From d77ef34846c997ab6cd91a7b833e5c32091c65f8 Mon Sep 17 00:00:00 2001
From: Manuel Guenther <manuel.guenther@idiap.ch>
Date: Fri, 29 May 2015 15:05:39 +0200
Subject: [PATCH] Added extractors from FaceRecLib

---
 bob/bio/face/__init__.py                      |   1 +
 bob/bio/face/config/extractor/__init__.py     |   0
 bob/bio/face/config/extractor/dct_blocks.py   |   9 +
 bob/bio/face/config/extractor/eigenface.py    |   8 +
 bob/bio/face/config/extractor/grid_graph.py   |  21 ++
 bob/bio/face/config/extractor/lgbphs.py       |  17 ++
 bob/bio/face/extractor/DCTBlocks.py           |  57 +++++
 bob/bio/face/extractor/Eigenface.py           |  54 +++++
 bob/bio/face/extractor/GridGraph.py           | 136 ++++++++++++
 bob/bio/face/extractor/LGBPHS.py              | 195 ++++++++++++++++
 bob/bio/face/extractor/__init__.py            |   4 +
 bob/bio/face/test/__init__.py                 |   1 -
 bob/bio/face/test/data/dct_blocks.hdf5        | Bin 0 -> 11104 bytes
 .../face/test/data/eigenface_extractor.hdf5   | Bin 0 -> 289408 bytes
 bob/bio/face/test/data/eigenface_feature.hdf5 | Bin 0 -> 2184 bytes
 bob/bio/face/test/data/graph_regular.hdf5     | Bin 0 -> 13320 bytes
 bob/bio/face/test/data/lgbphs_sparse.hdf5     | Bin 0 -> 186128 bytes
 bob/bio/face/test/data/lgbphs_with_phase.hdf5 | Bin 0 -> 606304 bytes
 bob/bio/face/test/test_extractors.py          | 210 ++++++++++++++++++
 setup.py                                      |   4 +
 20 files changed, 716 insertions(+), 1 deletion(-)
 create mode 100644 bob/bio/face/config/extractor/__init__.py
 create mode 100644 bob/bio/face/config/extractor/dct_blocks.py
 create mode 100644 bob/bio/face/config/extractor/eigenface.py
 create mode 100644 bob/bio/face/config/extractor/grid_graph.py
 create mode 100644 bob/bio/face/config/extractor/lgbphs.py
 create mode 100644 bob/bio/face/extractor/DCTBlocks.py
 create mode 100644 bob/bio/face/extractor/Eigenface.py
 create mode 100644 bob/bio/face/extractor/GridGraph.py
 create mode 100644 bob/bio/face/extractor/LGBPHS.py
 create mode 100644 bob/bio/face/extractor/__init__.py
 create mode 100644 bob/bio/face/test/data/dct_blocks.hdf5
 create mode 100644 bob/bio/face/test/data/eigenface_extractor.hdf5
 create mode 100644 bob/bio/face/test/data/eigenface_feature.hdf5
 create mode 100644 bob/bio/face/test/data/graph_regular.hdf5
 create mode 100644 bob/bio/face/test/data/lgbphs_sparse.hdf5
 create mode 100644 bob/bio/face/test/data/lgbphs_with_phase.hdf5
 create mode 100644 bob/bio/face/test/test_extractors.py

diff --git a/bob/bio/face/__init__.py b/bob/bio/face/__init__.py
index 6438579b..e672118f 100644
--- a/bob/bio/face/__init__.py
+++ b/bob/bio/face/__init__.py
@@ -1,4 +1,5 @@
 from . import preprocessor
+from . import extractor
 from . import algorithm
 
 from . import test
diff --git a/bob/bio/face/config/extractor/__init__.py b/bob/bio/face/config/extractor/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/bob/bio/face/config/extractor/dct_blocks.py b/bob/bio/face/config/extractor/dct_blocks.py
new file mode 100644
index 00000000..87fc18fa
--- /dev/null
+++ b/bob/bio/face/config/extractor/dct_blocks.py
@@ -0,0 +1,9 @@
+#!/usr/bin/env python
+
+import bob.bio.face
+
+extractor = bob.bio.face.extractor.DCTBlocks(
+    block_size = 12,
+    block_overlap = 11,
+    number_of_dct_coefficients = 45
+)
diff --git a/bob/bio/face/config/extractor/eigenface.py b/bob/bio/face/config/extractor/eigenface.py
new file mode 100644
index 00000000..7fae79ed
--- /dev/null
+++ b/bob/bio/face/config/extractor/eigenface.py
@@ -0,0 +1,8 @@
+#!/usr/bin/env python
+
+import bob.bio.face
+
+# compute eigenfaces using the training database
+extractor = bob.bio.face.extractor.Eigenface(
+    subspace_dimension = 100
+)
diff --git a/bob/bio/face/config/extractor/grid_graph.py b/bob/bio/face/config/extractor/grid_graph.py
new file mode 100644
index 00000000..02b93c0a
--- /dev/null
+++ b/bob/bio/face/config/extractor/grid_graph.py
@@ -0,0 +1,21 @@
+#!/usr/bin/env python
+
+import bob.bio.base
+import bob.bio.face
+import math
+
+# load the face cropping parameters
+cropper = bob.bio.base.load_resource("face-crop-eyes", "preprocessor")
+
+extractor = bob.bio.face.extractor.GridGraph(
+    # Gabor parameters
+    gabor_sigma = math.sqrt(2.) * math.pi,
+
+    # what kind of information to extract
+    normalize_gabor_jets = True,
+
+    # setup of the fixed grid
+    node_distance = (4, 4),
+    first_node = (6, 6),
+    image_resolution = cropper.cropped_image_size
+)
diff --git a/bob/bio/face/config/extractor/lgbphs.py b/bob/bio/face/config/extractor/lgbphs.py
new file mode 100644
index 00000000..f4f6e9f2
--- /dev/null
+++ b/bob/bio/face/config/extractor/lgbphs.py
@@ -0,0 +1,17 @@
+#!/usr/bin/env python
+
+import bob.bio.face
+import math
+
+# feature extraction
+extractor = bob.bio.face.extractor.LGBPHS(
+    # block setup
+    block_size = 10,
+    block_overlap = 4,
+    # Gabor parameters
+    gabor_sigma = math.sqrt(2.) * math.pi,
+    # LBP setup (we use the defaults)
+
+    # histogram setup
+    sparse_histogram = True
+)
diff --git a/bob/bio/face/extractor/DCTBlocks.py b/bob/bio/face/extractor/DCTBlocks.py
new file mode 100644
index 00000000..c57ed7d4
--- /dev/null
+++ b/bob/bio/face/extractor/DCTBlocks.py
@@ -0,0 +1,57 @@
+#!/usr/bin/env python
+# vim: set fileencoding=utf-8 :
+# Laurent El Shafey <Laurent.El-Shafey@idiap.ch>
+
+"""Features for face recognition"""
+
+import bob.ip.base
+import numpy
+
+from bob.bio.base.extractor import Extractor
+
+class DCTBlocks (Extractor):
+
+  """Extracts DCT blocks"""
+  def __init__(
+      self,
+      block_size = 12,    # 1 or two parameters for block size
+      block_overlap = 11, # 1 or two parameters for block overlap
+      number_of_dct_coefficients = 45,
+      normalize_blocks = True,
+      normalize_dcts = True,
+      auto_reduce_coefficients = False
+  ):
+
+    # call base class constructor
+    Extractor.__init__(
+        self,
+        block_size = block_size,
+        block_overlap = block_overlap,
+        number_of_dct_coefficients = number_of_dct_coefficients,
+        normalize_blocks = normalize_blocks,
+        normalize_dcts = normalize_dcts,
+        auto_reduce_coefficients = auto_reduce_coefficients
+    )
+
+    # block parameters
+    block_size = block_size if isinstance(block_size, (tuple, list)) else (block_size, block_size)
+    block_overlap = block_overlap if isinstance(block_overlap, (tuple, list)) else (block_overlap, block_overlap)
+
+    if block_size[0] < block_overlap[0] or block_size[1] < block_overlap[1]:
+      raise ValueError("The overlap '%s' is bigger than the block size '%s'. This won't work. Please check your setup!"%(block_overlap, block_size))
+    if block_size[0] * block_size[1] <= number_of_dct_coefficients:
+      if auto_reduce_coefficients:
+        number_of_dct_coefficients = block_size[0] * block_size[1] - 1
+      else:
+        raise ValueError("You selected more coefficients %d than your blocks have %d. This won't work. Please check your setup!"%(number_of_dct_coefficients, block_size[0] * block_size[1]))
+
+    self.dct_features = bob.ip.base.DCTFeatures(number_of_dct_coefficients, block_size, block_overlap, normalize_blocks, normalize_dcts)
+
+  def __call__(self, image):
+    """Computes and returns DCT blocks for the given input image"""
+    assert isinstance(image, numpy.ndarray)
+    assert image.ndim == 2
+    assert image.dtype == numpy.float64
+
+    # Computes DCT features
+    return self.dct_features(image)
diff --git a/bob/bio/face/extractor/Eigenface.py b/bob/bio/face/extractor/Eigenface.py
new file mode 100644
index 00000000..ad8bb884
--- /dev/null
+++ b/bob/bio/face/extractor/Eigenface.py
@@ -0,0 +1,54 @@
+#!/usr/bin/env python
+# vim: set fileencoding=utf-8 :
+# Manuel Guenther <Manuel.Guenther@idiap.ch>
+
+import numpy
+
+import bob.learn.linear
+import bob.io.base
+
+from bob.bio.base.extractor import Extractor
+
+import logging
+logger = logging.getLogger("bob.bio.face")
+
+class Eigenface (Extractor):
+  """Extracts grid graphs from the images"""
+
+  def __init__(self, subspace_dimension):
+    # We have to register that this function will need a training step
+    Extractor.__init__(self, requires_training = True, subspace_dimension = subspace_dimension)
+    self.subspace_dimension = subspace_dimension
+
+
+  def _check_data(self, data):
+    assert isinstance(data, numpy.ndarray)
+    assert data.ndim == 2
+    assert data.dtype == numpy.float64
+
+
+  def train(self, image_list, extractor_file):
+    """Trains the eigenface extractor using the given list of training images"""
+    [self._check_data(image) for image in image_list]
+
+    # Initializes an array for the data
+    data = numpy.vstack([image.flatten() for image in image_list])
+
+    logger.info("  -> Training LinearMachine using PCA (SVD)")
+    t = bob.learn.linear.PCATrainer()
+    self.machine, __eig_vals = t.train(data)
+    # Machine: get shape, then resize
+    self.machine.resize(self.machine.shape[0], self.subspace_dimension)
+    self.machine.save(bob.io.base.HDF5File(extractor_file, "w"))
+
+
+  def load(self, extractor_file):
+    # read PCA projector
+    self.machine = bob.learn.linear.Machine(bob.io.base.HDF5File(extractor_file))
+
+
+  def __call__(self, image):
+    """Projects the data using the stored covariance matrix"""
+    self._check_data(image)
+    # Projects the data
+    return self.machine(image.flatten())
diff --git a/bob/bio/face/extractor/GridGraph.py b/bob/bio/face/extractor/GridGraph.py
new file mode 100644
index 00000000..783521cd
--- /dev/null
+++ b/bob/bio/face/extractor/GridGraph.py
@@ -0,0 +1,136 @@
+#!/usr/bin/env python
+# vim: set fileencoding=utf-8 :
+# Manuel Guenther <Manuel.Guenther@idiap.ch>
+
+import bob.ip.gabor
+import bob.io.base
+
+import numpy
+import math
+from bob.bio.base.extractor import Extractor
+
+class GridGraph (Extractor):
+  """Extracts grid graphs from the images"""
+
+  def __init__(
+      self,
+      # Gabor parameters
+      gabor_directions = 8,
+      gabor_scales = 5,
+      gabor_sigma = 2. * math.pi,
+      gabor_maximum_frequency = math.pi / 2.,
+      gabor_frequency_step = math.sqrt(.5),
+      gabor_power_of_k = 0,
+      gabor_dc_free = True,
+
+      # what kind of information to extract
+      normalize_gabor_jets = True,
+
+      # setup of the aligned grid
+      eyes = None, # if set, the grid setup will be aligned to the eye positions {'leye' : LEFT_EYE_POS, 'reye' : RIGHT_EYE_POS},
+      nodes_between_eyes = 4,
+      nodes_along_eyes = 2,
+      nodes_above_eyes = 3,
+      nodes_below_eyes = 7,
+
+      # setup of static grid
+      node_distance = None,    # one or two integral values
+      image_resolution = None, # always two integral values
+      first_node = None,       # one or two integral values, or None -> automatically determined
+  ):
+
+    # call base class constructor
+    Extractor.__init__(
+        self,
+
+        gabor_directions = gabor_directions,
+        gabor_scales = gabor_scales,
+        gabor_sigma = gabor_sigma,
+        gabor_maximum_frequency = gabor_maximum_frequency,
+        gabor_frequency_step = gabor_frequency_step,
+        gabor_power_of_k = gabor_power_of_k,
+        gabor_dc_free = gabor_dc_free,
+        normalize_gabor_jets = normalize_gabor_jets,
+        eyes = eyes,
+        nodes_between_eyes = nodes_between_eyes,
+        nodes_along_eyes = nodes_along_eyes,
+        nodes_above_eyes = nodes_above_eyes,
+        nodes_below_eyes = nodes_below_eyes,
+        node_distance = node_distance,
+        image_resolution = image_resolution,
+        first_node = first_node
+    )
+
+    # create Gabor wavelet transform class
+    self.gwt = bob.ip.gabor.Transform(
+        number_of_scales = gabor_scales,
+        number_of_directions = gabor_directions,
+        sigma = gabor_sigma,
+        k_max = gabor_maximum_frequency,
+        k_fac = gabor_frequency_step,
+        power_of_k = gabor_power_of_k,
+        dc_free = gabor_dc_free
+    )
+
+    # create graph extractor
+    if eyes is not None:
+      self.graph = bob.ip.gabor.Graph(
+          righteye = [int(e) for e in eyes['reye']],
+          lefteye = [int(e) for e in eyes['leye']],
+          between = int(nodes_between_eyes),
+          along = int(nodes_along_eyes),
+          above = int(nodes_above_eyes),
+          below = int(nodes_below_eyes)
+      )
+    else:
+      if node_distance is None or image_resolution is None:
+        raise ValueError("Please specify either 'eyes' or the grid parameters 'first_node', 'last_node', and 'node_distance'!")
+      if isinstance(node_distance, (int, float)):
+         node_distance = (int(node_distance), int(node_distance))
+      if first_node is None:
+        first_node = [0,0]
+        for i in (0,1):
+          offset = int((image_resolution[i] - int(image_resolution[i]/node_distance[i])*node_distance[i]) / 2)
+          if offset < node_distance[i]//2: # This is not tested, but should ALWAYS be the case.
+            offset += node_distance[i]//2
+          first_node[i] = offset
+      last_node = tuple([int(image_resolution[i] - max(first_node[i],1)) for i in (0,1)])
+
+      # take the specified nodes
+      self.graph = bob.ip.gabor.Graph(
+          first = first_node,
+          last = last_node,
+          step = node_distance
+      )
+
+    self.normalize_jets = normalize_gabor_jets
+    self.trafo_image = None
+
+  def __call__(self, image):
+    assert image.ndim == 2
+    assert isinstance(image, numpy.ndarray)
+    assert image.dtype == numpy.float64
+
+    if self.trafo_image is None or self.trafo_image.shape[1:3] != image.shape:
+      # create trafo image
+      self.trafo_image = numpy.ndarray((self.gwt.number_of_wavelets, image.shape[0], image.shape[1]), numpy.complex128)
+
+    # perform Gabor wavelet transform
+    self.gwt.transform(image, self.trafo_image)
+
+    # extract face graph
+    jets = self.graph.extract(self.trafo_image)
+
+    # normalize the Gabor jets of the graph only
+    if self.normalize_jets:
+      [j.normalize() for j in jets]
+
+    # return the extracted face graph
+    return jets
+
+  def write_feature(self, feature, feature_file):
+    feature_file = feature_file if isinstance(feature_file, bob.io.base.HDF5File) else bob.io.base.HDF5File(feature_file, 'w')
+    bob.ip.gabor.save_jets(feature, feature_file)
+
+  def read_feature(self, feature_file):
+    return bob.ip.gabor.load_jets(bob.io.base.HDF5File(feature_file))
diff --git a/bob/bio/face/extractor/LGBPHS.py b/bob/bio/face/extractor/LGBPHS.py
new file mode 100644
index 00000000..35d60bda
--- /dev/null
+++ b/bob/bio/face/extractor/LGBPHS.py
@@ -0,0 +1,195 @@
+#!/usr/bin/env python
+# vim: set fileencoding=utf-8 :
+# Manuel Guenther <Manuel.Guenther@idiap.ch>
+
+import bob.ip.gabor
+import bob.ip.base
+
+import numpy
+import math
+
+from bob.bio.base.extractor import Extractor
+
+class LGBPHS (Extractor):
+  """Extractor for local Gabor binary pattern histogram sequences"""
+
+  def __init__(
+      self,
+      # Block setup
+      block_size,    # one or two parameters for block size
+      block_overlap = 0, # one or two parameters for block overlap
+      # Gabor parameters
+      gabor_directions = 8,
+      gabor_scales = 5,
+      gabor_sigma = 2. * math.pi,
+      gabor_maximum_frequency = math.pi / 2.,
+      gabor_frequency_step = math.sqrt(.5),
+      gabor_power_of_k = 0,
+      gabor_dc_free = True,
+      use_gabor_phases = False,
+      # LBP parameters
+      lbp_radius = 2,
+      lbp_neighbor_count = 8,
+      lbp_uniform = True,
+      lbp_circular = True,
+      lbp_rotation_invariant = False,
+      lbp_compare_to_average = False,
+      lbp_add_average = False,
+      # histogram options
+      sparse_histogram = False,
+      split_histogram = None
+  ):
+    """Initializes the local Gabor binary pattern histogram sequence tool chain with the given file selector object"""
+
+    # call base class constructor
+    Extractor.__init__(
+        self,
+
+        block_size = block_size,
+        block_overlap = block_overlap,
+        gabor_directions = gabor_directions,
+        gabor_scales = gabor_scales,
+        gabor_sigma = gabor_sigma,
+        gabor_maximum_frequency = gabor_maximum_frequency,
+        gabor_frequency_step = gabor_frequency_step,
+        gabor_power_of_k = gabor_power_of_k,
+        gabor_dc_free = gabor_dc_free,
+        use_gabor_phases = use_gabor_phases,
+        lbp_radius = lbp_radius,
+        lbp_neighbor_count = lbp_neighbor_count,
+        lbp_uniform = lbp_uniform,
+        lbp_circular = lbp_circular,
+        lbp_rotation_invariant = lbp_rotation_invariant,
+        lbp_compare_to_average = lbp_compare_to_average,
+        lbp_add_average = lbp_add_average,
+        sparse_histogram = sparse_histogram,
+        split_histogram = split_histogram
+    )
+
+    # block parameters
+    self.block_size = block_size if isinstance(block_size, (tuple, list)) else (block_size, block_size)
+    self.block_overlap = block_overlap if isinstance(block_overlap, (tuple, list)) else (block_overlap, block_overlap)
+    if self.block_size[0] < self.block_overlap[0] or self.block_size[1] < self.block_overlap[1]:
+      raise ValueError("The overlap is bigger than the block size. This won't work. Please check your setup!")
+
+    # Gabor wavelet transform class
+    self.gwt = bob.ip.gabor.Transform(
+        number_of_scales = gabor_scales,
+        number_of_directions = gabor_directions,
+        sigma = gabor_sigma,
+        k_max = gabor_maximum_frequency,
+        k_fac = gabor_frequency_step,
+        power_of_k = gabor_power_of_k,
+        dc_free = gabor_dc_free
+    )
+    self.trafo_image = None
+    self.use_phases = use_gabor_phases
+
+    self.lbp = bob.ip.base.LBP(
+        neighbors = lbp_neighbor_count,
+        radius = float(lbp_radius),
+        circular = lbp_circular,
+        to_average = lbp_compare_to_average,
+        add_average_bit = lbp_add_average,
+        uniform = lbp_uniform,
+        rotation_invariant = lbp_rotation_invariant,
+        border_handling = 'wrap'
+    )
+
+    self.split = split_histogram
+    self.sparse = sparse_histogram
+    if self.sparse and self.split:
+      raise ValueError("Sparse histograms cannot be split! Check your setup!")
+
+
+  def _fill(self, lgbphs_array, lgbphs_blocks, j):
+    """Copies the given array into the given blocks"""
+    # fill array in the desired shape
+    if self.split is None:
+      start = j * self.n_bins * self.n_blocks
+      for b in range(self.n_blocks):
+        lgbphs_array[start + b * self.n_bins : start + (b+1) * self.n_bins] = lgbphs_blocks[b][:]
+    elif self.split == 'blocks':
+      for b in range(self.n_blocks):
+        lgbphs_array[b, j * self.n_bins : (j+1) * self.n_bins] = lgbphs_blocks[b][:]
+    elif self.split == 'wavelets':
+      for b in range(self.n_blocks):
+        lgbphs_array[j, b * self.n_bins : (b+1) * self.n_bins] = lgbphs_blocks[b][:]
+    elif self.split == 'both':
+      for b in range(self.n_blocks):
+        lgbphs_array[j * self.n_blocks + b, 0 : self.n_bins] = lgbphs_blocks[b][:]
+
+  def _sparsify(self, array):
+    """This function generates a sparse histogram from a non-sparse one."""
+    if not self.sparse:
+      return array
+    if len(array.shape) == 2 and array.shape[0] == 2:
+      # already sparse
+      return array
+    assert len(array.shape) == 1
+    indices = []
+    values = []
+    for i in range(array.shape[0]):
+      if array[i] != 0.:
+        indices.append(i)
+        values.append(array[i])
+    return numpy.array([indices, values], dtype = numpy.float64)
+
+
+  def __call__(self, image):
+    """Extracts the local Gabor binary pattern histogram sequence from the given image"""
+    assert image.ndim == 2
+    assert isinstance(image, numpy.ndarray)
+    assert image.dtype == numpy.float64
+
+    # perform GWT on image
+    if self.trafo_image is None or self.trafo_image.shape[1:3] != image.shape:
+      # create trafo image
+      self.trafo_image = numpy.ndarray((self.gwt.number_of_wavelets, image.shape[0], image.shape[1]), numpy.complex128)
+
+    # perform Gabor wavelet transform
+    self.gwt.transform(image, self.trafo_image)
+
+    jet_length = self.gwt.number_of_wavelets * (2 if self.use_phases else 1)
+
+    lgbphs_array = None
+    # iterate through the layers of the trafo image
+    for j in range(self.gwt.number_of_wavelets):
+      # compute absolute part of complex response
+      abs_image = numpy.abs(self.trafo_image[j])
+      # Computes LBP histograms
+      abs_blocks = bob.ip.base.lbphs(abs_image, self.lbp, self.block_size, self.block_overlap)
+
+      # Converts to Blitz array (of different dimensionalities)
+      self.n_bins = abs_blocks.shape[1]
+      self.n_blocks = abs_blocks.shape[0]
+
+      if self.split is None:
+        shape = (self.n_blocks * self.n_bins * jet_length,)
+      elif self.split == 'blocks':
+        shape = (self.n_blocks, self.n_bins * jet_length)
+      elif self.split == 'wavelets':
+        shape = (jet_length, self.n_bins * self.n_blocks)
+      elif self.split == 'both':
+        shape = (jet_length * self.n_blocks, self.n_bins)
+      else:
+        raise ValueError("The split parameter must be one of ['blocks', 'wavelets', 'both'] or None")
+
+      # create new array if not done yet
+      if lgbphs_array is None:
+        lgbphs_array = numpy.ndarray(shape, 'float64')
+
+      # fill the array with the absolute values of the Gabor wavelet transform
+      self._fill(lgbphs_array, abs_blocks, j)
+
+      if self.use_phases:
+        # compute phase part of complex response
+        phase_image = numpy.angle(self.trafo_image[j])
+        # Computes LBP histograms
+        phase_blocks = bob.ip.base.lbphs(phase_image, self.lbp, self.block_size, self.block_overlap)
+        # fill the array with the phases at the end of the blocks
+        self._fill(lgbphs_array, phase_blocks, j + self.gwt.number_of_wavelets)
+
+
+    # return the concatenated list of all histograms
+    return self._sparsify(lgbphs_array)
diff --git a/bob/bio/face/extractor/__init__.py b/bob/bio/face/extractor/__init__.py
new file mode 100644
index 00000000..ee10aebc
--- /dev/null
+++ b/bob/bio/face/extractor/__init__.py
@@ -0,0 +1,4 @@
+from .DCTBlocks import DCTBlocks
+from .GridGraph import GridGraph
+from .LGBPHS import LGBPHS
+from .Eigenface import Eigenface
diff --git a/bob/bio/face/test/__init__.py b/bob/bio/face/test/__init__.py
index 77d1ede4..e69de29b 100644
--- a/bob/bio/face/test/__init__.py
+++ b/bob/bio/face/test/__init__.py
@@ -1 +0,0 @@
-from . import dummy
diff --git a/bob/bio/face/test/data/dct_blocks.hdf5 b/bob/bio/face/test/data/dct_blocks.hdf5
new file mode 100644
index 0000000000000000000000000000000000000000..eab2357c2f409fe5998c4fb9cc039a6d4588015a
GIT binary patch
literal 11104
zcmeHtc{J7E_xCj>84{_8h*Cl_Mby5gD3ub5kf{uzNg0|%N-|WWk_ypaN~SXIYbNtN
zPnT<+=WBd?zMop_S-(G@wVpqo^?cv&weCJ=pL1U4efIlx&e><b?^8{+qpZw4%!Gd~
zCME(sVdH<2e}7j0T&DZ})%?x>EjRs>p!p-c{>ZPi|0ZY%|J($^)<1fVKluN%p019%
zI$^EmU;MxFPcwof{l6)uzl#6L|F0~dsjhtbp8=o$GwQ!AE&9W=zs4}Tal_1IE%TR;
zntu!a4<!wO@n5VzfHZ_X|3RXm{a5jyhg#FH{lWjAdAc>`|5KAg00{qbmq?J=K#*Cb
z`?mqZn)aV^TH1dBnf}zLqcQzUb)i4d{}G%1p#0NDD9cEXK(PMbi~p~u&z{m&`)5Y~
zeK>(X<M_Yc@qat`uLb^Vf&b?$U}-8x`?#tb7{`Zf{eDhEz%dK$@%&s+%Vzp5Z#RPs
z(+>|TNK8Qf3~kF<+d90f>ignI&@8U%P6S+%>c+X(SDE*?7lSF!R=a+d0`NPl^}>*L
z3NqiR2%A{a5+~-PIi9Zf!p-MgG{0Z&zz2J^`M&RIM=d1|&KB7PxbEzE#=*D~g?kbY
zC_HXOQ&yD+S&Wsi^?kwV2<2KlG*VwaruY_Z^(A&ZxH<!ctYSF&s}&b`&NvTI2*evJ
z>F2Ywd$DsS*Yy{F8g@2WOC5Gk!b1!}<&TZKq2|<U6ZPCytgL*ZWbQK$c}DXR7566b
zh!mIA=ge`)lWMb*&Pu=nh7J4FO>*#;Vp8ycOBkYwN%3SV855s>oGc3}ho`o~KgErD
zL75|H=z?G|*qq3_)m58{z6awk=saqMu`OD$`%N<8XF~W1(eINexx6l9yUr-?(wOoO
zqN~N{G7P1gxI3ZD<J?TfwILu02T8vDHihSQJW<$eHwYEC)+?~7EusB{Rhd}P0-R@|
zQMsF44-fZ<p4;<u0g{W)Y$#>##OZ5Nm87Uqu$*Gj+{)U6p4)=UwKmVf+0QS+va1?!
zOv-W(@5K&e)-s5+9~wv7dq)+fZ>2$@fc$FI;4si+lyR!9?*tyzRFy;NREQX}tKKm_
z1MkB-RCAuq<I0fot*r_3xYr<;o!6%g*UjD|8lT9=qg4(=Ir^pW&PMjxJ^gOjl`mRb
zqdx)CcXu)6^eo~*8I^+jDHJUJG$I+(-wfq9DQXXn*B}d9(Z0BmCM5J74Orbd30M3s
zXDM{k5j`!QY8ab!pf~6IxNONJTHklK^?qCnXF7J?enPH<gi}9xpWLs7gKjA^m(S#Y
zkFMG^9himmYpfpn?LEk;ARx3msU1u-$2oW13rCHu9oesQ8bKsabw}+`A4C|Wz9M-O
zNWULEUVns(hWJ|qy|p?fv4?C<$(34x&tAIK>j-K1h~BUNdw44bji$`=rxyX0-mW&?
zBySDhGpb>378I#EwOe(P&|B`IW17<v2)OdoCts}xF_ETc#eto0vVqBAM`i^ITYEo|
zmiUCsv|JwM=4qG{>0GGLT81BA6=yEBOkmfLsb}z(ISBR;e<T^*jTd-dn6(hva5q)=
zJ-1H-%CPi>kLvVdwdp)v*q(Wu;>~J_ENsFDv%l(PWyfKaU(&Yz#VqW2)M^xeg@$Op
zH?&;p_A;E>!bGuU>p?fES9)xD1kwSEO)Yb=jqt)D^1#I)3J7N!_Py7lfCt@f1@5C0
z&`WPIEE-DzG_IMsBQOY``Hs*TNz;<*hr~_j{QB^w?CZ9n3lZ3t;kftogC>k+3F)&N
zXobxu3D*~+C!mDW(c+wU9~v@Dq+HZY#cN~UiI%jt@!TdCfd?&F=$#657qJOs(k~2K
zCz8S1jx2Xts}t{VT~3bhqd=|bwds0}CDb93j#zOPp?PO;_uUs1P^Ovs{C3|IZcqw&
zYbrYgS@oXJri-bVt^E4fo`pVSi;;FLq?v}cCE5*Ath0FZsG|2P4Jzs|=8kPzArQS5
z11-3eNzfh_D;~Wvi6=rtGLmGb;q=&7yT?C<K#Av0TBq<hc5=<>-q!2}aoTL@j=&le
zk#UjQ-&6-xMcI~?b>$$?7@UF=6CggLTETyA24BC)?N<&!h#jGNKYTcajt{uZhPXPw
zXSR^v!H<fnT|cA6IVNF$uIf{^)3flb^X<cdkF6kOXK?for3DU5I_&yV5{Mg`0>lpR
z4?=VDt{>lds$sL&#ih9VpRl(#^Q>?AJXFg`#foKj1D%5D+w0e>K=ssFn<?2EY<K}g
z->5DK%W)nlSL;BY4RJi@e<woi;iM~He|!V>%&OfFv}j4wR|Nwn6l*|JDfH9MnHCT#
z7bk`VHp5cPmJYVY8CXw9H@LaBULN?S7ZjP%4;Jai)RZ@^f^CHD7D=Bs*fh&y0YTIF
zU6sxKUce-pkXN!D3AISS&6G)~u@NsdGj`i!1a3^Ja0$v^N19R8tIqg51Yr!?Khn0A
z;O(I>!jfPmq_}c;2n!a0a3i_h|J^X^56^2JWu1cMyF0tzUFn84M_b>U&XeGo8^9W8
zQV8_qgW>qH0fVo3P@K!!!DBJZdSPP=FbiwP?$|SfA54~-%(qeSLfB7#gXK{?y~zKD
zpL+<>cCUZ(;ob!9YObG9GNHmM+m5<UnPt>=t8&Pp^nvU~f+VfX6xb6dwv0@qgCmF2
zTz6j^$cVVLo@uE@YK5+2oqYrR;P}zFFgFDpZ&n5y6vlCR-!=K&I<w$?{jT#Sn>on0
z!^A#`PCV&jJNNNNE?iAzfwtaWwBHb9=}AMz3#<}Kp=_=2yn;taYX=FA#n;Eb3;Kv9
zb!wJ_<HJ~^@x3_hNE19reEiB_`*+}fwzFIe`(bqB%a&ZRA>`0~B5EvH0HeKgT9GGb
z;d6-W<QbD0H09A~-u7V<6K_9$5HUA_+j*&{dWyQin=h!y)S?)}g*F{w<`{?VAyvvH
zt5X=-?k;_}u@TCbIs8nI&Y`*PtB365G(4Zl=Wb{ciOf%VR+R!uu=R~fh-LB=u<Ka+
z$G_`AgOyPRS<g|p6&Fu*NTDNH#|-DZ5Sm9eb%~F=n<g<!W;wGsZyJx89WaVc?#1!P
zr?O2{hrz0j9j(sLlE(SCT=eM~NN!IVPvu*aafm(cgtPfHvT8b~o6EFgsoFR04AmKU
zI;1#Xr`!zz%_Fb&Hd8S@pLYv$#ZMTxM7EQZZ-zx5^;_TX&cnrvehuWB5ZE%zW9(}%
zgk~#R8h5fN7$0|dOKaFHYCexWxaC_tSnb=VM>X$&ePq3RVmqiHzkkCuu7)OvmgUHJ
zbzu?;s9)^c9=yW(gtmRp%X~rOX3(3>Ql0Q&L#q2djKtQ{$3`!fOyGxi_j=;DP2i;|
z>k~inDd?I~R>i=x1fgby-t6X$AfDs1SUpd{-CNmyWEpmYuAjrwqi1B4x~$^9H!v2?
zILCNe(NBTlkWabId?&<<iHLXvPGf0}kK}CcDri`Lvou_xqN0xCp^6(LVAvFtnx)l*
zZf-UHsdC-Ou#LRl*^Yvmv!0yhh81WMqLG<?i-wr&R$zJ}tQ!{O@Apb>Zo&%{Y%&Md
z_Q`5ykz?+f1+dz!ySz?n9-H?|`;7?B;rUwvDmVOn;gZGfp)Sc`H0MgQmNZMiLnp!#
zv{%v~qU+|m4WC*u<;*2f{~NQ=er_-_mv<7_MjPX_*#}^UY{qbpO$~fvyON&7GJ_qt
z!%~b_$f#|}AM^ajEcDi&Yb{*kbFG8D7vFO#HvMY*3VF5YuFoDU#juQuCgb+~ZPO5D
zs=o)4YCt8VMxfQu0J4khU0>)FKtV2TreS_15Q0KNJ;pkaGeUTRWqJZd3@*PQpIO33
zri^;7mj-ar#7qi&hr!$KyTX~YuV5ga;bFR^7VX4zA6d#bV->g`ub=P3!^!fs?2;A0
zxlMB~Sd5^7L%qJra6Xo)PP353M_@OXVq%r-ZxG2U$}#KfgK5Ighn!BG*f4iTL}}9~
zJgz!W<rgrEjV!!2otuk5K=B#F4WmvRAU3Pao?hcas`mRQSNm{h&O4A}p`afBhyM1K
z7C6ewU=StLj$+Nc)PnIDJXG8F_yEfsR&@<%(e7C5mmpt1rk4WxvG-NGS%&b`-obu5
z>NxCHk-hft=oA_pk=Xk1`x>7H<_tfaoWZ8w4LmX2(J-@x;ki=En%{P6ZJiTtfy$$=
z%e)O*&?zzRxcvHllz6yJX{<L8RvdMX*<KDq3l7nZ$Ci6QTp)h>BkeeZE=CfghbZvm
z;f?51Q<<nBSnsa!wFg9K(%RIye!#&`(b5+C$I$nX%>fM>CQ`!3(Ip-tfvEZV!`$P`
zEg;F$wK@4jHh%3ex28Es!6Drr?qQmP$dT~#w_aL4e(Uw+*&en4T=L@g*^NR_Nv87b
zxsBD(a>iuUNNxfnOoCpYW2r>jnMbyk{7on(@Z`K+01Z+3V+4~x<l4HXJJ0s<$u!>k
zb>a(^p$%%>e#thlw}7h+XNkzIQao{%;A$il0r^snMpxL=QPtkt|IW4v2#7jpma^tA
z9N$TM^{ov(Q5fDIE;b*>TsznGl}uE${UmlNRVo*Y;utFfoxX!+h=P)2VG>5ia&k)@
z7{I|@!eO>`6mUCo!dBXG5W|;`b<(u;;7*n2uTyDTL3zVI$%`5#P#&ZC>!eUO=r~ag
zw%y1>J8mPL8=={dYJZJdJKP7BGKJfh0%owgIaK>ZRVzvgzU$Q3G6kKV<>OwQp2M!a
z-7X<XzmZ=jcnAGZBrI8o#KlzR!sX(fm--%&@x?<<{+Yv}c!cRQ*M5_F<ee_v9@^6f
zbJQ54-3tBa{;omKmfaaM=2+l^_yQQdS+Dhxi-KCq(XYJwhCwlV!v-b!nYH=P-rF_*
z8I$>wW7|IUK;hR#eZ8LYwewGv87o&M&RXU{*y5T$xWGoxKhuXLl_%qRK9u2+jKIFG
z;5u9(87SGwcOgYi&i62>4{B`JNrkH|qmj8=SzT`?B>GGc_ZX9bHLpk0PN)I<tx9_~
z$PIy=Mwn@k@Y33PqV|w(>?Q7aGPNuA>j*AC<>dX?n1MOUMS;#I$@r>Y+-2qm8DDaj
z9Xh)-4$p-x0_$h;QR|hc^R7!|%<oudSl!qGFW0@PVIg<o!m)B;bzL$xM{VI0Fl>d}
z5{|U2v;-2J`TB-M`Yvd47qmKAP9VM)Oi&#;IRgy)Hl5B`d*3(Y6|)te^<a^gEo1Jf
z9=PN*kV1Q^4GvQ{O_)rQF`_%hDg49~$~tlcHh4`zwq4})pY{=ORo!{xN>3HM(EG8~
zVEb2SzHp$->BM(<9FZNz|1BSSLfh(7;`)K{vwj=5;VNvj5`Fv8VG;ViUTLGIPvPY+
z;Nqx8PjZwi*Lma0KyoH4z1`$9gXy-kx!jYTAYRP<bF+C1eo*#iec{uJJLPQ)55Ahk
z$rX=>GQ7i3OJnuDtZoS%$_I9YJsQTl^sVc+Dow)mjO=}aKBKtm`Z)3UT>^3bUdh>*
zg)wy4!a?iJI0HUjA~(K2U%;yDCSHxSX{c~#eZK78go7;auHOz%z!V9{+Gk^lb_qH?
zVyTl@Nxg2Q)IbKUQ`t|9i+f=<qF>{J&?JcF_8zjK48rT%FBrXp=t=E+KW<okPfxsj
zRPcpE?J_FIH=TQ!IRk^zcPeE{2jFuk4fDhsI?{PGxa8b40d*<T7v6~zNW9c7rSSL_
z9IM9tT{OMGqkg2X=r9F>FW=>^S*XQUPn)uC`f@zrn-Vctl7{zXCT$h$x`24>9FLYu
z12(>vKV<W{0bNEp{U7jkV#mar2R_Tg@Y;Gq+XcExFbXqMH4Xg+O7g#MT`!;lyZSX1
zO`}{S$6WB|IMM;FReb*S#nZU@_SvsfFUQbILxL?}Y6gm2^y05=X+VdEvTa%YP57RJ
zTZDFZ7pzm~{c?MAC;n=g5!kZQflM``y}jDbnDDIMReNz9xHP+q$5K1+vZj7Oq2dz6
z`zohsw6x)g*(kXpu12V|c^~d>L4nE0?IqT6eYi(@Ls6gl46LRV?0ytX2Fu(Zdb%Yw
zu(i;ULv-vXOp*AWczA6>&6eAiH=674#wn+to9&B1`s3!dUGpDMSBGvxZ*325nl8(H
zc6kZ+>r}jLJh`?H`9E*p8XE~WwR%a0>fN|Vsk9dj>4J^pNg=Q9&f&APXwFXkHte>s
zpBvHYg;?v%jn^ky;h{&SJC|Ys%7i@FT`b;(0}4WR%ykXG*fIYuI=B|SAD>BNWL<y>
zyRSQq7CYg*u2q#E-!#<UzcB2()PS~!F8cN{#(;;nlkErbRkWRwH|%vUfmPw?+#uZ;
zC~<OrCtVu^afjE}FMR3-k5>0r+C!g!OMMnojzz+A<~#CJZDd>)dQ_WXLPP4^_sn{;
zeit5^u6HSLn1%6OdHPQo@`3h(iBvJoFwAi{I37-4fiC;+zP|M1aQk6ThQ_Z#Y-Lfp
zPBY$xbN88B_I~cfRQ+q~M5YnGoXpkHjP8Z_kf0CG_1a<Q?-kZVPnzHj*Hgpvj26u1
zyEh|&qu|6PYiXTajuoYm->M$YBCAPB)aU^+G#mL0x{(mJd1fCAG#*C-iFmrY9nG++
z#I`${eHg7n>c1S;A4J~<<L;M~eh{r~>~@sPg(|B@?<Dl;NbV(%xy`a$fpw=R6W{e|
zP?*-6Ii%KrscMTy`P8aFu88;fo`HE3+O|MD?Lvl{V#!_)^|f=T^Id44n1ozk>*#GN
z4M<Q}ekv8#3D!!rv)@?BsBs{P>AXf4a>w2`zt}qo5q$efo6dGZRm&zFshS4dW$pL-
zl=KWXx3_+Le5o4(bq=*EmoA_~MZXUFiE)rm5NWvIHV8ZIUeo}!7mJQu>fhTm4mTKg
zMkyO~<9yNmISHWx3}&LgZ=K%)O;rz@Tt=!v-?xRj&NLsFK8ywsY}>IYlxb6(YBgN%
zbyffJa&3Ot)+RogO@!imLNXx&RB-FlyE!2~2J@NEKJFe#1BUV7ERX$NP<4q#+3r_8
z>RXCcT-f*u&N;fhcX>VlvN8_2>w9YPI5VYU&-QLG(DC@7!&rxBCA!r$Te{%<q@eDF
z-MuL3@@U*cz7SBEr7h`5K01D*WoLI=0CH@BO=&_Fw2f?PrRktR)N{RS0Y*PCVT3c|
zj^qM<Be-8MwpsyBpSOzVuKYx|tgzytt*Nk8Q}doK^CwK-%n)6}RSAAcSs@>D0&#p<
zsNK`45<D8tRh%2h#~}VsB%=2yN)J<s8}23Gg2tygy50tKJR=sB>l=ak73E{2KdETG
z*=OI^1_F`SZ`;q)*Zc9{MxQHW?oss8@4jh2IE3`3nU^$9ccS!{-|Ty6v*A&wX6UBO
zc}%;d!zbM`i?Z+D{N7cx3}$=sG#8y%NlNDv7ikZ6L-z&ssxvRw_6u)&KkKBmcuY0-
zc=6;kuIH%>>Ks{%JM^~fj2r8OG;XV<`pyw3k8Gv6Ra=9Jw<t2orx)>iy1^-4BoOx#
z7f=1tWG3>8EDGv`&VcOgWobL#Zm>+!H&798h8X_!>z-F<VLkC&li<+>s5~u36+hLA
z^p|gF39X%jdo&~Wvoke<ufyOG+u{iLaIA#COFIEwyBq^5M{|H7XX%a&bpaD{rrmZ6
z6NvmLs)nbN$XGkOKjdx66xisb6tCW_MC;Npc72vaScx2Y;GRarwgxI2YvB^;-?sdA
zds8xO>{J?kt`dox*=WjlC^kb7-C!c~)@nRQJMjMUXe7Sdca(0du^35DwYMMW7(pKH
zcJl~2dZJviH@J0FqNsPPoRLyD#Pi$uj<Kh}=*)4spG85~$~%*Hni*m8iM`x;jwOhC
zV7y`17Q}T<vJXGBlhBeWA`WZ%p)RT)T(^~BIE!z`2i9t|?z?`va2pvGmDv-2_08j#
z!cRW_o>X}MOxQeIFdDgmJ^Ctp4cJ(+ymWtC4)vep3SES9;DSn@d{|aL(pxWH+A}@|
zSXHemcY6xyB=t#enigQx^T&kku})BYQl!Uyq#52Qaj@SIuEin2^|9~Xk7G7fbI#7}
zEu@+7_nN{Sz|N1uHt!p8z10^EQI7$5`uXV|=9o0BlCwYFy8Ii1l%$_2vvvZfRl;kv
z#A<Y*SIKy!v;<{$M?^|X8gc0^Aur5-8p5^fi;DQD@Xn7$cc=e4(!|K})sc`X7^x_$
zbuJtSTA?<g+woq2W}gmTuQ51RBXo^2*ogEmI99m~XR+Or^%(y$fynw835Lu`;Jhle
z``UFfrmD+szf;h^=4Xak{Qk872iaXu{_JmBi_=yGUfej1Ea8OxR(n>kLyGNe*2-^m
zEVQdlh%H7hi_f+@`@0|{^fO1I@))?(%l~|=u@*NAEEgymU?$e6q=r1dGzI1CAys=?
zdoWKsDT_U!8PuM*2D^VwLJ6XzA#30g@O<*Fa`-)h%9WHLRY4XK-wrd~=G7XIeyJ7v
z5^C^iI5-_)7z0-gQ`aE%F1)EhowfOr3$nT~FI@8|a4hpke9FrjXsXkc!A}e%6{$A0
zJpU3j9k6IK`8*6}^?AF`d(}X2nYyRV*=5wQew=6;8Hel4*(CP7m;pVnHvgwnD;RSv
z>g57=6L`ommuTdqq4+BkcJj+))UPRP_|`WCl+2)(hi=_??`gi{3F{`<DE6}Ql|C)0
zUuTD)u0$RVo-cpUo-~eq`ioQdM;CCf=$`j4y9dC!OMp$YYy|uTEky0vi(tPrr=TkH
z5a>MY+oZc=4r1?bk~Ka{OImll_?kH_73FTvq+5rq!tW8*8c~sHNHC(QCOyr8&y2&d
z?cwP#@rrT8#hL=gH;PAltnswu*hpp40Rrjt53*^rZ8f%gZ~v{deF`o+1s%4#*oZH^
zw+IIFO(1<Bhs6noI~Yp2WZw6Mo<vLF{Cd&(CB!Ieyxg>}0>jSygn;x`)LMB97RLSH
zt=l@(eRdd1A_Hz0kdr~S=XqVn#0*mQ4%T_3En}s=;*)L7WbkO77W!J82=P=Wsb^+M
zXv^T=RbJ8ra(ZQN%Tg(@&8fgdz<33Xz1*~ll*`e{Nyl(tpa@(zAKAM8gTJUEn%iHD
zH}sEMzf<;tng?16xmVlJBh!C%HLC|zsKRtyp?!E-PH>zqf`%mA&1fi)IR>%ZRsu3h
zwdfEP%<mhVjPa4P4je;ExTmSC{7}UNhPqvQ*1Uc#-qRRqO`EWa%ezuO4g@Y>o3pS<
zSYbB~9OtmFT8x8la>7x;#6qAw!yq@xn~29QR{uU9*$*uqCHE;(18|`HTnFP+A3QO~
z`dM~*B7>5IxaHn;#9KkiOv4KVVw+YYPr~(bINvIG&6Tqgb&W3SS2cDakJUzcW3j$9
zf3Aox`RFigeC(;Rd9EIYtu_>tzn()M!Ef0=PxasyHtx)~)nwp3nopA=-UsFKF;-Vb
z<{;=h&y5aZH=gBG`}HP#0<vy3+^0ljfp}Ixw(x-@th=|-pYvNgPHcR{pkUJo`xB#`
z`bDSlPV4*0yrT@HW1DYKp0ZcL)^1})v4R>Db}QggI6i?iN2bWSF1>K*+ve2@_Gxrw
z|KVA5o{ZLa-vtXTtfB(({I&HJ3-Fy@Zh3ZXAFg8?rcd5Gj3K(0D^{g{q3Bu0Q2){@
z<hJi#5?}7b94k|L!QMXPOD@PR&{;$_S2lmvZR3#m<;<?>tv%rVo3J<PR338gWM>l(
zsRc2wBNn_g?I3aeeyYl)R@f%3U3%kiHaJ!sS5VjMfm>3mcQ<Vq0#g%8RLpTI4m`;)
z?btL1UcCCTa?7+N=l3h07aaRRPf=jka(g?fryrQizrBh#t|z}fGtz>qtrmBz92%is
zB)w9zYVEw@e)xgaiGJ9cRpk=t)qv+6G>6`(wqTat6s;F`791@+Jdv-|0uq;3%??Wh
zLa8VJ7<X1KlC0lS(zY}JPsU5jQEr4B?uj@%xeR!DpzT@7&|TO}+3t5zZ4n3gb;TCW
z58@8Ho*bU5O%N&&+B+DNfss*u#&kYK7{#1P<EK%9;h$EH+p|%C%$rWL?n);z1^Kat
z9j75#Y*?JUq}mNVmsihmN_N5Ru=03iiykO#rrv$sS_pNS*37g+<M1fcsOM7a1hSPU
zKOJkVz{yp`<R+0B+*#gwBCT;0vom1q<YX@d5U;hp&S{5)F}l{iTR9*aK1iY!&B1Dq
zFrN{t8FVK+GMq9QMBT>1YSnrQZt8az+!s}eif1<Z>~|YQI72b<8=ME$`4msf)BSKJ
zX!!Ss&1D$j$$2GQZEaj~{I?X={BUpOXIf8Ur=W|XTAd)-2r|Z0nWB^!v_9f+G%{cm
z4z{Vio-K)oYW?!s)!-g{B`7j^_{5t12`R2Y;+=S_snaDQqY0!=$xOVZ8-br}%!37<
zV^HKB@!W)K5DY%D56L-<g1|YOVx5=4sGZ1JUp|qC>J||N6WS{{6C8i%3w0F_9!{aG
z|Ir0B_iyMW-R%XXo9t>+RUNSZ(YTC{_9UFttS`TmH3Jv4spr2^$H366&wk6BwROUF
zyZxh(*YG&5PPjv>6FlV<7%8ST7@2cgeVIItnyKSXnTAtfEc9t1DGO1$KU-7cZ6eS|
z-(b4Pnhmz(%i(<AGI3!ng*^GC3IdnRi7$C-K;f!!-IWKQV61#c>V>Q8i7tKwzKqf-
ztO-4Jz3;*Z2A|=Y>LQcCQP|k)JoZACNeGo}Fo$}L+ubG|!$G3PSh<h45eqWR92Mj1
zpo6U<VG(|z{^M6IVSP1FTjs;3v&L&yCv)xbwR6KsaqV@y?FC@g(Omj#9f4HcME!W@
z`V6$0tLjRveK)vuz&HJ4)CA0aP@+lL+KhGb=Z|#6BUq_?F36;GLKuBqvH!<9@Dr_b
zFJ&4+ovo}a$r;74f3ey_;7JgEA{MPv*Xu>asPkS{sta&JDRG<h+ftO&Dl0V)|NKwf
z$M?sFTKsS=-6g|q4y;<+xu#aeVb`Nx_^P~ww&nGbv~0uhj`33u(~mXY67mQ9M<QT{
z)1w&Ouzv8o+VL>eYzCc~5){Ppr@)0F(nRS}Et<yce#85z19Eo>n1l`H!1&-g?Jp0K
z;MHl}$>GmgpxHi@dkR+Ic$=tpPW%AW4~^#?JQ@wDBDZ4OO&WmePcnXSy#N<IB8yDk
z2Ev(u+UVaaU8qDz*-bzH9&^U(Hf+QN=oyXJQh4wO{5ZH4R=$!2J&eUv7oTh})3F;W
zVr_+0k3sr<V*_C4MtpXXZ4r*DSMH*_JqYE_qn~nbQXnISrQ&K_DZG4hJntl191Jt9
zPKVc5VcBD^yD44q5XoYFyGEh`u4Ej{C}Ej~MC041jo7~<OManf&%qq{+AKYBY|Wq1
z-qX4`p;Q8U*e*uB7hU^bf}YB{wp~4Fd_9dXpp`%@JP>0o{Fy-f<x!~4w6?GA4XGE~
z_=N<;w7^kbUkh8AeUb!ti{XAIM>%nQ0S4~U{MB1I1rz%gyLUIQU@lG<UaY1kCGUH2
zx$<@=`X3u4L~5kqjyACx1+ifiZK@NGuA4{4bC*YR*5U-g!ss=AY#bMFJ8NHcX~l<K
zJvR<D`62OMpY^xwVNm-dKnSSMfQbEG9Tf*VF_<j4e>J5Y^Jc%W^<IfaS`~d(N!QOX
zs_shnJq}^-DkXi+ssi~GZ_2&boW>9~CLtsLVNfU#l-?Ih0)eldEU!aLFm+31&BXgf
zSfBCzlI+w3+)>h+zv)U#dLN~=KnW#-@slUYV?vn_72Zc?XKcd4H=&mepJt+VxiVka
XvnHtT+AJHFSO-@9U!_?Xvf+OLEQPyv

