diff --git a/dev/.buildinfo b/dev/.buildinfo index c1c928c22..ec08b0ced 100644 --- a/dev/.buildinfo +++ b/dev/.buildinfo @@ -1,4 +1,4 @@ # Sphinx build info version 1 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. -config: 7b1c5c2ed764786850c39b03e1a32d96 +config: 6510663d1723231992ef825375bdb39e tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/dev/_modules/hnn_core/hnn_io.html b/dev/_modules/hnn_core/hnn_io.html index 5ae892cc1..9344f67a6 100644 --- a/dev/_modules/hnn_core/hnn_io.html +++ b/dev/_modules/hnn_core/hnn_io.html @@ -144,6 +144,7 @@

Source code for hnn_core.hnn_io

 
 import os
 from h5io import write_hdf5, read_hdf5
+from collections import OrderedDict
 
 from .cell import Cell, Section
 from .cell_response import CellResponse
@@ -151,6 +152,7 @@ 
Source code for hnn_core.hnn_io
 
 
 def _cell_response_to_dict(net, write_output):
+    """Returns a dict of cell response data."""
     # Write cell_response as dict
     if (not net.cell_response) or (not write_output):
         return None
@@ -159,6 +161,7 @@ 
Source code for hnn_core.hnn_io
 
 
 def _rec_array_to_dict(value, write_output):
+    """Returns a dict of rec_array data."""
     rec_array_copy = value.copy()
     if not write_output:
         rec_array_copy._reset()
@@ -166,32 +169,28 @@ 
Source code for hnn_core.hnn_io
     return rec_array_copy_dict
 
 
-def _connectivity_to_list_of_dicts(connectivity):
-
-    def _conn_to_dict(conn):
-        conn_data = {
-            'target_type': conn['target_type'],
-            'target_gids': list(conn['target_gids']),
-            'num_targets': conn['num_targets'],
-            'src_type': conn['src_type'],
-            'src_gids': list(conn['src_gids']),
-            'num_srcs': conn['num_srcs'],
-            'gid_pairs': {str(key): val
-                          for key, val in conn['gid_pairs'].items()},
-            'loc': conn['loc'],
-            'receptor': conn['receptor'],
-            'nc_dict': conn['nc_dict'],
-            'allow_autapses': int(conn['allow_autapses']),
-            'probability': conn['probability'],
-        }
-        return conn_data
-
-    conns_data = [_conn_to_dict(conn) for conn in connectivity]
-
-    return conns_data
+def _conn_to_dict(conn):
+    """Converts a Connectivity object parameters to a dict format."""
+    conn_data = {
+        'target_type': conn['target_type'],
+        'target_gids': list(conn['target_gids']),
+        'num_targets': conn['num_targets'],
+        'src_type': conn['src_type'],
+        'src_gids': list(conn['src_gids']),
+        'num_srcs': conn['num_srcs'],
+        'gid_pairs': {str(key): val
+                      for key, val in conn['gid_pairs'].items()},
+        'loc': conn['loc'],
+        'receptor': conn['receptor'],
+        'nc_dict': conn['nc_dict'],
+        'allow_autapses': int(conn['allow_autapses']),
+        'probability': conn['probability'],
+    }
+    return conn_data
 
 
 def _external_drive_to_dict(drive, write_output):
+    """Returns dict of drive data from a Drive object."""
     drive_data = dict()
     for key in drive.keys():
         # Cannot store sets with hdf5
@@ -205,6 +204,7 @@ 
Source code for hnn_core.hnn_io
 
 
 def _str_to_node(node_string):
+    """Returns tuple of node values from a comma-separated string format."""
     node_tuple = node_string.split(',')
     node_tuple[1] = int(node_tuple[1])
     node = (node_tuple[0], node_tuple[1])
@@ -212,6 +212,7 @@ 
Source code for hnn_core.hnn_io
 
 
 def _read_cell_types(cell_types_data):
+    """Returns a dict of Cell objects from hdf5 encoded data"""
     cell_types = dict()
     for cell_name in cell_types_data:
         cell_data = cell_types_data[cell_name]
@@ -255,6 +256,7 @@ 
Source code for hnn_core.hnn_io
 
 
 def _read_cell_response(cell_response_data, read_output):
+    """Returns CellResponse from hdf5 encoded data"""
     if (not cell_response_data) or (not read_output):
         return None
     cell_response = CellResponse(spike_times=cell_response_data['spike_times'],
@@ -273,10 +275,24 @@ 
Source code for hnn_core.hnn_io
     return cell_response
 
 
+def _set_from_cell_specific(drive_data):
+    """Returns number of drive cells based on cell_specific bool
+
+    The n_drive_cells keyword for add_poisson_drive and add_bursty_drive
+    methods accept either an int or string (n_cells). If the bool keyword
+    cell_specific = True, n_drive_cells must be 'n_cells'.
+    """
+    if drive_data['cell_specific']:
+        return 'n_cells'
+    return drive_data['n_drive_cells']
+
+
 def _read_external_drive(net, drive_data, read_output, read_drives):
+    """Adds drives encoded in hdf5 data to a Network"""
     if not read_drives:
         return None
-    if drive_data['type'] == 'evoked':
+
+    if (drive_data['type'] == 'evoked') or (drive_data['type'] == 'gaussian'):
         # Skipped n_drive_cells here
         net.add_evoked_drive(name=drive_data['name'],
                              mu=drive_data['dynamics']['mu'],
@@ -297,7 +313,8 @@ 
Source code for hnn_core.hnn_io
                               rate_constant=(drive_data['dynamics']
                                                        ['rate_constant']),
                               location=drive_data['location'],
-                              n_drive_cells=drive_data['n_drive_cells'],
+                              n_drive_cells=(
+                                  _set_from_cell_specific(drive_data)),
                               cell_specific=drive_data['cell_specific'],
                               weights_ampa=drive_data['weights_ampa'],
                               weights_nmda=drive_data['weights_nmda'],
@@ -312,10 +329,10 @@ 
Source code for hnn_core.hnn_io
                              tstop=drive_data['dynamics']['tstop'],
                              burst_rate=drive_data['dynamics']['burst_rate'],
                              burst_std=drive_data['dynamics']['burst_std'],
-                             num_spikes=drive_data['dynamics']['num_spikes'],
+                             numspikes=drive_data['dynamics']['numspikes'],
                              spike_isi=drive_data['dynamics']['spike_isi'],
                              location=drive_data['location'],
-                             n_drive_cells=drive_data['n_drive_cells'],
+                             n_drive_cells=_set_from_cell_specific(drive_data),
                              cell_specific=drive_data['cell_specific'],
                              weights_ampa=drive_data['weights_ampa'],
                              weights_nmda=drive_data['weights_nmda'],
@@ -330,10 +347,11 @@ 
Source code for hnn_core.hnn_io
 
 
 def _read_connectivity(net, conns_data):
+    """Adds connections to a Network from hdf5 encoded connectivity"""
     # Overwrite drive connections
     net.connectivity = list()
 
-    for i, conn_data in enumerate(conns_data):
+    for conn_data in conns_data:
         src_gids = [int(s) for s in conn_data['gid_pairs'].keys()]
         target_gids_nested = [target_gid for target_gid
                               in conn_data['gid_pairs'].values()]
@@ -350,6 +368,7 @@ 
Source code for hnn_core.hnn_io
 
 
 def _read_rec_arrays(net, rec_arrays_data, read_output):
+    """Adds rec arrays to Network from hdf5 data."""
     for key in rec_arrays_data:
         rec_array = rec_arrays_data[key]
         net.add_electrode_array(name=key,
@@ -384,6 +403,7 @@ 
Source code for hnn_core.hnn_io
 
     net_data = {
         'object_type': 'Network',
+        'legacy_mode': net._legacy_mode,
         'N_pyr_x': net._N_pyr_x,
         'N_pyr_y': net._N_pyr_y,
         'celsius': net._params['celsius'],
@@ -400,7 +420,7 @@ 
Source code for hnn_core.hnn_io
                             for drive, params in net.external_drives.items()
                             },
         'external_biases': net.external_biases,
-        'connectivity': _connectivity_to_list_of_dicts(net.connectivity),
+        'connectivity': [_conn_to_dict(conn) for conn in net.connectivity],
         'rec_arrays': {ra_name: _rec_array_to_dict(ex_array, write_output)
                        for ra_name, ex_array in net.rec_arrays.items()
                        },
@@ -412,6 +432,38 @@ 
Source code for hnn_core.hnn_io
     write_hdf5(fname, net_data, overwrite=overwrite)
 
 
+def _order_drives(gid_ranges, external_drives):
+    """Returns an ordered dict of external drives by ascending gid ranges
+
+    Drive data from hdf5 are ordered alphabetically by name. This function
+    reorders the external drives by ascending gid ranges.
+
+    Parameters
+    ----------
+    gid_ranges : dict (keys: names) of range
+        Dictionary with connection or drive names as keys and ranges as values.
+    external_drives: dict (keys: drive names) of dict (keys: parameters)
+        Dictionary with drive name as keys and instances of _NetworkDrive as
+        values.
+
+    Returns
+    -------
+    OrderedDict : dict (keys: drive names) of dict (keys: parameters)
+        Ordered dict with drives by ascending gid ranges
+    """
+    ordered_drives = OrderedDict()
+    min_gid_to_drive = {min(gid_range): name
+                        for (name, gid_range) in gid_ranges.items()
+                        if name in external_drives.keys()
+                        }
+    min_gid_sorted = sorted(list(min_gid_to_drive.keys()))
+    for min_gid in min_gid_sorted:
+        drive_name = min_gid_to_drive[min_gid]
+        ordered_drives[drive_name] = external_drives[drive_name]
+
+    return ordered_drives
+
+
 
[docs]@fill_doc
 def read_network(fname, read_output=True, read_drives=True):
     """Read network from a file.
@@ -437,6 +489,7 @@ 
Source code for hnn_core.hnn_io
         raise ValueError('The object should be of type Network. '
                          'The file contains object of '
                          'type %s' % (net_data['object_type'],))
+
     params = dict()
     params['celsius'] = net_data['celsius']
     params['threshold'] = net_data['threshold']
@@ -444,7 +497,10 @@ 
Source code for hnn_core.hnn_io
     mesh_shape = (net_data['N_pyr_x'], net_data['N_pyr_y'])
 
     # Instantiating network
-    net = Network(params, mesh_shape=mesh_shape)
+    net = Network(params,
+                  mesh_shape=mesh_shape,
+                  legacy_mode=net_data['legacy_mode']
+                  )
 
     # Setting attributes
     # Set cell types
@@ -462,8 +518,10 @@ 
Source code for hnn_core.hnn_io
     net.cell_response = _read_cell_response(net_data['cell_response'],
                                             read_output)
     # Set external drives
-    for key in net_data['external_drives'].keys():
-        _read_external_drive(net, net_data['external_drives'][key],
+    external_drive_data = _order_drives(net.gid_ranges,
+                                        net_data['external_drives'])
+    for key in external_drive_data.keys():
+        _read_external_drive(net, external_drive_data[key],
                              read_output, read_drives)
     # Set external biases
     net.external_biases = net_data['external_biases']
diff --git a/dev/_modules/hnn_core/params.html b/dev/_modules/hnn_core/params.html
index a39c62d23..5d051e18f 100644
--- a/dev/_modules/hnn_core/params.html
+++ b/dev/_modules/hnn_core/params.html
@@ -794,13 +794,7 @@ 
Source code for hnn_core.params
     return d1
 
 
-def _convert_to_path(value):
-    if isinstance(value, str):
-        value = Path(value)
-    return value
-
-
-def convert_to_hdf5(params_fname, out_fname,
+def convert_to_hdf5(params_fname, out_fname, include_drives=True,
                     overwrite=True, write_output=False):
     """Converts json or param format to hdf5
 
@@ -810,6 +804,8 @@ 
Source code for hnn_core.params
         Path to file
     out_fname: str
         Path to output
+    include_drives: bool, default=True
+        Include drives from params file
     overwrite: bool, default=True
         Overwrite file
     write_output: bool, default=False
@@ -819,18 +815,26 @@ 
Source code for hnn_core.params
     None
     """
     from .network import Network
-
+    # Validate inputs
     _validate_type(params_fname, (str, Path), 'params_fname')
     _validate_type(out_fname, (str, Path), 'out_fname')
+    # Convert to Path
+    params_fname = Path(params_fname)
+    out_fname = Path(out_fname)
+    params_suffix = params_fname.suffix.lower().split('.')[-1]
 
-    params_fname = _convert_to_path(params_fname)
-    out_fname = _convert_to_path(out_fname)
+    # Add suffix if not supplied
     if out_fname.suffix != '.hdf5':
         out_fname = out_fname.with_suffix('.hdf5')
 
-    params = read_params(params_fname)
-    net = Network(params)
-    net.write(out_fname, overwrite, write_output)
+    net = Network(params=read_params(params_fname),
+                  add_drives_from_params=include_drives,
+                  legacy_mode=True if params_suffix == 'param' else False,
+                  )
+    net.write(fname=out_fname,
+              overwrite=overwrite,
+              write_output=write_output,
+              )
     return
 
 
diff --git a/dev/generated/hnn_core.extracellular.ExtracellularArray.html b/dev/generated/hnn_core.extracellular.ExtracellularArray.html
index 9c8e5bbbc..262a55fa1 100644
--- a/dev/generated/hnn_core.extracellular.ExtracellularArray.html
+++ b/dev/generated/hnn_core.extracellular.ExtracellularArray.html
@@ -305,7 +305,7 @@ 
hnn_core.extracellular.ExtracellularArrayListedColormap may also be
+instance of ListedColormap may also be
 provided.

 
 
voltage_offsetfloat | None (optional)
Amount to offset traces by on the voltage-axis. Useful for plotting
diff --git a/dev/generated/hnn_core.viz.plot_laminar_lfp.html b/dev/generated/hnn_core.viz.plot_laminar_lfp.html
index 751bb13c8..26208b288 100644
--- a/dev/generated/hnn_core.viz.plot_laminar_lfp.html
+++ b/dev/generated/hnn_core.viz.plot_laminar_lfp.html
@@ -173,7 +173,7 @@ 
hnn_core.viz.plot_laminar_lfpListedColormap may also be provided.

+ListedColormap may also be provided.

 

 
voltage_offsetfloat | None (optional)
Amount to offset traces by on the voltage-axis. Useful for plotting
 laminar arrays.

