Skip to content

Instantly share code, notes, and snippets.

@DPeterK
Created March 22, 2018 11:59
Show Gist options
  • Save DPeterK/b8a394c829bbe62e91a1c48e1f05e5c6 to your computer and use it in GitHub Desktop.
Save DPeterK/b8a394c829bbe62e91a1c48e1f05e5c6 to your computer and use it in GitHub Desktop.
EGU2018 presentation full code
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# EGU2018 Tools examples\n",
"\n",
"Examples (and the code to produce them) from my talk at EGU2018 on 09/04/2018.\n",
"\n",
"## Setup\n",
"\n",
"Let's import all the libraries we'll need for this notebook."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import cartopy.crs as ccrs\n",
"import cartopy.feature as cfeat\n",
"import cartopy.io.shapereader as shpreader\n",
"import iris\n",
"import iris.quickplot as qplt\n",
"import iris_sample_data\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Set the default matplotlib figure size.\n",
"plt.rcParams['figure.figsize'] = (10, 8)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Iris\n",
"\n",
"Iris provides a consistent Python interface for loading, saving, analysing and visualising different weather and climate data formats. The core of Iris functionality is the cube object.\n",
"\n",
"Iris is a free and open-source Python library hosted on GitHub; see https://github.com/scitools/iris.\n",
"\n",
"Full documentation for Iris can be found at http://scitools.org.uk/iris/docs/latest/index.html.\n",
"\n",
"### The cube\n",
"\n",
"The cube is the data model used by Iris to represent to represents all datasets loaded in Iris. It is a Python object. A cube contains:\n",
"\n",
"* a name (or \"phenomenon\") and units that describes what the cube represents\n",
"* data (commonly a NumPy or dask array with a given shape) that are the actual values recorded for the phenomenon\n",
"* coordinates that describe how the data are located in time and space\n",
"* further metadata that describes the dataset\n",
"\n",
"Let's load a file from the [Iris sample data](https://github.com/SciTools/iris-sample-data) repository as an Iris cube and print the cube:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"air_temperature / (K) (time: 240; latitude: 37; longitude: 49)\n",
" Dimension coordinates:\n",
" time x - -\n",
" latitude - x -\n",
" longitude - - x\n",
" Auxiliary coordinates:\n",
" forecast_period x - -\n",
" Scalar coordinates:\n",
" forecast_reference_time: 1859-09-01 06:00:00\n",
" height: 1.5 m\n",
" Attributes:\n",
" Conventions: CF-1.5\n",
" Model scenario: A1B\n",
" STASH: m01s03i236\n",
" source: Data from Met Office Unified Model 6.05\n",
" Cell methods:\n",
" mean: time (6 hour)\n"
]
}
],
"source": [
"cube = iris.load_cube(iris.sample_data_path('A1B_north_america.nc'))\n",
"print(cube)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This dataset records air temperature, measured in Kelvins, over north America, according to the A1B climate scenario. The cube represents 3D `(time, latitude, longitude)` data, with all temperatures recorded at the screen level of 1.5m.\n",
"\n",
"Cubes can be indexed like NumPy arrays:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"air_temperature / (K) (time: 10; longitude: 5)\n",
" Dimension coordinates:\n",
" time x -\n",
" longitude - x\n",
" Auxiliary coordinates:\n",
" forecast_period x -\n",
" Scalar coordinates:\n",
" forecast_reference_time: 1859-09-01 06:00:00\n",
" height: 1.5 m\n",
" latitude: 33.75 degrees\n",
" Attributes:\n",
" Conventions: CF-1.5\n",
" Model scenario: A1B\n",
" STASH: m01s03i236\n",
" source: Data from Met Office Unified Model 6.05\n",
" Cell methods:\n",
" mean: time (6 hour)\n"
]
}
],
"source": [
"# Index the cube to get the first 20 time values, a single latitude value, and 5 longitude values.\n",
"print(cube[:10, 15, 5:10])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Iris also provides powerful functionality that allows you to subset a cube based on coordinate values:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"air_temperature / (K) (time: 240; latitude: 4; longitude: 24)\n",
" Dimension coordinates:\n",
" time x - -\n",
" latitude - x -\n",
" longitude - - x\n",
" Auxiliary coordinates:\n",
" forecast_period x - -\n",
" Scalar coordinates:\n",
" forecast_reference_time: 1859-09-01 06:00:00\n",
" height: 1.5 m\n",
" Attributes:\n",
" Conventions: CF-1.5\n",
" Model scenario: A1B\n",
" STASH: m01s03i236\n",
" source: Data from Met Office Unified Model 6.05\n",
" Cell methods:\n",
" mean: time (6 hour)\n"
]
}
],
"source": [
"# Extract from the cube based on latitude and longitude coordinate values.\n",
"# Coordinate values can be specified directly or via an inequality.\n",
"lat_lon_values = {'latitude': [16.25, 17.5 , 18.75, 20.],\n",
" 'longitude': lambda cell: 255. <= cell < 300.}\n",
"lat_lon_constraint = iris.Constraint(coord_values=lat_lon_values)\n",
"\n",
"lat_lon_subset_cube = cube.extract(lat_lon_constraint)\n",
"print(lat_lon_subset_cube)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Analysis and Statistics\n",
"\n",
"Let's perform some analysis on this cube by statistically collapsing the time dimension to find the mean average air temperature over time at each `(latitude, longitude)` grid point:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"air_temperature / (K) (latitude: 37; longitude: 49)\n",
" Dimension coordinates:\n",
" latitude x -\n",
" longitude - x\n",
" Scalar coordinates:\n",
" forecast_period: 1043274.0 hours, bound=(10794, 2075754) hours\n",
" forecast_reference_time: 1859-09-01 06:00:00\n",
" height: 1.5 m\n",
" time: 1979-12-01 00:00:00, bound=(1859-12-01 00:00:00, 2099-12-01 00:00:00)\n",
" Attributes:\n",
" Conventions: CF-1.5\n",
" Model scenario: A1B\n",
" STASH: m01s03i236\n",
" source: Data from Met Office Unified Model 6.05\n",
" Cell methods:\n",
" mean: time (6 hour)\n",
" mean: time\n"
]
}
],
"source": [
"time_mean_cube = cube.collapsed('time', iris.analysis.MEAN)\n",
"print(time_mean_cube)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We have lost (or \"consumed\") the time dimension by collapsing along it. The data of the resultant 2D cube records the mean average air temperature at each grid point."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualisation\n",
"\n",
"We can plot the collapsed 2D cube to produce a map showing the mean average air temperature over north America according to the A1B climate scenario. Iris provides various plotting routines from matplotlib that have been made cube-aware. Iris plotting also integrates seamlessly with matplotlib, so in the cell below we produce a plot using Iris plotting functionality and show it using matplotlib functionality:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f95942e0710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"qplt.pcolormesh(time_mean_cube, cmap='inferno')\n",
"ax = plt.gca()\n",
"ax.coastlines()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We'll look in more detail at what's going on here in the section below on cartopy."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We could also use a constraint (like shown above) to extract all the time values at a single point and plot the change in air temperature at that point over time. For example, let's find out how air temperature changes over time in New York:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"air_temperature / (K) (time: 240)\n",
" Dimension coordinates:\n",
" time x\n",
" Auxiliary coordinates:\n",
" forecast_period x\n",
" Scalar coordinates:\n",
" forecast_reference_time: 1859-09-01 06:00:00\n",
" height: 1.5 m\n",
" latitude: 40.0 degrees\n",
" longitude: 286.875 degrees\n",
" Attributes:\n",
" Conventions: CF-1.5\n",
" Model scenario: A1B\n",
" STASH: m01s03i236\n",
" source: Data from Met Office Unified Model 6.05\n",
" Cell methods:\n",
" mean: time (6 hour)\n"
]
}
],
"source": [
"ny_lat = 40.42\n",
"ny_lon = 286.00\n",
"\n",
"# Use approximate horizontal resolution to make sure we extract the grid box\n",
"# containing New York.\n",
"lat_res = 0.5\n",
"lon_res = 0.9\n",
"location_lat = lambda cell: ny_lat - lat_res <= cell <= ny_lat + lat_res\n",
"location_lon = lambda cell: ny_lon - lon_res <= cell <= ny_lon + lon_res\n",
"\n",
"ny_location_constraint = iris.Constraint(latitude=location_lat,\n",
" longitude=location_lon)\n",
"ny_location_cube = cube.extract(ny_location_constraint)\n",
"\n",
"print(ny_location_cube)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9589563810>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"qplt.plot(ny_location_cube)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Cartopy\n",
"\n",
"Cartopy (\"cartographic Python\") adds cartographic map production functionality to matplotlib allowing plotting of geolocated data onto map projections of the earth's surface. Cartopy provides a Python interface to the `proj.4` library, an Iris interface, extensive feature plotting, and interfaces to other geolocated data formats including shapefiles, web map service providers, and others.\n",
"\n",
"Cartopy is also a free and open-source Python library hosted on GitHub; see https://github.com/SciTools/cartopy.\n",
"\n",
"Full documentation for cartopy can be found at http://scitools.org.uk/cartopy/docs/latest/index.html.\n",
"\n",
"### Map projections\n",
"\n",
"Cartopy uses the `proj.4` library to provide map projections that can be used to plot geolocated data. We've already used this functionality when we produced the map plot of the mean average air temperatures over north America. In this case the projection used for the map was the coordinate reference system specified by the cube's `latitude` and `longitude` coordinates:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9589563690>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"qplt.pcolormesh(time_mean_cube, cmap='inferno')\n",
"ax = plt.gca()\n",
"ax.coastlines()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also specify the projection we wish to show our data in by using the `projection` keyword argument when setting up a cartopy geoaxes instance. In this case the data to be plotted will be transformed from its coordinate reference system to the specified projection:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9568142090>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = plt.axes(projection=ccrs.LambertConformal())\n",
"qplt.pcolormesh(time_mean_cube, cmap='inferno')\n",
"ax.coastlines()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The Feature interface\n",
"\n",
"We've used part of the cartopy feature interface to draw the coastlines on these plots. The `coastlines` method is provided as part of the cartopy `GeoAxes` class API as a convenience method. There are a number of commonly used geographic features provided as convenience attributes of the cartopy feature class:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f95680d3950>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Add coastlines to the map.\n",
"ax = plt.axes(projection=ccrs.PlateCarree())\n",
"ax.add_feature(cfeat.COASTLINE) # Equivalent to `ax.coastlines()`\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f956819c2d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Add land and ocean features, that come with preset face colours.\n",
"ax = plt.axes(projection=ccrs.PlateCarree())\n",
"ax.add_feature(cfeat.COASTLINE)\n",
"ax.add_feature(cfeat.LAND)\n",
"ax.add_feature(cfeat.OCEAN)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAkMAAAEsCAYAAADAc7eJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAIABJREFUeJzs3Xd8U9X/+PFXk46kadO9W7rphJa9954CKlOUoThQUBFBwQ0uRAEV92IJIiiy916l0ELp3ns3bZq02fn9Ua1ffoiCAoUP9/l49JE26557kybve877vI+F2WxGIBAIBAKB4F4laukGCAQCgUAgELQkIRgSCAQCgUBwTxOCIYFAIBAIBPc0IRgSCAQCgUBwTxOCIYFAIBAIBPc0IRgSCAQCgUBwTxOCIYFAIBAIBPc0IRgSCAQCgUBwTxOCIYFAIBAIBPc0yxu5s6unn7m6vOhWtUUgEAgEAoHgZso3m80B/3QnixtZjsPCwsL82a78/9IogUAgEAgEglvO2tKCmYNbYTabLf7pvsIwmUAgEAgEgnuaEAwJBAKBQCC4pwnBkEAgEAgEgnuaEAwJBAKBQCC4pwnBkEAgEAgEgnuaEAwJBAKBQCC4pwnBkEAgEAgEgnvaDRVdFAgEt15NRTG11WUY9DoMeh363y9NRgMikRiRWIxIbIn490uRSIxYbInY0vLP60VNf8ud3LC1c2jpXRIIBII7mhAMCVqcTtNISUEGNRVF1NdW06BWolHXNwUAJgMmoxGTyYiFhQgnN2+0mkY0DU330TSqALCyssHSyhpL698vrWywtLLBqvl3a6ysbZDY2iGV2SOVyXF08cDJ1RuRWHzL91Gv01BWmEVxXjrFualUlTYVLxWJRFiIxIjFYiwsRBRkX0ZVp8Dd2w8ra2usrayxsv79x9IKo8mI0WDEaDRgNBgxGPQYjcbffwzNl6bfb1NUlSG2tMTFwxdXTz+c3Xxx8fTDxeOPH18kUtkt33+BQCC4kwnBkOCW0mkaqa+rpr6umoLMJDKTTlNRkoeNjRRndx/8QttyeNu3yOzleHr54uruiqNcjrevPRKJDZbipp4QK0sxer2BgsIS3N1tcZAH4uBgj1xuh4UFaLV6NBotjRotOq0OrU6HRqNFq9Wh1dSjbdCh1GhQq9SoVPWo6pVUlZdQW10OwKJPduMbFHlF240GPZpGNQa9FrMZMJsx01Sx3cHJvTmIalDVkZ+ZREl+OnInNzx9g/HwCcJaIqWytICPFz9EbXUZ7t7+BIeGExEZxvABsYhEIgwGA0ajCaPRhMFgoE3UI/TqGolYfH0j2Jk5pWh0Ogx6Izq9Eb1ej15vRK83oNPp0RuNlJVVk52TT35eIUU5F4k/9ht1NZXNzyESW/Lp9uyb8GoLBALB3UlYjkNw06QnnmDDJ4swmYyo6hTo9VpEIhH2Di7IHZ0JCm1Nr15daBsVQqNGS2p6HmdOn+e+0YOYOmHALWmTVqvnwLFELiSkUlFRTZ2ynlpFLcWFBRTlZTQFWlY2BIbHolYqqFNUomlQo2lUYTIakdjKsLSyxsLCArDAwsICs9mE0WAkMDyW8uJc6moqCAyNIjQsjKqqKgpzcygvycPWzoG6moor2jN20jS+/uRlRKJ/rA7/jzKyS+jSsc+/fryblz8TZy/Bq1UoRoMelVKBqq76z8s6BWplNTptIxKZHKnMAVuZHFt7B6I69sXJ1es/74NAIBDcKjeyHIcQDAlumF6n4diu9Wxfu5xOvUdiNBoQW1phNsPJvRuRO7ky6eHpvDBnEs6Odjfli//fMJnMDBz+KAlnj11x/cBxs2ior8Wg1xJ3ZBsA73z4Ef6tvPD1csXJ0Q4HuQyZrc01256RXcKJM0lERQTRvm0QVpZXDrXpDUbyCyuorVORm1/Gps07OLhzKwDpmfG4u96cPB5FnZrc/DJkthJsJTZIbW2wlVpjaSmmoKiSnLwy8gpKKSwsRavTEdY6kCNHz7Dj5/UAOLp6olYqkDu5IndwxsHJGUcnJ1xcnHFxccLN1RmpVEJtrZJLl5JJPH+OipKmz4C315wRAqIWYtDraFArsXdw+T1Qv3eZzWbKi3MozklFUVVKXXUZWk0DgeHtCYvpjrO7T0s3UdBChGBIcEsY9DoO/fotB7Z+SX1dNQCL3lyKtbUVNQolW37aTKNahb2jG8raKupqynF28yYwNIKQkECqqqr44/1mNpmxsrbG3s6O2rpa6pX1fPvFW3i6O/6nNtYo6vng440cOXSUgpx0MIPcxR0LCxH1tVWYjAaCw6KJbtuGkGB/nJ0d6N45itCge+dLfc3GA+zcdZAJ40cRFe5PSKAXYrGIRo0ORa0KRZ2K2jo1BYXlbNt+gMy0NIrzM7GTO+ETGI5XqzA8fIPo3H8sYvHdNdJeXpRDZWl+09Ctoor62kq0mgZcvfxx8/InP+MS5UVZ2Du6Indyx8HZHRcPX3wCw5E7ud/WwOPJ4f5X/C2R2mFlI6G+tuqq+366IxeR6N6ZHKxpULF382dUFOeQnRKPpZUVwa0j8fH1wdvLAxuJDWfPnudi/Gns7B3pMXQS3QaNR2b/3z5fBHcXIRgS3BKbv3yT0/t+4od13zCoX7urbjeZzMRdyCQ9q4C8/GIys/LITMugKDcdg0GHTtv4t89/Nv4orYO9r7s9Wq2epNQ8ysoVlFfWcCEhhW0/bySqQ2+6DHgAmb0j784dBYCd3Ik+A4cydswQ7h/V48Z2/B7g5BR61XVhbbvSpssgAsJi8Q4IQ2pr3wIt+2eaRjUFWUlUlRZQVVZATXkhDi6edOwzGoNex6l9G6ksycNg0FOQlYxep2l+rLtXK6ZOn0ZuXiF5uflERkUQGxNORaWCsrJKyssrKCwoICXhNADPvLWGyA7/fmjyRmz67FWUikounNgFgLObNzWVJQBEdeiDs7sPltYSgsLb07HPqNvSpjtF6oXjrFr8EAAePoGcPrEVJ0e7q+5nNJo4dPwiq7/YwNnjB+nQczjDJs0VeovuEUIwJPhbRoOen796E2uJDJmdI/aOLrh6tsLNyx+5s/s1zzDV9bVs+epNEk7uxTcwFLPJRHbaRbr3G8rOrR9fc3s1inq69RzbPLwisbXnyNHt+Hq7UlFVi7+v+z8OpbWO7E9laSEAIZHtMBoMVJQWIpM74eDoip2jM87uvvQe8TDu3gGo6+uoLi8gOf4IaYknyLh0BgAnV09yMo//m8P2P02r1bPrYDxzZz9PZPtejHt0MXJH15Zu1nXZv+ULtn7zNt37D6d16xACA3w5eSqelKRLWADtO3dj7H39sba2IjOrkM0/bycr+TwmkwmxpSWN6nqsJbbI7B2RyeyxkUjQ6bRoNY1NP40NyJ1cCW/Xk2ETnsHR1fO276NSUUlZYRaOrl64uPsgtrS67W24ExkNen76/DXSEk/So09fundrT2ybEPz9PHBxsr/ic6WwqIoxDzxO5wHjMRoNFGZdwmQy4u4TjH9oGwLD2ws9R/9jhGDoHqTXafj2/TkkntrbfJ2Lhy+LPt1z1Rl9aUEmbz4xsPnvkIhYGtQq1Ko6GlRKvP3DGDN9AeGxPdn8xesc2vYdcic3HF08CAyLJapjf2xsZRzftZ74o78xZeaTLHz+EZyd7LCV2gBNZ2QVVXV8u24XX3/2OSplDRYWFuj1OlzcvDl3dsdfnsldy+K3vubTD98D4NGXVuPi4YuDswcleWmUF+dSU15ITUURVWUFVJUXYTaZcff2w8unFX6tfAkM8CMo0JcRg7tgbyf5L4f6f9LRU8lMnTyTKXPfI6broJZuzg0xGg388MFzlOSnMf3R6cx6ZOQ/vsa5BeXMW/ABJw7tRq/TYmEhos/IqfgGRyGRyppmA9pIsZbYYm0jQSqT3/O5OXcqs9lMdko82cnnyEmNp6I4F0V1OWaTCSdXT2xldjSoVTQ21KNtbMDN2x8XF1fGjB2JWCwiNS2LSxeTyExOQK/TMPuN74nq2Leld0twE9xIMHR3DfgLgKYP//+bq1FRnMvuTZ9w8cx+AERiMWaTGaOhqUjf/8+rVSgBrWPJy0gEQFlXi1JRhZ3ckciYzhTkZrLy5SlMePINfIOjsZHY0qPPAKqqqji6cx1Hd65j5sKP6dh7FL5BkZw4vovuP/9