuT36B+S/zS31M8k/9XcUj+zNGxbTy9/TomyNrCryO5emFuZoUKdcpKTGaWg4KDl9OrgWleafoEkUNupBueYWaFOOZhbS2N80BSNhlpROo3bN5CEpJfJSZ6zYR3nmnqPmEgZibotNVFWTTo0kOZ4kZFwdHfgrhu41tHL3mxqUYxz3pXJZKjrUkuayZim4eCq1bdudSW/TAkCKFujNCxVmEUly9nAtoLuiB21UEoKDm4aB32HNtK0ISxUviZP1bplYWyiB1SMARq00EQsNG5bV3r8ZCQc22rqVL91bUnGboAFUqvZTOPY3qhdfb1HJw3bahCmHdzq6qUtsCplyUXpFDM3QdWGlfRQBPD7tqGeMkiSQPXGlTnH2nI1SrO0BRJCUzSvjMbtG+jlRGvcXtPuWi2q6+UfIwgC9VppgPyadHDQqxuNtXTDwa2u3p1TE3NjVG1UmSuvQZs6eqktvkc3QLDAoyXKsBFQNvZWLH+cnrlNe95xcK0n2Q5SRqJ+6zqcgVK5QcUi8I8x/PFz1z+36QL++6mE+Rv+/qXyl4ybN2/e4MiRI9i4cSPWrFmj8++X6Jb6rWujUr3yknwqfWd6cBEFBEGg3+xukv4XdhVKwqmbI5fWpr8TLEsWF1VQmmZ4EOaGRgboObWzqO+CTE6ijlMNVGukCQ/uNKYt5IZy0YmJphj01IoosLK1QLuhrUXrRMpIuA1syaOR6DGlM2gRjiWCYOulzfFSpUFF1G9VW3TSJwgCPaZ04qGL9p3VTdQQJGUkituYw3WgBp+haeeGsK9sJ+FLAvSb3Y3rF5IkuW17XSKTkyhfqwxvAm8/tBWKFTcRXSBpikafGV25axNTI3QZ4iQ6FqSMhGPrmiirRQ7YZZSb5itYVzsAeIzT8AbZVSiJlr2aibabIAl0GtWWF1bbe3oXUUOCIAkYmRiikxZvF/uOVRLXDQLoM6MrLxy87+xuogYtKSNRoow1nHtqIrJa9m4Oa3srad34TRPlJzeQs30toRs1mlRBLS2jruMoNxgaG4qOH0XRvGib4tbm6DC8jeguAykj0apvcx66b/cpncR3HAn2Ho8JGv6qCrXKolH7+qJ9S5AEuk3owAOp6yOlGyTBhsMP1VCsNHZvgLLVxalMwLDjpX5PizK3la5aCk06OnBpbQe3hLmVmejuCk3RPGoZ42JG6D5JN5IywI5fQ7e6qFhHg67ddVx71e6p7mbQNIMeUzrr/vGX/OPyQ8aNUqnEokWLMHnyZBw8eBBeXl7w9vbm/m7evMn9/5foFoIgsOzKHJQsY8MdiwDgJp2OI10F3Cjth7VGn5nsAqm9cBMEAYsS5lh5Yx5vwjcyMcIq7/kwLbRAqu8dtqSfIAR30LxeaNWnBVsX1eSknhDsK9thwdmZvPwlSltj6aXfYWAk501mpIwEQRKYuW88d4atlklbR6COUw1eGer/12xWDVN28KPsqjashNkHJ7L8OoXKkBvKsfjCbwKMnwVnZqC0yi9B3Xb1vc49m2LIQj7vUwsPR47Li9e3JAETc2Os8p7PC4+VyWRYeX0uLEsW502Y6nt7Tu0sgPzvPqkjuqqMMHU+ggBAsKzhK7zm8iZrU4tiWHF1DoxNjXSO39h1QwVYN56zO8OxTU1ee9X3lq9mh9mbBvHyl65si3lHJkJeiOuLlLFhvnP2j0WFmmV498zaNwFVG1bkPVt9r4NrXYxdz4+CqNuyFssVRfD7lg3TNsQKr7m80H+CILDk0u+wK19SpRsEr93thrRCn0KGousAZwz4oycvn/pZ5lamWOU9nxc6bmhkgNXe82FmaaqzbwfP743W/TQkpgDQ97duHA2AZvzYe+0qlMTiC7/x3gUrWwssuzIHhkYG/OMOGQkQwLSdYwXh6eM3DUc9Ff4Npxuq+lVrXBkz9ozj5a9UtzzmHJkMUkYKdcNAjkXnZgmQv+cen4ryKp60wuPXrEsjeC7jc4M16eCAMWuH8NqtvtfYzBgrr8/j4e+QJIkV1+bCupQlawyqukR9r8cEd04P1NJ5TDt0n9yRX4bqXis7C6y8Po/XhyZmJlh1Yx5MzI11jt+o1YPRVItTC2DnuxbdHXntVd9btnppzD05nZffrkJJLD4/GzID4dxGykj8fniyKMbWzyPE3/D375Qfwrk5ceIE9u7di86dO6NHjx4YO3Ys+vbtCzc3N7x8+RInTpxA48aNOQqG/2b5qwjFuVm58D9+D7dOBSErLRvla5VF13Ht0aBNHdGvjNCQcHjt9sHnl1EwMTNG675OcB/eBmaWumHHM5Iz4X0gUAPi17gyPCZ0EBgdamEYBk98X+L6Xj/EfoiHRYniaDvYBW6DWooCtCXGJOP6Hj88uvkclJJC/Va14TGhA8oXWhjVQikpBF9+hJsHA5EYk4wSZWzQcYQrnHs2FYXkj3kfh6s7ffDq7lvVUVQDdB3vrpOnBmD5qG6dDkHA8btIS0xHmar26DymHRw7NBD94vvw7DO8dvkg/PEnGJoYwrlHU3Qa5SZKqZCdng3fI3dw52wIcjJzUaleeXiMd9fJAQSwffvq7ltc2+OLqNAYmFoUg+uAlmg3tJUoQFvqt3R4HwjE/atPUJCvQK1m1eAx3h1VGuieWGmaxuNb73Dz9APEf0mGVUlztOvVBC5dHGBopLtvv0Yl4cbBW3gaGAowDBq0qoWuo91QurJuSgxFgQL3LjyE7+FbSI5PhW2Fkug8qi2aezQWheSPDI2G1y4fvAkOg9xAjuZdGqPz2Ha8XTptyc3OQ+CJewg4eQ9ZqdkoV6M0uoxzR0O3uqK68e7hB3jt8sHHFxEwMTWGS+/m6DDCVRSgLSMlEz6HbuPehQfIy8lD1YaV0G1CBwFelFoYhsEz/1e4vtcfMe/jYG5thraDXOA22EUUkj8pLgU39vrj4Y1nUCqUqNeyFjwmuKNCbSEHF8DqRsjVJ7h5MADfviTBxt4KHUa4waV3M1HdiP0YD6+dPnhxOxQEScCxPasbhXFb1FKQV4A7Z+/D9+htpCdmwL6yHTqPbosmnRqK6sbHFxG4utMH4Y8+wsDYAE7dmqDT6LaidDHZGTnwO8rqRnZ6DirWKYeu491Rz6WWzvFjGAZvgsLgtdsXkW++oFhxE7Tp54z2nq1hWryYzjLSEtPhvT8QwVceQZGnQI0mVdBtYkdR8EKapvH45gvc2OePuE9fYVnSAu2GtoLrAGdRnqhvXxLhtdsPT/1eskePbeqg64QORaJt+KdEvS7Fd28JRYm/gHOTlA77K0H/SgT+HzJuhg8fDoDlfACA1q1bY8SIEVx6REQExo0bh0mTJunkkfhvkl/0C7/kl/ySX/JLfib5Zdz8YLRUbGwsunbVnPUTBAGlUhOCWqlSJTg5OeHKlSv/9cbN3yFKhRKhIeHITs9B2eqlRXc7tCX2Yzy+vIuFsakR6jjX1EuSl5eTj7ch4cjPLUCleuWLRFIZ8eYL4j8nwNzKDLWdquslyctOz8bb++9BUzSqNa4sSiegFoZh8P7JJ444s0aTqnqjP1IT0vD+6WeQJIFazauL7laphaIovLv/HhkpWbCvZItK9fRvIydEJSLi9RcYGMlRx7mmXpK8gnwFQoPDkJedj3I1yxTpiy46PBYx7+NRzNwEdZxr6CWQzM3KRWjIeygLlKjiUFGUakMtDMPg08tIfPuSBIsSxVGreTW90R8ZKZkIe/gRDMOgZtOqeglAaZrFBklNSEPJsjasU6+e8UuKS8Gn5xEg5TLUblFd9ItcLZSSQmhIOLLSslGmainR3Q5tif+cgMjQaBgVM0Jd5xp6mZsL8grwJigM+bkFqFi3XJFIKiNDoxH3iaVfqONUQycdhLZkZ+SwuqGkULVRZdHdKrUwDIMPzz4jKTYFVnaWqNlUv26kJaYj/PEnEASBWs2r6SUApSgKYQ8/Ij0pA3YVSqJy/Qp6y/gWnYTPL6MgN5SjjnMNveS4igIF3oa8R05mLsrVKC1AcNYlMR/iER0WCxMzY9RxrqGXHDc3Ow9vQ8KhyFeicv3yolQb2vL5VRS+RrL0C7WaV9M7t2WmZqlCyxlUd6xSJHLjn0L+qlPwv9ih+IeMGwMDAxgZaSZ8ExMTpKam8vLY2dkhJCSk8K2/REsYhsG13b44suQs0hMzuPTaTjUwfdcYnQtxzId4bB2/Fy9uveHSzK1MMXBuL/SZ5SGYnGiaxokVF3B+kxdyMlSgdQTQpGNDTN81RudEEP74I7ZO3IcPTz9zaTalrTBy5SABlDvALg775hzH9X3+UOSxwGqkjETrvi0wZcdonZPs45vPsXP6IcS81wCSlalmjwmbh3P4KNqSlZaNbZP34/bZEA57wsBIjs6j22Hs+qE6FzD/43dxYO4JJMVq0G+rNqyEqTvH8Bw/1ZIYk4wtE/bi0Y1nnFKbmBuj9/SuGLKoj2ACVAMrnlx1EZkpWVx6/da1MWPPOJ0TeWRoNLaM34PQYA1Oh0UJcwxZ1FenwyOlpHB40Rlc3nYDedkswi5BEGjRzRHTdo3RaUC+vvcO2ybvR8TrL1yabfkSGLtuqMCPBGAXhz2zjsDn8G0oVTg5MrkMbYe4YNLWkTqPy4IvP8LuWUfwNeIbl1a+VhlM3jZKQFMBsAvvtkn7ce/iQ87x18jEEB4TOmDkqoE6F7Ab+/xxeNFpHj5QrWbVMHXXGFR1EB47xH9OwJbxe/DMX4P6a2pRDAPm9EC/37sLjDuapnFq9SWc23CVh2HTuH19TN8zTucHwIdnn7F1wj6EP/7IpVmVssTIFQMFPlYAu7gf+OMEvHb7okBLN1x6NcPUnWN0crU983+F7VMPIloLWdi+ih3Gb/TkMJC0JTsjBzumHUTgiSAuAlNuKEfHEa4Yt9FTp3F+63Qw9s05hsRoDb5MlQYVMHn7aJ18cElxKfhz4j488HrKOf4amxmj19TOGLakn8C4YxgGl7d54/jy88hI1qAX13OphWm7x+rkE/sSFost4/fgtRYuVnEbcwye3xs9p3UW6gZF4djSc7i45Tpys1T4XATQvEtjTNs9Vicf1dv74fhz0n58ehHJpZUoa4MxawbDbZCLIH9+bj72zD6KmwcDochX6wYJ14EtMfnPkUViIP9HhSHYv79y/79UfuhYytPTE1WqVMGiRYsAAOPGjUN2djaOHTvGvYBTpkxBXFwcLly4IPWof738lWOp02sv48DcE4J0UkbCqJghtj1YzZsEEqISMdFxDkvZoCN6of/v3TF6zRBe2taJ+3Btt6/OMqzsLLDr6ToeV82HZ58xveVCKBVKnWVM3TEaHhM6cNc0TWNhtzV4fPOFIFqFlJGoULsstoas5H3hPfJ+jgUeqzlYebWo351lV+agedfGXHpeTj6mO89HxJtoQZ0IkkCjtvVYZ2ot4+PG/gBsHsuncQBY50yZgQyb7y5HjSaakOi0xHRMaDwHqV9ThZE9BNBpVFvM3Duel3x44WmcWCl8v9VcUTuerOHtAsS8j8PkZnMFlA1qKcw1xDAM1gz9E7dOBQsiSUgZCdvyJbDj8RoUt9YskKEh4ZjtuhgUReuMHvr9yGS0H9qau1YqlPi9/TKEBoULQA9JGYnqjpWx8fYy3s7g3fP3sbz/JlUltbqJJEAQBNb4LOAZONkZOZjSbC5iP30VgKIRBAGnHk2w+Pxs3uJ1YfM17J51RFB/NVfUn/dXoVLd8lx6YkwyJjrOQUZyps6+7T2jK8Zv9OSl7Zx+iKPc0BaZnI2O2/l0HW+B/PwqClOd5vO4qLRl4pYR6DlVEz3DMAwW91yHB9ee6tSNstXtse3Bap7x+Mz/FeZ2WgmGZgrpBtvVi8/PRsuezbj0grwCzGi1CB+fRwjqRJIE6reugzU+C3jGh++R21g/Yoeg/gRJQCaXYeOtJTxH54zkTExsMgeJ0ULUYYIA2g5phTlHpvDS1VxihUXNFbXj0RoOiBAA4j59xaSmfwgoG9QyZGEfeC7lOzpvGLUTPodvCXYXSDmJEqWtsfPJWt7u47uHHzCz9SLQSkonKOGsAxPRcYQrd01RFOZ2XIkXt97oHL/KDSpgy73lon6I/6Rwx1IeLn/9WMrr3r/yWOqHoqUcHBzw8uVLTvnc3NwQHR2NOXPm4OLFi1i6dClev36NZs2a6XnS/66kJ2XgyKLTOn+jKRr5OQU4vJD/+4kV55GdrtuwAYAz66/ga6TmSzrizRedho26jNSEdJxdf5WXvvf3Y6KGjfp3bdqCxzdf4NGN5zoXUpqiEfkmGj4HNRw9NE1j+5QDAsMGUF8z2DblAG+h9TtyG59fRemsE0MzeOr3Co9uPOfScrPzsHvmYd3tVvHE7PmNT8J2boMXUuJ1GDYAwADe+wPw6WUkl5QYk4yTqy7qLoOikZ2ZgxPLz/PSDy86LWrYAMCxpWd5tAXvHn5A4MkgnSGyNEXj25ckXNnGj0jcOf2QqGEDsHw42vxjQRcf4vXddzrRnGmKRtjDj7h1KohLo5QUtk89qHO7m6EZMDSDHVMP8up8bbcfYj7E60R7ZRgGwZce8ZBeM1OzcGCe0OhX16kgT4GD807y0k+tvoTMFN2GDcAaS3GfvnLX0eGxOg0bto000pMzcWbNZV76vjnHRQ0bgOVR0+Yfex7wGvevPhHVjejwONzYp6GdYBj23WcYRodusP/fPuUAj3/M//g9vH+iG9mYphm8uPUGIVr8YwV5Bdg5/ZDO+jM0A1pJYfdsvm5c3HJdp2Gjrpf/sbu8nazk+FQcL/Tua7c7NzNPYPgcXXoWuZm6DRsAOLnqIo9/7P3TTyz3l47XnFbSSIpN4VHLAMDuWUdEDRuA1Q1t/rH7V5/gecBr0fH7+DwCAcfv6XzWzyQM8+N//2b5IeOmc+fOcHJyQmIiy//Tu3dvtGjRAg8fPsTWrVsRGBiImjVrYty4cXqe9L8rt04FS8Le0xSN4MuPOEK6gnwF/I/f1QM8RsLv6B3u2vfwbUmAL5qi4X0ggJtIv0Un4UXgG0ngv7zsfARdfMRd3zwYKA3wBQbX92l4n97ef4/4zwmimBYMw9IWaMPS39gfIPp8gP2K8j6gyXP/ymPNNrUOoSkar+++Q3xEgqpMBt77/SXbLZPLeESK/sfuSgK00UoaASeDkJfDTpbZ6dmSnFoAuxgFntBMlr6Hbkn6ctAUzevbL2GxeP/kkySAYWZKFnvsphLvA9LcUgRJ8BbgZ/6vkPo1TTS/mrbg4/MILu3GPj/JOsnkJG4eDOSu75y9D2WBOAgcTdF4eP0ZZwgqFUr4Hr4lqRsyOQnfw7e5a98jdyQxpmgljZuHAjlDIjk+FU98X0iOX0G+AnfOabjdvA8GSpbB0Ayua3FqvX/yCTHhceJ9xbC0BS8CNUfSN/b7S76HpIzk6c99r6eSNBI0zeDd/feI+aA5Lr7xnboReOKe5MpIUzTunL2PnEz2Iyk3Ow+3T4foBW7UNiSKMrdd13pvYz/G421IuCSNRE5GDo+/ylvP3EaA4JXxU8r/MIjfD/nc1KhRg7dFJZfLsWbNGoSFhSE2NhalSpVCrVq1igzV/r8oiTHJkMlIKGnxSZyhGaQmpKO4tTmyUrO4M18xIUiCx9GSFJusF6k3Oz0H+bkFMC5mxPNNEROZXIZErTK+RSVK8+Ew4OXXxyGjyaepy7cvSZJfETRFIyFSQ7SZGJMCUibOqaWW5NgU2Feyg1KhRGZqtmRemqKRFKupe2JMMkiSgMTwQVmgREZyJoyLGSH1W4be+shkJK+vEmOS9aJYp2gZGkXpW4IkeH4WCVFJkhM+QzP49iVJq0763xE2XzIH9pgclyqZl1LSvDKSYpJByklJlFuGYZASnworWwvkZOTq5Q0CgMRYvm7om7jzsvORm5kHM0tTpMSn6s0vk8t4Y/AtKlGSmwgAbzcisYi6oT0GidFJevnHvmmR0CbFJBdJN5JiklG2mj0YhtHLiUYpKV7fJqrLkFAOSkkhPTEDxcxNkJ6Yofc9J0kCidFa70hssl5jKCMpExRFQSaTFWluI2Ukr2/1zW0Mw9eNX/Jzyd9qfdSsWRNt27ZFnTp1fhk2esTS1kI/SR7BOpsCrGOkPtoChmF4/jOWJS308u4YmRjC0Jj1pyhKBABFURylAABJlFe1WNlq1amIUQaWtpqzcis76XtIGQnr0hrHWkvb4kUiILRU9ZXcQA4TM+moD1JGwLKkph5WthZ6yATZeplbsQ6HxW3M9Eai0HSh8bOz0Dvm2nQZRelbhmZ4/Wltbyn55U8QrMOspgzpCCpddSmuJ+qKlJGwttcevyLoBsDRIZiYG+ulLQDAGz/LkhaiyLNqMTAy4N4LfdQLALvbw9cNS726YanVN0XVDe3xs7KzlMRZI0nih/pWXReCIGBmJe00K5PLBDquTzcIkuDeXXNrM73cTwLdKKlfN0wtinF+eEXpW5qiee+3dSlL6XoRgFWpnzxqioHGqfiH/v7pBvy4/GULJDExEffv34e/vz/u37/PHVX9EmlxHegs+d6o+ZLUE7KRiRFa9W0hvRWrpNF2iMbjv92w1pJfRKSchLtnG84Qta9sh1rNq0kudgaGcrj01vhStR/WWnKyJEiCF0VSr1Ut2GgZIrrEys6CY1YGgA4j3KSPgCgaHbSiuFr2bAoDY/HwUYIkUN2xCheyTRAEOgx3lTxCoJQ02g3TOOK6DW4pzdslJ+HSuxlMzFhn0eLW5mjauaFejh63QS256/ZDW0sfQ8pIdByh6dtK9cqjQu2ykkaUiZkxmntoKDrcPV0lv/wZgFeGYwcHzmDTKQT7HtVsqnHW7jjCVZq3i6LRXqtvW/drIbmosJxadTlnXwNDA7gNbCmpG5SS5lEEtB3iovcYq90QF+5Y0LZcCdRrVUuyXjI5idb9WnDX7Ye1+S7dqN2iOmzL6wakVItFCXM0aqdx1u44wg2EhHVD0wzch7fhrp26O8JIAtqAIAhUrl8BFWprAhk6DJceP0pJ8cav7WAXnT5caiFlJFp4OHIwDqbFi8GpexO93G5ugzW60W5oqyLohsY5uEKtsqjiUFFyHjFSgXaqxd3TVdJII0DwdOOnFAYg/sLf/6RxExMTg5kzZ6Jv376YO3cuVqxYgblz56Jv376YOXMmYmJi/s56/tdJidLWPF4nbWGjFkiMWDGAlz5kYV8YGhvqnAQIAug8pi3K1dBg5NRwrILW/Zx0KjQpI2FqboL+c3rw0kevGQJSFfWiS4Ys7MsL7Xbu0RS1W1TXWSdSzkb0dBnbjkuTyWSCqJXCMm6DJ8/XpPOYtrCvZKtz8SJlJGo0qYqWvTQGl6mFKYYXiqxQC0GwbRu7jk8R0Pe3bjCzMNXdtySBlr2a8cLHy1S1Zzl7dHQTKSNhYGiAIQv78tKHLx8AmYFMdFez9/SuPPyaBm3qoEmnhqLjZ1HCHL2ma7iJCILAOFXfitk3I1cO4oUGuw10RpUGFUTHr1yNMmjvqVm4DI0MMKZQ3xWWcRuG8drYfXJHWNtbiY5fgzZ14NihAZdmZWfJUSkUFoJkGahHruLTSAya3wtGxYxEdIOAu2cbXnRVVYdKaDeklc73nJSRMDY1FtRh9OrBIEhSdIEcNK83LzqnWZdGqCdCyErKSZQsa8PjfSJJEuM3Ddf5bK4Oa4fywuY7jGgjyuNEykhUbVSJF/5vYmaCkSqakcKipgIZu34or1/6zPJgd1dEdKNZ18Y8olu7CiV5UWP8OhGQG8oFkU/DlvaHgaFct/FIsNQl2pGHdZxrwql7E1HdMLcyFVB0jF0/TNVO3eM3fPkAXuRaq77NUb1xZdG+LV21lM7w/59K/od9bn7IuElISMDkyZPx9OlTlCtXDl27doWnpyc8PDxQvnx5PH36FJMnT0ZCQsLfXd//Khm5ahCGLekHo0JMzvaV7bDObxGqN+bTI5SvWQYbby9FuRp8/BQDIzn6zOqGqTvGCMqYc3QyPCa4CxxTK9evgM33lgvg2eu3qo2V1+ehZDk+SJyJmTHGrhuKgXP5E75MLsMq7/lw6d1MMGnUb1UbW+4tFwDttenvjLnHpwq2+ovbmOP3I5PRdjAfb8K0eDFsurscDQqxZBMEAeeeTbHWd4EABK/v7G4Yv9ETJub846YSZa2xwusPwbNsy5XA5nvLUcWhoqB9Xca2w9wT0wTtm/TnSAz4vYdgl6hsdXtsvL2UR8IHsAvqhoDFsK/CB4kzMjHEkIV9MGYdP4yfIAgsPj9L55dzDccq2HxvuQAMrkkHByy59BvvKAJgt+gnbxuFHlP4fGWGxoZYF7AYzbo0Fhhqjds3wMbbSwVAbZ1GtcWMveMFOzhWdhZYcHqmgK/MokRxbLm3HLUK8SgRJAHXAc5Y7vWHAEPIc2l/jFgxEMam/F2GUhVtscZ3oQCnqExVe2y6s4y34wCweC89p3XGjL3C4IZZByagx5ROkBvwy65Ypxw2312G0lVK8dJrt6iBNT4LBLsrxqZGGLVqEIYs4vOVqfnH2vQXfmDUcaqBzXeXCXBuXHo1w/xT0wXHKObWZoJQZYA1VjbeXsrbzQEAECxf2jq/RQKAz57TOrP4RYUAFG1KW2PZ5Tlo3L4BL71EaWtsCVqB6o0r89JlcnZ3ZNHZmQLdGL/RE4Pn9+aOvNVSukoprA9YLOBkqlS3PDbcWoLShQAwDYwNMPCPnpiweTi/eQSB+aemo9PotgKjuVqjytgStAIlyvDnsEZt62H51T9gU4aPf1OsuAkmbB6O3loktAC7I7jWbxGcujsKdKNh23rYdGepKGXKL/nn5YdwbtauXYsbN25g5syZ6Natm+DFvnLlCjZt2oQuXbrg999//9sq+zPK30G/kJOZi8c3XyAng0UortuypuTRAsMwePfwA6JCo2FsagzHDg30opGmJabjmd8rFOQpULlBBYHhVFhomsbL26GI//wN5tZmcOzQQC8a6bfoJLy8FQqKolGreTWdQF3aolQo8dTvFZLjUmFjb4lG7evrRSONDo/F2/vvQZIk6reuLcqdo5a8nHw88XmBjOQslKpkCwdX/f5gH559xqcXkTA0NkCj9vV5vhq6JCstG098XiA3Kw8VapdFrebV9Y5faHAYosPjUMzcBI4dHfQi9aZ8TcUz/9dQFihRrXFlVGlQUTI/RVF4EfgGCVFJsCxZHI4dGuhF6o2PSMDru+/AMAzqtqzJwyHRJQX5Cjz1fYnUhHSULGuNRu3q60XqjXjzBeGPP3EszIUXoMKSm8XqRnZ6DkpXLYX6rWrr7dvwxx8R+YZFKG7sXp+HA6RLMpIz8cT3JQpU6N3VHatIlkHTbLSdGqHYsaODXt1Iik3G88A3oJQ0ajWrqhdpWalQ4pn/axVCsQUcOzTQqxsxH+IRGhwGgiBQv3VtvSjk+bn5eOLzEhnJmbCrUBINXOvoRer9+CICH59FwMDIAI3a1eP5weiS7PRsPPF5ySIU1yyDOk419OtGSDiHUNyko4NeoLzUb+zcpshXoGrDSqK8UmqhKAovb4Xia2QiituYoUlHB71YNV8jv3GQCXWcahQJafmfFA7nplMrKKwtf/g5BilpsPe++6/Eufkh46Z3796oXr06Vq9eLZpn7ty5eP/+/S8Qv1/yS37JL/klv+Q/KJxx0/FvMG5u/juNmx8KBU9LS0PlypUl81SuXBmPHj2SzPNL2C+0kCuPcff8fRXzcRl0HtNWkgMpOjwWN/YFIDL0C4xNjdGyZzO49Gkuyi+lZsd+4PUE+bn5qOpQCZ3HtIN9ZXEOnQ/PPsN7fwDiPn2FuY05XAc4o1mXRqJfdllp2fA7egfP/F+BomjUaVEDnUa7ifJLqdmxfY/cRnJsCqxLW8F9WBtJNvTUhDR4HwhEaEgYSJJEw7b14O4pzoZOURQee79A4Kl7yEjKhH1lO3Qc1VaUDR1gdy9u7AvApxfs12nzro3hOrClKL9UQb4CQRcfIujiA+Rmsjs3nce2l+QHiwyNxo19/ogOi0Uxi2Jo1bu5JBt6blYuAk8GsazSBUpUb1wFnce0FeXQUe/s+RwMREJUIixtLeA2yEWSDV3Njv3y9hswDIN6LrXRcaSr6K4VTdN4HvAaASfuISU+FSXL2qDDCFfUcRbfdUyKTYb3/kC8e/QBMrkMTTo4oO0QF9FdK0pJ4b7XE9w5G4LMlCyUqcayukvtWsV8iIf3Pn98fh0F42JGcOrRFK37thDdtcrPzceds/cRcuUx8nPzUbleBXQe205y1+rjiwjc2BeAuI/xMLc2Q5v+zmjetbHorlV2Rg78j93FE9+XoJQUajWrhk6j2+qkBwDAsWP7Hr6FxJhkWNtbod3Q1pJs6Knf0uFzMBCvg96BIAg4uNaF+/A2ortWFEXhic9L3DoVhLRv6ShV0RYdR7lJ8rslRCXixj5/fHj2GXJDltXddVBL0V0rRYECwZce4d7Fh8hJz0G5mmXQZWw7yV2rqHcxuLHXH1/excCkuAlcejVHy15NRXetcrPzcOtUMB5ef8rt3HQZ215yRzf88Ud4HwjE14gEWJQsDreBLeHY0UF0bstMzYLv4dt4cesNaJpGXeda6DjK7d/DL/U/Kj+8c1OzZk2sXLlSNM/8+fMRFhb2a+dGQlIT0jDHfTkiXn/hsCdkchKUksaAP3pi5MqBgonmzLor2P/HcZByErSSBkESYGgGpavYYX3AYsGCF/M+Dr+1W4akmGQuLykjwTAMpmwbxaNSANiJdcfUg7iy4yZXF3XdajSpitU35wuOwN4+eI95nVciJz0XDBjWQ18F5b7g9AyBD4aiQIGVA7Yg+PIjTRmq9jT3aIyFZ2cJDLX7Xk+wvN8mKBVKNrqHYKMVTMyNsfL6PAEfTlZaNuZ3WcUeYRXq267j3TFl+yjBQn99rx/+nLgPIAjQFA2CIMAwDGxKW2Gd/2KBwZIYk4zf2i5F7Id4FvOGZrh2jFgxEIPm9RL07ZHFZ3BixQUuHykjQFMMKtQui3X+iwTGYMTrKPzefjnSEtNBgK2P2v9m1v4JAq4viqKwacxuDuRMe/zqt66N5Vf/EPgJvLwdioXd1iAvJ5+LnCJIAobGBlh84Tc06eDAy5+Xk4+lvdbjie9Lrgz1/9v0d8Kco1MEhtrtM8FYM2wbGIoBTdMcnYC5lRnW+i7kMHHUkp6UgTnuy/HpRaRg/PrO8sCYdUMFunFh8zXsnn0EJMnmV7/vdhVLYn3AYgEhZtynr/i93TIkRCXydIOmaUzYNBy9pnXh5WcYBntmH8WFzdcEfVutUWWs8Vkg8KEJf/IJczuuQGZqFgiw2HYkSYCUkfjj+DS07tuCl1+pUGL14K24e/6BoIwmnRpi8flZgiOUR97PsbTPBijyFZrxIwgYmxljhdcfqN+qNi9/dkYOFnqswet77wR923GUG6bvHitY6G8eusXRmWjrhnUpS6z1WyTwL0uKS8Gc9svw5V2sQDeGLe6HoYv5zvYAcHz5eRxZfEajG6r7ytUojXX+iwRHmFHvYvB7u2VIiU/l6kPKSIBhMH3POHQa1ZaXn6ZpbJ2wFzf2BQj6to5zDay8Pk9gaL8Jeod5XVYjLyuPAx4lSAIGhnIsOjeL9VX7CYXbuenwN+zc+Pw7d25+yKG4SZMmCA4OxrVr13T+fv36dYSEhKBp06Y6f/8l7ES5pNd6RL1lo8rUIaPq8MbTay7xUFsB4N7Fh9j/x3E2vyqfejJLiErEvM6reCGYigIF/uiwggUg08pLq+D5/5y0H0/9XvLKuLjlOq7suMmri7puH559xqrBW3n505MyMK/TSuRm5LLKrzKVGZqBUqHE8n6bEBkazbtn3+/HEXL1Mb8M1f8fXn+GPYU4hb6ExWJZnw1QFGgmbzV9Q25WHuZ1XsmjLQCAtcO2IezRR519e223L85v9OLlf3HrDbaM3wuaZrj86sksNSEdc9yX82gLaJrG/C6r8FWFcqwOGVW349CCU7hzlk8c63f0Dk6suMDLR1PsfTHv47Co+zoecnNudh7muC9niQcZTX1oigZN0dgwcidCQ8J5ZZxceRG+R27z+1bVnjdBYdg0ehcvf2JMMuZ3Xc0zbAB2/ApyFVjcYy3iP/MDA7ZN3o9n/q94Zaj/f+fsfRxZdIaX/8Ozz1g95E9QCop7P1VMG8hOz8Ec9+U82gIAWNZnIyLefOHVX13GuY1euLbHj5f/vtcTlouK0eRXtycxJhnzOq3k0RZQSgpzO67ggPO0dQMMC8X/UAvJGQCu7vThIP0L9+2nl5FYMWAzL39mahb+6KBqG6MB7aVpBkolhVWDtuDjiwjePQfnncS9Cw91lvHE5wV2TDvEyx/7MR6Le66DIk/BHz+GQX52HuZ3WcUDCgTAe28K9+3Ng4E4XYh24k3QO2wcvZN779TPB4C0RNYI1aYtYBgGi7qt4VCOC+vG0aVnEaCFxA0AgaeCcGTxGV4+9X1xn75igccanm4U5BVgTvtlSFPpPU83aAabxu7Gq7tveWWcXXcFN/YF6Ozbdw8+YP1wPt9WytdUzOu8CvnZebyyGZqBIl+BJb03IOZ9HH5q+RUt9X0yYsQIFC9eHBs2bICnpyc2b96MI0eOYPPmzRg+fDjWr1+P4sWLY/jw4X9zdf97JOzRR7y9/14cB4NgiTW1ler0mkuiYaiUkkbU2xg89dUYK8GXHiFBAmWTlJE4u/6K1jMonNG6Liw0RePJzReIeqcJ87958BZyMnN140Ew7H8ua3H4ZKZm4doeX1FsFYZmcGN/AI9J+PI2b57hVDh/XnY+bh7QGILR4bF4cO2pJMbI2Q1XoVRoEJ/PrLsiirNBUzSSYpIRdEEDrf8i8A0iXn8RxdogSAKn117W1JNhcGrNJdEQbUpJI/zxR56xcutUMFIT0iXGj8D5TRojrSCvgF18RSYkmqJx9/wDJGgh1l7f48f74tcWhmF5uK7u9OHSkuNT4X/srij+B8MwuLzdm8c/dmHLNdF20xSNrNRs+B29y6W9f/oJr+6+lUT3Pb32Ms+QP7PusigGDa2kEfM+nsc/dt/rCeI+JUjqxpl1l7lriqJ446mrHc8DXvP4x/yO3EF2Wg5nwPKEYUOvtXUjOyMHV3f6iFOT0Ax8D9/iGfJXtt8ETdO6+cdoBgV5Cnjv09AvxH9OQNAlCRoQht0B0zbkz264KqkbKfGpuH1GY8i/uvsWH55FiI4fQRA4tfoiV2eGYXBq9UXJue3Ti0i8uqMxVu6cvY/kuFTJ8Tu3QcObpyhQ4KzWta52BF9+xOMfu7EvAPk5+TrfdYYBGJrmPgR/yc8nP2Tc2NnZYceOHWjQoAEiIyNx+fJlHDx4EJcvX0ZERAQcHBywfft22NmJ+3T8r8ujG8+kETYZIO7jV44IMystWy9vkMxAxpvAH918rpd/5XnAaw7oL+LNF0neIIDdUn/srSnj4XUh47G2UEqa26UBgNd33+mlkVAWKHlEivevPpYE7GJoBve1ynji81ISrAsA0hMz8OllFAB2F+aZ30tpUD4ZiUda7X7k/RwyA/HIEoZm8PF5BNIS2YUoMSaZ5Q2S+BKSyUke79Pjm88l20Epad7uwvsnnyR5gwB2IXni84K7vu/1RJrviuKP3/OA13oRbvOy8xEa8p67fnjtqfT4gcHD60+568c3X+hF9v0WlYhY1c5AblYuQoOleYNkchm/b73168bru++4HYmY8Di99BakjOTpxoPrT0UNFYAdv/teGi6j0OBwvTQSlJLVWbXc93oiaQTSFI0QL23deCEFaAyA5R/7+OwzAPZ9eez9XLIMgiR4usH2rYRuqPjHklU7yqkJaYh8E613btN+Rx7dfC4Z9UgraTy++Zzr/4/PI5GZkiWaH2CNrsc3X3DXD649kXynKCXNIyX9KeUvoROr/v6l8kMOxQBQrlw5bN26FQkJCfj48SOys7NhamqKqlWr/mWjJicnB6dPn8bbt2/x7t07ZGZmYu7cuejUqZPee729vUWjuC5dugQbG/65bVBQEA4dOoSoqChYWlqic+fOGDZsGOTyH+6aIomyQCmOtFY4HwBFgbRBoBbtfMoCpV5mV4Zhd2xkchlXlqQQBC+f9heemGiTIP5QOyQ4hnTVQ1mgZM/g9eypqtvB0IxeuHiGYQR9WxRR5/uRvhXbUdEWbf6lovQtQRC8fIoijJ+2Mfq97QaKMH6M7vErahlFeT8Aht+3Cv26oX62kUlR+xbf3bfauvEjfVuUemmPn0I97+hpvPZzpQh+AdURdGHdKMKa+H3jp2tuk64XpaRB0zRksqLNbQRRqG/1fIQVrtPPKARUSMN/4f5/q/zQzs20adOwf/9+AOwujrOzM9zd3eHs7Py37Nakp6fj8OHDiIqKQtWqVfXfoENGjRqFBQsW8P7MzPiOsA8ePMD8+fNhZmaGadOmwcXFBUePHsXWrVtFnvr3SfUmVSWJAQEWeM1OhVVhUcJcAD5VWCgFhRpNNJFANRyrSi6OBAGUq1maiyQpX6usAHSrsNAUjepNNGNSq1k1SdoCUkaiZnMN4FphIDAx0c5Xs1lVyS95mZxEbS2AuOqOVfTuLhgYyTnAN5lchop1y0kvqAx4UVbVHavoHT+rUpYcL1PJcjbStAVQj5+mb2s0qSr5dUqSBM8Rt1K98kXiH9Muo3aL6pL3yOQkajtV566rS0SaqYUgCFRtWJF3j9T4kTKSB8pX3bGKXiJFEzNjlK7KguyZWZrCrqI03hFV6L2t3riKtOGoopFQO1+XqWYvABQUlKGkeX1bq1k1ve2uoUVTUbVhxSKtJtpjULt5dUn9Y3VDM341mkjPCQAgN5BxaM4EQaBKA2naAjWdCVe/IsxtxUuYo4RqPrOxt9LL3VVYN6o3riL5cUiQBCo3qMA5RleoU1Yv/xhNM7z5s1bzIuhG8+qiv/+Sf1Z+yLh59+6dJHfIXxUbGxtcunQJ586dw4QJE37oGc2aNYO7uzvvz8iIPznt3LkTVapUwcaNG+Hh4YFp06Zh8ODBuHr1KqKiov6OpohKC4/GkqSTJEnAY7w7FzVEkiR6TO4kugATJAFTi2JwHajFTeTZmkXPFZkDGAA9p2oiQoqZm0jyyKghxx1cNei+HhM66D3W6KmFimtf2Q6OHRxEJ2SZnA3x1gbJ6jG5k2QZFEWj20RN1Ff91rVRtkZpyXa0H8YPIe85tYvoEQJBsJDxHbTQYVv3awEzK1PRSZ8gCfSY3ImbXA0MDeAxoYNofpIkYGlrAaceTbi0TqPbgpBJ8wZpw9xblrRA635Oku2u4lCRx/vkMbGj5JERpaTRY1JH7rpy/Qos3YbI+JEyEk49mvAiW3pM6ayHOZ5Bl3HtucumnRuiRFkbyXZ0HtOOixoiCAI9p3QWXesIgoCJqTEP+br90FYwMjEUvwcEek3rwumbiakxOo1qK1knuwol0di9PpfWZVx7yWMpmqJ5iNG25UuieZfGomXI5CTqudTiRSZ1n9xR8siIUtLophURWbtFdVSqV16yHa6DWvKivnpO7SxuEBEsm32nURoagpa9msGiRHFRHyiCJNB9Ykcuok4ml6H7pI6SumFubYZWfZpzaR1HurJHX2JzG83wot2KW5uj7WAXyXZXqF0WdbSiLrtN7KBfN6boP034R+WXQ/H3Sfny5fH161f9GX9QDA0NBcdHPyI5OTm8CAltiYyMRGRkJDw8PHhHUD179gTDMLh9+/ZfLl9K5AZyLL4wG4bGBryFQs19VKtFdQGce5+ZXVkOHoLPjyKTk5AbyLDo3CweHktxa3PMPzkdMhnJ+wJRTyKt+7ZA5zH8cMlRawajUr3ygomGlJMwMTfGonOzeLsJ5WuWwdTto7k8XH7VJNJ3lgeadGzIe9as/eNRorS1YKJRs0PPPjiRl964fQMMUHFgad+jLm/SlpG8CZ8gCCw6NwumxU0EZRAkgYp1ymFsIaqDjiNdOcNQu+0yOcslNPfENB5vkJGJERafnw25oZzftyp+nkZt66HvbD63zeAFvVHPpRaXR7sMA2NDLL4wm4fnUaK0NX4/PJnjGuParapfhxGuPKJNgKWEKFvdXjh+Kr6d+aem896dGo5VMGbtEC6Pdn4AGLakH+q2rMV71h/HpsKyRHHh+JEkSlUsiWk7+TQgLXs2RXeVgUQW6lsQwIy943lh2jKZDEsu/gajYob8L2fVe1+jSRV4LuNzE/WY0gnNu7KEoIXHTyYnsfDsTF4IvKmFKRacmQFSJtOpGy26O/J4nwBgxIoBqNaoEptHq3tJOQljUyMsvjCbF0Jdpqo9pu8exxoAOnSj59TOaKFFYgoAM/aOg235EgLDgJSRsLS1wO9HJvPSG7SugyEL+/Ceq243wNIgaCP2EgSB+adnwNSimE7dKFejNCYU4rdqN7QVR4xZePxIksSco1N4EAaGRgbsu2xkINANgmDrPKAQjUv/OT1YslyCvyEjk5OQG6rnSg1WkZWdJeYenwqSJHXqRrshrXhkngDLeVa+VhmdumFqUQwLC9FIVK5fgesLXboxaF4vHsHvL/m55Idwbry9vbFlyxbs2bMHFStW/H+olkbCwsIwduzY7/a5MTExQW5uLgwMDNCkSRNMmjQJ5cppFkBfX1+sWLECu3fvRu3afByI3r17o1atWlixYoXe8v4qQnHsx3hc2Hwdt04FITc7D6Ur28FjQgd0GdtOJ/CYUqGEz6FbuLLjJr6ExcLIxBCt+rRAn5ldRcGxPr6IwPlNXgi5/BiKfAUq1SuP7pM7of2w1jqPPXKz83Btly+8dvvi25dEmFoUQ7shrdFrehdRcKyXd0JxYdM1PPV7CZpmULtFdfSa1oUlt9PxeZyRnInL27xxY38A0r6lwbKkBTqOckPPqZ15RoS2hFx9jItbruPt/XAQBIFG7eqjz0wPAU+UWr5FJ+HiluvwO3YH2WnZKFmuBLqOc0e3ie4cW7e20DSNgOP3cGnbDUS8ioLcyABO3RzRZ6aHAIdFLVHvYnBh8zXcORuC/NwClKtRGt0mdkSnUW46QfkK8hW4sc8fXrt8EPvxK4yLGcF1gDN6z/TgWMoLS9ijDzi/+RoeeD0FpVCiasNK6Dm1M1wHttTZt9kZObi6wwfX9/ohKTYZ5tZmcB/WBj2ndxEFjnvq9xLnN19jHbkZBnVb1kLvGV3RrHMjnflTE9JwcesN+By+hYykDFiXskLnMe3QfXJHnVQgDMPg7vkHuPTndZZ+QUaiSaeG6DPTA3WcdOtN/OcEXNxyHf4n7iI3Mw+lKtmi24QO6DKunU64fEpJwefwbVzZ4Y0vb2NgaGwIl97N0HtGV1FQzM+vonB+kxeCLj2EIk+BCnXKofukjnAf3kYnqFt+bj68dvni2m5ffI1MRLHiJmg72AW9Z3QVpTt4E/QO5zdfw5ObL0BRNGo2rYpe07qgZS8hHxvAAipe2X4TN/b7I/VrGoqXKI5OI93QY2pnUeC4h9ef4vzmawgNDgNUIH59ZnqgUdt6OvMnxSbj4pbr8D16B1mp2ShZ1gZdxrZDt0kddfIl0TSNW6eCcenPG/j0IoIF8fNojD4zPHjHRdoSHR6LC5uv4/aZYOTl5KNMNXt0m9ABnce01QnKpyhQ4OaBQFzZcRMxH+JhZGII1/7O6DWjqygo5vunn3B+oxfuez2BskCJyg0qoufUznAb1FLn3JaTmYurO31wfY8fEmOSYGppCvdhbdBrehceaa22PA98jQubr+F5wGswDIM6zjXRa1oXgWH6M4l6XUpo2xoKK8sffo5BahrsAu78K3Fufsi4efHiBU6dOoWXL1+iW7duqFmzJqytdU+aDg4Of6mC32vcBAYG4uHDh2jYsCFMTU0RHh6Os2fPwsjICPv37+d8gk6dOoVdu3bh3LlzAj+hsWNZEKtdu3YJnp+UlITkZE3URFRUFFasWPGvHPxf8kt+yS/5Jf998su4+cFoqWnTpnGIkGfOnJF0xPz/Pt4pLG5ubnBz05z/uri4oGnTppgyZQqOHTuG2bNnAwAKCtiQS0ND4e6IoaEhcnJ0h9RevXoVhw8f/tvrnZ6UgZyMXFjbW+olcQPYHYDkuBQYmxoXGQY85Wsq8nMLUKKMtV4SPoDdwUlLSIepZTG95IMA+3WeFJsCmqJRoqy1XhI+gN1lyEjKRHEbM70EeQCLN5IcmwKCJFGijHWRomoyUjKRnZYDSzsLvQSHAPsFmRyXCgMjA1iXsixSGanf0pGXnQcbeyu9BJUAuwOQ8jUNJmbGeok5AbZvk+NToSxQokQZa1GqBm3JzcpF2rcMmFmZ6iVWBdiv86TYFIBhWJ8XPQSjAEuMmJGcBYuSxYvEkEwpKSTFpkAmJ2FTumjjp9YNq1KWojQY2sLpRjEjvcSOalHrhk1pa1EaE23Jy8lH6tc0mFoUE6AS6xKGYZAclwJKSaNEGWu9BKMAu8uQnpjx3boBgkCJMtZFGr/M1CxkpWbD0ra4zt3MwqJUKJEUmwK5oRw29lZFGr+0xHTkZhVdNwryCpAcn/pdupHyNQ2KfEXRdeM75zaappEclwqGpmFTpmhz208hfzWc+38tFNzT07NIL/XPIvXr10ft2rXx9KkGJ0Ft1KiNHG0pKCgQOB+rpVu3bnB2duau1Ts3Pyovb4fiyJIzeH33HQDAyMQQ7p5tMGxpP52KnZWWjePLzuHG/gDkZuUBYKOJhi7qh6adGgryAyyy8YkV5/HpRSQANgqr67j2GLygt84JLSk2GUcWn0XAibtcOGSjdvXhubQfLypJLQzDwHt/AM6sv4K4j6wvllUpS/Sa2hl9ZnnonGy+hMXiyOLTCLr4CDTFQq079WiK4cv66zxeo5QUzm+6hotbr3OIy6Wr2KHv7O7oMradzvfx3cMPOLr4DJ74vQQYQG4oR9tBLeG5bIDOLei8nHycWHEB13b7IiuNRcyt0qACBs3vjVZ9WgjyA8Bjnxc4tuwc3t1ncV1MzIzRcaQbhi7uq9OgSE/KwNElZ+Fz+Dbyc1gMlXoutTB0cV80dNN9hBB4KggnV11ElArp2dzaDN0mdsCgeb10LhZfI7/hyOIzuH06mA2zJYBmnRth2JJ+OtngaZoF6ju/yQsJkSzAX4myNugzoyt6TO2kcyL//CoKRxafwX2vJ2BoBjI5iVZ9W8BzaX+dvEyKAgXOrL2Cy9u9kZ6YAYCN1BswpyfaD2utc/xe33uHo0vO4sWtNwAAQ2MDtB/WBp5L++k0WrIzcnB82Xnc2O+PnAwWRLC6YxUMWdhH9Agh5MpjHF9+Hh9UuC6mFsXQZUw7DF7YR6exlhyfimNLzsL32B0o8thQ74ZudXX6JgGsbvgcvo0zay8h5j2Ly2Npa4EeUzqh32/ddH5kxLyPw+HFZxB04QEoFcWKU7cm8FzWn4ti0haKonBxyw1c3HKNNU4BlKpki76zusFjgrvOvg1/8glHFp/B45vPWd0wkMF1YEt4Lu2v8+g5Pzcfp1ZdwtVdPhxeTMW65TB4fm+06e8syA8Az/xf4ejSswgNZoEpjYoZoeMIVwxb0k+nQZiRkoljS8/h5sFA5GWzulHbqQaGLuoLR/cGOsu4czYEJ1ZeQMRrFs3a3MoUHhM6YND8Xjo/Er99ScSRxWcReCqIC1l37OCA4Uv76zxeYxgG13b74uyGq/gawWKO2ZS2Qu/pXdFrRpef38j5q07B/2KH4h86lvpPyvceS4nJ4sWL8eTJE1y/fh3Az+Fzc/f8fawYsBkEwMNZIWUkSpazwbYHq3m7Mtnp2ZjmvADR4XG86BM1L86s/RPQcaSbdhG4uPU6ds04zOXRLqNqw0rYeHsp72v4W3QSpjSfh7TEdF4UBikjQRDA8qt/CByEd888jAtbrrNOllpvE0EQaO7RWOBo+ellJGa4LER+XoGgDENjA2y+u5znBElRFJb324SQy4948Bzq3cPukzti8p+jeHV66vcS87usBsMwvL6SyUkUtzHHtgereZN4fm4+fmu7FOGPP+ns27Hrh6HvLL6DsO+R21g/cgdIghCMX5lq9tgavIJn4KQnZWBqi3n4GslHjSZlBBgamHdymmChOLHiAg4vOs21VbtedVvWxBqfhbydhrhPXzGl+TxkpWcL+paUkVjru5DHNcQwDDaP2wPv/QGC8QMBuA5oiT+OTeHtArx7+AGz3ZZAWaDkt0NOwsTMGFuDV6JCrbJculKhxAKPNXjm/4r3DqrhVgbO7YmRKwfx2h1y5TGW9tkAAIX6ioRNaStsf7ia58Sak5mLGS4LERkazc+v4ieatmssumpFZAEsncK2yft16kaleuWx+e4ynvGfFJeCKc3nISU+VVAnAFh66Xc078rnGto35zjOrr8igJYhSAJNOjhg2ZU5vF2cyNBoTHOej/ycfF6kDikjYWAox8bbS3mLME3TWD14K26fDRGMHRigy9h2mLZrLM/AeXHrDeZ2WsmjUwBY3TCzNMW2B6t5pLoFeQWY474coSHh/PFT9dvIlYMwsJCDcODJe1g99E+QBMmLrCVlJEpVssW2+6t4Bk5GSiamOc0XoEaTJAGaYTDnyBS0G9KKV4aaZ6+wbpAkgZrNq2O9/yKe8R8fkcDqRmqWoG9JksAq7/m8DwyGYbBt8n547fLVMbcBLr2bY/7pGUXaIftPC3cs5drmrx9L3br9rzyW+vlG5f9J4uLiYGlpyV1Xq8biaoSH87l5kpKSkJiYyP3+/yV5OfnYMGonu/gWCrOkKRqJ0ck4svA0L/3kqksCwwbQ8OJsnbiPR1vwLTqJ42kqHMpJUzQ+PPuMi1uu89L3/nYU6YUMG3V+mmaw1nM7j7bg7YP3rGEDCKx8hmFw/+oT3D7N51jaNGY38nMLdJZRkKfAhlE7een3zj9A8KVHAtwx9YR2ZftNvAkO49IpJYW1nttB07SgrygljYzkTOyeeZiXfnnbTYQ9+ijat/t+P8ahRQPsdv6W8XsBBjrHL/ZDPE6uvMhLP7LojMCwYfMzYMBg4+hdPNqC6PBYHF50mtdW7Xq9uReGG3v9eenbJh9AVlq2zr7V7he1PPN/xRo2gPArjQFunQrCg2uaHU+GYbBu+HYo8xXCdihp5GbmYeuEvbx03yN38NT3peAdVDfp1OpLPNqCgrwCrBuxHYyO8aMpGsnxqTgw9yQv/ey6KwLDBtCMzfYpB5CakMalJ8enYse0g2w9dIxfxOsvOLeBzz+2/4/jAsNGnZ+haazz3M4DI/zw7DNHbyJ4d2kGj7yfw//4XV765rG7kZedLwhBpikaigIl1o/YwXsXQq48ZqkPdIwdAFzf689D+6Yo9h2glJRO3chMzcbO6Yd46V67fBEaHC4cP9X1wQUnEfsxnkvPzsjBpjG7VbohbMfXiG84tvQcL/34svM66TBomqVd2TxuD49/LO7TV+yfy/LsFdYNmmbw7sF7XNnhw0vfNeOwwLBR14miaKwdto0XXfvq7lvWsAF0zG3AXdW89NPL/2AYOPAXjZukpCScPXsWK1euxNy5c7Fy5UqcPXsWSUlJf1f99JYfFRUFpVKz2KalpQny3b9/H+Hh4Twiz0qVKqF8+fLw8vLivdCXL18GQRBo3bq14Dl/p9w5G4LczDxJHiDfY3e4xY5SUri+108a70VJwe/oHe765oFASaArhmZwdedNLRK8dNy78FAU24GhGaQnZvAWu+t7/CSBrkiSwNWdGv6VTy8j8f7JJ9F20BTLI6M+JgDYL2x9IH7X9vhy1w9vPEPq1zRRbA5KSSP4ymOkfE3l0q7s8JYGPCQJHn9VwPF7kqinNEXjxn5/KArYxS4vJx++R25Lcvrk5eTjlpYheH2vvyRAGwBc0erbb18S8cT3hWgZDM3gW1QiXgS+4dK8dvtKj5+MhNcuzSIRGhyGmPA4UURnNW2BNqHg1Z03JUHgZHIS17WIMO9deIjstBxREF1aSSPwVBC32NE0Da/dvpK6wdA0fI9odMPn0C1JlF6aonF1lw+3OGemZuH26RDxvmXYPCGXNYsdqxvixxYESfB4u6LexUjyzdEUyx/37uEHLk2fbpByEtd2a3Tjmd8rJMUki77rNEXj4fVnSIrVBE1c2XlTEu2bJEmOkBIAAk8GIT9PnEaCpmjcPBSIAlWegnwFbh4MlBw/RZ4CgSeDuGvv/QGSOyYMzeCqFu9TUlwKG20oMbclx6Xiic9LLu3aHv26cXWXj+jvP4MQzF//+7fKD3MMXLx4Ebt27YJCoeBZzr6+vti3bx8mTpyInj17SjxBWi5cuICsrCwuMik4OBjfvrFfzr1794aZmRn27t2Lmzdv4syZM7C3Z8/5J0yYgOrVq6NGjRowNTXF+/fvcePGDdja2mLo0KG8MiZOnIi5c+di1qxZaNu2LT5//oxLly6ha9eu/+8h7tFhsZAbyCShxxV5CiTGpKB8zTLISM7UyxtEykhEh8VqyngfpxdmPTkuFQV5BTAyMUL85296kX1lchJf3sUCqqGNDI2WBLqiaQZftOoUE140Ft3osFgu/PrLuxg9Rh2NSNWZu7oMUkbqWewYxH1KgHUpKygVSiRGS/MGMTSDL+FafRseC1JOSiKx5mSwDr0ly9ogOS5FL2+QXC7jj194nCRAG8MwiPug+WKO+fBV79cWQRD48i4WjdqxYHNR+saPohEVqiFKjS7q+IXHcUCMMe/j9PKPRb3VLiMWMgOZZN8qC5RIiEpC5fqmyErL5u1Y6hKCJHh9G/M+TmX4i9crPTEDuZm5MLUwRUJkol7UZJmBDNFhmv5hdUP8HoZm+HX6Dt1QI+Pq0w1aSSNC5avF3hvHHdWJ1othEPM+HiXK2IBhGMR/ShDNC7DvSHQ4vx1yufTclpedj+T4VNhXskPq1zTOf1BMuHlH3Y73wh3swvI18hsoioJMJkPcx6+SgIqAZv5Uwx9EhcYUQTeiRX//Jf+s/JBxExAQgK1bt