diff --git a/dev/gui/basic_gui_usage.html b/dev/gui/basic_gui_usage.html
index b8245ad15..d7dddf6c2 100644
--- a/dev/gui/basic_gui_usage.html
+++ b/dev/gui/basic_gui_usage.html
@@ -198,7 +198,7 @@ 
Basic GUI usageBasic GUI usageBasic GUI usageBasic GUI usage
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r9uzZmDlzpvpruVzOsEdERAZB1wcxXrx4MZydnfH+++/jzp07cHd3R5cuXdS/hwMDAxEcHIyzZ88+cWDi/v37w8zMDK1atYKFhQW++uordO3a9anXXLp0KaZOnYqXX34ZJSUl6NWrF7777jsAwKeffoqioiIsXLgQANCuXTtMmTIFI0eORGxsLCwsLDB27FhERESoz/f333+jVq1aSE5O1tKnUpZOBL3k5GT1Lc8//vgDAwcOxAcffIDevXuXeZT6Itzd3REfH19mXWZmJlxdXQEALi4uMDExKXf3LjMzs9xdvn+TSqWQSqVaqZGIiIgqz8TEBB9//DE+/vjjCvf59920/5JIJFi2bBmWLVtWbpuvr+8TbwLZ2Njgl19+wS+//FJu28KFC9Uh77HFixdj8eLF6q+f1I+gKunEo1tbW1tkZ2cDAA4cOIA+ffoAAKysrLT2zlurVq1w5swZ9cubAHD48GG0bt0aAGBhYYEmTZrgyJEj6u1JSUlITk5W70NERESkT3Tijl7//v0xduxYNGvWDNevX0e/fv0AAOfOnUNAQEClz3P//n3cunULN27cAACcP38epqamCAwMRO/evVGjRg2MHj0a8+bNQ1RUFDZt2oS9e/eqj580aRKmTp2K5s2bw9/fH9OnT0fHjh3Z45aIiIj0kk4EvVWrVmHFihVISUlBeHi4upv07du3MWnSpEqfZ9euXRg1apT66xYtWgAAjhw5gi5dumDPnj0YP348mjdvDnd3d3z//ffqoVUAYPTo0UhPT8fEiRORk5OD7t274+eff9ZOI4mIiEhnrFu3TuwSqoVEeN5eCFp07NgxtGvXrsyghQBQUlKCyMhIdOrUSaTKNCeXyyGTyVBQUAArKyuxy9EbkrBnj2X0mK6/HExEpG+KioqQmJgIf39/WFhYiF0OPfK070tl84ZOvKPXtWtX3L9/v9z6Bw8ePLP3CxHpCYmk8gsREWmFTgQ9QRCeODp1cnIy7OzsRKiIiIiISP+J+o6en58fJBIJJBIJWrRoAVNTU/U2pVKJ9PR0DBkyRMQKiYiIiPSXqEHvk08+gSAIGDduHKZNm1bm7p1UKkWtWrX06v08IiIiIl0iatAbM2YMAKB27dpo164dBx4mIiIi0iKdGF6lc+fOKCkpwZUrV5CRkQGVSlVmu7ZmxyAiIqLKq86+UeKPAVL1kpOTERYWhsOHDyMjIwO+vr6YMmUKJkyYUGXX1Imgd+TIEQwfPhx3794tt00ikUCpVIpQFREREVEplUoFlUpVbig4TcTHx8PU1BRr1qyBn58fTp06hbfffhvW1tYYMWKEFqv9fzrR6/bdd99Fv379cPfuXfUH+XhhyCMiIqInUSqVmDNnDmrWrAlbW1t06dIFFy5cQFxcHExNTZGamlpm/5deegmTJ08GALz11lsYOnQo3nvvPdjb28Pd3R0rVqxQ75ucnAyJRIJt27ahVatWsLS0xLlz55Cfn4+xY8fC0dERNjY2eO2115Ceng4A+PvvvyGTyXDt2jX1eV599VX07t0bANC7d2+sXr0aISEh8Pf3x9ChQzF8+HDs2LGjyj4jnQh6t27dwocffggPDw+xSyEiIiI9ERYWhr///hubNm1CXFwc2rdvjx49eiAgIACBgYHYtm2bet+cnByEh4cjNDRUvW7Xrl2Qy+WIiorC559/jvfffx9Hjx4tc405c+Zg/vz5uHLlCmrXro3p06cjIiICO3fuxLFjx3Dnzh0MHz4cANC3b18MHToUI0aMgFKpxIYNG3DkyBGsXr26wjbcu3cPTk5O2v1g/kUnHt327dsXp0+f1mheWyIiIjJehYWFWLJkCaKjo9GwYUMAwIIFC7B161bs2rULoaGh2Lx5s/oO3o4dO+Dm5ob27durz2Fvb48VK1bAzMwMQUFBOHbsGFatWoUuXbqo95k1axZ69uwJAHj48CHWrl2LnTt3qkcFWbduHerVq4fLly+jQYMG+Prrr9G4cWNMmzYNGzduxPLly1GzZs0ntiEqKgq7d+/GkSNHquIjAqAjQa9NmzZ4//33cfr0aTRs2LBc79vRo0eLVBkRERHpops3b0Iul6NNmzZl1svlciQmJmLIkCGYP38+UlJS4O3tjS1btmDw4MFlJmgIDg4u885dq1atys1x36xZM/X/JyYmoqSkpMw1g4KC4ODggGvXrqFBgwawtbXFzz//jB49eqBv374YOXLkE+tPSEjAK6+8grCwMLRr1+6FPoun0Ymgt3LlSlhaWmL37t3YvXt3mW0SiYRBj4iIiMrIy8sDABw9ehQODg5ltjk5OcHJyQkNGjTA1q1bMWrUKBw8eBBhYWFl9nvSrFz/JZPJ1P8vVLJr8MmTJ2FqaoqUlBQUFxfD3Ny8zPbExESEhIRg9OjRmDVrVqXO+bx0IuglJSWJXQLpEUlY5fv7C/OMoL8+EZERqlevHszNzZGamooWLVo8cZ8hQ4Zg8+bNsLe3h7e3N1q2bFlme2xsLJRKpXpmrpiYGNStW7fCawYEBMDMzAynT59G3759AZT2pM3JyUFQUBAAIC4uDl988QX++usvTJkyBWFhYViwYIH6HLdu3UK3bt0wYMAALFy48IU+g8rQiaBHREREpAk7OztMmjQJEyZMQHFxMYKDg5GWloa//voLQ4cORYMGDRAaGoo5c+agoKCgTCeMx3JycjB16lRMnjwZx48fx+bNm7F///4Kr2lra4vRo0dj2rRpsLW1hbW1NSZOnIgePXqgfv36KC4uxsiRIzFhwgT06dMH69evR9euXfHqq6+iRYsWuHPnDrp27YomTZrg448/RlpaGgDA3Ny8yjpk6ETQe9bYMRs2bKimSoiIiEhfLF68GM7Oznj//fdx584duLu7o0uXLnB2dgYABAYGIjg4GGfPnsXGjRvLHd+/f3+YmZmhVatWsLCwwFdffYWuXbs+9ZpLly7F1KlT8fLLL6OkpAS9evXCd999BwD49NNPUVRUpL5T165dO0yZMgUjR45EbGwswsPDkZiYiMTEROzatUt9zs6dO5fr7astEqGyD5yr0KhRo8p8rVAocPHiRSQnJ2PgwIFYu3atSJVpTi6XQyaToaCgAFZWVmKXozc0eRyrCT661SGaDLEv/o8lIqNSVFSExMRE+Pv7w8LCQuxyqsVbb72FkpKSJwZAXfG070tl84ZO3NGrKMjNnj270i8+EhEREVFZOjFgckVGjRqFH374QewyiIiIiPSSTtzRq8jBgwfLdGsmIiIi0oZ169aJXUK10Img17FjxzJj2QiCgLS0NCQmJuKbb74RsTIiIiIi/aUTQa979+5lvjYxMYGrqys6duyIBg0aiFQVERGRceF78bpFG98PnQh68+bNE7sEIiIio/V46tGCggJYWlqKXA09plAoAKDMNG2a0omgB5ROZfLrr7/i2rVrAEpHvB46dChsbGxEroyIiMiwmZiYwMnJCenp6QBKp/2qzPRgVHVUKhUyMjJgbW0NE5Pn7zurE0EvJiYGffv2hZWVlXoak+3bt2POnDnYu3cvmjdvLnKFREREhs3NzQ0A1GGPxGdqagofH58XCt06MWBy27Zt0bhxY3z33Xfq+eaUSiUmTJiAS5cuITIyUuQKK48DJj8fDphsBDhgMpFeUKlU6keGJB6JRAKpVFphyNOrAZPj4uKwbt06dcgDSlPse++9h6ZNm4pXGBERkZExMTExmtkxjIFODJjs5uaGuLi4cutjY2Ph6uoqQkVERERE+k8n7uhNnjwZY8eOxfnz59G6dWsAwOnTp/Htt9/i008/Fbc4IiIiIj2lE0Hvgw8+QI0aNbBy5Ur8+OOPAIC6deti9erVCA0NFbk6IqoQe+UREek0UR/d3rlzBx988AFyc3Px5ptv4tSpU7h//z7u37+P/fv348yZM0hNTRWzRCIiIiK9JWrQ++qrryCXy2FnZ1dum52dHYqKivDll1+KUBkRERGR/hM16O3fvx/Dhw+vcPuwYcOwd+9erV7z008/hUQiKbMMGDBAvT0hIQFdu3aFlZUVfH19sWbNGq1en4iIiKi6iPqO3j///IMaNWpUuN3d3R0pKSlav26rVq2wc+dO9dePp3tRKBTo168fmjZtipiYGERFRWH8+PGoVasWQkJCtF4HERERUVUSNeg5OTnh1q1bqFmz5hO3JyQkwNHRUevXlUql8PDwKLd+7969SElJQWxsLGxtbdGwYUNERERg5cqVDHpERESkd0R9dNuzZ8+nvoP35ZdfomfPnlq/7vnz5+Hh4YE6derg3XffRXZ2NgAgOjoaLVu2hK2trXrfkJAQREVFVXguhUIBuVxeZiEiItInEknlF9Ivoga9Tz/9FJGRkWjXrh22bduGCxcu4MKFC9i6dSvat2+Pc+fOYd68eVq9Zps2bbBhwwaEh4dj6dKliIiIwCuvvAJBEJCRkaGe6+8xV1dXZGZmVni+BQsWQCaTqRdnZ2et1ktERET0vER9dFurVi2cOHEC7777brnx8rp27YoTJ07A19dXq9fs3bu3+v8bNWqE+vXrIzAwEGfPnsXzTPs7e/ZszJw5U/21XC5n2CMiIiKdIPqAyXXr1sXBgweRlZWFmzdvAgACAgKqLSwFBATAwcEBSUlJcHd3R3x8fJntmZmZT52GTSqVQiqVVnWZRERERBoTPeg95uzsLMqdsFu3biEnJwe+vr6wsLDA0qVLkZeXBxsbGwDA4cOH1dOyEREREekTnQl61eXDDz9E//79UbNmTSQlJeGDDz5A27Zt0bx5c5SUlKBGjRoYPXo05s2bh6ioKGzatEnrY/kRERERVQejC3r//PMPXn/9dWRlZcHLywu9evXC/PnzYWJiAnNzc+zZswfjx49H8+bN4e7uju+//55DqxBVN0269j3Hu7VERMZCIjxPDwSqkFwuh0wmQ0FBAaysrMQuR29Iwqqmz74wj3+8q5QujLXAH2FET8S/noatsnlD1OFViIiIiKjqMOgRERERGSije0ePqk9VPY4lIiKiyuEdPSIiIiIDxaBHREREZKAY9IiIiIgMFIMeERERkYFi0CMiIiIyUAx6RERERAaKw6sQERFRleBshuJj0CMiItITujCtGekXProlIiIiMlAMekREREQGikGPiIiIyEAx6BEREREZKHbGIKKy+LY3EZHB4B09IiIiIgPFoEdERERkoBj0iIiIiAwUgx4RERGRgWJnDCIiIhIdp0urGryjR0RERGSgeEePiIhIRBzRiKoSgx4R6Tc+7yEyOvxrX3kMekRERFrGu3SkK/iOHhEREZGBYtAjIiIiMlB8dEsGTRJW+ecnwjwjf5GDiIgMDu/oERERERkoBj0iIiIiA8VHt0RERGSwjH0oFt7Rq8CiRYvg5eUFmUyG/v37Iy0tTeySiIiIiDTCoPcEa9euxfz587Fq1SpERkYiNzcXoaGhYpdF9PwkksovRPRE/GtE+oiPbp9g5cqVmDp1KgYOHAgAWLNmDQICAnDu3Dk0bdpU3OJEpkkvViIiIn1iiI95GfT+o6ioCOfPn8fixYvV6/z9/eHr64uoqKhyQU+hUKCkpET9dUFBAQBALpdXS73VTiF2AVVH775nMpnYFegfTX6KP/q7TOKryj/q/DbT8xL7x8nj31nCMxIng95/ZGVlQaVSwc3Nrcx6V1dXZGRklNt/wYIFCAsLK7fe2dm5ymqkqiFbwOBE/8IgbRT4babqUJV/zgoLCyF7ygUY9P7jWcn4v2bPno2ZM2eqv87Pz4erqyvu3bv31A/eEMnlcjg7OyMrKwtWVlZil1PtjLn9xtx2gO035vYbc9sB426/2G0XBAGFhYVwcHB46n4Mev/h4uICExOTcnfvMjMzy93lAwCpVAqpVFpuvUwmM7o/9I9ZWVkZbdsB426/MbcdYPuNuf3G3HbAuNsvZtsrc0OJvW7/w8LCAk2aNMGRI0fU65KSkpCcnIzWrVuLWBkRERGRZnhH7wkmTZqEqVOnonnz5vD398f06dPRsWNHo+9xS0RERPqFQe8JRo8ejfT0dEycOBE5OTno3r07fv7550oda2Zmhnnz5sHMzPg+WmNuO2Dc7TfmtgNsvzG335jbDhh3+/Wl7RJB094HRERERKQX+I4eERERkYFi0CMiIiIyUAx6RERERAaKQY+IiIjIQDHoadmiRYvg5eUFmUyG/v37Iy0tTeyStG7hwoUIDg6GjY0NPD09MWrUKGRmZpbZJyEhAV27doWVlRV8fX2xZs0akaqtWgMGDIBEIsHBgwfV64yh7bGxsQgJCYFMJoOjoyMGDx6s3mbI7c/JycGYMWPg4eEBGxsbtGvXDseOHVNvN6S2b9++HSEhIbC3t4dEIikzpzdQubbq88/Dp7X/3LlzGDx4MLy8vGBtbY1mzZph27Zt5c6hr+1/1vf+sTNnzkAqlaJDhw7ltulr24Fnt7+kpATz5s2Dj48PLCwsUKdOHYSHh5fZR5faz6CnRWvXrsX8+fOxatUqREZGIjc3F6GhoWKXpXUnTpzAjBkzcObMGezcuRNXrlwp006FQoF+/frBxcUFMTExmDNnDsaPH49Dhw6JWLX2rV27Vj2p9GPG0ParV6+iW7du6NChA2JiYhAZGYkhQ4YAMPz2z5gxAzExMdixYwfOnz+PVq1a4aWXXkJ2drbBtb2goADdunXDrFmzym2rTFv1/efh09ofFxeHmjVrYvPmzbh48SJGjRqFIUOG4OjRo+p99Ln9T2v7Y3K5HCNHjkSXLl3KbdPntgPPbv/48ePx559/YvXq1bh27RpWr14NT09P9Xada79AWtOsWTPh448/Vn998+ZNAYAQFxcnXlHVIDIyUgAg5OTkCIIgCDt37hQsLCyE3Nxc9T7Dhw8XXnnlFZEq1L7k5GTB29tbSElJEQAI4eHhgiAYR9sHDhwovPXWW0/cZujtr1+/vvDNN9+ov87NzRUACKdOnTLYth85ckQAICgUCvW6yrTVUH4ePqn9T9KzZ09h+vTp6q8Nof1Pa/vkyZOFGTNmCPPmzRPat29fZpshtF0Qntz+CxcuCGZmZsKNGzcqPE7X2s87elpSVFSE8+fPo1u3bup1/v7+8PX1RVRUlIiVVb179+7B0tIS1tbWAIDo6Gi0bNkStra26n1CQkIM5nNQqVQYOXIkwsLCULNmzTLbDL3tSqUS+/btg5+fH7p06QJ3d3f06NEDFy5cAGD47W/bti127tyJe/fuQalUYs2aNfDy8kLDhg0Nvu3/9qy2GuPPw3v37sHJyQmA4bf/0KFDCA8Px4IFC8ptM/S279mzBwEBAdiyZQu8vb1Rt25dhIWFQalUAtDN9uv2cM56JCsrCyqVCm5ubmXWu7q6IiMjQ6Sqql5RURE+++wzjBw5Uj06eEZGxhM/h/++x6evvvnmG9jY2GDUqFHlthl62zMzM1FQUIDFixdjyZIlaNmyJVatWoWQkBDcuHHD4Nu/cuVKjBgxAq6urjA1NYWLiwv27dsHGxsbg2/7vz2rrcb28/CPP/7A1atX1e/pGXL7Hzx4gLFjx2LTpk2wtLQst92Q2w4AycnJSEpKwoEDB7Bt2zbcvXsX48ePh1Qqxccff6yT7WfQ0xLBCCcYUSqVGDZsGABgyZIl6vWG/FlcvXoVS5cuxZkzZ5643ZDbDpTezQSAQYMGYfz48QCAH3/8Ebt378auXbsMvv3Lly/H9evXER4eDmdnZ2zYsAH9+/dHXFycwbf9357VVmP6LCIjIzFq1CisXr0afn5+AAy7/VOmTEFoaCjatGnzxO2G3Hag9GdgcXEx1q1bh1q1agEAbt26hRUrVuDjjz/WyfYz6GmJi4sLTExMyiX2zMzMcsneEKhUKrz11luIj49HREQEbGxs1Nvc3d0RHx9fZv/MzEy4urpWd5laFxUVhbS0NPj4+JRZ36tXLwwZMgR+fn4G23ag9M+5qakp6tatq14nlUrh7++PlJQUg/7ey+VyzJ07FwcPHkSnTp0AAM2aNcOePXvwv//9z6Db/l/Paqux/DyMiYlB3759sXjxYrz55pvq9Ybc/oiICNy+fVv9j3uVSgVBEGBmZobLly/D19fXYNsOlP7Zt7CwUIc8AKhbty5u374NQDe/93xHT0ssLCzQpEkTHDlyRL0uKSkJycnJaN26tYiVaZ8gCBg7dixOnz6N8PBw9Xspj7Vq1QpnzpxBXl6eet3hw4cN4nMYMGAALly4gHPnzqkXoPSu1pdffmnQbQcAc3NzNGvWDDdu3FCvKykpQXJyMnx8fAy6/QqFAgqFAqampmXWm5iYQKVSGXTb/+tZbTWGn4dxcXHo1asXPvnkE/Xd7ccMuf0HDhwo8/PvnXfeQbNmzXDu3Dn4+fkZdNsBoE2bNigqKlIHOwC4ceMGvL29Aejo916ULiAG6pdffhFsbGyE7du3C+fOnRO6du0qdOzYUeyytG7cuHGCi4uLEBUVJaSmpqqXkpISQRAEoaioSAgICBBef/114dKlS8Ivv/wiSKVS4eDBgyJXXjXwr163xtD23377TbC0tBQ2btwoXLt2TXj33XcFd3d34cGDBwbf/vbt2wutWrUSTp8+LVy/fl2YPXu2YG5uLly5csXg2p6VlSXExcUJP//8swBAOHPmjBAXFyc8fPiwUm3V95+HT2v/xYsXBWdnZ2HixIllfgY+HnlAEPS7/U9r+389qdetPrddEJ7efoVCIdSrV0/o3bu3cOnSJSE8PFzw8vISvvzyS/XxutZ+Bj0tW7hwoeDh4SFYWloKL730kpCamip2SVoH4IlLUlKSep/4+Hihc+fOgoWFheDj4yOsXr1avIKr2L+DniAYR9uXLVsmeHt7CzY2NkKXLl2EixcvqrcZcvtv374tDBkyRHBzcxOsra2FFi1aCHv27FFvN6S2r1279ol/z48cOSIIQuXaqs8/D5/W/nnz5j1x28iRI8ucQ1/b/6zv/b89KegJgv62XRCe3f7ExEShV69egpWVlVCrVi0hLCxMfaPjMV1qv0QQdPDNQSIiIiJ6YXxHj4iIiMhAMegRERERGSgGPSIiIiIDxaBHREREZKAY9IiIiIgMFIMeERERkYFi0CMiIiIyUAx6RERERAaKQY+IiIjIQDHoERERERkoBj0iIiIiA8WgR0RERGSgGPSIiIiIDBSDHhEREZGBYtAjIiIiMlAMekREREQGikGPiLRq7NixkEgkmDFjhtiliGbdunVYs2ZNlZx76dKlaNy4MQRBUK+TSCT45JNPKjzmzJkzGDduHIKCgiCTyeDj44OhQ4ciKSmpSmqsyNGjRyGRSHDw4MFn7vPfxcHBocx+f/75Jzw8PJCXl1fFVRPpNwY9ItIauVyOrVu3AgB+++03lJSUiFyROKoq6OXk5GDhwoWYO3cuJBJJpY/7/fffcfnyZUyZMgV79+7FokWLEBsbixYtWiAlJUXrdWrDihUrcOrUKfXy33A4YMAAeHh4YPHixSJVSKQfGPSISGv+/PNP5Obmom/fvsjIyMC+fftEqUOpVBpkyPzll18glUrx6quvanTczJkzcfLkSUycOBGdO3fGm2++iX379iE7Oxs///yzxnWsW7dOo6D5POrVq4c2bdqolxYtWpTZLpFIMG7cOKxatQqFhYVVWguRPmPQIyKtWb9+PRwdHbFu3TpYWVlhw4YNT9xv06ZNCAoKgqWlJRo1aoRdu3ahS5cu6NKlS5n9YmNj0bFjR1haWsLb2xsLFy7EvHnzyoUMiUSC2bNnY9GiRfDz84O5uTkuXrwIAIiIiEBISAhsbW1hbW2NXr164dKlS2WOVyqV+OSTT+Dp6QmZTIZu3bohPj4eEokEn376qXq/GzduYPjw4fDz84OVlRX8/f0xYcIEZGdnq/fp0qULIiIicPLkSfVjx3+3KykpCUOHDoWrqyssLCzQtGlT/Pnnn5X6fFevXo3Q0FCYmppWav/HXF1dy62rVasWXF1dcefOHY3OpUsGDx6MnJwcbN++XexSiHQWgx4RacXdu3dx8OBBhIaGwtXVFQMGDMCuXbvKhCAACA8Px9ChQxEUFIQ//vgD77//PqZNm4aEhIQy+927dw8hISG4f/8+NmzYgJUrV2L//v1Yt27dE6+/bt067NmzB0uWLMGePXvg5eWFPXv2ICQkBDY2Nti4cSP+97//4eHDh+jYsWOZR5bz5s3DwoULMWLECOzcuRO9evVC//79n9jGmjVrYtmyZdi/fz/mzp2LQ4cOoW/fvup9vvvuOzRr1gyNGzdWP3b87rvvAAApKSlo3bo1zp8/j2+++Qa7du1CcHAwXnvtNezateupn++tW7cQHx+Pjh07PnW/yrp69SoyMjJQr149rZxP24YOHQpTU1M4OzvjzTffxK1bt8rt4+Lignr16ol255hILwhERFqwaNEiAYAQGRkpCIIg7Nu3TwAgfP/992X2a9u2rdCgQQNBpVKp1509e1YAIHTu3Fm97qOPPhKkUqmQkpKiXldQUCC4ubkJ//3RBUDw9PQUCgoKyqwPCAgQunXrVmbdgwcPBGdnZ2Hq1KmCIAjC/fv3BWtra2HChAll9lu6dKkAQJg3b16FbVYoFMLx48cFAEJsbKx6fefOnYX27duX23/06NGCi4uLcO/evTLru3fvLjRp0qTC6wiCIPz+++8CACEhIaHcNgDC7Nmzn3r8f+vu1KmT4OrqKty/f/+Z+5eUlAgKhUK9/PLLLwKAMusUCkWZ7+mTHDlyRAAghIeHV7hPbGys8N577wm7du0Sjh49KnzzzTeCq6ur4OXlJaSnp5fbf9iwYULt2rWf3WgiI8U7ekSkFRs2bEDt2rXRtm1bAED37t3h5eVV5vGtUqnEmTNn8Nprr5V5/BocHAw/P78y5zt9+jTatm2LmjVrqtdZWVmhX79+T7x+7969YWVlpf76+vXruHnzJoYOHYqSkhL1IpPJ0LZtWxw7dgwAcPHiReTn5+P1118vc75BgwaVu0ZxcTEWLlyIoKAgWFlZQSqVqu+wXbt27Zmf0b59+9C3b1/Y29uXqalXr144f/48cnNzKzz27t27AJ78GFZTkyZNQmRkJDZu3AhHR8dn7h8SEgKpVKpexowZAwBl1kmlUkRERLxwbc2aNcOSJUvw8ssvo3Pnzpg2bRr27duH9PR0rFixotz+rq6u6s+GiMozE7sAItJ/MTExuHLlCmbOnImcnBz1+oEDB2LVqlVISEhAnTp1cO/ePSgUCri5uZU7h7u7e5mvU1NT0bBhw2fu95inp2eZrzMyMgAAY8aMUQeTf/Px8VFfB0C5mp50nY8++ggrV67E3Llz0a5dO9ja2uL27dsYOHBgpToEZGRkYMOGDRW+u5iVlQU7O7snbnt8fgsLi2de52k++ugj/PTTT1i/fj169uxZqWN+/PFHPHz4UP317t27ERYWhpiYmDL71a1b94Vqq0hwcDDq1KlT7npAafhnZwyiijHoEdELW79+PQDgyy+/xJdffllu+4YNGzB//ny4uLhAKpWqQ9i/paenq8MXUBrcKtrvSf7bQcPZ2RkA8MUXX6B79+7l9jc3N1dfBygNYQ0aNHjqdX7//XeMGDGizJh1mozj5uzsjI4dO2LmzJlP3O7l5fXUYwEgOzu7zJ1LTSxYsACLFi3CihUrMHz48Eof998A97gzy397wlYlQRCe2NP3/v376s+GiMpj0COiF1JcXIzff/8drVu3xqJFi8ptnz59On799Vd8/vnnMDU1RYsWLfDHH3/g008/Vf/iPnv2LJKSksoEvTZt2mDJkiW4ffu2+vGtXC7Hnj17KlVX3bp14evri8uXL2PWrFkV7teoUSNYW1tj69at6Nq1q3r94/EA/62goABSqbTMurVr15bbz8LCoswdsMd69+6NU6dOoUGDBhqHtaCgIABAYmLiUwNhRVasWIFPPvkECxYswOTJkzU+XkxnzpxBQkICBg8eXG5bUlJSld1JJDIEDHpE9EJ2796NrKwsLF26tNzwKAAwfvx4TJgwAUePHkXXrl0RFhaGnj174tVXX8W4ceNw7949fPrpp/Dw8ICJyf+/Njxjxgx8//336NWrF+bNmwcLCwt8/fXXsLCwqNQYbhKJBN9++y1eeeUVFBcXY/DgwXBxcUF6ejoiIyPh4+ODGTNmwNHREdOmTcPChQtha2uL7t27IzY2Fr/88gsAlKmpd+/eWL9+PRo1aoTAwEBs374dkZGR5a5dv359fPfdd9i8eTMCAgJga2uLunXr4rPPPkOrVq3QqVMnTJo0Cb6+vsjOzsalS5eQmJj41EGWW7VqBQsLC0RHR6NDhw7ltsfHx2Pbtm3l1oeEhGD//v2YNm0aevfujW7duuH06dPq7XZ2dqhfv/4zP09tOn78eJlH/ABgZmaGAQMGYOjQofDz80NwcDAcHBwQFxeHL774AjVq1CgXUAVBQExMDCZMmFCN1RPpGbF7gxCRfuvfv79ga2sr5OfnP3F7Tk6OYGVlJYwcOVK97rfffhPq1KkjmJubC/Xr1xe2b98uNG3aVBgwYECZY8+ePSu0b99esLCwELy8vITPPvtMmDJliuDg4FBmPzyl12lkZKTQr18/wcHBQbCwsBBq1aolhIaGqnsHC0Jpr9KPP/5YcHd3FywtLYXOnTsLJ0+eFAAIy5YtU++XmZkphIaGCg4ODoKDg4Pw5ptvCtHR0QIAYe3ater9UlNThT59+gg2NjblehOnpKQIY8aMEby8vASpVCp4eHgI3bt3F3799ddnfdTC4MGDhS5dupRbD6DCJSYmRhg5cmSF2/9dW2WtXbu2XM/nynjc6/ZJi7W1tSAIgrBw4UKhUaNGgp2dnWBmZibUrFlTePvtt4W7d++WO9+JEycEAMLFixc1roXIWEgE4V8TJhIRieD27dsIDAzE7NmzMWfOnAr3UyqVCA4OhouLCw4dOlSlNW3duhWDBw/GsWPHtDZ23Ys6evQounXrhuTk5DKPuY3VhAkTcOnSJRw/flzsUoh0FoMeEVUruVyOGTNmoHv37nBxcUFiYiK++uorpKen4/Lly2V6z86ZMweBgYGoVasWsrKysHr1auzbtw9///03+vTpo7WaoqKisGfPHrRu3RqWlpY4e/YsFi1ahLp16yIyMrLKp/vSRM+ePVGnTh2sWrVK7FJElZaWBn9/f+zbtw+dOnUSuxwincV39IioWpmamiItLQ2TJk1CVlYWrK2t0bFjR2zdurXcECkSiQSfffYZ7t69C4lEgsaNG2PHjh1aDXkAYGNjg2PHjuHbb79Fbm4u3NzcMHjwYHzxxRc6FfKA0k4VO3bsqLAXqrFITk7G0qVLGfKInoF39IiIiIgMlNHNjJGTk4MxY8bAw8MDNjY2aNeunXqEfABISEhA165dYWVlBV9f36f2giMiIiLSZUYX9GbMmIGYmBjs2LED58+fR6tWrfDSSy8hOzsbCoUC/fr1g4uLC2JiYjBnzhyMHz++yl/6JiIiIqoKRvfotkGDBnj77bcxbdo0AMDDhw9hZ2eHU6dOISMjA4MHD0ZmZiZsbW0BACNGjEBubi527NghXtFEREREz8HoOmO0bdsWO3fuxLBhw+Do6Ig1a9bAy8sLDRs2xKJFi9CyZUt1yANKBxt92qj6CoUCJSUl6q9VKhXy8vJga2tr1C9KExERUdURBAGFhYVwcHAoM7D7fxld0Fu5ciVGjBgBV1dXmJqawsXFBfv27YONjQ0yMjLKTWzu6uqKzMzMCs+3YMEChIWFVXXZREREROVkZWXBycmpwu1GF/SWL1+O69evIzw8HM7OztiwYQP69++PuLg4PM9T7NmzZ5eZoLygoAAuLi7Iysp67onHiYiIiJ5GLpfD2dkZlpaWT93PqIKeXC7H3LlzcfDgQfXYS82aNcOePXvwv//9D+7u7oiPjy9zTGZmJlxdXSs8p1QqLTfJOQBYWVkx6BEREVGVetZrYkbV61ahUEChUMDU1LTMehMTE6hUKrRq1QpnzpxBXl6eetvhw4fRunXr6i6ViIiI6IUZ1R09Ozs7tG/fHjNmzMCKFSvg7OyMdevWISkpCT179kRAQABq1KiB0aNHY968eYiKisKmTZuwd+9esUsnIiIi0phRBT0A2Lx5M95//330798f+fn5qFevHv7880/Uq1cPALBnzx6MHz8ezZs3h7u7O77//nuEhIRotQZBEFBcXKzVc1LFpFLpU3skERERGSqjG0evqsnlcshkMhQUFDzxHT2FQoGkpCQolUoRqjNeTk5OcHNz45A3RERkEJ6VNx4zujt6YhIEAampqTA1NYW3tzfvMlUDQRBQUFCA9PR0AIC7u7vIFREREVUfBr1qpFQqkZ+fj5o1a7JHbjV63PU8PT0drq6uDNhERGQ0+BuvGj1+XPuk4VioaslkMgClj86JiIiMBYOeCPieWPXjZ05ERMaIQY+IiIjIQDHokUZKSkogkUhw9OjRSu0fHR2Nxo0bQyqV4q233tJKDV26dMEnn3yilXMREREZMgY9qlKzZs1CkyZNkJSUhOXLl2v9/JoGTyIiImPCoEdVKjExEd26dUPNmjVhb28vdjlERERGhUGPnurBgwd47bXXYGVlhTp16uDAgQNltsfGxqJLly6wsrKCr68v5s2bh5KSEgClHSD++ecfjB49GhKJBOvWrUN8fDz69u0LFxcXODg4oG/fvkhKSlKfb926dahZs2aZa3z66afo0KHDE+sLDAwEAHTt2hUSiURrj4eJiKj65ReV4NKdB4hJvo9Ldx4gp4CzSL0ojqNHTzVt2jRcvnwZhw8fBgBMmTJFvS0rKws9evTAzJkzsXr1aty+fRtvv/02ZDIZZs6cidTUVAQHB2PmzJkIDQ2Fvb09Ll++jEGDBuHrr79GSUkJPvnkEwwZMgRRUVHPVd/p06fh6emJP/74A+3ateP4hEREeiSnoBjHr9/D8RtZiE7MQnJWfrl9ajhaobWfM0Jb1EQrPyeOoqAhBj2R+c7aU+3XTF7Ur1L75ebmYuPGjfjrr7/Qtm1bAMDnn3+OPn36AAC+/fZbdO3aFR9++CGA0rtrYWFhmDt3LmbOnAkPDw+YmJjA3t4eHh4eAIAWLVqgRYsW6mv88MMP8PT0xK1bt+Dj46NxW1xcXACUTnH2+BpERKTb4m5lY/mhGzhxPRMlqv+fidXMVIKajjLYWEiRX1SCuzkFuJMtx/bs29geext+Ltb4sHdd9G7gwcBXSQx6VKHExESUlJSgVatW6nX//v+LFy9i165dsLGxUa9TKpVQKBRQqVRPnIHiwYMH+Pjjj3HgwAGkp6dDpVIBAFJSUp4r6BERkf64l1eEWdsv4uCV0mkpTSRAcC1HdAh0QcdAZzTxdoS52f//7ihRqnD5bi52X0jFH7G3kXQvHxM2xqJzHVcsC20KR2tzsZqiNxj0RFbZu2tiEITSf2VV9K+mvLw8DBkyBHPnzi23raJpxt577z2cPn0ay5Ytg5+fH0pKStCkSRP1jBUmJibq6z7G2SyIiPTf3ktpmPXHBTyQK2BhZoLhbX0xrqMf3OwsKzzGzNQETbwd0MTbAR/0qosNp5Kx7OB1RCRkotey49g4piXqeNhVYyv0D4MeVSggIABmZmaIjo5Gr169AAAxMTHq7U2aNMHBgwfVHSIq4/Tp0xg7diz69SsNuMePHy+z3dXVFVlZWVAoFOqp4i5evFjh+UxNTWFiYqKeXo6IiHRLiVKFsN1X8eupZABAC18nLB/SFDUcNHun2tzMBGM7+qNXAw+8szEWl+8+wKAfTmPDmJZo6u1YBZUbBva6pQrZ2dnhzTffxPTp0xEVFYXTp09jzpw56u3vvvsubt68ibfffhvnz5/HtWvXsGXLFsyfP7/CcwYEBGDbtm24cuUKTpw4gQ8++KDM9pYtW8LExASfffYZbty4gRUrVuDYsWMVnk8ikcDb2xuHDx9GRkYG8vLyXrzhRESkFQ/kCgz9JRq/nkqGmYkEH/UNwpZxbTQOef/m7STDtnfaon2gC3ILFRj+SwxupD/UYtWGhUGPnmrZsmWoW7cuOnfujKFDh5YJet7e3jh27BhSUlLQvn17tGzZEkuWLHnqu3ZLly6FIAho3rw5xo0bh88++6zMdhcXF6xduxYbN25E06ZNcf78eUyYMOGpNX711Vf47bff4OnpiUmTJr1Yg4mISCuy8oow6IdTiErMgoPMHL+93RrjOwXAxOTFO1FYmZti3aiW6FDbFQ8LFXjzl2hk5BZqoWrDIxH++0IUvRC5XA6ZTIaCgoJyQ30UFRUhMTER/v7+sLCwEKlC48TPnoio+mTkFmLwT6eRfC8fNR1l2PR2a3g7ybR+nYLiErz+w2lcvvsAwT6O2PpOW5hqIUjqg6fljX/jHT0iIiLSmpT7BRjwXSSS7+XDz8Ua2ye2rZKQBwAyczOsG9USjjJzxN7KxtLwhCq5jj5j0CMiIiKtSMrMw2vfn8LdHDnqetjijwnt4GZbca9abXC1tcCKN5pCAuCHozdx8U5OlV5P3zDoERER0Qu7mfEQr/1wChkPC9Gopj22jG8Lp2oa565jbVcMbVMLKkHAjC0XoFCqquW6+oBBj4iIiF7Irax8DPk5Cvfzi9G8liN+f7sN7K2k1VrDR32C4G5nievpD/HdkZvVem1dxqAnAvZ/qX78zImIqkbqAzlCf4pC5sMiNPF2wK9jWsHaovqH6bW2MMOXrzUCAHx75Abu5MirvQZdxKBXjUxNTQFwpgcxFBQUAIB6EGYiInpxmQ+LMPjH00h9IEc9TztsHNMKMnPx5mLoUtcNPep7oFipwue7r4pWhy7hzBjVyNTUFNbW1sjIyICZmVmF04SR9giCgIKCAqSnp8PJyYmfORGRlmTnFyP0p9NIuV+AADcbbHq7NWwtxf/H9LyX6+HotQzsu5SKmOT7aOnrJHZJouI4elr2rHFtFAoFkpKSOGVXNXNycoKbm1uF8/YSEVHl5RYqMPiH04hPy4WPszW2T2gLFxvdGaN04d/x+OnYTdTztMPfUzoY5M/+yo6jxzt61UwqlaJ27dpQKBR8b6yaSKVS3skjItKS/KISDF0djfi0XHg5WGHr+DY6FfIAYGpIILadTcHV1Fzsu5yGPg09xS5JNAx6IpBIJDA3r54u50RERNpSqFBixNoYXLydAzdbS2we1wbudlU7Tt7zsLYww8QuAZi/5yqWHriOXvU9tDL1mj7ibQ4iIiJ6JoVShTHrz+Bs8n04WZtj87iqmdZMW4a1qQVnGwvcyHiIfZfSxC5HNAx6RERE9FSCIODDPy7i5I17sLOU4ve3W8PP1Ubssp7KUmqKiV0CAABLDyYY7etSDHpERET0VEvDE/Bn7G2Ym5lg3aiWqONhJ3ZJlTK0tQ+crM1xMyMPx2/cE7scUTDoERERUYV2X7iLVYdvwEQCLB/SDMG1HMUuqdIspaYY3qYWAODHiCSRqxEHgx4RERE9UWJmHj7YdgEA8GHvIPRp6CFyRZob2c4X5qYmOHkjE4mZeWKXU+0Y9IiIiKicQoUSb/96FvJiJULquWN8J3+xS3ouTtbmeKmJFwDgx2PGd1ePQY+IiIjK+Wj7JdzMyEMNRyt8E9pErwcdHt/JDwCw89wdPCw0rmlIGfSIiIiojD0XUvFn3G2Ym5rgp+HNYacDU5u9iLoedmjq44hChRJ/xt0Vu5xqxaBHREREahm5hfho+0UAwIe966KBl73IFWnHsNY+AID/Rd0SuZLqxaBHREREAErHy5u25TxyCxVo4++M0e39xC5Ja15q7AkbCzPEp+Xi8p0HYpdTbRj0iIiICACwNjIZkTfuwcbSDMuHNDWoacMspabo37QGAGDDaeO5q8egR0RERLiR8RCL9sYDABa+2kgn57B9USPalD6+3X3hLuTFSpGrqR4MekREREZOoVRh0qZzKC5R4aXGXuj/aDgSQxPkaYcGNeyRX1SC3RdTxS6nWjDoERERGbmvwxMQn5oLdztLLBzYUOxyqlRoC28AwNYzt0WupHow6BERERmxs//cx48RNyEBsCy0id4PpfIsrzTxgpmpBDFJWUh7UCh2OVWOQY+IiMhIFSqUmL7lAlQC8FZ7P7QNcBG7pCpnL5OiU203CAD+iDX8u3oMekREREZq6YEE3MrKh4+zNWb2rit2OdVmcIuaAIBtsXcgCILI1VQtBj0iIiIjdOF2Dn45kQQJgK9fbwxLqanYJVWbbkFusLOSIikzD1fu5opdTpVi0CMiIjIyCqUK7229AJUgYGibWmjh6yR2SdXK3MwEfRp6AgB+P5MicjVVi0GPiIjIyHx/9Caupz+Ep70VPu4bJHY5ogh99Ph29/lUKFWG+/jWKINebGwsQkJCIJPJ4OjoiMGDB6u3JSQkoGvXrrCysoKvry/WrFkjYqVERETalXK/AKuO3AAALBrYEDJzM5ErEkczHwd4OVghu6AY0UlZYpdTZYwu6F29ehXdunVDhw4dEBMTg8jISAwZMgQAoFAo0K9fP7i4uCAmJgZz5szB+PHjcejQIZGrJiIienGCIOCjPy+huESF3g090bmum9gliUYikaBPo9LHt9vj7opcTdWRCIbe3eQ/XnvtNdjZ2WHt2rXltu3atQuDBw9GZmYmbG1tAQAjRoxAbm4uduzYUanzy+VyyGQyFBQUwMrKSpulExERvZC9l1IxYWMsZOamOPpBF7jZGt40Z5q4dCcHL608CQeZOc7MDoGZqf7c/6ps3tCfFmmBUqnEvn374Ofnhy5dusDd3R09evTAhQsXAADR0dFo2bKlOuQBQEhICKKioio8p0KhgFwuL7MQERHpmvyiEszdeRkA8F7PukYf8gCggZc9ajhaIaegGFEG+vjWqIJeZmYmCgoKsHjxYrzxxhvYu3cvvL29ERISggcPHiAjIwNubmVvY7u6uiIzM7PCcy5YsAAymUy9ODs7V3UziIiINLb4QAIyHxahrocd3mrnK3Y5OkEikaBvo9J5fXecM8y5b40q6KlUKgDAoEGDMH78eAQHB+PHH3+ERCLBrl27nmvQxNmzZ6OgoEC9ZGUZ5r8IiIhIf8Wn5mJDZDIkAL58rSFMTSRil6QzXm1aGvQOXElDiVIlcjXaZ1RBz8XFBaampqhb9/9H/5ZKpfD390dKSgrc3d2RkZFR5pjMzEy4urpWeE6pVAorK6syCxERka4QBAFzdl6GShDwektvNPV2FLsknVLP0xbeTjI8KFDgVKLh3awxqqBnbm6OZs2a4caNG+p1JSUlSE5Oho+PD1q1aoUzZ84gLy9Pvf3w4cNo3bq1GOUSERG9sPAr6YhJvg8bCzN81Ns4x8x7GolEoh48eYcB9r41qqAHANOnT8dvv/2G3377DQkJCZg2bRoAoH///ujduzdq1KiB0aNH4/Lly1izZg02bdqEyZMni1s0ERHRcyguUeGz3VcBAFNCasPR2lzkinTTq81KH98evJpucI9vjW6UxDfffBOZmZn46KOPkJ2djRYtWuDgwYOws7MDAOzZswfjx49H8+bN4e7uju+//x4hISEiV01ERKS5NSeTcDu7AN5OMoxq7yt2OToryKP08W3K/QJEJmahU+2KX9nSN0Y3jl5V4zh6RESkC7LyitBp8VHkF5Vg9cgW6F7PXeySdNqivfH4IeImBgbXxNeDm4hdzjNxHD0iIiIj9uX+a8gvKkEbf2eEBBnvDBiVNeDR49vD8RkGNfctgx4REZGBiU/NxbYzKTCRSBDWvz4kEg6n8ix13W3h6VA6eHLsP/fFLkdrGPSIiIgMiCAImLvrClQCMLilN+p62Ildkl6QSCToXq/0zueei2kiV6M9DHpEREQG5ODVdEQnZcHGwgwf9qr77ANIrV+j0mFWwq+mP9ckCrqIQY+IiMhA/Hs4lckhgXDicCoaaVHLEXZWUtzJluNGRt6zD9ADDHpEREQGYm1kElLuPxpOpZ2f2OXoHTNTE3SuUzq0yt8G8viWQY+IiMgA3M8vxspDpTM/zXupPszN+Cv+efRr5AEA2HeZQY+IiIh0xJf7riGvqASt/Z0RUo/DqTyvTnVcYW5qgqupuUjPLRS7nBfGoEdERKTn4lNzsfXMLZhIgM84nMoLkZmboXWAMwBg3yX9v6vHoEdERKTHBEHAvL9Kh1N5vYUPh1PRgj4NHj++TRe5khfHoEdERKTHDl3NQFRiFqwtzDCzN4dT0YbH4+mdTb6PQoVS5GpeDIMeERGRnlIoVQjbfQUAMLkbh1PRFjc7S9TxsEWxUoXIm/fELueFMOgRERHpqbUnk5FyvwA1HWUY3Z7DqWhT17qld/XCr2SIXMmLYdAjIiLSQ9n5xVhx6DoAYO5L9Ticipb1fPT49mhCpl7PksE/FURERHroq/2lw6m08nNGj/ruYpdjcJr6OMLWUorUHDmS7uWLXc5zY9AjIiLSM9fScrE5JoXDqVQhUxMJ2ge6ACid+1ZfMegRERHpEUEQMHfXFagEAYNaeCPIk8OpVJUe9Usf3x66milyJc+PQY+IiEiPHIr/13AqvTicSlXqWtcNEgCxt+4jv6hE7HKeC4MeERGRnlAoVfjsr9LhVCZ1C4SzjYXIFRk2J2tz1PeyR4lSwMkb+jnMCoMeERGRnlgXmYxb9wtQw9EKYzicSrXoFlT6+Ha/ng6zwqBHRESkB7Lzi7FcPZxKfQ6nUk0ev6d3XE+HWeGfEiIiIj2w+MA15BWWDqfSk8OpVJuGXvZwkJkj42EhEtLzxC5HYwx6REREOu56+kP8Hl06nEpY/3ocTqUamZhI0KF26TArB/VwmBUGPSIiIh0mCALm7LoMlSDgtebeqOdpL3ZJRqdnvdI7qIfi9e89PQY9IiIiHXbwajpO3ywdTmVWbw6nIobOdVxhIgHOp+TgYaFC7HI0wqBHRESko4pKlPj00XAqU0I4nIpY7GVSNKzhAKVKwPEE/RpmhUGPiIhIR/18PAl3suWo5WyN0RxORVSPh1k5cFW/Ht8y6BEREemg9NxCfHv4BgDg05frQ2rKX9liUg+zcl2/hlnhnxoiIiIdIwgCPth2AXKFEp3ruqHro7tJJJ76nnZwtjZHVl4RrqY+FLucSmPQIyIi0jE7z93FsYRMyMxNsWhgQ7HLIQASiQQdarsCAMKv6M8wKwx6REREOiQrrwjzdl0GAMzqUw+e9lYiV0SP9Xz0+PbwNf15T49Bj4iISEcoVQIm/BaHB3IFmtdywvA2PmKXRP/SsY4rTE0kuHj7AR7I9WOYFQY9IiIiHfHlvmuITsqCvZUUq95syhkwdIydpRSNazpAJQg4lpApdjmVwqBHRESkA/ZeSsNPx27CRAJ8+2YwH9nqqJB6j4dZ0Y/39Bj0iIiIRHYz4yHe23IOAPBer7rquVVJ93R/FPROJNyDSqX7w6ww6BEREYmooLgEYzecRUGxEiH13DGxc4DYJdFT1HW3hautBbILinElNVfscp6JQY+IiEgkgiBgxpYLSLqXDx9naywfwvfydJ1EIkGnR8OsHNCDYVYY9IiIiETyw7FE7LuUCiupKX4Z0Rw2FmZil0SV8HiWjCPxut8hg0GPiIhIBPsvp+GrvfEAgK8GNUZtd1uRK6LK6lDbFWYmEly+m4Ps/GKxy3kqBj0iIqJqdunOA0z9/RwEAJO71cbLTbzELok0YGNhhiY+jlAJwFEdH2aFQY+IiKgapecW4q21MShUKNGvsRdm9Kgtdkn0HEIezT988Kpuz5LBoEdERFRNHhYqMPyXaNzLK0ITbwd8PbgxO1/oqcfToZ24kanTw6ww6BEREVWDQoUSI9fGICH9IWo4WmHtWy1hYWYqdln0nAJcbeBuZ4kHBQpcuJ0jdjkVYtAjIiKqYgqlCu9sjEXsP9lwtrHAprGt4WRtLnZZ9AIkEgk61SkdZiVchx/fMugRERFVoUKFEmPWn8HRaxmwsTTDb2NawcfZWuyySAseP749HM+gR0REZHQeyBUYviYaxxIyYWtpho1jWiHI007sskhL2ge6wMxUgvjUXGTlFYldzhMx6BEREVWBGxkP8dLKE4hJug9HmTm2jG+Dpt6OYpdFWiQzN0PzWk4QABy5ppvDrDDoERERadmhq+l45dtIpNwvgL+rDXa+2w71PO3FLouqQLegx+/p6eZ0aEYd9AYMGACJRIKDBw+q1yUkJKBr166wsrKCr68v1qxZI2KFRESkT4pLVPhs9xWMXX8G+UUl6FbPHX9Nas938gxYj3ruAIDIG1lQ6uAwK0Y7qd7atWshl8vLrFMoFOjXrx+aNm2KmJgYREVFYfz48ahVqxZCQkJEqpSIiPTB+ds5+GDbBSSkPYSJpHTGi2khtWFiwnHyDJmfizW8HKxwN0eOc7ey0dzXSeySyjDKoPfPP/9g3rx5iIyMhLe3t3r93r17kZKSgtjYWNja2qJhw4aIiIjAypUrGfSIiOiJbqQ/xKqjN7Ez7g4EAJ72VljxRlO01LFf+FQ1Hg+z8nv0LYRfzdC5oGd0j25VKhVGjhyJsLAw1KxZs8y26OhotGzZEra2/z+xdEhICKKioio8n0KhgFwuL7MQEZFheyBXYOvZ23jj5yh0/+YYdsTdgYmJBG+190P4jE4MeUbm8TArutghw+ju6H3zzTewsbHBqFGjym3LyMiAm5tbmXWurq7IzKz4G7dgwQKEhYVpvU4iItIt9/OLse9SGv66kIqYpCyUPHofy9zUBP2b1sCEzn4IcLN9xlnIELULcIG5qQmupeUi42Eh3GwtxS5JzaiC3tWrV7F06VKcOXPmidsFQfOXKGfPno2ZM2eqv5bL5XB2dn7uGomISHdkPCzE3oul4S72n2yoHv2eMJEAwbUc8VJjT7zSxAvONhYiV0pispSaormvE07dvIej1zIxuIX3sw+qJkYV9KKiopCWlgYfH58y63v16oUhQ4bAz88P8fHxZbZlZmbC1dW1wnNKpVJIpdIqqZeIiKpf6gM5dl9IxZ4LaTifko3HtwBMTSRo7eeMlxt7ok9DD4Y7KqN7PTecunkPB65kMOiJZcCAAWjRokWZdY0aNcKPP/6I3r17IzY2FkuXLkVeXh5sbGwAAIcPH0br1q3FKJeIiKpJcYkKf8TexqbolDIT1JuZStDG3wX9m3iiZ313OMg4Py09Wfd6bvh89xWcvnkPJUoVzEx1oxuEUQU9BwcHODg4lFvv6+uLmjVrws3NDTVq1MDo0aMxb948REVFYdOmTdi7d2/1F0tERFVOEAQcvJqOz3ZfRcr9AgCAhZkJ2gW6oH8TL3Sv5wZbSz61oWer5WwNbycZUu4XIPZWNlr56cZrXEYV9J7F3Nwce/bswfjx49G8eXO4u7vj+++/59AqREQG6FZWPj7cfhGnb2YBALydZJjYJQD9m3jB2oK/Hklzneu4YuPpf3DgSobOBD2J8Dw9EKhCcrkcMpkMBQUFsLKyErscIiL6D6VKwE/HE7EsPAFFJSrYWJhhckggRrXzg7mZbjxuI/0UcS0DI9fGoLabLcJndKrSa1U2b/CfLEREZDTu5RVhwm+xiEm6DwDo3dAT8wc0gAs7VpAWtPZ3hoWZCa5nPETqAzk87cW/4cN/uhARkVE4l5KNXsuOIybpPhxk5vh5RHP8MCyYIY+0xlJqitb+LgCAA5fTRa6mFIMeEREZvOPXM/HGT1HIyitCU29H7J/WET3qe4hdFhmg3g3cAQD7rzDoERERVbkT1+9h1LoYyBVK9Gnkia3vtIG7ne7MXECGpUd9d0gAxCTdR35RidjlMOgREZHhungnB2//egYlSgGvt/DGt280g1RHxjcjw+Rqa4EGNeyhUKpw7Lr4c9/yTzsRERmktAeFGPFLDOTFSvRu6IEvBzaCiYlE7LLICPSoV/r49u9LaSJXwqBHREQGqLhEhbEbziC7oBjNfZ2wYkgzhjyqNn0alb7/eSwhE0qVuKPYMegREZHBCfvrCi7deQBXWwv8NCyY4+NRtartZgNPBys8KFAg7la2qLXwTz4RERmUA1fS8FvUPzAzkeDHYc3hzOFTqJpJJBKEBLkBAPZeErf3LYMeEREZjPv5xZi57SIAYEbPugiu5ShyRWSs+jQsfU/v4FUGPSIiohcmCAI+/OMCsguK0czHEe908he7JDJirfycYW1hhn+y8pF8L1+0Ohj0iIjIIGyPu4ODV9JhJTXF8tAm7HxBopKamqBD7dJZMvZfFq/3LYMeERHpvbQHhZi38zIAYHa/+vBxtha5IiKgT4PS3rdizpLBoEdERHpNEAR8sO0C8opK0KG2K4a29ha7JCIAQNcgN5iaSHDuVg5yCopFqYFBj4iI9Nqu86k4fj0TMnNTLH29MSQSPrIl3WBvJUVTH0eoBAGH4jNEqUHjoNetWzfk5OSUW5+bm4tu3bppoyYiIqJKeVCgwKe7Sh/ZzupTj3PYks7pVb+09+0+kYZZ0TjoHT16FMXF5W8/yuVynDx5UitFERERVcanf11BdkExmno7YFhrH7HLISqn96P39E7eyERxiarar29W2R03bNig/v8tW7bAzs5O/bVSqcSxY8cQEBCg3eqIiIgqcDoxC3/G3YaZqQRLBjVmL1vSST7OMvi52iApMw9RSVnoWNu1Wq9f6aA3e/Zs9f9/8cUXMDH5/5uBUqkUtWrVwvfff6/d6oiIiJ5ApRIw99Ej27c7BiDQ3Vbkiogq1r2eO37OzMOu86m6G/RSUlIAAF27dsX27dvh6MjRxomISBxbzt5GQtpDuNpaYEq3QLHLIXqq/o098POxmzh4JR1KlQDTarz7rPE7ekeOHHnhkHfo0CG88847aNSoEezs7GBubg5PT0/07t0bS5YsQXq6uNOFEBGR7pIXK7F4XzwAYGbvIFiZm4pcEdHTNaxhD08HK2QXFCMm+X61XrvSd/QeUygU+OmnnxAREYGMjAyoVGVfLDx27FiFx27duhWffPIJCgsL0atXL0yePBmenp6wsrLC/fv3ceXKFezfvx9z587FsGHDEBYWBk9PT81bRUREBmvD6WRk5RejrocdBjarIXY5RM8kkUjQu4EH1p5Mwo5zd9HG37narq1x0HvnnXewc+dODBo0CPXr19dovKKff/4ZP/zwA7p27frU/TIzM/Hjjz/izz//xMSJEzUtkYiIDFShQokfIxIBAO/1qM0OGKQ3BjT1xNqTSQi/nIaFAxpW259diSAIgiYHODo6YseOHejcuXNV1aTX5HI5ZDIZCgoKYGVlJXY5REQG5ZcTSfh89xXUdrfFgWkdOTgy6Q1BENB20WGkPSjElvFt0Mrvxe7qVTZvaPyOnqOjI1xdq7fHCBERUVGJEt8fvQkAmB5SmyGP9Mrjx7cAsONcarVdV+NHt4sXL8ZHH32EX375BS4uLs994QsXLiAqKgoZGaVTgri5uaF169Zo3Ljxc5+TiIgM15Yzt3Evrwh+rjbo3dBD7HKINPZKUy+si0zG/stpmP9Kg2p5fKtx0Js2bRqysrLg4eEBV1dXSKXSMttv3br11OPT09MRGhqKY8eOwdfXV313MDMzE8nJyejcuTM2b94MNzc3TUsjIiIDJQgCfjmRBACY1DWA7+aRXmrq7QB3O0uk5xYi9lY2Wvg6Vfk1NQ568+fPf6ELjhs3DhKJBDdv3oSfn1+ZbUlJSRg7dizGjRuHHTt2vNB1iIjIcJy4cQ/J9/LhbG2Olxt7iV0O0XORSCTo1dADGyKTsePc3WoJehp3xnhR1tbWOHXqVIWPaM+fP4927dohPz+/OsvSGnbGICLSvhFronEsIROTu9XGez3riF0O0XOL/ec+Bn5/Cq62Foj6KOS5705XWWcMoPTx7MKFCzF27FhkZmYCAI4ePYrr168/81gHBwckJSVVuD0pKQn29vbPUxYRERmgW1kFOJ6QCTNTCUa0rSV2OUQvpJmPI9ztLJH5sAjR1TB4ssZBLyIiAvXr10dERAR+/fVXPHz4EAAQFRWFjz766JnHT548GcOHD8fcuXNx5MgRXL58GZcvX8aRI0cwd+5cjBw5ElOnTtW8JUREZJBWn0iCAKB3Q0+42lqIXQ7RC5FIJHipSenrB9vO3qn662n66LZ169YYMWIE3n33Xdja2uL8+fPw9/fHmTNn8Morr+DOnWcXvXbtWqxatQrnz59Xz6xhYmKCJk2aYNKkSRg1atTztUYH8NEtEZH25BeVoNXCQ8gvKsGuSe3RuKaD2CURvbBraQ/Ra9kx2FpKcfaT7jA30/wBa2XzhsadMS5duoR+/fqVW+/k5ISsrKxKnWPUqFEYNWoUiouLkZWVBUEQ4OLiAnNzc03LISIiA7b17G3kF5WgcU0HhjwyGHU9bOHvaoPEzDxEJGSgR/2qGy5I46Dn4eGB69evw9fXt8z6Y8eOwd/fv9LnedI4em3atEGjRo00LYmIiAyQIAhYezIZADCmg9/TdybSMwOaeuHr8ARsPXtHt4Le1KlTMXHiRCxfvhwAcOXKFezduxdz5szBV1999czjOY4eERFVRkzyffyTlQ8na3P0bcQBksmwDAyuga/DExBxLQN5RSWwsdA4klWKxmedMmUKbGxsMHnyZOTn56N///7w8PDAZ599hrFjxz7zeI6jR0RElbH+VOkA/K8194bU9LkGiSDSWTUdZWji7YDzKTnYdykNg5rXrJLrvNA4evn5+cjPz9fo7hvH0SMiomd5UKBAywUHUaxU4dgHXeHjLBO7JCKtWx+ZjHm7LqNNgDN+f7uNRsdW6Th6j8lkMri4uEClUqmXZ+E4ekRE9Cxbz6agWKlCKz9nhjwyWP2beMHURILoxPu4l1dUJdfQOOilpKTg9ddfh6urK8zMzCCVSsssz8Jx9IiI6GkEQcBv0SkAgBFtfESuhqjqOFqbo22AC1SCgO2xVTOmnsbv6L3xxhsQBAGrVq2Cu7s7JBLNpu6YNWsW3N3dsWrVKixcuLDcOHrLli3T63H0iIjoxcTdykZSZh7sZVL0bMBOGGTY3mhZEyeuZ+L3mBS83dFP41z1LBoHvXPnziE2NhZ16jz/XIMcR4+IiCryuBPGwGY1n2sgWSJ90qO+B+ytpEjMzMPFOw+0Pl6kxn+D2rZtixs3bmjl4ubm5vD09ISXlxdDHhERIbdQgX2XUgGA89qSUTA3M8HLj6ZE+y0qRevn1/iO3rp16/D222/j2rVrqF+/frn38rp161ap8zxpwOTWrVtX2BuXiIgM3/bYOygqUSG4liP8XKzFLoeoWrzZyhsbT/+DPRfuIqx/fVhKTbV2bo2D3oULFxAdHY19+/aV2yaRSKBUKp96PAdMJiKiJxEEAb9FlT62Hd6Gd/PIeNT3skddDztcS8vFvktpGNCshtbOrfGj24kTJ+KNN95AampqmWFVVCrVM0MeUHbA5MTERERFRSEqKgqJiYm4efMmTExMMG7cuOdqDBER6a8Lt3NwPf0h7Kyk6NOQnTDIuIS2LB0w+X/R2n18q3HQy8rKwrRp0+Du7v5cFzx48CCWL19eblYMAPDz88PXX3+N8PDw5zo3ERHpr8edMAY0raHVR1dE+mBgsxqQmpogJikLd3LkWjuvxkFvyJAh2Lt373NfkAMmExHRf+UVlWDvxcedMDh2HhkfB5k5uga5QQCwKfqW1s6r8Tt6Dg4OmDNnDvbt24dGjRqV64zx2WefPfX4xwMmT5s2DV27dlW/i5eRkYEjR45g+fLl+PjjjzUtq9IWLlyIbdu2ISEhAba2tujduze++uor9buCAJCQkIDx48fj9OnTcHd3x9y5czF69Ogqq4mIyNjtiLsDuUKJJt4OCHSzFbscIlEMbe2NA5fTsOXMbUzvXgemJi8+pp7GQS8mJgZNmzZFfn4+Tp8+XWZbZQb5E3vA5BMnTmDGjBlo0aIFcnNzMXnyZISGhuLw4cMAAIVCgX79+qFp06aIiYlBVFQUxo8fj1q1aiEkJKTK6iIiMmYbT5fewRjGThhkxDoGuqKGoxXuZMtx8Go6emlhwHCJIAiCFmp7LrowYPKpU6fQrl075OTkwN7eHrt27cLgwYORmZkJW9vSf1WOGDECubm52LFjxzPPV9lJhomIqNSlOzl4aeVJ2FiY4cwn3fl+Hhm1HyJuYtHeeLT2d8bmcW0q3K+yeeO5hxx/+PAhzp07h3PnzuHhw4caH5+ZmakeMNnd3R0HDhzA/v37n+tcL+LevXuwtLSEtXXpeE3R0dFo2bKlOuQBQEhICKKiop54vEKhgFwuL7MQEVHlbXjUCaN/Uy+GPDJ6Q1p6w9zUBFGJWUi6l//C59M46BUUFOCdd96Bs7MzgoODERwcDBcXF0yYMKFSIef69euoU6cOPDw80KBBA/zzzz/o0KEDhgwZgoEDB6JRo0a4efPmczVGU0VFRfjss88wcuRImJmVPsXOyMgoN4afq6srMjMzn3iOBQsWQCaTqRdnZ+cqr5uIyFAUFJdg94W7AIDhbdgJg8hBZo4+jTwBAGtOVtx5tbI0DnpTpkzB4cOH8ddffyEnJwcPHjzAzp07cfjwYUydOvWZx7///vto2LAhzp8/j969e6NPnz7w8vJCdnY2srOzERwcjLlz5z5XYzShVCoxbNgwAMCSJUvU6zV9kj179mwUFBSol6ysLK3WSURkyHaeu4uCYiUa1LBHPU+OuEAEAGM6+AIA/oy9A3nxs8cofhqNg9727duxbt069OrVC3Z2duqeq2vWrMG2bdueefzJkycRFhaGhg0bYv78+bh27Rree+89SKVSmJubY9asWTh+/PhzNaayVCoV3nrrLcTHx2P//v2wsbFRb3N3d1dPy/ZYZmZmmV65/yaVSmFlZVVmISKiynk8E8aw1rybR/RY45oOqOdlh7yiEvwZd+eFzqVx0FMoFJDJZOXWW1lZoaSk5JnHy+Vy2NnZqY+RyWTw8Pj/XiUeHh4VPibVBkEQMHbsWJw+fRrh4eFwcnIqs71Vq1Y4c+YM8vLy1OsOHz6M1q1bV1lNRETG6GrqA1y68wAyc1O80tRL7HKIdMro9qUTS/x8PBEq1fP3m9U46PXq1QsTJkzAtWvX1Ovi4+MxadIk9OrV65nH+/j4lHkH7/fff4enp6f667t371Z490wb3nnnHfz111/47bffAABpaWlIS0tTT9/Wu3dv1KhRA6NHj8bly5exZs0abNq0CZMnT66ymoiIjNHjThgvN6kBmbnGo30RGbRXmnjBxcYCSffycTg+49kHVEDjoPfdd9/B1tYW9erVg4ODAxwcHNCgQQPY2dnhu+++e+bxb731FrKzs9Vf9+vXr8zjzh07dqBDhw6allVpP/30E+7du4fWrVvD09NTvaSklM4tZ25ujj179iAjIwPNmzdHWFgYvv/+e46hR0SkRfJiJXadL+2EwZkwiMozNzPBqPa+AIBvjz5/J9XnHkcvPj4eCQkJEAQBQUFBqFu37nMXYUg4jh4R0bNtjknBzD8uoJ6nHfZO7Sh2OUQ6KbdQgTYLD6GgWIkdE9uhqY+jeltl88Zz3ysPCgpCUFDQ8x5ORERGbOOjThjDORMGUYXsLKUIbemDtSeTsOroTawe0ULjc2gc9IqLi/Hzzz/j6NGjyMzMVE9h9tixY8c0LoKIiIxHfGouLt7OgZW5KQY0YycMoqcZ38kfv55KxuGr6biZ8RABGs4FrXHQGzt2LPbu3YtBgwahQYMGlZrfloiI6LENj+a1fbmxFzthED2Dh70l+jetge2xt7Ek/Dq+Hxqs0fEa/w3buXMn9u3bh7Zt22p6KBERGblChRK7zpWOC8ZOGESVM6NHbew6dwf7LqYiIS0XdTzsKn2sxr1ufXx8YGlpqelhRERE2HnuLvKKSlDP0w4NaziIXQ6RXqjpKMPA5jUhAFh84LpGx2oc9FauXImZM2ciLi4ORUVFUKlUZZbKunXr1hPXPx7mhIiIDM+vp/8BwE4YRJqa3r02pKYmCL+Shit3H1T6OI2DXq1atfDw4UO0aNECMpkMUqm0zFIZx48fR6NGjXDw4MFy65s0aYL9+/drWhYREem4K3f/fyYMdsIg0oynvRUGt/AGAHyx99oz9v5/Gr+j98Ybb8DU1BT/+9//4O7u/lydMTp27IgVK1ZgwIABWLduHQYNGoS///4boaGh+Oqrryo1wwYREemX9ZwJg+iFTOteG3/E3sbx65mITs6q1DEa/027cOEC4uLiXniA5JEjR8Le3h7Dhg1DeHg4fvvtN/z888944403Xui8RESke/KLSrDrfGknjLfasRMG0fNwtbXAqPZ++P7oDXy5N6FSx2j86LZt27Zl5qp9EQMGDMDIkSPx888/47XXXmPIIyIyUDvi7kJerESjmg6o52kvdjlEemtiF3/YW0lx6U5OpfbX+I7esGHDMGXKFFy9ehUNGzYs915et27dKn2uL774Ahs3bsSyZcsQFhaGOXPm4PPPP9e0JCIi0nEbo0o7YYxow7t5RC/C1lKKSd0C8fmOc5XaX+OgN2bMGADABx98UG6bRCKBUqms1HlmzpyJNWvW4NChQ2jRogW6deuGXr16IScnBytXrtS0LCIi0lGX7uTgamoubCzM8HITdsIgelEj2tbC9ugkVGacEo0f3f53OJV/L5UNeSdOnMDmzZtx/PhxtGhROm9bw4YNcfz4cezduxcHDhzQtCwiItJRjzth9G9aA5ZSU5GrIdJ/Fmam+GNC5SaukAiCIFRxPU9UVFQECwuLSq/XF3K5HDKZDAUFBbCyshK7HCIiUeUXlaDFgoOQFyuxf1pH1NVgRH8iqlhl84bGd/S0paIwp88hj4iIynrcCaNxTQeGPCIRiBb0iIjIsAmCgF9OJgEAhrMTBpEoGPSIiKhKHLueicTMPDhZm6N/U3bCIBIDgx4REVWJ748mAgBGtvWFhRk7YRCJ4bmCXnR0NMaNG4fu3bsjNTUVALB161ZER0drtTgiItJPV1Mf4HRiFizMTDCyXS2xyyEyWhoHvT/++APdunWDRCLBiRMnIJfLAQAZGRn49NNPtV0fERHpoe8jSt/NGxhcEw4yc5GrITJeGge9sLAwrF69Gj/++GOZWTE6duyIs2fPPlcRgiCUG5OPiIj0U0ZuIf6+cBcSAO909he7HCKjpnHQu3HjBtq0aVNuvZWVFXJzcyt9npSUFLz++utwdXWFmZkZpFJpmYWIiPTT6hPJKFEJ6BLkhlrO1mKXQ2TUNJ4Czc/PD7GxsfD19S2zfs+ePahfv36lz/PGG29AEASsWrUK7u7ukEgkmpZCREQ6pqC4BP+LLp3XdmKXAJGrISKNg96cOXMwYcIEpKWlQaVS4cCBA7h58ya+/fZbbNq0qdLnOXfuHGJjY1GnTh1NSyAiIh214dQ/yCssQYMa9mjp6yR2OURGT+OgN2TIELi5uWHBggWwtrbGjBkz0KRJE2zevBkvv/xypc/Ttm1b3Lhxg0GPiMhAFCqU+OlY6ZAq00Nqi1wNEQHPEfQAoFu3bujWrdsLXXjdunV4++23ce3aNdSvX7/ce3kven4iIqpev57+B/fzi1HHwxYh9dzELoeIUMmgp0kvWBOTyvXvuHDhAqKjo7Fv375y2yQSCZRKZaWvSURE4ipUKPFDROndvBnd6/C9ayIdUalU9qResRUtlTVx4kS88cYbSE1NLTe0CkMeEZF++V/ULWTlFSHQzRa9GriLXQ4RPVKpO3pHjhzR+oWzsrIwbdo0uLvzBwIRkT4rKlHi+4ibAIAZ3Wvzbh6RDqlU0OvcubPWLzxkyBDs3bsXkyZN0vq5iYio+myOuY3Mh0Xwc7VB74YeYpdDRP/yXJ0xbt26hW+//RbXrl0DAAQFBWHixInw8fGp9DkcHBwwZ84c7Nu3D40aNSr32Pezzz57ntKIiKgaFZeosOrIDQDAtJDaMDHh3TwiXaJx0Nu3bx8GDBiAZs2aoW3btgCAiIgILF++HDt37kTPnj0rdZ6YmBg0bdoU+fn5OH36tKZlEBGRDthy5jYycgvh62KNlxt7il0OEf2HRBAEQZMDmjRpggEDBiAsLKzM+rlz52Lnzp04f/68VgvUN3K5HDKZDAUFBbCyshK7HCKiKqNQqtDpq6NIfSDHN6FN8WqzGmKXRGQ0Kps3NJ7r9tq1axg2bFi59cOHD1c/yn1e6enpWLp0KRo3bvxC5yHdJy9WIju/GLmFCmj4bw0i0hHbzt5G6gM5vJ1k6N/ES+xyiOgJNH506+3tjQMHDqB27bKjnh84cADe3t4aF1BUVISdO3di/fr1CA8PR1BQEF555RWNz0O6SxAExKc9xKH4DBy/fg83MvKQlVek3m5jYYba7rboWtcVA4NroKajTMRqiagySpQqrDxc+m7elG61Ycp384h00nPNdTtmzBgcP34cbdq0AQCcPn0a27dvx5o1ayp9nsjISKxbtw5bt25FjRo1EB8fj/DwcHTt2lXTkkhHZeUV4fczKdh29g6SMvPKbDMzkcDK3AzFJUrkFZUg7lY24m5l45vwBLQLdMW4jr7oVMeVwzQQ6ag/4+7ibo4cNRyt8Goz3s0j0lUaB70RI0YgMDAQK1euxIYNGyAIAoKCghAREaHunPE08+fPx4YNG6BSqRAaGopjx46pe91yTD3DcDdHjm+P3sS2MykoKimdVcXOSoqudd3Qpa4rmvs4wsvBEmamJhAEAZl5RYhKvI+/LqTicHw6Tt7IxMkbmajvZY+Zveqgc11OpUSkS0qUKiw/dB0AMLlbbZiZavwWEBFVE407Y7woMzMzTJ8+HZ9//jksLS3V66VSKc6fP4/69etXZzlaZ8ydMXILFVh64Dp+O52MElXpH6u2AS4Y0dYHIUHuMDd79i+DrLwibDx9C2tOJuGBXAEA6N3QEwtfbQgna/MqrZ+IKue3qFuY/edF1HC0wtH3u0DKoEdU7SqbN55rHL2HDx/i119/LTOO3tChQ2FnZ/fMY1evXo1ff/0VHh4eePnll/HGG29UekgW0k1KlYDfom5h6YFreCBXQAKgZwMPTA0JRAMve43O5Wxjganda2NsRz/8ciIJ3x65gX2XUnH2n/tY81YLNKrhUCVtIKLKKVQosfxg6d2893vWZcgj0nEa39GLiIjAgAEDYG9vj+bNmwMAYmNjkZOTgx07dlR6Fo1bt27h119/xYYNG3Dv3j3k5ORg/fr1eOONN2Bqaqp5S3SEsd3RO3XzHubsvIIbGQ8BAE28HTD/lQZoVNNBK+dPvpeHSZvO4dKdBzA3M8Gy0Kbo24hjdRGJ5adjiVj491X4u9rg4PROHCCZSCSVzRsaB7369euje/fuWLZsGUxMSv8lJwgCpk2bhgMHDuDq1asaFxsZGYkNGzZgy5YtkEgkeOmll7B+/XqNz6MLjCXopdwvwKd/XcGhq+kAADc7S8zuWw/9m3hqvQNFUYkSH267iJ3n7sBEIsFXgxpjUPOaWr0GET1bflEJ2i06jAdyBX4a3hw9G3C6MyKxVFnQk8lkOHfuHOrUqVNmfUJCApo2bYqCgoLnqxhAcXExduzYgQ0bNmD37t3PfR4xGXrQyy8qwfJDN7D2ZBIUShUszEwwrlMA3u0aAEtp1d2JFQQBX+2/hu+P3oQEwPxXG2Fo68pPuUdEL27h3/H46dhNNKhhj92T2rNXPJGIquwdve7duyMiIqJc0IuIiECXLl00Ote9e/cQHR2NjIwMqFQq9fqBAwdqWhZVMZVKwLbY21i0Nx7384sBAP0ae+GTfkHwtK/6QCuRSDCzdxCspKb4OjwBc3ZchLONOXrzjgJRtUjKzMOak4kAgLCX6zPkEekJjYNehw4dMGvWLBw9ehQtW7aERCJBdHQ09u/fjw8//LDMWHqjR4+u8DybN2/GqFGjYGJiAhcXlzI/NCQSyVOPpep1Jvk+5u66jCt3cwEA9b3s8PkrDdC8llO11zIlpDaKSlT49sgNTNkUh01vtxalDiJjM2fXFZQoBbzcxAstfPl3jkhfaPzo1s/Pr3InlkiQmJj41PO89dZb+OSTT/S688V/GdKj27QHhfh8z1XsuXAXAOBkbY5ZfYIwKLimqC9gC4KAGVvO48+4O3CUmWPftI5wt7N89oFE9FwOXk3H2PVnYGVuiogPusDNln/fiMRWZY9uk5KSXqiwx7KysjB8+HCDCnmGolChxPdHb+KHiJsoKlFBamqCUe39MDUkENYWzzUij1ZJHnXIuJUtx9nk+xiz/gy2T2hXqXH6iEgzRSVKzNt1GUDpHXWGPCL9ItpvxjfffFNvO1wYKnmxEmtPJqPz4qNYfug6ikpUCKnnjsPvdcbHfYN0IuQ9JjU1wY/DguFqa4FLdx5g7qNfRESkXauPJ+FOthw+ztYY26FyT3SISHdU6jf3iBEj8O2338LW1hYjRox46r4bNmyo1IXt7e0xb948HDhwQD0F2r999tlnlTpPVVm0aBFWrFiBnJwcdO/eHT/99BM8PAzzxf/r6Q+x9ewdbI65pZ6Nwt/VBp+/0gDtA11Erq5iLjYW+Gl4c7z+4yn8Hn0LLWo5ctgVIi3KfFiEVUduACjtgMHBkYn0T6WC3r8fr2rrUWt0dDSaNm2K/Px8nD59usw2sXtzrV27Vj0nr7+/P6ZNm4bQ0FBERESIWpe2CIKAxHv5+Ot8Knadv4vEzDz1tiBPO7zbJQB9G3nCVA8GQm3m44i5LzXA3J2X8MmOS2jmbY8AN1uxyyIyCIv2xkNerET7QBd0DeKc00T6qNrnutUHwcHB6NOnDxYsWAAASExMREBAAOLi4tC0adOnHqurnTFuZxfgxI17iEi4h5ik+7iXV6TeZmNhhu71PRDaogba+DuLHrQ1JQgCxm+MxYHLaajjbou/JreHhRnf/SR6EZfvPMBLK0/AxESC/VM7ItCd/4Ai0iVV1hlDqVQiNjYWycnJkEgk8PPzQ7NmzdSzZDyNIAgahQhN99eGoqIinD9/HosXL1av8/f3h6+vL6KiosoFPYVCgZKSEvXXcrm8ukotRxAEZBcokJ5biIyHRUhIf4hzKQ8QeysbqTll67KXSdEuwAUDm3mhcx03ve7IIJFIsOT1xuh1+wES0h9i/p54fP5KA7HLItJbgiBgzq7LEAC80cqHIY9Ij2kU9Pbs2YMJEybg9u3bZdb7+Pjgxx9/RK9evZ56fL169TBr1iwMGjQINjY2Fe53/vx5rFy5EoGBgZg1a5YmJb6wrKwsqFQquLmVfUzh6uqKjIyMcvsvWLAAYWFh5dbvvXgX1tbWkJpKYGpiAjMTSeny6GtBEKASBKgEQKl69P8qQCkIUKkEFJUoUVBcdpErHv330f/LFUoUFiuRI1cg82EhsvOLUaJ68g1aGwszBNdyQsfazuhY2wV13GwNao5KO0spvhvaDIN+OIVfTyWjY21n9KxvmO9UElW1vZfSEPtPNmwtpfigZ12xyyGiF1DpoHfhwgUMHDgQI0aMwOTJkxEUFARBEHD16lWsXLkSAwYMQExMDBo2bFjhOTZu3Ig5c+Zg0qRJaN++PYKDg+Hp6QkLCwvk5OQgPj4eJ0+exIMHDzBjxgxMmTJFK43UhKZPsmfPno2ZM2eqv5bL5XB2dsa0zedhIrXQdnnPZGNhBmcbC7jYWKCmoxWa+TiguY8j6nvZ6cU7dy+imY8jpveogyX7r+H9rRdwYJoDPOw5FASRJopKlJi/p3TO8unda8NeJn3GEUSkyyr9jt6oUaOgUCiwcePGJ24fOnQoLCwsysyMUZGbN2/ijz/+wMmTJ/HPP/+gsLAQzs7OaNKkCXr06IGXXnqpXC/c6lJUVASZTIYDBw4gJCREvd7Pzw+zZs3C+PHjn3r842fmw348DpiZQ6kUUCIIKFGqoFQJUKoElCgFQAKYSiSQSCQwNQFMJJLSxUQCUwlgITWFpdQUMqkJLM3NIJOawMrcDDJz03KLnaUUbraWcLOzqNL5ZvWBSiXgzdVROJ2YheBajtg6vq3BB1wibVp15AaW7L8GXxdrHJzeCWbsaUukkyr7jl6lg15gYCDWrFmDTp06PXF7REQExowZgxs3bjxfxTokODgYffv2xfz58wGUDhLt7++v150xjEnmwyL0/OYYsguKMblbbbzXs86zDyIiZD4sQqfFRyAvVmLdqJboUpc9bYl0VWXzRqX/qXb37l34+/tXuN3f3x93797VrEodNWnSJCxfvhx//vknzp8/jzFjxqBjx47PDHmkG1xtLbAstAkA4Nsj1xGVlCVyRUT64YtHw6l0qO3KkEdkICod9AoLC2Fubl7hdnNzcxQVFVW4XZ+MHj0aH3/8MSZOnIg2bdrA2toaW7ZsEbss0kDnum4Y08EfKgGY/L9zyCkoFrskIp126U4O/oy9DVMTCT59uZ7Y5RCRllT60a2JiQmmT58Oa2vrJ27Pz8/HsmXLoFQqtVqgvuGjW92hUKow4NtIXL77AF2D3LBmZAu9GyOQqDoIgoCB359C3K1sDGtTC/MHVNypjoh0g9bH0evUqRNiY2OfuQ+RrpCamuD7oc3Qe/lxHInPwNrIZIxuz7k6if7r74tpiLuVDTsrDqdCZGgqHfSOHj1ahWUQVQ0fZ2ssGtgYU36Pwxd/x6O1nxMaeNmLXdZzKS5R4eKdHFy5+xAFihK4WFugYQ171HG34Z1Kem4KpQpf7I0HAEwL4XAqRIZG45kxiPRN/6ZeOHY9E9vO3saEjbHYN60jZOb680f/bo4c3x69iV3n7uJhoaLc9trutpj7Uj10rO0qQnWk736PScHt7ALUcLTC8La1xC6HiLSMc91qGd/R003yYiX6rjiOpHv5GNCsBpaFNhW7pGd6UKDA4gPX8HvMrdKxFwH4OFmjYU172FuaIf1hEc4k30euvDT8DW1TC5++XB9SjntGlVSoUKL9l0eQlVeE5UOa4pWmNcQuiYgqqcrmuiXSR1bmpvhhWDBeXnkSO+LuoGNtF7wWXFPssp5IpRKw+UwKFu2Nx4NHIa5nAw9M7hqAhjXsyzymLSpR4vujiVh1+Dp+O/0PrqfnYf2olrAyN+6Bs6ly1kUmIyuvCLXdbfFyYy+xyyGiKsB/+pPRqOthh09eqg8A+GTHJSTfyxO5ovKy8orw+o+n8NH2i3ggV6CZjyP2TOmAn4Y3R6OaDuXexbMwM8W07rXx+7g2cJSZIzopCyPXxqC4RCVSC0hfFJeosPp4EgDgg551DGruayL6fwx6ZFSGt/FBj/oekBcr8c5vcToViBLScvHSypM4+082HGXmWPJ6E2yf0LZSnUda+Dph6/j/D3uzd1yqhopJn/0Zdwf38org52KN7vXcxS6HiKoIgx4ZFYlEgiWvN4aHvSXiU3Ox4O94sUsCAByJz8CA7yKR+kCOIE877JvWEYOa19SoN22guy1+GdkCUlMTbD2TgnWRyVVXMOk1QRDwQ8RNAMA7nQN4N4/IgDHokdGxt5Li2zebwUQiwfrIJOy/nCZqPb+cSMKY9TEoKFaie313/DmhHdztLJ/rXMG1HLHg1UYAgPl7ruDK3QfaLJUMxKH4DCTdy4eLjQVebcYOGESGjEGPjFLzWk6Y3qMOAGDa7+dwNbX6A1GJUoVZ2y/i891XoBJK76z8NKz5C3ekGNyiJl5v4Y0SpYDJv59DUYlxz1ZD5X17pPRu3qgOvjA3468BIkPGv+FktCZ1DUDvhp6QK5R4a+0Z3MurvrmacwsVGPZLNH6PvgUzUwmWvN4Es/oEae0R2qcv14eXgxVuZuSpf6kTAUDsP9mIu5UNmbkpRrThuHlEho5Bj4yWRCLBstAmaOBlj/TcQoxcE4P8opIqv27yvTy8vPIkTidmwd5Kiv+NbY1BzbU71Iu1hRkWD2oMAPjh6E2k3C/Q6vlJf606Whr832hVC7aWnAWDyNAx6JFRs5SaYu2oFnCzs8Tluw/w1roYFCqq7lHn6cQs9F8ViX+y8uHnYo3dk9ujlZ9zlVyrfaALejf0RLFSxV64BABIvpePI1fTYWYqwbhOnPeZyBgw6JHRc7O1xO9vt4ajzBwxSfcx/tezUCi1P+zK+shkDF0dhdxCBdoFumDXpPbwdrLW+nX+7bP+9WFlbopjCZk4eDW9Sq9Fuu/bozchAHipsddzd/ghIv3CoEcEwN/VBr+NbQUbSzNEJGRq9TFucYkKH267gHm7LkOpEjCirS82jGpZLY/N3OwsMblbbQDAV/uvgTMeGq97eUXYEXcHAPBulwCRqyGi6sKgR/RIfS97/Da2NeytpIi8eQ+DfjiF1AfyFzrn9fSHeGnVCWw5kwKpqQm+HNQYn73SAGbVOB/t6Pa+cLI2R0LaQ4Rf4V09Y7XmZDIUShU61nZFbXdbscshomrCoEf0L01qOuDPie3gaW+Fq6m56PHNMew8d0fjO2EP5AqE/XUFfVecQELaQ3jYW2LL+DYIbeFdRZVXzFJqinc6l97B+ebgdd7VM0KFCiX+F3ULADChi7/I1RBRdWLQI/oPf1cb7J7cHu0DXZBXWIKpv5/Dq99FIiIhAyrV00PSA7kCq47cQIcvj2DtySQolCoMaFYD4dM7oZmPYzW1oLzhbUp7WF5NzUXcrWzR6iBx/Bl3BzkFxajtbou2/lXT+YeIdJOZ2AUQ6SJnGwtsHNMKv56+haUHruFcSg5GromBl4MVugW5oY2/E2o5WcPczAR5RSW4kZGHI9cyEXEtA/JHvXab+Tji05froYm3eAHvMStzUwxu4Y1fTiTix+NJ+LGWk9glUTURBAGrTyQBAMZ28NNoWj0i0n8Sgc9xtEoul0Mmk6GgoABWVlZil0NakFuowOrjSdgUfQuZD589qHJzXydM7OyPbkFuOvVL9U6OHB2/PAyJRILIWd3Y69JInLiRiWGro+EoM8fpj7vBwuzFZl4hIt1Q2bzBO3pEz2BnKcWMHnUwpVsgYpLv4/C1e4hPy8XdbDlKVAIspSbwcbJGMx8H9GnoAT+Xqh0y5XnVcLBCl7ruOByfjvWn/sGHveqKXRJVgx8jSu/mDW3jw5BHZIQY9IgqyczUBG0DXNA2wEXsUp7b6A61cDg+HdvO3MZ7PerAVEtTrpFuSrqXjxPXMyE1NcFb7XzFLoeIRMDOGERGpJ2/CzztrZDxsBAnbmSKXQ5VsZ+OJUIA0LeRJ1xsLMQuh4hEwKBHZERMTCTqeXU3RqWIXA1VpQdyBf58NEDyO5053RmRsWLQIzIyQ1p5QwLgSHw6cgqKxS6HqsiWMykoVCjRvJYj6nnai10OEYmEQY/IyNRwsEIrf2eUKAX8EXtH7HKoCgiCgF9Plw6QPLq9r7jFEJGoGPSIjNDQVj4AgN9j+PjWEEXezMKtrHw421igZwMPscshIhEx6BEZoV4N3WFjaYbr6Q9x5e4DscshLVtzMhkAENrSG9JqnFeZiHQPfwIQGSELM1P0aegJANh6lo9vDUl6biGOXsuAiUSCEW1qiV0OEYmMQY/ISIW2KO19u+v8XSifMYcv6Y9fT/8DpUpAl7pu8LDn7CdExo5Bj8hINa/lCC8HK2TlFeHkzXtil0NaUKJU4ffo0vcuR7Xn3TwiYtAjMloSiQSvNK0BANhy5rbI1ZA2HLiSjnt5RfB2kqFDoP7O4EJE2sOgR2TEBj96fHvwSjoKiktEroZe1NrIZADAsDY+kEg4vR0RMegRGTU/F2vU97JHoUKJw1czxC6HXsA/WfmISboPCzMTDGnhI3Y5RKQjGPSIjNzLjUt73+44nypyJfQitj8a/LpbPXfYy6QiV0NEuoJBj8jIvdykNOiduJ4JebFS5Groee26UBrUXwuuIXIlRKRLGPSIjFxNRxnqedqhUKHEkWt8fKuPrqU9RFJmHmwtpehU21XscohIhzDoERH6PXp8u/P8XZEroefxeM7iHvXdYW7GH+tE9P/4E4GI0L+xFwDg2LVMFCr4+FafCIKA3RdKA/rAYC+RqyEiXcOgR0TwcZahjoct5AoljiVkil0OaeDC7RzczZHDydocbf05dh4RlcWgR0QAgH4NHz++Ze9bffJHbOndvN4NPWFqwrHziKgsBj0iAvD/7+kdS8hEiVIlcjVUGSqVgL8vPupt24yPbYmoPAY9IgIABLrZwNtJhoeFCsQk3xe7HKqEmOT7uJdXBHc7SwTXchS7HCLSQQx6RKTWvZ47AGDPxTSRK6HK+COu9LHtS429OOUZET0Rgx4RqfVtWBr0Dl3NgCAIIldDT1OiVGH/5dLHtgP52JaIKsCgR0RqwbWcYC+TIvWBHAnpeWKXQ09x8sY9PChQwNtJhvpedmKXQ0Q6ikGPiNRMTSToXMcNANQv+ZNuevzY9uUmfGxLRBUzqqD3888/o127drC3t4erqytee+01JCYmltknLS0NAwYMgEwmg6enJxYuXChStUTi6NfIAwBw4Eq6yJVQRYpKlDh0tfT7M7AZ57YloooZVdCLiIjAyJEjcfz4cRw6dAiFhYXo06cPFAqFep/Q0FDcv38fkZGR+O677/DFF19gzZo1IlZNVL061XaFhZkJrqbmIj23UOxy6AmOxP9fe/ceVVWd/w38fe5wOAhyB0FBVPKKmJCkqUjKOKaZk+kzWWalNPXYLJ1+v3rMxmW/NF01j9X0/NY0UnbRZkxjpLL8Sd4w8UZyUxEhQEFFDig3OcDhnO/zB3pGEgH1wObs836ttVey92bvz+dAe73Zl+824lpTCwb7uWOQn0HqcoioF1NLXUBP2rx5c5uvk5KSEBQUhLy8PIwaNQo5OTlIS0tDfn4+hgwZgtGjR2PZsmX44IMP8Oyzz0pUNVHPctWqEDPQGwfPGrHrZDkWPhgqdUn0K8mZre+2nTU6UOJKiKi3c6ozer9WWVkJAPDy8gIAHDt2DMHBwRgyZIhtnfj4eOTm5sJkMrW7DbPZDJPJ1GYicnTTh7devv3hFIdZ6W0amltwIL8CADB7NC/bElHHnDboCSGwcuVKJCQkIDg4GABQUVEBPz+/Nuv5+vrCarXaQuGvrVmzBnq93jZ5e3t3e+1E3W3acH8oAPxcchUNzS1Sl0M3ST19GU0tVozo54EQL73U5RBRLyeLoPfCCy9AoVDcdpo8efIt3/OnP/0Jubm52LRpk23e3Ywb9vrrr6OhocE2VVVV3UsrRL2Cj0GH+wL7wGyx4lBh+3/kkDRuvNv20dEcO4+IOieLe/TWrVuHlStX3na5Tqdr8/WKFSvw1Vdf4eDBgwgM/Pc9Lv7+/qioqGizrtFohFKphI+PT7vb1mg00Gg091A9Ue8UF+GHvEu12H26AlOHBUhdDgGoMZmR/osRSgXwaCSDHhF1ThZBz9PTE56enl1ad/Xq1UhKSsKBAwcQFhbWZllMTAzKyspQUFCAwYMHAwD27t2LkSNHwtXV1d5lE/VqU4f54b/3FyLtrBFCCI7V1gv8cLIcLRaB+0O94NfHRepyiMgByOLSbVetW7cO69evx+eff46+ffuivLwc5eXlaG5uBgCMGjUKEydOxOLFi5GdnY2UlBRs2LABL7/8ssSVE/W8yGBPeOg1uFzbiF+MfEtGb7Dj+tO2j/GyLRF1kVMFvb/97W8wmUyYPn06AgMDbVN6erptna1bt8LDwwOxsbFITEzEq6++yqFVyCkplQpMGOQLANh9uqKTtam7VdU34VjxFaiUCswYyWFViKhrZHHptqtKSko6XScgIAApKSndXwyRA5g61A87cy5iz5kKvDg5XOpynNq3OZdgFQIPhvugr5tW6nKIyEE41Rk9IrozkyN8oVQA2eevoq7R3Pk3ULfZcf3dtnzlGRHdCQY9IrotT70Ww/t5osUq8BOHWZHMpRoTskuvQqtSImG4v9TlEJEDYdAjog5NiWi9Ty+V9+lJJiXrIgSACYN94e7C4ZyIqOsY9IioQ1OHtZ5BujHMCvW8lKwbl235tC0R3RkGPSLq0PCgPvBy06KyvglnyuukLsfpnKu6hrxLtXDVqPDwMF62JaI7w6BHRB1SKBSYMPjG5dvLElfjfJJPtI6dF3efH1w0KomrISJHw6BHRJ2aNtQPALDnDO/T62nf5FwCAMwZw6dtiejOMegRUacmRvhCqVAgt6wGNSYOs9JT8svrUGysh8FFjYnXz6oSEd0JBj0i6lQfFw0iQzxhFQJpZ41Sl+M0kq+/8mzasABo1TxcE9Gd45GDiLpkyn3XX4eWx/v0eoIQAt9mtz5t+xiftiWiu8SgR0RdcmOYlZ/OVsJq5TAr3S3zfDUuVpvg5abFg+E+UpdDRA6KQY+IuiTC3x2+7jpcbWjGqYu1Upcje9t+LgMAzBgVCJVSIXE1ROSoGPSIqEsUCoXtgYBUXr7tVi0WK344WQ4AmHt/sMTVEJEjY9Ajoi6bdv09qz/mcZiV7nSwoBLVDc0I8dJjZD8PqcshIgfGoEdEXTZhkA/UKgXyLtagsr5J6nJk68Zl29mj+0Gh4GVbIrp7DHpE1GVuOjXGhnpBANjDs3rdoqG5BXuvD0z9+P0cJJmI7g2DHhHdkWnXn779n1O8T687/M+py2g0WzC8nwcGeLtJXQ4ROTgGPSK6IzeC3uFfKtHUYpG4GvnZerwUADAnimfziOjeMegR0R0J7qvHQF8DTGYLjhRVSV2OrJReacDRoipoVEr8ju+2JSI7YNAjojsWP7T1rN6uk7x8a0+bj56HAPDwMH946rVSl0NEMsCgR0R37DfD/AAA+/ONEIJvybCHFosV268/bfv0uP4SV0NEcsGgR0R3bHT/vvDQa3CpxoSCinqpy5GFPWcqUFXfhBAvPcYN9Ja6HCKSCQY9IrpjKqUCk4a0ntX7LueSxNXIwxdHzgMA5seEcOw8IrIbBj0iuiszRwUAAHadKpe4Esd3qcaE9EIj1EoF5o8NkbocIpIRBj0iuisPDfaFq0aFs+V1KL3SIHU5Dm3L0fOwCiDuPn94G3RSl0NEMsKgR0R3xUWjwoQhvgCA73J5+fZuWawCX2W0PoTxVCwfwiAi+2LQI6K7NnNkIADg+1xevr1bB85WoKK2EYGerpgQ7iN1OUQkMwx6RHTX4of6QaNS4mRZNSpqG6UuxyF9mn4OADB/bAiUSj6EQUT2xaBHRHfNTafGuHBvCADfn+RZvTt1ruoaDp41Qq1S4EmOnUdE3YBBj4juycxRrZdvd/I+vTuW9FMxBIDpIwLhw4cwiKgbMOgR0T2ZNswfKqUCP5dcRXVDs9TlOIxrTS34+vqbMBY/FCZxNUQkVwx6RHRPPPVa3D/AC1YhOKbeHdiaUYqGZgtGBXtiVLCn1OUQkUwx6BHRPbtx+Tb5xEWJK3EMZosVf08rAgA8z7N5RNSNGPSI6J7NigyCWqVARkkVLvPp204ln7iA8ppGhHjpMeP6EDVERN2BQY+I7pmHXoMJg3xhFcC/Mi9IXU6vZrEKfLivEADwv+MGQcUhVYioGzHoEZFdPHF/MADg6xMMeh35LucSSq80IMDDBXPG9JO6HCKSOQY9IrKLKUP9YNCpUXC5Dmcv10ldTq8khMBf97aezfvDpHBoVDwEE1H34lGGiOzCRaPCtOEBAICtx8skrqZ3Sj19GYUVdfA26DAvOkTqcojICTDoEZHdzI9uvXybfKIMZotV4mp6F4tVYN2ufADAkolhcNGoJK6IiJwBgx4R2U10qBcGeLvhakMzUk9dlrqcXiX5xAUUGevh5+6ChbGhUpdDRE6CQY+I7EahUODJB1rf2frZkXMSV9N7NJoteGd369m8P00bwrN5RNRjGPSIyK6eGBsMjUqJo0VVKL3SIHU5vcL7ewpRUduIMF8DHr/+dDIRUU9g0CMiu/LUa20PZXx+mGf1Ci/XYWPaLwCAtx8bwXHziKhHMegRkd0tjG29fLv95zI0tzjvQxmNZgte/DITLVaBOWOCMW6gt9QlEZGTYdAjIruLDvVCmE/rQxnfZDvn+2+FEPiP7Tk4e7kOQZ6uWPXIMKlLIiInxKBHRHanUCiw+KGBAICP0ooghJC4op7394NF+Db7IrRqJZKevh8eeo3UJRGRE2LQI6JuMWdMP3joNSi4XIfDRVVSl9OjdmRewLrvzwAA1s0ZhWFBHhJXRETOymmD3h//+EcoFAokJSW1mV9eXo7Zs2dDr9cjMDAQa9eulahCIsfmolFhwQMDAAD/vb9I4mp6zsECI17Zlg0B4JWECL7PlogkpZa6ACns3bsX+/fvR2Bg4C3L5s2bByEE0tPTUVxcjKeffhoBAQF49tlnJaiUyLEtGh+Kv6cV4acCIwov12GQv7vUJXWrkxdqsOSLn9FiFVgwbgBemhwudUlE5OSc7oxeTU0NFi9ejE2bNkGr1bZZlpOTg7S0NCQlJWH06NF47LHHsGzZMnzwwQcSVUvk2HwMOsyMDAIAbNhTKHE13auksh5Pf3IMpmYLpg0PwJuzhkOh4FAqRCQtpwt6S5cuxYIFCzBmzJhblh07dgzBwcEYMmSIbV58fDxyc3NhMpna3Z7ZbIbJZGozEdG/LXt4MFRKBX7IvYjCijqpy+kWJZX1mPvREVy51oyxoV746/8aDSXHyyOiXsCpgl5ycjJyc3OxcuXKdpdXVFTAz8+vzTxfX19YrVZUVla2+z1r1qyBXq+3Td7eHCeL6GYhXnrMjuoHqwD+klogdTl2d67qGp74+1EY65oQGeKJzxZFQ6fmK86IqHeQRdB74YUXoFAobjtNnjwZRqMRS5cuxWeffQaNpv1hDu5mCIjXX38dDQ0NtqmqyrmeLiTqiuVTh0CtVGBX7iXkllVLXY7dZJ6/ikf/XzoqahsxMtgDW55/AG46p7z1mYh6KYWQwQBX1dXVqK+vv+1ynU6HU6dOIS4uDirVv//StlgsUCqViI2NxU8//YSkpCSsXr0apaWltnUOHDiAKVOmoL6+Hq6urp3WYjKZoNfr0dDQ0KX1iZzFqm9O4bP0Egzv54FvXxrv0Jc2a0xm/O1AETam/YIWq0BMmDc+Xng/3F04Vh4R9Yyu5g1Z/Onp6ekJT0/PDteJjo5Gbm5um3kJCQlITEzEggULAAAxMTEoKytDQUEBBg8eDKD1Cd2RI0cytBHdo1emDcG32Rdx6kINvjxWigXj+ktdEgDAahWoa2xBbaMZNSYzak1mmMwWNLdY0djS+l+T2QqT2YKGJgsKKupxIL8CJrMFADA/pj/+69Hh0KhkcYGEiGRGFkGvK9zc3DB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diff --git a/dev/gui/basic_gui_usage.ipynb b/dev/gui/basic_gui_usage.ipynb
index 0bc1927bb..e6b64643c 100644
--- a/dev/gui/basic_gui_usage.ipynb
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",
+          "text/plain": "
"
+         },
+         "metadata": {},
+         "output_type": "display_data"
+        }
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r9uzZmDlzpvpruVzOsEdERAZB1wcxXrx4MZydnfH+++/jzp07cHd3R5cuXdS/hwMDAxEcHIyzZ88+cWDi/v37w8zMDK1atYKFhQW++uordO3a9anXXLp0KaZOnYqXX34ZJSUl6NWrF7777jsAwKeffoqioiIsXLgQANCuXTtMmTIFI0eORGxsLCwsLDB27FhERESoz/f333+jVq1aSE5O1tKnUpZOBL3k5GT1Lc8//vgDAwcOxAcffIDevXuXeZT6Itzd3REfH19mXWZmJlxdXQEALi4uMDExKXf3LjMzs9xdvn+TSqWQSqVaqZGIiIgqz8TEBB9//DE+/vjjCvf59920/5JIJFi2bBmWLVtWbpuvr+8TbwLZ2Njgl19+wS+//FJu28KFC9Uh77HFixdj8eLF6q+f1I+gKunEo1tbW1tkZ2cDAA4cOIA+ffoAAKysrLT2zlurVq1w5swZ9cubAHD48GG0bt0aAGBhYYEmTZrgyJEj6u1JSUlITk5W70NERESkT3Tijl7//v0xduxYNGvWDNevX0e/fv0AAOfOnUNAQEClz3P//n3cunULN27cAACcP38epqamCAwMRO/evVGjRg2MHj0a8+bNQ1RUFDZt2oS9e/eqj580aRKmTp2K5s2bw9/fH9OnT0fHjh3Z45aIiIj0kk4EvVWrVmHFihVISUlBeHi4upv07du3MWnSpEqfZ9euXRg1apT66xYtWgAAjhw5gi5dumDPnj0YP348mjdvDnd3d3z//ffqoVUAYPTo0UhPT8fEiRORk5OD7t274+eff9ZOI4mIiEhnrFu3TuwSqoVEeN5eCFp07NgxtGvXrsyghQBQUlKCyMhIdOrUSaTKNCeXyyGTyVBQUAArKyuxy9EbkrBnj2X0mK6/HExEpG+KioqQmJgIf39/WFhYiF0OPfK070tl84ZOvKPXtWtX3L9/v9z6Bw8ePLP3CxHpCYmk8gsREWmFTgQ9QRCeODp1cnIy7OzsRKiIiIiISP+J+o6en58fJBIJJBIJWrRoAVNTU/U2pVKJ9PR0DBkyRMQKiYiIiPSXqEHvk08+gSAIGDduHKZNm1bm7p1UKkWtWrX06v08IiIiIl0iatAbM2YMAKB27dpo164dBx4mIiIi0iKdGF6lc+fOKCkpwZUrV5CRkQGVSlVmu7ZmxyAiIqLKq86+UeKPAVL1kpOTERYWhsOHDyMjIwO+vr6YMmUKJkyYUGXX1Imgd+TIEQwfPhx3794tt00ikUCpVIpQFREREVEplUoFlUpVbig4TcTHx8PU1BRr1qyBn58fTp06hbfffhvW1tYYMWKEFqv9fzrR6/bdd99Fv379cPfuXfUH+XhhyCMiIqInUSqVmDNnDmrWrAlbW1t06dIFFy5cQFxcHExNTZGamlpm/5deegmTJ08GALz11lsYOnQo3nvvPdjb28Pd3R0rVqxQ75ucnAyJRIJt27ahVatWsLS0xLlz55Cfn4+xY8fC0dERNjY2eO2115Ceng4A+PvvvyGTyXDt2jX1eV599VX07t0bANC7d2+sXr0aISEh8Pf3x9ChQzF8+HDs2LGjyj4jnQh6t27dwocffggPDw+xSyEiIiI9ERYWhr///hubNm1CXFwc2rdvjx49eiAgIACBgYHYtm2bet+cnByEh4cjNDRUvW7Xrl2Qy+WIiorC559/jvfffx9Hjx4tc405c+Zg/vz5uHLlCmrXro3p06cjIiICO3fuxLFjx3Dnzh0MHz4cANC3b18MHToUI0aMgFKpxIYNG3DkyBGsXr26wjbcu3cPTk5O2v1g/kUnHt327dsXp0+f1mheWyIiIjJehYWFWLJkCaKjo9GwYUMAwIIFC7B161bs2rULoaGh2Lx5s/oO3o4dO+Dm5ob27durz2Fvb48VK1bAzMwMQUFBOHbsGFatWoUuXbqo95k1axZ69uwJAHj48CHWrl2LnTt3qkcFWbduHerVq4fLly+jQYMG+Prrr9G4cWNMmzYNGzduxPLly1GzZs0ntiEqKgq7d+/GkSNHquIjAqAjQa9NmzZ4//33cfr0aTRs2LBc79vRo0eLVBkRERHpops3b0Iul6NNmzZl1svlciQmJmLIkCGYP38+UlJS4O3tjS1btmDw4MFlJmgIDg4u885dq1atys1x36xZM/X/JyYmoqSkpMw1g4KC4ODggGvXrqFBgwawtbXFzz//jB49eqBv374YOXLkE+tPSEjAK6+8grCwMLRr1+6FPoun0Ymgt3LlSlhaWmL37t3YvXt3mW0SiYRBj4iIiMrIy8sDABw9ehQODg5ltjk5OcHJyQkNGjTA1q1bMWrUKBw8eBBhYWFl9nvSrFz/JZPJ1P8vVLJr8MmTJ2FqaoqUlBQUFxfD3Ny8zPbExESEhIRg9OjRmDVrVqXO+bx0IuglJSWJXQLpEUlY5fv7C/OMoL8+EZERqlevHszNzZGamooWLVo8cZ8hQ4Zg8+bNsLe3h7e3N1q2bFlme2xsLJRKpXpmrpiYGNStW7fCawYEBMDMzAynT59G3759AZT2pM3JyUFQUBAAIC4uDl988QX++usvTJkyBWFhYViwYIH6HLdu3UK3bt0wYMAALFy48IU+g8rQiaBHREREpAk7OztMmjQJEyZMQHFxMYKDg5GWloa//voLQ4cORYMGDRAaGoo5c+agoKCgTCeMx3JycjB16lRMnjwZx48fx+bNm7F///4Kr2lra4vRo0dj2rRpsLW1hbW1NSZOnIgePXqgfv36KC4uxsiRIzFhwgT06dMH69evR9euXfHqq6+iRYsWuHPnDrp27YomTZrg448/RlpaGgDA3Ny8yjpk6ETQe9bYMRs2bKimSoiIiEhfLF68GM7Oznj//fdx584duLu7o0uXLnB2dgYABAYGIjg4GGfPnsXGjRvLHd+/f3+YmZmhVatWsLCwwFdffYWuXbs+9ZpLly7F1KlT8fLLL6OkpAS9evXCd999BwD49NNPUVRUpL5T165dO0yZMgUjR45EbGwswsPDkZiYiMTEROzatUt9zs6dO5fr7astEqGyD5yr0KhRo8p8rVAocPHiRSQnJ2PgwIFYu3atSJVpTi6XQyaToaCgAFZWVmKXozc0eRyrCT661SGaDLEv/o8lIqNSVFSExMRE+Pv7w8LCQuxyqsVbb72FkpKSJwZAXfG070tl84ZO3NGrKMjNnj270i8+EhEREVFZOjFgckVGjRqFH374QewyiIiIiPSSTtzRq8jBgwfLdGsmIiIi0oZ169aJXUK10Img17FjxzJj2QiCgLS0NCQmJuKbb74RsTIiIiIi/aUTQa979+5lvjYxMYGrqys6duyIBg0aiFQVERGRceF78bpFG98PnQh68+bNE7sEIiIio/V46tGCggJYWlqKXA09plAoAKDMNG2a0omgB5ROZfLrr7/i2rVrAEpHvB46dChsbGxEroyIiMiwmZiYwMnJCenp6QBKp/2qzPRgVHVUKhUyMjJgbW0NE5Pn7zurE0EvJiYGffv2hZWVlXoak+3bt2POnDnYu3cvmjdvLnKFREREhs3NzQ0A1GGPxGdqagofH58XCt06MWBy27Zt0bhxY3z33Xfq+eaUSiUmTJiAS5cuITIyUuQKK48DJj8fDphsBDhgMpFeUKlU6keGJB6JRAKpVFphyNOrAZPj4uKwbt06dcgDSlPse++9h6ZNm4pXGBERkZExMTExmtkxjIFODJjs5uaGuLi4cutjY2Ph6uoqQkVERERE+k8n7uhNnjwZY8eOxfnz59G6dWsAwOnTp/Htt9/i008/Fbc4IiIiIj2lE0Hvgw8+QI0aNbBy5Ur8+OOPAIC6deti9erVCA0NFbk6IqoQe+UREek0UR/d3rlzBx988AFyc3Px5ptv4tSpU7h//z7u37+P/fv348yZM0hNTRWzRCIiIiK9JWrQ++qrryCXy2FnZ1dum52dHYqKivDll1+KUBkRERGR/hM16O3fvx/Dhw+vcPuwYcOwd+9erV7z008/hUQiKbMMGDBAvT0hIQFdu3aFlZUVfH19sWbNGq1en4iIiKi6iPqO3j///IMaNWpUuN3d3R0pKSlav26rVq2wc+dO9dePp3tRKBTo168fmjZtipiYGERFRWH8+PGoVasWQkJCtF4HERERUVUSNeg5OTnh1q1bqFmz5hO3JyQkwNHRUevXlUql8PDwKLd+7969SElJQWxsLGxtbdGwYUNERERg5cqVDHpERESkd0R9dNuzZ8+nvoP35ZdfomfPnlq/7vnz5+Hh4YE6derg3XffRXZ2NgAgOjoaLVu2hK2trXrfkJAQREVFVXguhUIBuVxeZiEiItInEknlF9Ivoga9Tz/9FJGRkWjXrh22bduGCxcu4MKFC9i6dSvat2+Pc+fOYd68eVq9Zps2bbBhwwaEh4dj6dKliIiIwCuvvAJBEJCRkaGe6+8xV1dXZGZmVni+BQsWQCaTqRdnZ2et1ktERET0vER9dFurVi2cOHEC7777brnx8rp27YoTJ07A19dXq9fs3bu3+v8bNWqE+vXrIzAwEGfPnsXzTPs7e/ZszJw5U/21XC5n2CMiIiKdIPqAyXXr1sXBgweRlZWFmzdvAgACAgKqLSwFBATAwcEBSUlJcHd3R3x8fJntmZmZT52GTSqVQiqVVnWZRERERBoTPeg95uzsLMqdsFu3biEnJwe+vr6wsLDA0qVLkZeXBxsbGwDA4cOH1dOyEREREekTnQl61eXDDz9E//79UbNmTSQlJeGDDz5A27Zt0bx5c5SUlKBGjRoYPXo05s2bh6ioKGzatEnrY/kRERERVQejC3r//PMPXn/9dWRlZcHLywu9evXC/PnzYWJiAnNzc+zZswfjx49H8+bN4e7uju+//55DqxBVN0269j3Hu7VERMZCIjxPDwSqkFwuh0wmQ0FBAaysrMQuR29Iwqqmz74wj3+8q5QujLXAH2FET8S/noatsnlD1OFViIiIiKjqMOgRERERGSije0ePqk9VPY4lIiKiyuEdPSIiIiIDxaBHREREZKAY9IiIiIgMFIMeERERkYFi0CMiIiIyUAx6RERERAaKw6sQERFRleBshuJj0CMiItITujCtGekXProlIiIiMlAMekREREQGikGPiIiIyEAx6BEREREZKHbGIKKy+LY3EZHB4B09IiIiIgPFoEdERERkoBj0iIiIiAwUgx4RERGRgWJnDCIiIhIdp0urGryjR0RERGSgeEePiIhIRBzRiKoSgx4R6Tc+7yEyOvxrX3kMekRERFrGu3SkK/iOHhEREZGBYtAjIiIiMlB8dEsGTRJW+ecnwjwjf5GDiIgMDu/oERERERkoBj0iIiIiA8VHt0RERGSwjH0oFt7Rq8CiRYvg5eUFmUyG/v37Iy0tTeySiIiIiDTCoPcEa9euxfz587Fq1SpERkYiNzcXoaGhYpdF9PwkksovRPRE/GtE+oiPbp9g5cqVmDp1KgYOHAgAWLNmDQICAnDu3Dk0bdpU3OJEpkkvViIiIn1iiI95GfT+o6ioCOfPn8fixYvV6/z9/eHr64uoqKhyQU+hUKCkpET9dUFBAQBALpdXS73VTiF2AVVH775nMpnYFegfTX6KP/q7TOKryj/q/DbT8xL7x8nj31nCMxIng95/ZGVlQaVSwc3Nrcx6V1dXZGRklNt/wYIFCAsLK7fe2dm5ymqkqiFbwOBE/8IgbRT4babqUJV/zgoLCyF7ygUY9P7jWcn4v2bPno2ZM2eqv87Pz4erqyvu3bv31A/eEMnlcjg7OyMrKwtWVlZil1PtjLn9xtx2gO035vYbc9sB426/2G0XBAGFhYVwcHB46n4Mev/h4uICExOTcnfvMjMzy93lAwCpVAqpVFpuvUwmM7o/9I9ZWVkZbdsB426/MbcdYPuNuf3G3HbAuNsvZtsrc0OJvW7/w8LCAk2aNMGRI0fU65KSkpCcnIzWrVuLWBkRERGRZnhH7wkmTZqEqVOnonnz5vD398f06dPRsWNHo+9xS0RERPqFQe8JRo8ejfT0dEycOBE5OTno3r07fv7550oda2Zmhnnz5sHMzPg+WmNuO2Dc7TfmtgNsvzG335jbDhh3+/Wl7RJB094HRERERKQX+I4eERERkYFi0CMiIiIyUAx6RERERAaKQY+IiIjIQDHoadmiRYvg5eUFmUyG/v37Iy0tTeyStG7hwoUIDg6GjY0NPD09MWrUKGRmZpbZJyEhAV27doWVlRV8fX2xZs0akaqtWgMGDIBEIsHBgwfV64yh7bGxsQgJCYFMJoOjoyMGDx6s3mbI7c/JycGYMWPg4eEBGxsbtGvXDseOHVNvN6S2b9++HSEhIbC3t4dEIikzpzdQubbq88/Dp7X/3LlzGDx4MLy8vGBtbY1mzZph27Zt5c6hr+1/1vf+sTNnzkAqlaJDhw7ltulr24Fnt7+kpATz5s2Dj48PLCwsUKdOHYSHh5fZR5faz6CnRWvXrsX8+fOxatUqREZGIjc3F6GhoWKXpXUnTpzAjBkzcObMGezcuRNXrlwp006FQoF+/frBxcUFMTExmDNnDsaPH49Dhw6JWLX2rV27Vj2p9GPG0ParV6+iW7du6NChA2JiYhAZGYkhQ4YAMPz2z5gxAzExMdixYwfOnz+PVq1a4aWXXkJ2drbBtb2goADdunXDrFmzym2rTFv1/efh09ofFxeHmjVrYvPmzbh48SJGjRqFIUOG4OjRo+p99Ln9T2v7Y3K5HCNHjkSXLl3KbdPntgPPbv/48ePx559/YvXq1bh27RpWr14NT09P9Xada79AWtOsWTPh448/Vn998+ZNAYAQFxcnXlHVIDIyUgAg5OTkCIIgCDt37hQsLCyE3Nxc9T7Dhw8XXnnlFZEq1L7k5GTB29tbSElJEQAI4eHhgiAYR9sHDhwovPXWW0/cZujtr1+/vvDNN9+ov87NzRUACKdOnTLYth85ckQAICgUCvW6yrTVUH4ePqn9T9KzZ09h+vTp6q8Nof1Pa/vkyZOFGTNmCPPmzRPat29fZpshtF0Qntz+CxcuCGZmZsKNGzcqPE7X2s87elpSVFSE8+fPo1u3bup1/v7+8PX1RVRUlIiVVb179+7B0tIS1tbWAIDo6Gi0bNkStra26n1CQkIM5nNQqVQYOXIkwsLCULNmzTLbDL3tSqUS+/btg5+fH7p06QJ3d3f06NEDFy5cAGD47W/bti127tyJe/fuQalUYs2aNfDy8kLDhg0Nvu3/9qy2GuPPw3v37sHJyQmA4bf/0KFDCA8Px4IFC8ptM/S279mzBwEBAdiyZQu8vb1Rt25dhIWFQalUAtDN9uv2cM56JCsrCyqVCm5ubmXWu7q6IiMjQ6Sqql5RURE+++wzjBw5Uj06eEZGxhM/h/++x6evvvnmG9jY2GDUqFHlthl62zMzM1FQUIDFixdjyZIlaNmyJVatWoWQkBDcuHHD4Nu/cuVKjBgxAq6urjA1NYWLiwv27dsHGxsbg2/7vz2rrcb28/CPP/7A1atX1e/pGXL7Hzx4gLFjx2LTpk2wtLQst92Q2w4AycnJSEpKwoEDB7Bt2zbcvXsX48ePh1Qqxccff6yT7WfQ0xLBCCcYUSqVGDZsGABgyZIl6vWG/FlcvXoVS5cuxZkzZ5643ZDbDpTezQSAQYMGYfz48QCAH3/8Ebt378auXbsMvv3Lly/H9evXER4eDmdnZ2zYsAH9+/dHXFycwbf9357VVmP6LCIjIzFq1CisXr0afn5+AAy7/VOmTEFoaCjatGnzxO2G3Hag9GdgcXEx1q1bh1q1agEAbt26hRUrVuDjjz/WyfYz6GmJi4sLTExMyiX2zMzMcsneEKhUKrz11luIj49HREQEbGxs1Nvc3d0RHx9fZv/MzEy4urpWd5laFxUVhbS0NPj4+JRZ36tXLwwZMgR+fn4G23ag9M+5qakp6tatq14nlUrh7++PlJQUg/7ey+VyzJ07FwcPHkSnTp0AAM2aNcOePXvwv//9z6Db/l/Paqux/DyMiYlB3759sXjxYrz55pvq9Ybc/oiICNy+fVv9j3uVSgVBEGBmZobLly/D19fXYNsOlP7Zt7CwUIc8AKhbty5u374NQDe/93xHT0ssLCzQpEkTHDlyRL0uKSkJycnJaN26tYiVaZ8gCBg7dixOnz6N8PBw9Xspj7Vq1QpnzpxBXl6eet3hw4cN4nMYMGAALly4gHPnzqkXoPSu1pdffmnQbQcAc3NzNGvWDDdu3FCvKykpQXJyMnx8fAy6/QqFAgqFAqampmXWm5iYQKVSGXTb/+tZbTWGn4dxcXHo1asXPvnkE/Xd7ccMuf0HDhwo8/PvnXfeQbNmzXDu3Dn4+fkZdNsBoE2bNigqKlIHOwC4ceMGvL29Aejo916ULiAG6pdffhFsbGyE7du3C+fOnRO6du0qdOzYUeyytG7cuHGCi4uLEBUVJaSmpqqXkpISQRAEoaioSAgICBBef/114dKlS8Ivv/wiSKVS4eDBgyJXXjXwr163xtD23377TbC0tBQ2btwoXLt2TXj33XcFd3d34cGDBwbf/vbt2wutWrUSTp8+LVy/fl2YPXu2YG5uLly5csXg2p6VlSXExcUJP//8swBAOHPmjBAXFyc8fPiwUm3V95+HT2v/xYsXBWdnZ2HixIllfgY+HnlAEPS7/U9r+389qdetPrddEJ7efoVCIdSrV0/o3bu3cOnSJSE8PFzw8vISvvzyS/XxutZ+Bj0tW7hwoeDh4SFYWloKL730kpCamip2SVoH4IlLUlKSep/4+Hihc+fOgoWFheDj4yOsXr1avIKr2L+DniAYR9uXLVsmeHt7CzY2NkKXLl2EixcvqrcZcvtv374tDBkyRHBzcxOsra2FFi1aCHv27FFvN6S2r1279ol/z48cOSIIQuXaqs8/D5/W/nnz5j1x28iRI8ucQ1/b/6zv/b89KegJgv62XRCe3f7ExEShV69egpWVlVCrVi0hLCxMfaPjMV1qv0QQdPDNQSIiIiJ6YXxHj4iIiMhAMegRERERGSgGPSIiIiIDxaBHREREZKAY9IiIiIgMFIMeERERkYFi0CMiIiIyUAx6RERERAaKQY+IiIjIQDHoERERERkoBj0iIiIiA8WgR0RERGSgGPSIiIiIDBSDHhEREZGBYtAjIiIiMlAMekREREQGikGPiLRq7NixkEgkmDFjhtiliGbdunVYs2ZNlZx76dKlaNy4MQRBUK+TSCT45JNPKjzmzJkzGDduHIKCgiCTyeDj44OhQ4ciKSmpSmqsyNGjRyGRSHDw4MFn7vPfxcHBocx+f/75Jzw8PJCXl1fFVRPpNwY9ItIauVyOrVu3AgB+++03lJSUiFyROKoq6OXk5GDhwoWYO3cuJBJJpY/7/fffcfnyZUyZMgV79+7FokWLEBsbixYtWiAlJUXrdWrDihUrcOrUKfXy33A4YMAAeHh4YPHixSJVSKQfGPSISGv+/PNP5Obmom/fvsjIyMC+fftEqUOpVBpkyPzll18glUrx6quvanTczJkzcfLkSUycOBGdO3fGm2++iX379iE7Oxs///yzxnWsW7dOo6D5POrVq4c2bdqolxYtWpTZLpFIMG7cOKxatQqFhYVVWguRPmPQIyKtWb9+PRwdHbFu3TpYWVlhw4YNT9xv06ZNCAoKgqWlJRo1aoRdu3ahS5cu6NKlS5n9YmNj0bFjR1haWsLb2xsLFy7EvHnzyoUMiUSC2bNnY9GiRfDz84O5uTkuXrwIAIiIiEBISAhsbW1hbW2NXr164dKlS2WOVyqV+OSTT+Dp6QmZTIZu3bohPj4eEokEn376qXq/GzduYPjw4fDz84OVlRX8/f0xYcIEZGdnq/fp0qULIiIicPLkSfVjx3+3KykpCUOHDoWrqyssLCzQtGlT/Pnnn5X6fFevXo3Q0FCYmppWav/HXF1dy62rVasWXF1dcefOHY3OpUsGDx6MnJwcbN++XexSiHQWgx4RacXdu3dx8OBBhIaGwtXVFQMGDMCuXbvKhCAACA8Px9ChQxEUFIQ//vgD77//PqZNm4aEhIQy+927dw8hISG4f/8+NmzYgJUrV2L//v1Yt27dE6+/bt067NmzB0uWLMGePXvg5eWFPXv2ICQkBDY2Nti4cSP+97//4eHDh+jYsWOZR5bz5s3DwoULMWLECOzcuRO9evVC//79n9jGmjVrYtmyZdi/fz/mzp2LQ4cOoW/fvup9vvvuOzRr1gyNGzdWP3b87rvvAAApKSlo3bo1zp8/j2+++Qa7du1CcHAwXnvtNezateupn++tW7cQHx+Pjh07PnW/yrp69SoyMjJQr149