Eg1rZ1KtkYYFBp8XaRop/aAy11WXN2w6NbMfKFW9ddyB0+EQS6zfuID0tHVs7Oa1CogkMi8XZ3YdLZw/w2RszAejUcwDDh/anY/tIwkJ88HBzbLHE7btRdm4RIdEd77pACEAstmT6i6tITTjOtm3fsnLZB/QZOJTY2Ch6dI2ha8fWzfc1Gk1cuJTNU08vwt23NdNe+IjC7BT2bPqE47s3EBIRS3FBNn5BURiNBp5+83usrIXg+U5mYWFBSFQnQqI6XXG9pkFFbXUZmgYVEls78tIvsnH1K9RUFOPbyp8tW35DpaxDpaxFraprHsZ3crv+oXrB/w6hZ+gOpa6v5dLZA1w6s4+ygkwsRCLMJhO1NZXodRo+3HwZa5umD+m1K+Zzat9PAIgtrTAa9AD0HvEQk2Yvva7tmUwmqkrzKcxOpk5RSWlBBjFdBxPdqR/ZKfFcPL2P6vLC5vyFP1jZSFj1SzrQdIb2xweKpZUNmoZ69v38Ofs2f8Z9Ex4hIT6OguxUAJatWsWjU4f9ZVsKi6p4f9U6zp+LJ+3SOUZOeY5WIW1oFRKN3MntimMUf/Q3SvLSKMpJJict8Zr7N3P2s3ywZPZ1HYt70cFjF3lk6mOMmjqPnkMm3tXDMOVFOexY/xHxR38DoKwsBRubpv0Z//AiLpw9Sbuewxg7YxEikYgtXy/hwNavAAgKiyEn/WLzc63YmoqNxPb274Tgpku5cIz8zEvI7ByxspFQmHWZytJ8qssLqSwrwKjXYzabAHho7nt0HfjAXTdBQHAlYZjsLmU2m0lLOMHhbd+QmRxPTMfujBg5iA6xYZxPTKeiooqcnHxOHT3MnKXrMJvNOLv7IJHK0Ou1FGWnoNdr8fQNpqqsgJN7f0Tb2IBPQDhDJjz9t7NNTKamDwGDXkd+5iXyMxIx6PVUluYRENaOoIj2LHlqCAAyuRNisSWquhr8giOROzXlllhYiAht043ug8ez7fv3OLarafq2t38I69Z+SliIDxIba0rKajAYjdTXN6JUNeDoICPAzwOZbdMQ287953ho/OTmtk2avZTeIx7622OXcHI3Xy59AmhKlo7p2BUrK6umootaDXOemcl9w7r+uxfmf1RGdgnvLv+O1JQUCrLTaFApsRCJGP/46/Qd9UhLN+8/UdZWsfmLN6gsyaWyNJ/gsDaYzGaK8rJ4/cvDSGyv7Jk0Gg3UVpVSW1WGq1er2z5zrKWZjEY0jSo0DSoaVHUU5qSQl5ZASX4aKqWCBlUdVtYSxk5/iQ69R7Z0c2+YsraKuuoyLERiaqtK+WH5PKJiOzFocF/atW1Nu7bB7Dt4nidmzmx+jMzekaETZlNWkNk0C9YCRBZNPd/O7r4EhrfDv3XMHTuxQCAEQ3etP6bShrXpSI+ePaitU5KanEJOehKunn44uXqCyJKinGREIjE2NhKqKoqxtpbg7O6Nt38Ysd2HEdm+N288MQCRyIKnnnmaDes3Inf2JjC8PZoGFXInN3oOnXTFMhSrX59OUtwhLC2t8Q+JIDomFpmtlEatnsTz8Xi1ao27bzBZl89QUZJPo7q+eYpvRExnnnhyOkajiednz8bRxZOuAx8gLeE4RqO+qSaKSolKqcBsMiESi5FI7bCWSLGylqBpUKFS1mAjkeHk6o6iqgyZvRNBEe0JjOhA+57DsXdw+cfjV1GcS9zhXzl35Fd02kbatu+CpZXl7xWptRh0eoxGw+9Vn42YTCasrK2xsZEgkUoIDQ2hW5cY+vRoi5eH0615ke8gSSn5LHzlQxLOHsfWzoFHnv+Q0DZdWrpZN52ytoqCzCTEYks8/IJxvkeHQcxmMzUVxRRmX6Yg6zJFOZcpzstAXV+LTtuIjUSG1NYOsViMlY0NcgcnbGUyVPX1qJS1VFWU0H3Qg0x8aklL70pzL7SmQUVlaT7xR7eh12rQ6zTotRosrW3wC2lDRVE2WcnxKGsrcfP0xWQyg9nMc/OeYcZDQ/52G0uXbyAxIYlOnWKwsrLCZG56rNFoJCs7n0uJF8nLTMbDN4j+Y2bSud/YOyaAzk6JJynuEIqKQjQNqqY1DMVNaxjK5E64eQfh4ROIu08gzu4+/7M9YEIwdJc6vnsD1eVFKGvKkMmdkTu54e0fRmB4O2wktvz0+eucP76D5SuXM7hfexo1Oho1OvILK0jLyOfgwePEnTqKyWjAzsGFiuJcPH2D2Lr1G95e9j0iCzNyezs2b/iB2W98T2h05+Ztf7lkFlkp5zGbTQSGRHDswPfNty1dvp4Dh07z8HMfsGfTpxRkXqSkIIuQqE7EdBvM3s2fMe+FZ5gxZQi/7TnLr78d4OKFBEqLcpDZO2JlLUEqs0MitaO+robq8kL0eh0SiQxriQQrK5vf1xtTYWltQ4deIxj36CKsrGz+1XE0m81UluaTnXwOAEtrm9/XLrNCLLbCQiRq+ue3sGhaCFWnQatpoCQvjbz0BPLSL2FrJ+fTzz5i6ID2/+k1vRtkZJcw/6VlNOosmLHgk5ZujuAmMRr05GVcJDs5nuyUOLJTL2BpadVUZ6tNFO1jI8DCgvSMXIqKSsnLyaEoPweVsgZ37wDcvQNw9fLH1dMfN+8AvFqF4ujicVv3obGhHmVNJZpGNTmp8WReOk1WynlUyhosrayRSGTY2skZPW4sXp7uSKU2SKUS6urqiT+fRFhYMP16d6BTu9CrCqPeDJXVSuYvWsnuXzezbGNic+pCSyotyGDZvHGMf2gaIcH+ODnJMRj+XKqnvKKa7Ow88nNzKSnKo66mCp+AMJ59+0e+eW82Upk99o6u2Dm44ODsjqOLJw7OHk3rGNpe/6SXO4EQDN2ljEYDOk0D0DT9/P+eZdTXVfPd+3OoKMmjrroCkViMpZU1jQ31mH8f4vrDnPkvc2D/QbJSL6HTNtIqOAKtpukLv1FdT2ibzsxc8OkVb2x1fS1qpYLGBhXLX3wAuaMLUqkdapWSRnU985Zt5tv351BakEmbDt2Jbd+OIwcPUJiTzqMvrWbrN0vp0ac/rfy88ff3ISjAG5PZjMTGCpFIRHWNEkVtPXK5DE83Z6ysRNQpG1CqGnBysMfLw4mikiq2bjvAhm8/Z8aLq+jU977bc+D/PyajkY2rF3Ph5G469+jLogWz6BAT0iJtuR3un/wih3b/ckM5ZoI7364fV7F97XLGTJxGzx4d6N+7Hd4ezuw6GM9v2w9x4vABsLAgIrYnHq1C8fAJwtMvGGc3n9uyePHf0eu1HP71W/Zt+QI7e0esbWyIiG5Ln95dGdSvI/5+blhb3d7eDJPJTEJSNsdPXeLc+YukJiVRnJ9FQOu29Bz+EJ36jL6t7bmWrORzbPj4JTQN9fQZOJTQkABycgsoKCjEoNNjIRIhElk0XVqIyEi5RP8xM4nu3J83ZvW/5vM6u/mw9IdTt3FP/jshGLpL5KRd4Nt3n0ajaUDbqMZkNGItscVsMiK2tMTNyx8biS1isSViKytsJDJC23YjttsQHJzdAagsLeDVmb0AEInEePgG4RMQhler1ni2CsXOwRkbiQwbqe3vPTHSf5wmrNU0UJST0lR7xc4BmdwJK2sJtdVlZCadIePSaUryM1DX1+HpG4iLhx91ikrMJhMmoxGjUYdaqaC+rgaVUoFO29g8q01saYXU1g6prR0SW3tsJFIa1PXU11Yjd3LF3TuA4KgudB88vsXPsmoqSzh3ZBsHf/maz75cxYhBnf75QXeR1Mwiunfu1/y3xNaed9fFCQnDdzFNo5qLp/Zy9tAW8jOTmDB1Oh++PRuj0cTS5ev48pOPcff2p02XQbTtOhhv/9YtNrRjMpmor62iQVWLSGSJ2NISsaXV74UyN7Fn06c899JiXn2x5fPXikqqaRP1Z85hbPchtOsxHGsbCSHRXbCTNw2rm0wmLCws7ojhstKCDBJO7Ka2ugw37wBcPPwwGPRoGuqRyuRYWdlgNpuQO7oS/H9m4qmUCvLSE6kqy0fToMag1xHRrieBER3uuirnQjB0l9DrtXy/7FmSzx8lNeUEDnIZIpEFJpOZkvIaMrKKaWjQoPt9BfLqmjq++3YNOWlJtG7Tlf5jZ+If2rY5MLoWk8lEdXkhuWkJfLdsLl6tQhCJLAmJ7sSY6S8hkcqApp6pHes+5OTeTZiMBsxmM1KZPWplLZpGFZOffhu5kxvrVi2gZ7/BRIQFY2Vjg0Gvp6FBw6mTp7gUf5I2nQfwxKtfk3HpFHGHfqGiOAdFdTk1FcUALPnuBImn91FekElZYRYlBZnInVwZ/ciLfPHWLACsrG2wkciQ2Mp+H44bSmT73lhLpLf2RfkLqQkn+O79OSx67RUenz7itm//ZlLUqfl150lMJhNqdSOvLXwRgH73zWDg2EeFyrx3uQVTOqJUVNKxe3+2blqJvZ2kqZTA7MUYzRZMmfMunn4t28tpNpt5d+5ISvIzkNraYyd3xGg0YjTqMRoMWFpZI7OTk5+VzGPPzOP9N59o0fYCNGp0vPfRBrRaHXn5hWRnZlJVXoyDkys6vR6JREpNVRlKRRWYzUhsZdhI7ZBIZdjK7Ln/sVcJCIu9Kkj6csks0i+dxs7BBXsHZyRSGWazGUtLK8JiexHbY+hNyXHbse4jdm5YccV1EqkdU+a8+z9dvVwIhu4S547+xuYv3uCdZW8z5YF+f3kfZX0j2/eeYd36X0mMO45Bp8VkMmLv6IKFSERtVRld+o/DoNfSqFbSpstAIjv0JeHELrKSz9K2y2CS4g6SnXIOaxvb5po/dnJn3H0CmLN0PTYSWy6e2c/luIOc2PMjAHEJJ5FYiqhVqXn1jY85smcbvUdMpaFeQfcubXnj5ekAJKXls/rzjaSlZZKZeomh42fTd9QjbPj4JfIzLzJxyiQ6tY+ilZ8bY8ZMw8s/jJL8dKJj2tO5UzuiIoNpFx3MkZMXeePVt9A0qrG1c6BH7z5UVlWRkZJCZWle8/FoqfdfUW4qq1+fwcChI1j+9py7snBjVU09B45c4OUFi1FUlREc2ZGgiPa4+wTRfdD4Fh8aEfx7xblp/Pjpy9RUlNBn4BCWLZ2DtZUlL7/xOdt+3siIyXPpPeLh/3xmf+nsAfZtXk1tVRkOLk1rtzk4exDVsT/RnfphMpn46bNX8GwVSt9R0675PPPGt+HY8Z0EB9z+at43k8lkZuFrn9OxQxSxbULw83FFZGGBok5NnVJNrbKBA4fOsuL9dzAaDVhZ2WBlI2kq6GktoaaymDUb1uDu5kBZhQKVqgELCwuU9Wr27DnK6WMH6DFkImNnvPSv26hpUPHF0ifIST2PrZ0cs8mE0WhAVVdDbPehjJg8F1t7R2T2jljbSO+IXq2bRQiG7gIXTuxk02ev8tPPa+jS/up1ofQGIys/38rHH36EWGxJg1pJ38GjGTdmEP16xeDmImf73jjmz1vEqLFjCQ5qhVQq4Zdf9hB/+ihdevVnQP+erF3zI5XlpRj0Os6c3olIZMGb737Pz+u/Zd4HW/ALigRg6zdL2b/ly+btJ6ReJsCzKYE5r7CCjVsOse6HtfiFtCU5/ghTps3EaDTw45rv6DFkEoHhTdPv7R1cOLpzLXEHN3N431rk9n/25GTllvLo44sYPWYEzz91/1X7rKxvJLptP7wDIlBUFlOvqEJia4eDiwcVJfkYDToiYnsQ030oMd0G3/YprQknd/PVO0+xactGBvW9em22O1lJWQ1REVfOFOvcbwzT569soRYJbpbEU3s5tO1bAvx9WPftkuZcmp79H8ba1oHxT7x5UxKfywqzWP7ig7zz/tu0iwmluKSawuJyEhJT2L71Z95ddw61UsH8Se0QicSMnPo89g4u5KTEU1tdhkGvw6DXYufgTFLcYTr1HMjuXz9FLL67hl7+Lb3BiEqtQd2goaFBi0rdiNFookNMyDULxO46EM+UByex5LuTuHj4Nl9vNpuvK2jR6zS8OKkD/iHhDBk2BINBT3VNLbWKOupq66irVVCvrEOlVKBSKoCmkgJ2cqem5Wnkjji7+zJ0wjPNQ4F3k1saDPUfMxO/4CiCIzvh5tXqPzX0vygtyERVV4ObdwAOzndfTZDZo4IxGQ30HDCSTp3bMWHcAMJCfDCbm8anFy/5ioRzp3Fx9+Ny/GGef2kxHduF09CopUah5OEJA6/rQ6RO2UCfAZNQ1irYu3dT8+rs73z0I7/+spPn3msq1mg2myktyOTSmf1cjjtAaWEW4yZOZejgHhgMRo6fPM+2LVvo1G8MJ3b/iKZRhUGnw907gIH3z6LbwAeaC/Ud/PUbqvIvsuKDBUgl1ri7Olz3cXnxlc+wtLQkNNSfmOgQYqMDmz8osnJL2XvwHNu27SY5MY4x0xbSoKqjtrqMjr1HXTHufbMV56bx7txRxHbuSXDrEDw93Hn0kZH4ev3zlP+WVlJWw+lzqdhYW3ExKYNft24jKzWR7oPHM/XZZS3dvLuK2WzGZDLeMVORTSYTzz8QhYu7F0/PfZr7R/dq/n8bMPxxPAOiGTJ+9n/Kv6urKWf/li84vf9nXnjpZZ57alzzbZk5pYwa/Qg+gREApCYcp0PXPpw+uhejQU+H7v0ZNLgfwYG+SGyssbGxIq+gjM2bf+PciQO8sOg1Fr3w9zXE7mWLl3zDN6s/Ydr8FbTtMhALCwsqSwv4aOEEbCRSItv3wc07gMqSXMqLcpDY2uHhG4y7dyC56RdQ1lSQlXKe4LAoDu/5+h+3V6/SUF6poLJKSUWVguqaOo4di+Powb30GDqZNp364xcSfcfnDpnNZopyUqirqeDT16bdmmDoj9//b+XhW8loNFCUnUJWyjlqKoqxtLQi5fwR1PW1uHr4UF6S37Su0KhHUNVWYWllg0gspveIqTi5Nn3xm0ymO+7Fa57+nRJPdnIcl84cICgsirysVPQ6LT6B4YyY/Bwmo5FT+39qrqb7h0PH9uLkaIdeb8TX2wWpxPqa26qsVmI2m68ISnR6A1FU4mixAAAgAElEQVRtB9Gm80Biug0hJKrTFVWHq8uL2Ld5NaX5GZgxExjeHic3H3ZuWMH7H77P5Pv7ojcY2bEvjg+WrcZggsde/hw7uRM1lSUsntadP95bFZVpN31a6xvvreHcuQv4+Pjg5CTnp/XrCAxvR2B4B7xaheLVKhQnN++bFiQbDXrij20nJyWexNP7UCoqARCJLZn51BxeWzijuWjkneaPs0vvViE8/exsHp06jP1HEnh02izmvf8zPoHhLd3EO05+ZhK7f1xJfW0lYktrLEQilIpKFFVlGPV6/IIjCI7qRHBkJ4IiO7boorbnjmwj+dwhyotzqSjJ5fkFC3F2diArO59vPvsUbaOaiHa9eOzl1Uhl8ht67oxLp/n4lYcZ/eAUFi+YSWCrK3uYjp1OZsa02fiFRJOblkDbDp1ZvWIxkx+ZR3baZZ6Z9wILn534l8+t0xsQi0T3TM/Qv7Vt9xleWvg6Wo2G8JjuZF6O45EZ0+nZPZadu49RWFRCSEgg4WGB1NerSU3LITs7h/DwUCLCg6moVGBtZcm8px/81204dPwSP27axYljh2lQ1RPdsS8yuTM6rRptYwNaze+XjWosRCLs5M7YO7rgExRFt4EP3vbJMD8sf44zB7cSFB5LTlrirQmGJjz5Bt4B4QSExtyyZNaCrCQOb/uW4txUKkoLcPPwpW2HDgQH+aNWN9KvdyeGDezY/E908NhFVn+xgaioMPR6A2u+/pIGVR22dnJEIkvUqlrkjq54+Abh4R2IvZMbNlIZNlIZzm7e2Ehl1FQUYzab8QuOwqtV6H8689NpNZTmZ1BenE19bTVdBtzP+eM72LvpU0KiOjF88lw8/UIwmUwknzuMf1gMddVlKKrK8A2MuOpLXKVU8NLUzhj0ur/drtTWnpLiC9fdzqSUfL5bt52jh45QWpRDaHRnWsf0oF33oc2JtFpNAxdP78MvOJKqsiIOblnN8UNrrwhu9AYjTz67jKOH9jPvvc04unqSlniSNR+9gFgkwtsvABdXN/xa+RIS3IqQID+CAjxxdrLH2dHuLz8MM7JL2HvoHA89OOC61jGrUdTz9ZqdpKRmkZOVRUFuJlY2EoY8+BQ9hky8aUHR7o0fk3r+EF27d6ewoJAje7cB8NIbS3hxzoSbso2badWXv/LagvkAePm3pjQ/o/k2S0trnnztayI79Gmp5rWoP05I8jMvUZSdjE7biJW1DdXlRWSnxDNr9mw6dYhEp9Oj0Whxc3UkonUrUlPSUDbCjl1H2fRD09By98HjmfLMuy2ed5VwcjcXT+1Bp2tEp2n6KchJQduoZtEnu/H9fVj8emVejuObd2cTf24Prs5/PSydnF7AoAFjePPrY7w+qx/PL1zI80/dj8lkFtYHvElMJjOJl3PYc+As9nYynpnVMmVHoClPdMeuk6jUauxkMuzsbLGzs8Xezha5vQy9wUBFpYLKyhr27jtMTVU1C1b89s9PfA1lRdlUFOdi7+CCvaMLcke3K2KPP2KY//sZn5V8joQTO/ELjuKHD1+4O3OGTu3bxG9rPmDqjJkM6t+FiNZ+uLnc2NkMNL15yitr0ekNeHk4UVBUSVJqHmlpuVRUVqNWN1Bfr6KkqAiNRoOntw+YzWSkXaa6vBhnNx9cPf1w8fTDxd0Pv+AoQtt0wdLqzx6YsqJs0hJOUJKXhtTOAYmtHbmp58lMisPd2w+/gCCsrKw4eWg3cidXln34DufiL7P226+J7tiXwuwUKkrz6Nh7FK4efhzZsQajQYed3JnWbboQ3q43rULb4uLeVPdj2w/L2LPpEwJCo+jSvQcODvaIRCJ0Oj1isYge3dr9qyUnTCYzs+d9wKF9e6koyafn0ImMnfEyO9Z9xMUz+/D29ae0OB+dVoNIZInZbOKBSVN4beEM5PZSTCYzLi5Ni2F2HfgA7XoMo22XgRiNBkry0lEqKqmrqaC6oojMS2fIvHwWLCywoOmNLBJbIpXaIXd2xaDXoa6vxWg0EhzRgezU89jLnejRdwDvL3nmhobc9hy8wIsvvkZE+76Mmb7wpgRE61ctwJJG5j49DYCz8Zc5sP8IF8+d4Kvvv77jlvzYdziBTz9bQ0hIMCdPnCQ9Kb75tjlL1xPRrmcLtq5lKKpKObztW07t+wkbqYzQ8GjatI3EQW6PRqPF1lbKk4+OwclB1vyYJ598keHDB9CjR2dmzXqBzZu/prJaydDhj1BcmIuXXwhFuamExXSjS/9xhLfrhZ29U4sHR9dy4cQuvnr7SVzcfXB08cDBxQNHF09cvfwJCu+Ab1BEc0/x06NDGDLqAV5b9AStg6+e2ZSRXcLgwQ/Sa/gUijIvsG/HF7ekwKHg7nP0VDITH3iIAeMew9HFg4riHOqqyzAaDZiMRmwktsidPXBw8UQsFqNpVKNtVBMc2ZHIDn2oqShiyexhhEa2RV2volZRhVJRifj3itp6nRajQY+NRIa3fwierULxatUa74BwQqI6YyeT3rqcode/OoKHT+B/OkB/KC3IJPHUHoxGIwa9jrTE49RWlfH9mi/o2yP6pmzj31DWN5KRXURmdjE5uUXk5RdxMSGB4vwswtp2w8XDj5L8dIrz0uncoy+xMZEo61UoFEo6tI9izIgeV3xpV1TV4eosbz5Lqqiq48NPNtEmOhSJjTVff7uRVq1aMeGBIURH+JNfWMGeA2c4euQEuVnp1NdW4e4TiId3II2NarKTz2HQ67AQifDwCaDfoMF8+PbTWFhYUFunpkZRT41ChaKuHoVCyeWULOLjEynMy0FdX4vJaMDLL4jA4BACAnzxcHdl6auLABgzbQHte41AUVXKRwuaejr6Dh2Dsk6JWASXE+Nx8w7AzdOPvIxEzp3ZgZOjHb/tOUt2ThGXktI5sn83bbsM4OzhX+k94iGGPDgbmX3T8Ti6Yw11pSl8snw+5VV1FBRVcOlyNju27yHj8gUef+VL/IKjkcqaAj1Ng4q6mgpen9U02273/p3ERAf87bAgNOVK/bjlENu37+PU4d08+86PhMV0/8/vjYriXI5s/570i6cQW1riGxiBzMGFo9t/4ELi0Tsqhyi/qJJfdhxn374jXDx3Eg/fINr1GE5s92Etmu/XUopyUzm49UsunT3I0NHjeOHZh7G1NvPcc68wYEBv6uqUjBw5CD8/H37+eQePPfYQO3bsw9/fl+joiOZg+quv1nH8+BnWrPmEJ56YT+vo9ri4ujFsYCd+2XGCTZt+JSM5kUZ1PTK5E3InV1w9fIlo34c2XQbesuVA6mrKyUqOp6o0n/a9Rl71GtdUlpCeeBLfoAiKclJZ89ELDB49nmkPj6OouIKS0grS07NJSkyguqKYqI59iek6hOO716FpUFGcl87S95fx6MPDrujN3bb7DC++8AqRHfuSduEYwWERvLf0eaLC7r33mOBKeoORn345yvFT56murCE4JAA/Xy+sra0Qi0WoVA0Ul5RTUlKO2WzCzs4OW6mEvbt3I5XJ6TXsIX764nXCottxaHfTYsomk5naOhVGkxmJjTW2Umsqq5UkJGWTlJxFamoWaSkp5GWl0nPoRA5s/erW5QxJZXI69BrBqIdf+Ndj5TWVJSydPQQraxs6du1FYJA/XTq15b7h3e6Is4qdO/eza9cBPv30vebr8osq2bXvLMXFZXh4uPLow8P/8Uv5ZqhTNnAxOZeUtFzy80soKCzBzs6Wk0ePUF5SgJuXP5UleRhNhqb1hWT2TT+2doAF2SnxWFlLkDu54ejsik6rpaqskLB2PbG1c6BeUYnJaKDLgPuvqPpsMhrZuWElx3evR9Og+r2Aoy1Dxj+FyWhk/5bPuJyw+4oPxtTMInp2Hch9E6by1KzxLFz0AUaseHzxl2gaVHzwwv3MfGz6FUmYAOt/PsyCeQuYu3Q9fsFRVx2Dr95+ivSLp7AQidA01BPethPDhg9m2uSheHs6X3X/X3adZs6Tc1EpFYTFdGfguMfwDYq6acn2er2WzZ+9xqW4g4hEYua+8BxzHx/7n5/3RtSrNOw/cgGtVke9qoGCghIKi0opKS6mtLgQRVUZEbE9ierUn8gOff6xHtX/IrPZTGrCcQ5u/YrivFTGTZhE944h3D92KH37jmHHjvWcOXMeqVSCSCRi/fotzJ49g4MHj/HMM4+yc+d+/Py8adv2z/fkqlVfIZPZMmPG5L8vXqrTU1quoKSshsspOezZe4S4k0dwcvWkTeeBtOk8AP/WMVfkM6ZeOM6qxQ/h6OKJb1A4Tq7e+AZF0Wv4lCu29ccQX9blOLJT4shMikNdX0uDqg6AmG5DMOo11NfVYDIZmxZgVdfTtn0XUi6dx8M3mJL8DJ59YT7znn7gqrbnF1Wyaesh9uw+QOrFeEKiO2JpZUPiqb189s3XTBz359BqvUrDnPnL2fPbFqI79eNy3CHi4vbj59tyeVSCu5veYOTrNbtZu2YjgcFBjBk9iAfv63VDz1FaruByRjnjR4+6NcFQRsY5lq/8jnPnk0m7nEDrNl3pOvBBojv1uyIB95/odRpO7t1ITsp50hJPEhoZw9I359G1Y+vrfo5bSafTodXqsLe/M9diWfnFL7z+e8G8wPB2OLl6YdBr0Wkb0WkaKC/Jx2Q00LnfWI7uWIOd3ImM9BPNwdv5i1ksfm0l+bmZ2NraUZyfjauXHwGtY2hU11NXU45Br6e2uozO3Xvz0fsvcCouhcceaaovFBwew5y5T/DwxIFXta2qpr45v2DStMWUVdYy8qF5rFsxn8joSNZ+9cZVuQQTHllEUmICL360rbkI5B+yU+L5cunjDB05lqRLiZixovfIh0k8uYvslPPs3bvxL+uVGI0mjp9JYdee45w4fpKi/Gw0jSpat+nC+CfexN074F8de7PZzJoP52HSKflw2UIiQv1ua25Eo0bH8y+t4refN+LtH4pUZo+1tRQnN2+c3HxwdvfB2d0bn4DwG/qf/F9TXpTDt+8/g9GgY9So4Qzo05Y20eF88MFq3n//VZKT04mO/jN53Gw2s2/fEfr164HJZEYi+fuE+Pvue5iPPnqLoCD/626T3mDkwNFEfttxmGOHD2E0Gpky573mdQJNRiNLZg/B2cWV6TMm88F7H1JWlMvwic8wfPJcTuzdSOal02RejkMkFhMd04mu3ToyoG8nOsYGs2TZWuLOxtOgVnP/A6OJjgzGykqMVGJN26hArCzF1CkbWLNxH2NG9MTP558DlhpFPZu3HWPX7sN069qRF+dOuOr9vmbjARa/9AqPL/qcFS9PZun7y5g1bfh1HxeB4NawwMkp5NYEQwpFZvPfiloV323Yy08bt5CedI4u/cZga++IjdQOqa09zu4+xHYfckWezV/RaTWc2reJnRtW0HfgMO4bPZDRw7re9rVn/q+ysgoqK6to0+bGEg5vF6PRRE5+OVm5JeTllwIgk0mwk9libyclJMibOmUDi15bgZWlFfPnzaRH54hrPp9Wq+fY6cvEX0jFxcURH283pBIbDAYjkWGt8PVuGv4Jjx7EpKkP8dqC6yuRX1RSzYzHF5N47gTPzHuRl5+fclXCdFVNPT/8uJf333qTxav3XdW9f+HELjZ/8ToePv7kZSYz5pH59B09nUa1kg/mP8DwkcNZ9tZT19WeGkU9Kz/fwjefr6bnkEm4ePohkcpo02XgVUHYtSSe2svX785m975tdGp3dY2oWykju4QpU+diK3dlwlNv3bMrsP+TpLiDrP1oPk89+ywvzpnA6dNxVFRUM3bsP39B79t3hPXrf+aHH669aO25cwlIJBKio8Ov6h2qqqmntKKGsGCff/wM+/Sb7axYvoK3vjkONAVDL07pwH0PTGTyhGHcN+J+ug16EP/QtiiqSkk6s5eZs2YwoE8HIlvf3iD8r6gbtMx+fhknDh9g4uwlbP1mKWGR0axY9iL+vm4t2jaB4JYGQxcunsDf1/2Kf0J1gxZfn6Ycn+dfegVlvQqlUk1KcjLFBbkMHDeLnkMmXpEBbjIaKc5LJSctgby0C+SlJ1JWlINIJMbWzgG/wBA2rP2IAL+W6do/eTKO06fjeeGF6/uSFVybyWRG3aBFZmvDmInzMOj1dOgQS1W1guzsHJLOnyE8tjvdBo2nbZere5rMZnNT0jXg7h2Io4sHpQUZrH5jJt169uHzlQuwlV59Ft+o0bFi9c8UFJYglUp55cVHmmempWQUsuKTDShqajmw82de/ngnfsHXl6em12lYPv9BRowaxtJXHv0PR+b6VFTV8eOWQ+zYvpfLCXEMn/QMA8fN+lfDfRUleSSe2oNSUYHRYKDrwAfxD22D2WwmJ/U8VWUFBIa3x2wykXByN8nxhzAa9KhVSiY99Rbh7W6sq/p2M5vN7P3pU47uWMNnX6yiY4w/O3bsZ9q0v57efS3/NBPq44+/xsfHi3Hjrlye5dS5NEYM/nN5g1YhkQQGhxIR3proqBDaxYTi6izn4uUczl1IZcPa9ajrlbTtMhBFVTGOzp44efiyY91HnDi9n+Ur17F/1zbs7B3x9vPn5YWz6dezzY0dlFukqLSa4SOnoaiuRGbnQG1NOf2HjmbDt2+2dNMEgt/dwmAI4PsNa5Hby7C2tqRtZGDz+jdx51N5YvpITCYzyRkFVFUp2bH7GN99tpI2XQby5KtfU1dTzrbv3+fyucPI5A60ie1I504x9Ogaw6pP17Jn2yY8fYMQicU8OfsJnn7szlgJWPDf6A1GHp/zLof27SYwvB0Ojm44uHri4u5LVMe+yOwdr+t5TCYTmoZ6Xn20D9MencWSvwlGvtuwj9cXv0afkY9QWZJL+sVTvPzqy8yYMhSRyILzF7N44smXkDm68/jiL28ouHjryUGERUbx5SevXHPK8Y2qUzZw9FQSySnZpKRkkJ6WRmlRLnqthoj2vYjtPpQ2nQdga3f9M+r+r9KCTD58cTwu7p7Etu+Ao5Mj27duwdHFA2VdNVZWVgQEhZKefAmj0UCv/oO5b9QAHOQy5s9/HZmDG7Pf+P6Oq9n1h0a1krUr5qOsLmXTj58QHOBJeXklv/yykyeemPaPj9/y20nWrNtKbnYGpYU5tAoKZ8TokTw3e/wVM8v+oFY3sH37PiZMuK/5vWMymdl7+AIrV31HYtxxZiz4GLVSQUl+OqX5GZTkZ9CgqsPTL5jSgix02kYcXTwYN34S7dtHkpGZz55de5kydQJzZo252Yfopiopq+H1t7+msKCQPn178NyT92Njc+8OywruRLcwGOozcioJJ/fg6OKOQa+nprKUVatXMmJw5+az8yMnLzP+/kn4+LdGKpMT3q4XPYZMQmbvQG1VGWs+mkdhdjILFi++ZrBjMpkpKatBJLL4ywTZWy0+PpGEhMs89phQHfVmGD/1ZTLS01FUleLhE0BOWiIBrdvSdeCDtO0yELnT1V3qJpOJDasWcOHkbsympsq/er0WG4kMTUM9by//iCdnjLzmNjOyS5g8dS56nZ4+ox7BzsGF7Ws/QNOgIrZDZ86cOMyoh+bRc9jkG/6Cb2yo55dv3ibl/FGOHd36n9+jB49d5InHn8PByQ3vgHA8/ULxDYrAwzcYO7nTTcn9yUtPZMXLk9E2qgEIjWrPicPr2fzrMfx8PejZJfKavSHnL2Yx89EXEFta8/z7m++4XKTC7GS+fucpOnfrweerXqK6qpLlyz9jxYol1xXkPvfSJ2z7+SeGT56LX3A07t7+nD++k/WrFvLYnHm8/8bVi4UWFBSxdu1mFi167i+fs2f/RxjwwGwi2vUkNeEEF45vJyCsHWEx3ZHZO/LSw10Zff9EPv5gnhBECAQ3WWW1kospxTw4evR1BUM3nJQz8aklTHxqSfPf547+xpIly3n68RzaduzOuHEjycrOJygslmff3XTV4x1dPZmzdD15GRdZ8c5TfLLyE1oFhSCTyahVKLC0tMTB0ZGzxw81r5Xyf/OUbhc3NxciI29vPsj/Gr3BSHJaAQteXkZJUSEx3YYgFal4783ZKOrUHDudxNYtu9j6zVLcvFoxZPzTtO/5Z07HyT0/EndkGy+99gYAKpUanV7PV5+swj8kkoZGDWUVtXi6/3WvUutgb+JO/MTanw6yceM2Es+dpNewSXTqex8p54+xcMVzuHj4/at9k9raM/mZd1i1aArHTiVdMbvm33ju2cUMn/ws3QZePbPnZgkIi8XByZ2KxlwAyorySc8sZsqD/a/5mEaNjhNnkvl1+2GqyosZMHYmojtkKQpoyjc8sv179m/5gpdffaU5OLb28mDcuBHXFQjVqzRs3/ozDz+/nPDYHpQWZLD5i9e5dPYgIx94iIn3D/rLx/n4eCGVSlGrG5DJbK+6Xe7gwKUz+7CRSFn9+nQiYzpRYGpk+9oPsLS0xtpGSnZ2jhAICQQ3Sf9hj5Jw5iiBYW0pLcylx+Dx1/3Ym1Z0UdOoJu7QL6RfPIHJZKLffTOaC+gZdFrCYro3VzX+g9Ggp6Ikl5L8THTaRuwdnGlsUFFemE1AWAw/ffEGJoOerPQj191GQcuqUdTz3MIV7N2+BZ22EVs7BwaNm4W9gytrV85n6H3jWffNW2h1elZ/8xurV35MQEgYHh7u7NnWtE5ap773MX3+ShpUdRzftY6sy2eRSGXY2NohkdojsrTEwyeI1AtHSblwAv/gMBYsnMPY4d2a25GcXsB7y7/jrVefak7kLCmrYfio6fQZNYNug/59afr/68DWL7l8di8H93z/r5fjuJScx7ChD/Dal4duy7IOBr2OZ+5rCvTbdOhBx84d8fP1opWfJ6183cnJK+Xk6QTi486Rk56Eu08AodFd6T9m5hWLRbYko0HPqX0/sWvjKsIiY3h36TxiowMxGo2IxWLCw7tz/Ph23NyuXfdJWd/Iis82892XXxIYFsuQCc+w96dPyEqOZ+JDDzP/2Sl/W/BVp9Oxa9dBwsJCiIi4+sTp8IkkVn++gYsX4qgsLaB7/+Hs3LISk8nMhUtZ6PRGunYIa/EkaIHgf8XRU8lMnvAIRoOed9aexcHBoeVXrdfrNMwZE3bV9SMmP8vIh67sVjabzez/+XOKcpKxc3AhNeE42sYGxJaWjBs/gffeePy623iz/PLLLnbtOsBXX31427d9NzKZzKRlFfHJ55u4cCGJ6fNXIHf6s6bPs/dHom1U4+Lhi69/IFmpSfiHtqHroPGkXThOQfZlinJSAGjfawSPLvz0us7qNQ0qnn8wGrPZzMdffM7YkT2R2dpwKTmPPj2bzujtHVyYNutxRg3rSX5hOS8vfJ03vzl2k/bbxA8fzKWsMJNvvl5Ox9jr702srFbyzvK1bN6whtEPz6fXsMk3pU3Xo7Qgg+ryIhSVpdRUllBXXYqiqhRFZRlObp74t25HSFQngiM73PB6VreKXqchNeEEF0/v4dKZgwSHRfHaq881JxQXFBQxadITHDnyCxYWFlha/nUPVl5hBctXbWDb5o0ER3Vk+KQ5qOoUfLdsLg9OmdpcWf167N17mNOn43n99fnXvI/JZOZcYhaOclvCQnyueT+BQPDfabV6evabjE9IWyY98RpPjAhu+eU4VHU16HQayguzuXhmL43qegaOm3VFUT2jQc+OdR+RHH+QJ2c/TlFxKRHhwUy+v1+LnjGZTCZMJtM1P1AFf0rPKuaxJxeRn52Bu7c/gx94ijZdBvzlfUsLMrl87hAdeo/i6Pbv+X/snXVYFevXhm/YdKcgFhKCKKgoBiZ2YmGLcezu9iiKHdhid3eLjYEBohIW3d2de39/8Mn5ccDgHLAO93V5eTHMvPPOALPXvGut57l9bnfh9+ZtukyNWvXwe+tGRloyZk3a4//uJS8fXkZKWg7tagZoVamJklqBrHtCbAT1mnVEWkYO90fXeHbnDKEB7zCua07L1i2waFiHK9fuc/74AQCUVDVJS0nEyno4NmOWlNn1i0QiXG6d4vLhdZ8VsSt2H6ITadSoPWZN2tN5wBS0quqV2Xx+N7Iy0rh0aDWuDy6ja2BC5y4dGNC3fbHAIj8/H6FQiKTk59NOT90+0K/PUBpb9cTK+g8qValJdlYGC2wbs2f/Lrp3alyquWVkZHL37kNaty6wx6mgggq+zq6D13n6zJ3c3Fz271xcYjdwaYiKSeL67ee4PHVHQUEBGRkpDu9x5I+5W9llP6Z8aoZKg4JyQVGpmqYOtc2Lt+QKhUJ22Y9GICbk8sV9xRyRfyQREdFERkZhYdHgR0/lp+b8tadMnzyD9r3HMG7pka8a3H5ylAcID/oAgFG9ZnTsN5EateoR7OOBw9yCFNbs9ec4u9uO+uYN0NJWwPeDC09vHScxPhZ1TS20tHW4eGAVZk3a08FmApYd+5ORloyP5zO8Xj/m5vVbRIUHFp67Sds+dOw34Zv1hL4VMTExWnQehEHdxmyeP5Daxrp0bd/oi8doaaqgqV0N8xbdKwKhL5Cfn8ea6T0wa9AIV9c7hXpXJZGSksqTJy/o3r3jZ1cVly7bTLchM2jbc2ThNklJadQ0q5CQmFLKueUjJyfL+/e+KCoqYGX13/N5q6CCv5OYnM5H33B8/EOIj09m3MjuRYKdM5cesXblamoY1iM+OhjJf6An+M4nlEcuHnh5+/DMxYXIkAAMTS3Qr9OEhIxskoLDMGvaHoM65t885g9d9ogM8eXty4fYr99Y5oFQYnI6DttP4+cbwLH9y4sI/WVkZn81Eg0NDef1a6+KYOgLXL/jxvTJMxi7aHehgm5pmLz8SLFtOrrGtO42FClpGfRMGlHdoC61DPVYNLvkrr64hFQ2bD3JlgWDaNFlMCrq2kjLytFz5Hxk5Qre1NNTk4gOD0BFTQsFJdVSz/Nb0a6qz+Apq5k0fjqLly6mf+82iIuLISYGMtJSRVY6k5LTSIiLRrVShWjilxATEychNoLd2xaW2N7+v0hISPDixSu6dm2PoASD1Hc+oXi4PWHwjC1FtosLBJg2aTVZjcwAACAASURBVIebu3eJiuolkZ+fT9u2fTh7dj/z5k359guqoILflNMXHrHkz+UkxkejoVUNzcrVSYqPxj8ghC1rp3Hm0iN27z5CgO97eg6fg9OZHaxZu7xU9lv3H3uyYdM+vNxfYFSvGVpV9en1xyL0jM1LFHeWkvj27NIPc61Pio8mPiqE0MD3XD28Hqe7FzA1/nZZ+y9x9PQ9po4vaIUVF0gQEOCOspIc+486sW7NBuKiwqimZ0Q36x50at+Mpo2MSlSKDQkJQ0tLE2npf7eE9zuSkJhK/QYdGDl3a7k6nz+9fRrf1/e5eWnbF/dzcX3PwSOXyMjI5PljZ/qPt6O+ZecS902ICUdVU6dMPMpK4sMbFy7uX0lEiC+IQCgSUq1mLZYum19Y5D19/jY++oUxfNamcpnD74T9hA7s3bsRSwvjr+7r6xuApqY6KirFtZiys3PpPXAmSclpDJm6pkgn4S77MQjI5c9FU4uYROfk5vHyjR9vPH1JTkkjPT2dAN8P7N6xgsyMNCpVqvDfquC/TVxCKhOnr+HVCxeGTF2LcYMWhc/W5IQYVk7ugqycAjKy8lSvVY+kuAgCP3owaNhI1ttPKDZeUkoGl2885aW7N8MGd6O+qR57Dt3g4IEjJMXH0rb3GCw79v+mFX4pCbEfX0D9JcIDP7BiUqfCr2uZNSMy2IcmLayoWk2HoKAQrKyaM2mUdTHrhi8RFZPEqg2HOX/yKBlpyVy6fomWTU14+NSb565eXLt6AzGBDBOW7sfvrRuvHl/H1/sFibGR6NYyQSQUkZmRhrZONfQNavDB8xVr1y5GVlqCy5dvFtETSUtLR1pa6ov1Cb8zqx1OcP+hG6Pm7yjX82RmpPLnyBbcvH3um4Plzj0nU7dZDxq17lFku1Ao5ML+Fdy/dIA+oxbSvs/Y8phyMUQiEa9dbnDx4BpkZeUQExMjNiqMhdtuoKFd4ez9NXYtH81w216MHNzxq/s6OOzC2NiQrl1LrlnLzs5lwbI9HNvvyLxNV6hSsyDASoyLxPX+Re5d2k+7Tt1ISEwiPDSYsEAfpGXlMajTCAUlNaSkZfF8cZeMtBSuXj9F/bo1y/RaK6jgZyMyOpH0jCyq6WgUk4G4dsuVaVPmUNfCit5/LERGrriXZ8B7d+JjwvF8douAD68ZNW4sPbu14PT5u2hqqBEdE8+l8xdo0MiC8LBw3nu8pKZxfXR0jXFzvoSSijriAkm6Dp6OqUVbxEtY9f0cpQmGfkiarEpNYxbtcOKl8xUy01No2W0o6pWq8ODyQaKTctExbMLSeXOob2qIoZ4O6RlZ1KyuVSQw+rtc/ukLj5g+eRrmLbowYel+diwZwZ4DZxg39hliYmIY1G2MSeNOGNZtjEBCEqN6lhjVswQgLSWRUP+3SEhIIi0rR0x4ECF+nmTkSmJtPYzqerXo37dA/8bXNwBDQz1GjJjK/PlTUFFRRlpammrV/lvpjrDwKCpXL19TXZFIxOPrxwra6ksRdDZsVJ+3b18UC4auHFlPqO8brt+6ypDBY1BQVqdpu75lPe1iiImJYd6iG2ZNOhDi54WklDRKqpX+ky7y/4TK1Wvh/upticGQ071XrF6zjXbtWtG7W1OmT/+yTYmkpATC/HyqG5gWqdVS1ahMp/4Tqdu4HZcPreWjx1NysjOBglSd54t7qKhrkZudRVZWJsPHjKeW/n/rb76C34PklAycXTyJio4nOiaO6Oh4YmPjyczIQEFRAUVFBZSUCv53dX3F6xePkZKWJTU5gRZtu3L5zMZCUWTH3UcRCvNp12dsiYGQUCgk8MNrbp7eTt+BQzl/bBUK8jL0HjibuPgkFJXVEEhI0mfUYj68eULDNv2wnbWtsIPV2nY2Lx9dpV6zjt/sUvBP+WFpsq8xd3BDDIzr8sHLncz0VGTkFGjbxZq42DhcH93GyLQRzx+dLNz/jXcgHdtb033wDDrYjOP68c3IKSijZ9KQGoZm/zglkp+fh+uDS9w8uRU1dU3yspK4fuMkGmqKCAQC9u07jqamGtbWnUlKSkZVtXx/YD8Lf648gOPmDSgoqdKodY8y7c76hJvzZQ5tnMmVGxe+aDL7d157BdC9az+kZeTpNXIeGpVr4HLzBP5v3bh/7zQ62mq4e/hh03cEPWxnYdlxQJnPvYK/8Hxxl4B37ggkJMjJyqBhqx7oGtX/5uODPr5h/9rJHDu+mybmBcX3vgGRzFm4EU93Vzr2G8/1E1tp38GKg3tXf3acxSsPcOLQQSSlZZm59sxng9Gzu5cR/PElU6aOp0fnpqipKpKRmY1/YBSRUZEkxMYwcECFTVAFvxZCoYgDx51YtXw1apqVUdGojKKKBooqGiipaiItI0dWZjqZ6SlkZaSRlZGKVjUDGrfpiay8El4v7rF3zUTk5BVJT0lGWk4e9Uo6qGlWoYPNePRqNyxyvsS4SI44zESUl8Pe3WswNalBYnI6Q0cuICI8gikrjv5ja6Fv5adPk30Lvl4vSE6IwbhBC3w8n5EYG0FCTBgqGpW5sH8V9x/dooGpHhFRCRw4doOjhw4jr6hKbfNWVNevS71mX19SLw35+Xm8uHeBl86XCPj4BglJKQQCARISUsgrKjFksA1vPVw5cqR800Y/E7l5+QQERdGxow1TV56gim5xXal/Q1ZmOteObcT1wWW2bHegd7dmXz/o/8nPF/Lo2VvGjZ2OuLiAXjY2TB7bt0g30hvvQPr0Hk4P21llJsJYQVFeu9zktOOf9B04hOdPn/PR253R83egV9u8RAuWkhCJRNw4uYUnTieRk1ckMz2NzPRU2lgPp1P/SQC8c3fm6tENeLhfL7H+TygUoV+rJWMWOlLT2LzElyORSERCTDg52Zkc2jCdED9vnj93wshIn/z8fMTFxTlw4AS2tv2QkiperFlBBT8rr70CmDZzOfFxcQycYI+haZNSj5Gfn0dMeCCy8krIKSgjJS1TbJ9gXy8+ergQFxnMm2e3GTB0GCuXjCn8mxwyeinenl5MWX6ksNu8PPktgqGSiI8O48K+FeRmp3Du5Bb6DpyG33tPKtcwJDzwA/UaWRIZHkJYoA8z1539Rx1O30Jebg5ZGWnk5+eRl5tD0Mc3XDiwEud7Z9CqVNCt9F96WC5ZdZA7d5xp3X0EcVEhKKtroW/SCDXNskkjfPR4yv61U7jpdJo6RqWrscnPFyImJvZZzapXnv706W3LoEmryjyA/q8jzM9nwbAmHDjkSMtmddDVbYxQJEROXpHEuCjWn3xdqgeiMD+fED8vFJTVkJFTJCzgLR7PbuN89TAtuwwmJiKQ7t07sriEzsOPfuF07GjDmmMvSwyEfL1ecHzrfBLiImjRaSD1mnXi0IbpnDi6GV3dagwZMoH79y8wfvwcVqyYj4bG51v8K6jgZyE5JYOFy3Zx+dwpugyYTJsew8vNVzArM50107pTx7QejRrVp20bi8KV3E/sOnid/fsOE+T7lhUHXcq9VKA0wdDPaT/9N6JC/Ti5fRGrpnRBWlJEterVsWzRExXNaqw9/pLug6cjLS1LoN9HQJxxi/dgUMei3OYjISmFgrIaymqVUNeqSsNW3Wlg2Zk27QYwauxCDhw4UW7n/hlZNGso6uqquD84TX5aGG+fXWPN1O4sGmHJ+X32RIX5/6vxjepZ0qhVDw4du1bqYwUC8S+Kd5qb6bNyzQqObJqFUCj8N9Os4G8E+bxBUkoKqxZmSElK8OGDCxFhr5mzYB46NWqV+s1QXCBA16g+CkpqrJvRk1untqAoI0RTuxoiCnwTd2/fxvOXPsWOPXD0Gsb1m5cYCGVlprNvzSQWLJ7D27cuxEX4snfVBKz79KNRo3pUrqzFsWM7AdDQUCMkJPwf3Y8KKvieHD19j4aNu+IXEM7iHbdo13t0uQVC6alJrJ7aDdN65pw4uJIFMwcXC4QAxo/shpvLGQQSkkjJfJvK+/fip5VXDgt4R+DHN8RGBPH87jmsbQbQdMYsdmzZTKsuQxi3eC9V9UwQExPDpGFrpq85RW5ONtUN6pZby/SXsBm7lLqN23Fowwxs+vfl1StPLl68gb39/O8+l++NtLQk185tLrJNKBTh7uHHoWNXcZjTjybt+lCnURt0jRqUWvQwOysDv7cvaNlkeFlOu5B3H/wRSEjhcusUTax6/3R/pL8qOrrGKCipsXLDUeZOG4SSoiynLzxi8dw5dBs87R+PG+LnhZKyCs8eHicjM5sa1U/z5OYJquvXpbq+KWPGzcHL/TI+/hGMHD0PgUBAgM9b5m2+UuJ4KQkx5OflYqKvjjh5xIb5EhbihqPjQVau3Iyd3RwkJSVJSUnFzMyEly89yM7OoW5dY3JyclBXL//l/goq+FZ8/COYMmMFwQH+DJ22DuP65S8G6v7oGga1jDl77PM1ewAnzjuzb+9xREIhMrLFC65/JD9VmiwvNwcfz2c8uXmc109vFfmevKIK2tX06TJwKnUatSm3Ofxbbp115P3Lu0ybNoaaVZRp2rTh1w/6zfEPimLdpqN4vH5NSMAH6jfrSE3jhkhKyyAlLYuCsho6NYyKCSIKhULeuj3g9K4lNGvRmsN7lpaLRYtQKOLSjWfsdDxMkL8PfUYtwqCOBYoqGj8ksP7Vyc7KIDYiCFl5RR5cOcS9i/toaNmWu9d3c/nmc85fvM2zRw/oNnTmP+rmC/zwmmObZ+P56jo2Q+cRE5NAWMB7hKJ81DW1CAv0xbr/UF65uWLcoA216jVDQUmV6gamJY6XlpzAfNsmXL9+nMYW9cjJySmiLRYdHcuoUdPZtWsDjo4H6dGjEzo6WkRHx+LoeIgDB7aUOO7vSHR0LE5O9xk+fAApKakoKVVYkPwsZGfnsnzdYQ7v20PbniPpYDMeScnvo5G3ef4AJkwYzvAviJZmZGZT16wD3YZMp7qBaRFbrvLip2+t/zvpqUlc3L8Kl9unC7dJSstg0aoH9S27UM2gLohEqGho/8BZfhtWPUYgISmF3dI1iPKyOHl8Gw0b1vvR0/qh6Otqs3tLgZFlRFQCuw9ewcfHk6ysLDIzMgny/4i+iQW2MzYABWnRO+d24f3SGSUVNVavXU6/nsXtXMoKcXEx+nS3pE93S85efozDpl2c2LYAkUhEw5bd6DliPvKK5dv18DsgEol4+fAK5/YuR1JSmuzsTIzMLFGrVIV3b9xYuuogPbu34sieJTx/OZB+NrbIK6hgbN6iVA/t6oamSMspsufwdbxfPaeKnhn9Jy7j/B57osJCaNt7FMiq0brHHzRp2wdxgYD01GTcH1/nw+vH5GRnUFWvDo2tenNs8xx8vV3R0NLh+PHzmJkaIytbtDDU0fEQly8fQSAQsHLlwr/mUb0qdeoYM2TIBA4f3vbb+Rj6+wfh6xtA585tmTt3OT16dERPrwZ5eXkATJ48H3v7+dSoUe0rI1VQ3gSGRGPdaxRRoYFYD59Nu95jEBf/flUwQqEQebniBdWfSExK48ylhyTGRaKkqvldAqHS8lOsDL179Yhti21RVFanXtP21KrfgvqWnb5bVFsWJCdEc+3YJmTkFZGTU8Sy0wCWjG7Djt07sLGu8Cz6EpNmbiQ5R5buQ6YDBcWsO+xGMmbSVOwX/fFD5iQUiggMiWbarNXIKFXGZmzZSwf8ToT6v+W04xLycjKZPn0MyXHhKCirMW/2EkYt2EFyfCRRoX68enyDPft30rmdOYdP3WXTxu1o6tQslXinSCTi5qlt5KaG06V9UzZvPUCgjyd1LawI8fMmOyuDOg1b0arbMEL93+L14g4hfm+pXc+CVq2bo6aqxIF9h4gMDURSUpJz5/ajrCTPwoUr6Nq1A8nJKXTs2JqUlDSaNWvE/v3HGT58QIlK9EKhECenB3Tt2g6hUPhdP4DKgoSERNTUVLlx4y5iYmJ06dIOa2tbdu5cR1JSMq9fe2Fr24/g4FDU1dVQUPgrxR0YWPBZMGrUDO7fv4C7uwemprWRlJRETEyMY8fOEhgYypgxQ9HWrtDUKk8iohLYsPUEcXEJuLs+x8S8Nc27DObe+d1EhweiqKJBj2Gz0a6qT6j/W1ZN6cr4P/eWWdPI1aMbUZHNZcfGmcW+9+jZWwbY2KJnXJ/a5q1p1qH/d3u5/G27yX5mfL1e4DCvP5ZWnfHz+ciyvc54ud7jzG47WrZpx4GdC78+yH+U3Yeuc/zEZSYuO1S4zdvtAU4nN/Hy2bkfNzEKUnxWVr2RlJJm6NS1JRoOVwA7lo6gapVKHNm7DEkJASKRiO49R/PRJ5AVB59w48QW0lMTCfLxoJFFo8KVwpTUTOo16MC4xXtK1B4SiUREBPvg+fw2sRGB+L19SWxkwTPIduwUtq6dCsCaTadIz8igXZvGmBhVY//RG+zYtJG69S0YMWIg3To2QVGh+Jvrp+dfXl4eSUkpaGqq8+zZS+TlZVm+fCNHj+4stlJUEo6OB3n61I2jR3f+43v4vfHx8Wfs2Fk4OZ3m/XsfxMTEqF+/LkFBIVSpUvmb1PWFQiGJiUmoq6vRo8dQDhzYQvfug7l9+yy5ubm4uLjy4IELmzev+A5X9Ovg4vKC/HwhrVo1Y/fuw9jY9Ciz2rPAkGgmTVvBO89XNG1pxdBB1ri6v+Xgnl30H7+M8MAP3DqzA62qetjteVAm5/zwxoUbxzfg+uR0ke35+ULGTFlNNkr0sJ1VJucqDb9cmux3QN+kEc079sfl9hmqG9RFKBRi2rgdNQzNWDrGiqcj+9C0oVG51Lz86vTr2YqVy1YQ7OtFDcOCuo7aDVpweONMPvqFY2RQ5YfNTV9Xm0A/F/Yfc8Jx5/qKYOgztOkxgosHVhaaLoqJidG0ZRvik3NISYzF6cwOJkybRfXKigwb3K3wOCVFWWbOncPm1RMxbdwWk4ZtMGvyV93B+b32vHa5Scu2HehgZUFssCcXHl8nLjmniIfY/BkDi8xnwYxBdLEyJScnl8aNP2+2/KkmTFJSEk3Ngnb5evXq8OGDL6dO7fnm1JeZWR2cnZ9+074/C/r6utSvXxcxMWjQ4K96Kl3db5evEBcXL/wQv3r1GADXrp1AWblAQbhnzy5YW3cmMDAYD4939OrVpQyv4NciPT2DwYPHc/LkboRCUaGjQn6+EAkJSZydXbhy5RYODsv/1XlqVtfixsWiXo7dOzWmvVVjhgz6AzFxAVedLjPAxpak+GhU1P+9Sbpe7YaEBHwkLiEVDTVFEhJT6Wo9lgBfb5RVNZn0Py+6Pyu/1pruT4y4QMDQ6etp0XkQIX7e7Fg6AgAlVU062Yxj2NDx1LewRij89pW4/wpqqorMWTCfo5tmk5IYCxQY7CqrafL2w49fiRQIxNHR1iA9NfFHT+WnRCQS4fbgIrXrmCEUinj+0ofJc7awd+dOBk5eRVjAO4RCIZlZWWxaPYUGpnpFjp802ppNW9aSnxnPw6uHCreH+nvj9vAyz55e4dCuxfwxpCNurjeoW7dWkUDocxgY1MTb+32pryczM5Pt2w8UrhqFh0d+VXbB2/sDJia1EIlE7Np1iOPHf+yK5td4/tydkJAwWrRoQl5efpmO/Smo/ISYmBh5efmkpqaV6XlKS2pqGqXJhJQ18vJy2NnNQU5OlpYtm9K8eYHw4cSJI1FWVqR588ZMmzYGoVBIfn7Z/kwAWjWrg6qGDkoqmrRoYkK1mkbERASWydhS0jIY1mnE5RsuAFy45oK4hDTrjrtjf+AJ2tUMyuQ85UlFMFTGDJm6hnGLd9Oqm23hts4DpzBj7WniYyLIK4df8t+BSaOtadu+PSsmduKJ00mcTm9HQkJAzy5Nf9icYuNTOHflCZ16TuGPYaPIzc0hPjr0h83nZyUuKhS3h1dxfeqMkUlbhgwZS3RCNjPWnEK7qj77104hPy+XWzdusGrj8WLHi4uL0djciKcPbtHYqg/5ebn4ertyeONMevbpTSWNgvqCzp0HlErjRygUEh0dW+rryc3NQ0+vBkePngWgb9+RpKdn8Py5O1u27AFg9eotJCen4ub2GhcXV2rWrEZ0dByZmVl07tyWTp2sSEpKLvW5S8Pz5+7Y2zsAMH36Yh4/fo5QKPym896585CwsEhq1qxORkZmuc4TwNBQD1vbfty+7YyX1ztcXV+TnJxa7ueFgkLw/Px8FixYwbVrt8nKymbLlj3fPTASCoXMnm2Hl1fJAbqkpCQ1alRjyZK1nD1bsgzEv2H/USeSE2LIykghIzMbgLyc7DIbv45FOy5ecmLrnkssX7KMFl2HlOhX9rNSUTP0nfB768aZXUupY2rK+DEDaWZhVKJtwH8dF9f3zJ67AkVFJeyXzSxRuKu8uX7HjUULVxAVHoyGdnViI4KRkZMnJTGWDac9KzrLSiA/L5fkhBiys9LRrmZYRJLgw5snbFk4BIB6Fi3YttkOJSU53nj54xcQhkgoJCo6lqP7dlOpSk2iwwLQqlKD3jZ9eP/ahdOn97Jv33E6dmz9TSmcvLw8JCQkOH/+GkFBoWhra9K1a/tv9g2MiYlj0aJV2NvPL1L4GxkZTVhYBBYWDTh69CzW1p3x9HxLVFQM/foV9SrbufMgGRmZzJgxDkEpXLa/hYsXb2BmZoKamgqhoeGYmdUhPDwSFRVlIiOjmTBhDnfunOPDB1+qVtUhMTGZGTP+5Ny5/dy8eQ9lZSX09XVxcrpPRkYG2tpa9O7dtUzn+DmuX7+DlpYmd+8+wsqqBVpaGjg53Wf8+BGcOnWRhg3rYWio9/WBgJycHKSkpIiLi0ddXe2zMhijRk1nypTR1KtXh/z8fDIzs9i//zjTpo0lJSUNZeXylwdwc3uNqakJUlKSXy2yT05OQUFBvsx/bwxrt2X4rE3cOedIW6tm5Obm4f7Gh+GzNpXJ+JkZqSz5oxWqmtoMnbbus1IW35OKAuqfkGXj2hIV6o+4uDjiggLn7PpNrTi8d0URv6wKyh6hUMSG7Wdwd/ckPS2d/P9fhtbW1kJbW5PK2pUQExcjKiqWD+998XB/Tr9xdtSsbc7qKd0Y9scodjisZdjMjTRrb/OjL+eXws35MgfWFRQ5t+ncC4+XL8jJyQKRCJ3qhmjq6CKQkEAkEpGWkkRlLVU2r5uFQCyfxYvXsG3bKgQCAatWbebpUzeuX/+6uruNzR8sXDgdY2NDwsMjuXLlFsOH92fx4jVs2mRPUFAomppqn7XUOHXqEgYGujRq9O1msp9j/frtSEtLM2XKaAYNGsfWratQVlYssTPta2RlZXP9+h2EQiEmJkbUqVOyF+CnrrbVq7dgbm5GmzaWhISEY2iox8OHT1FUVKByZS2uXbvDmDHFrUu+JzExcTx8+JR+/aw5e/YKDRvWQ0JCAm1tzRItjbKyspGWluLmzXtcunSTPXs20rXrIBwcliMQCHB2fsqYMUNJTExCWVmJ1NR0/P0DMTc3KzaWs7MLR46c4cCBLTg53adZMwuioqLZunUvO3asxcXFlSpVtL8agGdmZiEmJoZIJCIsLAJDQ71inYXz59szZEhfTE1Nvum+eHt/4OLFG/z5Z/HurH+KlrYZa0+48+TmcciMZOXSCTSy6MSs9efQrqpfJudIiotCUUW93JSuS0tpgiGBnZ3dNw+8bNkyu+5DZvybuf1n0a6mj/+7l2SkJdO6Yw/adurCnavn2bvvKAHhGZjXN0ZRoUL5uKx5+zGEidNX43zfmdoWndCuURsf71d4ujrj886TsLAo/IMjCYtMJDNPCnUdQwZPXk0NQ1NObJtPk6aNOXZwD8L8PDye3Ua9UlV8vV4gI6eAonJFEPs1wgLe8eHNU3oOn4tmlVpYdhrAwIn2pCXFoaqpg76JBWEB7/B4fhd1dXUc1s2jehUNpKQkUVCQQ1+/JhMnzqNBAzMeP37GyJGDviiEmZGRiYqKMi1bNkVKSgp1dVUsLS2Qk5MjIyOT2rUNWb9+B6Gh4aSmpiMlJYWCgjyenu8KV4GiomLQ1q6EmprqZ8/zrTRr1uj/VwSkqFGjKrVq6bN27Tbevv2AhcXnC7v/fk0LFqykVi19nJ1dmDBhBJUqaXx2/0/3p2XLphgY1ERCQgJ19YJr0dWtRuXKWigqKtCwYfEA4XsjLy9XGNTVqWOEqqoKBw6cJCQkDG1tLQYOHEurVs2Ii0tAVVWFXr2GY2ZmQuPGDejevSPi4uIMHtwXdXVVMjIyyMzMpFYtfWxtJ6GnV4PY2Hhu3bpPq1bFTZ51davTpUs7BAIBR4+epU4dYypV0sDAoCZaWprcu/cIGRkZdHS0SElJRUbmr67ClJTU/0+P1mDWrCWIiYmhqKjAkiVr6datPbVqNWXMGFuuXbvN8+fuzJkzCS2tbzMmBpCWlkJeXhYJCQnOnLlcYjBXGvyDojhy5AxdBk7ho8dT5CSFtG1jQUauFLevnMaiTc9/Nf4nZOQUEBcv2xWtf4NAXIwrRzdhZ2e37Gv7VqwMfWdC/b25eGA1kSG+dO7Rkzs3b5CZnopIJKJegwasWTGDWrX0mTPHju3b1/Dw4VOCg8MYNqw/69Zto2fPLmhpaWJv78DGjctwcrpPSkoq/fv3xN7eAVtbG6Slpdmx4wArVizg8uWbiImJYW3dmUWLVjFlymiysrI4evQcf/45k9OnL6OiokSnTlbMmrWUP/+cSWRkDNev32b27EkcPnwaXd1qtG5tycSJc3FwsOfBgye8f++LjU0PqlTRLvPl3LLgvW8YI/+Yw0fvlwBoaFcjMz2VzPRUDOs2poqeCU9vnSYrs6Coc9ziPdS37AQUGILeOruTF3fP4fbiKhIS4iSnZDBl1hr8fX3RMzDkgdNlJtkdwKRh6x92jb8SCTHhBPl4EBsZjLJaJV4+vEJcZDA61XTp2q0Dg23aoaNdcmtxeHgk6upqjBgxhUWLZpCcnMK7dx8ZO3ZYsX2DgkLYseMg69YtISYmDi0tTR49eoacnCxGRgY8f+5O+/atGD16Br17d0VCy8jEbQAAIABJREFUQgJjY0PmzVvO3r0ODBo0jsmTR9GlS7tyuxcikYjs7ByGDp2Ind0c6tY1/uL+ubm5XLt257ulsn40eXl5CAQCcnNz8fEJwMbmD9q2bcHOnevIyMhETu7bXhpFIlGZKMifOnUJDw9vVq9ezJAhE5g1awI6Otps2LCTDRvsyM3NLZQhyM7ORlpaulCdOygoBDExsX8sTBkWFsmjR08ZPLgvhw6dokOH1lSpUrnU42zccY5bd57yx7ztOC77gx7d2rJ5/XrycnPIzspg9vpz6Jejn+ePoqK1/iemmn5dpq48zsuHV7l7YTdJ8dHk5+VS3cAUt+dPSUmfjISEgHbtWgFQtapOodBZ48bmqKqqICUlhZVVcwBq1qxOVlZBEVzTpg1RVlZCIBDQvHljAPT1axY+EFq0aIKcnCxSUpI0a9YIAGNjA2RkCpbs27SxRFpaGnV11cIUQd26xoW1Fh07WiEQiGNmZoKOjjbDh0/m0qXDeHu/x8npAfb28zl58gIWFg2oUaMq4eGR6OpWJyoqBg0Nte+m0PvilS+d2xV8cEjLytOuizUjhvWhjlF1AoKj6NdnCDVrm7Pp/FvSkhOIjwmniu5fKYerxxxwOr2d527Ohdo0sjJSnD26BoComCRMbl5k7+pJbDj1+qdZEv6ZcZjXH51qNTAyNibQ6z3pyXF06NKVbeunf/XYTw//kyd3IxKJCAoK/Wxnkq5udWrXNmTz5j1cueLEsWM7yczMQiAQsG/fMT5+9KdDh9bs37+Ze/ceU7myFl5e71BRUSYiIors7Gzk5Qs+bD/VHiUnp3DnzkMqV9bi3TsfGjSo+69SaGJiYsjISLN160p0dL6uqr91676fYhXne/HpObFu3Xa0tCrx/r0LOTk5uLi8KOzA+hbKykpn4MBeDBzYC4CdO9chLl6wCrRhgx1AET2mM2eukJCQyLRpYwu/96VVvK9RtWplBg/ui0gkKlZrlJycUpiemzBhLidO7CpxjIzMbM6ePk+TDoMASIqP4qW7B4amTRg0eRXBHz3QKqM02a9MxcrQD2ZSdz0qVakJCIkKDWDukuUsmDHoR0+rVCQnpxIdHUOtWvocP36ONm2ak58vZNq0hVy8eJjFi1djbm5Gr15dCAuLpHr18tMNuuL0guGDCuogJs6cx+ypg1BV/ks1t8/guYhJq2Ez5s/PPiz//KMFcVGhjJ8+BylJSbKys8nOzsGikSmN6tdi6QpHBvbvzpo1W2nedRgWra1LHKeCv9izYixhge8xb9yMQQO6/+MuwcDAYM6fv87w4QOIioohISERPT1dnjx5zqBBfbhw4TppaelYWlpgYFCz8DiRSMTTp24kJiZz6dIN9u3bxPr12xk9eiiqqipkZ2eTmJjM9eu3uX79LhcuHGLp0nW0aWNJ7dq1cHQ8RFBQCCNGDMTAQI+YmFiysrJK9eH8v8yZs4xmzRrRp0+3r+7r4uJK7dqGvH7tzcePfkycOPIfnfNXYvPm3dja9kNNTRUxMTE+fvRj//4TrFu3hGPHztKhQ5tSpZ2+F6mpaXh5vWfTpt2cPbuPxYtXY2FRn549u5TJSpWPjz9btuxhx461zJmzDCur5jRt2hBv7w+0bNm02PgpqZlY20xGIKXAyDlbkJCUYsfS4Xi7OdN/vB1W1r/371JFAfUvxOMbxwl694TtmxZiXq8FY6bMYt3y8T96WmWOSCTC3z+IuXOXceHCoXI5x5A/lnDj4kkALJo0ZtPGJWhpaaCqqlKYylu39TQ3nR7TpF0f6lq0RULyryJNL9d7aFXVJy4qBB/P5wjz8xDm5yEhJUNE0Ae8XO8V7jtp5jw8vd6hpVufdr1Hl8v1/E4IhUIig3346PmMexf30qZDJ/ZsmVcoPPc1srKyiYiIwtv7PQ8euLBo0XQCAkKwtZ3IrVtn2Lp1Lw4Oy7GzW4+1daciNRb5+fncvfuIa9dus3btEt69+1hsZSczMwsrq17cuXMOBQV5xMTESE5OJTExsUgBbUpKKl5e73F1fY2NTQ+qVdMBIDE5HWVFuRJFVbOzcwkKjcFx73lu3bhGVFggVWoY4P7iUqkKqYODQ8nKysbIqECzJTgslr2HrpCSkoZl0/rk5eXRrrU5lbX+fa3T9yQnJ4fnz90xNzdj2LBJnD9/kE2bdjNp0sgS78/Bgydp27bFT+uJJhQK8fHxx9jYkJycHHx8AvDzC8Td3QN7+/n/auy0tHQCA0MwNa1dGFxNmbKATp2s6N69qLVGTm4eVh1HoqhWGdsZGxAIClbcNs7pS/PmzThz/BAT7Q5i8Bumxz5REQz9QiQnRGM/oSNhIW689grApFY1pKV/37SLSCQiPj6Btm378ujRZcTExArVav8NQqGIBhbWyMnLM3J4b4YM7IG4uDjdug3myJEdVK1akGoJi4ynQf3WhfoaRvWakZmeSrfB03FcPpq2vUbRrwQfMl+vF5x2XILN2CV89HDhweWDyMorsWT3XWTlKpy7S0NGWjI77UZiXNuII3vsvkmV3cnpPs+evcTObk5haiAvL4/g4DAcHHaRkZHJ9u2rcXQ8yLRpY7l48SaZmZmkp2eQnp6Ojk5lNDXV0dHRom7d2oVjQEG7d9eu7UlNTf9qm/XLl2+4e/cRkyeP4tixs0REp3Do0ElSk+Lo3LM//Wy60bSRMTraajx1+8C8BWt49+YFcvJKKKtVIjzoA5LSMqxav47RtqVXY3706BlLl28jJS2HqPBA6jfrhKKKJiG+HiQnxtLKygrHTbNLPe6PJDAwmO3bD7B69SI8Pd99NQWZm5uLt/eHIqrZPxurV2+hdWtLatc2ZMSIqZw6tYfU1LR/lTIrLeu3nuHMmUvMWHMa8f+p61w73ZrEuEiSE2LQN2nI7A0XvtucvjcVwdAvhEgkYkZfE7y8H6Op/u+Dgl8FX98AEhKS2LBhJ2fP7iuzcV+/9kIoFNKwYb3CbX9fnl6wbC/7d24lNycLAHlFVRADq45duXbuOKMX7KRhyy+nL/Lz8xAXF5RZXcJ/jcyMVNbN6IndsoUM6N3qm47x9Q1gzJiZLF48k0qV1JkzZzlXrhzB2fkp7du3QiAQkJqWxe5DV3nk/IQ2rRvzh2138vLy8PMLQlFRgQULVnD8uCNbt+4lLCwCR8f1TJmygGXL5n5z95ib22tmz7Zj/KRxLFy4il4j56Nd1YAnTid44lSwMunq/oiV6/YTHBpFz+FzkVdSJTE2Aod5A9h/eC/dOpTubVwoFLF190UePXqG+wsXRs/fQY1a9ZCSLqhpy8pM5+XDK0T6uXL++NoSjhcSF5fwXT+Mv4W8vDzy8/NLtUIWEBDM6tVb2LvXoRxn9s+4ePEG3bq1x9c3EE1N9XK/31OnLmT06CGYmRV1gV+z6RSO27YwadmhYno/x7bMIzcnG+3qBsgrKBcRCP7dqCig/oUQExNDVr7Ay+W/FAwZGuqRlpbOnj0bcHFxRUtLs0iNx5cICAjm3buPdO/ekRs37qGvX4OIiCgOHz7NoUNFPXmSkpJp22EwOXmQl5tLbm4OImE+x88cJSIilucv3uDj40N0RDgP7zjR+48FmDb+eifRpyXnCv4ZsnKKKKloICNTXEvmc1SqpMHSpbOpVq0KBgY1uXWrwBSyUyerwn3GTlmJn68/fm/deHzvBhcvOSEnkcuVK4c5deoSPXp0QlFRgYiIaDp0aINQKGTr1lV07TqYdev+/KoOjEgkonr1akjJyDNr1hK6DpxMk7Z9AIgK8+OJ00nkFJTRUFOkY4cWTBo9hjdPbxUev3Hb9n8UCE2atZEnjx7RsstQ5g6YjbpWQYooMsSHrYtsSUtOQCjMZ9rcBYXH5eXlsW3bfoYN64efXxDbtu3j2LGdzJ27HFvbfpia1i7VPMqK7Oxsduw4yMyZ4zly5AyBgSGlSh/p6dVg714H5s5dzogRA6latTLnzl1lxIiBXxU0LEu2bNmDrW0/4uIS8PMLpGvX9ri7e2BpafFZDaiywsZmFKtWLWTMGFuMjP4qfs7PFzJh+noePbjPrPXnqaSjW+Q4YX4+3m73UdeqSr+xS1BQLhtz2N+Biif6DyY3J4u05ERq1vj3Znm/Gp+65IKCQhAXF/9qMHT37iNMTGqRnZ1DcnIKAGlpaeTk5GBl1aLIsrlQKOK5+0f27D9HoJ8PTdr2wePZbXRq6DNocH+uXHPm2sVzSMnIUbtBCyzaDca4fvNfSj7+VycpIYZqVb69CFZcXJzbt51ZtWoR7h5+3HN+SR/r1hjU/KvVOCYqmsZWvbEeNodbZ3eQnpZChiiPkSOn4eCwvDA1ZmJSi3XrttOsWSMqV9bizJm9iEQiunYdhL39/CIri5/41F3mGxTDS1c32vQYRttef9WLWbTphapGZTbNH0j/obN55+GGRWtrqurVQVpWjpuntvHngoU43XTCcdsy1NW+7eXn+ZsQTh3azfqTr4t8eB3aMB33x9cxa9icO9d3ExGdgOb/jJmXl4+Ojja5uXk0aWJOkyY7ARgwoCf6+rq8fPkGV9fX370gW0pKiry8XHJzcxk+fMA/luYYNKg3VatWJjs7h/T0DMTFxXn8+Dl6ejX+Uft5aShooZdCRkaG3Nw8UlIKrEVWrFjwlSP/Hfv3H0dCQoItW1agqaleRJgyJTWT/kPnkJCYxByHi8grFldc93/vjrKqOk2aNmb97D5YD5uDWdP2fHzjgmZlXbSqfpv69+9IRTD0g4mPDkOtks5/2ppjyJDiqs55eXmkp2egrKzE7dvOtGjRhICAYNTVVWnQwJTatQtsOvr3/0ssTEVFmTfegWzZcYKnj5zJz8vFwqoXq4+6EvDendhwPwYO6s9Wh02YN+/MlBXH0KlR67td53+ByBAfPF/cQ61SFVTUC9rGJaWk0apSEykZOXKyMxEIJEmMjSA5IQbdapW+MuJfKCjIo6ahxZTZm7h8/jTG9ZuzZcMGdA1qc+fGPuRkpenfvyer7FfQZeBUJtodIjLElxUTOzJ67CbExQUkJSVRubIWkyb9QYsWTQrFCBUVFcjPzycoKJTr1++SnZ1Do0b1OHjwJOPGDWft2m1IS0sxdeoY7Jevp3mn/gyYYF9kfuLi4hiaNmXC0v3ERYUyYMpGFJT+Sr1ZWPXi9tldPL19GiOjpsydP5tRI3oVur5/jtp66hiYNOD2OUf6jFpUuF1VozJ5uTlMnDgccXExqlYuKgIqKSlB27Ytihmnfgr0KlXSwNzcjLy8PEJDw6lZswbOzi5UraqDgUHNMtPp+TupqWm8fu2NSCT6Vxpl//vyM2VKQVD64oX7d0kFTp26iP79eyInJ0udOp9XAy9rOnRog5ycTDH19IioBHr0HkulKvpMWbENScmS045BH1/ToFFjdjrM4tiZ+ux0PMi+1RORlJahVdch2IwpXi/5X6GiZugHc/fCHhIj3peY5/+v8OTJC06evMCOHX/dg5MnL3D//hP27nVg+vTFLF4847P2CZ/wDYikU6f+NG3fj/qWnaimX7fwYR4TEcTZXUsQCkVYD59LDcOft/jyVyQtJZFzu+149+oxbTp2JS4ujvjYApPU7KxMosICycnJQkpKhvz8PIRCIdPmzGfGxL6F3Vv/yyqHE9y7+xDf955ISklTuWoNKmlp4eriTOM2PWndfTjySqrERQZzZtcS5s+fSv9eBbVHLq7vmThxHpadh9C6my2h/m/Zu2oCuTlZmJrW5fzZHUgIxGnVypp+/azR1a2GtXVnoEDkLiEhAR0dbeTk5HBwcGTx4plkZ2cjJSXFsdN3mDNjLtNXn0DX6J9rDZ3ba4/z1cMYmZiyfsMyDu7Zw8KF09DR0SY/X1hMWNDzbRDduw9i3Qn3ItuvHXMgwv8NC+ZPok0LMyQl/gou4uMT6N59CM+e3fziXJydXbhy5RYODss5ceI8RkYGqKgoM3v2Ui5cOPTNAVFaWjqjRk3n+HFHEhKSyMvLQ0dHm0ePnmFuboaEhARpaWkIBAK8vT/QokWTcgm2IiOjOX78fLn4wkVFxeDp+Y4mTcxRUlL8bjWDn+w93rzxJiQyhb37z9LDuiOd2jZi1/5LnDp6mKbtbLAePqfEOXm+uMupnX+SmhTH6o0bCov3ffwj2H/kKs9cnpEnFGPqyuJGyr8yFQXUvxCb5g1g/HhbRg7u+PWdf1Py8vKIiIhGS0sDaWlpjh8/h7GxYYmpii8xdupaElJF2JTQDVZB+RIZ4suaaT04c+E4rS2LB5pCYcFz5u+dY6NHz/h/JfPKrF+/nSNHdrD/4BkWLVrJsBkb0TWqT35eLrGRwcRHhVLLrBlaVfWIDPFlw+y+KKtp0qnfJK4e28CRo7uwtChQc37xype+vYcwaOIKGrbqjkgkIvDja64cXkdEsC/SUgKuXTvOg3sPuHXLmeXL5/Lnn2uJj0/g6tVjqKiUbMbbpOUgWnYbQaPWPf71PUuIjeDRtaM8vXOGkaNGMn/WMNzcXrNnz1GOHdvJrFlLmTZtLNWrVyEqJommzboycOIK6lt2LhwjKyONW2d28uaZE8Z1TNm2fmZh5+TfyckpSCctW7aBTZvsv/hBLhKJCA4O/aIv1/79x4mPT2Tu3MnY2PzBrl3r+fjRj+bNm3DgwAlEIhGjRg1h6tSFLF48k+joGOztHbCwaICCghwTJpRPei47O5uzZ68wZIgNtraTGD16CI0a1WfOnGU4Oq7j1KmLxMbGM2XKaAICgqlZs3qJ9+Lt248kJ6dgaWnBxo2ODB7ch8TEZO7ff8zkyaPKZe6fY/ZsO0zq1mXr9kPERkfRoe84nt87R2pSHPWadsSq50iq6dct8di83BwWj2zOuo2ryczMZt++YwwfMZDWzevTtdtgjMwsqWHUgFqmTX+7NFlFMPQLcevMTnKSQzh+YPmPnsoPYceOA5ibm6GmpsLs2XZcvXqMBw+eFBbJlga7NYfZsnYFqhqVWXXkeTnNuILPsXRMaxrWN2Gl/Uzu33/CqFFDvnqMSCQq/BcSEkbNmjX4c9lWjh45w5pjrp89zun0DkI+POftGzc2X3iP+6NrnN61hFHjJ7Jo9lAkJQQ4u3gzbuwMFJXVkJFXZPQCR2Rk5Qn1f8vNU9sI9fdmyuQRdOvcimHDJjNz5ng0NTVo1app4dygYIXl1KlLjB1ri6FRC+o378agSSuLXcdHDxc8n98h4MMrsjPSEAqFKKlq0KxDfxq26oG0jFyJ1+Lx7Db3Lzjy9OEJBAJBYXrK2dkFMzMTDh48RY8eHYiMy2bwgOGMmr8DE/OWRcZ4eP0op3YsRiCQYPCocbRtZkS1ajq8euXFmDFDOXTo1P/rfE3m+XN3OnT4uo3MrVsPuHXrAQ4ORZ9N9+8/RlNTnRMnLiAuLs7KlQt5/dqLevXqfLGA+ZO7vK3tJEaOHFiosl+eZGZmISEhIC8vn4cPn9K5c1vi4xPIzs6hcmUtOnceyJEj2wkMDMHDw5uRIwcxduwsHB3X8/LlG2Ji4ujbtztXr96iQQOzzwaaZU1SUjJBQaFMm7aIW7fOcPzsXZYssqOSji7TVp1ARlb+64P8P/n5eUzvXZubdy4xbsIC9EwaE+zjgf87d7oPnU6XgVPL8Up+LBXB0C+Ex/M7uN09wd3ru3/0VH4IXl7vUFCQR1e3OsnJKZ99Iy+JUxcesnbNJoJ836KookFqUhwABnUaM2v92fKacgWfwdHuDzp0aM7AXi1wdn5KamoaM2aM+6ZjI6MTOXvJGU+vD9y6doneI+dj2XHAZ/f/6OHCTrtRGJo2ZfLyQ0BBKvTYlrlkpSVj3rgJk8cPQL+mDlduPmP6hAnUMm1KtyHTMTQtCHbsx7dn6oxJjB/ZvdBLau/eY7i6vmLevCn4B4Rw8NBppk8bjf3yDSxcOB0XN19WL7MDoGWXwSirayMrr4Tn81skJ0TTp58NLS0boqlRYIvz9n0gBw+d5oPXK+paWFG7QSvUtasRHx2KmJgYaSlJPLx6iJysVJ65XCE2Ng4Pj3dISAgwManFhQvX8fUNIDY2gQsXDtLdeji+fsFMWnYQPWPzwvvh4/mMTfMHMmL2Js7tsce6d09GDOnCjRv38PUNYOPGZWhoqBWmjebNW46FRQPatWvJ3r1HmTlzQjG7nPT0DKKjY/HweIuJSa1Cscdr126joaGOq+sr+vbtjpSUFN7e77GyalHs5+TvH4RQKERCQsCkSfO5ceMkqalpKCr+XI0KISHhREZG06SJOQ8fPsXS0qKIzUZZkpObR3p6Fqoqxe9BaGgEsrLSnDx5EYBhwwagrKxIo2Y2tLeZWGRVsDRsXjCIYB9PxAUCxi50xKh+c1ISY1FU0fit5UEqWut/IRJjw1FT/7m0P74n/9vKXJpAyKrzKN68eFT4tV7thoyavw0JCanf+o/7Z8bQrBkfP/hjYGBb+AH5LUW42dm5DLSdSWpKOqZN2zNr/Tm0v+CVlJGWzOYFg6lmUJcgHw+iwwLQqqpHJR1dZqw5zftXjwj48JqePQZh2boDh/fa0bWDOzPnbWTT/IFU1avNqHnbERcIMK2jz+HDp1m/fjve3o/JyhGhX8uEEeOW4uP9Gll5RW7dHEDnXgOZNmcd/u89CudRRUsBSckcEuP96NunO9Mm9CnWCFG/bk2G9GuLb0Ak56885KHzLWJjoqisUxUxcXHExcXYvHUNnazMERcXIygolJycHCQkZNm16zA1a9Zg3bql6OhoF6wW3T/H4VN3Wb50Mm16DKdd7zGFhdsAlw+vR1JahsePn7HNYQEWFg14+tQNVVXlIvUzCxfOQFq6oBNJR0cboVBY7D7Ly8uhp1eDV688EYlEHD16lqioGC5fdmLNmsWIRCIyMjLx8HiHj49fkWDo6NGzmJmZ4On5DhUVJXr06FSoPP+zBUIA1atXKbQJat3aslzOkZmVw4r1Rzh55DC5uTmcPnu4MK2bn5+PQCDgxo07KCjIFxaEC4Ui5i3dTXiwPzq6Xzb0/RJ5OVn07D8YKSlJnK8ewqh+c5RUfz47kx9JxcrQD+bW6R34eDzkzo39yMl+u/DYfx1VVUM0K9dg+MyNVDMwLRSfq+DHsdNuJEMH92Ts8K64u3tQu3atb3IYHzhiMZFRcYyav/Obf44rJ3dmy+YVbNi0D+NGnWhs1bvYPknx0ZzauZj4qGD27dtEvz62aFWtid/bl1TRNaZqTWNSEiPZt3MZaakpNG7cgM49J/Pi0V+6QDuvBxEbGczS0QVppcYtO6CiqoqBoR4rF5dP3UhycgqjR89kxoyxbN9+gL17HZCXL0ixCYVCcnPz0dYueImw2/MArap6ZGak/h97ZxkQ5dqE4WvpDgVBwUDFBMXAwkbFwkSxMbE7UAxM7EQRC1sxsAO7W1FBEQOREKQ7l939fvDJORxQAfGox71+6e4T874s7LzPzNzDFBsTzC0smT59FK2b1ipwqxPIVvg2NCyDicmXv3Dfvw/6vx0STpzw4saNuyxZMovJk+dx4sRuAgODWLPGjQ0bnLl27TaGhmWoUkXaABTg/uM3DBs2kRJ6ZTFr0p6Tu1YwZ/48KpQvzf2HPhzav4fVqxfSzrIJMjKC/ztBbpw4chg1rZKMmLWZEqWK3tPRoX99Ll/2RKekBiYmzZm/7Trqml8vSPkvUJiToX9PoUpKvrS1GUVKSirnLj362ab80mQKs7h47SnVTNpiVr8LapolGL94L5VqmksdoV8A3wdXCH3/is5W2ScUrq47iYyM+ua8DyGR3Lh0jsHT1hXq56isos7pcze4d+18Tgn/P9EqqYf97C1Uq9OcceMcUdcqQUm9soxfvJeew+cwcMpqsrLAZetxGjSoA0D/ftlOVVe7GSzccROBQICcvAICGRmcnJdz4ZQrh3Yv+WGOEGQ7PBYW5uzc6YGNjTXKykrExcUjEolo08aG85cfYVChKpvPBeUkvCopq2HVawzhYaHUq1WpUI4QZOfWiEQiMjMzSUtLz/N+cPBHHBwWcfPmXczMWtOjRyfi4xN49OgZnp7u9OljT0hIOM2bNwagdetmf7wjJBZL2LT9FBNmrKeP7WDa2IxmzPydvHh0FQkSNm10Y8qUeTzx+YBBJTP69h7M8vUeANx77M/2jWsYMduNGWtOfpcjBKBZQpe37z/mNK1OS0n67uv7ryF1hn4yMrKyVK/bnB07DyHMEv1sc35ZXLYcx7ZHbypUqkJQwCuGTt+AbunyP9ssKf8nwO8x7TpZo19Km8zMTGxsrL9aifQZFWVFxKIswj68LtR+9Zp35vQxT9rZjKJspZpfHCcjI0OzDv159+oZ0Z9CUVZRo0bd5lSv2wxZWTnspq7G6/QJdh64CECbltl5OLJycjmfL22d0tS16MjNm/cKZWNRefcukNDQcLZtW8PKlRsxM2uFnd14ZGVlWblqARPHT8Wy+4hccwQCARbt+6CupYtdEaopu3fvSO3aNTl50ov581cA2dVnn9m+fR92dr3p1asroaHPKVFCi0mTRtKuXUtkZWUZPnwAsbGxQHZpe35htz+NBct347JuE3FpCthNWUvjNjakpybx7O4FJBIJlj1GMnuTF33HLcFu6lqUVdUppZutS6Wnq4WhUVX2rXcgLSXxu+z48PoZyQlxtGhiyuxF29EtXR4dvV+zye3PRBom+wUQZqbjOn8IeqV0ObBriTRc9g9SUtMxNMgu11bT0KZspZr/OT2M353gd75schrMEPtRjB7SkeXLXfJUIeXH8HFLefP2A0MdNhaqQuZLfHj9DM/ti1BV10KUJSQu+hPRn0LJSE+hg+04rAdNy5PDFPTWlw2z+/Hu7T2UlRToP3Qe544fZKiDC+YtugDZYQb7MdmVav8Gn3OtQkLCSE9Px9CwNMrKyty/701n6wE477mPhlbeXMMrx7cjTAxml9scvLyuIhKJ6NSpLc7O67Czsy2QMnN6egZycrKYmbXm/v3zqKmpIpGUK3WmAAAgAElEQVRIchU4vH8fxNq1bri4LM0zv0uXgSxdOudfEyL8Vbl225dBA4bTyLInzToOoFSZCoQGviJLmEmFKrllQ+5f8WT36ikMGjGOlhammNWqhEAgQ1urfpSrUpfhs1yLlAv5MdCfHcvHMXiYHXVqV8V++HhmrDmBts6/UxX3s5GGyX4z5BWUGDVvB/4vfdl98NLPNueXQ1VFiV0H9gLZ4n4DJ6/6yRZJ+SflKpvSse9E/P3fEhwcho2tLZnCrC+ODwyOoGnrQZw7cQQbe6dvOkJikYgPb57z7uUjEuOiEImyePn4Op7bF3P34mES46IQi0QE+D3m3cvHpCRE0apVE0aMGoacvAI9hjnSoe/4fL9QyhubomdgxImzd7n7yJ9zx7ObrfK3B0V7x81sdXXlzIUvl/sXBaFQCGSXscfGxhMSEsbu3YewsxvH8+cvKVu2DMbGFVFWzs69atSoLh262bJiclcObnQkOSE213ryCkq88/cjJCSMGjWqoKSUHXqsVMkIHZ0SXLlyi4ULV3/VJolEwtu3gRw7tpMxY2awZ89hnj71pV+/UURHx2Bu3o6KFcuzYYMzDRtakZqaRlJSMhKJhH79RuHishQjo2+fCv7XadXUlL37d5AQ+Z79Gxw47OaEy5wB7Fg2lgUjW3No89ycsaYNLKndqC0njx1hzJhpHPG8SIUKZXn29DJRYe95eO14gfe9d+kIcdHhXDjsyjrHvgwfOYxp43oTGRlLuYo1/hhHqLBIT4Z+IXwfXsFz2yK8H52Wng79A5FIjI5OVeq36MIwB5dvT5Dyr3N02yKuHN+OorIqCkrKiISZnD1/lJrVyrHZ/TQvX7zJ1nwRibl9/Sp1mnamnc0oFJSUyUxPw8/7JqHv/UiI/URCbATpKcmkpyWjpKJObORHFJVVUFXTIPTDGzIz0ilrVJVWbSzZuXk9AGOc3DFp0Jr3r57w8OpxfB9dRSzKQk1DmzmuF79q+8Nrx/E65IJFsxZcOn8Gx43n85y8eN8+y6ndK2nRug2ly+gxZWxvQsOj2bDZAwV5Bfr2ak9j8+zTEL83ITjOXU9lYyMSE5OpXFad5s0aUq9eLcaMcWDbtjU52j+LFs2kU6d+1Kljir39IG7fvo+FRQMMDEojEAjyqCgLs0Q8eRbA9l3HuHD6OIYVq6GtU5r4mAje+z+lonE19uxYmq9OV0REFJmZQvT1dbly5Rbt27fOM+bq1VvcuvWAadPG4OFxgmrVKqGtrc2iRas4eHArsbFxlCihnSPMeOPGPZycVrBr1wbi4xNxdl6LgoIChw9vp0yZ/PO5/iSiYhJZs/EQnz5FMmvaENZuPMCpowdJT0tl7dGXuXLlYiJCWONgS0Xjqlw6ky23cuj4TVau3MS01d92iF5532LH8nFkpKVS1bQeO7YupWrl7HyjaXPdeP02lP4TV/yYC/0FkeoM/cZsXjCMGtUrsXnttJ9tyi/HOrdjnD1/i2EzN/1sU6TkQ2ZGOlnCDNJSEimpV5YLh1257bUfOTkFVDVKYNqwDWKxCBkZWUrolqGORQciQt/j530Dr0ObqFjVhDp162BQRg+DMrpoa2ugqaFK+KcYSumWoEWT7NygsE8x7HTfj8OMMcjJydF3yByePXnM7I1eyMn/1bhSIpHw4uFV5BWVqGZm8VXbJRIJ9694cu3kDkDAjLUnkZOTzzPm7sVDpCTGE/T2GQF+TxCLxZiYt0JDuxR3vA5SqWpNUlKSCQ8JpIW1Ha+f3SHA7zEnTx1AVkaCubkZFy5cw9rairS0dBQU5ElOTkVWVgZ5eTkUFf96CJo0aQ6Wls2wtrb6ot2v3obi5x9ESGgEpfV1qFOrMpWNSudR+v4nAQEf2LXLI0+3+G3b9jF4sG2BNHbevQtkwgRHTpzY/f8Ses0cByw5OQVZWVnevQvE1LT6N9f6E/B5+YFxk+Yjq6CGhVVfyhmb5nG4Y6PCmD+iJTdue1Hd2BCAl6+D6dZtMIvcb+e7rlgsRpiZjqysHEvGtWeW4zRaNK2NYemSuRLp6zToThe7mVT/h2DnfxmpztBvTP+Jy1nr0BvHhZo4zxvx7Ql/ENqa6sRFh/9sM6R8AQVFJRQUlVBRy84rqWPRgRO7lv//31VITYpHUUkFg4o1iY/5xJwhFqioqVPJuDpnzh2mjmnBWgGU0S/JrJnjctSOp08eQvt2J0lLTcpVLiwQCDBtaFmgNQUCAY3b2NC4jQ1R4UGM71KZitXrUqZ8FcRiMa26DsXQqDoWVn1y5oQFvUFGVhY9g4oIBAIatenJnQseZAW9JSUpnic3z+Cw9gTT+9ZFr7Q+VStnJ61+dm6UlbNPBObNW4aVVWs6dsxtq5PTNLS0NBEKhV90TqobG+Z8aRaGSpUqMG/eVHr0GMy+fZs5efI8ffv2IDExiZiYOPT1v91AV1dXhwMH3FBQUKB+/dx92tTUVHnzJoCNG3cwZswQnjx5Tv/+PXM5e38Sru5ncF6wkNZdhtCu1+hcTvvfKaFbBqOqdXjy9HXOzzXww6c8jvnHD685f3A9EaEBRIYFIZGIUVJWo2LVmgzobZnHGY6KSSQ5MR7ZHyQk+V9A6gz9Ymho6TBxyQEWjWlHz66tqGNa6ZtPef91Xr/7yMGjl9m1bSt9xzn/bHOkFACJRMKxHUsYPm4Kc6bbsWL9AcQiMXEJCVw/uZXgAH/Wu6yiu3Xhn1KTk1OwsOjMkyeXkJOTy3aKJBKUVdSLzf5SBka8f+XN+1feANy9eJh/noqXKV8l1/8PuDjy1vevNjCTl3kgFGYiL6+Ano7GF/dav34J+Z3Qa2trceTIKW7dus+GDcX/uZeRkWHWrImkpaXx4oU/EomEqVNHF3i+t/dznjzxYdq0MTmveXldBaB9+9YkJiaxevUCvLyucunSDSwtm1G+/J9XxZSUnM7COXPo0Gc87WxGfTMROiYyFJ2S2qzedJQ9O/fwKfQDdlOz87wkEgnP713gwMbZDLEfSdMmg1FVUeJTRCyysjK0aloboTCL/UevkpCQTFpaOs+e+3HnmhcWVn2o8n9xTil5kYbJflHOHVjHRc+tyMrK0a13X0YNs8G0xp9VSh4Vk4iH5zVWODtj1rgd9ZpbU80sr+S/lF8LsUjEtVM7uXvRg0f3jueb/+br64eJSfUiq4XHxcWjra2FSCSmQsVGdOw3kVZdirfxpzAzndjIMJRV1VFV10JW7utP1R8/vOaypxulyhjRuJ0tWiX1uO11kAuHNnLn5hFKlcpb/TVp0hx69OiUo8+TxwahEIlEgoJC/icJ34O3tw81alRFSalwpzWfPkVy6tQFrKxaAuRycIKCQnjz5j1t27Zg0qQ5jBs3LCd0FhQUgrKycr734b/O3kNXWLF8LTXqtaL70FlfHbvJaTCB/k8pb1yLdr1GU6lGfeTkFUhLScR5fEeiP4XQve9gnno/I/itLwCKyiq0am/N8oUT6N1vApmZWegZVkJeUREd/fLUb9EVrZJ6/8al/lJIc4b+Q3wM9OfCEVee3bvAuCnTmTdj0M826V/hgfdb+vQegp6BEV3sZlCxer2fbZKUbyAWiXhw7TiXjrqhrqHBJpdF1DczzndsSkoqL17407Bh3Xzf/xKpqWnY209l3z7XnNesuo7F5/E9pq48gqHRr5OfkpmexsyBDahevTKXL3rkOH4REVHMnbuULVtWExwcioFB6Tx9wQAiI6Pp1WsYV6545vv+99Knjz1r1iwsdJLz27fvOXHiHNOnj8v1enp6BpMmzcHFxTnfsN7atW7IycnltJr403gTEEbrVl1ZsvveF5v25odIlMXdC4e4dX4fIQF+AJQoZUBqcgLpqclUr2XOK59HqKhroaioROM2veg0YMpXm+b+KUhzhv5DGBhVY+iMDUR+DMR1wVAk4ixmTu5PUlIy3t6+tGvX8mebWKyIxRLc93uxdNEy2tuOo0XnP8P5+90Ri8Xs2+BAZMgbFi2eTfdOTb4a3k1ISGTnzoOFdoaUlZUYMqQv8JcWz4WTm1jlcoTlk7pSprwx5SqbIK+ghFG1upg0aP3N8NnHD6/xvn2WzLQUShlUpEqtxjnKzt/D9TO7kZEVoCAnQCQS4ePjR1JSMo8ePcvJnfla2KhUKR08Pd2RkZHh/PkrWFm1KtYvOFvbbkXqEzZ1qhNLljjmeV1JSZEuXazw9fWjTp1auU79xGIxJUpoExDw4XtM/q2pUqkM9Zu04My+1fQcPvfbE/5PckIsh93mM376DBwmHmXEeGduXbuCrKwc5Y1rIa+swfjFe9HRK0tSfDSVapr/wKv47yJ1hn4TShkY0WXQdLZtmMngvm0BePLkOY0b12fFio0sXOjw2zcozcgQ0m/oHPxfvsBu2lppfPs3wv/ZbYLfPufOjSNoanz7qTc8PILatWt8c9w/EQgEWFo2Y/v2/cTFxeWcTkwY2RVVuVQMjKrh++It6ekZ3L11ggMbZ9OwVVdsxyzO9/fj1rn9nNq7is7dbdDWK8Hbt085s38NzToMoEqtRpQuX6XIPZzuXz6KjERMVFQs4eGRpKdnkJqaRteu7alUqQKZmZkkJCR9NWyko1OS6OgYzp27nG8Z/Pfw5k0AtWvXLJRDJJFIOHhwS06vtH/SunUz+va1Z/fujWho/OWEhodHsGmTOw8fXsh33p+C6zpHmlhYY2zamFoN2xRojmaJUnQb6sAWlw3Uq1ODmJhYWnUdgkQkwsS8NQZGf/WTK2WQV05BSsGQhsl+I0SiLJyGNcfVbS3tWtWhmaUdqanJGJQpzY6tzuzYtgsTk2p07NiGGzfu0qpVU8LCPhEXl8Dbt++5efMea9YsJCQkjLJly/zsy8nD8HHL8Hv1hpFzthbqGFnKz2f36snUrW3MkrlfD4GMGDEFe/uBlC6tT1BQMBYWDYu0n1AoJD4+EV3dkixbtgFz8zpYWuZNxo6MTqBFq960tRlN3Wadcok7irKETOpZgyvXzlKrZoWc10+ev8+JU1fwe/GC0A9vMTFviUQsoXSFqtSo24KylWoiIyNDYlwUt88fIDE+Es0S+jRo1R1t3TLIyMjg+/AK25zHMGrkADp1aoOWliZRUTEYG1ekTx97rl49hp/fG5yclnP0qDspKalfdDA+c/36HapXr4KeXvF1G79z5yEKCvKYm9f54piMjAzCwj5hZFSewYPHM2/eNCpWzD9/8dQpLyIjYxg+vH+u1yUSCRKJhKysrB+S//Q7cfWWD4P6D8Np69VCOdoL7FsxzWEyc2c6smTXXZRVv5yULyUbqQL1fxRZWTk69Z/M7NnOiERiPn0MxqiaOekiRbr3GsegQb1p2LAeIpEIV9ddALx+/Y6rV7PF1ebPn05CQiJDh04gJSX1517MP8jIEHLG8yBDpq+XOkK/GRKJBO/b57Ef0vWLY6KiYrhz5wFz507FzMwEQ8PSRXaEAOTl5QkKCsHNbRfW1laYm5vlO66UjibLVizg/qWDzBxgzrpZfbh8bFuOcrOKmgbJqbkbk3bt0Iidm2ez3XUeDRvWo3P7pnTt3ALZzCh2rZyA46CGbF0ykgUjLZGkR2BeuxKhbx4zZ4gFswaas35WH7Y7j8GynRV79hzG2Di79P78+Svo6ely7dpxBAIBNWtW5ciRHQDY2Azj9et3X73mhw+9iY9PKPI9y4+YmFhEoi/3EUtPzyAuLgEHh0WkpqYxefKor6pLm5mZ0KpVXk0ngUCAQCDA2nog794FFovtvyufRTTTU1MKNa90OWNmTpmK9cCpUkfoByA9GfrNEIvFrJzSjeH2dly/dpdSFeth1sSK+SNa8eDhBQxLf/tJQyKRkJaWzsWL1+nWrcMPsfOU10PWb9hBUmI8mlrayMjIEhMVQQ3TWixbOA55eTnuPvSjQ5v6KMjLEZeQQrWqjVl1+Dny8n+mFsnvzOKxVmx0WUpLC5Ncr0skElJT0wgMDObMmYvMnDmh2PYMCQlj6dJ19O3bg2bNvh1STUhM5cyF+xw/eZF7Ny6jWaIUpQ0MOe3pUijF92cvArl205suHS2oVCE7+TgpOZ2X/sFoaCjz+l0olSuWwaRqOTIyMnOqtW7duk9UVAw9enTKs+bnk6Fz5y5TpUqlfNWj7z/w5srVe7x8E06rVhaoKCvSv1fRQ2cSiYQdOw4wYIDNFyvK2rXrjaene4FCaZ6eZzA0LPPVPLD4+AS0tDTx8DiBr68fmZlCVq50KvI1/I40bzMYeWXNQvcbE4tEpKYkoqah/QOt+28hTaD+DyMjI4PNiLmsXjaOPgMG4bFvA1VMG9GgVTcmTluB5/7l31xDIBCQlZXFnTsP6dLFChkZGYKDPzJ58hw8PXcWyI7bD/zY5u7Ji+fPEcgIMKlVm9iYWOyH96GzVQNOnr7MO39fRjhuJjkhBrFYhLqWLk9unKJps65kpKehWUKXDQZlOXNsI9qaqlQwrskr71sFjqVL+TVIiI0kPSWJuIQkANLS0tm/35Phw/uzdeseoqNjmT17MiYm1b6xUuEoW7YMDg4TUFVVLtB4TQ0V+vdqTf9erQkMjsD7+Tu6dWycS6X373h4HCc0NDyXjg6AmYkRZia5nRV1NSU2uO5DQV6eXVuyk2NNTFqyYOFMmjWtj0AgQE9P94vd3D+HyOLi4hEKs8jKykJWVjbXl+W4cXMIePeWuhYd2LHjAKEfXlPWcCfNG9cs0PX/E5FIRGxsLKdPX6BJE3NUVJR5+PApVlatOH/+CtWrG+PmthIVlYLd3xIltHLlCeWHlpYmEomExo3rYWxshKKiImKxmCVL1jF9+thCl/n/k89J9f/896/EbMeJjBwxjuf3LmLW5Mvq4v9ERlZW6gj9QKRhst+QSjXNseo1hn07d6Cjp8/ambY0atML74d3uXTjWYHW0NBQZ+