Commit 7233d1a3 authored by Jan Fousek's avatar Jan Fousek
Browse files

rc1 everything should work

parent f21b3f53
%% Cell type:code id:ec97e74a tags:
%% Cell type:code id:68ccd22b tags:
 
``` python
%load_ext autoreload
%autoreload 2
```
 
%% Cell type:markdown id:e8fd8f47 tags:
%% Cell type:markdown id:e5a89d1a tags:
 
# First steps using TVB
 
**Summer School in Nonlinear Dynamics for the Life Sciences with Applications to Neuroscience and Psychology May 31-June 11, 2021**
 
%% Cell type:markdown id:3f6bc59a tags:
%% Cell type:markdown id:c669ec16 tags:
 
# Brain network modeling with TVB
 
***
 
Components to be covered
* node dynamics
* connectivity
* coupling functions
* monitors
* integrator
* stimulus
 
%% Cell type:markdown id:dfe4517d tags:
%% Cell type:markdown id:727cf9bf tags:
 
# Objectives
 
Here we:
 
* Build a brain network model using subject-specific structural connectivity,
* Simulate resting-state activity,
* Characterize the resting-state activity by calculating the functional connectivity (FC),
* Extract the resting-state networks (RSNs).
* Characterize the resting-state activity by calculating the functional connectivity (FC).
 
%% Cell type:markdown id:329f9428 tags:
%% Cell type:markdown id:48605a2c tags:
 
# How to do it with TVB?
 
***
 
In the first part of this tutorial, we presents the basic anatomy of a region simulation using The Virtual Brain's scripting interface.
 
The first thing we want to do is to import the modules we will need for a simulation.
 
%% Cell type:code id:bac045da tags:
%% Cell type:code id:48088d0e tags:
 
``` python
%%capture
import os
import time as tm
 
import numpy as np
import matplotlib.pyplot as plt
 
from tvb.simulator.lab import *
from utils import plot_connectivity
from phase_plane import phase_plane_interactive
```
 
%% Cell type:markdown id:8dd86a7b tags:
%% Cell type:markdown id:1a410d7a tags:
 
A basic simulation of TVB consists of **5 main components**. Each of these components is an object within TVB:
 
%% Cell type:markdown id:ec330e11 tags:
%% Cell type:markdown id:ae302f73 tags:
 
### Connectivity
 
 
We start by loading and visualizing the structural connectivity matrix that represents the set of all existing connections between brain areas. Having loaded the default dataset, we can then alter the speed of signal propagation through the network:
 
%% Cell type:code id:6c563ce4 tags:
%% Cell type:code id:710d21e4 tags:
 
``` python
# Import the anatomical structural connectivity.
conn = connectivity.Connectivity().from_file(
os.path.abspath('dataset/connectivity_76.zip')
)
nregions = len(conn.region_labels) # Number of regions
conn.speed = np.array(np.inf) # Set the conduction speed
conn.configure()
```
 
%% Cell type:markdown id:229ebbef tags:
%% Cell type:markdown id:de6dafab tags:
 
*Take a look at some of the properties of the `conn` object: `weights`, `delays`, `region_labels`, etc.*
 
%% Cell type:code id:8e7e9be7 tags:
%% Cell type:code id:a301f70b tags:
 
``` python
conn
```
 
%%%% Output: execute_result
 
<tvb.datatypes.connectivity.Connectivity at 0x7fb69414a6d8>
 
%% Cell type:code id:04438045 tags:
%% Cell type:code id:c82cd475 tags:
 
``` python
plot_connectivity(conn)
```
 
%%%% Output: display_data
 
![](data:image/png;base64,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)
 
%% Cell type:markdown id:ae6af06e tags:
%% Cell type:markdown id:e4d3660a tags:
 
### Model
 
%% Cell type:markdown id:96407494 tags:
%% Cell type:markdown id:0adf2b72 tags:
 
A set of differential equations describing the local neural dynamics. There are a number of predefined models available in TVB, as an example here we will use the **Generic 2-dimensional Oscillator** model:
 
\begin{align}
\dot{V} &= d \, \tau (-f V^3 + e V^2 + g V + \alpha W + \gamma I), \\
\dot{W} &= \dfrac{d}{\tau}\,\,(c V^2 + b V - \beta W + a).
\end{align}
 
%% Cell type:markdown id:431f293c tags:
%% Cell type:markdown id:e3f828d7 tags:
 
We can explore it using the **phase-plane** tool in TVB.
 
%% Cell type:code id:4ccbd26b tags:
%% Cell type:code id:a7ae0fec tags:
 
``` python
# Create and launch the phase-plane tool
g2d = models.Generic2dOscillator() # The model to investigate
heunint = integrators.HeunDeterministic(dt=1.0) # Integrator to use.
# dt is the integration step
 
phase_plane_interactive(model=g2d, integrator=heunint)
 
 
# Try changing the default parameters to
# 1) a = 3 (limit cycle)
# 2) b = 1 (two stable and unstable fixed points)
```
 
%%%% Output: display_data
 
 
%%%% Output: execute_result
 
<function phase_plane.phase_plane_interactive.<locals>.plot_phase_plane(**param_kwargs)>
 
%% Cell type:markdown id:f806ac21 tags:
%% Cell type:markdown id:9e915bee tags:
 
For our simulation we set it to the limit-cycle regime.
 
%% Cell type:markdown id:2174002c tags:
%% Cell type:markdown id:939696ba tags:
 
*Note that the parameters of the `Model` class has to be set as numpy arrays.*
 
%% Cell type:code id:2950caad tags:
%% Cell type:code id:1b8ffc60 tags:
 
``` python
# Initialize the model
g2d = models.Generic2dOscillator(a=np.array(1.7402))
g2d
```
 
%%%% Output: execute_result
 
<tvb.simulator.models.oscillator.Generic2dOscillator at 0x7fb64c430b38>
 
%% Cell type:markdown id:c4d3b0d1 tags:
%% Cell type:markdown id:5045a18b tags:
 
### Coupling function
 
It is a function that is used to join the local `Model` dynamics at distinct spatial locations over the connections described in `Connectivity`. Proper setting of the parameters for this function requires some knowledge of the properties of both the model being used and the structure through which it is connected. For our present purposes, we happen to know that for this configuration of parameters of TVB's `Generic2dOscillator` connected through TVB's default connectivity matrix, a linear function with a slope of 0.0075 is a reasonable thing to use.
 
%% Cell type:code id:966e422c tags:
%% Cell type:code id:27292c27 tags:
 
``` python
# Initialise a Coupling function.
G = np.array(0.0075)
con_coupling = coupling.Scaling(a=G)
```
 
%% Cell type:markdown id:8a0e4549 tags:
%% Cell type:markdown id:d491e8c4 tags:
 
### Integrator
 
Now that we have defined our structure and dynamics, we need to select an integration scheme. While TVB supports a number of schemes, for most purposes you should use either `HeunDeterministic` or `HeunStochastic`.
 
Note that the most important thing here is to use a step size that is small enough for the integration to be numerically stable.
 
%% Cell type:code id:57e730bc tags:
%% Cell type:code id:8b205225 tags:
 
``` python
# Initialise an Integrator scheme.
dt = 0.1 # Integration step [ms]
 
# We can use the deteministic integrator:
# heunint = integrators.HeunDeterministic(dt=dt)
 
# Or stochastic integrator:
nsigma = 0.001 # Standard deviation of the noise
hiss = noise.Additive(nsig=np.array([nsigma, 0]))
heunint = integrators.HeunStochastic(dt=dt, noise=hiss)
```
 
%% Cell type:markdown id:83b1f05a tags:
%% Cell type:markdown id:23c2a35c tags:
 
### Monitors
 
The last component is `Monitor`: observer models. Although there are Monitors which apply a biophysical measurement process to the simulated neural activity, such as EEG, MEG, etc, here we will select two simple monitors to get the time series of the model state variables:
 
* the `Raw` monitor takes no arguments and simply returns all the simulated data at the time resolution of the integration step,
* the `TemporalAverage` monitor averages over a time window of length period returning one time point every period (given in ms).
 
*Note: as a general rule, the `Raw` monitor shouldn't be used for anything but very short simulations as the amount of data returned can become prohibitively large*
 
%% Cell type:code id:a2512904 tags:
%% Cell type:code id:66d578cd tags:
 
``` python
# Initialise some Monitors with period in physical time.
mon_raw = monitors.Raw()
mon_tavg = monitors.TemporalAverage(period=1) # 1000 Hz
 
#Bundle them
what_to_watch = (mon_raw, mon_tavg)
```
 
%% Cell type:markdown id:f15d3c85 tags:
%% Cell type:markdown id:e3f3da9b tags:
 
***
 
%% Cell type:markdown id:818487e4 tags:
%% Cell type:markdown id:1a20a9a7 tags:
 
### Go! Simulate
 
The last step is to bring all these components together into a `Simulator` object. We then need to run the configure method, which basically just acts to calculate information necessary for the simulation that draws on specific combinations of the components.
 
%% Cell type:code id:0a98d0ab tags:
%% Cell type:code id:95deeaa2 tags:
 
``` python
# Initialise the Simulator.
sim = simulator.Simulator(model=g2d,
connectivity=conn,
conduction_speed=np.float(conn.speed),
coupling=con_coupling,
integrator=heunint,
monitors=what_to_watch)
sim.configure()
```
 
%%%% Output: execute_result
 
<tvb.simulator.simulator.Simulator at 0x7fb64c70bc18>
 
%% Cell type:markdown id:7f418030 tags:
%% Cell type:markdown id:4b408895 tags:
 
Now, we can run the simulation. All we need to do is iterate for some length, which we provide in *ms*, and collect the output.
 
The data returned by the simulator is in the form of a list of arrays. For most subsequent purposes it is much easier to deal with the data if it exists as a single contiguous array, hence the enumeration of the return values for the `sim.run`.
 
%% Cell type:code id:a02b73e4 tags:
%% Cell type:code id:07822ba4 tags:
 
``` python
# Perform the simulation.
tic = tm.time()
 
# this should take ~25s
(raw_time, raw_data), (tavg_time, tavg_data) = sim.run(simulation_length=10000.)
(raw_time, raw_data), (tavg_time, tavg_data) = sim.run(simulation_length=10000.) # ~30s
 
'simulation required %0.3f seconds.' % (tm.time()-tic)
```
 
%%%% Output: execute_result
 
'simulation required 33.790 seconds.'
 
%% Cell type:markdown id:b4c3d1d9 tags:
%% Cell type:markdown id:d6e42579 tags:
 
For each monitor, the simulation returns the time points and the associated data array.
 
The data arrays have shapes $n_\text{timepoints} \times n_\text{variables of interest} \times n_\text{regions} \times n_\text{modes}$.
 
%% Cell type:code id:e2aac7e0 tags:
%% Cell type:code id:38e019da tags:
 
``` python
f"raw_time: {raw_time.shape} | raw_data: {raw_data.shape}"
```
 
%%%% Output: execute_result
 
'raw_time: (100000,) | raw_data: (100000, 1, 76, 1)'
 
%% Cell type:code id:1bfa54d6 tags:
%% Cell type:markdown id:77422a89 tags:
***
%% Cell type:markdown id:a03c41a9 tags:
### Visualize our simulation
%% Cell type:markdown id:2eaa282c tags:
And finally, we can look at the results of our simulation in terms of time series.
%% Cell type:code id:73823cce tags:
 
``` python
# Remove the dimensions with one element for easier indexing
raw = np.squeeze(np.array(raw_data))
tavg = np.squeeze(np.array(tavg_data))
raw.shape, tavg.shape
```
 
%%%% Output: execute_result
 
((100000, 76), (10000, 76))
 
%% Cell type:markdown id:1c91b9ce tags:
***
%% Cell type:markdown id:8776e1c9 tags:
### Visualize our simulation
%% Cell type:markdown id:9e2c73af tags:
And finally, we can look at the results of our simulation in terms of time series.
%% Cell type:code id:ac65f763 tags:
%% Cell type:code id:1cd9ceee tags:
 
``` python
# Normalize the time series for easier visualization
nraw = raw / (np.max(raw, 0) - np.min(raw, 0))
ntavg = tavg / (np.max(tavg, 0) - np.min(tavg, 0))
```
 
%% Cell type:code id:ea95a7a0 tags:
%% Cell type:code id:a04167a4 tags:
 
``` python
# Plot the raw time series
fig1 = plt.figure(figsize=(10,8))
plt.plot(raw_time[:], nraw[:, :10] + np.r_[:10])
plt.title('Raw Neuronal Activity', fontsize=20)
plt.xlabel('Time [ms]', fontsize=20)
plt.yticks(range(10), conn.region_labels[:10], fontsize=10)
 
# Plot the temporally averaged time series
fig2 = plt.figure(figsize=(10,8))
plt.plot(tavg_time[:], ntavg[:, :10] + np.r_[:10])
plt.title('Temporally Averaged Neuronal Activity', fontsize=20)
plt.xlabel('Time [ms]', fontsize=20)
plt.yticks(range(10), conn.region_labels[:10], fontsize=10)
 
plt.show()
```
 