rZxP24YOHQpTU1M4OzvjzTffxK1bt8rt4+Lignr16ol255hILwhERFqwaNEiAYAQGRkpCIIg7Nu3TwAgfP/992X2a9u2rdCgQQNBpVKp1509e1YAIHTu3Fm97qOPPhKkUqmQkpKiXldQUCC4ubkJ//3RBUDw9PQUCgoKyqwPCAgQunXrVmbdgwcPBGdnZ2Hq1KmCIAjC/fv3BWtra2HChAll9lu6dKkAQJg3b16FbVYoFMLx48cFAEJsbKx6fefOnYX27duX23/06NGCi4uLcO/evTLru3fvLjRp0qTC6wiCIPz+++8CACEhIaHcNgDC7Nmzn3r8f+vu1KmT4OrqKty/f/+Z+5eUlAgKhUK9/PLLLwKAMusUCkWZ7+mTHDlyRAAghIeHV7hPbGys8N577wm7du0Sjh49KnzzzTeCq6ur4OXlJaSnp5fbf9iwYULt2rWf3WgiI8U7ekSkFRs2bEDt2rXRtm1bAED37t3h5eVV5vGtUqnEmTNn8Nprr5V5/BocHAw/P78y5zt9+jTatm2LmjVrqtdZWVmhX79+T7x+7969YWVlpf76+vXruHnzJoYOHYqSkhL1IpPJ0LZtWxw7dgwAcPHiReTn5+P1118vc75BgwaVu0ZxcTEWLlyIoKAgWFlZQSqVqu+wXbt27Zmf0b59+9C3b1/Y29uXqalXr144f/48cnNzKzz27t27AJ78GFZTkyZNQmRkJDZu3AhHR8dn7h8SEgKpVKpexowZAwBl1kmlUkRERLxwbc2aNcOSJUvw8ssvo3Pnzpg2bRr27duH9PR0rFixotz+rq6u6s+GiMozE7sAItJ/MTExuHLlCmbOnImcnBz1+oEDB2LVqlVISEhAnTp1cO/ePSgUCri5uZU7h7u7e5mvU1NT0bBhw2fu95inp2eZrzMyMgAAY8aMUQeTf/Px8VFfB0C5mp50nY8++ggrV67E3Llz0a5dO9ja2uL27dsYOHBgpToEZGRkYMOGDRW+u5iVlQU7O7snbnt8fgsLi2de52k++ugj/PTTT1i/fj169uxZqWN+/PFHPHz4UP317t27ERYWhpiYmDL71a1b94Vqq0hwcDDq1KlT7npAafhnZwyiijHoEdELW79+PQDgyy+/xJdffllu+4YNGzB//ny4uLhAKpWqQ9i/paenq8MXUBrcKtrvSf7bQcPZ2RkA8MUXX6B79+7l9jc3N1dfBygNYQ0aNHjqdX7//XeMGDGizJh1mozj5uzsjI4dO2LmzJlP3O7l5fXUYwEgOzu7zJ1LTSxYsACLFi3CihUrMHz48Eof998A97gzy397wlYlQRCe2NP3/v376s+GiMpj0COiF1JcXIzff/8drVu3xqJFi8ptnz59On799Vd8/vnnMDU1RYsWLfDHH3/g008/Vf/iPnv2LJKSksoEvTZt2mDJkiW4ffu2+vGtXC7Hnj17KlVX3bp14evri8uXL2PWrFkV7teoUSNYW1tj69at6Nq1q3r94/EA/62goABSqbTMurVr15bbz8LCoswdsMd69+6NU6dOoUGDBhqHtaCgIABAYmLiUwNhRVasWIFPPvkECxYswOTJkzU+XkxnzpxBQkICBg8eXG5bUlJSld1JJDIEDHpE9EJ2796NrKwsLF26tNzwKAAwfvx4TJgwAUePHkXXrl0RFhaGnj174tVXX8W4ceNw7949fPrpp/Dw8ICJyf+/Njxjxgx8//336NWrF+bNmwcLCwt8/fXXsLCwqNQYbhKJBN9++y1eeeUVFBcXY/DgwXBxcUF6ejoiIyPh4+ODGTNmwNHREdOmTcPChQtha2uL7t27IzY2Fr/88gsAlKmpd+/eWL9+PRo1aoTAwEBs374dkZGR5a5dv359fPfdd9i8eTMCAgJga2uLunXr4rPPPkOrVq3QqVMnTJo0Cb6+vsjOzsalS5eQmJj41EGWW7VqBQsLC0RHR6NDhw7ltsfHx2Pbtm3l1oeEhGD//v2YNm0aevfujW7duuH06dPq7XZ2dqhfv/4zP09tOn78eJlH/ABgZmaGAQMGYOjQofDz80NwcDAcHBwQFxeHL774AjVq1CgXUAVBQExMDCZMmFCN1RPpGbF7gxCRfuvfv79ga2sr5OfnP3F7Tk6OYGVlJYwcOVK97rfffhPq1KkjmJubC/Xr1xe2b98uNG3aVBgwYECZY8+ePSu0b99esLCwELy8vITPPvtMmDJliuDg4FBmPzyl12lkZKTQr18/wcHBQbCwsBBq1aolhIaGqnsHC0Jpr9KPP/5YcHd3FywtLYXOnTsLJ0+eFAAIy5YtU++XmZkphIaGCg4ODoKDg4Pw5ptvCtHR0QIAYe3ater9UlNThT59+gg2NjblehOnpKQIY8aMEby8vASpVCp4eHgI3bt3F3799ddnfdTC4MGDhS5dupRbD6DCJSYmRhg5cmSF2/9dW2WtXbu2XM/nynjc6/ZJi7W1tSAIgrBw4UKhUaNGgp2dnWBmZibUrFlTePvtt4W7d++WO9+JEycEAMLFixc1roXIWEgE4V8TJhIRieD27dsIDAzE7NmzMWfOnAr3UyqVCA4OhouLCw4dOlSlNW3duhWDBw/GsWPHtDZ23Ys6evQounXrhuTk5DKPuY3VhAkTcOnSJRw/flzsUoh0FoMeEVUruVyOGTNmoHv37nBxcUFiYiK++uorpKen4/Lly2V6z86ZMweBgYGoVasWsrKysHr1auzbtw9///03+vTpo7WaoqKisGfPHrRu3RqWlpY4e/YsFi1ahLp16yIyMrLKp/vSRM+ePVGnTh2sWrVK7FJElZaWBn9/f+zbtw+dOnUSuxwincV39IioWpmamiItLQ2TJk1CVlYWrK2t0bFjR2zdurXcECkSiQSfffYZ7t69C4lEgsaNG2PHjh1aDXkAYGNjg2PHjuHbb79Fbm4u3NzcMHjwYHzxxRc6FfKA0k4VO3bsqLAXqrFITk7G0qVLGfKInoF39IiIiIgMlNHNjJGTk4MxY8bAw8MDNjY2aNeunXqEfABISEhA165dYWVlBV9f36f2giMiIiLSZUYX9GbMmIGYmBjs2LED58+fR6tWrfDSSy8hOzsbCoUC/fr1g4uLC2JiYjBnzhyMHz++yl/6JiIiIqoKRvfotkGDBnj77bcxbdo0AMDDhw9hZ2eHU6dOISMjA4MHD0ZmZiZsbW0BACNGjEBubi527NghXtFEREREz8HoOmO0bdsWO3fuxLBhw+Do6Ig1a9bAy8sLDRs2xKJFi9CyZUt1yANKBxt92qj6CoUCJSUl6q9VKhXy8vJga2tr1C9KExERUdURBAGFhYVwcHAoM7D7fxld0Fu5ciVGjBgBV1dXmJqawsXFBfv27YONjQ0yMjLKTWzu6uqKzMzMCs+3YMEChIWFVXXZREREROVkZWXBycmpwu1GF/SWL1+O69evIzw8HM7OztiwYQP69++PuLg4PM9T7NmzZ5eZoLygoAAuLi7Iysp67onHiYiIiJ5GLpfD2dkZlpaWT93PqIKeXC7H3LlzcfDgQfXYS82aNcOePXvwv//9D+7u7oiPjy9zTGZmJlxdXSs8p1QqLTfJOQBYWVkx6BEREVGVetZrYkbV61ahUEChUMDU1LTMehMTE6hUKrRq1QpnzpxBXl6eetvhw4fRunXr6i6ViIiI6IUZ1R09Ozs7tG/fHjNmzMCKFSvg7OyMdevWISkpCT179kRAQABq1KiB0aNHY968eYiKisKmTZuwd+9esUsnIiIi0phRBT0A2Lx5M95//330798f+fn5qFevHv7880/Uq1cPALBnzx6MHz8ezZs3h7u7O77//nuEhIRotQZBEFBcXKzVc1LFpFLpU3skERERGSqjG0evqsnlcshkMhQUFDzxHT2FQoGkpCQolUoRqjNeTk5OcHNz45A3RERkEJ6VNx4zujt6YhIEAampqTA1NYW3tzfvMlUDQRBQUFCA9PR0AIC7u7vIFREREVUfBr1qpFQqkZ+fj5o1a7JHbjV63PU8PT0drq6uDNhERGQ0+BuvGj1+XPuk4VioaslkMgClj86JiIiMBYOeCPieWPXjZ05ERMaIQY+IiIjIQDHokUZKSkogkUhw9OjRSu0fHR2Nxo0bQyqV4q233tJKDV26dMEnn3yilXMREREZMgY9qlKzZs1CkyZNkJSUhOXLl2v9/JoGTyIiImPCoEdVKjExEd26dUPNmjVhb28vdjlERERGhUGPnurBgwd47bXXYGVlhTp16uDAgQNltsfGxqJLly6wsrKCr68v5s2bh5KSEgClHSD++ecfjB49GhKJBOvWrUN8fDz69u0LFxcXODg4oG/fvkhKSlKfb926dahZs2aZa3z66afo0KHDE+sLDAwEAHTt2hUSiURrj4eJiKj65ReV4NKdB4hJvo9Ldx4gp4CzSL0ojqNHTzVt2jRcvnwZhw8fBgBMmTJFvS0rKws9evTAzJkzsXr1aty+fRtvv/02ZDIZZs6cidTUVAQHB2PmzJkIDQ2Fvb09Ll++jEGDBuHrr79GSUkJPvnkEwwZMgRRUVHPVd/p06fh6emJP/74A+3ateP4hEREeiSnoBjHr9/D8RtZiE7MQnJWfrl9ajhaobWfM0Jb1EQrPyeOoqAhBj2R+c7aU+3XTF7Ur1L75ebmYuPGjfjrr7/Qtm1bAMDnn3+OPn36AAC+/fZbdO3aFR9++CGA0rtrYWFhmDt3LmbOnAkPDw+YmJjA3t4eHh4eAIAWLVqgRYsW6mv88MMP8PT0xK1bt+Dj46NxW1xcXACUTnH2+BpERKTb4m5lY/mhGzhxPRMlqv+fidXMVIKajjLYWEiRX1SCuzkFuJMtx/bs29geext+Ltb4sHdd9G7gwcBXSQx6VKHExESUlJSgVatW6nX//v+LFy9i165dsLGxUa9TKpVQKBRQqVRPnIHiwYMH+Pjjj3HgwAGkp6dDpVIBAFJSUp4r6BERkf64l1eEWdsv4uCV0mkpTSRAcC1HdAh0QcdAZzTxdoS52f//7ihRqnD5bi52X0jFH7G3kXQvHxM2xqJzHVcsC20KR2tzsZqiNxj0RFbZu2tiEITSf2VV9K+mvLw8DBkyBHPnzi23raJpxt577z2cPn0ay5Ytg5+fH0pKStCkSRP1jBUmJibq6z7G2SyIiPTf3ktpmPXHBTyQK2BhZoLhbX0xrqMf3OwsKzzGzNQETbwd0MTbAR/0qosNp5Kx7OB1RCRkotey49g4piXqeNhVYyv0D4MeVSggIABmZmaIjo5Gr169AAAxMTHq7U2aNMHBgwfVHSIq4/Tp0xg7diz69SsNuMePHy+z3dXVFVlZWVAoFOqp4i5evFjh+UxNTWFiYqKeXo6IiHRLiVKFsN1X8eupZABAC18nLB/SFDUcNHun2tzMBGM7+qNXAw+8szEWl+8+wKAfTmPDmJZo6u1YBZUbBva6pQrZ2dnhzTffxPTp0xEVFYXTp09jzpw56u3vvvsubt68ibfffhvnz5/HtWvXsGXLFsyfP7/CcwYEBGDbtm24cuUKTpw4gQ8++KDM9pYtW8LExASfffYZbty4gRUrVuDYsWMVnk8ikcDb2xuHDx9GRkYG8vLyXrzhRESkFQ/kCgz9JRq/nkqGmYkEH/UNwpZxbTQOef/m7STDtnfaon2gC3ILFRj+SwxupD/UYtWGhUGPnmrZsmWoW7cuOnfujKFDh5YJet7e3jh27BhSUlLQvn17tGzZEkuWLHnqu3ZLly6FIAho3rw5xo0bh88++6zMdhcXF6xduxYbN25E06ZNcf78eUyYMOGpNX711Vf47bff4OnpiUmTJr1Yg4mISCuy8oow6IdTiErMgoPMHL+93RrjOwXAxOTFO1FYmZti3aiW6FDbFQ8LFXjzl2hk5BZqoWrDIxH++0IUvRC5XA6ZTIaCgoJyQ30UFRUhMTER/v7+sLCwEKlC48TPnoio+mTkFmLwT6eRfC8fNR1l2PR2a3g7ybR+nYLiErz+w2lcvvsAwT6O2PpOW5hqIUjqg6fljX/jHT0iIiLSmpT7BRjwXSSS7+XDz8Ua2ye2rZKQBwAyczOsG9USjjJzxN7KxtLwhCq5jj5j0CMiIiKtSMrMw2vfn8LdHDnqetjijwnt4GZbca9abXC1tcCKN5pCAuCHozdx8U5OlV5P3zDoERER0Qu7mfEQr/1wChkPC9Gopj22jG8Lp2oa565jbVcMbVMLKkHAjC0XoFCqquW6+oBBj4iIiF7Irax8DPk5Cvfzi9G8liN+f7sN7K2k1VrDR32C4G5nievpD/HdkZvVem1dxqAnAvZ/qX78zImIqkbqAzlCf4pC5sMiNPF2wK9jWsHaovqH6bW2MMOXrzUCAHx75Abu5MirvQZdxKBXjUxNTQFwpgcxFBQUAIB6EGYiInpxmQ+LMPjH00h9IEc9TztsHNMKMnPx5mLoUtcNPep7oFipwue7r4pWhy7hzBjVyNTUFNbW1sjIyICZmVmF04SR9giCgIKCAqSnp8PJyYmfORGRlmTnFyP0p9NIuV+AADcbbHq7NWwtxf/H9LyX6+HotQzsu5SKmOT7aOnrJHZJouI4elr2rHFtFAoFkpKSOGVXNXNycoKbm1uF8/YSEVHl5RYqMPiH04hPy4WPszW2T2gLFxvdGaN04d/x+OnYTdTztMPfUzoY5M/+yo6jxzt61UwqlaJ27dpQKBR8b6yaSKVS3skjItKS/KISDF0djfi0XHg5WGHr+DY6FfIAYGpIILadTcHV1Fzsu5yGPg09xS5JNAx6IpBIJDA3r54u50RERNpSqFBixNoYXLydAzdbS2we1wbudlU7Tt7zsLYww8QuAZi/5yqWHriOXvU9tDL1mj7ibQ4iIiJ6JoVShTHrz+Bs8n04WZtj87iqmdZMW4a1qQVnGwvcyHiIfZfSxC5HNAx6RERE9FSCIODDPy7i5I17sLOU4ve3W8PP1Ubssp7KUmqKiV0CAABLDyYY7etSDHpERET0VEvDE/Bn7G2Ym5lg3aiWqONhJ3ZJlTK0tQ+crM1xMyMPx2/cE7scUTDoERERUYV2X7iLVYdvwEQCLB/SDMG1HMUuqdIspaYY3qYWAODHiCSRqxEHgx4RERE9UWJmHj7YdgEA8GHvIPRp6CFyRZob2c4X5qYmOHkjE4mZeWKXU+0Y9IiIiKicQoUSb/96FvJiJULquWN8J3+xS3ouTtbmeKmJFwDgx2PGd1ePQY+IiIjK+Wj7JdzMyEMNRyt8E9pErwcdHt/JDwCw89wdPCw0rmlIGfSIiIiojD0XUvFn3G2Ym5rgp+HNYacDU5u9iLoedmjq44hChRJ/xt0Vu5xqxaBHREREahm5hfho+0UAwIe966KBl73IFWnHsNY+AID/Rd0SuZLqxaBHREREAErHy5u25TxyCxVo4++M0e39xC5Ja15q7AkbCzPEp+Xi8p0HYpdTbRj0iIiICACwNjIZkTfuwcbSDMuHNDWoacMspabo37QGAGDDaeO5q8egR0RERLiR8RCL9sYDABa+2kgn57B9USPalD6+3X3hLuTFSpGrqR4MekREREZOoVRh0qZzKC5R4aXGXuj/aDgSQxPkaYcGNeyRX1SC3RdTxS6nWjDoERERGbmvwxMQn5oLdztLLBzYUOxyqlRoC28AwNYzt0WupHow6BERERmxs//cx48RNyEBsCy0id4PpfIsrzTxgpmpBDFJWUh7UCh2OVWOQY+IiMhIFSqUmL7lAlQC8FZ7P7QNcBG7pCpnL5OiU203CAD+iDX8u3oMekREREZq6YEE3MrKh4+zNWb2rit2OdVmcIuaAIBtsXcgCILI1VQtBj0iIiIjdOF2Dn45kQQJgK9fbwxLqanYJVWbbkFusLOSIikzD1fu5opdTpVi0CMiIjIyCqUK7229AJUgYGibWmjh6yR2SdXK3MwEfRp6AgB+P5MicjVVi0GPiIjIyHx/9Caupz+Ep70VPu4bJHY5ogh99Ph29/lUKFWG+/jWKINebGwsQkJCIJPJ4OjoiMGDB6u3JSQkoGvXrrCysoKvry/WrFkjYqVERETalXK/AKuO3AAALBrYEDJzM5ErEkczHwd4OVghu6AY0UlZYpdTZYwu6F29ehXdunVDhw4dEBMTg8jISAwZMgQAoFAo0K9fP7i4uCAmJgZz5szB+PHjcejQIZGrJiIienGCIOCjPy+huESF3g090bmum9gliUYikaBPo9LHt9vj7opcTdWRCIbe3eQ/XnvtNdjZ2WHt2rXltu3atQuDBw9GZmYmbG1tAQAjRoxAbm4uduzYUanzy+VyyGQyFBQUwMrKSpulExERvZC9l1IxYWMsZOamOPpBF7jZGt40Z5q4dCcHL608CQeZOc7MDoGZqf7c/6ps3tCfFmmBUqnEvn374Ofnhy5dusDd3R09evTAhQsXAADR0dFo2bKlOuQBQEhICKKioio8p0KhgFwuL7MQERHpmvyiEszdeRkA8F7PukYf8gCggZc9ajhaIaegGFEG+vjWqIJeZmYmCgoKsHjxYrzxxhvYu3cvvL29ERISggcPHiAjIwNubmVvY7u6uiIzM7PCcy5YsAAymUy9ODs7V3UziIiINLb4QAIyHxahrocd3mrnK3Y5OkEikaBvo9J5fXecM8y5b40q6KlUKgDAoEGDMH78eAQHB+PHH3+ERCLBrl27nmvQxNmzZ6OgoEC9ZGUZ5r8IiIhIf8Wn5mJDZDIkAL58rSFMTSRil6QzXm1aGvQOXElDiVIlcjXaZ1RBz8XFBaampqhb9/9H/5ZKpfD390dKSgrc3d2RkZFR5pjMzEy4urpWeE6pVAorK6syCxERka4QBAFzdl6GShDwektvNPV2FLsknVLP0xbeTjI8KFDgVKLh3awxqqBnbm6OZs2a4caNG+p1JSUlSE5Oho+PD1q1aoUzZ84gLy9Pvf3w4cNo3bq1GOUSERG9sPAr6YhJvg8bCzN81Ns4x8x7GolEoh48eYcB9r41qqAHANOnT8dvv/2G3377DQkJCZg2bRoAoH///ujduzdq1KiB0aNH4/Lly1izZg02bdqEyZMni1s0ERHRcyguUeGz3VcBAFNCasPR2lzkinTTq81KH98evJpucI9vjW6UxDfffBOZmZn46KOPkJ2djRYtWuDgwYOws7MDAOzZswfjx49H8+bN4e7uju+//x4hISEiV01ERKS5NSeTcDu7AN5OMoxq7yt2OToryKP08W3K/QJEJmahU+2KX9nSN0Y3jl5V4zh6RESkC7LyitBp8VHkF5Vg9cgW6F7PXeySdNqivfH4IeImBgbXxNeDm4hdzjNxHD0iIiIj9uX+a8gvKkEbf2eEBBnvDBiVNeDR49vD8RkGNfctgx4REZGBiU/NxbYzKTCRSBDWvz4kEg6n8ix13W3h6VA6eHLsP/fFLkdrGPSIiIgMiCAImLvrClQCMLilN+p62Ildkl6QSCToXq/0zueei2kiV6M9DHpEREQG5ODVdEQnZcHGwgwf9qr77ANIrV+j0mFWwq+mP9ckCrqIQY+IiMhA/Hs4lckhgXDicCoaaVHLEXZWUtzJluNGRt6zD9ADDHpEREQGYm1kElLuPxpOpZ2f2OXoHTNTE3SuUzq0yt8G8viWQY+IiMgA3M8vxspDpTM/zXupPszN+Cv+efRr5AEA2HeZQY+IiIh0xJf7riGvqASt/Z0RUo/DqTyvTnVcYW5qgqupuUjPLRS7nBfGoEdERKTn4lNzsfXMLZhIgM84nMoLkZmboXWAMwBg3yX9v6vHoEdERKTHBEHAvL9Kh1N5vYUPh1PRgj4NHj++TRe5khfHoEdERKTHDl3NQFRiFqwtzDCzN4dT0YbH4+mdTb6PQoVS5GpeDIMeERGRnlIoVQjbfQUAMLkbh1PRFjc7S9TxsEWxUoXIm/fELueFMOgRERHpqbUnk5FyvwA1HWUY3Z7DqWhT17qld/XCr2SIXMmLYdAjIiLSQ9n5xVhx6DoAYO5L9Ticipb1fPT49mhCpl7PksE/FURERHroq/2lw6m08nNGj/ruYpdjcJr6OMLWUorUHDmS7uWLXc5zY9AjIiLSM9fScrE5JoXDqVQhUxMJ2ge6ACid+1ZfMegRERHpEUEQMHfXFagEAYNaeCPIk8OpVJUe9Usf3x66milyJc+PQY+IiEiPHIr/13AqvTicSlXqWtcNEgCxt+4jv6hE7HKeC4MeERGRnlAoVfjsr9LhVCZ1C4SzjYXIFRk2J2tz1PeyR4lSwMkb+jnMCoMeERGRnlgXmYxb9wtQw9EKYzicSrXoFlT6+Ha/ng6zwqBHRESkB7Lzi7FcPZxKfQ6nUk0ev6d3XE+HWeGfEiIiIj2w+MA15BWWDqfSk8OpVJuGXvZwkJkj42EhEtLzxC5HYwx6REREOu56+kP8Hl06nEpY/3ocTqUamZhI0KF26TArB/VwmBUGPSIiIh0mCALm7LoMlSDgtebeqOdpL3ZJRqdnvdI7qIfi9e89PQY9IiIiHXbwajpO3ywdTmVWbw6nIobOdVxhIgHOp+TgYaFC7HI0wqBHRESko4pKlPj00XAqU0I4nIpY7GVSNKzhAKVKwPEE/RpmhUGPiIhIR/18PAl3suWo5WyN0RxORVSPh1k5cFW/Ht8y6BEREemg9NxCfHv4BgDg05frQ2rKX9liUg+zcl2/hlnhnxoiIiIdIwgCPth2AXKFEp3ruqHro7tJJJ76nnZwtjZHVl4RrqY+FLucSmPQIyIi0jE7z93FsYRMyMxNsWhgQ7HLIQASiQQdarsCAMKv6M8wKwx6REREOiQrrwjzdl0GAMzqUw+e9lYiV0SP9Xz0+PbwNf15T49Bj4iISEcoVQIm/BaHB3IFmtdywvA2PmKXRP/SsY4rTE0kuHj7AR7I9WOYFQY9IiIiHfHlvmuITsqCvZUUq95syhkwdIydpRSNazpAJQg4lpApdjmVwqBHRESkA/ZeSsNPx27CRAJ8+2YwH9nqqJB6j4dZ0Y/39Bj0iIiIRHYz4yHe23IOAPBer7rquVVJ93R/FPROJNyDSqX7w6ww6BEREYmooLgEYzecRUGxEiH13DGxc4DYJdFT1HW3hautBbILinElNVfscp6JQY+IiEgkgiBgxpYLSLqXDx9naywfwvfydJ1EIkGnR8OsHNCDYVYY9IiIiETyw7FE7LuUCiupKX4Z0Rw2FmZil0SV8HiWjCPxut8hg0GPiIhIBPsvp+GrvfEAgK8GNUZtd1uRK6LK6lDbFWYmEly+m4Ps/GKxy3kqBj0iIqJqdunOA0z9/RwEAJO71cbLTbzELok0YGNhhiY+jlAJwFEdH2aFQY+IiKgapecW4q21MShUKNGvsRdm9Kgtdkn0HEIezT988Kpuz5LBoEdERFRNHhYqMPyXaNzLK0ITbwd8PbgxO1/oqcfToZ24kanTw6ww6BEREVWDQoUSI9fGICH9IWo4WmHtWy1hYWYqdln0nAJcbeBuZ4kHBQpcuJ0jdjkVYtAjIiKqYgqlCu9sjEXsP9lwtrHAprGt4WRtLnZZ9AIkEgk61SkdZiVchx/fMugRERFVoUKFEmPWn8HRaxmwsTTDb2NawcfZWuyySAseP749HM+gR0REZHQeyBUYviYaxxIyYWtpho1jWiHI007sskhL2ge6wMxUgvjUXGTlFYldzhMx6BEREVWBGxkP8dLKE4hJug9HmTm2jG+Dpt6OYpdFWiQzN0PzWk4QABy5ppvDrDDoERERadmhq+l45dtIpNwvgL+rDXa+2w71PO3FLouqQLegx+/p6eZ0aEYd9AYMGACJRIKDBw+q1yUkJKBr166wsrKCr68v1qxZI2KFRESkT4pLVPhs9xWMXX8G+UUl6FbPHX9Nas938gxYj3ruAIDIG1lQ6uAwK0Y7qd7atWshl8vLrFMoFOjXrx+aNm2KmJgYREVFYfz48ahVqxZCQkJEqpSIiPTB+ds5+GDbBSSkPYSJpHTGi2khtWFiwnHyDJmfizW8HKxwN0eOc7ey0dzXSeySyjDKoPfPP/9g3rx5iIyMhLe3t3r93r17kZKSgtjYWNja2qJhw4aIiIjAypUrGfSIiOiJbqQ/xKqjN7Ez7g4EAJ72VljxRlO01LFf+FQ1Hg+z8nv0LYRfzdC5oGd0j25VKhVGjhyJsLAw1KxZs8y26OhotGzZEra2/z+xdEhICKKioio8n0KhgFwuL7MQEZFheyBXYOvZ23jj5yh0/+YYdsTdgYmJBG+190P4jE4MeUbm8TArutghw+ju6H3zzTewsbHBqFGjym3LyMiAm5tbmXWurq7IzKz4G7dgwQKEhYVpvU4iItIt9/OLse9SGv66kIqYpCyUPHofy9zUBP2b1sCEzn4IcLN9xlnIELULcIG5qQmupeUi42Eh3GwtxS5JzaiC3tWrV7F06VKcOXPmidsFQfOXKGfPno2ZM2eqv5bL5XB2dn7uGomISHdkPCzE3oul4S72n2yoHv2eMJEAwbUc8VJjT7zSxAvONhYiV0pispSaormvE07dvIej1zIxuIX3sw+qJkYV9KKiopCWlgYfH58y63v16oUhQ4bAz88P8fHxZbZlZmbC1dW1wnNKpVJIpdIqqZeIiKpf6gM5dl9IxZ4LaTifko3HtwBMTSRo7eeMlxt7ok9DD4Y7KqN7PTecunkPB65kMOiJZcCAAWjRokWZdY0aNcKPP/6I3r17IzY2FkuXLkVeXh5sbGwAAIcPH0br1q3FKJeIiKpJcYkKf8TexqbolDIT1JuZStDG3wX9m3iiZ313OMg4Py09Wfd6bvh89xWcvnkPJUoVzEx1oxuEUQU9BwcHODg4lFvv6+uLmjVrws3NDTVq1MDo0aMxb948REVFYdOmTdi7d2/1F0tERFVOEAQcvJqOz3ZfRcr9AgCAhZkJ2gW6oH8TL3Sv5wZbSz61oWer5WwNbycZUu4XIPZWNlr56cZrXEYV9J7F3Nwce/bswfjx49G8eXO4u7vj+++/59AqREQG6FZWPj7cfhGnb2YBALydZJjYJQD9m3jB2oK/Hklzneu4YuPpf3DgSobOBD2J8Dw9EKhCcrkcMpkMBQUFsLKyErscIiL6D6VKwE/HE7EsPAFFJSrYWJhhckggRrXzg7mZbjxuI/0UcS0DI9fGoLabLcJndKrSa1U2b/CfLEREZDTu5RVhwm+xiEm6DwDo3dAT8wc0gAs7VpAWtPZ3hoWZCa5nPETqAzk87cW/4cN/uhARkVE4l5KNXsuOIybpPhxk5vh5RHP8MCyYIY+0xlJqitb+LgCAA5fTRa6mFIMeEREZvOPXM/HGT1HIyitCU29H7J/WET3qe4hdFhmg3g3cAQD7rzDoERERVbkT1+9h1LoYyBVK9Gnkia3vtIG7ne7MXECGpUd9d0gAxCTdR35RidjlMOgREZHhungnB2//egYlSgGvt/DGt280g1RHxjcjw+Rqa4EGNeyhUKpw7Lr4c9/yTzsRERmktAeFGPFLDOTFSvRu6IEvBzaCiYlE7LLICPSoV/r49u9LaSJXwqBHREQGqLhEhbEbziC7oBjNfZ2wYkgzhjyqNn0alb7/eSwhE0qVuKPYMegREZHBCfvrCi7deQBXWwv8NCyY4+NRtartZgNPBys8KFAg7la2qLXwTz4RERmUA1fS8FvUPzAzkeDHYc3hzOFTqJpJJBKEBLkBAPZeErf3LYMeEREZjPv5xZi57SIAYEbPugiu5ShyRWSs+jQsfU/v4FUGPSIiohcmCAI+/OMCsguK0czHEe908he7JDJirfycYW1hhn+y8pF8L1+0Ohj0iIjIIGyPu4ODV9JhJTXF8tAm7HxBopKamqBD7dJZMvZfFq/3LYMeERHpvbQHhZi38zIAYHa/+vBxtha5IiKgT4PS3rdizpLBoEdERHpNEAR8sO0C8opK0KG2K4a29ha7JCIAQNcgN5iaSHDuVg5yCopFqYFBj4iI9Nqu86k4fj0TMnNTLH29MSQSPrIl3WBvJUVTH0eoBAGH4jNEqUHjoNetWzfk5OSUW5+bm4tu3bppoyYiIqJKeVCgwKe7