8LCwgJDhw5F/fr1YW1tjZSUFLx8+RLnz5/nfteOXPoeOXPmDA8o8O7du7h7l93CdXd3F1ApqMXNzQ0PHjzA48ePkZeXBxsbG3h4eGD48OGCcHUnJyesWLEChw8f5uo7ZMiQ/wibuYm5iV4+IwAoZs5G9+iDfgcAMOxzuTJMjdkvZklCQZKDJVeXJSU0zaBYcS0wtOImgjPvwmJipnmusZn+MoBC7TA3QXqS+OJFEEAxi2K88vRBzAPgHEZlcpleQ5OUESim5X9hYmZcpG1bddtNitBummZ4TqzFzI31GmlGWu9FUcpgGAYmWuNcrHgxidzqPIXaXQTRboexqTHyc8QNO4IkUMxCuwyTIo2fuh1GJoYCvxkdpfDabWxqrDcogiQJGJqwPhtFeW9piuaVYWpRTG+9tPvzR/qW9QlKFc8MwFRrjE3MjYs276jGnCAIGJkYShrmpIwsVCdjvYaEOp/2/6Wk8HtrYqZfNwyNDbjdnaLpH83Xv+ImQj+0QmJShAjBf1T+hx2Kf+hY6uTJk7CwsMDBgwcxbNgwODg4oHz58nBwcICnpycOHDgAc3NznDx5Uv/DROTs2bOcQVP4T71LM2/ePN41AIwZMwYHDhzAjRs3EBgYiHPnzmHmzJmiODwuLi44cOAA/P39ceHCBYwePfr/nTQTYJ3RpBRTzdeihrE3MTNB4/b1JbegKSUFFy2Icpc+zSW/PGRyEi17NeOcfcvXKosy1ez18ts499Ac77Xu5yQ5kZEyEq4DNCi6Dq51eIulLjExM0ZDLfAx1wHOku1mALhqOeK26N5EbxvsK9uhYl02KosgCLj0aS65BU0p6UJ920Lyq5yUkXBwq8tRPFiXskKt5tUkj2doqlAZet4RmZxEm35O3HV1x8qwKW0lmh9go2K0nV7b9HeWXOQJkuCNX5OODnr5x4qXMOfxUbn21zN+NMOLRmvZq6le3ahcvwIHmmdkYoRmnRvp1Q3tMlr1aa53/Jp7OHLRTGWqlkKF2mUl+4phGDj31OhGq74tJA0bVjc0721dl1p6+ceMihmhsVbkkOsAZ8njGYIg0Ka/5h1p7uGol3+sZDkbnkN/635OehnUXXoXfd4hVc7w6mjQ4jbmqNeqFkgJqhFKSaNVX834FUU3WvVtwY1XFYeKsBUBIOXqJSPR3ENLN/o5g5CYSEgZCbeBLUV//ynkr/jb/Mv9bn7IuImKioKrqytKlCih83dbW1u4urr+v/Mz/ZulfM0ycOnTXJR/haEZDFvcl5c2eEEf1pDQcQspYzmZtAkIG7evz5Iv6piYCJKleej/ew9NGkHAc2l/0ReaIAl0HOHKC6N2G+wCuwoldZZBylhY+u6TNdxERiZGGDi3l+4CVNJ/Tg9eBFe3iR1gotrF0FVGiTI2aKsVSVGitLVoeLhaPJf25y0K/X/vAYIkdd5DykhUa1SZpb5QSQ3HKnDs0ED3gkqw4zdkAZ8+Y+jifqKGICkj4dyjKY9Gwql7E1SoU07nwkKSBGRyGXrP1ERwyWQyDFvSX5CXqxYBdJ/ciYcA3XGkK6zsLET71tzKDJ3HtuPSTC1M0WemhyCvtgxZ0IcX4txrehfVV7Swb2Vylq+stdbCVaaqPdwGtRQ1BBmawbAl/XhjNXBeL66NutpRr1Ut1G2p4Q1q0KYO6jjV0NluNU2AdgQQQRDwXDZAnH+MJNBuSCsejUSb/k6wr2wnMn4kjEwM0V2Lm8jQyACDC70zhaXf7G683QWPCe46qRTU7bYqZYkOw9twaVa2FizHmYRuDFvC142+s7ux0ZIi41epXnmewVylQUU07yrOkcUw4Cgj1DJkYV8wNETntqadG6Gqg8bgatalEao0qKB7/EgCpIxEv9+6a55BkvBc0k+0zQRJoOu49rwIvPaerWFtbyk6txUrboKu490Fv/2Sn0N+yLgxMzODsbH0Np+JiYno0dEvYeX3w5PhpPrSI1X8UARBwNDYALMPTkSzLvyw0noutbDwzEx24SfYr3D1xNmwbT0sPj+LN2mRJImV1+dy2DTq4xeA3dpedmWOgFbAdYAzJm8bxdaFJCA3kHETSNvBLpiyYzQvv4mpMdYHLuaoA2RyGWSqMixtLbDOfzFsy/GN4P6/d8fAuT3ZSUirDIIg0O+37hg0j2/8lChjgw0BS2CtYtiWGcg4R83SVUth460lAkySSVtHor0n6xROykheeyZuGcEjUQTYCXmF1x/c8Yhcq4yaTatilfc8AabFwrOzuK9oNb8XCMDYxAjzT00X0EI06eCAOUemsEcdhcavedfGmHNsCi+/3ECOtb4LUUU1qWv3ramVKVZ5z+eFXANA59FtMXrNEI4Tixs/Aug8tj3HI6UWcyszbLi1BKVUrNraZZQsa4MNt5YIQCI9l/VHz2mdAULTt6RqQRm2pJ+ATNC+sh3W+i7kQn+1x69C7XJYH7BYgNcza/8EzuDhxo8gYGAkx4y943m7hwDLjr34wmwYm2mPH9u39VvXxrLLc3i6QRAEll2dg3ouNbl2q3XD2MwESy7+jppN+RGTLr2aYfrusZAbylkyVS3daNPfGTP2juflNzIxwobAxSinog7Q7luLkuZY67eIZwwBrCE4ZGEfVXgyydON3jO6CvjmrOwsseHWEm7HTmagKaNUJVtsvL1UAAA4fqMnOo124/etylgeu24oOmoRxAJAxTrlsOrGfG4XUnv8qjWqjLW+CwWO0/NOTuN8V7R1w8jEEH8cm4LG7Rvw8jdqWw9zT0yDkQ7daNLRAQtOT+fll8lkWO2zEDVUbOTa42dqUQwrrs0TYAK5e7bB+I2ekMmFc1uHEa4CTi3T4sWw8fZSlFaFxWuPn7W9FdYHLIaNvfRO6T8t/8sOxT+Ec7N+/Xq8evUKhw4d0nmEo1QqMXz4cDRs2BCzZs36Wyr6s8pf5ZYCgIg3X3D33H3kZOSibHX2q1UKkTQ3Kxe3TocgKjQaxqZGcO7ZVCc4m1oYhsG7hx9w/+oTKPIKULlBRbTu10ISCTkjORMBJ+4h/nMCzK3N0Ka/E8rV0M3vArDn1c/8X+O5/ytQFI06TjXQopujJFpoUmwyAk4EITkuBdb2VnAb1FJgCGmLUqHEfa+neBsSDpIk4NC2HntUJ7EtH/MhHrdPByMjOROlKtmi7WAXUe4qgMW7uXvuAT69iICBsSFaeDRGrebVJb90Pz6PQNDFh8jNykOF2mXRZoCzJFpvdno2Ak8FIyY8Dibmxmjdt4Uo9xHAjt+boDA8vP4UygIlqjWuApc+zSWRdFO/pSPwxD0kRCXComRxuA1sycMuKSwUReHJzRd4eTsUDMMa0s26NpIEKUuISkTgySCkJqShZFkbuA12kZzsFQUKBF96hLBHHyGTy9CkowMatKkj2bdRb6Nx5+x9ZKfnoHTVUnAb1FISbTk3Ow93zoQg8s0XGBUzglP3JqLcRwDbt+GPPyLkymMU5BagYr0KaNPfSRIJOSMlE4EngxD/KQFmlqZo1a+FwMgsXMbzwDd46vsSlJJCrWbV4NSjiSRKeFJcCgJP3ENSbAqs7CzRdnBL2JYXP1ahlBQeXHuKN0FhIAjAwa0eu7MooRuxH+Nx+3QIMpIzYVehJNwGt5REBC7IK8Dd8w/w8dlnGBgZoFmXRqjjXFNy/D69jMS9Cw+Qm5mHcjXLwHWgM88HqLDkZObi1qkgfHkXCxMzY7Ts3Yy3Y1NYGIZBaEg4Hl57CkW+AlUaVkLrvi0kkZDTEtMReCIIXyO/obiNOVwHOusEnlQLTdN46vsSLwLfgKYZ1G1ZE827Ni4SyvQ/Jep1KdHFFQoLyx9+jkF6Gkreu/WvxLn5IeMmKysLM2fOhImJCcaOHYs6dTRfqG/evMG+ffuQm5uLTZs2/dfv3vwdxs0v+SW/5Jf8kl/ydwln3LT8G4yboH+ncVMkz9n+/YXn+EqlEsnJyZg0aRJkMhksLCyQnp7OYcbY2Nhg9OjROH36tODeX8KXL2GxuHuO/TotW90ebQZIf93k5eTjzln1zo0xnHs2RZUGFSXLCH/8Efe9nqAgtwBVHCrBpXczya+bzNQs3DoVjPjPCTCzMkWb/k6SXzcMw+DFrTd45v8aNEWjdovqer9ukuNTEXgyCCnxqbAuZQnXQS1FWasBdnfh4fVneBsSDoJkfYwautWV/HKM/5yAW6eDkZmShVKVbOE60FmSS6YgX4GgCw/w6UUkDIwM0NyjMWo0qSpZRsTrKNy78BB52XkoX7scWvdrIclhlZOZi9tnQhATHgsTcxO06tNclNEdYPv27f33eHTjmWrnpjKcezaV/PJPT8pA4MkgfPuSBIsS5nAd2FKU0R1QfZ36vcKr26FgGAb1XGrBsaOD5M5NYkwybp0KQmpCOkqWtYHroJaSPGdKhRL3rz5R7dyQcOzggHoutST7NuZ9HO6cvY+stGx252ags+SupnrnLeJ1FIyKGcG5R1Oec6wu+fDsM4IvP0JBbgEq1a+AVn2aS+5qZqVl49apIMSpdm5a93cSZXQH2PF7dfetaueGRs1m1eDUzVFSN1IT0hB4Mki1c2MBt0EtueACXUJRFB57v8CboHcgCAINXOuiUbt6kjs38REJuHMmBOlJqp2bQS0lebIUBQoEXXyEj88+Q24oR7MujfTuakaGRqt2bnJRtkYZuA5wkuSwys1idSM6LBYmZiZo2buZTsoJtfwfe98dFjX2vf8mM/QOomLvihV7RUURULH33rtrWXvvvffee0NURCkKir0rFqyIIL13ZibJ748wmQmTZFjd72fd33qeh0dz5ya35dx7cu8576velX509Rm3c9Oie2PJXU31zlvc1wRY2lmgdd9mOseD2kLTNF7cfI3nN1+DoWnUaF4NjTrU/fWpF/7jUqidm969xR2x9MnZs2d/+N5/g/zMzk1eTh7WDduBW2fvcxDgKhUFI2NDTNkzRgduHGARSdcM2Ybs9BzIDWSgGQa0ikajDnUx79RUneOQ9OQMLO21AS+D3rB+GAQBlZKCha055p2aonP2DQA+ewKwc8pBqBQUZHISNM1SGLgPc8HkXaN0FtW4iAQs6Lwa4aHf2AmbACglhSKl7LDs0iydxYVhGBxdfBYnV3oBDKMJ6SQI9JnZBcOW99OZMD+//IqFXdYg/lsie+7NsFvxZWuUxrLLs3QmJ5VShW0T98M3H+yLJAlQKhpyQxnGrB+CLhM8UFCe3wzFst4bkZGcmV8GA0pFo5azIxZdmK5znJWTmYNVA7bi/pUnvL41sTDGjEMT4dy9sU4ZN0/dyUdozoNcLuP61rlnE8w8PFHnOCQlLhWLuq3DuwcfeGVY2Vti0fnpqOWsy2d0fuMVHJhzAhRFQyZjx4+hGXQe745xm4fqTMpRH2OwoPNqRL2P5nwKKCUFhwrFsOzyLB3Di6Zp7J91HOc3+YAA67dB5fODDV7ch/WnKjB+7x5+xOLu65Ack8Ibv8r1ymPppVk6C7ciT4mNI3fhxokQnm4YGhti0o6RcB/K9wsBgIdXn2LVwK3ISsuG3EAGJn/86rvVwYIzU3WMoszULCztvQHPA0N5fWtmbYq5J6YIcrVdO3AD2ycdhDJXydMN10EtMXXvWJ1FNSEqCQs6r8bnF195umFXwgZLLs7UOTJjGAYnll/A8WXnQNMMO34UDQZAr2mdMWJVfx2DJfz1Nyzssgax4fG8vi1drSSWX5mNEhWL8/JTKgo7Jh/Eld3+Gt2gaMjkMoxaMxDdJ3fUafer22+xtOcGpCWm8/q2RrOqWOQ1Q8eozcnKxZrB23D34iPe+BmbGmHa/nGCfFS3zt3HhhE7kZOVy9ONZl0aYvbxSTofDKkJaVjcfT3e3A1j/WgIQKWkYGlngYXnpun4vAGA97Zr2DPjKCil1txG0+g4uh3+2DZCx+CM+RKH+Z1W4du77zzdKFbWHssuz5I8Tv4nhdu5ae4C1U/s3MjTUmF/99+5c/PLc0v96vIzxs2K/ptx++w9YdwJAlh5dS6Px+nNvff4s9VCFjW1wC3qaKnV1+dzaTRNY4rzArwXoBVQOxBue7CSd6Z969x9LO+zUbC+BEGgw2hXTNk1mkvLzc7DqFp/IiEyUSf8k5SxXEP7X2/kLV7nNlzB3hlHRftlxKoB6DurK3edFJOCkTWnIjs9R6cdpJxEkRK22P96I++LcNsf+3Flp79odMvck1N4YbjhoRGY0Gg2VEpKJ3yXlJOo5FQe2x6s5C0s8zxX4YmfACIwwfbV+puLeTxOTwNeYo7HCsE6kSSB5t0bY+FZjY8apaIwrv5MRLzVBWojSQIGRgbY9Wwtzxfq+qEgbChAX8FViwB6TuuM0Ws1YJaZqVkYWXMqUuJ1KTdIGQkLW3Psf72R54txdPFZHFvKh8/Xlj+2j0Tn8e7cdUx4HMbUmc5SbhRoh0xOwqFicex5sZ5nGKwZsg03ToSIhlIvvTSLR4YZ9ugjprSYz1JZFOhfdbTUusBFnNHFMAymtV6EN/fe6+oGwTpHb7m3gnNYBYC73o+wuPs6wfoQJAG3Ia0x/cB4Lk2Rq8Co2tMQ9zVeUDeMzYyw9+UG3o7axa2+OvQH2jJkSR9epFFKfBpG1pjKUm4I9K1NcRvsf72RtxO8e9oReG32EcX3nHl4ItoNbsVdR7yLwvj6M1kuMQHdKF+zDHY8Xs0zmhd3X4f7V54I6wYIrAlYwONxehn8BjNcl7BjJzC3Ne5QD0svzeLSKIrCH43n4vOrrzrvLUESkBvKsfPxGl70YeDx21gzeJtgmwmCQNdJ7TF+0zAuLTsjByNrTkVyTIrg+JlZmWL/6428CKtfRTjjptnfYNzc+3caN/8ZbqlfTSLff0fw6buigFoEQeDoYv6u1/Fl59n/CNxCU6zTW9gjDTT78xuheCcC587QDBiaxpm13po0hsknaRSuM8Mw8N0XyINmv3nyDmLDdSdvdZ1yMnNxabsGBl2Rq8CJ5eeFC8iXU6u8kJvPmA0AV3b6CRo2AIvAGh+ZiBsnNNDsSTEp8NkdII6/QwCHF57m/X5m7aV8jiDde2gVjQ9PPuOpvwaa/cPTz3jk+0wYa4Nhx69gO48uPivatzTNIOT8A0S81SCe3rv8BOGh34TbTTNQKVW4sNGHS6MoCkcWnREuAGwI7sWtvjw0X79DQUiOSRVEQqYplodLG1o/Kz2b40sSk6NLzvL4xy5u8RU0bAAWvyTqfTRCzj/g0qI/xyLw+G1Rw4YgCZ12nlzpBYbR5RlSt+Nl0Bu8uafhkXt1+y1CQ94J6wbDGkinV3nx0tQEpkLC0Az8Dgfx+Mdunb2P6E+xorqRm5UH723XuDSlQilpNALAmbXePP4xn93+yEzJFO3bpO/JCNCinUhNSIP3tmuSwOWHF53hcUKdW3+Z5aIS0Y3PL77i4dVnXFp4aATuej8S1w0SOu08tvQc27cic9v9K094/GOPr73Ax2dfBN9bhmZAqyicW39Z8wya5njahIRhWLqGlPg0Li3g6C0kRCWJjl9Wajau7gnU+e23/Bry27j5hyTkwkO9wGZhjz5xhkROZo4kbxDAhirePnefu7597r7kuT6lolkuqXw/qW9h3xH1PlofYwPuaJHF3Tp7V/LMnaZYHiC1vAh6o5dGIjs9h8d/dPPUHWlQNxAIOq0p496lx9JotQwQ/SkWX1+zlA0Mw+DWuft6AQ+1+zbk/AO9wGbPAkORmcryH6XEpbK8QXpA3W5rLfK3z9/XA0xHI+jMXe7649MvSIySppFQKVQ8brCg03ckQRgZmkGQ1vg9uf5CL41EWkI6z5AI0jd+JIFb5zScWne8HurlDfr84itnSChyFXjg8/Rv1Q2aonHv0mOOGyz6cyy+vo6U7CuCIHhEisFn7+kFbdTWjdCQMGQkZ4rmB1jagif+r7jroFN3pKkUwPB0g+VXkqaRiI9IwKfn4Zp2nLknDconI3H7vKZvb527r0c3GITefoe0xHQA7NH5y+A3ekH5eONXCN0IPnuPG68vLyMQ9zVBNL/6nvuXn3DXwVq6JdgOmsaNkyGSef5p+S+Hgv82bv4hyU7PFgXw4+XLYDlXcrPy9KNFEqxhwN2bmQuGFp8wAPb8WE0AqX2vmJAkycuXmZqtF2o9O0OTPydDfxlsXbIF/y8kDMMgK1XDGJyTkSO5qKglK78dKqVKkgQTYCfkLK26Z2fkSJKScnXJ58zJLkS7SZLgj5/IbpW25Gpx8qjfFSkhCpShz9AsmKcw7QD471JOlnS9GJpBViq/jMKMn7qM3Oy8QtA1MPw6ZebqfW9pmoEi35DLKUTfkjK+bmSlZumtV85P64aeexggM42fv1DzTv5zGYZBntYuqpDQFM3v24xcvdQWgOZdKkzfEkQB3cjQrxuKHAW3A1Uo/ZORvL7NSsvWO+fqm5t+CfkPohMDv42bf0xKVS0JlZ4vKAMjOexLsdFDlnYWMLOS5gGiKRol88kKAbARHHomGVsHay5qyqFCUcmvISDfUbGqpoyy1UvpZQUvrVWnklXEo0q0RbsdpR1LSU7IMjmJMlpOr6WqlNA78REEgRIVWSdkA0MDFCklHokCsEaBdkRMYcowsTCGdVHWCdmuhK1e2gKVikIprf4pXcVBmhWcAA+7pmSl4uJ584WhGZTijV9pyTJIGYkyjhqfnlJa4yIl2u0oWdlBcrGTyUkO6E5dhhRpJsCCvBUtw2IimVmZwsJWGnKCphmdOukTqyIWHHdQ0bJF9NIWUEqK937r0w2CJHh1KlVI3SjF042Skjork5M8DJ5SVUvo55YiNP1DEAQcKhSVzE7KyAK64SC50wOwNBJqUE6b4tZ6ufMoFc17b0tVdtA7VxUtW4TzAypRsZheShaaonl9W0bf3FZAN37LryW/jZt/SLhwYRGFI2Uk2g5oyTnJyuQydBjZVnoik5FwG6JxBGw/oo30NjpJoNNYDRS7tb0VmndtJFoGQRCwKmLB41/pOLqdXlbwTlrOpZWcyqNS3fKiZZAyEhVql0WV+hrk5E5j3SQnZEpFw3NMO+66UYe6sC5qJbqgkjISTTs34DkCdh7nLn2EQNNoP7Itd912oLPksQYpI9F+eFsusszY1AjtBreWHD8jEyO4aHHVtB/lKskKToBA5/GaqK9iZe0l+ccIkoB9aTvUc9U4cnYc006yDJqieRDzNVtUQ8nKDqLGJikjUaN5VZ6Tc+dx7mAkPgMLjp9zj8asIS+hG636NNMg5spk8BzTTrJvSZKAmxYNgXsBFF7d/CQ8x7pxx2OWthZo2aup6GJHEIC5jRlaaHFLddCjGwzNoNM4jW6UrV4ajo0ri+sGSaB0tZKo3lTD29VprJukkV2wb+u71UaRkrai7zopI9HQoy6PYqXTOA+9x2sdRmkoOtr0bwEDCUOelJFwG9KaC7c3NDKAx7A2kuNnYCTnoYq3H9mW5xdUUAiSQBct3ShS0k6Sf4wgCdg62KChhxOX5qlvbqNodBrrLvr7LyE/s2vzL9+9+W3c/ENiYmaMP/eNBQFCZ6Eg5SSKlLTFsOV9een95/VgF5YCCqqeeCZuG8ELVy5axh6j1rCRMQUXelJGomKdcugxlR/2OWb9YFjaWeiUoeaWmX5wAi8UvEazqhruqALzH0ESaNShrg653LT941iuIYEyDIwM8Of+cbz6turdFE07NxA1VjzHtOOFRMsN5Jh5eAJIGaFThkzORgCN3TiEl95tcgdUrldBt2/zyxyxcgAv3NzS1gKTd47i2lmwHQ4VimHAgh689CFL+8C+tJ1uu0kCIICpe8bwQvnLOpbCoIW98usBnXuqN6sCz7HteOkTt4+EmaWJziJMykjIZCRmHJrA82dp4FaHo6koKATBkiY269KQ1x8zDk2AzFAuOH7GZkaYsnsML919mAvqtqmlu0DmX/ae3pkHF2BkYoRpB8azUUsCfWtb3BojV/NpJPrM7IIy1XR3MdRljts0jGfMFilhi7EbhnBtKlhG2Rql0Gt6Z176qDWDYGWvy8PFjh+B6QfG87CjqjaoiB5TPXlt1a5X/Xa1eVFJADB17xgYmRoK9q3ckKVl0a5vi+6N4dyjsegGrcdwFx4JrUwm494BId0wszLFhC3DeOmdx7uhmoDRpS5zyJI+vB0PMyszTNk9mo2MEhi/YmXtMWQJH15k4MKeKF7OXnj8CGDSzlGcMQuw/GPDlvXLr0eBMkgSVRtW5HHaAcD4zcNgbm2ms1OpprqYcWgC74OlTusavA8aftsJNO/aCC166MI9/EryX/a5+R0K/pPyswjFzwJf4eiSs3hzl3XANDA2QLuBLTF0WV/YFLPWyZ+Rkomji87i+qGbrB8OgMr1K2DQwl680FhtuXX2Ho4vP4+vr9lIHFNLE3QY6YpBi3oJ0gTERybi8ILTCDp9l/NFcXKpiSFLeqNmC11cFYZh4LPbH2fXX0ZsOOvkaV3UEl0ndkCfWV0EKRi+vonE4YWnOedfgiDQtHMDDF3aRxA7QqVU4ey6y7i41Rep+RENxcrZo9e0zug8XpgI8M299ziy6Aye3wgFwB5ltOrTDMOX9xOEss/JzMHxpefhszeQO0svW6M0+s/tLsr++/DqUxxbeh7vH38CwG63uw9tjSFL+ggCoqXEp+HIwjMIOBoMRS7rrFq9aRUMWtQbDbTYnrUl4OgtnFrthciwaACAubUZPMe6YeCCHoJgczFf4nBo/incPv+AdR4lgAbt6mDI0j46fEkAuyvlvfUazm28wjkk2zrYoMeUjujxp6cgWNmn5+E4vPA0Hvk+B5OPVdSiWyMMXdZXkKZDkafEqZVeuLzTj4vWKlGpOPrO6gqP4W0Ex+9F0GscXXIWobffAVB/vbO6IUTzkJmahaOLz+L6wZucr1OluuUxYH4PtOgmvAiFXHiAE8vP4/PLCADsUWKHEW0xaHFvQSDNxOhkHJ5/CjdO3uF0o3ar6hi8uDfqtNLFVWEYBtf238Dptd6I+RwHgD3u6jKhPfrO6SoIxPgt7DsOLzjNRRwRBIHGnvUwdGlfQbBOSkXh3IYr8NpyFSmxqQBYZu9e0zqjy0QPQefsdw8/4sjC03gawDony+QytOrdFEOX9RUEtMvNzsOJZedxZbc/54NVxrEk+s3pLojHBQCPrz/HsSXn8O4hG8FpZGKIdoNbYcjSPoI0D2mJ6Tiy6Cz8DwdxTuvVGlXCoEW9BTGHAODmyRCcXOmFiLdRANgjSs8x7TBgQU9BIM3Yr/E4vOB0vpM0e/RZz7UWhizpw3HwaQtN07i8ww/nNlxG/LdEAOwxWvdJHdBreudfloJBvS4lNXaBytL6h58jT0+F3cN/Zyj432LcpKenIycnB8WKiaM8/v8qfxf9QkpcKrLSc2BXwkYS3VYteTl5SIhKhrGZkSSqr1oYhkHi92QochWwL2UniU6sluyMHCTHpMDcxkySc0YtNE0j/lsiaIpGsbL2hVL8jJRMpCWkw8reUpIzSC2UikL8t0QQJIGiZYpIRtWoJTUhDZkpWbB1sJHkfFKLIk+JhMhEGBobslv4hXCOTIpJQU5mLoqUtJXkJVJLTlYukqJTYGphXCicDIZhkBCZCKVChaJlikiiE6slKz0bKbGpsLA1l+TTUgtFsX0Lhu+vICXpyRlIT8yAdVEr3pe1mKiUKhaIUc76zBSmbzndcLCWRLdViyJXgYSoJBiZGEqi+mpL4vck5OUUXjdyMnOQFJMKMytTSVRmtTAMg/hviaBUFIqWKSLJuaaWzNQspManwbKIhSSqtlrUugGCPaIsjG6kJaYjIyULNsWsJFHR1aLWDQMjA9iXsivU+CXHpiA7o/C6kZudh8TvyTAxNy4UMSXDMEiISoIyTwn70kUk0YnVotaNvzq3MTSDomWK/LJGjVp+Gzc/YdxkZmbiwIEDuHnzJtLS0kAQBIKCggAAb9++xaFDhzBy5Mh/XYf8VfnNLfVbfstv+S2/5VcSzrhp9DcYN4/+ncZNobilCkp6ejrGjx+PyMhIVKlSBdbW1oiIiOB+r1ixIl6/fo2AgIB/XYf8ryUmPA5em6/i5qk7yMnIQYlKxdF5nAc8RrQR/AKhVBQCjt7CpR3XEfEuCkYmhmjVsyl6/OkpytodHhqB8xt9WP6cPCUq1i6LLhPbo03/FoJfd7nZefDdG4gre/wR9zUeZlamcB3YCt2ndOQ5GmrL67thuLDxCp4EvAKTzy3VfYonmnjWF8yfkZKJS9uv49r+G0iJT4W1vRXaj2iLLhM9RPltHvo+g9dmH7y594H1WXCtjR5TPQUpCAD2a/ziFl8EHLuFzNQsFC1rD8/R7eA51k3wC5KmaQSfvgvvbdfw+eVXyA3laN61EXpM9RTl7or6EI0Lm3wQfPYe8nIUKF21BLpMaA/3oa0Fv+6UCiWuHwzClV1+iPoYAxMzI7j0bYHuUzrqwOSr5eOzLzi/8QoeXHkKlZLllur2Rwe07NVU8Ms5OyMHPrv94bM3AIlRSbCwNYfbEBd0m9RedJfoRdBrXNjkgxdBr1lW8JaO6DnVU5CeA9CAwfkdCkJaYjrsHGzRYZQrOo93E+R+YhgGd70f4eJWX7x/9AmknESj9nXRY2onODbWPSoDWFoPr81XceNkCLLTs+FQoRg6jXNHh5FtBXdXKIrCjeMh8N5+DV/fRMLI2BDOPRqjx1RPUe6ur28icWGTD0IuPIAiT4nyNcug68T2aDOgheDOlSJXAd99N3Bltx9ivsTB1NIUrgOc0X1KR1HW7rcPPuDCpit4fP0F6Hxuqe6TO4r6kWWmZuHSDlY3kmNTYGVvCY9hbdD1j/aiO3CP/V7Aa5MPQvNZweu2qYUef3oKHpUB7E6j91Zf+B8JRkZKJuxLF8nXjXaCu2MMw+DW2Xu4uNUXn56HQ24gR9PODdDzz06i3F3fP8XgwqaruHX2LnKy8lCqsgM6j/eAx3AXwZ0rlVIF/8PB8N5xDVEfYmBsaoTWvZuh+1RPUe6uTy/CcX7jFdy//AQqhQoV65ZHtz86oHWfZoJ9m5OVC5/dAbi6xx/xkYkwtzFHu0Gt0G1yB9Ed8Fe33+LCJh88uxEKhmZQs3lV9JjqyUOP/1XlZ/1m/nM+N1u2bIGXlxcWLVqENm3a4NChQzhy5AiCg4O5PLNnz0Z8fDwOHjz4d9b3l5Of2bkJe/QRM12XIi9XwUWsqPWxprMjVl2bx/OpUClVWNxjPR76PAVBEhyGhkxOgpTLsPLqXDi51OSV8cDnaT5kPMN5/pMkAZpm4NKvBWYf+4Nn4GRn5GBGm8X4+DycB4VOykiYWZpgQ/ASHZ+Yq3sDsHncXshkpKaMfE6cvrO6YsSqAbz8idHJmOq8APERibyIB5IkYF+6CDbfWaZznHB4wWmcWHFBw0OV325KRevA/QNAxNtITG25EFlp2Zpoknzo94pO5bA+aDFvG56maawbugOBx29z/aMuAwAWnpvOc6wFgJe33mBu+5WgVCqu3epxaejhhKWXZvEmcUWeEvM6rsSLoNcgQHCRbDI560i9JmAhqjepwivj1tl7WDlgCwgCOn3bYVRbTNk9hjeJZ6RkYmrLhfj2LoqHsULKSFjaWWBTyDKdheLCJh/snnYEpJzk3kN1GcOW90P/ud15+WO/xmNKi/lIiUvjReoQJIESFYtj851lvK1+hmGwa+phXNzqqzN+NMVgxqEJOo61H599wfQ2i5GblVdg/IDqzapitd8CnoFKqSgs67MRdy8+0tENgiSx/MpsHUPt8fXnWNh1LRia1hm/lj2bYO6pKTwDJycrF7PaLUXYw09cu9R9ZWJujPVBi3lUJkA+HcbInYK60WOqJ8asH8wbv5S4VExxXoCYL3E642frYIMtd5bpGFHHlp7D0cVnBXVj/OZh6DapAy9/5PvvmOq8ABkpWTrjV65GaWy8tZR3xMgwDDaO2oXrB4N0ymAYYN6pKWjZsymvjNd3wzDbfTmUCqXW3EaAAYN6bWth2ZU5vI83pUKJBZ3X4GnASx3dkBvIser6fJ2PmBCvh1jRl6WKKTi3uQ1pjWkHxvHmtszULEx3WYQvod90+tbc2gybQpahTDX+B6L39mvYMemgoG4MWtgLgxf/OO/i/6Wo16Xkhj+/c2P7+N+5c/ND0VJ3795F06ZN0aZNG9E8Dg4OSEiQRoT8LwulorC4+zoWll4r3JCFkAfe3AnDieUXePdc3OKLR/kw59rKSaloqBQqLO6xjkdbkJGSieV9N4KmKF5Io3rhDjp1B9f2a6D1AeDAnBP49OIr+3wts5emaGSl52Bprw288PLI99+xZdy+fLI+mpcfAE6v8cYTLdoCANg0ajcSIhN1QjlpmkHi9ySsH87nRnp2IxQnVlzgPVfdboDlkdKmLWAYBkt7beAbNgDAsL99eRWB/bOO88rwPxyMwOO3ef2jLoOiaKzot4lHW6DIVWBJj/VQKZS8dqvH5Yn/S5zfcIVXxqmVXngZ/Iarh3YZilwlFndby6MtSIpJwepBW0FTtGDf+u67gaDTfBTVXVMPIzLsuw54nJpKYWW/Tbz0j8++YPe0I2wegTIOzT+F13fDePesGbyN5aIqEILM0AxiwuOwdfw+Xvr9y09wcasv77nqdjMMg/UjdvJoCyiK1Q2eYQPk9xvw7v5HHC1Av3Bpx3Xc837M1UO7DEpFYUnPDTzagqz0bCzttQGUkhIcv9sXHsBndwCvjCMLTuP9488cPYN2X+Vk5mJJj/W8dzrmSxw2jdolqhsXNvnwaAsAYPO4vYgNjxccv5TYFKwdup2XHhryjqNpEdKNnVMO8WgLGIbB8j6bdAwbddsj3kZx74NabpwIwfWDQYJl0DSNVQO3IiUulUtXKpRY3H0dFLkF5zZ2Tnl+8zXOrPHmlXF27WU8C3wlqBvKvPzn5Sm59JT4NKwasAVUQd3I7zf/I8G4cZyPHrx3xlGEv44U7NvM1Cws682f28JDI7BjMvtxLqQbx5aew8tbb/DLy38wDBz4QeMmKSkJ5cqVk8xjYGCAnJzCIW7+F+WBz1MkRaeIYlTQNIMru/w5+HeapuG11VcUt0aN8hp8RgNjH3DkFhQ5SlE6BYIg4LXlKnednZEDv0NB4nWiaER9iMGLIA01gs/uABAyaYA2722+3HVMeBweXX8uih9BqWg8DXiF759iuLRL269JgmnJZCSu7PLnrkND3uHbu++S7fA7EoysNA2qsdeWq+JYHgygVKjgdyiIS7p17j4ykjNF8XcYmsHFbdc4aguVUoVLO66LItbSFI2UuDTcu/SYS7u2/4YkhglJErioNX5piem4eVKc6oCmaHx8Fs5FdgHA5Z1+0n0rJ3Fph4b/KPz1N7y+EyaKjUOraNy5+AiJ0clcmtfWq3oB167u1XD0PLn+gnNMFyyDpnF1XyDyclhDnmEYXNzqK4qlw9AMcjJzePxjN46HsMjGIspBgNUN9e+52Xm4KjEeNEUjNjyexz/msydAEkSTlJG4uFUzfvGRibh/SYBsMl8oFY2XwW8R8S6KS/Pe5qt3/K7s9OOu3z38iC+vIiTbceNECNKTNYa8Pt2gVBRn/ADAHa9HSEtIF33XGZrBpR3XuWgliqJwacc1cd2gGaQnZeDOBQ01id+hIPZDQGxuI/lzW0ZKJgKO3ZZs99fXkTzakCu7/CHTA5CozQ32S8rPGDb/cgPnh4wbS0tLxMfHS+b59u0b7OwKF6nwX5SwR58gM5D2uM9MzeL4UNKTMvTyBskMZHivRZz5/sknSfAthmHw7d137osoMuy7Xt4gUkbi/SPN4vj2wXtJEDhKRePt/Q/c9cenXwqlMB+efNGUcf+DJJgWpaJ5k9L7x5/1LqbKXCUXPkqpKIQX2KoWkvdPNO3+8Piz3vFLjklBShwbtp4QmaSXN4gdP00Z7x9/kgQvpGkGH59p+ik89Jte3iCCIBCmPX733uvt27f3NOP3/vFnyecD+dxPWtxE7x99ljTSaIrGuwf8MvRFo2Sn5yA6P7Q6Ky2bhSCQGD6ZTMYz6t4/+STNX8UwiP4Uy4WUf/8Yw6O6ECxDTvL6590DYdJatdAUzRuLT+qjYD3yQauMQunGfS3deCQ9JwAs/1h4qIZ37dPzcEndYBgG7x9rzTuP9c9taQnpSPzOGsBJ0Ro9ERO5gYzXVx+efJIcb5Z/LJzbSYt4E6mXYoUgCV7fvrlfCN3Q6tvf8mvJDxk3derUwd27d0UNnK9fv+Lhw4do0EAYd+W35PtyFGIiU08ShQ091PbxkMlleumPCALc10mhymAYyLTKKExIq1xroit8O2SC/xcTA0PtdpOFWiTU7SBIQu+ETxBEgb4tnOrIufErRH4GvEVBZiDTWy9S/tf6lmEY/ngUom/lhn+93bK/2Ff88ZMVavz+Ut+iwHsokxUqjFn97ML1Lf5y38r+4vgVfG6hxq/AnFCYeUf7Hn0fCgRBFBhvWaE+YNR1L4x+M9CdR/TObSTJjTFZqLmN35+Fm9t+KCbnfyb/ZRC/HzJuBg0aBIqiMGHCBPj7+yMtjbW6v379Ch8fH0yZMgWGhobo27evnif9d6VR+7rS/CsE4FCxGIqXY3ldLGzMUbleecnFjlJSaKAFH97A3Ukvm28dl5rcpFq+VhlY68HsoPOdZdXSuEM9yTrJ5CQvYqpWS0feYikkcgMZareqzl038ayvl6OnsVYZDdyd9O7CWBWxQIXaZQCwiKb12taSnMRpikYDdydNGR51JfmPCJJAxTpluegW+9JFWL4eiQmZUlG8CIyG7k6Si7xMTqKRVv4qDSrA1FIPDgwB1NcCC2ziWV+atkBGoqlW39ZtK4A0XECMTI14FAGNO9aTHj+CQEMtkLYGHk56ebvsS9tx/Ecm5iZwbFpFkn9Mp289nCR3uUgZiZotqnEO/aWrlYBdCWnMFZqiefqnXzdkPN2o2byqXv4xUk7CyUUTAdXUs4FebrAmPN2oo9e2Mbc2Q+V8+hOCINDQ3UmyDIZm0FBLN/T1LUGwAIBqDBubYtYoW6O0pLFJKSn+O+LuJLmrKZOTaOBeh3tmpbrlYWEjjcPEMAxfNzrWl9zdk8lJUeDUX0Z+H0v9NalYsSIWL16MzMxMrFy5Et7e3mAYBkOHDsW6deuQl5eHxYsXo3Rp4fDL3wI4NqmCao0qiU/6DNBnRheewveZ1U100ZbJSZSqWgIN3DXK6dyjsSDcv1poikbvGV20niFD7wKQ89pCykjUa1cb5WpoxtVjRBsYmxkLT+L5SdrRGpa2Fug4ylV00idIAu7D2/BCXrv+0R5cqEzBOpEEjEwM0UELJr1MtZJo2L6u5KLd889OPCC83jO6iC6opIyEXQkbtOzZhEur51pLkhiRoRn0ntmVGz+CINB3VlfRyYKUk6hcrzxqtqjGpbXp3wJWRSxF20FRNHr+6cldG5kYofvkjqJftKSMRIvujTmDGQA8x7pBbigXXFgIgr1HmxusSAlbtB3gLGpIEASBLuPdeWCJ3ad4ii5EpIyAmbUp3Ia05tKqNqiIGs2rSRpEfWZ25S08fWd2FS1DJidRomIxNO5Yj0tr2rkBipcXJ4qlKRp9ZnbVPEMm413rtoNEndbVedFSbkNbw9TCRHSBpGmapxtmVmboNNZNnPeJJOA6sCUvnL/LRA+QBCE45gRJwMBQjo6jNbxPJSoWR7MuDcV1gwC6T+nIi2TqOa2TpG7YFLNC677NubQ6rWugYp2y4rrBAH1nddPRDTFDnpSTKF+rDC8StHWfZrAtbi2uGyoavaZp5jJDIwP0+LOTJF9Z004NeJGEHUa7wsDYQHRuIwgCnSd46P72HxeFQoFdu3ahW7ducHV1xZgxY/D48WP9NxaQP//8Ey1btsSmTZt+qB4/zC3VokULnDlzBuPHj0fr1q1Rv359ODs7Y+zYsTh16hSaNm2q/yH/YSEIAosvzuQ4WdQToHpC6D29M4+MDgBa9WqKYcv78fKpFc++dBGsujaPF7pqYGiA1X4LYFPMiisTyN9mJoAJW4bzvrgAoMefnhzRnroM9QRSyakc5p2cwstvbW+FVdfmwcTcmLdAkiQJuVyGeaem6oSOj14/mFtoCpbRwN0J4zcN5eUvW7005p+ZCrmBnLeoEgQBIzMjrPSdp0NVMef4JFSuV4H3bHVZ7Ue2Re+ZXXj567nWxh/bR4IgNXxUBMEaVNb2lljjv4CHrUKSJFb6zkWxsmxYrnoc1F+4gxf31qFscB/mgr6zu/HbnX9fyUoOWHp5Nq8PTcxNsMZ/AYvcTGh8U1kuHALT9o3TocMYuKAn2vR3Fuzb6k2rYPqB8bz8RUsXwbLLs2FoYsibxAmSgIGRARZ7zUDJSvzQ8Uk7R6F26xqCfduieyMMW9GPl79qg4qYffQPFrJAvRjlLw6mlqZYfX2+DrrxogvTOWwaMt9hXV1G98kddUL/m3VpiFFrWL4p9Rio+9KuhC1WXZ/PO/ZRhxerd2O48cvXjTHrB+tgNHX9o32+oa07fuVrlsb8M3/y8lvaWmDV9fkwsSygGzISMgMZ5hyfzL2jahmxegAHOVBw/Jza1MQf20fy8peqUgKLLsyA3NBAZ/yMTAyx3GeODqzCzMMTUC0fW6jg+LUb1Ar95/FD/+u0qoGpu8eA5OkGAAKwtLPAGn9+WD5BEFh2ZQ7HWK+ul7qMAfN6wHUQn7Kh7QBnDFzQk5dPfZ9D+WJY7jOH14dGJkZY7b8AVkUsuHdJ3R6CJDB512gdWIy+s7vCfaiLYN9WbVgRM49M5OW3c7DBiqtzYGxqxOtbMt9oXHBumk7o+C8nP3sk9QM7N6tWrcLZs2fRrl07TJo0CSRJYubMmXj16lWhn3Hr1i28efNzkWi/uaV+Un4WoVipUOLuxUcIPnsPWWnZKF21JDqMaquDl6EtEW8jcXVvIMJff4OJuTGcuzdBq95NRWHjc7JyEXTqLu5dfgxFjgKVnMqhw+h2osBYAIvBc23/DXz/FAurIhZw6dcCTTs1EPULSE/OgP/hYDwLfAVKRaFmc0e0H9lGFP6eYRi8CHoN/yPBSIhMQpFStnAb3BpObWqKfukmRifj2v4beHM3DARJop5rbbgPay0KTU+pKDy8+gw3T4YgNSEdJSoWh8eINjpYMtoS/TkWV/cE4OPzcBiaGKKpZ3206d9CFPZfkavA7fMPEHLhAbIzclCuRml0HN2Ot7tVUL68isDVvQH4FvYdZpYmaNmrGVp0bywKG5+dkYMbx2/jwdWnUOapULVBRXQY7SrIAQSwffvm3nv4HbyJmPB42BSzQtsBLdGwvZMopUJqQhquHwzCy6DXYBgGtVpWR4eRbQX5zQB21+Gp/0sEHLuN5JgUFC1bBO5DXVC7ZXXR44X4yET47g3Eu4cfIDOQo5FHXbQb3FIQ9A9gI8zuXXqMoNN3kZmShVJVHNB+ZFtUqV9RMD/A8jL57g3Al9AIGJsZo3nXRmjdp5kgBxfARkEFn76Lu5ceIS87DxVql0PH0a6igJgA8P7JZ1Y3PsbAwtYcLn2bo2nnBqL+F5mpWQg4eguP/V6AUqrg2KQKOoxyRdHSRQTzMwyDV7fewu9wEOK/JcLWwQZuQ1qjnmstUd1Ijk3Btf03ERryFgRBwKlNLXgMdxEF/aMoCo98n+PGiRCkJaSjePmi8BjeBtWbVhEdv5jwOFzdE4APT7/A0NgAjTvWR9sBzqKUJoo8Je5ceIDb5+8jKz0HZR1LoeNoV0HuOLWEv/4G372B+Po2EqYWJmjZsymcezYR1Q11FNwDnydQ5CpRuV4FeI5pxxlWBYVhGLx78AHXDtxEzJc4WNtbos0AZ/boVEQ30pMy4HcoKB/Ej0Yt5+rwGNGmUNQQ/5So16WUui6gzK1/+DmyzFTYPC88zs3bt28xduxYjBs3Dv36sR85eXl5GDp0KKytrbFr1y69z8jLy8OgQYPQsWNHHDhwAN26dcPUqVP/ct1/Gzc/Kb/pF37Lb/ktv+W3/EryTxk3u3btwtmzZ+Hj4wMzM81Hy/Hjx7F3716cO3dOLwfl4cOHcfXqVRw/fhzt2rX7YePmp1y93759i7CwMGRmZuoAsgHsVuGQIUN+poj/hORk5eKp/0tkpWWjVJUSkl9PAPv18eHpF0S8iYSxmRHqt6st+vWrlvTkDDwPDEVejgIVncqJ0gmohaZpvL4ThpgvcbCwMUd9t9qiX79qSYxOxqvgN6AoGo5NqkjuDAHszsqzG6FIjkmBbXFr1G1bS2/0wfdPMXj34CNIkkDtVtX1EiMqchV44v8SGcmZKF6+KGo5O+olFPzyKgKfX3yFgZEc9Vxri9JBqCUrPRtP/V8iNysPZauXQpUGFfWO37uHHxH1PhomFiZo4FZbLyFkakIant94DZWCpV+Q2hkC2PF7GfwG8d8SYVXEEvXa1dZLKBj/LQGhIWFgGAY1mlcV3RlSi1KhxPMbr5ESlwr7Unao41JDL9nmt7DvbKiwXAYnlxp6SUNzs/Pw1P8lMlOzULJScdRoXk1vlNPHZ18QHvoNRqasbugj9MxIycSzgFfIy1GgQu2yonQCamEYBq/vhCH6cyzMrc1Q362OXkLIpJgUvAx+A0pFoVqjSpI7QwCrGy+CXiPxezJsilmjnqt+3Yj5Eoc3996DIAjUaukoujOkFkWuAs8CQ5GWmI5iZe1Ru1V1vboR/vobPj0Lh9xQjrpta+olnczOyMHTgFfIychBqaol4Ni4sl7dCHv0CZFh32Fiboz6bnX0kt2mJabj+Y1QKPNUqFS3nOTOEMDqRujtd4j9Gg9LOwvUb1dbL1lqQlQSQm+/BU0zqN60iihVyi8nP+sU/Bfv/fjxI0qVKsUzbADA0ZE9Pv/06ZOkcRMXF4cTJ05g9uzZMDLST7IqJT/MLTV37ly8fv1aMprjR4yb7OxsnD59Gm/fvsW7d++QkZGBOXPmoH379nrvffr0KQICAvDq1SskJCTA1tYW9erVw4gRI1CkCF/RJ02ahBcvXug8o1GjRli/fv1fqvOPCsMwOLnSC6dXX0RulgZZuHS1Eph+YDyqN9W1lD+//Ip1Q7fj80sNl5ehsQG6T/HE0GV9dBYXlVKFvTOP4coufx7OQ9WGlTDr6ETBSfb5zVBsGr0HMV/iuDRTS1MMWdwb3SZ30JmcsjNysGXcXgSdvstzeK7vVgczDk0Q3L4NPnMXO6ceRkpsKpdmXdQK4zYN1fFVAdht9/XDd+Lx9RdcGkESaNW7GabsHq3DaMwwDC5tv47DC08jKy2bSy9eviim7hmDeq61dcqI+hCNtUO2491DDWaH3ECGjmPaYcz6wTpM3BRF4djiczi34TIUuRr01PK1ymDm4YmCi2TYo49YP3wnh7EDsNFFfWd1Rf953XUWF0WuAjunHsb1Azd5ESg1W1TDzCMTBQ2Qh77PsGXcXiREanCRLGzMMHzlAM6fSlsyUjKxcfRu3PV6pNFngo3EmXZgnODRht/hIOybeQxpiRqwN7sSNpi4bQRadGuskz8+MhFrh27HyyDNOTopJ+E6sCX+2D5SxzhgGAZn113GiRXnkZOhwZcpVcUB0/br+hoB7MK7dsh2fNLC2DEwMkC3P9pj+Mr+OkeqlIrC/tnHcWnHdSjzNLpRuX4FzDw8UdCAfHX7LTaO2o3vHzUgk6aWJhg4vyd6Tuukoxs5WbnYNmE/bpwI4Tnl1m1bCzMPTxA0zkMuPMD2SQeRHJPCpVnZW2LM+sFoN6iVTv7UhDSsH74TD32fcYsRQRBw7tkEU/eMETTuruzyw8F5p5CZqgGyLFrWHlN2jRLkTIr+HIu1Q7bz8KTkBjK0H9kWYzcO1TGcaZrGiWUXcGbdJeRpoaaXrVEaMw6OR9WGlXTK+PD0M9YN24GvrzVo40Ymhug1vTMGLeqlqxt5SuyedgTX9gVCpRW5WL1pFcw8MlHHVwxgkcM3j93D4YcBbHTY0GV90UXAOTgrLQubxuzB7XMPeGtdow71MP3g+EIxwv+T8ndxS2lzRwKAnZ2dzpoKsAC/Qvh26rTExETJ8nbs2IHKlSujbdu2kvkKIz90LLVy5Ur4+fnByckJHh4eKFq0qOgXm5OT0196dkxMDPr06YNixYqhRIkSeP78eaGNm1GjRiE9PR2tW7dG6dKlER0dDS8vLxgbG+PAgQO8Tp80aRK+f/+OMWPG8J5hZ2eH+vWFyR6F5GeOpQ7OO4lTqy7qpJMkCZmhDFvvruAtkFEfojG+4SzkZSt0oxcIwHOMGybvHMVLXjlgC4JP39UxQkkZCTMrU+x+tpbHVfP6zjtMb7MENE0LRmaNWDWAjfrJF0pFYXqbxXh7XxewTCYnUbSMPXY9XcPbWbp17j6W99ko2i9zTkzmGThZ6dmY0HA2YsLjdAADSRmJqg0rYuOtpbwv2/Mbr2DP9KM6zyZIAiRJYG3gItRuqQk3T4hKwrh6MwRh6QmSQMseTTDv9FTe4rV90gFc2nFd5+uGlJEwNDbA9kerUdaxFJf+5VUE/mg6F6o8pWBkT+8ZXTinWIBd4Bd0WYNHvs90xoKUk7AuYondz9fx/GKeBrzEnPYrdGDs1VKQh0uRp8Tk5vPw5aUuai0pI1G6aglsf7SaZ3xcPxSEDSP4FBlsR7H/LPWexQuRTU/KwLj6M5EYnSw4fnVa18Bqv/m8xevYknM4uuSsbhEkAZlchs0hy3gLZPTnWIxvMAs5mbm640cA7sPbYNq+cbz0dcN2IODoLUHdMLEwxq6na3nG47uHH/FnywWgKGHdGLq0LwbM78FdUxSFWe2WITTknaBuFClph51P1/B8xu56P8LiHutEv5hnHp7I4+HKycrFxEazEfUxRrBvK9crj00hy3iGufe2axytgLaoHehX+y1Avba1uPSkmBSMqzcD6UkZOtASBEmgaacGWOw1g6cbe6YfxfmNfPoRdZ0MDOXY9nAVytcsw6V/fROJiY3nQJmnFIzM6ja5A8ZvGsZdqylW7no/0tUNGQkLW3Psfr6OR4b5Iug1ZrktA0MzgroxbtNQdJ/ckbtWKpSY6rwQH599ERy/EhWLY8fj1Xp3Xf8JUa9LqbV//ljK+lWQTvrQoUMxfPhwnfS+ffuidOnSWLduHS89Ojoaffv2xcSJE9G7tzAf17NnzzB16lTs3r2b2+lp2bLlDx9L/VC01P379+Ho6IjNmzejffv2qF+/PpycnAT//qrY2dnh4sWLOHfuHMaNG6f/Bi2ZMGECTp06hXHjxsHT0xOjR4/G6tWrkZycDC8vL5385ubmcHNz4/39FcPmZyQpJgVn1l4S/I2maVBKCocWnOKlH192XtiwAQAG8NntjyitL8oPTz8j6NQdQUWmKRrZ6dk6ddg36zgYEcMGAI4uOcv72rt3+QkLxy9QJ0pFI/ZrPHz3afirKIrS4a4pKHumH+XtUlw/cBPRn2IFkZBZdNuPuOutCTXMSs/GofmnBZ/N0AxomsG+mcd46efWX0ZGqq5ho77n1rn7PITb6M+xgoaNuk6KXCWOLzvHSz+04BRUCpVoyPK5DZeR+F2z2/Lq9ls89HkqOBa0ikZqQjq8Nmsg5hmG4fpW7JvlwNwTPP6x4NN38elZuGC7aYpGxLsoBBy9xaUpFUrsnaFrNLKFsvbNrj8P88q/tOM6EqOSRMfv+Y1QHm1BSnwaxyWmUwTNgKZoHJh7kpd+cqUXcrN0DRuADT2+fuAmj3/sy6sI+B8JFtWN3MxcnFntzUs/MOcEaJoR1Y3jy87x+MceX3uBl8FvRHUjITKRx19F0zR2/XlY8Nlq2TPjKI9/zP9wML6FfRft2/ePP+P2OQ1tQU5WLg7MPSH4bHVfFBzfCxuvIC1R17AB2PG4d+kxb0cn/lsCLmzyESyDpmgoFSocKcANdnTxWagUwoYNAFzc6svjH3t7/wPueD0U1g2KRkZyJi5s5Ndh74yjOrxg2nJw3ike/1jIhYcsSrjI+EV9iIHfoWDBZ/3/JvPnz8e+ffu4v86dhSFDjIyMoFQqddIVCgX3u5CoVCps2bIFbm5unGHzs/JDxk1eXh7q1Kmj9+z7R8TQ0PCHaRucnJx0ti6dnJxgaWmps62mFpVKhezsbMHf/i9FaDdFW2iKxqNrz5GWmA6APZ4IPntPmmtIRiLwmGYhCjh6SxIrhFLRvAk+JjyO3YGRAMdS5ikRosXxEnAkWBJPhqEZXDugMW5eh4TppZFIjknBy1tvuevrB2+K8gYBbLv9Dmu+Lu5efARFrjiNBEOz5/pq/iqGYeB3OEiSRkIml/EW+RsnQiT9E2iKRsj5B8jJYo9UMlIy8dDnmeT4EQBuntTwHwUckR4/mqJx/dBN7vrr62/4KkAMqC3Z6Tl46POUu/Y7HCQJNEcA8NMq44nfS0kaCYYBYj7H8QzB6wdvSr5TpIyE/5Fg7vrW2XuCPnxqURtESfnHNkqFEjdPhkgCVsrkJAKP3eauA4/p142AY7c4IzshKknUUNG+59a5+9y1/1Fp3aBpBtcPavr23YOP7HGJxF56WkI6ngWGctfa9wsJSRI83bh/+QnvCLygsLQFX3mG4HUJvjmA7dsArfG7ceKO5DtFUzTuXXrMcbtlZ+TgrvcjacBRksSNExoiTHZuE/fvoima1zffwr7j4zNpGom87Dzcu/SEu/bXoxsMGFw7eEP0919C/iYQv7Jly6Jq1arcn9CRFMBuTiQl6c7v6jSx+/z8/BAZGYnOnTsjJiaG+wNYV5WYmBjk5krTnxSUH/K5qVSpEmJjY3/k1v+5ZGdnIycnB1ZWumejkZGRcHd3h1KphK2tLTw9PTF06FDI5f/3kNrJsamQyUioaAkuIAZITUiHVRFLZKZmSSLiAuwWsbYPS2p8ml6k3tysPOTlKGBsaqSX3wVgwcyStcpIjE7WiyabrMUYrM0eLCXa7UiOTZWc8GmKRtJ3DVFjSlwaSBmpt