%%%% Output: display_data
 
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAmQAAAH+CAYAAAAyBBIEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOydd3gcxd3Hv7N36r1acreFbdwNNr0YAyEJJSRASCEFSCC9B1IggeR900kPkADJC6RBQgqEkFBsuTdc5N5tSbZlSZasXk5X5v1jZ2Z/u7d7RcUnw3yeR4/29vZ2Z9vMrw/jnEOj0Wg0Go1GkzqMVDdAo9FoNBqN5s2OFsg0Go1Go9FoUowWyDQajUaj0WhSjBbINBqNRqPRaFKMFsg0Go1Go9FoUowWyDQajUaj0WhSjBbINBqNJkUwxq5gjHHG2IOpbkuiMMZqGWO1Q9zHg+K8rxieVmk0Zz5aINNoTgNi8KF/YcbYKcbYcsbY7Ywxluo2xoO0vY4xlumxTa3Yxn+62/dmhDH2qrjeRxljvmHa53LGWEoKVIpzWZ6KY2s0qUZ3mhrN6eVb4n8agLMAvAvAYgCLAHw6VY1KkokAPg/g+6luyJsZxthUAFcB4ADGA3g7gBdPw6GvGoZ9/ArAMwDqh2FfGs0bAm0h02hOI5zzB8XffZzz9wBYAiAC4JOMsSkpbl4itAE4BeCrjLHSVDfmTc5dABiAH4jPd5+Og3LOD3HODw1xHy2c872c897hapdGc6ajBTKNJoVwztcA2AtzYF1Iv2OMpTPGPs0Ye0m4CQPCzfkaY+ztzn0xxtYxxgYYYzmO9SuEK+i3jvUzxfqnk2hyL4D/AVAA4IEkfgfG2AWMsecYY42inUcZY79hjI112dYzTskr/ki6uxhjFYyxJxhjx4Vr+HayTSVj7GGx/wHG2EnG2N8ZYwtdjnO72OftjLElYt9djLFOxti/GWMzXX4znTH2fcbYJrHvgLh3jzHGxidzvWIhXMK3A+gE8G0AmwFcyxgbF+M3xYyx7zDGdjLGehljHYyxbaK9OYyxycJVuVhsT13sy8l+bPeGMfZVsc3nPI47ljEWYoxtIuts91Bea/H1YsexH2SMnS2Wq2Oc3w7GWJAxVhnn8mk0oxItkGk0o4eg43MxgJ8DyAPwKoCfAHgBwDkAXmKMfdSx/VKYrtDL5ArGWDaAC8VHp6vpKvK7ZHgYwCEAH2OMTUvkB4yxOwGsgelWqwbwMwCbAHwUwCbG2MQk2+BFMYD1MM/57zBdY02iDVPEMT8p2v9jAC8DuA7AWsbY9R77vB7AKzCFn18DWAXgWgArXKyENwH4OICjAP4M4JcAdsM8z9djCUxJ8g4AFQCe5Zz3AXgSgA/AnW4bi3PfAuDrAPoBPArgdwCOAfgCgDIA7TBd6nXiZ98if0/GaMvvYVp5P+Tx/QdE22LtowaWO7/OcezlnPO9MJ+bKxhj013O72IAcwA8zzk/EeM4Gs3ohXOu//Sf/hvhP5hxPtxl/eUAwgACACod32UAGO/ymwIAO2G6DrPI+ivFcX5E1r1VrHtF/K8i3/1DrJuQxDkcE8u3iM9/d2xTK9b7ybrpAAYAHAQwzrH9VeL8/+Gyn1qPdjwojnGF2zUG8DQ9Pvn+ZfH9fY71FwMIAWgFkEvW3y62DwG4yvGb74nv7nWsHwcgw+XY14jzfNSx/gqxnweTfJ7+K353kfhcLJ6hWgCGy/ZrxfZfc/muFEAm+bzc7VmNdW/ItZ3jsv0u0baSBO/hco/jymfuIZfvnhTfvSWZ66j/9N9o+tMWMo3mNCLcLw8K19GzAF6D6a78Mndo9pzzAOf8mHMfnPMOmNaNIgDnka/WwrR+UEvYVTAFigfIZzDGDJjCwAHO+dFkz4Nz/hyAdQDexRi7NM7mn4Bpufsc5/y4Yz9LYVr9bmCM5SXbDhcGYF7LEF0p3IXXwAwi/6GjDWthWrOKYVq4nDwj2kl5TPw/37Gv45zzgHMHnPNXYAomb038VNxhjE0C8BYA+zjn68T+TwH4F4BJzmMId+xFMK1QP4ADbsZz9Q+xWU+J/x92HHsRgFkA/s05bx3iMf4J4ASA2xljGeQYhQBuhWn1fG2Ix9BoUobOstRoTi/OuCsO4COc8/9z25gxNhvAPTAtaZUAnOUmlAuMc97PGFsLYAljrEQMgFcCeJ1zvo4x1gRTIHsMwLkACgE8O4Rz+RJMIfAhWG5RNy4S/xczxs5z+b4cpktrOsxYqKFQyzlvdll/jvi/inPudA0DwDKYrrVzYFrYKJuiN4cUYovoSsYYA3AbTOvafPE9LUcxEKvxCfJRmOEmTzrWPwngZpjB/v8h6+W9eZlzHhmG47vxDwAdAG5jjH2Vcx4W66WA9uRQD8A5DzHGHgfwTZjn+Sfx1QcBZAF4jHOeknIdGs1woAUyjeY0wjlnACAC7y8C8FsAv2aM1XHOl9FtGWMXwhQU/DDjvF6AGccUAbAAwI0w3ZqUpTCFsCWMsaUwBYzviu+WAbhaCA2DjR+j57KOMfYcgFsYY+/hnHsJdyXi/z1xdpk72LYQGj3WF4j/XvFFcn2hy3ftzhVCOADswhZgxvl9XuzvZQDHAfSJ726HacEaNMysNXYnzGfg946v/wvz/G9gjFVwzuW1kOd0HCME57yPMfYXmMLgNQD+wxhLB/A+ACdhFxCHwmMA7gPwMVgC2d0wBV1XpUajOVPQAplGkwI45z0AXmOM3QAz2PopxtgMbi8DcD9MzX8J53w5/T1j7GswBTInUqi7GuagbcASupbBHCDnw6pf5Zm1liCyHd9jjP3DY5sO8b+Ac96Z4H4jANI9vnMTmiReFhLZhgqP7ysd2yUNY6wcwGdhxvddzDnvcnz/vsHum3A9AJmVeox51xO+E5YgLgXK4Uoo8OIpmALZh2EKYNfBFMZ/7mGVTBrO+XHG2AswXeVnw3Qzz4GZ3HByOI6h0aQKHUOm0aQQzvl2AI/DLOz5BcfXZwE45RTGBIs9dvk6TCvaVTAtZX0wY70ASzC7FsAlALZzzlsG3XgAnPODAB4BMAXAZzw2Wy/+X+bxvRttAMYwxtJcvluUxH4kW8X/S5n7LAJLxP8tg9i3ZCrMPvUVF2FsvPh+qNwl/r8I07rq/HtSfP8RZklr8vq/VcQOxiMs2pxU5X9ulnA5AOBGxlgBLHflU96/iiKCaKujk0fE/4/Bqr32mySOodGMSrRAptGknv+FmYX2ZcYYjUmqBVDMGJtHN2aMfQQeweEidmclTGHu3QBWyyBzzvkRsc/PAciGZU0bKt+GaYW5D+5ux1/BLOnxU4+SBemMMaewthGmBf8Ox7a3wxQmk0IkR7wKYDJMlyLd5wUA3g9TCPSy8iVCrfh/KRVmGGO5MIXuIXkkGGMTALwNZjvfzTn/qMvfHQBWwxT+rgYAzvlmmLF+CwB8xWW/Jcw+FZYMvh9MKZKnYMY5fhKm4L+dc7419k9stAKYEGebpQD2wxT4boWZ3DBUS69Gk3K0QKbRpBiRefhrmK64e8lXPxP/VzOz0OmPGWMrYMbRPBdjl9ISVo7oGLGlYj1cvhsUIsPvuzAD2Etcvt8L04U2GcAuxti/xLn8gjEmM+ced/zslzCF1EcZY88yxh5ijL0GswbaYKcH+jjMGKsfMcZeYYx9lzH2ewArYFpm7nBatpJBxGw9AzPzskac4xMwsyunwsxyHAofgWk9+kOcrMgnxH9auf8DMDNMv8vMorUPifa9ADO2jLpy5XPxd5ENfD9j7IMJtlHWJPsWzMzaZKxj8tiTxDPyLXHsy+kGInD/1zCftyxYGa8azZlNqutu6D/992b4g0cdMvL9GAA94m8MWX89TJdTF0wr1CswMy5vF/u83WVfc+XxAJzn+O59Yn0QQN4gzuGYx3cZAI6Q47rVAZsL06VWB1PYOgUz3uo3AK502f5SmNa+Xphu2H8DmIdB1LAi24yDWRS1DmYgeAvMcgrnuWzreY29jgfT8vgdmDXX+mFmYz4MU1Bd7nwGkGAdMpjKc73Ydl6cbbPFszIAoJysL4FZ9mKfaFs7TCHxOwCyyXY+mAL2YfGc2M4TMWrEie9fI8/YGI9tvO5hOcxg/SaYrlPXawNTGAvDdMmXxLoe+k//nSl/jHOdJazRaDSaMwcx5VI1TGthotY7jWZUo12WGo1GoznTkK79X6W0FRrNMKLLXmg0Go1m1MMYmwvThb8Q5pyoL3LON6S2VRrN8KEFMo1Go9GcCSyEGdvWCeCvMDM5NZo3DDqGTKPRaDQajSbF6BgyjUaj0Wg0mhRzxrssS0tL+eTJk1PdDI1Go9FoNJq4bN68uYVzXuZcf8YLZJMnT8amTZtS3QyNRqPRaDSauDDG6tzWa5elRqPRaDQaTYrRAplGo9FoNBpNitECmUaj0Wg0Gk2K0QKZRqPRaDQaTYrRAplGo9FoNBpNitECmUaj0Wg0Gk2K0QKZRqPRaDQaTYrRAplGo9FoNBpNitECmUaj0Wg0Gk2K0QKZRqPRaDQaTYrRAplGo9FoNBpNitECmUaj0Wg0Gk2K0QKZRqPRaDQaTYrRAplGo9FoNBpNitECmUaj0Wg0Gk2K0QKZRqPRaDQaTYrRAlkChCI81U3QaDQajUbzBsaf6gaMdiqqawAAjUsWpLglGo1Go9Fo3qhoC1mCaCuZRqPRaDSakUILZAlyx84jqW6CRqPRaDSaNyhaIIvDd6aNAwBcXpSX4pZoNBqNRqN5o6IFsjhcW1YAAMgwWIpbotFoNBqNZjioqK5RMeKjBS2QxaHAb+Y9dITCKW6JRqPRaDSaocK5FRN+vH8ghS2xowWyOGQZDD4GdL2JBbKecBgV1TX4weETqW6KxoWG/gEs2bgXEa4TTzQajSYePeGIWj7cG0hhS+xogSwOjDHk+XzoIjfwzcZX9x8DAPy0rinFLXljMmPVjiGZzs9dtxt7evrxdENrzO3q+gKYs3onGgPBQR/La78V1TV4vrltWPer0WjeeNy45QDWtnWntA1NA8PbBw4XWiBLgFy/8aaxkFVU1+ALe+tt62p7R49JdzjZ1tWLiuoadKbw3tb2BZQ7fKilVSoz0mJ+f/uOI2gJhrBg7a4hHcfJBev3AAA+tqtuWPebDIFIxOaG0Gg0o48dXb3Y0NGDm2oODmk/Dx48jumrtg/69/V91pjWPorGdi2QJUC+z4fu8Oi5aSNFUAgEfz5xyra+PCO5+sERztE0zFaYkeCtm/YDAD46zCVNOOe4/8AxHOztj7vthUKYAYbeMWQasV/nPT3x2xOPjmAIP6lttAk/EzLTh7zfofBaaycmrdiO7w3Bpc45f9PVGvz07rpRF9SseWPTHkyuj6vrC+B3x05Grf/10ZPoDEXUmJUsWT6rrxxN8eFaIEuAPL8PXaE3vsvyVDDkur7Q73Nd/8Sxk7hsw56o9XPW7MT8tbtwchBm4TDn6D3N7uG+8PAOxH88cQpPHGvBpRv2JteOyNDO+6WT7YP+7df3H0N3Ah3TjNU78cMjjXim0RLaj6Y4KPYD2w8DAH5R3zzofXxmTz2mr94xXE06I3iuyXQxy+s3GEIRjorqGqxu6xquZmneILzS0oEP77A/Ww8cPA4AKEtPTMm/YP0efP3Acfzbo287Hhhc37OXKKftHuNeKtACWQLk+nzoehNYyFo8Hsw/EosZDRy//8BxHOgNRLlzTwktaDBC7Ljl2zB15XZs7uhJ+reD5aqSwdWY49wcjL7ocPF+ed/RQe1vqIKowRIvzdJPjnXD5gP43fEWnLXKLpDs7+nHvfuOIuziCvzCXuscx2eartIpWam1lA2F55ra0BuODHt83ekmzDkakhSQX2vtHPTx5G9vqTk06H1o3nhEOMeHdhzByy2d2EL68t1CEDo5EF8Iqu2zgu2/eeC4WqbW+WQtbhIZFw1Y49VoQAtkCZDnN9B9hlvIBhKwvvyktjHuNm5WnMeOWiZl+rIEhxDTc92WA4P+bbIM9oU8LDqMPzlcvMlQnGZZH7d39cbdPlbtnEMJuEgl1D36eqe78Hv5xr14uqEV34/jClyUnwNgaPd7JNjc0YNd3X1J/Ybeg4gQuN+6ad9wN23EGLd8G85dtxvHTpPVsijN3XquGTwvNLdj0optNhe6VP5Op4s5zHlC4wZgZuLTbb9GBJ71g1Su/+dQg1o+ThSlfnJdflk/9ESzR44O3rI+3GiBLAHy/GeGhczrha2orsHEFdvjuqRCZECl1pprSvJd10t8xDDTQF6cRFxgp4u3vL7PszOrPjU4C8FQBDFJbziC8wtMgaYozW7Gv3ffUWxsj52NRAXglUlkLrUlYab/ZRxX4D+bTXdCKpMj3LhuywFc9Xp8YYpafT+0w4onlLEl27qSE+pGA81xLH3DVSKllTxH1FJe3xfAzgQUDMmfT7SiorpmVLmPUsXdu2oRiHD8iggbMt71dDJu+TZMXLE9odjKqpU7MHGFFWRPXYLNg8xovGVMkVr+4NgStUzjuf99smNQ+6aKsFdITirQAlkC5PqMUSVcuNGfgLuLmoDdmJ2bpZbr+61tXyEuDSmQ0cF3DMnuoxa0x12CMVNBmHPsEJYSKcAESDsPkDo0taKEw6st8V/0hxOIWYqV+RfmHP0RruIp6D1sHQjh6YZWvGOrlY1E9yWXu8lv3lVeaNv/x3bVelrd5O+cA2CyAzVtc2co4ureHEloUO9c8vzSdtBtIpzjheZ22/ffPGi5QyiDdYekCnov4rmvh8uCdufOWrVMg6PPX78HVychREgX+LONQ1dyKBvau/HrIcQWppLvH7E8FtuTtPQOJ3+PU87Gzc2/pNgKA/mPEJo450p5z/bFFz2oJSyTzJTzu2Mtavlj48vi7seNMelpOCs7A3Nzs3CeUIhHA1ogS4B8vw99ET7ojI7TwVpiSaGDKn1ZBkT7+8MRV2vaT2otjUzuwnnObWKQmk7ijWg80Z5uSzNK1l0UiGEedxNsjvQGbIKhNOs/4Bhg56+xyjzsFG3yygKVWY8fJJaSRJCDofN61cSwrkjhtkRYxvrJ+R92EZ4fIa5haYmk2uca8gz0hMN4vrkd13gMilLBeN3hTpDXp4XEeIyLUU7DmQhCrSQN/QN4uL55RMtR0PZTzfkJogzQ9d8/fAJ376rFuOXb1LoXm92Fbyq0JOJOTjUvkMBnes6doXBUXNmA4570DIPC2eeiFCbbZzqtxMnw1PEWW7wSANy49SAePNRw2ly4w8lkj5jMRLK3B4OXVfWze+pd10toMpHsV7rDEaQxBgPAu4SlqzccQZgDWYYhlu3Pxj+b2mx9BfXGNAasfmZenqV4BQbZt+zp6cfB3gCyfIbrc5sqtECWAHnCpBnPbdkRDKGiugb7HeUF7t13dFC+/2RiBtaRwZgOinQgeVj4ymmBVy/XlXwZehznvDJONhUVht5ZXhRjy2heaHbPpKnrC6By+TZUVNfYhM2LNuyxCYZ/FVljvzlqt8zRZIUacT1WkPNgGJwL5+2lBWpZxmQ902gvzvrMCevz7u4+W5xX9SmzDbKgK9UI37stOkiaxlTcd8CM0egksY3NRIja1x2705aCl9Pkv1RYQ+l9l/EbbtYved5vLTXd2m3EqnTuut34n0MNODiClbD/SyyZR0htoQcOWteKKgbbXQTke6ZUuO773eQerDg1urII3foGWmzzc2QQnb5qB85dt9u2rTPh5sQwFMrscbGev5vUmwpzHtWfOPkSUe5kDJ9Xhp2Tr+w/hms9Yk+dtRXPBM7Nd7fc1HQOv3Lw5xOtmLd2Fz6xqxZAbMu+k6+TgPvd4l3rCoWR5zeQ7TMsr4q491LxphbViuoafHx3HSqJokTd4f8izwDt8/58InYxbNkWr7E002A2RTjVaIEsAWR9p3huwRmrdwIwg6ElnHM14MayADmhmuWLHoIKhcb50IDt3WQwkoMv9ZnPFG12Il8iKbjMzMkEYHdrSqgFhcaQ/YgkCWzv6o3rMqWZNFnERP1co2UylwLDEZdBniYlUAFLth0ApmRlAAD+2WRdUw6768+N1oFQ1Eu9kWjjUvB91hFXVkuEhCtf34dLNuxVLpS7Redn7Y9auGK3578t5nU4IdK+s30G5pB70xvnWZP3V5avkDEVM3Oyoo6fI9wLn3PRlKVAP1VcV2kxox16zQhal/7j4Vr+32nj1PK3iXDmVlPvxwkks5yIE5P122Mnh8XKlAhec+9RpewK4TKiylkHGeDkYDdLvBsDw2D9l8/UPSTLmAZ037z1IKpW7sDZjmxe2i/OyrXeVamwfIS4RduD1ntInzFaYkf2nbQPpRbft2/aj4rqmtPuXk+WvwsF0xnDNT7Bun994UjUs9IWDNmURIn0cvxDjDXx+g8vtop3vSccQa7PZxPIpBIg9xwvtuy7IpmoyO/DeUQ4pUaEQJznlnOOaeR5o4kHlxXlItMwbIpwqtECWQKkC+HAaeZPBPrAUM2mdSAU01RKH7qPOgbueFC34W6XYqBuWSWyc8sQ5ypfyNVC65YvlVOonJKVbsuAodDAyWs27bcVQTX33YWK6hrUC0GtTQwe760oRl+Eqw6TTnMhhduvHzgGJ1T4oQIFLYgqg7ZlxyEFP7cYQSqAz15jF1xDEW7T4ORLvcmhvUpXCd3/g8LSJTuZx2dPBgC82mLF6k106XSLXIJPZQxPbzhiuzdUMHYbeArEvq4UA/ef5lUBsCxj/2yyhOCxQuB+rskeS8I5V8L/ONFeeVxaSmFMut3l+Wh9s23/kk0dPVgZxxIlB2Ppipc10KZlmwKhHLyou2M2cXGUkbZI10+D4/mNcB5lMZ1D9sE5xxpiYX3g4HHcd+A4qladnjpmfyQD6j7ybNeRwXdipnk9aH2wGUT5kgrN5eL+J2IleKG5HRXVNWj1KFkgn53nPRRIKZw5CyDTflAmUEQ4x22kPprsnz6525oNgpbaoPf7RWFNoZbR20RQOOdcvfuHHErd40dPoqK6Rr1Hu7r78Ond9tknRtq95aa0f2W/vYzO3gQLPE9ZuR0LHRm3M1fvxOf3HrU9N07CnCcVP1lB3imppHaFTQtZ80BI9QWyD5RCh2xDPEPFzNwsW+KY7D/n5WVhQV62rd1Opf9B4lUATCu6PN4lhbnI9BnaQnamkS4CZKlwNXfNzigXmhvU8nKjCNDmnGP2mp2YsnK7p5bWOoRsI5ot6VZjyK0GjBTAbigzA8NlB3dUCDn3V40FEK2ReGkX07IzcEmh2dnfRALTqaApO9R3bDG/l5a7PL/5WMoXmM7R+Ko4n2oycLu5QbwsTPK85P/Lisw2ummE+2LEanzXUQpCap1SMLi1wnTXHhMWLLcq/FeK+mdXluQh02B4X6WVSZRPhC+p1S3Itzqfy4tybft6Z3mh7V68QixHbgV/5flOzc5AlmGo8gUyjnCSsHgB9qQHALhnsuniC3KuXJRSgIzAbAONwbuVuP56QmF861ADPk4GOllc9PotB2zbOqHvijMz9mYRpyKfBXp/6MwTTx+3AoK/ccAea3hVsel27Y/wqJgjOuBXLt+Gm2sOKWspdZHL33HO8cSxk0lls0ph83j/QMxBanyGJawv3uhefFheB6/g/gJxvyeL+7yVKBKyHc5BW1p0X/awSq5rH1x5AzcLqjODWbq3lpH3nsZM0jARGWLyDxKMvkoIpguJ69Yp2HxDhFs8I4591ev78FxTm3LjLWvtxJSV211dX/V9Ady9q9Y2HpwcCGJPknG0k1ZETwckDQHyTuYmEBBPLUGLHO5qIHaW9Z9PnFLXO99vKOXNi0uLclUc7EvCC/NySyd2CcOA7BPkfNCfnFgOAJggnuNNxIp6caG9XwNEUp1Lf16enmbrE8Yt34YL1+9BRXWNUsx2OkIU9vX0K5d6vt+HTIPpGLIzDWk1og+5FGqq42j0m11qPD1BskS8zLaf3O0+L2Awwm3mdzeoRS3RYqPSMiGtIPJ3GUI1ka5KqU1kGQyfmFCGK4vzbBrSzJxMvLU0H1mGoTIuacJBs0vbpSVtcXEeqrIyVMdel2Ag7tLW6Hvw3cMNLltGIy0EveFIlHDtJWv3hSO4qNC0bp0jNDRpsZHCi9TcpAC7xqUkxQ9EFlW2YSDDMGyDMBUIpHApn7UZOZlq0JEBrvl+n61jeZHEhn3rYENUNuUfhJD7xLEW9EUiKpj6kNAw5b2TRV8BYHFRHhbmZ6sMqf4It1yWQhCNV6/PzYp0z37vQrpr27pVp0tLWDjdjNLy5dZxy7ItveGIGhQA4D0VxbbtpCLTHgzh3n2mBTZPnOv9Qng7HCceTsZQ/rO5HfcfOI6Zq3fioSPxXaKUhet244Mxque7uU/pwJTtM9Qz82GP5BSpaEmLxn0HojNNvYS9LxKXZEmaH+8Q2b17eqKFD5ptR6EWxr80RltLnQJ3vGnFPk9iz+TMAzR+9mVhfabW0P96CJb9kQieJ8KcdOO93+OeVFTX4Pz1e/BCczuuJs/o3DW7sOT1fbZ745VQ5UWYc/xVXJ8n5kwGkFifTuNNZf9MXbyxXH1/azqlQkN6wxF0hKwaY1/aWx9liHiuqU0ZEBbkZUe5WGWfLwWhCmFxl30Mg6U0rHUp82POlBN9//d096nseScyxvYdjszzfT196tmv7RtAcyDk6eFJBVogS4B0EUMm4yyo9UGa1TnnSBPaqAHr4f+tS+mHb5DA98/vcR+MvOYdnLBiG+as2Ym9Lp2fZBaJmYqHdNndIVxfMg7JWd5CWq0CEY7+cAR9EY5Cvx85Pp/NQtUWDKMkzY/a/oCt05WscKn5Jd2qzze341BfAJ8WGlSGYSQUl3OsfyCqE3D2Nx8ZV2r7fJmwME3PzlTn6xzkZaaaM8D1yeMtasD72cyJKPL7cIFDs3PO7/i5GEHFjDFkGkx1kt2hMNpDYZwlhBxnfS+ZpQQAaYzhchUL4d5RP9fUFmXtOFs8I1LZkBY5eT2ke/3G8iL1PLcFQyj0+5Hps2Iq20NhZBgMZUKg6wqFPZ9Np6uroroGR3oDUXOnSoXja/uP4aaag5gr3MV2gdXsRK8vK8C07AwV5+YUyCZlpqtzu8MhnPy8zl5U8l1jzM47yDneVmYmbLx23gwAwGwR23QxmV+pAJQAACAASURBVCrstkq7QAdY1+8TRKF6yCVGTQ7KXrXbYtWU+5HL/laRd63IpW5iWbofY8h0NXIfi4sSm6XCy5LfG46gUgz4TuV0Xl4WDDHYOu89tWDWO9xMdX0BZbmTNPTHHjTdPArxLHa0TfT8MgwDH9vlrhDHQ/Zl3GG5kZyz1sr4dvYrNPP7qyLRhIZNyDjNePGlK0512WrnSaX/VyTO+FsepV4AM5RCWi1nifFAFs+Ws7aMJeckKfL7sCA/2xZbO4n0g1KoUmV+RH/nNtG4vDbvqyzG35ralHJOBcFYgpSsjfj7Bnu83L6efhU32zwQHPJ0dcONFsgSQA5acsD8kIvW2TgQVJXKI7DioeIV66TZfq0DIUxesS2h6shXbPQueOkWN+ZEaq59DslFmpPlgC87tQxDCmQRZc4uTPMhR2jjnHNwbsZVFaf50RmKRO0bsLL7YiEtMH3hiC1bTuIcHCZmpmOZQ9CbLyxU0mrknDutNM2PsRlp6limQGYfoKVm5xzki9J8yt1R4PehIM0XNUFtvMDbYIQr9yZgXl8pUEl3nlQAXiVu53GizXLbzZ29CER4VLbQPEfyhTyH+6ZWYlxGmrIozcjJVM9CcZpPWf6kpfTh+mZEYGqTbaEwitJ8qiZQXySC9mAIhX4fcnym0NMbidhi4Shu2XIXucyFurPbHAz+T7gX5WBAsyglXaEI8v0+yCeiKRBUnfm7yguR6TOUFu20LDiVHjnhcF8koqZWKU33Y1p2Bqqyo5WcP7oUBs5LoMgkFUBklnCsrLbOUFh97+VeoQkXxwNB/KXRXkLg/IIchFwOMcOhvH10p71vk4Hxjx2NViw55+iLRFxrSp2Tl41sYiWnU9UAwHuJMOuMu2wZCKkaf3eLOlNug3aiXF2Sb6tRJ6F97/8Si9KfEsjci8d+F0tqRXWNGhcA2DIKAXsWf4FQcGgoxVniGZQCWV1fADdtPYj+cAQvnWzHC83teLS+Ge/ZdsgmFBUKD4SPuK/pGCEFpUK/DwV+H7rDEVwp3Pe3Cityi4snJxThtmesLRTGpo4e5Ajl/YuTx9i8HNLKKS12XgpkKMLV2FFFBPMw5zhC3h2qYDjfnwfOMkNs5HhzrciI39fTjwtE3bG7J5QpF+lIluZJBi2QJYCMIRvg3g/Q+7bZzdk7u/pQ55JV6NWhPnDgOGav2Yn+CMfEFdtxXn6OsuIApqbkfGg2dfTgIzuPKAHlc5PG2L6X2pWzM0pnLCpbUmpfN5QVwseiY6qoULpeZAP2i844AlOwO9QXQJBzlKT5cV1Zgc3dJflLYxvCnHtW8WaATUj6g0vnKC0oUpDoDodV4L90f8o6VFNWmjEZ33e4jf7R3I6GQFBZVqjW+cz8qQAst/EF6+0xGFs6e/EzYV3J8xuo7RvA35vabFa6So/aXVJj7AmHbbFZGUSgknF/9aIzu//AcXXvry4x3cE94YjKqtvQ0YMsn4EQNwfQCOfY3t1n67DkgJ1uMFvmU+tASMV/UDezk/+0dKA9GEJRmg9ZhmUtbQuGUZjmh99g8DFTiJSFgu+fWmnbh1sihhtuaf1e9ay6wmHk+Xzq+ewIhZUG/I/mdpwKWucnp4j687yprvuS50Unm8/xmefr9d46LbM7PJ7rRet2oaK6Bj2hsGucnHNwBsxBYkN7N6av2oHK5dsQ5lw9z06axDtBK5rTmMLp2ZloC4ai3PJOS+6LjjIoPzhiWrLoQChjPWVw/JPHW3BOXjauKMpTWb9bu3rRHY4oa+mVjvliH3Ep1vr7uVMAmAKxFB0+PsEq/En7Py9XqBsG4OnakjxKBE630ihO+sIRrG/v9izjca9jPtvHEpieZ5t47u8aX6o8F/S5SzMYsgymLPcXrN+Dte3duOL1vbhzZy3u3lWLbx2KVmDfIcoPfZt8R2NQZX/THgojX1hXpTtXxoa2uDw7DYEBTHY8jzu6+1Rm59zcLFs4iwzfKXEphA0AD4g45d5IRF3XHL8P3xDr+8IRmyv2ahGKEOY8anqmL+61X3+peBzoDahwo4r0NFVBYbRM+3ZaBTLGWC1jrJR8voIx9iL5/HbG2CbG2G7G2FbG2I9PZ/u8kJrlkb4BVyGrJRiKChDd2NGjfP+A9QLILBBqHflZbSN+43BttodCKPD7VEmJzZ09WO5wCVy/5QD+fbJDZZo5MwXly0I7o95wBAOc4/WOHiWEcc5VIdI0gyHbMNAbDts6QCmU9kciypy/8lQ3EWjCuHTDXrWP5kBIuZWcjFu+LaqKN+ccOT4Dd48vQ7Z4SahQeGFBDu4TA7xsq5xy6GBvAMtEHNkTs81Ova5/IKoDuWlMESZnpdvWU+FPcqlIRri6JB/7e/qVhUa6PacQrU22FQB+UmcJfTIQNo8IP1+fWqmEZqfVLcswEIhw2wAvByjACkx/qqEVOX5TQPgLqWquSrNELNdrE3HJyFpslRnpNsHrVDCkOkgqqEmkZXFfTz+6whHTZUmO1RYKqexPaeWTcWVXl+bjrvGl6tmR71GW4d7tfEpYZ53CM2C66t3Y0tmLMLjK5MzxGaoyeGVGGubkZikB/i2iA5clIT45ody2L2qZpbgVj5TPvayt9E4Rq/KP5vaoOoSA5WL9zJ56WzZwLL6y/5hKBALsri8ncnD64fTxKsFBDtzfPmssitJ8iMAKjs8yDNw1vjTuXJS/EoV9aWLNdDG4XbvZrPnVFgpja1cvlrd1qUDuy4tysbO7T7078v9/Fk637aOSxFL5xXPy18Y2ZfEcSwRG2sdSQVL2UwtJ0gstVipnGpHb0djBnnAYv6zzng/xxvJCjEn3R3ktpqzcjnduPYg/NkQrjNWtndjgEBC+6WLpB0zLoSxH8imhNC3Mz1HvmFMxzvb50Cvi0CSxnqcsg6ExMBClKFDPTTlR3PJ8BrpCYRV+I2NDWwZCNks9YLoFpddIjmcZBsMPxfvbEgzhlooipSzJskvy3XGem8yK3dfTr5IDVrd1KYt8f4QrYfmSwlxlte4LR/DxOJUIqCVYZl4W+H1R3q9Uc9oEMsYYi3U8xtgcAL8C8AHO+SwAiwAM3k49jEgTrAxwdEIDfX969gQApqWGxo5cWiStOeZDeH/VWNwypggTMtNdB6ADvQEU+H34/GRzAM/yGXifR1CpLCex9FQnCvw+zMvNstXl+cSEMmX6lXFdGzp68D7hNnC6FuXALF+YD1SWRMU5Aab2qlxVZMD69dFmHBAZil4V8Z2ct343esIRvNzaoVxHdJ9PzZ2CUtFx7CfuQsCM05P11ubnZyGdMVxUmGNLa2+4Yr6YAst+D7NdOge/wVCc5sP4zHRbTbmvV1WCwXQhLSnOw4K8bDDGcF1ZAaZnZyo36acnloMxcx83jSlSQnxHKKyeJWeQvRRmZLzHjeWFuFIMsgvzs1UgdbbPQI7IOpJC2m/nTFYWjIZA0OZ6nZubhcuKcvExYWm4vqxA3d+ecBh9EY5SaSET66kgPkvUJZMxShFw1Yl1hsJoD4ZVQoDpNuXK3WRmb/oxwO2zXOy/bC6+4lKM9QvEwuuWHexEZo+uauuGX7SpcSCoBuBHZk3CqrYu7BfPohxQGGPI9xsI8oitXVK4dloJswwDvZGITRmTFlVZ+JQK2NQVI7OWJS+5BJLTwfVSEov4tMtgL1l3wUzb5wjnmJ+XBcaYUrRk6YLiND+KxT06FQzhpIid+Wtjmy0Lk8a7UgvKl4i155LC3KgMvQeFBQOAmoj+sqI8m4VfWjbOys7AhMx05Pl8iHAO2vNUiUHdq17hEhIwL6/N8lOdyhW2mVhW15P4sc8KQV8mdHSFwpY1JhzBdxwZ05R0g6FpIGTLFKe4CVpe/TRghgz8/OyJ6vOTx1swY/VO2zNwsDegLP4He+zXIpckbCRCX4Tjvy2deIvLjB37e/rxr+Z23Cyy3S8pzBUB9BH1nJYLRadlIIQN4prKLE8aB7hKPI+BCFeC8zvKCpHjMxVN+p7lijGjKxTBc0SpzBX9+fH+AXxFuLhzfIZS4PojEZWUsbg4z+bdkMrnMhHz6WS6S1x1jt+HDJ+178/vqT+tk7e7MaICGWNsMmNsH2PsaQA7AUyIsfm9AL7DOd8LAJzzMOf80ZFsX6JIl0dRmk8Fl15XZlVpf7rBypqUQb00PiHXZ6iBXw6c+X4ftnb2KuuWG388cQpVWeb+EqkL80DVWHSEwtje3YfzSKrz/VVjcVVJPnJ9hrKGPDF7snoBnGZ3maUlK6w3CDdEhmHYzMyXOV4KyQ+mT1ACgBTMqPbqhrQg1PYNKIFsPcm4KUjzqww++bLKzMabxhSpeK9sw8Ds3CxkGgYuI8KUHHhagiG17U9mTHC1kAHm/XEGXOf4fMg0DLSHwqg+1aXcMbkisUFmJr1baOCy6KAMOM73WbFWP3Vo5RlC2JUDzSWFufAxhiK/Twl6APCLsyci0zBsmXZLivOVG4kW//xm1VhUZKShPRhGTyiCsnQ/DMaU4CWDmuXzLWN+pKvrY+PLcLYIZpcdYWcoDHlVOkXygYxRyRSZotIlUJzmV+2iMzikGQxfmGwXyD40tkQ9j4CVKeek4Yr5yo1C0+WldWUpEeTOzc9WVjlnR5vrMweebx8y2zUnN8tVEQAsC9kF66Pj3aRFiGbFPigG6S9PrkDQI8zBiz/Nn4p/nzst7nZTsjNUaRXOOZaRQG6ZgCOfkTy/TwlkbcGwElacmYs001LWpQPsJSgmZ6XjQG/AlsF4x/hSXC/6Qxmzc9vYEqxy1DAEzL7waP8Anmtqww2kqv6vZk5Uz6GMX/Iq7/DD6ePV8nu3HVYlO740eQwemmEOMY8J4fLvC87CRCGgymr9L7V0qDAPtwxPivRyOOPcnFxRlKeSkSg7Lplt+3xJUS7e45IMQrm1okhlb+c4roEZs2vdNzrHY7JcvnEv7iKWpQfPGouarl5bORGZZfzgoQaVGPTKInehx0mOz2dZw0ibrQScMD4trIKFfh/eK/pNqvR/Z9p4K4mIKDofHV9mG3tkMtosOh8zEezd6joCQAYpafXMMM+jOhhOh4VsGoBHOOezAdQBqGaM1TDGagA8QbabA2DzaWhP0lixJRHcLoJeb6ssUQU9/0kKIU4TkvjLJLD54OXzVO0eOS9Ygd+nSgzEwi/eN6+UawotKUHjR3xiEO6PRFTnWJTmw4+FZe5TIlZKCpnSgiKFQFn/SsY5XVCQg0uEJp/rjxbIrirJV5ltUlv6+ITozuqLk8coF4bkpXOnqc7ydyKoW8aRZPrsnc/bRIZdZyiCy4tzMSsnE4wxV9cbYA1QsjaQrMFltt8+OOX7fDYzf83FZsfaF4moYHN5jXN9BrrCYTUolyqLkSmgyOK6c/OylBVGlhlZJK7t6vZubOzoUbFpsmPJdWTMXV9eqATFW8YUoVIE+Z8v7gcN3P3kxHIUp/lxKhhCeyikhKNsnyl4tYr763RZSpfwhKx02ywHgCn8STemjzGReSldlqZQKQUbKgj8jtT/knydxJh5TTb8TWJ9AUzBWiaeyAHilzMnKgswFV4zDCPKQiVpCATxTOMpPC5K0Ozs7lPtdpaqOdDbH5UAcJ8jPu75c85SyzJ1/6LCHCz0mP4GAA5dPjdqXbphYGGcyY7ni1InUvlzWu1lYsHfRGJGYyBos5DJCvBSoHPyyqLpyuJIef2iWSqRgc6RmmEYUbFnRWSAnUrijBh5PqlF66YxRcjymTmZ0krsNXvG1SX5tvsq+8bDvYGouNWydL+a75ROEyaD3mlMUsMV86OO5XRrH7os+p4BwDMLqmzCgHV8e3vi1fQCgIlZGUo5kc+SjEnN8flspWWeW3BW1O9/M3sSAODDY0tsxbklL5wT/RvA7HOcrjt6v5aKxCln3KEXfoNhv7Dw0bHJYMy08pPz+P708era7CZZ2nkOt6KMSZOeAsAU7GiymBzHzicKlLyeWY7n2tr36Mi2PB0CWR3nfD35vIRzvoBzvgDARwezQ8bY3SLWbNPJk9HZP8ONyr4iHURPOIJxjpf/7vFltoKelCmONO4sw7Blwj0xe3JUuYrfz50Ct8dEBp1vv9iufbkFukqNMdNgCHHgX0J4zPIZamCV8QSyw8o2zDgFqdVcU1Ig9mGI2lOWVURaWZw1feR1kPWbytP9yp0LmMH7X55coQYXyTn52crlIudHlAMPrcoMmINvkHNs6+rFyy2daBQdeRpjtkFVdqLSZSWzGIvTTItRtqNzAMyOgAbdV8SYYDvXb3aSsmil1Fpl5qMUspoHgqjtN/cp3Sd3kaBlirQopjEWVXdOlqx4rqlNCZmyc3Kmgmf5DBwPBPHiyQ6ESQxXbziCLTLIlrgs+8Jc1fv6RV1T1CDTF4mo+Ja2YAj9Ea4Ge1lLjQrDhY4B4Y8koJ661X/tksUH2IO6JdKlJV1NOT4DGQaDn1lxlLJMxfXlBbbffnS8vfyJ5P6plUpYdrpLnXNxnrhivgpBkBSk+fGEUNAkC/NzcNMYd6Hn8OXzlLVUMjs32q1Cjyl5WVgopEAj31s5o4J8954VGn+GwVSsWGswpKaburXC3VIzL8/dmj0hM13FqknSmbuFhjGGuXnRAoobU7MyYDAGgzHk+Q1siWONGpuZjgfPGhu13sdY1DWdlpOJWxz3YMX5Z9uSHwDTIm0wZgtC/+H08bZq/4Dp5vKCjg8vLZyGxiULAFhWJsDKVo91rwHrfZZT4sn3PNdvd1lOy85AOmP4rahRBphu8sYlC/CDGRNU7J7k2OL5OM9F4P/0xHKbMheLNA+r3KdcLIQzxXnKXUuBOc/nQ3c4jCvEe3RjeaGa1sw5FzGdurCR9BlS8bjG4Y51zs9L6YtwFPh9Ks4yzVHSKtWcDoEs0fLNuwAsTGRDzvljnPNFnPNFZWXuA9pwIgdYWlTyurICTHOkwl8rJHO3l82pUZem+/E8cU1cX16IZeefrTqPhfnZeEtpgUrRley7dA6uKM5H45IFKM9IUy89AGWap3xAdDyyI3hKuMRaB0JR1gdp9cr2mTEzsjZZMXFJ9UciaA+FUOQ3Xx6pLT3syJpyaoLTczJtQumJJQtUJ0xhjKkYH2mhk6ZqKuzOz8uCjzHU9g2obETZ+Sxv67Kl+MtO9HvC1SHPRwrUOT4Dx4VbVpq2pdsHAP7hoVHeJQb3XJFp6jxephBwJBcV5tpihACrMvXNY4psNXukZnq4LxBV38lN6JcWJuf8mE8Sy5S0fD3X1Iaj/QPKRSWnBjPvu9WBLynOV3E9kgsKctX70BQwBUU5eGQYTAlj9JmhXFhoPc904JcFbp+cM8W2vcEYHp45EZ+cUI4jl88DAHzWkU28rasPTAzG0qoiXeDyOZX87zTzGZCDpKz19qmJ5UrxklrzX+ebbjtZekHCGIPPZUy6tswu/GX6DDWlFGCW4QCA28eVqvtFEzdeI66g3ZfOUcs/P3siGGOouXg26hbPU+tlwLWM8ZJuZWeM0ZLifCV00zlcz49jiXv9ollR6/7PcX/WXjgzahuJc7aD3xGhwWsfnaGIyt6clh3dn0nGuVhpfj5zoi2kQgarn19oP8/p2Rm4otguWP5NvONU4Pzg2BLbnKgSp2vy0VmmRYrKKVR5XH7+2VFtWnqetY6y5gJzfa5DsJTtokV/AVMRqL9iPq4jFkPap8pyDxK/Yfav68k1f09FsZqJxQ036/U+8ny+usj0cox1UVplsk2v473M8xvoCkWwXIT2MBdhWiL7G6fF1MvaeNBhxVx1vv1ad4TCynqcJi7VaAnqj55pN3X8CMDfGWOrOef7GWMGgLs5579OdcMMZqYby/iUiZnpQptzarjmoLKLzCX5khC6nNvKz1SgAoBfzZqEn8+cqLQV5hBYZH0aCt3HLWOKouYcBOwTDwPm3HyVGfZOTXZK2T7DNn+k3C7Tx9A6YMZgSZeGW3uAaKGhKM2PRcJ9Q2NAvOgMRVSm0nESCyPZlkBqOmAJmYA1AEnBTVpETg6ElAvxHhFsTjtEL61FCkq5Hh1DtmHYZmKYkJkepYmVkoD4RDsFt9gaZ6zJ1x0KQCzkhOIZzAzAvb6sAC+e7MDPZ06M2rY03Y9wwGynTFr5fUMr7hxfZrpCwxEUp/mUSynDIZDRrNR3lhfhM8KFf99Uc0Bw6/xvrijGzeSzsyOW2q45xUpYnJOpFDktdBKpXB3sDcDHoFzdgPX+Tsoyn3u3ef/kNaN4TVP0P2eNQ5rBcPu4UjxqN2rjLaUFeGruFOzr6be968Vpfvxm9iRUpKeposNOK63Toi4FGOezUJzmV6EPNLZVFry+rqwA+3v6caA3oKzRgN01Jd1ATuuIrLeX5zNsCisQPchd6+E+9uLHM2KFHJvvpTzilcV58DGGiVlWm6UV0/kMMsbUQOzkHeWFqtQOY0yFoADWNbi/aizurxoLzjn6iYv+vRXFapJu+ixQ4TGdtKVxyQIc6OlXsa60H3e+B1IQptafzzoEQ7cphubnZasAfelxAMwpsx6aMQGLi/Ns9/lHM8bjnn328jQXFOSovu4DYno32hfPFcIn7TO/LSyYmeqdclgafT78y6UuIUUqqFKpkwrll0Sim7MfkEWOnf3xtBiF0qWF7EmXkIpUMGrqkHHOtwP4PIA/M8b2wEwCcC8YlAKyfIbyU9cTzU8OfLdVFrsWhTxXCAFenbUbTtOxtOxsc7go3Tjb4+Fzmuidwhgl22fYUsxlJ5xlGKrei3yASxwCmdTs3bQXv8HQuGQBPuSomr8oTsC/7AjzPTQoyRcclhPArKQvcV4bOgB2qdg683wOk/g+L0uCdGVRAYlOAJ7tM2yxRwZjyvribEOWzypFcT2xtLyfBABfKNrh9pw5B+HrxeC3hVg5Notlp7VW3l9Z5Lc9GFZuYzekxipr91jTaVmxh/I6LiBuq3smV9iuOR3cZVkBGrh7dHF0TA8Q/X7IDKocn0+5zuVzWhjDxSSRRkyf4/6UCu1+hcuME7TtzuKqAGzX764JZbh9nLurFADeWloQZfUDzFkSnDNAUC52zGf6rLDoOa0iacIq4kW+36eSjfZ7zN/q9m5RznWJlbvZw137l/lWwsA9k6OzbSUThHBFr2U1yaLbe9lcdX//JPZJhYuKdO8wAwD4p1BApeUVMKdS+9TEcjy3oCpq+2+fZbeWMRGbSz//Yd7UqAxYwBS2nMo3YAoLbt9lGnRCIXc3oXOaoYOXz4vaz6Ok/tn9U+1WsA+MLYmKB6MlNGTpC7rNQyLsxGAMry6ajv3EGpVLvAoyMUD2FVJQnZIV7YHw4nFhUZVC3ddEMtcfG0xXfCEZe6ZnZ+JZl3tGkYIcYD0bMqhfBvS7FRA+nYyoQMY5r+WczyGfJ3POW8jn5Zzz68nnFznnCznnMznnszjn945k+5KB1k56gJh3PztpDBqXLMCPz462Jjg5JgaYz8fp3JzcMa4UjUsWqIKbsRjrEXCZ7xAUYuH1vdP9BCAqaDRPCE1ZcY5BeViY/H9ALGc0K1NOo+IWaPxuEph8r7Bu0c6UdiZeMRLUjbhLWN5oHIvXYCbPfQNJsadBvE4hSe6rcckCbLhwpi1FO9MwVMVsav2j9026LZzuDMBueQIsd9bYzHS8umg6Dl42V2nqTqFQUpBmxg6ubu+2CaROMh3nJYWJbJ+BhkAQEVjvC2MM76ssxqcmluNLLqUuJPIe04LFXrEqXuT6DXQ6YgGLSadN3f9uAy5gv47yPaBCA313pQXnRRJ6IAOql5+fWCbaUHAqVfLdjyV8SWhCQZ7P51rFHzAVgilZ6VGFpAHYYuYuJcKhdPvT5ISdl1gurnPIux3rmZDKHo2znEnake/3Ye9lc21CCFV8X4xjgbmwMBeNSxZE9VXfqBprixF8ZdF0/Gb2JFc3qZOrS/IxJYarNVEYY4hnL18QR5EFYEuaimUpktB41VrhHp/vEVM4Ny/b1j9Rd/GRXlOwc44ZMm6R9mHOWGiJtNY6M0nvJKEicu9uShFgTUEF2GeJWVIiraf2ff9avL+pYjS5LEc19KWNpe1SnIKNtBCNJO8sL1QV5mXwP2AXDuJNTktfADoHJM1y3CSsLU7LnxxEy+Nop5RJWRlR14W2sdjFLfohYfH75cxJuKGsEGeLDEvAdFVsuHCm0vAoPzt7gm0iYsDMcJTE60y/M22cir16/ULzGpwMWm7JU6TsBI2JeJrECgHmOVOyDCsOjZZCofuTQbO5Ltpldgzr4VxHh0rdJjTgOZHSKkB0ILcMEs72GaoA7feOnMDnhEb60xjKyq5L5mBVW5caLBIZ9Lygz7i83nTdY0SAuIgI4U5XUZsja/Gyolz8qNZcpi7o28aW4DaH5fnG8iLcWO5uGRpJ9pCYHgDYevEsnLN2twqZAMz4pEtE8Wb6bNLn6QeOcIKfuNw7tz7slooilWSx2CW5iBagzfP7sOHCmSq+yAv5nN4xrhR7uvtwR4L9rqQ+RkmhZJiXl+2Z6JBK3pGAC3hyVjoq0tNsrtxYXFWSr5JBpALrTLzygrqsZeypM55RKqz0mSv3MDRIxc/pcpYKoMEYMkVmuNP9WXPxbLzW2qliqAHgFVL5QJZWkXXIpmSlo75/IKZn4HQwalyWox2pOWcYLK71R9YR8ipSN5IYwgLTuGSBLXCVxrzIIEzAdGXm+gzUk2BhWQoAsKqaA1CZiGmMxZ2rkQqjbgHQ8fCaXL1xyQL8bUGVcuMCwDWlBVEJDZOyMlythe+tNM30v3CJjwIs9+njjow5CXX9ynOkAscXiVmcXoNrHG4kJ/SZuoYEFtM6SVLgdLucyViTOojgRV2Ejx1LLGPZaYGRc+xRK7JXIoSTknQ/3ulwbf1n4XSb1cmNdRfMxDl52Ta3ZogUtJXXm7aVWpi9rKVu1uH5xBIxKTO1HbYXRQ6lpTIjHY1LFqiQCQCoys7Eq4umY9clduGNCmcfTlLoUccnyRPXODIxgejrPSkrI8rSdmJeiQAAIABJREFUSnmPIwP0hzMm2KxjySID8Vec7x5Mf6ZwFenT3ayWThhjqLlkNl5IoLYdANxQFt1PVcQIb6HQhAjZfzrL5txWGW0ho+y9dA4yDGYbj9w8MxIv40JFRppNGAPsiTIyueiocNEe6RtAmCdmXR5JtIUsQeSAmUjg9cKCnBG3hCULdfdRi8mPZkzAj2IEz9KXTMYFJDvv1y9nDq8Z+JKixOexc8OZPUaDYWW9n7d5CFDphoHnzzkLh3oD6uWlFryzieArMzfL0+O/Zlk2Ada6V/dMrsCPyIwPgL344QmX2kn5ceIzaK0mWjX8hrJC10Dbl86dhmu3HPB080nozAjnDMGicE4Crpgp2Rn4D1EsAGBde6IJ3SZ7Lp2jCspKDrhMCk019Ds9ymakimT7Gae1FLDX4hosVLiisT21l8+LmiInFvWL5+FQb2BIwtfmi2Zh4brdtkxAGYh/JjKOKBKPzJqIGat3AkguLCRRGGOoPm+GzcNRmu7HqvPPjmu9plZQOd5Q69e+S+eoPjPPo+2FaX7UOWJHnbXDBgtVWqSlLtHSLKcLbSFLEK/5984knj/nrIQ0RBlfYgCOzC93reYPorbUX+fbB+yvTTGDxxcPQoB6ZNbp8+XTzCR5vtLidKeLxeCCwly830X7enz2ZFugtcyIanbUEXODdjqfIDEz1OImoQKbm0a3+aLYyR9p5FmmdZWo1XAjSYs/VygYztpbTqjrN5b143TjFVBdlOZ3TZBw49rSAs/EnTOd7yeQ9ZwMdJqcTJ/hGnLgRbphDEkYA0y3d+OSBZ4Z4GcKMgj9PiJI0nNKJlEsGWbmZqli0ZJpOZlxY4+9ylZIaNuTUeqpQvS8h+X9MEnMiIWzL3CGjqSaM/uJPY1kDMbvNsqIlbFFyfH5XAcwZ5FBydUl+a7bf3ZSOT4yvtSzLEQs5ByQHxw78haJ5xZU4ZaaQ1jpEFaTsT4Up/lxQ3lyaf2Up45b8xbSeBWZBODk4GVzVf0wJ15Tzkj+4xHsnOUz8N6KYkTAXWvaUZ6YPRkf3VVry+JMNV+YNAY/rWvCT+KUSxgMv3PEAL6RuH1cKb66/5jK4h0s/104Hd87fAIXFQ5tPxqTL0+uwM1jilWCjuTRWZOGNGXSSOOsH+fWfz3qUQjaDerdaXIotzsumY32YDiusHimwHiS7qfRxqJFi/imTZtG/Dh0LrzR5o48XRzuDeDiDXtw9/gyfNulYKLGTlcojGmrduC+qZX4TJzM2g9tP6wmxR7s83UiMID2YDiuheFUMIRZwu0xnM/yv0+24yOimPCZ+o6cHAji5ZZOvL+yeMQsEBrNG5Uw52CIb727c8cRvNTSgUyDodajvA1Fjr/1i+fZkpKGA7nv/ZfN9ZxpZ7hhjG3mnC9yrtcWMk3CTM2OzobUeJPnd7c0uvHk3ClY295tK2SbLJUZ6ahMwAJfnObHscXz46bVJ8u1pQW4d0pF1FQ1ZxJl6dHBwBqNJjESnX7pkVmT8IMjJ5KO6xtuYYxyuoSxWGgLWYLU9wVw/vo9OLp4ftL1kTSxCQbbEAy2Izv7jesW0mg0Gs3giAjL20hkQX5uTz3SDRYzuW248bKQvTEcr6eBiaJWlhbGhp+VqxZh3fqrU92MM5bungPYtPk9qW6GRjMqCASasHRZFYLB2IVhNWcOBos928RQ+PnMiadVGIuFFsg0o4aenkOpbsIZyYYNb0NHxyb09w+9fMFQOVL7MJYuq8KJE39LdVM0b1JWr7kYALBy1cIUt0SjSQ4tkL3BOXLkl1i6rAqRyPBUrXaydu0SLF0Wuz5V4pzZ7vNUEw4nNuH6SHL48E8AALv3jJpZzzSaQdHZuR1t7a+ntA1Ll1Vh/Ya3pbQNbwQ4j+Dw4Z8jEEg8uzMVaIHsDc7hIz8DAAwET43I/vv66wEAwWBnnC3jEwp1x9/oTUxX914cPfZ7z+9DoaHfg+GisPCCVDdBoxkSr296F7ZseW/Kji/ju3t6Dpz2YwcGWka98JIM7R2bcaT2F1i95sJUNyUmWiCLw8mTr6G5+eVUN2PIBAfa4m80BA4e+n5C27V3bLZZ68JhqzL6yZbXhr1dydLQ8Bd0du5IdTNc2bjxOuzf/6Cn4Lpp8y22z/39DWhrWz8ibQmFutDbWxe1Pj/PLNBYWnLFiBxXo5GEQl04dOjHiETcCy8XF1+W0H6aml/C8YZnbeuSTXYLhwOe7RgsfX31ajkSCcbYcvhZvfoCrF5zIThPbH7b0Q4/zddvsGiBLA7bd3wMO3Z+EuGw+9yKqeLUqbVoaVkWc5tQyJpKhr7cwwV1kTU4OjQ3WlqqsXnzraheblWBHxiwtLCcnMTmPxwpOOfYs/dreH3TO1PajnisXbdELccaONasvQxbtt6GwECL5zaDZcXKBVi3/sqo9YGBZtt/zeghFOp6Q8X2rVp9AWrrHkH1cvc5g31Gput6Jzt3fgZ7934d4XCvWjdA3pl4wlAkEsLyFbM82+Gko3NbQuEFtXWPquX2jpGvJCChfQodQ2IxMNCK7u59I9WkIROJjK7x2wstkCVIcIRcfoNla80HsW37XeDce5643l4rSH7Hzk8OexuSdTEeEvFFFM4trZJ2iNYxehCJRM8vOBL09x87LccZKvRZDAROxN2+v2/kzssZmxgImPNuHj36fyN2TM3g2L3nq9i9514cPfqUbf3yFXOxZu0VCe2jr+8YOju3j0DrkidevxAKJze36bHjf1LLm7fcmvBx2jsSjzPr7z+BTZtuwvIVc+Juy2BlFdbUfDjhYyTDwMCpKEu3fIcBoLfviO27cLjPNTxl1erzsWHjtejrOz4i7UwWp6J6pmTcaoEsDn6/Ocn0wEBrnC1PH9SM3NW103u7EQ6Sj0QsLa+0JNpa4qS7e3fUujDRXMIOAe/o0SexYuU8VC8f/ul5Nmy8PioZITxKtCjOOXp6Dketl88ixWuwoB0SYyNX8LD11KoR27dmeDl58r8AgP0Hvm1bHw73or//aEJuurXrFuP1Te8akfYNN87+JB7HSHym3V0Yu19IRuGhHoF4FBZaZapGynW4avV5UZbuNWsvVcttp9bYvlu+Yg5WrjoHJ0++6ro/pwCXClpbV2BZ9Vno7t6v1gVDHSlsUeJogSwO5eVvBwB0dGxR6zgPY8XKBWhr25iSNlFXZTiG9katT5WV7x72dlCze1qavTp7bd1vcPjIL2P81uzkImQfobC9A91/4H/UcjA4vC9Ud/ceAPaOLhzqGtZjDJZl1Wdh/Ya3oLV1hW29bGtZmZV1FSJtpoH0Xd271HLzyeGNgWxq+rdabjlpxf0NR2KHJnUk49bp6t47gi0ZHpz9STy8LOTx3It79n414WM0NPxFLcdzhR5veEYt5+bOjLHlyJGTM911/fYdH3ddf+TIz0eyOQlRs+1OAEBb2zq1LkgMKqP52dUCWRyysiYCAPr7LVNsXd1jCIW6sGXr+1LSplPkQYsVJxEOWS7AkXD7URcjdQ+0t2/CoUM/xBGR4elGINAk9kEEMseAPmXyZ9VyX190APlgofGAsh2AXeirXh7fpTDSbNt+l1oOhwMIqwHGclO3k7T8zMxKtUzvd1bm8M47KoVZAGhs+pda7uzcqpZ9Pj3B9Ghl0sS71TINeejvj+/+luzd+/VhbVMsIpEgli6rSrq8jltIxdJlVdi2nZ4/h9swWEKSUmgftXTZNCxdVpXUtaL0EaGvufkltXzs+J+wdFmVTcEK9Fuuw+ysyYM6XiyoBckLr3HD789Ty9SySg0XXhw99nssXVZli9MbCZiRppZpPN7JUZykpwWyOMhssfyCc9S6Y8f/4Lptop3GoUMPYemyKluGYTIcO2bFgMQqdRCOWAKTW3xWMnDOo7KI6D6pe4Ba8Do6t6nfUyLcjD2iWvmx4/aSDjSW4WTL0sE2PYpdu7+olk+1rVXLNDbLMNKH7XiDJTPTqh5NOy+7xs5c19M4Iepur6//HZYuq8Lefd8cdLuys6eq5YkT71TL6RnWBOojMYBohgeazXzkyC/U8sGD34v5Oyq8DbfFOhYdHZtd16elWXOOKot7xDsmdWDAfL9bSF9i9jHRcbi0X7VbDs1tqVtPkpFR4XEGFsVFF6llqszs2/cNAEBHh6XUyD4yK3Ni0ta+RKCWvT17vqaW8/MXIEu8v/TcqQW8uOhSst7K4M/IsJRCL/bvfxCAmZRB2bbtrqjxs6+vHkuXVWH5ivgTkDs5duxp1/UFBecmva/ThRbIEuRk83/VMhUU3AquxvP3S2n9+PE/Drld1Kzt5OjRJ9Vyi6OkRCjUjZ27vpBwsOOy6rNQvXyGTYOjHfupttVqueHEX9WyDAB2do7dwmwcyx3QS6xiwznP5Uniwjt21HppB0jHclbVPcN2PC8451EDG9XqDaLh9fZaMWVuWmt29hTbNe7psbRfmqF14OB3AAzt2evtq1XLNJ08KAY8w8hEOJL6IrUad+izdKTWCiugXgAAaGr+j1KoAKCry3KD95FnYLB0de/FipXn2PoUN9ziFCOREILBVvJZCmR9UevU8bqiy9l4JZ+EQl3w+XIBuIeF+HzZUevouOAFtUplZ0+O+n77jk+o5dKSK+H3F6Kvvx6nXK5BMNgZ99rFopPc24YTlis1EGgEY34A9nOn1zsz05oUnFr6srMmDbo9La3LxPEtr4XMKA8PQiAtK7Wm42PM6kudz0VHxxZ0p6DWmxtaIIuDfPCyst0ftCbxMFIL0I6dn0lo39SM6sXSZVXYsvUDnt/Tl8FJTjbVNuy3esXK+WhqegGHk/T5BwJWOQP6QlPGjLlBLcvrV1v7sG0bOZBLgSwtrRglxZfbtmlv36CWacZRd/d+nHIEmw4Wel+lQAGcngD/urpHsXLVuegnHTkNLKYFIfftf8BqG3XzhjoBMKSnl9vWl5dfq5ZzcqbFbUtvbx0aGp5LqN2ydILfn2+7TtLyEIn027RmTerxcj0VEYtNZeXNarmh4a/YufPT2LTpJrVuuMvBbNx4HUKhTuw/8L8xtzvVGi2MOIulymdfWnEYSwPnIZvFrKnpxaj95OaerZapVTwU6kJGRjkAICKsb7SPnzD+dte2xisv1Nj0T7WcKUIJqAI/YcId5Jx6kZZWgJycaVExupFICCtXnYMVKxfEPN5gCAQa0dt70DwOCe/o6rKSsqigRrNuQ2FLQIxEAjhw4LtRsaWZGWMRCxkD5iSRpBNqxaVJbZmZlcjLmy3aaIXXRCIhbNr8bmwYJbMhaIEsDjIWprPDXfjIyhwPwK49nEwwiDpeKQ35ANLgRCd04HWSKdpWXHQpcnPda+REHPXVwuFeHDz4A8+HnyYKFBYsgmFkYmzlrUhPL1frqUu17ZTpEpSdXUnJYgDWdZWWlLS0wpjTO1Hrz4aNb8fWmg95bpsMNAaPWpKir0tiAlp/f4PNFRGLQ4d/DAA4efIVta7+6O/UMhWkaAydzY0Q6oTfn4v29g3oIO0PBttgGJlISyu2DcYlHgVb162/Env2fiWhUibFRZfA58uFz8iyXaf8Amtw0ALZ6KKx8XnX9bRvoQI9dWclWotqsHhl7Em6SMyihPZDgPVOhEKmxT8/f65Ybz37Jxr/HrWf3XssSzjtf0KhTqSnlzn2bVmza+seUcuGkUXaFds7UlRoVYqX705f31G1ro4o6S2t1ejrq0N2dhXS00tt+6EWo0TmsG1pWRZTiS0uusT2uazsGrONpK+hbbBfV6u2He0/TjT+E/VHf2uzwgJAfyC6vfS6dXsE3R899iTZnrvGq9F+h/ZNwWAn/D4z7o32t86M41SjBbI4MGZeIuqSo8iOIdH5xqjZnxKJhLB0WZXt+917vqyW6+t/G/WbrKxJtpIGgcBJLF1Whe07zJpjprDD4E/L99SQ8/Pn2T6vXbcEdfWPYVm1VaS1q8vqEGmWUGCgGRnp5fD5cz1j1ORLlJNrZuuMrbxVnK/ZHpllmeYvUDETkuKiS1S8kltNoUQqYw8MnMLSZVWorXW3RtJO2tL0mM3lduz4n7B8xey4cWyhUBfWrL0Mu3Z9Pql5Jffv/5ZapkK6HBAopaVX2YTDcKgLfl9e1LbHjj2NSKQfPiPTlskqLZyMWdaAXbusmLpE0vIbm/6FcLgbhi/DXrZEPAOFhecDSL7auRd19Y9jw8YbotZzHhm2Y4wkBw5812YFBYDde75yWut57dn7Ndtn57vDmN/TKkyFDy/ixc+uWHkuli6rcq2bOJFYhdygBaPl/ZYxXuPHm/W55DtBLe6Ad+aosx3ZxJsQiQQRDvcqAUReF7fJyjkP29yk7XHmvvT5c5GbMwMAI32m+zMcFn2ez8iI6r+p0LJmbewZCTgPY9v2u7C15kNRxVsZS0NmxlhkiPhPGUJhbmfY+jHaN7iNJ2Vlb1NtBqzEj6NHf6esZM7MUuly3bv3/pjnAAAHiCV1w8ZrsWnzu3Hw0EO2bWxxzRFp2YwgFOpQYS+FheepbYYjbGg40QJZAmRmTkDFGHdzvbzpVDKvqPA27W/abJWfoHEIssrzxtffodY1NlrmbWo5sX6fZXth5Dxd0kIXCffBMDJhGOme1ifn1DpumS80lZlqKYFAM9IzykQ7elRnKTtDihQK/GlmLS35Qsvr5yY0nmpbo+Jd3AScbhfNecvWD6K93bIUrVptvnyHDj8Uta2T/Pz5KCw8H4aRadOuZMDtdpKd5cbOXZ+ztUMyMNCCNWsvT7qQbhtJOJCkp5dFW8jS8lFSstg1qLg/0GATOnt6TFcEJ8JvY5NlPUmkjfK3hpFpa4vsDPPz5orthmcqmYMHv4/u7t1RA/6y6mlYt86qodTWtmHQAcAAbDMacM6FghT9jCVDY9O/UH/0t1izxrJAhMMBnDjxXEL1vEyh0y3ovDtmUeh4OEs8OO/lmPLr1XJd3a8BmDFNebmzo/ZFk5N6e2tdjyetS12iFmFvr1WvKl7CEY2HlP1YUAhkGcIyL9suE1jS0grFerNtTsuVUxg2yxsxcB5R1ifpsowVGybbrsItWOwhtaXlNXT37IPPl636vr7+2MVUDSPDMd1cL7ZsvS3mbyg7dlrZ6hs2mh4VKZBzHhSKlXmd5AwbmZnj4PNl2vpk2b8x5ncVdDMzKjwV/0OHfmju33EtZb9OY9gqxtwY95zkM+H0MlGLb2tLNQDZp3EldNK410mTrJi90aDcaYEsAfz+HJXl4nzg3MzFUpCi6dpyPkz6+0TnWgPcOwWn4OCk+eTLiET6xAttHZembDc12+MqJk74SNR++vqPRq0DTI0pI71cuB+5eknt2YqmOV9prn7ZUZodTGPjP9R2XkKjYWTaNC+Js5Nt79iMtra12LzlPa77ARAzCLajYxMCgSZTwCQdDo0tkYNgMNiG9RvepgQcALa6YbIEBOccq1ZfgP7+49j4ut3K4xfXIhl8RqZNOA0ETgih2955ZmVNsg2qgClwcO7tFgaA7h5Lg96w8QYsXVZlC7K1tcWhEMjzj2edGA6kcCYnt+/rq8eWre8HMLgA4GXVM7B69QVqv1tF3ObG16+P2jYc7se69VcnlLnceCLaTUYFbSqYOOE8gmXV06Lc88FgG1asnB8Vlyk5efK1pOc+9PmyECauSdovVE39EgCzZINb9jG1oK1bf5XLedCpeMz37wS5LrHeyejMbrON0loi2yPfV2ltlgkK8jo4412ZQ3Dy+7IBcFsler8I6q+vf8K27YQJd6qQC/luyP/79j2ARDDfHfP5obGrtjb58zB+/Iei+m/n9ZLuRS9kQWCKtOr5fLm2/UvFefz4D4jknOh3OD291FXwcraTIu+HvE6yvpm8n1SJl2OtfG5iZbw3NDxrGzeoJTgwYB5LKgNSIKPndPz4n9VyZBQkImmBLAF8vlz14PSIDrQg3yyDEctEXb3cChiVUxflCesBYFmyqCtMuuhixSwx5kd5+bUwDMtlRDt2+XBLLZhHQjZzs1vKtsRZegIAioouVsu0In9v72FEeFDFYTkHqOzsqSgtFVkyKlbMbiGTQbCxrHiRSD9aW5dHrXdayDZvvtX22a2sSLfQrNLSipCWVoSSkiW27/v66uDzZdncfHbt1HwOVq5ahJ6eA67TQQFWkVY66ToN+OU8rOJd3KioeJcK+qUYvixbp9fVtQudnTVobPynzUobDvfC589BcfFlyM83Y7s6ScwFrSNEoa5dObPC6jUXO7ZiKCm+PEoIlJlgfr93dlo8AgMtWLqsSr0TiZaGofN7DganNS/W7AarVp+P3t4jWL5iruc2ktZTK6PW0VIr69ZfHfW9RAahO2NIpRWosekFtS4QMN/vltbl2L7jY7a+h3L2jO+IJXsMjs+Xo8ICnJYCGevY07MfHULRyM+3ygDV1v7K9VidndvBecTmkodQaGSANQD0kCnenDgVMamYymc6N88smCoV0/QM081YKt5reV/l9EBycJfXNCdnGrIyJ8LwmYpjJNKv3KE5Iu62svLdtmsihSnOuaoAP2HC7eL/HeK4HK2tK7Fnz9dQV/dY1HkZhtXHNLnEnEYiIYRCXUjzF4q+0XoP6uofV8uZ/8/el4fJUZXrv9V792yZPZNMJpNMtknIvickJAFZ3EAUuYh4BVEuPxS9XgRBhAYUBFEvKCB4RUFwRUG4Al5ZwiYkhBC2kH0jyWSbmczW3dNb/f6o+k5951TVdE+WmQT7fR4eOj3VVaeqzvnO973fFhoBKO8rk0nkZHtaW180j+2RFKnNpguws2ON8X3GcvtZ16xHVlmXJSWTBJNH1w4GrDI49JzIe1FSbHRfIUaejPghQ+YKhZPe/ehR/9nnvfDeyByk9NG1/f4hxp7J62cyGXwstFcqKGR5wOcrEhNn1arPAACy5kLv7FgDAIhExki1WdxQVjYdPl+p9B13hdFGmXRpzkyFDMOhepNSNhbMAaaw0OSuKF+I0tLpIuiyr0VqtOvZJCkf5MKh7LnS0qnI6inzGsYkb29/DR6voZCp1pHXGxGTf9MmQzEhV8JBpbbQ3r2PS4HrpJCSdU5ZVVwwrFtvxR3w7E/C6tX/Jv07k0kIpS2VajeSHkyWjburPB6L+VHdQul0l/Qc3RI4KBZQta7J+m5rs8ckciXc5yt2dB96PUHoegrZbFpiCEtLjEK22WwKuq4jmdyPeHyHJMzbmHuarqWyX8VmrF9f7jCfrwzh8Eh4PUFHVzKlzJPQfve9b+DZ55psrM0HO3+Dl16eL333slmbiNZER6ccuJvN9varXx4x1B+w7NVstjdnoHpVlcX0qIYCVxLyTZfna97JFe2ELaywMu+2QHFA9Ozb2l7By6/Mw4EDz+GttyyG+3WWISnGYRpEmWwv2k1jcujQT8HnKxL3xbObATkTsarqFJSWTBFKtxu2b78Xr6/6FLZvv1cy8mjT44HVBw9aHU+6u9cLbwIgx1cC3KVurMGAaXySYUrrzgqNMN6dcC2aitpuM1O4p2cj4okd8HiC5vG9gqHx+4eY5RJ0yaD1esIwPAJJJE1FmAxpMk5fW3Eq1rx1IXa3/BGbNt9qjFhV6kwjtaJS9pRkMjHB6miax1QiLCWLl+oIBqqEIh2P7zJd9pPE+nGT+QHTHds84RbJJUqyvKR0suQp4F4PDZow/mhNV1WdIpRdXTeUsmTqAEaMuMh8zobSvXnLDwEAnWbLP9WI9/lKhEJMipm6X+bTRqq66iMiMz9t7lU+X5mpCDuTHevM0JTBREEhywOcISsvNzaM8eMManroUMPfHYttcg38J+i6jp07H5SKDqoLhhSLVnPDbp4gF2vMZnuh60mk010SQ7HRIXXcqOhvnV915ZCvPptNYeXrH8drK06Tf29aUaQo+bwlYpGQIjim6VumgLJbZqlUh4jVoNgTcmE60egc5P5qYXF0gBxXV8asdDUWDgA6u+Q4kd7eFgwfbriiJk38iakwGkKR3DXDh50Hr9dykX7AMkYBg2Hj2ZgENdbIjYHavdugyLc6sAo8VsbnLUYm0w1d1yWWiG8ctLk1Nn4VlVVLxPc0v7q7N0jClme/GkpdSrEKNWFVqq54LgSz2Ri83rDJ1tmFG21o6UwXWloeFQyAqoRu2BBFMrkP76/7DgBnBYLiQAiZTC/++epi23FOiLMeg1SMEgCeXz4RL7w4pc9AdH6/an0ujhUrTsc7735NxJtlMr3YtOk2m8LH4/vcssjs47cMlHfMRJ29e/+Gd98zYoJ6e1uQzabEGmtTFD2nsjSkMGQzCew0iwfXDT3bkHHmmOk8odBwBAI1KC0xEn+83iKEww0SS8sVd86ebzJjhrZtv0eKCSLFJumQYf7sc01YsfKjwpsAyPGNgFVWgQwhsR4Uw4DWn24akF5T0RjZYHS/GDr0TOYSC1nPJdsrNmyvNyLYIyuJ4AvwCjYtJuZ0JtMjJUbwWm8EconV1X1GcveTUmc9o1b0ms8pk4mZSlJW3Ath7JhrpIQqvi6ophfP/uegQt5FRWPNezTG3WqWGCmnWFpR382QIWVls3Cw43UR2rD/gJEhu3XrHYKkyGaTiMd3QNczZpFwDcOGyd6L8vJ54rlx+H2lomMLPXOfX1bIeHyuGzxey91KbknN4zNle8y8tjxn8ikPdLRRUMjygM9rMWTkOistNQKHE70tkhLSMOJLIlifaHUC91FTrBafkPX1X0AyeQC6rotAcjVeYLdZCHbX7t+Z8UTyhkiuACP2IovOzjXib+omS8Ju9+4/Om4SB1rlzdCwXrrMcRnPw+srFpZRNturxKp9ICyroqIxCIVGQNM0aJoX9fVfkJ7byJGXCmaFzmXcz0REIqOEosCzUIuZ2+O9tTKtLRdYNQTouvXfRThslAKpqjI2D8p+o+uVVyxAV9e7wtWkKrpeT8jGvAFWLJxxr2NF2r0K2qjIXaRpAVEVeztj07zeIjODq1ewRF5vkaSQrX3/SgBGRqVHbCgJIXB0TCLqAAAgAElEQVSaRn8THs1yBdfXy4Js//6/C5fOpIk/Nt+vGXytNK0npcRgupLweCNmBqfMihr3Y3YY0LNSpvBbb18sPnNliea0kwKx4wMju5hc/ep6UMsB8FiUf756ku18+aCl5S+igC4gs89OMV9UC3D37j9g+QsTsX3HvXjhxSkSk9fTsyGn+1WNl6qu+ojtGFLGCBs33SLiodyKnPJ1Zs2fBOrqDAW4vHyuIeNMWUSxaUNrP2kwtZluM9i9Bx5PwMj6y9hLQUDTzHOnUF1tGHeZTI+kVFF/2qKisdC0gG1OEtT3fMIJhgGTiMvxrKQcqbFOFOMlkgBMliRothfT4BVeiGw2wZ5LUpzL6wkJtx1t3hXlC4V7M5OJC/awuHiiGdPrHId08OAqoaSXlk6F12PFkFEM3rix15nnjQl5ks50SwYvfy4NDV8yjUpntlfXdbz5phV/WFN9hqhnRm48n69EMtpIcfL7K6X3TEkUw4adI60xqzaZB9u2GffR3b1eyNOamjMQCFTanktJieWy5PuSz1cqlG43hkxWdq36lBID6bGMBgpTCQXrJBKDZFrYLGabb7mqo4mCQpYHfL4SwS7RAiQh2NLyiLAiRo68VHIRZbO9qKo6BePHGbQ7t5pJG+cMRSrVDl1Pobt7nagvRs3NCQdMxqCycolk2RDIEk+Ygfi8qXhcyayiDBO/v8yxWB+xVOFwI2pqPmY8B1PR2b79XgBG0UahkOlJabHwhrj79j8txuTzGTXHKOgSMGI7dD0tLG5ybY6o/4L5rIzFxmNPdrm0sAKMAqt0T80TbjZ+WzwRsR5jfF5vGAcPrhBjIveBl9UU4qA4ukwm7pgFRIpD84QfSGwDYdbMP0v/rq01smmLi8cjHt+GbDaFItPtMXz455kVnhCUe0PDxdKzJuOgrGw6i+PrFQJa03zGcxUMmRwfuGfPX9Fhutx16PD7y5FKtpv/Nt4DJR6ovft6e/eYVqgsaHU9KbENKkjwt7TkLkLLBSy1O+Es78iGS5BKdUjHDR92rvlbu8t15eufxOYtP+nzOoDcicAYqxWAzmO+NM2PkQ1fEcaZGn+5xYy9ImzYEHV0IRmKdxrPLx+PZ59rEtXciX3oC3v2PColljiBF1HlCkwmE4fXWwxN85pMi8ygjxz5H8hmU4jHt4s51d39PjzM3UbxbJMm/kTU2Mpk4rZCpio++OB+6HoSe/YY7KmqjO7c9VtJNlLMkbo5e1zmmkcLSN+n0gcBeBAMVEMta2OcJyieCxl9BnMWlNyYPl+xpCDRpu7zlSKT6Zay0DneWH2ueL4+bzG83ohQdqgcA/0/nekWoQ4BfxULCUlgt7JuvN6ITdYQDh60mKzi4okIhuqEYrp2rREKomleaR9Jm89c0zSJZaL7zGTiqK39uHgPVDdtyuS7MGaMYSAGApVCqSopmQSvN2IrW0T7aCbTI4znsrKZ0Dw+MywkKzL+/co7J5Z16tRfSuV+SMEdOfJSI3PUVAKrqw3DJhgcKu3PdPy4sUboS66ivgOBgkKWB7zeIjOIM4OionGi4bjfX46amo+JVkGx2FZoniB0PQNdz6C7+310dLwJLwU5mwsyHB7JvrMmKgVa7m75g7C6eW8wXc8i0WssjMqKRfB4QzaFjIJeqQhgOau5kojvlDaqoVRRX/OgvEIuDMjHlsn0wOctgtdXLBYasSA1NadBEwxZUiQSjGm6CkOGzBYLlwtMSqfWs4ZbaPy4G5kAlWM+vN4ieD2WazHFLXIxTuvcpDjt3fekKEA4ZMgsAECkqEmkVxuCyFK+rLY/AdTWflK8Y0LTaIOBy2QT6FRqyfFnWl19mmAbePkNsgitMcdQXDRetHPZteu3wo1TN/RTzAqPicKKFeULmIumV2yATaP/S2I+KDC/o+MNaJ6ALbh+2lSDSSmvWCAYi+7u9xGPbxfZde+a3SaIQXv7nUukc+ze/XvJpcFjQTSPvBlyUADuvhwua0BmSagWFT+nP1ABXU8Jt8zIhq+I7hdqjCJgsKtOAegk4MlIojIPhO7utWhvX2lTpijGxq1jhZqd7A9UYscHFgtKgfGJRAt6YpZStWLlGVK8nc9nxEM5KXPZbMKx4Cl1y9i46RasWGkZdUKByfQine4Srj3DCyBvmj5fMRKJD9DV9Z6IYevt3SfFhpJCFghUCs9AJhsTrCdHcdF4VFWdIt2Hz2cwWfz+AaNMAq/7xRVJcic3Nl4mXJGcgYlExsDjtRgvgFi/rKF8mkk7pMiGwyMtAygTF0qGUWsvZCppFmNsjSWGHSYr6TWv55SIAxhxeqSUeL0R87zGMyTWld5FJt2NMU2GctPQcBEztuJSIWvAzLpW1hll73NX38wZv8WB/c8AyErtm0KhepMJM87Bs2sNlklOGvN5I+Z+KCu0Q4bMRcjcqzLZXmzeZMSKxeM7pJAfArVYSmd6xJ7S2Pj/BOHQ27tHdLzRNB9GjLgQXm+xpLhXVpwkWM729hWid+X27fdg376/C/aW1rMRjxcQ9S6J9VOV/MHEMaOQaZpWrGnaPZqmbdY0bbWmaW9omvblwR4XYFGkqdRBxOMfiEUeCFRB11Mi8HT//qcl953xm1ZRTHWbmBg+of3z2CeyGnjxPk2zKNl4fLtgZ4YPP990WcqLcUzTVWKsgLHIqY9Xb+8ex+rG27bdhRbWf5KDAsS9vmKTKYwhm02LoNnSshlCmdKzSdGLrWXPX+DzFpv1knREImNQXW0UzyXaOMsyL23PzVxMXm9EShEnFyJV/DeCWC1lh9q/dHevFW4u0RVACSCtH/45sYmsM+OYuns2iIxPrhCQayybiYu2IgTeksXnKxKuXe6q4anbBw48jwMHnoHPVyrctOl0p2DCAoEKyQond7LHG7IULz0pnlE43GBtTNmEqJg/vP58ZNJdUibRkLLZwp26ceP3RFxKiZkUoGLqlPvM8ckupGCwTpp/POPQy9gGJ7z9zqW21jfcFTjBZDS7ui3FN2A2kuaKFrGoPSbr2RPbgro6I+mGx54NHdp3vS9y69eZx+l6BsFgndS8evWb50mxTcPqPot0utO1gTEA21o7eHClSG4BDGYTMJTTlSs/Jh3LM8dIAeC9GK3SIvbM5GnTHkCJyU7zpBIjnMKaJ+mMpZB5WVA/R2npVHi9xWKzHdP0LXNdG8cmU6SQVcFrKldJhwQbfo0dLEuwsfEyAECsxz3TEuCKZEJUtt+793/NAscaMtmEaB4ei22yGXjyuQx5QvOnqekKyQ1JEG7IbC8y6Zh5nzVWRmYmId4hYLjV1TikpUsMl14kMkrMh1hsixS/aj0fw0hPp7uEkkXKm3EvCWhmf9v584xEK80TgK4nJUWFCu1mMzHUVJ+BSGQMfL4S+AMGa5lI7BTj9Hh8EhNG/TsBMw5L7C+GEl1aOh1eb9iMQWXGkb+MGYsJMa/Kh8xGNttri6mzlM8e4VZNJg+IGL9sthdDymaaz67RCI9QWrJpmiaMmnSmW2QdNzffKgxgNQGAu2etYP+CQiZBM7SO+wG0Axir6/oMAKcDsFcYHQSQdZ7JxNHZ+aZgodRFtWzpRvSY1gf5xceMuRqBgCHYSfuvrv6IsOh2skrBlOHGs44AYPx4g8XI6mmReeXx+OHxhMyMFmvSEe26ZavhmvH6SjD5BJNhqVwsBcWTe5OCdgkL5lv1tKjY7Acf3G8toky3UEJ93hKmTFnCr2HERWYmVhbZbByZTLfIzLLiMogFi0gxHN09G0WVZ48n5Ci8nApUAnJgcTy+zWjxQ5Z7ugclJScYqeLgzGdW1KgZWnumWLQbNtwkzkVKXQeLyaOuAxSXAhjMWzLVhlhsM6PEr5PGSLFUBztex6yZhguirf2fIlMrGBwm4sZ4O6RIeKRwp8VjW0XZD6+3CAkzW7KnZ7NwYQQDtUIppOd3sON14Yak0hzq8+StXMrKLJaCM4EL5j8Hjzdsm38TJtwsxbkRli21lFieYUd4/32rfhAJyvXrredG901u1/rhFwi3GLEXXm9E1F7bvuNe8dsR9X232dpqxkxRfB9gBMyrAdF83M3NRrINbxnmhhMXGiUWOpgyOXToWYJZ27TpFodf8eQYYxPihWRPXPgKIpEmxybXAX+lmK/k6gWAsWOvkVxz6VSn2IwM9sGKleJuNL+/DHv3/Q2AoQA4MWT+QKVwjbvXrStCJi3HlJWbXR2oIOnYsfaK7TU1HxWKZFf3WmHMlpVNN1xrZj1GMhqGDfs3ycBTe7SmUq3Ytft34l593hKLhWJGhHFugz3auu1O4++Zboshy8QkWc2fi89XKmqIeTxhpFMdwhVaNmSmrYaf8RtDvqbT3WZz8yKD0WNu2fffNwxu8pyQS7WH1Q+0aqJFsW//U8KApNAZXc9IBhFXUrjb2vjeGCMZEj5fCTMW1ax6K8wiaPYwLi6ehFhssy32kjwUmUyPKCRdVblUsHqZTBwHO14Xz9WQNWmbYjdhvJmFq2dEUtSQspmiW4ia2c3LK1E8pt9fhqqqU6QQm8HCoClkmqY1apq2XtO0BwHEAMwGcK1uSn1d1/frun7rYI2PIxxpBEBxRh6xoafTXejstKxWTfMIwUX92dLpLiEUScDv3PkQamoMtigmavBoKC5yrh1Ei15tgEpxbHQtTfMLxYKQTnUIhSGVbBPM0vRpViA4r5I8fdqDIvAdkCv3Uy8wzpZ4PAFHhWzYsM/CawqYWGwbenv3iLghEiKCxZMYsqR0n37/EDOrKy6dnxg6jkUnroSf0fTpdJfhdvD44fEEkc50Q4MHRUVmirrPVNQyMZGR6fOVikVL5UICgWqhVPNWG1Rj7WC7XCaAygaQAK6tNdiPyorFivKrIWLOrYMHV4puDB6PD0PKDDcrf59eb7GIV+KWrKZ5hNEQCFSK1HKfr1TU8DnAat1pmtGMnNwGACQXLW8D5vFYiRbUooW6PwgmjCWWDKv7rOQWAwwllzO9HBObjbGS8K2r+wyGDz8PgBy8W2G61EnoDymfKxgOMj727n3c1rN1zJhv29qDAcDiRatEnCYpdOFwA/z+CsdOE25wKk8zZ/bj0r+p4jvHxObbbZlnTjhp8RpMmijXuguHG+DxBOAzDQoVWT0pZEJnp5ycwZkmzpCRskl1Fcn1T+4pij0qKZ4Ar6/IZGWSSCVbAWjw+4YI1mWvGW6hoq3tJXOdGXOhceSlIgaIDFmn2LMJ478n5IPfPwTvvvcNAFZHCHIdk4uqqnKpFGv5/rqrHMdDCpHXG5Zclhxes9YjJWEVF0+wFBIlDo0y+DIZIyuTYg/9/jKkUgeF/AsF68yg/rhk5FAh2nSmG+lUh1CWPcxlaV0raP7NUKbaWK26ikoj25IzzPTsAHuM5IH9z5oZ3VnznAHz3u1JY8FgtWuZIz5Oiu/1eoMi7ld1uRsF13vE2g8EKt2frfk9xbZOPuEu8xzGPpBKdYh46UhklJBNlKlJPXyd6l36fGXIZHocO78MNAabIRsL4G4A5wJYo+fZC0TTtK9omrZK07RV+/fn7r13uOCp4kBWbPqx2BbhDiL3WHOzYUlQq57OzreE4CBMGH+jrc3NlMn3SPV+OFSGhUDZI8SaBYM1wjIhlJZOgWa+5ra2l7Fho5E9FghUiUXNUeEQSwYAM2b8XjBcvHyBYUU6xwyRgFErjRNFTuwgKUEAkEzK1rXH4xfX7RKMUDF27fqtbYykNDnBCLTvRmfX24K99Hoi5jV5DTKfrVXJvLl/N8cpK4GkmJNCQBsSJROQFUqbXmvbi1IpjtraT0gMB7dOA6YixjNPNU0TQjWpsDckgDhb5fUGxQbH2zoZ97wPLXv+jKqqU8R90xx2q7AvinKax5Fg5vE/xFgAluJOzJ8T1JjAuqGfciwZQvWmyFVWUjzBqkFlKiVVlctsPT2JxeQIBmrh95dbMZQmpk29H6lUm60di4olJzn3owUMhtDJTUaZtARN04RLpi/4fCUiKJkwfZrhJlXLuhCKIqNRXGLIErUzA3dZdnW9h1Yzk5oSSmJmqQ2uAGcyPaJMjc9XBp8IAegx4xt10/VlbJpx1j7J6NsIzJ1jKWnUXmn06P8Ua5uymv3+IVhy0lqpGChfI8lkK3p7jQQTmlfEuFP5j3S6U2LcCXNmywVYU6bs9nrDIp40k00gEhmFmhrDiPJ4DePRYHQM49Pr4N4EgO6udejqehcfmAk+tJ57e/dIDbj9/kp4vBHoelKKPzTuU0M63YWWPX8W98nfmQqa+1Taobi4WbSTUkGyo61VLj9TWmYYeUQmWDXJwjaZDoDJeyM7lZRVN0WN2CreH9m4L7ubnOaQWuSbnjmVCCEZQYXGk8kDUtgNKbMk6yvNuDqPZiU5WecO2YovDxYGWyHbruu6rYCUpmnf0TRtjaZpjm3sdV2/T9f1Wbquz6qutjdgPtKwNhhD2ybmg1d5rzI18IBi4Q0ffp4trqCoeLy5uK2gco8nhKIiuSbSgvmGkAoEnC12qkZNMWKTJ9+NItPVQAiFhiFkMmRFxeNEVqHu0NB20qT/tn1HKB8yW8Q48IKsxtgtazQQqBbPhWJKiM2hRURZPQcOPAPAaKdEgeC81yfdPyl2q8w6VQ0jLsTw4Z9zHasTKH0fsBQlEnRquxePFpA2Mlr0fqaQLTlprXAxE+i8VGNHnM9jV3wBoHnC910rwtMzVVtm0WZI2aLUQ09zYCkBS5DRHLQqtRvKWybTIwwBch8Rpk21908FgBkzDGWYrNZVSv0wUvQpWJ42Xd43jqAyPNyNSqiuPp0JWMrULRUbDKGoaIyNiSPXHQcxUyUKc6Za8MOHfw5TJssB/sY5Q7bvxo27HosXrcbwYefaEjgAOVNs2tRfA4AtceTkZZuxbOkmLJgvl5tR54goK8JwghmWABjrjNfoo3sBLFnWroRF1NYarl6q19abMMMyPBFks72oG/ppaJoXmuZhbYMUdtC0p0lRnDH9t5g790mcvGwziovHi/g+coPx+6J5HvBXwOsNitgyY8x+8ZkH11PwOhVZbTU7RRj9aO1GIrmkSMF7z2TakslW8U4zmRhisa1WeIW5gW/fcZ+kqABy/2LAatXTItrB2eeJcf2gWJer3viMObYJ0DSPWRBajtf0sHhSQO72QtndcZP1qqk5w9YWyrpuEQCPrV4msfGU5ECywmDIYvZkFvO+kslWZLO9Ir7Wq+yTZLCqdfyaJ9xqjnm7vUuBS9FXemeUhERGNGUJq72KSV7Q+amAc29yH7p71ot6a4T+7idHC4OtkJF6vBbAVM2cSbquf1/X9WkAjoloO7KkKJuywQw85MoXUawWi2JsDNVVp9qCBv0ia8qafDEz3kk6TtlwVNDfqcWNRzNcc6T4EFNDk3nHjl+K35LlyhF2yRAiuPWc0wS71Ypkcr+wukmRIrccWcnpdDe6ut4Tm28wWC0YHsL4cTciHDbG41Wqgh/sWIWRDVZNq/rhF2DZUueK6TNn/MEYi1n53uMJiCBvEqwEistwU6B8fuu5er1B20ZJm7dbMPvw4XJDYKf4H/VvVGvM+t54FiTk6s34KK/CSjU2fhWAtfGS0k4V6KuqTkEkMhrt7a+KpAE1+L2iwrnzBAl89TlR/BZtRB0dRpsdozgkMKbpCixetAoLF7yE+fOexbKlGzHM3KStc9tdm1Mm32V7Vl5v2LauqCo4IRIZLVyu8+c9w35rnIu3dgEgXNmE8eNuQHX1R3Dyss0YNcrYvGk+qchmEkJxd5o/3AAixsBJGdc0DeFwAxYvesN1TjuhtuajqKo6RbDpqkt//LgbzfMb745KppDbVlVcK023FykOLXv+LOQVGVrUqJpAbnML8kauxqo6gZ6d0zwIhUZIbmw6xmtWX6frB4O1QiHjMo+Orxv6aem8JSUniDlLCQm7d/9BjEfNYiRDhOJxi82SHPX1/y5ixwBg3tynXO9Tnc+k7Hm9xbYYPFIW2w8aLA5P7qBrE4oi6juwjBzj3VtOqJENXzHPb7xPDxn2pjvQ+D4LtRwKvSOK52w3QzSIIaN+kmQ8qd6gigq1FZsFta7gnDl/M8dCSrDBXlMyhcHI20sVqa548p4QI7nmrS9Kx1PcLG9LNRgYbIUMAKDr+iYAqwB8TzOllKZpIfCqb4MIWoCkbVMGE083p6DFrKimbAgjoxCqfBskuDkLU1vzUek4Iz3bfcMG7EKU4mdIKaSyD5oWgKb5BAVO41IRZjFFHBTYrTIoljJgLFC1aKPl4qQeh8a4eKD6kDKjLEeMuTkAYOjQT1rnURTVaVN/Kf17/PioZBWGQkYMXCg4TJS88HqLkUodRDabxL59T5nfyc934QJjnG7NbGn8bqnttInxtjucHa2uOtn2GxUnTDKCh33Kux3VeLk5BuNZUE05ckmKeEBzI6Gm1vROSGmnMgPBYK2td1tJSbPI0gX67ucIWEKSQAwrjaXLvCZnDP3+coRCwxCJNELTPJKLceHCV8Rn1dWoWv3GnJbHFwzKbDnfvCOMOaa16rQG+HX5NUeP+hpOXrZZzCfAUnIAubWRE/gm6hQqoMJo22NdnzpMcPfv0iVyzMvUKfdixIh/BwCUlc6Q/uYWw0flddRWSPS8VKPFGL+zXFLfh8oU884D6sZrXbdRfF504kosOtHqFVxmxk+q8JhZ2HHRr9IvlAYu8whqvbhAoEKwcMQ4UZ1AXsevolyOYyRPCcWSer0RpNOdgmWktTmx2UoWIai1tahOoc9XLGKG6XrW2rbX7lPvr6bGKMjbNNoqyNzU9F+23wFGXUPjmoZMoMQFmgs6DAV8586Hpd/RePbsNRRSkt1uNRxLlfemKmgcEcnD40GJyd6rHh3OLnOFkQwvKjlDe+DwYUZc6vDh50sxoictNpK0KIuYZ0EPBo4JhczExQAqAWzSNG0VgH8AuLLvnwwMeDFSwHKzEGUOWIK8KOLcioXDLtA0W/yTURLBEqKcUqWUZzfB6FdinTRNk5onT53ibAXwMVCNK8AqnKeOkaxxGgexM6RUqIwfWXrEpBw8uEIEdKruG073qwwZCduTl23Gycvs6fLz5z2D+fOexcKFFi198OAKdJqNkcvL50vnIdDzdmPI6LlSMgBgNbDlv+MuJZ7NVKzMIydUV58KALZYqNGjv25eIwTAI+q9EUtKz5aeJwmiIsWtStZkwF/hGCs1cqRhNfMYHv5ueF081SVjPT8fNM0rBDvFqTlB0zyYP+9ZTJ/2IEJMUE+YcDPmzP5fx/dL1+gvIiZ74NTMmlir5uZbUFv7SYwZ8+2c5xs69CzxecZ0eZOfPctwWy05aS3yAZWEccPYMdegYcSXMHuWZQR6PAHMmf0E5s97znY8V/q4+w+Q49k0szwEN+4o8QdwbhuVSsrxi2PHXNPn2Amk7AAQ2cUq+NoLBCqlcI0AS47g19Q0Lw52vI59+5+SvuNoZO7yYcPsnTZU7DVLKHg8QSRN12SHya5omt88v6EkUHKMz8biGv/m+0TT6G8BsDqEECgu2ecrsVggs4akFUNmeGFG1H9R/M5NVjU2WvfrlpFO8pzePTGgpEgSw01JQlapDNlgnTD+RvN7WR7QfXPX7qjGrzm6VImpld+bxeapHUHcEDS9QrU1Mntr3WtYknvEpNUyAmAwMWgKma7r23RdP4H9u1PX9Ut0XR9lxoct0nX9rsEaH4fqGqHSEpwxIheBW7xX37DHc6nxCRPGWyUYyIp0ZdDMCT+q8WuOf+axb25oavqW7XyAJQD8/kpJgdG0gLBKRJaOYl3TYgtHRkIlPyNK7BuPG1EZslzwePySpa2CYnzcXLRuDBnFoHEhOGf2E1hy0ruS4uDkNgCsWloAHDdRGjv9n9yMHJqmwecrEhulypARqFSKaiDQO+OFWSvKZdek4aL7qvj3CZPuAGAwYMQiApaLwgm6nhHrxK2vJyESabQlk2iahpIS5zR0HmdWU32G4zFOmDvnCdQPvwAzplsdHiiei2cynjDpJ6IeUl/g609di6WlU3Dyss1MMXJmqOhepkzuW9R5vUGMHXuN7VkarcWcmW3CqMavSv/m4QEUX8oZMurQYfzd3sGjSMlkbWj4ku0YJ3DllBt3xP7lApfD/JqpVJuj24qvU96xhLdr4soSZ24oBk/zBIQiRM9ZdZNRGzaVTSR5FwzWYLo556qrDeNENfIJvDyEVSZIPm8DC9eYMuVe5IKb0kZQ5TTJP3VNTp9m9D5VE4qGmIqj8TsPO/7XAGQ2cPTob4jPdUOt2FNyn7rBrU6iClpv6nq09iR7TCkA0T9zsHEsMWTHLNSXS/EkfAHnysyi3xxJuAVvknuEKrwDMpPj5r7g4K4RbmERu6ZaID5fkfDPU/FOp3R/gLIbDSWULEZVKHCoTXUPF0ShcwHPBbabACPXK69H5fH4bGN3KzSoaZpg9fgmumD+cgBGKQYOt/vmzKMo7KmModbMEnPLcKxlGYYUfO8GUi6G1n5Cmjtq1XA3OAXBHw6msk1o8uSf2ViixYtWo6JiEU5cKDfb9ngCGD8+KinclZWLcPKyzUIx6Q80TcPCBS9j8aI3cx67eJG9cwBgVFB3YwEPFycufA0L5j9vMzA09u9xY42euW4blZPRx7P4uFzJBc7a8fPW1uSnVKtufEJpyRRbnBMgB/RzlpeKxgJW9q4xJuv8Y8fRc7HW1ZgxV7Njje+DwaHCKJKflSybK8rn4+Rlm0WcW8jFbccNccrCVeURV2aL+shgntj8QwwZMjenvO9l659n+quGJZXgiTCGtbJisZhfxnXshRLciidwz4dqkANyL+i+7qE/sZbcYzFuXFR8rq7+CGpqPmqTGQON/vP+/4KwZ27ZU6rLHFLYhzAGjZeKICxd8j6eX96MObN5pfdSkaWiYtq0B+BhZRBUt5aKOhYwrcaI5ILfX4rJk+/GwfaV0v2Xly/AxObbbD02jRgtQ5iMGPHFPs+dTB2wfXbLSALs7oW7nRoAACAASURBVMxDwfx5z+HV1wxLlmK5uAAe02TFXHDByoO4S0unSc3a3cCfF7kg+0I4PKJfm7IcC+gx/28UWuTdDwC4llLhzNmsWbn7SjpBYywmKdaEcHikiBnK1dcwX5SUTEJX13uOLBGH318mrPOjjXwVOb+/DHPnPCniGwcCakwdgcez8fgnJ4RD1tqjgsJcljSO/I9+jWnB/BdsmcC8eG1f4AYmB2em3NzjfE3y5A0e48nnFcWr8bioEHPXkxHDs6A7OyzZMHeOJdOdwK81nnk/OCgmWN1/uILN2TN1rdfVnS0ayBMWzH8e/3x1qZRgwT09lOADuBvJvBQPlStRQc3lAaMO4/vr7CEAibjVW9lpf5o9yyoV4ha3a4zHg2VLN7oSFBw8fiwrFQH2iALqg4mCQtZPTD7hbvGZN3oNOBST5G6PMU3fwhurz8XcOVacg8cTsG3EJy1+Ey0tjzpaDJVK1hsXopx6nzXrL3j3na+ieYIVoOjm9hvZ8BVs33Gf499qqk9DDVtYgCEcqD0RBwWGAkZD3L7wgdn/DbBYxr4YMi686pSsvHzh5NbhblEeZMyfKw/izkcZI4wfdyM8ngCGDTsn98FHCF6vpZAR3FzofH7lSh5xg8bccB4lUN2NcTkcqAVXjzeoRWuPJfDNrJ51NuDG00SzxiJXAtT3fOLCV/HyK/NtGawEXnSa4PEEMG3aAznjb42WTXZjla9LnpSSD4awXr9OzDiXS2rRbRVSvGiOd81ZdF6gefr0h/Dmm593HY8Krqy5hahwhMMNtj3HzWDiDCN3K/NyP1On/A+csJ8luXi9ESw6cYWtjuOBVuewDSdwJXTKZLubNh9lDIBUFsqpRuFgo+Cy7Cc443HCJCvuhE8IUoS4xTJkyCyzHk9uir+u7lMoK5uW8zh+Ta4klZVOxcKFL0mLNWGyKmp2U2PjVzFs2Lki2+RQwXupOQVcz53r3EyaqiNz4aMuOB7oObH50Js3OCUBNDZeZmOxdAfaHbBaj8yY/ruc16qvP/+IKWPk0syFXG5zjiOhHPD4om3b5BgoKshYwLGHasXIUjF+3PXiM9VXBCz2icsVtaZVMFiDk5dtxokn9s/1U1lxYk62cebMP8Dvr7CtB86eUKmcXFgw/3mMGHGhZHBRhw0Ozr71ZTTS+ILBOlGqoS9wBYN7VyrK52PyCXe7llfpC2rNwkPBSMZ48uQkqhmpgieA9IVAoEoygPuCW7IWobzcXqvQCRSfuXiR1VOWh3D012s0ECgwZHli+LDz0NH5liSM3Fxpw4adg7q6z+QVq3WkQJmLbiDrjVelBwxmq9ls5nw4UBtuE8aMuRptrS+hmLkGiosnCGqcCpVy5bLKoTzE2DHX9Fnx/VDRNPqbtu/UlHRCff3nMXTomTmD1I8U5sx+HDt3PuRYCPRQwDNnAaOQMBUAPRRwZm3GdDk1njc0L+DYQlvbK7kPMuH1RqCZhZIdy4TkkbF4pBAKDcPiRa/bvi8vny8YmXxYJcCQ3eMc+maqcCvlMKrxcmzddqfEEGmaFycutIem5LyGEmNJpSuc4OQhGD78fOza9bBILjgURCJjEIttwhiWzMX7tFLhYMKiE19HMrk/b2bKCUtOehfLX8gvWB8wvA5bt/00b/k7fdqDyGS6RPgGYNXQA3KX9RkMFBSyHPjVr36FsrIynH329xz/Pnfu046tKgZSGRuM67lBbQ48suFiqYgrAMye9Rc8v9yI+3EK+Ha6l3wzuY4E+hLqA6WMAUbMFDWxdoKaBEDgCQoAMKbpSmzafBsmT/6Z9L3qju4vuEBzq2FHLWgKOHbgFAAPACeeuALQ7Rnfy5bae/wtXbIWicSenBmeA4GW3X/KfVA/wN2w1LBaxejRXxelaA4VjSMvFUVV80VLyyM2L8GE8Tdi3NjrDqkUDGH+PHsdPS6bVVdwIFDRZ0WBBkXmOyEX46iivv581Nefn/tAE0YbPNkdq5ueHLU22rGCgssyBzKZDLq7nQUYABQXjZU08IFGLnqXsGC+kcrulu11uCBLeQSLP3GDxxNEael014DzwQbFipCL8ljD/HnPYcyYq22xHzNnGk3ix439jvT9yJGX4ORlm49YcL0T3EqFDB927lG7ZgGHBgpspvlCCAaqXBMBVHg8wWNCGQOQkxkanWeGO9Xe4303fTm6pRwOmpquwKyZ+SmTVKduFqtDx3E4ylg+6C8TNnqU3fPghHz3ryOF4uJmeL1FaBrtXCx3sKGpfaqON8yaNUtftcqZKTgS+M1vfoN4PI6vfKXvOikFHD4Sid1IZ3ok92YBxzZ27nwIodAw26bY2vYy1q27FvPn/Z+rslZAAUcK7e0rMWTIbIldX/3m59He/iqWLd10yB6EWGwrXn3tFBQXjcfcuU/m/sFRgq7r0PVk3i7ZI4VsNoVsNjGgnoF/BWia9oau67PU7wsuyxwIhUI4eLAQDzMQcCpCWcCxjfp656KelRUnYuGC5QM7mAL+ZVFePsf2HS8AfKgIhxsxevQ3MbR2cCu5Gy34BlYZA6gNVX7B+AUcPgoKWQ6EQiEkEs7NogsooIACCvjwQtM0jFJaTxVQwNFCIYYsB4LBYEEhK6CAAgoooIACjioKClkOhEIhZDIZpNPp3AcXUEABBRRQQAEFHAIKClkOUNJDPB7PcWQBBRRQQAEFFFDAoaGgkOVAR0cHAKC1tTXHkQUUUEABBRQwuIjH49ixY8dgD6OAQ0BBIcuBUaOM3lfZrHM7nQIKKKCAAj5c2Lp1K/73f/tuEH6s4tZbb8X999+PXbt2DfZQCugnCgpZDlRUGEUUU6nUII+kgH8lHDhwAGqNwEQigfb29kEaUQEFHL9IJBKIRqPYsmVLXsc/8MADWLVqFTZscK7Ufywgm83i3nvvRUtLi+PfCwrZ8YeCQpYDoZDRPkKNIfvJT36CaDQ6CCM69hGNRgvP5jDw+OOP42c/+xluuEHuFPCDH/wAd9xxRyHrt4AC+okXX3wRAPDggw/263cbN248GsM5Ivj73/+OlpYW3HvvvY5/LykpFHM93lBQyHIgHDb6bfFNsKenR8SWFSBj//79gz2E4x6rV6/u8++vvvrqAI2kgHwRi8UQjUbx8sv25tKpVKoQ8jDI2LNnj+vf2trabGw0gUJWjkWsW7fO9h2fZ7t37x7I4RxxZDIZRKNR/OxnP8t98IcEBYUsB5wYssFUxlpbWxGNRvHOO+8M2hj6QiaTGewhHBJSqRSi0agj+7RhwwZs2rRpEEblDNWNQozk1q1bB2lEBfz4xz8GADzzzDPS9+vXr8f3v/993HjjjYMxrGMa7733Hg4cODAg16qsrAQAeL1e6fstW7bgzjvvxM9//nPxXTKZFJ8Hmo1uaWnJuzPM5MmTbd/19PSIzx7P8b29P/mk0apqoObIsYDj+40NADwej604LJ/0A62AkLXw5z//eUCvmy+effZZ8fl46pP6/e9/H4DhFuSIx+P47W9/i4ceOvw2LCpaWloQjUb73ZqrutpqAM2f8QMPPHBI41i1alXBxXyYcKtT+Lvf/W6AR3J8QNd1/OlPfxow9uP1118HYJfX5MLcu3ev+I6z/L29vQMwOgv33nsv/vu//zuvY53mHN+b8pW/Dz/8MG677bb8BjiAeOONNwZ7CAOOgkKWB3p7e/Hmm2+Kf/PF+/777w/oWI62knO48V+cpenu7j4CIzry6Ose1biLFStWiM9H+tkTm5KPAOYbydtvvy0+Hy5bm0wmRTbZr371q8M6VyaTwb333msrEZPJZD40LrtsNovbb79dkgEcQ4cOlf5NLMVgshVtbW39ev7xeByvvfZav6+zceNG7Nu3L69j33rrrX6fX8XevXvR2dnZ79/lehabN28Wnw9HIevq6uqXN6O/CTv8HZF84GPPl93buHEjYrFYv65dwNFBQSHLE5zG5m6JtWvXDsZwDhvd3d3SPQGGADlccKutra3tsM/HQYrU3/72N+n7X/3qV4hGo33GiRBybQTqM+D3w59XT08PnnzyycNS0qqqqvI+lis5TU1N4jNXzg4FPF5tyJAhef/uoYcesjF7N910E1paWvDTn/5UfJfJZHDTTTd9aFx2P/jBD9Dd3Y177rnH8e/qfAgGjYbQqqI2UFi+fDnuvPNO/OY3v8n7N7feeiuefvpprFq1Ku/ftLW14eGHH8bdd9+d1/GPPfaY+HwoayibzeKee+7Bj3/8Y9vvN23ahGg0Kq1X/vyd5BJXmHlIwOEoZD/60Y8A5O/N+OMf/yg+q+wXyT43ZZKUL264qQrZG2+8gWg06qrEHstKWX865bz22mv4y1/+chRHc/RQUMgOAfX19eLz1KlTj9p1aBEeabdoOp3G7bffbss4WrNmzRG9jqZpeR3npByq4MKC3A+AIZi3b98OQFYuWltb8ec//9m2kB999NG8xgQYAo0HadMY0uk0fvjDH2LlypW2TEjAYE3VVPT9+/fjkUcekQSqE/vmJnB37txpOxaAYxC5G9rb2/H9739fUqT4pltXV2f7zZYtW2yC+oUXXsCmTZvyYvb+9Kc/ic/5sifHMri7mMCZYJU5GzZsGIDBC7Bevnw5ABxSfGF/WbVDBV+jnZ2diEajOY05WvMApLW2f/9+EV7wwQcfiO+5YuV07uLiYvGZrzX+ub9YvHhxv47nMtAtjMHNoKTnTwZAaWmpTSF74oknAMhMOJ+7h8I2DhRUxTgejyMajUouWsCIBX766afx9ttvH5cJZgWFLA/U1taitLRU/Jsv0oGoT3bTTTcd8m/vvPNOER9F+N73vgfALmw4w5RLGK9evRrRaFRSKlTkUrIA4O6778btt9+Om2++uc/juIAaN26c+Lxy5Urxmd/PY489hnfeeadPgUobgZuFrgooEnAPP/yw6znb29vxhz/8wZaKftddd+Hdd991ZYpIoKoMHb2Hxx9/XHzHhVNjY6PrWFTccccdSKVSkiLFn6sq9FavXo0HH3zQFl+ybdu2Pq/D2QbOuuXLnuSDlpYW3HbbbQMe48NrO9G7uf32212P5y6kgcbhuon/+c9/5n0s3xj5ukmlUo61v/i84HKCkiPuvPNO8V02m7UxRO+++674O58DPIaVH5NIJBCJRADIgf1+vx+ArFDSd4Cs1Llh/fr1iEajuOuuu6TvqdRGvuBr2W1fIWVSnff0DOk+SktLXcc+e/Zs8fkf//iH+Hwkq/u/8847NpaSQB4Njr179+If//iHqyxW7/fWW28FAPzwhz+UvuehRc8999yhDH1QUVDI8sCQIUNE+QsV+WwI3d3dfdLyHR0diEaj0rmcjlcXaT4KT1tbG1KplGs8ARdE/B5zsRmkIDz11FPiOxKWY8eOBZDfs3G6TjabxerVqyVmkLsRKPMVAJ5++mnxmbMQJIycUsMJdO9qAUV6zsQMUXFgeobl5eW28RLuuOMO23Wc4o3UzZIUMdrMiIVVGb7x48dL7zIcDqO0tBRz5syRnksu0Dlqa2sBGEqUOke4EkhIJpOObAufr/z5cIt+5MiReY8vF+69917EYjHccsstrsfoui428iOhuDkV6uUgo43mrfqO++N2ORLg7Ee+7nG395gL3JAgpQowkmUefPBBiZXSdR3d3d1CQcoV68SVrF//+tcA5DXFg7/5PdPmnM1mkUgkBANM7yGZTCKVSsHv9yOVSon31tTUJCllhBUrVjgm4VDixuEyMvw+uFzm84YYMM4QApbMIkZ079690jn4XOQZ43x9vvDCC32OL5vNIplM2uY1rTOu3JGbVjW0Ozs7xdgpZi6VSuGee+7BK6+8In3H4bZ+Z8yYIf2bMjOBvkud8Hs6llBQyPKAz+eTFkVZWRnGjBkDIHcg5ltvvYXbb7/d0bVF+MlPfgIA0ubCJxZgLFBVeeGCygnc1eSWJciDwrn7Sl3wHG7KJV2vpqYGgH0R/e53v7NlMXLQInzmmWfw+OOPSy5VEjRA/+Km1OBkbpmTwFKZMPqe2A2yKEkQqxsVPUN1w6XzODFqtAnRpkT3RwHAxDio58xkMlI8WXd3N0pKShAMBtHb25t3PA4F8tfV1SESiSCbzeZlIfP3wMGfIZ93NP6ysrJ+xagdCpYvXy6xKHzjVBW3WCyGRx55pF/hAKriQO+d3Jjz5s0DYBlKqjuF/5429/Xr14vvHnvssZxrui9Eo1GJ/eQKNc2zXOCMnpsR6gSuCJFhwNc/nx+JRALpdFq8p75kDQBH5Ygz35wJI7kMWAoyrQtat6Qc0phJWaX1um3bNkeGioxP/ozz3dD5+dasWYPHH3+8T4Oar3H+7GjOqawjrTMy5CZOnIiysjLxd26YunUrUOdrMpmUlMwbb7wRN998s43lJ5n1yiuvuN4PgSvrdF9cmacSFyRDyIjja4cb0D6fz/VafG+OxWK2+/vrX/+KG2+88ZjKMC8oZHlAVchisZhYxLkmYX9iljhUZmfXrl02ZoIUKF3XsXXrVpt7hAsOEmDqhu02vvfeew+AIZx+//vfS+NRJzadk75XGSXC+vXrkUgkpE2Qb9J0PDFduQS1G/piIhKJhG189P9ly5YBsDZUui+KA6INnjbRRYsWAbCEhxrPRcoLCZ6SkhLhLiFhQXF2lK1LLthJkyY53gspTTS2zZs3Y9euXQgEAtB1PW8WhjaxZDKJQCAAoO9WK/RMVBaO3iVPtIjH4+J72oiKioqkTbu1tdWWjdkX2tvbc7Jc9Lzpfbq1vent7cVtt92Gd999t89wgGQyKa0Xeo80H+g6tGkRe0HPimJ2+HUJtLkTu/LQQw9hzZo1eOmll6TfkLsul7JMz5krobQha5omrcW+soy54cYV6/vvvx/RaFRyCXF0d3cjFAohEomIucvDGYjZAqwNeMKECeIeAbsBR//mSs/o0aMdr0/gxhq9L7oPihOjtUbKDSlu9N7C4XBORpHmxf/93/9J37u5GomV0nUdjz32GFavXi09E7UjAP83d99S/CzJsPnz50vXDYfDGDp0KAKBgPQ8ecKAG7jSvmrVKtx888246667+lx3u3fvlgLoM5mMbY9xM3rI4OZ7C+1h9G5GjBgBQJ4bv/jFL8TnfGMXb7vtNvzwhz+Ukknc5vJgoqCQ5QGukMViMaRSKbHI+eRTBZ26OabTaei6jltvvRW//e1vAdgnKwkfElqUHeTz+WzxWvTb5cuX44EHHrBlUjkxEuqmyxMU6DqAVaH617/+NdatW4ff//734nqqC44scdpwSVjwRcTdiXwTdIph6ivbh98TF37cHaa6Dmhj3rVrFxKJhLCQaTHT+EkIk2BOJpMIBoPifkigk3I7fPhwAJZypR6nKq5UyFHXdaFskkCdOHGidCw9A5W9IyWQ33tlZaVQBvgzX7lypXCDuJXH6O3tFb/lUIUqvVtS5BYuXChdj57xrFmzANgFZXFxsfQ8fvrTn+KnP/1pXtl/yWQSd9xxh2C5uJuawNcasaJuPf6c3JyJRAI33XSTWB+tra24+eabccMNN4isUVqTU6ZMAWBXIEixpXdDz2TJkiXiGoBc6JLmCncj8Xf7P//zPwAMhYjwz3/+0xbQzONESamndzB69Gjx/jgroxp9/G/jx4+X1iEphH/9618BGC6paDQq1nV3dzeKi4tRVFQkfucWw0NFWEmOkMyhMTY0NACw1kBHR4dQLrmi4sScOQXs03Mg5p5iHGl8JFP4/asJLupapnOqDDwdp+u6lNRErBSf71wmkmH8kY98BID1DNxA3hK113I8HkckEsG2bduQSCRs6zgcDovfcEU3EolIMog3Vt+wYYOrknXfffdJ3z/++OM2+evmRaJzcPlDexzVVKRz0Vrj8tDr9UqGBk/2csOaNWscXeTq+x0sFBSyPODz+cTkIRZEdZtxIUqLS52InZ2deOSRRxCPx8UkVyeCqoyQMM9ms8KF8O///u8ALEaH+/5zFTAlAf/JT34SgBW3QMKRNjan+BE6hoQKsSVkadAGWFRUJFlomUzGtnABSwCSYO3q6kJra2uf8WvTpk0DYDwPUjJOPPFEUQoinU7blFwSvGRZkWBWlQZ6vjTugwcPYsiQIWKjVV0MJNhoIyFLkZ6tymgGAgFkMhkkk0khjClLl8qnTJkyBUOGDBHKnlpZnLMwJCTHjRsnjZG6Djz55JN44oknoOu6jT2lsa9fvx579+7FjBkzpEwzcrETG0QbIb0bGpeqMFJgMp/HDQ0NKCoqchR6mzdvzun24QqYruuONbK4wkKtpfJxkZ5wwgkADGGeyWTwi1/8ArquS4YLMXmUMUrn7e3tlZQymsfqPCErnzYCfj9Otfq4csU3bXpOxMpQQLN6PQp3qKiogMfjQUNDgzAkuTL4+9//XvodH0skEunTMCI3Fa1rUshCoVDOmDC6DwoFUJlGimuk9fnWW2+Jtc7XQ74JVXQeqjFIRijFmZLyxV3NRUVF0jlUhpIUvzlz5gAAPvvZzwKwnqEaPkDrz81dSM96xowZ0DTNkZVqbm4WRiPJMBo7V8jC4bCYc9w1DBhGJI2dl2yiODrA7plYu3atjc12K5HEx07rgZ6z2u2EZBD3LJByTnLx1FNPBWDNEe7yzGQykoKulkMiqPNx06ZNNqXxSNTFOxIoKGR5wOv1CkWFlKwRI0bA5/Nh1KhR2LRpkyRE6eWqldPb29ulBXnDDTfYNim1TyEJkVQqJTZDYoOc3FM06Tdt2uSo2JB1SBsRgeoqkSLmFI+kKlWkGBLIIiwqKhIxTYB7OjXdO13zsccek2pYEUhYlZeXS4oHVfkOBoNCmYrFYnj++ecBWItZDe78xCc+AcCukNG5VYWMb7R8E6BrquwTuVXGjBnjmKjR09MjNkauBAGG8AiFQsKNQqwqgd55T0+PEJKvvvqqNHY1s/SGG24Q7z0SiSAcDqOpqUk6byAQEBsSv0dSstXCpjQH1U2b3B49PT3i/CNHjkQ4HBaCUX3u6mb31FNPSQKflzPZvXu3YG85u8sVFxp/R0eH9HyTyaS0ZgKBgNh8+Dt89tlnHesY0bvkMZK//OUvxbncFHcaA92/2h/RTSFVGT63AqNubb1IsaC51NXV5WgYqeM4++yz8c4774hkJPV+uFuVGFGKZQyFQnm7kWjTpedKiiY9R1V5qampQSQSkc5PjDHNtdLSUmG00fc0R8PhMILBoE2Ro7ZKvb29SCaTSCaTkkKWzWaFDKDvybAlhYAYPJJp6gbf1tbm2IOWnjmtm3A4DF3XbTXgmpubsW3bNiE36JnR3FIVMoprTKfTkjJFCq2u63jkkUfE93z9qwWi33//fVtHBVWmX3XVVQCMdURjI2WVWFWVLCDFkBMXtD59Ph+CwaB4rnROIgGISSRwWfad73xH+pvqDk6n07Z10J94yaOJo66QaZq2TdO0dzRNW2P+t0DTtEZN0+LsuzWapn3B7fijPcZcIJelruuC1j311FNRXV0Nn8/nyErt3LlTWEuf+tSnABiuRVVYqcqCWmjWyer2eDxiAbnFDLkxZdlsFpWVlULoqSzCeeedB8BYALkKBaq0Pi2sYDAoKWRu8Qu0IEkgOrnVHn30UaFYUvA6jY+g67oQaPF4XFijtHGqxxP7FI/HxUJevHixjX0ihYyUkRdeeEE8k0mTJgnh7PP5pFIQPp8PPp8PRUVF0mZJ7udEIoERI0YgHA4LJZZYgQ0bNmDPnj3ivasZsiSQMpmMeF6VlZVCgdm9e7dj9wjazL/85S+Ld0NCfOnSpWI+ZbNZaeP/yle+AsAQ5PwZ0jPZsGGDtMHRM4nFYsIgeemllxAKhZBKpZBOp0XKOoGOo3ipFStW4Ec/+hF+/vOf22I0//KXvwjmkVhRtxiVN998U2J9duzYISWKJJNJ8dz4BugUbM3vkYyk3t5eMTenTZsmKWR8g6B3RgxzPB6Hx+PBKaecAsBS1Pim0N3dbWsy7xbvSeuL172iTMaioiJxfSfmisf8EJPR1dUl5Epra6utCC5PPOjo6BDXKi4ulhRvJ/Bah16vFz6fTxxP65JkbFtbm6SU7du3D+vWrZMUCbo3CkDv7OyUrhGLxYSciUQiEhNE4O+NFCqukPX09Ihi4J///Oel35LMI8WI5ht9/7GPfUwcyxM45s6dC8BimlRZS3OB7v/9998X7HM2mxW/o+MoSzQWi2HLli1CfqTTabFuzzrrLClIntbwVVdd5fhcyHDlOO200wAYjB+XB6FQCF6vF8OGDRPsslPNPgD44he/iPHjx6O2ttZ1/9q/fz8CgQB8Pp8ke2iuLFy4EHPnzhXvjhtkqiubMj5pv3rsscfEvf7Xf/0XgGOnBttRVcg0Y7fxAFiq6/o08z8qbrOZfTdN13VepdTp+EED0aiZTEZMoKKiIsdJTCALCjCsG8A57Z82VaLv29vbpXOSBfXyyy+joaFBbNzkEiSFjk9CN0WK2ACymIqKimwp3KTEvPrqq4IepuwxDpXZAaxNjawbYtnI0ueM2u7duwVVTfQ6B9HZb731lrAKZ82aJSlk9DwXLVokBBNXeGnDLikpkRRfj8cjXCv0rEnJpXPH43Ekk0kpUwmwrPj33ntPCLSXXnpJbMwf//jHAVgWJ1nFtFkBhlB5/fXXxVjHjRtnYyO5Qkbv86yzzpJKK9C8POOMMwRbVFxcLGKI+AZNSiq5k5PJpBBykUhEPNdUKiVi6kaMGCHu//HHHxcbm8fjEYp8TU2NlBHM3wPNkZEjRzoq0jTX6N75mgEMY4Wn0gNy9hldK1fxTlJ6t2zZIti4cePGCUNABa9tRyBlauLEieK58w329NNPd9zYy8vLxbukMIeXX34Z2WxWKHa06Q4fPlywq7FYTMTEfO5znxPXUV2cPGZ14cKFYk3QGIqLi8X1nYqNvvzyy7jhhhsQjUaFLOKZijt27BAsWEVFhW2z27hxo1hHNMfj8bj0nufMmSPWCq1DOmcoFBLHkiFARsTiJAAAIABJREFUjLnP5xOuJb6501w++eSTpXml1gEDDJaRQjpCoZBQdDkr6fTeiouLRbiIpmli3CR/AVnWkAJH74fc6twTQfd1xRVXiFqKfD6TzKurqxNzkwyISCQi1ngymRSGO1e8aIzhcFjM0VQqJYzz9vZ2Mee6urrEMwiHwxJDRpg+fbrtedJ3L7zwguRq1DRNvHuKM6XkDhWNjY0iyYevXR4ms3XrVqF0cuOeIxKJCFKC9mWSvyNHjrTttxdffLHtHCUlJQgEAv1KMDqaOOIKmcl+rdc07UEA7wKw77bHGWhyp9NpQUWHQiGhkFGQbzQaFROCYm8Aa8FzgUibFWWG8Yr/5P4sLS0Vk7SsrAzxeFz8OxgMIplMCiuagsMBSIU8ucBW4976ShmuqqoSzANnwkgIkXCgzc6pZUxvb6/EHPH2Jffdd59gOlT3KQBccskl4jMFmCYSCSGAEomEUDA1TRMMGVdGNU1DU1MTSktLBQ1/8sknA4AQHrT5Ll++XBLutDmR4lFUVITKykpxHToPgcft0DhWrVolBM6ECRNcmYohQ4ags7NTCBWaW4AhUMmNu3//fokxpTGGw2HpeMKSJUtsCmUgEBBMAwlg1d1GvznnnHMk1obGd95550nuWp6txJ8hCeYLLrjA8d75O+YB4k74+te/bvuONiC14wQgz0d6NrzQ6cc//nHh2lJjqTgoHpA2r8rKSjHneTwWV+hTqZRQpkaNGiWe1eTJkyVGgOYSPSefz4cTTzwRgJyYwgsh91WENhgMiszFnp4ewZDRNflaJHc+ufcBSxZVVVWJ98iVYqppWFZWJhlkxHi2tLSIdU+B+7W1tSgpKUE2m0UqlRKKCrkanZhAms9er1dko3784x8X8ZWE5uZmidUmpeiKK64Qx/BYQO5250VT3Rgyp2B/fg56b42NjfD5fELh48oez0qmdVJUVCTe/YMPPiiSP0iZ42w14ctf/rIwbNva2lBRUYFwOAyPxwOv1yvFB9bX10t7Ft3f5MmTxfpTG3fTXkZj0DTNsf8q3U9jY6NwXROjSXGHNHe58q6y2MXFxYjFYsKQnT17NiZMmAC/32871i0ukbPxpMwTy7p9+3Zs375dkoderxder1daT4Dxfg+3Bd2RwtFiyMYCuFvX9UkAtgN43nQ/8jTBJsVluYj9zen4QQOf3CTUuELGXyYVqqPNhadp83o548ePl65BE4mDC/mhQ4fiwIEDYkEQQ0bCrL6+XriXCKQcEsNFFj0dN3nyZHg8HpsyVV1djeLiYiHsSOEELOFL7BMpiKSokQVJgpnH0YXDYZGIwEFWG88scsr8mzBhghCOaoYYZ2ZKSkqEJUdlIQg0blLIyBXh9/slwUwCi4Ty8OHD4ff7hXJKGZMjRoyQYoLU+CDCokWLxLtTs77a29uRSCSEIJsyZYpjPNLs2bMlxYs2U5/PJ77nCqnH48HZZ5/tOB7AUihSqZRUSJeXA9A0DSUlJWhubhbxUplMRryfF154QQi4c889F4FAwFZmgTYrQFbI1IQFDopJIahJJvPmzRPzksby2c9+Vhgm3AWpupkAY87RvHMrHrxkyRLBzNB8IBdqVVWVrQQDV5YpW2zcuHHQNE0YUNQlA7A2FLLOly1bJlhISiCgIsv5gjam5557Dp2dnchkMoJtoc327LPP7jNmxuv1innuxBZ2dHTY5BcAUW4BsFx248ePF++ex8vyzifBYFAqR6BpGoqLiyU2cPjw4QgGg9L8qaysFMfs27dPYrdIDqlZ5Y2NjWhoaJD6EdOYW1tbbYlJgHsBbnLdkhJNY+blVjRNE0aa23ek2JDsINnJXdTl5eVC2c5kMti9e7eQl7QP0XWnTJki7VnkjquqqhJGsZqx7/V60dXVJRR+1eAEgJkzZ4rz8BIZZ511FgDLpewEWj+0jouKiqDruvAgnHDCCVi3bh1SqZStFA09D/U90Bjefvttsd55LB5ghcWQq7WyslIogeRB6IuYGGgcLYVsu67rPBWKXJBz2Xeqy/KlHMcLaJr2FU3TVmmatmog+lXRxpHJZIQg8Xg8ji5L1argMQSEZcuWSYwW4Nz38bzzzoOmaQgEAojFYtB1XcRHkIAnjB07VqLTAWsBqXQ6LUoqCKpm1aguLU3TRLwLgdg+mvDEypFrR7VqTjrpJADO/d1o06dnSYtHRWlpqWDmaKMk64wH9Xd1dQlhqr4PYi5JISOcf/754h28+OKLYoHT+6b74QHCAGybhFv/zrKyMvEbEpAkGGjDJCZw+/btEhNI4AkGqVRKbHrV1dXie3UDcqqnRM+GamDxzZkzJoSuri4pLm3YsGHiPsvLy8VG0NzcLJQP1cVAm7IaE/Zv//Zvtutdf/31CIfDiEajuP766x1rZq1cuVKwNPROmpubhTuLMq5qamocSwhommYzRBYtWoRLL71U/HvJkiVC2SNmnNYBD14npZ1v4BTvQ5uoWhdq3rx54ty8jpla/oTW1wUXXCB9f/XVV0v/JqOLmC9aHy0tLeLZk5uro6PD0R3FocaHRiIRnH766eLfTm7ihQsX2hI0li5dKoxTng1O82fs2LGoqKiw9dEtLi6WEjt8Ph8ikYhtrdEzJ4OC1hIZuGotOpJtdPxFF10kNuSdO3cKlrC4uNiW5KOCxkJGHpV2URlXp1Ic3OCksZxxxhkArLlFyvX5558PwJJFH3zwAdLptDCwE4kE3n33XVE7Utd1R8acn4NA7ul169ZJCrCTwk5z+sCBA1KsMz0nMnCcQB4Eeqe0dkmG1dXV2RRX2gdInqgFtkn54so1jYFiOin+kealpmli76Lfk2vzjTfewP333z+o1fuPlkJ2VIt66Lp+n67rs3Rdn+UWOHgk4WRtAHKqsKoMEUgZopgJwNgk82lLQuf0+/22rBteOgEwJprKOJDQU7OweMYdYCkGxPpkMhlbmQSqO0Wg8fP7onsD7H5/isdwQyAQENYpLUwnloy+U1tsBAIBeDwesTmTwFCzcQiqQsb7yHHBQoJDdcGSEOLxJWqqvNM9appma1FCMXSkTJ1zzjlCoKoWJ7077n7jTCopDvR77jKhd6UqjUOHDsXSpUsB9F0DjsCFulONIf7uiTFWlQKaP5wZvuyyyxCNRqXx8c/c1TB37lzb89Y0zdZKhVxjHKSU87ACwGAFamtrce211+L6668HAJvLl1g5r9crmC0KN/D5fNA0Dclk0vbeAoGAxJCffvrpNhlQWlpqq6hP85s2fUIwGEQ0GsVFF12E0047TShLpEiRYj116lTbOuKMNwDbRgjYn81FF10kKYsTJkwQc4agaZpNAaLnAVguu3POOUf8fefOnVI26XXXXQfAWHdqz1SnbgOkbBPTQu/CyeMAwGZENzQ0iPgnroT6fD6xpogxJvmosuA0R4uLi6X1QNl+3PhWXa4cNNdUY5tkE41HLUZLvyHU19dLpYQ4VIWMYpd5yAxgb0kE5O5hy1lTGo8ax3XNNdcAsMcgBwIB29jouZHRS8TBF7/4RQD2MJmioiIhH9WYuDPPPBOAXEOT5C4pxE888QR27Njh6KodKBTKXuQBUsjUzcrn8wmrwqlfIWBtRFyhGjNmTJ/uGsBilADnonW7d+/Ouyo7pR+roEVD1gu5YJx6gKmbOLFvauDmV7/6VXFuWhCzZ8+Wfs+zd4j9IGEDWJuKk6uJjqPGvTylORAICMFMgogLcb7JhEIhR8u1vLzcscYOMWSk3NL9bNy40dapwA2apkkKElm+qjVaWVkp5hxZdqToqrXSiDFUaff//M//BCC7Bel9qO4IXliWQJsPIM9FJ0ZLRUdHh1AMyaWuVvin+DH+fnIZVzTnaExOCjBlrxGcAovJZc+vzePZSLEC7EYB/Wb79u3COKO1T4yNk4srGAzaAo9Vwe/ErnJmOhqN4pprrhGbGmAoFHzDV8dLyUcctPFRIevLL79cKAqkiKoMGY97Agzmjc8LgloKB4BUhgKQn7sqB+mZOLEtTs/VTYHl8aqApYT6/X7H2m+hUMgWV6Wyb/Tc3IxpldVzMoq4kXruuedKv6f3HwgEHJudq+/2S1/6EgBDQVQVHJIHPCOVX4NADJmqDHElk6B6SVTwd0nzR33W9H6d1q6b8RwKhaS9lwwIlQT51re+JT6rtQqd+vzS752S1gYLg6mQqTFklw/iWPoETW5ijciS4UoEx/XXX4+ZM2fa3AwE+t21114Ln89nq5sCwGZ9EkgYk2UDyPWYaMP89re/Lb7jlgTfUNUSHHwTJvAAWQ5asNwd9JnPfEZ85sJDrSc0c+ZMLFq0SBoLt5JJODgV9lQVD+4C5e4Moru5AKTijYB73Rm3qtKhUCjvPpF9gV+XLG11LBRQy++V3jc9V1ImiRmhzFE+XhUkyFS2BbDP5U9/+tPiM2em+EbNmQLaHNygjof+TULcKSapP+cjqBsObQBklPAMQr7pqwqIG5ysZ86G+f1+xwBkrhQ5uVD5GiYGALArlDwBIx/MnDnT9kycFL9vfOMbEjupsmY8cw+wlAlS7inpwiljWr1fzkZzJZs/A27Akgzi56bMU1VJoRhVVWkidlh1HROc5hM9Z0rQoPtYsMCqxMRlN3fj8mfMwwC43Oa48sorxWcnhZGPh0DPIxKJCGOQ5pmqhH/hC18Qn/l7pPXH2VuOyy67THx2kpk8xpHHpZFc4mwksVSArOiRIsbfJTeeg8GglGxA+0Nf/Vnd3Mzf/OY3UV9fjyuvvFI8h3yakA8UjrhCpuv6Nl3XT2D/btR1/YDDMWElhuxOt+MHG/TiyE1ElDtfIMR2AMak+cQnPiFtfGqQMp332muvtS0eJxcCwSnQlMeDTJgwAdFoVBIwFMcCyBsP/zxs2DDH4Ea+cC6/3K4zc6uIb9B8cfHYE8LJJ58sjYvALVt+bbfee6orlUDPhI+JK3hcuPCyApyqv/baa8VnJ/cpvw4gx2vxjZsLNf6u6Xm7CRZ+LLkUVEaBPyM+RifFgRhQp/nVV2Art5759fhnp40YsGIo+1IiotGoqH/XF8aNG4eJEyfioosusv2N6gkBhjEyZswYfOMb3xDfffSjH8VZZ50lKZqAcd9cSXPCd7/73T7/zseTyWQcq37zOE3+npYuXYqmpiYpJb+xsRGnnnoqPv/5z+dk0p1AQdbcKOsv3Nw2V1xxBa6++moxrkWLFiEajUqlKgi03tS1w5UV/jdeyJobPzTPeJkSkl38epFIRJxbVR5ofjq1WwJkhexrX/ua4zFODBk/H9/Yuezg8kXN8COW0o3J53CTQeFwWBhoJIPU++QJKE6eFTeWKBwO48orr5TWAJfFfN/j64jkOCcWuKzk90IML5/r3K3Nj6WanrnAGTiu7JaWluLiiy+WnrcqEwYTx056wTEMWvSkBBHVyV1eTjXGOChIuS9cffXVWL58eU5qGJArQefqe8aFlhsroGZoOqGiogJXXXWVq2Dgi4Afk2vD4+DuVU3Tcj4zp7HMmTNHCFg3AcVZOy4keQo+f278OnwB8xTtCy+8UHxuaGgQMRdcAXJybfPNg8fk+f1+wWK6MUJcyQyFQo7Fdc8880ysXbtWzBO3xAM3cMWLC023yvEcxPDwa/aH4eHQNE1iOQFD2HZ0dEjzOhQKObq7VdcZYDAcuZ6H1+uV3ISAwTRT8DafW5x15psKBx+rk9sPkFmY/mLatGmO93ok4FR/0A08fu9Tn/oUHn30UZthyucCV1y++93v4he/+IX0DPm1nVxeaskbwoUXXij+zZkTPkf4+iLFT2XoSV56vV5ccskltr+fcsopoi0WXyecRVJ7BzuB7yU8zozLI26AqK5k9dh8wEu4UGKI0/kJTkbKueeeK3WsAQwlbOrUqY7u+draWowcOdJR+VflGsHt+amhFLx3bl9MGmDI9osvvhhtbW22+MqBRiGGLA+oGwgJYE69H+omwxEMBnHaaafZrGKieingFZAnZj6JDV//+tdxwQUX2Cb/GWecYds4uNWjgmrfcDQ3N9uCaPkiykcBIEXMrWwEhyow1O8pW4muHY1GbW7hfILXOfhGy91IXJnjmwRn2pxYDq7U8bnDlfF8W9AQ3DKOp0+f7vpO+cZN6fuqFa9pGq6++mrJ0uwLPLaDC8PLL78cS5cutWUIHg4ikUje7kYn5Kucqq5Crhy4XZ/PE65oD0bQMMWGOZWdyQXu7uoPeBLA1KlTEY1GbcwVD1XgiojH48Ell1wiGTP8XeXzDC+//HKceeaZ0nl5shL3YDixRn1do66uznYvc+fORUlJieRyVsedD5xKSqjgSj0fB8k5biSo5Vko1orLRB7Ur1YAcALV9OLw+/2C8eNwe46XXnopPvrRj0rfkezgz4yXlVLZ/WuvvRaXXXaZzdtCc9Ztr1BRX18/6MoYUGDI8oIbI6QGQh4tTJ8+3Zam/qUvfUk0gM4H5eXljsGoahA0YC3gvmpYcajBqUD/W1EsXboU48aNyyv7dP78+Zg+fbpNIC5YsCBvZuG8887Dj370I1vs0vXXX48bbrjB9ly48s0FzKRJk2yBs4ARRFxeXm7brC+//HI8++yzju5aQJ5r+TZPJvQnXfu8887D9u3bJYF1yimnuLKzTmvguuuuw/PPP29zG1944YX4wQ9+YLvHiooKV0boeINbVrUbTjvtNGzcuNHRfT8QyIdtVnHdddchkUjkZBhU9Oc6TU1NIpg+H8VlxowZtvigq6++GrfccouUmAEY803dwKurq0WcKL+e2u9QhVtML4emaRJzxdGfZ8KVLXXdhUIhmwHOi9w6xZCpMrGoqMg2Hi6n+qtAHknwsjOEvuafz+dzJCSc7vF4QEEhywN8UXArefTo0fja176WlxJxpHE0F43X6z3syaxmOeVCOBzO27VJaeqHg5KSEnz3u991LBXidO81NTX4j//4D0fq3e1ZubWEcnJlfeQjH8HWrVsd36t6fF1dHVpaWmyWeH8wfvz4fgfSq/B4PI4FJEOh0HEpDPsDYgNULF68GC+++KIUN0jHU+br8QKPx9NvZay/UMuK5AJ1TuCgEiD5YNmyZdiwYYPN3UjZsU7xiUD/wi4OF5qm4aSTTnJklpziAufOnYu1a9dKbBP/bT6y2Ov14tJLL+2XS3qgcN555+Hmm28eVEVxoKAdicyxwcSsWbN0tUbXkUY6nRYVtr/5zW8OGDOWC7FYTKqXc6xhx44drskCBeTGa6+9hqeffhrXX3+9TRjpum77bv/+/bjrrrtwxRVXHJOC9V8FTu+mAHfs2LEDw4cPP6QEhkNBOp2G1+uV3lFXVxe2bdtmyzTftWsXnnrqKcc+iMc6nnzySaxcufJDbxwdj9A07Q1d12fZvi8oZPmBJvV11103qIXjCiiggAIKKKCA4xduCllBs+gnCspYAQUUUEABBRRwpFHwJeWJAu1bQAEFFFBAAQUcLRTongIKKKCAAgoooIBBRkEhK6CAAgoooIACChhkFBSyAgoooIAPEfTs8Z2oVUAB/6ooKGQFFPAhRaYnhXSbvdF1AR9epDt6seual9Gz2t6iq4ACCji2UVDICijgQ4qWm17DntteH+xhFDCA2H+30eO2/Y8bBnkkBRRQQH9RUMgKGBDs/PZL2PntlwZ7GP+S0FOZ3AcVMOjQs/phr5NMR2/ugwoo4BhE+182onfLwcEexqCioJAVMKDI9PSvP+PhIN2ewM5vvwQ98+GOqdF1HZnupO07QjZRUMiOBxwP7uV0m7Gmenf0r1ftQCP+XiuysYGTNQAQe2c/Mp0FhfhQkE2k0bNyD/bf985gD2VQUVDI+oGd334JLbesGOxhHHfgykF8zb4Bu+6eWw133a7vvDxg1xwM7LrmZbR8bwXi69rEd9lY2vqcSDv97Igi25tBsqXnqF/neESypQf5dEQ5HpotkQucXKOHimw8bTMijhQO/Po9tP5mLXbf+NpROb8Tsr0ZtD28Di03rxywax5LyHQmoaeyh/z7zn9sP4KjOX5RUMjyBLl9Mh1HR4h8mKH3WgxN+jCfX9eLOxFf23q4Q/pwwdzre7d0iK+SjMHIHDz6Vnvrw+9j3x2r0fHU1qN+rWMRvTs6sfPbLyHbKyu/B5/YjH13rMauq3MbBVm2TrJx6zzpgwnp3eaLfLItkzu70HLb6wPu1t59w6to+d6Ko8KYJ5hhMlDItLuzm3pGz/v5pvb2oPuVXUdqWEcUelZHYpPdpZjp6EXLzSuw67uvHPK5u1/ZfThD+9CgoJDlidTeGPtcYAL6g56Ve8TnYFPZYZ2r48mtaH1w7eEO6agg05NC7J0Dg3Z9X0VQfPaWWA3nu17cKT7rGR3J3d2236b2xQ5L0e3d0G5c64WdOY50R6YriZ3ffgmdz+RnLSc2tuPgE5ul78ilFnt7/yGP41Aggun/vFH6vnebs2uP4sUSm9rFd1wJS37QJT7v+cHr2H/f2/1mOrNM2el5fQ8OPrnFdsy+n61Bpi2Bjn4yFP+fve8OsKOq/v/cef1t3+xuNrvpIbSEUJNABEGRH5YgYouKIIoo9l7ABiKIYhCRqFQRFKUpHQSEYAIBkkASUgghfUu2t9fb/P6YOXfOnbL7NmwKft/nn7zMvjdv3sy9537OOZ9zbqCpbFTv90L7FfsuihU+ctw+O7cdfLxxIpyPZ9H6o+Vo/ckLjs/s+e1qxFaoRKTjt6+g/+Ft0HNqtCn5ei8Gl+4e8Tr0go7+x7Yjtw+0hINP7kD3La8p9hwA2n85dlFBjdmtsUSuN7Vf5TJ7ixIhKxKZnZZhja8ulZSPBtyr0jPFeYqprf2G/ouFwbk+w744kRh6f6TnvNB+xYvo/dsmZTHdn1CiKj2Wxx6dUy9fd920Dp3Xv4r0TpUodFy7Gj13bER2j+ps5GMGSRp4Yse+uWiGIXPBGXx6V1Hv7751PWLPtynRB0qp9d71+thfYBHI2O5raEql6/vSWwwi1n3LeuvYdhbhdBlDfQ+8Oapr4XOt7/4tiP3XO/Iy3N/cYB8nY4X0rsFRpb6GLYIoIk08Vhh6xiJLOrNBnHByolZI5pDrSKD/Qcuh4CQstVmN8vXcvgGDT+yAnh/+3qS39iP23xbsGUOSRKAoVt8/t4zwzuGh53VPrd1bSXt6IR/PYs+vVzrI/+DS3YZt+/eOMf/OvUWJkBWJ/oct7zI4seIAXsnBg3wsU5Q2JnxojXytZ4qbcN03G+LOtp+vkMf6/mUtSLnupHyd2mJFGWIvtsvX/rpIUd811nCLQO0PFIYsD1D4LUUSF/UTYej6o7sGKPaC6rEnVhuav6ERvPPQ9LcW+QSA5Pq9iy6+lajcaJHeMTAs8bdLGuz3k9D95w2OY77ygPW6yoh28u8pDA6f7rdHVez/9zrmeq6CjkzLkOf8Ds+sUf4fX7kH8ZVq5ETXdQw914KCzQnzqgTNdibQ9Ye1rqkvXdcRf6VDId+ZVvd5FjRJ8P50znw1VnTaq4gmtckiWW2Xr3D8nTsiPXducj3HSIUf3beuH/bvxaDnrxtdSa4XWSqb22i9p4g0eeuPlqP9qpddiy70VK6oc4ym+bFCihmhHTSdzKFndx80leglQrYXyI9gGP8voOfOjWj/xUtFRSJ45KbYCJmE3xqiEZaC4FE35XmwBYdrcvY1+MLV/6/RRTJG8x1dt76GHNOEcWE0j1ooeqQRqs04gbST2GI1YbyIYG8xGn0mN8g8zSEC+9akdf1pHQCg7TLngjoSRiRDbI3Rc8bz41IJaMPL/umZhw6pNs5hLqCcEKXesJyX4Zyp1kuXo/OGNei8YY08xscaH1+6rqPv/i2OdO3gEzsw8Ph2tP1UTdclN7lrvHJdlpOV7Uoofxt6djf67nlDSf0NPeMeSSWnI7N9/1WC5vusOZnc5J76T28dvqUDd3q0qN/1PYP/8Y4eF+McF4PkeuP67fbTPy7s+n5OxHmUFwCSG3s8U4VDHlFZvQgi3XrpclfSWEhkkR/ytiOFmPu15PaDzrYYlAjZaCFwUJU2Z9rj6Lr1tf2eqktuMCZtsgjNVI4Z19ESMj3p8bvYgpxlhIKMg67rKCStyUfGSs/mMVSkaLaQyaPlh8uKCtHvLSFJvNrpShxbfrgM7VepFb3xl/cgvaUfe6620hHca+XCb05S+XsCjVHHd3GDOlJKxAt5Rvr2x9Y98VVsEWC/W4R8++w77SSBwOdeYIK3tirXYxAOrzYsvLt+IZk3/7XOHZw0fGSeFjKtzIi0EQHkWjK+0BcTrc6yKFSaSw844fdY5Lwil16SD66nGnhE1bsNPunUuJENArzJyFhHPnTd6hXnNc4DHpF5r+dnHw9aWQAhFoHkmmXh816ysy3ekfn4qj1o+8Xo9HpZW6RfRI1xNZx+UGPzL7m+Gz13bFQiVJws5XrN+WB7diM50sM5Nm0/fxHtV6p2U2OR5/QudznJvkiV7g1KhGyU0MqD0JP7PvIy+PROh87HDZ2/ewXpLf2KcLuQNohE7OX2YT659xjtgptcZ5I2UVzUihYuO7inxb1NXqETOcrQS+nZApBjmg1z0Wj9yQsYeHibI5XU+tPnHUaWPHu7iLX/4a2OXkx70/MotbkXvXdvRsfvXlGOUyTCHol1i7x5pTAoHK9F/YoBy8ecxMlfa3m+g//2Fnd7GUJd141F3wzgvFXj5qsOKf8vuKQxFJ0ZCxxxcjDWi7ESwWMpYS7cz9paf3CCSItpfsgjZUcLqk9IcsXTe/y+FhJZSzdpziny8mksyggZmzeJNZb43CtF7EVuUptZAYJHBLaY4oCsTR9H38elIKMl1vRb7c98rKPkGbag9z9ozcfglEp5zfYUrbwWj+O6rTLXVx1SokQdv7Xsw3AyjJyt0pM/x777tqAQyyK9Y/hqXT7P7ESRnttwzmf8JctW9vzVmXblzh+ldnl0EbAidIBh3+x6xdHaWsVh8HA49f2YTRkOJUJWJMKH1yLQXA4tqHlOrLEcYZ8UAAAgAElEQVRCIZHF4NO7PHU+buCiUhrA/f/cN6mzBPNwI3Pqiv6cCPiK8so5yQhOtUTRRDIAIHxYreNzWkVQTiz7pOXpEADof0itzqPr6r3LXbtBXmquNyUJIO/F5BUlAAxtTMsPl6H3PnU7G9IR5W2kil/riOTXNLr+hqiMjACWpksEfdZiVdBVwkJGX1jkQgS9F8K8x2/UM3kgr8NXYxC7t2rclEKOWAZtl61A66Vq2wiupyKv3H6v8vGxjRrLhVMAoenV8njP7U49GGBEG/V0XkbNyG7Y74+DwOZ1Kern2tUEi6D1MKkAkTZhpvfp2dN5eQSRR6u9yHzWQ5uVYD0E+aLMU5Wx/7pHxTiZr3rfVABAxWmTlOvk4LrTYkBjuWCzL9xxy/Uk33JBFv8dvkrLcdCzeelI6GlzvpmEhkgUb8fBnQ675kwL+zx1aMNlGLgG0bgm532llLsXOHkv8BQ11zImvJ0ef0PU9TjdNx7ppMpsh6aQzeM9v16JjuteUSL3PI3PnfTBZ6010Ctt7BWd3p/yluFQImRFopDKQQv5jAVuHxOy1Nbieg55hunH8Pr0gu4goMrAX1e8EFsEtaKuTZn8HilLN2OjRfwyTVmwLcakbRhJ6M+9M474KsOQe+0N6UVWAKOCEQASq4pbDLputIymV/8p6nfV+4/NAIBcZ0IxpvQ54desHnpEYnzCPIdKEPz1EYRmWkTDfo95CiO9Y0A2oqV7LYXoNo8/sbbLkVLP9STR8sNlrgJvbszdxpeyKNaE5Bgp2BqNeo2dvQUZf19tWCFV4VmGtjF8WA38Ddb4ou+XRNW8B0T+QybpcJMb0PMrP2mCdT5Ggnj6cNCsEqPnpYX9yv8HHrN0gJxIBsZb6Ws+LzwXJ9PchGZUGeJrc3HjUaOKdxkky072+HMupPOAALQKM7Vq2gTeO49rpeytIdxA9zpj20GAt3/Zc80q9N37hlIENFrwqLUWtpyXbFscOZMoEHGncVw2zxC9C6aHzfenoZUZz8n+/EXI72onRUhde6j3HUXq5fgwv4YKn0aT0ei9Z7N1jey38iyBninIOZg3C4nIboiQ5vgsYP1GV/tr2qOq908z/lvlbH3R+iOr0CO1xRr73D7SPDC+0P03k1Nhb11VjG5tf6BEyIqEns5DECEzDV1m9xB6//H6mIkpCcrAGg4eKSReaWP3CEabbuxcsgZtP30BPXdulOeyR3Ts5/fSs4mQzzW62PLDZUqPpN6/vS7fz8PZgUkVxsT3Cdd0lBbxS8+SvDgSONO/vDqTnpu9l5U8HzPm9lSUHRkzFRCaUeUpfuWwa7W80nzJ14wUkz1daJEQk4SZRs1+XhHU5Ll7/2ZG/8znSJ8tJHMQAQ1aRF0I7GSJBPPZzgS6/rQOPbdvMJ63SVQyJukl402p3d6/v+6ISO65ZhUAq4cR/316pmA9G/Y5Ssnwgg4tGpAEh47TQqcnR59GltdQcDbzpIizrzKkEDIt4odWGYRWEVQiG7RA+kzikdltEFq5ONU4KykBINBcLsla4hVjAQlOrURwmnslq89c5OgeahG/8n9eBccXVirYEBE/fCxtnW1jY90n5LOIzCbiaUSn3eYgRUAGnlCLQTg5LiRzEGG/Fdk0nx9PTfF5P9Lc4+en+x8+zLh/ZO+4HXwrlYhc2yZTbjYROUXp6PmLgAYR0GQlpqXtM4mbLRomApbjyu2l4dBa84Qi9PRvYq1hK6reN828EOM3995tkSyOzO4htPxwmUJO0ozs8CIOIrFEvOi30XvKjh9v/BYzOlhgTh5gRbXcMirSkSDto0f6mcB1al5FPFSlSs+fosb+amOc05iKHlOvXO+BRomQFYlsexy5rqQS5elcsgaJNV3ousmKaOgFHfl41uGdJzf2INutps1IA9J3/xaF1LmRhqHndis6McC77JuDe5edN65D66XLlS12RgKlL5IbejybbXJj13PHRrRdtsKRMgxOq4TmkrKkRd+tD5KezqsEoTcFrSxgGiyvCJlpmM1/h0t90Lndqr4yrTEUmKFNu3So5qA0pq8mrBhRO1mn/+dsY4EWR7tegiJzdnJk//1VZ04F4Ex/iIDlQBAppYaZtJFvIZWDiPjN6K91XtoKqfL/TTG+0zwPRfwAY5saihyVn9wMwPKCubaPiIUX7JVYbpGz2DJjjCTNcahVBJT52HePkRKmhY7GAAmx264sbtuzQiKL1kuNZp5uUTZfZVB5xoVkziBlYb9ShGKPkGU7E+ZvM8aVr5oiZ3nzfSFEj22AxiIhRHa1kHdkniI1cmGLqBGyfDwLvxkN4/eVSI9/XFiJEAhzVQjNqDLIu0kgKHosgppyfjek3jDGFn0vj+7pqTw0c7wB1jwMNJUjOLkCEEDkaKt3nr2NTCGVcwrBzXtI9ip8hDHGdVNHatdpFaNzHFrWipYfLlO+P8quizR4QyxjAE1Isk4ORCGVh54tIG1mPuheBEyRv/33iYCGgnl9XKAugu4OLYGiRTT/6J4k1zrtdnrXIDqXGBW0XKNG8FUFFVkAEbVAo5l+N+8nvcc/znQKaNyav1G2IDFtqZ4pyPFDkOO2XCVkbs10AXWbJT5u/Q0RBJrL1XObfw80lysONmUW6P12UnygUCJkRYAWz1x30tRBqQ8vs31QluC2Xroc7Ve8iLbLV2BoubGA6AUdPXdsRMdvVklDwglLfOUez3RWIW6Idwce34GBx7YrhmgkPQCgenQUwXCboIV0DrmepHJ+ezStz8PT4qks0km0/fxFxFd3SG8wfGiNI+QOqF2e7YLgAKtKokhMck2XQjL4fRQhnzSGcbMfGaUs3ATpqddNDYNLxC+5YfhUrJdnpoX90ksE1DYDgCXc7rTpA8kwdFynGsfI4UY0QqbLTO2JVzquEM8qz5ATFiLUlEIhopBY1YHCYAbp7QNKY1OKqAVMXYjbd0aOqJWkgYyvryzgeN9IoHQPpT3hovWgZ02edOV7pkBzWaQo9UGLQmy5QQwLQxlF+FxI51wXOF5Vy/tFBadWIjilElrYGse5niRSG3qQ60gYx7MFGaUkwhtsMp4tLWZ9ppZQPkvSP8Vz0KJ+ZRwTsnsSrtouEdDk76TPaOXmmGeifru+iMNfFVKIPDlsRCAoRRSYUAb4BERAJYBuoIWw/EQj5coJNxFYImQFlrIsJHKArtooe/VgesegoycbEWFyUmWhijnv07ZCAl7R6oWBRw3b2Xn9q/IYLwai5sukm6r9xGGKjaMKdJoP9Pyy7ca/NK/sTpjGZDFBRjA0ZvfcQNWPNIfsabiyeY2yjVD3be66R0J+IKMUgBBCZpSWbEHOJPW+qiDgt/TVJB+Q/erMli35/pTDmaTf6jOrOEej0ebjNteZdNjljDl2Upv7UBjKyJQlOY/lJzWZxWallOXbBrl+Y+KVzW80Rf3FVZERGeJ7CVJnZvs2NV5hebthpigBYHjqgFXKTgtxYGK5o/yeL9JuKcW2n63AnmtWKX2nkkVuP2MnHYS+e9+Q36WF/A4NmZ7XlWqqQENEMdycTJFxiR4/HiKooWCGs/lWRVwvRd6iNE65grM6x0uDp+sy6kfCY8d7PAyjCPmgZ/OSzPbYGoCS2JQ8sshRdcr12kFFDXTfyswFThpbTSB0aI00RIVYRhKk8gVNSiFF3lxAaCFwEHMPwSulHRzjRhjpGrqvpP3QcwXXND4J1e3tI/S8LqMN5CUXEjkHiaZnTdcfPrTGiOrZ5kjZCUb6ROqKWtk2RL+yNIBtP1uBtp++gMFn1d5OqTfVZ9F123qjUeqOQWR2Dio6Ukq9AoAIkybI+BtVrMoUjG2hCZLYP2X8Vj2TNyLA5vnVe8i24zGjDYHGMmhRvyRk9HwoRUq9zArJLLSIH5Gj613T6SLsVxZvioaUmfo1ckiFX0NoepUca3o2P6JOLzLLGN+8mERGFCnSlinIf3PdSYiQT+rLOGhsaCEfMi0qwZJ2xrSF9vSgfR5mWGWsXtARf3mP4oCmdzkr3B3RbvN5EqEKTq40HAQaj+b5ApMqEGgqkyln2taICHqgIap8H5cZ0Pyv/9LRiv20Ewg9W5DPjVJ69jScrzYM5ArQs3lUvmey8/eZ1ztshSsRK/M3EGnVyoLQQpqcixSBImJM98iu0dV1XWYBKHJmJ9sRM63o5lTTc6ft1jI7BhGZUydtll2fJu2k+Tnh11xtyIFCiZAVAep346+L7pWoP7HWStcQQ4+vVD008rx6bFV+9hQUCXQHntwhhZOUFpCGP5W3BqSJ7tss3UTKozEjYKQOpWEyBzMJdTkiR9cjMNHw3qS428XLoIEuQj6TMBnXmOtJovVHy5WJkNkdUwy8rBbLWIY/NK0K+Z4Ukqb3RqmwyDH1iiEjCBLeZgvot/U28mq0mW2JyesqP7nJ9T3yvZ0JRUOiBTVAdxqPcZ8+AoBFJsjQEsFK2Kq/Gr8/F4CV9iNxu2Zb9LWID/6akFXdpFtjK/VGn+FA2LQYROT946MKyQof4axcBawUiJ5SSYKvIoj8QMZIEWrCItDZgmsKgBpfdixerRzP7BqU2qaIKZDPD2UcAm0ijDSHtLCaZqV9UokYyUiFi6evVGfZWn1Uvlsd7+k3+tDzF2tBp++0R5BlqtBGXMNH1hqpLPM5+Bsi0CqCcuHT03kr+hcNQAsZizqN5fCscYgeOx7QjAWM0lj+ujC0aMBKzVKELBoAhPkcdB25ziSS63sgfEJGdfhinVjb5drsmnRBFAHP7B6CCPgYISuoO2PUOwXbMg1FQveCjszOQaTf7FdSlhRV9FWHEJpRbfwGG6o/OMN4IZxbS9E9SJm2ml8jx7jzjwSgVm+3Xrocff/colTyFlyamRLJsIOi8VqZX4mQ0Zj2VQSM32OOF9IiBidXyN9P87ziXZOMCGReh54vyIKJYHO5svb03q1WbPM9UeV9tc17Gp+FRE4SKUI+nkXOTKlrwxAyGcGGajuFT7gSG4oCDz2z2zUQUBjMyL5t/lrjX95jEGBpUvb5snmNxpwi54e1wdFCfvnemJml0sI+hGZWS1vGM1JayLuqdX+jRMiKAE0KX1XQMsYuEQDXrSB0XTH4NICowmnCpfMAGG01AGdVWb7fXUDP21zQXoVSu9CbhBZSOz1zsSZgNLeNr9yDnr87ixJaL12O1Jt9UlzPo21kCJNru2Q4Pbt7CPl4Fm0/c3YvJ8OvhU1CZhIVHlkgxJa3yrL58OG1lseULaDzD4bewT5ZaeLVfHgmhM9I3+i6bqTPfMIyzLmCJG9CGiZ30Xd8dYdMi/GFwW1LpPS2flkR5qsNO3QxBEq/0v0gYkYpgOC0SmWBJ8+Soqt0zaFp1rYwRv+vHJIbeqCx7/XXGZ+tPucQxYj7qkNGBMEnDDJasCIXFadNkn2g9KxVRVV5xhSjf5ZPGMSYtCGTKwwRezyLQiJrLEbsXrt1vqbfQJCLos8y7qRzgwC6bjK2z6r+8CHqPTdTaUS2yVuXxzXjuXulPvKxjGNfu/6HtsoFrBDPAj6BCT85Uf6d9+CSYnS22DdfdbLUcjl0fEIoguxcZxL+6pAVyUhZ95XuIye14ZnVRvVaAUoUUysPGrpJcxyTtkb4NTnX+Dik/RF50+Tqs6bLMWW3A6S5CU6rkhHj9JY+6zlnCvI8VQuny3Yt3BkRptNDCybPFtB5cr0pWa1X8e5JRnGJOa/5JtlWijdvERWT1NgzDlTRaHeMAmb6WJitXuy/OR/PoueuTej5y0bYwdNhkaPqHARUCxmETArazTnuKw8qQn1CsKkM8Avo2YKMVkfm1FsavUxBaleFX5PjArCcKkKcEWP+eWVHC7J7yZwMuFIBQCGelXO2/JRm+RldV4tbtIB6X/3jo3J9cNO4ESEPHznOdX/W9I4BQJgOe0ADBBA9psEYb8IYD7L4iGmz4y/vMdqDpHNK8UH9F45SUv4UfPDXRlzlRnTd/9NbJwkhyoUQNwohtgohVgshlgoh5pt/axRC/IP97TEhxKFCCE0Icb0QYr0Q4jUhxEohxLR9cX2jBVVihGfWmJMiL4W5vGsx7xlEaL1kueMYYHkaWlkAgYnljmao5D27pQO7bX2PFE87lQMKhi6NxNt2YwUA7Ve9jL77tyC5tsv1GrtvWY/ocQ0AgMhsqzKGohyBCWWoPMMQe1e+dyr6WLk0T/PRoiJC5kIzwvYx5FVWvmeyQjJCM6rN41MU4SZpj7SgT+qD9FTe0ELldcVTJuPd8KWjARiLLE+fUTVaIZE1qmqDmlxQACD+kmX0aLHKtMSkMQxNqbQIGYt6AM7oCf1OOn9m+6CrVx491ngGMbPrOY2b2PJWaXQiR9UpQmu65/5xYaUAIt+fRiGRMwhCyDBmpNtLbe6V6dRsd1IaPkoBkbGlcUrVxpmWIcRX7kFhKGstglkrPVx34WyM//bxAJxtP2gx4NE02bKByQKCk9QNugPN5UZqTwjZm8tRPSwEComca/WUW9VZ7IU2KSIeWt5q9FUrC8BXG0ZkTp2MEjdf+Q6FdIuIH2UnTTBIYNhqY2C/HhEw7h8RgMzuIQjTadLTeRmx06IBOU9kGi7st3RbbEGpev80k5A5Iw+0eFOBQ/U5h6BsvpnuzhZkJWVuIM2q2mzRZfY8KVrpqwpZ15IrWL3PZlTL/mLDZRB4HzQ6T34oI0m1rzKkFOfwTbJpfgw8sk2m+Cl6km2JqdpJD0JGpJl0grxABTCqmt1areR6kjJTMv5bx6GQziPXlXRGSRkZoIgToPYD5L9f2HRhwQllnhEubj8zu4cAvybTyryVBx8rfK0gMqzo50xnKPV6r+ynF5pWhUqzSEjPFJAw70fZ/EZG9szf2JGQchteeOKrDiF6XAOEENCifvgqgwqhJR0rCkaGhe6ZrzIEPa8b9kM3ovAU+S6k80q2yUi155UN2kPTq2WmRInmVwaR2tiD7B7nbhv26tUDiTEnZMJwPW4D0Atgpq7rxwP4LIA682//ArBU1/UZ5t8uATAewCIATQDm6Lp+FIBzAAxf2rafQMaB2l5AB+Jm9aJWFpALfeJVa7BQztoNQ/81N9z1CwifhmxLzDG5G756DAC18zGBNxjkEz3bncTQUqsSM2USsZ47LG9PlkQXARlR0oQkpaSDqD33CKWJqBXKBsrmjpedzHlUiUfIOBq+cZx8TV5loLHMIpqpvDSSwckVCDSWOTxEwKqo5AsCN8xEiqgiKLWpVxEMk2cYmTXOIDy2SUoC1uqzZyBopmv557XygBX1yBSQNSMG4SPHSWOUeK3bU3dD5ILE8YHGqINQcH0H9XoKNEQVIyzJFKX0mGGn7Vto4SBCW/WBaTJdqKdzsm8bRSI0MlrmGC1f0GT0PotlpbfNxd7U9Fb4hIwGArbxYN6T/oe2QgQ0lJ/SrBBaQqAxKttA6PkCsq0x+fyJKNEzJydEz+SRWNVhRY0iflmyb48WcyQ39Ti0dNm2OArxLLTyAIRPsyK36Tz0VE6SSEkmU9b9o8ioZi4SXCsqfEIKoakKzVcWMMZsXpfVe5ndQ9I5yVMrjdowtKAP6Z2DysIvYcoDZKVneVApCOEaS+u555X9AWX1ZionyXrFaRNZhCxvzamaELTIyKJsGhc1H5kpx7K/MoiUeX5fldFXTs8UlPNoUasIINedlBqzqKkXBFTtEZ/3PNXFbVbLD5c5G0Y/sBVuyPWnZeGAryYsm5rS/S0/daI8v5seyS1CBhgRJ/v9kjqnjJPAyRYhrTEgV0DItBUoWJ8lJ29oeau8zuCUShkd5BXtsmmxzXkkHWIhnkXfvUZ61D8uosxxx3Wbv13XdeRjGVlcIsJGCpEix/VfnCOji8lNPVLbapzDuE8kA9HKg/IeDzy+XT6f2k8dbqYac9b2febvpjXaToDpt9oruvdHb9FiMSaETAgxVQixWQhxB4AEgLkAfqzregEAdF3fruv6owDeBSCr6/qf6LO6rq/VdX0ZgAkA2tlnWnRd3/sOfmMISg8KTUhjTAtC1funW9oGE43fnysjOoQJP5ovXw88th25zoQjV88nRaDeueegGxq/d4I0yIlVe2QEq+ajMx3vrbvoKFSYhsMNlWdMwfjvHO/6N795PZYnE5QhZj2TlxGfxh/MNQhPzooEAIbBNjRkuuK5NF12khQ3A4bewldlvFcJsZvQgj5jIrLmhOTl0aJFBjh6bIMSIaN+S4KlyDTzOdZddJT8PmVDZwYybtFjG6x0LauQqnr/NCV6Ql3/AxPKZIok2xLz3GyXtF9EzLN7Ekht7JEp0dD0KnmeXFdSGiJqx2J8r7kACcPQiICR6tLzBYiQTzoP+f40Eq90yusPTamS1YAA5KbxdE+I2JEGyVcRlOcKTDT6ZgmfkKlNqm6jCAaBV6wRgcl1J6FnC8j1pFgaL2fMMb8GIYRVbWoaaiI2shmtSVRStmgwRXbqvzAHdZ+b7bjntZ84TPm/PVWV700h151EfigjNXJynA1lAB2MkJnHk3l032ykWyn1TEafCDBdCwmhSZ+kRf2yEo7GdWhalWy4OWgW3VBlMKVz7I6OjLIROY/4LcKUyEltTXBihUzP2x0FIp+FVF4u4tR2hr6zkGRjzbzG4fZUJAQmVjDSpEtH0l8dkmQgx+Zh/cVHK3aCovbB5goEJpTBXx+x5AsfP9S4d6aOjm9BJzx0o3WfP8pxrPqcQ1DzEcOO8iiMFvRJUXzejMqTvdZYr0WtIiD7bmlBHwrZgrLbAaA61ESYaXxRlTPZFCPyk1eetb03Xa2pVQXULdFqPjrTdS9Nqr7lzX19tWEp1eBR+whzLPVsHh2/UWUnpJ8z5r8uz03On3Q6KoKIHmNE/kO266d5QkUXvvIAQpMN0sk3iw9OroSw7WjQ9LMT5fcBzkht+LAawCccm7yP1E5kf2IsI2QzAfwBRqRrja7rbr9wNoDVLscB4B4AZwkh1gghFgshjvX6IiHEF4QQq4QQq7q6iqsEHCtIT9U0hL6o3yFA9deGlXJlwBiE1FgRMKIz9iaGfST2dGkAGT68VokkAUa0yFcRRPQ4w0sMsAU10FSOuotUIxO2kUS37wjUR1HzYSeZI2+WqptEwFgo7T3BNJtOiLQRWkUQMBcJniKlxYyQ3jog0xd0Lvv+a2SYZKRQWMcByBB7rj+tpF2Sa7ocLS6k0WMEkOvz3KCF/QhMdBo30goBMLfMMZ4HiaMJZMiowlJWhpnk0F4BRVEeeyUmeXxl8xql0c4PpqGn8kaKWBPS0BZSeVfPnaruRECzIpLMs6QKp1xXEsl13dJbLiSyhlE0NZVUMWdPwbiJswlUCUdIb+mTvyP2Yjt8VSGpb6IeXqTlCpLuyVyEvXZQoN8faIxKMkto+vkCpd8VR/k71GKO1KZemaam+0SbZydfN4XkLGVJoPFPKUQi17SoipBfeS6+ypAcs/K3TqqQkQnqTzXuM4Y4vfK9Ux3fCUAW0BDhFiGfHGfc8QtOqpALGN/bklJhFN0gRI4Yx6KxBdnk1dDtqRq62kUq2eX6z+CEMte0ohbxSzvW+SerNUygIaqMpfgKQyYgfEL2iCSHRov4jbno16DndEfBDN+NQh6b4bS55fMnSJJkj0JSy5jOGwxtKxUtGPqlnFGBOpSVkX2SupCWrmrhdOu4SQakXpQaMJtOBxX+pDb3oZDIIWUSCt+4MPxV6hzymVEpX2VQWQ/84yKOAIB/XFj+PqmtC/qMNKNJ0vPmWPE3RA1BvE8YxSWZgiwEIafGaEFTkL+DiA9pumiLLRG2xmI+lgU0K9ItzC4G/VR04BPK5uDy2qtDyLbFkdk+YESuA5rUTduj7FJ2ETKKJWicU1W49j+astyp6/rotpNn0HW9BcBhMFKYBQD/EUKc7vHem3RdP0HX9RPq690N6r4CLbiUThARv5IbHw7BqbZJb6ZGSLtE3j31C+MIHVKteIiAWmwAAHy7iGBT+cgd430CdRdaUQOKZtAABtTJBlgiSVrcRMCneH1EsMoXqAuaRqF8ZnypShOAch3yMyZBIu0GgaqQaPNaIpo0EaV4tKAbgnRNFRNzyG7qVSFlaxMArh6l/FuT+iyo0lVG9VI5SRj59i0clAam5096NurdUza/0fVzBL7Y0rXHX95jaDJSVlUqYP3+nG0j30BTuUwf0ILK+3AFXYgnYGg10jsHjahPZ4KlC9zF9BOvPkX5v6827CBI5ac0y+hloLEMmd1DMr1IkTDaYF3uZWo7R81HD3W9Xvt3BSZVQDMXHzfQgqmcw7zHNM6IJIYPNa6FpywJ4797AgBjPGTbY7KFBD1jpU2CCXpWFFHQygKSBNLcpGgmReV4/zjAIoCyD6Guy7GpCMA1Ic9NEgVfTQg1Zx8iz2+vGiV7lx/KIL6iXaby6NriLxvnt1du9t23Rfm/oMU9V4CvKiTTu3R+mhcOW2Lrc0fV2BT1o/lPZIdIUc3HjLHBU9bjLpiF5qtOdoyD5l+ebJzbbrM9roGi6iTqt29/JwIakNPl86e5z4X69Hvt6wm1cSFnklp4UKqPExaKShntd5zFFRy1n7JkJyR/kBow8/elXu8FhLVLgxBGMRBvhhsyx7KezSPfm8Kg6dDSc+FRQ8DUSfo0iLDP0BQWrOvWzEg89a8LTqpwOO1Sq0jzRre0tvR9gDUOZMGM+VtpPMjmwdkCcp0J6PmCayXo/sRYEjLK3WwAcLQQwq12dgMA95wYAF3X07quP67r+vcAXAXgQ2N4fXsN37iwjGbQokUQAc1zwR13wSzl/2UnjHd9Hw1oQuWZU8yTW8fIKI3/lhUlo9YINGB56S8/7jiX2RQvMrsO4Zk1qP/CHEOsbC6GlIoCIEPLXpu1iqAm0yYU6QMsLRgHEU5aXMd/1QqCupFaEj3nbClEe58cSitI42K+v5q8UL/Ps1eavN7qkOOYW68egmZ75mRo6Z7zVhj026K2509kiSItBbPSjIynXT9Iz562uaFIntvk3LEAACAASURBVBbxy89E5tQrUUAi69S6gBblsvmN0Mr8SL7WLXU0cqFlpE0acr+tzD2gKYXvsi1H0OdanGAHFVZwUM8qwJl6pAITAj0vmTY1F3NKEYWPqJUl7oqHbf6eLKv4Gv+d49H4g7nK+WmBbjQJFb8mMvh0n+VehT4jQkqkNzKnTpb05zqTyv6qdK/dmiWTYxScakQghV+zFhOzhYecA6YPRlvFyPOzFjOAEU0lwpR8TRWtU2SBxvC48y27pYUtgb2spjOvne83CVjRUCKqgWbVaXGD8JuaoYG0fCayYawZneEyC/+4sGN8BSZWWGleAOXvaJbnybDouj09BhiNl2mMN/18AQCDuFkOp2qXiKjZMwGVpxu2Qgv6gJwuBfIUaeXaNcCKZHH9Eo1TvsYEJ1UoGkwOGrO8x5s8h4eWjUel/TUh+Tvt843OE1/Rbrbx8d5yTzrOZo8xigpTFDG9bUBJY9P95tpgWhPoflAbEDeHiZ4voRDPKk4N2V6SAZDdFbbOAxGzzQ9JRDqufxVtlzk7BexPjLmoX9f1rQBWAbjcFPGTxuwDAJ4BEBJCfIHeL4SYI4Q4RQhxnBCiyTymAZgDYKfzG/YvCpm80ffKNGL2ieXlYQPGZPfVhmX0Rwv70XzVyfLvFCGyh5Ir3mkaIDYHaBAHxpeh7rOzjOZ3pE/xuz9GTlzIOwQMDyNydD1qzWOh6VVGJMmErzIErSyAqg9YBQDUlsMObpiIGAEeKYBTjN/lti1OrsfZ3kMENYVIUrWeHb5KazLz88tFLyAc3znus9aiEz2+OKKsXJs9/fWzk4zj5v0YcKm4teupaAGzp5YJ9shAYLwZwbRtPUIkkATRynVSNMeMpkWPNTxzLRJAIekU5XJw8l923Hg5nmgrpZDLtlQioMl7TR4yofkX7zDeE/K5OjFumwpXmAudPTXDFx7A1Low4pLrSkqCUVA2fncuLIH6KPw1YZmqrz2X6XBcNkO23yc+B0TYL1NkXMDPPXjlXKxNAqUJ6T7kB6wNqB1Vm+Y12MdU4yXz5N95MYfwaVJDRmj4ilE4xPsHiqAPgUaLAIiw32onYj5/aW/sFYbUoNpMWXpFl/i4EiG/Yws4mUKldB/bxBs+p63LtseUyDtFd0TIp1TVkb3kdkr53qAPE68+xSExoAKr8d853iJqPnX+y6r5qLrok5zEK4siApq8RqqG5+/lrSJ89vSkixNJdlwEfa5tfRRni8Yt+y1kcxxSEpesjTyPuTbxdhkAHHtTAk4pAEESMo9t8ZTvc1nveJNrO1mm52l35Mk+0fnsjv+BwL7qQ/Z5GJWTbwoh1gO4HUCnbqi5zwHwHrPtxQYAvwSwB0ADgIfN968DkANwwz66vqLhiM6wxdAtCmTHhO/PtbaPgBo61phhJ+NYcdpEhRy5IXxYLcZ96gjlGJ/EFGFTSAOrHBM+DeM+ebgnkQOApp+ciIpTLM/UvrgS+EbERIwAdSGrv3iO8b0h6/vsnbi5vo4WGSGEsn6Sp0iFC3bY96uT5/Fb95lSi/ze2DUmBLcwf/XZM1zeaT3L4dLXnBg0X7HA+qxHI0a+4TPpSAAgOtc9lSnCPkf3fTJCcl9JsnUCzgU1ol4HEUA6D3nctHDwfUIpupBtj8sxUXaSanyFX8PEq09B8+UL4AaKGlCVKQCUnzTB9b1UNKNEq9iibN8rlFD5bu+oZ9m8Rky8+hREj3JugAwAzVeYhNJGiJU5zRYynvbkz5Ijva1fRobos/TM8v1pSdrtVcXyO21DlIirFtAcVWb266aUPCd1eiavzA2+uEmNkyaUiNSEHxsFS1zjxdPo9sIJPq60sE/OC6lbs80HToC5losIfnCy2hZFnps7pKzIaTgpghuCEysw8epTlEIriv44vtNGBqgtkp3EE3JdSRkhk9E0D7vMJR7A8MGAQiyjCPUJ1edYPf3k59na4NUdQLH/PNvCSJh9jLppltMslSt7DrLPiqBvr9KGPJIt5Qz0PWZkVAvbxpVLK5kDjTEhZLqu79B1fTb7/6Cu6xeZrS1m67p+mq7rK82/tem6/nHzb7N0Xf+ArutbdF1/Qtf14833z9Z1/XO6rrt3Rd2P6H/IqK4hPZbmYRwoeuPlfXE0fn8uINSUZnBSBZouX4Cq9zonhF387AYlPdHoTBXYN10dLbzSsl7gxoI8OR6Kp8VXvj/oHs1zAzcOvMLV3q9KnpuRpPoLjWiUXQMyHPhOBXaD6/gum5GkxQoAfLXWc+T3ghtgIuaAzcCxylTqSWYHJwPUI85OEEnQ7OY9ey0agFpQQOmHECNOmstnR7pXgDUux3/TippwPRT/TbQAA9Z9Hu6aCbxIpeL0yYgcVYemn544zCdUNF+xAE2XnWRFXIf5Tm70lWIXdlx5JiwVRLocjaUjaf9Dr/Fq3yKNUGAVnfJ7PRbw4Qov+HXXX8zSzOZ4FEGflX5jxJSnyzhhKrMRbBH0SfIcMTU9dgfF67pp3lCTbcff2XkoUgUY9rH+C3OU8TRaKDpbFlEVPLLkE56pTwJ3HGQTWI/3jlSUpZyXtfPg0dny+RNQecYUJUPA4UUGq5h8IzLH0m3zrfyKmYvhWZbjTb8XgNUiI+hz3eXDLvcAbLaS6aWH3fqJ3hMYXWBlf6HUqX8EkHaFSILXoAs0RNF81clSmDkc/LVhTPzlKY5FzG6IKF1Bi2ux4BG5iVefgolXn6K0NNgb8IWRL2blw7TRIPirnalV+96d3OjaK1Tt4FoQ7mXZ0wjyOPteuW0Q67LdfOXJjs94fZ/bwuiWOpB/Y8SzfN4ENHz9WCVtDagEmnvvERap4WPArk2U18YWT1m1ZNc8mveZe5H1X5yj/A1wjvMI21aJUpaANb4I3DB67YTA0fCVYzDhknmuTgSgPjvh1xCaWa1EKTnp40SdF7SED2cRaiEw7twjhiUhjmsI+JTxz+ctVTkSeIPnCFt8+M4ZyhZVPF1kRhvcFhRlkWb3hJ+Xj0MuXB9pofRqBQGoOkbFKTOjKsGJI9sV7lBWn6VGmPmG6bJogkcZTQH3sOf32Did21P7bwxNrxo2QzAS1Cgi+x7+NTwrwXs2sufEI9/VrPJS/p0RWP5eDoq217voMgFntWvl6ZMROcxdgqKe1yCsdRfOVuyIV0TJi0jyFLiXLpdsd67DWhe4Y05OFWVbADViqNguj/FM/ScBNYAxGqK7rzGyC/t/HCQgpRA1D/s7vL1hDNveYMKPTkR6+4BnupDDVxWytFNvwdAUA76YpTa4i/0BZ2WdY29CG/wNkaIWSu5xewle+UIHF0OhBX2oOG0SwkfWKkSu+YoF6FyyFg1fs7wvf4M1ke1kt5DJexoi7sHJa/cgxoGmMoSmq4ZBCIHydzQh9UafQuyCTeVo/MFcpN7oQ/l8awzmmJhfCmeTbLN2ljbjQndXsbMtbce9SCr0cEP40BrZkoCL9L0gNOHQxoRmVns2b6UIp/w8G+s8ilf9oUPQfauxfytPpY817N68Itxn9oCPEX7N5Sc1yepAatps3/YMKM5h4YUJZXMbEV9pkKmajxzieG/TZSe5nsMrJQ+4Ozz2HeQmXDoP7Ve9rBwrZrEErDHJCW/ZfHcSolwDizJWsH1I3XSp+wLU3gZQe7nx9B9//pygct2k1MKy9/IoK793XN8rAj6HrR0Nxn/7ePTcsVEhO3QdbufleyFTYRmg6tN4P8vQjGqpkxsuzQqoW5Rx4io04bgWIZzHhoNb+wzAqrYE1MK0A4ESIRsBg88YlUT2kndg3zNroYmiv6Pxh3OR2tCzTweU2+D3VQU99Tp2cA/FTUjf+O0THMfqPj8b3besV6IyXikKjuafWzolr+urskU3AMO48fQZYET4qs6aLpuTcril6vbGOI7/+nGux+0RBXlNNWGFjAFwdB0H1FYrvPrS7bo57Kl3nqIZLoWudEv3iFiOhNCUymG76ReD8Mwa1H1udlERnLcCr71meeQWgLJFF/f8K97ZLAmZ0JxpWLv+CnAWzESPH49CLKMudqwqNnq0RaCbfr7AKBawibbrv3Q0Bp/aiXKb7s9XG3b07uOwt+jxVYaU9C6hmDnBnasJl85HIZl1XGfd52aj+7b1yhylNHzZvEZU/b+p8rg9Cj/mEDC292FRc178xB0XPt8ijACkNlrkRoIR9sQrHbL4ioPre98qAg1RRYM1GvDms7x6l9v6spOaEHu+zVEE1HTZSWi7bIXiSETm1MlijmICESOBE3T+DLgMhdup0WajxholQjYCyuY2Iv7SHqtyhxka2qblYIAQQtlzcn+h/qI5SG3pc0R33FB2/Hj0P2D0kbK3MfBC+JAaTPjRfCVVSOTYXoUIGBVc+aGsUhihe2xVNBpU2Eqt3y7wDN/XRxA9tgEVp6mG3Wvh1MosT344L9feM25vUH5yMwaf3iWbn474/ncYBt9OpMMuVaBjhcr3TsXgEzscu3QQ7ESq8vTJ1o4fXF9ZGULzL9U+WMpOEi4pcnv1otuCTVFKO7SgD5rLLiChKZWod+lWP/4bx6HtZy94VgK7fkf4rS8rvsqg5/Zoo42UeFX2vVU0X3myo2iX/3Z+/Tw6o2ze7bKVHB8L5acUNz/tqHzPZEcbpLFC0+UL0PazFxxNlesvnoO2y1ag4SvHKHYnUBdxvW4t7Hccr110OFrXGY3DR4qmDYfaTx6O3ns3KwQdMAhz6vVeVJ2pHvdVh5DvTw8rP9kfKBGyEWA0sGNl7UWG3/8vITxMewgOEdAQmFiObEtMEYSPBLeCAi/DFBhfhoAt+EaTzW07qf8lNF4yD3t++bJsRmrHhEutAgPh0xzakuEQcGn/4AaKaLptU1Qs3Az1cKg+a4ZnJHFfofK0Sag8bZLjeNNPT0S2M+EsWvFpRg8rl3ZOwy08bto6txSzHVXvm4qBx3eM+L6RoIXc02FNly9A183rMO684kizFyb8eD7af/HSWzqHF6rePw0Dj22XPcLGGl72PzS9yqGf5OSMP++Grx6D+Ivtjt5ahKoz9u7aoyeMx+DTu4xtpMYYXmNitPPWDcInMO6CWd5SlCIRPboeUZddOOo89LeNP5hrNRI/gBC6XQTwNsMJJ5ygr1q1auQ37iX67t+C5Ou9aGJ7Ueq6DhT2PiVTwv5FIZVDti1WVBSvBG9k2mKuW7CUMPagTb75AlfI5JHvSyltI7ww9NxuScje6iK5r1HI5I2mugd4MdzXSG3tR3BC2agKSt4K9LxeWqMOUgghVuu67vCcSxGyEaBnnaJtIQRwgNakdU8/gUhVFWbOdRflluCEFvaXyNgY4K1W6pZQPBq+cZwj1a4FfdCKIGMAUH7yRAw8vmPEFjIHA0bSM/6vYH9X85XI2NsPJUI2AgrZQtF7Ve4PPHWz0Sv3O3c/coCvpIQSSthXsO9bO1oI3+gq0EoooYQDj4OHaRyk0A8iQtbfsWfkN5VQQgkllFBCCW87HBxM4yCGkbI8OELqt3798wf6EkoooYQSSiihhH2AEiEbAXq24NjM+WBAPvfWWzmUUEIJJZRQQgkHBw4+pnGQQYv45T5bBxMyqeKasZZQQgkllFBCCQc/SqL+EcC3atm5bg0q6upR23Tgm4RmEnFEyitGfmMJJZRQQgkllHDQoxQhKxL5XBb3Xflj/PlbX9wv37fztTVYvGghBjrdhfzpRML1eAkllFBCCW9PPHTtVXjur7cd6Mv4P4Od69Ygl82O/Mb9hBIhKxIP/PqK/fp99/3ixwCAW77mLuSP97nsgVbC2w4DnR0Y6uke+Y3/49B1HasffQDx/r6R31xCCW8jDHZ3IVakvd7y0gtY9fA/9/EV/W9jsLsLmeTIAYvWzZtw35U/xu8+fc5+uKriUCJkRWL3xtcO9CUo6Nq140BfwkGFVx5/GJ07th3oy/CEXihg6Z23OgzFLV+7EDd9+QLXz3Tv3ol87uDx3vYleltbsPSOW/CnL563X7+3Y9ubB/W4KeHtj5u/8lncePH5I77v7bhrjl4o4LVnnzxorj0Vj+Hmr3wWv7/g4yO+t7d19364otGhRMiKRP4gCmsCQEWdc5+u/6vIplN49vYbcecPvn6gL8UT137yg1j9yL8UQ5GKx+Trba+uVN6/dfXL+Mt3v4Lrzj14vLd9iVwmPczfMo5jicGBoqMOw+Gvl3zzoB43+xq5TAaLFy3Ef27704G+lLc96F4uXrTQOsbWjaHe4SPhA50d8nU6ER/Ta7Nf11jh2k9+EE/+6Xpc+4mzlOP5XBbZYeb0vsKL9/+j6PdGKq09YfWCc5P3A4ESIdsLZFOpvfpcOhFXJp0XuLfReIj71ie59NgO9o5tb2LziuVjes79hadv+cOYnOeVxx/ClpUrxuRcHF7eIx8LG559WvnbA7/++Zhfx8GMv17yTdfjm55/Dr8778NYcf/fleN/vOhc3Hjx+Wh74/Ux+f6d69aMyXnebvjdeR8GAKz5t3Pnj8WfOAuLFy08aKIf+wK9ba1IDA6Mybme+MNvHce2vGjZ1N6WFuVv9rUgzRy0PVu3jMk1HShcd+45uP68j+z371396AOux//1659j43+fUY7xbEU2vXdr+lijRMiKxLiJk+Xrga6RSZUbbvjsItzytQtHfB8nW5mke3uL4SIKhOfv+RuevmXJiO8rFPL46yXfxCPXXT3iew9G7Fj7iutx8gqL9Tafvf0mPPSbK4v+3s0rlmHxooUj6hWyrEXJxCNmy9c71qyWr/2h0Ijfl8/lsPrRB/dJQUdicACFfF45pus67vj+17D+2afG/PuKxWPXXwMAeOGev7n+/Z7Lf7jX5+YRtvuu/PFen+d/FiYRSw4NKof7O/b8T5C0fC6HP3/ri/jjRecqx3OZzF5FdzavWOY4Fqmy9q8MRiPy9eJFC3HL1y7Eyw/eJ48lBvrl63BZcfvGFmML+LPikaCld9zsiJoVCvkDEtnalygU8ti2+mU8vuRa5ThfW5NDQ/v7slxRImRFIs4mS19b65ieOzE4gE3LnpULYjJmGUCvfmPP/PnGEc/74v1/x9qnHh+xiez6Z6wF9+1oaLkhI3DD8+oTI+/7aV90isEj1/0KALD0jluU47vWr0Ost0f+PxW3CGHFuDr5urqxSb6edszxrt9RN2mKfP33n3wXS++4GTd8dmR9RKyvF2ufenzE9wFGeuGPF52L337qbOV4b+tudO3cjn//6XdFnWesMJoI9FtpkNzf3iZfH3X6mXt1jt0bX3tb6DnzuSwWL1qoOAF28PvOnRj+mfYtm3Hr1z+PO7731X1zofsRPS27XI/f8LlFexXdqZ863XFMicK4jOtld90uX/M1ppg50LJxPW747Mfx5soXh33fK489JF/zAqLVjz7oOPbbT56N68/7yKjTm4fOf4frcTfbXCwGuzr3+rMcndvdNaJ8jG9avnRMvuutokTIikSKLdi9bS3DvBN49d+PYPGihYr307fHMv72Mts/XnQuHrthMf559WUAoKRhsozFByMRHPteNVfvBf59L/7z7mHfSxuWA8BgkdG/na+tOWgE5ws+fq7jGPfyvAwvx18v+ZZ8/frzz43q+zex9+u6jnuvuBQ3fukz8hiviE0zA82/Z8tLL7iem3vAHdveLPqabrz4fDx9yxLHb1/y+U9hyec+oRBWL53a7d/5sutxvVBAKhZTjnXu2DZmqZ9YX4/r8Z4WQ4Q7Vk7DjnVWZPW1//x7r85xz+WXHFTkRNd1V80dPeP7f/kzz8+2vrFJvv7zt78kX/PnuuzvfwFgFJy83dHNiDQfU6QXHm3F77jmSY5jGTZ/27dsNr6Lzb2KcZYWmJOXxNDIc+luMzr84G9+Mez7lt5xs3w92G2QnELBiobv2frGiN/V07rb0YaJ/443Xnre9XP/vPryEc/thrVPPYabv/o5vPSve/bq84B1fa8/v9T175yQjZ82Y6+/ZyxRImR7gb52K0KWGBzA07csURaoZ0yBLPd+bvvGF+RrHlHhhmDnulcBWFqCQDiCXNYyrrlMBoFw2HE9uq7j1m9cpCzwHUyD8CLT3wz1dOOR637lKWLs29MOwIg8bF6x3DW3/uI/78Z9v/gx/vJdayHSdd1VOJqKxbDtlZX2U+w1Hl9yreM71vz7UfmaCAw3hLVNE0c8Lyeirz0zusWZp5j7O9odf+fEletE3mR6tbrJU13fz4X/e4OVD90vX+9YsxqpoUGk4jEMdncN+7nhSM9t3/willz4CSV6e+cPvo4/XnSuEmlMDg1i8aKFDvI2EryMMBE1XmAz+13/T75OxWNYvGhh0SlWf9BKE8869XT5unPHNsWZ8sLBqLm85/JL8LvzPrxXGiSe+udORBlLu+3raCCNmXX/eWKffg+gOjhk57p2bpfHdm9YN6rzkf31BQLyGI8uL//HHQCA1tc3ymNDPdY85ITMK6qzN5h16nvk60LesPuJfuu7gpHoiOe43SToz9x+kzw21OvuOHGy3rFt5HGYz2Xxn9v+qBwjXTDds2LASSZgOb8UCQSg2CJuiw+WNG2JkBUB+4LS22pFyJ5Yci3WPvU4llz4iaLP17ndMgRu4nxKw0ydcyzy2Sx0XUchn0chn3fVK93x/a+hf087HjX1NsPhpi9fgM0rlnlGzQIhg/Dd+vWL8Mh1V+P68z/q8Kqfv/tOACoxHeiwPCdu6JZc+An861eXv2ViQSBhZsvG9fIYN2Q9LYYxaHl9gzxWTFrrhLM+LF/POu2MEd9fyOcBIQAAh510ijzOiTeBRyy4MeYQmjUVu3ZYi0I2lRz2+h++9pdYvGih9HwBNarWuX2rfL2VEWO+ELiBG9XqxgnydTI2JEnn6kcMAW3/HouE/uHzn3K8ts+N9UufxuJFC6UBtZO/XnNc2Y+HzIVjDzPyXEt514+/CwCuKda1Tz2uRDIBoKq+Qb7m9/jOH3wdy+66fURtINdceomCyUnZF1KAVCymnLdzxza0bDLmRSsb/16wawb5/eBIMvuX2ovUPmA8y4euvWrEKO/mFwwd1lM33TDs+8YCrzxupfJIYqAQsmFaHWVSSSX6zKOI+WzWdc4e/o5TAVjj2w4+VyvHsIo+FLUIF837V594WB4j0lOMnWw69Aj5+gmmyaoa3yhf/+W7X5GvT/nUBSOe87pzz8Gafz+K+678ievf7UTLC6QJi1RUAnCfk9vXWun3dDwOzWdsVrS3hXpjjRIhKwL2FGVvu/X/7cNoMrxAoWtADZseeuLJ5vcZEzZaZZTl5rNZGY3gBoPAQ+9EntwYP59wXl5RxryecLklKuUaEq+FhUfn3Crmtq56yfVzowFfQO72EHPvNolagInkE4OqjiGTTGDxooV47Zkn5bEQux9uKR87UvGYFD1zHHOmU3uxawRPW/P5FGKRthGBdCLuGdGkVMHNX/mcPJZkiwPXpfBKOq9CB0qn8zQc13L8+VsXy9ctm4wF69ZvXOR6Li/8+4/XAQCW/sWIFO9av1b5e/NhR5rXoj4Hei73X/lT6xoY8Zg86yi4Qdd1PH3LElkgQOBOgtv4LKaXEWGkFN7TN49cXDMadO/agSUXfgIPLbaKUHj7Di5S5osvB9kSKlgKhCOu7/MipqPR7+1Y+wq2vPSCwzbc8rULFZKm+XxFn3MsoReMufzCvVbxSPPhszzff9OXL8Dt3/myJGLJQZWo2smA5vOjvHYcAOC/Hp34OQHk0Wdd17Hkwk/i9xd8TB4rxkYRUrEh6TxuedmIyq9+zIoa7XnTSFlyLZkQmrQ5nGwuN1PWAHDIvJMAGGlXL0JTTPEZgTJEdngVttlB1zBukjGe3YId/N5vXrEMhbwxhg+WvaFLhKwIvPQvNZqUjhdXtceNC6/S5OCTgNI9m01yEzVTBblMRqZpDl9w6rDfSeQp5VI1wokl1xVw0EJdVl3j+nf74kl4/p6/Oo5x8sZJaDEo5PNYvGihUsZsF527ofkww4PjOyvYGwA+8rtfAwCevPF6eYxffz47srHjBjgZs+41kR5fICB//6uPGwti8+FHup6rkM8rehWf6bVRGi0djyFlI1DD6feW3nmrfO0lqqVF0O59pszfwhfnQj4vx8W0o4+Tx6cfNw8AECorc5x/uO1IaFyPn34IAOANW+qPOpVTWoVSi2TcT/zwInmcvGEAShEDT2t7FSVwQuYV4eJazOEwUhuasU7BvWFqDr0E3bs2WPO0r939Nzz7FyP9RJGerMuipPn88ridgLmReq9+V24R2V3r12Ggs0MhaVzPuq/h81tbOW/4738AqK0ohiM9tAaQc2AfP0QiyqprcNTpZ6KQz8lxTfeNojO6rmPDc/9RPs/PN9CxB6nYEDLJpLQ1XnY4m0lj2d//ojhwqXgM9aYkgsg12UkOrt3U9YL8Li8t3donHwMATDj0cGQ9xn9P6/B662KQGChOm0pkk9Lt2XTaUYVaUVvn+ByAMZXVvBWUCFkRoIc170MfU47bQ/6A6k2UVdfK175AANOOPcHx/rt+/B35mjQLs047Xfl8LmsRMl8wgGKQjA3JCU9wi7LYI2k0gL1aSXgddwM32GufeqzozwEW+SK9ndeEsS/8bkbUnibc/uoq5f/2lLT9HNlMGrd962JFV8QXPDfym89m5e8nIlFeY3jIbpEFrnsib40qMtPxuCSADab4dDhdVtOhh3v+jbDiPkNX+I+f/UA5/orpOc869d0IRiI47v3Gc6AFhhM1em13UJJDg557sAIWSaS+TURUF11mpAAnmNdPLWLo/mVNokwplmnHHO9KIghEiDcstXq88fRqOh6XKXovUAr6gWuuwOJFCyXps0eK3Qio10K2+tEHjIpHj4iA/Tcs+fyncNePvqMcX3HfXcN+rp0VBhHxJdBiT/OCUu72RTUYiSAYDiNjRh7WPW389rBJgu3RD05m7LbRra3AvVdcKl/T/YwyvdposGn5UvlsSc/Ko13G9T+hfCefhysfvM8x7/n/u3ftMnx4oQAAIABJREFUcNgNAOjcYaQZ1zxp6FiPPOVdAKx7HO/vQ9CcJzz1DwALPmak9PPZLNY+bTkTPr9fRnt0XVeiry1mFI10akJo8n0AcP15H8HLD9yLaz/5QfmZVDyOSEUFAGuN2bXeGbVv2WCcm+YfORl2Mk1OHDn4VfUNyKZT8hp478w3bK1AunfvxOJFC10doJoJTcr5CcU6M8/ebnQeIAckm047qucpemZPR/N08YFEiZCNAnNOf6/yf7eIzdbVVuojkzLIja7r6Ny+Ff0d3osURzadRrSqGv5gEIDaF4cLkYdDamhQTkKCm1e1xtYSYqSeXaPRwiz5nLuubqine9Sdo7e98rLrca7HA5wE0y16wyNVeqGA7WtUQ/vCvepid/15H0FfW4tSpPEM62yeirv3sIn3qQvy+BkzARheKpHjY997FoKRCA6Ze5J1PtMzrRo/wTx/DCmzFQp5uFRxyEGkgF+n/J0ezy1gjjHCzteMBqldO3fAFwiika7ZJD6cWLdtNhZ00sY0manGVGxIiUqGy9VxaMcrZgQxWlWDUFkZGqfPVP5Oi9xu2yJSVlMzLDG1pzwBNb2aiscQKivD8R/4kCRmbk4WYKU0qa/f1tXu4zGXzWLT889B13U8eI179Rs5Gfdf+ZMRJQ9/+uJ5SA0Nov1N7wjzSL2o/vu3PwOwyLydeMw9+6MALBJBUftMMolAOCJJL7XaIR1ZNqXONd5j0e648VSXGyj1KszUGsefv3Ux7r3iRwAMUrV40ULp+Oq6jn//6Xo89vvfyGd7/fnG7yGnAzAid0/dfAN2rV+naF8r68fL1zIKbLagoUh5PpfDX773Vfzz6suwkbUn4iDSH4wa9iaXTlvEd/NGNEydIYuLysfVQfP5ZYFWNp2SBHrO6e817rn52RX33aVUUe5YY9xXcmp03bAjvcNEotLxGEJl5aifPBUzTjjR832UJWiYaowTsjXUNJk+a48Gh8rKAV2X841SoG4gfRk9I+U6zXFs/zzZoGLxwW9fKq+T7ND8c4yoOjm+vBAMKM6J3R8oEbJRgPeQ8sKbL1uVc+l4HLquS4PWN0y7jFmnvQfBiBVxCEXLJCHLZzPYaIa0X2U9ZQDvVEs6HkeorBzHvu8sSUr8gaDjfeXmbzr2fWdBaJqDkM0/x9DRkNey+pF/AVAriQBDk3bc+z6IYsCjXSRCHg66rhuT3gUkLKfWF3Ytx1HvPhM+vx+6riOfy+G3nzpbiZjxSOKHvm+kHybPngMA2Ljs2RFJ45HvfLf0/u17Itq1a5ReyyQT0kPra29VFgXjc8ZiU2P2KUsn4nLxmzTLuDahCUdLi+fuVPuh0e8ALAPO0zQAcPjJpwEA3vHxTwMwCkkAQxSeHByQY5Lar/DiA55mqRrfKBeyoZ5uvL7cSLvXT5mmEAC3+0mVWFUN4+EPhqRhp9TkAvPa7NWy4fIKpOIx6IWCazSKKm2nHz/P8TfAmCPhsnIEI8YCmM/lZMHKSKC5Sb+Z0t+/+/Q5eOz6a/DIdb+SJIr0mm46m+1rViGbSWPxooV47q+3yegO6dd4ytlrLD59yxJPwp2Kx+Q5jnq30WvNHgkbP20G/KGQPE7vnzl/AULRqMMmvPPThl5xuCrEwDCNjt940VmdSqlX+3PUdR29bS3YtX4tNi57VqY0qZnruqefwPpnn1Q+wyN3A517HBpg2iYqUlGJqXOORbisHMecuVASgsMWvBOAJSG57twPyc8+fsNiPMckAYSqBmMOzzR1VdlUSjYe9geD8AUD0mGK9XSjkM9J55o/j+M+cDYCobCc75xUAla0iJ4RZV2ImHH0tOxGMjaEnpZdaNu8Cb5AoKhWRdOOMWQJ5IRR1JwKh9LJhBLFajPbpZB2tWp8IxqmzsAU05YQ3DI0fNwmBvrN4IVhR2m+v/78f+V7Xn7wPixetBC7N6zzbD9VaT6LbDolCf7EI2cr76HxSTZ/pF5u+wslQlYExk8/BNOOOd4hOLULuAuFvCO1lhjolxP9tPM/7/kdeqEg00LpZAKhaBS+gBUh27HWSG/YF3kedZt+3FypVevraIeu6wgEQ3Jy88WUQARmylHHIBQtQzqRUDxASSISSWXyBExjEuvrNUhnOoVAOIyjz3i/outxA9894O7LDHH+UE+3uShm8fBv1R0DYr09MqT8jTv/iVmnni7795CovbLOqBB76qbfAwBqJjTj0JNOMfR3uRzS8The+tfdDu82FRvChqWG19Q4YybKamqlfu7xGxY7rt2ebqxpbDIrIbPyuymVZxejUuFAOpGQ0YaWjesRCIaURSQ5NAjN50NlQ4N5jTEZ+aubNFVeh33boI7tWxXy0zjjUEnAaNPuCTZPkIjW5KOOAQCMmzRFMZyUbqG0lZtRff355zDQsQeTjjRE9YV83nou9Q3IZdKuhKF+yjTl/z6/H/5gUP4GqgQOmVEH+2ISNj3zdDKhkNMa05CTRiwx0C+JLMfW1S8hGRvCzteMyHG8rxdNpraGSIcXKIo5YaZxP2O9PcriyUkHzfvE4AAevvaXynnGTztERpNWPfxPuSegl5DejZS9/vxzMq2k+fyYOW+BtAO82INkD6mYM6KbS6dlBJLmyOx3nYGgaRM4apuaAajVe722ZtkPm6113CLha58uLgV12ze/oNwvt/lo34nEnu7a9uoqpRAFMMTj2YyRzlr3nyeQisfw5soV2LTMqOAmx4q3jOHI2Ih1cmgQk2bNQbSqWkZaM+mknP/HnrkQATauAQBCKBEywrjmSQiEw8Om4gFLQ3j0Ge8DYJAl+/xo3bxRFrLE+/vgCwSRZ9dQPX6CjIYBlrNHzq/dfs39oNEsNx2Po3uXlUaVRTgZU1bjD6B6fCPSibhcM3dvfE1Jo9I1xWytM/o72hGtNtLW77nIiKZtXWWRJYr+3/PzS/Hnb12Mh397NW7/zpeVe0hkK5tJS+1tRW0dolXV0kml+TF51hyEKyodaf0DhRIhKwLdu3e6khn7/m9DLr2dnrvzVtz3C2NbFrdUEoHaOSQGB7BjzWrs2boFfjMKlctkJBGzLyyka5h45GyEysrlwt61Yxv62loQCIVRyOeQz+Xw5iqnF0AaiNrmSQhFo8gk4kqPKjIwydigYqBmv9vo/5TPZhDr64FeKMDnD6B7904khwaVBXjCzMOM93p4Z/172nHTly/A9ed/FI8v+a3Dg96+ZrVctPzBIAY6Oxy6Br4lka7r6GtvxRsrlskU3J5tW1wLFdY++ZhMGwWjUQTDEUsv5aIvSgz0K+0TSE+TisVk76d5lAIyjWrTYUdi/PRDEDQXsEwiIdNCn776OiU6ARieZqSiUpKhbDolDQ5V3mZTSdnQkYxeX2uLsn1LIBRGPpdTSOSxZy5EbfMkmQag+1NeUyvPyw0nRXe8qpD4M6UFhr+XSGg+l1OajRrf5YwY+QNBhzYpEA7J9/O9RikVmorFJME9+oz3y0gttX7Y8+YbiPX1ynFI0AsFxPt6ZfFEPpeVz376cXOV93F0794powFNTBxt1yzJ6zQXuHQi7migufKh+5UqaY47vv811+Nu6GszdDMnfmQR/CErysiJXTphENTB7i5Xgky2gLaGC5eVI1xW5oiQ1U82iHQuZ6XI//ytLyrvKa+uQazfffP3Xa+57xtqv6a+9jZsedm9YTIA3PWT7zqOPXeHGr3KJBKOaD5g6R5pjsd6e6QDwIt63O7TuGaD8FOT7nh/HxID/fAFAhbJSqUk8Y1WViMVi6N7l1HV6g+FlDR5Lp3GESefJltHBEJhZGyZjwpbGwySC3TvNhyRp25egqW23/7UTb9XdH3+YBC5XFaS1v6Odsw4wYge64WCjHjSnLU7BVQI9Prz/1WkOaT7K5jn7m3djd72VjTOmCntxz2XX+K4jw8tvgodpqPNo8hdJiGuHq9q7tz2gX7jxeXoadmFGz67iP1Oy16QwxmMRpDPZdG5cwcAq4egPxTCuOaJinNxILFPCJkQolwIcaMQYqsQYrUQYqkQYr75t0YhxD/Y3x4TQhwqhJgqhEgKIdYIITYKIe4QQhSnYN/HyGezRVVh8IgFpaFS8ZgMrVba+vzQQnniRz6BBR8zQvDci6LFbqCrQ3oS9kFKJK+vvQ1CCAx0digCY9ojMZdJO7ZNifX1QjOJZrSy2vSG4zLVcsjcE7Fx2bMAjJQMJ5TkUeQyWdz0pQsAGAsSGT9OAg43UwB2z5LAdT2bX/iv4+/P2raJ0vxWdRKB31uupzjlk+cDMIwM1zKd/T2j542faagCwRCCkSgyyQTi/X2K13X2dw1SHe/rVdonkE6Pi0ePMNOAZCzbNm9Ex7Y3ZfpvqLdbkrPqxibs3rBO6Rv12jNPIt7fp2gISbcRNqNFrZs3YZ0ZafiQ+VtS8ZiywTFFiDjxOfTEk1FV3yDvHZGFsPk7MsmkIqymaF82mZDj8fgPWCmcoW6rSpgb1bpJU1BRVy8rtVJDg4qu7NATT1aIGy1O/mDIoVHx+QNGtV86pew1Sp48j/jM//DHpSMz2NUl70FfWwsapk5HtKoamVRSOkAzTpiPaGWV/O30fr6XoD2N9uA1v0BicBAQoih9Czk4m1cskzqc0z9nkNOell2e+3S66QSN8zm3lNF8xjxuPmwWguGIo9Di/GtukBHMYDiC9i3em7I/alYhB0JhYz4kEgopJQkESTJ4sQs9x9nvPtOhMSPCUTOhCT1sLEw8crbxXEwCcPInzve8Nj422102lue9xQCjAIQig2d8wWrlQg7diR+xdK7k2Mz70MdR3TgBh7/jVNddPiiCRlufJQYGsO2VlRjq7pK/3yBk5lgqL0fnjq3IJI1Iei6dhp7PI8gcmE3Ll8pejsFw2OGsfGHJn13vx6x3vhsAcMwZ73fdIJ70cu/6zEUo5HKI9fYgkzDmXWX9eCsLw0go2alMMqk898PMtkyNM2YqY5bmTzaTlhKS7l07XOcyR3JoEA9eY1TDl5lRsVRsCC89cK9yHdSyY7h9oAv5PCrq6jHr1NMtqU/OahcVDEeRjsel/pFkEkII+AJBGd070BhzQiaMpO1tAHoBzNR1/XgAnwVQZ/7tXwCW6ro+w/zbJQBIRLNV1/VjABwFYCKA4hsB7SPQokzC4uHAe5xMMnsicV3RRy79Oeae/VGZRqJFYc2Tj0ljlTCN/7RjjpeThYevKT9ux4d/eJnMtfM+VDKE7hLhePyGxbIsORiJmHqRhIz0TT7qGLzz3AsAGOkvwnm/ul7q0Xg04wPf+D4OOWG+8X18DzfSpvT3yUKIQ+aeWHRFlV2cTTon+o6TPvpJRQysem9GVCwdjympF1pIK+oaUNs0UfaAC0YiyKSSitj6O3c/IiNIvDLuYz+50iIFrIqMerh17dympEgp4tXX3maE+YVwaLo4NJ8fQmhGUYd5D6mXUXl1jSxOcGunccG1f5Q6k3h/HyKm0QSM1DV5u7lMBrVNE2UKOpNKys99664HLeOcSmLDc8Z45a1IqC3ErFPfoywwmVQSk46YLeeNvTHwtldXIjHQL0keRRUpZUmEUUYNwiFkUimcaqYSL1j8B3mfU/GYXDjLq2vl/p9CE0rKyx80IpG//8zH5EbD9VOmW1HAZEIWuYTLyzHV1IfZtYH9He1IxQYRjpbJdOpwoKH58gP3IlJRgWAkgmPO/MCIn6MeSYAxBgmDnU5CRqmZYCSCinF1SMWGFOeufvJUi1ynk3j6VrUz+oRDD5dpa4I/FEIoWoZUIq60/wiGI4AQ6N69U6ZYCV+6xVio0/GY7O5O+NQvjJTjIfMWKH9r2bgeiYF+SVz5pu92uLVxmf0uZyNnt30lJ8+2ft8bLxqRSr5Dx6zTjI72lXX1BpnIpKVded9Xvi3fR/seTphp2EQlXcbSkOQohMsrcNhJpyBUViYd68TggCUHsKUGB7o6imrsC1ikhdsRt2asU44+Drs3voah7i7ZWHn+hz4m7TjvNSglF6mkUo1J38Wj4md/7yesLU1GFpAA5lzOZrx3hWHFFe82HZTEQD+OPMUgmaFoGabMORYT2NozHDLJBIKRqOLI0hoRCIekLbFHPQOh0P9Wp34zurVZCHEHgASAuQB+rJtKQ13Xt+u6/iiAdwHI6rouS9R0XV+r67pSG6vreh7AywCax+L63goo8jHxSLXpJA3KiUfOxsd+YnjtCz7+afiDIUw/fh4aTIPAtyCpamhEUKaRslIInBoalCnRIbMXTG3zRJSbKTauyapusDoiczRMnY4TzjL2q+sxy6RrmyfJRZK81WAkKhf1XevXytC3EAKhaDkyibj8/JSjjpUaAx4xaJg6XRn0hMMXvFNG57hBIU3AQGeHJChvrnwRn/nN8M0y3/tla39JfzCEQ+aeaP4GwzBQBMEewaBI3qxTT5eh6MGeLqnx+spt/5Dn+M+tf0DG1L/RuTOJhDTEM+ctAACUmYSMi74nzz5aEl5lwYpE4fP7MW7SFIWIUIQuWlVtRAJNw8DTY/x+CiFMgpKWxJdSpELT5O92a/I7rnkSZs43rj2XzaBmQjMmzz4agFVUMdTbjfhAH8qqayA0TamoA4yIgUWyUvL+cdDiNOOEeQgwz3qwqxPdLbskEeROwldu/Yf0nKnHEN2bbCqFvj1t0lmhqEE6HkfH1i0omMa9sq4BEZmytMiw0DQ5NmO9PbKyePJRxyAQcnrsL97/dzlG0smkjGb7/AEcaUY6KZp0BHPK0omErKgbCTNMJ6Wsphbrn31qxEaXnHxxUJEDNUX+wDe+j3d9xoguE0kLhMMKUeUIsGdJ45aIYSAUdhQI1TQ2SRlD62arEEZoGkLRqNJOBDBSeETsX7j3bw6hOUVSVrKI2qeutHRhVE04Zc6xmHDo4a4V0nZUjKvHmRd/w5F9OO9qZ++56vGNktBT9IrvDcz3Mw2Y5J2eVbiiQjpt8j0hi3z5gyEcv/AcS7+UTstig1B5OcIVldA0n9TsHnbSKQrx4SBytMosoLLjdTOLoPl8LMJlkaS5bNeRo043CjnGNU+S17/sb7cDAHrbdsuMBu2+MfHI2cxBSUq5wGnnf17OKy6vOOSE+dZawI7PftcZVsPZXiOKPmXOsfjO3Y+4jm/anuvR66/BhuescRWKRJFOJpSxTEU6n7nmBmXLs3Q8jlefeFiSzHwmY8zTSASa5sPMeQvgDwQd49woovjfaww7E8AfACwCsMYkVXbMBjBia3shRBjAfAD7fkOzEUChf3s59lCPQZxmHD9feuRP3ng9cpk0tq1+GQ1TnB4aYBE5Hq359NW/k0afqjQnzDwCmt9M/7HJVsUiZHamT1GcFff/A/+fvesOsKK63t+8vpVtwNJZeu9FBEFQsfeu0WDH3hJNYjQmRo1J9Gc0KGqM3Yixt0SjgICKgoDSe4elbG+vz++PmXPn3CnvvV12WcD3/cNj3uy8KXfOPec73zkX0FID9NKTkxVuqJeMIIc/MxPB+jqRpvQG/OJloy7KVJVJeoM3fneXdAxiCT949CEAwNHnXyoinHcfMRaanXTZVcJAO6HPUePFZ4/Phyy9jxcZjLl6VeHqBfaLgZcMHyX25VU0/swsSR9WW7ZfRN6+jEyEg0YBA4m7ndg8MsDkuE+97hYoioJYNIpF778lqsGOvfxqpi+RX34+Qf/tsnOk7yKhIDYtWSSMCDnG0XBY6qllBzLsy2d/hl1rV1lSXbXlZdi5ZpVIH/kyMizOAt2ndd/Mx8hTNXbzupnG+nKr9bESCQbh8fqgKC6hAdm7eaN4xjz9FsjWqn8Bo5cRTb57t2xEbXmZlHol7N6wVjjbHr9fsJNm1oSeFe/tNmXatfBlZNpWo/G0LL9mchJJW0QBAaDpRVPVnZB8oc7E/Dg1CnZCcS9ZA+f2eMSEKho9q6pgLH5kva0Ag6GNBIMiECO9HTmrFvYgkIF4LCaWNKJ7GzBVPf/s4ccx5QpZR0aY/swruP31922/68CuiZzvjOwc7F63Rkq70tgDIPVXpNQj15ACmr3mf0MgJ4ecJafVCbyBAMLBBsy6X+vTt2HRQuEQi330cVJfVYVoOITM3Dbi3jfUVAtNqdfnFyzMa/doTNvG77+zVDBT81ZqI2NXzQkYKeV4LKalWRVFclgUl0ukp7mT2aZde7g9HigubS5r262HSO/TY+87biI8Xk0iUFO2D/+695f6viWi55l55QfDCTUcnanX3SLW56XCEqdO/AAcC8F8mYaEhHD2Xffh5pf+jaKu3aWgneByu7XVTyJhhOrrRODkz8xCNBIW46zP2PHi/COhEOoqK7DlhyWOrW8OBprTIduqquqB1o72VBRlGYA9AHarqmpbV60oyrWKoixWFGXxvn2J1+Q7UFC6wtzocrde6ltfXWXbZ4kvFg0YayVS07pqJlBsX9JT6I5okq0tLzNE/Ywi5gPXHAGT80FlyMddeb0wGh889pDYz6lbsT8zS1qUmxqZAkYjvVpdjJ7vsGA312QA2vIjBZ26SNvGnn0BRp12tmUbaTymXDkdd876SHKagrU1gD6ZkiGjCOyyPz1uey4devcTE0glY7AURbE42FQcQaJ+Wt6HIjen1CIZIzp+hoOT6fb6BHsg0uC6/qNjn35wuT0SOzblSqMyrGL3TizUnWyagL+aZV0ZwYzueld9Ss+S43LOrzXHuE7vhE/bvX6/0Pnld9DIaWJu/VnZYpFeu+KI3mOPhqIoUNW4GCtjzjxP3A/z4sHdBmtpZxJ4Uyqn25Dhkgj7hGu0MdG2W4nUxkNRFOEUkCieJmC7Z1DQsbPte9pv/CThWNGajfR8zK1WuH5zx+oVtsuYAcDZdxtrv1779Iu2vbW0a5KDtmmPPoVbXnJe1Nx8/r1Gj7M40PkdO4nCAXPLBAoI+DJnxCx5fH7UlJdZloAiRpgmU2KK/ZnGvclr3yFhlVpWXn7CJZGmPfqU9H8VslPYb/wkjDvPWCN1yhXW9WLNbQ0AeVFpSuONv+gyaZ+cgkLN0dKfEdkcX0YGIg3GOrLdBg+T2tNc+uBjIlilhqQZObniWVNXfoJZT9VlwCCh7/32vTcBGAu3ZxcUSv0mh55wirbdpu2SoiiAqmKjqW2DXRq3ak8pYtGokCsMmDhFPJeluvaO3kNfRobQqAIaMZGVr733Zh0zXQdPeyqKIoqOUgGNKzM2LFqI2vIywWiS9tfn4EhT5bamCwtj5dzPxZxF10rFMvSeaAxZEN++9ybefug+iQA52GhOh4zCmZUAhiqKYvcGrgQwMsExSEPWE8BIRVFsG1upqvqsqqqjVFUd1bZt8y3CageakLsPlU+7UnfQirp0sxibroOHSWtBAsbE1vdorSv2XFP04wvIzpTb6zUE+exF5tWe25bLjV7NVZ7ZBYWoLpNZET6pEegF82dmSusoOk0kANB/gryEE6Xdxp4ly/4yc3Mt94fSgBzfvvsmhhx3Eu6c9RGG26wHCRhL45AjQdoEaoFhRk5BoR4RusRadbyLtB00lsi4BzSJAbBtqujWWUzSlvkz7A1FXrv2WjrN7xdOOaXl3F4f4rEo6lhV2rCpWiopr30HSQ9Dz8TM9BDjBEA4wDSBk3NpXnyXBLXiWv0BUVHXb/xEsT23bXvpGSqKYjHK3HkmB8/l8Voi39Nu0xgH6ulHgnCRGs/OkQzikONPEuccqpedD4/PB4/fL9YkpQaWduNWcbks7+SUK6fj1Ft+KRx8YhCpo7rP9Czb2eiSzOg56ij0GDEaV/3tORx/9Y2OwY92rcb5nH/vgyjs3FWMtwvuMwIoev7mZ64oirAnBJfLbWlgfeHvH9GuR5/EeP8wN2PhgzXVgkknNsTMMp2t923i6cRLH7KymY2BeVm5jr37GcI7AJOnXStp9chBAYxm3ZwhO/0OraKPM5DErJr1SJSqJ4qIWHlfIENKJXYfOhL+zEx06NMPp9x0J4p79bGM7WqbKnuCuS9byYjRIhDI0nWux199o9iXa3OPu0rTV13xmBzUXPvUi+IzpRwpqLVrimx2dBVFEe1KKLWfp+uszGO/x8gxcHu88Pj8lip4Givz//WytP2Yi38u/Z+PE+rKD2gpevM7e949Wvqa5Ahv3KcxdUSEOIEY30iwwdKc2LyEHjWL9Qa0dP3yLz4T/28tNLuoX1XVjQAWA/i9LuInjdmpAGYD8CuKIkIcRVGGKIpyjOkY+wH8Cprgv1VBLJTPlJ6gKhO7NcGoUzAHsRTkeJlFm+YXoN/RE5lA1F5w+NHjcr+uIlNfJ0VR0LGPfH6n3PxLy3FEJUpmlu2C2bxXDX0mQ04gVsJj6vxuy1Z07mLZdtS5F1u2AfJEP/5CLbo1v1jm3yQoLhcURYHXHxAl+MS4mEHLx/gyMh0XTeb9cOgZE4tCBsXj0BCTBOLRUEjocShdQw7MjtXamDjzl/eK47VpX2xhYnjaetBkrf1IUeduYtt4vUmuUzNd8+RAYuZYNCoqcfkyMV6/37JsjN0zBGTnOL9DRwuz2GO45riTjlH8XZHmuNhV2QJaaokqozgCWdniN065xTq2AeCON7QUC3f0Cjp1EY6/x+eH4nJhmZ6KoQIWu5Q6TRQc3KHoO07T6eQVdxA9osygNAt3MsxOSXHPPmjTvhhn3XUvLntYc6jblxjvIWm/qP8eh7khJ40zc2BEhRSA7hwqCj7WK4iJSeplCp7Ikeb2yuzoctz0wpvS/7kjP+48+3fe5XZj2FTD6aLncMotvxSaOQI5IPy45CgREwyw94RlLs7Vv+dsy6p5ulwjI1NiH8l5uuSBvwotofl+UkFWtyHDUdyzt9CVAdYVVjKyc+ByubXCHf04dB/N+5ItMLNC9Cy4fo6YJL7yB6HvuImWbd0GD5X+zx1SDnrHzPMUYKSveREKAGSbghFekXzl48+iuFcfTLz0CsvxAKDLoMG222kpNw6+JBVnBs0VsmTjCTT+vP4A1Hi8UQuhtxRaqg/Z1dAqJzcoirJr4ui+AAAgAElEQVQCwIsA9qqaQOFsAMfrbS9WAngYgN2aQu8ByDQ7awcb3+tdip1Ef4Fs7eXnJdV2g7a3/oKYve8bn3/D9m8C2dlCnEhMSjLYTSC5pv41dukm6uDtdkgrUH8iADjlZmvvHwA49jL7prdkHEnMeeesj0TqDgDu+NcHOOXmX2DcefbLLA1gok1Kp5ivKRnCDfWCZXSio8kw2D07Ahf1kmBesCs6XW83QR5/9Q3S/4nJHKtrUmg5ItJN8b5UtCwJB+/Hc5ye2vyarW3YW9dGeEz9l67RS+epXN98DO7oUvQIyKnxs3+lpeOo3N6Mgk5GKpvS8Bw0/s3sAnXl7tRvoO1xnZ5LIDtHONBOFY80oXFtyDRWUKIoCnwZGeI4tMiynW6Qsy4XP6A5L6OYiNpuvVrzuZEQmZg9wPpeegMBXP3EP9Bz5FjBivPghJpxAjKbBlifu1O6fQJjMLLzC6RxNkQXg/ttCkYAYykpO5zKHGOzzu7sX90vPvM05EV/0O7l1U9qutDRp2tNSC975AmxT//xk8SEbBaHc4aFWHBfIAM//+sMDD/5dJw4/RbLeXr1a+M2mVjI6r2ltg10E4H0plt/XIrSjesRDYfEMZxWLvD6/ULPR8w/f15Oq0xw8FQhFXbZabLs3iFzdoFkL162722vGcUF/HnSKhVO6yvzlW3MQQKgpX2p2awZLpc2F13/nNwSxm7+MusHnWAOUOk+kwPs9QdE4VNroVkcMlVVt6iqOoj9v1pV1Wv01haDVFU9VlXVRfp3u1RVvUD/bqCqqqeqqrre5hiqqqpDzRWYBxs06MwRLIEGKE8TOKVMACubQ1GRXU6cjmPXC4fj8r/8XT+GYVhOv/1X+u/ZG4IurGqUBuHuBGuQEXIKDWaDMxJOUXIi7Qig3Zf+E44VL6AZP3xmrDlGk0RTFyAGjMVlAeC0234lPlOU6aRNAIBTb9Wul/dJMj9rMhjEgpzzq/ulFAvXR5EDbJ5QqfkrAGSw+0osGwcd7+f6GLA7JwI5suYJ2q4BLq/c5GJ0MuA8AucMKhfu0nnQouG8rYLTOVLPOsv5sLHNo2r+vAJJqvIGMCfS3OiZC8hPuckadNA6nWLJpOGjBPvMAxaz2F0c32aNWKqGS9T6xAxyiDv1NxzXLgOH4Mq/PYuf2VQWmsGXT+PPwLzQOU3oqbT1MCPR2qWUqjrx+tuk3+/Utz/unPUR2uhV5Llt2+HOWR+llCYmnPubP+DE62+TAr6iLt0wZZp9sQG9D9xG0VJxvE+aXWNZO9gVeVAlqhNzzscF9YTk2q1NpjVTr/zbswBk28VBdlRRFGEnb3he0xLa2TanSla+L8+GkNwCMJYd8piyJcRI8+ebSNBvBi3jBtiTDGYkc8hoLnSao1Yv0AuTQkGhnW0tpG4JfqKg/LjdpJVoKSQnmFM14ndsVgIAtMi1obYGsUhEOIVZefmi6qTX6HGiOkdhhoWq2vhLQX2AAOD8+x4SPYSoZ1qv0eMkwS+hx4jRolUCr0rqP34S+o+fZNm/OXHs5VeLxZjJcSR2KhFue+092+3c0PQdNwF9jvpQukfccFLzToLL5bYt2c4r7mCpeBw46TipJJvAGbrNPyxB92EjLZHbwEnHi8/8u642y//QudMEapeqSISfPWwURLRpXywqkNq0szJ9gHH/+CR25i/uSfgbnfsPcmzlAABn3XWv+OxUubiGpTK5lm8X05RwJ3LkqWdKou7GwM5wX6TrsACN1eUapwkXXoal//kwofOSU9jWsrrEoMknYMCkKY7BiB16DB9tey/zTawngVpuEOy0RYDG7FKRDGeu+ITNZQWjTj8Hiz98R6QCOboNGY7iXn1s5QGKoiQcCwcCKmJJhttffx/V+/cJBocvZk1Nj3uPOVr020sk8i7s3BVlO7ZJY5iDZBapPGNKhQ45/mSjataE/OKOKd+/q/72LCr3lIr2MHa9tpyqG1NxoMgG8LmrZNjIhNrjVBBIsvSeGfTcuSPHQTo5p/dzwDGTRaGDeemtg4300klJEA42wOP12TI95vTjBb97WHR0B3TDbQJ/AZxeLEnE7XILg0Bl5Tw3z1MknCK2K/nmawfyl0YswNrfPl3Uc+RYy76JQLn65qB/R556Fq6b+bJEXfOIrcsAe61BqqyD+XqoVB1ASs07ASRtP+EEEr2axxY/d96GgFJjI00VqoTbXnsPp98hR870DM5lehrASPnw6jheTNHGod+dbVqcaViolPzSBx+z/XuOqXoaqccIIy3j1NuLM1i0lmIiHHv5Nbbbb3vtPdzysnMlIyCzysdcMg19xo6X3xddmyjOOSMTd876CDe9MMvxmJf/5Um4vV4pnQekNlEfCFJpaA0AvcYYjvzR5xsOGQ9geBPVoy+4FBN/diVO0Ncb5FAUBZc++Fij2K2DCZfbLcTrgOYAEcg+88pws+SA48Trb0W3IcMlZ5BrPCnDsp4tmWUO9AAtzUrBSFFXQw9qTtnZgYIqs4bSl5EpPYNCdk12hVXNgc3L7LtatXFoaM5Bi7qbtZdTr7sF/Y+ZLJg+M7Ly8nHrK+8ICYgZZAN5cEvFRYDBfgNym5DWQNohS4JIKCQ5Xjw903/8sdK+XQYMlnoVKS4XzrjzN5jGqmPIkGc7lPkCwHn3GNVvPKomQSpPG3KdA2fxOFtwxh2/QXGvPpZ06a2vvIPb/2WwCDw/f+srRtn24ONORO+xR0v9pxLhxBtuw/n3PiQa5h4osvMLHKnr/Syde/2ziVtB8LSeE7wOBQItAXoevOTb7KTzJpo0duzYWkBz5MwTPFHwLk/ytIvTcXkKir8LuW3bWVqanHzzLzDt0aeTVrMCwODJUy0VVjz9x3sMOQn2E+GqJ/6BG/7xurTN7fHYXicvxOHnM+bM80TV3oEgkJWN2159V/SYamlQOsnc0JpYdmL+CbwtDAdnP7iW1evzY/Tp5ySVJBwO4BIBAm+CbK5a5ejQqy/Ou+cBKUi8hAUjZFO5hspOesDbDfEUaSIJBaF9j164c9ZHSbMVPGDnPeMu/7N2rdOfMZpeO7FUdB2pLBkGsOr7s+2dJY7Tbr3LtuJy8JSpOOWmOwXTZwePzyf93eRpRmuUjn36afuw+8r1wHyMH6z30wlphywJIsEGKU3HRe2plMf2HnO0FJkA2qRr59ycf+9D6DFyjKPzQakUnvb85t/GhOPEXvUee7QtY+Hx+RwjdO68KYqCM+74TUInksPr89u212hOkHPKU0mZbfJwx78+EBoGAqV0nXSAHLSm6MUP/LXR52RODyUCN7qJDA0xnTxdNOR4TUuXCoM35qzzcdQ5F6bWhNSB/KQ+UbxUHQCu+fs/LaX4Hq8XhQ4VmKmgN0u58pRv//GTcNMLs6RAATCYuGtm/BNm5LUvdkzJmEEMUUsxBwcbPUeOwZ2zPrLYkp89/DiGnXiaxVHtYGo6awe7FSGOBFDAwdOvfPkhJzmJE/g9J1vNq//szPS5LAh3s8a3qerXGgs+h7TtVoI7Z30kBeSX/FGzf+f+5g/S39ESUifdcAfsYGYTz7rrPlz71IsYPMWa2m5JDD/pdFz0h7/gllfelrYPO/E0qV8cIFcvn3yT/XUdLCh2q9kfThg1apS6ePHi5Ds2ER88+hDKd+0Qk1JN2X48e8M0AM4px+bEoxcaaST6vQVvvIxv39XKyc+/98FmrQyJRiKIRyNHnPFVVfWAtQ1OoGeUynig8XPSDbdLDgc1I7Vjb+zOPRqJaD3WmvGaIqEgnrj8PAw/6XTHrusHA425n2k0HxZ9+A56jhwjKl4Jm5YuwpwXn8W0R59uVAHC4Y76qsomFxDZjWG7bfFYDPF4XGJvtv64DG89+FvLvs2BHatXIJCdI1aXaS7QtZnt2uECrcJatbRzaikoivK9qqqWkuy0Q5YEbz14L8L19VA95+OEKwegbdccfP/xe+g16iip/0lLgQb6Bfc9hC66qDtYV4sZV2ptIu741weNjuDSaF7EYzHEohHHlJ/d/kdCqqelsH3Vcnh9/pTSnmmkcaQhFo3g8Us1nejhEpTQPHXHGx+2WOB7JMHJIUvP5EkQCYWgwovKPfX498OLoSgKRp129kFxxgAjDcbL3HlpfdoZa3243O6UnTHaPw1ndBkwOO2MpfGThdvjxbTHnhbtjA4HDJg4BZlt8tLO2AHip8M/NxGRYANiMedO1C2Ns35pX059xi/uQYVezptGGmmkkcaRA7Pu+FAHacvSODCkHbIkOP7qG7FrfQ2+/bBxXZtbGr0b2W8qjTTSSCONNNI4dJHOdyVBxz794A3Y92RKI4000kgjjTTSaA6kHbIU8P2nW1v7FNJII4000kgjjSMYaYcsBQwYbwj4Y5F4K55JGmmkkUYaaaRxJCLtkKUA3hmkuqyh9U4kjTTSSOMIRCwWRyTcuusIppFGayPtkKWAWNhgxSpK6xPsmUYaaaTx00I4GMV/n12B2grr4tWpYuaNc/HsLV8241mlcThh37Ya/DhnR2ufRqsj7ZClgEjEiNx2rqtoxTM5MhGPq1Djh3eD4jTS+KniudvnYeOSvXjp118l3zkJqvenMxBmxGNx/PfZ5bbZmcO9sTugXd+bDy3C/FnrEAn9tFnStEOWAjhD1nVAYYI900iEhtow9m2ztg95+oY5eOqGOQftPMLB6EH7rTTSOOJxgD4Bdyp+mL39AE/myMOKeTuxcck+vPLbb6Tts19ejaeun4Nv3t3QSmfWPODM6mf/WNGKZ9L6SDtkKSDKtA0bl+xtxTM5vPHPXyzAmw8tQjxmOLgHO8Kr2leP526bh5XzD6+muqqqItSQdiQPBezeUIkZ02ejcs+RIV+oqwqhpjx4wMfJbZvRpL9rqImIzz/OPnzTVgveWo8Z02enZNPicRW7N1aldNzVX+/WPqj225d8uq1R53moob46LD6XDG3bimfS+kg7ZCkgGonD7dFu1f4dtU06RtnOWmxZvr85T+uwBTdEdoxZS4Ke39zX1h7U3z1QPHX9HPzj9nnplDnD4k+2YOlnB38ymjdrHQDgX7//tlmPW7WvHnVVjdNhvXzP15gxffYBOVQv3v0VXv7N103+e8WlLZcTbmLA0FBrTMid+jZtMW87/PDFdqxasKvZjpf09z7X2L1d6yqT7vvB35binb98j8X/2ZJ03/3bNZvV/+iDs1zfwQYv5kinLNNIimg4hqIu2vJJPYY3zYN/44Hv8PGMH5vztA5bbF1RJj5vW2l85syZE5Z+ts2IGJuAprAaO9aUIxppuqEIB6MpR8OxaByf/WMFKkrrbL9f8O/1TT6PQxWVe+pRujm1+8Px7Qeb8PU7G5rsCDQVNEHGm1H3GG6I4tV7F+LFuxunw6op0xyxpjrqXLvZVLaajhGqizRJC/rGH74Tn9u0zWzSOdhhwb/XY86ra6RtM6bPxozpsxGLtlz7InJQE2HnWs1pawxT72T3/JmH94I71fsMbdzXh3n69UCRdshSQDQShz/DA5dbQSTY+ImZT66SAYyrh7SeqTnPj4t1s9r4xedAtk98Dqdwb79+ZwNmv7y6yeexaek+8dk8Gdk5azvWlOP9x5fh67c3Nvk3n7ttHt75y/eWaF1VVcskWL6rDusX78Xr939r66CSM3A4Yu/WatvJ8LXfLcTbj3zfqGPxqJqnPA5XPHf7PPF53/bUWGM+frNy/Qn2dMamH4z3Icq0svFYPGVnoaBjlnY+KhA+QIYj0gL2sHyXZn9j7H3asHhPs/4GZzajjWjfUVsuM6L7ttWk5DAG64w0b6g++T2bP2sdZkyfLW2LReLNxki98cB31uPH4vj2g01Je3fyLEk82vQgp6K0DjOmz8br9y9s8jFaG2mHLAVEwzG4vS54A+4mGYzPX1glPgfrjRfpqRvm4Lnb5h2yzWZfuHsBnrttXrM4ZRuZI8S1UCF2P4K1ESRCc+j39m41Xv6d643UwvxZ6/Ha7xZix1qZaXj/8WUAgOVzD1zbYo7Wn7p+Dp66Xi5m2LOlWnyuLjtwXc+hhH8/vBgAMPOmuWJbU1Ntq78y2IKNS1tP18lZsoaacLPo/Cp227OjZtRUGPeurlqe2L/7cBP+/fAiaVuwLoIZ02ejnB2fs4t1lcYx3v7z95j72lrLJGsHPqnv3pA8XZcIdVXN41zz51K1Twu0tq8qF9vWftc0h0xVVaxbVGpxut75ixFQ8MBy84/7G5VSfvMh7Zl9+pwhbs8pCAAACjtni23cIUsF1FKidJPBRM+8eS6evbV5Wo2U7bQGijNvnIvFn2zBS79JzPqunK8FqoFsL3qNbNfkc3j9fk1CcDi3pko7ZCkgGonD43PD5/c0KQLkToAdw9YcgtrmhqqqQmxLL0yq2Lu1Gl+8tEralpnLmDAW0YXqjM/cWf3KRiD732cNI9XU9ErJ0CLbY5DDVbW3eV9mznJR2huwMqWEL183tG10b46E0nYnzNf1WEDjVsFY8t8t4jN/p6LhGH6Yvd3CLkZCMYkhaS7w8fLPXy7APxjT1VS43KmZZc5offGiwRrXVYaw6OMt2Lu1RjgjAPD8nfMByNo3F0uvVbHUEbdZyVDDAgevz22cXySWUqq/fUmu+Lxr/YE5dATuaJL+l6PboKZVy897Yx3+9/wqPGPqmVa937gHPID95ClNptJYjd7mHwy9Mc0P/Jr2ssANQMJUcUON4eTaSScWvt849n/zj/ulwJHDjtXnRRuJEKyNYMP3P+2iubRDlgJikTg8giE7MIqXjBePsL78V9ME5mU7azV6uwUmGk6D57VvnK7j3w8vxppvSiUqmtIfLreCUIPxgm5grBd3zpbpAlmndBSfjBoDbuigH4IbkcYYhG2rypIyIqQVAYA2RUYV2rIvjPJ+HrVybF+tRfR8ogxke1M+v2TYvaFSMtYtjV6jrNEvn1i2rym3fO8EzqTwe/LMLV9iwZvrMZc5ttFIDM/e+iVm3ji3kWecHMQ2cVlCU/RJ3DFKlZF20s5xBqxyb+K+Xg2Mlf7fP1em9LscZqYoyq79mZu/xDM3J2dgijpnIyPHi5zCAHwBt/SdaupRqMZVi02Ix+KYMX023n98qdjG2XayFVzDG2okw0RY8WXyNG6yOcJJe2inG+UyCu74mtOUidLcnMH8+m1No8WDvO//k/pazcG6CD556ke89afFtt+X6enhdF/JpiHtkKWAaDgOt9cFj9eVNOKLRmKYMX02lny2VfyfgyaK3WwS3rGmaYLcNx7QxLDmiaauKoQZ02djXhMdPUB+4SOhpqVhiH4HgN0btOvNyPFJx+ZGxo6Gd5p0mqOB5H6dZudRI38W3BEyo746jA+f+MHCiJBomLDuu1LbvyfDCMCxwzkZ0io2qTaXpq9qXz3e+esS/POXC5rleKlgw2Krs8sdK56GbAy+essqBObHSsUpSBU0mZLj0KA7Bx/9/QexDx/T9dVhbGWFK7Tt03+skAKBvOJMwSJvXLIPqcCJWf/gb8vEZzsHwus3nB5+7+i9bAwjW6879B16tQEARPUxy8e0OZ0Vi8WlIHLzD/vRUBNBYadsqXVGXWUIT5l6FL7y22/wwl0LsGmZcY+e1u0ff3d3sdRp2MZ+rZiX3LGKRmJNet+S2cudJntPzDCl3DicUpNmx9XMmEnnY6Npa2pWhlhWJ1DVcyrVo4Q2bTNQ3CM3+Y46Kkrr8METyxKOU3O1cunmKnz+4irLfo3RSh4MpB2yFBCNaBoyj8+dlJnZtlKL8r95R6OBK/fIk3phJ00A2xzUbE5hwHY7VWotTyGaI2xZvl/Sc2350WCSOHOVDMnW+swtCliMHLEDdsaHBLlmx5brXZyQzJjSC/3eY0ttv3/1XrkRI4/6eANL0qbYOevcGHIdHYfLo12/uYqKJmia7D1eF+JRtVkqxObPat1qTbvUBp9kWwoHmv6ldHufscUANDkDIKesXvudISp+4a4F+OjJH7CZvU8v3LUAGxbvxT/uMCa38l11gvnhk9PahbstTj7hs38YjBZP+3G01dPknJVRHIoA+4xpD8DaiobGfXVZA2ZMn41d6w2Hol53qHuO0NhPGu/cKaHAEdDu/8wb50pBJF23x+uS7OuLvzK0R3T+5Ej8Z+Zy+4vQEcgyWFM7xqpjr+TtNZ65+Us8d5tzCtrOXrk9LoQbtN8zjzX6/wdPLJO221UY9ztKG19v/1kudqEAdd0iTQN33LT+AICiLjkAjGc0Y/ps4ejxKtaeI7QuAa/c841lW1PBrzMrTysu+e7DzWKbhwUAz9z6JWZMn225dzkFAfQ9qlj8PaGitA7bVskBzev3f4vtq8oTtp3h80OwNoK3H/keaxeWWlpPPX3jXMx9ba1Fb9laSDtkSRCPxRENx7FtZbnOkCWeDM2GYu9WOXLxeLXBySsNqUqpseCRuFPa0uyU0MvKU1XBugg+nvGjNEHwF6MxQmX+otvBn+Gx0O1xVjYPwFY3tuVH+aXkab5//nK+ZcLasnw/nrttniRaNQv2/RmNKxfnUdeS/xo0PxlYzmTRNZGDngjEiFD1aH6xliI2O16jTysBwIzyd6VY9nnyPlyxSNziLCZi/w4GeOsTwtApXRp9nMJO2ZIuUGzXBdDffbRZ2k6prHWLSjFj+uykfcy+enuDFDzRRFLYSXZ0Rp3S3fK3fNIhLRFHu+6yE0XPnfc6/Jxpw5xYjQ4920hOFqWGFZcizu9HFkCEg1Y9XWYbHzxebTr45l1ZU0ROFr3b7z5qBDDkkLXRmS1iyCp222sxqxxSqIEsryUDwQPOPTZpfbJLGUyfSuNqzTdGcGOuJCzomNWoliVOlYikO+XH8mW4hc01zxXma+8zVnOA7TRWaxbaM+urvtL0vB5dq0cyCLoXn//TYIHsWEA79jUzx2fZZgenYKZsp5FqbW8a0/5MjxgTalwVn/k8GYtqGSi3x2X5jdfv/xYfPvGD7TPg4n1zJoU/k+d/Ycxrdmw6APgaORe0FNIOWRJQxNalXz7cXpekmVi7cDe++3BTwr+n/kDZ+ZqDk1ukGRk+IRELBGjRaarpOLfXeHxCAG4yNK//zr4EmKeq7GjopZ8ZDoc5pbZ/R40wDGaMPrW79H96kdp2zUHXgYXwZXgsL0/P4W3hz/QgqDtqdgZq7beygaJrV+NG8QG/b6QX4S8yCY7pWZDB7D5Em9BLhhbZarROuHKAdCynsnbuaJL2I5Wy8qw2mkGkSf70W4ZpWjudsew3rhjZBX5h6Gv16O9//1yFr97a4NizDNACgpk3z7Wk7YgNAey1K80Nc9qEp5eob1MydtUOXr9bVLVxY07Byo9z5KV4xL17Xpu4vn7Hue/Ryvk7sex/26SKN3KysvP92jPS/x+si8Cf5YHX7xaO5cL3DdtAY46Ph52mAKF9Dy3tZw7iCI7CcAXYs8VgtSg1rMZV0ePJPBGX75SfOQ82y3bJ39nJBsjOUJBCDllEt5f/ecaeweLsYag+Ip5ZsC4Ct88tFXbwgNOu/x5dWwPTlCm6SeSaKnNQ6s/wpNRih8C1aRxkw+n3J13SF96AcWxyVum9nvu6VmXduV8+invkoofelV5JYRY+efpgAEBBBy1437NZGyNePXVJjg6XX/DUtBOyC/wpt77YZGL4yT7N+qPBwJmPVayPaQBS6p4Xb9RWhBCPq3B7XNLz52ujmplCM+jYbbtqTCG1EzE73k5s4KGyQkDaIUsCmkjyizO1lCUbMJ+/uBqLPt7iqEdQ46ro2ty5bz48freo0qyvtqbcwsEo3nxoEV757TdSdZQT+ODdo9Pe9SaRNtfo8FRDMvAqq5Xs+iLhGGb9cRHmvLIG+3dYhaSxqAqXW8GE83sDMIxhqCEKf6YHvoBHUPr0shR0zNIcMp292PyDNYrbphs/YkNIjLyS9faitd6col/Ssow8qZt2rvr98/pconAhWBuxsEnkaJGRd9JHcDYmHlOl8xhzeom+3cpkknHqOrAALo+CnIKAdp+ClP6Jwev3iKVTGkyiZjvtCYFaTQAy48ZTCsSW/ThnB5Z+tg3vPbYEq7827uuPc3bghbsXOEbIHz75A95gRvmFuxZoGsZZ64TRrtXZHWqsXL67TpwPOfFSwYUJ1EcpHIwiHlehKBor5Qu4maNsXB85EePO6gkAOPrcXto9SMJw11WFxHOzW82BHLJAlheBLK8Ys8HaCDKyffD43Yjo44e/NxTU2LUZIOdmzde7kds2Ax16pt6t3uN3Y/eGKkcR9XrdOSNGmVKL9dVhSaJQvT8oUuo0vigNWldpLfwg3U19dRhQDDYrlkBja05ThYMxSaDv8bqEQ2cea+TUcNiNx+Vz9Xuuf+XL8CASjEFVVSguBSNP6iYFhaqqiqzBjOmzpe0Ecn7MY4e207PNzvNr41G3eWsWaiwdBYpU4NNQE0ZGjk/o5RRGb7brnoueI9pZCqkoo0Jjk1JyxJTZBYnUZqdt1xx0G1SIrgMLhcNCbGhteciRjTNjlUnj2WDTpsg8b5FER42rto3RyQas+3YPPD45Zc2JACIynOQaxJZl6GwfMcLmjBVvfcJxqCxqn3bIkoAGiMfnhsfnQkwf+Dx9QK0KzC9sOBQTg6pjn3xEQzFsXa45FuTBd+ipRRCqqkp6hflvWiNCMhp2VXmfPK0NvESdvnmqgeA0yXYfbC0Lj4RieJaVe3/6nKZh+XHOdqELqNeNTUaOxjSFG6KIReOo3teA9Yv2aBOWfg9pQnC5FQSyvOL/XG9D6KafD6WGiGaf98Y6y75m0SxVnS3/Uu8lphtAYi9DDVG43IZR5HogwGDjyLmmqqQ2prX7OOOx9H9bpQopilYj4biFcSDnNxKMwaOX6POK3nBDFL6AG5365QPQxuIPXzR+EWZiHMxVajSxzJ+1Dl+/swE711Vi9stGz7T5s9ahvipsSZnt3liFyj312LayDGU7asVYouMvn7NDOKk0ZmkiyCkMCM2YXfpSOvQeR0YAACAASURBVL8t1aKP0nO3zUOwNgJV1VJ7Xr9bTEZmfUg8bqz/2a6bNhGV76qzjHma5L56az1evPsrzHl5tSWlR8v7kPPs9bsRyPYiqDPTwboIAlleeH0uwVbYgd4Ljk+ZFqy2LIhdKXTdpzEUDcUw4JiOorUDDwIy2/iE2J4waFInANpz4BIFwGq/hk/tKo5ZaWoH8+W/tPeuviqEjBwfPF43FJdi0dh2HVggnDUzE79p6T7B7B97aV94vIZ9LTf1Ylv99W7x3EjQXlcZsmhxqQ8a2V2vHgRHQjGocRW+TI/kkJl7VpE94Xau60DN9jhVMtZWau9FVr4fvoBHjDnS4Z5+81Bp//qaiH7PdLuyvlLYxL1bquHPcEs2om3XHGGDzM+I2xUnhOoj8GV44PUbGR4n6Q3NMe/93xLLdzU6g01jLVQXtchZzG1LSjdV6+dgL3shWzH6tBJ4/W7EonHE46rFRpKt5T0MAWOckKM26eI+AIzAY4tpLuFEA2eim2JPWwJphywJyEmIRuLweN2irNtcGanGVVTskY1ILWvc2KmPFvWau8FTusxsyMhxqyitQywSl15ETt+Swe0/Xl7nbMSJXdGhVxt07J042jZraIht2KL/frvuuYJ2Nkf3dC0kEP/ug01Y8/Vu1FWGRE4+1BAV7B2gsVGxSBxqXBXMTG1FSGMbdONM0TB3VimNQt+RIbZjBkgkTyDxJ93rHsM0loYMy7aV5SjfVYc+Y4rFMcn49x7dXtxDTr8D2oTVfUiR1F+MsO7bPVLlkzCcwZho+MqdQEDTfBAr5gsYWpT6as2AU8o1Eo5ZUjjlu6xpR/O9oXTRC3fJlZVbV5TZOuZqXJVSxVwfqMZVvPOX76UUFNftEGixaBoPg4/tDADILQyIY9tFp8G6CGLROD58YpmlxJ7Y5Wg4hlBDVFw7F7kDGitHxTUk8t65vsLy7oYbotixtkK0WlmzsNTSpJiccHpfvH63xurqrM+ONRUo3VQlWHSn6rj+R3eUnnuoPiIaHo84qRvicVWw2lyzmFsUEGwDIHf29wc8gGJcM6A5QvVVYVHdTCBnhvdTJNtkBgU9kVAUr91nL31Y802pYNTcNhrbbSvLUVMWtB1fFXvqhQ1RVcDjc0FVNT2sOT0GGOJ8YoU+eXo55rwir9phnviJsaIJ3p+hO2T6uzXnFblZMzld/DpoeTen9kQSQ8bSobSqRk5hAD2GtUVBxyyocRXBmjAycrzwBbR3IhKOYcdqg7khh5GY+owcr3DezPeXM2RO73BdZRjZeX54/W5LSrHn8LbI19OgfBm7nWsrMfOmufjipVViLJPz2qW/FhjWVYXEO5+R44XX70ZR5xzpPEgnyRsXd+6XLwq5qAo9Foljrc7U1ZYHLel+p/Yt5ACSpjdTl3+Y7eONM6dY/pZnDw4VpB2yJOCG2e1RENOXduANLQGNHjb3c+HVPTkFARR0zBKTtz/Lg37jig0DaVMR+NKvv8Lr93+LmTfPlSqOACP9RhGCuWXAuLN7ITPHJ2hlPumRgxGPxS0C3p3rKqSJICPbm7Cqj2uD3KwpJE3AmmHR/r5T33xhQCLhGPbr1Vy+DA98mR7h/FKncqLta8qDwrkgJ8ppUfJQQ1TQ1P1Mi/Eu/ngLAK1vVWauDxlML5ad74cvwy3OWWjfuuQIR8hsDPuP7yg0THZFFbxqkLQekVAU9fr9Pe3mofBneYSGjMPr94hzaKgJIzPHaxhfGwbGHL3PevA7qV1AIuzbVmO7JFN9TVhaZQIAXrx7AeqqQlj4gVU7mZXnt3WQ47G4cAz8mR54vC6EGmLiOXfuV4COvfPEuPzXH77F83fOx2u/W4htNimGeEz7jUGTOiVsGcPXFKQilXZdczH3tTXStnBDFO//n8we15hWSTBH0LlFGXoQITteHp8b0VBMYoOGHt9FVJot+XQr4jFVXCtnB8ed1RNdBxaIggTOdud3yLKt8D7pukHYsqJMFG6Qc0qpKTOMwMCwN2fdMUJ85qkvGrMkMaBryc73i9QzZ+Q8Xi3YspMM8LTnkCmaUx4NxcTSTS63ArdH+71YJC5S6hREAYbQndscus7x5/US2/j35ISQo6YxRYZjYs42tO+e61jw0levrL3k/rGmawvB5VEQyPbCl2FdzSU7PwB/lua8hxqiUFUtQPDpa1DmFgYk5saX4UE0EkfZDu1ZVu8PwuMzGDJekEXbI6GYtOpHTmEAvUe3R21lCLFoXAvodJvCg01vhkec74dPGq1bAI11WvNNqYXZzCvWHLj/zFyOBXomp2RIESKhGFZ8uUPSAAf1c+VzY2HHbMClBdoL39PsyI415eg92tC10hw06pTuqK0IWZiu46/QdL157TJMY1AbQy6b9UTbl+RKDLV5HzWu2rYIOZhoMYdMUZRsRVGeURRlo6Io3yuKMldRlLH6d8WKorzBvvtEUZQ+iqJ0VxSlQVGUZYqirFIUZaaipCJ5bDkoejRb0CETbo8LcX1SNkcaq7/eLVgbYqv4PopLQU5hAIqiIFgbQaguijXflIq1HO2WDeI5dLPhp1LyrgMK4XIpIqXHkZHjEy/vbBYJEkPEo0mq9HS5FKz71lhWxBuwRlWUzwdkan/Z/zT2oPvgQlHBGG6IYeU8TY9U1DlbTAjRcFxMUr1HtYdXn8gAQ0tEbSDefGgRcosCll41dmL0tQtLxXUde0lfsZ1HbS6XAm/A0PP5MjwoGdZWRKyhhqh4HorLKNuOhmXHy+VSdI1KFA3V2v7E6gFGem741K4GuxWKiXS0Aq383q6QQGPItPML1kfgz/LC69eNbzgmUnDHXqpdY9mOWpFu2Lfd3sEC5JTH2XcaE7G5tBywZ93qqsJ48e6vpCpTwqKPtmA9WyOQ0izV+4PCocltmwFfpgfh+ohIDRd1zoYvQ0v17NlSLX7X7BQBWiqC0kr7ttag3zid1VRVMTmTseZpD+4Q0+9SGsSu8oxY6ETVV1rKMiKO3+/oDvBneixpnECWF9GQ3LV+7Bk9AGh2gTNmXp8bcZsAaOvyMltHoefwdqjRg626yrBgykqGtsVgPT3JJxkRKJlE7SNO7AaXW5HSODSxfvrcCqF3mnBeb9RWhGwZLKqSJH2TL+DGCVdRQYxxT8aerl17PK6K9hNd+hcI54I7nnQNALBdH6OUjgK0Mda2aw766m0iAOC/rKCA7BfJIOoqQ1paOSyv43jRvWMAaDbH3O6GQPvnFslShf3baxCPqlAURdLIcvj8mpaNgk6qKnV5FIQbouK+t+uWI54R3bNRJ3cT71I0EpMKstxuF1xuOVXcoVcb5BQEUFsRFAFVbWVQs3lMt1dbEYSPFcUkAl8fcthxRjU02aHxumZYVY33bvjUrqI9DMeeLVWIR1WpT+XoU0vEHBSNxIWMgrS32rENG16kBy17t9Zg+Rx5WbvcogB6jW4nbB1lNip218kFY/q7QtXN82etw7O3fGmr8z1YaBFnR9FUiv8EUA6gt6qqIwFcAaBI/+5dAHNVVe2pf/drAOQeb1RVdRiAIQAGADirJc4xVZCT4PG54fa6EI9rYm0y5pPYpE8QBsPkpFNkVqUb0E598wU70tRGfWNOK0HbbjlaWtNkyAM52oQRj6tC39R/fAfBBPGojAzfh0/+gLz22rVNubyfds7BqNDQAMDPHhiX8Jy2LC+TGDJiihSXIlHslC5wuRV4/G4LA0Vi71BdFDvXVgoHtUPPNujUN89WzM6ZS75kSulGc+pGixaj4ZjGiDVEDUMYjAnmYvvqCnj1iSIcjAmnU1zrj1pTy6/e0pysPVurUdQlG2275oiKvpIhRdJ1U5qmQ888uFyKVDY+QHfmad3U2ooQ4lEVSz/bxo4RF8+O1rlbys7rzQflnjqnXD9YfObVsTydTZEqB28wmgpKN1Xhf6zsngwiT2u63S6t9QlzWgo7Z2uVbw1Rxw7ghI1L9gpjPeyEroKxjkbigjWl9OQ37xnsr9vtgtvrkoIcWjcvUaUl6agAY0KgdzaQqb1f4WAUkWAMa77ejXhMm0woeJj+5LFScELw6+zI8rk7kJnrE32n3D5r2u/i3xmMTG1FyMIOGzbIEE5X729Api4E55pKISWolwM8b8AtmEdAY954lV61jTNoDiIpXUtjLByMiSCHa728AbdevOIX48Cf4TF0UsyOdeydJ3Sj1N6CbFVRl2xsW1mOfdtrpL5jJNyedElfwQpl62xot0GFIsAiScnR5/RK2nooWBcRKXbzUkzbV8v3N9wQtaasXZpDt0RPee/bVgNFUeDP0KrL9+pVsu265Yp7Ro5tRq5PMD98bNDY9DJdLqAxnv5M7TwopTdoYif4Am6ocVXMNYMmdhLpW+7sTL6sn+X6udaOmOWSoUVoX9JGFGsRiATo2DtP3FeyU8dc2FvoynjQ2K57rghgY5G4uHZe8MAZQAqwvnl3owjczr1rpHE/gjHs2aLZfHK4yPGMx+L49sNNYrzTtVFbpNZcqa7ZHDKd3VqrKMrLAOoBjAbwW1VV4wCgqupmVVU/BjAZQERV1Zn0t6qq/qCqqsSLqqoaBfA1gF5oRdBA9/rd4kWMReMiWh00sZPlb4T2whR5kENGBmfEiV0FbU2aMcDeyXNCXvtMkTqhyIQqHDNzfIAqG84pl/UXa+XRoszHXtpXimSoQKC4Rxs0VIdRVxXGD58bKRtFURx1JwSuISOMOrmbeOkioZh4IfKLM+H1uRAx6SAGTOgoHVMIdU1LWI0+tTsu/cNRCc/H7FwoCrBjdYVIjaxZWComzlBDVLAw+7fXwOXWls0K1UdQqb+8w47XokRKq9KE0757LnILMxANx0SarpAxg5GQYVDdXpeobCP2JEePvql8nlIq/kwPOwbT/+hC/0Tg6/bR2HPSFnbo1QbDT+hq+11jMPaMEkx7ZLztd+bWJ0WdsqFCtWXEAM05uOHpyeL/FPEGsrziOvjxaELg7xSgMTY8RchbfzihF2NjSHNCGi9/lgfxqCpVh1