literal 0
HcmV?d00001

diff --git a/bob/bio/face/test/data/eigenface_extractor.hdf5 b/bob/bio/face/test/data/eigenface_extractor.hdf5
new file mode 100644
index 0000000000000000000000000000000000000000..6ad82a14fb2c12831e8be5c04636c0a42bf27946
GIT binary patch
literal 289408
zcmeFZ2{e}N`!<RqW67K$DhU}w#&W4lh0Iet_bo%nERrTEg-V%aXb>3^g+daMltMFQ
zNTi5DBT~Mj-|zkH_3iIl|GoBFd#!Kpwf6VEYxVRz&;8u@eO>2y9>;MW*L4?XvdM^t
zQ<RhG?|<y<O!Jv||Ml1Z{4w{>e^I{k|Mk&--v8%&`k%ir|MMFA&ubyezyHF_^!I-z
zCXs(WU;NMc|HtEOtql#CaO8i^|DV@?e#WHo@5?jE{^x`L{rdl_889(4u>3n<$A3m`
z^3Uu2fAZ{~w@f|(L1DY7(6H_QeDLr09zNm!yx;BVv%`B=DARTyw@}YeCMGxcT|VJ%
zyL<uz{(ZoI^7ubhz|6$<ul)V@AAd9S-<izJ{LhgB|D5=r*LnE<?>CF3^qJWI^%Y@K
z=VDTyoA>YISn=uK?^#$_{&fQOe~zEWO#l0ECZ_ZMKJwpx^8Is`zX!X$b;2A({P$n~
zFaNuZ#nw&COsq^=|6Do9=bys-FYZL;pU-LU|Lf!aJ*yZU>wj^ge?I=tBuV`<pa0d-
zvj2P$%l2O#@&E4U{|ob~@Sl;M|L;fq|FyjOpXcM>5oG>%nJ_W^Q(yl_di)RX{~y$y
z$-fGbiRu58QvdV(c>nj)_rL%Ce{%+;o2y=3*-De=O3%NEHBf}ztm^UhYZSR8bNTg_
z<uvK>es(r)Elslf-+apAqRF%5iy;YJ6j9&7xu7GNA|4!{yLZ{q<b>qpNzFEz{Jf!b
znEFbQ=KVGHhw5mOW>w@WXXQp*>{|G@m(b*+K(O|R08P@RM_o35qDgI~khok1O@@7r
z8WpB6h_8~C<n=T7{kj`X?^n{~hkaK6Hy@g)=p{XmSwNGH%JH@p>u91>qwxNo2}MGR
z&jcS;q=@`F*}g|SG*K>}7WJ&ANKsfeH-9umZVZlj=&h!Rp24wg<MU|3cBA`(`zi)0
zY@WX9aLSdqS+Y>lRx}BpKE~zJN|E^s&leUib|YFGPB$!YKbbX48*-#*V#PO|chQd~
zzqaUp)&9gFyOzIs`Eoyl<OgZzsFW~>N_u6{Sr(e~PCt-S(5DH{K_~6Eg)~W+AWl(1
z6q!BolsEerO)iP}kC>ZNgj;jx#Qdc+krgWsT06=h``i+Fgt#fP@p0`pGam*Cuq$l(
zdXXY89~W}ZU8Ts>3ulY>HVpE4a@etSf<gRv1P^%CQ{-LK%ft(h7-Vn7vVG427{pmi
zg-y_uCj0X4%(Gcf6H77gcbl|n;>2e+@!pmuU$615zDQ`I`KYatH-;v4!=~(hn6Ct#
z)>EJ5D3YDRappMY`CzAMPvKDpVPC~(H|l~sh}P7KTSJqn<dsJ6ni(XD?b2d}a*F)a
z(d1~x_wnA`8vdaad7EwVha;ON@0STvN=h_gW?#%K^o}BNs>^&@{!qj$!Z3BuC0uvg
zvGkv}DN;EuvtVqNL5hZUSoAYfB#qnY^ujBy<VnFFKL<<1P3K$ghA$L}7am+{_JAT{
zCi<+09T+6Wy})x-6oXXnc9XXDWDx6yf((}$%oCeK5N|YtG`Mf|p5Nn2()=>AZCBI8
zoqw0+dn1}mBtA*_ya90uIg<PR3Pr>h8q^5sP$ZmAd&p8r5y9|IvUL$ninx__gd$Hv
z9~y-G8fK8SY66xT$S-Eu)vargSBnO73{#IW$hWwI0;Wr7l0Wg}c^@lHm=fPT`+1Kh
zlCSRs?@pkJze0}S^ep0?>5&+OdDGmO`@kFXz?oxJzMz;Q?PZ+D7N^q0^X$=y>pxsb
zd(VrI;l~sa<`lVaC{Gb()%=F=G&ho|S=elZyjlM6#x0hG$eV1THAf6-qW*MV@H!ng
zQm>Hsa^fUSMvQhm=rN<npkiCOL^nk;4ea}Q_fTXPzsakD7>a0^K3(pRLz74sgEYZp
z2D#9oa<?dpL8K1PqvjeZA~nZ&!TXvb=UQc4BIna2r#<n5Kovy-M)%JjnL>Un*`FW{
zyvSRtA+3b?pBp*s5PQ>=_<Q&kFS<jK&D`E?nrbvryfUV?;~sE=Kf~*uCQU?Zf20+C
zph>0urv+lV3=(L5_jnR7P44ac^kuU?MGh?xUet30->2`aKKha-&i7dp_u&2|Th#6=
z?4w9ipJbjsO_AQJfxR*LG+9JlWCUELiR~K$dtFbOY?j*C#o|m8m+*!$XUzL=^~jj{
zy10IdfXH+xgVYyrX-?Y%57K%=zlPD|WQXt6`evG_4m7H|j#H$X&)-@K-_Lqgt{O~m
zB|Lvx5|lCi#j+#*quVLcv$<vcIn29>KeNOqdz$Ekr#FaSrpWD?a8dEaG$}hAwOKKZ
zCdt$rs~Q=axDC80Rv%%IHNgWttdkVU<F>f^u!$lZNsD_01t?NM_Jlt|-fPP3*%Ck)
zWWPncc#<?t<`So0t-yIZ1XSMX4lszo@22AxIy6a9>0mJuqshDuOYwPoDf0SY@>H%U
zP3kw@$@nA({H`zPDn&ibe3U!5W}HFV1O+4=JZSRvX5F!B4Vn}lA5IG3rpb1miI^V5
z=gHR5nJ7*Mne^SM91nc^bzju?*ISA(3^q8IAEwELqkHXEh0tWh)+MhOV?HZd0|g5R
zMFfJM_r7}0AV(ZFZCq7Jlej`kZx263zUe*-8pQo^__S>m>!C=&Cb{~sSnxpv_lZy!
zj3+-wCbozoJP|XOe}W(GnIu(wT~CpNFXq)ueP)oXqTMsu7l6078Z6E_(IjcOfgZy=
z&X?)hy|b1k_FSV`*7$ujlYEbkHG_nTEzEONph<>ipyqwdtKNafEXqMN>CR|#o&1FJ
zAO6s_V45PVra4FJ7XoJnJAWD{QAFv5&!ubNG0y4nWivZz^7=cYKjl14+D`|Ud2V8m
zVW+Q)e?G@}a;Df*ffvyW4WeI$(nRL_yPOLQ%tz19h*SL(@w&*TaH*Uoch9s|eJG_#
z(8TD>+#Z^!?M>7lRs!BSRTy!K0C!$Q<|YWck?ff*CH(9Zc@*&~N&gW|%=6|;zr;M*
zo@AQ60o?IBB>i4aizbJXoPWl}(1bGB`g1N1anG1I$EOKgRJ)_V-Hp5oE3O<Brpcra
zn_J>d2Ko5--i5bX$m{QWO&%4X9=H778mmi_H!*4&XOOSriMBS?$uu$SOdSvx0$=3m
zpK%_c$ma!pUH#e=i3+P(e)ASZ)@T^WzFk8RBc*RX3w}{#otTOnyC~}N>9?pP<V`()
zYr|<8d~m?i(CP+7RL4vcW*ul^B;F_Zb_{rv*w63%j3N<UO1#=p6rrEJ+31u2oJ)H5
zVEhVre9?oJZ8%T!!!XW(pA2%5Cp}DE5qe_&(H)N(z}tD}dL>tZpVzIImC&QfuA48;
zq`qVjj!WTDEVy5b@P7TgDAcz$H|ttf<aNUa?z&$X=ev6sr8zOq2PQRh;3unW=Y-q8
zDe^QwsKa}ZL7wUM7kL2Be#YoUZvy@;?9)xUY=$~}knv(-1x;qIa+j_`J|3D&*z^1i
zMHV-e=tRz=h_rwdYYQJmMhxrn1A)WA2c5s_c+sRPlq=>Yc%HZ1{cW@_>Tx*;K8+%7
zyKVb2!5gCams_Txd(Q6^m|j@!N*1aA$SrtD5oW#HT_+H)rP6|>djHDn-dh)PfumOO
zolBHy(iE=RGp~a|2CW_zI~h{sgzam2W<#1-PyAro3Lfqn{T^*{pCVr$-5=WkKI^aE
ze#Zwm<Pm1I@HH<*M#a3nK5`&`&aOZAD8`ipvkX+aA`afoWedXZ0mtZd8KuFf+a+?}
zH5_SD>Z(>Kiu1@So@Jkp`f>N<7T#_Le4o^MLZL2SQcu3^fPOGgk6E=Add4l0Z|~`~
z6v+rn=>D3H>l~A@SGJ%@SD%54QwBxqG@AK)?$cy8yg$fq+?7NOn+_dMV-Vrx`>I7#
zq36z+3oI$7$s_+}rz+&*YwesqS67<!rB_U+q5duwPMuKOPZQSZOGz%*804MFwmOlc
zG`V(f*(-N*28sP_)6s=-x@<H_%SV0}2V0Fd1<=GVN$PhY>MY>ywa1r@7{rY)!gU)P
zO}uO#d}kE`ZbfE#Ji>AF)A~7CjsOqDRQ+<mW5Le961x8|$O$TS$>&tuCx^ckLkhez
zap+h&gCY$wtsJJiD6%a<j&FjCB92*Nb{FnKKW$w{pWWd`9`1URF#z6P7ZWzU(V8OL
z?-=j=4IT93W-^B)@+@}mn%`AFT*->a=ZYJkzsv&^M>J61%lK}tHUn>&E<G1K1w44(
zwuo;d^7e#8bm)@~@Y06J(jCwxr%F#)4MBgjUG{MI1%9vWiyS_PcvY_c@rr@(GZqKU
zST!+7|1#~4aYy8<em_^yEAYLU^i^}<!)`mil?4hkDLE4vufhR6VdM4EIFurjXXVZP
zGAU9j)GV(I{@uLHjx7fBBk@z#VL5afk-oEgDe(W&tMD*e#4Snp6nSJ#le0X+pV^^v
z%&U{We~PCFpHi!8zbxVwbktQ9dP<secz&@Oc#_h&7sgMMW6y1GW&EJYo?SN;-(})=
z1^(|3YEa~sLC(^t>%h@ePp8%4(32mEpQQM^5?+I&QdtJLUkAl3vJ-fC+r3N$?+eRT
z<lDFd7m{k4Efgpcnzy6KaUo4!v8b1n1CMXiJG0+-z#ze_5x@66qKIheO<k=v2C4Ir
z`lPIazCyvjW2O-LM_xN_F>swP%1Vt5=M&95@@nZEbfR9jMB!To8IQd$*V9aqYXLr^
z2?r5(71sGF<}|r;psGVZ3Am6EvvUvLzdKM;b_{sns<1CY{VRhoHDu*>)KSD{^G5Ra
zE`#Vs2d^Hy4?W%+;ce+p5%Vo#?>3xZkhmMnUj%9>@@3s0_uUUEvR-RZwlU%wFtM{t
zV}>FzdyXnAL)TwX*17o_^&hV1A^cXICK1BDP0OHT#*bSzSh`b0<i{QMbC(!||JI4^
zZgbEhu5G-@h{I(1$I4>`n2+@;x3)t^h)$N-Gy>=H8jeo0*}9RHiK{#Ppkp%BTvxUM
zAHAbjs>b-!#CPg>khL1>lE2v6LzO1_Y9{o7bI=cIOVX~QUbYV15C4t%Ni1F&tN>l=
zZm>6g1NcUB4{uF0@=4a(ZTJH8)tw)w6xxA*7q6!0dqTH7UH{mBM~y3Kp7U)y7|S58
zYiEzd;5s|sXHRcI9@oSiD7mr?y5&-~LH;4U7RPt!fe)o$RPSp&fd0TCE+8b3BE~<5
z_P!LP$;K}a75?fBsfcU6=k(l&QvXEar%DDPMOwOftrS@+5c0A*%8h(3ycAf7{5Z9;
z-?d>Q>iLhvj%UZv-`o$(mTq8>`3(CbM&HoCm`uJs4qln5ws$T;-71M5ult4kb=`fw
zEqsbW7Ugw|KHZ1D<Kc5oCVXGK-%hEwgCaF=6^28BD|g-}=`DbMRNf;t)`#mIomjP#
zH5dI`&x$>(G{HkdkJtTJ1O2Y>slav}P4@13G&$>v`ml>@u`zWe+bwGZ#F5{JCAL{}
zA^sWSsy*qLADyK+=T_{b$)LQPap?yJ(GVQ(<AV;6ITABZ75wNge&wtY_%1N)e6w{N
zO%y6B7%BFs``cH0!wy47xyrId;dg`QJwzORpuhMxb!+#c?yE#uc=tp9j2G#KL#JO^
zo0%_(I*DqqvNv7|{h<Cf@;UCm<MevP?ULZbh=hA0fv&{d$m^Bv0*WLaKO@^Gjd@&?
zy3niw_^{mM#4^MwVf)(;0Sy!>X*gQ+H$TNS>$l2`Qsj->Ngv@_=x%3=*@LH{4-y88
z;=n69_Q4)`h|7}GF)Ka9(9dVpYCRFh{dgvmRlqv|Ccd99QC~b8EtYSAuILvL39jGC
zAg#8vkM%+HSLYsWSr47cVINTL0Ul2I;1?~6I&Tu)eL<jzBKupoyH5qvq@2Ho3fuub
znb&mTObc}D7RS5i>nU=66Z;<qc-5io($+&m6cG~e6cGLfd|%l1K;;7T?C!>jHcbYJ
z*#EBi(RBv#8oDBR8+>xkhTFv*yw|#2vfUJT5)$X&{AmS)#EU(RHQ5YbL&JMs8|_MZ
z?|E!kQ3C!s$~JxJJVgo@&ILpPUw1u!U6}SB{l$;A$y?Ade%4|33&8t!u_JwlMBGR-
zWs#Ju>_&K!#HISd19N7*Jk58(SIHmWF9c5-ajjSui~0E(zM|3&d07?4alqaN{t1VX
z?@0^rkAGOw0PyLYi<sSE^u^ps%H;3y9qFG}TP7gC3y)+fqW{ckxg4o+89FULq>dSJ
z^-*9GsRRyrt(f*J-GO-vxf%2re7@NK)*kK@@Lk^5i;7CnIYO5zhCTwfKRt0>0{ko$
z)YqQE^~5(GY4Y2R{{P(Z7q!57@$7dZw&?p#-0V~Ri=R0g$IR_kQsj;f3%fAtm`9MI
z?Tmg%Rw+<*!%doOt5)nhR>UAHT<->be296`S;*_3hyMCWO>Y76#Nefo+Mz6(@V(A>
zkh%-``XgqO7Wy08_0ma)jKPb&=l$kGxAFL_Z<!im5Na-rm!O}sTJlJdv6m)c8e)oW
z$uuFnS<C+L15fuC<y!DE2s23?X$8Nz?b&9Kw3Q;Js)?F>n1^jyB1^Zaq24le7pwO}
z=XM&ceM(crxvsLLOpHM~pUQIw1NTY;FI_#N4gEcxw|)!e_ZF{8*@zy4eD$mS)~XA=
zbnDg1Ak=-^>7UxC1}LIs8>j!;geDE^+XO9rT}fQWuxso-%wwC!H$LR?w-4NVO_BHW
zo^%^%deX$Kb65V+7tqTsDh?v(?}RvZ&OBRA6K?10W**3k{VT*btFENUftD;&76Uip
zo_J{WHQ-b7D(_||KH$*Ww2n<jfX8mm53Hb@Hrn0y$ie-LtjMp3HlfJ%p%LfDUErTL
zTgPpjTuGis^Ot4NQ3~>0_QE{4ZfWA$>*pv^>t)yF5s&;RQM;$L0DMj@|8nUhO*UQS
zj~2<n{CRBtKJGx1?<b_b7M`Jr<Naq#YojT$pg^j_%Mtx>Yt@~qrQjKH_r)<xcx{cZ
z8p3?mR!{V-LLXpmsuNNV-i&?7C0lnM{#N!jsq**W%ZNa|_4s_uEB;Lr?x!j6g!M`2
zFJY<pxWmBhxcbEtHb?(nUu$+H@Q{?*#E*S(B_ZA4SC1gSm2AI0nG}Xkz+}}#LBD42
zOQ^pByh-qBr2;QAh~U2Dkef;HwZd8r{1Tzh=e{_~u)C3a8XPx92jG86RQ;@Z#vmod
z`;M=N|8YkpRrxIV(ZsL7VE$v8glH^&at`{<zE&_KUKoAsS+R~RMFz2%)wo>*Jz1H)
zKtbRLbjM-I1Hz~$uXI7_Ht>2IdHO;S_)b~S7FLqzg9K6o0(8LJr|TA9MI9Yk+Vf<H
z3w)D((Z~XQOK;v(%pJ^U*M)g8rRWb7J7hn7XQfG$dCU7YyiT=zxbpzxdU9ftQxtv6
z*~YYFAwAT62x}cf1pSNKUD0o*6uFt)A|Uh?-zOvv9h3Z9zpGrWyC`C9xqm^k9fNFg
zIVgG=ypeUb+TbeqWZ_3)4dx1(usb}yZWxUI^U+$PA}@+$IjWyn8Hc{gELU?A^kq@!
z=Sy0^k;M{Hl{U!R7TdFa1DDWO^!TVfoKKP67sjuJ2r|gQ4!P9<!^p$>yM`gi<Gen$
z+`oRNqn)KmDii8sQ<!rD^yO56`0e@|4EQMi9gpN)2_IkiU}p&W^{~3u<~`_7`(CKX
zA}{3Rls8MlmpjmNnYVTs^0+^}OG+DgDkkUFm*h&`7Ro&HLH*jUOE_663%&BY>fWAr
z6scD-ILT#A5w5FFrv||jzip#T+TtnFS+C>mi22T(P2`&KMZe6ob9I0egA8$5Tz`(d
z=KU}?7>znOwTAC<S20C$o+Q}#P{7+rI~^6|xs0Q+P#pM~+Fg}YggQEWbj0Y@dGJk~
zv&<3Xe}t04T0u{W_>M5XHUXbC-!5a5d&eM;jCQY%M7)A^jc?ryM<1RaE4>_b(pfqF
z!@>f*5p|fWK_7TpWN`9Y1NyS?!oI-O6d792VaZv6yr|65^EE=hdEp?hQakwBtaI}7
zAMoZ`wuICt45Iq=i}6d$=l;o+uGZ+^ULGkEDgh3S#p(aroQXcCb&XyE;^Fva2k~pB
zh{5GeIvYHIKM}tx4&b`Mgp1eZ1N3QJt}uTKgRm(?wO_`3&o-qQtu2Hf+V%5x|HHp{
zUBBy9H~J~Fpq3DfvsfuVQcD2wdZ%!y(ug9F%{NzQGJ|jIMT`FS0q?qxt#Pt}jz1zC
z+M|X3BY)g0Zxj5!YYdw+1h}z1RDE(SP2>(VcI`&qs;6v858n=*u*m!Q``ZjsPN`c+
z)KP@0j%z>plp<=JXANHWGKdq)i}DkQLsv=Cf?v3g_bewYZ$Nh_HwCRTKZWx)Y7SbV
zE<83?Y2OL}&q^e$O2mCxboQKB1sqs2a%9T&JA)jb-F4*VIL4_aMDN9TtAwu0bA(Z3
zxU_Knz()p|Q}2;|4}BNT?|YoBltI?Xu4aA;-pLkOU&MoYo*iz8Z?eNW3bRtvd<Xa~
zEQgv{!B_g6T-$~@pi9L&jSoUE&AOd_`4K#sSrVMQ;{<${4QFypkmqJw!nf?leQ>s>
zrBv^CC8BcKx_NQX1K*~<-kzmMK4;ASjvDZR(zDV1h~MmWe$7kBBZVi&;@=t~o}5zE
z(`nEpW^H$0VVt)&Na$rQMqhA9sr?Z0Qmwm0hG#2&|LUcqbRhJ=>C_MVfCupkZ7yFg
z(j@k~?m=Dyij-@)z7x96An$+K*ZCo@je4L5Bca#tZr&{iAMklbl>bM}YXJSi=Q-vt
z=c&34C;EgQ>uaIzjuc_L&mOiEJpN7kTfioH;J3M1ujDSgKlABEL=gJDg;GpUFpr@H
z?%o$~U|k}WzxxsN@LXo51#1ED`j?*v3XRmQ-NxgBzGD8Y;cPtCTP%z%=j(!J9k?bU
zKB4b(jJo4-CLVtF&EXSCe9+rZUg%XtpueUsHtA)-=b{YG^qVlqPg@J&n-jpj?)f`*
zWBlzE<8gCE=sRBRlG>z25kt?JHwn-syYx5njV(ky7thprUqC-EnY+_3k0Phf%e>Y{
zy%Sb0QThz(+wz?LgAwSlK`}n173iaE8Y3*hxBNGXjt(Io@)B8C+wFl9eshbKnZt+L
zJjGdoxN^j9Jh4X5m5dE*D(A{T7v$Wooxpu7nO@nf(G6WIDz2rJ1%G77J^n}$^2YDL
z<R$n(KN7efbU^RwYfVb*fc~D(Df6|>3p#0OZQmpd{MQV=mJPtAFO3pQKGb5}!9f0}
z<RpVUDQ3uvgww=ENW;T$C4ACB$C5v{F<vA8k)c%RYUZZvW9T!7@|-RfmP6mV6_=bm
zPm?wD(#-9C@bhjdme<bUI$S$zzp9~6sD2-@RFWb)@>o51C9v-GMb2~@`Ll1theHzM
zXju5$<n$rrbx-!{5M%IkW~N&b=IvyTXY&>GrA0+tK0l?wce~dt`vRR>%=2|sfjaV0
ztYT#y=G~#Mf_?LCS8`ZdY=IgZ@Ux`$qL2bbCSK&oW}_b6t{KUfvBIa782)|y4scXi
zzP}Uw{n{a8sb=V{bv1IVo3fzS%I*(}08h{9-iUKn0sr2&T9<|SI{KT@vH<xk>gH#{
ziFG_HVe4}}&<Q4KiE6nQv5rxeRb4%ZepTD-;g8MGalexTXw;c|WexM3EcDXR$MyTI
zfHPh?74zM&?iI0{nU4?s@%iKfiKwqX8yzkxD8V1TcqA+ex<N?ny?<W~{QMiD{fnQ%
zrwyEyDS_TAH~aFWvJB&UV9L@9yjpmNrTyeIbi*P;H+9@Ez3;$8ogGbHsyhDBK8JXZ
z-p}<qi1nzub6Luju7soa$Ko91VfOJAXO<qPpj#ikHvNhFNsY5@jbxBzPxm;c>ma}N
zRz57lJV!_uHf1?6NRvhRjx{pK50|VS?WGJ-`()kE5scGiMfa2NgV0MhE4M9J2VG5~
zTmK-=I&PkJJe%CeDHeYA81TLve?inm#L>2z-2Q|6mR-3gQ@{+qiLT7Gi{OKvb2B?S
zM8TIGJRCEvz;Bj$pWHN2A0mq$#blsgJpN&9C+5BFq3Fj0O~9S`o(V?aogPa^*6q;e
zHus{h7H>vfskP5fTo3<Q%DQv)G4z!(CZmti;b(ogqJ9;9kz#4^!M)pE$au)f<<3&T
ztp`&JuPwp6TPyum`h`B>OlC+!H++OnK~;6+k*3zqo?QIywu0u_Sk#M!o%Py1sF%ED
zmon6Tqt2NGes}Le{}3r+Qa^`!i+J;5uL0Jv4Kqx4Pvbs>^p_?ApEgrh+Z#ENr`Ly!
zbbvqQHg>|g_?>sim7D25;48_x4z2*tY3)}^o<yE$2HmbV1J2hyQvTx&-V+&q{jLW(
zAa!f~rL(}nuOqd3hv#8EuUTlM5d8c)ZiT@GNvtcTMd$@U*ROlTr2b|jMecX1Yrc2@
zJvT2t;TQTj(!yaijQiv3@3!?xM19&-wNxV?@65}$TK$Y7zq}*{IgX%S_bb$22XE-#
zSNtXDh<wqjN!k{T{!BY`^`$BX={0T8QK*5>6m#%qDMgVF?5xMkfyZqzn@>mOBCp;b
z>JLR<#4QkAcM0PVc;?h(3!W}hdpTMF9kG2RJ}CuwUG*?Gz8JhPnZ+J?2iFswE@}UX
zx_=+{a%Vo~n_9IadpYtTVv|FVJnp+AiOt~_hZ|wu@I7ItBJwstsXX>I>ML6+K+hXK
zinf?&rYQ9J<Ai|cg5ZUr1_KKGX1O_<r4sSZ3M^cD0sU}g_bQL`(BW3m7ngNhM_-@3
zvgvI#>U}h6zy#OZT(&q*1?P$2vACO!<8_2RRv6-by%vn!Sd4sj9Q~}{16^5`yRk<t
z1isyy!JY*0#-@S&ulSM20X{E+zB@sm+8-KX=LgSjDu`9W{e2s+w8{p)WJrARISZaT
z^iHV9R2=hR#cbH941IZaym-`~CW-vP2D`96Kf2MP$y^J^uh2NZ1$dXozc#7)J4I4j
z*UtLka|M=}=8xb@c1z8~^u5s4O)u6T0)MDpa6e^;zQB6L;gDUIF}}U>4^D<bKd?*L
z2!dB%p7J}MIp{(R&tEzog*+5V>G*CAe6sCY{!82ibz;-ETM+usLTkm!0}SXA^OII{
z*3hkczJ`sTVURcXms<T@k7->}%u@tDyq!yX-r@#7-uhr*6b=2RZW0wI2t9F<*<*(h
z;&?P;&tAlNvCwe&EkcoKX8-6H!kAA9;l@lUimbfo!MDzmK@vRYZMcg1j?qllJa!-J
zLFYEETw;p42=R;8H~}4~c`8cyDtzY1J6Be(fsXAuTCcPpy3t>KQCK17QG9jX9gNRR
zqx0&TZP1x}B$qiL?&8UDSI?r4`dM~Z*!K;5)uA<R%irQYBUkn5qK+yoS+Y`mX!56B
zh4XGa);~yz`cuq<^^@BhORygJV4n~@u#Z7zMZY~f09-kmvr=bc3g&Zu(38&w@Z)xI
z9(^5!c~!q2bSHr(R|eAxSb!gn87Dd}6}Xanvo4pFF;Dy51+Ub7!hVFGfr23;=u75C
z_HIuDuj+PX`XUd%daRL50e`D)&>Nt!-q3wXP$3`<JkK~I)p(dDpOx-;IAs9u{Jw`5
z!`F@f<Qk$T0lzC$Op?<T{3f6?A&fjIzGuK&*y>7ti^T<QfbO@R6!i$dhV_6QXENUM
zqF>;;`AP=y`Qdql^BHjLQ?mCy;iJGAHGw<dQ2#gb7Y@_lkyz=jd2fIdNBHxcPOPTL
zD^{1`Sm4iAwiVtIhbbagrXqP9`IoTnOV&djT!(2}O-nHPaHEj%HL5hB?KnDh)X`@M
zoC(SR-`|*<65gVV{^^0;GASn1>6bsZt$R_&^3#Em`V>(dIM#5X%au@LSq(2y2a$Tp
zi;Yk(CTA0ut~`gnM%Ga^@)P*sQ%!A2E&R9flEo?Suue*`roF-Sv#nS=<1oMeH6!J#
zkPok?&pk`ZfzIJ5epH2iSo~afM&2XLr`Gb@)zF1GzAJ6nm9b8|>vt><aDGaSXN^c1
zeEKr^UCN;hazB+L(MJF}?)ilsQ_v|V#lx<1bs|3oM0Y-#hq^I!7754amT7!P8i6yx
ztwYrj<=Fq=Rh1e!$RN!}0><qMp?fVo!yc`KU+kr|IS9B&92D-e+GE|OXKc!@3;b-;
zk=V8h^<DVcXzvBAbLt;4s6+nU_xkwh#b@}WTqk%xJVrlgxOvu@9rv$#XkS7JbgGQZ
zDH-6pySDhp`M_yr6V~bh@Y$GqccP~S`g{vXu@?#OKfUZaFZsh)7tQF8IEZ+Eec{oA
zxVY;bT6P0<@^X-Apb~kwFHF5ux&Zo5!(O{}1NtC|QqEyZ_#0_gIAx$Oi=+MZp90Su
z8?`OvZ$Up%*?m*cUnYvruipheDKcEwPdtI&u+sYWdd%Nizx#Iw{J`V$439UghW}>1
znN#2*=1u<g-XvN0LRJ&9ISUvh_xQedO3P5Uvj=$<5XTZj>zrncbKN<)nLXh7yl@Gh
z@KK6rJM5J908S<x(=BNP&y>ZOELjA7IW}l~<uvkW;qvJE2+WgzzUK)6)I;)Jf8R-r
z*IM$lftM$Az7XS{e>(JA-|c#i#qc%MoQCq{&}Z)5<7-ro_ys2!rm%yD8hTq~&=+@&
zSg&h=PtInuFF+^^{NHn_ITASF-Y9$e)hXa&jNltPWB8qwdFK*t!Qan)u<6TX=pixR
z9KR#*y?easpIu`R`vlqKT<A`ny6rRahZrQqRKbNw0etl&%-TMmLGC8!6(;LqJ!o6r
zn;AXe{f^x!rikC-JS*wROss<)^Y}?W$G8gR+toIqZmsfe6yrL5+w!kFn*3e={`tyb
zEBZ8jw#Q!(|EZCMH}rttqW9iO8E?jZ2u0J~k%{m_%gT4DV4dkwcGU@O_^8KiMm<w~
zX>xf{Vi^zWEOJ+mc?0IxNlL@o7JR>HSTVm1{>?kfFZQhPbp!;hV(O5`IpeQbRq+0G
z<~@bfdaP%Cm@7A*5B%73W#1X-kOc47X3AF3K|8lx7@nZWlLav!_lwcwQ(9MIEczLV
zW2-VYK11J8>!7;ylPgJPdSqLK<8+s}lo%pTQx-vt#^dl)JbHPxawuY1)tv0IjV7*h
z5(Ps&s9P_qyFXfhBYz5vw{67w%f2LLjnD9->r9t>sW8Z9$6H)~7!1N%^!of=RR)>5
zP=2}sy!<?^=2<iFaqOMT#%qD_<%T*cy!N6_*6Ud2@xr&Af3iE*izZTC=eTk)PCje4
z`bYY}Ey3Z<i%Y<>`EiXinb=Qv@W$7ZBH$&q%7PL<=&h|=6(f;1${yRx(&T6&$i+Fr
z-Hvr{L3^e2kJx86x?`0Kcsaa*|HNa|Lu^L0^iAad%PUM}eZc*>I|Gtm{IEYQzCe5y
zIy;JaFk{VD1`*Yb(PQIA-tsLePhATiU~KR5jq899l9O(wv#vzMTkDSmbTP;MfTt2;
z3=(q6BCTW#eCVIu0xikl@3zOycNf8L)U!X|x*xvc7tbwysMD>_Q{L4a1TVhZBWs}#
zpZDda_NDMquO-~Ra22>F9^5i6jeUkb_e*WhVchc;$j(qa@EJxHT~@^TvjR4ITmp|z
zMQV*T>7c(dj2I|Iz56X^*j>qozKVJ}|3f2uKd0_9`~>?hxbB?!aT$J$SG6V|{GAJO
zt<KHWSg#kCPQSbrejRhuy76r6?|S~qr~!G^uB;p+jQU!(^TSmq?Dt8Q$UAHW{7~kq
zXLkh7S_zdcbpyY&#XsFL&5!+VAM#&jBMy^u1(_14mrD0NBX?1c_g@vBmH__SuK&|`
z73*~7?L5&Ud!V0xD$1WmTug7b>ucbC_EilmI=d2jN;UjJAo4!hxKZ;U?x#*9=7Kr&
zj$BRe;YIxnlKxyjapMSZ!AE+rpAh=k$JhCv;J$Ws9j<gnp302#J=_W%5v=4fp@}*a
z&iIq8iSr(?{}II93mw!d{O!r4D_QD%V&N=!y-z_dcnRYA<-tAjiW_xOHf_iMS5K_a
z?dr9m2+KRZ>3ym2<sWvXE;tYW(?EdgC`0~A3QuhXPdDFg9<BcZe@C@#bn`I=ad<HQ
zdKm66ywXMGuij<5Ah>lqboz#<FoVQ(ZshW@@5@x7cNV_&KdE{a`KM{I_8{=2wpOFX
z2G?ooe>d;ccKFCCY5PYGyON~w7u$`YbNS!8^C&lBT*j|&outrDIO=cT-%k;TihX{a
zHqddm%2a-s!XK0AUd#fXsStcwe0mX0<c%MNrAZ^tmTK9@3c+tV!^f3q3w(RZ(zV<h
z^|8cg;Kl|9F^b$KXcGZ`;=4LGf&Oi>Tcs%h^%%ZC`a+uwO~l%Dn`cH*Kld!z?tve_
zjHvtF)WZJbPjBrVo>3$>^wOGp6432hksLJ-QMZaJW}(2L6?4lY7jr-#{*FnVYGsfl
zzVu~}H^6UrrDw+tJTJ<AKX9&=B1{TqS5+S%KL;Aqn!tx$_R1Ls77Svzh3!+93gR(z
z@bZ;$>;qQx+8hQP>)11|v>x&0l+ulzI0XE-$kF48y0<xIB=>he)-sJN66=-%A0lM5
zu3=tQ%t&*Din<Y3hp?w*)u_*{6B3Td^R<4Vg@>HcA9|inb40zYENSoPJL^hr1xe^p
zY!qp{tMyVE^|ke~V$suP_*31Jx;s&q?_3u;9f-jCi0b7{{tm!t!?+V72jEB7CG>4t
zfc5XhSmSQQ#Z2|t{Q0Ptb&1uQXMt-j%>F#x0q8S^nVYH}p&pjYx18<<zSXc#oeoD|
z`pPz019i==s=LY%ePMo<C&z(36zO)^IQI&=@27vl@~5JxPwCF|1+U<jhA!T6>?`tC
zb@GfB`WXKShn!<i(BFqJGfI(HAxUpnx*!ij`^qJ1JmGK2&pAuhGROllPKh_bzW}Dy
zpOi5!<^CHPUC4hEPX7c$3#^k=3c0OGLZ9hn>ri8azH$4X!$-cklA>pCc=mPRJexV~
zz3Q=!<`j0?3H5XBbNBW5wb+;OaHs0ZujsS&mWQo_-W&1R@j01>ukY?{?>!5jeTA>7
zzbe*)#w~=e*fGd&7gx)J@C~fqT+aHzguYun(#c>A*6EB5U$gI|$-_L3Y35_VncU>a
z)hd|hmK&^pN*LtJo6i#MxeU@WlAgbp+l>^PZTo!)-=8Q6zpKjv-dm@WP0$Bz(4%`R
zInWmkUrKx}2A*&$T2O#I<S%p7%Cuz=kx$>*a`WLw76yjOLdO<|Us?axKaqUs&V1So
zIK;d}q^JS)_%!*Z>~i$QVlNJV-31=h7kpHqiG4fAlCMhRKIdC(tywA#9X4*XKIRbO
zqAhaRx)ptuWWlGFcfif6>g+8_z}HPuR}G*`iw&lOS4m=jp7O%aTfwVArxM&a4Uos~
zb@!_VX|guOo|}dqdm`2FVQe+{!6KYDREj||dK<rK6wrk0p^4Uf)UmVdnQuL}p`TAL
zFpHT){$wXk_Ng%lUD|ovz!SVN+Pu#SI4w3jew$%Nk<^H!vBijcmD~FLnQtj_#E6$w
z5qdp1ZzL@iJZEGrJ4f~*-lN{1Bx~Wfd4Ak+8~1U4tV-1^j6wSDZDYUNiv8-}EVPb+
z@9JZI^VG?LCoX@MdD#eF(zsnJQO6*MBv-JNpe|B=>3`8^gD*8?)jmvvPhIcr>OlS7
z*fYGP4Z6+g+vX@{;Dj#k_TI^2=*9Vq_AKB<|8-70{~9}Z`l8~6pYU~bo5?sc#`!!X
zM|Xz;gBTdURSSYXd6Him5)XZMvm#z~VuC?T=HKS_#(A0MkJ2JsSidGJ2Oi8o&&Dp{
zcz`&{-}@A@aSHgtUw!K3CFqGIUguNV!T+*c`Sp9Duk^jgxW_2+<J@S`FCIMi(C@%(
z1HKO#;TtQ<MgGpo8S(&s9lU35Y=VBX840sri2CYe3vzme-$w+w>@Q0~zWvr(YJfbi
zPdhCfH{ePl`$rBh5J&vp?#caJ3B4IKcGfQ#eTllq<<?!$jj6ub1o}U2g?;X|90vJy
zdz0dFc?PlbRchFbcx8Al?Pyd(Tv+-KKLamctW=@zK)0XIT;#VFec*K`x9S7Hzje88
zymq+0rto+6208GAa^g}Q;IfF)l#!MY#``m`eJ$==XtRVlAM%yokB6~sGjzh1C0DEt
z;63YTtCc(U+31F+A7%wEj2NfA0k69I-WAgep~?Q|V+U5FKc6kLYVH6&Jr<I7pAvH;
zzH8NW0)4RFq8qz@5^<9}HfxXsU6i!6^Kd!p_u`QcMN!bfQ&LT5WE5z!p=nvKGwN&b
z`kG8J_@B}bvv#TmBTsVA{o3k^{&HsTvWW!v-VS^Z^@mU=T&G-DF2%mI)kz<J0@sV=
z`8$j6Qsi!asKSbK@Wr~SGsD5dL`~|nOcr$HIVJuK;M{)O6W43au@5PzXhZ}3?5FDI
zUS{wQ#25-=<)y$WOR1D)_uwy`-RFD(`8iK!bg2$-w6k~WWz;A5m&R)8+*oI}*?l|X
zd>3@eDVM3`Dd3-}TLELJ@5I*~uBShspUM(t-LV_{-}bK7UkzN|XwxG45xi^I^5?r1
z^sCaZo%ik_P92|adp0+qKNkG;^jncD5%>5b=SL&1=W-={gK0AKX`es_aB$LTX1oq~
zZGQYi9~XG#?%pSd_}{=E(>eO&WhH!|4IiUaJF%~6hMLOoLw}t8^xPKc9Lc`66Gy>|
z4Mw@4_C@d$m+$#n_!zpr*Ffn2=C9QBnn4e6r0=lP_^(sQTT|8o`6vd7T-L227lFJo
z@qhjbIz4N^g5?+b_kO{ABi~un*EKfQzw1$PZT!_2qTvTB{<KqNfiEFG@wf*4%Pxm)
zJ<;FLk9d?xj7{SC7!?+6HCN<&?%4x}k%t}^uk2L~#lCe7i+c4n$j9H_k$+I1qN)Sh
zq3{7Y->++}6GmQDK1?|Pei3o=)z=inI=iK}`yl4s@fLUgsW{YeqROF6;QvM6{Tuh{
zV}D;tPxT1uu3oJ{!Nr*-ELYz2aYL_wZ%cwTfzL&8@@mMZDXrY_ty$QY`#jt69`uSd
z(H4)#eVFcIyI$wUAVK^Nw%z>bbD7M(reXfylrIaMhw~I>JdQ0#9+Y&}rhA^nda0zi
z_WEY5ZyA*Gk6glig|@3`Bj0ai270A+V%>0Z;}f<M&^w<(znrv(|H`c#8Uy^OF4y>c
z9KT<~^P}n=^4IZb<+)Hr2FboPaJvul7Ti9Syx}#TPx&^{#*XWA$7)k%h(jT#%-Cc;
z^6BRFX$SP%*SssZALIBd`%h&XU4zf?)>Zh*S*(L9^If|;06$-JY-5%TaHx_}Uy_d3
zWga7*Ht<t8WrDtAf9qzR3$n)_L7)HJF8|kekvQs|_ZaiLY3_0CH|UxlU#%kp+i^Vi
zg1Tk6ZWo=i?kwUmp2?G6rinQE@-{YsAM?&tEl|nBzM9qh+M_G5{^9dvpPLl+`;NCJ
zU9SMYHssl-V*DrTucyrbx18cXxT{^k`oe*=D+?;X&v`7uA6$?>2l68}z(?g=aC}R9
zHuQAH8=+*x$LNZOxC8KPQuVZNDf%<rrk6ye4tVz1`OslY=;nDZDmcMIgAz;n{EDGd
z23Gv?lXfHOg)hsj+@M2q)=#Y0fNyer;R<W`2hZbVHFhqCewZ~V-U`2XiKyVB9T=Cq
zz>1*Dz_BCky|?@~U|fQs5C4D{I(J@QC5t|}Y&w50Cxga*3`Ua%^x&Jbj}kTjUv6Cw
zEnldL=gERwPZVJNpyRUsk0_(R&pS08O#zNkbF1Pa;TN*4;0n#c`QpUAcK_8U>NfU9
zgX35~nJG`^`-8j;8Zb--o_F1?U(H>FdWdo?W${BEUirbd1bH?*9kC-JmLeacAMU#)
z4IR8=X7iGdz=7yzH|&hDUvBh9{uMRw(ODtO*O$?kYosW8I%2=xnsa8mpj(ef3cPB1
zh<ydu1NL76uW?Vk)4vMdZW``8u@&djoIdF$ag`$J{2{L9obY3FCM*Le<p1L%Qkxbb
z-?${=-+yC}#+m-iWOeAFf*q+=Ej01=v~v!d?@Fr2PDL+ahK}c@A6Uk_l7^(&$_v1`
zxwXqBs``M(`~eI2t#H3fjds^z{xh6TS>`UleFZukl*4Q95krygdOXKxT_a)j5cAxc
z8tD1}uL)1+2jG*}0cF!8z_<ODU+O;ngx^&2C%*#oo7|n=+kyT0<HFH941nvQCRXj2
zZvamx)s1i0pdV6L`Ss1Kzt8{e*<=9UUFWiqskjmFWm#NP+6aSu$WivZ4&7><T|a#U
z`7k6S`&3#Fcp8`05>1eQjq%kvz|G7M?<cAg@R_eo7yW%siFII{HNh48Am-TaIHHgH
zy?8A0?>>>>s&LYD8~sXnsXQO%`(U!AkFf*rw&Cc4ky`AJ<~cg~Fa`U2!i7K1Bx0TH
zy?dO+PWakev=8XsK)xJL<p~4+ZzWQV3cxigB~jNNb?n<v9q)qiJ8O@Kv^g-y;lg*C
z181;5)3aXAMi}>3Z>G5!I-gVY)}1~>=*|3H&BI>s=il!1QbL_543;-2Lhn8*AcsW2
zw^cpb>&zWdN4im6Ux6RJ76X53m!ZDYonH6&Ag+BbEzc&Q7gtn&--&utP2A;p8Rscd
zoE4J8eWb`b2CC?yUtM0jUVaPm{s)VA;S1~sbU!u~7ma;K#bX1tz}>bdW?S|cV_#9e
zkfs*+jZY+bv4bww17>B??*n%PLM~`MmZz{@>$*I47yQYfQ`79|R|kB1e0-Xq<F6aW
zD_Enxk3DoKHV2Q|h_iA5PYlhx7VcXGJ*@TC?K=9l_#5-|enM9m4O%hwOTgEN%)j?|
z6?|+R=I4sg_dG?3CUZZad)u}poN9nCmd^d|v=rjLsC%t1cv->Z0OvID{YUNcbbfq)
zCH=?!e)Ny`G>^o#e5FWWPiW6`%o`Km`?-rRuukAu!j;YfALeV>RpoN*3(9Wc`-b>4
z`BAl27oi6e?kP3`ho!E62p<8T#$3GevH|=M^|-x$5%`qv;+y3g_hFygK=RcgR`gqI
zt=hJ*{#_qSsmTYgUyIk$?ihm3{lK1Thy35T_*6^LZ^Zl7<D22Y53}8V`yPQ$RBIEZ
zCeW|8Mp#8%0B?DoKKtXf0Y$FbU1<Jt0J{HG)#B6eoySEz>M~uSmx?N!SGQ55^-l9I
zU*L;@tA=?Y>e)lQ{P``!YmaF0_TC`)1TGyD{QIHzzU5|~0RO7xnUn|w0^iq_ZML^(
zkR6U3`KODKH(@7o7QDpz(?{>%-Ow8%XZ-X_HbRHxIu^LMqJGRc@3<o_2VXx`Bs<-R
zN~>3O9_qcBKT)6+JnhK2aMv&3y_Kc3TsUyhHYqDsIu|?|sDH*g9RA<bNBL2VcS_~n
zl*$qGPi(g8lhE<bjItW{JMfJj$(~_MBj3j4G&Z5me57*Ztro!FH|x7w!wOzy*UF7)
zg8p$j89Q|i`=-)NPwXjzzCIZuv+^_Q{hEm^%MSESKbTm*XJ8#zpXY`p;_I%oro<Ta
zC)U*d^au3Gvx$k(&B%}P>9y0WyP-E;@7CcBg|GDWbVTL{<b7w>hHBs?|Ixyx`RMQD
z*(1kly0PC$*mzL#9G<H)RohkpozcF1VMNVoJV($uY1D)Bzg|1KXyI0@?><@|dINaS
zDq@gy-_w=stC8}ke2MiKCp%jM<hjo)MgC>Ljo2+W5A1!4{VV<<Dc;6duU~!X*fa;$
zo9*}H2?H0+g#Pfp0^W-8?9<x^KCM2g(772tjJU+(bDqd2^B+6;S3!@3u4;C3MP9IN
zKh2sRPm`ysSMDyois!1?cC?P54>Z_qE7PtGJ=bxD>y7~Uvc$jc!&9uoES=9-0h~X-
z>$G_s^5eGj$LET`%ezK9qX(^^*X5J!rckduB0R<qFSrt)-_3VN!P_Y(f(OhL;o}`T
zs^f+@=?86m`4jnEA=7m1^&0Sfyj3Mn9fO>*-1Hy{eWt}NPlxUpobPRWz>8m~pKwuE
zyK>~m_5^924e*^z>5Ffw;Oq1lUpNUqF%X%nWd*JTD~_F~Q@|^4cU-=P{3y2>$nZe?
zj@G_N7aPX$WpN*ZfFEp5HltC<^O@vY`Si`G`}1sPFR#EpewiCy=d96peQOhm!#ul{
z|GF#%zjW7u@O1*f5B<wNC!&u*r?w2YvLo;2egC#v>m&H3u|cp0*FPzA>|pOctbb<B
zf6D}ZV9`20>;pVMcbNH>4DjpA0y)36TYzW!lE1$J7u6o`{yqtwE{xr#vFR83xI62P
zK0J%{Xp+((eH7=r=$^}6jlMVFX=utu;N|afAz3H%2`7sgrSDvc1U7#;yn$Y+UOHQa
z^^6e?$Bz!tsH=)uofrPd=bo5Scj%eV`AgSYBQN%Kd>t+|!Mf8!+q&;jcpk5feeY>+
z==d~^4LoZp@~l3uTYWF;&sTx-?{i+$YB^=;z^y&blNtVe*e_li(OMIVeP6V(j-?yw
zY*$x>o#kJi*Wa3oxXeYjZ2PhU`c7wj!{#{T)dHrtKJ*R0{r36BAkOPnS^km*Pmqt=
z62B0ix0k{<d7&OEn0u!Qc;%G3{vlJ0KV`Q1!)@TQ&l%oRd6@qjx$N4Ur~||5>-ROF
zhiB3s7%OZ?9~vK+%sn4G6!^t80@oKEQsjNH9(pF^SZp@%w82;RMWF=NyIg!STM^g$
z(|0oLgrHv!y9pg{#{T8HUmFix$G=}N7?fED9%8?FCTo5<;$ii4VXU7kIdn)j$m=T3
zn=li9B?<nI2HS+$YV>VM1EGVd$Q%FbvJ&unE5=)tvX;R2r@MzngOL}Zg;kUi`V0GK
zfvh&*kN(LUSwirIxbE3&nWLYMn$kLR3;XlDcus8sZ+q)~U$q4JX4Dq6A_)Ac9wB<|
zIPyPg*@r9B!2jRNx%8A}7^KIzVrU+&%ciV#gR|3>Jd(93xC{LuW)*JOivHNuda!p#
zJx$hg%scw``O5qc4`sI@-aRfyhQ^qH2j=I^>r>GG%pKB>d;}k4^3T=DMEFSCU;EvK
zuKBqz-CqrQchS93jql()a|5%OjsV1eAS5?m73<yyOQU2J;B#%BU6aube#<<zIs<s{
zt{_v`@NYZ@h2Fo1&X9a4YUhvhi!4*{y~_i=oA2Twkn#7qzIj>Ck`aenZ!=hSW4(AL
z;%y+})0yhGw;uDr_9UbCKnVQpJEbeu<GRH)ql-Ja(P!7Zu<9?sb4?tZ@`I+}?@UJc
zM;Snm+>F~^&VqG?mETgm!6PB&MpEP8tKVGjyjKCIQ-rvF{eeH&s?qnXq8GlM+0=*t
zc*$@&E>Q^hb*&|^u?YNPmhzmPyBhnGY86{&zk)aJzgWL;3;Oh<8!STcy<CAV6@G<5
zl#{GpEeXSQ?R~ddpe{AGE>&z7$Mu@~OmD+K85FskItst@;^TK2%BY)|FTXbRazMXr
zRd-qf-tE1d?qQG*zxnMe9hE)cx9N-*f!mPZ&VhzYP@nXh@Z3F!&zEPZ97pVcW6`YF
zMy>$AUJ9ij08bb=RK9w!4f7mqXsp+Qb#%GzmM-kqm{+3sTN?WeeM{YH*r1;Zoz_m&
zf*0ar+0O?rhwpvJr%L2F@{aS`)Z^!W^=#vmTRQlV`Svqo^pV0$r3=qO7k_2`@$*wS
z#+~Z*$^12ZQ&TCXpAmR|>5HB5JoGQU&R0#(gWt_o$=?VQfDUI8mGQ%M%DLbAxY}Z0
zWb5ke&)XP8$;`cW3;L3E(I<RE&OsmKRDDZyfWO|be1L|oIw#+H&jZ)<h#As<1D@$r
z3fQ-(6Z;jCUriobN)eUIYR3nf5%(tZH%*A|jn8TWZkq75E7nX0pF|$8MSb7@34POZ
zhs9OUFYh}v-<(zjKCiuE^XUWd({y6tpa}R?r{Y%RMfhs#mgdAgK)-YEz@vqTL%f_$
z$fEhs;nEj4dcS}lEi6)OF&{s8_2w~2Fo@Vk2hI^5<bjj>#>c?-qR5irP4H>oln)<|
zM7{ZWJC{5<kLPk*Z#}8KkNrOD2iPA1SK91{qTl~OKg<?AXubq>V*ZqAw*~sB(y>PM
zm#7C%A$mV>ZfdP`^t225lP^!*`efa(|B_U_b4R`^xVc&;qwk-Zy8hrM;ymL&FMK6M
zJWF0#Fyr5A5MPm>yb*O-|2<Si2Rw(p0;9Th;0g9qO<TI4KLUq;eTToZTmImx@4eu!
z!jrwn-eX@uNb@~Q^z-(yO$vhGp~RJywMo|~a(JrCafA)yi7m6`K>i)_OL)=^{+-*h
zR476c`e==s)h*!9-e1BgHo&7#0tcq9GBJqsN5R1FIKFQ04pwK}uX4HW>M6umxqPRR
zEb2MXp;c!9yd&JNT_z3w>pIhDId~qpR#2lA@dN#%r@j7{OyGTnvLzSvLzCJ{6K&{M
z_q6TueBdM7TJFyb@GM)%Y*m&m)|)>5x!Q36&oj2pN|p>lAA|`gt}Vs7NCSuPG}guX
zbz2Uk_T%{z>nBcs|2>rQ9#fWrG#nq{tkdrV-Sw+k#M~Y85cxGA5`BEgYrhH2-`J=9
z>TzK_`1pb`)6&<bn9pIZfrE(q-Gdn=DH8Ap=2=!g$9Tkt#-B;Z;JPm-j~uo`AA0Gj
z<cH6$r0Yo5A2C0S=gO^>!x;bbmullX&9JWTXK*+dy601NlXC~gRV2}u;y3O>daiDa
z;TXaGsqcrDIe-uAlGiMZhi;-1zLYhCKjti*Kj|I=&wVP;j%fssbhVyHKs^s>I^7q?
za})OjJ@=}>-*)L;-TqV*eg99jx(BT2EA>WrZUWzVeDwEhhknaWcwy|T4czDG-Z=)`
zR;_&Ouo`vY*YRnPdl&X=o~^rbI0}8(!MZ`8XyC?{A<1Rnrw4sUZ(D+Q&9_%69Myu3
zJ;Ps`4PU+CPQ$hwS&UQo!Pf83z<(PeP1#YuOw#YKs;Z#hyj3T=x)AYo-g7+yynDhR
zDUEeCo)3r_^vnew9uc$KatU=fS+t045kB{Oz`suubz$vOB(ezl;g6o3T_ZmKs<Epv
zrRT4ow&7vMANVz?3&Tt5vCcNL#83ykV&+_L%yb6%q-5^6-xce;y{4;**I=FG`fR#_
z9{QUS#kd4%?04$A>{~bm{y%*&TZ0elg)YZ*i@=+=-oIq+Itu(UGW(MXoPDv>x?&@6
zVrY-iky+q@UZdP3J&b<k^X@RAEUa$`HD>XEm(Pw=^w%Q(lToi&*L_6ae(z#X(^l~5
z+f$>tcpX~ftjWiV=hjkRcbvvNnrmKtDS>%-`MpE@W+!}f-dnFHP;VxaK{uB@1CDkp
z&(P41)oW_}Zi}KHQ8te6n!$Qg_f?lqz{mNiM`zAUB2O9L_ZFT(f3uu@+24It$@i^#
zI^4huYZ?{TT!1dO3^skC2!1$HliLKoZ<-e(yA%51+oGa9Cx8QP<}A+}tl+=hxbpPD
zDE4*ploT0NVxRl{oYoQidjm%TW0$!Tj5j)E_b=qR+Uz^$r^xHL6P)%;xb7(yJ7)*P
z$!_7Q3Kz`V$f(rSG+*#%T#{%i)~~J&PahQbLOchS%s;Jx@tS1*PA3c^Pm-@4Iu9K>
z_MTa+1HNMMa{ciA7{~79=M&(UBi9;z8^xd-XSXR?Sz<lq>#Ua|>X*EEkneI3KF#5|
zh539q&i19oVcehLM1QRjc-&*odU-!^)LVCqp=Jm^C2;}<!r(Wi&$=h8fZuD<rT2i3
z@_q)I|9#G>nOXa0Dtu^J(aWpGQEzOwHUD&?FTTk7&fqHQrAYruj!ix8OFC=!Y9;U#
zInG>Bz#xxvlgD_s;Juvk#gsDW=IZa-i%v1f*2s%pir1h^%(dJKo&fi)+eN2PCr=zk
zd54(cH~u^mwYeC&?wUf=%wq<58?bP1=QsGE!4r)-(5cOj-Od`H#r0d2I({<4?^07L
zd?STAd!hcD13c$F#T+PLkLN|676yoeSBmePtGN!Hd{!tWjz+w1312%k4|r1eYDj0-
zY2eq7!H3=P*oRS7vHK5nF^_fBtRCWJ(Efcx5{>h!eQ^FF;z~At=Z|Lm!aB{twa1#O
zQ6K)kYoniIpU7jryAw=q<b{Ep=6&d<ro~sUsbl_>m)yE8H39yN)L^;z3_enw-scC0
z;d>5T=^gZk5BX<%H&-t3tIK0x%{n~)KIRizcnRxtY=^X;wqSo?!l?OVAo!@|4zCXS
zg{|GZtBrAAzRM!Zec=m#9P7zA3mm^I-)XN<g*?ua&;6r==gVz%E+0WY@$g)4GKPLS
ze})vBUVx774oDm7#Xh2j9ZMDjfd5P`L~Z0kUPu{D%7BNIm`6$j*|E=hq`xc*`L{u4
z(zzUUZQbsY7sx=qhovyJBVV+-Xy>1M|E@cC&3V>g{Z;1n7k%7U8`GtaEZ~#$tId2q
z7?12obJHK}HxcB|3wxvJMpUDIbj%cE|6)^l*Up>Rce>W#VUQa1tJd%GRPdvkfY$TP
z*63HFcdu9uJigI%+*Stlv(bAV&voGGy4p3@e#t|p%xf>-idVK(o_RB$!IyfekA!8R
zYxD~beNlie5h;3hs~h`DB+lf9PhuZo#jgdPI4}F&O&Sl_fIkt7+Bm_dRjh>{<h`-q
zJBGE?W<C0wHNoMFF<%#tvaWx{%OLFw4;AVRV*M&)mu*EX=G}HL&)<HVeV3TxsxIil
z?428gE1@rJgl@DYz^~eWaZDM!Q@|rxa2)j^k;&`pfP8M;CD*TxzHg1=#=)uy=m3k(
zr#!%=d4Y-#%W(huvps@;^kDtm&FZ}X^4PFh+3{T+a5UU>Lr5+BSe>GiO$_*d@}5i|
z48h}F+xizlf7+=0jxAV-{g8BLPWS`paOeNV-gW<D*}rdlMPy`@j3Sw3uegn@5*a0B
zH;f{(QbyT(6&12)R*?!NGZa!8QT8rr7*FQ+@cA#kuh;$j^1Q@-U)OcM&+|BrbG+YI
zbLgBj=5sW9&6>T@XZ|(Dt*i+>)q0`8!V2~wUsq+>kAB5(X_mvSn9m3~Z>2kodgcDb
zUryk$!mk(da_GQ&i-G3S@~}sbDBBSH)yJ`6SsDIZ=X#DdG8O#3xKhqygSg<DB8+_p
zk6xt?9c8p3v|VP(5c0#^qNJMj0}0GG3jb_+2c2Y4)%mv!aa48I&+s{P7p>ukS8t#{
zjW0!{o`BBSbAU4OF7k%D4#%6S;9ch(enU5a=TVz~Ce)xaSu}6bT=hrY+*|wEE$EAS
z3nxRp9PrTqucUiC?9A=l=K_2-Ii~$~&jRwb3wyhlfN!OYDS;F_P<K!=c{YqVIyoby
z!GiVf*lXP`16<;&JGapXe^?8-n(R}BxHb6pfjt`a8YY!}2VbCW&b;zg{vzfRLS24V
zG+<rg)dMW%p+A?6NVySj<2vK*_i;VuXuTVv;6?hW?%0>mF^fz;$_$V%oPPJBrCtT|
z3+0+kg}C0zspj3*=9s@)xyyP*9&?xyjr-<Gpc8i6UQ0%P&#O)~U{wrUX3R9uzluEg
zob|t3z)RO6;nN$yE2&2g)ZI;1gt6Au2bK)h1cjFhN9Ga7U!3n!i|+wXok{;WZGk%N
z)RgOeTt8A<dEhK~eGkp+f0~%D_S1gzt`5(aq-9o@0e_*YSuUDY!+lnclZW(J5ln6G
zy;T737Yy%fd<%W<c7ayDs}(r)Yqst;czvVKkBmAUIA2O`CjkC#<mD;$MI1|fl#!_o
zhkxx7sNCZYoK|j=;0b`gR*h|Dg11kn)a&nL#hm9kr_p!d_15?dmcxj%lIXpx+vgAJ
z>2w`PhQAvd4%LjMVZX{?`Rq05{-)O=fn-<Fce5E1<_NPSNZXL64cx%`+ngR-umC^3
zR?A$}K;6SG&+wZpbX3_5FM~kTV~+GSXQ1!E7&NV>lL7yu`;t)Vfcq3sd$zF;b4?1L
zN?hSzAyIbycY(8?T;{Fwfy1BYMoHF@ms+`9$`&m}UMTf^;tO=!hHi~?_#g1lx1T+h
zh~o=FH{uHApkHXJ9&Unf%`N#Qufs1yq)ZPT1}^=jJ`pCTg*^Xw@>6Gb^as+%m-B$X
zF&~-)-|<0rQB9hMCBaX6yCuGXZ<{0i<%L^-Q<=psyTyRF;r|}IK8SOie)YdhGQk|k
zdYxNy5O9@eD|!t5mire?HlGw={_%$gowh#wmZtT1oe%1PK89f|!0kpRcH>HI%n5%C
zvFU_gR%sGQRh)6YmkL=PGw>_U<<7gnVer=*nVTsZsMqCxn5n_{*zCT`Dv9;=Hh())
z*^7NBFA_P0fG6gu(_t#`llYzV)h>F-qk0B}XAfa6lvQ3#0JwP4bL_lc8T3=sk$>kM
zu<n|)+%)jFAd2H3{sCWD!*vQufpg#TzX`DIg1*_9yhAz-yI4OvQGtB>Pa?Un(QfG4
z>DGXMSodr$*_1&=)agqE4i5c?xliw|%?juf^%~`_DqJ_I&r-ZG5phbtquy5n^+75h
zh4<H>%RDaAKZiYUDYh+jKEio{4s@TG=}<44qPVe&{Oy?K8L5oj=)d17o6&^d{GJI)
z=fQpa4%*?r=K|{IYnj(KO;9JVt@{@MUHf8pcfJ2*^cmzrY`-&N4sNY%?*w!fd#~Z8
zCHR9~20wYG7yRvGS>7P*x+j%Wla>~9#~a08Xi0#dNhasNyCNS;xUKu!4(IWxQk=?%
z|62_2_g)09bpN|B7J}#O&Sy0CdyTpdAKCuxc^q+1?*s<u&#1&B8a1TIGi=!JN_k;j
zxFl`Ipube}_(ThU19m5cY`*Z>5Y+xo9T9ZHz9ipI%au%+qc}kQIB>;+Fn2trQ2~5(
z-Kab<0QcW_HTL&c56tt2tX>L6elXIxJH;H&&mtN4Ko~l&+DBi-2+w1$+5KU=-bG5M
z+V8*&y`o&Bt`0l?G%BT5N8Ie~pPbq5V?}wSb&LC25)2J$cYa4)i0!$3y%2aLdp`TQ
z_6FwS%IFoxQ7<`t(ZMDXIJV4U%qfQFiF)Fb%(D}5AL+5ce$Rr?$a84KApv!bDNo6Y
zRn%eMp3B(6eSH2gSNaI|ef>x>tpX47PEMO~EyTy}ZtXRNYUtj(X9mg5vA%!LoKz)4
z9p$fn${XZChs=L@uW2H0mfDqe0PFg(XOfu`c$nya=v&u6=!Z{=Y^2Z?!Y8OZ-)!6S
zt#m~w>|%WL@`)k_te2}IL%u5Nd3%)$&45#1O{R38YoV|B-g!yn4DywuEGHFEuj;2(
zuNQ%Sxnv`+@TS9(@NXlUV^;|5S9ST(>~Y|xy{dfUNA%Brq+I^afqz#>xw>t?uTN|J
ztAN)FWm{|7(6hs(x+7M=$6T3QnP%|T$qa^K9_Uize@vHx8lew;zTYa##`%P@XM@-M
zkrzcbo(sg^ZwXFb-l74&T<q!7@In52x_Ryk)+;veLIwLte1E>C2QBa@!zZRsKma;?
zo|46r7jaw{kjW5%{x+|q@q{(%YuswztAQ(VLiLM+!I;m^db2MYaTqSHYS3nf>$?w^
zJcB>#`bam8CL{jWj|bcSg6``O`_l^jE&r<V#S{4BqjKsy9+bH5pB-24z^~fWJsYB-
zM^CXZY4@)qzZI*Ss6<|L%F9CetvLF}oVWO_OVCI3rLYxBg$@)F6_@bD=MUdplZ4*S
zG*M^eH^co-gb9d)rzQLZ>(79XYJL0O48z}yZ`UNOfQMYl{HVV^!~Wv;1!t%c_g&A@
zJs-!Q?%RA31vJb9@P?|h=tIA2WJTq|pAwCHV+Ept<5VGsbzqm|q|u9S!OKl=I0L&@
za1KO}{PgeZIEV4x*XNSW_&zmZhb#8biJIYC#q@~V%Bh&pJ(dL3zI*MbIBf`>(jVUo
z;`_{s{&6ND?<uG=xWi(E{X1WMW>!#-JDPBgjRv^2#w)k^5`NjFss5o5c^kzFE!9!z
zCHdt%gXb}rAAb3mDcAtK)_3S?JMfMFT49qKaQ6^((??r!=#5TI|Ce*HTkIF^-_!6L
zt7w6BJ;c%eyfRXJPhEjwf{!q8|Iu&p<A|4MR_(gn;B&JHZx3$p-rea-Z$!7?m(sD4
z>WD+j8@AoseL+*kyQ~qYlhT;8<x9bz66PCvPQJt6W%4@H!CqGyQ;xs4vmuaAo?PY)
zK>vxoH~7#o^kFM5RvpNPe`j*}?!Srp^Z^B1t2*d|Zq0gs_|J^;4P*IQ)W34||I0>Q
zbM~Blz;=D8;!y|ZULVx^lgb=akQX*L#`eUfVE&L^{n$6eSy@cJZxL`nKArPz=sn=6
z3l;x@IO3ShDykmwAtva2Mphkq$w*SIS`OEJM!s7E@obhDqOiFiJZoiI*xw1fw#pPg
zjQN3<=I~1k$X`3ca(pUqU#uyw%Q*I;et1h-%jy>5|KZ{?Nh#_~Bjtt{Q!uxcTg1U?
zi#h$WN9(?b_eHH1l{i)O4b!{M%S7Y6Ud^k%o|tnI@VqcBqJ%k&iWJS8RhT0pSvueo
z3%uk%&HgROitsj&*=QB(6Whxmp+JXyG#LYVotN-^vaMw*;N5lycb6IH%qM(0kNi*%
zqWCMIVgvq(kDneB0lvBLrRfWiz}`6&M^lWEXCB;}lmk3)ExN7L@WzVZr`jj72e@WZ
z<=D~RW=$acD`$EXhyB$yyJICzqM!OQq>@?)>sw{t^#C}NnX{lc%Z<1k;T`4%-?qEz
zHJ@I9UiUlY-U8l{_#~p|8EQ#*?rFeSk9F#tGT<ou2i%p(5xEY2QOk*a+1qGA=sKqo
z=!x}jxKeeL)d+KigvQORLFCoVfnFyBf!{poBv*HB*E<tlyi34(a6Wv0g&MzCimoc=
zL%&EyR%Ji%*6#LCN+aljHwD6^mf(w)&lTh2$k#fDJ9m3-q2G`++3X7Y?fywhx_!<|
zRZxA&?vv=7X^}p;p9h`#QIA#->n6tK+3x!ac}>^OV;@fgmjxZh|H4iMHad5xx9#V%
z6v6^OBgA=)?gJj!g)|iINydH!yV?TQZp_R6tXcH;M4fk;-s$BT)FTA>i%u#6*G~!l
z7xfhR)-OMyX)(-&{kc>9qy^WDf1>^pc3(B;NoK+Nr+HUI=z({VXpSj0$RMw%{t>r|
z^<nrjJNwTbyt%7vM*{5BWVVye5q#ua*P^!u|335R^sD1F*w50hqU?>hu^N4sepzmN
zZs^m!oPDUnL<EhQS%Qb6Y5DHJ4g#9<55It)=s2AfuaIHxVLbZQz*{TA{x(WS9(C~S
zyPQxJXWYlJ^uqLmsPnyR&#vi*z7xK0(RB)SzR|kXgZTWf;;+7b#+aw6%BC6lfPNXp
zS@rl?=-Ecc@7w$29i(K%-vRe-k<hj=1Mke(lZOu7#yrUDH|r$$`IYahjUwogr}yX`
zXJt@l+VAjW3x1ocKJ0k|_Q{O+JMScddf5#VzI93Tz0~_mx95=CeA47oq07^im%Z*?
zL|%3zJiCw<b>Zo$Pkq3<)8;NDXORC?FxI`RD24yU?z2ll-GsY%c4Y5E_-}=l{TBMW
zw}V~S<dMG|NeFz%^vi;9K6uB$j}PI`9iDkRoGl1K1$?{N&H`sfo8OirPc|Dae{9l;
zbIsBQrf+_Sj^+^KFM)2~G8nkw4EzWetsJ+mK)p!v+GrPeExBL!#)_T=;b;Iw4n6FX
zG+@I%76x1pc%c*noN=%t=`#ebG`&~9Hz*IB9;G(wMSNNH&Q_I0Vjt^%gWEJ%-&b!=
zmfi!e88u(19es~|vVEK>0V=2id<rp;l!A_^%I}^4zGggrmb<!LH<T&A&4|9CM&<Je
z9^mTLV|*VjV%>jll{fk0dk45ZW|>=1=MgupjbMg9y}jq9F$24lNn3ToA5v9cjc6h6
zc1^k4d0s=EB8c5lcL_RJ|Dg2txqY!le;<9M!ko}6dj@*=V_(?v{KyVVg35u&o(Ir5
zf7g%l6R?gdzfK+N0B@A;>1iLpy1k*ezv7Af>Cb78uasS=hYSpu(y~G~o<Du@=M&V|
znSPSSqQ1OK?`rD8U+9~{nOY~TvpCzh+pVL}D;~M}!{@MGo#*qrz_&F0r^v{9u#Oa7
zLYdlDgviTEye}?;A3c@sZr8(1I>l(Zp%0u{-1uw5phu{@4-6v@+~rdA+m{Qx9)2+Y
zat3s}OUM&bNu0OUxr-nli~6U?*qso>VYaiy$6uW2YfNTZv;r5%?S17cc4Dq3)MYu}
z9G|;o{lFN0JpJO<z+fMA0Eu83$qn=yI3?fj??(Ro>)+*XF*yHNjk~%5cDS9Q%acxv
zc|os;tV!Ta-G8PQrLg}gCgsW_@t6y$VW_A%jDAFdSL-bs@H5-5PxmUpA2w249hWgr
z*~}5TxF74k+7jthfOt2!Q>29Y#S6;gyGx)C@+6hyc)Nj1@`3r?k5LbD*Ae^$UE8{u
zn&X^=y3BByq9eOCLED|i`4RAiF|e?A%NF?>bHL(6Fn)iYWZ!$lL0<bk^Q6<jxreU|
z6@i~T$4$dsp;KcPbA6X#ce7|gj+xttivtYS-N&I*PB^lz<KM5|n!QRn1wU83pREAi
z`&r#=?qY!R+;sUzWcz@Nzh7BQ{RS?NvOh>)0bh&o^VeKP{!rmkERze}CA-v19gh6m
zHtSNRHs)wg=U2NnVh%dI>T@3j_A}Wkyp;e>&iC$W<v$O<G?nmvV}^68MW_qv?!xXK
z-=iL3j=&|UkGmE6rP}nKZ9VQYS(AY)^dR<;Z)L_*pst{KmYlyq8T%(=I2pbj!FqRG
zOD=tndBU~(7rfx-WqB&!?r5Rzc%!=B1^iX}$;)jX@yC!ByfOI<`0|siT@raZ1z(t;
z1lBLfQ{m|f?7Gv5LM|p9`&+#~6n+3dB=IqwO>M%Q@_+U>+<?QhM!Pmg($Ig_q@QJm
z{`r(n5;yx8b^AXy_rvh{m7@2Sj=-@CE-Kn3>%h&EV?lg4_c|}J>iaG5tMD=AP{Vrg
zM=O(KApE}g#!l}hGt7Ik-=!q41J1bwg(ab$@%wRL?0Mh=%_JjBx*%{n+TGg@dW@>#
z-%5@v)}uk&BOi6LVyk0em)YUx#q*9Q{Lud-@QTJ|;C?n6OCOnHjyBuqxd{G_ZnkH~
zQC;x8o`yT)2h`KGZAYDlP+yDSn(zi6|0FE+=JDX?zhvh%;qRA2BEG(XU#+?c9hd^{
ztVQlg%@M|&zyTfG(NOfKsTw{l1|q-QI#jI)K5$LtPkoyMUO9B=^_m>=zt`zM!%WZz
zW6_J+?x(pn-(xb_Z%vTd+cWU09eP^)Ps^YL^iIlUQ`-GjgtN0z3C29g7p;G6iq)fE
z>~=w8HVyT>YV!JM_)C=WTgotQ8^V({kqf)=xsr>c?TlYhj}Xs~*Kh>?FD~qGM11VD
zkbBjR_}dlT$9xSxdvm<XH)273_pVOp4|?=X(xM{%!0x-I6qv-_(LcCfq&o<n`|bVo
z`6q46U9!nI?T4Qmxm{9uiMaVp=2=?{9kf+6J9>%%=S`6Ar`-*nzM0CfK|ud7`t?ca
z8+@2MxHPQRJPw=;oN=JRdKq_SynZf*e&^Vtuf`te_L4kleyr!u!sJJHr?5XQ#P2gL
z@|#`NyJhJupkul?E|S6zpDN{1_W?)dv{ch-_abhdQe3zXewd<*IlttNeb3^45~5Xz
zKL<9k2dF3TWl%TQVD7lqdWf@|1AcwI-|`{!l&;Lc`ipk-d#I0x*1@jVXSDw_c@5kp
zoR`Ui{Z`#$C_)fFf(Lm&Yhu2Dow1L?5PY~8A$Krs)skR;@(>emC+hGA={5<-BUA1~
zW~-wPd245T%6G&EqoCoA=`*Oyv|gs7F-BgrGb!gL*8eO!*<k|@@Za%cG;^1+U#8=M
zdj#@v_Iv%!uIc#xYROZYp2#Z>%ja|9emW}Ri-N)Tv|2&ur3Ar~ZEN?mz$bjX8uibi
z&*$olJZQvi2+6Ct!YSaL`-c<xo$Ro`#6Ihe?@sLB%gM^+im@bI{9Md+61u$Vwrckw
zJ<Q{sRBNtYhdy!U-yp$yy5*V8aP5ViRmckE!S|jg@~W2*w+c&+0<G{5$-}!gH}b(_
z90@I-z~2LHC8hEwFki+$?Cf5S^R&M*JlZ~IGX8u0!X*4y)GhO<1MtRmb3)D+dP|dv
z{=3OMc=<xUyK4#bT5ia{1EHuR270JuRAGK4LZ4|Tc(>H&-l70>O=dE`DoZ=|i$_Ek
zZJ!GilV9oc^BC%-pNH5SFpo2Lo}xh13H9KtZ1(MW?^7SUd%duZB@JtW)WB8dqeu3y
z{evI<FcI87*W|>@;-(jvBON~<Te0gD&KvysW?l3W`UYxl(F|`<4=h`L{q&M0;U!@=
z89629(;7dS^s0jAy?$o?0go5{(dq2~k4A5}7x&zUj`+|1j*~U=Oam%v&ugf|eKHB3
zMqbAI-z&K+_`kgvujfHLPxQCz@g5F1hdn3cSjijAcNJM&nz;&`y{vHi3*vTS=w;!h
z27J%vv57{ko5MKgeCP|*qb$ChGE&1l+n&uBHAkG&Lt3F#y9|7~?#a%KxSkjO@-ANl
z^}=5JpwC^viG4q5x6k8O6jY%i1-{=^xmRZT8TF0y9UIrGP=_;fd!!Hl^)CD`zknZk
z*j%sTQV;lpsa?(=^TQJ23`Yp4ySJ8dADRS?S2d1)?gT#3d9TX_gGY4)R3diTqwe(d
z;`2QCUu2yA&>bPneZ&{Nx*`sKS_(g@U}jBF?ktMmcL)8Ih)9)QZ_K-gvn~CDy`1Gg
zKd2E#-z%H<TQ2gK9)YLVo#fFMQPl~IjfFq>q%;(dpl{uVPU8Uli+_vzA@Y$#iVACu
zTFf~Mx%8;bSP?>R(|g2U!Mq0_m%!MFHKDvzz3>C{Pm5jYn(R05(R8t@F4n0&l=0&B
zxolrAn^n0&zmXKV>ZU^<du|4OScySBY?`6PTmf;ocK@0CM+?HBnUrjr5B5D!C|TqJ
zZ_|Qr)+FG$^sZG=m6BrqKJlr68sg3VC(S8#<ar0CCpy+(r-IKd4QVc@hqbBlKM};-
zq<lnk&0XND)`9lw7W_WTckQ+|^#8%6Uc+&mlPpQ2D-8Q|PRzXwyp3}qUMK$-eiQpw
zdburM7@%+F;9s_c>tyng1%3hU2JU>569gQSn7o>n4&A%|#b$JDANI8@S<VD*z@9YO
zzh6Rk)hXz#AO3-P8sD9zLC{MP!wOq-d+~Wel{~Hs)`Sm*L2W5)*mrcd>982`8nd^(
zb^AJ?YtAt@(BnC79_&aw0Nm^CvYgEs#Q!<8<oo6<3FRJgGdrGO-ck6^XGS_)kD>65
zGUDyXPBTg+Jl8LOVHE-R)93qF21E4Wf8x6)$4^3cTo-@mR)qYHQ{#>i{5t656@zLw
z)ZdR4vQI;IUcJkC{{rIDTYFDQ9rF2_BxSL}Iph)P9Ep@c$m`zl?z(6Py~1VrQ61MC
zT;THKSA)L`$QH=}m-vKxn+_vyN=(yZWybXvH9~ehFtQ*}R^~Nm<GC6B+Rr|MKhAf`
zGUZXDA8Pb&WdAGdHynJ>RjCO5GuwN%0{(U7k~@9%Q_Qzo)+!jJKyUG`r8(hql#<f#
zT%q$*FOJ97T!QXkeasLciu}Mp;Jaof>`+?~t=51#Ej@WuI^sz9VDa&xoi+q5ox|@k
z$WRyM+{b_U$$8AX{2mj7UKKv45`I(%*X87zy#oF}b@zlNXC<z)r&e094LbL`QE=pI
z#8H{Q;Sa30Qub#0{4j8^^|dSaUCh(iFl7yzVV}pR<phpa%-1T85^~zN&(%CU7xxi!
zt!s2WSD|y*cnWq<9>qEPLOz;&|Ka;;Gvf|k2T$3p2+2dYSe<s5p279j>qr~_JBzwR
zMycNoD$J9#WoBN-ylO{#={vJ~mV}(^k0f&RQ7>W2>t;t@^H9IoX6rC`_BHdO_byzI
z^RKpDH}t`>;bkq<TQ>N5j!<?%H_1?22mn7VK7U$cn8y5wS?ugN@R>h7g%718;+_54
zA{FBKca(no_PLu!Y6mim5tmj0&sRk)z(-2=Ch6l5ucZ$zv@JsC*N+`KCT~S}kjXtW
z3%llxCF!07{urhyW*J^ZzOU3iO^5qmv`AR8mV{my=u<L4{GZSMab4&U=I|dyYns=C
zKSP8p{ynxJI3KV5YIYBOh`7?iozKz#QR}>T4EMWQCVY?41v=$~s^Pb%cs}!|n-39Z
z_HNZl16b#c2(4(ILCjIUlsW4@2pn&ZO5D2-dZQo`Cn3Pz8+11d5wB{Mc6M#}In*|g
zuSpYiN5#k^jPUb_okMwvA;8N&y8rQNqW<7CGMj+9Q~1c?A5X8Ker1%XKpO%*60grN
z5rw*`O_14kT-AyXyQ;82KO7VA9AZZPL1NL_1inp^)!Um3erWSwvX}D5c@a7HX&Hrq
z4<&5@Z=ayQB6U$LxDNG!sZFoNUi2qC-qX-S&kkh0ww^A)eod*z8X*z*eZsWhe#GaY
zLf0$lt(YryH;Sk%LSMy()XD`q)2%6VH!FD3^{-m_H6_e%-l8><d4qX<(;n($&?Upo
zpJ(s9!8%HusrA|cy+8e2tLz%;?6nNLzhJ$7EbWnMMV**Jt9a9c1NCZ$xV8cOzrG?(
zNda+WezmLE#02<x+UBY;_NAV>V6r+1{}l*UHzEl}zb9_lC=Ygadwn*E06+U1#bo*s
zd92riwuGKE;Mc6}yCwzTy=i|=$9?$e-KS?d{ZTI<;9RR!^o53e+6=LtM}DztT|*s}
zHS5o7JKX2G&Ao)VWbpaN(_yE*peIIt3y{OlxlAKeH&W4`mXWur1`c;nu`E;tVV^+Y
zq?kAOWMbB~#u<M3yjUu^9eO5nzy0m+(cpRR$>C>+zcsBZ9}6&_Fxu&#$OeCORa!L|
zN&x>=4!LiiKVUMMoTCGNu4k>8j~_x`Rc-2#=|8*&Ws&rV?@8$NB9^XF8TeoLL#t!A
zfe)N*g>vA3Zr?xg6Ij=H=g-Cxari!o4$5=h&=Du2s9!lFUtnobx_Zr$K={Hk*NN*e
z2qpKB;(l2RlD}QS{~u<MKk^oXp4bX~`8gK+>-+IRW-rb$cOmVPMxL+XXVaSof4d^!
zOx1$tVAakXo8Jfh^Qz`{D4xIb_8p_|z_|d=DU%2x)DJ^{uA4ybjE2N^*<l^1m_6-A
zp)=1m_~i)UdY+aK8IQm|Kcly%EdK)U-!X-SoksmlpWn9)b}nU79msKq-p#Q3`y6p&
zFlMf4gL(3>0tpU10-is2Fjw$9@|%3S#IIq{wNcg?(gUbNGo+2Y2mpV67UQCTZg}%(
zcBlOp%&#>K>fJts{OHh4GW`pdge0<(TeJnheXW+vU5Epfpn0C{xo(4u4*v(h(JdPp
zMJ8GJvF|sDuIG4P!v|>>BW~yj*AkC$+~2OAlPoQ;OSUNU8*jvwb<3k$V&I?icHSiK
z^YC|8qSg1YKFxz)jqW}KF8n#%ItH9Rr)E{8kO%!#!zO&P9{;|=5~Nj*Jk*|9=sF$t
zPg|y6V}YIc_x=1&dIS9k63erU&{sjK&dN^c|BRgQaZ{9oelVRpwFRBfD$qMSDvsxR
zVC>2cTv(+s8}@#Wx{7ZT#wan@lPMOg^cHyfTuJ-|{GqH*hSPchb1L1<=j!gEe&-jr
zpBM2U(b;!nJ_-AXUn`OpfM2?oC6$Fdzz6+;^peom(%;Jt##E!8R_m0xSq>fYC~eGh
z2XxXQpHDWvm}7Z2yrYaAd8?n6eBLkAaW#af!+G(&jVnLa@H`!X(V_z2OU3Ar{IjrM
zQJaimU?KctC%0fF3F`eVvdr0{(C6=Ds9oqWZ`4eAJrnuQ8PO!|@8DHtpTO4+$g8fb
zhU;De9`XE?>P<OnNjTS9VR07mE-QZGQxfo~nPakz2JsfqqQBz^)=P1cRq8Zw(WWP4
zHeeQck@@woJk0HK{Tz=sasr-3f44R0+pc3J471|z%6wzmn<ikV94gU*chHOXf@Su(
zq5r~oX)moZ`X^7+oq`*It4d)qYOt#(-DztxH}o^a?Mlrt9~!^+-~BMywT$j4NeSvs
z(K9PP@~fzm-04esfb$lPoajIC7kFvrVCww@_Pr{4K~)<+Z|uuwBSHMiYli!os6ub)
zFxQ#JL2q<_k1{aC^@qY<Q-e>FEe_OteulZMnB;&1;Nh39xyy9mY4JvS8@nz1efFoX
z&G>w*d>fth0?yBj8(|x>$KUfk5)?-KX1*FNu^2@j9$N8}wFU22A*o~i!wCJ(Vrq62
z>(g~#!SM%h`w-Ow%PiC(H}WdJCFSCM2(CKeO;}GZ#xnA)Wz1<ExN%bh-+Md1B}UZ>
z`>y=sv*>PF6Xd^me!YJf-<LUYunu{}ftgyjA$%_E5xu!T;^e%O+|MPfvk<3UV!=)1
z1Dvj8uBZoT4Apo@AkS;Ls%+nsh5Vh8j+ZkRIzN*7(C8k_9U2*QCn8^4-k}pLdJS_0
zB4_LPFM&5@rbiX6P}gLVm|}%K6aOL`b{06IT&2952{=P5sdN4>4{+f-WoPVL_}kFC
zQGVzJ9f{j@-;D4aqg0K5p)bTOcQ>3Yuq4RSRHad6;otk`hq$)$Jm$M+O7J~qLdF85
z(DlpZFJwHSm;ak)7Kl>-Uw^t4w678IctxOfLEDPZQ^ulQ_zZY@d7;>;6m{OnBhOo*
zUn56W>-T$NPHnoJqw*%^+#|V!D>YEBFFW!^${2Za@J^!u@CiM|-DY7@;NYq8D}3M`
zBQ?%WcG%I}C$b_F_<Z%Z!^ou%u=}5X3zwi1XzJoPU4X+<_geKy&Y=%R`apl00eWG>
zJpD~7`pSB>2KS+Bq{LVx8}xB*T7x>HU_J68-9zOG)Z3qPR=r1$bxzUSCs+eqy0^|q
z8il#my|oomionO(93d`zuPp2HiWCaujimI2<}XnnP?TnALcH`3wDJ9Tjr%k3s*itx
zIHgQDT6hrkrt6Mh-spk<^DdV%>mbf}spalS0rw5=en=C+IS2*cmngm>?|;x3@Ckf$
zNP<1|hc5C3N7~FC(A|!Si&}+<kFGk|KvnSRa-j*MWgPN#UmDKqAHe@(89_a$Gpn6X
zvx$0-^S`H@=K@G^AOEJ~AMm3tvs__QiTZPa<r019SLFMTxr#XP?|Ym7@K|6zjK!L>
zR~vEAv4`&aaonFvEhWoWDa@mZxf7(o|H3N*X?vi97d)eW2z*AJ|J&vFwD4n|5W5Z~
z+)wy!sh5)Jn0J4pY?K50A6n8(o-f1un&d@I(h{LdMCG5zAx~^wn~Tzh-#<C!VX=kh
zitf2T+5x{vzP@m{@(${g{{~lgA+O5DdgMY^xwh?N`T{(n>HC_r-M^`$i1{^$bA(<M
zm>%@T^A%jtuQ5hk1T~#A8lHx~z75x;I|Ka{OS2GMjQS$OIfl@D^o2HAX6j17lPBa;
z{#%3Y{6jDC0{K@&t72#b;=RSxhq~t+>MI}Jsr%tyUhe5mUbj(qb~@5OpNx2=>zSXw
z0vwqmDM*vW`h7}D6F-A~`sM3)3{an45=<}L-shCell71U_F9ow|7G|XxDu5wuVxA!
z)z|*JRtbDGX?|e18#-k$di@5T%Tq9Y?`!aGNSWH6N#xHOZ`bH%VK?b;PSt*4)awUS
zZKA+ahx}i6t`B3qk2g(UYKD%Ato0KSLY?l9^y;-p)ME$^`P=8fZHauob?+GbbNV5H
z{5Ev$$d|{bjj`{vxht&u1p0%WB1$3+=wCQFC04Bh|9X0P&tkpi=uQk@G=W}GDYRGy
zKb=#|b8}M0d)8Q$%l*z{f58V*wWkcIXH%6lP6C&IR9XJ`U=5zHinHlw1z%mc<HZl&
zqPV-KdjWp&C?>MA1M!@(L1GnH1pF=$seB5%^n5J)`M$uKaPYT<ZwA(%Lu0?!dnVks
zW4rX7Oz`7reTi`u;G3QFQFHi(sCU2p734kSbT^pypuQzKnkL$ab$;KnFuC^^{I;%s
zP#E{oKtX-@V*~Q2;6n=C&cK(s-HY|)sGHN)@T)$Dzh#>8IT>Pp-#kn467rT?bY;nX
z;He)MIZSp4Lif3_H)e@I&+*91Y;B?s5qjq167Z#`A&k5dc)H?Sbj)qmf-qvCmoc1)
zy31dSgcHyg8arvib#|d1>Z~zsVSJwOs_T#9#C<CQp)PPt2j|gHefgsyjr$1vQI*{Z
zoOK&YF0|r7|8(6tRW2R*+Iu#6P2fPVW0y;VGjRCiY+bwn<|$sjAXUKcsVF6l3tG{?
zsMviX&>lL%i#&*N5BPjj&te+*8^lR#n2+a>_?q%7s0F%2Ku^&88u|&MDv{Ta7uKHQ
zlm1r-9X^~uMFkv^CHpp5i?}{jMB;M={C!S=_p*o*>RMbQE*~n9uU@-;;VW>Sa&4}R
z5;!bKF<&UC2L3+e{5BW<nSMrZ-=T2$JHai-80+h;G{_Z@WJUOAaxAV5>&aU<KzjoB
zJ(XIWa2Rn%Ghvvv3HuZ@DfLFUZuhH6#x<bN)?&(3<ifC@%;{;Sk*YP}+3Wi+67;v{
zn8n5_ffuy=Iov-YG4F7Vn$sI`D6}^x^iK%pZ6cIdMew{da$f%BG05NcU%dFE4E^+Z
z<FIu2r{d(lnvPWHdyRa8L_hLP(%P*^My#jucUFt5s4q3E7aM_>s+f4xQef{-+*aNE
z@~GGJc>R3@zs*ZXNqqyIbZhdP&8HXe2i{l3;lP=q#->BBj=(-9%+?xDp~D}aY+<6`
zem^Nc>%skaZj*+w^T#X+`P~9+M#x)_n{s6+@^9ChPF!sk!ux?!A2rNC4;Xo^YJP)1
ziF1ojks@wfhy2L`p~HnmZ#O+Q!Fyyq{=1%q`_T04{PF<#u(Z?T0SfqI%N>ayVP@!$
z&VT2)ioAj}LAb;TcpT!imj59Ib5qCVTZ$3?5?`Ar(!fJ5N?dDwsQab|t*7u$!9G{0
z&J<%ka$d%8&;fVM?MKs6cR`=amf5E5MW4FpgVB5*_6s|7KHc6|)Z<h?cxVMWBF@hJ
zwI_75|D4kR_-p<BN!pDj;GacCG{p#X;vUPjCrYS)H3~Co$pE+MmbuxG|J#ugq`m>~
z?Z+QnJMsW|tZ;^|32>t-Za9if8uLNEY>Qsd|CL^O1>5gk{c+CdswQ+IBWsxQR5JQ{
zLJt{golx&@El9db13j>1%vpUFd2GtDz6t_(&RV3A9QL2G-I2f#|33PiaHk16=mg6R
z_It2r)ZN3y!@xhidFB=|+@C&SLGKs*_Zt%v&tKq3(X+a{w6Na+0V-}S_=#g6d85G+
zbkYvJ<D2jBo<l-nWHkIH@L>IcN59br66CR?g0Asr?q7@Y!Q7DpeP`t_<b7vvIm<y`
zJc*QVT1K7|z^9`qo&f)SFG)os4}C2^C$KLEb-voli%P@5K_%8lBe1)LNLa#Atc(4^
z*+B~A*&8qQA{a=qpY!QYpSKl=)Aa77BIt;P*&9Yz@+}F>)*e6p!cL28v}XqBwx7pc
zd3XXiGE^Ay2|Pn}k?hP#=$`|84h4y7z>gv!hbYADrj)Pqw*A6C$9xw651e;3*g=B(
zvXhA2S-62by_Z0@2mHjY!u4hR7V706CYxB{&sHa{8ovk6{dD=MJXnGEJ?s}|yJrW#
zan*RT`!eR`Q_G*XhoWA{JnES^i*qePU;lY{2j>w<9Eo{>_&qk|Nitmu-jC-P9{vyY
zDl6MG9VXNt54cO8$MuqOby+Kq0M`vfI`>EdpF1OC{sRx~Ton(Y#Ju1S*NoaW4&XWM
z8}?f#fO|c2;~Lh$&$;3u+ccbm8&xg1h&b8xLH5aie3&~v<2|pTW<%&#owCw^UCu8*
z;k*6@{7$mokrse`TxGg#vkT~-8m5<QpQF0F)8~ev7WB`B6?<3cjuW@(BZPn-1J@)x
zm`Cy6`3ncX>LUJ5G8*?w!;ZC-CnMMYSP`yK@^TA-Z}m&|=|5{hf5+5SlUyA-bhhmF
zE8y|u@yiy<e28=Q&>gApH~yieKxf3G>hGl>k#68oPOn?!5v;ef9oZasIQD4JjiGnQ
zs|-)rZy+8buO#QMhT~kX*Sdp~2Q3MuhS5fDIyQur3(6xmY>?M~+q3Ekz0guwq*n;u
zq}N-w*mnl&r$}2t55GTjzrOGsaMdL}HG;PgI^MMS?e`h@`{(Ky8^n#?ILRDk59ZGe
z7{tqgb8dVOX|}*~e|~C>IF6%V-hV7U5`JcFTU=!L5a;7uG}qs$hx2`0T~5Y=7cBny
zEgP$#zPqDp@Tw&Ak`B2KD}MgFbnxp-tYffaYqC3V-XyHc`oTfmuT)(AtONAF*tqes
z2KcZi!A2+!ejn~L@f$o~{`}5M;RI{K;Sj>6`~mp;TkaeGc)+(BDP)Tis1IHH`iU9q
z$+Lsqxq%LOVZCxX*8%Jg7*%>9MS$N4)~w%-M1OJbnU3`?%>5i+i3_2^9MxL1Cmr~y
zHD;R33~{~Z%AU;})K`S2bq6CwaE|I!r12i`%{TJ)$zj-!GVpSan3N^qS%ROX8uWo`
z_Fy23A@Z}^k6D{`K({sunH|i6|7qQSmZXdL?31cIm<{|gR9x`^&MUbs?l60T{4qTy
zl}QeB9@c{?16T*O?7s~3w(vWJ(=;92crQi!t%UdR2jQpfzP9A3Q=Lxj-cgKwZVkI8
zJ_Db<n=Yz*en-9Xbk9~N^7|<-b<0!8qe-0}mT%851nMU~4#E9?<8Sq;U;|!~K4;#;
zhW@(mxDy5Ri}K>rY*T!G(A}#d5OMhAr?g2H_K%H!r156tLLHI)=_y@2SEtG7KQ4RJ
zb>yo%jO5U7nGZkLGzeVEEZ<Fu=i`%~Qs5pyKeqE+CwDvS%Cr;`3%}sGN%nlZkJW$P
zX<`!j9;*!-<N8^gmtEoVpb39(p?*tB2kYmX?sfC+qwW1}Tcxg7k@p_^vh~FhaUmWg
zl^2itqTk6rQP{zR+{xpw6L8{d?SaqmPws%t<#k8kCFgYoy>ctU@lD5P+wX%YRdTQ)
zcZXiSQ9W6pjNey{>DbP}pR3jybpBzk=+(mjHr&s-(zg$sjKB{{_I}4w&^Hg>XPV-V
z_r^WjnuwT$KUV+ztz?aSm9v;MWdn7;f&l90(Di(&ErzcVw>A@hJbB@VUF#pzc}Ico
z_nrvtEP@|w<dUc_BmbOQ84x~%{rOr$Tu;~$e{c6`?}gt{JU-?iw}SWYS$$ED15ezS
z%3txv_oaS0w!E5*JnCEKnLgx~@&^Y?r$mvbul&&2p3C?}wXU9U6aK`dVDE$P`P*MR
zVM~g9Wc;9&#Y0@@xa~s^tiQ1rhcwrD^z{x-(%O9jZj1%be}#XiXMfMmLLI=)<g?nQ
zq&0#1!+(z6c;989Fx%M^uaPJIC)QYl{B-J5=Go|176gkM{(F0Yo2!QPx35E|ENZy7
zwNs!T`1G)RlqYnd^Hb&NIN%;Nd+G()Gj&Ib>w#80XIUuOnP~9Z%4gj>s55_-n7f*W
zcsbw5F%ysH;4$D--}A?Up!<hkbjTO|D4w!IVO7v296>wS-dhnKzn5hnMV`gQM;ATk
z2%O#98Mr++z!5(h-!%<?9v0vtf!|%fZ<rCZAN4r7zQ#D<@7L(wLl5Dvj8tb7L}Spu
ze$)A<7<!UECzd-M{t-O5Y2z>hKltgkB87UO8t00xR21~YsY@L_;C+VFk$_I<4dEC^
z`+@u50Y7TCqz|y)kARkA4^XGb56j$-coI4rOtwIadZJCX^1e*yl$$h19P6PkXosc5
zabJ}=N`tcASZA|{Wp?o7%(~&vCGdsSK$l4v@Q%W9%R(Us@9U-WJEij(b=K^AjOpM5
zg%2m_8{qe!a~q1SOz^$3jO!dG;4OB`XEB$cGj&VE_Jbc)rC6*g4KTm6pKc+a9)7sL
zdw|>l{k@v(^djho-sO6SGwV24XoG$1&|CCDYwp!K{zaVfi9ISOLw)k;!dfl(ay=uK
z(FysZ^5bi4+vmW?QXId|4xXN)anE}WJe98vk30n2y1<$cqRaw&Q8TKx!{1K07_Du;
z=g9n9r<xJ^4?-fghK(J-i+Smtm59641GM|E+(4h}2Z?MC^tk2kDdku}@WBl`6OByF
zff>AW_r`t;xpyBvc9MbTE=8$OPHw-4>_f(DJl~f7J{<$-$|$$v`i<I_1hNmOC*!kF
z|LJ=9!zvf^`}0l@(t#UWyzD|2Z*eX%)9Um3_wd6Dln*JP+ewY{FTOvEKE;zY!A(5R
z)QV#1E$9-T56OJ-SSKoqg~66fRs;|35#C4J_(=QXsZSvIOZHaR2$KzAmFrDb0VmEO
zkn?9@B8R=Mct<B;{eHI#uj)ddGfsr3ku_No?o8&;@7V!;^2s7dy%zdDI>@Po(uN@X
z-(@#B@Qt0w%1xQ)@E<lo4{jgy0nIMz9umcQ3nVya0qc-P@nv7dS@6Y!-=g}!kz40q
zY^9&Tb1uC*PuhukX{8cVk{J3COPAa4BCmcdd&}_*p35e6jQ$UB$$o~sNLdW;Q_B_U
z>VJp$o=ayt-~fB%z1m>L_4%@Hw`C(A=vs=Il?VPcHB|2Vtz}Kf5>Y?3!yEcafzQt!
z{I{?qUM`yr+$qnc_>OoZ|HfG;lLvizgIqt?9y<Dj^Vd_2s0ZHrb>hY?3xWYoJI_Jh
zHvBWa?syTt*FNAT2lP0p``YM3?DyHF*3lo&2YunE@}~qm)1}29Xb=6sLdi^%Mg{$S
z%KG3#)HQky#$Vk2iaaDE)#6J6a3<hdz5xm5Hjl)&N=>2e*ikz?hv!Y&BQCXjAJ*OV
zrc0n4`d~M?KUS_;;yl}}J<A@}1VU`j>&K}Ugehr_9dQ-VS;A83;(Jj4nfWs;4IX|f
zl-*z_h<wn6PMT8<^*{d$YOKi5u6TYf8;6~wJW@g(z^AvF!ueQ%10#tC&R!VATx4xo
zrpXP|8NYlMUV;B!`nnMjHw2wDop_Hu7IB$(v@QhxT~L{3(9D58s<_SFds5h6_~7l!
zP4H}o5q(-LFZAm5ajz{FJkQb<p$CR|j@TFlGF{YZJ_`v~qfgSlzssb733DTiMS>#G
z1I<YtE55MfdO54O=RM%T;aR!Uz`46JJ%QWv>wkqOIup+Tf0K(vL!cWit_Da>UqpTB
z3t30}edGn9=M)R<(ErdLZJfpT>Q48Lr0N0hKPs5+Wrd#z9AFc=ig|e|(lU7~_@9+T
z@scp||4g4T5^dz$ncBty^H|Sk-Zy<Y(6{*VnVT#OadU>V<bw?2ca)aa57%Fe=-3p!
zjX2f$MRpJIBenLYX#3p8vs1o&yMS{QLyVleU>CXdi*`@`qVD7FX8-jl^5^fYV~Ux`
zS8wcS<VHT3=w*M@6zeK*Uhp72_*?4jr>A+V;AM}T+njVb2XHUdE2SO_LVKz<`6oUb
z0!dcx(jQ!ZK_`4D2Y8-Y{c11>ent9+g{lqno?}TqJ<K6kpUV&O?R$W~p(`(M>Hr_k
z7KZtN*G3&qWQ>f%ZY?iT*&?7fMai1ho1j}ClogV{Mt=S_><(!l@V@yu&W%C51skZ0
zS0Z2H=4R;yzueutF!}cw_DA{Y-F_zk9aZ9(bq@9mkA45%s}}yO?VPVjgLyh#Q~lrZ
zn9nX3*(vo1^|JA@Nty!alH}I>9pK0F_a;liVo@(C9Xzy@0()@#CIuhH9DKF=XnQDl
z@s-xsI6Qy7rUpe>KXm`=Zq4nvsWWd*V{ilW78dupy)~havyY0oJVhUjgH31^_K@64
zl6(xl6El!kJ^~$ADP)tA4PL4JwYVw^eEiDhVpIov(0J<(oqmCQztv*G5b;1G-xb^~
z3LemN3mfqT?iu_OxfF)F0~?*0CqB2xt#zhc2Xk^Amnt?DU<b9~KTJl@QTr}PtVCK6
z%F|SaZJ;aKnZ{miG(*>|b59JLLC0xS|7Y+8Jk9T$7KWea^G*jD=wnVpuw-ln>)2f-
zJ9%#wdPVa6iWu|<gPAB9<txlV*2>M_55_*_K;?;ts80mdCYp1?k4%}wGStBrmv-$s
zoSBIF$N6CwZ`djLS(|SZ@a~Ciy|pmxn|O8kQjsv~4%9A3Ef5bg2iw2R17}I;E#E#;
z!94l%jj;tz)L%0E_6{J<GzvBSXAWTAklvh~jvMuLd4+~m=-e+myA2#TfHNxeYdf*e
zs@8A+x0z|+fXu(2bc{GJeg9*2Kj_l=Yqvk$f*t?;YA)X1-zMQT=avYZsFRb62m-z^
zHPbwhvqgWWNiLvk26ku(j8e%)->i15qX+d`h1Bsc26&E9&UQYb>sEvt_gLd;fIrg~
zdnp)#&|kjq;ha%}=Mp}8|5F0|V<X>tjS@Vl<;ms`{TJ^`r<FktypUc!;Doxt55fg~
zQBv@H=9g0+&C!Qyc-vaFhIwhv7P3PP`1hjnfMMvbU6gm&2PU9TC~eg)!k?%wil;E&
zMICV2!(aRc>ik~!cQ%5*y!kdKvg^Rt#*{T9`1$%++uPT*=m*~2(<$qWyzpD={2K6F
z=hIH31$Mmu#_ja)ozO!hjS0C@h=Vsf_!>Fj7o_Y4^GwWGud=97{ol~j3&u$=ftM!&
zRmvGqALMaisdr5V?=;GC27?dh%^I4*;=zwE(?r68us_exTrI-|b68(Eo(UzQo{=#*
z(eH}$ud8*mi@=*RULOu9LQfvD<8?}hz8V&}eu2Lkbqsf!W2J~wDm^2)b?~m$vxB+2
z^w6KO)01HXZ;qC*xX7T6QTw@LN?HPSi_*ch4{xjqoacW0myP^WLPc-tc{K9Qk=*I5
zaM+!P<9FO+;QRzb+xGh__Dr1fTV%E&&<)ubW`VzE#N|K8LO&AT&h#0?K)*I$ckV7m
zyz4ohn!-HsRbvl>d>-V{$1i8GLeCt(WSTc-jdN3@ZrQ)#-|kx#pIc%=d|zfgRwe+Q
z|Hv0F97DVfkfw@*2d*lZ8jT+Z&(B8rJNp1P*64*(R4{KbNvFCG_Iz*l?sW7W@c5R=
z?{`v|M_H|ONGO5+OdOVTM4qs~JNL%pH1geedX;tH+}&%+8+5_QXJ4Ox)dPMG(pnF`
zj{CXP7nY}O20Wn>B_-^`=c{cRRNkPj@a<F#0rB&9INHAe_+3+!>3QA;^}7Bp&6Km?
zo%H3}dGx89Os;i3#r^6ObMY}@J^m=q^`5&4eDAo>o|=vN-QueUy}%u{d6vs#h{N{o
zTwmG0(Ajdii;mmtS>}6~=OCW@rqP$rA2HwaW6^x!8S=lozi*l&z6HpRQ)$CK!`x=O
z7J;X}ZYfJrz^|+Majz$VGm}=jfsT7HcQ`D%^cnYiNR^Y%2>#dg(kmzYF6<(xYrSy+
zdbU~qX%=*f>bGOVdf?UWGlPk(z~lcctav(efSakGye0a;8<fhO3edO9SJFIGhS9e>
zJXiXx6!BPc>ZW)U_J_?|EtK0~e_o%qHCZS6FEXxotvYbdQk2K8dBo%3xz^(!WuQNW
zTQunkz<2uj;xoV(J?DVe9PopQW_f@%{84RSK@a=8^+(r_S-ZlI`LeRa=<)A5y;d(S
zLI*8BKT`snX=kW8vWe$7lk|sGa18rtew}mehhN>goD}lXANsGpaW!=>`m1>b?ljP+
zDLc9EsHH*2iaMVBg>}|g9$c%zdu&|KT-h%Uf3fkGe_{r`wS0+i<MuSxp>{AYM+|ve
zsX6H&c(3_ZbMH;yi+qt`WBEzcg@){F9ljxNw9w?-exI!hx$^HF!1)W2&&xJ|15zs^
z_nCpar|R_Il>xVcz1+rGzT$lrR|G_Kj-U@ww=Vjn(}M7F^3=}leADxv;dB!8swhFu
z%R>Wkbyp=WlGlbn`{0szF$?Mdmng1HTcD2R<Ww^VJ$IeidhE_k@c31#7c20~yHZEu
z=<zv*don$jv0jr@0ayO>Kz^Rfc_9eA-+r)7y$*bPD(C#_SMY#cx1+I`xedY7MqlcE
z3;g7zaeHSI@~Ec#Ysv{YFWggtRni>w?f)F#X(In;Uo_bnf#-^)nKI7AdU32BvYf&?
z>3#S8r?ZH7qFt5xg!o@Mqx(@y9sY9H``35i+`3Pg0!uyS_G{{%*MY|a%h~TNzC<7I
zm&lpoN#M=hJKr7LQ7^2g+W9{{-J0e6pD5Owg)*G12Jd~lWV{+piE~xz#|=nRYzR#(
zRGaU>JGyE8->K~oPenC3w>r1yh{jz`q8@Rs?M6gfE8@1W#KHLt>SQ`s`s~7?bH3WK
z>5N$sh9dRaea@pU<3*M04qR00eL6IW`+TzNx4G~y=pFY^k{ak4jz5cD`M_h|V*Z1L
zHsIy>`iS@Vdyxv2Ym2y_S5f|a)+6v2zCv;l#L3Ify(W9WLjkXCDjp~xPG3j#hrmu{
zdK`aWo<v=4{AT=b@N+<7UUe|?U<x(c7hK=aXMCA#w1nqj|MM&M?Lp*$ySSbC;UA-x
z7S_)Y|FPWR2X@}ZzC)@w>n89lW#{V2mp5^4gK6%``33BEi2N-zlZ|@Q4<TD`#J?=9
z6ertZ;F!HMoA3|l7arzmH{er1th4b=;Gm%3EuKC@<g4ja9LezOi)E(A&c%QaWnx5c
zenLHEh@rGm9{lHbU~h%j_I`mnOM85-cBk|cc{S{FF&n+3lm&cAJbb?&>$HDqed;Oj
zrr`Air_Yupp~|x};F}Wa5^*sFD?f3bNXLG@5?9nSJR4jd`oXRuiPC1;Sf|R!T^p9*
zrwe~R8$$OkyOYVh-jBKBSYd5f;Ke_;l`~_&l_!a3{?MS`+H$bT>@@txy*-9pb_4VC
z`7%Sk1ngV>$)bBi1H9HMrFg;-eqP|99qWtp)?&tKt|NZ;x-5?bBX1%^EgztwM*c+S
zD-jxnzSeKbGL2~H4x3+z_E_(P<IyoU6}RK5LwyU^Hwd{g>;~N3DeFF{y@-0j^U%-{
zXROn#agQD1wK|8lQhp2l4(X70<Iodl81~I<&r8)eKVdONesol@{e{zIoLl32%7ZP(
zf{-m8D?E<h>t~u72&n)!jmCH!`@uhrjj@)9-`obutydP9TO?oCYqLh(NKGsC7W(*^
z!8H%=sH0vZ@ya~`{<P+J!E^{X@F~Pje6<bn=6I0fWDf9y_E9qz0s7ypB`R_Ob1S*x
z4n1F>&j&`PtJ5)0)hQ@<4)-aQagJX76!h(p-s3~y1&i;h1ZI6)e`i<dk5|B{W4m|m
zgDzE*jXOPKiqG3w(Ph2BoWVH@mE#K7cfVNA>Gc8mc5<gr4>fRUXD5dqnGM1JM@e(r
zCFnkqWgd3mwAMz#4rk~+eG=pQlDO|iTD~J0xR3Mqd6V1W?^-`nsHCdl&%GiY-hPM&
z&1G6ftUrzXzW=EDalY!s^2QZ1oD14~Tyc&O_Uhk!#sdCvK1#W41D?NX7P8=j-><VB
z9=Hme+w0eVJPiDsvt)138UR0gTz=aJ`iI~ouB~SY9l@~I`?xK1i2d-z(NcV`Mw^Ey
z@FO#2-c}1ZkyK6caTI!j;+R{hnhE&Br8jx65%itvbYwMj(tP@BEo$hdxJj{9D}U(5
zcb4_GSeM^-l50E@Z3r$lvO41N=#R}!=LHXe4+_7rm4RnGZ?>&Z<9lY=W8ZlnMSNeO
zN&5T<`OUs*y!IUU^6@^83={I&F2$c3$AODf`~7>|pm#Z`y2FRDFE%^=8XNjORBWSv
zHH^T!iz<|-u+H3ev2&TY-lFXr+jx8QYu4me^bl{a&l+s>D*&I=ZMdnheshO-wEsh0
zKPpd~QY8gC(*F34n-s8*r0&?(5A?Sz|6Rz~hy7|J!E9BQ*mpzW@}ejm_3~cHIV*AG
zj}1;F3~{haOk1?hHSDVsifT<WfZjeXSVDCL^Soxg#o3L(jmtcCYD;)NmdA=ir=c5V
zQZBp&j#Si?>seRAA9g05lt#UNxJIS>7y7_+FCw(gL9Zr7i%)eHAde&Y_h|A8>X3<{
zSx)Qd3tbGbEd}n)$a!qJ>fn0!{wx1i1bd%Y)eZ&!E@nlprp7^6%Re1@k&pBK&aXG}
zKL`JwT=vbU1>W3v%wLY*2ag$$*@jvZ_SF{6s=yvvbrHYMUBmaAk?AVIU(-Az1QTNr
z?;={&Rf34un{U4igO`|}b+=m}er_G`?YstmmgBYRGJ#GX7#Hz;i98`<)_*+@@!Fke
zK5PYibbZQ~c>(J?agL7jb|vzoslrGGI@ANQBjpt;aQ|8Xr$WducgQ03yBm2#@+8F`
z$t=tj99TQEeI8f23r}yn9rDKm*^I}@uztBL&o(yDk0&qL@n8pVrc+QioC*7=#M+lQ
zKUol(AD%Tdhn|$G(dwJr)~)}j0s_@AKN@TC*9QJ;cltuPBKSc0JzGva^uwzGM;+xZ
z)QP-E^|Rp*`aa^bhX*mwoa(@FjTwH;P*w8q2I|@WNoBEgqYu2mWajRPI^Hw06dC9e
z_Z&fmUpPl@?##81Bhdez?`;{Pv@q}R+1>jlc*<4A<f|X-ZXc&IVT8I}%FOx0FQLD>
zKAf1I0FT?n2ryitL?8L_tTik0x+_9g?xf-VOx*1LdI7h?6H=nnvoY60Ytu^s+#P<?
z@_P{b##VDR`#or&_uogCL;@!jjt+gbKpc_>h^nYx0gniGE_~y)AbelUua3v_bJa}G
zT*2H+Fs<>ICGd85bdp^Q@XUeVmi{9ARFnCFnk?`^?jaNJx-9a+W1e}z2au1winE)6
zZa6vF$RP6qx>ua@JBP;h{`Qa*PEF|3LSu#KYna3MXnANH&ly&7!=IN4Jm<=wn+ty*
zHxx8zVuT(yJG$F!0{wvA(xcnwVAt`QIc_2ElG4g&X>f%d$(^TcE0Fgml`#zYVXiZ4
z{8ldFe<H!}5Th;fir?{U9>66B|G&$%(9zOcOg66gT<GMWl%g`~Wh1=?_EzYBkz`RS
z?}Bc34Be+gf_i{=ql*qF)~o!HRTMe$ln2WSFLj^`1*wkJ-hzJU2!33#*P8Hl52a))
z{P(7w7Ix0y`Cm4S-VnlETIz)re_SWY^d7IwUF;+EdHv-*;{W3Tu14p7I4>m5BPsAH
zc$e8frsNp%K#r@F&yfd<1-~$Ok9@2^iRq<?3(kETWe6I<{D5q|8d)FgTpBJ>?Lm$@
z_fSsad+6bwJgt$V-0-*4QcerNk@tW7UY)@Ay~=A<OW{KPH>UJQ@f`H2T`nyd9p+fF
ze9YcUBCe+<cb|hFNVQf3NCGFT4+uJ^(Ib8f%@3y`UMTh-NXUde{P`vafAC>`?^oBk
zY{W&deDa7tJNgZ?tu=p^kiRtKiZzepey$ylwbH}=mG=B-gq}9wGzj9zMjdN)ZYog%
z`mn@!cI6$`-L$IsDg4G|pV4>5Sk$L8p2$5vh5qk?3D@?1%|L6p!@YZuAHTaR@^c+|
zAN8u-UK7mG@_)D%i}<&G@%IbGPn;W8kUeIN`x6Ykr+f^!8Ek&&KHE;r?{mK7JZg$L
zEdfIXXCdJJAD7fCN8wi+%Aq{C@63=RdAFr;-%Gzf`F_Cny;I<n@kW1+`e!0J^8crn
z6-VDxqkga)?pF-IDUA@8v4QT}ouh8}D;GG>S)O(#74r#}WU*^&IL8HtAOCoSx^J@g
zGnaJmz*oi9`99$H_{o<0MW}<ka8#V3MBdu$A9osj(slRLZ)yb#!pGlK@0-B850%PY
z=%Euwjl5kIZX=E?uG@yfPxr_2KkYpP9+IW7?gu}42B{Oi<)QB4yzt3(H}v>B|AX&<
zpJG92Z>SGo4&s0R{Zb|Vf7=2?I}rVV=m*3&AmRWK2Z%U8!~r4>5OIKr14JAk;s6l`
zh&VvR0U{0%ae#;eL>wUE01*d>I6%Y!A`TF7fQSP`93bKV5eJAkK*Rwe4iIsGhyz3%
zAmRWK2Z%U8!~r4>5OIKr14JAk;s6l`h&VvR0U{0%ae#;eL>wUE01*d>I6%Y!A`TF7
zfQSP`93bKV5eJAkK*Rwe4iIsGhyz3%AmRWK2Z%U8!~r4>5OIKr14JAk;s6l`h&VvR
z0U{0%ae#;eL>wUE01*d>I6%Y!A`TF7fQSP`93bKV5eJAkK*Rwe4iIsGhyz3%AmRWK
z2Z%U8!~r4>5OIKr14JAk;s6l`h&VvR0U{0%ae#;eL>wUE01*d>I6%Y!A`TF7fQSP`
z93bKV5eJAkK*Rwe4iIsGhyz3%AmRWK2Z%U8!~r4>5OIKr14JAk;s6l`h&VvR0U{0%
zae#;eL>wUE01*d>I6%Y!A`TF7fQSP`93bMr|5qGn?`w_=3yxMLJSqR?k>FPsa+NNS
zy~wL>>I-S(*+5g(J(YFI5|S>e6aiV9R@biAF*9zGl`{CLCRtXk%3iut_qmO=Mo`?j
zPKjz|PAfmM?(K`OOXp1->o)ENQY8MpTlb&RA*G5ZPO8V0Z$vm|-l;1k{q*2wa=dEr
zn`aT`>i%_ZSy$(Bb_LZ9%{0kKO8Bb&W6eKEZW&Pbr&51|gvO&Tp>pMu)5Lw%%3evU
z<$hn)+K5|^%Cp?-W;AV%W*o7qQ}{Xde$U}B)z@TJK0K%6>tv3WQyt-qS5-H+PrUZ%
zV%??vM^2bsPpo_Too+xv&{|b={=Av=Ek{*X?o;<43t7}v_oioT%3M>m4Yuq1ydzT8
zvYFeqxa5-RhthkKM+6h=rslN+=*V*F9=<tiyjmToYRJee=sgs#`XP<Y{y~3;YJ^UW
zTga@5s)rlhl_c8))qw!T>)+el>z>meEf;NeulpQiAeS-cr~2k1@6o>@o~o56KkfP=
z8>G5=e<@#3&P(;}ve8#EgJ9K=JG(?qN(I)5J{2C>%z99lw6a%Do+Uta;^mK}FNb~V
z4t}fpsmp%7E>}c1y4*2Y_5Oo~A1t2|RAr4cxJ`2t>+A#fU6a#Jsq2^9?ZzZ_SM`AE
z>8A(MZm0_WI80D73agVhUf{9mJzXcgCG~jT_C#H_Z4_rEm5FNcq@SQ=nRDG$Gpp-j
zQvr2cj|(=>$=s@w;QzPqVb6*GW8ggescxV!ULiurN|cnDtP~+Rwi2>O_TGDMuD!48
z+OktglogUAS|S=UD$%P@DkK`hd;f#`x%c-w&vTydb1rbc`*$zAEfYGIO7DbTt_0J%
z?OH9RIK2Jn%-cQh%P=-+!*yp`BnC$n&aNM>L>;3#?(9fEn5ZCLQq*?Evc@H<*U@Br
zzt&tHKz2qB@@1ATVjUb#e)YW5Ap`qs9p4vESVR2Lo$aBgb8(RL?u~0uGK8vM`Tjzy
z8ZO^xI9e_j3I$EQbbX=G$Sx+?-pOkYrxibz2S&$(t$p}-xJ(!hU5jG85N?7hB0jT>
zWtDJoid84vKM>*hV7~9S0%SMf8BaNyhaZ}`9d_RFLHX{*6KpC37@Atkv{#5grSQT#
zZma>Q@|@YjrrsA4jUKhfr8uF@%6GvZ6MlFvR4HsLD-E36UIy)XPQtRomtvCw{b4Bc
zx+SXs8NF0j16GyNAWKhdL|LvF1Rd1)<d_Lq`1n-o)5C!<k{+@B{e2~#?8y4L+b{z|
z3(fz256uP3+bXL4YDDBeqTF^w)*p%$N=WivvH0$)VditgXnb}1@9R6GURWg4$hE<l
zhsH)82V6TyXtl2(>&#9f4(`0B_<L6Y9=W%^X;%=BWygDaN6yFN#I6^t_q52s)macZ
zTI3JM)`Ys;1igVNY~ZgcSs5HV^amOwOHiN9^0{4Z8ou0RO5^yKh%Q=B^7h<thqB+N
z=nJo!qFj&mnf)@+xc>nAK>FJRe7D9_Ao(R3d%toNd)QQ<Rjkp7xeFOtWr-$?HGW{?
z-(4C&%EsbJ-nRXs&R9!hlzoQmhOBQG3_ZA_AoqfzGj&c8et$G?@G3SMQ|hJPyE$e<
z*{2f<;R4CPAmY#`)S!UcA@YY5AIjj=rcl3IQxP0~wVX9c_Q5{|u^l=Fk(jefY)g1G
z7A<p5=Xp*Sz&_{G9Q1+_Q1N6lk57>dObnJcU@s9a8CG0Pd*KbLG_xz?1}P|aPTB01
zR~gXC^LTbA5Md;>nuQ^qGJjayFZcc;fr6|EZSa+Rw2HQS_gc&ge!e?H-sML`tJLZ`
zf?^p;BnJl!9M1%e=T~PgoQ=SsWL53zS8{Op-K!28LLQ9KHW{T$SA*2N08<(Z36*%5
z))zk%;lWLF?uk?C$Qx8tuTPzea*<Z4Wg<E7)!<u_zj6YcE}ib#91Vx8F0V@g<N_3s
z@2-Ern}?sDzcC8$$pH0xR^BnKzJT{E_2Xod;P}@<b7s0~@H!U2S3;AH0R^x6dV)mZ
ztas;Mi_B6SeZle0mK=fi5ArRIQw0M5tK!m-jWXn*9aA>EABcG*Ho?}nz9`}xP?g*e
z2fJfczXWlUp@HYZQ>j{8H2)VzJ3^ZbC%N>ziBF^PoL|CIwg4;i*vXcQiE&WtBD9^E
zmjdU1c^Zm;s6dA}TRk?{G@NOeJ2vEEkJ5J)1h(=>=<)II*yg`9oR=Z9GeyMU!zk*J
zWYr{0c|d%Ap4uB@j@AFX7vYaVUs<-AD>I-=Z`tJykl<}zHthz1459)pBUfXHFtcp-
zdr-a%N;l%3vL361&dCd9tyg35eXqi)sQpp!FJY`hSSSNIR6mEw-XKBZsPa)}c>;WY
z7<#g|*%pPAOYG~ZFJY6n=5XSrY{)rVc<aB}T)cg8BFeri7ObRq&_)&~;;;0TxRgv1
z)E4&%$7<%n9%osNJgO=jq93aFlZZ#5>xV;{6w9G}@*h2|M;N?58GG)IPdq5KMfb*3
zWa0%!ZZjU?43uQH*)DMm#gdas*Gj_$vB&o+^I4TF+`827gjbwE=#&4?`PMQ>G?i6n
z6VFFMi_>SXrbnW`R!}z6o)mmV&nWz4(;j5_IeAjI6QJP40xkFZNW8YZanjD;3#<kg
zgyk)wpl@4W^g%b}y;>m+Y3irom*yi+tA`yyu=B^0V6IFw|0P{NO??WeJG8=QGDD#1
z;fWt^ZV{mHIJ{v&&j1xJB*$)7I3k<A<q_)cbP#uC`d3VOE_K7YcjQRg!q1NFblYE)
z=cCIa`=4?l1}8qg$=g>Bi#l3ist@Ae4{^n2KPd^C6EqDX7?MFROY%$|oi|>JCkdu9
z`{JH2q}1g_FZ6fnVd5D{LaOB0klXoTn4KOxSizhE5~?<w<+o#iB=GkJ$s!5<qdB=U
z@--O^&2DY#Du;n)evj!8uLDTmzj~!(M=tsso@~<|EJT_g2Y%NOBk;6uBA*mn3Ov2@
zQ1s_t3%KVzRP?GO2=}iQ*?X&`fYGh*s#I+*xF{lW`|VdUF0<$sFK}i+-updQHT2Vw
z!{Fld8mBdWqMKar)ri4e(l6gUIxK-qKcnAIZv<h)E2F8C4`X3j&DekOGzpw`*q!`s
zM}+8_5eCbO5Ue=gc666Q9v+yQWvu5*fFYePehmqMKwBEHeL>6@-Y-vF{aiqRpmfPS
zyZpT&eN}IHTQ(Znlvy-Sn@7MwsjtR!8X3r&)pzC_XEroncYfoRn+Tah?(u8CO>vds
z>z&H8#VGQ^resFh4-{MlPWZUmp{spac86^)H2jP_x+PSJ9hmcJ=3p|;yr!!)o}%b?
zE8QUnCL)lVb>ETyGXaAJb9wcFa(sY30emh=s4m|1^iD%Q+@0RJ(}q6|l$+bd@AKy3
z^WBkOy9QIyLW0qy<zg;m#xV>e{|v_b(4VVYYPle$@tf{jeIeW#cQa<Wl!CTB;WTZ=
z?zm|vEqc)_2%k>T4hhqz!H<wd1Da-Q;A<JNv*0j<H*VimcD4(mq1Xem^NBb((NOL{
z&s+$R^Rp}B%^B!Z7U;@K`JPVj?t4`hRfR&9$t4-%Sy)H!cQj_W4Bol4pQ?y1M7!Ld
zL&0Ow&=}CBzIieYBIQ2qtACY?R6@cpM}ms*P}p=&{maY9-9EAZ_Kh6enS6EESSb-g
z5@TG7b~@u>RgoLKKGA5xOy9xH7yxf?R5o(Ylt8?-v1Xfo2{LZ{a>(wE#Lv8a+kP7q
zz22@hT{vZrT+f!N#N%=?{gdSdzt8q?=txE!r&TWWoN;*h=3^YrbarY#*_{W<vr-w~
z0*j%pb7jZp)5&=FLKyR{#bneYCNrOytOE0$Qa3!pcA|1}r{pJ1H|%Tce|LO{h@Hxz
z?G+mdsI1+c^`nCXzM!2hI93ftciLkj&l7NrRQH{SfdIU}-}n6Gibsu-tH+7INhsIR
zEmJX^4w^zo&lN5e;*$aLhm~{r80AY{_ux<z?&|crI<KAvXE{W>H=V;VV(HgHCaDN}
z9<ed0X?kM$^k`;UX)ez5s*+D&D*6aMm18sYMR&Sl+Xtr!u=SVy=?VP=XcO(f|E8-D
z>1H$5cZnrIz*_yv;_eJEtyw228WliOuJX{)MKWqHJTRYLafQ_LLSdoJxoAQsV&=%1
z2@}-S>Y=|2V0mWbQQHA!m~rEvV$jLLQQ<%*;mkOUxNJM1+Z_l74<89hzxO~l>)6zu
z!C1&H==k@k$`U%mxAu{*1wx~NsjqEs2-se;^D>JHfnt`=75s*w=>F%x_!XL5gp($R
zbBHA%Yp^>umhK`}i%g!8zu}J`jeJ$ZY4gzheRwzf^*nfYptGClUL?+@vgNLS41)u`
z`}Rmse7*L!g{=>1<v0_@aQ{s%0Y-0vl~qeRzTYWt`hGJSd(KWD=4A*0wQpvBbE%AB
z(|X$L%vcS|lH|5r9%bR!2@b*2g4Jj~eA-VpiXYfo3`{xc60lQS^+?6uIEa00L|rtK
z3(k+_`^81oah>Umrv*<To~&J7p9v0zXRIY%cc=)kA$xm9tsxUtsfVI&K5&QD=yMS&
ze!d`M*r;)^B?WN5E1UVlOe{Ypo?^|D08iW>R`t63g3WUG-;;qcP$YjxQgJFCxt5uv
zpZ2Oi-V)jU)S+BtUQVWQ|3m^!g^hFWBVHh1qy08>%@r5Ukxmai^#C@xhs<%u(xH_l
zN$KpYAD$c)tdcyPhOZ2pMdiLkgDdkkeFbk0o~P4de!*gn^dIR<X1{u1rW>sNT+YH%
z0n9V`S7X3I$asn+#{z<ilwZo<A)@oGTS6`m$Y9zM7)Ga+3a_(dTNla_kb3S-et)nU
zu*C97xK8;%r-tAQm!o9NR~Mhp^Gn7b8fHK9xk53O*ttrzYztM<el1FTC78|G)=@L>
z0Xm)0&%`pcpf5e!TSY1b-jVs_&t;?{fx+1P;Q<o#N$mW&rWk+|*?7;oN(+vRHQl}c
z@gnH2<O+t|wZrv(L9q;0iVyT{{G~QfhW!`sl^!fDL#?BB?>{JJ;EY~^>28@q94}-i
z>3j)>N2|I(><>qmzq?lY4re0UX}5)8eG+^OwC4;k&H;<AG|NQhELd;6vTFy~0Xo^+
z^lLs5uu|;k!KIi;43W67EU;DsosXS+x;LUg%ZOn#{7V)*otkT96(>^m&9|RrD;-dg
zdB{>M!wFB4w)MIh%HZQ(nk#LGvys8V>5zD)0d&U4m@Idb;j(BqpV&$e7%OV>D0fR@
ztbK(3g}ONS%gwg1r5uG>;iSRY%pmCR><B8lo{PsO<e0pl5nzH_b!^?!06z5@I}LI9
z;`2}kD!)%&Fu>UNz$nfF*bbgsxO_JssiG{-uZIWY^(X&!OH^cFpVjBKV+Z}9Q~S`z
z?bj(7+r)lQhOP_@EXPAKuEyc=7rjx%-vrP$k6E)$48g(3I%npx4BV1gA{%l?f^Y5c
zZZRhZ5Oiu!Iz5{W|E}74oe;T%1oif=xB5}wel%>)iB}aUv3o7-;y@Ohx*_oco@U_D
zYSL<#H$^A*4hB{#IpOuC1=dl;EU4>npeLB60RyA&`%4z~xb-)1xH85VCwD2Ntr?K9
zzRWgd^;9<8wqds=XD7q+UBY=G;ud(o@9w+zt?4MWw#{YaSBMY&+38*!cELxJx!(PO
zX*dx&F&UYwjUWE;f9Y>Yg0lygcJdvRf&N{}9U=k=cuy(GB;u0-@^=?CD$Ybe@$5+&
zu}3-Z<m1Bv<E;W@3T+iEp2&p^35}{lJrQuJ{aGgs<iR?(9-rpB49t0P;p}!s94wnT
z?mh4Bfr0Y_A=lm|pyV4rLETR!@ZX-v@rcbV_@K=a(dX_7n?W6%jNHkX+MRf}DYzI*
zV!PzJLMp-XU~Q%5ziOy^JY$qCkqbFN32etS;~?tSUI~2>GWw4g+<9Q`jq1(OS^L8h
z@cm&yk|VV*?(f+tk-$a50wU=H-S<LxO)zNRnd^&e7fw2<$&!JT%k!Ben2Ae&S^|2n
z1z?0`*V=b_PlyY?!@@!@gTsns6UMbjREX*QIc1lNQWAX+%i3LVWTH9QLm~wy)4o{k
zH%de8BuMw<NCOM~)uyPqEch*?b4g^r60S(bxuI<y=JJwx?~+L{Ngh3UFE;|H3C0?_
zwQ2CZu-#yHzBRNxt)o&aEkv9#;4@c<f#?C}U!~uJFgn#$Ow-mAwh|)imskSPtuArc
z`EM|)m)RYY(~LrC6(#oW@2NN@T{E@eoChreG()fagF)Xu%(&ur6<&U}X|p;<#)F1(
z!Y22Q;=#v+FAPix5WjwUGf*ZM9u#VGJPR~~_yY$&uRU~x=!yror*0GRlJJmW!0T{4
z5I3u%nVk!(ipq{Ahr?l<Nxxz9N&zaG^ZreFn}pQs+m-KP)FJxW;w8?OF!1P$WDoYp
z1*&Hk$Jp%>G3a+#XU-WCc076Hs%BP*VxP7z>NRGA%a`Xm_{b8+hX2U1{d0t2I%P8*
zjRchITD8g?aDWZ_AJ30L45WRR>KN}%gq3`s*WUswLFN63fY9d*WW4WJGUuR(j4wIQ
zRf8XheR#TI5fo1GmyDM`vJ`-cZ#wm-zC_r|mw23-V2IL9dc3p52=ICsoj;bIkL}|r
zK|hn@z`#Q%OhwfiYJx0(k9WmG4aLz<s(OG;L2muyz8Xvk4!uwmT!QbL?Jx1065zqE
z+S^rMk3m+%p1mrvA$aDRaKq>!N7Uf2X*nvH57l?CuwNYZf=bH}-_s5YJ&B3|)i$-s
z5Ja5)Lem+Eg`Q%zT#|XnuFL-V_md(_{}w-5=;8~7={tS2b4d6fUH6pp*)-tGAGj`m
zF9R;Li5|PDUI2Wuq4`XIO)x7(y<&qU6T5_LWL%z+LC<xc`^+J0G+el;lzcN3YDD0D
zSU@GvA8wu8;3~ueQ9SJ-sY#IVsp>}0QFU-Lc5e%Ja)ImlBk}DqMU>xB#q7zgNUY^@
zGz*WkhqzVWCwZr>L8rd*K%V49G!d5I9v&b8G4#xoMnFDJDsBHayp;~B_lNX$|1pPS
z#4|bHda^L~I~I69sfB>7EcM>E0eE?oGn|W}llH%|i#eOpL8oTJ-N5QBHgF1f71`y&
z*W&mUm&E|g9TzMSVN3#>K%x+zs1C+?G5K_F<-?ILSMCX~5#job+VgluKk)7w>DA54
z0GivOFInD&;H(LAO`T#czV&?*I42T^{Y&hDE6HIH{hg-%RX7oPS|*&?KPCgYCAIAF
zA8QnRxvBDuOoZM8*M6EgSYngI!Szw9O#D&%G2v2OC_3{5usxTJ1FG*n8Xe!0(Lb}&
z#r8)U^l2PlP}oU;UoweuJS7nrE!;h|N?QWE*=N$dqGK?!*ID<}D=!@D+?U7kD-xD3
zc?*0F&&0v3nwRd1l>9UB`Ap1xGPbVU--0JjFwo>yeClN$94e^V-#+4q%2{p?YzLen
ze(~FE_^VJjpT2Zp|6?-TkQVu2%aR5J1uOGWn-okCG{}t=B!QjB{S6mxJ6N(kZD~PA
zfRgT&^ZU|B7*!N9v4bfdeav?SemW2bGj|m44<DBUNwIfPm;KUl@t3pW)z}bJr{Png
z|3$*Z^HI0-FOZOS_XcsooPY<f_sGzICrT{5FR8hZjb7Dz<D(LSP*YvR`jn6oHYn~i
z?t4c7g=u}NOm<UH=wA$vlp*7`%nR%6^Tr@mQdRu*M+&%g#EBHXipEX-<K>ZxzIdc2
z<9_2w0zOh$zaPX|j_MN{M~i^~b)ydpR>$*kVdpn#=?NvYp*<CK^+Ph~Xiw%+8%Mxy
zqZ}(Gp<>+MYH{N{=AjjFn#b?5J2-tmmAxdCh;eJH9Fra@VC;C-Sd21X*~Tk$7G5Ob
z*l~K#Tf%l|@H=O$fr$)@$9*Ti&xT{GgYg8<{#-2O^@!fs41mfzmaM;Bqwvz1*D8c`
z0&vDgN^KnQ!<3}V9F=rqSlJ`;pX1Xcc)1|o)AiC4*_{mdI+K&JB<5qk&W&<>c!yzI
zyDSZ!Hw<n$Ig+sLUd#90Rz;{%f2R6zGsXY$v}-%HnE>yL?X|=5S#Z<K<QuC-CieQa
z(%k*y0o6V_ou>8KC~iJ|M#q7GN7Ssh;eZ|9XVU607D|Q@Lwl341#h^dm}RZ>*9*8r
z1)2-oeSmB5umABKB>Whe$R?|vgO#b=8B6^>=)>vhA2pK)c48i*c~9MN<;7ufr|b&c
zIdsNH{y`?l^Utyj3Iw36qEpqz;VfW$)k0zyPXbkmX)*1@7>K&(tkWA>1jWY~BekZ9
zz?tW092IVlzjs)_G?penWZ`>_50t#EV@+*_hA9>IzIz$)`A{^7(q!e#9WH|NeU?Qh
zZx*5LPA9${GfHT&eo=<4IT3f1d(rgfIADcbi*i#^IL=U42y;aipv!6O!T*v$yG+<v
zpOWV<@9KMQl%4=r?9wmZbxg(g!-2z}X^FV*s>2_Y77mMr_XC!rqd_XNwYt_!1$F;>
z&?~$_M7`4wtIn_y;6hk$q~SFZ+*F$jNfajnUA4)z+q>dmaB;bseU5~7N9C`{-ZKEz
zFzPFea0!+c#G7Q#5aC{{ML2^(Ha@(CyZ3D+!x3NZ2hSUwkr+B+(^i^>`gi8PoZ?7D
z@%UAFeX&B!+&$AUB1=GaPNpeZ`SY;);{4o^b$`rt?v9Tqgy8UPwm;{Gli|PnpBb<2
z4#XA9OP29NMVO$?plbFx33aF^uX<dI1GT5pZPZSQKnSrAaeZ!#GQGEl3^c=`(d^ML
zO^P3oOBD0YlFWc;lN#xPU}w<Z*|3ZJs~XPTzLmf4RupDt$t1>R`at!8vCT}id}O>f
zCtKc_fDR9Ttz}!L0;|}L(Dln<__Id!XCQ+=c8R?aZw{))rOHzw!4jr08Y{6dbhHpo
zQHA8MJLSOB=Ug8S328w__=%dmiG|4dGIrI{uLLTb8vGZA{lSWDy!)$50-F2$89rUB
z153@;&8mko;Xh_J4c*TXSk!mv+HUGZSnz7Jvk~^jgofrm-GV|$luHc<=@4LXVxE-f
zG{DqG-=j|j3b4Mi+U=5&8(zDfvxq14fLd$Vi})fDm>PQ3MD?BEs77nLgB1}|kG`k(
zCdR@2xxG%N2|lRxJ;!SDd<KY_Wf8O8lTa$!<kgqAVOTPC?8m4NWe*$>RJl#zd+xs-
z_T+yE$17)-tHvpN*)_6W&YPb;h|?>9;Z#QW^*@{G$IdB`*##d$IZR>VgI~<Mx4AfU
zz<6i>@nGbxtoyk3IRu{ONr{l9ld*aF(aGdX$*|G0z`*E|ikjAQ!dIdq(fF<W?qPBu
ztm~VcBi%HCh#M9REsxXijsLH08c0NQ&Q^|_dg&m@7fn+hZjA!M3J!)(32>Vkb6K0B
zU`mhg@#iZfxJ!J+d+B5dcAPgoBYh?hCBBc`Xw=C>nb$u`6G;R#zkT~Tb4(6?J=Y*!
z*BOn;l3CQ1cY@G;tcU1UlLY+fYdn{z3~~7o%MWY55+J-`^s(t7z&eN8^_#<X5Es(a
z=c%*<8%_(mQb80xcV5r^!*>K&Khmi>g_fWUi`DK@YH>82hK8w$BB1^ovsXB(5+9z3
zy<5d(g!%7ix)!A=-#b-p;2do+%(VQdXtmBls;1P*`xnXB89gs^FE<O7zAir)Of`ju
zS90N=;{+U>pZ#}#)*ty54op9Y3_=Na^-$4wrO^0QJNbcC5kwR)X&mM9gCK!~*d6?N
zI5aCZy0bY3jSt_jDL+6!hA&?a>J8?hg2T1ed&NZT)nlS&eqMw@Baa1lo{I-7v&OZC
z-==UaTPi}8fdqm(q8HN$M5JoF@V?K8jD?FziUq7>Y%)}zer*>9d(Y(;S_-DXse*br
zl_h%!E<WE14~_8j1=;ap`Yf2a;B(~fofJ^sI=IsJEEV-Fr3jN3BTzJijY;FG3tD|<
zlYjoA1lw(_n44}JLu5s>t<8Z9e2cbM%##SX@g&4PgM$Q7RlZ9m{Smmk{gI_Kg=c)c
zH9$jsB>^fqJ}e&GuK>D?3?H>eLecWZ50TgtWthgXr=N}91(Df(_{m~0FtOa^IxFc1
zbR?hK`5&{ubatQ0F9S<h_(ZrtpG|-jU;l;RZf6)e82?Z`KNPN*II-DMcpWRXQ*&ui
zIyl*xa<P6-h04u+_xm|7!>Kz2M``L*l<adf`m;9>fQ@EqR5=f%%UW~p9La;vv8joI
zQISwRvsttvNQ6Y`;UWDmC19NSU0seX8D-Yb9Cx!c!U<X0Z^o~p@JmEOcC58CS|0IH
zUF3>{=v5wFX&x6W*z)1JPeTA_+Q+uZ^d2BlcklhFgYh6L%5@>^JrTWUesUcvFT~=#
z(=TV+qVb^Qqk*KDJkV1yGiwU>#h*(4TPfiQaKHTm+r~f$UUQtg8#<qgRy(!@Mf9_P
zUm<APd$ADCeGdG1$Tc7PT`ftUD86nY|D`7fzde}Jehr!+R>MT6{T}TcO}JAun4CJ8
z58=$Ahg?L>flB3wCcj}Eo*M0}U8zlg?{@xlz9({FocZ77iKRGTqZhOckf!9;7oM|K
zNZWvSm_%@KRwN2D?T8N4O@`FystMLdX4t)E+s8PNjpdBT-ap%sgVHo=O!Qm2uz95K
z>Jj~X&^)&wecplqqMrT9Ius5&-}6SqM$iE1tA<v$<-<{wBioqyS0z64*~zNM<&G7%
z-?bz#*aKHa**-FbH^`X2;qw2N0Zku?MyG89@jqPx@|G21$+f{gmAL|V!MG>;aj+@e
zTpym@#YsXD4z5i19qCZ_Gk_yanTQvQ40bkAcyMW#n7C<72^2;ZrIZ~_z>~fL$3#6d
zagUii6%8ei{jGa%MweR=E{ta{MN@d+ga3A9(Y*_UeNQB03Q{TjwcPE6cwj#G_QbiI
zZKUXh$m69RO77~FBxuiYIS5~}p3l|~iGabE?X7=u?C|EU^&40I5unkWE9#$PGMc@u
zS~NVJ0|}2VY{gau;iIVF)a#oisI4{STbN;i@#zj4sx5x_<f_g&gMHCJ8;%X365i-D
zkdw^LQ-E0p`6rtq^I-Gw`rEPjJeUrC!114b5{$}vq!|C8%&lPwg)=w&pkjmL>h$q6
zNGxfb3b>XCmbp&`99|`$-$xw{Yj$DW;dST+F_D0xCZ5`RU5O}#*4eVdHo*LZ?Mw}Q
zEJ_mhOrPBJL*{?(E49t>uvfsMkK=q8G|r~{ImnlT=1dPCE^U|MyVO4}Rdji%+;w+Y
zZD$-jmb4tDH>K=xZ1x{>2mQds^1E*I-BeUSf9~Y02uwMy&+xO445dad9*F;QK)%wC
z|0ywRVaLd0ThZD$xDt83#7ig>;^;n&_&pAW>5F0t3E?r&V|PMJCWnB`6%A*{+%Myb
z<5jN{PZIEV{hrq?!VX{=87U_rL4sfAeaD9>Jo~?-GNT)-ekfHmEh?TH3-g<Lmd&?w
zuxh~9$!jALr&Aa`z1vMes$uGt`HDAeeZD?-mNf}PY)6G-dEKDrmWIn4{Q|U~qFplQ
zC&7o`c{ePU?Xk7*-0_^WKxmPe;<rgm$Nc}?AC6Ey=WvJQqzAtpyjqnbkNbzB_^aw0
zpUwTzXTJTvWI9W@u}kh8osSEeMb2JdY>!0CRiWEIt>RIBk+C*aD*^crDxJJ+BZn=T
zPnxctO+`C)UdhP(1QdRE-}mk1LMVKrek}ECK0fYe=)W)+gTY7sZT;gc!jZMifd?)G
z(2yQ1I&(4_f1Yv+Zn>2XH>&+?P4?R2pM$v{HFhQ-i`a{th@o8gut@vYr7#n+jGe1~
zsh45I#>0Une@agOA&iILE(O#(mtHwMwT363H}3T}`r($-*s%-eqoLO0W%Pr_B)pd%
z9U^`>0=C|r{Uo=$1pOmgNK?NfQCI$pJ@w6e)aF~$VXw&p3%A-X{ulW$r#{~;bUzkU
zzdSubnl}Y%vH87jB19<Iy67G!?E)!I`)>2?O-9n90hs#}z;*C;aG7i&T>QfLO+?!l
z>^M84byfG^nGbLG4`@W;xjB^vzMEtuG{0A147CSZ_6OFml#TLQqdzp>m4oZ}81dx3
zeE9l%!Q0)Ph#lOqzGwd>f>vMtlh4bQm~r*uTT%5ibP6VK_}YZQ_uw%NnyM%Y-<;s8
zZ_2~F-@aH&xhLSL+Or&oEq_!i^<A~84TfXA<ZFfYDL`fWN7&gv7gFhSgJUibFkab<
z&Zi<6uH<~2Y^V6dj;ROdg6xgZB>arol`F}3;ib$sn;;@E2%ddd9vT7T#_}?1f5Wl<
zK}n}Na}=gu$(WW)rt}0PHYH<@gdzP?_MYDqo>IHpw34pC2!kWVOMmW&!j^63%h#O=
z&~QrO_x=eVX!$55`txWd2o6x+TD1*=?+3lSWqyR>okXH&yMF<63OR9bN#|lO+1)C_
zA_Ou5Icio_NywC<%X9k{8Lo+8h?`X+*h`*OxlQqRED?^eA}^&usaHJ4P~Qvl=Cl{)
zn~UM+3ysGCXJf#?kWR1nzdXF4rSx=!KNgI%TOUa(C1C)5`p;ff1%mfaztzyEaIESd
zhdDZPAU-a}oJXt_;>xW98taItbCjdG>{SLVYAq@!YNW!woTS2{7!uxWj_>F`kOUb&
zv)bZ5kWp@`R#%bQ2X>c=et0VHkLQHq^#kW~(KYt_b>?(kP}CB)jhHIMzn<1dYAExj
zQOi8+jZhYRXMCy2R}~0$Z+EYHWaeV$=h|Lj!z9!kIWwXco(`L{_vN_W$l-)SMwQp8
zN;u>BWphVqCY(R^y+>(>Ef{&&Zt)}rVz{nPOG1S+YE=y$yUm&j+{O#SofPiYo|}B-
zOI<vK{NiD>EF~f%|J~;T<z!s&I=uZQEe14|*K}IV((&V`rx#l&xvxrLSL@hJ0tgGa
z0<(J-WP2*!NNX#C(L4KeCpFVxo%3tKaFs0%y?ee(pfd>fwy{p;IT0XcW9FISc{{wN
zC*f8RlZ1VYDOuy9A(*^T<T(0L4VSC9iZed3qxlos_2{2OaD4lXm-x~Hzs!W&#Y*L&
zjoFvyj}FD4Mvr&rhZjabc*`B#kd**?^7{`Qj0(q+UqK}gUd4gu&eh~A`h_Un8TrY9
zj|C-S8q@UkoS^@-qeI;arH63gYoe;KCq%!Lx_yk*4`PBsNM+Y^fFOF>AjQWGuHCSg
zc!dQ3^eua>Hbbyj_yIaT4#qzRLO-_k*kE~z9+8#71pfp*R&}u`z_FF}@slaRnEplT
z@I9U^O5Sk2yF-b9;&Pit$94r_a`XGk5&ZGE|Ng&M)(R=uVDg&o#zz9Gn)Ju-;c>>9
zji1tbPxH{Bh3leh-*K36|8e=de*zk+UK;9Y_Jb?8Lc*9SJ%n>HUsySZ9kAr%m6!pg
zNSNaLve+9OhFy^oiYFv5gOAklZ_knlaESlG#j8yu9JHqy9{G|4+<H&enJ-4d6RLl~
zR2Tx1H1g{n-#k!9^-a+{qdPo0;aF#6oC+dwB_~2pMdOpbhm+naWWkLGv}*<Gk@%b@
z^v|>>5#IEq1So~MA@9+(`NxWxAjlT>gTW&S#F)+L#!V}sAn`A`ydwiPo{*{~e%oVv
zGpW;?qY!UidD!ql(-Vd^J4NdlDS1c1U_GrhB@YmfWuBJ}!;j;^r_GI=L3Q5?w!fmu
z_|~sPT1m+YV^_pY?+z4WB(JY^+^a}<B<ir)w?IP8Quede8zmq#;}y$el@DDPB+LoX
z`H&gAXQ8_&0NZUZ%9T4M<4Ze_89v{5OnqJKB5sxn)smAI{nrbT&z2>XT|fXdri$Mm
z=ZONHWJ%Oj^g#=0yV-|f1-Py>_Aya60;~tV-hVw41^pr|)2z1%Ks9*w3@IuAcg*+K
zx$%j^kL5k|#Ispwxqr-QIav}$GC}xpSSb{~b{sXaOh8f{)8S0Jbo?qbd;7m#Y4EIG
zsbk`zA?&#FVA1tLA~tws{aX_EM&qjm&dx!}s2Tk><;4yktehJ+r+*>|%^!XRr5I_T
z?P|PDEQKdMSKj$WzdQk$WF}`vO3IK<#iyY=BNp!F9zOYjB@%iwSIv~Tt|0#_ojD!a
zGBh}REz+DN0V~rFG-~g4K*{5dul>(ceA@P$*`W*R&@)v3VwtT94#<C+_j+CcPHjiN
z8~GZ+=XrYfN4Xh5XRQAFOh^{IXb=r>?I{2$ZoWh3K6-&}fT|pKLnKa=|KMgfOhXr)
z$Pd}kMbK8mqkrbEJX~Z>Ow5@`!Ms!a+!Ybt=<wrHyTQEzl=AOT36;Kx+BrHx?B4E>
zVd?j2e`FZmv6i;}tCoj}Clxx>$dO3M>bDP)bb$v>Ye%$sT!HAr+LV%#1tm0%b2F-L
zu=D**THB;*h}IrS6ChINA7`r3zf2;;FnC63bxA|PW}e8~&tVYv_;&5nJ{!=Js(Cnk
zCmt;L@7d@zl%hbn{;vjGGMekW<m{*<z|-JA6Z;lJK%f0(bi`-^YVJAUX*iGv&vb9P
z|2mU^%@sm~=zUorsuH5{NHr0&LM|EpK9C7}o34-PQhLCJvVPxE@>F4^bN%4X-T6?k
ze|mn`WlHY$`47>GI}85t)*RSXo`N<(#};P<6XB+hZGogr1`2;UxbbywH5@WMu9*8K
z9=N1i5(PiSAj?aG5Vkru{OzmyAVDt<G+6G(DR>gVczHn6#Xb-$%<e;UzdaN&SN6}I
z$-$gGz5%kb#yHU5*)B<4j4>9+CA{)7QA<(Wru20oeoFu8ec@>-c%AOa$?FQl9V~W*
zMS<n$dg~lj)6YVjFi;^pDGr4FJ|Et(^(5ipn)pdxT1QOX5m;^a=O`98@Kjk)=2o%A
z(S4^rWx!$SHHBWMV&t69;C~Ym0^;xMx)N3Lfg>^TDd)Ko<hpf^HHwghLjpqOO~JmX
zG>U-@Md|qS67#FlZGVh=sC1%0<^)LBS0&E6l8|Ws`CIzYL}=+amOx8G;V0^wR>V?D
zU*gEz(}g&7=)6bzXK*|bwJ#j~#?z3CtDV-ofAu5q)l~*pc}GhOdKQ$|{x=Y~&hJyB
z&JBlkW#O~ox+J{#KF7UwBN|vrd*rz&9P;|ErR9QK6yDsR<9M<>g3{+unDz9RM&7~J
ziEhgC!gA$ih-zILW*cZ6>jg5}#V)U!h*%&YH@NkWiYAKU5fQ7BFu1l5GHT(Nj=kOg
z2}*7Fp=9y$i>?eipq-dXT+WVyh@Q7LW%*>7dgr+-EHMj@>}TE`ZC8r^kNDL@+5>U=
zkF0XdF&A8R7LxUq%S0A?JICww5vbFbB{8cO12T)G%RA(p;XJSEZn{^&IAFri>ZX1c
zmY%u0)Uw&)3cbdUBffUfWy$mMhjs#J5Z2q@sHLJU?I`EvS8jN~QmTjim;mPwr7P3k
zi-lui=3NRzDfruUdrnr11oiEY{oBXQKwY8nPOK#X0=|2wq%#sBVmsF*A<hn@^j<tq
z>WPE2o4rw6ooS$DVD+b6A{lox@4sPkoQOq*k6*JWXCg`HlJT8Sen_tp$-{ds1Bx}P
z>l~QlVTIvr4#RW;GUl_*9c&LlpEI*-12Wm@n!rf(`4R>K{B1?6#-&JR{x)~}F@?9W
z@)id;Mgh0aEf~0X9;+(ud=oq!hyLoZ(AS;|xEVO!B9IUIX74$&!;P@v%U6!Kls!k9
z)E;D;nU6xNEmFq%eo#nz@%#Wqr;b;Z_-&nu#ZQxugZect;|}W}!;>eE0{catlxgV_
zlw4iOHgzO|RY6oQ`*;fSmdq>*v6~{#_H2$!5DD|FEY$;#ltC4>G-m-{A@+;jQM(;q
z0K0c*h5qG8M4#i2e<dACLtl?6ff3OZ^#Ad6?}eSd_%FBY$v=Tp_-da~e%QP{f_BLl
zy_d;o|7_hoR=fi5@4A;m`p*#}RknK#GqTY2T*-V(wma1S@|k=xoPe=E$5unw48gnX
zLEfbV0)Au~8Z-JAioctlUZ$sVN6v^cnKzw8Fc(UtRuu9_n~kr>ZW(%`mv_9%!oL7K
zWl7~6_LIV?ScP9SbY`QH(T=aIgSue<U^O(s#0JW~IC1O{E`urM=C*jXB=piVA4>@=
z#q7tzBTubz;34yl>ZlvKFijt;#BZerW(Pt&&YR?*Xj(P<I)4;?A08O%pe3WU!+`%l
zoh2}3cS+MQ#NytmXZ9Dll2BKI^FG_P0_^x3$*pLT0W7yZoSxfP2x}{6V?KS)K;<Lv
ze-o&~F!R$9QR>JL@QQs*b^BE=Ood(b<4aYAZM8_|+98U*FaEF$x=G=G^3<jgRYBks
zq5J913=yAl9W$KniH1R%kJmN_;^3hTpG4A&6nvpJ-ZdVogRk<HWsg^+V34@7r=1ri
zcdyoQsrCqfA-k|&VU)Xtqn?puLPic=&+$5ud6x)FqZU=4wbL;Hx{uZS2EoxknPH&g
zkMHhvC2**lp@dwxRnUHaICR#NtD3@d`Pa{{n2F|MRB_vNBa3V_yRvD}rr-`=FH9%S
ze^G?W!&5ca`=il+;WbO>t|TCho2jq)lCjEh!AtB75j=0s<5XKd#b=fM8ENo=@%WKn
z4UbA-!$rh<^=$|;(pe0++>?M49zi)D)tr%FVg1v1v;_Y?3Z2olaK}bjlS%#+1Gs)?
zux_I;4zIV;z6q+Wf}V5sb*q7SP*L}z+$)ySpS{U9!<QQk?7e=C^~Zg&zDZNP$f*Fv
z$ulQBu9o0dxskTvw{$42{_xu%#tp?E`Q?0Br0AM0!>{v{{dah8yVy>@2!y)exE4wd
z<v)Gq>(llE?2+Wwuziz)cjr{@-TO>L`!c^r_wwW6%#U(KX45?AUb;@|X2?O#0(T3B
zeoven*JqNZON8EGGXnki4pb+q)jCYrpfvF!>j7?M$XnPH&NueNc-Q=&Pq-7Y<+*4c
z{5ub2;_6E&vnsf!g&wNQ6QLr^zxG6O85pH4ZV1yRz#}0fG19sq-QMc4Bfrw&cmDf@
z^6^-duC5OdGDv~e`xNCZas^#}b#8&|M3miYVq(bb4nMxVB>$uET(8MFR#}-GBz_Z@
z_D+q&_!Z@gr*%@Hit16SY;ZnI9`{d?t_#6_Ql}W-zfdSX{>F5o-VvT3on`&hz=3_k
ztiSKG+Q6H`m+y8RGDXero#VS-XTcuo(55mE0??dGbX?mA25zQXN!6!4vHfSW(1Bx-
zure{^SekYjj*1rW^l9q=eXhW4W&#l>$EuV)Det#pnFRC20!=9F?efFhIk3L@Bgo-R
z33f7FD1CjZ97M_ujtY1t!c<v9!ahO-rlvegE1={)v=KL>?y_fq)`|D@Tf^yS!ofpb
zLeb+-O=PC0KCvj;^-s5<GX$wh(mc)CYCz%C*1l-wd^pa!y#HB$3U)lp6V9&AfUl{{
zFSoSPA<N6)CZRhXZ;D@B`DmDfjN{MDj(oL)&An3Z>j?$Wy0j9E=YlZAmZrdVz5vJ)
zg`fQw&x7NI%Q8E8?T{cmI=|_hgKy#1wS(+o@Z9&plS$fK+->#rVv|J)R`nbL{G10^
znw?I*l8#082i#{qCP3~;i1&O(5jGlYz4OydL6;`J(gd|QIA$%rSm;AU|9h^kG>jB|
z6kQoh=?}oIl|4h}-lXBx?rurC+*+8^m!&UhassA4zd#X6-@Hck9L)ttM%!(xscPjk
z{J59@*Dp%m9F@CZH6osk(N1r^=uV{LklT;vgcs>(`zPxUzdZpGGt1jwX?WtkC!BTF
zXCuH~VNJM{J`64scad%E9bk0ro908UC^WRZre@(24pKH(GFs_{aDl6hd%Q6U*WSy&
z;o>2{*u%NNX*x=-cx$$6(z5`GPJ?%-u4KSpu83<zCH|;%dq3BC(`bw%9XMN<6p8c}
z@pR8y<WaEcKvaxVHJ<pe6<xXI43CS9Cwd*oIOFN(7SF2$x5{{&gJ>MF`9Il`h8SLa
zHz@YH<Z}WjAANUdt-u^>Y>ggn_$8s1Y2w@UXGG8!)n-~T&IhFH`klq50;{)IQ^eef
zpuF)xKXf(=r!Iy5Y10Zp@5G}&E`6*9-+2AL`H@8A<P~?9rlRD0)}_S}qoGLt@krq7
zs2?76s5dueF#@G}Dv{^=^6*rYrju!4B2HePh*5Gm2ToqxhnUV<!1N!f0gf0a?2)6(
zT97rz^51u#vdl~2^MbK|oAe0~a#4i1@F54X#%9Zt+LF+)sp-|VL!r22(BF_t$$us^
z17{=R$nd-VxpenSFW`3HM<w*c3!b?jnrXAA^kuJ9r0=ba!TTjVQ*;kAkTv~wyy=)f
z#QrRj8opbJ+ag|z%&FeEU5&<pRmphXVqxaxcOtI2)@dk-2f^tpCF4)KlVI*A=VI2?
zTx|3!-_Yf#fX1HV@26?(QK(<GiB2sZ=`^I($fdbJm+rCKvZ)eB89jS*yu`5ch+NDK
zu2Qt1P1jX8l7ydfRbSpMtAU9x8Ak3+l-_~NDTZ1kKzRtE+xe_FuB!AE{xKmVl_ziC
z97Vs51%=D24X0wN-me_91`>4NEs?&TOosh|pV^*2EI`o=FS_GGsrd16=(=cCIC8=-
zs_p4~EPhm)=jUGxG?xFBAAU~)gBb0TrQt-(Oq6S$tGo=0(NC@(tMGu)%J4mslSE{G
za+U9`Xe|_m-o3NFBMHE|;6ucbFyL%;l$-hCi4{7+*LPFy4E4kd?^tlh;9nxoDf90H
z^qn73bV<quFM8TE`(`41KjB%?BCC$~U+wG`E_8>EZ%zfZ3TdF>zW?m5sazZoIPCty
zsszbxKX`Z3#>1`APL@0D&R}tU>Z7w+IHt#sW@iujA(={Vb9!eHW{e5DZ~n?gJ!jIt
zCwEAYC&y6OH64eh2CXInL<?Maq|384oQqGy8UERGhoQ&ATC=}HByeLcY028-h5b2>
zs-K4vpmpuUMHR|^@?XY6dQ4&tN~PSrIpds$QRnB<ljbUsQ{-LTWvOIjQB(>)+m{CW
z-Jbv1OW8*ptPC)+DjTE|t@qknkf5~W{p%wF+4#&Qi_EqiK<TxHh^RD`f>=-763Z=H
zkePNL2z4ibwYsE6y#yJ=6kjH+tS7-P^^fxU57I!vWj)iBwg|3qgv~D`rod;Ci6$?_
ze{y#l{AuvA#*-V}?0##Me$ZuG1-@%#SS9q?!&);R>V~`r6R$?X#=q0{=`mp-MgOqs
zJSBgx)G#g>`k0PdF=^#?Ss8$%gaFCI7I^cTyeq>HCAVgr*ib8`@Z`OkTj|#$L8FxW
zz*6dIaHsjTJHkB(mIZ`UEh+aoeqUFWmp9$8Yb~ktl~@F<hVqBG7-fKvL!Q`f<5V<M
zF+EhzRD`>3Z7rD==Tmyjj^bHA65-8j2Pa2`bQGGTiMaNb(g))D)YdBPf-?f_ZLAM+
z;rM5xm54KOc#oCL$n;+ke&A|z_`olP&b5N;8#bw^S~Iyj=W{ZQyWX8Yf4u-s9h^vI
zxfu(O{(~<)S1O@LELppVUl%gjjh)tL$iR5@$ym{cV3<2R=q}f(5BvwJKJf%5;H_kp
z!<tL!=;g9{W>vx+C;Ton-DJ%N)<)vh5~Cz|muYA|WpNG+ujwCW$P9-Man32)PWkZT
zX3@;?e#%_`Fj*wiO~Bm-87y(fE3mXIBbh|+2X}0XcZr^hK}Ykuf&3{XRAn-((aD#`
zV0q`%7eih!l|VDC|BM7X#>WDpo|VGDSeP^+p3=XNW2<ssFTj#?*Y0O8iMV2O;5wBg
z5grfey#A?n2}u3N40ik|f;r2owaee)VNJ60PJna}tXb!$Sp}z|^yMod4n+yLpPv7=
z-0yOzcH!muT5AG*vhNPSj17Eze*DJYBzG+Mr0qn|vWJrM_fJg}x?+G-LB^hlc(`+R
zR{Drf8dOL7wo<vPBlUf?vy=KsIO=@JY2CRDf77MB&~x_#4v&RoseTivZ+s=Q!y^yK
zmn7HSkEKFylcSQ#J#*aczGEq~vk0`*N?RrO=cDi+*MyTxl-|y11M3+JZyfkF7@(&g
zk1;yo3VfxMd#ou7@xwbZp)asTeM8h7Pe?7kUg-8flM@otPY-3lYkq;Hyhsf^`rqT0
zQ2`SE*qWonZYj_!J#mobTQ<I<pq<R33eet?u_axN1BsXFZHJ}F;OlhcOCVDUHi-vR
zFlgqYLG+;3t<*gDxo_OBT(k-%M(2aq?fk&JP?pPBAQ^o2zEo69O2WM+_qL5T65zvY
zCr2W45?aEcLnD_9(f##Y^{K>CSRyjGU;je@<%!cJ-;6Wh*x7z(_NI7XH)ssE(8~pv
z6R{q9l4Fr9kkq&xq)NG?vFc<o&IFg;#ul#IPH?yS&+)`+H;|vJ-TC@^7Cg)T?YqA{
z0<ML>6X)vi#p0zlmX0DKocX}XPc=eDF=^%^4)+WkTl)8)Ss@T@3PO8+S&^`n;cktp
zz6}nw{8ZUt6NHuGfv34GePFQpbb;76icaj<Tvpnq^jv2nZzvE8!NGiEyGkq<cw==!
zeKveBuD@Yid8rJu&50|!=900-I5J$PrwHrcW?4+hIYHPQ>!XOznNX<~*}j!o0^cJ$
zPah&*MM6L8<#(PXIKVL3)72P<53;??LKg~Aji+e+a18;riOSK3woC9A6~mKbtEph(
zDZKYXVIhVd4V7_w91lD*SFQ+NbilrUUe_imcMi)-cNk8}7T`!z`~LqZcb%PO`Q=8G
zJMY02>qg!XGDrnXDvM8qgVxHUHwKjb{ebQp((aBZq_OEIhs3Aji|A(E6Y9x$(QWVr
zy#WdTsT*s^C3)hE19hI&33rIAv9%^oCgITsCs~x{g7GSIs-MrIH&oso{Mk4XjVFVi
z;FTbE2)e{n!)WggH>g^+9&^URjeV^TrIq5*#o=_#<?u`xNq*dWxg!m_*s2#C60%{!
z-&p$4oHs7?d`$@NkHtKiQ>>X%$#4*->-O$Ugtj5(lmr1c2tF{iQP-M^FI-6{cC>23
zky?)Q!=L>y(C}8Ao_!qT4M)r^%=keq_llg{iZkw<<K-8XN(APLd&Y;q*MYi~4c*@8
zWW4(@rjJyV4;$LLLn{siz%ZBU#hMX^N4T}w^$jaA*Y~*pEs<L2u@1d9Xy=1M?V&EA
z)&yYYd!n^6O38^W+ZwDF(=bG`@$2V386XvNywb<s9#x;QSJ%o1;h7WW8m~`9K&^s?
z3%kV?l;gE*_9CZK{FSM!U}Ofiyfkm||4eCKcGE7q?4ry!Q*&9Zm0Xm4YwfnI7>H4E
z5sGpb2_W`p2bF<-2tGWdD{%4#5l<ZX*4fBZ2#a?4Dew3wyfpMgrdCx5I((_(s)Ix*
z?%1Yc=1at?QF^lOpaEc3&+U@k#VGWqVNmlz3C@(g-fXQ)z}LoXC7Eo#*j(IYEO|5<
z=HzV6N8&Spl_p;^;Y<va=O;T3-?xS=6QvTphsl&4mGHZIo;alY{v(cjsQ@mR#tziy
zC!?4V?Fr$AG+=xCL53=w2sLXTgl*+iLCI-rSEgAYaKo}J*J=trPhWa-7JTuCmEVa9
zJ<6WI+^Ia6os4_*jkX&vM_@gNw)xHsZ}1g)c=*1U6`Cu2>onzXLB+kwXa03j{_o+?
z^|>3Fe)z8K>->Ke=@_p$J8V#p1x>-H&$8Sk;SJgJt9Nq};NAJU#D{{#kkj;Rk|B?T
zT*mIrdno(mdPn;wd2UKCLo!?QtVBGF7!%lyPo$tKU&X&7nFx$he6lc_LBdO2MOxb{
ziO}$Y!}}h=5Wk7varPG@V8n3YE@#SJ&TL$c>zlons8i-J$9|LuPr5FhylWSNS*<tc
zhZeJd%PIbE#Eoj~$~4$IvnLIoZ3}ds*pZLPGe-{8Q}#jcy?Zn?#sW~i#j{MF^84P*
z&8h+=3tSIy{?*E33yquy;y>}l!PsTy80w9Dod5MdMd#s2<^RQTBr0WOCZWufk(Ck0
zCS>oCz4zYZ8rSC9dqos2vMVRiBGuOlr9=|ZUYft>_ZQrIpXa%s=bZO>zhCDR{lK+E
zs18$qA>5b-_mu>z4;94XPRZ)Lh2?m3e^>Ug_fjmOpZR%NDZNo0<>*qGi_HQbx_)yV
z&QMHAc|P~>w<m_BU!02UPk_tkyCc&CDX?!$?)5ND0y1p|*zIJ?fLo#Wjp#g+;h*}4
z`0fMx7@Oj5XZo%j7sVylProjN)PLm-T?5%LqgbaBt{Q^zWpTy)A2Kjvo1^`c;an6y
zwY}Vl&`s{1E%%GN>W%X251qq_`H}Hi=PT0+Az0?(Dix=$je|#D&u1*Aqx#dMmu{LC
z!pCQ=a;q-&xVuUtZ<WmfPUqekKL3pH+X%e5QgDTYd#=hA(e6$`qj=`w!3Sy>V9=NK
zV<8R%Hx5cu9S*|gBk!5E*LnkGLjJo)T_il{zu)Wh+7NuS=6**jMuONU6E=5aGA4g&
z*?m>q6}OD2YK&G(KtcK00X<D!{IB;US)5V=!n((2pAf&NwYye-?p^`j7D}Gvvy8>4
zrfmaOX*QUtDt7UfawTdEbE;hrRE7^{9Yv{=h(6!x<FM}jD4dm9P+=)%M!S!1X61;w
zvi!^Xa6x<tCgw1u{#>P?@Rm!f$j1=;Vsq@=jRzH=_&6EP=vRZoIBl==YA&8=Kl0`j
zR{`N)`jawEe7_G@<5e9Ap2ycOv#Qbx$#C-!oY+Nm4Cb%zQ3_uzA?noLcLT%u5P#Nx
zll(0Q9_CuVzC@;gRs3mrbA}?6a?^^pSs=jybvo6BZC<d>Fw8X1XF=r4BHrij&c%$!
z%*9_R6wDs+P6(z;LhY~YgYr#vc<62K%<EjD-e<fM=tsQgrq5b;`yYt~u2S-2vsqW@
zWl?(cO)83*7h5W-vBuzhXF4;}?Q|fCJ`7m@M&zc1uRcC76opd5);qk0NHE|^>!5z4
z2w;<Yx2=8_p1VuCr*twHmHXTke{1F7vmq@G(zkF3xbmFoOkFWD)U?W9sXT=}19?{!
zybLi;JmgtkcoIf_tsV?xu0-+dtHwc#Q4lLBMxZ59p{SlFttnO--KkuDo$Dm@fG0ZM
zpF=4SUH>Xe&@u{t?|xIu5S0VZH_u$ZC+v?FP2xW0v5`o5_k;I#p&8EgGkW}C$U<6e
z>iC-0JPf6!xx4tI2$u_PwD9mW!O>RMRE5zLEL>a5t#!}E@al9*HM1s2H`!^hm6f8R
zpUA%}ed$nTc;$?#MKKC}|1x~hq7HPVJ=In!Ytd5hTfLlxDa4%T@_l9;g{{xdMSpVg
zf-f%pV**WOIGZgb+ZJ>LQ>bEYv@15@e+Q$VM-X|Xn(yxEyl;F!DC5hLhKo5IIC+#k
zhT?}>URRf6tWLrX{^?sLhs>eUUFvaZ90{GIP-c0D8BkXSR+K+$LceWhk;gYq;rS00
zUk(5X`)(H0#B&yc!O)s=kXt@PYRE?x76rqU;Om&L5#eax<NRqUy8+%yo$KtA$b)%X
z$xX{z50Fw?Pvkz3hdlU+bdEL*nk!!W#&rZ^_f)MU5j(^WA%aHXlvJqvQ!(PfTng=(
za?g~VQ_%f!c*KCV70wpy9$6Vq#KWfK?8Lqd5PhW1Ps$@hMdJ>pU7uob8_jgE<ogV8
zi`XBu?|VL&_+NdfSl^BuJN%pVro(}fr?Hai#D{ikKT;Mxg~PJA$R?9@60{Um1b;gj
zjp^r~aByc9A_ML6;>Evd=>CvgZTBS;InV1_+<jdMLo1}WJ%s-=tS^1y{zNFUi@ERp
zHK7IX^3<{?drI))&ddmHg8R~S;WS6l-2(V4abW2ok3Xy$`kwi{5eR=zyghSCF&x4V
zJlrUk%tWI0-tF9E4OEMMfAf!e;cv3{N}4-Ay!^hbe}u^6-rOhfmwLY?{7Bv{A6K1-
z`T6{fv187#_PuNFDP20$^P6rOKqj0_=+{x*M&ycwtZq9|*pM0j{m53!g{~h8ReEV8
zoGD9_h}1lV-*1^Y@iqiPzKVtBL#Z^Pf1s&LCzm6E!#Nyt(wC^mVsF$ss^Nvf-At86
zb?_vFTyS{29BKaQbo)$c!KcfeCk4(XqsdbSQjB^DP)X)3oL>z9cX?l_Ka>zCkg_V7
z^-G5VkGBWzyeR{AZI)x2wJA{Jv#<H&WlLCWulY1i9|l?LiWUw+RuJ>XQ0`H00zBH2
zj~amy@YtNhJ;RiWRaJC*U1are?fAsC<F>g-r_XBVELe=T!8D>CpG)CpbfnF3!EDTx
zSS)_I>5Vh1>~gPoLP4#U{F>7>2-cJL+MS+oLq6tBzoQwsxR&7Ac*3O^Q`B1<H-(A5
zZHI8Cs!Ryz1@^4p?H7a8vy(+aSz-8;PmD=>ycDm5?u-8*TZq&)@x!z)qwxGM5yt)t
zxghvefuW}|5OkY-SrRSCII}CfvPv`-dE2Rre3`P)XqRM*c@x2fs=r4+R84}>_rf>k
zzLdkY?i*jsB7D$EB&zS&syF6+_6_mIB>Yw+LAQs{(@o5Z$@X?x@b*%<wYE_Vv})V(
zX#RD^0eF;=BNd3g%T%{Z*rVWEVBKtIYBq{)-@3TMT?^7~o|`rCUNGSp=sMr%gAMad
zPXs7|5PX(Q$-HfeWKs;PM1DFN$2ld_e<gTNtD^X_HxrnHy1y~rl7*jN1FzlcBl2Q2
zvh(@PAt-Z|TytJE3FPiF3ABDl0=L+L#I3GKyxyMHYP^|-XYzh;q>0DF*acO2{znv4
zdb4b)HQ<9m;#BI7*ogVti})dqON4LHl6&LbRtoND^f~#?B?OWm&^m^m-h*8Ybfwd0
z$}r+C&#-P=ItX7B+xo-qic}spt;W;DduzXtj_&znoFhF~<NF>4>svDa&fIoKHia)^
ztihFppU^WfNj?cJpM|qFsf0t0VON+@CK(eLQ|{+07XtYg+w)PW3T$oXc78Ee1b0np
zkIM5`LsEvw=U->5(dNQYCC0<5&{QO2Wu{KXua(;b(j`KXpC#qJ{Yf>n&*`gB<0%2h
z-BKI#s)bncd51dZ!%R4E+=Mr@Bn|mC9JALn!*M%LxX}~qIQ*DBx9)JD5U4{|u5MKm
zd7|%U!|x1N;R@|QR_9O!S_KCdnkSZFqL|)&ll_VK=Pygar`bGc`enT?=IjUN0aQt`
zq9iPictB6eq~H)!VQfF~xn)U@bhRG(;);c|#gE29G#OK{mB_2W(~K&aoPh=SlPh>=
z>vJ)T3iU;k8AzbLHu2Rxk>DPsjsFW9^u$_)->u<94q-&)b=m{s|9Yi4;Eq6dDY6E9
zolXh%L3W-ozAFN0_@4UID>cb%bb0z_7nedP24*%qQtBh-gk~Llvz$e!7OZt$>O7Ip
zx?`HUGM$Ag%i`=mO+DddK}nFlKncO&N@AJdC+471D!blDCc<j`2nU5Z5vHDO8~+-s
z4d?Pm!lPd^@SHM(q@zLtm_37Yag!AMzT@0TJ>i?_oTwl3?DBw1=XhzV@)J<xoO6UJ
z72$<$uX4XZ_;iduiAw#__JIN4t0E&kHSq3v(H+-eBCpgdeL~&W8xvT=4brWuQIY$g
zkNtcWgx_9zIr6{-et2{o2w*1qz4S(B!NVo!opgoPmZcJhx0m+5KTt{JguJd$xkf<5
z^9*Yu<4xo>j`QfWWdd8NXLXWx8Tg-fTKjp<9k2f_T)JElf)Oq!=^ka&!>*0l>28S>
zI4$3JrzF1+eH{1sE(~U%%+PRg;?qFzXR}(`V<(P*@iSvzr9+{^%=FF^$xPs-wRv%E
zmm2WgId|f(UlW9u{WE{Jp8{FTeWNVzY(V8r?>(RM@z{RtN3!BvJt*)wcChhg;)GdR
ziRAMN_<Bs@?r>WQx>dG1PZQ@pt73)KN?8@g_<eeJb1@rCSQE@5x~rgoBKe3{uo3Om
zpIGg?n*c5EZ0>#M&O$Dc<SSLr65;P&FQp=-Nc{Wg{r0bs<zV$q(6G=f8^%<x|5hdX
z_kT+d#Cfwr&})1tmew*1(s~vPyHBe_PE!1Pam6N}OS>`ryQ2uSTqy2$3I2h{HpxHT
zM17-V%0_DVUJRvUtb$7Xf%sEWydm>^HcSa+8fu(vgg+#+o44XBK+NG^Wlwk{Ue$K<
zSGZM*)9UPbg4xyZO~j#6>URikY+CaMZMcKfH=1Odk7Tf+dHL$8RS7&#l9p)<Btw&%
z;_v^?#6rv5)#c^SIZ(5<%lGm9bW|0RT&1bffT>d!%d!Dvg6B8w_A4nCWh6D-ENW_D
z^66o9s{NUGO|d?5AgCBv<oFwUzY@>c#zT)!JL90ZT%O+ZQWoI@BlDOZPeAYcmp$E_
zVo_kK+vBgC9Vm^AcXXzm!C9en>BnQyC`L-@uO)ITsbZ>v4qmaaNBm9RBmNYKx$yGM
z8zKic9q_aown8vy=bm;EFCxb@&z~ve6c68ZLg%9$YjCLYxK~(P4J0YA@lAQgL3UAW
zlH_6#=J~F$MV^R&eq&doBj2)cr`3RgqjWJuTE9AZs<8qr>`nzS1S^7Sz*wovQWid4
zKgMe+TLk$&hH>IH70|)ZbsqXcAph<xq0JW}hv`>M25N$5H+&_gR<r?|&k7l|?oY>>
zZ-eAmw;(v)*L6ot1)x=x%1+{J84k75Jsj&#h1cRkpO^#V;99axNLOwGsJ-;ID;=zb
zXIT$U*J;M$yJOwgi-}xv*=6bnd4!H|q1f#r)8TCVWa7-rb=?jwN_}{6jk6pFBpp5f
zOr_z2hgw|?Jq<X$**;l77Y`dbLWUs=g%DvP)BTf`1?LK8ylb1h@$EU^BPTEU0>fo{
z>&RR+yi)&ae;_fh7nq#)H?zyb)rWe|Yuid8^=`yXy3jCGVg9;bJtGaCez{xV$&&>w
zf=AW88%j|nQFlH;jPPGatRK5{n&2;5Nd2j3t$;cSc{`cyX2AHRogtwv8)P;LSIurv
z@YXWbt(u@x^w?bbuS&KAt~RsJEE0S}*LM;AlBGW2H!kDgWg81scb2@fk7|L{Jn2_A
z*y7=Yn!T_0rJ?e~%UypC7lG<&N0D!pA?U+wrR&dE440?tbaoMSv-7uet-Iz^fZv+D
z(Uu(r&Sv>f<SVMcW>~mbVj~hiv|Am>ejAU@(U0YnZkIxa&^D#m++rM!HbmuXNpRo8
z;a=exFFX`%O3IPa0oOYp)a8=M&_5k^>|1vZnyKh>1$oG#;Huf}I>kg>vMLWo?L727
zRC;TOssK!y7L3UPgs*OQ$ibZp<<R>5nReBiKu}Q;5Yqof<bf{5MwC_*!fUG!u_OQ4
zz&_HWtke}BAUde{vf?~Yui-R5YjYY2+lj5Cp+5+(om66yOoI=B3nvv42_5s=*Fw&s
zDo{POHlxLn3EdkV2S6|ccW{n6oc-m3;dB~rJN~9apj~xne0nmx_g`1D6U@Qx{P7e8