VKJ4KDQ+nbdyT6+rqsXDmfrKwsBg4cQ3R0TL7zRCIxqzYeoZ/tUATK+vQYMY/OA6cjq2ZAGWNzxo2ZTNWabTh2YCcKispUrmmOWZP21G3aCWOTBvQZu5hBU1Yzx/UCszd6IZLIYf9/IcU+fXtx9cT2fAXopPya+D+7zerpNnS16UVHy7r4+r5CXl6OoKAQJBIJQ4f2w9Fx0g/bf9cuDy5fvlnoeUbl9OhpbfFFRwigQwdLBgywKfCaKspKnDy8h6iYRMIj4vj48SPvQ+M5f/4Knp6nqVKlEi1aNPnqGv3721C9ujGurjtZvXozAL17D2PRotVscF2DhrYuwx03M2nZIboOmo7j7OWIxUX7fZGTk2PAgF54eV0jMzMToTCLW7eyRSPDwj6Rnp5BxYrl8/RG+ycZGRkcO3aWFi2aUL16/lIKf8fd/QCHD5+kXr3amJhUQywWo6tbAkVFBQICPpCQkFjoa/n4MVuZft685Xh4nODUKS+WLFlb6HX+Daxa16F02QooKBXMyZTy7yANk/3GRIZ9YNXUHli0bMO1C6exHjiVayfdOXLUvcCtDYRCIQEBH6hW7a8/Yg8eeGNubpanjHe3x2WWOa9EQVGFwdPWUbpc3j986WkpxMd8QquEHvKKSsjKfv3wMSUpHof+9QkKeoqcrAz1G3en2xBHatZvWSD7pfz7iLKEhLz3w//pba6f3sUi54UMtLXEx+cl7u4HWbdu8c82sVgQiUR4e/t8Nbn470TFJFKlcj1M61nQo2cXFjg6cP7SWRrVr/LtyfnsnZ6egaqqCj4+fqipqRAeHolNb3tGzNpMjXotEImyWD7JGrshA5k6tuBO298JD4/g+PFzjBlTeMHKz6dccXHxrFu3lfnzp3/TcQJyquiOHz9Lu3YtqVAhOwdJKBQyceJsJk0aia5uSd69C8z33j98+BRDw9I5+kjp6Rm0b2/LyZN7kJOTIytLBEh48MCbR4+80dHRYeTIX0OiQyyWcNDzGtMmTWPp3ge5EvqlFD/SBOo/gIz0VLYsticrK5NliydSwbgGGWkpdOw3ifZtu9F/WMHi8PLy8rkcIYCGDevy/PlLVq7cmPPabo/LLJi7ENvRi5m5/ky+jhCAkrIq+oaVUFJR+6YjBJAYF4WGVklUVRRRVJSnQeMmfHhdsNMtKf8+qckJrJ7Ri71rphAV8oJz5z0YaJvdUysrS1Sok5TiwNPzDK9evf0ha6enZ7BkyboCj9ctqcHgURPwfXKHBY4OAAwaOIro2KRC7y0rK5sTOqtVqwYVK1agQYM6THaYyak9q4iJCEVWVo7B09azdvlyuvedjtcV70LvU7q0HmPGDMHFZTsHDx4r0ByhUEhCQiJv3gTQtKk1JUuWYNGimQVyhAAUFBTQ1S2JmpoqGhrqBAR84Pr1O8jLy+PquoIqVSrh4+PHvXuPAejadRADBozm7NlLJCen4OPjx5s3Abx7F8iAAWNQUlLk6tVjaGpqoKqqgqamOpqaGlSsWJ69e49Sv35t4uLif4kT543bTzLfaQm97edJHaFfDKkz9Jsir6CEiqoGCopKXLjyCDdXZ26e24uikgrOex5w7cLpIv1x/Ey5cgY0adIg5/+7dx2i54i5VDOzKNY4fCkDI+QVlDh0PDvUMWRQN+5cPIRYJCLA7zEPrh7jnIcLwsz0b6wk5d/g5K7lGBtXxsf7LGeOrqNGlbKEhobz9KkvV67comvXQQQG/nunx1lZIhQVf0yptqqqCidO7C7UnBWLxqCmWYLW3Yax+VwQNeq3xG747CKHsv6OvLw8E0f2pEGjBmycN4hPoQGUKV+F2Zu80DOqy8gR45g+dzOxcUmIxRKOnLyFrd1s2nUZw52Hr766to2NNS1b5q0Cyw9PzzOsWuVKtWrG3L59usjX069fT0qU0CY2No6wsE8AWFsPwNvbh2bNGjFhQnaj6jVrFmJnZ4uj4xLi4hKoXr0yxsYVUVdXo1atbK2qf55i+/m9YepUJx4+vEC9erUZN27WN6v1fjSBwRGscl6GvaMbjdv1/qm2SMmLNEz2GyMSZfHk5ml2rpyEftmKDB42hM0bXLCfs4W05ER2r56CdU9bNq2eXKT1P+cCdO/eCasuo2luPfyHhK9ePr7Ooc1zefLwLOpqSpSt0JAJi/fhPL5jzhgVNQ1WH/Yt9r2lFAxhZjondi7n6Z1zPLh/Ft2SGowfP4vu3TsiFGYRHh7B4MF9+PQpEn39Uly6dANDwzIFyiEpKhkZGcTHJxar7s7fyT4ZWsuiRTMLNW/9luN4eJxgovNBhJnprJzag6HDBjFpdI9isUsslrBg+W7c3TbjvPc+IqEQJRU14qM/cWjzXF49u4OahhYKiiroGVYk8uMH9EuX4cr5rV9cMyoqhv79R+PmtvKLGkJ/7S/mzp2HNG3asNgTlJOTU1BTU2Xjxh3ExSUwd+4U5s9fib39QPz939GoUT127NhPs2aNMDauyIoVG1mwYEbO/Hv3HvPkyXPGjRtGRERUzmcjPj4BdXW1Ap9e/Qg69ZiAZqlKdLGb/tNs+NOQhsn+EGRl5WjQqjuuZz/Qsd9kXFavpoFFc+5e8KBm/ZZ0H+bIk0cPEWaJirT+55JoRUUFZBDz4vG1Yr6CbGrWb0m5yqb0GzyTuIQU0lOTKWVQkTHz3XF0OUf5KrXQL1v5h+wtpWBc8txCdNgbbt44gW5JDcLDI+jduwtpael4eV1l8OA+zJu3nMePs0Oc8fEJpKenk5mZSXp6xg+xydvblylT5v2QtQFkZARf1dT5EqMGdyY++hPP7nohr6BEn7GLWb96Da/ehhabXePse5CWmsTKKd2Y0b8eKUkJaOnoM3LuNlYc8GbknG3Yjl7Is7sXkCDhle9jJjpsYN3mY9x79JpMYRaQ/XMaO9YBHZ0SnDmzL5cjlCnMyjfEJxAIWLNmM6mpacVyPX9HTS07dDR27FCmTx8LQN26pnh5XePmzXscOHCM8eOHY2ZmgqqqSi5HCKBsWQMaN64PkOMIBQWFcPnyzZ/qCO07cpW3/n607zP+p9kg5etIT4b+Q2xfOoYWTeuyY4sbo+e5o1lSj+3Oo0hJjufgAbc85cCFoV6jHrToMpwGrboVo8V/kZ6ajMucAWQJ01FW02LSUg+yhJns3+CAWZMOVDWzkMbYfyKrpnZn7tzJdO3QCLFYTIcOfWjZsgkTJtiTlJSMvn4pgoM/oqyshK7uX1pXNjbDMDQszdq1i35ImfPnJN5frSnlucuPGTdmKvM2X0JJRY0z+9cR8cGHS2fcimV9sVhCnQZdCQ54hZ6BESMc3XK1ZfC+fZYDG2ejoalFTfO21KzfgncvHhH9KYigN8+JifyIXpkKGJQvT0ZqKmIEJCUmIBJlIRaJSUqIISkhDllZWSbPnM2syX3z2CAUCpGVlf3h914ikbBo0RpGjhyEnp4utrYjWL9+CbGx8Vy6dJ2JE+2BbAHJwMBg6tfPLcD5/n0Qt27dx87O9ofa+SVev/tIu3Y2DJ/pSqUa9Tm8xYnEuCiGznBBTv7PVuP+0Uh1hv5Q1LVKcuL4KcwbN+fUnpUMmb6eqauOcePMbvr1H83RI9uoUeXLjSG/xIeQSD59DKZe884/wOpslFTUGDl3G6+8b1GtTnbuQtBbH+5fOUag/zPmb/sxp1JSvs2zu158Cn1Ps0Y1EYlECAQC5s+fQaNG9RAIBDmJvuXKGeSZa2RUjtmzJzF//kpMTatjY2NdrLbFxMQxefJc9uzZSHx8AiVKFJ8OS1JSMk2adMLX90ah53ZsU59GTVuwZ80Uhju60aRdbxaN2sbL18HUrFr406Z/IiMjYNfOdbRubkXEx0BkZGUID36DnLwSr7xv4nXIBfddruzeuY+7N0/Roc84qpk1zZmfmZ5GxMcAwoPfkSXMQLOEHqrqWsjIyiIjI4uaRgnUtXWIjQxj7UxbqhqXp0fnbFmAw4dP0rRpQ+zsxrFu3RJq1qz63dfzNYKDQ/H29sk56Zk9exIlS2ojEolyFX+kpqazb9/RXM5QYGAQQqHwpzlCPi8/MGDQeP4ULCUAACAASURBVNr1HIWxaUMObJhJzKf3vHnxlOSEWLR09H+KXVLy8ms9Tkn5LnrZz6eJVT8un/XEz/sm6x37kpGWQovOdjRt35/2Vr05ef5+odd96huAYcXqBaoO+x40tHVpaNkDzRJ6AJQ3rkWNus2J+PgekSjrh+4tJX9ePr6Oh+sctu/cQgltdUaMmML9+09QUlJk8+ZdX53r4XGc7t07oqWlyeTJI2nbtmVOyKK40NUtib39QCQSCd262fHpU2Sxra2mpsqNGyeKPH/7ptm8enaH+5ePUkK3DJ0HTMKqbU/mLytcUvaXqGNaEX//e5QsZcDCUW3ZumQkG2b34/a5vZw4sRefJw9xWeeEVacuLBnXgUOb5/H0znnEIhEKSsqUrWRCg1bdaNLOlpr1W1KhqhnlKptiWLEGWjr6yMrKoVu6HJ37T2b2rAX0GTCF9PQMEhKSEAqFnD174Ic7QgB6eqVYtWp+TjVYrVo1EQgEjBnjgLa2Fmlp6VhbDyAiIjKPrMOLF/48fPiUZcs2EBQU8sNt/YwwS8SC5bvp2LE3jdrY0rr7cF4/v8tL75vY29tRtlJ1qSP0iyE9GfoPISMri4VVH4xNGrJhdn9CA/25cNiVroNn0LrbMMpUqMb40eMpecidpg0L3jE8MSEZlR/QC0eUJeT187uEBr4iMS4SgUAGOXlFjE0bUq22BXLyCtiOXojvo6vIyPy8eP+filgk4vCW+axau4L2ltktFpydZ3Pt2m2aNm2UU8nzJcqWLUPJktknNVpamgAEBAQSHh4BZCtVKysrfbedzZs3xt//LatWLSA8PIL581fi5rYy5/1lyzZQp44pbdo0JzU1rcBd2kUiET4+fgWusvonKsqKlKtYDcX/h3ctu4+gTtNOLB3fiS4dm1K3VqUirft39PR0mDppCNoltOjU0RIlJUXk5eUBiI4wJTw8Erd107na04prNx9zymM9ga+e0GP4nALv0aiNDaoa2pzZswor61Hs2bmC8oY/Jmk9P5SUFLl+/S6HD5/E0XESYrGETKGI3r27kpqairy8HPv2uearXm1tna3wfOqUV859+RJCoZDMTCGbN+9i6tTRRQ7rXr3lw7Rp85FTVGHG6uM5neSf3j5LnwH9OXbciwatiyeZXkrx8VucDEkkEhJiI362Gb8NpQyMsLF3omQpg1yhrWpmFvQZu4hBA0YRFVNwldeP4VGF6q5cEN77e+No1xiXuYM47r6UK8d3kBgViJ6WgDN7V7J0QkdO713N0zvnad6x/y8pq/9fJy46jLjocHp0znYG1q/fSmRkFL6+r9DT06Fp0683WrWwaEiVKrm/8OvWrcXAgb0ICQmjQ4c+3639EhUVg1gsJigolJCQj9SoUYXp08eSkZHByJHTWLduKzVqVKFx4/o8fvycESOmAHyxLcbfycwUsm3bvu+yb8DAPhxyncvzexcBKKFbhjbdh7Nk+ZcruwrL6NF29LHtypYte3JO6+bNW46CgmLOyU3rZrVYNHsoXmd38/TueU7u+nbbns/IyMhQu1FbZrqcpbSRKe07DCAl9cckxX+JPn26MWnSSAAWLNuFQRkTZjoux33nYYyNG3HggCeKil9u5dGlS3u2bNnD06fZFamZmZmcO3eFrl2zxRg9PI4zdaoTEokEVVVl3r8PIiYmtkC2HfS8wVTHTZhb9MagbD2G2I2ihfVQJi87lOMIAeiXM+bGtZs8vned+i2+3NRYys/ht0igvn/Fk92rp7Bk110kEgkq6pooq3y9B46UL7NzxQTqmVXF2WlEgcav33KcY8cvMNrJvdB7icViZGRkyEhPzelG/8b3PmsdsmP4ZSpUpdtgB1znDwVAXUuHlm07kJ6ehlgkJjk5hdDgIIbN3PhFoUcpxY8wM53V03vRqEkj3NZNRyKRcObMRRo3ro+OTsEc4wsXrrF//1H27NmU7/tJScmoqamyatUmhg8fgLa2VqHttLEZxrx5U6hVK3d/LolEwsWL13O6wxsYlM6+LqEQOTk5LC17smfPJgwNSxd6z8Jy5eZzhg8dy+Bp66hauwm+D69w9/xurnltL/a9PvfjOnr0NA0b1qNs2TJ5xsxd4s6pE6eZteFsode/cGQzl49txe/FDdTVvv9U71skJafz1DeAtwEhbNnsTmJCHJkZ6bTpOYrE2AhS44MZ1r897du3+qozBOTkHQmFQgQCAatXb6ZPn27Uq1cbOTk5ZGRkch661q7dgrGxEU2bNuLaHV+UlJRo0cQkp6FvUnI6py/cx8PjFD7eDyhdrjKN2vTCxLw1Kmqa+T68ZWaks2SsFbUataHn8LnFf7Ok5KEwCdS/hTMkFGbw7sUjyhvXYmpvUypUMUO7VBm6D5mFbunvT0b80wh978cah94EBjxAUfHrR8eQ3e27rnlH7B3dKF+l1jfHfwoN4NbZfbz2uUtY0BsEAhnEoiy6D3GgXa8xxMdEcPXEDqqZWVCjXouceWKxmLioj9w+fxA/7+tEfgxi1YY1hIVFsX71Kuo0aU+tRm0xbWD5Xdcv5dt8DPRnjUMv2lpaULeuKbduPaBz57bY2dnSunUPDhxwQ1+/1FfX+PylIyf35Wi8SCTC3f0ggwfbEhsbj65uyW9WJ8XFxTNy5DT27XNFVlb2myXTN2/ew8KiQa5xnzVo9uw5DMCgQXlF8NLS0unSZSCXLh1h1y4Pnj17wbp1i+ncuT8zZ06gUqUKtG7dg1ev7rBx4w4+fYpk8eJZtGzZjXXrFqOmpkqfPvY8fnyJ9p2HEhoWxZxNFwgJeMH2pWN58dwLebkfF/4dPHg8ixc75nL4rtx8zpBBIxnltJ2K1b7cXf5LpCYn4Dp/KGXLGeKxy5n3wRG4bD5EZqaQ7RsLp8dUEMpWaIiGlg56hkYoKqliYm5JclIcTdr1Ji4qnNXTevLowRlKlSqYg37v3mPGjnWgRYsmDB8+gKioaA4dOsnmzStyjZNIJHj7vsdu4DgyhUJU1DUJeuPDrAWL2bndnZiIj5Q3NsW8ZXfqNe+MqnrBHPnE+GhUVDWkVWT/Ev85Z+jvhL7347XPfU7vWUVGegqLd96mpF7hK6T+ZG6c2cOxHc6EfXz21UaVf8d+wgpikyXYjPj6E41YLGbWwAZY9+iFTfe2NKxXBYlEQv+hc1BQ06P7UMcC2+n78Aq7V0/BoHwl+vbrTVh4BNtc1lDFtCHNO9tRt2lHafjsBxEb+RHn8Z0YMXoEcx2GERoaDkgoV86QFy/8qVmz6jfvfVZWFl5eV+ncuV2B9hw71oEePTpjadks3/fT0zPw93+LmZkJ3t4+1K37bcdcIpEwbNgkVq50omTJEnnej4yMJjU1FV1dHRYsWMWyZXNynDGhUMixY+ewtf3+kMacRdu5cesBYxfsRiwWs35WX5q1aMyKBaORkfkxn+FHj55St26tHCdwt8dlnBctx3rgNOq3KHpVX2Z6Gu4rJ/DK+xbyikrUb96ZB1dPEBr8uMB/TwpCaFgMdeu0YNm+R6ioaeZ5XywS4dC/Hn0G9GPlkm83A5ZIJGRkZHD37iNevPCnW7cO6OrqkJkp5NGjp5w4cY4NG5yRkZFh047TLFu0mE79JtK840BkZGVxHt8BTQ11FFRLMMxhEzI/UbdISsH4TztDn0lLTeKAiyOPb5yi+5CZtOs1+meb9NtwbMcSnt45x9tXBS9XfxcYTrt2tvQa6UQdiw5fHJcYH83CkZaEBj/KeW33wUusWLGe6auOoaRSsOTVz4QEvMxRorbqaktyUiK+3o9IjI9m2qqjPLl1Dm0dfZLiYxAIBJSvUpvqdZtJw6jFwLuXj9i5ciIBr68Xab5YLGb48Cls376mQFo0IpEIGRkZDh8+Rb16tahc+a98C4lEwosX/uzceZA1axYWyo6EhCTU1FS+eoKUnJzCxYvX6dGjE6dOeVGrVg22b9/PoEG98+Q9FQWXbSc5c+4mQ2a4ABATEcrGeYPQK23Aac9NxRpySk/PYM+ew9jadkNTM/v34OotHwb1H0abHiNobzuuePZJTUZWTg55BSWm9q7Fo0cXKaOf1+EsLKlpGWzadpKtm91o2LoHnQdM+eLYoLe+bJw3iPGTJzNisDXamnm1yBITk1BTU2Xduq1ER8fw8uVrPD3dc51YpqSk8uTJc5o3b4znmbtMHj+Vycs8ckLzb3zucWrvaoLePMfAqDpTVxxGXuHHhwmlfB9/hAK1soo6iopKaJUsxfGdy4gK/zWctN+BdjajEYslzFm8g9S0giVCVjYqzdoNKzixazlCYf5zJBIJdy54ULVm7k7Tt+8+oVxl00I7QgBaOvo0amNDL3snSpatTcmyJnTsPwmHdacI+/CGayfduXfpEFGhrzDQVeTaia3MGtgQj81zpf3MvhMNbV0kBUg0/hIyMjK4u68rsCifrKwsAoEAiURCVlYWly5l6/ts2LCNdeu2YmpavdCOEMCqVZvYt+/oV8eoqanSo0cnAKKjY9mx4wAWFg0oVUqn0PvlR4N6NQjwe5KTMF5Sz5C5rpdQVNFm6OjCX9PfSUvL/px7eBzn0KGTOb3axOK/lOcfPHpBNTOLYnOEIFsb7LNDUFwntD4vP1CrjhWnzlxi4ORVdOr/9VZC5Y1NGeG4maXz53L8zO18x0yd6sSbNwGMGmXHokUzOXFiN6tWuRIREZUzJjExiW3b9iIUClk4fxkDJ67IcYT8n93BfcV4unbtgOP8hYQHvSEu+lOxXK+UX4ffurTetFE7vO+cZ4SjKzr60tyhgqKmWYLxi/dybNsiDu3fx8GDW6lv9u3kZGurhmzZWpXlE7tQs35L2vYcSXRECOFBbwh+54P/09soKCrivmNNzpxjp29w8exJOg+YWiRbQ969oFptC/QMK1K+Sm0EAgFCYQbHdzijrq1LeeNahAe/5aSnG5pa2gwf3JWVa3dzwmM3fo9vMGX5YcKC3xAb+RF1LR1q1mshjdcXEB39cqioa5GQmIqmhkqR1nB2XkenTm2pXbvmtwf/nz59upGUlIyT0wpcXd3ZtWsjqqrKRdofYNGimYWqWhs6tB/79h2hUaN6OZIA34u5WWUEMjL4P71N9brZYUAZWVlsRjoxb1gLomJmoluy4PIVK1a4YGXVmjJl9GnVqjtLl87GxKQ66uqqCAQC7O0HAiASiRk0Yj7njh+kpfWgYrmW/NDQ1uVdYPh3nQy9fveRHj0G06HvBCys+hR4XhXTRvQaOZ8tbjsZaNsmTx7WkiWOqKgoo6Ly12dITU0VTc2/7re+filGjrRj5MhpJCXE5wqBRXx8j0mdBvTr1ZZ+gybTfehMSpWpUKRr/BjoT9BbH8pXqY2cnDx6hhWLtI6U4ue3DZNJKR7uXT7K4c1O1KzTgNpmtZg6vu9X/6BlCrO4dP0pe/Ye5/K54+gbVKBytZrUMq2OZauGGBlqUb68Ic+evUBLS5M+g6bz2vcJyw88QUOrcE/ZMREhzBnyl2qukrIaq4/4Eh/zidl2jXONVVZRQyQSkZmRRolSBigoKJKVJWT6mhM49KuXM8529EJaWtsVyo4/mblDm+J51J1aNSsUaf6jR0+pUKFcrhYdBSUzM5P4+MTvOp3JzMxk+/b9jBkzpMhrFBf7j15j5lQHLLsNy9Wj6uBGR5TkhBzcufir+UMfPgQza9YSDh7cwoMH3hgZ/XVfnZxWMHx4f8qVM8wZf+22LydOXeXsyePM3uSF8g/QCsu5tg0zMa9TmXkziuZw3Xv0moEDR9K663Badxta6PlisZh1s/owcIAN4+3/ahm0cuVGjIzKf1H5fMuW3fTvb8OiRaupV88MS8um3HrwmonjpjJ743k0tHX5FBrArpWTCHrrQ9seI7AeNK1IITKJRILT8BZUqFyVR7cuUsrAiAXbrhd6HSkF54/IGZJSfKQmJ/DyyQ38ntzgjc89psyYyvAB7b9aaSYWSwiLiMWwdO4vuREjpuDkNJ3Tp72YP38lrTp0R0GjLB37TiiSbS8eXePqie3IKyiioV2KvmOXICMrS1x0OHHR4ahrZlcfuS4YhmGFavQd55wjcgfZx/d3Lx4mLTUJOXkFGln2zCnxl/JtpvQy4cmTK5TWK1qbC6FQSHp6RoGFDv9OcnIK794FYmZmUqS9Ibt8f/PmncyYUbgGmd262eHsPJsaNaoUee+/k5WVhZycHA6zlrJ7lwdzN1+ipF6245KanMB6x37UNa+P+yZHZs92ZtasiQQEfOD585fY2dmSlJSMqqoK/v7vvmhTVlYWAoGAxOR0Qj9G07ZNVxq26kbdZp2pWrtJsVzHl7h36QiBvjc4dWTNtwf/DWGWiMUr97LDzRXbUQswb1n0ZPVb5/YTGejNkX1Lc14LCgpBR6dkTssYgJCQMJo1s+bduwds3LiDoUP7IRQK0dBQR15eHienFTx9EUxcUiZj5u/MCQF+lgkpKh8/vMZt4TBev7zCgaNXWbPWjemrT0iLQH4gUmdISpF56/uA03tXERUehGX7TjSzqE9fm1YoyBcsorpv3xGUlJRynsQ69ZxIhZrNaNah3480G/hLY0VK8fD6+V32rZ/Bo3snkZUV8Pz5y28KLf6THTv2ExoajpPTtELv/+lTJLNmLWbnzg2FnvuZ2Ng4NDU1Ct2xPDo6Bk1NjW+qFheU0aNnMGhQbxo3rs+YKasJj07D9m+5QvHRn1g01or582ciSwb9+/ckOjoWHx8/LC2bYW5uxY0bJ74YtktKTqez9SDkldXx83mKMCODNj1H0NVuRr7ji5vw4Le4zh/C21dXCzVv9aajuG/fxcjZW3IJFBaFqyd3khDux6HdSxCJxMxzdufGtZucPLqBuXOcWb9+Sc7PMzExCQ2N3EUWXl5XCQ+PwNKyGZqaWrRuP5jq9VrTse+EYmlG++rpbS4f3cidq3uIS0jBuLI5a468QEFRmoj9o5A2apVSZIxNGzJlxRE+Bvrj8/AyLht3sHTJSjpYW9PNujWVjPRZu9GDO7fuoFtKj4EDutO7W3MA3Nx2kZqaTtWqlUhLS2f85MXcvXqO8tUteOv7AGU1Dfyf3v5/4qUiJuaWqKoXT04GFF8Sp5RsIsM+oKggx9Onz6lTx5S9e49gYdEAKPi9Hjasf5H319cvhbv7+iLPB5gxYyGDBvWmefPG3x78N0JDw5GXV0BTs3icoYULHXJaj9gP7UH3bgOxsZ+X0+9PS0efhq27s2XLLu7dPoa8vDwGBqVzxCKfP/965WfvAdNJFcpSp0Ereo5egVZJ/X/190HPsBLJifGEhEZT1vDrYc2k5HR27D3HuXOX8PN5woAJy7/bEQJ4/ewWpiZVuHbbl1mOzgizxIiysjh66g7W1la5HOJ/OkIA1apVpmxZA8qVMyQzM5MS6rL4PbrMe79HjJq7HQWlouetAWyY3R+DClVISc1gxNhFVDFtKHWEfiF+22oyKT8WA6NqdLAdx9SVngyYtJKw6EyGDxtP/XqW+L/9SPu+kylXw4K5cxbTb+g8hFkiOnVqR7t2LenUqS0CgYC3b94CcO3kDo5um8+OZWOICn5OiP89Xtw7w6LRbXh4reiNMKX8OMRiMY9vnGTAkKG0atUULS1NtmxZRXJyCh069M2pYBKJRLx44Q+Ag8NCAgI+8PFjOOPHzwJg27Z9eHgcL/C+Bw8eIyDgA4GBQVhZ2Rb5Cz0yMpqwsE+4ua0slCMUFBRCamoau3Z5EBxcPI09IyOjCQ0NQ00tO3xrZmJE5WomuC0cRnLCXy0fkuNjaNysdaFOowKDI3Bw2sKDmxcYNc+d1t2Goq1T+l9/MJCRkaFBq67MmPtt53Xxyt3s2rmfqvXasmTXXcyaWBWLDQ0tbXj44AnDho7DrKk1U1ccxbxVN27cuI+cnNw370mFCuUoX96QFStcUFBQYP26Rdy/fRhdnRIcdptXLDYucZ7L0VO3CHj7jmEzXYtlTSnFg/RkSMpXEQgEVK5pTuWa5nQbkl2V8/nIuJqZBeYtu+K2cBiNm9kwc+owbGyye6EpKMhTUkuZR48u5tKLAXj27AU+Pn6oaPZjxOBh6JYuj1G1Onn2lvJzEGUJWTerL8KMFKaMtcn1nrq6Gi4uzsTHJzBx4mwmTBiBi8t2tmxZRbduHdHRKYmcnCx9+nQHoE2bZqip5Z8v5OS0AnNzM/T19Zg+3Ylr107kfGmVL1+W3btdinwNDx48wc/vDQ4OhcsV2rv3CKam1Vm2bG6+jT+LwocPIVy7dgtj44p06tSPs2cPsNp5ImtdPVk81or+E5Zh2sASiUTCg3v3gK+Xk6ekZuDkvIPLFy4S9SmUOk2smLXhbLGeshaFbkNmsniMFcfO3KVH5y/nKD24/5D2tuOKzQn6TN2mHanbtGOu10qVqYDXjeO8eWNEmzbNvzpfIpGQmZmJvr4egYFBlCypzelTXuzatpAaNZrRbcgs1DSLXi1XtVYjVix3oZKxMWXKV/npPy8puZGeDEkpMAKBIE/sXElZlTHzdyGjoIbzSnd2H7zE5RvenDt3hbS0DBQVFUlISAKy8zfOnLmIrKwslSsb0b1zU7RK6iEjK/XJfyUEMrJkpKeioqqWkysWFxef876xcUU2b95JxYrlMTGpxpYtqwBo3Lg+mprqqKqq5ITTjIzK56kkO3DAk+TkFIYN60ebNi1IS0ulXbtWAPTq1YWKFcsjIyODvn6pnJL41NS0Ql2DtbUVo0cPLtQcoVDIpEkj6dq1Q7E5QgANGtTh9OlLfPoUiYuLM2pqqri772fymO4sXDSH3auncNvrIB36TiA2JhKxOP88zvuP3+Cy9QTNLfvj/dSPniOcWHHQmwGTVlK2UsGlC34UyirqdLWbzsZNu746rmzZssRGhf0rNlWoakZ46Ac6d7bi8eNned7/+DEcO7ts7aX167eyYcM2evbszMiR04iIiOTpU1+0NVWpalKHdy8ffpctfcctxe/5Q/xe+PL45hkWjrJk84Kh+D+7890Ni6V8P1JnSMp3o6CoxCTngzS26sf2nYexHz6JCZMXYlDRhMjYVKw69Of46SskJiZx795jTE2r06SJOXcevkJBSYWyFWv87EuQ8jdkZGSYvuY4oUHv6dptKEFBIYwZ48DmzTtzxgwfPoCpUwuu+p6cnMKKFS5kZWURERFNXFwC5coZoqSkSLNmjZk1ayJhYbmF7G7ffsCKFRuRSCS0aWNDSEhYtnxCZmaucXfvPiItLR2JRJLjtDk7r2PgwDGFuu5z5y4zZ87Sbw8sJK6uO3H4H3vnHVDz/v/xx2mdpmiXVEQSWcmWrewtMqOsbNfMypa9k7259t4jREZIRoQ0SBq0x1m/P/rd3L4VZd3cex7/dT7v8fqcTqfX5/V+vV7PSSMoW9YsR1B2xYq5VK1ambq1rHB378vpPSt4G/YMBQUlbtx+CmRXbO7Yf5HZ3tvp0c+T7t36cvTEFWo374675wYq2NbJyTkqLlSq6UBI8D0kkoKbdVpaWhAX/eaX2KOlrYuBiQW+W49w795DTl24yx/T1nLweHaDRhMTIzw8BgEwcqQbo0cPRkNDnT17fNDU1CQ2Nh6AuvXqEBp8+7tsUdPQwtisAhFhL8jKTCc64iURocFsWujB86Cb33ejcr6b4vWXJOe3RUFBgUatXWjU2gWpVMqjgPO8eHSLnj0HE/c+koH9hnLp0iHmzfusTRbzIQEdfWO5xk8xRFlZiFCohnapkuzbd4Rly+bg5jYGF5duaGioYWZmyuHDpzAxMaJuXbuvrqempoqGhgZKSkqMHTskz/VHj56wadNuVq2az4cPcRgY6FGhQjn09HQQCARcuXIYoVDIrFmLMTDQo2fPTsyatZhVq+YTEBCISCTC1NQED4/JnDq1G7FYTPv2jpw/fyUn6vQ1mjRpQNWqP94xb9myMWpqavlWtFlZWTJz+ihK6eqycMF00lMSOXvhJk+ehbF715/ExcZgU9MBPRMbPNf8QUldwx9u349ES1sXVXUtnoREFNibSllZicyM1F9mU/u+f3B40xwePzxNqw7DCQsNwf+6P5qaaty5cZXp07PlPhQVFSlVKltwVU9PFz093Zyop5GRHkGPX32XHQIFBRITPiAVS2jXeyyRrx4TFHABgNuXDqNnVAZdwzLyQpB/CHlkSM4PR0FBger1negx1Is5W24wblG2MvjpK8G5xr2NjkUsEn33fiEP/RnfoyoHNswiPiZKnpT9gzC1tOFx8DOcnJqTlpaGkZE+I0ZMYuZMb/788xgREW8JDX1Famoad+48KHCdyMh3+PndxMOj4GZ6VlblmTJlNCdOnKN372GkpqYRFhaBtXV2Z3ShMPvYatasCQwf7oq6ujpt27YEYNy4oTRuXB9LSwtOnNiJgoICM2b8QWxsPD4+Owp9vykpqUyY8O3SGMHBzxCLxTlHHpmZmcyZswwzs9K5lOPzw8aqDF6zs1Xf1y/3Zv+B05hZ2TF11Wl6DPWiWUfXPI6QKCuDhzfP5krCLg5Uq9uSlev2FHj98KGjVK1TOPHeH0GJUnooKSvj7j6O6Mhw7Bzao6SizuiRk9m97xRh4flLa5w7dwVv7//Xkov/+F35QpDtKPYbtxSJRISJhTVDZ2zCe+99Kts3486VI8x0b8rFwxu+aw853448MiTnp1PBtg5zt97Ae1xnNNRUGTWkE4qKity985CK1Rt+fYF8iI+JJDMjneund3Lj7D7EoixePrnL+8hXPL1/jYQPb6le3xGjMuV/8N38d2jZdQgrp/bm9OVHVLM2YOzYYchkUqytK5CcnMLjxyHIZDJevgzjxIlziEQidu48gI/P4lzrxMbGERYW8cW9VFWFaGlpUrduLcLCInj3LoYFC1Zy7Fj+zoyqqhBHx7wRn79XYrm4dMHKyrLQ/adKlzbm4MHNJCenFLlJpEQioWtXV8aPH0Z4eBTz53sik0G5cmZf3fvDhzgMDfW58ygKgAnLjlDOumaewKWMHQAAIABJREFUcVKplNDgAGKj3/A27BmP710lLjqC7oNnflPX5p9F616jmDO0JTf6daJhndyRtiyRmLDnj7Ct3fyX2aOprUt87HvadBjH6bPjaesyBhWhKhKJmL1rpjJ/yXY2rZmcM37lSl/q17enZs2qWFmVIzNTxJ3bgZiU/3oEtCASEz6gIlSlWt2WTFh6mMXju6CmoUWN+k64TV6D15BmfIp7z+WjW2jRZYg8OvQPII8Myfkl6BqWYcyCvcz2nEyt2tkVHy9fhKCoVDR/PCrsGQtGtmGaa0PWzhyAQJTEn4f3ARDx8jEJsVH0GTQcado7lk3swfOgm6Qmf+J95EvSUhIByEhP5fWzQJ7ev0ZQwAWuntzBqT0ruXXxy2Ke/zXKVbJjyHRfjh07w6gxs8kQybC1tUFZWRkdnVI4ONSjceP6VKtWmTlzJlOvXi1GjnTjw4e4nDX+Or76335DPXsOJj09g6NHz+DqOponT57ToUNfEhOTGDXKHYlETKNGRWvw+Hf27TtCSkoa585d4dy5L/fo+TurV29i0KAvV3Plh0wm4+7dCwwZ0h8vr4lERr7j8eNnuLh0RUXly1p4AoGAFSs2YFlak1I6epzYsRiJREzSx9jsz+eJ7fjOG8LYrjYc2ujFkc3zKVemFD4+y6jbxIkSpfSLbO/PpERJPToOmMjUad55rsmkMgQChV96NK6lrYtMKmX1mq3YNWqT09tHUVGJdn3Gc/b4IS5ff4RUKmPfviMkJHzCyMgQfX1d3n5IpVHzPqRliL+5caxMJmNyH3t2rZwEZP9dlatUA6GaBjcvHGBsVxs+/b/w66f4GFKSilek77+CPDIk55dhbFYBFaEaHbv1JPjpG8qaGeB3fDv1W/ZAW8egUGtsWTQS10ED6O/iiIGeNh4ek4iPye4HU96mOrev/5mj7zR9XhlWTOmFmoYWWtq6ZGVl0LLLEIICzhH2/CEVq9jxONA/Z23TstbUa9Etv23/s9jUdMC6WgN2rPiD9RsPs3HN1Fz6WX+XKFBQUMDXdweqqqrMmDGezp37M3v2ZMaMmcbVq0dRUVHm2bNQoqNj8PAYiLKyEo6OTVFWVuLUqfOMHz88pw1DxYrlsbKy/Ga7tbQ0UVFRZuLEEaiqfr2x3bVrt1BRUaFdu1aoqGRHlyQSCVu37sPNrXeB0SWJRIJIJObEiXPcv/+IBQumsWbNFmQyGWpqQuzsqn11b319XVaunIen53w2b17KrPkbmdS7FlKJmIpVamJSujRtWzdmz5Y5GBmU5O3baIyNDZHJYPiwZzRqP7job9BPpk6zzhzdupAXr95hZWkCZCeEj5688pfnCMbFRKKiIiT8TRiu3XM7uiV1Dekx1ItBrsORyWR4jBxKjx4dKV3amMGjvDl38ghtXcbSsLXLN3ehvnF2L5Ctn/gXAoEiSR8/PzSUq2TH62eBDBi/HM0S33ccJ+fbkMtxyPmlHNk8j/OHfAHYf/hPLlwO4MTRo4ycszNHqyk+JopLRzYhVNOgTvMuGJlm/1P88DaMme5N+BAbkkuZesHyvWxct57kT/FERT0sUFPt8MmbHDl6Hu2S2sz2dEOnlBbjPdeyY+N6pBIxDm375JJIkPOZ2Ohw1nsNpFrNWiyZ64GLyxBOntzNuHEz6NevB40a1QWyhVFfvw7H2roCMTGxGBjocf78FZo2bUitWq3w8VnMmzcRuLh0zVk7Pj6Bp09fUK9eLcRiCaqqQi5c8GPv3iNs2bKiyLY+exaKmVlpYmJiefIkhJCQUCZMGPHFOZcvX0coVKFBgzpERUWjpKSImpoqq1ZtYuTIQQwcOJpDh7Zy5sxl9PV1+PQpicDAICpXrsi9e0F4eU0kKysLFRUVQkNfo6mpgbFx0ZOdJRIJ0dEfyBCBmal+vjI4AQGB1KpVjYDAF7gNGsusjYWPfP1Kdq+cSI2qlsyemi2Su/eQH7O9FmBlWw+Q0W3ITJSVf1wLg4KIj4lkxqDGqAjVWHbwcYFHUEEBF9i80IOwsEA8xi0m6OFDRsze+V39gB7fvczama6U0jdhhs9FVP9fNzEtJYnxPWyxrlqL8FfPGTFnJ7cvHiQtNZFOAybnfBfK+T7k2mRyijXBdy4R+fIx18/sZvDw4URGvmXvNl/auowhJuolj+9dRev/Fe4zUpNp4OhMBdt6bF08mhZtOrB1vScA/v63Wb16M15zZ9KogSNlylkTeOvbjroOnfDHY4gHi/c9+CVf0L8jGempLJ/Ug14uzni4tUNLS5Po6BgMDfVznpoDA4NYsGAlBw9uyTM/NTUtl2DmX4SGvmbv3iOULm3E69fhzJs3FZlMRlJSMtraRVda9/CYRN++3VmyZB1r1izEyChv1PHKlRvUr2/PpUs3ePo0hD/+8Mi5tm3bPtLT02nYsA62ttk5L/fvP6Jmzaps2bKH2Nh4XF17kZaWhrl5Gd69e58jm/HX/fTpM4zbt88V2XZ//9vs2nWI9eu9efs2GhOT3LIaKSmpuLmNZdeudUz28uVVeDzOw+YUeZ9fwdNAP07uXMzdmwe5HvCUXj36ggxK6OijXbIUOgZmDJjwfXIrheH66d2EP/Mn6O5NFBSVmL7ufL7J0E8D/TiwYRY6egZIUcB9qg/qmt/uCPmf25dzNLbs4GPU1D9LgMhkMnavmoT/uf24T12HUZkK7Fs3nfcRoahraTPLt3g6uL8bcmdIzm/BxcO+HNmyCM0S2lSxa4AoK4My5mYE3buHegkdUpI+gkxKVnoKqampLFwyD+dOn7vISqVSIiKisLAw41loFPq62ujp5NUcKizV7Tvx9k0ozbu44eQ8IucpTs5nnt2/zvk/V3HLbzcAGRmZODu74eOzBGNjQ8RiMVKp9It5Mh079mPlyrlYWJjle93HZxvlylnQqlWTItuXnp6RowEG2cnJjx49zdN9eNu2fairq2FvXx0tLU309HI3hvT3v83KlRtZsWIuJiZGhd7/3bv3xMTEUqOGbZFt/wuRSISSkhKOjs5s2rQcdXVV0tMzkUjEGBsbIhQKycwUUalKc4bN3FwsGi7mh0QsYpVnH8qYlebl8xDsGnfEpmZjVk/vQ9CDi9jXbU/vUYuoWK3gbtU/gk0LhvPo9kVCQ+/gPmIe6jrmODnnjRRKxCKWTexO5VpNcXIe8V3HeWkpiYzvURVzq2qMXbgPoWruhwCZTEZQwAUObZyDQCBAJpPSoHFTBvbvQvfOvVi0+x6q6kVL4peTl6I4Q/IEajn/GM06DsJ5mBf6JuVISkom0P8SD+4E8CrkIW6T1+HYfThhz4PY7Dufx0HncjlCkJ2joqenS7NmXbAqZ/xdjhDAgztH6NmrC/HvnrN0QldSkxO/a71/I+ZWVYkMe5HTGFAoVMHJqTmvX4dz4sQ5li1bz86dB764xpYtKyhVqlSu1zp06EtAQCC7dh2gSZMGOSX1RSEtLZ3atR0Ri8U5r2VmZnHr1j18fXciEonYsmUP+/cfY8CAnnTv3oGyZc3zOEIADRrUoVmzhgiFX05+/l8ePAjmyZMQJBJJke3/C2VlZQQCAefO7cfMrDQPHjxm/fqteHhM5ubNuwBs2nUWfWPzYusIASgqKTPcaysxH+IxLVeZ5p3dyUhPQc/ABO0S6gwb4cH5A+t/uh1KKqqIsjJp03EIHTu04GmgX4H2Tlh2lDYuo787r0lVTZNJy48xecXxPI4QwP3rp9i1YgIVbSoTGx3O8JEebFk3DYd6lTEytSAm6vV37S+n6MidITn/GAqKiji07cMfSw4ydMYmHNr1JezFY0rpmyCRiqlcqwllLCuzxvdIvscrAEpKSmzbtoqAgHvs3XsYyI5WfAtPnjzHsVUjzh1bj7WNDduWjEH6Hf/U/o2oa2rTe9RCejm7MmL8YmbOXMywYQMoUUILsVjCoUOnviiM6u9/h7i4BLS1czuuixfPxNBQD6FQSOnSxhgafln5/C+Sk1OQyWSkp2cgkUi4des0Sn+rUAwNfYVAkJ2XlJaWTpMmDXBwyM5v+lr58tChA1BQUMDVdVSOMO3XaNu2Jd26daBJk06kpHxfY8G/7GvRwoF586Yya9YEmjZtiEQiZd2qdflGN4obQlV1PLy202fMYhQUFNA1MCXuQ7YUR4c29QgPffTTbeg3ZjFL9j9CRV2bS5dv8uHdG/xO7cyOPP8kHt2+SGrypwKvXzzsS2ryJ969fYdFxRpcvOhH5Ls4qtq1IyEuhsSPH36abXLyR15NJqdYoKiohPNQL9r1HoeahlZODsqoubuYNaQZz18OpWL50nnmqaoKMTMzJSMjE4FAgeTkFFq16s6lS4d58eIVFSqUK9CR+jsymYx3794jFApRUBAweJAzo0ZNZtPC4bhOWImyiioymQypVFLsJBB+NTUatMbQ1JIjW+YTHf6cge4DsLWthK1tJdq2bcH79wV/kUdFRQNQsWLu19XV1Un4+AldIwt69h5NKV09bKvVQFdXm4G9nXJVsP0dT8/59OzZGT+/m+jp6eLu3ifXdXv7GhgbG1GpUnakqag5SNraJXB375vr6O1rqKoK2bfPF01NjUL3OCqI7P5FA1m3bhH29tlixqt9j6KmUQLrGt/Wo+ufpISOATIZHDsTwJ17TzAyLffT91RQVERDS5uO/SeybGIPWjq14vaFfZzes5LhM7dgblX1h+4X8tCfP31mIFBQpMvAqdg5tMszpo3LaABsazfnwIZZmOirc+zUDSJfP0dRSTnfPlNyfi7ynCE5xZ6Fo9szadJIenVtUqjxiYnJaGtrMX78TFq2bEz16lXyTaL9O02adGLXrvW5OgWnpWfSpuNQnj8JQtegNO+jXiFAgLGZJTZ2TbFzaFesjyl+NjKZjPMH1nHp6BamzPBkmGs7wsMjGTt2OocObS3QCRCJRDnNEaVSGWcvB+LtvYanjwLRLmWAhVVV1DSynZbXz+5T096ebT7TczlEIpGIT5+SEIlEBeb0vHjxisjIdzRv3ui77/Xw4VPExcUzeHC/Qs/Zu/cIISGheHlN/KY9JRIJioqKPH/+EisrSwQCAXEJydSyd2TojM1YWH29bL84cvvSYXavnkyFKrXp5Drlh/8NfXgbhqKSMiX1jPI8uFw6upmwR36sXTGZQYMnEfY6nAF/LP9hTSBfPb2H77whLF7uTVJSCvNmz6dpB1dqN+1coJRKdMQLVk7tjUkZC0KfPqTf2CXYN+n4Q+z5ryNPoJbzr2JS71rs/3MbdWtZFXnu9u37Aejf3/mL4968icDcvAznzl2hYcM6aGpmJ09fuxZAWHg0Gtr6VLe1xFC/FANcxyARCAl++JBKNRriPHwOyiqFjxz82wh/8Ygt3iNp3KwFq5eMQ0VFCYFAQMLHZLbuOcejR8+IiszurmxhUZp7t65z4OB2bt97yrKla8nMzKRui27UbtKJknq5HZv0tGTmj2zDqtXetG7+uQOw/817rFu7md27C845uXnzLu/ff6BLl7Z5rslkMqKjYwp0pDIyMlFVFXL9egANGtTG13cHaWkZjB1b+O7APj7bCQsLR1NTM0f/6mukp2fg53cTJ6dmuLuPo39/Zxo2/Nx80mXgDJJSJfQZs/gLqxR/pBLJT+k3lJWRzugu1mjr6JOalIi2rgFdBnlSs2F2o9dLRzcT+yaIo/uXEB4eycvwBAb0G4znmrPfpfsmEYs4s2815w/6sGCpN4P6tEEqlXHi3G0GuPRFqKbBikNPC7Y7MwP/c3vR1jGgZsO8n1c530ZRnKH/drxfzm9BmXI2PA8N/yZnKD8nSCqVIpPJUFRURCKRIJPJyMjIZNCgMRga6lO1qg2amhoEBAQiEED/vp1zzT90wAeAj4mp9Bk4lRVTejFmwd7/rENkblWVicuPsW3JGCpXa0mpktpoldLj+eOHWFdvQLlKtahdsRESiZiwkAfoGFvRtEkHTMtVomknd+ybdCzQwVBT16Jd77GMGzuVhBmTuXnrAW/ehHPz8mkGDh/9Rbvq17fn06fEfOU1bt68y+bNe9i0aRnDhk3Ey2sipUppo6SkxNmzl7l06Trz5k1lz57DWFtXoEGD2giFQiZOnE2PHh3Q19fl1KmL+eqtSSQSPn78RL9+PXj1KozQ0DBevgzj/fsPuRybv5OQ8DFb/0pTg8uXb+Dk1Iw5cyajr/85uXvt5hME3glg8soTX/uVFHt+VuNFFVU1Kts1xsTEgG0bZuJ38zFDBnmgrlkC6+oNqdu8K9MHLicqOh5z8zKYm5ehUTNH7l49SsuueQWEC4NUKmXb0rGkJ8fhNXsKpvpqAERGRuV0Y+8xZNaX7Raq0rSD6zftL+fHIE+gllPsCQ8NJiz83TfNXbFiQx45hpCQlzRv3hWZTEaPHm4EBARiYWHGlCmjcXPrk5MsGxcXnyffSCaT4eIylNevwymlrYHPisnEvnvD8knOFCXK+m9DQ6skHl7bGDRpLRaVG1CuigMzN1zGfaoPzTu7Ua1eK2o2bENXN0+GTN/I0j8fMXbhfmo37fTVSEudZl2o39IZH989vI/PxLJqE0bN3cW+HdtYt+XkF+d6e6/hxo3bACQmJrF1614yMzNp0KA2mzcvRyAQ4OLSBQMDPc6cuYyb21gaNqyLt/cM1NRUWb/eG319XWxtbbCysmTw4L5YWZVHLJZgbV2B9+8/4O9/G5lMxoUL2VVKa9duxdGxJ+np6dja2tClS1sEAgGBgUFAdo+jzMxMXF1H8fhxCPv2HWXAgJGcPXsZY2NDvL1nAGBkZJCjdH/pWhAL58zFfer6XP1q5OTFbep6XoW+ZNDwuTSuX4V1G1axZdEo7t84hYZWScqUs+HE2Vs547W0tBCLsr55v9N7VhIXHUbky8e0aFYv53OwwNuXGVOm4zzMi3otu3/3fcn5uciPyeQUa9JSEpkxyIGlK5bi3MXh6xP+h0ePnmBhYUaJEp//gcyYsQhb20p0794hJy/jL44cOU1qaip9+nTPGVu7dg3atfussn3+vB9NmtRDRUUFsVjM3bsP6ec6gSEzNmFattJ33K2covDqyV185gzm2Ik91Kyav3THX8dd7969x8jIgAULVtKvXw/u3Quic+c2ecb/7+fha9y5c59Jk2Zz7tyfDB06kdWr56OgoIBMJkVdPW/ivlQqpW9fD7ZtW8W7d+8xNDTgwYNgjhw5hbf3zHz3eBYaRWsnZ1xGLqBqnRaFtu2/THpqEjuX/0FG6kf8Lu7gzv0X9OszlHotu2Nj1xif2e5cuXoUSwsjho1dQrJInXa9xxR+/bRkwkIe8PyhPw9unOL8+X2YGJYkJSUVHZ3sthE1anemaSd3ajft9LNuU85XkPcZkvOv4GmgH/NHtqFpq7bf5AgBnDhxnl27cnelHjq0P61aNeHEiXN5/vF17tyG3r0/65P169eDZs0+J+Bu3LiLRYtW8uBBMM+fvyQgIJB69WrRpIUjD/3PfpONcr4Ny8r2mFWowrnz10hLS+fjx088fhwCZFetJSR8RFVVSGTkO5ycnHn2LBRPz7EkJibnjPtfiuIIAdSoYcuIEW6oqKiwZcsKNDTUUVNTRU1NjdGjPUlMTMo1XkFBgd2716OsrIy5eRkEArCxsSrQEfK7+YR27frg5DxC7ggVATWNErh7bkAsFTB97mbq1bLGz+8wD26c4s3zh1Su1RiP0XOJjvlIbfuq3L1ypNCl9nHvI5ju2pBLB9eioZzBkaPbsChjwNWrN/H0XJAzzr5uPe5cOYxUKv1ZtynnByLPGZJTLBGLsti9egr9B7niOb5vkeaePXuZWrWqoa6ujq1tJRo3bpDruomJEfHxCZw9e5n27R1zXQsMDGLfvqMsXjwTmUxG+fJlGThwNMbGhlStWhmhUAUHh3pERLxFLJYQHR0DQNfOrRgxfBw2dg6Uq2SHnJ+PRCIm/MUjgg2FnD9vxL17D4mLS6BKFWuCg5/Spk0L2rRpwezZS/D2nompabZgaJUq1lSpYv3D7Lh9+z7NmzeiZMnP0g0CgYC2bVt+1bm6c+cBW7bsYevWVf9zb1LmL9uN79o19PKYl5MALKfwCAQC+oz2xme2G0+fhnBoz2KOHN5M69a9SE1OREWoSp06rVm5djlVqtfk2skdOSXv/0tmRhp7V0/B0NSS2PcR1GnUjEO7F+VqndCqVZNcnc6XLxyNmVl1kj/Foq3z9eTs2Ohw9I3Ngezj+GkDGlC3ZTfa9Br1n2/n8SuQv8Nyih0SiZgLh31J+PAW+xoVUFQsfABTJpMREBCIpaUFABcvXkMkEqOqKqRt25YATJjgRcuWjVm7dlGe+RYWZRg2bACBgUFs2LADX9+lNGvWkLp1a6GoqEDZsub57tuqaQ06dO3GsW2LGLvoz6LftJwi8/ppIBpa2vwxfigZGZl07dqOGjVsCQwMol+/HixfvoEaNWzp1Kk1Tk7NAIiMfMfo0VM5fHjbD7FBWVmZunXt8iRoZ2ZmYmCgl1OVWBCNGtXNEbn9iyfPI3AbPBmRWMYfiw9h+At68fxbMTCxYPLKkyyf1IPte8/j1rc1T4Mvkpyawabtp1i9bAmjPMagoamNhlZYgc7Qnz4ziH7zhLTEaEzNyzKgd0fS0tKpWrUxz575s2fPYZKSkhk50i1njrqaCnUatWDzwhG4e/qgpa3LrQsHCA99SNU6rdAzMkNdU5usrAxO71mB/7n9TFx2lLLWNXgfGUpC7FtuntuHTCqhQ78Jv+ot+88id4bkFDvmDG2JqpoqXvNm08zBjvv3H2FqaoKBgd5Xm9gJBAIGD+5L374eXLp0iFWr5nPs2BnMzEpTt64TAQFnGTlyUIEl1bq6Oujq6pCQUIIFC7IFYf/KH/oSYomEp0+eYWxWdBkJOd9GVmY6ikpKPH4cgplZaerXtwfAzi67/07jxvUQCBRynGAAQ0M9Fi+e9UP2v3DBD0VFhXxL91+8eM22bftYsWLuF9eIiHhLUNDjnAjloZM3GTdqPC27DqVZx4E/rerqv4SKUJWW3YawbetO3Pq2RihURihUZvLYnmRkZnLowGHqt3L+okba66eBrFjuhUOD6vj53eRuwE1aNa/DkyfXUVZWpnXr5qioKOeac+3WU4Lv3yYjPZXblw4jykrn+I6lVKhcA7+Tu/LsUda6BmYVsjXtPsXFYFXZjgYOjXj6/M0PfT/k5I/cGZJTrEiIfUfSp1guX7yIiVG2svTJkxfo3Lk1T56EcOzYWZYu9Srw+CEuLp4PH+JYtmx2zmsdO7ZGJpOxf/9GAMzMTL9qx19JkIXlxNnb3L52Hsfuw/E7uYMylpXlx2U/majXT7GrXY9+/Xrke11NTS1XE02AN28icyXTfw9f6mZta1vpq44QZEeQYmKyy68PHr/BuNETcJuyFivbul+ZKacoVLFvzr6109l14DJ9ujfLeX36hL7ExMRydMcS5m3zL3C+SJSFiYkxamqqODk1y4k0CoVCAAwM8srHrFi9Dccew2ne2Z3kT3FM6l0LBQVFhGolqNmwNUrKKnyMjSYuJgpLGzt6Dp+bcxxmblWVF08Cef0imA79xudZOyszA4GCAGVl4Xe9L3I+I0+gllOsuHp8K206dc9xhABmzBiPra0NjRrVRUVFhaVL1+Hs7J6vGGZKSipbt+6lalWbXK8LBALMzcv8NLs7t63PwuUrMNJRJPrlPTbMHYLPbDcObpzNs/vXkUjEX19ETqERi7K4eX4/zt1a53s9KyuLVas25klgfvkyjMOHT/0QG+zsqmJvXx3IPn6TyWQkJiZx6NBJund3+8rsbCpUKIera0+u+j9m3Kg/GOLpI3eEfgIqQlWGe23Fc5Infx67nvO6oqICdetUR7NEyXwFVf+itEVFLly9V6Q9k5OSKKVfGoFAwAP/MwC06zOWARNWY+fQgRI6hiTEvmPINF8GTVqDhlbJnLnqmtn5Z2JRFo3b9geyK9ju+h3n6NZFTB/YkAk9a7Bqqgs3zu4tkl1y8kceGZJTbIgKe8aFQ75c8su/KktJSQkvr4kIhSoEBgblGx2ysDBj5cp5P9vUPCgoCBgyIPu45E3kB+yqO1C7li1SmZSTOxcTt/QdtZt2xKFtf/SNzX65ff82kj7FkfQxjsYN8teVUlFRydWdWiqV4ud3kzZtflxFVpUqDowa5Y6eng5z5y4nMPACgYFB3L//iB071vD8+Uv09LKPXQtCLBbTvHlXEpLFdB8yE8vK9j/MPjm5sbCqRv9xy5g5bRYdnU4iFGYfa9WsXgE9AyPGdqvM0gPB+UZbWnYbxppFI6htV4mGdWzyXP87EomUPm4zCQ97SSe37GOvB/6nGT5uInt37ODqie0Ylzbn+eNs50omy7/abIbPRc7uX5Pz87P719iyaCTm5W1YtXYZDepU5tylu0waPwnb2s1yJWmLRVlkZaYjVFVHUUk5v+Xl/A/yyJCcYoOWti5KSipoaqghkeT9gti79zCHD59EQUEBe/saHD16hiVL1pKenkFAQGDOuKVL17N0acEyDT8bizIGPAy6gfecYSyZ60FgwEGOHN2JjqYCyyf1IOlj7D9m278FHX0TbOwaMXP+pjzXYmPjkUgkLFmylrNnLwPZpfbHjp1FLP4xETqpVMqCBdMoWbIEamqqBAVdQUlJiWbNGjFv3lTU1FS5fPk6169nN2TMzMzMd51HT8P5lAbausbYObT/IbbJKRgbu8aU0jdh6doDOa/ZWptzy28PZuWseXzncr7zyle2p1X3YQwd+vVE5ichEdz0u4Tn6jPoGZkhlUh48zyI8SN6cuzELhzbdSTyzQvqt+rOmhOvCtSYMzargOuElaioZne0rtGgDc7DZqOqoc38+Svw83+EqqoQU4sKRL7KlvrIzEjjzL7VTO5jzzTXBkzpW4ejWxeSmBBT1LfqP4e86aKcYkN0RCizh2Y/uXvOmc8fI7ITlx88CMbExIj09PRcx10fPsQhlUqJiYnl4MEnkY9QAAAgAElEQVQTzJ49CXf3cUyaNBITE6NCqdX/anR0rJDJZAhV1bG0saNi9YZY2tRCoKCAVCLB3KqqPA+gkCR8eMvCMR1Y77uKti3t2bXrABkZWQQHP6VDByesrCxRVFQoMFn+exg/fibNmzswb95yvL1n0KBB7QLH3rx5l3XrtrJr17pcr1/1f4xr/6E07TiQFl0Go6Agfzb9FbwNC2HlVBcuXT5ChXKfc8qOnL7FcLfhlCilxzjvP/OUw6enJTOlT21CQ2+jqChAXS3/v9Mbt58ydOhEpq07n/3z2b3cu3KI65d34rv9NNHRH9ixeRNDPH2+GAmUSqWEPLxBekoSGiVKYW5VFTV1LSRiESM6lM81tq3LGJycPVg51QVdXR0WzhtP9SplefTkDctW7+LcicPoGphQxrIKjdv1w9yqWqE19iC7iaX3uE7YN+6IY4/hv020SS7UKue3JeShPyunurB97y46OGXrOC1Zso6GDetQt+7XE5Lv33/E+/cfaNq0IWpqxU8rbPveC5QsqYVd9QpcvvaACxf9eRL8CAWBALFYTGpqMp0GTKZmwzZF+rL6r/L0/jW2LRnLrj2bsDTLPo4yNjZEIpGgrJz9hS0SiahatQnPnhWcIFtULlzwo2HDOty4cRs1NdUCNcf+IikpGYFAwJEjp3MSvvsN9iIxDXoOnyv/Xf9iLhzawN3Lhzl/didGBp9zdaRSGYNHLSTuUxY9PfIety/5owvhL4KRSEQ0b9OFtPR0kpMScXHpRvPGdlQoZ8zCFfu45v+QfuOWAXBgwywUpcm0aunAhFGjaNCsLZ07ObF40XJmbcwtFRQUcIEdy8ajY2BC3RbdOOg7J9f13qMWUqNBGxaOboumVgmWL59LfEIiE8ZNQVVdExPTMpw7vj5PO5Kk5HT2HzzLxg1b+ZSUilBVndrNulCtbisMSpf96vuVkpjArMFNSU3+BMAs3yu/RcsHuTMk57ck8tUTVk/rSznLsly9tBd//9ukp2fmamT2JW7fvo+n5zxMTUuzbt0i1NXVfrLFP55jZwKYOWMB2romuE5charal/vUyIEH/mfYvXoqxoY6BNw6mSeXTCqVEh//MZfo6feSkpLKx4+JhISE0rJl40LNuXv3AeHhUXTr1p5noVG0bNGFqatPo6Nv8sPsklM4ZDIZB31nE/8ulEtnNuVyHoaOXUyaRIs2vUblO1cqlZKSGM+p3csxt6qGRCLhyd3LvH3zjPIVqxDgdxbnYV40aT8AgPiYSBaN7UT5ijY8uH0NHYPSzJ43kwljxjNt7Tl0DErnrB0eGszC0e0A6Okxl3dvQlBSUkEqlXD1xHYA1p8OJz0tmXHdqqBvVAaJVMofk//g06dk3Pq1RV+34CpHyM5pOn7uNgcPncH/6kXUNbVp12d8oRp7+p/bx66VkwCY6XsZI9P8ZXCKC3JnSM5vyfJJzrRq5UDfHs3Yv/8YLVo4kJmZSZMmDb44LzU1jYULV+HlNZGFC1dhZWVJt26/b/5FZqaIvm4zefE8hMHTfOX/LAvBXb/jHN0yn+VLZ9K+XTNu3rzDjh0HaNHCgaCgJ8ydO+WH7nfy5HkuXcquSlq2bHaRIjv79h1lyYrtmJS1xWXUwh9ql5zCIxGLWD29L0oKsG71bKpWtgCgmZM7dRz7UK1uyy8v8D+cO7AOdQ1tVDW0qGLfNJeg7vXTu/E/uwuJRIqNXRMe3DhF7PtIBAIBq4+/zNVhWiIWIZFIUBHmjmxLJRI+RL/JcUBunNlDasonzCtUZd/a6ahralLWsjz9+nSmvWMdFBRyfyYjIqK4dOk6rq69Pu8lkXLy/B0mjPekZqN2dOw/8Yuf5RmDHIiNzvYB2vcZV2CTyuJCUZwheTWZnGJDcmIcNapXpkKFcujplaJmTducPh4FIZPJUFdXw9LSAolEwtSphRdbLK4Ihcrs2z6PybM2MM/DEcPSZSmpa0RX9+noGv689gC/M/aNO/D6yT1cB3gwapQbnp5jMDMrg4GBLg4O9X74fu3atcol3lsklEuQmJjIyMEzfqxRcoqEopIyo+bu5sqJbbRp04O5C+cxoFdLMjLSvyki69h9eIHXIl4+olIVWx7eu0vdFt0IupWdTySTyUj6GEspvc+5S4pKyvnm5CgoKuaKxDRs7QKASJSJx5xtfIyN5t2bEKZM9mL6NCWGDB+Mx6DPD4UKCoqoqub+PlVUVKBj67rY1zhAC0cXLG1qYVu7OQAf3oYhlUn58DaM3asmU7tpRz4lxCBU06B6PSfsm3YmNjqcpRO64bXJ74utCX4H5JEhOcWGs/vXEv/2KScOLC/UeJlMhoNDB/bu9c3TXO/fQmJSGjfvPuPw0Qu8iYhh0OS1/7RJxZaUpI949q/P6TN7QSri0aOnuLr2YtOm3dSpUwNb2y+XRBeFmJhYDhw4zogRg4o817m/J5r65WnZdcgPs0fO9xH56jFrZvSnVj0HAq5dwqZWYwxLW1K+ci0qVmvw3Tld5/5cy7EdS6hs1xgPr218jItm9bQ+6BtbMNjT57sSkveumcq107tZe+I1CoqKyGQyQh7cYNeqSSxZvoDObQr3MLB20wnmzZqJVZU61HPsye6Vk0hOjEdZRYgo63M1ZKPWvXAZmR3RTPjwFs8B9bGqWpfR8/YUu47pctV6Ob8lqckJPH/yiMvXHxVqfHp6BkeObKN06R9fLVRc0C6hTuvmdkwa159nD/3lCthfQLNEKfSNzTh59jY6OiVz9OksLMqgqalBcPDTH7aXsrJSHj2ywpIQH48oK1P+uyxGlLGswrhFB9AxrYJAQQELUz1KqWfxp88MZro58OTeVeJjIomNjmDXyon4ndpJTNRrChtMcOzhwYpDz/Dw2gZAKT1jZvhcYtjMzd9dmXXt9O5cPwsEAirVbESnAZNYsvhzBWNQ0BP69i04euXh1p4nT65jYqLHhjnudBwwkRoNnFBUVEZVTRObmg7M8LmY4wgB6BiUpop9U148CmD19H7cuXoMaT7NcH8H5JEhOcUGmUzG/Run2b9uOguWLKB3t6YFjk1LS8fOrgUPHlzOE/r9t2JTzYn+41ZgbpV/o0E52dWI25aM5kXINVSUP2cBpKWl06vXEPbv35jr83Lhgh++vjuZNWsC0dExhU7W/4tTpy7QooXDV49z/87NuyH0cnbFZeTCIuelyPm5PPA/w9YlYyhZSp9Dh7ZibWXKspU72b5jP5kZ6WSkJVOrfmOUlFR4cOcmhqZlGTl39z/aFsFnthuVajrQuF2/XK+nJicypV9t3oTdQ11NSEZGJh8/fsLY2LCAlbKxsGyAhVU1OrlOxqhMeTIz0hCLsnJ1yP47yYnxLJ/kjIKiEm/DngEwa+NVMtJSMP9/rbV/CnnOkJzfEoFAgF2jtqhrlGDu7Bl079go1z+0v6OurvZDS6V/B3T1jeQNG7+CdfUGaOsYcv7yfdo5fu79o66uxrFjO0hJSSUs7D0GBvpMm7aAJUtm0bBhHYKCnvDmTWSR9wsICMTWtlKh9O7+wr5GBbIyMihtUbHI+8n5udRo0JoaDVpzfLs3HTr0RiKRUMaiPMrKypS3qkS7di3o1qEROqW0kEik1HXoySz3xugZlsGiYg2adHSlRMnPOmXpqUmoaeRf3SURixCLRd+dazN0Rt7GoxKJmJVTe1K+UjUi38ZRoZwJYrGY+PiPOc6QSCxh044z/PnnUbIyM2nTzgn3/u3o3KMXZ06cQCzKAkCoqv5FG7W0dZnhcxGA0ODbbJg7mIBLhzi7bzV6RmaMXbgvV8VccUUeGZJT7JDJZKyd2Z9K1hXYuHpSgWP69x/B4sWzMDTU/8UW/nqyRGLMze2Zs/UGmiWKJiL7X+PUnpUoSxLYss4zzzVf3x2oqKjQv78z+/cfo2fPTjnXEhOT0db+uohrQsJH0tMz0NTUwNGxB1u2rMTGpvCOTWamCGOTKqw+FpqrikhO8UImk/Ex9h3vwl+gqa1D1OunBN08w4vgO2jr6FNSRx9FJUVi3kZSxqIcnxLiiX77hkGT1mBcpjxn/1zLrQsHUFYR0tl1Cp/io3ngfxZdQ1N0DU3xP7efyrWaMGJ2dsn8qyd3eXLvKjFRL7nvf5ZhMzdTtc63ycfc9TvO9qXjqFTVnpDge6gI1WjTsTPK0iTWrVsEwIChcwl68JAWXQajpCLk9sUDpCbFcctvL2s2HWO59xJm+Fws0Jn72nt35dhWDvh6AVCtbkuMzSrQcUD+3+c/C3lpvZzfnpTEBGa6N+Ha9ZNYWuSfExQQEIi9ffUCFez/TRw64c/MGQtyutrKKZiN84dSvWpFls7zKPQcmUxG5cqNuHPnHJqaX64k2r//GDExHxg50o2YmFjU1dVQU1PFwaEjBw5sQktLE3V1tZymj/+LVCqjeq0OtOk9jur1HYt0b3L+eSQSMbHR4aQkJiDKzEAsyiLo1lnehT+nSu0WNGrTm9XT+hL56knOnHotuvHw1nnSUz8LBysoKjFi9nZ09E24eNg3l+CqQEGBWb5XMDCx+CYbExM+8OrpXZSUhZSrZEdmego+c9wxNTOnXLmyVLQqy/atu6jZuBPNO2UXAUglErzHdaJNOyfmz3Cn54BpPA95TqtuQ6nRIH9B5K+R8OEdZ/avJizkAW/DnrFw1508nb1/JnJnSM6/goMbZ1NSXcamNQX3iHFy6sncuZOxsrJEWVmZ9+9jKFvWPNcYsViMWCxBUVGBTZt2MWyY6882/YfyLDSKtm1c6Okx95ufFP9LbJw3hFYtGzBpdM+ftodMJstTYfT2bTQLFqxEJpOhoaGBt3fBpfNbdp9j/bptjF9y6KfZKOefI+r1Uz7GRWNsVoHkT/Esn+yMKCuTKrWa0GnQVAxNyqKkrEJqciLzPBwxNS9LcOBNHNr0ob5jz5+Sa5OWkkjApcNkpCbx9s0zTMva0Lh9f9Q1tXPGJHx4y8qpLjR3dMLL051uPUfx6J4/9Vp0p9+4JUXeM/j2JdZ5Dcz5uYp905wk8l+B3BmS86/gY1w0c4c7cvfueUyM8lf+lvx/5cKiRatRVFTkwoWrXLyY+x/M8uUbUFMT0qtX1xwtqd+FJ88j6NixH807u9O0w+/lxP1ThDy8wQGfmdwNOFqgflR+XLt2i3fv3tOzZ+cvjjty5DTq6mo4OuZN8M/MzEQmk/HyZRhVqlQqcI0