IlHekh3V6XkAvQ+n+d+uaLgK7rgAKtZYbOknq8mlNDEoZ23XJEqwNAkzFwZgGA5KgTAtlewXryqmWP1wVFsTamJukEvWOZOT5L0YoZc16T9VduvbErne9F944REyqv6lUUBfGoiiWfbsMOfbksr99t6KSYc+HxuQUTTrIMKhIoo35tqjxxkwkZeExHMTmTg5SR44PPLweksVhc+nvCBb8ZLT4/f+d82x5qZt2WL+BGPK5a+s7ResBr9GugRq7+TC/CDVHBNPUc0VbYoVrBNHpsRf2keQ3VR7F8zg4UdspCydAiuFyKpd9jfnGWeLar9Mr0nIKAxkqqcluhAeM7CmbTCaTl3bGm3KLbIza8en9QOGr0m7XlIVzzfxMBQFpIPJM5nea0oZ09ys43sjTUpJvkQFToM0/XNtMSdJTWDgdjQr4CaOwwYDhmdmufHiw09y/3BvAUgAsBLFNV1Y4LHQQgcVMRAIqiZAI4DoCloY2iKNcqirJYUZTF+/a1bHfvaMiosqQHVZlgNfnsfL+Y9HgvLwCCbSKxdyDLEHaSdz5gfAcMPMZwRI65sLf4fO5dI3HVo8dYfpMcMor0aYBSKsy8rAZF52Tgln2+XYpwxLUUBLBTryykyYT0LXZRFGHan8ZrRk+RJ0p/plfQ5Tz94nK7sHNdJeJRVURB2fl+6aUDjNYFXr/mrJBhHn1aCfLayWXiZmE/RZbk7DbURJCZ6xMT+oQLekvCewJFXYEsr5Zm1nUsJE7vOVzuX3PClQOxadk+KaL0BTxi0qSJlvpSDdUdO6LSKbVZWx7UtCm6zuH0m4eJY/B1+NwJFqIeNLETrn9qsrRYNYnsT7xmEAAIQS/hnF+MFA1oCfnFmbjuyUm2v3HFnyeIe8Qx/MRuUvNjDvNkkdnGJ6XJAWDwZO3+nnvXSPQc3g6KoqD/+A7IbOOTdD/kSPDJkuuOACOF6Qt4JIbMnymnis1rbZYMLZLaD5iZKXoe5NzkFgVEDzJevEPvEE3SgSxjgv32g82IhuNY/512/VRpSBXXiRb5pmsnR4ZrPzv3zceQydq5FHTU3tkzbh0GRVG0ClWdnSD2icY+2SGPXkXKYW7ca05bahqymGiYqumW5PHp1KdQcSm2DBlgLaahYM/MZBR1yUZnFqAoiiJSltQQ1O1xiedGPbvsGqP2HtUObbvm4IJ7NKfMqaeXuaqQ7GjXgQUADDtBab4CvTCDnBGfHlySVrKwc7bIYBAT7Pa44NJT29zpprQdAJ0Ri4l748u09nukZbTI7vsyPYIZ54vTA0Cf0cWY/uSxttdMvxeqj0p2jt6VDnoaumRokUhDk0Nc1DVbnKM5KHBTylofE6TZs1uRxk4jRg5d6aZqbF9dIRx2Cuzpd3lQ5g24bYuyWgvN7ZBtVVXVvhwndfRUFGUZgK8AfKyq6n/MO6iq+qyqqqNUVR3Vtm3LNnQjg+H1u4XBoEiedFtc5NlzZDvhtOSaIkx/phfhoGEcAtle4RyRAQ81RKEoCs755UgMn9pVGA9AM0ycmidEI3Gtn8w3mrMw5XJtOQ0yNB+bojXzMis8EuTw+twYfao2OZN4upPuwLRpKztA5GAAGqWtuBRABRZ/skXar60eCfKmtgAsDpXd+o70ElLllC/gRrtuOSK65c5Ffnvt89Dj5EmE+ph16pMHFap4vl36F4hUxt5thgNLehHFpaBiT73Qz5GRIOrc7j5w0KRJlYB0fXn6GKGUJ1UH0f2u0dMqmW18cLkUuD2uhEticcZ20iV9xT0bofdeo3QFTbYVu606MfPkc8n9R8HjdePGmVNwyg1DJHYtM9eH4h5tLE6QnaNIf8cr0QDYshMTL+yDG2dOkSbjQKZXNNsU56pPgO8+apTpm98RMuxcD8a1KYSsXD+ueXyi+P9J12mpXnMQ1KadzmLSfdI9gzNvG47cttbJw9xCpt+4DpZrpkCldHO1dG+IxaPGoBxXPaadKwUf1JYF0O4pLb1FY8rc4gEw+sJ5/XKQpsZVyzk69fcj++HR063GurVetDG912RPug3SemLxKlCaUM2FHObAzO12SfeUhNpa6xzZCane1yD3OvO5hO2hPnGd+1tZ5qlXawFLW53Jcmqe+uXrcuWledInh5dsLjnCNHa8rJoa0MY4HYOYVyICqGjCjPYluWjXLQfhYNRgpObvsmjDzMFjYcdsS6NUHsi6vS7pfQCAM28fLq7T3D4np0CzfTTeMnN8ljHUw6YBK9lSspE0Tuke1ZqWyUvkKNph1MndARjPhBcq/fzh8aJ32aGA5l4vgKz7SgBDFUVx27BkKwGcl+AYpCE7JCBSlj433PpgJXaHhLk8ij76nF5GSa8p6jdPFJRX56BovkPPNujQsw0aasKYA9mJMpcvU9k8IU+fMDJN1XukJTKfR6KOzt+aViKgCikAmP73Y7Fx6V70HtUeobqotESFGfQb5kWZCR375Em0+c8ftqa7MnK18yZxap1pch5/bi+x7mOnvtrkP/yErlKFHKUDvAFNZPvZ85qD5PG6xHOjTufcyaje1yDpaMjQ+PzyK6QoiogeAWN5FO5Yc5ATSMJyf5Z2vAHHdMSq+btEFROddyxqaAXtigEmXdLX4sgDwMAJHSUhvl2EyXHjzCmIRmKW/UqGFKFkSBF2rq2QDFmX/vmiEoo7bMU92ghG62TdwfEF3Jb2L26PS1yXmaki2JX1m8eu2QHn4PeLjDShz5j2GH9+LyiKYimRN78vF9+nBWAU/VOLmKx8v+1yXMOndsMiliLxeK3OqnBqTN8d93MtuOpsSk2f84sR4tkQA7pdd+L769XF5vO2W2KK9jEvVl3Qwaqp6jVSm0w79c0TqVnAYH08Pjfqq8Jo1y0He7dqGikz+0SVr5FQzMI4kqNkLrIoGWY97y0sHX3er0YB0MaCuerW/H9FUQQLTcjOsw+iEiG3bQaq9zVYnFxypihlHciyZ/PE/gGPaIMDaPfHXEhCjrXb67KsPAFArLGsafbsK8IBoKBTtmU93UmX9JXu9xWPTLCc35V/mQCPz43STVXo3Fcbh/4Mj+UdLuqSI+npzEG3x2uwk5365AnmmAgOcsjJoaNCh1End5dsl/m4ZgyY0BFbftwvHEYacxMv6mNhdf0ZHkGKHApokWSpqqobASwG8HtdxE8as1MBzAbgVxTlWtpfUZQhiqJYc3GHAKKhmFYJ5VGE8JJSg1QdpSgKhp3QFR1759lOdJR2pJeToCgKFEWR1o2kQUnIyPHhxplTcN7do8Q20uZQhZ05fUjiV3N0SstD2DESAHDp7w0d1vQZxwLQHEwOzoy5PS70GV0MRdFKvq9/arKk9enU15hEONMIAF+8JFPk5pSpHdPUpb+WBvBneFjFk+HUcq1Ul37avubFaskgaE0SDaNlR4vzikkn8OiNGFFKcwDGmn6ZufLkSJHnnk1yOvmKP2sG0bz4sZmJA4wFiK/+v4k49+6RwpHILcoQRlycW5G9Hog7nebr9XjdUrqTo1PffEkI3W2Qdpzz7h4lomgAUjqTnE2PTQBw+UNHi8/mEncCbyNyvT4+zY4Eb39gBjkfXr9bGOlLf38UTrxmEE64cqDje2EGMRbmiV0rHDC2DdClB2ansVMfKyNDtoTrarTt2m/x9+PsO0eItBBgTNgkTSBG0Oyw271TtI/X9P7ZBRBkT3oMk8+R2FCfHiju3VojJk3FwfE3p/oAwxk1SywSpeUBI1jhjgy9G3aPlFJjBLrHTmOHB8NUYMFtDQBc+FvtnTdS6PXSsZ2GlqoyLZzpeggBpi+0c+w8PheCdRGN1dTHEUkhOKhYSzq2KW1vl4HRUs9uYX8B+b0TvTBNbYYsv8XG407G5tJ4pQCH7tXky7RgxIkwIO0XIPcZ82d4pNYgBLOE4vRbtIa93CGjObW10JLqtauhVU5uUBRlBYAXAexVtTD3bADH620vVgJ4GEBq6zccZETDcXh8Lk3I3lc2pJwZG39uL6mNAAfpCOwGO4BGe+i+gAc3zpyCgcdo6akB42XxOxkw7hzy8nEAOPWGIQCMVBagXc81j0/EJfePFcfgf8er9ezgcinSpMY715MuyWtilEgvZ+dwAMDZdxqTe4beIsTP7qO5q/4NT03GxfeNtaTQzPD43JJWxW4y5pEYpakAY6IF5DQAMWi5hca+lBJwuV3Sc6YJ1ly4QPfdbITszm+MztD6MzwoLknuPBIu+6NRJXviNQPF537jEhvURGjTNgM3zpyC9iW5tkFJ37HF4hr4UmPHT9PT68yBtOu3BRhaKMCY6Ph96ja4MKFTRRMdd+Lz2mdanKBE4M62ndPCWbxV863rvZ5ywxDhpHCtHrHZTu8BoF0f1z0a5yGbcUrd2wWAgFEl6va6hFOZyrqHNKGRPsoMb4bHUr3ZGJiZDz5OCcQYHnNhH7FN6KbYNfTX3ytKO3O4HMbIsOO74qJ7x+BnD8gFQufdPQoX3TcG5941UjCHfcfI7RyKOmupTXqvzY4TpT7N4Ev5UHraqdUKvz9n3GIkkXaurRBMHYnVx7NAmtK7Zi0e4OwwJwOXTZxwpWZDkqX+7GQoADD2TM2O0ftEfdq4Ro7A++sNO74Lug0uFEEsIRqJp1Qp2XWAdl+4vebtU1oDzcbVqaq6BZpgn/5fDeAah313AbjA4VCDHLa3CkggD1hZjkSRW9uuOYKSJ0Nol2ICmqfM9oanJ2PtwlLHAcUNGKAZ99NuHipFPYBmUHzFxrDgLyx1XW4KSNRqnnAo7etzmBA69s5Hp775UuULd/R4AQSdr7mEffRpJVj00WZc+4QhTDczkXYgRxrQytFJON6XVaRyR4I7ItP/fiz2bauRomu/jcbFSVDKjbJd1Y/H77YwNMlw1V81EpqPQ34fzM5hc8GcAswvzhKsgB1zxxtEcnTo2cbCnnFhPq+q7DqgANtWlWMYq9AiR7Bsp1U3lwzXPzUZ+7fXSBOrnaYqv9gYewPY6hlX/mUC6mvCWlNMHZmsSSUFG1wjRD3WCKfdKC/BQzA7UzQmndjNwZM7Y+F7m6TfMjONieBUfekLeERxSrI1Q0ec2BVLPtVaQJzzCy2QNadr7cYGBQ1UlQgY9pU7CcQw2wW7dk2cCXZrZgKQnhsgs2YkjwAgBPlmmBlrwtDjumDJp1o6bt13e3DClQMdq/y4491lgGG3eQBDkhdutzvqjCx3PMix5eAZksaApDeNIRaue2ISnrnlS0y+rJ/4e3595szGKdcPxidPL8dpNxnvQEaOz/adoKISbR/7OdeMkqFFKN9dl9K80JI4dJKnhwE4u2PWZ5lx0rWDsHL+ThylL24MyBMrZ9fshNWNhaIotgzHNY9PRKg+aomEFEVBt4HWZrJ2uHHmFMRjcUcD74TsfL+IisjBMBtdiqrMKROOs1gKDJDTiySaTYQxp5VgjKlysJItgmvX/sDjc0kO1vpFhh6QpxP5feVso9vjskSkdr2cnBgdvi9nZrsNKsTWFWUJ10t0glNA4HIrGGjTvqWl0H9cB6ETadvNyhyMP9c+dTR8ald88+5GDJlsOMp8tQVuxE+/ZRhikbjEKgyZ0llUmTYWLpeCdt3kgMSuOo9PKsdeakgJtPVd5f3NizUDsnNFrEsypMJucdg5B07HGDC+g+U8ncasnzkj3BH++cPj8dKvv8KVfzWYjNGnlQiHjNKv/FkdN012GC66b4zUvscp22AGZ2UowEr1vqYKKlQAnNktbifO/7UhP+EOnLnYCpB1f2bNFmHolC6COLArPjCL+QG5yv2MW4dh/45ay4LmiTD1qoH47PmVki3m44I/68798i1aPo/PbQnU+NyQlSeP0ZKhbW2XP7LDsZf2xdzXtGKLM2+T545rHp+I526bJ/X2A4BTrh+S0rFbGmmHLAm6DykSlWncaJmrvczILcrAuLPliSWv2BjwdnRsoq7gTYUv4LFtadFYNNYZAzShRzykEwAAIABJREFU8vw31+OEK4yeNk7GvDERereBhWJidYo8k4Gnk6gqFdAizM9fWGWhwUee1A3f23SnBzSjufmH/bY96exgZisHHtMRK+fvEjoUAOg9pj3mvKr1eeKMhN0SWweK62dMTr5TM6KcrbDAI9JkBtdOcM8nOt7EFbCmwCac3xu9R7W3VPQ2FXzsTbhA04nyoCtZOmjq1QPx2n0LJSaMv2epjm3+m2YGmphCzpzbiaKdnHU7p5GDF99w/dxQVvyTne+3mXztJmTj71UTiWVmqIhV4ZKK8341ytJYmFdjTrxIe++4E8+do8bi8oeOxr5tNZImkBf5mJ1KQiGz/Tw7ctK11uQQr0IlJsxc4MGfOXe+aLUPO6aRr+zSpX+BJVOSDL1Ht0evke0cxzgxvoBRWGFeacUMPvbtimNSRXsm3zAzniT3OVSRdsiSIBaNC8+dD/wuNqXSycBTnDwaOveukXj7z9/j6scOybqGJiMjx4epVw10/J5X03GnMRl1zg1SUxxFQBPn0qLjfELrO7ZYSkkSxp7RA9//d6vo38XR2Ohq++pyieU59tJ+EpsCyILx8ecbjr15sejDEcOP72qrrzpQ8HtqB0VRbHU0TQVnacgZzykIYOrVA0VRSSLktcu0TA580uphw2zYgQc55hTO6bdYC9aLOlkZIn6MM28z/qZ9SS72bK4WqTDCxfeNxepvdktMxtdvGysepMpgcXCGxKnNBMHtdVnuXfvuuZZt/kwvFEV2fLgTYW6p0RjkFAQslfLc2TUX5oh93Hwf1taF3bMJ5/fGgn+vl5gmgplt4kQBZ2Gvemyiox4mWdPfVGDnjF1y/1iLoP7sX4zAu39dYms7nbB+8V5Mvbpp51XYKfGqC4cy0g5ZEkTDMcMhYwPf3HIhVZx95wi8++gSDGKRXXGPNoe0197cuOrRY1BRWi9V9fEIPRl13lQnjMOurD8RFJeVnWksJl3SF1++vlYS0qcCbsBPuGoA/vf8KlsNyOGCvPaZGDC+g6XAo6m45v8mAooz+9pS4JMvd+p7j0q+AoATyEEYd3bPRnUMP+qsHtKi5YlQ0DELF9wz2pJyPfeukfD63RKrcObtw1G2o9biyBZ0zLKklif/rJ9gdZ3avCQCT/ea9XMHgmmPTJDW0uRoKsOeCszM1DWPT7QUrOQWGbaO37Ohx3VJ2MKFY8039iymJrmQ34mL7huD1Qt2SwxWcyK/OEvSUQKaY9pY22nXoiVV2DHphwvSDlkSxCJxeKk0nL0wTaW6O/Zu/OA80hDI8tq2lOh3VDHadkutcOCs24eL9h4HguY4RqoYNLFTymlNQGMhzCsO9BldjD6jW7cSqDlAJe3NgZZI9aeKQRM72ergDgRNsQ8jT+reqP3tqv7s2EOvz50yqzhgQkdsX1OOHsOa1qybB1rNIbMgaE6X/J7zRt8HC5p8RN5mLhRLhMxcn6UZKwDU27R4cEJhx2yRXj8UMeb0Enz34WbbRsg/BaQdsiSIx1WhbeAUbWtXYxyJOG5a4vXTOMwtSJqCG2dOsW02eqgg2YLHabQ+GrPu7E8BJ159SBXJO+Lav9kvBdYcOP6KASkzby63C2NOLxENVxNhwgW98dk/VmLc2T2l7aNPLcGCN9eL9hGHM0afWiIVSfzUoBzKE1IqGDVqlLp48eLkOx4A1LgqnLGK0jp4fG7bLvs/Jaiqiqp330PO1KlwZ6cdhzTSSOPAQZWEjan4+6lAVVXs31FrYTdVVVsCrjlZxTRaFoqifK+qqiXN1nrLmh9G4MxYfnHWT94ZA4DQ2rXY/ZvfYMdNN7X2qaSRRhpHCPLaZ6adMQcoimKbalYUJe2MHSFIO2RHMLZedjlW9+uPWE1N8p0biXi91semfuGBriWfRhpppJFGGmmkHbIjGPWLFgEAtv7ssmY/drzuwJvZppFGGmlwHO4SmjTSOBCkHbKfAEJr1zb7Mctf+GezHzONNNL4aWNN/wFY3e/wbemSRusjVluHeDj1ylM1FoMaa/zKJy2BtEN2BCNjhP1i582Buq+/abFjp9E6UONxRMvLk++YRhotDLURE2oaBwc1X3yB8LZtlu3RffsQ2rSpFc7IHutGjcLaIUOhxhOvp0pYO3wEtlx8SQufVWpIO2RHMNRQKPlOKSC0aROCa9ZI2wJDD421v5oTdQsXov7771v7NFoNm04/A+uPHm8xuqqqplNJabQ4+ARav2RJK55Jy2Lbtddidb/+iNfbr015KCJWVYUdN96EjVNPtHy3/piJ2HTKqa1wVonRsGyZ9P94XR32zZghOftqPA41HEbwxx8P9unZIu2QHcGI1R64mF+NRrHplFOx+ayzpe2+bsZC2qlGIoc6tk27Alsv/Vlrn0ZCRHbuRLSiIvmOTUB440YAQNX7H0jb1/QfgDX9BxwytH4ahz8ali9H6R8flLbFqoxlwWrnfnmwT+mgoW7efADA9muva/IxKt58E6v79T9ogVJw1Srb7XEW9MebiQBoLoQ2bJD+v+2qq7H/yb9j/zPPim118+eLz4dC0Jl2yJJg25VXYdc997T2aTQJ8eoDd8iiZUYKK97QID5Xf/Ch+Kyy7av79T+ohqIlUPftd619Co7YcNzxWD/u6Bb9jYxh1vUPgUOzkKPshRdR9uKLrX0ajUasqqrFHOtDCcG1a7Fu/ARE9+2Ttm85/wJUvPoqdt5xh9gWWrdefPZ1kxeKPxJRfwD9M0vv+x0AIGTKXLQU6r7+2nZ7xauvic+xysqDci6JwG2UK1Puj0mMGWfIuO2ggLQ1kXbIkiBWU2MxJocDVFUV7S7cRU1fF4y/ZNH9+2334Y4aofqDD2z2PDxQ8eqr0v/j4bAl2moNBBMUZ6iRSLP9TrzBPpUSr61ttt9oLux95BHs/dMjrX0ajca6sUdh/bijJVboUEJ4xw7sf+65Az5O+YsvIVZWhpq5c22/r/7kP+Izn0y9XY98h8wO9YsWNWq+qV+6tAXPxkDtPHsmae+jj4rPB9uhaVi5Ukv9snFT/trr4jO/jzyLU8bGdfYEY/H2Q4HhSztkSRBcvlxQzIcT1GAQiGoL6sYcHKlUEKswGLKy558Xn/39+onP8WBQ+5c5ZpX/fqvJv9mciDc0WATCDStWWtIlvCon+1h5WZXt116HTaed7uiQpoKKN97QmMMDECtvPvMs2+37nvw71gwegt2/u7/Jx47s3Ss+q/rzNCNWIztkNV98cVgxofVLliK4bt0BH0dVVTQsX9EsGqDaBQsO+BgtgY3Hn4B9jz52wA5j7bx5AIDqDz8S25yCBzVkjLuWmNwr33oLDctXNPtxGwOe9s+ePFn+Lh7H1ssux8YTT0r5eP7u3S3b4g7vb6qIh8NQo/Ji7O48Y9F6SZvM5Squg7uc4JZzzwMAbD7/ArGtjr1Pdd8YrF5k1y7bY7jzjCWrKt94o7lPsdFIO2RNgKqqiJaVWbbXL13qGLHs+dMjqJkzp6VPTSBmSlea003hLVsQXJt8coqxqrvKN2YZx6uuhuL3a5/1iSm4erX4/kDo+ObE2uEjsGbIUGnblvPOQ8WrryK8davYFqswmMDQepkNo+a3B+KQld7/ewBAxZv/bvIxnLB/xgwAQOWsWdL2WHU1Vvfrj8jOnUmPUf3xJ+IzNf0FZHp/32OPic+bzzsfO268CWv6p77+aKqgtHcyxGqNMc0dSidsveQSbD7jzAM6N0DT1G05/3ysHTEy6b7Rigqs7tdfSk+GmLPhymjdrvQ777gTex99zPH7deMnOH6XCmK6nfR27iy2OU2O1Z99Jj5XvDHLdp9kUGMxrB0x0nJNtfPnY/dv78WW889v0nFT+u0UghPOMpuLrmq++ELbpxGOfulDD0n/33r5z7F22HCUv/Kqw18kx9ohQ7FmkLy4Nz9vp/M7mEUK/F67MjLEZz7OOJGi2mRxAHlerHzr7eY8xSYh7ZClCE557v3TI1g/foKlEmjrxZdg68WXSBMFoFXvlb/4InZcf8NBOVcAiOzYLv0/Zko3bTzpZGw+M/nkFC03JpKCadOM4+/aJQwKMSrBFSuberqtgrqF34rPoXVGOrDcQZO06667m/Q7fKWEyHZr2XhTkEohxboxYwFourOkiBkRcTxoGK/gekPXEw8bE0hwhTPTENq02TaN3Vgkm+CizAkzF2Nsn349NusRNCA70wezCIX0flz3t+nU08TneE31QTsXM9RoFNWffCKlcACTrTAxJU1FA7OVdd/Yt8zhmldXTnaTfmfNwEGI19dbrmn7Ndc26XipYstFF2PjCVOT7herNp53ww8/SN+FN2+x/Ztt112H1f36I7Rps+W78AaZSaz/TtO/7nnwQcu+B4LgSsO2O2lJD6bGNFpaKj7zc8sYrutfFQW5p5wstjvp2+L17JwPAbY/7ZCliMh2w8Epf+klAMDWSy613Te8Yb30/23TrhCfW4oyjzc0oPyVV8VkQ6mGjFFaFO+k/+HRKqXVODvBGTJ3XhsAbKJ0acNHMCrqoVVtGd6xQ3y2Y7f2P/20+Lz73vuSHi+6Z4/0/1hVlcX53njSydh8nhyF87HjYykGYrCq3n/f8lvJWCKniK+pUOOGMeLH3v0bo6Ale/z4pMeJVVZi0ymnYO3wpvXA4+mW/U/+PeG+0f2GRoTf42hZGWrnzpUMdSmboBqWyRNhS8LTvn3C73fd/SvxWVVVrO7XH7t///tmPQc6LhfQA8CeP//Zdv+dd97ZrL8PaIw8wdOune0+vCo8tt/IQIS3bsXqfv2x7aqrm/28Got9TzwpSTcIDcuWIbJjhxSIhDZtwrqxR0nZFO6QxevqpKCj/nv7rELdl1rad88f/whADihyTjbSm80hH+BOldPxnFLOZQexWbg5pUqoek+zpZ7iYqgRY5+ok0NWd2i1Hkk7ZElQ/MAfUtpPirrd8kKveRddKD63VIf7tcNHYM+DD6L6P5pIVvF6AQCZo0cDkB0yztjwz5RW44hVVmj6AY8H8QZtsqQXkjQQxKhwnUGqiFZUNKsgnaN+kWHgtl833frbLMoq+PnPkx6P62ni4TDWjT0K60aNkgxXeMsWBFeskLbxdBUXjhKDxSdlQHYeaSIzC06JxQg5aG0aywLxdCRPWfJVHvh2J2y58KJG/a4Z5a+8Ij4nW4PVibFcP94q1K35z3/FNlfA3+Tz489V8fmS7m924s3IOeEE8ZnSv5X/Sq5laVi+Aqv79Uftl8nbQ6h6Kqn6k/9IhSEVLxv3uvpTI13InSGOWFUVIuydSQZzk2G6dyQPyD3lZOkeBn/4ke8sPtK7W/fVV0l/05XdOGYt1fS4dkoq9j/1FPb+5a/S9n1PPCk+836Nm045FbGqKnk81pilJIZDQI6XE6jSkQdMnFU8EK0woYpp/ZycFbPG1N+7FwAg06E6uyXAbRF3Sl3ZWmWlp7BQYvT3/lV+ZgQzk9raSDtkSeDO1VihZCkYeRKVqWWuvQpv34HmBo8W1LDm3NDL5NJ1XlzMvP3668VnJ10UMT/R8gq48/OBaBThbZrmigy8p0ATRJKBaGwZf7SiAuvHHY01g1umyWwtq+zKPd1IE7kLCsRn4bjoE0DG8OEIDDB0UVxDxUW4tbNni89UzSM9B+ZA8WqfhiXJq6IkXYPOnhGT6enYQTr+3sf+T+zr7dJFfK7/bpHj8fc8/LBw3G1/30EU3JBC80Suy2tKxM5ZMcWV2DwVXH550uPZFShUffxxyucTraiQNHjBlUY/JjUclvswNTQ4tgeQHAWvF9lTpgBIzcmwA2mhzIFGeOtWbJhynOQ4bWK6ObtO6wCw89ZbxWdfSYntPusnTsKGYydbAignp8bswNO7ROkjT4cOUMNh24CMM/cK0whJx4vHUfqHB+RAiWu0HApo6B7wcZ5KywanffY/9ZTx+9WJU9CxKu17CtKllBlDop5/XKvF2bfgmgNfIq/0/vuN30kxNenr0RNKIAAlYP+cWgI8gOTBlicvH96OHaEE/FCDxrsZ2ao986zx4+Fp29b2mP6+fVvobFNH2iFLgtp5WgRa+ocHEu5X9qzhafNUgHlS4tR9cyHCUnO7f/1rAMZL4yvpAQBwZxk9WRoWG93ozREbgSaKWHm5cGBo4JNz6i4o1P6vG95oqT0bEFy9GuuOOcZi0Fq6nxZVeAFAeKO2tAdvBwIYBpTuV8PSpVITxJrPPzeOx4oyPIWF4vOGiVpVJtekxZhzWs+21zDhshP4b/p7atEnsZfRXbu189WNcq0uBAa0tB2NN3OXaoIaiaD8pZex8/Y7bJs9ugsLHSeyOoeKQKf9+fOunb/AwnhVvvMu1gweIk0+maNGic8kDXAEe7fIwQEAf3/DOSCHiQpQAKD8+dRZ6vXjjsaG445H7Xzt2nklICA722uHj8C2K69C6QN/tByHOwounw++Lpr4uClC6EQFDNuuuRaRXbvw/+xdaZgU1dV+b+/L9Gwswwww7MsIw44I4oIK4orghvsWNWo0Jmo0LonmSzSbiZovGhMTZXEXQSWiIgruyiL7jsq+z9Y9vXfX9+PWuXVvVfXMAAOYL/0+Dw891dXV1VW37j3nPe85Z9+TRjheMSiXNR+ubZg923Y7OQG55kLzONB05tw/cKDy+UxdHeB2i4WR5hNvVRUKxoyBp3t39R7mkFusrR6A2hdewPoRx9m+n6udT1pnABOSPnL9cSNt95UhPy+yId721h+J1zvuu7/JY9Az4S6vAGA4t4AqZ6A53e7ZojHDPB6k9xsOda7irbmwbugw7Pj5vco2cvgAINtof92JnafnNvzuu9DicUtSUWsh8smnSHyrkhyxFSvszy0chiMUQmzRYkS//NLyvqdLpZJRHxg+HO7OneEqK4Ovun/rnvhBIG+QNYMiXfguV6aXQQ+Mt2dPsS2z13hIMqZsTNkAEkVUD7Fvm92knjWxWGDM9rPpHJO7s4gzg5naGrhKS+AoLBSLHoUu6dgUsiQxfPElkxUW6tuJk5DZuw/rjxuJ1G777zscYUtNKcPxqrFN+i7yxLPRKFjAmvEWXWTfSmnzFVZ2ZusPDI2LnGVaP2vWAZ33Psm4Jw+aJhe6B7lCYcTghCVDTTnHm28Rr7+ddL7lfebx2I5HZ3ExCk7ihqc5fGoWJxOIncrU1WHr9ddj/fBjlfd33nsvtFQKux/5rdgmM0zujh2NYyWTWNO3SjHSyIj2VlVBk5ISElK2L/0Wd8eO8HTvbnueLcHW668HoLKugP24rX3+ecs2gJdb0TIZZBsb4SgIwd2xo8LGthTm8ieyQZvS2Z+6V16x/WxrPGf0LAFqAkBslZrUU6uHXok5p3mDyyCKRLiNWPrMvn1gbjfcHTuCuQzZh69fP+P8ZQfXxCKZnd/GT/UQn74fHYfq7O17+unmf6z8e6TMRTlbV2Z1KWyYMTFlxMSH571PGwAAKcmJlVlUMlLtyo7IBU4z+2vEsd2dOir7NVW3MLl1K7KNjaifOVPZTg4fYLDdZr0WzW1kXNIaeThE/dlEAlt/8AN8c8aZyvbSK68AwMOV7ooKY/9wGM5QyDKXh8aOhbdXLzC/X4leRBcuRGrrVi7xOUzSmQNB3iBrBj693pavrz2dSZZ7Lm8iYcqCga7tkmEuy5ALyW3bsKZvFb6ZOEnZ3iBRtoVn89BcUs/mc+iGVa6JePfDjwAA6nMUcuUhy1J10OsTGhldZoG5wx8wGJyPVVZl1y9/afs9LXmY07W1tuE0LZPBmr5V2HzNNTaf0s8pFAJg6JIKTj6Zf1YXs2cbG+GwMchqXzAKDR5IsUrS8MmLpau8HIERI8RvkSEvbFk5BKOHnksu51mEJZddqh/XXiNGzCbdb1dFORyFhcb32JRrUc7b47Y1yDJ1dUKvFDctvLnKGNCC0Fy431yIF+CiXLpWgME8yMZbtrERLBBQFnfzdwmjMNyAwFCe4EKaF4Avarn0dnYFOv36MdroBlpTouCtP7xJ+XvzFVcItsdZGIKnR3eRGAMADonFNveOldH2R7cof9OibeeYmSUJUZuQuadHD4uxKjOKQO75Q86s3mxq0EyGKY0PYswydXVwFZeIEHhkwUe8lNDevQi/9x6Y16MsmuF3jPktJ/ObTIryNOJ3desKAEjqTBmNW6pu3xL5gAw53CuH5u1gdlKIiad77OvH2RjmNgzPbDgsHGG6lzVTp1qOTcxi8IQTgGxW7CtXzQegMERmY3W3VIdx+10/A2ANydK4kplEAAi/N1c5fjYahadHD4TGNZ9leqBYN9Bel5YJh8E8HjiLipRnnhiyghNPVMZ0eO5cJDZsAHM4oMXjlv68zONRmLOjhbxB1gyoxklGNxjMN408ObPQU7yvi1bbXK+zJ/rEdjCs2KbTuABYZgAAYP8zz4jXFG5I7+QaEgpV0veldu5UPkuD1izoz0aj0LJZZOrq4CwtgcPnExMqGWBUVI88X4LD7+eDPpuFw+9T3iOGQc6ABAzNmpZK2WpSap5/HhtGjsK6QYNhBk200c+NCdns1REzSSFdRyE30GiBzEajcAQNg8x8n4smTRL7tqTmFYVxUzsNLU96504xiW0cc4qyv13mFgCkd/H7RQuiW8/aI6M4NHYs3JWVKNWNUZqsC07gQuLQyWOUbC470bN5sm6uIj9pu4rO545BLo1PdCHXsYUlvZ3cR66p83CGChQ2mTmsDG9qz24wAM5QoWAkzMwQGeCZvfvA9LEo15lbO2Ag1h6jMyeJBCKffiruvV0tLAp30nNNBoJsYAeO5UwgjXXaNzTmZFFc11EQQuNHHyvlQ2SnpKmyInV6LbuSKzhLQAtn3WvWYswZk+Ef10M98rX29u5l+Zz5+Wk0GTsEWXuWCx31au7kTKVreaJQ8cW8oKerTamq/YrFkchRwJeMPvP5ZRobRRIBJRcRi0yle9redisAwF3Ow3IZU9KBjPT+/RZ2ipw4wDDq7epRArxYs3I8/bvcZR3AAgE4AvyZke95prERrvb8+U1t150cvdiqcH4zGTH/eHTNqCy3AAC33nZKrkW5tuoYZU6Vk0Ea3uJt8OpmqHW4mB5VoZB30XmcmS08nRteVIbD07MHHD6fUi7HDuEPPuDZvnfe1eR+uSAbXrVTp0FLJrnzLyc5hMNwhArgMBn1hPhqvnZq0aiYX4onXwzmdh+25LIDQd4gawbM7eZhHN0LSZiKqTbL7OihlOBIVaOQa1GvmTrV1os1x/oVyJa+jy864bnci6HFgAabXPzOXVkpQibkZVFYKlNbw726TAaukhI4An5hZNAD4AgGwXw+8bdv4AAEjz9eTDZaLJaTyTGXDMnqKe+ywF9ml3bb6HIEnNYK0fKE4ywpgVPXfDV+xmsgUcsWYjYbZs8Wwk8ASG1Ti6nKi0b9jOYLCO68l9+vupeNjDlXhw7idXu9BAFNcr4+fWGHmilT9eNw44AchLjOLoTnzkVqyxaxWDj1MDKlf2upFJDJCCOa6hQVTZggWE9ikdrdfjtSm7eIaycv2kT5A0A2wQ0WfzUvHkldGWTtG2AkmKQkZoGK2MoLavElPDNz/z8Mx4IFAkhLXSLkhud0XuE573BDujAkGAhiMakGUfSrhYjpLA5lFVIo1Pzsrhs4CFuv+wHW6Yy1HDIlkJEZX8dZlr2PPQZAbSGTrlEX6cIz9XCL0yXqjjlCBfANzJ3MEjGJ/eVngTJfA8fqGdT0223Ol3r1UbY43UP5njiCQcMxIQbaFA6U2TsAlvI6TYGYRjrvTF0dnMXF8OjnK39/h189pCQ6mJ0Feo7rpV66gL4Q689Gpyf5GNv1EP/NjV/wZ55Y64zpvrvKyiy/b8Pxo3nJColhrPmXoT0ko95OugAYzydhs57FnW1shMPrRaPuPFKD8Ww8jsy+feK4Nc8+y89Nf55D47gzrsXj2HkP6YT5NTOzoBV6iZfAEO682mXGBo6z6u7MpALdW1o7is+fBBYIiKgC3aeis8/mTngzWdjbdLmErFHU0mnse/rvSnanDGKiAZWJp3OSnX9N05Davh3pvXst0gtHURFKLrsMQb1VUjYeF+2g4qtWc4Msz5D9Z0BLJoVgkjn5JQuecAIAoFGihV3l5ZbPUqNqM4sgZ4kQ6mbOwu6HH8HmSy+1vGeO9RNkPY/3mCoxcYfOGA9XWZnFIKMFEQCcoRAyDfyhowrHZfdxQyKxYaPwLJ2lpWA+v5isw3P5wsvcbpU5iyfA/D7xW7OxmNCodZFCf4BVuyYvxoRcCRDygxNbtUqpMk913qgGTWDYMPgHD7Zk1nR9gdP7udgguWUUADiCBTyrLpnE3v/l17D02msRGjcOnp49bI8h/66Ck05CYOhQ4b3uf45PuCWXXpLzswDgqzZVzNYNKzLUjPPTFxR9sqRFkBii1K5dihPgCIVEmJQME0eoAMzrFWETus5tb76ZG976/acFzt2Je+jOEs5IbPvRrco5JfR6fHKz9vZ3cEN0x72Gg0HODunlyu67D/Fly5XkE1lsbA4lOkOF4neScUkZsc6iIjAXN9ipsDF5/OuGGgkEdtrGnffmdoKCpnIycijNXKyz+CKeEemvrjb6y4ZC8PXuA2c7o88sOVMA4NZrdcVW8n59a/v1F4uWpwcfb5RYQqzbtlsMcTnBoWe++fv1g7dXT3i6ci3s/mc4I8vcbjiDBeJ3yKViZGy56mrl70iOriN29aG83XnWptCl1tXDWVIiwqJaIqFcFzn0RWE0YoAp5E7jneZhLZEQv0FOuJG/1687e7UvvKiEHANDh+TMvNsw+gTb7XQPKByaK1zX4Ze8viHpiutefRWZ2loRTiWY2Sli+ShEz9x8HpclGw69AkDS1GeXrg052Xv//Jh4j9YLV9u2to4sALS95RaAMXHtiWlzd+6szPeCkevUCdFFixTd7O5HHuF9Jptp47S2fzX2/vnP2HGXPWsm16bbZdMaTnb+G/UkrujnX4C5DYNMy2SQbWiAs7j5WHxrAAAgAElEQVQYTr3gsBaPi8QJT9euugGXZ8j+Y0DMChkpVMNq/1N/E/ukpXAgWfP7/pdT19loFIHhw0UWmdxUF+CeIIXTAFXYbY7hA4aHumm8UY04sXqNERKNxeFsU2pomUx0bN+VK+AIGFovGpxEjbvKyoRR4iwp5Q+ibgyIsBBjYBJzlli3DpH354l2MNloFLt/q08oumFoTo4o0cWZDTalCPbrXiI/CWPy2PsXXvcntWcPvjv/AsVzpQ4FVHqk3U9/wj1wk75GhC10Y8TdpRKFZ52Fike5l+gsKhIPdLsf3yZCfdnGRsEeFJ8/CVoqZVmACfI1r/jdb5XrTeJZl974PaMzJ/SZ4EknIjBiBPfcpEVOLm1Bf4dOPx3Mo9/npErTh07loVHmcGDv44+L7dlIBNmGBmSTScT08Fhi7ToEhg2DW1+062fyZITaF19UQhI05pnHDTgcir4QALq/ze8lhZD9AwwmiMKADRLDQeNn/9+4yLpgzMkwQxYb77jjTsWAcvh9QhdCehhijbV0WhhwweNzZ/VuPOmknO8RZK0ZhSXp/+R3qqaIFqKiCecaLHQ8LowGR0EIzOuFprON2XgcWjwu6pLF9Jpc311gdBugRcvVti38Q4caYzKiZq/KTJlbN2TdlV3A/AEhLyBhfrvbb4ejoEBIFGiBq/i90bBd0zTL/EHMoBnkaMmhPNJvEotBDJlovZZMKtfF3bmTeG+Hfj9r5LlA+luwhNGoMOocBQVwV1QI9plK/wgjiKnJGY5g0Aj7LV1qW8JDDkn7Bg4Q0gFC21tuMX8EAFByCXe4Sq+9VtnuM7UcowgAGehmDR9pmLOxuHDSCsefzj/T1jDqfcccI7Sw9JvkwtNUDaBh9mwLC0rw9u4NZ2GhMMiiX/Ln2FXK1wGLRMVrretHDqOdxAQAtt50s0UWsu0nP7HsJ9fkkw0+d0UFiiZMUJz/qO4UFZ55BpjXK46faWgANA3M41HGnLd3bwA8QSDPkP2HgRikmml8oGUaDe2RXb0lc4p/cPhwnqacQ7dgbju0909/Ep78N+ecK7a3+cF14ntjK1cpRmDRBUbWXGT+fKS2bTcMMhvtmyMQEDSzb+AAOAoKBO2fjTaKRcZVWgLmNxiS4Ekn8s/0OwYOnTmTSz5Q4U0tkRCLtadrF85UVagsYoleT4kFApb2TvV6eDVdW6tMHsQ6UbkJBbrmYu9j3PhI7djJDaHGRmVRYbrRqOmTS2rzFs740WQWi4vzcYQKRcFBmVHz9uhhyxS0v+tOAKpQ31lczK+3SQROXi4J+TfqOsHoVwvhLAwhGw4jq9fTKbn8csvkp6XTcASDxn2Lx5X0d2JdsrEY6me8zre53Wh4m7OKsSVLxPWMLl4M5vOJ+j3kaRdNmgjm94lrRfD16QNnKIRsQ1jxhL26LpH0ibKuK2lKX/d062Y1ljt25L9VT0Yws1fRhQuR0cOCztJSMSlrsZho9RPUuwpkww2o1zUyzOlEwUknCQNJLq0gs1OAfU09av9Teu21Yj4oOGUMX7joe3XGhhYz/+AhBhMUj4skH4ffx8Xr+nNJDBvVAIstXWo7r2iaxsNewQCcukFm7jxA84amadj7+BP8+3R9ZNJUCqJk8sWGYReNGno/yQGSxd4UXk5s2GjbC5dCifSZNj+4DsxD84FueKXTnCHTWR8tkRRzjSPgh8Pr5ckWmiZKrRSMGaOwWHS9HF59fDc2Ir2HG96OAs70knOyS09ccoZCcASDCAwbhvA8/jv9AwcqjtJ3k+0Za7lEj7MgZJmrZB2eGDu6vthZUiI0nwR3hTWaAgDdXnkFYAxeUxKZmJeijYivWAFXRbmY22tfeFFERuKrV4vtdnpNcx06mQ0nTWLolDFwFBaK3xiZzyUMzOPRmXK+ZgRGjBCdYArPOUc4i2YGOxOJWAz6yIcfosakmw3PeQe1r75q27nEjEwkAod+P/l1iQpHseSKK5SQJck36l57zRiLyaS4545gUGf+Dq0pe2vgsBhkjLECxtjTjLFNjLHFjLH5jLER+nsdGGMvSe+9zRjrLX32dsZYnDFWdDjO7WDgHzQInko+2KiacsffcQ+y9KqrRNYOALS/h1cPNwsKmceDxk8/tUyIRGnbVdzeeOpp0DIZseBU/PGPcOsMUzYSUbznrjNeg6sNp6GJls42NIhJQUulLFk0nN3SG4MvW45sIgHmdPKHrjGKnffxtjncUDPEk3QNGGNw+P3IxqLGQ8gYGE2SiSS8OrXvLCgQE5+80Hj0ciElF15gm9WWjcVsezGakwII23/8Y4XJKDhhtGDISGvhGzhAGI3ZeEwkOtTPmmWwe7GoEEQ7i4rE4mcOcfqHDNGPYzzMpA9pmK2yfizgRzYWU86PFsr9z/FyDiRErnjkYYTnvo/Ehg1iYZHrFBG0WAwOn1dZ9Ek3BEgTuSR8rZwyBeWP8KbEzsJCuMt4eKzsnrv5Yki9SXXDLnjccdzwNo1pZ1ERn7jDYYsn7OrQAf5Bg+ydFekausvLkY1E1IwnxuDwecUzZGav3B07Ctaw/De/FmFaWSvjatMGzOdDJhwRbJy7c2cwvxF6l5NjzIZufPlyuMrKUHDKKSjTQ5dkGGupFBy6AafF4wqDTTW3aCy72rYBY0yEfEnbCXDDmJg9Ciu5OxvNkaNSqJeQWLNGN8iC4t7GTUk+Yt9168SixBhDfPlyS0asIxhUnA0a514pQ03+fQGpoTq18gGMEPHexx5DbMVK0a8zcOyxcHhJNpEUfSwT69cb2xMJkW3o8Ps5m65pShmCtjffZNF+AYBf1+HVz/439utlLIgJySa4UUfHYX6/mINIS1lw6qlifshVyNjsRDd++qlFI8YYQ/FFPEmBoicd7tfnz1AI2UijovVymBwAgru8nOuiYnElrCoMj8ZGOAoKkNlfA1cZ16RmIxER4QiOGiV0dsGRIy212BreekthL4lFbJgzB7V6lwzmdnPWVE+0KhgzRkgteKQkLr7XGSwQ28lQ+2aSWgUgtmyZbfFvchZk7HrgF9hx9z1Y07fKkkhCbLSmacg2NIB5PRY2EADcFR05e5/JQEunRe3ANtddCyaNOeor7PD7lXnhaKLVDTLGUzP+BaAGQC9N04YCuAZAW/29mQDma5rWQ3/v5wBk/vcSAAsBqHf1KIIebhnkybratxPC9fJHHoFH95zj69ZZLH3/YL5oyXoB8vQotGlG5MMPRaiwcNxYMWGas7D8/frxhzaTQVqqg8YYE95Cwqw10I0sMRGRULKgQB3g5eU8LGRTvoD5fdCiMTFhdH35JWnQx5UaXKmdOxFftlzpO8gYg6tdO2SjUVE3iCY2gBfb1GzS+XM14gWgVMt2FhXBEQxAi8WEyDe+bDmYyyUWxHpJZEpZoVo8LrKwXG1KBYtgZj4p44j0bkXnT4JHF5abCzU6AgFA08TE7O3VU2QyeU3V0UOnny4mQTKQzC1/srEYMnV1iC5abDBksThCp5wKAOg2a6ZhYErMXGDIYLhK9AzZaFSEzwPHHqtoxSgs5OvbF8znBVIpi6cra0pkpPfsQWLDBoSlljwEunfO4mLA4UB89WrFqQF4RXMtkVANNd3zT23fLoxdLZlCYhMf17TIEpyhkNK826NrYLLxmKVOm1mc7ggGkd69G5EPPjAy6vSMVxo7ANcsUuX/4AkniAWCWCpaHMnQderhO0+3biLJINvYKMokyPUMKUTpbNNG6YkpDLKiIsDphH/gQMEiusrLDX1TLg2mbsxSaJMysbORiHD+5DC0bJBRsoS7okI8C54ePVCgs+aA0UUA4OFoWStGPWPrZ882tqeSRhJKMilYjGwyidBY7oz5+vdH0YRzLe3Z6Lqktm0TcgjGmCidQawZbdegKXUiQ2NO5nOXpkGLxVB47jkAgI5/MpI0ZLF7V6kGGz0npVdxYT8VFiWHTLChBUFkw2HDsLMpfSSD+bnjJjdhNyQTUW4IFRbCpYc3A0OHinMpnnwxN2gZg6MwhG/OPMtyfKWVk+7smdu3JdasEd1IEhs3goEZ50alZCJhcV6OgCHqLxilSgO2HmQPUuoBzdxu+AYMELIXcqRqp0236OUAwF3WXjhYWjIp5CmBYcOM7YmEMAiZ16s4okcTrWKQMca6MsbWMcamAogCGA7gfk3j1e80TftW07R/AxgDIKVpmhBeaZq2TNO0j/Xj9ABQAOB+cMPsewF6uOWaMKS1ykZjIpThattG0OqZffssg9zXrx8chYXC8ACAQikcCQA93p+Lnh8ZbJkslGYej3gA5O29PufHI48zvZN7wRV6/y6+yCaw+RquYyAv3hHgBlnKRGM7ggGFCWJuNw9lpVIW0a7DH9C1Mboot7BQGfQyiB0kPR5lxDlCIWTCEVGPyo4JAoCeH36AdrfzNHvZe+y98Cv0lBhGau7dQW/S7Ajwh5aYBJrkWSDAFwy992ib6683NAnRmBBRO0tLhQ7G3NmAChDu0+ny+Jo1osQJXWdxrfR9w++8C8Ao9eHuUglXu3ZKmIwxhmK9cCuVdDDrStaP4mG5xPr1wuPOxqKILuFieGdhoZFebzJqZY9bbPP5OONpmpicJSVCHG4O5XFnxZpejmwW8RUrsP3228Wmcj37i4q/ll59FdK7dynjquA0bkzW6UksaYnRIW0aYFTxz0YiKDyDGwlOk5jbEQopqf8AX0TTO3YisclgDvw2PfjIQPP26ilCp2S4Jr4xNIPRhQtFrcLyB38prndyC3c6SCMIhwOZSFj8duZ0ovhi3j5HNnLlIqih07lGqNvrM1DxB979I11Ti/SePUjv3sON+UwG8dWrBYuY3rkTZboW1dx+p+3NN/Pfpo9ht87607VP7d6NPb/lzL+jsFBcT9lYZk4nHIEA3J07i+2F48cbTpSp3ZW7Y0exkGYTCRGab3fLzWJ7es8e4eC6u3RRWAyRQMQYL4RaV6fIL2i+DQwfrjJKHs6wJtaq7GFm7z5EFiwQ3+fp2VNktSe3bBFsqsiMhZpQ5a/uL34rhf/EPKY/37Uvcd0TZeRS0gSJxjvm6Ksozt3vhxaPCSar9NprxfNKrH16714wh0Ofw6KoefY5fo0jjSJy0VzWY2jsaWgrZTHmQmLdOnFtZS1xNtIo1iMyIjVNExnR5b99xHKsSptezr2/slbUl1E44VyegKaPHeqXK7PE5oxpkcyWTKJBn2+1TFbRkBGcJSV8jbSbx44wWpMh6wXgSQAXA1iqaZqdYrA/APvS5xyTAbwE4GMAfRhjZU3se8Tg8PqgJeKiiCrARdLM60U2FsPuh3n4xxEIwNmGT8B1rxsPsXhgdfExaWv6rlyBwHAj0wsAPJ068QyrHH387FodEdtBDw3Vh3HqtbYEnaxP/DTRO3xeZBsasOn08crx5KwrcQ18at0cIZjVQ5ZCUBsKGSFL08JeeBb31qhfGgljuQ6pXnj0heNPh2+AleJ2degg2p5QuKTrq6/CGQqJsBtgJChQUgKFBSkc6NPpc4c+iezRW125yjtITFNMaJ9cZWVw6Z65OexLEwItIm1vuEHoMmIr1fYexFY5i/gCX/bze/TfX4h0bY2llRSFksgQiC1TwyQyY8ncbs74xWKoe5mft7OkxNbwks/bup2HseXJiblcgjk0M5PM51W0ZT0XzIcden3+mTgGJRekdu4Saf5UNb3obM5QlP2Mi7nlzFCPlNBAWW1F55wNd4UuYjeVWOEMmc7i6Jmw5LQQ29ju9tvF/QJ4yAcwMhYTGzYKBomMqYITOBvkKi9H6NRTsef3f+DHDIVE2JTqfYlMyNpaJZEBALz6OckMsENqtk36KVfbtsKpoG4QjR9/bNkP4Fm7xApSv1Jiu6iMSFJvSE9JFyIJQIrYMcZEiQzSh7a9mRe6zUajStFRX/9+Rt9RU5Fdf3V/KZyeEDrXNtdeC6br1GqmP8/HqdPJGW2J3ZBBGsgd9xvtiegYcgshgBt/yW3bsE9vHt3xCT7mPN27w11ZKbSMjDFRHuLb8yYqxyi79+fK3+1+fBs/RqWqlXK15UahYEd1Q82jZ5c6CgqQiUREiIwy/QjmNkAOPxfOUweAwNAh4jkWNcEmThTfmY3FjEiEw8pkAdakAgCo+P3vLQk5pBGkbivmcC1piUWNSn1edASCQDaLPb81CjcXn6d2lAB4GLXKZCQ7gkHxvYBRtoTQ7tbb4GrbFvEVK3hnG30d47pc+/lNsKyJpND5usvaK3pGsa9JInE00ZoG2WZN0+yrB7YclwB4SWfWZgC40G4nxtgNjLFFjLFFe210R60Nc8hSMFKhkGK4+I45Riz+cliuxzt8YmQ+H7RkEun9++AoLOShD2kCllG1epXtdtmDNiNwLK9sbtQ60g0y3VuiibHgZO5NU+o7gWq00AQigzx/UQle974dutg7SwUvQyFxDTK1qvFCQmtC+a95T7zYsmWCNQO44VX+oLWiP2NMlFwgmNPHZZAYlR5agr8/v4Y8Y0gK5Q0dJhlkxnZncTEcRXziqZHap/Bj68VkdZbB178/mN8P5nYjpQuVyaMWE7YeXnLrdcniK1cqRW2pGjyFiiKf8MWXDDQClczo8S6vZO4IBrmAVp9YHH6/8GDNZUaEx21nqKVSIlxb9gBf/KhxcKZeF2vfcAPf3+NVwn3m7DOCS/dCAYhFu/1PbhelYiLv8xAiGSnOYm4kmau/k46EeoIyjwdO/bokv1X1MqRv48fj9480mORc+QdUK/pNMjqU45hqVAV0IXN6505EFy5UxMFk3MSWLdMLgFq7P4jjSsa/HchBYU6nJXu28l962Qq/H45QSCQZdPjFL4RRScwv6caC+rWja0IJCLmMdlGzTJ/L7ErTAIDvmNxzEmDopbKJOBxeHxxFRcq8VzxpIqKLFwGZjHB0AYhsPgoPt7mR1+wyG7YAUGcq4htfvhzpnTtF6RRypLw9egij3Dh/+/ZV5ub1bW/iY0MYR3qtQncHPubN84xX7yPMfF6k9+4VERPzM/fdhRcpfzOfXxkT7vJyi0FGIWKH36+w38WyoyzN4WU/u8syFmn8yWjUa3OR1s5cMFxLpZDYsIEnYWQyRnKFfixzOR4Z3d8yagnKvWeZ04kOv/iF+DskvQdwQ8rZVmW/AV7GRqy3wtnmGajCCZCeG+b3G7rFpNX4aq4g9pFAaxpkNMpWARjIGLMrcrIKwFCb7WCMVYOzbHMZY9+Bs2W2YUtN0/6uadowTdOGtctRP6Y1oSXiSG3ZIsJZxEg5CwuFFwrwQek0Td59V64Q3qMI++zcJRYIlqPHJMCLJJphLhvhkbRHZDQR6+DUQy2CTk6o4vDASF4ckCakzk/zsBulgXu6dhWaEVqQt//0DgBGdWc6djYS5mJQj0c8nLGlaoHbfX/7m/J3rv6gzOGAt4+aZUR1zCp+9ztlu3mxlEGhQ7kCP8DDGwAX2Ue/Wii2+/r0NgyPGjV8SMcwa51oEqasLVf79nz/4iLEdA1Zka5LEZlum0hbErI978p//F0/H34NfHo2YMnkycp+tS+8CMC4jnL6PkFoDvXzFp41LcJhdRKiMR5bzr12CvMSo0RV4ikUxwJ+EVqhSui50Pi56q85i4vR7rbblG00NollJVANMbNODDAcD8rUo3CTMxQSdavEwlyjhlx9prZl5jBzz/kfWhYyeWympOQS5nSKJJb0nj0K8+Xt29fSeouu9e4/cIaNNaEt8pvq0ZFB4wgEkA2HlfOgEGv43XeVz5AIfNtNPHRJ7IhIDli9GnA6xbWWW0wBQKennoIdqLp8gWkh7as7lczl4lmP0ShiX3+tGBCusjJomqbUnCPDnYwoYqao+wShm002HjHrZoZdGCqhkChdRHCECpW/7QrsKvvrz45oA6dndtP8S6BISHjOO8js34+Sy3gx7IITT4QdKEsxvmKFwoD6jjlGrCtRXR4Dpq8pUoaojNS2bZZSQqJbDAwm2AxvFQ+/O/wBaPE4vH14vh3JPxoXfARks6iZyiUDxJTSb6frTuWDlGP3MjJRqRclgTGGvmtWC/aMnEyCuS0UwJlZGrsRff6lSAUZXuS4AXqyB4XPTdnutXpx66PdPqnVRf2apm0CsAjAQ7qInzRmZwH4AICXMXYD7c8YG8AYOwHc+HpQ07Su+r8KABWMMftV+wiCdAxmUbuzqMiqKTIxXnKTXBq0kfnzLbotOxRJlC+lJANAt5mvG9ulIrI0kVEygcyQyW0tyEBMrOcMTHz1avgGDhD0vyMY5GHIhgYxWZlbIFH9MCp7sf+ZfyrVkwHDSBG/R++zaQb1aQQkY0lKu/dVV4uwgkeaLHsumK8YtD3nf6gcgxYIs9FGC5/DH7D0dqTfSYYIlenIZTjThCBYKf3+Z/buMxZkmrD16yLuj9+aaeVs00ZKceefp2w7s6DZjNT27YI9IP0Pc7vB/H7RD5DCc3RNGr9UjSShg9EzrigMSGOLwmPE3jV++pm4htlmqraX3f0zyzaqpUSg58WcwNBe/yyxqso5FxQAjAlNT/Fkrs1yhELCc6bsZznUBkCwa+L7TUaRu0MHS6PippyoXGyLp3Nnq45PD2FT1nJTrVvM5+XVdWt2vUlznZ85VEYhNGIs9z/9NJDJoEbP0vX17q3sT1Xjc32fbLi2++lPjTAmDMMhvnq1kj1pDnnLx6GQoGB5TfpFKjgrg7If/QMGiPkPMOZlZ6hAXLNiPfmApB38fHzo8Z5qyJphzvCm8zCvBebzoyQZu7pdAJr8Xjp/cuZcOmOUWLcOEVOCSi7IyVKdn/mH7T6Fel1LGisUNqXkJTIqiZGkfrPmDiKFej09SpKo0J0OgmgNJUEet2ZnvdP//sWyv79fP/G9pNcT64c+X8kJGYwxUZ+QKggQyEA82sVhD1cdsh+AZ05uZIytBPAcgD0aT5maCOA0vezFKgCPANgFzoiZy9HP1LcfVZTYVM4H1HordqEOM4h9MYNCVGY4PB70+vgj9FmyGB3uM6qG+6T6SaVXGMaMmYImhsxMa4vj9DdCDbKOJvLBB0ht3oJMOCweTDo2LQTt9R52joDf2lxcn1Ap7EXZpW1vtVYSB4z08FyQF2FncTG6vvoq+iz92hIec3fogKq1a9Bl2lRUrV0jLRT2LJp8vYr0VG3mdIJ5PGKSkwuSum00TGbtih3Su3fp56Eu7NRKSe6RJy+wRL8T+5ErVd4O8nGc8sKklxcgw4eMAQIZCVSEUdYKyqDECPnee7pZF0gZzOVSauXZHVecv7lEi34vi6SUetKdMIcDjlBIJI0Qe+csDIn6dbQAtL/zDvF5Z4m9gWE57xwGDonyZeS6R45AABk9u7b0Oq7nMRvkXaU2WwSZVej1icGaEPPZEnR7U3cATJ/ppHftyMUIme+nfC6EnvOMdllyS5z0PlVK4ggEbEvVODxeC5NDz0mDLvWgbigUciU0xShmamps9baOoHENKNtZNty0eFxxBnsv5M6QLBUxGwvk3PiHqXpgdyXfj5JZmoOYr6TzMevYCMR25kLBqaeK12SkuNq0Qc+PFqDvqpWKsSyDwvFU4oVArKvTZJTT+mPukUwGZIf770eHB3+JwrPVbM/CM7huOVeHBACoWrtGMGYFJxgdE4omTUKfrzlTaK4fWDieHzexSS3W3VmPOpgTfwhkSDbbCvEwo1UMMk3TvtM0rb/0d4OmadfrpS36a5p2sqZpC/X3dmiadpH+Xj9N087SNG2DpmndNU1bazruTzVN+535+440iJI3Qw4TmEMvdpAXZJky7jJtKgIjRihZZOK727Wz1aFU/PGPgqUSxzcNTvq78bPPEDcJwgGg/U+NxYm0A4CUkZdKidAVGZMUsiPWgPn8Si9NwKgDRKBK7U0xCwTydACg74rl6PXZpyJ0J45X3f+AjBNzyFJsl4wBqmgPQGlz1UHSssm6wI46JU8tdJqCSKLIwbR0euJxy2cA1ZDKBVrcAUMTZIY8wRdNtK8m00FPtDBfKwpbZepU9ksuz0CQw33yoiW3fyrRM6SCo9TergDQd5VRysXT3b4dlbyQdJC8XGdhodCykZBeDkVF9ZpGslFSrvd37L2Ij7nuerHc7rP1umWS4Nkj1eUiyJq+vsuXWd6X0SDVHyMDyNxOzRwuBVTdjattW6GhI5CkwIw+i42q5sR0mZliGv/Ur5cgNLKFaiiPDKAees/S4ksmK8YcaVABoOjcCep3BQLKHCOOafMck0EUnsNZXWJjZacxF9rp1d6p8LEZch22wFBeQ7Ap49YZCqFq7Rp0m2E0bvfn0PE6TNERYl9zFYGVQaVKAJVp2/+vZ+12F8emucUMmTUrOs+4F+727RWDE+DZ6wSSUZjPmZ47cwSIJAbmDiLiPAsLUTJ5smXudwQCqFq7Br0+/sj2c3bos/Rr9FwwHxUP/8YYu4zx8i86hMzD1G1B6KNNzwA5Oc5SPmdQf9CjhXyl/hZAZljMGSAHApkalythM4cDXaY8pxRjbA5FZ5+FDqZee7LHKC/Cip5CCqG6y5v2sgAjtdvszQtvTlpU5Eawcnit/c/s+5Q1B+Z2w6WXFzkUyA8hpf4DAFzGPZD1L/JvMuu25HMzH9sOFX/4vTGZ5RB4y5McZaK25NiAWs5CPm9aVAEjzAHYh3kAoFAPJ5sZK7r+lFlGMGdnAeo9T243mrO3ue468dpf3R99VyxHpdTuijxheaHIZUQr+ytyAGN/4c1LITpygOTrRfUDnQUFqFq7Rlwbb8+eqFq7Bj0/MBY1MtJIz0SfI8j3sGrtGvRcsAB9VxhOkJxNHdTDPLkMjEpdn2OHLlOnKFlqxVLNr7JfPCBeO4JBMK9XMNqAOieY4SgyjC/6XbkcKE+njqhauwblv1QTbyqlMJhcuR5Qr3vHvxgFQZkksCcm3HyenaSWX7Twd5lmiMcrnzOMFgo9UQYzYOgPAQCakQVK/THledMuJG6G2VBtdv8cWlEZpVdfZbuddL2WY2gqGkoAACAASURBVJL0QArtywyqjKJJTZf0dEs9mOm5oyQRAMpaZa4rSI7ZgaxdBwuHz2ebNETPvmzUmpO9aCzLDp2rvFyw6ZQkQT2QjxbyBlkLIC8OMnVdqWst+prKG+SCnMZdNGFCE3seHGT6V/ayZM+77B5joso1QcteNz1wssha/pxsqMnZalRiAoDFIwOgpDnLkA2J1oJsUMsTDXnggLr4EPsmG0cHik5PPgkAojchPw9jHFHLEULP+R+i++y3BPMGQBSYbQpyrzfZmHK1MBxHII9bM5WOEO/noPplY18OAZY/9KB4HTpdbbzcVKiJ4MnhcedCYr3RxscI/RgLZ/HFXD/j6WYsHN4mmsKbwRwOVK1dIzLtADX8ZYa7rL3yOwNSI3N6fnI5G8Fjj1XCNU0hOHIkXO3bo+y++1Bqklb0XbYU3WcZKhB5jHd66kn1QFmJ5ZYM3YOFmS1KSQZ6Zr9RSsEhzSs0t5oZK5lt7fHuO+j5wTwRhgN4J4nQGeNRfOEF4hlwtTfK4JRec7V4nZVqc8nzUtXaNei7cgWKpe4nudAS5lrZX3ouQmeMt91HZtopgQmAJTpAoHuZ2ml0p5C/hxwIed+WQBgu0mcoPAioDm3XV4zMVvlZyyXBOVyg9oHynNcSZ1Z2iJwlel3Ro8yQHfqT918A+SGWjZ7gcSOanDTNIQk53MBMqdetAXkQdnzsz8Z2yRAonmgkCsgPHfVfBICKRx8Vta+Eh5Y1ysoFjxthHEP6jfKimPMc9dpQ5tTmliw+Bws5+4lqkzUFKjfQUo0RQWY2QqeMsdbbka6VnFUGGCUwcqHPEvvyfd3/beh2YqtW2u7jHzQIsaVLbWu7mSHXc5Mhn7vMEHi7dRX6CzmMLDsBB7IgiM9IxkwfU7Zui4/hMY5h6CmNc/T2aLlBZge71PncOxsGj1s3FlpimLYEvaRC0i1FSG91RJA1hwdzvwg9P1ogSsDkQtEko96XUzJKSbNGfWbF+UgGIrNpZg8Anf78Z+XvAqndljwvUjkVO7AWGqIHOjY9nTrCP3AgYsuWoaNJ3E6QHcXAkMG282Fo/HiE33lHkarIWceygUkhdp8pOzcXzCF3lzQfycY1aVDNx5bZ6NjipkqNHj4kdxhGv7nagR1kvRjd+5rnpsA/ePAhPQOHgrxB1gLEJA8hlxhSRt81q1E/cxaKJqqF8eRFzdxeorVB4kbz9+byHOSaO4wxdPjlL5CJRMRDLqf6U9YpP7YxeZoF23bo/dmniK9ZI3RlRwLyPZPDF11ffgnfXTwZXV960fZztdOnKwkHJZdeitoXXrCErYsmnIv6N95sVmgtT5jdc2hczGh7yy3Y97e/KUY1c7tFRp5sVCQ3brJ8HgC6PD8dqR07FNYA4FmqG086WdEbyexn538adafk75cNgHY//jHq33hThDwJnh49EBw1CoHjjmvR72wKB6IX7L1I+i3S2KTQhCsH03cwiC5e0vxOOvaaDAYzmsvsay10n/1Wk9mchwp3e3uDXoa8wFOXE8C4z3bZxwcKRyCA4KiRcLVrpzyXHX7xC9S9+loTnzzA78kxNs31Iu0SNmS0xBjs9NifkY3+psnaduJ4Dgf6fL3E0t0j5/4mRpNaUnlNmbbyfCMbLbJjbleh/0hATsDKVd9ThqwJJsIh/N57R80YA/IGWYsQGj9eMEYtAW97M7HpfVrwUB0Merz/PphLDRE2NcF1ffUVxFevsXjrJZeoJeBko0auTyR/l6+PoVfp9dmniC5chNA4I2QHcGPiSBpjynf7fIpR5B848ICYubIH7kebH95oWXTKfv5zBEeNgreqKscnrcil5TKj3a0/QjtTdirz+w9oUWVOp20I0F1WZvn9Ton9krN5Fb2WtAi5KypsryFjTBQvPRLou2I5MvX1ShmL4Ojjbfet+P3v4JXG6sGi7J67RRXw5tBt1kx8e95EUQbAjFyi6NaGXTKGjFz6qB5zrT1JDwTB0aPR+Mkn6GNiYuRQJkF+Rit+f/A5XbJOURzb7W4VNj7XMbrOeA3hd94RyQVNwdu7d4uiCjLMxlinp57EtptuRvc5VgcvVwZzS8AYs/2Nduwk7U+wq9B/NGHW1rkrKy1lp5oquH4kkTfImkFWy0I7aQT8w4ai7Q+bL23RHHrOex/JzZsPmxXu6WRNYW/80lpMk+CvrrYUnWwO3aSG4XLpj+LzDfGoq7RU1K75PuBAJuE+Xy/BviefUgTcAJ907BgAZ3FxizWBrbEYeHv0QOxra6jE1b490nv2HJI+UfZ0nebF2eVqka6ttdB70UJLBm8uMLfb6BtJ2xhD97f/bSkCWXSu2j/2YOHp0gWh8eNReNaZze7r69vX9t53eX46tFTqqHrlAM/Qbfz4Y8u16btmNTL791uu7YGi85N/Rbq21qIt6/XZp9gw6nh0mT7N/rxGWrNxv8/w9+uXMwvTjLJ77saWa69rfscmEBpjlUYcLRyt8+i7cgXWHztCkW/IMEtPur78EjaMHCXaaQFcT1YwZowo+3G0wLQWTnjfVwwbNkxbJIUpWhvVU7ixsujyRfA6W0b/ft+w5ph+ovjjoTw0a/RUYvkYya1bsWnsuEM+dh4tR7q2FhtGjkLnZ55BgcQCadksGt56C4XnnntIC3x43jxk6uoVAzuP/9/QNA3hOXMQOuOMo24cAkD0669R//rrKP+f5rMe/5ORqavjraS+B9e8pchEGoFMukVlSI4m7Nar7wsYY4s1TRtm3p5nyFqI2ngtOgSbLxPxfUSvjz/ChuNHc8HtIaDb6zMA08TRUo1CHq0HV0mJfZjQ4WiV7N2QVFQyj/8OMMZEy6nvAwKDByOgF5T+/4zmum98H2HubvF9Ra9PPrYNiX+fkTfIWoj/ZIPM1aZNq3gJdm1h3O3bo8NDD4nK7XnkkUceeeRxtOFq2/aQQ+1HGvk6ZM1gZDnXMNQmapvZ878XJRdf1CoFXPPII4888sjjvxV5g6wZ3DOCF1KtjecNsjzyyCOPPPLI4/Agb5A1g1IvZ36mrp7azJ555JFHHnnkkUceB4e8QdYMCr089X/1/tVH+UzyyCOPPPLII4//r8gbZM3AwfKXKI888sgjjzzyOLzIWxstQM/inhhadnQLxuVxcPh0+6eonlKN6aunH+1TySOPPPLII4+cyBtkLUBZoAyJ9AE0Es7je4Mfvv9DAMDvFh58C5bqKdUYNHVQa51SHnnkkUceeViQN8hagHAyjJX7Vx7t0/heIZ1NY3vkP6vo3sHgm/pvAAAZLXOUzySPPPLIo/VQPaUa1VOqEUvHjvap5KEjb5C1AMv3LT8sx42monhmxTNIZpKH5fiHE4OnDcb4GeOxrmbd0T4Vgc0Nm5HKtLzpthlLdi9B9ZRqHPfCcWLb8r3GvT8c92lbeBtS2YM/5zy+X4in40hn00f7NPI4zBg6bSjOmWnfKP4/DetrD6zBeR6HD3mDrAWY1Iv39MtkW5clGfHCCDy+5HEMna7q0xbvXoxHFz3aqt91uPB9KZj71NKncPbMs3HOLGOS3NW464COcdU7VwEAGlONYlvIHRKvv63/9hDPUkVNvAZnvH4GhkwbYnkvkUngP73P7H8bPt72MYY/PxyDp/3/b/nz34z6RD2S2SS+a/juaJ9Ki1GfqFf+lueWr3Z+1eLjNCQbkMgcvHyneko1HvzswYP+/P935A2yFqBbYTcAOKSBeCC4+p2r8dyq5w6JkclqWczaOOuwLOr7YvvEa7kciKZp2FS3qdW/ryV4ctmTAKCEUVujmG9DskG8Tmuty3ws3r3Ydvu39d9i2PRhGDB1QKt+Xx6th12NuywL2Z8W/+konU0eRxKjXxp9tE/hgPD8mucx+qXRuGT2JWKb7Eh/sv2TFh0nkUng+BePxymvnHJQ5xFJRgAAMzbMOKjP/zcgb5C1AF4Xb6B9uGLtJ3c+2Xa7mTmbsmoKqqdUKwZRLgycOhAPfPrAYVnUX1v/mng9c8NM8fryty/HeW+ch//9+n9b/TsPBq1xv8LJsHi9N7r3kI8nQzYY5VDrubPObdXvyaP1Mfa1sbjuvesUFnZj3cZWOXYkGUFWy7bKsfI4vPhPYLF/+9VvAUDRQe9u3C1eL9mzpEXHoUx12UnNhWQmiVvn3Yq1NWttv6c1r1s4GW71ufloIW+QtQA+pw8AEM/Exbb3vnsP93x8z0EfUx6QDYnmBzgA/HHRHwEAY14Zo2wncWZrh1QBYN7meeL4hC0NW8TrY9oYDcdJa/f08qdb/TyaQ1u/tYkshRQ6FnRE18KuLT6Wi7nE/dnZuFNsdzvch3SOZvzPF/8jXscyR0dYe9eCu1A9pTpvABwkrppzle32g2W3X1r7Eka+ODKf1fs9RqGnULzeHd3dxJ5HFulsGu9vft+io6X1C+A6WwBYsW/FAR//sSWPtXjfz3d8jvnb5uPCty4U226Zd4t4/fH2jw/4+3Nh1IujcMqrLWPt6uJ1qJ5SjYW7Frba97cm8gZZC+B3+QFwwS7hjgV34N/f/PugBbwye2PWYZUFylp8HPn7B01r/Un89vm3W7Z1K+omXpcFW36uhxPEGpZ4S8S2r3bxkFLIE7IskGtr1ua8d2ktLe7P9DVG/bJoOtrseWSymYPy/qIpfmx5Mh3YbuABHwfgehHZaAY4q2k2HjRNwzvfvQMA2BPdc1DfdbAY/dJoi6HfHD7a9pEt63n2zLNRPaVa0f4dKXQIdrDdfrDn8psvfwMA0HD0mJdoKooZ62dYxnH1lGrc98l9R+msvj+QGaKWhvuOBAZPG4yfzP8JhkxXNakykfD2N28DUJ3Bfm36HfB3NTfH/eiDHzX5vou5Dvg7WwO/X/h7AMC17157VL6/OeQNshaADDK7xUD2AA4E9FA7mMMiuIykIsr3AsjJYLz33XuWbU2xHae8cgqqp1QfEmX8xNdPiNfPrnzW8v6place9LEBIJVN4bMdn7V4f9lQrkvUCaawe1F3AECfkj5IZg2DbPY3s3HhWxc2Kb6uS9RZtsnhy1znPWjaIAyYOkC5vpqmNZuNSgv4jsYdYptsRKYyKfx58Z+F4dYURr80GmfNPEvZ9tDnD2HJniXKWPt85+fi9ZHW/pnHPADsjOzEcyufsx2bL659EbfMuwXHPn+s5T3y+q9797rWP1EbZLWs6ODRv21/ANa5oSUMBBmkpK2RcajPkBnpbLrFSS4jXhiBBz9/EC+ufVFso/Hx5qY3W/W8/tNRUVABgI8Jup/f5zDmkDL7BKIDxcp9h1YG6m/L/9bk++Fk+IDPqyVz41vfvGW7PZlJYtbGWQf0fYcDeYOsBTBryOSF8mB1I9vC2wBwOrk+US+MqEw2IxbnWDomHu5cxsCzq6wGUVPZgHtjPNYuL/y5sCOi7kPlGYq8RWKb/Jowb8u8Q5qU/rLkL7hx7o2Yt2Vei/YnAxbgzAIZU//+5t8AAI/To+jufv7xz63HMC2KdL2D7iB6FPUA0DzrsWzPMvFaXpAHTB2AC966ADfOvVFsM4cVKMwrn+eamjXi9U3zbsK/Vv4LI14Y0eQ52EG+F7IgWT4fKqB7JLC1Yavt9nEzxuHRxY9iwNQBFvbyscX24RI5TH9OjyNThkB+XsmxMi9QsjNlB/merNq/yvL+lzu/bPY8bp13a4sdl8HTBmPsa2Px4ZYPLe8lM0l8V/+dZfsjXz0iXn+x8wvxesnulmmODhXjZ4zH3R/dfUS+C+D3JFeijYxSXykGtOPaXFoT5PmZahe2BnKxyI8veRy3fnBrsyVzzHovs9FyXPlxLTJkAGBAW0OPXBOvAcDHzkVvXYSPt9mHIHuX9LbdPqpiVJPfNerFURg2fViz5ySPy+NfPF68PnfWuaieUq3MNSv25naShk4figc+fQCPL3m82e88nMgbZC0AxeDJYl+0e9EhH3NXlHurlYWVyGiGEWZ+gEijkEu0KIsmCcv2LrPZE8rDa8dQmGE2NmnSoc+OLB+JLqEuynuEQxHUk5F5+4fWcKkdyJiih5yuJU2MFJZrChSO7FvaFwD/jY2pRjSmGhFwB/g+polr5b6V2FC7Qfz93KrnxOvr37ve8h3y4mm+R2Tkv7zuZdvza8kCbQZdl+veOzLMUUtx6duXNruPfF2B3IV5D1eNwKZAixEA4VWbDSMyyBOZBJbuWWo5hhz6Iz2LzGzLToYdNjdsxvxt8xWjOhdkI/+2D2+zvD90+lCcM+sc1MRrcjpSBe4C8VrOkjvQsLOMTDaTk1Xa3bgb2yPb8fa3bx8WbawdBkwdgKvfubpZprUmXiN0ZDTPyffr3k/uBcDv0cQ3JlrmRvrNzSVnyeNMxvbIdjyz4hnM3zof7373bpPHWLxLNTAb06pT2a2oW7NjDeDaK/lZI4fj0UWPYk3NGtw872ZxD+V7aUckOJmzSY2l7KA0V1dSnmfl5DgiJc6ceabYJj8rQ9pbmUKAt9o7msgbZC2A18kZMmqfJGcZtrTH5VPLnsLIF0ZaGC/SCeUyyN7f/D4AlS2R9zcjq2VR6iu1fU8Ob9JxAa7NqZ5SbWEl6KGb2HOiOGfZ0CrwFCCc4r/D7DW3xCCjiUn+bHOTr6ZpFlEm1R6jRdH83Rf0vgAAf7jNv5HuB32GxP+fbP8EX+/5GgBfXD0OjzKZaZqGS/59CSa9OUlsk71BMvDMCw0t4GQsntWdhxZHlo8EYOg5jivnxWlb6r0S5PAtMYSHS8D6Tf03lglzV+Mu2zC2DLtwsBlZqGH3XOELeexQNpkdaNxUT6m2NZDM+zQFuq4yyGHqWdwTgGFAD5s+DFfMucKiNZJDJ8SOfrHjC9hh0puTUD2lGm9tMj7z16V/Fa/l8U7nL7M0chLQj4f8WDm2fF031W3Cgm0LbM9BZgBpbMrIZcjN3TwX1VOqRURABrH1gDWz+LTXThOvW5LVZ8bmhs045ZVTWpSRDqjRANKertq/Ck8seULojgDjuaX7Sc+nzLBTKaCzZ56NjXUbMerFUbaSBXNylhlbw/ZM8oz1hkFMbL9c7sfBHOJ+kH7sV6N+pZwvIegOIpqKKvfPzgh6cd2Lyt805l5Y+4LlfGVnn9YpTdPgcXhw5TFXIugONmkETp49WbyWjUBN07Bw18KcY+39Le/bbicMam9orOU5SHaEzOvskUbeIGsBKGRJg5smzl4lvRQPYMb6Gfhsx2fKoggATyx5Ak8ufRKRVAQT3+DGzcNfPgzAsORJo2FerChTkCalqtIqALkZs3g6bhns5I3IWaGkfQCM7BdzuQp6mEi4HE6GFUYukUmI8//xh+pET9eqIdmA6inVeHmtyvzIDxUVZAWsYVIzqIyHnShzcHuuCTOL7ylJojHVaJmgyVgRE6z+2Z4lPVHi4wkCvxr1KzFxAcB39d/ZlhPZHd1tSciQFx0A+KbuG+V3XtT7IgBAfZJPYpRJS1T8R9s+snwPLaKRZEQswLRN1v38+stfWz5rxpjO9ovCqv2rmgyHLd+7HBNmTbAIiMe+NhZ/WvynJhdCcnAu7H2hbcgbUEuCrNmfe5KUM7+I3QT4mJeNe3mivWLOFbbHumPBHZZtX+z8goc+pMXxHyv+YfnO4R2GAwB+ewI3Cs1Gy03v39SsRuXG91W2K5PNIKtlBVt47yf3imsh1/+zCyHmCvXJVdmzWhaX/NuoTZXKpIQej0Bj/qV1L4ltNOfJLIedlvaad67BT+f/FABwxutnWN4f+9pY8ZrmOU3TLOEvOSzVUpw982zsje1tcQkZWRdLmDx7Mv6x4h+YtnqaeG4/264+EzRHNqcvpULfB6KLuvzty8Vr2ckJuoOWfV9d96p4ndWyQjNLLBslYtHfx1ccj/JgOYLuINJaWuz/wKcPYMj0Ifh6z9fKHP3M8meU74umo5bWea+sewWAMZcBEMZeQ7IByWwSZYEyFLgLhAG7uWGzwhaajS3Zebp49sW49t1rlbnX7lrkAmV2TugxQTHym7t3RxJ5g6wFMIcsiRXaF92H9bXrhUfx4OcP4sa5N2L488OFgbVi7wplAt9Ur4qnaaL/y9d/AQBMXTVVeZ8MoD8s/AMA4NpqboiYja47hvLFJJqOWsKR8uRNcDInAHWx++fKfyr7kFdMrNLnOz4X2TE3D7xZMRYopERdDcgopbj+r7/8teJ5yefYpbCLeD37m9mWc20pbh/CQ5zyYl5VWoWAi4ccG9ONFr0OTUTErpzSmadPR1NR4dVXFFQg4A6IxUnuBgAYk0htvBZt/G2U9059VRVnF3p5qIOudc8SzqjIXi9gTDSzNs7CyBdGKu9RmZSRLxrb52+dD0AtTvrDgfa6ME3TxGL64VZVU5TJZpDIJDB59mTcOPdG1MUNB2HhroXiGvzuq6abtZP3n86mhdFI1/6UylPQOdQZIU/IyC41aWFkzdjdH7dMR0TPSiqbwtDpQzFo2iBxfLo+TWHu5rmWbRQSOfP1My3vje0yVkzmZHiTQW5X+uWBTx9oMuHm+mr+XfQMNaYbLckWZLDLhhPp/2Rmz07KAABzvp0jXg+cOlAJDcfSMYv+1Ozc+Jw+sRDLIfp1tZwBembFM2JhNks7IskInlnxjC0LfuUxVwLg4/3meTcr78lO6vbIdkx6cxLW167HfZ/cZwltA2r0INdim8qklPnIzHqa79O0NdMAAL9baIx7Bia+qzljmxJozAYv/abqKdXYWGtIRMwhPdn4sSs/YXaeaNxTVKRHMdfBTlk1BQA3zEKekJhnyECi33HlnCsxYOoAcX0vreIygyfGcMM1lo5ZnEWqc0a/cUj7IcLY+3wH//0O5kCBp0CsX2fPPBuAMV+Y2VAaVx9v+9iWvbKLFDWXQFXkLWpyjBzNpIy8QdYCkEdvZr6oXMUVc66w3EQKa24OWx9AGSPKuUh7f3w/AOC9zfwBOrcH9+xocJHB097fHgAfuPTQOZlTGALRVNRS18yu8B9NtBfNvkjZLhtvtKhQrbFtkW0ijNet2Ch9URuvxdnd+YPVqaATAPtkhyHTh0DTNGiahhNePkFsl+vkUMV9gnzNzVS6edIiGp1CDqW+UlS3rRYasMZUI6iawN3D+SIvT4KAkYUUSUXE8b1OL3xOn5I+LkMONxd6CtGzuKeoi0atl/52Gs8qMhtepEU5vuPxyvbxXccDAL7c9aXF+K5P1CthcwC4c8GdlvNy5Hi845k4/rbMPstp0LRBipiW7tPczXNx7bvXYsQLI5DJZiyhhFwgRhgwQhEr961EMpOE3+VHKptCKptSeoYCxkQMWJNUyJvOFVqUW1FREoTMHBKeWPKEEP6aGT0a5/TsA9whmbfZSDRp42sj7g0xrAUerrXKJSl4cqk6vq+vvh4MDFktK4xjYt3CybAl3Hyg9aNk4yfgCuC0Sh4K3BnZadm3Md0oWOar+10tzkFGZWGlYLPIiQQgZBKPL3lcKalAmNxnMm56/yY8vuRxDJo2SDF4Qu6QMMh/8dkvLJ/95wruvCQzSYyfMR4bajfg/DfPx5ub3lQkA4T9sf3K35qm4e6P7hZZpiv2rsCQ6UMwZPoQiwFAzqE5xGx+3kZ0GAENmpgj39j0huU87HDbB1YN3/gZ/Fmf+OZE4Riai4LbaUjJqa6J1whjhWQTNBfS3B/y8HloXNdxADhjvL52vTDIoqmoZS4EIK4vzWe9SnqJ49PYoqjN4t2LoWmaiLiQcxJNRYUz1j7QnjNkNiHLs14/y9JWiRwIs5FO6FrYFWM6j8ENA26AgzmQ1bK44K0LlH32x/Yrodr1tesRS8fE/G6OYjDGbL/rSCBvkLUAPpfKkIU8IZzV/SwxyFftX4Wr37la+Qw9ELm0VH6XH10Ku4gJgCYLymShEIjZCKAFvCHZIOjn+4+7XxgdkVQEG+q4V0N6lq93f21ZNHNlxVw8+2LLNnoIfU6fyM4sdBvFEb+t/xaZbAaVoUqUF5QD4CFYu6yWk14+yVKjRl58xXn04eexJbwFOyI7UD2l2pJ1SaEMt8ONS/teKmj5PiV9kMlmUBOvwZ7YHmXSmbmRdxZoH+CGrZkx61bUDW6HG+FkWDCDZYEyeJweS7iBvu/vy/8OwDDINtZtFAs86dco4WBsl7Ewo9hbDCdzKiJeMtBkzRvpQBqSDbblB+RwitvhRiwdU7REPx3Kw0cNiQYxrv540h+VySwXyLMGgAlvTFDeG/78cMv3E+z6/W0Nb8Xu6G4s3cvDEftj+23FtDRmqcQEYdrqaZZ96TrbIZPN2OrWiLk+c+aZFj3PlXOuhKZpyj2/Ye4NSl0+v9uPWIo/35Sd53IY9ZXsmCCaMwhuhxsaNERSESENIKcrnAyj2FsMAPif47mRYzefDO8wPOe9e33j6wCA8mA5oumo0NmMmzHOsu/28HYxBmmRWrpnqWKsVoYqbbVNNfEaxdkwsxSNqUZxvwHOzhFKfCUKE2vGuK7jsCOyw2KkEMzXeXWNGhH469K/4u1v3xYhUjmpZNxr4xT91xVVPJxtV5dPdg6fOZ2H8Aa3H2yrucqlhSWmK1cW7vNrnlf+vmUQN27oOZKdUHLST3r5JLGNsj/lgtaENr42cDCHYrAGXXxubEw34tMduQXt1JGFHP9YOoZiHx+bvx5tSCNkQ5YSl7aGt6JjQUcA/HoVeHjI0uxobQlvEePzDyf+QWy3YxXJoaA5N+QOIatlbTW3b216C9siPNrRp6SPcJboGl05h7Ozl1ddjpfOfsny+SOJgzLIGGODGGMaY2y8abvGGJsu/e1ijO1ljM1mjPVjjK1njPml9//NGLtEfz2eMfYVY2wtY2wpY+xlxljlwf6w1oRgyDJxfFP3DcLJMDbXb8b8i+YDAG4edLOFhZqxYQayWha/+vxXYttx5ccJ0XYsHcPmhs2oDKk/kZiHYWXWlN/ze50vJvRwMowtYV78M6tlRVgumoqK0AslHCzZs0RMsGRcNSWsrp5SrUz8RR6u86ksrBTUN/0P8MliT2wPx9+DeAAAIABJREFU2vrbikX0qWVP2WbT1SZqbRfupXuWKmEWOs7yvctx+ozTAQB3fXSX8pm6RB3i6ThS2RRmfzNbTHLRdFQwfTsjO4VB1phqRFUb7s0dV8E1Pl0Ku1iMspAnhMZUo/CeA+4AvE6vxSAjD5CyQuvidSjyFuGMblwvk8gkxHuMMZT6ShFJRSzGscfpQTwTF0b5L0f+Eid3OhmAMSEDhvdbn6gXxq5cYFHWIKWyKTy76llFg0G6wYZkg+g6MKjdIGiahqyWzTkmlu5ZqmSFmifIRCaBxlQj/rXyX8r2X39h1bDJCwpNqsv3LhcTuZwOf+brZ+LhLx8WxgYtNqv2rcJzK59Tjvv6Bm542E3IB5OhWugpzMkiAsCCixfA7/IjmU3mXHzNBZ8BHi6RF3ZixL/a+ZW4BvIzTnqc0R3t+ydWlVZhR2SHEj46tgOv1VafqBfzj3mBpgVSxpPLnhSGPjlEfrdfZHr3b9MfRd4iRJIR25pmD37+oHgtsxS9S3oLmYcdtoS3YM53cyzbHxr1ENr52yGaiuKad67J+fnjXzpeSci4a4E6T8jhY/Oz15hqVEL/5NjSs/78mYaBJEtPAD53dAh2UAzNmwdxJocYoDuH3SkcCvm7aX59aulTlt9DejXAkB1QGFt2sIjtlEHriZ0R43f5EU1FFfY26DFClhQOtwNJbSiaUROvwawNPLwpJ5HJY+D0rnzeZmCi4HGBp0CI+uk5oKiKDPosoIZrT+x0IgDOpNYn6lETr8Ebm97AlNXcYfzDIsOQe3AkP5doOiqkB+f0OEeEx80RlvN6nndQRXJbEwdkkDEOB4BLAHyi/y+jEUB/yegaC2A7AGiatgrA6wDu0491HgC3pmkvMsb6A/gLgKs0TeuradogAM8D6HpQv6qV4XK44GIuJNIJoQXYFd0Fj9ODgCuAcDJsm3kke4G/GvUrlPpKUZ+oVx5MOfND9kQ7hfggveqYqwSVPGPDDGWyJq1UyBMSE4lsSFH4oSHZILRMfUt4OGTV/lWKjmvJ5apBKRfg9Lt1Q0fSVfndfngcHgB8Alm8ezGW7FmCzqHOluvw+rmv4+HRD4u/qUn3iZ1OFA/AFXOuUITBE3pyFsauJdLUM7jOLqtlxW8Y3mG4YDLj6bjw4sd2GasI3tfXcFEzpfE/vfxpsY0QdAcRTobFBBXyhOB1eZFIJxR92k+G/kS8/q7+O9QmavHh1g/FWDCHwWriNXh1/asWliPgCiCWjokU9oqCCridbvicPmFgnFp5qtCfNSQbxDV84hSrGPmGATeI10IHF6wQAvr6RD1mb+JavXaBdmKhIeGxGblE8DKOe+E4fLlLNXzkEh4X9ub3lliO2wbfhjuGcd1jobdQhFxkg2xbZJsSaqRCv1/u+hKPLjbOdc6kObhxADdGZaOSUtvNYnkgt86ERPkNyQZL+FxGqa8UfqfewSMTR6mvFOf3Ol/ZhxbFO4fdiU8mc2OrIdEgGEUA+EH1DwAYhgBgGGQNiQaR/EMOF6A+42tq1mB7ZDtu/eBWALxTBbFccs25F89SQ7a0yFUEK/DxxQZbTlIDGit3LbhLsFc/O/ZnSGVT2Bvbe0BFeAs9hTnbw905zBpqB4B7jr0HE3tO5JncyXCTnSQaU424ad5Nlu1PnWY1dprq7et3+cV1pqQpudwHMeEEj9ODZCap/LZPtvH7/MGWD8QxyfiVfwOx1XZjzMxAdy3sKlg8eY7885g/AwBO6mQwZFT6weP0CIOHHES/249YOiYMssdOfkwwZE11ISFNIGCE8/ZF94nnnVhcwDCY5l4wV1QQkJ0Bn9MnEqQoPDum0mCnCz2FmNxnsnBgGZhwOh87+TERJfC5fCKcX+orRf82vEBzJBmBx+HB1f2uxkmd+XUp8ZUo0QdZViBHIPqU9sl5DY4UmjXIGGNdGWPrGGNTAawE0BnAhQCuBjCWMeYzfeRtAFQm/BIA8kzwKwAXMsYGAfgtAHL/7wbwsKZpQrWnadqbmqZZU8yOErwuzpAs2MrTwh847gEAfPIMJ8NGVtzF9qc8sddErN6/Gtsi28SkMLHnRLTztwMDww0DbrCEC0u8JYhn4pj4Jtfh/GToT+B3+eFiLjQkGsSC172ou203AdnYI5zX8zzxmtiTER1GwO3M3afR6/TyMF4qLFiQAneBCNnN3zZf7CszZ4ReJb1si3b+9dS/4o8nWb2yP570R7Eg2Gl/yAucuWEmXl3Ps4uKvcWCyYylY2LiOLXyVFHYdVD7QfhgK58o5TAY6Vbonpo1Dg7mEAwZsWm3Db5N6eNJQv99sX3CiPxq51eWcwcM4T2dLyUM0LUlwyPoDgqW7qudX4lwtazzI9ZIxq2DbxXsKLEbl1VdJj5fn6zHntge8duePZ2zeGTAAzxkMGX8FDSFZVfa17u7vOpyy7Z2/nbK316nV0zkMmN6Qe8LBPMs4+nTnrZ1et6e9DY6hTqhezG/ZnIonhYHAun5AFh0JgAw89yZogyJjOVXGvq2qtIq4XTQM1eXqOMhuw2qPpBYzLb+tsLIkj34we0Ho2tRV8t5077KQubyCa2OzE6ZmfS7j70bVxxjNaCpowCg1rd694J3RehJ7tUqM/dvbHxD/A5i0IidB/h4y4VHT3oUqWwqZwPrq/pdJRgScmAczIHLqi4DYwwhdwiRVEQ4IAAwa8Is3HPsPVhxlSGJsAt5UymZlmLBxQuEYUy/zy6L7/gKLifwOryIZ+Iim/kf4/4hIhw0p/hdfjEn3zDXcJTMGYpLr7AvxQJw5+C9ze8piS6X9DW4ELlUCT1T9Yl6IdCncU+OH2V4Bz1BYZyYtYLEsgKwaALLg+XwOD3ibzlMT1q7Ul+pSOqgumwAN+jq4nXYH98vxkSHgNF+rCHZINrxje44GmXBMqHP87q8IvN9/tb5Ioz7s+E/w70j+HdUtalCMptEsbdYXAu5jdzlVZcLI/vZlc822a3laKClDFkvAE9qmtYPQCcA32qatgnAfBjGF+ElAJN1Q20AAOE2a5oWBXAngI8AvKRpGqXI9APQ4vLPjLEbGGOLGGOL9u49Ml3evU7+8BFDRl7J7uhuJXOJBoyMBRfzB8asp3nnu3fAGIPP5UM8HRceFAn6ydgj9CzuCcYYX8DTUSE87hTqJBYHWsDHdRmHimAFzOjbxigNQFouEnr+6/R/WfYnhDwhRWvhYA5hkBET8MOBP1Q0Mn6X33YRlVEeLLdsO73r6YIatyu9QJPmkj1LRDhiQs8JcDAHAi5+bX720c8AAMW+YnFtzM3Bh5YNFcYaYEzg5t8KcHp7a3ir8DrtDCGAe/ZkfJgFyjS5kyHdp4R7ZKv3r1aa7VIotMBTIMoUVBZWimsr1/7JVTaCNE20gI7uOFrsa87Ao+v50OcPiW3ju4239NL88lKDAbu4z8VwMIdSjJFw97FqVuTDox8W2j3C9sh2oUeRyxoE3UFLpioAjOo4ytZYIuOIPH251McplWrD4fcueM/CyMjGCxl1Zp2fLPJdU7NG9Eul7bTAmcOKVCqiU6iTRQcHAM+e/qw4FvVMPbXyVHGfZcPbwRwi000u5TCsg2qQndntTCXcI4PCkLLmiHBa5WkKu+1yuNDG1wYTekwQ4UQ7tnrGuTMUo/BPJ/9Jef+ETidYiiBf018NP5JjQzo+WQ+3fN9yyxzQvag7Lqu6zPY3Eu4YegecDqf422xYlfpKxbxMoCQTwMi4DbgDCrsPAH8by0PZHqcHiXRCGJKZbAafXqIahutr14vniMKNvxn9G4URBQCnwykSeQiT+/AkGDKg5Sx4Mxtr/p1bGraIMOGojqPE74umo0IHmcwkxViTmeUVV63AP0//J+4fcb9ybDK86ThNweP0CHmIWeph1gwfW662QyPGsdhbjPpEvZjDqkqrlOeIquq387cTv4O2/XPFP4WhKPcjdjqcYl9yzr9PaKlBtlnTNJo1LwE3uqD/r4QtNU1bDh5qvAScLYPp/bcA1AGwjQcwxtroGrL1jDFbPlvTtL9rmjZM07Rh7dq1s9ul1eFz+kRhWADKw04Djia8t85T+2VRjN1c84kWB9mLArhIH+ALspwFREL/gDugtDoJuoPC6KCQQ32i3jZbpNBTaFmURlZwQ6S6bTUY1M/8cuQvARjhNhnk3RPM3nosHctZQ4gyyeTrKINE92ZMO2OakpVpPl7QHVRCsW39bY06cuk4KkOVgsIvD5YrWgvSU9gVLvxi5xeIpCIitEYhZdJ2EC6rusyycP38WF68cXzX8Uro6e/j1BAIge5b0B0U9/NHg39ku6gDasgiF9oH2guP0ayN6lXcS/mbioea703AHcAfTvoDxnYZK8bo70/8vbKPzFoQxnUdZ1kQr+l/zf+xd51hVhRZ++0b5k6eIQ0ZhpyjBBFBEFAUDKiYlTVnXddVUQwYMaxhdc056+6qa0CRrKICAgoDKJJzHJjA5NDfj+rTdaq6bxiYhF+/zzNP9/Tt27e6u+rUCe85hRZJLRDni6uWYoy8vhYgwtpkMBCS45Ixuq3Ku7l1wK2YddYsPHHcE/bzdSt/wUFeECrRcst8EXol4+LMTmci4AvYXhCu9BO6NuwKv8/v6CsPDn3QtuCpeCzJFTdvjf4uDcNwnPfOSSIJQleMnjhOhn3TQmm2wkAKUsgfUviVCYEEu+wBoVN6J4UTN7DpQOVznbx+64BbcXP/m3Fhtwsxd6KYEHVP/rCWwxAJ4bLgSL4+OuxR/KXnX5TPuPcXAOafPR8N4xtizkSRKPTzBSL8pXN69SQM/myX7VmmlPbokN7B9kITKs1KhaAOiLDaZT1lyPeU9sK7fk1fGXY9rcNpDsOGI1x4Lc4fh4AvoBhtJB94LUVAePro/iiTlSt653Q9R5G1pCiTp42D5iYOXhcQkIk31J8JHdI72MXHAUGjAISXkv+Om6EGCO+v3udJaXaD/o7qE2JVyAoAwDAMP4AzAdxjGMYmCN7XWMMwUrTzPwfwD6jhSo5K64+wCkB/ADBNM9vikL0MINnlu3WCUCBkZ6bp4RcCWauZaZn47HThZuUKDrlVCWd3ESUndIWMhFhKXIri2qbjCYEEZWFoQHJMKEuH3L4cVKeLlAkChQziA/FYMUktP6AraBztUtUJz43cTKnZAPDSGEmuJS4AoE7iL48RSoqb0J07cS76ZvR1/YyeTVIwyTHxBH1BBHwBFFcUI7c0105SoKKIBJoI3TxkekYlXeO+Y+6DjobxDRXliTwb6aF0xbIkITK+/XhXYmtyMNnuF25KKOHZ42X5Ae7FUq5lkWkBGa4lYRz0BxVPG2X7AcAP5/2AK3pdga8mCNtqbOZYxQsSLlvsmzMFH+7hYx9GyB/CqyfIwpI39rsRzZKawTAMxaOseyIIFCICENYzomdZkleCJlgKjXMye1ooDYZhoFlSM9tLrIM8oTzcSbi6tyBck/JOnrWQP6RwUygsxPGfU4Rxw0M/dK7f51cmGOKZ6Z67t096G5O6y6LKPOy14uIVGN5qOB4+9mFb4dF/i98zD7c2ihcT346CHY7yNbxvAGKckgcGcPfYntxO1nA7r9t5MAwDtw+63Z549bH2z5Hu6wk+MuwRh8LP/3/m+GeQNSkLJ7d31owjbiB9h2RIRmIGsiZl2fxTXQED1D5O/RqA7d0k6M8GEF4lnQ7So3EPRSmgRKv2ae3x3KjnMGfiHDx47IO2hyfSPXMvFskBfTUSuk5SMEkh9Pt9fqWsCwDHWp5cKaTITUIwwVFahGgWgOw/uky7beBtdjs4gr4g7h8q5wN6F3pEg8DDqYAwFPU5wY3LTHB7x240ibpAVbMsRwFYYZpma9M0M03TbAvgYwATtPNeB3CfaZqxFs15DMAUwzC6sWOJ4U6uC8T7421PGK9bQpXWATXjrX1ae3x1xlf4+UJZRyichr/94HbXgqipcal2ajB5WQAonjpOcuTgFgfhsl6X2ffCoXdmPuDJAqSsP0AOKN0D0TrVOQh4aO+YFsdg2rBpSIlLcVhPWZOykDUpy/bWAYLTQ7j/mPttAQ4Iwai7+AHxbsjrxa3Q8spyvJr1KnJLcu1wgb5uJE1YiYFEx+Lreoq22yRL8Pv8rmUIwvH0EgIJrllonFCseyMBSYA3DAMfjf8IX0740r63cPwuQFq6T4+QnBQuxKmmHCD64I39b3R9t4Qpg8W6jC+Nlgp3i+QWyJqUZXMHGyU0wrKLluGeIffg0p5ylQXiuAHuJUEAlfjN+82DQ2V4Urd6Sen8/PTP8dyo55QwHnlLiGiv45eLfrH3KcuuWbKcbMmw6tlE8LIozEVtCLe+IBlNz416zvVzDv4++ETPlYN+Gf3sxIhnRj6jeDQNw8Bzo55TuJtcKY4EHj7XwYs4c9D4NQwDH58qlDsKuU09ZioA8X7dJlk9JBlunFCIX8eKi1e4emYBmWmeFkqz2xgJbt4T7lXlCqdeO9ANJJe556lPkz6KzOUeo+GthoeNDgBSqbG/21V+182zyPl9uuHPQXOaXmbprM5n4do+1+L6vtfbWdqJgUSHV5v3s9kTRekKPSxLfVdXGAkrLl6Bp0Y8ZScAcd4j5z5TQgQQXmZQNIAr98suEqwofa7MmpQVdm6ubQSin6LgPACfasc+BnANALvEvGma2wA407/CwDTNLMMwbgLwtmEYqQD2AdgC4N4qtq/GEPKHFHIggdfk0de11LX0oC+IFRevwITPJuCR4e7r7lG2CKBOyJRhB0BRFmhyCRfO6tSgk6OaNc9ki4a+TYR1zYn7RALXhbObVXJjP7UQ4vj245UJPxI6NuiIFRevwNqctco6kYCY8B8/7nGc3O5k9GoiC4RyC1DnEBFeX/m6kiEJqMKMW3Dhyg1wXNvnWjy//PmIHDxADS9xZTYhkOC62DtX+qhNr5/4ur1s1POjZNSfJxgAoj/cPvB2PPrzo8p5HNz7Gq6QaSw4p8s5OKbFMWiTGrlKTdAXtIWtG7igXHT+IruoK61mAKhLEnGBHS6M5ff5HeR+ytINh4AvgMUXLFbS4s/ufLbNySFFQ/eakUKUkZhhF3r+93iZofbT+T8huyhbMSzCgYw/PaT5+emf44v1X9h8OsMwoioZBK7McQMLEMopZWXSmH1r7Fv2smbEtdMnWTd0btAZKy5eYb+ThEBCxDY+MeIJOwucvPiET079xC5OyvsBR6RCnm+OfTNqezm4MshLILi1nxvR1CfCgdbIPa3DaY7PYnmmWZOyUFZZ5qrQRnq2POM6IZAQdR3Zp0c6VwHgoVS6DoEUHm4ocZK/G/iqHIObDbb3DcNQlF/uOOCKaI/GPfDW2LfQpWGXsEsnUZ84vs3xyEjMwJ7CPa7Pzi0Bpi4R1UNmmuYm0zR7WvuXmKb5ovb556ZpnmTtO9wGpmnON01zvHYs0zTNfdqx6aZpDjRNs4tpmkNN0zzPNE2VGFKHCAVCtjXPrW1uzbgR+nUYhoH/nf4/pQNzLf/50XLy5J2NK2oc4UjddNxtaRHDMOzMMZ0DRaCBTJ/TkkKAHHyxCBK3ekdVgWEYDmWMY2Sbka5kYwBhF1kn8BAZeQ8BVdDGMmCv6XsNsiZlufIoKBwBALPPEpbjR+M/wueny8KuXMBxniF//ySc6Deu6HVFWP4d4cLuFyJrUhaGtZLKJhULBpwcD8B9wogGwzCiKmNVRWIwET9f8DMWnq9yEJslNbPfq1tGb3UhIZCgjK1zu56Li7tfjMt6XmYLe10RoGfLvQdcPvgMn6syNq79OKSF0hz3Cji5T82SmuGK3lcoa9EeCq7vpxZnTgul4dUTXoXP8NljgVatAFSvPNVxcmsvoSrVzvkzIhoHoVODTjF5tmoCnGLhBm7E8YSTH88THj/OJZ7QaQJGtBqBvx4lFc53T37XwcGMhHAhvHCgIuMEvgyXWzIOgJjqcHGSPiU06KFPHdzzyDmVeqkcDv5M9TBj/6b9HcoYhVR1zJk4J2z/qctlktzgVeqPEfH+eNvdy1+8nr58KKCYO6AqdTw7xC1kpZ/PwRUBNxiGgWUXLbNJ+zpu6HcDsiZl2RYjd31XRdhS5f66QDjXP4V5uZudalYBUBQYIsHyEPC1fdyX8XD7jddOkJlRTZOaImtSlsObxYXZrQNlUUteK4s/86xJWbixv3MJlljA+V+UBQVIjk0kInFN4MNxIj+Iwlwc8YF4Vwv423O+dRWwlL3HPcvViVsH3qpMqDrcPAO8RlM4PDLsESw4d4HrvUbLUj5UuJHCBzcfjOUXL1e87fPOnoeMxAxMHjzZPnbrwFuRNSmrSgs7R8OMM2fgw/EfuvJ76grhjF0CN6R5RnJKXAqyJmUpMjstlIZnRz2rGI99mvSxE4xqAnx5M0Dti5xTV1Xw9W85nyuS4swVQMpmBiI/47RQGmadNQtLL1wa9hyOB4c+iKdHPB2WisDx2gmvwYDhCAHXNTyFLEZwQiyvA0RhKq5UVRXhrARyc+v4coL7AtwUI+fel9lnzca5Xc61P+MI+oJhQ506woUL3DDv7HmYOmRqnVi1HDqJmTChk1SupgyegqdHPq0oPDxURR4rHo6+qo+z0Kjbb2RNyorJa0rV/AE1YSRc7abDQWZqJi7peQm+OkNNgB7XfhyyJmXV+oTYo3EPZE3KiugFjRU3978ZL4952VF6oCZB4Xdeq4wrhNG8mNEQS8i8KpgzcQ5mnjkz5vMbJzTGnIlzquydqSpaJres8yrphFg9ctzbWZfrH+ogOobOVRzeWobuq0uZDucoCNcmQOVEnt7hdLfTlXPDyXEdhmFgVNtRURVpQJTaWDFpRb16b4CnkMUMngrPPRzE4Zh/zvxDvrZOGCc8P+p59G7c2zHBtE1ti3uH3OvgLAV9QWRNylL4SU2TmmLK0VOqRaBGElTcUmqc0Bhndnavk1PTqOpkfG7XczGqzSjlGOfC0YTKkw1iVWJjBbeuOY+KvGyxkrFjgWEY+NtRf4uYhXSkwjAMDGkxpNrfTyRMGzZNydoDVALyoeKtsW/hpHYnHXZoUkdGYkadeq3/TDgcI7wmcWnPS7HswmUO7mS49UKpIsC0YdNiuj5FHtwKQOuYfdZsXN7rcgetJGtSFr44/Qs7KcWDgFHfYqhVxYABA8wlS5ZEP/FQsfAFID4dvZZLvlF1e34W7VyEy2dejpfGvFQlwn19QK+3BKGek3jrI6idtw64FRf3uDjiuaZp4s4Fd+LaPtcq2YV0jep+/6ZpovfbvZGZmokvJnwR/Qse6jXofQLV31c81B/kFOdg2EeC3nAkvOedB3fihI9PQNAXdI2YxIrSilIs2L4gbNKUh+gwDGOpaZqOBas9hSwaXhwGpLbAfe2628tCHAmDz8ORBRqH9Vmp9eDBg4pdBbvQOKFx1MzC+oKCsgIkBBJq1YvswYlwCtmR0YvqEnFJQGmBrYx58FAT8BQxDx6OPLgVg63PqM5EDA/VD09NjoZgIlBWaJOgXznhlTpukAcPHjx48ODhzwbPQxYNwQQgbwdap7T2QpUePHjw4MGDhxqB5yGLhrgk4DCqmHvw4MGDBw8ePESDp5BFgy8A5DiXTPLgwYMHDx48eKgueApZNCz/sK5b4MGDBw8ePHj4k8NTyKJh0BVie4SXB/HgwYMHDx481F94Clk0pFhVra01DT148ODBgwcPHqobnkIWDSFrXbqSg3XbDg8ePHjw4MHDnxaeQhYNtNhyqaeQefDgwYMHDx5qBp5CFg22hyy/btvhwYMHDx48ePjTwlPIoqFgr9huWVi37TjSseMX4M3xdd2K6kf2+rpuQdXw30uBqWl13QoPHjx48KDBq9QfDc37im1667ptx5GOl0eIbd4OILVFnTal2kCKTVIGcOvaum1LLKisAFZ+bO1XAj7PHvNQRZQWAgc2Ak171O7vFuUACem1+5sePNQyPIkcDcFEsS39E2VZ5mwRykRxbu3/9sLnYztv80+ijXMeqNn2VAcK9tR1C2LDfy+V+/uPMM+eh8NH4X6gouzwrvFwc+CFY4D9G6unTRz/u1aMeT2B6pVRwKNtgcXeOsI29v4B7PmtrlvhoZrhKWTREGcpZH+m5ZOe7iW2j7SJ7fx/Xwwserl6fvvHZ53Hyoqddd7eOV1sv/9H9fxuTSK5WV23IDa0Gy739/5ed+2IhMrKum5B3WLNDOCHfx7eNaamib/KCnmsogx4rB3wQOPDuzbhh6er5zocv74ntrPuVo9vXyK2X/29+n/zSIRpAs8NBJ4/uq5b4qGa4Slk0UAesrKium1HXWL1Z8DXt8Z+/o5fgdztsZ37z77AQ02B+7RwRNcjgG8Wb4UsD+6q23bEipI8ub/x+7prRzi8fhJwfwNgw3z1+N4/hIJRUV4nzapVfHAOMOueQ1dMN/8o94n/CgDvTTy8dgFAeYncX/rm4V8vHJa8rv7f7yL383YuB3K31Vw76iuqooiZplTQPdR7eApZNMQliW2p5iGrb5Z8aQHw2gmq0KwObP25aueXlwIvHwc81V0e45Z6x9Hq+QfChD5W/ldsk5pU7fdrC2VFMuSbofFpZtxRNQWiOK92VoLI2yH3ExtFP7+sGHh1DLBu9qH9XvZ68Rz0PvRgM3H8/XPV41ssZeL9c9Tjzw0U24c17mFlhehvf0Ysee3QvsfHf1GO3N8wT+5zJWZXVuwT9rYlct8XPLT2HQp+ecd57OBe4KXhwFM9/v+tosK929Hu/bnBcr+qstxDrcNTyKLBHwcYfrVS/5qvhSVfn6yOR9sBWxcBD2aox6MJ27Jidf/Bpmrm4EcXyv1YiuM+6KJA7V4p98NN7slN5T4XMnHJ0X+zplFeAsy8S23XzuXsc817Sjy5PM16dxOe25YCj7QGFjx16O2rKHMaDG5Y/TlrSwwGxcwpwLbFwLtnOj/L360qeG54tr/YvsaU8Ioy+bz++Nr9e7Q6ho7empfn/oaiv+VsjdyOIwWc37Xxu0O7Bh8COQnzAAAgAElEQVRfRQfcz/n0arn/4rFyP9rkvu8Pud/mMMNli18RcilcG93aks4oFtsWy/33z47+ex9dCLx9etXaWNt4/STgtROr9h3uBXXDvjVy/+dXo19v62LhodVhmv//FN86gKeQRYNhiLAlJ/XPvk/ub1pQ+21yQ/dT5T4NHLcBRBZ0kqW48YK3DzUFyovlRAoAJvNu8UliwdNCoC6IgUsSzovB2xdKlfu8TQX7ol+/pvFghuC+zZgsj5FCk9BArVHH7zVni9xfO1uEZXXl+NXjxXbOfTgkFB0QvCDde+QGCq3GJavhy3DgXhDu5VwzA3iiM/Bkt6q1FQDWfCX3+QTL+0I4ryk3FPj5X95c9XbUFspLgT0x8vX2sUzd3z4Pf14kFDOvWDhlJ9wkzvvEJ1eJvsr7M4Xo09uqvxMJS99y9xYTH2z5h+7fo3fN+x0fT7uYkbd2ZuQ2lBYAv30hvISHm9RQU1g7W3iIty6sWrJVVepjbl0U/ZzXxggO44r/qMfvSxd/R4JStup/os/Vh7mjivAUslgQl6iS+pv3kftvjqv99rjxAuIZB4sEK/fi7MoSWxJqlBnoNqDT2ETJhTe3sGbfq24BIF/jUu1coV6jaS+VAM8Vr6L97Dq72Tn5tcffoxDbqv+5f77oRblPg71JN/UZcn7HW6fI/fdcvEzVgXVzWJuyI5+b2AjoeZZ47stcwkA6kpm3deevcv8DFlKMZUJo0E7uz31Q7vMJll+f48BmuZ/aUu5nr5P7DdvL/bIi4Idn6oZS4OaNfrAJ8PxgkeEYDfy59jnv0NqwdpbcD6eQdQ/jKeKKwApLUeIe70KrfzXqENv9AMAXN4rtAyxEzpUzbuS4tUWXKeTRr0rpHG6sFEYZI9WJ36cD6+c6jxfsk/KYwBVcnmx1X0M1QUNXiPTxN/Nu57UJrQaq/1dWhI96fHK53Of9KNw4rUlUlQP3n0li+3iHmmlPDcJTyGJBMFFVCrj12vZY5/nVib1rgM9vVIXY7lXO8/J3yv2tljt/47fy2PdPiK1OxqVQF7dEc9lEyUOGXBHloO/qYRayyOg3G7RVrXBu2RYdkJPoHuv+2g4V25qwdCrKxeTFBdyKf4stDWhAcFXcQM82IV14FcmTUJVyErpw5UpErCECzrF7vH348wAxGcVbnkju+QTExHG/loHHPVXfPxnmmmEmZi7EuVLPw14tB8h9TuRPYRMoD4sSrxAA/sW+u/gluf9QM5Gl98IQ93ZVB8qKxQTx4jB5jL8rN8WYGy5FB9zJ6KSgBhKcnpyti61SNWz8mKZKOQCAg8yY4e8gsREw4DJx7XDLwO3f4H6cQF6t9XOBvBiTdtyw9A3nMf0+qF6ezh8j6kisHjodWxdHP6c6kLMV+PB84J0JwK/vq5893kGEinmf2ctCiyT3ADlO728otrqM5e940cvAj8+oYWiOCo1ffH9DYFrL6HLm8xvlPucRHgpiVeQJfN6tCWpCWXG9WoXHU8hiQVySGrLkfLLNLGRZWekMT1SUCUG68EX1+A/PCL5WVFLmIGDZW8BcVo/ru8fZb1oDlk9cgZDYkhIGSG8VWYiG9epJIVv2tvvvlx6U4U0qzKhnUJIVS8+FyitQmyi817izOIcmG14Xy6yUytq/Lxbb1hYhdccv8rzfvwKe6Ob0gJQVxT7YTVNY7O+dBXx4gTz+7SPOc6ktOojnRG2MNKgrK9yPc24doCouFCKIRlovCnPP5aXA9qXyt0mhJ6WzTKur984EoLIMmH6LPJbNJujfv7Suqwn1cBPjQVabrfSgk+PW/XS17est0nnnk9Tjm39wv340cOJzRZnwVlZX7ayHLL7jrhXy2IFNcp8rRQQ+vh7NdCejk8GT0dUZtnptjNh+c6c8dl+6aAv3hBMMv5ysKyvFfkIDoZBTX6XJzi6HYsjvJ2lcVA4KNUcL/+mykPqAW/kK6kfDrWzuxh3FlgzCoy6x2mz1W1LYqopw4XBCdWUkcgXrf9fIfT6es5iB8d1jcp/6/A4Xb9R6yyNOz4Vfg2fC83fTYZTY8pA4V4DJyx5uLuK8RP7u6FnFGgaefZ8ovRLu+f72BfBQc9Vrl8VCp7p3M3c7MPchVb5GmgNytqjX3rVSjJ9prWJrfy3AU8hiQTDBvQ5ZcjOgN8sUm/uACE9wrgvV/Zlxu/rdWXcLz0qkDsQnR173ZzULqe3fKAbEjmXyGF2TC3Xy3FDW6PFWrR+ylr/8q/P3aYCWlwgFjqzz1Z+p55EwIY7JUOtapEiRZUYhMJoQAvFiO/w2sdWVi0zLUiy3hMcfM4EPzwPyd6hCDhCekcfaRQ/bAarnkDL7uJDoOEbuh6sOXrhfeE7te4rAyVr5ifr/Pivclmd5NclTpCtoAPDfS9T/929Qhfp//iL3+zPP3tunAa8cLy1r8n64lRPhYRUelt68QHqrup8mr8vBM/lMU1qx1AcpTEIKGvWRpCaqdU/vpNUA8b5pwvDHOdsbK+gaDzQWnoVn+h7eddxAY4J7ncgQcasnxu9ZL/VCitWOX4B1LPTIx1urAXDgJUuhMk2hiA37u1C+6LdytwiDJ2czEEqR44+uS8o69WHTjFzsuJeVXBEtkURPaln+gdiSMtF1vMz2Jc8LKbakJFRabWveW2xJiQxackwPw0UD59duW6p+xhUPnUMVCaSY7GNh9FLNQKNntZcVc+VhQTeQ8cRBfepYS8a2sPq0bihtXyb7Ayn6nNbyEEuiIjrFt0wp5EhvK/fp3XNvKs/kjIQFzMvOjXHCRxcKhZsrSN+xOpSc4mCaIpP/u8dUmaUb0PS+S/JF/c1pjPbwIvNEzrk/tnuoYXgKWSzQSf0NOwA9zhCTCgmxinLZ4YgUr9fTIbwzQe7vtJSW8lKn1yeWrJj505zhg6L94a0dEoCZVrhFF6ojp8j2kHAccAkQxwQ59wYAMiRJnzeyYvekBJKbnYj7pCiSotXyKLEttCaQFv2AtNaSy0bePG5F8omJvxueFRoOXKlw49lwb1e4MO3SN4TwoHuKpJDpgpdCsu9bwi2xodqWzT/Jc8kzBQih/0w/ofTraNJNtSC3/Kh+ThNst/HAwCvEhE2YqRXiBKQlmW8pFw0yxZb6Wu9z1DYDwBsnA0/3FJ4RCkFSP6PnQ+8+oYFQ5nTvISnA5DEpzhXvv/0IeU64vq1b6m7eO9dM1yXi2VLBZI5f3xeTFw/bcJDRwcNEVLLCLVuNe05iBZ9kwiXsmKZ4/2aFSN5IaCANnNlTxTZ7naWQWe+CPHk9zxBbUi5fPk5e1xdw/hZ5yLiXlZ4hDwlOt7wpZCjsXi22fSwjtqJMtLmyQnrzt1tKEk34P/1LbMljR7/ZoK2QEW2PAfxWRKC8RCpHlLXMjRdfQPa/eQ+LhBqecMDDyIdShPZfR7HvW94qkm3ksSXlmRCOmlBZASx8LvxvdR4rtqSgbvhW/bxgj3hWZoXwimYOQ1iMniq2Pz6jHndTIslj9R9mKHKaBvWhV44HFr4Q/jd1D6fCE2bPI4dxSEmhB4B3z5D7O5mnehPVV7S8vdTHuZJXVuQ0sng0qQ7hKWSxIC5JdpiKMtEBV30C+IPSG6Zr5vs3OrO/Fr4gvs89EpUVYkA+2ESU0uAuaDfoi1nHJQFfW8RYqodVuF/yrjqfpJ7/7aNim2R57nQ+CU3UJXnAKyPF/rrZQChZnkucnUtmqN/95V2xTWwkrLFOJ6rCJj6M8mIrJNYEsuMXIHer+E1AKEgV5cA2Vkfnmyly/2FWJoF7vKamqaEzNzTUiJ+dTlS9A3nbxWQw0FKqSHjTxBBKkW3kysVRlzhrqJF3iibq9tbzHT1VbOlZvTHW2U6upLlxfUoLpBLkNlmTN65xZ/Fcuete98yV5EtF67jJQChNWuBEoCevJnmD5k2Tz37/ehl2aWSFnopz1aKliQ0BmOI4D7eTFU8T55aFwrtDvJqKMnXi7DoeyLBq3ukFZek5cc9AruXBKy8V/ePrycCrVkgnZ4vkh01NE2OePLHL3pK/z1Gc66ybxjNJdeiZbuRJ5By9AZcCiY3VzwnT/ya2eli0tEDeW8MOqods1adi2+8i1UNG/ZCeH70f8tQ17iw8VHr4lDxcNGFPTZPP8DXmXabwIIUhqS8U5YhED+p3uVulh/+42wUdoIVl1FIYP2h506nfluSLdsQlCw98RbmaIDB7quiz5FUZdJXwztK9cOOODGceInRT5vN2Ag+3VEPEOr/1wCbRn6ndJ1sennAczKz/qpn6ZOi4USA4n5VkPb0DMu4otLt2lgxR/valde8u9+QPSUNOnwsiFfd2I/dPTRMlfKamCcV6xmT5vuZNC38tQEQ4oqEZM5j4HPrru85zz7CW2SrOdb6j7PX1drm7OlHIDMPoaxiGaRjGWHastWEY8wzDWG0YxirDMG6qi7a5IsiyLPeslsd3LJN1XtZMV7/jFh6ZMVlaq4T3zxbuZcLHlwH/6BK+LUSIbWa58NNby3pOFFbK2yGVng7Hu1+HC1U+OVNIqThXCvTLZqqCnNDWIk6T0keTTVyy5KrwpY9sD5lWCDWBeYg4z4eUndKDwvPCQWFQtywm7vX7R6fIgkUn4Tdspw7gvJ1AanOgUSfxP1cmW/SXbSzOk94Pwy8nRNMUSh4AnGotG9XEKhdhVohnQjXYivarIUCOLJcQCg+55G6RAlX3YG6YJz1dKc3E+6ksExOWruADQpEhJSmtJZCQJttFSg+Far+5Q2w5/660QFqqzaz3VpwrJgYA6DFBKv5FB1QjhJ49eZ6Io0kcs9yt0ro+7nZrbFrK8XtniS15A8qLxbvnE9HTvcTvUbhikWbF81CO2yShLz1Ukg/8oRkmpHiQV3HQVUKpBaQS1MOy8Ok587InPInIEYKxvOh6yGfLT8DLI8T+zl/F89WVub7ni/6mj2MK++lhtmEWZaIwW47XjmPY+r4F7hzHkny1D6a2BGBIebLyv0JZo3uhdwsAXU4WxmKhNomSXKBEoN8+F54beyWVAmdE4sEMGWVoe4xUyPRIBHGv3JIN9q0VyRtT04Anu4ox9tJw8Ty2LHRm8v2zjxr6bMrkFvcmk5dx5X/lklEAkGl5Wvk76m/1Aa4Y+3wibKsrUSdZBveyt+T5XU4Snnaauyii0HmskKP6cnakzBiGNDL7XSj7cFVKX1CIkOQDyVFCZaU7p6y00Bm9+MnyGIbj5HIkknzJcXqqXxwqDfXzqxCargXUqkJmCPgAnAdggbUllAO4xTTN7gCOBnCdYRjdXS5T+4hjIUtyOZ/0ONDpBOe5f3VJOZ7MYt/kgu9ysjz2qqY0HdwVvtPT4OlhhT15GQEqnLnkNTkY05irlgsK4pKtmy35OydOYwpZjrTC4pKs2lVMSJDXoWEHud4nwTAswZ8nuRj9J6kKFidr0+RcuF9OroOukjyRknyZRTpU09N5+Jeg1+R6qrsYzPMfUQd/Rg9xH3yAUxi6rFikj6+bJSxi8u4V58iJbscy9Z4oxX/QleKeKsvF8bXfiOOJDcU9NbTKQGz8TvwWPcvC/e4k/bydzsrteTvUfkOh1YoyaQw0tSzK3O0i8SKYJN6LHWbNV2vOjbWE+ar/Aa9bfXvLItE+XTjSfQPO0ITbuy3KkSGY3ueoSjgp7Z1OEOFq+h5XTrta46U4T2YsFuy1+J1aWZQRlpK44xd1xQjCx5ep2Z6x4mMWeqblfLh37+59QOujZUkOUkoSGgAluWo/I06Uzt28O9u6p0IhA+wQjAYa3+2s8OLsqUBfK0HllGfEONY90cEE8e6LteMBi6e3+jPVwCF6Q2G25Cqum6WuXsKVCcK0VirvzecToWi9D423eLEZ7B3Fp4r+VpwrZWCbIVLJpudGCLeSCoEU7vTWUiGLdeWJohyRzcuTNwgz7wJeZ0Vcz2LK4Oc3iO2xf5PP9vcv1SQH8mT9MUMaITetkIYyT/Ahg1dXmONcFDJK6Oo4RvLvModJj2NFufRkN2dOA565T/Jo1wrZh1v0Ewo9oCqGxCmLhC0L5f6V8+X+xu9EVIiDHA0Hd4vkF47Sg8KIJF4sIJ4xIOQ1Xx7MFxDb3VlyDryc9W3ysidHSF6pA9S4QmYYRqZhGGsMw3gbwEoArQFMBPAXAGMMw4gHANM0d5qmuczazwfwG4CW7letZXArnNDvQqDVILHPCZW82CUgeA7xLhbAxLci/yYRfgddJY9xl/WxLsUwG7YXVkz7EbIeEZ/gecX1YILY/jFDpGcDYgKjthblSK4TIDwTG+bJyc+wYvT71wuPBSkpZEWR4CfF8fi7VOFJ9dtaD5a8oaIDchLuerIQ5HGaZ24MI1/yGlXNNEGt45s7Bd+OI3erULAotDX8VimYdixTeUHEAVk/V+4nZaj3RNlMx92mKpkcqc3FJM5Dqf6AdZ950vsz6EqpZD3Z1Xk/vCjr3dnSy8lLiYy3wiSfXy9+M7W5pSyzUDDhmh+lYs3JtwMvE++nWON70fsHnLWkiFPYejALQTLlqkU/9fmQgD/qEqkEFOeq3lXKZuXPrc/5zpI0gAxtcKLu7Ztx2OBeynHWM5rHDCJ/UBT2BNRadnb/Zs+AeFXbfpaWPyD6QjABgKne61VMMXtpuAz3HWNN/rtXimcdlyx+j8LSumHn5unm4AYOvYuCfTKRaMJLss+XFUqFcvzTwNHXyu/qXomiA8DPr6jPgJ6LrjgmpIvzyAjb8pPqUaV7CqWx8UfcsnbA1FxRjogmZUBwuUghIyWtL+Ob/vS83D/2ZvHdRxmZXQcZ1oR2I5znjNDGBcniK+YBvdnqAjRn8LmCFKHxT0tjUC/BQ+94qTaXtDxKeN9JAY5Pk7y94hzgC+udpbUSXrLERsC7Z8nvp1oUkKID0mDbt1YmEBTsE/ze3ufIMREpOY0rrqFkmaHO6zQCwK0bhOwE1JD8ac+Ldqa1dmZaklzJXqfKPkpGMk1g8ctivxXj+NFqKnyFmHqwVm5tecg6AXjeNM0eAFoB2Gia5noA8wE4KqsahpEJoB+AGEoL1wKCiWLCNU3R2dsOFZNXssURirTMCfE6dATiJHeIMNWlQvPvLBT69W1ynyZEPQvNrBBhJSJiupE5r/pefr8HE8BnvKyGLA3WPWjCJ0FLrmey6B6zvD4l1j3EWx6y4lzhmUlq4m7Nnv8R4PNbClyOJHGSFyfexaIn/NNSwpr1Bq7+Hpii8Wq6neL8DmHM/XIioJpWGd0kWZavQNBygPSGVlYCb1gW66h7WMikEKgoFYI8oYHkxdH7J75YSnMx0RCRnizl0nxhuZPHs9VApwe281jgmp/ggD8gPYe8RAjPQMvfKQWhHa5m1nVGd3WCsu+9v+jfWxdJZTWtjfM8N3QdJz1p81lIMylDnWDt809W+x95g8c+KgUnX8i9RV/BLdJLntAExhEuW5Yw/qnwn13nsgZgQBt3+nJPxD1r2ksqpVksay6RWfm8lAUglHNA9cxwzxDnMNklKyA8kPRO4yzOp54YRONSD9u1PRZoc4z8f+QUJ7cTAHqdzcYx6z/9LgLGuvCEdJn2Ncs2p+9TSR/ic5LiRArp6S/KthTuB563qBIluXL8