z{#cB*<MTQ=9|;fr3Nl^)M1ji+d24bj7IU7pCpx_jgX?>E%ia|gVA`9;<u}JdV4>ij
z>hJC_l;wN6^xLorvo!~Vok)qe9-|h?a<dL4JqI2CyeomzKWpS3BjMNnYuwrVg#@+2
z38X7~a)D+~bOz@n!C%<bLdc%w7;rhF&Wq4NZXfCrjg+ZHfAbRRJ(Y&gJ@$5SbgwBC
zZ>KrXM{q2E`TM8)))6}O!%?Aow1HUR;XKf`FB2OJ=@vG368VX7lh!$nd=!?Sy{FG>
zgk=g<7Rrni+_5X?``^$^xaRABz~ojLk}ut`)@sYbv6<g06E_>sW=Ev9p(6<m<Gsw<
zE}6jqIac$CtRL<}&KZ(M8SX9YP;z%C=5CqVO;!oXc>C?gy)v{?`02!jF7e&oz$kp)
z)|B9zRmUrbq;%ThhG&`Qbs|?DzPC(lWltP*=E<fX>Pv$#_7%}%1cz%df1xjFBn<M>
zQuhAdS%|j%A>1lb1ozLMw7Z(G5*u<qN<WT21LH=M_f$`YKui4WtaN7)=(A6FRZ676
zscjuzCwM8Kc+Ejr@=zk4Dd(#g-4=}sjJ>tjh`iO!{nfG!!X?1&x?jNlVJ^fjRj2fv
zD8lH28L6pHf^hmqS*O@RSGWjH^$e-i$jhrT_IjHu`m_{h_qW&L#u@I@C4WyLXPwGN
zK?Q9%l~Vg~Qa%J+qkcJkU@pR!QVb?NyHfCl)Wm?HQw3yphi^5%N&<H&N$c%AWmsS0
zbjj{y78q6Y7p%R{g$kAr!eN9?*MHlwdordNv@ETP4NEdW^3*56<d=;g*?N4^ZJ#TO
zwcHtu{gH}7XIUAX30>v4y!uWH6(aw*Oa2R)F(0E-sjICvf+1z;&dOWn4ER)+IiuWC
z2;D7Qtm{+}pjNbaV(FeUocmxI(!XSlhcBt^q}DA#79ZI_#{G^UZX`FVOqT&pN?vPK
z4^nVKUb#8I#T`>SUP}EKBqQy(R<vSX8cG=0(uhAK&K3Kln_sljq2|Pn^v@P%V1Kc0
zAN|fS=s)62y<3`???<w%gk25+n&=PjgKjHfC(oMSduluU(AKn9Z^Q&k7@ylt<d9MR
zkj<VViz>L&WnrlJUj^QFI(@0bv;j_!tcc+j8Ftcip7Wjc1Amf_Ln4vC&F#M$YcOmE
z-bvb?zhBow_rf`9E4wJ13Xe-(4D*3|j4E62f2G6M-n^xkoo8Sy^Re+$jzVC3Fzqf7
z7=p)2ow;-f9^@IdW23Lc193C3b-c5%1Q)0%>#uL6LKW}Lce`oaaQdF{wxeH(ymNl6
zS7~%OB$Wipba}>th-5y;3)@0mIUByHPhSpvBjrZI3OSJDJ|aBPMffWo-leE+<fGI6
z!+jSD;!*Q*nCP(=X`mKvUs~=Ojgy*RUT6y^qp3gDU_fOuki4dnD-Ckca&Mn_`{6wJ
zDwpNrsT+<J=T)NQ##6zg<G&k*ZY8LFdR6q)ItBjY>V7pKOF@Z=m^%w{6_9?zGKp&s
z2_JmhGpTcpggf8f-kyA($kW}P@!&O&LE}?Lg4n&QFeUM+^un+bX0c7(a)08EyF$+l
zu|5rgzcq(-vXag5qcYVaKY|~jUw%qZ_EikXu^j!%Ygz#X!D{kar=sw{@~qsR$F_J<
zNNA2*su9mkaEA`EW`e(a|L02oV7U4@ac|Q;GPpKTJ)2^vhsTzuieHCC<A3F+GYfOQ
zfbpWc?RF7Q5al_3$4*fNZd2scwQ{QAf@ROx^}o^B!+0;^QEw(rrM`CfEK-U;yW{9-
zPdP*8hk?_JH5oW!EL@?%m5id^k)MveCAf8A1sUYeZn!TXmi}*MAy6uH<vMlDq2%zH
zW82Qx;g=AU^bjwGC$b}kGO`(XX6;y!pB$0z?QMIPw`z?Hr2z@=;*&5$rSSZuTQL+H
zWIPf&90eBz`ki#lt6+G`|1V`a3v^t$70f4!(dSO+c!5MDx)`K11|JN9C;i55zDao)
zqkH0C5LYH>|Ch#a$WaHVx0Dq*B8t&Ep`x2XxBwWH`8N+L`{I<WRGGy{Fp`=)pOs2v
z;+A=S&av;r9FR0r{No}8=`X(jv8{%Jbne-$+b-5%Vq079!-+IxxbkK_Xg4ueJf$F1
zNc4LR{j{$isuaU>xr`4XL>_Usc(#tvJ0ibBQytB5Fc7l)-ZiaWjl?cLzrz=dNDxPF
zu=k@L1;o7eOsW=0<DTl;PztLhynp-o6@}jy=+g}4md)eviK%6jm!v;Le_lSKClZfg
zKNki+S!RQ%oU?S4V;SyL+P>YPJsRUG_eGaeSpdhmuW4G>65!u1-m9<DilA3L-q)Co
zsJEX~w->n{L2jA7$rH}z`0}~|uNZX>lJC*a1V$F&(O8`dHoXwgtO&I?icLd-tarU~
zlaVObpv5zxn}O_}$DOlwlt9VulYR@ymFV?O>|p0C;fFlpe#-o8F{qjcYQEVjgk8U$
z?`?gSkFKWvDU4oDFqOJ*TYt4X$mVWLvPH(AgP8SohA-K;^yA=I>eU+jQ1oYgdo5A#
zxpzzd*X2a?i(S`A2FW1I=tLEF*9jBeKhW12Eri%FwfZ|Ha`8f@{?qOL1Rq$ZUUl_c
zGCF@fY!q&O24yY2WH{+kP%zM+Xh(~XPq20Gf0R-@B6eSFlh9*HJ2-xIhSfsR$K^o&
zYuTv4n!D5<SpbGDCr@2(B>d(dKC-XZlwfR35Pv&;7#bX8^w%jSI75$S%7#Z{(9Cne
z`sYq(pnHB_@*9m88d#Dg?o?#K>4D_-qW?-TZR6?dmY7WR+kIkDw}{XuhxJqf{7KL%
zL+iXVt`K{e_%w!dBY=Zq(79$^4H`YR?{`}G0sV#I`hUs<_fR&O=1oE>(goz^q&Uap
z1!~@$Q`+)aZslwcv`NA&jzABC3L+m|5R-fa2|ub~{@7>2=U$v=@6DkW2>MhKyCqXn
zk)p+t*&9NfFB|#aEab{ivFe@jgC<MD&nc!w6J7`^PspEk622JLYwG*9?axDIgYCNE
zM4x!rUO0$sLhuQ)lVT?ovrzn54BdWy4J^*!+WsY@8ZK{0E3j8lQ2d}=;uoTBs%4ga
z)I=fStFpiC{T?Ooe#uRV@wp!w%S9jKxs?YACRS0lH=|)ts*6)5D-Gm7l+2MVig4E1
zedhPYEU*|^dB{GKkFk}a``ifM$7Rcy3i|X&T*r&yQNCm(8<rke9?pc=t7fOGxdLEN
zgVT<itO}}W4QiQfxsX}6KXHwP@D-1T1yKt%LY{~0^08y__?!9m=#)_b+^rie(HqJK
zzs{`bM_#$Wa@38>;7B=~|3i|Nu`59RnhyDYIn`*O?-xMUBz!#j^R+rx(qJZ+>U!Hj
zC&Ev=Z_nu%A{Y5p$Jco#57(Mbj3}68Kwf=z?~8~)c=fFZ|K(WW^jhnGRY{q!(HuXb
zZ5sz$lil@~<Q<^#&d(xQPA`lo3JHEvkOlYn-|1-({-Mv^^Rk|`g-Gl6H#YcU7M7HC
zB!1P&MoO>p@)etOaADJy)#u1Te}{~qkS2e0Igz33_)8u4<aDvegqFe6#l-6gjU_;P
zyv~N5z6fl1UZkZs#X*uC>8;7Lbf^=1cK+RGAMB{D|8q||69%GHTn>|i(f)Ez!{GKh
z7_EL5Q6&-uC6o1M`ycbej-K=noMpL4t+L}p&5aT;G~NiNb;-x()s#V{FG2YH>B{fV
zToK61Z7SWJRRHa*V-rCkWYFPQ5$OJS2;c6Jb=*=W{EgO&k!({Ac+>r^k0Rkqr<Y@v
z%qPx^ftsNf(%}TK%b;<2cE}dhBokgVvlhbHGR1@m#u&(aOpJt+<B(i?f~Hl~3q)20
z_qO;Fx!K!~>=%4g@NWpSM>b0;*nJP8-ES5{=tnyo7_B|w$4lYkDQ}5$`9a7nozM*I
zVtO^%OK`X^hi1}#)Kr6s)GN8p_kv)=;sxKtS|(DTqJ95D!Vg_dn*Pmf#G#fLhrzFZ
z00#F9yo7s#!EW#7lEeoM?CM-}Ddr>L^Tg~H62bis?Df3lQelt13bngG5PC?&ixivs
z1F3M1^$=rrs~L9I+!g5A?*n2-%c~@bTmWg$Y+k^xVnW}#_S7@28Xqp}D(zRKzzn(5
zc+kNeyhFFnwwMHg4rQOm)Q3{&8hmiVp&$e%BOKdk_m<%5g%}Qh=2CpoR+`EZmx~S&
z*Y<S3E<~-McR!mS5q0%t2AgN&_81Ui?sKTmhTyesNp$Cz;ciN<z>D{3`1H*y8|!~|
zK<Y1CR2xc!(_BqAtNtdV^wV3J7O(R0;-8VRL-KXlt$*4_*t8V(oSxf$n7;_5-<*CT
zUR?}y!>+6!=Lua%%x+xlj2h54AL0u6m<zepF?A+~3y^eNan5Si8sw9{1-@Y}!>slI
z`E<q_yfGTCe&s?j{#yNVPfaHR8s>_ccKuC7r=nM6+N1XH;rua5>aqZ|*xku3St0sy
zo=a0bB?&O~meg$aBMCYAicTy?q=D>zy#~UI#C$KLN25I>87pG_4qqnvLYHmh4nj}L
zkYQIe&2UyaaJ_#acgCO;nft@2VjC+lA}mEeM7a^|V$~Y9Qe$CbU}U0~lLRV?Z^hTe
zQt|q}pSxN;b6|?o?;zh?Jyw1E-NemV0Qn)`e{2d9c~J31Qo#KJu&?0$Ra20GH??1}
z?;`j?{PfXnIYUuUJ5@vXS1S^Ke^zJAJ*@$F=H=;L`*`e{cl6w+;R6s`9-1_sjraKP
z_}0`F!ZptD<`b97AmQW2PFNt}0%MBm{ElSQ^NubwBl=zEv#EFF|D~eyfnfHTK@mLu
zQ%IX0Dj?6E?h8$ACX`E+ol1S13%%4*7R66&f%a2c<S~alDBHWUbzzwVQIak9DH&1N
zp=9G$Hsywn7FUwLCuf7Mz=okTkxL9&*sA(W)bTgybwZEGWZ_!wtCY2k3>XSPBQN=K
zY-TY$V<er7Pg<Q%77%@0T{M1n*R{f3JbUO%M%_SC-qi4j62TEzUGEaR9Rq!NSNH~Q
z6Wn*v_yg1t8JKumW$VTBe0aXjZ;@DDjqBX6yZ>#=!0ZS?22u7D{44Dct@73$!Y%GU
zP8Lju>2r}OWa|)|DB^#d!WxcgQ#1$PH-}<H(lsh+wletRC6nOKn}Dg&IduCX^5K@b
zru8RZg3~*)&}Dxh8)`O&JiJrlU`GF!(SHQ5XG$z0tX3-+a<yOH-``e=tq%MnvSOBa
zCEC3@z9$E*QaOFXGwQIy?s)f$2dVg8*Jm)X*Be`|T;_gf5RWxNIe~koa^b-VZ_d7>
z_V{!(+xa*b;lsFn@~{-aZEwtIT*&80LDR00S?{DA)FNaz-u@Dt5pm|7REmX5L6^pN
zJTWKoF^Og?E50CjH8LY>DIVYOQ(kdgivd2`)V6O+S#UpV*Bv}b@Th-MXZF;F;j5SI
z{=&0<NK-Xr)$bpS%)D2&ciLuv*#{9SdnQ-7Zz&=B#4HITvVWNd(nVsYkt@S^SSXB6
zJ#_4RQH)<UwS>OAHNv|jQ`y(A$so1wxd*+8G?Le!3fMj?hOZVRDwZS?maaZ!y&@9^
zIs0!cRlgzla`6UYqLanQ6BbxILw6X=ISW2JjMhST+f1p{L<!t$+9wg9q77<(l}EQy
zi2ROz+|YPs7VQ01%z9MZ9sS=vzv%G25M2jZ+T`<&qgUIbF*fs3R4BQ6or>sJHI$1v
zU%pNS<)1eH<+~KaO3-3ai&Z=d<a<T_`xyt{1~q$2i1Vh#`aMNrzz<(J8r><{mISwX
zw#{+|M*{bcppR4~)zDLY&Up7!BGQp$&ka@(=fUm!vo{h8p;-LPsv>_HWPTc%RUwms
z`RUTP;eK66vbp_t_fQVlJT#q5AKQsPx0g%_W>VnyCvv0Rc4BVe@m|qkIS&Nyp5@xv
zR)Q~nm_NC>GZPtXuHJi@+yLG7mfCWYB#=1Hz#A5l2Pe*17Hl)jLC$SI`6fgNep{W3
z2v>>*28z7jmAF9UWsuiwn_)IKv#LLrx?G4m1Sryp#<h4^l6l+E0Fe(*)4FGvUI5e2
zEz$y6l5sNMsLXG&5S=exK3m(I4{Y2O-X7<*pzV&>^X32&1dT-{b%f@DlxO;TL-t%y
zyOD>yYkqi%$+6exNHuWmvi*~EF(1+xGL9IJq=3D3n`^0S3b?=K82&eEk8w=(iGls4
z@ZGhIN^y}4TcZVCJZh$>^_M@Tus9U2o!y|y4@pLr$J3c6p<ZyQY9vW!HWJI#l9l&)
z+k$8(KmX;0)0nB5S+nS6iP5t^hr42AVW0d_$s9eR{(X0`TalcCIt~LnwF-$GiS{w3
z0DEUtYxOgW&npFuY)M!9f<kNxBzt^NtB0Ih3kgO8c|;y$PlG<;2YedpblZ%v3{qQ^
z6r27L+yKM(hCx)-s1SHIpscb0I&T~7Y!fAZ^M7ycrV{;7{5Gx3YsW;~R!eE(CwwB`
zqiQO;hGWq6=ZcNkMimS)DUBW26%HQfvuW+}ouNDJ2gA`A5~dk2ZRY>ZK?{=q{%=Bd
zC~dNEn`<i&awC5z<$GCxGH36j1L4GbU~#l{P#_i#+t(VECWYg!^pvZ=o)9{mP;=7q
zLn5!JaBU=^KMi+Zd3*8xU<I5qZ4Kw)NdoV#9(k(*Z)n@}n{a&WgEnhQRl38U2AMS0
zXn3oVAu!07ZuVpv{AXBAir;MwFDd#vU+WUO*1IpEN`Y&t{7rY{_9<lIT}!JnP3Jry
zZLs)xyibHt-$rj@nn2`|tv;8pl;A5p(}&`O@2dOu%f~G~X?UY*F4U(v6prRraEfe8
zMsnpjC7Fm^SgrdbA>L97uZCMy*<U2%6o-D+2Ok9}F4LG}nh(P)#(T8am#uNTMG+@U
zg%9l9eu?S&mkdlhZ)~`EHVyQSiyUa3R>qSyvuWE!EAZ1|eZos({&nZj@pC3K6gaiU
z8!evFOzeNTGt}CY0mAxs;}aBvux#^a>S;SNUUhh|&!~um##gc>$Nq$azz;5u`OjW>
zXT9+CeW=ClJw5)#ml9EpPk!<B`AjqrQL$h@5`f0rGdCp<R>0Pt!kDSNWT1VLEcD;K
zG|;(mnH)1?gYoJzAywN$@yRo;#JJrQ6lyWa<GWA_v{ONcT!=Z(A0d6$iH8(G@!W(6
zT0f{vzqmR`n+Y=4eoZJ>*5H2zo69fr3Evu5w858qCn5K}-=!csLO-;>$NNLG03+U2
zJ~Sw$0Hf8~)?4*+aCOp9ZrctDF4~-;O@9&wch#LQQ(|M$uJRtQT0jX-2pw_jPtGKA
zo!59MV!n{!Ur}bHPlgkZG@0s%Ty1cy{%SM9?|5*!QLoR~7Jq*G8>&p?8T*FW&RY;1
zfvhDGi|9}ukd4P3b@tn%;#idGRlibHk5XuhAnG)(KVMEg4`j!Nga6gqSY=?m6U*C2
zaprh9SmMw6To_(f&2y%VI)hPsgZ*ow?ic=PA-6i@jY!*k@Hl@izDW)~xNyr4baKC~
z9sE*-(H&l<lne)auEXiV+?|WrT(>@;o)<P{372tfivv%Ak2}Me(lA}(P5-~QWC(rX
zGO{2>)c<U>+FNod*pl;+%fK=aOdq`6x~~+DHhlaqYdhi~vZIME|8E_9E|01z+m?ki
zGF}!BiTWy}Ka9H0mxM<-UwmS=m4SR)g-yM?K2T26I2%LwR`ic2eN4DZJimi>&Ted#
z5UpdhsPQ?U;HC#Iiz*R&PP#+ebP|HVC*Sz@!K?K!y**acm)Q>-j}@&y!+503afUwo
z8il#r!*)C(?(@3FdUkMQ7HnJCX&SIS5zFeHgjXk7qhJrSlG!!_Ex16Vcfu<d$2nQv
z$mtS1>zvd!+Czm%^;GM2cjw$-v)ka-2dYf0-P<`8zibDVSx@ivd6V!RZvk7Psx~|~
zeU;OG-5%|z<<!T%YT%ipozAweGhmBDFfd%d5V`3;S;jpe{7L)uX7fIj;5?(IY2ZJ9
zm@*IVIo0G2%^cOm--jsR<@x={yh#z#sIB7LXAzh&WcGYPC5qq>*CofY7lQI&e(Uha
z8Ki2ls7}95f|Evx$q~(jE+XON^gu5Q1HP7ye-stLz;~(V?SI)}Xzx*(I|~%3h}sO9
z-4~69b5+3Ca~7E&+e}+41M2i_EDPTaz_^Jg1BShM_``4P$@=pQu(@we{xBbmACIty
zyC~=4b#MEHUS)qc!uj*XQYQ)34+LvwOh@C{&SBaA9v1;mWL&=)TQU@$o}E5rT8NZb
zsqXsI*%;pLd7trkHLgAH8C?mn#CNG9ZwtB#F?5nU$0$1$<P*-vIU1OQZQ}z&y%ULO
z>cHBbc)kvNx@&``>nIqmtuNdV5soGPatDMh$>{%q<&w+A96a-1Y4V?WPi$~06Jn(H
zL|6Y8Ik!)wqcd0ko?Xs-C~~E><6fXGPV`;YXx#0K4O!+pk_NJoTlLqyJ<HmlDUr~Y
zBtY;!>FVZ2yt1L~6u(z?O&RF(THdvI*9Z#Tk4jT|>Tv#wByVRR2`+exNch%SVfuIB
zZzCs?vGIcQBiC1^=*i7GefhaRux{+=swQ%QPX<L?M5)}tIPnC-wKs_%HO2IM;CeYy
zs4raHq$|LlA<xc>HbEe4&~Vf%HyNf}s8;OK0+3sv;?IS=B$Q09E&f61a9v-k6PaDL
z;iXuHrraIkI&YM#3}lv}kt};Cs<~kqH+P$eh6A3@2+ny*_*6D`7;w@?W@CrQ<L9j5
zHu&o1?B274AFElQ?*u<lC+9Bf9;qR8z@U3dUOS1sKQn%MvSp$Kzg>x7nGt!e<39x6
zH9Hm}0pp_i_nm@Nrlh=@Gn^2qGk3`K6&cLMhQ#(0KHO+^3pV2#PpFJ~U=!q10+*h~
zX4~r${Pb_r=AHbpP+4}nB3QN<8;r-Ol7x(a%zmT0syhypa|3;gC(<C#Y2_}58R4h4
zc=_NNODI@eI!$vSLlf8Sjc0h;axtDMrdiLH_<Sy7L+kYbY$ko)TVvz{5&}=3eF_Qz
zUO%ofi?bwDX%_r>_DeF_z3x-gqxXfe@^ba^9v8gSHNGdF;M$JlQntTn&I4CM1bVhe
z#`b<vCkv$*6rSbu-wbvIcj}P$%R9?qlSx#JO_z-MelIx59|^x5<FTZZ=@oGGg^pI`
zXcCZr%ri3C5IGKxwZfP}A_s+7&T_6A9=kkUQs8iaC$W#cmn=QeHm1G4A)^4tkF?md
zk0*k^lkmQZ!6K}Rr9G+N8-Nu5v!Uq*p~xaw*>7|#A3ps2(KB6Y432y{4^%rUp?F8~
zq~$d6d~=+!m@V1{wH@ICUf#hV_<Gk%wUlUZxNUiSd@2pr>vDYMh<r)pezDAg4PTJ6
z=@-!?`fO3X{6E3leNk;_Vcusr9yvGNF806o!rX8^<GI8jaQJESX)!wlI2Wm6I(8_-
z8EVh?V-?AG^Ty5psPmKY&D3X&Uru#If5IJmPqPx9l(&(_@)D4H?x)kQ&_WoR*YJ3j
zS_6;1jy#+x&BSg-Mn;R4a!hGYRJJ1atVGu<E~GR?!nN(ktH_BYOr5-%ywO|+LN9mQ
zvR!h<hUu|v9{~#Nbr(9iPp=dYK8d5w6G;Z8**t+6e?6pPkSD1Ueqq6ls*%$pgia)H
zJEDD{46moX=?gkuhPRDW11F~%q38Iu>0hiASW#Bt6d-a9<Ewv$R0PV9NoBP#i6$R-
zd1I~n)N=9EzZW_$316|G1*eS)*#z_Vx1Vo)oQ(ZHzB^pesX)iU^l_JwBv`7|S+~@W
z#?GLD&V?g>u-9sGcNwQIF)u%K`{;jRIBQZ~`i?sRW<nng9abvErDqqUxEXwqUsQ^p
zvDpSQ6#qnNOA&bz1<Y~`rC?<H{=e021)xI9nwde9iB_Dh#wM+4z+X1d=qHzrPeOG`
zwtE|~D5qu3gSQatd}Dsa?lOeL&D)9YTg3b&B8>U5H5nq>oW6^f_=1OEyq2MH8MM%D
znzj;tFyo8YdjBO^!1A1z%{!xf=r6eZUBB7`X7)1C6K;F>!L8=j#O4jzo`=#T#)DB{
zBxhEDF&2)!9bTN{DI{{i7b|#X!oXnlnxwyVE{+aNw)RsK{>6+ZCw_1dI-yi4{aG((
z%zB&tw1eQ5YOM8Xo^*^yexc*@^~C<6D-GX6_2v8so~Yu-GsL{#b$@#g|C%Qh=`X|`
zu=U4J>48d2(jll2M58-uR|NFF#)oejh2i~Q0!-mM{UGcs-PGavSRB^4Ms8XzL<gxg
zT?_L7h?_n)yAhiV_m-(mROgamiN(COGc^ug42Ai$5qtNxJ(m2SJ&=eE5(Z1QUlQ?X
zc<2Xisb(CHFm+0QlZH!NJ#YH-%F#n$H{V^FO0;FE8g(P`mxczmOvmb+(I?(B<GV^Q
z6!kSzZBuYVvBnjbT8&g#7mv6Z@hcWbbCuaX&Jq5lTOVVn^oiVuvFPW_*(eBHO&;E=
z%fg&u_TAxfaj1LQ*86k0FP7GyKWswiP!98#K3%lSf{m4;PKEYl<kw+H(BF}V?XUdx
z$LZXl`l<XyEn;sFtCFdH8NqG8Ld|h#j|DLYu$VqF>J*1LLe0L3cPc?y&Ar49&OurK
z*KeF1x#0M<<dgDnCNA6i{;?vsrwiWQHA_?#xH)*%o<-9Y$1E%&0s=}=GtOW5T|)t$
zTWx#kMk>Ho@6RmfSkvIBaLLZ`^g3jAloY1kY(n=0znKPxX!yGj8M^v56#~@7&g~-f
zZXa>4!`4LaNX^B=U6Yjw>Sb!ZGP(q(_U2;P=OklfOC7zpS0fc~z53vJCoKX4b@wym
z)Ow)W@|oEB-4<Xq82q&Ft3PrH93Ba?q~Mo5a*C#T<>-KA#p;(Tv2C&FMEsKy<lk><
zyUl$kBt0VVvzJrwBBfk3dDR^cizV&(m__Up;;LsHZ6$+AB-bZ?qblTiabaE}Dh(YT
zzB%StnF%3V-&>9vmg1OKaaiT|WPD%nvEufPLNv?iJ9X2Q=<C(&`fcypqIio>GF@H)
zTxPFXjgYE<nEyhy&&2AX*-sU@wi!EUI)0#Fnea1qZ5+$p!6uE#aV6)YY{{_qG9%xG
zu_!pk$Rcp5oZ#|g|2FEm;fNwOGCuyAxtKT?eu(^xgdz{~TAl7E!XZ<kjsumU(DzvC
zKwy0g3SNG~A@wX1$gj>xjTyMZ-@mVJ)bB6CtUqxdYl!((E_hsZaw^5wdwy~&5Oc3a
zFY9S{>nKnb^Wl?8h(JE^$yHs7I#64c9i*){gSx}l)L5Ex&_F1Yn^IDaDtSW1=DPlP
z%W310*27wG-f1BFQY8+^8y}oz6pIL7mo!C7ARp&_4;N6h0<hX;SIfyR3VM_H8az3(
zp*!WcD9c(h4uwcYq@)!>OY41B_M&1`*RHHOzB3=~UsJ1jt^I%g7~AAgSqMeRm5ptz
zfp93tv&Syn1y1AoP<x;*iqN}IR^L~``_cJhy9@~5@)s%hmM?KYHL7{#=6PM{SnfFg
zjWz|FWLmYDE@h*J=||bw=fyBD7&m#UCl>GJ9qElbk&8hbM*Ne#mB3}zBmdAM9GSVx
z4$eCjBK_|UZUaKMir+ud71&0`)Nj7*uLusUP#ooV{_ZpA(zl@-Q|^RcvdiObjf;^l
z&zC8ip&Ap-LK5g-5&O_Sr+f2I2>o3$@k6ezA2#VFYFoDv{rBn9$727Lpx(Lg=}zK)
zWWB#O$iL74p0DY$w(Ye+#ih*W-28EHZlTV@iMJeLk2>g6x=TQJ!GLvNUnW$zkKWOf
zjKQYFA1!)i)zHT;qf_2U1~<>#!b9InKy-JpblMc*C*S!YML4Gbh6~4U-6}4@gZ4S5
zvrA^c^o5;ye|$bV+BUs@M9j&;jdSxgz9fU|<A;?g{^{68Q=o7mxd!C73Jz<lxj_7S
zguT^z21td!<(e!gfs>D2jQj|`j%jP(^vj{saISy<QaYVK{Fq2^zxmh-#EligSn1Qi
zL`VA1!k7%GEsg8)Tra@n75c?}foUjB`te(GhS)3eII^I+&JUic*+gCxJA@nw^?~;)
zBO$svhUvk+45Sp3!dRvX@K3mI$lS*iT)c0){A7O#{>Ivwyj|(o?$U6?WjnDa_Zycd
zUzQngOUnFq@gQ=P&hJS2UlSmB`{1yFwGYzpjRx7Zo8vR`+vR~D1V`-*OO!UDckQjJ
zxzC?wi5%m*3p$ovk@S3x)%i;yOnp92?Ma=B=G<>J-)l#qYNi!~M5s8D8D+w9-AM$q
zc+cUzgnw1J=%ukOTL_rv8SfDc_rQyPnRw!POJS5>r_+`;35*gGr0H$l;BN}GSBXF&
z%<N{}lf9Dy%o9EqDgR=@%lux<9q|mfa9Cfq<XJYHk#~4f{)XUGHauRg<+3F9!QDE+
zXD0)8pTy{u+Dl+0sE+q&whL$#Jb$#}Q->UJJGK%GQlR?p<?3~}DDdX%y{w&_gtr2D
zgsZyJQB0R9DWTmBE-~2o+Z);;TjCkVX=0ySe&YI$OGKR&)mOdPBwdUx)ENRVzed3y
zW4aFQQze)^wD?bmB@sh1T7T0Mz5%|dlyjeq1M#46RV8;bv6r;y!L0{YmH4SZp#6ju
z83mnwR@rXGLd0zsj$Vs2@Lm#2in~Wa{-M;LFATjwdT&+xN0vhP+Grf!#TtQb(mTrz
z>XFf$tLy<Av4<}xe)kfmNF~xprf^>N$b_KEeGJRji_rA%-1d*X>5zHR`oaBfKfJ$V
zU79?bf||(^Y~%YgaA1qcHPNpck31`kY&d2Dd?%arWu8;8sy^fAzDXIdF;Xh3|7i%)
z30F=Q5PFdC$?EhPtvF&YlP)K(Mkwg`^i&<1PlHADP~AD{hdhSc+0zL>^owzMFVVq#
zc=mhfdBR;+9KDiYNY7V{mzUhjS^lIU9lN}jhkY^nYcntJQ{jW%F<-OXXi88*RLFjx
zV?F*<x4Z51)gL}9b?lm?jY4L1nn|a|XuLn}q4{hh9-w+ZU*Nw=_@-}}#W|OZI;vXY
zIcjM@x+}}FXQK#i9~#_zTT=+Gf7vgO5j}GBk+%uOGi2N`X5`Lu*ctxzm2liJh=CVV
zPaiK=RKl6c_Yb<_M2S4!!Z)6?PROA*sGV110>gxnc$Ag!!+lfQylNH=M?Z}By)`EM
zgeRzY`nRgFK~~}+^>J;iqxr7P;F*AjFZ|${J4gZ^_EKgB+7Ng(H6BmBVGG7d^<yUa
zR>1rHKbjjdx%f-<!dlP2X5zi7GA;C{5Hw3pi#)a~#EOo(sAE*s@X%lP!g(`Skkj8>
zP^Bw}&{Dg?sc?Ist6K7&{_PHhyZm!+*@VGS!SClbSV$25cc3?EPb5TkueYT)nBq8D
z&}A3lzc|j*Vr1UxfiJrq?$8t57k%b{FZbQEkjH0iJLrbu^lWO(*{==Aqbg#l8CeJ=
zyjszlzw+@9&6<P%%?jjCciyy8ECdBb$s;r$^I=5xjhQY_9au{=ExD9?BmY2R)v5~N
z(>UY%{NP|IjBp<aOgmf%g=~=(n~GInyR-_O|D8dd&vWVDwUY5d@TWs`ViZCjF*QAX
zg5YfZXT#LMR|ZLI8m8B>o3Q)W*YmdRgpPcpq~z2W6NtViIO8%zMtuhL@v@h-@PuEN
zjgQbrg)`GT*d!eBwd!?Ibtb|mn!VmGCP(Z;Gs#od%O<W@->hboR4xwv6yfV9a?yc%
zN9X@DPetKT)uup#r|2zRf8l30;fuFqj9(%AL2lGr?O}7pn8~#7Z4H6;+D`uNb11t2
zgge*{hz{q0-HW@$rI(^$VcCLjq$Ub|V>a2(5PEPy@EP?sl^95t-E=tDl#SFUDMs5}
zQbBCGZJx6&952o++Ne*Kz^~AvSHV_AxaW#oCY8t;aN`dONoMpxZXVqc-HuqC{~-|>
ztVQrE>Qc(`>WlG3!)}H+axx^YtEo>*6=N5hS-rY5v43lW{f8)DCd7#ElB95y0FSS6
z?GjA}W<@QTq{oxsy?bog{jqE~dRu#w?qV7$?Y}&A(J2sv8GL!^c}ZZST*&EaR}9r-
zT02+@i0fEpadeK*Wvq|(sx192gde?%JR-q0I3qjgclk&PeBnaoIr<3H-T9L;BAtV~
zvTqdpXIBN%Ryv-ge06w`cGZPEUx9zVg`B^3HyStTR99ENW+4OpKA+LR3aH=s<`_@#
zE_AZLc;{sm0*jaV;k}80@UwGwcHHwEY+bx?<U^+~+>E_f=D33g<hc(-E%=*3Y}8q?
z(GgeF3{Iq*dKZRx?vT<<TsdY&yC3-%>xAe1hFk_%J@EIg4=eEtC3yPSdq$a;ZqWC0
zz=|d{6lWx<HFYi!`=nUHmJcTBg5kSdGZUFSly3hnV?G`LDd!aQ1_<7)*)O_2hgCZ~
zPBSa>-X{Tl@80(oVG%}}j@YVIlPoYm0>t~r9Yu^@cdrx#!@lt1m5VZEkhbrU==!D`
z4EC?d*>vZlTi_Q3<<WGA{=Lhk(8dCLmbg8;jFVyK+v5-T7NS7)<;@t0+<KTTWBvAU
zG8-q3zj;G`q=R7<;_%S80J1g&iVk?^0{w*ROUl#J$n>95QJ=62+Hq{$Qu=!aulz2N
zaJyTM+`ijSE?%Y}YYP1<>7`uozj%$p)*gWu_GZ2`iA{lE^}*K*cX9!)9MgMpli(wD
z=2z4$=Axej?S3T>PduM)K6O4e6GPO$w+6+PfbUjd0Bv;<WZ}udj=e7U%v7~^kl^I_
zv75W@Su6yHr^-~e^EUW{|2wk)GX;L6hB0D79QF^_$l4L-vxUU-8#a1rc%7~|>zAku
z1f8%MzAG6FYX@R=&iUow(8JC>CKpn{c_T7FMV{dDURJv)PB{sCnV)^^x<&!sM42U_
zqFQLE<{#=Ma_ZlQ?+N^jA@&Vx+}Op^kOlb@uFbEKQ!r!nfsWN=4W@)~=$4#GhLyQ>
z^2g=~WU2AbOt?qn3X91aZ_;+*6+wL5dE662yT1zg$3_tT^w~@KVxd6w&Sa$gyB27)
zNJ{>UPl9uXtV>r5a$)Lhit%|<KM+zpkZ_ET;55Ese*ODiGt%?M+#ex$z|sx8f+Z#H
zsOG=cb(fe|XuT7-JXY+8&V%uxBr9*s@Ev?A##{pOHz%@qRcf*H-}67gHU(&q?3qjV
zHU)cBRa)7V{a`%sy}Qg^Iebtr<LpKuqnF!UvDXDM9-8^F@r~dGEY6mx?0hMN*Zd6x
zw4zht{m|l=fS?hs3ZI>Oy;=a&7atlp8D+v>xk#;&#wwiHah~e!k|Julakjbmknozh
z!N{*%f`4Rq6lbQ%p!leK(t{F+Z%rQTU?4bqB;OldeaY!SS&di!JR=JC|8#F3PS1d#
zIQE&DJ5_k7CAH<?jx2PnZY(k(d{PoZ`gE;C?&Oy8(ve}-RM4ebZOmHE1p#9twtv6U
z(QanX<$ZQJAbD*-dS<8|6Y>H`#rMlVuTHr#IfvNeu$A<;RM-^_(`D~TKgq=_C!%bx
zJf%SHe{6}icauTvINOZIiv)OZ)!w+js}w`}S8nYP^o13j(G|9<B)oq7!ft!nQuGRX
zPIdOQC2Y}W?Z2Bw<YJA|GU(-lF|@AbVXIOyvG*v`E|>7zw8$D8TFIv3wy+iRD`k!N
z`uer|j3<cP`~jr{7p|5<{LZM2)bU{0qx6QOhUjx_1uU`S4h3wh^~Z!s33%v(ZIy{i
zC_H~LA$JhtA;h(P^8fz(9)179sH!Sp6g(OmK~4l7=er&9?<(PfgJNV+N-9V!ILsYa
zivZ8IWoy131Ei!fKISz)27zk=&4+}n@T`6bU1?GchUm%Oe9_^9-l}uPcXkszqkAW6
zo)fyFUYB~YU`IaO@8MVMNNT{aYZ@D3#D4LVM(d4Zx+J)}o_RIQDjDUgx|Atl1h1gP
z;G|k_8M6Ky93-S0tl9ZlFIbkyF^kskDC>;JQJu|C%LGrR{PD-14BBa6c>hkWnMDp>
zj~tNKbk7H!lPB%3zDhuKCO9t5l?t=eH-qiks&P^NUiINyk&ykc;zWrH;j2BNI<)c9
z7hTvRSj7o`QT*M{n|~sM@yJ#+$CM8lbhkouH2BL<@AguYji?&2ul{J5?>Ys!GtZj*
zG$#7Vt?3?%r=~dH(qlQad<aypF0}1X2uGJye%IE-Y%qTNiB&DO41A_CR*W5saQs*~
zB_oLfzKfsKNmFE)9r;I2;8FnQOVojnTynsX`Q+Q2On*q+e)-a_LVLVjH&%Y|nmLNx
zk%_lxA#|&?fmEG=TCh4EuM<5+_$#8nKRz|@jBiv^8q`Y4aDIfIcG*82STy(U_TOEG
zbk{x(AJeSH&Si%jhuLtHTRpq!7FY|TpYQ&UqVtZ%`hDX#5=CSsBWWljR7kQeDiku4
zy=7%T_TGCu9$QvKGLka-MqQGXWVJ<8S~OI4^}Bz6bxxhm;W>Oh_kCUO_v>Y~W5N^!
zJXF51CZ~ajUTsVjMBwXzM&`Npc&IzTro((E8*l5l{be)?1VJh4a5M3OR4VW8$vc<>
zqJ!%WGFuhnrL*z&rdHt)6FK{H%P8@UEL@FM;?+h~*J;(cNl)NE@UZ6^nO9ZvoY?Z=
zTM`DnVU7AO<&X1wzJ1<i8wgkbu1kF45Jo%`!8K>EWkV6=;#AU48oa$~Snza|aLVJ9
zvJO=F0q06<^plHJj2)IPeJ19Q;^RlXT$^Ia{%pWD{*DvAH9sD;q?!g>#;fT4$`X<P
zI$MexYa$9K-?_LXlnJp%g4!Z!DX1<OQM*6W3uy;7u}c!4DYJM(N<CL1l%ILWQ}HSe
zuaBH?i_%Ph_xt%$dMyG#tmzQ5tYA7&OZq>`Y_$UJYcBe^%T(Y~Q@V31t_ThUF+XIO
z^CLdgzQ@aTad;qc>ec2!!dp~Zi+Ssjhd1m6rUws*;pEie%Tr{}6iz5hywfSjKGIQO
ztG){#_?4Trko`gW`b*2gJIH-5#Ql^3;pDr$s#$wCO7_~PANjxa$OJo&rxde4K3MZ(
z*;6u`2J!>ne-8PR-0EPh(?7ERp-9_rN@by7US#m(_+HZY+m<@a8CZd~{ckiW?CJP(
zQ{lpsiA2aL*-`&e^*oNIZL$j)Re|H2x26lv62A;XvD{#RBf2H-Ry$_nj|!`S)_m;5
zqwVP~LZ_9A{2!Z^4wky2XwbxoS0rb>_p;a2dMfb=_V2fWm!X)SpM8BLG8dI4>Mvd&
zFT{`j^=%5h#KYnJXNIN18+~@$(sB2Z_rbd3owfZrxYJmu=$D=k1l=5)kkazTShwSu
z3pv@qu~w!hT<QRdTdg9xUPr*|qK%L3oE5<O<DDu7b{aT*<FG$qrVJ7dUw*NA2BXx!
zKXQw?K6o{r$ET2iimR<WyVm|D<D}=GUnyk1Iqj?5FI*6ad&)0rrbqcfM;P6P=#eV4
z<>X&}Dwcxo0^Jfi`YEVrnHHNvz8=kY2T$Er4TqJTnY<ycv2bmq?B4TbAN1$%3NPg$
z&x7ik{%@DcG5m^I=aDHZ^s~4QG7JGIb^VO+sZ?@r|B_#HYdHX}e>gsDvKkK?E?HH(
z95BPXb0IdP50haaqtmhFKsH{e7j#wH8v-<7X!=S?ga%&j_7|c7Xtg3cJxO{6mv|1y
zwyK3=iWt}Xpd0bn*dDSk@0%S)cd9@0eUStU7NX|jcf;X*;OCA(nL>OVzP!DJ>_x1$
z3`^XxhzGOZv4w1eU)#fxVbRDGhxU?=8#G=NqRGgm7tf<AfL~U0WA%C}#5M0!aUuJ~
z?Hd0ri|7Rdm-Oe>QGFkHHGPWVL{uF7CpMgVE+iX<d$x#tU`_#c{ql47iLdnH#jcAM
zgcBfUabVXbku0EVyrfrH^5XXPxsQ8I`y(OrOwa!R4x~e{cu@Rd<~(Ez=Uf$a$bfe1
zi+l#1Uiil_s&%m=4CPM`bjH{ce+=Wn*@TF2a_-35yQ|F)8{fZMzfRf^_p4mL>Tc=>
zi6Q6DDw2D-=A!Q1qdx+$QY$%y413_;Yk{1*dX8}D(#!qx^a-%#634KdT{Mgyea7*L
z^iztQ_Kfso$HRV^-G{9??9u0P*zKh<l0(Zalf5=uh`S{@{7!J42czhUyc4Zw;Pz6%
zW<|FPc)<Lp=Fe_Xbj@$PmvSx$H+Qq%zdq=RqiheqGsULj?S0v8|1x87#*(*?IXM@C
z8QZr_6-PnIxU#%m5Sa(>RC==Ebr81fS-IWwlZvWoy^4ZoV<CC+WWN(vC{Wq7Q!+_T
zmew#-9{kV?x)W-`;{0sk!1Q3e+JYgtYpsaLxY=M+SY6&3*C1>Z|5~t4f^b>r_sGQf
zhM__J9kqk+$XsuY|F8hz4z6}=iydV2MY`B=QN`G7V3uXpe?*sv0)I4D9lxdmttV9S
z=7J4g8-{ng-b6#IT627#SPpVrX3@zA3&y7F((H2?@o-e#t!I3ciZx1Hv)<i7_%-N<
zLderRtT9`ED9VNKBswKR*9GOmtIZ!xOPIp2*{!_%wSy;iGdt}+{n!oSP8{*PBu@72
zV_UQLd-;R?o)=RRrYX2#iA!nE>1^CtvwV{>m<3u-RG)rdA^CVe#gg-fZGg_hHb(VH
zF6_B-KOsUh2ZG1f)2oqrztVQ9wBU_2(7dSJpe<Jf6w9_185U0rl6s)xRGp2x$4xb>
z36Ih9=J1M*nGa}CE~;0Wg`>ogbA?BeX(0XRgHp-%NXV$xf819P4Yqd7mu_q1V9vAm
zHdgPlP>R!TF1~|`hZ>5K`IqCtF*kH?w?qg~>gZZdu_wbZ^Yq}oQ8}=Ezk%ApkvKSU
zBS}&#DHTryDe=DenuLd_zm~*Jq|m23_UE*8I+k4;FJ0c00SueO=c)t9d1H)ia84-@
z4nO!C!ocGP=Sqb`X4j`-VPWpqPLmWs(ML4qPE#28XDZgGL)e?MR}4SD&H=;y`vO;_
zyy5q9ZIk(V3OosXp6|9X2lB}(T(UNda9TK+3d#Na=8n|^?`Jd6$X+<RcQhQ1Bt3hc
zPx^AtEW7R(4N)N1-;nW{Yc%e8+S{S~Fccp&AIkIW$-s${FzqHeL#$6-=N~^83!-71
za_N5VFy^W9XfZDtW>Tk#VkQm?yOX&^+TB63sP;wZtQ?lL4Q%%7pkc(Gmwh#}rXV=H
zS?NcPDg2yfT4yXk#rg1Ca=LSA@NI<t^OoyjxFBsm*^`-tNoJBwv!c;hvqjOxs>TSm
zSF6f#cm#n)VR-3->p4*4Thllm5C^~V^G?kiK8wz~d?`_f67bDrr$UBaGImjJ`tPz!
z2OBMRv&%!J@W?dh#OFV@Kz-d&?j4bUU)duYb&eO~s2Qu1v}H0Ft6rGeQ<DUeW^$AD
z%+~OdiCt@}0}YazIowVVp7mN)eemrM31GI~wDnYX8cJt+=dx}H$IVaH{jj=9_Qv~d
z(rKixz_V5JT6tOmdj2ZdUGPaB|C{Gtjy@5G$BR;5s}%dd;uQ_W7b-cpc+^YF_4PUY
z63A(RlNy9aHc9_n+Y8?&AL72$9)qQVCF&b0$hoFrxM68b69(4}H7tC|2Nz|_bz$GD
zpt%2?{%rhtXe<pDt|B=Ev7Db{|HykF;oNhUQF*dIe0xO3FD@8jSHkS{$Iifi*+CDO
zub#!nUpE#v{B#C*!L9$%IR_)Y7ep&i{UFfyCEMze0?hdv@5^&G7F9bg?7u<w5z0zm
zYi&<wKs4*~D*k(3Fsscok4CZhNp14auss#h*lzx|dVL=F#}~8w^~w7q?%^<V5#h<p
z%0?U}d@|vLEXD=T6d*744L{eXg22JWyW^@9DEr-UaP(#l(0aM=8z!aW+SY(8Oget>
z?%w?e#|um#tiEZt+7=&V-|KZ*>m3CwmNFXqKb3)lX<wZ=Iggh<FE_XSWeoc-dh%@`
zd0t7Q(RL#_H@I}L*6X03BOIs_6{)%x4?Rzp1utt-pypPjNb7a-|AxzCq@$eCtX=A?
z%Z4mq>QCGIoN%M>>?!4M^vMRr@ppnYWbPl}7I@;cQ3Nhd@5zblC`ZShcDk<fv1oMh
zi`)2!ANq&!!NDDo@KW=|L{mo`w!w&#$P)1tcPiG7<#`~TS+rT4xD|egm$z&YD2C44
z18J`xCSl#|>BREY^Jp1dA<zCG3UWI8o(RbMVnu7ce6ZRH%%9%e{)OaT)nz!uULAGA
zo~*Cil&?^bVc9@>;ZHH?p^dG7V&sgRtjtE@JI>?Lm75uRMaj9%<mtCug>>9<Y-tH!
zdf>Md7d?jW!KittqTPq&S+x$IOUOBufM=d)lojV!A=i}R?PC+9$LehGFNpAEGCzOL
z6}}UU$I1%Yh1YyQc%QPVGHV?2TD7$K{uhaB|Mt-vliz2tGqxgv+afX5-Ph#3Qvt>$
zd;A_8r=rzt)@!%S1U!9N?(X@ae9#K)epK}%3Pid+WhBy)Fmv+8{y6`gn7q!p^*4P1
zG=+CHv^%6Ali39CclsdMROFXb7Gna>@3HeFc@+>3wk>tVA{SPUmdfbcUx2*2@Zpw9
z8oZR=Ha1d_2%E33@--|NL5)fEw$EPiq{n9*b8}q~B-(eX44x~(8}ok>l0B1vuaLRg
zjO499s&6eVUaf|Ue{2_q-f07;gT~tyl3z4=+8OuFfOr7)&xh$VCtwI$G^MXNAHJ-O
zT57Ds;MK2vFC(voA_L{ky9BNx^y-w^HSJUhjbj^w9s0;zLC7~l=Ys`2JP|Fk<y$Ef
zu6>kXeH4K~$u>KDy2<b5l2MITvmx=yt}Yk!lDy#Q`XjoVdC@n{@>A+eDvJJf7ZfKs
zACBfcnHv{U&@iYdUoayGn3F789`7K&hf0gr4s;|Z)pRe<xVjMN_iu=1WOIg<Bi==q
ze9ACEmZL?Li3S3Dy18quQsK)3Jag!GB(i^H{deX^0!|#c{9h_J>9_udsyB!8;jj=g
z9=;Yxa+i0SO5UY`?ryT&yJru3?%&E%VJCa92ajj7Kc`{*`MH(bR%ys-Y4>|WTmtxC
z`Bv6+RUD*S&#0}6Ccp{PcC&M>TF5z-Tk*h?hH<uZE=OO*;KH!AkjLRP5Ky`#KH!=O
z%vWDd7d;OIh86kh16Fyk^z_reR9-TNDXm&?dgX@3UD}(|-^GJqmsQY#KW@M|xbJX>
zXbhyjiWqKtl?v}y1!}t71HscUOeoXWAC~ToMf7PU!yXH*Gcw%CP^RC*Gkv-o1K*BZ
zJr?f;esjK8*1w5IYGdtd?Mn&R*b?=Wb-Ozn+&y60MZT^J6u(PTY85#B*W0sOBo*uj
zcQ`U1j0U5Kfw=Bj58QMmxFxNg%)c6<d5V_{pvtgzHcnO-7^b3}cV`jLN8cXlbKUOv
za+=48=PB_|iE~HORGo2;!nKw}(%-N2+2;DrJPtg3@B7x0y~D@j)D@*e*-&c4a?QuV
z7aUK;NCv-3fWM8}eFs>hVe9I2@ivug@H2elMI&>ey?^CBx0`5ST4?wJz6{5#?{x1k
zFwo$NcJKoldEW9bz7PoSNB|-85Q{!vIczmIcRHp)&R=pr5=BX`<AeA7AFU9=uedR_
zvb9njimaa}erR;X@Uc%MazllZ<BVdrd^2#PhjgR(1u5kHA^)G{)(rH`ptaquPXLcd
zMV3O-P`tkLw)}u*HrR%_SLYsZ#J9T7cUt>;K*;jvl{R)C%uk=3&~?-Y7SVP|cikdT
zuH!S=qn(Cy(M75}7SX`+U-`f&PcF`8ac&7E=jbie1JoA`9&qDRsK&?gRM`063Ae}W
zC2&pS?CIT?BjCrQ@|q`Pe^gq?l>eE}4U@Auj_cHvz)H}vvB_>4T;t@Cik(QqJgxNl
zPQnk5Iwqzrp_~VuKKnzRV+yc(QdIe3WjdbpwzqJN@xl8N9zN|H0l3wNyMRS18|NzI
z&l-}vKToRhzR(%M(X!jLrI4!tZFx(WhGz`%?7e@YRazmau4#5~!xLZPTNK%>5+9Bt
zFdQ1de*trD3Z!{-6Hd7&n_<8e!g11(DKz9t0_}};Cw_*8qOj||Ym5bixA^|i!XrTi
z<ZnHbAA2+pUG+w%w0fMu=VkiN^ZJ$8;ovOyG=l>Ea~4Ton2q4kj`+u4UbzF~u}hB=
z1kVAzoRi7Nq)@oXWAXj;NHok*yr(6O7Q)*{dH3b=GVtwvRks?~A{_nK6mEPr8rCE>
zd^ZX&#bZVl$KA{c&rq_w*7|4(9={YOCV1S5ctq?n&VNin;Slc!_48%GnQ`=@)ctbk
zRSA_A%L~EFId*meF1bi4742Lc^agh|W09Pv&Jf$bKgdv_0Lz7%qW45Z;q8+xchuBk
z;NSDwgKVAQ!2CE&{T|`+$9J3x^PtPca~uKcJEV$mL+G53cCH9`s$Fh=Hd=~e+RU4J
z_6FdUJF&jv#Ft~;tJk%8lnRG;#BF|fi#(tHKIG&zA>Y4qMYZsmND#c3=q;Jxk0+}&
zj_gvXz?j@)+qMn_K^ML1^xN+hkmWUc$n$|69D6deE<QFErFR=$-2TuND`FDuT}e+c
z@n})%v`Q$dTjgC!y%&n!FM0Et-^5^{+_&ELZRJ2yjFhX6DFyvc$+tdRJHdkqQIYpN
z39#UH<o*PjLGkrF8uas9pl?lwjZYvOhl^Lg9i4K;j)x{0vmD8IU!6DDpLlVOZ0U7j
zV|Rd=M@%=Y)d??DY{A}WEe4|#n?H$m$HCqCF^*q%6Yw>=;cuPhcv$Zc%rnUwin+FT
zN-nn^!`UZ#g&{r#__IVhhr9`(_N7hqAMHFi@?1Qu!$1qYj7&Wb>O^Cu+i^N8sT^=|
zeX`stLdE0v$NGIqZ+MuQ{vfwu0;p)w1@V7R!-JiQ?yQA`(@5jllx>?0Oj(JaZat-8
z1JmqYhex{*&*o&lvx>maeD#?LLqYf@-Gj205(&!rb){SHM8h-w-^wm+#BZEqb$^pg
z44PWKs&rK@0kPCMBj$1k9JMeK>C`<7I^X}>BcYLk!x~@nXKo}y=g$PozAaHW)Ij%z
z<F7gV^1id9gyMnxe=l9>y-R~L(fb6R(o*rtnl;bAl{CElb0fDOdm>JYN!!*JT42{v
zr>R0Sf1Ew_B38YE@H-VU+J9G)p5bFAcS&;p^~t&Xi&G;3E_np>G=I>9B}E<qo5e_M
zx_QdW>=%{vH10f<>!#phh<cgN1s^zkxG=fUBnernmpglv3!v;&zS8C!3Gls&WyG^I
z4?m0E?{(W*h`)E68Sxvqqr;Mv)5>@t9t>;R#;AM_Mp8FV*_rr2)XlJTHs)X~^yeuz
z|5N}5yEuyqCP|;M_xkx8<a1`o%6V1)(HtB<aTkd&W`paGb^G*us95gV;SL{*5Z^~Q
z_l2AVo0%KaQ?lAn@pOZS;+hQXTbsBkuxtmj_oR<2UdjhCp4Gw-Nzxxw_Z*nC-U>%c
z7u{Q5Yk~BU#DbYX!gb!P7aW%63?FZPy`Dz)mdX+f7p|G+qF4yqNpbH?7|``(?f1?{
z{)jKvVvnT4>GdTl9DL5OJL~|@<yt};I>y3VcsCvXCG6$$E{cOAzu*21{}YGbTaF4H
zP>F+wu~X5zR>>ZP<<eQR{#;~;6>ViICw!zm8>H!pr|-t^z3oE|t~h(GMW6O16W{(&
z&EQhchgZGVbbO!0prcx0y5hS)C|QoZ#@-bQ<znL7lqkh;M(XDbqf-$YwJ?jGP_%^k
zQxrkn0S~w$+pve7<jf?F#n3ZsB3ul=iJY4>JxJKB_o``$%sT>adfI*W!;IXa!*@QW
zqid0=fSxK1Cq<<`SCE`XNu*SLyEv72l&(Ku{Yiz>PTDP|lZikVI`Ng0@Z{%Dzn&gD
zWehSr0lc4g7{O<1ar@v7XE;;Nl10l3guRSUT~5X%!@CpekJKNKzA0N`>rcUOaBq?I
z`hK?pBUT#ijtZt=wC0s3Z2mK<!f~aNzYM9+q3&|<l(sJf@$K5i>6rj_zX~1*OoyS$
z?ukuDKgNQcw8I4vJw@F5{PiX$)pX!i?%%YO6c590Q52bnghO3^Y3@F662A7-9#D3R
z#M}kDZ`W+1P`8CXcHdolyefIVJMdu^KG!w9X#9zaFDnK_{zxPtCI0<_(NF@0ddzFd
z>d+vfa4}=AD-9PuE*)IYl!m+am6(6G@Ppd&ZS>9L{mx{uHhuWYS(uEy#KubIYTHMK
zlw*dya9(mMLj8j;Zuc(MxS|+=#^F`;y+@+R5}Pug>EQv|D-~s|8<Potw$exHkUoxj
zw^c~;mLvD~XYbZ8(~wvYqXi7DVTLPDA$DsHZg04<sJ|2l+&?$-ykZPQk2@?6#(ap+
z;C|caoRR}<<=mTQc{Cg6b10RqoOxgq@UYYE@dXeNdfhH~gv@D~c4~bob%e*vFKU}g
z;vjSVQ#1R-c;a7mTl__h#l5|5bk4aHkSS2(8?w!S^3rIr6U*d29(KH#dvgltpI$gd
zA@2?MRawW{l2T;UcHz4bO72(3A4}8zc;Hl2v*Zny6nx_#uF_T&iyahxU-O~@9KF6e
zd6aOEr}#v|9>wNDqu60J-;QGJ5*m7VFM{NG?@XN}vpVdl|Ki>9tO!a&`W<d1m%~0r
z+nxSMasn%DdMWXH;lYvrCZEMdW7rFy#llx^AXzay_>?;ypC)#5?P9cqEsT`tHt}fu
zm35BwoI4di9Q=%TFZ;j~s?^%~;RtN%2&YoI2(QUbV>iz!FPJ-B<ey>^hbiXS^g^Y9
zpna{2alMrV$svi#|H`D|rD>m`OH76M@N=eTrE?54@wPG<e=dj4yHQRXYN!ZC`Ha7}
zI6?zMj`i{y73qDszc{eOWBbe4)VfdcDDG6iec@Rme#)Mqh)adQo#^aWciY_XTH?0{
zHlaDN?Em;FlQg-H><(@-Bt4$N!j}cCNuC(E&HbsoRVc}k+5}NtJmD4drrhUOouEIW
z_)#glAIh5I`3cf*(Gn1~lYSeEAvvkhCpPNAl2rM7bMpXb=v(ZjpFBo5dqLOCbi;6_
zju}U}VzKV2NRTU;1AdLM^*^p2kK04tGhIiIA#ZJVTrr(0@K3X7x08SWXy)f%nivkZ
zm5d@Z#1hcZ{9j{@VKkbLRBXRP_Pa{PSzN8osgU=5cvwpz7T8qz@?CbvqPBXPM<0hV
zu1Qo{tJlTB=}$h+Y-C=!rl4M67MukNjXmFd{?NdW_ainO$Vc^e(<x=d=X`H!oO`f4
z1eo{hYwft70x$L7?&EWf2E$dw)?cK@QsTaOB<NxUXbZJD?lntB;Yh)&d_pngy;Q&A
z*W->F)KfD%*~z}CE#Ce<EgNLwbYr<#{qW{MbMYcmB<#E=w$Yki0#9uEPxM56G0K0F
zjMgX5n}~f4^YecGP@^N2w-i+fRtK&dmpV{TvE+q^Rb)Plmhg^0eiMvmCOMbh{7Zsc
zVd^Pbyb;K_Kv`c(&b_ZrvDR&s$Uqjiy#5)tKuot1{VP*YLij4DY=&%T_`Q~wmhgfC
z42kpYlWJ73thCGdWgUbTX$e<WLW)rD_P+ir$5P>?>U|d@^KzX1^=d`>8QGKh#&va9
zoy35iqFfulQdmb9`sayAAXpb9Z60Otg(uf_7q7|?PfmfGn?Z*I2+{flFT}*-d6rGx
zj&jcEDS9k*h_wLf<mbbq{*eBj+n901Ea_GM7>>HxbON7U<$gWoX$~UUWPrmFkEgCr
zG<w{~faF=8)C+EoP}mdd`O?4*^bPEp_(`6FheI>^#h*-cI~MlWIFO2(to5{A6XfsP
znyBY>Q$U>2wqZl68#HcdUbA5?#<qbJz2Mwr-1m_8<Coih$ltL3s>4tKusj@B*ZE>Z
z@>Jc)$=YQo&$H{Ez*lRqo#HU$x*U&p&uK>Hl;=Sx=l67MkH&as2IJs0ci>h!RJ&e}
z@a|Ky?hX5%MvKcjPhzTRc>Sfv1-|uhU_I?}p`)=7Mp?oPqyOY!Et~AJo^Uo?eqAQ8
zYs?&L{=1gXbAXCt$E)Uwtb(EU=337o29lfU`4K<x$Qa8KRUS7+CBSqalflI2)6kmu
zxY=hR3d1*MeK1*c!C*_PAkXDgQ1qEU7Vsq%GWGkct6L(GabQRLx`G4vhwn_q_#WZ~
z=SWYyP5O(boeOt9wWpw*nmviRMuDeI-}B<SeK_cRVzy*`37k1{>zvV21Wa$q8EPQ+
zP^0+9+jTY0@a*(8z1f)pG@Mh9bRJ2-OD|?D14gnzo%)k4v+oS<r6##31QRd(D7VH;
zZ6YR9zpJa0{LSR87JeIVC-^?~W_p3<4~ND!mGo2wz#@fl{gx^!K6oFpKBg`T<liew
z4?f8Oo$dde>NYumL$IOH6BA2F7Wp@K#yuWv6eRu=^YO)fR=f&<d8xRTrE6bUoq-hb
zSH{UC$8xex4OTRWSE*im_zo=x=&Ubw`Uq;lmzl!4j9U?SJ#bdhQz{kZw+(;p_DKej
ziS=nr6&FxHmepWIy$UZnmhRnT=nFru+g|Nc%Y|nCM|Xnqz2V21?cJKhhq6;@@f`mf
zKL~n9y=|hJ0w=a#dS20d4lUe_{T%lDL!XQCbr-H6wA0!5`VXr=+-Xu~Izw_!cJ*3A
zUabZ2A63L@@Q6QNJ0~Vx7nh6K?-(|)%*0{4gywZ0#bi)%51H9P?hDlMt;y!EOpqXf
zdg4D&;8e8R774er;PBS|fIHz0#Rv|?y-dkL<@BwMQ(v6nv?EXJhR-DLz%3K;FF6nR
zo{sHb`W%M?F{+=o_WQxEUyS2L7gIr7!o5Uya}3UTm@d{wC6SR};oW!F<MD%xW5un9
z@%SaA#BReze-Jdj%hTE%1cxGDufG;Y^7mHHM?Z%a;h@5*`j?~_WQoi+_($fmon|TJ
zo%vK8kk;Ups!qV`9=e^8Z8WGUWNb0au!jKde)+ZF7`)fqr=9pZ4uAUz@9i}ra~PGn
zF>mHfG~?%@*DXE|X0_)B|MirD(`EU2*&-JR)mg5ykS89Z`F@)V>j>YX*gW7<UnQ)c
zpLacdLl@t>O+>#Tdw-oKi?8|)erSC0Bcot=4AMnVcN~_bpyBhWRr3uMIFwYw(B*82
zqrHkg<uR5xYp%Q5D2Vi5B>6WhuTO*Wm+9SywGH61uGmke<LA-ydxu1~lLzMflZeSC
zIcYKZ@Zxu(j+kiilS?(l92123vZstiQ0meB`LD787^W9qXv19$uW3v(B{TV`xT>mD
zFPDX)MhB@ERub|2w>OqHTqGx`5T12rP#FydekbmK?2c`x-+qfD&#USFu6DhWRBZTd
z-4}QA3_4`pQ|U2_#X|;%-S^Gg0guV~{&$j9_>A3+dP>9?3|1I)bEOh+z<c%3)uME$
zw14o4`A7l0<l6YzZ7K$e`Hh7xhf!g^QpBXYJQ?_Qe&)~Lm;^~OMZL|7q~Cx4>(=9u
zRfJ2ez_Cvz2d>p|Mk<w>;xB<?uWDP}aJP^KckiPZ`1wiyO~&SI7(6%m*P-1Dw*B5%
z{(t}C=A_D)BBl)3b<}&y!^;IAxe%i;r0N6z{bIT;#%~NpIRmSi{S=Ts6e#&DqY`Ya
zigJbDC!=8Z=qb;ZEL1qGk<A{HfP2OgG;7-v@t5VNo}Q<%aKV{Xwsar^4J%_(t&T;Y
zDVGL&j}R3C&M!LnyO7+;fI~Hhb|f&mxNbfAJ`BVT{9*FVh{4BPGQO`@iqY9ecXga8
z7Aavv`tMH0!z-TJ#FI1X7^7i5&pe)uM<RO9@5;-9@ix)_vJ}h7yyY(K`=MxvT|E{s
zLpUz^W-_auc^(iy$i=TaQh@IyPAjnPC;gkx1%;wT-f-_;hSE}WAUbYn7Ib7xgT_!7
zC3o*&xGPX+z+df)R*G3~lw7?rW_R3})~{?VFtGS&U=@g4cCTu+@q5B>T~Br481X{U
z9}z4Q4u*?NvmLY=U#Qcf*P7$-MaJscXyX7X<oJdeFpiLZUh;HD5tj?P`#<-V*7N~`
zT;6Y?EHQv1(~^tkDHyr2zCw4<9KU(|_2MACQ1`CCU!4TW{Y>bi{M96F@MLj3<*Hc>
zn<rV{>olcdO5?!YXA>sC@|XU&>{=xrnk@Oiol1q|$1_|9Zdk**7@C$ldp4RGZ{B-*
zLktKz_q#~gW<lwhb&uQ4QnA;vulm-$V0a`j=qI2OgYrEd|IKXJ4<Wnr*3C@C65iOG
z-FIA5acgChUuBLDZ2k8_omJNdA74>tJ+h7TPx=~o!~YA%TeQN87VcugBQozPB6*4C
zy)POT#XVt6K2g9+D;_1)ETz@m^YGsOu!mhkiJ05=z5i!p0F;%4uamh${O6O+v(IyL
zfnMl8>q0@YKXy>>I{Cf;qjv4sc{C%2oC_Gbr{oGTJA~6QM4bw*IaN#V+X<IKSs~MX
zIS%LFsD|71rr;S-|B74V5%3$+9v-s^L;i&sw)P+z^2TsqX{5^q!#uWHM~{5C=x5^g
zH7N*M!qaCcB<CaiQe;_rIt>^E8mqFaqoARr`sMq2e^6%nUEew4fDQs#J>L@o@Htb*
zZ~eY36mXnuYkryyLbn#y?zfZssA_~|-Pdi9QvRXoTV)t5{wlJch^Imm<u7}(aWOdM
z_Vd0;&IFNg%Kg)}G+6QD=(};h0HWU7r9M9wjU!RAXPIP4F1lWm&6h0%9TiP#%ITw^
zJ$%<5qtYTsF<H7B+K~+lr<_g|3R56eWwKWMM-J>|y^th*BoHMiWn1sG`=B$E{@r#Z
zGdOg+Oj&JH8rJ^tYi)SyhzH%B92n}zoM=;C%Y>^f2H!WH*f<b~vuqo$+Zm?-y&!Af
z91qFMUE(<XO-cg?uTypD)@NXyiK6i>`*e7|Abve0E)QG2o<C>J6OYSzR}6Yq6H)rN
z@$7V*6UkFE)`l^e;;XW-?<E{DF!5DJZjtc7(+vkXJXnaAXVfsO^iCRn6#tKIoF@}r
z2#B38AUw6v-nFwlYv*xEJb&+o$EkSZN7?Q=<#?3Zk{%{Vyz2@^VbPhw5g=%JV^<_c
z8U~zKo*Ow9i?^rxcQF1c0=?}?ryS~n@PzVFBPsHpESjvhm&hRblHX}RV;urP{?(jq
z)FHyL|2kypa5){mTRa()dq_Ols%O}CzeodVou@Ypz7amfu19(Np%uWqs&gx2dmy?N
zANllPOBvL?qL=C6C*B9olFPZWhIs!-zG^7pY<pO#MbYd?KK%81FMDp{Mc2HfP@Yfx
z!nd;M{foTdeg0fv{fZY1^{f3fZ3@D@n@1}oW<!w2hvT!WtUnUAW(~hj0njq)vkT19
z@b9MUGY9;0@K$uX$pa7KRo%8y5&P*Fc$uA0<nKBM6S}pnFKH)n<;aIf!Ga=~cXu0q
zS>XvPeC3yw$=;%}s{22s-grE!YIE&9M+A-+C35rJNQXrAx#cMLEchHpljW8Qg8)8-
ze;@md;ohc#B>MOO;t#4E>PwD<P35;AzJ3vpGXW}=-)+i(Mb?1sGTEn1<`$@4F(<qj
zmIaRYdx)RK=k6xa$1$kJX4T=gJq$kD^hH}{5D%5-?GENEQRulVWHL-C8*3uz7GlF(
zasFY%P(?TKNZ5`HZEbRgVedWEg^#7!emJo=_<RDo)Qs+>*rs5@iwid!7S5rx))mVp
zc`|2MTcO+}oW~ctM6x2%{E&HR;k<ix4jL<DFJBo*#jbA*Y7HA=!Qh^_wB=6HXX`&)
z6J<nvG$MLwn#9Y{w_kL6ys8k^^^ZER|BJ=powzL3MR=VKCcF8`+}}uI#5VL%JaEav
zw~1fA@LHCEaZHw+m*|G;Qy>lbj#s}ur(TOJ&rE;8bT$O%jM0p^67Yt4ctwo61#A#1
zjw?=$2Dz=1pTY@GZLNWOZ-rYPbaQGyDsaCD!LFI(3toYcIH=Ieo>7cyTSX1^zfw>`
z`kcYzxj-yA=Ak5TQWLLaaYaY+Cg20hC{1}*!t+cwNOM=tgyg<`=klH@fNWZ;(>mR=
zsIz?knYwl%*7|;~>mVK$7Cmn9i-e;Hy&_FnS4o~cmbd<7Xfzxz-QH5g8-}SI3KBt8
z<arf;;w=At;(<3|?J(JwO8nKuxAd)&;n(Vkq3_H3<i6jq)T@#P54OJymPyFLo17{K
zrazN8+1m2kFVrd!R^GLFN&Fm`Fpe!At07!SPnKQuqv@ca9P^~>DY;kjHL7Qr+C$5O
zLo<03#53!>cD<BvVqL~P6@+am@M-5<nib)B4D<ybh*NR~V?P!;&Waqk;dyuMHpvIB
z(B-+=$QEJn`|;v8hM{P+-ZQOhJ&8y}f77Xwh{faay=*LsF_{11PT%SaW4tSN(_8aD
z0WzlyIThpPfa43|eHmvhu~YC#ooiYeQr8I!YMTecHLu9DL6SePiv8jd_#z*XUi!z5
zE#$er^z-=R7{bk3)J>5WIRed_o_#%dIGMb67MfU@V{k0o;lNFcIO1<`f7-tohx(3J
zHdVCdpj}zY8f#@L-fb*=RCSr$_j2-tV)TfQq3qTA#=;D&Q0BaS@Yb5D4YP~p?%E{W
z+suDRA=DLz3||~vl*z@6?f{cU9STsIvodu#NzQ!v3Uh!|3_P>r*}8lr80;!`P}o&e
zK|k!``uwqQ;B>B-<<U$AgS?ByOi4blZgBERBe~ZdO246}MslcXoZ(x_j^slRU%t*T
z;q`d%w$L$dPXpuMDx+l=WAL<XTQ}RM5}0RJ2svvSgg=HtK8HODg@;^qH7gg=VQDdb
z(7DMDJ(hH;_->oS=h}DwoCU~v?zGbg2f5Go$`#6l6b6#M`o7wnYo=&hyJnTEp9Tez
z-vZ^{UVv>?2DCMcQh4?8mzMB^5A0!S%=mDU3J+p~dAla!Kv~iG-fxl@zw@}$h0+%a
ze(k?y`^h;ndjDyyv0B2rTy$=nv@ZtUk?Jn>N1-^nKH<%}Uv{Wk3ukY+_+ig<P|#G3
z7Zfk3zh-z90_WK553Z{X0-F+*ee$cxnCh2PGcH6tqx~AXe?A1kQq_maLyq}qT@kR}
zfR+pI4krIOaW4tIPu(ubNH4@Atg1iyhz~^4Ox$CU_{GvhP4o8DhvS`c%Z>oUSPZ<q
zrSZ+ia9o+U?|1l_ijMWCgcsGxc`1wbb#XNpCr@v?FuO4u;>S-mvb&@pZ+3~uwe=AY
z9z>J4>lpxydvn3-mM8RP3%3<;Q?NhvkE33GGMEaQX51zDG($egk4~GML3me1+ns`3
zc;sUsMq9CgXZyqd(ulvv<oMRtVd#o|yp)F;9}WY*&>yk&LwQ&{?AWS8`b?j;zcQU8
z=azj=mZAL;j(DTU#DeBYK2MI>DdARE_+~AAXP)q^{@ea}(3x<MPc?e&d)`F+q$9j7
z#%<vs?-`ve;9HC?RmCz^F>V;*Akk7Q;S23p{-V+=f_zR29v)!<SZDVm+PZ^+u{7_d
zfE|fg*d(diOU}W1onPAw{1d=Wh570%;q_GA29d9=xo~?r@Z8A(3SM0wd-8TuJc>0}
zcm>(#VRF<i`me(Y7@OeD8a|PQPc!A3M9CiQx6MfEhQ)Z`*&L!D%Hjl8YMLWOWM7-I
zSLHvAc?TS5)o?a;H-H1{<otI&%S1YknMYwH*S1^r;w_1(EHtrtJX0)1IFW_S9ee^O
z;d80c@133*uq9BHtv99!FMOmvtlCI&jmPMiE8^22ERCb!4M!}-WW5u*UzLV?&9hg3
zlD+>1VdWDyNbl!d^X9mtZ>h*PanjR&w-5B>@L!jg^+V9%iF^Dn4prR>=5)whcl4|M
zjoVsIAlW*h#(gD-cxQ?%`!43<2K9gc#FfsV!S6^5kx0Uqde8IY4e6Q4I=A15HOht8
zoieSK7h_@TkBr+r8%PgtE}`m#V-nOm<WCm{llxA8RL?t^V?gnLlURMY0>r5DuI#t$
zAi?*OZA)b#zWo<yeQ`S#s|8~CGQ>sjnDcbR<-aD-*6^^<ILQM(itBITu(ZM54yV#f
zw0DCxQ|l+gXGy?4{?_A~Uj>M7Iv6mXnFJ@-A|zwT9K=)Ij^$3C4{W&8KO%3Og7~Og
z^nO(`XorpQj&_ECLiwQ=(+@HrW8rv3&|L#myZN~B=rMb!<DY)p&0hqrzy57hvp#}9
zySn?H)jOk;qhE-TYBU<TZTs=l))yqdau5A?lm;J9j)c^jk)MxPY3mYp3h`sk_$+E_
zV&mis)qIKL$fo<<%<Vqm53DN}P<fgT&F@FNLv?*YZBD3L&@Tc;r<qHATm7(s=Lf}G
zj&MvqF7rfPv4-FuY(Edtr=Yn=(i56n01j{1tEm>Bh}%A&-MDwBFKm%I7|!EPc+#4t
zuB>_HSRZ!oVE;`+Tz91^ApE*NxY};36goyj@o@T8uWv=zu&ZGvu{8>~SyQiWjEIJ(
zyC}PFZKmN@%V$jf5A*O;=ke@w?Rog^0Htx=-}6|1>%Y90yu@E12X*no#CsmFE7L`W
zik6@D6pIJtVPsU0%*lhrh=SjF1vCtBbbRA*XbZ`sW=nnOjc|tO=WU5Mu4m$7<%=&f
z#tVS`<Ap$_2!A~I!~SE(u|#0j4Lwmaln44T`Wr3lv!Ncv@5{f;!%QA4<&S4l@W;rj
z4=VpiPJ^P!&wL;pq-(!6cv3U*hiVX0mQNszDju?7y66b+Vl1YgGi74V<SpexbyV;&
zHW2X<Ook<sC$ukTsPO83)KQ@lCurT(MYo&uLAU+RAVbe+JoZLFGHi1h;Wzvt$v<zn
z5cNs*Ey?x9%PIEh`DcO@-_`gJ;i>p!C(Tx2vJ4FLT$}j5#iO}7M_=oYGE~tnTAm6k
zMklAZnJur#JVuN~cz=!^GB@onbeBm$-v)=LK)muVPpAFqjLSi_D?<}WYZ<t*tLQE7
zYB4<KyzAUzmkMVR@9+G?=?e9Qzt}7G(|}v}d!!%vel)3X`_IYwKu(^^Q{^mjzkib`
zlC4Wa%@aI<-B^lscV|6s1d;r5xrWo+v1CjuO89m(?Hte~2IwP5kF8PTW?c(cD!4h!
zwtH>Jfr3=gBlJlYSo4D2P>p&VUVPf{=CcLiChrJbOdQC;Io}#(mnf1my(nzxN?(Ak
zPs+1@+#~l@4V#5uc{-@}+(3G4lz8FEN0v&?y;161wdZw$ApFnX3p+d0Vc_y#y(@X=
zfVEL+Syj~lc~YwTtV2>U!Q$REQ;k?S_o?-bo021>diLqe3sQ-HNmbN2FCQ9@+OVH=
zyokrIcxXOpr=rjb{p(oL`*<S$p{L*{$sx5q>`Ef%wSO+sdv|-~!Aq_3>L<gAFutcg
z<`3abQo<U8H(17D{cjs5FVbtgxFI-LQ#1)*Rq`BeEDOVp^V{C#8K+^fZJ?lwc@Q?e
zKV_zGmw^^1qNq=F36FM<;3dX48HE41W4Z1$nPdLgJ~2V^3o|{<S2wRj;QLJrL#J72
zaGI-2=lDt_oT>?-e)ty)!#R)HUjK-JF72OdO~=;bI<J&%+Nt5d@Rs@2&a<g_(tSIf
zx>Fp<k2a?J()pog@)+GVEiHV%QSF^N=_e<85~W_XI@C!gbmx2|{zJox`Ies3z{z5z
zV&$BL!`}+#IQk;6zCvi(x-AE1ciz_G5X{EZYXj$cd8iQnMg11WC*ZqnhiLBwg7NR3
znc-7X#`yS5(vB(TOpG-sOxagY!(^R{yPjz{fVApHzOiTu&=sca5uFPHajsGRpg%qk
z`E|~yd{Y!&{eq8_q7K1>>9mBd0cAW<XwW09Cqg*q`3Duptnk1U7R-&I;GX>=(Y2*s
z=%(oWE0*k;WnBKT|Hqh%qPL27OUg&#uim>l;d`WUSyk8QVmk3oGGg=Hvo2Vxpk%>L
zxCjZ0Z>oKlqjAOMk%?VJ0$PO`#^sV+$z*S7Zu{m+{2}vji&PWI9X}h@SN~Q*daTj%
zdL(}ytJX9Ba7>5rS2BA=b3(wolCH~HBnkZ*cm7iw^To3hDz|DGa>0JoIcX!=_d9m*
zj5-LW<EC8=YmW;};hN`3O7A1WYkKjRsi8Uv2P6J8e0^XK#nILN5Ai%uPkz(A^(hIq
zzH=X`ak2vItR#&DD=KUirgVi`SK*PC!FJDm$;fQRIi&Tl0vA84zkKx}7q!ZbM-}W+
zFl_41jpwQs`04iOapvnJr=5C8`P#`qyy#3xRjI1LvBOgbr|oIzly@xetTPq%+&sMP
z#zjLIPiJ4=kWYb|-)9Fm+$|uSltk_i=Yv6esPoa<5ZRYAl!l(tPXW_7-^aZ1aZs4S
z*eEoX3%y2j&3D(L@v)D66Gv(xMlH8ITU9-Sm(wK7ZqG+U^zgIuk?ek;9=Wsb?<OC}
z9$({2o+KW$K(Fu<t|{Pg)~B?-A`{L?uQa9{(Z;F|JI>x{rhq-edm49ZB3_<-onGCY
zfXa_IUwEzP59?;ST1Psg;n>3H1>2pOFt4@ybr*&B=0-lQxeOFx`kVOh)^TzVFG#wf
zY8!(Gn_fAyvyr|>^#+Sd^5?<RNh7tl9Ps-hU&kOPd0*eYR~4F&27N)PNpG9{V8QuT
z@cI?fgYTy6ZNF!OrE1KUQ%Z?If1$PQ7CGN(v*qfr{YXNkoXb;rkBB$n;$TnyWF|^o
z`96PkA_bk|cdO49#3LWmNr%4@4*2Hu@~-@o2~ay^S-9aM1rEPl8vk-P4Jg*{@A3Ay
zV!#qByP%{8mN0j-Dt--w;`Ni3t6{0oG%py|L-ui;HawowBsYKU7%lKoU@<BTFm<vV
z2tlO>J(VA5(Qr1Nn$ES5iK1!oC5_2hxQ?IuU=M|Gkq2W$w32tg`HA6`o6LEjLz$bs
zGfev12Uapd_hiGyvkzQ<xza$7ttU)3K?n3+U-C;E%|<?*??nTzqcK^%f7YQS2dypq
zhF2C+A!VwqKX;=GR?IXf?K`B0OorQcc9VYXp<VWsdY=vPjkDsP0lf<d_xuzDj;8^=
zf39LCM*`%0ke+>A=#H7?CiZbtG#nLhqMK*(gBM(3ju+$(A*1<?P1~5GF>_+i;|vDk
zFFBQRGLn`6O&NvBTe8z&_pwJOHH@?1o{=NNU$RfWd8xFY+xR?ueI#|l#>XGU%mzX@
z$<GzuZOYy`MCOj3)zI-t7Z-Ny+f()+jm*^;gK{e^FlQ^ry9@tlz~9(LlQpBkN$$CY
zR3jSJ^3GBs)s%tBAjkIs?F1D3y(haUkObv<hr932B%#2Mz-Ot(e(<_w{2AL>(lgZ*
zUvNH?3g<<1FU$>Of}?*TD|=!LGF*14UTw>SqZ@MN6Xi|N*2w8#)}JyI`Ntyur6Y~-
ztgXd`n<8*uMowFHbr}4rgy6(R4qWzJa!w^V@dItOq6&}?;VLf}2B!#Db;IB-u~!u2
z?lF}TBl)U>)Z`bSRDgXCcGN&@5CpuN&42G<i#zl#$y>dP#dqW1uAE_wCi{)l%sFc@
z*uvn}z$+My+hYfZw_k|`F`ccq^?O2L56HB+Fxz41-L3mHniJviBu|2fB6)vn*#9Wl
z>4I$5oY#Kb^M?IjEWd3e`Ju7ZElv#l_P{c7ZeJEP7$dhNs+JuIfX|K`jb}%RKgC9!
z`saBLWbGC=cEL<o3bC4)$5{M6!J!dC&cToKcvNI}Mc^9!^HXniZSYTvy<dbxHp!_Z
zZ;28P!uH$i`+tQH-sOoNVK)QfVXb)`aVEA9T^1t8?XKCvu94-Etv-n$e<i@v{BIgk
z4l0Z&f76F&w`en?v~%#EJnw^vf8?Iz+^}{;D+cb#)G{___`=N{J)-(izR;2@wBt=}
z5!}CR7Qnt544>L51G~L4arK#Szua&I(1y%)nP*bqvstTXab-C;2>)Df$KVQk-)yYp
z`Vj_hJHBgY?9YMdu)fX+xiYLUf6la@<n4I-bo?!ZN`SxFW|iZTHY{0m#Pc`DB9HHu
zt3vU~AYH@hc+Dx1@B`}T8_$H{i-@}qsoH74tj_Vc@_H#m-HsQyXC03z%+D3+)*?|)
zuc2L7h=ziXE(-()C4+pHma61*4m50Oc(_X>9e1iT4Qlp#!^2)Lqi^=P$YT67+`Kmv
zBtyM|2TB9L`#~9dt4#{{tc{63nu^2Vb+pe+{c<>CtRnx1M$Sb+SuJyR2{<K7*CIEu
z8~q!6^0$)QvB;6vtP)-_C~u?5+43wN-qy5r{QI5*|JAGG`>qU-X-_o`(mxLMW}|${
z<(at2+G&Wfr2u|j>)BPJYzDg4f7*j&-SLU8<$FoOKNOrjmAJ1u4Q{-h@tP2+B)PLE
z+y68i2Nj{Tf@0F!dg6K3jDsZ{NJ?_EeqR`-H@{y~5b?+TF7gMwb;8j32E%we=@0(&
z_iHY<%m!hr2yGpKFjQI}d|C2m0iI*rX!-V88616mOW15Q70i~T#qaK;z$>9W&%Gjo
zAl1~wI{dZ;QZ`MmYj3qj-tNHZJHy97Jh1;?Y#`xdzxcIcB|*Xb1g?f1t8w_Bs^!re
zvU!*n`m(HvmV<mno0PAwh2ql%>7na{gB0K}dR3#C^!S{rCgeAe`EldlV5^IjSiLtt
z;?-{|2Kzsn4Eq`fT%jKqJ^g%Oc!hKLPD&n>ddfZcL4JQ6x-L6h8A-%}u&^Tg6FKN}
zhRa*o#~uH6u*x-LsN>nyKSN?`ff()*C38#C26-L}e0?$%kFWoWxx?U@g`0jyXZW1V
zgViT9LRH?{sCjt%<{M_`@#K{-O;dH!Z|3mkwfkfS@(=xr1$h&(LCkWScV83;QeyZz
zcVyuXi!R}qEjg%pqhd}k%pSNi4{aXI%tfKi@@dBvbBR};^S;WR^B}M*^P<u~3J%SF
z9g*fbiBX2E*X|xEz(ui~S7TWTs8}o9lEjh?&5h<_!FyFe<bZ>gZ&)GPJ=FS<#ukog
zTtkb#KYZ}1PrCH3Cm~=N{j7Z8umL>tsrmMyFb>$)q)t2-kAX+(!`DQ(x1*%9$$S|f
z8_3e%@Bc!HMO&{n2`3YOY+*0t)%3Q+JVt-BIvpBr_-euyL2_odU4`7nC38S7CSkZf
z?<6`@`6_k9oPo}(|HQb=a*&IiiH}an1pB@y|H|mGf@+ShdRdlaZ^FYM7y36J!&sl2
ze;e?HVw1yDxy89?r#w>`pK%7Rw#b(krfkFFTp=-63&KG*&)V+v_ZXHn`n7XhPlBbK
z*~={CJ>sI2As+T#2tO-uempvR0vYA9q&ubog)3rrc^vh{-F)_6I<8xhzVfkBd(&j(
za(dadeG>(%7Ae7pCu8A&1LK6*aVpF(|Fa!AM)(D1SdO-@l!K?A-}O^zB>zCU|ET#=
z4*opS67=F=D6lVejucz^Ba?Td-ri_UR5I#f7%{5>9|6t#^JJdJ<9G7OKI=f7*v9zO
z^W-_g4Xk*o_>6eqeheL@`;-GV)H>N1nP^aX@V>=6<vjij+)(n=G7gq?nv*UO|Et;7
zHUmz<DlDNqyT_880-g#AQB~SGaP-HHx=Ong@RqK<bgei6VxGlho0q4<Lp~$7L###k
z6Fh$u?jfFs6J7ZWi;<x9DRx_Eb^=@|-ODti6pq(3<-E&(DF6z+Ke^@@M>sqy+2U`5
zpqu`=y2Wu{6lXeDkaF!jgo{~cPtp-j>XD!|3gPSSIdH_Vd`}AY(XZ{jLi+1W9J0!(
z6;!w+#U>~7F$B~u)Hw1BC4eo<m%K|KJm5lTl2mzf02uA3W-Q1BBD-_>io#d{p00g+
z-#UYeQF}gzY3+}L9%;MJ?PGGl{QF<E@rxLs`_nJ&s7XA>B6U@+yIo<^uaiqO2?P9X
z#aVSv#{o@qWdEjqi^FtF89$u@Z5%vzdcjDTc*A_U8}ymT+~3vK>ke}+c1^<i>nAeN
zXL=vqKNTueTiA`1nv{XZF9lYrXgb_|IOh^bxDFF^GMi&}CV~*xgzls5j%fapZoAw>
z80vgIaIVAoBp!4<G{QENijutF3U^eHb9QS)=I_lEczL|~q<-QtY-?X9<f<5lTN%1`
zr9Y2Dt#G5Db%8~o>m0i%deQ@xWUub;R7r<hNB1X=?DT`oTRoL|!?|c!HZi0oo(6up
zZ>-CONDtjkrrDp&1$g1n-!ms@SaHFF8hOhGI`@{m7_;?8mZ>C%&5bnp#w%pPH|~Ia
zzU90>N#3~Cyv$qpO&VNc-J!Vrr~=@Ewro0M7Whke^_p=JuI;UtgOWE>!OP}3z3w3@
zbm?5XCmv-7X^nObr_Cv7;}|*<9U6v9Tkky2Tylkj$7SSdbmCx9SBlC1Z3Rppp*>~Z
z7zsu93ye0U*}xosZShzNxyO8Hb_^r_%nN5NSdVYgBOH(WC08G2K>YEpbv{Fmp!;{d
zp>K{m%F1mlKEvsa0arTi+6`xb+s}XtOed{StgP|R!Cnmr)7|cbNg0r7*m2~lB@HiI
z!3;mu70L`Q4|UnQLJhB8S==Dueg`eZF!~T4jLOrG{VC+W!LO=RLQi~dgVVYn{HbWR
zb?evGz!>a({c3>Ez!%$n9)9Fj4~Kco)R>t}_#Z{*9gg+e#$g&-DkDlmDG4PrDdVy-
zvq#9@d+)vXdhETGtdxk*g`!eQieIUe2nksgNxk>`cgNv4dU(Fy`@XKv=RC3b{`AM%
zTr$6;+o^2FnFQk}1DTud=%P-lA7g8=Ga9ecR<G0~<0o&|dcR*L@ZNar=lWKFxf=_j
zcl0yC3CjcMZluCoh!XF7zBlMy$c;ADw??|3J&9}?`FN{1v!^*d9Up!>-2&-4@T@Pk
z+wN*E9vL}N9_tm3ltq=46H0-==OAo)KQaZ!yPW>}Ae@6#a^W6zYQ*>VbL)BCYoVz9
z&AalHST-_;Q1(uDy2Hf3=khyV`$Cz5?<=3ABye9I^z0Z)2X%`e;cFx>S95S-<*0co
zOeH%MeIRqNv8e=sTJrt#EOy-8!B+yakJy|#J3U~AUSr?M4j*t|dm2b)zQ}hWva7tr
z4Hi$kFQkVDpkA7o^2*&5_&3o|J((B^I)Q!v`H4_)W&eq7g@1jpBl_lnofim4eYS4n
z{YC;DzI#*XqEs?o?9<x*$Xx?V#DA7~5dO?$#{Hw22g2baU)~K?twc0^aw1P-pa}JT
zG}WH)bp$qRx3?8KfpG7Na-xx3By5&aUwXow0yck5HmT91q83YMhe$Tr6MtzF2<vu(
z+Gx5>3vvM<<i&Y@!tWF$4%F>+W{QI)|DBbqqTw(q^L^!+p(i9H?|L$kk%}2LN7bpw
z_mife?O^wXB<wW^`#socisAY$dxxz^UMO_jvyJ540>?r{3O{&2g|y6Wy;6PnX_cgI
zMZAK|oX14=TR1})j9amc`-1x4iui5mZs2-=clvin1Pl%^6v}>b#%(Kpnq^lg$ofM&
zh3*Xns<!WWAVBQ~M^an<ljc@Mx^wRusdC+5jp2{l&WJ=v*}pjQ^llL%9aSR_Z6<tj
z^6Go@SOBIhe{Fe@k__7?50?pw5g)G5C-3|3^kI9p9*5G_aGWxvznJr$^ejDBvGuDx
zNQ>w;cE=N6lw0r}{!@`SJrgz}JE{o<Y2N`<rSM|w`TGz5^Tzji26v_h-SO|ly{OFA
z0HD7^Vb9qUOjO?4S-*UvkyE4~RP~?<>=~1sH|Q^ea3>n7C~{t!_;I%JM2{wTQL**$
z1$*JF_`3CMB@6PXvUv=y1jFsIoVtk>D>Rka`Ii2ACSC}y=MsD4jvv)?8ymOffS8$k
z{2Rq=q#JA%iazCme~v!rrr#Y3wna2M6bnP}u#rb{Z<ap<xI|sKy2~1r%3N;V*1ihw
z+Ait2*;8;f)V}k5X(;R(d)M}!CJ@_Gm%^A!vr)HCHT}0(E=YF$n7mX+_OAC{v4)?F
z2h&%hbGFGg$S2pHr$_R99O=5>lG@^-OW<0_gpV8UdH6hac0?b?hK@Y$*Q^BIZhQjj
z*$_Mx`9?pS__4oq?8+q^$MzR#|Cz9cqrS^F;~W1n!L+YB&+>vA)+@Yn%&fDA%~v_*
zB+jIwjN<#r$l1$~LTP35G${d{bFca2$Xu>x8+DPqbrzmwO4&Qx=mD=oerd)TMZo4Q
zw92_+!B8M{=v(<FALLovFtQ_Dv2*-KJEq@-LtF5dlql^4Sc*^)5s;FGE}5B!3UpB@
zBWHJ_?r8>0d8a>_|6~C-KQ>OS1{Q(1E&luT-3Jb`NS&R#8wQoUTI<jFec*&4bybIN
z7Es-+{CI_m6`NTecN#ZHq12p!_aT#5<W1|HYYQ`i%703XA!J_V-EI_Vw8I2=`q!RS
zsRTei-*sVI8PaE|&*=UVY=~Q^zAJmL9Y9%c52vo9q43!w?Y^$387^0)#I29GgQkNQ
z3ba&#ukVAURWd(6C3sSP>5e*9@n?-Kyvf61g}J?F?qz|e=<vVb>0I*O+_}xME*s8X
zl~v(oNrAi3C5-%J-pTB9_fNcRG?soazdq)XhxSUPF8>h^8Lz$caQIEK-xYsaZ}KMw
zN}}xK&XV)SjSH@ay0@C*g#fL2o~R4(D_OocfAJ~|#kDm%5!i#JRr`3?rwI6*arhr~
z1o6n-^xpHV&=-%_#Mm$KT7Yo&)}~6KT%=8?V6I_Igw8W-<#6i?exq;p$*+sT<07J(
z0$Z|i;_1e+plUG4yx!RmT@{PR9=plMs8FCW^J&6|$wJh-NBPm>6Avj<e^*s?vS53C
z#?JF!GC(Mumqm<lDjgoH1ZZs#PR22%ij8Alxa$MQse#AD7gKe3?eI~5v|(aizj~kq
zE>TZyl^0Aw)2sJ-gzkr<l-TNskf9qs3oZ#cy)O~mymxgwNyWq4Pl88|`es15%?>^R
zAz!drrgy&I8wGrSFAUbc4}iw~4|zLlJYdT8-Sv+ewqTv%`G`u2?159)HV0WbAs6jf
zo}eqqe@3^`-e!%$Q$fvzOXr9mXzd+OqG}vcOgXyPF2w`8)HB+e2Wj}b!TasW^jI9c
zw|^MDGH`K6(axNQ!JsR7eXt{tf*d=J7>>t8Kx&G{tgVM0O3ioDio75{PfRcIw`eYQ
zG*hSZl5-fl=t0}DEH$7Xm7rHAJ^DD$bzaRzf1Ej#qPF(}`F|S2{ST^v=(P0}&!f&%
zJneRO`S89BJotC)YaTDjs}0Mmn%|1Xr-nQ$t2AVup&G<#uN@3@J(@Di1w3Gxr?K<g
z$z<4{!9RM`$PKCO4oQrW{>NwgcaOilwa0}OzZ)<5(;%(XInd#|E4F?Ukz9|<#<}HX
zwL>E0y{Yu<+TS`?D6ndFpgNL@)0gjkR^+yTQ<Fw3b!H`S`?9_Jid`J=@ErOXf5-*8
z#*J4+@03GENkHENGgCOP<M}9gIRy2Tq6JneGcYKuo<l1u1&e}Qu8Dn&#ykf;kEq2!
z1aUSNAEr=}V{vBRqy7Img1z%6$;*)SINxqJ$%7tWr{6>~l!-y_*flz5DEPF1{oTu#
z!8jCk*mgH_7(`Dc{SmE<gM5zA75eH7q+TqEXt9llU*jzQ+|9Efd2e3g7h`Mu!qb0f
zmF$(3&JVg@PK!awGh>TP??d2N0T<77(`9(o0TFg1q`&a+vxV_l3JRMys+ehb;<o<%
z5)%@cV306fT}}2cM`fud<0pv>koU~;1Csxu(n!2i*L)5%ox(eAz0btHmA7J>qLb0R
zLaX~-s5v@{U9of2a0G$@S`kc2hD%bbKm7@BynMNgHkm^m_HrKk)!`ZsuVjwD+Dh)v
zn?CK)+fVkLuN6PFYZIPkE)}i#*k}%z|2cJOsN4j5Jq+HnyXJyIr$DpRu2?vn7@eWG
zD;*ZhPS#nHy!#Q~AY;M%WS%VBa&YfqA1n-^R@Qp1fg)a($4|uZApPGqh5{o`EXr1i
zj+{+}iNn$E4+&53W|+uu9J$Xg9rym3@VE%NDM2|2^|3Hdndy`0x`J*s;-@Pm)WJ_|
zyU~eUS4^2$J38<@9LUt6+>+WA^UpH5>!uaJ*j8H0PSa>yJa>z_=_2u-&`EuHz%2>g
zMKv7>S#}^l<;_r|5r)!rVFG&;eDPQE&>!1;!iDBK8htP#5f^JW-byuu<8ArRldKC_
zWR5=Jz9+C0o-NiGKkW_2lFoFhEf1LBWYwqqb9p&%JIVLIomAFfX%=NrqLYhl8cmfq
zZe);t*Qu8?k$PDF&_Udt^iFT8wH|)HpY(aR=617O3&%Ng`{v}6!Gt?%`tHUpS2(@V
z9P=mL6IJpXR^I<egb>5|x2rePU=QmV{ioW*&z<GD)oV`-o*bJ9ziUQ8^$OY5xV_n^
z8ftZI&r2Wlb@?Np$C?R}ei2Pu)e~UELix-jMH@cb#9k1)8v@k|_8G=S$uK4K<<UGP
z0KHCbTv##o0>;jn_hP2*z)$sdq&htb2VO7Q)6E3~b)N2l#;=K}mpURFQfNW=ZeCLS
z{=}n~a_E}RiaT6Pe#w$->w~AL=58G<B0Oh~=`YQ!{urmatsz1p71!Es|7Ux~5)#X6
zW{V6hV0Az1K<th%H1KW?3J8qDg@+Y4?mqIslJ>9)kS&3Ix%?4koUstVbuKWmHyG>(
zH}nEXk4MHx|Jp!#2=Y|D{ajMvja@rN<gJ%uAzuE=Da~CD=%qg$B~A8L%8V1zz31Za
zebAt39CZ{<e+$-;F(LWaw<>d!#z|26SK0WI5Cv4mg{`jnX`#X7)p_N7H>fv=DGhRr
zhA#KxLU+kt?)n9b@YbqSD84t@*~u0Gg|z!6ck>#d&=EJ2pAYR&gw=cdW|9MNsc+oR
z;X!;j=N3M6Z7;<Ljq!^UWRDj2MeEE2y%#Q|tLUVhhy+7Rq2Rw6p=f2JnsPKg2C|%U
zxQbQ0AfbH5X-PK<M~y$UJf+G2%}r4?x40yr_=*orQhNcE-R(`yKTUoQ13DqAKggc^
zhx*REkA$~(*!ttHYk|o4fay-YWjrv}T2`_?Q^hOdx^z5R(Qvj#RN^(6lW=g7tHv6c
zpZ5vRMLtW1SSLS|uQZn+N`>LUsW0J#hx(Isq$~=wi%E9Pk(~FB#!y0*h$ryw+vd5-
zd<^~GzWRrh=-M+<w|)I#j@5xb9D;d0p;>yTh9qk^@mHKG8u}EC2lj@Gf3xt%>YFTE
zSe(n@UuwChdUz;EeE;fSG?0SPdwn~$a+$+%`ag!Uw1to_J$;dNA`yox@?T#1VGU=P
zzVTM{MB|tab850#8vHR^mXIL)GNpd5(9U8Co{X2d?mwM{?gBebTV)2|pMkYs!An_i
zpylyHL24@$n7_2BZWN6($r9<ertFYWpldloG#*QKON&-t^2Nx$<L`3biQw#D>SBl@
z=_ikGK#-Un$%XdhgbZ1sn6`Q%JK2j~`23jZtgbGeynl0LAu1VbZK&mrr#Qf`SrL=4
z8{Xh~=#}Ul!in?QGgIl{8v&F3RIFa4|5|TIIoOlziyN$chl-!OLf;3KgAH>wuz%rS
zA#-Ic2GCyWJQe5xwvJwA59P0*SYHjzed}OQ_m{6&h)RQ+iBAg`f9v3?^YzR7{lnpt
zcD?I%1wG_u5mSiN%fi%{4T~MR7x04G3e6gN;LA0g&nJGQ<4;SOf_rvugmYcDFM#Z`
zE6TSjKe!zL43|E?Np-&hQqt-V*dE2hWsbdjU-W0<`8ymmtm!H6klC$Igm4!nchDSf
z+g(ojZ$G(i@`d1suR-JFo(P9tuEfoarsI}+zR#Nqh*zQ^Jt*^aEDFmV(7d$Q6z+X*
z(fwp?hP(#xsx@Z=AXvWTiw=l^)ZRvCbB#bKxKoq)>8~ng#M4XqzYK$=)3=YN7ZZO(
z_O>_Lw2^pSLgn9e&luEMwR-rMI~k&WM&_#Rw8i2$dcW&u65y>}q=wgqH|F%7F|IgZ
z0V(^`8aL5L;q16|W7Fw8%zDVc&Zrke{99+r-i?^Sv!YIm&TZisGTZaB{c<E~baTkx
zt&ax1&?dSa_soFHd7eel!wXxchsK6ayThZ`rUxdH6G4xC|8x3ADa@s~4Nr+Bfr~J8
z^3<_N4BeuWEna1e*)s+jO4MOcf4=h2=vUHn*V9-vCVt7&Gx`$`lQp1Jen8ZQJf8=@
z|82j2!X7LlM~~`cUWGnJg<~Ji<se&X35EVzG$`h+(}-mx;<4zIo9DJ$VJdUV^+QXp
zQ1|bESon{8<W#x0Ke)~U7}OQ+Z?`l66<$t7`rAohrYJu9p3@gDEBcB@Mkm1SFz1P$
z?`e25^4GezND91bz5gU6Hxa`ej~M9{M?vF~P`TAJ7toH8wDjbShNse%S#53ZXu}t*
zW3Nj=Xltk0!b<!S?(e66K6MA4p1n-32xl%xt|Q8gEfj7OKvSj)@e^rET&3Z0LggdX
zWkm@Q7#a3L^m?BjbSiY|Osqu#bM=9A)?NyE?-#VPR+oU#r`l>mZZq6v=DD}-RvIoJ
zFk+bB=Z{}GnojmdB%_FS-LccP#1rzPT);lamGpN~eVrX#-~^kZ{yE(=0C(<Ax4L{3
zR?8La3nG1t%h}Tg8Khry^Xq2WjW~Q1t@6t**AI8hbveE$bj6DIXH$i@#Nj&;qlkxB
zB2d9@epi2dJeg+>e`vWA1RarPj#b*}`2O#|v@U5coT;MyFX~4Go=uGZBJ{x%9P=YN
zEf4yGb%#+a3$F~etj~V8Sjq#v;AqxLl7II#)6z*v)<Ktg##>}60|qxPO$UB-hoxfC
z9YS>G==$!c$F9f3EBBVU_R%%M<FqbS&<%0LFs4-14L{=1a2A%*cwP$AzI8<=>Pet^
zFl%BclmdJYrr7!CoUw^rIKXw;j(EOqzSb;MM`oR<KZVX^_&)5^*VTh*cwkl`RXIHz
zcndb)eZ%034|ez*rl}!4d$$+gWL^DXx1bWAZ*2^SGcGFm?90YOU$c{`slvgXtvYA_
zRTbFcl(?X8n2#5~@W)46C7_z9=;p<>WN@|Kxs;=tfrdtQ#=R_w$UC3InB!>yRpYUR
zXTOskSDo6g0pV;+E;w#xJ`zag>a5q33D=nFIc3_##uZjX^TrdyykWf5;MOgufM?2M
zhcApMBfA6(|Aa;cx;{9Xx#H;u?)Dc9zMhJPiaoy1?~uM)xOr-a<#HZePpy0W!P5<G
z8v2Hee3PK1?$sDAE$P9}2v}`%r=YXJe(zMm{dms&+ucf-c+q>k9ZP*kUP7GShi+dw
zq(Az>6jMgLa6Np)#Swun(z?Ihb}N81zpl-4dLXDx@I~}z2O?Ek=<`S14<s&&Y^dE4
zGR5a@xp(XXlaWF4C$EPe@xJZJEc-ll9DaY!pQF8*0p6qWt_ltzkh3|3=J<RJIF0s3
zJSW^Ae@-twt79&pwZvj8^{Eh6Bs%gg{&vFGSshIBImR#<nU|j9s06WFCb^$|4M8#Q
zE9z6{ui_><X$#l6L{M{eKYMR62u@wKpjT+jf|bA=GjY-*{<Wjq-sh7eFig<88n~t5
zxq;i7%QohCQ0u{^duG-+dh<GmFjXivJgW6vQjLSN0`x94RT<z|Rk@e{IN6`4PXFzy
z3Wb}{#4|xS|N3{fNxMn=Vta@BpHPDkFn=!g01HEL+~e@WwYe~u9~0$Ga0o`Zc&&v?
zucMLSRJ`hLvZtT@cu~VfSsrp&l6kzuGw{Li#_b1{5jdrPIqiXq6UaT~=Hc2*`~+Vt
zj2Rpw@T!(h|LG176qcgir1_F~{8}7L%mUoN<vGL6i9;mk|Gr(a+Rqnj#8((q`b=O(
z_nY9s$s*8;F4=1tcK}$c#1%dCwD9So5yd>q6FURz><oR)@YvfE+(*U8eTkOOfJ-R^
zjxU@zH%RvAYSdrvjYoSUbI;*Tx@yvJSFo6xmcto0n@B`dxf7mzRdR!8zYcB+lujJc
zj)ps#RpFyI^Fel@f1jy0$zig+7^*(13;pQ@vzL4FG5f(c*YBIcp+&#(Rm+PA+;cIl
zdHAO|;NWawNU;~Zdh2I?D=iyk6~9S6-0F-CO8@yD7mk5YuHRt?M{{AyZs5t6R(EI^
z{bu-8BowW){yVjKzctCxoz_#f^nrD5fkiHI-r|0`&U;cI1#2$MhK($F!n~ITdk9k)
zsG4-SjlRmpeQBl@bF8O8b4I)9!Uy90S@dRlu`dXYRahLgw9bH%v)5Zs?$&`k6SF7v
z%dS{6KK{V|Wd{1b{hd;4&5xPRi_{HS-Y~=-XF9g26yLm1(F-Q`{oq>Rt>4}n!oXUe
zoaFWxRO}7Owfz%?zuSj4F0W?5z7dQ5N%?q)PV}<a#F7JbTLrh|m`4KFvTMwiFbe*$
zFvt~_ARKD%Ao*jiaZspQpHO)r9D~d5zEjywa;46GGknqI_-yNKx+Aoy$hp>`raYL0
zGBG#K&5VQ+PX1_(40#@oZn}(RI|)}ig!PDsa4aTrS?L>Tron9IEzT#qvtgp!Dv$3G
zJ%m*6R+jrO3v*XC4mCHpf?51MVGn-=xO!);D_tZ9nzcsd-wH-TsKWSd?$tazbgQ=Z
z$3+UBS$(4}{wE2%tnagFH-{rL<AMmAg#-5fkR5*KVGB!-DGkTAlYC1>)pco)Sm4tg
zus%l7!7EgO^fI}jIBRRBT~i+gxeTRh9G@cbYt2uVN2E{4EKFY~^_t{u?VMMttrD?i
z8~+}Mhu-*_(d%yoXDA4sN)S?8O2sp4(*}o*7QqX)`0RU))<B=iKDMx&h^|I8UNW}M
zShe*q<FaBfJhpees4be0tZ@uUaq%f&RJFuaO!iw6J>kt)WQfPF`9%NLl}N15EnBT|
z%)t*yO2=kj5Z}{r@htzyIQ)~Ry;bU<9h7`2cR4JQfLl*`9=P`1ACG;Pd|37^3J2qc
z1&)sT!An||X?dP<+}xX2{D62&QqNfBG(C<5YYXb7r^`wBtpKNP?6bkMNw05?(GV`~
z(?`;BRl;~|z**|!bPRIe?U|*~O+fK)UagEV6x{bfW8A#J9ahGIHD@|f;Q<?sY>8ep
zUab-KD|?a;d#}GYxgnK^eAUkvy(`Osy6LfH9?72@MT}}jlexH>q{x@nVlD6p<1~{#
z>;}&C13~8Tk(hDzTJa+3<GDuZ3v4G`bgid!&J^lo_;<-FBgHNm+EwLGZhm5m34#=l
zAU=PTbMxt`VTgk-9Gfy|`E$T_-lRbFdkN6lw;44rCgEgXX`<<PF+AAxt(Ufoa0Gu}
z=!1|e_)lyjQoYm@&9Ckh^~qI%>lL>cJgWm>m)p+0&8`%9ERd?rc0doz>9yz2S43j@
zSbC$}7hmK^*%K+Yi-J;GXOkYwM#HFC4BON9hNwJVMxTG)0=ibM?y{4fhTU6+#J`Ca
zV2f7YSwduhhJGygesczh%|54+iHRXO>*Y(mEne_CsjY91gc&y4S~cm8MPjya!-ugQ
zSrD2|L-9}DkcfzOC@k7<g4_)WSH%<kz*pvpmd$q!m};CIH+q(YU8kcAOojFFOtZ&j
z`^-4d+s*Kz^jaM3TyK0t=ck9MqKZMhZf>~QU|aee>2LTyc=qIIK_r_0<Z)P&)x{^F
zzTU6aNMF9{riPrC8=S}=Q?3rTM_swQ9xvyvfY>Uu-_G-ZN>z?uj3z!X&SGLSlb#IS
z$9yB-F@$3JeLtDYkuhi~P1s(0f^d_l+l%It!La>`<>!%9Q{cXKG|X2l1}+qxzWS{z
zA8+Ok6!dN>hFzBh+U|bMg`|<bk?T)9V4K^0m)$pFU}<Z`zoUKOkX5|i`jqs3YWD(5
z|8oIw;r-9GUegEp?c7v$Clb!nQ@KyHn^S==Ju}AX)d|eHB^=h-7lQU{zm7L2CW0lc
zScDkKSAR-g2`c|b{8H^wUT^io@t&cZch?z9^!aX*^l8iuB#w;k)^jk!!=HT29d{A#
zdt2R!W9(5N>t@|OO6LjfmHfqY<UXhTH+3<ohj2Y|4t!IWcE^aSvTBpSBH{_j6UZ4R
z{to(qP+1<rd-~X=nQ=Y~y$4xjs~!9xXgH_MB)}3%)k~^hSA}B!g3ilw(KJ*nejNPA
z-xW)lWE+_o?LqAJ*q!4G5ya2=?L${x2J(!j9HRRXh{hpY&J8<*Q0`NQ_=|Jl5VN@U
zX_HF^I=6k2;FvdpY{4~ei4WO08@Va?;FbvZ!l=((FINmJx!FFx0!f(i!}DTocs8uQ
zvC^~+@FzL(r@8J_iSX}rYg$1|EaqQIOf@x(2l^k2lUJSwk$J>NjlpnLJUo8<ec6o=
z%+kJ`bVV_p_>emfs@~IvO%=)oIVS1Q-57BC>o#{}=kd+?&%p{sD5or$#a&6i#Vk?j
zHQ|X(9rXWsG8@Hy93S#B)xoOo(waMVrGnd4zJ|@`&7fAMQRd-?LNxg4s4=<M3(T9_
z-xqhe!jVRy_ZlQ$DI6>^E1l?$y$p=X>(&Xl!2e6BqtOydTqqAVwt0gnGmjJFyENdE
zYh<BTh{vJRVPQv3ltJsf*@u!V9#9>XeX#wNFYv$RDeXIG4T6umBN~hdzhy}4YNfk2
zp5n4NU~<t6l9y!UWNsINk;Oh)WzzGIt(|^huNF=CI<IBR$vM|oIyv}Nq#0~}LjA_U
z+zlK{eDKelHwadYe;sKI#Z%jz)z>)^A;?mEU_(6%#A7Zl)B-to>X-)0iV$AMnkrSF
zp(|{PGToKj;fp>eD@|7N{2@V0nS*=M92s`7n`9@FeDcRY&fT`ssNm|xK8Cr-Sa-W2
zYbXM)i7pIw^cCX-S4_}v#W3jJvcv!TS_T|VTyxAm9FH&E2FJT*)xkRFVU)bI26jE<
zR=sMHj(mUj@9$X5#fY>4%7af8NN3(zQy?0Q5_4zg>DeQ|g?+|Q?QaMQO15}e$VR|{
zBRT0MF9TqG*==Xtwg~8xx<DIElLI%BK8Sm4sf5_1gOUno4Ds<c$2<IOu}E9N*;W5O
z19D5)$4WlL!NIT6OO}r^A<APxq<?ED&MzpKw%rIvXRUi58x&)p=*78=UqjN6?X$8d
z#TExFH_es;2^ZyHt<Yck5;wG9`+9=QIu~h#*bm<Cw}J@ozMJ}=UC=RBWE0;73uNa0
z6WtUW16PNCr7;F4g2H{#xe{4Nh?p05dBYb2?#JE@ZY?T90ZJObfI0=`W>>CP6Ylf(
z4G;|?{fpY3|IQ7}5{|Lp?)_!vWyoA8^f#~B2lZYXu5|6U!Ejm^&l_HZlk_y~j1BSo
z<TTGE$gSDIKI0YDTek=YRi%98Yji3s28)H=yPXM^ytU5ME-_>t60o{<+!N!TJ0$8+
z!eOL^?(MJFR&Y#FK>qBH9Mp)_d~<It6E-E&aS2@sLk79)^_!U-fm`*9K%u)0FlS45
zofFQ2$tv-S4Yj#QxA}#wAD25C4jNoI!)t{v`^Ko~RMVhLHK3D~BNML+1aEseLH>Qm
zi3_gsdC2)$I`j<T-G`QET>UDQgK^HUl)|6HKzKR(ImV{}DDd(uO@mPeh_5~$-cwHY
zHvYvtbg4ebY7mw;?VbU#Q%CO2W>#SA-J!NflCySEir_if?t?x0p1Gs#5pdag`RpVw
z1zfq$9ZH=GfXV}jFAtt5L**YCxNmnXEKbbbI&jAWnK$KkT)Pp9UIyCrvb+Wm(Wibp
zq9GN1_#C(O$|s@ZSq%ZtGcll9IZz<>ECh{A+N*fj{ZZovQ)jbVG+qjJaufcW07Yg2
zL)LY{$jiKMM8HB4KWB^oaY{&oj{e=z&r&F0zib(5UP7Kbam;hl9$s*LQH+zOk$459
z1IE+EBhbtL>j}Cu)_6<%IcIQfD7IV?8aLLDh2KjT;{N`y0gF=y+I`7$_zsWJ$Dl2G
zcsW)7gr0l?S}~1%b^T0w4AMS-1^m6Sij#ZkT&yV;QgyF-ibP=9Ii}~9@7=LV#&@?6
zxo?MltowPtTLV?r=O-<f(qT81eO9Bu4Wu??fAL4o8<Ph@hy1k@QF07*etNkB!<!Sq
zKb4b#k|*LdPWC$cTxM8=gtXz3TSKTxf;UQ7&kVd~&qZO)c!6R~;u-9muNLM=C7h=B
z&xHxcT1Z*@{#Qje%&dKKr<0P0(X_myPUT_9^1bUr;H@;^*>Sn#<wqCP-#Rn8e@{3L
z${GvCcxmGMTWS%v>{AHum6A9TkPOGnN6&1l+6#M1c7*2b^Tf}uHq0H&FM$llFNgDl
z19%&q_B!YIKs|3^b!l}DzJ4_Eto%m;xGY)SIh<brY~3jw%oFAKLU2=AyEEZw<gj_(
z6-~n7F$)Vr#!x(a`2FwJKf*ZvIi5anp#UyPZ?3pBp93^I*R$oKwPEmZ$2PiN8;r0@
zlkRz*455>zj+bubWA9Gxh8~dui27t7pI{<`u?aq8GnxP*mxWu?r!rtwkioAHqhYT3
z#tvt<7+_ynbhe(3B)O#|hp7E2Ap34nQ6MA-S)K-@a-?R#oq?AxHD$t4mnEKGw#pTr
zZ9SZDm+XP|;|$zTi9ti=@`ubj67b>BN3owR+W79uTP4SzTEIGTJVm827*(=Sf%;53
z=55wD-?5R6@4||+ZHgoCN@I>^`0Q1jo*rGLor!{N!Brc+1B$TkkM-yT;Tsj0D?NDq
zoPr)ZKmY9JcLiCW^1qd`*;uf=&6+zT9yjaw`qLbsz!{T4W>y(vkonzvrtx+Js_!fr
z&|)xy9}g32)*e$(%fVbB)ie`N@n3j-i!BGjZ|YRM^Na+c2OsnQS)^e@spi<ZtRy_^
zdR4QN@KgEXsp^(VPIheOGym8I;mEKD=S4jZ09~ew^?jOwfJS?`&9D05EZ^Q=-^tH=
zf2p(b^oI<vlw6G8@X^8Ae*t~c=M?beXjZfHB;l4si50W-`@vHV&*s{z7C2||oZqx9
z3Y&WJY({Q*!j^$U{yRudsj0r|N6>*h_{S%7HiSDK?TTw>*tMO|C~C6GH`58veC>ZV
zSWM<KjL$onNsq>=_rN!?A%A!p65_3YAP}@@lU%4iTO$9FhfO+0alq=|Rh2~i*n@m&
z5nbWe@r^~&!xt8jFr3Y1ZAMLU=)*f~&U2B!cc;8JRUNT76Mp|D-wAWl_i^mr*zmyL
z_j^1UoGHM~F8XfGH5EU`xV~$+X8`Jz+UeTKeh_`deNv5_gR_2b?H3?@f?d(_Oyb82
zkf&RNyVW)WHT`Vg`OIaYRKt_Rn`~|vn(W4PU6~$IBZRZ0JFJlE#ql@Xr>#K5)KWU1
zaGbAsUA<&H;0&$d8KPll^02-o1@0R<fgn|7(*BWL?5X39+R>B>VcY>zH;ocd>Fu!I
zOX5*#QJqm)BwP>vLu%LBT*EQTnPW@*dvZRC6TEAhZ33r%+e%%2<d16?Cq&Lu*}|Sw
zu1Ge`XmFz{3F()%#!ykQynf$IIKEwzcZ*^yN*op5E=2Yes$bupx6pEh-&WBgmU9K*
zpXXTYTHu0L?*_=2+)l%=x0gpG!}BqgwQgI|=rt^u-o;k_DxJLlEf=`A>f?!W;r{wx
z6jYgq!gccet~xBWomV-DcyC_>n$=_>e*&#~8p*p2I!y3JlKlKByCN!v%tQ>V==+gs
zZ3eH71-L3PWua~8gwn7$$@!f6Gq*`51ohcIwPtz~-oU*hTq2RFxZjeG{&Qj>CUkU(
zR8+^n-U6NSM1vC4ot))ftdm3It`^?1kXX3Is8Hy!kO>LDZhhslaK+t43fd;h(V)O6
zd+44M;r_byul*V&IiZa=796iV;c8abvnDHFq>)hkt1canb?qMqgySi&m{+K+zZ?oL
zXCne)HihE(w9Uq{fAwJN=~vCUM<Q{_)cC~1=cNCBdVywj)s@^!eDnr-%|NLxY+0bf
z6N8TTcpNa#1Xo&%>M(N7-=*?YRLm|Bl>}qn_GT0ATtP8QcY_Pm&G`IcF|q*Fq_LGC
zFAr$>W#l+U{8Y<+$NbuZV)2t++0`gFH^8o6-<8>uKvk4!=8IYk9%W4bUgMk!cFaw4
z*7gM;mE6nN=BtUrsV8Q~za-+JYo~W;5)aO*sVdKwfAO%(XnCpHA_=9cgZS@GQ_y@N
zZHMgjSWFwqS{L$50qtFeuGxCIXuNN7`blUIvSx~~#GH;qxi6`^<=)sp`s@h9ZZ#L^
z4xM#lsI<jBx9llGB0j*R&fT@!ARY=7o@`T4lfxJM38P0P%wQCc1Zb1*+r^cKIajIN
zu(E6@OuN_zvI3f;l8!|}-ye^EtW}Zljp?Sxho(f_EN7K&%n^&d?@DD}(-vaj^kacP
zngQ@=m^RhuTMig_i_<A91VV7C)8rnqR}*rY*rr?^2x|{a$~hfk@uiYj_7|!We0+DS
zuHuLr{GK!2xD*tPbJ1H8g$7gc6NkyM+8gI#?ZfEHDUw&JJ;KvHAQ1}sQ^~uV7&B3i
zc{qkfF9V8xuBTh}Sm9kUdPAXsd>B7anbj^R0nN@ow^m$tgNphPaofw`z@}%)oI{Di
z=k)_!hR<Ws-OQoSTae_M!fC%(xS7NDmdRU*d*i|P))wOz!+MyLXq#yjtb@Fre@=Gt
z$6#;Mg%;nRaTvJWE@G8%riyy`N5h;sk@bA#9%pkcyll0Xl0=;W27<%$d^afA#&#p@
zXanKpK9c3zTdEG?a{+x*%xOTO-Tdes*{40uU)y`xAqm)nO@t%%I>Vkm?#$$WgmdWh
zdEd$XQ5c`iuBYT@iy6Y+?e#?@x8EpxhkA23^hhiGSWPB*@2`7Ccy!&7he5zE%OnGK
zzp5uOWU^mcI(d3UnQ)Me_)DZ0Nl#+>dij!yAH3edrsq>%2A{9SSW(SVVArjThc?IZ
zfIT4ANpvL^2KB<Ucv6x;Ss=mvR8R_b?yCEbs)QB?6AtC2*_&W|$ovN(QNj<`%ATxj
z^GEBtb>RdiD->#+k(6=qN53il?eo*6uzmdO40}X6ys4VlqrsJn)@{A5;c*q%$Z={{
zu(KNwk$O}=Ln?^LnxyaAk_tTKqm9wzUh(Fe^Vb8MF4#P@5nr5N3VvqK$4kgPXuHb|
z^}9ns@Kx{E<$cknc;b`H($BU8sQJ|K)S){B_&zJsu|@|#cN3lGt?^i_-obnE_<9;B
zPY)Yq@RxvP)q~!PB+r>)DmYcVDHswCa&AATXawiJN7?RfO$4g|=hnZTet3KF_|_G6
zJ9xrfY0{wNf%DE!>Ww-nI1$x&{+~c7`rb;v#(AFt({n$CmSeNvU5@B+!~ARrr(&wL
z)(-@#fQw6_+X>foe@XxMw@$z;G5;W3$%k;QhZg2MQs8mOOk2ecacDR-SiX(;l+-NC
ztK42Wfq}KdeOU9yGVEMl5psv(Z)yjhs7GUirn}X2S~L#o|Dx(s&VT?^$~I;5M~=_*
zCj!dMp<lzTRW>vY+Gvi79l0Nkg>jJ?vn1Chq*k35bc+IyO#7v%U7g{IK}U<|kszQS
zx&Oh{AqSNVO^4!xG|`wbfB9DcdG4`mT-itZ6#>K$dg^W*w8&Cx|JiMdkNdkJN7n{o
z4YnIiJaLDfz@QWJWRJY%UYzz{FDsO88Mu?1o(bP8c$KA|Yr<UKxzY<HC%H-KSgd<;
zJW{GFb|khCuF6&6bJ<Fyzd?WZ-*>t+jN~i&@iB?agRXh|xzBll^Ajdkox*Ua@wu43
z%Q6?5dzUpH2NHh|<IIY1a0DDSd6zrupMp|<%7+q2zoFjVyxa8!Isa!kl;1s`4TZV6
z#tnoA6t>XxW1v6}l{rruzZB2LGp6xAC6sU+IeA^aIw1rN59*dzlHAGhfBwqzB#*_!
z=yfc6BNi1+L|4Ohq@%^Vdm|lOQ7Czod1{9AuR>HW?Y*d23RznnrRwvN&??}`&GHRj
z$T`V*;O<Z;7!@3B(yNUF#b66{1E(OMaV>1?eU=F4z<FjK+)+W|ZWzl#0FF>QhFAn<
zg89(c%oJxD{%VO`ldF!zn_b4MBl3hV92dR#nko+DC1gSkNWO92J^Y8fn<dCPZL%A8
ziN#&D5{!9@Sx_af^bI}|{?xMV0lG+A=x0z1$-AM4d1DqAZ+q#&fYj06$CuPlO~fVk
z#in?&m)-gO0=chl-z0o)Ggm6)yfbCYu#|$*YYQPw&R%#YO4ei9F$Rw9I_>@<QWqJn
zH#gt@kONQow!Bii7>a%Ih5PLj%fM$a@XXzfG8nzDFnG()9QQ4@JT7BZLFd@)=qA$R
ze8PCIXwfML7wWfq|15PuWhU<no5=iW$8F(ay9FmS7^LmX6N<!pUDQSG|57ogywl*<
zFLN9=^v%{JoQ&$;I|FNvA|Pfzb$|x(LPjap|2kb<h`e8KbM&ZZq1^kwyWShwAn^Au
z%NE68KBL;=mn(_bA?~u>%PbBB_G)R4Y$4}^y{*pcT1l`{C3R0M#~nZOmrjRACZZ3^
z(I)DQFgz(3bbEQY7^+_GbGtzA4G#mQ9DqC*U-IfTp4)!~aCGTxIF}W4F??F=RZNGy
zro!`d%6WM9S}rHo$9Q-=smbwBC<!veZ~wbcXbC<~vZVLK5g#J$s86#gFZP{FJ+eM6
z0iXBToGneaz|92;bSvb&-Yv}9_j%j|9}n(b|3;q2X_;mpP7%(mgXsA`38epA+8HwS
zPnz`k=OS);5`Rgl?FT2?{ec*K<N6o#!~T%>ec*0xnG1gEnWKB}NsYE&{Pr+>&jg0|
zCecp=1Hr4;I-7CD5fzrqtd8t(gDYF#AM+>)gd;V?2Emq&JW29p%uxyWfsMO_RU{J_
zWAcuC3Ch6agutajs&G_Zeb;oDc#c*_F4)Btq(OO%d1b$;EPAMH=bacQ9)f=MetIPX
zNGtq!PNF^(U+rQo5;zlt+LDygEmUDJb$_#Hq-`=NZJ4qhx+w>NaRXY0v|iY1@vi&J
zqi~SZ$}=42IEmMkbO(n|hN7#9fy>gfY_QlS$zm=X4}(89eky8aVR3&8#GlQ<BQkDJ
zTi*vDf2-BUdF^BnR^KjInBqdXET<&LPo&{PCqelkUk&K{CizWcLJ6eV|AB*71m09Q
zk@572GfXIZr0uZILEi+ni-$@n@L$<_%vr8zywX*4{-|CVrXAFoi0UjuA(Q25Mg9m-
zTX!(g)-A`7FPd_z#FLO`-pb%iIOVZ<M^i4}k3c=IqHmf_?r3#txW4gnAe6iHhcIl8
z1Dk2jZf)BP;QGbBz4ZzOp8mWwAx0m7p_8eJZkz>}w)};{wd#N-g07EyZWV#yIX3>%
zRS(cv_$nUIW&<iY^WMp78PF&_93U$h4iR53f3<0g#8+ku=BC<t$Q^UL(Eo-t{<;CR
zb5&tDap6z3op3m4hR-f?G3DZQ%5g8(5BczId+T;)JrPJ0RM*H^4Zz1^QZYHwA*jV9
z^6m7AFg(XXllF`Bbd&#!DfASN1*YNz|BiVI+A@8tv?G3!{DfbDv812XaZg2};Z87w
z9%U2Q6{?9WblW-i93wui`R)?=)C|b~e7L5Mwj6ZwcgCEvu>pZ^s@9nf5#V0rNV9P~
z6D`x-Bo;`|S0UuxP0K#g-zt%B?I!)xvDzKseh*3R`9xOKw>Ke>y@yj!oZMsi@-t~e
zL(=iojQgduttQx)n`_B#o&X*1XPTQLGvRhxVNKKCNVqb!B>FPd18Y13LipsOP<p7t
zcfm9rT<hFkU&tv$F`>nsMzhW^Y7s4CelHZCQ_@JaC>45+ex0NIPJpCrJfJ7;fu>Tz
zmkvL0M)8XW*h&sqVBdG1<2fdQFy5(GI756a><&Gh;{VFw_nw10>6NnZnXrwkeSA2)
zRgr0X+h2rd7|hhNrsY7)^ew-*qa|u*9`1A_=Q%1bo?4F8Xtc`R6xr+_3ne>UzUy92
zCf?@9^IK=gzQ!)3{Jy>gSiH`gy0R|}DY`;i7`LTE@TtzkGpdBA)R<K0YZwC8S>NkC
z*h7KckE+c6btj?nvH1Ud$$Mhq3(J7X;}fVnGk-FM@bDH4W5;YNw6Ln@F_pKkKWvjp
zxt{sP2@4--FpIO=K#APi%ZuxqAtUK8%Opz}PJRqI{%<f9md_+!+F&jrJkUy33s-T}
z?V(Z&-c<zu4Y|hTWxC-NqjPc0lzepf&LkIGQ;Y$|S3G*9LUH)cWoZv#GM{8SyXCBv
z2_ELS6uh%M7M{gfFKW8lAyfrYPcp?r;~$mNqG$BL^=o@(caI&m|2?=K`B4?avTw45
z6K_DZl2$_Du}W|s`H=+g1HowidmG*PT<q+%ymb>Oa6PSIYHcF|gjp#1RO`Ap9R9cc
zCAqh!wP_lSs=2`%r<R(fe{v|z7VzNvGeu02dky*(#t>nvXx&fz1<xH@`Q?uLU_tHV
z=9sg|IQwC{G*^#1n5Nq$=dMIy{)>Zc4$6_ByG!}erLFE@;bUU*o{9K{w~lvG*=FL0
z-(LJNhbRz~x@+rc`EZz~f3CRya~9B2sUK&SB6~>T>c+u<AZ*FVap|T{B%EXU9c`pH
zZflZizi`YIgjep~xjQ0;9plcK4@hsz`pki&6I{X2U%b=hz}+Zx+z=G_5E+DVHyDp!
zN-9Q~!(E14f(g)^&X=h1Cl{PutJ<y-AIAteNz0JWk0mN-Cu@i&=J>)VO=?pZ;N?G*
z{MQ362g>QSHoE|ILQGn7tPMP-e;$0@CksDi%gR!nC3!ZD64B};Cmi*vjeT-A5bcvH
zzO^lu68=A}`F)b(ubE2W^ODGdv1ooSk@|9sQuK~vunj{La#%JX9GBS>9z_bvWuP`$
zM%Vbx2n0~{k)#jt;h9LC`}-^z&YG`Yl<fhCyCzqdc_9|LF^_BJwgnt#bi47rP7BjH
z15yujdq9G5^}k1CPTA1ea3a(o6aQW=^6g^{gEa}-Q)cA;Igyr?BKMVeSQFMyrI`6b
z)PJSRmgGLCaNB#c<`zSklYGfeOSpU&`aQPJlJhT3Ann8_UniJ;DR}Z8d4F{2d9(yw
zPK7IJDP4AdbMc$rqsL1h$lRF{wd&cK0LR8wy|&*7#2b?WA!EfdaP!95LE$Y<XufYS
z*WM==n>IzA8YG|B{+6U`Ut0YjH`LVE{JI&K-#LHc+HJxyd}uwO9})qP)Gq`T_g#iY
zRciZKD{?-m-*+#BITu@N?T?6n9qJzWeW;1u2q-tRa+8d5;nwf=PlbN5xQR2NkhNQu
z^k7Y!x9=@LF_{RHCf*oOQ7U0Dyb%GvTb|qQUX6sK_V<N&3lqWq>FJtma?WJp<jObc
z&4T98#f-^F3wXq<tCAZU4KCA7TN*OlaGWMyepNIIU8?!{cVtJxrl|w9saxXlod;dp
zBja@JtO>q+NjMjlw_FdtV-Sg@?=}89Sj1sx!MAK-!qb;6VSP<=Q3K!q%UBgUPtGs&
z%~7_0kE5ZOpHT$4|Azd!J^zTA@cLi9xa>LY1s7G0?r|_Ff~TiN-*44S#bS%N|JL7;
zJVwG9eZ8}J*t6Zm@>_Bl(5vKe8!NiO1DV%43T?5V+2DNrYFP^U59?$;tj)$+wYmfC
z(?0OFjW4gqD-~VxgnwStO~dToi<)5*q!+OIwJ$a#3`EEwXKFeOKQp_fFVnce=d^#i
z63@Khj_j{wuNznK!=ucssuvV|Nf+gAt4Q)$#e;37<u>>^Gt)EsZW@j($oW?huZ4uZ
z=8xHmNI2H~ea!k;5~RO0TIakG0uGI>Q%RDEFcf(4&K3pIFWMF@dS{g%qlymq#?B;y
z9Mi*~#UV$0wXH+-SyvgJZn|6>F%kxwa}ErT%|*iQv(_x8f#$&T_eWL5c2{^jZ+(T|
z+5jfTH#~=(L-C^a8Tm3Y@7XVzxs%f;2<qv(KS@Pc!(pdW8PgUN%xqD*|6!Xx?)=xp
z!FDVhH0)pek$jL04rYlL$BwI`0H1U~%gGeN`^~h!RT~c4QH#1cTS9Shb#KGSoiOC=
zIoN-K<hG?9%`=Za4~E1boz3UeLIBn)8{HbhaM$7&Rr4eY{$%%+dU25g3Gdh{<mD5A
zw#`z@`fC~r-mi+_J4bji2W{9l?95QMoO*@-dm<Vq-;QRg)PNlGUDIQVdLWpQHF6~-
z174&X_0xK4!MuW&rg5_yt}jr>?@74=R(hqiZ-*lwQS#dSiKcv@yW1KVLpW+77i~W4
zmw5tHx_wraS}wk`S%6KIsn|=mD&*rY4GDTpswZ@_L8N<F)`a&G@ant@<o7GVo5v;W
ztQOqRXt?s&$<}0CQa$qMg}n!8eBS$Q<#alj{`W$XyD<`NUJZMcy-We8tG2c)`ovGQ
zpK^Y_D;|0HUjAcV%)-6l0ug=A+3?3b^{E3|gNaHd7lU{R(0EhHcKi;;$3hBE{`;2*
z-;SK@F}_oRLpO>(ckE9<y?UekZ}y4E@GVu}i!L29IN#MQ5^srdhxXc2(L$hk@uTrF
zT?r;t?iYI(n*hqAoL@?x1Rzi@S?V0kz)x;B9;#op!O3{~m#f=Dv1Tvh&~^TBq^+!v
zn;9&Ieff{hFOc~<x1=$poy>)UdDO~^e`KL9g_<V8!UKDAd)Ku8xI)<_;VBkNKKPS1
zcmKakORN$!$xv^}0l!B(rzY7G@zmaZ>RUn_vF)CohL3Y1#)L@(yrlNQH|TRJ|8E4Y
z>u$0cO3MSMswKt@a&FRy_Wu`B5rpq)9jP>Hf^hxI$pr_W6bKJLX)dIai+s0V^}0Wx
zhX5u4m+K+K_b@#yC&;ION<)9=xRM=krnNkD{9YQ+ZV%pQHw%Ug_oO#_JJLbPO?$~)
z+XCCCFAQxx;foc#aY>$zez2Y}b5W|60`jA)Z_X7bLAT?dG{YYyu=zhZD>ZVC<$J<E
zea<Bfr?U<-9t-7%mVZaud#vN(WQZBl?lM12qC3C;k$nUR>3u%$N#@YB&C0So0ybcs
zebH5h%%xHtLeG5ZCG(~geW&}o3Si{H`R+T+De$^L;L3WgKmHQf68ZQh@#m>x^%l1z
z(0y>g-P_U~M?Uc~Prh-*hC51L8~XMj8Tf|T#_a%HzIo&j56NXM^jT9FD$P+`R3(_6
zHwb$c4FANX=-|%}2R=MbBJUqPuJ%5%KWN$YXlQ9?6o^>wiJ2ep#KGOxw*%D4oaM}(
zP<rV!l;9{y$TuQ+Q#HFIOkdKGiZLwYD=q2UJ|i51Z-p42I(R0L_&<Wn*qpDBxeEtu
zsndvvfyTPsvTHXZvHf7W2Hm1D?2`=Y3*ife_MV>7aT-aW9^RxF5T=Entlvh7?Id%I
zF`82Pi6oMv7W^GY$wVG~+Om36PfY0VWOb8Ngsf?olrt(MhmzK{yNJ0A+CQ$YJnHg<
z4E-OXjx<`x`eM^3Gm}WXIGMlgi#h3AZTb0=!We){9EYQxKq~Bw+^tWpPWaGI=5W(+
z268n>8zxDmLD&0|QIVKfbmT7Cbz+|z*i6Mn3f;2@(`ScVMYVLmP|Z@~&)FoTYUbX&
z<ro7b$XCS#OlQDj%6`uh!k_*Uevxs^FAp4o81)VpMdGs8k_6lDba+~q_~b9iBad*<
zQf3J6#Zs%m=E-U>+NMNL2fxn4ih9YQY2{o<d*bAsydH$FI=K%IXcu7B)axdeaew4Y
zd8vAQHWXfSd1poJk;K$ryP7m#`asFY%`|gAyfBovDDmf57`oDSG>A6`LzQdxlbDoJ
zIIgWYKWmbOu6mbR>`mO@>hGEd$!bw}TisiUwIv2}rreIbdXfsB=aao(PaA-eNB1i^
z)dZXgJe_4lKEI~Vmahz-72<tdzgI~-R>Pa#Y0Gm61I1xi%ms{r-G_Cr=8O5m*4}6L
z8#OI)Q~Lba1`XlxciK-qBKJLxSB_F#O8MyQp50i>R)j}aYz*@96Hxd-<f+{JWVoNW
z9-aQk6{M!0-j$z91rE1A;#;QTaPGmMrygvPp!fQW8Rr7wAFeLm*0~%C-z?+y4GgKF
zY1%O=kJ&_^zxsLjUxx<n5!?Od6`7w8ywPAEmyL&G0vFP~MjSxq`Zg++qZ~*(_Qx@<
zMGv>=h)5Rq1Y&*g-G{P4eqh*g&Uc#RD_r_rUH?%LuJv>6LMd(~5U+{5*C-YW2Wl?x
zE~pUR_TKAM=hp(E{R;0Rd!}NNKM+$}C->j}kYA(Hiy=@N_<MQt7LvEjK3c1|E(e0|
z)2oX{ZLzCGhRJ^`>Hmn7)@dG%M*~H@uh#EOVg2%eLaN;*lwUFKQM*d!5Vz|CeJ@2o
zP~u>dU}QQ}HUMXhUnGR_nU}V$yF!&3ZTlu47ku_GE_Qh4GSY}1PB!Prgr~Z0<8RX(
zVf#Ka)!$BO*dN-Sd96JSW~A3&HP0A;T3g~H$t>bkSD~tPUok`0PtSBlS}7=LR(a+K
zl3wPJ3HO0+3j8iK(tO=jK)fcu?}p6#LG|(OzP!YEyf-B8soClY46_z8futWPkYZ<w
zoH@XG(p>8YnHzs<ZxlJUjpRMK<wiK~D4=+vvQHA}6ShA4-0^Rn+&g?ebndzvi|v)?
zhFW%I!SJ1&9EUqT5Sv<f=|AFq%&|SpLF1l6o~OYDI!d`f|5ELRqlFm`RqGl%wUY14
zF7xu5`*C2wl$(9eG6jFW*e&qlyCHsi@L<MlQWor~sN}T?N4$4)jIGm&3S>UtG&fuo
zidp)~F;O}x*!@3>&NC3}w++KWN=iv7G7^%JQX!&CgoetV*?aH3dF%&|Eh8&4;x8$p
ztCAEAMJNrT5Q-?P^4{<FzU29>`?}8aINTN4PK5ho1Q*vY{~sD4wY!Mx;PnXnwe{93
zzbrkN449wzsNjwJBfeHPFNJ{x6IXdedK%RC2gcF%QK8vXg;|~WOxV;X_Z9B5g)#Q`
z#p;E5c(r0zn{ap(I??Wq-H9p%$(a7l-a3Am#dOxd`d>Eev(q!U%oc-1A<E(v`soOp
zGYo54jp2{mp4e>@nRxhBq?mD9B<R~+8_?$T#6Z8U{W%QYa9pB-cB_bd2idmpe>tCs
z!40YAbfho2(ci6O=QFZbX8VzG#W@QZ#yGW=%&Ew9m{*@)l7e*G-PQ7PW1u>suJ*}S
z8|<hbVhg%igs1KIv0ku=hV8q~4t@Sg=0*pDOg$Gf;hNNi{R-qepeRlH{JHPBIJrX(
z6(AU67M|rA^XDSvMtRr>;Xa7OGNs<2BlAJ)^+hR}B>z8F^(#v<7}l6<Bla^=QSIAL
z3Fko4<G&EltG^)yL!T;A#j37>#LcTkm~DV7yNvF2I9db8dGEGo>ghNoy1LKsI^kG2
zy|wFejE1d-igsUW;!!<AeJ(Gp7%ty!x>igrf`P4PHgI3n#XX^0&Qov2LPj!0VNu^6
zo((<8!><<je*WxU4<RZp==x2neM-RV)P?Ey$8B&yV)j({CtsKjyCZ*aCLTJs4fj&*
zb0Fsh$L|QY|L6CVlw`j}z-`qi^YDJMC+5lBJ|iB92OI52>kIPHls7Yav?2~R9{&Ed
zwVmXk_q_?S)Ud^)m$xn@7RKP!fmc23*$%+ew^%P4nh3cx3t6*$YDlk~cFFjc8xA%^
z@c(x^7B$KyBc+c;;^2>IIk!sESKj|+v&ze0aIw>9)v%9*)?=HpV^sVxewRu`Cw(UF
zP%F~0mQ961w~~HkHquvFJzlb<FdT2_2W`67PWm<Lz4YrE6Hqj*!twAC8VW~UFQ1gp
z!L@{mz%IpnnE!C~aL1Nn^wfN*q2BKYXU_%u{;TlE%g#O4d>05O@}jUe6Gs$=CQmPK
zclHD7{yz<Z1zN!Wrd_@>J_tQ#ho$PPeetNP_Wq4V`Gil!C)v{$iu>>N2y5o)V&?b-
zLC139JAL!-I`32rG*u)h+8c#qbC;5Q{YHIcRC5<<D^7#$(WhhEUs%JM=%<eiEXVM5
zx`>FRODrCf+kRk3F$Hgj%HOFsAU$%qrYSWQFQoq%oENDYjAy-PkF<{_;kx~Q@3wn5
zf~vBwfS_F}Zc7f>IkO`T^5Z-A+I*p5aqA&I8S6m8p|e!~tdaq|>jlI+f5)PCXW^Rh
zV>A3Eb4W<KG!xJ3sTY0gH-i%O5R(uxhg$txmvwp*@jL2jjL=V9#XgDP8`1-*DEw@)
z;B-0Zfy^F!_`E6{){8{GJ5BohEssh}yc4c~O}6>QL*cd%@^Sj$z_~ztPhXcOTN?vQ
zTcyf1^ip8$5zETaJ(2L=o7cMeT|U_4{Zeq`v?~_QzwKXfj=)<NEuwM=7l?tDu&eS|
zCfJ<&F8=YPBbMDd;#j*O6$5tgvZ=eeVE*kKW<wdm(=?HBDBT;5+L;oa)zU7Y@uj9r
zd%y<=V@J!jJLtpnsla;o@f=`oI`PnoaLb)rmQ0V;MT01P&q<YCo=DqqQ>-sB2s0K0
z{%-r00)IDUvCp3H!A+j5KEK_akam0ip!E%R%&d}oF_oKx3IStEtYlv-XL<6T&~y$w
za84GO%kqG{U1xXgj!na>o5Cdji}8W}oXqZceJ>PyVQF#xf*aw`%3NI6ABI0F1AM)>
zQnCGC(IItt^8Lth_|f0GNKE@;)**e{19H-)6t~_e#`~2A=e(7yKxi|6l*^k`9Dm`y
z%urbXhj-haS7wgG=7B_^^*4jSW2nltet#;~I0eSts?0!v&};g%m{9Wn>QHk2K{y}n
z6&*fl@o+a^oi(x~8pG8#_njo1pm}zc?h`_msOQORY{2Oa=8Se61?TNBGq^glG(8@^
zH(Xz6JD7$-cEUcBZWJ^*Xs+<~dk`pmCc0^68%zox&<LUP02URCFA|4yFk<^;Hp`PN
z%%_H#4LtG(LmRunLB%+b<>D<KPPfGCMz=;h<C5`0spC%=aK}F^ESG1U({TrF<1>w!
zC=_Z|`jbq~2TFSBd74WuU_NYdOeilL-ido@@03XcyP4pg4(Biw{kZR*f^ar$^WVj7
za555w_A$Hu;7&!>G}m*79{8f>)MZNZqj(t8HCr{<8iDI|%$ir)^6+kDNL;uC4QF0O
z_qDV*qEFrOrSzQ?5Zr6xel^+?j~^eH1Lk;Co6A<DKb8%L6YW^)hyR{z+VR`^Ut|={
z^;QjxjYI?W<grJOik#6*z|Z%(Rw8U|`XYSem><b|u4;-pM&U%0YrVG~6-u8owHfxL
z6E4B?wTN&JocK>PdSoyT9_F2->I#HF_vYfzuC#buWz-K0CB2{?4P>{?cEtv{kS}WY
zJOMIv4ttXQv{8e1ua6GtPjM>sIx~>|$nP`BKjSQ+MW<0tzB~>bu0K}WK=PP1p9Ytr
z|I3ANp<$j+Z9Z^+hK)tMo_I<Q*&nUkN4$=9t46Ah`8aqp-2U~oI20J?BjmvhR27=2
zPb&@t6_d3RYHKotPKd4lt7r?<Qzjq8Xf!z8&dH@=Mm!haE##{I-@i4h?63_^ha*}i
z!<weG(am|W?@34y`foR3_)2=M`&n`sjE<7;Q<bZ7kF?`K>QvpH5u<Fl{Z`bfbl3?C
zn=||`TPB0Yw`~5#i<!XxemN?w=rT?mtACu#K=@8MCxi_3{2+(BM0By6@T2K2yO<tu
z2R$CypxfhCusJn3ihIb5_yjKrDEdWV>*PQ4C!2hceP5SbR!0K*4LPX(Ci97h8xHf1
zhg=0|1qqj3QG_4-?tHNPs6KvpC*&}gZ42zq4*R!_XP`8jQ)k<<9+sOm>)s=Cw|X__
z(0hS|Cloft{Y=@5<Ol=)>(JK4-lb#*b(eV9|FVWM<`|9Huk6N-wksp=xs67<68vE0
z=BmirwNMngA65TNCKl@!o{zAQ_x7?|{MC@lW|-b6YVy)17S2gDGCn4~J*TLEJY`>7
zd{6Za_c(C`#lrLxlTU|$!j5jcwe^uuDrn4wSK~1M3eO8i%OqUtWQ{TJqeAY&pVleD
zv60&LNq3E$Px!7B-qm-#g3C*R7v@W^LRpK1r|afG)L3`i{76XzR3CgYm|h<T4^C(C
z87_EZccoaS=f^N~yU3Pui^&MB2d?wC?X`p5UuK?<1th@jfsK=rpU9r*xp8)YZ$5}5
zWGcommSS8FyUtIVINCRa*#*oHKSE!(_3(@uOtZ13CUbj%s~KNVShXFjYMgi?OZdL(
zsjI&w4|;>2^q=jzDHLEkd!ni&(i3F7Sb3brF2lyVb|FUNR4}_)`Csfi2iW`dnD6s9
zuK4xufrZ6{AV}JE|J6i^F~GXZ|CKKIVy%^AWOBMQimoks<hf;|a98p*ug_GxX#2!i
z_;(@jMh&Xg+K_y4ve|OZdcte$=itM94}8y|%go0V4xM3aRa{OvKquII{F<l_&~f=6
z%FGVON003vmw0Kx&Cwf^f4VYJWA`ETc<W>6;x-+^$6gHCzpnSc>?{I<evZ)AkB5P)
zc3-If_e|KLA1ZvyAsN-Rf9+A)?+80fGCKp=iT6|X6^%0`mhdh&otxDQhoqu&^?Uiu
zkV*MhGlg*e^y@(`rI+LjT!ruVWJ|->eW4kj>M7vxXelb6@I{NKze~)~C4s1aL%Y1+
zG5pnD>Br?A0mV|k0`8X+ukZt<u8qV4;xtya->TUTjISjnvU7Uj(ZkGs5rj)qDJkX3
zd%^>_RH{W&n#g=0AS59xgMwrJ2R)1ulQ3Y|><kO}JBc^GF!*SD5eJ)S&pqh)A@hcH
z@HR;rMo}VXk9FqY6=%=Ys)__058k*sJZS+pA0&3xpC+CtcAppb)xy!&LE??qa6a)}
zZY}3CB0eggyIi}OX{hqtMo&9A5_?7c@9sV72H8T%v9%{C(5u^c#+dYR&dXjq&F`rV
zW(R&4>G6{uF*S#Udw&!(Tr|@NsZGT0?d;R;TA8T2cwn>Bjq`9~aBpl~6%Az~?7nEe
z%tX$NS*^$5j29IwRv$d_1KsU$&yPRP#sSkv$Gx@Q@aOp79GR?KxGO2&UzkhY-`6da
z3>6~aTg~6%4T{cK?ejux?`wehI_JQ9pGl9dHf+wR;RJ3Nx|dM5CmD=DEF)h!5IgRq
z0+dF;p9g-0L%Ly*x$EL?k-<z1w;i7I%Af+5HN%tOm;?}KpMI>ni*NwWA4~i+<AoQ0
zQEwdYP{rNLBM<eR3o+DFM0hl~9E2C#9#&osgl9_CV&8-P@Wk$YNz4kt@Vs}|&hRcv
zc+0+dRpmwyyySauftNl5kM4hXr)QZwSBtF=m5fE<0ehdO<+DNXnpvhX%G3+<^Bt<^
zwW-8!zVDmr5(U$W4>%>K$KtxAiJ;>FwouRBTe86BhudSGoxVzXo?fa#F5=bZs9i1c
zlj%z;>>o3>N+5X%od@ZW9~6^;dA)>)nN|X{rpaa8mZsrP+JI{GR0Q}-Wj8);c0ePl
zvP2;{XN&OYZ_v~y{j<F>55!Fz(JH?~-n%&!f)1Jm_5Ei-u7?OMrw-yL_TVg|oXCOr
zwSjcC;0O@6@|HMwGZM?6YUlI!_+ZqhE=^aTRQxh~`f`6-CNOtuzq{E=_5%&;fAUZQ
zfb&u>cf@}|&{eDAWz1j(d5My}!v<w2q12#iuptWXQcD>JtlY6%*GyFSn?70}@@V{X
zK^yNS%ADOmdSLF{C5!Xr_BihGPiV0s3(Xr2)&Ap71D02C?1XCybVRE8^Zrc7@rf|!
z6&){p+pW1y%(wtg)bYRV*iOOMY4>WKa{b}`mE5%r3&cysAC%PcFdwN)SzG!4*`vJS
z8pY7h3bX8NIK7f1FfGevS%A*~EhRkauHDIiJ7*4@E9N0S<L?7&JdPfC{R)M3rz**d
z=`XSP4A?@@9;J<v;pX_E?W~ELW+Vo;%nsi3iNjje^Y(i7iMZ)*;t6jucZ&*h>oZ?R
zycW4qSuU+{czJd(UC%ob!rBcoRlx<aS&Fv0b(G?{1v<7G!q>a8TcNpRM=E5R+V9Ke
zh=D=1fd>qBnb1X}_`Mz_x%unQzh8Y|0Eb&AR%`v8;MOwVjFP7};ff^=w2|lV;^QE%
zc$;ka#&r12zG*8s%m4I9*<r$;>wViXRO^oeB?C4eEhABX&~lCQaR5AtdVav5fcQ}r
zcdv$j&ce9%gViPra<E^&DPWl{8}BqqK2u6|graSc^IA85oa~&EKg&n*$RFpr(_RZX
zz@yuI;`VXQB)?1D&~}jYj<2{VwM{1Di-EcyAMX?+_32~&3uf-9yV>^8Tnfq4rF`T0
z*=<OkQ}T(92mR4Lt!UeadtO+!`*>z9$sfIsxKjCzBN8|IEmUhcnZR+imIeFcCU|l@
zK(YErJczyw$&;XXpoY|nZ%k_pFvzv}QOS2slcX6xE9pJ2kM0r{ZzBGWL9a3^|0}5Q
zTO;81<_vszL$J~Jb|kRcTAt4X50v_2J+?hw4Jyw~3?6_i<oJ1W&_UJ~IDb3*&>qi4
zHtOCg%Or9>n4Y_E@k<nBe?31vUF{C09Eumk&1i7W#-p?7qaU^ko>X6#tOZh(5}l#t
zFf7#Jo-@2u0kNZ8f38K5-Y=8OJvn<ncz0u`EboXP-ZNd8{$Z?yX>?<|TC6Gf=Y#Fn
z*Jf$ZP<Ep^ob=P0E}gnRVv$e!PCh!tY6+MWu#bzq$__o=TMYjUNd|?)TIKyDe{Z)<
za76e-9#&W`4a<+Zfg1B`-zs+EK~7@%%W@?NX;+6I{t~yq-HS$Rn|)J(Uxa>-N-Pa1
z<|YR&Jj(%}%bT}t?N7qBcRoihUCxIS8)nbnN{WCs-3Nhf%f^t?II%bA63HtR%uv~R
zJ+U*mNNe;bxh`)+#JLJZz|`T`BJU;|wlL{#`2NQmOTV}dYbyJpGlf6Soy8NUGtORL
zrX*nIs(J677i3R9zT7^{>jy${s%)GQA(;9&HG@eZ9hT+NdS+jT<7ThDoQ_N?=v95M
zUwNYy@-C}eZ&}VmtwD>r^(W1s^7FHQPy1-V8Mkn@4TI48X78qxyV7B^Dc=^3`9N^b
zJ)WGsm3Y2lUjN-p=58mt-<fjk^23L9m*ekOW#9l$EKhVo8pddH++?Xuz{BS~F=3w|
zPSatA@=!dK9pjCEI!btM6~EqxRe7OOfB-{3TM}>!^Dtd$AbX!LK0WC{gnu;29n@jr
z1D6{o_5Ldi1nL_<QGp{d=wA9{t#@w%bmcxTOd|ZW$JE>UnZDT&HM%-B6A}k;qwEK-
zaa!PKS9z~ZV@9CQZPayht^g&vZi$_`ACGIgR0|)`D<JVhS(dXV6He$I{o+CPGF=xK
zM&H*Y;??b)hYxdQ!Q8nlSJzDzs6gA&`dc*`(BAt4?|eLXhraxvL-K!ce}(Q;auBLm
z=3h*oA{;l}#RqIzmr=!6g-+vFAnw{V^1yA?9Xr>#$h60}!%n?S<%_2xA?-9z!q+1S
zxM$#Z*!D+7AUzrU^!R5x2$P_FyZt%{=T4oNP**I%rPay7Lz%uH@qFH6>aGRh#$Ep~
zzCQ;SF6fwrv1o!`@!r_q+hZ{4zj^lD@OW%exh&}OpC_<{GF%eQNX6U)1^=m5cQ`q*
zd6U~`^1Fw(ExW|!quiwi4x@l5thCsBp|!~a=*&VJ{~czBfxr48V-?YmD<DgEm|_e+
zWj^bF*+4;SlWLQuvU0pe@$i}a5(kxc)?zj+N8*;F*Ec1erl87u)hXFCG?0oYj@;E`
zgC`Fia(k#1i<^(XJvS;647Jii@R{UsqO$hi>u+?1cVibrONqDRxoGLNT0`O;HDkT{
zs3;e!Z*7@BPW-Wsd#9(SxLu%+lJ3dKL4#@eXdNdzlJm7M+uF%Xh4hj6@1m#3dAR>v
zUEF94@w}aSuv`atGVS-f8nTC<nz?qo<uvihSz2D)MR+ZT6O%?~RZ>C2konr+QYo$k
z{rH@39sx$@ZksLnMB`$El)Vu-XY3KsG3suKg=$x7-@f=%G<r3gymiF`Bwl_nn|hOs
zJCaj^-kmZB)yIq3UMDPY*9VrDZ`gfMaGvVJP54=cf*Xbo+vVfak2UM2*|SkYhiiOC
zOc?wPt=89N^+Um<ANd*yAJ|E_h*yv)3-W(23~t;OfZnBlK3i&O!VWD=f!-|aA9Xk#
zK>Q_K4<G#tY)eOhuYzACf>SZ@-E?vCmjEzO7AV*;n~MI;wlBJE0?_^TsSVoJ)(|S+
zA!WJ}i6XN1WY31A!>)x?9tY_dtYm6_CcWMlA8n97R7#%;!NJM)p)+o%Hl%N0Fk}p=
zOLwA8D1@(5%%jck8G!>Eyo(xFL-C%fxV1=27<{kVBqQ7zf@p9n;(>l7%ATB>IZgUP
ziUMl>t7e3A$e7%C@w_Frjhr{lTZzN1+;7r#yS*V;W%+N0NE|9C;*WO|Uidn*4I7vI
z!Dr8ZAD&M|q2A5*jmJ+00ISZefA0<&qK0mEv{NzZ&AUXG$}7Y`)+=2*zy3`8t{~nn
z{Ey6u?jHKX>Mw(yQbhrE25}(IQuE1Q%N1%exFhFf((rPDo{yBbH&Cx#SUu%qNBX?o
z=TBXafZyDA1(&)g!0~(4Xvc$GTxU)7-SI6H1Cv~v%^dXLV89}MNiCTpIyGyRvnFHO
zY-7cWh#zEskE`8r+65-J>ov<5_+Vfv-=__q%}{~u(BlSIcQm;6e$u6Ycr33M`lmR?
zp#9P0(!b=sc=0MfbYwCc+%K2v^aXifp~VYtF_OQv4lHV4W}srphuH(kCTAe-&&SY2
ziXRT096X~omWm<$pNE~FW&rE(o`s3fGDx`O!4-Zh9rW`n$8`lVz|WiahqS0JHhsA&
zpFTiC-9sJqc}KEv-J^p|Ok}QJt#w!^U7qkK?>kL=XSPL+FN1<H?nm)mbJI)a%X(n_
z;!4fU?S*h~@0ZI(C&^yPioIrs1<A>KI21M11jFgx3!f#f5dX_~W}~*E8@8sm{W>|}
zhBxO~y}I&Kz=~O-my1gFd`>LU-^#<G)a-phCHe9iy%ZAA@05yL@{4XgO^C*h!wPZ_
z)Ez)Skd`0v))Hu3iaUM~{y=CxyUdm^IVj#;y`|AV7&lVHDrEv~;rkz%D<?`x9&|&R
z=zX(n_-HunG`=|j9<4iEkxq?*%j=mW$6`qS`+|%E!>%YWAF>g<njJxUA#)Ed-3Udw
z2hT=Nulc}!folRs6v%Uk`F`gs(<l(1jcr&V9@PUydrM0{`9M(;-P+=cG~wxOv0bRh
zhUY&czD@rj_wk<dFAvX0fXD57qJjJ_IO{fB#zDScz9kj%s(lE6#kz0ecS$~!eyi`0
zXlXczDC+ucC0@|Qd&b)?UM5_{r0j_E1#u*wMoZyI)q(@Lt2fxu3PaC4Y8BDVgzG1k
zN<~Ocf<I@~AT&4|SMSF#JXwywHmOu|A@cooRyi%ZgS?meEaxQS1%iPH3U#h07b3&V
z*Nu(g4roJv=Mev7F0dQWz2hn(`HQ`d*8eCz*lnhhqs(3aLgJl%ykzbaCB)Q~ESZji
zJOz(DC5WF%L$vRFZyLm@R!$e4&O$A<O(zn3Vz8q}#JG|x0qdN+KPY<nLDO5g(~f*;
zkXX5LKzuwNCXO9BWIG>-XQ%u%1Ic&FpAv>z-6|Wxed3Wm5}t{Db~-X!WwWu?QidAv
zAQr~Ed)S74l71b1@B72#{eR@<P3F_qq=(t+;uH~J2cL?geUGhA#(#(PSEe`SAYVz%
zMaBUd=!)_6?VOIss{F1kW3HLd^QS+w*gh2gh~3kRkjck{mZh^_^a&5gWAtvx47tu8
zRj8Pf`{B0rnU8jNJaNz4Pm)}LC77f2?fe1$92{g$x_pH2!U|&U?fLvA50u8%T!hgW
zZvU6yA4-0|jOkh4hxUP3v~RLz>(>ahc1hqcyB&s<6TE@$HZjQFsPKzliEt*)r`=UO
zZUxrY({xN<hU1fz#1|{wQTR!oa%JLrI_w!q`4JNz07pY>?9;B8pyZ`?nH3!xcE0>z
zza`8MKUtWsd>)N~Cp?+yr;P)l=uYAby`pevQ9OS!z9<LZCuXZNa1*b+_C#M$dkE%u
zA9&keT@2ESyy+5yZt(ks!Q8J=Usw@%s#T}9ANof4#cl|aoP6sxh1Kd5H2m_uBv3L7
zmmbva&#H~Y_Z4?v&yhV$sm!;1^42kU^7q!^oL&l^ORm;SCvzX}dX?LOfsyFacV{D0
zl?T$x7k9l`D8@(Mql1^TuVULpjrd2tk?@)mR5k6A;G1UR)#Hyy?({LV1JE$JS^f0G
zkWA34ZSOV=Ny7spaf|b$FEpxua-);12_9kV3^Za+f(nta3O@{ho_;^(`=ai+k+Dhe
zLt+wKb#>RA5+t6)1JiZl6Vc!jU9SA<V-&Pg{oej@BYnLkTk53&KR6r`6mGRl1DCJ#
z*PV9jp~0c1sTK)Yj50B;-)0hzxz~H2`teZUjmvDDw`KqciztLs8_3+R$0Ga`>4Bt<
zIbD!nrof9a=|j9fW6+}GyHLYw5*}3Ti4i#Cj4|~pH}`OQV8oMzQIFLS(30vDE68-h
zvZfP`?eA$QO0`knAWOx{pF3AM8Y$q{l(gDPdXi@+y4)Yd2H}R&f8-vLyzHB?<z6k4
zx3)d@DSOQ!8_qEgD1Q9okH<nyR?HNliI4Z&pV-Azh<ML!{?gGM74*gY?^{vPW+b%v
z(&J2+xZK+SHPNJRr(&W!nufOzzG0l{vO)#v5#K%CDX3&<HaYbm1-4x<yICJk<~BYf
z+owuAaYqJ|Da++3k{^<`9f+_;MbqC|AxC0i<3^8*`6Xen_Ehv%U&I;6nbk5Hu(AWD
z#pjwo&IaMhp1H!3Pe(v~POmBEf*IUeC%RK-gzO2=jQW`qU#Rhxj`FYZR5+qEbC1D{
z<kGbrQ|~+sM}6)khoL_y*xg<}`zGE8zS{}7=T-(l!Le@-M9#XxV$;`}kmwlXne7g_
zCF_lg18g5A;|yTf^w%QKA##q~Y_vO0BnRAYZkxD7JTsvNC2R4=h^K7HR=`Xs39fL8
z{=Lwf4E4#{x$VBr*tqMwe&)I~*cq?%aE$cuv<{dz2}{W#XZ!{iK{g6LFPPW!;#Yx?
z?RPcW4N|d{Bh=+ep(i*R{dyr=e-+|?pI^6ygMzLKOGoASBT$e{i;KT48YO;R0tWYB
zkpF(Tgt5*HSEg_E_EqX(DhH#j7s*+EKS8l5jfjNDXXd1YWEDY2QOf04ei_h35o5<@
z(jWaddM0Ke1O6qwVwykghvz3ML#j)!;2D)|tHGo<a%5>dr0S3sG)LcGXLau?(1&Z=
zxjY~~iS{5rWx^?V(EoyK9m%ne_dLn%)=WqG7l|_dgg<S2y8Vt<tUvBBZuzUpY=%dI
znCr(0Pr%Y$d}&S1o#bRDz9rV_g4p9=HjVl#`06GmhY9+U{=?Cx=2c&KJoUnxP1PM{
zW2ZU3JNu&V!}yrXA*AP2Ce7qW`m>=+{hRr3kvU0?lf5kQz-XGkvpF)F2FDtuEM~)8
zNY3}l2i%ki_g?B2Wzopq|6Pb;tSa#fD$529`FlZ)E^W&PuVg5A$Hs1w8;3h3EFQ<r
zQlV!;WI!a)8^`G$x_C(@;isLW(@`a*xIbve{CaPagOzbPOEd7m$A@0KRy5II!{sOG
zx6bBaas9=m=e)(RcQENCqe2`q1=V!htWYqq{Eo($WCq?aKGO5BC<iQ_2nClb*}x2Y
zh)(rsCwPA}YW>42HgIpl<%%Cd$+&oz>*>m(AIV=DD2KB<gT(M&Ef#uD47&2jW~wU;
z+A{F#Hl--^%5CIHHIKumJZ~+9$+_S5XjWPF-&h=Cr5o2(rU9?a?kLgdNIVvOPlY}@
z9uMCP>>b>dfO>)Jt}{BgqoIeWW5aSf`2Uqz;N9+myKI;C-@O|M9IC5328MIcv+(t7
z)U-K#3kVmT7NJ1#tBbMLd!sS!+YU31VNLjG8}8g7;|brYS`t5VW?-mE(2WaA0qB*c
zGNJX)4i1mYRj#(gAcbv@*aWvU%nNHM*_|MAS<$>3*RF@afVQ>RJMuiTBv*21y&b-x
z`_-s*Asjp<C0`zx5kbD?NH+mZZG6qYNnV)DlWUWl&HwUyK|fvJwjWke_^7^$>QEO5
zQM3~E?7%SCpgFa9?vy^9dG^YAttkbnHf8a*8I^)tL{03-P&nbtJ37j~kHB5W8h-zh
z4Tf97lM~tvf%tvO_^_6pKL|X&kfc17fYl$26Bsz-kY~`=>UM1sx>_7OJz5ckc8;<O
zgN%95-Q_#${Vp5PMsdUj@?b99I_)pvzwg;=_1?y`0LoXyv~;6MFLyh0;<f5{hzeO2
zu#%02iG_nAF8BC>BkQSBl_Cx2#kRf*C;8LA?nS4y)Dp=)Vv9%L`)r_mxbb7}muPYh
z81Gs(PRB7OLrD**d`ud8u_yF-7RG3;B?lfeK~;v`&Wb<7pmX}MwHIA9q+PG5-u-}v
zze08H*Cm#~-n{HcG2Z~V!$UPaOZbwlo+>W?p3+d@+XgD@9$)1DrzKGMJ`)bql{~zl
zVF_-Jq82tsliWa_JNMuu4dm``SX^yPgh}ah%gasvu&Q_=v*(f<R&mJfm2eEle058Q
z7CuWf-R^Tc^tviaSq|(lITwJ2Te>WqWhl6E`Q>2qsyA?TDje>irvlHt3dfwq2(Y-{
zG3FKMivCrx_a_XqA!fVek=92vU=Nn>RC-P3{(j{`6+CG;J)RJnuHc7a2fHk~F$08!
zxkMDo3?Pkb-EZD+zOZ^%_p0E$ImwgVe75_cBYq266n@|oj24qJE_~%N_>RH2>D4IV
zerarDb+(R1ozQFZk$#~>^?25}GddYKj+Ls47AK+7A5H369>PKVs8C>37l4u8e2hIw
zl2|yc-WSB{3zf;&pT};BL&}5i{Jhg~uw7PASidy_qeeyiZqNFIZ>{&l>BLBkzEr);
z$DE0$to8m{D5gW|A+KX|AE*$OZ#c2VC>MsOD1qy}D9FF{g_c7r6+gLjgt>BMk$mNM
z)alK|q*pJ_DD9#U|K`@wK^7|9+UgWfBYV2gg-vC)A2YDLNppYCHci0d?{80%UQPGF
ze|$qjq3|_|ZjssZ8q83275tZSU?z)GGGUGevP$B~x9+;*yYwXbKrs^#9IsuY^hRTI
z#OyQWiX6CMa{klSnQ(O7*$^rJ*%DoPkK{?r8)N*bM-tl(MZwFB{zK*$(@-m8b^DPW
zIVkWlV4K}<GUsdG<MlQ_nQ*>FtQQjUu=4P0h3Rl#?03`HH2W<J<b19R@}CWchxUzn
z2m2g=s&JnBg<LqK&-Lt}YsrSpkjJR^&JS#T>&(ogT*3Ixo!d!#gln{snyWzZfz2^*
z_fJy^cf$Hy1e0t&o?EHsS@=ssSCgw+?}Kwt<IwBS+)%<BFqG)OMD~x@HhK;yGde?L
z-i`xRbb-LP98md%<jc4B{%L6-zt4A@`P;@XJkZzNYxgJNFx=-Jmlru33qKZy3TWM_
zm|fU?db55K=@AyP?wgB-CW-<_R-+G4%u=5e<X*;8FV$mon(YZUDDRpnhC|Ia2ireq
z-5@=9qUr~^k1MQ?Dc-T9;<w9@TWY^LBDM8U*Pbo$5V+p)!F!n?s2mRpy!|c>d?rM>
z`AqX5;&RQkrqi(~AK8?0gq$b+B!hQ*eIeYY#=i#&?E|pvo~vWRs3ABBxG;`B_JHcP
za^NHTCXbM`t#!}I{;#E<`;83^uZ5@B1eE!M9}COF^W^@2{g2sjr;ZJ3ecg070=z-Z
zaA~9<B@$|z9~-fd^L`8WskpOkRKi*MDH!<K6E9}(GQ3pc06GE&@aMZ7uHKzuU2@ff
ze+>`FV?Yw=7^?G7Bm=4?pXgiFm_QhNXkb!KJX*CH9p6v98&6K%&d)e!i5?FZ-gEs7
zMt-HMwmrQeAnD?v%Bf6p$kvYQHB_^)!?W!LA6qo>mfh#)K3xb6^n$OH2I6tyx5oP5
zAi|QeR!nzw_XCE{TlP(~C!qE9uPJdORO08N1yyo|V9kYse@as!Alg}I`$i!fA})RW
z@w_tvPqW*ume*>-hayWQwP%Uw@XIUyQV+>TSuH<UxR8M}H8PO_gsaEM^vbh!Lm*7)
zvx!TS=TGnZPhtUO>F~JhxSCuWc^`V2cQx9Pc}#AMf2mm>><_SE=scc<eEZ%7jz&d7
z)4|-K`a*lWz{;q?wUz9f4#jP~wLuo<TN|nt+Ok1;tU~Iqn=e%Boi@|AN(FV!@*^Ci
z2ee=PRAAyP@hGJ#9AK4ng1U)w?_V9vf}Bw)WkzLrRA1U-wxur+ihBgvZ^_3HPtQ$n
z9lb2H^gX`U<A)6zq}0=*r>!AmByM)wXfm=C)wr_0q>&s|b+yc;SP1<5@SNQ@;(@l7
z4xA`YgHIE0o{Jv!gOBHX+C#X5;h5C4?ZliFf)d+*U-pN>e}7Ir8M@<#X-jtv2QJyc
zHaPiAu2zxsx7e;kh-Bh92hE^dLBi|0y2s^AU^Hy@+$)Zo{c&ZyjIa5l6SnAa#5Q|7
zg1U{|QyQ7K-VE6$snZ*a;_;bG<8<e-cqM|rp7i5_*r-gDo0iCo75@J|orl)FH5v)q
z^U$s*b$o<yAr5bHn0{jFfCGnLEmU}@;8I}pYo~u{sP{qg>rukxoq58w&6!5Smo*j#
zzYG|_?_}OljugT(so<yBZ-~IS-XEz<7=crb$A@zk46xiLUweS`$d>)g<Z?(}Ap2(A
z^G~)ksN28cm+e;4HyYQ8e}CEr6{-DiPr9CfK41CWFYSZjsq|IG-Q#XRcP6d5_Dl?X
z*sOcql;k9gUF#|$Z^pwiWzL<8a4*kY*nMvDcoII-q}P^sorJ6s-|2hbB*EFv4;>3m
z>G-x_DLg?<0z)eA7<Oo@k^VLF--b=+&|vxWFl8_l+JEFWZ9NzQOFI=zSnaH_V{4LT
z#d13S_xwn5!#^tQP;#bo+N%kSFR?R1DFVwL8-9Ji*%lSo9`}CM6UDLqoCamnY!F)U
zZiov@#q+Hv&63WQ!sqTe&1k~eqpT&Bb=!r5YO+iEvzxJ~=U<T)GZ_cr^a&Rj*eI}h
z^^I7ZVFDCx-$+?+O2gL+!%ijYUeF=)d+$D3ZH&pR^t|*u2VeOA+E?47hxsCBV#mKm
zqCoz04s+i$5N~3fy0sdByBWHNKd2ajcT2TJi4e(6j8)O=O};$o(s`iguXPv<wkB*=
z-%94hH+-nDJq;fWsiY+R%7NU~GV8Kh8ot_l>^a-cDD13Z+jyLw2DvvLI^C65fiEMQ
z%3l3S0jaMpcP#&-fmrU*l82V057<+{XCx6%_@;sTHf5y2@c4^>SBcIj{@z!P=durQ
ze%!z^I+6{tsxdP^T4)d(*3x*9*93LFR-{`B?NIdFr1qiLkr3^~SDbn?3S_8dZP7m0
zK=bw)47(TtToIode_Y5$U4gAdmP@fX!Q^;vk3}%3UkmlW+yszG7jwI?F9JRXTsmDn
zo(@LsA1YiE2uGx&Wo!GdcyLwScUDp)5%;ke4Y~JIfUYs}s|3m8*dG|%@%xM;eB@St
z@bg3fcqjF0Ns_<ICIQ#35Z)kcqiYMCPD+FOsd=y3SUpj-{lF2%D&lXd9Ox+K&cwp-
zcYja4BfPxapS$!)4r5Zj`{<`5C79gTFEGZG0k=G~v$9vB;lyNik)v7x9xd=59w5C_
z(>n<?t!yLswBoimM&1KdY$QcgSOZWyB}jrwOT|k4w?!+A(YUZsH?w(|?8AJtj*116
zUNj@qHM)aQ_*;*EzwKHkM2fodag$tO)EkXeDr*vO9q=M#|0MX%_w}B^hiG(|YB_kg
zJONJGZx`HFV}LS8_h>7F9Y}AM{9O>{1Z#Age5Oi+z(SN`LgbPYc#a6X5ND9Vk9Iq*
z=F~<*`9AmY?N%wUaZ91Qr-=pl<t%>vP3HPa8H+bnYSJ(_mA8pGDH6mLZ!@>}=m5*k
zZkgu~qu_=J<JseR#Cs$n9pEw)1DmcM|CXqhg}>GqdMieW$0Pi|UUnlF)X~-LXQ;?T
z>d&kPTWzC|`vX&A^T{}}?6-Ziw<{Q&TX)9(BK-fz8yD!K-jRLUi?8A?aV~IJ%J2LB
z;|?g|*IzJpULRL$t{TcWrQoL4mLlWt`ta@4(U(>98KCrZlgQ)O8F=RX>z@uIQNVf8
z#GPLx3CUGmAV?+i;bSA4Bd+J7{?ntM%r7KCJ7@pyFHs?IpI4Fkcb0-`%r$?^$vOMC
zw)4Rs<b0bN`p5HSxi^~3{XTVhl3d@Mn>>pT`C^u+(pP0hZ&VZ>YHZF<#gF^f3*FBk
z^M%o)Q!5Gy<UL~8>G#qbbJun6&O8>2=Xbo4`pfT+wmNs3m&%erGxuwh+>UsNc~llv
z^E3kD?W(?3ozX$2|HdD&yvv40`hVBeRikjS)zUeYd`CSgJ^No#EAjnql<@ES7Dud^
zUJ{RvctZJptN5xTzL0JfV^}jz=43w=3tYq_VUv#$^JhB>@O1SX$#tb-`lh)Y1->x&
zFgas08fA%+E_Y3z<cEQ;#!TbmH8<GLB%@AY_J!N)ew4@6r2_j87Nr}_-gwLP%*$AI
z@*e5-)7heAkCjgcT4yZXamU9M#*=R%@re@WL<Xl3*dOHg+*^MRvvRa7x6~0Yd}^VG
zMdlSe{-16AdG{Eg{~hF<b|@OwaVh3#ehGr^rQ=0Yxh7Cy`ZHGS|NTRt=M&@&0%`iY
zYgJW|u=S*>kbb!*=q;)w+q1et-`lA}ZNvGHY_4%l(=-B)XFmza_okt5P(t6ujTG$D
zwM#G5v_coP!sQ{uXyCuM(dxnpbEG>Sj1M@;-1=$ghs4A*jOSN~=4i7-i-!zn5AF_!
zD^~;`R?HW|1Z##twMzti%F!E-TPi{!HHiQTJCf`1%-H7tF##qSCS%_SIAY+TtbxQk
zLAc|>-R@xJ6l4{z$exx8hO3`jbzNs1fLpUkcHbK(6ky%+(ab6mEb6HR8b8wUXMN%Q
zZIOgqQ)JpnD<(ch8~(Ys0-oqcO;KDr=LP=0KXr^PC@9%pww<Xs9oP6(7v7&w$A#3_
zKaECdDAJN{*V&c@f*;H%Y~_xaoD@`CL5YGh{wAxh@;vdav!^4=Wzw@$FS_naBfW@i
zH<OoxD7ePjzxDt7a~t(W#_H^BY+S50pV^fJE-o&Hqcu6eek*<EtB*5qG){S0{)k7@
zo-1je%+m1CCqa|0^F?ShU$i6lz9ly48)sVnIRm{i*5^6tqG0QlGoMo>bWt~BfosPS
z6^}G_jIKXn1mTQ0G!g;m#jLsOl~N`I8FlST)JcHGC+{N5BqMM(lxgG=;Z-QmPeyNS
zh#;QrV7nK@2SWE?M;UvEI;v_lyNHh#qgAt^b(p^l&`fpL#dDH*N#bHqZgn7<8XuBf
zpPqupSHp%oe|x~Tjm>M}IzDLJtEZym9f2pyFKTqQ1mLm$7D*k_GdJ@7>6|?8k17mK
z84sMI;nEb_{!_QfoH$s{Qtc(_jixV({Os_61+g9O5@J@kyN{9Cm6z}?G%IgM`Nlwn
zSDdXodlEGL;csd1Biz1;s|P+tM}o1hTg*JWJ2>8~;->aQ;9ARZDXA7UU}zlw;gREx
zeHBX8Yhwv;e~0vd>xEFLZ|BIY^NB*S{uNIrml#-gwQN@5mlH6F9Iqd_ZVqB<G+8>|
zT)0^ON2_9rhC!;=Pd2l<VF#Fo`!rjjDc)XHrN%;wO7*bO2^vW3yyC$e9Rhm}pRF(V
z_J;-|S>GVyW&SFeY*p%(0{z3`>j#%9c=S#5zcZsncwXs{Z@IQMzC=fnip`ODb)EnH
z1rrL4xa?GnZuSDTuWzjKN7B*sMUDQ>TT#d&)%2h`KOD-`t3M0{$3P<g$M(C;KA>jf
zlXaHj0rLDx3)Z~EOA-{>#x-pRpI>X9JP?`<1Vm)ooEVO#<*GMHq!3MiMH{6h=Ha5{
zA(8@02BDI;_u^&AplKs~DRwymXn!Q%4yn?B@56RgTf&Q4c&L5ros}~_R+HP-s%Zmt
zJb^I^EJ<+cbd~}?@e*v>sr-`Zs3EpKd8*ym?1Qf#2oG#g48~^(ACKwJ1j5Whq*3@)
zcWAzU>bUQ*M4$-u@8d~HMX8EILu$(Y=;&4b-&W!oq$}!mZ21~ZJh^L4q4x~H!l8q;
zBh{REsV+D8{foe&zx8X}HzU9~_0FqUc01gCr;kn4AqeTjxrW%u9RA>a?gOTTJM)?;