14psakoWckBKqUK2enSJK8ssaWmTilxaSBJAlLDR6nYL0gTM2OkJWbopRQgZSSvb1PiUqVRrAGez0thxo8gCV4ZSdEpeniD2Dx/pQwAvDLSEtIl89IUzSsjNX/8KKnOBft+2znYICcjl+czI1on7fGLT9OL1KvIVSInMxfm1mZIjdffblJO8t7bpO/6dSNF67mF1Y1knm6kSOsGzfB1Iza1ULqRHJuKstVLg2EYvZxolIrW0XF9usHQDNKTMmFmZYb0pAy99SF15rZUvTxqmalZoCgKMpmsUH1bUP+SYqR1AwyQHKP/uf+kEPhJn5u/mL9SpUp4/vw5srKyeE7Fb9++5X4Xkri4OKhUKkyYMEHnNz8/P/j5+WHFihVwdnYudF1+aBUfOnQo5s6dizdv3qBGjRr6b/gH5dy5c1AqlWjTpg0vvUSJEqhbty4qVKiA3NxcBAcH4+jRo4iMjMSSJUtEn5eYmMizTMV2hPRJkZK2oPQoNEESHACfuY05DIzkkpM4QzM8B0W7ErYgSBJSs4yppQmMTNhIgSJ64OUB9ljJvpSmjGJliuDzi6/ikxMB3rl3kZK2wvkKiHa+IqVsWZZiMXRfGYmiZTVfBEVK2uqdLAHALr8MuYEc5tZmvOM23TII2BVoh9RuBPtcGRdpZW1vqXdRoSia3+6StpDJSUkDR/1+aLdHShiaQRGt8StapgiiP8eKTuIEScC+NL9vCyPa+WwdbHjO6QVFJidhX1rrvS1pK7mLxlYMsC1uDYB9hw1NDKGQIH1lmALvYQlbvdxERqZGMLEw5tqgTygVxWt30TJFEPZI+FhDLdrO9j/St/al7JASmyaO7isjYV/mr+uGWscJgoB1UUukxosbqDI5qaPjNCWtGzI5CSt71lHdqogFZHKZpLFCF3hv7Uro1w1LOwvOF1Rbd0XLKKB/RcsUwbd330X7iyAI3nv7W4DWrVvj9OnTuHz5Modzo1Ao4Ovri+rVq3ORUnFxccjNzUXZsmxkW9u2bVG5cmWd582bNw9NmjRBp06d/vJx1Q8dSyUnJ6NJkyaYNGkSVq9ejQsXLuD69euCf/+kvHjxAocPH4aLi4uOL83s2bMxbNgwtGrVCu7u7li1ahU6deqEoKAgSWTEy5cvY9SoUdzf8uXLf6huLv2aSx5rqOHA1c6GhkYGaNOvhZ5tbhqugzXIn25DWuvlz/EY1oY7XixaJj8cVKIMI2NDtOiuiYZxG+qi56iF4CEtV29WFcXK2YsvLATLG1SrpeZFbj9C2nOepmh4DNMYr826NoSxmXgYIUkSqNmiGucsShAE2o9oI9luSkVz6KYA4DrQWfKrTiYn0bpvc84R19zaTBr2Pr9ebfprHKndhrro5QbT7puyjqVQqa40/5i5tRmPhsBjmIv0zg3NoP0ITd/Wc60lyT9GEARKVyvJQ95tP6KtNCeaioa71vi16t1UkhCSlJFo6FGXc6SWG8jRblArSf4jmqLRToviwXVwK+m+lZNwH9paszg62KB+u9qS42dgZICWvTTI7Hp1gyR4tCFVG1ZCycoOksf9tg42qNtGg7zbfkRbySNbmqLRfrimb5t0qi/JP0aQBKo2rMQhpwOAx/C2+nVjmEY32gxw1nuM3KJHEy7E28TcBC17NZHmr2IYuA7UfLWzc5u0bmj3banKDnBsUlmSf8zEwhhNO2sc4d31jB8DRu/c9I/L33QsVVipXr06XFxcsHfvXuzatQuXL1/GlClTEBsbi7Fjx3L5VqxYgUGDBnHXZcuWhbOzs84fADg4OMDZ2Vn0SEtMfsi4WbVqFe7cuQOVSoVr165h69atWL16Ne9v1apVWL169Y88/m+RiIgIzJ8/HxUqVMCsWbMKdU+fPn0AAE+ePBHN07lzZ55j1fz583+oftb2Vhi0qJfgb+poGzXVgloGLuwFM0sT0Ymm59ROvOiOCrXLov3ItoJ7izI5CWt7Sx0agtHrBrMw+SKTwMjVA3m4E4061EX9drUFFy9SRqKMY0ne4kiSJCZuHQFAlw9HfT1hy3Ce4ec+zAXla5YRbDdJEnByqYkmnTTGq4mZMUavGyxYf4IkQMplOr/3mt4ZNsWsBMsgCJYnSDtyrWgZe/Qp0Hfa7TY2N8aghfzxHba8H4xMDUXHb8C8njzcl+pNq6B1n2aCix0pJ2Ffyo4X3QEA4zcPA0mSosbE2I1DeGG7LXs1RY3mVYX7VkaiSv0KaDtAs6jIDeSYsGWYTl6ANWwIksCELcN4de483g0lKhYX9HEhSAJNOtXnLdiWthYYtkyYdFcdbTNy1QBeev+53WBhbSbat13/aM/DXSrrWEqHwkG7DAsbc44qQy0j1wyE3FAuWsbw5f14Ydf129VGo47C5JmknETJyg7oqBWaTxAEJmwdzqMT0PzI/o3fPIzna+I6qCUqOZUX1Y1azo5o3q0Rl2ZkYoSxG4ThOdhIQhJjN/J/7zG1I+xK2AiPH0HApV8LXuRakRK26D+3u05eIF83zIwwdEkfXvrgxX1gYmYs2rd9Z3Xl7UpXbVgJrgNbis5ttg426D7Vk5c+dsMQjp5BSMauH8KLCmzetZEo9g8pI1Gxdlle5NqvKP8EK/jcuXPRq1cv+Pn5YevWrVCpVFizZs0PBRj9jPxQKPi1a9cKnbcwIdxiEhYWhtGjRxc6FFwtcXFxmDBhAmQyGXbs2FFoiy83Nxdubm7o3bs3Jk6cqP8G/FwoOMMwuLTjOo4t4UdZVG1YCVP3jhEE2ot8/x2bxuxB6O13XJqZlSn6zuqKPrO66kyKFEXh+NLzOL/JB7mZGoeseq618Oe+cRw3kra8ffABW8ft5WHp2BSzwvAV/eGh9RWoFkWugsWbOHCTw9JRh09P2jlKEATv4dWn2DHlEGI+a44ripcvivGbhwky7WakZGLr+H24ff4B9zUlN5TDY5gLxm4cIggw6Hc4CAfmnuSd1ZevVQaTd41GjWa6YxX/LQEbR+/hRe4Ym7FklIOX9NaBO2AYBufWX8bJlV48LJ2aLaphyp4xvDBwtYSHRmDT6D08LB0LW3MMXNAT3SbpYgiplCocmn8al7ZfQ5762IVgcTam7hnDOw5Qy8tbb7Btwn4elk6RkrYYtWYgxzulLTmZOdg55RACjt7mdvpIOYk2fVtg4vYROhhCAIvFsnvaEcR/0+BWlKrigInbRqB+uzo6+VPi07B57B7cv/SEO0IxMDZApzFuGLlmgA6GEABc2e2PIwtP8/yKKtevgKl7xuhwMgEswOOm0XvwMliz82pqaYLe07ug39xuOosUTdM4sfwCzm24zMPScWpTE3/uHSsI4f/+yWdsHrOHh6VjXdQKQ5f2QcfRuhhCijwl9s08hqt7A6HMY6NICIJA826NMHnXKEEQvMd+L7Bj0kEelk6xcvYYu2GIIIZQZmoWtk3cj+AzmoADuYEM7Ya0xrhNQ2FiZqxzT+Dx29g/+zjP16lsjdKYvHMUajnrbv8nfk/CptF78Oj6c+5r3sjUCF0nemDY8n46zr0Mw8Br81UcX34emSma417HplUwdc8YXhi4WiLeRmLT6D28yCtzazP0n9cDPf/01J3bVBQOLzyDi1t9NVg6BNDQ3QlT947lHZ+r5fWdd9gyfh8PS8fWwQYjVw0QNFRys/Owa+oh+B8O5rB0SBmJVr2bYdKOkXoBIv8pUa9L6TVcQJlZ//BzZFmpsHxTeITiX0l+afqFHzFu0tLSMGHCBGRkZGD79u1/iZn8y5cvGDp0KEaPHo2BAwfqvwF/D/2CUqFEaEgYstOzUbKyg6DiF5TI998R8TYKxmbGqOVcTS96cE5WLl6HvIMiV4nytcoUCmHz04twxHyJh6WtOWq2qCYZnQCwKMhv77F4N1UaVhRceLVFjdSbFJ0COwdrVGtcWS9CalJMCt4//gSSJFG9WRVRXim1UCoKr++GIT0pEw7li6KiUzm9UX4xX+Lw5VUEDI0NULNFNb04FopcBUJD3iEnMxdlHEsVikzv65tIRH2IhqmFCWo6O+pFD87OyEFoyDuoFCpUqlte0CjVFoZh8PHZF8RFJMLa3hLVm1XRix6cmpCGdw8+gmEYODauLMorpRaapvH2/gekxKXBvpQtqjaspLdv4yMT8elZOGRyEjVbVNOLrK1SqhAa8g5ZadkoWam4XvRZAIj6GIOIN5EwMjUqlG7kZuchNOQdFDkKlKtZWhD8raB8eRXBIRTXbFFNL3pwZmoW3twNA6WiUbl+BcGFV1vUSL0sQrEVqjetolc3kmNTEPboEwiCQPWmVUR5pdRCURTe3H2P9KQMFCtrzx5p6hm/2K/x+ejdrG7oQw9W5CnxOuQdsjNyULpqCY4MVUoi3kVxCMW1WlbXqxs5mTkIDQmDMk+JCnXK6kXWZhgGn56HI/ZrAizt8uc2PbqRnpSRH0lKo1qjSnqRtf9p4Yyb6n+DcfP2t3Hzt4uUcZOYmIisrCyULFmSi27KycnBlClTEBERgS1btogORlZWFgwMDGBoqIHcZhgGS5Yswc2bN//SQP7mlvotv+W3/Jbf8isJZ9w4/g3Gzbt/p3Hzfx/z/ANy4cIFZGZmclFJd+/eRXw8C+DUo0cPmJubY+/evbh+/TrOnDkDBwf2S2vZsmV49+4dOnTogIiICF4kk4mJCeeg9OHDByxZsgSurq4oWbIk8vLyEBISgtDQUHTq1Ol/Oog5WbkIOnkHQafvIiMlk2OVrtlCnEMn7NFH+Oz2x+eXETCxMEbLnk3RbnArweMDgD3S8TsUhLvej5CblYeqDSrCc5ybKPM4wzB4fvM1fPcHIup9NKyKWKLtAGe07tNMlIMlMToZ1/bdwOPrz0FRNGo5O8JzrJsovxRFUXhw5Sn8DgUhPjIR9qXs4DbUBc06izOPR3+Ohc9uf7y6/RYESaKhuxM6jGoryi+lyFPi1tl7uHH8NlIT0lGycnF0GOmKeq61Rfv288uv8Nntj/ePP8PQxADNuzSC+3AX0R2i7IwcBB67jVvn7iE7PQcVapdFxzHtRJnH1YzdPnv8EfEmCmZWpmjdpznaDnQWPD4AWO6cawdu4v6VJ1DmKeHYuDI6jXMX5ZeiaRpP/F7i2oEbiPkSB5vi1mg3sCWcezYRPP4B2B2Vq3sC8CzwFRiGgZNLTXiOdUPxckUF86uUKty9+Aj+R4ORFJ2CYmXt4TG8DRp1qCv6Ffwt7Dt8dvvjzb33kBnI0LhDPUnmcTVj982TIUhPzkSZaiXRcXQ71G4lzjz+/sln+Oz2x6fn4TAxN4ZzjyZwG9JKdIcoMzUL/oeDcefiQ+Rk5qJyvfLwHOsmyjzOMAxeBr/B1X0BiAyLhqWdBdr0d4ZLX3HmcTVj90PfZ6BUFGo2rwbPse1E+aUoimWzv37wJuK/JaJISVu4DWmN5l0biepGTHgcfHYH4GXwaxAEgfrt6qDjmHaiO0SKPCVCzj9A4PFbSIlLQ4mKxdF+ZFvWaVpkhyj89Tdc2eWPsEcfYWBkgGadG0oyj+dk5iDweAhunb2HrLRslKtZGp5j3ASPhNXy9v57+OwJQHjoN5hamqB172ZoO7Cl6A5RelIGrh+8iXuXH0ORq0S1hpXQaZyb6A4fwzB4GvAKvvsCEf05Ftb2lnAd1AotezUV3SFKiErC1b0BeBrwCgxNo06rGvAc6ybKPP5bfg0p1M5Nq1atQJIkjh49itKlS6NVq1aFAvAjCAJBQbrQzfqkd+/eojg6amNm5cqVOsaN1H3FixfH2bMsnHt0dDT27NmDd+/eITk5GSRJomzZsvD09ETnzp3/Ejjhz+zcxEUkYHqbxYj9Gg8CBBiG4cIbO452xeRdo3l1YRgGB+acwJm1lzRhkPk/2xa3wfqbi3QmzM8vv2Km61JkpGRyUTHqe4ct76fj+EdRFNYM3o6gU3e4fARJgKEZlK5WEutvLtLZkn12IxQLOq9m0Xfzz/xJGQkwDKYdGA83rSgVgDXoFnRajZfBb7jwaPW/tZwdseLqHJ2joMDjt7Fu2A4A4JUhN5Bh8cWZaOjuxMufEp+GmW2X4OubSBZzg9b0bateTTHnxGSdheLM2kvYP/s4L8SUIAmYW5lhTcACHT+PqI8xmO6yCEkxKSDAhhur7+35ZyeMXjdIZ/x2TDqISzuua/qWIMCAQbEy9lgftFjHmHj38CPmeCxHdkaOzvgVhIsH2CPOZb034veLYt8AAQAASURBVP7lJzrjV9GpHNYGLtQx1O5feYKlvTaApmhe3xIEgbknJ6Nlz6a8/FlpWZjtsRxhDz/pjF8DtzpY4j1Txwi+ujcAW8btAyEjuDBvgiRgZGKIFVfn8qgwAHZBmd5mMaI/xbJ9pKUbHsNdMHXvWJ1F+PDC0zix/AJPNwgQsLK3xPqbi3SORMJff8OMtkuQroVBpL530MJeGLyYDxNPURQ2jNjFgWNq923Jyg5YH7RY5yj2ZfAbzPNcBWWugoMOIGUkGIbBlN1jeBE9AJCXk4eFXdbgWWCoTt9Wb1oFK6/N0/mICT5zF6sHbQXD8HVDJiex6Px0NO7IjxRNS0zHTNel+PIqgtMNUk6CVtFo3q0R5p+eqnPMdmGTD3ZPO6KjG6aWJljjt0CHKyrmSxymuSxCQlSSlm6w4d5d/2iP8ZuH6ejG7j+PwGvLVS3dYN17ipS0w4agxTpH6e+ffMZs92XISsvW0Y3R6waj17ROvPwqpQor+29GyIWHXHvV7S9fswzW3VykY6g9uvYci7uvA6WiCugGMPPIH4I8eL+CqNeljL9h58biX7pzUyjjZtKkSSAIAvPmzUPRokW568LIli1bfrqSv7L8qHHDMAzG1puBiDeRoiGNE7YMR9c/NMdxgcdvY83gbYJ5SRmJomWK4PD7rdyirchVYGD58UhLFAfJWuI9E806N+SuTyy/gCOLTgsCnJFyEjWaVsXGW0u5tKSYFAypNBGKXKUg1gZBENjxeDXPMNgwahf8DwULotCSMhJtBzhj5mGNQ/fnl18xrv5MwZBlgiBgYCTHkY/beDs4M9ouwauQt4J4KQQBDFrYmxet9tD3GeZ7rtJtNDRcNcfDd3LRFBRFYbjjFMSGx4v27fSD43nh41d2+WHrhP3CZchJlK5aEvtebeB0Kys9GwPLj0d2eo5oGWsDF6JuGw0P0P7Zx3F2/WXBvmJDqJ2w/MocLi3mSxyGV5/CQvoXvIUAZDISe15u4DlHL+uzAXe8HgnWiSAJdB7vnh8Rx8qbe+8xxXm+YFgpQRIwNjXC8fCdnOM5wzCY2HgOPr8IF9WNgotX8Jm7WNFvs2BeUkbCroQNjn7azi3aijwlhlSaiOTYVNG+XXD2T55hd2btJeyfc1ywHTI5icr1K2LrvRXc+KUmpGFQhQnIy1EIh9sTwNZ7K+HYWIPvsXXCPvjsCRAdv1a9m2LuiSlc2tc3kRjjNF14LAjW6f5Q2Faej9ac9svxLDBU5B4CfWd3xfAV/bm0pwEvMdtdGPKClBEwszLDia87uQ8SmqYxsuafiP4UIzp+U3aP5jlg++6/gU2jdwvmlclJOFQohgNvN3MGbU5mDgaWn4BMEcoUAFh5bR7vo+fwgtM4udJLcJ4iZSSc2tTEGr8FXFr8twQMrToJKoVKeD6Ukdj9bG2h/MD+18Izbkytf/g5sux/r3FTqFDwrVu3YsuWLShatCjvujB/v0VYXt1+iy8vIySxGs6uv8QZAAzD4Mxab1GjkqZoxIbH44EWtP6ts/eREpcmqvykjMS59Ze5a6VCiQubfUSRW2kVjdCQd7xIEd99bBSIOIgYAa8tGv6j1IQ0BBy5JQqvT1M0bpwMYZFX8+XiVl/R0HSGYaBSUri6N5BLCw+NwIug16JAcAwDeG25yqNoOLf+smgYKk3RSEtIR/Dpu1za42svWL4rUYAv4Oy6S1y/0DSNM+suiUJ+0ioaEW8i8fzmay4t8NhtycmblJE8csKcrFxc2nFdFLeGpmg8vPqMxz92ZZcf+3yhWxg2+fIODV5V/LcEhJx/KFonhmbgu/8GDxDxwiYfyET6lqEZ5Gbn8aDy397/gA9PPkvqxvmNV3gYTmfXXRYN8aUpGgmRSTz+sTteD5EogSBMkgTOrtPoBqWi2L4W0Q1KRSPs4Uc+7cSBm+KGDVjD0WuLhv8oPTkD1w7clBy/4DP3ePxjl7ZfE8WMYhi2Xj67/bm0b2Hf8cTvpfj45UdwavOPSesGg4yUTAQe11AjPAsMRWTYd+m5TUs3WAZ4cd1Q8zhpRzHePHlHEtm44NyWl5OHi9uuic5TNEXjWcArHu2Ez54AUCpadD4kCODS9n8Wy02v/GwY+C/rkatffgjn5rf8vDwPDNUbfZQQmYTYcNbXKCMlk+UNkthokxnI8CzwFXf97MYradA/isbrO2EcEd/X15F6odZJGYnnNzTcNk8DXkoi9VIqGo+vv+CuX98J0wubzhpRYdz14+svJCdKmqLx+Ppz7vr5jdeSoHEA62vx5RXrk0VRFF7dkuYNImUknt3Q9O3zG6GSQHMMA3x7952D7U+ITNLLGySTy/A8ULuMVyAkANBpiubxDH18+kWSNwgAQIA3fo/9Xki2m1bx+/Zl8Fu9NBLKXCXePfjAXT8NeCk5fgzN4GmAZuF6fiNUEtANYPnH1EZadkYOPj77ogdUsWDfSusfTTN4//gTt8h/C/uul4KBlJG88XgS8FKyTpSK9Y1Sy7v7HzgoBTFhaAYvgzW8a4+uPy+Ebrzgrp/fCNW7656dnsN9wDAMw34oSIEREgSea+tG4CtJ3QCA6M9xSMynhUiKSWHD3qV0w0CGpwFaZdwM1ctf9TLoNfeufn7xFdnp0hyCbDs0HxdP/MWNQIAdv4fXnov+/lv+WfklHYr/C0JRtOiXiraolaswkOkF8xX6nvwJuLD5tWkj9HEf/XCdtPIxEiSKgnWiaNaHSc9nB1cGA708QwzD/FA7qL8yfgQ/H/vVKF0x7b4pTBkE/vp4aI+xPsoQoefqo6ko+Fw6f/wKW8aPvLfszqH+ev2VMogC46eXQqLAc3+obwszfpTmY4JWzzt6ms7XP73KodOOwjgtqO/R+3yBOonuNvKqxTKAEwTxQ/pH6/kIK1inX1J+dvflX7xzUyjj5vDhwz/0cIIgMGSIMBrmf11qNq+K06ullceqiAWKly+a/39LFC9fFLFf48W3xpUUajSvxl1Xb1oVN0/dEc4M1t+hQq0yXJRA2RqlYWxuzAP7Kyg0RaNmc83Za21nR3x48llUyWVykucsWq1xZc5BVLxigGMTjR9CLWdHSdZgUkaiTisNx1mNZlUkWaUBFoCsfK0y+XWUoXK9Cvj0QoI1mAFqNNPq22ZV4b1dGsyyaJkiHP9R0TJFYFPMSpJ4suD41WhWFQ99n4nWiZSRqN5UMxYVncrp5x9jWJBBtdRuWR3fP4r7RsjkJOq01vRt9abCUWC8eslJVGmgiTaq2awqnt0Q9vFQt6NWCw1wXPVmVfXu7plbm6FkfiSemZUpSlVxYHdyRI+NCvRt06rwPxws+nyWRqIEF6VTumoJmFqaSBKsUioaNbR0o5azI97cey+pGzW1APOqNqxUKFJLR60xqN2yOm6dvSeuG/ICutG8ql5jwsDYABXrsH4kBEGgauPKeP/wo7iRShA83ajRrCoubPIRzpsvtg42KFKKdb62K2GDIiVtuZ0cIaGUFO+9rd60Ku54PRLNT5IEqjSoyPnolK9dFobGBlDkKkXvYWiGP34tq+OrhE+kTE6iTqvqgr/9MvIfNm4KdSx16NChH/77LcLSwMMJxcrZix4bESSBLhPbcw6QBEHoRMZoC0kSsCpiiZY9m3BproNawsTMWHT7lqEZdJ+igSg3NjVCx1GuoqGgpIxEuZqleYuE51g38UaCnfC7TerAXRctXQTNuopzLJEyEk061udFDXWb1EF6h4hhePVwbFIFFZ3KSZbRfkQbXkRWj6mekuSRRiaGPATTFt0bwbqoMF0DoBkvdV/K5DJ0mdhe9EiAlLHkkTzepxFtYGAoF/WpoCka3bTeCQsbc7gOaiVaJ5mcRPWmVXjI150neEjuGFAqGl0meHDXZaqVRN22tQSh+NXtaN27GS+8u9vkjpLEqiTJ5x+r51oLJSoVl9SNzuPdOaOcIAj2PRaZiEmSgLmNGVr3acalufRvATMrU3HdYBj00NINQ2NDdB7nLpqflJEoVbUEnFw0NBIdR7vq5dTqrqUbdg42cO7RRHL86rvV4cErdP1DWjcYikGncRrdqFK/Iqo2rCg5fh5DXXih8z0mdxQ1bFiHfgMet1TTzg1gV8JGUje6TerAQQaQJJmPzi3cBlJGwra4NZp10QQ+uA1tDUMTA3EfxAJzm5mlKTyGi/PHsQ7hFXhRX53Gues9ctcO+Pgtv5YUyrgprPNwwb/Nmzf/H1f/3ysymQxLvWfpcEWpHWcbujuh7+yuvHs6T3CHS5/mbD7te2QkjEyNsPQSPwTXzNIUiy/OZPlw5Pz8ANBhtKsO5Piw5X1RowX79aI9MbPGkwUWnZ/Om1AcKhTDzMMTQZAEb8JU/3/Y8n68L38AmLpnDEpVyScIVD8qn0+nZKXi+HP/OF7+mi0cMSKfS6hgGQRJYPrBCbwJnyAILDw3DdZFrXhtUP+/etMq3PPU0qZ/C45rSLtvZXI23HyR1wwe1LqBoQGWXZ6lwxWl/r9zj8boOok/8fWZ2QVNPOtz/al9j6mFCZZ6z+L5gVjbW2HB2WmQyWW8dqvL6PmnJ1po8QYBLH9O5XrldfiJCJKArYMN5p6cwstfvmYZTN09ho2MEhi/8ZuH6YT5zjwyEUXL2PP7Np/7qFyN0pi4bQQvf6P2dTFgfg+27gXKkMlIzDkxmYfHQpIkllycCfMCXFHq8uq1rYUBC3ryyug42hWug1ry+kf9fwNjQyy7NIvHG2RiZsyGrBsZCI6f29DW8NDiRAOAQYt6ccYLXzfYaLrFXjN4fV60jD3mHJvEhWVz+fP/P3hRbx2qikk7R6KMY0m+buSXV6xcUcw4NIGX37FxZY4rSkc3CAJT947RCYGfd3oqbIpZ895BdXlVGlTAqLV8dPaWvZqi2+QOvP5RlyEzkGHhuWk8ihW5gRxLL82CibmxYN827dJAJ0y7x1RPNM+nlih4j4m5MZZens0LT7e0ZeciuaGwbnT9oz3PmAWAkasHoFqjSqxuFJgXrItaYcGZP3n5y1QriT/3jQNBCM9to9cN5u2c/oryT3BL/SrySyMU/xvkZxGKk2JScGWnH26cDEF2OgtR7jnWDS59mws6PNI0jTteD3F553WEh0bC2MwIrXs3Q+cJHqKQ/N8/xeDS9usI8XoIZa4CleqWR+cJHmjaqYHgl49SocSN4yHw2eOP6M9xsLA1R7tBreA5tp0gFw7AUjV4b/XFo+svOLyarn+0522Ja0tOZg6uHwzCtf03kBidDDsHG7Qf0RYeI9qIAnaFhrzDxa2+CA15B4Ik0NDdCd0mdeARWmpLWmI6fPYEIODoLaQnZcChQjF0HN0OroNaCgJ2MQyDh1ef4dL2a/j47AsMjA3RomsjdClAuqgt8ZGJuLzjOoLP3ENOZi7K1SyNzuPc4dyzieAOGEVRuHXmHi7v8mch5i2M0aYfa1iJgRF+C/sO723XcO/SI6gUKlRtVAldJ7ZHA3cnwfFT5Crgf+QWru4LQNzXBFjbW8JtSGt0GO0qCkb4/vEnXNzqmw/iB9RxqYHukzqITt5ZaVnw3XcD1w8FISUuFfal7NBhlCvch7nwjAhteXYjFN7bfPH2/gfI5DI09ayPLn+0F6UbSY5Ngc/uAAQev83SL1R2QKexbnDp11yQ7oBhGNy5+AiXd17Hl1cRMDY1QsueTdF5grsoJH/Mlzhc2n4Nty88QF6OAhXrlEPn8e5o3rWRYN+qlCrcOBECnz0BiP4UC3NrU7gOZHVDDIwwPDQCF7ddw8OrLIhfjWZV0fWP9rwQfm3JycqF36Eg+O4PRGJUMmyKWaP9iDZoP7KtKFDnm3vvcXHrVbwMfguCAOq1q41ukzqiagNhMML0pAxc3RsI/yPBLP1COXt0HMV+7AgBdTIMg8fXX8B7my8+PPnMgvh1aYiuf7QXBSNMiErC5Z1+CDp9BzkZuShTvRQ6jXVjWd8FgB4pisLtcw9wZZcfIt5GwcTcGC59m6PTeHcULS3MDxj1IRre267hrvcjKPOUqFy/Irr+0R6N2tcV1o08JQKP3oLP3gDEhsfD0s4CbkNaw3NMO0EOPAD48PQzvLddwxN/1kG8Tqvq6PpHe9TUOkr91US9LmVWcgH9E6HgZHYqzD/9O0PBfxs3Pym/6Rd+y2/5Lb/lt/xK8tu4+R0t9UsIwzD4/ikWWWnZcChfVPQLQlsyU7MQ/TkWxmbGKF21hN7wTpqmERn2HXk5CpSs7CD6BagtKfFpiP+WCEtb80JBjauUKnx79x00RaN0tRJ6CQsB9usuOTYVtsWt9ZIJAuyuxLew7yBJEmUcS+olLARYaPr0pEwULW2nlwwSYEOLv3+MgYGRAco4ltRLWMgwDKI+RCMnMxcOFYrBwsZcbxnpSRmI/RoPUwsTlKzsoHf8KIrCt3ffoVKoUKqKg14yT4Dd+UiISmYd00VoFLRFqVDi27vvYBgGZRxL6SUsBFjcm5T4dNYpVA9RKsBSKkS9j4ZMTqKMYym9cAgMwyD6cywyU7NRvJy9XjJIgN1V+v4pFkamRihTraTevmUYBt/CviMvOw8lKxXXS+YJsHhNcRGJsLAxKxQJLaWi8O1dFCgVjVJVS4jubmlLYnQykqJTYFPMSnTnQlvUukEQBMo4lhSl2tCW2K/xSEvMKLRu5GTmIOpDDOSGcpRxLKmXcJJhGHz/GIPsjBwUL19UL9EtwOL9xIbHw8TcGKWqFG5u+/buO5R5SpSs7KCXzBMAUuJSER+ZBEs7c71Em4DW3EbTKFOtpCgNza8mBH7uaKnwWP2/nvw2bv5huev9CIcXnsbX1yx4lExOokWPJhi9ZiCKltE9ZkqJS8W+WccRdOoOVEo2oqRkZQcMXtQLbfo76+RnGAbXD97EiRUXWJwVsNEQ7Qa1wohV/QUnm++fYrBv5nHcu/yYc7KtXK8Chq3op0NzALCTy9l1l3Fhkw+HBWJqYQLPMe0weElvQSPn/ZPP2D/7OF5ogdbVaV0j/1y8sk5+Ra4CRxefxZXd/lzEipW9JXpM8UTvmZ0FJ9mnAS9xcN4pfHjyGQDrV9CkU32MXjsIpaqU0MmfkZKJA3NOwv9oMJT5URVFy9qj/5xu6DDKVXCSDTp9F0eXnEXU+2gAgNxAhlZ9mmHUmkGwc9BlDk6ISsLemUcRcv4B5whatnopDFnaF87dG+vkZxgGl3f64fQabyRGseBtRiaG8BjeBsNW9BM0Ur++icS+Wcfw6NpzzsnWsUlljFg5QMf/CWAX3pMrvXBxqy+Hc2RubYYuEzwwYEEPwUXy9d0wHJhzAq/v5OMREUB919oYtXYQz2FZLTlZuTg8/zR89wdyWDy2DjboPb0zuk3uIGhAPvB5ikPzT3F4RKSMRPOujTB63SBBYy01IQ37Z5/AjRMhHF5MiUrFMXB+Tx3fMrX4HQ7CieUXEPMlDgBgYCRH2wEtMXL1AEFDKuZLHPbOPIa73o843ajoVA7DlvdD4w71dPLTNI0Lm67i3IbLSIlNBQCYmBujwyhXDF3WV9DI+fQ8HPtmHeNh5tRq6YiRqwYIHhMq8pQ4vvQcLu/0Q1Yai+ViaWeB7pM7ou/sroIG5POboTg49yTCHrGggwRBoHHHehi5ZiAPjVotWWlZODD3FPwPByEvhwW/tC9th36zu8FzrJugbtw+fx9HFp3Bt3ffAbBO9a16N8WoNQMFj2ATo5Oxf9ZxBJ+5x0XLla5WAkMW90Gr3s108jMMA589ATi9+iLivyUCAAyNDeA+1AUjVvUXNFK/hX3HvpnH8PDqMy5is2rDShi+sj/qtdU9JqRUFE6v8cbFLVeRlpgBgI3O6zTOHYMW9SrUB8A/Kv/haKnfx1I/KT9zLHX94E1sGLlLJzSalJOwsrPA9kereV9sqQlpmNh4DhIik/jRJ/m4FWM3DEGPqZ7QlmNLzuHokrM62BakjESpKg7Yem8FbxKI+hiDP5rM0YH8J0iW6GXe6alo1UsDSc8wDNaP2An/I8E6ikCSBGo6O2K133zeAvn2/ntMb7MYlIrmlUHKSJAyEusCF/LOs1VKFea0X4GXwW90I5oIoE2/Fph9jE8JcufiQyztuQEg+DgapIyEiYUxtt1fyfMVyErPxuTm8xEZ9l0wsmfAvB4YuqwvL8172zXsmHyQ5cDRqpZMTsLWwQY7Hq3mfQ0nfk/ChEZzkBrPR41Wj//UPWN4UUMAsGf6UR4KsXY7KtQui423l/IIN8Nff8PkZvOQl6PQGT+CILD00izeIkzTNJb32Yg7Xo90wvMJkkBDDycsvTSLZzw+vxmKOR4rwNA0L5qElJEwMJRj4+2lPOJJRa4C09suwftHnwT71nOsGybvHMVLU1ONFNQNmZyEubU5tj9axTNw0pMy8EeTOYj9miCoGyNXD0SfmV14ZZxadREH550U7FuHCsWw7cFK3i5czJc4TGw8Rwc1miDZOs45Non3gcEwDDaP3QPffTd0yyAJODatgrWBi3gL5PvHn/Bn60U8njZ1flJGYrXfAp6BSqkozO+0Gk8FAAMJAmjZqxnmnZrC0437V55gUbe1bB0LjJ+RqSG23lvJI2XNyczBVOcFCH8dKTh+vWd0wag1fCfkK7v9sXX8Ph3dUEc+bX+0mmf8J8emYEKjOUiJTeFFf6nvn7htBC9qDwAOzD2J06sv6tSHlJEoW70UNt9ZztvFiXgXhUlN5yI3K093bgOw2GsGj4qGYRisGrAFwWfu6uBgESSBem1rYcXVuXp3H/8JUa9LWRVdQJtY//BzyJxUmH3+dx5L/UYo/ockKz0b2/84AAA6iwqtopGelIFD80/x0k8sv6Br2ACcUbFv1jEebUHMlzgcXXqWl4crg2Ihzc9t4C+ce6YfEeQyYmgGDBhsHrMHijwNVsSrW29ZvBABE5mmGby69RaBx25rnsMw2DRmDyglpVMGTdGgVBQ2jt7D65ObJ+/gxc3XwqHaDPu7Nm2BUqHExlG7wYDRuYemaORk5GLXn0d46V6br4oaNgBwYsUFRH2I5q5TE9Kwe9qR/Dbx81IqGknRKTi+7Dwv/fCC00hL0KXDULd1++SDPNqC8NAIQcNG3Y7PL7/iyk4/Xvr2Pw7oGDZA/vjRDDaO2s3DkHl49RlCLjwUxB1iaAaPfJ/jzoWHmnJpGhtG7gJdwLBR10mpUGHreD5/lu/+Gwh78EG0b312++Pdw4/cdU5WLraM28vWoUC9KBWNzNRM7J9zgpd+evVFXcMG4N7LA3NP8GgL4r8l6OiXdjtivsThzBpvXvq+WceRmaZLh8HQDMAAm8ft5dEWvL3/QdCwAVjdeHPvPfwOBfHSN4/dq2PYqPNTFI2No3bx+uTWuft44vdCUDcYBrh19h4PoVilVGHjqN0AI6wbedkK7JzCh/Dw3nYdX0K/iY7f2XWXeLQF6ckZ3DMKvlY0RSM5LhVHF53hpR9dfA7JBQwb7ft3/3kY6UkZXHrEuyhBw0Zdxtc3kbi41ZeXvmvKIR3DBlCPH6sbarR2gEUoDjqta9io73ka8ArBZ+4J1uFXkf9ytNRv4+Yfkltn7iFPi9uooFAqGsGn7yIrHzJcpVTB71CQJMAXQzMIOKoxJK4duCHpL0JTNEvSl6+9ybEpeOjzTLwMhvX1ueetAc/y3R8oipkBsF84PnsCuOsPT7/g6+tIUfwIhmYQGfad2y4HWI4XKbwQmZyE7z5NGQ+uPGWPV0QUU03XoL3YXdntL02/ICd5/EeBx25LAgXSFA2/w8GcIZiTmYMbJ+9IYpKo8lQI0gJd9N13Q7JvGZrBFS3eoJgvcXh1660kb1ByTAqeaHH0XN0XKEnRQcpI+OzV9O2rW28R9zVBkv/o/eNP+PpGi6Nnt7/k7rZMTuLafo0RcPvcfUkaCUpF486FB0hPZhc7iqLgu/+GXooAPy3QPr9DwXrh+6/uDeTGOC0xHXe9H0miDudk5OKOl8YQvKZPN0DweJ++vIrAp+fhkrxd0Z/jNEeBAHz2+Osdv6tauvH4+gukxqeJ88dRNJ7fCEVcRIKmjN3+eqgt+ON388QdUEpxEEZaRSPg+G3OEMzLyUPA0WDJvqUoGoHHNXPb9QM3JSk6GJqBzx5N38Z/S8DTgFcSugGkJaTjke9zLs13X6BkGSRJ8PTvlxTmb/j7l8pv4+Yfku+fYiHXs52pUlJIimZ3YtKTMpAjgRwMAISMRMznWO465kucXl6BtIR0jkAy9muCXrh/mVyG6M9x3HXU+2i9vEHR2nXS+r+UaOf7/jFGL0dP5HvNrkr05zjJCZ+tGNtegN3pUftDiGanGER/0bS7MGXkZechLSEdAJAUk6qXN0gmJ3l9G/05Vi+9RbzWIhSjVT8xIUgCMQXGT5JbiqLx/YOGaFO7flKiXZfYcHFUbSCfGPGjZvxiPsfp5SaiVDQSo1hE26zUbM7XREwIArx2R3/R/x5mpmYhJ4P174r/lqgXOVhmIOOVEalPNxiG10/RhdSN6AK6oW/8ot5rjd+nWFESWm1R14thGMRHJkrmpVR0Ad2IlTTqAJZ/LCUuFQCQEpcmiRwMsCSj2n0b8yVWL71FYlQyRz0Rk8/RJyWkjOT1bdSHaMkyaJpB9KcY0d9/Cflt3PyW/7VY2JgVinPH3Jp1GDWxMNFLBgmGgZkW0Jy5tRkIPZE+ckM5DPLP/C1s9EeJ0BTNy2dZxEJvvcy1fHrMCxFJBIDXDgtb6XsIkoCVVoQZ27f6OV/UoHxyAzkMjaUdA0kZwWuHhY2ZfkIqAjC1NMkvS390Gk0zPKBAC1tzvQaUiZZPgXkhxo+hGV4+SzsLvSER5rYF2l0I0W6HmZV020kZCUutMTa3MSsUZ4+6T40LgMUJC8EbA3NrM71RODI5C46prpM+oSkaZlplWNpZ6DUktPumMFF2AL9v9d1DEAQs7Qr0bWHmnfz2EgQBEwtjybysHxS/ToUpQ912MytTve8gzfDfW3Nrc73kqkamRpyvWGH6lqZpXjss7Sz0viOFnc9+y/9eCmXc9OnT54f++vbtq//h/1Fp1buZ5AJMkgRqtqgG2+Ks052JmTEad6wnOYlTKhou/Zpz1637Npfk6JHJSbTu04w7uipVpQTK1SwtqdCEjEALragel74tJHdVSBnJIccCQJ3W1fUaK+bWZqirFbnQdoCz5CLB0AzPkbNZ14aSIaoEAZRxLImy1UvlXxNw6ddC8muTUtFo3Verb/s0k/wqJ2UkGrWvy0UzWdtboXar6npZ2ltpoaq27tNc71FZ2wGadleqWx7FygkDOarFwNgATTvV567b9G8hmZ8gCbgO0IxfAw8nGJtJhzHbOtigejMN/1HbAc562+3ST9OOlj2bSH4xEiSBqg0rcdGEhkYGaN61kZ7xowqMn7RukHISzj2bcFADDuWLoXK9CnoNeW36E5d+LSQXeVJGwnWgpm9rtqgG66JWks83tTRBfbc63LXrwJaSdWLA142mnRtAbigRJEuwEWbaEW9t+jnr1Q0Xrb5t1aeZ9HsrI1G3bS0uUtPCxhz1XWtLvyMqmoc43KpPM8ldFZmchKuWbpSvVYblIpMYPrlcxqN4aNOvhST5LkESvPH7FUUdCv7Df/90A35CCmXcqNlVtf+USiViY2MRGxuLhIQE5OXlISEhgUtTKpWF+nr+r4pDhWJwH+oiPDGxgUkYsqQPL3nggl4gSULwHpIk0KxrQ1Ry0qD11m5ZHU4uNQUnDZIkIJPL0XdWV02xBIHhK/qLHk0RBNB1YnteBFDrPs1QulpJwcmPlJGwsDHjaA0AlrZg6FJpo3fw4t68CBLPsW6wLGIp3A45iZKVHXhGnbW9FXpM6SiqmQwDDF/Rn2fE9ZnZBXJDA+EyZCRqtXRE3TYa3qDytcqiZc8mgkaXOjJp4IJevHT1eArZjgRJwHVQSx4ScsP2ThyZolCdjEwM0fNPDYw9SZIYsXKATl5t6TOjCy86zm1IaxQray84fjI5ySJHj2zLpZmYGWPA/J46ebVl2PJ+POOy2+SOMLUwEW1Hhdpl0byrZlEpWsYeHUYLh96ro58KRq71n9cdBEmK6AaJRh3q8WgkqjetgvpudcR1Q0ai3+zuBdrVl9UNoWoRBDqP46NMO/dojHI1SovqhpmVKbpM1EQAyeQyDFsmrRsD5/fkhY93GOXKUikItEMmJ+FQvhhcB2oWeUtbC/Se3lm8AAYYvrwfr+97Te8EQ2NDkDKBvpWRXF+qpUy1kmjTv4XgWKhpHgYv7s1LH7SoN4gClCHcPSSB1n2a8Wgk6rerjRrNq4q+UwZGBuip1U6CIDBiZX9xo5kAek7rzMMYazPAGSUqFBMdP+uiVug42lXnt19Kfh9LScvZs2d5fwcOHICdnR3q1KmD7du3IzAwEN7e3ggMDMS2bdtQp04dFClSBAcPHvy/rv+/WibvGgWP4W1AEKzBovYzMLc2w8Jz03gkfABQtUFFLPeZwymgTC5jJxCC/ZKZc3wyLz9BEFh8cQZHxshy3LBl2BS3xhr/+Tq8M007NcCso39wW9EyA7YMUkai66QOGL1uEC+/obEh1t9cxGHTkDKS2y4uUak4NtxaqgMO1mmcG0avHQQDYwOW08hAlk/AJ8eIVQN0yOhsilph460lKFXFIb/dJDepVW1QCeuDFutg6Qxf1R89p3qClJG8vjUxN8aMQxPQvCufk6l01ZJYG7CAY/GWyWVcGQ09nLDs0iydiXfmkYlw6deC46pR962lrTmWXZ4Fx8Z8vJ7aLatj0YXpMLc25/UtQRBwG9IaU/eO5eWXyWRYeW0ut4ulzVFkX8oO624s1gFXdOnbHFN2j2aPU7T6ViaXoe/sbhi0iG9wmVqYYGPwElTI/1JXh+MDQBnHUtgQvERnS7/PzC4YvLg35OpnG8gAgn0XJmwZDg8tEkV1XTcEL0Hx/F0l7fGr2aIa1gQs0AFjnLh1ODzHtmP7R2v8zKxMMe/0VDTQWkwBoJJTeay6Ng/W9pb5Zcg4w7N590aYf2Yqn2uLILDo/DTuS53UGj/rolZYdX0+KtQuyyujoUddzDs5hduN48Yvn8hz3KahvPwGhgZYe2MRh02jPX7FyxfFhqDFOngvHUa5YtzGoewxqdb4yQ3lGLq0L3oW4GSytLPAxltLUMaxJFeGum8rOpXH+qDFOoCPQ5b2QZ+ZXThuNvX4GZsZ4c99Y3UwZUpWcsC6G4u4umrrRr12tbHcZ45O4MK0A+PRblArHd0wtzHDEq+ZqKlFvguwTOJLvGdxu7rac1vbAc46nFokSWL5lTlo4F5Hq2/ZMuxK2GBt4CIdyhTnHk0w7cB4budRPX4yOYne0zpj2HK+YWliZoz1QUtQqV4FrTLYdpauVhIbg5cUClTyt/wz8kM4N+vWrcPr169x8OBBwe1/lUqF4cOHo3bt2pg+ffrfUtFfVf4O+oX4yETc8XqIrLRslK5aAs26NpIEh1IpVbh/5Sm+vv4GE3NjNOvSUC9K6rew73jo85Tlz3Eqh0bt60riM+Rm5+GO10PEfGG5pZx7NBEEpdOW908+43ngK1AUjRrNqqJO6xqSR1yZqVm4ff4BkvK5pZx7NpE8G2cYNrT89d0wyPK3tguSOhaU5NgUhFx4iPSkDBQvXxQtujfm4cIUFIqi8PjaC3x+8RUGRnI09qwvCGqmLTHhcbjn/RjZGTkoV6M0mnSqL4kOq8hT4v6lx/gW9h1mlqZo3q2RKC+YWsJff8Mj3+dQKVSoXL8CGrjXkYyEy8nMQciFh4j7mgAre0u07NVElBcMYPv23YMPeBn8FgzDoJazI2q2qCY5fulJGbh9/gHHLeXcs4kk8jVNs5E4YQ8/QWYgQwP3OrydRiFJ/J6EkAsPkZmahZKVHdCiWyNJdFiVUoWHV58hPPQbjEyN0KxLA5SsJMwLppaojzG4f/kJ8rLzUKF2WTTuWE9SN/Jy8nD34iN8/xQLCxtztOjeSJQXTC2fnofjif9LUEoKjk2roG6bmpJ9m5XG6kZiVDJsilujZa8mkui+DMMgNOQdQkPegSRJ1HGpAcfGlSXLSIlPQ8j5B0hLTEexsvZw7tlEr2488XuJT8/CITeUo3HHejw8HCGJ/RqPe96PkZWejTKOpdCsSwNJ3VAqlLh/+Qki3kbB1MIEzbs10ouuHfE2Eg+vPoMyT4VKdcuhgYeT5LF0TlYu7lx4iNivLLdUy55NJNGZGYbB+8ef8PzGa9A0y5tXy9lRrz/OPynqdSmnTGswxtY//BwiNxUm34L/lTg3P2TcdO3aFR4eHhg7dqxonl27dsHPzw/e3t4/U79fXn5zS/2W3/Jbfstv+ZWEM25K/w3GTeS/07j5IfqFrKwsZGVl/XSe36L5Yr519j6y07NRskoJuA1pxTkSC0l6UgYCjt7C19ffYGxujBbdGqN2q+qiXxI0TeNZYCjuX34MRa4SFZ3KwXVgS15kQEFJiEqC/5FgxOSzgrv0a85DnS0oKqUK9y8/wbNAFkvCsWlVtO7TTJJDJ+pDNAKO3kJSdApsHazRbnArUYZhgP1ivnX2Pt7cDQNBkqjnWgvNujSU5Jf6+OwLgk7dQXpSJhwqFEO7Ia0keXqy0rIQeDwEn56Hw9DYAE0867O+GSK7JAzD4NXtt7jj9RC5mbkoU7003Ia0ktyuTolLhf+RW4h6/x2mlqZw7tkENZpVFR0/iqLw5PoLPPR9DmWeElUaVETbAc6SHDqxX+MRcOQW4iLYnZu2A5x1jlm0RalQ4o7XI7wMfgMwDGo6O6JlzyaSuyQRbyMReOw2UuLSUKSULdyGtJbcQczJykXQqbsIe/gRcgMZGrg7Se6SMAyDsEefcOvsPWSlZqFEJQe4DW0tuYOYnpyBwGO3ER76DcamRmjWtSGcXMR3SWiaxoubr3Hv0mPk5ShQvlYZtBvcSnIHMTE6Gf6HgxHzORZm1mZw6dtccgeRUlG4f+UJnvq/BKWi4dikMlr3bS65S/L9UwwCjt7idm5cB7WU3EFU5Cpw6+x9vL7zDgRJwsmlBpp3ayS5S/LpRTiCTt5BWiLLCq72vxKTrPRs3DwRgg9Pv8DAyACNO9ZDA/c6orskDMPgzd0w3D7/ADkZOShdrSTaDWkNGwmn6dSENAQcuYVv76JgYmEC5x5NJHcQaZrGE7+XeHj1KRS5SlSuVwFtBzpL7iDGf0uA/5FbiA2Ph1URC7j0byG5g6hUKHHP+zGe33wNhqZRs4UjWvVu+q/hl/qvyg/t3IwePRpRUVHYt28fSpbUXYwiIyMxZswYlCpVCnv37v1bKvqrys/s3GSlZ2Npz/V4FhjKTfA0TYMkCYzdOBRdJ7bXucf/SDCL8KuiuAWXUlFwbFIFyy7P0llUk2JSMK/DCnx+GaEpg6JhYGyA2Uf/gHOPJjplnFp1EYcWnGJ9gfInFUpFoWnnhph7crKOwfIt7Dvmtl+BuIgErgxKRcHcxgxLvWehlrMjLz9N09g5+RAu7bjO+sTkz1uUiobnmHaYuH2EzoT5+m4YFnZZg4zkTF4Z9qXtsNJ3ns72uCJXgVUDt+CO1yMuP5OPyjpkSR/WAbXAhHnX+xFWDdwCRY6S8ymgVBTK1SyNVdfm6Rw9pCdnYGHnNXhz731+GQxomoFMRmLyrtHwGN5Gp2+v7PLDjsmH8sdZU0YdlxpY4jVDhw8nLiIBc9qvQGTYd027KQrGpkaYf+ZPHT4jhmFweMFpnFzlBZIk89vIcBEtMw5P0FnwPr/8irkdViI5JoXXt9b2lljuM0dn4WZRpHfD/3Bwvg8CSz9AUzR6/tkJo9cN0unbZzdCsaTHOmRn5HBjS6kolKhYDCuvzdM5OsrJzMGy3hvx+PoLzfjRNEAQGL12kA7NCADcPBmC9SN2QaVU8fq2Sr6vWsFFNSUuFfM6rsLHZ1/4umEkx/SDE3gRQGo5t/4yh46srRuNOtTD/DNTdQyWqI8xmOOxHLHh8axvC8PmN7MyxWKvGTp+dTRNY8+0o/DacjVfNzTj5zGiDabsGq1jDL57+BELOq1GWmI6b/zsSthg1bV5KF+Lb9Qq8pRYO2Qbbp29r6MbA+b3wODFvXXG74HPU6zotwm52Xm88StbvRRW+s7V4cHLTM3Com5r8erWW/7cJiMxcesIeI5pp9O3vvtvYOuEfaApOt9figClolDT2RFLvWfqGJwJUUmY034FIt5EavqWomBsYoQ5JyfzqBTUbTy+9DyOLT3H+bqp29GyZxPMOvqHjsES/vob5rZfgcTvyby+tbSzwLLLswS5vn4FUa9LuaV+fufGOOrfuXPzQ8ZNSEgI5s+fDxMTE3Ts2BG1atWCjY0NUlJS8OrVK/j6+iI3NxfLly9HixbSoab/dvkZ42ae50o88XspGja58Nw0nvHxLPAVZrkvE/RgJ+UkqjWshM13lmuUlqIwrt5Mjo1YW9ROzJtClqF6E03Y7vVDQdgwYqdgfUiSQOu+zXmOy1np2RhebTJSE9J12kGSBAyMDbHv1Qae4+vRxWdxbOk54U4hgP5zumPY8n5cUlxEAkbWnIq8HIVO2DkpI2FpZ4FDYVt4O1Frh25H4PHbomHqU/eORQetKKD3jz9hUrN5bIRfgVtkchKlqpTAnhfreYvBtNaL8Obee9HxW3ltHo9o9N6lxxynT0EhZexO1Kpr87k0pUKJkTWmIi4iQXD8ZHISOx6v4e3IqPmuhIQgCXQc7YrJO0dzaWmJ6RhWbTKy0rJ1x09GwMTcBPvfbOIxfu+edgRem6+KRtWNWDWAF4UX+f47xtSdAZVCJTh+diVscPDdFp7RvLj7Oty/8kS0b+eenMIzPl7eeoMZbZYI1omUk6jkVB7bH67idIOmaUxoOBvhoRG6If35UTsbgpbwDPMbJ0KwetBWwfqQJInm3Rth4dlpXFpOVi6GV5uM5NhUnXYQJAEDQzn2vNzAc3w9udJLlBaCIIBe0/k8TonfkzC8+hTkZSl0olPV0YoH323hRQFtHLUL1w8FierGH9tH8iIcPz0Px8TGc0BTlA60EyknUaJCMewL3cjbQZ3ZbileBr8RHb9ll2ejiacGkuCh7zPM91wlmFcdrbj+xmIuTaVUYXTtaYJAlwTB3rPtwSpUzncGBjR8V0JCkKxT//QD47m0jJRMDKs6GRkpmYJzm5GpEfa/2VQoxvb/tfCMGyPrH34OkffvNW5+CMTP2dkZc+bMAUEQOH/+PBYvXozJkydj8eLFuHDhAkiSxOzZs/+/N2x+RsJDI/DI97mo8hMEgePLzvMm65MrvUSPR2gVjbf3P/Cg2R9fe4Hw0G+CeCwMw4AggLNrL2meQdM4sfy8aAg1TTO4eeoOYr9q0D4Dj91Gcpzu5K3Or8xT4tL2a1xaTlYuzm24LFwAADDAhc1XkZ2PDAsAl3dchyJXKTgZ0xSNtIR0BBy9xaXFf0tA4DFxwwYAji87x1sMzqy9BKIAuahaKBWNiLdReHj1GZf27sEHhIa8Ex0/kiRxaqWXTplimCQ0xW6vf3oezqWFXHiI6M9xouPHMOBxT6mUKpxYcUHw+QCLB+S7/waHDAsA1/bf0CGC1NSJQU5mLq5q0WekJ2fg0o7rkkjWZ9Z48/jHvDZfBa2iRMcvITIJwafvcmkR76JYqgNJ3TjHq8PpVRfF+1ZF48OTz3gRpOEfexYYik/Pw4Wxihi2jNNrLmqSGIY1yEV1g0bI+QeI+qhBrA06eQeJ0cmC7WBoBpSKgrcW/1FeTh7OrPUWLgAshMHFbb48/rHLO/2Ql61r2ABs36YnZ/L4qxKjk+F3OFhSN06suMAh+wLI11dGELOSVrEcdXe9H3NprPNtqPj4kQQ7zxQoU0o3Xga9wfvHGkqW+5efiCJAq+t5dr1mbqMoSqdM3j00A/8jwTxKFr9DQUhPzhCd2/JyFLiy6xenX/gPyw8jFHt4eODChQuYO3cuevXqhQ4dOqBXr16YO3cuzp07Bw8PD/0P+Q/LXe/HkqBVDMPgy6sIJESxypaVni35JQSw4ZN3L2q4be5efKgXfOv+5cfcRBbxNkovVD5BELh3STORhVx4IJ4Z7MR069x97vpl0BtJ3iCApS14oUWEeevcfWlOLYbB7fOaMu5feSr5fABIiEzCl1cRbB1pGvcuPZIG5ZOTuOOt3bePJCNqaJpGaMg7jv8oMToZH5+F6+XouavF23XX+5EkeCGlonj9/+HJZ6TGp4nmB9jFSNtIu3X+vmSdCo7fE7+XemkkMlOz8Oauxsi+ff6+ZN8SJMHjZLp/Sb9ufHv3naMIyM3Ow5MA8R1QQK0bWn178aH0+FE0Hl97zhlpUR+i8f1jjKRukCSB+9q64fUAhAQMGqXi921oSBiy03NE8wMsbcHTgFfctV7doBnc0tKNR1cluOPyJTkmBR+ffuGu73g91AtYeVdbN7wf6eVEC3v0CSn572paYjre3f+gRzdkvHfkrvcjvYCm2kz3n55/5ahsROvFMHjgo9GN2+cf6NeNs7+JM39V+SGHYrWYmprC3d0d7u7u+jP/Fp7kZuWCJAnQ4iCpANiFHgAUOeIkm5wQQG62Jl+uwDFOQaFpBpSSgkwm02t0AOwEnqddRlauXqCnPC2mZO3/S4k2u3JuljSnFgAe71Zedh4IkgBDSVdM3Q6WjVx6wmcoht/u7DxBML6Coh63wrSbIAhevtysPL0w9tqcPNpjL1UGr28z9ddLu/8LO37afZWn591laAY5WmXk5o8fCqsbuYpCgI0x/PcwR6GXR41hAGWeEoZGBrz2iAlBkry+zcnM1VuGtl4Xvm//mj7laulGbla+buh5r9TtZRh291VK1Gzi2vcWJkxaXffCzDsEUWBOyM7TCxKrUqhA0zRkMlmh+okkyAL6p3/eyS3kmP1j8rNAfP9i4+anuaWys7Px/v17vHz5Un/m38JJ+VploZJgzgVYbhT7/PNcyyIWvHNzIaFVNMrV1DjW6sOgAICiZYpwTnQlKxeX/JoF2C8i7TIq1Ckn+ZVGykiU1/IJ0b5XSrTrXqFOOcmvNJmcRCWnclpllNFPcignUbIyG9kjN5DDoUJRSaxxggDKaQEelqtZBioJ+H6ABWNUw+nbl7KDibk0R49KSaFczTLcdfmapSXbTRBA6WoluOsy1UroXVQYhkF5rTIqOkmPn0xOcgB/AHj1kxI1tQXAjqUURQApJ3l+Q+VrlpFklQZYGoli+fgn5tZmsCkmHoEDsEZ82Rp83dBneNg62HARaQ4VisLASPpbkFJRvPe2oj7dIAlencoWQl8Bvg5VqF1Wr27wxq9WGb2GDUES3HtFEARKVS0hqRukjOS1u1zN0nrnNlNLE9jmR73ZOljDVCK6CQBUKor33parUVoS54kgCJSs4sA5P5euWkIv/xhN07wx0KcbanTtX1n+yzs3P2zcxMTEYM6cOejYsSPGjBmDKVOmcL+FhoZi0KBBeP78+d9Rx/8vxblHY5jbiJP3kTIS7kNbc06WMpkMnca6iSsowU742lwnHsPbSC4qBEmgywTN8aGlrQVa920mSkhHkgRsHWzQqH1dLs1zTDvJXQ+aotF5vKaMstVLo0YzYdh0gG131YaVeJNG5/HuksYKpaLhOdaNu67vVhtFStmJtl3NG6QNatd1YgfJIwQQBDxGaKKf2vRvASMTQ9FJn5SR8BzTjnOyNDQ2hMfwNqLtJvJJNlv2asqldRzdTvLrlAHQZYImoq5ISTs06VRfdEImZQRKVCqO2q2qc2mdxrlJjh+lotF5nGZntlqjSihfq4zk+NVtW4vnQN5lQnvp7f38KDm1NO3SUJK0kJSRaDewJWd4kCSJzuM9JN91mVwGtyGtuWu3oa0hkzIc83VDXQczKzO0HdBSfPxIAlb2lmjauQGXplc3aIanf6UqO6BO6xqSfVvRqRwPkqHLBA+9utF5nEY3nFxqoHj5oqKGASkn0axLQx4URZcJ7SU5hhiG4VF0tO7bnDXkJXSj/Yi2HFCpgaEBPEe7SugGAWNTIx7FSoeRbfUQ1zLoqqUbNsWs0aJbI/G+JQkULWuPeq4aTrtOY6V1g53bfp9a/KryQ8ZNXFwcxo0bhwcPHqBFixaoUaMG7yvI0dERaWlpCAwM/KFKZWdn4+DBg5g+fTo6duyIli1b4tq1a/pvzJeMjAysW7cOnTp1gpubGyZPnoz3798L5r1z5w5GjBgBV1dX9OzZEwcPHoRKJe1T8HeIobEhZh+bBFJG6CgcKWP5kgry5/SZ3RWVnMrp+GGQMhIECEw/MJ4XMWTnYINJ+ZExBcsgSAK1nB3RdVIHXvqYdYNhX8pOJ79MTkJmIMPcE5N5uztV6lfEwAU9uWdyz8/nkHHp1wLOPRrznvXn/nEwszTRWYRlchImFsaYcWg8L71510Ya8k2tpqvL6zu7G0f/ALCG4LyTkyE3lOuUQcpIFClhi7EbhvLSO413Qx2XGjoLpLofJm4bAftSmlBwM0tTzDw8EQQhPH7la5VBv7l8bqLBi3ujdLWSgvkJGYnZxybxIoYcKhTDuPx6FhxzgiDQ0N2JF/GlrqeVvZXg+BkYGWLO8Uk8o6F2y+roPqUj+0ze+LH/dhjtioYeTrxyZx6ZCCNTQ92+lZOwsDHH1D1jeOltBrRAi+6NuHeCy59f3vAV/Xk0IIZGBphzYjKPpkG7rxwqFMOIVXwOrZ7TOqFao0rC40cAf+4by9v5tLa3YukuCF3dIEkCjk2qoMfUjrz0Eav6o3g5e8E6yeQyzD05hRcxVL5WWY5HjTd+bJQzWvZsgtZ9+VQHU/eOgbm1maBuGJsZYebhibz0Rh3qcUY3IaAbvaZ1Qs0WmogvkiQx5/gkGBjJdT5iSBkJm6JWmLBlOC+942hX1GtXR1Q3xm8axkMRNjEzxqyjf4AkhcevbPVSOjQg/ef3YHdjhHSDJDDzyB88GomiZewxYesIXj202163bS10HMPnfRq3aShsHWx02y0nITc0wNwTk3lGX/WmVdF7Rhfumdzz8//rNqQ1mnZqgF9a/iqPlNDfv1R+KBR81apVCAwMxObNm1GrVi0cOnQIR44cQXBwMJdn/vz5iIyMxJEjR/5ypWJiYtCnTx8UK1YMJUqUwPPnzzFnzhy0b6+L+1JQaJrGxIkT8fnzZ/Tt2xdWVlbw9vZGfHw89u3bh9KlNZPogwcPMGvWLDg5OcHV1RVfvnzBxYsX0alTJ0ybNk2iFI38LEJx2KOPOLnSCw98noKhGZhbm6HjaFf0nd1NEGQvJzMH59ZfweVdfkhLSAcIoEG7Oug3tztqt6wuUALwxP8lTq++yAK0gd1u7zLBAz3/9BQEokpNSMPpVRdx7eBNZKfngJSRaNGtEfrN7S4KdhV85i7OrL3ERfuUqFQcPaZ4wnNsO8GvxNiv8Ti50guBx29DmauEgZEcbQe0RP+53XX4kgB2XK/uCcCFzVdZx06w28a9Z3SBS9/mgl/5X15F4OQqL9y58ACUioaJuTE8hrdBv7ndBYHEFHlKeG3ygff2a5zzYa2Wjug3uxsaetTVyQ8AoSHvcGqVFx77vQAY9viw01g39JnZRYfTB2BBAk+vuYSre/yRkZIFgiTQuEM99JvbnReSry33rzzBmbXeeHOXNdDtS9uh2x8d0G1yB0EAw8ToZJxedRF+h4OQm5UHmYEMrXo1Rf+53XW4xAD2yzvw2G2cXX8JX19HAmC5c3r+2QntR7QR7NuoD9E4udILQafvQqVQwdDEEG6DW6Hf3O6CobGUisKlHddxcasv67QOdheo98yucO7eWCc/AHx4+hknV3rh/qXHoGkGZlam6DjKFX1mdxWkIsjNzsO59Zdxeacf51hdz7UW+s3proMno5ZnN0JxapUX58BuU8wKncd7oNf0Tjp8ZQALoHlq1UVcO3ADWWnZ+YS1jdB/bnde2LG23D5/H2fXXeaifRwqFEW3SR3ReYK7IABe/LcEnFx5EQFHb0GRq4DcUI62/Vug39zuglQSNE3j+oGbOLfxCqLeRwNgWbB7Te/MsoYLjN/XN5E4ueIC5+xtbGYEj2Ft0G9uN0EAUaVCiYtbfHFx2zUk5gc51GxRDX1ndUXjjvV18gPAm3vvcXKVFx77PgPDABa25vAc0w59ZnUVBNnLzsjBmTXe8NkTgPSkDBAE0LB9XfSb012Hi0otD32f4cwab4SGvAMAFClpi65/dED3KR0EAQxT4lJxcqUX/A4FISczF7L8Xdz+c3vwjr3UwjAMbpwIwfkNl/H5JRuAUKpqCfSY4okOo9pKHo39k6Jel5TFW4MxtP7h5xCKVBjE/jtDwX/IuOnWrRvq1KmDxYsXA4CgcbN9+3b4+vrC19dX+CESolAokJGRATs7O4SFhWH06NGFNm5u3ryJxYsXY+nSpWjdujUAIDU1Ff3790eTJk2wcOFCLu/gwYMhl8uxd+9eyOXsIrFv3z4cP34cR48eRdmy+s9T/y76hbycPORm5cHcxkySF0UtFEUhMyULhiaGkkin2pKTmQNlngrmNmaFUkpKRSEjJROmFiaFRuPMSs8GpaJgYWNeKKdCpUKJrLRsmFmZSqKpqoVhGGSmZoEkCR3AOzFR5CqQnZEDCxtzvT5FALtYZKZkwcBILmigCEludh7ysv/6+BmZGkmiOGtLdkYOVAoVLGwL17cqpQqZqVkwtTSV5CrTlszULDAMa2QXpgxFnhLZ6dkwtzaTRIpWC8MwyEhhgRilUGS1hdMNa7O/Nn7GBoXXjaxcKHOVf0k3MlOzYGxmJGgECcn/SjcIgpBEH9cWRa4COZm5MLMyLdT4qftWbiiXRMjWlv+lbvyfzm1pWaDpwuvGPym/jZsfPJbKyMhA8eLSRI0Mw0CplPayFxNDQ0PY2UkT0YnJrVu3YGtri5YtNb4n1tbWcHFxwZ07d6BQsF79X79+xdevX9GpUyfOsAFYw41hGJ6h9r8QQ2NDmFqaFEr5AfboxdTShPX7KKQYmRrBxMK40F8bpIyEqaUpDAq5MAIss7CphUmhlV9uIIepZeEmVoA9FjG1MIGxHudcbTEwMoCppaleh0K1kCR7PGZUyIkVAAyNDX5o/AyNC9+3RqbsO1LYvpXJZez4GRY+KNLE3PgvjZ+BITt+hTE6AK3xM/srfWsIEwuTQpfBjd9f0Q0Tw7+kGzK5DCZ/YWEE/ne6oc9xXVsMjAz+ct+aWprAyLTw7f5f6sb/6dz2F3XjlxCG+fm/f6n8UCi4jY0NoqKiJPN8+fIFxYrpHi/8X8uHDx9QuXJlnZfc0dERV65cQWRkJCpWrIgPHz4AgI41WqRIEdjb2+Pjx4//k/qGh0bgzNpLuHXuPlQKFexK2KDTOHd0n9JR8KtTkavApe3XcWnH9Xy6AxLNujRCn1ldUbWBMPfT67thOLPWmwMNLFm5OLpO7ADPse0EJ86stCyc3+gDnz0BSI1Pg6GxAVz6tUCfmV1EuZ8eXn2Ks+svI/T2WzAMe2TUY4onXAcJb4snxaTg3LpLuH4oCFlp2TC1NIH7UBf0ntFZkGFZvT3stdkHH5+FgyCAms6O6DWts+i5d9THGJxd640bJ+9AkaOAlb0lPEe3Q89pnQS/bCkVBZ89Abi4zRffP8SAJAk0bF8XfWZ21aGQUMvHZ19wZq037lx8BEpJoWiZIug83gPdJrUXXPhys/NwcYsvLu+6jsSoZMgNZHDu2QR9Z3UTjbx4EfQaZ9ZewtOAl2BoBmUcS6LbpI5oP7KN4IKRnpSBc+sv4+q+QGQkZ8LI1AiuA1uiz8wugkd+AHDn4kOcW38Zb+/n60XDSuj5pyda9W4mOH7x3xJwZu0lBBy9hZzMXJhbm6H9iDboNaOL4JEfTdPwPxwMry1XER76DQRJwMmlJnrP6IIGbnUE6xTxNhJn1l5C8Jm7UOapYFPcGp3GuqHHVE/BXQOlQonLO/xwacc1xHyJh0xOokmnBugzsyscG1cWKAF4++ADzqzxxgOfp6ApGg4ViqLrxA7oNN5NcLckKz0bXpuu4spuP6TEpcHAyAAufZuj98wuotxPj68/x9n1l/Ey6DUYho1w6ja5I9yHthbs2+TYFJxbf4U7+jIxN4b7UBf0mtFZ8MiPYRgEn7mH8xuv4MOTzwCAGs2rote0zmjetZFgnaI/x+Ls2ksIPH4beTkKWNpZoONoV/Sc1knwyI+iKPjuu4GLW68iMiwaJEmgvrsT+szsgjqtagiW8elFOKsbFx5CpaRQpJQduox3R9dJHQR3ZPJy8nBx6zVc3nkdCZFJkBnI0KJ7Y/Sd2RWV6gofh7+6/RZn1nrjyfUXoGkGpaqWQLc/OqDjaFdBgy0jJRPnN1zB1b0BSEvMgKGJIVwHOKP3zC6i7PH3Lj3GuQ2X8eZuGBgGqFy/AnpO9YRLvxa/vqHzsxFP/17b5seOpdasWQN/f3/s3bsXFStW1DmWevnyJSZNmoRevXph4sSJ0g/TI3/1WMrd3R0uLi6YPXs2L/3+/fuYNWsW1q9fj0aNGuHUqVPYtWsXzp07p2OEjR49GjKZDLt27dJ5fmJiIpKSNCiWERERWL58+Q9t2z2/GYp5HVfq4KwQJIGKdcphQ/AS3iSuyFVgtvtyvL4bxos+IeUkCAALz0/X4VO5eTIEqwdtA0ESXFSFmq+moUddLPGeyTNw0pMyMMV5Ab5/jOFFYbAOqQZYG7hIZ6E4u+4S9s06DlJGasrIx9LoMNoVU3aN5k0CMV/iMLn5PKQl8tE/1VQKm+8s4000DMNg28T9uLLLn4fRoS5v2PJ+6F/Aeff9k8+Y0WYxFLkKXt+qHVK33F3O4+GiVBQWd1/HAdyp1YKUkWBoBjMOT0C7Qa14ZTy8+hSLuq2DmvtHLUS+Q+ragAW8I4uczBxMb7MEH5994Y2fTE6CIEms8JmDev+PvasOj1rp3m+yW6NGgeLuTnFvKdYCxSnurhd3d3d3dy9WaAuluJXiWmgpdfd2d5P8/kg3u9NssgXu7/u43+U8zz6Q6SQzmcmZOTNzzvu2rE6UcXW3N9aP3Ama1mtbih9zHLs2wKzjEwgDJy4iHn81mo3okFhR/5lbmmOt70KU0QsNBoAD807g6JKzRP/RNAWW5eA+uT2Gr+5P5A9+9x0Tm85FWlKaqG3zFMyNjfeXEpMwy7JYPWgrvA/7gaIoom1ZhsXoDYPQOZtj+6s77zDDZTEYDUOWkRU+vd5vEXEsqcpUY3a7ZXjh+4Z/Pqd7b44D5pycJPLtuX36AZb2Wg+apnRlUAAFCjVbVMWSyzMJAyc5PgUTHech5H2oqG2VJkqsuDFX5Btydv1l7Jh80KButB7Iw/3r60bUt2j81Wg24iMTSd1Q0rCytcSGu4uJBQbHcdg+6QDOb7xK6kZW//Wf313kvPv5+VdMdp6PzLRMUf8VKGGPjfeWwK5AbiGdYRgs6bEOd88/BgXdYp5W0GBZFpN3jxLxqD25HoB5HVaA48S6UaFOGazymU8s3jLSMjGt5UK8f/xZrBsUhYUXphNRmgBw/cAtrBmyjdANrcN6o451Me/UZMLAiY9KxIQmcxDxNUrUf6YWplh7a6HIb+rI4jM4OP+kwf7rNK4NRm8Y9FsaOMKxVH4n4BeOpaBKgEnU7X/PsVT//v1hZmaGcePG4dChQwgNDQXAO+ju2bMHU6dOha2tLXr27GnkSX+/ZGZmwtRUvGLWpmVmZgF/ZR1PSeXV5ssuHh4eGDZsmPBbsmTJT9VTrVJjac/10KgZUbghx/LoxIfmnyTST632EBk2AB9KyzIslvfZSNAWJEQnYvWgrQKpofD8LOj+J57P4bHtOvGs3dOPiAwbgA8pVWWosaTHOiI8+eurYOyefoSvh34ZWXW8ussbDzyeEs9aO3S7yLDR3p8Um4w1g0luq8dX/QWYc/13196/f85xgraAZVks6bEOmekqUduyDIvwr5HYOeUQkX55pxceXfHPahuyDI7jsHbodsRFxAvp6akZWNp7I1jGcP+9f/gRJ1ZcINKPLDqDz8/FKMWMhgWjYbCk53oekC5Lor5FY+OoXQCXrW2zohj8zjyE18HbxLO2/rUP0d9jDfZfekoGlvXeQLzf2wcfcHTJWaI9+Tbk85xeewn+Pq+IZ63stxmpiWkG2zY+MoGvs57cPvUA3of9suou7r9tE/fj+8cwIV2j1mBx97XQqDTiMlgOwW+/Y99skn/p3IYrvGHDcsRqk9Gw4FgOK/ptImgLkuKSsbL/ZtHkC46v4/Obr3FhExmhuW/WMZFhoy1DncnrBqOHffTtfSh2TDlIvCug+4ZvHPCF3xkS4Xvd8J0iwwbgdTwlIRWrBmwh0p95vcT5jVeJ52rbCQAOLTyF9491u9Acx/EEmKmZBvsv8ls0tk3cT6Rf33cLd889zmobMj84YP2InQKSOsDvwCzttR6MAXBMjuXw8ekXHFtC0oQcX3YOH54ESugGK5B2aiUmLA7rh+8Q6YY2wuf+xSe4tvcm8awdkw4gIijKYP9lpqmwpOd64vv88DQQB7PGYEP9d2HzNTy9HoDfWv7F0VI/ZdwUKlQIa9asgZWVFfbu3Qtvb29wHIcZM2bg8OHDyJ07N1atWoV8+f7zhGJmZmaC4aIv2jQzM34lrTVqpPJq82WXDh06YPfu3cJvzpw5BvMZk3vnHyMxJlkS/4NlWFzd64PMdF6hGYaBxzZPyfwcx69+fI7eEdKu7/cFIwfNDuCCHu9TSkIqvI/4SeJmsAyLqG8xeHZDB9h4aYeXUaAr/TK+fwyTpZFgGRav775H8NsQIU3LHi4lCiWNSzt0HC8BN1+LVmdEGRoWt47fFagRAL4dOBlNZhkWnvtuCde+J+4hPSVd8kiaZTlc2n5dmOxUmWpc3uUtWSeO5ZAcl4I7Z3UQ81d3+5DxvdmEoimibeMi4nH3/GOwEtgcLMPi27tQvLmvg0Xw2H7dKIifxzZP4frjs0B88v8i+R6MhsXja88RGRwtpF3cck2WRoKmaVzW4696ePkZP8HL6Mb1A74CqjHHcbi45ZqMbnBQZ6gFAwsAvA/58TQSEv3HsRzOb74qTHZpyem4cdBX+ptiOcSGxePRVR18/+UdN2SxdGgFTfCuhX+NxLMb0jQSLMPi/ePPCHwRJKR5bPOUxKUCsvpvu24B89LvLb5/FC9ehDI0LPzOPBSoEQBeN4ztTlzb4yP83+/0Q6QmpEmPbSyLyzu9oFbxPpkatQaXdtyQ1g2OQ1pSOkF14Ln3pqw7CAXgwmZdMEtiTBJun7ovqxthnyOEiFIgq/+MtO3FbIvD300oDqDYX/j924wbAKhcuTKOHTuGxYsXo2fPnnBzc4O7uzsWLFiAo0ePomJFw6F7/9+SJ08e4thIK9o0raOy9l+pvFIOzfny5UOFChWEX04iqgxJYEAQlCbyDnbpyRmI+hYDAEiKTUF8pDxvkEKpQGBAkK6MF19lwbfAAeGBkcJuwfePYUZ5gxRKmijj49NAo0BXn/11uyracEpjop/v4zPpyRTgJ1R9Ur3AgCCjzsMaNYOQ92FZ/9fwIbRGFFl/UgkMCDLqhJkYkyyQVMZ8j0VaUppsfqWJAoEBurb6HPDVKG/Q11ffhOvgt9+NIjNTFEXscn18It9/jIbFx6c6nqEvOek/DkS9Al8EydJIsAyLT/66MgIDgqAwohuZaZmIyOKWSklIRUxonGx+WkGTbfviqyzoH8Dzj2l3QsMCIwiqC0OSXf8++X8xqhv6+b++/CaZV19I/fsiOWED4v4LDAgy+t6shsW3d7xPJcdxCHr9TRbNmWXYbLrx1ejYlpKQKsAtxIXHIzkuRTa/0kRBfLf8NyXHN8frg5Y379u7UKMUKzRNEW374ennHOhGoOwz/8h/T36JW0qpVMLR0ZGITPpvS7ly5fDy5UuwLEs4Fb979w7m5uYCzk25crzfyIcPH1C5sg4fJiYmBtHR0ejQocP/az1NzU2Nwr9r8wGAqRHodwAAByLCwMTMhB/IZCYWiqaESTonkR8syxERBqYWxqMNTIg65eyT03+PnERN6Ec2mZiZGIWY138uraCJM3VDQlGUqG1zsmWrbdOcRGVwHEf0gam5iVEeIP1IqJ8qIwcRRWYW2d47B6LfVkpTJSDDH0RR1E/1n0nWeyhzGA1mov/epiY58pXQtu/PtK2AYC3zKvr68P+mGxb631TOxh3991WYKGUXPbRCrBs58eTU3mOSg3GH48jxycRMSfraGBCFiUKYA3LStnz/6d7DLAf1+pGIrv+K/OrR0r9t52b8+PHw9PSUzXPjxg2MHz/+pyqVU4mJiUFwcDCBKOzk5IS4uDj4+em2oBMSEnDr1i00atRIOI4qVaoUihcvjkuXLgnWPQBcuHABFEXByYl0Hv27pUH72vJMyRRQvFIR5C/OH+1Z2lqicsPyRlmiG+hFDjVwq2OUzbeuq4Ng3JSoUhT5isqH4HMsh/puOtCuxh3ryU4StJIHANRKjWZVjIbompibEKBrTTrXl+dYoik00YsKqde2puwRE8ADGWqjk2iaRr22NWW391mGRQM3vbZtX5vwr8guNE2hYr2yAipuviJ5ULJqMdm2YjQsGrTXtW0DtzpGWcQbdtTVqULdMrDOYyWZH+Dbql4bB+G6cad68kdGChpNOusccWu3rm50xyqXtQUqN9I5HzbuVE+eJRocEfHWwK22/A4UBRQuUwBFyvJwFBaW5rK0BQCvGw3127Z9Hfn+y6KR0E6oxSoURoGS9rIcS/w3Uku4bpjNuT+7KJRk21ZtWsloiLzSVEk4nctRCgB8f+tHTNVr4yBPMwLA1t4G5WvzjrUURaFh+zqy/ccyXDbdkG9biqZQxqGkABZol98W5WqVkt1RYjQMQW3RwK2O7DdCK2k0dKst6FvZmqUEnjcp4cAjPmulcad68pxoChpNuzSQfeZ/W/5wS/2gBAQEICIiQjZPRETEL5Fpnj17FgcPHhRAAO/du4eDBw/i4MGDSEnhtzB37dqFfv36ITpad77frFkzVKlSBcuXL8eBAwdw/vx5jB8/HizLYvBgElZ89OjRCAwMxOTJk3Hp0iVs3LgRR44cgZubG0qWLPnTdc+JlKtVGg7OVSUHJo4Des/qSkyGvWd1kdzeVyhplK1ZCjWb64yCRh3qoGj5QpIDE8dy6DGtk+4ZCgV6z+wsWWdaQaNxp3ooWk4XydR6YDNY57Ey+B4UTUGhoIlIGEubXOg0ro3kJE9RFDqOdiVCtTuOdYXCRGHwHlpBw8o2F1wGOQtphcsUhFO3hrKDfq8ZnYlJuse0TpIs4rSSRuEyBdC4k26yqu5YGRXqlpEsg2U5gn6Boij0md1VctVMK2lUa1qJoJFo1qMR7IuJqTD4B/LfSLdJuh1GE1MT9JzeyeDzAb4/WvZ1JELt2w1vCXMrw/guNE3BxMwE7fW4iXLb26LtsBbSgz4FdJvUngj17TqhHSiKMug+pIX8b9m3qZBWunoJ1HF1kO4/Dug9m9SNnjM6S052CiVPh1FbL+S8bhsHlKhcVFI3WJZFzxk6XaBpGn1md5VcydIKGvXb1SIQoFv2c4RtPhvDukHx30Tn8TrdsLA0R9eJbpIGFEVTaDe8JUEj0WGMK0xMlQb7g1ZQyGVjQfA+5S9uj+a9m8gatD2mdSIiKLtP7cCPOxL9V6CEPZp2003ylRuW5/njZMadPrO7Emm9Z3eVNORpJY1KDfhnaqVp1/ooWCq/7NjmnkWdAPCYQb1myI9tzj0bo0AJeyHNdUhzHjtHIX5xiqagNFWiw5jfnFvqX4xz8/+GHZ2RkUGA4/2onDx5Env37sWFCxcAAH5+fti7dy/27t2L5ORkyfsUCgVWrVqF5s2b4+zZs9i+fTtsbW2xYcMGFC9Owms3atQIS5YsQXJyMjZu3Ag/Pz/07dsXEydO/Ol6/4jMPT0JFery2DQKpQIUTQlcOIOX9kaLPk2J/PXb1ca4LUNBZ+Xjj5T4LixeqSiWXJ5JDPgKpQIrrs9FwVIFsq5p0DTF32eiwNT9Y0SUDW4jWwuDOq2kiWOr6k6VMe0gGdpvbWeFVd7zhAFXWy+KomBmYYpFF2egaPnCxD2DlvRCi6zJTPve2jKcezXGkOW9ifxFyhbCEo8ZMLc047mcaB2fk7WdFVZ6zRMxpk/eO0ow9HRl8Pd0n9oRHce6EvmrNq6IGYfHQWmS1Q96+QuWsMeKG3OJAZ+iKCz2mIFSWQzNiqy2ohV8G4/eMEgUlt+sR2MMW9lX4KPSr1O5mqWx4NxUIr+puSlWec8XOK20z6ZoCkoTJWYfnyDCNnKf0gGdxrUh6qRt27ptamL89mFE/jwF7bDi+lxY5s6lKyPrG7SwtsDya7ORv7g9cc/IdQOF3bjsbdt2aAv0mUtOXKWqlcD8s1NhYm7KGzl6/WdXwBarvOeLkKBnH5uAyg3LE2Vo6zVgYQ+4DHQm8tdpXQMTd44Q6q9fp6LlC2PZ1VmEAadQKLDccw4KZ0EOCP2Xdd+kXSNRq0U1ogzXwc3Rb5670E76bVulcQXMPPIXkd/SJhdW+8wXdgz0dcPUwhQLzk8T0WH0m+8O1yxDPbtuOHZtgBFryLD8giXzY+mVWQJRpb5uWOa2xMrrc0W4QxN2jhAMvez913VCO3Sb5Ebkr1ivHGZn8WZl1w37Ynmx0msugYBNURQWnJ8qQA7o6wZFUxi+uj+adiV3PJp0ro9R6wYS+bRllK5WAgsvTCPGNhNTE6zymid8m6RuKDDzyHgRnUnn8W3RbVJ7ok7atq3VohrPNaYnue1tsfLGPFjltiLKAAWYW5pj6eWZKFTqP4/l9kdyJjnGuYmMjBT+3717d7i7u8Pd3V2Uj2EYREVFYfXq1aAoCkeOHPn7avsbyq/SL7Asi+c+r+B78j7SktNRtFwhuA5pLqs0MaGxuLb3JoLehMDc0gxNuzRA3TYOkgigGrUGDy49wwOPJ1BlqFCmRim4DnYmsCyyy/dP4fDc64OwL5GwsbOCc+8mqO5YWXLHJTM9E74n7+O5zyswGgaVG1ZA6wFOshQJn59/xfUDtxAbHo+8Be3QaoATwXicXVITU+F12A9v7n8ATVOo2aI6nHs2koS/5zgOr+++h8/RO0iKS0ahUgXgOthZEogQ4LEwru+7ic8BX2FqbooGbrXRqGNdSZRYhmHw9PoL3DnzEOmpGShRqShchzQ3CLamlYigKHjuvYmQj2HIZc0zgdduVV0SXVWtUuPe+cd4dNUf6kw1ytcuA5dBzgROT3YJfhsCz323EPktGrnz2aBlP0dUalBesv/SUzNw69hdBPjyQHPVm1ZCCz3m7ezCcRw+PPkMr0O3ER+VCPsieeEyyFkSiBDgw6+9Dt7G+8efoFAqUNe1Jpp2ayBJDaENyfY9cQ+pSWkoXKYg2gxpjsJlpNHRY8LicH3fLXx9HQyzXGZo3Kke6retJXmUxmgYPLz8DPcuPoYqXYVS1UrAdXBz5C0k5lfSSujncHjuvYmwL5Gwss0F515NUKNZFcm2VWWocPv0Azy78QKMhkGl+uXRaoATrO2kjxADXwThxgFfRIfGIk+B3GjV3wkV6paVzJ+WnA7vw354dfcdKApwcK6G5r2bSNIXcByHN/c/wOeIH5LiUlCgeD64DG4uCUQI8NAS1/f74pN/IEzMTNCgXW006lRXkhqCZVk8u/ECfqcfIC0lA8UrFkGbIc1FxrK+RH2LxrW9N/HtfShyWZmjabeGqONSQ1I3NGoN7l14goeXn0KdqUbZmqXhOtgZue2lj6C+vQ/F9X03ER4UBdu81mjRpymqNK4o2X8ZaZnwPXEPz2++AstyqNq4Ilr2c8wxfch/Q7TzEpvbETDJ/fMPUieATvD7R+Lc5Ni4cXJy+iGwIo7jMGrUqP8K1s1/Uv4ubqk/8kf+yB/5I3/k7xDCuFHm/vkHaf65xk2Oz41cXFwEdNHr16+jbNmyKFtWvJKgaRo2NjaoVasW6tc3zPb7R0hJiE7Ew0vPkJqYhqLlC6GOi4PkShPQ7fYEv/kOc0sz1HerLbvSBPgV0eNrAVClq1DGoSSqO0nvwgD8iujx1ecI/xIJKztLNOpYV3alCfArouc+r8AyLCo3LC+70gT4FdEDj6eIC4+HXcHcaNihjlGiw4/PAvH2/kcevr95VdmVJsCHnN6/+ATJcSkoWCo/6rWtKUtCyHEcXvq9RWBAEEzMTFCvTU3iHN6QxEXE4+GlZ8hIzUSxSkVQq2U1WR4d7W5P6MdwWFibo0H7OgYpC/Ql/Esknl4PgFqlQfnapWVXmgCPq/Po8jNEfYuBTT5rNOpY1+hK8+vrbzzOBwdUbVpRkgFeK+kp6Xjg8RTxkYnIVzQvGravLRtxx3Ec3j36hA+PP0OhVKBWq+qE/5YhSYpNxn2Pp0hNSEXhsgVRr01No7oRcOsNgl59g1kuU9RvV8sgnYe+RH+PxaMr/vzOTfXivHOyDEeRRq3B42vPER4YCcvclmjUsY5BygJ9+f4xDP7e/K5mxfrlULFeWdn+y0zPxMNLzxATGge7Ara8bhghcf38/Cte330PUICDc1WUrCJmgNeX1MRU3Pd4iqSYZOQvYY/67WrJEqxqd0I/+X+BiakSdVwdjB7LxEcm4OHlZ0hPzkDRCoV5h3QjuuHv9RIh78NgbmWOhu1ry+4wA/xO6BPPgKydm1Ko1rSSbNuqVWo8uuKPyKBo2OS1RsMOdYwSjQa/DUHALR4kskrjCpIM8H/k95EcGzezZs0S/h8QEIA2bdqgW7du/y+V+rcIwzDYM/0Izm+6BkbDCOHIeQrZYer+MQY5d17fe4/lfTchKjiah1jnONA0jTZDmmPMpsGiiTszPRPrR+zEzaN3wYHjDVSWQ5FyhTD7+ASDSnrvwmOsH74DiTHJQp1MzJToPrUj+i/oLhr4k2KTsbzfJjz1DOAHFYp36CtXuzTmnpxkkM/oyi4v7Jx6COnJGUIZFlbmGLqiLzqMFjvpRQRFYUmPdfjwJJB3nuT4wbZ26+qYcfgv0TY0x3E4svgMji8/B3WmRijDJq81JuwYLjrzB3hcmaW9NuD7h7CsMjgAFJr1bISJu0aKDC+NWoNtE/bjShY4nxbyPn/xfJh+aJzInwkA/H1eYfXALYgJjRPqpFAq0HGsK4av6ieauNOS07FmyDbcOfuQ9+fM6r8SlYtizslJBiewm8fvYsvYPUiOTxXKMDU3Qb957ugxvZNo4I+LiMeyPhvx4tYbov+qNKqA2ScmCj4/+m17fuNV7JtzHJlpmUIZlra5MGr9QJE/DMBP7ot7rMOXF8FE/zVsXwfTDo4VTS4Mw+DAnBM4s+4SNBpGCPu1K2CLKfvGiKD4AeDdo09Y1nsDIr5GCbpBURRcBjpj3JYhIsNLlaHCxtG74XXoNjiOA03x/VeoTAHMOjqecO7WyqMrz7BmyHYkRCUK9AMbRynhPrk9Bi7uKdKN5PgUrOy/GY+u+BNtW8ahJOacnGTQuLu21wc7Jh9EWlK60LbmlmYYvLS3iKYCAKJCYrC053q8ffCRaFsH56qYdWy8yDjgOA7Hl5/HkSVnoM5QC2VY57HCX1uHolmPxqIyvr4KxpKe6/HtXaigGxwAp24NMXnvKJHhxWgY7Jh8EB7br4PVsEIZ+YrkwfRD44hoSK28uP0GK/ptRsz3WEGXNippuI1ohVHrBoqOhtNTM7Bu6Hb4nrpP6EaxioUx58Qkg0ekt08/wMZRu5Acl6Ib28xN0HtmF/SZ01WkG/FRiVjedyOee78i+q9i/XKYe3Ki7BHb7yDUvzgU/Ke4pf6ITn7lWGrLuL086nC2HuAdTims9V1ERAh8eRmMsQ1mQqPSiCILKJpCsx6NMeuoLvye4zjM6bACT689F0VZ0QoaZham2PZsFTHAPr3xArPaLOVDqQ18Gb1mdsbgpTqHX7VKjXENZuHrq2+iaBWFkoatvS12vVhD+Id47r+FtUNIigV9mbhzBNoOaylcJ8UlY4TDVMRFxIsAy2gFjRKVimLLkxXEqvPQglM4vOi0+OFZ3EFLLs8kJsjwL5EYWWsqMlIzRe9BK2jUalENy67NJga/VQO3wPuwnygCSuvUuOn+MoLw792jT5jYdC5YlhX3H0UJPFxaYVkWU1ssxOu77w3WydLGAjsC1hD+PfcuPMaCLqvF750lQ5b1JqKAMtIyMbr2NIQFRohgAxRKGvbF8mHH89XErs/5TVexbcJ+yTJmHh2P5r2aCNdxEfEYXmMKkuNSDL5H+TqlseHOEsKw2zH5IM5uuCz6BrUOyau85xGEjcFvQzCm7gyoMzUicDeKptC0S33MPTWZSF/QdTUeXHxiQDcomJiZYtvTlSheUeefFXDrNaa1WsRP7AZ0o/uUDhi2qp9wrVFrML7RbHwOCBK/t5KGbV5r7AxYQxgf3kf8sLL/ZvHDs2Ts5iHoOEbnDJ+amIoRDlMRExor6j9aQaNo+ULY9nQl4Zd2dOlZHJh7QvzwrE974flphDN8ZHA0RtScgvTkDIP9V92xMlZ5zyN0Y93wHVkowmLdUChobLi7hNjZ/fgsEOMbzwGjYQzqRqsBTpi6b4yQxnEcZrgsRsAtMdo5raBhYWWOHc9Xo2DJ/EL6oyvPMKfDCskJe8DCHug7V7dgV2WoMLrOdIR8CDM4tuUpZIedAWuM7mj/N0Q7L3E2TX/5WIpKuvOPPJb6qWipoKAgnDlzBgkJCQb/Hh8fjzNnziAoKOgXqva/LVHfouGx7brBQVLL/XRgHjkAHVl8BoxarPwAv5q4dfwuvr7WoZy+ffARj6/4GwwfZxkWqgwVTq26QKTvm3VUFnjs9BoPJMYkCdd3zj5CoIHBG+BxW+IjE3B5hw5aX6PWYO/Mo4YfniV7Zx8ToNkBnp8qNizOIBIry7D4+vob/E4/ENKS4pJxfMV5ww/nN2Owd+ZRYuA9ueoiMtPEho22jKc3XvBb/lkS/O67sOIXFcHyfEVHFp8h0g/OO8H3raH+4zhc2eWF8K86x/1nXi/x8vZbyTqlJqXj3PrLxDN2Tz8ii8VyZMlZgn/M54gfQj6GGcRDYjQsIoOicX3/LSEtMz0TB+adFOXVlz0zjhAGxoXN1wwaNtr3eP/oMx5efiakxYTF4dzGKwa/QS4rPDX75Hxs2Tlo1GLDBuD7w+/MQwLh9sOTz7h3/rGEbnBQq9Q4vvwckb5v1jGCODK7nNlwmeAfe+DxVBJdm9WwSIxJJrjdGIbBnhnyARgH5p4g+Meu7rmJqJAYg/2npdu4dfyekJaamIpjS8+K8gIAsqK9s+vGmbWXkJ4iNmy0ZQTceo3nN18LaaGfw3Ftj4+kbrAsh0MLTxHphxee5nncJHTjxgFffP8ULqS98H0Df+9XknVKT83A6TUexDN2Tz8ii/FzbNk5gn/s1ol7kqjfjIZFTGgcPLPxV/2R30d+yrg5evQojh07Bhsbw9EaNjY2OH78OI4fP27w738E8D15XxYgimVYBNx8LcD3Z6Rl4t6Fx/KInEoaN4/dFa59jt6R9U9gNCx8jt4RJoTQz+H45C8mdsx+z91zOv4j7yN+su/BsRxuHNRNji9vv0WCHm+NIUmKSUbALR3Hy42DvrJ1omkKXod0BJL3zj+GRi2NqKolJg35wNMvcBwH7yN+soCHCiVN8HbdOn7XKOjfA48ngiGRGJOEZ14v5YHHaBq+J3T8OTeP3TECnsbiht57BwYEIfRTuOxWcmZaJh5e0hGZeh26LTvgcxyHGwd9hesnngFGaSSiQ2Lx7qGOrFGOkwngV9o+R3Wgm36nHkjmBXgModd33wtkjapMNW6ffmCk/xS4eUzXfzeP3ZX33dGw8D1xT/iOIoOj8e7RJ1kaCa0RpRXvo34GMVKEMhiWaNs39z4IlARSkpKQimdeL4Vrr0PyukFRFLwO676R+x5PZWkkOI6nKgjSWyR5Hb4tS/GgUNK4SejGPVmMKZbh+ceS43m8stTEVDy66m/0G7klGttkytCwxHsHvQlB8NvvsujM6kw17l98Ilx7HzY+tl0/cEvy77+D/AHx+0F58eIFateuLel0p1AoULt27V8C8ftfl8SYZFkgLa0kZXGupCWlGeUNAkUhSW9XJTkuGZwM/woAqDLUwmCXGCONH6QVWkEjIVpXRmJUolGo/MRY3XOTYo2XAfAGjnC/kXqxLEcYTEmxKbIOoboy+PfQqDXITJOmBwD41XxSrO69k2JTQBuJHmRZTlgJJsenyuYFeCNNf1csKSbZKB8OwXSdg7alaIpoz4ToJKNw/InR5HvnRPTfI8XIu7MMi4Qo/TKSjXKDafMBQEZKBhi1NCIuLxz5HcYlG31vjZpBRhZtRE7allbQxHebEJkIVgIYUlcPXXvmVDcSCd1IksnJG6cJepx0STE5a1utjnMch9REeWOW0bBIjM3Wf8bGNk73XSTHpxodQ7LrRnKccd1IT84Q0Odz2n+kbuRgbMvBmPlfFe5v+P1D5aeMm7i4OOTPn182j729vUFSyj/CS8GS9kaVU6GkhSgo6zxWRmkLOJZDAb0z5gIl7I2S5FnbWQrPzV88n+yRBsA7ChYqpSujUJkCsjsYFEUR59769ZOTAiV1jnoFS+WXfQ9FFoKwcG+JfMYNQUCgtjAxNYGtvTRmDMD7YRQoQbatsTJMzE2QO+u5eQrmNkpbwDCsqK3kVqcAYK8XCZTfSFQXoP1GdPkKlS4gO9nRNEU4hBcsmTMHSv33sC8m/10plDQK6fVf/hL2svD9AG+k5SuSBwBgaZuLB7GTEY4DCur3Xw4cQXPZWMDCmn9uvqJ5jUJhMBqGaNvCZQrK9h9FUShQXOcvZSwqTyv6fVCoVAGjFAGFyupwgQqUNP7d8mXkF+qYt7B8JKZCSRNtW7BkfjBGylCaKpG7AB8EkDu/rVHuJ4ZhibEjf3F7o7phVzC3EJmVk7ZlGZZsWyO6QdEUCpbK2Xj2R/7z8lPGjYWFBeLj5bdP4+PjBR6nPyKWZj0bQ2kqPdnRShpNujYQokhMTE3QekAzWUOC4zi0HuAkXLsObm6UW6rtsJbCoJ2vcB7UaS0Dew/AwtocjfS4atoMaSG7Zc2BQ7vhrYTrivXKomiFwpIDMkVTKFymAOFI3W54K6NHZW2G6hyQG3WsKyDuGhItb5B+pIPb8FZGuIlYuA7WRQG17OcIg3wC2jKUNFr1dRQidHJZW6BZj0ayA7JCQaN5b50jbpshRvqP5p2QtVK0XCGef0zqPSieN0jfkbrtsJaykx3LcoRzdw3nKrITPUVTKFOjBBGp4jailezRF6Nh0WZwc+HaqXtDWdJCWkmjUYe6gpO6QqmA6+Dm8kchLItWerrhMshZllWaVtBoM6SFMDna5bdFg/a1ZcswszCDox4NgauR/gNA6EbZmqV4/jEp3aAo5C9hj+pOuig8Y7rBMizaDtHRL9RvV0uWf4xW8DQg+gZtu5zoxhBd/zXv00R251Sh5KkOtNGH5rnM0Lx3U1ndoGmK17ksMaobChpuem1bsGR+ef4xil/o6fPmtR0qrxscS45tv6v8G4+kgJ80bsqVK4c7d+5I0iAkJyfjzp07KF++vMG//xGeNmD46v4G/0YraFha58LgJb2I9D5zuyG3va3kIDBgQQ8C06No+cJwn9xesoz8xfOhux7/CgCMWNMfZham4kEga7wdu2kIgXpaq2V1OHZrIMn7VKFOWbgMbKZ7DEVh/LZhoGlaNIhrod3Hbx9OPK9lP0fJSZuieGLAOi66sHlTc1P8tWVo1t/FdTI1N8GodQOI9K6T3FCwVH7Jwa/L+HYEVH7eQnYYtNgwQCWt4CNh+s4jEbwHLu4JS1tLyTKGrexH0EiUq1Ua7fSMl+xlFK1QWKBa0MqYTYOhNFWKytC25/htw4iQ2kYd66Bum5oGJ1SKplCjWRU069FISFMoFJiwfRgfdZbtHjoLzn7cVpLioe3wlihdvbgkR1bLvo6o0riikGRpw4eUS703DxnQh0jvNbMz8hSyk9SNPrO7ErtJhUoXkOQaohU08hXJgx7ZeLqGrewLc0szSd0Ys3EQERJd3bEynHs1keTUKuNQkuB90uqGQgvzr19EFrXAhO3DCMOhWc9GqOZYyeAxEEVTqNeuFkHGamJqgvHbsvovW8VoBQ0TUyVGbxhEpHcZ3xZFyhaU/G47jHYRqBYAnrZgyPI+BvPSChpWua0wcFEPIr3/gu6wzmMt2X+Dl/YmsKBKVSsholDRL6NQ6QLoMqEdkT5y3QCYmJkY0A3+33FbhxERl/Xa1kSD9rUleLtoVGlcAS36NBH97bcSFgDL/cLvv/0CPy8/Zdx07twZSUlJmDBhAgICAoi/BQQEYPz48UhOTkaXLl0MP+CPAAA6jW2D6YfGEVvZoIDarWtg08NlIpj5vIXssPnBUjRwq0MoXL4ieTBhx3D0ni1u72Gr+mHUuoEEIy6tpOHo3gCb7i8VcTKVrFIMG+8vJVaHAL8rMO/MFLQe0IxIpygKM4+OR+9ZXZBLL1zYxNwEbYe2wGqfeSJ8EQfnqljtM1+EsVO2ZimsvDGPYD0GAFMzE6y4PgfthreCqblu8MllY4Ee0zthzsmJopVi895NseDcVBTJxmtVrWklbLy3FKWqlSDSre2ssOHuEjh1J3dXbO1tMHx1f4zMZgwBPFnjxF0jCSZ1iqLQwK02Nj9cLsKHKVgyPzY/XIa6rg7EMU3+EvaYdmCsaDAGgL+2DcOQZb2JflKaKNCiT1Os91ssAuYrX7sM1vuREAIAzzC/5NJMEb6PQqHAgnNT4T6pPcz1jnbMLEzRaWwbLL0yU4QvUr9dbSy/NhulqpJcbRXql8Na34Wisi0szbHWdyFcBjaD0lT3LKvclug/vzum7B8tmmjbDW+FWccmkBhJFM8BtOn+MhFfmV2B3Nj8YCkadSSZnPMUssO4LUMxYCE5mQI8x9mYjYNhVzC3kMazoNfDxvtLRcCKxSoUwaYHy+DgXIVIL1ymIOacmIg2ejskAP8tTD84Fn3nusPSVk83zJRwGeSMNbcWiOgRqjaphDW3FqJ8Ns6w0tVLYLnnHNR1JfF9TExNsOzqbHQY7UocW1tYmcN9cgcsODtFpBtO3Rth8cUZKFaRbMMqjStgw90lBHwBAFjaWmL9ncVw7tWYOFq1yWuNoSv6YswmkpAYANwnt8eUfaOFo19te9RrUxObHy4T4cPkL5YPmx4s5Q1tvW/BvlheTN4zSrQIA4DRGwZh+Kp+sM2n0w2FUgHnno2x8d4SEXZSWYdS2HB3Mao2qUikF61QBAvPT4NzTxLfh6ZpzDs9GT2mdhSOJwHA1NwE7Ue2xnLPObKAoL+F/It9bn4a52bLli04ffo0KIqCiYkJ8uTJg7i4OKjVanAch549e2LUqFF/d31/O/k76BdYlkVgQBDSktJRqEwBWV4ircSGx+P7hzCYW5qhbK1SsqifAO80+8n/K1QZKhSvVNQoIi7AA+dFfI2CdR4rlK5ewqjPQWZ6Jj75fwXLsChdvYRR1E8ACPkQitiweOQpZEdgikhJamIqvrz8BoqmULZmKUnuHK1wHIevr74hKTYZBUra54joLiE6EcFvv8PU3BTlapWS5JXSCsMw+Pw8CBkpGShSvhDyFc5jtIzo77EI+xwBC2tzlK1ZyqgDtFqlxqdnX6BWaVCqanGRUWpIwgIjEPUtBrb2NihZpZjR/ktPzUDg86/gOKCMQ0lJXimtcByHb+++CwjFxtCGAR7U7uurb1AoFShXq5QsorG2jMCAIKQmpqFQ6fw5Ak2Li4hHyIcwmOcyQ9mapYz7OmkYfPL/gsx0FYpXLGIUERfgo6civkbBMnculKlR0mjbqjJU+OT/FYyGQalqxXOEjfL9Y5iAUJydYNOQpCal8SCJFFCmZimjaN8cxyHo9TckxaYgf/F8BsE2s0tiTBKC3oTAxMwE5WqVMjq5syyLz8+/Ij05A0XKFTSKFg3w3HmhnyJgbmWOcrVyqBv+X6HOVKNE5aKyvFJaCf8SichgHqG4VLXiRvsvIy0Tn5/zkaSla5T4rXmlAN28BIumoBTG20NKOCYRSP9n4tz8Eojf/fv3cf78ebx//x6pqamwsrJCpUqV0LlzZzRoIEaA/V+UP9xSf+SP/JE/8kd+J9HOS5T5rxs3XMY/07jJMf2CIWnUqBEaNWpkPOMfkZSk2GRc3eODW8fvIiUhFcUrFUX7ka1550UDKxaO4/D0egAu7biBLy+CYWFlDkf3hnAb0UpyxRkTGotL22/g7vlHyExToXydMugw2sUgBDrA70TcPfcYV3Z5IfRTOGzyWqNlX0e4DnaWZPn+/jEMF7d64onnczAaFtUdK6PjWFdJlm9Vhgo3j93Ftb0+iAmNQ97CeeA6uDla9GkiyfL9yf8LLm71xMvbb0ErKNR1qYkOY1wkWb5Tk9Jwff8teB++jcSYZBQuWxDthrVE064NJFfzL26/gcdWT3x4GghTc1M07lQP7Ue1ltxNi49KxNVd3vA9eQ/pKRkoWa042o9sjXrZtte1wnEcHl5+hss7biD47XfksrGAc88maDushSTLd2QwD/h43+MJNJkaVGxQFh1Hu6Jqk0oG82vUGtw+9QBX93gj4msUcue3Rav+TnAZ2EySnyj4bQgubvHEM6+X4DgONZtXRcexbSRZvjPSMuF16DZuHPRFXHg88hfPhzZDWsC5V2PJ1fy7R59wces1vLn3AUoTBeq3q40Oo10kWb6T41PgufcmfI7dQXJcCopVKIx2I1qjcae6krrh7/0SHtuvI/B5EMwtzeDYrSHajWglyb0WExaHyztu4M7ZR8hMy0TZmqXQYbQLaraoZrD/GIbB/QtPcHnnDXz/GA7rPFZo0ccRbYY0l9ypDP0cjkvbruPRVX9o1AyqNqmIjmNcDdI7ADxuz63jd3Ft701Eh8QgTyE7uA5yRou+jpI7lYEvgnBxyzUEZFFo1G5dAx3Hukpyr6Ulp+PGAV94Hb6NhKhEFCqdH22HtYKTe0NJ3Xh15x0ubvPEh0efoTRTonHHumg/ykUyEikxJglXsnQjLSkdJSoXRftRLqjfrpakbjy+6g+PHTcQ/DoEFtbmaNajMdoNbym5GxP1LRqXtt/AvYtPoM5Qo0LdMugwxtUg9QnA79L5nXmIK7u9EB4YCVt7G7Tq54TWA5tJ7sYEv/sOj62eeHbjBViWQ41mVdBxrKtR7rXfQzhp1Mmc3v+DolKpsHfvXty4cQPJyckoU6YMhg4dirp168red/v2bdy8eRPv378XIrIbNmyIAQMGwNra+E51dvlDv/CL8is7NyEfQjG52XweayQr4kHLd+Lo3hCzjo4nBhqO47Bh5E5c3e0DhZIWogVomoKlbS6s8p4vOi9/c/8DZrouQWa6SvD8197rPrk9hq3qRww0qkw1FnZZjcfXngt1AfjzcvtiebHWdyHhmAnwkP+Lu68DB06InNKWMXrDIBEfTkpCKqa1XIRP/l9A0TwfjPbfMg4lsdpnvmjb/uJWT2z5ay8UCt17a31jZh2bAMduDYn8USExmOQ0D1HBMQKeiZavpnbrGlh0cTrhPMhxHPbOPIqTqy6SbZvlgLzs6mxUa0oaE19eBmNK8wVISUgV9Z/LIGdM2j2SmIQZhsHK/lt4AED9tqUp2OazwZpbC0STkb/PK8xtv4JH383Wf/3nd0e/+aTTckZaJma3W8YbgFnvq/XvKVK2ENb6LhRN9DeP3cHKAVtAUSDalmU4TNo9Eq56kUwAf2w3xXkBgt99BwWeTFfbf5UalscKzzmiI62Tqy5iz4wjorZVKGnMPzsV9dvWIvKHfg7H5GbzEReRIGrbxp3rYc6JicRxIcdxWXQm10EraeE7pGkKFtYWWOk1DxWy+bG8f/wJ01svJig3tPd2GtcGozcMInRDo9ZgkftaPPB4Kuq/vIXzYJ3vQtHRzoNLT7Go2xqwLCfqv+Gr+4sc/lOT0jC91WJ8ePJZpxsUBQ4cSlYphjU3F4iM4Ku7vbF+5E5CN2glDXDAjMN/iXxJYkJjMbnZfIR/iRJoVrTfikPzqlhyaYZogXFg3gkcXXJW1H8mpkosuTxTtFAKehOCKc7zkRSXIuq/Fn2aYtrBsYRusCyLNYO3wevQbVHbWttZYc3N+SI/uRe332B2u+VQZ6pFbdt7VhcMyhaQocpQYU77FXju84rQDQp8SPda34UiP7nbp+5jed+N4ABybGNY/LV1GNqPbI3fUXQ7N01A0b+wc8Mmgsu4+0Pz28KFC+Hr6wt3d3cULVoU165dw/v377Fx40ZUr15d8r727dsjb968aNq0KQoUKIDAwEB4eHigUKFC2Lt3L8zM5F0QsstPORT/kV8XlmUxt8NKJMYkE6GcWiW9c+YBAR8OAFd2eePqbh8AIMIgWZZDalI6ZrstJ2gL0lMzMKf9cmRkoxXQ3nt67SX4ntQh4gI8DPqT6wFEXQB+8ogJi8Mi97UE+FnUt2gs6bEODMMQIeHaMrZN2I839z8QZWwavRuBL4L452a9u/bfr6++YcOInUT+d48+Ycu4vQBHvjejYcEwLJb13kjQFgDAYve1iP4eS9RViy7r7/0SB7PB9985+xAnV10k6q5tA1W6CnM7rCBoCzRqDWa3W4bUxDSD/Xd9/y1c2n6DKOPc+iu4deIukU/77kmxyZjbfoUAOgbwQHPzO60kBm/9+h1aeAqPruhoCwBgz/QjeH3nHfG+WsfAiK+RWN5nA5H/2/tQrBywBSzDitqW4zisG7YDnwO+EvesHrSNR3fmILSvtg0+PP6M7RP3E/mf33wl0Apkb1uNSoNF3dYQtAUcx2F+p1WIj0w02Lb3LzzBiRUXiDKuH/AVqAzYbLqRnpKO2e2WEbQFmemZmN1uOTJSSN3Q3nth8zV4H9ahJgPAsaXn8PDSM6Iu2nePj4jH/M6riO8tJiwOi7uvhUbDGOy/XVMP4cVtHRI3wPPNffL/IjxX2x7geOTgtUO2E/k/+X/B+pE7RbrBaliwDIsV/TYRtAUAsLTXBkQGRwvP1bYTwNMa7J15jMh//+ITHF1ylqi7tg1UmWrM67iSAJNkGAZz2i8XgfNp28Dn2B1c2HSNKOPiFk8BZTx726YkpGJO+xUE9lFqYirmdlgJVYbKYNseW3YOd8/rkNQBYN/s4wi49Zp4X+03HPUtGkt7rifyhwVGYHnfjWA0rHhs44BNY3bjw9NA/M7yn0Yofvv2LXx8fDB8+HCMHj0aHTp0wIYNG1CwYEFs375d9t5FixbhwIEDGDJkCNzc3DB+/HhMnToV3759g5eXl+y9hiRHxo2TkxOcnZ0REhIiXDdr1szoz9lZzA78R3jx936F0E/hkjgKHAec23RVUGiO43Bm3SVJMDSWYREXHo975x8LabeO3SV2FbILTVP8M7NElaHiiTwl8rMaFp+efcH7x5+FtMs7vfiBQkIJFEoa5zddEa5jwuJw+/QDyfdmGRZ3zj4SoPUB4MLmq9IYGFmD05Wduo//w9NAvH/8WRJ/h2M5XNpxAxl6qMRn1l+WRFXljcc0+BzRTXYPPJ4iJjROGgeDAs6uvyxMdgzDGCSCFMpgWIR/icTT6zpU7xsHfJGZrpJE0qUVNM7ocUulJqXh2l4fSYoARsPihe9bBL0JEdIu6XEbGS6DgsdWT+E6LDACj2Wg8lmGhfdhPwJN9tyGK5JhxBwHqFUaXNuj4+h54ftGktOHv4fD+U1XBUNeqxtSTqEswyExOomgRvA9eR9JscmSWDdUdt3IVOPC5quSfcFoWHx99Y3gH7u22weMmpXXjY1Xhev4qETcOn5Xtm0fXH5KGPIXt1yDwgji8OXtuj7+8jIYr+++l8SI4VgOV/f4EIb8mfWXpPuP5ZCRmknQSDy++hyRQdHSusHxz9S2PcuyxHecXViGRdS3GDy64i+keR3yQ0ZKhvTYpqBxVu+Z6SnpuLLLSzI/o2Hx5v4Hgn/s0vYbsic6CoUCF7dck87wO8h/OFrq9u3bUCgU6NChg5BmZmaGdu3a4c2bN4iMjJS8t2bNmqI0R0ce2+hneCpzZNzUqFED1atXF7aFatSokaOf3BbUv11e3n5jNIojPiIB4V+jAPC+OcZ4gxQmCry8/VZXht9b2UgDluXw8WmgMEl8fR2CtKR0yfwAP2jol2GIlVdfGA2L5z46Ur13Dz4aRUjlOA5v7ukmiec3X8sCdrEMC3+fV8L1K7+3RuHf01My8OVlMF9HhuHrZYSj56Uf2bYKE5n+4/iIjLiIBABA1LcYo7xBov67/VaWIoBlWLzK2qUBgM/+X2V5g/j3AFHG85uGyQe1wmhY+Hvrta1eeVKiUTOEAfzCV/4b4VgOAb66b+SV3zuj6LO8PkQA4KlJgt+EyLaVQkm2rbEytPxj6Sm8Pnz/EGaUQoNWZteN17JAgYyGFXYSAOD9o09GQf/AgTCg/H1e/ZBuvLz91njUY1omAgOC+OI4Dm/ufTCqs4Ru3DaiG+D5x2KyFjBx4fGICo6Wza8wUeCFr26X6+Wdt7Ko1yzDGyva9g98ESxQaUgJRZM6blw3GPh7v5T8+79RPn36hKJFi8LSkvQ/q1SJP9L//PmzodskRctykDt37h+uS44cijdt2iR7/Ud+XIwNMLp8P5afQAzL4S2Gbv077yHy5Pi9f6wy+vl5H4W/twyKv+GH7/2h/uOytxXkCNp19TJ4IVnED/dH9rbNifzoPdRPfLfCLT/YFz9wi5AxR/k5kHXPyT1EnX6ibXNQyM+07Y8K2d85vukHyzBcXs7u/Q98t7+hUBwH6lfcarPuDQ4OJpLz5s2LfPnEQRaxsbHIm1cc7q9Ni4mJ+aHijx07BoVCAScnpx+6D/jjc/NfkxrNqhjlz8lb2E7gLrHOY8XTFsjoEqNmUKOZDmCsumMVIyzUFCrWKytEt5SsUowAGzMkLMMSIGY1m1eThWZXKGnUbFlNuK7SSIYeIEsomkKVxjrntVotq8lDsyto1GqhK6O6U2WjhHe5bCxQujoPQqdQKFC5UQXZ3R6W41DDSa9tnSrLkjVSFIXCZQsKEWz5i+cjwP4MCaMh+48vT7pOtIImwBbL1SptlH8MHFBdr4xaLYz3X+1Wuh3Yak0rGZ0glaZKVKxXVriu4VxFnmOJpgiH1OpOlY3uYNja26BIFq6OpU0uHqtEpv+yt211pyqyZVA0hTIOJQWsmKIVChvFFmIZliijZvNqst+UQkmjZnPdd1uxflmju7kURRGO7TVzoht6oJg1mlUxShhqbmmGsjVLEuUZ01lSN6oYJTLNX8Je4AbLWzgPP84ZGduqE2NbZdn3oBU0qjapKOxcl65RggCpNCQcyxH6lBPdyA44+tsJhyyU4p/8ZTXxkiVLMGzYMOHn4UH6g2olMzMTJibiaEktFVNmpvzumb54eXnhypUr6N69O4oVM47zlF3+GDf/JXFoXhXFKhaW5oqieMh/LTgfRVFwn9xB8gxYCxnfuJMu3K557yawzmMleTTFshy6TdadjZqa86i0UqsRWkmjQt0yqFBXN3G1Hd6SHwAkBiaGYdH5Lx3ybp6CdnDu2Vhy0KAVNJzcGxJgX53HtZUm4qN4I81NL2qhXK3SqNywvOSgT9EUOoxyISJC3Ce3lzyW0kaj6UOtN2xfB/mL55PxJeHQbVJ7oS1pmka3iW6G3wH8excpVwi1W9cQ0loPbAZzSzPJSZtlWHSdqIu2yWVtwXOFSeRXKHlOLf2IrA6jXWQNZpbl0GGMDua+UOkCaOhWR7b/Wg9oRhgCXSe4SRoSFEXBxMyEoCGo7lgZpaoVl+6/LN3Qj5Zyn9xB1v/CroAtmuihMzt1bwhbextZXxJ3Pd0wMTVB57/ayupGGYeSBDpzm6EtoDRVSrYvo2HRZbxON3Lb26JlP0fZtm3UqS4Ret1pXBtp5nGKb6v2o3S6UapqcVR3qiyrG+2GtyIgA7pNai+5SOKj0czRqr+O96luGwejpJPuk9oL4xJFUeg2qb3kFiWtoFGgpD3qt9NF1LXs5whLm1yyutFtkk43LCzN0WFka1ndqNa0EkEj4TayNd/fkn6OnIj+5H9V5syZg927dws/fZ8afTEzM4NaLT4aV6lUwt9zIi9evMDKlStRr149HozwJyRHxs2KFSt++vdHDAtN01h0cQZy29sSA6Z2QHDu2QRdJ5GTYZshzYWBSn9worIm36VXZhEDvnkuMyy9MgvmViQfjvbentM7EUR/ANBnblfUd6tF1IWiAFA8RPq8M1OI/PmL5cO805OhVCrEZVDAuM1DUbkByTE2butQgXpBu7LVDjplapTE+O3DifwV6pbF+G3DAYp8b1pBQ6FQYM7JSSKsjbmnstIo3Xa2tn51XR3Qf2F3In+TzvXRZ3ZXon34+tEwy2WGpZdnEQO+QqnAksszYW1nSQyY2nvbDmsBtxEkqV7n8W0F8r/s/Wdrb4PFHtMJQ9TazgqLPWbA1NzUYP8NXNyTIMEEgKEr+sAha4Wr6z9+gC5cpiBmHvmLyF+0fGHMOPwXaAVNGNoKJc/9NWXvaBHWzZR9o1GiclGh7vplVW5YXkRVUaNZFYxY01/03rSChtJMiQXnphKI2RRFYeH5abAraGdQNxy7NUSPaR2JMlr2cxQgB7K3bS4bCyy7OpsI/Tc1N8XSK7NgYW1O7K5o7+02qT1BYgrw/FWNO9cj6qLlaMpXOA8WnJtK1DdvITvMPztVxPWlLWPU+oEieIExGwcJu17ZdaNU1WKYtHskkb+sQylM2j0SFEWRbaukoVDQmHVsgghHaNaxCShYqoBQd/33qdWiGgYvJUOoG7jVFugrsvefqYUpFnvMIPCvFAoFFl+aAZu81oRuaL+v1gObocMYF6KM9qNaC+SbdLb+s85jhaWXZxIo7JY2ubJC1g3rRr957mjUgcRVGbC4J2q3qkG8r3ZsK1AyP2Ydn0DkL1S6AGafmAiFQjy2URSFCTtHiChkfjfRHkv9yg8ASpQogQoVKgg/Q0dSAH/8pPWT0RdtmtR9+vL582fMnDkTpUuXxqJFi6BU/hwcX45wbqTOuyiKMrg1qE2nKAq+vr4/VbF/ivwqQnFKQiqu778Fn2N3kJqQhuKVi8BthDwI3PObr3Fp+3UexM/aHE7ujWRB4OIi4nFlpzfunH8IVboK5WqXlgWBY1kWDzye4vJOHsTPNp81WvR1ROsBzSQh+cO/RMJj23U8vuYPhmFRw7EyOoxxJVZC+qJWqeF78j48991EdEgs8hXNA9dBzdGsZ2NiEtKXr6+CcXGLJ15kOQzXdXFA+9EuKFLWMOx/eko6vA75wevwbSRGJ6FI2YJoO7wVGnWsI0lX8eb+B1zc6omPTz/D1NwUTTrXR9vhLSUpFbQgjLdP3UdaUjpKVedB/Gq1rC7Zf1oQxuA332FpawHnXk3hOthZEpI/+nssLu+4gfsXn0CtUqNi/XLoOKYNKtU3DALHaBjcPf8YV3d7IfxLFOwK2KL1gGayIHBaEEYBxM+5Kg8CJwH7n5meiVvH7+H6gVuIDYtH/hL50HZoSzh2ayBJV6EFYXx97z2USgUauNWWBYFLTUzF9QO+8Dl6BynxqShasTDaj2iNem1rSoL4vbz9Fh7bPBEYEARzK3M07doAbYe1lKQbiY9MwNXdPvA780AA8Ws/2oU4ZtEXlmXx8PIzXNnlhe8fwmGdxxIt+jjKgsBFBEXh0vYbeHTlGTQaBtWaVELHMa4iTCqtqFVq+J1+iGt7fRD1LQZ5C9vBZVBzNO/VWJKuIuhNCA/i58uD+NVpXQMdxrhKUmKkp2bA58gd3Djoi8TopCwQv5Zo3Kme5NHY24cf4bHVE+8ff4KJmQkad6wHt5GtJCkVkuKS4bn3JnxP3kNqYjpKVi0Gt5GtUad1DUndeOb1Epd33MDXV9+Qy8YCzXo0RpshzSWPBLUgjPcvPIEqU4UKdcui4xhXVG5oeCzWgjBe2eWFsMBI5La3Qav+TmjZz1ES4PL7Jx6E8emNAB4LqFkVdBjjKuJW+51EOy8p6UagqF/AueESoWHv53h+27ZtG06fPo3Lly8TTsWHDx/G7t27cfr0aRQoIE3zERoaijFjxsDS0hJbt279KUdireTIuImIiCCuWZbFpk2b8PbtW3Tr1g3Vq1cXuKVevHiBs2fPokqVKhg3bhwKFy4s8dT/DflDv/BH/sgf+SN/5HcSwbihGv66ccM9yPH89vbtW4wcORKjRo1Cr178DqBKpcKAAQNga2uLHTt2AAAiIyORkZGBEiV0u8KxsbEYM2YMVCoVtm7dikKFjHPVyUmO9nsKFiS3NY8cOYJ3795h3759xDZT8eLF4eDggLZt22LIkCHw9fVF7969f6mC/wZhGAafnn1BamIaipQrJEIANiTR32MR8j4U5pZmqFDXuCOiWqXGhyeBUKWrUKJKMUk4en0J/RwuEGfmhNwxPTUDH58GgmVYlHEoCZs88g6YHMch6E0I4sLjkadgbpSsapzALjk+BYEBQaBoCuVrl5ZcbemX8cn/C5LjUlCgZP4ckTvGRcQj6M13mJopUb5uWcmdJK0wGgYfnnxGRmomilYonCPi08jgaIR+CoeFtQXK1yltlPhUlaHChyeBPHFmteI5Ij4N+RDKE2fms0EZh5JG2zYtOR2fnn0Bx3EoV6uUJNWGVrSkpPGRCchXNK8k1L++JMYk4cvLYCiUClSoW0aSakMrLMtjK6UkpKJwmYI5IneMCY3Ft3ehMMtlhgp1yxglPtWoNXj/+DNU6SoUr1w0R8Sn4V8iERYYAavclihXu7RR3chIy8THp4FgNAzK1CiZI+LT4LchWcSZuXNE7piSkIrPz7+CoiiUq106R8SngQFBSIxJQoES9iKmdUMSH5mAr69DYGKqRIW6ZYwSnzIMg49PvyA9OR1FyhWS3KXTl6hv0fj+MRzmVuaoULeMcd3IVOPjk89QZWpQqmqxHBGffv8YJhBnlq1ZyjipbEo6Pj77Ao7lULZmqRyRAv8bpXLlynB2dsauXbuQkJCAIkWKwNPTExEREZg+fbqQb+nSpQgICICfnw47bOrUqQgLC0OvXr3w6tUrvHqlgzCws7MzSt+QXX7qMOvKlStwdnaWPD+zt7eHs7MzLl269Me4MSLXD9zCgXknBcwHAKjZohrGbRlikDMpIigKm8ftxeOr/oIDnl0BW/SZ0y3LOZRUUo7jcHqNB06svIDkuBQA/Dl24071MHbzEINGTuCLIGz9ax+BaVKwVH4MXd4HTt3FXGJqlRoH553ExW3XkZGSAYCPmGnZ1xEj1w0wuF3/wvcNtk/cj8AXuhDDUtWKY+S6gUTkk1bSktOxY/JBeB26DY1KA4CP6ugwygUDl/Q0yGfkd+YB9sw8ivBAHXBUlcYVMHbTEINHAnER8dj61z7cOfdIcE61trNE96kd0X1aR9EExnEcLu+4gcOLzyA+C88GFFDXtSbGbRlikIH8+6dwbB6zm8COyVckDwYs7CGiOQD4yeH4svM4s+4SUhPTAPA+CU7dGmLMpsEGjyLfP/6ErX/tI7BmipYvhGGr+on8EADecNo78xiu7PJCZjrv+GdiZgLXwc0xfHU/g0dZTzyfY8fkg/j2LlRIK1erNEZvHISqjSuK8ifHp2D7xAO4eeyuECWYy9oCnf9qi37z3Q0a595H/LB/znFEfdOFjzo4V8XYzYMNHpdFhcRgy7i9eHjpmXBcbmtvg96zuhh0BuY4Duc2XMHx5eeQGJMMgNeNhu3rYOzmISIofgD4+vobtozbS+DZ5C9hjyFLe6F576ai/IyGwcH5J3FhyzWkJ2fphokCzr2bYPT6QQYnyVd33mHbhP0EoFyJKsUwcu0A1NFzONdKemoGdk09jOv7b0KdyeuGWS4zuA1vicHL+xg0zu9deIzd0w8LWEEAUKlheYzZOFhEUwHwAIPbJuyD3+mHgnOxVW5LdJvcHr1mdjZo3F3d7Y1DC0/p8J0ooE6rGhi7ZYjBo+SwwAhsHrsXT28ECGNbnkJ26D/fHe2GtxLlZ1kWJ1dexKk1F5GShUFEK2g07VIfYzYPMbgA+PgsEFv/2oe3Dz4KaYXLFsTQFX3RtEt9UX5Vphr7Zx/HpR03kJkF+mlipkTrAc0wYk1/o4ur/7pwvxb9/zNR5LNmzUKBAgVw/fp1pKSkoHTp0li5ciUcHBxk79Ni4Bw/flz0NwcHhx82bn6KW6ply5bo0qULRo8eLZln69atOH/+PLy9vX/08f8o+ZVjqXMbrmD7pAOidFpBw8LaHFserSB2GmJCYzG6znQkxiQbjF7oO7eb4Pinle0TD+DcxiuivNroqq1PVhCkdF9eBuOvRrNFkP9ambR7JNoM0UW2sCyLRd3W4v7FJyL/K1pBo0yNklh/ZxGxQvf3folZbZeCZTkiwoWiKVAUhSWXZ6Kui4OQrspQYZLTfHzy/yKqE0VTqN+2FhZemEYMsF6HbmPVwC0ioBgtH86Ge0sI4ruk2GSMqTcDUd9iDL53xzGuGLt5CJF2dMlZHJh3QpSXVtCwzmOFbU9WIH9x3Uo1/EskxtSdgdSkNINlDF/VD+5TyCiEtUO3wXP/LVEkCa2gUbhMAWx5tJzYYXn/+BMmOc0Do2aI6C+K4h8x+9gENOuh4xpiNAxmtV2K5zdfi6KNaAWNyg3LY5X3PMJ4vO/xBAs6rwYAos8pmoJCQWOV93zCUTY9JR1/NZqNb+9Cxe9NAc49GmPm0fGE8eGx7To2j90jaiNaQcPc0gybHy5H8Yo64z82PB5j6k5HfGSiwbbtOaMzhiwjF1q7px/BqdUXxWUoaeQpkBvbnq4kdgGC34ZgXMNZyExTGSxj/PbhhBM5x3FY2nM9/M48NKgbJasUw4Z7S4Rwc4DnS5reajFYliV1I8spfNGF6WjgVltIV6vUmNJ8Id4/+mRQN2q3qoEll2cQux83j93B8r6bxLpBU1CaKrHObzFh4CTHp2Bs/ZmI+Bpl8L3bDmuJiTtHEGknVl7A3plHRXlpBQ1L21zY+mQFYfxHBkdjdJ3pSElINVjGoCW90HtWFyJt4+jduLzjhigvraRRoLg9tjxeTuwef/L/gglN50Kj0pBlZLXDjMN/oUUfnYHKMAzmdVyJJ54BBnWjQt0yWHNrodGd3f+GCMdSaAgahn0xcyIskqBBzo+lfif5qVBwe3t73LlzRzJmPSMjA3fu3IG9vfEtyH+rJMUlY3cW3052YRkW6ckZODCHtGCPLD6LxFjDhg3AT7ZRIbpVbvC77wYNG20ZMaFxOL3mEpG+a+ohScMG4I2l9NQM4fqZ10vcu/DYoGM5y7D4/PwLru/3FdI4jsOmMXtEhg3Ah99yLIdNo3cTyK5eh27jw9PPBuvEsTzL9hPPACEtMz0TW/7am5VBXCe1SoOdkw8R6afXXpI0bACeuPPr62/CdUxYHA4uOGkwL8uwSI5LwZHFZ4j0/XOPIy3ZsGEDAPtmHyNoCz48+QzPfWLDRltG2OcIXNjsSaRvG79fZNgAWSswjucu0ucfu3fhMfy9XxkMo2YZFq/vvif4xxiGwabRuwFwoj7nWA4Mw2Lz2D3E3y7v9JamU+CAWyfuEbuEqYmp2DnloDhvVp0yUjNFE+eJ5eclDRsAOLHyPEFbEPo53KBhA/A0I3ERCSL+qt3Tj0gaNgCwY9IBgrbghe8b3D79QFI3vr76hmt7fIQ0juOwecwekWGj/Rs4DpvG7Cb4x3yO3sXb+4YRhDmWd17X8mEB/E7ElnESusFy0KgZ7Mi24Dq/8SoivkRKvvfV3d7ELlN8ZAIOzBWvvrXvnZqUhkMLThHphxacQmqiYcOG//tJgn/sc8BXg4YNwPdfZHA0zm0gx77tEw+IDRtAaIct4/YS/GOPrvjj8dXnkrrx7uEn3Dx6x2Ad/sh/X37KuHFzc0NYWBjGjBmDO3fuIDExEQCQmJiIO3fuYMyYMYiIiED79u2NPMmwqFQqbN++HZ07d0bLli0xYsQIPHnyxOh93bt3h6Ojo8Gf1rlJK1L5jhwxbHD83eJ74r4s0BXLsLhz7pFASKdWqeF16LYkXxLAr9S8Dt4Wrm/svyUL8MUyLK7u9hYG35jQWDzzeikL/JeekkHwV3nu85HG6smSy7t0g9C7hx8R+ilcEpOE4zhEfI3Cm3s6ss0ru71lkVhpBU1MEvcvPpWlkWAZHvY+Ug/y/epub9n3VihpXN+n4z/yPuwne07PMiy8j/ghM51fAKQmpcHv9ANZ4DiGYeGjN1h67rsp60vFshzRtt8/huHdo0+yNBKJMcl4ci1AuL66x0cWj4SmKVzZpdt9fe7zGrFh8ZLb1RzL++FoiVEByHL6AHzbXtur67/bpx5AlSlNI8EyfDRfQjQ/7jAaBp77bxoBrKRx44CvcH3jgK/se7MMi2v7fARDIj4yAY9kOLUAIDNDBb/TD4Rrvv9kKB7A4bIeJ9on/y8IfvtdRjd42oIXvrojsau7vWXBC2kFjat7dP336Iq/LI2E1qANC9QdV13Z7SX7TSmUCqL/fI7ekc3Palj4nrgnUFtkpGXi5vG7srrBsRx8juh043oOxjb97zb8SyRe3Xkn238pCal4oGcIXtsrrxsUTeHyrh8ndPxPCsX++u+fKj/lc9OrVy+EhITg2rVrmDt3LgAyLJzjOLRp00ZkUORUli9fLqJMnzZtmlHK9HHjxiE9nZzUIiIisGfPHoPndXXq1IGrqyuRVq6c4fDav1sig6OhUNLQGDFwYsPjYZXbEslxKcSqwpBQNIWob7oJOyokxihSb0pCKjLTVTDPZYaoEDE+QXZRKBWEURDxJUrW4OI4ED4T+v+XE/18kUHRRjmWwr/oVuVR32JAK2ijfDjRITEoUMIeapUaSbHJsnlZhiN2xaK+xYCmKbAyQKzqTA0SY5KRv5gZ4iMTjaLuKhS0qK2MoVjr81XlpG0pmiL7T+KoQSssyyEyKOqHytDm0x776fuTGRJGwyIySO+7/RYDhVIha/xzHIfYsHjktrdFamKacd4gCmT/hRh/j/TkDKQnZ8AqtyViQuOMkggqlAqifcK/RMr3OQeCIPandCM4SlbHWYZFxBe9/guOzpFuRAZHo3CZguA4DnHhCbJ5GQ0j0g2FgoZGRjk0agYJUUmwsLJAQlSi4EcnJbSCJr7b6JAYo/qUEJUIhmGgUChy1N90Nv0zphscyxHf7W8p2i3bn3/A31WT/7j8lHFD0zRmzJgBV1dXeHp6IjAwECkpKbCyskKZMmXg4uJikOEzJ6KlTNcPJXNxccHAgQOxfft2Wdr0pk3FDn0HD/Lb261aiR3SihUrhtatW4vS/xOS297G6AADQIiqyGWTy/igxHGwtdedr/IgWjTkZmBTC1OYmpsIdTImLMMS+XIXsOUneZkBVt/p1UYCi0d0j14ZtvY2ssYHTVOwK6DzG7LNZy1LWJi9DKWJEuaWZrITJK2giPewzWdtFMaepinBYdQmj5VRoiiW5Yi2tbW3gUJJyw7i1nY6fxubfMYjcDiW/EbsCtgiLDBCeoKk+D4W6pSDMgDyW7LOY4XM0DjJvLSCJsqwyWedI93Q1sXC2hxKE4XsQgGgkFu///JaG42QUZoqYZEF2Z+T92YZlmzbgrmN6qytXtSUFE5Vdsn+jcRFJEh+VxRNwa5gbiJ/TtpWWwZF8QChWmd2Q6JQ0mTb5rORHQ+0z7XOw+M6aYEwZY00NvvYZlw3ctlYCL5GOWlb0diW3xYULb2Txuf5eX+WP/L/K79Ev+Dg4IAZM2Zg9+7dOH78OHbv3o0ZM2b8tGED/BpluiHx9vZGoUKFUK2aOAIH4LkufoTv4u+SZj0by9rEPCdMNcHj3zyXGZp2rS+7TcpoWMIhrkVfR9mVv0JJo1VfR8ERt3CZgihfp4zsNrfCRIGmejD2rfo5ybNp0xRcBjoL1zWcKhODrSGxtbch+KtcBjrL1ollObQe0Ey4bty5HkxMpe12LW+QNhqNoii06ucke7zGaFi06KuDmG/eu4nswMpD5dcTwnFt8lqjTmsH2f7jWA7OvXSouC36NDVaRusBurYtU6OkUf4xc0szNGyvc0ht1b+Z7OBNgYKLXhl1XR2M8o/lL2GPinoAgy4DnY0eAbXUa1un7o1kDQ9aQaOaYyUBPM7E1AROPRrJHlMwGgbNf1A3mvdqIhwL5i9ub5R/jKYpOLo3FK5b9nWUPypT0IRuVG5U3ij/mLWdJWrpcX25DHCWPbLlWA6t+utAWBt2qCPLP0ZRFEpUKYaSegB1rQc0+2HdkFtc0Aoa9dvVEgx/S1tLNHCrbfQbIcc2I7qhpNG6fzPhukTloihZtZjsd2VqboJGHesI162N6Ua2se23FO5v+P1D5bfjlvo7KdM/fvyI4OBgtGzZ0uDfPT090bp1a7Rq1Qr9+vWDl9d/7vzUvmhenpfEgK5RNAWapjBgUU8ivc+cbjAxVRoMu6QoCi37ORIhspXql0OjjnUNGga0gqcV6J4Nxn7I8j5ZzzNc757TOxEYHU261Ef52qUNDkwKJY28hfPAbWQrvTQFhq3sa/jhWTJ0RV8Cm6TtsBawL5rX4OTFR2SVIHiDrO2s0Gd2N4PPprJ2T4auIOvQfVpHWFiZG3wPiqZQr10tgjeoWIUicBnkbHCwpGkKChMF+s4l6zBwcU+e5sBAf1AUz/OkjwNSs0U1ODSvarBOtIKGVW5LdJ3YTu8ZFIav6ic7HvWf350IX23RpwlKVC5quAwljUKl86P1wGZCmqm5KQYvlYd3GL6qH/GNdhzXRtiFMvQelRtVIHiD8hayI3iB9IWiKFAUMHgJeeTde1ZXmJiZSPafc8/GBFp2uVql4ejeUFI3TM1N0WtmZyJ9yLLeAEVJTpDuUzoS4ccN29dBpQblJHUjd35btB+t2zlWKBQYvqqfwWdrZfAyMrTbdUhzFCyVX7JtS1YtBueeuug4S5tc6DvP3fDDKd4PaNiKPsQ7dpvcHpbWuQx/IzRPrKpPGFqodAG4jWhlcAyhaJ4mov8Ckv6k//zuAuWH6B6KQtthLQgaieqOlVHHxcGgLtEKGrmsLeA+pT3xDKFtJca2vnPdichDp+4NUapaccn+y188H9oMEcM3/E7yd9Ev/BPlp40bjUaDU6dOYfjw4XB1dYWzs86C/fTpE9atW4eQkJAffu7fSZmuNVYMHUlVrVoVQ4cOxdKlSzF58mTQNI3FixfjwoULss+MiYnBhw8fhF92KvgfkRFr+qPntE5QZu0yaAeUfEXyYOnV2SJOplJVi2OVz3wULGVP5FcoFegwxgWT94wi8lMUhdnHJ/ArL32eIfC4J+tuLxLxztRqUQ2LLkxH7qwQWG1+U3MTDFjYQzQoKU2UWHFjLuq31U1O2kGtfJ2y2HBnsQjMr1U/J0zeM0rYAdCWYWmbCxN2DIfrIHI1ZG1nhfV+i1CxXtZugN7gVMelBlZ5zxeFY/ae3QWDlvQSVqnaMnLnt8WCc1NFeCEFS+bH+tuLUKxiESI/RVNo2dcR805NEk1qE3YMR6dxbYTVvfbvBUrmxyqveSLqiQp1ymCF5xxhda7NrzRVotvkDhi1YSCRn6ZpLLowDU7dG+rqk1WFklWLYZ3fIhH0fcP2dTDnxCThGEV7n7mlGYav6oduk0mjwczCDKtvLkBNfWyhrDKqNamItbcXicDgOox2wZhNg2FhbU6UYW1niemHxsFJb/cCAOzy22K93yKUyfLBEZqRAhp1qotlV2eJgNqGLO+NPrO7wsSM1I28he2w5PIsEXVI8YpFsObmAgHkT+BMUtJoO6wlpuwfg+wy/dA4tBnSQqQbhcsWxJpbC0SgdtUdK2PJpRnIUyg3kd/E3AR953bDoCXkYkShVGD5tdlo2L6O0Kbady9bszQ23FlMwDAAgHPPxpi6f4xw3KgtI5eNBcZtGSriK7O0yYV1txfq6Ab0PtFaLathtc98EdBej2kdMXRFX5hl4Rdpy7DNZ4N5pyajfrvaRP78xfJh/Z1FOj4x4V0oOPdqjPnZOLUAYOymIeg60Q1KE1I38hfLhxXX54o4mcrWLIWVN+Yhf/F8RH6liQKdx7fFX1tJ8kSKojD/7BQ079NUMIi09xSvVATr/RYTMAwAjz8178xkoc21+c1ymWHIst7oOaMTkd/U3BSrfeYTZLba9q3UsALW+y02CnT5R/578lM4N5mZmZg8eTJev34NW1tbKJVKxMbGCjxSKSkp6NSpE3r06PHDjJ49e/ZEsWLFsHr1aiI9LCwMPXv2xNixY9G9e3eJu3XCsizc3d2RO3du7N2712h+tVqNoUOHIjo6GufPn5dkL923bx8OHDggSv8VHICkuGQ8uuyP1KQ0FC1fGDVbVJVF5eQ4Di983yDoTQjMLc1Rv10to4i1MWFxeHLtOVQZapSpUQJVGleU3aJlNAyeXg9A+BceobiBWy2jihz6ORzPfV6DZVhUblhekjtHK6oMFR5d8UdsWDzyFMqN+u1qGUWsDXwRhLf3P4CiaTg0r2oUcTg1KQ2PLj9DUmwKCpbKj7quDrIRSBzH4e2Dj/j8/CtMzU1Q19VBkjtHKwnRiXh0xR/pKRkoUbkoajSrIotYy7Isnvu8QsiHMOSytkADt9pGEWujvkXj6fUXUKs0KF+nDCrWKyvbfxq1Bo+vPUdUcAxs7W3QwK2WUcCxb+9D8cL3DcBxqNq0klHunIy0TDy6/AzxkYnIVzQP6rWtZRTz48PTQHx4/BkKJY1araobBDrUFz6C5SmP3l22IGq1qm5UN176vUXQ6xCY5TJDvTYOyFNQHo07LiIej68+R2a6CqWqFUe1ppXkdYNh8OzGSwGhuIFbbaOIteFfIuHv/RKMhkXF+mVRvrYYKE9fVJlqXjdC42BXwBb13WpL8oJp5eurYLy++x6gKDg4VzEIAqovacnpeHj5GZJik1GghD3qujrIojlzHId3Dz/ik/9XmJiZoI5LDaNo3IkxSXh0xR9pyekoXrEIvxNpRDcCbr3Bt3ffYWFljgZutY36y0R/j8UTzwCoM9UoW7MUKjcsb1Q3nngGIDIoGjZ5rdCgfR2jaM4hH0LxwvctOJZFlcYVRWSyv5tocW5M1fVAc7+Ac0MlQWXy+B+Jc/NTxs2ePXtw+PBhjBgxAr169cL+/ftx6NAhgiRzypQpSEpKwq5du37o2QMGDICdnR02bNhApAcFBaF///6YPHkyOnbsaPhmPfH398eECRMwevRo9OzZ02h+ALh48SLWrl2LLVu2SEZlxcTEEKynwcHBWLJkyT+y8//IH/kjf+SP/O+JYNxk/g3Gjdk/07j5qWipmzdvombNmgK1giEruXDhwvj06dMPPztv3ryIjhaH1/0IZTrAH0nRNC3pb2NI8ufnOZ2SkpIk8+TLly/HdciJMAyDp54BuH3mAdIS01CkXGG0GdpCdkciIigKnntvIuhtCMwtzdC4U3006lBHckdCrVLj7rnHeHj5KTLTVShToyTaDGkuuyMR/DYE1/beRMTXSFjltoJzr8ao2aKa5KorPTUDt47dhb8Pj5NTqUEFuAxsJrkjwXEcPjz5jBsHfBEXEQ+7ArnRakAzVKpfTnLVlRSXDK+Dt/HmwQfQNIWazauhee8mkjsSWgb1W8fuIDk+BQVL5ofL4OayOxIxYXHw3HsTgS+CYGKmRAO3OmjSpb7kjgSjYfDw8jPcOfcQGamZKF6xCNoMbSG7IxH6ORzX9vjg+6dw5LK2QNOuDVCvbU3JHQlVhgq3Tz/A42vPoVFpUK5WabQZ0lyWQyfwRVAW43oMbPLaoEXfpqjuWFmybVOT0uBz5A5e3H4DjuNQrUkltOrvJLkjwXEc3tx7D+8jd5AQlYC8hfPAZZCz7I5EQnQiru/3xYcnn6BQKlC7tQOa9WgkuSPBsiyeXn+B26fvIzWLW6rN0BayOxJR36Jxbe9NfH39Dea5zNCoY1006lhXckdCrVLj/oUnuO/xBJnpKpSuVgJthrYwSL2glW/vQ3Ftjw/Cv0TAMrclmvVojNqtqkvqRkZaJnxP3MMzrxdgNAwq1isHl0HOsjsSH54G4saBW4gNi0Pu/LnRqr+T7I5ESkIqbhz0xet770FRFByaVUGLvo6SOxLa3d+bx+4iKTYJ+Yvbw3Vwc9kdibiIeFzbexOfn3+F0lSJ+m1rwbFbA0l+KYZh8OiKP+6ee4S05HQUK8+PbdmPwvUl/Eskru7xQciHUFhYmaNplwao366W5NimylTjzpmHeHT1GdSZGpR1KAXXIc1lufO+vgqG575biAyOgnUeazTv3QQOzlUl2zYtOR0+R+/ghe9rsCyHqo0qotUAJ1jbWUmW8bvIr/rNUP9gj+Kfpl/o2rUrRo3ifTz279+PgwcPEjs327dvx9mzZ3+YfuFXKdMBHgSwU6dOKF++vGgHSE7Onj2LjRs3Ytu2bahatWqO7vkV+oWk2GTMdF2Cj8++gFbSYDWsEDo6YGEPkUMqAJzfdBXbJx0ARVFgWRY0zecvUbkoVtyYKyL9C/8aiemtFiP8SyT/bJYFTdEABUzcOULEZ8RxHPZMP4JTazyEUEvtv9UcK2GxxwwRV9Qn/y+Y6boUiTFJ/Pk3B4Di/XTmnZ6Cem3I6DmNWoNVA7fi1vG7ojKc3Bti+uFxIq6oJ9cDsKjrGoH7CBRfV2s7Kyy/NhsV6pYl8qclp2Nex5V44ftGVEbXiW4Ysaa/aDDzOnQba4du45GSOQ5UVtsWKGmPVV7zRINyXEQ8prdejKDXIbq2pWlwHIcRq/uj60Q3Uf8dX34e++YcE/pN299la5bCcs/ZIh+Mb+9DMb31YsR8jwWtyAqXpXiag+mHxhFUCgBvEGwZtxeXtt8QvXcdFwfMPztFZEy8uf8Bs92WITUxTdcmHO+ns9hjBuEsCvDG1tJeG3D/4hNRGS6DnDFx1wiRoXbvwmMs7bUBGrWG57uh+Cg3uwK2WHljLkpVIyfV5PgUzG63DO8efhKV0WdOVwxY2EPUf5e2X+fRd7PpRtHyhbDSa57oCCXqWzSmtVqM0E/hRP+B4/DXtmEiPiOO43Bg7gkcW3ZO0FdtnSo3qoCll2eKjMHAF0GY4bIECVGJoGmKhx2hABNTJWafmCji+mI0DNYM2Qbvw36i927cuR5mHZsgMrT9fV5hfqeVyEwjdcMqtyWWXpkl8t1LT83Ags6r4O/9SlRGx7GuGL1hkMhQu3n8LlYN3MJHf3EcKJoCy3CwL5YXq7zmifyT4qMSMdNlMQJfBAvfuLaNhy7vix7TxLvvp9d4YNf0wyLdKF29BFZcnyMy5r9/Csf0VosEXCuOZXmHcwWNKXtHExF42v7bPvEAzm+6Knpvh+ZVsejCNNFC6d2jT5jdbhmS41P47y1rtjTLZYqF56ehVktp3LX/pmjnJbOMur+8c5Np/uQfuXPzUw7FFhYWSEhIkM0TFhYGW1t5PxBD0qxZMzAMAw8PDyFNpVLh6tWrqFy5smDYREZGSjrzPnz4ECkpKQYdiQEYrHtaWhrOnDkDW1vb/1gnLuy6Bp+zkFy1QHja0NGD80/C6/BtIv+DS0+xbcJ+cCyXNcjo8n//GIY57ZYRIZgatQYzWi9GZBawn3APy4JlWKwdtp33sdCTi1s9cWoN3/baUEvtv2/ufcDK/puJ/ElxyZjeajGS43lSTq1hwLEcVOlqzO+8Ct/ehxL37Jt1DL4n7hksw+/MQ+yeTqJEf/8Uzg/e6Sr+2VnPB8dD9U93WUzQFgDA6kFbBUj/7GWcXX8Z5zddJfK/uvMOqwdtBaNheWoIvbaNDonF9NaLCdoCjuMwx205QrLeTb8/OJbDjskHcff8I6KMm8fvYt/sY0S/af/98jIYC7qsIbBzMtMzMb3VIsSFx2fl5evFZcHkL+uzEe8fk7ujp1ZdxKXtNwy+t7/XC2wcSR4Tx4bHY2abJTyiM6ejwOA4DhlpmZjdbhkBngYAWyfsx4NLTw2WcePALRxeeJrI/+VlMBZ3Xwe1Si08WwsfkBiTjKktFxG0BQCwpOd6fHgSaLCMo0vOwlMPLRrgiTy1tB7ZdSPsSyRmtVlK0BYwDIMZrksQkUXJoH8Py3LYMHIXnnm9IMq4utsbx5ad4/Nnq9P7R5+wtPcGIn9qYiqmt1okYDSxerqhzlRjUbe1BKUHwOu9zxE/g+99/+IT7JhM0lKEf43E3PYrDOpGWmIaZrouQXxkAnHPumE7EHDrjcEyLm7xxJm1JCXL24cfsaLfJjBqJqv/+G8R4EEkp7VaRACMchyH+R1XIuhNiK5t9dp4z4wjuH3qPlGG35kH2DXtsEHdCH4bgrkdVhK6ocpUY3qrRYgJixPychzfxoyawaoBW/Dm/geijDPrdHqf/b1f3n6LtUNIDLX4qETMdF2C1IQ0nW5ktXFmmgpzOqwgkJx/S+HAA/n99O+//QI/Lz9l3FSpUgX3799HcrJhYLXIyEg8fPgQNWrUMPh3OdGnTN++fTs8PDwwYcIEREREYOTIkUK+pUuXol8/w2GTXl5eMDU1hZOTk8G/nzt3DoMHD8aePXtw6dIlHDhwAAMHDkRYWBjGjRsHE5P/fyK0D08+46XfW0l0X4oCji07Ryj08eXnJPFeGA2LwBfBeO6jY5u+f/EJwgIjJcugaRonVl7QPYNhcGLFeck6a2HvQz7ojJXr+30lye74gZbFBT1DIjUxFRe3ekoC4GmZtrXGEgBc3Hwta/AS38MyHNKS0nkOpiwJ/RyOu+ceyWKMnFh5gcA5ObnqAiiF4bZlGRYRX6MI2okXvm/wyf+rJNYGTVM4vlzXlhzH4djSs5Jb3yzD4s2993j3SGes3DpxHzGhcZLvQdMUzqzTTUSqTLUkXxLAD/w+R+8QqLhXdnohM1VlEM+DYzmoVRp4bLsupMVHJuD6vpuyFAHnNlwh+MfOrr8MfnYw/N6JMUnwPuwnpH0O+Ap/IzQgx5adIwz54yvOS+KksBoWwW+/4+l1nbHy6Io/Qt6HSfefgia4pViWxbHl8rrx1DOAMFa8DvkhKTZFQjcAgMN5Pe639JR0nNt4VZba4tpub8KQv7jFExq1xjD/EcshPSUDV3frqBEigqLge/KebNueWn2RMORPr74oOe6wDIvokFjc1qOd0H7HUm1LURSOLj1L6POxZfJj24cnn3ln6Sy5c+YhzwUn2X8UoQsatQYnV10wmFf7HrfPPCD4x67t8UFacrpBzB6O440oj62eor/9XvIrhs0/G+jmp4ybnj17Ijk5GRMnTsSrV6+EFVFGRgaePXuGKVOmgGEY9OjRw8iTDMusWbPg7u6O69evY9OmTdBoNDmiTAeA1NRUPHjwAA0aNICVleEz0WrVqiF37ty4fPky1q9fj1OnTqFYsWJYt27dfwyx+NEVf3neGQ74/iFMWDWnJKTi3cNPRjh6FHh4WceN8uiqfBkswwp+AAAQ9DqEgPM3JBRN4fHV58L1g0tiNnB9YTQs7l3QMwpuv4UqQ5o3COBpC7QrSwC4d/GxUd6Zexd1ZTy5FmAUfTY+IkHgP2JZFk+uPZelkaAVNB5e0WvbK/5GeZ8+Pg0UJqKY0DieN0imrRRKGo/0+u/x1Wey4IWMhsUDD13+j08DZXmDAH5QfnJN13/3Lz6RBVxjGbL//L1fGYW9T0/JwFu9VfN9jyey91AAHl5+Klw/vvpcFtAN4KHxwz7zq+b01Ay88pPnDVIoFWTbGuu/LP4x7Y5EyIcwRAWLfQH1hVbQeHTFX7h+cOkJOJnJgdcNHWfe67vvkZkmDyiqUTPw9yYXMMYoAgjd0COYlZLEmGR88v/K389xeHjFX143aBqPfkA3OI7nH4uLSADA75AEBgQZH9su6b6RR1efGQU0fXTlmaBvn59/RWK0tC8lwH+H+rxr9z2eGKW2uKu34Pkjv5f8lEOxg4MDJkyYgE2bNmHcuHFCupaniaZpTJo06aePd8zMzDB69GiMHj1aMs+mTZsMpltaWhr186lbt65Brqn/pKgz1dJIednzAVAb4V4BAFC8YaB/rzFuKY7lwGgYKJQKoSzZImiKyGfMUOHroTH4f/l7fqwMVbpuW1ydqebh3Bn5d9fWRXsUISccx4naNgfdp+u/nLQtJW5bY/2nUZN1ykkZKqIMeb4ybT1+pAw+n65exniDOA46Xypo2zbnumHs+VmlkG2rUssaHkIZKg1MzU1/uv+MFaFf9/833cjWf/o8gDkpwxi/Gcuyv6YbOfgGKQrEd6vO1IAzQrHCHzGzUCgUOWrb7P2nzknb5lAf/mvCZv3+hfLTIH6dOnXCvn370LlzZ1SsWBGFCxdGuXLl0KFDB+zduxdubmJnyj+ik7K1SssSAwI8cJcWsdY2n7VR2gJGwxDYMmUdSsmOrRRFoXDZgkK0Q7EKhQXQNClhNSzK6JVRoU4Z2d0hWkGjXG1d/jIOJWWfL9Rdv4y6ZWRXaQolrQP4A1CmZimj/DlKUyWKV+KjbpQmShSrKE9bAEAggtTWT57LiAcM1DpB2hfLa5S2QKPO1n81SxllJdaPbilZpZjRHQ+O4wgAtQr1ysr3n5JGhbq6CChj2EUA/12Vrq6LSCtbs5Q8bYGCJqKsytYsZXRCNbc0Q8EswD6r3JawLyaPRcQyHPHdlnUoZdT4LVDCXog2KlK2oCxtASDWvwp1ysjSFtAKGmVr6fKXrlFCEj1XX7Lrhlz/KZQ0Kur1X7lapY0azAqlQg+wj+JpC4z0n75ulMmBbljbWSJfET74IW/hPEZxnjRqhvhuyzqUkjWAtTQSWsf2EpWLyu4mAfxu64+0bXbd+B3lD0LxD0pAQAA+ffqEkiVLYvz48dixYweOHTuG3bt3Y9KkSShVyvgA+G+XRh3rwNbeRnLQpxU02g1rKRgeNE2j4xhXyUGGoihYWJqjRR8dN5HLIGdeoWUGzM5/tRX+b2lriZb9nCQnSFpBo0BJe9TW47ZpP8pF9siBZVh0Gqcro2i5QnxIuUwZ1Z0qo3hFXbhvxzFtZI0VRsOi/SjdcaKDcxUULlNAtowWvZsQoZyd/2onawgqFDRcB+uQk5v1bIxcNhbS/UFT6DDaRRhQTUxN4DailWSdKJqCTV5rgkai7TB5GAOO5Yj+syuQG027NZCcULVw/JUb6qJnOox2le8/DYtOY9sI12VrlkKFumWl21ZJo75bLQIdttPYNrI7YxzHERQdDdxqI08hO1ndcB3cHBaWOoTkTmPbSE/AFGBqYYJW/XTRM636O8HE3ERygqQoCp3GtRH+bmFlAZdB0hxZNE0jX9G8qNdWFxnYbkQrecb1bLpRsGR+1HVxkJxQFUoalRqWJwzajmPbyPYfo2HRfrSrcF21SUUUr1REVjea9WhERO11HtdWnmOJAtoMayFcO7k3hLWdlWR/0DSF9qNchPB8hVKB9qNay+qSZe5ccOquQ752HdIclBxPG8ehi55u2OS1hnOvxrLvXbR8IVR3qiykGR3bsunGH/m95KeMmwkTJuDSpUvGM/4RSTExNcG805OhNFWKBjOKplC2Zin0m09ywLhP6YAaTlX4AVdvHFAoadAKGrNPTCRCGW3z2WDGoXGgKIoog6IAUPwk0n4k6WM0bGVfFKtQWDSxKJQ0zCxMMffUZCJMtGSVYhi5dgAAEAOH9v6OY1zRwI2Ec5+8ZxTsCtiKBhpaQSO3vQ2m7COPI+u6OgiTuH69tPcPW9mXoDqgaRpzT02GuaWZqG1pBY0i5Qph+Jr+RHrbYS3QuFM9gCJxm7R8N1MPjCVCUc1zmWHOyUlQKGiyDIrvv6pNKorCXfvOc0eFumJiUoWShtJUibmnJhFhvvmL5cPEXSMBimxb7f3OvZqgpd6EDQBjNg5GwRL2Bts2l7UFZh2bQLxfpfrlMGBhD6I99f/fc3onUSj4jMPjYG1nabCMfIXzYPz24US6o3tDuGRRalAG+m/c5iEoUlaH66RQKjDv9GSYmJsa1I1S1YpjUDZuqc7j26JWi2rCt617Fg2FgsasYxMIhG1rOyvMPPKXwHUkPD+r/+u41OC53/Rk8NJeKFlFvIuhUNIwtTDB3FOTiBD4YhWKYMzGwcS76rdB22Et0KRzPeJZE3eNhF1BO4Nta2VnhekHxxLptVpUQ/cpHURlaP8/aEkvVKij213gKVkmwsLaXGQE0woahUoXwMh1A4h0l0HOgmFB9J+SBkVRmLxnNAFBYWpuijmnJkFpojDYfxUblEfv2V2I9F4zO6NKowr887P3n1KBuScnEejleQvZYcre0QbGNv5mx24N4KK3GAGAkWsH8IuebGHutJKGhZU55pwkKVbK1SrN84nBcNt2nej224aCC/JLkVJap+J/pvwUzk2nTp3QsmVLjB071njm/3H5FZwbAAh+9x2n13jg1ol7UKWrkL9EPnQY5YqOY10NgpupMtW4vOMGLm71RNjnCChNlWjatT66T+1IbA3ry7tHn3Bq9UU8uPQUjJpB8UpF0GlcW7Qd2sLgVm1qUhoubLqGSzuuIzYsHuaWZmjRxxHuU9oTk5C+PL3xAqfXXETAzdfgOA7l65RFlwnt4NyzscHVcXxkAs6su4xre32QHJcCaztLuA5ujq6T2hsE4OI4DrdP3cfZ9Zfx4clnUBSFGs2qwH1KB9R1rSnKD/CAYKfXeMD7iB/SUzKQp1BuuI1ojS7j2xqkkmAYBp57b+L85msIfhMChYkCDd1qw31KBx13TzYJfBGE02s84HfmIdSZahQqUwAdR7ui/WgXg8B/memZ8Nh6HRe3eSIyKBqm5iZo1qMx3Kd0QMkqxQyUwIepn1pzEU+uPQejYVGqWnF0Gd8OrQc2MwgclxyfgnMbruDKLi/ERyYil40FWvdvhm6T2xPEnPry8PIznF7rIYTPV2pQHt0mtUfTLvUN5o8JjcWZtZfguf8WUhPTYJvPGm2HtUTXiW4Gwek4joP3ET+c33gFn59/BUXTqN26Btwnt0fN5tUMlMBD3p9e44Gbx+4iM10F+2J50WGUCzqOayPs2uiLRq3B5Z1euLDlGkI/hkNpokDjLvXRfUoHSXDBD08+4/RaD9w7/xgaNYOiFQqj09g2aDe8pUHgv/SUdJzP0o2Y73Ewy2WGFr2bwH1KBxHWi1b8fV7h9BoP+Hu/BMeyKFurNLqMb4cWfZoa1I2E6EScXXcZV/f4ICk2GZa5c8F1UHN0m9xehGOlbds7Zx/izPrLeP/wI0BRqO5YGe6T24t4orQSERSFM2sv4cYhX6QnZ8CuYG64DW+FLhPaGQRuZBgG1/f74vymKwh6HQKFkka9trXQfWpHVG1c0WAZX19/w6nVF+F3+gFUGWoULJUfHUa7osPo1gZpVlQZKnhsuw6PbZ4I/xIFEzMTOLo3QI+pHUU4SFp5c/8DTq2+iEdXnoHRsChRpRi6/NUWLoOdDYJipiSk4vzGq7i08wbiIxJgYWWOlv2c4D6lvSTw5qOr/jiz9hJeZgFcVmxQHl0nuMGxW4Mc+Yb9N0Q7L5kn1wTNyB/5yQmrSEaG9fN/JM7NTxk3S5cuxZcvX7Bnz57ftnP/U/Krxo1WeOwPVpY3J7swDAOapnPcBz9bxo/k1+JAyPHH/GoZrBas6we+vR8t4z/Vtr9b/2kjp36n/vtfadv/lG4A/7/990c3ftpV9T8mf4ybnzyWGjFiBJKSkrB69WpZqoI/knNJT8lAQlQSEf0iJ4yGQWJ0kgj8TE5SE9OQGJ1EgJnJiVqlRkJUEoFZIiccxyE5LgWJMclGozG0ospQISEqCZnp8iGw+mUkxSYjOS4lx2Wkp/Jtq4/dIScMwyApJhmpiWk5yg/wiMiJ0UlGHWG1olFrkBidhPSUnLUtwK86k2KSZUO39UWVyfdfhpHwYq1o+y8pNuf9l5meiYSopBxFXQH8BJEYk0zgGBmTjNSf1I2kH+i/pJ/UjZSc6R/HcUiO53Ujx/33H9CNjLSs/sth1A/LskiKSUZKgjzkgL6kp2QgMfr/d2zT6kZO+0+rGz8ytqXEp/6QbvwW8i8G8fupUPDFixfDysoKV69exY0bN1CoUCHkySPeLqUo6ofoD/6N8ub+BxxZcgZPrwcAHB8h1WZIC/Se3QU2ecQWd1pyOo4vP48rO28ImCY1mlVBnzldJbf3H131x7Fl5wTsEVt7G3Qc7Yru0zoY3B6Oj0zgUWD330JmWiYomkIDt9roO7ebwe19juPB4U6uuoCg1zwqaf4S9ug6vh06jnM1uDoKC4zAkcVncOv4XWjUDJQmCjj1aIS+c90N8moxDAOPrddxdsNlRAbxeCMlqhRDj6kd0bKfo8EV3ufnX3Fk8Rk88HgCluVgZmGK1gOd0XduV4NM0aoMFU6t9sDFrZ5IiEoEAFRqUA69ZnZBw/Z1DLbtC983OLLkDAJuvgbAR+60G94SvWZ1EdFUAPwgfHTJWVzd482jAlNA7ZbV0XduN1RtUslgGXfPP8Lx5efx8SmP2JunkB06jW2DbpPdRDQVAM+SfHTxGXgdvg1Vhhq0gkbjTvXQb143g9v7HMfBc99NnFrjge8fwgAAhcsWRLeJbmg3opXBleq396E4vOgU7px5CEbDwsRMiea9m6LfPHeDR1+MhsG5DVdwbtNVxGSBCJZxKIme0zuJKCS08u7RJxxZfBqPrz0HOMDCyhyug5uj79xuBqNr0lMzcHLFBXhsv47kON54quZYCX1md0XtVoYBRZ9cD8CxpWcFgDjbfNZwG9kaPWd0NngsnBCdKCAkZ6TyulG/bS30ndtNRAGilZvH7+LUqgsIfMEjqtsXy4vOf7VDl/FtDR4Lh3+NxNHFZ+Bz7C40Kg0USgWcujdE37ndDPJqsSyLyzu8cGbdJYR/4UHoilUsgu5TOsBlkLNB3fjyMhiHF53G/QuPwbIcTC1M0bq/E/rM7Wbw6EuVqcaZtZdwYcs1xGfh01SoWxa9Z3VBo46GYTVe3XmHI4tPC7g8lra50G4YrxuGjr5SE1NxbNl5XNnlJSwsaraohj5zuqKGUxVRfoDHojm+7BzeP/4MALArYIuOY9rAfWoHg8fCseHxOLr4DG4c9EVmugo0TaFRx7roO8+d8NvTCsdxuHHQF6dWX8S3dzx4aaHS+dFlghs6jHb5/XdxfjUU/B98MPNTx1JSyL+ih1MUwTf1vyi/ciz14NJTLOiyGgCIqApaQaNwmQLYeG8pMYinp6RjouM8fH31TZSfYzlMPzQOLfo0Jcq4tOMGNo3eDZqmiIgViqZQuWF5rPKaRxDfxYbHY1yDmYgNixeVQStoLLs6S2RE7Zt9DMeXn+exZfSjKijAsVtDzD4+gRgEgt+GYHyTOchIySCiERRKGuaW5lh/ZzFBbsmyLFb024xbJ+7yCVlFaPE6uk/pgGGrSLTqF7ffYKbrEh7rQv89lDTyFMiNzQ+XEcShqkw1Zrgsxuu774l30Lbb2M1D0HGMK1HGrRP3sLzPxiyeHbKtSlQuivV3FhMGTnJ8CsY3noPQT+Gi/AAw7/Rk3qlZT06v8cCuaYcN9l+tFtWw5PJMwjckMjga4xrMRGJsMgG8plDSUJgosdp7HuE/xHEcto7fh4tbPEFROv9Bbdu6DnbGpN2jiAnyk/8XTHKaB1WGWtS2VraW2Hh/KWGgMgyDhV3W4OHlZ8SqV/u9GOJRe+L5XIDcz95WBUrYY9ODpURET3pqBqY4L8Dn51+z5efbbcre0XAZSDqYXtvrg3XDdvBcRnq7KTRNoXydMlh9cwFh4MRHJeKvhrN4ZNxsdaIoCksuz0Sd1qQRdWjBKRxedFqkGxQFNOpUT+SE/P1jGP5qOBtpyWmEbtBZDv3rbi8ifOs4jsPqQVvhdeg2PxFxuudzHO9oPXr9IKJOr++9x7RWi8CoGeI9FEoatvlssPnhMiLaTa1SY3a75Qi49dqgboxcO0DEo3bn7EMs7rGO58DL1lbFKhTGhrtLCAMnNTEVE5rOxbd3oeKxjeMw+/hEOLk3JMo4v+kqtk3YL25bmkJ1p8pYdnU2YeBEhcTgr4azEB+VSOgGraChMFFg5fW5qNaUXGDsmHwQZ9dfJrGBstq5ZV9HTDs49rd0zRCOpeIdoGB+nuCTUaQgwy7g33Msdfv27Rz9/tcNm1+RzPRMrOy/GRzLisJFWYZFWGAkDsw9QaQfX35eZNho83Mch3XDthPb/TFhcTyRICAKxeVYDm8ffMS5jSTH0q6ph0SGjbYMRsNged9NxNHLhyefBZoBUbgoB/idfgA/PWh2AFg7bAfSkzNEYZaMhkV6SgbWDNpKpN87/xi3jt/N2mLVe3zWYHNqjQfePvyoew7DYEXfTaLBG+DDN+MiEkQcPR5bPUWGDaBrt23j9yEqJEZIT01MxZoh28CBM9hWwW+/49jSc0T6ofmnRIaNNj/Lslg5YDOxTR76ORy7ph8m6iG8O8vB3/sVAa0PAFvG7eWPPgy0rSZTgxX9NhMT+QvfN7i4hYeQ5wy0ree+W3h81Z9IXzlgi8iwAfi2TUlIFfFXeR/2w4NLT0Xb+dq2Pjj/JEFboMpUY3nfTXy7GGiryG/R2DvzGJF+Zs0lfPb/YiA/v7W+YcROJEQnCunxkQnYOHo3nyfbMZEWXfrsustE+t4ZR0SGjbZOLMNiRd+NxNFn4IsgHF50mnhX4d05/ru+eewukb5u+A6kJqWJdIPVsMhMU2H1wK1EOz68/Iw3bIBsusH/e37jVbz0e6v3biyvGyqN6D0YDU+FsXX8fiL9yk5vBNx8JakbO6ccImgL0lPSsWrgFujzROm3VciHMBH/2JHFZ0WGjTa/1oDTP6aKCIrC9kkH+Hc1oBsvfd/i8o4bRPr2iQdEho22DI1Kg+V9NxLHWq/vvc+iDgH57Wb91/uIH+5ffII/8nvKb76n9r8rfmceIjUxTTLSjmVY3DjoK0x2jIbB5R03ZHEz1JkagqPHc+9NybwAPwh4bNPxPCXFJuP2qfuSZXAsh/iIBAJi/vJOL6Mgfhf1uIm+vv6Gdw8+SpbBMiw+PvuCzwFfhbSL2zyNgvjpD2RPPQN4TiYJbA6WYXHn7CPER+kmuwtbrsmDm1EUru3RGRI+R+/yCKYy/Xdll5fgZ5CZnolr+25K9x8HpCdn4PYpnSF4dZe3kW1vDhe3XhOuor/H4uGVZ9Jty7II/xJJkKVe2n7dKNCcPrfUu4cfEfwmRLb/Am69RujncCHt4lZPWRA4hZLGlZ1ewvW9849l/UZYDQufo35IzfKpYVkWHtuvy2LpMAwLr4M6ItrrB3zlMWhYDhf1dCMlIRU+x+5K6wbHITEmGfcv6igCrhjTDZoiuIlCPoTK0kiwDIsvL4OF40mAN8qN6calHbr+e+7zCpHB0ZJtxVN6PEVsFlkrAFzYeg1y5xMUTRFG9q3j95CRlindfwyLa3t9BD8ttUqNq3u8ZXUjMz2TMASv7fGR3THhwOGiXtvGRcTj3oXHkjQSHMshOiQW/l4vhbTLO24YHds8tv3hlvpd5YeMm9evX2P8+PFwcXGBq6srJk2ahLdv3xq/8Y+IJPhNCJQm8p76mekqRIfw/glJsclGeYNoJY3gLCZegA8zN4ZTEB0SKwwyoZ8jjPIGKZS0wPYL8Gf3xkD8gvRW5d/efpd9vqF8QQZ2q/SF0bD4ksUTBQDBb78bReplGRahn/gJWKPWCH48UsKxHN+eQhkhskYBwDtwx0fyBlRMaJxR3iCliYLov6C33+V5gzgIPjIAz39kbCyiKArBb3Tv8eVlsCxvEMuw+PpK13/BOe2/d6F6//8uazgymuxl8GH4cqLO1PVZSkKq4CMlJTRNEXX/9u57jvjHtE7JEV+jjNI8KJQK4rs1qhssl61OoZJ59UVf/76+zoFuvNRr2zffZQ1NgDfUtGz3HMch7FO4rBMtv1OpN+68/Q6lETTg9JQMwYCKC0/g/c9kRKlUiMY2WcdsDgj7HCHsxHz/GG4UmZmmaaI/cjK26X+3v6Ww3K///qGSY+MmMDAQEydOREBAADIyMpCeno5nz55hwoQJ+Pr1q/EH/BFCzC3NjfIZ8fn4M38zA86NIuF0+QEeaI4y4vBGK3gAOf2y5IRlOVhY6TBGcllbGKUt0PdbyEkZfD5dGeZWYkwTQiggl55vi7mludGBTL8u2jN3OaEVFNm2luY5WtRo7zE3gMuSXViWI8qwsDIDLcFUrhVTPUqAnLQtx3FEe1pYW8jkznquXv6cvEf2uhj7dimagoU1WcaP9J+ZhWkOuIwosW4YuYmiKZhk+aPlqG1Zluw/awujZZj9qm7koD9yEf1nlqO21eo4RenaQEpoBZ1NN8xyFFGkrXvOvtvs36GZUWdeEzOlkCdHYxvHEu1pYWzcyWGeP/LfkRwbN0ePHoVKpUK/fv1w4cIFXLhwAQMGDEBmZiaOHTtm/AF/hJDGnevJrrgomkIZh5LIXywfAN6IcHCuaoQJlyHg+5t0qS8bmqxQ0mjUoQ7Bv1KotGEgK61wHEdERzTt2kB2jufh3HXRMDWcqxodEMxymaFmi6rCtZN7I3mOJVBw7KZzNmzQ3jBwmb4UKGEvwNjTNI0mnevJbkEzGhZNOusA7Rp3rifbtrSCQjXHSgLFQ95Cdihfu7QsxxLLsGiiB5rXpHN93mdEQhRKmnjvCnXKwK6ArWR+7T3129USrh27NTTKG9SseyPhuo5LDaP8Y9Z2lqiiB+zm1K2hbNtyLIemet9t40515XWDoohv1czCDLVdHIzrRpcf6T8a9dvWEhxSi5QrhKIV5PnHWJZDo07ZdENmklcoybat1rSSUf4xU3MT1GmtQ8Vt1t2IblAUHN11ZdR3q210VzNvYTuC86ppl/qy/ccyLJp2yT7uyI9tlRqUg11+/lu1zWeDyo0qyOqGqP861TfCAk+jaVcdyF4Zh5LIV1Sef4yiKGLscOzWUNY4pRU0nPT677eUfzFCcY6Nm5cvX6JatWoYOnQo7OzsYGdnh8GDB6N69eoICAj4f6zi/6aUqlocDTvUkRxoOJZDv3kk/UKfOV0lV120gkbVppVQpZHOo72OSw2UcShpsAyK4jceekzvpHsGTYvKJO6hKbTs60iE+rbs54h8hfMYLIOmKZiam6DjWF2UkXkuM/SY1kmUV1/cJ7cnaCQ6jnGBWS5Tgys1WkHDroAtWvXX0RDkL5YPrQc2k520+85zJ57XfWpHAJTByUuh5DmZ9I2CSvXLoYZzFcn+Y1kOfWZ3JdL6ze8uuVtHK2jUa1uTCEdt3LkeipYvZHBioWgKFE2j2+T2evVUoO9cmf6jKLQb0UqYVACg7dAWsMljZbj/sigb2o3Q8T5Z21mh819tZSf5XjO7EFEqXSa0g0KpMNgftJLnK2vWQzdJFKtQhOfIktINjkO/+d2Jiaf3zC68IWGgXrSC5vtLj0aiZotqKF/HMCGrNjKm54zORFr/+d0lx3qaptCsRyMCwbt57ybIXzyfpG4oTZTo9JeO4sHU3JQoU1wxoMsENwJd221Ua1hYmUv2n629DVwGNRPS8hayQ9thLeR1Y647EcHlPqUDD7po4B6FkkaxikXQsIMOKqFcrdKo41JDdmzL/p32ndsNrETj0goaNVtWI2gkGnWogxKVixo8GtYCRLpn0VIAgEKhMDq2uQ5uToTBuwxyRu78NhJty+8Eth/lIvnM30I4/GtxbnJs3MTHx6NKFTHWQOXKlREfH2/gjj9iTGYe+Qu1s0JHFUoFFCb8BKAwUeCvbcNEYcEOzlUx4/A4mGYR/ilMFAJORuVGFbDw/FSSF0mhwPJrswUmbm0ZoPjV7vzTUwg2bYAnFBy+qh8f3kpT/D1ZA0jTLvUxcecIIn8uawusvrlAMHj4/HydrOyssOL6XBQsmZ+4p9eszug6oZ3AmaRQKoQBpONYVxGnVv7i9lh5Yx6s81iJyrAvlherby4Q0Sn8tW2YEDqq5aehaQq0gsaQ5X3gOogMCy5fuwwWnJvKHxNQINq2VLUSWHF9LjHgUxSFBWenolrTimT/URRMzEww7cBYEbZKA7famLhrJJR6/awto2aLaph9fCKR38TUBCu95qFYFomo/ntbWJljsccMImQeANqPao3+WRO/0LZZ/deib1OMWjeQyG+T1xqrby4QKC+EbwRAbnsbrPKeJ6LDGLy0N9pkkXrSSr3+o3guKn2DCwCKli+MZddmC7sS+u9duExBrPaZL8Jbmrp/DOq3rUW8t5YHasymwaKw4GpNK2H2sQkwNTfN4hvSlVGhXlksvjSD0A2aprH0ykyUr12abNssks25JycRCwUAcO7ZGKPWD+S53LLpRoMOdTB5L8mJZp7LDKt95gs7TPpta5nbEss954joTHpM68hzRRnQDbcRrTFwcQ8if77CebDSax5s81mT7wEgX5E8WHNzvggva/SGQWjeq0lWfl0ZFE1h4KKeaDecJGwtU6MkFl2czh/ZZNONEpWLYZXXXBFVxZyTk+DgXIV4b4qmoDRVYvKeUajXhqRMqevigCl7R0NpqhSNbdWdKmP+6clEfoVSgRU35qJUFmWJ/thmbmmGBeenieho2gxpjkFLegnjgH7/NevRGOO2DCHyW+W2xOqbC2CfteOj37Y2eW2wymue8Lc/8vtJjnFunJycMGjQIAwcOJBI379/Pw4ePPivDfv+O+gXPjz5DL/TD5CalI6i5QuhZT9HAsMjuyTHp8DnyB0EvQmBuaUZmnSpz5POSSynOY7DC983eODxFKoMFUrXKIkWfZoil4y/RWx4PLwO3UbEl0hY57FCs56NDYJcaYXRMHh0xR/+3i/BMiwqN6oAx24NCAyd7BL+JRLeh/0QGxaHPIXs0KJvU0nuKoAPEb5z5iHe3P8AmqZQs0U1NHCrbRAITStfXwXj5vF7SI5NRsFS+dGyv5NBkDKtpCWn4+axuwgM+ApTc1PUd6uNms2ryrbtu4cfcefsI6SnZKBE5aJo0bepQQBGrSTGJMH7sB9CPoQhl7U5HN0bioxMfWFZFv7er/DoyjNoVBqUq10Gzr0aG+RX0kpUSAy8D/shKjgatvY2aN67CUpUNsxdBfBO1fcvPsEL3zfgON5YaNKlnkGQQK18/xgG7yN+SIhMRL6iedGyn6PIkNWXzPRM+J68jw+PP0OhVKCOqwPquNSQhcD/5P8FvifvIzUxDUXKFkTL/k7EzlN2SU1MhfeROwh6/Q1muczQuFM9VG1SUbb/Xvq9xYOLT5CZrkKpaiXQok8Tg9xjWomPTIDXodsIC4yEVe5caNajMcrWNMzrBvDQBE+uBeDZjRdgNAwq1i8Hp+4NDQJoaiX8a5ZuhMYhdwFbtOznZBDcUitqlRp3zj7C67vvQVH8QqhRx7qyuhH0JgQ3j91BUmwKCpSwR6v+jgT2U3ZJT0nHreP38Mn/C0zMTFC/XS3UbFFN0veF4zi8f/wZd848QFpyBopXLIKW/RwNAjBqJSkuGd6H/fDtXSgsrMzRtFsDVKpfTrL/WJZFwM3XeHj5GdSZapStWQrNezchdn6zS0xoLLwO+SEyKArWea3RvHcT0SJBXxgNgweXniLg5muwLIeqTSqiSZf6BkECfxcRcG6iq0Khlv6WjQljkooM+9f/SJybP8bNL8rfxS31R/7IH/kjf+SP/B0iGDeRVX7duCnw5h85v/0Q/cKNGzfw5s0bIi00lA8ZnDp1qig/RVFYtWrVL1Tv3yHhXyJx99wjfnVavhCadm1gEPpdK6pMNe6df4zgtyEwtzRH4051DcKy68vXV8F4eNkfmemZKONQCg3b1zbIeqyV9JR03D79EBFfImFlZwlH94aCc7Mh0e5g+Hu/AsuwqNSwPGq3qi4b0ZAUmwzfk/cRFx4Pu4K50axHI4OM0lphWRbPfV7h7f2PoLJ2bio3LC/r9Bf9PRZ+px8gOS4FBUvlh6N7Q9kdK41ag4eXnyEwIAgmZiZo4FZbcDyWku8fw3D3/GNkpGageKWiaNK5nuyOVWZ6Ju6cfYTvH8OQy9oCTbrUR+EyBWXL+OT/BY+vPc/auSmN+m1rya7KUxNTcfvUA0R9i4FNPms4dW9kkG1dKxzH4dWddzwGDgdUbVoRDs7SO1YAj9h7+9R9JEQmIm+RPGjWo5HgQG1IGIbB0+svdDs3LjUkKQu0EhEUhTtnHyE1IRWFyxZE024NZHes1Co17l98iq+vgmGeywwNO9ZFiUpFZcsIfhuC+xefIjM9E6WqlUCjjnVkd6zSUzPgd/oBwgMjYZnbEk7uDQhE3+yi3cHw93op7NzUbl1ddscqKS4Zt089EHZunLo3kt2x4jgOz31e4c29D0DWzo3cjhXAg3z6nX6ApJhk5C9hD6fuDQ1ShmhFuzv7yf8LlKZK1G9XS3T0k11CP4fj3vnHSEtO532putaX1Q1Vhgp3zz3Ct/ehsLCy4P3OZHasAB4s8dEVf2HnxthubmpSGvxOP0BkUDRs8lrD0b2B7I4Vx3F4c+89Am69AcdyqNK4AhyaV/39qRf+5fJDOzc//PA/9AuyospUY+PIXbhxyBc0RYFS0GDUDHLZWGDS7lEivwKAh6Vf3ncTkuNSoDBRgGN5hNym3Rpg6v4xooE/NTEVS3tvxJNrz4VzdUbNIHd+W8w5OdEgZ8uNg77YNGYPMtMzoVAq+KgEjvfnGL1hkGjgiAmLw4LOq/HhyWfQShoU+OiiwmUKYMH5aaItX47jcHLlBRycfxKMhgWtpMFqWCiUNPrOdUfv2V1Eg3Lw2xDM77waoZ/CoVAqBFj+crVLY+H5aaKzb4ZhsHPyIVzYwoPc0QoajIaBmYUZxm4aDNfBzUXv/fruOyzuvg5xEQlEGbVb18CcExNFfDgZaZlYM2grbp9+QLStlZ0lZhwah/rtxFFbd88/wprB25CamKbrP5ZFy76OmLhzhGjgT4pNxqLua/Hi1hsB5p/RMMhXJA/mnZmCSvXFx1mXtl/HjskHocpUC/1HURS6TXTDkBV9RINyRFAU5ndahS8vgwUfBEbDonilIlh4YbpocuE4Dgfnn8SJFefBshxoBd9/SlMFhizrI4LiB3ierwVdViMyOJpo2yqNKmD+2SmwK5CbyK9Ra7Bp9G5c23eT0A0La3NM3DkSzj3FfFT+3i+xtNcGJMUmE7rRqGNdzDg8TnRUkZacjhV9N+HBpadE/9na22DWsQmo1ULM1eZz9A42jtqF9JQMKEx0utF2eEuM3TRYtGCIi4jHgi5r8O7hR6L/CpS0x8Lz0wwe9Z5e44F9c46DUTO8bjAsaJpG71ld0G++u0g3Qj6EYn7nVQh5H0b0XxmHklh4fpqI64thGOyZfhRnN/Dou1rdMDU3xah1A+Gm50CulbcPP2JRtzWIDYsn+q9mi2qYc3Ki6BhWlaHC2qHbcfPYXaJtLXPnwrT9Yw3yUT249BQrB2xGakIa0X/NejbGlL2jRMd4yfEpWNJzPfy9XhJtm6eQHeadnizymQKAq7u9sW3CfmRmqHRjG4BO49pgxJr+IoMz6ls05ndejc/PvxJtW7R8ISy8MB3FK8ovKv9bIuzcRFT69Z2bgu/+kTs3OTZuIiIifqqAggXlV6T/dPkV42bVwC3wPuInjoCi+PDmFTfmEgPs+8efMKHJXAGSXF9oBY16bWpisccMIY3jOEx2no839z6IwiZpmoLCVImtj1cQxse9C48FvqvsQlFAx7FtMGbjYCEtMz0TI2tORfiXSFH4J62gYWmbC7tfrSN2DS5svoat4/dJtkt2rpr4yAQMqzYJyfGpovdQKHmuoZ0v1hK7XTun8JwwUl/3vNOTifDj4HffMbr2dKhValF/0AoalRqUw7rbiwjDYEGX1QIpp77wzrwU1t1eRPA4vfB9g6ktF/J9l73LaQrOPRtj5pHxQhrDMPirwSx8DggS95+C5xra8Xw1sevjc/QOVvTbZPilAfSe1QWDlvQSrlOT0jC8+mTEhMWJwPxoJY3c9rbY/WotMXkdW3YO++cclyxj4q6RaDu0hXAd9S0aw2tMQXpKhsH3KF6pCLY9XUnslqwbvgOee2+KQ6mz5vVlV2ahrqvOKfWT/xf81XAWGIY12H+1WlbDsquzBcOA4zjMcFmMgFtvRHXSOtJvfriM2Jl4dOUZ5nRYYTCChI9Ea4nx24YLaapMNUbVmorQT+EGdSOXtQV2vVxLGOaXd3ph4yiSvkJfhizvg556EY6JMUkYVm0ST7lhQDfyFc2LXS/WEruVe2cexYlVFyQjYWYdm0AYj98/hWNkzalQZ4opN2gFjXK1SmPj/SWEYbC013rcPv1A1BcUBVA0jTU3FxA8Tq/vvsNk5wXgWFakszRNoXGX+ph3SudUzLIsJjSZgw9PAg2ObSbmptj+bCWxo3371H0s6bne8EtTQPcpHTFsZV8hKT01A8OrT0Z0SIzB/rPJa43dr9bK+kf+t0QwbsIrQaGWhxeQE8YkDRmF/pnGTY731QoWLPhTvz9iWMICI+B16Lbh0G6OHwQOLThJJB9dchYcxxnEzmAZFg8vP8PHZzpo9he+byTh3FmWA6thcHLVBV2xHIf9c47LOF8CHtuuIy5CFx3ne/I+vv9fe+cdFsXxxvHv3lGlizTBqICKDTtWFBUQEQv2miD2Eo3+LInRaOzGxBaNsWGvUbEgooCKBbsiCqJgQUXpvV7Z/f1x3HLLNRCISObzPDx6e7M3887s7L475f2+lL95S8uUl5WP8zLh+wVFQjm7SnNw+T9s1GQACPg7WKFjA0jeoj6+SpJoTxWTkZwF/y2BSh0bigL8Fh/l1OOJ385CLBIpbA9aTCPq1gtW+RuQDIXfKlZULo2kjYBDK05yju9fdlzybFbU5DSDK0du4v2Lkii1dy88wsuH8npJ0jIJCgU4KaN/RNM0/FQ4HQDwzx/nkJtZEuk6eH8YUt6nKYxSTItoZCRl4uLuEhmPgtwCHFl9Wi6tLPt+OcaJIeO/5aJCx0Zqx9tn73HL/x57LPFtMi7uCVUcI4aROBL7fuFeQ0dWnwZNM0rb78GlJ6xyNABEhb9gp1DlsqAZMDSNY2v9Ocf3LjmmcmHyhR0hSClWPAeAm6fu4N3zBKV9Iz+nAGe3lshniIQi7PvlmFxajp2rTnH0xy7sDEFmSrbSvpEUn4LQQyWSLNlpOTi5MUDlFt+9pfrGyd/PQSSQd2ykdry4H4cHl56wx+Kj3+Pa8XCFbSH92QO/nuAcZzW4FJSLphncOHmHE5n54eUneH4nVum9TSQQ4p/fz8nky8Dv5yPKVSQY4PSmAGSlZrOHQg/dQOLbZKXtl5WajQs7Q5T8YDWBqWB04v9CnBtC5RJ24rbKYFo0zSDq1gs2RHlBbgHuBj5SE7iKj7Dj4ezna8fDVc49i0U0wo6Hs2HM37/4iPjoDyoDjzE0g5unSx5EV4/eVBkzgxbTCJG5uT65FqVWRiIvKx+PQ5+yn0MOX1cb1C308A32c/iZexCXQbZAerNkGAZXj91SGXiMr8HD1WO32M9hJ8LVBja7fykCeVkSWzOSsySOporosDw+j6MtFXYiXE1gOppjd+yjN0iOVy0jISwS4fa5Ev2j0CM3wKh40jE0w3k43g+KUCsjkZGYiajwFyV5HL6hsv14PG7d3jh1FzxVukHFwpZJxbYKCgUIP3NPbd+4Jtt+ZegbN07dZYUwP71OwquIt2r0x4AbJ++wH68cvVWuvvHsZgyyUrKVpgcksgUPL5c4EqGHb6gsE1WcRkr4uQdqZSSktkq5cvSm2r5x7bhs31BzbxNLdjhlp+UAkEwvKXM0OXnItN81Nf1PLKJx5chN9l72OjIeH18lqXTqREIxRwjzytEboFRoajE0w9HyI1QviHPzhcjNzFMZkVNKXpZE26Ygt1B92HSqJL3k3DwwqvRXIOnQwiIhWyZ18Pg8Trqc9Fy15ZIKHAJAXhnyAErZoeYchmE4aui5mfllWuwnzUMkFLF1oAxazHDsyM3Mh9qY/wyQn1PIyUsVPB7FSZerZLRKlsLcEk2estQtVSqPnPRctYG6ZNs7N1O9HQDX3vxs1efQNM1pv7zMPFBqoujK5lGYV1QGKROGW7dZeWolAmgxDUGBZASxrH2DW7c5avuGrKZSWfIAuHWbm5mrIqXEkZd9mcgr431HWhaGYVCQW6gyrVhElypTGe9txdeFOl0pQPICU/qeoE4Hr6hAwL64fV77KRdvZcuRVbY2+2KQCMWEfxvrRlYQqQj/DgAaWhqoYy2JyWJoasDR31EELaZR175kKrCunaXaB7CxuRG7iNWqoblaUT2xSAxrmQWm9RysVb5BUTwK1rJlsi/bVKVsOutGVipvltIoqbLnqnMKKIqCZUNJTBZNLU3UVrGTCCi2Q2Zti3UZ8tDR04aRmWT3l2ldE7WyBWJRqfazt1RZtwBgIRNXxspOtXQGIHnblM2jnkNdlW/ZPD4PNk3qsp+ty9p+MmWxsrNQeRnyNXio17gkj7r2lhALVfcNvgYPZvUka1X0jGtBz1j1ugKGgXzfUIOBiR6rvWVR30ytbIFYKC5Vt2r6BkVxr/My1q1sOpvGatpPg4d6DjLt18iqTJp20vajKArm9ZXvkpTmIVufde0t1ToeWjqa7CJyEwsjaOsq30EFSFTdS7efur5hVs+UXQdkZWuhStgcgPz9s14T1e3H4/NgLXPdVkuIc0P4t3EZ0UVlEC++Bg+9RnVjFwJqaGqgr29v1TcyHgW371zYzx4TeqlUzuXxeeg/1Z1dR2BiYYzO/ZVLQoCS3PBlQ617TnJVeSNjaIYTorxRW1vYOtZX6qzweBLdINktwl5T3VXekMUiGl6TS3Z4dPJqC6M6BkofqDy+RF9JNpjfgGl91Oo+eUwo2WHlOq47+GqcAo/xvdhAX7p6Oug9prtKJXFNHU30GlWykLPfZDe1Gj2ydWvV0EKl/hhFUTCta4J2MtpEXpPdVDpptJjm7J5p2b0prGwtlDrB0sXXsgED+09VHaJeLKLhKdN+zkM7SRx5Ze2nwUP3YZ3Zbed8Ph/9JrmpdT7cfVzY//cZ31PlWzmPz4PXVHd2BNDQ1ADOQ1RoLFFALUNddBtcElVcbd8Ag/5T3dnPDVvWl+iPKWs/HgXrRlYc3a7+U91Vt5+IRj+Zuu3g0RomlsZK1w7x+Dy0c3PkbG3vP7WP6uk1EQ3PSSVRjXuPcYaGlvIpPx6fB7dvXdgNAFo6WnD/zkWlI8HX4KP3WGf2c9+JvdX2jQEyfcO8Xh20V6E/RlEUjM2NOJGT+01W3X60mOa0H6F6QZybL0QtA13M/msSAMjdOHgaPBiZGWH8ypGc42MWD4FlAzO5B6T0RjX1Dx9OLAyrhhbwWV78G6XuTdJdKkPmcrftTvn9W+gZ1ZK7CVA8iV7L3N3TOJE5Wzo3RV+ZnTGlz2nTuyV6jym5KVEUhTk7p0BDW1MuDx6fB76WBubumsq5+fYa1Q3t3VspvcG6+7hwdIM0tTQlofAV6OHw+DzoGdbClD++4xwf/IMnGrT4RunN79ulwznRk43qGGL6pvGsTaXzMKtnijFLuNpSPitGoralidxNXFrG77dO5ETGbdC8HkYsGFiciFse6S6VAdO5N9eZWydIFJNL1y1PsoPrf3umc3a1OHm2hcuILgodQYqi0GVgB3T1dpL5HR7+t2ca+HyewvbT0tHErOLrWorHhF5o0a2p0rod9H1fjm6Qrp5kuzegpG+YGmDimjGc4yN/HIS6dhby123x6ZPWjeU4s+b16rC/Udp2Hp8H60ZWxXpjJUxaNw76Jvry/Y9HgQKFuTuncl5YmnVqjP7TFD/8eDwKjt2bcRwuAPhhxxRoKusbGnz8b/c0zvXmPLQTOnq1U+ysUBJ9q/bFEi+AxEmYt2c6KB4l58zz+Dzo6utgusxuSEDSPvatG8q3X/HpoxcN5myJNjDRx8w/J0qSlO4bGjyY1jXBd78O5xwft2w46libKr23zdziy9mxV6+JNcYs5vYvWTtsHetj4Pd9Ocenb/SBroG8DhePJ7lPzNszjbOVv62rI1zHdlfoZFM8Ck6ebRSG66hW/IdHbsq8FZygmIpGKL4T8BD7lx5H3OM3ACQ3H5cRXTBx7RiFgaUyU7Lgt+gIQg5dh7BIsjCwfjMbjFs6XGlHCz4QhkMrT+JjnGQ7v7auFtx9esJ31Si52C2AZEHh7p8O4ebpkkWaTTs1gs+KUQpjf9A0jdObLuCfP84jvXgBtJ5RLQyY3gdjfxmmMEx5XMQb7PnpCB5cjmDXfLRzc4Tv6tFo3M5OLr2gSIgjK0/h7LYgdv68tpUxhs7pjyFzvRSusYm4+gx7Fx9F9O2XACQ3vS4DO2DSurEKpyXysvKwd/ExBO29yi6arWtngVGLhshpUUm5ceoO9i87gfjixckaWhroPcYZE9aMURh0LfVjOvb8dBjXjt2CqHjqxa5VfXz76wh0GSAf+4NhGATuCsHRtf5IeitZQKurr4O+E3rDZ8UIhWHm38UkYM9Ph3H73AN2dKKlc1P4rhqFFt2ayqUXi8U48ds5nN58AZnJWQAkIxWDvu+LUT95Kwz2+PxuLPwWHUHEVckOMoqS3OwnrBmjMJR9UUERDiw9gYCdwewaC7N6phg+fyAGzvBQ+HC+H/QY+5Ycw8uHrwFI+kb3YZ0wcc0YhUHzstNy4LfoCC4fDIOwULKGqp5DXYxdMozVUipN6OEbOLTiH3x4+QmAZLrE/TsXjF81SqGERlJ8Cnb9eAg3T91h3+qbdLCHz4qRHCdCCsMwOPPnRZxYfxapCekAgFqGtdB/qhvGLR2mcPT2dWQ89iw6jHsXH7N9o03vlpiwerTCoIcioQhHVp3Gma0XJWuoIJluHjLHC8Pm9VcYLDDyejT2Lj6KZzdjAEge1l0GdMDEtWNgo2CqJT+nAPuWHMPFPaEozJP0DcuG5hj1ozf6TuytsP1unbmH/UuP483TdwAkfaPnyK6YsGaMwoCS6YkZ8Ft0BKFHbrKLnhu2/AbfLhuObt4d5dIzDIMgvys4svo0Et8kA5BMBXv4SjSkFAXr/BD7CXt+PIRbZ++z66Gad22C8StHKYz5JRaLcfKPAJzaeB4ZSZK+YWCih4Ez+2L0z4NVBnv8krBbwd/Zg1+kPGipOsTaBSj8Ju6r3ApOnJsKUlnyC4lvk5GfXQDzb+oodDhKk5edj6S3KdDR05ZME6hZW8MwDBLiEiEsFMCyoblK7RUp2Wk5SPmQBoPa+iqjE0sRi8X48PITaDEN60ZWZdJeSU/MQEZSFkwsjFDbUvW6F0Di5HyMSwTFo2DTyErljhcpye9TkZOeCzMbU5W6NlIK8gqR+DoJmjpasLa3LFPdJr5JRkFuISwamKmM8iolNzMPye9SoWugA6uG6tfK0DSNhNhPEAlEsLKzVBnBWkpWajZSE9JhVMdAZQRWKSKhCAmxn8AwgHUjyzLduNM+ZSAzOQu1rUxURtCVIigUICEuEXwNPqwbWaqM0islKT4FeVn5MKtnqjICspT8nAIkvU2Gdq2y942PrxIhKChH30jPQeqHdOgb11IZnViKWCxGQmyiZM2avaXKKL1SMpIykZ6YCWNzI5XRpaUIBUIkxCaCoiRrccrSN1I+pCEnPRemdU1URgeXUphfhE+vEqGprYm69pZqF+4zDIPEt8koyCmERf06KjW7pORl5SEpPhW6+jqwbGiutv1omsbHuEQIi4SwtLVQGcFairRvGJoalEn8UiwS40PsJzA0U+a+8SUhzk01dW4EAgH27NmDy5cvIycnB3Z2dpg4cSI6dJB/s5XFz88P+/btkzuupaWFkBD5eAQBAQE4duwYEhMTYWZmhqFDh2LIEMVDncog2lIEAoFAqE6wzk28XcWdm/qvvsrnW7m0pf4t1qxZg2vXrmHYsGGwsbHBxYsXsWDBAmzevBmOjo5qz//f//4HXd2SBlX0dnH27Fn88ccf6NGjB0aMGIHIyEhs3rwZhYWFGDNmjFz6qiLlQxrObr2IK0duIi87HzaN66L/tD5wHeuscDpALBYj7MRtnNsWhLdR76FdSxs9hnWG9yxPyY4ABbx/kQD/zYG46X8XgkKJ/srAGR7oNrijwrciQZEQl/ddQ8COy/j0Ogn6xnpwG9cDA2d6yIXJl/Ly4Suc3nQB94MiQNM0WnR1gPfsfgqnsQDJyFPgzhAE7g5FemIGTCyM0XdCb3hNcVX6dhdx9RlOb76AZzeeg+Lx0L5PKwye3U+pPlFGchbObQtC8IEw5GRItKW8Jruhz/ieCt+cGYbBrTP3cGbrRcQ9fgNNLU1083aC9+x+SsOsJ75Nxpktgbh6PBxF+UX4pqkNBs7wgMvILgpHJcQiMUIP38C57Zfw4cVH6OrroNeobhj4fV+lo2Nvnr2D/+YLkhglQhGatLfDoO890UnJWovC/CIE+V3BhZ3BEm0pUwP08emJ/tPclb6dR99+gdObL+BRyFOAAVq5NMPgH7w4UWRlycnIRcDfwQjaewWZyVmoY22KfpNc0XdiL6UjH/eDHsN/SyCe340Fn89Dx37t4D3bU6k+UerHdJzdGoTQw9dZVfD+0/rA7dseCvsGTdO4cfIOzmwLwpvIeGjraqH70M4YNKuvUrX5D7GfcGZLIK6fvA1BoRC2repj4Iy+cB7SUeF9QygQIvjAdQT8fQkJcYnQM6oF17HdMXBmX6WjK3GP3+D05gu4F/gIYjGNZp0bw3tWP4XTWIBk5Clwl6RvpH1Mh7G5Efr69oLXVHelo7pPwqLgvzkQkWFRAEWhrZsjhvzgpVCeA5BMb5/ffhmX919DdloOLOqbod9kN3j49lQ4VcYwDG6ff4Azf17Ey4evoKGpga4DO2DwD/2Uqs0nv0uB/5aLuHb8FgpyC1GvSV0MmO6BXqO7KRxVEovFuHr0Fs5uC8L7mATo6GnDZURXeM/ylJOQkBL//AP8N13ArbP3IRQI0aitLby/90TnAe0V39sKBQjyu4qAnZeR9DYFBrX14f6tCwbM6KM00nDMvVic3nQBD4MjwdA0WnZvhsGz+3HW+VVbKrpupvqNfZSZajdyEx0djalTp2LatGkYNUoSJr6oqAg+Pj4wNjbG9u3blZ4rHbk5d+4cjI2NlaYrKirC0KFD0axZM6xbt449vmLFCty8eRMnT56EgYH66QugYiM3cY/fYF7vZSjIKYneSvEoMDSDdm6OWH7uR87UjlgsxupRm3D95B3weBS7g4inwYOmlibWBv0st6biweUn+GXgWtBiml0jwONL9Go8fHti7i7uAsWCvEL85LESUeEvQIFi12zw+DwY1NbHhrDlcg/64ANhWD9+G3h8qiSPYr2ob5cNx7hfhnHSZyRnYW73JUiIS+TEAaF4FKxsLbDx+nK5KarDq05h35Jj4Gvw2Dz4GjzQYgZzd02V04r6EPsJc5yXIDutJCw9RUmWMDTt2AjrLi/hPIQZhsGmqTsQuCuUrR9pHhSPh1/9F3B2UgASh2Ch+woICkuit0rbpau3E5Ycn8u5iQsFQizzXo97Fx+z7SytW119HfwW8ovceqNbZ+5hxfANABi59vOe5YlpG3047ZeXnY95PZchLuJNsWFgy2ViaYyNN1bITYOd334JW2bs5tSttP2m/P4ths7tz0mf8iENc5yXIPl9akn7FUuG1G9mgz/CfpVbr7Lnp8M4tu6MXN0yDPDToVlwGcHVinrzNB7/c1mKvOwCub7RumcLrLrwE8dBFYvFWPftVlw9epOTB0+DBw0NDay+uEhuTcXjK0/xs9caiEViNkKz9FzXsd0xf98MjoNTVFCERZ6rERkWLdd+eka1sCFsORo05z7orxy5gbXf/gkej5Jrv9JSGIBkKnhO9yV4H/NRElxRWr08Chb1zbDxxgrOwmgAOLH+LHYtPCTXN8RiGj9sn8zZLQVIoqPP6f4LMpOzOH0DkOxm/C10KWdqlWEYbJvlh7PbguT7BkXhl5Pz0Ll/e04eL+7HYb7rryjKF8i1X0evdlh2ah7HQRUJRVg+7A/cPveAe28rlhlZF/yLnKN298JDLBu8Hgwj3zf6T3PH91sncvpGfk4BFrgux8sHccV2gT3HyMwQG68vl3OCA3eFYOPUHeDzS9WtiMaE1aMx8kdvVEfYkZu3thUfuWnw+qscual2u6XCwsLA5/MxYMAA9pi2tjb69euHqKgoJCUllel38vKUB+l69OgRsrKyMGjQIM5xb29vFBQU4Pbt2wrPq0zEYjGWev/GcWwAsDfMR6FPcbRUmPuzfwbh+ilJBFTZrdG0SBKK/xfv3ziyBXlZefh1yHqIhGLOlkZpfkF+V3Fp3zVOHvsWH8PzO7EAA0790WIaOem5WD70d87xhLhP+N13G+cGIy0TABxYdgKPr5REGwaATVN24OOrJLkAZwwtmZ//Y+LfnOOR16Oxb4kkLL1sHmKRRGNrw+S/ObIFDMNg+dDfOY6N5DgABnhx/xX2/HSEk0fIoesI3BXKqR9pHmKhGMuH/c4JNCcoEuKXgb9BUCDgpJe2S/iZezi96QInj+PrzuL+pQjWVvYcMY2C3EIsHfQbR7YgIykTq0ZtglisuP38twTixqmSiLgA8Pfc/XgdGS95KMpUL00zyEjOwupRmzjpX0fGY8vM3aytbPri/++YdwDP78Zyzln33Z9ITUjjtl/x9fIuJgFbZ+7hpL974SGOrTvDKbs0P1pMY+23fyL5fapMWWks9V7PcWxk6+xJWBQOLudKW1zYEYKrx27K5UGLaAgFQklfk5EtKMgtwLLB6yESiDjSE9JzZa8HKQeW/YNnN55zyiI9Jy8rH8sGr+eEXkiKT8FvPlvB0IzC9juy+jTuBz3m5LF52k58ePlJTn+MoRmkvE/Fep+tnPTRt19g18JDbH1KEYskgp6bp+3iyBYAwMqRGzmODVDygh8X8RY75x/kpL92PBxntwVxyi7NQywSY+WIDRzZApFQhF8GrkNRfpHC9rsX+Aj//H6ek8fJDQG4c/6hJI9SdVuUL8DSQevYaNGAVFB2A8QixX3j/PbLHEkWANi98BBiH72WG8ygxTSyU7OxcsRGzr0t/vkHbJq6E2AU1C2APYuO4NmtGFRriPxC9SE2NhY2NjbQ0+MOvzZtKhmRiIuLU3QahxEjRqBv377w8PDAihUrkJ6eLpcHADg4OHCON2nSBDweDy9fvqyICWXiXuBjJL9LVRqjgqEZnPvrEkRCya4BhmFwavMFpdFkGZpBTlouJ3x/8IHrKMoXKI2SSvEonN5Uok1UkFeIwN0hSstEi2nER3/A0+IbPCDRfVIVoY2vwYP/lkD2c1J8CsLP3Veeh4jGvYuP8Ol1iRPrvyVQbaDAgL+D2c9R4S/w5uk7lXYE+V1Bfk5JZNRTGwOUbjVnGAaCAiGC94exx26euoOs1Gyl8XcYBji9JZB92IlFYpzZelFpW9BiGqkJ6bh9vkQa4eKeK5L2V9LmPB6F05tLHKjs9ByEHFIuVUGLaMTci2N35gHAuW1BKuP18DV4OLutRP8o/vkHPLkapTT+By2mEfbPbY7+2OnNF1TGoGFoBoEyGj0PLz/Bp9dJKvvG+e2XWEeeYRic2hSgNFQ+QzPIy8znhO8PPXwT+TkFyvsGBZzaFMA+7IoKihCw47LS9qbFkgXfsvpjATuCVT4beHxu30j9mI4bp+8qtVssovEo5Ck+vPzIHvP/U3Xf4PEpnJPRdntxPw6xSvTKpHYEH7jGieh7elOA0hhQDAMIBSIE+V1lj906cx/piZmgxUr6Bs3A/89AiMUSR14sFuPMn4FKX0ZpmkZGUhbCz5RII1zaexXCIqHS+uXxKJySebnIy8pD0L6rKus27vEbjv7Y+b8ugcdXfW87I6MNVi1hGDAM/dl/xLmpRNLS0mBqKr96XXosNTVV7jspBgYGGDx4MObNm4fly5ejX79+uHLlCmbOnIm8vJLOmpaWBj6fDxMT7tSHpqYmDA0NkZaWVvqnWVJTU/HixQv2Lz4+vrwmAgCib78EX1P1bobstBx2i2NWarZa3SC+Jh/Rt0s0fZ7ffaky+BZDM3jz9B0ExdID76I/sNs8lcHj89it1QDw7FaMyiBiYhHNbjcFJDdXdeH+wYArcngrRnUwLRGNyOvR7Ofnd2LVhn8vKhDg7bN3xWUUl0k3KPqOTN3eiVXbfqkf0pCemAkASH6XqlY3iK/Jx3OZun1+56XKMtE0gxiZUZXXT+LV6gZRFDi6T09vPFdZt2IRjafXS5zZ53dilaZlyyWmEVu8fRsAopUIHMqmfxZeco08vxOrdqdPXlY+EopDG+Rl5eNjXKLKoHx8DT7nun1+96Vqh4uR6I9JpQc+vPykViaAr8HtG1Fq+gYtpjlt8fLBK/USK+C2wbObqvuGWETj6Y2SvhF9W/U9AZDoj72OlNzXGEai46UqiCbDMHjO6Rvq720ZiZlI/SB56Uz/lIm0jxkq0/M1+Zy6en73pcr7CE0ziH34in25ePP0HRseQBkUj+L0v6c3y9I3opV+Xy2oyKiN9O8rpdotKC4qKoKmpvw2Oy0tLfZ7ZQwbxl3b4eLigqZNm2LFihXw9/fH2LFj2d/Q0FBsupaWlso8zp07p3BHVnnh83ll8oqlN3l10VdLpy/POVJHoEzpGXDe9NWFQP/cMsn+blnO0ZC5mfL5PLX+E6dcVPF6HFW+DfW5dpSj/RiAJ5OHdE2Duki65SkTw5SyoyztV6puy4KsHWXRGdIoVbdlWQpYob7B46mLxs/57SqrW37565bbN9Rv95a7bstQt7L2UjxK5UOOoijudVtOO8p83yltBwWVDg5FUeyam7L3P9l7W/nqllC9qHYjN9ra2hAK5T1sgUDAfl8e3NzcULt2bTx8+JCTh0ik+A1XIBCozGPAgAHYtWsX+7d48eJylUdKO/dWavVXzOubwaKBZJeAgYk+bB3rq4z5IBaK0datZDdZW1dH1WrMfB5aOjdlF/Y1bPkNDOuoXkhN0zQnjw592qh8E+Rr8DgLcSX5qb4h8DV4aNm9GfvZqW8b1UPvPB46eJTk0dbNUe0bsIGJHho61pfkx+ejlYty2QJAIpzZprdM3bo5qtQ/oigK9ZvXg3GxtpT5N3XU6tuIRWK047RfK5WK3Tw+D21dS9I3bm+nVn9M8rslO9ic+rZVq03kJFO3rXo2Vxt3REtHE806lSz+7ODRWq3GUjv31iXlc1N93QISrS7rRpJAjLUMdNG4vZ1KJ0osEnPsbufmqLL/8XgUmnZqxMYT+sbBGiaWxirLRIvL3zfae7RiPzfr0kSt/hiPz4OjzC6djn3bqHSieHxu32jn5qjWt6llqItGbSU72CiKQhtXR7XTiu1cy943QEk0rkyLF0bXtjSGTZO6KvXHxKLS97ZWKvs4j89Dm94t2WvVvk1D6Bmp0x9jOP3JyaONSrsl97a2Kn/zi/MfjlBc7ZwbU1NThdNC0mN16qgPJlcac3NzZGeXTAmYmppCLBYjI4M7FCoUCpGdna1wWkxKnTp10KRJE/avfv365S4PALTo5gD7Ng1V3vSHzxvA7tagKAojFgxU+kYrEa+zQMd+JZ2tx7DOqG1lorSD0mKaE2JeQ1MDQ+f0V6np08qlGexaNWCP9Z3YC1o6Wkpv4jTNwHu2J/vZqI4h3Mf3VK5NxOPB7dsenIBw3rM8lfYxiqKgqa0Bz8kl2jYNmtdDG9eWKnRkgME/eHF2og2fP0DpA5XH58HEwgg9R3Zhj7Xv0wo2ja2U5sEwDEbMH8jeXCmKktS1Ejsjra0KAAApfElEQVT4GpKQ8bLbS13HdYeBib7SeX9aTGPY/0oW3uvU0sbAGX1V6gZ17t+eE525/zT34hEixeWiQGHgTA/2s3m9OugxootK/SOvKe6c7fyDf/BSuv6C4lHQNdBBn/Eu7LGmHRvBwcleTd8YyBn1GLFgoNKpEx6fB4v6ZugysCROVldvJ5jVM1XeN2iG0zf4GnxOXZeGr8FD8y5NODISHr49JVIYyvqGmMGQH0rkTwxM9OE50VWlblfPkV05u6UGft9X0l2VyGdoaPLRf2rJbimbxnXh5Kn8oU1RFLy/9+RsBx/2P9V9w9DUAL1kJFba9G6J+s3rKW8/RtJesn1jxIJBytfPaEikYmQd/56jusLYzFDlvW3YvJL20tLRwuDZ/VTqzbX3aM3ZCdpvihs0tDQUt0fxoUGlJB6qHQwN0BX4Y1S/ZFRnqp1zY29vjw8fPnDWyACSLeLS78sDwzBITEzkbA1v1EjyVhkTw13pHhMTA5qm2e+rEoqisPzsQlbVWdqBpDeEgTM8MGA6V3Cw12hnjPl5CCcdRVEABdS2NMGqwJ85N3wtHS2svbQYBrX12XSy505aNxadvNpx8hi+YIBET0U2j+KyfeNgjZ+PzeWkr21pglUBP0G7lIPDK9Ye+vHA93JxTKZv9EGbXi3YdLL/OvZohhlbJnDSN2xZHz8dmgW+Bk9uuFxLRxPLz/0otz325yM/oGELybZcXqm67TmqG0Yt4m7h7ODRBlN+/1aSXuamTFEU9I31sCZoMeeGz+fzsTrwZ5jWNSme1pLmIan/kQsHwXVcd04e/Sa7YsgP/ThlkdaZ+TdmWHFuIccxqWWgizVBi1HLsBbnuHRI/vutE+VibXz363BWvLH0sH+jtg0xf98MTnrLBuZYdnqBnJ4Rj8+DhiYfS07MRb0m3K3/c3ZMQdPikZnS7dehbxtMWMuNE9WsU2PM3TW1WN+K2346ejpYHfgzZ+s4RVFYeno+64SV7hv9Jrti0CzuQ6X70M74dtlwbt1SACiJFMGaoJ85W481tTSxJmixRLWdKlkTLz3XZ8VIuZD/Q+b0Y3XUSrefdSMr/HLyf5z0RnUMsfrCImjX0pbvGzwK8/ymy8Vomrx+HNr3aa2wbpt3aYLZ27m6XfWb2uDno3PA1+Bz249HQVNHE8v8F8hFUF544Hv2BUV6jtSe7kM7YdxS7vR+294tMWOLL0DJ9w09w1pYe2kxJyowj8fDyvM/ok5x5N+SviE5d+jc/nKhG/r4uLDOJOfeBsDM2hQrA37ibMvX1dPBmqDF0DPi9g2+hqRvTNvog3ZurSDLmMVD2JADpftGw5bf4KeDszjpzWxMsfxMcd8o1X58DT5+OvyD3NZ/QvXhq4hzIxAI8N1338HIyAh//y3ZJpyUlITCwkLOyElmZqZcfBt/f39s3LgRM2fOxPDhkptfUVERhgwZghYtWmDt2rVs2pUrV+L69es4efIkDA3VhyIHKh6huKigCNeOh+Pa8VvIzcxH/abW8Jzkimadlf9W7KPXCNgRjNeR8ahloAPnIZ3Re0w3pcHT8rLyEHzgOm6duYeiAgEatW0Ir6nuCjWAAIlDGHk9Ghd3h+JD7CcY1TFA79HO6Dakk1JJhYykTATuDsXDy08gFonR0rkp+k1xUyotIBaL8SAoAkF7ryLlQxrMrGvD3acnnDzbKA3Jn/g2GRd2BOPpjefF6sWt0HdiL6WyDUKBEDdP30Po4evITMmGtb0l+k7ojVYuyqdW3ka9R8Dfl/Hy4Wto62qh84D2cP/ORWnwtIK8Qlw9chNhJ28jP7sADVt+g36T3Thv8KV5fjcWF3YGIz76A/SMasFleBe4jOyqVFIhOz0Hl/ddw+3zDyAsEsHByR5eU92VBhZkGAaPQ5/iol8oPr1ORm0LY/Qe2x1dB3VQGPwOkOzUCdwZgsdXnoJhGLTq0Rz9prgpDSwoFolx+/wDBB8IQ9qnDFjUrwOP8b3Qzr2V0pD8CXGfEPB3MKJvvwBfk4+Onu3g4dtTaWBBQaEAYf/cxtWjN5GTkYt6TSR9o3mXJkrbLy7iDS7sCMarJ2+hq6+Dbt4d0Xtsd4U6Q4AkLlDIweu4deYuCvOKYN+6IfpNceOMTsrCMAye3YxB4O4QfHj5EQa1DdBrVDd0H9pJqaRCZkoWgvyu4t7FRxALxWjepQm8pror1DcDJFO/Dy49QdDeK0h+lwpTKxP08emJjv3aKl3jkfwuBQE7gtkYPG17O8JzsqvSwIIioQi3/O8h5NB1ZKZkwcrWAh6+vdGmVwuldfsuJgHnt1/Ci/uvoKWjic7928Pdx0WpJEZhfhGuHr2JsH9uIy8rHw2a10O/ya5wcFL+8vjifhwu7AzGm2fvUctQFz2GdUHPUV2VSirkZOQieH8Yws/dh6BQiCbt7eA1zR31m9ooTM8wDCKuPsPFPaH4+CoJxmaGcB3bHV29nZRKKqR9ysDF3aF4FBIJWkzDsUcz9JvspjSwYHWAjXPzwga8gvIt5ZCF1i1CYZMPX2Wcm2rn3ADA0qVLcf36dQwfPhzW1tYICgrC8+fPsXHjRrRu3RoAMGvWLEREROD69evseW5ubujVqxdsbW2hpaWFp0+fIjQ0FPb29ti2bRt0dEo6iNTpcXFxgZOTE548eYJLly5h0qRJGDduXJnLSuQXCAQCgVCdkD6XtJ/XrbBzU9T041f5fKt2u6UAYNGiRbCwsMClS5eQm5sLW1tbrFu3jnVslOHm5oZnz54hLCwMAoEAFhYWGDVqFL799luOYwNIAvZpaGjg+PHjuHXrFszNzTFz5ky5HVcEAoFAIBC+Lqqlc6OtrY3p06dj+vTpStNs2bJF7tiCBQvKlU///v3Rv39/9QkJBAKBQPja+A9rS1VL54ZAIBAIBEIFkcovVOT8r5Rqt1uKQCAQCAQCoSKQkRsCgUAgEGoiDFOxWDVf8cgNcW4IBAKBQKiBMDRTJr0yVeeXF4FAgD179uDy5cvIycmBnZ0dJk6ciA4dOqg9NyUlBVu3bsX9+/dB0zTatGmD77//HnXr1i13Oci0FIFAIBAINZLiKMOf+4fyj/qsWbMGJ06cgJubG2bNmgUej4cFCxYgMjJS5Xn5+fmYPXs2IiIiMHbsWPj6+iI2Nhbff/89srKyyl0O4twQCAQCgUCoMNHR0QgNDcXkyZMxffp0DBgwAJs2bYKlpSW2b9+u8twzZ87gw4cPWLt2LUaPHo3hw4fjjz/+QHp6Oo4fP17ushDnhkAgEAiEGohkAIapwF/58gsLCwOfz8eAASW6Xtra2ujXrx+ioqKQlJSk9Nxr167BwcEBTZs2ZY/Vr18fbdu2xdWrV8ttO3FuCAQCgUCoiVRkSoqdmio7sbGxsLGxgZ4eV65G6rDExcUpPI+mabx+/RoODg5y3zVt2hQJCQnIz88vV1nIguIKUlRUBACIj4//wiUhEAgEwtdC/fr15SLnVzZMLdFnrJrhng/IP99MTU1Rp4687lxaWhpMTU3ljkuPpaamKswnOzsbAoFA7bnffKNYD1ERxLmpIImJiQAkopsEAoFAIJSFqtRrMjY2ho6ODgqbZFf4tzQ0NOSebz4+PvD19ZVLW1RUBE1NeQFSLS0t9ntFSI9/zrlKy12u1AQ5nJycsHjxYlhZWbGN8DnEx8dj5cqVWLx4MUfpvKbyX7MX+O/ZTOyt2RB7K0ZV1pmFhQUOHjyIzMzMCv8WTdPg8bgrWBSNsACS9TVCoVDuuEAgYL9Xdh6AzzpXGcS5qSDGxsZwd3evtN+rX7/+V6e+WhH+a/YC/z2bib01G2Jv9cTCwgIWFhb/ap6mpqZISUmRO56WlgYACqeyAMDQ0BBaWlpsuvKcqwyyoJhAIBAIBEKFsbe3x4cPH5CXl8c5Hh0dzX6vCB6PB1tbW8TExMh9Fx0djbp166JWrVrlKgtxbggEAoFAIFQYFxcXiMVinDt3jj0mEAgQGBiIZs2asSNJSUlJcouUe/TogZiYGI6D8+7dOzx+/BguLi7lLguZlqommJqawsfHR+lcZk3jv2Yv8N+zmdhbsyH2EkrTrFkz9OzZEzt37kRmZiasra0RFBSExMRELFy4kE23atUqRERE4Pr16+wxb29vBAQEYOHChRg5ciT4fD5OnDgBExMTjBw5stxloRjmK1bGIhAIBAKBUG0oKipitaVyc3Nha2uLiRMnwsnJiU0za9YsOecGAJKTk+W0pWbOnAkbG5tyl4M4NwQCgUAgEGoUZM0NgUAgEAiEGgVxbggEAoFAINQoiHNDIBAIBAKhRkF2S1UBjx8/xuzZsxV+t337djRv3pz9/PTpU/z99994+fIl9PT00LNnT0yaNEluT//79++xZ88ePH36FNnZ2bCwsICrqytGjhxZ5fok6qgKe1+8eIFdu3bh2bNnYBgGzZs3x7Rp09CoUaMqtaUslNXee/fu4cqVK3j+/Dni4+Nhbm6OEydOKDyPpmkcO3YMZ86cQXp6OmxsbDB27Fi4urpWmR1lpSrsPXDgAKKjo/H8+XNkZGQoDef+Jahse+Pj4xEYGIj79+8jISEBurq6aNy4MXx9fRUKBf7bVLa9qamp2L59O2JiYpCamgo+nw8bGxt4e3vDw8MDFEVVqT3qqIrrWZbLly9j5cqV0NXVxaVLlyq17ISyQ5ybKmTIkCEc+XYAsLa2Zv8fGxuLOXPmoH79+pg5cyaSk5Nx/PhxfPjwAevXr2fTJSUlYcqUKdDX14e3tzcMDQ0RFRUFPz8/vHjxAmvWrPnXbFJFZdn74sULzJgxA+bm5vDx8QHDMPD398esWbOwY8eOcomnVSXq7A0JCcGVK1fQuHFjtdtHd+3ahcOHD6N///5wcHDAzZs3sXz5clAUhd69e1dJ+ctLZdq7e/du1K5dG40aNcK9e/eqpLwVpbLsDQgIwIULF9CjRw8MGjQIeXl5OHfuHKZNm4b169ejffv2VWZDeagse7OyspCSkgIXFxeYm5tDJBLhwYMHWLNmDd6/f4/JkydXmQ3loTKvZyn5+fn4+++/oaurW6llJXwGDKHSefToEePs7MxcvXpVZbp58+YxgwYNYnJzc9lj58+fZ5ydnZm7d++yxw4cOMA4Ozszr1+/5py/cuVKxtnZmcnOzq7U8peXyrZ3/vz5jKenJ5OZmckeS0lJYdzd3Zmff/650stfXspqb0pKCiMUChmGYZgFCxYww4YNU5guOTmZ6dmzJ7Nhwwb2GE3TzIwZM5jBgwczIpGo0sr+OVS2vQzDMB8/fmQYhmEyMjIYZ2dnZs+ePZVW3opS2fbGxMQweXl5nGOZmZlM//79menTp1dKmStCVbSvIhYuXMi4u7vXyOtZyvbt25kxY8Ywy5cvZ9zd3SujuITPhKy5qWLy8/MhEonkjufl5eHBgwdwd3eHnp4ee7xPnz7Q1dXF1atXOWkBwMTEhPMbpqam4PF40NCoPgNwlWFvZGQk2rdvDyMjI/ZYnTp10Lp1a9y+fRv5+flVa0Q5UGYvIClzWdrm5s2bEIlE8Pb2Zo9RFIVBgwYhJSUFUVFRlVbeilIZ9gKAlZVVZRaryqgMe5s0aSI37WpkZARHR0e5KK1fmspqX0VYWlqisLBQ6e9/CSrT3vfv3+Off/7BjBkzwOfzK6uIhM+k+jwVayBr1qxBQUEB+Hw+HB0dMW3aNHaO/fXr1xCLxXICbJqammjUqBFiY2PZY23atMGRI0ewbt06+Pr6wtDQEM+ePcPZs2cxZMiQajMEWln2CoVChQrrOjo6EAqFePPmDWcdz5dClb3lITY2Frq6unIqwdIh89jYWDg6OlZKmStCZdn7tVDV9qanp3Mc+C9NZdtbVFSEgoICFBQUICIiAhcvXkTz5s3Lre5cVVS2vX/++SfatGmDzp07c17WCF8G4txUARoaGujRowc6deoEIyMjvH37FsePH8fMmTPx119/oXHjxqzSqaK5XFNTUzx58oT93LFjR0yYMAGHDh3CrVu32OPjxo3DpEmTqt4gNVS2vfXq1UN0dDTEYjH7BiQUClnxNUWqs/8mZbG3PKSlpcHExERuoaW0rlJTUyut7J9DZdtb3fk37H3y5AmioqLw7bffVkKJK0ZV2fvPP/9g586d7Od27drhxx9/rKxifzZVYe/t27dx//597N27twpKTPgciHNTBbRs2RItW7ZkP3fr1g0uLi4YP348du7cid9//x1FRUUAJCMXpdHS0oJAIOAcs7KyQqtWrdCjRw8YGhri9u3bOHToEGrXro0hQ4ZUrUFqqGx7vb298ccff2DdunUYPXo0aJrGgQMHWAepdN3825TF3vJQVFSktF6k339JKtve6k5V25uRkYHly5fDysoKo0aNqmhxK0xV2evq6goHBwdkZmYiPDwcGRkZX7zvApVvr1AoxJ9//omBAweiQYMGlVxawudCnJt/CRsbG3Tr1g3Xr1+HWCxmh2aFQqFcWoFAwJmWCQ0Nxfr163H48GGYm5sDkCioMgyDHTt2wNXVtVoNbwMVs3fgwIFITk7G0aNHERQUBABwcHDAqFGjcPDgwWozDSdLaXvLM+eura2ttF6k31c3KmLv10hl2VtQUICFCxeioKAA69evl1uLU12oDHstLS1haWkJQOLorF+/HnPmzMHhw4er3TVdEXtPnDiBrKysahPKgCCBLCj+FzE3N4dQKERhYSE75SAdjZAlLS0NderUYT/7+/ujUaNGrGMjpWvXrigsLOSsV6lOfK69ADBp0iScPXsWW7duxd69e7Fz504wxTJo9erVq/rCfway9pYHU1NTpKens/ZJkdZV6bqpLnyuvV8rFbVXKBRi8eLFeP36NVavXg1bW9tKLmHlUtnt26NHDyQnJ3OmoKsTn2Nvbm4uDhw4AC8vL+Tl5eHTp0/49OkTCgoKwDAMPn36hIyMjCosNUEZxLn5F/n48SO0tLSgq6uLhg0bgs/n48WLF5w0QqEQsbGxsLe3Z49lZGSApmm535Ou8heLxVVb8M/kc+2VYmBgAEdHR9jZ2QEAHjx4ADMzs2oT56Y0svaWB3t7exQWFsrtnJGuMVJUN9WBz7X3a6Ui9tI0jVWrVuHRo0dYsmQJWrduXfkFrGQqu32l06u5ubmV8nuVzefYm5OTg4KCAhw9ehQjRoxg/8LCwlBYWIgRI0ZwYngR/j2Ic1MFZGZmyh2Li4vDrVu30KFDB/B4POjr66N9+/a4fPkyZ2vzpUuXUFBQgJ49e7LH6tWrh9jYWLx//57zm6GhoeDxeOzD/0tR2fYqIjQ0FDExMRg2bBh4vC972ZbF3vLQrVs3aGhowN/fnz3GMAzOnj0LMzMztGjRoqJFrhCVbW91pyrs3bRpE65cuYI5c+agR48elVDKyqOy7VX0ewBw4cIFUBT1xRegV6a9JiYmWLVqldxfmzZtoKWlhVWrVmHs2LGVWHpCWSFrbqqApUuXQltbGy1atICJiQnevn2L8+fPQ0dHB1OmTGHTTZw4ETNmzMD333+PAQMGsBF7O3TogI4dO7LpRo4cibt372LmzJkYPHgwDA0NER4ejrt378LLy+uLT1tUtr0RERHYv38/OnToAENDQ0RHR+PixYvo2LEjhg4d+iVM5FBWe1+9eoWbN28CABISEpCbm4v9+/cDkIzGdO3aFYBkOHzYsGE4evQoRCIRmjZtihs3biAyMhJLliz54utZKtteQOLUJiYmsm/zT548YdP26dOHXavxJahse0+cOIEzZ86gefPm0NHRweXLlzn5OTs7f9HRr8q298CBA3j27BmcnJxgYWGB7OxshIWFISYmBkOGDIGNjc2/b6QMlWmvjo4OnJ2d5fK4ceMGYmJiFH5H+HegmNIT/YQKc/LkSQQHByMhIQF5eXkwNjZGu3bt4OPjI9exIyMjWa2lWrVqoWfPnpgyZYrcQsPo6Gjs3bsXsbGxyM7OhpWVFTw8PDBq1KgvHsSvsu1NSEjAhg0b8PLlSxQUFMDS0hIeHh4YMWKEwl1F/zZltffixYtKpTE8PDywaNEi9jNN0zhy5AjOnTuHtLQ02NjYYMyYMXB3d69ye9RRFfbOmjULERERCtNu3rwZbdq0qVQbykNl27t69Wp2Ybwijh8//kWDGla2vffv38epU6fw8uVLZGZmQktLC3Z2dvDy8qoW2lJVcT2XZvXq1QgLCyPaUl8Q4twQCAQCgUCoUdSsyXICgUAgEAj/eYhzQyAQCAQCoUZBnBsCgUAgEAg1CuLcEAgEAoFAqFEQ54ZAIBAIBEKNgjg3BAKBQCAQahTEuSEQCAQCgVCjIM4NgUAgEAiEGgVxbgiEz+TTp0/o3r07Vq9ezTk+a9YsdO/e/QuVqnwMHz4cw4cP/9LFqJEwDIOJEydi7ty5nOPV7fqYOXMmR3aAQKgJEOeGUO2ROhGyf7169cKQIUOwfPlyvHr16ksXsVJZvXo1unfvjk+fPn3pohAqQFBQEF6+fIkJEyZUeV7Lly9H9+7dERISojJdXl4e3Nzc4Onpyep6jR8/Hs+fP0doaGiVl5NA+Lcgzg3hq8Ha2ho+Pj7w8fHBkCFDYGlpiZCQEEyZMgVPnz790sVj+fnnn3Hw4MEvXQzCF4SmaezduxeOjo5o3rx5lefXr18/AEBgYKDKdCEhISgqKkLv3r2hra0NAGjXrh0aN24MPz8/EDUeQk2BODeErwZra2v4+vrC19cXM2bMwLZt2zBu3DgIBALs2rXrSxePxcLCAvXr1//SxSB8Qe7evYvExER4eHj8K/m1bdsWVlZWePToEZKSkpSmkzo/UmdIiru7O96/f49Hjx5VaTkJhH+LLysnTSBUkCFDhuDgwYOIiYlhj3Xv3h2tW7fGkiVLsHPnTty/fx8ZGRnYtGkTqzYdERGBY8eOISoqCvn5+TA3N0evXr0wbtw46OjocPIQi8U4duwYAgICkJKSAjMzM/Tr1w+9evVSWCap4vX169flvrtx4wb8/f3x8uVLFBYWonbt2nB0dMTo0aNha2uL4cOHIzExEQAwYsQI9rzWrVtjy5Yt7OePHz/i4MGDrG0GBgZwcnKCr68vLC0tFeZ78OBBvH79Gnp6eujatSumTZtWjprm/pZU9VkgEMDa2hoeHh4YPnw4+Hw+m06qqvzTTz/B1NQUe/fuRVxcHLS1tdG5c2fMnDkTRkZGcr//6tUrHDx4EBEREcjOzoapqSm6du2K8ePHc9J/+vQJI0aMgIeHB0aPHo1du3bhyZMnyM7OZpW2CwsLsXfvXoSEhCArKwvW1tYYOnQobGxsMHv2bPj4+MDX1xe5ubkYPHgwLC0tceDAAbky0TSNkSNHIjc3F/7+/uyohzICAwNBURR69OhR5noNDQ3F6tWr8c0332D9+vWoU6cOgLJdqxRFwdPTE3v27EFgYCDGjx8v9/tv3rzB8+fPYWdnBwcHB853Li4u2Lp1Ky5evIh27dqVucwEQnWFODeEGgFFUZzPWVlZmDZtGgwNDdGrVy8IBALUqlULAHDmzBls3LgR+vr66NKlC0xMTPDixQscPHgQjx8/xubNm6Gpqcn+1vr16xEYGAgrKysMGjQIAoEAx48fx7Nnz8pVxq1bt+LEiRMwNDREt27dYGJiguTkZDx48ACNGzeGra0thg4diqCgIMTFxWHo0KHQ19cHAFhZWbG/Ex0djXnz5qGgoABdunSBjY0NEhMTERwcjLt372L79u2oW7cumz4oKAirV6+Gnp4e+vTpA319fYSHh2POnDkQCoUcW9WxY8cOHD58GGZmZujevTv09fURGRmJ7du34/nz51i+fLncOTdv3sSdO3fQpUsXtGjRAk+ePMGlS5fw8eNHbNu2TS7tsmXLQFEUunXrBnNzc7x9+xanT5/GvXv3sGPHDhgYGHDOSUhIwLRp02BrawsPDw9kZ2dDU1MTYrEYCxcuxOPHj2FrawtXV1fk5ORg27ZtaN26Nec39PX10atXLwQGBuLp06do2bIl5/sHDx4gMTER3t7eah0bhmHw+PFj1KtXT66syjh16hS2bNkCR0dHrFmzhm338lyrHh4e2Lt3Ly5evAgfHx+5PqFs1AYAzM3NYW5ujocPH5apvARCdYc4N4SvmjNnzgCA3Jvomzdv4Onpifnz53NGE96+fYvNmzfDzs4OGzdu5IwEHDp0CDt37sSpU6cwcuRIAMDjx48RGBgIe3t7bNu2Dbq6ugCAcePGwdfXt8zlDA8Px4kTJ2Bra4vNmzdz8hWJRMjOzgYg2b0UFxeHuLg4DBs2jOPUSNMuW7YMNE1jx44daNy4MftdZGQkZs+ejS1btmDt2rUAJAtIN2/eDF1dXezcuRP16tUDAEyaNAlz5sxBWlqawpEeRdy/fx+HDx+Gk5MTVqxYwdYFwzDYsGEDzp49i2vXrsHFxUXO9i1btrAOg1gsxty5c/H48WNERUWxa1KysrKwatUqGBkZYdu2bZxyhYaG4tdff8WePXvwww8/cH7/6dOn7AiMLAEBAXj8+DE6duyItWvXstfB8OHDMXHiRDn7BgwYgMDAQAQEBMg5NwEBAQCA/v37q62n+Ph4ZGdno2PHjmrTAsCuXbtw8OBBODs745dffmGdp/JeqxYWFujQoQPu3r2LR48ecUZgRCIRgoODoaWlBXd3d4XlaNKkCW7cuIGPHz9ynGMC4WuErLkhfDUkJCTAz88Pfn5++OuvvzBz5kzs27cPWlpamDRpEietpqYmpk6dynFsAODs2bMQi8WYPXu23JTI6NGjYWxszNk1cunSJQDAd999xz7MAcDMzAxDhw4tc9n9/f0BSKasSueroaGB2rVrl+l3wsPDkZiYiFGjRnEcGwBwdHRE165dcefOHeTl5QGQTCHl5eXB09OTdWykeZauM3WcPn0aADB//nxOXVAUhSlTpoCiKIU7blxdXTnOAp/PZ9eiyE4nXrp0CXl5eZg8ebKcw9W7d280btxY4e/Xrl0b48aNkzseHBwMQOLIyV4HDRo0QJ8+feTSN2vWDI0aNcK1a9fY+gOAzMxM3Lp1Cw4ODrC3t5c7rzTJyckAABMTE5XpxGIx1q1bh4MHD6J///5Yvnw5Z1SovNcqUDIqc+HCBc7x27dvIz09HV27doWhoaHC8kivwZSUFLU2EgjVHTJyQ/hqSEhIwL59+wBIHs4mJiZwdXXFmDFjYGdnx0lrZWUFY2Njud+Ijo4GANy7d0/hELyGhgbevXvHfo6LiwMAtGrVSi6tomPKiImJgZaWltx0SHmJiooCALx79w5+fn5y36enp4Omabx//x4ODg5s+R0dHeXSNm/eXM75U0V0dDR0dXXlHpxStLW1OXUnpUmTJnLHzMzMAAC5ubnsMalt0dHRSEhIkDtHIBAgKysLmZmZnLa1t7dXOLUWFxcHXV1dOScQAFq2bInz58/LHR8wYAD++OMPhISEYODAgQAk03pCobBMozYA2FE4dVNSS5Yswc2bNzFu3DiFjmZ5r1UA6NatG4yNjXHjxg3k5uay01vSNlM0JSVF6vRkZWWpLDeB8DVAnBvCV4OTkxN+//33MqVV9tYsffCUdat2Xl4eeDyewoWv6t7MZcnNzYWZmRl4vIoNlubk5AAoGZVQRmFhIQCwIxCKysrn8xXapYzs7GyIxWLWwVREQUGB3DE9PT2FeQOS0QspUtuko1zKkNomRVk75Ofns05UaZSNlLm5ueGvv/5CQEAA69xcuHABurq66N27t8pySZGOvggEApXpnjx5Ai0tLXTq1Enh9+W9VgGJw+Pu7o4TJ04gJCQEgwYNQlpaGu7evQsLCwu0b99e6bnSuDelF9QTCF8jxLkh1EhKL6aUIn3QBgUFsQuMVaGnpweappGVlSU3EpSRkVHm8ujr67OjKhVxcKRlXrt2Lbp06aI2vdReRWUVi8XIyspS6gAo+i2KohSOeFQGUtv27dsHW1vbMp+nrK1r1aqldBQiPT1d6Tlubm44d+4cYmNjUVhYiPj4eHh5eZXpegHAXidS50QZGzduxNy5czF//nysX79ebp1Pea9VKV5eXjhx4gQuXLiAQYMG4fLlyxCLxejbt6/Ka09a3vI4vARCdYWsuSH8p2jWrBmAkikQdUjXWDx58kTuO0XHlNG0aVMIBAJERESoTSt9ANE0Lffd55Y/MjJS7ruoqCjOyIk6mjZtiqysLLx//77M55SH8tqmDnt7exQUFCA2NlbuO1U73QYMGAAAOH/+PLuQ2MvLq8z5NmjQADweT+EUnSyNGzfGpk2boKmpifnz58sFovzc+mjQoAGaN2+OFy9e4NWrV+y2dE9PT5XnvX//HhoaGiRGE6FGQJwbwn+KQYMGgc/nY/PmzQqDneXk5ODly5fsZ+nOkv3793OmXFJSUnDy5Mky5+vt7Q0A2LJli9wbvUgk4owkSNc+SBemytKtWzdYWFjg+PHjCh0lkUjEcWS6desGPT09BAYGcpwSkUiE3bt3l7n8ANgF1OvWrVM4IpKWloa3b9+W6zdl8fT0RK1atbBr1y68efNG7vvCwsJyPejd3NwAALt37+Y4ivHx8QgKClJ6XuPGjeHg4ICQkBBcu3YNdnZ2rKNRFgwMDGBnZ4cXL14odFBlsbe3Zx2cefPmcdquvNeqLNK1NRs2bEB8fDzatWunclecUChEbGwsmjRpQqalCDUCMi1F+E9ha2uLuXPnYsOGDRgzZgw6deoEa2tr5Ofn4+PHj3jy5Ak8PDwwb948AJLIr56enggMDISPjw+cnZ0hFApx5coVNG/eHOHh4WXKt3Pnzhg5ciSOHTuG0aNHw9nZGSYmJkhJScGjR48wYsQIVsCybdu2OHbsGNavX48ePXpAR0cHlpaW6NOnD7S0tLB8+XIsWLAAs2bNQtu2bWFrawuKopCYmIjIyEgYGRnh0KFDACTTYbNmzcKaNWswefJk9OrVi41zo62tDVNT0zLXXceOHfHdd99h//79GDVqFDp27AgLCwtkZ2cjISEBkZGRmDBhAho0aFC+RinG2NgYS5cuxS+//AJfX184OTnhm2++gVAoRGJiIiIiItCiRYsyr7vq27cvLl26hNu3b2PChAno2LEjcnJyEBoaivbt2yM8PFzpNM3AgQOxbt06AOUbtZHi7OwMPz8/REVFyU03lcbOzg6bNm3CnDlzMH/+fPz2229o1apVua9VWXr16oU///yTHQ1StZAYkIzsCQQCODs7l9tWAqE6Qpwbwn+O/v37w97eHidOnMCTJ08QHh4OPT09WFhYYNiwYXIh8+fPnw8bGxsEBATA398fZmZmGDFiBHr27Flm5wYApk+fjubNm+P06dMICwuDQCBA7dq10bZtW3To0IFN16lTJ0ybNg3nz5/H8ePHIRKJ0Lp1a3b7ctOmTeHn54ejR4/izp07ePbsGTQ1NVGnTh04OzvLLXzt27cv9PX1ceDAAVy6dIkTobi8oo4TJkxAq1atcPLkSTx8+BC5ubkwNDSElZUVfHx82NGSz6Vz587Ys2cPjh49iocPH+LBgwfQ0dGBmZkZ+vbtqzRGiyL4fD5+++03+Pn5ITQ0FCdPnkTdunUxY8YMGBgYIDw8XOlalt69e2Pjxo2gKKpceUrx8vLC/v37ERwcrNa5AbgOzoIFC7Bu3Tq0bt263NeqlFq1aqFnz54IDAyEoaGhWqfl8uXL0NTUVDt1RSB8LVAMUUojEAj/MaSB83777TeFu5ViYmIwefJk9OnTBz///PNn5bFy5Urcvn0b//zzT7kWBP/b5OTkYNiwYXBxccGPP/74pYtDIFQKZM0NgUCosaSmpsode/v2LU6dOgV9fX1Wa6w0R48eBQB2O/jnMHHiRBQVFeHUqVOf/Rv/BsePHwdN0+UexSMQqjNkWopAINRYNmzYgMTERDRt2hT6+vr4+PEjwsPDIRKJsHDhQk5E4KSkJAQHB+Pt27e4evUqnJyc0KJFi8/O29LSEosWLSpXyIAvgaGhIRYtWlTmkAAEwtcAmZYiEAg1lsuXL+PcuXOIj49Hbm4udHV14eDggJEjR8LJyYmT9vHjx5g9ezZ0dXXRpk0bzJ8/v1wLrgkEQvWBODcEAoFAIBBqFGTNDYFAIBAIhBoFcW4IBAKBQCDUKIhzQyAQCAQCoUZBnBsCgUAgEAg1CuLcEAgEAoFAqFEQ54ZAIBAIBEKNgjg3BAKBQCAQahTEuSEQCAQCgVCjIM4NgUAgEAiEGsX/AQ3CKlbLwP5/AAAAAElFTkSuQmCC",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(pred_mu, pred_sigma, c=loglikes, vmin=-30)\n",
+ "plt.xlabel('Predicted energy (keV)')\n",
+ "plt.ylabel('Predicted line broadening (keV)')\n",
+ "plt.title('Unbinned RL Monte Carlo')\n",
+ "plt.scatter(np.mean(a).value, np.sqrt(np.std(a).value**2 - sigma_rsp**2), marker='x', c='r')\n",
+ "plt.colorbar()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Create example full response file"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 90,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "image_response = Histogram.open('spectral_response_example.h5')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "mEq = HealpixBase(order=1, scheme='ring')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(1, 2, 48)"
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "mEq.order, mEq.nside, mEq.npix"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "theta0 = np.deg2rad(90)\n",
+ "phi0 = np.deg2rad(45)\n",
+ "sigma = np.deg2rad(1) # Gaussian on sphere with 1-sigma width = 1 deg\n",
+ "disc_pix = mEq.query_disc(hp.ang2vec(theta0, phi0), 3*sigma)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([], dtype=int64)"
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "disc_pix"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "NUNIQ pixels in MOC map: 12\n",
+ "Equivalent single-resolution pixels: 48\n"
+ ]
+ }
+ ],
+ "source": [
+ "m = HealpixMap.moc_from_pixels(mEq.nside, disc_pix, density=True)\n",
+ "\n",
+ "print(\"NUNIQ pixels in MOC map: {}\".format(m.npix))\n",
+ "print(\"Equivalent single-resolution pixels: {}\".format(mEq.npix))\n",
+ "\n",
+ "# Fill the map. This code would look exactly the same if this were a\n",
+ "# single-resolution map\n",
+ "for pix in range(m.npix):\n",
+ "\n",
+ " theta,phi = m.pix2ang(pix)\n",
+ "\n",
+ " m[pix] = np.exp(-((theta-theta0)**2 + (phi-phi0)**2) / 2 / sigma**2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(48, 5, 5)"
+ ]
+ },
+ "execution_count": 39,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "image_response.contents.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 91,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def HealpixBase_to_h5(m, hist, h5_file):\n",
+ " with h5py.File(h5_file, 'w') as hf:\n",
+ " drm = hf.create_group('DRM')\n",
+ " data = hist.contents\n",
+ " hf['DRM'].attrs['UNIT'] = str(data.unit)\n",
+ " hf['DRM'].attrs['SPARSE'] = False\n",
+ "\n",
+ " axis_grp = drm.create_group('AXES', track_order=True)\n",
+ "\n",
+ " axis = axis_grp.create_dataset('NuLambda', data=np.arange(m.npix+1))\n",
+ " axis.attrs['DESCRIPTION'] = 'Location of the simulated source in the spacecraft coordinates'\n",
+ " axis.attrs['NSIDE'] = m.nside\n",
+ " axis.attrs['SCHEME'] = m.scheme\n",
+ " axis.attrs['TYPE'] = 'healpix'\n",
+ "\n",
+ " axis = axis_grp.create_dataset('Ei', data=image_response.axes['Ei'])\n",
+ " axis.attrs['DESCRIPTION'] = 'Initial simulated energy'\n",
+ " axis.attrs['TYPE'] = 'linear'\n",
+ " axis.attrs['UNIT'] = str(hist.axes['Ei'].unit)\n",
+ "\n",
+ " # axis = axis_grp.create_dataset('eps', data=image_response.axes['eps'])\n",
+ " # axis.attrs['DESCRIPTION'] = 'Measured energy'\n",
+ " # axis.attrs['TYPE'] = 'linear'\n",
+ " # axis.attrs['UNIT'] = ' '\n",
+ "\n",
+ " axis = axis_grp.create_dataset('Em', data=image_response.axes['Em'])\n",
+ " axis.attrs['DESCRIPTION'] = 'Measured energy'\n",
+ " axis.attrs['TYPE'] = 'linear'\n",
+ " axis.attrs['UNIT'] = str(hist.axes['Em'].unit)\n",
+ "\n",
+ " # axis = axis_grp.create_dataset('Phi', data=np.arange(m.npix))\n",
+ " # axis.attrs['DESCRIPTION'] = 'Compton angle'\n",
+ " # axis.attrs['TYPE'] = 'linear'\n",
+ " # axis.attrs['UNIT'] = str(hist.axes['Phi'].unit)\n",
+ "\n",
+ " # axis = axis_grp.create_dataset('PsiChi', data=np.arange(m.npix+1))\n",
+ " # axis.attrs['DESCRIPTION'] = 'Location in the Compton Data Space'\n",
+ " # axis.attrs['NSIDE'] = m.nside\n",
+ " # axis.attrs['SCHEME'] = m.scheme\n",
+ " # axis.attrs['TYPE'] = 'healpix'\n",
+ " \n",
+ " dset = drm.create_dataset('CONTENTS', data=data.value)\n",
+ "\n",
+ "# Example usage\n",
+ "HealpixBase_to_h5(mEq, image_response, 'normparam_full_response_example.h5')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[ 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
+ " 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n",
+ " 48]\n"
+ ]
+ }
+ ],
+ "source": [
+ "with h5py.File('normparam_full_response_example.h5', mode='r') as file:\n",
+ "\n",
+ " drm = file['DRM']\n",
+ " unit = u.Unit(drm.attrs['UNIT'])\n",
+ " sparse = drm.attrs['SPARSE']\n",
+ "\n",
+ " # Axes\n",
+ " axes = []\n",
+ "\n",
+ " for i, axis_label in enumerate(drm[\"AXES\"]):\n",
+ "\n",
+ " axis = drm['AXES'][axis_label]\n",
+ " axis_type = axis.attrs['TYPE']\n",
+ "\n",
+ " if axis_type == 'healpix':\n",
+ " print(np.array(axis))\n",
+ " axes += [HealpixAxis(edges=np.array(axis),\n",
+ " nside=axis.attrs['NSIDE'],\n",
+ " label=axis_label,\n",
+ " scheme=axis.attrs['SCHEME'],\n",
+ " coordsys=SpacecraftFrame())]\n",
+ "\n",
+ " else:\n",
+ " axes += [Axis(np.array(axis) * u.Unit(axis.attrs['UNIT']),\n",
+ " scale=axis_type,\n",
+ " label=axis_label)]\n",
+ "\n",
+ " new_axes = Axes(axes)\n",
+ "\n",
+ " # Init HealpixMap (local coordinates, main axis)\n",
+ " # HealpixBase.__init__(base=axes['NuLambda'], \n",
+ " # coordsys=SpacecraftFrame())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = plt.figure(figsize=(14, 7))\n",
+ "axMoll = fig.add_subplot(projection = \"mollview\")\n",
+ "m.plot(axMoll, vmin=0, vmax=1)\n",
+ "m.plot_grid(axMoll, color='white', linewidth = .2)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Playing with Example FullDetectorResponse"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with FullDetectorResponse.open('reparam_full_response_example.h5', unbinned=False) as response:\n",
+ " dr_re = response.get_interp_response(SkyCoord(lon=0, lat=0, frame=SpacecraftFrame(), unit=u.deg))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'Ei': 'Ei', 'Em': 'eps'}"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dr_re.mapping"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/latex": [
+ "$[-0.008,~-0.0048,~-0.0016,~0.0016,~0.0048,~0.008] \\; \\mathrm{}$"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dr_re.axes['eps'].edges"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/latex": [
+ "$[506,~508,~510,~512,~514,~516] \\; \\mathrm{keV}$"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dr_re.axes['Ei'].edges"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with FullDetectorResponse.open('normparam_full_response_example.h5', unbinned=False) as response:\n",
+ " dr_norm = response.get_interp_response(SkyCoord(lon=0, lat=0, frame=SpacecraftFrame(), unit=u.deg))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'Ei': 'Ei', 'Em': 'Em'}"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dr_norm.mapping"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/latex": [
+ "$[506,~508,~510,~512,~514,~516] \\; \\mathrm{keV}$"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dr_norm.axes['Em'].edges"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/latex": [
+ "$[506,~508,~510,~512,~514,~516] \\; \\mathrm{keV}$"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dr_norm.axes['Ei'].edges"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.27999999999999475 cm2\n",
+ "0.21250000000000002 cm2\n"
+ ]
+ }
+ ],
+ "source": [
+ "target = {'Em': 508.5*u.keV, 'Ei': 508.5*u.keV}\n",
+ "\n",
+ "print(dr_re.get_interp_response(target))\n",
+ "print(dr_norm.get_interp_response(target))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "dr = dr_re\n",
+ "label1 = 'Ei'\n",
+ "label2 = 'eps'\n",
+ "\n",
+ "fig, ax = plt.subplots()\n",
+ "dr.project(label1, label2).draw(ax=ax)\n",
+ "# ax.scatter(target[label1], target[label2], marker='*')\n",
+ "ax.scatter(target[label1], dr.transform_Em_to_Eps(target['Em'], target['Ei']), marker='*')\n",
+ "for e1 in dr.neighbors[label1]:\n",
+ " for e2 in dr.neighbors[label2]:\n",
+ " ax.scatter(e1, e2, c='r')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Load FullDetectorResponse"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from pathlib import Path\n",
+ "import numpy as np\n",
+ "import astropy.units as u\n",
+ "from astropy.coordinates import SkyCoord\n",
+ "from cosipy.response import FullDetectorResponse\n",
+ "from scoords import Attitude, SpacecraftFrame\n",
+ "from IPython.display import clear_output\n",
+ "clear_output()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "DATA_DIR = Path('/Users/penguin/Documents/Grad School/Research/COSI/COSIpy/docs/tutorials/data/')\n",
+ "\n",
+ "# response_path = DATA_DIR / Path('SMEXv12.Continuum.HEALPixO3_10bins_log_flat.binnedimaging.imagingresponse.nonsparse_nside8.area.good_chunks_unzip.h5')\n",
+ "response_path = DATA_DIR / Path('SMEXv12.44Ti.HEALPix04.E_1150_1164keV.binnedimaging.imagingresponse.nonsparse_nside16.area.h5')\n",
+ "# response_path = DATA_DIR / Path('DC2-Continuum_N-149_17-11-2024_14-32.imagingresponse_nside8.area.h5')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Pixel 0 centered at \n"
+ ]
+ }
+ ],
+ "source": [
+ "with FullDetectorResponse.open(response_path, unbinned=True) as response:\n",
+ " print(f\"Pixel 0 centered at {response.pix2skycoord(0)}\")\n",
+ " dr = response[0]\n",
+ " # data = response._file['DRM']['CONTENTS'][0, ...]\n",
+ " # dr = DetectorResponse(edges=response.axes[1:], contents=data, unit=response.unit, interpolated_NuLambda=True) # scipy.COO requires special handling\n",
+ " dr = response.get_interp_response(SkyCoord(lon=0, lat=0, frame=SpacecraftFrame(), unit=u.deg))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dr = dr.drop_empty_axes()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/latex": [
+ "$2.8542114 \\; \\mathrm{cm^{2}}$"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dr.get_effective_area(1150*u.keV)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(array([[4.47751219]]), array([392]))"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "theta, zeta = dr.transform_PhiPsiChi_to_ThetaZeta(80, 480)\n",
+ "dr.transform_ThetaZeta_to_PhiPsiChi(theta, zeta)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Axis with label Em not found\n"
+ ]
+ },
+ {
+ "ename": "KeyError",
+ "evalue": "'Em'",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[0;32mIn[5], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mdr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_spectral_response\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mget_interp_response({\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mEi\u001b[39m\u001b[38;5;124m'\u001b[39m:Ei0, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mEm\u001b[39m\u001b[38;5;124m'\u001b[39m:Em0})\n",
+ "File \u001b[0;32m~/Documents/Grad School/Research/COSI/COSIpy/cosipy/response/DetectorResponse.py:210\u001b[0m, in \u001b[0;36mDetectorResponse.get_spectral_response\u001b[0;34m(self, copy)\u001b[0m\n\u001b[1;32m 208\u001b[0m \u001b[38;5;66;03m# Cache the spectral response\u001b[39;00m\n\u001b[1;32m 209\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_spec \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 210\u001b[0m spec \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mproject\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mEi\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mEm\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 211\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_spec \u001b[38;5;241m=\u001b[39m DetectorResponse(edges\u001b[38;5;241m=\u001b[39mspec\u001b[38;5;241m.\u001b[39maxes,\n\u001b[1;32m 212\u001b[0m contents \u001b[38;5;241m=\u001b[39m spec\u001b[38;5;241m.\u001b[39mcontents,\n\u001b[1;32m 213\u001b[0m unit \u001b[38;5;241m=\u001b[39m spec\u001b[38;5;241m.\u001b[39munit)\n\u001b[1;32m 215\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m copy:\n",
+ "File \u001b[0;32m~/miniconda3/envs/cosipy/lib/python3.10/site-packages/histpy/histogram.py:967\u001b[0m, in \u001b[0;36mHistogram.project\u001b[0;34m(self, *axis)\u001b[0m\n\u001b[1;32m 962\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(axis) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m \\\n\u001b[1;32m 963\u001b[0m \u001b[38;5;28misinstance\u001b[39m(axis[\u001b[38;5;241m0\u001b[39m], (\u001b[38;5;28mlist\u001b[39m, np\u001b[38;5;241m.\u001b[39mndarray, \u001b[38;5;28mrange\u001b[39m, \u001b[38;5;28mtuple\u001b[39m)):\n\u001b[1;32m 964\u001b[0m \u001b[38;5;66;03m# Got a sequence\u001b[39;00m\n\u001b[1;32m 965\u001b[0m axis \u001b[38;5;241m=\u001b[39m axis[\u001b[38;5;241m0\u001b[39m]\n\u001b[0;32m--> 967\u001b[0m axis \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_axes\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlabel_to_index\u001b[49m\u001b[43m(\u001b[49m\u001b[43maxis\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 969\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(np\u001b[38;5;241m.\u001b[39munique(axis)) \u001b[38;5;241m!=\u001b[39m \u001b[38;5;28mlen\u001b[39m(axis):\n\u001b[1;32m 970\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAn axis can\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mt repeat\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
+ "File \u001b[0;32m~/miniconda3/envs/cosipy/lib/python3.10/site-packages/histpy/axes.py:132\u001b[0m, in \u001b[0;36mAxes.label_to_index\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 128\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m key\n\u001b[1;32m 129\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\u001b[38;5;28misinstance\u001b[39m(key, (np\u001b[38;5;241m.\u001b[39mndarray, \u001b[38;5;28mlist\u001b[39m, \u001b[38;5;28mtuple\u001b[39m, \u001b[38;5;28mrange\u001b[39m))\n\u001b[1;32m 130\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m\n\u001b[1;32m 131\u001b[0m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(key, \u001b[38;5;28mstr\u001b[39m)):\n\u001b[0;32m--> 132\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mtuple\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlabel_to_index\u001b[49m\u001b[43m(\u001b[49m\u001b[43mk\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mk\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 133\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(key, \u001b[38;5;28mslice\u001b[39m):\n\u001b[1;32m 134\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39marange(\u001b[38;5;241m*\u001b[39mkey\u001b[38;5;241m.\u001b[39mindices(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mndim))\n",
+ "File \u001b[0;32m~/miniconda3/envs/cosipy/lib/python3.10/site-packages/histpy/axes.py:132\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 128\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m key\n\u001b[1;32m 129\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\u001b[38;5;28misinstance\u001b[39m(key, (np\u001b[38;5;241m.\u001b[39mndarray, \u001b[38;5;28mlist\u001b[39m, \u001b[38;5;28mtuple\u001b[39m, \u001b[38;5;28mrange\u001b[39m))\n\u001b[1;32m 130\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m\n\u001b[1;32m 131\u001b[0m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(key, \u001b[38;5;28mstr\u001b[39m)):\n\u001b[0;32m--> 132\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mtuple\u001b[39m(\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlabel_to_index\u001b[49m\u001b[43m(\u001b[49m\u001b[43mk\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m k \u001b[38;5;129;01min\u001b[39;00m key)\n\u001b[1;32m 133\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(key, \u001b[38;5;28mslice\u001b[39m):\n\u001b[1;32m 134\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39marange(\u001b[38;5;241m*\u001b[39mkey\u001b[38;5;241m.\u001b[39mindices(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mndim))\n",
+ "File \u001b[0;32m~/miniconda3/envs/cosipy/lib/python3.10/site-packages/histpy/axes.py:138\u001b[0m, in \u001b[0;36mAxes.label_to_index\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 135\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 136\u001b[0m \u001b[38;5;66;03m#Label\u001b[39;00m\n\u001b[1;32m 137\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 138\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_labels\u001b[49m\u001b[43m[\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 139\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n\u001b[1;32m 140\u001b[0m logger\u001b[38;5;241m.\u001b[39merror(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAxis with label \u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m not found\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(key))\n",