Sh/ZzupTj3PYks7pVb+09+0+kYZZ0TjoHT16FMXF5W8/yuVynDx5UitFERERVcanf11BdkExmno7YFhrH7HLISqn96P39E7eyERxiarar29W2R03bNig/v8tW7bAzs5O/bVSqcSxY8cQEBCg3eqIiIgqcDoxC3/G3YaZqQRLBjVmL1vSST7OMvi52iApMw9RSVnoWNu1Wq9f6aA3e/Zs9f9/8cUXMDH5/5uBUqkUtWrVwvfff6/d6oiIiJ5ApRIw99Ej27c7BiDQ3Vbkiogq1r2eO37OzMOu86m6G/RSUlIAAF27dsX27dvh6MjRxomISBxbzt5GQtpDuNpaYEq3QLHLIXqq/o098POxmzh4JR1KlQDTarz7rPE7ekeOHHnhkHfo0CG88847aNSoEezs7GBubg5PT0/07t0bS5YsQXq6uNOFEBGR7pIXK7F4XzwAYGbvIFiZm4pcEdHTNaxhD08HK2QXFCMm+X61XrvSd/QeUygU+OmnnxAREYGMjAyoVGVfLDx27FiFx27duhWffPIJCgsL0atXL0yePBmenp6wsrLC/fv3ceXKFezfvx9z587FsGHDEBYWBk9PT81bRUREBmvD6WRk5RejrocdBjarIXY5RM8kkUjQu4EH1p5Mwo5zd9HG37narq1x0HvnnXewc+dODBo0CPXr19dovKKff/4ZP/zwA7p27frU/TIzM/Hjjz/izz//xMSJEzUtkYiIDFShQokfIxIBAO/1qM0OGKQ3BjT1xNqTSQi/nIaFAxpW259diSAIgiYHODo6YseOHejcuXNV1aTX5HI5ZDIZCgoKYGVlJXY5REQG5ZcTSfh89xXUdrfFgWkdOTgy6Q1BENB20WGkPSjElvFt0Mrvxe7qVTZvaPyOnqOjI1xdq7fHCBERUVGJEt8fvQkAmB5SmyGP9Mrjx7cAsONcarVdV+NHt4sXL8ZHH32EX375BS4uLs994QsXLiAqKgoZGaVTgri5uaF169Zo3Ljxc5+TiIgM15Yzt3Evrwh+rjbo3dBD7HKINPZKUy+si0zG/stpmP9Kg2p5fKtx0Js2bRqysrLg4eEBV1dXSKXSMttv3br11OPT09MRGhqKY8eOwdfXV313MDMzE8nJyejcuTM2b94MNzc3TUsjIiIDJQgCfjmRBACY1DWA7+aRXmrq7QB3O0uk5xYi9lY2Wvg6Vfk1NQ568+fPf6ELjhs3DhKJBDdv3oSfn1+ZbUlJSRg7dizGjRuHHTt2vNB1iIjIcJy4cQ/J9/LhbG2Olxt7iV0O0XORSCTo1dADGyKTsePc3WoJehp3xnhR1tbWOHXqVIWPaM+fP4927dohPz+/OsvSGnbGICLSvhFronEsIROTu9XGez3riF0O0XOL/ec+Bn5/Cq62Foj6KOS5705XWWcMoPTx7MKFCzF27FhkZmYCAI4ePYrr168/81gHBwckJSVVuD0pKQn29vbPUxYRERmgW1kFOJ6QCTNTCUa0rSV2OUQvpJmPI9ztLJH5sAjR1TB4ssZBLyIiAvXr10dERAR+/fVXPHz4EAAQFRWFjz766JnHT548GcOHD8fcuXNx5MgRXL58GZcvX8aRI0cwd+5cjBw5ElOnTtW8JUREZJBWn0iCAKB3Q0+42lqIXQ7RC5FIJHipSenrB9vO3qn662n66LZ169YYMWIE3n33Xdja2uL8+fPw9/fHmTNn8Morr+DOnWcXvXbtWqxatQrnz59Xz6xhYmKCJk2aYNKkSRg1atTztUYH8NEtEZH25BeVoNXCQ8gvKsGuSe3RuKaD2CURvbBraQ/Ra9kx2FpKcfaT7jA30/wBa2XzhsadMS5duoR+/fqVW+/k5ISsrKxKnWPUqFEYNWoUiouLkZWVBUEQ4OLiAnNzc03LISIiA7b17G3kF5WgcU0HhjwyGHU9bOHvaoPEzDxEJGSgR/2qGy5I46Dn4eGB69evw9fXt8z6Y8eOwd/fv9LnedI4em3atEGjRo00LYmIiAyQIAhYezIZADCmg9/TdybSMwOaeuHr8ARsPXtHt4Le1KlTMXHiRCxfvhwAcOXKFezduxdz5szBV1999czjOY4eERFVRkzyffyTlQ8na3P0bcQBksmwDAyuga/DExBxLQN5RSWwsdA4klWKxmedMmUKbGxsMHnyZOTn56N///7w8PDAZ599hrFjxz7zeI6jR0RElbH+VOkA/K8194bU9LkGiSDSWTUdZWji7YDzKTnYdykNg5rXrJLrvNA4evn5+cjPz9fo7hvH0SMiomd5UKBAywUHUaxU4dgHXeHjLBO7JCKtWx+ZjHm7LqNNgDN+f7uNRsdW6Th6j8lkMri4uEClUqmXZ+E4ekRE9Cxbz6agWKlCKz9nhjwyWP2beMHURILoxPu4l1dUJdfQOOilpKTg9ddfh6urK8zMzCCVSsssz8Jx9IiI6GkEQcBv0SkAgBFtfESuhqjqOFqbo22AC1SCgO2xVTOmnsbv6L3xxhsQBAGrVq2Cu7s7JBLNpu6YNWsW3N3dsWrVKixcuLDcOHrLli3T63H0iIjoxcTdykZSZh7sZVL0bMBOGGTY3mhZEyeuZ+L3mBS83dFP41z1LBoHvXPnziE2NhZ16jz/XIMcR4+IiCryuBPGwGY1n2sgWSJ90qO+B+ytpEjMzMPFOw+0Pl6kxn+D2rZtixs3bmjl4ubm5vD09ISXlxdDHhERIbdQgX2XUgGA89qSUTA3M8HLj6ZE+y0qRevn1/iO3rp16/D222/j2rVrqF+/frn38rp161ap8zxpwOTWrVtX2BuXiIgM3/bYOygqUSG4liP8XKzFLoeoWrzZyhsbT/+DPRfuIqx/fVhKTbV2bo2D3oULFxAdHY19+/aV2yaRSKBUKp96PAdMJiKiJxEEAb9FlT62Hd6Gd/PIeNT3skddDztcS8vFvktpGNCshtbOrfGj24kTJ+KNN95AampqmWFVVCrVM0MeUHbA5MTERERFRSEqKgqJiYm4efMmTExMMG7cuOdqDBER6a8Lt3NwPf0h7Kyk6NOQnTDIuIS2LB0w+X/R2n18q3HQy8rKwrRp0+Du7v5cFzx48CCWL19eblYMAPDz88PXX3+N8PDw5zo3ERHpr8edMAY0raHVR1dE+mBgsxqQmpogJikLd3LkWjuvxkFvyJAh2Lt373NfkAMmExHRf+UVlWDvxcedMDh2HhkfB5k5uga5QQCwKfqW1s6r8Tt6Dg4OmDNnDvbt24dGjRqV64zx2WefPfX4xwMmT5s2DV27dlW/i5eRkYEjR45g+fLl+PjjjzUtq9IWLlyIbdu2ISEhAba2tujduze++uor9buCAJCQkIDx48fj9OnTcHd3x9y5czF69Ogqq4mIyNjtiLsDuUKJJt4OCHSzFbscIlEMbe2NA5fTsOXMbUzvXgemJi8+pp7GQS8mJgZNmzZFfn4+Tp8+XWZbZQb5E3vA5BMnTmDGjBlo0aIFcnNzMXnyZISGhuLw4cMAAIVCgX79+qFp06aIiYlBVFQUxo8fj1q1aiEkJKTK6iIiMmYbT5fewRjGThhkxDoGuqKGoxXuZMtx8Go6emlhwHCJIAiCFmp7LrowYPKpU6fQrl075OTkwN7eHrt27cLgwYORmZkJW9vSf1WOGDECubm52LFjxzPPV9lJhomIqNSlOzl4aeVJ2FiY4cwn3fl+Hhm1HyJuYtHeeLT2d8bmcW0q3K+yeeO5hxx/+PAhzp07h3PnzuHhw4caH5+ZmakeMNnd3R0HDhzA/v37n+tcL+LevXuwtLSEtXXpeE3R0dFo2bKlOuQBQEhICKKiop54vEKhgFwuL7MQEVHlbXjUCaN/Uy+GPDJ6Q1p6w9zUBFGJWUi6l//C59M46BUUFOCdd96Bs7MzgoODERwcDBcXF0yYMKFSIef69euoU6cOPDw80KBBA/zzzz/o0KEDhgwZgoEDB6JRo0a4efPmczVGU0VFRfjss88wcuRImJmVPsXOyMgoN4afq6srMjMzn3iOBQsWQCaTqRdnZ+cqr5uIyFAUFJdg94W7AIDhbdgJg8hBZo4+jTwBAGtOVtx5tbI0DnpTpkzB4cOH8ddffyEnJwcPHjzAzp07cfjwYUydOvWZx7///vto2LAhzp8/j969e6NPnz7w8vJCdnY2srOzERwcjLlz5z5XYzShVCoxbNgwAMCSJUvU6zV9kj179mwUFBSol6ysLK3WSURkyHaeu4uCYiUa1LBHPU+OuEAEAGM6+AIA/oy9A3nxs8cofhqNg9727duxbt069OrVC3Z2duqeq2vWrMG2bdueefzJkycRFhaGhg0bYv78+bh27Rree+89SKVSmJubY9asWTh+/PhzNaayVCoV3nrrLcTHx2P//v2wsbFRb3N3d1dPy/ZYZmZmmV65/yaVSmFlZVVmISKiynk8E8aw1rybR/RY45oOqOdlh7yiEvwZd+eFzqVx0FMoFJDJZOXWW1lZoaSk5JnHy+Vy2NnZqY+RyWTw8Pj/XiUeHh4VPibVBkEQMHbsWJw+fRrh4eFwcnIqs71Vq1Y4c+YM8vLy1OsOHz6M1q1bV1lNRETG6GrqA1y68wAyc1O80tRL7HKIdMro9qUTS/x8PBEq1fP3m9U46PXq1QsTJkzAtWvX1Ovi4+MxadIk9OrV65nH+/j4lHkH7/fff4enp6f667t371Z490wb3nnnHfz111/47bffAABpaWlIS0tTT9/Wu3dv1KhRA6NHj8bly5exZs0abNq0CZMnT66ymoiIjNHjThgvN6kBmbnGo30RGbRXmnjBxcYCSffycTg+49kHVEDjoPfdd9/B1tYW9erVg4ODAxwcHNCgQQPY2dnhu+++e+bxb731FrKzs9Vf9+vXr8zjzh07dqBDhw6allVpP/30E+7du4fWrVvD09NTvaSklM4tZ25ujj179iAjIwPNmzdHWFgYvv/+e46hR0SkRfJiJXadL+2EwZkwiMozNzPBqPa+AIBvjz5/J9XnHkcvPj4eCQkJEAQBQUFBqFu37nMXYUg4jh4R0bNtjknBzD8uoJ6nHfZO7Sh2OUQ6KbdQgTYLD6GgWIkdE9uhqY+jeltl88Zz3ysPCgpCUFDQ8x5ORERGbOOjThjDORMGUYXsLKUIbemDtSeTsOroTawe0ULjc2gc9IqLi/Hzzz/j6NGjyMzMVE9h9tixY8c0LoKIiIxHfGouLt7OgZW5KQY0YycMoqcZ38kfv55KxuGr6biZ8RABGs4FrXHQGzt2LPbu3YtBgwahQYMGlZrfloiI6LENj+a1fbmxFzthED2Dh70l+jetge2xt7Ek/Dq+Hxqs0fEa/w3buXMn9u3bh7Zt22p6KBERGblChRK7zpWOC8ZOGESVM6NHbew6dwf7LqYiIS0XdTzsKn2sxr1ufXx8YGlpqelhRERE2HnuLvKKSlDP0w4NaziIXQ6RXqjpKMPA5jUhAFh84LpGx2oc9FauXImZM2ciLi4ORUVFUKlUZZbKunXr1hPXPx7mhIiIDM+vp/8BwE4YRJqa3r02pKYmCL+Shit3H1T6OI2DXq1atfDw4UO0aNECMpkMUqm0zFIZx48fR6NGjXDw4MFy65s0aYL9+/drWhYREem4K3f/fyYMdsIg0oynvRUGt/AGAHyx99oz9v5/Gr+j98Ybb8DU1BT/+9//4O7u/lydMTp27IgVK1ZgwIABWLduHQYNGoS///4boaGh+Oqrryo1wwYREemX9ZwJg+iFTOteG3/E3sbx65mITs6q1DEa/027cOEC4uLiXniA5JEjR8Le3h7Dhg1DeHg4fvvtN/z888944403Xui8RESke/KLSrDrfGknjLfasRMG0fNwtbXAqPZ++P7oDXy5N6FSx2j86LZt27Zl5qp9EQMGDMDIkSPx888/47XXXmPIIyIyUDvi7kJerESjmg6o52kvdjlEemtiF3/YW0lx6U5OpfbX+I7esGHDMGXKFFy9ehUNGzYs915et27dKn2uL774Ahs3bsSyZcsQFhaGOXPm4PPPP9e0JCIi0nEbo0o7YYxow7t5RC/C1lKKSd0C8fmOc5XaX+OgN2bMGADABx98UG6bRCKBUqms1HlmzpyJNWvW4NChQ2jRogW6deuGXr16IScnBytXrtS0LCIi0lGX7uTgamoubCzM8HITdsIgelEj2tbC9ugkVGacEo0f3f53OJV/L5UNeSdOnMDmzZtx/PhxtGhROm9bw4YNcfz4cezduxcHDhzQtCwiItJRjzth9G9aA5ZSU5GrIdJ/Fmam+GNC5SaukAiCIFRxPU9UVFQECwuLSq/XF3K5HDKZDAUFBbCyshK7HCIiUeUXlaDFgoOQFyuxf1pH1NVgRH8iqlhl84bGd/S0paIwp88hj4iIynrcCaNxTQeGPCIRiBb0iIjIsAmCgF9OJgEAhrMTBpEoGPSIiKhKHLueicTMPDhZm6N/U3bCIBIDgx4REVWJ748mAgBGtvWFhRk7YRCJ4bmCXnR0NMaNG4fu3bsjNTUVALB161ZER0drtTgiItJPV1Mf4HRiFizMTDCyXS2xyyEyWhoHvT/++APdunWDRCLBiRMnIJfLAQAZGRn49NNPtV0fERHpoe8jSt/NGxhcEw4yc5GrITJeGge9sLAwrF69Gj/++GOZWTE6duyIs2fPPlcRgiCUG5OPiIj0U0ZuIf6+cBcSAO909he7HCKjpnHQu3HjBtq0aVNuvZWVFXJzcyt9npSUFLz++utwdXWFmZkZpFJpmYWIiPTT6hPJKFEJ6BLkhlrO1mKXQ2TUNJ4Czc/PD7GxsfD19S2zfs+ePahfv36lz/PGG29AEASsWrUK7u7ukEgkmpZCREQ6pqC4BP+LLp3XdmKXAJGrISKNg96cOXMwYcIEpKWlQaVS4cCBA7h58ya+/fZbbNq0qdLnOXfuHGJjY1GnTh1NSyAiIh214dQ/yCssQYMa9mjp6yR2OURGT+OgN2TIELi5uWHBggWwtrbGjBkz0KRJE2zevBkvv/xypc/Ttm1b3Lhxg0GPiMhAFCqU+OlY6ZAq00Nqi1wNEQHPEfQAoFu3bujWrdsLXXjdunV4++23ce3aNdSvX7/ce3kven4iIqpev57+B/fzi1HHwxYh9dzELoeIUMmgp0kvWBOTyvXvuHDhAqKjo7Fv375y2yQSCZRKZaWvSURE4ipUKPFDROndvBnd6/C9ayIdUalU9qResRUtlTVx4kS88cYbSE1NLTe0CkMeEZF++V/ULWTlFSHQzRa9GriLXQ4RPVKpO3pHjhzR+oWzsrIwbdo0uLvzBwIRkT4rKlHi+4ibAIAZ3Wvzbh6RDqlU0OvcubPWLzxkyBDs3bsXkyZN0vq5iYio+myOuY3Mh0Xwc7VB74YeYpdDRP/yXJ0xbt26hW+//RbXrl0DAAQFBWHixInw8fGp9DkcHBwwZ84c7Nu3D40aNSr32Pezzz57ntKIiKgaFZeosOrIDQDAtJDaMDHh3TwiXaJx0Nu3bx8GDBiAZs2aoW3btgCAiIgILF++HDt37kTPnj0rdZ6YmBg0bdoU+fn5OH36tKZlEBGRDthy5jYycgvh62KNlxt7il0OEf2HRBAEQZMDmjRpggEDBiAsLKzM+rlz52Lnzp04f/68VgvUN3K5HDKZDAUFBbCyshK7HCKiKqNQqtDpq6NIfSDHN6FN8WqzGmKXRGQ0Kps3NJ7r9tq1axg2bFi59cOHD1c/yn1e6enpWLp0KRo3bvxC5yHdJy9WIju/GLmFCmj4bw0i0hHbzt5G6gM5vJ1k6N/ES+xyiOgJNH506+3tjQMHDqB27bKjnh84cADe3t4aF1BUVISdO3di/fr1CA8PR1BQEF555RWNz0O6SxAExKc9xKH4DBy/fg83MvKQlVek3m5jYYba7rboWtcVA4NroKajTMRqiagySpQqrDxc+m7elG61Ycp384h00nPNdTtmzBgcP34cbdq0AQCcPn0a27dvx5o1ayp9nsjISKxbtw5bt25FjRo1EB8fj/DwcHTt2lXTkkhHZeUV4fczKdh29g6SMvPKbDMzkcDK3AzFJUrkFZUg7lY24m5l45vwBLQLdMW4jr7oVMeVwzQQ6ag/4+7ibo4cNRyt8Goz3s0j0lUaB70RI0YgMDAQK1euxIYNGyAIAoKCghAREaHunPE08+fPx4YNG6BSqRAaGopjx46pe91yTD3DcDdHjm+P3sS2MykoKimdVcXOSoqudd3Qpa4rmvs4wsvBEmamJhAEAZl5RYhKvI+/LqTicHw6Tt7IxMkbmajvZY+Zveqgc11OpUSkS0qUKiw/dB0AMLlbbZiZavwWEBFVE407Y7woMzMzTJ8+HZ9//jksLS3V66VSKc6fP4/69etXZzlaZ8ydMXILFVh64Dp+O52MElXpH6u2AS4Y0dYHIUHuMDd79i+DrLwibDx9C2tOJuGBXAEA6N3QEwtfbQgna/MqrZ+IKue3qFuY/edF1HC0wtH3u0DKoEdU7SqbN55rHL2HDx/i119/LTOO3tChQ2FnZ/fMY1evXo1ff/0VHh4eePnll/HGG29UekgW0k1KlYDfom5h6YFreCBXQAKgZwMPTA0JRAMve43O5Wxjganda2NsRz/8ciIJ3x65gX2XUnH2n/tY81YLNKrhUCVtIKLKKVQosfxg6d2893vWZcgj0nEa39GLiIjAgAEDYG9vj+bNmwMAYmNjkZOTgx07dlR6Fo1bt27h119/xYYNG3Dv3j3k5ORg/fr1eOONN2Bqaqp5S3SEsd3RO3XzHubsvIIbGQ8BAE28HTD/lQZoVNNBK+dPvpeHSZvO4dKdBzA3M8Gy0Kbo24hjdRGJ5adjiVj491X4u9rg4PROHCCZSCSVzRsaB7369euje/fuWLZsGUxMSv8lJwgCpk2bhgMHDuDq1asaFxsZGYkNGzZgy5YtkEgkeOmll7B+/XqNz6MLjCXopdwvwKd/XcGhq+kAADc7S8zuWw/9m3hqvQNFUYkSH267iJ3n7sBEIsFXgxpjUPOaWr0GET1bflEJ2i06jAdyBX4a3hw9G3C6MyKxVFnQk8lkOHfuHOrUqVNmfUJCApo2bYqCgoLnqxhAcXExduzYgQ0bNmD37t3PfR4xGXrQyy8qwfJDN7D2ZBIUShUszEwwrlMA3u0aAEtp1d2JFQQBX+2/hu+P3oQEwPxXG2Fo68pPuUdEL27h3/H46dhNNKhhj92T2rNXPJGIquwdve7duyMiIqJc0IuIiECXLl00Ote9e/cQHR2NjIwMqFQq9fqBAwdqWhZVMZVKwLbY21i0Nx7384sBAP0ae+GTfkHwtK/6QCuRSDCzdxCspKb4OjwBc3ZchLONOXrzjgJRtUjKzMOak4kAgLCX6zPkEekJjYNehw4dMGvWLBw9ehQtW7aERCJBdHQ09u/fjw8//LDMWHqjR4+u8DybN2/GqFGjYGJiAhcXlzI/NCQSyVOPpep1Jvk+5u66jCt3cwEA9b3s8PkrDdC8llO11zIlpDaKSlT49sgNTNkUh01vtxalDiJjM2fXFZQoBbzcxAstfPl3jkhfaPzo1s/Pr3InlkiQmJj41PO89dZb+OSTT/S688V/GdKj27QHhfh8z1XsuXAXAOBkbY5ZfYIwKLimqC9gC4KAGVvO48+4O3CUmWPftI5wt7N89oFE9FwOXk3H2PVnYGVuiogPusDNln/fiMRWZY9uk5KSXqiwx7KysjB8+HCDCnmGolChxPdHb+KHiJsoKlFBamqCUe39MDUkENYWzzUij1ZJHnXIuJUtx9nk+xiz/gy2T2hXqXH6iEgzRSVKzNt1GUDpHXWGPCL9ItpvxjfffFNvO1wYKnmxEmtPJqPz4qNYfug6ikpUCKnnjsPvdcbHfYN0IuQ9JjU1wY/DguFqa4FLdx5g7qNfRESkXauPJ+FOthw+ztYY26FyT3SISHdU6jf3iBEj8O2338LW1hYjRox46r4bNmyo1IXt7e0xb948HDhwQD0F2r999tlnlTpPVVm0aBFWrFiBnJwcdO/eHT/99BM8PAzzxf/r6Q+x9ewdbI65pZ6Nwt/VBp+/0gDtA11Erq5iLjYW+Gl4c7z+4yn8Hn0LLWo5ctgVIi3KfFiEVUduACjtgMHBkYn0T6WC3r8fr2rrUWt0dDSaNm2K/Px8nD59usw2sXtzrV27Vj0nr7+/P6ZNm4bQ0FBERESIWpe2CIKAxHv5+Ot8Knadv4vEzDz1tiBPO7zbJQB9G3nCVA8GQm3m44i5LzXA3J2X8MmOS2jmbY8AN1uxyyIyCIv2xkNerET7QBd0DeKc00T6qNrnutUHwcHB6NOnDxYsWAAASExMREBAAOLi4tC0adOnHqurnTFuZxfgxI17iEi4h5ik+7iXV6TeZmNhhu71PRDaogba+DuLHrQ1JQgCxm+MxYHLaajjbou/JreHhRnf/SR6EZfvPMBLK0/AxESC/VM7ItCd/4Ai0iVV1hlDqVQiNjYWycnJkEgk8PPzQ7NmzdSzZDyNIAgahQhN99eGoqIinD9/HosXL1av8/f3h6+vL6KiosoFPYVCgZKSEvXXcrm8ukotRxAEZBcokJ5biIyHRUhIf4hzKQ8QeysbqTll67KXSdEuwAUDm3mhcx03ve7IIJFIsOT1xuh1+wES0h9i/p54fP5KA7HLItJbgiBgzq7LEAC80cqHIY9Ij2kU9Pbs2YMJEybg9u3bZdb7+Pjgxx9/RK9evZ56fL169TBr1iwMGjQINjY2Fe53/vx5rFy5EoGBgZg1a5YmJb6wrKwsqFQquLmVfUzh6uqKjIyMcvsvWLAAYWFh5dbvvXgX1tbWkJpKYGpiAjMTSeny6GtBEKASBKgEQKl69P8qQCkIUKkEFJUoUVBcdpErHv330f/LFUoUFiuRI1cg82EhsvOLUaJ68g1aGwszBNdyQsfazuhY2wV13GwNao5KO0spvhvaDIN+OIVfTyWjY21n9KxvmO9UElW1vZfSEPtPNmwtpfigZ12xyyGiF1DpoHfhwgUMHDgQI0aMwOTJkxEUFARBEHD16lWsXLkSAwYMQExMDBo2bFjhOTZu3Ig5c+Zg0qRJaN++PYKDg+Hp6QkLCwvk5OQgPj4eJ0+exIMHDzBjxgxMmTJFK43UhKZPsmfPno2ZM2eqv5bL5XB2dsa0zedhIrXQdnnPZGNhBmcbC7jYWKCmoxWa+TiguY8j6nvZ6cU7dy+imY8jpveogyX7r+H9rRdwYJoDPOw5FASRJopKlJi/p3TO8unda8NeJn3GEUSkyyr9jt6oUaOgUCiwcePGJ24fOnQoLCwsysyMUZGbN2/ijz/+wMmTJ/HPP/+gsLAQzs7OaNKkCXr06IGXXnqpXC/c6lJUVASZTIYDBw4gJCREvd7Pzw+zZs3C+PHjn3r842fmw348DpiZQ6kUUCIIKFGqoFQJUKoElCgFQAKYSiSQSCQwNQFMJJLSxUQCUwlgITWFpdQUMqkJLM3NIJOawMrcDDJz03KLnaUUbraWcLOzqNL5ZvWBSiXgzdVROJ2YheBajtg6vq3BB1wibVp15AaW7L8GXxdrHJzeCWbsaUukkyr7jl6lg15gYCDWrFmDTp06PXF7REQExowZgxs3bjxfxTokODgYffv2xfz58wGUDhLt7++v150xjEnmwyL0/OYYsguKMblbbbzXs86zDyIiZD4sQqfFRyAvVmLdqJboUpc9bYl0VWXzRqX/qXb37l34+/tXuN3f3x93797VrEodNWnSJCxfvhx//vknzp8/jzFjxqBjx47PDHmkG1xtLbAstAkA4Nsj1xGVlCVyRUT64YtHw6l0qO3KkEdkICod9AoLC2Fubl7hdnNzcxQVFVW4XZ+MHj0aH3/8MSZOnIg2bdrA2toaW7ZsEbss0kDnum4Y08EfKgGY/L9zyCkoFrskIp126U4O/oy9DVMTCT59uZ7Y5RCRllT60a2JiQmmT58Oa2vrJ27Pz8/HsmXLoFQqtVqgvuGjW92hUKow4NtIXL77AF2D3LBmZAu9GyOQqDoIgoCB359C3K1sDGtTC/MHVNypjoh0g9bH0evUqRNiY2OfuQ+RrpCamuD7oc3Qe/lxHInPwNrIZIxuz7k6if7r74tpiLuVDTsrDqdCZGgqHfSOHj1ahWUQVQ0fZ2ssGtgYU36Pwxd/x6O1nxMaeNmLXdZzKS5R4eKdHFy5+xAFihK4WFugYQ171HG34Z1Kem4KpQpf7I0HAEwL4XAqRIZG45kxiPRN/6ZeOHY9E9vO3saEjbHYN60jZOb680f/bo4c3x69iV3n7uJhoaLc9trutpj7Uj10rO0qQnWk736PScHt7ALUcLTC8La1xC6HiLSMc91qGd/R003yYiX6rjiOpHv5GNCsBpaFNhW7pGd6UKDA4gPX8HvMrdKxFwH4OFmjYU172FuaIf1hEc4k30euvDT8DW1TC5++XB9SjntGlVSoUKL9l0eQlVeE5UOa4pWmNcQuiYgqqcrmuiXSR1bmpvhhWDBeXnkSO+LuoGNtF7wWXFPssp5IpRKw+UwKFu2Nx4NHIa5nAw9M7hqAhjXsyzymLSpR4vujiVh1+Dp+O/0PrqfnYf2olrAyN+6Bs6ly1kUmIyuvCLXdbfFyYy+xyyGiKsB/+pPRqOthh09eqg8A+GTHJSTfyxO5ovKy8orw+o+n8NH2i3ggV6CZjyP2TOmAn4Y3R6OaDuXexbMwM8W07rXx+7g2cJSZIzopCyPXxqC4RCVSC0hfFJeosPp4EgDgg551DGruayL6fwx6ZFSGt/FBj/oekBcr8c5vcToViBLScvHSypM4+082HGXmWPJ6E2yf0LZSnUda+Dph6/j/D3uzd1yqhopJn/0Zdwf38org52KN7vXcxS6HiKoIgx4ZFYlEgiWvN4aHvSXiU3Ox4O94sUsCAByJz8CA7yKR+kCOIE877JvWEYOa19SoN22guy1+GdkCUlMTbD2TgnWRyVVXMOk1QRDwQ8RNAMA7nQN4N4/IgDHokdGxt5Li2zebwUQiwfrIJOy/nCZqPb+cSMKY9TEoKFaie313/DmhHdztLJ/rXMG1HLHg1UYAgPl7ruDK3QfaLJUMxKH4DCTdy4eLjQVebcYOGESGjEGPjFLzWk6Y3qMOAGDa7+dwNbX6A1GJUoVZ2y/i891XoBJK76z8NKz5C3ekGNyiJl5v4Y0SpYDJv59DUYlxz1ZD5X17pPRu3qgOvjA3468BIkPGv+FktCZ1DUDvhp6QK5R4a+0Z3MurvrmacwsVGPZLNH6PvgUzUwmWvN4Es/oEae0R2qcv14eXgxVuZuSpf6kTAUDsP9mIu5UNmbkpRrThuHlEho5Bj4yWRCLBstAmaOBlj/TcQoxcE4P8opIqv27yvTy8vPIkTidmwd5Kiv+NbY1BzbU71Iu1hRkWD2oMAPjh6E2k3C/Q6vlJf606Whr832hVC7aWnAWDyNAx6JFRs5SaYu2oFnCzs8Tluw/w1roYFCqq7lHn6cQs9F8ViX+y8uHnYo3dk9ujlZ9zlVyrfaALejf0RLFSxV64BABIvpePI1fTYWYqwbhOnPeZyBgw6JHRc7O1xO9vt4ajzBwxSfcx/tezUCi1P+zK+shkDF0dhdxCBdoFumDXpPbwdrLW+nX+7bP+9WFlbopjCZk4eDW9Sq9Fuu/bozchAHipsddzd/ghIv3CoEcEwN/VBr+NbQUbSzNEJGRq9TFucYkKH267gHm7LkOpEjCirS82jGpZLY/N3OwsMblbbQDAV/uvgTMeGq97eUXYEXcHAPBulwCRqyGi6sKgR/RIfS97/Da2NeytpIi8eQ+DfjiF1AfyFzrn9fSHeGnVCWw5kwKpqQm+HNQYn73SAGbVOB/t6Pa+cLI2R0LaQ4Rf4V09Y7XmZDIUShU61nZFbXdbscshomrCoEf0L01qOuDPie3gaW+Fq6m56PHNMew8d0fjO2EP5AqE/XUFfVecQELaQ3jYW2LL+DYIbeFdRZVXzFJqinc6l97B+ebgdd7VM0KFCiX+F3ULADChi7/I1RBRdWLQI/oPf1cb7J7cHu0DXZBXWIKpv5/Dq99FIiIhAyrV00PSA7kCq47cQIcvj2DtySQolCoMaFYD4dM7oZmPYzW1oLzhbUp7WF5NzUXcrWzR6iBx/Bl3BzkFxajtbou2/lXT+YeIdJOZ2AUQ6SJnGwtsHNMKv56+haUHruFcSg5GromBl4MVugW5oY2/E2o5WcPczAR5RSW4kZGHI9cyEXEtA/JHvXab+Tji05froYm3eAHvMStzUwxu4Y1fTiTix+NJ+LGWk9glUTURBAGrTyQBAMZ28NNoWj0i0n8Sgc9xtEoul0Mmk6GgoABWVlZil0NakFuowOrjSdgUfQuZD589qHJzXydM7OyPbkFuOvVL9U6OHB2/PAyJRILIWd3Y69JInLiRiWGro+EoM8fpj7vBwuzFZl4hIt1Q2bzBO3pEz2BnKcWMHnUwpVsgYpLv4/C1e4hPy8XdbDlKVAIspSbwcbJGMx8H9GnoAT+Xqh0y5XnVcLBCl7ruOByfjvWn/sGHveqKXRJVgx8jSu/mDW3jw5BHZIQY9IgqyczUBG0DXNA2wEXsUp7b6A61cDg+HdvO3MZ7PerAVEtTrpFuSrqXjxPXMyE1NcFb7XzFLoeIRMDOGERGpJ2/CzztrZDxsBAnbmSKXQ5VsZ+OJUIA0LeRJ1xsLMQuh4hEwKBHZERMTCTqeXU3RqWIXA1VpQdyBf58NEDyO5053RmRsWLQIzIyQ1p5QwLgSHw6cgqKxS6HqsiWMykoVCjRvJYj6nnai10OEYmEQY/IyNRwsEIrf2eUKAX8EXtH7HKoCgiCgF9Plw6QPLq9r7jFEJGoGPSIjNDQVj4AgN9j+PjWEEXezMKtrHw421igZwMPscshIhEx6BEZoV4N3WFjaYbr6Q9x5e4DscshLVtzMhkAENrSG9JqnFeZiHQPfwIQGSELM1P0aegJANh6lo9vDUl6biGOXsuAiUSCEW1qiV0OEYmMQY/ISIW2KO19u+v8XSifMYcv6Y9fT/8DpUpAl7pu8LDn7CdExo5Bj8hINa/lCC8HK2TlFeHkzXtil0NaUKJU4ffo0vcuR7Xn3TwiYtAjMloSiQSvNK0BANhy5rbI1ZA2HLiSjnt5RfB2kqFDoP7O4EJE2sOgR2TEBj96fHvwSjoKiktEroZe1NrIZADAsDY+kEg4vR0RMegRGTU/F2vU97JHoUKJw1czxC6HXsA/WfmISboPCzMTDGnhI3Y5RKQjGPSIjNzLjUt73+44nypyJfQitj8a/LpbPXfYy6QiV0NEuoJBj8jIvdykNOiduJ4JebFS5Groee26UBrUXwuuIXIlRKRLGPSIjFxNRxnqedqhUKHEkWt8fKuPrqU9RFJmHmwtpehU21XscohIhzDoERH6PXp8u/P8XZEroefxeM7iHvXdYW7GH+tE9P/4E4GI0L+xFwDg2LVMFCr4+FafCIKA3RdKA/rAYC+RqyEiXcOgR0TwcZahjoct5AoljiVkil0OaeDC7RzczZHDydocbf05dh4RlcWgR0QAgH4NHz++Ze9bffJHbOndvN4NPWFqwrHziKgsBj0iAvD/7+kdS8hEiVIlcjVUGSqVgL8vPupt24yPbYmoPAY9IgIABLrZwNtJhoeFCsQk3xe7HKqEmOT7uJdXBHc7SwTXchS7HCLSQQx6RKTWvZ47AGDPxTSRK6HK+COu9LHtS429OOUZET0Rgx4RqfVtWBr0Dl3NgCAIIldDT1OiVGH/5dLHtgP52JaIKsCgR0RqwbWcYC+TIvWBHAnpeWKXQ09x8sY9PChQwNtJhvpedmKXQ0Q6ikGPiNRMTSToXMcNANQv+ZNuevzY9uUmfGxLRBUzqqD3888/o127drC3t4erqytee+01JCYmltknLS0NAwYMgEwmg6enJxYuXChStUTi6NfIAwBw4Eq6yJVQRYpKlDh0tfT7M7AZ57YloooZVdCLiIjAyJEjcfz4cRw6dAiFhYXo06cPFAqFep/Q0FDcv38fkZGR+O677/DFF19gzZo1IlZNVL061XaFhZkJrqbmIj23UOxy6AmOxP9fe/ceVVWd/w38fe5wOAhyB0FBVPKKmJCkqUjKOKaZk+kzWWalNPXYLJ1+v3rMxmW/NF01j9X0/NY0UnbRZkxjpLL8Sd4w8UZyUxEhQEFFDig3OcDhnO/zB3pGEgH1wObs836ttVey92bvz+dAe73Zl+824lpTCwb7uWOQn0HqcoioF1NLXUBP2rx5c5uvk5KSEBQUhLy8PIwaNQo5OTlIS0tDfn4+hgwZgtGjR2PZsmX44IMP8Oyzz0pUNVHPctWqEDPQGwfPGrHrZDkWPhgqdUn0K8mZre+2nTU6UOJKiKi3c6ozer9WWVkJAPDy8gIAHDt2DMHBwRgyZIhtnfj4eOTm5sJkMrW7DbPZDJPJ1GYicnTTh7devv3hFIdZ6W0amltwIL8CADB7NC/bElHHnDboCSGwcuVKJCQkIDg4GABQUVEBPz+/Nuv5+vrCarXaQuGvrVmzBnq93jZ5e3t3e+1E3W3acH8oAPxcchUNzS1Sl0M3ST19GU0tVozo54EQL73U5RBRLyeLoPfCCy9AoVDcdpo8efIt3/OnP/0Jubm52LRpk23e3Ywb9vrrr6OhocE2VVVV3UsrRL2Cj0GH+wL7wGyx4lBh+3/kkDRuvNv20dEcO4+IOieLe/TWrVuHlStX3na5Tqdr8/WKFSvw1Vdf4eDBgwgM/Pc9Lv7+/qioqGizrtFohFKphI+PT7vb1mg00Gg091A9Ue8UF+GHvEu12H26AlOHBUhdDgGoMZmR/osRSgXwaCSDHhF1ThZBz9PTE56enl1ad/Xq1UhKSsKBAwcQFhbWZllMTAzKyspQUFCAwYMHAwD27t2LkSNHwtXV1d5lE/VqU4f54b/3FyLtrBFCCI7V1gv8cLIcLRaB+0O94NfHRepyiMgByOLSbVetW7cO69evx+eff46+ffuivLwc5eXlaG5uBgCMGjUKEydOxOLFi5GdnY2UlBRs2LABL7/8ssSVE/W8yGBPeOg1uFzbiF+MfEtGb7Dj+tO2j/GyLRF1kVMFvb/97W8wmUyYPn06AgMDbVN6erptna1bt8LDwwOxsbFITEzEq6++yqFVyCkplQpMGOQLANh9uqKTtam7VdU34VjxFaiUCswYyWFViKhrZHHptqtKSko6XScgIAApKSndXwyRA5g61A87cy5iz5kKvDg5XOpynNq3OZdgFQIPhvugr5tW6nKIyEE41Rk9IrozkyN8oVQA2eevoq7R3Pk3ULfZcf3dtnzlGRHdCQY9IrotT70Ww/t5osUq8BOHWZHMpRoTskuvQqtSImG4v9TlEJEDYdAjog5NiWi9Ty+V9+lJJiXrIgSACYN94e7C4ZyIqOsY9IioQ1OHtZ5BujHMCvW8lKwbl235tC0R3RkGPSLq0PCgPvBy06KyvglnyuukLsfpnKu6hrxLtXDVqPDwMF62JaI7w6BHRB1SKBSYMPjG5dvLElfjfJJPtI6dF3efH1w0KomrISJHw6BHRJ2aNtQPALDnDO/T62nf5FwCAMwZw6dtiejOMegRUacmRvhCqVAgt6wGNSYOs9JT8svrUGysh8FFjYnXz6oSEd0JBj0i6lQfFw0iQzxhFQJpZ41Sl+M0kq+/8mzasABo1TxcE9Gd45GDiLpkyn3XX4eWx/v0eoIQAt9mtz5t+xiftiWiu8SgR0RdcmOYlZ/OVsJq5TAr3S3zfDUuVpvg5abFg+E+UpdDRA6KQY+IuiTC3x2+7jpcbWjGqYu1Upcje9t+LgMAzBgVCJVSIXE1ROSoGPSIqEsUCoXtgYBUXr7tVi0WK344WQ4AmHt/sMTVEJEjY9Ajoi6bdv09qz/mcZiV7nSwoBLVDc0I8dJjZD8PqcshIgfGoEdEXTZhkA/UKgXyLtagsr5J6nJk68Zl29mj+0Gh4GVbIrp7DHpE1GVuOjXGhnpBANjDs3rdoqG5BXuvD0z9+P0cJJmI7g2DHhHdkWnXn779n1O8T687/M+py2g0WzC8nwcGeLtJXQ4ROTgGPSK6IzeC3uFfKtHUYpG4GvnZerwUADAnimfziOjeMegR0R0J7qvHQF8DTGYLjhRVSV2OrJReacDRoipoVEr8ju+2JSI7YNAjojsWP7T1rN6uk7x8a0+bj56HAPDwMH946rVSl0NEMsCgR0R37DfD/AAA+/ONEIJvybCHFosV268/bfv0uP4SV0NEcsGgR0R3bHT/vvDQa3CpxoSCinqpy5GFPWcqUFXfhBAvPcYN9Ja6HCKSCQY9IrpjKqUCk4a0ntX7LueSxNXIwxdHzgMA5seEcOw8IrIbBj0iuiszRwUAAHadKpe4Esd3qcaE9EIj1EoF5o8NkbocIpIRBj0iuisPDfaFq0aFs+V1KL3SIHU5Dm3L0fOwCiDuPn94G3RSl0NEMsKgR0R3xUWjwoQhvgCA73J5+fZuWawCX2W0PoTxVCwfwiAi+2LQI6K7NnNkIADg+1xevr1bB85WoKK2EYGerpgQ7iN1OUQkMwx6RHTX4of6QaNS4mRZNSpqG6UuxyF9mn4OADB/bAiUSj6EQUT2xaBHRHfNTafGuHBvCADfn+RZvTt1ruoaDp41Qq1S4EmOnUdE3YBBj4juycxRrZdvd/I+vTuW9FMxBIDpIwLhw4cwiKgbMOgR0T2ZNswfKqUCP5dcRXVDs9TlOIxrTS34+vqbMBY/FCZxNUQkVwx6RHRPPPVa3D/AC1YhOKbeHdiaUYqGZgtGBXtiVLCn1OUQkUwx6BHRPbtx+Tb5xEWJK3EMZosVf08rAgA8z7N5RNSNGPSI6J7NigyCWqVARkkVLvPp204ln7iA8ppGhHjpMeP6EDVERN2BQY+I7pmHXoMJg3xhFcC/Mi9IXU6vZrEKfLivEADwv+MGQcUhVYioGzHoEZFdPHF/MADg6xMMeh35LucSSq80IMDDBXPG9JO6HCKSOQY9IrKLKUP9YNCpUXC5Dmcv10ldTq8khMBf97aezfvDpHBoVDwEE1H34lGGiOzCRaPCtOEBAICtx8skrqZ3Sj19GYUVdfA26DAvOkTqcojICTDoEZHdzI9uvXybfKIMZotV4mp6F4tVYN2ufADAkolhcNGoJK6IiJwBgx4R2U10qBcGeLvhakMzUk9dlrqcXiX5xAUUGevh5+6ChbGhUpdDRE6CQY+I7EahUODJB1rf2frZkXMSV9N7NJoteGd369m8P00bwrN5RNRjGPSIyK6eGBsMjUqJo0VVKL3SIHU5vcL7ewpRUduIMF8DHr/+dDIRUU9g0CMiu/LUa20PZXx+mGf1Ci/XYWPaLwCAtx8bwXHziKhHMegRkd0tjG29fLv95zI0tzjvQxmNZgte/DITLVaBOWOCMW6gt9QlEZGTYdAjIruLDvVCmE/rQxnfZDvn+2+FEPiP7Tk4e7kOQZ6uWPXIMKlLIiInxKBHRHanUCiw+KGBAICP0ooghJC4op7394NF+Db7IrRqJZKevh8eeo3UJRGRE2LQI6JuMWdMP3joNSi4XIfDRVVSl9OjdmRewLrvzwAA1s0ZhWFBHhJXRETOymmD3h//+EcoFAokJSW1mV9eXo7Zs2dDr9cjMDAQa9eulahCIsfmolFhwQMDAAD/vb9I4mp6zsECI17Zlg0B4JWECL7PlogkpZa6ACns3bsX+/fvR2Bg4C3L5s2bByEE0tPTUVxcjKeffhoBAQF49tlnJaiUyLEtGh+Kv6cV4acCIwov12GQv7vUJXWrkxdqsOSLn9FiFVgwbgBemhwudUlE5OSc7oxeTU0NFi9ejE2bNkGr1bZZlpOTg7S0NCQlJWH06NF47LHHsGzZMnzwwQcSVUvk2HwMOsyMDAIAbNhTKHE13auksh5Pf3IMpmYLpg0PwJuzhkOh4FAqRCQtpwt6S5cuxYIFCzBmzJhblh07dgzBwcEYMmSIbV58fDxyc3NhMpna3Z7ZbIbJZGozEdG/LXt4MFRKBX7IvYjCijqpy+kWJZX1mPvREVy51oyxoV746/8aDSXHyyOiXsCpgl5ycjJyc3OxcuXKdpdXVFTAz8+vzTxfX19YrVZUVla2+z1r1qyBXq+3Td7eHCeL6GYhXnrMjuoHqwD+klogdTl2d67qGp74+1EY65oQGeKJzxZFQ6fmK86IqHeQRdB74YUXoFAobjtNnjwZRqMRS5cuxWeffQaNpv1hDu5mCIjXX38dDQ0NtqmqyrmeLiTqiuVTh0CtVGBX7iXkllVLXY7dZJ6/ikf/XzoqahsxMtgDW55/AG46p7z1mYh6KYWQwQBX1dXVqK+vv+1ynU6HU6dOIS4uDirVv//StlgsUCqViI2NxU8//YSkpCSsXr0apaWltnUOHDiAKVOmoL6+Hq6urp3WYjKZoNfr0dDQ0KX1iZzFqm9O4bP0Egzv54FvXxrv0Jc2a0xm/O1AETam/YIWq0BMmDc+Xng/3F04Vh4R9Yyu5g1Z/Onp6ekJT0/PDteJjo5Gbm5um3kJCQlITEzEggULAAAxMTEoKytDQUEBBg8eDKD1Cd2RI0cytBHdo1emDcG32Rdx6kINvjxWigXj+ktdEgDAahWoa2xBbaMZNSYzak1mmMwWNLdY0djS+l+T2QqT2YKGJgsKKupxIL8CJrMFADA/pj/+69Hh0KhkcYGEiGRGFkGvK9zc3DBixIg28zQaDYKCgjBwYOsI/qNGjcLEiROxePFivP/++ygpKcGGDRvw3nvvSVAxkby4u2iwcsYwLP8qC2u/P41JQ7wR4uXWY/sXQqDqWjOKK6+hsKIeOWU1OHmhFmcv16LpLt7HGx3mheUPD0ZsuE83VEtEZB9OE/S6auvWrUhMTERsbCz69OmDV199lWPoEdnJY1FB+Cb7IvbnV2DpP7Lx9R9ioerGS7hWq8DBQiO2/XwBB88aUWMyt7uem04Ng04Ndxc1DDoNXLUqaNVKaFVKaNVK6NRK6LUquGpV8HPXIf4+Pwz0NXRb3URE9iKLe/R6E96jR9SxK9ea8fD/PYAr15qROCkc/2f6fXbfR6PZgq9/voCPDhbhfNU123y9VoX+3m4Y4O2GYQHuiOrvgZH9PNHXTdvB1oiIeh+nukePiByHl5sW780bjWc2HcNHB37B0AB3zI6yz2vCrlxrxqZDJfjiyDlUNzQDAHzddZg7NgS/G9MPA33cOIgxETkVBj0i6nETh/jitelDsfb7PPzn9hz4GHSYMPju7nUTQuDkhRpsPlqKHZlltvvtBvu74w+TBmJmZBAflCAip8VLt3bGS7dEXSOEwH9sz8H2n8ugVSnxztxReHR018/sFVbU4+sTF/BdzkWUXmmwzX9wkA9enDwQ48N9ePaOiGSrq3mDQc/OGPSIus5qFfjPr1vDHgBMGOyLlyYPRHSoF9TtnIU7X9WAlOwL+CbrEgpuep2ap16LhOEBeHb8AEQE9Omx+omIpMKgJxEGPaI7I4TAZ4fP4e3v82yXXd1dNBgW1Aeh3m7Qa1WobmhGZmk1Sir//WCFm06N+KH++N2YIIwP92k3GBIRyRWDnkQY9IjujrGuCRsPFmNn7kVcuGpqdx29VoUJg30xJ6of4u7z5TtlichpMehJhEGP6N4IIVB6xYS88lqUVF2DqdmKPq5qDA1wx/0DvKBV88wdERGHVyEih6RQKNDfW4/+3nqpSyEicnj805iIiIhIphj0iIiIiGSKQY+IiIhIphj0iIiIiGSKQY+IiIhIphj0iIiIiGSKQY+IiIhIphj0iIiIiGSKQY+IiIhIphj0iIiIiGSKQY+IiIhIphj0iIiIiGSKQY+IiIhIphj0iIiIiGRKLXUBciOEAACYTCaJKyEiIiK5upEzbuSO22HQs7O6ujoAgLe3t8SVEBERkdw1NjZCr9ffdjmDnp0ZDAYAQGVlZYcfvByZTCZ4e3ujqqoKrq6uUpfT45y5f2fuHWD/zty/M/cOOHf/UvcuhEBjYyM8PT07XI9Bz86UytbbHvV6vdP90t/g6urqtL0Dzt2/M/cOsH9n7t+Zewecu38pe+/KCSU+jEFEREQkUwx6RERERDLFoGdnarUaq1atglrtfFfFnbl3wLn7d+beAfbvzP07c++Ac/fvKL0rRGfP5RIRERGRQ+IZPSIiIiKZYtAjIiIikikGPSIiIiKZYtAjIiIikikGPTtbt24dgoKCoNfrMWvWLJSXl0tdkt2tXbsWY8aMgcFgQGBgIBYtWgSj0dhmnbNnzyIuLg6urq4IDQ3FJ598IlG13Wv27NlQKBT48ccfbfOcofcTJ04gPj4eer0effv2xRNPPGFbJuf+q6ur8dxzzyEgIAAGgwEPPvgg0tLSbMvl1HtycjLi4+Ph4eEBhUKBlpaWNsu70qsjHw876j8rKwtPPPEEgoKC4ObmhqioKGzfvv2WbThq/5397G/IyMiARqPBhAkTblnmqL0Dnfff0tKCVatWoX///tDpdBgyZAhSU1PbrNOb+mfQs6NNmzbhrbfewocffoj09HTU1tZi3rx5Updldz/99BOWL1+OjIwMpKSk4PTp0236NJvNmDFjBnx8fHD8+HG88cYbSExMxJ49eySs2v42bdpke6n0Dc7Qe15eHqZMmYIJEybg+PHjSE9Px/z58wHIv//ly5fj+PHj2LFjB7KzsxETE4NHHnkEV69elV3vDQ0NmDJlCl577bVblnWlV0c/HnbUf2ZmJoKDg7F161bk5uZi0aJFmD9/Pvbv329bx5H776j3G0wmExYuXIjJkyffssyRewc67z8xMRH/+te/kJSUhPz8fCQlJSEwMNC2vNf1L8huoqKixIoVK2xf//LLLwKAyMzMlK6oHpCeni4AiOrqaiGEECkpKUKn04na2lrbOk899ZR49NFHJarQ/kpKSkRISIgoLS0VAERqaqoQwjl6nzNnjnjmmWfaXSb3/ocNGyY2bNhg+7q2tlYAEIcPH5Zt7/v27RMAhNlsts3rSq9yOR621397pk2bJpYtW2b7Wg79d9T70qVLxfLly8WqVavE+PHj2yyTQ+9CtN9/Tk6OUKvVorCw8Lbf19v65xk9O2lqakJ2djamTJlimzdw4ECEhobi6NGjElbW/SorK+Hi4gI3NzcAwLFjxxAdHQ13d3fbOvHx8bL5HKxWKxYuXIjVq1cjODi4zTK5926xWLBr1y6EhYVh8uTJ8Pf3x9SpU5GTkwNA/v3HxsYiJSUFlZWVsFgs+OSTTxAUFIQRI0bIvvebddarMx4PKysr4eXlBUD+/e/ZswepqalYs2bNLcvk3vvOnTsRHh6Or776CiEhIYiIiMDq1athsVgA9M7+e/dwzg6kqqoKVqsVfn5+beb7+vqioqJCoqq6X1NTE958800sXLjQNjp4RUVFu5/Dr+/jc1QbNmyAwWDAokWLblkm996NRiMaGhrwzjvv4N1330V0dDQ+/PBDxMfHo7CwUPb9//Wvf8XTTz8NX19fqFQq+Pj4YNeuXTAYDLLv/Wad9epsx8Ovv/4aeXl5tvv05Nx/TU0Nnn/+efzjH/+Ai4vLLcvl3DsAlJSUoLi4GLt378b27dtx8eJFJCYmQqPRYMWKFb2yfwY9OxFO+IIRi8WCBQsWAADeffdd23w5fxZ5eXn4y1/+goyMjHaXy7l3oPVsJgA8/vjjSExMBAB89NFH+O677/DNN9/Ivv/3338fBQUFSE1Nhbe3Nz7//HPMmjULmZmZsu/9Zp316kyfRXp6OhYtWoSkpCSEhYUBkHf/L7/8MubNm4dx48a1u1zOvQOtx8Dm5mZ8+umnGDBgAADg/Pnz+OCDD7BixYpe2T+Dnp34+PhAqVTektiNRuMtyV4OrFYrnnnmGZw5cwYHDhyAwWCwLfP398eZM2farG80GuHr69vTZdrd0aNHUV5ejv79+7eZn5CQgPnz5yMsLEy2vQOtv+cqlQoRERG2eRqNBgMHDkRpaamsf/Ymkwl//vOf8eOPP2LixIkAgKioKOzcuRNffvmlrHv/tc56dZbj4fHjx/Hb3/4W77zzDn7/+9/b5su5/wMHDqCsrMz2x73VaoUQAmq1GqdOnUJoaKhsewdaf/d1Op0t5AFAREQEysrKAPTOnz3v0bMTnU6HyMhI7Nu3zzavuLgYJSUleOCBBySszP6EEHj++edx5MgRpKam2u5LuSEmJgYZGRmor6+3zdu7d68sPofZs2cjJycHWVlZtgloPau1fv16WfcOAFqtFlFRUSgsLLTNa2lpQUlJCfr37y/r/s1mM8xmM1QqVZv5SqUSVqtV1r3/Wme9OsPxMDMzEwkJCVi5cqXt7PYNcu5/9+7dbY5/L7zwAqKiopCVlYWwsDBZ9w4A48aNQ1NTky3YAUBhYSFCQkIA9NKfvSSPgMjUxx9/LAwGg0hOThZZWVkiLi5OPPTQQ1KXZXdLliwRPj4+4ujRo+LSpUu2qaWlRQghRFNTkwgPDxdz584VJ0+eFB9//LHQaDTixx9/lLjy7oGbnrp1ht63bNkiXFxcxObNm0V+fr546aWXhL+/v6ipqZF9/+PHjxcxMTHiyJEjoqCgQLz++utCq9WK06dPy673qqoqkZmZKTZu3CgAiIyMDJGZmSnq6uq61KujHw876j83N1d4e3uLF198sc0x8MbIA0I4dv8d9f5r7T1168i9C9Fx/2azWQwdOlT85je/ESdPnhSpqakiKChIrF+/3vb9va1/Bj07W7t2rQgICBAuLi7ikUceEZcuXZK6JLsD0O5UXFxsW+fMmTNi0qRJQqfTif79+4ukpCTpCu5mNwc9IZyj9/fee0+EhIQIg8EgJk+eLHJzc23L5Nx/WVmZmD9/vvDz8xNubm5i7NixYufOnbblcup906ZN7f5/vm/fPiFE13p15ONhR/2vWrWq3WULFy5ssw1H7b+zn/3N2gt6Qjhu70J03n9RUZFISEgQrq6uYsCAAWL16tW2Ex039Kb+FUL0wjsHiYiIiOie8R49IiIiIpli0CMiIiKSKQY9IiIiIpli0CMiIiKSKQY9IiIiIpli0CMiIiKSKQY9IiIiIpli0CMiIiKSKQY9IqJOhIaGIikpqcf3e+3aNQQHB6O4uLhbtr9lyxZMnz69W7ZNRL0D34xBRE5NoVB0uHzfvn0YPnw4DAYDXF1de6iqVuvWrcOpU6fwxRdfdMv2LRYLBg0ahC+++AITJkzoln0QkbQY9IjIqZWXl9v+vX79ehw9ehTJycm2eV5eXtBqtT1elxACYWFh2LhxI6ZOndpt+1mxYgXOnTuHLVu2dNs+iEg6vHRLRE4tICDANrm5uUGr1baZp9Vq21y6LSkpgUKhQHJyMsaOHQtXV1c8/PDDqKqqwrZt2xAeHo6+ffti2bJluPnvaKPRiCeffBKenp7w8fHBk08+iaqqqtvWdezYMVRUVCAuLs4279NPP0VwcDD++c9/IiwsDAaDAUuXLoXFYsEbb7wBb29vBAcHY/Pmzbbvqaqqwty5c+Hl5QU3NzdERkbi8OHDtuUzZszAjh07YDab7fmxElEvoZa6ACIiR/Tmm2/i/fffh4eHB+bOnYu5c+fC3d0dKSkpOHfuHObMmYMpU6Zg5syZAIDHH38cwcHBOHjwIBQKBV599VUsWLAAP/zwQ7vbP3ToEEaOHAm1uu1huqqqCl9++SW+/fZb237y8/MRHR2Nw4cPY9u2bVi8eDESEhLg6+uLN954A3V1dUhLS4Orqyuys7PbnKEcM2YMGhsbkZWVhejo6O77wIhIEgx6RER3YcWKFZg0aRIA4LnnnsOKFStQXl4OPz8/jBgxAnFxcdi/fz9mzpyJtLQ05OfnY8+ePbbgtnHjRvTr1w9lZWUIDg6+Zfvnzp1DYGDgLfObmpqwceNG+Pv72/ZTVlaGNWvWAABee+01vP322zhy5AhmzpyJ0tJSjB8/HiNGjAAAhIeHt9meq6srPDw8cO7cOQY9Ihli0CMiugsjR460/dvf3x++vr7w8/NrM89oNAIAcnNzYTQa4enpect2ioqK2g16jY2N0Ol0t8z39fWFv79/m/14eHjYvlapVPD29rbte/HixZg3bx52796NqVOnYt68eYiIiGizTVdXV5hMpi52TkSOhPfoERHdBY1GY/u3QqFo8/WNeVarFQBQX1+PQYMGISsrq81UUFBw27No3t7eqK6u7nC/Xdn3rFmzUFRUhKeeegonTpzAqFGjsHXr1jbrX716FT4+Pl1rnIgcCoMeEVE3i4yMxPnz59GnTx8MGjSozXS7IVsiIyNx5swZu+w/MDAQS5YswY4dO/Dcc8/hs88+sy0rLi6GyWRCZGSkXfZFRL0Lgx4RUTebNm0aRo4ciTlz5uDgwYMoKipCamoqlixZctvviYuLw8WLF1FWVnZP+161ahW+++47FBUVISMjA4cOHWpz6fbQoUMYOnQogoKC7mk/RNQ7MegREXUzpVKJXbt2ISIiAnPmzMHw4cOxdOnSdu/Zu8HPzw/Tp0/Htm3b7mnfarUar7zyCoYNG4YZM2YgJiYGb731lm35tm3bsGjRonvaBxH1XhwwmYiolzp8+DAWLlyIvLw8qFQqu2+/uLgYsbGxyM/Pb/NABxHJB8/oERH1UrGxsVi2bBkuXLjQLdu/cOECPv74Y4Y8IhnjGT0iIiIimeIZPSIiIiKZYtAjIiIikikGPSIiIiKZYtAjIiIikikGPSIiIiKZYtAjIiIikikGPSIiIiKZYtAjIiIikqn/D3il64XOhsOmAAAAAElFTkSuQmCC",
-          "text/plain": "
"
-         },
-         "metadata": {},
-         "output_type": "display_data"
-        }
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-         "text": "init network\ndrive type is Evoked, location=distal\ndrive type is Evoked, location=proximal\ndrive type is Evoked, location=proximal\nstart simulation\nUsing Joblib with 1 core(s).\nJoblib will run 1 trial(s) in parallel by distributing trials over 1 jobs.\nLoading custom mechanism files from /home/circleci/miniconda/envs/testenv/lib/python3.8/site-packages/hnn_core/mod/x86_64/libnrnmech.so\nBuilding the NEURON model\n[Done]\nTrial 1: 0.03 ms...\nTrial 1: 10.0 ms...\nTrial 1: 20.0 ms...\nTrial 1: 30.0 ms...\nTrial 1: 40.0 ms...\nTrial 1: 50.0 ms...\nTrial 1: 60.0 ms...\nTrial 1: 70.0 ms...\nTrial 1: 80.0 ms...\nTrial 1: 90.0 ms...\nTrial 1: 100.0 ms...\nTrial 1: 110.0 ms...\nTrial 1: 120.0 ms...\nTrial 1: 130.0 ms...\nTrial 1: 140.0 ms...\nTrial 1: 150.0 ms...\nTrial 1: 160.0 ms...\n"
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diff --git a/dev/gui/tutorial_erp.html b/dev/gui/tutorial_erp.html
index 1a7d6bc8e..c0129063b 100644
--- a/dev/gui/tutorial_erp.html
+++ b/dev/gui/tutorial_erp.html
@@ -238,7 +238,7 @@ 
Launch GUILoad/view parameters to define network structure & to “activate” the