z;gFGl4irhUX3j~QLwN036EDI??CRK$+ChOR-MTyfNw_W6yTOeUY8m+Fi`9{f@u_e$
zKI7uoZ;`OKoSVH#n)oPFuI)P45{1*BzO!g(rh;I=mNT-UQOIEt!GD&a7~}%W)YHlJ
z%u=!X{M*HJteIj6{h6BwgGirKZ{PrN@1?)ySViNG4n`h(-gBr@^l40dmdw9w>vWte
z@?a>?%(JXG5VI!w>FflJ;6F}|x9%rn(J%70z#Vda5c{;(FkIA;B&NdVA_?E_C}XCN
zPjC`c?mnwo6%~Lxlb@o+d<y2+S<&Q7bYZwEM@UU49MU!(tPy|akF_d{0o$7OVCK%B
z(Xr<j;mZQ2^rd?#xH>c|s(Pse7c<quc>V;!TdxZ<t0XV}krMxUpOGp43`)HpB<>3E
zx5LHisw1!_oOvBv5{$N!d$ty{B;e0YJ{sSciea_y-Ai{>8fwfKEE^98fOV^T5O-D~
z+0%u7^jdPkTfe>pS&X_OU1hs{o-zg0|Fm~JQM!aexyR!3zj#BKrVO^NQXrOfTZ=|^
z7Chz;t``yU0sg+^Iw1R{n8mS;pZJntzMp=6;EEmGt?ImCG)BCV=+a6*L;Q<+7b(+>
zF>u+zgnl(53Vs#q3eb)wqKi`gdzF|-tdrKi!jeV>+anfIM!`~$`OSQ0i@;U9aCMg@
z-M&1ylNx$o?t2REWeB;+b0r;*9S1Qdat^K7sF-!#H3rvyoPBdEnF4=0^Ok}eXvpdF
z`lrcZ(%ZsUqMW3UGBdSNQht%#LHAQMWs2gFDfYNcltdg#rs}fv8tKDq(WRP%R}`dW
z<r~Fb3j+@8QwP+@xoz_s-P|l2PrSE2Pr-qbh-G<Oe_q>_1E$vY?@p22OLP9jY+?ch
z^$y(QwUdj5TWW&>A5W&j+X)}jaKh7^d*9td(;<28O(yP!jb#3~OS$legdA`>Y5$OT
zYl-0&qAfd3{9&JGknQbf30ROzuX?sA5||UUwOqa@!58Ub&-tuWSO`rwX`EGtSn<7a
z24|zepHI$}x)y<yod=j63(4a4JiW~oGg;VjNVR!A`FAt@ZFQ9b;jlkWSy@ZN23Yqn
ztgaXI#_RMi#U3<epyicQecK*~!S7g3o*0e<NH09Ar>7wan?$Tz7Oea+Ah~RZd^rsn
z3hH-n+pYue_Sja5JEQ@MU7Dj3z7Z{c$}*fk1&lnNKi#;^0=1@;`oC?bVx8PK>1N`=
z3RwBwBE%mAYh0V&UbvSH(jBjJx9q-x0y$62lsx<~BYeK)kz54!K2^xi&x-@^Wkpq6
zX5ueX{Je`<%Ngxd1?EP{zByiJR{xwR;VEf2o!%83iRxVRpV{sjBDdT{^M4!6aL@RF
zPH_+Mo8Q`?r6uc&rp!{D?A+mSJl|fu-dP$>9B1x+D`gFb-@FrQjW)%E^2M!3KX_mV
zPF(IF?{Tdup}7o~EL`C}YFZQE4!k1z0^NU;A$g0&3#)nJ=QQULQ|pewJrm^>X{+g2
z5VKEeS3wL`WMqHrsYn9XhZech<nQfsgOSa$A|4dh73>UfE=Ia@2mB*;1i_!T*1J_c
zrb5hx#!Bh@P*DB(eMs<8Brq=Td++9H4T=(~9-DuX9H;IbOwe%0;4eR(vyty}uF}jC
zi3Nqg@#gSbOMN$(<o!~xdVvbBR_6=P*;&KqMC0PL^gz6&8a*Pu&Ku5YI?+LZ5neIe
ze$ad>2y%_>^*JpQ@WDaZ*sS%$+YxTOrN6!!Z66G>)6#t4c8XZS%8y8rXIL?DZjHvD
zhji$ebz?wBK4ekaCYW%T<vU9v<nc%HL!Tv*=S`DJVi++a9`!t%1SfL8&Hp{~RyIEp
z3@>HxWZjXCEq#M+gM`NtxwSf0(~of3ZC(nzmCAsY=<CXlRE?3lN!w+$k@%Mm9WuL^
zm<z5KYex;NlaPslxBOCrH&n;X=od5Q;Keur^M%Dsd{^zM`0P&x99Mb&jK$O&Hm?|*
z%)Fk0srHW#DBiq+7bVexdzb=8ZT%Cw?q#Cr`zqV~>%<SkyoG0EB^B=9tmg9E=>sc5
z^e;{keiYw3al?V9k$9-o?nr42xvtAjg=%e%2gwo9dyl3QA%TAI`@^*exa21!Jef!O
zeNJtabBa0O;Kwd(ygviaM-_35j>W>FN8q!cn>~O%Qn>8A`W5{4{ORPr^>(=KucvqM
zJqpBx6KEEDG~C}RMJL#P8iaj2wY+U9m_GI2M7eV`zJI|WdWU!s9E%S?{SzDfPzwi^
z;R+1qtjs;tCi?^az1KJN*@HHmxaqp$g|{?!FXok5fW!9QxvGLf<Qa~8d3|pvh{kbz
zS-(uqzmH+7jzJLKn|?$6wT}2$z3RGR!|ai9{DMtkh6CJp?qY})WdvTijS>#iDS-OX
zUKh=+@Z<LfqrzDUSfzR;W3eg-x&LE~WZ52$g8P2&bE9`bD=S++Uh=$b9QxXt)@TWR
zsnG)Z$1;E}Gb~qeJq=3NJ+m%swnKX!`F%A!b|9ALGpJkSgP-TQN_zd>q2m`H+ojLR
zXlZcA&yf<1`pNvI2grAl<L;P-69G<;tep~k=VS^{>R(;WFepaJ4Ub!9dx)>t-O=Y<
zl?M48M}xjlGT>U(U!j@}-thQ?|EeH)FELFH+5Jc<fRP*2&+24uq|SG6PSqh4!t%__
zsSyP@AiFqKMtY*3jy!qt(ZC6rKbsn|R~Mq*?w3Xlw=#fBk?xN)nS=jkiOM)h-dp-S
z(YF8Z^}J}#{GR!W0=LtMi>f^lUkqKE;(DZx{9D@ou4|9Q(Qam?6T=ZGdG-@E_el!Y
zvL@vzG-!gS(KJ)r-#9qf+rFo;iULQB;;+>1a=`-;D-t0)sHn`MH6bvS4X4~(>`z75
z;w_mAx5fwu@BFd3xi2@1AOWW`i>otHIiTxpA0-qYX=rkBo*`Vy?E7`ouhT$utno&x
zYcjGq-wn`bjf8#i6?_^uQ{m%DUDg)|!twox^x>=fh;Pf=Z#`#RI228k?YY70ijmn{
zT2e`WD982gsTxHJ*eJI5Y05aFH-mhL>|7G~CV2ldJ$4#sZ8ueU!osm{rx5=~S1Kqy
z<5&pOCUfUgTwUxw_7JM^XVpa@91m)>3@cd16CT>;)Cg(fr6}p$zcVZrV?CPQavBmo
zL($8JCtq5Ez>J)-Y(fsW?p&5Lk@iCY_-XCK8irS&@o<HNXQO(L-{i_OlB<2%^Sq$c
z8&cxhmN^Z>aUtw!Kk0YCliAx+5+hz{$W@Th`7<A0?<vibeP|7~l`%Ex%!G54`t{h;
zJwYhS{Mv~jITaFoCmS^W%R)BQ<(kXO-Y~wlp>sHk<bu;}rM8Wcd81P4ha4$09M;JC
z*q!E#H}k@o;-qb%G>k2e<90TlciisrBRU)V{}c4=Hl`4s2)fB+#K5@;hrRW-8Sq&7
z-A0#JhA3Pq$Cbq)jp-RS!U7h=U$vU!YfR?Yz<3c{513*fo3mx^4Nr))7E$`in1SC|
zl@zAkBazpxMan?@DwbAIyR@|<p>Iqfz5YGvXWYNG#=Vj3Enn%*vmc2D!$B)L+H5g&
zY}q0<;ZArJdlHhJ8g}EzOyd6MAz652d8^#eI&EYOsBMhQ$U=Qddzp3qsVJAX`t~1F
zDik^Q=qWVPfa9`ZKu>lCOr7~@s*p|2A7i5Hobp03!86K!RwNGW`ou-(#0zkTlD@Li
zb_W;|pEEi(9*ElQ_lo#~0>H28!>bI#On9QQoy+r4A}ke-X4bRXqL|x`XWL3h-ahz)
z!P-e5xby0)UJTg}`QPwUKhIr&#w(5Gdn2f5?rX@teoY=j1q2-q7E$0=P42-r{2nNK
zLio+5Tjs!GY&f;ipYU+?zj=!6)Wd|6cMTTbL_kT#kgnolJg{hRUb)CcyelDtQd`Qy
zu&gV{ZALg2-t_%ot`^RLP}%ttnw|M@p?~BjeMS^y7QUJG-;@tL-2pc&P9(vLYl>wB
zCV>z?{wZb;T`ans<7luN_J#T*)jc}yg`mb1PBRy_#E}91^|q#&;P$)j^M8-ik?qd3
z%(~$WWVFq{_|!8TAMf#0@A3$Thjgr;(*7gfdV{OuEM;!+b(p)Eh4i`)@!a<>7)}Q_
z<vsi*LkZ}3?wFAHvNty7dv@6<)9^kI7fWn+5!O89Juv(>1+~|E)VjM{<F6D|dh4<X
zw9K8jeU9V?-L|m|YriFZ)t$G)_PnFPk}dtqKOA|;uiyPFr8@*}W)w{re@}pwBKBt=
zYG_EurYVsi5{z6@g3Ur=LHMSp`o7{OOGx;z&{Ny&4*!^%^<_QMAmNtguJVKSWM3$w
z!nYO=t?eSSAwJ?@;2d*q{INSWwydt_6pH};W)ap7l4mTd+u47PoWmb_9?<C_90J(~
zs^5A3rsB{36V{C$8Mr@i--O9V8*F*_m*G9hSJA)Sa3s;t1(<c}Pdmz9!(;Bwt&4-{
zXjmokRoH_H_MTq97)hVuYu3MYPj^yr{)l9T++GT#D_^q9b@Ks^o^}0H>0tc3pRPmW
zK?tO|2qbV5|DzDi&Vus{>CLzPH|$I}h1~KxWWtDNs!PE$+wGbyWFMwVO#Y9e^A5=I
zZNqTUAe9jnX;9HpRFuTkPD4w3Xz#uEdfR*Nttqt7AYB<D>PJdNMu{{~5<=y>zrX!~
zdf(@{@9R3x<A^WCdCkIbt@?PlIr3nvcQlpc1K4aByA?4?QOD@e4O?__m87wYkAO||
zQh^WTQ{lX0_0scxGAC=l*`y+!39oc~#)kxnPw~+dyZ%u*2s8^{Q)vx`0rL~#^{k@s
zVpI4Pqen4d?7x#`VcHb$T?}8pe=iqSzW4pC%#_4_JHw6^9kMTz;CtdjJak8TehPiR
zUx4oWLPhtPdqMALZ~u@_0-m0!<Ta}Bz(nn-!5A%P@SM(X7UOk9l?={jd<POh=dV_D
zVNNK>S~Rr`#e0+e&7QC|!ZqmpuW2~IOAIoMN-9*(k^Nt8+3)%b@!<94tFhSUcsTf7
z+i}yuSeRbD{m^o=1?2YlsKFTVr<mH6vHHfs&mT99`pkmi%F6HA*MVMm`=2sT#6S>u
zpLX3B8CwYZXLMhR^(MlrqmO74SHfZRo@)*V>Bn>ZTMI6ax5s-|+&wF5im~qH9tQIT
z4Ww>hJ+S*q8jkn<TYPq{7{{I5`bX0!*z@s|`QVu<;^Vch?)#PqV>kBEPLdw4x6_Fo
zPMzVvzU%Ua{>xC<JjAQ&5S0NZrJJ3VmdJfzTbYO@jRIuonl0ILM}wY~pzG+zQn<_D
zS~hkm5l7zHwMG)ZTi=zaU9(GM9>W)C_k}MQ9`yE6!a|(zQiNORH`_=&_58|OC|eNF
zEM0!7GnoR%f2~>?%$&l%&%0)nE*60MkAkfnlirX|pxQ;GSJC)kWJFR|1X2{mxz_er
zffwcauje}yaY{q5=-84EJilYx*!>_As!FmBrwF(qRmuZ9s+eSW%kU$0-*7xkd>&ZX
zN%HnIctEX{<d#@`CSDFxJEEPL(RCZTL|72FbQ~f40LJp9J?%{KKx4vewTC7Rp!;y(
zaoTv)XL;cjCYyjEdz}t6klfUa4u$4HzCYX(R!_NeF90m+D54t*Ntj(G98(dI2>Q1s
zq^QX``3sG}-#Hc?I2uBGA&@5?99Bo3FB%gbl3b`rOP?8v?{c2s&XEs<)%o0yB^uq|
zfz}}L0>oaKD^jy0o(4yHLzahCSaYiV3L{N4Y?>A84k2^Wjg`_<?^yy+Ywt}p4bpew
zTzxG>OSnSU*>Bnj5MRg-nIrU6+yzkgZGd+ZuNJ%>I{lbtG6~0XvMif6qEKM+k5da*
zI5uuhJ-m(H6?cm<ZrIjPKuIHVyPB&l&`giS?>ZZXTh&j$-lHvvYftjO1X5Y!E{(cs
zyALLKsXglY3&tYo_^{Rd*N05>nxty9cwz?!xHh@J%q&Becf3Oy%;iAGTgJ=&*A7QT
zZj=k1qCn2MC*G@HJz%=&*SPEg@yZ-e@ussQ`MRF-U7gnHP!i7nCh&SW=p16{WZjVh
zTeAOSzVSF3tacujKb4e&mqon%{uX${thiL4Rc|r2jf6M0?{PvIlfHLi48>rOP+>Br
z7Xf=?cPZpB>%!)DDtC*M0`NF+c?VY3;lwZBo(;k!czUEf=DYymTBHh<ZRSkJ+rg*G
zOPsAiNqqdVeQPw*%=cDNYDjM;(Kzk$0g{U!`yi4oo{NteyOXLsePBsk=|=q17<g!J
z<J=wNfO%G5MuKIM@n3k=zTpv)gFDvY%@JZs=05dC?{4OU9e;^_Si3JiJ2|X9&zy@U
z+h)xV(Gec`lXDlo@)EzIX3&WLm9-w>Zt1{(K_utvyfaTgG!DEYdo=rAWnp4gM^}f|
zY4lo7V!ixAgLrF|XQC%eL8h9&_Fw?<nTHe=@aYrpZRi<?tvkX&_STE#t=sHio^{Of
zdqMylN;ORr`a<r9Mo(MbxEYdup$OX>HFD4Nq`j#iTLBD)GG1Su^RZfausM?4qqBcJ
zSnc1gf`*iSMb^=H+-*K^h=%Z8t6%hSwC0iA`{aPr7b^06>UMcUhve_$GEhz{Z~)`6
zCz4I?!?E6_PEgb|6|NPAhu&TdKzLF1_DEDA{J2D5kc6kqFKp=)9TW@N693#9KozMk
zI+-ny|L0d4t4G$9RH!)|nfsu^6_qbEIc$g)VanJEsXr$xVSl~QA+_RM_;oLCYs&6;
zY|9e~HYE98o1#(M*Xz+>d1?s0>luP!@xrzz{wnZW-COJaU2PQFx!q;6Lpl^>bluhY
z849IKdFHqOT7wg93Qqu6KJq?!wR2*q401iP>379=qK?P3P{lrH?0m7VEA*upmlex-
z0`A8`$nROJ`<ITvv5yC%_2aT(S|w%fPcHFoul#pnhVZV8zEkd0M-+lv6#eu~;umzu
zk;dyTCx~zG<R6~EXyl~Y#L(Q3gD#)$ah8u8ASa*Nx}-=ZoV8rq_J6K*d78!ZlVpCZ
z*=PUg@J&z9vF4Rzw9UsLORv&PD->vcDJ{7a6NRQa#_Yd56L8)-wu$qGCHZ`cPkFf%
z;Wfwbo%7uO5Ohj-$C;05SWaL1S%7eaE>6Ci2@uXg*^8nVDfL-kc2p-&j+}?az5Uwb
zf016HrXZ?Y#>3c|H&SfmeEt4@(1{_BTsZP|=E<KEc^DY#Qsyg>2WkRNy}ZJT(9^5g
zaMmD_@WS1cmMgqLH?BVFaa{qd%vc$pAiQL?+<o4|>`BBk74%6YBos2vpFQmAlnS0x
zI=Ae$6oE2*;snQdJUsspA-(mp4oYvWy1smm^esF8Dzn7}zy&>S(IL-VyhQit0)@!~
zOZ(M(!v70{__##bj1g;88$B~=E==|do}LZI)x3bAHT;^;fIaRz>i*!LY7UkcT#d^n
zy+Pw^Z@oSm`l3-q#;g64VJK7$U+?j`V=?<DgYj+(c)7FY)?JAPh1`7*R%r*J>8cHb
zzer#GaZuP@VGoeu4)n3Oe*x^P>P-3BqcCH{J-$iC6JNQ833BJhLlrwCwPAn`%3i3~
zj9VbNa`yfobQi5q=w@d4FOOjSy6M`a*k(KU&i2nD!TJK)(udVNnaRX<lTD22JPEL^
z^4pJ5I`V$$R@g!(9t7JrvtNJ3Nal|xVs}zF?BQ_wa-R0v63A4rc-v@Sh4APN!xh6U
z+;`y5=UZy2cyLa`a`F}-hi>>Auacj0o3$ph()$>^8Dbcfc~T9<YJ8>JILMy(rDN8<
zb|26>E%Kv$H4bIUFPoVXzCF8sl~S6&84e1{$PKnv!29IRT9v6-5L2HMu?_QqIo9Oo
zq9Ng6QN*=jrW1!}4reL+Cl&-ds`_LLK1ZSh<97bb&xkLL<+|qnOkWt9zH(!;5#hB-
z|8Of*B%ha<FRO+Z$b4r>T!n?!3jZ9b=F?Y=$7!q5Ztc-%2nl{3Ek>ONOI{aFmYRg2
zr+Cw5Iw@1Y&ufPnrEJlqr8eQSm=#8SE?4a)&)1bny1(^r0-<QSZ}dFr`*TjQCkv%X
z0l)DcE>CX<ytPPCJX_$7S;xAJ9(<F8FhM@9%RMSUWt*)c$LIxlH(lGstE(VDYp1{?
zi#*t!H4&k(><s7S#IA)B{zeq-{Sl6p9Q3+%j{iJYCcMRobZhNwe3(KN6l`w`wY4or
z#pFYAZ13vm0P%&<d~JCXNX~Unb_{PiF_!|3oBnJ)c8~N2!s}vpZx2DwV=>mJK4sv<
z%!70)1y79c3H)X^5Cal*+#39i<o*64N%VVRJcK>pMq7N4@UH6rXkL3_1t%JwM&|{^
z;a>hj`gP^ugx9#K+iR~UWXYCOKXFz=ag~AJ3Gs<w&B>(E#T<`~jk@aDfhW->o`KRF
zaS<2Nvh>pG$UfSZ*+w1;kwx+3-x#tde9obK$LV!2)RsLd`<R~%&))~iX^%zWwhSuC
zoguOC>2Oc!-)<|k3|>{`A?GSlzg!j;b3f44+pnNoR)vNw(eFHNx`C>Jm+<i}!j%!+
ze<okT9y@sqZ#e!)L}RXZf%U2}*m0g=i!`SV%=-&jg*XzfmeY`92zLqE#dn{3BvXmc
zQu*&(X(T?Wvw5^{BFwNW|AUep;R}q++kZJ3YYk1i757nxq{Dx0Q5xywT>O!aIzKMT
z2K?3A(>fAdal4xIJF%fG@OC?$n17nwE2nm`-iR!~ly4=4-WQVKTUpumH-)jVQT#9I
zYFrT<RmqvAqfdm>I5;q{pLk{N^?DkMD}V;O;s{qV;ad(rt}E)z!*#>WUrzC5qBz?_
z-`LSouvQ;)sv3z$GT`aeA$g*+Z;m+*e~d(b_Es$oH{xkp;-N5K^+7jwD`(q9ADl;p
zb#}N2`(yWuE0THNaAKZt>-}Vm7=H2l%W;2_)9CtOQW6h>k%pb&OPRPYEYE|3I~AWE
z(djrx<_A+cbh@>?#4{qHqV(8_f~ltTx9{JM1!dclrelq+$Qo}~MYT5s{%VWOa;Bw%
zJ5Q3LlP38*=Q+NMJCci(0s0A7gIugW*^=IJBON=cMtb+OWWqZo^*?VTLm}N@bI{3K
zgi|(TI)40K6-qx9S6>S!dFm+s-y#(kaog0v>|w1;>{JjJ2@ubQv~w&bFI9cO#z$%Q
zELx*y!6U}#6FJC2zeT-mC=2@>519CndxVppX_j;*4K#G{F@*6Y;%%!qx+kjPcu<@%
z|4EZIF4D_={v&LKT045*Kk$jf^^W1EbX}z1t2y&BSv~?KAos<+9})O``cj#iwGE00
ziu;LiN8w-Hezo@je(-A4ar^tV9q@pezchs8z}ofAjI#8|`-a~82<vBm(A<8smzq8w
z-{*gOY1T+Qt9$>Je4C5Jfj8=XY^8RnbMK_%XE`%q13Bx($42NPA{ndtF9(NtS_-5*
zqVa@}CEuR6B==D>9h5HN0+azpDZ4oe?!_xYo@AfZ`J4H1HtF*ktKRqbtgnI6Jen$N
zJ!eo#?YWe-76pGMq7qNX1cOMWOXQe!5lUQH+Ff_W4dq_lDc(NH3KHiuWVS7O!CTJo
z9BpYoXnXK)!7g11ZD>w6Y~CA$*1ziRHoVWqyB0TgP`xAfkXB`<|A<$tvP;x>j3W%#
z<sZp)C<o)8$4_Uf2*+i%Hm@^rAr5>We%_hyXM<lq)ToY{1>nI;pNl?BkbTTy&Lit{
z39uHVdG+}%^7~TC;binGf_=;J4~uIk=wd7p?8}!5yiJj^8t22{&qhuAspCO-?XK_J
zpNrmbYOu3EtBTB9(?6T)m_?KKL7Y7`y8&3gud!_>d6k&-KVRkaN?`a__Q3K~KFZKs
zRqpW3!(&v<?Qt4`@cQ(t4bi&}z*Kcw_)~l?C|8BD)!JM{X-3yZ=gYs(2sJ5Gw^w9B
z;{LR=jtibpKl1ND%(^EEGV3+&81%;N4nJ=!(U9Da_7yrNZWs9Zf<L1pP!|{-wVtf9
zk$tl9=5>b%f4Dwi_EDuc1a}`6l;l4^!Rs#^Vp*wtFl+ALchl)4!W&^&xgipY!`jJP
zYiTP{=xV87-mEnkTQjKUMHRqU38(U|j`KJ_FZHR2%vHPw9MzMG41uqO!&~cB2@3Sa
zO$%fcVqnaKg8yaGbI*Q$@IwdTHyPGh_+0SDBFzuJn|Y#u>);8BhiM^7@a{T$$2%37
z+NWX^vdNr#<v*=(b$$5CR(~|_t20FMh96$t8-XTE0cO!pV$t}it(|ISAkZc>6z(VY
z%~A0iCx`qEfPblB^7=t*-0{wT`=ty$GS3~AoOx&s^C$b%i&|W<VS45JU#1vx@6pTd
zF7bdMv6d<w?LtsoPW!W`CkuzgXJrrVHHQy(yPAeN3y5!$CaCvYG>E3$$f7*6!mocr
zb~kdSVs>^{Sf!scDmx8Tr&|QWt8a#F50ax%!R71afy;#uXOk7JdMO3(d7nt<HO_)p
z0`nOOSBxQ(*-64=hV)bnzP7(D$OaSjCu>vziMW&@&l{CQIIlC&o<adZpe540Ot+~R
zkNy>R^_Y^zxtlgGePjah)m1-phuRp7@qBkKLWg)&Qbw<hk^P#=VTMgo15S{BP51PL
zqbb1dH+{W%ft*uz#8QblW}(sM>5q&9vDkHB-dsE=83*svip!s`M4!XjL*=p*h^VRz
z+Nh3z2Lmx2+~m9;y<>~Z2@W6F8}a-ew|gQMC&)=3ofUwT9CMkpU>9gnV#})8lmkO=
z6kd-zCZhDlONq1pmB4>xU(0`z+~2A4=JM<21~68kIl}bK7jE$WzR2oV3~$|zON!B#
zpqBStWsQm~oZS7hUNtrzYckGxyPWU^?fxFwF1iGy7ZIHJ86HnOof+TvG6f<$K6F^@
z|Ib%;b_cP_9QbD?HO?30g<c0vRNQ+ii1gp|Muj>Er?4p^Sy1gb3~Vr0GUlJf0-Xgm
zGx-Ft+fqhjMSB)Hg_uid|3#3!9Nh=)dK+N;v{}V#L<e$Ldy?gko8T^WyDe#)QRsIz
z;_!$0DE#+xaPt-y^7*7GnzVhFfdh>B&1O48vCyRWRiSnq?l0f>UPk&H8uoka))n)E
zCPog+;s-&XA}g$uMD2|W3!YbI`LfYbFMg5hdMcJYi|lTQ@&pqtcDfd_|B`z-``^_D
zL*k>EKC_Q026FQQOHV&`#0ncPldFfl;QXc1rbqN)7#7`a^qAEbn67Qor5I=8!B^MB
zhZoJ^aJT!9_~B&m6{u|KA)bq`R1=4(hRL6MRXQy+=D`K4x?vyY3%D{`xN<5b55*6s
zesv4ZfvC=?uzoU6ce<`{^3elLeC)^65!{ysXO9oHxcb@Se4FQ2u}!3xU|3~4{2(5e
zRkn7^fIt2`@}o9fDhpd~UrL$h%>#>viGm4r<xq0eWx4u&8oFpuN-cNh!BWhw@eIdQ
z__h7_U{P%VCLZ|w=qZ_p+Hxwsn!Q+oEsp;^t(8o|Z!SvQp0e(!n#I@GIc9)<W?qap
zCbfap`PIsgO>uB6o5|pAb2b#dZEaB<4?$n2=LR<~B;b=@Sz8Qm*}-z<58kSHYxpH1
ze!fsP2txlxrZ5eqpi4$bTcep3%njIb{OB};c&3H!8&<xcP}6qSF4+dUjs$)hX(jxS
z+x{z;eBzNQYKqOe%og-BzKpA0cEq)+%Zb?n{xCIoy>aK!4E%4(b}eGf2K4WJDJi_=
z1r{`$`}xTp*5COS<xxj8P(^9|cHZddu@VhAEWpDKN(G<R?SFaUOV78GzPo)<Y~HHb
zVXp=lGha~5ZVJawOV+V0^Ceg~>t4Q+kb#T5>}?}t->uKls;ToL7dd~Pz2Pa4f`h-M
z0@h`;@TcF~-EqJCfOEb|X`NCDE0^iV9J0eeJ<RRaoEPC>vF<VD`jiG<6P^A(_w}*a
zy|w1Rzj$CfJ7ppm><9mGkLm8oCEOW85V5Hs_m}`T!SlOgpuRzw(USPv3mfhov!TiW
zrafo6O?l#g28Ov4A11(g%?cw>(8T+{15bXSIKi%2e#hg?X(;g1$Km)4$(59O^hp-#
z;EO{)@_h<PPyNlI-}_p<L9u6kf{Qx`OC(}tkLi~Iz1kfoA=+f(8R}zaeI16eErNp=
zxcpI)s&b4&H3y=XZP*V{#bfeIIkO`J;UMi3q(GBM{IndjrH@NhkpG7CWre6%;P<NR
ze>!c4dU~O0g$mYazTlC*Bi9>dgq3;w!YIJ$RsL^dl;rnHJot;+i}0yV5Rb`D3Pg<*
zdW*_U_Y~#1UYX?xfb~h0bItX|=%UGVLY?&fIG>~|na+9P)y{#6qS8RD@l3zYToMZg
zEc16>-cQG8GRl!opA+%V<t2m1cXD8Vnxp@@orJge%AbyYM;J<mX4$0QNy8|Kw5w7R
ze)vvLSbEPh8`3A(P+jYe#mls^Lvei>FvHDfZTTq{{$3dPZu2S!Jvj$hdlHC$itU~;
z_YJ}=pfpxC?FfU;Z~9k1#E0Re-9x8*a_)%eO`6i-%m=@OZ!?DB$02U0z}TfN8KvxU
z9g6D0;TglekDtEzAg{oYd$O^Fi{g9B^OjpF%F&;0eV>zvRujE%vq|nm?&goj57pzq
zd1<S{w&PL2a_q0jXR^;)4FAtzg{lZ$ZuZ}CQZPoh1NrOu>q&4u^8D&ShHS7l`tN2z
zPYQ-VT}=29Px53PS(2SJ38e4Qv9_7T9mPi8v5S03#iM273W=587&q*exSM#eGMr{z
zKalwd7t2KT<XjdwWvVp^c?3dfcB9Qr&OAJqkn<o+A{4ios>#&6^9IjyBU9mNUzE97
z7*{o4NW6MM_6reNAbFSR<5(Pd&+yB*7#s`0-0gc+wTB7sK>yhx+pXl@ZzZSDxzhsk
z59G<lJ_|wbpMR3@P9n}~?29Zhy#R$}?`Q-rq@dl-n{k@AdC;nWDX~;756Wgjw(TVS
zrL_y3x7e2`AX=ibu%37Z#<Cj9Ykw!g&@;Em?!<H`Oq)!5LX(BkSHGJsQImVhQl+BY
zz6;o#OH;DJn2zs+cW+_c9D)5#NlBUiywGszkdr!91(fqOik(&W$N4*(1*?rB!OrlK
zevY3Nh@6yU+a(<f_XA=U$~1F;!l36Pn&ykN7dhK{t>f{2aic43vOV4rWc;#&^v0V7
z;mI8alDl>=niAZV2UL9pzbsE(KxKdG>y8{jVCfaR-7qB;)`v~j>(?sLDZx54joTXr
za^3VY`ik*sX+ZpW<4jQOw%hNj91H=254K00(S<zbpG`LjSAjqKfUxP_N~o8=_Ho;w
z7nnx(3$j;5f>ZMEexvyU;A0bV4cn55x}A=9l*&jBYeC!TjVS3mKC2z1`(cgMpSAXT
zWMrc1Q7hx`Q|Z_cZqo0y=z<LcSgA#Agqa4XyDrb>!_iYa97LFtz~=OMn~lraI2`kj
zUE)j*G$?y$hRKuwf5M|zgU%tuk2*YL7VHG3*@}+c#qrSnb@|H1{w%O_8<r_8PlR8t
z4UJKBdEjvAKkfyl6!@gbGykBe0K!AwyO+unuS|R9#NNl%pv8Q86NiT*gaq)nbBaV^
zn7`;!YKj9g{uJ2wqUH>nuca$<lHZHq`FkqV*^vNrpN8tjqj4(Nnc%5{aO6YFw=Zup
zfW34*c+bB~pkaI0_lnC0xK}3+Z<<Mgwy@HbH2NG2QPEd=-%^a_PFuJ}$mdD(p)mcp
zv<tWg4{B^{p<vsWz~5Xif|2XiC6=Y#gzNm?JBN*y7v;nx-^OHRz<+X<z6FJzm@+l^
z`n0w@#Qs%H=Q)*$|E`Pg){squXQpdTwELZ)H1Tius-ZW2cMo%#DoI1ZA4j$43Aben
z`_p|>MdbZ)^WgU&cYDk?q?*ek^CzxH%tEY3^I*z9^ABF~2EOQ7b%p+9te*C!4@``J
z9Y25F5o9@w8Jd%|jdDq--|<k%&Mk-JooT7uwL^h_(t~50b1@jJJv{>C+{jnn=Gjix
zJ5Q(O^y3Q5k>~6X$Am{TXhCk)#SB}#*gmM4eI@|))bDroQ^Mf{by<3ncogh6aut-T
z&jF>eXLk++2BYS^?iikXvY^&~GUS+2H1_vza{fVjp%GnQ+j%NOVXwZFXXn#s7@uQ)
zVXm4BTiqIKQmG@+FLsycM+JMlLKj`&uNMHXN23n)5PvG4N<hE?KWjAg3+;5J_rSHi
z8m!%{Zt!0C)jbcAn>`fxD`ho=0{l<h%y;o*Kp~GsS&6qKq|)u{F?pE?858!~yoW=P
zWBcM`>oZwExl8{dj^q?}*r~>8KdVRCWzK$uk`nmqcxY}k${Xp{E8N$E<DoV;*i^EC
zcpr4?ye~LrK}*`!hwkEKxWv0BLY?%K8ngaRG{q(YzsdOY-Rwx*xzH7}pi4Xt+p<O`
zkGR4mOYTkl>tX10&id%xHwDQ0%YwsKJ0C1suMUW;c){ci?&~&$W5u()FQ{NV5VW>M
zdJMTmK+qSV5{XR`aMd`c+Icn(Sx?5YWjzVPr5Axas}$W(W;Su5tUU^5&gDH4a>_>D
zaMOgle;uJ%*!82NKgnzLeBK^=iyfWMDsNK>K8n|tJ^i9df232iG+Jme0HdZq(N!~t
zgYi1`)a!ON7<r{~qWVBSh#aAHsU-YWs-U=tYlQzo>wWm3i9!+t?H`<57YW1R<}Eva
z5&p8Ld+y-xUAeH-wpYk^RS_Gt53%_sW}x2c0lh<UnYi<yWVgH`@ia_^6`r!T2Ug>|
z9!TaMU#@R$nHh@&rY)Nlzd5IY^`C26+s_vQGi_p!f^RA;munXrriQ?~2C1aLO;y;j
zDN}5>qYv=Z9<ihHs(@&fs#B*=N0Z#|VjJ|6{omxt&41}K@lis^)}3c#Ag;s6RPlQX
zUSmJ}?dFYWtY@zcoC^s=qZ#!ER_aigvp9UZNUIVad57;WdtieZLC%K4f@I$DsxUD(
zwFthgxhiQm2BSjgq1}g@6^W;asYH@G3H!Y(3`%rE;BAxN-3z3L#jfYa^xiffwvC;-
zcq}Ip%f9+Gl|3LHHf8Jl0oyRx_VrTNXlW8K$j*E&(1^#TSM9T$GhUb-vsYo4tULtK
zc}WR;3P;Hgxta%si2sG*<7v)>Bq+b;t$!y*2lwk)-00;Afzd;YlFZ^1{GRdaZGUVA
zk)<SOs+J$e)3X&!2kun>cjW=AV=Iw(CTo|qGRZ~sMJTg9+f|A&p;we&l>35;+G#fG
zqC{l9v`6LK(nTD&QvPzPH5s*Z?Cth&2jJdk|Jl|YH$(U7EM9bugln%n?+4!uA@eWl
zq|D;&aKc_atND03+%}!EGW%N$zqD2R7_Y{H$hN9)N(y9u_+Kk=;5uVdHMOTGk2Q|G
zx?;*Yp9XuIjwShyCcq%wxsHgwB4jqnuN_l$!k)iYfs#&6$nUUQ-`tLP0b6_M?vVXC
zC6MZ=XJaf@TuYM<J?9O#9`5j7Al1bBjeCwyv%H~K_om$D94l;33!!TmiUWye#fjKo
zF{lIf-y-^)A#ftb>q9{>Zd-73HAs(#$Hz@eS%C0CC==ZI0lBDUOC|S9J{8?m8$NI|
zdBYVR8M#(=!WVMieg8L80`U*NWX|v){B<L7u0DzttSJfJ=h4iAx`&k_nK@RlCH&f}
zz5`qkL6K(RswhII`qI9w^{#}cUpmk<kb_!%N!wlZqH%Wk&s7caSomEd<L<v40qy_J
z2Q9b~4t~B`!?>wG=zGdp{2VWXuwXjwfL?2uXe!yu&Xa%(ebqv4#0z)c-8jejS`O+?
zSUx?vWQ^4Unin^IXJPtv+NwuhgfplQ`SKFpg!fgpV|B3-N3<jxuGUfrM`G3JK8rj)
z`MUf0KfO$tRoU4x_1y;wv&O%t9!f#Q9Q~W(-m#EN8%ZPbu^0vqu5F2BhzILcrRs8W
zPwCjb{E=&ooX7SVhRr)=!j16PJSXYGvHJZsc5{CU9xMOjCiyoSifn^wt{E2sm+ki@
zj;jeIztXhnEvGdc`BtKkear_X^7QYgl?7vvzL4p@`xy`}_)GZ!Qz7R6HJ9IAn2nkt
zYA){YLQpDKBz%qBYtoa-d#cFud4BUglY7*;_}amv^j516tlxYzxTGBjHBOTP>fMA-
z`&2zZ>ZJqxjxvc?dlZjyq6LHWN~x&hPvu`#a|U0B4ZfT^5ChM0n%0X5Z}s)@O-`1c
z#H(&lxGMiJ2-IIZIX6YT7}X=g-95+cfX5#O4`39YjpgHfA_u6b_2E=(uOEiEo}YZT
zY>fJmBO9+014uuzi1x)ZTfDkakfTJEgy*&tT(?WA2WpA>K09_@6n^efR79PCdrD2l
z6Ip_gmF{VBmaji--MaW-gMplffBya$aI6xXZ>$Fklv>06rY_&;3l!M+W4I}1_AGe1
zDO7RYNk_In+#An&(~;pUHQRi%6)YrQm3Y;ijb(OOa(UckkQ6-VQAU-EZ;uI%rjgvB
zZ`!5#JsAbSzMZEwYJ_-@t_*N>8|FaLjt+~V5W=B~VJqlScf(AV*8|)ugpb_#kfEqI
z7U<8%#g#dv!3QB)m8-joAoybn>j#ZY5R*?8qNOf{rB#>SgXN^3?xL{u!u?{*jhpb9
zd6|tL_h!Cg<4cDfIkJyZ*0NB@LT>CPn+HTE8P4iYM1i~gPp`s@VeoV7_vsGj^N<zE
zdO9gR9Wv+7%G>}S<f$F-IUtn+_0afZ$tDqJF7|4+nI(g11BJG4G6L3hPr&2JI8aL4
zLTM1I!1>I!^ohNMYqdkX_m@23?)X()J-K`YJLN4ZGP(kAA<$yVbIljN{qR~YY$JT4
z^b&*VMiZo$erd?RkPHgd*VXDoRPkJ}q-YSt;=#XvhK~P=1({pRe727@(16}0KPuD>
z{-bDqR>fpgX3S82?4ANW_tzeY1|@_3u+6)mQ!Ze3Alk#ctqkhVr#l3EkHM{UId6)4
z<MBlbZC-Rk7CfZQTBwx|M7p5F>0SPru=c|98ar0Pp1Vf0TOWo%*~G1*;)EA<{*+tY
zgS~0kCvQi8TfY(tWF0i5XyQ>LNOP_Hb21#ObNr<BqZDplciTJ?Z2%?{354gJ1G*e^
z0j~RFG2w>)Zli7I(Og&8{8m9c>|XF`vl#J*Z?W8-D^Kn4QS}&&FyUGpSN!?#`u+ku
zy*<-jaHtg6xZ4h{jph<>Hvj2YB!6DiG!SekodW&4KXuU(e%9mVo4avF4Wjy2uIXJU
zLWAp})1|ZCkew9ADAAk_IeQWp<ATWf|C%hDNq9Iao`mppvX9AZd(&Fd(||PjZ|fBH
zguu$VUt`9jgzqNAbzaPh0^#M`Z<`&9hdvJGl5iv9^DxnqZi>i911?WzTEb66l?vw6
zf2r_AZ_w$7N;Eimx_O%VXF!1cPZowCc_^{-QO#SA048A_*0_pXsMfY29Z(-g{?K+u
zI-T^lPAR3m_)0h}2Aq3j9i#Dj*>+vEiEP5>oF{}hOPJku0XkJke~;-+@q?o=koNl*
zt$}n5`q<}OZTpvkV}|cj%MIh<YuG=j@1%Ecu6Wu{D8v_fnynkfeaXBh=E<pRXLC^9
z*s?G5O+3DnR;oXp5`l-q?c`U)!a$$ig}Z*}JYK6%@sKvCC;DXR^PwbnkiC4r#GuX-
zcsv+xgrypT{=pQxD{=`y!z1ML-|iY<`x)xJ*q01>?H+IYh$r@N2Gwa3_B0IoTdo?S
z8->%w6UMNUc(vwv3&vTa;KR$l)-!HFm}L{KsvAW3FE?ZY+zC%&Bdd1dK0`8QiAT3z
zp>;t8Q_)th>x3IFIw4qamGp|^P96Tdne^o)Yj+!!`@=a3L;FwdDA-^<dig-B53&ug
z%=2btgYQa1OxGb_*zrvw3^KBjb1q`fOq3z+%X-t+!tQ_;XF~SdeI}fr&Vvto9YP>;
zh1QglCKjH3U>;{mNWrv6c}bVDY*3>|S-ESFaJQdUNc7jnLjScEnT#vh;M{EYK6EVy
zx`Xw0t7V6P?8TkY?<wc7slMsKVc{qo{4+2`&z6LH_VMR*&J*5&^T3zRqqg8)%HLHh
zM?5;xS-TqjE6{w;d~ELm`6hpQ1dndUp&c8;{m%_qxc|q_$cM#;a5d{)c(O(;9Cxv2
zxl5mnlXnEWO*xY=arEYn#QFg2D4~8#sShMRD}jR-xzpgzK94bj6J}U&ySdBvQW4}j
z#GcXOPQc9J)sNFfGB6%0yIo1K66F+E=ao5pp^d7`Jf6`RH<cy4R^Z8oquUjB+&Zuc
zp5Ge{@JkPZnk<#P15<h6Oc8!i8kC8msq~-g?iGM-0>`PnH=R)Pu88dAVtf2;etA%)
zoC0MmcYjK2*+Zp|`77;RDai7@h3`gD5d8cgZOuWr5vuiXG-K`b!0#K^W_$Z+{LFXe
zXpRE;-0R1wbA2M7yid8ep785IUsS$)aI_jc%Md=*6{|}4Si;mZy%!*Od#IrPuView
zFD=YKc-9f@WuFJh_hUzjuKuPZZyb!4@ZTYl1g~rwM`uXBJjm+WLJ^t2)KbSKXrIUj
zg_fTA$eW3<{?64)hV(+-Bn#=VHQB>^`uq7`ulWI8?u>Om;S?KH$s{Mdpn!mHd?T;8
z8mKu<9XmZ~2Dw5iw&F%QFn)vOJ!@qER(lRHn574!ZLL{;RAd@F+<NTs^iJY)(ksa*
zKI{#`o@}a3?AfptzM0URPloTWS$3YLcLmN0UDkUKa^Y3_xHiu&H*lK|eyR953(Y69
zzo_kV!P`Oiw@2&bVq1#vB^AbKI8@KE)zZx#`*)RkJt(aLox(Gd3k*dt$A3ubJK5V>
zCf^Bsc)=1G3NP1Eyesh8NZQoxO=mD#<3XVS@hxrH$A8~H-wvL!-yOd-V~yV_D@?C9
z5>QF^s;kFgk|RIQaRWFB4@tY)J?DB7te+kJ&dlZqJSjbwKc$jA?mo%<OOaLBykA*a
zv6A${>Hj<&&rC&=*FNh-jikq?arEfaOe#7$gbME$kHLuozLN@$DIirBPjMWN!eTqs
z5rJGg_*mIGB=?<o`cmZ^->A8R=+rxPy8Zr;kj<+uPWl&3znTATeP@VgInQ;`mIXsQ
zP5WBCn>E}`vTdTLCV2}Rd%I&ttTA@ZpmO4(1A5GcH)d)_fJ@Bit<vIR{Bvsm?}|gY
zFwXJ)(j!$Hn4#LU*m*V<gEJnqZ+jjD@AWT8i?^GB@!y4L%48s}@P(<zqy}IU#Uqb?
zEd=Y1A4^gr`x>qefsj;k?><wkdgz%{7Cds%`7h$VH`sm5JbimA3f3P?_H^8c0cnZO
z%G(wh=n`<%Nv$#-j>m}gX+{&S+PA?2%qjNp_z2bGf=~9?<FlBgw2gR@?tYaOZjFXE
z3e9HbbxWjv@YrZ;RT`wrecHcIJP*4|WXYU64ZXw;9##EojE8MK{5#0J{MHBMsQgf8
zNPD!tVi81qKwek=(MV)sHmkMe>|t+gIa+j5s393nsFkpY3Wr0am|_I4uPr|DJ$F9y
zkUMTEmA}Mt+8<5lbW-?aW6*zcOndHwC#L=zYl`(L1e&`wGTh|3o*gI0XQ!WuCT(V^
zuewz6%s0ovUd;$luzzvps;V;#AN8k6o=JyZwV0z+`3V>wP4Ran`Pj9^U(BVo`j~g2
z{J1;^A8340ThUZ4K#xqe&Tv0(>^L4KBDTjIv-PL-&G{qYMd6@G^rtwa^fC%GGn0JL
z3&+a=#Ts~m)$UC;lNZiy=C12Vt->#djrL!h)Q4TL@p1cAa}bsI$fKV{&TSX@H6wiq
zuUjKVl2%9?*}t0#^^4}>&exrDyf0m$S9310_rrQmF5|0*uh(-h@&xsd+2BZ$&(vR7
z&?y2LY28=V!M-3-Z-4$Hd5*_@H>X}FJ*{?nH>2&lDA4u!&F}6mGr|}6sVYj74G&W4
zoLdfMf(|WLN3Ody-kdx4ir2*#o=)oewNH70&#%r;Un+8Nlz%bLG1Utjjh<7VyG7<_
zbd;{dO<tg(c&Y8exnPvxW4n}bDg?)_rUfb-2}L!_KeZd_?s%8klSd#q2zOGueNuDI
z#8Ov2O~=Q^@ZaSgzWYL%$U1z)@KTBz(*Fty|09!tR*yD?SS(clwXMxRk<Y|m@K8J_
z?Oh=**RUU7j17Ygudu28A;)p~RHV|`w_$jkm-)moPA?QS9+dqA&iL%B<j<YkVsU>>
zsude|F<#x`{-t5Q3OTaYh5p^jg>scI>onY@Xy}z;Lm}Tk8maTT)kiHc1!Q#+zm>zP
zMoUZX6-x}+w4f`k6N+!-2c}ZUK6~8tz`PcB9c;}h(fcHk1cC$Ri%mNWf!S?J@>zTw
zob7p{lpmLeDP^a+Ufyy-G3z8<xy=;pIFxjTm9q%rY4OPNhXP1%d3BQSXaU+MjcNv}
zr2@m_z31a~C}2r7Ox3*04rE_HuPO^DhZe2bAGI@)c*mYDr`0qNhG;LiA6$-uoo^m)
zd;TpQ?mb)z9M*|MjmeYdw|BT8*UhQD6=@#i-dc6!z6;@^q|Xa%wCVzvQ)_rW;TP;1
zedfFP%?RYQKczIE^28r@91^DOn&fcUQ?K0Ug}+7T{!<AzhNXb;zv(BPk*{C1d2a^=
zLsbn@SLLFCJJ&A!)Qx2Hs5p`te8K}QHuM(@l?w6xuOlavsVgzmhgwl*stoxOVr;z?
zsvyvD-Dqkq4+|q|`i>ar;jZ6a=AkJ?xLYcBHBG}09&Zv64WcEvh|Thf8si2~6TaXc
zR!2NSET_FTKZ}4V)$`fMRsB$86;o>&GSR#-R!sxK;9f<Iw~c!#IK7KYsGUe5xe?w<
zyz7mhYi@;2wR+$k6Xl3Rol?xBnmVS)8;9z$M=jrewn5>Q?^~Ac1YviOx>M8@vd4b(
z{C%tCDLfMRc|+z0Id|*~pcoJy&AC@1jlD~mFxu5qnOvug5})%oA`fO04^RGATZRgt
z^xe(q{!xaJY<^Lv3bMe4nxklGcN)BKPWjSmo(_MsKF7#Eu7dHAW81gWMFDpPgS&BG
z0))OAj^XT&gi-kotp!aVbd-K>$Ry{ETvs;L#jd6Uw_In;4!wMoWD{q#u2IH+YDZRW
zrb=<H{au*ptpI$Ydg{}el}vyx&Q=Y=DcJt()4O!$Jh;-i;P`qy1~oUme<^;&4~%n!
ztzCVrP}oAtXyXVuN9HHJ@Ro`pJT+VDvyW0hctAAhmIUFkyzjZV-jI%hD+}kkd@1nZ
zOtPj;O%nbod_M5(XCWMxZsa{`mX80%<VSy~CP4mQZdYBIIIv)8Vt!#!g-LX>zQ49)
zp}O>n%U@;{SXQwqw0)k9i)=X?rDAz#RVh~`Wn_c;OY!Ue!58pGCtcH9wqg_uRWtO7
z^u>=|kGQoWGvR74PrA2~53HPiz{d6|9ujuFkxJnqeNx%V%a=(1Ic0R>o3mju&Pi?)
zpE{a}>W$jX+uo2KV%my0mwW~;71j%OG=|_z=a<t5_`*;mv{~U+KqP#ZRAAU|m;hgO
zBcuezbm7o;9>Yt^AvnMn!oqAx=8wW~$-p}S*bM}3-(K<tc`CyzCE4*9|1DK_#32TR
zUeXTVJs1ZD^+#5BozBJ-VWTJU<lYf_(qhXI9}0YWkfZ;c<OMI+1-KiOQNVV;7|R@E
zEb5JXAJ-L%Mg3jxuHHBn10h^v!mGDPPg_HR>pvu%3od(R&P^q#(%BrR>gkIW4(jh8
z{xQPy^rDxgR`W4U`_cPp%RF!^x}~sK?1M+b%q8{oBQfJ*qpAMyU{HN;9~dSd4L0|`
zEGwU?Mlla7jn<P%sJ3EjJylr*tij{p;_U&Qr59J3SVM55hfRDakAk8@EI&@>=)rZy
zZSVJOqyR(Sb54(uWPBZXT-R*36IL%Olv~V^=Z;%xy4TALh;!O9`NC2kLX4cLSJULM
zhL1mPobZwsjx+w*f2<rQZ+TS+(?+AMxJQ}5eO*x0W|jT5EgS|KSVOo6a^S6>``wsv
z;u}gCv^-N0fLETe-ZrsL#R<7%(QKq&cKgbwp1C(65W0Qj8=buqHWn;?HO}(``zzI3
zMOfpYONmM9Uw#(0CB}0Pk=*`XgXp>|uHj&ycvt64NH*aF7S*yg$KhGe)RFl^5jb;D
zy<H$Y9Y#z>W}S2MAwj};ESUHc?E8~K0|YYR0o@kgMDPJFO^&V7gfq&qkG(lC(+53L
zxVYqm-SM?P^%(PFA##4Xs4o0C9DOZymP3S%@KMO0b>6E6@SkVV2OD2C{BB%dSfosR
z+9w<`_viRP_YeA1PQoWWX!-d~&UI%zw-)4brrHb-Gw&+95JSAYd$}g7SCWu_XR}e_
zS8sG!RMokjO?t<k{=w?a`Ec+?yQ;lr4D>q|W^86nfO0GTeL)!j1`E|%y$<=Lw{VS}
z;uj6Jmp-dOdpxMb^lBZm&4Cwn9{cpjJ}&onS&z+rH84}UU9;#J11H!ebmb|<(6ZWm
zLU!UJCdBrsa<&&hBK3h&T)n<%ATQi8;gJZoGluk~TMK~e*oDhARH*<Z`JAe3d2n0p
zbLzD}9(bfBL~$%M9M%-&i*tEgK!=HUnqz+?G%ULdiP0s&!R&l~5nGZAcy{D^s#YZ0
zZhbzwu0ehtT{^d3Qn{cq)wA8%!v%O;x@GunI0a{q9lhE>_D*~k#rM2*wFmArHNz`0
zp?Ii?&waaj3U1lV+~q|$<X`G{55KD*IfS#?$;pSJU|IR3KFXz#{_3GK=kqJU!R@7*
z1a~gb96afGo5cs)M;}>vl{tZ~B;6^w0e{SQ(x?AfNq9=zs^?zmq(bz>f8&FD&Y|`6
zsZ;t~2_Q-H>GiW?N$`bF=%jpj0t&QgTkuBv!Dz<Z>xk$Cw8<(kI^L&?@%O^0qC2c%
zWd6UpgyaOgWp-y-L^BRuqqF{vddH(f$;C}Bhn#WFwKdQ4SPD#%t>EJOY>?=v^g8KU
z30)nF{p?OT7?8azdm}pzwbuvpyiLMU*yb5^=fOfu&F=3EF^_`a($X1DK`VH7WQjvz
zX9m*0G~f9+HkNpPlJajBM8Nq&*1SQnga@$MYs-)Y;Uda?6jm}d#f6H+K~~E!2yu-o
zlOX<&vl{ohGutxI>w6TvVoNF(u1qHU=5@#9@u(fcnNiSt;JWpHLOB?3HSi}_Aq83!
zQW_2Z<pTe4qp-)1GjM!<RA6-@7$f#tcUC-g1@1}8`Ooylc#7&xw{&$rD(MNH8|zEM
zHKxpeW15M0#5K@qd@Th(ybX8%+HnGQ#&26Z?HGyAWFvG^voax6Np(jKUn=I7DbikU
zqF`>dx3e0>1>CqkMx7wMg#$LrM}CqyXEn#w#rjS^F!g;(r7h$I%wL_A3MR8q-^`)z
z_FN$hcXg{PTj!xo>ravBt7L9cAz#L%n}gbSrkA!XC8C-5#XXLM=g;cUDiCz71Q~KX
zj?eI%gdJtk<CFB7DA#a`zGfsAi>gA>xQXvL;Kb;op6@a6Sc(5od9yjFkMMugBy+(t
z3T<3g-J~yKyBxpF77vQCCdcA-Wnqc@(W_N212JeL=a`>d6cjJ(*dFo=fL8u8yBRwt
z@Zf6X%c+Y8s;Ns#ALonkdgWVTZIf6$#Gj<X@sENMSBt_PJjh0ilRkDivV?P(S<5V&
z5{(z$-@bV@ARbDa<jNM3qtMFE>SVn<;RQWT|B~WE=5nJ-EDB%JP~GU`XLiC#zW&}c
z+DBU#E4LooBYY+WUnB3;gU2GVUSg<Oge?mG(|!=6rxJlfK_8BMXbQtDw>{<eKG?(k
z$0-Mv&)dMR@UEkwoEhkId*36SGeP*ks&&te>Rd>&^SdNO&evDiRXv_$Bp}xzR%Z<}
z(s%Foyp}@tpg%^Ov`^HMyx&R5f3#Z)V9VCmCqac5W^{_zqul(Edd_Fc=6(|Xs2quK
z-IokL7V{xDT$6Ez&+IJEEIGelNaJSHDZ<Ss>Zut?4xu#Lbor5bJ}Q?s2o7;(f)w^M
zM&emmdFb}}N0AcQM+T<NU8X=yn)DG1W?Rgwc|BzIBo!KZL~gp3r@`UY0__tUR%k0`
zYhXTIijJeKTeg3V1)gwbw~|RKh@JM6BAj-(yZ^HCK1o@~y4@y!Z!rr{ZYXc|xGrk8
zHWd|oh{S%Am)bf>DbNx*cp<_*0{jjhk*`w7g?!^|l}s%wJgA}I)!tK%%3WvDmL;=D
zKUGwF^>-MU#&qpwAl!jn*He5uEutY^C#A|^OCroZI{Liqaw3j0?^WKKl!WKEtGUcD
z$D)$usZ0$waz1N&zNY1q4xNnje}!dSvA>ee?z|$I^TxMK>>J3#v+BE7TW6HvTgbb)
zS~7<dxaMK~Q;+oW&VEv77>EGbmL-{eWN#p4@y?a@dlqimA`mE4KtUb3$N63fu5k6&
zo11jz6d08I>Qd=(5$TvY1C7^w@eMcY1$&uXoK{{l8}m*;`7oA}7t}FWzF$Nv%fShc
ziu+URk>3j(&D}6|$ONnZjOJr_2@lR(L)|Pe4kxw_EY9W?;F%ud%;k^S&^Y&#E9GMf
z%sX#BQ&Ag%Zrmm(=*j#k&VQm^<gY8-J0tbQUd9jCdOw(NFL4F>oZ){?9tFU8dN6f6
zLny{nS$x%s%LCJ@!#m!Kn_(u~>`1F_Aarkj`+Q6}67LmvRG)0M#6AD97-)#b;o_aH
zkMX0~Q1GuvS&49;1L>Q1hmUwe(zEwvBPuaa_v0Vq(w20L-uI%1&5(lO&Rp#YM~FXL
ziflUu+%fNETx;no!cEf>)RNT6L+J_S!EpgYP){DLKcf|l9<Axrb+h{DE7Tk^C!7K`
zIVDNg$UM9`^;-71zl57AH4yx1M;xBeTe=)@%NUya!+#F$aDqFMmvr8DL_&LK7n5Rq
zF*4t~f73=V8K#D&4GUy)P($tQ=BzVuK-fwmvM(~=lvX8`0Tbap=u_rW^HYF3Tvb(;
zD;2#~cJ57Ja6(Z>KASUP(YQM;@ojgu7FH~MZqvWvfjyqo9N908Fr5&Zr3}k4`(=gj
z$0vkKzaXw>7oQK-B4zu7D$Zd*@@4-W;>3f_|0DVD_A)p>7-=g%9fo(iX*lX#vQY4N
zm(*sG?<sg;zObqtfT!n=Un>(LTq9K`{x92!r(%AeuLbb~IX_#y-pEAeG@^<HPr1q5
zFzDYJP_oduv_st4l=waPS@t+)=OE36FDm|j6JX_fkk{?wamc54@PtvV23&3%-ok2V
z0*acnj)r_?Fg|#bz+Qylq5g!+N+I!0>h4zMRfq;j&poWi!ouLOd57KU;(X)?>b+dO
zB@DM!FH-tE!_oAU-|B<dJSctArtO_XdXVOQPr?UNNglOn@bIyVXmXF2F~`RlBdnsI
zi^ZitNPb_%Y!>Oi3!J%lz&a7x<L5cwN+%Qlo%*v9OCP)uVWxd9q!ddpyM)*nID>5k
zkA*hj6tGoIp8ZL<PU{b2-slrvN9PmM=}9-jL6u22@|GmI8L@?)`gd8#(ZXcKzf~3B
z6Q9&9xj)DhJ@?}HL3-Jl{RU5)y-@HL$e9jR;<cGKqrXVsZthADZ#|jMME@QLHN8**
zl{ze^&VF)%9~T22i~n}UCn5K?`aDhr!?B<jnJfC>Qj<<SLU@5;O+P!vvmKD>+VnN1
z{$Q*+HXAiANPNpf>mW<~X2vfKt3)#+@Q+uGCZ}!@o{LB`vnrLx^Vys)3XF^3q!yz~
zIyraDZ93+4=p5m+)jo1Q!)JsSTe}{!=Y@cljP_n&C`FxL@z>u*+Ty&|rNP&G?LmBS
zU}e{iWb||WBSZ7c4;$89Iz&IG!qF3-7FY6!_lnWuX-`-tka6c7zl1b2tF77EPCSO?
zw-ugHHzuHGqTpGIU?$>?Kd!@?=RohyMbXo&S|Be`E2Q@=3#ei6-gCn7G1z%iJa#A<
z+SUx$dUpkYSV|ks$Am&GxWOpIBO3v9k34E-%1Aypqm)_<l7Q;%Z_y%UYYZ4=4YGM%
zgk0<8qN+EOV6nPEfMwJlWO)1pxtW3?;m%|2X5oC|rK{V*AC>{_TXsKBH%W(zTBe%h
z!W6vO+`FFKZGn$?X~fM>9>9tBZ7%o8yvWULB#P&97K)GmlVi1U#;dIN4<_!)0<Vup
zr}pPZ!1wzXGwwu?`GTCM6Dvyv-l5^p2@*@h9d`~;R}o&rWJ=+S8&csQ_~iOtqdGri
zz@IC|%hsS;FFdfcKMuv!jc#<2xs1tjs}#RSCKzvhG7|ML29oF#8K>>D;8{WF4({3<
z>>RW0^J*qsE5=|?yZKC*DQ4Nx@+uQ|eEs@kzls!8Qi7%iLNa0SR$=q&WfOQ2ahi6l
zJpp}|9~XT1r2+CO<}%W*nPA>!{qSK(5b0Isw8!Zr0fqL&$+#1-$SS~K5h)!)-jD99
zRNSFh7w&ug>5fcns@fd5d1pMTf7P!&6K4mF8z)MBZSe<adU15CLk_<3|Hx@G5QS>)
z7irj{Jm6NBr+E66MBICMsNbIC)?XfS+qVBD+55NjZwxL*;eO-O=bQz-FaS&_5##Y_
zAno;})+-cd<V)L}v{NCXUdY+j(h`)EywvK*9<5SxzN%rx0;&a=codXFfwzk8;RUmB
zP<T*RH@h{T{5!w@*?%z(RIf1WC=d=QWmDc_WLh>p+gmT8{oEIPtA*b9vX&DcU|?Il
zco7;O(X5bgC0^?TZQF0D+9AW>8GX%jBo8<INGzMr4?bV7S;|^*fd5f+-ho)YZ5R$I
ziKa?OWMrqZOP5V5MfTo%@4ff-+B36^QZg#VWrRv9iW0&vBWXw!4So0bm;Yby`#kr3
zUFUfme6EuPSIIsyIQYIr(6%Tn-xT9@s4Wm;Z?pfm<60bIKaKux_j1@FmSx^Wc$&9q
zsLl<HOQVO#YG}DpG9J+LzQPzqfnTN}T+&vdSW)}nk4bV0<cKW2{#PrC+|_dJ1E)%%
z*1pn0vA_^5BnKm+Nl)>>g;eiyOMiSkebq2XFczB_KRDN?IK!Q092cz0$7gn*9t-bH
z$H2o{IegYW;45Om_nC0<neJN$o{AtI%FA6^S8Eh-mx-C}m;IN3(ZMbI_E<7FvPlkU
zQ$?d_j(AqQWgyB@3Ui`kh;N4R)1|{Agr~4!d*$MTaGVKx`+LXXY#6UO*cZ`c3Ylip
z^S8A9QPh!3ZquMA+>&ymu1I%>_hJEaIh;;7pWmEM{n;LTidyY&aufb`^7;G*!WnDm
zR-qUugn|h>&q0p#aC~s{?p~KFL$tblb#*8?n%skrUnrwZ#}{Vzq<IC1Z}CQdr&L@d
zZY@*Ei2I(7VkVbUlvw@ntG7trjW-35ztlbuQC5N@C%4cCkUe|*p!kK?-hPn4BNg#c
z*8@JrEH)(HHvr41$-v+VSs<H{ihV*+AkQDuGOptfb&W4MlSv*oeN9HF?Z4wVr%s)D
zsofK={j7{=A$ien5<OO{^--XlHs!TJa`}5guWG18ctJ|EdW%uLKSurK_L<(E1><Le
z{G-wnVL6C;AblzVCblMiULVeeHTrKkhncoO_=%pKyA7Qn{i?X=v@*$URB3O6z1dJZ
zZG1OuC>%DqXVYmkr=Ym|ogAayC}4LCbZ*zq2dBEk7gUM~$dO@x9fG`&Ta6}3o7W8J
zw9bz%J+X&rDZkmUm{=TCnrOY?<PWMT3Ln3wg=1**eAmN13OuW2dXnx@0!%cI|IV!2
zpjT8YJS&fYCOPUfE>2%?uUHJ4e-jPi|IrqSVG0QD4l?nH2*RrA=^u*6uV4~~+m&Cs
zDImKlTd38Wg;pC4YcpQ1Fl^2E@>qL5W*9JaC6n{O)E7=AA!dJ&kx@SQZlN5?-!83t
zkU81Wg0a~F=~8^8d2-J;ZEZXlXLdQ9vk*@1SW?>>;|G_Y7QH+FOAS<=cw{?M$p5`@
zY`W^D4k(mxe7M!(2b2<yxBPzLAk3_eT%ZjX>-pX1_ZGrnu>yY$Qwj=QS)q9l<$)I{
zRs6dKvSDLofTw8158jI^wbNUZy<6h0T!XXTAW$zhBP$jUbqx0!E|GpVvv0VX+nNF1
zJbFRdY%}3qOjvw9#Y;Y~q0e`WFGk}V&MT6mX=!*=EcaY=3<X)6>7CwJSm54O)m@zA
zyjWhpg`sFFAC|9i=k9WKM_Qe5)s;`A$5L*(Y1qICHti1UKP?yy0(oIUQr^UOv11oc
zazO?NpZYT?Lr;1GMn9D#33u14(P00Ztx=G}Vxp&Pn1pM?sx{5-rI^;*E@0DU1CM#l
zS-RUz;E0Hs>TmBDRMxmF;jiY8+>!jR^3y4B`5vD6xfBi66OWUd48zcW_8sl3ktBHb
z^?*h}83p4#*2A-X-SJ1NWo_=`E6^L>T`C?*dMhVii?e)+fe7;+&X*MwR3ChloEYGV
zLu~rZt7LD+xYv?-WPb!yAKtcEL(-Y-bN1V-Sre~=6w_JNhe{yukrHz5s2^xMrr!5_
zoq=KvhiM+tgrVQpZHe<AqOh{>$BWP+KQLX9zWww*;gw5lKlFIr3%F7(S_U5b!0xfC
zdC5KxG~PP3n*7ZK=rhaM6gCRs#FrGdSy~5F+utSJLAWwHu>mXeU$ZdV+hfXW4+Vv*
zB|_8A6MvzWO!oVXaPXfCHeYznf@-4?um23Ez`L4|_c@)JSb1muS;({jjz5|_E#+ws
z5;}sG$2v7p?^=q_mc7y7@9CDT)_NI4*6-i;Aw1TLy%LtJb-q9YEkRr>CxCx+I>*A)
z5N_r04H)+(qVI#$`MQ4|IQhIO*Y`{gw2bRlBrJrZbV487X~|G@{ID?*dPWZ1=?AYp
zT}Xw=woO0$L*hXb!W{CiS%YMZorqrz1wz8(wy-pjd)0-tho9UDf21jY&Ac-k@@d)r
z%ibFb>YIh?2De3^WBPNxkxB}3PxW!Ba@wQO&JvZFl`Qmr*>A1wtPMqd7NRtkevoH8
zJ!UU!4Yx+Zt7dn2!n2l;*N$WmNIxjZ_|i5MS@hEQ_}G$3zWU9*Mn4_6KcK@dN_bG#
z2HE9Yeo0WiHBh@>Hjel=?HmJ7c_UX#{m;uU(oi+=SIs9jb2z2k<5RQU0$avkKh`AY
zH@Wz%gWFu9;jYUjBPrHoL=C3utE3l5^V4tplA$HuJScdE?^_P&TxjHvrSico;`WDL
z(I!Gp?SfR(Yy`aKbi6x2`lHQ>IwhLrDQNY@OTBI565&msZTQ8b1GT*=MpSL#P}%g$
zv|+;x3P&2VidhZeI$id#Msqx>pDk|^s+Pz9Zt!%|s(RvxSH%YNY7yaxe7?KKJqLbj
z(4J%>=dkM@H(37F=Rk>2viIH#hB(<IAlObJ^Re4ev9l$i_^55;JO_CX&Rr1<rTa<2
z+DB4TA;HnGG|M|c?dk!~Iz|Ql6eZz@^UIC2PqPUx_*d|~llfpl&-(U@VH9#dJgL|?
zPI?t;Jd?CPLqXAP?p%n175FHPU4EJ3k5Wfp742Fh`FpNNO&fV16xyR(VbPa_@t5-3
z&mSe9W0lbzN7i^ekZI9ltYi*ncMnIFe>a8h0$%zgu?%crIy)p1ZHv1lx0l(xOhtVq
zYGwNdE3`dr^7*KH8szKbIzJ%y-M?`=l4w1zfVjUPFU#c=NDowhHce9nuWh@PKU<u`
zJqt$1zshGqaPby{$(ISRW?D7bOy-BGGtS0M-7zqBa?xIdsub)(+q`?u+k!4vCZjrA
z0X}{jnO>lgg|Y&HgZ8)cAx1gWe9k!sHf{aBJ9N80zBpjuF+ezm8hoXJU&vgzzwc(=
zi9^J5pFc_ptZw-7UIq1w4hoL1@7rM$FAwYw)8xZs$R6((o3i%Lczk%XQ+UHm2dA{&
zump=<!oAO@lt9lGvp7%fIx=1YHc`UoP8uX(?%(7ROP2@~Z$95Gc*+o{_C0BwA^TaM
z#~Ce02hw3``1#gz%98M6R6R}6B>+~bI-j)1hGY5NBVq2Narl<C!cP8L2s+#TRP``V
zfnNETO`m_Kq4*f*N>hR)>Mjm<GMvoC6E7<@AJbVv$@<TbJ;||n@z9P1KKE>V=20sN
zo8yTuwThpOLP6h0nr3csM5V$RBb<8G3vO7xdR&^9jMufYl*}^Sq5Y%&z(ql_Cs_Iy
ze%#O-=?0grzSkzg8Lvw!AHV3r**{B3M_S1Fc06+_p)DQhd3ZGq14w^SpYqCHTMX-X
zh4~C9<Q%_)hiQg*IrmR#-7Xl7gQm(44e6GIZ=XY*{Lds5HGh2aFxwG_ow^+bWrl$$
z{2=7nz@Ze#<=J~o-8un7ctk!1l00|ye;zEhOJsldHRvZJ$s44v)?P1n3PY}7T_)86
zcPy7lthGB40==I!EUmbUke?@)rm5W*Y03qb_p#_eZur$HS_YDbKVZAK+Tw{enLQtZ
z8dWg*XTQdpP#hky5))z0a>ul#gOfR&={QkV5c+q-14fnq^w<fLzMEOXajMx=RQW2=
z{1x2M?c`;X2Rw1ujA5b2rD9QB$M|#8+tX0uIBd7!?gv79xWqpY552~vkb*M%Y&^E@
zMv-%xJ@ThV&=fLd!FTQauuysre0Vqi@1kTp9yP0SaUuHv@84J36{FYM&m3fpDC-Eu
zT)H#jq3bC)qWp)}kUIkR%`6!9j3wa1l_cpdF)wU5mK9M?&JC4|<|})3Dd4`X>tpzE
zE__M-_2RrI1ztKv_-mz+`NjUj-&zy{aDuJz{g%vf{B@z&u<Vs3xQ{YiFFa2H*Ji0>
zay!k@Wb2Iv8tFK&JYSYWY4t?jqarTcKBmZX^zs)cy8@hRd}q<5PIzPII)YD<=dWmT
zu2i8V;RJ<w_LThfA)N8LFxReVNN0`XW)QuKA4)QU1yV`gu9M1rH@z;3#qW9||A_4G
z>b5$ZP0NCJmz-X=z96}cIi*dZ<ennyXTq>^+zQ6ZgWH53#lzCKYz4^?aviIGyn4qu
z0@>{1yZ$>s_F~y|r3$+<kv8X$`TNWe2sqBLW<TbPw|S+^hjdHe=Qg%jJH=uUFsr0K
zMN@#f>H!z}<ANbr;T830nFrW>%DhRd8xMY4w!C4uPyv0i1ba%jq535$XH++ZfYDnq
zF6+(&q<+a){JlsFXv^?r*pM!Ke1CuZ+06`W&-JP9-V};*H|2RH!aR`I#FXM09*9~=
zkqq+zhTvIn>>{;hItZ0ahbIR{V0gGmrB0m?rWp+gsyN30A9td$woU?}vnMz|9nJuW
z`3jrdGSW*7Cd{gTG8p6ise?f-6PaUv?@^pj!tH^Ytei)4kYcs(YUfZsY@_?um7N(!
zJbF|4G>@a;_#r<UxmR)cBUoBML&^g$o%2(FWG?_sw(eP)hcdDBq38YcB6_fP_~}x_
zs}vAE@J`w0O*ZO+YkIhC80whz@Ui~N0T%Xd5V11=&B`kj`_1LhwnfUNA~lel3$|Mv
zHnt_6J{6jSfnM0iDP7cKT>`R426O*&&xJ?Js#0+u38!?&l1x;tIaGw-YyQ?0N&4PL
zSiGAlc(+5TvG0*L@Ch0f_)KbIB=6~<+fi}A@x|ShZZ#G>-Z=SLbcSM5?2|1GjoGl*
ztA+2IXf)89jE&QdMv|O?c!2vUKd5tEtJ{9X3fpFmNS&ef1h0X#-_4DQ$Y!I^e)ehx
z{yKIy@^M!>X7$r``W{Tg((`w<`s^H`Iyx@lgrGjoB-gP;^aa6I-ow%yHkr_scI!)>
zn=>fU?hfWFO~RGGS;289lkv~liRAz8*kgFZZ-)mL`_AlF+cVsr6^mJ$6DiLk<I!S$
z^CdC$c+zjUfwzBVqt=plam{!X?DCmiqWzVLF+OhlIL}(3`kk?hV(SU0apn2UaT*tl
z_FVh*p(6siWpi5o?o2_VrMS9(qZCe8aQ?8!zJzXRt^*yVme4soAQ>V>xG@}0qL0Yt
zzzY*2qo;~lpzSnh*p-`yRo=`!m3jpLs)@I)wH)EYf02Fa8CjS%I+Lc-PjXLN>;F4s
z%?I`m&pOkVI-=&Uu|7{Z8=z`9C3LDQ8n1i%X8ri93}@w6bBnpje20tTwzDh>U%6$l
zpCq6A3zs1^AN^dcjhVl)_g)sBV*eG>O#DYH1&WsqnMj`Ody(ZoS22*HinzW0!w2l}
zr0AWyh2W9Q)_XwB5wAMxIE7uLz%`Z8sli0Tt)2SL@-c?+T>>{pGHeM$x_#g0cFtc$
zKd-~jc2{}g*|6s)T;;PdorBFizCsmaJ^d<ov}d7!svT`sQxYEB{!s4GVjPA9?mY6c
zCIhUtrdVDc*2gwF$(KrY6kudOH$8DL7r$$Tx@ip-<NB}Y2Z_ny@PKPTeRNbA{V!g6
zpDmmUI*Hqo0{umSnkt%yx-|}JH&M0)1qI@#+xtH_1w}$+b(_Ylei70)Q@1<QXMj%i
z>%ceE0np@nO_y;m$@_Px>6*&s;G>Y;Q_p++2<OtHnQ2ofa9$kKq~1!wU;Ou;#|WN<
z;~7jdH^%Z|j%VkQ_HIX%+2z;$NXQt@D%`46sWgO+2Xe(5@nIPCt1@xAAsVY&6HGeZ
zSfG8KW=_+oT;yfQi5sm8L+5RF)ne;<u&HC5^W*4~_V%n_1%b2X*yZ(4d*WUxJijT&
zx$jv#&d_k`$^^ROs$PU7AIbRz(DJg&)On#s3Ed9CATmdMf2%-S?kF7L=F%$kP=zo2
zzZdlPrD6G!UMQPGB3dLJ42`78fQ?1N?QPN&a8bE`D~>A@jtEiRN+tWxVw#2~N4^*=
z_{L44ij2a`Qog(H*F~Vort|y(4is41ooK}ul?5sepWcp*yTIP)6a#7cNMN4$v&&i2
zAB&3TGP$<+LD)~DBWvQi@Mq;V(~DW+1Np?JE;1Yly6TfVtbC$zB1V-p<a#K|X09GS
zbjT9#T5j3*^;$IKc9ktl&89+jVMT=LO)pT)HS)2X&4To1YXNQQeZXI0kZ$1+4aj$C
z^@g)E(7(Ll#@%lOg)O<3-fQ7dQ!UT(lk}(m)B8D?7)CsC4N)-}hpaH#d+ob4n>4yU
z`Q$ujoQQl+LTrDMJn4>-&FllmEKrAy)}~~G0;R=P+sso)FEcIRuHxPh7<+MWp<^~4
zi#4w}J!c?$(rsO8rLQxAYFcN-$50>hBafx{o{56%C#rXD(<EHe=GNqo+p8gx`;a;(
z;kG)iyKfheDaK}dCvJw?V*Izg)m7IZ0_Wn7T50`@2d{|pTeg_{gU^ZmCmpr?fV#%&
znnF_?%z{%f_u)`*ZIBva`4a=r_LR~z>`6uCFJ+r67QOH^=LmK5bO4?_@iHLLAr?M|
zos8eqNOJSHulii-i$SS}Z>AUb$l-R4%!Xs_<@f+Q8G7eD;FA#Ha=0m@FUR?h>+XTz
z`1UpfJF5l;+WKY>obf}(fu;2#vsBDrZp)CJB)&Q8g_rjVoFFl&+4zDf1#c*F-lUJs
z1ik_Fe))7SylUk5u6D#5Jo{c9k|VtI6aI!n5ytkoC*QDWmdrCgE*+Dq)*=1PVD*g2
z`Apa(vcpJiJ`4V;XeSRGPQd)`Q}&~dglm{O$n~!<0~V$aA5CnfAmx_Wp}rpx@ODEz
zLGwTy%-mb+K5-!uJc?VNHg%+cO{<Jy;Y0x(tIbhyJ{Se1yIZn64Lz`6*Mp6{<~caj
z-gxmGX9HX{lo_$Nv&U->B_yRTl;hix+VzrI3aU&jmt<vU!FF5wOphamsQmX#!+#8!
zxJyzaoB1pSth@QQmW`xf1SL}Phl>i<Km1aE`vHKz{EMmViy4soH%fq$)elr$oiy%|
z`PyAU-uE7aOZc=yQR}-hd44~=-r(_HB|e(`w{_Em72KY%li>L33+CUfgjybu`KYV4
zNl0TDa^7aEX-+CbPXp`o2VN@yv-z<J*LrstRM_9cQIrCC7ZM6HgVL~BJX(M`o8+tV
ztM|=ZA>Pi7Vfwe^-Wbg2`Add_^xrDgzY%CR^u<MRJYP>lkX>f)=5dF&Pc_4oh2>zQ
zb2w0~-V570Hn>+lrH~wP!b*ObIgZ|=JviZ?jWv5Mg9*F>>9@P3-rQ-1_e#q~BrX>~
zd70E`(Vs-{xwPv>@uVl=VLvK7O6Dh<cDmMFJd=*wKl61N---vOOtAyp(*=;C5UbMK
zPWtHn{$_={D4@aJg}c(p_fx)opd!K>-?yeY>NmRJ2?lY-5i)l=DP;6DMphT+X0zX$
zG+0CbpRNPfRY<;eUdbbr<XZ=~MLv>zoCs;YyiW{&1mUYfs-g*L2gp@A>+O;00=+!L
zNsn`LVXMKvY;Ss!Q;#n@`Kzk{Zd}G+&7St?8KM*h>c@fZ{qnntOF0-Yv!Na^nhd$T
za;}rlobgdi$+<vsPHE@Wh$dcDw8)(P8Ps3}5Bp<HIMn^Xkyj)0UaA#@i-tx?Ri_~1
zu485|yRy*7onBs|knkvk#EL_|JHSfIZ?&(IBu6a}{{~3@b^m1iMa4H)kbh7l@#-NT
ze0jxs^ng=1>WTcKJ19rqKf`4jPY=7}ha2n~9>lA7PSoP@kOs-g{_0{e{u2w$|1vxt
zX?fuJPuIhbgec+HL}8&LS)?EPUEzZPnV$r-xC#`Xio`?vx%hG-qA-r*nTT0@1~6Cq
z^U|ti!ZEX>f@xf~_^C^F*Fzc)d~_*_okk%XJ{?JBU6Kj{=Y_kE1HaiL!&|$9V$m_M
zSAI=~G7*6%@?|n4_-(N9;hhpq@lfnktrQv+^oO?7r4OaVy|Mh_o*O%-JhAtE^6qr?
zEF2ul`YuGcb#t?dK3CMjfqJ2fH-6a+R5+qlHmLJqvqbKhS@~FC$fMr3=Y}=<hVUwe
z7F%L}j%q+8RR)IYUo`58^g~^HpAC_79@u3e_bX?b^raSt-7*X9af?-CM3;6P?*1J1
ziJIiNPxbzBTqFD#hZ2Fzl}+{_U~Jsrb=(74w`5fb*~P=H4<lI}>ZY*qdudEg#|xi@
z{3$OVD*&3H{p|OHBcS%Ik#Aosxo0;7>H0|!zn))T+pn$=&@|n=KViccLUm+!`98mb
z=dMpjsoo{kBeCcp_JTO5?!SI-TaOQp*VpBjoA{yX@P)PsCgNTGerPt$AO#FEE^|w~
zC*F)ZY<GWs$btsO$%bN*gK_?|;;~n{7~_sMa_@DFLD$5)H+fvV$UJP{c1Egjxb@lf
z_07<9+#2{-QSN69{yhFp{@>noC^cQM+WR>iLVvJ4*9gi1b$Kz5*g8A7Q~cfOj;uL`
z@rXUpH>v=Yc!D65bj2SjRsXI3^G5RwmPd1UEFtP#{3{wC9Xt_xNv!!x5)|e?kH|V7
z4z_RF5;uKKLdt1M4d=6944a43T#{+{Lo5A2S||nH6jYlO-;Kqw?A9;yZ4?~RXEFK5
zpAJ=j6t5-T%K({Yoo-!8!T2h7r_1IMZIFt6)<{dvH+m)oyQL<4;gGnqyjEQi7%GUY
zWRtx|$#aYMV)?~zqRepUT&)d&T3TWT>9eU`ebF|v*%T&baLBkn8cd%FE{4s=LEhbF
z_YylkyuIjYz$u!A6JECL%Bj&PUNJ${ygLfRwsN#2Zi>bO?OPRT^2z>jiQA3ii$5mN
zZJ&F2BN)O&rIlscvf<s#{N9`QEkSMYDgj7XfL4j;#qT7iIQY|glx`&vP3IVT)7L2Q
z?WA*m@tY_tee>$l6EZ(EnzdlKIa&hNAtAgU2BMMv=X47-OBB4_^G}lY8{uRr>6@5L
z`yt&*k+K%yvHjP<wMKh84zpj*i%14!A@f{BoPr+d?|7wpytO|Lj(_{p1@}7P=bU$U
zxxbU1vwie)AANmjx!yXzK<0PDZ`#dM9(zKc>S=kZo_JvHJ=8AenTbLv4v&u(c!CGr
z9&wtPV*Fzyc>mJvba)^+9VISmg~qR^beFXpG5EB^*_>W2h_(pN(~R<ilau%N`BkUD
z_^GKT+w4^2eZ;h3(_;;PT=uElBE9nbnU2X1T7lrA^zwP-xhxcx`&_eoF&UHYNw`OZ
zk=%PnV_H1vb6FhR;ah5y2Xp;V)8&~7@M1^Tk7S1&knB4<cU8p<X1NWN>-Pp>h(6QY
ztgt+s7ERPRSVVksi=RdB`Q?DyR6Hvm$w4}e?7G}86OAK5kw=t*+=1UCKq(}?808+c
zJ@hX~hPx-nTL&4u@jmwrUh2E%klNb&!#*qup1ydN(>=rkZHvFFxt;}qV$p)coM8+q
z1yzdAsDy!Mjmyg5KY!FZ|2^y0i3D78j5*%uWeHdLqZuy~A5&~~?eN8`eh}CjvHwGv
z1%7b2*y-~w1=}7zC}-j!ysbr<Z(kkAd^Yug;ze@L7u2kj+?5svtS3WU7_}o%x{BYl
ziR4@aI`>%3c0?oh)?V=?Lwz`&X_z+m(FgcW4}5twbOL@A^!AJ?x}!$^rKs(-B!9*K
zY3GxP1UxwE7$8)W3Nk;Rn%qjUMN`w?kv$8<8&hT+)uRysJiR6jpZPN3>;A^EPaclA
zc8_cP6pI%!an_yPKa-6zCohGr%EW-yb~XvAqgj~AZvSwOEeB-ugSPjJrK4!*W5s)l
zz9_YjD5omGjXyY6TG$HR@cF`Vf!zfj7-^q)=EZ9*a9mIg{NYXJCj*|>l6)?qLqxm(
zGtUIj{a1c?(7+j)=>Ozhh%yGpxbBwOvyoW4_5RZ&+7M7YX#LrO@Vz5GQ^FUQ;-S5C
zTx(~qGmNo!^4q+Khk>D+rAv&#aE<eF?ar(-Fvhw6*W>$^xRctHQ=Tgjek__^Ube|5
z{y)?3sZk16{Jr9EFXjrGXIk2P6^TQiOM;iWAB7<Aj^o-6874S15zue5KM+nHohsZM
zrhzZm$>_2y5adUB_Fn5t2S(e$@t_}tAYaaJ_KTAO<{#;I6#Ny%6@K~**PSP@=G^d;
znbsh<a^zrmCR-A`Vh-zD3k`w|7FuUPEQgCH-py$AWD?$ZPUoJ^H1Hokbv)<A|M!PX
zp9Q^=Ky5R7$-@RUxM*!;Idswi6L;%2{VU1EBT8wHgB601j#<}JyU!077V|`xKN3DU
z*Owv%u2kIA(l2=|DGwsL%Ck0eC1PB;_UU^}34|}sXz}%v7dm#E(*GlVf?KZ6ZIv&*
zvA0N9^IB^d{#-PdRRb?@l91{A?M~*q_W$j)I~xHzxIaD=S#-go+I>E~2XiokVj&{B
zIUIe@>x5d;S-`vUR9A-)k~eP^tn54%i@%M(?b|!2ioaK<KO4@)0<%|P+S~(E)HDfK
z3?jK8?b)-}hIoST)-Qn|(Zl>$sTX&4K|>w5RXo=(ej(gNlavCLYd-iTXC-YuE*+UX
zW-U!0mw~&3f_IL00Qk7yi_K-pz-aj}`BT@G@Z`GzYYmnPd}}c$p`l|8k2kRo9C#9o
z$5b*uRD84muFW#x>~WcxH6Xb@yu$$puj=V@cogCFyGrY29|G~<-f~T!9fX@+VpmB0
zjDpvXE-Hp6XhUmJYW0j+9(qv6>x}0V;U3M`jn8HLpr&}J##%T469qo}OCdhA*_}+6
z&o<biN)gM_V-Dgg{8L9|QRIk93jzF8mt9~kijt}okOoUFjUDxJNpQn~`fQ|bG*%Ke
zbUyJ`@1T=h^)1uGZ~bp$R9LRy`Q-GIN0*$?PfY*iZsTka>92p!-X4Ig{dqf286;rV
z9-H$Fo=Ir2KW{=;DIYH}98a-*LHKjbR<A|AL}7|_Oss5m1n>tfgiWnwqnO>p3;N&E
z;BERx-mklpK;-aCHfdgWs43kR)_=klSSM&wC<5-7v&wHH?rcUpe2xMVXCiTvuEP($
zr4y*tSbugSEfRTT8}-Aq(r`$)-JXU%1{P#&uNQ8lU@eKMy<c^Lyy`RM0`%Dk^}_Ey
z3#a1OpwGosjfL>(<LsFTlE)b~a@hYf*AHWyvTP^*6`@&1a<V;D64Fm?(1G=7_%FPC
zUc<(R?Af+?i4$L8Tj`dO(q>5z*+_aGQWlEu7g;+6?o)8*fujF}crrlh>)_H(4U!{D
zRJM-}bVl*m(leV0huQ%SjU9TE0Jd^srrYK6;P<NCf|+6=bb2NTB=e_1nc(_hiESGA
z%!REnpSMIa(K~7V`I&I=6CshOghKW~=AfrXVnM+9pgOZmFdoP~)UmsgoZ~6NwWm8G
zP`_RNnLO#eg3G3>!}8g1nNIR<%;9LTujJ{}-J5`XD&GPM&&r~#&1r?|##Fo;bKr>7
zja2Mv{J>>N_%6@*#^-p6PtrQqET+ZG8?O6(O4MHs2D5km;C<BxN3Xn$zIHVU9}9s+
zlTbPa_Z^&}6^+H0)E%??x~)OqF?v_K0l9xpbpOdTGY9*wVJ-PeJ$$WwInRb62OQ}H
zE;09bL+4}mAwBhMSd=Rcc}iajL9dTX<?JZIcN|`tQMUQOntq%5sER-2*C{PuDKS8W
zyGI`O`&y7W-gzgPxK!+R693pJrVfhCYaSA-RzPjmv;XCR2(-J!$y%UB!9gusn+Asf
zD6ff$>kzertqszXaYk`){(YEs`ng;*XQ89%yh}KVHVIF8R`am-1l{iQ?rvcGKA_{C
zYdZQ>dP<Lf55m677UmI&1>mjXBV%$Z5jV=}Sx?$Wp@Q46e$D43G&;O*+kk!wGHv>s
ze7@EZsM=k^-rmng)89us5{RE^b(_@a;*V&UEG^`CM|cUP?>a9Y(q;lH`Cv0`WjlCi
z=dxAoz8=<d{$zPTO>)esCw(&}<H3!wU{U8^HcG6~|91JB1`;nK#AHM*;QEVub77^H
zD82dFt?$3f;dK}t9eq$G{uGl~b>P<px(gbgF8>n8fw+mA8U@)XvSy?Hg^GBvlMCwa
z8`xt#{hKGVK+YL6-`I@K8RDMs;M?-;-YD{DP<Yv>5NXOn=`;u@OXtmpJ#1qUNHsE2
zXnT-?iqC8J9U?va7vTy1%bu0kcK5icje0cNn;p2argt7i%ny&z-E=^Cb0H(@T0f9D
z_Q&r<W)y_B@F}^GytW#HYL=UP2=dE^-Wjhd#a%O<udl9pK<bn(?+}?w>wi|D`N<@L
z*Hg7q%80+K<CJa%o17vl&k6HC#Vjy35m!3pX$Q&<<<qh60&w!R`KhS)iI|kGHs41V
zg60>#oMoN#M}G%T{_HpYVA^Ojo|KpYJ2we@svM0((W&H{%a7gh$qN_D-tb6V{zJIU
zOXl!2-?(l0L@CluXx#1mNqV@fj6Ju4!hv(KW^RVe??lhuQR&IbhFs=k_d9-`=-yiX
zWQ8ReW%zd-I(9D#Y>s}q@S7<cxgBH9<Z)dgy_iIkMD}QmU&-75an>953pRb%Bz;eI
zBgQkaa;f-xAyF{jIv!P7Jwu8g6hLE9&gX2B$2hISu-0QDgLId-a(}PQM4oz<FKZ>K
zU?%B#r0rND;-F`c=l4Q%b-h}9Wi$p)$C+R6=#fBGsVSe<|A@!4@Kl-BKjI&c>8c!9
zje(-xLcwdK|LSpb^FD3+ES%ym-J7bH4Er8seR-~y2dC2#n~(esgKPehEBE#$!%f`-
zel=UHFu1bzlhYst<38$X&9jg^w&o6>syDuHnIR{Z<Y-}C#Qn29;a|xZ7@Ys}C=eH-
zv}Kli2zPj;bHi(U9A1F~O3VtuaQRPpb=K<`+?um~hP#t^wZEtO@M~EB_mhb4T2JB-
zt{jNvaZ$$C@sz`1OL4GFbNbug6dPPf2^n|D%7Tg3hl{4Vo@i=#PHLXc4Tld77tnEJ
zppaS26RQy!C@-2Z6r(PKtQlvg?}t;7(XFm#X)YgSj_G;{>?F^-2c04@HYBgQ@aFbF
zK`~H0inY^Tw#JWH>6d@2Spe<O+1Iz9#lT>?dg9s1EZ9+~#L?{Kh#W#g->M2ru|~tS
zS3lki*I$H3|Nd%<{1pu|&yC0);nP|*n`0CRCvX*3Dh6T3Wp%T~B1eFe%YE)qd3fTS
z@0}}zV-gxGtIe3=52qXI{6gGpG4ht6UDRqK8uU@g+FUP#TQ)mfI@R;wu6SIfKw1!T
z{~Noqrd)w3E8nJluX#X}Ud0^!jx40{SA9(xF@@6{R+kLxlEKNX+r&yf2Fg|yV-|FE
zq1~pYA&J}<_iZqE-{SFr8&bvs%W?_u`krVv-)tWGzLGdE&>Rc}NuN7LdSfAo&qzU0
zzy=aC3Y``gb8tPu_S7q{Y>=&yzZ}Z!fvZL7t!{hsVUPLqiT6f?%hF`7{wpC9c+1My
zZjs(dLbC3g&daIzG(gUX>rEB3XVCH*-IT^zsXAE?K5xvhX#en9GXotfcRx`QFDCo(
zx=5w*IN-l8Y8m*4a3`Coio*$atW>Qw)~6u>`I}u-w#XEr%qk~iHM=@6v%C49=num9
z28S2><oRLV$<|HhNjRQ2Pd?_W5(#TuQ~dtMmZ-~nw(>UFdqj56*mmlM;dZ~DLgFk5
zz$1P2=Fv{_`>w?reen$3Q{2=p(7+9!ETZq<Di6f9Z`c2O&f^8MSu0{MCj&vD`H0|Q
zrx@6#()l8y(hIh(-)0mjB7Th0eNqW~LovE~f&WsD6Zl?b6U}dlflIGuhO-`9<CUR3
zlltK$c+^{g{T12wr}KrfA3C0kog;l`D!JkyyTjSJ<Ek@=+<vn5kt!66H;UT@W@6yP
zu9CF^dmkva7~5^V7>MCZ>FWY_<iR+)H#v*&v&=Z&B)GoMfL69YGyDD|08{VjPa@>=
ztv&G8BkZCtWH!h}d~!@i`mSGb7B7Q<%J_cWEs`^C-R5$jK&ue7mFKNCdZMA*hQIpm
z$tbvc-g5WPid?XX-0x;uP4=dz%UNl6r-O~h=L=lN)9~02W=}7|n+i4%koeXag+?6I
zYKKTK=yXmuY*|+XO^4P6C7uwN@ofLCvXKL{HMcWUUMJ!8ABO)a62FdPvOFavI~!HM
zam{jR#GwAesvceU1jy>%{yst=3g@IwPVUl+fU2U4!&W>L5KsH)p+<OE0<4u2Zu(d7
z>g8iG6ymkq{X}N%)NWe{-`Zz>Gm`?Ie6mV2FLF@yg=R%8@lkv~lGoc+l1{i+7D`78
z2~T2tj4SKjNz{yW;Stn}ggUz7^V<d~uq<>gha)ryAOC!|;U#DRE+IJwP04v7q)wUP
z0(tJp1v@se5Ff1TQ_hW@sgAg~Blhadu55^+`(6>}p9>?KO)^@Xit+KmS0Rd|@51ww
z!rw&k$EVMHXgpQTp!~z7Z##NZaAl$`L?a~}aya%)D=~$`bMc}5yG071i7Dd1gF7y`
z=Ud&SBYV>DgiTm>2FYK0TK$zx)=q+lp+W|aDdDIg(a7iL77H<Tlbqk|QlP=II<%QC
z1zkDjHlE(~#nuG58%lce$dRqQyIL;;gMRdQ1{}-5l0Rn-RuZ1&t5UhH>_u~QYd1T7
zR3-qFS(EE`2nK?a2dDS#h!ixLni>i9NJRk=VYlQf(vaQ$v`gW10&<U!Y~4yjo{yJ*
z%|0T}sXRBmX)aFU7hpM|dZar7E1oWFr!&j|4)xsK7NG@j^~279zCUIp5zn{jQFj7X
z-jE4a%uB~<y7Yn0doK8!>-W_!dRF*gseaQeb38nFv$sd=QYmJcN1mW+55!4h{vBMp
z8JIVw9@@4Z4new0JDr5A;kovfTH~wPz&zXPc>7B_{9^uV5>Gh%=8rie@=3ld`XBRE
z`&M6kW_ZL=gdqa<JN~{eV44aHSM@Cv$UHJ-$Ej%A0Wz=t9_0Hm=_0&Rm@N29_<)Pi
z{IZX0#6i!v=A9CS`1=mg{Vn5-g~Wq#J~36!sLZ6!%Fz{w{Oc0?`)T5FALqSciGM!$
z@Kba`Xnr{4|7}t{S>g(O2UlghcX>mud)+avZ3z(6Xtp{%Z34nwQW*yf@<1-~*PgIh
zPWW)+rpg2Je4u;ek$Z&C5h@ftB^Ul?;KAAG!DydL@S2a#+OIwv<wqIc7it^9{yiF-
z+=dd7oq1q=JU<l-;za|h5;L*+YpJzYL^im`1m)EaMq|^zSs8iqdsEY;of4Hv0b21r
zXM3%T@kadxo0`k<7^IO9Dj=MJ55FIiblQ=Rry@8;&Ww7(Yqgo<{|Fzb{M9CvU5R8)
z6QMqFf6xE<cv$t4<dRP>$8q#~dBADq?N3f7+Q9;Y-d^$DhQM|u@9Lu-G7rlTTDpCN
z<dCOABgblV@I|-Y<dm>CeqfK>7xyX(>oua^sj=CB?{cnPDCy7SCItJ@>n4LOU5@DI
zyZkufmXepPY=x_ZKka(t&5`c>Py5hoi7-`W8nnlq0`lE2q`v-&#A=-mr^gK8z^6eM
zl{;vKck|<1-c=+4P2nD<X#RYX)4H?uExDJl@7dM*qAUn{3w$w2AOQ+bR#~i61%kmA
zJwD=dhc_dPJhrODV;Z&VN&T@H{F6y5$Qc+12g0hem=31`&z3DGO4$j|Q6@6ZEGh`9
z82>ch&+&xP($s4lPywHL$0`=fNk4IuF}Im&COl0Ib$Jq>gIbfP-WuGtz?Io;dksv8
z_w?{+pSJ?>=~?uc*)@cd+GE1`_k9s~U~x5p`DO%u9m~j@;t7U|qNQZpzEIe=r|Q6&
zfe;Mo-uQcCJ{#9xHR{YhcSrW8EtluAQjoz}SD{#$@aaEpV^v>tfc5QD|K54W;{)Hf
zx2~+`!h5;-fDL0);CpU*W_BeAstvj*Vb{_y%;JH`V519UkNWqDtmopJGxIOPrgWg+
zti9r6pDWb6S0#DWltAdFxR1T3yg}J<liS9HC@iAi)uk942MxL<W$}c=?aBA(Z@nr7
z6K}n{KA+(ae-4|KdIl!}t%<k8^N0vEm=F-sBJ+UFZ_FcAK2|~3OXi;PSBV(k%XwUY
z+XLk0I!zdALLlLS?e%G<3~+s%?|IIY@QDnZ1q0Yg4s@aNo*{bz`cV0ZsL?Cn^#{c5
zksJnd-`Tbv_4mWkyo)1GEu&Gsy_NRcygKX<Y%Bf<!8q0-7<ygX8Xu3{;NmSKyadUf
zVXlWZI4-2CQe}|_52;w-d5bAn#~t%uWb%h2HO(9)4CjH4oq^*8Yc#gZ9@(eS77zE2
zR;s2Ge*UWrG1=}2cMx_za_-_M!qa@*%P=jPho0V3PcD$XIz<b%375KJ{se!u%kf~O
z*G#$b;EX-qc5t=fjgKa|=bCLkwsyeO6_gu(#S)t=pPmp3rl8WE)BBP%BGDrC{H2?I
zv9QKk`e=fmaH*v-?w%=(LYHM0`VXYnGIAthGGEgkxLU5QdTaWk=ZWL03LhdMX--P|
zd)gJ)|Gr3Ip74-$FZ3SO+^L4M2AlNW*5sqw%XY3zTC&gZnSOtv-VWvOUDn$;9*!Yi
zYd<7Cbn)E<-e(6%KKa(dRqiW4@}aK!9&eE_*|RFNY>^^!sX^u4-+HU!@$h08$6@mP
zQd({eHJl0nwb8#P&Y5Jx+b#bIG$gs9Q<}-SlKC?Df{`<6JCk73o?jFEwuR{RZe(Zr
zIl}+hAMoKnYk&CHluOMz9)Pq-<;72j;()<ER9oP1E>>u$5Bbx00p-Z{5RFeR@Z#AW
zHV$Wb$WHA$VRgz8W0?2n?i<pC^7xHkJBWuTS8%!TTQngqL?=u<>`j6$QMbf8+ITFt
z+TQN*%^RlKC)O-|BH`BJduB~11-yMRi&uL|71#gxiNE@s2TppxDrDgUncptHq+5;v
zHj!H$XZBO@uvF*R>gi+<zs6Xn{Y40C<@Sv9aTmbdzn&ZW8`5#_^d9%R+vM*DaJ}ag
z3pdP1yV)}3V5Z?zuK1V>_V=aDHXPE&>SuP99n#q_HeM;~buABW7+sgQkWR*YX8xEW
zpCIIvYY|xpHG}AK7oP+7^C5jTudY)+6{xp29=bsIw$v%h8Hc!Yp{mqX^2`<rj0vQE
zZSc&7AN3(Jvqz(VLpRXk+D8|Z_*2;;5*&v-HdP!^{YmJl&K%MIz!(d1WCaG)1K<`#
zPp0^EJo^5~ia%&X{M<(JeB)oWv7~JJo{y0;GS@Cz`_@In2g`3in%yWESSS8hd@>mW
zd2$CEx*TEUn{C5AZ9}9xYR4XB5R2n<nKIjhNiIZ@PL(P=01_vMgv9R0;<HQo!~03k
z;j|O0D^Fl9<j&Lx3cOFpQK{B9r6%6UT(4VO`XC&}MCnr2^@`!0nZW$9>*lajtJSSm
zD~%_g?Dv64eP9c6PPCD|40~)}Joy+*IKvy)-l?_Z0Z<>DUvvwDPt!X+n94$dV|<2B
zob>dnB$o~!o(@6v?MA0_?F{i@|4YW6L=Q-Q@bO9Lk0>;JumA3OYY1|OU3sKk;0p`S
z1m;WhH9_l+;=S5|K+IoA)eeMsI3!>mmJ{lO)Vd6+jQ7$}nC^#|oKQIYyBVVvLv;lW
z9p8q#9u0xdr56;MrbEHG>RQLv?=C3#f_u>Dhd;I{$_i`uk{tgM+jk#oMRczj3ro`u
z0N06r>$IId=n|o;@k%%v<TljpcIa6^$6zG0LQ_5nzmh+6ptk}fS9C7yD<|isW50Q+
zF$!8ICyVd=^&|c{s_csUnV5K%JM4O)HMnNI)NeDs3{$7Js_EoNpw4n{9p6?rd~@UO
z`No-G+}vN2z|oM3H9yTnS__O(jwz~Hcp(AIR<wjUJZtga&>8;n&`eNmVDbyQMSO7N
z+}ucfHQyL$OdYRBq4nA7ql~VR!1VhSo4*+0sXQy$?EE1bsm;eXpW7CUTXc4Ena~hl
zB%8E1?G1lO?JjL;a!JEZ*Vone*8TCil#*7>yFB1~8TCWE-VY1+$6R%%E5MKtD(B^u
z0JMlo*nH#(;maER*q*N&iyyvp&+WZggn9ibf;uewp>fr?t>{}WlykIgTxB+f?z0Yq
z^cv2P_YID!hNTlfSsB%R;+<3K<~pR??+$b2&Af@_{&0=<r(!;@CQ#RZzn5U{f%l)b
z{k?Yo|GrSQ*ZD7YV(oB;WZhRe*d1*<;oIW~+ZfspNn7N?%jogrb&7tl8nzyFhU6F~
z9bCnxZ5;4s=lSecgyX;x6G*$)N*V>jL?#DFew|t5TgitZTcBN+iF#RA4B3ZkkNwDY
z$Ng51tPKc9D#5j=X^S>_KhO!*A9f?Y-<>LbhtzV3mp$wj)4z-0y>T?D#M}bD^b0+^
zKWqrxHnUNiI{nZ{&qz6$Ckf2?bCfI^V&VS%$r}=}UbuU&^QpMdcu4fx^<<X`@x;-x
zm^5{{LuyN`%2~k(th=Xw_`O6Vs?qfBSe7C@);gPq7eD%8?y=<<`eA1XT6pB-mgNqs
zMV8$GLXoJ{_j}jX&?s;(*MAwycLJ6pCt3R*+ryHibDbb>Ha79)o3tt?!!|LR@~(G9
z_-#AWzINjnc(f{Rq4v-ijV-9(ELIudxeUXS*<*$H%#5Mys);vTEBZ+pNy)^2#;LYu
z#ff-(;L$#Ylz7w}*hpdFqrh|D*Y=tr+Q2wrymERu4K&0aC<|AF!wvg4$&ciSFL(c(
zy>wF!Y^dAoN&R&||4$94FDwcHmBqml_rnxa*s+~`_lPcrEa`{ZkaO^}Fq>Fsr)ccm
zWEoFWRz`ZJx1R|$>A;qA*LyX33h?3W^%v7d$?&iklitYY!H)<2LS450SX>)5|NLtv
zeyHGE@Fl#T%38y}8|pT|JbL$pzE%O&h1Ijj?T*KVb8+@D<XkL%J1F~^sz0*ZPS|&K
z<%8}|hnL5W`2hXN<r7poX~4S2k@ref60p)%r(Kj+0%ZjY8G})C*m!r&SSBh9n|@38
z%f2fHYlZC3Y%v-rEfM0c!4-w_Cr{<Mow|ev;(C84oe2X@=16_IlWA}*oP7(&dIp+p
z^%ULj69p=|DYh~PV$s)rdr4?f2!53QbE9>OB9<IBV?3Ii4zKqJ`SlkOUs<65^GC)s
z{O&(p9o_9s_)%Rw3cqtfNUz6EfV>ylDda7DAP7x<Rp**+&%njsk8jjc2cv?MQS5ik
zaO{0)kQdAD37$H{^K?BATP5arzeeTYOsnjVm#Mxm_f$P{mxn(FyAh_-TmWV~32y<G
zbd2>sv#eqfgAb(j^~OnVY&A>R>ENXVT;6QFjV3q;bniUh`Mg~d^>_W9N|VS3xk(ld
zYMC6|-==+RX*b!=@v|1ZUkk>2EmMLH#aD2NuT^4&oJWPWQH{vwSwZ6~dycz2<h+?Z
zlw-^42pVB_$y=z%T)piAKTCN!=nSmAmKh@RMYjQu@hY+}X1uFtx#$ibW$rw63ypz!
z@#XhUe~9P&!QnR^{s6~vs?_N{&B6Q7>iLmfk%X^*-Sg$C0ARS6-r-K2gyodA8p)tk
zlF#1=>-IJTqnh~mVIIOKaXccwYs3#6ETc=xRy4t)bm6{bu`!4Sxf#Zz2k@mOO^dwo
z1jT*#7MgZeqJx4MmGH7Zo_Lra^!C4WH0PuLvE^(8&Ue!+2mFhJBo*tn_nUkm>%v|v
zi%f!GUytKOw`0(EK8@zZs4;|Q@c7RU6k<pH@xhB~9(aSD|6~uN4sZwupLKYi1Y5s{
zB$g45a-iKR59jMDjJ?QqH=xcBa*WN!Ix{lhd9<VaUbb9F&Tx@gCEVrqxMq5(Vh?z9
zCzL9DEEApGpT8Yu%!fu#d8L#)At36ho7^*Y1y_Rw{8e{GqcGoT-PhO8<DRUy7ESa9
zuqflnNXL;(yp8ky6~dRnVyZy2N+1u#Pv=i8z9amZ;Vea?;5evSRd~JaR0%qZcquTY
z1i<N_c_#0XSWpNv5KKCd0bX~M#p3=%;_L3-JvA7G)E1kzSHH`Gi&}>_S^O7|V<%6k
ziO6Il4`bVdu5Q9LpZWP<O^O13!{@q|IznKswEz3)&n!4!aI<pTKn%EN&pir^AU>$7
ziaNd^OZ+k4v064uhaT1^etzK(2d2-m70fO!aM=H2`?7i#{MO@@w!h#7&QHc2_TEv!
zMPW|e6S4V7|J!<>M1wy_9;CZ=Ydi`k<=MB*BqoB!?>hrkr(@yWwy@`-?8y+jm|&?f
zABzR_U**3XEd!nwyX)8Jv!J%KBkZ|(8opySQQPoOL%#3(_SS!jMn6dji>j<Be9wAx
zv!*i1Ki*P!MSsK{BYn+`i|2EpG^JZYw$d3z6o!7dob|&E)2M^$ti<oZNguYQ(;Y)6
z)6{*Jvmm?VvxMqFPiTLl9p+s_K~=4llC$1nDDN(7J=pFEHVTLTTh$`_EzL8bVWgKY
zSAT@l%vlNli<^JAl;sc7y85BjRTNOw2bo0%l4p+FzvWi8CsNPv4!cdKkMR%8cJTTq
z!OD&H2w{s1axT1cUrWIkuduCY>eeQKc1?wDM1KsLu2-`C3^PX|*@U&yC*+)PPUOCe
za3-vMjeC7<mp?|FIb}6`C=%Q8QigU<1n#`ElKreX3m0anW`{V7vG<DwAD^28It;9M
zeG@ChVFxZg=VLMOl(AXp_7QRLH7mFjEF6gY0^k1TKam7t4H1DM#NTo9q3ZSRJnGoT
zA>ym`B^&+k{C+a@EgOfn{`)AR<AX|6Q9>8I{P6hg#1OiA@?PPuJEa#Nh4%8!y<M+e
zklKFl=QZ;nluOT)Un6-kl?Op9DhkEurY=#Ne=`~zO-5_V-VvU^@uR?Mqev_pVpQk4
zs|Q*(8XpJcO|b5mistRFIVfKmHnPZ)25JuPEIE2Z;p|A;9^>P2#GCQyR><!x)Umud
zD!n-ahNF~9()fa~HSXhu1LpadbvmWfHMkI_jJ~)VZqCK!gG%%VRY@Q0E#(V;jTs)A
zzd+C98UYT{sxNO7AF(3ixkmcxB;@Q6sm=UFf$(bzv_fl<@YaNuk?VmCih1r_KP?#s
zQ$oF59tQE~xBtSdVVDWF)UfXu=_*2wEgasz4i@2!Q^M<djS+aKzQy**MkLzqKD~un
zBOTL^N+-S^P6E=n{CVTnaqN9A{ZL?qa21&<u4|K?&CQ5MOg_rmpmd{P^~?E47)ehq
z!j%N@(BJn=$tME(gRa*zSrlSZszD-EbvhPSp1$z@V+d^3{l{Nl<Bj95^;!N)3Bi^P
zRTWN2d)PT>70+K5g2`03R>qd2aP4gTCZ{vmXrCvzdyt|8TI_X}ZWp4#hwEd-v)M8X
zO>a_Z{7OL%CdPn-PV&8sdefF2lYo-lkAhstK6=Ri@X0izLP&cc`r~R?4ybM&v#pLd
zhu*yFtYusB$$8uDeP&e#IGfNFe=sTqzNe2DhCD(EFQkXE@hcGiyqlhXqU4Km@&%r9
zyJPU_{hLn<%DwT(;8@%~5kuVRb8(#8KLU45g*(#82Eq5V{sFJcq1gAu_c@G&LC=52
zoxa2aC!(GBM2Xx-rK^cmr7H($nDb5PRqWsbZ2i*oA{~yVWG`*kNCaM`D$lzQe9*j2
z?h9Ln4Mwu^Cp9eQqOojX;Tw_*U21+qb%lK2b9QYwuuvz%^vN|*hbTuNc<+TF;cWDJ
z6>T5c>WPEtHq&$GlA)QN>d&Z@10F~}?PTtigD<EkXY8fTu|WEvwQh9`u0NyuAaa&)
zBbAT)_<nJO=9Y7x5}iUYhx+*b-85NP9~*g;R=o@<Te*Tp(t?3K;We{NRSYJ7_Df)y
z3WxiKu`9;(+Hi;V-%?6zB(B@DIU6Y^z*45&&VFYTEFWeYeMz1>6~-?Nq-hc`c4DyQ
z=qh=?y&9|yAIbr#;AQ)TF?(=fw;AChUcK_Mu<$T8O<1J*K{LFTf(jY0o~rO#f<HCC
z#&~1^EWADHl{OUt+q!vucU`X}b8#+1r@O%zL#x>L-v{D*Q~V!A=N*mp`^NE#B(x-7
zl2R!RibAMd$c)Ua?7jEid+*1dS&>nZk(92iq=bYDsboc@tV;5`e}8sP=cMC#?$7<X
zuJ`-(n&3GXM(z(2E6jsqc_4I!l`p9{8X9!>?{%;=LB)pN1&W0!?D36$(w&x!xlyO9
z2N?ZHkLu)1+{ZBdH2a6Lyru;fx&t+@As!Ya%zHL85>c#Q`-q549IU3-UXL$`L2mcx
z_dg{G*Hm$T;?J$gU>qRCw~2gj*IZZ5PM;2jPks{e?^wgZO2=X{^IHV4Zgsp!$83RK
zhhoB_y4-Oq>)Yc04v~4yP6xyB9Y%2f<Xrg1#dx&ZVmh<`MKZcoR%*UDRzl`4e9Efa
z4!Gx?r^&IaMX=t!>$6;764IS}Q}TJ$3!V-o8oVpFfSaBvE1!ImK}7GnawzXL6n;0y
z9aE}<pXSFW_7N_Y@MN*~Xp0(r_kC!3YB?Qf{;oX<FLuLEiTir$MJXsGRIMO8u8NuY
zrZ=R%-+&#-JP%)cBqRTR-@s$^#K)|wx1zo7g;iZzSI(0;{t-&}ljMXOu<1{)2v<Tp
z9Q6rbW#meQgAsCF7B(8lPL;(qTagJS=l%+b@05XjrBPAAuq?>2yW}VsM}e*?^Gs=-
zOgwu*;+d_r2G%J5dUXXfkP;_zbeVkrC`qLe7JR{|U*Y^$yC(*Dmll<2$h_}<ayAzS
zQ!3OY9SQpG91G~pAj3GMf#KXA#sm|R01iEQ+2TyzPfN4ADt5X-d<WZ!p0r?mrr-YM
z#Do*x&N$h5*3T6b!`SW|C%HNPYaM#L1!OOALZ*9FJpk+TCU?|FrQ%7!3(*Cn9~JPg
zT0%R=9&K}LjK)n9;9Ee|_!d{f*Ui&8<)1<3(?0?)9_&g$o{4qV$r0k|eKTD0q(K%1
zz`|pWH4OX}8a-DG_0U(&rLyo*6nyO+dX;s?11_C#J~*6n8D&S$dH-oK!^QqT`hvlJ
zSl#}ht@c<5D8BmMS^bOnpftpTt)vricB{VrjPP}^?5pCQZ?lAoC(G}WU7gA2*^=r#
zg#wE&g!XrGlHOqS!^Vd!{&<Xlt5<o_V8&~YuBCAt2)KFnUyBw8xwF!7O0MZ}DLOc>
z)ieOVPYciLOA~S1X_1@lr!qiK;)O3=GU=&Xs20#yi^K4V?dMYkNKbCDZNW0Z9VaF8
z*nGB!;rsUYyT1Ogg4){iG5yL`Xu7-luaYUrBTnn@&=N>S({kG@T`6feV!Fexvm^mJ
z1Xjk!856Pj_3Jx#G)SJx*L>1*BN@JEurg8l%^{LaE~WRr70|R^Ua?fM!1yYr9ruKs
zF^Vx>Vq1b1>2GSb3BIv}eiJ8`!eje!%2VeL<B%uXcU(WX>ueNeWc;cOF33RoprXh1
z-d?bE%d^?xjzCO#b87Ef@?0DeIW1LxLj#;5?kd<&$Ka=`c><J6fKyopYjk!Ypc(c+
zt2mZ|H}yT)EC0EYyqUp5@uNaKRHJ;5*W41GQ76T2u;k#~f&5HQYIo2a5k6sY(;0KN
zOtsyY4uryxl6#|zCa51AXG`m}4fuu<(nV>rfO=1$ph~qrvb+}AQ?<hn`!u{Vu86om
z>z<DeOY|-{!d3ZDU&|8kK!N!!yKLmLi#Y0hG#ogN8gNdUMxe{bmLq#ef8wM|Qudr1
z;V?-b5AHu7fxESsr;d^L>3AybFJJkhu~0QlY-dRp@GYyxClIdjb_e;%8zPR_Vc*H(
zb>9b_AHM#}+MEg1DM4408z^wkb%^>Fn&GH~Y;xwic(gx0R(<Jo9<W7dOdsrW2U?lz
z&fn|~uxUZZ!JNJnKN-%d9TW)1_Z_DhmW=~(<p;mpd`$>^dZZ{SpdW={pPj6}e$Gd}
z4_o+crIL`|V%h6UtU634oqy!17Y*lk<>oAvn1HC!@$9}y8}y<rj?CHP4PmRs-kZsO
za8SynL$Xa5qHb1$0bd}fFPOdEddvcLJqx<zKytRu&rUmv(kEh}Sofi=WNz*pH>+G|
z?E;2u;w4(XQ4nn(#J@HqhJtd2>nt~JLffA^AuAF=Se|>`qJ%FM&Bk;d{TCXHrDI&I
zmgOeMd54+Zxj6~M)~ngS*+&7ru|-I12I+svU-<N1w-^Qv?s@W|R~NsE2C@HOb3@0i
zUs5DFNG`uywEBH`C{+0EiF+~PgPzBpeP*6NkN)a9JX`rw;k(4{vb%(95YeA}u94(6
zZf)tAs0xX~dv{weSd;fE7d8GI-ts7TKUN(Z&~JnyN5cCzK7_;SX~E-<W<wzHKc+nG
zxo{X)auiOUcEgM6QXw;%F~m2>!yZrgxGzqK3+?K($LPx2pYsx|F-{|nYkNW#?3RCX
zz4hKcED+;UTcN~5rEu)dpc8~6^O%Rpf+ZalT{Z_?BV3oB^s~kqDSmL)b}RG4+CcQV
zy)Cl!yblPcnvSq)NMk)^;a9R#AZ{v<uv8sMgTla*sw`uq@2_~q?`nKH-ltBdc-SUF
zmdwvVL*Yb-6}O-qdu4zUs#9az1#FRu>k_Ts{cOzjIXA92OuX=_rsox?V^Mlj&D+n(
z?m!t}Xj@9j!ykt`99m!I0gHqEy*4th5iAWCc3Hhf&h<b=hAke@M!RIJ)I~vAv*qBR
zH{Rf3ePgO8It3gQKC66mPQkRdadBVhGjNmBiTB+8fe_zASJumvfy}e29V?H`;Ni{U
zMIPr+h&59QyO<z{=G$WE4co&>USj>L+mT=>dQr=`dsGK4*UFN<3di95?zidbq|Yp$
zB_ShZp8-@&8q!>=E_gLSpks<R7K=j<=saL1{?0#h%QZ2nSa<HCfAZ&4IIcrAH)8I9
zwbN=rn;nWkB0^@4YAO#jMkt5Vx}v~4bg<^m)kOHt&Mb1KA_YV?sn|rxYNI2~*RWV>
z36xwp&e$bujMRlS0qvZbQ2)bT^-P)x@xq^e)}!SNybkp{Q@0qye;1WWWhVx2U%#jI
zv?dEog4ttk(`UiS$2;XeNjejsJu_R>c2oF;M=Q!P8*k00PJ8EiVE3bEU&BvC;M?p6
zBR;YLBo~_9T`(385u7R4Bx0iBS?udFg(+YBaWI>{{VCZGPMuPAkS)Sa^;-gM8#b6e
zcEiv{CkL4R1Tb=pnxO6Hs1aG`0O-rh=pXwp7F*9`D@POlrN-$?ZJa6DFeI7DYU3Y^
z5n+!l?xd@M#CVmfFjWLdwcVMpJRbvltt)N&pT(f8$4cB4k|P^r@$`v48HO2;-fL3o
z)4(NbwDkV7C`fp8qQv}(KD>`*$TzrRjpyzzAGc~!0bk8;HV($l=<wCXqE;mY4@i}r
zJtT1qd`BL(86Qi84>~ITe<i)K&FY;xy(-!JhA}&k-xTPNv(KD5V+pw&v6E^uk#L#4
zUgy?sA4F$8zO&5*@KsP}`sYr<6+Cu$%O9yQ;!kdv<|p&a?#JGY+=ofuDKzuQ(e+rk
zS*RHsUzCbhobvf(zl5Ss;I1)i{!sY7s4a4e+^=<(zDJHXd7$&=w|!dgLqKIu`DTTU
zM67@5b<?ym5DfFvN_LzN$1{gb1nA21F~nlSl=oXO{)tps-65TTI`JhPexz@+>4mNH
z%g9LB`nvM-A`|f&{k}Z*-yJK6yk>qhzRijFp$^^(o$>(ciiKWXrfAsiHYv)};fEL4
zE}KY`xsLyA)G)h4Iv&0DW1L#42!aZtzIuy<p-=bZbZKWW?9UQ?n$r{uTm5v48<maV
zN0FHKV@`LxKJc}eG0qY*zSO_@bxR%Mr+UYK-iswXsik*6loG(3YWdmg%na=8zITdK
z%Lm5)+T1B6esA%ucWgTMr9)K2C4*4XPf#wIcsZu)hPewj#{S)pfG6b<X>U0-Fyviz
zo0v>A*gnkH`gSY`?TYRP9Ju6z!Gp4I3|9(Z`;+$tZDelSmZJBSCOH`Q)t=6k&`5yj
zr9xWHH40|BNDgTqbH+&{iADZ!E7%-y;9>rbAdEKT*~Ds^3|yN|uzr254Idd)7f06O
zP>FkU>%V<TknAvXd7VBK=OO#G#<_IRJ;b<Pa7K~L31ts4yz>HGOTikylc``_C;8>t
zHh&o15v@<{WQgkB@iCU0<6z;BTC3xz0v5%wH~emOL5Hzcr=2XZaNpeQ>G$1!$engC
zi1S<;c)ER@4(iInkR$Fr!hdpMA@5%8;dnP->Qzs-@wx&*n|O7_f$)f1mG2xbjDr$4
z>u=-6`Pg;$Z;+>08XjzD5;EI)4uf*@`gN}8;)lA7tmG5fAa`-#urk>b%yPP&OZ|V&
z@B71Dqa}q9xu`hdC>4XJbdR#HsYRev{PfmJi&(h&laAkaXEJ!M+VHJx3&gFJY0Y_|
z;jlMnqpA9XJ}jPZ_wG32fF)wCeE(7@grk?DbD=Z}E3&d5`%gGQj*Tpz!L<aOE9R_m
z_VkCwVs~&Q&yDnqjT!UAa8x+P>vj8xBK*_}er`3Gga2oT9si~apAw6|iLVDE^Yry&
zMltp<^-`>oE7JoSG$fj}#L2!!o7Io~wj6w>dDoH47Y{BozjyF#grlGBsjfre@er0)
zR(<KCIl53i7!*jMU>D`l>cUNbd}Qss&_VnG&u2X(Qe645*SNYfPLXh0-joPm&?fuC
zqkJ}$c1xI?P?P9>nF11-yk(zA-hp0V|Ces_I5b;$_uWCL1Qf&XBt4QKIhVrM=dZt|
zK!<90?e2#Z@V~gAHOuIT$68xW-M##P^TMACsybvpUL40Fs_ca)TumQa%7=i2pW{G^
zZ8)4!Ztd7I5sh#1W=3@#wej~Bu@eU!eevSY62>5wX!xQnUS*$@ioREc_rI9-1C~*3
z`Kn$)*u)?%F|^qgMRWf%tCtDIpo=~;xY+~@mv&sgT$+SYyo2n?E1`HaG)7iJD-uHb
zl(N^iCBtmdiSZceNZhzVC3Rmq7;8gX?iF3L#aC>aQ~$CvFiAGT=weq2biNro{9QZ{
z8(7V)^ejA4qveRf7q&z^-nPBr;I<rKNRAsDKb?q|aEUH5(h{um>RqS`6EP@E<=M|d
z3UB}?XA0@9G_ziR&u}LNZ^+KyneYyQ=W7@HO*RJs`|rMhqcXBM%JS0bt%WYo&~6y4
z%>^QyIuNQ`kp>)A(Ur4GMyQh{s;+f65WQn-29E#o$KOTAN_aZr;S9gPKdl1^F#Sfe
zz=p*M{#K1jC*Spi&uNz*CT$}8ouz$`SjhMAv0e8|u`Fe5-{v^2yCnc44sLyw?Un+8
zzTvm7sfFOre^0ll-;V=I4Sj(v*~@=(JxO3}N!Xys;&~}39t&;$aBpSLM*Vz^jidXC
zkEb(f=sQy|upMjU-&dD_e-0I7Zs8-GPE^0{Ibsh-Zrq7ddzJ$A%NgRSa}n@&cqQxL
zm@~Yd^QWWFECstDgEz1i4*sEjSFT<3!DF5-C)%$Oe`{q%2W2Dy9~Yc7aY;1+$?Z&3
z`Zp+$a)seC-&JD__U+St*_;5oIT@a2%z5HOxmxRm@<>dtXbxD+&j%Jsr{@fM$=E!6
zU%s}*7SwEyZ@s&bf(xR~8ELGZFke5kOgokVsyqGT_U-ckxWD>*dR_(@U+&tjDUwKj
zdi?A8&l8N^ztmp{N&(SmZAsRnqA2+EK-cFoE4adSf$A&^`MEz$q)^<WiNB|rqk6#t
z#Pw_E`g1+tu>ZS)NAf<XI%v-(XrKeff9)|(yzhs?RC$L6gAG6>fbL*qcnUh+;B3n{
zsRF0GWG>Pb5#HU&`>dAf!Ek2Cl4f2Y3c<%ur*mEs^*J7uyrfTt)*ws89i(re!tutv
zDTDBtI%dp{Duttie`n9fy-Bd_`Rc;41ryM};C$BVU?$e3s+*2nOa*B}oA}9=C}2tQ
zaO%Cs3+akuOMV}T52g(=zy38vMr{?g7g|9Wl6}PIz_UUKw^NeuAYR7a3f!lDc^@n@
z@xR>Io{7?Gkr661G4Lni-oBH!ETKu>4TY;RFo)5lc96`Qqa-*2-g(BuV$ss?%nN~d
zZ*%yYgRFAk7_X$aX^wE8?_9PpI8C^KK2cB2s?y+*zF>-TWiqzrTqxb;lZE%%vk&W;
zd!ZHkN|wwu4{+>_-6m?63=9XtrN-RFaN%!qtJDW)lt@?3(YT}rm3y}zP!T0HnS?Xb
zLti3c?uy5z3ON^~`puneEl0SiFMMOK1X56&`^|SssRi2av#fs0pNbD>9l1hFvT)O>
zZ4X*r`@y4l5o62OTA+IBl<wK`czm?fbI0#dJT9`$I3{06hGTM3I<~|!e<``3&Gcvt
zKGyw0Nv!pR^pBD|He1Ex(2dZ!+)-ULjj=!ZBq0`a0$68vF1f;*nUkbhnlGO9R$LBZ
z4}eY~imd79Ahc`?t#(rk#HY&C*$GzOcp@c^_dQ)S*w`=>2wV&%y)fgcx?Xp}>3QOw
zvM&&vx9jkIwIDsSwUV7t_r0J=f~mq-ig*HF{dHi_3&uA6<}^D44JhJ}%Rgr;1EvKn
z`>%a-z}bk1m(TxFfYF_iL;D!v{xKgf+G${dZEPa6qs!#I^O@&C4M8!y&y~Gscv=Lj
zTtaswR!5-Y!q#yb=|niv{PwH)pc&G=R=l;H)fdLbdgN*DC8AUBlfu<K6yO}sn{is8
z;EtKf!101mIQjR)((Fq;ls$Uc<CzlSY1$c1Pd+D{P%tc@D$B>V^UgJNSG194CHI0_
zLMZCK>|HEaPKHbDN0Pc4lE9CvTj5G_5{|8g3mqeSs;wFZeIvucsG=fV{NQ5}PTDW#
zzGsLAYNITgQ8Fi3v1D4(?zDouHwTN$c4Whp|Ab(TcNlO9cy%6j4T04`&WiBwQ6Q!M
za(cV81HQhecFrZ0_yyi7>@`+NhAYY4mm@t2pgSm+znh!fTi+@sbRh*6lGZ7!6K=3u
za^$lh@uGG<Os+lo-49?#uzSek6gbWIcO=g?7OEC1tk=#vK*-Fqsw2_nz#e$sVXnm)
z=aeY}(*k}_-kZR?U&{$Y)zfos5<YIu6VLy=+i!y;t!M|^Q?l3M8rS91iH2>vT0{1H
zh=M+=+e!k&hh&l)=hs=60`~fUt2D`Zcs0RUx{&0Wer-MPZPe}$^tV2=<deB?#@eb|
zHOaYiMD#9+|045%XRmg#5N;b))9iYiYY2LZ^lg>BvYpHwobo#_*x*p}n>E^cTa@gi
zn6R$7fb}JPcUPr&vNxqXeKH+`+x8x}NhkYW_vcK7f-ht7)2@AO6J-9Ga@PEQP?ZO?
z-#XN{IGqanEPDRE;=PLY5v7$mz8Yv1@r8N!CSUXowNMZsbL*0=Cp{bP5bngX(#Px*
z8ED+}W-jHZHa67K3{AENqnJ?{x7MK;G7l<K+9??de@9qOX?~4F4xf21-0li>>5aYT
z+(R%*O2@95^z4|rK5_mwiX^<&#mvKx2`7X0ud<DIJ|1bMYyVen2YR`z%B9q#Z;|(l
z*Z&UjJ#dI}+%C)jk2Hoa>Ev8s(hb>H?jwhF@pB2+4@bbGJ$>b~eDSC#K5dVWLh&-)
zd*gXiN9@Y|d*Gx_I+{D(R~l@-NqC)kXMUQw;_j`vjPYGA@aDwGg247*w0y)%w?8}>
z%tmQ-MK4j%hiQnWc0L@PTRwWm#Drm_TGHU(WWu+jm(cJbzQvL_iAK)uV5FvOPS*bw
zgRM2G{FC3p@z&1zqHs2HU$v9^F^s_=(HLEkuj-29uHS_D_a=kZ$IsC(g~YMS;oHvD
zQA_MjW*-P`N`#+Rf9%?MF$0oc2{-eSd97JzX5(<LKN_c(m@Nl*fq|{k8_JDLbk7;4
zF5cw=nJmpYhEs{CZ>yu+T4IX@51M}uzxBgiEHpe*6%@!Z@F|FR$PK47UZ&FjG(vF!
zBMWIMJD9b3mQhqo!C&no@}X2F@N0wXsf36Z`i`thbd6_``|XwW^RlFu&Hk6?x6lF5
z5VH&`|7M8G>bVEIrYJCainoCyHWB+}wq@}fy20Y+0gCH=L(JK3%y(ZQ1!8@KJ~;(u
zpw`ttuO54vL#c-EtM!F&d?jqvy!?#h{xlnZ@882g_GO3vx{bx6X7G8b$*^=V=$4~h
zvW~%c2Pvk*+g-3>Qkrr)ISa2xw8%WM*1?N=O5_=52p3mDX?M+K(gQb03756Xga(m%
zhsW{WaHHpF&<9OBj9jjZpua_OxxGjArL~QL-XeW}c~}(CtnXRfC7%fw-`Q<az8jBA
zQyU)E*)l-k57!RXNXAQf>DE2-5%6mF4!=~#SS+gOJ8v>>ME3Bs@A}sKQKEBNQ<~Ze
z9fl>Q_oz_7+<xDv{RL0ZSi8t)wuzjBcdl=Urboe3i|5Xjk5l0ilkO*P0YCJrJZ1EE
zJ_R=g>*ODuj)SAj>*frE5A{Qn+obhmG~Te|8NH{OhV6b;K29tq#Cy>=Zps`3f{xXP
zz5WYD(O(@pdJTNIb97O89~;SI&ltb@y>uMPM46~GZ+YY5?ab%z<%lP#aORqjL<BJ9
zJ9P>h<&*t)SP8R|H6EwQ>S1UmKE)sG5pNgmK#Hk4Bw@%H?zd?C?H!WG@#1^pqF*EM
zKeZ7)Is*!v(|+k7S3vSfV&TOnMKf{NbMdaL(axZ9&Hu!8MMp@92<kH+z3*lAmsvd)
zuF&%2%KZJ~6uhNxGxjJh5HI}-smyRq1Y-uO;~m2(P`dOkc^k=3mk)S2C$5+S#r;@(
zsz4aF1qd5l{NsiaEribfUjXu+R5<$ACj|a&mMc0+ya%22Izm@fBVflo_gN_`cZdrg
z?-IBi0~V=CH5bK+cgW=JeO>h+_)PWpP`^SJ4jkd#8LJVGu6)zp;(m^>`Or1B+8wFD
z-u7}~pJF&X41W>E#zlP3_Io#IcE=%$mhtHO%bVdOmBZ-vK2s3R`g#yap9C%_d`Z<%
z0D%AoqbKK+;UPEIi${-xQ1v@~Ytf@n=vy2ei|=;>%HZW>8+t&Mr88Mlq>uRTDZV+x
zVGsZ9Z{+dl3dOL-tafvkEZnab`$GDYFDxw`4PYVr3ze2L+qZlV#wOeDolYEKSgZf;
zp)tv~CB}r&60#jkZ~M_1Z4!+Ny*rr|8?NKS&5u_y7gOPhK5tuFq!~z02kxEr4gmeP
zw)H0_Vo-8Wi>F^-6Ha^mwO%qKd8F1+#pcimRH9ftY4XWIORnBgR^qcxDfx0CpXw%h
zzni8;l84phI^u9K$`$YE3;PH(#1h|MUaoi=@oB8@DRK$)M~=>K25~W=z#h+Xw7tO^
zxp(Y3^1Lq`Ml3P|{#cSZ^KA>uz2cV8T}`v35~qu8@0V7Rd=k+%wBI<}Bp6_GY6QQF
z9}x2!Uqx>)e3sIyuO~i}gL<Dh24dV$!|vDD^y{RTG_`9w+0Fr$p8h9h8leTW|31Br
zD>230Z<t>*osq)8gfIhxuc<h5q>p_sLn2=9lQI6qmxksa9mH?*Yh#YNQ~2P8d<<96
zn_9Zy2x7udR!r~xdomvLb?uU{11KEn@tQrBjJNZ7^3S`F`G>+kcir^_;^kX@xo|!g
ztqxBY@Cpcn%=?!?C50}yQo}UJ=4A^{Si9LA==h<bT%2z2-Z*F!2|QjJ7zZz?A9%+P
zTfn`M_NikJV^K^4PE@l6;!Nh<Zkc*DkTYE#sB-Yc;*uB*8HP0Y+@qlKMI;%jXzSX7
zXOiH3J5%v+a3X31(d?$Pl>;_qo`JAIlB*RX(~_V5*maosz|tp@tBcVKxOJ4|vEMN7
z_Wl)$JHkfrG&#RwXhVHG8v-Gxe|B*wM;l$ln69_E#^8Uo>!K2t^7uA`g(l=(3O;?w
zSF_0@0|U?U=^W4?e1jpY13l#XS@ia*%%#&t7$|b^*M2hZ_`H9nsj(s%U#=^U@i(Vp
z+TgwJBnt|LG@MiDABY7}&Pb6<R#!1hW{I|7uN0;p56|;?s0G1ymcNKRh=&uaE`xKC
z%qab%BE05S3cia?ZX7reN%A7OdpFJ5ke=d9VKC$GCo^>m!k@eRU|+kkxAeCVoK@mg
za_}&RLN#|D<`_qC<Ot=^rwhY9Ea%_RF~?$>(H0&aS;DOg{ui)mBLd&?(KU9RiA00%
zRJZq=c!TQX-*6LUYpAW)XX<TC!`k#S;_++VFryTBSghOu^lVime##L}mG@z~ZP!&$
z|1L`=n^q!HX+PJT;4y^z5~J)_KT0BZgq+hmr)1<>ztp~6Dj6jfW7}RznSiU0P_Ri>
zI1aRYR9PqUC$@DS+w4>;H2f|jzJ4MRM;SW4MGmK<!){)k-7bDu`MtC5;=Uw|FwGNi
zN{PT<wEcyeA(6ORcihD6Q5dXtJ7q=nliuH*uCFwuzTk4POyRh9A{IAVmJ2;dMAs0O
zx}>KL@J@ewB;|K1WXo2I3>=Te({&o!CFGvLyZ1ijzuBY6#@(f!`kvg6`>B6j?N5YL
z3R;$0z1CoM-eRuf8tHdt=nQ{;YXeyp)MwssT0_O|xaqVYfC*2pA|FO`5VqDhaJwfA
zhi)<#*HODd6uUAR%#!~6a_=9Ca1v1Gd^DO*55Y=t;oGiXy<w6|j3J%OIi$}t2|U&a
z!UBdW^&-M`YBc)rw2|aJj%3PRj$4hw4cl!s5A($EPRY+R7EP%zcj|#YF|Xi>o*Z>C
z`e3-tcfH9yIUPhlWNkN)OF{21%zKME3IC}-L92I1IMQD;44)=>_=C(->tCjCVWHsG
zR2~z;HA>iHtoSzogtOOr)lLWF-U_~?zpuhk6#9Qk`@~`1=ECnUtkVD`@z}}gRE+;7
zc+M|52=XlZIyv7LpvKb|Q-Qw&@dxzmk4_DPT$7p!-X|GYs2C;bn;!~q|9Q*g&gS42
zWk=rB)C8C}{d`TFTMzFHT;EDuA~<wy;MhK{b2vY>(U^TZm%PWwy;5T|gUJ(&8u<z#
z*!k(pgg9*>oa!64YG6o!P0xpXqd#_v)>-N)I_3t#U)30;h@F0r`u618hVq+Gdyp;I
z=|K{9cHAu7JmZUOTm?q`>NhbwM#bO0$qv8U#+~_iCIqVznJY+j2Zvn+-VMD7!^~)r
z|8{(G#qjTxdO;P!nYjE=^{=oI+VtB|9CMAKOlEIA&8;M?yZ>C~Os5szYQ9#p<H!HK
z4Ce%2R2ie_%P0BscWz?Pn=<Aij(D`*BQF*^n+U;tg)3X>iBIcDDc?|V4m^^yuY99V
z_N;fqiYz`D!m9N7ho|qP!S9ip$D76c@a@<%&k^FcXg8~NtJe%csd7#IfMDWpI9{gS
z_lMk*y=zq7m+Inbc$-Qs;maN#cq8_wAQh4gmnl_Q8OV6*j8O5BTR60CT%@iQ3b{_U
zZDusign!OnD0(gmwEwQ#SI(${YsG5UzTp7umkwvUFyTpfa6P?6FI}PfoAId{$qKx|
zTKw<bEkoe%J4%(YD+g4J=xy(97-M<j4l2H0!g00#cjDdqFxX%|w9~xNjr186<hOIB
zL0im)v={QO$V$ickN<uE=%`mbo^Wu({+bikKV`$f_4E@d*B(L8|J5;(OgJxFlIk05
z=QM%QWvE6`${jZkSkP?_Ooz168u^S%X|T(xVk1V{9T+}Z9*vskhi%`A67Lv9K);Z)
zPmzT`F7l=Peo;emeNA$o#blFErRnZLb>$Fn)tKzDBInC)pYzhoXRN_+%~M9cC<`9x
z?w{IU5P+83`EkS7AL;&0NUN4-;cG+7z2^4u;1<6*hl~84f_u_~M=zS<WA(8Y5zooo
z%5V1k->Ot-xG<YSyA+D|J}RwOlxL$!(z(m;*KR@hO7o|wA$<(nwM1DQc7@l6p8vT@
z`qHgGPn5kM%15C_XVw9d6OFzol&3Rpf<L3aJpL}E1M=Rjw5xjhuxYM%&Q2s1iYsK<
zhqn|$U|(?spE%(O<!$RSzMBi8q~O7$Ogx<PO`mUyN<*EN#qwq~8;rg?RJ`Rk+3y8V
zS?81_!>I?d8Qf(SpvqX7d9vjOChcpt>Hh4E3jvf<p1}^dn%n4`5<>PkmFwa>vnCky
z<FKioiw%738qhW~3BZS@Qxdz_LQsZrVSSR;3yz7sJu~o$+^?T8aSX(N78UKT6?yhK
z6c-K{{Ic~(h8<HgHyJ55SQ61_Zg4XNZCUKwzPrbuyJF+nXiHP%EJs@tU*fH&&B>PJ
z^MHO)hJkboRcsPajA@D@oTuO0^=c|o!K}k7`Rr#!)V{rE`<i9~6w9kJ^gMFJM6cW<
z2j7Z-wB&pQeYF7?`Ua^QzaaOFJvaTYR#-u!=gF^1XQD7rqh>>*GzvoJty->;5dCc9
z?T()3zIgr$Lt#gt7ElX*Wx4q*2sTm5Z8%LbaI`2S-P_m`_Pt~5`hiE`0c()y_4}!?
z^D=YX(YNuKzn41vXwNnf*wCd2ou{CbfuPEynKOt_F#q|U9fPG`yAN2O%fxL#Okp~g
zBFTO6{AfCFFb+yva%aiKqwqF8)#Z!CxA1DLp-wpwMCR*zF1Hxt#KfOnBX;B-@aao!
z6zN|rwHqq#zQKi5zm8Wzfe)IuCk=0HiN%1&=DWQgq~chpmsHt=5yZq*4rxA5MDr@m
zfjsp@6x#0PcYCujI*f#_Y&oZi{AGe#Yiyyg;-XF;IF$n0Td#%>YdNBI?EOP!UfSq&
z*1+J@ydq8;PXCL#q72?@n?A_&_`pi@LC(g4L^O4ze^6KE3uklOe1oT>;Q~+K)LqiQ
zV0+QqQ>T~+L#7<t9{S~hYpI<bpBu?NzN-GRUo!_4O7>(l{iHyGPFk9Ta130KY00Y|
z%mto6S5u?>By>2@`nP~^0V7%JjOU|*fp6qkAHNCl_6T`c4+zVH{%Fta<jEr757aIb
z%MwF<)N@yNcfib?&T4t>Ow?GH^hw<A47OjETYpY?;1)s7R{~~!=+9FTw8Jt2B@VsW
zDE?rBNj_qa5*{cMUzh5mVUin+)*5PvH?~JSJTm`dO9nJaR<9>kyP?}8BhzN`eC1X1
z;`Qf0kJ)>LLu5sRK<H_}CC@H0ug}R|S#t_OkzX4I-ujO4o$}^s58<slM_2G|@AibY
zagAVSc|!=(iFTEIPWG=7F`HdtW1-;rE5`22p3ricE6}x{a2O)5mAxf-ubQx-#v={M
zkoYK0T=hQT6}+m+Z&Hl|{&SCSNS{i^oA1{*Hm$p%;8_9P?PF#rqBY#n|1OApZvqE1
z^I~CJongFYqZM*QitNwS%^*39bRJW=SY$5|+Z9+(0g>{@4`b9lAh2EGX>5-o&}uw?
z_?%6gcxXB<1pW<#>vil-B}T+czghWu2(K_a(92%=XmcBQUYs!$^-cf@<F-?>97(`U
znX2`7O+}{}ou!i&geT80|02<vJQrWxG-(e=!c#&%zJ8OAVDliLIxW)y+k`34WcCK&
z>4AcW?>ekenuq&zx|Re!&FL^!91a1=k8RW2_#E*pV~6>XR&Tgl^Ix9%FGu`lWWIWV
z(HMe?TVsUIUx1Cxw`@*jC4r!i-IUv623lRuV`?P*n^#S1)&e=Cx0p2Xek3Fm+4Q7z
z76>QUw>#D?UNaRzScQpO-U}8l_Z&_<K+bo?Pl9Fq#G9m2K^3#j5U(AkE&Y+|1i!eu
z9M+}C{{C7>#I$}W>WzKX2(k`F?weGUMWGZ-N25wVoe(UezqZOYmjscrEYxh%&Tyn*
z&%U<cXcSvExL3jx3J-2_)`+JBp;{ToOMQ~xaX)$LPL-86Ovh!h(3A&Zq=~_|$9a+9
zI(27D!B{BnGprXdy=RB<*9sVlsiWb)XQ|ZJUXUE{l4pE2X9^m(n@5<GNx&5Km;Zip
z8sQx8wYz<7!DzfD5SC!!h@AHEU%uKK0^JAB<y8l=r($7KVJ1G`e=JhF`U6ri^!~3V
z>D#7|9ByWO@J%2Fl)eg9U&@5_+nmmtFXEu9jPBZ!v?n^qopf4lal%sLq~VYGgx_hF
z#yTkwh;Jr*XD=|NLqcoO3zwmIh$U0<@hMqsc_+$Q>rT8^%xjN6lK=k!qpNqnX<Wk6
zeOq4p6Al*l@4n6_#mU%Gm_)Z;>VOXqS!S+zdO@G_TG=|S0S+bk@8No-0Ryi%pDb38
zJcY+si&x9xaQHVP@9ZXboZ$G$wl~WeKTG{*B|Bse_Qqz-4=r?XS<H{)9u47VbFlUK
zw%mf8^*cFV-fCcx(lq7uOVZ2eJt;TomWU5pO9UeighJzyou37H3gK3rOe&RJ4rspm
zGu<HI0+0V`3|!u70-WVfZkHB@VqVK#X+P6^;6LM-ulvy-Doy*jWMi}7A1gi8&(IL`
zUXi0*`ARrHa95$nFcL~D>@M<=oZe?gOB(&_srZ!bNR+o@HsMLIGJWaehi7{&j>~q2
z!Q;28vQm2rP>#x^AoVE8k3`0C(d_WV#wT4WVz(lJUUkAH(7}>;-^2oY(^FCIk7(T&
z_6U>>JVyOfLlFn#uX^+dhoH%)XxbJL15{H8R_8h_16MrLed3%+E@(FJqA$ts(+KY;
z4>Wf0?>|@Nu_TFm_ugGRPTps3Ys-I7SRy`T+hj{QrUcMBy4oIaEgb@XdLPs`NyGuI
z*{sDE6m<QUf9=%YtKjHTu_j}Xh&9C(V+t2y@L2BSClX}7^Kbf{a>8IJytw-2DkJd%
z6koond6QionorE6my%w|#mfg7SV_L7W8zWVwaa8a(~{cGTcH3O7kK*CA}Of&=~~~^
zK2tb%ZY@3JG})V8nJSOmPPjxyc{?Nz`9g`uRG)#<Rj^jE`21h4H!vg=buMsa<7Osi
zEhXtBxEx;?uv|}iH4H+k0htakBB1YgPudMUbn~Q~)T1Fe@$`e{dD3s^9CdiQ;Rk2j
zru(km4aX_6Ytbk7$!9$=R)Za}5W@EEibuC9-dH*R#=Xc5dGF_oz@s4ix^5JH=W-%=
z^T0$FgFl43X^gSQN8rBlb!&Oa>)3Da_+pni1*xwW@zsm!qVubd7X-=u;Gfr%M`7w@
z-^~?xlUF?iI7P0s?Km3%7l*j-pX?$WU+Y2k6jle6(@#+yedYnPkEHH1awTA`)jh@C
z{RQZKiue6i`9N6ba{9>^nT*wymb5;Bj>ysbjNZ&H39d{8eM*l`gvwpLL)%-E@ol%)
z{wZD`4EK6Ame=VHU8-@<n$wIhQOd5c;kPl$RdK)mBan?>{5yE>3zXo?OHrr4@asUJ
z#?6KSsc=-;YZUZ`;(`U->gC@k{$$^|W0UWCI{L@3R;clFVJ+iWo1|qrFjfc-UUYCl
zK`n=S%^%`0?Xv!e)z4&DUMb+t_?Qn_hs}c<)bj9R{oMXnZzGZ4<Cs#2C-IxIxcks%
zg<x=P_?sot|KgQ2mGk@*2i!-@H903Z@sCV%VNi!EhPV#UQs&9Mp|d-Y$14;9wu~#c
zxJ1Gs{m+8Om*ZgXkDcpBcyggtmcK@r%;ijLtAq8wW`bL-*Uom6L=X+FjCa`{hz?r*
zoJR>KWo(5v-`OG$lly0zxKo1RhqT7czhvIuKV?^DuNDkpbSLL38g61preEKIli@Jj
z@t*HkuouRRo$E4B4#c&o;=>XO9<X^v_R!~mNbGwQp+Kw@U?<0Y#nm|mUZ(Nwl(-g+
zX7WK?b)>H_{Myeux6lZMrs_iPmYPEJR+>$<o4nAOO~b`&$PQCJ$rZI9js~60Vw+cw
z`{2x~*&!)IJCJ+lsNE`*2*r=g{`}&12bQK|I!}kfU~}Y%P?>Qu{+-qRtQvS3e}`sC
zeAyELkqV(#ZqjK01Z##GF_>Vx;d|EMU`>?SW#g1y5`v#H<-B@%ow1}SxU7h`2pE5)
z@BMYh69o@0zsgmS!f(=D={kQoQGk6lf`;@Tz|Y!bn{^~u`^e5p_5?u--HyFYBZ1I)
zc3-1N(K%@4UfJhyE`o62wl3Zlc84jCZ;lLl*YWPNsvViXt+8;Q<}|l*3=SXsBFJ;k
z0xz-G$M5J5g?^Q<O;T0-Fg<z8gjJL5Zxwp=(!mCXWDlmZ(L`aenrhGD2W#wKEHAGV
zO2o+(%F0@=2h2<kNHTirK*ef>U<h+G4#jh?{uK6u{THdUHsw0w)skH=F6<?_$@RxH
zCQarT;qSJdmYszZQTE|WWRACTEv$j*cpQohsplKCMB|ge7n9!~lAh7vNj9#!RH$_x
z+iH`N4DJDmlPf=h!Ct8Dj_nU~7@qT&dO`YDK1a+}R<q*4<_DX`U3E8bSq_prydH<E
z4U<U)nnkcws+jsR%m=!fZ+#Ygr;d5CIsM;Gs6t9jsbBY3!s%~}O+7uRhb_9WRu$n3
zi)(ytZ4bi0m(@5Y_CP+k({az73rhyYGhfg8*>IBFH}$)YeZjze_(4qC$1te<^F3jZ
z@ReG=sytXC{ndBI&-^Z=d*QTAV50b_F#7RJgpIxO!UnnV$2+!0!SjceK40maL3hMp
z%1qlAr30PE_%#%;FRvgpke>MQ+^VN1y@Md6Iwj0bApw87K7QghPV(Tgn>EVkGVuKN
zOAP1OiO+(;){gFd06ILQZQaR2e!kjtVb(%_)E0{3z0#Bf40Bci`&g54SFTBwwYmk~
z%h65w#q0#lGTFAYf`lvoBj<|LPc5`e9NOh~$qt+Q=Tl#$5#Q{9H`mwD9N71t^!;sY
zF326+qV3&8-rrxhtsb#+$Nm--fxTyLfZ5kq%VS%TLC0|sIgh46S@UtVGY3LYzWR4c
zmTn5RMw>@nDzzbVKNZ%<h8Wmoep{qH!2#zwjCA=eDd=d!bw0a20IAiecWex1pv`+>
zU!7BaxMSC{wCZN!hhoUF$*WHWuPl+lASxgH?~vIyq0%I9>wf?GmYM@<=yY+-5bs@E
zznS$blQa};2)e`ik^H$mpKYAH7fl9>``w!l2W71=8sD>lc%<)e&`(WYkbhs5aO+tH
zIy#OWifc^8qJV)k)s1-Qkp4(jr<DWcI~w0zxkiCv5pR3jx*W*r+vTOb#RqrR{b!g(
z&Y`q%ZOXwBSG@I3pZh?m5A+UxdUj8A6Fhv)dECDx9OG_ku+nhJp?g;M!D&@L7^Sw-
z_Z_%_Gb2~4qPt^YfukHUGUAE9E=6F~M+v?e{H~`W+@}}2-7SUa({O%MVdtbv5`0S<
z+*~iI2_7#7XBmk%{7sXciiB+hNOb-PT&77z&gZ%Y7E4F)_&@qrTAty^^;pZk`C&F{
zoMq0BJmZe9-_)<IhTKFamWrPh)_FMaBiX6k#~h1?&OD~R7eRW0Q?xh8=lo2_+Lx<Y
zd5|qmL&JT`m+<0$Fu8s9fd^|XKdfGnxf5OIe)a`b_-)&gH>MGbCq!umHFGl2YOjd%
zaBVEmvgPJBccp<mg-7kckr4RCb;QEG(HSnk-TIV<cmwJL+V@SJE=0ce7^xs}1!$yJ
zoix6Xgsx_fx~?y0fD-47Dvfp$9^n=FsjM1`ie-C#ENs!jFRRL|`SCYU_~WRegQ7Cj
zrrEknhFd^6r@-2H7U4Y!43E%8hm-Tnlfrs|f(NX=9KOZv1^H3&UmlRW_~FgRb~A~@
zz>GNEd0H~Km3d3Hlk`4#v05lJiuBtBx@fj=cSgZ}y<HqVnrWb0Jt@fiDI6q|78iva
zypdWwq@l*y1?7E?$2SMxfVnyej<mrj9GpPaz}Mb*y8ZdcJ-;M8UN}0#wTJLmWjW^M
z#ZsXLOx0rVCE;1YYcHOBPlhMMewAy!z8F3p=b~zR8P0{JN9i~6L-2ulBmU8JaDU`M
z^*T5jx;hvHi>t!XptXJf;C14isp!wT{x%Cf*jOjLSPH@YtLzt|t^9C6dDfMGE(kmK
z3U8G<lmPVO-P0$?dlmQZD|M&thr&T)9+CI9rjT?YdM@j)F?RRX=vqFA1Sk383j%Dm
z`0=XHwyL=x7-x!nlA-8{Z_MgGQZ{M8YVFsW;qnl8c-Bt&U-3<RtmA(0^-LPb$>^p1
zc@~N1Uz<zcDNKZ60nR>^54jk*RSMs?X~E8wtMnmUO1N^?pOVxU0>3SL26gtEg5gc!
zaR$pEuru3ww$IZVch_s+YP<@z(e=nJgoMJI;k=W|wz=4=_sS-p(-Ji7-*tW<-20dP
zBU^c#bfLzb`)KMe!Xc7ws*K#949$KGUHfiZ!`3-Yl^jWT;!S)0?Ymkiy0thRHTW3~
zRi1gG3~!T=CWY7V1KHQU>{Q8)Apd@ll-(7D_u2U8obX|BE+eQFu<H)|6Nu|<e65$O
zoS;v`xAX(af4}Y14x=5l!?U9ajxRq1fz!+Tr+vwNYxkAA^8aW>(3q#?RiwQazDY=W
zz)|OmJsKa|tO^a`!I}FB-NZ9t@6^fm!o(L^4_0O0dJzP>SQ7WrcO~Kb&u@)>KTUxZ
zR&BkM6;B8aXIN|Rh`>TQeVtbF-rC1!7BkG~iZ*+j_w8j4$LpK-tx$bW2PWfN6Z@Bf
z;b`GtP#C8VE_o}68r3?(u|4_BKX<2rpU4Mo0~)gTydL!7y)A&kq)kKNb2ogu#Kc_f
z>W9A=w-t5$M?AUJufp~^1>u;Jy~tp38V1G5j_8|sf}*xYqSzDS>zH0KOlZkOmG|GZ
zckOhAm&~!MEzBW!bzs(Eox=rIsNc}w@etG~o3Eq&Od&j+Q-VDVz7V$AfX`-+73?k*
z;ptZ)z5Xdbg9p=UpkE?#q&wXbZ9L8u8sGFr!8Eq%`osjxw2&Ko{wx(sN{_SmEyjVE
zMk|g9C4<kjO>x_JBs@$yAa;SAf0JjbpNJ<GLFwl$^G`;SFkra;rc`(uJasnXx*w|w
z_Ct^6ZES2nKdjZ2F2Mnq^fN_ItVMxq+70g$w0gj2(81(uLY^Nc7O%RE9kDokvdJOS
z4ED#bUMb;^#FR3I9e)*r@v2|&1)~FnIMvP{p77ZX-Df6*93qo&hSRU`?oq<I@SHdw
z{lpem27B{=WND%1lDgx5I!$Py{=m1oBMy!vFF&q0D30-G^c3a!GC@!Co_lX&JnXjn
zHu=h#cv-DZj3vbcp>kkW(ZWU+M3m}&GX3lcAD+KZT?(*<kxfbw26-9KCw*m)1g8V}
zoV*K(d#MQbFC8CPR?5OE;f>r!yEVX-zO-zyRT;hJ=6dG|AN4#H7VV@D1yO3(f{;_G
z5UO<Y=(LJ75MAS+&t)N?eQ9P~#?2khgeLs*+2aI9{C|0#r3!+5C(_N76$7v?^Z@<z
zOe9{hzH#UW**o?+CfY0Q@kd4bP!;cQPI$D|*P%y=@E6O@24t1k<2!~U&!xq^;d$00
zh0P?#c6C=%ZBG^X92$Qy7^jH_p@qtFRmV_l)~fX?F!sluwbhmF);<`c;q0!d<A#32
zb`D}>PZi<oU44iy6vtS`2RSYVVcMnGo!Lgg@Vs{8<*uY`l-wt_t7E_s^)DHH{L^5F
z#e#+24!`2TBx-e1kHG!X>gT?R#^!>pitg=v(*JzhTqADCkO)<O;4TxN8aC|e{&|~<
z^xgha9B=c+!-tIS;tf$vq?QQ0)blnS-OpS~8wt7!Tmec)E9-(WJGbt2?O--&-rA(h
zV^{#ki-@0wyr(QYuNu2T?t#6}1!c}Dh2dClt~p!CRpboX-z(Z5iDw7ZPWE5Sh2~!d
zHDA&xsNg58#X9ATmh1mscCtA_MPO7<W`!v}>kj7L?@ahlB9V{de}rRKaA8JeO#u{_
z{MY*XZYb2&luKC5Wdd^+<=Z)tB%pN4`F1LKVCA9LbU&q{k#~$E=S+GmmM8pWe<l(O
zx29u?Ew+$8Pt3Jq$FBw$eg5ySXDiV#w<xsbq8{nJUTjiX$kW3{-5oGRd=W~^*M~|U
z#9_zNvH#49y&&n>5fzTt_P}zeS$}j-8I;KVy8CY<fbff_=4km<LH)RpY!bZ&?EZ7m
zBa?W}>}8Z~#_J1V{JNe!HG435KIq$<5q`^R(`bmY4#|Ny$hgxJuIbfZAAVH642IoV
zIn1$|9GKT^|LgFGFW7wx___0#KSrqw%qRVqfrpY;&38VJL;5C}%cptLQEsJTBAe_9
zlbYl9vRKB!rONo5m0dBwJpR78ti%yLH%T9EJm3Pn2HV)>!oAQi^lE3z7Js<Q(zo8^
zB#Uh)h6WT9Q*g>U2zfbu!TSe~^U{qJ9J&9IQw~DV(E7$nIF^e3+oJ4Gmioc$IQw&c
zi)2(0m1MsACJxFzY<d<(dc}7b4%8c`rs2f)QzE|(hvDIvYmRfTqrtswm|A3uBXs_r
z(xtMtA^bg2`d`X{_(?+cP6V9^vS^+uVsK7?w{fy!mu~vP%EWQ%*&m+3)p-=uwL{>$
z$$#Zb3MJ5VmgYirW&(!ATk2MCB*E=t)>Q_ja%gbaINU#z^b3pktxPf4LuzY-?AP6S
zc&To>PJ)*7^lTGVDL-uC+i0S7TSpj}@trme2u*|;r%%7>TwH-pD&?SBDd`yqUt*1+
zvA~CyEExi~`QtZ-@{ZoKAsA|;7Vy0*9HhIqL}-y7ebCi)XCY=?eC^w{NBsur@h-mz
zWjRbi^&iEzWaKmO)jy3rxdXEBj4E*GRIf7J85?JD8qdNEc8%8Gzi!~KTeYK`$lpH|
zMLQ99%nHI!w~n@N1fk1R(}Mc8Tp09LI^*PN0*PXDr&WGO!{M*ns<<SQL3&y7vW!^_
zN?oUBN&1(B5)%JyF&Fa0629Il;TsevdMw|gNS+H@9Yx}w(<P%S|LN=7LnN_*?aQoK
zT_D~qFMOt!VGBx68{4REMPp!1>Ubur2P8>{EH<7Xv!UJ;s-t9nH1XTCcy6~Cett>4
z%WA|M8;{NZn5VCRKO;}ZqD9SdSUuNrbk+dm7^&|XFS+5N$v?k-kmuY^wFA99=L6u6
z)5x6!tuV;T?a2Ccz#UnA&3^n#@P}VaoDVlkZX<s2!PPm7C_L!9P5Wk4B>Z}j_`Oa{
z1*6KYU9cN<M=d_;^6z4sFmFA(qRZDE9dA~heit1ARZ99(GUdcSlgN7cQjHVfmO_iE
zlNs2Ivg-SZN61t7q=ECb2;}Sm6=k+ee76u<^gJRG>31KHditH@h+8B%OC$7<Gx_%x
zGo?b<#E}!pZ5;~^DypW!@8dB2z_`O6{S@d`)vIJ=-UbS64-aHB79sb=2RFr=?4Z_Z
ze`Jx66Q0&P<W0HZ1Pnaw7d7P^G3Cl}!(y#OFldQQn67kyJeGntx6Vhw7kjnku;~yi
zub1TbN$%AY4&KpM8>Hv;$MEFA#5CZE5!`qFPBFe&_#n>CbQ8Z>{0Z9J9fGYb_A)$y
zfe^SwH-aTQ42}r)#g&=GB0s~YvL}vSq>os0dYC!`PGwa5cSFks<aG+SCw>gX9fve_
z8JcHeTj&oP*{dEn8gTzj_hm;=H@(p-6y|{q4}Z`1G^WDWJ?h7bk5e#>r9?c5@Fa_T
zT4ZU>iTCh6{X9E;0QhF9{;Zxo4KioSK2UEmfhX&Hs~@AXVJG|I_8WHvKwnOJ_rg*J
zZXcuK3waiW;{wZXU$Ho%?e9N&u4-PWnlLi=n)Cy`dmk=$S&{wh^<>r9S002j$vq>x
z5(ks@3@IDi@<|`T&GO_QXDokVGFw^b4+l0nFX&Q{{Dfm#(f3XxXyneVP15-PIsLs(
zjxGTjI^CmIo2g;(k-$cNWgNuzGhc}E%0w<U!I(659h46e$de%)j<?I4`;8v@;<b&^
zQ?2pQ=<uMcBO@vjg;Zh!{=c93uv_|AV1E$ENhg)r#aW@r)=}=^aaVjIrgYd(Eda|d
zG6c;$O~dkng&y~EN1$HQ*~0WQ5CqN)yeXe_C*GO)#k;*p_%B<D?~|uB==z=?y}UI8
zRl->0SH!$PG$%+hqDv35d$v4{^2>oT+c#~Egs*b-nppUU<`C#M{Yyh-<p7zc)K7M%
zdSOJ3_iAn+$$3c&a{Hb(ApNZ{rMWMOz~t<4z~3<kBKC^O_*mHCu+Y_oGua;Sa!7K^
zrY%7j>hpb}>4Ps=J~DjjsuKX4n|CYeUyXrbo0Zk3ZSt7fExW%kBL??u?TDx*ydr%$
zHWL|TUv%I|cN0t{^WMrUuWdP8;eQmJcOaH;8-|q?N{JMq5Q%I;#T6+sDrE1y_ujnr
ze(gO%D#?z_t0HA24HWfDyJ(;-^xfZ|{ZlXR)BQZpb)DyN2=Z5(sB8|v`PccMdUp83
z2kuH5koQ9W^51nsBi_iFF#EhUFbk?T9nag{RRu+2`Q<I|!f_@4nYDgsDh?=os}Wr#
zdwGtKXukt#Bok))=J}F8ni%6fX(knPaUb_C-y8}P)fX2p%o&rMgPOPFL@fFUY%F<x
zyaxQ-qHYG$YeI^s$D`ND74Y~I(?3h{Juc*=4J4h&fF{0+LN_#|;CS9WPT@}#Fq!q_
z>yh+QFcl~r;oKI87h>KiZpuo;(A;OM&&mGA&xe_JPo)b~a81yR+^4{R-x%*lrV2Ry
z!_w|n3I%QUxumPy%R(DGJwE@_4|kZTBo7`W{FYAMsA+vqbn2opTs$3yoBOp~o^11j
z!7EX3RR|}c<nk$jT^fO?^09z(mP&<I=T`$?EYczUZC~P1Wmi;-<<g6VXrP?%T)Zev
zxY&R7x<xo`@I>4Xrd`FQm_WI0=1RCM+GoFh_~V@fCdxl=<hxLDP)~K6*lh!Rd7+^*
z-k}Ds30SzhZ9b1{4Rhwl!*gKptA^lH%UDp$YP|I0WCEn0Y|9s!4#eM-g2KAq6o}ZH
zcK*6>5_n3embnT<;iBzNiG9B)=;5;MTBLRgz8LtJ<Hwbap;P9vY}OIzsIDN(?QKSS
zj@qTa#d9HNfG)&qPc-~$)E4EJtitvO*`uF0jo{ST@)G)|ai~XaDK7q-f}A!@Bc{b=
zxVE4*5)c~$1}je4Z!G-b;d|*!`NTYMEHpoMhI9%2GMn#|m=g}R-@BQ4!rR|?gu5o)
zI|zqFm$|}+vVeI#tp5_ZAIUp5v0VKXgv-;~2lu@3C3BWdw|Op6z^71)&V%qeO7sPU
zZ66gv+QiKxojg>yS~4b5!)p&a>;<Z=Jqyr<&g=N=-gvNE;APot8jSpE)hWlf`oT*R
zxl3xp6~H;<`B9rS6fD^`6t(>D#9EJ+k?wcnK{AN1o8dm`;U<-HY+u=im8q?TS1Mv)
z&OnL#4r@NfP==q3hnV53X`P=N)O}!lV~<C$Yc?85zi3d*v&Q7F!-_NS(_ln&OFXw@
z5ZoKgYYZjtDHap9dK;R3z+O(L<1(iY7|E2o93+2V>x;A>gDHV{UQNcuuGJ1!GdSkY
zyJzDiuV$)Z0qJYa+arjRp6j(nZJC02*w7k!yEoStW$7!<xs_5-UY<E?{%Sn3Zua!o
zJyd|2bu>!+PXqBs>q53IZ5HJA@`_f-B%r^KY_l`rw5?hgNY;_ux1RqT&>Sg&U}t5M
zBfP{@_nYUv#?CY>v`H1XTxbd9G^*c#>^l?-j>VlO`<cg^bwxi49fK3gr2#&-NZ;Td
zI=yjBK;0=JAFD_z@q*P{V0os9e`C9%yZ#c+sj7y3scr#0*)Zi~omGq>*1~&kCQ`7r
z;P9m<Q|?IXZ?1iR(>au({Ct@ooq*TQi-hDYIidCDYll;J#Gy_^=c}i_(RlBKgPrBR
zc&s@RY;klj7|vYKW<Ieo75X1g2X_yogL3cB>8RU;*O#&++IxU-1<u_fVmu%06jw}n
zzU@2=Jw9svh}IIeHvh-5<GvSaX-UhM1QHK<YWXYIk0mI|y(a!lKpwe<@5|2-PLwZO
zu;|N(YVuyUgW*J}J_O2gurCu13EeF*&E0ZN`2MX*$xFg%y}#gA7k`#;OU|CNUx+b6
zLkG{6!*{aCykKIdePaf6&OgmE<IBVO2QSstg3sgRq3Yo4@#HzY{~;$HBfRm8jppNJ
ziD2L<VX9VQ2eew7Rpv{)K%bl5l5)ij-DF1?>9um9^2fVOWiAH@FWPP-{v`v>{>xvl
zBKNOE>AA%h|B^v7#LP}AJpin;oQ@Tp$br_{7d498j4?N9Of^$88MuF%_|*hQgYn0M
zOYv+4U>h&{s$#Ve^iD?~&2%;av4+{bg_nx(OLlnKie?rHxR`2u_DsU2Kaeq%m4>%&
z(=F*38zXh_hVX|(Zqy2?*!k+1AJPgRDD&eEB>QNco!9XsT8lhn=M^eL?aXkglH)$e
zNNXW@@PHp`F1Z*e?hL~}zAj~bSOF<ijq_2YXZ5^n;I7bG9N3LorFXfMV_t^U9<ApU
znEhX|*ts|HFy8(n$d{iA#D_Jioa}_gN8-zEN#6h54S2zOlklo@+#jflIinGy%Bg|a
z0{n3OPRzbG5A4V;^&0vSi6c5+Px}9)z&_tDx#xD_z-hz0l4_6#iyuWtM{QN{(R`de
zoti%eKJq_N;Tn$i4uZB3!F6~zZ?4kP%M6RYGjyZ}kbYCwQI4@%6U?mS83`l2cw57{
zs=2ORVCZKN{$Fo4Hk}!ZVxjtBe1w;UQcpTI|JlD?W5No<{xH-QY2@PLote{Z6`oK=
zV>EI!FCDg8?dk8{>i~Z3>Y4`+<-h^aJynLX5#W3@nZ}QJ^6t49?URTIz{uow8_$P?
zLtSy%akU@-WjDu%F+XvJ4kw%N`xSohMK@~t4(XTGUviIQ2r9*^Z#ikUF6Ch4`aZu0
z6C|G-UfNVbzQ03u=R#E;5TE2m`lHWlEV1cPcbsB~C#WP+UXjTL2-CM)MUng!n^SGL
z6xp|*@lV>Z))R%YXLp4v`&B~4tr8Khi-mYOa#47a<QK+T%XF^Dl6h9D0-J|070#7s
zXz0zSg4b3}uK}M#OnG=`znV=LEM5pRy*%s>Gb=Kcl8?gSR$|fk<!Rz;VQ`g;P2z;K
zf^XAuc?sD3o~!bulnE}xDzk6jLOf5$vpjks33S~JCkLh|xVJ-W!+rlGG(UOm{9&0W
z{Gn`@5Le;~8?W{pNZngX&b<xgO3r>TH-Cct0wWznjaJTX@XWz3uf1O=buqy8b^U$q
zo>18C94u9qn+2A(oGy7LS*T@d7<0)ahxDHZRGQY~v7corJTcc7EJrt#KjJEZDbc6l
zyO<3jsExM2dpaFB%+4!sT};3#zDume<*CrN!>z+GFcmgjklbro9smS2yR#=P3A_Gz
zit_vnhX;PV$_rmSFhF(i^V|(XkV+2UIvy2-0fv+H^pDeU!Aghi>5T-WK3Uq*;1drf
z5{(c4+nNb`C+?55+cIMLp)KyK@e!~klPR)k^gL9}#bmv7O2ef*PWJ;?gx6CyR=g|#
zpw}DjN>s5%9qYbRykzc?xNddvwL}<La;@1Nx{-uGy*4H{E9L`ZyQ?0*Km{Cg*%l+1
zJg?$%rf&0M5EVugg;>+yry}!>6t9W709eq~>pM@l!r}~hwu*$;wS&4>+#`U3l)fwH
z0uE>5lcegeJ%;HJy2W_l$MsCOe6rT3j3)<+n7QtJs@Fritw*9Ympwp?wf(`YC<PyE
zJubP?nB@9Tt`B?Oiy}FnOG2f~QLwVfB|pxLf?j`i30$WmzGsV+lLxlSBd-f>gp6+*
z9+mr2R3k@xK2eERJ+d;<lR7Q0Fdu`v$*k`3&oCJER4{m>nF(?VJM3R<^T3lE7H1Bh
zNXB9jbLlqSD3De^`tkh@Unn@h_3&GpCw3(rbHnHP&~!)l*PwD9?$Dn9MekV%)Z~<A
zp^e1v(<a$9GZ})@i(I=Kh=*c};J~h)GYQc6^t*OXT0Fj!(|Tg|#1g#CBlqif=7a04
zYx-J0T_M7IOIXot1(dmLanC7oga_jHBI-U7j{6O%9WO2w!Rv}gLewI%H@nxeLH2YG
zD)D`>SpG)AykzddCsmT*w|U<L`@vISaFs@^rYjp2MMJ{(&*j0hqs^Ir$aAQ-WT_mj
zehN}AR>rV(dcux_Er(6W{rId!!kcJ@Y!vTkh+;8H!k&Y9)%+>`$nvcI_dmOQ@XOcI
zKUJLxA1;>$Sxywg6j*ClKCgzah1&0V8q@GGla=x&k_TT4j;NWk%)~PhzC5%M8TiaZ
zZNm%4Jh-sUXUK}=RA1g;+_}9t9u6|8zdcI0XJV_zBI<QwVCum_w6&iPL`hI-?HNv?
zzww*wI}%1XyEA4BEteVyoIbdAPdyrw@3W}aJQs%#{FFg{TjJe1713Y$J_o;femOXR
zz9`)5t5av6f)aeMWPhlW{nW@c?wD9r+-D#koXY42opVl8T)Fo6;{E+qhoD%HPJb$^
zJsf~7!)sd40&}5zYa88=YC5DkTC6?!K|u*2ueR{&WX$;}c3NEB0i6ypZcvgpgkJyj
zBmr_>ZK~q_ZJq3ZDxZGrTUVrjIBTEzZhCVl7>;!gRt-V*%_n?CwiN+i`(asLtwd-I
z{TEb6`X;bZuf3#*aFbNe^e=>w9(l|2sF_L{+!$&(McH42p=D2ZB@=$W*XG%Zr;G=H
zdNJkpnch&?>*e;1iy;urx$M6bw&dVf85?7#dp@|?D5!T}AP4_Myj3x4N&}5*9`6*P
z^N^n~rFTKj0RmRox{eg5VCvokr`uXC=xieW+*q2NLk$zEf!tYmy0c72P4+Cj*}%ng
zwZsE&-}d=>lPeHTwiGEo$_@i|xu;#hHw_^0u%zkb{veq1-N=72&jSByZxP<+L%};~
zKGy4RQ=v!1E-fiF1R{s?nF~J#gBSJRX@$N3eD!>K%YS4K`cwyP%(}cF!r>3=^IlK<
zlDPauQ|~P58>v{7T=BzI+k1R3e^AkyKDw~yOB`;gS<f#wP6R32^$>a+eJBi1vVThs
z$Cq^M51j<b^S#2}5H%GOoLcVRlCVD-*O&Y^F!7ST)5WpUGisz~WLbFRvz8y}fxaj^
zvf~0WR0SL{+3AlH<)4?XiJGB6!|#@F$7K;Z_vFn}Nnf?XdV67sKi;jD@r`+(fQNPX
z<a|$t;V9n{^}(TR%v1iSwezzbeCYo8giVidtqX-#7zRsWer58e!e}8x-<wpCorx!T
zbJZ~Bk_<>PnGlmUuY~tUw!G1_A@AclG^sa!WTVI#$q2XO#hCPI{pCCI9#OsYi$WI}
zhBbm|F>k*lfv{XWXX;`$I%~BL_hg%4Ro1oMsgW>b4BA@Foe_wl{ujOW8iv9f?*Zqn
zomr^8fBr1xY7)G&;d}SOisZYC^*Z+kq+*wk-qCEPQfNNM>v>-{9`~NJIDhp`Hg+FX
z{zumn3N*BLxxO9J#8j_DpV%08c)G<_QbsEf;xp=bMoCWG+jN|+E3F&``_=pW^h(gj
z@QB2_Ga)!yZo2z7$(NKlGTpvgT!p9QY8{;n3(<4_7pD}NOKy+o+t|+RkB`GIWzc*#
zM3wjIQ<B@<uwzcG?fcOHTz}{mGjJ;pT{90kmVb+duA(`{q)Ryv_^R`g$hGqjE_T7-
z0FxQm$?VGVqV>RQpB>m5qsSha)Tm}>a?$tNbuNE*Q_#P6Y0_~i9`!edZ(06j2VWKY
z_CFKMg<ZQ&{1@r(35JS_{&t!XP-dc$0-w`C^<rUWv@7v){p4?FVNZnOCzXu#mr}4<
ztA9iEfDXooeo$!N76*?G%f8?1NX2Ar-;QCud|dhFD`rb_`K3KuR8CY7hE0f@)og<_
z9Ba*g9HEtuUw`~$ojaL`3rqUjPC3QlKSm2vQ<d`=V!E&1=RNU0w=B=s9M8w)pOYst
zE}aAK2P;FaX;l2ne4Q%HABE>rnWY-DNN$v8cg*WFZ%lk86f^cb7{s!UY;3PML%82p
z<izNGLEccqTt=}HGs~q@&zPIQ;8@A}l!+_&U!2>;vn3Q>)lHV|kMTr_>2^6U<|N!4
z4SbvhF?j0EIrH)EK!^!l7-xUx3ZL@apY*OIgVY12tsj5$f{hGi@%I;hn3JV@vtmYt
zCtF--Oe)gxp<eW==szcn%!zncLiRrlh3^LC2-l?l{+NKfBk^7F-<24CQUKRGO$Ba8
z1cCh8w2_cV3`AVd+|9#M0j-@KbVWZCAa@)8w9mIw(D`ClT~m<_?qK~-z<UD~+f#1W
zexGuIoJY@JU*jabG_QhDT|p}t*53T?R%Q{%SDp_Z=Zb~hH(T8=huWaa9A}0=@LtR>
z*7F|Yi-E%|Ki|CIbi|?N+RC?zzF^N+d86<O6>LRbz6dDy2UB?_zLD3&Q{bp`G?DNK
z6PQ%XI$d*tZ}@3T&Ri5KCi2>pO%k7IOO=i}>1{?YC!N~q9gY8SFx`rj%ZAb3w=wBL
zA#gvk^kl41KKN&FXD~!i;6`6h<Bvy4X!=(n%26%_H_mBKXPixdlV(Bx{?WN(LZdq6
zt!WneJ{wnRbjpWs&PAhiOcdyH{&DkhVE}0RD)D6N*n)G>_o{;%NZ;UJT%4CiCS>g4
zpEp^cVz0`T;3F5w_c?e+pr|_oe{c_R96OeeVK3gD&eW!WgE#lvZtp^<-IVa}#=acF
zTi9~@#jz>~bn3Qk7x4nVB7F`9;`ijOlkxN&4?=}+=8NHXWALuxGp@}YRv2ga`cx&^
zzt4rAnf9^^f;C^>qO9ZosLwWk=u~|KptR$X$<=&#Fi?3kWs>mX$5i+xjz)p4m(1x>
zW&@yzZ<+9Zl7jT3hvsr!qR}?p^3KKBI5aJ92pGFpjMWRly=h0q;8R+!PgM_@mkVSq
zuy|y`41TL9uP3}Fby<;n?HM@9xTt@7UjVG7#s|}!iUqf9AAwsh$Xxzpat$@d3AbJ8
z(3hh1fX@xxhI#ixfO?r-HR#_Fe4v%8pv6!Lf%`8H9=ehMg4PYkw&#}vb8w}FA$t~P
zRxrgCk@N8O{qx%SCxUVRhnBgfeZClz@!818@-S?hxTIaTGYao+Q0m^ly%-thb}hv=
z`Gd6YPNidH52&Q2-WUEd4PCrgzs8;|1@1|GR{H5`WH2d?nkRF@I~mOea}UXWeR~(5
z@r`(-rkv|(S<^tFys}dbQd9^b^yNQVgqJurQSs(<9=s4+sbt!hiXJy6P4^$*hB?~U
z4*$R$7>RgkCGP0~4BK0WH)VN1)l9;%CuEM^G<R`pf72NppO)Ltqo0m-EZIlaFH_(q
z?M0I%K1b-EO5UFt5dijGw4?fC#6Oqxed3c?EEHeQ3^CS@fGbv`Q<C4};P=3#IHufm
z<WSBImH&7S%O}#0iq9k>jf11E*N`zv1#AfaViSb%+kz7uUR%PN5{+P6W;EEEV(C9f
zBz&O=!J=PD*eI3cPbKg3_5Ti+z25DPxi`uKRg$P^e#qTwP$dt=DX)I2z6!vZQKbv4
zzNNrWpwP>skPS3tnjCB^1!Uf*v_H_O7&I*FDI9-E?nUsf373NdGETB_{hZH*W65Hc