+ "\u001b[0;31mKeyError\u001b[0m: 'Em'"
+ ]
+ }
+ ],
+ "source": [
+ "dr.get_spectral_response().get_interp_response({'Ei':511*u.keV, 'Em':511*u.keV})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dr.mapping['PsiChi'] = None\n",
+ "dr.mapping['Theta'] = 'Theta'\n",
+ "dr.mapping['Zeta'] = 'Zeta'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "IndexError",
+ "evalue": "Bin index out of bounds",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[0;32mIn[15], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mdr\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m3\u001b[39;49m\u001b[43m,\u001b[49m\u001b[38;5;241;43m3\u001b[39;49m\u001b[43m,\u001b[49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m,\u001b[49m\u001b[38;5;241;43m385\u001b[39;49m\u001b[43m]\u001b[49m\n",
+ "File \u001b[0;32m~/miniconda3/envs/cosipy/lib/python3.10/site-packages/histpy/histogram.py:638\u001b[0m, in \u001b[0;36mHistogram.__getitem__\u001b[0;34m(self, indices)\u001b[0m\n\u001b[1;32m 635\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mis_sparse:\n\u001b[1;32m 636\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_contents \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_contents\u001b[38;5;241m.\u001b[39masformat(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcoo\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m--> 638\u001b[0m indices \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_prepare_indices\u001b[49m\u001b[43m(\u001b[49m\u001b[43mindices\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 640\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 641\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_units:\n",
+ "File \u001b[0;32m~/miniconda3/envs/cosipy/lib/python3.10/site-packages/histpy/histogram.py:575\u001b[0m, in \u001b[0;36mHistogram._prepare_indices\u001b[0;34m(self, indices)\u001b[0m\n\u001b[1;32m 572\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m indices\n\u001b[1;32m 574\u001b[0m \u001b[38;5;66;03m# Standard way. All other ways end up here after recursion\u001b[39;00m\n\u001b[0;32m--> 575\u001b[0m indices \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mtuple\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m_prepare_index\u001b[49m\u001b[43m(\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdim\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 576\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mdim\u001b[49m\u001b[43m,\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43menumerate\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mindices\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 578\u001b[0m \u001b[38;5;66;03m# Remove under/overflow of the rest of the dimensions\u001b[39;00m\n\u001b[1;32m 579\u001b[0m indices \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;28mtuple\u001b[39m(_prepare_index(\u001b[38;5;28mslice\u001b[39m(\u001b[38;5;28;01mNone\u001b[39;00m), dim) \u001b[38;5;28;01mfor\u001b[39;00m dim \u001b[38;5;129;01min\u001b[39;00m\n\u001b[1;32m 580\u001b[0m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(indices), \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mndim))\n",
+ "File \u001b[0;32m~/miniconda3/envs/cosipy/lib/python3.10/site-packages/histpy/histogram.py:575\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 572\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m indices\n\u001b[1;32m 574\u001b[0m \u001b[38;5;66;03m# Standard way. All other ways end up here after recursion\u001b[39;00m\n\u001b[0;32m--> 575\u001b[0m indices \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mtuple\u001b[39m(\u001b[43m_prepare_index\u001b[49m\u001b[43m(\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdim\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 576\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m dim,index \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(indices))\n\u001b[1;32m 578\u001b[0m \u001b[38;5;66;03m# Remove under/overflow of the rest of the dimensions\u001b[39;00m\n\u001b[1;32m 579\u001b[0m indices \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;28mtuple\u001b[39m(_prepare_index(\u001b[38;5;28mslice\u001b[39m(\u001b[38;5;28;01mNone\u001b[39;00m), dim) \u001b[38;5;28;01mfor\u001b[39;00m dim \u001b[38;5;129;01min\u001b[39;00m\n\u001b[1;32m 580\u001b[0m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(indices), \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mndim))\n",
+ "File \u001b[0;32m~/miniconda3/envs/cosipy/lib/python3.10/site-packages/histpy/histogram.py:518\u001b[0m, in \u001b[0;36mHistogram._prepare_indices.._prepare_index\u001b[0;34m(index, dim)\u001b[0m\n\u001b[1;32m 516\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(index, (np\u001b[38;5;241m.\u001b[39minteger, \u001b[38;5;28mint\u001b[39m)):\n\u001b[1;32m 517\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m index \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m index \u001b[38;5;241m>\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39maxes[dim]\u001b[38;5;241m.\u001b[39mnbins:\n\u001b[0;32m--> 518\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mIndexError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mBin index out of bounds\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 520\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m index\u001b[38;5;241m+\u001b[39m\u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 522\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(index, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_NBINS):\n\u001b[1;32m 523\u001b[0m \n\u001b[1;32m 524\u001b[0m \u001b[38;5;66;03m# Referece with respect to nbins\u001b[39;00m\n",
+ "\u001b[0;31mIndexError\u001b[0m: Bin index out of bounds"
+ ]
+ }
+ ],
+ "source": [
+ "dr[58,4,20,108,100] # dr[3,3,2,385]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dr.contents.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/latex": [
+ "$3.9780282 \\times 10^{-6} \\; \\mathrm{cm^{2}}$"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "Ei0 = 511.*u.keV\n",
+ "Em0 = 600*u.keV\n",
+ "Phi0 = 12*u.deg\n",
+ "PsiChi0 = 386\n",
+ "\n",
+ "# target = {'Ei': Ei0, 'Em': Em0, 'Phi': Phi0, 'PsiChi': PsiChi0}\n",
+ "target = {'Ei': Ei0, 'Em': Em0, 'Phi': Phi0, 'Theta': 37*u.deg, 'Zeta': 201*u.deg}\n",
+ "interpolated_response_value = dr.get_interp_response(target)\n",
+ "\n",
+ "interpolated_response_value"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'Ei': 'Ei',\n",
+ " 'Em': 'Eps',\n",
+ " 'Phi': 'Phi',\n",
+ " 'PsiChi': 'Theta',\n",
+ " 'SigmaTau': 'Zeta',\n",
+ " 'Dist': 'SigmaTau'}"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dr.mapping"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "8"
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dr.axes['SigmaTau'].nside"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'target' 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[9], line 6\u001b[0m\n\u001b[1;32m 4\u001b[0m fig, ax \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39msubplots()\n\u001b[1;32m 5\u001b[0m dr\u001b[38;5;241m.\u001b[39mproject(label1, label2)\u001b[38;5;241m.\u001b[39mdraw(ax\u001b[38;5;241m=\u001b[39max)\n\u001b[0;32m----> 6\u001b[0m ax\u001b[38;5;241m.\u001b[39mscatter(\u001b[43mtarget\u001b[49m[label1], target[label2], marker\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m*\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 7\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m e1 \u001b[38;5;129;01min\u001b[39;00m dr\u001b[38;5;241m.\u001b[39mneighbors[label1]:\n\u001b[1;32m 8\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m e2 \u001b[38;5;129;01min\u001b[39;00m dr\u001b[38;5;241m.\u001b[39mneighbors[label2]:\n",
+ "\u001b[0;31mNameError\u001b[0m: name 'target' is not defined"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "label1 = 'Ei'\n",
+ "label2 = 'Eps'\n",
+ "\n",
+ "target = {'Ei': Ei0, 'Em': Em0, 'Phi': Phi0, 'PsiChi': PsiChi0}\n",
+ "\n",
+ "fig, ax = plt.subplots()\n",
+ "dr.project(label1, dr.mapping[label2]).draw(ax=ax)\n",
+ "# ax.scatter(target[label1], target[label2], marker='*')\n",
+ "for e1 in dr.neighbors[label1]:\n",
+ " for e2 in dr.neighbors[label2]:\n",
+ " ax.scatter(e1, e2, c='r')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Define data paths\n",
+ "data_dir = Path(\"/Users/penguin/Documents/Grad School/Research/COSI/COSIpy/docs/tutorials/data\") # Current directory by default. Modify if you can want a different path\n",
+ "ori_path = data_dir / \"20280301_3_month.ori\"\n",
+ "\n",
+ "# Read the full oritation\n",
+ "ori = SpacecraftFile.parse_from_file(ori_path)\n",
+ "scatt_map = ori.get_scatt_map(nside = 16, coordsys = 'galactic')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# define the target coordinates (Crab)\n",
+ "target_coord = SkyCoord(184.5551, -05.7877, unit = \"deg\", frame = \"galactic\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with FullDetectorResponse.open(response_path, unbinned=True) as response:\n",
+ " psr2 = response.get_point_source_response(scatt_map = scatt_map, coord = target_coord)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(, )"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "psr2.project('PsiChi').plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with FullDetectorResponse.open(response_path, unbinned=False) as response:\n",
+ " psr = response.get_point_source_response(scatt_map = scatt_map, coord = target_coord)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(, )"
+ ]
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "psr.project('PsiChi').plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(, )"
+ ]
+ },
+ "execution_count": 34,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "(psr.project('PsiChi') - psr2.project('PsiChi')).draw(vmin=-2e3, vmax=2e3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# # get the target movement in the reference frame attached to the detector\n",
+ "# target_in_sc_frame = ori.get_target_in_sc_frame(target_name = \"Crab\", target_coord = target_coord)\n",
+ "\n",
+ "# # To get the dwell time map, look at the DetectorResponse.ipynb tutorial notebook\n",
+ "# dwell_time_map = ori.get_dwell_map(response = response_path, src_path = target_in_sc_frame) # Dwell time map is in SpacecraftFrame() L.409 (SpacecraftFile.py)\n",
+ "\n",
+ "# with FullDetectorResponse.open(response_path) as response:\n",
+ "# psr = response.get_point_source_response(exposure_map=dwell_time_map)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Define the grid and initialize\n",
+ "m = HealpixMap(nside = 8, scheme = 'ring', dtype = int)\n",
+ "\n",
+ "# Get the pixel where a point lands in the current scheme\n",
+ "sample_pix = m.ang2pix(np.deg2rad(90-54.34), np.deg2rad(97.5))\n",
+ "for i in range(m.npix):\n",
+ " m[i] = np.random.randint(1, 4)\n",
+ "\n",
+ "for pixel in m.get_all_neighbours(sample_pix):\n",
+ " m[pixel] += 10\n",
+ "\n",
+ "m.plot()\n",
+ "\n",
+ "for pixel in m.get_all_neighbours(sample_pix):\n",
+ " b, l = np.rad2deg(m.pix2ang(pixel))\n",
+ " plt.gca().scatter(l, 90-b, s=1, transform=plt.gca().get_transform('world'))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 138,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ", obstime=None, location=None)>"
+ ]
+ },
+ "execution_count": 138,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dr_list[1].project('PsiChi').axes['PsiChi'].coordsys #= None"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "45.0 84.14973293629666\n",
+ "inf -90.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "WARNING RuntimeWarning: divide by zero encountered in _pix2ang_ring\n",
+ "\n",
+ "\n",
+ "WARNING RuntimeWarning: invalid value encountered in _pix2ang_ring\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "axis = dr_list[1].project('PsiChi')\n",
+ "fig, ax = plt.subplots(subplot_kw={'projection':'mollview'})\n",
+ "axis.plot(ax = ax)\n",
+ "# m.plot_grid(ax=ax)\n",
+ "ax.scatter(97.5, 54.34, marker='*', s=10, c='purple', transform=ax.get_transform('world'))\n",
+ "plt.grid(alpha=0.4)\n",
+ "with FullDetectorResponse.open(response_path) as response:\n",
+ " for pixel in pixels:\n",
+ " ang = response.pix2skycoord(pixel)\n",
+ " l, b = ang.lon.deg, ang.lat.deg\n",
+ " print(l, b)\n",
+ " ax.scatter(l, b, marker='o', s=1, c='r', transform=ax.get_transform('world')) # (l,b)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Spectral response, effective area, and dispersion matrix"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "response_path = Path('/Users/penguin/Documents/Grad School/Research/COSI/COSIpy/docs/tutorials/data/SMEXv12.Continuum.HEALPixO3_10bins_log_flat.binnedimaging.imagingresponse.nonsparse_nside8.area.good_chunks_unzip.h5')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with FullDetectorResponse.open(response_path, unbinned=True) as response:\n",
+ " dr = response.get_interp_response(SkyCoord(lon=0, lat=0, frame=SpacecraftFrame(), unit=u.deg))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 95,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "spec = dr.get_spectral_response(copy = False)\n",
+ "norm = dr.get_effective_area().contents"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 102,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "WARNING RuntimeWarning: invalid value encountered in divide\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 102,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "spec/spec.expand_dims(norm, 'Ei')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(,\n",
+ " )"
+ ]
+ },
+ "execution_count": 62,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "dr.get_spectral_response().plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "WARNING RuntimeWarning: invalid value encountered in divide\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "(, )"
+ ]
+ },
+ "execution_count": 59,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "(dr.get_spectral_response().project('Ei') / dr._aeff.contents).plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(,\n",
+ " )"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "dr.get_dispersion_matrix().plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/latex": [
+ "$[0.068667201,~0.53747333,~1.9019974,~6.1155578,~11.461418,~15.149478,~16.509713,~15.417353,~13.104385,~9.6231863] \\; \\mathrm{cm^{2}}$"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dr._aeff.contents"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(,\n",
+ " )"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "dr._aeff.plot()"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "cosipy",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.10.13"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/docs/tutorials/response/SpacecraftFile.ipynb b/docs/tutorials/response/SpacecraftFile.ipynb
index a3f7b7c1..b35eb05d 100644
--- a/docs/tutorials/response/SpacecraftFile.ipynb
+++ b/docs/tutorials/response/SpacecraftFile.ipynb
@@ -35,15 +35,271 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"id": "cefc80ac-578b-4ced-bd0a-f44fa27cfc05",
"metadata": {
"scrolled": true,
"tags": []
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "11:31:35 WARNING The naima package is not available. Models that depend on it will not be functions.py : 48 available \n",
+ " WARNING The GSL library or the pygsl wrapper cannot be loaded. Models that depend on it functions.py : 69 will not be available. \n",
+ " WARNING The ebltable package is not available. Models that depend on it will not be absorption.py : 33 available \n",
+ "11:31:35 INFO Starting 3ML! __init__.py : 35 WARNING WARNINGs here are NOT errors __init__.py : 36 WARNING but are inform you about optional packages that can be installed __init__.py : 37 WARNING to disable these messages, turn off start_warning in your config file __init__.py : 40 WARNING ROOT minimizer not available minimization.py : 1345 WARNING Multinest minimizer not available minimization.py : 1357 WARNING PyGMO is not available minimization.py : 1369 WARNING The cthreeML package is not installed. You will not be able to use plugins which __init__.py : 94 require the C/C++ interface (currently HAWC) \n",
+ " WARNING Could not import plugin HAWCLike.py. Do you have the relative instrument __init__.py : 144 software installed and configured? \n",
+ " WARNING Could not import plugin FermiLATLike.py. Do you have the relative instrument __init__.py : 144 software installed and configured? \n",
+ " WARNING No fermitools installed lat_transient_builder.py : 44 WARNING Env. variable OMP_NUM_THREADS is not set. Please set it to 1 for optimal __init__.py : 387 performances in 3ML \n",
+ " WARNING Env. variable MKL_NUM_THREADS is not set. Please set it to 1 for optimal __init__.py : 387 performances in 3ML \n",
+ " WARNING Env. variable NUMEXPR_NUM_THREADS is not set. Please set it to 1 for optimal __init__.py : 387 performances in 3ML \n",
+ ",\n",
+ " )"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
}
],
"source": [
- "ori = SpacecraftFile.parse_from_file(ori_path)\n",
- "\n",
+ "ori_full.get_time()[0], ori_full.get_time()[0] + 1 * u.hr"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "dc7a3362",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "7979956"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(ori_full._time)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "5d718edb",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/latex": [
+ "$92.36059 \\; \\mathrm{d}$"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "(ori_full._time[-1] - ori_full._time[0]).to(u.d)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "59709ef0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
"# Let's use only 1 hr in this example\n",
- "ori = ori.source_interval(ori.get_time()[0], ori.get_time()[0] + 1*u.hr)"
+ "ori = ori_full.source_interval(ori_full.get_time()[0], ori_full.get_time()[0] + 1*u.hr)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "4b4e7e44",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "3601"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(ori._time)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "1ac8dace",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/latex": [
+ "$3600 \\; \\mathrm{s}$"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "(ori._time[-1] - ori._time[0]).to(u.s)"
]
},
{
@@ -252,7 +615,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 100,
"id": "e039c144-9374-4d38-b114-08116c88f89e",
"metadata": {},
"outputs": [
@@ -261,13 +624,13 @@
"output_type": "stream",
"text": [
"\n",
- "WARNING ErfaWarning: ERFA function \"utctai\" yielded 3601 of \"dubious year (Note 3)\"\n",
+ "WARNING MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n",
"\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
""
]
@@ -277,10 +640,8 @@
}
],
"source": [
- "import matplotlib\n",
- "\n",
"# Get a time range interval\n",
- "ori = ori.source_interval(ori.get_time()[0], ori.get_time()[0] + 1*u.hr)\n",
+ "ori = ori_full.source_interval(ori.get_time()[0], ori.get_time()[0] + 1.67*u.hr)\n",
"\n",
"# Plot\n",
"fig,ax = plt.subplots(ncols = 3, figsize = [20,5], subplot_kw = {'projection':'mollweide'})\n",
@@ -315,46 +676,184 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 38,
"id": "15339d40-789f-4493-8542-73efcb229ca2",
"metadata": {},
+ "outputs": [],
+ "source": [
+ "# define the target coordinates\n",
+ "target_coord = SkyCoord(l = 71.334998265514, b = 03.0668346317, unit = \"deg\", frame = \"galactic\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 79,
+ "id": "2bda3f9a",
+ "metadata": {},
"outputs": [
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Now converting to the Spacecraft frame...\n",
- "Conversion completed!\n"
- ]
+ "data": {
+ "text/plain": [
+ "array([[ 0.26, 0.7 , 0.66],\n",
+ " [ 0.26, -0.71, 0.65],\n",
+ " [ 0.93, 0. , -0.37]])"
+ ]
+ },
+ "execution_count": 79,
+ "metadata": {},
+ "output_type": "execute_result"
}
],
"source": [
- "# define the target coordinates\n",
- "target_coord = SkyCoord(71.334998265514, 03.0668346317, unit = \"deg\", frame = \"galactic\")\n",
- "\n",
+ "rot = ori.get_attitude().rot[0]\n",
+ "rot.as_matrix().round(2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 80,
+ "id": "735291c3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([[ 1., -0., -0.],\n",
+ " [ 0., 1., -0.],\n",
+ " [ 0., 0., 1.]])"
+ ]
+ },
+ "execution_count": 80,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "np.dot(rot.inv().as_matrix(), rot.as_matrix()).round(2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 101,
+ "id": "10cc06a8",
+ "metadata": {},
+ "outputs": [],
+ "source": [
"# get the target path in the Spacecraft frame \n",
"target_in_sc_frame = ori.get_target_in_sc_frame(target_name = \"CygX1\", target_coord = target_coord)"
]
},
{
"cell_type": "code",
- "execution_count": 8,
- "id": "7a62207b-62d3-4b64-b95a-426e541b0a4f",
+ "execution_count": 84,
+ "id": "ea7f427c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 84,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "target_in_sc_frame"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 113,
+ "id": "aae7064e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/latex": [
+ "[$310^\\circ03{}^\\prime11.56655052{}^{\\prime\\prime}$\n",
+ " $310^\\circ08{}^\\prime39.01224531{}^{\\prime\\prime}$\n",
+ " $310^\\circ14{}^\\prime06.38700277{}^{\\prime\\prime}$]"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 113,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "target_in_sc_frame.lon[:3]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a1618669",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- ""
+ "6013"
]
},
- "execution_count": 8,
+ "execution_count": 117,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(ori._time), len(target_in_sc_frame.lon)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 161,
+ "id": "83ba5a38",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[]"
+ ]
+ },
+ "execution_count": 161,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.plot((target_in_sc_frame.lon.deg + 180)%360 - 180) # What is the visible range of lonlat?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 175,
+ "id": "7a62207b-62d3-4b64-b95a-426e541b0a4f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
"text/plain": [
""
]
@@ -364,9 +863,12 @@
}
],
"source": [
+ "# Remember, only 25% of the sky is visible at any given time. When len(ori) < 1 orbital period,\n",
+ "# then a point source in the sky may not be visible for sometime. \n",
"fig,ax = plt.subplots(subplot_kw = {'projection':'mollweide'})\n",
"\n",
- "ax.scatter(target_in_sc_frame.lon.rad, target_in_sc_frame.lat.rad, color = time_color)"
+ "ax.scatter(((target_in_sc_frame.lon.deg + 180)%360 - 180) * np.pi/180, target_in_sc_frame.lat.rad, color = time_color)\n",
+ "plt.show()"
]
},
{
@@ -421,7 +923,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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",
"text/plain": [
""
]
@@ -484,23 +986,120 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 301,
"id": "f1fed35c-66ba-430a-add0-93ee6dbdf5dd",
"metadata": {},
+ "outputs": [],
+ "source": [
+ "# It's recommended that the scatt map pixel size be finer than the response, in order to mitigate error\n",
+ "scatt_map = ori_full.get_scatt_map(nside = 2, coordsys = 'galactic')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 296,
+ "id": "b03267e3",
+ "metadata": {},
"outputs": [
{
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "WARNING ErfaWarning: ERFA function \"utctai\" yielded 3601 of \"dubious year (Note 3)\"\n",
- "\n"
- ]
+ "data": {
+ "text/plain": [
+ "array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])"
+ ]
+ },
+ "execution_count": 296,
+ "metadata": {},
+ "output_type": "execute_result"
}
],
"source": [
- "# It's recommended that the scatt map pixel size be finer than the response, in order to mitigate error\n",
- "scatt_map = ori.get_scatt_map(nside = 16, coordsys = 'galactic')"
+ "scatt_map.axes['x'].edges"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 297,
+ "id": "d3292c19",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "12"
+ ]
+ },
+ "execution_count": 297,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "contents = scatt_map.contents.todense()\n",
+ "np.sum(contents >= 1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 298,
+ "id": "0be5cc96",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(,\n",
+ " )"
+ ]
+ },
+ "execution_count": 298,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
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