/dvyWBJvrUVf6SGy793yGgYsY/Qk1icp9A4IWaV/FwBu+QO41m1KMoAkl7VhyVtFoPeW2FCNXJD32+eTfYW8zAnpUg5zugwg33GFFjbevtSqFcdoCnTdg7ulTOp5hjDIC7MlpeGWNVJB5FSWnmdKRX7bYsGtTW8j5RopQ4OulN+5MExpEl4zkzDxTfEMiaPKl5Lrd4FQxkry1ELYd2yXXkeeMXlvDpBiyYuv/q7KmIlvii0lnyQxCsIDjdQivHWA2lLINpumSX7L8wDQehkfQg1bwjCMZAAfA/iraZquM7FhGFcahrHEMIwle/dGWcurOhCXKBSd4hzR2WmwEGn7vbPCfzcSdMK9G/6aJTOMVlnlE3pZ1pU/zjkYScgRkTexkZNHRsI9va26PI5hyAkxe5263mG38eJ8sjaGWa7ilszqAAQRGJDCInerGLiG4a6Q0cRMQpgmMp9fbEOpUskj6DyE4ywhT8Rfwjnvuiu5pzwjFJgLNIGxbYngmgAyzAgIDh3dFy8v0ukE1UJf8KQQ5IYh74uSD0j5CyYI5YYqoQ9l2Xs8jNbzLMlFIpz/EdA0TBSfSO9Uoy4uRfVibV0kq5uTh4yT7A1DTAiR8JKl3I9yyR4ERMiOo2EH2QY+eft8zsxSAg8NEwZdKRWyPCbM/UFhfFSWyUm6KrhjuxDe9+wHup3mfk5CQ6BJZ/UY9SnigQFykhlmZeeRR/3oq+W9kCcxXKkG27tsKWSUJENKuxv0Sd++Vorg0NmhfssrEp8GwFS9oIDlBWVj5bjbpIeMuH+AxV1iHDKCn3mjIoF+46blkl9FygJ5QeMtjywlMCQ1Ee86lCoUMjI2L/xYKmC6skLZmoDgdAJSxhDfN5QCnKp5um5epZZXAIC/rwNuWCYmeT6BA6IvTI2xSC0lVCU2Dn8ODVlSpLPXSdmj11ALpQiliTzEkzXjf5Zl9MWnyYgIyW9AyK6gRjdJaSaNYV7MuPUgKRu3LhLzYcE+OQ98akVyDB9w5w4xrjqyNWw5btJCwHdsl44BWsmFeJn0fsqLxbv7/Hrx//inhBwbdIXz+kSZcYMdwTKFjPQHnYZoLOsC1xBqSyErAADDMPwAzgRwj2EYmwA8C2CsYRgp1udBCGXsPdM0PwlzLZim+bJpmgNM0xzQpInLYtbVDeIy6QRbvXji3yxBwfkEvBq5jiaMvH+bNdi6sTUpW/QXApBbwQBwiuW90ZUxwNm5QsmSW6KDF4mk3yCFbN5D6rk6V4c8SbymFwBcaL02EhY5m+UgoOf42xfOtugcNeI/xaeqSykBzoWNu7nU1gow5WyK5VVJyhAC9CgrXNRxlPqd4bc6l2SZslsoh8R54qnXKU3FgPYFnXXqSCGjbCQKqerr7pFF2EFri89XtRpc+kTxVxfeC4VDSVjpqzbo4HXNOFpboXru7m/YQTwLjkYa4ZkjPg2AoYbFAaFgBBKALKYs+3xC2Y5PB+Y/LI6RAKesR/Kc6cIeAO6yPC0XfwZ0GWdNorlibBiGeL/cw3Euq6x+tRUq7HO+87qk2AKS+6ZPEN1OdYZZLrKMpbuzBXGext71ltVOChkVXKYMX+IBEe6JECaia5DBMNiaMEn54YWmAfE+9HbSNfRF4MnDSsoxefQA4NIo60rStdJaS/lJMqTXWbKNZYVSqSJvUmJDtQRDx9FOL/LfLf7e6SwE2dkKmcWnOdfx7H+ROs7SWslMRwC4db2IhFBfTmoseVM9teXQ2jCjgN4xIDMtCbzf6NC9z/0utmSJ4Ryvm38QSS+keHFeJ4dhyPbr1ziHZShSmI8bcgBwmhVSJwcEXSOU7KTojJ4q+hxdg+Q4RwMtFMyfh+5pJAWeJ74Bcvz3PEM9TsaSYQCpzAt5h8UZ49QW4uSdrpUXcfOw1xJqO8tyFIAVpmm2Nk0z0zTNthAK2ATDMAwArwH4zTTNMDnCdQSyLig0SW7PZE0ZpMmcD9TLLQLpaUxAEJ/FMOTkQB6Ds98WSs1de4Erreyjo/6i/g4JWTe4pQC7KW6AEKzZVmo03ZtuMV1pCctgkirM9EFLSG8ttvk7RWrxrix5LBAnhJ9eIwsQwkT3ogBCedimLXcyeqrc170y1y8VguMqFkYOJohnfOta9Vx+DydOE++APHP2dy3FTvcAnMTS5uOSnJOZzhuk1P9wWD/HeYyHXLmwv4u9h7uz3X+Ph8QIFIahCZW8Cm5KDACcaCnllG1HSLPeJxfGE6xSKP2YQcDXsNTh84s2u60QUV4kJ94mjCuXwrIeKbymK0C6sAekF6n9COC8952f6+g6Tig7t2+WygB5lYdcL8/jbb9strONgBDu+runidMfEN7GSV+I/knfpc+Jj0ZtuIjZqHEpsq/yMBplyJHSTTw6khl6P7nTUqoK9kqllnsX9AmXX4v4c5xs3obVyNONDA6f3+mRJaVBDy9nWBzKhIbAnt/Uz/TSMiST+fqmpHQUZMsxwOWcTnUg5Rpw97Sc+ap4X9zwBmSSAqAqVj00pcENZDQmagpJSlPrPTMuINEW9CLPJM94sXJCgiYPbrAUHG6AnvmKe9vIoNevMewWVekB5FxJuPRrMZ816yW8ZgSKcnCOtBtofOuRAV5HkfA3bWUILgPtMacZjQSKspwdZsWaWkJtK2TnAfhUO/axdXwogIsAHG8Yxq/W38n6BeoEugJEAyGS6zmju8hioUHSl1nYkfgshiE8N5yj0o7xwAazCvV8srI/v9p5jHMBuKCKS5YZYVQQVle0yKLwB6EIhWjghQpXs7U/eXxe5+bwStcEN6svqbFUZPUB1rgjcOs61fsYCffmiL8h1zo/G36b8xhhMBMkcUnSgiPhyzlF8WmifAQAXM1qDnGMZXyW061ltvi9TWJexUAcu39LUQynIPP+cvsmsdUtdFKwdNCzJ28oIIi3NJHycdHaCsPxEJAeQgbU++TrpJ72nPNcALiOZWjx5ZDI6HFTGAC5EkVVQM8UsLyibJwefY3wgJ/ASPw3Wny9axdGDtmFCyuGg97nqR0JDcR9pbZSPaAZXYVifm+OJIvr1+DcPA5K5OAcvNFT5T4P31H/CYRUfqnOa7w3B7jofyqHyG0C1UH9kBe65uMosZEke4+ywmnxEWQpgRRX7p3mfDefTyhXNDb5WNK5gpHQkBkgjRndwI1fpoMUmWi0AUBwXQFZVkXHKWyFCPIM6R50Un65AsjnBvLKAoyvrPXx+HT12ECX8GEoRcxnVy9Qn+sNS0T1gZNdVgegKMslM+TY6c+iU7pnmMZtqsbjpHt2U1B1jLxTXKN7GOpCLSHGwP+hwzTNTQB6WvsOMoRpmp8DoBk7zKxSx9C9RjRRRnI9X6sJKcMQno1wE2c0nPW6sPAGM9LkdWqrcCsAACAASURBVAtlGYd7LC4Or/9Dno1u42WtHS4keZHKcB2RBMTPrOzClfPdz+VLDvWeKD0IvRjHji9qzbk53AvGBzZ3H7sSag8Tbu/j8rnAZ9cCx09xfgbIemKEvO1yEiFOHb8unwSbubjwATHhE8eIT3ZuHLhouJTx30ZPlVllNCnGaf2WTwIT3xKLq/NnTSFKQJ1cek10FmM1DCEwjTATy9FMQeRL6/CwevuRIqM3EqgdPIz+V1bgdvjfRUr8oY43N+jh7IbtI78fHr67Yi7wyqjIYUZCOP4LIO5ruEsVeX2yDMeDyQjDQex2CrDdWr4onIJO/ccwREHRcuvZN9Y4nYYBdBipHrvqO7kSAs+U5iDFiY8RbpRwjwf1F953r9eWQpqyW/ALCS37S6Wsn0Y/0cOPhzLuAiHh6fK5eGHcrnfs35xcvmhoP0L2aU7xoKgNIAyhO3eIsRHNM5ScIYzuxp3U/j3uCfGng/OWqR2H8qwA9+oDgFDg9Gty2o4exQgHqgu54kPgjJfk8XsOCKpEOFlch/Aq9ccCXmdLD8OQ0nPtQkRFIC78wIiGnmeqyhiBrAMSTDxbbMBlYsutIN5+nm7OPQ32+oWny2OnMquLC3VeTuACVhYgkw0gnv6drIV0COEIoLwqe0pT93OqG62OAq5zUf6IdNzrbOdnhHCkew5Ksmg7VD0+ZbcQgn3OcX4nFlBf4By7YLzq+QHCc00AoMfp4lwKE+nX5tAzCwk+f9UVIX5+OGWMyhhwLxw3AtI1RcLnq16FLFbcskZ4/Hj4ruVRgvwdiwck0vuJFTwp4hxWK4zTLLi3si3LsOzMeFkT2ETGUc4U4VhkWnobKY8GucgxDp70wI2zaLKAe6UA0ff5szzPSqQZ92Rs7+FQEEyIPcFh1D2iHuWtLitv6KDIxwWsiDKtHgGoshoQ3mvdK0ag90C4+ntn+DUc7t4r6Bo3LIt+bnVj0hciGSRWkJGsh3Z9vnqpjAG14CH7UyDIQjO60B91T/iss7pAagtR1mLrIhkmC4QEsTShQfgJisf+b/nN+XnPM2V1cB6CSUh3t5C4q59b/LxsAQdfGujkx+U+L+IYS9ijJnFZFMIyoGa0th0qiLe3atXwL9Kj9haC8WqooKbALcxYCjuGQ4fjRRHWwVF4ICdOE2UFztIqoTfvI0oBcIWBg4o+Eu5xWTiewrf1CSnNVC5dVcG9wm5lTmJBl5Okx5WH0vhY5BmuPFzF0edcQaCuatjVDeOflLXxCKc8Iwoq93KpywWo3llecJjjpuWxlSrw+etXXzEM4LwPnMe7jheFZLmxe9Kjsgo/YdKXwFvj5bViBfGlDhXRxntNQU9uixU68b8ew1PIYgFXVtqPqKtWxI7mvZ0Vrd3Sg/++ToQRbovBQgNECQ49fBsOPJTkJiw4FwcQys6LQwX/gZ9PQqcuLLLDxSUR1jSsLxhxR/RzwsEwnMUv3TDkWneOHk+84Ji8Bfj06sNr25GMYAJw46/CuDpURYjzi5r2kPtcIeNKUFJjYXS5EdAjtYFnhR8Kjpoks545Jm8B9v4huYmASDB6+ThnUe1wXKojFeeGMVB0tBsmklvCecJ03LxK1HSsrUhDXePOnWKd0M4nRD+3nsAwq7IuVT3EgAEDzCVLltTsj2z+URYDvWNb9YQU/j/gwwuAIdep4ZBZ9wI/PC24NLFyAeo7tv4MvDZaCAB9Gan6CuIe3ptTN2E9D3WHF44VdZ1uOAy5WVEm6uZxZc+DBw8xwTCMpaZpOmpieQpZLCg5KBdJrU8ubw8eDhXrZoslv7o6Fsrw4MGDBw81iHAKmReyjAWhZEEIzXApM+HBw5GIcEkUHjx48OChTuApZDGguKwCpW1HIzX+EDMkPXjw4MGDBw8eIsArexEDut49A72nzsTvu8Iscu3BgwcPHjx48HAY8BSyKuCuT1dGP8mDBw8ePHjwUOP4YvkO7MkrrutmVBu8kGUVsHl/YV03wYMHDx48ePh/j8LSctzwgVi+bNMjf47kJM9DVgXszS+p6yZ48ODBg4daQEWliekrduJIr0TwZ8WGvWGWBzuC4SlkHjx48ODBg4bhj83Dde8vwxs/bKr2a5umic3Zfz6Fojbx5o+b6roJ1Q5PIasCJh7Vqq6b4MGDBw/1DqZporyiskau/dmv25FbWBb9xGrG9hyx2khZDdzXGz9swnGPz8dXWTur/drRsDuvuEbuqbax508YsfIUsiogLuA9Lg8ePHjQMeqJb9FxytcoKo1hTckqYNGGbNz04a+4/oO6WzrtcKkqa3fn42BJuXLs/i9XAwCufa9272vr/kIMfngOOk35ulZ/N1ZkTp6OzMnTYzr3uz/21ti16wqehlEFfLMqzMLY9RCzVu9G5uTpWLjBZUHmPxmWb81B5uTpWLfnYF03xYOHPzVW78hD5uTpWLs7Xzm+YZ8Iv02vZo/POS8vBAB8v3af47OFG7Idik5N4OfNB6KfFAYVlSbGPPUdzrPuo64x7LF59n5BLTw7N+QWlSFz8nQ8aCmlbtiSLRPoKipNV2XqyuHt7f3Kyth5fj9v2l+F1tYuPIUsCkrLpWt338HSOmxJ1XDF22I5qXPriSCoSZz90k8A5D178FBfcaCgFJmTp2PbgSMzY/vkZ74HAIx5yn1h+OqOItx6YhfX4xNf/BHnvrwQPe/9plp/j1BcJj19JWWH7vU792Uhm7K2178l96pbeY4Vfe6bCQB4dcFG5fi3zONVUi6feTinAj9eUh57CDZrW/17FwRPIYsC4hEAQJ/W6XXYEg/hQINx477YSLId7vyq3ruuPRzZWLQhG5mTp2OrViqn3wOzAADHPjrP7WtHJDh3LM5fvQvVh1v3/udNh+61igUHCqXxXXkYWZb1OTO/cXJcXTdBwe5cWU+suEz2qS9X7HA9fwVTrApLI3v7+DzeqWnyoTaxxuEpZFGwYa8Mgx2OpVSTyC0qc7hhB2U2rJZr11XcvbC0XLFSqwuVlSYqquDejnSdpZvrr+vbQ92CQm3Pzl1bxy2peexkE+mSalaU8ovlRFsd4zZWrNklQ7LtGx/6BN6jRZrr8faNk+z92rwvjg8Wb62T3+XgMn7tHvnMeSh69m97XM8/qm0De7+IHf9lywFkTp6OHUwJW8/oLDxUuze/BJmTp+On9fWD2uMpZFHAa51UxS1am+hz30xMfPEnrN4hl3ZaXA1x8gMFdRei7X7PN+h694xqv+7s33a7Hs8rLnMM4kgY/dS3OPOFnzBrtfv1/uwoKa+osay6Q8UXy3e4eqXqEv9esk35P7NRIgBgULvqMZhqE/vDyIM9+VIh08NQh4scll25eGPtGUDcs1WkGYa7couROXl6TPJxPTPoueKVUyTvqyYMz1hQH8qr8eezhY1b7vHad1C+izz23HzMe8r75oTnfwQAHPPIXPsYLzFysEQ+76OnzQEAnPdK/aD2eApZFGzYJzvM4QycmvI08aKF4VzrpYeoSG4KUyeHBNLAh2Yf0nWjIZL7+d7PVuLTX7a5fhbwqfEN0zQdZM8r31lq7/PU75s//BWAOogBqajlFKrClxR1LiCOJExfsRO7D2PJkS53zUDHepapRVW7OXG5vmGTRVauTeWiusC9Rke3lwplLhsD1a1o8nG3Ky82Y6k6QFy4Jikhh0JGkziFnzn0EOXv7Jn9uF4kJpimqTyzZVtqNvzKcVrfFmiWGg8A6NVS9d7tO1hS68ohn7J4ewpZti4/ZzkLU/KwdY5LWZQLBrex9xesk0kh3ENWV97JcPAUsihYzzxkh9pZq5IBUlXks861i4UOGieH7H3eAU3TxFOz/sCMldEJnQ9O/83e58oLCaTq4kf85Y3F+JENGD7Qpn6+yt7P2paLt37ajJs/Wu56HZ9GOOk9dSba3/lV2N/l4ZAeLVJdz+k9VRBQ+97vFL6AUNiONKzekYfr3l+GwQ/Pqeum/GnxZ+SbXv2uNGYWbpAK5Q/rZLine3P3cXSo+HqlzGznodHqxJbsQhz/xHxFxuVZsqFJcigsVWVYp8bK/z+s24eBD83GHOaF78aex287RQTjYEm5oghsP1B7imZhaQXSE4PwGapML6+oxIAHZ9dIVCISOHmfK6m8fMqILk3s/aQ4v+t1/MwYJy80vz8+Hnk49JQ+LQAAZw+oHzVGPYUsCqojZMldrruqWahks8zP16xwgWmayCksRZMUoZTxDvjkrD/wzzlrcfW7y6IWJTy+a4a9f6CwZsKX3/2xF/PX7MX5ry6yj1365s/2Pq/GfMq/FkS8lglV8SVlNVwYknu3npm7LuY2c8xfU7VaOPUB179/eLWPeJihvqCqy9tQ+YZXv99QI+3RPapA5KSTVTtykTl5Oq6r5bpUVcENx3d0PU7GX9BvHHIdMtM0sXxrTsRzyLCt7iKxwx+fhw17C5TaXP9ZIvhVjV08ZO2bCP6Xzg+7wJJhPPuPlDBAvn/dm8Pnh5pGYWk5kkIBJMYFFC/UtlpUCjn25stx8sr3MtzNoyRcxu4K49Xnz5CUM04XyC8uR8BnIOAzFAfFF8t3OM6tS3gKWRTQi44P+lBcVnFI65rxDI9HZ/xebW0D1LAiKVAHS8pRXmmiZXoCANX9+yxTPKIVJXz8mzX2/jernFypFmnxVWrr8f+Yj1FPzFeOXfz6Ysd5x3RoZO/zMKTbSgnEYwr4DJRVyGrh3DoiRVp/d4dqcfNrx+I1LS6rwMw6rGG3cnuu4qXdEEYxKC6riMlgKFLCCfXD5a9PmtFA5Ru4F7g6QfwistYBZ/0jPjGMe0YYG3VViiAW6JM2eXmIKtEk2am8xIqr312K0577ARe9tkg57vcZOK6z8JCssjiyl7ypyoxDpWREAilbBoA/dqsGCI2l/DDe8R/DEMTJuNeN29rMxCwsrUBinB8JcX4Ulcn+N+If82utDRz/muee9FIYph/pwaahHcVcsXyrDGXmFTspLweLy5ESH0BSKFBn9ddigaeQxYgGiXGoNIGyiugT0Gn/WqDwxeb+LrNExnRveljtuOnDX5RrX/KG9CZRbSOywFo1EApZuOKJN47qFPG34vyye9z9v5WOz/Or0LHzi8uwYV+BEgIOh7ZsEitnIzCRuatJKK62LFA6r9gSzptZYcF/zFyjnEv4bq27dyuaksGLPC6KgQvU9e4ZuPKdpVi3Jz/qudWNFdtyMP7ZBXjxu/WOz5qmhpT/u949ww5HR8IvzJNxqBNwdSNSgdADBaW45I3FtaY8lldU2pPCJtYPl2gKWVUrjR8qVmwThZPD0RSytuVi2GNzo/JpyFt91XGiICe9e1I00hLjFONv3u97kDl5Ov7yhtPo0kEGn14ANug30LlpMgwD6Jghsh11BYknFRwu6Bn4DCAh6FdqYxHonYbrc6tYclWDxCD7nnhO/16iZjfurUEP2cIN2QqtorBEKGSJcX7lXdUWcjXO7crtea7nUdkLPXFopVXPjYzixLgAAKClNdcBauSDvp9fXIaU+CCSQwGF1F/f4ClkMYK8KXqHcgMRDynzg3ulDrey9Ge/Cherm3X21k+bAUgLrFUDodiEswh8UUoGlSr1hZxd5WBJecz8uBPDFJLkoEH27sItrp9zdzW9h2fmqBYWeW84aXr6CjER6QKIBKdObidhEG69tyWscrdbIcxn56y128evEYsyX1xWYSeAVIfl/8TMPwDATuvm/W93npwIPlgsnzn/3c+X78Bnv25XrsmV8wM1vMbgz5v2I3PydHyVtTNiXztoKUA+Q3izOfo9MAvz1uzF6zEuEl1eUWn3mUNBjiYj6HnqyjspFuGyF7/O2hm2H8xctSvm0PGp//oBAHD1u+4e8VP+tQBb9xdFXemC+DYkVyis9PEyEe75bWeeksV8iUU9mL9mr8IVigZSnCsqTRSXVSIlPogkFmK7ZkQH5fxftkQOdUZCRaWp1DojGfPeoi0oKqvAeYNaK+dzjzjJYgBhQ7X83dF425UrtvS7NeUhe33BRpz78kKbBwsABaXlSIwLICHorpA1TJK1yUzTjEkGkcyKpT9SxOksLdpBcrJd4ySEAj6bt7dGWxGClEvy5FOWO72XkvIKhVpESRX5locsFPSh2OqLpmnaERiuONclPIUsRlw3UggBevHlFZWumZPcWqOsGg7S3vOLy6rMt1ixTQqej3521pAhjxhNkmQ1kEJGA//kXs0AAP9dKuPmB0vKI5ZwuN6FP2KawMEoBfkIvVtJUmW4sgT6gB7WqbEiIHg4jazKHTniGN0TvZ/Hv3GGhknuPnBaDwDSQ7FAs8pJmZr2lbyGz3B6zkZ3a6qEpACxWsATs/6wq1G/MF96pqIVL9TbEuvCw3/szg+7dBRZ+PTsFoTxCt7xSZa9TxyYgpJy3PjBL7jJykB1Q7TU/2OmzTms7OKJL4pK59e+tyxiggYpmu0aJznCGgS3Mh1uyRwdp3yN695fhidnrnF8psM0ncu6vPKdykuj/sS9tgDw9k+bAADHa2F8wjUWpaDzXWo2a05hKa58ZylGPfEtPllWfdyXE5+ObDRVmiYyGyXaxGqSXxRSjIRjps2Neg6BQqP03FbtyMXBknJb5v2qcc1iLVXjhg9/3qJk8ekyOT0xTqFNrN3trnR0u0eS4dtZNcYqK00UlFaga7MU5dwhFiVjWCfx3GpqBZj72dJEP1hJU0Wl0kNG98qVLi6jTnz6O3S+62u8t2hzxN+581MhO0Y98W3UNhHn+bS+LZTjlGB1weA2iA/6HVSQKSd3AyCNAfJkPn5WbxiGlPv5WriSqCL5xeVIDgUQCvhtZa+4rBLllSb8PgP5xeX1gn7hKWQxokszIbjJ0vvrR3KS4q7+QQ/JkM/17//iuM5z84S3rNfUmcogBoA9ecW44NWFYT0zZOkC7lYVCbIc20Omhiwvf0tYrF9l7VKuMee33eh57ze44u0lGGdxazji/D7bmtqgKU0HXeL1bvhtl3RNU3t04ceztUT7E5XMyZ25xWjTUAzIfVbbR3cTvLmxPZuLa1qDjZTSni1TMdyaMM6yJvfmaeK5EFfNr7kKKTTz+g+SZFppqpWhASA1QSXGrt2d71BqeQbVf/SaVNZEzidzTvzmfSwSbrTKPYx+8ltF2eV9ZK2lrL23SHrCAj7D1etEArofyywNJ6w4QXnAg7OROXm6Mh52WIrgnsMoseGGykrVeic+ZLl13O2+pn0tFGx+Lzy8pON/v6oVwn9ct8+hAPFnPNt69y85FDJ1wj2jX0sAgGH1bZ3kHY6bROAZv3/7t8w4Jk/FvDV73L4WE2gNQbf1A6ev2IlN2YU2dYD6flzAh67NUtA5QgX0bKa4U9LRH7vdQ/gkY8nTP9Aqck1yg8YYiQZdIduTXxxzf9PDxuWVquyN8/tQXinL53CZQElTOmgMEw+qdyuV/E8G8hhLdnVoIp6baZo1tqzPBa8ugmmayC4oxZpd+RapX7SDJyEUl8mxQx7cKZ+utNv1zapd6DTlK8XZ8Mky1YMeCRSN4FUAAGDxRtGGz5fvsPja4j3MsYrCmjCRFOe3n12B1faU+CDiA1KB08sQUb9bvGk/ducVIz7osz1o23NEXzcg5AZfHaCu4ClkMSIhSFaheGlfspCGW0YVoFoBlJlzoLBM0f75shCDHp6DH9Zlo9fU6OuzdW2uWl0dmiTZAoq8Fq3SVQ9ZaoJwy54zoDX6tErD0e2FQnLZW3INSJqgeJgzJT5gu4opPEDKXqw8BO4dIEH7mObFosmtdcMETOjXUhmAZRWV2HuwxK5VQx6ymZZwJqtdt6waJMa5TnCNk+OQSZasNUGTctfcSlZI1FKsv/tjrzKZcysTAPa4KMkN2fIkH7p4NQnkDXjoq/Ak8637Cx2KkWmaCs+O1+D660dOg4A4OuN7N0d5pekagp/zu3imPGR9lwuHEJDvcn9BqR2OoBAnV5jo2bzxw0ZkTp6O4zUScVXr9E16YzE63/W1PfbIGCHvBIUlsl34OToHSanlx57l8M5qWYPzX12kKEAAFM7d5dpaqrT4sf6MO1hcKD27juSFW02lWEAlCzivdGeuu/foQEEp7vgkyzFehj8u+k+HCN7IBIu3QxP6rNW78fuufPRsmWbLhXDIKSxFuzu+Qt/7Z+EEi8agt4HunxStLs1S0L15KkZ3U/m3XZoKGbg9RypfX2ftxKCH5mBQlJIu01fsxK9bc2zu2sVD2gIQtda4QUGUBBoLVLy0Z8tU7M0vcYzHlPiAvU/Gatdmqhe2oKQcoYDP9pCRd7/dHV/hFI1/LO6vCL/vCm84xArqh/FBPxas24dllizXE6vcoh5ktF71zlKUVZg4/5VFjnM42t0xHdO++s0e1yTHqVZgg0R12SZSnMb1ai48ZNb4fXKWoFwMbtcISaGA/UxJ7soEBUshsz6/fqSI6Izp3tR+R5uyCxXl7ZRnhYOD5Gc0Q6g24ClkUUADzFbIXEjM1NE5ATQ9MYiU+IA9uIdbg+/Yjo3xFivlQF40HqoqLqt0hEJ0iz+vSB00/do0QHOr4B9xVVqQQmZ13gFthaX50ISeWL4t15WwSrj/C+nuTokP2K5gUhiSQ1IoHywpR+bk6Tj5n9/jQEEpKipNTP18lVIdmeNAgXheb2icHrKw81lGTFFZBSoqTUv4AT0thYzc/MQRiA/KMApXkr5fu8/BMenZMg0JcX4UW+eRF44E5Ce/bLfuTXz+6sUDAIh3+gjLkk2MC9iWGiDT3jl4yDISwlnGhaXlKCkXno9hj81Duzu+sjNVj310Ltrd8VVY7o/uceThCPIaZheU2M+Laki5LalCnjVdaJFCxDloZKVeyDLmSOjdZ/UrnunJa819vNQ9BEcTfWWlicUb99uKpV4fboR1X3RPRz0oixeTZ+oBFsoB1HI2138geVbhuIyjn/zW9iS5hUdHdqGJVnhtdQWrdcNEx3cA4KSeYmLOLSoLq5xWddIYEiZUOPzxefhg8Rb845voYVmOjhnJDg8ZIRTw20q4niBwRn/x7GesVLONs7blOoj85OHjfSEU9Nmes0YWjYGyyElxW741xw7zcugc2le/34Dr3l+G05+TEYe+Vp2q/y7dZsv4O0/uipClkFEfWWrxR8stPqjOCT7rqFY2N5e8Qfp6nJ8v34GS8kpbZpWUV0ZMqBj6yFyMffp7xxwwe/VuZE6ejps+dBpeHElxflw8pK2tTI7smqEs3USg97olu9ChJOthYsC9vmZJeQWytuXCNFVP8RWWsULzhr6OJs1/Qzo0UpQmjuT4gK0szrK4igUl5YgPSI8ayZ5mllFdVFph99OW6QkI+A2b401KJrXFLTuztuEpZFHQp1U6jmrbQFpK1sAMskV0icQ7iVkaOYVleHfhFjuNncJgC9btU+qqEJnwQi3dWycAPzBdnUTyi8sU64wrTVRMMTHOr9RdeWq2sDYCLgR9HR9ZmUCtGyYgNSFoTwREQCbv2n1frMYt/xahtdU789DvgVl4f/EWvPnjJhz3+HzbwuHYX6B6Br684VgAQtkV4YwyzFuzR1H6SCA0Swsh6Ddsb9qQ9o3QtVmKLdwKyyqUScttAd1mafEKqZX4FUM7Co/IUW0aKM+2VUMh+Bslh2xBPLxzEyQE/baL3004uR0zTRMb9xXgKe256EoCIaewDN20Yo2UqRqudpBpmq5E8T15JfbEQ17APXkltqCmiahny/DFPa/TwvCU4v8LqzY+1VK6eGJFuGSYgyXlSq252z5egaGPzEVJeYXy/DKs8FB+cTnOfumnsO0j48Mt2YAUbV61GxBhGGovhfMjYd2eg7YnyQ3zrPGdbnmk9XvvpnGKADFR+X1iXK6OEEbtxQjakRBOoaN+TbLCbakjnWv3wvz1toJbXFZhG6dcIRvXq7kgY1vyke75ljGd0aFJkj3BTmZcRYA4XKJNVLzzuXnCiKG+1btlunLt5unxGNU1wzY4d1hewNOYgkVt/e6Pvehx7zdK1MGt1AnJs44ZySi05GWc32crZKXllXYWOwBMHCDI/nnFapHXJMt7aJqmnVWpryBCCWJ07eKyCsd4pYxsbtBxDuXvu/Jsj+xnv+6w5Qq/d0J6YhwOFpfbHvrN2QU4qm0Du2I/4fJj2wEQcuB07Vne+WmWQ2n82IW/uDu3xLVe5I9aUpE+B/WywrqZjZOUkCXJqz6t05HMSla89K1Q9n7blY945iGjfk33VlBaYX/nmhEdsDuv2J5zqS20JqbnITsCUFhajsQ4P3NdixfPM+ZWaNbDbWO72PvE6bl0aDu0aZiIzEaJOI5VHg6XpcYtSdM0FW9SXMCH/JJyhb+SGh9EvlYB2jCMsHVXKLTDFQ8i0HMO26QhmSJkqU0q51rZRwMzGzpSl3kW3jNz1mLRBtVT8+gM1SpvYxHji0orbA/K1v1FSLIUsoISWR+raWo8GieH7HDP7rxixAV89iRRUlZhD7Snz+mLU/u0dK3unFtUZmfw/MeyxMkLU1ZRqWR0xgdkOJRCz4+d2RvfWwT5fQdLMJIRs8lD4lYWJGt7Lkb+Yz7+qWWHXnh0G+X/m0d3BiD4HW7Gc6RiksVllUqCxONn9QYgwoYp8QH0a5Nu952Xvttgk7nTLAVi5fY8Vx7jzFW7bM7N+dayJKT88wWAATgWXte5hwCwaV8Bet6rhucrKk1szynCrNW77ed3ap8WtsV712fO0OlXWTuRbglZUhy25xRFTYqgDLrisgpMeP6HiIqem3L93zDePEJaGIWMyjdQ+YikOD/OHtAaSSHRz/hyO4RI4dxIHjUdL367wfVcrjT8hYU8RXvykF8i7uH0vi1tT0pRaYXdj6Zn7VS8WOdbawO2aZSIlPigg2wtr51vL2f27Ln9lM8ozJ2WGEQcI2MXlVYgPui3FbKcwjLX/vrzpv12OC6/uBxlFZVh6wY2sgy3RklxNg3is+U7lJAlXzidQmdrduXhn7OlcRUf9NnlkYjAxbZ+twAAIABJREFU3pMtCcRLUHAPmT6eRz8pxqRet3LVDuHdGfu0yvVtd8dXGPmP+cicPB1rd+fbIcBHzuiFlPgADpaU26sGTDomE0mhgCPJiBKvDMg+yJOqOL0GECWG9L707Fz3umLRUGIpYElxAYQYqZ975pLiAg7OcrdmKcIwLqWQpeoh+3XrAXs+SA4F0LtVOvyay5KU8XB9tDZRJwqZYRh9DcMwDcMYqx1/3TCMPYZhuBNWahmmaSKnqAxNkkPSdV0mBzUN1qlfqN6NK4e1t/epQ53cqxk6ZiQj6Pfhka+jF4flXgO+fMgvd49BihVLJ4E1zRp0gND6h3ZsZGv9VHdFF1hjujdFQtCvuGnJSrvvCxlCGtKhEVJCQqDySYmyXcoqKqPWATrnZXXh1oBfHRDc4ub3TRNUYWm5raC2a5yERslxtgDbsK8AK7bl2qUOissqbaVu3po9SAr5UcgK+o6yiufuzitxVE4nAfnOws14d6HILDIMIIGFaChkkZoQwCiL01JaUalw5GjNv49+FiEvvkbbM3PcVwS4+7NVSvFYqhHG2/j0OX3t/QEsFAcAz53f367ftm7PQbtW2l3jutmCdndesR3CpUkinaV733tKd3v/2TlOwcrXAeVp69tdstzOfEFVbu77YrVDeEcqRvncvPW2ETCsU2OM6Cze206X37r2vWUosCacAZnU7/2uhY+5AXLuQKFUNk4OhS2dsHZ3PlbtyHXN8Pz7f5xLeHHqQWJI9hsevjcMA8mhAErLK1FaXokCazmbbhbXKNyatHphWQJl9OrYku3MZg5XmPpaVkpCr9d3fNcMeyLskJFk134qLK1A1nb53EIBP0rKBd2CJvQFa/fZng0uJ7KmngAA6MmyXBu6eLMJcX7pISsuq7QUMunh4fxNUjwuek3lRv17yVZHDTDe9sQ4Pw4UltlrS/Zvo0ZGSO6fN6iNvZyPaaq/TXKgoKTcznLki2avZYkMNKf8a+46ZcUVAskgjnHPLIiaDTjmqe/spKdGySFrDii3x1OLtASFd0UgpZQrJk+e3cfe17OtdQ8bIIzbW8Z0dm3Xxn0FSEsIYrDLeqe5RWVIiQ/A7zOEgmX1I45kS7HkaNsoSeGc2fdoKeu7ckvwtlUOauGGbMFL1kLtx3Ro7LjvukKtKmSGgA/AeQAWWFuONwGM1b9XVzAMA1/fNAyTT+6qWEqUlXLDSFkKgls+3B1LilG7xkmY+/seO9uNI9pSNnxiaZAUJ8iNJeU2R6FrsxSbsJ9XVIbcojKkWgpaUkgQ4z+1MmGIQCpCABX41HI7D+/cxJ6cecJC9+apdjiUrwqQaCkvry3YaGc+RsPXNw1Dl6YpGNyuITYxRSPo9yHoN1BYWoHWVnjwt/vHKoraYmsySo0PYl9+Keav2WtbeEM7NrKVqeIyabVfPCQTiXEBmKbknHW3JgAiBIfjbnS2Pv/3VUPs0Omu3GI7oygh6Lc9ajw7Z91DJ+FySyGn6tFZ23Ntpex7rezE3FuOs/e5wuNmtZ3WtwVSQpI0zDGud3NbwN/1vyybs3Vc5yZ2uI9PHE1ThDDlYad+bRrY+6Rw//Pcvpjx12GO3+vfpgFaN0zAyC5NcK+L16qqoIrbhN925tk15lITgkhNEPdNNeAuHdpOOb+swsRvO/PsPlMQpvjjT9bYDQV8tqKteyc2PTLO3h/z1Hd2Ff1wWDxllE0i3srCWnF+H3yG8OhkayEpGpfUh5NDAdsjzI2Su8dLJZkvGbTg9pF4+aKjIraLwqrjejfH97eNjHhukMmscwcKzyG99+/+2Gf3w5RQkCma5Ta14tKh7bBwQzZMUx0Pt5zQBfsOlmDZlhwlA5nGFNVOBNR1CnVlNxTwobRCTNLbc4qwfu9Bm0MGyBDdZce2w7Pn9YUbpny60jUc/K/zhWcuNT6IvKIye4xNGpKJOL9oU2l5pc3VHNSuga28ZB8stWXTU+f0sccdr0XXn40rzuv0WV7Jfm3S7T7436uH2J+HS6Rpd0f4hAsChW+JsvHj+mx75ZWEOD8Sg36UVZhKfTgy6rlnf0QXuXwe4eNrRBuvYEks8/8+wt4vLKtwrVv54eItMAyRpKFjR06RTaPYnF2A5VtzHMskJYckZ5fefYeMJCQEZXLVu1aJjgaJQcQFfOiQkWQbGL1apSExFFA4xl2bpcj7/v8QsjQMI9MwjDWGYbwNYCWA1gAmAvgLgDGGYdhqtmma3wGIXvq8FhEK+JGREq94yMilv5TxZqj43ulafRXyhiWFAo70ZwIpQBSmiobkkFCQyHvSLC3e5rRt2FeAVTvy0MByNRPx/LaPVwCQJS9CAeFap/XDEoN+fH2TEMCchGwYBlLig8grLsMXy6WiRsLk9L4tbE7TxmknK+3UB2W35qlYszsf36za7fCOhAJ+FJaWY+t+4QFJiPOzkKUUEEmhgD1Qj3lEEJZ/WJdtT8Qrd+TaA7BHi1SbYEuZf1Skt5uVpUpZeBReIpA12CAxaIdo/jVPercMw7A9BXyAB/w+mzA/g3m87rTq6Axuryoe7VzItYD01tHknJYQhGEYGORiXRL+MVFYs8tZgkC7xklITwwizu/DFkuhvvXELraCE04hpf5ydPtGdpaYzoXJSIlHaUWlMpnHgpc0RSItIYj3Lj/acR6FkgtLy+2EC8JVx7XHmgedthspWTxz7IMrjrbf4Txr1YwSyzsFALd/nAUdz1/Q37Xtv9w9xnEsIyXe7qtUz21M96YwDAOVpgj5Eb/0rnGiHyTGBVBcVmlb60khQYsIaYWGLzkm097nWZytGohQoBvG9mim/J8cF7DlAeGpc/oo/x/TsZHt2dhseXQoXPXxsm12wkow4LONscLSCpvLc1rfFrbiQZN8y/QENEuLt71lUz4VCsbobk3tkh8chmHg1D4t0LZRoiMcHBfwoayi0l6v99etObbRAMgaWBWVpm2cuoF4VKSEASLRChBFYRduzLaVxGZp8YqHjMJgx3XOUMLRtFLBmO7NMMrK1OahNZ55ShQWGkup8QF0aJKMF78VXLFOTZ3KyiVDM5Xl5DgeOaNX2HsFhKLNC1kTEpmRKe6pid2foikmesmKo9s3tDPWk+L8+HHdPpRWVOKNSwbi6uM64L5TRd3Hl77bgNyiMptbScgrLsPM1bvt7GdaCYGMgJusFWWSWZYleeVDAb9Vt0yMZZo/DMNAkpUFT1zWsT2aITHoR2lFpU0j+H1Xvq2Q5f1/UMgsdALwvGmaPQC0ArDRNM31AOYDGBfpi24wDONKwzCWGIaxZO/e2ll+hAZmCQv9PXBaT8d54YRkfNBvu0YJ/zxXteQOFJbib8zd279NuvL5R1eKSWv1zjzM/X2PTU5tnByylYMVW3NgmrI2DLmraTX73x8Qk1jI4kVRx3763L6218R5T6LeFiUFkEesdcMEGIZhewF1Ibvq/hNdr8dBrv+DJeV4+6fN6NUyzR7wNIkWaFyHiUe1QnzQZyuOnOPHM+Pig37bXU3PiqxwIl5TJlCkFRjcJg/ePp2LQcoxKTvPX9AffVoLZVyve+R27Q5NkhzLGtEE+tpfBjrOJ88mZUlyBPw+GIaBJikhe6JZuvmA/bu0rFdyGM8bZbSd3KuZbf3fY3ltKipNrN9TYIfUl99zguP7mx4ZZxdVBsRyXaO6ZiirRCy/9wT73LUPnYQOTVQl9aSezW2Fh9A0Nd7uwwQKd+gY0qER3rlsEAB1AeP2TZzKMBkVlCHJseSu0WiQFKcoZa9NEhm4W7Rix6R4AYJfR5MLPeeN+wrw+fId2GhN5iRWuPx44YL+8PkMfHilqqy+f/lgAO6h4pk3D8cLF6rK5EMTejp4lBP6tcLfT5Cypl/rBlhn8fxolYIMJg8oVFRYUo6A36fUJgSETCC5QJPjyK5ibJN8IPz9xPCGZ8BvKOF/8sbE+X0oLa+0a38F/YatIA3RjJwmmsLwipUlzTGso1Tw01kJBprQASHzKQqxYd9BW4akJQStJAxDkRuJQb/9fjfsk5EQPsYHWgbV9BuF8RsKijAvKa2p8c5xeP3IjrZBx7HqvhNx7iDJPf15ymgs0wwGt8LHgJRdpASd2KMZ8xRFDt1xRRgAXpskZVJBaYVtEI7skoHJJ3XFuN5yLJkmHGP5J23tz3MGtEbT1JAdxqUQp+BDOz3ftM6087halqhBYpytiFIS0nGdmyApLgCf8f8rZLnZNE0iEp0H4ENr/0M4w5ZRYZrmy6ZpDjBNc0CTJtGrRFcHQsx1TXBLXyey+2Nn9nZ8xmvUHNOhEf6vvTMPs6I41/j7zb4AM+wCM2yyKbKIiCzKvo8Rt6sBjYqaGJEYMY8KLgSU6CS5idGr0ZurBk3EJWAUc69GYmLUGEE04AYq6Gjcd0Cjcav7R9fXp3obZpgz0wd8f89zntOnuudM9amuqq++rWYN7RY43768CBMcFfHtp40KnB8aEtCUwvw8P4xZzaXfGunl1VHTiPo+qealOLS9TElhvq/1UtTRvHVokLjbRkWW2+SCjzsrsLXnTwLg+TS5mpOFMwbE1v3XIQHjqde24RMn6R8QzDMEeCt3V7Fzx7zRficPm7I0SkfRwfdEq3nQFffFNnt/mM4xfhKKamPUFHicdXR3TSmAp6UKCwqHD+2KFd/2JlbXRObdz5iIoOaahd39UK87YTju/f5YAPVHz7pbPGm+K7eeSVt66Xe60Yet7POwIWRWqCgrxDrb/kAmr9sQZ5eGs6f0Q0F+HrZeGtSmKoX5ebj/B+MDZSUxQlYcQ6sr/QFXuWPeaACICG93nTHGX8QovzxuWKLwDWQ0A662Sf0I3bQfgOfbEseRw4Jbxmh09WU2nYzb11SbGva5GWjN34cODgqN1x4/DP06t47cgwrlYY4+ILMtUF6eRASZOKZa7VtpUb4fnQp4v4n6cWryVF0chXfg6Gl/m/NnZsaE5XO9cSCcZPQAm6qnqMATyNQv7h77zLcvLwr43J03fQBExDf9PbpoUuz+weXF+airrQn0vbH9OvoLEEVdHNo4gnJ+nkBEUFFaiPedHJR5eeJr5+re9ep5dsif6tyVnuZZfXo937iM0CAiuN9xYwA8P7D9ulXgmaXT0LUiMx7pmLdmwVisnj8GHVsXB5zw9ft+cnR0LlKBTM2Ot6//pz9GqVXnkL6eAkHnEvf+XcICVpiwRi28eDnNcdUAvLnpsy++8nMcan9rVexpt8LCV2mh5w8XDrwpLcz3I1oBr310YaKWh/57tUZenvhWp7RpKYHsYwAQkXwARwFYLCJ1AP4LwHQRieppcwwVYD4JaUPOdLYUGti1DQZ29QbL7s6WOkOsqdJd/ajpSSfFw4Z0xfcm9cWgqgo8dsFkPL9sRmCC7VZZGplUXHTSUhOc+iDpqiK8qbcbMZTEGdYvRgeZ4Xalq+r6VsUFvrpe6dymBHW1NYFVERB0bHcRPwdYB/+3UDOO/l53b/Sie1Rt/9b2TwOCsfqDVZYVRiJKLzw0uLK8/iRvtVwVEprCZh4lSeMJZLQdKtSpxiIsGPWPmSQXTOkX0Ji6/kBh8ykQnODnOKviyft29jUFYTSKDwgGB+izEadhGeKY1acNjE5kQP1773VyBNhLrTnluZioQRHBwhkDYv3TgIyAfMT+3SLndKIAPPOrcvkxQwN9rGPrYt+MFtYUDKmOLm50K6OGML5/x4B58c4zxsRet3fH8sCiIG7vUwBYc7Y3CbsCmU6a4WdHnw9XUP3p0YP93SoaSnjynjEovg+46GRcVpQf8Cl166NmOfVfKgz51Op10wdm6qu+Sq4A47p4qED2M5suRtu5rDg/kCJIF0nDe7ZDXW2N3zcuP3YIfj33QNwxbzReumxm7OKle7tSXwhQVBDb/unnKCnMw1RHuKsoLcSKtUFBXIVatSaEk0srGmmrwoeLmyPstLGZPlxeXODvfOHSt3PrwNZ02m81ndBrMelxwgvEhTMGRJ6ztS96v6vmx9sZYYtOEuEEv8rVczzNbrHNK7bcZhZo5wtkXpuPtcmvz7SmTN1q6XuhfGwlhfmRxMi6YNPvPNb6S6pbTtq0dJTlJABPGmOqjTE9jTE9AKwCcEQL16PRFBd4DrprQuH9C6b0w9VzhmHrpTN9NTSAwEpLVbju5K5+OX9bOBF1tTW4cnbGp6Fj6+LIwL3siKh5FMhkJNaBSLf30QhF1xHSJWkSV564aIq/xZD6O7z+4SeB+3r1g09igxTi6GuTvib5PLQtK4oICPp7qQ+AbrUS3tJGB5LSwnw/f5rSvjy4OlOfLfWh6t6uDL06lPuChDsYnnJwUNumqOZSBwiNpC1JEJhV83je9IxGIKxBmZogECrupDZhQCfs06WNby5z0ShSAFg0I2rmAKJZsoFMhOVZzoR4UK+MKch12p0X2twZCPqFPbVkKlacepBv8lLhXM3mynfH7R3JYq6cMKon6mprcPmxUQdt15R2lKNxqm5XGuhjruAoIhFzTpiwC8L6Cyf7x+pfqSyfO8I3/wNRTayyV0VJbFJNV6jU64Cg6dgV+Opqa7D10pkRzaJOrJoXqzHoGKNCVtgUBQCr54/xtduu6bm0KB9hnZsKYqqx0n7St1NmS6WzJvf1j7u3j/4/16fSNTcV5uf5WxEBmW2Lyh0tZ1gz7XLE/lWY0L8ThnVvm6gFrSwtiqSYUcHv1Q8+waeffxXYlirOVy28ndLBoXZWVCh1o0cVEcFvThmBG08egUUhU+WD53jBGavnxy8AAOC/vzUcdbU1fiS1q2FVLb5qtXSfzZG9oz5qqkkf3Sd6D88s9dxRXL/npBROYZIShqsms7jAi5rUYAkdr7TOapHQoB+NGFVTuwqQZUX5fgJqdY1R/0fVxBba3H+tSwpwxxOvxS4eW5L6dY3ZZzaA34fKVgE4HcBNInILgPEAOojIqwB+aIy5vmWrGI/nJFiAjXZwVR8fEYlog4B450wVAoCGryaeXDIVd214PWDKXH/hZD/tQT/boXRg1odYH97y4oLYrVgm9O+EX4X23HNp66RD0HQY4dWZa65adni8wHj8yO747aOv+IJRN8fB1dUqxGmFSkJm1d/PSx6EgKCD+ol2K5SwYKtaRk2q+sr7//LD5AEvOax24rBqXVEtXKuQKTdOeHA5ZnhVYtoBAPjdd0cFIukO7tMhksRUCQsISpyPGeD5K2qgQpyWZq419bpmK801BsB32gXi/d7cVW/rksLAIN67Yys8umhS4t5/jWW9k+Nsr4oSjO3XEeteeq9ecyMQ1QiFCffZDq2K8dC5E3D/prcCz4iS9P8euyAjyCX55vXt1BpPvPxBJATfTRAa/v6wqQgANl0SDWxI4nsT+/hBLcqGxVP8scJtew0QGVxVicFVlfjuuKAQXl5U4Asvf1s4EUAmSlfNRCp09OnUyk8MGg5iGb13e8xw/PXcxYK72Lv50ZcDm4Drb+P+vg2N9k7CNR2qEKoCvkYouvkn3YhnFZTD5vWkBYey+c0dsXnnwkEsSvf2ZREXh53Rz4lqVCFSF/B1730c8Nncp0sbbHpjOypKC3FZzOJZN/kuLy6I1GPV6aMx7BJv54w4XzjlhFE9Y8t1XCopzAu0tZaHXWfUB9t16gcy43DrkgL/e/S50whhRaP6VWkx7RcPNvr3zSbNLpAZY+oA7GeP58acXw1gtT1utD9ZS1JeXOCHBJ8+LqolSOIaG7HlCkb1RQK5tCkpjNjwXZv8N6wwGFaNq4ATlxQViG4noqyePwbPvbkjMBkcNrRrbHZrl+NDdVSWHT4Iyw7PdOxD+nbEOdP6Y+6YngEfHtdUsGaB5x8SnpDUZ++uM8ZEsnIDwbQORx1QFTnvMq5fR/+eNjl5l1yhWfe3CzNMc7yFfJBKY37rbx+S0bK1b1WMv54z3tc8htFNlJXfnDICtfdujrT/ruCaNOqjvZMLKjy5hAcqd4KPExZcdqaRbQiawft3Id/Km04e0eDvCN/Dc8umo/+F9yZc7T1zJ42J15SGeWThRNy98fWA4KnbhAHAs06QS6uSgogwBsQnhd0Vrp4zDGeseAITHY3pD6b2R3XbsoBp0nVoz8sTbFg8Bc+9uSMSDRzGfdZVKCoLael1waKbZwPRxcCKbwcDFlwneTfoaUh1pb840YS+QNB/afnJ8YuRhuIGfOhipKQwDwV54ge09HS0eu4CcGfPv0tYU9zcuPOFVlPbyksindFY6Vh4SN8OAbPuU0umYvXG1wPuEmHalRfhxUtnYl3d+xGN2z3fPwQzrvCS2YZ9lcMk+YyGfdXUBzu8cNe/d6+fNMBbMJaHxmydY8LJYtOCmfobgasRacggfcKoHmhXXuSvAN0VXEMdlZN4euk0/H3RRP+BCgsvmnvKfSjd0Okke/ngqsqI+SNplZ/kC7AzzpjQJ+JQ7eY+i9MuugyprvS1a88mRHKqL5+L69y6M0dUIF6ND2SEXXdgcScJADjJBg1cULNvoLxH+/JEP6IwIoJFM/aJNSU1ll4dylFelB8QEOPYmRbJZXz/lgmoUZ5ZOh1PXDQl4KfWVIoL8rF87oGJGsfG0LWyFKeFFmrrnGSu7jP/zk6SKTeVmsFdsPmS6bghpDE95sDqev0iK8uKdiqMAcEFoGpDwik71P/KFQo7JURyK24+usOGZFIIDXS283L3Wg2aeJs2proaYZ24vbQ/mf/xwDmZfG5/D+1A0lBuX59J6eG6GCQFPmUD3Sf4nGne/ygrrH/8Cy8MWpcU4riDeuxUC52XJ7Hj5j5d2uCPZ43F88tm+GVu6hE3UrbYmRtd2S1pzI6LrAaCc4qajpNS9GieyrAWrqWhQNYItPPHbcwax8Wz9gv4rbgJArNRlyRNC5ARGm52nE5vdDQJbsK/DYvr961xH3hXW5MUUr0r1KfijmNodSXqamsigp3irljVufg/HK1ZXJZpALjzHxn/tMbk11oVig5bctjAVFXfcTxz8fSIgBimuCAfD507ITBwJtGuPDsmyIaSnyeNEhgbyvj+nWJNks2JK1S4yUDvnn9w1v5HUxd99eEKZDpJ93Y0YS5Jm6nHUVlWhGeWTsOWH80ITP6Du8VreHWv4GwoOGY5AqA7ftQnwAJRf0ANfnLTfbjmzeMcwc8VAPok/H7Z4L4F4wLjUdh0p9xsU6rcd9bYrNeh/16tA4vRno4f7Tec377EucbNB5iUFNt9zt0o7zgK8+MfFI0y1xySaUGBrBGoc+6L78Y7Je6MvDzB88tmJIb8NxX183AHs+Odzu8KGO7EVhnj5O3iDoya5A/wEvZdNWd/vJiF+3nQZhIfEkqeq6H9GjG0K6y/cArqamsC9+Fqtx6xPjBANGmpEk6nESYcKbU7oJGMmpldqW5X1iAtXq8O5Zg9ojv+78yma5eag+bUODSUcQkDvOuUPcARBgdVVWDj4qmBgIFc5N0d0a1+6jPbhVNM1Ed5cUEkCtKdSMMJigFgJ7sJNQjVDIafmyQLwWxrvrtqTjDv28rTR+Pu+QcHBG03+/25TnCPG6A0OSY9R3PhCtRu+pExfTqgrrZmp2bFbODOR2P7dYgtd1MeuRoyd+cJV2EQpz0f2TvjCuL6MMYpFI7dheCYbEKBrIUpKshrlL9BY1g4YwDqamsCg1l90VeF+VJvZJLLxh9OxZNLpgY6al6e4NDBXbPSeSvLinDrd0bit3aFplw1Z1ggYqg+NJdRY+ni+Dft160CMwfthfsWBFeIi7+xL3569GA8uSSY/PTh87yBYd0F9a/McpFqawrt1ARn+8uOHOTnasoVNiyegvNnDgikDEgLTUoazm81uKoSWy+diY2Lp0Ym/IqywmbVbmWDdQn7airXHl//tk6NxY3AXnX66Kx+t0tdbU0kgEH92sKpcS47chDqamtiA5IGVVUEFoC3Ocl9465vadyI8FMOTqefuHuRuvke79+ciWTVXJhA0P+rugHuP+qD6FqG3LnxCmcz+0VWCB8TE1HakqRrMN1NuS4m83OuUl5cgLvOGOPnvXF54UcN12y1xCCS5LPVUMb164ifHzMkNst6HGvPn4Qtb38U8Yv45XHxk0mccFvVtvFRT7nC+P4dcfWcYbGJM3dnKsuK8J2xDQ+6aU6KCvKw+ZLpsVqd/DxBRVn6k3NTcLVAgJdH7Ko/b8H0Buauaihu1KGbQ27V6aNx1DWPZC2CNw4VBl/9MD7quiEc1Ls9nlk6LRBFmybuIrq5FAQ7wzUFu1qxaQM7+7knXb/AJP+usFO/Mmtot0jydQC44aTheHPbvwNz4mnj9o74f6YBBbJGMG/83vjlA1tTtzM3lrgkmHsiIhLJhF4fnduU1JuJf08nKWULyS65ru3aFf509jisfek9DA9FBp85qa+fsDObJC0Ie9ioxwktEGBSe2Q0431jKHc2kFfqamvw0AvvNHkxuivMGtp1p2k5mps403ySn6hnkekS2SNZF9RJGQXCTByQuwtQCmSN4NzpAwL2f0II+TrSp1OrWK17c9G2rBAD9mqN+c7OKICX0mHzJdMjEZ7ZZPaI7rhl3SuBlDDZJCnnWHPjmuzSIm6xMqp3e8wa2tVPeu4S9tcDgCfs1n1xaWR2N8RkwxsyRYYPH27Wr1+fdjUIIYTsgXz2xVfY8vZHOecrSTz+/cWX6H/hvVhx6kGxuwrkIiLyuDEm4vtEDRkhhBCSQFFBHoWxHKa4IH+39eMNwyhLQgghhJCUoUBGCCGEEJIyFMgIIYQQQlKGAhkhhBBCSMpQICOEEEIISRkKZIQQQgghKUOBjBBCCCEkZSiQEUIIIYSkDAUyQgghhJCUoUBGCCGEEJIyFMgIIYQQQlKGAhkhhBBCSMpQICOEEEIISRkKZIQQQgghKUOBjBBCCCEkZSiQEUIIIYSkDAUyQgghhJCUoUBGCCGEEJIyYoxJuw5NQkTeAfByM/+bDgDebeb/QRoH2yQ3YbvkHmyT3ITtknu0VJv0MMZ0DBfu9gK9WpjcAAAJeUlEQVRZSyAi640xw9OuB8nANslN2C65B9skN2G75B5ptwlNloQQQgghKUOBjBBCCCEkZSiQNYxfpV0BEoFtkpuwXXIPtkluwnbJPVJtE/qQEUIIIYSkDDVkhBBCCCEpQ4GsHkRkuog8JyJbRGRh2vXZ0xGRahH5i4g8KyLPiMj3bXk7EVkjIi/Y97a2XETkSts+T4rIMOe7TrTXvyAiJ6Z1T3sKIpIvIv8QkT/Yz71EZK397W8TkSJbXmw/b7HnezrfsciWPyci09K5kz0DEakUkZUisllENonIKPaT9BGRBXbselpEbhGREvaVlkdEbhCRt0Xkaacsa/1DRA4Qkafs31wpIpKVihtj+Ip5AcgHsBVAbwBFADYC2Dfteu3JLwBdAAyzx60BPA9gXwA/AbDQli8E8GN7PBPAPQAEwEgAa215OwAv2ve29rht2ve3O78AnA1gBYA/2M+3A/imPb4WwOn2eB6Aa+3xNwHcZo/3tX2oGEAv27fy076v3fUF4EYAp9rjIgCV7Cept0k3AC8BKLWfbwdwEvtKKm0xFsAwAE87ZVnrHwDW2WvF/u2MbNSbGrJkRgDYYox50RjzGYBbAcxKuU57NMaYN4wxT9jjHQA2wRvkZsGbgGDfD7fHswDcZDweBVApIl0ATAOwxhjzvjHmAwBrAExvwVvZoxCRKgA1AK6znwXARAAr7SXhNtG2Wglgkr1+FoBbjTH/Nsa8BGALvD5GGomIVMCbcK4HAGPMZ8aYD8F+kgsUACgVkQIAZQDeAPtKi2OMeRDA+6HirPQPe66NMeZR40lnNznf1SQokCXTDcA/nc+v2jLSAlj1/f4A1gLobIx5w556E0Bne5zURmy77PILAOcC+Mp+bg/gQ2PMF/az+/v6v709v81ezzbJHr0AvAPg19aMfJ2IlIP9JFWMMa8B+E8Ar8ATxLYBeBzsK7lCtvpHN3scLm8yFMhIziEirQCsAnCWMWa7e86uSBga3EKIyKEA3jbGPJ52XYhPATxzzDXGmP0BfAzPBOPDftLyWJ+kWfAE5q4AykGNY06Sq/2DAlkyrwGodj5X2TLSjIhIITxh7GZjzB22+C2rJoZ9f9uWJ7UR2y57jAFwmIjUwTPbTwRwBTy1foG9xv19/d/enq8A8B7YJtnkVQCvGmPW2s8r4Qlo7CfpMhnAS8aYd4wxnwO4A17/YV/JDbLVP16zx+HyJkOBLJnHAPS1ETJF8JwuV6dcpz0a6z9xPYBNxpifO6dWA9AIlxMB3OWUn2CjZEYC2GZV0n8EMFVE2tpV61RbRhqJMWaRMabKGNMTXh/4szHmOAB/AXC0vSzcJtpWR9vrjS3/po0s6wWgLzzHWNJIjDFvAviniPS3RZMAPAv2k7R5BcBIESmzY5m2C/tKbpCV/mHPbReRkbadT3C+q2mkHQ2Ryy940RfPw4tyuSDt+uzpLwAHw1MjPwlgg33NhOdXcT+AFwD8CUA7e70AuNq2z1MAhjvfdTI8Z9gtAOamfW97wgvAeGSiLHvDmyS2APgdgGJbXmI/b7Hnezt/f4Ftq+eQpaikr+sLwFAA621fuRNeFBj7SfrtshTAZgBPA/gNvEhJ9pWWb4db4PnxfQ5Po3xKNvsHgOG2jbcCuAo2yX5TX8zUTwghhBCSMjRZEkIIIYSkDAUyQgghhJCUoUBGCCGEEJIyFMgIIYQQQlKGAhkhhBBCSMpQICOEEEIISRkKZISQ1BGRB0Rkt8nBIyIm9NorB+rUIVyvtOtECGk4BTu/hBBCGsYuCAFzjTHLm6MuLcDLAJbb449SrIfyL3iJSQHgJAA90qsKIaSxMDEsISRriMiSmOKz4O3TdwWAD0Pn7jTGbBCR7gDKjDGbm7mKWcEKnn81xoxPuy5xiMgDAMYZYyTtuhBCGgYFMkJIs2I3Ju8BoJcxpi7d2mQHCmSEkGxDHzJCSOrE+ZCJyHjrC7VERIaLyL0isk1EPhCRVSJSba/rLSK3isg7IvKJiPxFRIYk/J8yEVkkIhtE5GMR+UhE/i4is7N4Lz1tvZeLyN4islJE3hORHSJyn4jsZ6/rKCK/EpE3RORTEXlMRCbEfF9rEblIRJ4Wke32e7aKyG0ickC26k0ISRcKZISQXOdAAA/Z4/+BtxHzkQD+JCID7OcqADcB+F8A4wCsEZFW7peISCWAhwFcCuBLADcAuBFARwArRGRZluvdE8BaAJ3h+ZrdB2AygAdEpC+AR+293QbgdgBDANxjzbdaZwFwL4CLAWwHcB2Aa+z3jgUwKst1JoSkBJ36CSG5zkwAxxtjbtYCEbkewMkAHgHwM2PMj5xzF8ETYE6B57em/ALA/gDOM8b8xLm+BMCdAM4XkZXGmA1Zqvc4ABcm1G0tPCFsnjHmK3tuDTyhcoF9AcB+AEbD87U7wv1yEcmD55tHCNkDoIaMEJLrPOwKY5Yb7fs2ALWhczfZ96FaICLtARwPYL0rjAGAMeZTAOcBEABzslVpAHUxddN6FwM4R4UxywoAX7j1dvgkXGCM+coY80EW6kkIyQGoISOE5DrrY8pet+8bjDFfhs69Zt+rnLIDAeQDMAmRoIX2fZ9drWQMcXXTej9vjNnhnjDGfCkibyFY72cBbAAwW0R6ALgLntl1vTHmsyzWlRCSMhTICCG5zraYsi+SzhljvvBcr3whCwDa2/cD7SuJVvWcayz11S3ungDvvgqd678UkYkAFgM4GsCP7akdInIjgEXGmFzIgUYIaSI0WRJCvg6oAHS5MUbqeUWiHNPGGPOBMWaBMaYaQF8ApwLYDGA+PAd/QsgeADVkhJCvA+sAfAXgkLQr0hSMMVsAbBGRFQDeBjAr5SoRQrIENWSEkD0eY8zbAG4GMNzm9MoPX2NzhvVq+dolIyK9RKR3zKm28AIDIs7+hJDdE2rICCFfF+bDM/ldDOBbIvIwgLcAdIXnzH8ggNkAXkqthlGGALhDRB4DsAleUEBHeJqxQmR8ygghuzkUyAghXwuMMdtFZByA78BLb3EUgBJ4QtkL8HJ/rUmvhrGsh5c6YxyA6fA0Y+8AeBzAlcaYe1KsGyEki3AvS0IIaSTcy5IQkm0okBFCSCMJ77sJoIsx5s1UKmMRkQ7wtGc+FMgI2X2gyZIQQhrP0tDnXMgF9i9E60UI2U2ghowQQgghJGWY9oIQQgghJGUokBFCCCGEpAwFMkIIIYSQlKFARgghhBCSMhTICCGEEEJShgIZIYQQQkjK/D9Hlipx4uFqNQAAAABJRU5ErkJggg==)
 
%%%% Output: display_data
 
![](data:image/png;base64,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