zABeXxfV-40Y#<399;QBcIO31t9<SZDwUO)g@zS)Bdl>p!1^-)}%7+-b8(X~Va&U9@
z?TZ~x;xKA2{rQ*c$Fc4y8Ecc?SmjpAqsOoEFge<T&O1C5gQjlr${q59%d3WG@6N;_
zXZ6)E!9sudd-ds^KNj9trS&82wP+UccAb_;{SgU=Ka7a{%+7>8L(jz$4i<vT6T_er
z-%R0I5Bus=MJO=yD@ogE6hnc_&%w^*AjszIV;g)*1xxGhhxZN^;0^Y_N5<H5z^-k`
zzCMBc`D%<oSt}QIReam2>YM<Q6IWh;eNFg7uU=@;*5?2-?T6d|<2+2gKKH%ka}H3<
znH$Oq<ALStxa;RG;ytmQtlb(wJSGWop`nEbA;G?6Rx+#rJmtr1C61&+wUF%{e~iV0
zN-qV!`sBm2EsRnw3W3PW+nq3Wpaj(^i;-5nwz&UZu0~jo8+Lo^u|J*ihqjn3s-KV-
z1kHWYP&bXo#OfZQAqFeFwOkQ5Wm|%;buM$$lo8+70a7y2jl~iMahE8PbKE6j#v5?Q
z2Tpqlwc6iKf{4F@NjyaX@OAGA!7Wb{QNYu3xHG4mcmp5bjnX4rt+AydFV$Tj^m;dk
z+R1qMaa$^qFE1E*_~*D;Co)J5ZlT4)NE>KOmzjjkNH6ky=Of+28Ibsrse9z?IjFhS
z`baUs9wrX<8C4jhBd6Hj<rJGRl<!UYekP|9@Z+BGqf>E6Bfg}6r!5YK97c9;BKg7X
zIU8P|4feviT~>dO_XdFX^7GSKJIVWk?%$&mw0<CM_4EZhC7sMa8cR-)_kwwgl=_Y+
zS7cp#{MqAB7|Ill%*xspfR5e%ss8bFtZ)t0`&N|(`CAXohWrS@BFDwo0;ObM^XEEO
zfLS&s-u|y(Lfso|ms{6MM2YW^YX2m<J_A*T_Gas6Tf!;Lzb^A@<rq01|MC2P1|XVg
zw9YeY2fmgqJhYQBsGFWG?iQ4SgY7iU7EM{8=$^g8emnr`c6^mfDGY^Sn+NX>Fc6M!
zj%HD4un`Dq2-S`s@<2|dk-VxgvS&N3;1|{uj1|m|>}8w7P~+|wE<=GFY#3&g^dUXD
zW0vf<uWcv(AKhf}J?ApP<=$msU&9h~FcszR8S?=K(}PPcC%jNwbAK6gKq0any!_~c
zFa=aPBBCTV>LYtyP1#NlazA?Sa(~py2$fqdALnpMfk<U4fuoY#kZFETXL~mE>m_pR
zX3c<&mZk>b89CTZR|A!oQ*nCd#xsZS=HXkul+%s>f*`)aS-jPW^t6iJDS8q<>V^O0
zS9+Raz_^|^^DK=Oa)wTp1lgEE0R0E0fQ$gJ!ruGblcD&a?z2#6WdU@sXy3TDd>B@5
zEWEN`O@}_gOY_@3{Xwu%dG8IE)A*@zC&%W4A*4qa*U{ieIF)VewD$(X$^HEFEhK)V
zttsPbDXpY;*5|>rljKgjtqR$`Yx+SQllxHmnHVsqPYK(6C=u5>X?ltRvS1ARH)uUh
z!u!LVSu#WM$he%#xY$8F@!W3QY@^A*K)2OnQ;0M4bRW4p&Xobw1x=6Z436;Mw(HlE
zDCB&8m~|rRZW!#|_ICSu?IidpKH9oLKN(;9ALmGA^#Zpl>Dg4NbeMIJG4A0k1f6QT
zDYn``?C^ft_4$+?aD?|+$m>$^SF&End#enPcAB{oW0Q{?Jv~n+y-Gw{KFw_|dK667
zJM@H0Iv@6ac=U11LlR_1D_*5!Xkh*=51Loju}D3w|HboLHgNGUCagcPLDM&%PKE8t
zM{l(+X?4%e!Mxc{+V5+pfZrs){N3Prlu7@w%Tmk-V?2kM!btC7R<HY09g{C4%%<o@
zhh_kOX2-w{k_X=zQTa*JBN{kH;*1`V9>B%Z-n1)2RFpo_ERp({@D~~-_x&o!#_1);
z`fn|{@X5@*L}NG@-mka1WytyAA1RRGl^}WWlV0Oyyv|@cb)QaghJtdNdYM1ZpF!_}
zt*zJ9!U;cOWXI1IcL)u4xE)_m0w>>_E;eQ+BJ=hfi4!ZtXX|`CG_b4&{97mj)KA3s
zdx_gus4^VH_be6tlZc0yY~>VI(pN~fv<{$GEW#~IPTdoG3t@?;;br}SaC|I7jhT+q
zL)8o6qj45dC}^2U=R6dLf+-SL>{gOMsVQn=qjf4q_H_T6BY6`}AK(03Sy>q1H+aTd
z9Se0ELrgXM0`a-QxecQq3L!42?RYrpukP?`XkMW$!S7%08UMPfii#um_Z;7q2AiJs
z?NcJ>Z^og&-DO2txRZNz&i{7-$i}a~ohCV_3)fh7zP=uWEj2nUY#V){=Q!(`ck)Tt
zO`8ysp-Lq=!3Gw2y>z@6@BcG}?Da(s4&9!ZEPx9J$-DOEpT=(&%>OJt%R#}Y&ypVg
z324`4YjE2u9^|W+hujRPI4kj&>FzV~`)>|pq9NYpb9B9r;+!MU=%<Kbd<PXIHopsu
z{*-}_KuqzYR{>_i=%kIm0T}H2uuS^4;FTy{XH<6<R|V9A>D$6FMc}JY(+~1o(DFUs
z?OiCoyLZL<6lXT*<>a!?SSo{=tT}VjLBdxlO}{ku#tT@r6U@}^k{om}z48T<6d2vE
zqx6MvvDK9Cj!BN>LRpCJ&~SJvSO%3uH@-TG>`~6N{bVn{RZ7sK-n$H353#E$(m9d&
zxt&^KjxQ7`atr*;bA;)jqa)3XnebyoWA0rA;bzaa?K=Fr0GxOlo9<?&z%cWcnP)Dg
zSW9gw5M_7AHQ8HM-3?Tfkez-PxMYVuJIj^$K1RR+85u2wln9jjxS;h`(;G11MEqUC
zp~_$ML+!)Pa8YJcLbpyHO4jpS_*~(Pj!k+ZBU^~SWK_{(pg9blUCCs|T@gqV_*+}-
z>ZFR*rnjN2<d%AhYN(*u7y&E1(k=Df<Xj1UyM9(U7B@Y1|GjBCl{|lj8c1e`Lfml6
zqq7r+_=e{6H|guCSk)B2U1>EOrH%79)28O3@-g=B+X+86@ZIx=JvNCD{6%^HW!gws
z4c_@KcV9a3SDA-2v67y|lyJ;G;`@GBmHbXky#RzvykdQcf9=+Xu2*SmUa)-+GtD(}
z-Pte)t?BIW!dI3zI>yto;K#xJ`oEN{aaJgKzY58-NhGz}p3aViz(p?xZ--0B-`-lc
zZ@UA$3#h&LfXuUhr3bWJcgeyvo*YkO6XGq>9>-jPaFmN8`q?Q@sG6!QrOc3hokh>3
zTdxyf+rYgBTk#O+Q8+Svhj2^gsAbpZ7t%m_r%CrsuVTn}pgP9?ycEuUomG=?@I_VO
z!E2)|Imjp{V?s_;Tp3nNI8nz8Ejlp`q1SVfFXaWzvy@curuSD0Bl{?+YY(S&J;;3S
z(fp5Xl~Kgk=w=dH?Tep-7OzV&*n@v<_V{Okc!(dU%ot&HhMQj-L<bmCFgShB1smcq
ztqEFtzr^o~;iYvy%VhkZS7C+SfaDHqSL@E%`ctvwod%!dfgt24{BioBbP?)Hi61}O
zY!8fIA1>^?OgNusiY*j=I|7emY+{~6A<$3K{-?WAh{Ddjqt4Iskw?MzcS~s*+Mbq<
zEDTFW>VfR&z=k9oTn_4I&L)2F^ZhUSmXcA6jlVuFgglC^y=X{i^M+)e6E+-_1lYd9
z6;vD<g{295jN*QJfn2MP=r_f9`2LBdynr(TOb+i(ZtEp`vgpQUC3nJ~pT8Yd&Ypr-
zzlqTYm)O9?{*w~l?5*+3?TVorc12J(_tfxPKmeMF>{n*|6c39@_cJmls!(T*{$+Y!
z2uvk<Fy8I50GW-UrA~_xWPW5X-YyUWI}+s+I##Lhb~=kseKrX>Rdj--Aq{qY=l?BJ
z>JIsQ(|4|&ti<cH!&ILSR21mj&n^BW3SxZwTOFUcpxE^-rM~US_>8@yJ^B=p?P)d-
z3)n>9Ez>VE#}vG9@k|zZ1}g*!>UNh8JA+_*ZpoekZ96>B=-V~)C>13$DDS32iDx8Z
z>dnL@3+z%j?s2iM3=YMZEzw=@LAu>0lUqFF@%KhH^GOqBOz!eX>&!ES$kO}w<yVW*
zMTB1~wLS&TvPNBGC4PZ}4GOO`EBqm;B42HR(+Rr=>b{_MA`%pIntfq7+J3H}-{BaA
zR(fgv$7loKqzA=n%+nvAoa)PX_01j*blu5zAooEH!QE3W<D|zg{5_z^DG#eO#L`8L
z9e`!`MZvp<x#$CL4|8_s0Ikc_f%ojuuz6N|PbJA8Qobv%SWD*M-(I85Pgs*-Syg1A
z<D?e6SCqd+|JMp)-qtYOF(q?A$Li>-f*Ft&Thm~;KN0Blg%2x|e5&ro+vV$qZcy=t
zF0c1~4ooeLg>7C8fbMHX^zvH@Ab~y6=fzELsOAjM?EI8~p?mM2pP7k5OPfbjmOBaP
zx^%PEss23F-4$Px^-D(AqV#dL=drlHX^HmPcWpSj@rCb;PIug+{vbj9KoZu5_pDo7
ziH3=3v1hAg@wg<T`<S*p1+zS2z1i*;fZougi{>)nBYfQTSJ%q{j{$4x6ycY%mKFan
zwg`bIl*Z8m^{MdDhgnyh^zbfR9&&3u6$AgRsH8GC>4MlMO`i6aFyfy(U$QeH4dZt<
zGH^e&g~`ibmvwoJ(f_nCSJ%5_TzbB{%J8lqo(aS2(*eZeVV&!K>TwlL)b1JDokBb;
zpOuRJNsfMVV34u;i7FVAaF422NX47&DMjyp_<*TXPT8sW5a5gX$uL%23>?C)Q)>JD
zkWVus$+a&D+NJshJY0fdWPSg~b1bp&^Xjz+daQ&K%=qh5`(AZ8b+ssCvqnBjWvFiv
z&mw)}@#jT*eiy^<QAZ`qzqznGqgHc)B?j;B7FD1LNx{3XLq~#rtwCzX`MLDE2z;Qh
zapTLVEO-$1@TsfiKFIu)Z++lO05nX|T+h1UMz}-58YLYC=(T^Vo?crx{PK1kV^b?b
zO|eYh%t?}mG_x3rtqaE*_Ldhb7l<d$v;UWMc_K`kO{Bd)n*tm5N<G#cO2zB8ji3I2
z4YKKMtx-0oB7;~18?7$sd4(#;4ThC~Kdahde!gOu<7?%iy%h{uR}Q3h{40X*d^0kF
zS@9_LafN%7@JP<+On<uQK=RPVDt25XhqRYp^zEK=y9r;uFl-?u8l#4&yyw5V;IEoX
z+QC~$zxzhlFIEn5<XhYHH)qNlT$-xS-neB7cfq%D_staSiPJB>QdkMm)te`WWD9Uv
z@7P+cQyFv^51*4FIhX533RSBA;vki-_NUa*ba2+wWcj@#87J;X8(w;(gNp9&FKSL&
z!$|+VUgIw**mz2!ye26O_kWVf+bx=g(NFKI?qu)=x87*pNuv<d+dwHGga#O^VpiC|
zX9FT1{zVPb5>D<ERW-6c6siU3A4Hru3R`~)PWCJ(A~)x^K6(r!el<I$qb#|2gZsgY
zR0=(EdQS4&^Sa>!kDaj&Ph8==$br>@T~w_2@FlWGDjS^pY(^eFHNa16+a=m`ywUiZ
z21D+i6igwWFKat0#DDtFJm_95c7JS`zW>(~%Fo>G;|$Kgx8F9_n-Jg7?NPZ&n?0JC
z(KFS#-!B4vmP$J^-WGv(?^nsvfh_2M{mxH^@W3a>>vWtV(=kmIjPAB&!_AqgqmQ2C
z;_re|nl{5yq!XV}W++L-f7kQgQ;w$Kp62=9zT9NEJ)&$<QRRxhG&iTiiV4qLYPj^h
zMixlRTlj2wS%zn?emOStmdrP6hkYKB=XsCFwuDV9wy0K@^oN1$!CE)jPeevp0>!DA
zJA2Ut=XTC^hFrD-FT+-cFGVrHkZa{FU`V_y*0m0^bcqn5wmIR*Z9}9!o7vyBiR@!0
zZ}!ThCSzvkzsC)a<8j+sYs{P2WDqDV&rtKXM=oABr|F$Zz@L7HeO`jhJ;vH@w5_GX
zoOS6o&q`6e!B}6?NgsruVc~vLH<tLLc5#^zF8>d%(eZ%qF)(xW(YcDJ6fpIEJF|Pz
z2e{qNYWIB3#VZO&Y_*rDAg!(XUZyS%Z}mN*6Q#EW7Qbz;TC>y9l9ITVD;S8}+|7mU
z8*MPPtj05kcxR6#<P^VKb%7a)dmYuuC(!%FxN^8o2GGZp%&t!OqQRYnq>X|kf81~N
z>Kl_I3I<%6;O;R2*(tjZ)c2&XP}xLl(jN}8$9u-;NKa$rb)sbQ?_`uHkSL4vx(G3%
z$2%j`Q_;kh;a{y2$)y~4&&H>(heK}ye$qbnfe^QLD+djIa84cxJm_778~TEW^)|=B
z_OZ)_`s8`#MzUCu+1(Hnl--ok!&e3jTUWg^dw1e;V<g-8sAPDo`pIy@J&!z($z6Rq
zodN~d?t7KSMu3R9+7E*-1`xlj6~sbQjIUaswupP0!3;ICZ^|nK-%N0f%70FQS1tR#
zGO1aj-%2}t8p?!A>&MkDdK!UEPN=z1KjGu$Hqdlz5d<BHkbSeU+32<NHsckeeEeR`
zJYMUVhlh05Z>6;RVBM1sF|TRk;dfS2=l8-L&{p{+b7jE+&r)uN4fN`wK+)S>n`rgm
zQKLT3)#Fk4v1Z?wS9_9>Z{>XK$Z`NEdml}BE|L$2nj6KY+sN<Fh^2?A*9ZPKaZ2{N
z#^TIG1;?U`8%lf`W?*?!gcYpI`@<9MAfozyWFIvbE`RRy>Z}aJ29<5@d9-9dxV84L
z<ftn8$tE#uI2l2_Zm&0`o0R~2+YaWE!z9;nfzg3w;Uq}s>0fH=2n3s`g*)|gq+fkv
z_V2?U!T}B7i1hg{5hayw-qkM8#`{fj$0yxl;rrPuJF?`7pM&mInC4>_$gX`J)a6?Q
zYBw+X&FW+V-Ki@?siFspGc7`mzjg70%(g6xdBW?@jZceA%>Y0DV84AS<od2Sm9l!0
zoZrie!LBAr#J{A%_kr*raygzIY!u3d2<7#;^T8B&5ai}75}A*=DhtoG8qJA9K%@2U
zSK{OFFyz^VF*x%3)$bFhbJ2Y~+wM$LCT^EIWoBLL0gDYUBIZag=w16sCKJ^JNDAK7
zEw^1CBACwI8rnkm9=~a?Jevr?8zu|4A3ex`^(rsdwT2oPeb~|J`aBc^sdUcr^kHzr
z#8i9lA{Etk3VD>8reOXjRrYIBA+WIbiN2h2D6W3#&ef<&0zdmr*^x^Zp#STm03(JX
z?1}366!|Fy&-WOszQ5>8p2Lfr&Yz@$ut@*sJJyAuTKJ{l@xy3vy|^jhA7?Cb+_Q*f
zRX&eTg+*(Ft&-8h`7h(Enm8zAEm_haxy&lyI?Ml-c-h_Kg{6m`@$~U?x`}!DsM;<s
z3#BQTA+8(zvMe3`9^6m)Af67sUzFYd?@7(Q=KtBoSrx_?Z>mqW6~K`%7e~xA;sM_=
z_HJcNg5~DZtzRFUMe6a9{P~J_=(u24ZIopM!IyokUWi6vZ+tMb{Yn<}DMYXOEu{jR
z)q9nX=HXDK>)_3ko`H5c_ub6M9)e=z#I{-(2>SiPyBGK^NG>T;vuA>WLe1kgUT;DP
zPjqY|&D{!m3m>O`FSr2QvVZwcA5MWU(j19Kwsz3?tbgx?@+>f#^A`LV9tKLh@lpvf
z#5W`Nl`HvHBG?^y)w+R_Ksdq|$L`V-FR<t)K93A?Uw>@cSxR37dJ{>T{JDyt=g1$Q
zY4rl6cegUhXAZ{4>5(Ozn?kYjXFa_x)gNBn7#F*9>jXsJ56j~&OTYp7!8q|<C6H`y
zJ?NdU4t);)obvu=W5mWcnk{<C_#@^yRkkS_U%BrXuq{l&Q!*?MM(&m3v1cDNrz*(z
zrbAPac`^cuU#(m_7EAiAsTL{$F?wVl|IOQ6p%hPg6~1h~6AwAOLr-JcV&U-7wuDtx
z;xTD%>aTu%4$Q|o9n2KM@T=MQZ;LG|=vtd}@Q-~l#_#$NLKVtEZjt_t?8Iv~_x?n~
zh$We`W#k`H=m|utdew95FAHHoq%ErCQaFBY)oT6vk8q;H=I<0%m4Nqw#JiXBA_+M?
zeLO6J@RUt{yRBbHz%JXj9yw<Uk>RmX&Xa00tck5Ydt#0X(fdNgZ#^J+<;4Ss`eO6J
zz+uw`r30Su^3LWnzubNB;)3Rxgft4Q3v=pC9<jg+ZqHU(j9rLVDCE!{GheJbRQ&FU
zdo0x0F<1<YdqPz5k%NZmso?gC>F6ttV9=a1Nzowv*AFW@g1%e}z#olL&9UkUFx>1H
zeoiw4G(}8~rHNNz6std-<{xzsK9u}4b!#SWePpd@uoR60TsMx~B)mYGFwcbwOvMHD
zZR)ifQ!!6XD9G-sEliD`e7C{a7G1XWM6Krp!qLdQA~wY&yo8B#QTr0{x2oq;-pK?s
znrw4249df}We*KbB};6Z_v_8<&O|vqTSoWbYH0TsHxf08fxX(b@A4cH&|OA+?rw}T
z(CzJcpv0a88vjbFza^8LSQ1^@>5d@GXZy4iQx$;s{j3Lics+5?&vidptw8+hMjM!s
z;tRBAx12qBi{w0hdxeP1CS#w#Gq;7V49wXlx?#*K9#femZY}fHf?}2P=>F4!$egoM
z5cfm_MH+fHL>~}`Q?WUTQXeVc`dKM3i-z344{U!pOY){vt**kicHSU-lwH~2bO=0C
z^($%EPlXpWhhF}<Nj#q#xnfEr7soHa7JN%SgZRO#TFVVdU*>a{^WxX@*lyv&^=?}>
z4Dj48{%^YiZgSF)-jH2@i`&9dHa_yhxWPZGWbp=xRZoT2jz^Mg^cEM!&T}BQWF0to
zxBymmTvi50(m&im$&r+aMSlIf9%E`O4sCNiGdh|B^NNLHF{RnKhx$0zl;r-iWcSlM
zoy-G|vqq7eB!}EMvGxAoTsZo0eRoOz5R0WPw5dO$gOFyNeMwg%6ED(#E8lZ74!{3V
zax%C=JOEn!m$&7I!fSeCmci%I82dV}>}V(9-kl$_*nKY^URGuu|Gv*0b|n_7JhVy#
zKbL}!O*YA>IsqR_$miI0EMht#%LQmoct}>OhoCH%&aFxEd6uZbLD%xg|J!#HZ=&lH
zkYl%1^(O&;d~?~MIh~q~r23b*UC$aPU;5TAlO6(LgPfUVCjR1+)rrhUPJx~W+m&@P
z5B0gdupH@`g_D6Q2CZa{aOHVn+s%SZxY6O&nIv5XOlCs63n#OYgXMMT&mW;U@0dAy
z{i+XSU(CuV4NJz}(Qbi7!UOWW6l}i06ANwECu$k}3-S0SN4`k%^Suq2+%<W>3^%Ba
zUq7Gk2fjn+axW#>LP(r~Z2+0C(DCn{YiqN_HBq*j`KL+9{lUonx1BYzu+2=EIFb2N
z+kbs)_L0!*bYAQN;lgDdoyW@(u~0eqK;R;$H@RQ(csQsMKizv{Xb%;@?DX;c2$Eyk
z9AIl*D7y!3rrb4yAE(2iC+f86#Yvd_>L7WCItT$3&3kRP=YkuP-Jdh{<+vRDW@VCi
z9j*SEA7R)Viysyq=HF}%1og`b{8KA&cuja~D1&D-@M=Uey7-rX<J+WW0x$x@ofo%x
z><@yEJ>t(LrZXT_VxCLmvK^i<Y}7xXUjlzb6lyh+tiiZetFY?i1#F-wLkS1*Y2P20
zbN`nFsGF0O*GYPgjmY1kMLZq<>J|Jx`J-i{R8E^$BuxEyl*+Ot9dmf4``>>I#+oeY
z)it+7xce>WSG9H={#pC$>HS;}(+ZPs{tV59|2CTL*Cpphsg-)VZ%YVlU3<N3zIq0v
zUJ5D=>3Kus#H=dMy-+OsKBc}@%@+?}yJoa+PYT2yc^Gnl?9FIY&e?gVlDWgl2f{Uv
zT=4Xnrf=SSsn8x^xGMTP7G&oJ{~r5CfspYFZnm^OP#Yh);bD0x@dTllc|#!fKbdZl
z%*X=PAuqOc-wZe~%}5_9=?j~rVv-lnlKx4@tV!3S2weAj^kj@uj?Js35xU#Fpw!fw
z+Vvmtk6+)*sX1d0KSUTc8*Y(#XC1T7xyW$1D|3%MfF=$UKJE$E{4XDlSzV|W?~a7u
z3;uJg2a-X=AUE^h^HgYL>T6w(%)zBws**Vzkr=b+X~!v_3Nric-~TFcz@9(9+^=gS
z!ik5rMn<hwARu`1?()-cxM`Q}i5nx3hm|`^Lyn5u8C=Th7{h>3dAsg~TGE$EX!`50
z-51w<2UTt#E5ySp3yZf1Z}763<HzXaQmlT~H<LsDUHPIynTY&CjNNe1rc9&~?|SNV
z&;K|Jf$C{Z0{R(vB=W>n@4^fSFqk+0O}IZ9^FhIp>7v-uwbe)Fxe>N{AF}A!m<xeY
zxv5NX<UQx@_2ZZ1Q*o|NH1h6n2uRKs+g)sOz(Wojf2*4xz{qPxGY-$aP`r~zHs0SC
zukdPNOKS$0Nf@wt7RJJe{kZwTzZ9SbGM@clX^Z5;4(D;jgLVd&z;aj&zL07?$Vc*0
zysUTJ*Jmkcw!&U5VrP#WLB|G{C;gFKIQ9Vlr7VofFjjx|h>EU4*Qd5<J3{*Qzj8Bs
z#4vZ)o!uPgk^xLL9!vSg0?XR)rB6pZF|t&NvsNh{KE%mijgJdNM(yr6Jdllj-+#^P
zi3Gs2`$O?n!=&G_z;7$z9SvmzL0#={OmIg<+77XP3h;DPHI;o<K!ta|>a$6In(5Qp
zyB^ngJYXz-i1H;J!}rzO7d$6>y41}YH;5-T23>RIeg}eu#KFgDr6%b3;cCeD&H@Z`
z`0@4m(Kwh9Q*hvVR)lxC!Vc$?>zt#!H>{1e2*paAt{LV=f*QNeGm9x}v_975UacIB
zV?V_+r0c2pLiqk|<wgs*W|i@tJu?l}Y8oEQ`Jcx5yNoB9)^p(M3!SPAt{7b1G;A0<
z5eAzY<6p6a<e|-~#8{^;6U17M@L!zF2OaGv&-xxvK$Byy+CWGgT91s6a}d7bNqR}Q
z`O~Rr-LN<lQWgkXzf*WGM&#mW1xIU#mK@kE@pZdrWHcC>{hG^ih=HNo8l6wZW6_Q#
z;(+bjL@b`;niltV!+nE~Vz1Qs;#|o7`M7$*?>T$4(4BB!(+ry1Sm!;Fp_=}8$7c$7
zq>cu0WfcQ0`{l&OnP?d5Jx;UsCkX|A1Tpn2<iH7r6HAkM6b#!xbMCNe3=DeF&Ie!A
zK*Q3*4BJRA_3Ui=H}3UlJR@{*nl0TFXMKLW|3IIQ-7My_mLb7#hyBsXZBOGMh(G0$
zwg>5z=RK1)xmk{_rIT5sMRB-+f0vLHc`uLByzKG)sUJ4UYZcz%iNZm7M^2_}D&C1H
zKJ{EQ3ce_7S4OY7<E_z>hK*Kc;Q!9}_joAbjj3CHj`Y`u@KODjbxZ+xMuno+I}%Rz
zQI~1&tDgdq$LoJ;-OSK{)8i*2Hx(*H?>OJNodSIoTwAJn0`W=!<I+yXY)BGk<4_Sd
zf#UeP@zI;|KxbQ@`n_@+Fsq1uv%@k48vfdI#^(irm{ND}|2br{S$Y-)=2`IeW2N)9
z&n0;H;iDmDnnGB6aKXAgKMrSSd`vH!T!8D>Q*YqIG)%tjbbilTCKS8Z3l1sO!uL(_
zA)BYYaToJ5Gv%NXJnvfXC{#lHA>XcTyguUws@{{;{ikE_;!U=plv~m0o5O#Su_PH6
zBP5<0&``nf7h}Spb0Un2NO7zLQE(yq)a!4;nm~CtYAgS!3VPGe?vCb8!^p^&9pjWD
zbh+36K1ehPnufX=&G!W2)TZ=irq@33gmsJX@g1k&YU9~I5g8d|U#O8PR2Be(C)L9~
zJ-0{SqLCnnibRagzQn!7$_-tHw{sjD$Va9l-!?Tg#J~-4`NDeoEDYg!{+xAD3b~%7
zct^@QBHN2|j{<+^V9UL#Kpj0xc)Z<1P1WBJJvfHwMGEY|X{z~FfJ`=2tOd^4ag@P6
z<-H#^VlehQ@GM+q*2B*?7<BH=lmpkq{>FvMV#o_ud$le^fo~@2x77A#l6htV%^%{U
z5E2qR`=^A0?^dsT>ik3e9ZW4gp%?V={g)J7Gm<0t=f)AHL_C8V6oPvVSmQu@J~$+X
zB^1Mtzo-|p@&Jn{?yFJb=^)ALv*f=@=5Ah_VxG}c;Afl#=1r5l#pc%?CY;V_(7*cr
zb9WB9*-PHwor%Ma%|UkWHKH&$wDsh5yJ(~)>=|u7n2HU;lI*jrX&6`}UCaD{a734z
zzlJ}H#6a%5Q}XlCQ0Vvb+WHPM2c4(Vyj=CeS6j^d&fF)yNuLw(b0jCqEwqWJ;aWVr
zJ3J!tBRvR}^)|5-Cgy@*ePN{wPcWX&D_S?Jw}&XY)ytAsLNR`ODQiLo6)iLjrN7#f
z-jdnmFK6*8XnjoMAwH6ff~()$N2G($q0cF}RjB~}8Pw-~jL!x8v6I0s)_uWUW3=Y|
zmMTc!Q6dw?QUyKQ(LKB8646*F_><rs;=QTxH{+=AfoPXN>uvn@aQM({o8loKl$-ii
zGg+AlRDSK%0$+E$aG=>rxV;!1&PiE*AB#h$@EgAu3Fm3?zf*U@=m|fUQ}6j$tqYPd
z*GUJiTv+$>zdhT13LcKK@)2$;Hn-RwkIoE+k{5cCefLP-=H#L<&82iqK6>F%>dR!@
zXjZB5#=ingxr)lGx95Svj<UZzI|ESDpUSE8SC{OstGWftlX1_R>w9+pAiSHE&5cHX
z3xQ=O->#ma9A)}lq8Qs#pxXD79Bp_edRQIr*+#BE(Z`H^etiL;IX3cQ?q?>>>s|7x
z_%9I5y8FMxq613q)u{f$8w{<Ad~_BM!*Kgy{=PWv0H8b&zW1<|0y+WS-P!4}uo@E~
z(m?h<S~kpH4`+hWx9!lIr+PNH{YmD~+c&W&rez$qhc6j=jcFcwys?3YO}T07<4Nc+
zI4b7p7K7H;R(JiU7YlOD3|@^21+Zj(T$r6J56hC@8-^*xK~I>kbRmBt%(+DlW|IDi
z^3OTH!b-xiW1HP)rs#?+_upxcOeMooRmVNHv)NGP{^!dZOTq)Ldi+6>Hyuq>bj0I`
zCq#1d)rZ-n->F$3dy`H$5rspS|2+{-!=|>B>A?9axbi1gV{E+?|L~Qccp*%B7e>X!
zuFMp8H$mOJ5M+-s-y&CXj<~^9fhL=LRXeblR?YS;&B6;MN9k9dYv5O&S^r|UAdpOH
zHR`vGLD5MT_9(AIKsEFe9AxxG<9EA%drjwK_8U**+p~cn8Mbh&-zyKkTW-(yck;u<
zwc)3~%9G*7nQZ<2N6X=muH4v4ZYW;8FKNClfr<z6(|f{Mi@?eN(_)P&=%DDyCM0$S
z9wa{edG$dW9OGEC^DH2H#oM;2n*?o;kXsA)ZE%Cc$lenAm(}?D=-<X=o(RajdQ`fC
z^nY$`O!^c-$;9rK15yJ?$xxCyrXhDE9{$Q$ayKg%LQ@KNrKC{+^dG6@A1L%i+xQ;o
z0g_{WaH?aL|6n>Eev?%3vLgt#&P$wCu=m1f8*|3lyERzOy<o$C*An+0Hh-<MIfm@f
zRN6ashr)Y*gXpliFu=S$AKmFwaG*7Da4YfN)LKm@Uq~i>K-T%`BanwY6B-+z={v*l
zm8kZwmBIM=vZ_dNcR2<WJ=!f%5s9xvW-lcv5>F1xJIa7t2rx95eP!bzKD(*&E5c-d
zIM=qDOH!-|x;w)|c)h6DM}NIw$|)Frb2oD3)+9i<bo%ATacK}`{JBUilyKYTGo;4<
z`D4i?b{;z|RjAY8J9BLp6|VTnc^tS;&Nu0=VSirofoA&NVNY>kkkZjPa#YD0dXK#{
z5$tq>jH?5pPn~>V7jw;q7lbDoPN31>y6j>4pn)p=n*!Ku@;E*5lQR~YT&Sl16AOIP
zx?kufbKtDx7sjOjNZ;0mBPo*223-%!$w!L^pzlFzl@2x!{O_5=W=8)!cpOF%x9K4H
zW7m!&B7xbk)zEn$aUmJs*IoJW$uI`!<V>mF9PVJxl00Y?7X!P#onEzy4aUD44}S?S
zrh?mU5rZlo3b=XR@#P!{guO3&)cIv}VI<MUMODxN%jY^1Lg~U_=EKvb{Ny;apqwm?
z3?}c<XNpHcLkjWG)qT9N@(Q5R$#TcOAsezT`aQ|yPK1{e_C-q#iP+rQdWdE`6<9XE
zzAp4L0#Ci#QMARM0$GxA?kbl^&WGkh8G6;ik6qm-i^mdhB#go^mQ)B4%LC1Aihh`M
z+iG&8As?p_4l7Fpy1|9|u6Cwo2UOGk)$V+X{9GwA5m(-joP_=lC*J6M_;Z9k>d@I#
zl$940UzRE%`@7Aa1*N1P*{{W5_2L|A{n<mSAD4?>bfr;4;~rpB)~)n#B^R}i*N$!9
zlmdGtt_7y%MMH(`^&U1W($5sCK68FwGR_h3iOL0E9F?)*S35_z-Jcnjj>yLYPsZz=
zvA3MzGNmV%lSB*^E8~r6?gXLXdwL~L<v_UE^!)H?(ofq=dtM>DMjC3glp1*MorPlF
zz5V7C1JW}Jr4;=N1re2$9^3yC&^Og^)1Bfx<SHKu$Qq0TjS|s3DYq0@IOxWB{U4bx
z&%Ntnu_=dwDm%ebw<7_cWbdh)h{5I62bXF?GLcSps&bU{VfIX)H5Ba4LxxbpEXM9c
zm^kbDc|lPQ4ll~DsPs`$M^M`D=Min-k`UI_B>m%Ao+gf1#v0tgsqDI5kp;ghQuf*%
zbwK)yrKwL^0<a;a`=QN_a`;dEn|#2jB8;}%HayxC18*ZPeVn_I3I<Czc!xNWFsfp4
zs^B4o_`}obomFgbJ*+~P%dZ?*{5>0w>JSdkutnbCZgM@)Ht2AzMuMyK)XG?m4GueB
z-oE}{2AIrUt9`o92M+7*r#U5617bJMJe~d@Md#s9_4|f#gt997W>w0Fh9r_o+*xT@
z$=-YKz2|Z4aSq3xrGzL%q1;7NDne;!QIrNMqm1A4`xid1&+|O@xUTnQ7mjTKkA2tY
zr(t~U3C=%^7`SB0dwj=C5SZL}8j|5f@^~)toNnijgW3+S=_`%8$f{)LpYdNPJX477
zy81E`RCnbnH0_Rts8aJlOHzlr|L_`6Di47|g`OS!EZJbOS=MjM3r9G<B4V#KPU`#v
zYa42xnnGOto&Fh)ND$NBK|<>M!2FS7tHU0m8%we}Bma{D?_+x|J#(%?`ZJ1|@8wYB
zRMa@ssFa2KD};9mItAn9Ovb2A7!^P7Hm`0O)y3Uy`Y-oucz`{R<t&F!F{WMrI3+*s
zh3cF-2Cwa7;8x-C<_yIOC|Pb6m~W1RA49TV8_mf+%3kBZS~EYql(TJcVl*8%?79rM
z)`Vlg=j*k~WX`y!fA{hx?<iE5P59_a{IP%KIe)Qek^C@udWsKAA%^@}>8@)@1bgGO
z(UnC%Y!11-Q}UKS274+hpW91(wuTJB*tg-ZE`#2l-jodThwm5gH`zg4^{<`ohsfS(
zZJz6v+hh)4Qn_cqAOR<WZk)=nAbJUoLv#A!ejvv=aLmm$9fV4F^l$#5f!v2I%fO~Y
z{4y0$ul=kPU(&q8@2pNF`Ivrc=ag(wAF7*DU!H;R1hX#j^lW&%E<2kV8IQAdelcme
zVR+h)c5|8NfH%3GD*5XeKsbE|HBM9fF<zlds&rQ=zALyoTDG$i$9C(nrw`kK((N3!
zp$}#lRJ!f#1MTDR&HDno^J8sXok-uvN4`&EWyPjn6CtQ@T6}-<Xc@FW|H+UUkHUmZ
zQI4p#Xk=;lROe6py=*K_GRcICvS1ULYAcZpW^d;=es4=azJfg3YN7|~kgY#-kenaW
z)i$~9Q*Kx&I5|+HMuWe5@21bQkbdud_4pHd1p41H&N_LO<P2<gYH|zBCjLahi)Oxw
zK)X9+AvuzY$L&T98E;eZNadaO-DmZo$8Q|g*qy<4s|SLkpOmrKB=wJCpBJ>q($_b=
zPldG))jB2>Dq!;&!MGV2dnjiT(cYYsjs|sC^vbCWkk*{!^fFR~4gaonrjq+$_V~`X
zcYQ6PM?-n}>|w&gm{--aOiRSgb*s2b$y`=ZHp!{XlMdfE^#nI1klb@V!KmO6SGe%7
z+x*IjAe@^QHdmWuz<)yP1tk8Kf%{U?gO!<NoHw5W9dlQxPX6F?CL<5Z{T1_^&*sB{
zkg>*zPr4wJTVQ8u=MO4>UR-V<b?(Q^EswNBZQxc)+s7TGzAf+pYJ+Yf{Hbhn3;C5m
zIA2NDS{5`snZER?tfCwa`|0Q&uyQ6`<WsE5dEWTCsbAsddJj}fc77VqosN=53tk~a
zC$&<N`zujC9~FZhJo{3UhG*}YJ9OsJVb0K>g@-o)99${qVKD`QOR_}Ti7&r<ej@B|
zWfXKDP{<1VkPZ(XUXeU+N^%P`%>;XzN`U(LVe!SYDd2IrF5uBq!lD0|rPtYN1C>{r
zY}4n7e!y?QGEXZP@}ypjJkU&pYrZsTgFWu>X{$uL3gO=vd@eQj<H^D~MZdAH`(j{`
zO@!mRwIOEe8z=_md7{_ZrYg2*!Udi!{4?>=5E4|ZEn0&Jr|LvS3_G(Mj@_0qe|M`K
z8?^Ked-ayWm{#1g;thUKzbfwIQ^_P)qu!@LYtDya;YXv#^wV*n-KpR8St`27{?}qd
ze0k||?Oy}!vf<CEJrf3eDxl|k?|Ba;1{;QH+|y4oL02l`fLK4tN1xKqW`0=&s!idt
z{;LV^Q`ga2;)Xkz2(0f5GR=mULFpIYc9Goj{|5Ctf0aObMfAJ4xhNd48NV}5{D{HA
zF;}l|PKI~se0tAw)ZvwGbpM(SZaBKZJX+s468=5C>(S+5jBngOeayRF32zfG(M9<5
z@&5gsr6<-Dj7&7=&)JXw4EhTjA)Y97NPGXW(w&OmSTtRyd4nNG_lNR-ckGb<UTisU
zG6%EkJyzX%kqU0|K7oPn3UE$pvxfmQ9o|r)xO#~1RxMn<?Llk^>{WYkn^}hnf`_|#
z91e$L$NLy&D<yYa@Yr^L)t+G36rf`uI1>lVeAQiU+R5k?ZXzdZRtb4rBf>}0GO_u5
z*SmF!i7?5Re17&$E;MYaHIMKhdCih+GEdJLW96-qi~hX^7#j6m6Wy%|-%V)6sm~sH
zQe5InILg7bLA*cQf)2tqk1}LA0+92q;R225FP+$jU7z{+6JKjsnS&h-PR^=(vj}=a
zmGt&!L$wsJ3<;PxCgcr5`$RYIp}UatV%{f`OmdkoO}y^hN%|d!OJ5V>itu#uf{V+#
z2z+>CuGxO-ApYTdq)SyuL%z(lU)irQ2;WkF|Ishm$noF@)0}t+EU1{24ymW1EpLRo
z-BKK$)!$*a6y^zGMqA!@Zpw%Iue4M;hbXYjog`aD&UK$?gbr6=G6)vhs)^rFMMrZf
zr}A{7b1*bK$+6QNkL3Lq#QHlImS2tR8od{Sp_NKovOQvPL@YbUt~3cGMu%)BxC#OI
zc-uGn6aV-#OYP6mA?PtijofUR3~ygJ#kBLJ!HGXs@88Ut;J#ty*L2D`{5ZU`=Jd{3
z6m<F4IiF*IUqWAVIKHG{3!ljG`&l%=*2&du8FY}JYRvRY$UxKE&$(Dr!(eXvw!ol~
z7|7)RZ~3c30dfiW3fPc$+}q&#&;+@U|FKQQ@X{0EoST&3iRw5oVzF41EwhAUl8Ob5
zqUm^CaAoGEZ3bL2xuc-+!V))q3}Y!B^dcN#s)BJ-6izTbTNK!o4sM$K<{R9yN!~(H
zlDcvL6q_5n{^E7PRdT;vYHc#WLUSnV#ltG_Go<~k(2hfn!qvh9&2-!%=rKm2XTXV$
z+tUj6MZj&i|IILeELyLM7d-E977E@?)C)Y~g&2Nc{hqbK*cp~Ax-ZWVwI<{yAEz+D
zI^0%n**OS~rrFtl3a*4{MJJBS10HbV@|!>ojU1@G-jrOX9DoCIj`u4v6LIYq%ce;s
zl0!i`$1P!+3Az8W@81(3^*ZI1p|A|u)9jF6s7&z1w9kt78LUNcuKe)_F&PW;?j1g6
z(-4Ec6!v?u+#Wb}Mf0!czXbe}+@^eUpB6ZO>9lh)%!dao!dLn}dqPzOMf1lkOAIj1
zuXr4lgPLRiY#!S9!RhG!-(Qc@NY0(whYZemY_HfNa7v8=D=y`fWs*z&gRI@}QzIZK
zA!~v^%??%WRJE)o-!s<mVsrOwC>on@ONf104)?3rDvI5mF<DD&a%gP<>OYPMQazJ^
zkAHq(Uzv{w7Ad3WbLaHHzdXt(OEC`jIhVLN5zZ0U+gH!mY)-<D{r9-MU8{f|TG*U-
zI2LMxt{L#R*}`_QBLjoFB>yF9UrFX(!cD|lYGaZ*y7)DUDjqHZ1!0wjvZe&0BlfC4
zYVCwOzf^mF(8&NfMYCLrQ2;ECNjLNf(7|DMTuba%!hiZ9mR&*fCER=8UuVPu@#1GO
z$7eGnU!-ZauHi>Kwybme`BAG1B5oxKJn{^NF^b}aBaI9YrM3SG*GdM1=fP7mYcf%$
z(0Cx$As>anNIPc674L+t)eCEig=>8c+IyY-fTe%brt~=t{nbd_>7D}vfAy%W7d){3
z6|G~_Bpsi((H(yuNP>g4P76WWwlH(-Kd&>qg}5dqeBtwHXFPD{NP=Ze8cdwEm(b|3
zf}wM({#hT%1n=Ee7jw3`LL+z8hcyH7@S{%YnvhvKvR`CbP21xHq)6Jn{)Rv7R84r2
z{)Xfg1nwIf*RsZ}2TR6&rX)XwyIZ;PwKEzEm}(mj(Lj%_v{)vS{5LEI8{Y1<#?4#;
zXH9e5Kz-jFXJhSAbY@$rwhj)44arViyP5o<>}*Y^8o8IEL=L|W&OZZ1p`XJBIAc+O
zef>Sc<pb%hD<Pp9PNDq=cT0^(Pf&TVtXAc&2Q{<_*BSXh3_X_8@IEFQIv%Ayi4e{K
zgPq%broZIDVh!b-*K<Gk`#!i(fI9>0!+Jwi>PX&sW$*_nCZgAojNmAG;}252dzNTI
z6kL>A?fN3t7SC)~x!h+Ohl#O?zYD4f+y=PiT($gANyBK9cUC@T=l9<J;hlsz2emgh
z+@`=wzMBVMY;eRehG&9IJjwZm0L_8PaCoLTf5^SaA4jiBXiit#;cb_?2(~0!c=@92
z&SrZ$#vXe3N=zUd_g635*a|wrtuYqP$Dd14^2!j8Xm=<G+pqpI`^W)o*!u7MA^v(%
ziN90FS>qt3?9N|*)?BnQUT#QpQifgsIt<6x(eba5yU<f3!g2m2IkUWY0T-E6=T|J!
zVC-7SjZ`wnYGP`WsXA&1TAKcPe<K{gvzdv5k0%EwJ35b2Rx81K-eLcjR*RiiB24K5
zmLaGt8ZoxVo{I3&>`2SSMEJb3+vKAG(d|!Kh-5A&;3oTHJQBfC$mo5w+F`Ff2CcW2
zol)@v-NF2`KMv5qzkBXLUuifD1}v(t&|G1ix}Q9S^sk&+ZmJ?5sPJmkw{6Ue%+I{u
z$VzRq!>56d&wMIRK}WrFCdp)<AeC#@{Nqv)W(bQVf4m<6cSGVI8BK%`AGI>dttx^~
zS2g2rC{o}U7b}MyWWuiF2T$9y`Qnw(H3{Fs6ToM$@Iyly$?0T?Ti$uY4*J`U-+cvX
z_$qk2;5xP>I8ZTRWX)m-=Z#MovW<qIY3{`%V^32N>IWk8WWz|ECm+t-YlS+j0&HKB
z3rHV)$8MVRf7;~(stfJ8C>Z-|;M}e_kXa|CwOmVdMD(6jts%j9n4f;XT$F+V3dyB5
zCsOd%+Yij0yah-*ue>Id%q^WH+K%0{h{K>0(}(G&98fl<U8sfd4$mE^jnGuf2BqI8
zSorS8U@J?|)pdg&Xk(fw_D(7Tv$;-;INr*J<y>=lk=Ro(G4q_0ZDTAf#C-{&MiBo3
z<MQgUMk>(LS_EFE2jPm)T=biB84$Zi{~6y$GZ5e7e<P|P3f_(hX|We1;!C9itacYu
z;gt`2>AsN^oNr{;;@76*P{(Xv^XnLBSPs*C{Us5GpCi@iXCeskP!h}fQt-uw+ozu}
zT>u%MUq6K}Qo+T3J-@xLA-Fe0<_nU#?GeS~*Y15D(0=k@5A$*g1`hGfvTW0a*)M)q
z`x7HTc4S|Tkdz<#c+NJ8l%>L7>BuzOA0(fAe!hI`MN@cLubFDqnT?s|6UjC$G}tZf
z|MnS67(Oq){^gr44OQHO)-EoQeSy=-^>1>Lpj>>ew)3e!#&(n$ZJW!)(XEC{K_M~t
zpck$$QNz*nudaUFb1Ig`>=;MKRE*osx74AVh(1lT*-H=eq0uEzgzI%Sm?~7bdWSk=
zN=4h!#i#j%Ul-rGBhd~l1J4agefI}m+RqB9PeC~G<ivf8N-s32*}HyoY%-|oZ0LKM
zQV2h%Bfl-`1t7;HqdBRG<kVkpWYY^tg==tkx%5i{jO{<^0nSPAf^&N1kYg;0>#G<3
zzUGfogwj<tAA>q;^o+TZ5`j}~tGSjv1I53{FFbOhp|hn_-yioRD4V=n6!s^Ba2UV6
z#}Dba<j}#__M`~pT5@y?#r%P(H?q(DX93vLTRi(n9>7|o>V(X}XmlK*t2|vv1?{Ey
z`ei)|-fU;47E7JOs??d72={d4vzhMB4D-QF+vQGGgp#@4x9y1wR%KA@-z(E1LpWx>
z^Znn~<Y3R!v@0d?&iFQXaLi6$AMTe3W^(Y@!r9*~8b>h&!T9(cI|VA}#2K*o+eO0J
zqYWEI7UWR+^-kfKsA!lPv`^4@M)Jh8vK!avI)n1q^@7QVDM(M6IkNJM0eOiB(-q%a
zz<3nzXVy!3*!pRWU9=Vr3MFV4M1yldQj*I%V`nBDJCyO@(wZHxHMD(kV^<)0Ekuvm
z?WF_d$e?`JcN2J4aDgtq(H~#^Gx1Z&4?y87N6&&-68?@f=jeXzis9SW58c?}kBuku
z&)p(=*;9j^G~>P)xC=&t(j0M^uD7vW)g=rgT}%@t3aI!ttub|JV>%2Rzi)f<Z~(Bn
z1ZHQcXF>tHr`1=6Jy<+R6K2d6U_RF#J`c}A7;TRd8_6(2wv$r&-ouG_;orS9p|8hr
z@2Qw&A0HR6bWWk#jg-No6LI{H)+WK;?zAiadSam0I4`C{FBa~n-g7;2DFIDWyDvT@
zdw*`Beyi7ZBuB_2dj8V&c(i))r|j*;Aeg>>xkIAL3s_&){5bfH@TEAD<HQe;ImPDF
z=S?THz;#yCLiv3#FeNF4w!N-EW4E98jiV#MzM8+n>U#ht-<cb*QTN4D@-A!D!UOO`
z)WdM^btM>ZlT-1y90S6gWlcBDlKI`9<dXC{GH<e(l{q|92pePA5?qPjg^OiFPmq2P
zbY!g#y-9LHj<-b&kF7Gq&qgnO{mK6lZho>#YB2|k_>QmHr4ov()Ss4d*hj<Ng8`X8
zZsbA7CG#pbxop(Pj8$6V3B<Cap58SBAyD(u=!nYxB(%4?s5jFp2H)S+1Y1qhkdxQ8
z;(~lK#{Ay?-~JC||H%15`TqA@91EId&!RElcEp~{tK^)|rMtAVxf;OhUzJjaSt^iK
zZ|)|wBN*a83gL@iVYuuz+RyB2548^@HuiS7;pxadw8?lkxcKI-Zn-w$dI{Yb*;(d@
zPuY_WKHoyet0Rdb&Ds8#_R2PJf#}39q!?#iH7Egw&aRPi;$!$Xs5>?mnSlPLm++<)
z$rIOcP`lWd4B~1!-TH1BXmit(cg^l>oIJ2;VD5ki+^Xuircp{b7I*v4yrWX^THx$)
ztJXv~FO(m%h428_yZ0I1;H6{r9skF@jdW~yWTK$rkpP}o>0b9j55TCfdHyL+8<5}l
zYbt|Q1|8cREf1Aw;(c0*z#C)oe%6|Y%&-z3x|(ZVMO86o<<2#mF@n%GR{ryB?jh*@
z#C_0gZw@BMhV1LwoQD_X-k&cG$iVdvTy%CZ*`t$}I^V6mzECrivA#MbpXkYgTwn1~
zfm&u|`}bQq#9!DQJY=Q{=C#FHyW~A^GT@~8(Kyl%3Dk(EI;Nq7IwLvvH{m>gHyE+I
zk_KN^&PpD-M}c&X=_d*CM6V!Z)Gg2!hQdSBB|^jDnCI~+tkIjOQKab!mJ$qXQ?7CA
zn(~3Mx`1o(zsdX1ul!7O$3eVOU0V<_sETbdTdd8F9>d4}`Cq~xc%Ztl`ukrMPH?y2
z;43|{r{-_IP7fyi5a-*JmqNtP%e3pRU;F+FbWY{}5IvubKh|n3P?xNb|JEOsXQ||V
zW0;k-SkrN;`JC79{&hH2;V=}>oC@dm(u}4)_`+D)B_sJ+!ii?xv2FQV0<hQ!x_fFA
z!fnod&SmU$i0iWHDI5#KUA374f6wIM5x*xj%jSVt@Fk@}{HZS3u5n|8^#;LW{r$cu
zD-kl6QR+*a4?|N_*!*a~A2Jqi{?;e^C-JRS$G*m=pjX#u)F2}kIC@yurTeDf4*!!9
zf3!*<rF~4LRGj#Cwr~pS9Ek;P$NBW5<lP*0A9ru%%0s8RKd1aR*yHfxs-x{hmvUXP
z?(ibvJb&33*tsVp0p2GYrjGLy|Ns6SrRFlhFlYR^WbR`UraSTtmyx+bZ%_;q<)=5e
zq{mJdg;(N^$J2{eb20FEzOU?ZWDx$|!20IE2|b8p7k+%_XC5+c@LI-Prem<ke_M^D
zvydKf6-tg3W31+|LHvX->L<iIzLyLpdUM6T#}BtaQjqz-3B?pNzPwL(qi#G<d5XLn
zgXvf!w#<M~3f4|!-MVU(h~d#6>wZ%VP(k|_yX^o4rulehubBp;N5J3S2*Urp`sM5B
z3!*2?Rah61L3AM{mIbfhkv(Z0_2gE|b-DO3zOmSDAq1a~tKYl!F9R!9QEGY2!l6f*
zHIA8C4_bXsEg$|K0h`h`mPcwPVe6Owu8I#6eTQUkWQUgnT;N+ri%&~|PMy@HsMQSg
zt|?Qtm9>HYsuuJ&_|i~9>~V!ImoscoTWqipFD87dox1(U{Gs_IQxD&$CB8Y)wwO9l
zfk$>SmbV=WhJt3w<9iHmWVUD(eUfAZM}M<F2#Fn4`F&z8uJ&pIS}=`IFC;QBc;jui
zgWOcSwdabnjp`Bn#9WhUkYkH)rhBv+dsEQBfcp~9ND{I*`d&57A^WVE*r4G-Z?Nmg
zsp)o00*^^*kcEsh?3z7sWU43_Q`J_Kysh2f9c(SFI&X;9&bxZ7J~1Hq*U2zzk!+kQ
zZ*7+S6@<EjJim_}iN=f{D$(y!;~@XsDgKSrOgwqB=Vakp5BU50__@c)(XgH~cUXh;
zTa8qU{|r;&A^+0KcIJ+F;F_$wF%x2k6QjTP$zcNQn@z31U=|N9N|8OZ=TTtGD$BlH
z=msaZuWJ2~lMg*Q79q|-c`)?{w{?Z(qTDHl9q(W%q$v#q-B8ZP;iY>_sbzF55onk{
zq*{qPS^hiuc3&9ctLLj|djpW~=|8p5VjC<>+*-8rV+?R5x6jJ&cZS2O4i2r($-xrS
zOP!mEZ|?j4`qrBx?(pxVEeopx;nI6GUvvwwf<DQpWadDUyK%l%e0JW6=tpQLCRvI8
zwaP4u`CdGldR9FVwmSj(_os`;ZOY-wdb$YbGYu?h!Ckp-d3fS<!)%voE*RE$@NRLl
zBSUPP%LfMRq3_%5*Q47!(QR{^aeZ1At}jW+I4hBcZyj8(JCMFz-(w_6H_#fVcE5aE
zLiWj9Zt>Y!2qj?YIm`AyM;GuNx-W2fR}>UYpEp$(sl?CBY8+RIkIIN4-prrm51dAc
z#Yy$V7nsnQ@yah1k3GK4YgkhQ;oisDb{hp?!gF5JEQc%<o|mIlzbS$rp@s8Oj~KY$
z)%WFDTe8=ilvNUxCp<VVCaOJ|TU3lhe;7~8197Xj3Q4k-ARBP&uj!fuc(^tEX|;VE
zG#b}m%@!p2kM}<mW_O1mM}5V8eVH)G8tjpGVUT-b@NRGOK|0nx8mLM5UI{lEU7D0x
zf>1{6_-&uN?pSHJ>DHl`AmpI_p)$l7m_JQB{hs(ArUe`K?eF%0{YT%FTu~=}nY`Y$
z-LG@d@Jbl%6xmxjaF0mF5{^KroIui$XDU!`mu6gT%LSVtxxm+pvGAb4wR9&_AU52M
zQGL}P3iBG{*Ne{hL7d&GmVbmddXhP}C)7CyDpu`0lO7h2)#}pMq^Erd2W_tYr)e>4
zS&`{KmP&lgM(f;Pe~p5^s;G=+qBq}n$RohmIvrXKS$%$3<ie_jZ@L}Chgx^}x^>^J
zG@SY2ptvtC5BJ_p-s!z58%%_*OOGmfV;6qP(I+}?*Vx@gwj?*H&plQ07<)EOJUnb)
z*+Bf+g%1C;ult~fKbPR|HZQE1-8z$&ZU<9h^vB<Q(s1OcEn^Z059pxZNO)i>Y<8hC
zE52jkgY=6<Vk({_KkcQnFcSl>SjQ$PHQ2+JZ7)y$l|Bst3G=)3)|sMl=V+sTLoRy!
zuzGUqLIUhz(qR`nnhrb8O?z0bX28iuEyL&NRH%IyeIp|@9&Gjxn8<u~fG(R?yxf7r
zm)`Q@KZzO!j^s7)N67`CxhAFH{ZAcSC(wTW|2+Q0AcGjYu~_)qQW7RZbZQrVJ)c}v
zOZJJ!WYSs>5nWDs`jrowaY$WJllV*aWAp|a@2^Dn@jk$Dy{~Q+lwO#R{9{D?Eh>fn
z*=n&kxNK{&uYrO8B{T1P7(?>>*kaC`{<MNSZ9;4lck|J;JlV(jj0k!b32eE1g^F6C
zCcA&Fi-4c{z`OA&4O;5Inwkc9;?$tcr>c??up(La2Lwod<2Q+Ad&eZyUrp}|@9@VV
z_Nd)K+IgrMxBi)WQy4_poO=95(gDAD$(K1uQ=wHywBwLtE?nKQ@KQ3^AA3}m==Zi4
zLfnd;-kKj#@amgdiqsy$W!M&-!cQghP3ZwQH@SFtY8s%KSIWTetqn;g4>R!c`=L}f
zv0NBZT}kZBPlF#R*KawsSwMmPy&F6?%24m-unq^AkFqP&rAiXL-M-PME9Es*G`ibW
zz^fgN5(gyuwj9ZV|3vsar&KNAP}R>X;qsx_@WN+ihC6}Gd9sD63Z~GuVe9?hv+*!_
za^hZkI^kw`zI?S-DjALz4XgZh@WT%b(QjSKQ8?x|#wf8##fa<7ez~2oaOh86j43S`
z<!&k4&Ua)(nnde?eF@|{zkB$8(%TQ8J8z5?@h(8+;(#uBBpd}z#}iafD(t>r@NOgF
zMYG##k4lVWgI=Eca{N**T+7&d_e(S3sco@-E&C@GTmv_V<!mVi!vK>P?JH@pwtq+c
zy^OQ4t*lX{^=c$e#!Mdjc#Vo0XIPr|*Qf$#eAwv=RHEyaoEgIP_Tca-<FHC-A{x3+
z9qi~W!TlfGZRYj|p=Zc<ucJ>gFw3Vl#nd4URC~Tk)u)qppY<%i6Q?_FO1vT)cBdSp
z1wZ>f*cyW_Jio<DHfG?)2};@SIvP&YtRLW1_Xq3ORwjk-)KE0VjPgs1a2Qn!AFLgS
zN6zW(zLWg1(CNCkpGNee!-c+=?|4w*qg)T|pN}?%3dLoV_fTNFRY;Qpvmf@Bj~eC;
z`Cxbv^>lWd0Z1mrmU1j+qpaO|jh^?UzukRa?d9=Opm|<4Fr&tUq|OdruL2ERuXw-y
zkxneEUKWb6T6Dl3`yP#q!y#~D$Mah@+e2~VM#iI+PktyIz4yo1LLqilmRxt~aDm48
z>yi7EV{y;@yDk>n1Axt`w&dMOeSEZ`Vc&8H;lx+2nl2^$!+`f0Zzey-!C=^tuujo5
zj9o9+s`w@wx9^R4VXU5q=K~5&B?1Cr({=`P)zMO{Unw~F{7yLR`E`QwxILTr&9`%y
z|03K;aqmzCc9LIE)BK6`BjM9={@#C<%$W}+IC@FM<pVMT$~LY`fJybE(!ONg{lmyG
zdUI<&cDQ9~&stl8_|iJ}D;qM9^#V)hIo4o|vKw`XypafU-=F;4@xvb1+_3ZA)}Dyl
zrtSK_DSF`I>xW@Mg|R3D%=%%x-cUGJ)$L}O3%3S%YA+MNY)jrFaZXns*dBVn=Ebp8
zsML{~vrCBuC&$+h&REAIZTagB?S(Qt*1U50tyeO{2~$PehX}8Ae3#OGq7zKNu}AuT
ze-Q|496e;Cl!r;>e;c~qQlLL!d@=AyE}q8^-Vce+qr3E_co}&wqF(g0eY20n;=1RD
zhQ#Bsq^rp@?tM1!<qvWvI_JXK8%D~SlBQsPi#5fmGz4US?xg%9d!x#xGOD|t7Va-<
zAK9OM2B~LqF4(J*T){6l9V!EeU)yEH<jZvm<ONUdlfPvH2A2l&^{Ax3KlbXA@0Lgq
zS(4IHeGm&VYL6-&IT9|Xx<+QFVm>PW3s8FbE0^#&XOEhVksQz$TOFe7oUluF`9ME&
zIt<V9i67fri0yh7gH%%YXf3PR{d<)P$5K`MKi$m2h9_@6J)ew%<+MJ{VVXA-mC6do
zxN4)+j9sVz%NZz<bKK7LfaqbL#bhz76CeLTxy6&emJpU-FXEXMgYSOd?KXLo1I~sE
z_q+;Ipq@!$n}lRCuFN$vyb4K<N7l3HKw2sKE9M_Lw<!-hy$jY^2*luoLe|;+J)z)u
zL4+kvlgz7RclP!&N5g;1ir<vCQ9;|H*6tgN2UvXe=BuNS{GJPv#Z6ls;fj^uJI+hi
z*jcJ!(b^UUeo7;P#oa~th{@!p>6R?Q$&Rh)e`OBBtJM8deWPIGi$e{QIpN52TdD8)
zfpeI6X|CmG8Vx5Yg}gzH38-^*YxAR_V9Z*pna}k*6L~eBh*zt`gUsl%_F1VoTw5Rg
zJMG_cXYyqi3$Bm8pmE2G?k^mU-<(rNGP4RG>3aWuBVT8d>&v}wQkC#9rq*Q>L<%%@
z>HHlUN`tVC(QhTY2%lIsy2kZSE+jlwQELBP4mwtry?e?3b>GRqWWg~B1|?3VOg)dl
zmC5OAJ9G#qL9pyy_<;;8)}&pcUGapwZ8tA#|Hr@|{o5`$DUqB*Ki}55cj=HlTIe4q
z>x?Rw?K3nzQgNj*ps-~y1CPjhH8_xcW|1?K%xZcLtZVjNwap_HSZMRj%uk~6?da(9
zyuk=8c1z+4O-VqXX%8Dy4GKP*XWg4%oq?8)y4?rfP;gH4T#+}?g>FAwy-Tyh1P@!V
z2GsDIVCVW(?gzz*FUU9Z$Srm~@Qxa0ZY6oyBHzP~T$?M!Z*5LV!=FfwrTuq1v+GG<
zA)-9L)khQD?{u!+kWB+&zv1CpHwKE$IIes0gy@+&U+Ml?AArx4xxa56F-4V!54G2@
zQb6FQ%uj|oxnIVYHopIsj;#J~grtZbK>18GYf~x(o4CUI+U(=-Zh6}FL&syGNoHlt
zyU_q=*>ZE&KM6x_tKw^!W98VlEEgU3BLc_vwtX#4aDlNsH}~_O&A~IT3_>@sg~0O1
zlh-nx&Va(`9pC*lA9PGxYWE)qhqgm`zr1yVP;8v;Yqv2Kgm3PftR{WSf3DJX*<}CY
zM%j=WdbJRo!j;<`uVw=^uud-Xl`~5Bsn>pfmjS=KKbOr&XyCuEnoqAtg<<LM!|~OG
zpX*$-vv?~t3X?)qy>$05@W=y;^K$>(fK@EkS8JYdVb@Y8u5uCo+4cspV|sMB+=#g%
z#P^&szggBdoaERD9onNK%?9nKtF;288CY4i<4y;e8=Hn7$x$othp&OfJn=-|XR4QH
z9Bx?*ebH$t&R=%HVaG?D-_(fz>Rj4At)ws%8tC!QKAnJ%I3>Py?}>psyV<TS{Bp%T
zoOZuxJCm_hEuraMT@s#=s^#(P^20lulD4kWP6F$V!mRIuLs8nQN+8jM2F-U4O0eHd
z#Kt{G4qSd44_i(2^)l#Z@NHG3A3e+uBb|7?oLU@kmY>6o<3J_w&n%Z*3!!16m*F2N
zqH})AH}Q9XQi;3T=H8D;Ws`cwK2Lll2TaFxrffqbK|8%IwU0L!c&P`A1Kp_jrB8&T
z<ys_ED&GC^+l&IUT;J+uSNRiO5@WZJtUt1aH)XR}mf#c0_g8&FR7jZcG5kjOB5P0e
zj&2&u#*|`-MT)L5$qn1K@GU$5L|izp)GVe#`~Yps6`uq+e6NMW?qn>Kf3dlptyu(G
z&MI;m<0Y69F|*76a3UP<S~%b$nS!<|j`|NsJ(IVeY3rre#n^i^{H!_O8MxK3%yyH-
z71j^DttfRN{F?mU8B^ConA_{O`n<~lWS4&?=|gfFCHHJd``ZwOnr;TcY$@5e>(E@@
zs~SI;=V<n{rG#VR77Z<FlIL)sJ@Qf*TPUgoY`V(SPz=XAPE&1IQ_yf@nS8y9HI`$^
zX}<GmC@!>3AXwTR*&PR?&k{dTNnb~+^zmd2ym4mSB|8>xsqZ!4EkyRppVyTX2>ZbD
z$hOx%YTa;H*-7N)+enCxIg{{Uikz>O{#}KObTruNDrMD5$3f{ccN;m5!^<!}=@%_Y
z(E8~``lw|PaI*KMO)u+U@{D)GSUJ%R92C&W^G*PL)u(l1ifPCbC2oEEf+8fpw8=Il
zy88sxIps7V6D&^C%b<nQ;lNIP`0sQWdIg-DIw7Bn0}7RH!A|5I=fC}ARfIQIKXp-1
zNM>N@?nk>D)n&kVM}N6qXaH!(eLOzqVhcyU*r*>noC9x)r$r`X<FH@cHJMMj3bhO5
znWa_J@%yDhYYx9W?BSux%GJ7q!&Cnl_xOBBH$0T1>_Nf4Ima4R{{oQAFc8Qc3qr4l
zNoIogia<mm>TKM$4A@Y2`=qjdFm}5u9uDYdfI62K?~k`psJ$YVTs#&9)5+Y+7Blgf
z&qN8xkfp(dRL7Q!Ds%`RRoX0QmW{3#ljWi){_x!Hs_>h`@p#o&cgr@pJbZldpPu^h
zK(IXE=l<i5ALvW2`L*D35}G^*J?zLFHsiQK(cP}IXnfAE>go*-9335->%SI+-Um%D
z7*{*P(%PC;cZ{Rp(D$GfAo}&**;_eI&;F{gywXql!>W!ehAzq#d*i|Iz#o>);%RVv
zd~KiE`*<)9>3F?MpS&Lr&;O`Ts6^)5)c%ScG)$_kyMD9O3oglXG1J5fkN~t=yY+M7
z%+sAEpUM8ct>c*F3wjRztg#BEEv10ZHHhlzq+$`r!lEjxGkj2^v!6JWi>>oagUd0A
z&{`+TytZc#=*k|swn4D~6!VtkEMEse>y1TA;TBIU`jb;2TaZW?E1Q1){F?(UTkk$#
z+_y)*h02S$6P0){q$@y|)S+wG+f<DfH1QP2P^hR=9&qfsxjEN}2ArPf4zMi9fk@$a
zmdCIgj_+St8lFo5$69CJ>&9db{=H?7Ol}Z59c>w(wpPa?&13wo+GkO8P41?66~d7b
z5)sTem5z)&X`TM{gdgVkR3uV35quYYUp!1qgK_SIy(gJ6!TIsKM@V#>PXgn)mWKmi
z`*aqE?o)qYO;w9t=?X!WjQ`S}ndf1(`0r5`N)oBdYBXlIkh;xvbyzLM2PI9rsx4IP
zuq^$n^21vOxVV*jC*ylDd^|l|rR_=lhGI=2p@AeX#ku~{N?#7}tZL^i<Shio=TjO7
zw@~oO=u?^5t%Mtpcl60Ns~~u)`?guGHw6^CxrXOX=E5hL&>eTisAy4<*SWC4AC)+J
z_ob13peIvWdo-mGH3srBse~J}WB6qAjZLwTBg^}*xV0Q~339E2-xs%?=8~-)BDn^N
z@2(6@xZ*!^bwlGTDUdDwXDfd;$>X*S+U<DF8zcW~Vffo*<3PLF(I;F+=$bQ<o?RD)
zac!>oGK6z>j5V&JOCpl+6us{Kp)io)XS8L<t1LM4%W}EP%@e-|c*dUD6a&@b<-*Ps
zUwAq0!<Bf14nON;mUi7OK}*3ck1CU0;Ck_)y6~<_q_nIKVElhB<7FRRNcuU-_R)bP
zrCe0;4k642Dm?p|^8M=OG!$uh8m^?Hj6K%>#<<xu;E$z`c!g~$N-!~<QmQn==zlf!
zpVDF=O0%M;ODzWlW;(28*2dyt!|&opcje(`!O-3;X3}qPzP1c!qvN~LB<_a6Sa4Ck
zsmr99j|*pHd)6!G!e>Kqb-jZZu=Zu$!atfbL{H`HO4bTN^=Q=q`>TYb_AjE6Whxug
zT0Sg2%Om}=a<eeINDP{ujx!Z6%7=m4GN(pW;;%mu7c|0_4h0<1qPt}Sk##HFnEF!!
zJe1WuM+0aeX!r2@p2<WIY-s-Z!Xy}a^Y*T$ZYjXGCrvloZy}UY$?03KY(nw+t;u(z
zr}kj()B9}Q$$7wQ%D?-{Mp7qnuoef~(y$;UeevTPQg<ab-7Nv)+t^!|$7uJ)%T*T@
zi^a-e@6HY<&DHrZvo+syO?NT+YzkQYig0T9W1b}`65nrS&!zTZ{V=fGd3sWs=qP`8
zj*0OdbilMtW-eni3ht6++gCd10%b|JGY(X%6CXG;rO3I6?0a;kZ!yuabKMo2$+x+<
zv)t^ig=#!RhNOC@`4|9GfC4KuG#MDvV!gDCRLJ3#$>}KyhC?&)AN1sCc#J##q48lV
zW{=q2@ep={l<LmLMS*yzslV2#bj%)j?wbyucz+&t`7xi$CY&k0c)Krq-==~7q2_Ds
zF46drt7P!@`wHTlw+)*->WmM&F4623s_~8929YbpN!a+dWncA<5a2NT)4T5o$pzUq
ze|?g?ck$bXPtJ!}z!6ExBT=F=Qkw{plavp}V$fJFH_*ZS&SuFA6*&<2&?Js`8_9z-
zxxBBkE*GoL`+a{wv4>mv%i1Rx6tvWKUH$ByFNQtn=dPSRjXUlQm+w1ahioQ~Y7`an
zF!t@ri|}q|_+zWf>LN;Vu(Jk_C$?pPkl8{^GhZg&mbk?7w3G0$1lumAez(W5h|P?9
z!?|E=@MmNb(LGo`H&4KtOw8vrk)I;{y7xJeVB2xR^Njfrc5!bSUiF$^^>xw?KeZ~D
zxI7~K*6?z*B;RBx|I^29w~~N<tB#EO5q-!JehcINOmnES-zDJg=Lmo8r?ym*9MKo=
zYNHM^XTrL-HNstiVc5Rap5;|s0Y*hyw};nfz}hoEtp#Si@p~u#tIz#mn44Q=El1`l
zYfsvGE4Ad{p{oUq<L@G1{_yEY`xB06RqN#y+7gS`1+?Pv69sxLZU$>oeSn)^_t=ni
zB!-&*Rg`%}@?Jh!K5Q_cLb>RpZ@*>oup?ML>VRGn{0`-QRm?~toWSb4tEx%vgymzV
z3cWmhE-A>hj`U&Y`fBF1GO{7kW;6fPWFoe+U%lvkI1fL(JO8q<G#fTwKA_JN83rBu
zKPgBtVo+k;?eUJUrqJ?m=G0_8(T%lF@p}pCLaH3g*ll4iST|L(>(u)UOrMr#T@($(
z=Zl^mqwy7RaJ8WCuecO2<z1)GAwqPV$0dCHuH|ECep7a?L?%8_bf|m%)et`OPm7M!
zCt#Tot)xCR33jiZO4@aea1U75ut{GJL=(yS=#g=6kmg(A)t`(9p+{q_#&-fhEzD8I
zO_~8+bn&j4o^+7<%M!t2lnyFd+9};<9UxT5_Je$FIi&f=xI7ODf%KnD5q~bF;_xtw
zkAZDGE`KhaS}jKhmx1R29XI1~+}y}hZy^~@-u||_%Etn&`+iM{5nsR#Ymav(M_tiW
z^GND=MJ#gic<-@b&%$$DpS~%z$K%n|w|V^X+3?S3vYu5X0-JZN<4PEa#%>Q*tq{_O
zt#{%WQLv{&DO+CD@`w{O=127!ywAjQ!#s4G@&r)0Ao}aPW;TrEuFx;(`oa#EED`P<
zJFw`;@aB<s6p*vM<E)VC1))p2-RAd6Uc1jLb8b@SCqERgEj&f;FUKV3agl7;E@99<
zDC7d*{OrhykywZq(kO58%Z0I}<<Wt#bdnFPy04Q#?iHG3@2NZr++BaAy~j5VrYu`z
z8%@I@MXN(q<99snm}~KlQ})FWf2eb&`ontl+X6n8DR5kW=kj=RD&C5mT^&^EkMrAF
z6xj;}@Qbd*$}-ViIB$z<@tMv9HKicxC#f{7aiJEarBSgY^uG$m+Xyr&lQ{N;>=ik=
z*JLvXgu}q?=NwAvv2eGx<y3fIAZ}wV;hFA>BlpVDzFNY8b6VYOwrMIH9cPR8eUr^Z
z3)^O~p?kz%>&&#8l|K!B|K~K;cqIzQIkT+ibc^uYy?sd|W;x)q|6!GEb{;14@4w}K
zH4)6tg$?dL9SgFoTLT-Lw4vOFD*ay08;?uTFL|5|22CZVx1k?miC$roc~v)=+tqWH
z3!jU_l=4xDtKo%&ld9v~n?(GXIsfhs+%5o0TE|dlawd8wrtx{s#NiUlR)sVg$vrz?
zkZb0c1DOVWZp{6es8V`o{AgwzWVAJ-jer_Flaurlp=ZO?sfv#VB<B+Z?pn-+(~!=k
z)_?PNAe;^}GS=Ni@*X7T4t)OPgIueM*(FH*@Ge;1rJpYyi;FH^Wlku7Z6)uU-YAlJ
z|M<_rS@B@-`xa$5-AaWe&J86t>($}(FrT615}DJKOKaqE<zlDYy=&^i@u(@dYJZ?l
z7JNCJ&;4f73wUJpdQa~(!Ca2q#P~lka6uP1R;E1Ra%t#$m7I9E_Gf)#Yf2JI)zqgx
zzTt$->{6Cqgzvt7a{2zq=TK;kGRo^G=e$7m`@5#YRG29ioA&HWL%YPBEuRMoKYxln
z)r6Jw*Y!PDOP=MTW#Cl#w<#K2o6^fXPWB#w>D%Hmf@#PM#=hy~T=xA`-_BN-fzzuw
zyuJRjz?qTnF_WK4(e}66)0D_ilu$8BZoe0YPJ7ZWN|Sr5w!`?<33I|rc%HJ(d2JMU
z9AZoLY;?u<cV<~@t^M)M<D|Pmm1!u&t8-HROb!-uzU;BrHHF8ax-t<AUp)JHkHAyW
z3K+iW_N|q0O~(Ey*tai4;^8%3n?;fmvFk#*QskBY@4+`e$u>O=6aVQ=?^Sg`<3Gik
z;iR7KxMM#yTa^bk`ck_5$(i7y+HPIs?EqG9ju`LvivsEQ7cKr~#A15qnzt=(nRv5f
z@yPvuTDaOqT%F+=kDIG(QknvD;SRs-)~3%#vFT~7sQQ&0i0h2GXsw$98gOXWxAuJ4
z=c<tTEGr2&NlFKANbtdHKO%YL((U0v&Pe&z4;85M<5#NS#x!L8T5`RLq6{rV?~X1N
zMxpeMd!wgh15n!aUeC<SWZ-|weO_3j0uM&ex9IZ)VWwV(RdRARu9Z;GvK~lACe0ld
z-tSW}`I*G5oMI4&-d;9IU@JoJ-i=1y(Nqu>oBr6dK!vW{l&%tCa?Wl~emcz-f#E6A
zRki=okZH(4quA}2ipWXp8n^O%xS&Qm_q{3|nD$=DjI$4b!w<ijEZS$nb^%e*rq!t!
zy>x#P!iX-D)p|a>Fa!;gQ0A<IKgv0-te;FHb3>)ap&NYD(72DTF0nQjdYNsRkFwff
z*qiXDrp*43{9K!lznYGoJ(O+g#9tO${x^Pz++&3mk+JJerNZ-b6-K*AUvS~^=oe-;
z3TTNgiXNnez~>I_Ph!#O_$Fd%E_egUnbNps;~a1bMJqej$P(U}0@o?sw}j8}I^}_P
zS%n?Q>$Py}Ek*+Cl^Km^U$k+u?CBw=HVV`Vt){s;lRTgC^?0Zv3fKKkZ|`)WK+p$2
z<I0poJk%?reCLBRK0ou%P)j}rEFbHv(#SW*9ZN?yJhLNuu&QJ~WiKimb3Zir(L4oS
zs)g7z91VnOnav)}B=_b(d0iX_ml}@jFNtkq4gvogcW>X@6pa(6nXz=Wbh7t1Z<bTd
z#5-RXhkuAWK$Gy>XTK#$9i`3o;uKFL;dslQX}v&)w;%3%i`6F~-)Fap1C(OeXM0q>
z&@2?)e`cHfw)00(wjATG!ZeT)8_<#pk3(63zb&566LEh}j*Ec|4OW*1nl9}xhsH1b
zDg>j7JiO_ZxhA3TmlmPA%7Bi2g-QhnEsx>gWY?cT@d$|Aq%Pg|BMs*ZggN#m=HP!D
z=8heIk&V0sK1X7S4pJ>i?bd;FIk??Ic+K!r8h*GY{Pb~Z0>q`g?fmkBLUh@D5=?c8
zcrchH>aU^$mi^+dxU5RvyChPW#3d459cO)vE722Up&G*~4(qsix34{!fH4ZOPv{#H
z!0cA_owhQfe-K#TbtaVPA?1{h<;;_O`^#CIABHBvnN{0GSIrY{sEk>(E#b&#J+piB
zitu2});^#+1r@`FEhe28(lyYeG)|1~JC)?AY}{;bACJ;(Hc|h^L}7iUaj!J-r-_(w
zGo3tb2|QQBzduNf!Bs~qj@~4Dna^6bx{s8@L1^ia>2c*m_~f*G{@&^ksB{}GGbl_#
z9iQ-ujpRSmPx^Y}r@sr<s+!%qwErAZ<A3jburUZbWT+Wpy$K}0FWtF;o8)1)ecGcH
zM{?J?*sCQCiZE-RU%~m8Bsb&jj)5t@Qas2T;Ph3Z09KzrRlT*@4NnXd=S1_8y=(cP
z@wM?RG<$qcAV`G*HGiwwLQNTveN9fdX{{U1KXR`4dd3xBe+gjHNJ@udo{YQs!A`(L
zb&%e_#S6Zg{$v06Iv9*Ddqhn9$j6QA)HXk(`(xq{@u&(nUno29lzXB%5k*^<sXG;;
zP<QsrjRf0NU_6j&_4H37ej+{NO4D$>5|Zp0@IDfozsdWoNh<=;N%d?QB{F|ruw*Ne
z(#Eao*VlZ@PbS<o%U|(?KX!g0^5fh#cMKOh|IcDeI!rQBzljVR!R^s5J4KrccsOrY
ze|(mXN35qVcB^G$?tXhKF767Fch~5-O*9Q;)KjO2KV<;#VU8Q3Z)w0+<>bed8h|W?
z?}r!-VK^t=U4OtR4Z6j?ivAs_1bTQz`*;6f92GFq`kI~s-TODMRgt0NTVC#%e{Bpn
z%tQGwdY<Gw|8mbS<k|)A$l=QULULjKc4-}q4aQnQPGRobgvaCHAiaZ=_*c_krvym{
zVt(kq;9Hd>-&g$8(tn>5aq9BD_wNF>;6sMuuULv76fxaDnbesIoR#ViXFK%4Xer^a
zY<MY91b-HM3=hZ65!coihq{7V`uOg7vTqAr?&*s)&II{$SJI-Rh<=>%Rd~yw8~%w1
zxF@@+0*aIxrk)YLL6{UnJy^{Z*k@;2vugd2epk+%<(W3#%33QQ@>w0(7tJ>KKJ>%=
z*2NV<K2{+9NqCde+IXPs`n8*(vJday9?)U@cEQ>D-F*!|!|_zkwa<&$2~c>n;$tJp
z3&2A%&%aj&!Gr1So3u=Ky!o@T=s{5>$kj+I2$Fko?s&ZYic0_<mTME(_t*~jLcXpM
zT$h5*XInxQ`m^9p`|#%y-AMS)q)w6Ny8}LNUAJcGjskGLS~xF}OE`o39;;3;a$uCF
zW5-sHLg1F4>FMRNCc5WiFV|mA!?F3wNZFo9xFjZ<u-@7h{gy|k!y;19YPxc9!;vIB
zcJ}VB>5oY;`)b1&{eCK>-Z@h&$L@v|>(1V7uE>J`PhnQWnM|}=qV|Vo5ucRPhl!pw
zWhfuF;Fu{+_N52>HiYYC;#q2MYL}ZoUP|ZL-x{9-H)R@D{3PSSvhHgG`+YLssB+4&
zC39tc>GS&6yzO!6&tub4QNq8S2)*UHD*;~5YY6+V4MYQ-c(GsgA;4M9zjaMf4BTc}
zdC4RniI+OgXn7Gms(2c|&+X3<B&WkIprybQawjBBHgAn5c?5fptJ=|Fr0Jup(kfjH
zb~hC~XA}uN`jzbC`(p{;lZWqbQ6#v%IhIhfJ{zg9=R-#&6}YdRdvm=w8*Qll_1~SM
z;nyKy1Knt%ClH-uIIl#)+8W91!n{2AR3KJzvzLZS1F~g84-)W?j9cOfuRx@~1a1#X
zF40}T8NO#ud_Qh-{yuM9;Opv3AvN1|K>1yEZu>`P9QCUGwuW%TmeqFh4GEpW&LfxW
zY({cX^wj4buhu-Uf4O~1cS9D03P0G)L2|)1{`LKEEiD#)?j2I7Cp=3Yj(4ob6oQFw
z;c$KSI0IX9<#+;;bCFlzkg$F`1LH4GK2b=fgYOON%?AwKaqHroiJnI=zS3H}A>I^;
zzEzS*oG!80r|qv;bt3>3dChukUj$)y_3UwtV~L=6ff~JhnnH4q`?@Cz%Fyu5zoB(D
zUQk3euBI<K;@YoVgO7}oV4LT%Z?@GhmE0tqtR8w26sTB_^Ix|>-<;v!M{0sV<+IJ|
zoX~6#vVZqOvNjHOF^<icyrvVrFO%SJ0XpvPER(7E=z=5s^5(kLIZ!n%Z}qr51FI?5
z_X*Xdz_H^mbGnwTVf{&e<wK3}5W6&+^7VWy<Q@;#e01<QoD!DW>G`i1zh3q8^Xg2)
zInC?ee%~j2!WRF#e>OP+|48|_63cAd+v@5%NO(r^nn_bgIHBy)ah7VUeQ~Yy(<GOW
zM2KAAH|<Eag@{y1Gwqk2;K?#``_pE7Tx(EhFxHZc{F8sjThHeJSA3CO(U=*8x<w7P
zoFh5u`ImB^kbcmT`Ow0$H1Rn;-qLvJL^%w6`KrY(;ERbbx|C(_`#}axTOu?)354f|
zzy4km43o_*bq|&!Kw0Yh(qH29XD;1L`|phjZqAfeG5DJV9BVFDxi`?@lkMa7ug~+~
zW^~}g7K#&0Y<*TZ=jx0yDmOxeI-^lWJAJ3Z`zW|N*7Ew7LpV}5SZl0%7l%gm<L|so
zv$4N4g?}T-9cI3{VcI(^7Go|qT+~%Qk23qhKeTTozKGz-SJ&?bK~Y3}kDe~c%RF^h
zK**~C>$liZPMrvV{m<CM6Mi~@q^{w?ys!Rv?#(gL?)AaQtnQ@!qmt-+{6lSdhm3LK
z?erf_TkPR)S&>}P11+#iGAwG)^ThyV%M6vR<eYltUDz>n7Ij-yDjcb2@Uy2#sbLQT
zrk?j}&Fk2L#-0ako8~n^_HTZ-#?^56==~%?i9Hx?_0x8J_>>N}gHtW~iC(RfXIC}r
zB`aX^ol@^E4g+hGEL!hI;`fUhG5pRF3tI}5w*`%*p)Z%n#QPz_*Xh~wj5W&@X)|{J
zqv$*Xsea!uUWsIcQX*v(sT3(A;wB@0*&`!_?7jEi4vu;3EsBPQiqPGXJxfIrDH=#B
zMdAPaU-c^K_&Vo)?&rEbpTlab30USw`<1*k7Mt&FZp~T_fFH^aJmXf=@Y(R5GrQIo
zfXaa{-;}PGz=Y~@(q(2J@b%m+YgwrTg8?t<7KwLDfNx6AgC>frxBl9hU>3=_{t@_s
z1sKzIUeuT5yc&fEr$zINkWo$Alv_U^9`kr=Tx}tIoGz1a{(CW?7AQBS(rF7C#&%|I
z`=Vi^S3fr|;nI|yY73M8FALUnUXfCIoP_d8H(8#X$N;n3Hb-zM7ky5?pC2pqfv5YM
zZ=K)f4TAp^#@w=EkWH#4Ei1?m<~F4!yK-4!flBSY&xVoE%;6GQye<eHS2h**7f|58
zgzy1NwM=kXI!DLVl!x)RFMkYa)5lRm&&3@_!a!-*g~d%S46nHJ4=NHqcpArrf!=v<
z6zouTd^A9OMiK4P=e`lo%*(YEk9(Q0!J#mf8smaDe_eFj@{#y>n5tjf@5n_Aes*rH
z(hq&P6uw+AqQcu4>meOGS5SKOb*Ei>G=?iNF>vaaVW#faJKa9Uu+>H}z309mC>g7)
zt>g2Bn?u%@n>k{^@xYgxa#@Zrd%`qSY>o;lTzOx<9gZNpvh&xA$0AYt-81!_<3%7}
zT_zviREql~dSm><<B@-Q@uTBm!nb(s3`e&UU(9Xo^$bcL$k4UMkVkmJVm!+{>dxeT
zRche#fzJhCe^vDU2Z1D%vU<=rL2}9Ele5(;*<^#=RvmtW__(->J}78s!~yM*S*%P@
z0xrJ&sLAZ=gIY!M=id5V#N4kbVku^MaF<rK;b~(ms&4AcV11i{KX#ix`|WBCtco^i
zy!AAsGclA}{*r{BzB3tfJjjMkH}^ewGDZB>N^0SZjfud;EO$*N(G#B2Z+)b2z!$4;
zNsKL}g}}Dc3pBPJSs?x{tmzxc?>@?7=fAik0nLuiMhr4|!ZE+$Jx|rhT-MG^Q5VW4
zeyI3_&dzxFtHSWdT`>b1k10KEBYhs>_K6*_FT+W1L95(@BNr0?d(6x9*A@)^8WmqX
z;Q*AdgGyF)@%T)vXwNjK4OBj4ysz1sgZfL~A`EKXFeYnSH8m_3V+-jAB158}#^G3~
z)y_0*o$_VPeoDNvLS_xCTPmUOuz(~J$)U`hrs*&#{fF0YZ&2MXXbNnRv2T|9(qPHL
z-R!20J~F?{pt0PH#>kb*U~~I*P_-?9$9g^**Eq*%XN@vJaO&SWOWrtC`C~KoWoH&S
zk4KoxoKFUk-C{iT)JTkfX3-=6+5xWl{Vd`j^TDm1oIXC087TYu>|v!z74!}gxiue|
z3F3YSHUwWe0UKW)+x-1N5U$Z!3kn^QG33GeuZpDSmsaQ+(La!d|A}f;#lOuUIm?Ww
zQ_&9if$@%Y9^u9O;Se(aK3EF$=BH{^$<KFP&{~_qLBb0SKe(s8J`1<M;^L`1PXWaw
z=0n{2HW*$vb(&>g0W@bmJUI~_i5EWYD*vmOhPu9+Dj&3ELA(4ZCTEhb4ofyH93uN#
z&eK;_{CkX1Zq{MyQg;N1CMI5qt&YbM+jb6lX>*Krc`r&i5k>fb&$DyL-u0BxkL@l3
z#PegA<)R6;gfF=wa$y~L-&5z5%_5)24;w_^XOaA}#54yS2_f&NC-1jfSm}W{bKCc@
z{30@Ee%evE91HxvWGqUb(6EK+h{vNSW7yyn=aX1Y@-#uV++dc8!ndqyxcdW1PO-o;
z-!ub0`|e)dobC$j)`7yoeg7d$uAAD58SrA`cB|bNoq>m<)I^_<4Hosu7TZ7O;wzTu
zd9ixJeeqvh_c=ig&vzu`dx<4ORj7#ZeJ&6D%icM)(o_t>YU-_}WG}cJY_IW?_}v$7
z*GhDq3k22?<$%odkvQaZZZw#11)tcyDvYN@!sPW6uQ%-p$HuCJBnfNM6H0pDe%l}%
z6y|uA$8(CYjB<5tGL(W;-`{69lKFRAC#`E*F9a#6?m0;v>9Ftak4h%Tc;Z`{F8}a{
zf~pqw5KVF<CxuMst~@4wcPVax`tvz>^UMaRKh=&XaNyMQ_X2((Odok~dWr1+oe47b
zvIC5Yj>lVd+M#*M*ooHgO04MKcf3z028y}6a()Hof#Q}6j&ujDk-F=~=Sc-`JfwJT
zNVmle>2L6!NbJrADocj-Ethm)OBB}-Bl$$9IfmublbP5ROu2i4hvcNn+!|hf&4OW$
zoeumwrof`rr$px+3c9CbLobI>0n=X}e8C@x^Cs#EYa=Ar_wRDv2a?l^HJ#(A<~ajD
z9beZETz16|2aNMh%Ms3+;F?4!*@H<5P5N{`A~`Of>9uvG(XfqjX5~FnA+t<VB=&SB
zzBYcwdf13~(<i80-hHva`I4G9QB#OnUaDh@{|exRcQdf|llgpQil+06h7PAGfeP(W
zcsBXY!NxNMxNe%8Yren=9zOWmzUy)UW>8CZHAzr#NiJwo=yobNwv3(D;En|mu(`|n
zBN<nMd3HOqI>PRIeADZmI>OcYYCj=LKK}cmnRf3^BwP;K?xt*f0qd<c9ajDkg`veP
zEL(m@;lGlp5d9G^<a{;Y{XwPx76J-&Id76ZyY#*F|CKu9tCO~(RU9P0Sddt5P0s)C
zlRxJq5l^hlbT3a;GX-}lUkqQSP_cObhTStNSy0)w(eM^~Hq2<mUOZ5hLAc|RpHuS+
zk)bW+pEh$O{E$C+Bo|FVY-ifW$~-R+?+j#alPCFHQv)f(_*9sk(4^}S3Pa1I`!`<v
zwF{|oaU8;bE1-IE@OTSP66no*=_?S@N5O`7?Y>2157^z%cX8Dk8@{QWpY=~c-7KA9
ztBF*cUs{PgU}gtfwAn00a#HY&faUxWg>ds^rW97v4r0UhBV%GVK`5CaJo-1m3n$Mr
z<aRexF?)x7LR7Unwx}OEb<v0P?!W1_Dd~oy`+#7Av|BPBd2M;N+m(W!Gj6=hCcn3#
zjM+x}>)ha0S?<!K*I`h^Xk++^E*a`=n7vd4Q*hzG``ld1p`a!zPmA8Gh82kyjf6jW
zplYbxuN1`)=$K}8P`MU|E$`MZeI)aM$hMw0H%^<t%>q*S;U~S7$Q#O+#lq2r{qAvJ
z!Uw%^EbGF0LowVuRXh1x!j|M)yuNuf1YoPpn=AA`3*iFay+d*L2(RU4>%|R6Gcj+z
zF=-|u0djR}f9|2><KTndt|KjFps66e$bB##P>($?^lAh|HfK?;#FT^T(KjsmVae$J
zelah1*oX9mxn}>p%fQ*lpqLMOp7_8i;ps8M3>*&Dc{h+*3@mJX;@LfU(9_Wr*|OUM
z_XQkbo9UxLntkGGSR4hr?0(H`B!90vXQz@j@fx#-bcJjC5T0hZK@n>@;ikJYS$UtL
z;rUDLTrGrid+q0-qbunVT(6DXzv)jE)I4g}ANxkU53LsQ-?`E;!#K9uLo@)NKUo<n
zV{`>!o$uZ?`983~It%0JNl>j*)pzov9fYVG3>7VTpkm?DkY}tXHf~E@uB#@#-xDW;
zDqR9l+`-wdzT6mO&C=ye*SwHwn6K9VoC=1IQUc7yi!k)o+Qzvia?iB5{*+E}95&ye
z`W5Aqe$~6Xbc`Ay$o#?ZeOyTyY%;&E8DZ~_mo5cZnMGtkv(J^oj|QUf<?hPq{hpyv
zcd4DV^KAq^Et^hY_DY6xel=5{*7?I|OzGJw*;p()@N4Vs31yI69@t-Cb^wc)zXZ81
zXFxKSut9c3Agu84Nm^-BaghIq%cN%(nmMVe+duPz?vCe=o}|XZ_b&B*jZzEToh>*D
z-+Xau$>}wpwhfq0T@IG*&&QS9-+}~u?4iV2?2&Z1I4qs#>i(Uki-N4|+m=U&mv3#`
zR!!zCWHfzlINK8dUv58;{KS$DDqjzN9AJ%xB9Bco)3eSHr}X`yS5*KUjlJ?~1Ic;+
zc>aPnpWLVFUTb*b{w@*EcMr?lB>VJREGDk9KE<&4#<nm4l8fzIE&Z!a_Tg$#uC*%k
znZ#d{yTEy$<RiYnm6Kx)M!K!CDR0R+t!Jb1@dKHOWFE8}QXY?k_>|TC%evt>Qs~FB
zZGrH&2JIhu?1>`z^6=)9oe8)*T(XEs)fZ*E3|?IR7(reKCR4Z@g!YOxd}c2Q2h~vM
z=7nJ@TJbi%xvx)pJN$C%M#Hm^W|dwf&69?#nFs9IR$SrZ8+OllzdW4OHL!hriSU!u
z)y#g8oM`;#*<J4X6x?!be(hYBAKEkiaT<7-ho9bFI4hx{O6I5EGEPoAaBSmu-M){C
z!1!1BZP~93w0wHCYUdsb){Yw`af=7ys)bRi99<5~#0+_P7}&xdLBBu6Y$aeja`0E5
zEII!fXxc8Sr{jblXTpyWFJKV6E*}s_xSn6ytaM5vfv=h+M5`(qe-7Bnuj$!B^+Nlb
z#$+W7-|X?E_e(Zj50aVnI~xnMuwDU0wp7?#v%!6kj|TcoN1jW+4#Lh&QkN2syTD>Q
z$8~@6GMK5PiYbvi%Xa<?<_hMPm>aW}t#6f$Y`TR9=HJ?(b+*%cJ#z1TM1{MD;u-@#
zj(jb9-I+}|qATGVVIFY%ZMQ<fsx`FCiFF5>x`V;7&DD8r#AkDFN2wi8CThL#TlQi}
zLuy)hM7=^8KFgJ>kPQz2t^w}4->oFimaY@}$bjStnUjw7zY7FTHCEqdGWYiE4YzO}
z&%omN%A*z0#qiikj6ME-1&C-(7s-6SfO&gQ?G%(vgo)90&iZu4*rfmNUgKyG3i`IG
ziP{8W*uT@JHE#+~%kF8lQ-m*kS*k)wqjY5I)UacS4aCL`d;{(zZ@;<i(Jy9lKRU^}
zVI7OSE4X{9bi6v1jB(*b8&1FRh97F*r*s;F@mX#9>PU|*ineeG_V63Q^(NNvgXuKV
zU%2;7=x8YZYnJ-lW?=;bNxZBZ+{hfiQ|yiV(F)LXuQ!n%rN9%Gg(|~R3aHZW-Fe}1
zE>z84<C@%Uhvhe&*eAnM(fjex<I(M&Q2RJ|t^9)-7-4<r;ITNo0=HXHk@&>Ng!Z@i
zN?`$0eYo3l4DbdOyvPwN2Kw-UlH`w0c<g#}5xqz@8pnq2?F@E9xzKA)2hBW?bJO>b
zu}_s49MG0yX-Y*o*^6~ARZ=i#C@QbQfrdSkOrL}1Lg4jd26k`Ez!`ZOjcuzN1|G4p
zJ-$Hh(^9+3_jN_06^;GgX4N2c_Bvd+{)8L6bNwd2(i;Yets&|nr+o3oj(_~cUozmX
z&f>yx%}7+~54*VIi!(UutpvTgcL5`cU1N?KP$4UtDgS!%d60D1F7S9&iY=<?jxXI)
zQEkHXc{kyWd`SM>lBQ?@8zQ@Xvya9=;6E3wSH-?iBvZ#58Iq3U+NB{B#l3j2SLgX~
zTq({KOL7~L=fQQ@lQ*y03fpSZE}1Ll!Ij$I$;K6_P?h`RoD}iP@(%5}_o*(H^wdS#
z1>T2Z>AImhaeFHK$TIa@V4*?DV9CqcgXG_*v-b_7`Qil*jW*k0N7S`0sNf4FUWcC1
zm<uDBaQ9_&Nxfn;-r^2)VdD!zh1g7C8|eUO@>$pO_^KOj<Lj~-=cl2)-wBm^)l7&K
zQP^Zs|3~43gHbi(IR`ZS6FKpZuM`a5=r_372cnwcnn&R?BfR)K`t1{2JJ@a+alhpg
z;UXF@^5$Kq!jNs-Si83__NUx>eKExezG{8An0Pc3_(l728b0tLWSRE8=FP@#ewylu
zcqf=M-A?b=oD7_A7Hw9NjZjzM8fWSsYjA5bWIQnFg+HS5v)Sw{VB0rEzVCW|B#)Z1
z$L3Z%j_(~Avh@hXcIVKP`QjpEi;pQ`E{nmK_9FVex;VIhkzvaha{pD9vGGD)8au2@
zv9k6dJpFQlgZ<u+2<68HeqK2lfzGW$3tu#n3HM-K!9^*3axdN0GMr$KZ_h_POnyxE
zo4;o#>U?Oh>uB$dV_j5yp-(4MWgdmq>*z+p*3LtaK;8ZY#$?P@RY|x%T!<y>_!W<v
zhvAu3X+Fwm28PeQpi=cMaX44w1b;&k$PFYb2i<l+>ZqcZ!U;RfWdDm=Nh&z=M|}Bv
zK?0td+VWUpj};Eis__(%b6k(@iUQllEKsSt@<nBW0;ZnbMOIVxsK)<VRP1&jh$q(f
zzfFzCImz*5O<yTEYdjMzbIB6}@9e!3oSlc4WWyzcE@q&|qWI&G$`q*CDCQwf_Drl>
z*)FK%Ct-(?GRuhb1)$`2k8!gl!|w+@2ak>C;*am6My`*Dugg+f-bOJBB*G!JL)9Ma
zIF8JI?o0;_P7hrQ$#aFqKFUh4w?l^CZk)TU$<O6b+rfVf<=~ncBBdU!1lFyp=kJg?
zG~ndu-TyS>z*_j%zh_&lQF@P1i!QSXc4X(3*w2%kM}urxm~#OtO0#cVTu4A8p7muj
z@p<4K&BG{FSpuH|t+fuP_`vAr?@k$pMQC$GE>N8{943}V4=j5nl755#Ex8CIG(S_y
zb@!<Oc0NmK|M|=nFLw-NUMPu26E7aFJqh7tkI^*IwA%ra`Zk;{WhVUg-`CR)Cb;5y
z#SrQ1w?c5?+_48vH}!CP!sot5vZrehtV}$1n*w=zUT!vyiUK+BJIm?;IaoF?``F~f
z9=OsV!%)_kgb%psf4y@iesf0Wgw13=Djd?6vSUhs2qX71HG&}ksS5L)93<yqrf^p6
zw>{cU_pryM{0G<1d_3~`ek|HDFt3|)$i$!ocJb$Aubm?55PX+A8%H-iW3`|U$Mtb@
z-}SbIfmYv}3my&?_>D#XhSh~q?2!o8U@f)6p$n6eEfg<Unm!}S)s>90`s#A+@rfX}
zXQ1TljtI<MlL<OUxa+dlm2<<$d_BFeC&X)~FPzjJ>S-6XL^|K~|3XG1G4tH=_kVj0
zf!`*br<pks=92$LG0;ol&LZkLZ+~CBEBWSB3{x&FwN&r(V2_4*D-F(lmHBwy=F-VD
zlIzqv^w^+1E(=oEDm1mpe737WIdPXM;WWBRA7b;^2ZvJmQm0Mwu$7K3XqfamIrZ6Q
z*$x!KW4G<?JIr(OXNKWD#ZMvdX&W~G<5wnm|Mc`Kvs7@ZPJZ@9m5Q%a_W$`}T8i;G
z`Belohl|?l?^qR7L+=Z>*GKlNBKP22c$IV(roPyBgkb~mCDI*=G->z4ont0O$|FvA
zQ2NZl<Qr$;yY9>ShP^g$U-SW`?`RUfxjo-{R4^Oubsadw$XxY1mp=5x_Hyh>8eELu
zV2Ovk-=+WE;E$KDY%nsvTmp$_ANmE8elt6ph7s>mH%Ry~I3u*n5tN%g%<Oa`zMuKD
zzMm9*kgDBU4x&C#q)$0P3m|##gekw>!HF3AG>K7_j`$Qeu8Pr5$Ky!+y0_8f-XvQ+
zzl8qINpKN)@LrYA2b`~LcL-Oi2FuhS<4uOKkguomXupp;oW3(T%KteQZx|&;HoxS;
z*I!<3NT3i7>6?2eUw_<-OA7}rn)+xMK5=ul=Y~JFRi{$ibrT`dG+-`1BLezjMPGKk
zpx`U9O+Ddn3m{##c7K{J4GV*=T<}pThJQ{k+`rz*#2#9PS<k0<kli87WwzN1s#_C_
zw@hZ?X8Rj)`$@icDMVhPek}@?uU@G2SI&izzSf$kG%xH+i!qA&<p7)(*Zz*KMZ!wt
z?!jB;p{RcC8kZRx*|#e``ug;a4Y2rl^d5a~k0+<9X<yd-A$#mqwk<~*Tr4>G?mz?a
zG9?Lr+s#P08H{+&FDMF>H+`gE5evXhFE+YU>;;guk@b^xxe@H`xGmw8Wdm;W&w_mC
z6L8jiC)dspUmRPNtyGYX!*7RbTz9L7qO#5ne)c*$l%Rau`=d1kpZxy2gJFztH$8)O
zrpmMN3nhwfy9x34JReTo_AL{(e7_&PQ8^k<rqq5@CVBeC-ZxI^wSKT_qU309;RAyf
z{q1*)+`(jPPK&d<58m0)vRj>c9u=<A3*Rqv1`{jR?Xzd2uwHZBlVlIlo0qAKHYf8|
zv&OX6p<Pi>{^n-)#fU;U_$80e?XV4`#vV%$oruOgy~_SozTsf=USN|YIp<5n9bG^8
z$q<BvWG<+wxx?mNRE?hA5d0S5^2I}(aO?J~Jua`af%gtI&myc+pyYMZ?x&LBSj=&J
zfpIMp@9_U@d7U2!-tYP~=Y2d07dcI9yIwYg@McK<s!T$LG_l^Z>4g8v=Jxc?w?rJ<
zvYZ&Xmj-;Ex3ApMAfC7l-T@!qM8ZI;J&XS#J3Q=1={kS108bs(TCg$=L;33Fa%r<T
z;OqW4JJ(?jLLcg$FG*(uXW@9~1u4Q+@nvQ;ZLUT)e{-YWybRo>F|sPT&mWiQ{I|!6
zWJ3K_65P){1>e;Q?v>muMpYTsKifv)(AQb<xNb`vG#_2_a|-iBf9~$5b%X;{|9E{}
zB~u6vmV9#9iN4U))hN}>cLq*_8oG$2;Hw(AGW4Ci|NK=ca3cFPdC!@5UO{9pbpKet
zx@`%n)`>U$Sj)oPpek)1XGgI9Y0#Z<GYk4>4KF8h^8xGin0ixT(x=H%)hu!dgG_}N
z$9tc<LYGQNcg_XEJ!MvHed}ln%iH{KrwNn&d)pV<3SA1^WOx|OOLB3sd-{?)rpUR?
z=h2@$uW-!Y{Qj{8ng0*TG}ex&XQA#v`j-~n1<+JEK6{_^;9RpMGWIk^!%}-l5Vl$p
z4o2h3PLd<Ldu3zutYQ?-cMTkI{+NP4pYJ{Q!z&u(N|iL6ghPNw$2%>#GaPpnH*t-T
z{fIcD+2$Gt!u7gm3z>wA_pc;VXW7&qV=Gpv{VbtS8NkWMCYA$J7${$3RSsqkDCf+6
z`w;G-%JubajvzVLA2v+*Ke~4t1@_lkBNvxn=|93J>#+BcNPMD&?Oc-Yb3cY)a%O-P
zbweoeJ&n%gk$k4NW8NqI8EM@9hnlCO8i|kS|83ks&RrPLFEZyChOC^AJ9L)I@TE}l
zYiiVKym#yQ<;F}3eo+rl{r=q>>IR>T+TVyF-e1?#4aaOzDY@>I_x6h@xVeAdUw>UF
zpbjq`I-3lqD<$*mh0Sqa_A1x)v<z6)PCKbdxFIzx`?X4?2_L2W^S)O91eCkHe7WH?
z1t!=6{_)jCVcF;B<zr^S;Qwmzp6b;+DAW5YbZ0FCAAvyY8!6KJ`*4wq`Y9d%g-G?x
z%u_(hW=fmgDg?F*A1h&goCx;M8TM*EFhr?Dw<}__ES%%teLRoc%O(GL<5RAZfVb%$
znHmll!c|?ymFm?j480-ZJ5v*eEhi&n<~zf|@0uO22gwO1xKp+{IA*~1BWi(_NwL5#
zz<jL3Ll5~U3>H-)0-^K*_m5lZdU$JvXQtp(Jg~bx*ZPx_g~IX+4yxqq8tmH^kRp)|
z{Rfif>Afkq?r>iJ>>Fp$JbLxrO}hXXS^4SSQXvV~w{%SZu89Q`vpF-}&HJHxm(7(Y
zSz##9Rygj_lnRWysk>cC&dT&sl}6;ZaAdC$(oiJaW1aH7j1yLYu&<THQwU?Rd#CuG
zxZY5_wKlN)lJte`KHW)qH&5~k9_inePf@|7J8np*TMq`GQ>3MfJn)^@rYY&y@nDp&
zI{v$f2Cup@QI|IoTs*&=F?pQ@M$YVyp8chv&C9W^(_UpD%+PjnH%A=2`di3p$yAK3
zn>cHiIb(tGY*l7+s4a>>aD!DqB)ZpsJGEJd{A%1=m#4y<1$*k6Hz!IIBa7dQJYn)W
zW<Am4rkfyqTbXw%awpQ!L2{dXF>emoA5yue;z>M*&)TO{c@<FTMek7WEnoaYFK1C*
znuwcM+!|wr9KioVtnX4-2}D(9=nJyMVC3X;kKOq>a7v=@v=Zt2+btFRzMGj262gMI
z8S|;Y6xmo5UrR&hz1r;2Gnt?#z1r}e8Uqn+NpxvDeX-?)^Iyp=8F)}cdfUd>WYGV4
zu=mY|0(7*qzEn3w#eH*H*EBV)(AG4S;?W-q^L-W5Z%<mHvz^~o3(o-P_PJ#!AxMJ^
zzTOS%_m*P0iKOcviy+|1sQMs!JPWQaZ{3kxUW6t5<5j!#iox9aK3l;>7ra5$Nw;}M
z1IEhY$`Q*zX#S*rrGGjJ7LT*ICTjZvJP#V~7^0yFt!I|iaVyUBG@t(RApi#r++OWn
zaz*ioAHpmS8PF}D-zoG*59=QCI1CNugSJF_^?tT&xEj|WAxk59ac^1iM}s~fxzuuB
zvoHlcpRL~==j(}^Z@Ff;@6ACK^$oKJXEI=TfcCt~NeMK+{bz8qGXjT_h7&U9eDLV2
zUGJ7R!~#nL<F>PY!5Dc#cUb<J7h2v-iTiA22b&~6-aSlwo2Rnv;~it%&{gWSQI7CM
z2xhoM|FpvwYK}gobqQx<qr?8%{>yPB7cN;GUPJO>%oaae6@Dv>sXKbw^98^j#}%eX
zQyQ{PCfW8<^Ks;Z#iY~CatN$h-9#DmLklf2qp^i_lvX<tdTAg751d~J{j5O27e;>X
z2e(l0axukQG9wero%glv;I>0<u@illJCks*d97vR`#?-+y6#WmDZ^^jk+R%13Oudc
z(K<hniTCfmxe}6_1Exw>AE=HJ4wZFAdfKWp*2r&CS~g9?96rGq0a+?KdimYFuAGU(
z%pk+HJ`UOI6DS!<m9X;+<B#npW8jowL{#%gB8F@;NqOj#fqZ9f*U3jy;Js$%lf~C0
zZ`_=jeRWd^m<zw5?mANlT$3)rJELMj|6C%2jC>G`*DP*nBV18|Ur%;OCgk9xO}*;Q
zBPqylLn-|joQc78`|k7*Pw&jDXOpV?65yB3l&xHJHXd~m-}%x|2K$Ozd?_d6AzNSj
zqw(t;kbSRN`qxpG^zx4+iJnTsWV=&awxouENFwXPScwvNsEsaus*8vDJJc-Z_r$wR
zqZb+etcZz0MhDjn63|(I&Bk;y`M#zv%CWx6goB$nFFxGpjHRi<LR+H4L3>%`%E<Oi
zF!=V`bm~4iCkb5av|FG8WryJIxF6;qDA3|}-#rwQbB=r(IphFix$^e^ZBhg8+*5*S
zB+v6lecQX|N62$lrKUJGkPLf{-`|nFE*5n@`;`paq~ViqT5mKvqM>5F;Q6b%nZTsS
z++Ib00WC(D%s&)SiI>k(e<$&6Kk5>CS(Rdmo89NH#RZUl^y;Pvwl;Z8W0|<Kp4*A=
zGYl`<(dWb89$EVR9K|qq8yxoCB|ID6QVuScL|EzPJ8mRv4|{XPv@(e|wXD_s{X857
zdszw51>;=wf7)IU{etA`FN#yz&GS%NbGlb(gDw7ke(3uZ8$U?(xwRxu?+Y*DrS3JI
z@Wu<0H$yT?V)69bp+4Tm6pUqey?Z+}9;pe`%}GolpuLioSbJLw#%h!+4(!Q7>E}CE
zH>+jfL;8-bQ9DxbVdS^(kGzThv-cvADMp}jNSBevXfW}4Wy{=gCBE9k!tNtNX@qmH
zv+K&41RM{b8~(Lz{y`IK`OVH)a(+LkwzPb$6earCv9P6Nf^}?r#WvCh=n;+JZ98g*
znz5@#4-`>AOL@P;jwvIoWVm8ibDIW(lZ)qcA7+AEg@W+i(*eL}d!>kfB^Scg*{Ylw
zLa@MOw1>WNKOVi9aXI-{G2RtP-jQMNh+tMabe?bp90hOM@%(m1GoStQXE`F#@W=4$
zhSV|~);r#c4-4?;Z4ouUOFq!e;u<7Zu@mp6QLlGY=)q6f^RD{W(&5c9|83w^2#oJv
zzrUlH3O;))B(`Q0z}Jfnt2HAQ5d5IDjn%pWPK>;{!$6I|<_3m!N}maL$Ip4&RjoMK
zmn}h8{<8u=Pbndehww6+{Io}mGm#SOn7v=p4}A8`Z58NOg+W@(4dDb2+=y)Zqd%U*
zp<gX>s7*Z0hg`L8Z7auhC8PSqd+sYV7$mz5p5{aP+FvbY&e3Sx_jfN(a0T9Z<nv4Q
zrZ$NFE~>vowL&T1w^g@`%t5zdRzjO08XA)|w+u-8;y!_3wjfzu<aOlF=5RGe&c>>L
zkI9@Ge`RIw`YRW}(1|mML(3BO>tvqKSBk<N4RHq+h3tW;v2sp<H6Kk1HB>1p@z^Ms
zvoKEy$DesMvD$@}7%JVj-hXd8&?+(6cq{-*ZpaoKSRkL1RQ?L}SsQqKpn-jjHyA>0
zkH_+(6RzfLIIj3H07nyf>aF;7p{C8GTb6J)ZqPR9zt~^`1Bn;wTDdZ?{*l<L55YOu
z#;ozR)7%W{9;ikBH$;O!Cd=ohP6ok2V{YAn@Mt*q`XT+UiZaljec8z@8VN&3v~Eti
zrop7^=Y-@V#CK+=S0_Fc2De@wWZ$~K2#0x(OzK}D=kroqU+#)%tPv4NPgp2KmaW@Q
zM^)MbHrzb>fc%_yTyt^!5buj;SUFSn(k`IcF)@1C!Dx)$s#ohz{EBloXG(Io%Q4-c
zLyUdY8QY4cqYX?lfql!n8`@S8kl1c4Ve*dfhjjcamU5#|cU;D6@2N!C6E)zSz!HLS
z6@zWTJ#qN<v&@kD7C++a{QD&9y%(|@|GXu~osR1Y&gN5Ve2}i;W9OYi&Uimt^+@S)
z8Yb$#@1Hzd3EvHNh$)i%SjH8>bRj286yVZvSLgPCa_5~5p9W3AytLuyY-|Pa9sJk-
zf#ezHy$U^I8FO&G;3dXro*c9)bhOt`k;V_XXFxDF7dnj{YBte%Kquq%@R$a1tY!WC
z*5B9;1nK4~KhvcHPfpcP9XH`vT3WDNBDqgr8H0C%p6R&Z)Z$Z(;#8#D6`*hUoy?UI
zGdoV5jm1)qbw575jYe16MY&xyrLaL!Ds#Ak@RZ|@i?ETsz#mGSQf^5md=9q?kh67x
zUYCR{mnaF;QhUqvcE%9bi>mA!tS9G`vXFnLld1{Nh^`~P*#cg6isvgRQDJwC`r%g6
zXPSKaE$SKRUH@q=K6L(mJZjG7ORS2Ld$Q5+T2tbQ;0*rI%5)$O5_hfM<H>S|T#ls1
zal+HvCG7lKW)BTMHF-ElyX)Z9w{!XO*K_bz)yt!U7vfQ`$o;D8G!;|4=);yb2BWIq
zosuHbD_#Dzr?6r;74r9#EOV$8Vci$2ORd+U;J0*S72U%i*bzSHBRE2G&dJETXZ8Zj
zWZe3XD<uOB%2^!TI^zJ&z2i$5B;LK&k56rnlK%CjOC#U7{4x8gMeNk72X6Cw`j%CP
zh7Wdg?UbgA172u4DZV=ujUz1jV|`L!NQPB$-_9@y{q29tw$=yub}?nP6OTO$pUvwu
zTMw{ou8Df+9D`@+$0HV0Y2ZoAmSYtx!yx{x-9CiZMmnu|)$fyGJBwlmRUikXH}a}#
z|DgiIjqNE1^usXUvu{1$kQ3%r*zs=+mc_j7Y2tM6L*Q$|Xl;~35Ok(f`?}^SShDw1
z(>hr_lvcl*-MNS4<zrknIhMwOuA&6Z_F67@)vWHN^Giiv?#-vJO(nvH$`xrtt1$do
zQ0V!WRt67yZ1&o7kzDH2h#xQMJyEH-ojOkTsO(<*0y+g!@Z|nj|IH;XWY7LX{q9x5
zU!w#MhV3Tzv&&)PugSebiFe#_C*@FN&09|RO7^@zS2#|VpSMHTKA!<mk_)jqt#e61
zi-wHX_ZPUR^TC0Oip<XlU*GeLu#}xz1e~bIcsre$1F=~HSKIm0k^ZjZqDN;OMy5n_
zZQFVjABspY2+w+>Hv>i8UNI2E!#X`=NX{gp=8C@Jv?Dy&v{i#Iih>+>ekXlpaKr2M
zTp=1?qVd>#_|Jh>(#y}vtO(bQfnyRs(&JOY;aX(m;jOvB;At30ZF_P89`-TMo|<98
zt`Qx&QSnTuYWk!ms!xGi+?RU2)C@rGWOOgn3h^&fjWw%Wh`$%2N0ft-kQ#TGMNTLK
zudW_8mp<)>!P1}pI(Afo`U$66S20Np{d>);`FAQB{<`a<vOf`TYN$Tuv-bh-r~_pK
zmkn{*`PHPKNi=5N4h#Dwl7xZQ5BRg2Qc&$sRqqMLaNK%LC-z>d9*npy8FP}~AFbZO
z2KogTq&}I9eD%-+l|;LuXuf10abW81pHl^p%opkfhITOXwV-YHUc!mXrk($GHVj9<
zg$9+iWZ`{9<z<=hd{nL#vbaOI!21__i)aN=u%P>tA%@I1i!pTDvQ<m*$M8q_ezN~~
zx=Yr}D&7enr^`Ph$X)#68N1hUFcS_3bF3fV8i$VQFRD%vo}^J&h}Aj8bd0=p^6h(W
zN1%3V#f=6A;@7*^D-AgdQ8UbNCTA@LB#!rt(uE|V%~DJ)L$W6-94fMYHWP--kVLsj
zcrStqvl*92&UwyRI5k-<2)GSTt?}hKf;pe|xB}^|e(B(u-0W@vx55NZSe;4+_ulJV
ztz(&}S@$yiUxXVh89~_Xf0ig+JO9gduQ61NR|jn1FvZAo|B0(BdO<RW;+EsdLAVmB
z@Jv31><^}X=>*M{LtU6chEaVu&PkWa9CEjUxrFHb+<t+O_b}ugA+<o)(?L!jg+#cr
z_)?}^&=qqk9?0DcaKwMc7Ees;3y8n{_eZ)jRCs?t>b8}lH)=XF2wNU^B>TX_$CQLj
z;bF0zCv}1aJHouEH2YF8x9k>N3GqbF`>`#aIZ1d1rj6fNMWNzX7sAjFhM=tuZT096
zH+a3@zg)DzpT#Y$Q@cohTK>n@2Zo8LAo#Ir{$nE2xtXq&mxrO&xi@iDE5vtrLyQ)?
z#Rp1)q)KR{Fa9Yt{e9bn7;uT2>?q<Q^SJegH*r@I@xw3ruXEM*n66}Pf1UKTPryRd
zFZlwL3g&oqeRCirItuJN=^lq+ftF<-4ZYy}tLP%@5yJObzRqQp<c+VVf0+i$B*Ms_
z4RIN#GC)eVQu5wsGh|BRj4JBSLFez{9q&h^;05(&TrE!}$i^nlhdoKbtNd0o^1EZf
z$wMymf_py5?BDb}`$Y;W|Gp({yVV<08@Pwd$UOm{uHxnNs#N&yu^=O>83BiKjtqsw
zIKb<pf8~axv*1Pj<uc7z3D8hcxY>D~0aUZrF$c$!{rkO=Ht9Ul7l?9N*4~*7jQiZ~
zS+}O3M9AS+%_{!ju3O2R@Gb@?o!{T1izS>(k-^wKl3CE}kK9wWq`w)rv{i>b3|;Ou
zU8?4y!KMonAM`^BKhXPVLKpeI|NZ#opq(3u;|s&NKlzSA4c8M+)t{MYq>%i`b$|*5
zsrhHrMZzJQ#+)vs;tOvl>taf7Mnd4QN$ZW*Nzj_6q@e!5ALct^KIBhP;GG{|SHN;S
zIxctWYdAYW)aaXAQsjB=vbv{2kxWBJ$))X2^^XJVP0FkOYI0vENzfZ2p=e+keE5f(
z2b#Gx|9rdX4Qnp1I{QO>ppN0Rc3ogRaE@g?mr=06TYt|Ox$`-KVS-cltd<}K!zDRU
zu~H2A7REkgEQ_bubc7>mvG8Ygn@dZ!5q$qJ`K8+>6cVN%>8g?3gyjeEq=WmSvHQcE
z`4_EV{8KvJ$D@~t(i^Y+PS~6byW`>pFN+02SzwA}Dt#y#|6PvM=gGsC9!(3LwzI%;
zO@jAFS~S3^KXt$93yE*j^IrRxWYByr$)hXm3xiE}eL4wO;g_s6x54{3^8eD>Q%OA9
zkB%@+M36tDsh>*qlER?lh}ze)-nsa9RjhI1q#x<UGQ2!|G#jmcX9V(_`(oGnECZo<
z8b&k+Gu)9$LKRWz99IoHX#ZUDjqZIm?u*a3_G_an%6zYSdhu&E;pUW&)pq;fUz4zb
z&?3U0UO)JK%WMj2UQc;5NqXIVO;*xpYLwwqEDjo$CE^o9JKxS9={RyR;HOk^DCpOJ
zauX!Eu9xDaljXbJpi#0+i2Z6b(mk8Kv$8!L6+E}Znvwamf$2$V+wVY#6)-kWGe|`d
zizxZ`8OhLTkz#1}AsW<OgL-Kz$MMj)#lE!6Fceu=;#FGCkC%&vTS}kD!Mfakty8fP
zSeNYgO_BI+0uG;cF#bex!}SB0KAwWdAICi#E(|7l+HKN5heg1o$7_esodl@PQD~O2
z^8$nSMIuFwVPJgws<sDtKlyOQC@6}BiqdVDwX~B8A+Ce&Gu^lwHhFZ9J$gyS?^l$?
z<a+|)AMeFo5l@`a{P-@bmYsQcg1$0&Av+henoD&BOH;6jVg2;MV0&Z;|GDE#GvVLe
zQ#(7ZnhI=E0-*|0CHTC2a;)ShmGJleJ(|KyRG5yw|JaWL?OXViMN3m)m$b;Gss9w=
zqp!97Dzhh!d`-_-#~26!6HP-?$z@<#^P{ykEDD8ZqtEY=$j4m2D4o~DL(a}%Ik>0!
zEF2eTdF#<0fQOX?((RLsz%Bi!UPgW>Y6q3~ZkmsUtwHDd|6?P)hJ>iDHai`t6rW7^
zN6rT<qO9gQa_OXheKP9qv7?x9y+xVTHxf<TwmwSPO*kKW;*SgeM+2Rnp!Lf~E6}02
z@T{tWFX^cbiti!!5Pu5xH=4+j-b3Au>--WKaEbQmyv|Av&U+t!`b07tJ-*Fdedn5l
zM|tY6RV%uHn}?FxJ$b^1`xl}<>70f-T!}~c1%mOAMy#+}67ko~@l9@-N<nvS_x|!F
zD@Z?9D5X;q052@dMZi7=AH1Df$`Emd$gXcm&uP9eE>OZZ!=wmL)>Z$<cHI*=y`#S^
z$vDGi*1vk?WdGIS$U%MlCLKDMhq|3p;-Ht6Rr-`hIuw1>PIRk}MA4JDP`gVBg|j{n
zMC~VD=_{R2f2${9%!^C6bpKjIy;a$ncjMvcDH48OXv71r9}!9Ih|I@e)tY}#v?B0)
zPQu}XOFm$6_qFNbJ})@NaFs*+K{;Ak+;e9oTv^^Bp{MPI#9wjpa6=z8i{v&=?H`<X
zL&<$v%X57mxU3QU*GQ}oe*YS5+V0_w!wUzhDz~1)LiJ~CcR8Y=--=uEqm>`BR-N6R
z|B7&!nQQ&MH~K-aL`PFXj~>48$uz%2&X3E_%o%&j$?N2+Qmb@11XhMTO3urXyiWd}
z=+lNNFz*{z{gvlDZflszV%n1lCz{vIHEu}<Pl1Th_vW#fYp=r=wwdtWD2^T*5@Rqm
z`E>4chInk2{IMZY!2~@Y^?G_J^1`9IE1UBVl0KG%lWyNoG>YG;R`@-ih(2Ram<)f?
zaGl*w1>Gb+c**n7z~_W5-l6T9Flmg#b39C5I{lHDYjituccK>z8@P1MP2_;)=X$AE
zn=atjYX=`l-w%fPj1sji&CxJ^QqAsPkSUCg?!Q~~ItsXd4xJZv(M7jO=B@Kfad5mP
zf&K)^H_I{mi`P%Y0asa8i#cl{u<p^4t}DyH0X8<n_6w(BYws1e`^%9y(vTp1tSS*+
z2kIEZaystJxfyVUa4rx1uo8N>Q33tn+<Auy3eMHhr%`@np-E$fSO41p&>rX6Jbv2=
zhIVHvHH4En?U&Uqezz=GQYkRox&A*qST*V#+#Qe7C*oVf`}`pLqtR;gK_7^zaQy21
z-W#Pde-55$wT8VZf}gkdlO9Bn@!1FW2-o(j$A?F2`beQp>s=O#1@7j%ieYZSc>Rv{
zQ;U#uz%T6*q_`Fe%nyzxZa<t(;9}HPd1?v%xAK8|-3M~tP?H*yL+(MYl^y2T>lO|S
zCYO?C^eCueE_r9@mmBieP^F}zcVJk>`kw#L3-fb)-?6{6fvY+^svLjzL!;&DmfRPG
zq_@obf&N_<%((~l_w*#=%~y==^l<_BfvVVOkdO%*cWm0FJKzc@G&u?x!t&tqdMWJ~
za<0~Y_20Wt>nzx}U(?lDArQ`qCu_(aBfWuh_p-_gf-vz%m1cH1;cl(!UwqRX3WkFt
z8)bZAaIal}&okZgP<X*->l5`raFp;kna37~N4pgFDhj(0pZe|;1C=b|w|OxawZjZb
z=FYB0?Y9PsP1jbn@=PpNy>+aqDH#+vK(Z=?>;d`DZcOlqMzJ^a8UZe;u-PhojQ&^w
z+&uE}`kjp=7wS;gzUy!{sA)^@G2I-C;e7<}d)*Iy#e3XfilIV<MvV8D#VmMN{l-JN
zT@SJkvzF?Mp2sTI_U!(zzBu`AO~#GPgDe|)cn-M-!0&9<w>k3hxZJwcJ?L#D4%U5T
zHd4)owSuDjlp0H5qci;PTY(>3Y<it#Wm*E$X+Iv8We^_vYYlcm74p0liC8@UM7a7N
zuWwD-RRBqxex2WKVo<q*jqy+d;XWNOGhPUw!Jz@2JkE{jXfyQUK#^=7_})Hv{K0%W
z24-!w*m8{q9`Ed#ce#?hv{0+oW19rf=HB39%$b6Dqh<1MSR<fcMrh*4lX9Hk-fq@g
zK)9pDzG+W%lA)F@_S90T7s-9N&Wt4_;HGhN?{V^HXOZ`(c%gGJ!P9YQqAUYSOY8sj
z-X>g9Tj1-ArNG(R4zCTF*~lB`GU`@g4E!?m$B@if4{8%?{?Gepk7588m3Wl-xcO^-
zsRxMXcMI5)*Ui~N>upecI!;UcxlMKQ#|Y-jlCzbGpq<&+r8Dk}(I!(_%n=l{%++lO
z-B0pNTk^ksE=-31UTnOa*Pe=lCb^D#yU0DxyC-~uN1U)*r6^awN*UTCRSm4M2!DP2
z#H8%y30^Phy3*Wyam)MU!gtb<I9&cC>BW&)(7r3ec)c|Zw@Lr75jYTwG8uomjTiIb
zgnn=3{h=s0d0<$jjT()5HtOMmJ<gaic6vHlBOh62X2K(RVlg7MOZ03?6bxR`-2ZcL
zBEH+T%#f;51srE4oNeWOaog>(Mf;z@IJNLZ+2=wc)RM90b9*vO7PzsS`(<NAZ2paR
z`@CT{cc9ejSU4)TUbZPDUq^oJ<YO_yHRV=svbx>jg^5woF>m!Nq1EHS;QRqMuxC0l
zewc~mgFZ#sNX$gR`K%f57bl}2X1I6u#oZvF#4?)+N}a<4YqIZGV#$1V-mN(z;{vV|
z9n!DAzYVo7Njz|Av4XVKnKReqGC_dvKdTp$G_nWa2-le-{6*XGl`H!Qzh{G}Sw>GN
zu;+jBzB7}Lg%p<hSIg0`$&c|bXG0Yl$FNn72c_XAN#D`T22W6OoM%1O6$U?V?6c;b
z4#DGoSzM#*^Pr*q^MECJUQO!1bm!lXfj>{w7r(oNK_%O+cq`QyQ1`1pG^}@#@Y6#I
z?-gW1#Vp;Q;=U|MPUqXe>vaySmv%Jg--^NBoWT=*Brl*daIVHNllV(4j_k8B^M@;1
zPfT0(7GO|%59Ml>BgVD;bqaJzhRseRbV9e2fZe2!_v{pn<WZ7rJnt65{TNMNy~{Kd
z4>GMf@s$(x7fZ^<UdEuPK3nF{d4FJ&n6NHc_Qd?>q6Zc4rs0W+*$U(A3)rkP63*`z
z4|yivEsaYf(f-)K|BOg(2DqX|rfH#Ym`T)7>qs){u)fXZ_?3+3+MX@i_~hZ2jZeY~
zEz;nK)Oqc@Y@vAL#z%4Mfe>imb(oykCW|I_GU?9_mmv@TqrOTLPvq_VemWu89lCu7
zt*sdeFG44&ASN^i8ZNUJE4l>{KaWHI(FbJzl~ho=0EH+X{6KXhMFSZB)E?=ldO~`3
ziE@5oI#M>Dm;A3h7<T&WtXLYG0{<bleinD)qhnv@Q%TMSCQTKo?}R7ZtFSV0z$*<D
zx4ZL(trG6!a-0ZvrYA1<ZW@mz`<C4S@e~QC0Bq*Xr6@fJf|G->J5{5-@K$>K?M%%w
zNPjM9y@k#ZC;5fwReBSERx7EV9;1Yrca6)14pH&S#2<Y{;-T=FS!k(wkpl<rf0Za>
zGQh=|Fv?{cUyPmDb4z<I9d0=O@+&?S08zy}^=_nZZ2s)1z{GzVphR~@^wb~~Jsl(F
z<ntXc%d_jy+H+3`jlVt9tSSy6N;hc_xDqk>uwJipM+gSpH=ylaiGaOv7thH)_rrs2
zLx*gbGcaFH^it;;;z4~g!nA!T7Hgg^QKbCJz*+vTTSN?bzJKO3cVv+s<m5x=^Q5nJ
z=*UMYiZ<~veX`x6_&pMH7PP$0>PfGfU9QcU<ejZ}W|`?1qDc?I`^X}YdxOP;-&oTG
zz{}w+JN3Rb9J$Qkrhh!2@Q@-*>SxKme>`z|@nRs1DmBeI?j${reX);|SBX!lQ%o~M
znnpZOdEdrA5I?d?!_M6mgyT0R7&!JP5Y3izpkq%m$gbl(xGIwhX&$>=KT5<Q$E~GJ
zUiYFwA)Q-)s6G?!Uu_$AwIe=~u<M}{ra>sKjD<3v*8}I#&AzEKR@mHi)Faa?272jb
zSNNE8KzGSk%fKoZilTqiZoIw?kIWlX?0@e9ro)!cbO?8Uw&erwQd%KObZIQk#t<)`
z{DXD9DsgaqE5S2)dg5xBJvfm0F<Kk{(V7!c(fv@9F6noq{mpTS3Qor5++UpntBJ69
zZ-}ewYbw4FuI9REAdPaRxpBWWNH2-^K>6JBN)Su?vhBJf@kzeC`E&<4FAv>57Zd44
z!I}r!^trY1Xyx`|!R%T(GR8`$pRb?*Kfn63e@)8|=7f9v<C#c*-+|St>uV&Ab$i|U
z^)CcssFz|iZ5_eF-=tIRNHCaqRWIBcPJktr#|H`<qws5wP_@*cHsr-{^Y<qDLd4PT
z`s)IL_(x}UD!e-$I<z+(|7x2K7GrWXrGGu3J7sbDk%k*izh1M*3k(FiH_;^v<eb_O
z@<?PeJ-MF?eYddOL3$G`uZ<f|2ZM#iuAsngUcge(tVd;wMq&HN&0_5VPza4rJRjxY
zmE6xQXLkgnSjPLyr*2t8ly_5*oxCRsH&Oyw$>+}glXK^e7Nvm8`Kd*@ya){4Qn4}o
zRU9gRMFVY-BH%L4xi<4c1g~lv)fPNZfuL)4x*zZ5fUgPjJ4rDrj7KM&*yliaS2cR)
zggnV!HgoOV&p0ZI1fS^^ov;B5nRSVqcSk|z0cN$Ms!6a@OT+6S;m#?2$y|EPst;PO
zlTC2X69&0T9#x+9!K8=gzGZKspea<<kiIe)eraoq_{BuQ9fM5pFQlOJ6L<GBmoK5f
zPR7?Zq^HI5i1#n6>N!j#@7jl4bb#ZwASdiAhds4*YJ05<5Dad=*e@9hNdv>;9Si<2
z@MzNo);xDK6HD_^C%qK*?-Q+k#Mdgz;Y!P@PscCoof&IQb5Jvaqd97d_;k+vb5n^;
z1K~RCvbgLD)a<>2n|HaOZG7CD)7ztQj9K+jZn+(}dr148dE!8P^JxdO3urhYdtX~g
zo`MZ8d#^fcW#anD|2E8M#-p-*Ri~JBBJycU4hJy0qplHWrN_epu+n}WTKFOyOe`u6
zRmhki-=Iz8zf>PMId{|bTYfZX>`PWYshxxWqH3O>IpK%4;g$#2z14<Gfti-~6D#ph
z&cy<*L(w2l+jT1FLnb`a_jq9QF&kJkGCpof&p<bmY>ih&A-LGVFsCva0C&C5xO^qN
zgNjsb_p2Y{U?8G<)M}F}h<)l~%{XC<>#55fA*X{tcvRq3_=8N?{N`oN-f&yOZC9tH
zOPvR&k2kNKxt#$9wGGm?kCHKewEgYHCy6k1O#5hYXfmW8ig0eSr9nQG?L*~!9QI#l
za^~HWfjkq<ohF{qXclvm{#bATR99Y>bFLzL_!_fK`+q5eN6w~eR^=`bxu+@hlYBWm
zk!jH3)l5Yt!N)Z+zbk-Yr$cD(f9Y5o`?-=oC>Ql^4&GZwc#%9${+$y$Y6+3K`dxn*
zlhEkkXJdbrJiKbV;j&ec6|5$XY;6n5#7_&@SiE8fTyBB(*$4B0o~LH{)(|<@l*gRv
zB+qZj%uh;tH<>T4C|ca#o(<9$^A+mlNxu2>3E@g#e-th*wq4ki4bG`cwC8fs@L&7l
zscX-pU}xjV&*Mo^$g`}PRg;@Y_=X}?E@!=9lc+qWs(U*2^VD{1rpCjhr}%J6jX(AT
zpJO&UWe9VjoPA{^Cq^qg(dl+82*v)+tX9RP0>g&fYop%IkbXvPtl)wf4C?%eZe>q~
zlTQ)_+d@u&-bXi{M)J8b^sZG!7jj_SHDzE^d?Lz-j8(R|$KYZn@70Kga9nk7klrTa
z25P^}l>~hfaII|5wGAB3u!;{g6=VW2_4D$a<bibjFp~Vg;{G%o>iGTt#%*PbBuQmy
z*J6pXv~Z$AA!L{A`@ZkXjD0u8zC{R0rIHX%A<-gIBJCwvB1MwodVN0M@9)O{_#fAC
z-Mg-C%rxemLu2Ose!b4~d_Eq(D)JSucI~#_r1W^G?6Oe$GfeV~N^!CU{8nI-zQMSJ
za25(%Pj21V?~e@{rf5TW5zdYq-d~K?gd6jfPep<w@XCvclk+k`$QrXrql+&Qg{s!N
z%rAyx0%PvM4MR!zMEP0d)xc1Q9?i5nqUHnKl2&e;MuWg(IG5KhI05dAwAmkyNrsdE
zmMTrE2ybz9v2{~hGMdHn>UD{G;en=mD;Rqk3tRkDWslQgak@$5#uNn}`58Ui{Wcm+
zSB{O=Y$aUIPa4$KMhVdFZZc+ZGyzMFt$nPf5s6=8ojAMdNnLo|{KmmYu^7m4O_pPc
z_%oJtE+=24VWW0cS!-knrU=+g&uaxkhLVcPcOGxt9hCZpbGtuqRwSff3<-rkt#hYS
z1l&-Ux2CyjZ4i1{$NbrqlL)MBi?6l^rNW@;$0X*`c)Y*QGRSCW2;OeF6IQ-G7Op8#
zv@k9eJT3jI_!mp@$$9tHfuv8hU4Eq9<$yJ4N$q?a?UsyBHyp|FUG_q`&x33%zja}U
zkd4P!S}A-gD=k$|ChKvwhKmY6>5$jHrmtKk4c>Px)L7C|kj@wCTG8r{W<9;8c@I*d
zJYc0`_;?n+yW{Zlp@biX7I=NSu0@CQ8f9FE_0k|XRjxhWyZ~whA}U#`E@GX=V3E08
z0XA|e%IIh&zy{9b2G1apTbge6sGlL8%G$|Sb@NfM<=&z8%hq8S!&1>&&TfNnI_uhz
z+HA0TY^5TVYJ`qYn^$X|3B+C3t5{RALvVZ2RgZVO4B+kNa;76GE*O)!Rpp+27^uH;
z5KU5!hbH@l?1}mk6e)kNSGsJA`7b%LUau&^(x%m8-xRYzMNC-6GJw2qk~XJLx><tv
z%{sy3n-aiCw>MeeuLQlhYwy^*5N<)Hu~SKI3e@=SYC7Q+jgxs-i--Eje(^-h@9FV!
zOv?CTIQ50>U+<1pa+~=B3!6LN>9aaGu=U2~C)3He?oa!p@iQl&Y!gN1IPvmr3hLcy
zAd!#i&!jf*{*wu2`iC_XNj*_k?_U1Pv(c#ZxpG2C#SeMrUdMijiUJ0Q#N;dSKG2?b
z^q@<(C)jxZ_#<vb{BG(-!nLHYk-uQ|sc+C7C!<<>n}<?B`9%`NevE>xbi3&{Ln*jv
z^E!zfc~77+2-X$2QPK5iK-ZgI7YIFN)!ctK1W!@-ofTXm*XN<b`I7hjFyD$_^1}H9
zkY>_*Y{_ySKY!iab@W&c%FUk?c{m+}-0v=|(ymX1D0*bIz+N9P-hUHf_a8y-+K+}?
z)>B|7*XCj|V{*Ms4!_l27!Ern6QW&=h-WB%<%)N!9<cp-l$cLA3{It&2HyvygVNCr
zzxQiqA@>GvR|6fwceDM+u*^e)BJ&u-hHrY<!@g&I_ty-3J9X$IZ(1gFXBMvye36K`
zWv{Kz&*Xsj_M7S}j7fMaM)=s?-^n2MK>l_z@mQ~GZWlgy_$*eRh^D?2%tr&KOQVx!
zk?=V6ZE~+?Aw<6ji@)O>fl8jL-TMcF@WW>9FT-4kh-aCbEvg-HSvL+IbJNgZcDoUi
z8}SMHeGvUBUIEWN4SDz4mjUkvS8*v9U(7fs;^^`@4*&fN4eP&~h7A#Yv>z|SaC326
z;p>((43bpz$x+M2jq2RD&G9fYd2IRgo-qd{W)2pnpN>ES>xj_SYe^_6SJqZd*0-k<
zd-cu}pO6x>{GK*`U#!*}-tsJx2AV!qwXfH^1M5Yf=Qj^iF`R!w??6Kloc)#KVKH3-
z6FwGI)Kk&$UO{Mj_+A#2c3k&l{Ns%E%Xc;oJ5rI?-z#mlEe1|(7a&ZbFnna#*b(xZ
z_)!?OWzUm+m;R-g(l&Bk4yf~Qq>MztDT-6YxJw4iRbNYKycY_+9j}@_B}ktss&9N#
za1hi#qjeu>PDO@^CvQ(b;e}s!qffLCCqTeRE7w#89U@pQmckEYz>(PxNv{d_(6X~=
zlWO-_OfJ%IuaqZ#2+8CM-y>$gd;G_5Gm|1T=PMD@vxvvz-ivbu*~IS_NRQ*02!|_O
zimNsI{Nc^Ir(bo`y?}FuLXD{=^_fGR<FbUqI9cqD0=9WT$sOFkV&V;}=Iy?F`3J%^
zfr8`PURhzuPHFRSOoUsKG3$PBipAofs<Rr!5paz6lJ({HF_`sZH1VZ-G!$ng=uCRX
zV{T~QYE4rAV=eU1AD^=W?XW`2+qJ|W%_+<Gydwp!Mw-`2iR56_;@587o20Jw=fcok
zg+REsWlHnidGdK?w^I9SX#lS#eijsmCc}=QoGoS{7h$U8x?KBCFMJr*P$hge39pWO
z{JC36hh5`qR@~m?;L$+iCh5P?_`quQ?O9J<e9?FD$h?0HXu8}fVd{%TdOQJ)M^RBT
zHqT^-R5*N{I8^!hwKd^0U-g%+bbt=WUjaU^B7jvwDPz?ZckJ&u-5|3uAGst|&ag|-
zpq;{B`Zw4drPmtMUU*&v>&OqZt2|n;l=_!t>~R=2-pTN(7!8B8ZvijgKGDJhX(uLc
z>rf%#pUgiI#xiu;r!uHwOh=V>DtuYnspyz@e(KV#5PYC8!a8F`*1_kxdd<>o;HA6J
zjE|}lZqBJV`o@ofs*ls}x5c@GebJ|^EW#l=qbL07dxtw3ciS1V^X)@!fu#Om!s*+@
zqs!swXG=KOuJZ3&oS{DW`NaSo8Y-)Zghu-(VWh6(a!iC1c0E}2`s=1p==9c;4!^02
zt;1^fpCn#{Q;LsXTCW6w@lj`K%eTQW$Neo^BTyc79t7X4->rtBkG1um+MdGOVM5D|
z+F>v>1>NoI?14T+xpsjwkIWr&Ojl0WfyeG=Y|1_fAd|Vly^r{iaz=JtHC{*j^^Ap?
zn!)k-OIlf2O)?J4M)NevKlxzHNs{8-lLABjC*@z*nqyb7z0rW#MM#z0d73vN7&3h$
z-msiVgnu@h=ReHTphcPS9>;D9^7+>unK)&NCCz`*-L%O5Cg-`Nz-?!&9?RpH;4Fc!
zLiBh4@iwpOoO>2C=8c8SC0c{qqVU@3#l2(O!_eyX)Agf#o){Tw_FSr-aQYWgg_>NA
z!1J5=j}&qpclx{TarJBpJpFNW;MST5_<;7_rJR{yHELb|%!_cTmv8zuv57&g`f<vy
zM})6SO~1Zy))jfZY)=ioB>l+ijRWsQW58!OZI>qT)|xd*PI>3~fn#0k>cjWX;9Pyp
zz%$Az{LK@1=xw7tm~~2bzY2=Lytde;N)OVXQBqXYQlvw^hq=)mGS9ilpv)$`Js$Q-
zSZ9w7B;v1|KV+}`bcdzrzT2pA7F!>V4L1>g;@1Z4KUOZ*__1Dh(Ux#oO|60+n<u70
z>2o87LKhEoXg$8_2C2g{QI(H>dG80u4%JCK<R*3LoTg80$~hqG=2BLC*_&LaR<Q?M
z_XGb&WqU+~sc@w1X)4vtAOCI&{+r%L^2<_JKEK{}2|td_AKjmtgAm#JyY*x+m^@WD
z&psD|Ph`S(GNi}i8S{3d*?I#o$6tN^Ug>x@+w;|opeHD8iAjHXf3S6yztOe&jxXd>
z2Gbmi$vjbCeSH_z24@qzUM!b5gWJw}pS|h9#N$etXe}gjKMD?4sWI*-*?LTT&EWzJ
zYuVN(l@JG4dV7Awi^appTDnGwO$a6!n;BZT#$%M5TE;+i9^A<m-&aS81JjxA)Rn*t
za2ipl&HY9E8$<lBxqV1|`s+TXgtg~z^WA1$UQH@|+0z!-qwk3(R)zzYE=FTuNk8Lq
zL=K*i%+L$eN(Q#QYC@EGlJj^NwmBh-1_fOTJYjy?ILycU+WBoB%KA(g?3xY1%!31W
zuJ7`O_gBB(Ev8XH+~srNX_BuJWS3|<FIE7DnO_gt5DsC%;G9&helWPzj$g@7qC)65
zr?c+l_?gCD&i>#6C_L^L>i?H;9k+eg=pz2LN{wB!8&*Z4J$v6^;4W8uQRR1{gY273
zM>ey4yiWmL`Q^LIF&7}ocDLffGO7QY_cgtgB>5ZtiJ!D;!e2gWaOLc!NVuXZ|EB*z
zH2x{xn{jx50ECKMk-xSt8Dsx;SQg$VxexPKijj~)Jl-GaFa3zecGgyq@jV5f)Y7W!
z9#G-!)n6%(G|uBgpBEm~F7o->J-N^1P$V{wI?G9sdd!5KaiyK5H9C8*zC8Iij^w<T
zOfzCAxI>D2$7CNJ4{9W3yi@Z)S!GR~Kwc}zyKUsK+)ccbvi~?^HzdGh^+Z<q2~!w|
z{E{p7fDX_*WCWXn!DT+}+cr;2yk-0E$OZ!ns%IFL@I1~!^MbUzsa;vHufqCueiHE=
zrq!Bv<WWFi%X2F&&s^-{+G${DEsyPSjy3u8B51oL@m6a*47=)i!gq)}0X<qYD!0ZR
zzc#LUxMk81IHE>kx1A%`fm+6l1u}QBV(0qHRLK=(<K&gfb0YEIXZ{~L$=OhoM_ZpT
z>I9#?xI`zvQ9%u(_&5KKg!Emd$<6mkz9juu#>p{Vq`dm1{&&g?)8nXLoCSlC?-cKO
z_YfzP_~NTNa5V*m{C&)nzxsjDP*da`GViB@du}S(`GH2n+Re{zlk>u1)h@A}cG&rZ
zBPV(d$(!7{cWdZq9y}LeHHy!5BI^a+ll~KAJt}v6e!Ex<;en+GJ|g)*?H$Sj?#*U!
zVNvaaOLZV@cysfCN_rl&W*soM(I~>xXB&_IyGDE*>aVqhR6~Fv-(NW>-wNB8xRyVi
z)PYM1JC!<!=P;(?j7HYCXsDuozg@pba$e6<I+8hqVet4^BHy?_IgfP~^!!i*dC$<J
ziT++Vsj06burmP}wn-eldpHMJz;?DUARIc5^`4iPqC%{2yLY^MHbky_;r-4nfaIMU
z)h${QfmgylcU&$AuZc%1);`PuuB5pe#k?fXzb}EkpfLo#<b4oMC{0J@WnHdg&jR54
z;lcpo>p~VaY5%=lWNu=2r1ANU1;8uVnm1*b0<9O0zpP8O!*|8UDz`k1L^W3G&t|GE
z)F`KX`E8dAk(!g=wf_>YU~JsR>uU-B%=b{mW92Mdxjo*&?pKJVjIP#Y;-<L%>QkYE
zf+W8lU#+bCDi3O&`D^%|%z$HOA2sw79&U0nYvfUKUf^VJlM>0G!cHF5+#7|&_i-aG
z?z&(sbbQlyJylu=9vTc6g1$K7_^kexHvcGaaP%!(JeUsOG-|KfK?(j5DXzXV7lzrE
zYK=TgzL2J2Dq7STLiWe6{0=Py;P=%lFB1AP;l}I(?k7!=*dg{}8+#N5jZDH$M#&Lh
z`;W3^yLD&qJkxUN+6fBuoe<Vc6sDto>y5j->GpW1qA>K#)ihMGX6nzn=82cGUhjzC
zoP$?3gfx}z3I&OGX6ofvF5uULy}R7bMBw9z(EWkijIm2-JHw~H+4yZtCZc>N1=nqP
z!V^74gW0x?(;Ze>z`tivsUa^D7lVo#c<+Z}63-5cRb=10AW}Ye-`@<jX-e2B^HA~2
zd>Kn=aT4nA1zZcLAU<d3<3oL;J_PN5+i2+y72S_L<Vbjyh;z<=EtYj7@fqvhvp-EE
zQRbXFH!JbU^C>Y$${sg`+hvM>n@LWhQTf^}agQWCuv1obl`a(}PMTI4bCdbPmi(n7
zq~6iap7kU5bTar3^yR!Jb7X>r>PALy!{L~edb}s$sJ4Ag{#Iy~2M-T&9{h8cPWJWh
zt)|JoA;(+b+`6sF5XE<ti)kSMW{;gU+dULYxC=HvSV>*sNsOwb+)w~qlMX(x`XC(-
z?O|mxApcID*+4^gAsN4Cd2JN_tPk;G!-K8PRQ$>FXt;aM7uhuKJT7|}fc_Up#vW`m
z!rPad{@AD{;o;-EtUq6M!X0n?#15@Lhu2pg|9vVQ3kTgD5B%XThT+OjEOm`eaMgF{
zmrhkG$;mRxA3czaU%oV~sc}iinc6Q;sjV~+n|t7y=o<%hYhPEhWoLqI!>26+J%MO~
zMb4|JnXvb8PgS{R5X98m(35%tpe;^jWN*kRXy}MvJNCs3?oUHnP*gOu-r{~1>F)`@
z$~QN-T(^NDenE}dEDHKJ@!v|>kb!*-O-}@#B)}Bc(}7dY68K$Vz2t(uH+*Wp+q-0w
z4nkO|Cf`Xx&rY_()fr;wDR$YQQok6lb45EwOH;s2Nh3gMGy%Tc6CH4isld7yI)0MT
z#J|UA+<RCv21mE-Uj47$6VIrct=-FFjaD^RhYI^_&@bJ^+Sb4U6N(=RwHa6=&ysk?
z9=<@lTQu-Oac2sMu6*+M6?BC6KCagK#Is7haP0m#BjMw?modKB6pDp2oh@wfWbVJU
z{(Tq^@en8WxCg7)LR#%Hv620LDA@e-rp`+$l(9TkJvZ-%#lE$TizSY@-=g)HfN2^S
zcXd%B-i5&vJuR(YTA5&Us&~~D?l_qKxogkEeR3G+#_sx)F9Ldm)JC?K=7J5g>AH}X
zOsrzI8MMFPj<Po*LMN}MlXXq$KEEy5n31FWqCcFD%a=7QyZ?q^+ovx}tC~$gqwX{7
z;lUJ)eqO!Z%z|*EVNzsoeH8Fh+E#t=_QSp@={HRt{!rY-{mr633q7AKmNh6Igi3?u
zhYPK_aI%m&`yOXJ>h;c-exFT)@TrIcf+VM*xHfP}DmVh@Zd3OU_y*(OD(3Y%u{NN&
z*Q%DC%*EQaJiSP{M@NyO{c1W>G-!U!DK;4zj!zh+N~2#y;k^TKy@7X}Al^SR?wvgi
zOTFL9yJ>pjv*T;5J3~ToX+ErAcW)||^QNCWPq+h&N6)LAAo;|sRmHP=Zj>S|)q8j$
zD+5k``@-d*lLH@g4iK$19ppk2InFgwaC4ea!m|gVC`9#LCvzbcJ+}QF7!9$9I`=y#
zt`d%PGOtXu^QQ=mt+{o&*uVyp#RClQ$en|M$E)$2+y%^gvGK^&zyQ#VbvKtiKyqry
zZSVR?UvJ|rzikIdPH2^#r1J&UTy$gf&|6hcxN)EM40zw9L9%n4Oqz)W?72VC^-qj~
zHSGDnf5{j_+cBn)yQjD@_yi?w`CtT|O3XX|tR@!vF0NLYeIy6!D(hZHlYFYV!RCcy
z#bp2Mu)O$YYdSm=RBCC6jfAYr9HwAugJFYV^_in3#2YhX^3Q?}cZ)_Zt$LA!t?LXr
z^1jmH*f5{LC|Q5^0E>v*-V_Xr>3-=&`m1y%;{{wD2N&+EU6Dvkf@B}b%MzM_s6Feo
zTd1QFb?fWLKl$0A_7BFFA4@#Zaj&`J-8NqczO#qH$Tkr4##{vMOdG+yA)&)Q7U}rY
zX)FCB>5u4rynXZ8NpCDD3JBzQnu__Cs!zWsoI%D?W9>yqBtE>_%+@EGP{H=6uvy0k
zzgx5Z4m_9%lIg=TI-K4RD-<{r+iZ^v^1+5S*Hhq7`P<cd`K2&m1LwL#AqvphENdz`
zgRxP!s0M$<;!h6_A$R6fq#fRHG{q$d?{G+GaH)8r2J`Omc}gG@EatxB+UtX~%d6cg
zdnwT6d1c~2b`c0xRo4kxg}}*+Es3M@S-4?&X!HY_Gd0h+twDdD3OkNY<g>g=hrMlL
z+Bu|;9kar8k=LON>+FQv682KjzUqvK#SbsIS^uFpeVTCN-lXX3J@Ue_smB!&m;wB{
z!Ydj~$tbI_lv8PH1jCA3Vn3)yz{qW%*UCA{C@awTz|+(T^tYQ^k&X*0ZfmPrA^t(7
zotE6!nh9^HIzCaz))=$ptrVW$qT*0R%!P@X6lmz=x$G85xWeBpKfEE_n5n;msb3pN
ze$b3-r|297&y8n!^KGHS=|`cA>^I5$q``Y8(PJqvQ=svbT`USq->x?4s!xDFMhB)s
z3@<?HJ=!W0hA=Rj+sAhIk^?S0i0e5l;{(>yK3*M)>F7CGHpr(y{9M<a5>7nwg0~wk
z1bGs#$_bi->Ay3!knDG5s|)ED|0vcxYk!ymBU$EiqN>HP)x)qxnr96T+R@$)UA4qj
z3R?_!Fi>#S8Rp!3Ta&=?(TSaBf(cjdZb%aWL_mu4<SsSGFyQle<C<{K3l(CQUJi8T
zV4by^j)q1y3e?YVnUlV}_Jx{jZ!U&G|AYB6fB2}7o#8OgC7yte;$G*MP2xb9{Y9VU
z6T;&<6z#-3LpZ>z`$k5%NbbKrR9qcWfY$8OCSiCCESX(CTz#2}8F9hYfkNr1>8epb
ze>w>C)&?a0AfDnw-rvV~<=j!+dCn_iE)$Y}<p^?O1k!4}QfNL|uzYEAx3QKX8p!td
z+5fNte?q>y*Gj|o#Re^Y{Sdr1A?mkG^1IufX)2r>2*Wy&X`Y}{bd1hvWviC*g<Ga^
zL(dkD<B46&dMg%IC>F@>k>PO(9j@zdV&6b=)QUMFoYU#BZgc*>Ji`=B%=X%F;8+Z-
z^;Y4J3=Klt#q5n|@A^UKFD|v!j!|S@sQsDVjd<8O_43$9Ny2TfD0|Dyasg+Wq6WBl
z$bQV<*hk9HAE{!gm$^0)Z+Xh_1<Oe(G?X8?IoKD1LtQz)->i+p;9d>ZQF0wp%9RXC
zV9A9u8-^|R5Kq_h=J2%mW?NwB_xt1iBpQ0s%9ln9Qt?6fo0i`Nepq{kOQKk_82&vp
zZ?7YBp{nl6^ChfgUM7&gMtdj|-aR$yODF3~HS?S~xbFkZJlPX>+#``sO;q8re-fx_
zdK4yG`$AG)^2-kccA$E;<jGO>7)W0J==XXt9>wk%U*E-}f>mrAiu)t?!+lzzY~;^m
z<cz5j%{rD3{##q0-z9S~*vx(7ty%;`40P6clliaJJg$c`?`FU~$-w>{a#7eR4+qz(
zk-Tz4=1to7EX>?7t1io6iRZor7b}z#KERxAONU`P{t1*+W($jfkxSjTY_}C4=Z&V9
zStJ)J5l-2rC{N~{haT|j40}RG_-`ZOanffo?1_1xZi-Gp|K{)J8^VC*1<JSQG|+x7
zWjv~^iyWTw{2Vc1$QvV|qc)HZa_tdsDN}(+V>#u(^d$!yZfblS_-upTT>}bVjEs<}
z>-y0LNwMH;oH%{>PY4(Wd-jh-<bcu0UpfmAPthXp&f#|nP^7N>twW6p65q#k&mXXd
z>8CK_uS<vBZfSA`w%+iyl#Lc-O7bWMCx700Lc#i=pW<K0e3!7I-PyIow{T_5>}R1}
zEcP*JpDDS036`QP&7IVvNDi3(Q^Yj|cvHJqa*5}uVuuWeuQuu9FuU*5%}v5p$1XkY
zkj;cp#o9yL6q2D&WwVd-`EX#`S30u2IR+(zRNiGz8Do4$zW~=o3gp@<Zs9!`kJ-)B
zVQuX`XuT!z#>%Y#@;(}*>4?(tgHdHXU#AE1MlioySC@-bD&fOvzjNTZ@Knb-;#2C-
z`ONunTOzPXwZH1vZvzX(iEHaybCKd(ySw=m9cp(x-djuRFrPnfH+o2q28URKuh^A=
zFWdc!ij?ypP4@U*Sx*}12<9dwZ1Mp~zFR$}MybGBKnaZYutJXe>WW3=ee^L~CSYlw
z55n#20FHfGSdyW0X2)zXRQ?NfJ5o&g`~KT)ST<h7Yk%t~lFEcfyH}K_qs<&LYc@I;
zt@lHZ`F-1kjz!^};rGD<H!?7iVUPalNez7FuJW~OV+J_TEfU^8vccZtzf&FFWuoTg
zEnPS2ji8g3IsHC29bT-}OwT8urz;f-uFZ^@_>r~9IzurA#D8&?Oc8!y!Ke56)5}?4
z+OYOa2jP954eni)TI2-}CND8|#kzuap1Tv%n?Q_ZP;sTZ`9YHU)*a6ioYBKBsB7&`
zI(q*7A=yj#;xJeAdrcz^POq@^q--TT(zLs3FJ?;7^mdfh6v;Wb9#XTfS|*-9J)bk8
z-)W#9-~M|wUmPA!_f^?{&I$wnJPyrIF~;sAKAz@H#B2Pt>uT2)8svQnlz9@Gg5T_%
z4|UC(AfKBpFFk+)VtUeBr7Mh4omr&jF&_<`_braslHa3$=7DJ61i~2;f5#$OV1O(8
zN3OF65-xS$^l-7G75p*r7wI35!lUk!>rXdEBju_<oz|(%Ao}Rcw?$byESWN&Z)>pt
zmAX6oqsjSq4bQ9Q?b4ngD0S<=aoO`|n5=s#`6TJfng^{^RS}Mq{|%eVn!z|C>e<Lf
z{Bjap_r-S|jYS)?Cr)WIdYC%r_pwle1}0v6k}n##AY0pt%R`cT(yP(rZ=f3Ex#vZX
z&C|(z)mDEKH7**gk34(gYpn!gv>@xkyDYe$ot$sEjgAZ7ekA#Pp(5jhx9@Fx^zd3M
z+fB{wWE~ptz6;4Z<fyRAi@K}UAYrI;q==39n$~9DYf@B(anYc|ieja3a!FhB#Pf9M
zcdKL4u1x{h2dx1$6ciQrsZv>8h?i`aN~@n`;X0G%F}J*UP&KK4&pklu1|^dYxlQNs
z&~~c6c0S4JP|~X(P%Xgp%-QV+j|704q{E@#%kk((|8@WwEMS7?moew*L@4jfZE9-^
z1K)|lL%Yr;<B6t<t=HJ;=({jKXL~Ce7fhlg=>M{?Q_W(;bR-9PtrHpQkNP16q#4a8
z3LrM-kF;}R7~cBF;}P@53I)Ez{B_Jf3l5bT2Sojxf%6N`iDxs>Fy`WN>1en;7{=`}
z?cPDW<3n%Mnd*~(w`R0Hl5m!~OSH9LUiZOIdwG@)w8UfII@ai*;gk57*Ls3yIu|+w
zeyf`6yQ6Q;*~1<YG_<TpDt1ha#HiB_)Z5&-pnR%B_gh2)o?Oewx?|7@7+TlcNwdbF
zQ(Ps>6*5QF5Z!3mYng-<BZhbPwg<!4!dH^wZiz6OaY)v4k<48y*-A>k_JohKO^=Hx
zaro5J>diu=D<1vse%gZM(W;vg)~)YSh9_*|YHBHQIF-zJea6TYJ9{+rd5FI)Ev|83
zlM|V{JSoh&afR?oueO-2A^WTpF5EPArU<Kawnpv|6+j&$w$xo@e^9MvXTrIk@NcI-
z*qykU4S{QJ315pZ$5x*Wc1K=kV}Ith2CR>OzteGandTsLF|~2cC%)w@`sD4Eaxxb$
zeOdBnU<6vSyE4d;xxC~k4JHA-|L_5i^@bjnf~?!-MJg2+aFd7&hx+L>aDMV|{PCk?
z==V|I!`vJW(l3U8u&yGxl1m4B<_K5lY`m3^geT#P9Y5Oe?q(Vq2soYMyG+NUH!Dbw
zD+ceXQn~NR<l&!_{MJ4@($V|HxpfK^{t(w0qp4eKhBqi1Tukc<q4RZDfa4J#Y`)g}
zgQ?L2hn5%{N1Zbu|Kq0YSu(%i(^sS18JmHPMjOraD!ssDFio^w*c7GjRc*Um8iBty
z`7&t}UdKYj4M)LsblkxG``K%148qQn?Vm2vK&y=M;6s`Z_Wr%0dHHNEF7-b=^S*}6
zG3}jyP@bIyuj)pAz!lP;zWZX|b9pLmH>b6xY>EP<!8K=GbBPbKtD|kIg}lGpOam_k
zP_WoV>Sn}od60Kqds3br3L1N=Cj7hU*k9@z9s4U2zFq2jkwxm25vAfI{$ZZreqdjr
zwLv^iF^q@pTnGo1qG-mM9+I!GY%VLB&x3bA1|tlGGLc^}^X$Q5Dl}ENhA}BeA=3-#
zjUms7uVCFMuf*v9U>%@{4pou*pyzn(5yBlfbVNJg6xsLa-%S@Cyb+I#2^PMofvKQ4
zaiM-Q;Zr&}YB}!ZipAaLH>!j#dV#2<c-?&`!e@&qux{_jMh1}u&1?KgWUk@N$n0e*
zB#(~N&S_;M>te#I?}yS*!uiKr=O+drQKGS^_AUauw3brpmb}1Sv`6Jcb|f5OOKo*a
zJr7b_ey<R?C=T;ZS^Pdyip7VsPfUv%K=dQK3)?5iI^dQ=Oo0ITe1~iiFF8WySC!8w
z&$9_4D}B6O;CeLL=gVoHewYq<o5zil$?N=4fH~hr_Y4-h|J-@0-j{H{5Av+Ok%gr?
z1N*b%t)bRn_vm>i2k3WZ-OPDE0X<8`rgsI(gK*^h=hfaZ7*V4$!E~MiYwB8h{@n-$
zTN7JTMV4ZS5mZ!gIgp9825<H*rkyZRCYfrEF<9J^4RN7SxKEUCSSvLGkp7}rq*)dN
zwrWf8J|%nr?us6|q%7un`$<;Bm|?R?FkkDSE*5!QmTx@}kI$@judubJq558>f+r`#
zp=uy4{)ewSewjJ;F~2<u;f>V~W;1ULnfvN`W@ik@%rh0sYg^&_-iXtZb1B$WYc#j3
zDj9yXyfs{9ZHYQ(gSo|iMS%`YTzE{>0k;sa@V}E37_Qb^zTBDt6AdlmN=ZiW6_Qm7
zG-Pr2EoIM_kBPTU!}{~~(X&{u|8VT4XAJILFjRM`OM=4P>m~A7Z1Dv1k;QCk0XQ$6
zv)gAJi#;KA?3Pu9!1PClmr|aLzvB3>vt5Zpg<mpImz0Cs&Yvy+NqDQbX&Wz(nE2q@
z))J$K;^h7LK6CdDlK<flEE<-$;{_#-J=~2XrzQ|G?CbeG6!nif-pZIv!2acttP_MY
z!OS81>dLuroF9vNP%|7)`X54nx3%X$_rB=A)sY^k{aK)7i@zW6_rBMz*Y?L}+8#==
z9NCy6qLlOd5FH#XX%{jA_o3EyF?SYv0j|9;C3{2ZBF=4`seGbmjn;c-($}QYLFC6C
zhlkO*uzObPqFh-Zs<HjO=q#oMwfzE0XF2F7`o7?bg$E6ERhyp8Y)Qe*|GZ-iO+CSw
z`H{(v`*a8ljh2;OOT0pIa?j1vbV2o1r!T|LXmXw@{Fi0p2d{Ycb6umQ!q%9Oy`A=A
z_)y{Y)$w*~@E_yo*g(7ueOkIFeLjn#kk&{Kb0Fbgj%k)<Jk5c&a1~o&MdEL5PC9a-
zyAWz+vUMy;KhddM^)6jW8Oxm_AL`Y_5q{fS=S@P9sG-yLYtQ{un4&7ZvKdTAQ`NLv
zxJMPZ%M^|>1`;o_&}-huVlE^H=AU18MF&m`)P~Kt1Y=}SkML{06gc)+@<9Q49~UI0
zS6vc{MLotve_o0V3>jCR)3lGo>UvRaAr30EXl-M2ohEaP7LPmio!#N?+1P_x0#y9)
zeJpTTm4bWv3l^mb7evI`eic_&JXo@<lL2lsJUe9T6Qg+%)VE6g66^4SUWbh@e}y}u
z8jqKtpHCR_<%)kF-A4!groenh!s8mgc|hx1Q#L&O`1M-vkxU4e5|k^R3kAtPT0b{!
z^#r-xTbE3B#Np)ct&dw;RH2b!{Yqa?BpTj0uT@{Kj&;p#!+Y3b@!h`hH4FL~Smio8
zw#hOc2Hl+a)duBo^!Tq?s7uC~?!%rV8$Iy=&%^s~54*s*m#b7a956*64F~({r0+Sn
zR$OqOu^-l@mk$?qUBtyo!9(Z1xgk%Q<EI$nJN6BjNn&gX#|nqcGx}^<VBzFZpZ=JF
zt_cs$k0j_qf8Lo@E*H}=S>n*c=B{LXp%%Zgw}o8)J&ifm%M(5U??>0|Q}KA><(}yW
z|B}IKu)FENYEp;6(c*<p!c&|S-MM>?>~HuccgU7y!c$-ITbbj*P`t6}`J>24Xuo~E
z=81Ixv{xIS{PB{GyoWj1S62M6z4hRr!I~tvBEt0gAY|Z@V3L#lwmdZ4UqL^V9)|7)
z4-Rqn+k?&vgB_*}gs;hDY#^gaI6666ll!}qvBI*wd(B`r+VOA|&fktC^NnH3&+Xzs
zCgRClg@ijOls5gbP)Y<*gZys~IjO*O?P^{fsh8Dqu9a=}B=v@t5nlF$3`}<4?vT1F
z9wTxjOlNcw;g5Q)_N|F9bRDP1nAJN0ZFBaPhzVbG&fK_{N68msl-(NFFGpf5<rwES
z=~QSPdY0^VN)vK;j*mq3`NM<3siIzc;<*nsc*{In4l0T1uJR@^&?2?9{AN@X#%rt>
zejB|XpI2XRV7;sg5vTiS-aOBP4-Qr8hcD#7=+1{dmpilYxR+pCnp_0ddpfGr*!$sM
zPUey=rI}dr)ba58T#_@;dSA`D-ww<4L{7bD@j$6ncb4Z?Wuonm^434WF;G3F(~06_
zUCrij<yC_=^k|YniOFo7ZkTy;I@1D6`5x#uCD76DkJy}!dl=00S7-iv5)0o9*KAmy
z<_S|hbgypj0-*S{EIONC#L!dN&quQa5f8(U4>Zz{P5N4HF{3E5BpL{=k4{IquMUn%
zyK~^q`EOc>*yDh%Fi#`(M@;+m{JV`c@hhdeoqM*;2UB|(9AuR&3D-sQx8hbm$T`%#
z=6Z<(Di}mcew(LYZw-&SPn8SEm3)4bcqt2P>-4wD9FBlhmrXkOJJNBSWxblwhal)b
zs`fj^-U~~dUWLnS<;E*&91r$d1p%LN%hR_;G2knb%g;)<5G%EM`JY#!pj5=q*~ixm
z+sZ4`-?`9n4<>myCzA6>ut^rT?*%+-v+Ik)m?b(fns5qgIs@M(4ue{fJI=nbZtVEK
zGr0Nhd+A!@ft8DF6*M!WVgq+=e90$E?D7{Zx_?F)9aZIASC-wNb^1@C<nAmexx6K_
zj_{gXw~79KAnb_G{$>w#`lNvRO+UtZvYrd~R{SzEO##DooXe%8PW#F&V*jik$r*X-
z*pAzf9CD#(b)%jyzT0~sD4;bD+iF+wN~K(e6Y2KCX{V*Z=V?iaMF1W6PwnpHkP5{5
zO|ye#iln~N9@uC<<%u;*Qb*SxO$Pn6vVFVAK53`I?6-%`WIl5|_L1AK0%$f2c4oe1
ziYJS9?f84eAB%1ktsfdB`{E~3y<g7|?}w%>C3Z^?x;<(Bo1q(xL7%;DUiXZFLFG<K
z-f&NNCls*%pL`6a4AwPrFnEI5!c>h~$T|G0-Pofv8-!G&RLhvvc7*42`h%cnEd0#5
z6LM%94TQJsJ86C(3G4V3n3=a_Aa9)b&ZG=IP&%<|?eo@nTx$88Q7xYgVI|{S3s{QF
zext1$H<kelMPqfx8U+w1J&LDq+#pSQlGBb70-yLDEQVbYkiM^Hf?wJfT?@4qEplAo
z8K=uRjY2B6H5d(zrUrm!h!*GfhrzJtmZ)DxQ#R5<7WU_m{DbE+!L^<y2Vu=iop*ma
zvarVH6LW?s;n<XKmETeexcjr<8vy}Z;4u@O*>}zrc&FK4tZ&J}7av%?Qd)^OTv~DY
zz<4wq3)<b&&t8K29oV+UdzwPuwD2bOTmERH^)zq)t{nVqu<BB~<Z%?))Y5dthKj!B
z^+7USaWESEdl!afLonM~9gCyJ7$<sMu)5+BewJK_5%P<~YZvmkO)kd~o_uM8Y;it*
zt>YAs@ybCZ;nvg9jtVeLlQmn@Xn^k9U#NGy%|PX=9%++%DQM-VuyEca7dc!LW1Nnd
zfJ_a4LW36Zimyo1juUQEfriG{ec4eMd`Q*e_wzhd*w!nyyf+u}txlee{X)lAdE2tp
zk^`|#-Tkz@oClV1{&o7CSOPKL8LCe;y)k;f>qX*s#9ulqkA_|H(USJYw9Y0RDi;4;
z>#Qh%Svwb%n#Dvi548RII;$8go#b8#7KnlJh8~l@TOH7elY7GUlP`RKuqDv#9u0pP
zt}Oi|JYB!*sjZ2&XHh*+BJ&%?5lzztExxPk!>DciM|-|B<h^8Knne1rU&LP}?EUS4
zGm)O_gL2G3NaxP}x8JiNuhwbGpPK?Y|8B{wwzh%KYKgzcgejo*diQv7s2d7#5qcK!
z+<jQKG!vgQMMlxn%sST+@s)1ZjX<d=+<0*zxM>67QARWKD_?fT4DN|hX%Br^cI$V4
z<4Z-i7JJd#vw>(a;nFSlArog)1bpXYX)wy=;j}pK0ltkFJq5OH#~rRJToF^nDBN@C
z;?O@|`2ChUDp%$pa<7P~bp8v4tLNYGZ<)yiYDo;0ndI=ri=<ep^n;LjLQ;g4feJNG
zOeWWOIsubG@X8hlhJngJBa!>*c*1>hV3IcyKP$H~ev*&_yRD5^Z=Irob$97<FO~S+
zouvcE+v73a;^pk6BnQ-C9F(yZ^F#>^o_uwOD17zN%&tGe1KHSHPqee`hR4Bc-^cn}
zqMu3BpY!6eaATloKx8qAaNL8=Mr6k0X;G;ojl!wGcwB3IoXjmqch%;OyLw_p#>uXh
zlsuT9j{dvA=>&Nink64MdxC?ogz3boKoH3`+J9}4@H<|G9Jx;~g_^$Oc?p%#_+3#B
zbc~ZxH%puU-akLwARBEf;E{}XuJaCLh}q+&W5?Eo5FQ^}tzxPZha(OR#JWc0DnJp3
zT;cBgT-d+yUZWr3Le+M!yIp5P)|G;O*H7^VW3klPL?y!c;27p9nTgGV!4Dqc?NP>1
zH_~D1fBGEZc3=Gvek>elw+_k4-lBl%pyh{Sx4nV(IcN1(17n<cHQ%#d@&am2(q~2P
zC4$CbuJZDw5|}HiK0Pje2zWBb>d#A)T;oe4<txGI$a;y|Sil(#v{PqG&%Jhr8`~#^
zZC5A5bmZploU}LyVO(~klloeZgNrZ{9*0NvdB<(4sW`Vb*=jtBhK>v4S5dVbeLYtW
zJZw+K_kO%K9+#8R+%&w5Q-B6jUf(2Y`s`7=Kkdt?(HY`v*xLEeFdxDXGjDsI=n6NC
z?57HP(tuWZdA(Y^3krT2&$ltMhSXmAjz#Zm<k&LM;>JO|Kf9jwR<=YV$2tj_=Y$ud
z?8f(PO%VmYMXY!0DJMBb{!rCZsySej?|=1Ta~#Nx9lc^R5{6};eT@CsBT?(xzT6<<
zH`%1OR@Hv3H%u;X+(Mf=2cKU*b`ebt#WmiJhv!J{tNw=AK@pu;(9=!apJEh%1?A7V
z&+{jO>vblF(gQhg>{~d+$hr{!DdM%qJ<h;l-#X|nV}>vvcB6+O50sO2GB%Qa^%u`c
zfh%OccKb4)rI?r}e6?pE3?&@&>GigWdkn2G;-f&`k-P$YoW<MFch?v%W~Y`-K1x8A
zFZs_Sc^p6})b{nkKLL0$$;>@$HV@q14(a7Adf|lpas4o);WrBrQ|dmFXZrQ?=E2Ey
zQ2%aX7OzHwn>SRqT8EZl>Z?k9#jybJ)1@}N<%$Od^}&};a(<{fv;A$VupRs$R+EZK
zI(}cH=bJ1>Jj_QoX3sg$aVKvdRn?7Lhkw|){d}DSm&1Q|YfuPhN_h3io$`GsQ~WCa
z+%oYB6)bn0BlVZIv^V#@Hbr2il0wTSsd#8f+E|=Dm<I`aWRlnB=)(p5*78Zx&%Yx1
zxV^!bc!3Hh_N{p<M)(uPK9#$pLHLr=hFv5--mS)di1(v2be5FL7m+&H#05Pcf$(JT
zr^Jd*O4z_y;0Wt#Hp2UL=hqK@O!9;p|GK8ElCeRrMb~3060Y@ES$uuz4fPK#+;{n8
z!oe$#8t*9)4v6?3QNyDtFr{)YN31>pgWLpPML&;0HK#AMc8yH9G{PXgm&^s7-X!&M
znsyGZw(lO^N#;7Dp9p@K<fFk80iKNYx$&s-r#vEyo`b^AcNlH*CiPEWO8u_b1pGVn
ziQDzJA$0Oyu8aGgj(oie(I$q(cVxLYu1%YR%#9n(nFS=E9+e)&dm|05Klt?T<S_@(
z(zpQ*420XD8YeDfQV0t_Se0K;Z7^enrSaB18svs-w~ZGi`>_|vR>RWia7w*q2VFH6
z&Q&yy+j^AZ`|Stv#KQH#hbNR}4<#76xut}ouBRiv`1{yBPj-W*ZQISaBSyrl64*wS
zv&K!6&P_qhVOXhgmHO^|HqQClZCW^R1U_73W%){S3Z_2}W*KZJevFu*{kXKK==aIc
zs<<g1e2lhI=daW7*zKVC93jF5?T(&doKMBBM+aAgxM-*}*1ySHGy{z~JRmlMjt365
zGnFYsAT_@v&T5zj3(jxS1qzbz6H~qX31h;iWv*SCCBBo|sTZeYnqxp^r>{b?C<U%~
zybtq`PsiIQyhS_bZJ~3BwN|Mu2L<lCtsb&X$8M9R;lch4sJG3~@@)x2A<U9?yPAdU
zA%$G;g=u(_hkYl5#9^$_?)5Vx^Z(^b3cbaFWvKb*Ok5A~HRM%`9}($Jgt@Og=W>Y$
zW|LV*KsxC&QoX+3wCD;&=WPEO_-h4xo1GQEb$2U9Uu?ayj}nQuDmJ<JKZrtV`ofZN
zU>ZpF7>Zb0#NukDOZ_JW>@elduH8I)Qt*q7^7qf|G|YPSVCM)e4VZ3J_1sC9fs~+x
z92b);cx|0xXdqOMz4qphHW0tjBYXCf`*UKDT_-3rf4d$s-`IBTvwJ@H8gA4RR`<oI
ziC4qd+x^gx@kj)ne9nc`n{Nv6#=^rVlada1;_y;mgZa{<7}!-ArPpwQcvt%En6!S_
zz=w`o>#GTWNp#!S{kCQi@Y*F@$uTGzKW{#B^|BcSSoa0k!&h|_TK`-kc!gX?<dtmM
zujPZq`OfB{YT~Ch8lUOlqySqfr#>HRG=!div&6XUM1F7OM@J`efYoQ*|5f4%bk4hT
zVh7CudXlUgsxs-A?0nGku}V5-QfaL=zNC*?lRq@vo(j5?LH`O1vjDXdjQo_+ft@>Q
z&+JAsaNo^h{$(^7t@XMJe=UV$N3@e;VpbF`Wryz?c%2TS3$M9PO?!i4RK3R9&#|x-
zc8zI!T|mnH-<Q%Rys-3RUF@?<`jD~xho1ZI7<go<p4Ks!iCm4xT|91Q;<N+%x2PYH
zC_UeJ$dMrh27KAMV$#VR&3TSFVHYZ73ao!z6Bz@?zOXSE4mgnc)VsSI%R*rz)0Sg#
zXW}7Xub9w#y#zQSH0wNI?*TtPB!5Phcwl5$&A`Y&{`~jmKX(HEdBniT_&;A*_1{Mf
z4FBhznLPiWXVz^62Dbk`r^IlGli|<`^Zy*UihT7y&oePG{r4NN{qOP2jJd4;bHtwi
zx%=N+-v9kB|2f#|gNY6UL*W0<^Z#!@_<wpm{`;RIKh*!ZXJ+8}@85aI*I54h!*2cW
g?f?Dj(DuKt!~Y!p--F4`|NrYi`9Dwne|rCa0m??V&Hw-a

literal 0
HcmV?d00001

diff --git a/bob/bio/face/test/data/eigenface_feature.hdf5 b/bob/bio/face/test/data/eigenface_feature.hdf5
new file mode 100644
index 0000000000000000000000000000000000000000..a870fb331ebe483db4a9ca5da8da339fadfbafeb
GIT binary patch
literal 2184
zcmeD5aB<`1lHy_j0S*oZ76t(@6Gr@pf({Od2#gPtPk=HQp>zk7Ucm%mFfxE31A_!q
zTo7tLy1I}cS62q0N|^aD8mf)KfCa*WIs+y=N{^5b@Njhu0C_b6>R(tYJpoN;uwY0m
zDoU&ba$xDv113Qx&B(w8F$-!SBQzy5GC~Acq2|J9W}rMsMo__?0g_f77)-bsO#U-N
z6tV(ELGnyYOke{zpz4_!6QD_318O3K5`vlnQhc+t5f}y)DDw2?1pE2BfO0g{u?z}O
zf6?0=qxOx4z-R~z{t)oC@n|rcXXEgw%CUc~l9<DV1efzcQNjnx*Kc~Y@Q|Sc=RyCS
JukSKD004QEM9TmG

literal 0
HcmV?d00001

diff --git a/bob/bio/face/test/data/graph_regular.hdf5 b/bob/bio/face/test/data/graph_regular.hdf5
new file mode 100644
index 0000000000000000000000000000000000000000..671b7f734c00ba4efe5105c3a47ff2a1f5c6dc63
GIT binary patch
literal 13320
zcmeHN2{=`2_df&2F{DEoGDJx?WlW(|>!_5WGHX;Km8ld`(V&ntm@?FrLZZo-Aw%yr
zA2NkZ6|P1RqGJg8=$!LC&vhTSZ@BmQ_wVzb=h^FB>s|ZZ@A~bve|xWe_Ia(f>!xvu
zaN))qnT%t@QNDFqn^9&XFJV|%I&0jV*}*fVH&ezE7#%!r{D;E{GwpoL`6v1r8)|Ce
z#ynZ`vm|pjoFW^eM`jtO<o^@`TACXA;{k7BMy<t^G-jSLRoo_Ldkd?>dV6)OoE*n(
zV{(@gQ!ZvoWu_cY>GAQUOsO&^S$WL53h+1*!^RxIGcy^FXBb%iEJ+;8@9{omEKwOL
zD><g&aO^npH#>nq_~uF;n`gX3#G5lynwj9=ym2`GG5_&4?qjujzX=X^dR+ZKZ$_K+
z*5Yv-|Gb`$vNM+SEvT{XO{R`<Fzk{Hfm35f$?{9*XAIQOWXJ_fzgQtghviqv)VpUf
z?21f3Ozii5@0mJTf?-!<`qj()-Ve8sp-aj#B$Xj>-SUhM>$t)S3|(zJdBz%Z`8Y`;
zL;r8Llkwt2{JzJF4t$K2u-5nAu4`)l|6d49<V6;5wJ@(gRy1Qg_pQsyZ!Olqe<&x*
z--*{XX>9)U3yjO0Z{<MhOQRvHtA&tKx;!fG76O}iLonTw39n)br3ihgU}PR-tj+Tn
zH0%%d^z2Iofjc3oJD%l$=8)3fMe-GJ%{r>6=12wHlQGuh7$^X&OJ($oHUgrK^NkNG
zl~9xQRbNXZ4cdDj?=~&W2fE|a*5SZ>csWn7`uT$rcreR-t#^GsNOC`pTEdNi&8)L8
zswB%H+k?j08c+*14=<RCCY6D`ZnjO3ULmB-U%pz-tqA6JI1@UK#DI}=-w3xyBB(AW
z8>w&12A+u7p&67k5PT}sdudTQxY}-~wLdNfUJ<_*{!1y4<YX;i9+Cp>m50vR31maW
zX#H#+>TNhCMXB{$mjzOJ<)Z<-2%Ke|bUmXJ!1m0_)4n$z!bi>ggl5P402__H5_YA*
zwRQ!;;6^fa*NeSniv<W&wfA(V8|pm}e%of}G!Zt8*fhN$gi?#bx{|KH+1iEnG@UGM
z6mCZ4g3n_P?j>UtVu$Yr3bIq5y&yh(yJr+C?>Trnc)Wu%&GptZ<U3HRrl_E!`DbL&
zQ!87+(T(KKH(j+_*MWrhua|XEBVs-8r@tW4=ul!J?xo|~4JS2f0<ClM&{@j-fNhID
zA)Aw;Le?#Ktn7}Us*C?HxQOb#Wq+KB=Is#L5y8`oA`GJggJ|*SM&ahN2Px%flYHt`
zasq}{wHF^1K0S&GVv-tk7vQNPy`$^Sz5W1i!uN`7e$WFP>%C9b33Nev>&^`-ejM1)
ze9svgA2_g)ru8O^Rt%%}jg_^X>q%6Jt#Qw@IPp|oHI?mKQs^j*@@w;lbwsM!{)5{1
zib0Up*)HcX4+EL^>R54m8YK8dCd55TfVvi=&{>C5!Pef@COD}W1k2j6a!NW_Tt=Px
z#u!jEj`)4G%ZJy^%{qZH#eh>iGgm9K7y@jrZ&rTw2o&lScoiJdVf1wdPur_%_##<3
zr`I$e*35S1NZD2d4TKM_=WjiM>{dPR*$(CKHL5$Jy0si)ON@J5j0+(zQum0g8x7Wq
zXL&c%t6}FVbf;>d9K@R=R2p{WLWP682n-j2-tk$13yU&A$#I{Fq;(>=$=6*uVR;|w
zJ4aB9GY!7X6;9xymx9(_Va;pWk3i!bP0qBm03KHr-uryzAw(~|@J#bWGSKY4c8(ZF
z!WFkzj;7<c!S|r2Lu+Ru+@Icg)nsEd7;*%tEO{LVo`PJx)nX6efC0Ho+CBlaL+B;Z
z=i8B=WoN7H({6MwOR8k3`4#H4*jEv{^es~M82qh_zXR0=iYE5n$5CH%`ujDi&{1t%
zz~KsV71UX3q;C)HMiR%`_gK(+QNJ~5uJq9kl=)7l;ZRsBN<wN4LS6mn08c<McTz8k
z6FRpwr>G4nR~!p8TVD>8g(W+5)r*lT2lgRBwjQyQB2IkLDFxXR4;|gD2ViweJbQQv
z2{R5i-zFtEjA#S>eIqK}s5LcZ8#+~lxMr_(%2oLY_NU?&>I+69t(xX1veNHhH%|vj
zzt;`9_WOm^FAamK^7M>%H`p+<+#1@e%bm!Z&B$XBM=q*5<D(`mM@KIcJ{R-gaoBO{
zu<AJ-JjSP#bGb{r2hobn8-r*=U~cSnGBlMyRjk~kASW=06u3#EACl-uSFt-@XxB{;
zUV|gAl}Uq5qstE3n`FTa&AXk0>c!wEM)c*CD1@+b_GpS<7VOjST65AR55(1!-R!Mm
zA#1^zD)RIMnDM$Z#8LAh44&uFi&QOv9VY7w$~F{%bPIRqux~ybs`c?x(#(S^Yy0tz
z^i;^dz;4<=N(TMs7kEn|Xb|n~8aa}d1!bXnGk9hez^K@f*BOzy&`|Kpd!x5B2!2Ru
zt3E~pRr`biO5kH~Sn3l$+ba{;oD4Ls?ac$r<IP4+H94SeWa&*XO@#*6uK^O2a^US5
ziYqp3gv75-=VMg!V29t97o-_^ka!cPU*UwH^|7Krnp+i=DR|<!Za;!gsRw*!wzxog
zyzj&J1$SYCJK?KZVkyLLIJBMEQ3wXw_maIA1p>W4a!+=6HYhBxF;ABwW9!aEU1*!x
zjT~>~sbRDF;F08qin<*HDpL2)H}fAsT&rBCY01^VSu=so0&Y&~8D(e5NaI1otH-Zx
zMrc9%?cxLN2=U-6ktP3;@)6A2MdR9e@l^T3V=`f!9N41^T0JdmJJF_sX`L6Y_d@08
zY%8g^{g9(~HMRcLbNE<U8!fr12hxo`{Zdu*4z3(=jmaO&&%?{vdq;K>unS_oTP$?x
zNHS(X!AGwPH5)4}TfVOhZSrN?xpgO=D)c;h%Wiuj)wNhpEXIXQ&2jGwd%ycV#EBm&
zwV5*l*Nn4*LVU*fe7I&>=Q;xBuNxqhbZY=bxm6K*O30WXr9^+-5D9a_DfG5R6EP7f
z2Y*BA0Ngip54F3-h7Iv$aGsMJLHsLgPf9OjrxrxiS#RzlVgKPR{x8|>kM$GdNgvNB
zgK(_!jbX+8K_@cnBtA)CK7&(nOSo}MMw!pylh;*yn2*G#S%>%*&mZfm{eMZE|LP=+
z`U(HfdcvIb!1k|BFy;3Rf$!Bt=7J2Mm`N~&+W!~=lhs87%=Zl}IR5&&XyW@K2DAPB
zeD|914j1=h^PRo`3;8Me?;tQ)y*=^$*!Otxs3_y8Q@r@^p#SsuPR5HAk>AJo^YG%H
zX^hBzY+l?y0sr5hjVWz11SaFfiT?+Dj~D$U8Aq7n#mSKVx$Tqj;sWOXNv!C99$u`U
z!-(m}=Ec(!@MoQeDf#CJY~+KcE}v*1w^i64@C=8HGeSvD4H<A>b-||SiddM>9x?sW
z(wp$&v9z>9PZIQctzTey;VcXe#Jfx0PK3>7N7@zilVN`4Jn0j!Ghn!IH`hwuM3CHE
zmwkRkGVDptsEYj<3A-;vRSR#)fSY2r8@U?`A)vs#DpBGDNSVKx7Zx55H(c+|el$N4
z_PwjIbl7(X>bRT}>{rlWf7EG>U>zEG6?_!)_*?-YF*mpQo2J7Ci&SESMIlHewy(}L
zNrn;1@S1krdmv*ffko%$L*0r6McN^mutURXO%tsVYOmNLp*eLRF_7}k<wYgX=E+>v
zd6EDj!6D0thBZK6lXJ%TUJBqVU#|L0NQJpxPYt)vEC*tj%1nLZDzFir_IhL?26^XX
zl?GO&1K9Ez$K_$*o})UqmE41TijN-3K7z+Kdu|p~dd`7OqZn@D9(z~+)CK&XyW+4D
zHh6I3??MCHqBvvhx{+VC6>%Cn2bTMrtDXHqGL?9hUGQ-&j>;wcnGzp32vqUrJDOgv
zU}M9Y%rH8UD#@3-+PSe6nO~%2G(Nyn>z{Pk+}YTPW^2FOTsfx$#Td<)vj^V_Qm62a
z3a&V6a%`J^pmj2cxvOTlof<__2GYl@iu%!os6fG_K|JQ_T{+4Yhoc@Gr97yo4?&o&
zs@BQJWUAX>*cSp;jYiuB!#=ziL|@l@P^Bge0?D%_q(=NGY{BO{`B)9YU<BK#XGM)j
zxJFd)(#lR`v(@hE<+vWSZA7$hMQl6Fh~B?XhNmAb!s$BXNU&p`8S*?Y1V-WE`Hi(k
zzp+t0_}n)<IW-8q!4DKgkT1;HJv<<u6#`p}wn+IMiUK?AN_D)!udqe=+A;&tU|^fM
zQ)sD9EF=#V-Z-?%365JHRU8%fgH9iZ7`q#;a4c?b4$U$Ij6KWd$JpG1I*Fm%nI{r~
z;}*PX;?D*dP5U<+zovlq75xP=dXez1d6wnQUB80Lo=-mH`gpK^WOqHpISN9xmWFd?
zrvvGzNfKvF3Ml3Tk=#lf;AC0A;lZLbSSiavemOfCNMRo0a;8z>Ew0nQJues3QkqKr
zi!<SE)H9u=i|G(^g($Rc84YyKi^@MMZUxI-UDpO)7DJD+b@S(42oA`73d~*@11VlO
zXLp_)a9@XpQcY6f$*P5!xx?8IzE4$|uZIRh6#w=Rvr1@ts(mZ8_!%tojoMvlmkS2f
zk=`dR#zSbtsn9PLY*@R&&8N!xba;MU@JqBk8B^?$i4AbdL5k)9F0lu3R3-X)^XL)+
zHMm34?8_k%b(;ps@A$)da4UD*%D)kh3G;o5v#xFd)7rbXDY6`xN%F_^H)$iNv}UfY
zjbSF}xO4MfDl3EFWP*9nC>~Q-(&rwO){PQ>-OV=R%m~7q5(r-Ey=d)A$zc93Z=gX%
z!oX95M74kT=DzjEujpAzTkVPaMC^hPZ;<Y_9*7sar*0!bz|uC#(q+%|qxt&%BJYKI
z(3QUDN?n&*A?Nbx-^`<W!7OIw{=3hJR4ME5#hesQto%;sRkq|;V5T$2e|q(2ka5&k
z)Y{HLJ#_Anb>*EBbmuLl+)`l}GEzkE@>jB9Ee5}kG@6n?r(tHWwoWd1%;4Wq-dTv=
zs@j}8Ti%N*=+1fP`ocjlaIt@F(Pg-mn3s<8y$!sNl<h7?-T~$56`n6m!Xcc$UnSvg
zC}gS1dp5uJhhG~+j!8-fKzU<wP-?9&;H7sqJXH#Yq<%h80l_3#jH@<zwk#ETwjO4a
zJC+JBq@RSavz-TaA;n8Cc-<j*6_=Xsfd~+qExkmnBm+1v867Z9O9hd`4|sRiCBw;i
zWt)4A@}Q|uRYNAX3JyfAR&|}14c!W<10{!}!NEz*QOf%fNDR4@khF7Qx}9mKdvrbs
zY!l!XT9^p+M(m9izBG7fQtxzr=}Yi<;*_A9QUxml)SgHUlz?_n6jy9<5hUZ*oWa$X
zf$;JS_Bnm&AbTWsNMlPGyjv`5_1vo#Yy<Qx4c(u@+%`644W4YENBk0WQv<>9qR%eY
zL1_?w{Fg<Y9sOw2UEB0N5{b%LYZYs-m7S{S;CoV;vlpFs_h7E8#aoCzXh95{TLo?X
zl6IV<El67P*$S0%TV%CrIyvAsI$T~?x2NfsZsZmce4NbH0R!=-*;e)409#cS?-i&A
z5mU<Glj>G<Gi9Y=f)5=oDwis82fjx>y_ZZ!bGwmX^hSYt*H=JjQT6awBT+>v>kRmE
zzaWml%Uaf7@tCt$jdtwPA@B%E=Js0Fh5E1NUgBMX!-x@$7x5GhEHgzhg~&(7)SZIW
zTP;c0J>|5t>q11#%s05LRFptHRxc(@yL=tw(j^5*hlkLjPi?VlHV~+nSAHE<I7>%2
zZ(rp+`tlWMZVEePu(=PUU5~IC&TWD<SsnKewA@9!Ny`s&c;Yd<r)!#R6bGi5?NPDq
zNE`a|yYt^aI$2#b@%yLm)kU##jI~bHMSuS}`w@>YSzSbBem}=r^UqTkZJEc2>Bp{%
zLMPzQIuBFw&k>l67bkx2`8{65#y=(=Yg4?)z~O&wI~gx-VSX>n!sF-R#rpY-n0{<t
POqhT_>pV=!KS$sn*Aj4{

literal 0
HcmV?d00001

diff --git a/bob/bio/face/test/data/lgbphs_sparse.hdf5 b/bob/bio/face/test/data/lgbphs_sparse.hdf5
new file mode 100644
index 0000000000000000000000000000000000000000..f29fdc3a5cfc324de9f8f591ff4141c2c6708661
GIT binary patch
literal 186128
zcmeF#Z}d>(+VAZ%LXw0^2uTPb2_c!NBuSDaAxT1#q(U;0ge0lNN<t+`LK2dR5Rys=
zNeCh2UqX29<vQk@{qlLS$9TqbuRX>-?$7tU<_~GRt$lN=<}J6byi?`)?|&*)ii%O~
z-~X}vzy9%`YVU9I?^Jeq@9KZ3z+s%4o=1g$|4&3M`?h}m|M{*%`xY(Yf8Lfqztm^Z
zuwwe3DwV_k`v0q6fmSV!Y4_j1;7<Ok%ipC7{5~sxG0yGV_uMQ0C(7TCt;)myODn|Y
z>1X+Y6{7yXKdHhdX(<2j-!@2pfd8{M{h#0Y|9!b_ouecD-p!)%R?+yMP1F0${%8H~
zeUnYn53J<<rWLyStv+*6`7{6f#ddzmf4^yP*T4=DJ^wrZU;EFgZBK6g-~Tu5PcG{C
z>-fL+C-A?2p#S|9_}^cF|BwC()XvhMcmp25LwOhv=h4h~Try`gw;yk3wAPF^-koG;
zw6&j-EZXx_dk3CoXLQu3C$lqnW-@2iC3T$T&YVT*Iq5#JYjPFybL}kHwOiVAPGr~f
z(w=osPCP$ZFnXk}!&Migj-KAL;3~$2>7H{U3&ut1zKRojrS5u(@3@NDrD-o%txxJY
zY{)*$IgzWlj@2&nJsUFTNKWKTu4D8~-*;sn<}BFo^7Jm_Ocq?shW)(bOcrc-g*!*G
z;9^$mpWfABLr!G10q*R|oFh4rix~scch#7&9s6)qdA~BfZ^y2j$byTx?yB@YuJ*@a
z9d>0O<{ZgYT*nxceon?d%&$rNNX}%P!D(;ExYnNsGxlN5I(d3mpAFfSJvox&IFXCF
zjvH9*y7Y6KFk>sWV<!$|&XF9)iJZwfT+R(_a((*awqhstWFM~L8g5{%8?yNCf9kM4
zo3InRvL^>}IajgTko5Cvu?`zDV=J~}SN3Giah%9GEVzKnxr%GJj+Jgqe_qvCi*;C^
z8C$U{SFzU6^mFR4KKpPWa}MJ~PUTF_VZl{g!*#57lV4ZXVSQ$7#dhq(p3FIp6FHSL
zxtPnjhU>V2)rO@%uTJdAJ{-o8oXDx1$pu`_HC)HIIsI`mw&F-m<xCb_z{RX|i@$%&
z*p+=akU58OB*$?oXR_b|u43Gp{<!tokbO9jQ&}*Er|&8;V=E41&S9L$IV`w}Yq){c
zZcBfhhHS-l?8$-5IgYhP_;qDFc4f|CEVzJc7`OX5?8L6@!-1U2nViGrT*Wn9#|^A9
zGX3$Yu{vwB0UNR%2XQpVaXcq+E(<Q;LN4bDuHtI0;V<04jf^|epMQ1MVr|x8Q+DAH
z4&xloWx@Ge$Yos4Rb0(AT+3g$kufU$`Br2VR%3P6Vr@2HLpEk}wqZMVVOREIANJ#L
zPUUpY<SfqT0xslYuI3u9<vPZl{<>L-Ral1&*pO}5j-A+*JvoR&IE=$Nk`p<JQ#qY;
zS#UlVa5-0S6>E=9e|>e>gw5HCZP<<-*o9r$hy6I5BRQJmIEhm^oijO$^SO{~S$$0U
z^RLB*Y|M-~hj28<aUy4O7U#0yGA`!|ZeWb{`-Rn6hfSGtJSTDz=d$1mR=F$v{C4cX
zUhKnu9K_)q$*G*qSzN${T+CHm&9(f68@Q3x$E82dhHT6xY{L%h#P00LLCiUX!#JAb
zIFSWca1~c`4cBrVtK6ObysNQ38?Yf8vpHL_9lNt9dokw_4&y{l;#3x#&xKsh72Lp$
ztbR}W>!`)rY{<rJ!lrD)cI?D19LUj}#kpL=O8-fJ{MxL?`fSW5Y|7^Bz)tMKuI$M^
z9LPZ&#^D^t@tnk|T+CHm&2`+!7@z*Ss<0Ysu>l*hF`Kd-d$A7(au7#yG-tBnz3Go%
zhxOQ)&DoCwIfyxja5%?v6*n>_`1{B@Y|M;Z*^|B4heJ4wBRP)aIhE5nle0L7b6Idc
z7jiL|aRpa%4c9U5OMjgeS&3CxjkQ^i4cLTDnXv;qu?xF1=MWC#a8BeTPUUpY;anD+
z&jnn;Rb0(=+{l=iejO^YD(kQ=>#;r$U}GN2CTz-PJeJMbif!1I9oU6uvln}_9|v<N
zM{q31@g7d#G|uD`oW<Fk!<RUpuW|w3;8HH*a(>3u{F2}EC;q~Xta!h_Kdi#4Jb(?^
zgiYCut=Wcc*@>OmhXa}OdJf@Gj^a4p!||NJ2RMmSIF-{loijO`bNDRhay}RE4KCy&
zF5_~3$j`W%Kk*lC;2+$`iVyhv!n$n8Mr_86ZP}h(*o%GGm;E`I6FG@9_$=pf0T**Q
zS8^3s^GmMbAKb`I9?asu|EbJs+>W)l6YH=p>vLZoz(d)DP1%yI*`6KQiJjSnXR|wd
zvLAC^&mkPiQ5?;2oX7__iBmY0GdYX1S@0z;;2T`T#azl|T+TK8o<H#yuIC1BGAaFi
ztH{l{9jmhz>##2Cu_2qWC0nrz&t_NlVsG~0RUE{@9L8HXoFh1v<M;q4aVn>ACZFIO
z&gDE7T*_r!&JXz+SMy7*;Wu2%@41e@@DFa}->f`2{r#%K?YI;7Vtww*Mr_POc?6rW
z4Lh(SJMnCGV|VsoFZO0X_U9lD<8Y4PNRH(=-ox>nz^R<Z>72<~oWrGD#n1Q?t4>M3
zzIC`4n=xZswqtvCW*45#uI$E(*o*x+kXLaChjBE=avUGvBu?XW&g2uE&AFV%`FxcN
zxrj^o9zWztuIJ_trC-O&tirl%zysKbN3bcIu@zgh4coE<JF*L}=QvK{6h6UOe2Me9
zm`k~gtGJq9@_Vl52L8dyQ`4_YHEzf1tjSv3iFH_)^|%-7vjGoaV>V$^He)NcW?Qyn
z7oN>-?9N{7%|7hM>p6tOcne2x6i0I`$8!QFauTO=2A|*}F6MHs<Z7<vPyB-$xyi%+
zdCRJ-&f46S^|%)s^H4Tr8@6RTc3>xVW>@y+K;|66p&Z5$9Ldp~z=?c-Q#qY8IhXUe
zh>N+D?{PKP@hASxn3jHBH(^y)V;yE}&X#P&Hf+nz?81xKivu~BLph8iIGSU54<FzZ
zPUUpY;7rcu96rmrT*Wo~p6j`hf3wOX>DR3mcVcbUVSVn)25iViY|JKX#*D4mhHcr7
zo!FUOcs9GTC;M|C2XQEeaWuzr0w3TMPUUpY;B3z2JkIAET*yUS%J;aOA94l1<TqT)
z4cy4T8Pn6>w~E}Hl~|26S)03ZFE(W}HfKw=W*fF+2X<r^c4K$;U{Cg9Z}wqd_TxZa
z#X-zDj3YRTqdAuMa6Bh+DyMN4pXFT6<9xo#H@JvP`5{+uC0Fq?e#4E7N7LWWO03K(
ztj1cb$NFr@Mr_PO*^C*FWplP<S9W7>_TgaW9Lmvrg7a8#5m#~z*YOvw=LT+M#Tn_>
zr!uRsDywlP)@FSkz(d)D$Fe0`u{GPUJv*=yJF_Qyu{Q@Z=k*-M;T*+ryocjCkyAOH
zvpI(aU*ZBT;(J`dmHdnw_y;$C%<oH9W))UrE$+nHti$@;mk01rHsKL$%2sU4j_kzF
zJe%FvgT2^?ec6xwIf#Rq^Lh^9Fy6x99K{Ko$Z4F;Cpe1*7jZF{@iVUGm;8onxsE^a
z7p~_9{=tp>n=v!}ecqH6xjCzFYgXg-tj?WTmj|&C59MJzoJa6T9>r!nn#Zy^Te3CV
zvOP~_XP(8g*_GXS0Wajm?8QF3jD2}I`|%3)=RjV`t2v0*@MezSNRHt+-p%_skq`4R
z&gA2q&8Ins^Y{W^<vU!)_qm)OawR|EYJS15xQ1Wz8-C9pxQ;*ZFaFJVJpF#%gj;ZH
zR^>LV$(^_hcjfM^%RRXl_vXIbj}3SL8?iAD<>73~qj(&f^LV!632e)gc^W(Nbavrc
zJe%k6Jf6=UynvT-Ag^Z58#shFawu=*2;R;y9Lu}-ACBh)KEMY#nN#>QpXGC$#~1h_
zU*}>j;c|Y!mHdRO_yxb@S6svI`2*MSN3Q1v{?0$R^%Lp$b5(B78r+$+xeNE;p4^Lj
zb3g9SgV=}%voR0hp*);N@JKf0QEbMH$FmjNvK>!jXLjRxJfA&y0Wai5?9EHrhnKM*
zuiyX<<RD(loY!#(Z{$$k#9_Rd!+9G=a3sg@9^T7GIGuA@@Fl*?`CP!)`3B$QVlLrw
ze#x)+J%8Y@T+iRQk$>@T{=-e5OuvsSa&vCQD%_s6xHIc;ckasuJcx~W7@P2L9>Hcj
zn#Zs?Tk!<8;Yn=Eli8l9@^qfTGued~@*?);rR>AY*p~x1kXLdruVv2bIFvW>c8=j#
z-o<g8!239vQ}_s{^HI*=V|<dcIGay%9$(;#e2K5}b-uy3xr9sk4&Uc;uH+|N#n1Q!
zzvNe3!>{=**YXFh<B$BAf3U(V|31x%+>({K6{~P-R^@iwfje<G*5U5li+gh)HsFD5
z$itYiIa}~}w&JPmz|K6AXYpKiV|Sj<3waSQW?%N_01oC29KxZziMQ}Jj^ORQgLiT)
z@8aFOhyUUIe2|kknbY|wXYesT&ZqbcpXWTj#YKFF%lIze<NN%GE4Y%M@N<62b^M7x
z^A~R5@2v2Yf8XZjti&x@mD{iyw`C31<PO}CJ8@U;#@)F$4`3r6%*H%~hqEb<<}o~$
zC$Ke7Vq2cfQ`nvzc^1#%`Ru_9coBQ^QubkAUe12(&jGxO*D~h~9Kstpl*4!nZ{zJ8
z#W5Vqd-)(A<}^OS>3oc{IGfM%InL$tEchZ{;>(=R*SLU-xrFcXeXih2e!|bVnqP1O
zf9FR2#eW#H{re6#;})#K>a4+<+<`l?Hh1A}tiuLu#Dm$GN3bc6VRN=-N1n+pJcr%c
zgBP$DFJW(9%09fD{dffj@M;d?H5|g>yp4BqG{<l(@8SgB&j<J*Cvh^T@F7m+Bb?4h
zIfIXJHlOAKzRks4!sYygtM~=K;u?O<wfv6j_#@YI1OMhftnhUDeYzPpXC-dQtyqOy
zb6alDn%sdqawqQ0UAY_UaCg?_9^8w2bAKMsRy>jIc`7^c40h(3Je%jRE4#5LFXaGU
z#jANOb6&^mc>{0a&AgSvc^gOY4vykzj^S9|#c{lw_wYX)&k4Mb5AZ=g#<_f+i@AjF
z@;$!K54eIK^Amo`&-gjN<k$R$-|+{o<B$A}8~8i_<VOC*P3QRMG&kcGti&x@nOm_6
zx8}Coj@4O%J8@^$<sRIN`*2_G&x6>A2eUDo@MvZ{hR5<awqQ#h&lA|1C$cTu@f5aa
zM|S49JdfSkgBS85Uc%nIl$WtDFK2%a;8h&NYnbx}-pHGHD{tcn-p)HXhGRL7_i-Yp
z@F7m+!<@#Me3G;H6zA|+KF7Iyp7Z!3U*dc&;Ol&YZ*no0@O^&35BUi{<>y?@FZeCj
z@kg%bZ`{D&xsiYIZ^kqJ_Y}9_R;<cxSdH6qJ8sYFtif8`nYFnKcja!}gY~#C_v1lq
z#6x&En=<3^Y{fP_g&lYrJMj#5W>@xNANJz_4&>Dw#A|s2hjS$F;AoEFJ-m<i^8rrg
zLwuOi_z0(S250g~KE>I5nlJG+zR9=vHWzaV-{A-Rh%5LxSMv*g%eDNGKk;Y&!VUbL
zfACLMcsBk1uEZ@_nOm_6tFjumV-411E$+x&xEt$mckaP@+?(~e9}i$79>T-egopEJ
zwqQ#h&lB06r?LZ2V@ICO&ODP{cow_yJf6>scrp9(DqhW;*YS3a<z2j+_i_U7<3vv8
zqnyE~_#B_->s-hsT*`O&0YBuY{EBP1`E%*_*%sWIRk;nTvj%H&2ky$<xF`2#BOc7d
z*o4h^G+Xclwq_fi#I`(@9e5f$@^p6Mne4)|crJUeCog0#Uc%n&!+spVfxMDe^BNA}
zjU39Gc`I+@Xx`6<IF*lc7N6oAKFjAgmj&nZbuQ%FT+F3>pC550SMgJR#?QHiKX4s?
z<WKyS>-ifu@OS>je;9Mq@9QeunpIhYyKq<5;qI)@eYh_h@*p0<LwOjR@F*V5j4jxb
z$MYn%Wk+`689bjCvllO6UtZ2Dcr$P3DBj62yqouNGN<rS&frs=&F49fi}*G_<yTz8
z@A(7QaXo+I7SE@@&s(xGw_;Up%k5a5HMuKyV;$Dz9^8w2b3Y!yhCGyqu^Er$acs^O
zY|B&Ffv2$}JM&C-;d$)N9=w>ncq#kyN?ygQIhfZn=dB#hJ2{$Tco)ZU0`KF4oW#kT
z!iV?>r*j6M<SahR=Qx+I@KwIX1$>=va1r0;VlLr(e4op?lArJke#c+<E7$Wk{>6&(
z((midxH-4r)~w2HxIL@025WL>*5)3p$9=gU8}cAF;$dvU!`X~SGvhIA!Q<JAC$k+p
z@^p4$SDworynsD<AunbxUdd~j^E%$dVZ50mcsob(4vytroWLo3h*LR(GdYV-@oCQG
z^PI;QIG?ZZRldcge3zf`JO097xt_oA5B|l!S>c8B`*Ra+$}L%$+j2W@&+4qj9l0}W
zvmW<k1Mbg8JeZAnIFH~lY|i7^mM60#PiH4~<AuD4m$DBp;{XoimCSh^hw(Pv$qBrV
zlR1SC@lnp;V|<dc_!MXJHNL?&`4$)PZ7$=xT)~g|DL>=q{EBP%4Zr86#lOFgaz;hX
z*erEy&Mmm5ccoSATeB*wdB@mRGq%&)dtY7eplfj_`_8&HceR)9rgwL*tM}6l^#1w)
z9%yGAq#2F8JJ`->tPgQNR5K2<H?cDg*Nh{)YiegS(~P6N%k0f{3(aVy87Jryy>FvS
zPqw$SGfuUi#qPYoJ4R3Yh4zc|#hTGeGcM7+y}y)w?2OAb;|g8c-**G-1NBwB+CE4R
z){I;;uGghE_-=@uaieAo)r_0;Fy4}kTREKLcrWiu=A{$u_uC)P59-oM_Q{;Whxl+Z
zpQaz-bUWiw&6wfcOg`?;c*6dqy>yoSDLZ4f{b|l|e^x)oxt!<DctMvI`X%pQ*01nY
z`)hiEeqEO?)QjDh=%xA{&3IS8&*k2Iz>m1Xo$;}Km7Vda{WGq1XMCX<U+S;CU&F8M
z-|$=eTK&CVry1+@Z|=Wq#vk@S?To)Pqr!{nf3Gk$OC6Q$Tk6VsD_w<K+Zk0gV;jxb
z-gh<ar90Yp;?C}j+IkoFU0H{_yEFFCjCz_;-*@}j83*ac?uY0@brT-WBixVFP4&_G
zSY6uO-qK#$%6@{qw6(o0Pj+vo+iS+Dn$gj_)9t05?Pu~_p2r@^y!0Y{v3oCG%FEe5
znKK61ud*`+YsPh&alO7F8AEuhy>x{Ab~|H~X56V6V>RQh)NzlUF+tz&{-`dUp=Y{3
zu1lY=KWS&o(u}8c>1_RUGUjN;Gn(<Ne$M;nInT~`L6;WZy=Z5=Y=6c6s(wwEzHWcR
z{-$2Yx9p{h^xN)>HDifh>i!Ow@jZUX70I0Ov1WYY-70?OUi!IS?f!)>{nGxGov}tU
zzV_}Ld+E3KwfxTgd;O#SN&n1W?WODOzj1^6@A?m2`nUZbd+8=G{rk`R*fg0lDr&}N
zx^#2BMKUU}vYoNDW>nSNcwdd%*-N+A)mg*4n%u$8sAb=YwcQ!JXvVJI?Ph1x(Tv?S
zqpoJ`kvi(x8GG65+xOFl@JRbn%<RW##<7}loNmq*$!Mt=$J<-kTk8{bX&c>^?YujM
z?d^<HHRCkzI@(WXC!XPcre>U_8E5O#uD(0h&gf?EZa<$F@Iv-VMju_;SNC(jf&=UW
z^_9BxD*M&E#(l89me<*b>YI5hZ%gKk5%!TB<$k9gt;guGnsJwAjMI#}^*tP)j0u`C
zQBUPG?;g>Q>L)d0mM)#`-5mQf`dR%PpSQorm-#9eBy+}__P6ct>JRkCdZqr9pYsd%
zFE!(9{Y^5y;}7=IpX@)|8NcfF?!W0jbcL6*`0sx<P3DY>nz6ZeTiCbMm33(q`_^_w
zRn6E&SMz>bZf9py*Nolup5E`H84WaJf6X{hGaBlHl5wzRG`1gRXEf2JM|#)Pew1#e
z8AscX;c@Pa=Jpo$<8>>2f^N+d*~a}OeKJqssqUxgjy&DoiD&Rk_b$5hZ2LL((ysbk
z_imceT{F(tj2^o50^O4rvR5)L(TvON{p_Xv?E^T_opGgRT;<&$4tBp*=bCYyW?Zjt
z@P3G9+-M(WXAIY)cqd15Y%=cReSE;3@t`i9?A;VQ<01Pr`=gw}$K7Y?(mD2L?9cK!
z`&`X<Ucca8XvT~7m+g$#^c!5{-D15&FV&^X?C;u_>koD5NA?x=(vR&c?VspXn(?Xr
zoU8d&GS={0JL3n<Sm)i(T+iS5dopMIp&5T^#^1iHF#q3wuICk#v6-&K%J!`_qpE!y
zd+E0J?d^=}no&dVz*@=JQSYp4>(X8HZmi?o?yP4o-P>N@&e&Ho4%DTMe0Q*&aj0e-
zrWr@-X302KH`guo@w%06&69YFdwZT{XLPimVK41&Kc5%4U!*VAj9$98`=y%ES2Hfx
z{k<Qcui;>OuCL?u_8T<gMqN78yPNF8^v%4*&KRy4x9QT`eK(SKx-;(5jB(!m$IiG<
zGbU=r{l0t1&X}$lkLsD;Kh9b9(mDEBKJVQ;&6uxWb$?AW7U<XA-_VRVHDjS(<o(-v
zDc`lfr%OMuf5?ycF+WY_rK{~<*h|;wuie*j9e;5z-C+NnfADYbN-Mnb??2~alVo06
z(Y~3zbaTC>du48IXKZV)VQ19Tr8|39*Us2Om)7%cFMDZyy^s68x`EzbmmZ)GbZ^Lm
z*vS20-B=&NqwLLijGfU!Gg|6aJRuovbm=Mf_IAdpx}$q%%{Wt^<$ktioU6OJ_uz$g
z#>JX(i7xH!yG!kiKDw`aKMu5Ctq1AS!S>vKy}p4%?TnlBF!x(DW4LDArWqsj9myD_
zOUKy9+V9r)@ISoQoiWjVzkL!X^C9<#HDj7)Jm%d@KH<)I(msn%xtGqiKg~JrjA!(-
z?$2q)T+Mi1Gv;Z=3%W?gi+qXm-5IawSKVLJj0N^L?F;o=x^$8KZ7z0aEYXam-o0aI
zEYqd$>JPpDh%4-+EA5}yOIO)Hx3AV;=+dwBH}2nR#&??Wy=JV_j2|`QC;bb5<!}6*
ze<b5iy;1+I8UNVh)%5Sfj7>CSQ(Z9`o9QidCA}4^*tgN8+u66bmsYpeurq4v(jC03
z#T~gbYbW#FbRAt<*S?3n9{0A_*QNW~_p>t^XvY5f0Ph>>M!E?P=aKG=qjc%9x+PCY
zMr+MzV{dC`oU9q`y*t%@n(nAi*PS$@vu2#B8Ru$7x72aIozX-0biYuS_Of4MXY{uB
zv0twH>4Ex6Jy>7M+|Ia8U+;c{W(?7cq2AqOXWVMP%|24!smJmj`*_W`S2HH)(uuyi
z-_CeIPja8khwan#qq=ma{c%3&&X}X0bDyi{=@)cqp<m+5-p$vq=>>e<{stG?-_nb?
z*uF$Fmg>@Xyj#Zi+&|DC>W}qGy^5dOKhvxA7rOLI`&afg`Ws!k*8aVn@q>Mx{b&7)
zX8fvubKjsDzuW(`Gd60*-<t7{@8Y%e&-YD|v8gWIOmFVKg)XgR-;$NxOSiIDv2UZd
z<@T(>n#sI$2YW3$V@LZ=+}XW!7yGVu#%_9d_qyD}zNg+xGxoOEw=?$9jD5X3z<!`^
zs7nvFH@24^W^ZC=9BFULqum+D*pIU}*DZ8uOZ)Nm(i7~h?WHH`Hty{-;}p&4pc$v>
z(oU)440{*dmECwAyC-wT`Su?6(w_DU?WLF4d-GCW=3QxD`{lgCozY)2uGEaHd^gB`
zjlPc8^Cox3Et+wwW{l8`+w~pE7^O?c*vHz(>AQ95c>BG)&z&*R{-C{div1xwW140>
zq8ZbDH-nG4mp*QP(mqSi){JNMbMA9B<9Yi$zU2N2U*&7=uk#K2n_Osri;L`U>m{18
zR5RYyjQ4!^0Y7wSth9g1&)iq*FEryz{gwOI{Dy1!T{35^v;WAS+<(#Q^>2EEF8y8q
z=^hLG|05;yO>{+W&PwiE>dJa6R<&=#YIa5qdrj7IXY8y?clB;JJEM+f?4cR;G-L17
zaj?DgFnbdo&Lh2JG_^OgAFVTej6PN$#}+)E?UHedE^Ti=m8bD^?--rzXV@8?^_lKn
z^jZ2G%{W(I;NDyJVPE!hAD|gm+OM_`(%0z0%z3^0jT~wprf=nNj^M~-UV4Wf#XG$l
ztr=rA<1Wn@ry2L?(*LB63HAr{6h3T!L_emV<ShGBoNa$v&(Vx$^s{`<yXQ4yo@Tu0
z-OGH%o$;z>yyo2kzTv)5zs1G&(s%63?4|G9m)k$mE4Z3pxUbP`^>_M5&G^~=i+#QR
zO*1xV#-Ez8(RY8@8UJWTh1b)+KQp$}m6NfRuA;ZrRrNM{TfLoTRM$0F)4LsX=}z{Y
zxtlwqjxOEZySny0b$!j)NAK(2K$jk9Kg52RZo<QP1dmMSjHa4#j6RmllhHymTI$jh
z^oib|q#14Pr`Q>%>C)5n8Qyo+rCszn?p-ybn`WG+8Qpz%K6|(`F3=b9B3{f(lF^%&
z+Aq^r=+gdrfcuqtkj{1K4fY{+#*Ox2cE+umG2FY`?WK3>(e7jPfAoEvXlLB784r3l
z$<COpr?@|)8B=xXH18g<Gp6eq?vH846T0+C?`GLcpSI7jGoG{0wKHDOrG<XU`}vyj
zs(rDYvBbX2{x09+`&^!k4|VAZ{V`X0_o-&A)}?E_``XU<Ml-(EYrX$YGrqU~z#rXz
z(m!j)FZN&UrR(j#*%=!&<9E&Y!*_q#8UNTTypjHSziBcmatnLumiEea##Xwts(0Jk
z8QW>b_PV<FH8i89F5S_)o$QQV>~-vny7qe9%bihQGxpK@dcU7OKp)6PJlOpZeV9H<
zH`B-HWA$-tVQ;BRTiZ`$TX)9E_EXs2opGu@&Ap>OL!YTj&$6FmKTmh(`MkvaQhgaO
zx0m*_58yTKjB9mi?%j2E#`X50_R^c}x9~Ri(%bb&_d7U-<9K&6|Bs%aOCQt^xlh#(
z>uLHCJ)Mu*OCPh(v@@QtKgn6{PjR;WY5feJwLhmBb9L!FUGUXpyr$pKZ*q~H@wQ&#
z{tn;e`}`o8m#(&d!8PuTul2X?Yc=Bs%~+>@_Wn2hyZ(z6-t_OS$=HOO*%@2v(ki;T
z_cgc!Yq{^H_t1>J?TzfEhuV*_XZjenurp4upJYE-pQbzMGxXWIE4$el=jrp^d+5@h
z_6vED`^D^KzeF=G(~QeCqn~D6q5CIefMyJ|Uu`eF#(piY<Mq5Dnct{~>YMb<nsJL}
z-0IzJyxo1IzC)LevfpWEjJA)lGsfz1?sx0b@%H=djER~tNl)fO$(X83AJH@1ALC3u
z;m(+)8M8IxY2VGUGoH22wU<6`pJy-hi+a9(MKfNtFR(LSw=c9a-m<@KXDrr?CEmSb
zFI}cTbpJ>*R_K-PpXkz6`ZM>>HDk5?OZ!*++Wrl{wKKlcrQdt^gMFR;Ni%-d8{PkA
zEKL7AWK__MP4uS8sL0LiTj)yM($1)?w{owdOSiUfV`o&eZ_Dl7OKaL|+jr5s>N>1v
z-;4F_jD2+JzPbSqU_&-$lVlvuBY31cqpAHUHsjGeHkmVy(=FUvYR2*Q6YPxE_7m+V
z@f3S|o@Vc)&tMn(Il3#)vop@uJ=`zQJ$Vs(yI;n>cE%N&(O)wL=qq`3GOp33*V=Pl
z&l|jB4AD2b59KZPTlH{#n;yZDyu+O_%0AkD569c@<peupqAtDPy9ewK>PehzFP*BV
z^HJ|+@Ns+TEc;WO<IZ@-{v7AJGoIJ;_yUV$yvUdB^YttGRlaV2Q<uJ_7rDQ!OPAP}
z@m;>h_meqex&1?X=|}dJ{KWlJ{TaWsmws*khHKp!-`T(C5AN&uqx~0M`m24t{WrZq
zGk({MKQ&{cF8wQY{KI(b-+#_Wg=EgyL~q6|ysM;3x3pKbGq$pC&28Kn)$H4Hdv`{4
zdkya3&e&0x?yPHjzYBL`9o9|erF+=-v@`ay?`>z)x9`LK*ucB}c>oV|Z=_2b+Yhlb
z4%LjqbQA9n*Nh`Hqp4;br5VjM<LK0p*%`;^(qnaV?_1~-bQ{e$Ntd?u?qs%eFFi%K
zcR!UK>>c&#y0o+XOnVoeWj|Xp&arp3pR2oR#(BE*0`D%iGkV#3+ZmT?Mql0E`vJVl
z&KPXZ?KkUNc$=Lu!hVOHF-Di(?cF^b&wIUNOwbRwKd2d#bm?U8rq~$|X~tB|cvv&0
z>C#8^^kh8B8GMG%C3D7H%_zK^Z)d!w84EOHp?*6V@95I^?C*2Ad+7)IWA{(=D*dT0
z{mj1F&iFzz)@a7pzWdhBSZn`|Ke(6vYF}?>Y|y2DdbiQe_(wBhk^jDsj0)V;&ZwwM
zH}|fRy|l8u3b$u<?-(`hJFu2}>5lfD?4`BsyVx1KYQ}E5j`zE3MqSOQ@7+N>#J#kM
z{ct;@sb(CdOON(lW<N$Brx|TE<8<#j+Zkut&*nMq=jv{{yY8VcU{Cu+`eNNnGcM7k
z{k*%vUOGSzbiYzFuF_Y#U!zN}(>J;g)i>#3nsKvc+~VD>_7VDaJxbrH$LO)Vi+8&-
z?$L~Uy}O^2-Akv~AF`KDv(K<I9<$H1GiKSJ;?wSoIhygDE}iGQ7wn7|?JwII^EKl&
zUHXRa-n26o>Cz?MEw#U+-_?u{G~+|>KDL*BVqazdRDZ^=`K^2DTKjkWf$R8VGXGQm
zr5XR|(u!}Ve?C@9MitGdrnh&m&YkVG^)8yRtKQwcuHKUk?ECA|hW3N(jK-RAh<8ow
zj3YGTXkD7=W0P^5W;E9=-H+FdR{BKuHawZ_d1^B6pik2sdAhxmW}KnVbU#a%o^3ye
zUD?e$#(BE*eD8YjLU+bR`V#lvx{tn0Gy2;5@e23StL%g9rGxF)+Dmi$b@tNh?Kjwm
z=o|G=-o#<<H|tyUt(q}hGj7w25&HIIjN~2m(oyz1?WK3y@3k}T*Ng}BB=0Bd(y8``
z?Tl%9y8EM=F;g=h_wH#sV~+hfJ7cbW9$#>06!w?wrLXGO-QUoRg}U@Dy@*Sav5fE9
zOW(6Ew=+J_j1RqA!H?Y;EA_YTYc=CL`#Ss2`WMakO_y%ae|Z0=W^B}qzcnKkr+*$-
zNEXaCu`}B=bym^NqU_Cm&)7m&O2(F~oXnWBU~J`HC0T6kyQ+2;jBV`9SunOu_q=pF
zKW}^AF)yv|Uc;RQqo$n&V+VV!WX{;pURqo4>KzNlZtiuG#qP<dYcJiyoq0XY*fVv$
zmz}Y<X4Kb=eSF8**PYpZn$bWr_V+!r1Kb%0rp_1*y=PI{IPGx=5A_{$7L3FE97YrG
znKKTzvp6Dk9BF4XO<gdKa%awHW@pZ#+>cK8oYCBS=8Tqh7Oiw^o|w#;wXwIgGfvhl
z+UfSmf^ll<tb;oXW*zM;%I;)8!}n(<<1EdBakls8Bn#%}YQ}lKXU>9gzB`N39%+vY
z{Jfs}LVXc0wqKIWdfOS7+8KQ`a~7ASJ^Ci|%aaA8pYNDo;eCJa2YAnHpk{Vu>g+1-
zSun14XAIJe!Kvd~J0sVO>%6<(&bYxoB$*G@!@OhMteKa6i|-h>ddHka*~8PlVBF?C
z^Rh?yxs2O&=^cI!W0X7NPR*k1F=>ynzAwGYJ}#NDxLf}xnX_PwcfU7TFecbb?@JvM
z?Tq{F4<vII%pUZ9k~_1>n%NZ1qV(ak$FyX|{E^fJW4e3kqp5Qij2YgQK9)Kj_x=ga
z;#0|jF(-A#ct*2eJZERlc;3!<K^MuK@uHo1*)Mtbvip3^cqMhgcr|sr<{e`}>a6s2
zcNWavuruD&EEcAYx9rRor7jq6r_Pv{z1X|brK#f`@0qhGU6$_oyL^xDCktlF^#{r9
zL(TXobzZu{o!Q5!V`Va9&Z68uabM;8Pkr|pKj-RX#=Pt=(q1sW^zN%<&iLBS_$GCH
zYiG__>;9cPi|_RhT$jvQFn&yX{Nx=A#?N*ZW&h&mv0(h_ed&7dSTKI`u5?4{_}%-B
z?tk%b_kT2V7G=khfB*YK!Kjcr+a#GYHno>lbZ2bl&e+_Yv4uMeMkPCQ7L3Y%4hv>g
z(q3$xjH-SP^KIN2+qyGnY@ha=1*5w6r8T@`!Kj(`g0X||n6qHi@}Aj_elBBY-!m_*
z?Yq+5QpfJTXThwlpR<QMqn@2PV^8mx?VURI^`3dz`+3he!25>YvpC4!$oqqnMd=~#
zhq@o;&S+vk+`A)^8FR*wzH92;QOTSIqnYnnFpjn}XTiw)JQj>&(q1q-Rx^&%jOM8`
z7NsrhExj*2K6SL>3EnYhQTB<xXLeHRoJDC{KksBej|KB~?x(mjXPlb$oCTwU?@sd_
z3r0u#>Aq*dIMcmLvS4;r>Nwk-Ig4}LyC!oM=i0mZuJk<by4%lB7K|Qt<}4T&x-)0N
zxX7Ia<6=7t=DpHhFuTON-n=v!eKg~;)H#c?FSqwg7K|%=&luodIxuxyX=hyJJLZh5
z)1EU1`R<xz4E7z1+<v{Caf4>T7?Sq9bZF{=*-gG1W@p@NXMT%&>8+{r;ojY*Suh)6
zXLft)f-zFx;oYcY+?mYA*jX^f+F3B}@*Q)=I6HF|jJwl4?(vQ}i?YYNPe|tXCkti|
z=+XyM$0YArFq`Z?C7Cg2!Fb4>Ig6>je>j=5n3lSj?z>0b88cGHW9}>%GwsY-JYjz_
zna@fVjHfhXw)f0gFrN0lbWZC0S>HY9&TOt`JnuaV#ysyBFL?K2GJ9Dw=BJKV+?lgr
zyz1R+zGuAdJI0%uu~0MK@;wX2B0ICingwHtpU0fB)O!|;cf4oLqTHAHjz!t;+CTFB
z3eEV$&SI7R)H}xKcIJ%LcE%T)@n!1xDw(q=UE}_>@0c^bwKKl+bG}a&j32yP=gxxh
zW7^{<@0hb-{OsK?-mze8urq#7T`>M||J%;^N5|5C|NBN%NEW4==!)FjyDgG=B|BqF
z_sYqPIb$o|F{*gKwfD?flzUa*F}CrZdD+$M+j`GzJ9~B3U`_6j%vmsYw3qIjx?o;g
zGuy>`7L47}p0TKtI(D}+XHnN)FPXDo?CH+fOEYJ&ciN+VvS94vJ#!X}{oI+eU^MV^
z_fO_5N*lW$;?C?a&7z5ShbJ@UERJwL(w%wJ)CKdS+?yqHW=E%vjK_G#oCV|9bT1gk
zrOsI}YwqW?OhzlsyzCR~t&=(9M9r*?X2Gnjomsoo(LR|mFFh^oMMvMAu9=^q8J$yS
zj5B@5g3-mhv)oyfeUAIN?kvtr9o^lTvtXR>T@UY=vtV4{UfMHt&Vq5FpV!Cz@?^p2
zmpZ$`odu)6`v7+q%m$`Cu1XeHdw-4h%m!-~%!b$*Lw(PjMY#|2o<-@+X^&gnOK(kG
zFovhjZu5@CNIlAXW~1#a7-Q0&jdf=>E_K}F&KU3A{mFvyfOikNvtTwk?eU2F%w)mr
z2|EjBv+OLMNgdDI=Oqiq3#l{ag*)R#cgD-9W4?E<B=ZH{y=7-CN*!;zvtTTCUy{t3
zy`vfL`kwK=X7N$#SmC?Uk5d=SR=Ssdk~&*uXYr~1vt&{FdFoj0J&P~wUnVmaU!^YA
zxPRmRtzN4c-)YA8sq-JaU#FS<s2M+{&KSS=?hiX-qh|c=UA*(}zXxSoCX33+*vihl
ziaVpGJBuBBSIf@4bVuJacJi*Yw(oc6Uha&&?e*;}82h9>-`BhSy<;3`Kg7=BQ2SxY
zyh*ZP9Pa%Q?u;Wfv!lFgmW<|_MGJdN`$@^1(KdB)vUlygD{XH-)y}-^4r$L>Fi!Kn
zw4-;-I;D;-$)c-1S9jxi_U_4?#rgK0ypR`p$GF(uE19t<`x5V2FnW7`sXGg1m)RMY
zr!KCxU&Cwd%&*hThUwdq*@$G$;&%H;d+8mi3&tq#SlsD8hGUa)m%c}j*QNLB37qKN
zB+ZzdI%iCApX&X?$*gpm_beEXcvm{zI~Jw0?Q@a^;~C#S>&}AlT-sx<cg$Io`^)KG
zyu#PKe?6JAVD_e+1!JM_-f}N}J9R8g7Vq#qF6ReanT$`8`6@fJFYL^|^8V{&#+=1B
z?%%pIUz@sMe3v?B@xAvy*jX^vxifyz>-k%<U~I6L{+>E#!R!y;G5gay7R>&#GyYDU
zF=r9W{P*r;ULjd9Hc6c^XTjLiojD6eML(CZnV-*mbIsVo`^w4K+I>5{eKKQF-Co1H
zn%ps&@2r{E(Yq(Jy55!UVXtT3Gg<7NjQaL{?9BFcKadA`$D)z_;AGKQAEFOslVo<d
z`;k1#o+a~R?8oZkk_Gb?_T%j*B%`f9S+~=tup`f8mt=mHW`4G2c8+%}n4N29(JghH
z=ljy`sk8IFXV$~}p7zp<QWwm6xwBx_+s?SucYW-AlUYB_=<nTtWDNAK^h)npFs|~B
zdD&Nc&luz#bH+7x#$e5yMY-pGF0<=X#|^$?4Asn8Fm7^Z4Aab6Fm6uwxFwmhD81D_
zJXtWmP2b@@hGUc2UGB`srH;G3V|I^b!T3+wv(oY2l}<=ql-}q4MDLhQ(v#h%@F6?n
zVLNjc)9jD%v1B~1XX)9xbYAMB^abzcd&lAx`>V<PwPaDc(0yq#W6oG+XYsE0?<Mon
z_wCD*#RvMsWcE=qXRNZ9e(L>a_R`Pwm&yDq{k3NHP3mH8GQQK_>mQQ&I{jlZEB(ox
z1><M$N`Li^McM1U`^}x%hSUY~KQ;5eG_!v+Bi{ADcavF#WWm_f&b;i+>{}#r7R<J?
zvtVrPJLW7HRnxs-wvC^|g0Zci!@TV6(jMEhI%_8Lome}W?UF1QySg)W^Nu+SMjdzN
zW$*6iGV1!dEEs#(S(MgGd+eFam^1eB9b<3r_Vrx@%{ai`I9Ze)nmTXdenc{3&f-Y-
zrtZv-vNyAr9-X=<J=VM9*us0}EEp}_nKO>JGiSkQ<<6W1;{<m`Yt5W-V%nokGCzf<
zCktksQfFtlGdib^Gu_Wh7R=AKpOefPUG2=vKG*k*^L)qbe9fXq>bM}8F=x>;?Zw63
zUBbTJv$)*e&(7$t83Vi<XlKE=()}uT=4B5`dwz{~gS}&1tC^Rbdw-of<NDM&3&suJ
zF)w>a+6%^w-Z3BUKGHranKMS)nUC?F`CZ<R^X@;%81LP^oM69?6O$R^0nM0{I)BLf
zX`GQP9@8_EIg7{jlio3#rJqX1Z10}7GoPcG&(+MHPo2$6<}8@KkoG9NW6pTd{Uvwi
zEXw`mbkCX1_x=?-v)42WW((3DZ}^Tm<4rpY#zH&uvfoO3&Z6u^-oNe6g0a|ri92Jd
zW>NM#X)l;B)6C!1jQ3J!j1SyDOvXp<r7P?obEP|T#wt7WvOn|P=kBGeQx}XcyjzpZ
zOTYGx**ESi%Kp~(Ym?b`zWd((gPl2xb@m_mbFyHz-u_22|5N{!jKA&wBnxKoUi$wx
zuaL}{ZK4^QrjE^$#pZeo&AgIkY?(S|QFdkDZ<Wj#RWxJk)CHqz>YQ1%)UhqM_rAKW
zk<4rA9at-wF=y;#XVliaa<^o`sFynSvhS_y>wS2D{UF^)AFLbeL-e8guw>rE&g=*~
zvm;YyO?i|%3uZ^#8OL~EdYn6pvYUI?!ky95&YVTLAD`~g%6BIu3r1`EiFQVt)ESGD
z-P?J8ie}bcm!6tBIwUjZjE-r~OHcQ{llRP7l=~Upb@q-0<4ik?vb&@`XHj~V{p@5>
zdQR%-n#`E9IM=;fGA}((pPwukJyK^E*qL9b85eoi%g(q&GkR;rrKxikj6P}4m@_W3
zGiUTodtC0$=$ATY*57>q2fAOAESOzuXTj_`JL87b8RJHMlXr|^cE-)Ai(8U$t2^_u
zho?Pf!MM$LBYel4al4&yhxcPS-krt0_6f=2K0Q%S(hnu`sdmQ0sk3SBEEtcZJ*Iod
zoCV`i?`C+%f-y7g`IE_l*(^J=*}C*;?@OO?f7Z_YIn8{oW)%9xWW1EjSiE9?HJQJb
zESSA+XZA+w>`lJq&Vt$7b{30M$C706j{Ccs`FpzbeeagrnSE$y@lonn;oZl2rFWm$
znXOKpec|1gn(>uptkKL_FurzY&VuocJ98H0{%yMFEK1j=J-+un^Rj>T9kXA(|IK^m
zW&dvf%Xf^wQy2fZ$NT^O`%=z=QNhlFu}RvqP2Cw4Q^#g@MiuXwS4~|owsB|9f>F(#
z1!G$~a~6#4+?j8mI;to08p&cO?{;;sqnWcP-QByo$(#kFp6?lZr7rgNU48d`k~y>e
z^#RF(aiI654ZUM_kZ$BV=8b)Ks5`U6G^2^{j!Z^V_oM8LX7;1)jLd$FopHQw!;_NH
zHkq?1`(*ca$&7jFDempvnV*`vV01{GpJr!tOdV$=Gv;M?_MUO3cg)M~lJ=Yh<1Fvb
zc4u~uy{o;uzK|E$85i3by)<*iC221hy}e`3qU=l4J@4Z?=6zGg<^K<B_Z@UwR#kt0
zAwh!VoHv)?Bk=+aG|<4N$vNkA$XO+b5`;|<$r(i?91w|;bJArZgCHP5!Xbl56p_sP
z7HfQ{a#rm+x2>Q5d~3`(W>{<QbDrnk?#9%I3;sd;Vf&-_!X<1Ej4x~tiZARB9=bgw
zzCVtBMD(Kumq$m3^PdhqKPK_8JvQ;MJuW)z;qrvUpFFsP^HZY3_Gj^h{m+MP&l>E1
z5&fL_!v5Uo=O_Qy(P4W@bhx~9=pMG04ZXZP@o;`s;$f#>6JI#LF21n8e(3gw!8u&s
zn7XjNDRpm-?`?zaozXq|9|o7OhwUFny#G`D?}{(%?;X0mFY)&e_ON|m==p<*e<;2W
zM~Cer@rBF3CLgwsrtV{jhx5NB9?qYP4%=?%Ic#5y4*QpeZeLD3T)r}N58GGc`$l|W
z`*z~ri9c-LjSk!QqQmz6q33X+|7*nC50Vete@BN)*nXOL*ngJ#pARm-80=yDW%9rI
z$??ylPCU4rWUz<rq(jf)a<b&Z_FKuHJn_>HwlgJu=D{WGVLMCmXH7or;e7VQ!yeA(
z8S#F;<PW05`TU88J!}_DJnR=5x?Om14wtYUPCV>*(bQdRu!rs9@rUh_(cuzy@k^!8
z(eZ^#*e;!T*u!?2)Ll0Duw5=XT*7ww5nsY~h4{h+=ftlVf7ruzl@agZa@FXtT`fAC
zubw`5?da>qcfG;+`q6lUq1z3U4|~{dlz7<j#;LnW@?j6#O%o57u!rqt$=`f%341u-
zF8Mo!caATd?=p0|Yw}^c+tB^)iQjW@3Fmtye((6g_PdGSCw{zdd||s^eBpBc<iq&^
zsSoErihfXh;qu_bACh=DKXmA}49@t7=tqW+ito|U_?V%WaDH5LI6po*Y)=`wJ$0~$
z?P<|rdwS}^j?WnJ`OgR2v%<d!pPhWTgq?m)^3NMw!XD1s#KTU%V8nYkzc4=htK`Gw
zMMJm0j_<|EhwUZNVS8zG*j^SLF0Y6VmsduI?NviBVaHdGczey@94=uG+iQ~#+v}pk
z9=6wy_!4&d4I|#e<&CL-bK>Frj?{<kZ{rIW`tMQ~wjST#r#|dq`-kNJG5N5E?VpnW
z=fNJ%?}{Ja6W{w158L~PZXX=%_@Vedocu?_kHr_Zj}JYEOV~c0c-ZNGAMqt@pNYoL
z4&B4{`Jvkv2Ip`I`xle{QtHC?<)N3aCjRyC8-wjX2Ip`IJN?c0!{uA4`%db@9=7i$
z9`<ngUiyT~_oKu1gVcrnzlUx=99;e<{;>Th{vRhF_OSgV`JW~qwx1>b^Tfk`yifh=
z_o)6G;qeET6AZQ!CLS&)iVoXv#((0(!*-IP=Tjw*r;RUcr;9IK@bvM8%Ne7?<;+93
zbEf`W$sbDm+=I(`5)a#X6F*<#;e3#IIG=y$cHzPKqREFnoG+eu*u(h}iHGe{=@Tw^
zOyZZ1Kb+_2uwQZLcI;rkQh1f{YRO+c`Wn&K8l1z0zV?VO*NN}C@r6BX*NZQluOA)u
zu-zc>aK2$Q-e~Cg#);n~yv1M-+bt6h`>mpH9o}YezU^QS=i4QZo1xq7;}3hd+#&Vh
ze8<#>{Z6UBb9{FT?-}2{qr>@khn{~g`EdUI`0kVZeZ%{O_a9us9?pM|`~#8?=Rb@N
z+e6|D+e3%$4+|fj{38e3qryig9xh>jOyZ9n?2n88@zGC+e%jz1wr3>%%*6j<a0%zX
zj1Jp#;|u%qhHlSKJY2Rz_prTS=;f~x58I1U_u}Nk_R_@hWyyy<Y%d@2_KNt!9=5+p
z{#D7pdT<Hn*ChYi<imx2UHoAW+Z*B!+nb`p<;_F)u)QUDeCyCl*xnxhJHo#mY=1vE
zhwa_T<9p(JZ+zhrc6?ua?~gBB=no|S!Q{gpwhtx$FM~a7A5Q$^sSA79{w@BneImYa
z347Q+m3+9+pC0igY@dk^`{#ykpHF?bgl(62*uN0}7ZVScFAd$p_T}Wm1-}ws*uENH
z*uN9~y}>2yVf(M-!zJuL81eSs$%p-i(LYN5C*jW$4_o{6_~$Lh8|-2GjiKkT)5jn2
zc7o)?9<~!E9`+N(f8xO<Y$r+lr16J6Y$r<`e=Giz5B6|A#n8(s6A#;|hMw`%$%pMU
z$%pN<LoZ<u=hGz~_OP8k_2CkB@iUBkJ7audJ9GMl?JPt0v&Db*_`@aaVLM0sVLNC1
z;SzS7()V2Pg-h7!gY*sO3q*&@g`&gx!b30Ne39sIJ{%p+7ae-OMB-t)RN~<hwxdV9
zT{ih}3Hve0UoQD@x%|*QY*&cyiisZ^eWmEDL|--fn&Gt)zjicUC-LhJE@8i3;@2OX
z!+wLrZ<u)4!*-+OZ#=l*E#kjb;&{jS?=sl$8hy9;?w)wq?veOC6UW~ldcJS+VY`3g
zVS7OGf0+0K!v}>AOFrz&(Cy)a{gKg+3jbtq347Qc9si%k_n7dp;gbgEuswO`CG6q+
zw8X>t8PQ?KXO4LLv*iDLu!rqgiT_37Vf)LW=de9D`g!r=U!@LTl>A>O9xg9V{3YQl
zk`LP}6A#;~hMw`&$%pMV$%pN=(P0nU>k<!_u!rsS$%jkW-jH~>&~F^^C2a2)y7j^S
z_o@4b=&=1`blCnWzHs^Hq1(F>4;OrQ>cjaxLoe@5-TR`$9=7)<{(<m=gFT%8CGoK1
zhey19WN;2U{n6Bg^T(q<75`_V!}htv!zFCH`0xuu_i*{r(Cy2Ke<l8}MThO{L(kzt
ze<QyC7;N8+FYNyr{jI^}+wpxTar|!b;r#vRu>BzZaG`$~U)aO;Kk<h>Tz-`Jj|baN
z279>tG&*cQi$7e#jz3SIU!?ArgUbp3ef&L1IG=Rr`DBTQ^T~%^!j7jH@pj78g-h5@
zop{(!6aQ%kdpMtN=mk%ox-%vowlgOlE_l`v?`KQ??1Sx`i62V*+=-tr@!yU<2!CgA
z3H$jIzrf%eE@8i5@)t@z>=#b_BH_gb`=z2UJvfI;*u!?&<ijOwmrFcsSBMUmdFUQ4
zS4#dW;Z+Bhuw5<wuw6aAa0xqJW8~X4;|rItT|4n`3Hx;tzuw@2*H8S0iQ|oj?qR!0
z@;6O9Y&VMz=bOhDcKQ~H-!lHN-74{0Cmt@h8M@tea1PrhzS}2%hr#8JiHGe@$=`W!
z4wtZp?JlVg=ewp)xZFKDT<#eiwtGc~?cUM%8C>oc9WH;6_yfWRCjX$p_Ta?B9=3-h
z9?pLp9nKGp4(EqOhdpdd;$aWl!$*7$m#~NJ5vdD%I6pFRd|dPs)9=aAVS8$HI6rOZ
z_VoC}_KfIo347R{nS9vkKO6BS?DVrny!}P$!Udl_;ys+76CJkar7m2;9=7Kvza3n{
z9<~>x-wOxZOXGV*^eYGFa0&aXl7Dsb;S%=OB>&pv!~VL&U!VBf2K(C+e@EhBe`n%<
zn|Rpz(91t3{{Hwr5PmRm{7Ce_h98aZW6@#z_|W~+$^U!!nZ(2Pg~Y#@c-X!a9WGxR
zdj5L&jlm^s|B?7N6UT2Q{@w6<$%j2`|C4;!e>8Oaarn#R+h@kVKXRhMIcz6R{G@}+
z$)ZmlU%1ex9PxhY_)Zgj+W1d5xP<NW(cyfC_`~^($%j3h&y;xB&OCHG%itU?VGrBc
zk`LS2qr)DybBuUD&){;t_zni!`J=;jp~Nqo_(cYnu!rq%;^BPJ=&*<FV(Ehyk1y<D
zyF}u6g`s;mUorWxhwVxuK8KyYX5!ZiuRqvs5FNG~CVr#D!zJutyGiol61JNq9`>83
z-)#r`?V>k>%k2{nmpew^BffhM&i5Kz!XCDJC;z+2haDd<;{A`}d*EPuQ2b#J+k=yT
zNc`av_OLxP^<fX^KS}-LQy(s2dt&0@LO(h2r=<QFgZ){9%d?}y<vG##yrJ7R{;-Gb
zg(E({B>8ZDS?XR9zA}76_@=?-&4WE`Z;5_u`1ZlMhwmC(!uIaO-;;Pazb`uM;rxNb
z!%lx_#M{3N_K(K*@#t{*MD%9|=P$+=&R>oW+gIcJ&&0#_-NeK8y`g(Je}CxqUy1)9
z{NdpIqwpt#?WfUU|K-rj@jm;j@9FvYgG)G{aOi%b!S<WUhyBDu&nJm5Y$uKXWQqS)
z^vMV3a5+WtVLN5=;c}|v!*=TA!+x5f+iBxFU3jL!<*bAA*`vdD&cwq$4c*Qa-=V=C
zw(~}xZ*czY_`-hvq1y$*3nm}-uw5wm3lGlW5_Y^ue23!;J6<&Ti-kvpml*6}yX4Sw
zxP<M}iHA$rFO&FX(<huSH}n#A`ttE#A^EV+L$@mq_G7~<#dqcCuw7;7`D)2uBfMsO
z;e4&c!};3L;e4H;=j#r(>m`5v!5+37B!0uh!{tWN;e7M>!XCC;B!0{I!*=WFaK3GH
zIB!xHwmS?xhn>FDh_^c@A1-$px`*wq$%jkW#qT!qOW4Et9*KuNoPT%3+kMg(?;n5I
z9*}&vg#8Z_|D*WB{=mc^l=y=Od)OY5e7J=DkK=pTU|YgR4K88FKS}=4$%p+<hn^pk
z_+#UHT=WwMd)S^d^c*f>58IQI4;T8W>4#4rx;-=gu!qZ^jd%~+pT`$2&r1DYBp$ZE
zj1GIaJZHpvI6rsj1-H>Jj4xbX6dlel9(w+p`0<s|uNrKxjt=M7M29_WuT4Dc^y^2w
zhszt{dt>;f!TIgsI|tj}MTZOa5$|F9`}o4;ACkxS4!wLJz7Iu*9secy4=0Zw8M^&z
z;vXICA4~k>(fDuieIoI2{$%1|`)u-`3qPOyE;?MkICT5k;2gGZMu#2$GyZQ4_Hg<3
z(93rc50~%7|NZd42Ip`Id)WSa<d?9A?T3l~IQ2gXe>&KH7L7ko{1<~gY`=^z?DX+I
zmw%2P9)EB?L3G$ont0exHgx-~#KV5_#7{BUPnrCw!_$PP9bCe8ro_V~Y-b+vc9!JB
zCG254Yw~9sT*CPr(P5j0Zs&^sQ1p2R`}x9y!R2?N!{z*mUm(0-@?pDB^o7HV#CJG4
zY!^-Z65%BW=SxM0^U={^yL5bEzfAI%4UZY@;c~g?D-6z8jxX$2N&ISwhdpf9NIqQX
zYmImh=WC}voUa=l_8Se|Zag@L%T0#vVY_K`xZEr{Y&TDRxZo|~3)?NDZ#CF%9o}Ye
z4%_Xb!*=`VaJj?KJ#2SO9`7{t61F=hk9Qfm-8H_u4fb%pN8;gp@A!Xja1Q(LCw`yA
z!{xq1_pseB`Ea>^@_#(o9y+)@Eb*`{i9bB?ustIBvEk#w#}BqAM2E{0qr>*3q35uN
z?a8TsO8jAaYIHb1Yv|?K;d8?0#}_W!#9uJjUNShpH2USyVSh#R-wZDJ%EVulcsRdy
z==P@M-!j<Wn)uri$F~o?ggtEUi0_@rhn;>;^6yJNoIenaAByjzgYA>i_^J5A9=1=%
zhyNa5*y+#2_u1s}b3?Z;4)(7^e>FOszc%y|_ON|D@vw*UH&P!i|1os?X8iw|Jbo+j
zZzqo5iT-Z#|2;VWPjuLRk~sb}`EdSubU6PaI-GwwbUVT4^Y^ra{WRg}2A4C0X9~|1
zo_laUZ}{8c;lXyX!G7`Rqr%H3eoXY`2A9hxj&t(I4$k2c_OM+!`LKuWs)^$@qOUW!
zgzb8XhYNlE5%1xAgJ`^A>TaBP*lv>eO$V2-<IP6A-8^--h`wd?t)g!|INxS)347RX
z8~^R%-^6$O#KU%n<nJ^%hwU!$hdpd}O?}wzmb$ygANH`_Bl)o1Grq8g?Or3^!*=h~
zg-h7!-y8Y%`{@_<u-zy1VY_d9VY^>+INv}1KN#!}8f*^^ACh?39y;_KE@6LI{7dp-
zdqm=oN<8e38M;3<d|deW!Q~0jPa14bj($q?Q={=|i9daCdDh_k?C5a*%jo9}w&zAa
zZ?K2U^Aq1D{(|sDgYB=Ae{terdr9J9d)d%)*j^rg*j|x**y+DXpRkARmGOs5*j|-*
z*j^nSw%0_5OW0mF;>+s?d)VF(9nNoz4%?fe!}-n8VS7vTTL;_Q2Ip`I+uIWl+dHDe
z_Ri?P8*KkL*#9Z|p9hz4ephtZ!};AKKEEgVu+#4w@gBDK$M=E6KRDPvG&p}W`LKN~
z`Hv?bF8GP~KQq|z3#t2J@?rnd(DRq$|4Mvcjs9Bl-xyrN9?t)f{5O-wZx7wW`Mb%7
zJ#61g{r8g(dpQ3v@o@f8^iRT{4$eQ14%;uI!;WqDtDm>Kupe*e?FqsYh9?@Fe{*mX
zPA5)0oK7<I?qq}Q6ocEahr4h(<;XALHtgc3N`1JTdgvbR!tH5Bd^+vm9QM->y$jnJ
zhTeuf+=cCoBfo^5K2z$#9xi82JnZ3gmc+vzPG?R3a2rl%8}UuJgxj!(^V#DImv9^Q
za5~5E&EYnjrV*dcHQ2*l*ba^Oa_+%xxH(Va;WljNO+4I&yRe-veZpPXemiyHHth7l
z$ZvipzHmPO&^??kF!VNT7aV#DcVW9w;^A_Up_jv{4|})^+eJry7j7<|x^Nq|qegrV
zm#|%8#HVl$H{l|G$<&AKQmG5KVLLkUuw8oSUDz%&bPso7yX=T>!ydL{(l6YGJ#3dt
zUASB!{wof)W23`OxC`5rMt&16VGrjkCm$|X8G0ACt0o^VVGp-g8~NqxgWGU(jl{!k
zIA3$bH{lX)!}(gN3%A!Fx`(@PdxONo?G2;D9etw_-`#Yu-7Gq6Hy?T%_HY-rTO=R$
za2GDOOyApto53lZ!zFCDPd=Q(P1x>`d^pp0O#eG2A8x|=F3I0D`EU+*VY}PN_iz_(
z?>^$&dkil3jJ|jL;qtqQhdo?=FY$2m`$I3`e4nA)9}G_6E^H4-Je<QG?!xwm@rB#4
zhs%R9=Z^=Ma2vLVj`${A!ueq%z73}(I&2Rgx`*3G4!t}ozOaXzKS@5^hV!FGd=t)p
z8XZoL9eNI@#}B;?+Y^SK!X?~^KXK%DVS7^i;T&$lUD%!+UpR+L*q$=-n{WxY;qIv;
z-=8+P3)|CE7jDBI?&P15x^Q~t(A#hqwm*w6Y=1s<d)DCQ*@H{i{xb1!33p+8&dBe=
z_S~W8ustvR!d=*&A78kHZ9C#U+=bH%;tx0BHtgXpY%d)CO}K>Hu!p;F^H;;agzaV7
zBizw1AMqW&V(9s`gWGU^UE*&X+=NRwzj?&lTL!0a4!7YhY;TP(oWpIn3)|a<ZyWBy
z_V&cX9sQ0G@8K?N@65b#3AbUF|J&hP!fiPH-H6ZOCS1a8*u$yEA8zP(jrb;9!uIYF
zpTarZgzY`ahjX|IcVT<)@NGXh*u&*RiHAL0{w49Shs%dYeEG;=`{>~G@xe{l{w?uv
z6E5K{Y@diP+=NTG3)?5tKU~6X*yTSpd`q|u=TE0T+<s>0?PmvjxC^JxrBB$y>GLB#
z?FQ#?`a=4I?aM=NzB0IkyKw$$^5GKpa3}t?;oFAo>qAfB61Hz79&Z10=pN4BN}q7^
zouTLN4sOCFoc=5Ma1*v4jQAAJ;qHG%y!~i!_v83}GT6giIQ?|Qw_&G$min;$JoVu&
zoPLq|u!qwxM|=)9;X=1B{OZrq^YI2Z;Sx^2k$kv>?f8j@8~OwzzMODy8!jgrx}PLG
zY4Rr<Y^NBU@RUPu!X<2{iZ7hQO}L1kdia)b8}7pCG$TKUOSlbtxC^J#4*xdn;d1)K
z!yZm&NdIsNw_y+48HaBQd$<!nQ~HG4u!qx`Ge7L~Sw_5{Ej&m1oO5s!Zo?i<Q+(kj
z?DV<P?@)N|!Rb7y3wyXdZ+zkQe9_^K{_PRp9wZ-bFA#mf!ClxcH1rhC;U-+dZMX~D
zg;N*K;U-+dZP+dne>jJma0%Pt?01RyFFDx59et@0Z$~E|?&wR8_<Whc<(R?E<)XuO
z`Jtz94mV-DLh|7pZp7!2pTl;=_`@aKhCQ5*9ll-IuN)n2uQGHGcj0o?5#NTLzFPd@
z_Uh>uwreDR&BVjawT9k?^R=VH9?sVp@g>}b^L0mj6VBHgx`*@ilMlBy7`okPa0+|4
z3)_v84|}+yZ!+@zX7Sx>a0#bd54{POa2rmy8TmQfgwt&k58Lh1cawg%j}A9?hz{pF
z4n5y#u-`Sj+u$zT-aYYfxyR7kaJgr6xZErC_a2;nZ?N5Ga0z$eeBTk@giE*$d$<dy
z`^6tF;Wq5yE^PN7{^<_}=dk_Z(Cv?s4|})^+XIsi=dg$ELCJ^PhYY<uba3;q=x`U#
zOY-41+=cVQlMk108}@L1M10{k+~FffzCCJi`jf#qY>!Sn+=NTG4d*`{zD>A<(__*v
zY>!R9ustq1TpmAkf5KpUV)9`RcVT-{@?j5mVS94=J#BCoZl4~F&ltKrb8rc_VGnom
ze>QyEu!r-XkN75>pEdOK?8N^ve9qt!&d*IeT<GVG`1Jh2Ih?ksf5G53oL@NfCY=5%
zb>Zek@rS!`^VcK3ggxB6IQ?Fde7FsFVS8zOVGnm<ds*^f58KN}d=59^5^lpD?!xwp
zQ8$HixCxhV8}_jMP3DD5xDDGYM}7&n;rzN0Z?DhXa1J+NdqeW!9B#t)#*v@H?VE@0
z;q;c|!ydM`rf;|l=eLdcHtgXpoZp`Q;Vzutk-D&l?e8)t?0x7R{{7JNKMZcd9`3^V
zA5-^FgYBQA!}hMB=Wr7);Wq5_yNADr+xJ9=+xJF?^ZSNg!ukC}Z^9*<KahAheQ@YG
z+=e}DA0GK#*gi7!6fR*8cVYY2_&z$=J{BFek4J}d*ux$DZ^O3>+b4$JhCSSc?UU&n
zZo(zph3!+rw+VM)`*h}o?cdWc+=cBkiHDnT3AbSncl2jR-S%^XJ=}%M=aUb6xC=MC
z)P<Wb4!wl!OG9tM9`3^S<@mocxC^JR4n2pPa2K|(jr<hOVf%XO!fn{Uk^W)(kD)i=
zHtgXpoW7ZUVgFY8gqv><-NRkD`A&TJ-Jz%N4KCp>Y~LU8O}K>HaQ;E+!s)+<p2JNz
z{V?%x`k$e9Vf#^ZIRAL)O}Go&PeyzS=Wt8^H2I&UU)X-0csPeW+=cBI!`H+1%k;ta
z#r!?U;O2OP+pyEWG2+YdlMj11ognq$5^lpDwi6ED9JUh;J%!t_hwV4x54T|tcj71h
z;@tlK|LfuQq|xCnY$qG>DO|#B*yVp~_%>k=cj0vM^bdDoJ4O13bJ$LqcsPeU@l$19
zxX`B_@%c2#hfBB%r_;t4Zo)<UbjhE7aCe6EJLBLIwlfbsh1;-)?JUWMOSlbtxC^JV
zW=^;bdpMsh^TX-v@rO&;!|5C&KZl#Jhr6(yGkwE04LyZ(xCxhV8}@J)wsU1}xCxhV
z8}_gr8vaeVgu8G)ck*Em+j+9*c?aA1qQg1t2P3`<=ieE68}@KI|A;T)Hk>Xn;&a%;
z>4J%eo3M*tDE-21xVcE;;dD5C!cDk@(?ydHH{p)HSo&Q&JZf+o?!tD75uYwKxC`6S
ziHAMh(U*=tY?m2&8}@J)ZjKrGCG26l+=$QNborrsxC`4AMtlmFu!n6<KHP>q+=cCm
z!?y{Su!p;_9XotWxD9(aUuopGVGnm<yYk4ltHc-X!p&6^4|_OYZN!&w8}@L%`p9p>
zCESMdHIfgPaK7e<@4|Mip{Hvn9=7Ww9?oG8cVWBk@NL5$?!>Q`{PhQy8%E!Fa2HND
z8F~};aK35c;dHa1=Wx1t^ey5Gm#~MsaJtp-O}9>6xDBV<jQA36!|Aq(hwXN$4>#eo
zNj%(!)9n)vmpcsI?>M*%H+M=r+=bgaCm!y?`L2nF^WBDC!fn{Y-Q7pN-D7YH=Wr7)
z;Wljdj6a;iO}K>HaJtv<&*3Iq!q!eVxAA}BslxAG;eW@^R^k^c{uYh;oVfV(tyFiY
z^bzOR?>zC*@|P&};<ZnW>*JjK;#J!d`Ov+dDf_q&easi9Yd?OR(vNR#UvuU4*T<eU
zFU}{gpFVZ(s`>O$U;ESi?u|x$_-T2Rw~zg6U+*u!{c4}JIpVcWeI>s=raVV+d)B?>
z?WwOgEsr&Bu6^t0r`FlWp7!EXZ%*BZu65$}(MMcA`HSbC#F5`VG*0Dy)m1vDI-e^V
z)!B=#w2yPwJYD<J`rC`YlF#$x7uU}oG{1iKMLy)ymk;GpU1iNzt)DsS>AJUi=XOqh
z^|<C2KT?`gxmNF7HDC9V=U>ZLAI-l;eb2Y@d8&PA=XB5RS3l2%ug=#;oW>fb^_$AR
zHDCLvv!~B<_34AogZ$1%^CQ3e5nuC9<vjNET<ovDYVk^Q?NjsSpndt&(|AnwmAAh>
zeDbt=Tib_kU*4Yj)w$~Z9MRW4=pK;|*W&8=);Q&!>{;vV?L2h#*`t!rdqS`6BhFV@
z^K07uB45?|i#s3xky0Pj&%L>q+K+E7Zl9@q{`l3`_ej2yzsBt?UiDhtT3jD=jzi^r
zQ}2G9)4d((9_FC;S%2}`Z(m#=to8cazf#`$>pXsObDUqjJiqwi+$W9vRg0s%bJach
z>|?*9%loL0&-qmLQm>zRs7}7_!Dr4vna^K+`k_3!PkEF#Pki4wE?V|dXTLhH&Y>&S
ziR+8v_NC>;X>=ZWbLdLXzxH=NeUT5v(R`ZEoI|<KsnA~P`0cL`@>SM8{AfO{{({+u
zmPhwN^PxD_J@}B%`A{7Br?Q{8y2HuS>g_>S>LX60b04I?=X<&6+Fu>ky#4g4bNQ#z
z|1#x#_A;kZ-?cf_Pn%DpepOe0)wRw(`c(4QKGnA`U;XYK*XqqjeS97(tB)T&r|LV>
z`FwS6T7UEQvF=f|dHU4;@_s*aAN=~+Ph6e&l=r#T^RKb)!>6DA_CWLb*I50v-&&pc
z+Ih^^uYL~d=i46oR?6#F`&U1$uId`s&w1*;>b(ba?IV7qRFC`W&Y$;)AKlATzDN1x
z4<%pcIKQ}i&|jR^kM{F{ufDgnKOgd=IGRK2XHU;doL|5C-1J$aKJxm}mF{Eheyg80
z$DaC_M<YLq^Vh!gky0Oh-7me?N1eR;wx{#a{Q8Tl$9+C|taak`{cs*!^NI7JIs2%-
z`t(8XP4(~7`no@U)L-6n*jIO?&qW_JXUg}CJ>-v+^*)?KKj)}%{p~>?DfO@ZdLPwC
zPdWEN=)JpCw7vDOeeJCus`I&0FV0u%`RqaS)0Otp-#yp<`XE1_zVcXoQ|^afo<{Zh
z)2NPCSLu9H=IW=O-+lAD2XwFM%|&rM$UHxn{k@62I`h}!^88c!+Dm>P)$`G4zP$eO
z?u*7+ryluGTph||eGcmEu~x^2Yku|4>G`X(2OnMY^o8?W_)ve;Po4d$UtYY{$>YAf
z_jg*^Q#~GvPk*$J_u2k6&sXEsU-Raxr}-+qCv{)i_pyGc&y;hDn@97l?JaMQ`u9!p
zxUUZ%);+{g-us2}bsz76`=R;KJ<#UR^3G#!^;NCjed!}k*E(@N?;pKyzC3^JFYi8T
zzUs9;bx(c8^{Kkv2cJ2WHD9&<>O3cN#MgYaA3r)5t&ck7ljq;ZTEFJ!oANpKJubdB
zSHAXjPnFfD9?hZos}|>XKYZfm)0O=Cq0a?>?SGJa;;*cI>DtG8G^L-<P3?F2<n@u)
zkGAij_-mdI<<*H-^5MSze6<f<&mpc3*Y2a%*ZtjVeg5X?YYysDscs*AZq|JI+Rt2m
zaoRo8&RwZ5@*_XZhjowYr`;#5pE!;B%hU2`zULyo=C5)4=!5!Hs#k~AS9R^Xb}s!r
zPuiT?M_fO;`t0L9(^nkT`yQ*mzwjYHjkUl1%(tKVN`0{U^><Hv`taAde2w$#Tl4Dd
zFJGyipRVsG?e}B8+RvX~^{e?cUHj4XzQpx$5A>9u2Q=CT)#-Pzr%oS!dX4rrk59e(
zta(1PC%wig``5nu+ebff?>Q}RPoFD!^Q#tDN9*rBl&|&Xs<SU2itFRNwE9YUeb8Ke
z)$!AQKJm%xQ++g=gX)p5_N(zJ&siUSJf^(IN7~;U)Nf7e>-(1G$J(dHy&rt;w`%>d
z_MwlI`cxiiz5VR3uEwW44{^Tw{Jh8Y{IzavUp{$#%n|o_wwJiQyywn^eCF_rqj`Kj
z_jMmWl-F0izO+1wI~QH^w0`c}dF3nj^{al`92#rCDes4U)_m&t+$+E5<UT9;>OG6=
zPor~~E51g1$eX7R+K=`e?1B2ws7`*3d<VH_^=p24+~;#%_p?^VSNpB``Rq@le%=Fp
zkdNlC_s-}3&BN-a)#;DwJa;~HPxAJX*I!;==hR=k`t(708r9QS<5lya{hh1sN27ku
zsSnE2C~gjl^Wn7ey<!jdQulBkefd#;K3d*h;+1PY^XygoSM7aOhjm_!)AsP^6}r~1
zY4=w5;<ul^Yd-rRKV4b-*1Y-qsLo!_BVOwd@;=r5_{6KO{p`<IX%BH)A2d%M#nJin
z`+r66`ILJxzs?gk*Y7Fbb9-W~SGPv@VGdpUnRk$V?csUU@7Fp{KYi%xqwPVf!@4iO
z^V8~4J&kLAadn=X`Rezbhp$o}b5OrJ*L^!@?Wb<abE4N+>&-`b^#|!Ij{I2TRXexy
z$&1r#v`@{e_da@F?n|9LvHtV)Y2}>e=|h|AJm$%pBTuWNtDnZT^XS93k9B|Z?M)*;
znn&A<HeWr>N6VWluK$$hAkS}3ea`CTX?6R^zefApZ_Oueo_(rb^NBk*U8%3Qz047>
znol0Z{k=@Bqfs4Q_Yp^aK5=v9EBVE%7GI<1b|~-D+C2MUog<F5&syAG`qesGJwIJp
z^V1QYOI@YCa4m07d3tR>KIEg<>OHT+d(O4iNBl^+c5eIPk@j2j)j3nncc`4xJgog{
zA9<f!-y7<Yk6z=Hef+#q=XrTPzJJa0dm*1Xtn;c*ALpobYg%3HU;T9+jnz-D-M8oF
zK58HJ_M-XRv$#I>-sRWg@|AUObNTeEzJ0o$ht|)Wea}VSKBym!_L8q!e64Tov*xpZ
zJ&*X5&xd(f_o;f{e7}d<%RIW$`=T#@)%HVq{b-+O=cfJd7MWN3sMinu{fIhrFZ%1J
zPF`Gp^)!F=$&1%}5l4RgoWJI2tbO&7r|Ws>dOx*}=BI04dtlA0tLLh5-{0!pH=nqD
zrhE?Qn%@`KxBB!!KIcREx(B~J);ao!AC%9v_d!48M}6F{c_`11?pI!ab+pfkxV>mT
zy0Yfg+t+;icn|!1Q*RIcI!9c8b$qlun(JQtcYoDS>&LIpL7tyI`Rf0UqI1im{`PSm
z`8C!(+?#rN_2$cqSKq$4yuIu1O*QYH>KxiW_7g{Wto`Xq`(b@P)o&iZz3nySIoCbb
z`sgRGZ>79B^u9TKmHIoc_rm_pWj|UUbM--a^m(O`AH{LXJ)$_8U-#3m?yC;@)Z0^>
zZ;k5YtJcT8()@INp5j>jw0X{n^62>@pZ>J_M0=T|pE{IRC(gf*{O-w~zUS<ReCFz}
zk2-O6_N#PGe)-y8oDa=K@ygoIp6bxPwD*!<ANSzC#O<lR?ooC1=~Lr=A2gRwe45*@
z{%>u*e$J=fKKkg-FR#Bi*5@a#4#mx{_sNI$Lwl*yZ<>E~?B?A3mHg)Gx3)k3KI&(l
z{VUDkw{P_wsWuP2r?kEG6SoJA{HShCi&v`qzta8ayRXkdo<BeO^RmyU=k4D4u+DWa
zb-w!g9_qti?^z!8uT)=YF26i2FK*77R>z0p?xXhA58Z?Ro#{2d-#_adeX!>3gVk5H
zdhs>#As>x(E?=c{d(YgTKGnY#=d16JxW1?l^4XhD9QpagJx_UY<VSIS_dv^|I(hrm
zIzDyCPgm+IuCM#7dA@z;me=Q?eDCbr%bZGe_H=IKr}^o%^YE$nJy`wDQ{(Ey%@e1+
z@B8-GNBu#$zxwlwPhF+FbD}-u?TO;3&OJB}zvphgI&m7!*GF7EitFR~sJ9RD*-QNz
z&C!qMr=6d!^xsXYtMm8uS2vaCtxkMx5A`*#UVa~)i|<J5`3|ywJ->d(mG;pO_3?S2
zQQaE((ECGIdQa>8>T?g`=2tCV$yaGEzx+P!ec(s^=-Nk|&!2n5E7hYqzIrd>D6d|;
z_7TVG7q6^+X!Y*N_lJFIpEa$YyuMX?&-iKc#ZkTYkJev3f2F>aeEK;zt$+22S09b;
zZ_V$YhppxHk;fXR?P;#_);hjQeX74|&p{mZ(+A~g`-!Xb=K?-)n!jq#-}BSI`smtM
zTpfy=TjTEcAm8^juiiX;d|%W0pm?pXdA`G$Ph+hY_x$Q!`W#*Q>7$-@UaWb~g<rnX
zpZDy;uW$W*N4@@hwVqEuT=PxkIl6EC)$3b%IQ4v}FRhL?XWx13!KdDN^hI&x-$!%m
zd%CaATr?N;)rZgX7q8^2aoYWv<9_IU_4?qNU)(u-->9psd3DuiU;S%-Ek2d^Rh@IY
z7x8^mXP>(7zUNf?o39^@exGtr<~y(R(faGhFJ8$fUi*lnz4**u>mz?C&!O(4kN)n{
z9RBL#Un9RhboKk*lsBK|7uQeRbK#fg7q42qxchTneWu)-yngch;>a&=-v28)xBcrJ
z``N=>`=PjcaeZmjk5-T7B0tvWeUSTI>t`?hotswY{hrEu?&pKgF~9w4A9->2Q1@7y
zXFqv!)YtyzRPxvQ>Z^KRf6qbxT3_>?7oWO1N1PA&<lU$I8lBtxDbMwAs7{_nbIcXD
z4{eU;WsZEMdVSULiSvo0y#4n1?B|@`Fa7F!U46Abjr!<oKj)fq-_@_q=ZjWPubs2{
zXz!nSXb=7LNB3kOKJ|Pwzxa_--&*h9?dksPW3D`1=jty{WA(c?toLV6d41OQ;IDJ+
zqmR6Pe($PzKCFHC?d=}*RadFc8u|6{Jox3&9yRYi?8lGt_OA7OXinAoO!>UYSL$EM
zr;j-(U#ZWU&;8XpT0O4ykyp1y^`2Lqe_Z?U>!ZK8J!qWDa}ck7y0ZG^?Xh+~`{BMm
z`tqSTdOztkpM0ggYrJZE`}Y-SK65Lp&wG5Nd#l&C&Z8@<U*7ljzH_Tz^NI7JInHN)
zl&}68_q~MtQ+a>oor^Y4o&IZa`AYRDzwi8fXm9u8J<!MJrpC=h`|De^dVan&UE};y
z?s=`Bzdx6E4)vA$^3`vzdOm&Jqvx%@{ynyM?IVunc@E;vCy)BoJdOIGdK&rVopZ`_
zKt6T*sE<1R{a&oEKJr-OG`a_Vl&9;xiX*>$#p#--`6}g6p01R4o|->Wt&jKeAkS~D
z-aO<}PwR`~)1Lm-uWl_ak83{flh0v&PU<Ub9bIWI>QnW;c+Gq7>wWXBk>7dkA#Q&f
z`Shjb-J3X{e#kGsk86JY%=4b{%h&$me5enK^Xp&xt@*33esAcnuji>B>cdZ?dVX{G
z#raVlYh0Z?dd~DzKDX*>KYES&IuD=wr_D8|YJbkHdG#od`qVsK>3N~Ne$FFKo5P2f
z%stZTP`uX5SMt}-`I@hu!@cX{&kM9Y^rPib-udY@uGJmnez5N6x!3o{9P!#;9`$t|
zaaujPw>savdTw?4qW+cgD6bFNL*86}|G4(OFy&sI+nlOvTwcBTeBylKYqYQPtog+E
z`Rs%Ca6h%a{{O|6=Qp=L*Sa^&XTE;=RG&EVSIXDD#H+vRDbJgKtxvr#K7TH8E;MJY
zuYT3%9>fo4KXLucv4=RSr;n8Os(pQ4>Ri71y*g!YdGl%eVU6>n{(R!74~^bC`&VDR
zSAO+JN`0rC+dZi_hi{F}XJ7Sed+F=Bt@+jKug)Io*0eh3TJ!0{kK+D5hekfE{l)p6
zr~2gU`(m!TdVYN>^+S80KKj;r+P&!`j{0Ert3&hEuf?m6=2ws6&ciQXS^eJI>htr&
z`Q+8po)ay<k86H$dpQ@%>+ifMex!6hpGUgZ@9SUpQeW%#`S|&KF7#X5k6%4Miu*ly
ztq-4m>TxY!`|+XreKfb$P5GYooN6C=d+3Au`8`)3anz^wmtT7it6v{;<n4#{^S<->
zK9OIGukE8=-rp13OFuLR*W&het~GzH=eG~KS9^Ki&Cv(dRbAue)jn0bCvko1x$J3f
z)#Cf8&Rlb_*7La^&ynBWbgif5`R(DJ<oPd?&zrb9etIphkNx?@@o?tQ{Lbll$glCB
z?Ca-}KR+Ioygd$;x#q}c&T?$=neW_aZ}%#W{{J<p=QEd<$0LpNIj?&2*R=RPIv=0D
z-Ur%w_$uvL<Fxzd^L?$aIGU^eNU7fbw0eE*Q{(hLs`qnOUv+Eq<?CMiw0lyIb*?@&
zUj6pB=bB#~s^dp-{ic=A7aywE-~M!E&70?as{Lv`eWbpFoTJWlz8bIneZKT@ZoYl2
z{q4Q>KJc&k#MfB&;d9S^j`P*?@Y~Nm{PO<3hOXpCd3~om7xydAZ*Gk{2OoWC<vH`|
zgZd*Mir4$9`<kx~ecw;n%Usl-e;++3KR?x1>LadB-2IEw^6LJtd+LMwnX`6Z_NjI1
z56b%@&X4BUU%YDbyf=K}`s+s{-&)@q*B|BA$Y&m!YcHB#zpB-{|9w91FQ0mSQJ%Js
zIrfy_NByw+?J?zjFlWtI`&6x;`kEK7<Wp~t`abck)ywO{SMQAv-7~G8*607q+Ryi%
z??dyCYkzg9{z&((bye$!`l5KHJjz!sj_#xSX!pqPJ&|AA-}A5a>QG;-aT@v7Xg{oV
z_7b;0zrHnokk4y953OFEKJruQeJ{y-FYE8|`XE2*OJhBkILgztkGy+wE<RLmKXG-=
z%ZK{&i@OJT@k&0wNATN2-rmSp`_(;Y{rK1F<<-&r_Hi%z@}s;uw7)v>eY8hqt&=y$
z9)1q+^Huu$eDS)cc%^gK_&#0tvG<hEm-`mCkG{@D>&Is=l&^ky_f>uRVfE2RWpDlU
zrJY9~bDRSYrw^Zc{xx0W=1=LT9{Ksqv!^`2=Rl)+_n=OkPaJDp|7qp?YyIqPzP|kW
zuKDa!>&5k1%k!Cw{N~m^wT@4nKI-`SXym8Wd7iX9%B!zF+FaVb(v|v)({-M>bJO;r
z&FAy)lgaxzLRXrrkN$p+i~D=+Y0u|IeLbJK@@Q{!)cJiu-k$oPK2__ZZ@q_FSL@Yz
zp8Wbwxd(ZEefa1#>Z^}?UpwzwpE^%par@EoD8ANzEv`-<6n74B&r@E!(mXyI#n<Zi
z<oU%>p02EQRj>K^^r!uK1l>n{KiB$tjx}!%);w*GeLjAB*;ieCuHIjDxVEo7`1IvR
zc{GQ=#_grv-s+r3o%^TvvF>e-eNbQds_nyXE{)=7zC10j@1cA@iK9Au@z*~5d^Apb
z`kTW~ul1|*`TX-td3~_<r;!i!(Vv!AhvIzVwC6hIKD>W?`>4;_9QEeVSnKGTr=6ST
zM{yKK?~A<i%CGgWarLzyU%eOpHLlI)m#;L34}E^7@?4K8?|t20y*cu<Jl43m_EPVj
zeSfK|bbtD<y*Kh`PMs@mj_*?%?Z>Y#Iu~6zm3!5fuWEDb%SWTRbnR1h?X#AjvajD$
z-TRT=H^05iH4mM0EibN*zUusQTX}x0@v8auQJuZ*LD&3RzgoA?cR0^sU!D0_`-<Ba
z-6O58>f;($Z*TK!A3l5d^T9#REw0YzQ$O|c`{;9QuYG=bbEfR2kMAp*AJx&7^7cXJ
ztNt~ukGy-+ujcvWQ5@}|o<{NNuk#P>d5>!!{nqF`khhO>=qGL;etB_PzEU6k<vsUW
z&(BAzr{%r(`tZr`W9>&fAHCMcT&zC($Ri(Z9*yQ>{W-#C4xfGpd4I&sU88>TRZrz}
zyyjDPq;uE$h-2;R^WlA}J{s#jbiG&pN`8CDuW51QudIEm-{)4`^PciN^b^<5d!SAn
z)vZyzy!)p0@qKQN=V3p6+_OIF)z!W=u1}5As87}6Xiq+rr_sLdnGc<dR!3Lv%k!H{
zqk4H--k$D_Ms@B%9oBwF>Qlc)bEoqDnrB}c)uH!^=Ch}Bir0N=oK`<&zkPjbU)o-D
zrFqqNc;#Mdy}fE&-%97<H&-8idG{+{p9|kX_Epa>zeav}+T0qaYkyk3bNSx%Jk{&Z
zr%ry2e8@-JqsD36H&;J&?^EvCdE}jkHb>k%`?(jIzq0nDk$+8_D_^zvS|4##zqYq~
zsXveEoZ4?H@2`BV<Fm(_PaO3@@ilth&ROf6Qyl$1tX>=s<(%e<uj#e8y(;;|={1_~
zKGlgkhdiwxpS-wxp!uBN9C_4VKc5r%TE~axRH{ExdcHotwa%XA$lGJebJoY+{CxVL
zynb}0Jo@`CeZ=Wne>nTu%Rb2O{0H&N>%Wis@X^z8?B^cU*K^gq_{_!nK8aWASNqtz
z-W#9$(vOekqp`-Tc3$^T`|7jCsXT9cn&Z6siknNjKYHzRzP5)s^7g26`H+7f?ZvlN
z&u1=He~ruA+Z_FT4#iO)_lfG{`BC1_Q*rb@(DmOl5!VOJa~_(1jrKlLfAzUHJe2oR
zU+<Us_M`1Du20QZJ!Q^8`5f@+V-ItX59_`2*^5SX&SxIKxW4l0^x>~@+I{oU?%8`J
zj^g^LuXDvK?Rz-)Yo30WPMl9%fBGOkadR%4c)ce+=g^1N&s=^!|2>v__x$BiKNR=<
zSNrPY-&1uCb^PMA{<Qp*^Q%YsL&-a*KK4L<d3{hlZ4X+0t)5Tb+)BQ~<y>_hZEtn7
z{FFZW9TV-j@~JyWK6@@#{NK9qIj_0(9NtIdw~x8ve6=5+xqRmF`<(jchw`;vAAWhy
zrT+i*)W;lDM_1}+ALn$xbMDnX>ebQmb&ooq*1y)vi%*%)FMp`)WpAHX?~Qu>>fZX<
zAH`AqKI-rJ`+dT_(E5m*Q|k}soKtvo=zQw*a}S5&Q_tso=7`%vTt9hrG#`3@d>`AR
z_Av+5>x=5l)ql#l#Q6@Fdy&`A9CUy7u&<v7`l_eVIo0bcFK%CP&&7G{DX))u+WW*`
zxE!1F>x0h4U(ZK-FU?c${539*d~~JxHBQUdIhV+}+=n^*RqI!|=BshK?xCN&`86)D
z9>pv5LC@KF#ZkXHm)~=w{d<1i_o=)m_F3!iy^^nf8tui8;s=@Uds^J*X)60U?^=K7
z@}6HV_5AL^9R0-k%=Pp3nDlX<eCo|}J{rwCT+U;z{2I-xd3)Mp&F6E?PkX;=opYF{
zf7Lav&stnPpE=cEwYs(Y(vMGH8u`%q%|m`%>nE=tpFUHbxA&mt&DTdB#Vh5_HLu2f
zj%u8?mwNroqfwk6#q0CAQqFH4KaJ{fN*(H(`bA%R=}Y?_(69b?HToUO96mfq-2M3Z
zOq)lma~^T~$fJ6B^VHkR^RusdK6AwNlSlpNDd)3?dOm%`s}`@+zxu`NJp0>+uFtQ|
z@pDYvJabSS`PcT~bKmYmKlL=9z13s&tE=Rz)W`Qkt)tc1XUg-XotIx<b(MTIzNY!>
zJ(z1AdcO5@tiQea^{3_id=^))|CD=>w~u`7tDcXpR9EA4oky?b>pu1tKhk~p)Y}vN
z{_MT3d)W`=E8YJ=xnFf_^nTcf@0gW7buPbq(FdL196s+!t*6(huk-TR%RKS_D}BE0
z>-o@iK5Y-@wU4-Z=kR;B-(&gpL-qD>E`4a!N1flh?PU*sb7=LnK6Bm+bCFM7jjKmK
zn%{on)#v>D=F-lkuI6d|)rqgM_T5)6kNQ?!<DP@P`0Kr>JFe94NbBt3KGoZ^evajR
zuhGYKo;vesed<2)o|FCf<!Sdx`~1<UpFPCs+Bf;-YWbY-SE|RF*B94(;`VfI_v4&X
z`P|mN>gygfKZ>u>e0lGQ&#$<CQ}*+{>s&N{rFwCHjyA{l-a-1?OI@Y=Q!nrLetJqj
zb5S16Lq6xLzN*!sy=osC^`|S%slFOF*S+XN^V8lpedWDh;`&t0zm^xTKH3}_)$OBm
z@Ts5jyz9P)6L(Mi)u$iIqqsh_epvl{D6bDKuMh2cVf9bt+_ip9`y84RF2|-{t*dkC
zeLns9D)r%WFH?DL-Wz^C+V@xOPy73bgY?zUKbPlQqy4;pSofgyS=0LYxu&1<$m7cM
zYUc1^?c==i-Y50$g;r0iv!^&8PPtz{7x?veA9Wx7vG%9+(}z}v_HfR+pMG@@aed7Z
z*ME)tHE)i-^7hhS-rlI5PyKPFdG<V%=OupSX!+XT{AtA}zgAb{=GHy*@#in|)XT5!
z$#<mG5A{X+c^-U+SMEWb`JSKps`b~`y?7sJ{rKe9;_CQmd-z_F*H2vEN`925Q9t)F
z<-VNP9{j$?<;B(6zuq68@A<lq`F!T`*;9Y<N<Q`aRbP$kYY+SL$?Na?lb??^&mQW<
z)vFUXm#%*=EM8gr$cx)U9OdiWnpe*+U+L$yczxdDwcnKY&i&EuTb+E}xAt@2xVE=`
z=0*Sd-?yrB?1B2L_gwX@{~nXLI;{QbzExNMLGI6de)BvBardQ9)pakQ`zdqk-%psM
z-`aDNNBf}rHm}C*X^%SB-e?ZGA9cs%Jm&K0Pp{E_`Z+hsAI==we$GRyGmoD(hn8QX
zpU(%G@6X|fqV=ow`peh7XnV)E9Gkvt{q#lm&Tmi8N!~g5)T4O)xoAIen!nbI^U2#o
zUYxG?MDrm(UAdMwpP$cjn2zJU>*JjIp*XIc=TPPzl==GW=iiU6aT?8|k1Ne{U$tM&
z^LgLu=h1xkT<>AZx#jf}_ulHWMt$u^+ecizygBmd&#m@RSN-Cs9?hZo+^hI8xraj`
z-x{5(_7V3y%%9SiU)+53b8c;}I@GWFJx_7{Q9Z2>ZU0)&hw_#6xykEqzk1*D{PuLO
zH1eapP+Y&tnx~Q9JX#*btIr<JTR%_gYn`~h`q0&{fAv*ApLnI;Timz2?>~E?JZ-Oo
z@;NdW`PE~6Z|qUy{AjMeXkM+aTD|*2^UZNCd2uwCM*V3%edwB}k$=kl*3XaUCtv-v
zewB4kd3AM9_hYW_4ZefyDKC!tnzN7gJDk3LAN0Msub=16@BW;F_TGrw7wuU!zu(vN
z(bvy4_5Akc*LRKT`1PG~FV4BvS6)4zz07sr;?*baeCm*&HdkDKdHrz8dHBTn^%3WD
zKYZeRmHhQS)UCz!IVgLYtMB3D>%Qubl=k7L?dLh*QJL!=`RsxAt=b&%gY-*$Ire|+
zU;pz0{nS_LV;`Rvdzy#NS^IdO<n`M(-yA+vFK?c_=V`7y^3kX-jr!5(-0Em^#re_q
z@1Z;w`>03vWxjs=IITQid+1ZOxV_MPx>B8e>VER-`21d_zy0}~qsHa;QQv(&d2>*`
zd-9y@rOtV2=k@bbA9?*z{oy<}etrDhqurl=So_sDjppi0*S+gL=2Yq{UbQ*yQ@&EY
zxmEM)N8?o9e{uI#`<cThPgmA_t><6cPabPOanHkhcaU?{b4(?!-d^%+bNFlCd~=<r
z_T$sXTygcaKaJ|ui94^)f&R#6KYeHv$7$vB=6^4u)|q3jKH?}|sV=|w{rbPZ@O*21
z@&Ee2zjhCP{_-8ldCZ+wwEN{l{rq0)-sNem`|=^5&%68d`+wa}KR)&1Yki$xp1<}t
zckTT8s7HNkUL3EI`(E3dPhaQMSALD^kdLm^-+N&%<e$oWBCnp$JbBuE)^n&6=QB@U
zKlAjZ)$=1?tyjl~{FVBP(|!*6yqV)1$Y05?uRXB-{=;AU@T0lTiR#QletCURp5~kK
zUaWmT@tdQLMm}@aeEg`6R_A>duRi)x+26g2yD#-9Z%^7hb@J{-zV@Lj^>H3^#HX^i
zIQn}%y7sSn&1bIj(3S2{yndgnH<xcsySJlqPJZ{{^H%HSYuxh{$0_}59lvw<oU5}>
zr8@E2S3UB%AA0S1)H-{ieC3pLikpKqzE7{6OWgkMPh4N*vxj?-cc1$3iSvom`nnhI
zi}y-Dzt5<{wSMZ>&Z8dnLGeoGwzoO7^VU9Vas8&1_uG6v^PEfHs?A4z>`5b^KH{j(
zJpM{ParNlA;z9Y|Q0Kg~`pUzp_uk0skM@>7uC#~u(C^juG{-*r%iGT${70>v-#zN1
zE_yjOb$s$@U-f+U7x%fN>+?U9Ird-cTkHAUlR2KZe=p5m>g^xBTs`ycr7wTgQ~dH+
zed7AkeD<T|aV@T2J=dCFKU9zY9O84YulGt{aeXTJP+pzqY>xh(hkex7_edQ1)qCI3
zeE)rrJ=E#Lr;qqCdCuZ%b?Wt3U&(hkeUtz7pX=q#qs^t!IS<m$ee$D!-_d^REA6X}
z-#+G<<MSrZU!U)k{d~Up%{%&k-^Z{2`9j@KAMs;TCvI<j`6}f-2YdT_9G^@5)YtdX
zeefU3KJG=GIKQ}l?#sRK+Y{BH{p1fa-?^?3&4==Jj=t*jwU<1qr*X<$_vw8x-+j~i
z)9#7({eF<X_A*a@S{?FN+Cv>}f9JEGeD#a-p*X*NYM!>A_raf|)Qi(-4vM3={#ElK
zpZl)wbM@)BFYf%FSFLjo`c$eHx0kqj`y)S^i+uLdkH6-{`Ru_*^Hr+j_gu~Amlt<F
zdwW0m)cL%q6G!uD6jx`C{wS^v#r5Hr$0?s<bDZDLhkbSC@VOWLP@dmjv^slL@}ayw
z_5KfXE<W?o&k6b3R~*%$xH|L2(S9`Q<GyQLUR?hg*B{-tI;?f}mPhx7{=RB$e(iIl
z^UbUD^XBM0KYN?woVAWmy!vRLN9WPk`|kU~`>5_9`*>b;9*z2}-G@E*<@xMEPuYjg
zIez{7t8<|__EU#^mF~&;)$^$rr|nzg^6F6>)uXuoU1J*8=E$$j5yv{upU3p~Ug(SR
zRo8yrZ$ACZpYmMwQ?HIs9qPA_`tw!opR<|o`P1smt#SLI{<P1JbBXhrr$3)L{Pw8v
zn&<Q9F7wsNyI*=A&9R@)mpXCUdFsy{=a%PRW8HgA*ZF+*tn=iZi?7D*HRU}u2l;D%
zTAm-xt9=hL$9qxpo~OO^*Uz8p^zod1-}5=QKK7+6`R#8mpFQ=F_a5@0{q%EQe{R!H
zd~Lq_(8pZ$&U;ku)qeV+z0}hv?tblMuK(UoKXLW;@$=a8P*?Y=b@KKwN8CKLpZn1d
zy%)6o^c6P`<;|(uee1WckNvBUM)U1`Y@Vn2e3j~IylUskeJ$5cfA@G0J%@hZ!DABl
z{_2PJrmr5qJ?fq`dXDPFy+7{ZQ2M%8J~U5$Dtn0Yn}^P;4<C*EYubC_TzsgnJ}6#&
z&M$sA=Q79r%U3$LK0cr7tN*xad*j-9YG3{uS6|5|zE;n-miPBRzOUR1zyA8Tzj|N%
z@}7gZIr`W4flobcF0I~PsGtANTwJ|<)r;%PPuIM-J~WCuw|=<RPyGK%^UZNSl-J+=
z(#R)|;(Tl8lt*>;64#gJo67f-Ii4$@e)WCTZ|&Uj`c$pXT-x^oKZ+lfz4b-sq}3HJ
z$Ch);JEwY-NBg3^QJ*Pu4wrrPLHA0d`RF~TE7kGY&;MSxz0^(Fi_iYF`<%;tc|XiU
zbIqx7{mr!pzq#t<Y4!HfN8Dce=&Qc&r$3**;_9jv_w!o4c-7))UmBf9y?yxYL944;
z9Q8we<SXU%rRzREkMi!n&Y4!;e{pl_9#!)nl=qR(?}zpg$3vygp7NE>s~^8Vr--Yg
zE9KSG==^K%ZS^?^x_5odsqedd?MLfF>x0f!`yAw6r*gl1&ZTdqzF6;FTt9iAKmF}*
zUq1Js58sr1<@M+Dy-BOHfAx!dKlD{^p8edLJ^4_7eQ9}dbFl8o@19UUT0i^I>fN{Z
zPG0>{<@t*{AO9Nd<NnOEkDrtJ);;X051&5nTfXk4-&D?FU;SwJZLU4tgS@ypTAg^+
z_OL&n@7=>?Pv>zy{>rtydV4#sz3gLul-E}r>->FMoqnE+I(x~BqdgDje)O{^-x~SU
znIrCg<o!K2pZ)Y#M`MlC`s#<Zj$a(rPdUH)^L%TaedYD3zItwZ`M&YF_0Lu8VSf7l
z`rpe_Z=OA9_4@PMtLDYktE2g8{u-CZDfdY4^Yg9IIS<P7seb#J@BZDxzCGm4@jas6
z{g`vOoKxIhv^vk*_mQ~s(cUZd=GVUJrtD$=HJ>>0>u;_+%G*a=J<W&i(Rul5oxJ(-
z`qa5}^?TlEo_nf&)tkewKdM81d;8}~`iZO8SDv=l;XFUj|4_95&S{E9^_6uVKblkP
z*0g@ki|)a`>iH|HpH`=DrO%6dlUIkir(gf`cjr~dXRkG_KiX5>L7s#9O3#yDzG`vz
zCtu087MHg#A1&`5>?e-$zVGz$IimUX7w7ZdidR3MdB{iGQy=s^)~HUuWAnW1D_*s@
zzBHOoSIX<_xjL`7I(~WDe477odGC&iuIE)JuAe@5kb2L%?#Fj1KIhRNYkyk4Qr{_k
z<;B(0eD<@4^Hrboh_A8E;j8=TXCAGdzwRlnuJ(5xas3W*FExI2;(YEwAM@1t{rYgJ
z<I@Ly?)25Cl3(2Uod4L&J5=WKo9}yFKlkeAD8KXB59Rfv`DuS2LGz=2D9(SRbPn@r
zbRTF=rRP@Xs<Y>m`!%on_4Vg}d+@3A{OIcA*AK-}Jyu`U>b!6A<{!@aYJ4hj_4@In
zxW2S|^xpX%7N_OK^+o-##?947U-2pDITU&xwV%G~X!os;I-etZ%kzt)`TFWpb&bn=
z4nEi7=Ak(1_y09+FSiXtF%U&t;Zj|=|887@H$0mQ5b|ok;c&?Jk>UhSQQmyk4XeLm
zK9H_)d3~G*tj>9wv%Xz->)i{_DIYri^7XGyKfHB_i`DaYp7QwFd&(Ej*FCad^4Gf5
z=~q<We*EM+C*L<z|LnT_zSVoohh7XXULIP<Y(M9#A04z#`$;bk_2*A7ri0a&Z_E!5
zofkhkF{BqmJhWahU9tI|zq!oA7cXv}FYNv`o;^qNse{f-KRi8b-gDG`>M!IcFSb8?
z#r8uC@!mW9E;OfpSFB!Mte+V6|5fqkg!;;h=jD9#br00l7jJIQYkB?Y8n=%;pY|2g
zHNN`Hu3H}J!|y^mXm0meop~T$KfHQ*^NH#8!#Bpm=J`N6=PZWm;q1P7PVn@6pJRXN
z^iwaEhw^+O-oDND!>gw+$`{qc=Ed@Soul`Zx#%yX<3q<^49n{)U!*seygL2q<csp=
zR7Y3d=L9^RI(~SFhvoU1-@5SXpnK(Wr2gvU@$JWlzdYn)9y+|3kMGy(C$F9_R9C%x
zksfajs2?4qpM8$R|DyT%Uv<rk`#!;6K6vLRhU)Db-kkOW(sw`9;fu}lukP7>wN7)>
z`MF^pdH(A0T^F98In?3#6`MCl_eEcNef(YKs-uT|&4GvV{OylCzV*JZrJmlt(--OZ
YT8Fs$i|0dc4(L7PygC<OKI*=oAIiiA-v9sr

literal 0
HcmV?d00001

diff --git a/bob/bio/face/test/data/lgbphs_with_phase.hdf5 b/bob/bio/face/test/data/lgbphs_with_phase.hdf5
new file mode 100644
index 0000000000000000000000000000000000000000..81501170561de7bf41f2fd4524fccf381182871c
GIT binary patch
literal 606304
zcmeF)-;QNlmLBw|wn2>%l8v~q5ErQ}1Sw>pV|TUPZdbQwm)+182oU&!OY;i8GI!?^
zo`6^2QFt8Qz??d3{zl~fR*aZ)?TE<CQ?64|eshfRePfLIZ|y%3ne~7D&A<Hb{*%A+
zpZ}ew-~IQ;fBf{fpZ@O8Lx23c`QN`D|IyDbw)nrEgI`VjKPUb_e{>9f_4K>{Jw5&X
z>Hm8(fAap-|MJ&={qz%4emG@MKm6@u^v4{3z<;k+;BWr=um0!XP56JCvvx}V-+9g~
z#{d3r{>}gXfBa-PkAEZZApYv<KRj~Hguj|6`B%T1j{o`||JG0O-+BJtr+@x*oYnF4
z>;L%a*Z=Ns9S!^kKY4!_|D!+pqo0L;Jo$g?SO414{<Gtz9sK`vX89fYAN=3{_Fp|c
z{o5n(jsE;!|HuF7U;ge!YxdKe*EeeC4`u(b0)JS6?|udTv+-by59<Ez)ct?|{B3pr
zi>QA!-#?mq{cLxm?t}V2zNj-Vn0=o7GyiSk6MTB`zX$cFzM{N!_%9dv@k0J2|DP`O
zsVn=UPQB7!9n5-Np3ZOotV5mqi~VQ2@}<AEqu#FmHg#}Uhv)h9_oM#P;=jxHTE2^Q
z$W~~7voHSJ2i5KRvcAq&$1DHr@6*KF#5#{p&3}`pUhd;k-=wu}P5AxYa~`{i&9|H1
zNA<66+h;QmecGQ@f6j68_`CY}uz0gC^_TM?oH~4YJvY!2@nFVVdmIt<R`=&}{#lr=
z>a-2L9Iy}eb+sOuMSbs+GQP6)Z9iB1jH@qC#!vP*d46`t17BwS<Q+#uze|3T=&ib?
ze)g%nef3;64{_)muwkAP{=#vLavzp`R)QGJeBo_Pb<~HQ0AC#6I`MyNbk4m0)hF!w
zGe7%j-|b_k<CkAu`NU5+PM)6~OWn(|_xFw?WzOF`FBhEozSeoM58b`()>(glGW)$e
z&rN~)u<Nr+SNpKr=j1upSL;=uO+(@^Y3^0}Pxd%Gw~5u~w7dL=>gmb;C65hj{ie`4
z7nd*bt?|rvvd6vWR4?M@yS={m=^wWA1tm(GAL`e0I{OyKKjAn$_N&gvB+7fzy_3WI
z^8BpQ7k^A9oTj|ftaD5U#qlA3;i%F5fFIsR>-!(;ddfd_`l<bD@`>9Q`C#t9cI+=b
ze_>Ov;vYSDuzt?lJm1=`yd7r#<mn?Zb?nr$#S@(uJm{PyUmVgWU%b<Ie)&p2k{Px*
z6rQ$x|5e5(uj<e}h?%GCMP2)<tb6Bv>0cbWx9rSQ`!O&MtiJBu`__1;JhNikPgiI9
z&G*x^XS!`z)$J0g+r>|L$HAntuea$h{<IJFPk*xE3^)&Px(g~_dF}^!ZtkPcR^=Jb
zzK2E^_2%UsoN8Xom-;u)Yu3Md?$ova-Sfyf>H6;C`0Bv)vtjc13rCIa2KK4br{BEc
zU9z8ycE6MOL3Z^!t`#WVl%<{7ej`6j!oqg$x^*OP`&iU%brLt|x#C=)$p`sYh%X<z
z(}_dpNng9`rCxncF$>Du)$g9yEx!q@?sp?wy07LnUzmFSW#LIE{<v50!~5t{eeMx=
z{_Sh6dkFFEyYs*f`q><ZOCIxwXTj^9M|G8T)aYFX_4@P9d9yj|*J1Iq4>p`cdF*@I
zlUC=3?OwyuO~T1PjsXAa+{l-xej*+}8}b*9If4~92Ksc)ub#KIZq!MWPJK2^J{#Y<
zy4NcmJ)S(C*Zg>i;)(JkKW)0!KQgjsSKiQ<f2PSkGu~B8o;>`Ct33AYHV$Szj~k(S
z&ZYf!UK?3`4$_}IE&qc8>cibK9iQL2nHRt3n>zfE|Agc4EO{Zs*AL7-$nf=TUlZ{Y
z>G+)|_Epr+Rb9&;N5p(uUIg?}>lg9mc@O@3o7P>QU4HY%$NOOzy^Qz}OTF}qC*mh2
zZ)KnAjYF|IZ|Y|L&Y!%rzxBTBr#qM89sb!kBIbWu*G@S7-fw#DFX*T6)q1A{3&;1e
zKi0Q<?zYnyN5nc;o+;Qq?=#PoEy2Eg4qevo5>;PQFJH%(7Zz{o)Ak%Y@r(HK;3~he
zjALXTyLs~bm2T#%{07ti54$+tMERg~w?09C{`?gA%`5racI3OPoBHZ|+U5nf^CHeX
zm**Gt=~sP-=f2Zxt3&h0haI0EuU-d+$R6t3`C;#=pTEyJJ>Qx><cGU;@T~7;{p`m&
z-KH&XhhE>H^<LFi$G%p6bzuee2CKSVmPd8+rQSM-zZYhm%X!D9B6v48e7gTnU;kjn
z*~OavvU4!w?wR|NdD6zKbTd!4{`9bPb5Q=7N8CAu{BOpnbILd4)mISQyKvX*S*J6P
zA7*}fes+sfSL;0O;-_7K80_*wR`UuyKMdK)blyHko)fWgc-}VQ@5cQX<FQuS{f%_1
z^<Kpz-DNZTbdGC(#(m0FKb7xZ_SLQKey<wQ|DTT)^X0hpb3a~YJ$t+L?EKHl*GDJ)
zIQZSZcG={Cc%5zi@E|_)`ja+2KRffB^pjBYo3=dgl!qg691ivA6H|uIkKftp$A{t_
zI&W}Qzsr;Usy}9AV);`Lw)d%t_AThA*Ijk$9?klxOPkI*usdG*tG{uI+&SdGbN*!5
zhxA{y<(IG4VJ5mdFZ{&nYaAo-m0y2&blGRd*@^P``CP_VwsWSB6MvjMFFLIEi@~3q
zZT=}Rk4`WDr*Sa!jlar|2RlB0qW$5Qr$apb>i_CJkw=}h`4jPA)lK5GbNx^KHoD5c
z8Babt_p?d&VQziEu28p5`TE)E`PK1$sn#2z!*K-YJKCfERo+$HIWr&Y#oq0!tHTe~
zD_emv2NT8h<Gkg*;YkDeJ!jeK<0Tev2G||$>Q{Be)ycdon-1c$|C=#A5Fs(*SI<GF
z+qFMM-CdpYQS;jrn%C{Yy4F>>wD}YDoBmxp>$n%rk37laFB~=crUUy>O>Fjc_4|rk
z5AP4EZZk+-(pLM~>G`3&`hpq9yNZ=(ysWJF%i*VPp3YxBm!&CPQ`bB_r|F=+VEWmK
z_)xt1;b<^*dB0MYd^U8>Z{tw%@8(HfXLos5eCuLAI)3`i%lec(iD{=^U0D2aFjw=T
zlNTTIcZdg*#}6w$j*))d12*1CC$Nc~{^TD=LVout*QYCM--|!<b^P?3f9WSdKgnlT
zd>kHm#8;U0R($cQ%aJ&y17`d|yXwjdH}iSUns=VJE=}=fJ$X7lzdCupD<5K@dBO;v
zOgxBC_Tafkad;m+e@~_F+n7u^%}1f?N50OVb?{)Wd#=B@dn+G38{*4Th_FESvhoDK
ztBbaZ;}wo$L<cJ#1ATp(x}0C?(~fklxzdRzX2RPD&$OM->>t~H7f%4rJnC~p>%?AR
z=3ysho>P1rjFUfwVV}<3%!4K$JJ+qwLlHh^@OeCz*K_!vJg8UIxnO@Zp4R=rg7!D%
zSI=qcS9aweD`pd)I_vKJR>Q9E)A60t-9D_h^U~Gf$5*Fpga(tBb|Wjd{WQ<^IaP{d
zuv~{R1#p_`lz#f#zUkrQgD#)A=Sk+L!^?Qu_67gFG1udA{t=34=RAY;xH<E$5?Duw
zpEf^qF74m$`k1f$?zw#OL+2gx!`=If|Fv*;Jude%E-EJfYCrg&uhyIG`Tp477ufAu
zUH92JxvVD`$6%Fb71xjR-knEfSJ>6#?@%A&r#fSLCR$JYQ{R*4UQYEh%y>D%&iut|
z2Ks<SlNVOt^?^M4z%F~0Z^k`;a((2NcNeW^^+7o6*+=fI!*25s&V1@*|DLbtiRxrO
z@+JSn>~UnSe!4=Fm*GzL-!}Zxck#|Yh1MBXzB$-kKYiQh%#-_)arNcNIQ?!vsh1aa
z@$~Q7`jQ{gr|tFr)4&Mq{6RaJn>ziT^wW{?+stbo@T8x-e7$VXMI@-aGmm`_T77OR
zKmK&=)}vP!@?XYrC~EztEl>G5Ht}j-_;9n#lh=>iI22d)bZ`CMqTBbQtFQ3qxUXRy
z>b^$2_BH(XS<aTcSI?_V^pJmr9pC<U`u6YXOhK2IKj+Ec)yp^=(v>|9PuU0)`Jr>>
z^(W}x%v|+T{YQuPC){OrI<H5!QPfKV`dyJeVBMdYfWOT*jtE}rowHiU$(N6gT{wAd
zyokpD&%MzHf6&XsbN=x8*(HcUzP?7dHRY{!!5jv!BfY*~XFo^PEB$lmel+gQ<jZq9
zZ&R22`)og1lb3!vnDLda+c*8nhbLd!cpW-t;#c)_IZrm!--$mCPw@}}tFQ2PI`=i_
z7xMG_z9c+o>vz>(w=Stm+c`+TcGYJWjyakrPx9qmVdj;OPCRXX*v1FOfuE*bpWh>H
z9+@xg`>a1%GtZJYg&ohiOU!!ou;R0i&Njb_=V0n9Z`kEe-L#ka8(q4cgYu6Wy*N<U
zy0MYd=7*~|Ug4<G&x6&vh<lw>?=;W*v~{jN&wBDCrtIDAsK1?m>X!5D5>9>h9Cn{O
zdFMa9UU$TI_S?7JwD^BHb``;UR5#P8A6ZZ4YJW42^M4yhs?;Yx3wCjS`PAXhJZa;>
zjCZzr8Sngfw{eVCJpAm7P0xmOu>6DPKz?{1U0dp7vfp~o^aH)lssk%N9rj%uCXe6q
zrF;G8bo4n-^B3<Buj`ji9P-1izs|p_OMSg>lHi?C9k`no-@4dG>naZ(JCP3WHtrex
z_uelod?=JQ|3rO5bzsnYbG#f{<xv+d*DdO_`Ge<PxxaMfkM_l({_xpkcrfRIm-m#v
zL;14aicgn3dAfM=%N{klG_Vek_;URzq=V)oul+4-bo5Yv?A&Mmsxt@byT9W6>?Mwa
zp^xNu_03bisax7($#{{__4y+C9i7$zcB#Ei<UY_r>nD%TN4_^M9>T=*r=592zWm<i
zlrIvP*NPXiGQ0C)-A?;EO8WAki-$k^WuNM0m6^x9-8XvcEl>I7(FdIV;!QvO48J?*
zf0elULL3GQY<Twdly{L1A1>(2@b3I8(KtqQyRV=6#lQOVSM}tnel`b>>Ne9C&F|wm
z{}q@6eL(TF`Jp)E@331h{=BdJT|RZ)M>hVaVf4PJ4y^21FYO}U5A=WU?Jeu_c^sTm
zAHDQ0veeD|ccPyRI(>9;yj9%3C(n76C+oSlCmqKyI8Ywmv{!!n)amFG@nIKtUYGNd
zV9WvJU!e6iAM3o3)&D;&K7H;>=J9^1{NotadQ7|G7YCK+qAuxOp4I&1>Ga-5d3~*X
zgYtFk@>>5c-etA__OY-L;8)+1w>qcz*&iD=WxtwRpQnOjdSDQ&zx5G*>%7{26lhT0
z+h_<2w|Q*WpLMR*#fR1rF50ZHKB0W8^DIH}r=#p~I6h6B;qL}&op$>R-fzNQP0YHS
z)_Elqk9zVYq9@{&Kk}7-4vIf{Z2kM(&hGSd&J!E*(|gXdw{aXy_wT9>e^=klTOPQ}
z!%ytii9eCP^NT|~eJ0{Te7N$9!_@IR2ljuLSI?JmWTLD4T?OV~^1SYz_It)tcCt5l
z`boWYPX9;Q>UI5mRNYhFaq`?b^vP*|>}SUDp!dnn1^({5Z{x`19Ll?kkLq^wC(r!c
zpNy|;>r#1Ef*HrRFT3@<f6slbJWYLZIyC*WTO3D3-z~2TOnn#T@A~QdbcN#>ImhLH
zbTIRgU+rU;Z(TiCZ?o=7FAnwDou?D81aq*cOP{F!OqaZjmp$vU>DZn})`$P2u<DQ3
zD<n^U?rFtePgCD(xTkO-tADp!9rv5P(id;6n6Jkx&+D{`;yX9ijlYPC0X|&ND~!MU
zdV_C$^$l11g?Ag(!ZBdO2(L_io$mY0r*4<0^g-Z<5k8s8Q}^?jRCrPz4tm(oPVVB5
z8G_TS__P5(w0_Qm^N25A{0bZcetI@q+Wbo#OU8?YtjC5gioS5#KYVC@o^RIW3+erE
z+?$;x|0%wy*Oz;!|5LtjsC$b#oxby5ts8CBb3FZ5ZS!e$V@BXK&CBy`y59}-1$Ps>
zhuN3??((Q(U+^l=;CUIHZ|kx==P#$Jzn9yD>-X06+wz*guFkxZU-o#pK*b|m{;4Y)
zZ~B?1_zdtveEVzvYab9+IPMAb@X`Hrp7aYdU-|FbC~FnZd?lO%>jE?W;r2KxEax#B
z!TU6I`sS~FnfwIj*ZPaoJ1_hv94F7uj#b^4RlPU!Wq<501HJX>cq_j;u;XX^YW>oW
zqk?@}?FStmTc5X?Z*>pEQ=hiHEvnZNUJfkl%)Hjs@4>KN&iefO4H@t1rJoHm&&qbs
z>`(ILg|~6fFuzWZP0!xNlWy!PCvWog=^UN1Oy0@QG2^$1l`rD*XWwi{20OnvEZ*R`
zNBdx3SN%|bZt}JBB%D}%g`d8Q2mNHyp8}m@bb*)s`npXW8>XuBC$H9j23ES_&pzy1
zH-CJH2c3iLOCK=fyEZ-SbQw?ks;<+g-|On9(N*}ie*3oCCp_Jn=jwZJug}f{ecJqq
zU0=!TY<+e}C(bS$$0+B&x)-H?<KXK2t@r2I_iBH#z1!6B`&`QIu-ngeU7JK#`AwSE
z-SwFQ>)7#k`%GThBP+ga<Ld|3dF=8`f1RJ;$@_BE=l6r^t@x`vU3}>u2jgn};!nMK
zcplgKEgQHeRNi}c{r?+@?_%4>>^q+`Ige;#Y2IeuIu}dD#}cg5)hcxE=cBK$^jGWC
z!IeIF`iJ)UlxG~C;srt8&yyG7lbLzaJ_*t>rUOoMnP>7(yy?$-;GE-Ue3mW1<48OG
z8Mlu7kPhm@>!Rn0`y|h5KbQYbtAcPC{C=SO+O2cvU(KGb_F*Bwx3A8f{Y*K&{lzcd
zsL|Fy-7WH$r17P3eO&WM>CD^4Cttif|Eqb?E8p4tu-jL0`yy}c<D8ecJW#)E^J2@_
z)yX(L|9fNg@!p9u-#8q#jv4>Pwso+7T|1sPHIH%6%zYNk=RCi<Z2IyKk-(LI6`$$U
zNsMZ(N#~sA`iUpD2_rz4_pNB-7<KEG{@S-na6eEFin8V7?+`!NqvN0a<M7DS#nX@9
z)fG=2Tb$nS`&)m!M7s1Z?J*e>E6=oZy)&MDiI-0PSq7LNn=Vm2vGQkN+VV8v)}49f
zfrM$Nzl*!4w{a*|>yYcK4uAG5eyTs~(c!`DgTKu)37xLf%ct+ui_<3-f80k_x_kB)
zmOSu_(5u7Aue#IzG_m@8HOX_Z@;tkK9+iI_fwDW^^y67)$PXh;egBdDcYONdkLj7X
z($V8V{w2;jc=XkeK!>5v`{BO+FnQZ~XFdIN<@xa-e}~n_I2d#=b^M8V{Ok^$Bk`54
zjgOgOBHk{l59!#DU*Bx^^foYG#$4x@Suc3U;ZyGg#)~d|{U%8~{p>DY?;{WcSMSS$
z{%nppgwK(?QP<ZU>37CBc@76ZOxpC@*VE_u<cGc8U+8wtI!BGbbEXMD`TUY``_}z@
zNZoFJoxkdg8oh0>$g}FxJXhyflgoJ_Mqi~1KYGQdLto-`ey6_p)5bGjcJVkSCXZeG
z5rTIzEB_*2_nacjJZay?!F2x3uha8)nECC;$=@XizkWPduI4eX-RF_~kd7Vgl_}m~
z5f_8ies*$otruJWnO9uCRXlmA-`?jT(}DWa_v$|1tDk?qdeTkesn3PK@{bzb4Kg3Q
z*00gsCHcZA-50)Bhhs)3cJr1)f9zePgZfmDA7)<rnfuG1{IuP7=c?kPMz0R^d(ywE
zdJdNU*>!C+4tlpfnM^(FoAHmbcl*owe(sk2uJ#u{(Q`WMr2S~W^62l;JoNG{aRejn
z2*1_r=4HKC`RTpib$?enak@VlJlAmd98}g>N8jcDJs+6w?!H<Me811WyWV)7Q}+4M
z=c_*C)87)ulJP3Ry1h#JDQLbczIj|-2YKPDpNfwfy*TiEI_0ICc#6N6?Wz8Ldp!qI
zA9*uP_Oq-jUnUAW^VB(N^y2NgZ*<CLJ%0NxKU+L?#Y5Oc>j*QiG^hMS<iOg;d-vKJ
zYs$MYF4i%h?)#UkJ$38qd64@nf9mYRr#T-seq!n~zS84&ye>aJl&70##pmFp3qn^n
z{bi3MfpZQc?a3_tDe}7Gv_IqEclr3uo2^g&uIlHRzv9!b*O3am^I+Doud6=0>W}K=
zvrg_UzjcKCyC|>z;I7{NmZ#N?BT{`%yWS7A!q82geXo2Az5T<7E17ul2hU?zd8XVv
za$g_I-m8}T6H@!?_2D*x(3z8$`+Bv0m;R&txi70a9p60dYvma=dU4R@dy)J*=V&7@
z2J{18B)#Hv9<Dwgr2LC9M^IoBtM3Q(n`M?X`}F8KEDJnHsP);@e;x-h@99cz{(n04
zSI?p6oII;~9~D2<pYw6f-Q%o((oF(Cq)Yp)=f*zY#!(^rlt1h0$NHyE9Cmv7S3L1V
zc{5M)I-7nKFWxwqyFY*J^72<+j)|S${jhJVdCP;h+NWrvO#3X4K-&C?>cWicGyO|@
zyv&d<@x-Q|c=h>p%GWrSeKb05`daTHa-j2IpYEf*^=TZjZeJ+XPt*^@Po#5xD?V!U
z`e5=Z&+F`pS`WI_JWIG3$hV7ax^YCDyW6zw%MtDWwC~oR-7D@R`oFv`<37)2>p{JK
zq0bZS-9E1JE3dvM$^(nH7}#I9(u>=t%lke1y?Q=OLw(4<!s5^RE53Qz*VFT&NuW+*
zLoYYJx@i|N26*Kj$LKckurB;Lb*H?m6jPVaxs|Mq&wN+c9bf;}Qyu3H@_!WSV>ds(
z=P=yW*SyA|D0`8>eTMci*RM;XZ|mRjTK{MxTLFFQ|7suA|E!jFHX#nh)8;?nI6SwB
z_SxsOBijFIU!gp`;^l~SdpY{-ZRa(fIUhONU6-ppwDVddvhL1XV#?j8^s7&war?94
zrH)Mp`L}UQ=0tg5mq%Rxc>HhP&)Lt_d#(@rx2yL)K;Jnpc@uBr@VMU@U)f!q?!4^I
zC+pf5nDLcO2OsUDt5bP9LgTOX8x0}c>iE5Y+onz$_2@rc)XP)*`=H)D<ZJO_{<=49
z!p8#EZM*MT#ya1|biiq@K)u?hm43!O&*|U$ys!H1;?++O%0K%Twx3s@Yw|()cF}&r
zPInteM1QMwwvTmxX5v+yReYxTZlU@gM~n9LHf`tih(7<GJbSgS6`%P^w;JF>{IvNe
z>fgMav&4|qztc{i@s;h|sMGPgI6qwJlb3ettq08bx3;}cYWo{UhdEFDJg4R(4(mK3
zWZr2D!>TKuh&cWD9ik^De-%HS*I7SxSMBVBy~>04Ss!pEoIHOY;OhI{+tj;<r+x0~
zPhA)O*8bD}esn_@*TcQC?@*hy9~=`;ugkM8z56VG$e(}TW9r25A%BN>>L!mLiklZb
zKTJM<^5qeSo!+^AG+y<GN)x9o?%e55y~NtbNcWFszHpbBc?INW|I+Ziey(2g9yNM#
zV83$R%5L;@iHdak@*_6+g`L;3=Rh7P&W5EQ2c!H1iIZ3EX`5&2*^rLyoZe<0_X4l_
zn-02)H-qAhdqVl|-DQcx?l~!5!WftbjPThU;hJ_=$9l`(@gi%PSNSD07{@>#+)(~{
zeoekO#AA1uJayr&&Utd~*quK8`hchUBNg|y{mT0C$a}AP{#-~ezT%&FgXeYZ^6J~Y
zcs<Jl(ebjT>xaKPXW}rk(>*$$&-#T~U}5KeF6d9)JosVe;fLaEeb`^;5#rJ9BK<C3
zA6IqmarViUm!198=b@32dpq@YZW<jv)aT{-%{D5}eOs-i&TX`mHwB!Rt4Z_)Q{T>W
z+%uE+IpW2he&2(Xe{<0Fneysq*2{R=U3~g0PYLb^&NIw?Sn2PxJzF`?v@yH<{Q7b~
zZiDi5%zB>B?#=7!=cqnP{~UVPkvd({RXla}@isDY%|6wY4{oMA<=NDsU0r|AVe8=h
z$hSiLt99jd{&we$mndK1I7a4G{*NBay87ELH+Amu_WheW{J*?dKiB{AdR?sdl>beA
zx>xq)^<5?WO7Tx)7J}1Utvg+NK4w1al05mv;Vgf8pDPZXFLvgW2ja0|`q}b*9tYF8
zOdUQHhn;^Fr%R+e;W#|mCmz3i{N4|xKW*#XqJ$Iap|IyOJ2CkgU)d|Y_-!1Sx^+<p
zzq9$FbCbGSw@Iw{m<~A2;!i(*qW;O~@OJ&hn}d@+3Dd579dUXX;WG7q;*Eon{<I~M
z$M2nVJp2{XL+iTIReT&HeaVyOgCEl4vDHsr#pfXFWjt;9pgK!l5~eK=MAH|$jSq|i
zoiFd_PU~_{KfP{5xZ>(3wtbEx6TWrwJfmaln_nO7$|ErGHo_5RrwiKI9B0?};IUpG
z)r<9B<=^GWgKwV`#k>7-p5-gvI6SR>#_2lDd}U8T+L>o{&z%2Lo^fQVe^+kWC!T^c
z&fMjxzpLx=T4(dMkC|T`C?9<yULsxkck7*W9K&D_+ddZZ+n5A6%@Zu*)@#*A8=v{b
z?O*jV<LZ<@2Hnrm<z4CVBJJDFv6o_5f04)Y*YoJKj?u=W_2|0w6o>kN{O-xgAAQz6
z4nOnrFuKQ8-s<CC_SLO!9jlRXjC{T;e>a%?F8rw9K0y1oTE}jFl_wk0KaBVfjlXEC
zcoAc;(5>bf+3NpSCjDj4dbf$?ZwB2uHuST5oLwK`S?*6$^v~X_znSOiepOqGK2~`>
zcc6Px`I|wP*K@s*mAlgyVayS%z+y1@eqXCQhh2T^;O7C0YNs&$De&Ho@p?l0pdahd
z%{%wK<waS%Wq!KZ_os>a^L%B?OIA2_*)RJC@e&*Z`Cx>9ai;ZqYvT{E$2cnQ>g{iL
zE^{98IuCRmFa6G=b5WSY#-@k*fsO3s#)nDZH_v+CG?IC5)7^WYE%C%+j2gW@m^|x{
zWPbgNtIO`z-*dWnb8ylJ;jQsXH;z%}OB+A^&b4@=^>KdL$t!ytBXyv7XP1BK@u4`h
zANI}Xu!>LN%BE9ih4QJ(Ug<J^RcHOpJM*#Sh5U5<@Y6UL=2QF_;D@`+?p!!u^ee1{
zb0Dwz>r<ZOceZ<aRVUx0I{IDAIx9Q#T5s!>@vmj;W49i@pF_Eq_P@<Dj)-%d=e*TL
z;L-KU{&K&f%*ov4<2~A^!tz)repvD8U_<-V>E(g;Mc?wQ^mMl&(>2U}*;QA6yMpA6
zbR2e<*YnJ}F8iMOyL>NKfA)4den?UFtgBCP`&hgR90UIPJUa83chJw~<O|5hUZFat
zz86AuJckzab9fvsb@g#3HlC?(q9^w$|3YtmbnfT!{LRYd<(|@?8tWX3{yLeuyM3PW
ztm>}fGoktF!+NU6hWv?LoPULxFKv2$=h?pVcbN0D{`l5`otX7KFA7u8*z)M7p`G31
zaMgULeIic(YCb1j=a~8Q-O<vIZ=GTC($+W3=WX&=_UEx;H1P*@=G|m1cgO3_1-^4%
ziJAd^6F$4g*>%Npn|jaDU9I{0zQz0IUA_Cad%m{welW52XDkY>;*DH>&kO6!-^j{+
z8^_Ro(ifo_IG?w15FXu^syFi-**@;iT$i*}-u3I>{MqtA`QXYg?%ZG1d9Lb*9#;Ms
zq%Oj(>G{3N-zCszH{VXjPycBB(v2gdeC}1n6?|uuAHFrcJkF*4xtiB=;fHZess5vN
zRg;IExQZv=e%jxw`pnnbqmA4J)VEK!sk82P<ev=uMEAzL<Vk(n^3Y{`X^$o2j-VdA
zTG#%WujKNv6Ib!%r>#%>l=04X{=Hsa?c?-5X>^tD{p#L(_bvVID}p%=`|5lnOZ)E=
zy*01-+1FFu#&H`*pzi0i5AXR;eM0YlG5Ogm)bCYYcW+kp#IM$)gV{IR`whG|<9Kt1
zy#%w4b6|aQozj-vb0p7$IFy&|x!2__p20W<>ZPu;JHNCU=hv@#{2zr~A6-4qMf=wA
z(tjI=XSH9cD|_mz?zAi3403*HH?k-D;JkFatA2T*e&E%7o&%5S>iIGDGB}s&n#W3A
z`<BGbx+%N5Ui$8I<!|~i-{Q@N%-_$OJ6`tB&U`Ds_!7sG@ghP0u+GPe?58KsgA7}j
z^rvn9FyozF{4p6Y1q*-W37!6L^b_%6$d;yc^<24{$2nf@OV@~c5KmrqV(s(D$jf%-
zPy1!n*_*mrzcck`Px8^|%+vFz<J0Y8=1KdMXG~Axbf;e5<}qpYd+^C;L+6bS%7+J?
ze|BQ!8%HL2<b@}lz%Y0jQ^!s=zxuavF!Z1N&X(sCABRUA;;|vWeyo#z(vM&IF+CHV
z(-V*5tvKscefc`S_(VErzG&s=Xt3j1x7#>`>?TcpzthFjZ$Du6kFP(d4>n%mn4^h!
zu%4$SczJ+d(V4I87@YWvI6e$|yPi4!)U#pcwch@nZFcfXKQhwTc(9>$?(C!LcY^8n
zeBRwx=_>y?JY`P;yZTDrv?smxi!S}_6OMaN>hGhyMdx##bJ8jBVe&eE^2#2^NZplQ
z9KY`W%p>0IYwb%la11(s&}zTZ|7LsKXE2X@@3U3$&|!GL3HjfQO}*W``TDrhnWuR;
zr>PT9KfCsK93FYgkJ#bV3DdJX#DmEz|CkXNM7-|Y2mQ^adWpM<?X!F6dArh^-)$Vs
zU7fu2`CM4-vw6z1i}F6I&pI{Vk&*YYtIx=P@<&{CJZPU+edEjH-_a<Yz$Vr{H~g&E
z&`$1M-7YT+tolxV+Ff1#4&4XmHS@CR_38eup0BCz{{0EO73yQf%Q&5RvXj@@_^{(y
z&)aAjmjcUrO}4r}yM0Wa^(npli#*9^KiYrkqHg*1HL>%f>Bs)?L+6^E=y?X^Qy0>)
zA%Eg3o_w}`^})Z5<6!#v?@DLhc-8mJ!{6fMbvk~Sd7R7i*M83Yr}%VqdFgLcf8tI5
zOtTM>&wi=5N`$YUv|IhGTXmw3)X9%u_9UjAdUo-~;c5443W^^#Kb+zEeAW5&kMDKq
z^WeFLS%<pw@5Xao*qK-V<sY*GoMy$R{b|P2Kf?v$(E62K%$Enn8~5?@-@8v1UZOq-
zGVXcj{fB#je--6V9e-l-Iy?Jhcl`9@!(5l-mpy9q^FaUi-dC(~#5!H)uZ&Y)_8ib9
z7H{gj9=R74k3r^PqpfVb73#xzvk&|$z5T<7@~rgYHJ`zA4Xf@o+4JvDbh>dLs6MCL
z{9*Qi5AU-*TjGh&jB6u($VZ(vKQxcrKhJA<@e}FQf&9r&TYi{*B)^N7{v>$ak$sx?
z>#F^z^?*y|I2h)mzg<1vZRTMgS^GcLGk?#mUJ;QoZ5ZJ+^`$O5d7X`~-;U?J+{VFB
zujOZ8>eS0{XXC2}J3fEv^iL1*6Z8E8{-=@5dt2Rm?@!h^d46_ueD%8c%h{g2osJ)x
zXYRlFbH-~U_wAbM`S<tftOL7S$6cP^<H~%g@8;k6tFLinmapYk19LES_%LamoqW$7
z*y%cd=IeOnA2s@U;9T8%&z3s))~(hvB_kb&{g2b1cF5G_E_<QFuRb|KSNX&n?0B8u
zy5###>08|-tm5)4alFoO?z(!*=ffhu-zzwEF?FZ?nZ&N2Q=aLlJTq_crhPSE>0{vh
zbFcD>L%I%&H#)}4emebqo_e_4M`@?d^VjQ*{AeBS@;d#u_M5N!`)EJb0m_p$KeSKI
z^NNp0UpVFnR^S-8_x3r$PqhvinD#2}95(W=?yhwlN9nR>C+v1TCvP_{ADr^~J<&Q}
zL*yRqPgk#7Uw_Z;*5vK--B*7HtEvAEneS43+N|SV-HE?2a-Y5k{XAUh@#TU1aFwTv
zo2PRjAMEOh)3X!1y2;BrX(ylkD6c!`^42{n$NfNED7v!c#e?*a-@ZWWS@&&F+#~%z
zj5z;2`vog>FEF-T)#n!bnY7*Kl&oGiWM1w&V&J2?NOSrgK;G=%es_B7)9LB(I-B3Q
zOiX?8W3bxiRi28EnYhCl{v<x_gvytJu=TymC&zam`B$hOy!v}D&IMf6JH^N0(f=v_
zl^o`;+@t+mU4QlJoR{MmJlcnQ*ya6U+!reTz58V8$9`Kkes~h5V;l~Ah{lHekRS3x
z`=CGmuZ3M-w{dh}{jwkZ!i;y{vm}r0xg=lLmpEPFsL?T)cJVVF^fc9n8Q-<7gFfVg
zm1i8IlfMYB4|a84FK=V!gVO|EKKHMS(<iE%{<qq@ec(ZLx9xE#oYU@J$h(VKpUyh7
zPdKKhLFetHYaBOunt0czeHDjInv>f+JqJ&Og+o1kbacEfPH)}x)$zO6tBzmw$H6E&
z1v9RXI%l13`lXSV9*TEJC!T-*Bjb2bJnN;6f5LI{Y&p8R{F2yTcHyYer9tN371McL
z*wtA_`(i%JbD9Olbij<KjW<#MN$YHU{dc^TKlSEq9aj1`$H#*iQa5e)+WNH5lhB(t
zlqb8BH?h_+@^<><mz{#NXMTKrB<*BRU9Jbc{g(Hn?;M$z-SMYiT{QJ?gJ*$waMJVp
zrOaY~({Ej}ui}jweU}5zujM?N?z?%Xe`TwmW$0kW%N{lQd2kE+K6<vCBiQwmN_|~E
z|B;AZz7>YNet+CK_5O{GFE2Z>i?8~tJmVN;9(Lxj&f*XcR{qss*6&`=<?qtudUZT`
zV8=W8$KhGcOJ0cY_XT$QR9_x;hj{9B`;+>PuTObX*V*#HUHvXkU3|z7JHNQ~DLV$M
z{y&XF;J$YC`0=C6(zFk&eou+Uy~lj+y=SZYxw(0s74PfOC%l^7I$QVDcYZu|ufCqp
zC#nZC-r4x(vs!<A`J5ZLdwy=?$dLKuU19e=TK!etm3~!!74P<S)z>QTTjTA#BXRW~
zet$nb++{jPInT69kb{wqceZE#wjcH3Ebn~R{aEFhx+OfCXX>h-Wub#$UtuTnd=j^>
z-TNlI6<Ws?PdxW2ZM?+Q{P5-5<<qV3t@-rT?XPvj%YM4J`!Ak4cJ)6FPgf_;N%Ar-
zfAZK6ufycAp}OYlb)n0*ip$&T-x!d;`n{OX{aihtPie>Dsq--H6E7V44R?LcOh3ER
ziLdrSpZ2$O-}#{K@wnEg_4;!<xJYB2)MYPZ^?N(`^h;e3^d0V{xqJTgw@es>NBfe7
z{)cgR*y1ZRzsvV@CiYyuTK6h{HIJ)t^<k&~JR*{Igg?rx?>#RT@cYBRez5OH&-KMN
z-;I8o^IYxgs-Sbd;=MKg==#q2{rKDQwhpWlyqxWg^;fU2`th7%zZX9Ix^3R@y&9T%
z{z;Q}wNK{b{IXZ=$qQFHJScys>v*0|8JBN~<6yM<h~p(@os2tw{K;?aS%3MyW%4qQ
zeM~<)`&rp^iS{k^cq_l>m^{8uUG<NzPGTD$2UA~=p4}my{Pu?}-l4pnU*_NO(_i`w
zq&*G?eqz#BHhuCsKc4ydd5(FDuW*$=_1%7~@`!i)cr}i%Kj%69;+<dIx+Smr9mRZg
zKo4IfzZ4vY)4p17{k<glolm{Qj-P%ybyxMo@%8y>9GT_II&5)z{<Qhu4abp5ef!H^
z)xm@Gbo}f@>*P6X9ap+8-ucz7_~1E^AKpjL=SlqYI7T^d@h+cpLD%u*`BvEWHD2$?
z`w;8n9LonY3qKT3n?JE#&v7t!pNsN1kLu8~Vf8nr2O^}+4`;mc@GtNxf06DvJf4SN
zj@;MXpJ%+aKj-Gl9)34o<{gK^e%a5HZt@QH`OoFwzgp<?{G2N+JgfW*x%tAPM_%jX
zx#a$K{LE*4i@zGo`tmqeD_QbyGta6%9X##J%(JS$s<W%FK30Mmzsi?Zzq|L9?$LU6
zZiY;IX#cyqo!{qj=k`=>)yFD+N_g+EzW3g<mHo5fS#j^dgPx1NZ{6)<#p~kgc5&V6
z3!gvH^M;>}ztdO!LHQU~o{*~xBV4aLT^v8-Y}nPOw+`%&LieuAuV08~ztS&mevtq3
zI7aoH5SWOcdD)lOW!8%_+orlDnE6irBD_4XUbm@#nRWK6Lw{zx?6Hp4i~TbD>G|J>
znS`o04u?KcUp#@yXVO9b#5OJ;Okw9w9=qYI|L8hd=hJ$qJ5il*pUrXaI_V;=@4C+s
zzt8r?`{&@vll-*3?v_9Dls^XYpXL+1m09|+V&2E;R{LZf?JJ#ZEBh)Bzi`YEoTj>P
zx(lqY_e17^4@)oyblw*iZ`?D>fA2m$KTf=vhaX0orMc2oeAcUZ&CJ&0Hsi^kv=bEX
z6geCfACmy5nSD%m0eyGg>`Mu9Fb+q1u4jDJN7m67%(Co^r;P{2Vfxt+ulgS%2YNr@
zb55=U{k`hh%6QtC>0jA&iTZ;XXIK7lc-S4%LHY61=EsNSAJa3DKQYe@8}DS#v=yIr
zg1CLn_+@+SDb&@sb65VE#`6SE_FQNF)VuHUcRc<Rj_H}0`A__C6o2X?T%UK!k2jGX
z;-#H_>jte~r=wq?^<42z@o{+UTlIA!9u9pb|MSe#$jY7jU4e@OeO%3Fe)_*y_IxfP
z!PS03{$b{)ail)Ie_d3x&R%Eg=gSLSg~u^^biL{HQF$*8=vVuLCw<xD@aRYUQIr?v
zb0GUnp8M`R<3oJ?^3ypF`o}-ngXchb?!DiymGjC@o$Flxl`iwJAJx(8$M>83Esi5%
zpXr^8R@Vd`)mgtLZR@sPuq8&oIZPeD^&m?g|2B@7nO$Cfs4rRg*@fd6*+=&^=TrO`
zr~~PP_H2$hoS6H+tQ-27?foI^u%nW7g%NJe;>!zL#Sx&hZr1xo4-fk3Px{2wzaN61
z32VPL>!!ZTo4oh3vz~LCe)ZDd*`42WD&z7)`{{MkedM>!U7p)GGF5!qbmn=m-tW(k
z%KLDKbKZ~YbNzPnSO@pfzOVG^*(X?ex&-40bi7~Bc*@n&Z^pkjTfgqZx9-pWZ1*t^
z<}L8>uK)aD>M(cfTeqv{P@Tf4&tLhcBW=8{zVqjKSG-xT%~y%vcc35ZyE<>D{$}5v
z*Eyf;R=xDQ&!_xJT-aUyh3q*zj$zkF`GaTv_SJeyTsn?Ttoh7(o3f&*oBb3a2KJ%$
zamK5U;4{r%oh}c4qCV5VYgfHpLGs4o$Ue-w@=spMJ3I4ry!4lD%m|#OeysO&Z-aRe
z$j461e$-v*D$h7ZS-0ZNKwb6NN$>o{8^;JwAFJmbJw84E3h}GXSSgP9qxI;lS5^~G
zzx&(8lb<#nH1Fhf_O5QVj_Pio%dVk|esx>fI3mfjPpf|O|6efkY=4i{Hu!Y{*|)0v
zkRRH2>&5?O9B<2T^?QER%%lGO2!T!XK4X*qOdE3upCcbS>h{(9jJ*FXf7PXV!4*H^
zt9uyqH=E9Z`Ct9HkAB^c-E}M8IHpkc?u@2R-zhV%_j)c>f3vQ7<>v^j_|)mk>s`>#
z=G2*|d$+BRjOtfk5${a(yLkFDf7<x`kiT%$=;wiXd+t4a?(Wmp&wH~EcFvza(mb2v
z7}8mH_A@a?Q|Gx9(bkk#U$7N40Xo>w%8dv0vFv|Tik}B`_VYga25Y>m_1seTW!6t#
z`ot;7d9!D@&Q)8d$(#Dl)?b%jKM<dtC=b87u#4lv<kP7y{@z%1E++Q-SMZ{|{(oJ)
z-sC!T`S9S?{ykUd;r2R@qcb|#^~;Y}{mwk%?~Upu?$)8RKg)fN`P6f1`n?Wy_0@wN
zZ{@eYE1tM|u=WRGqIjN@te1AAIhmFB6uEaKuhw(C&J)GAFZ#5v;`oWq0l$8{F0jRa
zU(mcd+?{84u2y<=?N^?^RzHr2{lTj|9D(?FbuPw1)KAFHulqr0b-`oepVn<0jFW!~
z>EuZ?pW8ShD}L(PrJH%Im-sH~r<;#F>Ou9`5WmAuql>)kmlvMS-^`cs?C<65&)(8c
z*Y0}Apq_sZa;0C+L*j7^^aq72&*YWA8R$#DX#AB=;GOZ*|Hb^JABRxi<zM8(U(hP-
zdGu)<F0Wrjh(Y#|HadTz_zG(t<6xE@!c~6r!y`|-I~S+Av!7F*@Mk>F<EcJD=9xA=
zL@#V~o`1#r$^-qb&Xx7IPIT$le#NJQZN6-Lc~AR^(BU`&^1-Ap{WFg~l3(`ZnRnqV
zsQ=<;Bj3o@&uttHe42Pz>pz{3-(1wKGV5!_6L)^tiSogW=YE~y3rE!-_r$E1_C5Ox
zEAo61d37lNZR(x7S4BSs^>07(bInR$>o@C`y%gRP+_QV{vt@qIp1qORlRfq`OFbyU
zhWsnE&b#}P`RHNBPxd%GKF`*^O#g`=4(B23t>!I$+pH61>-$c5GQP4`x=)*Zt@2bK
zk*{>qUv>$Ofpv8rI$p@??~&7Gyt8lPh?H*HyLIdQ9BFEwrnv-lsy@XqI1rCFZGLD!
z{oK)W#J%tI{7}AKT<P?2n(r)7`q5PE{FCndRGv(;(C2=p{Hopd(Im1i)+uS`=ij}=
zPoBC^9G^dJJczeKd?;_O=V@Mp;xWuR`jl;DS3eK-vC7}|!4LKE!|a1CzQn0p@+Lvw
z&^p3Z9y&aB>4!*zP2Bm;b0dp7>=Q;_d|3S8m46QKVaD~hirdFpms6tmaa12;=7Wp$
z*4xkhKTjQhCs)t=sG8r@i?8%uyz{T}rtT{Ls^0rS`<(i#wtivi`Js5){3jfT=hH;}
zpLmVK=b)=P>2~`p-t05=;!wOWbmfmhw{QG)uBWc6#}A`SnHf)e`COTq+)sVdDI_oC
zFaC6-jh8476wmeH&wlWrc;=%o-gKC+_*FE|+c=c$RUcJn>dKyju7AAUc=FPguS3sa
z@zh(-nm6Jwcp2$({WE{5XTIW3JNapsehyag<m>Y^zaXyi)^lwf!j7+=^myqPPt@lw
zpI#lW*ZhT}MlTN3l?NiH%@4&P{|a-SD?Pq*#9rydVf8iUXky0GwoaZ8uz2##v<dpA
zgXRHK$M!j$4XZxKN8@<8K&{Wq;rc!%!`9{V%xfLGdGRM^-jhA^(^b6l7vUIun!I`*
z%y{LS@#!w8I8X4p`O<ah{7Bm&y*L~4FL5jxcLejgO<k_r9r+8R`kJ~gLN5;Sp}H@U
zUvSb1(YtTr5HC?2%G2!=o_N~)g;B8h)6a%MZ_QJmqow{FkU!sFysmm6I`%aA-1#(h
z`jjPk{Lngh9`Rd$aVVa3(#Biiqq^O^=GE1?jU!VRU)Aa2xn3Qw^ZR^hA39$8J#U<c
zjCZzma{oKt%6}UN<MRBc&OSV<KdL|f`^@H*>!=R?HqJiVd^0XTl%H*%Do^OjPdMY&
zrMuVilcjx|dD4%st~eA=o4;_>=;uN5)4pdv@7s!J9q^$3Gw;fl@2Xy1`%&kuDToKF
z?&R0G2)#PoWsk#CHo^k44n17010Gb44f#97vksp|$9!MEy34H5&uM=nUiqfqykNzf
zf#>guKl3%Ra@$wuYj+<jK{IIAYupQpH~sptuhrMR?7B7ctG7Z0tZVYc`Pqfz7}4{$
z{7Lv>>hKd={nT~w^jp{TXT8o|>SjN6o~CVIyS$yhtC#DWdh@J4f*`MZgulACbkcnu
zMi+7F)XlsXvz_R>`S9Q=(d_dSpML8{cj5``;>??QtW%e!<<ESp^CGX$ZJtN`iCIrP
z*Mq<6kHeFCHl%|m|IE{!Z@Lao`4Huu_G;b9R#^3Bem11<)~R??k8l3&t>;YbU-C<M
z3~Ik7Po44ye`QwxD`LdoYn>zQ$#lN6o_Q0b%?~R+cn<9R_UWGe{61bh^|hX}PT83#
z?a7x{xbky!NZ-X5{;b1><g5AEr_`~X^GCl2(8meKy+^%!@7cmLFZc1p9ES(rKC$WK
zNj+Zr%N{klH0biCKW+V2u~|QP?8MT|f#;e1&-lakcuc8Z=dH4=^3AxPznNF9*Ft}b
zxIUhC|C{>DI{6p+$~$>vu;SBUKNCAX{|e<(uftmRnK18{Jb3mCk1c=oHI5P9DL#qL
zLFs;BgKl2d>o(qZLiVGr+muVbeX~D}?Bw=-K|cK;@^^X5KPUn_KU&1qgJ_B39VWlC
zJ?|cUKd63}KmGXj%ehKk+H}_Y(>NIVPd>Z$bMoochxjL)I`u0){bhgDKphx$PJPWd
zzu)%{*;hAno%NUg?Z(Dr!Vvz@_|fWIa9l*^=%TFXr61+m8n~yQr>^oeYU`Yc&fnRq
z`&s(gk9(PY;lZrO-`?k$pDwY^QNzoAQopkG*YcXW_$$45z8=wcNGF~)|1Q$E>otx{
zc=FnJ_o~$sz;O(mYwi`QuO54KUga%5#{!E#4q|IZ9_P}z)^E^Gru;Ao{E4{_sY|=o
zeH;<{R((!?>e%MTw*Jm>`G4OA<Csvs-?tx^r#tiQ>hYj`W3TGl_uYM#PaVh)yZZbP
zA71s-IdAm(V#DGajAKyqpMJJH=xrW^1<Jdiox=Kn_AQCa{>Gum_k*cRTOIwo?@)Y+
z<6y|M<OiYaD`+RPbmIus_lPIv`#7rJB3;MxI?=@!X`lT2;q=fwIqAo}$No5P?0eSP
zQYZ1ueBDF;I_n&D9(VgaXSnz1qeFGX@72$i`wDO4i0Rks<SLK-DBjG&e`Njr`_sC8
zt(oQemc43V90c#bK2O^@S;^HgU+1HAGhf-eg9ml`*)4<b`IS0x&!J!3xwVckC)n8L
z?Vj7;tMjL~zVb9>pa0#7=yz3DzxJu@uF&*5=d1jSG}~eIwgr=T8^_@4`vCPI{qFkI
zy3G1V7yEyfeqZu4lMY^#w|{TvYM!sfcQ1YzN5$L3!|MOEkN<S?<>?jo5&C=YFTfhV
zfF8eS(K>&=+V|wU2mkD%KA*o|wDf%rFV64LNq8Ra>g^w$ecZlpb6)cNqiK6x-0cJJ
z^gc^qqB`MTnvd#MiLKj;_qF5Mm-*-SW2e5x;lUTTFRTCGX7`yc^YAZm9E{AjtIPQ>
zbqM1aT&_$1LFjW#u4md=-aKyOKH`3_*2%u#tDpb<Mfo$HcGk(h(@wp9PrQ-Lmu)(E
zvY(e#&tCdx&;4i>$KK_2{n-yFFXZp){4g;0@RTR?r?|9}m*)dN{bWm=d6&HJl;9p;
z-3Qb8&7A+EudhBw%6AnX-nXlTe&PJj<Jtt~egE;VrmnmHnbm%Hu4ViW_WcTY{&-H_
zM|%t3=MK19clX`B!>8{nz8*1;*I8dbYMs7*<;{xY;JG)cTJ4MZ<@)>n$-n!Vc{^La
zE`HfR4n;S=RlY}ctGr(;ZXevY-MXH)e>rv)2hTaMkL*>J;zhmk&je|&@`|r?=8OMJ
zLHEmZbhq!%<6w@7ySiU0&ppm_@aVqFBd_!R==#Wa(vQPa@o6W|e&XrNz2{FI`_s%T
z5C1k!{Wkxdh_`Q4ch$c2zj`m_U45_Q^NxL^TkSL6qvxI;F6#}<m(e<jrtSQSpKu(W
z?4z^!;qE$kALRFwuHJV#bx-qX99Qc!X@39Q<FP62?su2nIr!nh`tIwWJ*e;c`qqBW
zqi@~EcKvbBbT4<G*SFBuc?kb~m8bf7b)Cb>zk1J0p9MB;^KI#~uha9m6})p`)?a1q
z)}iyu=Y2Cf(a-JDziaQFquqQRuieLSDDqsTy;`TP?$ST&d;M<voQa$>`{FstztaCO
z>v;~*E&Kcf;pG*W>-lo9_c~9|e)NhX;#|5nelEM(_dH+tZ@s^(e!q6y`n*?N`}1f%
z>%6Pizk7XEe;Y?7&j<H=H;?)1W4G_*$&>y^ZSN<q>dpVEZkPYo{0se$za6`sd>fu~
z1$Vpf{94R^H{HAOwx6d>MfxV(x_$0-Z?@NS94W8r<cD4#G+2I)29w9Ouk6Go-G{mL
z^VR~^xyxgo;(t1hQ9VzmEuL6?PF~rQnE6|~(PzE1E8o<MS0B^AS_irnst1cd>!@4t
z>33fB0r?Z<kw5M3^`-WWa3Vdd`oa4sv)1Fi3XJzk^mX&tAJ0$rZWn(t=e_&>JM(^;
z`t-k-{qR1|zMRkZ>gT=k?B180|8IBaHF??Z_Ifn>%(t{>o}9-@r%#A~H4oiK<LB|V
z3i)%K-Ff=_`sh7WXZJjwX8Fc>t1oZvH~$JBeSXR7{W$xh@Gr(@=HOj@u3Ohf_w{PM
z)2yQZQ+(6$=(*lZzfG&(kJ(ln#NUhqy*^)*Kh^uV%fhcCc=UXIo$j8VR`<Gl-q6A9
z*Zulo+(-D`AND<~xA0-lJR-##FEcCta`^f0*Uq^6*6wRlr%7M#>?7?WZVr6Upx;f|
z6J34Y8N14Zr|&#B{MWKQJ+<q+Nc7fvSL;4n&+|*YWu9@r&h*xMm8XlV+uciX^>X>e
z^}&Y8Z|yN7uqD16sB;@(^M(<AvuU2NTL<w|!Et!#^y&U~&slls*!10c;C21T2k~L2
z6aQNHt@>Ei?ba>tkA2GZI_bwf!{?fN@AL0Ps3VW_)77gyv(9RM#qS0)k3KqD*3lpA
zbRXr<e!4oIlNn#>|HU{I_9gY5Z9V8<$LG&}(#HE*=y`Uv-lMv!b-I0B<(d2Qqy1g+
ze{bXCerC??z4r?%_+Lc6>d^NiSMSH4&;GBTPv`75^<Q<e7m8h7j|-{am8#Fr<4EiE
zZnucvhq$V9zEh{4u6{nhQ{U-M{&9F#_2}^Q&Hv4D939xduAf{tyxTZN-TNXu_m2JE
zXnj|CyLqg1&PiKmtTJ4S>l0p6KRw;Xp}4Bg=c)7B&U-ed-qWmG{In<kD#(|ZdD{6d
z`beF5Xa2X^`gfkL=CeOn^<HPy(+A{F6!-I3aej7-<A_*a*z&u;%+rOJ{;AjZN9}Ld
zhq|?Iv!9O7@40!KeCsD48z0iKPjzQL@eZ?2SMRD{J^9&J@vZu+^;Y~h_cLCukl!a+
zZ%CE4ew+u-54L+yx~9H7>aZcdJp53c4fzwr<vX3<DbRoEM~#j_+7W&)GoP=!dFylQ
zgMC`3-Fn{}&pABx_27EQ<J_>f@nT*5*Uw=$_4duVaW9vBMt<jCo=$&SkI2*M9`&1_
z{@$8LK4?Dd#Hu%rQS~uxeD7Dqt)u+*g}?I70iAphFKvFP4*PpY^ZnlY?E15xx$bGF
z-tP<FMnuw%@M`~q-kO;w?Gla}-4FQTjCy{3=7%#5vR>MFiOEYl`JL_cf3;8a>ilL*
z&qRK_7AL=rzcsL#f4kqe_Vb|Lb8&ZHl)?8rvA^QGsD8cvhH$lh^vPqxNL!}3`M6I-
z*c`~Sq>p=s_3QNfiT7E)`2W$4z*U{kDc1Eij)d%PebiCDcvJuA`H=6Ig7)*9_dC~p
zw-5X49_;G;e(~<_AzGh0AG?JnZ>bv>6K>LPP2N2Bo9XJ`Vd(hs!j5M>y$|kqo!{>b
zKYBl%n=b!*`&a96wchePT}^nA|LA<|`$<3c8W@|r%;xz3#ZP?*G^qc~)6mOZbw;`F
z2h%VAeef$-vwqHNdB3vnY3ukFHorR7g)P3ipVle$Y<WCiGQaqVFECLYMtEt`nUB6p
zIBIlhU_SE0N+K_uf#OX+8&29YOrGbBy3d3;n!NPa`I&KbVDi((gW{c?ethSki}S<M
z%>h5O4yXN0;iL9=OlY5cF41qBt*PUChm}r#*zzNQpBS{IX&+9+ad_G|!Q?UZ^I`j{
zP}Frkg%dqL?60_f>B~l#Sod(+9WP{0yYG+b<c0cP?nBepu1@_Ej(d;3?!Av&@15^r
zCqMr8V^8sDpPjDrciq@Wh_}j9@ot{ee>JcA9ai0r(D?P?+$SyXuej%pd-`dJ94N1Q
zejokf_rPaB{caxoF!ObF_*0kmDPQC0be+FRb8=hHQ()mx*X!qkUg6uQ;m-qk?!8}F
z;~3j#-(P*fcy;JJT-8as><@8)t30RpSS0*P;Zt81>-u|h7iIPPalXH}s{cH$D!wlN
z(R+95^3i$H!BgVb9iGp(2lbwhtKUmKbusIC9-QKh!#Rd0+RS_Mb1dTa6Sj5a3-p|_
zE)i}`^{(nNp*)GnyN&c5w)xgPCXFA8vt>(r<rhEUI6PgQ6F(iHw;s-W(m%@X)<eCv
zpV@!Ly<eiYKI{|DJl-GSulmY7bo@*Gtebp!=pkNr{)-oR&8u_~FWoG_POSPdzzg@2
zed*%GAIIp^#GHTen!yiK=lm9J`pb@iI^o_n%`0)0AnT^R(u=EW-fZ!QafEW(U7za0
zP}jeoka~UdmwwhOdnR<RA)R{3=ZAT|_zOpkejcpy-Lt>2#uwukhReJQ{R=6-iOc)l
z<$R*M$^Y@UV+P<fSD;?*|3~R6@2Jt623`OB@Kof{`g9YmTUW=ubYIx@I&y04aL9|#
zMz7D$vk(4ld{nnx;ElxZy}!lu{Qbwz7w6$z{L_oNYKIP1;5!+-S6>(NxS!rf!PTnd
z{bN5Z>L-t_kJb17`pbJyzv_FJx5~2{?_R&EkHva*b?9Novra2sr{{P7*ic^Ym-q|E
zF>3GojO(*>A2pcuuBJCn=Wlh+ujXIztq)xB#l5~>{l3;byM1$S)k*BmOY%C~dM9@L
zlYbnZ?e&^`^FHN!qhqyRU3&dkhvf0w=Zv$v`)PevdU*=RG1}c{eLi|`ti$DXoPAdP
zn!vXmtorHV{M|Z;!<?o4vYvR(f&CG8ZXi7#JyegKD4vLy{<QJ*+pR<DzP5cEM@4;J
zt^Y5l{;JM;SSNTjkNv%@dnduCaU?PyY2Rx;@<8(~dlqEd$J@}!>xeHew%`9|Cz?0E
z`s`mkj$;P7uaC~l`aFtNclKq!^apP<?m388`eyLM)CtSSUZHudc;7mHbzX1n_tACn
z`eh%}?)tio8G+Mu&%ItwcMJHB_P=}XvH|^V*BwU&y3F^{wsl(883zO3zWUtV>Zh)o
z-%>vlTTj^5YXXnz>Kx2@WctdR@w8L;LAG_i`keSQ`@K!HzuRq2o$rO^xvJO4w(c7d
z-Ggsb{^7Eo!(D>f_i@kgeR7@m`|#=C?XUAU^Hko{O*`{C$GhuHpV*W;xz(#a$BFW;
zj#HmaJv_y&hxM)fZ1ni%=ldyod0U)$JAU?;d1^f~@Re=r@RiFh%dOVWe%0&H%t%-J
zAC<)Y`)X{ow9{YlaYWb<zi{%(j)8N~>Vu!=NjDCL`JdvMU}2Yj=3UU2Ve_?bm47PJ
zmXP1i-`L_STt25439i;#q<c7A>-TVmMmQS(!tH%YJ_q?bx#zC9^_9o@6^D4Ibr=}e
z@S~o8mAC23Jm9siza88DtoAoMoVp+Xs#%ZZr`?^0<gIM$4Oe{etNhx334S4HU+eYt
zV&BfkUyePYb)~zyZus)-Red{4-KROvhwDG6SFie5OzHEiQ~NsYg{=O6iM)QA?@A|r
zdQJ<x5zYUNX-@Kw>Ng8L+JEl1JicFWf3x1oUjDu3OfU|Idz<0+w#_r&H>~Q=>65*y
zTk$GBYIJQdbza}><L*79b8fHh|J8LdIp+}a@1lKxySiUG&-2&1U!Biy#-Xt9yL#*F
ze6Uw~yu_96;rKX|kFL+dbvK2p=T94-^ZH@psoeB;_sRVhSI53|`O=Tyt*>}Je`a5q
z=exD_3pX3}bMem?b^gBNZR)yp-E8BRPn+w|PGl7iq4Q{6m*+n8`0kB7K}++;-;Q+s
zdv3qidTi#g?}^*5d$W%F>~(i{7uE4xsORBsg72JXUEizChx3i2gWaEZ>sLMZdRLDx
z&+fjeSNz%cDPJXic_5GTRjiq>>=@8h{fK+6dET*u_GVKbP(NkQ3TZ1`{&9H94qdKK
z@uqIlPhkF^7QB;?gKlEgo$+0}&V_tae}X1X4?k)@v!9%wc;~;({y$H29_ZjnKl%TR
z4)H7FsjsW`H~Y^zY1`+nJbog6`q>$0pKu%=_b&UXe8I!_`s#DaDStTRm)E@w+Ar4p
zTKDzQ1+wm)-t)8D7yF)ix_aLfgjL<3mw8o(4=d3eEca*JEAV&E_r3Z7Yu4}jmr-BV
zy`H~QkJq8U@7V2Ur_)!}?TDR!bb)JreZZ4?RcFSn<4NB+R(TtpK0W^$+S<LS|C>ep
zwunD9|LGq#w56LKE(Jkw58HJdhX60+-^}zn*)`CeL-(wkZ|O#4o_78GF2c-5_kljK
z%h&noYaSed;?_Yv81$vty}qr4Rc}ltTnT5~JUp+>=Omwb^W2>3pM-})UYNAXGXrTS
zKW%)kAMB22z8SX<w~>*<?()9O{=z%nrngU?BWxAQo^|+7IOFyKS`YI}?DF7MeCC&r
zAFuipm?)mQqKz6|8dTn?>gr!g`i^A%)jn+Ic22#&mFFZM_a5_a`S<kty>WbfvXh>6
z*3-8<$xl1$q%FU^so%9T?^Rvu>*wdYiGt^zhr9lLuk^DY{vKn<@J_hMm+Mtkr_R29
zo_5PG;ny8FZ?LM*e%bnl{9dQn8Rv)2L+Zp6SNW2kHa)Z-$vfF&dSDQ&*X}$*-kSPs
z37dgcU+P#7&oOA9vK*cBobi<{|B5HB9_07>$`8fOiw%o6c<!<KYvT9pFaCe$Hu?1W
zfcz`e-=|scHgTm>$Mc+CzLmb?%e&I!!4?0b<K6jCchzSXKdtAG@g6(9duN~WbIN^|
z7p!skK2MbA1?KOUYtGkm;iD#Jf9+p~U48u3`RnvQ%z64fnU2@_SKnK7x^LyT-fyjM
z-FNfg!(E-%UF&=syUK&-{$JI3KSF=4>QC%(S@AxCuT;18an>t)a~9Us??qVeO?mzQ
zHTe0!u1=rozt?@(t$&qwbzLg|m?Kz$%>f-;$gJn1{a)S2Y{&bl^zYi9GmoB!?Rk%*
zBlSAnZXeEb&2#3@*F(I_%U}9A;J?j$^*m!wUgn$bdj6Sb`D4)Ov;UAio8x)-Ek@P}
z<~iJ*2mNUdi}`iym-(^}_qF!*RQPbDPF_fsHorP~&h?%7=@RMbGXBx_Zl90#(XHPq
z-{)~KPW?@Pr?)RZG`y?poc*VreeA~Zpgd{wL+jD;#GNa;Z;iKcbN~-)|Ic5KeeRdc
zd~SUi+ZkV7$L@S}{+%9v=8S_`d8U1MAOADYQRUxE`FZw{c{b%g{&wm&`QMCI^Lw=4
zg|6~{vl$+R^#QN8<2+owH$E?2y|2zI^!!`(ZGLd|er}a7<NBy|7|D3d)-T-6g1=l}
zeNNQ>N+<sl{cOzZ@mtro^3S{-6fgR~uQ<m<e)DAqt$rS9ULCK~Ij0$4+4|bmTW>mj
z!mgh0k#D18H2$mnnPzuBP1UEj>g9D`?JNH;1?}^x-*NKXJ7(PduJbYd&e6T-*|KhU
zZ1~JPMwLGT{JEd}Fl1$RaecJwQyISPz`4sl_2118-|xlL`i)~goi1l<|2@Au9Y4%G
zot^x&JKf4Jk9o5pJsa|`u=ry#;X<e%_ri14I#=E%kMn@%9Q=FpbGl|-uDb2RuFiV9
z2Zf6S_Ungn5O?d^S3d`0FUnQe{V&I2Q1e^xGW@8n@{D6-oyz}}2ABJv{nEkgKldx+
zrsv+~xnNhGS(k2!yZqppPvwtz`RAbc!PB?rT=6nN=81T#i+a{8<Y#m0@a5O<S#Wsp
z#M!IoHXdEw%fWM?eqiY)kDXXqCa>%{z?V1UE1MoK?bW)`T}5>|^!ydi{QT~n*V)hG
zVAejQkUe?!7hm2-*HilM70uWBzE_{tO}@1GS6I4n&*Zn?_tB>(``(?`)x5jBS?8l{
z^SgTP^lkpRukwCW-&JoM6?W_Co8J9f_38bRb%HBh8y{`t)qr!hJKtB6y%3ZizCih=
zuGPH7>)u7Tt9>)?e?0Dm{P*6orM~mEs+Sp3FAttL<WJ1_)jl%cN81nn-pY^vVjP`$
z9scM(zuWwC9p0<IJU_d6owKX^N#{B1=QCI9-o~!t+wiWgtLNCGx_Z64INhuDuJX0B
z+UKk1NZzl7-aqWlA0NJZpX125>L=rDeffNSwLh<utKS26uCM0*T72t~ufOV>C)>Jp
ze7viukIH{BfqnFRm9I@Rj>y&hk=MRoeeTf1w!axLpNH3b&T~~qKUHrf_*U^bAN_W1
zbn(BQ`u3d7_|?1}|GoV+uSK8g=Kan6l@HP-io=SJIf4~92F1@fd!jyX)3!g*`Oo_*
zKb|~K`QOZopW$DsZQkFi|3}v|pPSvewC_1Te0lO*B){xYqn`)X&$(I62T%RV7J18`
zgWzSo>_@#!)7p{$#GCP~d*X!yAD-sl@bUbd2F>Rm_6n_w{a*1i{-`eVyw$cIZ_Sf>
zd11yo+q&A<?!I;U<okVzj;}v;J6`9f7f+jiiDSulnJ{(Elluv~erkPR&U*6VtJCE@
z2|0$r#Iz&KRF7?cSM@!AAO3!7_GjKze>Di*s?RQ+y3o9>N9HYFBz!Nw`jNhVPf|a(
zaWJZG+DG{O=j8p9iD$y=o=5NR>sh}-bR0F@*RN1<t3>Tz!#>4FLu}m6v2%4>=&cW(
zd%e<S`RaR7uhW%22<g|adlB?!b36~PjO6#6+ts=!^l(?7yxo77DeL5VW!}zyRM+L(
z^=I9*ck`@xxlSv-xPBo23CF$1eY*F)V9^C`Kd-0G_hMJ)sn6y7UTFQ2%ls~hzCC$+
zUFQ7oJx71NJMYQ!T)X<YNnOwVt1G8&<yj?|{d(@L=vU+0eMI7w&U4*-$vd6-xnDlt
z7Jtalp!h`juI`h5)rC#fa_{m=F#GgeD1QznFWoEK^XYP5k(eG{T~GT6D^F908_zjn
zix-X>y*!xl(y#cDWu>b)-OTSCaqr?O-=>i6YF+2Vy<6$kf%MKro@czAM%~XDP(OJ~
zdmN0+x71BS^*8gB9SO|SIgao*H?O{qY1r%MqwBx=IefRC>c17Y^N*ua^6jhn=lM^*
ze)%CkEdSsMoPNASZ1*YqWY@WmeDoRTS5JQa-#7I7@lo^2^RipV`ompa?w50$`mQhM
zVHNj0hx&Bx*y^TDr_L!(xWLq@ZyxHjX~vAemUtgfr@Whb{X)-I_<1u=&1>>&-*@#-
z_y6hV-uwMoU%St%^?n$~nt8q5)!TpQ{O;=U5_fm-QQdC-?~P}^+kK6L>HW;r-yd{8
z?XPpPU4IfU_kFd%JM+!^ozs4JI`=mVxtHl@+uvUgo^OP!`iuDK^=(eW`Rmp}{2R^s
z(Xv1Ob{x`f-V%57?)-FL4ae)1y8SV4&$rCd>5})}cK3OD)lc`n@;3H5toy&o@3OA?
z>~t%?{pxt?T8DbS*a^N9zt`1n-@7)wZ~l|fF@72T)xMgA{bm1B&~x&^{(t<N@wS=P
zeb`NNv0lw<>dM}&H+i2f)?KC72VC(_@#se$h@b15alCvUo$l?dM-Nk<{<Mof2l{i*
zia+ZmKW%)t8&?;m?w4-+J^!oo=)Rv?<*|P&UdHS5$jHe1*sH#}bCcEaVBMGKyW){R
zAGgW3&gSnq9I`U&oKAiBzOV#yaO!93llKREa|P!5)qZTs?61$Ga3!~Ye=+OgJ5TIi
zI$mARuRh=LdPVz`Ec;&1iy-`Fk(a*KXY#vxk-mOkw$96<Uh1pwi@M$ZPW8UB<A;m$
zs`d_D{ksI^Ukt2^eO=H`Vfs_x_srqE@6H#`bM^B$7R2l8YI)Ry|8(kCy5HA$Jue=d
zp#30EyY-JFVjot0xJUNge(!!?L9ZY6yg%drrK5HErOo5hI6C(IU+&j(K2!f^6YKSC
zDGUOAxS8Gg7XK*xR&`hNv2QD0#?9xqBO`mZx}G0<sux(}1>XxU{R*)me~Y7yd{+VQ
zlRO`<Hkbd-)~^2aJ=Csn^4@$7F4p_n^zC!jG`9Oa0=ar#Zy(*C+mP`w+<kq2Ec<np
zb-AwmJ`}fc^kH9hwL358=+XC0Uf1<;`E`2suU}{$yLftD%)Gn$uf_ZPU|*i&|NKGy
zX??!dgx|T&_cjmva(i%J+?T88{?T*r&fD?!baUN2N8X-rFN5`lsk)8y9Cq^4rt*H4
zy^D{&-;)38=f$_)r|x~FykC1?twV?U>f)V0Utc?3`qlIM7#UyLpT~+3@yX9~xqB{B
zr+-z-o^|+7xQd?y(=m0<Rrb@#@ZG!H%(Hv`=+$Gxu5S9(gBf4hSL?0vU5%UnRo#kT
z=VnEWxOKd`E_7aBBW-JXAH4nd)n_K_M&B0L49K@hFIwuX8!X}n4b+ESnNvUGV3vQ{
zonC%upI6UIpFinf)mhZl-$_>qHV2z^GMl>Yljpj=lK-f!j(fyj<x5`L`d;M`r?+pN
zUY~S@V~$`2ULL3iUuN~*)jqWGapbh0-8}osFGn7o$0^%5dF~wg&U)ry|L#P;GsfZR
z;+gMYKmXaqJO8utexy(RTz!sr^RFu77~z%w8xPzY=khjYLvWfau-?1xbGvnrXH`!;
z`L&M-3#5k&dWF@=d059Ht_GtaO#f~^{X;r^I@jW=vOmpwIUl?Z-4j3OQ>Wv<w_pDs
zmDjqwcYgWo)75ozZ|xV9x5aTEQNPZ~efVVI3+RL0p?yk}4|aNfdiGT`&)c}Fd}n^t
z|2*yG{OI7*@!#&xb29&<>z;XL8y^N$Z_E-C`OV`NesTLg)!RT1w}nX@>3H4tTs_t8
z@=QPe4G%uO{vREd^@9An=y{ZR)2@8u7-ihProVLWG<a)%_ZMDm%fF9!8yA&V`4`iF
zG~K$}=dK=J7kA#olb<%8*In^MJpM<&2mZ4$GeL<buI9hGhx&`O-`sq2U*oYUsB7KW
zT{b+QUv9JRYG35@{<r%ai}y>%-S>M}=V|?~>OPM{;q}se?(&?@!PKvGxv%-W>FV*H
z>Iwwn!3aOC>UKJQC@=fb^_S<pQD0Z{ej2YUy1etAU;cXms_i}}@IM;$vpO#y*2g$9
z=X$4|_4N(Ac=~T6J@>Zf#Oj{ktDddwXEhIX@alez=bW#N=y2HjfZ`vG>SvwKk5}{N
zn8?4<|J4ZLG&^1Sr>^XU?&T^^=f8*55f}dK1D*eC@2C2YqJHh;ZXWZkzvn!5l?TuJ
z4|%SspZ9ZHH(qBh`<VKx>-2inw@3Bu^9);N>&#BH|Mhx14u*Nko4T~+S=CD&n=bno
z?{LLm#pT`Q;qT(3d22s*3k9#MD{mL~|0@~kp3U(*d}(wOpV-xTN&BVGdHB+IHy(FZ
z8R|KYun6CHVEwx`x_*5waxYU)m-%nwU@q4)5_WZ-X1<`8sSo>50fS-iHdN<rS>8{r
zpLX6+YL`dm@54F=t9_tT$8(%5zKf~r?DX&Ew|?!p+fDS9cs`Gr?{44t?qm1!9=x26
z`%RCRm^wC|^HVm$E{=n^)KA{-`egaaKl5aKW!op~wc=+z=Te?lKaL1Ko_zL=Ke1b%
z&Y$|S$1&QSFP%QG>gbm^mW&q(<_}*az2LN8)_qt1c^t`Z6R+y)`Fy1L!=KFxIB%Xq
z4ejK%ul~N9{W=jFhu1;h^UK%Je{bFSoXUyT{$ya<o)aB!<yXJ%<+v|I@BZCKpDlen
zd*)~y=zUYh<xl@F)qbz}T)j`ZUbUYYcqjWdjzrzxuUefK`XkHt|EGJh>h$4tA4le^
zuUn^jGtX-MyXWn%r@p<<N1G4-xx0=J7kE(kUVUA@|Kn(w4z|;ne6PE=X`jwPli*J$
z-+Xs<O}an0n-y5@W219#{oX`FYu(;Y+2@wH2z=E2UzA;jo!cexD--Ou{p-rtx{iZk
zKK!fuD1Mvz?)5@HN0sM4`Mv*sj@*y%?!6ypt=8?MDqH_{z9TA6o6df)vHA0LHs^V@
zuKX+1k8{=WSM}TYOt^|ajjr;y^{>u<*WGW&5wX4<@2cNA!cJfD(J@~4)5B!*!;CxE
z>HpSt_Z-~p>&O3LY%>2q`>HE&8*eN3`9b}7P^a7c{YL&j;IRU4U7z2K$5yiYzG64q
z_xk+X?f;{BkFL+7ugB{B&G_h<ecSxq>+!Oyxh|LWQ}@>QZ@aI{_E9~bUw7YU-Dbb1
z_q*otwD@oGF0a!fZH7<%CE<hZPva<Xb)MDt)YpDRzv<8C{HgBD7ir2o@hkH3Ao==9
z|I6y9r{w47x70b`yZKXJx{;ARTfcCrnsu`7?mf%=^87IKX1ueltLMHv9e?Gghbw-@
z>wM3E_3(X~ep9C&%y`;(E9`XTA9FOZ-TxWy>UrMIY}+6oLE8FBOddTRJNrsq+H{>?
zJoA?SI~|x0?Aq-9eXZT^k)3zzbJ~xlu)f@%?w&OAa?4YWtAlX}^l?@GQGCz0HvecN
zKL@&frK)}7nCNvW+?UPTmvLG8v!M2)(O3R1{nT~y>}22Czk7eOPr7dZ{&KEI>e7~n
zf4R<x6W!x(-Iw`BBy7y=v!Oli9*1<<Z&sK(&qM1`H1TpQ29tlvGiBX#!ur6|JZ9di
zK5e`e(j|`{idzqUs6XcgiZ5|28FvKzc)qajNIw}T|F~z+!~5t@R`4^Q{p|MdlrJ3C
zO<tIFlNV{8^k4cUjC4F^e|o1pSF5-4S|qYRr{`%i59{oGQ=a2hAH|>fSNyL1(mk4|
znP1k^uXW1!_h#$Y=Q91(dT|7b)BSn`;i~yo{ndI``LjRIg{$(f#-DxKA9d5_PYm9V
zza7bV-KK}Hv(Hh_i*uy$jOm}4b<@r)?kUXpd)e+8+|6q}yiWWurV=g^nLqR#UdY}p
ztS-EqcwAPzELh}u^!-M?uUO<iH5Gj8^JpK=@1IBBQ{BeloHgO^*FE0WntSzV7VEy!
zyZ5_%`MlnY!E+6rt81!n$3DHU{6?+pt{a|voA*dOr-AQWTt0{6$e8uAPG{#itUhPn
zPM7}DWnkLo=Nvb*Z|=7K`rSQ;*3mv#5Bu9q48P)|Mq2~=TGxwueLhWH*-^doqxpHH
ze)wUh$M52u9^XE(Azh;VRoA-7V;xc_-sKlh-Fw+x-QE1VdOYg`ck5i{jYFaCt{xw*
z_N~o3>pKT{_S5HD{uXB*anFtA`c0j4+08@V4r?7cLip7)&j`2Xs!kX0{0en(eSRL8
zdng}#>+h%SRegXp9?*OtF+X^l`Pj?z_eHKRhxA|i-g7KJ%==fhMvZ<R<b3>nt$WrN
z);PxM)cu<NvcHhLG^Ee^FLA&0(ZMfcUyi$bnC~mT)a;B`b-NsNU0<E<HjW7N96Y@J
zpX%iLdjFLE%tWtmaej7(sq1*}?cZIWx7K}he%2jUAEQPu4y=1u_w&?yzDv^a#pQJ`
z_#eft-v8g;xhzSN<W|;~{DfJS*eaGmksMBTlbnHYHuG8h^r=qMqY-}9uR~Ss;pWv@
zi-h5I0Vwok7Li%Vp$&c%3AC_wA1iuG1jpK`qWCc`s&+hia&PY)Pv$H00UXw;i&y1Q
zpME`ncQ5_TjgA28h(3(Y2hPFS?}qr(PrGiC!iMus@Lr~lHS+8@aIc}CX&ogV^MLiq
zKAZWoj_G5iiR0D#H9P)E*{7-N_{JJi>&fN^`et1gysQw;1!&DDa}+)PB2HQAWj^D8
z9R4&KW05#tm*Ur(H{<nVFdq2$_hwtyf3Jhs5m&@1JL{JM4;qjMwAY>Wz<y1?d;OW$
zqd$+Ozf1H+TJ1*b8$-XKb*wqjr``-1U;4>8n&GgH80V$L=UjI2v4=XltH~LstK~&L
z*?4k3y89066FeyUa`i`%P=}Z0>HKQAs84qf8Sb6&KbUAFrwE4gELpLxSf{->eAoXh
z_4fL)zO#M64H|Kv&Telx@n-Yhnh)_Ej?**VZk^fvC+;ILPwu6jW4%FH7mQz(8wm8&
zr4%>h@JgK?IdRBK{b%_l<~+%ZzPP-wBMLly`b^?eH~tM3fAAZ-B2Ya%)cIL?teP}W
z3$QBO_$6+~t78q})+GtJ`uYDbxcZnsTgPAhl_yV2!)kshEMD=``n6u=HJZg&L--Px
z{R%NSP|b^Vw-kT&UByv6`h-3B&QJZb`Gfs$IyVB^=M07U$oHbmUiG{OyZ;}S+B<$U
zZ-?_+em??B-1BgC-6D8Q|NH;NW5v5jncvjQ{&iOV#O;m8I$%ALf8!tb67^$0cJaXn
z1v_w%JBoeP$NDtu-{4i?#}C+Zj=>WjUcHekb#_jUzv|(cXCJXjmO}A^(x=tx>rd+9
zytMP+%jNge0VAOEsrJppLXRK)=X-^5t77_G*JrG%&qAxAJP_B-Co%u0XJ^NYzHsm1
zyHf9f;?Mp7-|Nr4yVt(4i$=1mfcd*C=mc2pFTTOUb4p*>f3apgH@FzY`hdUM!GnVv
zlyP(Y#UF}&?|R3N`0&JclsHglceb2;bv7>RmT_QQz(WoX#Sh-~OYyMprFFcc*W=#K
z<$rJWCl`(6r2;peTa%(6+@}=J$r(r1H8}Xwr{27=2N#@5qdY;YVtvr~qOSk$9&uFv
zSK(QQ?*BJPovttVV|O@>xd_Y?>VTg^JI{;t@>%Ncz2_{&{$C5#bNKcb{f|0d)nARP
zydCz^C$*;@=ZBv8;q07T<H19npUSa^R(;f`hY#$pP&HzoX5Lr)1Xpn?ztK<gskr6=
z`<i#LbM*qFdU)QKu<NDld%gCV9r<WonIHODKm4yo*=Hy7`tSc6bDpgKIq&1Vm~Wf=
zEaOt~M6Q)!$2^6y9&d@i;(drc_)zSX=ls@q)vn;eL&0O;gKuc@SNz6qZ$XJ$^Cb_B
zqjp7)AAQmMkz=Q@$}`{UcuO3IgP;Ab7#iuGukSmF-M!Zr=kofpIOmD+J}26PDDgn{
zO~g1aYFBtSj?{%e{r(31>(R;8&c#u?QNB06!_|3T?V>zEtK$Bl?u+;0l*132I*0*&
z<Uc#U{}lq<$ud7?<93EQ%#8fE2B3Z@eSwFvPs2lrU-?)i<i|P2Iz(RW0e}{N?1@WW
z@R%#LxN7*D-*p5&;~uWJ5C2j8*az-Wa;}L}@N&=9g1B{l^*R>2CcgM*dNDto{fM~`
z+>=<p4uyK5ONqxm;QXq**t5>*3wYHodB6{x#QaMg<q`U&`SnB|f1rno9W3_nj@Epg
z!9jBJtMzooVII&|)=}oJ@t9YcpX$MZsy^e@5B}^v5Ep9mj(bgNU(DV3(l4hcS~DIc
zkKXyhJQ-exB?0mzAEoIylzeL*3NXp1aVK#Z?~jsq216eB{Vaa)nLq1ydVD(b%<`Dk
zQ~#|0RsHyVf6ebRRPvZ_`d|EzLmzwJ>c8X9{1_c)?4d4>%Co%Gev}{02YmLS-hB^0
z=zqofv=q8>`JY?IW47Krvx`{7wmkT`%IG+AZe~9}*X-!W?0(DlBB<hLJn=KTVSNmH
zJasrM&!<sux2!KNFZb^NReQ##Q2Gbe`%(2P`NC&(bRN6mU>x?sb8%F@HQo{{B6Q`R
z{24_jl=GMIb_l9p3Qp~-b9}LU_8i-qHuGu}hjE5B{?SN&3HWzHbY3Zr%Zqa#JvjJ7
zA4mUF8bt#wtokWm%(@BrLAxEDVXTVbyo?_>+$Za}xcEiRcz+h$QNQ7NUgFd|ll)Xo
zoxORgf67N{F=SBlEnbYb${i^C9QPr<+aq^=$g#)2*AM@<r%@_^b{3@lQN9!A%dEuD
zaF`$Ti~b@10(|_$dR$68_SeVO-~PXO#opOj`K+G>>{IlPM<3dsR?%(w(2#S1@qcLa
zK*)UHJ!f`(j>aY5*?6;l4~F1Qv_xT{g>{7S8|@!{P>0_w53v+JJMVZ;);j2upf_x<
zUE_!#%0r<#F7Qy?DlLAMFAvNU)+<!)9Inb8U*+UcsLJ7?j5m3)UqY)L34>pF_Gi@8
z3odeKgNLHf+Q$&ZZ}#B`WaHU5#VX-^<^84ht#P;)5Rbm&@A`f3{q4Lh3h>nK)jajp
z`6vmIH|s{!mBkJLJQR6GvpgFASS9Sc&Ohth9|gzOS@dhPuRp18G5RmdbD!APvby)m
zigm?!%;GX1)gN5?ta{{7)t@yEb^b(?L6?AW)O_o_F1U<`(yk!ijJEod=SRuw8+6wr
zzxQA7Mb1m`$=jJX^5Tylw6Svn@pon_Cl1u<>%38e7x90@TwvBO{mkkn3iF<Q3mo*b
z)Wy&6s$XQ5kM;DEdf*>hf87^qTxaOyu_}nujZ^%pec{Qw%2)Use74WxU);V(!T%D-
zQ_&Mgv^iV+*_TFfuxCEP*T90`#6e#j`X1{3-e>-073(AYu;c#a@#~5D@Pp6%u@ksD
zFI2uaPd}LF4j((!J3s8}z8C7bFHby0RXO`0<F0!3XFfu^{RC)<dqFmC_txVabtzRO
z^i>|~Q<WDUJ?m-_Ir^(m@?<@_ys%R}^31=!$0|VK>o^*HCRTst@ptk%&jQPPs`|>`
zo9)hNzP)krqc8Bi31a`B(d%(<$Go_gdX9Lbejr-ESS`TEzM;iV_hIMf<ciDqt32bg
z^RV%cRZ_>H@a)HpeGxF9xHo6^ii1D$-f_VmsyN7dsf!D4GoG;`JHIq;@lWl<K>Jg9
zvD3V;Lrz`rxFd(J^BF-x@rPRTST!0y<H4(T1!r{L(NFFv;GRXvpT0nmyYa)0{IS=(
zwQtU@#$g-_kh9k~j63#9(KmiZfIoRbjd>O0hd}pD^ib@&X>?oO8x}wMu@wH^=ub}M
z<VpP>MGxQj8^Nf(!jOl`_vW=<4SuYW)UI(H6HqVIddI5K@vVH(t3T_O`9R+_Ud1T@
zj#od8r+VepzVcC@)`!BYzw&rhdGXWyv132ueUI@$ue9Q-qVVXIf=eFgb^NOw{8%55
zlP^3JbLEi}hdQggJUBn%k-z$Zi`?O$@1?Ui)i2gajCXI`v+Wqynztn2^2d*#1BhGw
zcLY^V9Q;*Z`B<N@uX1^?`r^<0NbLj{R_kXzx_OM>-n8Zsoyf(G^MaqJr{iAWsSp3m
z&yFwYmV98R=|&vJQS*hT?&<t?a%7(M!ciCb!>9hSTKuih)Lsmj7sTt$oAHLSP6d89
zR`Ue7#xH`5$1kOkTKqB~9({u{o(+oP3J=~NB3B&j9L?;}({J(x54}?KQ2f*m9y@p_
zeoGWdp~#DLn7DWfq;|?@_Ux;pe$>Z&&iv^Q^9l-%=GpMEN{9n(?3|$ZJ9U*~2d#>^
zhuJ(Cueu*4`Fs@pQYd}BW&ag>zQ53y%nf~a92|rWkB|7zvW(ZP|6YDNeyk_(b$rww
zyE;#*;QoR6G+cMAIGV>jy60y76tUvOs;PW2WZrh~CmO)<;S_!H+E0T+UmO~L|55eb
z^_sZZd{I5)s^hMCH9Ya5VgRm)E6ez>KUKxnhu8{m?@ylT_?Wo=R^-`u+(-SBD}GC%
zY5YH3X8y}?Gd+0{oAF{E!=s<2<N*a29!frymw@yE%6lvO?-Hwn^9PRj!~-w$!~b0=
z`&O;L6yoYeUVnZ$T6l~)Y_lidZ75&Aw>OG2JCDda{r^UUWK?*5|ATW4Jh5(A{2IlJ
z1ig9p+BIcFBRNHoj<e)NADIvAZ#7x5uk!MMAM)w(0-(^naYpf~eMn+2Vi(Dy=2!Az
zKOjB&Sig&lKX#6$^T;_4$~Es^ck18j4^D4fXE&TjtVn+p>Tvb^glFAxf5IQRtt*KK
z&M4J*%J<?ij<f!~agMU<&HFR%GoX+4J;&(py}mfs`<G;W%JSK&*LaqXRYQNRohphS
z_h(g~&GR1M;_7-{VzvCAg>v39?rOhUf4dhJKjccmL9RUVS(@QxdW}13ul}#%^*m&~
z>N+Mr_Gx%1_2Z8miXL96!^JN1$8MHp>-VVmv$)y&B<qp!U_E}sD$#w_j(@SQ`!|3I
zr7mb<zFF<&-DcpE0dybM@mu0PA@ulZ-?7FH9?E=xcXsG2jruh7p!gXNc(y*VyDHUj
z);zUutWUn5vVQT)@a%d9U?-~m>xJFg&)K-W`DJ!Bemu9-eF>iRs(q#Jib}j}-&eo0
zdGb6vZWAvW$&i5lI4A8B^ZB#H)%D4^Koxf>ek#8j@AAJ|o-QBVXVp&EBljM@KdAl|
zict6>$KO~r;<Lw>cxRm#O~I1_^2VM1xPGWT_0mtB7y4dA94PxZyi$#)`i#dPn%S#f
z>rs8i_r~qDn~oRHJ=v$pgTDTI@zZf&pH@`--TcAc`J>M$aiE!fqmM>%X@RSgb?1_I
zeN#F9**>f1F@9H}wXT@Uh<QKfy`NXMK6GEDZq~8Z0Uq;6Y1a4sDw{*%o=D!KDA_sV
z@Mhz={V!Xu>POx5NBgS0*1^0`Is9~e06>F>G0MDLCjEEIe=P0BIveLtt*`Lxr}P<M
zem@3&m=^qDzr7q@9e=Mn5**!!S>H>kpZN_8{f1Yn_Nw2D-@0yezV4ORSvc8x<=@dJ
zANE=LtM%9SCLDy~FXGFvuCB`@*qcZ^H{=|x=WMa3{?R^FyyszGuGM|2H=(*ulyP!?
z)vg$1yu)#FU2kfq>zRIX?rJ{h6$d_xSLY87zv<HvaOax#O+oZKJ$+M(A9C$C`fQ)Z
z?$va3A9{7Z8b8|?mk^J_(;r=bZvKEm-{G%Hml(^;&EqkYacdWM^c-P*(^q&hT7sv?
z)a9Ypy>{w1%4;0>Y<}7}VKt{Jvh~AvC6Z!&F0o2<zfvAQ=tuE`Z)m1(93Bhk4-_lq
zkyje)(`;X}`fD6{Nb?eVSm&4R!{muSJo7=no9R3t{w>xgUEfu|^8@*g!fHLE{#UWj
z>d^OB`onxsfBNm}(|ee+tMaH%T@SUNgMNTh&+K|7J`~(uI_szStUr~*H|r}_4g0C;
zm!hZttM&PR&i2Lm^^SM1og0y@{@`ZoN7o<oneV{bSG6Y&bP1jw)4l52inG=KadrDk
zU7qZxF5(i8HQb+cet#N!P;?$3hq^q`A5FEM;dn9Zafm~<zVseMKba4@kAEa}WqsYP
z$RrOJhk2!SIr~OF8Mndd6p*i)(<ha~H~Vy~8vI84)ZD`el+hA5Guusnc05gdWBk!^
zrl0g%`^x%v^GNNr9C+uC{wP}G#$<$9zsYdUEgNUuSFvA8{@kO$uYcbefzUc`opLcd
zoTa|Q1HCu^_g>Oqz4HAL9zE+7UTHRNTkkDy-e?|{53AW#u{qC@jl;>taf$nK=o@|2
z`-R@K?!9j}#Z&#u`B*b><CW%D{8PJw4VEMi?HlX!hw;;WS<}Z~<?z$v3BYgqYXo>-
zal^s=2tDi7{X7Rb_DZw;LG9ts?zhfo@^}}TtslKN(HHh%ofjD%{(Ftj-u<5K=iYg2
z#moGcxbFac<{Z^N(&q-Z;HdpQ`i@+QH;P#MI_W<e?<o7x^N{<j`+LnzKTG1svv|AJ
z8Iwr(K__8e?Z*1Ed6fF-3w>qXX`ixvmi^ntd$B_6>`ezh>W3fo$G+F!*|DF3r<6RA
z(?{NG*>}<3qCVX{5MS}`jCN#*=km!yRsYOT^|1<O>(sc)6HevIFC`C^JAc+IedT_P
zeLbIwKyjDA@|slhy;_!Oer0^wPsv~X=p%Y~`l@{#-e*f5;QyvOjX*N4^p9xl!=J@Z
z_nT&4#<5W5g@{vD=Ue80Jv6gNPkr$3O0_Rqhn~NzZ{#`-$Q1`(_if}?q12O&%T@Aq
zd5nG^V&DCU6|t$m$X&eAp9?yiqvWjbrmo(A(QA0DU3wl$p3G;yFY3NZ-(A-DJN?V$
zQtxO!S^XIv^9q{Ts~*4XJY?U+AA8oh>cPcc=@P3Xvs1sb`KzB7*?6$-GCTS}U-|jD
zu2)@;_<^r_<QY|*%pU!yANlEg1<%pZI1Xo69>X5L9GZJj!Qq}vpQ(#;2_8!HcUcFT
zH~GH{r7z^$)DuNhDC?8HGQaW9DEmVbCvhCLPvBDZ+40hZ1`QZzb#ryGewh#2*X+K_
zywG^?E-w1N42^A-xN$<Bog?&-EbwDKXkV8k-%L-Ot&}`7oL)P{aehv&{zvoLH;t!#
z<9y`(NY|h8;8CyBW5@XnKTTuKQ|p~WnfGFxdJ&vG`>Dfe`Vgxn=d0?o_cz@iGJBWT
z*>X32XXnuyFI%tL2m1IU)(G&#qkbrIDDluk(L35}=ln<ITGy!m-u9#QFL9rN`YX@+
z`Y3+z6$LzKRjdz<ebH+ial2)DwRgPYD9<^g{%WWCz4+NU>X*$+t&{b}y-EG)x2yBj
z=a<V1IpZ^(XRJuzfICbJ&afX2#oy(j`!GD;5w-8xy@&f2;eXR(Mu2q(y7pK5q<y^w
zo-1|xELIv%{jqx$)%tt$nDy($SGz18`>Oge-rA=nR!i3F=swK6XyWZHD0z;;vj1k|
zW^pIuTD(a`_MSt3foJ_Lu}ZY>YL6eZS+6Jzt>YWUz=*4#(L3?1A9!2+x8e|=pUZ%!
zRQtwy<M)S`xcB%&_<QZ`#=JmI9`L{EJ|m!gQ&jd@#-H`g{RcgM*ug9P87g@XKC5f*
zDz?V6=c`GS^N0Nu9`h`p&%pAZi)Q1ZqoMnn>N7t3`HP;HtZ&w<#?SH}okv;zqk7G^
z+dsN39~x%kqE4gs>Ywe44SuW$KMK`-I6Gh2$2E`N{JtZw#B)6D6Z8E8KWKqz<^k}<
zZh9Y<IKcK&&I_Ag0yOKFz#gXN|EJv>fcpLxs|S6?A3YQ~lzkljEJ{95;wq2)D0)`B
zY+vNPhJ0ARydTjg^jV)34?k!&p1pP%PNrvlXLeilv-RjWYaZHH;y4N(`zd_|cL|>E
zsp8#hzc}o^Bs)DtAI@R%`@(-&b>_>xw#hs3=X)UmS+Dd}@3*W+?3LoL@=?C2V-&#H
zGjET=*RV~TP>XxM+9!7Dek1;@Px`uuUi*BL|7u<$SGL#A`OW$(-r;=AMab%F){n$d
zJ@c9OBYn?NzR6nfv-}!=1cHNjFFKnSeo*pJ9{DZm)4mT0F8eBZ!E<k-&m`s6EB>r^
z?3F5>>NB1=&}tv`sqbOXUgIfmgAT@NaKxXu(8j(9Sbx~jm;WqyOQAaNvi_v|e~JH_
zjE#VfyYdZMtP=L+|5bR_ZDXGZ(s+sgY3evF(msJC-`@4}QT+I>tnW!A$2x~s+8a;(
ze)G>qfc+FJ<&i_t(^uAOcAo0~%zmzN;y7CUoPm+g`Wd)x@o3ypdzVPXiPeIA5xG+O
zuoQc~KkEDKigv5N7YYvYN()ZqU;J>HJat@@mvJI*`bVFtS>lf!`|jV1Jv@47whxmJ
z_D9hgC&nV+2Oaa?ZcSY1G-5pW1fPBPN3nP7mHC68qN8u-ml_)0;TrQ{@zMCh2_+6S
z-?%rd<9sh}IDSup^}0l3@=H+T6m^4N{M7C-+HYw#0*oURd%ibRd7xP-@}<as7D}I2
ztFJ$sK7Ogzr%=H~`N=#PuhXm2e3h4kcrW2R<=(U;e!9=5{g$|!*(^U3fI5vj6~C;n
zWESf~mIwWyUfy#)i$8FcI(ae3;#C}D-|OFNr}1<?Hu^Ua&^McIteTHPxi`V%*NkJa
zZ}cKZzc;0>Ca>N=C*|3jPOlyH^4%fx<M$Bxe(3JQ;Mn(_z~b7pcU)dwg&Sx3o8?Cz
zxi`^g^~>-!uOkh35TDg?P}tpJT^-C@`pVzqaD8=&Rs2{jDqkEj-r?>o*F5&dKN^qx
zSwC4k?n(4@iRT{RLW!sJIm*12IHL&ok@u|ssNbx;%ab~w4xjf`-gE4FjTJ%h;9VXr
z?yQ`6!~QYsaR~>lmwh%%PW$?i)UR>Cr>{<r-K!|?>$CAk>&ooWLtS3zp}enEUL9i<
z@czns4t-X0zF(>QZTPr$rnXN>+W0|P&+NPG!~8o=*a53Na;3d?>US1T-7enM^Cv&0
z)PtP$$@eDi$Jjx$@xbnAO5US!@Pp3!kNWLxpXHC9?-AUG-T8_=dBQ`HD^<PnYH#_l
znqP_x_pf%2*m}!2alX=5cpXLVMJk6s`(8raVH(38mvYF)nLe=(|9h#|^|dLk*jKso
zRk8EK#yHeHoYls-qw%u!Xz@y({JsSDC3n7pqw(Nhz0Z*cdHz+X*5%f#+HoIdABNX)
zQNK~W+RyS?9u9YUofg2^xa2eJA9xCN@?u6D*5_xjXI};lJ9r%*^eV?bqxffbTlK`5
z&2ww~QGfUTk>($3B>Kqjh0|ZngK<%L`u(FgSpNp_AVD02dloGDLzB3itGw^9ezgzq
zP+*xq$f4-3LdkP9pR?-GIBvbV{PD++dsBA4Vz0R1sT^MQ$~!ycd(qjx?iGI&r;bw$
zdKP>7%J*S+ZvwsdK8AfpYyO$xKbt-t7hLD3(c?uQ=_`Fkuj396K0N0veoCvIDmwXh
z^PkPP`o;agAZOg~we8=tp^x;H^Hu#E9(HaWqyJ6kMu2|e?ao8=^oc%lZ{mK8T`zUN
zXVvR}wB6P7%j&1U^bNl8i&ert%+KjQioCH;1U8QG%jTVNtADT0=`;Ckf2r?Pc~cj8
zz$-=1K1^SiP|Ly>IrGI>HDcm4imif}0~pPpDAWN(K1zH2HBbChuJN(^h*iV+3XeT@
z?p~DX!Fe@hJfNfb%&ybXIL@ANhGur0r@X&%-Zp;GNPY>jIFG%~m(K3L=V$sjV(&O}
zf2FTKW5xR{6!Zp9^wti=MJRR5uGiTzh&$`w_(dc6B_Ixz^OfI&aX){p<56%c|2Rx8
zEjYR1Z;S6EK;NL>b^my#FRV}QO}y`@y~Dw->I2Ddy2l9AaV=o<P34u3)sXX)^YxD+
zFEBUmOWYg4MPKm{2+j0jei*BH4+n}dkKOAgKGdaC^z6g@T!;1R+*D5f^j-D4^D&1=
zp3pgz*L$V&vy2aY<a}lQHWd_mH!f+s2Jkfk?u)b0UH!9oqkdWb<hR6%%=@eDYmz_~
zFL6Il9p{BQB2sfsnjm~f<UPmrm3d%b>N#xnMv>wgzhQ9{59lDkX?bROW%(C9@2~8`
z?8^#&+WD!0-;{sVJm5U!y@vlE2lpr)&f3>lHTbLDRr#~W`KWk0?ivR@-ywL<S>nDk
z)vw6$t5(jw8pwm#i`KF=4=hG;M(v3+Nt=8JajO4d-t>pQ^81MHd?l?KuL$7Z<=#~H
z9SS;`GG19&XV*K<oUioN?Zf1u@hTsyMdfk03N869g^s56>iNJr?9H1#vJcZ|^>_WM
z^1<<{ej4Z?p1!!aPJU22Ic(%64=sux`!4_P<%h#_@&Z0OpNiWsnH_)ppu>STI*i6u
zdwAw&mJaKc_Z<41`JpEs-;t4DmCpVgw$^!4VK!d$B|snf-sJXS)}xE(<b7EjZ?!qU
z&hgx>5{*~*w2or;St#F|TwfKBKHtiJsz-hq8rw2CyFM2$yAR{XdCGd_yP}SQ_7Oce
zz570XziH<PM6oNB@y@(iubi*CUcph?;F`GjHTJ&+QzO9rz>O<%`pEk$-zi*B{8Z2W
z;Ph($Dt>xjiE}e<#<9e&`(~0)@4d<0cYEXPH7ZTLoxtQd>p$z)nO<Y2@kaA!z4Bdx
zp93_3qLJJQG><#wj?8qNC`mwf%;{99EdQdXukL&$=WINgPuO3LlK=ERe362({Hc?D
znDzP*_XS`Fz1M#I{k++}I$Vvjm9KGPE7F{Qjo<06_By_*SDy9C`|A>YftfcNuh08y
zKJ?mewd?);k*#qK^N+{K+E1)lpPZ|#U%e+~{mb;kQ|j_kyLaWO587Qv6w5-@A0Dc>
ze23sY2VU)*KX$Wy#s4hIJ~J9GtA7-4*1k7?)+v4E=Kva)_fwVA&$H^DjYFQAe=k28
zchp|<X#7Jh9`p2xK4!lc-oz=e%pdg7$5CG|oy~97Z?<BMSNT{GD=z_%v+wer<L(#q
zPhctwUKJelkmX^+M$tg6;bX<t_5K*OUs}gE5}%^~D3rf<RqsvWPF)pW^iD2jFJsAn
zI)Rw>+{Kac?VZ>3G3zV$WAK|~UtD*Sj|xhDz2l<pSK;mWmjtPg_gD8_f_fAWf0bjO
z(X;)yPh@#rRnK@q$+OvqV%6~ToBt?0_bB|J4o~ISUyZ&?p3S&LBe@f3UHlx6zGnYk
zIQ~%f<+~t%GF7h%$A?oG`KWz?Aup&wpB5j5OG4m7RSr*I=qvZ(C91{U19;G8{oh%8
z27hmHkR}Q)bTG_py&9&serM<8HBPCIdy`wQ;5Z7N>X9qOPUUCud-dn&e0#^Kv5Pe`
z?oF&$c+H!8Qk56~%3u7UssG~nYI@E17Xz(}`yuxv*6T+o;>xRkV`cmryH^X|B~LR>
z^i9?D2g>^7?@4y|mGOaUpo{U;JDb+4{d><3`p$Y~A9m}Vdlut@Kl~`29j948>Kx6p
z+DCnQ$pdvmT@v(fiPeI2tNl})te+L91XlkdZb_^n?3K0-+a$g7e>MvF&-!a06z4Nk
zB7D*FzN2`f`EgE5l<Tpj?!6Kl9Vd-D>Yw$Mb<5A`mZaV+KJQJMcgiPmQ~x(J$i^|#
zyL%ABz;`F?=(EL5#-E?lgMT_r@;g1B*?>tMKN3BCtm`_lulu#h_m9Nixcz0tc6}rj
zv(B79>(Rl`hb2}E`t0oaxsTIl@togp`TYpc*L&#~*L%O`_a^A`7eaXop^d>Ru>Qv0
z%|~ONiZi@_i4`K7ziFVe3`)K=T;a2Qll8^#t-)6udC11Y>9g^cFb%8zE>7bpg6bEd
zm}HqJlkV2dzE8&LV)X@)I$5tv@hj?v==*77kO?9)xRze$(`a_HeV=`=AYaz!XBqEo
z9=LrSJm_fsvwov-sCU$FFMH~QI$Zt#Bv<=bJy?&KKl`=fsb9q__^Jm-<-7AHej2Cv
z)jCp#7a5d1=_izIvVD{J%lVr1Me&IP&EjFFG{aT<zdG;61NjoqM*uzj$mVf&|IXI?
z^KAOH)YtE^T5ip6HtuMiS)As*Bkm)h=ibEny|?<}vh|#u&tFIzpJL9Rd7F)!L!b3?
zcuxKqPE+Kade))#rK!W<Vdw5uWQiU8FfH+CahBrm;%2y+-r<hQS#Qp-xo5|{CG(f>
z{x{LzTYHXrU0=~Vgi(EF@8Te*Zunk08+X_*9%lp&=jLOp+l_sfdsBA)=sY0~_?bWR
zM*Z-2a`cYQ`Z>H;%d_>W`>N)<#42IE(r2}U&*ph{{(_@)v@fIf8t>J7mcOna&6jgi
z<?zglAF)c@K8k(T*KA&Zvzf*m0^^y@_c`?ayj)*<^QRB&*YGYw?#)h5T&I6~d5l%S
zctCr-+4r0udWXmQTVl0v^928_@7a0>N2$wS?Y8n+eJOsV7F`Bez3ih6Sc#vFGxr?q
z;2XRmaNnb|JRROv`Dk3`<*47*JV*VreUUmWZmb&aO<7;TapS`L!0xg%UYnU4Kh4V7
zx%Gwr66+K9CcAGJJMCK&x7e+y*Zs4}dotC%a5TK#hl^o$o^UT@y=L~=`p^6|f8~!F
zC*p9QfFGq>{d?nO`=;wV<F~{b>9bH>uh^|tx0~vbLyxXo^C508o%WC32>aM&eYNYS
z<cUA;Ijmoo-OGQE)Fsv_pYCfX{$6JMdmpoS^p*QpwjSyKY`k~z+pGVxI9t~bedXTd
z_HFu+ov+z?2WKmt9j~o%NB!-7nE+*d$i^9e?oC<WZt*;!?Ed}Sd%N~s`khu9&n>tQ
zIV<{(9esB8*}Z6Xe!6&89#->ILEoqIoQ(T4sRv5>@<8=Vl=bN&R?i=WvM;aF_D}E_
zA1stdp3zyq4A<$i@p67nzBPa6zx5u&zRNl7)+6zuS|@V7cOh4M<$LYaukul!F8QGK
zxp5|W)vJHA{;0oD=I>|W7xcHs|EXT%J@)#Nj@o~Du1|aU?}elJ!EeRa?|R@?8ujVn
z1M7=*-^>H?V&4{VWtk^caMVN00WXt&MBCaga5B2YbBinw`oKLF-l6_5@v=A$Z`RM@
zW%8`P%zsorTOaF3{VN~OGr?{tcHE1cm+t#&$2qO?UY>k<?bR;xr?1oZVGZ~qp8eH@
zr#`-0ZS8C3@A5cH?)vWJXXVwziAHiKSVXV+qwl>paUS0V`No{qSE=h;3Qr%I$G5~^
z$LT3(hjJ8e>o~Hna=vcuo93hSDBm$8PfZ-2lLLkxioBOrzv%T4yUb7YH6AcU-^h!e
z`>*@%uYOtI>UtplMym0Fb8_^K;s;eb<j`hahk6{ta}RLne0NYid9z+QhcmpUP62lJ
zCgNe9@z^O<Kh@9jy|~V9RGy6^bvWGY{gyudJys;02M(9GN|`4r&-l?e8QxL)(L9~K
zlasgh0XbC1S@Aw%wdCJ<Q9QL*JmO&I^w|B=(U_~4_2#^ng3Gu=vFE(x@8@KF!CrB|
z%kshQRn+C(o6lDN-Z;9x)Q@vh<?#5kZn;Of{OK$H*g;?2SMnggUfS!|Ye(Esd;GHZ
z68eU{(j`{OXQA|Um9~Fod1~KVgq<WYiBtT}y0=ee>D@~Hyq7vd`tY;ZXZvur9y5QJ
zM<&nWI)6J4OTEr-FS(7M1fX8^htK9EePzGS);H@Jd`*vhRDLw?^3k~1K~>-IArj?9
zy%)<kJ3P)!r>BqfBU^77UY3u`V^|);9={x@v%9ZzVK#eZ<IK641>!w7Ti+QD|DJqi
zca*-jU%hrm<+&9%9p_jhWb=bO*tg-8_Ts4DyN|Qhvz6yubU4|4nLho96(O@{ADfNm
z{6_maYVYD+Ri2IW63;Vd-(?@ZCH9%#eII_F#c^8Kf9@5>Mc#%?UmQwyzEU6WL$$vK
zFw<xA%)mBc*N?_<P_P*{1_Mr-yM4IkpX9;3ps(;Qoh89@_u=fGo$Uj)9+%jw<jHts
zd81d#d5B!gb8_rhugnj4^h)`TtnwNsRP&s#e$UNPt;LDd^{Ij4D({@D-C%tD-1;D1
zw*JtwUY8^f?1)dCN)!KTxADQoPjIt&o4B8*&i1$LyyHI1?@K5ieP<k@S|D=Pz3O{;
zaC+@W?WkweZ*Ti7k8B)1;(12Q-yg*;TmP9}=Y>Yk@>Tn-{A|2ozcPNBufuV2{OODB
zzr<5K`oujq>r46`Bk{<y(oA0s{~8arFG+c<v&77**{45aHGx+L=EG9#RPT8Fs(!0~
z1$z9D#X}E$jIy6}HqH{yb8vma3xDp_tY7p{^5fow{M~4_A6=y$elKY@ANFzXP1(Ld
z|LL>F<sPQ;?EO^j8~jj<H|LXjvh%JPA03W@&;81+SKPAoKf4~%JW0S%{GrC|Hkx0C
z=i(sm^;f%WU$pC|1g1{zO{`aqL!PW}c%|gy{MG(!p8B9?$M21ojWg@e;n7#VBW3fz
z;UH(9hHq%xOGf*TJ@g(e=kSB(9>-Xu^D3Ul&HBW?%ipJ?&(Bf6X(fI(kG^@n<gt#Y
z<b75$v-3&)vhP2fm-IjDYqlOU|Fg!=#i358zluD&H_<njFLiPs&h~ZAVTZ^1cluY$
z>w0~4B1!ygoU`>qAE3+wUH7EHehq(%`t<9;`C--Q2mQgBrP;il#ogP_?X!#@)W(ff
z!@6Gzze*qcndq;6zNX_*O76AOdHrC-o{C%?_EG1|`g3~bFY7*A-!2dEKZB<^n&E@m
z*!9NkwIk3`G|8i>ujGOJN8-<X<GnNMD`kQY59OSOSBf80^}YP7{d@DAwu{x%)tRjy
z&Q<8vdqp~rrVHKIG26%XjkZ79-{LtY>$CS<%=*qb{XFXHwb}Xg>I~gFC9iD#&?owu
z;bnbeo)G_XG}er!^DO>H*X8cR#Le<&KjJ$g`!W7Xnde#m)vxkVpSC?r;*dAgC6Vc!
z-&Q$sd)Jx9!=FBK-(mf#J^T{o30he0U$Bl6*XfUzQy+9R-q!qk{p)wVc$^{YQMKUn
zp2N>^>9g8rJma*)y(MvwDxb;G?@e7Eqj6?&s$ZChPF~FEQ^gS&`u^_)XDL+78kRnS
z3vCQ9E?{0CmFDcY;0LYwMSc49fF6pL_0IP}-ea+YV$Xi7^2$fG?0TqvUDo><F)#N+
zJP0Z7aeK#$KC%zfXZm-K`o(b{BM$V-;+&`1xM%y-(TMug^}sk|tn<;;!S_S%!yhHC
z`fH!T%k0QUDgG)S<!5o4yhj5cWUuwWLkXMl^pW$GKC2&imB#v%+Es`9hgrXSlzFbk
zk9mwUJZqjM7`#%=g?*Us7inLkAV3u`;mId4J6!!o%!R1=5BgWX&al|)zJff1;XLJg
z<3her0RY!g-LJ)cH&)}10`nd)>R0WfK6O2iZ<q0RqxjC;Zr~`rx4PYU58~d$zO4NL
z2Y;PM$lr}>U8DJL_0Qtz{A=FJ;xWQf<ox?0wXcuOtCV=Pu7Xny-sGX?e^S1q@mN3j
zK}lD6<a}S|{WUvZ!QuW*T<}IIc%y#UZ}q1R@D8IfiJbWvJ$>Xohd$SR*!ZE}I<Aw|
zZgwN@>3QkK#bic2)XF1oXsi;ohgXWf_LX}S_SiW(JuU*+8&BMB&3U5+hG(75=0EF4
zI$6D{R~{U<zW#{S;<M0?LcxKqR{4F5@xs2Fmbl&a#ZdF>_MeQ`i$9td_8IMsPd~X2
zFQs0^S3KtHbRQM)WS)B;b(|bN4afLb!>CVp4=#W9UH-qm^!d*D8<WP1Z^k2!vwkBn
zzS&X-^qcBhkFlnsc~-vYHEDjH&U)p%<-Jzz;VUkJ7tyVGyxV@G`Lgfm@Gr4Sc+a8F
zZhfnN9oK@R`m6Ib|BEI{e$Xb(xR+qZzRPzB-gD63dwt^s@0;e_N0UdEKYE@2-N~D{
z-Ts}1<k@Ln&G_!G@2?r2ThHpJd=1?Bu+`s%p`S<LySStB-f>o3)+>Fb&+OZ_?pTqm
zUISf~FLhisJ>E|%l|)_N*>|<Cyw?g$W#7J^wUTQ-^p3CV6Mg*|YkjO&=7+;~^W>VN
z<g;@1d5?27>Aq>wp|8B>z-RSldK2z4;_N-{=tR56FV;-dK3iAxk@dP1oXn4Tv_^g3
zKd)W~_d7;ddG=NGQ1)luU%5wReZ^nr5%SY%oF4HK0p0ljDC5DsiSH84yf9TbT+A~)
zcCVtnb?%kl?07go@>f0kFnwjcW_5tq>;sW`UPI3~K(CQin}y2{dF_L^(pSz`?!)+r
zd1b9Ws>!7vZ2lL^Iy(<t9sGS(&R6=H;T=`J%k!vsvvt-yV_Rmdw~8llPL7$&pP$q5
zp0mX2(TnGBiR);F@BA8hG?FgC)$hR+k&ct8pL-JPm3=wGLk}g7**@bxN;Q73KkKB|
zes8<pyqz8SJN-wj8M9vLGj%w>dS5F3*ekXEYWNrDd&i-%i!v}ui@32ba{9{eOTgE@
z6}yx~v4Exy`xw-^M&pj!Yr6PDRiE*Lezi_;@rNQWls>W#)87V1{9t?Su)i98oBZSP
z$Z7uY^pU=DAAXGTC1rpAlDyedyhpzOV)Arys^UF|?-KNtzGDYPUU5xa?5|3x<Er_Q
zS2oVB4*JUX#3fe5ibnvU=oMFaajR^vU3J*`f%vn(S5Eyqr}YIFUysk8-22*6{MnEB
zeZ=0p86RTz?$7E64+Sr!CI8e;4Cv=@Ji+N^qucV{5I<<qW_k1T9QI+}b9(zad~d$b
z`sEz`eR(2D0=AFw*zvQ-|6VBHC2GHn-($2llD?>}+MmJr__5yLp*r$>N96CTf0TI6
zUj5-S`%DkcS@hNGw0k__@rYD^qo<F2Z-TGuwZK*!38Ql5#XM!V`lkWJU^d>YUkxAi
zsq2Ats>bA@l=m9$O}*!<yB~qC@f$uG$&{cwo}kbA3C!Vawy(H4Sf9M_z&m>i;eM@l
z%44sz*G~N!J{n1vfc(3RUucxAQ{7idm3tC@kAwFdw;u6>YJZf+?l2m2$mE%=hdK1~
zyj<T|pS<UAkD_iz>pYQh#okq>dgXiloL#S+xV`hY7k4i^@~h)K2+VoPKFoR@#jANp
z{872MAI{c#50A74(D6{7G*qtZvg+e8F6)!;h}2pAN+9L!?^TyL#qDsSc^w|G1lSsP
z)}Q|3uax>ZUw_6bVP8hy&|=rD=OVxAzNU3B9xA^Y@A7oxj6Lg<_gDIy)tBLB{;$@%
z{9m1y#&`F2`lt5ryub3j2_C(p7B`&7wdC(|51t)o)+aw#ulsP;AE$TnYqfRy-+iiO
zY^>Avs|L7#P<!R?t#3EhCw+xiyIwwv*Nf9@$33Fg9=n=nAQ_`)?c+61Ne{WJU)L-5
zV}YqGcvYYep@M7jTjy_cZ``>|#u=*c^wa78h}A>CH-V#m@KEfaPTs4>u9s%<91ec=
zea$%*IsS>+@#=USg7wP1sjgSC*E)0`s(SHz9MwxJjyKsy6O%BLey%Pjui0t5j4zJd
z3+XF;uDIrbe4y-0l{bESi#NxMy))Vu&(@dZ&38n;H+?4dWKBG%%HfZu8o!AbjpR<?
z{GI&H`2>bMpf059`7S(qA66XV>Hds7rIA|fYQVi?SI`r|-1iDn;9kggM0oa9?3B8`
zI=TAq#ZSkJk^ywDgm%WEJ}B_YBZtyQ?Q7=e^iEE^-DylB7Qfkir}w47bhG@N{-e~#
zdk**EEN}3jq^msgqbTv9y>YOI_WJE*m&HX7)wqp3?k!laoUh!Y8o%OJ<={Y7U-*nv
zyv%TC{nof!{kzMF#M0>LE9-SJc8bouqp7dczv7MBSI2!GvirwAQNB=`@%mCde~MMj
zxYzqnk*o7k<oukDeK@PP$q#(!?b`n}`46VM)jtbY@nf~Dyg1fAi=6KetXKA7F>6?N
z{<`=Lz;8j<2-xqO@!Xwz6YG_I+4Tpxn<sUDcpmn*Ht9<ppu~=TRQvMqS^W5YM1DUU
zd#L(3`MdPh=C6fz@_XYEmi1%tW3^O0`!N0F`xACh;#6wzs{Y~+wyuNn9*u`R=N){L
zUaS(;(^vY*zRb@9z)`=etji`Z68@{uSPOA=(swPFb;>>rRXgQtoKVeUzS=)lzfKyj
z3;jK^jt@Nh@ORt0=eXl4!+PcKzjAM?2IhgdS6R0v%~b5>d+K<y0sZaGm-kiHDLj3H
zY8i^3z3;03Z@zB?7=QYzUMh!Yeg5xQJ@|cM^>6rMPu$UUTm2f~F~MFqV^OzT_vW42
z#p7H)ik$V@+t(&u!O?a6IO^-A@3Ox%<6MT0{8^ujDE9P~--DsA=&@G{uFC&e_-uUk
z8VBuL#f|a=Ei8F)Z{j;*Z(rGW!Ljj6JSF(4e3Z{{GW}@0Ui-7+vOj7(&R1QpS)agx
zX7;_~@!L*DAXc7n7VV9`s+{%8?@KJPT4a4vz4998DBjh3R6KCE#_jeGBHmN{U0*+n
z-+vbRN1@KXq8B^(SM`<n(^Tr1#yQDR$63D%k_JBqsz0AAbuu3m2S2F8ML$c4KkJVl
z_q)+NshfEY-r1CKNb`^T%&7aL$km^|gMaURyP;RP+AGh!OZ`$lQj0r-Chnc~dQ6jV
zlpLXjRXgsxMP2*CcYpe<dU&Ne4~Pd<`?GoSVEqlpk718P9QY3Cz_mX1nd&!K2kYF$
z+gnbbMsfN1#;9KtFGdmevFE*|7ftU+T1SRg&t(l5D%gkD{4!MLtvfF=|K0Sl4Jqq`
zL;oysbv-+K<cu3UbaedjJBltbi7b9w>zehi`>82I&qL-h^I?%Xlvmi%d7%D|pRK>a
zi$*deII6zhBp3&%^V541^ML(S`>wph-CLg3(HoDtdhM}$bwA0Ymug>Guk=sPTje!Q
zdLIe(7~|=0mWM;-eovjw?&@;wTbggI7R*m5e(cZiN*Q;R@6FSnVcb|f_+C2fe-Vd|
zQin@N=Pm1?j$7idxMz)*&Nt1&@zk}1vv@9Ne4bk!ug&_(eoH3QUBCYXnm(GX=RTC<
zt^Q9OALGafv-gDhz9RK!`|MfkHOs?|DL+?s`b<6>H^Uv(507)K5!jz~JugMSTD5<w
z{Z+<6Gv)VuRQ@jf68D*A<4j+mYOnk~`t9~E<Hg_a)%-I)t3UJKOFz3_>-j2)e1-_#
zjD7d~>u@K1_$hksd(3CnEqK{IEW4+^dcISio43@N(am+pxVv~RPBzZkH|piyq_}ll
zOd|Lh^=@L#s~4D`Kla+IT{B*4a1zh`$Awcp?>USc)cLD?_WrFnDIclDQv?2f?^B}-
zD`)TZb=}2Sap`x&F}TC5IcE+Fa4_)bcSQDC*74|i&CXw2ZdlE8#h@SKL4D7`A83gO
zePHrT#CSrV**?={_u&RVRy6vn*q=qOa`?K=5gbKh4w!nU_m#=GbJ=<?>TnkPT(0V4
zed505`djVg;a%Qer~4}PzKR{rKh{jyuQcza=v96;KRVyYk9*y$|Lr36FG(KFzFF*%
zb3eY7|B%BsG(;kNwttAXWousq-#Qe<^toF6Yuqf5=w01TF76G>ep(e#pME{)y2PIP
zwGQ6jG#_}izmK+^BTg@pv*+*Q_u^d5E?ZypvF07?(?_Ah>$L*)J-BgCy-R*-m*G*@
z(eqF9Qa;O5?UiTUsT_U@o(e5Ibwjbr^7$<O*!R*5S8=e1sy^f2{rxq2&uQw9Rl+)7
z3cpHk_V3}L#}EE68gt0(PtZA(^Ss==&DJaTLo#K3vR`qYqR-|@7SH7gem9M7%R58*
zdD{HDi$2b{@uE)-QT5bK|Flnf-Zr?=NDdL`eCrLu@9AjWz5Z9R%krm><jZ)`SDi2K
zGS8_;DSr=N<$pC^_u*Tt71sGsc<N?<hF7ZdK=rTYKV!{6_n}wkH5y;vPt|`3krbYO
z>%Pl+cKt&ys5k7Ds@>i^@f3IV=dcb>@%Q3gJl$urc=WOEw{h>0;Wgiz@7-&EMcmE0
zI(q?rM6cyzySk4(R$oS{eW0&PloX+b)w*WKdDgF_F+D%nPku^W;Jypx{^Rm(#<$c<
zf3=U<d~fhv;1|iW@yOD;dVS>2Jp!ISvW~S5^w=w{`?o3%;x)f4OzmrAmdEJH7djfH
z`X%|-I!gfViEh2l-Zw_`Kgxdd_rqj7kIEa|+E)aIvMy1x9$9ya!#x@MccZ#Ly<7gh
z`MUc9eZ565(rTBzSB;_N);jNUkJVzfzs&pII7iuK_nanftP=L)(Z0_9{^n?ZX2+NN
zaQ42|j7t&B#&vkJ@@%~7x-0>-?$J8<{yLlQS$@+$SC6wYd>$wJ?x)_&WBQ%V3-xDS
zs669)<Mi6Oc+@pIE)MT-c|4Ag-E;Kb1j<tIxECYO@Mil8{#kT%AF6ppeR}CbmcQO}
zn9obepY_{Y#JjA6;os9_0Lr+)zKVW!=E43(A9=5ZCx7gq$f4PK#%?Rk=4*yeeVLu=
zbv#sm7C*W#vhUXWPuyqf`iT|m9sY7O){NZwljXa0K4tj5`fUAZpLoAvKOLQ)bw2ba
z_#(UMefUNBYS__nrjM*U`do3NK0SQs{m!WK=^@w?;q1C0F7x(Dh)b)M7)y`7axRbV
z<D>Ru$9O}LXLQsaJmxL@UbHu#UOSgpvwp%^u5#7^ls@CN1W$%$dgFGMn10UQo5*u(
zUvyl-?WNp<oIUGO^}PS6f0j?C*YQwZ^Jw^JBtwFa;=dF+<ou`caK57fI_>EX=2>2>
z)4HDqo-57#8Mk|{{kfXoAT;|I>vqunGUoKjCDe>h6w5+&y-t5ubqSm-&)yGCPUo<2
z&3!r6P)niNzPeg}{rN8Iz@0x|m0bI2^xq9(eX@VU_f|POUfKTM8^71?)%T{}Je}PV
zPE+KfXJ1~5T>DDDi+4)s7c_M^*kE?vk=E$`h2Pm!_hHWCCDu&fd-EFoJ~!L%>R0mY
z%@4a*e{ZV!lh7c|)|cY5UYVDw&%$rL50Azp&nz$1Pv8GyMH<ah<8S4cNDxHN`os@D
zL8<D|^;#WIe)t)40cYpYTr}@Bynaf(^hf)u=WR1@i@(ok)u^BHnSa$sed>DPJxA;4
za^Ascy3QoF;x2LTz;}M=P4v9i-+R3e_wK(x+&j|EeZTaP{*BJ->^$$y>u9^C?xO=L
zeyCuKXFu)r;@(6*q4?|l897w<ZRC5?**HtAnOx<ZoE?|CpBjK>eU-ZFd?-Bb$aOzQ
z@8syAy>{3`XZ`SJK1_cX3y|h$&3_|~t~bp_`-=Ti;<A46(|KO=EC%>v4^=zlP^Wit
z%?q52*8L_j%X_`c<KAk2&c==Bv2=Xs%V+V^^^QI9phQtU@~ctS?aT6tZIKygP_z%a
z{@7=sTEFt(LQlJo1QF-xyZpPWt~%{&V;A=l`o=nK&LOeKoB6UBJ$6d*Q~6Om@tC*6
zabnox5Qon!57Dy^L*06I$ue$Eznfh0?#1Q(P3!9Q*Z28uznu-U{F}bVngHuo*Lyb4
zoAteOJ-}&R$TP}5r1!<l?`rz2ey6YfiTjG&&q2;wr|cv5S@m<Q*M5&}mS>HNW~uX*
zJXn|7cl3$_&pL<irqONr%TV{BEHBV&y@T<<*SO$1I%@B5M&){cr7z5DT^~z~M!1$e
z-~G?ZiurJMJk}*~S)a(8`4(6{rgi^*toFaBncxD~<b$Hqf58rV>--OUrJe3-wzc27
z9u>dgW0fq0(&ttB=buGhd3o5n9=hw5JZ!%uKl11Pr0R^X`APiDZ+E?mU*ygDDss*t
z_GR)~iXPt5Ub_M?JYIwN<VhUrhDYB^XZ?EdnSai{eh)PUnjhyWe%e>|X9IV<I7$fU
zU_|EYpxd;$j$bd3_NCVkJKd+*&z2|_(89X+oT5IQFz;pqea5Wkq~Bz`t$kfIZsGZU
z>dv8Te7ELx>->*-*lAwPxbIiNyFA2LqVx$$-L9{oyZ$*jetXg8UN;E*BL*Edn$M04
z^H=?qcj+-s)VsvJrNdD<JoFxAKW;0&o<rT4MYrXh;dH(lPx-qjEyKNteRy&HMn0W)
zn@XR=<dHdV{{6Kqz(M-a@x`9|Klh_0o+pSOR+TS)mB%2VqxQ4+P14}r4}Vo!$0hDF
ztnzzt!!5Cj`2SY8_kv!$Ccw^ut$DmlUm3Qh-azx5F2#<2ztZ*fIm(~ff|J=bd1elx
zpIxuS{pie7!d`}@jw~V0SNh8RSpB%4Re98>Qy+Tk(xmEqoy?p2rQ-JTvw1guN&eXL
zUc-Bi>nrxIj!f_TdgZh06#SpT(-_?vcPv_KJv^?lV$et4bLza-5XD}_qx^855`cU~
zoU*g~@78?N#0Cwre9*HG^Bw@N;hKFIgW%yDO5UT<xc6_}Pe<eKW*>b>>@V!Ytk=c(
z&yHtbHUm~BzYKx;GCQZgO#LpwA}3GQC+F)Dj~%gxs+E(g-Bx~fA6{aOZ1<fcvDvr@
z?CxsT>k=z8=MU>w1G>J|dJB&F!8?ESDUH>Fyi<EI;JtM;5A2}=dm7t2AIWoxHMQ(}
z6ZWo<Os{^U_SHY?)6fI=huOHZenUxi7;7HN1Ht;_{ng$p0*^w4clhG9nVpTpzCyjD
ziOlX3qj9izb*Ae!Rs`;e+4*{QUDUT19sPH$_KJHp4t=Mu**^U4eWkv$$NB7d>`UB-
zsT*GNVIHXbU3kvdcgc4;&saU_WB1Qriyv{j*RlBF-%B}fn2)`F*ws7($rvU6m{)5(
zi-RAuMZTA4U)}E$FfI*ltay$5KFn_1Y#j2RP9&y1cXh1wyL^iLqfqV@oVQIf4yQ4^
zrr`6%`PY8*4$ok|;6quj{NBFn>*o31ThBpuvp>%{D4oM#Ij87jc5k}H<5XtvQ_L&q
zWAs)!Y7fE^JiUf)T^H(a$D!0oU%4+XMXuFnIP~4wIl0C;ig)*h-gvX~w-?{p>9{HH
z{FYcX?8EMRjKgEyJN&E2x$n>Bqw8fBXVx#9SK6N?)<~>Z*007_Kh<aa)^XVypWhc4
z#Tm6{9PrEffqg@xk^B;X`&j#@G*%7kb9TKF2kPRXhhnEZa;5AGTjvKjitl*Fr#H`v
z6ZL88LE|ZJK}%fLC;QY=<m%^etK9f0j`G!C6+83H+v)YQb3Vgx(dkj_mO|<4N8xY!
zpOL@IIPvpWE$dzQ-f?D~@cv3)-9F`T!O6y_*UsUvA3A*|r_Rhy^;`FS#XFj(e@m>9
z_};|*g814G`g?Z0ng{vy(!Kn9ajaeRW_)i~@iPCSXCCwO*KA!dA8J(MK&#@IhpqGJ
zto^w5VR9H;o!~+pJii}7z1*YJKEuiMiZ{zQ^QseweTaHH-M-A?>#^r)>v*VttvksB
zKkDRrOtxNKO|yOu?<hIH?{gIX(YW+0i?hUP!S`XeUU}bjcy8Zt_GinP$IRc+_*bbf
z%Y!<XSS#e-^ilX#`t46AFDBr9^SIO__lW7FV%qamNA9(pJA6kR?(3V>OP!|<@(Y5o
zp6Mg|@Y2~Q)+dyCa&#%g8;wJKv;L#;_O@qyd-LZ!{Sj*>djILg>9yOt-ch_IMm<)0
z9hW(jKfPkw^Os|99-KS$6`tr#za+1!7digB)5$o@-`RZF-)8+s{TNrJ84mXJk$aP?
zpM3zD;UA`tIb`ah?opJz>Yk0?z0S+{Q155q>9f{NK2X(n$88+@1jL<PH|$^3+ZXlb
z|DD}lfJr;*b?&N%XZ}$y-~E?(jD(+RkwaAvpXsr46#w4$a>b#a)UEof^VHv)KkJk4
zF!p^Q9#>Ah$J*;iZC$-7Mz7&cc9Zew$4Bw!-o(7t?A$y7N9~n&c22JTTlab9Z-bi&
zVl{B}XYPCHd&h}9mslh7e&_11-<|hLbP|WWN8M{(G3vRGeQ#fEH1dXuVZ|?c)+gs{
zc7D}+i@}$0yR)->B@uof2ELm{x8*K|b(|F~%cJO7hn%n6qZIBc{A_;A-`V{<oA2rP
zl<`jOih-`b$|nHW(N})1Uh7Z%RXsc2igPqS`|}*e>*)Nzcl(lE$2b<sJ(2Tu2{9;a
zR#&EfjC!7wdF#e2%VgFM+^yq-KNQ@C#wuZ*{Ve=Pp{w@mz1-E6#sTQnRO;$Yhx%Oo
zy*OL#$OG!|(DVB*oUg3k#xEMlF9A4@wbzl>{Wq?Y(?}-W<6P?F{?9%PKN9noZNVG$
z>&|x+*x0il8?_bhmS@-yPZh+6J~jSR$@=6yXNkui4iEY4K863|s9rkkSL&M0llx_F
zT(zrw$-`H+YN~xP?7c66yTtm$&vW2cY5Ql57po2)+Is9OnT@l=n#ZjFzEyOfm3-AQ
z&A<4uUfG}E6%Sr<N9PeZvvf8d>uvLU=xE|G>hRcpv~JGRA0<BgV{|Vajq8z))o_nE
zHp+46z30dhYYx;4ze@Z6WIgnI%vtJwF^a;zH0pO1``-1#`lMdB4>O)nt+RI?sh`7B
zyM~WO@?22tXTPV_JV)b7R<q+&VY2u|Po4C2>GZqFf7A^X^<`LopY}2dnMAU6nT<1j
zP4B}|5`aoRSsXE+W@qEz$Nn^$0RE$Xv-UP#^dYkE^4;mf`8jzB)4RXeeEZU!wyNKo
z1`%fSo%PGo%W(NFyu^z1_d-YKa~5YsfBm1IrM}l^GMB;VIMYYYS9lk_!7t<0$O}M~
z7rPr&^@Yz!cJ4U;`raDO;<>!m@!YIx)n55(m_5Y3L5frCS+~5uE`n20jhr~pYJb#&
z$s-HLJz{oV?DZbEd7Mi984mUGeK^~%8obUp*|_)WoA|ws#jf`rFbKQ5xz-7<`6Gvt
z2=^uWNuSX}@!M<Of_paQ=aFZ}9gW9$H-527oE|y*FnxtrJnU5te^$SBz7jvBv0BXj
z-da|F8h<B)-f>=H4amL8t=C?>oznL(C0}pwT*LR$=T_I%_TCS;|FT};wKC=_6ut7u
zuSTh>cU&}o-t$#{HJ<&9eV20wUh~!dHRBWN@tjw@=hk1^S-+3?!g$N4&iol4<{{rr
z-F}Nb^j6|9KdQWU&^q(%h0E+%ujHHAAEu8n<YrtGf9hj>(%1U_Zo=1fn&2Dv&3|7T
z+$>M*l+J!nRGh>4*cO3%66b3+Ud#v9E77YQ!9^+Sb~HWebNg9_*Q~q5fq3{q6Sw;J
zb(dHzS+A^L^;cYYsP<X?Egx3%P*L}bhuSB?Sapoo6U&FH>9`Nk=7n{<4FvUl#A?9L
z>0Dp6F8mGr?qcehT`%Md?M;xl&|W{a+v?A{$#BrK5C4oc6L`(5;fp=;(ec9XZ2C6m
zs~H$wUus5QmsmA_D>OTQ@Pn@2Uw_{N{;ITl-f97%f`fSzPshE<qWJNiLtou|P`UCA
z{y~DYE)zGKug2|59AA$weM<7+-V3GfY(M=>aA(K8cdWMJXZiQ$akSk>GR|3i?jcIm
zkMVT(D(smb@JG?v{en8Ke$Hm&nAMMdiRT?)Jf2(KZrOV1#c^@S*Xc7k>mVC9#bICD
z8h>m3npehipUCoF;yDuaKeyVh&GK{+=;v&nvvD<_t^LjRP4-{v&CXZuS(@j&@cf)E
ztJBr9S6>}I^3CT&tVr}Vn+N=ymiS6%$4hZCes+A9Sdq`lGpobt**~2=UGK4avTkR`
zi}?JW6#P{w-%YQYUzXQLJhx!p)_xRwJ0B7}H_t2{=_R<%-^qbhO1;cu)jPh<_gF26
z3w3@@p827Nf&)(-$d!_By+?#v-1F)An)u(NjdRrF=1+#W#A=b9Hx;MYSN^1jt><fR
z|0!qo_rCDojm9>lpR@k6euL>|^OpNi3S07J{aX8C=k(q29KcEP>As$nAN!IESI<pn
zP~@!p?A&2}JGhT<nrq2t=U+PSPbzbX=Ygn?e4);ZpVK=1)#c3JtLOO{+cKn&OTnr4
zCj*=958xR0-Nad*E)e_CS$VoVGC6rVyX^d>uk;Jv;brpPeLurFTK_J2x^c+958Yz*
ztmk6k9bUFh+`P!nWf!l?lf0^3^1wRC>QET!8ue40UY>Z)KFb3=?{lnMhnLCg{KyO=
zGkC7g>UQ4L*PCZEA2;Uh@=`f@svJK1j==cPU)C@F4UI-}C&>2wJL4@(%sDfEXY;J%
zG#9?xi~Fo|Si)&mx%M@iC%yChdDQJ%_R~?M&saU0bvO!iuzm0OY14>R!~CGn&ORHD
zrQkXLz2r5I$#~Q6JCpHd>#lVQK=$2_eTDtW;Q*Vh*UTTBS5emMbo`k19CG}zF%J6~
z=S{X=v3E&=<Mg9)H&3!WT^!~y`;)VKwLHs@I&7Y?YPerzearA%A8h<gQS!rVGk(FF
zUANizkmoGzt&e`yIHfLlaF`$2y$L(~Pot9eY}}<2hjAfJ<vacHQwk1L_3(OrHuiz#
zW6JvL-Pe``uZjOStd(~AOCG&`{GLQMe_evC*WP#zCzEIAS=KM~+z*#{9#O}G`k<<R
zj<!LY<mr%^$Futm<K^)8l5>xp#bf?4Kj0l6<KpyAPT#9O>eJ8zIJ5JI-$%Sn#-H^g
z@7`i(=N<U;vChM!-f9Pc(AmBVOwPt?lI5d7%cLJT)VFm#f#>LF$<yh3<;;(4oUrS~
zJ<4u${*wp)4%yZ^X5*7b=HJYlz_X9i$B*Kd)!W>!OPDOrzHC}6hda9u&-%5Q9V==2
zTEa0N>>DnNB~}gRD}K(NdEoReA7_8IoW3qG7dfkc4z=}i?>Y1*8)x!lopRo`kyc5D
z$GACv<m3n6OYtL*-gw~SN8QLXO5DaS8p)jiKbxoV&-!o|<PlSFnIEig@=+JYMdk4L
z!;exIcNE9jGhVZC@OSvV@+^Kfj@i7#|3|DDeH7~Q!=AjL*ej3R(NTMFX8r8C0eF(m
z=0iC3XPnVP)y~N|SE1Q_%ziKEsBt6zt(5b|jZcansl_e^i;Gj_S^lhN<_Ek>j&<$y
znZNTJmdCKiF9+Up=Dg4I+AB}`L4Ri};NKsa_3!qJZp(*;d^dfld;?*2Uh-Xx`H}WD
zo)_)jZ=ZXer)B<f?u<sx?v0~(&OX~`v-6JnmM9URg;m16S>;(CYX2&ppXa<PesA1#
zJtjcRU%rQPuW)W|J=0g_iSyq}PP|dP>|QvEH=9Qm$Bi?7*?Of;_F;JZmAZLEeNgq=
zi{FY*oxS;NjhDp%ABsKe4L;Lj2gQGhRiggbK|hNfywc2H?a$`<|9YJjcX~YHafaa0
zx5rku8|%5+89e+)=R1CT)7ksW&r%=bvv*#5;njW^z-*u9K3s81-3G4C1E-%IZ-?jP
zvwdM6XYb)I?pgN-@^pDD;WVq9ekyfd+4*}`UuWZRAI`?j)jvC*9G;VB`DOEqJgZ%}
zNUJ=Hm+jNUdmhDW@rQcL#~SAEXFS$B>1;fQm&vpBlj-Rb-xD(XET7Z9<3yIpV?F($
z-p5wC6r9}BScH)mafYAe&-u&zrOz&Ersup?|13|nSDtmI@=>1sdpMt1BQaj1aYyYx
zN<8P6<xie<ohEqc-}7>b>?F_X$-*p=S%`krzPNAAbMtrhk~ixCD%Dk%`CbL`Q0Irp
z_hz#^T|D-$t>f<S_mcDd&*5d?1@Wu>3M6wh+dt+|_xH+vj=X=wF~n?re8zJ;&P#CM
zomcNXasIEC*YSwCOgOjZy!*Yf^+CTJB6{|<t^1Svd5?=fE8jZ4**-U$*KU6C9I4Jv
zXIA{{I!*8#4DvJ{hA*akpLlT^Hheu7jYaxC8LK1fw)WTHW#V`F_t>~UW%a0j>wczq
zvwXHMvY)Y^vmd*7+4<_~-a20#uFKQOvvuJ7YX0FY_LXPf?XqapN&mCHE%6+Yb^qLI
zyO#Mk+Hd@h&T}-cW<;Wq+zD8Zcf#*XtjtnqYQLJ>KWFzh3+NQ#6p6g}&E5lSzh?6>
z>1rJ1mn0tZxArr!H)&LHdY)Iy*FJ3ip7YxDZ|tuwjlIu}*>&LZv+}T-rwZo%^mmEL
zxKERMpsam)p!<g?8)y7kw+5z)v-8(|_pbmie&C$oUNM?Z-PcAP2ko=IW&J`A&HC~#
z`>Y$re+#F%mVER3b*Z!W=jtC<8JEdC>N=S8zn%0S>xXkg!>0R2sc$LN;ebm#_+H9>
z-)paSTm8XXf~P?`>o*t%^B*N%)(`BJGG461?7gn8YXutQXY-x)BR$U5UYy1*KstsJ
zFT3w%=OumO=jHXBHECl{d^OAbvwRd!c^6mh9MAl9`cxjN#ht-yzRbTnumOhk2@ZX8
z5Ug*fKkMft>HKjC#;Qo~_0Iny^4|GLU$?HO>G#5u$7?pvY+j#L#uCpXv0m%^P3-G^
z@;U5fwX^-CptJhQdp2=LDS6UY`s{Figwwo-JiU)xqzw8on-1p`=PG@6c-eQ=*?WSE
zx3`=+_r~2DZ|nTizQVgaXZPXF{f_&LX7OhCx7m32S@&}vQg7p#==p9@aT5D<9wq)w
zeuDxxzD}<2)S2x|>R0hYHP89#_uQ=2#wv3D*?GzO<U105CJ?w#_Az+u9K{am?2xNn
z#^cvZNAs_^QJ;n$M&}RUnP1jd-fwC@2lLl)XFZT#FIAk(4|`~4uX^UO%CEvN@jMed
z&c%=QN`JF?l8xh8-zA<`ooiXQx#eptmUtewcbw~beGYfa?j6jJ1m<OG<}GwMkr?)v
za>(|RtPjjv?6UrDeXp7-a!03k$$#t5U+E*?{ps`UP-f@(EUx;Ix5|5Ydp`979Bjw=
z=)z=u!arO04j(z^ZWa%FrTD8n<A?oXMO+G9x%^MYY43B!=AYzO$JyAizWDtR@}`cw
z;$mU&yZt8(?YLxkCEwY7d3b!Xe2hM=uhgOLOOex8>df%0-o(+kujaS@KK;w`XMCY1
z5&B49m&6_z);avEsGVO)LZ6Ws9IWomTkVv0X|hlMD0Ol#cJ|17@v%RO&fcHiWxeV+
zEAPgY^~!rL=d1cF&-<UsT^yCq`hkN#c_1I9%<ECV(YWLby+vO{8>jeJJb|N+>`T3M
zI=tTdg!7m54r6(*n+>ov|6c#bF4l~*ai)*#!%Oj7y~qD-@)(C0^04zcLE%1;n7v*d
zk5kCTne&Ohav#d(1Gvz~(NB<?x_cvU{jSp+XD>VLiyMFX$lo((Uv~EHT&VUN$9c5=
z8h6l<`{C?*XWRzEo@UNI{26OV_$-0h@yKvT^|RyqF6(r5oarO?h$YsM)%C99J-bd6
zXDgrOnc+`=KaC9e9KD;@OUY0B>h@c*ot;Pc??tEkTI%M0F`5tO)u`Xz_O1_{Gu#j1
zd*i=)-Ol!PiQWny+l|&eYG0$4JgtAxSNrmy-zDHJPVsZ|MDZP;;X6N-&*D($%hz3K
zMV&l;P;sL!_F?MH_TdU+aI1dsVYE-&4+g{BsL!2G!+6F)>w$+Fw?;g=FVV-(SfQvh
zTaTl8HHjL*Ebg#hsdwwWcsMR~m-w)~RQv1tgdKgQ&so0c9d2))TkXhW7$;Vb*?SY~
zy*Dm-LNh<LqfgZ@)+aaq^pU=@FHhH71E2HY>gtU?`*R)kwca>;+tGJd{}O9Nex3u5
z->Pl@bb2Rm5nd}v|K389-dTNheaps~^~&F;f=~CESPReali}H{W`7#Z1N+(j;J>+m
z3?MRtq8B^vliY_F(HF0VxOv1lHx42=ZCoTS?Ck!F|5m!W{#Y|`ePDgE57TGP*{%5>
z?Z0)sy}G|!$H(=RKJxdt>2vS8+nU#_{kNX8ug>4Cza`epbiKNHKpmU+5rDSR*aq-p
z(*G*;yFRgA`992gP4h0}fgN<)D35z@jk}aO#v`BOL48n->dqnh$afcbhXd}r@6-Hz
zBde2oUq#(|%<}$-HDi7bN&l^1v3GhW?;V$3e^+mB9M09=conzQKN^2HP7V0@VJUe$
z*4}P>SK@r_U9aG2eOvP%_D|{~Pe)m|PM^vnwfJQ)To<qf-}yT^edPWCul*v-UxhLr
z>{Fw4U1fY+9?VzX<G43F`_cM)?HOliuiq_-CA8adHROBDpj$ORdYp7TlqbH*xese!
zxfiK@El3`E?Zj<2b~gUcm`lNp=N#GwFOxs#EA=hLu8G`h*EsGg;GQ>%O5Jt64+2#G
zLBCP+X1+!r0{bq%Kg{{s;0YXhrDAqG8{0xq|0oLUb<}UvestdipFVQVurH&xG_2-S
z1$B=GrB3Lm|5@ubn?I~8&7b-D8LMWtPH=n2+2sRHN+Y#+YCyeDjUFkZ2%(Q`9>_-P
z#U9!~Ch_Sb-~E?jZ}CciY#tS}%aYmm8wwgd*R$~iSLtXR{ORlHK8znY??$KB>&b=A
z?)OWqiE?lHDE#dFTG8hJ9FAM^9gWEObM<{E&Ck@&y-D}so3Us7hQ}Yri&5U&N7G8j
zdlb;vXXEVdGkkC2J0kPggsEbOm(7O?u+zir`9s~djwHWXzXUc{M{e>D3&w@@3g72_
zyX{tAtPw}?viY3VF?&y7y^fBT=9A@L^<{jVf3+(HtWSQP15e(H^H<@ikNe_iU8D1F
z6kqMNZ&e@l>F!}E@*jn=KUtjO&A1eHm}L0FfP)U)Gogd-_3!tL`i<6|*}Fb0v1X?C
z;VfT=m-$^q&-}egJ}!^heO~Xw)SJx{w-050F8^8iY`l7|#$4ptxTDeBID_NzppX21
z(?@5W4sZBA+!>ELl-fMhQ1~TQ!RWp-8*g}AO1`u4sE_*t>$exL*RG^_Ir1|um(s(8
z+&DY=QtHy*GkpmDO*p&ne}lNhBlGyIWLzIKK6Z{`&whg)a?TmnD?IktDODWh)&6Qc
z=g$(8na%nQhD*oQ<gpaF_B9P}@KV2v7`)5=JG(EkKDjqBkF(*=)^q0nYCXR{{OUZi
z_}P8f`E$PT_g}kzE*TE-J>=AV^=#99*c3n?S+DRJ-n*|?zL%O|NyXXtD8Q&a{@Fh4
zaM^c1V?|<L2G`PJZ}k^fus>Zq&7136wyu^~E2FRQncwQw{^{~)Enh34K7Nihn$1~t
z&YrKV&mXZ?wiMc(cd=i+xBuB4S3=GDQMbTdj-@^*2`Z1AbB6n2wF@jBQ|3F`>W3hq
zqxK2hu$px+y&uPL$kk!guh@@{7w0njFz0QSb?vL<*&Dz5XMr-k#Lvvpb04O^$a`sT
zoxOO@E{o&zORR`|mw;cT{!fQD+pk$apW$;2`_pr)T<gXm_be9CZFz5)__03uJ`8^k
z(sIo6&2_cVW0Dv%$C`Tu{LyrFoMz|yN30d`doa|S<uMy?@A1p>bn)1qoIaIDYO#v}
z>&JqbJm@3${iWE|z8OEp6M7r`Z`O}6Tm7jI3T{dxwRmi>(NFuE)zAHb`~FhmQ?K)P
z^2bHxQsU*7Vi7Apn$J@FZqOBG_|MU}8X)txdh&(}Fu%9;S@d;Y6h6ak^d^pk-Hqiw
zKMKhE9sAX&e^d7$K(Bu@-=hSAnz+=*@4eIK+3_-AE-U8u^)8!Wk{JC`GxlNb!_41i
zo`|E<_s&CS=j0N;vZMAmlK=Gl4UmqdX?-RS-fK8t;d{@WH14rwZ$_Vek3G9?7mxX=
z1HpRzD1EQ%y6|a#u~Xnd-sPRaa32_5cS{sxXkmK^<2jpmjg!PD4s}+)<bgi253^p=
ze8~q|;*duYwo#|?8jp>F*yvx}kIvhTCvq46qtwUyD}9|^r!LMuqqrXm^Pl^~Eb`WR
zXZ`V`znVXN<X*_{OQd}*K;SFxS^U=cybp}#>&9~wXRE!dpFZ+kjrp6MR}OD$o}>P(
zyHP*vsT;nVMz`fA!*rZY9?VyMzp3`q*t;at_|Eaga=wd?rop{r)Ngd0u!m|qw{Or#
z_TeSe)9_-)x^eLprPogV_Ts5~7VoV5ZJby$cY3}v{U~<q!_HpE0lPYH3Xa-kJUE#h
z`cZrQpzKpMZxjh7E;KQ(>d`nj+Bkv5W4aVQePte7yaJ<o<sV18j+E~av*XSF)O)|2
ztvt;y9wRevxj)d?$JXDZ;5quuwCfR^F5_GM{mZm&gU7x!>R;#YV7@L+#WQ)<`D65M
zUg5{@Z_#IGU*V-L@`F~p&WBOIQF~1Te>dK0-|*2$4iUKg=o@utaK0n5Ua?m@#}l{W
zhqE+t?4ibNZ!!7uo;Qj=I!<++%+~4rjGXoPv*@|M)32NPk8!E$;$QhUd6?~MHa>@y
MFXQay*Z+wB52lEpF#rGn

literal 0
HcmV?d00001

diff --git a/bob/bio/face/test/test_extractors.py b/bob/bio/face/test/test_extractors.py
new file mode 100644
index 00000000..e1dfc076
--- /dev/null
+++ b/bob/bio/face/test/test_extractors.py
@@ -0,0 +1,210 @@
+#!/usr/bin/env python
+# vim: set fileencoding=utf-8 :
+# @author: Manuel Guenther <Manuel.Guenther@idiap.ch>
+# @date: Thu May 24 10:41:42 CEST 2012
+#
+# Copyright (C) 2011-2012 Idiap Research Institute, Martigny, Switzerland
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, version 3 of the License.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <http://www.gnu.org/licenses/>.
+
+import bob.bio.base
+import bob.bio.face
+
+import unittest
+import os
+import numpy
+import math
+from nose.plugins.skip import SkipTest
+
+import bob.io.base.test_utils
+from bob.bio.base.test import utils
+
+import pkg_resources
+
+regenerate_refs = False
+
+def _compare(data, reference, write_function = bob.bio.base.save, read_function = bob.bio.base.load):
+  # write reference?
+  if regenerate_refs:
+    write_function(data, reference)
+
+  # compare reference
+  reference = read_function(reference)
+  assert numpy.allclose(data, reference, atol=1e-5)
+
+def _data():
+  return bob.bio.base.load(pkg_resources.resource_filename('bob.bio.face.test', 'data/cropped.hdf5'))
+
+
+def test_dct_blocks():
+  # read input
+  data = _data()
+  dct = bob.bio.base.load_resource('dct-blocks', 'extractor')
+  assert isinstance(dct, bob.bio.face.extractor.DCTBlocks)
+  assert isinstance(dct, bob.bio.base.extractor.Extractor)
+  assert not dct.requires_training
+
+  # generate smaller extractor, using mixed tuple and int input for the block size and overlap
+  dct = bob.bio.face.extractor.DCTBlocks(8, (0,0), 15)
+
+  # extract features
+  feature = dct(data)
+  assert feature.ndim == 2
+  # feature dimension is one lower than the block size, since blocks are normalized by default
+  assert feature.shape == (80, 14)
+  reference = pkg_resources.resource_filename('bob.bio.face.test', 'data/dct_blocks.hdf5')
+  _compare(feature, reference, dct.write_feature, dct.read_feature)
+
+
+def test_graphs():
+  data = _data()
+  graph = bob.bio.base.load_resource('grid-graph', 'extractor')
+  assert isinstance(graph, bob.bio.face.extractor.GridGraph)
+  assert isinstance(graph, bob.bio.base.extractor.Extractor)
+  assert not graph.requires_training
+
+  # generate smaller extractor, using mixed tuple and int input for the node distance and first location
+  graph = bob.bio.face.extractor.GridGraph(node_distance = 24, image_resolution = data.shape)
+
+  # extract features
+  feature = graph(data)
+
+  reference = pkg_resources.resource_filename('bob.bio.face.test', 'data/graph_regular.hdf5')
+  # write reference?
+  if regenerate_refs:
+    graph.write_feature(feature, reference)
+
+  # compare reference
+  reference = graph.read_feature(reference)
+  assert len(reference) == len(feature)
+  assert all(isinstance(f, bob.ip.gabor.Jet) for f in feature)
+  assert all(numpy.allclose(r.jet, f.jet) for r,f in zip(reference, feature))
+
+
+  # get reference face graph extractor
+  cropper = bob.bio.base.load_resource('face-crop-eyes', 'preprocessor')
+  eyes = cropper.cropped_positions
+  # generate aligned graph extractor
+  graph = bob.bio.face.extractor.GridGraph(
+    # setup of the aligned grid
+    eyes = eyes,
+    nodes_between_eyes = 4,
+    nodes_along_eyes = 2,
+    nodes_above_eyes = 2,
+    nodes_below_eyes = 7
+  )
+
+  nodes = graph.graph.nodes
+  assert len(nodes) == 100
+  assert numpy.allclose(nodes[22], eyes['reye'])
+  assert numpy.allclose(nodes[27], eyes['leye'])
+
+  assert nodes[0] < eyes['reye']
+  assert nodes[-1] > eyes['leye']
+
+
+def test_lgbphs():
+  data = _data()
+  lgbphs = bob.bio.base.load_resource('lgbphs', 'extractor')
+  assert isinstance(lgbphs, bob.bio.face.extractor.LGBPHS)
+  assert isinstance(lgbphs, bob.bio.base.extractor.Extractor)
+  assert not lgbphs.requires_training
+
+  # in this test, we use a smaller setup of the LGBPHS features
+  lgbphs = bob.bio.face.extractor.LGBPHS(
+      block_size = 8,
+      block_overlap = 0,
+      gabor_directions = 4,
+      gabor_scales = 2,
+      gabor_sigma = math.sqrt(2.) * math.pi,
+      sparse_histogram = True
+  )
+
+  # extract feature
+  feature = lgbphs(data)
+  assert feature.ndim == 2
+
+  reference = pkg_resources.resource_filename('bob.bio.face.test', 'data/lgbphs_sparse.hdf5')
+  _compare(feature, reference, lgbphs.write_feature, lgbphs.read_feature)
+
+  # generate new non-sparse extractor including Gabor phases
+  lgbphs = bob.bio.face.extractor.LGBPHS(
+      block_size = 8,
+      block_overlap = 0,
+      gabor_directions = 4,
+      gabor_scales = 2,
+      gabor_sigma = math.sqrt(2.) * math.pi,
+      use_gabor_phases = True
+  )
+  feature = lgbphs(data)
+  assert feature.ndim == 1
+
+  reference = pkg_resources.resource_filename('bob.bio.face.test', 'data/lgbphs_with_phase.hdf5')
+  _compare(feature, reference, lgbphs.write_feature, lgbphs.read_feature)
+
+
+def test_eigenface():
+  temp_file = bob.io.base.test_utils.temporary_filename()
+  data = _data()
+  eigen1 = bob.bio.base.load_resource('eigenface', 'extractor')
+  assert isinstance(eigen1, bob.bio.face.extractor.Eigenface)
+  assert isinstance(eigen1, bob.bio.base.extractor.Extractor)
+  assert eigen1.requires_training
+
+  # create extractor with a smaller number of kept eigenfaces
+  train_data = utils.random_training_set(data.shape, 400, 0., 255.)
+  eigen2 = bob.bio.face.extractor.Eigenface(subspace_dimension = 5)
+  reference = pkg_resources.resource_filename('bob.bio.face.test', 'data/eigenface_extractor.hdf5')
+  try:
+    # train the projector
+    eigen2.train(train_data, temp_file)
+
+    assert os.path.exists(temp_file)
+
+    if regenerate_refs: shutil.copy(temp_file, reference_file)
+
+    # check projection matrix
+    eigen1.load(reference)
+    eigen2.load(temp_file)
+
+    assert eigen1.machine.shape == eigen2.machine.shape
+    for i in range(5):
+      assert numpy.abs(eigen1.machine.weights[:,i] - eigen2.machine.weights[:,i] < 1e-5).all() or numpy.abs(eigen1.machine.weights[:,i] + eigen2.machine.weights[:,i] < 1e-5).all()
+
+  finally:
+    if os.path.exists(temp_file): os.remove(temp_file)
+
+  # now, we can execute the extractor and check that the feature is still identical
+  feature = eigen1(data)
+  assert feature.ndim == 1
+  reference = pkg_resources.resource_filename('bob.bio.face.test', 'data/eigenface_feature.hdf5')
+  _compare(feature, reference, eigen1.write_feature, eigen1.read_feature)
+
+
+"""
+  def test05_sift_key_points(self):
+    # check if VLSIFT is available
+    import bob.ip.base
+    if not hasattr(bob.ip.base, "VLSIFT"):
+      raise SkipTest("VLSIFT is not part of bob.ip.base; maybe SIFT headers aren't installed in your system?")
+
+    # we need the preprocessor tool to actually read the data
+    preprocessor = facereclib.preprocessing.Keypoints()
+    data = preprocessor.read_data(self.input_dir('key_points.hdf5'))
+    # now, we extract features from it
+    extractor = self.config('sift')
+    feature = self.execute(extractor, data, 'sift.hdf5', epsilon=1e-4)
+    self.assertEqual(len(feature.shape), 1)
+
+
+"""
diff --git a/setup.py b/setup.py
index ada220b0..6ec602bb 100644
--- a/setup.py
+++ b/setup.py
@@ -120,6 +120,10 @@ setup(
       ],
 
       'bob.bio.extractor': [
+        'dct-blocks        = bob.bio.face.config.extractor.dct_blocks:extractor', # DCT blocks
+        'grid-graph        = bob.bio.face.config.extractor.grid_graph:extractor', # Grid graph
+        'lgbphs            = bob.bio.face.config.extractor.lgbphs:extractor', # LGBPHS
+        'eigenface         = bob.bio.face.config.extractor.eigenface:extractor', # Eigenface
       ],
 
       'bob.bio.algorithm': [
-- 
GitLab