skRgr68bUa9Htlx8dyPm1SCRibl04wImdS0j6GMeQaRuoXt8JgDtXjrB18RhU1bVwn7oOm5pFS+D/Vr6Uy5SSmMCmhcOJfPUUY1MLXoUEAVCpRkNGzdud75yCyMrM4MqxLTy+exmtUnq8eR7E5BXHKVHq16Q2yJ0hOf8a9q2bhp628hejQ39HJpMxZ84yRo8ezMaNO3Fyaoa5uSkaGuq/nRBmWEQMLVs607Lb0DyVInIKRiaTsXp6X7p0cuKPkT0KPe/Fi1d8/JjImjWbmDBhBCkpKZQvXw4DA71c4x48CEZFRYXKlfPmCYWGvmbbtn0MH+5KVFQ0derUzHVdLBZz584D6te3Z/rMpWzdto8l+4K+7Ubl/FaIRJkkxLxF39g8px9PRnoqr58FYl6hGhpa2l9ZIZvMjDTuXD6CYRlLKlSpU+QeSC+CA1g+yZlRc3dRqWajfMfIZDKSE+P58DaMiJePuXf1CNY1GtGh34Qi7fV3Ai4dYvvScagI1Vh5JOSb1ykK8j5Dcv41tO45irPHD/Pi1btCjU9JSQVk9Oo1mFq1qmFkpI+WliYKCgpERr6jTZteX12juPDHlGXUatxB7ggVEYFAQGnzinz8lFikeVZWltSpU5MBA3px9ao/3t5riYn5QHx8Ag8fPkYmk5GWlo6tbaUCm3zq6+vSvr0jAQGB7Nx5gFq1WiKTyfDx2cbhw6dIS0tnzZrNSKVSBg7qg5KSSpHvTyaTFbq/jZzig7KyEEPTcrkaE6qqaWBT06HQjhBAWMgD9qyZyvJJzqyd2Z/XzwJJ+PAWmUxGbHQ4b8O+7GjcvXKEkrqG3Dy/v8AxAoGAEiX1KF/ZnmYdXZm4/Ph3OUIAdZt3ZdnBxyze++C71vlZyCNDcoo9x7cvJj0xiiN7Fxd6TmZmZp7eLzKZjIiIKMqUKY2f302aNm34o039YRw7E8Aoj3F4bbyKqvq3Nff7ryIWZbFoTHumeo6nV9cm373enj2HUFRUQlFRgcDAIAwN9ZHJYPRod4BcEcfMzEzi4hJ4/Tqc8PAo2rd3RFtbi6ioaKRSKWZmn0uMY+OTsLV1YPnBJ4V+upfJZGycNwRNbV1cRi747nuT8/uQkZ7K6T0riHr9lITYd5S3ssamciVOHT9O3Pso1DS0yEhLITMjjUnLj2FRsXq+a0wbUB+fjWvp16sP3nvuo6mdfwrCvwF5ZEjOv4pWPYYTfP8uh04Uvq/Qnj2HOXr0TK7XBAIB5uZlePkyjDNnLgNw5coNoqKif6i938v+I9cYOWwMrhNWyh2hIiKTydi1ciKmZhY4dy6cmvxfREfHMHp0djm+h8ck/P3vAODi0hVn54507dqOyZNH07hxfUSiLBo16sCLF69yrXH8+Dm2bt1Lo0Z16dOnW06pvqmpcS5HCEBftwQCgQJpKUkUltTkTzx9cIPnQf48vnu5SPcn5/dm5/LxJMdH4DGsL0uWzGHv9kV4zx7Kk4eniQgPZNeejdwLvIyBiTlZmen5rvEx9i2pyZ9o09Ke1p17cmbf6l98F8UXuTMkp9ijqqZBt8EzmDJxeqHnNGxYh5o18+/UbGVlibf3DGQyGffuPUQsFnH37gNmz176o0z+ZlLTMhk7cgzOw+dgXb3BP23Ob0fQrfO8DXvK/p3eeVS7v0aJElp07doOgNGjB+fJCRIIBGhra2FubkrDhnW5du0Y1tYVco1p1qwh48YN4969h4wZM+2re6oIhYhFGYWy73XIfXavmkS1WvUZPmoEN87sKeSdyfmdEIkyefP8IRKxKOe1F49ucf/GGRbNHU/v7s1o51gbLc3PqvZCoTL1alljW7kuVeybU8G2br5rR4Q+pn6zNigoCOjWtTVRYT9OouZ3R97xS85vQemyNnxK+EBScjoltNS+Ot7AQO+rMh0CgYAJE0YAUKpUqWLRr+jZiwhKlNTHrlHbf9qU3xL/c3sY5jGkUJ+R/8XTcz7jxg0Fsh3mgtDRKUX9+va5Xrt48RoVK5bH13cnaWlpTJ8+jh49OpKcnIJIJEJHJ/9GmUrKQrIyC+cM3bl8hIc3z/E89B7xH5NZubRwgsZyfg+kEgk+c9wJvnMJfWMzlFVUcZuyDl3DMuxYNp7VG3yoWtmiwPkXrj6kpK4hnQZOLvDYVcbnlhDlLQx5H/mS3asmU7+VM2Wta/yM2/ptkEeG5PwW6BubYVu7OX0GTiUpOf8Q8F/IZDJcXUfx4sXrQq//1xP/jBmLvtfU70JdXRWxOOsfteF3RSqR8DzoFj27NPmm+c7OnQp0WvJDJpMxffpCZDIZYWERfPr0iTlzJrFkySwOHTrJpUvX2bBhB8eOnS1wDZMyFkS+evzVve5cOUrg9ZOcOHsMAz1tLC2MSEmMJyUxodD2yim+iESZeI/rSEiQPyvWryfk8UX6D+zHKs/erJ/lSvyHt3Tv+OWy+2nT5uPYYzjKygU/BApV1UlJyj6WtbUph0NzJ1SVsvCZ40Z4aPAPvaeicmrPSkZ2rEBqctEKH34U8siQnN+G/uOWsWfNFOrU78T8RbPo3KZevuMEAgEHDmwucqSnRAktTE1NfoSp34yGumqhIwVycvP0/jXMylmjU+rrkhr5YWNjhZqa6tcHkl21KJFIEIvFfPqUiLt7n5xrAoGAQYN6f3WNyKg4Xj8Ppu/4OgWOSfjwFv/z+7l39Sj7D2ynvr01AAuW7UGUlcmj2xep36rw7QPkFD9kMhk+Xm6YWVhwP+BQzvHuxFHO2FYuz8tXkXxo4YCC4pdjF+07dWCzT3YOUN3m3fLNNxSLshD8LeF/58aZADj39+TFo5v/uLCqWJTF47uXqNOsyy/fWx4ZkvPboKKqxoA/VtBp4FQmjJ1Chx7jCH2dN/k5Pj6Bpk07IxaLi7S+SCTm3bv3AISEhOZJwP4VJHxMRqha9CMeOfD4zkXatv/248WOHfsRF1e4SMv69Vs5dOgk79695/37WIKDn3Hhgl/O9evXAzhy5DRt27oQERGVZ75ILMFj7Dzqt+qRS9jzL84f9GHN9H7MH9WW92HBnD2zO8cRAti1bSsA5WzsinqbcooJUqmUD2/DWO81iKf3r3Foz+I8eW6tm9sxcnAn5kwbhLLSlx/uZk7qx87dm4h4dguvIc14dv96njEPbpyiS5d2eV63qlCO+JiiCxX/SBq16U0Zy8oc2OCFSJT5XWuJRJkE37nE+UObCz1HHhmS89tRrW5LKlVvyNn9a2jSuD3NW3dg5tTBORpmuro67N27ASWlon28VVWFmJhkr5GcnEJGxq+P0AQ+fI5pOZtfvu+/gbj3EZg0yy4nfvXqDaamxnnaK3yJU6f2oK6uRnJyClpa+VfxBQc/Izo6hj/+8EAgEDBwoAsA9+49JD398/Gtvr4uYrGYjRuXYWRkkPO6VCrj6OlbrFq1ifRMEcOH520XkZqcyKndK5i/xJtuHVahXSKvYrht9VqUKt0PI9OCc5vkFG9O71nBqT0rAZg8a85XnZ3C0Lh+ZRofWc2xMwGMHjEWq6r1aN7JHXOrqqSlJPL8UQDtffJ24G/t2IDtm11xch5JSd1fpx32d0qU1MPJ2YON84fzPiKUMpZVvnmt0Z0qFrkXlzwyJOe3REVVjQ79JzDT9zIZElUcGrVj3+HsJ/O9ew/z+nXR+2EpKCgweHBfAOzta2BuXobjxwvO9/gZPAp+gYmF9dcHysmDUE2DpYsWI5VKuXjRj717j5CYmETr1tmNNvftO4q3d/Yxwtate0lKSkYikeR8aWZmZnLmzGX69RvBqlUbkUqlbNmyJ1eEUSQSkZ6enidBtVat6nTo4ISjozPR0TFYW1egadOGmJgY5fQhWu17DNsabZgxfT6V67RmxOztCFXzOjoXD2+gcav2DOrjlK8jFBUdzy2/i9g37vhj3jg5v5zoiBdcP7ObJo7Zv0PX3t8mhFoQHVvX5dKlw9SpVZkVU104u38tBzZ4Ua1WPSzKGOQZX9euIrXrO3D99K4fakdRqdmwLetOvflmR+jm+f0sGNUWswpV6eLmyZK99wo9Vx4ZkvNbU6KkHl3cpmFhXZOJ4yfzJmIUR/ftYN2670+EVlUVFimh9nvJzBRx7cplWvca+8v2/Deha1iGSlb/x959BkZRdQ0c/+9ueu+9kZCQQgqhSO8dQarSRIqACIiiAoIgRQQLKEVRUBSlo4LSpffeIYSE9N572Wx25/3AI8/DC4EEUki4v2/ZmblzNpDk7J1z73H7T1I7AkmS0Gg0LF06H4Du3TugUpWiVqtJSUlDoVDw55+7OXDgGKtXL2HAgFGMGjWU6dMns337bmQyGT/8sI6MjCw8PNy4cuUG8+dPL3PLBoA1a5ZibW35wGsajcS7H63gnz27GTJxIV4BLR67yWJBbiatmpVduxERlYyFjQNmVnYV/A4Jz4vUhGhc3Rvw+4YvgC9QPKEe6Gl4uNmxYNZoOrRtwk/r/sDexoT5sx+9i7RcLqNHjw78un5HpcdRURVtL/K//vjxU+r7BHL9wgkmzFmDueXDiV9ZRDIk1AnBrXti4+DGitmvs3rNN5ibm5KZmfVMyYyvrxfFxdW3suvU+duoVKUENO9SbfesS1p2G8zSDwfRs0dbenZugkwmQy6X4+Nzby8gM7P/tjyYMeMdAAYN6kO9ei7s2vUPc+dOw8nJAZVKRb16LshkMnbs+JXSUjU2Npa0atXssb+oc3PzSE/PeGBzxdT0HN58ex5REXeZ+sW2R9YH/X9Wdm7cCgkr8/iOnYfxafTonlLC8y81IYqNKz9i5pzZVZIE/X8d2wTQsU3ZCfy/LCxMSU+Oo0RZjI5u+RYSPG+GvbOY25dPMGLqEkwtKva4TzwmE+oMJ3df3LwCSU7LY9Om7Vy6dL1c16WkpHHo0L1iw7VrN95/NHb8+FmmTi3/Ro/PKjwiDnsXz2f6ZPQis3PyYNiUz/nwgzloNOWvF9DR0UZHR4d27Vri4eGGt7cnb701EgB7e1tMTIxYtmw1JiaPX6WWlJTCxo1/3v86Jj6NHi+PRqZtWu5ECCCoZTeO/rOHvPyHa9Y0Gol9u3cR3PbhIljh+Zebnc6G5TN4bdgIxo/sWdPhPOCV7s3xbODD7NGtObxjLRq1uqZDqrDg1r0Y9s5iWnQeWOFrRTIk1ClWdi5ERcUzdeoEOnYsX+8xpVLJmTMXAGjfvhUBAb6kpWUwduxUli1bWJXh3ldYpGT1Dz/TIFDsOv0sAl7qTEmJkkMnyt8JPiDAj65d25d53MjIEBsba3R0tFE/5g9E/fr1+Pzz/ybP3XsMp0Gjtgye+Cn6BuVf7m9h40hxcQGlj7jXibMhlJaWUq/Bi71BXm1Roizmyqm9LJ85lEXv9OSTMe3wD/Bjwcdv1nRoD5HLZezY8hWbt/xMyIV/WPLhAJJiy56hfFbRd66y4+fPyUp/PtohiWRIqFN09Y3Iyy/g+PEzjB//wRPPz8jIRKUq5eOPpwLg7u6Km5sL1taWjB8/gpyc8veNehbjJn+GqaU9rXsMrZb71VUymYz2vUeyfMW6cl+zefN2PvvsmzKPKxQKRo4cDICvb2uSklIeed7KlT+xefN24N4MTkZqAm16Dq/wTN+BP34goHFLzE0NHzr228a/ada+r5g9fI4lx0ewZdUcvps7io9HteLA798xcFBvvvryEyIizvLjyhno6mrXdJhlatG0AccO/ELjpo1Z9M7LaDSaKrlPSkIk+7d9x5zRbbl8cneV3KMiRNd6oU7Zv20VOupMvl1yrwj5ScvrT6G7eM4AACAASURBVJw4y6FDJ5g799GFhdUhLSMX/4ZtWLT+fIVmEIRHKyrMY+7YDqz9ZRWd2gY+8fzc3DxUKhWWlk/u3q3RaIiPT0KhkOPoaP/QOEVFxdjaWgMw8f2lRMWmMmLq0nLHHn7zPN/MGMzvf22jQ+sHi6g1GglPnw68PfdnHN0alDGCUFNUJcUc372efVu/ZeCQ4bi6OtK2ZSDBAbVz+4O8/GI6dX8Dv6ad6fbqxEofX5Iktn4/h+N77vXY6zpwPC8Pn4pCUXmlzKJrvfDCKirIw9jYAC0tLUJC7rB27X+bWX711becO3f5/tc//7yJoqLiMhOh6dPns3btRsLCIh64rjKpStUs//537Jzri0SokugbGDNw3BzenvA+icmP30QxJSWNgQNHlysRgnvbLxw9eop9+w5z924Up06do6CgkFGj3kEul99PhAA+njaKMwf/ICcztdyxn9j9GxPfn/ZQIgRw7PRNtLV1cXD1Kvd4QtUrLipgQk9X3unbgPCrR9mzbytfL5rMu2/1r7WJEICxkR7frviUneu/JuTSsSdfUEEymYxX35pPr6HvIEka9m35liUfDnzmDReflkiGhDolPSma+h6uAJiZmeHs7Mjq1b8SFRVDp05tcXNzZtu2v7ly5QaWluZkZ+dw+PCJR04Ff/bZLEaMeJWzZy9V+lRxXn4xUbEpjJ20iF079zB08meVOv6Lrmm7Prh6BrJu0/7Hnqenp8ePP1as4Wnbts3ZsOEP8vLyCQkJJzo6jsBAP4yMHnysZW9rjkwuJyr0SrnHVhYX4OHu8shjv28/QFDL7uIR2XPm7MFtAPTsP4Sj/6zF39u1hiOqPE0beeLpG8SK2SOY9UbLSh9fJpPRc8gUpi3dgbtPMNFh1ygqyKv0+5SHWFov1ClpSdE08Lz3y8jFxREXF0cGDx6HpaUFAwbcW4GjUCjQaDT06dMdpVLJ5MkzCQ4OeGDp9b/nAYwYca/3U5cuA/n997WYmpo8VWyp6Tl89uU6zpw+Q8zdEPQMjNDVN2TKwg1Y2Dg+eQChQmyd65OcnPbYc4KDO3HjRvk+9YaGhhMSEkb//r3Yvv0XTE1NaNTo3gyOn9+jH1t5eAeiZ/Bw7U9Z3Bo0Yu++o7wxuPNDx04dP86AcXPLPZZQPWQyOS079OC3NfNqOpQqcebYRm6Hx9OyWQdKVSVoaetU+j3cvAL5cMn2Sh+3IsTMkFBnSJJEakIMPl7O919TqVR89tmsB1YL9e/fi8aN79WS6Orqsnr1EgwNDZg+fT7Z2WV3TP7++684deo8Cxd+Xe6t3jUaiU1/HGXo6Dk0bdadiNh0egx9j883XmLx+gvMW3NUJEJVRKHQoqTk8VPuERHnMTAoXy+4f5No4KGEeNmy1ezZc/ChaxJi7qJ6Qgz/q0WXVzl+cM9Dr0fFppCaFIu7t1hF9ry5cGQ73bt3eqivWF3i4+lEszZdWL1wPMVFBTUdTpUQyZBQZ+RkpqKto4udjRkAx4+fYezYqbi7u5bZa+pfcrmcFi2aYmxsxNatf7Fz58OPVzw83GjcOJBRo4aUK574xAx69pvMgvmfY2jtyXuLtzDsncV4B7V+ZBsGoXLZONYjPOzuY89Zv37bExv6SpLE8uVrcHZ2ZODA3o88p3v3jjRr9t9E5cyFOwwe+TH6hia4ej25iPtfphY2qJRK0jIeXMX4w9q/aNymFwqt53cV0otIo9EQE36Tbp2a1nQoVe7vbctwsLdmyYcDyM8pX0Pj2kQkQ0KdkRx3F0fX/xYsNm/emG+/LV9bDoVCQd++PVAoFAQE+FK/vjuFhUX89tu2B86Ty+WEhUU8sW4jKSWLzl2HYGLtykfLd9Op7xjsnOtX/E0JT83dO5g7t64+dgPG48fPsmzZmgdei4yM4fffd95v56HRaJDL5RQWFpY5jpGRIdra2uw7dJm2XUYyZPBodIwdmbFsZ7k3W4R7NRTNO/ene69R/LR+H1t3HKdTj3GsW72K1j2Gl3scoXrI5XJadX+Nr5b9VtOhVDldXW02rl1Auw4dWP7xMEqU1d/IuiqJZEioM1ITonBxc7v/9cKF35CRUfFPMN7envj4eJKRkUV6+oPXnzx5jsOHTxAV9fgtJgYNmUJAi670HzMLbZ3aubV9bWdmZYe+gTEnz4WUec6XX36Cm9u9x6oajYb09Axsba2JiYlHJpMxefJHHDp0gkmTxjy2tcv778/hy6U/MXL4KBq16cenP5+i59ApGJtalnlNWYZM/IxOAybw/ap1LJj/Jf6tevPZr2dw9Sy7X5lQMyRJ4tiu39j224+EhMXVdDhVTi6XsfyLdzE1M+f62QM1HU6lEsmQUGfkZKY8sPdLmzbNn9hCoSxFRcVoaSl4773xD7yen19As2bBjBgxifz8Rz87j4lPI/rubfqOnPFU9xYqT1DLbuzYeaTM42PGvEerVs0ID4/k1q1QJkyYjo6ONu+/PwGAefOm0aVLuzKvj4iIZseOvSxY8BE9enREWVxIPe9Gz1RkKlcoCG7dk/e/+oNZ3+6neacB6Bs+XdG+ULWU/1M/k5ySVYORVB+5XEbHTu2JCLlQ06FUKpEMCXVGXnYadrb3HkkkJiYTHR330Aqx8jpz5gJffLGS+PgkcnPzKCkp4ciRkwwfPhA/vwacOLHzoaXU/5IjQ5I0SFLV7NwqlJ+HXzPOnj5b5vF33x3H4cMnOHLkJP7+vmzb9iPa2v+ty7GysnzsI1FtbS0yMjIpKirii0VL0dLWxczKvszzhbpFz8AIV69APHwCy9UMta7QaDTIK3FzxOeBSIaEOiM1MRpHBxvgXvPNZ1nd0bFjG5Yunc+qVT9z9uwlJEli3bot3L4dxrRpCx67mkxPXwd1aSky6u7qktrCN7gNyYlx/LX30QmRp6c7Q4b0Z9y4EU81vouLE2PGDMPd3Y2mLdviHdQCPf3yL6UXar93P9tIbOQdcnLLrimrazzcnQm/caZWNnMti0iGhDohISqU5Li79OnRks2bd6Ctrc3o0c/W50smk7Fw4Uy6dm1PaOhdmjQJwte3AVu3rnnsbMH+Qxdw9vBD/p99ioSao62jx+tTvmDyhHfZ/c853n572gOJbJcugygurtiOt4+qQzMyMiQ5LRd7F9Em40WjZ2CEe4MgZi1YXdOhVJsRr3WmpLiIuMiy6/FqG5EMCXXCmYNb6TtoMMZGekRFxTy2u/jTsLe3xdf3XhuExyVC23efYeb0j+k6cEKl3l94ej7BbRg0/hOmT59Pj55dkCSJSZNmkJWVzfXrR9HXL3+Be1paBn36jODIkZP3W7RoNBLzPl/H379vEY12X1Cvv7eEPzf9SnxSRk2HUi3kchlqdSk6unVncYhIhoQ6QVtHDy2tezMxH3005bErfyri5s1Qxo//ABsbKzp2bPPYc+OTMpgyaSpjpq/A/6VOlXJ/oXI0adcHfUNTwmJykMlk9OvXCz29iv0i37//CObmppw48Tc6OjqkpNzrOTZ15kr+2PYnHy7dgY2DWxVELzzvLG2dCG7Vg+9W/1nToVSLy9cjKC1VYevoXtOhVBqRDAl1gkwmp7CwmJCQMF599c1KGTM5OZWfftrAO++MJTY2/onnT566mOYd+9EgsPJ7+AjPRiaTMWDsbFYs/Zqs7Hw6dWpToRkhgF27/iE2NoGhQ9/ipZeC6dOnO6cvhPLnlo1Mmv8r1vaP7ikmvBhMrezJya2ZvlrV7c+/jxL4Uuc6VQogkiGhTrh18TC9erTF19eLr76aWyljGhjo06dPNzw83Bg1ago5OblkZ+c8snj6p9/2cePyBXoNn1op9xYqn5tXIP7NOjL5gy+f6voVKxbh7u7K2LGvo1AoSE7NZszoKfQfMxMTc+snDyDUaf7NOrF/998UFtVM1/XqlJaWiZmVQ02HUalEMiTUCdrauqjVahYvXo6zc+X0+srKyqZdu5bo6ely8ODvmJqaMHv2YvbuPXT/HI1GYtHXm1gwdwFjZ/0g2mw85/qPmcW5k8fZsefMU4/RqVMbImNS6NxtGIEtutG804BKjFCordy8AnFwbcCK1ZXTcFSt1nDk5A0+mP0d7buOJrj5AHwCutG01av8sukA0XGpj91dvSpdv3oVRzfvGrl3ValbGwUILyxbJw/CwmMxNDSguFhZ4UcgjzJ+/IesXfsNDg5294umv/56AQqFglOnzuHm5sK705cTGnKTqZ9vxcax3jPfU6ha+oYmNAhsyfmLN+nbs8VTjXHucjjDho6lXa8RdBn4ViVHKNRmjVr15PTpEzBlcIWvzczK44tlm7hw/hIA4bevY2Rihm/jdrTsORITMyt09Q1JTYhi5YpVfDwjCgtLWyZMGs+4N3qiUFTP3MbRUzdJTozFO7h1tdyvuohkSKgTigpy0dfXY+Kbr5a5M3RF7du3+aHXtLTu/cjcuhXG9ZBYLp07xbwfj4qWG7XI6QPb6Nd7eYWvKyxSsmTlVlZ/u5JB4+bQrEO/KohOqM0K8rIwNzer0DUR0cmMn/gJIdcuENCsE8HtB6JQaNFv7Dys7B6uQ7N38SSwRVckSeLWxaPMfH8kWVk5zHx/2P1zjp2+xb4Dp1n0ydhnfk//a8PvR/jow5kMGDMLbW3dSh27polkSKj1SlUlhF47zStr5hEZGcOIEZM4eXLnM415+fINjh49zdSp4x95vJ6nN+PGvkefN6aJRKiWadd7BJFRjy6IvxEaQ1ZWPqlpWQQ29CAiKolboZGcO3eFM8cP4lrfn6mfb8Hexauaoxaed3ERtzixdyMDX3v1kccLCpUkJmcSHpmAm4st1pamJCRlsOiLNWjrmzP/x+MYmVqU+34ymYyGTTsw4ZOfWPXNhzRt7EuX9o04df42fXv1BajUZKigUMms6bN486Nv8fJvXmnjPi9EMiTUercvn8DBxQMnB0vA8pkTIYAde8+x4quvMLJ0xtvLlbYt/O4fi4lPY8Jb0+g5ZAotOg985nsJ1cvQyIxVX39B82YB9On+ErsPXODg4bMcO3KUjNQkjEzMMTa1ICnuLsamVhQW5NKm5zCmf/3XIz+pCwLAjfOHkMtkDH216wOvp2Xksnb9HpZ9+QW6egZY2DiQmZpIUWE+pubWWNk5M3r6SgyNKzaj9K+AlzozaNwnzJy1iNA3hvHlosUYmVhg7+xGTHwark6VU9w/a94PuPs0rtFESJIkYsKuYevsgb7B0/WdLIvscW0FHjpZJpNW7Xl8t25BqG4rPh7Oa6/14Z1xffnuu5/x9/ehTZtn+4Hdc/AiwwYNAcDc2gEzc0vkcjkOzi5cOnOcDr3f4OXX36+M8IVqptFo+GfbdxzfswEjIxOKigtp0rY3ng1fwjuodZ1aLixUn7ycDA7+sZpT/2zhlYGDcXF2IL+gkHU/rsHWsR4D3vwYtwZBVXLvnMxUFk/pTUF+NsMmLeKXJe8B0HvQ6/y6es4zj19UXIJng9bM+ObvGv1AkJ2ezEcjXsLGwY3R01bg4un/2E1wdbRkjOnqgiRJT+yNJJIhoVZLig3nm48Gc/vWUQz0dbly5QY2NlYPdK9/WrfuxDJkyERadh+KrZMHCi0tkmLDCWrRFVML20qIXqhJRYV5xEeE4OoVWKd20hVqVnpyLEd3/kJJcRFqtYq2vd7A1dO/yu9boiwmIuQiV07u4cTeDZiYW5Oblcb2Xdtp36rhM4390bw1HD16iimfbaykaJ/epm9ncXz3esyt7Oj26kTavVx2X0GRDAkvjD9+/BRrUwXfLX2f8PBIiouV+Pv7VNr4A4fNIK9IzYipS1DUsS7NgiDUXSGXjnH+yHZCr57i/enTmDzulacap7BIiadXK2Ys2/VcbCyqUilZOXsE6UmxGJtZMm3pX2XO5lYkGRL7DAm1VkFeDuePbGfc6P4AhIaGExoaXqn3WL5kGuE3zhJ392aljisIglCVfBu3Y+QH3/DW7DUsX/rNU+9JdOTkdWwc3J6LRAju7Sn31uw1aOvqERN+g4m93Tm0fc0zjyuSIaHWWjS5B+5efgQ1vLe/z8svd2XQoD6Veo+9B86j0NbBzsWzUscVBEGoDq5egZSWqvjnyJUKXZeankNIWBxbtu3BxsG1iqJ7OvqGJgyZuPD+10f++pnMtETU6lLOH9lO9J2rFR5TJENCrWVibsXMGROBe0WxQUEdSU5OrZSxlUoV67ceYt7subw5/Vv09A0rZVxBEITqJJPJGDxxIePGvM2bkxax4fcjhEcmAZCVU8Arr76Pufl/P+xdvxVNz36TCQxoT5/er3MnNJwuAyfUVPhl8gpogVyuICb2Ou27dGfhxG588FoQu35bwvpl0ys8niiCEGotawc3rl4Pp0v7RmRmZnHu3D709Cq2EdiN0Bh+27gHKysLCguKSExKISkxmasXT2Pn5M6wKZ/j6hVQRe9AEASh6gU274KNgytXTu5l1ffrmRF+EzNLG9RqFSbm9xaDNGv9Gj16dufnNavp3G8siyYtQc/AqIYjL1vIpWMYm1liZKjHjytnUPL1B8TGp7F81VYSUiu+8a5IhoRay9nDn9NnLsA7rzJ//hIGDepT4SX14XcT+O2nNTRp0xMdPQNMLeyo38iPrkOnPzfPyAVBEJ6VvYsX9kPvbRaqUauJCr1MXk7mvd2sNRoundzN0aM7eGvOGty9g2s42scLuXSMlXPeYMEXS5DL79VGb999mkljJ6Clo8tHy3dVeEyRDAm1kkat5tCOH1m24isAvvpqLqWl6gqPo1arcarnzbApX1R2iIIgCM8luUKBh1/T+1/LFAqatutD03aVW3NZVawd3GjYpB2L5s/H0dGafj1bsGfPUTq8Mop+oz967N5DZRE1Q0KtlJoYhba2Dn26v0RycionTpzDwED/idclpWSxYvUO4pMyUJWquX0nshqiFQRBeD7FhF1n2+r5XDj2N8WF+cRF3OLc4T+5enpfTYf2kAvH/uaj119CLpczaPw8ug16m1WrfuXkuRAO/7Obtr2GP1UiBGJmSKil4iJDcPe8t59QdnYO167dolOnNk+8bvykBcRER7Fo/nxUJUosrB14ZWTFi+0EQRDqgvCbZzm84ycavdSedUumYm3vTH0vb84eP8ji9RcxNDat6RABSE2MZst3s6nn6cu88Z2QyRWUFBfSrE1nxox+h0Hj5jzT7tgiGRJqpfjIEHR1tdlz6BKB3o5MmDCyXNcZmxjhFdiS1j2GUa9BEE7uvlUbqCAIwnPspU4DOPDHamZ//A4tm36Hrq42Go2Eh1cbigpynotkSFlcyIrZr/P6mHHMeG8Yh45fZdZHcwlo3o3r5w7Qc+i7NOvQ75nuIZIhoVaKuXOFqDvXOHVkP82at+D1ob0YMqT/E6+b+NZQRo54m7TkOPybdeTtuT9XQ7SCIAjPJ2NTS9r0GMamrXvo0Ppe25Bl3/+JgbEZppY133ZIrS5ly3ez8fNvxKJPxqJWa/hp7WZc6vvTd9QM+o3+qFLuI5IhodaRJImY8JuoSooxtbDhrYnj6N2tWbmujUtIpbi4iLY9h9Oy2+AqjlQQBOH517T9K3z14QD+6tGOU6evsGblUjoPGIe2dsW2KqlscRG32PzdxxgbGbJ+yzJUpWp6D5hCdk4uE+eve+r6oEcRyZBQ68hkMtr1fgOZ7N7Oo53aBvH229Pp378XXbq0e+y1M6fPYdQH3+AT/OT6IkEQhBeBrZM7g8bNYdbMT5ErtJjxzU5sHN1qLJ5bF49y/vAfhF47zcR33+X9iYM4czGUZSt+49zx/Yz/+IdKT9REMiTUOunJsRzavgaZXE4Dv2AMDXSZMWMyJibGj70uMyuPvOx0GgS2rKZIBUEQaodmHfo9c93Ns1KVFLNl1RwiQi7w2tChbFo7FwtzY67ejOK1gSPoOmgCE+f9godfk0q/t0iGhFonJvwGjZq3Y8uvX1BUXALA6tW/YWVlyXvvjX/o/D93nWbuJ4vIykilUctuZXY4FgRBEGqGSqVk2cyh2NrZcvrEn5ib/rcF0udL1tK253C6Daq6tiAiGRJqFY1Gw9VTe2kU5I+5mRHm/3l94cKZjzz/7MUwpkx6jxHvfoWzhx/GZpbVF6wgCIJQLvs2r8TS0oKd2765v6s0wO9/n+TU0YN88sPhKr2/SIaEWmXjihlEh13hx2//u4IgP7+ACRM+5Ndfv32ooO7v3cewtnPF0/+l57rPjiAIwovMxNyaf7Z9j51DAG069aRRUENOnTpP+O0bjPzg6ypf4i92oBZqDUmS0NbRo1RVSnBQW67ejAJAS0uLt94a+ciVBR+9/zoNfBqw4O2ubFo5k5R4seO0IAjC86bdyyNY/lcYn607i4mtF5duROPo2Zg5PxzGN7htld9fzAwJtYZMJqNp+1e4eHwn0+fMJcDXDaVSyaFDx+nVq8sjrzE20mPTzws4dvoWI0eMp2HTTtg6uVdz5IIgCMKTyGQyjEzMq7Q2qCxiZkioVfZuXs67H37ItHdeQy6XoaWlxa5dBygqKi7zmgPHrjJvwTfo6hni27jqP2EIQl2Vn5uFqqTsnzVBqK3EzJBQq4RePc0bm5cCEB+fRGxsPKtWld1x/tadWEa9PpZX3pjGqI8GotDSrq5QBaFOyc5I4aPXm2FsZoVTPW+6D56Ml3/zmg5LECqFmBkSahUDI1Py8gsBCA0NJzo6tsxzs3IKeO+DRXR8ZTRteg6r8d1UBaE2S4oJw9zKDjePBty+clLU3wl1ikiGhFrFyMScqJgUADp3bku7di2RJOmh837ZdAB///ao0aZT/7HVHaYg1Dlu3kF0GfgW/i1fZuzMVbTq+lpNhyQIlUb2qD8kZZ4sk0mr9sRUYTiC8HgH/viB25cOcfrIekpKSujQoT979256aPfp+t7tGTppEb6NH9+e4/9Lig3DxNyW2Ls3UCgUeAW0qMzwBUEQhGqioyVjTFcXJEl6YhMzUTMk1CrW9q7cUKkA0NHR4dSpXSxd+j3t2rUgODjg/vJ674ZBpCWVP3FPT45l3VfvcTfkIgBmlnZkZyTTe/hUeg6dUvlvRBAEQXhuiGRIqFWs7FxQqUrZsO0wg/u3R6GQ07x5Y1xcnNiz5yDrN/yJc/0gLp4+yqlDu7Gyc8GvSfsnjpsQFcrdkIvoGxpTqiohLycDRzdv/Jp0qPL3JAiCINQskQwJtYqTuy9dBkxg0rjxzJxhw+IvP2NI/3uPwsJicjl48ATSP0cxMLFApVQik5evLC6wRVc++PJ3HOv5UJifg4GxGXr6hk++UBAEQaj1RDIk1Druvo0ByM1M5e0xY5k7px49evfhwN69KBQKjp3ej5uzFR/N+4E9G7/By785Wto6TxzXw68pgGjbIQiC8IIRq8mEWsfM0paVf9+lfe8RgERqQhQb135PYmwYkz+YToP6jqjVGkYP7YqtnS1zxrTlwB8/kBB9B3WpqqbDFwRBEJ4zYjWZUKtF37nKzt+WkBAdSq++A+jauSWNgzwpLshl8eLlLFkyny7dhxMfF4dGo0GtUjH1i63U825U06ELgiAIVagiq8lEMiTUCfFRtzm5dwOJ0XdIiA6lQcPGeNT3ICoygpBrl7CwtqcgLxuvgOaMeG+J2IlaEAShjhPJkPBCKy7M59bFo2SkxGNiYU1gi67oGxg/+UJBEAShzhD7DAkvND0DIxq3fbmmwxAEQRBqCVFALQiCIAjCC00kQ4IgCIIgvNBEMiQIgiAIwgtNJEOCIAiCILzQRDIkCIIgCMILTSRDgiAIgiC80EQyJAiCIAjCC00kQ4IgCIIgvNBEMiQIgiAIwgtN7EAtCP+PJEncPH+YsOun0TMwpn2fURgam9Z0WIIgCEIVEcmQIADZGSncvnyc0KsnCb16ksL8XLR1dCkqyMOxnjdBLbvXdIiCIAhCFRHJkPBCUpequHb2ADFh1zixbyNF+bkPHDc0MadZ+1cIatkdr4AWNRSlIAiCUB1EMiS8cKLvXOWnzydhaW3HnRsXAOg17D1adx+CmaUtGo0GSaNGoaVdw5EKglCVJElCXapCS1unpkN5JmlJsSRGh9KwWUcUCvFn/WmI75rwwoi+c5Wjf//MjQuHWbDoM0YP74aXbycGv/0pvo3b3T9PLpeDXKwtEGoHSZJIiY8gOuwayXER5GamUKIswsDIFGNza5zd/fBr0g5tHb2aDvWpSJKEpNEgVygqddzI25fYsmoOiTFhuHsH07zLIJp16FuuZCI3O530pBiKCvKICLmIkakljVp1x9zKvlJjLA+NRsORv9Zy5O+f6dBnJK++Na/aY6gLZJIklf9kmUxatSemCsMRhMqXHB/Bjp8XExdxi+EjRzJiSHfWbdzLhfOXOXtsH5Z2zny69mRNhykIFfbPtu84uus3ZDIZvv6N8PTywNnJHgMDPbKz80hKTuXc2XMUFyt5b9EWdPT0azrkCtuwfDrhN88zcd46rO1dnnm8yNDL7Nu8griIW0ybOYOhAzuyY89pfvjhFzLSUuk26G2adeh7f7ZIkiQK83PJTI0nOT6C62f2E3L5OPZO9dAzMCQwKJC0tAxOHztAq66v4ezREI1GjXdQK0zMrR8ZQ/Sdq1w+uZv8nAyMzayxsnPB0MScnMwUcjJSkcllGJtZY25lh46uPglRoaQk3CUzNQFlUQFqtRpJ0pCfk0VudjomZpZ89/0yxr05kUHjP6FRy+5oaeugUatRa0pRq1QUF+ajUpUAEhq1Go1GjZa2Lto6uhgYmaKjWzuT5cfR0ZIxpqsLkiTJnnSuSIaEOu3Sid1s+nYWr48ey8cfjuDvvWf5ZPZ87Jzr81LHAVjaOuHiGXBvNkgQnmMajYbQKyc4d+h3lMWFZKTEoy4tYd26lTQOrI9c/ujf90qlildefY8bl8/QrEM/6vs1w9zaHlevwIdmQfJzMilRFmFu7YBM9sS/H89EkiTiI0MIv3keZVE+RiYW5OVkkJ2eRG5WGjq6SF/j0wAAHZlJREFUeqSnxFGqLOaVAf34+YdVePq/hKWtE3K5guz0ZLR1ddE3NEEuV5CTmYJCoY2diyfW9q73vj/qUooL88lMjcPQ2Jy8nAzCb5xl0nvvMe6NlzEx/m9yqNFI7Nx/jqVLf+D29Qto6+gikytQKYuRyxVY2Tpi7+xC587tGDm0OzZWD64wvR0ez9fLN5CQmIi6VM21i6exsnPCtb4/Jha26OkbUVSYS9i102RnptJ34CCcHO1ITkkjJiaezMxMbG1scHC0Q61Wk5KSTkpKCkWFhXh6eeLtXR+Pek6YmBiio33vEb6djRkuTtbo691L3I6eusm7784iMS4SgNISJQqFNnKFAn1DY7R1dAGQyxXIFXJKVSpKlEUU5uViYGxK31EzaNF5YJX+u1cnkQwJwn98P/9NenRry/R3B/Pjb3tZ9OnnDH/nc3yC29R0aIJQpuKiAsKunyHk4hFCr55GrlCgLC7E2MSUwcOG4GBvhb2tJe1bB6CtVb7HR3ejklj5/TbuhIWTGBdDXk42Tdr1waW+PxIS4dfPcOnEbhRa2shkMqztXbC0dcLcyhFjM0t0dPUxMDYjuHXPZ0qUMlMTCL95jqM7f6EgN4smzVthbmZKRmYWlhbmODnZ42BvTVGxEksLU17p2QIdbS3CIhI5cuIK8QnJqEs1ODraUqwsIScnl9JSNfZ21pSWqrl85SZJiYm4uLqgo6uDgb4+bq6OZGXnIpPJmDyuP+ZmRo+NMSungOLiEiRJQl9P54nnP0phkZKzF+9w4VIIqWkZ5OXlY2pqTFCAN4P6tkVHu+qqVHLzipAkCWMj/TKT5P+l0UiMHD+Pnb9vYMTUJbh7B2PjWK/KE+KqJpIhQfiPvZtXUJwdy5Z1C/lu7S6WLV3OsHcWU9+vmZgNEqpETNh1bl85gbWDG/5NOz7x0ZSyuJDQKydJjLlDakIkiTFhpMRHUt8nkHYd2tKre2vkMjkyuYyXgj0rLc6zF8PYuHUvERGRqEvVNAoO5K0xfXF2sOJuVBLhkQlERicSF5dIWlomSqWSKxfP0abH63TsO7pC99Ko1Rzfs54jf62lqCCPhsHN6NWrC2+N7IVCIX4OnwdKpYof1+9j397DhNy4grK4EHfvIKzt62Fl74KFtSMWNg5YO9RDT98QSZK4dfEoOrp6ePg1fS4Lt0UyJLxwEqLvsOPnz0iMCadRy+70GzOTWxePsv6bafzy22o6tgkAYMXqv/j+2+/Jy82meacBdH9tIgZGYkNF4dlJksSJPRvYvfFrOnZ7mbDQUHKys2jaoR86unrI5QqadeyHvoExAEf++pnrZ/cTHX6T+j4BBAT44+7hSkDD+jRr5IWpiUENv6OH3Q6Pp3PHV5j+9d/YONYr1zVqdSlbV80hMeoWixd/TPtW/iIBqgUiopM5efYmd+/GEB0dR1JSEimJCaQkxaBQaCOTgbWdEwqFFhlpybToPBDfJu2xdayHobH5c7FCTyRDwgvng8FBvD3lXbp0aMrkd+bg0bAFh//+hV83rqVLu6CHzr9+K5oFi77nbvhdPljy53P5qUZ4mCRJhN84i6WtE/qGJhQX5mNh4/jAOaqSYuIjbyOXKzAytcDCxpGUhEgyUxPIz8mkVKVEkiS0tHUwMbPGxNwafUNjzCztKrRiKTsjhTtXT5EQfZustETiI0OQyWVs2fQD/r6uaDQSm/48ysFDp1Gr1WRmZnL1/Cl8g9uSmRpPYX42c+fPom3LAOxszCr7W1XpbofHs2HLftZ+/y1zVh3EzMrugeN5ORmcO/QHWWlJqEqKyc/NICMlnpT4KLz9G7N149cP1dkItY9arSEzOx+VqhQ7G3PkchmXrt3lp3V/cf7MGdJSEsjPzcbA0AQ7Zw/6j5mFq2dApa8GLA+RDAkvFEmSmNTbg/iE6+jr6RAdl0rXbkPIzc5gw+Z1dGob+MjrNBqJDt1GY+XoxYA3P66RH1bh8UpVJcRH3SYlLoKk2HBuXzlOSXEh+blZqFQlKBRaNGrVnX6jZ1KqKmHflhWcOfgHto6uyGVyUpPiMLO0paggDydXd8zMLdDV1QWZjBKlkoyMdLIz08nPzcbM0pY+b0xDLpeTnhxHSXERarXq3tJuSaJUVUJOehLpKXFkpiaSl5NBYNOWBAT44ebqSANPV9q1bPjYGo27UUn8tfsk9T2c6dA68IEC3ufZrE9/4rsli/Ft3I5Ofcc8sBUF3FtqvuTDgTQMbERDP28MDPSxsjLD3c0Rf183rCyMayhyoSao1RqSUrLY9Psh1nz/A3nZmQQ070TzToOwdXJHV98QtboUHV19dHT1kTRqZDJ5pf8OFsmQUOcV5OUQefsiWWlJFBflc3z3r9wNPXr/+KnztxnYbyj6Bkb8889W6td79P4f8YkZvDZsCtZOngx+e2E1RV+3JMWGoywuxNDYHGt7FyRJ4vD2H7l95QSmljb0GjYVC2sHVColmSkJZKUnkpuVhqSRMDA2xTe4LSXKIqLDrpMUE0ZGShxZaQmkp8SRmhCNtb0L7vW9cPdwo22bJvTq0hSFXI5MJiM7J58p05ayd8cW9AyMaNKiLd8v//j+TEtEdDJXrt+lX6+Wj300o9FIrFizg3Vrf0NXXx8nZ1cMDQ3Q1tZCJpMhV8jR1tLGwcEWj3qO1HO1J8DXDV3dF2NjzmXfb2fhJ7NRlSiZ8/0B7F28gHuPwE7sWc/+rd/Re8CrLP/8nRqOVHgeJSZn8u2aPzl88AjJCTGUKIuRKxSUFBdRoixCLlcgIaGra4CJuRWWtk44uftSzzsYZw8/LG2dn6qYWyRDQoVpNBqO7lxHYX4OZpa2GJtZoW9ghIGxGZY2jshkcvJzM5/6P2VlUatL+XHR24RePU19nwCcnJ0pKSnh9WH96Nuz+f+8Hwm/wO54BbYiPuI6F05tK/MTe1x8Os1bdOOrLddr/eqJ6pSblcbqhePJTE3EzMKK9NQkXOv7oSwuJj05hrmffsLxExf4c9MvaGnrIKk1WNjYY2Vjj6WVNXKFnJjICPLzc8nPzsTNyxdPrwbUc3PG1dUBdzdHGvq4lmtWISe3sNwrZ4SKC49M4pV+o6jv9xKDJy5ELpdTUlzEr1+/T0FOKp8vnkXbFn41HaZQC2k0EnK5DLVaQ1ZOAXEJaYTdjefi5ZtcvnSNiDs30dbRZejkxfg0al2hsSuSDIlCiRecWl2KsqgAuVzBth/mAqDQ0kZdqnrk+Z4NX2LqF1ufOK4kSWSlJ2Fh7VCZ4SJDxrWzBwhs0hozCwuiIyMJvX6ew3v+JHnp19wJi+JueCQJcTHo6BnQa8gUZo1qSWp6Tpl1Gc5OVugbGhN65aRYcl8OyfERXD6+i6O7fmXgkOF8uWACCoWcnNxCNmw7RF5eAYH+XnTvFMyI1zqzevkM8vKL0NfXeWg5cVFxCQeOXqFdS/9nKhh+HouN65LwyASKCvK5e+s8Kz8eTomyiKS4uzRt2YHtG9dibFT3NuwTqse/H2AUCjlWFsZYWRjTyN+d1/q1Be7Vd3bq0Iv05NgqjUPMDFUzSZLISkt8ZLHmv7UJ1bnk++S+TWxYPgNDYzO0tHVQlShRlRQDMvQNjTEwMsXE3BpLW0eURYWkJkbz0fLdyOVyNBrNvR1TM1NRFhXg5O6HobEpKpWSLd/N5szBP2jYpB2+jdtjYe1IUWEeMpmMwBbdytzttLgwn7iIW3j4Ninz+XFBXjZXTu1FodDCwsaRrT/MRa7QwtDYDENjM/T0jdBo1OTnZBAVeoV+rw1nxZdTHvt9WPLt72zb9jdTPtskZof+hyRJRIRcJPzmOeIjbhIVehVJ0tCyfSfemzScJkGVt9RbeL4plSouXY8gKTkDfX1dAnzr4eRgWdNhCXXY5esRDOj/Bt1efZt2L79R4d/N4jHZc2xCT9cHvvYJbkuXAePxadSaNZ+9xeWTe7Fz9sDGwQ0zS3tCLh8nPTmWr7Zcx9D4wZUY6lIVd66dRpIkfBu3e6o/4gV52cwZ05bvVq/E08ORkpJSTE0MUKnUhN2N59TZa+zcsQN9Q1OsbJ2QK7TIyUwlMy2R9JQ4DAyNsbCyQ1tHl5iI22g0atQqFcEt2vPrT4v4dfN+rl0LISkxESMjY/Lycom8cwsrOye0dfQwMrXA1MIWO2dPdPUM2L/tO0pVSlSqEkzMrCjIy8bY1BIP3ya06j4YHV0D8nIyiI8MISr0EuE3zpGZloSpuTWmFlaYmVlgZWODvb0t/g096dy+MW7ONk/8PiSlZOHfsBVfbb6KnkHFN1iri1QlxXz14UBKigpo06ETQYE+tGkRgJ+3i3gcJQhClYiLT2f3gbNExySw+bd1vDLy6XfFFslQFSvIyyE+8hYJUaEU5GVhbGaJobE5+bmZ5OdkYmhsjqWdMzo6eqjVpRTkZZGTkYqERElxIXk5maTERxB+4xySpEFbR49JC9YRfecah/5cQ2522gP3s3ZwQ0dHl+yMFMyt7LBxcCMnK42k2HAcXDxQFhdhamnHiKlLyc/JJDs9mfoNm5a7MeP5I9vZ+sM8bOydMTY2Yey41xk+qOP943n5xfy58wQ5ufmoStU42lvj6myHbwPnBx5PlKhKKSoqeWLtRkhYHEnJmeQXFJGalkV8fDKhd+6SkZ7OiBGDGD6oE1duRJCXX4ylpTHxCens3X+Sv//YilyuwMTMAg+vBjRuHEiXDk0JbFjvqXZzTUrJ4s7dBG7cimDFN8sJeKkLA8fNqfA4dVVy3F3mje8EwIEje8QskCAIVeJuVBKrf/mLO7fDuXz+JF4Nm2Fp50LDph3xCmjx1OOKZKgCCvNz0NLSub9LrFpdSmL0HdKSYu41uStVUZCXTW52Oilx4cRH3SYvJxNXDx+8GjTAysqC9PRMsrKyMbcwx8rSnIzMbOLj4ilVlSBXKDAxMcXO3haZTE5WVjY52dnk5eZQXFSIlrYO2traaCQN6tJ7zfNKVSo0Gg3aOrrYOzrSuVNbmgR74+poQ0RMMnfCY3BytCGwoTtO9paUqEp5a8oX7PpjI8amllja2BEXFY5rfT9MLGywsHbCw7cJZla2lBQXkZ+bRVpSDAV5WSi0dNDW0UUul6MuLUUmk3Fs1694+jRk745v6+QMgFKpYvE3G1m9cgVWds6YW9nTttfrDy0XflEVF96rDTl/eDs3Lhyhvrc/+3etxkBft6ZDEwShDilRlbL6lz0s+fwLApp3wa1BIzwbNsPK7tkb8oJIhsrl2M517Fy/lNJSFbp6+tRr0IiMlDjSkuOwsLbDydUdbW1ttLW1MTMzw9LSHB9vd4IDvfD3dSt3P6Dq9L8rauKTMjh/6Q4pqZmEhUdx4fxFcrMz0dM3wNjEDBdXF6yszCkpKaWoqIi0tHRSk5NJTYonOyOV4WMn8PVnk2r6LT2zzKw8Ll2PICo6kcioOC5euMzt6xdx8wpi0FtzsXPyqOkQa1SpqoSk2HDiIm4SE3aNyNDLpCZEU8+rIX36vsyIId1wshd1IYIgVK69hy4xeeL7mFs58MrI6dT3a1rp9xDJ0GNIkoSyqIBls4bh7ePNhp/mc/5yOCF3oqjv7oRvA5cXfoOwf5c61ka3w+P5ZuUm7ty+TVx0BPm5Wdg5e2Bt54K5jSP1vBtRv+FLmJhZ1XSoVaowP4fMtERyMlLISk/6z87LJahUSgpyMsjNTiMtMYb0lHhsHFzx9PYluJE/LZoH0qqZj5gFEgShykTFptCu7Su8/t6X+DfrVGX3qbNL6wvysjm5bxP1/Zri7tMYmUx2ryYnN4u87AwkJJzq+TxwjUajIS0xmqg7Vwi/foabF4+gLCpEI2lo0rQJcrmM5k28aN7Eq4be1fPneUuE1m87zORx47Gyc8LQyBSlsojiwgLUajVaWtootLSQJM29P/YlJbTpMZRWvUZh51wfS1vnF6Iha0lxEXeun+bE7t+4G3IRSSNhaeuApZUNVja22NhYoWesg46uAdb+TtjbWVHfwxl/HxeR+AiCUK3+2n0Kn0atqjQRqqhalwzt+Hkx9i4e5GSmUapSoVIpMTQ2w8TMkuKiQqxsnbGwcaCoIJes9GSS4yIwMrXAxz+Ils2b8MWCt/BrUDnPI4Xq0SzYG7lCi/TkeNKJx9DEnIBmnenYdzQGxmaoS1XI5XIUWjoYGJo8sUt4dbrXxkFZ7mL28ihRFpOeHEtqQhTRd65w99Z54iNv41rfl8FDBvHar4vv9wwSBEF43jTwcuWrxYu5cf7Qc5MQPXePyUIuHSM9OQ5jM0uMzaxw9vBDV+/eiiVJkpjzZlv69O3PgH6d8PF0wtTE8P4vfaVSxa9bDlJcrMTczBh7OysCG7q/8I+9arO0jFz+3nua6zfCSE/PQCaDqLt3Cbl2HoDvdkc/V/sCSZLElVN7uHxiN+nJsaQkRFOiLMLIxAxbh3p4B7elaftXsLZ3ffJg/6FWl3Lkr5+5c+0kSTHh5GSlYWXnhIOTG4FB/rRt04SOtajPlSAIwp6DFxn/5kTa9hyOibk1BsZm+AS1xsjUotLuUWtrhhKi7/Dp212p7xuEhaUNGempJETfxSe4NZ37j8PdpzFJsWH8s20V188dwtjUgt79+jHq9ZcxNzXCzNQQfT2dKotPqH5DRs0mLPQODYJaY2JujbKogKLCfOyd6+MT3AYTc+uaDvG+7PRk1i+bRlZaAqPGjqFRgCd+3q7YWJkSFZvC1RuR/LXzIIf372LUB9/g16R9uca9duYfdv72JdNmvEcjf0+8vZyeywJ+QRCEx9FoJJQlKoqVKvLzivhl4x7W/bSWjNSE++dUZo5Ra2uGrO1dGTTuE/ZtWYmllS0DBvVHX1+X9es28OX7/Zm5YjfOHg154/2v0Wg0JESF8M+2VfTu/TrFhfkUFxWg0NLC2MQCI1MzdHX10dHVRUdbB3tHexoFNaR5s4Y0DfJ8YRos1nbZ2dmkp8TTUEeXNj2HoVBU3X/Z1IQojEwtMDAyffLJ/0Oj0XDtzH62rJrDwCHDWDh71UP/vzzc7PBws2NA75Zs+6sDn8xZUO5k6N+du0+dusypU5dRa9RkZeWQk51Fbk42JUolpaUqCvPzOHBgKx5udhWKXxAEoSqVqEqZ/elP/Pz9CtRqNQotLXR09bG2c8HdpzHBbXphZGKJhY0jkiTVyGz/czUz9K+CvGxuXjjMnaunKMrPwcDYDIWWNp0HjMfGwa3M6yRJokRZRH5OJvm5WZQoiyhVlVBaoiQtOZb4iBtEh10jMzWR5m27sG3D5+IT9nOusEjJgaNXWLjwa5BpEdiyO45u3hiZmGNoYo6xqSVa2k+eDVSrSzl/ZAcmZlYotLRQKLTR0TNAV98AuVzBsZ2/cO7IDjRqNR16j6D3iA/LHCsnM4XLJ/eQkRxHZmo80eE3MDWz4NOFM+nV5dHLQzUaicSUTC5dDefMuWv8sOwrvt0ZWWbLkf8f+6l9mykuygdALpdjYGSKoYkFhsZmaOvooaWlzZ9rP6M4P4tP5k6jT/eXnjiuIAhCdfj405/Ys3s/Y6avxNLWqdruW2sfkz2rf5fNF/4ngdLTN7x/TFVSTFxkCJEhl7h6ei8RIZc4d/EYXh6V20hUqBq5eUVs33WSvfuPERcTQ25ONvm5WeTnZmFuZY+dszsOrj7U8wnG1TMAUwubBz5dpCXFMGdM2zLHt7F3Yc78j9mydTcKPTNemzC/zHN/WjyJi8d34hv0Ek2aNiUoyIcmwQ1QyOUkp2SRmJRGYlIasXFJxMUlkJQQR2JsJJKkwdG1AS6eAbj7NiG4dc9yvXdJksjPzSQzNZGczBQK8rIpzMumMD+HgrwsCnKzyM/JIC0plozUBKzsnAi/faT831xBEIQq8s60Zfy5eT3vLt780GrvqvZCJEP/v8eXgZEpxUUFaGvrYGBkQkFeDnbO7phb2ZMUF0FWWiL2Lh4ENmpMq5aNGTKgoyg4rQOUShUhYXHcCInkytXbXLl8lbuhN0CScHRrgIWNIwZGpugZmoAkkZmWSGZKPMgk9A1M0NHVQ5IkigpyKczPQVtHn/GzVz/2UVlSbBhXTu7l7s1z5OVkUFqqolRVgqTRYGhqgYmZFcZmlphZ2GFh64SNozt2zh4Ym1o+kKBJkkRCdChRoVdIjL5NaYkSjaRB0kiUqkrIyUolKy2J7IxkdHT1sbSxx9LaDjMzM0zNTDEzNcbKygIrK3NsbCxwc7bFz9vlqVqTCIIgVLbCIiWODg0BCGrRldcmLMDMqvoe478QyZCqpJjYuzeJCLnIqf2bSU2IwtMvmAY+vnz2yUQsLY05eTaE+MRUAvzc8fdxE3VCLwiNRiIhMYMLV8OIT0ghOyeX7Ow8srNzSEtNJyU5iYzUJHKz0rGwdcTRzQt7lwY41vPG0c0Ha3vXxz6+UpUUkxwXQXpyLJmpCWSmJpCaGElKfCQZqYnIZXJkchlyuQLNf/Y/0tM3RM/AGCMTMyysHTC3diAzNYH4qFCCmjTH398HI0N9ZHI5CoUcbS0tnBxtcHW2pZ6L7QM94ARBEGqT5NRsvly2gc2//kzT9n0IbNGd+n5NKnXLkUd5IZKh/y87I4Wk2HC2fj+Hga8OYsHHY2o6JOE5p1SquBkaw5Xr4Vy/EUZo6B2iwkMpLVXRud9Y2r08AlVJMXdvXiA++jZJ0aHER90mPTkOGwdX7J1ccHR0xNnZgQaerjT0dcfH0+mhpLtEVUp2TgFZ2fkkp2YTHZtEbGwiEvDB5NfEpoeCILwQIqKTWfXjHxw/epzYiFBcPPxw8w7GrUEgrp6BWNg4Vmrx9AuZDAEc3fkLp/dtYv/eX7G3Na/pcIRa6viZW3wy72tiIsIoLMjF0zcIXz8/Gjb0okmQN0H+9cQWDoIgCM8gMyuPo6ducPrsFa5dvUH47esoi/6vvbt5jaOO4zj+zqbNPs/sZh+yk6Sbp1abqsRqEfFSBLWghV68KwgWAnoS7yKIoAfP/gvBizdRwQjaUqwPRYNrEshmk032+XGym3Sz8RANiIc2CRtt5/OCuQ3sjz29Z37znWkRG04Ss8YYGZ/mxVevH+vuUU9j6J2PP8NKnsMXMNnZbrP02y0G3F4mHn2S/lOnadbKLPw4T7WUo2XXaW81aNsN+lz9TF64xCNPPEtseLwno3Pvz75EdiWFdWYKMxwhFB7kypXnefP1V3T1LYfS7e4x//2vPD1zVs+WiYicgHyxxkIqwx9Lq8zNfc56Jk1idAp/MITPGCRghLnw1GVGJs7T7XbZataoVwq0mjVCUYtw1PrHIw49jaHk1DS57Cpef5C23SQ5dZ6d7Tb5jVWGRifZWF1m5tJzJMfOYBgBQqaBaQZptbe5ceMH7ty+xc52m8npi8SscYKh6F9HhFAkQdRK4vUd7Y3Ru7sd7EZ1f7S+VqJaynHzqzlSd24y4PYSCJoEzTBBw8TnD+Dqd+Hqc+Hq78fl6mPLtrl27WVm37h6pN8XERGR47vb2eXLb35iM1eiWKpSLlfZ3Czw7ddf0Ol02GrWcHt8mOEovkCQcmGTRq1MJD5KfGSMaGKMc48/w6cfzPYmhiqVRXZ3u6SW1wmbgYPtqPRagds/L/LC5Yv3vJJeXtlk/rtfWEmvk8uVKBaLlIpFSvkc+Y1V3F4/cStJ0IzgDRh4fEG8fgOv38DjC9Cy69QrBeqVPPVKge2Wjdvrx+PxM+D14fb49t8h4/ETiiSIDI3iNwY5dXqA3NoSmeUFNjNLVApZKsUN6pXCwdpeu/4Wn3z49n3/JyIiInIydu52SGcKjFiD/9rxaTTbpJYypBb37y65vSYfvfdu72Kol7rdPdJreX5fXCNfqFCrNQ6mger1BvV6E8MIMDQUJZGIM5yIEgz4aNotGs0tmn8ftk2zYbOezZFdy5DLZqiW8xihKJG4RTyRwLISWFacYSvOsBXjzEiMmccm9IFLERGRB14f4fDZBzOGRERERI7v/mPIdRLLEREREfm/UgyJiIiIoymGRERExNEUQyIiIuJoiiERERF5CB1iQOyw02RHWY6IiIjIfyC9t7c3fq+TDhVDIiIiIg8bbZOJiIiIoymGRERExNEUQyIiIuJoiiERERFxNMWQiIiIOJpiSERERBxNMSQiIiKOphgSERERR1MMiYiIiKP9Cc1SwZpD+MAuAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f958801e290>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Add country borders.\n",
"ax = plt.axes(projection=ccrs.PlateCarree())\n",
"ax.add_feature(cfeat.COASTLINE)\n",
"ax.add_feature(cfeat.LAND)\n",
"ax.add_feature(cfeat.OCEAN)\n",
"ax.add_feature(cfeat.BORDERS, linestyle=':')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9589593d90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# And finally, add lakes and rivers.\n",
"ax = plt.axes(projection=ccrs.PlateCarree())\n",
"ax.add_feature(cfeat.COASTLINE)\n",
"ax.add_feature(cfeat.LAND)\n",
"ax.add_feature(cfeat.OCEAN)\n",
"ax.add_feature(cfeat.BORDERS, linestyle=':')\n",
"ax.add_feature(cfeat.LAKES, alpha=0.5)\n",
"ax.add_feature(cfeat.RIVERS)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### A map of Austria\n",
"\n",
"We can make further use of the cartopy Feature interface to add specific features. As an example of this, let's produce a series of plots of Austria with increasing detail:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f95895a5b50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"map_extent = (9.08, 17.2, 46.21, 49.2) # Approximate extent of Austria\n",
"\n",
"ax = plt.axes(projection=ccrs.PlateCarree())\n",
"ax.set_extent(map_extent)\n",
"ax.add_feature(cfeat.BORDERS)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is a good start, but the resolution of the borders is not very good and we have the borders of other countries as well as Austria. We can fix both of these problems by selecting Austria's border geometry from the Natural Earth shapefile of country borders at a higher resolution and adding that geometry directly to the plot."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"countries = shpreader.natural_earth(resolution='10m',\n",
" category='cultural',\n",
" name='admin_0_countries')\n",
"countries_shp = shpreader.Reader(countries)\n",
"records = countries_shp.records()\n",
"\n",
"# Iterate through the records until we find Austria.\n",
"for record in records:\n",
" if record.attributes['NAME_LONG'] == 'Austria':\n",
" austria_geometry = record.geometry\n",
" break # No need to continue iterating now we've got what we want."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f958958a6d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = plt.axes(projection=ccrs.PlateCarree())\n",
"ax.set_extent(map_extent)\n",
"ax.add_geometries([austria_geometry], # Expects an iterable of geometries.\n",
" crs=ccrs.PlateCarree(),\n",
" facecolor='none', edgecolor='k')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's add more features: major roads, rivers, and populated areas."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# Roads.\n",
"roads = shpreader.natural_earth(resolution='10m',\n",
" category='cultural',\n",
" name='roads')\n",
"roads_shp = shpreader.Reader(roads)\n",
"# Convert the generator returned by `geometries()` to a list.\n",
"roads_geoms = list(roads_shp.geometries())"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"# Rivers.\n",
"rivers = shpreader.natural_earth(resolution='50m',\n",
" category='physical',\n",
" name='rivers_lake_centerlines')\n",
"rivers_shp = shpreader.Reader(rivers)\n",
"rivers_geoms = list(rivers_shp.geometries())"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# Cities.\n",
"cities = shpreader.natural_earth(resolution='50m',\n",
" category='cultural',\n",
" name='urban_areas')\n",
"cities_shp = shpreader.Reader(cities)\n",
"cities_geoms = list(cities_shp.geometries())"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f956226e450>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = plt.axes(projection=ccrs.PlateCarree())\n",
"ax.set_extent(map_extent)\n",
"ax.add_geometries([austria_geometry],\n",
" crs=ccrs.PlateCarree(),\n",
" facecolor='none', edgecolor='k', linewidth=2)\n",
"\n",
"ax.add_geometries(cities_geoms, crs=ccrs.PlateCarree(),\n",
" edgecolor='none', facecolor='y')\n",
"ax.add_geometries(rivers_geoms, crs=ccrs.PlateCarree(),\n",
" edgecolor='b', facecolor='none')\n",
"ax.add_geometries(roads_geoms, crs=ccrs.PlateCarree(),\n",
" edgecolor='g', facecolor='none')\n",
"\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.14"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment