\n",
"\n",
"# The Traveling Salesperson Problem\n",
"\n",
"[](http://www.math.uwaterloo.ca/tsp/history/pictorial/dfj.html)\n",
"\n",
"\n",
"Consider the [***Traveling Salesperson Problem***](http://en.wikipedia.org/wiki/Traveling_salesman_problem) (abbreviated ***TSP***): \n",
"\n",
"➜ *Given a **set of cities** and the **distance** between each pair of cities, what is the **shortest** **tour** that visits each city exactly once, and returns to the starting city?*\n",
"\n",
"Solutions to this problem are used in [serious applications](https://research.googleblog.com/2016/09/the-280-year-old-algorithm-inside.html) that millions of people rely on every day. \n",
"In this notebook we will develop some different algorithms that solve the problem, and more generally show *how to think about* solving problems. Then we'll benchmark the algorithms, comparing them for run time and tour length. \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Implementation of Basic Concepts\n",
"\n",
"I'll go through the definition again and make implementation choices for each concept:\n",
"\n",
"- *Given a **set of cities***\n",
" - A **set of cities** can be represented with a Python set of pointa on the (*x*, *y*) plane. \n",
"- *and the **distance** between each pair of cities*,\n",
" - The **distance** between two points in a plane is the [**Euclidean distance**](http://en.wikipedia.org/wiki/Euclidean_distance). I'll use a function `distance(A, B)`. \n",
"- *what is the **shortest***\n",
" - I'll us `shortest(tours)` to find this, and `tour_length(tour)` for the length of a single tour.\n",
"- ***tour***\n",
" - A **tour** will be represented by a list. `[A, B, C]` is the tour from `A` to `B` to`C` and back to `A` . \n",
"- *that visits each city exactly once, and returns to the starting city?*\n",
" - The function `valid_tour(tour)` implements this.\n",
"\n",
"Four more basic concepts, implied by the definition:\n",
"\n",
"- **City**: At first glance, Python does not seem to have a builtin type for point in the (*x*, *y*) plane. But there is a type we can use: [complex numbers](https://docs.python.org/3/c-api/complex.html), which are points in the (*real* × *imaginary*) plane.\n",
"- **Link**: A tour consists of a sequence of **links** between cities. A link can be represented implicitly by the adjacency of two cities in a tour, or explicitly by an `[A, B]` pair of cities.\n",
"- **Segment**: A portion of a tour that does not loop back to the start. The **segment** `[A, B, C]` has only two links, A-B and B-C, whereas the **tour** `[A, B, C]` has three links, A-B, B-C, and C-A.\n",
"- **TSP algorithm**: A function with the signature `tsp(cities: Cities) -> Tour`.\n",
"\n",
"Notes: some authors use \"cycle\" or \"circuit\" or \"[Hamiltonian path](https://en.wikipedia.org/wiki/Hamiltonian_path)\" instead of \"tour.\" The Euclidean distance measure is **symmetric** (the distance from `A` to `B` is the same as the distance from `B` to `A`). But not all distance metrics are like this. If you have to follow roads rather than straight lines, the distance is at the whim of the road-builders. Perhaps the distance from `A` to `B` is different than the distance from `B` to `A` because of one-way streets. Almost everything in this notebook still holds with a different distance function; I'll point out where it doesn't.\n",
"\n",
"First some imports (they will be explained later as they are used):"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import functools\n",
"import itertools\n",
"import random\n",
"import time \n",
"import math\n",
"import re\n",
"import matplotlib.pyplot as plt \n",
"from collections import Counter\n",
"from statistics import mean, median, stdev\n",
"from typing import Set, List, Tuple, Iterable, Callable\n",
"from dataclasses import dataclass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now the implementation of the basic concepts:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"City = complex # e.g. City(300, 100)\n",
"Cities = frozenset # A set of cities\n",
"Tour = list # A list of cities to visit, in order\n",
"TSP = Callable # A TSP algorithm is a callable function\n",
"Segment = list # A portion of a tour; it does not loop back to the start.\n",
"Link = list # A [city, city] link\n",
"\n",
"\n",
"def distance(A: City, B: City) -> float: \n",
" \"Distance between two cities\"\n",
" return abs(A - B)\n",
"\n",
"def shortest(tours: Iterable[Tour]) -> Tour: \n",
" \"The tour with the smallest tour length.\"\n",
" return min(tours, key=tour_length)\n",
"\n",
"def tour_length(tour: Tour) -> float:\n",
" \"The total distances of each link in the tour, including the link from last back to first.\"\n",
" return sum(distance(tour[i], tour[i - 1]) for i in range(len(tour)))\n",
"\n",
"def valid_tour(tour: Tour, cities: Cities) -> bool:\n",
" \"Does `tour` visit every city in `cities` exactly once?\"\n",
" return sorted(tour) == sorted(cities)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Sets of Random Cities\n",
"\n",
"To test TSP algorithms, I'll need sets of cities. I'll define `random_cities(n)` to return a set of `n` cities, sprawled out randomly over the map. \n",
"\n",
"*Note*: I'll eventually want to be able to do reproducible comparisons of algorithms: to run two or more algorithms on the same set of cities. Therefore `random_cities` has an optional argument, `seed`, with a default value. If you pass in the same seed, you will get back the same set of cities. If you want a different set of *n* random cities, pass in a different seed."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def random_cities(n, seed=1234, width=3000, height=2000) -> Cities:\n",
" \"Make a set of n cities, sampled uniformly from a (width x height) rectangle.\"\n",
" random.seed((n, seed)) # For reproducibility\n",
" return Cities(City(random.randrange(width), random.randrange(height))\n",
" for c in range(n))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Exhaustive TSP Search Algorithm (exhaustive_tsp)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's start with an algorithm that is *guaranteed* to find the shortest tour, although inefficiently:\n",
"\n",
"- **Exhaustive TSP Search Algorithm**: *Generate all possible tours of the cities, and choose the shortest one.*\n",
"\n",
"My design philosophy is to first write an English description of the algorithm (as above), then write Python code that closely mirrors the English description:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def exhaustive_tsp(cities) -> Tour:\n",
" \"Generate all possible tours of the cities and choose the shortest one.\"\n",
" return shortest(possible_tours(cities))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I note that the possible tours are just the permutations of the set of cities, and `permutations` is defined in the `itertools` module, so we get:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"possible_tours = itertools.permutations "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's try it on a random set of 8 cities:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((1174+1935j),\n",
" (1675+1135j),\n",
" (2078+1173j),\n",
" (2382+1608j),\n",
" (2731+287j),\n",
" (2436+237j),\n",
" (2220+81j),\n",
" (1053+480j))"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"exhaustive_tsp(random_cities(8))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Quick, is that the shortest tour? I can't tell, and I bet you can't either. But if I plotted the points on a map, maybe we would be enlightened.\n",
"\n",
"# Visualizing results (plot_tour)\n",
"\n",
"I'll define `plot_tour` to plot all the cities and links in a tour, highlighting the first city. "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def plot_tour(tour: Tour, style='bo-', hilite='rD'): \n",
" \"Plot every city and link in the tour, and highlight the start city.\"\n",
" scale = 1 + len(tour) ** 0.5 // 10 # More cities, bigger size figure\n",
" plt.figure(figsize=((3 * scale, 2 * scale)))\n",
" start = tour[0]\n",
" plot_segment([*tour, start], style)\n",
" plot_segment([start], hilite) \n",
" \n",
"def X_(city: City) -> float: \"X coordinate\"; return city.real\n",
"def Y_(city: City) -> float: \"Y coordinate\"; return city.imag\n",
"def Xs(cities) -> List[float]: \"X coordinates\"; return list(map(X_, cities))\n",
"def Ys(cities) -> List[float]: \"Y coordinates\"; return list(map(Y_, cities))\n",
"\n",
"def plot_segment(segment: Segment, style='bo:'):\n",
" \"Plot every city and link in the segment.\"\n",
" plt.plot(Xs(segment), Ys(segment), style, linewidth=2/3, markersize=5, clip_on=False)\n",
" plt.axis('scaled'); plt.axis('off')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_tour(exhaustive_tsp(random_cities(8)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The plot helps convince me that this is indeed the shortest tour.\n",
"\n",
"\n",
"I will define the function `run` to run a TSP algorithm on a set of cities and optionally plot the tour. It returns a `Run` object, which packages up the resulting tour and the run time, and has a pretty representation)."
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [],
"source": [
"def run(tsp: callable, cities: Cities, plot=True):\n",
" \"\"\"Run a TSP algorithm on a set of cities and plot the results if `plot` is true.\"\"\"\n",
" t0 = time.perf_counter()\n",
" tour = tsp(cities)\n",
" t1 = time.perf_counter()\n",
" if plot:\n",
" plot_tour(tour)\n",
" return Run(tour, t1 - t0, tsp)\n",
"\n",
"class Run:\n",
" \"\"\"The tour found by a run and the time it took to compute it, with a pretty representation.\"\"\"\n",
" def __init__(self, tour, seconds, tsp):\n",
" self.tour = tour\n",
" self.msec = 1000 * seconds\n",
" self.name = tsp.__name__\n",
" self.length = tour_length(tour)\n",
" def __repr__(self): \n",
" return f\"{self.name}({len(self.tour)} cities) ⇒ {self.length:,.0f} length tour in {self.msec:,.0f} msecs\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here is `run` in action:"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"exhaustive_tsp(8 cities) ⇒ 6,505 length tour in 10 msecs"
]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(exhaustive_tsp, random_cities(8))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Speedup for possible_tours\n",
"\n",
"The number of possible tours of *n* cities is the number of permutations, which is *n*! (the factorial of *n*), and thus there are 6 tours of 3 cities:"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[[1, 2, 3], [1, 3, 2]]"
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list(possible_tours({1, 2, 3}))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"But a tour is a loop, so `(1, 2, 3)`, `(2, 3, 1)`, and `(3, 1, 2)` are three ways of describing exactly the same loop. I can redefine `possible_tours` to only include one representation of each loop by arbitrarily saying that a tour must start with the first city in the set of cities. "
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [],
"source": [
"def possible_tours(cities) -> List[Tour]:\n",
" \"Return a list of non-redundant tours (permutations of cities with first city first).\"\n",
" start, *others = cities\n",
" return [[start, *perm] for perm in itertools.permutations(others)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can verify that for 3 cities there are now only 2 tours, not 6:"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[[1, 2, 3], [1, 3, 2]]"
]
},
"execution_count": 94,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"possible_tours({1, 2, 3})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that `exhaustive_tsp` can now do 9 cities in roughly the time it took to do 8 before:"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"exhaustive_tsp(9 cities) ⇒ 6,900 length tour in 86 msecs"
]
},
"execution_count": 95,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(exhaustive_tsp, random_cities(9))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can keep going to 10 cities, which takes about a second:"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"exhaustive_tsp(10 cities) ⇒ 7,675 length tour in 1,141 msecs"
]
},
"execution_count": 96,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(exhaustive_tsp, random_cities(10))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# General Strategies for Algorithm Design\n",
"\n",
"It takes Exhaustive Search a second or so to solve a 10-city problem, so 12 cities would take about 2 minutes (11×12 times longer), and 15 cities would take days. \n",
"There must be a better way ... \n",
"\n",
"To get inspired, here are some general strategies for algorithm design: \n",
"\n",
"* **Brute Force Strategy**: The strategy used for `exhaustive_tsp`; as [Ken Thompson](https://en.wikipedia.org/wiki/Ken_Thompson) [says](https://www.brainyquote.com/quotes/ken_thompson_185574?src=t_brute_force), \"*when in doubt, use brute force*.\"\n",
"* **Approximation Strategy**: If it is too hard to find an exact, optimal solution, consider an approximate, slightly suboptimal solution.\n",
"* **Greeedy Strategy**: To complete a multiple step problem, first do the step that appears to be best in the short run. Repeat. \n",
"* **Local Search Strategy**: Create a solution, then check if small local edits improve it.\n",
"* **Divide and Conquer Strategy**: Split the problem in half, solve each half, and combine the two partial solutions.\n",
"* **Ensemble Strategy**: Let a set of algorithms each try the problem, and pick the best solution. \n",
"* **Stand on the Shoulders of Giants Strategy**: Find out what other people have done, and copy them.\n",
"\n",
"Let's apply these strategies to develop some TSP algorithms. We'll make a quick journey through the various algorithms, and then step back to test them on a series of benchmarks.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Nearest Neighbor Algorithm (nearest_tsp)\n",
"\n",
"Here's a second TSP algorithm:\n",
"\n",
"- **Nearest Neighbor TSP Algorithm:** *Create a partial tour that initially is just the start city. At each step extend the partial tour to the nearest unvisited neighbor of the last city in the partial tour, until there are no unvisited cities remaining.*\n",
"\n",
"This is both an **approximation strategy** and a **greedy strategy**. It is an approximation, because it won't necessarily find the optimal tour. It is greedy because at each step it makes the choice that looks best in the short run (the nearest neighbor), even if that is not the best in the long run.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"def nearest_tsp(cities: Cities, start:City=None) -> Tour:\n",
" \"\"\"Create a partial tour that initially is just the start city. \n",
" At each step extend the partial tour to the nearest unvisited neighbor \n",
" of the last city in the partial tour, while there are unvisited cities remaining.\"\"\"\n",
" tour = [start or first(cities)]\n",
" unvisited = set(cities) - set(tour)\n",
" while unvisited: \n",
" nearest = min(unvisited, key=lambda C: distance(C, tour[-1]))\n",
" tour.append(nearest)\n",
" unvisited.remove(nearest)\n",
" return tour\n",
"\n",
"def first(items): \n",
" \"\"\"The first element of a collection or iterable.\"\"\"\n",
" return next(iter(items))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The exhaustive search considers all tours, so the run time for *n* cities is proportional to *n*! and [we say](https://en.wikipedia.org/wiki/Big_O_notation) it is *O*(*n*!). The nearest neighbor algorithm builds *n* links in the tour and at each step considers up to *n* possibilities, so we say it is *O*(*n*2). That means it runs a lot faster! While `exhaustive_tsp` could only do 10 cities in a second, `nearest_tsp` can do thousands. Here it is finding a tour of 3,000 cities in under a second:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" nearest_tsp(3000 cities) ⇒ 119,082 length tour in 809 msecs"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(nearest_tsp, random_cities(3000))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Real-World Cities"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A tour of 3,000 random cities looks like a [Jackson Pollack](https://www.moma.org/artists/4675) painting. I thought it would be fun to work on some *real* cities. I found a web page (now 404, but a copy is [here](https://raw.githubusercontent.com/norvig/pytudes/master/data/latlong.htm)) that lists coordinates of over 1000 cities in the USA, in this format:\n",
"\n",
" [TCL] 33.23 87.62 Tuscaloosa,AL\n",
" [FLG] 35.13 111.67 Flagstaff,AZ\n",
" [ANC] 61.17 150.02 Anchorage,AK\n",
"\n",
"We can fetch the file if a local copy is not already in the current directory:"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {},
"outputs": [],
"source": [
"! [ -e latlong.htm ] || curl -O https://raw.githubusercontent.com/norvig/pytudes/refs/heads/main/data/latlong.htm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I define the function `parse_cities` to extract cities from a file in this format (skipping Alaska and Hawaii):"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"def parse_cities(text: str, skip=('AK', 'HI'), long_scale=-48, lat_scale=69) -> Cities:\n",
" \"\"\"Make a set of Cities from lines of text, skipping the specified states.\"\"\"\n",
" return Cities(City(int(long_scale * float(long)), int(lat_scale * float(lat)))\n",
" for (lat, long, state) in re.findall(r'([\\d.]+)\\s+([\\d.]+).+([A-Z][A-Z])', text)\n",
" if state not in skip)\n",
"\n",
"USA = parse_cities(open('latlong.htm').read())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"(You might be wondering about the `long_scale=-48, lat_scale=69` part. The issue is that computing distance from latitude and longitude requires [complicated trigonometry](http://en.wikipedia.org/wiki/Haversine_formula). But we can get an approximation by assuming that latitude and longitude are on a flat rectangular grid. (This is a bad approximation if you're talking about links of 1,000 miles, but close enough for shorter links, as long as you're not too near the poles.) I took the latitude of the center of the USA (Wichita, KS: latitude 37.65) and plugged it into a [Length Of A Degree Of Latitude\n",
"And Longitude Calculator](http://www.csgnetwork.com/degreelenllavcalc.html) to find that, in Wichita, one degree of latitude is 69 miles, and one degree of longitude is 48 miles. I use -48 rather than +48 because the USA is west of the prime meridian.) \n",
"\n",
"I also found a [blog post](http://www.randalolson.com/2015/03/08/computing-the-optimal-road-trip-across-the-u-s/) by Randal S. Olson, who chose 50 landmarks across the USA and found a tour based on actual road-travel distances, not straight-line distance; I would need a new `distance` function to handle that. William Cook provides an\n",
"analysis, and a [tour that is shorter](http://www.math.uwaterloo.ca/tsp/usa50/index.html) than Randal's.\n",
"\n",
"Now let's find a baseline nearest neighbor tour on the USA map:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" nearest_tsp(1088 cities) ⇒ 53,364 length tour in 96 msecs"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(nearest_tsp, USA)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In some places this tour looks good, but there are a few very long links. They seem to leave room for improvement. In the next section we'll see how to improve a tour using a local search over the links.\n",
"\n",
"# Local Search Strategy (two_opt)\n",
"\n",
"In the top of the following diagram (from [wikipedia](https://en.wikipedia.org/wiki/2-opt)) we see a part of a tour that has two crossed links forming an ╳. In the bottom we see the same tour with the ╳ uncrossed. Essentially we have replaced two longer crossed links with two shorter links, thus improving the tour.\n",
"\n",
"\n",
"\n",
"\n",
"Could we modify a nearest-neighbor search to avoid making mistakes like the crossed links in the first place? That would be hard. When the tour is [a, b] it is not obvious that [a, b, e] is a mistake. it is only 3 links later when we make the [c, f] link that the problem becomes apparent. So, rather than tackling the difficult task of **avoiding** mistakes, the **local search strategy** says to go ahead and make mistakes in creating the initial version of a tour, and then do the easier task of **fixing** the mistakes. Why is it easier to fix the mistakes? Because we can propose a change and get a definitive answer: either the change makes the whole tour shorter or it doesn't. \n",
"\n",
"When we are dealing with **Euclidean distance** (or any **[metric space](https://en.wikipedia.org/wiki/Metric_space)** for that matter), then by the [triangle inequality](https://en.wikipedia.org/wiki/Triangle_inequality) we can see that anytime there are two links that cross in an ╳ pattern, we should uncross the ╳. You can think of this as breaking two links and putting them back together in the opposite configuration, or you can think of it as reversing a segment of the tour: we reverse [e, d, c] to [c, d, e].\n",
"\n",
"In the literature of TSP, this kind of improvement is called [**2-opt**](https://en.wikipedia.org/wiki/2-opt), because it involves deleting two links and replacing them with two optimized links. There is also a [**3-opt**](https://en.wikipedia.org/wiki/3-opt), which we won't cover, but you are welcome to look into it.\n",
"\n",
"I'll define `two_opt(tour)` to consider various segments, and reverse a segment whenever that improves the tour. What segments should we consider? I don't know how to be clever about that, but I do know how to use **brute force**: try every subsegment. (I have an intuition (from experience with [simulated annealing](https://en.wikipedia.org/wiki/Simulated_annealing)) that trying longer subsegments first would be better, so I'll write `subsegments` that way.) After I've tried all segments, if one of them did improve the tour I'll repeat the process until there are no improvements, then return the improved tour:"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [],
"source": [
"def two_opt(tour: Tour) -> Tour:\n",
" \"Perform 2-opt segment reversals to optimize tour.\"\n",
" tour = list(tour)\n",
" while True:\n",
" changed = False\n",
" for (i, j) in subsegment_indexes(len(tour)):\n",
" if reversal_is_improvement(tour, i, j):\n",
" tour[i:j] = reversed(tour[i:j])\n",
" changed = True\n",
" if not changed:\n",
" return tour\n",
" \n",
"def reversal_is_improvement(tour, i, j) -> bool:\n",
" \"Would reversing the segment `tour[i:j]` make the tour shorter?\" \n",
" # Given tour [...A,B...C,D...], would reversing B...C to C...B make the tour shorter?\n",
" A, B, C, D = tour[i-1], tour[i], tour[j-1], tour[j % len(tour)]\n",
" return distance(A, B) + distance(C, D) > distance(A, C) + distance(B, D)\n",
"\n",
"cache = functools.lru_cache(None) # Or just `functools.cache` in Python 3.9+\n",
" \n",
"@cache # All tours of length N have the same subsegment indexes, so cache them.\n",
"def subsegment_indexes(N) -> List[Tuple[int, int]]:\n",
" \"Return (i, j) index pairs denoting tour[i:j] subsegments of a tour of length N.\"\n",
" return [(i, i + length)\n",
" for length in reversed(range(2, N))\n",
" for i in range(N - length)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To see the power of 2-opt, let's apply it to a terrible tour: one formed from whatever random order the set of USA cities happen to fall into:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" two_opt(1088 cities) ⇒ 47,888 length tour in 2,112 msecs"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(two_opt, list(USA))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Could we do better if we started with a bettert tour? I'll define `compose` so that `compose(two_opt, nearest_tsp)` gives us a function that calls `two_opt` on the result of calling `nearest_tsp`:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"def compose(f: Callable, g: Callable) -> Callable:\n",
" \"\"\"Return a function that calls f on the result of g.\"\"\"\n",
" fn = lambda x: f(g(x))\n",
" fn.__name__ = f\"{f.__name__}_{g.__name__}\"\n",
" return fn"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"two_opt_nearest_tsp(1088 cities) ⇒ 45,105 length tour in 1,994 msecs"
]
},
"execution_count": 106,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(compose(two_opt, nearest_tsp), USA)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This tour is significantly shorter than what `nearest_tsp` alone yields (although the run time is longer). Later on we will **benchmark** our algorithms against a large test set of different maps, so we won't spend too much effort right now on comparing results."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Greedy TSP Algorithm (greedy_tsp)\n",
"\n",
"The Nearest Neighbor Algorithm followed the **greedy strategy** in always choosing the neighbor that is nearest to the previous city in the tour. Another way to be greedy is to always choose the shortest possible link, **anywhere** in the map, not just from the previous city in the partial tour. It works like this: \n",
"\n",
"> **Greedy Algorithm:** *Maintain a set of **segments**; intially each city defines its own 1-city segment. Find the shortest possible link that connects two endpoints of two different segments, and join those segments with that link. Repeat until we form a single segment that tours all the cities.*\n",
"\n",
"On each step of the algorithm, we want to *\"find the shortest possible link that connects two endpoints.\"* That seems like an expensive operation to do on each step. So we will add some data structures to speed up the computation: \n",
"\n",
"1. Pre-compute a list of links, sorted by shortest link first. A link is two-city segment: `[A, B]`.\n",
"2. Maintain a dict that maps **endpoints** to **segments**, e.g. `{A: [A, B, C], C: [A, B, C], D: [D]}` means that `A` and `C` are the endpoints of segment `[A, B, C]` and `D` is the only endpoint of a 1-city segment. \n",
"3. Go through the links in shortest-distance-first order. Given the dict listed above, suppose the next shortest link is:\n",
" - `[B, D]`: Can't use it because `B` is in the middle of a segment; it is already attached to `A` and `C` by shorter links. \n",
" - `[A, C]`: Can't use it; that would make `[A, B, C]` into a closed loop. \n",
" - `[C, D]`: Use it: join the two segments together, giving the updated endpoints dict: `{A: [A, B, C, D], D: [A, B, C, D]}`.\n",
"4. Stop when the newly created segment contains all the cities.\n",
"\n",
"Here is the code:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"def greedy_tsp(cities):\n",
" \"\"\"Go through links, shortest first. If a link can join segments, do it.\"\"\"\n",
" endpoints = {C: [C] for C in cities} # A dict of {endpoint: segment}\n",
" for [A, B] in shortest_links_first(cities):\n",
" if A in endpoints and B in endpoints and endpoints[A] != endpoints[B]:\n",
" joined_segment = join_segments(endpoints, A, B)\n",
" if len(joined_segment) == len(cities):\n",
" return joined_segment\n",
" \n",
"def shortest_links_first(cities) -> List[Link]:\n",
" \"Return all links between cities, sorted shortest first.\"\n",
" return sorted(itertools.combinations(cities, 2), key=lambda link: distance(*link))\n",
" \n",
"# TODO: join_segments"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Note:** The `endpoints` dict serves two purposes. First, the keys of the dict are cities that are endpoints of some segment, making it possible to ask \"`A in endpoints`\" to see if city `A` is an endpoint. Second, the value of `endpoints[A]` is the segment that `A` is an endpoint of, making it possible to ask \"`endpoints[A] != endpoints[B]`\" to make sure that the two cities are endpoints of different segments, not of the same segment (we don't want to join a segment to itself and form a loop).\n",
"\n",
"For the `join_segments` function, I first make sure that `A` is the last element of one segment and `B` is the first element of the other, by reversing segments if necessary. Then I add the B segment on to the end of the A segment. Finally, I update the `endpoints` dict by deleting `A` and `B` and then adding the two endpoints of the new segment: "
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"def join_segments(endpoints: dict, A: City, B: City) -> Segment:\n",
" \"Join segments [...,A] + [B,...] into one segment. Maintain `endpoints`.\"\n",
" Aseg, Bseg = endpoints[A], endpoints[B]\n",
" # Make sure that Aseg ends in A and Bseg begins with B:\n",
" if Aseg[0] is A and Bseg[-1] is B: \n",
" A, B = B, A # Swap A and B\n",
" if Aseg[-1] is not A:\n",
" Aseg.reverse() # Make sure Aseg ends in A\n",
" if Bseg[0] is not B:\n",
" Bseg.reverse() # Make sure Bseg begins with B\n",
" Aseg += Bseg\n",
" # Maintain endpoints dict:\n",
" del endpoints[A], endpoints[B] \n",
" endpoints[Aseg[0]] = endpoints[Aseg[-1]] = Aseg\n",
" return Aseg"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hee is the greedy search in action:"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"greedy_tsp(1088 cities) ⇒ 51,129 length tour in 403 msecs"
]
},
"execution_count": 99,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(greedy_tsp, USA)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Divide and Conquer (divide_tsp)\n",
"\n",
"The next general strategy to consider is **divide and conquer**. Given a large problem, we can divide it into two smaller pieces, solve the two pieces, and then combine them:\n",
"\n",
"1. Split the set of cities in half.\n",
"2. Find a tour for each half.\n",
"3. Join those two tours into one.\n",
"\n",
"When the number of cities is small, step 2 can be done directly by the exhaustive search algorithm. But when it is large, step 2 is done with a recursive call, breaking each half into two smaller pieces. \n",
"\n",
"Now we have a feel for what we have to do. I'll name the divide and conquer algorithm `divide_tsp`:"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"def divide_tsp(cities, small=5) -> Tour:\n",
" \"\"\"Find a tour by divide and conquer: if number of cities is small, solve directly;\n",
" otherwise split the cities in half, solve each half recursively, and join the two tours together.\"\"\"\n",
" if len(cities) <= small:\n",
" return exhaustive_tsp(cities)\n",
" else:\n",
" half1, half2 = split_cities(cities)\n",
" return join_tours(divide_tsp(half1, small), divide_tsp(half2, small))\n",
" \n",
"# TODO: split_cities, join_tours"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"How do we split a set of cities? In the non-Euclidean case, there would be no easy way to make a good split. But with each city having *x* and *y* coordinates, \n",
"my approach is to imagine drawing an axis-aligned rectangle that is just big enough to contain all the cities. If the rectangle is wider than it is tall, then order all the cities by *x* coordinate and split that ordered list in half. If the rectangle is taller than it is wide, order and split the cities by *y* coordinate. "
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"def split_cities(cities) -> Tuple[List[City], List[City]]:\n",
" \"Split cities vertically if map is wider; horizontally if map is taller.\"\n",
" X_or_Y = (X_ if (extent(Xs(cities)) > extent(Ys(cities))) else Y_)\n",
" cities = sorted(cities, key=X_or_Y)\n",
" middle = len(cities) // 2\n",
" return cities[:middle], cities[middle:]\n",
"\n",
"def extent(numbers) -> float: return max(numbers) - min(numbers)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here's the first split of USA:"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"west, east = split_cities(USA)\n",
"plot_tour(two_opt(west), 'bo-')\n",
"plot_tour(two_opt(east), 'go-')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now for the tricky part: joining two tours together. To do that, we need to consider all possible ways to break one link from each of the two tours to get two segments, and then join the segements together.\n",
"\n",
"The set of possible segments of a tour are the rotations of the tour: If you remove one link from the tour `[A, B, C]` you get the three segments:\n",
"\n",
" [C, A, B], [A, B, C], [B, C, A]\n",
"\n",
"So any candidate combined tour consists of taking a rotation of the first tour, and appending to it a rotation of the second tour, with one caveat: when we go to append the two segments, there are two ways of doing it: either keep the second segment as is, or reverse the second segment."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"def join_tours(tour1, tour2):\n",
" \"Consider all ways of joining the two tours together, and pick the shortest.\"\n",
" segments1, segments2 = rotations(tour1), rotations(tour2)\n",
" return shortest(s1 + s3\n",
" for s1 in segments1\n",
" for s2 in segments2\n",
" for s3 in (s2, s2[::-1]))\n",
"\n",
"def rotations(sequence):\n",
" \"All possible rotations of a sequence.\"\n",
" # A rotation is some suffix of the sequence followed by the rest of the sequence.\n",
" return [sequence[i:] + sequence[:i] for i in range(len(sequence))]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `divide_tsp` algorithm, as I have written it, is slow because it explicitly creates intermediate segments. It would be faster to compute the shortest combined tour by just looking locally at the changed links, but that would make the code less clear, so I leave that as an exercise for the interested leader. For now, rather than use the USA map, I'll use a sample of 200 cities:"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"divide_tsp(200 cities) ⇒ 32,481 length tour in 788 msecs"
]
},
"execution_count": 100,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(divide_tsp, random_cities(200))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Shoulders of Giants: Minimum Spanning Tree Algorithm\n",
"\n",
"I hope you feel that you could have come up with some ideas for solving the TSP, using the set of **strategies**. But even if you can't come up with something all on your own, you can follow the **Stand on the Shoulders of Giants Strategy**, also known as the **[Just Google it Strategy](http://bit.ly/XNGt2y)**, in which case you'll no doubt find a giant of a mathematician, [Joseph Kruskal](http://en.wikipedia.org/wiki/Joseph_Kruskal), who, in 1956, published [a paper](http://www.cmat.edu.uy/~marclan/TAG/Sellanes/Kruskal.pdf) that led to an algorithm that\n",
"most people would not have thought of on their own (I know I wouldn't have):\n",
"\n",
"> **Minimum Spanning Tree Traversal Algorithm:** *Construct a Minimum Spanning Tree, then do a pre-order traversal. That will give you a tour that is guaranteed to be no more than twice as long as the minimal tour.* \n",
"\n",
"What does all this jargon mean? It is part of *[graph theory](https://en.wikipedia.org/wiki/Graph_theory)*. Here is a glossary of terms:\n",
"\n",
"* A **graph** is a collection of vertexes and links.\n",
"* A **vertex** is a point (such as a city).\n",
"* A **link** is an edge between two vertexes. Links have lengths.\n",
"* A **directed graph** is a graph where the links have a direction. We say that the link goes from the **parent** vertex to the **child** vertex.\n",
"* A **tree** is a directed graph in which there is one distinguished vertex called the **root** that has no parent; every other vertex has exactly one parent. \n",
"* A **spanning tree** (of a set of vertexes) is a tree that contains all the vertexes. \n",
"* A **minimum spanning tree** is a spanning tree with the smallest sum of link lengths.\n",
"* A **traversal** of a tree is a way of visiting all the vertexes in some order.\n",
"* A **pre-order traversal** means that you visit the root first, then do a pre-order traversal of each of the children.\n",
"\n",
"\n",
"We will implement a directed graph as a dict of `{parent: [child, ...]}`. Now our plan is:\n",
"\n",
"1. Implement an algorithm to create a minimum spanning tree, `mst`.\n",
"2. Implement a tree traversal; that will give us our `mst_tsp` algorithm.\n",
"3. Understand the guarantee.\n",
"\n",
"## Creating a Minimum Spanning Tree: mst\n",
"\n",
"Now let's see how to create a minimum spanning tree (or MST). Kruskal has a very nice algorithm to find MSTs, but with what we have done so far, it will be a bit easier to implement [another Giant](https://en.wikipedia.org/wiki/Robert_C._Prim)'s algorithm:\n",
"\n",
"> **[Prim's algorithm for creating a MST](http://en.wikipedia.org/wiki/Prim%27s_algorithm):** *List all the links and sort them, shortest first. Initialize a tree to be a single root city (we'll arbitrarily choose the first city). Now repeat the following until the tree contains all the cities: find the shortest link that links a city (A) that is in the tree to a city (B) that is not yet in the tree, and add B to the list of A's children in the tree.*\n",
"\n",
"Here's the code. One tricky bit: In the first line inside the `while` loop, we assign `(A, B)` to be a link in which exactly one of `A` or `B` is in the tree, using the exclusive-or operator, `^`. Then in the next line, we make sure that `A` is the one that is in the tree and B is not, by swapping if necessary."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"def mst(vertexes):\n",
" \"\"\"Given a set of vertexes, build a minimum spanning tree: a dict of the form \n",
" {parent: [child...]}, spanning all vertexes.\"\"\"\n",
" tree = {first(vertexes): []} # the first city is the root of the tree.\n",
" links = shortest_links_first(vertexes)\n",
" while len(tree) < len(vertexes):\n",
" [A, B] = first([A, B] for [A, B] in links if (A in tree) ^ (B in tree))\n",
" if A not in tree: \n",
" A, B = B, A\n",
" tree[A].append(B)\n",
" tree[B] = []\n",
" return tree"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's see what a minimum spanning tree looks like. We'll need a new plotting function:"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"def plot_graph(graph) -> float:\n",
" \"Given a graph of the form {parent: [child...]}, plot vertexes and links.\"\n",
" vertexes = {v for parent in graph for v in graph[parent]} | set(graph)\n",
" links = ((parent, child) for parent in graph for child in graph[parent])\n",
" if len(graph) > 1000: \n",
" plt.figure(figsize=(15, 7.5))\n",
" for link in links:\n",
" plot_segment(link, 'go-')"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_graph(mst(random_cities(50)))"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_graph(mst(USA))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This certainly looks like a spanning tree. But can we prove it is a **minimum** spanning tree? \n",
"\n",
"1. The output is a **tree** because:\n",
" - Every city is connected by a path from the root.\n",
" - Every city only gets one parent (we only add a B that is not in the tree), so there can be no loops. \n",
"2. The output is a **spanning tree** because it contains all the cities.\n",
"3. The output is a **minimum spanning tree** because each city was added with the shortest possible link. Suppose this algorithm produces the tree T. For another putative spanning tree to be shorter, it would have to contain at least one city B whose link from its parent was shorter than the link in T. But that is not possible, because the algorithm always chooses the shortest possible link from B's parent, A, to B.\n",
"\n",
"\n",
"## Turning a Minimum Spanning Tree into a Tour (mst_tsp)\n",
"\n",
"\n",
"Given a minimum spanning tree, we can generate a tour by doing a pre-order traversal, which means the tour starts at the root, then visits all the cities in the pre-order traversal of the first child of the root, followed by the pre-order traversals of any other children."
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"def mst_tsp(cities) -> Tour:\n",
" \"Create a minimum spanning tree and walk it in pre-order.\"\n",
" return Tour(preorder_traversal(mst(cities), first(cities)))\n",
"\n",
"def preorder_traversal(tree, root):\n",
" \"Traverse tree in pre-order, starting at root of tree.\"\n",
" yield root\n",
" for child in tree.get(root, ()):\n",
" yield from preorder_traversal(tree, child)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can think of this as starting at the root of the tree and going around the outside of the tree, as if you were walking with your hand always touching a link, but skipping cities you have already been to.\n",
"\n",
"Let's see what `mst_tsp` can do on the USA map:"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" mst_tsp(1088 cities) ⇒ 58,201 length tour in 516 msecs"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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N6CTCPrmiReHMnjxJlD9/OEX49tuR2vn33/KfNaqY6kW9UzvYtQsOzaZNmbeUQ0oKVmA++QR95u+/EQjxE3//TTR2LBSr7eb6ddQtfvhhog8+sP/4fuCHHxDAqVbN2Kq728/21Knoi0eOeBsk+/BDjAk//xxehWTGKujOne6XAjOzx5YZmQ6So7t/f/jf+/ZBcTx/fvR/pTrfcmTLRlS4MFJwK1TAT/nyKMPzySfuBUEkunXD8c04pJGcPo2shf37zWXuxPI8KBAIBILYIcOmIqulpwUCcF7ffhuO7N13y6eJSas5amrBWnhV79QqzCjd8PHH/nBqvajdeeIEVlKWLkW6+syZWOXxG7VrE3XoACPcDiVUiZQUpNtWqEA0aJB9x/Ube/div3SfPsY+p1dR3A7WrUOJsWXLcF+8Sn9ftQorkmvXph3XAgHs61y+HGmobiLdh/j49GN+IIBxI/r6SFk7efIgoBFNKIQsng4d0D/08MQTRDNmyJf0ue026DjIEQzinqak2L/dY9QoBKV+/x0ZF2bJkwdpzfPnm7u/sToPCgQCgSC2yLCObbFiyhNpXBycgRo11I/RsSMcGitGpJqDzex+WQy9TJkCUZtWrbxuibslVSRWryZq0QL1gps2xWqZkzUorXDzzTBelyxB6rsdhEK4trlzY6UpI5fuWLrU/Gq0HWNENNFBnCZNiNq3xzNZtCje46bisNSW/PmJfvsNq49ywa7atSFu5bZjSxS+DyNGIHMhGMQWkF69zN2LuDisQFerhudKKfNHIksWlNxSGiPUgiCffRbevzphAkrs2MXNN0P5+/HHcdzixc0fq317ZDeYub9q82AwCFE2gUAgEAiskmFTkf2S+uT2Pjw7OH0a0fnFi91Vs5RblSVy9z4yQ1RswACUuGjZEvvLbvJ5CGj8eOxx/OIL68diRl3Ks2fh0NtRL9mvpKTAgTl8GIEcr5EL4gSD2M86ZYq3bZFmCqW6sFu3wnFbs8bVZqZj1iw4c999Z/1YRvbY6hmL1MqqzZmD/fKtW2P8sTP7YupUok8/xYq/2X5+9Srmg6QkrEAbQWtrUCCAtOn33sP+ZoFAIBAIzJBhHVsi9VRit/aj7dqlLDTk171F8fFo01tvOX8uyZldtIjov//SC4s89RSUpN0IDFy7BpXj1ash/vLCC0jBjYXVymPHsGq7b5+19jIjJXfbNqx8+cHZc5I1a7AlYcECr1vin2Cc2baEQggSJCa6W4M7mm3bkFq+YoU9x4ucR+RUke2cUy5ehBO4eDHRN98gvdsuunRRT4nWQ4cOSLlu397Y57TEHPPlwxh2++34/q+/7t8MGYFAIBD4lxgoOGOejh1hgPXujZW33r3xfzcVGKdNw+pnXBwcscjfbpfF0MPSpUiLc1r9NimJqFEjlEEZOhTnZIYDGwqFf//1l/JqiR2p3ElJMKSaNMF+60OHsIrXpw/SU2PBqSVCmmjevFg1s8KHH+Je/PprxndqidDfH33U61YAPfsQ/dyWuDhs71i50tm2aVG8OAI8dhE5j1SrBnGsFi2wTcPuOeWOO5B1MXYsnOnXXoOqsB189hnKlM2caf4YUjqyUaRUbKmCQOQ8OHEi0YEDOG7JkgiolimDDIXIsV8aq9u0wW+lUlsCgUAgyLz4PMHSOqVKeZfqu2ABJusffyT6+utwDcpHH4VB5DenNjkZKahjxzrr1EgpjlrpfRJKOQWhEFRYt22DwJHZdkjHCgSIjh9HStwrrxg/ntc0bkz0559ElSqZ+/xnn8HoXbCAKHt2e9vmV5YuRZkWP+Cn/fhm21KrFvakPvmkQw3TgdR3r161rx+XLAlHLDUVY07+/PYcV4nHHsPWgvffRymvL7+EQr0VbrkFStb160PhWNqvbYS6dZHRc+IERBeN0LEjxLGUFMjbtoXTumAB0pY7dMD+/hEjiA4edF9nQSAQCASxR4Z3bN0kco9o7txQouzaFZN45D61HTuwp+/TT/1VnH74cKSzOrmClZRkzKmVrpsccXEQdnruOaRAvvoqnDs9e0Ll2iGdZ+xYojfe8F/gQYvGjbHC07+//OuR/VMqyXLxIgzMHDkQgFm82P1yLV4RDIZFe/yAmuBdIIDX/d6W2rWhpu41xYujn5cvb/1Yyclw5i5cgDiW0f2lZrnlFqjSt2iBsWrqVKKRI4ly5TKvEl+2LNHgwdjHu3SpcRXmLFnQnp9/xlhjlP374cwqjVGBAFKdn3iCaONGOLX16yvPFwkJEA2LtbFaIBAIBA7BAluYOJE5Lo45Sxb8JmIOBPATdmnT/gQCzJMmed1ykJTEXLgw8+nTzp6nXz9cI6VrEv2TJQtzw4Zpr630W7p2wSDz3LnMjRoxlyjBPGIE89mzac+bmIhzt26N3506Kd+bLFnwnlgjGGQuVIj51Kn0r0X2z8jvHQiE++snn7jeZE/ZuJG5Rg2vWxEmMTF8L6J/4uLwjPq9LcEg8913M1++7F5b5WjfnnnWLOvHOXuWuVYt5pdfZk5JsX48s9y4wfzBB8xFijB366Y+HuqhY0fm3r3NtWXtWuYHHzT32QYNmP/5x9hnXn45Nsfq6DknMdHrFgkEAkHGR6zY2oDSKqSWLBezOxFnrei+pIL74YdYaXYStRRHOaRyGETKaqJxcYjq168P1dEvvkBqcpMmWMX99195pVm1c/q1DJMacXEQ25ozByq6Emqr5JFqtz17YtU3s6x+LF2KlE+/ULo00i8nTcLKmJN1cbWQ9myfOmWsRm9cHLI+Vq7EqptXlCihv/6sEvv24XmIj0e6upf77bNmJXrnHZQUUiq3Y2QuGTMGmQq1akHrwAi3345xtnFjbHvQu1ocCqEes1zdYDXOnVPO3PHrWO1FiTqBQCAQZHDxKLdQE1rRwmlRmEmTkH42fDiErIYPx/8nTw6/Z+pUGB1GlS7NoJbiGEm0wJa0V3rqVPxWMt5KlcK+rF27iO69F85tfHxaQSqtmpRup33aSePGKHcSid7+6bZAkdf4zbHdsQP7C5cu9VbwjghBDrPie7VqIWXXS6w6tv/+i7TqgQNxLfwiIrd0qfJWCyPP7623Ip345ZexLUYvkyYRlSsHZ/Ovv+TnEyV27ECKuFG1Yz+l6OshMpAYLYaYkICggEAgEAicQazY2oDRVchInIw4q63USdH93Lmx32n+fEy4ZvZtGSE+HpFrNapXJ6pTJ+2qrFFuvx0iUAcPwvjSu6eXKLySHovUq4eyHjduhAXAEhP1fX+/rn7YTVISHIA//yQqXBh9zOu97tevQzhnzBjscfdSqXnmTJTeWr0afcio+F6tWsiU8JISJYh++83cZ//4g6hHDwTRatSwtVmWsVNgrEIFiFO1aYO99Vq1uuXmEylIqGe1eMUKc+WL1OYMP47VehTF/Va7XiAQCDIKwrE1QXRq7x13mI/oh0KIwo8ZA1GOaKVJsyIhRPom2LNnccwVK9xJnZLKPkTWF5Z+br0VgiF2plweOKD8mnR+r9M+7eTWW1Feavx41OL980+i9ev1fdaPqx92E5kiGAwSjR6NVHevUwR79cLqcZMm3rWBCGq3r76KdHazyuj33otxy05VYqOYXbH97DOIxy1c6K8xIBgkmjEDc4VSkMrM89upE5za997DVhQ1rDpsK1aY699yc4afx2o/qZsLBAJBZkM4tgaR2ztjZDUwmrg4GFPLl2P/VPnyKHvwzDNQVdbjbDKjTE1iYtqfxYuV026DQRzn1Cmib7+FgSP3PeLjiQoVwkqgXXTsiOh+9J7ZFi2w0mgn2bIp35+4OFzfnDnl9+7GEikp6EOzZhH9/Td+3n4b/eXOO9Gv9O75zqhYXXFyij/+gNG/apX7545Euv89e1pTE86SBVkXq1YRPf64fe0zQv78REePhsdNLYJB7KNdt45o2TKiPHmcb6Merl1Dmu8nnxDdcw+e5xdeUN4vb/T5DQSIvvqK6MEH0fcTE5WDqFYdthUroPJsBqU5w29j9YULSLm2M/ggEAgEAgN4rV4VS6gphaqpH+tVRU5NZV6wgDkhgTlPHvXPvfIKc6tWzFWrMufOzVy2LHOTJsy9ejF//TXzkiXM3bsrKxBL36NKFSgJa7XVDfXmwYOZBw6073gTJjDnz+8fpVm7OXOG+fvv0Q/uvpv5qaeYv/iCedky5tKl07530iRlVWQzqqqxiJoit1fqqgcPQo185073zx3NV18x168PZWOrjBzJPGCA9eNY4Z57mI8d037flSvMzZoxt2zJfO2a8+3Sw6lTzO+/z1ywIHN8PPO2beHXIp9ls6rI0QwcGH4Ooo959CjzZ58xFyigrl6v9vwcP455JiOgpHY8axZzsWKYdzPqnCMQCAR+R6zYGkAtFSsuDsqVycn69ts2bIiV2siIc5YsWOF4/HGsIo4apRz53bULKytlyhAVKSK/P6pAAaIvv5T/PDNRs2ZE06djj9X+/eorz26saD33HFZt333X2nGSk7FHbtMmiMAsWBA7aWxqMOO+z5qFFOPdu6GC3KoVUo8j62vefDNWX8qUwf+jVzxy5MDfL1zw7+qH3fghRTBya0GRIkh5HTQIq3FesmsX0UcfYV9tnA2SgrVqoRa0l5QoAWXjfPmU33PiBNJj69TB97fju1th926M+zNmQCH7v/+w+hyJ3auXSUkQySJKn+HTqRPO37Yt0eefY3w2s1psdn+t31BSO65eHfPOH38QVa6M7Kvo7TZSunZGH2cFAoHAS4RjawA1wzgUQtrrjRvqjm0gAKEmrRQ9NaXKQACpck89pX4Mtb1Jd95J9PXXeJ8epWI3RC/uuSfsvJk19A8fhoNctSrRkiW4J7GSxiZHZIrxn39CUfTpp2FMVaumbIg3boz3v/lm+G+SsnRmRS0F0I0UwWijOPLHS1JSoIg+ahSCYXZQpQqe42vXjKvg2oW0z/bhh+Vf37EDTm2vXkRdu7rbtmhWr4bI3caNRK+9hmsXGaiKxs5nWStg+8ILREOH4v/R8wkR5r6+fdXH05UrY9+xVRNjXL2aaPt2KEQTpZ1z9uwhmj0b76lUydUmCwQCQaZDlPvRyZEjMDaUVjWZiYoW1TZS4+KwgqiFXSUOokt29OqFCXf4cNSpJMJeKj37L91Y0XruOfNqpkuWwHh66SXsG8uWLfya3nJBfuDsWaIffiBq3RqqvcOGob0LFmAVevBgrBCorS7Jlf3xgqQkqG63aYPfSUnetaVQIfXn18n9xXIlQKRnrnNnb0uADBpEVLEinj27yJIFgZc1a+w7plHUBKT++YfoySeRNeOVUxsKYWX20UeJXnkFq6G7diHbRM2ptRstVf9IAb7o+URalf/6azhwSqxY4T+FaaNoBQC+/Tbt36Q5Z9o01Aq2WldZIBAIBNoIx5bUje8TJzB5V68OASU1Z6JQIfscRDVn06gRHunU3X8//tapU/h1aWVXbdXWLdGL554j+vVXY59hhrhK584Q3PJS3dYMzEQ7dyLY8NhjiOovWoQU4927oVDbrRtSV/VSvToM0PPnHWu2JnpqKLvF8uU4/8cf4xmW6iRH10t2Cj2Ksl6wciXRTz/BwbObWrUQbPIKJcf2hx8wRsyYgS0hbnP9OtE336DczrhxCCysXYtAllbJHScwGkSNnE9GjCB6/vmworfceHPtGu5DhQo2N9xlrGxlaNoU/U0gEAgEzpLpU5GV9sx89hnSWr/7DkXst29HWZ/y5cOpWJGrLkRwQLTQ6yA6UeLgwgVE2ufMSW/IdOwIx/yJJ+Q/65ZibvnyKBOyZw9RyZLa779yBe06cwapXl6qmRopzaSUYjx8uHqKsV6yZMG9nDsXDrLb6Kmh7Naq+Y4d2CP4++9EDzxA1Ly5+2npftjfG82lS3juJ03C2GY3tWsT9elj/3H1kiUL9jC3aYP73KkTAizTpqFsTuHC7rbnzBlkkowbhyDpL79gpdxrrNaJbd+e6NNPidq1w1gze3ZaB33tWpQg83r/slWsZFE1bIi5NxhEvxQIBAKvsFJGNCbwWr3KS9RUjomYu3VjPns2/eeSkpi7dDGugmxGFTEpKa0CoxVFxVdeYX77bfX3SIqbUlu9UMx9+23mjz/Wfl9iInOlSsz9+0NR2ksmTtRWKlVSMd6/35k2TZvG3L69M8fWwi8KxEeOMJcsyTxnjjvnU8Iv1yOS+Hjmt95y7vgpKcx583qjNCw9j5HjWCDAXKEC8/nzzpxTSS13zx4o5RYowNy3L/Phw/afwypWlJZTUqDefPw48/PPY56JZMgQ5g8+sKedXqJlL0yZEn6f3D2qWxeK9QKBQOAFiYnMDRuGK2J4ZeM7TaZ2bK0Ym2qf9bpsjhxr1jCXKcN89ar2e6dOZS5a1B5n2gwbNjBXq6b+nlmzUCblt99caZIqagZPXBxznz7Mjz4Kw7ZTJ+bff2e+dMn5dp0/z5wvnzdOf+vW6tekdWvn23D+PHPlyv4YsGfNsi/YZQe//cZ8//3MycnOnqdBA+Z//nH2HNFoPY9OXGulwFa1aigBM3Ik84ULzpzDrv5tJYjaowfz6NHM168z16zJ/PnnYQevQAHmNm3sc8K9RCkA8N57mF+fflr5Hn32GcrxCQQCgdtMnKheljQjlSLL1I6tFeNb7bNyP4EAatR6QUoK6tXOm6fv/b17M3/6qbNtUiMUYi5VSn4lMxhkfvdd5vLlmXfscL9tcmgFOWrUYF692p76oEapW5d5+XL3z+v1CmVyMr774MHOnkcPq1czFymC58pJx0SNyFWk7t0R8HDj+enVi/mRR+xfYVTD7b6nVd98+3b1z+pZgfXCWTfCf/8xV6+Of588yXzXXeEa2dJ1zyirAkoBgPXr1Y3GJUtQXzwU8rb9AoEgc6GVbeJl5pgTZOo9tlb2zGiVyAkEwj/M2NOnVeLHKUaPxt5Vpf2z0cyahX1SXhEIoK5kfDzRXXeF9wDkyYP9XDffjP20t9/uXRsjUds/GRcH0afq1V1t0v9HKvvjdqkNq/v2rBAKYT9lmTJEb73l3Hn0sHgx9rFOm4Y+0KWL+/t75coMEeEZksqTOHVeqRZ3XFxYv2DCBGcF3tzez6ylljtlinxpHiV9h8jrw0x09Kh6bW83SrFpcf/9EI6ShBdPn0bbpbq40m+399c7gVKppWnTsH82uhYwEe7R338TZc8OocBy5Zxvp0AgEBCpz1ESTsyNXpGpHVsrxrfaZ+PiiF58EWJNXtdMPXgQisFr1+p7f1ISJucSJZxtlxqTJsFQizaI8+aFQnWfPtoPqZuoBTlCIShrnzwJJ91tGjcmeuYZ943e0qWJHnwQ5V7i4vA8SffTaQXifv0gKjZlirf9ZNYsoldfxe9778Xf3K4l7JWIV/R5I8/vtHNjV6k0vZhxpNXuS3w8hM6OHiXat4/o7rsh9OWms26UQAACbT/+CNVnLQXwjFhPW08/aNIE6sjCsRUIBG6hVdKNyL3KJ24Q4zqF1pCUhyXnKRDQX/6jdGmoJRPJlw4ZO9YfNVNffZXonXdgHOlh1iyo83qFnEEs1f08eZLo2Wf95dQSqZdmiotDkOC++6DGO3s2UWpq2vc4Weu1dGmcb98++46ph5MniQ4dItqyJVzzsmZNrKQ6uVr32WdQm/7xR2/VR3/8EUGY+fPDTq0XeFVmyMvyRnaWStODGUda6/pky4YyTCdOQJG/fXtlVeFQiOjGDW3DxWnatUO/96MCuBvo6QdNmxLNnOlmqwQCQWZHK8OUyPlMOjfJ1I4tUbjgfL16SNft3Rv/12N8X7gAQ1oy3I181g3++IPo1CmsHutl1ixElb1CK63Pq3qfakQGSOSCHOPHw7F8/nmU+yhZkujtt1HSyK5ar2rOcePG7qeWjx+P71uhQrjm5ezZSMc7ftyZc/7yC0qpzJqFlD+vGDeOaPBgpCF7LaHvlZPhpXOj9TzaHWg040hrRdBvugntlMrmaAXPDh4kql8fTrCEkwEzOUqWJMqVi+h//3N3xdwv6OkH991HdOQIAhYCgUDgBvHx8tlBEm5k0rmK15t8/cIPP6QvU6DGjRso2WJV6dJuJDGSZ59lzpEDaqx6P9O8OfNtt3kryuQHNV2z6FUVPXyY+cMPIShkh0Kdllrq4sXMTz5pxzfUR0oKlGDlxL8+/JD5tdfsP+eSJTjnvn32H9sIH38MobYTJ7xth4RXIl5ei4cx21sqTYvhw9OKJGmJJZm5PmoleUIhqNkXLw6F4jFjvBEqGzOG+YUX/C105SRy94gIpbUkunVj/uYbz5ooEAgyGYmJ6orIXgnbOoVwbP+Pv/825jTNn496UH4i0sEJBMJ1qtSMGTOfcRI/GMRu0bevuppq3brMP/7IvHAh89atzKdOpVdW1qOWKgVh3CgxxIxyRk2ayL926RJzoULMhw7Zd74tW1D6af16+45plFAINWFr1GA+d867dkTjlZqu31V87Wb0aObOnfU70mavj5azfvkyHCc7AmZmOHkSNW3Hj/eHArhbStyRRN+jf/7B+LRrF16fO5e5cWN32yQQCDIvmcmuZs7kqsiR5MpFdPas/vdPn07UrFn4/0lJSKOV1E7j491NQ1QSI5FSoOTEWsx8xkmYsbdMTlUysl0ZhQMH1F8/eZJo2TKkrUk/Z89CFfruu4ny5SM6fFg5/S1SqKV2baIFC9L2Waf44gsIfMlx221EPXoQffgh0rKtcvgw9q1NmEBUtar145khFMJ32rWLaN48oltv9aYdckhpuQkJYfVdN0S8SpdGn1u8OCweFqkQn2FSnv6PmTOhXPzoo/reL92X+Hj8P1pBX+n6aImP3Xor0R13qKvzOinelDcvUeXKRAUL4nnwWgHcLSXuSOTu0SefQFxr5Uo8Fy+8AIE7P40Vanht3wgEAvNkNt0D4dj+H0Yc21AI+/ikEgx+mEz1iLVET7ZmPuMU164RvfQSnL1PPyV68020IRgMi6ZkNINYbUN/XBz2xspd/6tXw45u797Kx48csKSyP045tpLhs3kz0YYNREWLKr+3WzeogkpGklnOnydq2JDo/ff1l7Kyg0gjr0gRGPBxcRgTsmVzrx166dgRQSrJydi6FSJsTo5N//yDvdRbthB9/727zo3bXLiAa/rww8Y+17EjAqQ33YR9qXZdHzUjJhSCKq+Tjkn79kQ//ED03XeZQwFcD88+SzR3LrQVhg+HcztvHhTr/Y4f7BuBQGAetysFeI1wbP+PXLmIzpzR9961a2HQ3n23fyZTMxEZv0Rx9u3DxF+nDkSHsmYlatQIE+cffxBdvoxVgF27cL0zSqTYbLmp7NmJihfHzyOPEK1apbw6Iw1YDRqgDI60WmcnkYZPKITf5csrGz7ZsxP17En0wQfmxcCSk+Gkt2sHkSq3kKsJy4x+60enViJyFWnvXjxrffo4I7J19Srq9U6eHBYPy8j8/TeEm24yOJsyIwi0cSPmH7tQM2KYUUe1bFnnHJMmTaAI7vaKpFqgNhSCQGTZsrhPN92EVW0j/7b6mYYN4cheuYJ5rGNHrPQ/8wyU842cU6rk4DR+sW8EAoF5rJQ2jUWEY/t/5MiByLse/vgjHGn1y6qnljGTM6exz7gVxZk3DxPnsGFErVuH/16qFFGZMnBmiVDT8e+/M1akWC5N1Gi6pt4BK3duOMLr1hFVq2bfd5AzfKRgiZrh06ULVm137zZuGIVCSOWrVEk55dkJ1Iy8Ll2IatWKDSOvRAkY2V9+SdSrl/3HHzAAgSmjK5ixyqxZ5jIh9uyBQ2unU0ukPiYQhYMxTjkmt96KDIoZM5B+6xZqgdq4ODi1H3yA8mfBIH5H/9vIazduGD/GXXel3YIxeTJ+ypQhypNH//GiA5nS3GG3075pk76tLgKBwL9Eb32RkJ7hWLBbjCAc2/8jLg4/qanakffp05HWeeMG0ZIl6ntC3Vr11DJmpk/H/sb+/cNOrtpngkGiKlXwbyf214RCREOHEk2ZgjIwlSqlfV1yIqRJNXJyzUiR4ug0UaPpiKVLY3V02zbtvYxSOrKdjq3ZwM7NNxP17Us0cCBSFo3Qqxee008/dbemsV+CWHbw9ttwPLt2Jbr9dvuOu2oVHL2NG+07pp9JScHedSP7xaXxdOFCZKfYnYUSGTCTnFg5nOyz7dsTjR7trmOrFaitWtXesc8oSUlwruXYvRvzoJU5jdmcw672PjUdiIy4N08gyKh07Ej07bfINL1+HfoX//2HoFqGw2v1Kj9RujSUZ9XYsYO5QIFwuZZy5fyjNqZWDuLCBai2FirEPGoU8/Xr6p959118vx497Fe3vHCBuVkz5qefVlaQzWwqbmZZtIj5vvuguKmlyLp1K95rJ1bKMyUnM5csybx9u/7zjRzJ/MgjzFevWm+7UWK5FJUcb7zBPGiQfce7dg3j4eLF9h3T7xgtpRWpQi/1G6fUgpOScD/UFJKd6rMpKVBHdrPsld+VuGNxTovFNgsEgvRcvIjqGMnJ+H/t2szLl3vbJqewebddbKO1z3bnTqRPHj2KtOXly5FupbZP1c3c9Y4dkbrbuzdRy5b4vWsX/n7HHVCiXbUKgi4VKxL99BNRhw7ynxk4kOjrr4k++wyrq8Fg2t8JCYgyG2X7dqLq1VGo/o8/iO68U/59ftn/62eYsW926FBE3YYMIZo6Fb/lIv/lyxOdO0d05Ih9bbCSzv6//xG99RbEn/Tw009Y6Zoxg+iWWww21Ab8kLpvJ/36EY0bZ0wNXo1Bg7B3t3Zte44XC8yaRfT00/reG5nKLmX5hELWxlM1SpWCYniWLPKvO9lnb7oJugnTpjlzfDmklWpp/2lcHL670wrgeonFOS1HjsxTpUAgyMjMmQOdgf/9D/9v1Qo2VYbEa8/aLyQmMpcowVyvXtrad6EQ87x5zA0aYEWXiHnZsrSfjVz1lCKZXtaC1cOmTcxPPcVcrRrq7Mlhd7T2l19Qz++vv7TfKyLF2vz+O/Pjjxv7TPfuzF9/bV8brK6SpKQwlymD/qjGwoXMxYoxHzhgX9uN4vcVITO89RZ+rLJ2LcbPixetHytWCIWYS5XS3ye9GNO87LP//sv80EPOHV+JpCSsTDRurF1P2E1ibU5T6ztEzEOHet1CgUCgl9atmX/9Nfz/kycxTvbp413Nb6cQji2H08MCAfxIjmmnTsyVKmHJfsYM5oMHYVyHQumPIRVlL1yYuWVL/0ymWsyfz1ylCtKCo1NCzaZeJiamTYvdvp25d2/mypWZd+/W1y6tSXXmTEtfO+ZJSUGa4b//Gvvc338zN2lib1vuvTftc2M0sPPdd0hNV2LTJjxXGzfa0lxLSEEsabyIhSCWGmfPWk8ZTU5GH5g71752+RlpfGvYkPmuu/QbA16ksl+8yJwvn7Xn0yyhEIJWXsyFBQowX7ni/nnViLXAmJojHhfnP0dcIBDIc/06nNjLl8N/mzgx7XaYWLdlIsn0qciR6WHSsC2l206aBBXFxYtRwmDWLKR2yaUjSuU0EhKIHnrI+7QnvdSrB6XcFi2gZPrSS6g/SWQu9XLSJAhkDB+ONLThw5ECu2wZitOXLKmvXZFpZVI6mfS7Vy+i7t3xulJqV0ZnyhSUUjEqhlKrFtHq1agbbAd//YWSMTt3yqfA66FNG6LERPTDaA4exDM3aRJKPnmNlO4fH4+tC0a/q9/ImRMCUkOHmj/GkCFEDzyAkjcZncjxbc4colOn8P/Jk7U/qzaeSq/bCTPu7Ysv4vky+3yaJRCAeNSPPzp7nmhCIYijOFHKygo33YTnLRBIO6cR+SNVOhq11GnpdYFA4H8WL8YWQKn8muT3EIW3w1jdZugrvPasvcZIetATTzAvWaJ+vGnTmDt3drbNTnH1KvPHH2MF5/33mTdsMBZhdiIiLa2ER4siHT7MXLMmc4cO/ovMO83Vq8gc2LnT3OefeYZ59mzr7UhOZi5blnnNGuvH+vlnrIBFcuYMc4UKzD/8YP34dnPjBnPu3MzBoNctsc7FixCVO3TI+Gc3bUJfVBKBy0hYHd+0slA++cTe9o4bx1yrFnNqqr3HNUJSElZt5bKcnOLECZzTTxw/znzPPdiOEzmn9e2L1eWjR71uYXpiLXVaIBDI06VL2pXYjP5sZ/oVW72CDufOEW3dSlSzpvrxypeHQFIscsstqAu6cSO+b9OmRM8/n3a1lEhZjENPORSjSCvh0aJIBQsiCpU3L1bIpXq3GZWkJJRqatMGZXsefJDonnvMHUsq+2OVMWMQBXzwQevHeu45osOHIW5GhBWXpk2xquRmyRC9ZM2KPnjwoNctsc7ttxP16IGVPKmP9e+PPqdGaipWrj//XFkELiNhdXxTy0IZPpxo/HiUX7MjC2XTJogF/vijsniUG5QqhVXKtWvdO+fx40T58rl3Pi0uXCBq0IDozTcxzkXOaUOHEjVvjmwwvxEf7x9hTIFAYI5gEKXEJJHD8+eRQRkKyb/fr0J2Rsj0dWz1ptvOnk301FPaNW5Ll0baF7O7NTbtJE8e1Ah99VWo1pYogTTQrFmJkpPR6V94If3n3FZ9zJoVBuEjjxA98QT+3aqVM3V3vWTSJKSNSPVpQyEYw5Mnm0snbNgQCrZW+uiJE0SjRqEOmh3ExUGJ+913if7+G3Uw77+fqGdPe47vBJUqIdgVa2rIctx2GxQSs2QJ94thw+CIKfWxkSORhtu4satN9Qy18S0YRC3bQ4fQL6SfQoXSPmNqdasTEoieeQa1Q0ePNu+QXrpE1Lo10TffEBUoYO4YdtKuHdEPP7hXQ/b4caL8+d05lxZSgO6554i6dJF/T9OmRJ98ovy6Xuye90qXRmWEzp3TjgvM/kydFggE6Vm2DGPip58SzZ+PYLy0JUJuPovFCg/RBJgz6y5FIBVNl4texMVhJbBUKUxMHTroK+1QrhzRokX+mVytsmYN9rVmyQLncdAgXIfoibh/fxjDctcySxasCA0Z4kwb9+7FPuE77yRasiT80EZOxLG4D1Jv/zTKgw9ihejee82168UXcd6+fc19Xg5mGL+pqShf9NNP4SwBPzJ0KNrcv7/XLbGGmT62cyfRk08SrV9PlDu3O+30mv79Mf7JlT/JkgXjYYMGKKcm/Zw8iWsb6exWqoTya3IkJ2OcunoV+g5TpxpzVJgRFCpenGjwYItf2CZOnkR5t/37tQPDdjBlCvrlp586fy41UlNhNxQvjiCgUhAxJYWocGHsa7vtNnPnig5+2jXvzZuHlf8aNdIHYgQCgf9gxvw8fz6e39mz8ffhw7EAVKkS0Z49ztiVvsHrXGg/EFmuR04d7OpVqF9evarveM2bMy9Y4FRrvSEUYv7jD+yprFEDufjHjqV9z88/K+8fc0P1ccsWqH8a2RMcuX/Xj1LnTu2FGDiQ+cMPzX127VqUvrp+3dzn1ahVC9+tVy9/3xdm5lmzmNu29boV1jHax1JTmR9+GPsFMxNm9thevw417+++Q1mFBg2g8F20KMrR9O/P/OOPzFu3Yt82M/ZtN2gQvv5GFCu/+Yb5scegmu4nGjSAIrsbDB3KPGSIO+eKJHI+6duX+dlnmdu317cPv02btKU4jJ7XKbXlhATmyZPNf14gEDjPiRPQIunYEfPLffdhDFqwAJo5ciXptPyeWEY4tv+HkkgRM0rLPPus/mO98w7z6NH2t9EP3LjB/NVX4YnzzBn8XSrJMmCAdw+LEQNdKvHk94faqRIh06dDtMSo8xgKQbRrxgxz51Xju+8wCMeKBP2+fShzE+sY7WOffML83HOeNNVz7DIGzp5F/fAxY5i7dkWwME8e9KennzYWoJPYtIm5SBEI6/mN779nfv55d871+uvujxfR84l0/8aP1/f5n34yf32cCn4mJ6NUVGYQhhMI/IDexZarV1Fer1cvlNEsWhRBqJ9+Yj51Kvy+TZuY779f+Xxqfk8sIxxbHXTqBKNbLz/+yPzSS861xw+cPRuePLt2xQS4cCFe8+phUTPQiZhvuy3cplipJ+iE0SIZYdL31TLOIwfbJk3g2NqtcjpvHpR5Y+W+MOMa5MkTXmmLVYz0sd27EcA6fty79nqNU+NbKMS8fz+CqEqOrdIzf+kS6lq7tSpqlMuX09dRdIrWrd29DnasmK5fz3zrrcytWhnPUlGb9wIB9RrhasyejSCLQCBwHrXFlmCQed06ZKM8/jgySJs0Yf78c1THULLH3n+fefBgV7+GLxCOrQYpKcz588OR08vGjUgH00MspMNGI7W5fv20k+j333tb/kTLQH/1VaSP1qxp3HD0CrvTzIweL3qwld5n54rI+vVwlhISYkuCPjERq94NGsTOsyvHihXKwaDIPhEMMteujedc4BxGV9BDIaS8vvWWN+3VS7t2CPo6Te3amIPdondva+OWNMYGAuayANTmvUAAAd34eGzVMUKHDuJZFwjcQKsUXJ48yOp57z3m5cv1B9MrV2bets3JlvsT4dhqsGQJ6tcaYfNm5uzZtZ1VI+mwfnGA5RwdIkSFGjdGbr+0cus2ep02p9J7nUJKf5SMHyvpuWpGUFwcnEtpL7mTe7eCQaz+jR6N4xUuzHznneoOlp/uS6QxavWeeMmhQ9g336GD9lj01Vd4xt2sSZoZMZqlMX4886OP+m9fbTR//cXcqJHz57nnHn0ZBWbm1JQUpPdNmMD88svM1aox/+9/5sctO8ZYrWNs3oyaxmXLwpaZM0f7Gb5+HVlYFy9qn18gEFhDyy574w3jx9y71/0a4n5BOLYa9OjB/MUX+t+vN83TyITml/2getq8aBFy+hs0MB4htgM9e+BisTh1UhJSUCpVspb+qJW2licPDJpChbBfz+rKtuTAzpgBQZf27ZmrVmXOlQv7QoiYq1TB6127xsZ9cdLhd5N9+yACNmUK/q+WYrt/P4IPfty/mdEw0r82b8ZzeuiQd+3VS0oKMhxOnnT2PLlyQeBMDT1zamoqVju+/RbZPg8/jPHxkUewj/f775EG2Lev+XHLjrkoORnPZmSATe77BINIL378ceby5Zm//jq9IKbk7D/6KIziWM1CEQhiCScWW0aNwtiUGRGOrQqhEHOxYurGXGTUt0sXZUeACIa7NFFoTWhShMZPRrRam4nCD1EwiJSzkiWxAui2May1B85P19QIgwczjxxp7Rh6DakLF5iffFJdxCZysFVzYKtWxf8/+giv796NPYE1akCISCJW7kssBkaiSUxkLlGCedo07feGQth2MGGCfef2Q/aJn9EToLt0CQ7KnDn6jumH6/7qqxDMcoqrV7F1SA21cSYQgKbGo4/CiX3oIebu3aEMvHWrvMNsZdyyw6B95x3Ms0b2fm/cCAXVggWZ330XK9yRzr50/ljMQhEI1PDDOBiNEzbFo48yr15tf1tjAeHYqrB+PfODDyq/rqSEqPQj7aEZOBBpQWrvzZ4dTkGePP7ZD6olzlSxYtoBY+tW5hEjMHm+846/0prkDEciRLn8Sv/+SAe1ghEjTCs9plYtbQdWzhBMTYWgSc+e6V+LBQn6WEtlj2bbNqyWz5yp7/0TJyKF0Y6UJq+yT/xozGih5qiEQlDR1Tv++yXrZ80arHw6dT/27cM4pIbWntQGDZg3bDAmCmd23LJq0P77LwLIFy7ob2skx46hksHdd5tT4hYIYgm/jIPRaAXb5s83drwTJ5B156XmjZcIx1aFd99Vroentdlb6+fhh7UntNRU5qZN/WNEa63YSm2PHjDOnIETU7gw0rr9oiIbbTi++y7zM8943SplevQIp41aQY8RFgyiBppasKZnT3UHVo5QiLlbN1xzpUHX7xL0sbxiu2EDUlfnztX3/iNHMEHu32/93F6tyPvVmLHCxIkQwdOzr9ZPmRChEBQ9nbofK1fCMVXDqcCUmXHLyr25dg0r9nZoWvTqpdwOv49pAoEe/DQOyhGppRLt2BodH7/5BhoAmRXh2KpQqRLzjh3yr+lx8tScvy5d9D1kfjKizTjzkd9l717mtm2xWj19uv82tQeDSI/99VevWyJP587Mv/1mz7EkI6xVK6TIjx0rn0L88MPhgdUOI/Sjj5jr1IE4Sawyb56+/u431qxBcGnJEn3vD4VQ7sOIxoAaWhkAzz7LvHgxyhokJmI16coVa+OE340ZM2zdivuod1+t3+YQJ1cGf/8dqcRq+Ol6MGPO0dofK0evXkiTtoNYz0IRCLTw23Mvx/z59tgWDRvCTsms3EQCWfbsIUpJISpbVv71/fvR3czATHTxItGECUQJCUSBAP4m/Z4wgahUKbw3Pp5o2DDl4yQkmGuDGUqXlm9zMEgUF0cUCqX/TCCAzwwZQlS8ONEPPxCtXUvUuzfRyJFEw4cTPfSQe99Bjbg4om++IWrYkKhuXaKcOb1uUVquXCHKnt3cZ0Mhon37iLZtI9q+Hb+3bSM6cICoaFEcu3x5ohYtiN5/n6hYMaIsWfDZ3btxD/fvx98TEsL90wjffkv0009ES5cSZctm7nt4TVISUdeuRK+9RjRmjPqz6yeWLydq25bo55+JHn5Y32emTsU49dJL1s9/+DDR3LkYK+RgJlq3jmj0aJzz0iX8XLxIdO0a3nPrrUS33050xx34reffU6bg3sgROTbFCleuELVqRTR2LFGhQvo+ozZXMeN1t5g4EeOsXD+w434cP06UP7/6e/w0p/79N9HVqxiLp0zRP8auWEE0cybR+vX2tKNYMfXnpFgxe84jEHiFn8ZBJRYuhN1lZXy8eBFzae3ajjQxJhCOrQJ//EHUrJny62oTgRbSRNGxI9Ejj6g7DdHOZDCIju+VES3X5i1biObMkX8/M17v3z/8/vh4okWLiP76i6hzZ6Jy5fCw+sEhKF8e7evVC9/RT1y9CuNeDS0HtkIFZQdWiVKlrBv/c+cSDRoEpzZHDmvH8oqkJKInnyT69FOiJk2IXn3VHoffaRYuRJ+ePp3o/vv1febECaJ+/fCcxsWZO++hQ0S//kr0yy9wOPLmVZ604+KIWrdW7mfMcOoiHV65fx89mvbvK1aoO9N+MGaM8MorRI0aIfimFz85LU4bl8ePE+XLp/6eyDk1FELf8yIwdfkyUffuCDZJc6AerlzB8zxxovZ8oBc/OfsCgRP4aRxUwo7xcc4coieeIMqa1c6WxRheLxn7lZo1kbqnhFZabrly9qYrJiVhb+Kdd/pv36GWGIdamlVKCvYDFC3K/NprzKdOeflNQHIy0tAXLPC6JWESE6HQ/eSTuN47dxpTIda7B9YJ1q5F6mQsFwpPTGQuXhzXM5aYPRvP1ubNxj7XooU5IbV9+yAYV706VJf79GH+7z+kE3uRFhwL6Wd6mTQJaatGNQp27FCeiwIBfynrt2plLfX8xRf1KX0zoz/efDPO6cWc2qMHc+/exj/XvTvSkO0mFoT7BAKzxMK2FDvmq9at7duyFqsIx1aG48dhiGspikVOBNH7hqS/mdk7o8TBg8yVK5v7rJNY3XvLzHz5MtSiCxaEoxZdX89tVq9Gjc8rV8x93i7Vz2CQeehQ+X1pRYr4y4GVY88eOFZLl3rdEvPEqlP7229o986dxj73668oc6K3L+3dyzxsGHO1asylSqG/r1sn76C4bTzHgjGjB2lf7cGDxj87cCDU/eWue+HCzJ99Zn97ldC6H/fdB+d93jxzDu7TT+sfaw4eZK5Qwfg57GDVKnPzy4IFEIy6ds2ZdvlduE8gsII0/0hBPb8Fb6zOV9evQ+H88mV32utXhGMrw9dfY3VUD0lJEIJSc+C6drVnovCrY8uc3mCVHk6jSovHjzO/9BJWJydP9tZRe/11+ZI0Wk6rGRVWpTqwOXLYu/LvJqdOQSjMr2JceogVpza6T44ciTIge/YYO87p0wiYbN+u/r7duxFwuf9+5jJlmN96C4rLepwRt41npdJedoliOc3ly3DA/vzT+GeXLUOw4fx5+et+6hTmFDedW+l+SMG6yPExFIKASs2a5hzcatX096e//0ZmgtskJ6M0nlE14wsX8Ez/+68z7RIIMgNJSbCrHnjAn8Gb6PlKWiDT43z/9RcqqWR2hGMrQ8OGxupGuZXu5mfHljm94ZQvn7oCpprS4o4deEArV9ZfmsRuLl9Ob0hoOa1aEbddu4ylEPfpE5uplFeuIB3188+9bol5YsWpje6TUv8bMcL4saT+J0diIl6rWpX5nntQm3rTJv+pm8sRPTa99JJ9irJO06mT/pTVyADH669jRXblSvXPeOHcJiUxN26Mfvrkk+mNS7MObuHCzJcu6WvDqFHM771nuOmmiLwvjzwCBXCjJCTgmYsZBg2CATBokNctEQjSULKkv7tl5Hz1+utY6NFjB7/4on9Wn71EOLZRXLiApXwj+5jUpPKJkB5lB353bKN55RXla6LXKfvnH6TR1a/PvHGj822OZu5c5nvvRX/QcloTE7H3SW0P2c03G9sDG4tlGFJS0Of79vW6JeaJFafWzlTbWbOwAhtZG3XnTuYPPsC4U64caj1v2RIbzqwaV69ipXn1aq9bos7kySi5pWc+ig5wGIn0Rzq3dm2j0OLSJebs2dVXTY04uKEQc86c+s/fuTPzzz8ba7MZou+L9GwaMUBnz8b9SU52qpX2kvTCoDSDUdILPvYiBJmO0qWh6RIrbNqEoJ1aPfnUVOYCBZB1ldkRjm0UP/0Ep8MIWvUZ77xTvUPqJdYcW7tqFoZCMEBKlWLu0MHcPjMrdOjAPHiwtvDJzTfjRy11uFUrY+eONfGbUAhRw3bttPeo+5VYcWqZ7esf584hKrxpE9KQBw6EgFqFCszvvx/bwl9KzJ+P8dSoGJNbbNsGY+bAAe332hHgOHUK57NTF0KLtm2Zc+fWHiv0OLinT2MlRi81ayJI4yR23JczZ/BsehHYNcPvVQfJfuHp9wnnVuAP7rkHY08sMWUKtlpcvy7/+rJlzHXquNsmv2KykEPGRavMjxzx8fI1XCXeew/y24cOWWlZ7FG6NNH48fi3VFIhLg4/RsoqBAJELVsSbd1KVLUqUY0aKB904YJzbY9k1Ciir78m2rwZM7QccXHoN6+/rlw+JxBALV8jxMcrn5PZf2UYBg8m2rs3XK8y1ogu6eN37Cqf0rAh3tu2LcruBAIoQ7J1K8av8uVtarCPqFePqFIlok8+8bol6bl6FfVqv/iCqEgR7fdPnKhdr1eLc+eIjhxBvwkGMadJvxMSUM/abtq1IzpzhmjTJvX3BQK4X8uWEQ0ciJ9HHiGaPz/c//XUsJVgJkpMxBzlJHbcl9deQ1m8ypXtbZsT7O7wAT2z4V3Z15qtf5f2dPrA5RYJBOkJBIhOnfK6FcZ4/nmiatWIevSQf336dKJnnnG3TX4lBk1P50hOJlq8mOipp/S9PykJDtaAAagnFwjAqYmLC/+eMAHOzvvvY2I+fNjJb+A/4uOJZswguv12ogceIKpYkWjXLtTDNUq2bHiot2yBsVWxItHo0UQ3btje7DTkykU0fDgcW606aHY7olLNRalPEaXtW36qmzpxItHvv+Pnf//zujXGiTWnlsh8bT5mPEfvvov3rVqFf//+O5yMAQNQWzOjM2oU0eefo/azXqRxv00b/E5Ksr9dr76Kvvj00/reb0eAQ8sJe/55+7/zE0+gvvHChfrer+bgHjumXcOWCG1/7TWi69cxLztx/ySs3pfff0f7+va1u2UO8MEHVGqKvFMrUXLyu0QfCOc2M+DGOGmWuDii06e9boVxRo0i2riR6Ntv0/6d2dyiXIbF6yVjPzFnDnOTJvreG7lvRtrLFBcH4Skltc/vvkMKxJEj5toXa6nIkfTsiZTeQoXs25934ADz889jr9wvv4SP68QesVCIuW5dfanVTpQ0kcQEcueGiIjflPxmz0YaoNm+7TWxlH4ciZFUx1AI6Yxvv41x6L77oGZMhFqzmZWJE5mfekrfuGRG8dwoU6ag3JKRFGm76h9qlW1z4ju3b49nz8x4HZmiTIR+rXYfpfsnfU+nU62t3JeTJ/UplPsGpckx+icQ8LqlAodxY5y0QsWK2HZhF27pEjDDDyhSBFUIJDZuhMqzAAjHNoIuXfBAamFl38zkySiBcvSo8fbFsmN7+TJziRLMt94KlU87B4D165nr1YMx2L+/cwPq4cMQJ9EjBOJUSZNevZi//NKeY9nFv/9iktixw+uWmCNWnVqJyEBKtLEeCuH56N8fghkPPIAyPbt347OvvOK/fdpuEwox16rFPHWq+vvcqIm7fbu2SIhTbdPSEHDiO0sGsFWnORSCujKR8h5cL2oamz1nKMTcvLk5ZXPPGCS/tzbdj5/laAWWiYXa4ffeCz0UOxZZvHDiFyzAfP7ffxi3K1ZkfuwxZx3qWEI4tv9HMMhcsCAENLSwGh2fMAFF1o8dM9bGWHZsmZl79AgHbO0eAEIhXFcnjTBm5rFjmWvXhuJvq1Zw1CMjZ07zxx/+Ej1ISkL0cPlyr1uij+jI6rx5se3USkiBlOLFmZs1Y54+HX20VCmoig8fzrx3b9rP/PMPlI6vXfOkyb5i507047Nnld/jtJDblSsQ7DLTF1NScO+tCD8NGaLfqbXjO9ttAPfsyTx+vLLIlFdCfFKmj5H78sMPKAvkZR13M0SrIUf/7O4onNqMTiwIXlapgmfy8mVrx/HSiX/22fA1dSP7JJYQju3/sWIFovZ6sKMEyzffQHH0xAn9bYxlx9aNAUBLnbpxYxSwXrMGK1ZnzxpX7g0GERn78Uf8v0UL5j//tN52vZw8yVy0qHvnU+PECaSBT5/udUv0IRdZJYot2X8lQiGsnEv9/aGHmEeOVF75u3IF927FCnfb6Wfefx9ZO0o4XXqrc2fmN98099kPP0TAy2ymiNr4rBYstPKd7TaA27bFlghmeRXlBx907rsosXMnFI03b9Z/X44cwZYdKavCKm6mSTIz1I9lLrJQRc4cxEKJwvvuQ/ad1WolXjnxsbAq7iU3eb3H1y8YURQzK9gSSefOUJysVw/CGXnz6m1pbKJHHXLIEGvn0BLq2LWL6PvvocJ55gzR2bNQVo6Lg0BU7tz4ify33N8+/5yocWMIn9SrB+GSRo2stV0vefMS3XIL0cGD+tRS1UhKwn3Zvz8sfKVXJfTyZVyD11+PDcGCpCQ8c3Lq5WPGQKzHT0JcemAmWrOG6NdfITKTPz9R3boYV5YsUf/su+9CCblGDVeaGhP06wfV9eXLIUgUzd13K48vesd9JX74AeJ0y5YZ/+zmzVBtX78e45SZcVRtfFbC6ne2S9Fb4vjxsHiUJDL1+OOYX/v2xfVRwup3UeKttyDEVqmSvvvCTPTiixDbKVnS+vknTcK4Fwjg2IEA0bBhmG/NCDjqodm6AbSn0/8JRf0f8x4ZRM2WDXDmhAJPkLMfihcnOnpUuUqIU8+ZUSSb79QpoqJFzR9n3z7l72pmDNOLG/Z0LJPpHdukJHSCsWOh+piUpG3cx8djcpCDWb/ybdeuaZ3bPHmMtT2WsNuIkUMt4BAXR/Tss/IPe0oKSl1EOrzSv/fvJ1q3Lv3fjx6Fk3n77USXLqFMhpIjLP3kzKlcCsgIjzxCtGKFNcdWMnikOJ8RgyclBeWXnniC6OWXzbfBTTLKRBAKEa1eHXZmCxcmatGCaOlSokKFMH61bat+jNWriWbOJNqwwZ02xwrZshF99RXRSy/BCYpU9l66lOi335Q/a2Tcj2bXLjgyS5caVxO/cYOoQweUBcqVy9z5idTHZyWsfGciewLEkciV+5Ec3CeeQH9X+o5SSSM7WbUKJYWmTdP/mUmTUJ3hpZesn18tmJeQgHnEqWBeyUkDiEoQ8Xvv0bs8kNbcMoDqO3MqgQcoBUwKF0ZZqrg4+X5n9TmzEoyPRHJsrSgjr1uHQKRTwU413LCnY5lM7dhGPpzBIKLe48ZpG/elSxO9/TZU67NkCT/YzMZLsHTrhof9iSeIFiyAA5QRsduIkcNswCFrVqK77sKPXlJSUG6oZ08EKJo2hVEqOb6HDqV1hM+cgfPMTHTnndpOcOTfb7st7bUrVQrlh2bONDe4JyXhWkQOjJKDGx+vbvAww+jKmxc1a2OFWJ4IQiGilSvhzE6fjnveogX+VqBA2vcWL44osjQmRXP9Ou7911+jRJkgLbVqEVWvjnHknXeIUlMxzk+diuu/YweunzTeh0LWSm9du4Yg0eefmxsDP/oIq8xWM0b+9z/1WuzR2FFuzK4AscTJk8qZTwcOhO+ZHNWq2evkMRP17k00dKj+YOaBA6gZvWKFPTXAPQ/mDRhAyb0H0NjCRLfsRDA4erwSxB5qAZODB2HHPvNM2nFS+n3nnbC1zWBn9kFcHNpixrE9fZqoe3eiefMwZhw9Kv8+q4E/Ndywp2OZTOvYyj2c0gOnJ5qZmEg0YgQ6uRQ9SkgwNzl2745zS86tlci7X7HbiJFDqvkqN6DaXfM1a1YYuy1aICX355/hgGo5msEg0p8jHV7p5/hxom3b0v/98mWsJuXOjRUaqR7cxo34fh9/TPTKK2hLpFOstPozYoS6kzdiBDIYJCKjpIcO4ZyLFhlPXYzErsirXmJtIggGYeD++ivq05Usifu7Zo16rc6bbsLrR45gBTeaDz6A81a7tlMtj32GDyeqUoXo4YfhaBQtSrR2LdEdd8DpfeQRjCf79xNdvEh0883m0zp79ED6eNOm+t4f+dzcfDPmi61bzZ1bYsoUHEdplYUo/OwwI4X9s8+sj6d2jtfJyWj/TQoWjVY2T926hpuvysyZmCMaNtT3fmkla+BA61tMJPwQzLv5ZoxH5csT/fQT0ZtvOn9OgbOoBUykgNeQIWnHSck+3r4dTu+qVUQ5cug/p93ZB5GpyHoJBrHw9c47ROfP4xhr16Y9JpFzNmckbtjTMY3Xm3y9wsymb0mE4emnme+4g3nbNnvbNHIk8/33KytzxrJ4FLMz9V3lcKrUjhwNGqDPOKH0HMm1a8zLlikLBgQCUN+sWROiQEZEYKJ/ypULnze6XrMkTmDl+3khj79okbpwjB/EFlJTmRcvZu7WDQrtdesyf/UV8/Hjxo7z7LMQzolm3TqU3Lp40ZbmZmiaNkXfmDxZvSTE5cvM+fIxnz9v/Bw//ABBo+Rkfe+Pfm6k597sc5OSwvz66ygBdeiQ/PgcCKjXZrcDO8brAwdQwkMJN8RWJPugVSvUG//1V/2f/eILXGe7arwzozScWt31Pn3sO5ca7dujwk/Vqu6cT+AsVsWhBg+G3WRE8VvNXg8EYLMYEUZ75BHm7t1Rx10Py5dDSfnJJ9VF9ho1ct7mlJg0KXzNI8frokWZL1xw/vx+JtM6tkYfzmgDX+pMdhvjw4YxV6vGfO5c+tdi3bFldtfpdBq3lem0BvfChaHAmSsX6po1bAij4qWXYOQMHIjgyd13W3N8pe83cyYM4qtX/XvNmGH0lirF/PLL/isan5LCvHAh7lHBgsxPPME8bhzUr83y9tvMn3+e9m/JyRg7/v7bUnMzPJcvM7/4IgKMxYoxf/ut9mdeesl4beldu/C87t2rT7XW7ufm9Gnmxx/H+BD5/Mbq+LxmDYxONZwMrEbbB5KNoOfYSUlQQT5yxHo7JC5fZn74YWXHlgglB5cts++cSvTrh4BrjhzMCQmi1masY1UJOBRibtnSWGClfn1tm8TI8/zYY8zvvaeugs/MfPQo8/PP41lZsMBfpYwuXGDOk4e5d++04/WgQcx16jBv2eKuGrqfyLSOrZEO6rYxPmQIc/Xq6aMuGcGxzUi4PchpBWOeeko+IBJNly7qE0SLFswjRqCup9J7JEe6YkXm/PkhnV+oEFZN6tRhfu455q5dEREdORKTzcyZMKTdvGaHDmEFe+pU/N8PhntKClZUu3RhLlAABvk33+iroa2H777Dqm8kAwcyd+pkz/Htwu0yJFrn3rgRBkyvXggE7N6NPq51X9avN7YadfUqxvHff9efvdC7t33PzZYtzKVL47m0c4XQS2bMYO7QQft9Tjz/VuyD1FSsHv3wg/V2SFy8yPzoo/h+av1rwQKM361bw7ZwAun8krNvxOEX+BM77OHLlzFm/vCD+jyweTPqsufOrb8cmZ421K7N/NlnzM88I3/+GzdgAxUsyDxqFP7P7K9SRj/9BKc7mlAI2V6Rzr4fgvhukmkdWyMPpxdRmsGDEXGNTBsUjq2/cHuQs6sfJiYqR/IDgXDfN/L9QiFMVgcOwNCfPx8D75dfMn/wAVIen38eTrDahGTnNTt8mPmee5i//96+Y8qhx0G7cYN57lwEDW69FdehYUOsNNnN2rWY2CQ2b8bqo56gh1t4kY6udu5AAJkO0SvaH33E3LGj9jHvvx/XXQ9duzL36KE+BwUCqK/csiWcj//9z57n5vff4azPnavv/bHC2LHMfft6c24r4/KIEczNm9sXYDh3DjWs338/fEw1Zz4lBdkdhQphpUdavbcj6CRqbWZcpDRYK+P3gQMYc+XmgY8+Qkp/6dII1O7Yod+x1WML1amD45YuLT8XFCjA/MILzMeOpf2cn1ZsW7XCeB6NeO4ysWPLjOh8IKD9cHoVpRk4ECk8knMrHFt/4fYgZ+eANWlSOIIuGdLR+/W6d7c2ecjh1jU7epS5bFl9qaRWUHPQkpOZ58xhjo+HI3vvvfrGG6tcuoRIMzMM1wcewIqWX/By4jV67uRkOJaLFqkfd+zYsBOg5gxMnYr7kZwMR0xta0Hduug/Bw6ov1fPcxMMwtmpUCFjGjbvv8/8ySfenNusfbB9O7JiTpywpx2nTyPAMmSI8c+eOoWtGiVKINvDjqCTn5wAgb1s3oygcd++5rMf1MZiIuYPPwyvlDKn3UqglmKvxyZ//HFkSakdQ+77ODV3GQ0kXb+OLWWXL6d/TTx3mdixXbYMqRDRHUquY3rZUd59F2lFGzZgwrnzzsyXL+9XvDDQ7dwnphbJv3gxHPix8/tprVLZ0a+PHUPbJ060fiw1tL5LnjwQmpsyBat5bvaVQoWwleHjj5nbtrX32Fbxcjw1c+4VK2DEXbumfNwvvggfQ+m53LIF7+naFf0iWzb9xpmVsebiRaTcNWmScUVFXnoJGSJuEG0zvPii8jip1KdSUqCl8dtv9rRh1SoEva069zNnGjf2lfBT2qbAXnr2xFYGK5gZiyWbpVw5489cJE88gQwypb6uJiBrt2Comeyl2bMhcCiHeO4ysWNbr57+VQwvVxhCIebGjcMPW6TxlFny5f2MW0rPkTi9T/TGDYg1vPtu2pVdu76f0jW75x7mNm2sqfaeOIFVqW++MX8MvahNzERoxyuv4Oe++6xNxEapVw+pVkWK2Ld31y5atVIPmDg58Zqd9F96iXnAAPnXtAIcXbvCiZH+NnAgBMPefNOYYWdmrNmzh7lSJbQ9GAy3N6OJijRrxrxkifPnmTgxfaaL0vOvZh8MHszcrp35NkT3AyL5/XZGsTPoJFaOMiYpKQicGlXrj8aKA6a12vvdd2nfGz3ePfkk5ki9gUXmtM9d5LPfsKG1lVozvkXnzlDsl6NTJ+MOe0YjUzq20mqtkX0tkUaFm86lyJf3P34QJLKLUAh7S+Ljw8/HSy8hdcfO7yd3zVJSIDZVrhxWt4xy8iSM+LFjrbdPD2oTcyCAPfI//ogfNYVSu525xESMb0Qw+P3guIRC2Hv9xhvMt9/urpMfiVlj+9w5BAm2bzd2zEAABlT16kj1jMTM2G5krJk/H/tpf/kl/Dcv9zY7SfXqzDt3OnsONW0C6V7rua4bN2LPu1JZP602OGkPaI1pdeuGAyRW2hqp5SCILWbPRlkbq1gNfCgF+t55BzbEq6+iXJ7ce9SCUXLnd+q5M3MNUlOxB/jMmbR/D4Vg++TPb3+mXayRKR1bI6u1kSQlIVISF4cHp2tX541GEfUUuMlbbyECGbm3pVYt5v/+c68Nf/0Fg1wpIinHqVPYw/rFF861Kxojz6Zbz7HkuEQe20vH5fBhpENXrIj9f59+irTJWNljG8nPP2NbSLRhr7XyUKMGvvv16+mP6UTGRyiElNRSpZg3bbLnu/udokXN1RI2gpaafPQea+l6Rq4Y9e6Nvf+zZ5trg9PjiNrx4+JwnYsVw/u2btU+nlz/lo7nlBKzwFlatmSeNs36cewYj5QCfVevqq9cEmELgdJr0ed36rkzs2q9dGlacUhmbDFp3Rpqz0ePepNJ6CcynWNrZrVWItJodKuziHx5gVt8+SVSJiMFCW7cwF7RSEfXDQ4cgLpnQoJ2ndwzZ1A8ffRod9omYWRidsOpcOscWmmsly5hX3G9ejCE+/Vj3rYt7XuUJt5cufSrC5vFbPZNKISgT3Sau5bRc/vtSAlWws6Mj2vXUPamTp30KegZNUgaCqHcmNOli8qVUzeUy5VL/5noFXI5kT4jOG0P6BlDDh1iHjYMgcQqVaDsrFaDN7p/b9+O4+XJY2/tXoFzSON+8+ZQ9TeTUSWHkw5Yv37qGQPt2qH/6jm/U8+d1namRx9Na48lJsJGu+++8Py7YQO2cb37LlZzJTJSJqFRMp1ja3a11qtod0Y1RvSSEfeD+ZHp01HvNVqhc80aGMlekJyMMkGVKyvf97NnMch7pYhqZGKOdqji4uwNjGlNkg0bWju+WhprairzvHmoU5wvH0rkLFyonrYoN/EuW4bV+uXLrbVVi6QkrJ7973/MffroH7/37Uu/v0xrv5dbAZcjR5gffBBlguQCURk1SHruHHPx4s6fx6hj64TNoPWM3303BKn0pgvLYWRM27QJz0+RIrCtJk/Wp5HwyitIHy9XzvpeTYH9RNpdDRuG0+ydqEXslAOmNt4RYdWzUycE9LXO36WLM9tntMaI55/Hs/X11wioRi+sSWXq5s+3dq0yGpnKsbWyWuuVg5mR08e0yKj7wfzGihVYWZPrS6NGYc+Kl/z2G5wdKf0pMnqcL5939SsljEzM0ntLl8Y+JTuf39attcVsnBC5CARwH556ivmHH5ivXLH2Pf77D5P5ggXWjqOHhx4yvvowfHh6pWk5Z0Dak+gGq1YhRXTCBOX3ZNQg6fbt2MPuNLVqqT9bXbumfb/VEk1yaNkDP/0E1dYKFfAspqSY+65GnY3UVJTEio/HWNC6NfOffypn+qxejRT9ceOwTeHkSXPtFNhPtN2l1N/9bn9qaR+0bYugjJbQpCQY59R10BLoTEoKKzHH4n3wgkzl2JpdrWX2NtqdGfPlM7ND7yY7dsBp/Pdf+deffRa1NL1m924EpR5/3NlVT7f4/HPmt9+295jduqkb3oEAVkoOHzb+88or6nvvune397ts3oxgy59/2nvcaHr0YB4/3thnUlKQwvb332n/HukMNG2KklNqJYLsYuJEOLUrV6q/z8kx1cvMmkWLUM7IyTZorcoToa9+9x1KoTz+uLFyTkbQYw+sXQvhuDJl0D/c3Epy9SqCkE2aQOSme3c4spELCqEQgnt79jCPGYOsnNOn3WujQB49/TxWgmF6lJOHDWP+6CPzx7DL9mjZEs+LUiApowYlneImyiQsX0505gzR00+b+3yxYkSBgPxrgQBed4qOHYkeeYRowgSi/ftxroQEolKlnDun10ycqH69J0wgGjLE3TZlNI4dI2rcmGjsWKJq1dK/zky0ahWutdeULEk0ZQrRvfeiXRKhEH4nJOAZiZVnokwZoqVL7TseM9Hmzdrv+f57c+c9eJAoGFR+/fRp48dUo1IlonnziBo0ILp2jei55+w9vsSDDxItWYL+o5ebbiL6+muitm2JNm0iyp4dfy9VCmPS7t1EdesSLV5MdPPNjjSbiIhSU4l69cIzunw5UcGC6u8vUYKoSBGiAwfQF+LiMJYy4xk3++xMmkTUuXP4WIEA0bBhOGbHjsaOlZSEsV+a5+LjiUqXVv/M8eNE588TlS1rTxvkUJuPiIiyZiX66COiKlXw07Il0bRpRJ9+Kv/cWLEZ9NgD999PNH060ZYtaNfgwegrnTo52yeJiG65hahFC/ycOYPr8OabRKdOEbVrh59SpfD7hx+IBgwgunGDqH59ooULie6809n2CZTR6ueRMKP/+ZXSpfGMJCSkHReY8Xzkz0+UkkK0davyMbTs0BdftDa+SOPdggWY43r1kh/v9u9Pa/dE4vf74Alee9ZuYWW1llmsILpFMIjortp+pljeD+YXLlzAqpPaatXu3Sif4xcyUtRy3z6sUtjFpEkY4xo2dCbC7tW137cPKzvffuvM8XfvhgiOGV57LX0a/PXr2PNth2qoGqdPI835hRf0rwqPG4dVvKQk5uzZsUpgdU+bnfOi2a0n/fs7X95CK2OrVav0n/GTzbBzJ0TFihSBHoHV7QJm2LOH+YMPIHTz0EPQT8iVK7yS+/HH2CN+4YLQ1vAKrX2p0eO+19uA9CCXVt+qFTQhZs3CGKqEk5ma0XVx1ca7jGT7uEGmcGyt7K2NREoBkjp1ZkgJdoPr15Hu2rUrhFkeewxGm3iQnSE5GU7QwIHq7/v2W9Sw9QvPPZdxgh2pqTDqzIq8RBp+3btDNGbfPvVam1aMaS+N9MOHkdb71Vfhtthl9O7aBSfvueeMH+vCBaQAb94c/lv37kgJd5LNm1HK55NP9M9pp09jbN23D+Ntvnz2tEXL4OrWDeJOWns9jfSv1FTsydy2jXnxYuYcOZwJ5hj5nkrn8Ns2or17IYRTqBDz0KH6hJ7sJhTCPvoePXD97r4be4OvXIHjW7Kkv65ZZkJLnCz65847YVu3bAktjm+/xZYIv6eVt26NrSSrVmH/qhJOOZRG51On5vWMSqZwbK2u1kYydy4KIGdGCW07OX+e+ccfETm7+27sSZs0KVyiQkusZtcuL1sfuwSDkLl/8UVto7hLF+xD8QOXL2MvsBPKhF5RoQJKZxhFq4SIU8a0l0b6iRNY4W7VKvx9pbHAbPkU6ToqiXboYfp0rD4Fg8y//AIjz8l9tb/+iudg3jxjn+vSBU4DM5zbqlXtaU/LlurCKjlyQLE4b14Ecu66i7lECdzLRx6BUdmiBVbNlY4TCOA7ly+Pz+fOjb2jNWtiBVrN8LYr4GUlsOPHshuHDiHjoGBBBDjPnvWmHZ99hoyMdu0QbGneXP1e+uHaZWS09pRK6sjSOJmSgpX4v/+G+vurr0JEsEQJPPPVq0Mpf+BA5qlTsff7wgWvvyWEo/76C/2pWjXl9zkV0DXjMJcqJQI+esnwjq1dq7US8+cjui8wzuHDkFavXx+TWIcOMAwj63RFomRIV6mCCfDSJRcbn0Ho25e5cWN9apkVKiDC7zVXrqDk0Isv+ie1zw6eeQYlcYygd6J1ypj20kj/9191g8tIW+w0WJo1g2BQoULOpUwGg8wDBkBBdvduY59dswaOoORwL1+OMUAJPSvihw6hPbffbizYdOMGnKgDB5i3bsWKyfz5cHLVViSeegrljJKT07elWDF3snv8tvpqB8eOoexVgQJI6XZbnfjUKZz7xg3M540bZ6zgZSyi1M8bNjQ27icnQ5xy5kzmkSORkVe3LsbJfPnwzMfHMw8ZgoDd5s3aNevton17iL2dP69dKky6HtJ8YcdzbzTF+fhxbCPYtct/QTI/kuHFowYOJHr/ff0b4rU4dIiocGF7jpXRYSbasYPojz/wc/o0UdOmRP37Q/ziJo3epySSUaIEBCdq1sRxixd3+ptkDD7/HEI5CxdqX/tz54guXHBWFE0P166hz9x/P8RgatSAoAwRnmk7xG+8okwZosRECA3pRa+omiRkZDdOHVcP48crv8ZMVKsWUdWqEK+5+ea0P9F/mz1b+VhGxelGjMB1+eQTbaEjPUQLKLVsiTksLo5o5Uqi22/Xf4x9+4j++Yfogw/CokFHjxIVKCD/OTUhqA4dMHZ8+SXRunV4Dv/6C9edOf2xmNOLcmXNSpQzJ34iWbgQIlhKQktVqii3+X//kz+/UhvMkhFFHPPlw/3t2xdCV1WqELVuDRGb/PmdP3+ePBjb588natiQ6Lbbwn0vGmYhkuMGdvXz//0Pgm5ly6Z/7epVoj17MP8lJWE8/vRTCO9lzYpxtHRpzJHSv0uUwDGtkpREtHEjRPSWLSM6e1b9/dL16NMHYoEtWxq/HtFj+h13KL9XTlhu5kwI35YpI0RT9ZChHVurSshyZGbHVo9iZTBItHo10YwZcDpvvZWoWTOib76Boq3RAIOSIf3hhzherVpE335LVKeOue+UWfjtN6IvvsBAfuutyu+T7vHKlTAydu+2x1g3w/XrRM88A4XcYcPQdzp2JPrxR0wMWbPGtnFZpoy6IqMcmVkdcdky9dezZSN6+20EQ65fD/9E/v/aNRgye/bYdx0/+wy///6b6MQJY4q+0cg5lkOHIrjz229wbo0cQ1IN79oVwayOHYmOHJF3EpOS8DnpM5HExxMNGoQgYrduRD//jOePSFl51EiwKT4ez7gcWs7p+fNE48bhOwYCmIOyZHEm4OVlYMdJcudG8KNnT6IxY6CS36wZjPkiRZw9d/v2UGtv2NDb6hOCME738+zZMa9XqpT+tYsXMRYlJcHxnTYNv/fuxbwf6exK/y5aFM+8FtLYKI39K1divPjmGygcK1GqFPqnmesiN6arVRiQG++mT8ezKdCJ10vGTmLn3lqJzp2dV7z0I2qKldeuIa2jc2ekFdWpg70z+/Y5367167GfY8yY9GkaQkkRLF2KmqB79qi/L/IeS/sOvUq1u34dqU+vvZZ2G8Hp0+hjcimJscayZcyNGhn7TGZWR1RTSifC63qx6zr+9hu2Rnz1VTiNzGyaqh3p0XqO0bs38zffGLsmgQDGdyXsSFE3k+p74wb28kW2IUcO1F0WaXrmuXSJefhw7G1OSJBPf7dLxO3qVaSmXrzoLyVpgTco9atQCKnrK1dCpOrtt7HHv2pV7N8vW5b56aexLWTsWGzzOXQoLNBopW8lJsKuvfdeY31dSytGz3h34QKeDzdrUcc6GdaxtXtvrcSTT2JfUGZCS1Agd27sF/z2W2/U8E6cgABFpLCBW/uf/FCWQK0N27bBOFm7VvsYfjEorl/HXqtu3dI/v19+CeXZjIDUb43gp/vkNl26qDu2XbvqP5Yd13HPHuwXmzfPnntih7Ot5xht2zLPnp3+s06WttCLUQf58GHsO46kdm3mjRuda2Nm4upViAIVLYp9idu34+9mSzMpER/PPHky/p0R9zIL9GG2X4VCzEePMi9ZgqBdnz7QPqhQAU5vpUooM2Vm/3akyGC0eJYWWuNx167a493UqczPP699LkGYDOvYOrFay4wH5fBh+4/rZ7Qk4OvUQT3U77+HCMDs2YiWrVjBvG4dnKs9eyD+ceYMxIBSU+1rn1fGvt2Tu91tOHwYq9lz5ih/PiUF96VjR+Vr6OZKYHIyFLK7dpUvhfPQQxDDyQiEQggKGY3ERht+Uj/P6IafWskDo+JRzNYM6OvXmR94AMrudq3+2uFY6jmGkuMXi9kAa9diro/kueeYFyzwpj0ZlevXmb/+GqV4nnrK/vl20aK099GPStICZ3HKjktNZd6/H+OemkCd3PhqtU12jOktWzL//ru5755ZyZB7bNX21urZJ6rG8eMQXMhMqO3rCwSwr2znzrT72vT8SHu5smRJL/Zi5GfuXOW2BwJEH39M9NZbaT+TLZu+/WpKqO1HS0iA2IDT+z612hAXR9SuHYSgPvmE6Ngx9F/p58QJ3Ne77oKwl9xxiPAeN/ZupqRAuCRvXgjURN+fpCR8l2rVnG+LGwQCEMTYtw97hfQSLe6xbBnRyJFErVo51VJ/ULo0xu6EhLTjkST2ZPR5syKS0rcvRG/atIGwh9L4aOTZMbu/MHJO0xqrixWD8JPcHlsr+1y94tix9PNx3rwYzwT2kS0b9iB27AjdA6W5wqjwmkStWji2JGyWUfcyC5TRK4xolCxZsAf3oYcwVyrtb5UbX622yeqe8evXIfg5aZL6+wRpyTCObeTkvno1DI/oDqWm+Nixo/Y5Ll6E8I6eTeoZCbWHMy6OqEkTa5NQaipRcrJxx/jaNajrHT6sbMwFgxCx2rAh/eel2FnWrMad6RUrlL+PlUHYCGqDbiiEn8uX0dZ8+eA8PfYY/p0vHxxaSWWwf3+i4cOVVUmdFu1ISSFq25bozjshBCMXdPjuO6Lnn7dP4dwPSMrIRhxborSG36RJRPPmZXzHlsh+ZVozBvT06TA2Vq3C/+0SvDHjWEbPadJ7lY4RH4/nK0+e9K+XLp1WCMpJESa7OH48vXpvnjxEp055056MTtasUOWOi5N3bs0GQePiENScOlWI5GRW1IJyoRBEI4nMifJJnzM6vloVa7QaLFy4EJUgsmdXf58gLRnCsY2e3EMholdegQMiOax2rLBlVkVkpyP5N92EHzW1XjWuXCHatUveKcuSBfddzXhNTTXuVC9YYM8qjRW0VmdatYKhoAcvV2tSU+GwZs8OdUI5pzYUIvrhB6JFi5xrhxdIjq0VWrRARsKlS/pKwcQ6Xq7m7NtH1KMHypPccgv+ZtezE+1YSoE3InnHUm1OIwo/R5EqxXfdBWVRJUc8MnDw+edEXbpABdmPTi2RfAZVnjxixdZJnFIubt8e84BwbDMnRYqo21QHDyL4bmQxKhK58VVSjn/6afkxzmpfL10aFTsWLcJ4LJ1Tb7Bw+nRkSAiMEfOOrdLkHgqhA+fMiYl8zBjlY+hdYcusjq3SgOCXSL5Vw/Kmm1Da5rbb9J9zzx7UNPNqhZNIeyXdSBu8usfBIOpjZs2KFWilbIgVK/DsFS3qTDu8okwZrP5Z4bbbiBo1Ivrll3CNX4H93LiBYNHQoUT33BP+e+nSRC+/jHJa0gqn2WcnekU6Rw6UTmvSJP171TI2smRByn6xYmlXtXfsICpYUL0NUuBgzhyiN97w95x3/DhWNCLJk8d6sEigjFNBUKn0y5Yt8mVgBBmX8+eRaank2EpI9pbZ7V5yGT933YWyhnJY7etr18Ih37wZgXkjWUbBIMZgpfMLlIl5x1YrHbNHD+yF2rDB2gpbUhLqFe7fj7RNs+kQsYqfi9N7kULnh/1o8fHYP2xXG9y+x8EgzslMNHmyeoq/lIac0ShThujrr60fJz6eqHdv4dg6Sd++RFWqIGU+klOniGbNghHyzz/Wn53oFekCBVCf96uv0r5PK02uWLH0GRtKNWzluOMObL/xM3J7bMWKrbNEz7ehUNgGszrftm8PB2DoUHvaKnAOq3o1Etu3EzVvjgB3x45pa3CrZaSZ3e4VPb4uWACnWg6pr0vzaiCgP2gZDCLg+dlnRBUrGm/rypVE5coR5cpl7HMCIvJavcoqelXHrCg+WpH7FriHpKSYNas7SoqRqqpe1H3duhWqutJ5pb4cC30zGGTu0AGKfykp6u+9dg113M6fd6VprnLxInPBgtaPEwqhjt+OHdaPJUjPH3+ghuHVq2n/HgpBhXfECOfOfe0ac5kyUJyPVIp98UXj5Su+/Za5Rw/tcyYmQgG3Xj1/1wSvUSNcgkZi+nSUp8nI9cz9UGZOmm8bNsQ8ZEcbDh/GvZNTxBf4h0ibWFKlN2N3TJ+OcoR//RX+m9SvihSRH9uMKArrYcMGVPZQIjER40zu3KiV3qWLPttyzBjMDWZ54w0cQ2CcmHds9TqsZmW7M3PdyFglTx57ywmpIQ3C9ephgHarP4RCzI89xjxtGsos5ciB4uSxUBohGETdwmef1VfqZto05latnG+XVxQowHzpkvXjDBuG+n0Ce9m3D/Vqd+5M/9rUqcw1azo/3rzxRtrAlVr5NbW56aOPmD/+WP1csRTILVGC+ezZ8P+ltkvXQE/b7XQS3XA4/VBmLpqHH2ZeudKeYz3+OPPixfYcKyPiZB/Tc2w7yq4Fg8zvvovymUrtd6v82KFDqHMrh9mx8OhRzBlmS4OGQszFi6NtAuPEvGNrxPGMXGHTu7oVi7X9MjsFC6JWrpuEQjCyDh5053xTpjDXr8+8eTMc6g0b3DmvVYJBrDQ1a6a/fuvTT6M2ckalVi177t/x45hMjdbFFSiTnMz84IMIHkVz7BiePadXy9TmuGiDS2tO695d/rvoOZffArmhEHPOnPjNbK7tdjqJbjicWt+xa1dvVnHHj2dOSLDnWJMmIfCZ0bDDIXWyj+k9dpcu6kG1rl3Vz3PhAnOTJrABLl5Ufp9bY9G1a8z581s/f+T9LVeO+a23zLdpwwbmatXMfz6zE/OOLXNah1XrYZdW2O68k/nll90psCxwl5Il00bx3Urb6tePefhwZ44dydmzMKgXLkRUb/58589pB6EQ80svYVJLTlZ/r3TPnnmG+bbb0qcbZiRefJH555/tOVbTpswzZthzLAHzm2/KG+yhEPrx6NHOt0EruNq1a9rxTW1Oe+YZ5kWLzJ/LT4HcCxeQriih1va4OHz3//5jPnkS989Ow9ktI1ztO0amhLq9invxIraL2JF5cuECjhWd9h/L2OGQOtnHtI7988/Mn37K3K4dtnqpObblyimfZ+dOvD5okL5080mTwsE7J/t1rlzhAJmEkbEw8v5Kq9lW2vnuu8iuEZgjQzi2zGGHVc/kzsz86KPYo6hFLE30AlC+PFJBmI1NKFYd4E2bmO+7z3LzNenWjfnVV5krVmT+7jvnz2cHoRDzK68wN2rEfP26+nujJwmz+3diheHDmT/4wJ5jzZgBh0tgnRkzkKIml/0xZQpz7dru7AW0M7havTrzrl3unMtpdu3C95FQa3sggIyaevWYS5fGSm/u3Mb3KCvhlp2g9h29XmVv3hz7be0IILdujS0oGQEzDqmcLeJkH9MKmBQvzvzOO9AaKF3anGM7axYC8kYCr8nJCHJ066bftjdDsWLpNTz0joVOBBwqVRJ6GVaIeVVkCaO1DW+7jejyZe33+UH9VmCMm28mSk42Vrs4uhZyIGC8XlqlSjjvrl1py4FYJVJ9MFs2onnziAoVgkpw+/b2nccpmIlefx0lkqZPx3dQQumeSc+aGYl/I9il9GiEMmWIfv3VnmM1bIga3nL1PQX6OXCAqHt3PGvZs6ftF7lz436tWiVfc9lu7KwbqqWK7FSNUieI7uNa5c9atgzbCKEQlFhnzcLYEg2zsVrkagrVwSBK2NiB2neUw4p6rBEmTSL64w9c17g4c/NnJO3bQy2+RQu7W+o+apU7mDGPT5kSnmeUbJFq1ZT7mNH+Go1a/42LI6peneiDD/D/v/7CeKjEY4+l/X8oRPTRR1C7njePqGxZ/e36/XeiRx9FKTUnyZsXSuo5coT/pncsVLu/Zp6/PXuIUlKMXSdBWlyYlv2JXsdWkvuWDJi4OJQliYvzRw1XQXqyZSO6fl17QuneHY7Wzz+HnalgMO3vhATlGmfRBAJEbdqkL7FhhUmTMMANH040bRrRt9+ixEWOHCjv4neYiXr2JNq5E9f65pvV369nknCK6Gs9fDj+P3myc+ckgmNrV93Nm25COZopU+w5np0kJaFUWps2+K1mHHmJVK/2ww9x/6P7xZdfEp08idI+bhAfr27Q6g2uhkJEV6+q1+vu0EG+NrfRc7lBtGNr5DrFxaGUhl1OvNZ7//rLnnFE7TvKITk8Tj570cFIs/NnJPXrowZoRijbpFWWa/VqBMK/+CLttYy2RdaskQ/SE1kPOhkJaPXqpR5cOXw43McuXUJwYs0afE+jztro0USvvqr//Xr6udx78uRB2bZI1J61YJDozjvxb637azTg8McfRM88Y+wzgii8XjL2ik6dIDWul6QkqJc2bBgbyrOZmTp1sPleKzWtXDmIVJQooZxWYzTFZ/dulOaI3q9hhlgScpEjFGLu3Rsql3r3S3mVCunltU5OhpK3HX2GGfuYihdn7tvXPyVP/KjkqkTPnmHxGr88g0Z0JJQ4dgwloZQIBplfeAHpvbFwrz79lPm999L+zch1svPeTpjgXlpw9HdUSqeW5q+GDZ29n06lyHbvzvzFF/a00Uu00nwjf9TS46VtOU70LaPPQuTe1+g2RvaxggWZBwwwtmVDSruuX5/5rrvUt05EomeOUXpPjRpIlY5m6FDt59nu/l+zJvO//xr7jCAtmdaxffVV4/sTH35YvuSDwF889RTz6tX6Bxy7nanq1ZnXrrX+PWJ5f3cohPbVqaNPoVqazMqVs2/fmxG8vtYlSzKfOmXPsSZODLfbD46JX5xDPcycib3rUp/1ul9EYlRHIpp165jr1pV/LRhk7twZJbhSUqyfyw369WMeOzb93420PdpJlPqkkWdlxgzs0Rs8WN1psbO/RH7HLl3UnVuzjrZezQmngpFr1sDminXUxr/o/lGypLrz+uCD4X/bPbYbFWqS+mCjRsrfSW/5H4lofQ3pe2p9Pz1zjNZ9qFw5fT/v10/5M9LzbOf8dvw4BPHsCnJnVjKtY9u/P/NXXxn7jHBsY4NmzZiXLNE/4NhtvH76KVZ9rBJLQi6RhEIQmnjsMebLl7XfHx1FNWuIWUHrWuuto2tWgKxBA+YVK8y3P/L8fnMi/eQcqnHgAMRNtm0L/y1Wn0E5Zs5kfv759H8PhVAhoGnT2CoV1bEjxGysEukkVq3KPHCg/s9Om4aMH+k5b9RI3TFxqr9EOuiRqqxPPGEuUGgkw8Kp5zsUQvbT7t3mPu8npPujFoCIi0NgV+1avvIKxJR69XIm6FSzJuY6I8e26/5rlTVTq/6gpYj++OP4bloBoOh+LgUS1J7nUIj5nnuMlV1TYtw43GOBNTLtHtvbb9e3x1YQe2TLBhGn0qXD+6ikfdFy+6Pt2sMm0bIl0S+/KO+H0YvavpdQCP332jVr53CCgQOJliwhmj2b6NZb1d8rt6coksh75+Sedq1rPXMm0VNPQUBj0SKiK1fSv8/KHl279tl6uUdZCbv3IDlBSgpR69ZEgwcTlS8f/nssiSlpcfRoeuEoZqI33oBY1s8/E2XN6k3bzHDsmD0CaZLw5NSpeD6mT1fur5F8/z3RW28RLVgQFv6pVMmb/tKxI0QLe/fG/vAmTXCvb7pJXWdC7tlT2+cpt2fW7vlTIhAgatcOokOxjnR/qlVTfk8gAKEktWsZDBJ164a5ZepU9Fu75sQDBzBG/PijsWPbNb5raaI88UT6uTQlhWjDBqKFC5XtLWaiEyf02UqR/XzBAqJ//1V+LzPRpk3YQ3zHHeHnr2VL/N61y7hw2vTpYn+tHWQYVWSj3HYb0ZkzXrdC4AQ33wzxqPXrMVDu3AmnQ1K6TUhIO2BLAmEJCWmVCJmJcuY0rnyaPz+OuWwZUa1a5r+HmiK35KSXLImBMCGB6L770r/PbZXfDz4gmj+f6O+/1UVqJMaOVX4tEIBj2LRp+ntmN1rX+r//iM6dI1qxgujTTzHhFSpEVLMmfvLn16/ALYddjq0fnchYcA7ffhsCLi+8kPbvav0iFDKn+OoVR44QFSwY/j8zUZ8+RNu3I3CjplbuR5xQ/q5aFc792rXqTsiECXAuFi0iKlw4/PccOdQNbCfFt6IrQ8ybR/Tcc8rvV3r2jKq8Ks2fwSBU2idMMD//tGuHYwwYYEwN2o/ceivE26RrFA0zHKKHH5a3Rb78EvPr+vXOtG/SJIjHGbV37Brf1eYuiYQEOKmHDmFO3rs3HIhUuq5xcUSNG+PfmzYpi+NFt3vAAHxW7XnetYtoxw68b8UKa+rjFy4QbdyYXlVaYAKvl4y9YuJE5jff1P/+xMS04lFei7EI5ElMZK5SBWIAZcuiRqhe5PZm/fYb0qGOHTPWjvHjmbt2NfaZaPbvh5iEWkrYuXMQ2LjvPqTRjRnDfPYsXnNbsOejj7C/+MIF5fckJzP/8w8KkNesyZwtm3aqj1u8+GLadCS16xUKoc7c+PFIicyZUz29SSsda/587G+0ih/TfrX2Nq1eHX6flTrSZvnzT+YKFZTT5pUEiapVQ4rb8ePutNMqCQnMv/4a/v/bb6MWr5498H7k7ru1a2KbYfBg7LdT6odffIH+ItVKlxg3DjXUR43yj/jWiBHq46tcqqnZ9Pvo+fOdd8KfUbsOWs/9ww+Hx4hYZfNmpKx//bU+gTM5W2TsWDzDTpCain3iBw4Y/6xd21/0imzdfz/zt99iy0hqqv426N3rLH2mSBH975d+unY1P2/9+CPE+wTWybSO7bRpEF3Qg+QgSB3eazEWgTzSfYpU67PjPn39NZzl6ALeapw9y5w/Pxw5M5w5AyPpxx/1i6GsX4/9GfnzMzdu7Oxey2hjpHdvGPrR1ygYhGjNsGHMTz7JnDcvfg8bhr/37esPRywUYr73XgQyzIjmWN2LeeAAirJbxY97bJnxDMoFDdq2hUHVp483zsDBg9hXu3Wr+vvknsFQCE5O0aLMixY5204rSM9qvnzYY5uYyDxoEPMjjzBfuuTMuZwOTqSmQkncbrTm+pEjMRecPJn2c2PG4PmVghx+EN86doy5VCnm557T52BK2BEc0zsO6Qm+fvklFJJjlTlzMMZE7hE12j+CQey/3bLFmTbOnQsVYrPYodqux/FUm0v1tEFuL7pSP69SxbgomyR4ZWbeatHCWKUWgTKZ1rH96y8YVVr41VAUpMXp+/ThhxBD0lu2hhliLOPGGTf0rl7FauaIEebaevUq89NPqw/aVhzGaGNEuu5ffAFjf9cuGCPPPotVlZo1sUL7zz/pHX2/PF/z5jHXqmX+81aNwWCQOVcuY2URlIicvCOdSS8DcWvXwjCLLEEk3dvff1c3ZJzqAzduILPD6nVZtw5ZHQMHhlcQ/ELksyr1hUAAq0cXLzp3LqeDE0ePoj/ZidZY9MYbzA88gKBjJKNGyTu7XnLxIrJ4xo3D/5cuRSCgalVtRyox0XpZGT3jod6x//RpZMvFkrCZxJdfIrgQKUhnhjlzmOvVs6dNcrRsyfzTT9aOYUcwR1JmNmu76GmDXjVnIw6t1Xnr2jWUNorV7Bm/kWkd22XLmJs00X6fH1P7BOlx+j6FQsyvvw5ndft2fc7qSy+ldSz0GHqpqczNm+NcViTfnVJz1VIuzJ8faXxvvsk8e7Y+49mOaK9V6teXr2OnFzsc9EqVzKWCySFN3oULIxLsdQCuUyekbcvh1LOrtXrYty9zhw7mjh3N+fO4zn5KTXYzaOR2gGr9euXSRWZR64eBAGpyRmekDB2K1MhoZ9dLkpOhhhxd4/f0aWwVeftt9bnlq6/CaZhmg2N65h8jz32TJtgyECukpiIQUr26PeNB/fqYT+1EGh+feYb51lu1s1bcYv589wKdSraHVcfW6Lz155+4DwJ7yLSO7YYN+ibGjFTuISPjxn0KBrHfR4+suxlDLxRCKnHLltZX7pxyFrRk9V97zdxxvUzd27gRqz9Wr3lkSQczDvqzz6qXNDDD6NFw4Lzk9GkEPJSi0WrPbiCAFPGpU5lXrYKRqCfgo7V6OHs2Uv31lKPSi1Jqsld7h90Myrp5rsREBBGKFrX3eqr1QyKk9EYyaBAcl3Pn7Dm/HQSDzO3aQS9A7jm5dAlbQV58UT674IcfMBaeOBEekwsUwDGNjMla/aFLF5xHzYGJnLOnTYsdW+vSJTjiLVoYy/BSYutW6IXYkc0jEV0v1koKrRO4GeyOtj26dtW311ftx6jNmZDAPGWK/d8ts5KpVZH1lPvRo/jmtvKsID1uKK/u2UO0Zg2GrmhlvYQEouzZoSx68iRKQTArtydaWZII6qtbt0JR2KgyYTQ1axINHSr/GrN5dU4t5cKTJ80dN1rR001GjiTq2dP6Ne/YEerHLVtCmbtWLWNqzpIycr161toRyWOPoTyEl0yYQNS2LZ4PObSe3Vy5iP75h+jbb4n27SM6dYro7rvxueLF0/8+c0ZdobpkSaKXXiL66y/tclRGCARwrR96iKhNGyi6FixI1KVLWoXTYcNwTZxWVHZTIdutc02ahHsrHXf4cPuup1o/zJIl/BwzE737LtHixVAevuMOa+e1k379iC5dQlkUue9y221QwO7YEePUDz9grCIimjUr/L3uugs/0phcuLAxVXo1NfFgkOibb9Q/Hz1nN25M9NprRBcv+ut6R3P0KNHTT4dLw1mdU4iIPvuMqEcPe45FlLacUySSXaCl4O8G0lwaqajtVGWEaNujTRt1G0cPRmzOYJBozhyMZQKb8Nqz9opjx/Tt0dHa0P7CC96nUQrcSYXTUu0rWRIpl337qgsPyEXzpkxBKqod0f/ly5GC2ru3/X0zo6XmHzqEa3Xtmn3HfOst7K0yyqRJzD162NcOZqzK3HWXPSsHZs9fogTz7t3K7zH67AaD2GO5YgVWmAYPZu7cGWnAJUsy33yzeopYwYLMEyY4+73Pn2d+6in1iL7TWQkZbcXW6TFez/FDIYzvtWrZL7xllU8+QUaRnn16wSDzq68y16kDFfuFC7ECLrf6/f33zC+/bLw9cqtukcKOWite0fczIcHfdtWGDczFi2M11C5OncJ4ZWdmSUabw+3m1VeNqyFbGY/++Qdzl8A+Mq1je+kSDFo9KKVFvP66t4aLIC1Op68YSXfWk4olpb+0asVcqBCcLKv8+Sf2R/33H/5vd4qvX8Se7KJXLwiD2cnw4eaOuWIFc4MG9raFGSIZixfbf1w9zJyJ82th57PbqpV6anOxYtb2r+ulb1/ldrhhQGa0PbZuGORSP4w8rtQPJZ2FevX8J/Ly008I1J8+re/9iYnon5Uq4Xtmzcq8aZP8e2fMwPxkJpXeaJqnWkrs4sX+dQD+/BP2pN3q6B98YP84IbbXhblyBQsBI0eilGeOHMy33GLNqSXC3nu9vP46VNUF9pFpU5GzZye6ckXfe5XSIiZMQIqSXMFnpXRTgXM4nb5iJN1ZTypWXByGwVAI/16wwFo63XffEQ0ciPS4e+7B3+xO8S1dGtdXroD8hAnepzAZ4cIFpOJt3WrvcXPmJNq50/jnpFRku3nsMaKlS4lq17b/2FqMGUP0xhva77Pz2S1eXPk5ZSZq3lz5dTs5cED5NWZ7U4HlcPNZjTyXNJ6FQuF50I5zuZHu3K4d0bRpSA2sUgUppQkJRCVKEHXvTrR3L1J5b7nF+rnsYvFipCAvWUKUO3f616O3SuXIQfT22+G+QESUkkI0dy7Rvfem/ayU+h0K4bqopdJHn6duXaJFi/D/O+4gOnsW22zk7CWJsmVxfeX6y2OPEe3eTXTkCFL8/cLnn+Nn3jy03y6Sk4m+/ppo5Ur7jkmkbscQERUtGjvb64y0MxQi2rGD6N9/saXs33/Rl6pWxRayOXPCNlnk+CU9J0pjTzRxcUTnz+t7LzPRjBlEy5bpe79AJ1571l6SK5e1z/s58uWVYElGxuiqhFLZFaur/HL3dtQo5ooVmQ8fduSrp8MPdRqtMnw40o7s5rffkDZnlFAIJTnM1j5WYtUqb1Y6du5kLl3aXtETPfglq+CFF5SfdTdT/tx8VnftQip469aoPZo/P8TZ7KBfP2dXwK9fh+p98+ZQdq9RA8fcuRNiS08/jff4iY0bsVKodI3lRNTUVpoilYeNPEdKJeD0ph7rvYd9+2Lc9gOpqZg/atRwptTTlCnMbdpYP060vTBvnrodct99sbG9TksgcNkyPMslSzLfcQeyEvLnRy3v777DdQmFtCs9NGqEDDu9/diI7b9+PfODDzp2iTItmdqxzZfPmhFpZ2qUnY6om/UEMxtGUyaTkjAZZ88OQ08tFUtPn5G7t1JdSj+VnPA7ycnYU7Z3r/3HXrQIE6oZqldn3rHD3vYkJzPnzet+HcjXXkPAxQukeohSaqNkpLgxBh49ijJCxYtbrwcaa1y/jnlV4u+/kSJrdT/q5ct4pqwGBZW4ehXbAOrUSa9sHgigpI/dASczRNoJL7+M/ZdK6a9a+iBy1/D22+EQMOu3b4yex8o93LIFKulec/EiHJ42beT1Gazac6EQag7/+6+1dirZggkJ8n//8MPYGLO0+twddyg7qnFxKD136RJS97t319fPJdtPq68bsf0HDGAeMsSxy5RpyRSpyErpCrfdBgVBufQdPailmzLrV56V0n3sUM5UUrwj8o/iXSxjNGWyVCmoE6emQlly9WrcYzmY1dPp1O7t/v1I9cqVy9DXybRMm0ZUvTrSVu0mZ06ic+fMfVZKR7Yzpe1//yOqVIlo/Xp8Zze4fJnol1+Itm1z53zRdOyINPM8eYg2b8bf/vjD2XS65GSiTz5B+vWbbyKN8McfM0bavl5SUoiyZg3//8kniZo0QRrv5Mnmjrl9OxR8GzUiGj8+vcq01et55QraWLgwtnNI42vkOL1hA9HBg8bOYXc6Z7SdIKVKKqW8T5xoPOX+4YeRjj1mjHrqdzBINHYsxpQjR5Tfp4csWfTfw4oVkeq5eXP6tGknkLuHt9wC5eOnn8bWn+hrbIc9t3QptstVq2at7Ur2wqRJSJ1esCD99rq4OGe21zFjjExOJrp+Xf633r8tWKDe5y5eVG4DM66LpK6u1WbJJuvYkahQIaInnlD/TDBIdOed2scmwpz0yy/63ivQT4Z3bNUGGankj1nHVm4Pk7S/SO9Ea9QRDQbTPuyRD/z169jroYTY92sPZvattm1L9PLL2HdktiyRmqEi7q1+mCGtP2GCM8e3w7G1mwoViPr3D5fJcWrPlGQILliAc50+jevhNsxwiD79lGjTJuynuu025841cyZR794o8bRuHb47kbtlK/xAtGNLhLIntWoRTZlC9MILxo737bdEAwYQffUVHFsiHMuu63nxIo776KNhR1EOo+OrncFqInMlWrRKs0UTCBDddx9siEaNoNOgVv6oTRuiTp2IevUy9FXSnK9wYcyNRu5h+/YIWjnt2Crdw5w5iUaNku/Ldi0sfPqpPm0CNdTsBWaUJrv9dgRsTp1SLg8oEQoR/f47Auhajmfka6mp+HwggL2s2bKhxFTkb71/y5ED/1YL2EivafX9ChXQ99auxfit5MxH2mQLFyrr6kTy1ltEzz6rfq/37MG1kfRQBPaRoR1brUGmalV9tWzVaN8eIhNSVO/4cTz4JUpAjOHq1bQ/166l/f/y5coPYCiEiSZbtrQb2SMf9ugHf8sW+e9LpL0iKHCOqlUhVlSvnvlVfjfrUmZkFiyAcfLAA84c36pju2CBve2ZNInoiy/CxplTtVQjDcFgEAZA2bLu1GyN5uBBjLU9exL9+ac1p1Zt5W37dqLXX8dYPnUq0f33p/+8lzWa3SYlBRkCkWTNimvz6KPIGNBjyF25glXexESiFSvgAEnYdT3Pn4c4VMOGcJ7btrVnfHUia8pMUFNLJCgaaf4pVQpCVHXrqtsSb76J99aogXukZexHExeHa270XrZpg5XlIUPsq+0ajdo9PHcO31nixg2iw4eJDh0iGjFC+Zh6gyN79mBFumlTc22X0LIXpADqHXdgJbxoUXyPzZvlPxcIYH6qV8+YU3qTA17GgQMIICr1OS2nNi4OWUxvvYV7PWOG8nEibTK9wSI993r6dKJnntE+lsA4Gdqx1UrFWbeOaORIdHA5p1Pt/9ev49hZsiBlJHt2pKhkyYKB6Y03YNTdckv4denn7rvD/966Na06YSRxcZh4f/pJ/wDevz9Wo/REnwTuEQhgQl61yrxSqRFVZoEyI0aYX2XQg7TFwQxlyhB9+aV9bYk20CLHGTu3JsgZgtIY5MUWiOXLYYB+/LG1lR2lVZvRo2EYzpxJ9NFHRK1bu6O07Hdu3Ei/YksEo3n0aKJWrbAd4+ablY+xfTve17Ah0rnljmeVM2eI6tfHefr0wd+0xtf9+zGGa2U8vP66skNoNrPGTFBTbasUUdimkJt/ChbEXFW9OuwZSS1W7r1a51HCyHatSAoUwDj5zz9EdeoY/7wetFY7GzXC6uHhwxjnChZE8GXXLuvBkdGjiV55xbpDqNafs2RBhkl0P0xKgt2q9B0++cQf2SZ6+rbSM0iU1l4yoh6vN1ik515Pn46VeYEDeL3J10nUVIulDfLVqjEPGsQ8YgTzl18yT57M/PPPzLNmoWj5qlWo75aYCMXZs2chkKFWB/Hjj5l79NDXRrtr8/lFEVSQnl27mMuXR98xo1Qq7q11Nm7EPXBaqTd3bqhmGuXSJeYCBexrhxu1P908j16kc1upV6slUNK9O0SNBGH27oWqqhLduzN366b8+uTJUPmdPdv+tkkcP476rZ99lvbvmzeri8JIwjHRgoGRQkFduqgfgwhiWkbFhPr2NS5WEwphrAsE0osEDR2qb/65coW5dm1cr1atlN8bLaqopIoc2RYrQm6TJzN36mT+81po2Y516uAeXr2a9nNWx8Hz56Hce/689e9g1l6ws6a4k8i1kwgCnVoKxnLfX49NplcoTeteHzvGXKSIO/XUMyMZ2rHVGmQqVWKePt3+854/D+NUT7F0J5yVyCLzfh6YMiP33YdAiVmUBvM+fWxrYobm+eehiOg0JUvqe/7lKFgQqptqaKlupqQgMFe6tPrkbldJMj+VPps7F+ddvdracfzmrMcCu3ZB2VuJa9eg9vr552n778aNzB07onTKwYPOte/wYTiWY8em/fvly8x16zI/+aT+8jhxcVA0jXy/kZIgeufjEyeMG+nMKGlSt276scKoTXHjBsbNJk3SO3KRRDsGCxaE/9+1K37sKjl18SLUt9XaYwWzz76W4zNlivp5R46EmrxdmHVSY6WcX3Q7p02Dw6j2HFpVx48u42jGdh87FkE+gTNkaMdWy2mU6lk5QZ8+WAnWgxMRssRE5ltuYW7Rwt8DU2ZjxAhE360QPZjPmIFVjp077WljRkMy7Jo0QTmLrVudP+cDD5h/5urUYV63Tvl1pRIOY8ciUPfCCzD6nnoKP5lpxfbIEea77sJ5ra7K+8lZjxW2bmV+5BH19wwZEu4XkQZigwbOlqTav5+5TBms9kVy8SLzY4+hj0Zn0zz0kHrtXD1OrJqBrTVGLFgQfv8nn8jXRZezE06fxpxgV/36YJD5jTeYH32U+dw5e45plTZtkF3nBFYWHJTsuYEDEfAcOTJcPzVyHt++HWX7du+297vEipNqFzVqKDu2gQACLFaRrmn16uE+EVkerEoV9fnnyScReBY4Q4Z2bJnTDzJSh2/YEJHbJ5+0b/CP5OhR5rvvZu7ZU18tM7sHn/37sSIt8BeHDqG+pd0pKLNmwWhbvdq+esgZgUgnMLKuqdPZC088Yb4GYdeuzFOnyr+mtSLQoAHzjz+GU9ncSl/3Kk0+0jjs0wdbSzp2xPW3il+c9VhiwwYEZpTwqp/s3g2nYtSotOPjunXMDz/M/N578mOynu1MVn6UjOwbN9A+6X3SOC7ZCblyMb/4ovL16tSJ+YMPbLl0/59QCCnMlSsjldJrZs9mfvpp545vZcFByZ47dYr58cfDAZPoevRVqzr3fTILLVuqr6TaHZCMvte7djE3bszcq5e8LXb+PALPKSn2tkMQJsM7tsxpO96TT4YNE8nIdcLQlaLSkQ+Um+nAM2ZgRVrgPx57jHnFCvuP26ZN+pWQzJyC7uWe5JYtkRJrhpEjEd2Xw4yz5daeqegULaf7X/TKteRotGrF/O671o8v9rQb599/mevXV37di2DBzp0IJr7yinyacfPm5tprx0+5cunPuXcvVoKqV4cDu2ZN+vc89xxzs2Zho3nevLCN07Ytc6lSzMnJ9l3DSMaPxxYHu1cWjXLjBrZ8nTrl3DmcWO3cvl05KJLRxhWtLTNOoPbMxsWZG2OMfo/PP0+/kivNhT/8wNyhg5lvJtBLpnBsJdwyVKKdWi8GroEDYSAL/MfYsTCy7EQY4enxcsWta1fmn34y99lZs5jbtZN/zWx6rFvpaElJSLX/3/+Ye/d2dqVWbeXarn3Ubjvrsc6KFcyNGim/7nZ695YtzEWLMo8bZ2581CsWY5dj+9NPzIUKMQ8bhhXmv/5K36aJE9Nmn0QKNUVqazjZR6dPx3XdsMG5c+jh1VeZx4zxtg1GySyZIEpbZpweO7We2aFDjR1P63tEO73z5qmfP39+5mefTRuMEtl19pKpHFs3BpTERPUUJbMRI6M884zI4fcrp09DIMjOVJRYmizdiuJ6uUeyXz/mr74y99ldu5BSq3TcWLjPDz8Mp8IptFbSHnjAvn4lBQXuvhuR9swYJNLLkiWYe5Rws/+uWwchmfnzrZ1XLuMhWu3X7E+VKuinly8zJySg365bx3zvvfIOgBFH2+mA5pIl2Me7ZEm4bW4b6v/+i7TeaLxoi14yw959K4F2O+6dXYtLWt8jWjxOGmO0nlFp7JBb0RVYx6Hy1v7ETC04o0ycqP56KGTPebTYuJGocmXnzyMwTu7cuDcLF9p3TDf6th1MmoQ6ecOHE02bht9lyxJNnmz/udRqzknXSumaWSVnTtRRNUPx4kR798q3LT5e/T6bqQvpBJUrE23a5Nzx1fo7EWqU29WvSpVCvceGDYmaNvVHHUe/olTHVsKt/rtmDVGzZkTffUdUr5618bFjR9Qn7d2bqGVL/G7YUL2eZa5c+mrPb96MflqmDD6zaBFRz56or9uxY/r3q9VXjUaqmesUtWqhjnOHDkSvvebeuB7JAw8QnT1LtHt3+G9DhxLdcw9qWP/8s3tt0UtmqEev1k/V+qVd9sGFC6jVa/T80ajZ86EQ0Vtv4XcwGP4tvaaGNBaFQmk/n5CQti8LzJGpHFs3BhQtB8KNgev8eTwouXM7ex6Bedq2JZo61b7jxcJkmZRE1Llz+onAqQFdzYgmItqzh6hqVaLvvydKSbH33FYc26xZYeSeOpX+NamYfFwcJu64uLABHV1M3kucdmwLF1a/t8z296vChYkOH7bnWH4iKYmof3+iNm3wOynJ/LFSUtQdW7n+K/22q/8uX07UogWcmscew9+sjo9ScGPqVPyuVEn5eFmywFHV44BKhu2xYxgbO3cmKl8e90EOrYBOJG4ENKtUwX37/HP3xvVIAgGi9u2JRo/GNatcGb8j18f85jSozUtSO2MdM4EkO+0DuwL9W7aoO6l2B8adDkZlFjKVY+tGtLhYMfVIrdOrKklJRN27E6WmWjdSBM7RtCnR3LlE167Zc7xYWMkzG8U1i5oRPXEi0b//En3zDdGff8IQHT4ckV47sOLYEqE9iYnyr8mtIFWsSFSkiPnz2c2992I1yglu3MCKrB6jws5+VagQ0aFD9hzLL9idQaHl2BLJ999du+RXKI2yaBGChtOnEz38cPjvdo+PWsf74ANjRm9cHFG7dpi3R49WHifVHPRo3ApoLlhgz+qYWbJlg2M9bJj6mOMXpyF6XiIKz0v58xPNm4e/2Rlwchu1fhoKwe65cSP8t6QkohdeUH9mRo/W/0zZFeg/c0bf++zCT9l1MY3XudBuI+2XicyDtzO33e6N60aQNrlLCqEib9/ftGrF/Ouv9h0vum/77f57tbdIj3DSvn3Mr78Olc0332Q+cMDaORcsgECEWd54g3nCBP3vX7gQ+3LtLiNllosXcS2tEr3fautW1CNu2hSKsZFqyE73q2++gdiPH/ftmcEJwblffkEZGreI7B8tW0KYZdMm+fdK46P0na2Oj1pq40qlBpX23OXNy3ztmvb39cseWwmvxvXEROYuXfRdC+ka+2n/alISFMRLlgzPSydPYt91y5beCC/ZhdbY8tRTEEl7+23m4cO1nw8i5ttuY86dm/m++3B93n4b12P5cubjx9POfXaNbY0a6dsra9ePn3QyYplM59gyM2/bxnzrrei0+fPbP/hHTmhSxw8EnHVqhSpu7PHHH9acHzlGj4bwiB+Lsffrp9xH/TKgnz2L57RIEZRPWrvW3HHWrWOuW9d8O776CurCRqhfH46FXyhZkvnECfOfl1OjJEK5rDp1mL/8Ev37oYeUDQy7+pXUFruCRn4Qt3FCyOnHH5m7dbO/rXJE16jWE6ROSoIzlCuX8fFR7p5pBc0iX5dqlyoZta+/rq8d0Q5ztCqy206QF4J20r036lgYHVPlsOvZDQaZ77kH9mgk//3nfbDCDuQCO4FAuF8eOcL82mv6Hb4uXaC037gxHNsBA5h79GBu2JC5TBk801WrMrdowdy/P3N8vPXgQL9+2gEpOx3bWLq/fibTObaJiZCIv/125u7dYXw5QeSEli8fVhmcNGJiRS3VSfxgLBrh+nX0jQsX7Dtm//7Gyh+4dc1SU/HcxcqAnpzMPHkyc6VKzLVrM//5JwyRSNSu3d69mGTNsnChurqsHOvXw1C6ccP8ee2keXOUNDCDWqAuEGBu0CAcoXc6qGf38b0qgxGNEytt334LY9NprNyTixeh5msEO+6Znf0o2qFesMCdcl5yuB1Ut1KCqXZt+4NtZp/d2bPlaz770ZYzaydE9tNu3WDvRF5/vXWiJadY7bqnpDDv2YP68WPGIFBUpw4c3v/9j/muu7BS3K8fysH98w+c6127lL+b1jzUq5d88FXLeRWqyM6SqRzbyEFJGiSInO1M0TXnnOrAmUFCXg2/GItGSUiAA2UXTz7JvHKlvve6dc2OHcPqZatWWGWTBvZYuE+hECbKJ55gLl8e6ajXrmlfu3PnmIsVM3/eQ4eYK1Qw/rk2bcyXGbKb999nHjHC3Ge1DJ433kj7fq20UCvYaWhqGUrz51tvr160rnGbNsaPOX48jD2nUWt7IICA1BtvMA8aBCP3hx+Y58xhXr0a94BIfwDITsctup9Kx/Dr+KcXN+s963WGon+GDGH+5BNk48yZY/y8djvw9erJt8NvtpyddsKwYSiZJqH2XaVnWW1lXu91T01FsHnePNggb7zB/PTTSP+Xc6D79mU+fBjB7OgtDNFtGzo07Bh36aL+fWrV8kcwKqOTaRxbL1J13TynH6N8buGXNGwzUc0FC+CM2kEohIjo5cva73Xrms2fz1y0KJwtaYWtWzc4urE2oG/cyPzCC6hnqjXRBoOIFJtF+nxqqrHP7dkDw01PH3Ca6dOZn3/e3GfNGHd69lK71RYl9Bjlbjk5Wk52pUp4TvUGypjxnL/1lnNtlmjdWv0ZfPRRXMeRI5nfeQdjTps2GGsffDD83ly5MD5VrYrv+txz2CPcty8M1q+/Zm7WzN4tFElJzF27MmfPztyuXeyMf1okJWG1/tZbnR3XtZyh6H5MlHYb2KZNzBUroq3Xrumft+20sTZvxn59OU0EuwNpVjKy7LYTbtxAwPaff/B/rQDVQw/hWdF7PebNw2eKFGGuXBnBdKXvrlbrloi5VCnmnDnRV2rWVH5f5HXQe+9iLbsw1sg0jq0Xjp+b5/SLc+cFfnDqzUY1U1MhomAlPYoZ9/+VV5jvuEPfQNm3r7PXLDWV+d13kRq7YUPa1x56CE5irPLKK/r2dObObdwxjaRyZYhaGaV7d+bBg82f1y727sV+byOkpDD//jsMEyVDwu1AnV3jSzCIVDitfVlujtdqgnOhEPOMGbiHDRsi1V2Lzz5jfu89hxvNyKCw0j9q1cIYFAwynz+P52zdOgQap01jHjcOzlCfPtiupHavjK6gnTiBcfG338x+e39z113aIlhW0LtiW726soN99SrG8UKF1Oft48eZZ81Cn86f31o/iHRm7r2XeeBA5ffZYcvZsdLqhG31zz9wbm/c0Pdd9QYWO3VSdpCjv7uUtaE1hgSDEJJs00Y9CPjgg8xjxyL1We19LVrEbnZhLJFpHFsv0jvcPufw4eGHMjM9MF6n7lidiHr0UN8XGwoxX7kCg2jPHhhky5cz//03VJXj49May1I6TbVqMEgffRQrEqVLY0U3Z07sObHTWIvk6FHsZWrTBvvZIjl/HgZC9H7VWEKrv7VsifeVKMF85kzazxqJ1LZogTRoo5w4wVywIPOpU8Y/ayehEJz75GTt9545w/zxx8zFi0OPYPJk/wTqzD7fwSDzli0QdHvmGaz0Fyig7di67biPGIHxQWmlOxhk/ukn5rJlIXYXLXYTfSyngyojRmC1y2z/SEzE52vV0hcEtNO4v3QJ4/IXX+j/TKxRowbUy51Ca49trVr6xofERPVnMV8+BDVat8bKf7t25vtBtDMj9VMl2yw6tVtKhdVry9nlHDdvrp4ZYdZOeOEFpCUza28j0Xr+unTByqzamBr93fv21RaFat06PF8XKaJ+HapVQxCsTBn18//vf9bTqgXa3OR1uSG3sKuulZ/PGQoRvfQS0Z13ohZWsWKoz2dH0Xs/48W9jUSrPuugQUTPP0906RLR5cvhH+n/ixYRffYZ0Zw56V+7dg3HuOUWottuI7r9dvyW/h0MEv3yC4ZGCenfa9cS/fwzUblyaT+XLRvq4g0fjs/LtdnsNZs/n+jFF4nefhvF1qOvy5IlRLVrq9d69jtq/Y0ZdXGffZZo716iHTuIatbEa5Mmha8JM34PG4aahnI1PKVatvXrG2vfXXfhPL17E+XLFx4L4uNRQ9EtAgHURJ07l2jlSvl2bN6MGpSzZ6Ne44IFRCVK4DXmcH3RUAi1Hplxvdwc06S6kwkJ4XsntWn8+HBbmHG/Fy9GP1++HLWF69Qh6tKF6NtviY4fxzWJfF6jYXa3luGhQ6h9Hh8v/3pcHFGrVujT339P1KQJasS+/z5RyZLh9yUlEc2aRXT+PMYuJ/rb4MFEM2fi2n71FdE774T7hXRv1PqH9AwyE+3cieOoPYNE+B7Dhsm/FgwSbdtGtHu3dp9MSSFq0QLPc7duur9yzFGmDOoSV6jgzPFLl0Zf/OWX9Pe+d2+i//7TNz5MnIi+LTcHSn3+00/Df0tKIpo6Vf5YkWNVNElJ6HOhUNq/h0L4zCOPpG9vx474+4QJRAsXor7xtGnh96Wmwka4eFH+948/Ko8xUj3fIUPkXz9zhuiPP4h+/ZVo2TL590jtl571225Tfp8cw4cT3X8/UevWab+rnN2q9fyNH5/+2irBjPH41CntMfjCBYzVgYB8H5EIBIgefxzXs3NnfEapPbfdRnT2rPJx1O6LQD8BZrXbm3FISlLucHFxGIjtNpbcPuf992Pivvde+44ZC3hxbyNp0waTjtJgdtddGEwjHVLp39LPc8/BYLxxAwN7x464jzffrOxEEcFBHTZM+bv36SM/UNp9zVJTYej+9hvRTz8RVa4s/75XXyWqWlXZiI4FtK7dxo1EBw8SNW6Mv91/P9FDD8EQN3K9p0xBcGL0aONt/OorGM9yRr+SAe8EdevCyYuLS9uOl1+GQ3DyJPpE+/byxtHq1URPPonrd9993gbqdu8OG19Fi8JZf+ABGPKLF8NJKlAAgZs6dWCs3XFH+uNMnkzUqZPyebJkgYHuloFTsyb6i95548YNXIePP4aTNmAAAhKSw0gUvt929TdmnGfxYqK//iLKkYPoww/Rf7Jn1xfItTLmTZ6cNrAh/f76azisQ4cSPfUU2liwYPh8EyeG+0tiIoLOEyaoj+mxzpAh+H79+jlz/OXLiTp0wDzz++9p732JEvhZvpyoUCH146jN23FxRC1bpndk336b6KOPjI2rakHkuDjM+08/reyk7t9PtHUr+tC1a+hvN90EO+KOO+R/z52L8VXOupf7bqdOEU2fDmd22za06bnnMJ5VrKh8jZ57jmjpUqJnnsGiihHbc+xYonnzcA+VkJ6hhQsRsJAC4oEA2mTUewkEMJ9UrEg0apR+h1iN6LFDaayYMAH3xWifE5jA6yVjN5FTJCRyNnUqUlFNLtffLpKSlMUIMgOffhpOTZGudWTNNCfREkDInh17LwYNYl62LH1qpqScLfUTI31Eq4B4o0bKn5WrM2embx45gtqibdumTz2OpmxZ7FmJdfSo8LZoATGLLVuQmq10j5TS2FatMics5pf99lqpft9+qz5epaZCOXT0aHfaq0UohO80bhzS7KXv8eyz2Id37py+42jt73LzHqWkMOfJg99GuXqVedQofWJqVgiFmHv2xDN06VL47w88ACEgvVhNKVYTJ7t6FVuBChaEKvRnn6UfW4mgGu0HnBSv+fxzCI85ceyTJ6E2v3q18nv69Qunuaphpj/Urw9VXSMidWpbVwIBpDv37Ik9t6NGoY/8/DMUk5cvh9BUpUrM33+vb1sHs3qqrfTdjh+H2Nvjj2OvcbduzIsXp9eF0Jrrzp/HVqqKFZGGPmWKvj3WqalI4f3zT/nX5epUE4X3TquJSmnNtVrp7LVrqx9by5ZXGiv8oAeTGchUji1z2g6XNy/zzTdDiMJJZbKkJKgtFivmnFrg4MHuiHb4lSFDsNdCurevv47BWo/giVW0HIkdOzARDxmCiTFvXvweMoT5l1+sOSEPPaQ+kD/0kPrnpeehRQvmW25R3z8nx99/Y//JN99oB1UOHcI+34yClgpvly4wUJjN7QM/cwZ7To3il8nTajs++AB7vOwM1hkx6EMh5t270bfbtcN4UrkyxpYZM5jPnoXx9fjjxtqoJX7TsKHlr6mbjRuh+GmFN9/UJ6ZmhmAQIj/160NnQOLgQTgERq67G1oM58+jvX4IWijhpHiNdGzpu9p57GAQ/eCTT9Tft3UrHEEtjAYAV6xgrlLF+Hhkx3j8ww/6FebPnlUPpEpiR4ULo7b80qXaIod6FOdDITji7dpBS6BnT22beu1aqA9fvZr271ZFpfQ8f9FlfCIVtLWOXaSIOVveL0HnjE6mc2wlpFUyJwZgOebMMVcXUC/33mvcKfECJyLFqakQ6tmzJ+3f58zBBHf9uvVzaGGkjmZyMlZuBw2yrv5qZcU2mvr10S49pKSgrEf58ogo62HSJOaXX9bfnlinb18oJTKbN27y5jXef70WU7OjHUuWwODRuwqqBz0G/d69eN/zz+PZrFSJ+bXXoNR8+nT6Y4ZCzA0ahO+zHrRWcNysU/nNN3DUreBUf0tNZe7cGfUmo1eAPv8cDjWzN+Va1PBLYEkOJw1rp432Dz6ACJsex7JcOYgqavUJI/N2/fooYWYUO67LpUsQs4p2AKORHMWPP1Ze8XziCTigTgo4njqFDIbSpRH4+/VX5brRr7zCPGBA2r/peYb0qmOrra56sbLqZM11AciUjq0XUZMFC7Bq6wQ7diANxO84FSn+6y/llM0XX2Tu39/a8fVipo6mVaOwXz/l1ZJAwNgAPHSocgmCSA4dgtJy+/ZpUwO1aNcu45a4kGPoUKzKM5sfcx5+2HjAyi+GtZbhUa5cWoNTclCaNWPOkcPevqJVs7V5c2TUVKgAQ+vXX/WrSh86hNXcRYv85WDpoUsXrAZZwYnvk5KC8eXZZ+XTL+vWxUqTkTnFrXnfKUc/FMJ1uXqV+cIFBFqOHcPq9Z49sAM2b0bZotWrEaRctAjK6n/+CafM7pq8kTjZrxctgpOkJ9AlLVpIW2u07Aw987bZ1VoJO5yZRo1w/+TGl1AINZeLFkU68cGDWNm+7z6Mpffcg2Ddrl3m2m+WYBDbcZo3xwrxO++k3YqUmIjAWvbsUDbu0gXfr1w5dbumRg048WqrquXK4ZqVK4efrl31L6Q4PVY4VXNdADKNeFQkapv5nRLu+OcfKOxNn27vcYmIBg5Eu995x/5j24WTAk9Nm0KMqGnT9K9dugSxoiFDiNav904hVgmrfdHO67p2LVHPnuirSsyZA5GI996DAI5eERRmiHls3UqUM6e+z8Q6X39NtGcPRHaIwqJBkQIYzOrCIx07EjVrhh+9eC2mprcdH3yAa/TUU0T33EPUq1dYgVK6RnaJD2mpgDdtSjRuHITezBAfD+E+PaIyfrk/RBA2mzoVAlhmsfv7pKQQtWtHlDUrlKRviqrdcPYsUaVKEJSpUEH7vMwQt0tJwTP46qv4TFxc+D69/z5Rw4Z4T+TPjRvp/6b0I7138WKidetw3GgkxfnixfUdMzU17RibJQuui9zP//6n/Jr0s3Qp1Nrl2mZVvEZLRLF8eQjhPfwwBL/UiBTeypMHAkOzZkFATutzTjxbTz4JwTsj43A0keJzRitWTJoUVl0OBNKOLy1bQihwyRKobi9fDlG1Z5+FuFO1av4QKztyBO0dNw73Py4O9ytamVpqq5JnEheHvnTmDISypGNEj7vM6asQaM23kaiJQLkpwCgwTqYp9xPJ/v3KDw2zM6UWsmbFRGU3zCjpMmOG/ce2E62SOGZlzg8eJNq0iahRI/nXb7+dqHlzDP6RRqdWiQe3UJOyZ1YuISARWYpEiilKE5/RsihVq2Liv3o1veGRmgrFz5kzUZqlYkX9xyWC0mLBgpnHqSXCdz13Lvz/Nm3gvHXsiElej3EjlfwxQmSfiDbg3SyVI7UjPj787EcbB2+8AafizTfTflYyTJXKYRhFbcwPBKA+btapTUqCA0aU3nGWa79c+SBJ5bNcuXC5I6e5fh2lfqxeW6XvY6a/JSejzEru3AjqDRiQPhj5559EDRrgmivNKaEQnF9pHIt07ooUwTFvvRU/+fPDSV661JiTKP1kywZFb+n/uXPDsZUjEECApUQJfcfOksVep8SpMm9E6mXQsmRB6bHRo4natsW4Vrs2fqId3eiyaKEQ/r15s7Zj64SdsXIlHEW5wLkRSpUyZ+NI5YKk8StyHIuPDyusFy2K6zxmDK6TH5zZSAoWJCpcGCXPJFuFKH1f1LPUNn06nqF161Au7vffMZ7lzo0AROXKUKyXC3DonVO0yhAJ/EumdGy9qHt6001wDuxm61YYZX5YfVTDqWDC+PEY3KOj+hJJSUQjR+LfeoxOt7HDKIxMlIn8m1GyZIGRsXx52tqphw7BKStViujff2EMGmXBAqJ69Yx/LpaJdmwXL0ZplREj9B+jTBmiv/82fu6OHYly5UJ90po1vZuUO3aEszJ6NEpBRLfjllvgeGfJomxs6zFGI1d45DIynBzzzRjTckZTfDwc/S+/xH1zmk2bcE/sqClthxF47RqCkMWLYyW5QgX5ms8zZ+LY33+vvqrTrJn86mNyMpzbEyeMf0+93H238pj+7LPOnVcLq4FUK8ceNw79IRiEk7pkSXpHt1Qp+ZqvUtu05mu77IzI8WTNmnA2iReojS/MGOcXLCCqUsV/zmwkSvV89RAIhFdlpbJaxYqh7NcPP4Sfr9OnkcE4ZIjyeYwEOMwGIwQe43UutBd4scd2/XrsC7Kbd97BXj6/o1USp1Ur4/tXbtzAvo3Dh82d12shj0jM7rmwuy+PHg3RI4nZsyGiY3UfdKNGzAsXWjtGrLF2LYQzJF5+2Xi5j02bsJ/ZDN99h/2iXrN/v7oGgJYCZb58zG+/zfzHH8xHj6b/vJ59lk6O+XbuqTx2DGPazp3m26OXzz/3z/h3+TJKor3xBvYBql3P3LkhJmVmbE9MZH7pJeacOZ2thMDs33100n5P6XraKV5jZi9pairso1GjIHykNA7oma/tmO+jxxPpOnkl7uMXMUCr6BV7UvqpVSutEJRRReRYvGYCc2RKx5bZfWWyLVtQ69MOIlUgc+aEMJXfWbNGeaAJBFCbrGJF5gkT5GugySlf/vorVBKjCYWYN2xg/vBD1GjMyAOc3Y77tm2oD3njBnPv3hDT2brVWhtv3IC6r57adhmJPXsg3sGMPlm4MGoHGuHKFTh2ZujbF3UKvSYUUld31qq52L496lS3bQsBmUKF8Nx/9FFaI13LYXXKoLf7Gfz1V9R3VFIRtYo0lhYrhuvopHOnhwsXUHLorbfQV9SuZ1wcamFL38NIsEJyWKTPZAQ1UrNVBtauZb7jDmecbisOvVUnzmoAy4/lWPwanDfa98yU54m2E81+1i/XTOAOmdaxZXY3orpjBxROreK3aKIezp2Dgd+2rXowYcMG5hdegOE6cCCKsTMrr8iULw/FPWYYR7/9xpyQgM8/9BDK6XTo4M9JwS7sjuaGQvhsuXLMnTphJcUqy5ahxEBm4+xZOLP9+qFURMGC5pyIwoVRH9MojRrpL9/kNI89hudbjjffVA8+RY/LZ8/iuf/wQzi6egwYyQirWpX5rrtwbewa850whtu3Z37/fettiyZyLPWDc3f2LGpqDhoU/ptWOaTIeXTw4LTfQ+n7+NFhsYqVKgPLl6NMld+ww4mTW7Qg0pfZ5kcn0o9910zfU6vgYPeP2nli9XkX6CdTO7Zusns3ovBW8OMAp8XFi3AypUlFTzDhyBFE7wsUYG7RQj3K16sXipHnywfH+fvv05bpiMVrZgS7J+JZs/BZuZVws7z3HurqZTbGjw/fB6n0hBkn4vHHmf/7z/j5ixaF42AXVmpQd+/OPHly+r8vXcpcsiTzmDHmjHQtJ6hZs/T1HM3eBzUkYzouTr1uol7OnWMuXtzcfVfCb2PhqVMINAwblvbvWimLb7wRfm+vXuGalmpzih8dFitYvZfjxuHa+Q27+mi0nTF6NPP998uXjorEj2m/oRBzy5b6AjhuYPYeJSa649RK16lhQ3ezMgX+QTi2LpCYiP11d95pbV9PrE3OV65gpea998x9/vJlrHSpDWA1ajCvWoV9Okpk5ILYdhkCN27A0KlYkblnT9S8M+vERFOzJmoruoFe58uKk6a3HXY5ES+/bLzW6IULWCG2C6s1qL/5Jq1DwoyMjGLFUHOT2VwGjdbe/VtvdS9yn5SEeo0lStizGrxgATInrl61p31+mj+OH8dYM3p0+tfUnh0irNb36wdj//bbmVeu1D6fGYfF6THCClbv5Wuv4Zn2I07N1y++qO3Ma40nXbpYa4NRzp9HcK5hQwS5/LBn20rfa9jQHcdWGtv9us9d4CzCsXUYu1K/Tp2CE6eUYuG3/aLXriH9tE8f80XNme2LoGbkAW7s2LR9y2gf278fq+oJCQhGDBtm7XgSiYlwZrJlwz5Kpw1Dvc6XVSdND3omf72G8yefGA8OrVqFoJAd2OGk//tvWvG8YJD5qacgGONk27p0cdeZ+/13PEd20aMHnBA78Mtq1OHDcNjHjVN+j9x+6Oh7FwiEV+C1nl2tVeDSpZl/+SWsA+DGGGGWUAjPkppRr3Uv69WD7oVfcWK+vnwZ25f+/lv5PVpBFTf7wMaNzPfcg3T7YNDeY1sJ2rRubd4OTUx0Jh3Zj8+pwDuEY+sgVgzC5GTmJUuQkvvAA9g3WqmS8vH8tGKbnMz89NPMr75qzall9tcqg1/59NPwBGXUEJgxA3s4v/sO/7drpdFtoRa97XYrHVNLKKN4cf2G8+zZzG3aGDv/N99g76od2PEMXrnCfPfd4fFg6FDmJk2sjw/M6is8bjtzdju2V6/CGJ8/3/qx/DCW7t8PJ/Lbb7Xfu3Ahtpi0bo3A2N13m392tZ77ceOgzJ8vn/r2FzdStpWcjmvXMK5WqYJsDCu2QIEC2CaU2di4ESr/aiJ+kyZ5v0dz0iS0047nPhq9QRu5fnj+PDIt1BxMrb4XOV6bcWKlYJbU7qFDM+6ihcAcwrF1ECOGRCiEEg+jRzM3bgyBE2lFY+tWvO63PVJypKQwP/ccc+fO9kQZY+E7e0lyMvZS7tlj/HNvvolgyY4d4b9rKZI2asQ8fTqMzv/+w/05fhwGuOSkeHHPtFLIHn0UK9H16rkTHDJb2kDu+iQlYX+YEXr0sC/V0C7n8J57sH9+2TKk6545Y0/7mJVXeNx25ux2bJmhYFu8OPbdWsHrsTQpCff9p5/0vf+//8Kic+vWwRmzci/1pLieP6+eLul0AEDJ6WjcGM7s88+Hx121wNk33yif4+xZOE2ZldGjYVup2Sdduyo7t4EAMg6cSE+/dg2208MPMx86pO8zRlZf9Y4BSv0wb16UkLM6jkjjdfXqaT8bmYmhdO27dhVOrEAd4dg6iJZB2Lw587RpGMiKFkUktk8f7K1SKo3i5/2iqalQ82zfXn3Pq1Giv7N0/fzwnb1m/HiIZhlh3z4okb74Yvr9e1piPGXKMMfHI3hRvz4mpnLlYHTlyoUakzlyuG8YarW7alWUh6lY0Z10frMpV3LXJyUF19XI6ubjjyP91w60ggZ6jbyWLZEZULw4UqXdwE1nLjEx7R5bs0avnKE6aBBzu3bW2+jVWLpjB/ZT//67/s/Mm4dVVGbmAQOYK1e2HmDRk+LqVcq2Wl8NBNLvJVayBQYPxjP5/vvyzptfFZHdIhRCoGDkSOX36ClNI2d7aTmZaq/v2YPsjPvvx1ipZwwxmjKvd4uM1pgZ3feUtgTouR7NmzNnz44+26WL/PH9ZOcK/I9wbB1Ea9XmtttQ3ub7743Vt/TjftFgEA56ixYwxO1G+s6lSiGK74fv7DWpqXA0N2/W/5k//kDqsZIYkdUVrtRU5mefdd8w1NtuN1fwHnzQuGOrdH3uuYf52DH9586Xz55STczaq0N6VYA/+ADvHzHCnnbpxQ0jKTL13ooqspKhOn48+tO0adbbGjl/5M6N59VJgaTNm7FCOHu2sc/99BOE05gRkHrxRXeeXa9Sts2cV8kWuHAByvYNG6ZXRverIrKbnDqFQMvatfKvG8m4kZw9uWc3EMA9aN1aXaV31izmnDnTjh1aY4iZoJ2eoI3efij1vVatIIwqlV6U0HK6tcZMP9q5gthAOLYOsmuX+iDiJ5VFK4RCKOfx9NNQ13WKixeZ8+fHpJ1RMZJW9PPP2Keo5zhbtyI9tXJlpLyrnd/qCpcXhqEde2yJmN95x559n8z4nkYdWyKke73xBhyBS5dwrKefZv7nH33nPXkSq4Z2IjmHamliWn2kWjW8xwuVWSeNJLtWhbWOM28eglJHj9rT7okT0wowOeHwr1uHNpvZK/jll9CYSErCao5bq+9OnUdtbE9OVg+EmQkIhkLYf1i6NGpIS+cvUwZOVkaxP8yycCEChtIYG4nWPBE9p3Xpoh38U3utSBHtPhcKYQHkv/+Yf/sNWTlKx42eZxMT0cbcudW/h9Q/jQamR4xg7tAh/Hm16xEXh/FAbDETOIVwbG3m7FnmX3/Fg128OCb1SGNQ+j1kiNcttYdQiLl3b6SlKqVP28XYsYjaZ1SMpBWFQjD2nn8+vaEkdxwi1PvVUzokUpHUzOqTV3v5olfmpDZ8+aX6+6Tfn36KvVcNGzKfOGG9PWbSkePisBVh7Fike999N/Mjj+C1Dh20A0eJiUhNL1jQfucxKYn5vvtwbLV0bjkV37feSvuejJRaprW6U7IkntEXX8S+9vfegyE4bhzzjz9itWbJEuaOHbUDQmPGII3UavDFjWd09WrMf3oDMtF8+CGu0/DhzP37429upSjKnScQQNBp3z7jx1Ma27/6CimxRYsiDdWJgOD8+WlXA6XjZZTnzwr9+yMVVi7gYETk6Pbb9TvCcj958qjPFXfeiXtYpgx0IuLj1bfVBAIotXjjRjiApWfukQKARvvh6NFp+5Xa+bJkQRUGr4XsBBkX4dha5MYN7Fl59108rJLAw3ffhVMHhwxJ+6DH6qQiF3F+7z04TFeuOHvuUAirjevXO3serzBqaL7+etq+FKkQaNfqEREiyWZWuLzaIxO9Mvfyy/JiPkoreMEgHNwiRZjnzLHenhdekE8vS0jQd32CQax6lSyJ+5E3LwS8Ro1Cimekg2NXOqwanTrB0VYz4m69FUI/Tz6JoNfbb2sbU7GM1gpHvXooMfLLL7hHn32GfZB9+zJ364b5olkzBDHUrlPr1rjf9esj8GEFO7Mq5OaFpUvh1FrZS92zJ65XzZpp94u7laIod55ffsGzaMS51Vr9a9eOee9eZ1eKxeqYPN98E74OcuOw1AfKlVNfHZUWMMw4tXFxWElVCxY+80z6YJaW0GOpUhAh1dOGyJTpF14wNl4bWd2WjqG1Qu2n0pWC2EM4tibYvRurQM2aYeB44glElTdtSj/4ZJRJRWn/SMmS7pQNWL0aqVoZFSOGpuR0Kk1QetOT1Dh1Ck5UgQLmV4f8sEcmORmibLNmGfvcxo3MFSoggGAlE+Hnn5VLMRm5PosXMzdtirYsXIgV0AcfxP1p2xbCWG6MM61bY0+VVl+9eBFiN19+qW7kZITovF1Oot7jHD4MQ9rKPdUSxylbFn03KUldPVZpJTJXLuX9i3rp1AkOfJEi9tfxtIJR59ZI/3AiIOjVnmE1rNRRtbMNesdMrfd27ap/T67cPTCzgqmn/T16aJ8/X77weSKPp3e/r9EKAGLFVuA0mdqx1Tu4njsHNceXXsLetUqVEE2eO1c7tdOPk4pR/OCcd+hgX/kSP6JlaN58M4zNBx80P4EaiYRu2oRUpgcfZN6yxdnv7jRbtsA4PnXK2OeuXMGKb+XKzNu2hf9uxCibNw8Kl1Y5cgSrBtGcPYuxqWpVd5zHJk2QPqt3PBg+HM53Ro7O27nHVi21MPI4U6eiJIhZoT6t1Z769SEGWLUq0iRr1UIa9fffM2/fDpE4p+eFZs2gsP/KK9aO4wSRzq3WeGB0z6LdAUGvVJ6ViA6GSH3e7X2/vXsbs83Ugg5GVy2j74HZPadagZDWrc21SRpz9JTW0aMgHf3TurX6CnWsLPgI/Al53QCvUNvPmJKC1Yb332euUQOGWbt2KCp/5Iix8/htUjGD1875mTMQjXI63dlLtK5xr17Y95mYyJwtm7oBbMeK7d9/Y2WuXz+kTsY6w4Zhz6qZ1ecZM7BC9uWXzBMmGFtRiazFaYVQCKtgSmW03BpnnngCK3F6VpZWroTOQI8esR/c08KOlTYjji0z7umHH5prrxGn9Pp1pMN//TWCuw8+iNRJtb3WdtzXxx4zLzzlBr/8gqwWrfuuFUTo29fZdno9f0eiR2Hdqe0qZ84w//knsl1q1cI8quZsyo2ZakGHyDFAKy1Zrq+YHUPU2tSvn3ZbrD7DRldsterUxtoWPYH/yJSOrdbgmjs3FOc+/hhqglbSoPw0qZjFa+f8k09gHGdk9Bqa69ejf6r1KbXJVG8kdNIkpOHOn6+svBxLpKZib6hSmSMtjhzBCpnRa7tgAVK97Ei5q1oVtQ7lcGucqVkTK3bM6gbVmTPIblmxwh8ZH25gdaXN6D08cwYlS8zqDlhxxm/cgNCaEzWhpRXQHDngfERmS/gJtUBEZL/WsjfKlWOePt0+NXa5dtr5/FlJI9bjBOltk1o7QiH8f9IkZB6UL48gScuWCNSuXWt8xVYPkWOAVN5HuvbS6rS0l1VujLB7tV6PgKFV287KarWcY5tR5gOBd2RKx1Yrgtqzp33nyghGnZfOeSiEFFzJmM7IREd8pUkx0tBs0QKrj2p9ShKQsrJ69NFHCOxcuYJ95E7UJnabPXuYCxViPnTI3Of79lW+7nLPgZQVIt0Xq/vlWrVSFrRya5ypWlV7b2EoxNy4MfqPhFdiYrGEmQDi3LnYC252H7gVQ9qJeSEyk0oydP3aT+zaO7tiBVK/q1RxzsG16/kzotwfSTAIdewSJbSdGz19R6kdLVtCiyB/foxVr7yCrRMHDrivf3L9OvQP8uVDuTavdCYmTZJ3biUn2+oznJiI49jh2MbKYo/A32RKx9btFUi5SYUIypixgBfOuRSNrVMH+yMzS809ydCsWxdpnJHXdudOGAY3bmgbKlYjv6++yjxlCv5duzbzmjV2fDvvGTcORqQZ49HIuOHEMzNggHpauBvOY9my2qWQRoxASZroTBc/iIn5GbOOYrdu2P/qNk6sBDo9zxhdbVR6fyiEVGklA13OjtDq/047uFafP7X7EwjIp4zv2IHU3+LFMZerOVKRP7ly4b0dOmBldfhwbAX76y9oCqi1Y/Jk/YKWTo2Z+/ejbvfLL8PB9ZqkJOyXLVcOP1274m9Wn7nIAINZVWin7W9B5iNTOrZerEBGTyrjxiE9ZsMG79UB9RC9muhkJD06ai+3cpnRuXEDK6WR+4rj45m/+CL8fycdheeeCxsqgwZlrLrLDRqkr22rByPjhhNjzHffaQvpOO08FinCfOmS8uurVsGINSrUJTBvZF6+zHzPPVDOdhs7HQOn52Wjq41K73/9deYHHlAvWWKlvW6s4JpBTxrxpEnMx4+jZNr99yObYOhQ5oMHcQw9aauSaNHKldA3GDcOGie33qrtGJm57naPmXPmIO35u++sHcctzD7DdqYgO21/CzIXmdKx9Ut6cKNG4Yc5FtLzpAngiSdQUN6plVo/3Bs/8MwziFAzI5WqcGFtFW67qFEjvLdtxQrU4swoHDlirlyKkb6ppRSZOzeefyPBrDVr7BGiskLevMoCVtK+2mXL3G1TRiLayJSCiFpzwurVuPbnz7vRyrTY5Rg4mUlldF7RMtq//975uUrNwfWiXI5e9dt8+ZBBsH69vFOulBob+TNiBITRGjVCfecHH0RA4ZdfkGrsZsadXlJTmd97D1ktblYSsKMvmHmG9QQ6IhdC9Di2mc3GEzhDpnRsmcMGhPQwue1UxrIDl5wMA9eJfZcZQWzLLsaNQ0owM/NrryHy7RbFi6OUDDNWj/Pm9UdKlV389BPEoJScNCWiHQ/peY0eN/QqRRrJRjh7FgElL8mVS/7voRBExjLKyr6XRBqZr72G/YJ6jNUBA5g7dnS+fU7h5Nhv9Nh63+9G+n+0g2tUmd0u9Ao/9emjfayuXdWdnZIl4dguWZK+GoIfbYRTp3CPnn2W+cIFZ88V6chKAlVu9YXIc5crp65uXKRI2EmOtrelz0nzn98XdQSxRaZ1bJmZR41CjUov9nz5cXA2Qq1aUBa0G68VmP3EgQPMpUsznzyJklNOT5gSoRBzzpxpo+0NG3qT6ugE0uRcpAj6sdEId6TjUbYs88CB8ucwkqalN5h1993urdpHI5UckmPUKKjkWlGQF8jz44/op1rX9sYNpH9On+5Gq+zHyWCv0XnFyPvd2ju+YgVUyb1a7dIzpumdo63M814uCsitjq5Zg2yJUaOcTxvXu6fVieugVH9Yrw27ciXmD+naLVggNBcEzpApHVtpcCpd2v2i4BKx7sC9/Tb20dhNrDv8dlO+PPrCO++4c77ERKR83Xpr2rSmkSPda4OTRE/O0vNmNlK8dy/SmuVSQKUotZ40LL19u2ZNd9PcIrl+HauH0axejbIzJ0+636bMQCiElMyxY7Xfu307AjbHjzvfLidwagXUzIqtE/tnreL1/KiVRqy3DR07mj9GKIQV3UDA3VVruT3XgQC2lSxf7tx5JYwES+3uC3YEapcvxzgmEDhNHGUyJk0iKluWaPhwoqQkorlz8f/Jk91tR7FiRIGA/GuBAF73M488QrR8uf3HjY/H0CgHM1FCgv3n9DM1axL99BPRa685fy7p2fj8c6IrV/CMSM9G3bpEixY53wajJCUR9e9P1KYNficlqb+3c2eiUIgoGMRvIvxOSCDavdv4+YsXJ2rblqhXr/Tt6NiRaNcuXEMtmIn279d+X5kyRImJxttpB1evEmXPnvZv584RtWtHNOX/sXfeYU5U7d+/E2zoI0rvvQlKlaZSBFQ6KEgT1GWRoiCISBNBUAQEVOxIW1QUFAUURaQjKNJR+oaOIEV6393kfv/4vvNLNjs907Kcz3Xlym4ymTkzc86Zc/cviHLndqdddmCkX9mNz0f06adEo0YRHT2qvm25ckQvv0zUrZvyPOplpDEzYABRu3Z437MHn8eC1nPl7Nn09/ruu8Pzg9z2bj2HDh5UPw89c0gsJCQQvfaa8vda1+bSJaJ+/fAsUVr/aO3j55+JChWyp58oIffsCAbDfSdvXnuOG8n06crXLBqr+4LWsX0+Ir+fKEsWvE+bRlSqVPpt9u8nKlHCujYJBIq4LVk7iZfiWr3QlliSDpw7B/dYO2vuSddH0hAbjd9zI8GG1TzyCM7dbrT64549SAqit4yCExjNcqpm7fD5zGu4P/44rCWPtNBK3iB6k2zoOf6YMe7Fsf7zD/N994X/D4WQyGX0aHfaYxdma3XazSefoB6m1pwbDKJc2NSpzrQrXpCLj48cf5FWuAIF4Fqqpx84+Zxx22IrtaFTJ+NjZMECuOwOGIBM3mas88Egc8WKcMt2Ei9cd73Ju+xok5aHYbly2i7FI0Ywv/eedW0SCJS4oQRbL0xOkThZQicaKxZvlSox791rT/vGjAkLCJEuR3rb59XFqRGuXEHJHyLmq1ftPZaesfHkk8w//2xvO/SiRzF05gzz8uVwo+7cmTlbNvXFgJnMz1ouWj4fkn5puSP7fPqUWd9/z9yli/F2WkEggOykEhMnMjdqlLniar2gcFQiGGSuUweJz7Q4dIi5UCHmffvsb1c8ERkPW6KEtiulVvxsLM8ZMwKxF/rnY48hXlJvbPGxY8xt26JE0pYt6b8zGp/89dfMzZtbchqG8ELomN6EhLH0Bbk+GQoxt28fuxD9+ONIrhXPhgZBfHBDCbZemJyikSb25s0RWO+UpdaKh2OnToiZsHqiirV9Xnj4W8FHH6F2bfPmzIsX23ssPWPj009RxsELaFlfs2VDBuFWrVCCYf585hdeUP6N34+EWWo1Wo22I3Lf99yjvk3TpvqOt20b4mzd4K+/kMSIGQlTihVjPnHCnbbYhdeUn9Hs3o0Y2v/+0972iy+Ya9c2nvn7RqFjx9gW67E8Z2IRiKU4V0kR7qTSNhRCArtLl7S3DQYRF16oEPP778feD1NSmMuUYd66Nbb9mMHNeUESNqXykGrPGendTF9QiiEuVYq5alVl5ayeNdX06eFrFa+GBkH8cJPbrtBO4sW41lKliMaMwd9lyhDdcov9x1SLl/D5EB8htUmJpCSir78O/8bnIxo3Dr+NNc5FK56jXz+i9u2Vv//mG+Xv9J6f26SmEr37LtEvvxAtXUq0aBHRo4/adzw9Y6NBA6LPPrOvDUZQizXz+YgaNiSaOzf95+XLE02apLzPNm2IBg4k+uQTa9ohEQoRnTiBdslt6/cTZcum73glS5qLBY6VQIDonXcQ39uvH9H33xPNnEmUJ499x5s+Hde3WDHESJYubc+xInE7hlGLsmWJevZEvN8996hfn86diX74Afdt4EA3Wutt1Matnntt9jkaGa8ZTdeuyF8RHZ8o/U4aE9mzE9WvT3Tzzbj/XbvK/8ZqjhwhypmT6I471LfbsYOoRw+iHDmIfv+dqEiR2I+dlER0//1ElSppb2v1/JGYiPWNHMz2xVwnJaGvRD87/P8/O47Ph37UpAmeIdeuIebX6BpMrU/u24f45d9/x3lKbZHeI+Np5a47EfZNhLjkSNT6u0BglhtKsFWbnIJBTNbSgHWDRo2IFi8OTwJWET3ZbNum/FAPBrH437mTqHBhPJAi3wsUIDpwAG2U9hG5LysmKq3FZXIy0YYNyr9PTlb+fSgUPn+37rMeZs0iqlYNyo4jR4iGDyc6dsy+Rb6eB3fJkkRnzhD99x9RrlzWHt8oakoonw8CQDSlS+MhLC1CmLFAkB7OHToQ1aiBhHKNGulvh1Y/8vuJ8uUjunAh44Ndaq9epVrWrES33YbFS/bs+n4TK9Liigjj5/338ff+/UR169p3vMgFlFVKMy28qPyMJnduovnzw4tbIqKxY4lq1oSwI80PPh/m8mrViBo3JqpY0bUme5JixXAN5Rbzeu612nMqGCT6+GM8z++4A6/bb8f79u3qSjk5gTh6TIRCRPPmOTMmItm8GcKlEteuEb31FtGXX0Kh0rq1Nc/Zq1dxTRYv1t7WjvmjdGmMoV9+CT8z5AQ7K1ETNkMhombNiCpUSK/UCIUwzjdtUr9PkceYPh0KMKU+6fdjmzFjsLabNi28low8ttJ1b9w4dkOKQGAIt03GTqOUsOCdd+AOWL++fXGjWixYgDhGo6jF6si5l6i5s2TJwvz888y//cY8cyZiXZ9/Hu6wFSsy58rFfOedsblwaRGr24+Wm2ru3MzFi6NI/Ny58qVa9FxbuwgGkYxh8+bw/ZNcfux04ZEbG0TMvXqFt3nmGeY5c6w/thFCIZSbUnPJUnONCgSYn34aybCi47q2bIGL7YYN+u67njIIWbIwd+9unXv8o4/CFdgJnHbrdzuMwO3jx9K+SFe/yPnhp5+QD+HaNbda7U1iudf79+Oaqt2HF1/Edtu2YbwuX45n/IMPqsfc/+9/iGPt2ZN53DjmDz7wTp8cNkw5AdDy5cxly2K9oPZMNcOECZhDtbBy/EY++7t1Q0KxzZudq71qdh309dcIwdEicm2o9vzSE6ZntByQkX0LBEa54QRbZuWEBaEQ4pIKFUJGRKdjky5eRPxKaqr+36jF6piZbPRM/k8+aW+sshMxtseOMc+YgTirfPkQi/bmm8zr14eT4biVgGruXOYmTdxZZEePjV9/RZ3WY8fw/eefY8HlFleuQLiuXz+84DNzf1atgoJDTnB94on0QoLWfiWFgNaYsqpGZ69ezF9+aew3ZnE6tkzteH4/87PPWr9ojibyfppJXGcnehPIRM8P3bszDxrkXru9SlJS+HrpGZN79yJ5W5EiUK6ZmZ+1xlSfPhCEZ81ifustbQHaybjvZs0wd0by33+4JvfdZ0+24vPnsS7q1Utb0WjVfBX97Jdimp2cA8zmhElLQ04HtVhkq2viGkls5Wb/FdwY3JCCrRbHj0N4q1ULBe+dpH59ZBzUg5bg06qV8vfSRG1mke3EYjdWIcDI74NBWOhGjULW0Xz58ACPJVmCWUIhZI9cvdo7iWw+/BDXIxRiPnIECTzc4NAh5vvvZ+7XL6z8MZpVk1ndCm5WmRAIwONDbmxF9jkz7Y1m6FBYfZzwInA64Z7a8Xw+LHCLFMF77drMXbsyv/0287x5mKutskru3o1j1qpl7D7Z7eGht+RH9Pxw8SLG7erV1rYnMzB7NnPBgupjcs8eKNSKFUNSPylLvZnnlNE5xktJLwsUCJd8C4Xg1VWkCJ6d16/bc8yWLbXXKqEQ844dSHKkpuzRc6284rURy/P/88/lvf+k+alcOe1M/UbO2UgpIreup+DGQQi2Knz/PTKrjhqFjHzM9i9cxo5FvS89x9HSkv3vf+rCWbNm5hbZTk38sQoBZn9//jxz69bK185OoXLxYizYmb2zoAkGUQpn8mT8X6YMBFy7kOv7K1ZgARWrpVKr7/boEZsywQrBVY3p053NiOoli23k8a5cYf77b+bvvoNV69lnmR94AFb4EiWYGzdm7tsXNYaXLGE+fNhYWaJ//8UxjfQ3Jzw8jFhGmjVL/9s1a5Dh1Eu1qL1AKARr419/Zfxu1y5k/y9WDHWE5RQnZsa8EYG4e3d3nkXRHDsWVmru2wd36fr17VWs/fmnulA0ahSue4ECUAjXrKkuYD3+uLZHnFcUyrGss1JTmUuXZt6+PfyZXtfjyHNV6pPRz+ju3dWvWdGi5g0pAoFRhGCrwenT0NRWroyyIXYvXObPZ777bkwISovXs2cRR1GkiPqkX66cfRO0VW6VXuLiReYff0RZmP/9T/3a2iVU1q/PvHAh/vbKA5YZgmyhQnDF69kTGmE7UCo5kDs386ZNse9fSzC4+WZ37rse3LAkxGOM7X//wetlxgzmIUNQO7FCBZRTq1gRloyhQ9GH167FHB/N5s3GBFurrpOWQtOIC6Gc6+TgwczPPaevLTcSH36IeV9ix45wrdvJk+2xRuoRiCO9S5wc99EkJ2PcFC7M/PDD8GqaMQNKATupXl3dslitGvMPP2BNJLVTbRw++iiUFGPHyo97Zu8olJkzrrOkdr3/vvZvp05FqBUzroteC63Ph7WjVp+MXvup9dH69eFa71R8suDGRgi2Opkyxf6Hi2SNUZtwatVizp+fOSEBVkU1wcfKhDVy2G2dsptQCFr6t99mbtAA7o1t2zJPm4Z4HqeFyj/+gAJFWix4xSVK4quvUEN19mwoe6zGifPVWrSUKeMdZUI0bik6nFZiKSUx69s3tv0Gg8wHD8Ir4qOPkNynUSMkksuTB+7dCQnMo0fDxZkI874eBg9W7ld6741ei690ffQIuNHj5vp1zDE//qj3qt0YnDuH5+ratXgGlCqF54DkqeUGWkoMO2M+IxUsTZuGvUSk4zqhxD5yhDlrVuNCptZ8tX8/6rHnzw8PnR070v/eSwpl5ozrrGHDmOvW1e6b169DMbNnTzhMRs9L7Vmrp0/KXffy5ZmPHrX80ggEsgjBVid2T3Z6NPE+H3PnzuGkVnoEgcxoWY2F06chmHXpAgtkjRrMw4dDqIx0UXJDqGzRgvmbb9J/NnJkuI+5ff9CIeZ27WDxyZbNend8JxYUWsewWxkUC25aEpxWYkUfb+FCWIv++cee4129Cre9uXNhzYm8tsWKwe2yd28kLPv1V+YDB9InF6xRQ33eLlcOVsG5c5Gg7ujR9L83Ot9I10ftuErjZts2ePucPGnPtYxHtm4NX7OaNZkHDHAmA74aWtn9e/Sw57jRChYzApAVdOsGhbOZZ4Ke+eriRSi4ypaFJfenn6D88ppCOZpQCOuX3r21t/3003AyRK2XnrWF1vOzR4+M1z0YhLeMkVAQgSAWhGCrE7sXlXpip+SOo0dwjXfLaiykpUEL//rrsHYXLIh4vFmzmE+dUv+tk0qBv/+GtTA6E3eLFsjQ7ZX798EH6fujldekbVv1mHArBLd4VgZpLXRfftnd9tnN5Mlwg3QiW/2bb+K6fvkl85kziPX74gvm115DP61UCYu1++6D0KulkGzUCL/t0gWL6PLlmXPmhHKtVi0sro0Ip5FoJbqTGzfjx2PBa7crqdfZtAlJFvPlC19Dr4x5NxRZVmfLjaUdRYviuWi3kBkMQnHWqBGewR98AIFQLiSmXr3Yj2cFV69CqTV6tHrowrVrUEJruSGruR5HYqZPHj2K+U4gcIqb3K6jGy8UK6ZeZFqrmLsWasXe1Y6TkKBeNJsIf48ZEy7GPWwYtktMROHxzMaxY0S//orXypVE5cqhSPinn6J4ud+vbz96rq1VjB1LNGgQUZYs4c/WriU6dIiob1/9bbaTQIDopZfC/0cWju/aFdfKzLXZv59o8mSiX35R3saKMUaE/j5tGtobWUieGZ+XKoWXU/fdCImJKHivxNdfE5UoQdStG9EttzjXLqd47jmiJUswl732mvJ20jwn3Tsz89y//xLlzo2/s2cnqlkTr0hCIcw1AwaE+5AczETNmhHVrYt23H57+LuLF4mOHiV64gnltgSDRJMmEW3bRlSoEFHBgunfy5QhWrQI20WjNG769SNasIDoyy+JnnlG9VLEJVp9YMMGojfewNzTtSuuhXT/rJrXYsXuNYcc06crHzMaZlxfOxg+nOjVV4kqVMA8nJiIz32+jPN1rPj9RE2a4LVrF9EHHxD98APRs88S3Xor0blzuNZPP03UoQOOu3dvbPNLrNx2G1H79kT9+2PNID3Hxo1D+xISsN2tt+Iabd6svr8ff9R3Lc30yf378VwSCBzDbck6XrDbPUWvxdbscdyqyeoE164xL1vGPHAgksMUL44i8T/8EB8ZQPfuhXY6MkFJKATrlJdi4ax0FU5NRYmWRo0QBzRmDCzrTrmAxasXg5o1+cABhCqULg2X9sxojTt7lrlkyYyJSCRLhVXz3BNPYC7RSh51/jwS2KjN24ULw32/bl3E9RUuzNywIZIVTZyIOF4ti0qrVshqPHs28zvvoORVkybwQMmaVf238+ejhF20K+CBA7AYHzpk7Np4HbU+sHYtrtt992GMpKV5L6ZSwg2XWCNlW+y6Nlu3wnIaGUP66KMIg3Fqvj5zhnncOKwlWrVCVv5QCJ5f0rm7uY7S0zekOOl77lG/j02bWnvcaD7/HLWZBQKnEIKtAaIXldJgtmJS03IBiuU4Xo8ZMcPevYiPadECGXObNoULUXJy/C3oe/TAAjeSxYvhouilc7HCNe7IESwOihTBguGXX9IvuL3qBmwlsZYM0xLKt2yBwqB6dSzIMhuvviq/uBw71rp5rlIlLGqlOraR9ygUgoCUmAgX1sqVjQlG586hbvZXXyG+v1w5bSGifHm05ZtvoBSShLfIhD5Kvy1XDq7OOXJAgfbQQxASXn4ZAh4R6tsePGhd9l+7y+KpHVftOVq2LEpERc45XsqCG43T86GRclJ2rR2aN0fVB4m0NCR2vHTJ+mNpkZqK/lKnDgREN2rby6GljGnaNL0LtZX3cPTo9POv1vp0+PCM6xuBwE6EYGuQyEVlvXpIcGAVkQ+xyCyETZvGNmm+/LI3NdJGuHQJyR1690bGynvvZe7fHwLg1atut848R4/C6hL50A6FYAVavty9dsmhJ/GS3GI2GIQA26oVBNrXX0ddUSXi1ZqqByc9J5YuZa5aFRYquRqd8Yia4CJla411nps+Pby/yCyfH36IMhv33YcEQ9OmIQFNrIpDLSvZrbcy58qlT9hQa0MoBKF6xw4kwJo+nfmNN9ILwLffznzbbRDYGzSAVfmtt2B1WbqUefdunLPW9XNaOSUJ0uXKqQsfgwZl/K1XLbYSTs6HRrLe2nE/16yBUilS8bBpU7i2u5skJHijnjCztjJGa04wm9n61ClY0z/7LNwnS5RAaSElOndmXrAgptMVCAwhBNsYOHUKhcEvX7Zun0uWQDNfpAjelyzR/9tQCG5lP/yABUubNhAC1VzV3NZIKxEKIXHE+PFw28uTB3X0pk5VF4rijf79UWSeObw4q10bmVjdzsoZjZ7EItGL2SefhOvoY48hI2xk5ukbDTc8J4JBuO2WKoWkafHudmrEomRmntPq408/jXkpmlgsa3oEq5QUlO1YsADWWyPnrrXoPnGCOXt2+fb36AGXzL598TypVQvuyzlzoh2PPYaEWMOGMU+ahAWv0308UpA20wcyo0dTLCj15aZN7RWuQyG460cLQePHw+rnNl6y7GslEtQj2C5dauyY167B2yO6hu68eVBaK/HggxlLKgkEdiIE2xhJTES2TiuI1nRLk2jNmhndua5eZd64EVaDPn1gPc6dG9aETp2wGPn1V8RWeV0jLXH6NFztEhMRh1a9OhZMv/+eOQWi06ehGDl7NuPizKsuuNGLHknzq/QwNfMAzWxcuYISK61bW2NRNMP161iQFCrE/Mor6HvxiNriMtLLxez1jWWuNGtZMypY6XFdjn6VLQuhc8UK5mPH0oc4JCcbd7FMS4O3yfr1UFh9+CGsoffea17ANoKkBGzWzBoB384wo3jEDa+ZRYsgBEWH3zRpwrxypf3H18JL6ygj2autaG8oxPzUU8y9emW8P6mp6qXY8ue31vgjEGjhY2Z2O4FVPLN1K7JK/vWX/myCcgQCRPfckz4jYyR+P6akmjWRSfPkSaJ77yWqVAmvypWJypdHFjwj+/b7ifbscSfrYzBItGkTMnouWoQMwI88QtSoEdGjj4azkmZWRo4kunoVmTe9eH+U2LsXmRf37SP66SeiTp2IkpLks7JmyYKssWPGON9OJ7l+HdkfA4GMr5QUopIlkUFXKYuoz4csl7Nm2dvOCxeIxo/H/erTh+jFF4myZrX3mFYyZAjar9TX5D4n0j+OOnYk+vZb5bHYrp0996hFC6Kffw7P85GZX6UMpxLlyyN7q178fsyp991HlJyM63DyJDKYli1LdPgwMrDLnbPR8evE9UtKQoZsnw/H0buC0eoD0rx28CCyYh87RnT//Zm7goBXYCaqVo3o3XeJ6tULf56SgszfR47Ir22cxGvrqBkz0mf3V1o7ymF0LI4cSbRuHbIn3yRTS2XYMNyf6Gz1ly8ja/vRo/rbJhDEiij3EyOVKxPdfTfRqlVEDz9sfj9aafalSevPP4l++w0lCPQK0kolTkIhLJJiScVutLTGv/8SLV4MQXblSiysGjcm+vhjCOheKGvjBJcuEU2ZAsF+4kT1FPrTpnlLMJTKRxFBAaFWqorZvpIQZjFbDiY1lejAAXnh9fJljKPSpfGqVw+L79Klie66C7/v0QNljeRgDm9nJ9myEb35JtELLxCNGAHl2PDhKGURWWrKq6iVPGJG2axXXw3/LwmKekuDqJVQsavEyv79UIxu3Eg0Z452iak6dYwJtkQoYRK5r7Q0KBKTk4mGDrVu/KqVAwmFoFiJhUAA48roIl4SnKTSMXLjXZrXJME5FILyTq6MisBavv8eiuxIoZYIZZkqV3ZfqCXSVyrOSaLLEf7wAxSsesaGkbnsq6+I5s4lWr1aXqglwnipXRtGl8OHw8/V69dFqR+BC7htMs4MzJmDdPSxZIE0kmbfSHr2SKLdi5KTERsxerS5/elJEnL9OtzfBg1CUohixZh79kRcxvnz5o6bGXjnHSRmYfZW7I5RxoxBxkg3XLTMZF7V6rNpacz79sEt7sMP4ebfpAli3m+7DZlly5WDS9aXXzL/+ad+t97u3dXHdY8epi+FaXbtQmmbChWQnM1LWbiV0IpnDQTgolqmjHE3SjNuubHyxBPGwlnU2ii100icr5UulnqSD8VyDc3GWEvXReuauHH/b3RSUzGnbtyY8bs33sAzxkt4Nblh8eL6x4Lecbh6NTKpa+VmkBLuRc89ffowP/OMJacnEOhGCLYWMGVKeBFgNguk0Qe2VZPpmTNILGM0hkUrLmzECOaWLZH0qUkTpHvfvTs+Fs52c+0aBKUDB/C/l2J3jLJuHXONGu4mjNE75rQW3cWLQ3CtXJm5bVuUlUlKYh4yxJosrx06qMciu6nA+P13JAapVw/31OtoLS6XLUOyIzM8+WT67K9OZK5OSzP2u6Sk9DHF0t9jxxpfdFudPKlpU+UxFut8ZkQBrCXkyp2XnW0XyDN9OsacHA8/HB/zkdtIgqXWS5rL7r5bWyG7dy9iZ9evV99OK1P9iy9ad54CgR6EYBsjVi0KtLTw0ZOFlQ/Y9ethST1+XP9vtATx6tWRvOrKFevamVn47LP0Wsx4zsop1RicNMm5Eh96rlcohJq5y5fjer/yCnPp0uoL3d69MyperLw3XldghELIqF6+PBaaXsvKbYQ9e5B0zwx9+yL5nt1WmdRUJPtbvdrc7620HFlZL1VNgROrB0osFlut8ZacrP3c9bL3TDxy7RrKxezcmfG7K1egGM+MiSOtRE8iKZ8PXizSPDF4sHqm6TNnYEX//nvt42tlaG7e3LpzFQj0IGJsY0QtNtZIfGTp0kRNmhAtXKi9rc9nbdxi9epE/fsjCdCvv+qLtVOLq/T7kSznscesa2NmIS2NaMIEovnzw59Fxu6EQrh+bsbuGIlBzZKFqFYt3O89e8LxPmoxgrGiNuaYiR58EDHMV68iNqtIEbQnFApf12hCIaKPPsJLL0bjn7XiQ7t21X9sO/D5iFq2JGraFIlJHn2UqFkzxODmzetu24wiJZwxw7//4rwffdTaNkUzaRISOtWube73kbHusRIdrxfL+C1WDHOYXCKvWOOU1caQEZgzPkOleUXpuUZkT4z1jcxnnyGutly58GfS8+fPP5ET4MABfTkQzOZOiHe08rNI20TGh7/8MmKXX345Y26HlBSiNm2IunQhat1a+/haOTauXtXeh0BgJUKwjRErE+dky4YFgVbwvx1JTHr1QlKqUaOIXn9de3u1JCF2JVnJDMyZg8Vs+fLpP09IIMqXD0kY6tSxVzBUIzLjKLO+xCkNGhAtW4ZFthNJrrTG3E03Qaly881Et9wSfp0+rbxPvx+CzOOPp/982jQk+JI7ntHxLZd8RFJkuKHAUOKmm9AHnnqK6P33kRn2ueeg/LrzTrdbp4/bb8cCLTUV/cAIx44R5c9vfZsiF9558xLNno3kOF7BKkHZTgWOWgKfxo2hmFXKjB2J3DPq4EF1wZaZqGFD820XpOfSJSh5V68Ofxad8drnQyZircRdZp5bmQW156HPB0Vl9DXInRsZzD/8MH0mY2ainj2hqH7lFfl9RisQsmVTF6wjlRYCgRMIwTZGYhHw5CYIPdhh3fH5kKW3Zk1o7rUe4F63PnkRZiwcp02T/z5XLgi8dpd8UUIt42jXrugXcsJXw4boD06hNuayZCF69ln5BbpUrkFpEfDRRxnP79Ahoi1brLM+RVvGDh5EZvA9e7DQ8JKl4fbbUV6nWzeit95CBuXBg/G/UWHRDQoUIDp+nKhwYWO/+/df6wXb6IW31AeXLct8C2854VM6XysUOErWZWaMbz3IPaPU5hUifNeo0Y0hLDnBBx9AkVi0KP6Xe/5I/Ubt+WP2ueUGdliV1fqt309UoYL8d6+8Aqvt2bNQ5hUrBkXg4cNEv/wiv085BYJWya0+fQyekEAQK277Qsc7emPwojO4jhmTMaZJK8ZWyjhnZ9H4LVuQ2OjYMe1tpQQmRrNw3qgsWMD8yCPK369cyfz44861JxqzMaChEHOBAsxnzzrTzljiXj/9NHw+erOk2hn//M47xtrjJvv3M3fqhGzD337r/URwTZsy//GHsd+EQszZs1t7bvEcQx8LkTHAffow58unnV01VqJjhSNj/bTGl55YxXi6Z2ayxjvF6dPMBQumz+uh9vzx+/FsnDMn4+vxx5XvmxdyF0iYSXioB7Pzy/Tp6ddv0j4+/tj4caTkddHnVqBAbOcmEJhBWGxjRE98pJyWS8ldStKSSbX3JI1Y9epw+bTbPbVyZdSB7NiRaOlS5bplRNBaf/opXE2uX3fPfTYeYIbVa/Ro5W0uXya64w7n2hSNWbd6nw9xUr/9hhhNu4mlniAzUfv2RMWL64sltLN2YSBANGAA/o6eD7xmaSDCNZs5ExbswYPhRvj227HV77aTQoWI/vnH2G8uXoS7td4a4XqwKg9DvBHt2lyuHNFLL6Empl1EWnOXL0ec9bRpmJu0xnvkWI+0MkcTD/cssp4zEdYTXnLNHT8enjWRsftaz59t24iWLMn43bZt1oWD2YWdVmUzzyipPXL9/MUXEcoT/Tu1eczvx/6yZw+PswoVEG4hEDiNEGwtQHqY1q+PwVypUvjhabSgvNwE4bSw2L07FgKvvw5hTIm0NKL9+4nWrIkP10Q3WbUK72pCgNuCrZYrXsGCyt9JcbZOCLZE5pLdMBN98gmEs0qV7D2WHtwSeGJ1h6tSBbGMS5ci7jZfPiyklVze3MJMAik73JCtzMMQz3Trhj49dSrRvn32JfkpVQrJb2bNQgxzwYJIzKgHaay3bEm0a5f8Nl6/Z2PHIoQgEklx5gWF2b//En35JdH27ek/13KpbdtWfj4cMgSCsh3JyqxCa64fP54oRw7zY8LoM8rMs0drHjt/HgnxJGbMQKyuQOA4bpuMMxO1azPv2JH+M6PlCWIth2AVFy8i3fvChcrbbNrEXKeOc22KZx57DKVU1EhKYu7Xz5HmyKLlapQ/P/P77zNfvZrxt/v3o3SJl1m1CrVavYJaTU675gGr3eGCQeavv0Yt7IQE5sOHLW1uTJgZTytWWB8O4PUyT04ybJj9rvcnTqCEzG+/md9HvN4zrZJFXmh7r14IxYrGrEttPLj6q831Ugiak+EoZp49RsfEsGHMH3xg3zkIBEr43RasMztqWi45vKJh/N//iL75hqhHD2Wrx9q1RA88YF8bAgFoYzt2xHsgYN+x7GTjRiRnaN5cfbvLl5Gwxy0klybJnd7vRzImvx8a3j/+IPrrL7gUTpqErLMSxYsTnTuHRBFevV8ff4zs315BzUIRCsEq+tpruOZyc4jR8RHpPRIMpn/v2pVo717j5+D34/jbtyOM4cEHiQYOREIStzHqihwIEL33Hs7Fyv6bmKhu6bhREu0FAmEPIKv6XzRpaQg1eOklZJc3i133zO5nmlbpl1Aoo7XZyefsgQNECxbA3TWayOeP9NyR3tXCPpR+R4RyQm6Hcxw/jmuu5LUn9TO7xoQcZpKeGh0T+/cTlSgRSysFApO4LVlnJqyy2HpBwygxfTrzgw8yp6Rk/K5TJ+Z58+w7rh2JFtygdWvmr77S3u7tt5lHj7a/PVoEAkgQ1KBBuKB7JMnJzJ07wyoydSr6RnQiCq/dr2PHmAsVYr5+3e2WhNGyNCxbhj5RrRrux9ChzFu3IrGRmfHhhBXq3Dm0s2BB5vHj5a37TrFrF/MDD+jbVrqefn/6JChW9d/opEZSssBatbyfhMsqnOh/L7/M/PTT1lxT6Z5J4zHWPuHEM61DB+01RsWKsGabnUdi4ZlnmD/6SH2byKRjcs8fvb9r1QoeRm6xdy9zz56YC198UV9iMqes62at3JHzWKSVWa6/1KrFvHOnPe0XCNQQgq2FyAm2ejMtSkKBVwSBSJ59lnnAgIyflyiRPquhVcSDa5Fedu6Em2Zqqva2w4e7+yCOpG1b5qVL1bfZuZO5XTvmokWVM3p75X6NHAmBy2vICTxy88C+fWEht1gx9eu9bRvG0LJlzDNmML/5JnP37nAlV1OoWen6fPQoc7duzMWLM48dyzxwoPPZWS9cYC5cWHs7p+ab6IX3rl3M9eoxf/aZNfv3Ona73n/1FXOVKsxXrljTXma4UlasaFzIisapPjZ4sPp6w+fDeKxXD9UPnJy3t29nLlnSOeXi4cNQZp45Y/2+1TJOb97M3L495r6JE5kvXcLncnN9pCuy3XNyNHqfPdFI89itt2JeV+onefO6q9gU3LgIwdZC5ARb5vAEovXAURIk3E7bf+kS4id//DH82YkTmLjtIF7jm+R49lnmSZP0bdu/PyygXqBjR+ZfftG3bdeuyg9nL9yvlBQs4rwU/xmJUQtFz57qc8kddzBXrw5Pgb59mSdMYP7mG3hYOH2fRo1KP8c5bcnPmZM5LU19Gzfnm6NH0Te3bLHvGF7Bzuu8dSuUGAcOWNZcZkac4Hvvxb4fJ/pYcjIUWGoK9LFjw9v37OnsfPDEE8yff27tPrV47TVY8a1Eyco9aBBzo0bM5cvjPOW83KLn+ubNle+VE89Os9ZxZsxbktAezcWLsFQLBG4gBFsLURJsmTFh1Kpl/EHiFZfcnTvTLxx++AHCjx24kVTHDg4exOSvV2vZsyfzrFn2tkkvzzyDurt68Pr9+u47LKoyC2au9+HDEHbVLLZWW2i84Hlx773M//yjvo3b/XfpUrianz9v73Hcxq7+cPo0c+nSzEuWWNteZswbWp4relDrY0Swfj3wAJRPw4bh+b5qFfORI0jQpkXkOkFOaR4t1B49yly1qvp8YGW/X7cOY1FLyWQ1Fy7gGWykb6kZErQ88CZN0ne/tm1Dne1773V/jjRDcjLqfT/xhLyx5e+/RWJRgXuI5FEWEQggQcArr8gnYChVSj1gn1k+qYPVyV7MUq4carC2b4+kQXYmjtIqO1O0qD3HtZoJE5Ak47bb9G3vdrmfSG66CYlY9GAmEYWTeC1pVKwYvd5z5yKpU8+eSC5jNDmLWdQS2TBjfNiNngRSbvffhg2RuEeqK5lZKV2aqEYNXFOr+l8wSPTUUygl9Mgj1rd52zZrylip9bEsWfCcmDYN/SBXLqKtWzE+Gjcmyp0bz99mzbDde+8R/fADkpxdvpxxnRBN9+7Y5tlnMRfWq0f00EOY46UkS9FY3e+HDiV6803l49nFnXcSDRuGutt6SEoiuucelN/59lu833MPStcQqc9pWbJgDedXWVUfPYp79fjjRJ07E/39t7mEWW4iXaOzZ9EPo68RkUgcJXAXH3NmfpQ6Q1JS+MEiTXrMRE2bEk2ciP+nT8cksHu3/OIlSxaiAQPS1w5Tq88mt70TdO+OzL3Sg7daNeuPEQhgolTKIvjII0RffUWUJ4/1x7aKEyeIqlbF/b7zTn2/adMGAliDBva2TQ89euA6t22rva3a/fL7ifbsce8BvXMnruvOnerKknhC7/W+coWoXz/U8pw1i6hsWWyzd6/1NXnl6NgRi0O5dvp8RFmzEnXpQjR8eHgsx1pjN5pu3SActGmjvI2R/mt1+ySCQaJGjbDg7d079v15hcjrde0asuLOnk30+efW9L+hQ9GfZ8+ObXxH39cGDZCV/OOPkWE51vus1ce6dUMdULk+xYznyf794de+feG/z5+HgCtHlixQnKSkYNs2bYjatYOCYd8+Z+bt5cshWK5b584cHAziWTxoEBQVSmNX7R75fJhH1qwhunhR/jh+P67trFkZv7twgWjcOPT7l18meuEFoltvDX/v1JwcK3rnynffJbp0CXO7QOA4bpuM4x09yaGk2DIlN2Tp1aNHepeO9u3dSyygxJUrcJ8hko8hsYroxAbSOU+bhpinIkWY58+37/ixMngw8+uv698+ORkxy48+6k4cdTS9eqE+qV7MJqKwm969vZOQy0q0rvfWrYj1evll5mvX3GmjVkb4cuWYa9SAS9uIEcyffGJ9HxoxAglctFBK7BKZcMzusJDjx5GIbcMGa/bnNtHXS5rDrbpec+cyV6iAeL5YiG6n1Nbo+qKxtlsteVAsfaptW/U1SJkyzL//Lu8ia/e8HQox16xpj5u4Efr3T38v5c5Tbb7y+5EosXdvY7HS168zf/ghwrgGDrQnkZWT6I0V79WLeeZMd9squHERgm2MGC3noyX8+v140C5YwJwnjzeT8syejTbs3WvvcSITG7RtixhBqYzDjh2IEUpIQIkRL3H2LHOBAsz//adve2lhJT1AvSAU9u3L/MUXxn4TSyIKO7hwAZmAvdY/rELueodCyORapIj+5F92oRVTOWECxvWdd6rPjbHEmk2dyvzKK/q2jb6es2cji+vZs87FC69ciSzqGza4mzAwVuy+XlLOh1j3o7dqgVXtjuxjaomejBwr1sRUds7bP/zAXL++uyWt9PZFPbH2evcVCiG3Q5kyKD918KB7528levMRNGnC/Mcf7rZVcOMiBNsY0UoKYfZVowYsZmr7btbM2UWPlFTh/vuZ77oLFqFt25xZgMlpflNSUCKnRAnm5cvtOa4cWlmq33pLfyZGLyTYkaN/fwjc8cwnn2DxeKNw8iSybDZubE8ZLjMkJWnXN752Td07JRYl3qJF2LdZRo5Ekhczif/M0rp1eL9eUXQZxc4swOfOMd9zD/NPP9nbTrvvc6zX6L//mKdMQZ15O4Vxs6SlwaK+dq27lR30XufBg/WNcS0r9+rVmC8eeQSlfzITzz+vb3yULeudZ5DgxkMItjFilcU2+mE0aBD2Hz2JShOvtFh0atETnXUxUhhzagG2eDEyR0Zrf9etg1vjSy+Faxja9SDVcke8fBm187QysUp4tbTRoEHxXV8zFEKJqr/+crslzrBkCdxY331XX1ZOJ3n0UYxDNYuQXZmJt29nfugh822fOlV7vvb5rAsL8aqiyyh23c9gkLllSygc7G6nle02emylY50+jXCcRo3gFfT888wrVuAzr4WCzJyJe+V2ZQe913nAAP0KAjkr9+7dzI8/zlypEvOvvzpzbk4RCjF/+SVq02rVPk5LY86Rw10rveDG5ia3Y3zjncREJAWwmkOH8J6QQFS7NhILbNtGtHAhPpemE4muXbGdHQkHIrMuSkT+HZ3cyq62PPII0RtvEC1aRNSkSfjzGjWINm5Esq1q1ZAg4623kPCBGe/jxuEaJiSYP77cdZCQznnhQiQNK1hQ3z4PHkx/HyNhzpgp2yluvll/VmQvsno10d13E1Ws6HZL7CUlBVk/FywgmjePqEoVt1uUkeRkok2biHLmVN7GrszEerIiKxEIIFmeFsxEd91l7hjRqGVd9fkwhzmdMNAMdt3Pt97C+2uvmft9NFoZ+COxOlOw3mskZZ/99luiv/4iatGCaOBAorp1kdmYiOjhh/G/VxIQpaQQjRiBDM6tWqk/M+1uo57r/P77RMuWEX30EVGfPunXDswZMxSXKhUehydOEI0cSfTLLzjnzp2dz/5sJ2fPEj3/PObRtWuJVq3CvVO6RkeOYP2TWZI1CuIPIdjGSOnSGNBduypn8TVK9ANUmkSHDIFQJ5cl2c5Fj9piSw672uLzoWTAgAHIUBjZpttvx8Pp88+VhVetB2kwSHT9eviVkpL+fynDtVLbJk8mmjOHaOlS/efkdqkROQIBopUrkVX3yBHrMr86yccfI/NkZmbvXpQ6qVgRmY+9UioqktOn0Y/VhFoidQUhM8auGe66C1lMQyH1MhxyGJ33rMCrii6j2HE/Fy5Extm1a43fSyWMKKZj6YdGj81MlCMHUfPmRJs34/3llyHA3qSwaosUttxm+nSimjWJfv/dnKLGyuzjWtf5tttQ2WLZMsxTjRrpUxBcuoTsv5MnowzTzp3I9O4WsV4zud8fPYrzT0wkmjkTfa948bCxRe4aiVI/Atdx22ScWQgEEIsluabF6orspLueFkbjiO3O2NygAZJSyKHlGp4rF5KzFCkCt5ocOfDKnh3fFSyImN1y5ZgrV0asc506iJcpUED9nGvUYO7Y0di5eM31UHIb8/nSJzSLp/i+Y8fgDn79uj37dzNeTOKLL5A855tvnD+2ERYvRsyoHuzK0FquHPO//xr/nd55z0pXZK+GJphBup/SfBLL/QwE0N937rS6lWF3c7msyHa7zspl/ydizpaNuWtXuLTaWX3ADi5fRljE3r3aaxa5ucEO12WlWP8uXVDl4cQJ+d/JzfWpqQjTKVIESRZPnTLfLquI9ZrJ/d7nY86Xj3n9euNt6dfP8CkIBJYhLLYWUaoU0c8/h+uRqdWsVULSQisV5tay7mXLBquu1TUWjbhrSW2x09L4xhuo9di8eUbNvZrFw+9HYfpp04huuQV15G6+Wf+5qdUV9vlw76dMMXQqVKoUUbly0Pb6/eruT3Yj52otnatTbmNWMGUKrPa33GL9vqWa1Va7uevlwgVYog8cgLt10aL2HzMWNm9GDUk9RIZdWOlOWagQPA/y5TP2O73znt9v3XynZl0KBlFDMl6Q7ufYsXgePvecuft56RJR69bwmClXzvp25s6NurU1aoT73SOPwPPGbrfeNm2IzpwhmjQJfbRoUdQCXbwYFs945OOPESpUsqT6GGImWrIEa5Rq1YiqV8cY1Qr3MXMfEhKIvvsOnl1ZsqBdOXLAQrliRbiOdiRyc/3bbxPlz09Upw7q85YsabwtVqMnRErtmqn9/uRJouzZjbVn3z5hsRW4jNuSdWbFSBmByJdaaQqtfdqVoMHouThhaWzUCOn0o7HT4qF2HXw+lDUwysKFSIgVrRl2I0lMZrAWpaRAk374sPX7dtu6vnYtvA2GD4fVIB5o29b9skNduqDmqVH0zntW33sly/XIkcgGPHSovvvvBc8CZozJnDnNJTULhVA/dMgQ69sl0bw5848/2rf/aC5eZJ41i/mJJ2ARe/ZZ5p9/DnuYLFrEXLGifR4ndnLuHLyejh7F/5s3a4+bf/9FecPXX4e3lNL2sT6DqlQJlyicNQuleJSSPGqN/R49tMeTU+Mv1ue21c/9jh3RnwUCtxCCrY0kJRkXbImYx45V36ecy4iS+7PPZ82iS+24bmQ7XLcOWW/T0tJ/brfwobToJGJ+4QVj+0pNhRuUV+q9ueXqHkmsi4HvvsOC0Q7cEvzT0lBCqkQJ5t9+s+cYdlGypLtlH5KTUQ6lalVz/SlyvEfPsZJbox3znVJt0QsXmJ96irluXfXM625noo2mcmVzdc/HjYMSM3qet4ojR6AIs1tRdOkSwgbatEEIzNNPQ5i7dk1+++eeYx42zN422cGwYcguzIy++tBDzK1a6e+LdjyDkpOR5f+WW5gHDmT+8EMoCA8dUv6NVkiT5NasNJ6cHH+xXjOrr3nNmsgQLRC4hRBsbWbJEuMxt1rCaPSip0cP9Um4aVNrzkVusWVncXctmjeH5jUau2L1JKLPedo0LOArV4Y1Ra9lYtIkWLS8wuDByg84Jyy2ViwG6tdnXrrUnvbZLfjLCfX//INzatOG+cwZa87DKc6eRayzW0j9KdYYz8jx3qMHXhUqINbfDc+KUAhxoUWKwOMjmliVe2aVS2q/e/ZZ5u+/132KzIxnZ6lSKHFjJZHtrFPHuEJSL5cvM8+Zgzk+b17mTp2QG+LqVe3fnj8PRdamTfa0zQ5OnIC19r//wkLt66/jO73rBKuVh0plCseNU/+d3vh6ufHktGeP2jXz+cKKBjO/N3PN8+bV18cFArsQgq0DSIkLjAi2RiaTDh209x8v9Q+NsGkTXPPktO1OCtx16yLJx8WL0E4/+SQWNWqcP49kKPv22dcuo0yebOwBbiVWLAZ27EB/sKt+npYW/4knzB9bKXlHjhzMU6bEZ03A5ctRx9IN7F5cTprkvmv+tm3M5cvDChWZYCiWhapZ5ZLW7959Fy70ejlwAPPj1q36f6OH6HZK/cEqpeeVKxDg27fHAr9jR+Z588L11Y0Qby7JL73E/MYbGYVaI1g5bmPZl9ZcHzmeunfHsaRX9+7OevZouU2XLq3uFWblNb9wwV1lpkDALARbxwgE4HaqV7g1Yv0ZPFhdsDUqKMcTTzyBDLFusXo18/33hwWPYBALzfvvD8cZyTF0KHP//s60UQ+rV8MCNHq0Oy6MAweaWwxEWl+qVsV1tYvkZPXi9LVrM1erBkuT0f16KTO2VUyYwDxihDvHttttfO5c5sREa9oaC5cuMSckIE7/0CH0pXLl1J8FlSvDDVbK8Cphth/q+d2yZVD66eHKFYzlr7+O+fIYbqcZrl6F8NqxI4TZ9u0h3JoRZqN57jnm116LfT92c+gQFBHHjpkXaiWUPK5y5DAWihHLHGAkr0jOnHC/lV45cypva1dIj9I1Gz4cGap9Pubnn0cMtBzNmlkTVrZ1KxT9AoGbCMHWYapX1zdZFi+u35qXnKy+L6fiI93gr7+gkXSrJELTpvIudklJuIdyrmSHD0Or6RXX0r/+wqJk40b8b7e1+9w5LFA+/BAlLapVQ/yT0f5rt/UlmgMHsLhSE/yXLUPZp4YN9ZdJyAxJu+R46ikIUG5gt9v4mjUIhfAKn3+OkmVq+RYiFTBPPYVxlzMnvBxatsSi3Ewogp7++99/zMWKaZ9HKMT8zDP2lAuxcpxdvQq34k6dIMy2bQu3Yy1PHaOcP6/8HPESXbsyUSzVGgAAqIxJREFUv/lm7EKthNwzaNMmKF9XrNC3j1jnAElYVBtPcv3Grflc6bl9+jQEVyLm/Pnx3B00CJ/VqsX88MPMd97JPH9+7M/9uXORrE8gcBMh2DrMxYt4wFeqpL74GDMGws+YMfqENqmGbmZbHOuhXTvEuTrNli2wjijF1K5ahQfx99+ntyzee6+9lkUj7N2L/rh8ufX7DoWY9++HNWPECObHH8cirVAhPFRffRUJVfbsMW6xdcPK+eyzWBRoCf6hEM65fHnExu7apb5fLyTtshKpr995J3Pv3u5k47V7cZmcDEHQK5jN4BwKwcq2YgUEXbVF/C23hOt+R770KqUKFVK2GEl8+CEW2nYkc9IaZ82ayccIS/25bVuEmbRqBWG2TRvMX5cuWd/WSLzqkixdl6ZNmbNmRTJHK4RaNbZuxTNVTx4FK+aAQACuxXrHE7M3PXCCQawltULWmjaNbb6eMAEKDoHATYRg6wJr1yLZ0IgR6TXs0Vk2T52Cm9l998FCoIYXJ1On2LkTiTacfvC3b888Y4b6Nnv3MhcokN7NR7onbmUolTh2DNbuefNi39fVq8wbNiCpzYsvIilL7txYkD39NPM772AxolTM3mj/dVorvmMHxqyRPpaWFrbcd+2qXILIqxZbM0mEopO1uJWN1+758Nw53FevEGsWV619xGqxZcaiWc2V9LffMI+fOGH6MqiilWRHzhUzISH9M1r6+9NP7WmjEl5zSY4e59K1cWKcb9sG99pFi9S3s3IOMJqQMjqbup7xZzdGlF9m2/nCC8xffWVpswUCwwjB1iVGjGDu3Dls/SlQAG5NcpPtihWwDHbrpp4hUqkkT44cEDoyM506IaGLUyQnY2GrZU33qsLhzBkIndOnG//t8eNIlvX223BpLF+eOU8eZO996SUI+1u2KJeyUCK6/6o9ZJ22crZura3EUOLqVeb33oPF6uWXMwr3XuwjZpIIee08lObDkiWN981oQiHMq15BK4truXL6siHbFWPLjFq0H34ov49//oElTq/7vhnM1pb3Qn+WXJLnzXO/NrEXxvmOHfA00qqXamWFBKMhOtL2bdrAop2Y6O5905sQK5b72KgRDDcCgZsIwdYlUlMR3yCVq3n6afUi8deuIeNg4cLMX36pnCVVbvJdswa/W7bM+vPwCsnJeNA5lWb+ueeUF2mReMUaF2l9698fxerHj1f/TWoqFhBffw1X4UaNEKNTqhRc8t58EzGUhw9bl7U3sv+WKKF8jZ28ruvXQ3iPtZbm+fNw1StYEGP54sXwd9ICTFpUuFl31MzCNRiEUsMLfT0SufmwRw+4F8ZKwYL2u6HqxarxYFYQUFIi5MwJjxpm5tmzMW9Gc+0a3LqdCCeRa6fUr40Itm7055dfDh/bzTnCK8+03bvxzFdbNzG7W5KQGUpCyWLr5n3TW8JIepmZI0uXZj550vq2CwRGEIKtiwQCsOIcPszcpw8SgGiRnIzENA0bGtP6/fUXHgJGawnGEwkJzB98YP9xjhzBfdOT9dIL8ZPR1jfJNSrywSqX0EnK9tijB/Mnn6BkQKQwZjd//ol6oXIxzE5aDR591Npxc/IkhMDChdFfJevh229D4eDWAkxCy2WzXDkoOapXh5IjVy70lTvuULcAeCVW+Pp15gcfZP7ss9j2U6UKEop5ASvHg1lBQO53v/wCt9GtW/F3vnwZrVbduyNjq1NI7WzfHm0pXNicxdbJ/uwFK6mEF55pEsnJUIDOnevcMY3gpftmxGIrvYwI32lp8GKJx9J0gsyFEGxdZupUuHAOG8Y8caK+34RCzDNn4oE8cqR+t7p9+5jLlEFdzMzIvn1wZ7OizIIaL72ERAx6cFu7rfZg9fmYH3kknNCpadP0CZ1itVBaQZMmzN99l/Hzf/6BMGWVm5kSy5dDyLfjYX3wIJQxJUuiZFWnTsis6jZqC1efj7lePeZ167Ao+++/cD9xu68b4dgxKPp+/938Pho1wnXwCla6XVrJ8uXI2CznkZCQACWDU/kRUlPhudSjB8J/mjTBvGd0wU8Ehc706bG7tevBS2PLS21hxnO/ZElvzJ3ReOlamXXF79FDnxHl0CGENwkEbiMEW5cJhZAttnBh4xkFT59G3G25cvpT4P/7LzIyjx2LY5tJEONlunVDoiK7OHUKCyKt7J4Sbmts1R6sknZdKaGTF5Cz2l65Amvh9On2upmFQggXWLzYun3KsX07Mq0SwR3TbY232cWY233dKH/+CWuiWr1pNZ5+2r1yRkq47XYph9aCWisxota+tZ5faWkQrnv2hPt4o0YYZ1K+CjMLfr8f5VE6dcKz+6231PNfxIrXrKReG+cHDsB7RArt8gpeum/MYeWXkf6uN/HV8uVYywoEbiMEWw9w6hQmkIcfNvf7NWuQOfnZZ/UJKWfPopZho0be1PDHwqFDsD7aFfs2bBismkZw05LitQerGerWZX7iCbR10CDUD7WjzmU0P/6IMWm3oJmcHC4pUbgwc+XKKBXlFrEsXL1qNVRi2jS42xu1uiUno15xjRrmFIKZTaGohpZyzazVSi3BWVoa88qVyNJasCDCCaZMgYeBHEr9tmtX7f58+DDzgAHIP9CrFzLhW42XLH/M3hznhw7BI+3LL91rQzReu2/MYeVXs2bq4SNG5/6pUxEHLhC4jRBsPUByMuK1iPAg7d7d+ILn+vVw7dvp07UX43/9ZX4C8zq9esEibTXnz8Naa6YchVuWFC8+WI0gLV6lfin9PXWqvccNBmEp/uMPe48jnZ8U+ywl3SlSBG6SW7bYe3wlkpLSl6kwsnD1otVQjRdewLyrV4Ehd8+MLOrNZJyOZ+xQrmmFWOTLhzwUn32mP5mNUr/V25/Pn2d+912EdrRuLe/mblah4UUrqRfH+ZEjzPfcYz6DvdV48b5FMniwdm1bveuFV19l/vhj59ouECghBFuXkasHJz2czSx49u1jbtwYVi4pG6Uc8S7wqPHPP8x588KqZ6VFZNw41GiNJ7z+YFXDzbZ/9RVzixb27Z9Z+/wmToQFomNH5+9TKIQMl127emvhagfXr8OD5ZNPtLeNtU/G83g0ix3PGi0rsJvzdGoqMkBXr45QhjlzYEGOVIhIz3gi/fkaJCupGWXTjcTRowjPslv5qZcmTeRrJHvhviUn6xdstZRQHTogQZxA4DZCsHURvZOK0QVPKIQEQEWLoqi7XDKlzOCiqoSUXj96ATBmjHn3v6tX4SZ66JB97bYLL7qN6cEt5UtKCoS6v/6yZ/8Ses4vJQVWp6JFkTn22DF72ySxfj0W5jcKx4/D0vbbb+rbxdonM7NCUQk7hPl4eH6FQggpaNkSzw61Z71eD6NAAK7VTZtmbmVTrPz7L/O99zpb214i0irftSvu15Yt3rNuS0jeObFabGvUQNJJgcBthGDrIk2bWuMCosS5c3CzK1MmYwKczLrA0koEIrl6ShN506b6BNxPPmHu0sX+9tuFF93GtHBr8TppEvNTT9mzb4kTJxAXr1c7fvkyygEVLMg8ZAji5O2kZ0/mTz+19xheY/16KBCOHFHeJtY+GQ8CmR1YXac53p5fUgy90svn0z8nly/vnIIrnjlxAuEkH33k3DGjwwyke+t1JbJU37tkSfMGljx5nMkQLhBo4SeBKwQCRAsX6tuWmejgQePHuOsuoo8/JvriC6IBA4g6dSI6cQLfJSZiv0rH69rV+PG8wPTpRD6f8vfBYHiqJsI9uOceohkzlH+Tlkb0zjtEgwZZ2lRHKVWKaMwYolmz8F6qlNst0qZYMeV76fPhe6u5ehXXZ+RI6/dNRLR7N1H37kRVqhBly0aUJYv8dtHnd/vtRAMHEm3bhv/vu4/o7beJrlyxvo1XrxLNn0/UoYP1+/Yy1asTjRhB1Lo10bVr8tvE2ifvuIMoFDL/+3ilRQuiQoWIOnYkatcOz6M9e4gSEsztL96eXxcuaG8zbZq+fZ0/j2d7ZicQIBoyBH1myBD8b4Q8eYiWLyeaOpVo4kRbmpiOQIDouecwvoPB8DiX+uPevfa3wSylShFNmoQ2JiVhLvL5iPx+PKP8fvRPpXXD+fNEt91GdOutzrZbIJBDCLYuoSWARRLrgqdmTaKNG4mqViWqVo3os8+ISpbEwpgoPHHpmcC8zsGDygseJUIh9QfP7NkQRMqWjbl5AgO4sXj9+GOixo2t7f/MRKtWYXHfsiVRpUpEyclQphg9v+zZiUaPJtqwgejwYaLy5TGeU1PD28S6IJw3j6hBA6K77zb2u8xAQgJRrVpEzz8vf2/M9klmLLAXLlSe970okFlBMIi+2Lcv0ddfW6NcK12a6P338Xc8PL/UFCISepXXV64QZc0aa4u8TVISFM7jxxN9+y3etRTQcuTKRbRsGdGXXxJNmGBLU/8PtTWdz6dfceE2CQlEnTsTNWmiXwl14ABRiRJOtVAgUOcmtxtwo3LwICY7PUKYFQuem24i6t+fqG1bot69iT7/nKh4caIXXoDl6OBBPHy7dvXeosAIehYQckgPnjFj0n8eChGNHQurt8BZSpfGPenaNTxWpHc7Fq/nz0Ozv26dsd8FAljUSGMoMRFtT0sj+u47LKhuvRXjr1WrsJU2lvPLnx9C+MsvEw0fTvTuu0RvvEF06RIswpH7GzcO+9NrHUtKIho82Ng1yCwEArA8zJ5N1KgRrnHp0uHvo+9ZMIj7qXbPLl4k6tmT6J9/oJBYssTY7+OdoUOJcuYk6tfP2v2eOEHUoweUPV5/fiUm4jmihN+vT3mdloZnuZlnXLwQafmMpmtXotq1jd3jHDmIli7FeE5Ls29uU1Oqm/W6c4tDh/AsrFJF3/b79wvBVuAh3PaFvlFRixGKjGmwI8lPKMQ8dy6O0bKlfTVf3UArxlZvTKPE/Pmo9ytwD6fig4cPZ37lFWO/USrd0qEDkhG1aaNdMsiK89uyhblePfPxURIHD6LdwaDxNsQ7cvFxSvNvIIA47EKF1O/Z1q0oP/Laa8iWG/n7wYMR09aqVXzEvJvh22+ZK1Wy/hlz9ixKr+kt5eMFxoyJfXz+9x9zqVL2t9VN7IqfPncOWarfeMPa9krEW9y3EqEQc+7cxuJlx41jHjXKvjYJBEYQFluXSEyEJUWJWrWgkV682FoNtGRd2roVmu6774Zr5AcfEDVtqmx9ihfkrGBEynFtEnLu3sxw+xw/3pamCnQixQfbyalT6Ddbt+r/jZpl4ZtvYJlr2FB7P1acX+XKRA88QLR6tXx7lDwSovn8c6JnnoEFyW2cnIuWLMH+o5HCFKKtRKVKwTIuxWRHw0w0ZQrRW2/h/bHH0n8v3fPs2WG19aKVMVa2b4eXwooViC22kg8/hHtz7tzW7tdOBg/GOBwyJPyZ348+lj07+pIWN0J8rV2Wz7vuIvr1V6xz0tIQT2+l5TsxMRzeFU08hRkcPkyUN6+xeNn9+4nq1rWvTQKBETywfLkxkQSwyNggaTGZlET022940OXJY90xI+NWfv0VD8mZMxFPMXw4kqdYEdfiNgkJiAkZMAAxIgMHwg1M7SEWCmVc2C5fTnTzzUR16tjaXIEHGDMGgkquXPp/oxZT5ffD/c1J1BZ8ehaEoRAEW7MJfazEqhg7vcdq1Ej5+1AIccx6uXCB6KmnEE+6dm1GoTaSEiWwKPQqZuO1z50jevJJosmTkc/BSi5cQKKbV16xdr9OMGgQ4usHDSJq3x7PqORkKMKaN0cuDDXOncv8se/58ikLtrHmG8mWjWjRIqKVK4lee814Pg41fv8dCdIi13RejvuWIxCAMuriRWPjff9+68e5QGAat03GNzqRbogDB6J+5u+/47unn0ahdyvQqiW4aJFyLTOztQa9RiAQLrEUXeO2XDlc7ytXwnXo8uZlbtvWWL1bQfxx+DBcSi9cMPY7r5VuidUVbtky5gYNnGmrGnbUPTVzrMhSLMWKwUUvkpUrmZ94Iv1nW7Ywly3LPGxYetdjJebNQ4khM7W17UbJzV4rNCYYZG7enPmtt+xp15gxzC++aM++3WTNGtS7Xb1aeZvly5lbt3auTU4SCjHPmMGcL5/9a5FLl5jr18eaK3pcm2HRIuYSJZiPHo3P0nrM4fEulUM0UpKrVCnmU6dsb6JAoAsh2HqMRYtQ6DoYZP7+e+sWx1oxvbfcovxdPMWH6EHuwZOayvzSS1jASos46dztiHMWeIfnnmN+5x3jvxs8WFkocmPMxCoQdu7MPHOmM21Vw8lYNT25Dnw+5ly5mCdODP8uOTl9jO2ePaj7W6QI85Il+o4tLSSl+2PnXCMp6/QK0LH0pddfh8BvhcAQzaVLqOWsVms4ntm0CX0ouu68xLx5zImJjjbJEf7+m7l2bebGjdG3kpLS5xmxY2xcvsz8yCPM/frF1lc3b4ZCYvt269rmNLGM99RU5hw57BnvAoEZhGDrQRo3xkK7f3/mW29FQptYNfla1qXChb1lfXKD5OTMb7UWpGfPHigzrl41/tu33449GYzVJCVltLL5fPBIuHJF+XfnzsFScvmyY01VxElLuNqxIgVbSfE3cWJYIJV+JwnG99zDfOyYvuM6aZU2anm9epW5WzdzSpsff2QuX575/Hnr2h8plDdokPmfRdu2YU768ceMCokxYyCIZRbOn8f5FC8ORb4kHK1axXzffcyDBtlr+bxyBeutF1/MKJjpUQYdPIh7tXKl9W2zm8jzq1XLvJL2wAEkiBMIvIJIHuVBHnoIcQ5ZsiCxyLvv4mWkZEc0amVwfD6iggWJjh1T/j6WuJZ4Qa3Ond7kO4L4YvhwoldfRYkXIyxYgPjBd99FrJ8T5Yj0kJCAREfTpqVPuvTpp0StWxPNny+fFOSbb1CK6PbbnW2vHFpzlZVzkZ7yYNOnIx7ylVeIXnop4/fBIN6Tk4kuX9Z3XD01L62Ya7RKpxw7hrqoBw7gJSXuSU1VTrjHLB+vnZxM1KsXEnFlyxZ724kQ//zcc+FxFQohZrFRI2/EgtvBffchaeRDDxH99x/OV5pbQiGM03iHGXPO4MFEHToQbduWPsHYyJHIi9Gsmb3tyJoVdbuffBJ996OPcL2j+51UNm30aMQ5HzyIBEs//YRxWq+eve20mujzk15yKI13CRFfK/AcbkvWgvRoxXzpdXMzsl+/H/t1yoLgRaZPV7fa3ChW68xOpJa6Sxdo21NSjO3jt9/gLrhnD/6Ph5iqUIj5+edRWmbHjoyWiJo1mdetc7uVwCsxtj4f89Kl6bdv0UJ5jjDiJu2UVVrN1drnQ9jLRx8x//wz+oVksR84UNl7Re48L1xgvvdelEezCif6gVEXbafQWgf06OGdthpl1y7mhg0R47pzZ8bvV61irlbNWdfWa9cwN3brxrx7t/q1j/TW8PniL0zJaElErXltyhTjZfIEAjsRgq3H0Ir5imUilXNTjHRJ0/o+s6Jnos9sccY3ItEumVKSDCP9e+tWuO1v3GhbM20jGEQcm9SfI69FgQLeipGKnIukec+uuSjyWNJxlI7VoYN6uIJegdSpOOIaNYwr644dY65eXf13kUJlKIR6za+9Zk2bJay4RmqCq9nkWE6gZx3glbbq5dIlnFfRosxff6083zRowPzTT442jZmZr19HYq4KFbTj7uNZ8a8nr4CR8xsyhPmTT5xrv0CghRBsPYaemK9YJlIt61I8WJ+sRs9E78WHl1etDV7ECuvP3r1YlC1fbntzbUHLOum1/i3NRTlzot1//GH/sapWRbyZ0rVISLBG+eWUNdKosm75cvTxSZP0C35jxjA3acKclhZ7myOJ1aqt1n4nvQLMoGcdYEVbnXiGhELMc+cia/BLL6nHX7thrY0kJQWKS71CXzwqvbX6VnTFCGm8K/WVdu2Q9FQg8ApCsPUYeoSseJtIvY6eRYTXNONetjZ4EaPWn+iH+Jo1KMU1d6477bcCJ7MNW0nfvsx58jC/+ab9x9qyhfmhhzJ+Hgoxf/ghLNtWCUTRHjJmPAjUUMvaHa3MCAaZR41CH9+0KbwPLUXnr78ylynDfOaMNW2Obr/Z/qoluPbo4e2xoNeqFktbnXiG7N0LpcdDDzH/9Zf8NpFzbdGizJ99Zt3xzaDmhq80jqpXhwuzHoHcbYW0ngoZZctCiSe1Ta2vVKvmviJIIIhECLYeQ49brIj3tBatOLQePdxuYXq8bm3wImrKC58PZR8ki5PcQ5wID/p4xmt1d/Xy9dfMjz2GRa+e2rCxkJbGnDt3+izZ587B1faRR5iPH8/oJh2LQBApOPbvj3qQZvMoRKOlsKtRA9v99x+Ej8cfZz57Vv/+9++HdWvbNmvaG43Ws7BZM2XBQGvxftNN3n6+6o2DNNtWq54hSkLalSso+1S4MMZFMCj/++i5Vjq+mwpaozGofj+EuypVmPPnZ37ySeYPPoAgH33eZpUJVgrDWvd+zRrm996DsF62LDJGq22fIwfcuAUCryAEWw8i1XCzQ0sryEi8CYrxanlzE7Vr5vcjGVSBAoixyqwln+K13+zdy1yxInPLlqjjaTeNGyNBGDPzhg2wYr7xRnpXW0kgffBBWJOVrFFG2bQJCc1On459X1p9fvBg5rVr4SI6YYIx98/Ll5krV2b+5pvY26mGnFVbUkYpCQbnzzPXqaM+jsuW9f5YkM5dzXpotq1afaN3b+3+oCSkvfQSxswLL6hb8r383I2+9mpKksi2njuHRGyDBjE/8ADmhhYtmMePZ54zx9z52mFZ15tPJRDAWFLrf9mymW+HQGAHQrD1KEuWZN4FtheJp8RZ8Wp5cxM9i6jTp7EIMZINNp7w8kJSjVCIOW9e5u++g9XUbkaNYn7rLVhd9NSoHDiQuX176+ICx4xhbts29v1p3e+hQ1E/dM0aY/sNhZg7dXIuE6qkRGjWTP2Z2KsXFA358qFus9K5Z8nC3L17fIyFQABt1SNUGUHLmn/nnfBcqFMHAuonn0DZIwmqWlZNPQoouxVtsVo5AwEIqCVKwJNi1Cjja4RLl5BZffhwKE/VBMSePZlPnoS1Wxr7ds7ZevOpaK038uQx3waBwA6EYOthlDS2Y8Zk3NbtuA2jeLG98ZI4q3176zX4NwJ6lBdaLsuPPeat7MFGic4ALL1q1fL2eTVtyrxiBSxBu3fbe6wffsD9fvRR5hMntLdPS0O/ePtta46flgaB4osvYt+XdL+lRajU5++/H+d38qTxfU6ciHItdruFR6MVMlK/PmKkg0F9AoHcfEAERYXXsFrxqhZ/LT1Drl5FFvgvv4SA16wZhLOCBaEQiVUBaKeC1korZzCIUmnNmjFv325+jaClTMieHfHqBQrg7+zZmf/3P/ef9VrW/YoV7W+DQGAEIdh6nDFjMk5m0RN0vCUSirf2eoVLl2CVKFVK/QEp1VcVZERLeaG1eC5YEHFjPXqgJMWVK8rH8qLyhjlsiciWjfm551BXsk4d5qlT3W6ZMiNHMo8bx/zOO3B1tIv165kLFcL9NlLf+PRpLEqtyg564ADasXx57H1o3Trc6w4dmBMTIZSMGGEui/GKFcwlSzKfOmX8t7FiVBDSIwxGzwfz50N4O3TIyTPTh5WKV7W67VqWwHPn4DkRa9kruyy2dlg5QyHEmjZurD7nq2H0fEMheG647Z2llU2/f3/72yAQGEEIth5GzwQdb+6F8dZer7B2LeLCXn4ZmnSlRVuVKqJYeixoudj16IF7kZSEeNw8eZhbtWKeNg2JhSS8rrxZt465Zs3w/0eO2JsIKFYWLUICp9OnkaDl0iVr9x8KwRJZrBhKjjz4IKxVRvj7b1zDvXutadNzz6VXZprtQwsWYAE8dSqEtsWLzbXn8GH83q0azmYEITPC4BdfIBnQtm3eVEzFysaN6KdmXGslrKoxbMdawC6BORRi7tcPQv3ly8Z/b+Z8vZIXQSlh3sMPM8+e7UwbBAK9CMHWw2hNagMG4OWFiU8vXpmo44Xr1xELV7Jkxlg/uUXblStIWvH+++60NzMQ7a4bqZ2OXvxdvcr8yy9wVStSBMJiv37eV9706JGxrMbPPzOXL2+90GgFZ85gMc4Mq+OUKdbu+/HHmRs1CrvmDhyI8j5GmTOHuUIF5osXY2uTlYv+Pn3wu4ceYv7nH3PtuXoVWVI//9zc763ASaVow4bpx7vXFFNmCQSQXXz16vD/ZqzAVt0Lq0tenTsHpYSaNToWK2cohDVX/frm5kmjLuVeMgRInj633IL5MRCAkL9+vXNtEAj0IARbD6MVk3HrrXjZNYnbgUh8pJ+//0bm0a5d1YvaR/Pff0ieMmeOfW2zEi+67JpJ2hIKIcavdm3l33lBeXP5MhLsnDuX8bsBA5iffdbxJumiTBnmo0dhcapc2ZqY4HXroDQaPTp9aY7PPsMYMtMnhwxByY9Y2meVAnD3bvymYUNjrtWRhEKYg3r3Nvd7K3EiyZ+XhAkrOX4cY8iqzOJW3YtI4bpDByhmjRAKMf/+O8qx5csHryU7leehEPOrrzLXrct84YLx3xtVJkTmWpFTrjpNpUoIlWBGYq3//nOnHQKBEkKw9TB6FjfxZgGNt/a6QVoa4gmLFGH+8Udz+9i/H5p5qWyJV/Gyy67Zvup15c3MmcydO8t/l5KCheWMGc62SQ+dOzPPnYu/a9SAS7hZQiHmd9+F63H0GJH6pHS/jPbJtDTUhR092nz7rOhDs2cjmzRRbImeJk2CssasYGw1dif5y4zPqAsXkDAs2ksjVqy+F8EgFE163PlPncIYLl8eoQNJSbCiOqGYCIWQ6fihh4wpnc0SCOC6NGzofmLL1q2R6Tk1lTlnTm8nHRTcmAjB1sN4JcbWSova++8bs4LdaOzdi0VkmzaxJ2jZtAnumzt2WNM2q/G6ZcSscOH1hXGDBszLlil/f+gQ+s3Onc61SQ8ffghXOGa4xCoJ51qcPo2auI0bZ8wKrBVj3ayZvjnw7FnExC9caK6Nan2ICAtqJUvJtWtIMle1KvOsWbjfZvnjDwj///5rfh/xRCgEl/RYEyN5ievXkQF7xAi3W6KPfv2gXJNbbwSDKIXYvj2yB/frJ/98i7YmE8Xm4qzEG28go7yc94vVVKzojaRmr7zCPHkylOdVqrjdGoEgI0Kw9ThKJQkmT864jR2uKlZZ1EIhlMMoXx7WyOh9+nzMuXLBlfNGJBSCNr1QIVjUrNKCLloETa/Z2Do78boAaLZ9ycnerUF94ADcxyLdbuX44QfEippJkmIX69cjWQkzYj7z5EH8qBGF29q1GA9jx8pfAy2BUrr3eubA7dsxns0oArWUPj16YGHfvz/zsWPh3x04gFjYnj1xjd59l3nYMOPHZ8Z+ixWDcBvP6FHMnjyJa1WxItxZtUrhxAvBIPNTTyGsIh4sa0reEu++i9rSktVy9mwocNSItCY/8wz68tWr1rd59GiMOanGr13kyuUNr4lPPsF1XbIECniBwGsIwTYOiHb3efRRJHqJ3qZGDbysclWxyqKWkoIH68MPhyd/ORemFStgKVqwwJtxl3Zx7BhcFx99FNlprSYpCXExTmiVjeB1l12z/f/vv5lz5PCmi/Xrr6N0jh769UNmXq9w/ToWd2lpWAD7fLimeq5vKIRSQcWLM69Zo3yMDh2UlRJm5sC5c5nvvddcLJ5WDOPZs8hsW7AgBNkPP8T8+dVX+D45GVbjevWMz6HXr8MqPGmS8XZ7CTXFbEoKFDiPPx62/v31l/c9SYzQvz+ytjtdc9gMWt4SPXsy79tnfv89euif+4wyfjw8JOyIN01Oxn287bbwOHZzfbRoEXO7dlDEDxjg3HEFAr0IwTYO+fxz+QVnr17hRY0VWGFRO38erl3PPIPFkha7dyMuTCsjpZcFXyNt++YbLEY//thejfqoUdB067kHTqFlHWvVyn0rg1KZAyUB6tIlCDILF9ofC2iUYBCC3cGD+ra/fh2KMivnlFipVQv1g40IHqdPM7dowdy0qbZ7/+DB+gVbvXPga68xP/GEtpVcDj196Ny5cBLB6tXhQh5rnHCvXkgY5fb4iwWt+pt582KOmTcv47zoRJIqu5kwAcoJs3VXncZuD57Tp60txxXNe+8hqZ2VNZ4jFTPSdYj2zHO6byYlMd9xB2pjFy9uvnyYQGAXQrCNQ/77DxrmtLTwZ8nJcKN66CHrBD2trMzVqqlrKA8fRptGjtS/QNKjLfdywiG9bTt9Gte3Vi1nhPJQCBrrTp3MLbDtQGvhecst6M8bNrjbTkm4uOUWxHiqCaiJid6tI7x0KcozGGH/frjT/vqrNxRJffvCu0HvAviPP+B6PW6cvn6fnKxPqDXiVRAMMjdvzvzmm6ZPW5Fjx5CdtXNnzCmffYakc7FYmWfMgELDjNumlxSOaoKS38/84ovqv/eaYsoIM2cy33cf+kS84IQHz4wZzHXqYB63o48OG8acOze8AGLdt5YF2w1vgi5d5I/dtau9xxUIjCAE2zgkORmLFylD3pgx9sTYai0MqlaFgN20KfOXX6Z3t9u0CTEtX35p7TE7d/aum5heF7ZffsG1GT3aWRex1FRYrgYOdO6YWqhZRpKTsQghQgmao0fDv3NjAZ0nj/r9+uorCAROWMXNnP9TT5mzvvbqld5a7aYi6euvEWentQAOBiHMliiBUiBGaNrUWostM6yq99yDMAurWLYMmc8/+yy94nDgQPMxohs3Yp9mQiK8pnD0eqiDXfz6K/r94cNut8QYTuRcmDYtfP+t7qNS/5f6XPSzzOh8rSfe345rpMTixerHX7rUvmMLBEYQgm2cETl5SkKsXRo8PYJaaipiLp59Fkk32rWD9i5vXuZVq4wfU8tKfMst7k3sWmg9mF9+GVbTChWcSZIl9zC9fJm5Zk3E43kFNctIMIi23nEHXqNGIe7PjQV0wYLKbn2BACybscSA6cWMAHH2LManUbdEr8Ub7t0Li4jaOOvbF9mLmzUzF/Om11Li8xk7/5070Ud27zbepkiCQVh/S5eGAjEaswLdyZNQGqxcabxNXusnzN5PTmcHGzfC3Xb79vSfe8mSroTdfcjO/Wt5H0lrNelvnw8J7NTQWgs5raypVUv9+LVq2XdsgcAIQrCNI4y6pljx8JZLm6+0iL5yhbl+/fDxExOROS/SZVoLrcVIuXLe1cJrLSj/9z+4QGllc7QCNeHn1ClYj77/3v52WMX+/fBQ0Hqw27mALl5cPgHXtWvwXvj2W/uOLWF2cfbpp8zPP4+/QyEkzjl/nvnECcTc7t4NZcvatUjitnAhEh+1aOGtDLGhEGonql2DwoWRzCUWl/ukJO35tWlT4/v94Qdkhjdb+/LUKZQpevxxKCvkMCPQpaaiLNDEieba5UUh0ovCtp0EArC2r16d/nOvWdLVsDO22c4+atS6Kr3UhFuj+/T5mF96Kfx7q5UZaiEORPheIPACN5Egbpg+ncjn0789M9HBg7EdMyGBqHZtomnTsK+jR4mqVMHnkQSDRK++SnTtGtHJk0S33ko0ahTRk08SXbpElDs30eDBRH36qJ9DYiLRuHHK51O3LlFysvz3Ph9RsWLGz9EqihVTPrdQiKhVK6KxY+1vRyBA9NxzOGY0XbsS7dlD9PPPRA0aEOXJg/sb+dvp03GvixXD/Shd2v42a1G8ONGSJUTNmhH98ov8Nj4f+umYMcb3r+e8b7mFKCUl428HDyaqVo2obVvjxzWK2hzATNSkCa7VtWt4Xb2K9717sc033+D95puJsmYluu02vKS/o99378Z+lY4X6/xiFJ+PqGZNogoViMaPx/+R/TxnTpzjAw/EdpyEBKLvviNauFD+/P1+omzZjO+3ZUuizZuJnn6aaN487Ecvf/5J1KkTUa9eRP36KfcDrTm0a9eMnw8ZQpQ/P+ZnMxw86K1+ItG4Me4hEa6X34/2TJtGVKqUO22ygxMnMDdOnJhxPld6FiQmoo9XqOCdeT56vVGsGPqrFfdq/37560AUex/dtg1rIKMMHkzUpo38+amNYyW++Ybo/vvxnOrWDX2eGe/jxuG6Rq/d9FKgANHhw+rfCwSewG3JWqAfo64pdmjKd+xA5r9ILl1Cdsm2bcOujkpJBu68k3nIEJREUUIr7tKrWvgVK9yzJkaiVzO9YQOsWzt34v940OxrjYH8+ZlfeAEWuzlz4Jr333/qycv0nHdyMlxgW7VKr/3+8Ue4ljuVeVTLK6BhQ9zX7dvhtvvPPwgJ0FO7Vg4vWuJGjkT8rOTC/uCDaE+ePHBDtsrNsn9/5QzJsZx7MMjcsiXziBH6tg+FYEnVKlUUySuvhNupNZZnzcKcHkvNYq/1k+hsstJ9bNo081lqL1xgvv9+xFpHY2Vd5njl338xZ2TLZs94lkqPGbXWSi+148qthdSyIu/Zg4SLdqxDRIytIF4Qgm0c0b27sQnUDmEqFEJtRCmW8N9/kR158ODwwllrAnzuOSyk7r0XRdfl4hLV4i4/+UT/os0pTp0KL6AiE0hIfzvZNi3hr2xZ5ilT4LL2xReIq1uzxrsKg0i0FtCdOyNB0qhR6GcNG+L8cuaEANqyJXOfPijNMG8e8/z52uetVDrlnXegGNixwzvnL7dIevlltNUMXlQkLVrE3KYN/h48OH17rJoLTp1C7Wel+TbWcz9/Hi7J8+erb3fuHM71sccQA6uXTp3Ci2a1rL5//YU+vH+/sfZHk5ys/mzq0cO5uE4v9lm7uH4d9c+VlCRGlOHxdG203GxDITzTOnZEXPvQoVDwWd0vjIaHyb1q1FA/htxaSG19NGiQfeEjXbvK71dkRRZ4CSHYxgmRi2u1B1OkUFWzpj2JIgYPRo28bdsgNEyenP57rSQDOXNiHwsXIj1+6dJo68SJKF+hhPQwe+gh5lKlIOh7oRTDuXPhc5Ms2uXKMbdu7U7bBg5UX5A3aQJrVLNmuH/Sd3Zos63G7KI1LQ1ZQletQh3oESOYExKwqFfqp1myoI+pjbu33vL2+aekIOnViRPmj+m1mp5nzmCx2r+/PYv0/fsRgz5xor3nvns3+t+uXfIL9a1boYQaOdJYngJmXIMHHlDf5swZ5jJlrKlDeeQIc/bs6a1KkfOKk33Ga9ZjuwgGkem8e3dljxQjcZpevjaR46NpU+UxefkylLaVK6P/z5yZPqeF1ePZbGxt5MtoEjottJQZzZrFtv+lS7HGK1IE78JSK/AaQrCNA/RoBceOxSRbo4b9xbvXr8cxCxeWXxRpJRmQHqJSu0IhuE++/HK4jNHUqVh4SUS6lkVaRd12n7p8OXxOo0ZhwT1rlnvtuXoVtUqNLPivXVMX8NxOyhWNkntWjhxwUTUiBGgtAm6+WVng9/mgHXeayPPXGgvz5jE/8UTsx/RSTc+TJ3H98+WzXoDZtAkJeObMCX9m57kvWIDzUOrPZoTOtDRcg3nz1Ldp0kQ7M6seQiHsa9IkXJvu3e1ROOjlRinz078/QiPUSpAZsSh68dokJ4fLb0kuuGoCYp48SFoply1cwsrxrPX8uPtu5xUKWsK2z+f+ukkgsBMh2MYBWhPVrbfC0rlzpzMuWFOnYp9Kiy4ti61au9LSEKvavTviJVu1gtuoF13Lrl/H4pMIFuQmTdLXWnWac+eY69WDq+20acY004MGxYfFVkJucXLyJHP79lDuRJe7UELLulO6tLr1262FoHT+derApVVpDLRsiTjgzMJvv6EGNBE8N6wUYBYtgoLHTJkys6i58Jqd2zZvxu8vXVLe5rXXmJ98Uj32XC/Tp0OZJu1LrQ6wE3PJjWCxnTAB/V9PbH+0IszNe2MEo7Grfj9i7J1Eq6/lz49MxRUrWqtQUHPF1qPMiCe3c4HAKEKwjQPUtILSxJ8/P3PWrPY+tIJBJH6qWpW5USO85CZWrRhbve26fh0WjfLlvfEwjnyYDByImE2pHZ99Zs0i0SzHjzNXqQKrsdQOI5rpzBSXNncurG6jRsEVVw2t8+7Rw9uL5FOncK5y/PsvPAjULDrxQjAIt++SJZnXrUNt41q1rLs3M2YgwZZehYhV2CGEJSTg90rMm8d8331IOhQrR46gjx08iP+Tk7UX1HYrg7w4l1lZemXmTNy/06f1/0Z6FjRrFh/CjpnYVTcUjVrtlEJVrBznepIdapUr88KzSyCwCyHYxgFak2LFikgCZKcL1tWrsIa1aIGamH5/2A0yemI1omnV0y4vuJZFP0wiz2/vXvuPr8b+/YjFmzQptv1Imn1JYSL1uTFjLGmmo5w+zfzMMxD2t2xR3zZes3BLlCvHfOhQxs/HjWMeMMD59ljNiRNInvT44+HwhPXrYZmP9d6EQlh8VqyIDNJOY8fcRoSEfnLs2gWr9J49sbWbOb0LssTgwdruok4sqKPHtOTG6oYLppXZ5n/9FQqYw4fNt0cSeiLzcXghrCcSM7Grbglr0X1NuqaRbbHqOaIlSEcmaVPznPCi27lAYBVCsI0DtCbFzz4LJyqyw7p06hTcnvr0wcJIrS1LlhjTtOppl9uuZV4RbuS0/n/9BdfMyJjAWAgEmF98EWWZWrdmfv99JOEwmrzGK/z8M8qkDBuWPolINGrWbWnhIvUBt5MnRdOtGzJBRxIKQeCVSjnFKytXon+//356j4jt2+GhUqOG/kV69PjZtYu5Z0/m+vXhxu8GVs5t0vkRIZNytFXw/Hn0iQULrGl7tAsyM66tllLTqfkyckx36waB/vp1Z44tEcuzI7q/zp2Lc7DCq2DVqvAc36YNc926se/TSoyWNnRb0RgIIJznvvtQFm758ozbWJG4Sk/8rN8P9+fcueMrvEggsAoh2MYJapPi1avMefOiNqzVAlhyMqyB77+P/7UWYlWqGNO06skI6LZg6bZgzays9c+Rw56shIEAXFx//x31icePt/4YTnHuHBa2990HS58Z5sxhvusuJGJyO3lSNF98AQEtkrVrtbPieplgEK7kpUplvGdy5Zd8Pgi59evjXkcjN36IkI1dTeFhN1bNbdF1W6MXzcEgLN6vv25Nu6NdkCW0Ft5Nm1pzfDM89VTGDP52Y/bZodRfhwyxrm2vvcbcrx/6xj33oMqBV9BrsY3VAm4Vly4hZr1FC3UX/1gTVxkR+L2am0QgsBsh2MYRapPik08iSYxSxthixYzHVP32GzTEP/wQ/kxPFlktQTayfYULwxVwzx71GCQ3S4647QrtlmC/fj3uz5o1yFbtZL1WO1iyBDGaAwfqS7oicfYsBKzffrOtaTGxfz+E9ki6d3d+EW8VJ06gNmfr1rj2kWiNhTVr0GcjPQzsSNBkJbHObXrmh1GjmJs3D9cajwU5F2Q9bbG6rIlRdu2CG6+TVlut52WJEhBAFi9GAshQyLn5/uJFzOvJyZgrnn3Wmv1agZbLrc8HJYkXsrQfPgyF/uDB9ns26RX4JaWJ10q1CQROIATbTMLMmUhzzywvAA8bhsWi3of6V19BGN64Mf3nWhporYQutWqlb9e5c7AI6ylR5FbJEbcttm4e/6efINR98glz9erxn4jo4kXm3r1hofj9d+3tQyEojd54w/62mSUUgvVMSiZz+TJKyJw/7267zLBiBeadDz+UT8amZyw89hiUGBJuZ+nVQyxzm9Y1adsW/d0qd2s5F+RIIhfTkjDmlcW001bbwYOVBbQsWcJW9DZt8BzMnRtj2SkX0mnT0IarVzFn9OplTYIrM0S6Xvfvj9I90rogstRP06buK6Mk/vwTnk1ffOHM8fQm1YpUuHupVJtA4ARCsM0knDmDzMhKgkcoBCtOx47qWvtQiPnNN5HxVy4hjZY2WS3GVk7b7LabsR7cbqPbFuMpU6CRbtGCefRoe4/lFKtWYSHZt696WZRJk+De6vUY4/btw7GTX3zB/PTT7rbHKGlpzCNHorxStDJNYts29Qzp0liYOTN8/lpZen2++E+iojU/3H57bHGZkQJHr14Ie4l2QY5GWkw/+KB6OSqncdJqe/UqEtip9dfo63L1KnPjxs6VGEtLY65cGUnmJOHRDcueXHJGnw91lr0qlH35JYTatWudPa6U/CueSjcJBE7iJ0GmIHt2onvvJfrjD/nvfT6iTz4hunaNqF8/ouRkoiFDiDp2xHsgQJSSQpSYSPTbb0SrVxMVKZJxP6VLE02bRuT3E2XJkv592jSiRx5R/75UqfT7mz4dbVNq87RpsV0XK7jpJlxfvedkNcWKKV8jZqJ8+ew9/nPPEbVsSfTvv0QffUS0bZu9x3OCunWJNm/Gva1ShWjlyozbbNtGNHo00cyZuN9epk4djFkioqQkjGOvEwhg7nniCaKSJTF3bdhAdP/94W3278c9qFCBqHNnojx5lO+Fz4ex8vjjRIsXE126pD6/SBQrZtEJuYTa/BAKET32GJ4NZkhKIrrnHqLx44m+/RbPkJMniVasUP9dqVJEY8YQLVlCdPo0UYEC5o5vNffcQ1SrFtHnn9t7nN27iR54gOh//yP67DP9z47bbiOqXBnfyyH1cavIkoXo5ZdxfyWxKBQiCgbx3rUr0d691h1PjkAAz5jI40ptefVVtGHWLPQnu5+1egiFMG+9+y7WSrVqOXv8OnWIChfGNVOCGddNILghcVuyFljHxx8jGYQaV68qu/6WK4fEK1q1P5m13Vv0ur+4bY3U4uxZ5nvvRfIgt1x6tOLW8uZlfucde5PghELMXbsy58wJ662ePhIvrF0Lq9Lzz4fj0C9dwme//OJu2/Tyww/MBQsijvLuu5l373a7RepIFprIJFCShejoUcQd1qgBC+6wYeHsznq9J559VrsEmvTykhXIDHbFtVrlqfLUU8yzZ5trgx1IJY8GDLDe7TYUgntv4cKoFyzhtZrikVb4WrXczZ7rdqiPES5cYG7ZEq7jap4+djJkSLg+roihFQgyIgTbTMSRI3CzUop9YtZeBDkdV+Plh1pKCnPDhnCHchu1B9g//yC+umRJxEZbkSBGjpSUcLziyJH2HMMtrl5lfvVVjJ9Fi3A946UGbGSW4Eh3Qq8ubrTixPLnR4zdxo3yc5mexdyyZYgD9XKWXitRqqU5bZr5fVo1Ny9YwNyqlfl2WM306emVKVYJA+fOQVCsWze2OrPM9gosajXZ3VAue125LXHgAOpdDx9u3zNWi5QUKE2OHQt/JmJoBYL0+JiZ3bYaC6yjRg2iqVOJKlaU/37IELgdBYMZv8uShWjAALj8OEUgAPewUCjjd34/0Z49Gd2PAgG4GB48CLesxES4SGt9ZwRmom7d4Po1ebK2O6MT7N0L9zXp3Lp2TX9ttm0jGjyY6Phx3OMGDaxvw6VLRPXrE23dSvTdd0R//hn7tfYSmzYRVauGv0+eJMqd2932aGFm/LjNiy/CpV0Ovx9z0Nix6vvQGguhEFGJEkRffkn08MP2XB+r5hqrkK7JunVEW7bAHbt6dfP769gR7sdK165dO7iIapGSguuzcyfR3Xebb48VWP28kVi3Dq7ynTsTvfaaNaELWn3cDGrnL4cTawKvrUnkWL0a93bcOKL27Z0/vtQH16whOnGC6Oef4/9ZKxDYhtuStcBa3npL3Zpml3Y0upi8ZPlV+jySSO20ZG1S0k4r1XNNSlL/zihjxsDiE48ut8uWMd9/P0py/P13+u/03A8tTpxA9k7JcpOZXKCSk+HanZCA7LxSQiav4mWPh2j+/Rfu7GpuwVZaaAYPhreFNL9I1ikr+qqVc42VHDqEEi5btsS+Lyv7VrdusVmPrcLoOWnd52AQfaxECe+WA4tEb7kYq12f1fB6Oa6pU5mLF2fesMGd40fXqPZSlnGBwIsIwTaTsWMHshwqofVgi8ymqlcIipx4I9PyV6igf/EXmUWzYkX5h5mWG7VVcUnffIO42ugamvFEMMj89ddwT+7SBW7qVi3G3c4SbRfXrjFXrcr87bf4/++/oSDo1In5v//cbZsSTrnxmVGInDuH2N8+fVBuRmpXzZrOCOM7dmAch0Lok488grjpWN31vNr/r1xBf50505r9WXmey5djbo9VqRYrWjHXRYowT5yIuPvt29XP//ff0aeeeCJcasvr6Ik5t0r5o5f165G7wWuKotRU5CypUQNx/9FYoSTWwqtzjUDgZYRgm8kIhZjLlEE8iBw7dyprR30+/LZVK5T8kRNWmzZNP4Hrraumd0Let4+5UiX577SEcisSYPzxB1L4K12/eOPaNeZ334UV0iqteDxZCY3Qty9zjx7pP0tNhfW+SBHm775zpVmqOHEv9CpErlxhXroUyU1q1ECsbIcOqAFctChKEp0/7+xirVo15k2b8PeQIUiwFyte7P+hELwM+va1dr9KsbtGBY6pU8PXx03BRevePfkk89ChEFizZlV/hmXLhvreajktvIba+fv9UDrdeSfKFDkhNJ05gzrpq1Z5K1b03DmUXXrqKcxr0TjlseHFuUYg8DpCsM2EDBwIrXM0Fy5AMK1VS3lSTktjHjdOWzCVJnCjrk3Sq1w5eS3nnj2ou/jkkxm/16NtVmqvHsvVvn0QYP780+yV9y4vvWRd5st4SfZhhB9+gIeB3CKGGQqhWrXQL48fx2dOaOy1sFtI1Nr/t98yjxrF3KABc548yMr83nuwdodCqGtdtCjqAUcKAE5l8/zgg7Cwl5DAPHdu7Pv0Yv//+GPmevXsCZ2IFDgGDYJHzcqV+n/vJauTkba0b6/+vGnc2Ll2W4We8//xR+aHHrJfYA8GURvdC8kZI0lOhmfH6NHy18DJ/uzFuUYg8DpCsM2EfPMNBLTIBfc//8BFefjwsGueknZUj7AqLWorVTIuaEbugwha4sGDYRmT4uDkFrt2WmzPnMHDzItWOSuw8gEZ71rkaIF01SpkmpRKyiiRlgahrXBh5u7dveM6Z6eQqDXmihSBYLt2LazbEqmpzK+9BhdkpXhPJyw0J0+iDFJKCnOjRmhnrGhdk5YtnbXirV6NGEBJ4WI3P/3EXL++/u29Nl/oHS9ea7dVTJoUPge58w+FUA1ACsmwi3HjmJs1cy/DsBxLl2Ys1RSNk/1i0CB3SzEJBPGIEGwzGZGlPyIfWrlyMc+YoW8fei2jxYox165tzoqqJOQqfderF9wK1YRas1rU69dhcXr7bWvugRex8mHsJQuMUeRcyIgQh6yXJUvU+6ob52+XkGhGIXL0KKyHHTuG6wK7Sf36sLTfdRdqFcdqWdfq/zVrwpV1zx5Lmq/K0aOwiK9bZ/+xJEIhxKLrTZbkRauTnvESz/OcGkOHIpeG2vlv3Yr8DFev2tOG1auRcMtLuQs+/hjnvHWr+nZO9eeLF5kfe8x7zxqBwOsIwTYTYdWDWK/FtkMH9YyGVr6KFoXFpUmT9IKJ1JakJHOWq1AIQk23bvEVK2WUlSutfUDGY2F4PeMjGGS+fBkLriNH8Nnff0NwWLkSNW5bt1beT2bTohtViPz6K6y4kyd7YzxNn54+R4BV/TS6/0vHSErCec+cieswbJiye3usXL/O/MADzFOm2LN/NebPZ370UX3bxrPl89NP088Rkc8br2AkJGLPHvRLPYkRn3vOOmVvZBv79IEXhdMhP0rXKSWF+YUX4H69dq3ytbxyBfNJvnzKz1Kr+vP+/XD5HzoU2cTj7VkrELiJqGObibCqHpyeWnfS/hITicqWxbRuJz5f+BUKETVpQpQtG+qpdu5MNHQotjNa+2/0aKKVK1EX7uab7T0Htzh+HLU869VDjWOfD/dLep82jSghwfh+7aizaCdq44OI6LbbiO64A+9Zs+Il9/e6dThnuT5vpL5nPKC37mdaGtGIEURz5xLNnq1cR9tJ7K7xG9n/s2Uj+vVXov37sW8ionPnMC8tWUL0wQdEjRubP5Yczz+PPjhpkrX71QMzUZUqRJ9+SvTAA+rbxmOtZSKijRuJOnUieuQRov/9j+jwYaLkZKJWrYiGD3e7dSApiei55/TN6czog507Ez39tPa+jx8nqlwZ89mpU+ZrNUe3UZo3p08399wxg9J1atiQ6K+/iPLmJWrbFnNY9DZjxuD8v/4afaFFC9SylevPPh/6SCz9ecUKXJfImrnx9qwVCFzFbclaYB1WusgkJalbYiUL1+DB1rgiG31Jxw8EYM29dMn49Zo9m/m++5ABMbNy+jQ0v599hv+9lHnSaawaH/FsgTKDZJ2UrlO0xeCff5jr1EFZJC+4Hks4fZ8aNECMXjTr16MMz5NP4lpZwbRpSGZ27Zo1+zPD99/Dg0YPch4eRLBoe41gkHnCBITaLF+e/rs1a5jr1nWnXdEY9dCaMwdt1+tJEentEJkRW8qJocel3wvu3HoqN2h5qA0YwHzqVHifSh5LhQsjV4gZb5VQiPmjj+CivXmzZacvENxwCME2E2H1Qi4QQBZlIuWETh06OC/USufTvTvOqXRpLKyNxM79/nvmKusjx4ULKLvyzjtut8QbWDU+vLBYc5rvvkOComiFyKJFcG2cOtUbrseROB3bOXs2c7t28t+lpTF/+CFzoUIovxWZaMso69dj7pKrrekkwSAyia9fr2/7aKXat99CENCKaXSS48eR7bhFi/SCjEQwCIH38GHn2xaNkfns4kW0e9s2ffvWEgb1usMOHOi+EtBs5Qatdsopic+dg/Lg5ZfVk2JFu0Vv345wqNq1mU+csO9aCAQ3AkKwzUTYteDWyqDsRIxt9Cs6Zk46Rz1xJ3v3YjHuZMIVp7lyBQl8Xn/d7ZZ4ByvHRzzGGMfCV18h8ZJEairqwpYrhxhkL+K0xfbaNcQOqi1Mjx1DUq1KlVAz2ygnTsCis3q16WZayjffQAg0y/LlmIu1MpI7weLFUBh88IG6kmbQIObx4x1rliJGFDcDB0LY0oteYdDvZ/7iC7zGjEGSx8cfZ65enblAAeZbblH/rROJw8yWCTTbzitXMCaefVZegaWUwLBePcTNCwSC2PC77QotsI7SpRGH4fcjBjbyfdo08zEZpUohzmTWLLxH7icxEdO/00jHDAbDsS6hEGJP9u5V/t3Zs4iRee89oho17G+nG6SkELVpQ3T//USvv+52a7xD6dJEr76Kv32+2MZHQgJiAwcMQAzagAH436mYMafZty98ff75h6h+faIjR4jWryeqUMHdtimhNjcxY66wkltvRex/+/ZEHTsipjsQSL9N/vyI1ZswgahLF6Lu3YnOnNG3/9RU9LV+/Yhq17a27WZp0wZ9Y8sWc7+vXx8xwk2bYj9ukJpKNGgQUd++RPPnE734IuYHJTp29EYMfZ48ynkwfD7EYhIR7dxJ9M03iB/Vy8GD6jk2JEIholGjiDZswDFr1SLq04foq68Qa/ryy5hjtdpoJ0WLxrZGMdrOrFmRa4AI4+Pq1fB3gQBifUOh8NpFyvmwejXiuAUCQYy4LVkLrMfJOMrz5+FO5rTF1qjbEDO0oQ8/7A1tu5VEujUNHIjs0Zk9y7MZzp5FOQciXJ8bMc7YLM88g0y4CxfCwjZtWnz0Lyct60ql1pSOde0a8xtvYP6cMUP7er70Eu6D1677V18xP/FEbPv4/nuMTaddfPftQ7hGYqL+PA2hEDwVdu+2t21q7NwJ67KSt5TkgRIKodzVrFnG9t+9uzXWTLfDNoJBxP7HsqYw285gkLlfP7gmnzuHa1GrlqhLKxDYjciKLDDNpUvIsvjYY9Bg795t37EisyIHg+GMhXKUK0dUqVL6LI7M+PvWW5HJU00jL0cggCyOUlZCM9kh7SA626OkZW/ShOj9973RRi/AjKyXuXIRLV2K+2m0D9yISP1+8mSi7Nnx2fz5RPfd52qzDOFERtFYMv/u20fUuzfR5cuYm+69N7xPac65fBnbbdwIi5CXCAbR5m+/jS0b9ldfwfq3YgVRvnzWtU+JWbOIBg5E9tmOHY399qWXcC8KF3b+ebBkCfrwpElEJ0/i78j5X/JASUjAOU6dijnPyHzXowfGvBZ6qi3MmJG+jbFm49dLKETUsyeu14UL8Nby+9M/J+WQsppb0U5morFjMa6PHg2LsUrHzUwZ9QUCtxCCrcAUly/DfaxePaI33oDb3bhx+tyXjOLzwWXv/HksIs6excNaqWxLpBAsPZiOHiX67Tein34yXtbHSEkFJ9Eqy+TzOVtSwctMmkQ0Zw6E2507UX5FII8kUC1fDldjvx99TBpTbvd7LxJrqTVmou+/D7u2Fy9O1KuXssDiNb74AnPrt9/Gtp8pU4g+/BDCbc6c1rQtmkuX4C67cyfcwkuUMPZ76Xkg3RO7ngdyytSlS4neeYdo3rxwCECk4ubkSZQmKl8ev1+yBOW3mjQxduyOHeG+rLU61FuuyelyNcEg7tFXXxHlyEH05ZcYU1IbLlwg+uWXsKAr3cPRo1Gmy8p2BgL6SiIaKckoEAhUcNdgLIhHLl+Ge9OQIWG3OD0p9dVePh8yMOtxGzR6LJ+PuUwZc2V97HalUioar2f7WrW0E3xk1iy9RvjrL7jPHjvG3LIlMvkK5IlMbCL6lH6sysB84QJzQkL8XfvUVGSn//lnY/OZHBMnojzS2bOWN5M3b2a+5x4kgEpJMf57p1xr5RIM+XxIHHb8uPLvPvkk7NYaWarHqOu93uRRY8fGdJq2kJrK/NRTaF+ZMsx79shv51TIlpFEXF4c2wJBvCEEW4EhrlxhfuQRxHJGx3pFxrOZEWw7dND/sImOndPKzPzCC+bO187MqnKLF7VFSPT2erJR+3wQgM0sMDMDly4xly/P/MsvzFevMufJg3dBRvQqjEQsWEasnCfitU5yly7hNsYaz/zWW8wPPMC8ZYs5QTlaYbhnDwTmokWR/dgsTtwbs8KzlUK3nrnA7/deX0xJYW7bFu177DHmM2fcbpF2VmazygeBQCDPTW5bjAXxw7VrRI8/jjiqsWMzxuwkJCBbp+Tuc/w40apVmL618Pvh+iNlYNYi+lh//QWXKKUYN72ZR6M5eFC5/cEg0bvvwtUrRw7EIGbPnv7v6P+lv0+cCLuzRdO1K84t0gUqMpuiEZiJ1q2Dy7JX3Rjt5MUXiZo3Ryz4r78ia+dtt7ndKm8yfbq+ODxmjAtBmMREhGLIwWwsA7PanBPrtbcrV0AgQPT55/g72h1bbj7T4tVXif74g6hKFbhoMqNvjhunPY/JhY6MHYu48PXrkU3YLNu2KYfAWDUu1MahFAog94w0+zs5pAoLXbqob+eleSAlBRnJ58+Hq/k77xDd5IEVbrFi6velZk24Stvpmi0Q3Eh4YNgL4oHr14lat4aANGGC8kQdLZju3YvYM61EFMEg4lCMEHksKcZNjljKCqg9lLJkQemNwYMR93vmDN6l15kz4YQv0d8dP64spDLjWj/4INEttyDh1R9/6FMQKO1PWlwbXWDGM199hTi61avx/88/EzVr5m6bvIyaQBWJU2U64glJEOjaNXwNpfg9o6WktBbCZq+9nMCnR1DUg5VCFREE5V9+wd9GBGU1BeDOnYitNCvYJiURLVyo/L1V48KsYsNqhUhCAtGff+LZLbdfN+eBaAVNp054Dv/6K9FnnyEnh1dQU3r5fEKoFQgsx22TscD7XL/O3Lw53HnNlpqQXIe13Ge7djW3f7tin+zar1ZMXp06zN98w/zll8xTpyLmzKh7dzy5MVpNcjJzoULMBw7g/1AI5USOHHG1WZ5GxILFTiCAUjD16pmP27NjzrE7NtSqGGMJtb7o8zFXqYISPU8/zdy+PcoNNWvGXKyYPfOfXtdcK8aFWXdnO9yk3S7XI4dcCA8R8x13MK9c6Xx79OBk2TGB4EbH77ZgLfA2qanI0lmwILJVmi2RkpAAV+FBg4hq1FDebto0ogYNYIENBPTvX7KYSFkqfT5YVKVMomY1otH79fut2a+WVeahh3DdO3eGheL++80dJ5JQyFuuY3Zx/TpRhw5E770Xtijs2YNsoYUKudq0DAQC6OsdOxrv81aTmKhusfX7Y+/3mZ1SpYjuvhvlPcaMMXedIuccaa6Jdc7RY1GNBautzFreA1mzIsSgfXvMj336wH25TJlwuZZoYnEV1uOmb9W4UBuHam7tZn+nhh19MRYiLfLBYPidiOjqVaxTvIi0/pGyng8YgP9vtNAggcAJhCuyIB2RLj6FCyN2tUgRok8+UV4w6EVyHX7gAfXtVqxAaR6jbnIJCURbtxL9+COE5+LFrUnXL8XztmuHBVXdurHv18qYPL0wwxUvszNwIO7/k0+GP/vpJ++5IdvpGmqGSHfayDaFQkTVq0PhZHeZjszAwYNERYvGto/oHAKxlh7RyhXw7bdEVasSPfJIuF6xEWrUUI89NTqfqQnKfj/m4CeeyPhd1apEy5bJ/y4W11ktQfvee42X1FFCGoeJieFrEFlSSKkPKI1fM+7wkVjdF2PBapd3J9GbP0QgEMSGqGMr+D+iF9pSz5g6FQ9ZqyhalOjwYX3b6q2TR4SahG+/jZjKbNlia6Mcr71GVKAA0QsvWLM/I4Xr9dYV1MLI9YxHfvyRaNgwxIZlzRpW1EyfTvTYY0TDh1uTLCdW1GoQu32PnK45mZm4dg3X7Phxt1uSHrU6uz4flD7Zs0MoLFIEY6VRIwiscgl4IhWgd9yB2NMuXcJJBbXmMy3Mjg+7xpVWneIqVZAQ8J57MFc/8QQs95HtMpK0KxiEd0nbtkSnThkbh5l5/HbsCCWM0v1t145o1izn2yUQCDyE277QAm/gZCxNrVrWx4WuXo34qkOHrGtnNO++y/zGG9buU295I73xjzdynO3hw8yFCzPv3In/o2uyeimuKV5LugjU2bOHuUYNt1uREa0Y0QcewPgJBpm3bmV++23mBg1QHqt1a+bPPgvHq0fHOEpxr0lJ1tYGNRuXaEc8o57nY1oa8/LlzN26MefPz/z448iT8OmnxtuzahWuvyA9Yt4UCARaCIutgIi0NdIDBljnRrNkCSwCevD5EEelpoXdu5eoYUOiuXOtiUVV0q5/8QXR5s1EEyfGfgwzbVKyREgxxZGWdqVRnVm12mlpRA8/DOtEly7etogSCctDZmXxYljLvvnG7ZZkRMlDZOpU9MMRIzDHd+oUdve8fBkl2xYvRsbZa9eIDh2Sn1/sGFdmrY92WC2NeNikpOB6TZ6MMAg51K7Xiy/Cvblnz9janNnw+rwuEAjcR8TYCojI3tqJ0Tz6KBYIehKWaMWFnj5N1KIF0QcfWCPUqsU95s6N47mBVvxUZAzUwYNEGzYoux1mxlItI0fivKQFpldjsUIhogULICwolXsKhYg2bSJauZKoXj3zCdsEziMJUmrYVUtWC61Yyfr1iZ59luiHH4gmTSLKmRNuxk2b4kVE1KsXvpN7VtgxrszGJdoRz2gk1vSWW/Bc+uMPlC1SmovlrlcohFqsw4ZZ2/7MgF1xxAKBIPMgBFsBEakn6wiFiNauRV3QJ54guv329N+bWahNnQqr1WuvwQLw77/K2y5aBA189ENLqq3bvTtRq1YaJ6gDtRqIXbsSzZ7tnmBLpL2wkhZIklZbDrsSU7nJsmVEc+ZAmJf6sJOKGj2kpaH/vP02MneOH0/0zDPKloc+fYhefx01j/v0gRUta1Zn2ywwjpZg63bCMDWBr0QJKFPeeQdKwk8/zZgQ6cwZ5X27Ma6cxqjAbGYe+v13PD/N1ts1gltKlljwUjIrgUDgQdz2hRZ4A60Yoi++YO7cmTlfPuYePZj//BO1QeVqypmJZ2ra1FhcaCiE9sRSWzcarfid7t29GT8nx41SN+/4ceaiRZk3bUr/uVZM8gMPMJ89a3/7rlxh/vhj1NB98knmjRvD3+m5R5s3M3fpwlywIM7p8GH72ywwTnIy7k+RIsxt2+J/uW28VhNUib/+Yq5YEXP9xYvhz0WMozHMXK8XX2T+5BP722bVs1sgEAi8hIixFfwfemKIzp9H/FhSErI17t9vTbyV0ZjDN95A5tsff5TP2mkGrTY8/jjKH+3da83x7CYzZ8ckwn2S3CT79En/nVYs1nPPEf38M1G/fnCvvO228O+ssGBcuACL18cfo4TKoEFEZctm3E7vPTp1CvF6kycT1axJ1Lcv0YMPCjdlN5H6yvLlROvXo1+FQshJIBd76WQeAyu4fh1ZxOfPx7PhgQdEjKNRtHIjLF4MjxNp/CckYL7YuJEob1532iXuozzxaN0WCG5I3JasBd7CSFbL555DNkwrtPdqmm2fD9ZSiS+/ZK5Uifn8edOnKcvAgeoWlYEDmXPksPaYAvO8/TZzy5bKFnsti+g//yCDafHi+Gzq1NgtGCdPMg8dylygAHPfvtZbWFNSmGfNgsW5alXmzz9nvnbN2mMItInOuK00Z8yciWzqnTszZ8umvm2HDm6flTy//cZcqhTzq68yX79+43iDWIXS9br9dvnPy5a1v03C8m4MYd0WCOIHYbEVmEbNwkmEGKEOHYgqVSKqWBFZHpXiBNU0yBJNmyLWcOhQot9+Iypc2Fh7JY3rtm2Ilc2Zk6hCBWhemdHWLVuUf1+9OuI4U1OJDhwQ2ls5nNJq//kn0VNP4X7kzKm8nR6L6O7dsIAuXiy/D58Pcdznzyuf0+HDRBMmEH3/Pb7v0wfJxuxkwwYkTVu5Esfs2ZMof357j3kjEzl//Pyzvt+ULIk5q2pV9K/PPosfi20kFy/Cu2HzZqIvvyS69dbM7Q1iNdHzUMOGqAyglIQrOdne6ymysutHWLcFgjjDbclaEL9oaX0TEqDp7NuX+eGHmXPnZr7nHub27Znfeov5p59g0ZIsbklJyhbgyNfrrxtvq6Rxjd6/9FmOHKg5qKRdnz6d+fvv8Ztq1YT2Vg6ntNpnzyJmdfVq6/apFZPr88mf065d6OeFCzOPG2e9F4Eejh3DmChcmLlTJ+Z165xvQ7wixcZKHipKsbFSDgA981Nkn4m0wsZTjK0SP/yAOOJ33kHNW4E53LaYas13JUowz56NHAE3Om7fK4FAYAxhsRWYxqgmk5no6FGiv/9GrKr0/t9/sOZWrIjsyxs2qB/XqJZUjzU4cp9qVr7y5Yl27bKmXZkJp7TazERt2xJVqQLLvVVoeR9E4/cjFm7fPqJXXkFsnBSn6xbXr+Mc3n+f6OabYTVu0walRwQZkctQHB0bK22jt19E06MHyuNIyOUxCAbRh8aPj/WMnOHkybAHw4wZREWLut2i+MNti6nWfD11KmJ/ly0jatYMGdxr18Z3Nxpu3yuBQGCMG3CaEliFVFPO74crXeS7XE05n4+oUCG4FA8ZgofBzp0o9zNhAlHlykQ7dmgfV6r/pxe1mqZy+5RKOsyahffI80hNxTla0a7MhJ66sVYwaRJK4AwebM3+JNTKXckRCsEdc/duuAC7LdQSoT21akHg/t//kGCtWDGiUaMgjAjCRJb2CgbTv3ftCuWWWvkvsyQkQMkzYAAWxAMGEM2bRzR3rnq9bi+RJw/aLAk7n38u71IrUEZtvrGj1ngggGdux454J0IyRJ9P/tndpQvRzJlwia5dm2jECDwHhw3DZ0aOFQhYey5OwYwaxGvWKM8BmbUuvEAQz4g6toKYsKKmXNasqJuYLRvRlSva2zOH6//piencv197cRq5TyUCAWSnlYuR07uPzIpavcZgEJlV770X8dZlyxq3IgYCRGPHohZsYiLuqZWxu4mJqCeqF7+f6I47rMvIbQVKFsg//4RC4NFHYcWtUsXtlrqPlrLrxRetOc758xk/k6uFunEjhNzPPrPmuHbj80H4qV+f6NlniX74AW23O648s6A23zBbW2tcqXZytmzwkJo/X/nZfeedeMYnJEAB/dVXqBl/991ETz9N1L59+hwH0rGI8Mz1+TBvjxljvTLSLoJBKJpGj8Ycn5qqvK3V90ogEFiA277QAoFE9+76YtekuBa1mM5QiHnLFuZ+/Zj/9z/t2DitWBnpWLHsIzMzaJB6/GCjRqg5XLs2c65cqJHZuTPiUn/9lfnff5WzG0dee5/PvtjdxET98ZNeu9da8ZvbtjFPm4brXqcO85w5zKmpbrfaPTp0UL5ePh9zuXJ4GYmplXv16KGvPdeuMVeowLx4sb3nbQfBIPOECYi9XbDA7dbED5H5HCLHqpXzmtq84POZi+sOhZjXr2fu3RvZ3594gnnePObt29WfkWPHWndedpCSgmt/zz3MLVow//ILc4MGGMNWZMwXCATOIGJsBZ5BLX41Eqn+X6NGyvUBS5eGO+Yzz6Du50MP6Y+xjUZPjK7WPjIzly/D7WzBAvnvo68LM7T/f/8dfv31F1wxJatuxYp43Xwz/rc7dlfvPbbj2Fagt0YqMzKKv/8+MoD37AkLi1pm6cyInutFpLyNXqJjbNXYtAnuyVu2wJoWb2zbBite9epE774La19mw+qs71I+h7FjMdft3GntnGJ37eSUFKJFi4i++ALvly8rb+tEtmczXL2Ke/DuuwjlGDyYKHt2xBZ37Ij/fb7MXxdeIMg0uC1ZCwQS5crpzzbao4d63duuXdPvW9KOy2VF1tK86s2YeyNqb/fsgaVp0KDYtdqXL8MSMHUqc58+zPXqMWfN6ozV1GxWZK+gZoFUqpF64ADzK6/A6tKtG6y6Nwp6MhSrbaN3njJam3bo0PQ1u+0mORnHkyzU3bvLZ4bWy7VrGEulSoWzluvJPB0P2JX1PRhEX7njDmWvFbPonRdivUcHDuCea40HL3m5nD/P3L8/8513Igu01Pe3bkVt8y+/dLuFAoHADEKwFXgGva7IPh9ztmzK3yst5AMBPFibNWOuVQvvgwdru2PpcVuMh1IdVvP99ygxM29e+DPpGksLpFivS7Nmxu+zUU6cYC5fXv045cpZd05Ws2EDc9my5hUAly4xf/oprkGDBijpkpbmXPvlcEIYkpRd0j2WE1Siy39JirF69ewJTXDSJXnMGOU5LVZhbc0a5tKlmZs0yRwunHaWavr9d+a6dfFM2rjRujafOoXQD7U++tBDzO+9Z+4epaQwz52LMJPixRHioOa6b0bRYwenTjG/9hrz3XenD23JkiVc+m/ZMrdbKRAIzCIEW4FnSE7WL9gWKuRcbTlRxy49qanMAwYgXtNO68u1a8x58yovKGO99ocOMb/4IiyWDz4YX/c4FGJeupS5YUMIQu+8E/vCOxSCQNW8OeoEv/MOagZHY7fQGW0ZkxbLTZtaf6yPP8b1U1NaKClrtOpumxV4Nm6EBUlvTWQz90NJqI2cY2NV4GzerHx94qVur4Sdz4CXXmL+8EOMt4EDtbfXut+BAPPzz2Ne69FDfV546inj/ffAAXgWFC7M/PjjzAsXQhGm9fx2ex49cgTXukABXJ94ryktEAjkEYKtwFM0baot2GbJAuuuUw8mO7X18ca//8Ja9fTTcB22kz59mDt2tP7a79rFnJCAhdm4cRAg4uUeB4OwlFevDmvLTz+F3Rcj3e1jTbIVCDD37cucPz+Sfu3ahc/tcseU0HL/tcKaGMmECcxvvmn+94FA+jnLquRmQ4cyt2+vLbCauR/JyfqSYlWqhHHy9NMQgNq3Z27TBsJMixawxj72GJQrDz8M6+ADDzDXqMFctSpznjzeFXL0cOoUhLaRIyEMqQmAZi2RwSCSbh07BkVb4cII61C652r3e+1a5tatoRSZOJH5wgX8Rm1e0CuwS9bZxo1hnX3zTeajRzOej5rCxK15NBBAqEWhQmjfuXNCWS0QZGaEYCvwFHri2qQHZLSboJ1ubk4ey6usWcNcrBjzJ59YHwsWzfz5WFhfvSp/7SWrvZxFUYkNG7DwK1kSrrfbtqUXHB58MKNrmtP3WMkac/06FrX33AP3bCl+MZpAAMJFtWrWuE1fuMD8wQfMZcpAcLHbAqcV62z1ArlXL+avvop9P5KV7I47YHWLtX2ffRY+V6W+qFcZEwrB3f7335m/+AIKES2hlgjbzZ+PTMe//AJr/rJlzCtXYi5YuxYx8Zs3M//1F7Li7tqF4+7fz9yypfG4b6swasW+eBHnNX48c7t2mOeKF8ffAwfCTV+p78ciCP3xB1x4mTG+pf3J3XOtZ2P58syzZslnO1+2DLGkrVunnxc6dFAf0y1ayFtn1Rg7NixE25nFXou//4ZitFgxzGGRilgzOQkEAkF8IARbgecwkujJ6phONZw8lpcIhWABKFGCed06+48nWS4kKyGz/LUfMwaWou3blRexoRDz8uXMjz7KfN99EGJSUzNaPqRFzqhR7t1jJWuMtDh76ikIEFoMGcI8aZK1bQsGmdu2Vbf0NW0a+3HUFpx2WFSaNIFwYRUtW8KyFQt6BVY1JYDPh7jrKlUQM1i6NKxtvXvjMy2h1opEP25ZxbSs2NevQ8n1ySewSN97LzwTmjVjHjECwtvJk+n3pdYnY1G09OsHoUvPPVfzZvL7YelVonVr5smTM36utk+fj/muu5Sts2q4+az880+Mw7Jlcf+uX8+4jbDYCgSZFyHYCjyJ2URPAmu5eBEuiI8+Ctc8u0lNhaVIj3Y/FGKuX1/eyjFtGqxNNWui//z4I4QzZm+6HWvVmzSSzMQOwZZZn9AZ67XTa7GN1aIiWfTuvBNx1lbF7i5ejARcsaB1De64A8LqzTerCyUPP8y8b19GC56ea2xFjK0b40xrHFWsiDraDz8MS+ycOcwHD8p7oGhZSGO1REpuyEePagtaWokV1cbE8uXMlStntLTq8Y7avdvcuTmNlHOgQQN4+nzzjbplWc0d30uhJwKBwDh+t8sNCQRylCqF+no//US0di3ex4wRdePsIhBAzcOOHfEeCBDt3o26fqVLE/3yC1GuXPa3Y8QIouLFiZ59VnvbvXuJVq3C38EgatBK7127Ek2YgPqQf/xB1KIFas8SoQ6lzye/T58PtQqdRq1Nfj/RkiXOtkeOYsWw9FPCimuXmKh+DIlChcwfIykJNYvHjye6eJHok0/w/4wZ5vcp0bAh0bFjRDt2mN/HwYPK18DvR33N//4j6t8ftUiVtqtVi6hECaKbbkr/nZ5rPH167HNt6dLoD34/2hn5Pm2aPXO51tiuUYPoxAmiFSuI3n6b6MkniYoWlf+N1r6qV0ct64QEc21dt46oSBGiAgXU73kwSDR7tvq+mDE+o0lLI3rpJaKJEzP2FbXzIyJq2pSobFn147pNKET044/o68OHY0xs2YJ60Epjg4ho/37U7naybwoEAme4SXsTgUCQmUlKgiBIhAWSzweBMEcOoi++wELaCZYuJfruO6ING9QXXBJqC7MsWYhq1yZ6+OGM36ktIpnxvdN4sU3RJCaiX6gRazslYahrVyxa5QiFiL78kui224h69SLKl0///gMBoueeS7/vYBDvXbuiz8SyqPX70aaPP4bAbIZixdQFqhIl8J6YSDRunPx2zOExHU3kNfb5cC2kvvfww0RTpli3sE9IwDWdNg19o1gxHNcuwUFtHBERXboUVnDFsi+fD+cSy3nMmUPUti3+VrvnWbIQ3XUX0YULyvtSut9Tp0I4rVcv43daCpRs2dRa7y5paUTffgtld8GCUFLVqSN/DQMBPCuk/le1KgTgVauIbrnFub4pEAicQQi2AsENTCCAh3nkAkf6++xZ5zT2J05A4Jg3j+jOO/X9xqwwqCU4yFk+7MaLbYqmdGmiBg2Ili+X/97vt6adkjDUty/RwoXh6+L3Qwht1Ijo88+JPv0UVrNHHiHq14+oYkXtfeux1o8ZE1v7n3kG42bMGAgkRtErsEYLqJJSilnb6uSkwCl53ziBlePIzjEZChHNnUv0++/4X+ueN20KIVVSwkTTtGnGe3f2LNFbbxGtXi3/m3iYc6K5fh3K1vHjiSpUgFK2WjXl7ZOS8FyJHB/BINFrrxGVL49tnOqbAoHAGYQrskBwAzNhgrpwOGGC/W0IhSAM9O9PVKWK/t+ZXZipuWKqWbrsJDFR2ULpVpui2/DFF+outla2s1Qpop9/huJl0CCi9u2JBgwg2raN6ORJCNcjRhAlJxM99BDRU09BwF24UPk6EjljGc+WjahNGwjfZjDiwpuQAHfYAQPgfjlggH73WEngnDUr84R5WDm27Zwn1q8nKlwY1kYi7Xvev7+69fj99zN+/sYb6AfxNA8qcfky0XvvQWG0Zg3R/PlE33+vLtRGemdEhqoQEY0ejVAWgUCQCXE7yFcgELhHuXLqyUPKlbO/DWPHMrdqZbyEUCzJaaJLCEmlKdwq3/Ttt8gEbUVJKauTR504gVIfdeuijIvbpa8OHMC1iswQHQoxL1qEuqrlyqFczpUrGX/br589ZVui2bkTWVmlhGVmuFGzsMdK3brWle1KSkqfKMqqvv7yy8zvv5/xc7V7bmTc7dqFTOqXLqm3w+2xrMWZM8xvvMFcsCDKaR04oP+3WknSrMjiLhAIvIePWU+qDoFAkBkpX55o1y7l78uVI9q5077jr11L1Lkz4mpz5DD++xkzlF0xtaxWe/eGXTGzZYO1b98+xF05yZ49sDauXBlueyzuoa++ioQ4PXoY+110LFpiIiy0ffvi9dJL4fjEyGvnRmzakiVEvXsT/fknUfbs6b/bvh3WnV9/JerSJRyHu3MnkogdOCBvqfL7cS+sOo9HHoEFtVEja/Yn0GbHDqKWLZFQaObM2Pvn2rVE3boRNW9OdOiQNX2dGXHSa9aELbZ60TvumjaFF0Pnztbt00lOnMAY/vJLok6dEGqQP7+xfXTsiDhcNQ+OQMD9cxUIBNYiBFuB4AamRw+iyZPVv580yZ5jnz2LGMnPP4c7qVmsWpg98wzaYVQgjIUrV5DR8403iB5/3Jp9mhFs5WLRQiFkbV24MByP5iXGjkX84IIF8gmBTpxAHO60aUTnziFx0M8/w5XZrDLECD/8gLjIBQus26dAnRYtiDp0gDBkBe3aYVw+9ZQ1+yNCNuT+/SHYWkWkUioYhIv+5s36E2V5hUOHED87fz4UCi++aEzhGXkdDh7EtVZz4R40SMTYCgSZDSHYCgQ3MIEA4pbkZgGfDwskOzTazCi1cf/9EMS8QHIyUePGKHNkl9U2cuFVtCiOWbIkFnNWYVSwDQRQ7kbOsmG1FdNKmJFV9t57iUaOlN8mLQ1CxAcfIIvyQw8RvfwyzicpyV4rVTCI2MmlS2GhE9jLypW41xs2WCPQHTyILNGBANHNN8e+P4lXXkF8bd++1uwvWikVCoVjc61U1NjJ7t0ov7R8OVGfPkTdu+tPIigRfR2I1K21Ph9i92fNMt9ugUDgPURWZIHgBqZ0aQhacpmR333XPoFm0iSi8+ehMfcKZcogs27LlnBvldxxS5e2Zv9KC6+pU63ZPxEW4StXEqWmYmGup/1TptifKdgOfD5c0wceCNcCjXSjzp4d1ru8eWGtvf12osWL0a+PHIFr9fDhRFmz2tO+LFmgXPj0U2sVF4KMhEJw+x4/3jor5YcfEr3wgrVCLTOSHillKjaKXPkqonAt71jLV9nN5s2YW7Zswf379FMooIyidB3UsCqLu0Ag8BbCYisQCDK482bNCkvTsmXWLuyIiP76i6hVK8RHGqlBajeS4ClZPKx0UXXCKiq1X5rR/X759l+9Che9Vavw+uMPlNGQw++HO6aXrRqjRxMNHQpBMtK1OGdOfN6nT0bBXSkO12r++w/Kkr17IVgL7GH2bGTtXrjQmv1duIDxumNHxhjuWFi/HvGiUpmfWBkyBMK8XBmgLFkgLHpRKbVmDUoRHT6Mc+jQgeimGMwsatdBCS97owgEAvMIi61AIMhQa5IZiZQGDyZ65x3rjnPpEpJ6TJ7sLaE2WuMfKYAqWT6YsZC6fh2vlJSMf0vvn36qfGwrrKJyFgtpkSdZ4/ftgyCbnIzY5rp1cczvv4cVU25R6NV6lhKBANGwYfg7uv2nTxM1ayZvjb7vPlxzKQ7XaD1cveTKheRRs2Z5q3xKZuL6dfSBuXNj209kmMDJk0QNG1or1BIRzZkD93mrcKJ8lVUwQ5E0ejSUa0OHwjvGKrdxtVha5oyKL61azwKBID4Rgq1AIMiAz4cF/4MPWrsYe/FFWGsfe8ya/VnF9OnK7rihEASf//0Pi+i0tPC2N92EeNxbb8VL6e+NG+1dgGq1f8wYuFW+/z5RpUpY5EnkyKGsvPBaPcto1M5bj8Igb17Uwx00iOirr5AkKF8+xOE2bmzNovvFF+EanZio3FaBeT79lKhOHaIKFczvQylOtWFD6+JUJTfk336zZn9E5mt5O0koRDRvHgTabNmghHjkEWvHgtp18Ptxb7Nn91bmZ4FAYA9CsBUIBLLcfjsWYg8/DKHut9/SxzAajT2dOROuX2pZmN1CTePv9xM1aABXx1tvNecyp+YqZ8UCVKv999+PmFI5SpeGAKiUKdjLC0CrLFZZs2Lx27VrOA73lVdwzZ5+OhyHK1cSSWscVK2KsfT777D8C5Qxen3PnYNSZu3a2I7pRJzqxo1QmhQqFPu+JBITicaNk//ObaVUairR118jKVTJkohZfvBBe46ldR1eecXb85hAILAOIdgKBAJFSpYkat0adREjXbnGjTMWe5qcjGy9q1dbH7NrBVqWjzJliO64w/z+7V6Axmq5SUjAAt5r9Sy1sNpi5fPBdbhRo3Ac7htvIA43Z05k3Y0U/vWOg969iT76SAi2asiVnNK6vmPHQvEQi7AYq9VfL1a7IRPJK6UisyK7MX6vXsU1fecdoho14IZfqZK9x4y8DnI5Erw+jwkEAusQyaMEAoEiViQ9un4dmWtfew1CshdxIrnTjBn21U+N15I9seLEeZ84QTRqFARTOfQcJyUFSqJ165DBWZAeM/fx8GGUb9q+neiuu8wfu2NHom+/VT62FcnTmHH/V61CqR+riUz+98svRD/9ZJ8SRcmqfuECst1/9BFCTQYOhELQymNosXcvcgdUrQrX9HhQzgkEAmsRFluBQKCIGWtG9KLk6FEItl4Vaomccce10yoaz+7EseDEeefNC1f8LFmUXcm1rHq33AKr7+TJiOkVpMfMPDNsGISnWIRaIsR9qiUesiJOVXJDtkOoJUqf/G/gQBzPDsFWyarevDmO2bYtXO5jOU8zlnuJUqWI8ueHcO2F+GKBQOA8wmIrEAgUUbNm+HzQji9cGC5lolSrdfJkom7dnGu3WaLLHsWbxj/e228Wu8/bCquepODZuxeCrgBzxM6dKPeyfbv8NnLXd+tWfLZ9e2zXMikpYw3v6GNbYfUfOBACV79+se1HD5s2oXzVn39au181q7rPhzjnmjXtO4bee1GxIqzWBQvG1haBQBCfCIutQCBQRCuG8dgxouLFEUNVtSoSJMktSnr2JKpf3/tCVnTZo3jD6+0362Kohd3nbUUsb8GCEGy//x6CcmZF6x4zE23ejOswdy4Sc2XPrmwRZyYqWjT9Z4MGoQ5qLEKtlDRKTai1wuovZUNeuTK2/eilalWiM2fC198q1Kzqfj/R/PmxC7ZWxDunpcVWE1cgEMQ3YvgLBAJF1JIeEcFaW7QorAODB8sLtUTWJmERxCexuBi6jVXJv3r3xjjJTIJtpCB74QKsZX5/+ns8ZQpR2bIQ8ObPh3t3mzZEP/+M2FPJUicHM9H69ciAfPfdyFp97hzRk09qt42Z6MoVorNn8ZuzZ8N/f/GFugtyt27W9MtNm4jy5LHPDTkanw/W7G+/haWYyBqFkhM1c604RmqqNxMUCgQCZxCCrUAgUERvDGOdOkRFikDAlRNurVr4COITpZIqRNaWVLELaRwkJuJ/n89cLG/t2kSXLsFiWbWqfe11Crn6r0QZLa9duyJD7tNPIzN6tJuo2jwzZQpcUPPkIfrsM9yDPn2wfaSgKvd3WhqymWfPDqE4e/bw3ydOKJ+Xz0d0/rw118iObMhaPPAAruWWLVA2LFoUu0LJiZq5ascIheDuvGIFStApbScstgLBjY2IsRUIBJroiWFUq9WaJQvRgAHCYnujkln6xpNPIsPxHXeYj+WdMgUKoGnTrGmTXe7dWsfKlg3nomcFkSUL0Qsv4KUkhJ47R3TkCNHu3RDGpP3edBMSRO3fH95ft24ZBdXov+++W91y50SfZEb/WLECij8nkJQNoVD6XAfRGI0fTk6G1d2KfSmhFmNLBEF8926c19ChKEMXLeAWKoT9SLWnBQLBjYUQbAUCgSXcqCVnBNpoJSFr2BAurF62tASDEE527IDQZJbLlyF4btuG2rixIOfebVUJqUiYUcqld+/wMaSXXu68k+jee+WFUSXh9M47MXcQoT7qHXcQ3XYbBOSxY4kOHDAv1DsxX9mVyEkJLcEwEqPC+wcfoA/s2WNvf3v7bbjry+H3Q7A9cgQx1mfPoj5669bhfpIvH74X7sgCwY2Jh5cRAoEgnrhRS84ItNFyYwwE4J764IOogfnoo4i9VPqNnURbQBs0IFq+nGjDBiQrOnUqNsH2jjuInnoKY0KKgTTbTiPu3cEg3Gu13Hej/z53DrWoL1ww39YsWSDgxWIB/fBDou7did57j6hHD6L77sM1MOti68R85bQbslrypWiMhIesWUM0cSIE9AsX7M1Afu4chFQlJdj06ehHDRrANfmtt4iGD4cFvmPHsCuyk54MAoHAOwiLrUAgsJQbteSMQBk91rECBRB/uXgx0ZIlsGw+8ggE3QYNYMGzu40vvYSEaNEunJKwIL3HaqHatw/CeyAAoc8Maq60Ph+SFWXPDkHh4kVc57vuUraOqrn0DhumfCw9xGoBPX0amdelerDJyehPcqsXo8eya75ihiC1bFnGrM52oeYZEY1ei+2//yJm99tvESdtN2ZKa23dSjR6NGLX9+1DLPbzz9vvySAQCLyHsNgKBAJL8XrJGYHzyFnHpBjASOtYo0Z4EWFBvXQpsuj26QNB7dFHIejWqmWtq2FkXCJRRoFJ+l96jzXhVcmSROXLIytwy5bm9qGWQdbnw/4nTQq79JqxfgcCRO+8Q/T118aFWp8vnB05VgvoW2/h/uTLh/+TkrBvJaHeSAZ2u+arLVvgau6UUEuk7hkRjZ5s3qmpRO3bQ4nihFBLRJQ7t3q/lktSVbkyhOFdu9Dve/SQ/308JKoTCASx4Xe7AQKBQCDI/CQkwJI2YACsLt26QVBp3Vp++/z5kUX3yy+J/vmHaPJkWA9HjUKCmJYt4Z66e7exWM9o1Fx6lZCEp1jo3Zvoo4/M/17LvbtyZQhV2bKZE2qTkmAVHT8eMYtqSEJslix4b9oUAtGAAbjnsVjJDhwg+u47ov79w585UXomVtzIhpyYqD4W/P5wRm89yoaBA6GE6d7d2nbKcf48PAO+/VZ5Gy1hvFw5xGAreUFYMW4FAoG3ERZbgUAgEDhCtHVsyBCiESOI3n1X/Xc+H1HFinj170907Rri/pYsgevi2bNIQPXYY3jPlUt/m4zEJUpYITw99hhR374QzJVquKphVW1dOYwI+34/lBTnz9sTejB0KBIE3Xln+DMnSs/EAjOE8SVLnD2uUtxwKETUpAmUHKEQ0fHj2sqG2bOJVq0i+v1362Ld5eJeCxaEgueDD4g6dSLauZPoxx/NxT5LniBeV3oIBAL7EDG2AoFAIHCFy5eJKlQg+uEHvJvl5Em4LS9Zgve8ecNuyw8+SHTrrcq/NRKXKGFVOZj330dM4AcfmPv9jBnpBQAinMf06URduphvl1r8rkSWLPbHLW7cSPTMM0R//ZXe9dzrGdi3bIE77Pr17hxfLW44GCQqUQICa6FC8r/fvh1W91WriIoXt6ZNchm8QyGiHDlg2R42DHH2es5BibQ0xJFfvx7/pcUEAoE5hGArEAgEAtf47ju4FK9caY1liBmxdlISqg0biKpVCwu65cunP44eIS4aq4Snc+fQnj170lskjRApABQtSvTHH0QdOqAkjlm0yjMVLozMznYmhmMmql+fqF8/olat0n936hTcTs+e9WaCoFdfhcD2yivutkOJF15A2aoCBTJmDD5/nqhmTWRBbtzYmuM5pYi4dg1j4L//vKv0EAgE9iIEW4FAIBC4BjMSRj37LFwRreb6dZQFWbIEwu7x43BXfvRRZF2+cEF/7U+pVqaVwtPzz6N0Ta9e1uzv338hmCxebM7FmQgC6/Tp8t85ZfX6+WfUqv3tt/SKiFCIqHlzKCmaN/deBnZmojJl0N/cdomWIzJRmhRzKykEnnkGMe/33w8LqlWoKY+s7E8XL8Lzo21bogkTwl4FXlJ6CAQCexGCrUAgEAhcZc8eCCrbtiEO0E5On0YJliVL8Lr7bliuFi2Sz7QrZfatXh1lh6wWnrZvRzKtHTusi2WcOxflT/74A7V3jfD990hsdfKke1avtDQkv5o6FRmwI3n3XdQVXrDAnTrHWtjlhmxFXVYty2m/foj5/vHHsBLHCpo3RxktpfJMciV8zHD2bHicliwJjwgvKT0EAoH9iORRAoFAIHCVsmXh2qonkVSs5MyJhXS7dlhoBwKwbl6/TvTnn0RXrqBETsOGRDfdZP+i+L77EBO8fDmOaQWtW0Pwe+MNZJHWQyhE9OabcA1fswY1hc0k8LGCzz+Hq3G0ULtxI9zW16/3plBLZD4bsprgKhefOm6ccQukVqK06dMR822lUJuUBOu7ElYm+0pNxf5++gmKIrtrXwsEAu8hLLYCgUAgcB2rEknFglS3c948CFWHDyPO87HH4LYcmdzGSubORVmjefOs2+eFC3Ap/fxzJNBS4/JluIKnpBDNnBm2mptJ4BMrly8T3XsvrOmRFskLF2CN++wzoocftrcNRogUSIsWRTbhFSuMJV2SE1wlJcJDD1kXn6qVKK1xY6JfftHfbi3ULMQSVnoAHD2KhFhNmsBCLBAIbjyExVYgEAgErnPHHbBC9e5tXSIpo9x8MyzHOXMSTZkC18YVK2DRHTmS6Pbbw0mo6tbF/1bQsiXKGB06BOHICrJlQ9bkhASiTZuUk1MdOoTkTM2awWIbaa2LLs/kBO+9R9SiRXqhlpmoZ08kxfKSUBstkBJBiOvQAe6wetyF1Uorde2K81UzP0ybpv8eqZVJ8vvh/m0lWhZivfV09ZKWhvd27azZn0AgiD+ExVYgEAgEnsDuRFJ6WL8eiXN+/TXjd/v2hWNz16yBZfGxxyDsVqki78KpNzZy9GhYJceOtfZ8hg5FQqnp0zO2pWJFosGDccyOHa09rhlOniSqWhVxqrlzhz9PSsJr+XK4h3sBLWuk3kRjWlm5s2VDv1CiWTO43upBq82//UZUp46+femhQwdYiJVWmUbarofdu+HCfuaMcEMWCG5UhGArEAgEAs8gJZKaPx+L4liS5Zjh+HG4H+/apb5dWhpiPqWyQnv3EtWrFxZ0CxdWdzGNFnZOnoRwvHcvUdas1p1PSgpckWvVIvr004zWxeHDYY32Ar17w927bduwAH7nnYgXXr8e19Qr6C0TpeVqq+Ye7PdDQDt9Wnn/tWoh67deImsfh0LoC34/xteSJXBdr1dP//7kCIWIvvkG9/PsWXnB1spsyJLCZvFios2biZKTnZkrBAKB9xCCrUAgEAg8RbNmiPWTMhI7Wa4jFCLKlQvChBF36AsX4EItCbppaUQHDihngpUTdp55Bi6sVp/jokWIO5TDK7U9k5OhFBg8GKWPpHseCuHv6dO9VaqlXTsk2tJaQWkJcD16wO1dSfgrVgyeAkqYsXru3YukYnPmEHXpQvTSS7j/mzfjvF58kahPH+PhAMzIqDxsGFzqn3sOiczszK4dqTySlAx+vyjtIxDcqFiY+04gEAgEgtgIBCCIMWOhGgqF37t2xaLcTvx+ohw54M5ohGzZECv70UdYsDdqpCwYSLGF0bz4IrL+Wq1uXrVKOdOtUluc5tVXIeT16pX+nhPhejhx7yMJBGCV7dgR74FAuC3ffAPlhR6YYXmWIykJJY2U7jczLO5K+HzmEq3dfTdc6RcuRH+VhMuqVZEZfMECoqefRoZwPTBDoVOzJtEHHyDB14IFiN2eNg19L0uW9O9WxNZGxidHWs6dmisEAoH38Ei0ikAgEAiisaJ2ZbyhlnBGEsLsTmhUuDAyIufMaX4fZ88qf6ck7FSvjhjSdesylrqJBSXBSq0tTrJ2LZQBJUu6f+8DAVgwFy4Mt8XvR2KzV18lWroUSoyZM6HI0FJCSEKX5HkQeRylpFESzERHjih/7/NBgDNCMIj49RdekHc5zpULiqUhQ4hq10bG7tRU5XlozRrEcaekIFa7QYP0+0tIwH7syK6tNlcw4/60anVjzJsCgQAIwVYgEAg8iFW1K+ONgwfVLVhOCGFFikCgqFLF/D7UMtCq1e7s3RtWWysFW7NtcQJmuOq+/TZKHikJerHce70KImnMRVqKicLWwFGjMP4SE/H/tGlhwVItidT+/ciiPWYMhDwiogkTlPu5NOa1hObGjY0LiK+/Dottv37K29x0E+KHZ8+GFffcufRhAePGwd143TokJhs1Ci7RSn3MruzaWnPFrl1QmNwI86ZAIADCFVkgEAg8RrSLndPuuG7ithAWCOD6jhyZ3gXVKImJyovuYJDoySflv2vbFq7Dx4+bO66ZtjRsaN2xjDJ/PtEttxAVLAjLrZqwZ+beJyUhE/D48UjSNH48/p8xI/12eiyoWbKk7w8JCRCcatUKJ7by+zO63G7YgL7UuzdR8+boW5MnqwuuWvGtPl+43rBefvwR13vaNH3xs/ffT3T+vHxYwMiRiNvevBnn5EZ5LrW5QiIUujHmTYFAAIRgKxAIBB5DjztuZkVNCJNiLe1CEoL+/BMlZ5SEID2ULq0cX9iuHc7z338z/u6221DuaMqUmE9HsS0+H15+P+J6ExOR+MppUlORvOjMGQj6/fsrxwKbufdaCqKJE2EdHzYM90TLQipnNS5ZEonGVqzA8QYOxL4GDIDQm5CAa920KYTAhg2JRozQbrueOOuCBbW3kQgEIFh/9x3R//6n7zdq81CWLOi/SvfLbgIB9ButrNSRZOZ5UyAQAOGKLBAIBB5DzcUuGIQAdvw4rESFC8N1Vvr7zjsdbarlSEKYVJJEcn8MBiEs2JW9V85iJy2aExPhQmr02GrxhUlJiHH85RcIR5H07InfDR5MdPPNMZyUQlsCAaJly5Dkp107CJdt2iCG9LnnrDmehJIb8JUruA7nzxN17gwB+9Zb0X+j772UEdvo9deKwfziC6IWLYjy5iW6/fb0pZDkkLMab99OdMcd4Xuo5nLr96OsU5Ys+soEqVmPiWB97dRJ3mU+8roXLIhkThMnQlGjFy+EBcgRGaahdc8kQiH3Y8kFAoH9CMFWIBAIPIaai53fT1S8ONGJE8hEeuxY+u/vukte4JVehQrBKujlxFRyAmGtWhB+2rePLfZVCS0hqG9fop9/Nr5fpfjCLl0Q69iwIdEPPxBVqhT+rnBhJJKaPx+uyVYR2Zbff0cbmjTB9fz9dyTa2b0b8a6S220sfUQpTjwxkWjePFg6N2wgqlYt/Bsrkw2pCWY+H1HZsuEavkePImZUDTmr8Zw5xu6RWpskxoyBkkEJqfxRwYJETzyBvtm3b9h6Gn3dpeNduKC/nUTuhwXIocdlXA63Y8kFAoFDsEAgEAg8RXIys98vLUnTv/x+5kAgvO2pU8xLlzK/8w7z008zV6zIfPPNzDfdxJw7N3PZsswPPMDcuDFztWrM+fIxZ8uGffl8ePn9eH/1VebDh5lTU907dzVWrmQuWjT9+VtFhw64BnLXXHrZcdzly5kLF2ZevTr95ytWMNeta/3xIhk6lLlLl/D/ly8zt23L3KIF8yefoF9kyZL+PSlJ377V+jARc5MmzC+/bMtp/R+DB6PdcsfPkgXf622vz5fx3EMhjK+9e61pk8/H3KMHtktKSn/dpb7ZtGn6fnjyJHOzZhjfx48bmzu0sHJfVqF2/bRebrRXIBA4ixBsBQKBwINEL2yNCBbXrzNv3cr8+ecQHho0YM6Th/mee7AwVhPgypRhzpWLuVAhCMTt2jH378/8/vvMc+cyb9iABXQwaPcVkGfePObSpZmPHbN2v4MHq18Xny+9IGQlGzcyFynC/NNPECYGD4agnSsX848/2nNMZuaUFOb772f+/vvwZ8Eg8wsvKF8HvQKNlgB3++3Mp0/bd27Jyczduxs7D73CpMTffzNXqWK8XXqFxUAg3BcGD1a+7qEQ8wcfQOnTrp36de/e3Vh7Y5mH7KBDB3UFhNJr7Fh32isQCJzFx6wnOkEgEAgETrN3r3X1H5nhttyvH9H338u78mXJgjjWMWOILl1CyZsjR1DTVfpbep08SZQ9u7LLc+HCcLW1I1vqtGlI+rNyJY5hBYEAUZkyyt9LSZ9mzbLmeNHs2UNUpw7Rf/+FS6sQ4X36dPtKlezeTfTYY3DDzZ8fnw0ZApdhrT6iRseOyEKs5jKalGTPeUW64kbGskoJs5iVy78YGXPDhxNlzYrrZYQZM5TjiGO5Hn//jT508aK6u7PR627lPBQrQ4YgqZvepFE+H/rqoEH2tksgEHgDIdgKBALBDYSawGFEeGNGVtJogTdSEL5wAYl55IReSRi+/XZz5/H224h5/fhjoq+/tiZWuFkzooUL5b/TK9CZJRBAYh8lQbBHD2QNtiMO+uOPiX76Cefu81nTR/QIIH4/BHorhCQpHnjbNvVY6B49iF55JfZjMhOVL4+kTGb2ZZew+MorRO++qy7YWnndnUZrnERi1b0WCATxg0geJRAIBDcQaglhmIkKFNC3H5+PKGdOvCpXlt8mFEKSq0iBd/t2ZAKWPktJQRIcpYRXBQuizmk0AweixErFihA6JcvXuHHmLV8TJyoLtsz2lhpSS15FhLqnU6bEbtWT44UXINh+8glRr17WJA1KTMS9UEMqXRWrsiDSQqtVhzZ7dmsEnR07kITN7L6UkorFSo8eRO+9py7YWnXd3aB0aYyF557D/QyF0p+rlCnZjnEiEAi8j7DYCgQCwQ2EmsXD50PZkh9+gDXKCVJS4CKtZPU9epToppuQzTlS6L3pJrhVK1kVzVik1qxBhtuTJ613E9VCj+sukX3Wtn//JapZE5m2s2RR7iNGjj9jBjIvK2GFe7cRC56V7uSvv47yRGrZi93CievuJp9/jrFSsSIs3nfdhc83bUJ5rC++EFZageBGRVhsBQKB4AZCqU6sJLzlzk3UuDGsOZ062d+eW26BBVDNCnjlCtE//6QXeOfOVbZKmbFIpaSgfuzs2bASOx1TqGYljcQua1v+/ETvv4+asn/8gWMkJobbZKaebEIC0Z9/wsImd6+sKMGiZem2+ngSc+ZAAeRFnLjubhEKIQzh668zeop89BFi1IVQKxDcuAjBViAQCG4wtGqF/vYbLDpr1sCt8bbbXGwsIQ63TJn0yZ127UI8pdzCnRnnZYRx41Art149/O+0m6Ye110ic+emlyeeQMzoSy/BClawIK596dJEFSqYE/D794cLtdx9CgZjF7D01IWVCIWscSffsQMKGa/UfZZD7bqHQuhv8cj8+ajjLRf+kJoKTw6BQHDjIqYAgUAguAFRi/ErVoxo9WosjmvXhnWqeHFHm6eJFXGgEsnJEAK2bLGiZeaItKRLRUrksNvaVr06Ym6zZIHgmSULEh09+aRxoVZK6HT//UQbNsAFlihs/X3jDaJJk4g2boQC5X//S58E6vRpxHBXqKCcFEyvpdtK5syBy7qXUfLMCAbx9/jxiKk+cADX24rka3bDjDnrvffkv09NhSuyQCC4cRExtgKBQCBQZPZsJGr66COili3dbk0YtdhKI3GgzEQNGyIZzVNPWd9Oo+zdC6Fj8mT57+3MaGvVNSVSTuhUvTpRgwZh629KCuJVv/8ewuLYsdgu8jdSQqCpU4latyY6exYZuc+cgfX0pZf0tcmqzNb33ks0b556eSivEJ19OTERrua9eiGefvt25+PJjSIpO/78E+ezfLm88D16NOKe+/d3vo0CgcAbCMFWIBAIBKrs2gWho1kzorfe8o67nxX1QGfMgPD+yy/OW/7UkM6NKL2Qd999RM2b22NZUyvRY0Qo1BKQt2+HJVYSTs+cIZo5k+ibb7T3XagQUZ48RDly4BUKEX33XVj4VUsiZUXSpJ07oQDZutX8PrzAkiWoXyyH3coTIxbi6JrEktVfboyPHIms1336WN9ugUAQH/jdboBAIBAIvE25ckTr1iF7ccOGyKDrBRISsAAfMAACy4AB+F+vUHvqFNGwYUSffuotoZYI5/DWWxldkrdvRyzuPfdA+LUStXhVI7G9agmdQiGiatUQy9y1KwTlb78l2rdP+x5kyULUtCkEsly5iEqUQGKxt9+GO/nAgeirVrmoyxEPbsh6WL4c11MOKUGZ1SQlod+OH497Pn68ej8OBCDUhkJhZUsoFI6V3rs3/fZpad5RugkEAncQU4BAIBAINLnjDpTRmDKF6IEHsEitX9/tVumrBxppJcqWDZ9duIA4zo4dvRc/TIQ2Dx2qnPyHCIv72rWts6xZFbesJiD7/XBpj7aaduxItHmzeiKoUAgu2lLdYumzNm3C/SAxEcKS0nU7exbHMhtPOmcOMnLHO1YpMfQSKaRGE92PmTE+x49X3p9cdnARYysQCIRgKxAIBAJd+HxE3bvD4tahA6yKgweH3QO9SHSsZ/Riftcu1Oz1Ukwhkb4yNlaX/lHLzMysP6OwGQFZTxIo6d5Fu0p360ZUty4EI62kSVOnhj8bN86Y2/quXRCq4yG2Vgsrk6/pQa0/M0PZkSsXvELOnIEC6tIlZddyOeFbWGwFAoGHlyMCgUAg8CJVqxKtX49XixbIXutFol0Zlax4cm6NbqOnjI3VljVJKPT7IcBFvhupX5uYqG4NlBOQ1X6jRbTrbLSLeteuYeVLMBjuD0bvfWZxQyYyd49iQas/581L9PHHCHk4fRrbd+um7i4dLXwLi61AIBCCrUAgEAgMc/fdyAxbvz5RzZoQciUCASQiat4cbsvNm+P/QMDZNk6YoE9YsiumMBb0WDDtsKzFGrdMZE5AjvxNtAeAdB3ULH7RAr7kmjxrFpJMqVkn9d77b7/NPIKtVUoMvaj1Z2YkE7v3XrxL2xkVvoXFViAQiKzIAoFAIIiJ1auJnnkGZTZuvx2WFiL5ki1WlRLRyq6alITP9GBFtlyrUcssLGFn9loriC41I5X40fOb6Dq2Z8/CjdhMxuaOHSGUKmVp1nPvd+0iat+e6O+/1beLN8zcIzNoZcp+6CHc7wEDkHX6llvwnZHM5927EzVqhJhrgUBwYyIEW4FAIBDEzIkTRI8/jlqTalghjEXGzcotdvUIhZFYVd/UaqRFPbO85Wry5LASIbMTS41dK8oYvfEG+tmwYcbbLgBaQurWrYh7/uMPlOzp1o3ozjv1C99duhA98YS36m0LBAJnEYKtQCAQCCxh0CAIEGpPlViFSD0CzrRpyoKMHF62fMpZMG+5BW7gzZsT/e9/5jP8xhtm6xbv3o0yQHLovfcVKiDG9p57zLZeQKRPSD1wgOidd9DHExOJXnwRtYu1ePppWOebNrWj5QKBIB4Q0QgCgUAgsITDh8PChhKxJjzSyq7aowfRxYv6rLWR7tFeFGqJ5MsZTZ+ORf9PP0EwM5PhNx5JSEBZGC3BKNpN/fx5oho1iDZulBeKte797t14F0Jt7Ogpz1W8ONFHHxENH0704YdEVarAG+SVV9RLc6klj9IKXRAIBJkDIdgKBAKBwBKcSHiklV311CmirFm19+PzQVD58UfvCrVyBALp3Y8jBXir69p6ES3BKNpNnQjX6NNPib76ylw8aWbKhhxP5MlD9Oab8ASZMoWoQQMkoxs0iKhSpYzbKyWPkgtduBEUQQLBjYhwRRYIBAKBJTiR8EhPvGRionY7vBpXq4UV8aKZlVjicNWoWJHom2+U3ZkFzpCSQvT11+j/hQtDwH344bAyrWFDovz5MTYkqyyRPX1CIBB4E1HuRyAQCASWoFayhciaUiJ6SoBI7VCzHttRq9MJ1CzWVte1jTfU3NTNlnTaswfXVQi17nPLLbCwbttG9MILREOHEtWqRTR3Lu7t8uVEs2cjA/b48RBoX3rJ+j4hEAi8i3BFFggEAoFlRMZBRiY8OnwYyY5idf2ThFYpiVAwCEtldLyk1I6+fYkWLgzH0xqJrfQiau7edtS1jSfsEPqFG7L38PuR+bhFC6I1axCLu3Ilvov2ZJDGvhw3uiJIIMiMCMFWIBAIBJYiFwd59ChRzZpIAJMjR2z7l4TWN98kWrwY/8vFS5YqRfTzz87V6nSCxETEB8oRr1Zoq7BD6J8zB1ZAgffw+Yjq1IHVdvVq/VnQI39/IyuCBILMiHBFFggEAoHtFCwIoeytt6zZX6lS2N8DD0CIVhNUJUF71iztbb1OpLt3lv/X3p1HR1Wffxz/zEQWLQdUjmgVJUrYFCruAmp/PXKqKLVaqRQVxUQExXqsyhL3WgUUcS2iQBYXFFwQlMUqrlTQyqkoosKAjai4opiWw5Jk5vfHc+6ZEGbuTGa9d/J+nZMzJDO59xszN97n+3y/z1O066Nfs9CZ4rZMvaHBqiP/73/JH2/dOvs+liF7m1um3q1Ke0ufCAIKEYEtACAnxo6Vnn1W+uyzzBxv+3apbdvMHMtPRoywvZ9jx0rnnWePa9dS4dUt6J82zd4rvXtLjz6aXDsoliH7g1umPhi0vrbOnn8mgoDCRlVkAEDOzJghvfqqVZlN14IF9lFZmf6xUkV/TO9xW3q+bp107bXS119L991nS9rj6dvXqvAefnj2x4zUJVMN++GHpRUrpEMO8f92BADxEdgCAHKmvt4ChpkzbRlxOubMkd56S3rooYwMrdli9cd0ClO19Oyp1738sgW4hx9ue5a7dLGvOxMVq1dL77xjwRATFd5XXS1dckm0kFwgYIHuoEFS+/bS0qXSY4/Z5wAKF4EtACCnFi+2vbb//Kd7S55EqqstAJk6NWNDS1pze6aS2fWe+nqbYJk4Ubr4YtsHfuWV0aBIiraEYaLC+7p1k04/XfrhB6m2VnrppehkUzgcXX7M7xIoXOyxBQDk1KBBtt9x3rz0jpPPPbbN6ZlaVWVB8JQpu/bYrK7OyVARxx57SJdfLn34oVXtvuIKC4AaGiwYcgKisjJb3gxvCwSkW2+VbrvNglrnd+lMUvC7BAofgS0AIKcCAenuu6XycmnnztSPk8/A1q0Sa0ODBe0vvWQZ5Usv3fUm23nkJtsb9tlHOuAAW8YaS9OJCnhTfb1NVjRn0ikUsr9Dw4bZYyiUm7ECyA4CWwBAzh11lO2xnT499WPkM7Bt0yZ+Zd2iIumww6xQ1oknurciIWDyBreJikjEnoe31dVJrVol/7tkJQVQeAhsAQB5cfvtdjP500+pff+2bdKee2Z2TMlYulT6xz+iLUSaikSkBx+0rO3gwfGzRwRM3uHWMiYQsOfhbU7G1u135fwuQyFWUgCFiMAWAJAXBx9sRXsmTkzt+/ORsX32WWnkSKuqG69nauP+mIcdRsDkB6Wl7lm+srLcjgfN52RsO3SIv5rC+V3efTcrKYBCRFVkAEDe1NZKvXtLb74pHXpo8t8XCtm+uFatpP/7v9xUGX74Yet9+tJL0YDUrWeqM87mVE8udF6uDl1dbb8/2jf5U8eO1qIp3vUmSZMnS5062fvOzZlnSgsXZn6MALKLwBYAkFfTp1s/2qeeSu71Tv9Y5/9ewWB2A5BIxJZNz58vLVliN8bN0ThgamiILmFuaQGTH/r+JpqogHd17Chddpl0552xs7GBgK22mDUrfuDb+LWVld55XwJIDoEtACCv6uqkI4+0wOeEE9xfm4sMaOOsYpcu0qZN0hdfSAsWSO3bp3ZMJ2BasULauNGWMrekgInMNbKtY0crSLdoUfzXdO1q13VDQ+Lj8b4E/Ic9tgCAvGrVyrIs110Xf9+bozmtPFLRtFLqXXdJjz8unX9+6kGtZDfHkyZJr71m44xXeKoQhULSRRexpxHZt3mz+/NbtiT+G+PgfQn4Twv6XysAwKsGD7aKpvPnu78um21ZYlVKdc41enRmKqUGg3aOGTPSP5YfOBMF775LOx1kT0ODFW/r2NH9dXvvHX9irCnel4D/ENgCAPIuELBKpRMmSDt3xn9dNtuyZDsb7CgtlZ54wv3nzIVQSCovtyJc5eX2eaaP70wUuGXJqA6NdDmtfvr0ib8aIhiUTj21eRlb3peAvxDYAgA84ZhjpOOPlx55JP5rstmWJZvZ4Mb231/q3196/vnMHC8VTZdcT5lin1dXZ+b4tbW2/DhRkR6JdjpIn9PqJ1G147FjbYIqEEicueV9CfjPHvkeAAAAjjvukAYMkIYPt2WDTXXrZjemzg2sc4PqVNdNp9CLWzbYeT5TRo+2SstDh2bumI5ELXUaZ1KbKiuTTjrJWi/V1ko//5z4Y8uW6L9/+CH5zK/zu0v39wY4Gdtk/j6UlNjkWadO0gsvxD/mxIm8LwG/IbAFAHjGIYdIF15ohZbuvDP2a0aMsPZA33wjdeiQubYspaVWLCqWcFhavVr67ju7IU63H+tvfiNdfrlVXe3RI71xNxarpc5dd+3aUmfmzPgBfDhsyzl/8QsrltWhg33svXf0385HSUn03+3bS6++auc65xzpnnsseJgyJXYF2kDAKmA//jjBA9JXV2fv9/Jy6T//kdq1s1600u5/H2pr7bo95RSroBzr/VlUZBM2APyFdj8AAE/5+Wepd29p2bL4WdJTT7XA99hjM3vuxj1nG/danTFD+ukn6YEHpNNOi+7HTacf64QJViW5a9fUguOm3FrqOD08P/nECjnF298bDErnnZd8T2FJevttW+K5114W2B59dOLx0EoFqYo1qbRwoXTNNRaQOu83ZzVA02ty3jzpuefsdXPnxu95O3Ro864DAPlHYAsA8Jxp06Tly6XZs3d/LhKRDjjAbmz33DPz53Z6zjo3zo2zPa++Kg0cGPv7mhOsOZnVcNi+L9XgWJK2b5e+/166+WbpscfiB7YDB9pkwJw50tSp8TNVY8daxjyRtWstQ7Z+vQW0p522eyY43kRBKj8nCl8oZEXkli2zz08+2dqAORM+sVYkRCLRj6ZiXZOXXmorJt56y706+ahR0sMPZ+5nA5B9BLYAAM+pq5N+9SsL1I47btfnvvhCGjRI+uij3I+rvDz+8tpkg8JEmcyPP5b22ceWPcf7+P57e/zxR6lNG1se/c030rffxj5n40xsupnUb7+V/vpXackS6ZZbbD90UVH817tNFACSvSevvlpavHj35wIBy9AOGBD/fRtP02syErHtDqtWSddfT2ALFBr22AIAPKdVK2nyZMvWvPHGrpnAVaukvn3zM65MVE52aysUDktHHSV16WLBaqdO0n772eOBB9rP7Xy9Uyfb++q0N3ELuhu3LnEK7MTLpMYLOrdutUzvjBnSlVdKa9bY8uNESkqSywCjZWq8eiGWSMSWGzvv1+Zoek2uWiUdfLD1u62tjb7vmwoEbEsEAH8hsAUAeNJZZ1kRohdekH7/++jX8xnYZqKPrltwHAzaz5rK3j634ldNW5eMGGHVj5PJpNbXW/Bx++3S2WdL779vwTaQLrcK3Y1FIjYh1JxsrbT7Nblo0a5FpYLB2BNBwSA9bAE/oo8tAMCTAgHbbzd+vC1NduQqsA2FLAs6bJg9hkKZ6aObieA4FicTGwzaEszGj7EysU4m9amn7LHp85GI9OKL0pFHSq+8YvuL77+foBaZ47Z6oakePdyXvMfS9JpcvFg64wz7dzZ7YgPID/bYAgA87YILpP79pTFj7POuXaV33kk/wHJr2ROvSE1FhfTf/0pXXWU32akURMp2teBM7Gl97z3bmxgO2/LmE05IfTxAPMOGSU8/nVwmduhQ6Zln4hdHi0Tcr8kffrBl/hs3RoPpxsXNwuHo1yluBvgTgS0AwNNqaqw6qlMsqndvKyCVDrfANVGRmmOOsQC4uDj14NGr1YI3bJBuuEH68EPb4/y73zV/XyOQLLd94U2NGiWdeGLs66a83NpOnXhi/Gty9mzp9delWbN2Pa4zEbRihfTVV1YUjeJmgD8R2AIAPG/8eMvGDBpkLWsWLkz9WIkypiNH2s2v2822s7w3nSDUS9WCN2+W/vY36fnnLbAtLZX2oAoHssztWmyscV/ZWNfNpk3Svffa+zee88+XhgyR/vCH2M/v3CkddJB00UV2vEz0lgaQW/xvCwDgeeXlUp8+ttc23f21bvv6AgHrb5loyjccthvqk05KPRj1QrXgbdukBx6QHnzQAvo1a6R27fI7JrQc3bpJd9xh17ebxsWcYl03n3/uPhHT0GDZWrf2PbNn23Ll++6zzwMBK8aW71UUAJJH8SgAgOftvbc0bpwVk0o1sN2xQ1q5Ulq61L21iJTc8ttAwG56/aihQXr0UemIIyzztXKl9aQlqEUuVVXZCoGiIvdrLlExp/p6axEWz7vvSocfLrVvH/t5pzqzZH8bwmG7RpwJrPXrE/8sAPKPjC0AwPNCoei+2ieesEq9bksE6+os+7hyZfRj40bbn+vcRMfKykYiUuvWyRWzSbZvrde8/LJNEhQXW5XYnj3zPSK0RIla/QQClqlN1F9ZsuvdLbBt3OYnlkSrOCoq8r+6AkBiBLYAAE9rXOhJkhYssDY0zhLB+nrp0093DWI3bJB69ZKOPVY65RTpmmvsxjgYjO7riyUSkVavjhamcb4WSzqtefJh1SoLaGtrbenxySfne0RoyRIFkz17Wk/nZPae19e7L0VevNi9N7Rbb2m/TmABLRGBLQDAs+JldcJhK+zy4IOWie3e3YLYE06QrrjCveel0+/VWdoY69iOoUOlOXNiH8cvvS43bpRuvNFaJE2cKJ17LpWOkX+JgknJrvFk9rC7ZWy/+spadPXoEf/7s9VbGkBusccWAOBZibI6Rx0lff21tfq4/35p+HDbSxcvqHWMGGH9Yo8/Pv7xnYI1VVX276KiXR8TLY/Mty1brJr0gAHSccdZu6QhQwhq4Q1uwaRkqzB69rTWWIm4ZWyXLLFq6m7nKi11D7L9MIEFgMAWAOBhibI6W7em3pampMT95tpZgugEwWPHSuedZ49r13q3UuqOHdb6pE8f+2/z0UfSn/9se4cBr3ALJiV7LtniTW4Z20T7a6XoKg5n4kryzwQWgCgCWwCAZyUKPH/5y+wdv/ESRKfFyFNP2aMXb3TDYVs23bu37RNescJaqXTokO+RAbtrHEy6ZVOTqT4eL2O7Y4e0fLn0618nHk/jCax99rHA28sTWAB2R2ALAPAst6xOICBt35694/tpCeIbb9j+4scek+bNsyXcnTvne1SAOyeYdKvMnUzxpngZ22XLbLvBnnsmNx5nAuvCC6V+/bw5gQUgPgJbAIBnNV0i2PjxwQelF16QvvwyO8f3wxLENWukwYOla6+VJk+26q99+uR7VEDySkqs+nG8ffHJFG+qq4udsV28WDrjjOaPqV8/W/EAwF8CkYjbDgcAAPJv/XoLNGtq7CbXaQFy333WxiaZAjOpHN+rNm2SbrlFeu016bbbpGHDLBgH/MhpwRWrp20waFldt+vxvvus8vFNN+369R49rG9zly7NG09NjU0YffRR874PQH4R2AIAfGvnTttTOneuVUgudLW10pQpVqn5L3+RxoyR2rbN96iA9FVX24RSIBDdHhAO24RTaan7906ZIjU0SBMmRL+2fr109tmpBaeRiHTwwbYigj3qgH8wvwsA8K3Wra0363XXuVdY9bu6OumhhyyI375d+vBDW35MUItC0bT6+Lhxtoz4558Tf2+s4lGLFyeuhhxPIGB71t99N7XvB5AfBLYAAF8791xp2zbrV1loIhErBtWnj1V3festy07tu2++RwZkXtPq45WV0j33pFY8KtX9tY5+/eyaA+AfBLYAAF8LBKSpUy3DU1+f79FkzvLl0oAB0rRp0pNPSk88kbiIDlBI9t9fuvVW6Yor3FdkNM3Ybt1qe+/790/93P37U0AK8BsCWwCA7/XrJx1+uGV4/G7dOstCjx5txXCWLpWOPjrfowLyo7TUVmTMnRv/NU0ztq+9Jp1ySuwWQMk6+mgLjmMVtALgTQS2AICCMGmSdPvtVh3Vj7791opBnXaaVWR9/31p0CDLSAMtVSAgPfKINH689OOPsV/TNGO7aFHq+2sdbdtKhx4qffJJescBkDsEtgCAgtC1qzRkiO1B9ZOtW6W//U065hipc2erxHrJJfH7egItTffu0siRVlgqlsYZ20jE9tuffnr65+3fn322gJ8Q2AIACsaNN9py5K++yvdIEquvl2bNko44Qvr+e8vQlpdLe+2V75EB3jNunPSvf0mvv777c3V10YztRx9JnTrZ/tx09evHPlvATwhsAQAFY999pWuusb2pXhWJSAsXSn37Si+/bHtoH3hA2m+/fI8M8K7WraUZM6TLL7c9t43V10cztum0+WmKwBbwlz0SvwQAAP8YM8b6vX7wgXTkkfkeza5WrrTllE629sQT8z0iwD/69ZMGDrTJq733tjZAxcXSDz9EA9tFi6S7787M+bZtkzZtsmJu3btbIatu3TJzbACZF4hECrmlPQCgJXr6aWnmTMuIeqH40mefSTfcYMH2pEnSWWd5Y1yA3zz0kE1eFRXZ6odAQGpokK6+Wrr5Zlva/+WXUjDNNYlVVdKll0bbDAWD9u+KCmnEiHR/CgDZQGALACg4kYhld269NTNFZFK1ebNVap43T7r+eqmsbNfqrQCSFwpJPXvGbsETCEj33iv9+9/So49m7zzBoLR2rVRSkt45AGQee2wBAAUnEJCmTo0u+821bduku+6ypdAdOlil41GjCGqBdFRWRjOoscyalZn9tZWV8VdUBAKWtQXgPQS2AICCNGCA1KOHVF2du3OGw9Jjj9lyyM8+k957z7LG7drlbgxAoVq9On5gG4lI69ZJv/1t+uepqXE/T01N+ucAkHnMHQMACtbkydKpp0p/+lP2g8tXXrGWJF26WAGbXr2yez6gpdm82f35Nm2sqFS6iovdM7bFxemfA0DmkbEFABSskhLpnHMyVyU1lg8+kE47zXro3n+/NH8+QS2QDR07uj9/0EGZOU9pqXvGtqwsM+cBkFkEtgCAgnbTTbb3btOmzB73iy+kiy+W/vhHq576zjvSKadk9hwAovr0ca92PGBAZs7TrZvtow0GrfqyZI/BoH2dwlGAN1EVGQBQ8KZMsUqms2alf6wtW2yJ8+zZtvR41Cipdev0jwvAnVu1Ysn22Gayz+z69TYx9vbb0gUXWKaWoBbwLgJbAEDB277dCjrNn29ZHzehkFVFramxvXSlpXazvGOHNH26VVsePlwaP94qHgPInepqCzADAQtwncdevaSPP878+RYtkubMkR5/PPPHBpBZFI8CABS8tm2tn+yYMbZcsWnQ6qiqsmXFgYDtpQsErG3PZZdJS5dKJ58srVghde6cr58EaNlGjJBOOsmWBM+bJ3XvLi1cKI0enZ3z7dzJigzAL8jYAgBahIoKC1qdPXpO8FpRYTfLiZY5vviiNHhwzoYLwEUoJI0cKf30k/Thh9KSJdLpp2f+HNddZ5ngIUN2nwgD4C0UjwIAFLxQyLKukgWu4bDU0GCPZWW2l66yMn6Lj6Ii22cHIP+qqmwSatkyC2ol6cwzM9uz2jnHwoXShg22T79nz9z2xQbQPAS2AICC5xa0BgKWta2pcW/xUVOTrdEBSFYoZCsvnAkqR+NJqkyfIxLZfSIMgPcQ2AIACl4yQWtxsXvwW1ycnbEBSF4yk1SZOIfb34tMnANA5hHYAgAKnlvQGolIbdrY/jm3m9mysqwND0CScrGyYvVq93OsXp3+OQBkHoEtAKDguQWtkrR8uXTVVdKECVZcqqgoWmRKko47zrI0oVD2xwogvlysrPjyS/fnN29O/xwAMo/AFgBQ8Lp1s8C0cdDqPFZWSp9+ahVWlyyxIPa886Rjj7XvDQSk996jeAzgBdleWVFVJX3wgftrOnZM7xwAsoN2PwCAFmP9+mihqOJiuwkuKYk+H4lIixdLN9wQ/+Y2GJTWrt31+wDkTnW1XbtOy65w2K5Lp3VXqhK1/JLsPOPGSZMmpX4eANlBYAsAQBMTJliGNtYNblGRNHYsN7ZAPjWepJo/3/a9pjvZVF4u3Xmn+7YFJrYA79oj3wMAAMBrPv88/nO0/gHyr6QkOrnUsWNmAk23olGOigqCWsCr2GMLAEATtP4BWp5ERaH69k1vqTOA7CKwBQCgCVr/AP7g7K/NhLZt3Z8/6KDMnAdAdhDYAgDQhFsVZZYiAt5RXy/tkYGNdVVV0ptvxn8+GJT69En/PACyh+JRAADEkaiKMoD82rpV6tVL2rgx9WMkWw2ZolGAt1E8CgCAOBoXqAHgPZnI2FZWxt9T72ClBuB9LEUGAACAL9XVSa1apXeMmhr3bO2ZZ1I0CvADAlsAAAD4Ul1d+hnb9u3d2/x07pze8QHkBoEtAAAAfKm+Pv2MLYDCQGALAAAAX8rEUuTaWve+1T//nN7xAeQGgS0AAAB8KRPFo4qL4/fCDQbteQDeR2ALAAAAX8pExvaCC6SGhtjPRSLW5guA9xHYAgAAwJfSzdju2CGNGycNHGjZ2aKiXR9p8wP4B31sAQAA4EvpZGx37pSGDLGlxtOmSRs2WCBbU2NfKysjqAX8hMAWAAAAvpRqxrauTho6VDrwQOnvf7ciUSUl0qRJmR8jgNxgKTIAAAB8KZWMbV2dNGyYtO++0vTp8QtHAfAXLmUAAAD4Ul1d8zK29fXS8OFSu3bSzJkEtUAh4XIGAACAL9XXJ5+xbWiQLr7YAuGKCoJaoNCwxxYAAAC+lOxS5IYG6ZJLpHBYevxxq3oMoLAQ2AIAAMCXkikeFQ5LI0dK27dLTz6ZXnsgAN7FpQ0AAABfSpSxDYelUaOkLVukuXMJaoFCxuUNAAAAX3LL2EYi0pgx0nffSc88k3q/WwD+QGALAAAAX4qXsY1EpKuukr74QnruOal169yPDUBuEdgCAADAl2JlbCMR6ZprpPXrpeefl9q0yc/YAOQWgS0AAAB86csvpbffloYNk4qLrfLxzJnSmjXSggVS27b5HiGAXAlEIpFIvgcBAAAANMfkyVJ5efTzYNCytT17SitXSnvtlb+xAcg9WlMDAADAV5oGtZJVQI5EpLVrpU2b8jMuAPlDYAsAAADfCIWk6693f01FRW7GAsA7CGwBAADgG5WV7s+Hw1JNTU6GAsBDCGwBAADgG4mC1kDACkkBaFkIbAEAAOAbxcVWKCqeSEQqK8vZcAB4BIEtAAAAfKO01ILXeCZPlkpKcjceAN5AYAsAAADf6NbNikMFg1JRkS09dj4mT5bGj8/3CAHkA31sAQAA4Dvr11uAW1Njy5PLysjUAi0ZgS0AAAAAwNdYigwAAAAA8DUCWwAAAACArxHYAgAAAAB8jcAWAAAAAOBrBLYAAAAAAF8jsAUAAAAA+BqBLQAAAADA1whsAQAAAAC+RmALAAAAAPA1AlsAAAAAgK8R2AIAAAAAfI3AFgAAAADgawS2AAAAAABfI7AFAAAAAPgagS0AAAAAwNcIbAEAAAAAvkZgCwAAAADwNQJbAAAAAICvEdgCAAAAAHyNwBYAAAAA4GsEtgAAAAAAXyOwBQAAAAD4GoEtAAAAAMDXCGwBAAAAAL5GYAsAAAAA8DUCWwAAAACArxHYAgAAAAB8jcAWAAAAAOBrBLYAAAAAAF8jsAUAAAAA+Nr/Aypf+NlYA3DfAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(mst_tsp, USA)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Why would anyone want to use the minimum spanning tree algorithm, when the nearest neighbor algorithm is simpler to describe, simpler to implement, runs faster, and (at least on this one USA map) produces shorter tours? \n",
"\n",
"## Guaranteed Tour Length\n",
"\n",
"The \"giant\" thing about the minimum spanning tree algorithm is that it comes with a *guarantee*, which none of the other algorithms offer (except for `exhaustive_tsp`, which is guaranteed to find the optimal algorithm, if it has enough time to complete). The algorithm guarantees that the tour length will be no worse than twice as long as the optimal tour. (And, with a bit more [complication](https://en.wikipedia.org/wiki/Christofides_algorithm), you can modify it to give a guarantee of 1.5 times longer.) The guarantee works like this:\n",
"\n",
"1. The minimum spanning tree, by definition, connects all the cities with the shortest possible total link length.\n",
"2. So if you could follow each link in the spanning tree just once, and that formed a legal tour, then that would be guaranteed to be\n",
"a minimal tour. \n",
"3. But you can't do that in general; in general there will be places where you skip to the next city without following the spanning tree. Any such skip, however, is a straight line, and thus will be less than you would take if you went to the next city by following along the spanning tree.\n",
"4. If you did follow along the spanning tree, you would follow some links twice, and some links once. Hence the total length of the tour would be at most twice the spanning tree, and thus at most twice the minimal tour.\n",
"\n",
"A guarantee is great from a theoretical point of view, but in practice the greedy or nearest neighbor algorithms almost always do better than the minimum spanning tree, on the maps that we actually see. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Ensemble Strategy (k_nearest_tsp and ensemble_tsp)\n",
"\n",
"So far we have seen several alternative TSP algorithms. We will; soon run benchmarks to determine which alorithm gives the shortest tours, on average. But even when we know that, I don't know how to predict which algorithm will give the shortest tour on a specific set of cities. That suggests we try the **ensemble strategy**: run multiple TSP algorithms and choose the best resulting tour. \n",
"\n",
"Here's an idea for a simple kind of ensemble: run the `nearest_tsp` algorithm *k* times with *k* different starting cities, and take the shortest resulting tour:"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"def k_nearest_tsp(cities, k=10):\n",
" \"Run nearest_tsp starting from k different cities; pick the shortest tour.\"\n",
" start_cities = list(cities)[:k]\n",
" return shortest(nearest_tsp(cities, start) for start in start_cities)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here's an algorithm that tries *k* different start cities and chooses the shortest resulting tour:"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" k_nearest_tsp(1088 cities) ⇒ 51,509 length tour in 945 msecs"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(k_nearest_tsp, USA)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next I'll make an ensemble of `k_nearest_tsp`, `greedy_tsp` and `mst_tsp`, apply two-opt to all the resulting tours, and select the shortest one:"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [],
"source": [
"ensemble_component_tsps = [compose(two_opt, tsp) for tsp in (k_nearest_tsp, greedy_tsp, mst_tsp)]\n",
"\n",
"def ensemble_tsp(cities, tsps=ensemble_component_tsps): \n",
" \"Apply an ensemble of algorithms to cities and take the shortest resulting tour.\"\n",
" return shortest(tsp(cities) for tsp in tsps)"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ensemble_tsp(1088 cities) ⇒ 44,417 length tour in 8,004 msecs"
]
},
"execution_count": 104,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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1kyULGTSC8fsBzp8nw99//6n3QS3GWcntPTWVnmlyMsCjj6pfy2pu3CA3eZa4eR/kcDgcTvgQtooti3IsMTEUf2tGiFTLvGp3WQyBEycAtmwhV0y3Urw4wLp1ZGC4ciWQrMfKkipikpNJIL19m2KRn3zSumu5Db+f7m3mzOTZ4EbjBys2bgQYMcLYZ1msEcEExyHWrw/QsiW5wgt1Re1SAsR9OXyYwjfk5sEbbwDMnw/QpYs9fRMjPIdx4wCWLydlsVEjMtwZeRZeL8XhvvIKwF9/qWfLV9tTlIwgkyaR4ezVV+k9Zcvq7y9Lrl9nb8Bz6z7I4XA4nPAibF2R1dzTduyQttSzxq0uaD16kEtt7972X1sOqcQiAM64sN25A/D++wB581KCsUfC1gSUHkTKCHztGrm/ak2yE4okJ5MCc+YMZSd2Gqk4xNRUUijnzXO2L0IcspxB6fp1Kmt2+rSzhpCVKyme9bvvzLfFKsZWIDgHg9gI8uuvAF27AjRrBjB4MJVAc4JZs8h1W+6E2QhK+6DHQx4T06ezux6Hw+FwIpOwTegvWMi9XhLMxb/ff5+SY6xfb30/pNzjBJyqd3rtGsAPP5Aw4TQ+Hwk9r75KiXHGjiWhdOxYEih79lR3YWPN5cuUtOqVVyjOOtKU2j59AE6dotO3cFZqASjOvFQpdyi14pIwqamB3wAUB3z0qLN9AQiUp5HqS8aM5Np77Jh9/ZSiUCFt7sNaCN5HgtcioSyOVtfzqCgyZC5aRL/Fn4mOBti3j1yBX34ZYPNmNt9BL1ac2CrtgwAAv/wC0LgxGZw5HA6HwzFKWIvsSm6Cu3aRe9+771L8oFWCrdgFTSrzqhMJM6ZNo5ItVpV00ILPR0rrr7+m/XuwRf/XX+UVWxYubMGnxDVrkitl165UyifS+OILEi5Xr3aHsmc1GzcCvP66070g3BSHaLQvQpytk4mAChakBFCsCN5HhHVzyxZy1Z85k933fe45gG++oXvYti1AjRp0n595hk37Wrhxg32CPLV9sEULMrZ27Ej3t3dvyq8grqXLSwVxOBwORxWMYG7fRoyNRSxfHjEhwbrrJCYiduyI6PUiFi+O2KEDos9n3fWUuH8fMU8exNOnnbk+ImJcHKLHIxRUMv6TIQNiv37m+uH1UjvCbwDELl3YfddQYuJExFdeQbx50+me2Mc77yCuX+90L4hmzWgcSo11r5ded3tffvgB8cMP7eunHDlzIt69a+01Nm5ErF3buvbv3UPs0wexcGHE33+37jrBdO6MuGiRNW3Pn0/fp1kzWruD90G/H3HNGsQaNRBffBExPh7x4UPptdrrpdc5HA6HwxEI6xNbNZ55hqzFP/xA9VyHDAFo08Z4fJiURfnvvwNxan4/xWEdOUIxfRMn2m9x/u47crN1qmSN4OKoNbJbsOpLYcaVW+xqGcz06QAffxx+5SfE4/O55+hvt27RWH3+eYCFCwH+/DPwWriTmkqn06++6nRPCBYJ75zuy+uv688ubQUFC9I4f+EF665RoQJlq7Yqm/GTT1J93saNaZ1btAhg/HiATJmsPb20IiuywIkT9F3695d+3eOhU+oaNagm8rhxAJ99RhmqpfaBtm3pND3c1moOh8PhGMRpzdotnDqF+MYbiO+/j3jtmv7PS1mUPR7lk0mPx16Lc2oqnRjv32/fNYPp1y9wMqr1VDY62ry1PjGRri2cFHToIN8PsyfBbkQ8PsVj0uMJnMx99ZXTvbSXffsQK1VyuhcBEhOVT0nt9PIw05fixRFPnrSvr1K0bIm4cqX116lWDXHbNuuv8/Ah4vDhiPnykUeJlaeXtWtb953q1EHcsEHfZzp3lt9H3bxWB+85iYlO94jD4XDCn4g+sRWTNy8lkxo9GqBcOSqD88Yb2j6rdPqnhHDiaLXFWbDub94M8PChc9k2AdTrCwcjlMMAMF5SRS7TrNI1w6n8hNL4FEREAIBPPwV4553IOf3YuFH7HLeDIkWobmp8PCUqsrIurho5cwJkzUqJ1PTW6H3jDaq326KFff0NhmUCKSXefJPKAVl96v/YYwADB9LeFB0t/R5We4naia3R02K/n0649VYjuH5d3nPHrWu11J5jR4k6DofDiXTCNiuyETJkABgwgFy+2rUjF6jkZPXPKSVaUcOqzL4C8fGUXXjsWBI2T56k/ztVv1bJxVGMkMFaEKKVsokqoZRpVg673T6tRuv4tHosug23KbaHD1Pd5o0bKXlOkyb0OyHBfmH4k0/omgkJ+vsiJJByErsVW7vYuFE+Uzmr+auUFVm8n4iz12vZTw4fJhdxvfXA3eSirwW5PUcpoziHw+Fw2MAVWwlefZUsy2fPkgVcsnzF8OGkeQ0frvsUUoyVFufgDRaA/i23wQqld5o3p98+H/s+qZV9AKD7z0qgN2J0cKoMk1VoHZ9uPf1gjc8H0K8fwKpVAGvXWjPO9fLgAc27KVMoTtWIEYcVP/9MWeOHDTNmUIokxVYcZ2sHSnOZ1fyVO7E1q7Bt3gxQubL+/rixZJ4SWjKKczgcDscauGIrw7PPkhX644/JKj93bmBzPfrhcIDBg+kPgwdDw4PDTZ3YKlmczSibejZYM5Z4PQhlHzyeQMkHoY/R0fT9tm1jJ9CfOCHvIi5cN7jOsVNlmKxC6ym5G08/WCOM83HjSJmcPNlZDwaBXr1IIaxf39l+XLwI0K0b1TA2Wu4pb166t5cuse2bHuxSbB9/HKBkSaqHbAdWn14iAiQlST97swrb5s0AlSrp75NUTXoA967VdhgfOBwOhyONB9HoWWPkcOIE1bzNmxeg0b/D4f39g9O9ZxAMgxEwSHfbXi+dTEptzlJxOkKMm5aTzObNSUmVU+yKF6eT0aeeong4ufetXUtZo1lSujRA+fIA9+7pj5nVSkoKnRDs2CH9eoYMdH8zZjQWuxsq+Hz0rNViwJXGYjigdB+c/O7LlwMMHQqwdauz8e+IAPXqUS3n7t3NtfXhh6SkN2rEpm968fsBsmQBuHrVeJiIVoYPJ0Wwb19rrwNg7Rj2+QBmzACYOhWgR4/0sbNK+4nXS+7qixbJtx8VRVUCcuQw1r+jRwN5Fg4fphr0Q4YYa8sqbt4EqFoV4J9/pF/PkIH2XLvqUXM4HE7E4XT2qlAhORnxxzLDFFP4DoRhuuqwKmWyZJEhVSkDsdeLWKsW4scfIxYqpNxP1tmbL11CzJuXahZaxeXLlLG0Xj33ZJp1kmnTAllEg7MiR0pNSKX54FR21VOnaC4cOWL/tYOZNg2xZk3Knm6WWbMQu3c3344ZihVDPH/e+utYXc82mPj4wJrGKiuyOGu6MB+ENs+dQ5w0CTFXLuXs9Urz58IF2mdYcfgwYlQUYkoKuza1IpfteOVKxAIFELt25XsOh8PhOAXPiqyRR0YOh0b70p/UihkOg8EDAMM1nNxGR1O232Drut8PcPo0ZcCUQ3D7UrP6xsZSJkY5pkyh658/r+yyyzp785o1dCpk1UnK7t0ATZuSS2X37uRG3rat/uyu4cTVq3SKljMnPevnn6e/37wZvifVwbjBRVCcUTZfPoA//qBY1mLFrL+2EgkJAF98AbB9e8DV0wxVqwJ8/bX5dsxQqBDA8ePGTwi1YnU922BiYgBeew2gTBmABg0oIZOZ+SuVNV3IydCmDa0ZH3xAz7NxY/ns6kqxrkbja+UoXhygRAmAFSsA3nuPXbtqyGU7fvVVqjiwfDl5I5Url37P8fsp07iw9nI4HA6HPVyx1crnn2t62xD4XFWxXbeO4umOHQP46SdyqxJ+TpwAyJWLEniYFcKF2CQ1pU5LDKZWZVoLq1cDNGxovh0p5s6l8Od580i4BiBBsEoV4+WCQp2bNwG++YaEb6uFfDfjdHbVYKFY/OMkyckUavHVV7T2sKBwYYArV5Qz7FqNEGf72mvWXkccZ2t12R8BrxfgpZcAvv/efFtKsbNeL0Dr1gCjRtH/pfaT1FRyw1ZaT7dsYavYAlB5sv797VNslcqmbdsG8O+/pHADyO85v/1Gxoj1650NO+BwOJxwhSeP0sitT4dqet8Qj/L7PB46TcyZk07QVqwAeOQRik/6/ntK3rJ/P8W8yp2c6BHCtZTs0JKpmNWJlt9PmzrrmN2kJICuXUmB27w5oNQKGC0XFA5MnEjxcU4otXZk2tZKy5bypZ6szq4qlVFWmHPt2jlbAmTYMFKS3n+fXZseDwn2mzeza1MvdiWQArC/7M/Bg/TMWKCWNf3kycC/pfaTZcsAFiyQqR7wfxhNHKXEG2+QUWbLFrbtyqFmAJg7N+3fpPacrl3phP/DD/XXvedwOByOOvzEFpQLzl+6RNbqH34YBF+XA3h3t7w7clyBYTD8hPJprSDw/fST8impkhuxXiFc2GDlEE5227SRfw+rE61du+h6LN2xLlwgF7lixQA2bOCWcDHXr1NCmL177b+2nNue1uRnrJk1ixSQjRvtd0vXklHWiYQyW7aQQW33bvZtC2V/3nmHfdtaKFSIDId28OabAF9+aU8CKQC2iq1eTwap/SQ1lZKFbd6cvlTQ/ftkYHjxRTb9FfetVy+A8ePZK81SsAplGD+eTpkHDqQxw+FwOBx2RPyJrVyZmylTqNblyy8DZMoEcOgQwLu7BsHyl4dJtjMIhkG7k+qxtR4PxQapuf5KlTjIkIFee/999kJ4TAxlP5brF6sTrdWrAerUMd+OwNat5GrYsiXAzJnOKrVuOp0UmDABoFUrgGzZ7L2u2ZqXrFm5kuJZf/1V3YPBCtwQ3xvM7dv0vePjAZ57jn37TtezzZCBnrkd89HuerYHD7JTFFnUiX3/ffIyatqUstGL2bWL9lEWsdvBNGoEsG+fPesJq1CGDBkAFi6kXBO8pi2Hw7EbN8qqTHE6e5WTKGUeBkDs0gXx2rX0nzsakzY7sp5syHqzIvp8aTMw7txJ2SD//JPZbUiDkHFTyJ7r9bLNmFuhAuI//5hvx+9HnD6dslBu2WK+PbOIs4qyylRqlitXKJPplSv2X9tNGYjPnKHMw4cO2XfNYNx0PwRiYxEHDLCu/dRUxOzZEW/ftu4acgjzkWXmYDUqVkRs3Tp9tlyWCBl5n3sO8aOP2F1DvO4bvV9+P2KrVtQvMSNHIg4fzqafUnz1Fe3VVqMmL8ybF3ifVNbkYM6epUzRa9da33cOh8NJTESMjg5UxAjXqhgRrdiaETbXvD4MU8Gju8QPi8Gzaxdivny0MVqBoExXqID4yivsyhOwKvNz/z5i27aIVarYU85DDRalmaygXz/EgQOduXazZsr3pFkze/qRkoJYtSrizJn2XE+OlSvZGbtYsHQpYrlyiA8fWnudBg3sF9ydmI9xcWkNgVYIC0oleVgQbEQ1cp8ePECsXBnx668DCl6uXIjNm1uj6CMi3rplnwFPzgDw+eeIRYsGystpNRD88w/tiQcPWt93DocTuYiNvW6RQ6wiohVbM8K30melfjwexHXr2PV95kwSIJKS2LUZzObNiHXqsGtv/nxSSM1w6hQp2127Wi+Ua8WNp3EXL5KwJ+VxYAduuSdDhyI2bWptzWQ1tm0jQ1Tv3s6d6otPkbp2RcyRg2qBWk2/foiVKll7iil1TTvHnhlFWuvpnluNZ1JcuoSYLVvgNMAKJTyYvn2tPRUWI2cA2LPHmND422+IhQtTrV8Oh8NhjZq3iZOyqhVEdPIoMzEzaiVyPJ7ADyLF0rz9tonOBtGuHcWX9ulDZTqsoFgxgCNH2LWnp8yPVEKvc+eo9MSwYZRV0i24MX5y7FiADh2cK7XCMvmZUTZuBJg/H2DnTutqJqvx558Ux7pkCZWC6dDB/rJTUmWGAKhEiVCexKrrjhlDcdXbtrFLHub3A1y+TPW3z50L/Bb+vWmTcvZr1vPRaGIwLcnVEOl7DVYooe5k8jEpbtygUk+Igecg/GZZD11Mt24AFStSMimr8yzIJWNcsoTiZ6XGntIzqlWLYv3r16f14qmn2PeZw+FELkp7lIBTsqoVRLRia0b4Vvqs1wvQvj3VD7VSeJ0yhWoDLllCiXBYkzkzwL17lNXyySfNtSWU+Zk6Vf29UgLf6NEAWbKQclyunLm+sEbJyOH3UwmnS5fsS+B04QKVmDh0yJ7rSVGkCCXU2b6d5gMi3Quv1/oMxAAAV6+ScvD992wzcOth5UoSuFeuBChViv6mlqGcNUq1N61SMqSuK76+3HXVFFbh9717AFmzUsm0XLkCv6tWpX9nz05jTE7BYF2v2IhhS+m5xMZSCZ1z5wCOH6fvc/u2+4xncjiRATx3boBq1ciQ1a4d27a1YsbA2bEjJcBq1Qrghx+sSbTF4XAiE7WSbgDW7I1OEdGKrZB5uG3bwEMXhHA14Vv8WanSIXaUM3nySYAff6RSEyVLUrZl1hQtSkKYIJgbRWuZHyWB7+pV55QUJZSMHB4PQMGClBW0QgUaL7VqUe1iAaVyU0YYPRqgc2dn79XFiwCnTwMcOEDC5okT9P/ixa2fG4h0Dzt3pnvuBAsX0inb2rXmnqVZnCozpGYhjo2lrL5SCqtYWc2ZM6CwCv9/5hnla+fKRaWdpLDCW8CI54/ac3n8cTLKFChAa0X//uSFYZeybganPFg+/RSgWTMaW04ohmazJo8eTWXr+vWT3084HA5HL2oepgD2edLZgtO+0G7A50OsUQPxxRf1J81gkXDDLCtXIr7wAiXRYE379oiLF5tv5/PPEUeNUn+fW2Iz9SKXVCRLFsQFCygeeNkyxLp1Kd5ywADEo0fZZVMWYvUaNEB85hmK93KSESPSP6sbNxBz57Y+4dfkyYi1alFWXieYPh2xRAmKB3cap5J4KV3X40EsUwZx0SLEDRto7LLOnMwiy69WjMS/6n0uRq6hNX6XNU6u4TVrIq5aZV37SrCIg757l5I2Tp9ufX85HE5kkJhI+65SDiCeFTkMWbAgfZmCUGLgQMTGjRETEvQLM0oC0PjxlIDHLFrL/Lglm64RpIwcp06RwWTs2EACozNnEL/4ghRcI8lGghErx1aUaNJLcjKVYTpxIv1rX3yB2L27ddfeswcxf35KnuUEo0eT0ubU9YNxSslwg4HKTqPj2LFpkySpKdJG7o8eZd3J8mNOJrpaswbxzTeta18NqWcEQKW1tHLhApX0W73asm5yOJwIQk2xZZnY1g1wxfb/+O03dytNaqSk0KmtuC6VFmFGTQD65Rcq1WAGPWV+3CAQs+bqVSpN1LNn2lPEvn2VT7WqVUNcuBDxjz+oHMSVK+lPId2YLXXZMsT69aVfu30bMU8exNOn2V/39m3E4sWdqQvp99MpfKVKiNev2399OZwaH24cl1YyeTJlfNeqSBu9P1qUdTfceztPzMX4/YjFiiHGxNh/Ui0Q/Iw2bKD9LyFBexuHDtFnWNR853A4kU04ytVKcMX2/9ixg9yYjOKU25f4+kZc1dQ+c+wYYtmy5vqmp8yPG4QyK7h/H/G99xCbNKFaj4jq7povvYTYuTN9rnJlsuJnykRlfMqWpVJMJUvKW+KcWrDefhvx99/lXx87FrFTJ/bX/fBDxP792berRmoqldCpUQPxzh37r69GsJIhzCWrlQynlBsnqF4dceNGfZ+Jj6e5K3hZsLo/bhFinAjTEeoJs76nZvnxR/11o9euRSxUyLp69XpwWr7hcDjGCWVPSCNEdPIoMZkyAVy7ZuyzWso2WI1SMhJEgJo1KRGUmMREek0KIbHMiBEAJ08GMtoaQU+Zn+CkXKmpgevakU3XKp54grJX9+gBULs2wPLlygH9Xi/AO+9IJ/a5d4+SM128SGUi5EC0L1uqkABr/36AvXsB8ueXf2+XLpToTEiWxYLvvqPxPHMmm/aUECf7ypcPICGBntfKlZT0x23ExFAWYqHM0MGDAI0aWb82BV/XrvJGdnPzJmUgf+01fZ+LiQH46SdKDvXYY+zuj1LyptRUgBUrzCeo04JTGcCF7y6+B1ZmANdCo0YAv/8O8NlnlARMC9WrAwwYAFCvHpUue/ppa/sohxvkGw6HY5ybN6UTsgq4KfkgE5zWrN3CtWuIBQvq/5xbThjVLDI1a9KptPinZk1tVpySJRFPnjTWr5QUxJw5KXGQHgRrf/Hi5Lpat254WIr9fsSRIxFLlaITHrNjxw2nM0ZifCdN0hd3pkRCAo2R48fZtKdEsOu+cFo+a5b112bFsWMU3333rtM9CQ8WL0Zs1Ur/5/x+cje9epVtf5TWBMEbxA2nmKxxw1qoxJ07FC4UF6fv9LN/fwrtSEmxp59i3CLfcDgc/SQlIXbrRvKmkndguM1jXi3t/3j+ebJq6EVLOQ07UCs18PLLAK+8kvbn5Ze1lScoXhzgyBFj/dJa5ieYqCg6YU5IADh7lk59x46lvsyZY6wvbsDjoXIOn35K1u5hw+i0L0OGtL+1nk7HxsqfziBan75dXJ4pNZWu6ffTT9u2VJtRig4dqK6x3OtaefiQSnx89ZX1Vsfg7+r3B+59hw7mv4tdFCoEEB0N8M03TvckPPj5Z4D69fV/7tgx8hTKlIltf959V7oskIAwR5XmZyjiVJkhrTz9NNWbj42lvWzJEm172ogRVNqvVy/buvr/cYt8w+Fw9HH1KnkH3rwJsH07zdVgWdPjIY+QcPOi4ort/+H10k9KivbPJCUB/PWXvBBh52ZqRMFR+kxqKkCZMvTvrFlpA27enOop+nza+7V6NQnRehG7lQmCmKBMhINA1ro1wNSpAN9+C7BgAbkUN2lCvxMStLt4Ca7bZpRjMxgVfJ54AqBvX4ChQ81dv18/gFdfBXj/fXPtaCGchLzPPgOYNAng9m2nexLapKQA/PEH1abWis9H6+gHHwA8+qi+9VSNS5cA2rcHaNmS1gCl2oWhNmbVyJ9fObTGaXc7n48MmQCBvUzLnub1kuK7YwfAlCm2dRcA3G8s4HA46TlwgEJj3nmH1o4nniCZMiEhraw5cSLVhg87nD4ydhNFiiBevqz+vitXAuVaSpSQd3/yeu11fzKSrEXuM4MH0/fr0cNcMg6tZX6CcbtbGSt27qTyNMuWmWvHqXrKZpISPHyIWLgw4r//Grv2zz+Tm/y9e8Y+r5dwS8Dw8ceIw4Y53YvQ5q+/qGayVsSu7MK4YeUWfO4clRb79lv6v89H+5OcS3Iojlk5/H7Edu2Uv6vT7nZm97RLlxCLFqW69XZw/Di5MMrd03DahzmccOGnnyjERSmBp8BffyG++67lXbIdnjxKRKZMdHyfJYv060eOkIVj5UqyiP/9N8CDB+RKJIXfD3DmDLlL2pFUxkiyFqXPVKpErgwCepNxXL4McP48QMmS+r9LpFiKy5enE5+6deledelirB27E7UIJCXJJyVQOyV57DFKjjJkCMDixfque/YswEcfAfz2G7np2YGau7/TJ0J66dePwhE++oi9O2yk8PPP5MqlBbEru4Dwb7PJjc6eBahRg9xVY2Ppb1FRAA0aUFI1Ka+iUByzUvj9NIZPnwaYPp3WUHGiI0R3JB40u6dlzUrjrUYNgNy5AcqWZd1D4tQpgC++oLW1VClKCCiFHaEuHA5HG34/hS0sXkwypZbkgNmykZdPuMFdkf8Pn48Usa5d07rbIgKsXUvutPXrA7z0Eh3njx4NkDevsivojBkAzzxDAsvx4/Z8D0HBWbSIfmvZzOU+89df9F2k0OLGtmYNZWNWcoeTI9yUCCUKF6asl3PmkIuonPDjJu7cIZfHI0fks2VrEXxatwbYt09eeJIiNRWgRQuAwYMBXnhB++fM4nQ8M2uyZQP48EOA8eOd7klogkhGTq2KrVWu7KdPA7z9NhkqBKVWINzGbDApKbSGXL5M2Z47dkzvbqcntMNKWOxpxYoBzJsH8N57ZDRnyZkzZCCoUoWus3IlwK+/yr//yy+dNxZwOBySx5o0Adi5E2DrVu0Z72/fBvj3X2Nhhq7G6SNjNyC4hwkut4K7bZs25Or45puIK1YoZyVUcgVdsIBcA1assP67sMSo66VQ8y5/fsSGDY1lMlbKxghAbqjhxp07iNHRVI81Kcnp3sizdSu5xPXvT+7EZuuVfvedPneYoUMRmzYl90O7Eb6rsF64pU6mUa5dQ8ydG/HiRad7EjoI61t0NGK2bNrXNytc2Y8fpxCaBQvk3xNuY1bgwQNaN1q3RkxOdro36rDMMDx3LmLp0oi3bpnv19mzlDk1Tx7EMWMCtbiVXKftDrPicDjSHD9Oa0H//voypwt6jzCfw2VfQESMeMVWTYFavpzNdQ4fRnzpJcTevd2ttIgxEhMUHENmZrLIKUy9elH876xZzig3VpKURGVwatdGvH3b6d6kJTkZccgQiovduDHta2ZifFNSqAzGrl3q792wATEqSn/5KJb4fBTPlzmzvfHMVjFsGMXbctQJLm2lp3QOa0Xh2DGai0uWqL/X50N8/30yNobDmL1zB7FGDcQuXRBTU53ujXaC9zTh2RvZHwcPJuOKUaX+/HnEnj3JsPXll+mV5HDLKcDhhBt//kmHZosW6ftcuJfxinjF1s4kRXfukHW5ShXEM2fYtWsVege/FZNFTmE6cwaxcmU63Qy3epx+P+LAgYjly7vnJM3nQ6xYkep1WqFULl5MQpoSV65Qrelt29hfXy9JSaTYhpJQLcetW3Rac/q00z1xN2bXNzUj6ldf6etLoUKIS5dq/8yGDYgNGmh/v1u5cYP20L59Q9OwKd7TqlZF7NTJWDt+P2KLFqTc67kPly6RcThXLsThwxFv3pR+X6QkcORwQg2/H3HqVNoDdu/W//lwn9sRH2NrZ5Kip5+mOMo2bSgx09q17Nq2Ar2lZKyIIZOL/82dG+DPPymhRsWKFEcVLng8AMOHU/zb669TGQihRIjdsRBC4pVq1QB69qT4Lr01ibXw/vsU47V1q3w/YmMBOnem8j5O8+ijNAZPnXK6J+Z59lmAHj0oHtGJMRYqmF3flNbTsWMBZs0CGDNGPcb+yBHKXTBxIsVaauXZZ0O/vNOVKxRPHB0NMGqUsfwNTiPe0+bPp5J4cgn4lBDG3IEDVLpLjStXKA67TBnK/XHoEMDAgQDPPSf9/nCPz+ZwQpGkJIBOnQAWLgTYsoUSQOol3JOzRnxWZLuTFHk8tGGUKwfQtClAs2YAgwbJJ2lyGj2Zlu2eLI8+SgJhlSqUKXLsWLqnPh8JoUJ/Y2O1B9O7iU6dAHLkIEXuxo20mT7HjKFnYmVSlCtXKEHUrVu0gObJY921vF6qaTt4sLTBZ8oUyi7+6afW9UEvJUsCHDwYHonMnnkG4PvvaR2yc4yFEizWN6X1tG1bgIYN6e9ffy29Jxw6RBnUp00DqFNHX/9DXbE9d44U+o4dAbp1c7o3bMiTB6BoUTLSvv22/s8//jjATz/RmHr8cTK0Be97164BTJgAEB9Pfzt4ECBjRvW2ixShBJjt2qVdF9ySZZrDiTQuXaJDgOLFAdavp8oSRgj75KxOHxk7jZO+5jdvIjZujFi9untcTs3Qr5/8vbTaveHYMcSXX0asVs1cIiO34dT4/PVXiscbN84+d1u/H7FcOXKZFLNnD/XlwgV7+qGVkSMpNi3UCfd4G1Z8/DHF1Fq5vj14gNi8OWL9+lT/WxyG8fPPlFtAS31CKS5cQCxe3HwfnUBIkhUX53RP2DN/PmLLlubaGDkybU4L4Xf9+uRy3L8/hXLo5fffyV3aiRrpHA4nwJ49lFNhyhTzIRjhvudHvGKLaD6rqxn8fsSvv0YsUCB9Qp5QY/Fi+fgxOybLgQPygqdcTLB4wzaSvdlq7I6FuHsX8aOPKNHZvn1s29bCL78gvvIKxc81a4b4yScUR7J2rf19UWPlSsQPPnC6F+YJ93gbFmzZQkqlnvXFKKmpiHXqpFdUACj5oFHu3qVEQaHG4cMUW68lSZaTGN1P7t5FzJHDeIZjJSHV4zGXk6BtW8Q5c4x/nsPhmOf77ylJ1Pr17NqsXj1tlvxQPwQSE/GuyAD63G1Z4/FQ7dwKFQA++ACgQweAXr3ka4O6lf37qd+DBlFxd7HbrF2uSwsW0H1LTU3/mhCPNHIk/T8+nlys7Hbv1YtV7t1S7tq3bwO0akXufjt3AjzxhLG2zXDhAl179276v/DdWddsZMFLL5FbX6gT7vE2ZkhNpTVjzhyKafL5aG+wcn07dgzg998D1xczfjztEUau9eSTAPfvm++fnfzzD9WPnzaN4mrdipn95Kmn6Lv9+CPl39CLUuy31wuwfLmxvARJSVTHlte55nDsIVgui4mhvCarVgFs2ABQsCCb6xw9CpCYCLB3L4Ug2a33WA1XbP8PIaGDU1SoALBjB8CHHwJs2gQwdy5ApkzO9UcPR48CNGhAwl+1agCtWztjJFAS0FNTKU5T6NOYMdIJO9q2JSOHWya3FbEQUkLY6NE03hYtonhlMXbFLPt8FNMLkP7ZuO25AADkz09xf8nJFO8dqoR9vI1BTp8GaNmS4tx37QL43/8AKle23giqJUmVkb1KaFOY825n61bKmTBvHsCbbzrdG3l8PlpPzewnb79NiZ3WrNG/xlplmFq3DuCVV6xJFsjhcNIiJZeNGkXJoTZvpjwYrBgwgBLHlS5NP2GH00fGkU6w+9KRI4ijR5Mv/fbtTvdOGnGfP/qIXPR++snpXqm7VHbrRu6jlStbHyvHCtaxEHrbE9fttNpdJdRcYhMTKX6tTh33urJrYfNmZ0MI3MjSpVQCafZs+0vKWFk/NE8eKjvndv74g1zv3FDaS43evc2tW8IaKzxfvWusVetm69aICxYY+yyHw9GOnTGvW7civvCC8frXoQBXbC1Aa6yNktKwYQPF3U6eTIKVW+JBg/ssxPG4wS9f6+IQaoXnhRhwrzdtTISRe64kBHm9FFN17x691+4EA6H0XIR54PGYfyZOcvo0JRT68MPwSrpmlLt3ETt0oER0R4440wcrDTwlSiCeP8+ur1awciUli/vnH2uvY2RPTUqi3AOzZlH92fLlER97TNkwpLRusVhjrVinHzxAzJ7deNwvh8PRjl1Gfb+faoCvXMmmPbfCFVvGaD3h0rIZXbxIAd7ly7tD6AyFTGpaEoGF2skgIt3batUQS5Y0l5lSSXn0eBCzZKFEJnnyKCfLseI+hcpzCYV5oAUh0+y8efR/ny+ys5/u20eW7E8/JcHeKawcXxUquNuz4PvvKVlcQoK119GyT6ekIB48SMmTunZFrFgRMXNm8vjp0QPxu+8osVXfvsbXLVZrHqsEmIKy//rriEWLunuscDjhgl1G/Z9+QnzzTfu9kOyGK7YmEVt9O3SQVwQAEDt2DGwUahvaxx/T+w4fticTpxZCRfFQE9BDVTEZMQJx/HhzbWh9hjdvItaqpTz2WJ+ghspzCZV5oERiIikQTmSadYv3iYDfjzhxIp0SGi2lwxorMvUnJtJ3rFXLHfc9mFmzEIsVQzxxwtrrqGURbtOGTjUyZ0Z89VUKt4mPp6z7Uu57ZtYtlgKtWcOUWNkXrh+JXhuc8MZt+w+iPTJFUhJ5Z+3cab4tt8MVWxMEW32VlFph0/R6EYcOpQGm9N6nnkLMlIlO0NwSD6q2Cdet674FQ45PPgncw1BxvezfH3HaNHNt6BHCnFDgnCy9pZVQcpmW4tAhUnBWrLD/2nbGbIuRE2YuXqQY6eho99USZ3mCLnadd8O8Cn4eAwaQN8q5c9ZfW2ld83hoPOzdS4KgVoLXLSFEQe3+usVIFipGRQ7HDE7tP2oozT8ANuUOv/mGaqRHAlyxNYjaQFT7qVhRfUNLSUFs0MA9QrSaQBAqiqLfj/jaa+RiFkqul927B9xGzaBVeXRK2HG7S6xbhFEj7N1LLuZOnEw6NZ7khJlPPiEFf9Kk8HbNcpvSImcQ/vpre65vlWFKvG61aEG1wNXGlVueTSivaRyOFtwy1+QQ5LLggywWnhO3blEyvv/+Y9Vbd8PL/RhEqSSDGhkyAJQqReV9pECkMgEZMgCUKEE1rKSwuxRHbCyVyZECkX4H1110Y5mW9evpd+vWoVH2QuDePYCnnzbfjta6zUWK0HuC63amphqvpakFp0tvqVGtGqXhl0KYu25kxw6A998H+O47gKpV7b++2prZrx/V9H7uOYBnnw38fvJJ4/NUqRTLhAkAP/8MUK+esbZDBavKBxlB6Xn06AFQu7b1e4VV5a2C16033qCSOcHl08QUKQJQsSKVNvJ6A2ssoj213wV4LWtOuKO0DiICvPce7YtPP02ldbT+fuIJNnJkTAxAnjwANWum/buwVpqRpceMAWjcmF0dXLfDFVuDKG0EaiAC3LolrTQEb2hqyqSdQrScoiNMPKn7YbfgpIVhwwAGDw4tpRYA4O5dgKeeYtOWVuVRSgmuXZuMArt2AZQvz6Y/oYLPB9CxI0D37lQXWWnuuom//wb44AOAxYsBXnvNmT6oCc+7dwNMmgRw+zb93LpFv+/fp/c8/XRahVfu3+K/zZsnP88zZADYsiX8FVs3KS1uULLt2lMHDAD44gtlxfa338hgeegQjVW7a78LKCn7AAB589rWFQ7HEpTWQY+H6pS/9hrAnTska925A3DxIv0W/y3494MH1O4TT+hXioP/tnQpGbiCD4iEPhpZH8+doxq5+/frvWOhC1dsDaK2ESghWIW1nJzJKZNOCdFSfT5wAGD1aulFA5Fe798/8H49xedZs2EDLUS1ajlzfTOwOrHVi5QSvGABWQD//hsgd277++QEPh+Nm4kTAerXB+jWTf3U2w388QfNuZ9+AihXzrl+KK2ZXi9As2bym7bfT+NfrPAKv8X/PncO4MiRwN///ltaSACInJMoq04ojeAGJVu8p/r9NPas2FNr1QIYOBBg82aAypXTv37nDnkoLF5MnllOGn/VlP2lSwGqV09/msThhApq62DlymT8NQIiwMOH8spv8O8rV6Rf27+f/X41eDDAxx8DZMpk7LuFJE77QocqajG2JUrIv2bEn9/NcYehFHtbrRriqlXOXNsMiYlU19hNGU1nz6ZSVELd23AmMRGxYEFnEi6Z4ZdfKI50/36ne+JMjBOPHVTPAhypmfUTExGfeAKxaVPr9tSlSykxmRQ9eiD27s3+mkZRyr2wdStiuXKIDRtSmTAOJ9RITHRPhRE5WK+PBw5Q9YP7963pr1vhiq0JxBuBeMJ4PIG/Cf92g1JnFUYSaTmxkGzahPjyy/YkimGZUl5ItiLcNzeNo08+oe8Y7sl3QlGpXbqUjCGHDzvdkwDiNVNs8LJqLLs9YYhdyCktefNS8iy7cNPzOHUK8cUXrb1GairVRt6zJ+3ft26lGtJ371p7fb0oGdBTUhC//ZbGzNChkWHQ5IQPZ84gZszozqzIAqzXx+hoxAULrOmrm+GKrUl8Pqpfq6TAdezozpNWlkgJToJi7wbrPCJizZqIy5ebb0dNaWWZUt5NgqAUKSlUHmP4cGf7YRWhotQGj8nx4xELF0Y8etTpnqVHWDMzZbJnTQyFElJ2IKW0XL6MWLq0vcqt3cYNOX77DbFxY+uvM28e4vvvB/7/8CFlTP7jD+uvbQVXryJ26YIYFUXrYjgbNTnhQ7t2tC+62fsRkd1+9ccf5GWRmmpFL92NB9FoCiSOQP/+AGPHSvvGZ8gA0Lu3u5InWcXRo9Kxt1IZML1egCZNABYtsqdv27YBdOoEsHevuaRR8fGU1VMq3jkmhuIwixeX/84JCfpiuEJhbN28CVCpEsDw4ZRZMFwIjql1K8FjEoDG37hxAJ9+6mzf5Lh1izLD2xXjGrw2uTUe2iw+HyVo0pPP4MoVip+MjaWkaHYgPI+ffqJ+Tpli//P46itau4YMsfY6KSkAhQpR0r3btwHOnAHInh3gxx+tva7V7N0byGI+aRJA0aJO94jDkebffylJ4KFDlOTJ7Zjdr/x+Suw5fjzAW29Z1UsX47RmHQ5YVRcv1HFTPFV0NOKPP5prQ+30NDERsVcvtt85VMaWz0cuanv3Ot0TNoTSSa2bT/Tl8PvJLYyf9rDDjKeI+OSWZRiFGqtWpT3NtJN27RAXL7b+OnFxAe8lcUhJOHgM+P10Ip0/P42V27fp73aOIQ5HjQYNEOfOdboX9jF/PmLduk73wjm8TivW4YCbsk66idjYwAlSMIj2lSratQvg1CmAhg3NtTN7tvxz9vvpBGrKFLZZ7UJlbEVFAcydC9CoEaXID2VC5aQWQFv5FDfi8VA5ntu3ne5JeCCuD5uamvZ327Z0AqBElixUc3XcOIBixchLZMkS+l28OMCcOdb0+403KHO1lIeL1Rw+DPDCC9ZeQ3gugrlJ+J5an4vb8XgAWrWibK7JyQAlSwJ07kxjxq4xxOEosXkzwPHjAC1aON0Te3jwgDIhjx7tdE+cgyu2DIiNld+Y7VTg3IZQVsHrJbdZj4f+7fXaW6po+HAqu+A1MNpPnqQNuXVrgK+/lldavV6Ad98F6NmTvqsURhRRtxgHtPDWWwB9+pAB4cEDp3tjjFBSagHcUT7FKNmzA1y65HQvwgMWBo7r1wHOnqVxY0Q5NsKzz5Kb7j//sG9bCUSAxETry86FquFJL889R0aRb74BmD7duIGFw2EJIskko0bJy2XhxtdfA1SrBvDii073xDm4YmsCn49iIAcNovqiHg9NHkGRs1uBcyMxMRRX2rs3QMWKAC+9RP+PibHn+nv30nN6/31t779wgeJ+27cHKFyY4qJ27iQlp107daWVtSIabBwAcPfY6tiRaqV27Ch/H9xKqCm1AKFzoi9FtmyhebovrPvNm9Nvn8/pHikbOFJT6VQ0OVm5DSUlDIBO5qz4zm+/TbWW7cLno1jiBw8ovtbK5xfKhicjbNyovEeGiyLPUccN6+TPPwM8/jjJcZHA1asU7z5smNM9cRinfaFDFXE8kzh+JjravdnWnObKFcTcua2PqxPH9xQtijhunHKffvyRsjyWKEE1v9q2pRTpZ8+mb1dLPOPMmWmzfbLI+ilk8sucmfrn5rGVnIxYvTrimDFO90Q7oRJTG4xaqa3t253uoTyxsVSSKJRgmfGcJUr5DLxeKi2TLx/iwIHydUiV4vmDS9mx/M7z59PcsyMeU3h+wve0+vm5Kc+EHYRKTgiOtbhhnUxOJpluxw7rr+WWmPKPP0YcPNiZa7sJrtgaIFQTtriBMmUQ27SxbgEIXlCDE3XcuIH488+0AJQujZgnD2LLlvQ5LYXntaRiX70asVo1a1LK9+qF+M03bNqykmvXEIsXp3vtdkJVqRWQG5MffEA1NE+fdrqH0vTvjzhtmtO90I6b130tfTtzhspyFSyIWLs24k8/kfAn0K+fvnrkLL6znTW6nXh+bh4zVhBpijwnPW4Z8zNn2lPOy0klXqxQd+qEmCMH4q1b1l/X7XDF1gB88TZGcHZI1guA0oLq8SCWKkUTv0kTxOnTERMSjJ0eq9VBa9cOcc4cNt8pmOXLSWEJBY4coUzJBw443ZMAwZbVNWtCW6kVkBuT8+ZRPduEBGf7J8VXXyEOGeJ0L7Tj5nU/OZnGsfhEVW59TUlB/PVXxHffDZzinjiBOHKkdqWWxXe2WwBWUtytfH6RVEfZLUoNxzncsE7evUuZuq0+OXVyvAcr1IJsHY7ril4ecdoVOtTw+wG2b2eb+TYSEGeHBAj8BqC40ypVzMeLqiXqeOUVgJkzzdWxBaB+ytWOTUkB+OUXgDFjzF1DjkqVAHr0sKZt1hQrBjBrFiWT2rIFIGtWZ/sjVYN41CiKtwuVmFo55MZkq1YA//sfQI0aAMuXA5Qta3fP5MmenRL4hApujpccMwbgtdcA1qxRr3+YIQNAnTr0c/YszYsqVai+qh7MfmctiZVY1uhev145yaNVzy8mhu6vU3WUjdQ2NoqQE6JtW3qGfn/gGbsxJwSHPW5YJydNAqhb1x3J4ViuYQLiLPjBsJKnQxmu2Grk0iXKjjtrFkBSEiXvkRpUbk/Y4hR2LABKCyoAwN275pVaNTZupLI/GTNa037WrABPPknli/LlM9eWHQJPzZoA3bpR8q61awEee4xt+1pR2gimTKE+hutGUK8eZS1t0ABgwQKA1193ukdEqGVFzp5dfn1xct3fvx9gxgyAPXsAMmXSt47mzk0Z42/fpqy2esrumP3OdgrAPh8lAVTCyuenZAy1Eilj3pgxtN9alcBRrMj/8Qddc8GC8F1fIxUp+aFgQYBz5+TXETvWyatXAaZOBdi929rrAFAZISeMZU4p1KFCxGdFVsrc5vfTwty0KcDLLwNcuUKncWvXyreH6K4SLG7BDiHGDRlif/xRewZmo1SpQrXZzBAfT7UFR48G+P57+m1VrcFu3ajtLl2UDQ9WEillN+SoWpVObFu2pDXMDYRSVuSNGwGWLpV/3al1PzmZFIkpU0ipNcqpU/o/Y/Y727lex8Upl3sTytGEE2ZrG5tBUOSnTgV45hmu1IYbgvwQXKs4Koo8hOTmmtl5piXT8hdf0LjPnt34dbSwezfApk3OGDvdcCruapz2hXYSuaDvSZMQR4+mTJLVqiF+/z3igwdpPxtJcTMssCPuwun4npQUyvp86ZK11xk1CrFsWeMJuBITKRZDLhbZivv08CFi1aqIEyeyb1sLPFsnceQIZf6eP9/pntA8KVLE6V4ok5xMWSaLFEHcti39ui+MH6fW/c8/R4yJMd+O0vost06Y/c5K6xDr9Vot4/Orr7K7lltwQ6zj/fuI2bJZXwmBYx9quUx8Pnn5OFMm2oOMoCVJ0/HjlNfDygRKly8jNm2KmDEj4iuvyK8pVsqcbpjbbiZiFVu1Mhnt2qknXFFLIsQJYJfS6YTBQUhI9Pbb1icsYJFFtEMHZaG1Y8e072eVyv7yZVIQVq+2Pz2+muCePz/ismVps8SGK6dOURmEr792th+pqSTouJUTJxArV6ZkbTdvBv4uXvejoxHfe8++PonnTUwMZXW/cYNNu0r7oZCYBIC+M4v1+s8/EbNnt2e9jkRB0C3GvJdeornECQ+0ziUp+XjFCtp79K5ZWuXHVq0Qp0xh+30FUlIQp04lhVZI0ic2zFmVFFUKpw9x3E7EKrZGNjq31KoKVYKVTmFizpjB9jp2GhyC6xkL38vJchUpKaS8bNpEJ3NffEHKau3atKmolfQoUUL6+7FYtA8epI3BCeOD0r2Li0OsVw+xQAG6XxcvWtcXN3DpEmK5cohDhzp7mpIjB53quI0lS0hpnDtX+f7cuUPfgYVyqYZUKTOWWTDljIJW1Ga/dInm2o4d9qzXdgiCbpMPevVSPhHv08eefrRqRdn8OeGBWYPJiBGIdeqQnKIVJXnd4yGZJTaW1pSHD819Pyn+/ptKVdaqpXxaXbeufYdcUuu1x0NGerEhNhKJWMVWaXJ6PHT6JnY/dkPB6XAgWIhp1gyxd2+ne2UMJ8pVKC3uefPSwp4pE1nJ69ZF7NKF3Oq//x5x61bEc+doE1BSbJ94gj43Zgz772en+2EwWk7z//uPBL5cuai+8bZt4etGd/Mm4ptvInbvTqenTlCqFOLJk85cW4o7dxDbtyelX6ti0qmTudrSWhQiu9YaO5TM1FQysn31Ffu2lejSJWC4Zr2Hu00+uHMH8bXX5NdaAKpxvWmT9X3p1488H9yi8HPMYdb7we+nkot6DCs1ayrLLIIMxLrczblzZJh54QXEdevc5/khtV4PHYr41ltUZtFNhjY7iVjFVk1JKFgQMWtWEvw++ogf+1vFnTuIxYoh/vWX0z3Rj92LnJqltHZtxOvX1dtRc0Vu2pTqn5YtK/8eo9/P6Y1Bq+B+7x5tkOXKIZYvT/++d8/avjnB/fuI9evT5p2UZO+1ExPJEFOzpv0br5QyuW8fCTC9eumz+u/ZQ3PFCFoVot693SVQmWH0aBpzdhqM/H46cVmyhL3i7ja3wFu3EF9/nb6f0vhat44MoM2akYePFQjXt9NNk2MtLMb7nTu0Zi5YoGzY27+f6m1nzqzuaWZ0zkldPykJcdw4ypkyYUJgb3SLe78Sfj/lBrLKiBcKRKxiq2VyJicj7txJg0TO8hlqQoUb2bYNsXBhe9z5WGL3IsdKKdSaPMqK7xcKG4MYv5/GZ6tWdIrbty8lqBCjxwXRbe6KiLTOffghuWLbpbyLBV4hXsmujVdK2Pd4yNPht9+MtVmuHOKuXfo+o5aEpXt3Otl46SXExx5TFuTcNm/k2LyZkpddvWrvdVeton3cCpw21om5fh2xYkXEIUMChgMlY15yMuLkySTADxsWmP8s1im3KfwcdsTHm1ecTp6kNVfK8PLll2RgL1IE8bvvEA8f1q7Y6plzcntBrlyIrVsjnj+f9v1umuty8HkXwYotovZEQ6EmjIcigwfTQhJK2L3IsVyw4uPTJoSRcuOx4vuFwsYgx8WLtOEWKEAnTr//jjhrlnYXRLe5K4pJTUXs2ZMyV1sdn+PkxmvVtadPTxteoUUZ6NtX2WuoWjVKtHbypPJ73T5vBK5eJaV282Z7r+v3k7K3fr017btFPrhyhQwso0bp/+zly4idO9Pz6dKFzToVyms9R5n9+8nTrm9f494PagnrvvgirReRWF5XcrHXOueM7AVW7R8sDd583kW4YouozTXRDQPFjSc9LElKotTpP/zgdE+044SAzjLrs9rYt+L7qZ1ShcK4Tk5G/OknimFT2lzF9ycUrKh+P+Lw4SQcW1myysn11KprT50aaENuXj54QErd6NF0Ov7449qFs1AYP0r4/YgNGhhTuszyxx80V1m5Pgfvxe3b2+/RFdyHrVsRS5c2X05txQrta5oablH4Oez59FPE8ePNtWFkLRZklhIlzM85owlko6MD8goLbyPWBm8+77hiqwmnhQo3n/Sw5MgRSoB07pzTPdGOoGjaGUNkZ9Zn8ckuq+8np5wXK4bYvLm1NehYohan//LLFJ//0Uf071AJZ5gyhQQHq+LunNx4rbi2mrGmY0eKecySBbFGDUru8ccfiJ98ok+wYmXUcsJIOmkSZRR1IknZW28h/vILm7bELvTC85VTBK2SD6TkAQA2Hk8sDT9uOBDgsCc5mTLGX7hgrh0za7EemVxuvWvaVDmRZfD1xfNOPPfNlD+zQrdo00Z+PYqUeccVW42IhQphgNihXDqtVNvN1KmUBCmUMtH6fIj58lG/7Ur1biedOlGWcJaKtJRynpyM+NlnpFQdOGD+Glajlln9tdcQFy6kH6UMpayVORaKy4IF5JZ45Ai7fgmE24mtmoGjenXE3bvT10g2srabNWo5YSTduZPc950oobV5MyWpYbGfKOUmEJ5ZsLLZrZv56wb3wUp5gKXhJ9Jkl0jhl1+o4oJZzK7FWgx9cuvdJ5+QoVGrsdmqscxyP/L7KSQmZ07nKk+4Ba7Y6sDnQ2zXjgZHiRJkibfC2n3nDrW7YQPF8slNqHC0vvj9pCBOnep0T/RRtiyViglHqlYl4dQufv2VTu7nzLHvmkbQsykpvdfrpVglFrBUXFatIoPN7t1s+iagdsIZajG2ZpQBlqEFajihaNy4QQlg/vyTfdtaiI5G/PFHNm2pZZMPjrFet47mz+LFbE7IHzwIyB9WyQOsDT9ytTazZ7fOI4RjLU2aUHZxs7BYj5QMfWoxvBMnar++VcZYVoakmzfpvW++SR6Pdu4rboQrtjoQhMZg66zWwXLvHuKxY1Q7bvFiquPXpw/Vy6xWDbF4ccoSlzs3xZs2aIAYFaWcwfb99y38wg5x7hwpNlacFllF4cL2Z/q0g6QksmzaXQrm1ClK+NK2rXvL7Oh1h1LaZKtUQTxzxrr+GFUYN26kuSiU42Llxiq38ebNmzajqxWw9r4xK/TYFVpg90m5UK9yyBC27Wpl924q38TK/Vmt/neJEuk/M3Bg2jGmNtZSUshA+ttviF9/TSe+tWqR90TWrFT2RO76LDw/rDB+SI3v+fMp9OTsWXP95diDsO6/9x7i00+z86iyUgHTst45nUBWqY8AFMJy507g/VL77969NJcGD6b1Q8DOkDW3wRVbjagt+H/9hbhlC1mHJ0+mgdS6NbmhvfgiKQc5c1Ks3TvvkPV3yBDEGTPoZGTPHkotLh6YiOpubs88QzUOT5505r5YxY8/knJ/6FBoJM3KmjW9q2E4sH07xag5wcOHiB9/TElR3Prc9WzMcu+NiyMXorx5ERctMt4XtU0yOtpYu3v20MlTt25shRCpjffWLfLY+PBDfbVkjVy7d28qo9Onj7lNP1RcLu2Obf72WzpBCN7T7KJRIyoVwgq9iq3auJg/n/b/Xr3IiF2iBBm2y5Qhg8DAgYhz51JiqCtXqE07jBPB65RUxnwWxMfTdzYbq8lhj1iBio4OJEkS59tgNR6sUsC0rndart+hgzU5MtTWiFataO+dMQNx5kxp74dMmRDXrjV+n8IRrthqRE1ozJaNFoC2bREHDUKcNo0yDO7cSVZJo0qP2sDfvp3SoufLR6e3mzaFVnyqEpUqpc0652Z3iowZne6BNUyYQAKWkyxdSkqf4P7ktgzhejZmpff6fBSL26yZsdP/Zs3Uk9mULk0F7zt3prqVM2YgrlxJNViV1qk1a5RPilgqb0lJlGm2WjWqy2klFSuyOX0IBdcvO09s//mH9iSnTuQOHSJvJ5bGxqpVledWx45p368mM0RFkVI7Ywa5ap89q75322VEEa9TrVuTO7kVib++/ZbqNFuZhZ2jj+BwFrvWfdb07MlGGRV7alpxH9QSdPp8iHXqhO5zcAKu2GrEyUyeWoSmpCQ67alYkU6F586lmJxQJVROQRAR79+n0/hwpFEjqqXpNEePUhzz22+7X4EwQ0pKoFau3vver5+yYuvxkML455+U0Gr8eBKsW7Sg+/rCC+RZkiMHnRrVqUMZFgcMoGy+dsb6+/2II0eS0GulN0r37lSLmAVud/2yck0VG5s++YRCM377jV3f9fbhxRcRR4xg27ba3Aq+f1bJDE4YUerUsa4U35QpZHATTqU5zqEWMmP1us+Kdesoc7PZJEpq94OVJ0OTJpRPR27v4BnG9cEVW404PbD0CE3btyN+8AFN7M8/JxfnUMPp+62HCxcoPjrc8Psp3vvGDad7Qhw4EDnZ/vbuRSxZkk5WxTE2SiQmKgsiWoXp+/cRjx+n0IqlSymR2wsv2JfVWczChaTks05gJbBgASn7kUBKCt3LYC8YqdNGPQSf8JhxXTXqjSF1ysRS2TPi5m/lHma3EWXbNjIyWVWuacIEMshb7aHBUUZtnNt5oGOE+/cpfKlECfKWNGsEUgsFNLNuIgbWu0yZyN1Zbr3jtWn1wRVbjYTSCaLA2bPkRpo7N/nq79rldI+0E0oTOTERsUIFp3vBnmPHSLlyC6Fk7GDB/ft0olqsGMXZaUEoHs/6Hjl57zduJLfWVavYt330KGKpUuzbdSPffktu6MFKkXC6ceKE/jZZ7otGM3rbsTerlfaS2o9CUWZQwspTW0TE0aNpH715033hJpGC0jh3+567dy8ZX7p1Q7x7N/B3M0YgK+XQ4Lq4SutdpMk+ZuGKrQ5CIY5Kivv3EWfPJgGuShXanNye6CiUJvLOneSqGW7Mm0c1bN1CKBk7WLJhA8XjffZZIKGSlOB36RJi5crKFnY3FZLXw5EjFOf3zTdshd6EBMSnnqL8BOEsQF+5Qsrr8ePSr8+ZQxk49SZ6Ulunu3ShUzi1/cbM+LJjrzB6jVCVGaSw+tQWEXH4cHJjD5d7FmroPbF1g3EmJQVx1CjyRmEd/vDJJ84kjQq+r07vv6EGV2x14vY4KiX8foqve/ddxIIFyULq1hI1aqVLEhKc7mGAdevCs+xShw5ss4qaJZSMHay5dYsS05UtS8KflOCXJQvV5mNZy1aM00L6xYu0bgmursJaYLQPwn2SS9oRTnToQONGDqE0zxdf6GtX7YTn+efpmWXNSu52WbNS6ZrSpcnIWrs2YuPGZHQ1KkDaYfAyI1iGsswQjNWntkqxzFyAtx4tMaVuWif/+4/WkcaN2cZo+/0UppI7tzXj0Ygs4/T+G0pwxTZC+e8/skblzElxAocOOd2j9MhN5DJlKKnR7dtO95BYtgwxNtbpXrDnxRdpnLgFbrWkskBaLOhWCdNOCulKQq/eOr2RNJa2b0csWpQ8d5S4do2U0B9+0H4irldAS0qi65w8iXjwILnYr11LwqnRGG67DF7B+5HQt0gSLK0+tY1k46VbEMZ5sMEvOto9xhm/n/qZJw95lrGsBLJvH3mv1KiB+O+/1iiURo1x4WQksxKu2EY4t25RIfiiRWki//KLta5GepGayKmplKm1VCl3KF7x8ZSwIJy4do2slW4rHaWWGj/ciWTBr0MHeaUeQDmRR2oq4r17NK7PnSMXe7feRxau1kIbTZtSluuZM7V9rk+fwD3QMr9YGQjMjGs7jRTi/ahCBaqFHGlYeWqrFsv83nvWXJeTFp+P1o26dd2nQF2+jNiwIZXfMpoXQGp9vXoV8aOPyKNk2bK0so9ZhTL4mh062FtlINLgii0HEUnw++UXxJo1KVnN11+T0ivGbQkdvv+eksqsX+9sPyZORBwyxNk+sEJ4xm+8QePA6WcsRY0adGIfiVbLSI0zRqRMl0qK7ZNPkjdH8eKI+fMjZs9O9aUzZULMnJkMNYULkydCxozKJ99G7iOL9ZGFG7m4DbERyKokTCxONNRcILdtU/68VB88HhoH9+5p74cefD4aT24yBNuBlae2allon3mG9qYxY+g0zW2G13CiQAH3VEQQ+OUXmtNjxxobf3Lra0xMoIqIOPEUC6SuqbSPhZvHkBNwxZaTjn//pRONnDnpJPLYMevi9syyZw9Z2KZMobhbJxTvYcOoXEGoEywQe73ueMZirlxBzJUrkEQp0ojkE1s1xbZQIXJxvXiRMqsmJckLvqzvI4v1kcXJo1NJmFi4yMkpyK1bk5Ht2DHlz0v1oWdP+rxVClDNmu6o8203deogTp7Mfr9VG78JCaRYDxxI+QYKFaIsuL//jvjggfnrcwJkyuSM4UDKQHjnDsmkpUoh/vOP8XaVjGdKByRGjZZquWLcKFOHA1yx5chy7RpZRvPkcbd16eJFypgaXJ/RjkVCKPVToYJzp9isXBdDIebwm28Qu3Z1uhfOESrPyQrMuCIHw/I+Gm3L7yeB7dQpiutq3ty8e5oZ5dQN3gByCvLSpXRSs2ePvvaSkxHfeou8aqzgp58Q69e3pm03M3BgYEyx3m/1eACcPk1lrOrVQ8yWjVxUZ89GPH/efD8imbt3yYBsN3IGwhw5qPSdWp4AJYyujWaMlmrX7NiRx8xaAVdsOar06ePueACnhH1xVlWnsgWyOkkPlZPAihUpGU4kE6nZEVkmj0Jkdx/V3CdffZWSy737LrlRvvgiecNkzEhGw1KlEN98k/5tNIGSgBnl1O1rwF9/IebNi/jHH/o+d+kSuQxbEbKSnEwK98mT7Nt2K3bst0Y8AO7dI1fVzp3pmbzyCuLQoYi7d3OXZb2cOGF/fW+rx5WRtdFsn9xgLIxEvBBh+HwA/fsDNG9Ov30+p3vkfk6dkn8NEeDECdu6IklcHIDHI/2axwMwezb7a/p8AO3aAfj9gaUqNZX+37YtwNGj7K+p1Afh2kb7cOIEfQcp3PCMAej7Xr8O8MorTvfEWWJiABISAHr3BmjShH4nJNDfw5kiRQJzXZjvwr/j4gCiovS1x+o+Ks0dAHrtnXcAevYEmDIFYM0agGPHAK5dAzh9GuCffwD+/BOgZUsAr8yO7PEAFCgg/Zp4T1Pqi1IbAACxscprQNu28p+1g6pVAX75hfqxZIn2z2XNCvDDD/RcWa9jjzxC923mTLbtuhk79tuoKICRIwEWLaLfWub2k08CREcDfPMNwPHjALNm0fPp2hUgXz6ADh0AVqwAuHvXfP/CncuXad7YidXjqkAB5fal1kazfTJyTY55HnG6A6zw+WgQnjhBgyU2lgQhMfHxpAh4PLRRezwAY8bQ4Ax3odAMbp+cTihlWha8kSPZX9eqPrj9GQMAfPcdQKtW8v2MJATBL9KIiQGoUoXGtrDWt22rX6kVYHEfleaO1wtQrRpAw4bq7cTG0n4khZxiGbynCT962hAoUoTua9u21F5qKkCGDPS52bON32OWlCxJRoDoaICLFwG6ddP2ubJlAUaNoueweTPAU0+x61O7dgAVKwIMHgzw6KPs2nUroWAE9XgASpWinwEDSFH77TeAhQtJwX35ZTI2vfMOQP78TvfWfTih2CqNK7+fnh2AtGyvBSPrq9mxbuSaHPOExYltfDxA8eIAY8eSJXfsWPr/nDmB97A83Yo0YmPpPknhhsnphFLmhs2dZR/cflrj9wMsWECnWpzIxshpjpWwmjuCYun1kkLp9QZOpKUUS6k9TdwPoQ3htxblVHyK/fTTAN27u88boEABgI0bAebPJ6VF6bRcTPPmANWr0z3T+hkt5MoFUKECwPLl7Np0M6FgBA0ma1Yyii5eDHDmDECfPgD//QdQsyYZS/r3J4NHaqrTPXUHTii2SuMKkTwHpWR7rRQpAvDhh/RvrWuj2bFepAjAW2/Re42sxxxjhLxiq6awrlhBFt5+/eTbsMpdNVx49lmAjBnTTko3TU4nlDI3bO4s+6BXqLabzZsB8ubl1nWO+yhSBKBzZ/q32fUx2D26QweA7NkB6tdP/14ljw2vl1z2jbhYC4aDqChyn3Z67kuRJQvA+vUAe/fS/p+Sou1zI0cCXLkCMH482/507gwwbRrbNt2K242gajz6KCkb48fTvFi6FCBbNoDPPwfIkyegAN+44XRPncMJxVZpXAmYOYy6d490gbVrtYefmB3ru3aRQr5/f+SFDjmJB5Gl7dJ++vcnK46cpS1/foBy5WgDlDvh8njIlejXXwH+9z/pdrS4OocjiAANGpClOzqanQsga+bMCbjQCc/Y76fTfCsWEJ+PLIdSJ9leLy1cVt8bnw+gWDHpMW20D0ePBp5xpkwAP/1E/37sMRY9Nk6HDgCvvup+oYkTeVy+DFC+PMCMGQB//cV+fRw6FOD8eYDp09P+vXlz8lCSW4OaNKFTbaO88QbFK770kvE2rCY5me7z9eukjGhxMb52jfb7qVMBatRg0w9EgBIl6NS2eHE2bboZ8X7r9wcMLKEe1nXzJik+q1ZRLHzRogGX5WLFIicMpl8/WsM6dZJ/jxUycfC4ktNOMmQgBVFPGMno0QAnT9KaprdPsbH0b8HY7/cDFCwIcPAgxXZLkZpK68ywYQB16ui7JsckTmevMovWrGNKGR+9XsSSJSlT5VtvIX71FeLRo4FruLWGqx3ExdE9CYUi9OJMin37UvbRTZusu544q6qQGdnOcXHoEGLmzGnHJOs+NG6MuGABm7aMcv8+pft3W7F4DsfvR2zUCHHcOOuucf8+lTP78ce0mWLbt5fPomw2i3FiImUSrl7duTJmWklNRezdG/G116jOtZbyZ/v3U4Zltdq4epgwgerm2gGLEm9mEfbb6Gjah9w8RoyQkoK4dSviZ58hli6NGBWF2KMH4tq14V9HPTaW1hs54uICMo+Q/d3jYSN3COMqXz7ptc1IRuGrVxFz5zZWBioxEbFSJRrjJUpQ2TmhRnbTpvKy8ZQpiO+/r/96HPOEvGKrtUSBlrTdKSmImzeTUvTCC/TTvn3k1o08cYJKUJw44XRPjPHjj4h161p7DWERfvddxGeeIWXTDvx+xKpVEZcsCfShSRPEZ5+lMcyKzZupbIKT5RKWLKENhMNxG4sWIVauTHuHlfTsGdjTBEOWnNBndm9yQxkzI4wfT7U3tRqhlywhg/bevWyUxKtXqZbqp59aq3C60dD+2muIW7Y4d307OHUKcdo0kimyZSODVnw84oUL9vbDSqOG0HauXIgtWki3zbrsmhwsy4/16kW1l/WitBampFD9ZKl2z50j2fnMGf3X5Jgn5BVbPXWm9NYtPHoU8e235YUHN9T2s4rUVDqpjYtzuifGSU1FLF4c8Z9/7Lleo0aIS5fac6158xBr1kyvcA4YgPjFF+yu4/eTYuuk0FKvHtUn5HDcxPnzdOpn9UmV0h4neGiwUnKcqgnOAiWBW67vdeumNxgYvX/CKZbXa53CqfZ8OnZ05hR31izEtm3tu57T3L2LuGoVYqdOdLL46quIw4Yh7tkjbwRmoZBaadQQty2eE8Ftd+igbFTr2NF8XxDZrUUnT5KSefMm++vfvo1YtizinDlpn2+JEiSLcZwh5BVbxPQKqzDwpCa73sLfkVpgedIkUihCvbB5XBziO+/Y47b166+IdepY07aYa9fkBer//kMsVIit6/iCBXQabCfCJtGwIZ2E//uvvdfncJTw+xHr10ecPNn6a6mdXHTsqG9PM3MtNxty9fadpRJvl0FA6TtKGTrsOsW9dYvCRW7ftud6bsLvR9y3D3HECMSKFWlv7tAB8eefSQFGZKOQWjnG9LRdooSyYluihPF+BCPI9mbGdUwM4sSJ+q+tdT05fTptSJhgXHPaiyKSCYs6tuLahsePA6xcCbB1K9UwC0Zv3UI3ZL+1m4QEgHHjAHbsCP1kCSkplAhi9WpakpRqF5tNhlCzJmXHPHOGsitaxcCBAG3aSPetYEH6+9q1ALVqsbne++9TkrbTpykzsdWIa3MKiXFeein0E5Nwwof58wFu3QL46CPrr6VW1uvmzfSJpay6lhtqlMqht+8s64BbWdf84UNKUrNvH2XwVSpJI4jeAm3bkmxkdSLDZ58FqFQJoGlTgOeei6wEmx4PQOnS9PPZZwCXLpG8MW8eQPv2lExs40bpsSn3fKRkEaUxBkCluRo1MvYdli6Vf83s+DVDTAzAa69RHep33gEoXFhfUr6DBwE2bTK2PmpdT+7fp+R1wUn8hOzNdsw/TlrCQrEFSKuwNmwIcOGCtGKrl0grsJySAtC6NcCECQA5cjjdG3P4fIGsfsHCQPCCI1am1BRgOTJkoHs3Zw4pn6wQb3KPP06ZVw8fln9/hw4A337LTrF97DFqc+pUgFGj2LQph7h8lxhhrlm9SURq9nOOMuJxkTkzwI8/kvHUa0PBPDuNq6FsyNXbd5ZKvFJbfj/AgQPa2rlxA+Cff6iKw969pMyePw/w4osAZcpQlt7//tNeb9UupSQ+njJC+/2BUnF6989wIVs2qpf64YcASUnK3x+RygvNmxfYZ+RkkfLllcfr8eN0KGGE48e1z4XXX1eWP954w1gf5EhJIVl+yRL9nx0wgLLKP/64/s9qXU+sNGpxDOL0kbEVTJ5MCaBYIbhDCO4FbkjWYBUjRiB+8IHTvWADy8RiWmHtChzswiS4mymNvaQkcoc6d45NHxARL12ihBJ37rBrUwonXSHdmJQlnHBDJlcjBI8LlhlAtWBn3Ovhw/IuhuEWY8tyrVFzEQZIO178fnJhXLmSYjMbNkQsWJDW7Xr1EAcNQly2DPH48bThQEpjQe57N2tmfcKhUI3LtgOlcDax+3h8vP7ny2pv1DMXlOYZAMWtsxxjs2cjduum7b3icd6iBblFB8tiWueC2rMYNYreF6nhim4mLBXbAwcQK1Rg26bPR4J9dLT5OCa3sncvYoECFMMZDrAoBWVkw3j7bcR168z334zAwDqJFCJiu3aUFdJKnNokwk04c5sSGapGA7eMC72JD42QmorYujUlwgnFZ+X3UyIfrX23K8ZWrMC0a4dYowbFo5YoQUbkMWOohMzly9quFTwWlJSMDBlIZrHyeYZyXLYdaDF6CGOuY0flspRKn7UrxhaR1glhTIvHH4vEacF7V9OmiPPnq39OyyGA3n1o1Cj1e87Hv/sIS8XW76eatKzrXr72GuKRI2zbdAsPHlDpg9Wrne4JO7QuOO++q2zp16tMLVqE2Ly5ff2XwookUvv3S1tAWSBsZiVKWFebU4lw2pzcpkS6RTk0gpvGhd7Eh3pITSWlq1EjxORka69lFevWIb7+ur6+60k8qUZ8vLKS6fEg1qqFuG1bIKmQUcTfsUMH5esaVYa0Gsf4iZUyWk9hPR7EJ59Ufl5WGp20Gs/8fsQyZRCXL6dxUbeu/mzkckjtXQCB01E5tOwxas9B6qS5Xz/5zwjrfyjvb+FKWCq2iJTFdeVKtm2Gs2Lbty+7NO1uQW3BOXIE8euvqfar2uKlh/v3ybBy9aq5/psVGGrVQvztN3N9CObtt9m3KWVptXuTULvXWuvoOn1S6sZN1k3KoV4iQWj3+xE7d0Zs0IDCGEKV2rURV6zQ/zmxkli2LOLQocb7IJQPsnu8yCklNWoYMxTqMY6F8vy2C3F2X6XxUaiQ+r200uikpe3t29N6RKo9f61hgWqK59q18p9V6oPXS3JL5crqhqfgcV6hgrb5bIdHDUc7YavYTpuG+MknbNsMV8V282bEIkXCM1X/iy+mXbCE3wMHkhDTpAnixo3slYHu3c2XAjErMCxdSrFbLFm5kgRIVqhtZlKbjRWouYs9+SQZCoYNQ/zjD+lYYzeclLpRyAxl5dCN95Mlfj9ijx7krvrggdO9Mc7+/VSz3Kw3yd69dBpltMydk+NFSikxMvf0GsfcaExzIz4flQNSMjR06OD+e9mmDe11AmoxxI89hpgxI/3kyEGx5C+8gFiuHGKVKmR8qV9f2VtLkAXk9lKlPng8iC+9hPjyy9o9G7xeUqSV3uPxUJ8FA3YoermEK2Gr2CYk0AbFknBUbO/cQSxalJS7cGPXLlrQEhICC0737oiNG5MQtGZN4L1yFrfMmRGPHdN/7X/+QSxVylwdYL3JUIJJSqKNpGtXdieIqak0XljVlVUSBMUbh9WbhJpwdvAg4qZN5BJVrx5i9uy0MXfvjrh4sTXGESO4UYkMZeVQaVx4PKG9H/j9iL17k2B5/77TvTHHhx8izpjBpq1XXkHcscPYZ92m5BmZe0Y+I7V/AthXQz5U0DI+3Hz6d+0aeaOJXem1jhe/n9aZa9cQz55FPHqU8uHs2IG4YQNi1arqiqfcHNLSB62xzsJ1SpTQFjfvpufDIcJWsfX7EfPkQbxyhU17iYlpk0eFywLdpQtir15O94IdYlfQ4sURx46lv6ekIE6fTmPiiy+kTyekLG5Ll5Iid/68/r6UL4+4c6fx77J0KSmmRje5uLhAcgeWG+TkyYidOplrQ8BNilj79oGNUO1++f2UQXbWLLJgZ8wov/nZqbypuWQ5oUSqncpv2xZ4nxuFYDlB85VXyMXtwgWne2iMgQMR33rLfLyn05w5Q+s6K+V8xAjE0qWNj0M3KSZGFG2ja3Lw/jlwYOAzSvfBrfPeKrSMD7ee/k2alD5DMStjjhbFU24vZRFjG6ywKsU7y/107Bj+4zcUCFvFFhGxZUtSDswiuBgKkyRcLDRr1tCJZqhb6wWkYjW9XsTBg0kIffddxBMn9Lc7Ywad/utNRjZ9unEFcPt2yvB59KixTc7Kk4NbtxCzZiUXRrPCiFtO8/x+OmFfutSYQOEWBV1t865VyxkhKT5e2mjwwQeUib1PH/coA1JIzUG/H3HqVMT8+RHXr3e6h/JIKQ7DhpEbIOvwEyeUlD59EIcPZ9MWq73eTYqJWJESz0G578RiTda6/7ghfMMJ3DQ+tOL30ynmwYPpX2NhzNGieCrtpVr6EDwXlBTo0qX1J2UTl27iOEdYK7azZ5Mbphnc5lrEiuvXKdZh926ne8IGtUVx5kxz7X/xBeIbbyDeu6f9MzduIGbJgvjpp/oEvePHSVjevNlob61VGIWTYDVLvBbUntu+fcb7qYc1a8gVyihuUdAR5QXZWbNoHuTLh9izp/nkZnrYtYuEor590wtzy5YpCzJuX2N37yavjqFDyTPETUgpDh4PJam5dcv6a1kt5N28SZ5ULDyzwnWvRwwoUoUKUYIrtWzIZu+DmudI06aUxTpc73c4smEDZR2Xg4WyLhhAlRROpb1USx+E9yhlcw4uY6T3h49fZwlrxfa//yh5kBncJLCypFUrc9kf3YbVz8nvJ2WgQQOKL9VyKhEXF1jktAp616/TKfr335vrr1UniFYIf3KW1nr1KK79+nVjfdVDzZrmsqi7TSgWNu+8eSmmXHz927fJiyF3bsTx4+1JGtSmDSnWUlg1d+08Pbxxg+6zm1yT7RyTTo3/CRPMG68FwnWvF/Pbb7SuqiFlHPN4KL7yzBn1z6sl88mbl/IUGFVgOObRuz42b464YIH1/Vq7ll35IDWkZA+zSi0fv84T1ootIrm5mRE03OJiyJJlyyj+M5RLOwRjx3NKTSVFSyrLslTckF5BLymJBOMvvzTfV6uENKvalbO0jh5NbuAXLxprVwv79rGpzyvUsWQd02yGr7+WfyZnzpDCGRWFuGSJuURnSly5QqdqcrGcakJwqVJUG3rrVlrLtfTTidNDOddkp2II1eZqz55kNGLx07OnfUqhcD+bNEF8/nk6+WNBOO71wTx8SHkbbt5Uf6+wJufKhdiiBf1/7lxaL9QSKqqNvQ4daM2VUwzC5X67Fb3r48WLNA7sypxuZ5x6sOzRsaP2JFN8/LqTRyDMeestgL/+Amja1NjnCxQA8HikX/N46HWfDyAuDuDECfp/bCxAkSLGrmc1ly4B9OgB8PvvAI8+6nRv2KHlOZnl2DGA7dtp6UpNTfta27YATz8N8NhjdI/nz6f3yfVn9myAkSMDf0ME6NyZ+tmvn/m+Vq4MMGqU9GuI1F8jnDgh/70Q6XUjREWlvR8CffoAPPsswJtvAqxZA5Anj7H2lRg/HuDTTwG8XnPtxMQA7NwJkJgIkCULPcu2bem7OcXrrwN06SL9Wu7ctG7t2wfQqxfAV1/RvXjtNbZ9mD0boHlzgKeekn5dbe5mygSwYQPAnDk0vi5fBsienT5XsGD631evArRrB+D3p2+vbVuAKlWseSYeD93rihXp+7ZoQfe4Qwd6DZF+jxlD9yQmhn0fxCjN1dRUgJkzAX7+mc21Ll5MvyYKmFkXgomPp2fr8QSeb82abO6nHXuI0zz2GN2vX36hMaqEeE3Om5f+HxVF+1z16tRGiRLSn42NpXEuhd8PMGuW/NgECJ/77UZ8Pv3r45w5tJ49/rgtXYSYGOrH7NkBudqqvTRY9mjeXHlsaoGPX4dxWrO2mu++I+ugUdRiAFu1Cp3kB34/JVCaMMHpnrDHDlc4tax9hQvTCVjfvnTKqOROE2zN+/JLOq1lcYr+99/k6tW7N/ux6ZS73nff0UnB0aNs2z19mu4VqwRqTZsirl7Npi0WpKQgZsumHhvu9yP+8gvVF2zc2FiJK7nrFyqk/Nz0zt3UVMRz5ygGfcECymLbrh3Nn8KFEZ94wnkXsRs3qN6zkkXfavd0O+eqHdeyeo13WziBVaxYgdiokfb3z5+P2Llz2r+tXk2x+nv3yn/OjJtnON1vt6F3rqam0t4bKc9DT1kgPn7dSdgrtmfOIBYpYq4NObeIjz8OrYE9dy4lyDHrculWrHZf0eOqpsUVS3B/adCAxiiLWNJVq0jgEMoMsc6+6KTwt2wZhRZIZWU0Sq9elBiMFeXKuW/ev/MO4p9/antvcjJl886bl5KeXbtm7to//0xJOtRgOXebNnWHS2nfvvL9sEPBDrcYWzuUZ2Ecer3hW6Py/n2qz641qeGKFbQeBL/3r7/o71u2yH9Wr5snzyprPXpd7n//nWpdhztCiEPduuaUWgCqd89xjrB3Rc6dm36fOWPcjVHOLWL2bIAMGaRdsKTcTZ3k9GmAgQMBNm4073LpVqx2X9HjqqbmijVzJj0HRPq/1wuwfLk5d7rvvgMYOpRcdosVo7/JufgapUgRgPfeA1i6NNB/wc1y9mxr3W4bNiQ3uOhogGXLAMqVM9fezZsACxYAHDzIpn+IACdPus8F6fXXad6/+ab6ex95BKBjR3LHGjMGoGRJgN69yU3+scf0X3vKFICPP1Z/H8u5W7CgO1xKT56Ufw2RnXuuHEWK0P1s2zatK7QVc1XqWn5/YB9kcS2rwiDECOOwTRuAu3cBatVyPpzALMGhUs8/T+76X31Fryu5xwuu334/wJIl6d/7448A779Prqp586a9TrVqAOvX0/+few7g2jWA336Td1n3eACKFyf3+FC+325HSY4BAMifP+2Y2bMHoFs3u3qnD1ZhgOIQB0SSbYT1C0B+3ZHC6wW4cUN/HzgMcVqztoOOHRHnzWPfrlrSk+ho6xKyqCFOWNK3LyU9kstKytGG3lMJuVMosxn/pJLRTJhA2ZS1ZKw0w82blE1382bn6vBt2kQnBRs3mmtn3Lj0xebNcPGiee8QK9i6ldx0jXDqFGLr1vS9fvxR33p25Ah9zm4PEbe4lLZuLW/RtzNrpp01M8XX6tqVsuiyKtlll2t1YiKFklSqZG+yLysIThKkFFYVPDe0zqN//qETYPEJt/A5PRlmeSZZawiWF6ZMUX4OZcumHTPC83bbKbpaAizxCWzFivRbaj6rhRtmz4743nvK71E79ebYS0Qott9/T7GPrFHaaD0emhD581P8148/KruassycKbeZxcUZb5ND6HWZ1OOKpWVjV6pLaUdd0qFDET/5xPrrqLF7N7lc//absc8nJdHc/O8/dn3avBmxTh127bHi4UPErFnNxW/v3o345puIlSsjbtum7TPduyN+9ZXxa5qhRQtt2cut4Nw5xA8/pDrhdpWtcCu//UbZb2/fNt+WHQYLYX11U2ZzMXrkBDWBXW3/0WpI0HsdrYp1KONUJvRgpOQFAFLypOSYL74IjTVLbS0YOVLakCPl6q51nAuyn5qhhhtonCciFNstW6gsAOtFRstGe+ECJb5p2ZLSpVeqRMrBtm2UWAWRbWkKt5xWhDNmTkDMlJRw+tleu0antVaW3tHDoUMUc7t0qf7PfvcdlQthyZw5pMy5kWrVtCukcvj9FDNbogSN0+PH5d97+zad1tlRgziYhw9JqVy3zl6vggcPSKAS6gM/fGhv2Qq30rcvKfoskKqvyup+sl5fWSs3euUEvUlwgvcfrXuV2WQ7bp4TRp6hE6XGpFAbz1LrY6jUclbrp5axPn06lRMsWFD7nFCqsSv+4TG2zhL2iq2wyAiDlPUio0dwSU1F3LOHhJ8336R6cnXqsLWQhcrCFKmYeT5OP9vPPnPf+Dl2jNxd587V/hm/H7F06UCCLVYMHIg4eTLbNlnRrRviW2+xEbKTkhC/+SaQeVusvAqCYPny5M7pxElFXBxi8+b2Xc/vR1y+nMZhu3bp66bb6QrsRpKSKBRGzxxVwudD/OgjxOeeY3s/Wa6vrJUbLUr39evkNTJjBtUVzp5dv4Jp5MRWSQFW+vF4yOvGrXPCyDN02vgsxsh4DpVazkbHnPjnxRfphLphQ+33SasRhx8iOUtYK7Z2LTJGBZdbtyjtvpxia0RZCZWFKVIxMyadfLaXL9NJ1JUr1l3DKGfOUJmaqVO1vX/NGsoOzhq3lfoRsMq98sYNWp/y5CGFfuZM607TtJKSglisGOL+/ezaVDq1OXSIMoZWroy4axe7a4YbJ06QIeTIETbtpaYiZsrENn6b1fpqhdyhJlA/8wwpibVrU7bjuDiK8dZ7Ymskxtboia2bDe16nuHDhxTS8tdflIFe7nN2f18j49lp47lW1MIAtYx14fvredZaFWo33atIJEzz4xJxccrZMWfPZnMdIfPsokX0W2tGv2efBXj0Ufk+IurP9BgJReZDmSJFAF55hZ5FhgyUQU/4rZY91MlnO2YMZQfNnNm6axgld26Av/4CmDULYNQo9fePGwfQqxf7fhw96r5snj5fIKspIv1OTaXfbdtSn43y/PO03v39N8DatQDt2wfaB2B3HT0sXUoZwUuWZNNefDxlah07lrLCjh1L/586FaBHD4C6dSmD7qZN5rN0hzP58wNMngzQtCnAgwfm2/N6AXLkADh/3nxbAmrZYk+coGzh/fvTvJKjZ08a91IYlTuUMkJ7vZS9+eRJgNWraX1r04aqIMh9BkB9/xEyXYvfI1RUmDkz8N7YWOXryIFIa4MbUZIdEWneV6gAkCsXZYNu1AhgwgSAhAT5e2FEnjODEXlB6Vm66Xmp9VOt8of4+0uNc7k5obZGiPtg57PmpCWsFVs7ygOYwe+njVlpE9SrrITKwhSpnD5Nz/zgQSqj0qQJ/U5IUC/149SzvXABYOFCbWVbnCJrViotsWoVwIAB8vdp/34q/RUdzfb6iO4s9WOHcS9/foAXXyRhwMrrqIEI8OWX9PxZIDYKCEq68LtrV/p98CApO1qEnUjn3Xep9NSnn7JpLyoK4NgxNm0BKK+vfj/Azp1pjRtz5tBrPh8pu82bU6msX3+Vv0ZqKsCKFcqKsRRqSopUiRMlgX3UKG37T0wMvSZ+b/XqANevK19HUCw8nrT9Fht0rS4PZwYl2RGAjKkLFtD4u3iRSuKsWEEKrpxSZffBghF5QY+S5yRK/axVS16mFgj+/lLjXGpOaDXi8EMkZwnrOrZuPr28dAmgVSs6sRVqZgVjRFkR1xMU6qPaVWeUo87XXwN06gTwwgv668vK1aVMTaUTSKue7ahRVMf0f/+zpn1W/O9/AL//TgJ09+4AkyalFzLGjQP45BP2tZwvXwbImJHqwNqBWv2+lBSqXbt0qXzdSJbGPTcYEX/5BSBLFoBXX2XTnpJRIEMGgGeeobrKHO2MHQtQqRLVNz571lz9ycKFyRPgjTfY9E1qfQUI7M3B86htWzL6ffZZ4P1ahN7Dh8mrIC5Oe91ypbroSnICi/rQwbXQL18GKF8eoGbNgGeE1HWqVwdYt47+//zz9L6bN9nXl7eCRx+VV468XlpjpMar0nNKTaV93y7E41mQFbTIgixriluJXD8RaX7JzUW52trB41yK4DVCaW/lh0gO4rQvtJW4KZBfzJ9/UjbXSZMo8YgVmTMTExGffBKxcWP3JmeING7doszYZsvyBMd0r1jBNn5NzOnTFEN56xb7tq3i/n3EBg0QY2IQk5MDMZL16yM++yzigQPsr2lnqR+5pCbTpyP+9BPF1uXIQfF2tWvbEzPldGyW30+1CtevZ9cmz1dgDV9+GRgXZva7qVMRBwxg3z/x+lqxovy41lL6Q+nH49G3L1uZEVovq1YhlipFmcDDif37aZ8oWtR4Uk85eW7oUMTChSljut9vX0kgn4/kgzp1IkMWVIu/7djR/DWENeLVVwNjQlx+sUwZ++u3cwJ4EI1ER4QOc+aktcAKP9HRAM89Z9xarIXgU5UPPwRYvJhcWBYuJKunwNGjbC1kJ08C1KtHrpccdzBpEkBiIsXnsWbVKnLxmzcPYPlycychYrp0AShYkFxzQonkZIozS0ggNzGPJ2CBFyy2Wk9LtDB3Ll1n0iR2bUrh85EbpNxpQp065AkSHU2nJErv93rp/rCwxNt1HanrxsUBbN9O1/jzT4CiRdm03b8/nTBKWeUzZKA5odfrItJhOU5+/52e/eLF+q6v5OkQTL165AmgdPpjRoLq2BFg+nTt7xfkhBkzyO21Tx/nTtI6daI1ZvRoZ67PkmPHAD7/nNaRIUMAmjUD+O679N5Rwmmn2t4hJ89duUJt370LsGOHsbaNULkytV28OPu23Ubz5hQyILfGNGlC+XBYEfys27QhWax4cfLgYiWLcXTgtGZtB2ILbK1abKzFaowcSZYb4UewIL3yCmUTtZrlyxFbtbL+OhxtpKSQtdbK8ifNm7Md20Im0zt3mHbTNo4csa/YvF2lfoycjNpVS9Xumq3ik2ux1ZzV9dzq8RPKsDzZP3oUsVw57e/XUr7l7l3EX3+l8lhFiiBmzmzuVFbtp0QJ7f0X06gR4rvvBk771qyx5/RPzO3bdLK5YYP117KKs2cRO3VCzJ8fcdo0ynAsxopSXf/+a9++JFChgjPrlV2n0mKU1hiv15j3kN7v8fXX6U9y3VqrORyJCMVWwC5BZeRI+Y3MLoFoyBByeeG4gx9/JPdYq7BibLdti/jVV8y7aht2usfaVerHqHusXbVU7bqOXWu5m9w/wwGW7t1JSYhZspBbpxpq42XAAMSaNRGzZaO6ljNmIJ48qfw5pxTbuLiAwVwQnAHYl/PSwtatZLC9edP6a7HkyhWqwZ07N+KYMWTQsAsnwjZefhnx+HH27SrBupazVtTm7KhR+tpT+x7BSu+aNfLX93gQ69Z1zhgVKUSUYmvHgpKYqLyR2VXf6t13Ef/4w/rrcLRRqZK1lm3WY9vnIyv2/fvs+2qXFdfOGMly5egEyWqcjmV1C2pxVBUrshtXgrKePTvihx/yk1ozsB6/hQtrq62tVmu1YkWqQ5qUlP6zUp4IwjhT2uu1nPSWKaNvnOpRtO0yog8aRPkMnDidk0OuL7duIQ4bRgrtoEH2eM8F40TsfqlSVO/dLswYHlmMI1aHS2rfY+RI6bVBbY46aYyKBCJKsbVjQenXT3lD83jsSTpSoIC2DZ9jPVu3kuKj5WTBKKzHdqtWlJyFNXZace1SAv1+OjlKTmbTnhLcPZZQGu9igYHluGrTBnHZMnbtRSKJiWzdMGvWRNy2Tf19ZtfHYE+EunWVx1+mTNoUUL3rn5qCbtUap0RSEskbQsiV04K6VBiY10uhOnnzIvbsiXjxov39EnDCOFmiBOKFC+zblcPod2QlH7C6x/36qe8zWuai1p9I2sOtJKzr2AZjR/kftfpnQj+s5MYNCpzPnNna63C08dVXVGLGylqXLMf2kSMAf//NPl29Ul3Qtm0pCQNL7Kr7a2epH6WakZFUzktpvAPQ82U9rvLmpTrU4Ya4Dmv//vprrOrh7l2ATJnY1cnUWsvW7PoolAJZtIh+lywp357XSwnMtKz3etc/LfKFAKI9ZbZOnAA4dYquZ8e6LoUwhkuXpt9idUHoy/ffA8yfT/txtmzW90kOtXrJVpSJSUmxrxQdgLHybyzlA1bl5w4cUK6Jq3UuasWumu/hTkQptnYIugUKqNfItLK+lc8H0LUrLWRWCykcdU6coEyLjRtbex2WY3vIEIABAwAef5xJ1/4/SnVBrVjQ7So2f/SovQqlVDH5l14CyJfPvj44jdJ4F8NyXOXJA3DmDJu23EJ8PGXvHDuWMomOHUv/nzOH/bWETOXz5qUfvwkJxrLBCrVs1WC998fGKgu8w4frE3q1jlM1g05wm1Yb0QHsX9eDEcbwmDHKVSC8XoDVq63tixaU9qWcOQHWrKH3sTQ42anYItJcl5sffj/A/fsASUmBv/l8AK1by88ZveOIlaH/6lXt12SBXcaosMfpI2O7EeJlhGN/1i4zrAPX9SC4cQj19bjfvvN8/DHi6NH2XIvF2N6/HzEqSjrWzCxO1QW1OqHRnDmI3buzbVMvf/xBGdetdHd3AqV4K2G8K7mDsRxXM2eSS58bYghZYLdb+5AhFIvJkm++QXzpJW3PRBgvwnc2sz/evUuJppTcJoNjc1mMUzfG2Dq1ricmInbooN3N064wMK1I7UuXLlHcdZMmbEN27KpucOAAYvXqFHqlNCZq10bMkwfxs88Qx45lv44rzRM99aPr1lUfUyxdkSMpT4aVRJxii4h46BDi009bJ+gGb6B2KLU89s593LiBmDMn4rVr9l1z8mRKFGF0bDdsiDh3rjV9C9fER3aV+lGjZk3EH35wuhfsUIq3uncPcf58Svrz+OPWCwpCX1gZRN2QaMfO+bh3L8VhXr/Ork0jz8TnI2Uoc2b966P4mVWqhNiihbrRTPx6xYps7newwiyViAYAsU4d7d/NDE6s68Kz16NYeDzsEoRaOXd37mRvrMiZE/HBA7b9FHP1KmLXrogFCyJ+/z0ZWNXKv507h9ijh3aFr0MHffdd7vqZM1M5TC1oyZnDUrHlsjobIk6xTUykGnXPPmutQCHe0HLkQKxf31ohJlyVBj24QVgUM348jTU76d8fccoU7e8X37OYGMRChajmrhWEm/FFuHf58pGF3enxtmcPYrFi1py2242axT1rVsSWLRHXr6d6xVaOK9bj1qkyGMHYddKWlESnUL/8wqY9RHPP5NYtOsHSQ/AzE66j55mxHEfBCvW6dWn/v38/YunSiIsX6/ueRrB7XTdagknPSZ0cdsxdK2S5rFnN7etyslVyMskbefKQR0Zw2SQ1w4+eZGhGkpNJXd/nIzlnyRLl7ya8prQP9eolnRVZ7XuI23Q62Vo4ElGKrXhREhYJqwdTcM05q67plDuQW3CLsCiQnEzWy2PH7L1urVqIW7Zoe2/wPRPGqZX3TOw+Klzb4yHXJTuyCrPCibVEC82bI06b5mwfWKAk8Hi95OIvRu10wKq+eDyIVaogfvst4ooViNu3U/1TudMRNUFp7Vrz/WXxvQBoLLHAChdks8J/xoyIqanarsVScRPKkNixTx07Rgr8/v3s2w7GznrPepQh8Y9Zjzm7FHgrZLlMmYyHqcjJVr16BcIATp401rbW7PZyrxu978ePIxYpgti4ceA6QnvB41bOA1Po26hRAcW4Qwfl/r75Zlpj1LPPIjZqZG3N90gkYhRbJ06L7LxmJJ/YuuUkUGz5a9CAXEPtxO8n7wAtsTRO3rMuXRCrVQss8AkJVB+0WTPrTotZ4pbxJsWxY3SCbEc8lZUYEe6siqVW6ovHg1i2LGLfvjSGa9Wik7Ls2cnlrUQJxLfeIiXx449JsFE7bbLLOKKmZJcsSfNUq6FMin372LsgI5oX/osWpXhGLbDcW5s2RRw+3NqYfzG//04C/NWr1l1DwOcj19Knn7b2e6kpQ8HjWE2p1erpZYeM5fMhFi8u/330Xkf4bo89ZsyLTe10fOFCfe0Fo6UeeceO2u/7mjX0mXz5yEukaVP559qvn3aFee1abe9VM8gKfU1MpLJTTz3lDu/CcCNiFFsnFD87r+lmYdtq3KDUs3BVM0NiIuJHHyE+95y2hdLJe1axIuI//6T9W0oKCf+tW2s/SXEKN4w3Jbp2RRwxwtk+mEXtVKZRI/sSZRl93snJiOfPU3zp6tW0FpQqpR6XZed6rZRwzu+nU+hSpRCjo8nVXQ9WuCALmJ2DVauS0q2FevWUa+9qPUHbu5cUartDBUaNomQ9dhkNs2VDvH/fuva1nti++qq6gq3m6XXhAuLKlYiff05xqkoK9LvvKvdbSYG+eJH273z5EIcNYyPLsfAqsnqv0yK3ajVitWkj/3yCv7tSPe1gJVTPfVAzgjZu7F5vr3AiYhRbJ1x17b7m2LFpJ0qkTBin3bCdNiqIs2FrXSidumdCQi0p5TU5mRSWdu3crdyq3bsmTeQ/a0cc+MWLiLlzI16+zL5tu1CbU5UqIb78MileViu4LOe3FqHcbuPIuHF06ix3gpiaSglhihdHfP99Sr6oBStckAXMPJPERDpJr1pVeg76/fQdR4ygMfa//8kLwXqeVXQ04qJFhr+yYfx+em6ffWbP9SpVQjx40Lr21U4RO3bUNifV2smRA7FwYZoX48ZRsjCl08Vnn6XvPmoU4r//pl2X5BToadNonuTKReNN8LQxG1rBas2yQ05Q+65qSmWHDnQyq7SmBn93taRQAPTdxHk0tBi31E6gn3xSuZ1wPoCyk4hRbMP9xBaRysp06mSfm5NbcPoEzcnrG93AnOrz8uXKsXsPH1KitS5d3Fu6Rm3zeuopxPfeQ5w9m07sBOyMA//8c1Iq3JBMzagyrybwbNpEpSXsUHBZxfBqSXxjhzFOTI8eNFbVSE6m71u4MCXuOno07evi5xwbS8YV1i7IYsSxb1rL24mz6Yo/ExdH8dH9+lECtjJlEIcOpfIlCQnmlYRNm8hF3SmD3e3bFA+5dKn114qJsf46cpmhZ8zQ3oaa22iPHmnfr7bXJiYi7tqFOHgwjZ+oKMRPPqHs7UpzPiZG2ghpJrSC1f5ul5yg9F3VQib0ZCYW+tysmXq24+jotCeram2q9dXrpXAVudfd4O0VLkSMYhvuMbaIJOAFu3hGAk6fmKpZNRs31vYdjAj/SpZHpfIGTt2zrl3VhegHD6hURc+e7lRu1e7d/v2Iq1Yhdu5M8YXlypGbmZ33+5tvApulk94bZpV5LcKdXQouqxje+HjtgpIdVKqkb994+JDGV/78iO3bI546JR2KYXUiOkR6Bg0akLKt9kzUjAovv0yZ7KUS/hkxbIjX9Dx5KMGYkyQmUj+0nrgb5csvKUmW1QTPx+bNyaCnFSOnkXrGwcmTiFOnUhJJu+c6q5NWp2UrYQ698krgmuL7rrfcjvDdjSYg03IflMaI096FkULEKLaI6QecMJjsyAKrx6psBJ+P3KvcqAjYQZkyae+vHRl+BbS4n7z5JsXObNpEgqEYM8K/WgHxunXlP+vEfCheXFsGxXv3SFnp29edY1qrgOP306nPm2/aJ9w4LYw41Q87T3DNkJioT1CykuRkxCxZjGUkv3cPccIESpTlpHvdli3aaraaPX3SY9gQr+nijKtOhwWtWkVr8O7d1nlzfP01JR6z21Pk2jVyGU1I0PZ+o+NBr4HLCWWmbVt2+414rxNX+LB6LEvNIYBA7HRMjLr3i9x3VzNyvf668utqsrzcGHHauzBSiCjFFjHtgMuaFbFhQ+sXYJ+PYlwKFLDOPfiLL/RZK8OJX38li15CQuDZ9uxJ1mm9CU+MoCbAHz6MuG0bWbFr1qRxV7Mm/f+HH8wJ/xUrKi/kFSsqf148H/LkCdR2s4LTpylDp1bu3kV84w1y7XIjegQcO4Ubt2yeTvVDScF1Q61rtdOC6Gj7+rJvH2Llyuba+OQTNjGoRjl1itxs1bBrDrrFsCRHw4aBZ8Pam0NQRoTvarenyPz5iG+/rc2oZddzsnMdfPCA9stcudgam4S9rn59ijm3et1Ucz9+8UU6MNCj1AZ/dymF3eOhGGm1zNv58hmT5d2+NoQLEafYCthVX1Zg9Wp2dQGlKFXKehcjFrAWLB88oJio7dvTv7Z6NVmO5WpKskSPi9LDhyR8DxtGC6SadVEJMye2wUyYQCekVjFnDrnn6uHWLXKVDOcsv6yFG7e4Ozndj2AFd/Zsc27RrGjYUDl8wE53tJkzyQhoBqef87//Ij7xhDvKtdh5HSNYKVi7QWj3+6lE1fjx2uSM4H3bCk8vu+7Ltm1k4GnblmLbrartXb689SFvavHP7duTrKLVnVjuuztxsmplzXUOEZGKrRML8Lp1dGprBYcPa7NYO40VyXNGjaKFXI727RH79zfevh6MxOCZFQr79VP+vJ4F+L//qByFVS6cLVsaSypy4wadyI8dy75PdhGJNa379FGOgSpePK3boFWnqZs2kXFErh+s7r9a/0+dooQ0zzzj7AmnmA4dEBcsMNeGk+NNzwmhXXNQreRHw4ZsrmMEK5+VW9adL75Iq8yoyRnifbtdOzI2G3HNV4KFMiO3vty9S14TUVEkZ4qxorb3l1+y8w4Uf6cOHeinWTMKq1OTi9TciUuUIO+Xxx4jT7GOHbXvKVavFVbVXOcQEanYOrEA//WXep0zowwZQkXf3YwVC8WZM+Q+e/Gi/Htu3aLEIkuWOO+CKIXZscj6vpYubc3Jv99PWVKvXTP2+WvXqCTJpEls+2UnQtIgIebeKkutG05O7txRjiv2ekkAzZ+fhJnx4621Ylu95isZ7RITyfiWJw8Z4vbscf75CLz8svaYRDmcGm9GrmvHaYlazoVnniFPmoULSSmxEytP19XcN194gRQvLd/ZqJGLxVhs2JCeDWvMKDNy60vfvqS09egRKBVkNYcPk4egUYRnW6FCIFZVbOhTy3QsXq+V5rNZt3h+shq6RKRi64Tr1ObN+txC9fDCC+5R1OSwQrBs3hxx8mT19/Xurc+CaycsNuL4+LSbgRl3qiFDrHH7PXiQTl3NcPkybajTprHpk908eICYOTPip59ab6kVNmWjm7oZLl2iBB99+6q7/967Rye7Sgowi3tk5ZqvdnKQNy/ilCn0XQXcIDTdv0/x/ixK0FjxfdSUG7uS/xjpt9JYO3yYwmRatqRaqa1bI/7+O/tTQimcPLGtVo1iNLNlQ6xSBXHgQGlF16hnV2qqcvZ5rd9vxw7aZ9ySfE5tfVm82P4+lShhbN4Iz1bp+6j9BO8Ja9dSLpF8+ej32rXsjG38ZDU0iUjF1okT2+3bEWvVYt/ugQN0kuV2WAuWf/1F8bNqwoAbTq/UEAuFYgVcq1Aors0oKLZGhcp//qHyNKyZOJGNS/jFi2TI0VJ3022sXk2CnV2sWEFKlZ2b8rFjFPP+9deBv6kJByzWY6uUIC2oxYP17i39OaeFpm3bKNEOK1h+HyXl5vhxxDFjEDNlUhZ+nSydoVXRv32bEh7VqUMn+h9/TLVQrVKq3BBjm5JCXgsTJqRXdOfMUW7jwAGKqV65krx3undHfOcdUrQyZkR87jk2Y+K116hMnxs8vNzi4i3ms89oDupBSw1vuR9xFuLo6MBzGTlSep5FR7vvnnHsIyIVWyeUnT17yGLJmoEDyb3N7ai5ZzVtqn0zT04mi+pff5m7rpsWOJ+PhJqnntInFLIey34/uW5rKcmjh3feQfzjDzZtnTtHytN337Fpzy46d0acNcu+6333HZ1g2MWuXeRa/OOP+j6n5sKYIwcJUsuX07MPRssJj5VrvtPJk4zy9dfuWf/EqAnA+fOTkaxNG/1ru51ZsfUq+hcukLJWoQLFn48YQXkPWGOlN4eRk3uxohsVpazgPPUUncq1aIE4aBApwhs3Ip49Sye2LPZ7pzM7B+PG9WXXLvWKC8GoZYNX+6laNa2Cq6YkK2WFduuazGFDRCq2iIEFWHDbtHrxOnCASpewQLw5Z8yYPmGAG9m+XXkBevVVSoA1eza5yAUj/s7Vq2t361ZL5PH227SxuoXMmfW5pFmhuH/6qTYXb60kJZFVXuq5GkUoHeSEG5YR/H46Pb1wwb5r9u1rn9v2b7/R99u4Uf9n1cZwy5Z04v/BB/TM8+ShOLgvv0wrpKsprFYJ9KFiPBMQ1tICBeg+ui2MRe1+Cpnb9RorrEheaBUJCVS2JSqKyjF98w3ilSvp32dUUd+1i043rfAWMHNyb1aJM2vAcqOHlxvXFyFnRteu2seemgFT7Ucp7lbPjxvXZA5bIlaxRaRF6vXXyZXXaleww4fJvcUswZuzsOC6cXMWuH6dkpR88IGyYLF3L8Ub5cmDOHQoxeohmvvOam6C+fPTAt2xI8U5JSVZcgs0U7KkvtNSK6y5mzYhvvWW/s/J8fffVLeXNcePIxYqhLhsGfu2WSEInjVr0jizU4moW5eepdXMnUvPwWjSMb3C5LVriGvWUPKpIkW0CTDCcyhblowsdeuyW/PdKAzLIV5LhXvktv1Dz5qm9YQwlJ6RGL8fcetWUiBy5SLX3cWLKV7bjKK+aRO5P7sNFkqcmXhvNyqRbhy7QrlM4eRUyz3u14+dcmpGCXbzfOewIaIVW0Ty0dcbK2CEo0fNJ89x4wKnxq1b5LIiuEtrseaePYs4YABt5I0bW2+BvXyZTorr1kXMnh2xVStyexQne7GLd97Rp4xYsRGnpNC9lzohMMKQIdbNsaNHEQsWpJgrtyEWPMVCgF1KRP78xrNQSxF8OpSQQKempUpRhnIzGBVG1Twy3n3Xnucg9F/wAnKjwhgK+0dqKnnR6Dlt0bKnuFFh0UtSEuKqVZQ0MUsWZVdLtWf57beIvXrZ0289OJ30x41uv4j21NvVitFnlJhoj1IrzOno6NDx0OCwJeIV27FjSbm1ksREiq/73//MxfWE2uZ89y65XxuteXbnDp106RFypNAjNN+8ibhoEdUczpaNfi9cSH+3gy5d9NWVtEpYbdIkbZIGMyeNVapQDJVVHDlCStzvv2t3zbM61s5pJeLmTTohZoXU6ZDHQ7HON26wuYYRYVQtdv/pp+2z3Pt8iO+9R6fXbsyg6fb94/hxKhFVrZry3Fm7VvvcvXIF8eefKWZVaRxIKSx2xuPq5ZNP5O+RlmfZvTvNaTfiZMZwtfWkQwfr+yCHeH3s2ZNyD5w4YX8/zKwj0dH2KLbC2u50gj6OM0S8YvvVV9bWgGXp+uVWa6IU9+8j1qhBpTzMZHhk9Z2NLHD37tHJbevWtInUrUsnu5cvG/8+aoweTadgeggWBIR7Y1QQENyMhNMto2M2MZEEsCeeoLg4KwXDgwcpS6oWgciOWDs1F3hBULZKcN66lZ37t9NKupm+dehgrzK3bBnVrHUjbt0//H7EmTMpBGXuXPq/nHITGys/d/1+SrY0bx499xdeCGQFr1FDOXFNVBTiDz8E8gC4OR7X7yflX6+iLubttynvhVtxSiFRS1zmljGASHHXTZoY+6yZvadZM+OJmRITrXFHduM85ThHxCu2X39t/ERRDdYCodst7gIPHyLWq4fYrZv5sgVu+c5JSXQi2LEjnYRVq0a1Kc26YAazaBFip076PycWBDJlMp6BmNWYDa5XZ/WGo7XfdilpaokyCha0VnCeOZOMCixwyxyUQ+mEx25lzs2KrRuf49mzdIpTvTriqVNpXwtWbtauVZ5TOXJQjoLOncnrRZyrQG3ef/stKQk5cpgPfzGLnNJx/z6tq2XK0B5k5sQ2Vy4KE+KkR6gLr6TcuuHkLzmZxrvehH1ajTZS4/DGDUryqaRgqo294PKGen+CDe6jRvFTWU5aIl6xnTaNSklYAWtBws0nJwLJyeS+264dxUuZxY3fOSWF4mB79qTMohUrUgzp0aPm2968mQQ9M/TvjzhunLHPshizTjwzNRey11+nZ1S9ujmBUE9/lIRwq4WmHj3YuRq69aRPjNwJj93KnJsVWzetpX4/GfHy5qWTJy0GUDUviJ49lT+vxcX1xg1ld0mrDQBySsc775Ay26oV4s6d5p7ltWuI+fJZ9x3CgY4d5ZVbj4fq5rrBPX3dOupLnz7aTl+1jhu5cZg1K5WQM7uOCOv1q6+m/awQ4qJ07zt25EosR5mIV2xnzgyUD2ANa4HQ7yclSpycxE2uFykpVJqjZUu2JXScjLlRw++n0gkDBlC8YenSlNH5wAFjp9VnziC++KK5Pu3YQSUijMBizDpxMqSWRKhsWYqlf+kle+rbGU2Uwer+vP02jQMWqBkN3CLkSWGnMpeYmDbG1uj9sNJFnXXYghEuX6ZT0cqV7S0Fg6jNxdUpQ47SWPV4ELdsSft+o/uiWzMiuwktpWmk7rfa3DX7ejBxcYFxqWUMaNmbtayZerKRq33f996j+sQlSlAIgZ72ORwpIl6xjYujup1WwFrAnzOHEvEcPuw+14vUVDqlbdxYXx1WrYRKEoBDhyhmu2xZxKJFqa87dmhXclNSyJXYjAu3308WeSM1U1mMWScEQ639tlPpFlujtf6wuj85clDyNRZoiTtzs+Bhh5Akdr03kxXZjthO8VqaOTNio0b2JUhasYLWpjFj9Bs/7Zq7TrlsG7mukX3RrRmR3YTSs5BT9uQS7AlJGNWy9Oqd+0aMdlr2Zq3jUG3sqX0ftTUzVGQ+jvuIeMV23jxy27MClqcFCQnktqWnxqld+P1UZ69ePefrwLqJ//5DHD8esVIlytrbvTvihg3KAl1iIuLzz5MV04yg2aIFYu3a+gVWFmPWCcGQRYwtAOLAgebjwgX0CEcs78+lS3RqyBKxcmg0/szJLLNWCkms1nm7XYVZJYnTwo0biDExVM/84EFjbdh1f6y6jtL4f/gQsUIFaw1ewvWLFiUly40eFm5BbZ8IXrM7dFB+v9qaqRQ/Ljfm9OyziYnUx8yZ1fceo4Zp8fhWuh9Gvy+Ho5WIV2wXLqSYAasIDpQXBAmhrqsWHjygE8BlyyzrpmH8fsTevSkDq5BRkpOec+colqx6dUrc0b494urVJNAICBZMYXHXYrGVEpSEdowKrMKY1doPqX45sWlpPZmTe9/EiWQMiI5GvHjRfH/0CEes7k9iIuIHH1A8HmvlUVAOS5RQdufu3j39Z92cZdYsagaMwoVpjrZvTwm9Pv+cYuC//Zb2n5UrEf/6ixQ/uwxCds7RdevI0PL55+YMn34/JcuxIxRHao3weCjG8Phx/e3Jjf9p08j4mT8/ZXG26vmzrM4Qbsjto3qSHD37rP61Xqz0Zs8uv6bKPXu18Js33qD5JhiwtO49RgzTweNb6XoZMlBIndsS2XHCh4hXbJcsoWB0Kxk5Mv0ComdT6dmTMj06jdQG8PnnVHvw7l2nexc6XLlCz75ePdrQWrakDMt6BE05QWnUKDYCa0IClekxesLlVCyf1pM5ufelppKCmy8fGR7MIqdE/+9/7BU9Vu6waqjFnz39NBlvatUio9fYseFtnVc74aheHfG336icTFwc4qRJiCNGUG6HLl0oIdC779JaoCR0snThZ+lVIacY3LlDRuMXX6Q8BGb57jvEt95Kfz2rxo/UGrFkCRkq9Ci3agauFi3Iu8fKk+Jwnn9mUDO4aTHmZchA3nRGy9h4vXSSqjf3g1oytSJFELNl09YHsct069bqyq8YvQZcr5f2VyOnwhyOFiJesbU6i6XZTWXVKrJS37tnXR+1IBc/UrgwLxtghlu3EBcvRixeXH4jkHIrUrLU6rX8SnHpEtV2NINYMHztNWNljJxi3z4SyHv2NO+JECwgd+sWSJLBSkC3U3jVohTdukXJbqZPJ28TrWM7FGGlJNrpwq9mnChenNYln085u72cYjBgALm89urFxpPn4kVSHlhknjeLXuVWz3O1Ih7cqZhhJZwMSxD3Qeuaqfbejh31h52In4GRE0wt/e/RQ13hzpEjcB1xe1o9I/SG3PATW47VRLRim5hIiTMKFLBucTWzqZw9S5YtozFJrOAWX+vRE9diJHZTqh0l/vmHXJlYcfUqucdeusSuTau5e5c8JUqXpqRgAmaEsoMHye3w+nW2fbVTeNW7HoRCuSAzsIyxVSpzYZdxwuul0JJ27cgokTUreeV88gni/PmI//5LeQLUTmoWLWLX3yZNyGXXLYiVW7X1oH59fadxrOPB3Tb/5NxW7Y771btmKhkdjISdiJ+B0ZhTNUNIs2bG+iRcV0tpHS0ZpIN/mjVTnhNcpuSY4RGIUOLjAdq1o3/7/QBjxwKMGQMwezZATAy765w4QdNVCkR6XYrUVIBWrQA++wzgxRfZ9ccIcXEAHo/0ax4P3bORI+3tU7hRoIDyPS5QIPB/pTEltCH1enA7Spw/D5Azp7b3aiFTJppvwjwLBZ56CuCbbwB+/hmgdm2A/v0BHn8coH17upeI9FvruuH302cnTAD43//Y9tXoOmOEIkXo+7Ztm/Y+INLfo6LSvl/P2A5F9N4PNxAbqzwPp04N9PvhQ4BDhwB27wb4+2+AyZMB/vuP5oLcmMuQAeCffwCaNTPf1+XLafwuXGi+LVY0bky/K1QAuHo1/Xowdiz9+4cfAA4flm9HavxHRbHdT/PmVd4v7Jx/Ph/tA35/+td+/RVg9WqSN1jKYGJu3gT46y+AdesA5s4lOUsKqTUzJgagShWa0ydO0H1r2zYwT8RrgN8vf88BALzetGtE9erya8j//gdw6pT0OqLWJ2HtVeqL3OseD0DGjADTp8t/VnwNrXg8AIsXy1/TrWsmJ4RwWrN2Are57UnxxRd0mswqQ6sZ3GbxDUf0jEm1MaVkgdU6tuPjyQ2XJTdu0Knt+fNs27WDs2fJnVrvvRWf5tSoQT9W4IS7odaTpUjx+DB70mb3MzTj9pqURInWrKgJLZ4zPXtSvPaBA8bashKlE3YAOvHeuZPyFTg1/i9dQnzlFbanY2Y8VrR4G2ntk5Z+PHxIlQgGDaL1O2dOxObNEWfPJm8c1vNNvAZIlfcRx7JKrRFSa8g//5BX4ZIl+vuj5STZ7Bw2c1ot1Zdw2Q84zhGRiq2b3fYQKTatUCHEa9fY9cMMbozRCUf0FD1XGlNCAikzcVpffok4ejTDL/d/fPGFdeW1rKZvX/n7LjUPgl3uhOdjRQIttyuPwWNb6CvPyhrACQOiGWXcin1Byk3V43HnOHE6dlaNvXvJXXryZHZZyY22k5pKCmahQurKjZaxI9ePuDjE/fsRJ0wgBTJbNjLAjBtHeRPE8eJqCtmRI/rujRSs3Mr/+w+xWDHEqVP1fzY+Xlp5FZRss3M4MZHaYaHYcnmSw4KIVGztFiCkNjUAyowZzPXrtBn9/TfbPpjBCaHZDcklnEDrRhgfH9gIpAQMsxtq165U45k1t24h5smDePo0+7atRs+64cScmTRJeUw4jXhM9ulDybl++cXpXrmHUDMgsh7jdswZvfuK0vv1yhFW1lIO5vvvKT/H+vXsrq+WtHDt2vSfOXyYEokVLEgZrZUUKa0ymJpCWro04mefIf75J5VKVELO4PDqq4ht2ignTrObS5cQy5en02e9nnw+H8XLlihBPx070t/MzrngMlJmf7gHIIcFEanYusFt79tvqW7d3r2Bv/ftS9bF4cPZX98s4g1AsKJbJTSHc81LVly6RNkM+/a1RlBq1EhaUGHBmDHuKF+lFz3rhhNrzLRpVDrKLuHZLLt2kRGPlwoj3H7qLgXLk0ir54zefUXt/W40RKSk0J5QurSxertKaHEjjo9HvHCBSqaVK0fGq1GjEE+doja0uK16vcr3jvV9l1L4k5KoHF/37u4IBxO4dYvCWdq3R0xOZtOm0TnM0gXZ6XnDCS8iUrF1iwBRt25gMovd82bPtuf6ehE2gBo1KLOrVSe1bng2bicuztryOZUqpc0EzJK7d6l0x4kT1rRvFXrGplqmyMyZaf6z9EZ4803ETZvYtGUX3buTIM4hgoVMN7viCrA6ibTSk0rvvqLl/U7uVVInydevI9apg9i4MdUQZo3W7Lc5clAG7T17pJVCOddY8c+6dcb6wfLE7/59xGrVEAcOZNMeKx4+pDjhd9+lPrLwbjMyh9UMHUK5IKUShFzG41hBRCq2iAEBQphMdp8KhrIC9/AhlYBgZTEU40YruBupXx9x9Wrr2i9Y0NoY74kTKblKqBGseAjzNXjd0FqSSTBomV13zp8nY4GbXOe0cPMmJUZxY3IgpxALmd27U8KbSAjF6NWLTQ1uKZTmo8dD3lOxseRJ0qMHuaJq6YsTsbNyJ8k5clBuBKtOGLUmfurTR72tjh2VFSI7T2yVuH2baq5akW/CKImJZAwsWhQxY0bt9WZZXVtYm0qUUDZ05MsXUJKlDHbi/Y975XFYErHlfmJiAK5fp5TvJUqkT5NuNaFcQuexxwBeeIHKOZQrx7ZtO8uWhCr37gFs3w6wZIk17SMC3LjBviSNmI4dAYoXBzh2DKBwYeuuI4XPR/NPKI8QG0slW7QQXF5h3z6A5s3Tl6dQK6ciIJS9aNuW2jW6/vz4I0CjRlRGIpR47jmAceMAOnUC2Lgx9PpvBcHlXipWpDJR69eH7/05cgRg5Ur51xFpjhhFrURaliwA9epRaaOHDwG2bFHui7APqZVbYY1SuZyLF6kMkZ7SK3rQuqadOqX+nps3aSxLfQ+PR3mfV+qH2XESzDPPUBmiatVorXr7beN7BwuEMpVCiR7h/gWXLTK7n2i5tvAjRYYMAB98EFjHoqLSz5Pq1anskh3zhhNhOK1ZO4FgdSpSxP6i4AKhXkLns8/o1I01albh8uXZZCsMZX76CbFJE2vaTkykEhtPP2190q6pUxFbt7aufSlYx2//9x+dlN64kf41wUqtxQ3L7EnD669TNvVQxO8nt+yZM53uiTsR7s/06U73hD1+P83JvHkRly+37gRU7ymfWz2HnO6Xmhux1j6Y/R52u+xfvEieE3aejgajJ6bVzuoecjKsm70OOeFNxCm2wVncnHKBcHqDMsvq1Yjvv8++XTUX7f79Ke19tWqIP/xASR4ijZgYxIUL2bdr99x48IDKPxw+bLwNPfFFVrn/9+1LbtVS/fD5yGVLiyBg1Jh15gy587opyYlejh+nbNkXLzrdE8JtWdlPnaL7c+aMs/1gya1biB98gFilSiC5EKI12YPV5n7HjmmftVoG4IQE830yghsM4oMGmVdoWKzF4nHy6adUI93MXmJ1f82iNbzFirGgJZ6WuxRz3EJEKbZuWJzc1BczwtuNG4i5clkjTAvWWOH+CBbikSPpdb+fkks0akSW/kGDpMvHuE04ZUFyMlmOr19n265T43HmTEqEYQS9p69WGZOmTk1rCBDGq+ANokUgMXP9iRNJsAt1Ro9GbNXK6V64Nyv7N99QptZQNmAI7NpFMYKDBlmTq0EKubJ74rkrftZyp8dly1KCpnv3qF079xk3GMT79UNs0cL8HJGrbT1jhrF+zZ1L88MK3HDftSbvsqJPStf2eMh4GwqZ+DmRQUQptm5YnMQ4kXhCgIXwVro04tGj1vRv5MiAgiB2/wnu35kziEOGUKKCBg0Qf/uNEui4VTg1y4YNlJWaNU7NjaQkxKgo/cmDtCji165RHcfx46kMznPPsbdwq7loeTxU7kLNHdnjMS4QvPYa4o4dxj7rJpKSEEuWRPzjD+f64AaDoxypqeRy/v33zvXBLH4/4ldfkYeBuMaqXYhP+Tp0kJ+XwrOWOj1OSUH8+GNKKjRxovF9xohC7IbxWbMmhT2wOFkPbqNFCyplY4TUVMSXX7Zm/XDDSbneE1sjz0NqTPr9iE2bmleiw/GggeNOIkqxdcPiFIydRdsFWG2OLVpQ7BfrhcpI/5KTEZctI6UvXz51gSVU+fhjxClT2Lfr5NyYM4dO3/WgluX0ueeoJFWDBoiff07xe126sFfetWYKLV5c+T3R0fqvjYh48iS5c4fDKR4i4ubNdK8ePHDm+m4zfgZz5Aitb1euONsPI1y+jPjOO1SS5tIlp3tj/lkPGWJcsTBjeI2PD1zDbqOt34+YPbs15YQQqeJCpUqIs2YZ+/yffyKWKUPGB5Y4uS4ICqFQHlLJOGpmLEiNSY+HDM8vv2xOpgrXgwaOO4morMgFCihnIi5QwM7eEMEZMO2ARUbm+HiAhQsDn/F4KFPh7NnpM8Ta0b9HHgFo2JB+OnYEmDlT3+dDAUSAn38G+PNP9m07OTdatAAYNYoyDJcpo+0zallO334bYNmytH9/4QWA6dOlP4NoLJumUj8E/H7KWCpkkwzG66WMm0b44QdrM6EKmMkkrYdKlQBefx2gd2+Ap5+2P/uo27OyFytGGaTbtaOs4k5lZ9XLhg20L3TrBtCzpzuyO5t91g8eKGf2ldtnlDIbK2WzFebgjh0AWbPSXnfrlr0ZZU+fBsicmeamFTz2GK1plSoBlC4NUL68vs+/+Sbdj7FjKfMyq/lhZyZmMcGZiAUEmUv4e+3atIcYHQtKY/LYMYCEBIDNm6lt4ZrC79mzA9eT2icAjI13DscoEaXYKi1Oqam0WAsTNpwIXmwOHJDf0FNTSfj/91+AvHkB8uVL+ztXLoDjx2mhEtoQt8VioTIrcNy6Ja9E+P2B7x8qz1l4fvv2Ady9SwIVa5zauAHIKDF4MP38/LO2zygp2h4PKQDBFClCm7DwXRBJMA3enPWgZBAQ8HoBcuSgcRlclkHor1HDweLFAN9+a+yzWgkWrlgasaQoWRKge3cqGWHH9cS40fgZTNasAMuXB5RDjwdg9GiAV16hsiRuUnJTUgBGjCAj6JIl1Ee3YPZZK+1DqakAU6cCrFlDcoX4R2n/lVOIxXMwNZWe/axZ9swJMXv2sC/xF0yuXADz5gE0bUpl7bJk0ff5ChUA+vdnu34UKULK4+rVgT1DSrFjiZKyCQBQpw6tlWaMGoJssWKF/Jj0euk9I0cql7aS2ydq1w7d0pacEMXpI2O7kYtrHT+e3AHfesu6uFGrUIpdkHIBUXJnyZCBitRv3Ig4fz7FunbuTC5kpUohZsmC+Oyzyp8365bTt6+824uW9tXcVLNlQyxYkDJhLlsmXapFy721A/HzE0oaWOXCI5dc5aOP2F8rmJQUxBdf1BYr6vdTuSmjboA+HyUpypFD3v1f63PXUgYhQwaK52MdG/fff1SyzEo3ZLtj+pyOIVTLhvvvv9Ze30z/xO6pbnDxO30a8Y03aA7dvOl0b9Jjdqypuad260Zz9MABxG3bKPZz5UpytVVy6wwO+3B6TogZNIhipO3gq68Qq1fX51bM8l6J94D27SlZ5p499oWOWe3+HFwFQWlNUQtF0lsOSE/bHI5eIk6xRZSPa/X7EefNo7IKEyawj9OwAqXYBSOLjZbF//33rYvHvH8fsXZtc/3TsrmdO0dZFJs3JwWnShXE4cNJsUpNVb+3duCEQBM8N37/nTJPnzvH/lrB/PADPXsl7t2j2rdvvYU4ebLx57NhA2LWrNqNQUrtCgYBtTHLOlncqFGk4FuJ3bFlbohxFdcfFsetValCitqFC9b3QQ6tCWScziXw88+0bsya5e74b/GcFMaYnuRPRtbnUK6pW7curZ124PenXZ+1GBpZ3avgPcDqOrlSWJn3gnVNXC3lgNwwfjmRQUQqtmpcuEDKW8WKzlvoldBSm0/p5NJosXGrNtqrV0l47N4dcfZsc0qAHiUiNRVx507EESMo62iOHLSBO52Ayi0Czddf0/2wWkBNTaXEH5s3S79+8iRiuXKUQEsoEWIk+ZogtAjPUqsxSOm5+3zk8SE1t8RjjkWyOEHIy5gRMTbWWi8Cu5OKuSXBn89HY61ixcBz8vsRp00jb4+tW6U/Z7WHh9aSH04JjA8eIPboQdmtDx2y//pGEOZkkSK0zumZk0aMVWpKxeDBaddat8wJRDq1vHXLvuvduUMHDVplFRb3yi0n5Fbs/8L6VKKEeqZ+Pd9Z7b6baZvD0QtXbBVYupQyq44YQaUoEO1zTdVyHbWFr0QJ5cWmbl1jQrYVC//x44gvvEAu4cKmblYJMPr5GzcQ33vPeSujWwSa1FRyCTNaX1APK1YElAnx2P/zT8oG+9135to3YwzS8tytznIe7D5mtRdBJJ7YCnTvLj3etmyhcjXTp6dVQOzw8NB6Yuvx0PpuJ4mJlD21U6dAjddQYvZsUsr1YmTOyynEEyeSgaxmTcSzZ+m9SmWJ7JwT585R7WE70StrsFg/3LIGsZaztLoeC+uH0voVLJ+2a6c8RgWjrxAqwbMic6yEK7YqXL1Kro9lylDZEKsFl8TEtCc/Ute5fh1x4UIS9JUsYSVKWLdAs3Sr3LWLDAiLFxvvD2vcoFS6ZYNFpHi5PHmsjz+fPTv9BujxkNvw7t3m21dTDB59VHlOORkP5MRJQqTF2IqRU2wREc+fJ++Stm0pfIJVv9UMmnrDS+wSHL/7jtaHH36w53pWsHs3YtWq9l1PKSRq2jS6n507K5+s2TUnEhPJiy1fPntzTejdAxMTzXtauWHvFwiWs4R+TZqkrx0964bHQ7KjnJFGb94WrxdxzRoaO3372lvakhOZcMVWIzNnWr+5xMUpb2IeD51m5cyJGBNDp4pyi4rXa03CGjEsTqd++YVisTZuNNcX1rhBqXSTkI+IuGABYuXK1sWe2/F91YSWokWdf+5yODUmBw0KXMOOeDO5JGZGTtPMoKTYIlLNzW7dEMuXZ1MjWeuJb3BcqJpQaeU6cfs24ocf0r50/Lh117GDBw/IgOaWmODff1d/tlbNQbGBJTo6MOfN1krVi14lc9kyxNy5zRnd3bD3iwmWswYNolh/wYtQC8JhiZYfpTVDLbmenMt4t26Ut4bDsQOu2GrE6sVOi0XN40Fs2TKgWGiJ1ZFKguAWF5AZM6j4txvjmN2iVA4dmlapcNKFx+9HbNIEsVcva9zx7RAo1K5htTHIDPXr68umyoroaErUJTzzmBiat0KSNSsIFuZ+/ZUMYGfOWHfNYNQUW4F58xAfe0xZUDSTVVRq3An359VXlfcMKwXxvXsRixen9vUI2W4lMZEU23fecSYDfjBq2f07drTmusEyg1NGE0R9e8K//9Ia4fOZM7q7Ze+Xw+9HbNMGsWtXbe9PTFRXZrUaLNSeR8eO6e/7zZt0GHP9Ootvz+GowxVbjVjtnqIldkrqOnIuwZMmIb75JpU12b+f2n/vPSrV44aFedAgisc6f97ZvihhJmMmK955hyyddpUYUGPyZOsUbTtcwLQILcHPXXABc8oYdPYslVx69ln5vlulwGzfTomAgpXYmjURly9nfz0lZswgV1G7stVrVWy1CI45c5KRaudOaYOAGaNO3brmlGq9+P2UUC5fPjpVDAcEZc6JU0k5nHCJZZ0t18r+iJXMGzfIfXbVKjbXlZKrPB57XdWVuH8fsUIFxC+/1JaLRS1RlJLrsRgjY3LyZPJo4XDs4hGn6+iGCmaLuatx4gQtD0pIXScmRr5odpcuAP36AbRuDbB0KRV2//NPgF69AEqUAIiNpcLjdpKUBNChA8DFiwAbNgA884y919eDcG8nTaKC8V26mCuGrpctWwBOnQLo0YOKpDuNzwfQsyf9OzU17Wtt29K9MnNvrJ5jADTeZ8+m/ooLySPS36Oi6EeYU7/9BvD00wBz5tj33AUuXgQYNQrgxx8BunUD2LQJ4OWXpd+LSN+JNUOHAgwenH78DRgA0KcPQP368s+MNe3aAaxdCzByJMDAgfLv8/kA4uIC66HV61xcHN0fv1/6dY8HYMYMgAMHAD7+GOD4cYCaNQGiowFq1AB4/nmA9evTzykBRPoucpQsSeNU6vOs5o3AtWt0P+/dA9i+HSBHDnZts0TPGPD5aGyJn59wL1msa0axYz0MJi5O+3xWG5csENbr2Fj6v8eTfr32+0nGad4coG5dNteVkqtataJrzJ4NcPSofeuLFE88AdC0KcCnnwJkyBDYx8aMof7FxATeq+UZ/fyztjGud0z6/QBTpgAsX67eNofDDKc161DBavcUrSe2Rq7z/fdUGsSpOBmBmzcpu27btqHluub3I2bKZK3rpdQ1q1alepBuwUl3fNYuYFpd1bZvJ88HO7l8GbFPH4oVGz6c5o0A61q4Ssid1iLS+HztNcQ//mB/XSWuX0csXBhx0SLpkwqWmYm1ntiqleCpUCHt+69epeR/LVvSSa6aO7HHQ543wQhxkHaVJtu0iUodjRpl71qoF71jwG0xlQJOuMRqLSdl972pWZPCYKTW62HDKEzDjjE5ZEjguzsZGqRlbGgt7RMdre+6etaaX39FrFGD7XfncNTgiq0OgoVKYTKzWNTUXIDMXMcNMSNnziCWLk2bkFuSc+ihZEnEU6fsu96aNZSQxU33yg7XODsVNy0kJVHc3cOH7NqUy3x79SriZ5+RQjt4sHxMktUlhQSio5Wz3K5cSYYquxkwQFq4HDmS3TqXmJi2jq1SvKWSYuT1Kgv/KSmktKopES+8QH1ZvJhqOAuJBtVcDFkk+UpJIQNL4cJU6kgLdpXFk7qu0hhITCTX/lWr6Ds1aoT49NPK+66TmdDtXg+1lpOyU3ZITUXMnp0SlQWzahUpbjduWN8PN8hRAmrGmOhobQnmPB59/d6+HTFzZu1jsk4d2ic4HDvhiq1OxEJl1aqI7duza1vYxITFUxBaoqPNLZpOW6QPHEAsVAhxzhxrr2Ml776LuH69Pdfy+ynTql3X04qWxEsshFm7FDetVK+uXaBXQ+40qUEDxFy5EPv3JwXXaZROawX8fnrPjh329UvNAMhindMbb2lW4NVy4uv3I27YgNiwIZWB0aJ46BW6pZTRs2cR33qLFECtyV/sqOcr13el0ymPh5TY4sURmzdHHD2aDIjdu7vzxFbAzvVQbX454e21ezdl45fqa9689iWfdFqOEqO0ZqgZu4Q1Qe8zvHyZ5LhNm7SNyYQE65MMcjhScMXWBJcvkzB69y67NteupaQczz9PFvq1a8236WRdtvXrafNZs8a6a9hBr16UvMZKBOGsShXEAgWcz8oZjJbEIm45aWXJsGHkfmkWtVIJ27aZvwYr1E5rBRYuJGXLLvScKAX/5M5NWTsHD0acOhXxxx9JSEtIoBMfv9+4kmrmZE3viW+zZvq+txahW0oZ9XgoBGP6dO2eI06caon7ribMv/++O/rsZuLjA9UTxGMiOtoZY+PYsTRnxdy+TUa1pUvt64eb6tuaWQeFn3XrtF8vJYVcivWU7OElfjhO4YKUNKFLliwAtWsDLFjApr34eIBatQBOnwa4dQtg505KMvLqqwD9+1OSCyM4kYQCgO5LbCzAypWUJCWUKVwY4Ngx69qPjwcoXhxg7FiAv/+mMVC8OCUtcgtCIg+vlxJWiH8L4ys1lRJGCL/btqVEG6HM669T4iazKCVm8Xrdk2Bjxw4af++9p/7exo0BDh4E+Pdf6/sFoJ5kT+7+ZsgAULUqwFtvAWTODHDuHCVcGjOGksKULk1/L19eOQnU7NnSr8XEACQkAPTuDdCkCf1OSEibxEWO2Fjl7xScFOyff9TbFIOonEBGnDxJPH8RAW7cAHj77fT3FRHg5k36jhs2ACxeTEn2WreW/y5K908vPh/tie+8Q/dH6LMSHo90ghyldU1IUBRJxMTQPGjVKu1Y/uUXgEWLKHmbnfdk/XqAatUC/0ekOVOvnrY1igWJibSPKa0NVslRUqitGWpkyACwbp329w8ZAvC//wWSR6px6xYlPWzTxkDnOByT8KzIJunWjTbzdu3MZQdVysy4YwfArl3SGe+0EBtLn5UCkX02VUTK5rpwIQk9+fKxbd8JoqL0bQR6cGtWTimkskVevw4wa5Z8VtYZM+THXyjw6qtkZEpNJYHAKCdOyAtGfr/1GUa1IpcJWYpHHqEs66NHA8yda33flIx0Xq+8sIdI30tpHiGSov7TT9LPSU1BjIoioV8vWjJ1m0FN6FbLhNumDWVePn8e4MIF+rlxg7I558hBPzlz0u+UFPl2WI3x+PjAfqumzIpR2uuC17XnnqP2f/+dlDonMt86RVISZe7esoXmt5MkJ5PsU7Fi4G9jx5LiNGyYtddOSSFlfupUGhONGgHs2SO/NliRlV4OqTVDbm+RQm0tE/PLL1RVY/t27TLu3LkADRuSMszh2A1XbE1SpgxN3g0bAN5803g7asKFsGgZUXSsFJyCyyq0bg0weTLAkSN0yhUuC1tUlHUntkrPXjjlMCIwW0WwAN+8ubxCkZpKJzkbNwJUqBD4iYpyroSR3nIwTz5J/T14kE72jPLcc8qK1/PPG2+bFXpOawU+/BDgiy8C99NKlIx0ADQuBwwwts55PDQOnPBuUSrbFszrrwMcPqy9bTWhW+kUHBHg7l2AN94IKLE5ctBYlbpPDx4A7N0rrXAikkJiBikjoBqCwaN8+UDpGKn5LqxrYsVZGENGjcqhyN69AKVKOa/UAtB6VLo0wOOP0//XriUj6rZt5oyMSly6RNeYOZMMOp98Qp5zXi9AsWLWGaD0ErxmrFgB8PChtrmhdS377z+Azp3JwPPss8rvFfbV48cB1qxh58nI4ejGaV/ocOCHHyj+wEziHD1p9vWkZxfDOgmFVFwWAMUGP3hgrm23kZJC8WZWZCl2U+yOEdSSavTpg3joEMVude5M2WazZqU589lniCtWIJ4/r/+6RjKvGk1s06EDJZEykxirQwfled2xo/42WaM1tjaYceMQP/qIfX+kUItnNbPOhUK8pVLJDWHO6RnbLJPiqPXN7D00E1uo5Z7oLWcSjowbhzhokNO9IIYNQ/zyS/r38eOUr+Off9hfx+9H3LwZsUULisXv25euJ4XbkhsKFCyoby6o9fvePcSyZalcpBrifVVIuhcuOTY4oQdXbBkwc6YxgUKM3g3b6cU0FARA1hQtinjhAvt23ZRt0QhGxsK9e5RpeOJExA8+oOyJefNS9tXRoxH//BPx1i35axpRUI2OWXFpFTOJsZo1U87Y6rQBQ0smZDlu3yaB0Ir5IYWVwqXbSk5JIfRRXJvc66UkZ3rvC+u1PDpaWek2s57pMQAbEeyt7Huo0LAh4u+/O90L4s03aV26e5eUrEWL2LZ/5w4lhSxThupJz5uHeP8+22vYQVyc+pjXm9E6NhaxRw/190WiLMhxN1yxNQmrSa0l46x4gXJ6gw11ZcwIdeqQVZc14bAxsFAGrlxB/O03stK/8w5ijhyIL76I2KYN4rRpVPYhKcn4/TIyZlk+G7fPGaOntQKff+78d2CFW09lxLDsI0tl3koPFBbZYOXmW2Ki+r7rtPHJavx+xJw5EW/edLonZPzMlo3qNrdsifjpp+zaTkhA7NmTvmtsLOKuXezathutsmPdutrXiZkzqcRSUpL6e92+r3EiDxdEUYQ2rOIjixShDMu//qrtuk4nmlGLy3K6f1YQFUWZEStVYtuuOAba7w9kGUZ0JnZHbwwqgL4YQTkyZ6as4LVq0f8RAU6dojirHTsoI+ehQxRvJTf2ACgm6I03KKnV9euU6Ob6dYB9++STzciNWZbxz3YncdODkdjaYLp1o9i8vn1DP7beaCIoO2HZRxbzV8DKLPxqMdZaSU0F+PZbitV87jn6OXRI/XN2Zr51gqNHAbJnp/vhFML+s3079WPIEMpiHh+v7XNy+1ZqKsCqVZQM6vhxgE6dKG9CpkwWfhkbUMvP4vHQe7TGh+/eDTB8OMDWrQCPPqr+/kiUBTnuhiu2JmE5qYVMjEpCOwApPk5vsE6VEHISQbG1gpgYSsrSrh0lhzEjWJrBTOIU1sqAxwOQPz/9NG5Mf0tJoTIP589LfwaRXnvmGYC8eUnBypiRfr79ln7ksjdLjVmW81suk6UbyoroyYQsR+bMAM2akeD42Wfs+hYuGDEY2Qmr+WulAUcpEWLt2pTkRkum5AwZaKx26kQJrW7epARoSvsvIpU+Cmc2bwaoXNm564v3HyEJ0hdfUEJKpWRWSvtWdHQgGdRLL6VNBhUOqJVAi47WrtReu0bzYu5cgFy5pN8TvI4JcqsU4SoLctwNV2xNYkbBk1ogvF71jdnp0x0Ad58+WUXhwmRFtoosWQBeeIFOJp1AKeOoW8oOPfIIZSJfu1Z6nni9pPh+/HH613r2BJg+XbpduTHL2oATfDJ24gTVK05IoOzSTig8LE5rBT75hEpzfPwxwFNPmW8vXIikTLtSyqcgeLMw4MidLiPSXNICIo1VcV/+/pvmgtL+W6tWeD4zgc2b09aMtROl/adnT4A6daTHjtLn2rQByJaNfv/5p/NKlhXGLaU9KkMGyuyspT/589MpbYcO8hU+pNYxpfkSrrIgx+U47Qsd6miNwQvO4DpyZPqYJiEJiFJckJuSmMTHB5KWuDXJCkuOHEGsUMG69v/6C/Hdd61rX41QiZUxE/c6bVrauaQlS6qV8c/jx+vrjxWYja0Npn17xEmT2LUX6oRDDL0RxDHA3btTzPzJk9ZeMzhWWLjvWhK/aY1VDJVnZiRrfPHiiKdOWd83KYzuP0qf83oRe/Wy93vIYTQjvxpmkiKK+yHInnFx+q8TPL/CXRbkuBuu2DJA2EyFhSR4UgcvIEqbp3iBECu5r77qziQmFSogfvihu5OssOLBAypTYxW//ELlBpwilMoOGU128803iE2b6ku6I1xL2PydFkhYYiYTshw+H2KBAogPH7JrM5QJFYOR1UybRhl3rSY4qda6ddrnuzjbtJKB2e3PbOTIgDwhrCdqa9aVK4j58tnWxXQY3X9CYd+yeq3Xux8a6Y/aOtaxo/sT7nEiA+6KzADBNeqtt8jto3TpQHyk3oLyXi+9P2NGgH//Bdi4kdyj3BSLJZCSQgW8//5bW5KBUOfxx8m98vp1ej6suXsX4Omn2berFSWXJgCA3Llt64oqRpLdIAJ88w0Vji9VSv+1Ro8G+OkngPbt2cQ/s0xMpQex+9mOHeTmxzLeLCqK3JEXLCAXwEiHJ1ch2renMT1rFsCxY9bFGkvFCmuNjRXmev36AIcPS7/H7c9s1CiA/v3p38K4E+QPpZCSLVvYJ0bUg9Gwj1DI96G21o8dS0msjM4Jvfuhkb1HbR27eVM+1IfDsROu2DIiKooWk3HjKE5SQC1jXTDBC0SpUvKLidPs3w9QokRkKLUCUVEklJUvz75tpxVbtbjphQsB8uWjGJwnnrC3b1LoTXazaRMlk9Kj1IqvNXEiwOrV7JRNJxSe4Bgpv58U22efZRs32L8/QNOmAK1bU5xXJBMKgrcdZMhAcZLt29O/Ed0ZaxwVBdCgAUBior5Ec27A5wMYMED5PXIGs7//JuXIKYzm7QiFfB9Ka73fDzBjhvk5oWc/NLL38HWMEyqESV4496KWsS6Y4AUiOpqEaTeydSvAa69Z177PRwJy8+b02+ez7lpaKVyYFFsruHvX2YQ7QtIXodyQ10ubrddLBpotWwD++YeMGdOnAyQlpf28G5+XmKlTAbp0Mf75p58GSE5O/72NoiQo+P2U4XXgQLrnUmuI3vst9h5JTQ2c4vj9JPyxzPhdqhQJWj/9xK5Nq7Fq/ObNq1xmyg2Ctx34fJThFiAw/oTfrMefWWJjlQV/o8/M6jUyLk75db8/vdIi9Ckujkq9OLVui/cfYd8RfislHZP7HABlwXc64eGFC3TP5bz2hHFm55wwoqRaNSc4HOY47QsdTlSpgnjoUNq/6S0oHxzf8NdfiLVq2fs9tNKiBeJPP1nTtlWJFswyZgziiBHWtD16NOKXX1rTth58PsSiRRGrVZOOlUlMRGzZErFQIcRZs6iIu1ufl8C5c4h58piP+yxXDvHoUTZ9Uotz+uMPGhPly9Pz+OwzxH37EP1+Y/fb7ljPzZsRX36Z+ut2rBi/qamIQ4civvAC4qhR0skCK1YMjfvDglCLNVbLnaEXO9bIZs2U44MBKKZ+w4b064jwHJxet4NjpLXGagZ/rkEDZ5PYHT2K2KkTYu7ciN26aUtMZtecSEyUHydKMb/iWF63jBcOJxiu2DJESrHVmmlRSBoVvEAkJSFmz454965tX0MzhQohnj/Pvl03JNWRY+lSxJgYa9oePNg92WQbN6akK0r8+y9ikyaI+fMb2yTtZOhQxIEDzbfz3nukcLJCa9KPY8cCSm6BAsr3+8ABmkN//IE4Zw7isGGUqThHDmWDmhVJVqpWRZw9W392VjuxYr25cwexUSPEunURb9ygvwUL3ocP0/359lumX8e1hEKSn2AmT0YsVcp8Qhy79jQthvRRo2jc5c3r/nXbDKdOkTHz2jX2bStlnN6zhxIUFiyIOHEirQWI0mu9IPvZPSdWrEDMmdOYoUVYxx5/HLFPn9AfJ5zwg8fYWkxUFMXcHjqUtui4FGvWpE9y8eijlIwqJobca5yocynFpUv0XXLkYN+2U0l1tCDE2FrB3bsUw+oGHnmE3G6VKFECYPFickGKj5d+j9PPC4C+x+zZFENmlvz52ca+ak36UagQQJ8+9NO5M8VkSbmF+f2UuOmFF8gFVvipXh3gwQOKk7YzbrBcOfo+bo6pZL3enDgB8O67FEYyfHjALVIqBm7RInper7wCULaskd6HDqEYo3f5MiVA69nTXDt27Gk+H8C1a8p1RUeNAujbl346dyZXXSv75CR589IaM2IEwPjx7NqVq0nduzfAvn1UE7xvX4Dvvkubf0Rqrb9+nZKp2bkm//svQNeuVNc3QwZ9CRgBAuvYwoUAgwc7mxeEw5GCK7YW8+uvlJglIYESqWzfLi2Qer0A69alV2zj4wHWrqV/ezzuEQy3bbMmvvbyZYBfflGOSXMyI6XVMbZu2SQefZSyXmvh3r3AJh+M088LAODnn0nBypvXfFv58wOcPGm+HTF6k2DduCH/mtcLUK8eKUzBlC1LmYqlsCJGyuejhFsA6eezUnZWu2GZxGvDBlrnR42iOEo1cuYkpadZM4CdOwGee077tUKNUEjyE8zBgwAffWS+HasTxYmVreC1WFCoR44khUvgxg13r9ss6NMH4KWXSInXutaIs8YHHyQoVbkYPZpyT7RvL59lPnit9/kAZs6Ufq/fT9dmybVrAA0bkkGjWDH6mxHjhc8HcPs2QKtW1I4bDls4HAGePIoRPh8thL16BZJCJCUBfPopwKRJNOmVLNZSG4mwiArOKW5KtsE6cdSBA/Rdy5Qh5U4pk2r+/Oyuq5enn6Zncfcu+7bdpNg+8oh2xdbtJzFTp7IRTgGsUWz1YvR+G03OYhQtp1RugNX4nT6dBLxly7QptQJvvw3wwQeBtT5cKVIEoEIFuqd2jD8WHDhAJfzMojSGzK6RwUnhgsdQhw6U4Vms1Ap9cvO6zYJnnwUYNAigXz9t74+PByhenMrvLFlCv4sXB5gzh15XWtMyZCAZTk/pNKU1uUgRMpA9eKC9PSVSUsiA1q4dZSc3inCPrl8HWLEi/T3icJyGK7YMECb6/2vvzONtqr///zrnlqTRkJBQXZkqRdGgSRoMpSJSKd0bKg1KpjSJzEqDQrlXGqg0aEBREc18IhXdi4iUeZ7ds35/rO/+nXOPPc/73PV8PM7juM457/3e03u/13ut9Vpr1gAzZvDK3emns5FWty6XGOnbV1vdFFB/kIR5YuiGYZtIsHf2yiuBdu24hE5BATBxovZxSiRYuXH9emfbdsJpp3H9XrcJm2FrFIqsEGa1xD/+AP79F2ja1J32atQI3rB1crw7deLokZ49+Z7r2ZP/9iL6w46XKghl7ZwcfcXS1OOp1r/9+9kj9OabrBzesKH1Pjz2GE8UR4+2tw9hJfV43XADsGcP35N+XH92+9m3L0dJPfIIP9Ofe875dVivnv41tmWL/WveyNgqW1Z90SDM47ab3Hknzyveflt/bFFTjVfec3I4tWD0aPejybTG5N9+4/nAJZdweLNTevUCKlbk69ou6R7rMDlbBOH/E3SSb9QxEoeKxfilqGDqiTp07VpchCCsYhsHDhBVqMDCVnbYsYPopZdY6fWqq4imT2cF0VS0RHXGjyd69lmiatWIPvrI8a7YolMnog8+cLfNggIWm7jyynAI7HTrRvT22+a/r3a+YjGi2rWJtm/3rJuG3Hefu4JcmzfzeQoas6JTQWIkZHPWWXwPK8J4QSlrz5lDVKWKurBLv37J72n17/TTiXJzifbuddaP//5jYbCffnLWTlhIP17KcytM1yjRof1UntPKu9Pr8I8/WKipf39t8SCz13wiQbRmDdEnnxANGMBidkcdZV8ULgrjiBv06FH8XKrtp954FY+zUOJ99/mv7P366zzfmT3bfhsTJrDw4O7dzvoSNWVzoWQihq1DrJbz0TOA0wfbsA4iCxYQXXyx9d+tWkXUsyer8XXpQvTbb/rf15P9//13LiXSqVNSddQvBgwgGj7cvfaUiZXyAA3D5OLBB4kmTrT2m/TzVVDAk7lzzyXasMGTbuqyfTtfa25eH4kEUfnyRAcPutemXeyWxfALIyXYESN4snjiiUSXXx6MQuuePbz4Mm/eocdz8mSi004j2rJFf19iMfcWombPJsrOJvr553ArSRsRZmX7VMxWLbDb7//+4/M5bRr/nXqNdemiv62lS1k5++23WX32yitZ2bx2baIOHVgl/YsviB54wNk8IezjiFPMXotmHAlBXdfz53MViueft14e7IcfuHLB6tXO+xFWZ4sgpCKGrUP0bnS7L2WANJpMtWzp76RHkbhv2JCocWP+W0/2nogH4W+/5fIx1apxnVa3jJz9+7lEzqmnEn31lTttmuHZZ4nOPtudSWdYJ4A9erDB7QYvvsi1PP/+2532zPLyyzx5dJszzvB/X6KKGY/Q3r1cHkPLsPVyEe/RR4nuvVf78/79iVq04HqzfvXvxhuT7YZlocsqYV2UTcfKwrTVfu/aRXTeeURjxtjbdunS/PsuXXgs+/77ZOmYVML6DEnvY1ALNWavRbPfC8rLvX49LwB27Gje8/rPPxwF8u237vThnnvcuz8EwSvEsHWIWx5bs4Oo8gBT6t76NaimF3JXQra0wqj27+eV5kaN2GP31ltE+/Z507cffySqU4eoe/fkgO/Vg1Q5Dm4d/7BOAHv3dre+5ptvsvfrzz/da1OPRIIN0EWL3G+7ZUuiuXPdbzdTMeMRCsITsHAhT/q2bdP+zmuvGY/XsZh7/YuCkWKGqHh2rCxMW+n3wYNE11/P46idbcfjvNhjljCHFAeVYqBg9lq0cu8F5eU+cIDo4Yc5Wm3lSv3v7tnD86/x451vN5EgeuMNjq7J5NrHQmYghq1DrIQymX2lP0CVQbRlS/3feDWoWN3HWIxDQNu25ZVCq6Ezdti1i0Oy6tYlevxxbx6kXkw6wzoBfOwxotGj3W3zk0/Ya79ggbvtqjFnDlGTJt60fe+9bKgL7mG0QNiihf2cfjUOHuQFt6lTtb9jZdzr2tWdfoV1ocsqUdkPrzy23btzmH26doTZbds5RmEMKQ7DQo2V45y+QKD0MwwLBKm89RY/S7/8Uv3zRILo9tuJ7r/f+bY2b+ZFlosuIlqxItyLKIJAJIatK+TnGwtDWXlpPdSCmixY9UrHYhyyEgQTJnhn/Htx/MM4ASwoYKOwQQP3w8bmzGEhlTlz3GtTjXbtrIlfWWHoUKJnnvGm7ZKK0QS4VStOORg71rlIExGnE7Rrp/8dK+OeW4ZtWBe6rBIGg8YMXuTYPv880YUXssfM7rbDdIycYPf55mbEldXjnLpAUKmS/uJXkCxcyPnbI0awIZt6zJo25fQJK4uBasf866953B04kL3FCmFcRBEEBTFsXaKwkL0KimHnxLDVeqgFNemxmkcc5ATMS0PRi+MftslNaqi1mqCZG/zvfyxm8ckn7rWZytq1RFWrehf6PmqUeznWQhIjT8CSJZxfVqMGRxMYGQ5arFjB18d//+l/z+y452YochgXuuwycGCy32H27Cjh5umqyErqj5V+f/QRUa1a5nUkMt37ZfTMbNPm0N94EbqsOB+sntPevdlADOtYv3Eji4o1apTcr9Tr1+wxUzvmsRgb9pmi0i6UHA4LutxQppCdzTVZly3j+rJTpwJLl/IQbhalsLdWsXqjgurHHsv12Vau5O/m5HCRb6fobVerL0EVd7dTO9MsXhS0z84G6tTh2o7xOPcxFuN3revAK9Jr1AHJmn25uUCTJu7055xzgC++4LqA27YBt97qvM1UXn2VawOWKuVuuwDXrH74YT4/v/7K52rYMD5XQdfijDqdOvE1Nn58cgzLzU1ec7Vrc43rZcuAQYP4uD/8MNC5M3Dkkea2QQR07QoMGACceKL+d82Oe/G4e+NdTg7vlxpFRXwMosKmTfw8Usbd9PMZFk44getcN2qU7GezZsCsWdb6/fPPwAMP8O8qVDC3baNrPuro3UNEwOef8/PvvPP4VanSoc8gBSfPoE6dgClTgDJluLavmeOcnw8MH859+emncI715csDL7wA1K176LxHqS1rdMzUnvsK69dzHWRBiBRBW9aZit3c20cesd+mlXp4Xu5LkGFUXno8vPCuTptGdMEFh4YBBXH8/PYWrV5NVK8e0QsvuNfm/v2ce+SFanHYvOslneXLie66i0PbR45UV4xN5/XXia64wlzev9lxz+1zr+XF69+fS73061c8LFCv/0Ep0e7dy7WBgyjzZZVWrYg+/thZG3/9xVEo8+a50aPM4X//M75v1qzhuvB9+3I0htb3nT6DGjQgWrbM3HeN7v2uXY3vJ7/uP6fP7UyKEhEEIpJQZC/Jz7du2AJEQ4bot6k26fF60qW2XT1V5KDw2vjQOv7ly7NqoBUOHGDD7rvvnPXJLYIIdd+wgUtaPPXUoXlCdiYDU6YQ3XCD+/0kMp4A9OrlzXYFfVauJLr7bg4vHjqUaMeO5Gep19P997Oq5/Ll5ttOvd9TU0y8CtNX0Mph276d6JZbiC65hA0CLYJWon33XS7xFnZWr+aFMDMLBVps2cLj+DvvuNatjGD7dhYcat3a/LVoFP5fqxZrJxQWmhelLCjgkOJSpXiMNvNMMcqvV8Kate4nP+8/p8/tTMnrFwSFGBFR0F7jTGbWLOCqq3iYMEssBhQUaIePKOHOSujSli3Aa68lw0bTadGCw6Sdkr7d3Fz+/7CFUU2YwP1IJDhMMDW0140QIrXjcMQRwHXX8bEeMCAZVq7H2LHAl18C777rvE9u0Lcvh1qphSRlZQE9ewKDB7u/3R07gOuv52P21VfJ82XnvDVtCvTrB1xxhfv97NCBz5Xa8QE49Ll+feDss/l1zjnAWWcBRx1lrv3CQiAvz/1UgpLC6tV8/X74IXDvvcDxxwP335+8jpQxOC/P2jiQer8fdxz/37ZtwY13RLwPTz8NjBkDNG9e/PPCQg5ZVrtO43Hgzz+NQxPtXIepv/vxR+Dxx4E777SwYz6R2s9//gHOPBMYPdpeW/v3A9dcw69evVztZqTZsYOvy2bNgKeeUn9mql2Dffty+K/aXCYrC7jySuDkkzk0+N9/eZxVwpgbNQIqVy7+m/x8DrONxbjNrCxzzxSjsV5B7X5yev9ZxeiYGT23nf5eEEJH0JZ1ScCqanIsZi38w4zISUkLkyws5LCmq67yL7R3xw5enW7ThssP6bFtG4dQWvEeec24cf6FW6azeLHzbf/+O4dqelVeyozHdulSosmT2UNw9dVc9qpWLS6XMGQI0YwZ6qJFQXvYMol//iG6447grmW/WLyYy5v16lVc/dRJaKHd6zD9d8pxDtv162Y/EwkWM+va1Z+SdlFB8dQ++aT131qJuNq1i8sJjhrFUQw1a3LUxvXXs2q9Em1hZwwwq4ielUXUpQv3W3l16eJvaK/TKLWCAqlNK2QWYtj6RGEh0aWXmjdsrYR/9OmjbzhbNZQzheuvJ5o9299tFhXxRLNhQ55ga9GvH1GPHv71y4i5czkkb9CgYAwsN8pCNGjAx9Ur7E4g1q7lXOpnnuHwzOxszj9s3pzo0Ue5PIjk7rpLSckb27mTqFMnztNftYqv0Tp19J8FZ5/NiuQFBcVDcO1e31HJPXe7n08+yfewkzDmTMOJUavgRCl682aimTN5rK1ZU98g1RsDrOiKlC9P1Lhx8lW+vP6imhehvU6O2ZQpvMguC6tCpiCqyD6RnQ3Mng0MHQr06aP/Xasqmzk5wJAh+t9xogYcVY46Cti1y99txuN8jidMYDXCKVOABg2Kf2f1auD111lVNwz8+itwyy0cwtmwIXDTTf6Hl9tRs04NMyPi0K+FC7mvXqhW1qzJxyU3Vz1cWusYVa7Mr9SQ0R07gEWLuL+vvqod8haLcdsSCmYNL9XRw8RRR/F9MHEih2Vu3ar//VgMOPpoYPJkDon86y9WBa5VC/jvP/3faV2HeXn6avFhuX7d7OfrrwMffwzMmQMcJrMoAIeGH9vFiVJ02bK8/WbNgMWLgeXL1cdWozEgdaxXzFI1srJYlT31utEL7fWqYoSVY6aE4i9ezKH4S5cCd9wBtG3LqVFhSisTBDvIkOwzvXsDbdrwhHzOHPXvECXzV81Qsybndk6bpv65m+UoosTRRwM7dwaz7U6dgFNPBW64AXjuOc7jUvK6Fi/mB0kYZPSXLwdat+aJWsOG/H/Z2f5PRK2WUtIqUWC2xIFd3CrPccwx3E6TJsC33wK//WZvAhZGwpAr7EVprjBzwQWc96s1AU8lPz95vRKxQfvnn5xLZ2cxICqLCEb9XLxYvVxe+vVcuzbnN3/zDd/HJZXU41KlCi/cX3utM6NWwY1nkNMxQBnrhw8Hxo1T/47aXE2vZJfVuZ0VzBwzZTEYKP68GTuWXy1aAKNGibaDEHGCdhmXZIYMSSoL2ymqnYrkSRzKww9zTlWQLFvGYaepKqpOzrObrF3L4VoffhhsP4ishwlmUqhpWPfFjkJ1WHKFoxIe6xZOVVyN2tC7DsN6/aaj10/l2Zl+3ebkHHo9A0RPPx303gSLWq5yLBb8My0VN8cAq6G+6WrqZu4/rzEbXh228ygIVhHDNmCUsg7t2hEdeSQL4NhFqyRPuXJEP//sWpcjwxNPuFsj1Q5hnWBv3kx01lnBG/6ppF+/egsAmVSiIIzXiB0DNWz74STvLGro3Q+xGOfdmhGRKak5tlZfQe1XkLWJU/sQhfNN5O4YoFWCy+j7bdrw3C4nJ9jzZlYQK4znURCsIKHIAZMaPnL11Vy6xy5aYZLr1gE33sh5n02bOu9zVAgixzadsOSfpYaNnXQSl9Xp2DFc5TjSr9+ffgIeekg9XzaTQk1T87nUSlT5neekFeYNaId5JxLAyy+H41pXcCtsPAro3Q/xOKcbGO13eg55enkUrd9r5Z4nEpxuceCAo11zDb1+Avy3WYK4ntM1BWIxDnl1q4wdEbBnD7B586GvTZuS//7mm+hoArg5BlgNj1a+n58PfPABz78A98+bWfRC8dMh4hDssWM97ZIgeILUsQ0RzzzDg96jj7rf9q+/8uRm5Eg2cksCL78MrF0LDBwYXB/06uHF40C7dsCkSd72IX1CpNzxVut5+s2PP7Iwx8KFh9YF9rtWoB8MG8aiPrVqBWuEGYmf1K4NVKvGk9wtW1iwiAjYu1d7Icmva72k4ub9oNQczcvjnLt+/cz9Vq1W6bJlwN13A1OnAmXKBJ97rdbPxYuB6dONa5am4vf1bOX8ErG2hJqBqmew7t3L56hcOX6VL5/8d+pr9GjWBwnymRYVwvSc0hvXtcjPD/ccQRDUEI9tiLj0UjbCvDBszzqLFe+aN+eHmCIgkMmEwWMbtGfRjvctLDRuDFStymrNbdoU/6xMGfYGbdliTaE4zPz+O9/7bdsG2w+jlf2KFVk8p1w5PgfHH8+evSDUQAXGrmK3GoqnaedO4LzzzP9WzaOVnc2T48svZ3Err7yNVkjvZ9++wIwZ1trw+3rWi/whAi67DDj2WH6279/Pwolaxmnt2ocar2XLAkceaa4v8+ez11YNuc+LE5aILUBf1EqLO+8EfvgB6NFDBKWE6CAe2xCxbx9w8snsZfSqhMB//wHXXMOexF69ePU6DKvoXvD++zxhefXV4PoQ9IqtnrGRlcVKqGEJG1NDzWu7Zw8vAt1zD3DxxZkRakrE/V+wAKhQIdi+2L1mgr7WBXWvqd1jPmYMt2NUSs4IL68LNxS49fqnhd/Xc6tWXPVAbbYWj3MaU14eG6hHHOFtX+Q+N08YIrZSmTAhqcps9nqPxZJGuHhvhSggHtsQccQRQL16wC+/8Eq5F1SqlJTl//prYObMcKyie0EYPLZuelLsEJVSHFo0bsyTtbZt+f6oXp09m02aJPODw2yYm6GwkFMEtm/n96AXl+yWq9C71suWZaM9Uya8Tg0qr0oiuVmqq25d4LPPnLej57UC+Jp/9lnzHkMFt3JO9a7bO+/k7QQxdu/aBbz3Hh+/335LbjudWAyoX5+f7X4Q9DMtSgQdsZVOas7x4sU8FzSaIynpS2GP8BIEBfHYhoDUSU5BAXD44cApp3jrQf31V34YqpEpq67z5vFE5+OPg+6Ju54UK0TdY6tMXhVRJYD//dpr3tUD9JPUuoJEvI/KBDHIxSVlZV9NRMioX2rX+uGHcxpE167Agw96338vUTOorJwzp7/3i02beIF1xQpn7eh5rQBe9ChdmkWmTjyRa6KmvypXTr6XKuWN11BrjHZz7DZa0CDiKJXx44FPP+XoqtxcDv+vUydcXtKgnmlRIuze7b59zUdkRGG+IAgAIOV+Aia1rEZqHdrUuqdelKeISu1BuxQUEN15J1HFisHJ64eBKJVmSCfKfTdD2PdPKVdRrhxR167O+7NxI9H55xP17ElUVOROH/3G6TkL+zlPp3Jlop07nbVh9llz4ADRP/9wabqpU4leeYXo8ceJcnOJmjcnql+fx/MTTuCXVt32sD6/0p/1ymvIEKJ164hGjCCqW5fogguIXn2VaPv24r8vSeWrMonmzYvP58J03qyUwIpaGT2h5CIe2wApLGQFVKMz4MXKXthyP9wk1SOS6m165hkWMMnEfGI9rr2WQwoVb2BYPUTpRN3bbERU9u+aa1gsqlEj523t3g3cfDNw3HF8/ZUq5bxNPzESyKpfHzjnHPY+qr0KCoDVq9XbDtM5V2jalPe3YUP7bbjttdq/H7jpJvZoRuX5ZZTHe8wxHM2Qk8OeWS3ESxp+Ur3yRx3FOh+ffgq88044z9uECXzdGc1Dwzg+CYIakmMbIN27m6sr5oV6XthyP9xCTQVYmYT27cuDs/LZkCFczmLUqMw1cDdt4pztn35iMa0wPli1iHp+sBF6+5dIcCj9rl08OQqScuX4OnKDMmW4puM99/CCy5QpPKmPCkaK0WXKANddx6HXaq9+/YB//lE3cMJ4TderxzntTgxbt3MyS5XSz/8N4/PLKM94xw42bI2OhZs51IL7pKcZJBL874ULw3velLzbESOAWbOA5cvVv6enryAIYUIM24AoLGSVQzN4MeGxKxATdowmEOmelmnTeEU17N5Luzz7LAugnHsuv6JEpi6+KBjt36ZNwGmncZ5j69ZsCJ54oq9dBMAlQTZvdq+9ww4Dxo0D+vfnMjCffRbMftlB75zF48AllwDXX6/9+7PPZsE+NcJ4TderB/zxh/N2UkVr3Fhci9rza+VKfRVav0u/RAGvBNa8Qqu0XhSEl7KzWQUdSHpwgaQisgiDCVEiHnQHSipGBlgqXkx4atYEhg7lf2dl8aRMeY/yAGbkUVEjkeAHz7JlnnQpMDZtAl5/HXjooaB7Yg+98KgwTl6tYhT+9fHHwN9/A/ffz173Ro2ACy/kSIMlS7R/W1jI0QkdOvB7YaGzfpYv757HViEWA556CujShY3BqNx7Tq/JqF3Tdeuyx9YNFG/jpEn87uQZU7Mm8Pzz/O8oPL+Mnt9h9NYHSX4+h24PH84pU8OH898TJgTdM23M1KyNAp06AbfdxmJ/7dpx+PGff2bmwr+QmYjHNiBWrtSW70/HqwnPgQPAvfdyYfcohajqoedR0SMTV8wVb225ckH3xB5RKSth17Ngdv+uuopfL73EBu7UqWy07tnDYa/XXccGb1aWeyVQUilfHti40d5vjejShb21V1zBYclelTkzi9G5TD9n6YrRRtek09/7jRKKHEbWrePw3bJlw//8yslJLiSrEY+Hz1sfFFqeTyDcns9MSp1ZtYpTtM45J+ieCIINglavKqnoKUWmqjt6pZ6XSBDVq0e0ZIn7bQeJFZW/TFb827iR6KSTiDZtCronzlHUeW++md/DpBybqnRqV/HS7v799RfR888TXXEFq9feeKO2UqwTxd033yTq1s3eb83y7bdE1aoRTZ/u7Xb0sHIuCwuJbrmFqGpVe9ekcs5PO42odetwXdPpuKGM7DZbthBVqUK0fn3QPTHPkCH6z58wXwN+EtWKDVHtdzqJBKuO790bdE8EwR6iihwQeiqJsRiLGp15pvsr0IpHYuFC9v7MnVvcIxG1vBY1UmtwKle3Xn4TkHmKf/36sRdgwICge5K5hKlG4ZYtwB13sPqm2oju5PqeMQOYOBF4+23n/dRjyRLOI37iCeD22/0di2bOBK6+Wv3YaZ3LOXM4HPaDD+xvd9gw9tr27Wu/Da9xQxnZbQYMYIX7ESOC7ok1hg4F+vRJPpuU2tzHHw988glHXpR0olqxQa/KRRhq1ppl1SqgVStg8eKgeyII9pBQ5IBQC0MEeDDPy/MmnyE1TFFR66tdOxmm6EUYYxCoCZUcfzxPHvVUaBXBhKij5Nb++mvQPclszORU+bVQUrYsqydrpTc4CYXzIsdWjTp12Fhs0YLziz/80J+xKD9f/9738lyeeirw+efut+sWhYVsQHbrxkJfYVjo3LEDGDsWmD8/2H7YoXdvoE2bQ0W0tmwB2rblMeWKK4LuZbBUqqT9nA6jwJrCt98CVauy6nmYU2f0UPQZduzg9zDc74JgmaBdxiWd1DDEXr2IatbksDy30QvRjceJZs7U/zwTwqQKC4latOB9isWKhxvWqUPUsSPR7t18rFJDQwsKgu65NR59lOixx4LuRWazbRtRw4bhCm33KhRu2TLeV7+YP9+/kE0zqQta53L2bKIbbnC2/Q8+IKpePZxjjRKaHY/zeOllaowVhgwheuCBYPvgBb/+ytfCxx8H3ZNgSCSIJkwgqlTJm5QKL5kxg+jUU4n++SfcqTN6KPd7LBau+10QrCKGbciYMYOoUSOioiJ32zXK6S1VSj/XNyr5IWZQe/AcOEDUvTtRjRrOcyaDJJNya8PI//5H1LkzT77OOSdcOVVGi1d2J1hbtvB94Rd+5qqZ0TqIxYjuv7/47woKiufY2jFIlYmkcn68HGusLtZ5dS05ZedOPuZr1gSzfa8pKGADafLkoHviL7/+StSkCdE11/C1lZ+fvNbC/hz+3/+ITj6Z6Lffgu6JfcJ6vwuCHSTHNoQ0bw5ceSWwYYN7+WVGeSsnncQhNFHLa3GTTMiRkdxa99mzh++dV17hf99zD3DrrcB//4Unx1YhPb9cSTuoXRtYsAA48kjrbRIBFSr4E44M+Jtjp7cthVgMqFiRx+Xu3YH//Y9TNgD+XaqqsdkwaT/zs9VSTPT6u3cv8MAD/Lla//zWI0jNtV6/ns9FJj+LVq3ifO9evYCLL46+5oUe27dz2a+PPuJ86Rtu4Ovzm284/L1lSz4eQShem8nxX7UKuOwyHncvvdS/vrlB6v6tXAn8/DPn+6eTafojQuYjObYh5KKLgB49khMmN/LL9MrgxGJs2K5dq/15WPNa3ERPiCQK5YAkt9ZdCgq4aP3kyUCzZsBzzwHnn5+8j4455tA8+UQi2FqaavnlOTlslN94I08gjzjCWpuxGI9FBw4Ahx/ufp/TMRqr3ByLjMqDxWI8+WvfHnjzTc6PXL68+HeUyaCVUiR+5WcblU5ZuxbYvRv46y9+KSVLDhzQNvad5GtbJd0oV+6vq6+Olu6DFapXB77+mktfrV3L+xtlzQs1iIB33mEhrZtvZqGio45Kft6/P9frbtkymP5p6Y0MGgRs3crX/4knsljf4MHRM2rT9095qeHn/S4IrhC0y1gojlHO18yZ7rdbUnJs9cjLs5dnFyYkt9YYo5DM/fuJ3nuPqGlTzncfMYLDu/VQQtvbtyc67jjOvQwbiQTRPfdwaZnff7eeQ16rFtF//3neTSLyNyzOaLydNav493v31v6+lTDpm2/W30e3xhq9UOtYjNNeXnyR6NNP+brYtcv4d36F2ftxHYRVT8HouuzaNTx9tcqSJVyi7PLLif7449DP58whOvdcHrOCwOjYK+HRyj0UxvBoPayWRMy0VDQh8xHDNmQY5Xw5GUjz8/XzR9M/VwbxqA3cVjEz0Id9cJfcWmP06pT+/TfR449zrtSNNxJ98YW9PPcnniB6+mnXu+4KRUWcx6Zcz1Zy1y68UH0S6hWpY5EiZuLVWJS+LWXiqrYttwxSvwzHRo3sLdaFIefOjWOkZ7i6UYPaK8zMA8LSV7Ps3Mn7Vb060dtvaxuuTZvyQktQmMm7j/LCf6bvnyCIYRsy9CZObgw0Rop9qZ8ffTTRzz8736ewY2agD+Pgnjppu+AConvvDbpH4cVo8aJyZaKnnnIuSrN8OVF2dnDeBj2cGCvXXks0d65/fSVKjkU33cRj0Xffeb+tBg2Izj9f+1i4ZZD65Y10slhntBDqNU4XEfQM1zAY7nqYmQe40Vc/PNaJBKt/n3oqCzRu26b93aC9tUTmj31UFr3TMdq/9IoRyv0e1ugGQUhHDNuQYcbI8msgvf12onff9X47QWPmQRa2lfH0SZsyyQlbP8OC3n0Vj3OprVScPMQvvZQnaGHDiVHWqRPRRx/519d0+vYlGjDA++388gvRRRdpf+6mQZRuOCqeabfu4T59jCewRv0NsnSJk+vV6Dx17Rp8qLUeZr1qTvrqh8d62TKi5s35nlq0SP07qWNt9epEY8e6t30rJBJEn39OVK2aeaPW7CJLKkEbiGYqZNSqxWO+0rcwRzcIQjpi2IYMJ3UV3ebNN4nuusv77QSNUR5a165B97A4Yfc2hBG9xYtYjMtMKF4Cpw/x/HyiO+/0ak/s48QD9vDDROPH+9fXdFau5EnvgQPebufgQaITTiDas0f7O256MlMNxx492NtvV0chHaMFu0aN3NmOVxg9C1u21DYMjCbvhx0W/PNVD7N5kHb76tYzRMtI272b6MknObUjP187rSMMC7QHD7KuQsOGRBdfTPTqq955bO0+W9w0ho3O/bx5RM89R3TeeWzg3n+/zDeEaCGGbQhRarh5sUprhf/+48lkGMMq3URvoDfj1fAbI+9j167u10GOOkaLF5Uqcahcp07OH+I7dnB7O3Z4v19WcOIBe+YZouHD/eurGtddR/Thh95v55priL75Rv87XnkyFyzgmsFu5MobjRNBeyXNoObVVu5ZLcNg2zY2UJTvqu17rVrh9tgSJfddaz+c9NXo2rjvPuPnvpaR1r07C+/dey/R5s3avw96gXbfPt6H2rV5kWTevORnaotXeosLZvpqd3+98JaaXZwrLOR7Kei5qCBYQQzbkDJzpv6D2S9j6+yziZYu9WdbQaI10J9wAgtdhAkj7+PxxxOVL8/hX926EY0bR/TTT7yKXlIxM6lYvZroqqu07zsrD/E77wxfmJaTieSYMcFPYGbMIGrWzPvtDBzIhnxQDB5M1Lat8wXFoA0Ht1AWEVq21H8mduvGImeVKhHVqaO971lZRF26ROPYFBZyX50aVekYefOPPZaffRdfzAbqyy/zYo9iqBp5lM0sQHktoKbl5dy5k2jUKF5A6tBBO0Q6ffFqyBBnBqbR/t59N9H69fycVu59L+9hs4tzfim4C4JbiGEbYtJXbJX3wYMP/a5XeRu9exM9/7w7baUSdJ6JGmoD/apVvKI7blzQvUtiZkKwbx/RwoVEr7/OYaRNmxJVrMj7cvPNfA1Nn060dm3me+QVzKxSu/UQnzOHc23DhtoxiMVYMEnvOnj3XaLOnX3rpipFRewJ8nqhbc4czgsMioMH2aB4/XXnbSnnW7l+o5wbZxR1cfnlnCNdVGTOINDyyqXn24cBt8+jmWfInj38DHnzTZ4HtGzJEVxVqxKdcorzBUAvDSYtL+f113P1gK5dOf/XKk4iNYwWE8qWJTr9dKIqVYjKleO/jz5a+/t+eUvDUPpLEKwghm3IGTy4+MNb7YHmZWL/l1/yA81NoiZE8O+/RGedRfTss0H3hLG7iptIsFfy00/ZI3XTTfwgrVSJ6MoriR55hCcxixdzPddMxGhi4tZDPJFgEZK77w7X4g3RocdgyRI2pF57Tfs3X37JZZCCZuRIDnX0kt272Vt18KC329Hjr7/YgPjyS+cLgEuXEpUuzXWW/RaAchOrhpCZhaz0e+Gjj/i+XbXKzz0zx+uvcwi1G+HvTjyB27Zx5ISe99yMUeqVwWSUWvTtt/badYrV/U0k+BkdtLc0UyI/hJKDGLYhxsyA4vWgs3cvT/L27vVvn8LIpk0sptC/fzg8nG4K2OzcSfT99xxuevfdXDqofHkufXLnneyxnz2baMsWl3cihBiF2HXtas64yMsrXn817Is3q1ez0MvixeqfL1xIdNll/vZJjU2buDTTzp3ebufCC3mfg+Suu5KTXifX0JIlPHZFHTuGkB0P28SJXHJm8eJwRRW9+ioLjLnFK6/Yv77cqjHsxVwgrB5GO/sbln1JnW+kXjNhfZ4JJRsxbEOM0aDWsye/vB74mjcn+vpr5+0QhWegtsO2bUSXXMKezTAYt16W4lDC+d57j6hfP6JWrdjwqV6dqHVroieeIHr/fa7bmmlCVakP8VSvhFbERDpRXbyZNo2obl11o3H1aqIzz/S/T2rk5PAk30t69SJ68UVvt6GHm9fQpEnBh5G7gZ/31RVXFL/fwzCR79eP6KWX3GsvL4+oTRt7zxC3zoUXJa/CmhOaSPD4auW6CtOzRJlvlC9PlJsb3ueYIBwGIbSsXMlDmBpFRcALLyT/rQYRt+GUq68GvvgCuOwy523p7ZNb/fWKY48Fpk8H2rQB7r0XGD0aiMeD6092NjB4sDdtx+NAzZr8ats2+f+bNgG//gosXAh8/DEwYACwZg1QuzZQvz5w9tn8fsYZwJFHmttWYSGQl8fnvkYNICeHtxsUnToBTZoAw4cD48Yl/58oea/l5vJ3srMP/X1eHhCLqbcdiwHjx3t33pzQvDkwezbQrRswYULxz8qV43MfBu69F7jrLj4HWsfZKaedBowaBXz7bTDXpJvX0KJFfE9GnZo1eb+V806UfB8/Xv1etENhIfD118XvdwW9+95r/voLuPBC99rLzwcGDeL9sYpb50IZa8ePTz77V63i/7dLjRr6906NGvbbdsL48cDJJwMffVT8eZebq3281I5zIsHPZzeveTMo841Nm4CmTYO5BwTBDGLYhhi9ATorC3joIf738OHqxq1bg/hVVwG33cYPQaeE9aFjljJl+MF0yy3AHXfw5OCwEnQXlS8PXH45vxT27weWLmVjd9EiYPJkYPFi/m6qsVu/PlCpUvHzn5/PRkrq5GjYMH5oO5ncOCU7m425rCzte0vLuIjy4s3AgcCllwKvv87Xt0KZMsCePcH1K5WGDYEjjgB+/BE4/3z328/PB+65hyeQf/4ZzDXp5jW0cCHQqpULnQoB6YaQkWFgh7AuTP31l3vPx4ICYN064KKL7Lfh1rlIXaBNJIDTTweWL+fFJTvk5PD9qgYR99Fv1qwB+vcHvvuOjVsr10/6cf7jD56PBfV8PPNMfr7ffHMw2xcEI2JEWo9PIWgKC9kTlkgc+lk8zpMuIuPvOH3oFxQA550HXHEFUKuWM++FmX2KwkrgwYN8HHbuBCZN4om2kIQIWLs2aewuWsT/3rGDvblnnw2ceCLQq1d4r4UOHYB339XuX7t2fO7T6dtXe7EJYK/LO+8AVau621+3+Ptvnkh9/jlQp07y/6tW5bGgTJng+qYwcSIwcybwxhvutqs3PsViQIsWPLHz2oOrdw1lZQE9e5qfHJ90Ei88HXOMu33MVOze915TpQqwbJk799+jj3IEUp8+zttym4cfBn74Aahe3X60xIQJh3o5YzFetPDbICQCWrYErr8e6NLFeXszZnC02CefOG/LDl9/zdEsU6cGs31BMCToWGhBHzMiQePHuyMyooaiYKzkvrjRdufOh/Y3FiOqUIHLNUSFoiKie+7h2qe7dgXdm2iQKlR1zjnaIk1hyLe2mw9ulBf1wAOcr3zTTVwbMgz52ulMnco5tanX9VlnEf39d3B9SmXPHi5f9cAD7or76J3z1HPvdb6lW7l1//1HlJ3tXT+jgNXScmHUgdi9m9Xr3eDgQVZ+/ucfd9pzE2W+oVznTu61VA2K22/nurV79rjeZUMmTOBye26N8/v387UQlJjjhg1c7kkQwop4bCPAsmX64T5TpgCvvAI0auRueJYX3tV9+4B69Tg/eO7c4v1dswa4/Xbg5ZfZMxymvEstiHjV+/vvgU8/5VVwwRxh9YwoOLn+0z0GqflnnTpx+Pb77wMvvsghvvffz8fDbF6yHzz8MHvYX32V/778cuC559jbHjT5+cVzbNOPr130rsl0vI4qePZZoEcP9tCqXUNGFBYCjz/OecK33RbeMdRL1FIdjI5hGKOKli7l/v7wg/O2pk8HXnoJ+Owz5225idfH/e672ev9xBP227DKv//yvOybb4BTTrHXhpoGRd++wN69HIURxPyoShWO3jn6aP+2KQimCdqyFpyRSHAph7lz3W/bi5Xr558nuuMO7c+XLiU68URj5UCrq/BekkgQDRjAJSI2bgxX38KMkXesdevgvZlOyhyYVa2eP5/viSpViHr3Dk8NzX37iBo1InrrLf67TRuuqxo0XiqF9umjXZ/Tb+/dkCFcXsqOaq3i+VKibcKg6us3Tq6TsJU3mT7dPTXftm2Jpkxxpy038dpTvmkTR8r4peabSPAzzIm6unIfp0e3AcGVkvviC6LjjuN52vnn89+CECbEsI04s2dz3dE//3TfmHJbNn/7dqKqVYlWrtT+jpnJiNpgH4ZJ23PPEZ10Ujj7FkaMzvWFFxJddBHRzz8H20/FQC1Vig1PryZG69YRDRzIJZVuvJFLbAVt2K9YwZPBzz8nOvtsPidBL9Z4OQEuKDBn1NodA82SSBDVqcM1aK0SZImQMC3q9e7t7DopLORQ96OPdr+cmlVefpmob1/n7WzYwAto+/Y5b8tt/CjTM2ECUZMmfG14cY2mXv/XXceL3XbL4RnVVPf73ibiuvZq287N9Xa7gmAFMWwjSOrgeeqpRLfd5r4xtXAh51G46a148kmihx7S/47epDUeT+5rUAO7HgUF2t6eoPsWVvRyyBMJoo8/JqpViz2aqTlhQUygK1YkOnDA++3s30/07rtEF1/Mea5jxx6aw+3n/nfrlvQQhMH75/UEuEWL4D22P/3E3nI7BJUj6uWC44EDROvXs6E/bx7ngOflEQ0fzvvTuTMvBl16KdEZZxBVrswLUU4XJYqKiMqVc95/p/TsyeOAU55/nujBB5234wV+XLeKHokSzeCFHonSprKd/Hx747WZfH+/7m0i9szqbX/WLO+2LQhWkBzbiJGeM6SXC2YnL+Wvvzgv66efuJ7lww+7k/Oyfj3QoAEr41aooP09oxy3UqU4P1ENq2qhbuOmkqkbhK0+rBZGOeT797MK5MiRXIalQgWuZWolb84NqlblY+pnHuzChZyHO2MGl5i6916uNWs1b9AuYcw39Po+KyzkHH+jJ6OX+3/ffUDduny+rRJE7rqV62T3bq6Fqbw2biz+d/pr61Zuo2xZLiFm9tW/vzvXSeXK/FwsXdrRIXLETTexou6VV9r7fWEhjw9jxnAd9j59wvcs8Hqs8bJ9IzV1RQtAUWcm4msvVZX64EGuEf/DD/z68EOuumAWr3UpLrhAP8f7/PNZa0QQAidoy1owj9XQFCsreOvXc9hVtWpEo0ez14jInCqzGe6/n/NQjTBata1Tx/twJbv4EUpllrCGazth/XqiW24JLhTrlFOItm71rn09Nm7knMuTTvJ3/8OoEOtHqG1+vnGubYsWzrejxt697HHctMne74M4Z0bepRNO4Gu3bFl+P+ssossv53zPrl2JHn2UaORIDhX95BOi777j9JqNG1nF1w5uXSdhUAM/91z713Xqs0C5BsL6LFCbb8RinM+5ebOztr28L6x6V5VXx45EvXoRXXIJV4W45BL++4MPiO67z5nH1u2onipV9LdfrZqz9gXBLcSwjRBWB08zxtSOHURPP82TjQED+O90zIrgpPPFFywuUKUKh4VNnWr8G6PJSNeu4ZtoK4TFCHAyoQtTjpwaXh1jM/tdqxYb10HSq5f2ufXiGgvTYk0qqRNgJUTa7cl6y5baY2ss5t2+f/ABC3XZJYgcW6Pr5Lrr/C+JVlBQPKzc7gJfs2Ys8BYkFSvygodVjBbDW7YM3zivNt8YPJjo6qvtL3IQ6V+jAOt/PP00L6ysWWNN36BlS/Oic+mvJ58kWrAg6UxQcJJj69bC9u7dRG++SXTZZUSlS+tv//zzrbUtCF4hhm2EMBqYrUx09+9nz2y1apxz4/aE3YnIgJ6XOEhhFCO++cbcQ8dr7Bp/UfDyGt0DlSsT3Xsv59699x5PSDdu1J+kmNnvggL2OrVuHexE0G9DMyyLNWooE+DLLiM68kj3J+k9emhPVr3c99atObfcCXl5yX76cS+H7TpJ91Iq57FFC+vj8C23EE2b5k0/zaCILtrBaDE8DDnzZkgkuO63V17VrCweO4cNI+rQgah2ba4Ve9VVLDQ1eTJHEKgJQSn3mt2X3j5pebD1qka4MUdauJA9xpUrs67J7NksIKi3H5JjK4QFMWwjRJcu1lYF1QaxoiIepGvW5DCYv/5yv59uiAzoeYlfftnfSZsZ1q8nqluXDfegjUMj469WLaJXX+USURs28G/CvGCQitHk5LbbuDzNwIFEd91FdMUVRKedRlS+PAsxXXcdh9w/9xzRhx8SffSReRVu5f+CvN78NiDCfl14dW42bCCqX99/Mbj16zl6Jt17Y5U//+TJuZ1IGzsYeZe6dvVvMcjta7Z792CfLb/+ykJydrCyGB6G+1mPHTt4DH/3XXuRRVavi507OSR+9Gh+ljRsyOHCF13ERt/48frPD7MvI5E4tbmQ3vzI7jNi61aiV17hsPf69YleeunQ8O/cXPV2RRVZCBNi2EaE1Amc1itVjQ8gaty4+KA/cyZRgwa8ar1okXd9Pf98/X6WL2/Ps6I8zC66iCg7mw19PyZtRmzdyg89pV6d3dBtt+jVS39C3rw5e6NatmSjT8l/C8I7ZRW7k9aDBzlPbs4cotdfJ3rqKaJOnbiUjd791KVLuAy7IAxNt/Ls3carY7FiBRuFo0b5t+/K2NagAU8snRqBo0fzPe4n6eHhyrnw2yvo9uLP4MFEQ4d601czTJ3Ki9B2sJK+FKZxPh3l/mjVikNijerca+H0ft6/n+dOEyZwpJve88PsKxZzd9w2Wsxo2TL53USCF7jvuIO9s3ffzVFOehFOs2bxHK9aNX4XT60QNsSwjQBGq+GxGAvL9OnDq3/KxC514K5Xjz/7+mvv+1utmrmHqJUHSmpomZJPF4bJ9a5dvJo+cGCw/VDYs4dzwrSOu9qEf+9eNnb1jOEgRbnScdPYMJoEHH54+Az+dAPCj3sh6MUaNbzwXi9YwHWE33sv+X9e77sX4j433EA0fbprXTRNYSEvBlkZf9zG7XD98eP9XyRIZdQooieesPdbK3maYRvniYrnSSshuE6vLTfvZzNG5ODB/i0oJBKci2xkSD//PNGIESzG2aQJG+p+58ALgleIYRsB9CZwsRiHeRHpP8RiMf9C5d8zRAAAcwdJREFUwYw8tlYfRmENh9y3j+iaa7jGoBWhCa/YupXrOD7wAE/GrBh/YcuRM8KtyYnRftesGU6DX9n/Jk04BD4MhqbfuG3AzJjBHpg5c7zprxpejG0HD7LY0M6d7vfXDHp1gP0YS9weyz75xL7H1A2chkKnLoT5ZWC5QV6etdSrIPpv9lqrX9/dBQW1UOyVKzn15pJLzC1m3HUX14UWhEwjHnS5IcGYlSt5KFIjFgO2beN/5+Ul66WlE4/z525RWMj1JDt04PfCwuRnTz9tvp1YjOvr6aG3X2Z+7xap+9y7N9C6NVC9OjB0qHb//GLdOuDyy7nO4ahRXLP2zz+5VmO7dvz+55/adU5zcrSvMSKuLRsmsrO5DuCkSfxut/6g0X43bcr3jhqxGNfdDQJl/z/4ANi1y/9asmGgRg39ccHKuXn9da4ZO306cMklbvTOHF6MbfPncw3co45y1jc7FBYC06Zpf55I8PPMS9wey048kcdXJ+g9L4346y9n40ynTslnQcuW2tdbmMb5wkKu1a11HtUg8v7aSsfstda8uXtjVX4+18wdPpzrVQ8fznW3zzkHuPVWrnNuNG5kZXE9+Nq1zW9XECJD0Ja1YIzZVUG/FFONVGStrLSa6VcYSo6k77Oyf+PHe79tI1asYEGoMWOctaMW4gtwKFUmE1UVboXatYlWrQq6F/7jxrlJJIieeYZrla5Z432f0/FibBs4MLjUiD599Mf+WMwfr1r6Pa2EsdrxfK5cSXT22fb74lRt/qyzuA9ukX5slGst6LSeVOzUhQ1DaojW+Z01S38OZPY5YkWkTa8EURjDzgXBLQ4L2rAWjMnJAYYNU/8sdVXQTQ+GFspKaiJx6Ge5uUDVqtZWWs30q3p1Z793it4+d+7MHh4/PGaFhezhWbmS9zknB9izhz3Hw4cDbds6a79TJ6BJE17tVbZRuTIweTKv9mdlOd6FUKK237m5yXM6fjz/HYvxda28jx8fDk/pxRcD8+YBt9wSdE/8Q7kXGjYEfv456VXXOzfp988ddwDPP8/erG++AY47zu+9AMqV04/GsTK2KfuXlwdccw3/XbOmK900zcqVyXOghl9ewfR7+phjgBkz7N0jJ5wArF9vrx9Gz8smTbTHkMJC7v/SpcDLL3M7bpzP9GNz4ACwYYN2NE8Q6EWpaRGUx9no+XHwIPDYY8DddwPjxjl7juhFeADc/quvcptnnsnXfFHRod8LMtpIEDwnaMtaMIeZVUE/vEtG3uNzzrG20mrUrzVriC680J3VTq/22Y9VYq1V/3LlvFclvOkmrgtbkgmjeJLC66+zmmVJIV1ITnk1aqR9btTuH4CV4/fu9X8fEgkeu0880Z2SQl4IUFklkSC68Ub98b5FC//6k84ttxCNG2fvt+XK2dNRcKOmuNfns6iIoz4WL3a/bbuY9diGSaVdi/79iW69lf/t9DlitnxTPM5VMMIebSQIXiCGbYQwMyh6XZ7CjIqs3oCrqLiqFRVPF0N4+20uTD92rPNwLrsUFbFAj94DxOuQnqDDYTdsYKXr33/3djuCPVasIDrjjKB74Q927oWg7590/v2X6NpriS6/nOuIOx2zw7B/hYWsrH7OOcH3RYslS4hOPZVF/6xy2mlEmzZZ/53R8/LUU7mm9hdfEK1dy8ZzEOdz3Dgu+RIWzFSCaNEinAuNqfz4I5/jLVvcac+swa8smoS1VJsgeImEIkcIRTBGD6OwGKfohTtnZSVDA9XCX7KygPPO4zZS+5Wfz2FWqSE6Q4bwZ7NnA6edxr+/+GLv9iudvXuBN94ARo7kUK14XD2czI+QHjMCM0bXhRMqVGBBqk6dgO++Aw6TUSNU1KgBbN0KbN7Moa2ZjJ17oXt39XtX7zde8c47HNbfqxeLVcXjzsfsIMeH3bu57ddfBwYMADp2BCZODGfofu3awPnnc187d7b224oVORzZ6v1l9Lw86yy+d8eOBX77je/hI47g46WGV+ezY0fgiSeA++4DNm1Kprr4Gcqemipw0kn83Nmwofizlwho0YJTCMKQBqLHrl3A7bfz+Tr+eHfa1EtLS4WIj+Pgwd7OBwUhlARtWQvRwmg12Wr4Sxi8Dals3sxiMlWr8gr24sXB9zEM4llEHMo3aJA/2xKs0b49lyXJZBYv5tJGVqInCgqMQ/b8uH82bOCQ/gsvdL/smtfjg1o0TSJB9NFH7Mm8//5DPVJhDd2367Vt3dpeGSirz449e7iEnN+iP4rgo1ZEldeoiTPGYkRDhoTzOjJD165EvXq5367ihdUTaQtb6SZB8BPxvZRQ1ISIzKzO1qwJvPYafz8r69AV+WbNrIntBO2NVPj7b+C551g+/5ZbgO+/ZyEshSAFhPRW/YmASpW83b7Ciy8CDRoArVqxMIUQHi6+GJg7l89NVDAzBq1YweJlkybxeFOxIos9mRVEUcYXLQ8YkfcRF1OnAg88wN4wZT/cxEvRQLVommHDgHr1gGOPBaZMAc4++9DfmYkuCgK7XlvFY2uVmjVZ0Oeuu9Sfl+nPjtKl+XjOnOmf6E96aZ3Ue8VI4MrN7atFVTz6KN/vUfMwfvIJ8OOPwA8/uN+2EuExfDhfW2oQhad0kyD4jRi2JRCtycr48eaUEU8/nR++11yjHt5iJbROT/1QCafxkkWL+AExdy6HBv7+u3rYkNch3noYhR9NmgScfDLQrRuHsXlFuXJs3N5xBz+0Dz/cu20J1jj5ZDYk/v47mDBCq+iNQVdfzSG7kydzaObNN/OCU506PAnWqr2oNpkzGj+8nABu3Qo8+CCPKdOmsTHoBWZV862iZ3D89hur9Z5+ur22g+Txx4GrruL9W73a3P3ipJbtwYO84HTGGeaeHV6dz1RSF5X07hE/FpfDsrjtFuvW8SLWtGnePY+zs7kKwtSpHK4dtrB/QQiUoF3Ggr+4EVbboQPRm2+6058gFIcTCVYSvuoqojp1uBZtEMqoVtATgVizhignh8MC33qLBa+85I47WOlRCAdKGJ9yD4ddIMRIGKZyZaIePYjmz1dXorUiiGIktuKVSu+MGUSnnEL09NNE+/d7s41U1Oq2Or0GwqAG7wV5ecl7xez98sILRE88YX1bu3cTVa9uPYTWS9EfrZrsQYXqhyXVxg0SCaJWrYief97b7axYQXTyyUSLFoU37F8QgiJGpOUvEzKRvn3ZQ6kl7tSzp/7q6H//sQDUsmXurEYqHhg1r0A8rh6GpBfCqPfZwYMcOjd8OFCmDAu4tGyZrIEZdpYt0/cYL14M9OnD52j4cKBpU2/6sXUrhyQ/9xyHWlkNZxfcw879EzR6Y1A8zmPQkCH6bRjdCwp6xycWAwoK7B8ftbGmUiXgkUf4vpgwATjnHHtt20E5JitWAJ99xlEoTrbfoQN7yrWO3TXXsFcqSth93vTsyZ73tm2tjXMjRvB5GTPGel/NXuNW0Nt/NczMCZzidE4SJsaOBd5/n+vHujmvSBfW+uwzoH9/oF0797YhCBlD0Ja14C9OV0effpqoX79D/19NYETv/1NJXZ1WPA1aq9N6ZX+0PhszhlfcTzuN6IYbiL77zuJBixhffknUsCGX3/j11+KfmTkfZnjooaTnJgpewkwlSl61f//lEl6nnuqvh0gZXxTvlBvXqtZYU7EiUd++wUeA5OYSTZjgrA29ayseJ6pQgej884lee41oxw53+u01Vu8X5Twrz0wr187WrSxCuGaNJ7tiC7PlYqxGcTmhoMCdWs5B8+ef7EX95x9329US1pJnrSCoI4ZtCaNPH/0wwI4dk99NN4L++IPDqv7+u3ibqQOvMugCRGeeaT6cSgmnufBCovr17dWj1Aupat+eHzwlhaIiNiJOO43ozjuJVq92rxZw0CrRQhK/wvjsLIhs3Uo0dSrRAw8Q1avHobm5uVzD1W9jvLCQqFkzVlV2Gq4Xhet/5kxW13WC0X4WFBB9/z2nQVSqRNSlC9FPP6mHjyvtubGo5gSjurLVqhGNGsX79dtvzs7z448TPfKIP/tlFqP9D0IV+aefiMqXj1691dTruWdPnu+895772wj7WCMIYUMM2xLGuHH6D7XTT+fSBgMGqOfhnHhi8QmJUb6c1QF5+XI2bNXQW20W6Xt19u4levZZPm9urYpHyUuY6fhxLswuiOzezbnrffsSNWrEubI338xjzvLlye8FNVnr25do9Gjn7UTh+j94kOikk7jMkBPM5npu20Y0dizRuefy+P3ii1w6TcGtRTWnGJ27tm05IqlZM6Ijj7T/TFm3jo//xo3+7ZsZ9Ba2s7LYA+9nrubmzUTZ2VxKKUq5on55UaMw1ghC2BDDtgTxwQfsNRk0SHuScfAg0bBh+oZp6gBuNbRJedWpo75q/+efRGXK8AQj/XOj1WY9QzpKAhRe0L27tmFr9QGZSWIfTgiDB8poYemXX7xrPx4nevddooEDiZo25TDcVq2InnuOQ+C1PHdE3orjaNGpE4+BTonK9X/ffUSvvOK8HasGxy+/EHXrxgsbt93GgnZh8TpZWVRp397+ee7endN2wsR//3G0hN5z0s9zUVTE/RkyxL9tuoGfC3NRGWsEIUxIuZ8MRE3UZP58LnMwaxZw6qnATTdpC1Ns3syiDWpiDgAPq0p9O71yPXosWcJCHUOGAI0bA5dfDhx3HNCvH7f3wQeHliEyqteo9E3tM69rVYad//7TrudJZK2skpd1M/3Abg3nVJyWzHKLmjW1ayxfey3//2ef2a91rFeKI5FgoaQuXYBnngHOPRc4zOQTJYjyWf/+C1Su7LydqFz/N9/M4+nddztrx2pN2rPPBl56iQWBpkxhQTstsSK/y7no3S/pJVJOOcXeef77bxYQ+v1317tvi6IiFjUaPBjo3h1o3Zrv2aBLxIwcyddFz57+bdMN/CxPVL269vwqTGONIISKoC1rwV3UQr5iMc6BWrXKXBtmPKOKl8+ux1Zt9dFoJdlujq3korgb0hTlvB83QiLDuP9aXrVXX+VQv6VL7bWbCR4DxbN+/PFE99zj3LMexvOvRlERUY0awYsXhfEaMuOFtnuec3I4aiEMzJ9PdN55LJqYqo0RdNjv3LksIhe2UG0z+HU979jBJQnD4mEXhKgghm0G4daEy4yxqgzgeoqGbr1Sc39atEgqmyqfKYZJEOGNUcHtyXjqsU4/D2HFzDEoKiLatYsnXKtX8//9+isLnMyZw/VJ27TRz1MLW97TZ5+xWue8edZ/G/Ucr9SFDDevU7W6sWFUKu3Zk3PsgyTK15DVZ8rSpZzus2ePf31US4nYupXo/vtZPPDTT/3ri5k+PvAA5x//8ENwfdBKHdH7zu7dfN4rVdKfq7hxPa9YQXTWWZzvPX68zGsEwQpSxzaDcKsenJlad0p7OTlArVo8rHtJLJZ8EXENxR9/5LCqvn2TIVRe1P7LFMaNA7p25XNHVDwEzU74rHKs33mHww+HDQv3sda7PwCgdGng6KP5vXRp4Mgj+ZX+7x9/1A7Bj8e5tuCkSZ7uimV+/pnTD557DrjhBvO/i2KdXAWv+5461hx7LPD551xDNkx1sX/5hUORf/wxuD5E+RoCrD1T2rXjZ1NOjj99U0uJSCSAcuV4rO/Xj2u228WLtA1l3MzL8y9tQ+04KfOIY4/lfVNSodK/M3gwsGED8PbbQLNmnOLRvr131/PXX/NxGTaMtwPIvEYQLBG0ZS24h5shMspKtVEYjFuhyFZf8TjRvfcSjRjh2eHMON58kxWv3Q5BGzaMVbTDjlv3R1Q9UMuWEdWqxYq1VkgdC6LkMfD7PDVtyqrQYSKRYKX7ZcuC7UeHDsVrCEflGrLCggVEtWsTHTjgz/a8DolPT9tQttW4sXmxvDCE7RsJ7KVGgGm9evYsrjDuRXRYIkH00kscov2//znda0EouYh4VAbhpqiJIu7y4IPAtGnJduPxpJcvO5tXEPU8u14RiwGrVwPTp7Mwlt3V5JJEXh7w2GMs1OUmdeqEz0Ophlv3R04Or6arkUjwanoYOe00YO5c4Lrr+N4ZPNicd7FTJ+CYYzhCo3Hj6HgM9ITtiKwJppmha1eOirjiCnfbdUIsxiJS77wDPPpoMH3YvRuYN489UTNmZK7X6dFHgaefNi+g5hQvRYwKC9nDqfZs//FHfuaaEct77TX/hJa00DtOAI8FWlE8AEc4ZWUBFSok/8+p+F26J/y224Dnn2dRze+/BypWNNeOIAiHIoZtBqE34SayPuHOzmZFVb0wmKBU+RIJ4JNP+N+rVgWnShsVVqzg43Tppe63XacOP5DDjlv3h56yauXKrDwe1gn7CScAX34J3HILT6by84EjjjD+3b59HLb38sve99Et/FYvvv564OGHgfXrwzUxvflmDpENyrAdPRpo1YrHHi/GnzAwZw6Hq7Zp4982vVy4MTIGFUMwN5eNPgD45x9+rVmT/PfGjfrVFdxeXFLDbuUGBa1+WlULV1ALix4yhO+NL78ESpWy31dBEIAQZQMJTlEm3PE4P2yUd2USd9JJ9tpVBvBJk/g9ddLuVy5ROqkPqkSCH56Kt2zZsmD6FGYmTGCD34v8vxo12GgOwnNvBeX+iMX4OKTeJ1ZLXXTqxLlUPXuy0dCzJ//9v//xRH7MGM92wzFlynA5kuOPB5o3B7ZuNf7N8uXhNda1yMnRn/i77VkvVYqPZ/v2QIcOnNNdWOjuNuxQpw5f57/95v+2d+wAXniBcxczFSJeNBg0yN/8ai8XbsxGYiUSwMCBnMMfi3FExwMPAG++CRQU8EKPYvi63Uez6JXMMYOb/Uz1hCtzFsXwnzuXS0UJguAMEY/KQNQ8rC+/DKxdywIIbj98hw7lWoVhwIpIVqZgJPBRVMRhqPPmAVWretOH+vWBqVOjUVevTh3g4ot50u1FSOT69RyO2q2b8xqiXkLE9+7bb3O6gd61cccdwI03slhblJgwobhnHeDJ5OjRwL33urstxROTSPAY61SczU2GDAF27QIGDPB3u888w57MUaP83a6ffPopMGIEh1rreTndxktRLiWs3ggjsbyghcMSCeD224G33rLfhlv9LCzkvvz4o7qhXRLnLoLgCUEn+Qr+cPAg0bXXEj3+uDft16rlrVhULFa8bIdWiaFYjKhOHX1JfzuYKRUQBKkCH0rJEYDLIil9nDGD6JprvO1Hu3ZE06d7uw03WL2aS2AkEt5uZ906ojPOIHrlFW+34wYTJ7JgyeLFh36mXPcVKhDl5obnurdCes3O++8nuu02d7fhhUiOm2POX39xPWOvr/tUtmzhsi7//uvfNv1COTft2xOdcALR5MnB9CNdxEi53pyKcnXpYu65bEaELagyfEVFRJ0787xn3LhDj5OeMKXb/VSe03qlEaNSF1wQwo54bEsQO3cCl1wCdO/OK4du0rcvewW8IBYDunQBtm1jD9uWLSxKoZW7k14ayKnHRKtUQNCeGKOyTEqI7bRpvKretq13fXnqKS6X8NBD3m3DDcaN45DMF17wfltR8dwCnBeckwO8/jp7bvPygK++An76ia+jRCJZJiro694pBw+y8MvDD/N94QZGpdYeflg7v1sNL8acCy4AXnwROPdce7+3ylNPsXCUlf2OAqnnRhl7FSEkN+8Ls6V2UiO01q/nkmV16zor0dOhAwuOGc0OzXoz/S5XU1TE52j7dvYmlypVvA/bt7PwpCKGqdxfgwZxaoab/TRTPhEQj60guIUYtiWMNWs4DPP119nIdQuzg7cWsRjnp82YYTyZs7otJ6FEXodSWa0TmPr9lSs5t0lP0TEeZzXHv/82JxJkl3feYeELM+FrQdK6NYegXn21P9uLknG7cCHXady8ma8bresqCrVHjSgs5PPy/ff2tQdS6dABePdd7THpiCN44adKleKvk04q/vcJJ7DQmxdjzvPP8zgwcqT135pFGZ8KCoAvvuAFk8aNvdue3/gVWmt3YeOVV3h8c1qr3Kjmt8KQIUDv3ubb9YODBzl1oqgIeOMN4PDD1b/nl7Ft9lhmwrgqCKEgWIexEAQLFhBVq+Z+WGFqyJFeyI3W6+abDw0b1ArhSw9v0tuek5qVXtbCTK8TaBT6lP59s8e4UiXvQ0gXLSJq0sTbbThlzx6iihX53U+iEpZsVO/Rres+LIwdS9SsGYcsOsXMOLFnD4cEf/st0XvvET3/PFHv3hwW3bQp10AtV47o6KO9OfZr1/K478b+qqGWFuE0lNNuOLZXqSN+1Ea2G9buZji8mbEgHg/fOLB/P9FNNxF17OhfPWEj9OqnK+lTmVbTWRCCRMr9lEAaNOBQzOuuA779FihXzp1202u7/fcfMHu2ud/G47xqalZCP31bixbxaqfaSjqR/bICeqUCioqAZ58FJk/mY1i2LL9S/63197p12nUCc3N531JXbvXqChqxbh17GbwMIT39dPbShJk5c4DzzwdKl/Z3uxUrsjdbqW8aVs+tUYkPBSf3U5jo3JlLhr34ItfrdoKZUlKlS/MYZySwdtNNwAcfuD+WVa7Mr9tv57HLzdrfWuOTsu/p45kZ1LyWZkq62f2dGRYv1h6D3bovjO7Drl05suLAAWD//uTrm2+0n1VWa8YqCvJ33qn/vTCNA/v3syJ5uXIcOaSlxuw3eve7oiT9xhviqRUEtxDDtoTSujWX8LjxRg4Zc6t2WrphumwZh+EYhagmEkCtWva2RQRce612LVUncv16JRWysjintG9fDt/csoVfqf9evpyL2ad/9t9/2hMktUmIWaNDDWVt2O4E0wylSwPHHMMKqCec4H77bvDZZ0DLlsFsOwrGrdl6j36V6fAa5T477zw+L2ecYb8tvdrGVktJ6X3XybHPz+ec6Z9+SmoQuGXw6Y1PVo0qQH8hT28cs/s7M+Tn8xiihVv3hVF92o0bgcMO47JdpUolXz/9pN2mHaO7Uyfghx+AsWPVPw9yHEhP4bn1Vq7MULUqV4Dws+ySESedpP+sF6NWEFwmaJexEByJBFHXrkR33OG9WqYSOmwU3pSba63d1atZAbhxY/dVSYm8UTslMg5PqlCBqG9fos8+Y3XRm2+2F97tZwhpq1ZEc+Z4174TEglWQ169Oth+hDksWS/M0q3rPox88gnR2WcT7d3rvC2zqRR6zJ7t/rH3ahxT0BvP7Ki96l2LsRjROefws6JjR1YmvuEGopYtiU45xZvxz2xortPjmEiwiq+dffAiTHrWrPCNA2opPACnFfip+m2GKVP4uTNsWDDK0IJQEgnRupbgN7EYh+GtXeudorFCp04cKtyrl76YyPjxwOWXsxe0sFD7e4on5IIL2Fv73Xf8dzzOntTUd6sek1Rq1kzW6HWzXSNPcKtWQKVK7CWoV4+96ma8aXp4HUJap4621zxo/vyT1UK9quNrFsVzO3o0MGYMX+N9+7L4kNE17zU5OfrXWDzu/LoPI61aAY0aAU884bwtJYpk0iR+t3qc9u3jMbJzZ3fHMjMeVSfojWd2PHtG0QNHHsnRF+3bsyf2wQeBfv14vNby1jkZ/4wiZpRj6OS++OUXFnTctEl/H3Jz1T/Tu3/1fqfFwYPA449zRQK3n6t2SfXIFxUl3wFWcV++3N/+6PH++yysNXMmqx3/+Se/t2uX/DvK6vKCEFqCtqyF4NmyhahePaJ33/WnXuv555vzLmqtaK5aRXTVVURXXkm0cmXxz9zwmKRz551EQ4a4264VD0oiwdt14q1VXi1aOOu3Hnl5RA8+6F37Thg+nOjRR4PuRZJ167jGZywWrlV8tZqTsRhRo0bu3U9hZMcOrsU9e3aw/ejWjejuu/nfbo5lbntU0/ngA3c9e3a9j16JOxlF2LRsaa9dIqINGzhyKjub6KOPeLy3W/vVzZqxTz9N1KED/9uL56od/BDvcgPFU7tiRdA9EYSShxi2AhHxAFyunD/hMtWqmTfEUidFRUUcwlm1KtFrr/kTdrRtG6sK79zpfttWJiFuhCID3IZXk5Lvv+cFhzChLNRUrMjqs16rQ5vF69BQJ4RlEus3P/zAk9GtW4PZ/ltvEZ17rjsh0em4bRCkLoDm5hJVrswLR249P8KgDJyK0+OntmB84ADRiy/y82zgwEPV2u3eh27cvz/8QHTqqbzoHSa8XqBxAzFqBSFYxLAViMjfibYZj236pGHFCqLLL2ePo595kuPGEXXp4l37ZichZvMfzR5PL9i6lejkk71p2w6puVjKvgftEVWIiuehpPHUU7wA4je//873zl9/edO+m+N7eo6jsmCWn+/eosj+/ezBtBPRkKrnkPp7p2WH7B4/rbJuVauyRzTovP90duwgOv304KMX1MjJCebZZhYxagUheMSwFYjI34n2F19Y89g2aMCTgNdf98dLm7q6Xrky15wMGr2JlVIHz0x9W69XtatU4YlR0ITZI0pE1KaN9nkKi+ehJHLgAAvRvfOOf9vcsYOobl2iTz/1djutWzsPfffrvnrkERY1TPd0WvFaXnUVH1e3og5SI2zMLpSFfRxSo3Nnrq8cJv77j/t18sn642aQx1OMWkEIB1LuRwBgXGLATdGhK69kIQszgiWJBPDPPyysUbmye33QIr0GYiLBAiVe1oA1g1E5kdSavitXAj//nBTVSMXrEg21awNLlwLnnuvdNszgdvkRt/j9d+CVV4AZM7S/kynldKLIYYdx+Y0rrgAuuohLdbhNaqmS6tWB334DbrjB21JUu3dz2bF587h2r1ImJTfXmgCQH/fV1KnA559zqZkyZey1l53NJe3+/RcYMMBZfxSU2un9+7NQ0e23Gx+/sI5DWnz0EV8nP/wQdE+YvXuB559nkcv77+da6ZMnu1NWy01ShaJOOSWYPgiCwIhhKwDQV7VMJIDvvwfefJPr3pYpU/zz9JpyOTlsiOnx2musBPvYY8Dff7Mysxbr1wO7dlnYGZto1UBMJLytAWsWZWKlGLDpE1NlglRYyAamGkTW1TGtoCgjB23Y+rlQY8T+/cCHH7JBu349cM89wDffcP1UtT56fY4EfWrW5HGpUyc2sNysiZm+cAbw+HLjje5tQ40JE4BrrgEuvJBfdvH6vlqxgg2YmTMPfc6EgexsrkG9bZs5gzRM45Aaqc/uChWAKVPYaHerrr1diLgvffsCTZsCCxYAJ57Inxk9B/1GjFpBCBdi2AoA2BgdNkz9s3icV70//5xl6q+7jr/fqBFPmFInarEYt2PGw3nFFfwC2FsxbZr29v1Y2Y7C6rpSTkQPI++ulxOAsJT8MVqoWbUK2LoVOP547/qwejUwbhzfIxdcADz1FHDppcl+BXWOBGM6d2bP5osvcikZI8ws7mktnCnbu+QSb877wYPAs88Cn37qvK3q1bUNNaeRBnv3cimU4cOBWrXstxMm3C6D5CbpiyzKef3xRx7Hg2L+fOChh9i4fv99oH79Q79j5jnoB2LUCkL4EMNWAGBsDHXsyK9t24B33uHJ3saNvMKuNtGx6uE89tjiXoxU/FrZDvvquhWCWtWuUweYNcvbbZjBaKHmzDOBM87gCVS3bkDp0vyZneiDVBIJ3v9XXuHw+ZwcnihWqXLod8PmeRCSKAtZ553Hi29nnHHod5Rr5auvgJ9+Snp2tRb3glo4++AD7r9WFIcVDjtMf4x0Emnw8MNc47x9e/tthA29cSiR4Gurb1/7441d9BZZgopO+ucf4NFHebwcNozr0+vVDvab9GfDSScBo0aJUSsIoSPoJF8hXFhRtbzrLm0hB6uCU3riVbGYt8rEZvoQj4dPUCOMrF3L9UDDgFE5pTVrWJDklFP4/157zX65kk2biEaOJKpZk6hZM67reeCAd/sm+MMnnxCdffahJXjSFbe1xow33yR69lmijh2Jjj3Wf1G3RIKoYUOiefOctzVtGl/fL7zgflk4L0odjR5N9Nhj7rWnMG8e0bXXmv++1jh01FH+lNdTI0yq7Lt2EfXvz3W9n32WaN8+/7ZtlnRla0UQbNiwoHsmCEI64rEVimElxGfnTm0vayLBK5xm0VvZJuKQzjVreIXU7oq2suK6eDGwaRNQvjx77pRVcqPV9a++AhYt4tAop569TGXHDs6Zbt8eOPXUYI+LkUf0pJP4ulq6lCMQvvhCvZ2cHBZT2bbt0HM9fz7w8sscpt+uHYevZkoYpQC0asXn9Ikn2MOljB/Tpml7LhUSCeDJJ4FbbwXatAGOOQYYO9ZfUbfZs4EjjmAhLCf8/jvQtSuLntWtCzRv7l6kwZIlQJ8+wJw53NdMQ20cuuIK4Kqr3Il2skMYopMSCWDSJODxxzkVaeFCzvMNG3re7T59WPhNomwEIUQEbVkL0cXIy1qmDNH11xO9/TbR9u3G7eXn65eqUTwbdla0lRXX9PaV1VelTa3V9bw8ovff56L1l18e3Ep7mFGOsXJco3RcjOoEp5dUyslhD1ODBkTjx7PXQYge6eVkCgoO/c4vv7B3TbkO9Man9Gsm1QsbROmX5s2JPvrIWRvr13NN2enT3elTKjt3EtWrR/Txx+63HRaPrRpBe0yD3v533xE1asTX5++/e7stpwR9rARBsIYYtoJtjCZqv//OE5aOHYlOPNGckXvzzcYTRquTQL1+qrWpF47966/hraMXJFGs15jKzTcbXyPpRsuUKf7UVRa8IT28UG0hJi/PmjGb/uratfg2jcLj3WTRIqLatYmKiuy3sXcv0UUXcfix2yQS/Gzo1cv9tonCbdjqjTd+1LEuKAjmObZyJe9b3breLJR4QdDnShAEa0gosmAbI8GpunX5de21wL59HOr53nss2HPBBRy62aoVh+gpzJljvF2rQit6oi1qbeqFY7/9NovEaIUThkE5OQiioCith556qRrxOIcht2njWZdsISHy5jAjnkPE39EK2bSDn4JhI0YAPXrYL1dEBHTpApx1FnDffe72DeCSbytX8vVa0vBbLTl9XDjjDA773bTJfVV2tTGocmVgyBDg9dc5fPeNN1iILAp4qQQuCIL7RGRoEcKK2YnaEUewgatn5NauDfz7r/E2iZI5QGYm8itWqE9gU0kkOB9twwbghBPUv1NYCEydqm7UpverpOF1zpbXBptefrUaYTzX6eU7rJTeKmkYLXbdf78729m27dD/86NUyerVPJ6NG2e/jaFDub74tGnuq9MuXAgMHMj10aNi4LiJkaaEm3Ws1caFoiLO/77tNncXWZRtAfxMjcXYoD3uOG7711+BsmXd2Ct/2L8f+OMP/Web1BwXhHBRAh8pgttYnahpGbk5OeZ+r6yS6k3k77iDhZ4mTtSuj5ve5u7dQMOGQKVKwDXX8KtRI554KdvS896U5NXb6tW1P3N6XPww2GrW5LbMeo/Cdq7DWL4jzBgtxKxalfy3E447ztnv7TJqFHDPPckyVlb58EMeO7/7Djj8cFe7hm3bWFxu/Hj1MlglgfRop6IiICvLHY9pKnrjwoABbNi6tciiti3l/tm2DahYMVpG7bZtwI038rl67TWOXpCa44IQfmwGKQmCOyhG7sSJ5g0Fpf6f8hAtKir+npPD3t/cXDa4Zs4053F4/32e0OblcXj0448DVasCLVpwW4mE/kS3pK7e7trFyqZaXnEnxyV1spR+nnNzgWXL7Pc7fTsTJpj/vrL9sGAmFFxIohcKGo8DrVvzy24Yb5Bs3cpqs3ffbe/3v/zCKuEffwwcf7ybPeOxICeHlaKbNXO3bT8oLATGjAEWLOD6s1aU/9Pp1An480+gZ0/g7LO5ZvKff7obXeHnuGC0KNi3r3vjtdesXg1cfDFfo6+8wmO9cq7ateN3t8+VIAjuEMHHtpCpWAl3mzJF//sXX8yTjwcfBM4/nx/g8fihv4nH+aWsvMZinH/Usyfw5Zf8IC5TxrjfqW2UJAoKOJS8Th1e1Y7H2fOQ+u7kuPg1MTMKTVXOsbJPFSpwiHtYCEP5jiiRk2McXqj3HTPEYuqhyF4zZgxw883mvGOFhVzGR9FD6NgRuO46Xmh002vYty/QoQNw5ZXAunXAY4+507af5OfzgumkSRyiPXw4/21lQSwdJdpp6lROgzntNNe6C8D8uJB6juwa7CtXGqf8hG2BTW2/Fy0CLrkE6N2b/095LijnatKkpBaHIAjhQ0KRhdBw8cXs+TPDpEnaua6xGHsRU0nNBU6vY6uXV3T00RyKp1WvF+DJzccfl7wH3Ycf8sLBCy8A11/P/3fppe7mbPllsOltJxbjc1y/fnKf9u3jWp5TpwLnnONOH+wyfz572bQmlWELmzaD1znVqaGgiURy0Ss9vDA1XFQ5vkR8nc+dqz+RJ+I81/79OSrlnHPcz1VNZ98+rqs8b57xd4cM4Yl7Ksr469Z9lZ5GoBzriROj5e1SC7NVnj9uhPpXq8baDv/7H6fDuIVeZEIiwZ7JUaNYZMxpqoeyLb3FoDAtsKmluAwdygtC770HNG0adA8FQbBF0LLMgqBQUGC+1ErVqv7VlpM6dsU5cIBLdJx5pnrdTzfx69jb2c7s2UQ1ahD99Zc7fbBCIkE0axbRFVfweRg50r9yS2ZqvzohtQxPLJYsS9KihfvbGj2aj59aaS8FrfJfRnW343GiTz8leuYZovPPJzr5ZKIuXYg++YRo92739iH1fDRvTtS6tfFvBg82HmOdXjNBlwBzs9yPH+PQyJHmSh9Zuf+MzsGtt+pfv1bL6uldU2F6VgZ9bQqC4B1i2AqhokULY8M2K4sniH5O5OUhyPz3H9FllxHddhvRzp3eb8+veot2z/HkyVyTcdMmd/phRFER0fvvE513HtcX/fTTZC1dtRqpsRjR6ae7d67M1H51glHNabdrvo4YQTRggP3fFxYmx6xYTP+YrFvH/3fjjUQVK3It1HHjiP75R71tMwZM+vkwc4z07qlUw9apERL0gqCbhq0ftUxXreLFj969tc+5nftPr3ay2+dIb8EkTM/KoK9NQRC8QwxbIVQYTWxTH5B6D2y38XNbYWXePPZQvvxy0pjymkWLiMqWVTfYqlYl2rLFftvphsOFF3K7Vs/xyJFsZLrhhdMyZvbt40lt7dpELVsSzZ2r/vt072JBAdGjjxJdfjnRrl3O++b1Ao/ehNOLCXK3bkRvveW8HS2vrhZ79xLNmEF03318TzVsSPTUU0QLFvC9ZcaAsXs++vQxNmwB58aaH8agFgUFRFddxYtOTqMKCgrY4651zNwyhPLyku2pnXMni3xa16cX52jIkGSkRWrERV6e9ba8IshrUxAEb5EcWyFUpOa+KY8aBUWhVMmBy842V0PXDczW681EiDiP9oUXgMmTgcaN/dnuunVcbuGdd4BTTjn02L//PnDDDcBLLwFvvmktHzM9vwrgnLOBA4GdO62d44cf5ly1224D3n2XBabsoFXWqH17rvd54YV8LM46S7sNtdJbAweyEMr113MuuN0SMHoCW4kECw89+SSXzVJee/Zo/6322Zo12rnzCopomBtlSlasYIVep9gpeXb11fx64QXgt9+ATz4BunXja2/duuJjn0JqPqcZYTW1PpnJc3QjL1svv9PLvO/UWqpErF5rtzxYeltqEDlXSFdyeIFDr3/lnHfvrt0Ho3tC6/rcvt393PzevYE2bZLjdfXqXDZq717rbXlFUNemIAjeEyPSGioFITiWLbMu9CS4z86dPOHatAl4+20WOPGDvXtZvOO224B771X/DhGXffr662QNyFQBIK1JbGEhi0GpTejicZ4IW73GEgk2QKtUYTEWqyJBen2KxYBZs5yJmRCxAb50KfDRR2xYWaVDBzbc9QSTrr2W61WWKcOvI49M/jv9b7XPhgzh46dn3MbjXHJj0iTr+6CgiFONHs3Xyf33uytO5YQHHuB+aR3nMmV4cWLHDuDAAfXv6B2jvn1Z0VfvGMdirHjuZKz14j7zc5t6bQHF6846FcLSOyexGHDqqcDy5dq/j8V4/LFyTxQWArVqaRvLbp6jtWu5OsFXX4Xj+a23715dm4Ig+ETQLmNBEIJHLQR2yRKievWI+vUjOnjQv74kEixqct99+t9zEorpRX7Vnj1EF19MNHy49d/6kfOVSHDobatWHNpsp496Iaxu5GWaSUVwejxSw3xTQz/DklZgFCbZrh2fS7vXjJkcW7eORXoKh7JfXoWlunkf6bUVi3F4slsh8XrnPBbj3Fu37z2jsP8WLdzZN4W33+Z0Dz+fJVrMmEFUoYKkFwlCJiJ1bAWhhJOfz6vXQ4dyqPHQocDppwMXXcQetIED7YfX2mHQIGDjRuC55/S/Z7fGrVclhEqXZm9ofj4fRyv4UdYoFuOw1ypVuM6plrdPCzN1XZ32U0lF0PN4Own9TC3bonjHior479xcjhQJGqMwyVNP5XcztXjVKF8eOO64ZF3m1G1ddhkfI7dK8XTqxN6vnj3Zg9yzJ5c9Ov54d9pPx837yKgEWI0a7nn19M55PM5l59y+J4z279hjrbVnxM03AyedBIwY4W67RqTXqn3vPaBzZ2DOnEOvzT//jFYZKkEQDkVybAWhBFNYmMxnVlD+vWULh+L5yZQpHPL83XfAYQajk91JrJf5VeXKAdOmsYFQqRK/m8GvnK94HHjlFZ7Y3XorH2uj46xQsybQogXvn1bbbvRTyWd/8EHeViyWfBUVAVdead+gsJuX6ic5OZwTqkaqAZOqR5Cal62Ex2odo2HDOJe3Uyd/NAPS8ztvuYXzva+8kg02N3HzPvIzD9PonF9yCYeGa9GihfVzZ2RMu51nGotxjeVzz+X+nnmmu+2roaZbUFQEPPYYULcufyfo+10QBJcJ2mUsCEJwdOmiH5LYtat/ffn5Zw65W7bM3PeNQunatFFXb/ZD3feXX3hffv3V3Pf9KmukcPAgUceORB06WAsN9Luf6WquixcTnXMOhzXaISpqqFZU2K0oMq9dS3TSSc7UxN2gRw+iRx5xv103722/y7zpnXMv+hJUGbtPPiE6+2x76RBWkDJ9glAyEcNWEEowderoG7Z16vjTjzVruOzJN9+Y/43RxOXCC4kaNCCaOvVQAzd9EqmUpXAzv+qLL4hOOYVo9Wrj7777LhvCfuZ8HTzIhm3HjtaMW7/zJtP56y8+VosWWf/tQw95X7bFLayWEDJDt25cazRoduzge8Pswo8V1AxEgOva2mlLuTb8uCf1zrnWfr34ov3tabVppG/glNxc1m7wEr9ziAVBCAeiiiwIJZi6dYElS7Q/r1MH+OMPb/uwaxeH2t1/v/X8pgkTtEMxO3UC5s0D+vcHNm/mUjTXXpsMv1OUt1eu5HyyadNYebRUKff27Y03WO107lzOa1Tjzz+BZs2A2bOTfferpNTBgxwaeswxQK9efDzNlE1KPXbVq3Pfu3Th3/jBzJnAffcBP/wAlC1r7jd//MHn/6+/1EPYM10N9a+/gEsv5fv9qKOC7g3wwQfAs88C33yTLOXmFqnXZ40awNatwOGHc465Fb7/nsP2W7UCVq0Kvsxb+n7t3cspIxMmuNdm06a8j/PmAdWqudLtQ9i+HWjQgMu0nX++N9swo+JeWJi597sglFTEsBWEEkzXrsC4cfqfjxnj3fYTCeCmm3hyMXSovTbSJ2ZqE089A1fh9ttZMKtrV3v90GLQIC7XM336oWV2du/mid3TT3PeYRAcOMB9+OUXNjDUFgiMWL2a6+zOng2cdprXPWaGDOEFg08+MTaMpkzhckdjxgDr1+svhmQqnTpxfuN99wXdE4aIDcY2bbxfENm9m+s/v/suG1RmadeO78tbbvGsa444cABo1Ihzppcvt1bLW48JEzgf/auvzOfgW2X2bOCee4AFC7iElRsoZbxWruTXjz/qC2T17i05toKQaYhhKwglGL16fm7UsjSiXz/g99/Ze+O210YNPQO3oAC45hqu9eqm15aIa/Fu28bbVLyi1asnPYTDh7u3Pau4Vftz8mTg+efZ2PRqMpwKES+K1KvH51SNgwf5Gvv8c+D995NGt5nFkExC8Vb/8Ye9GsZesWIFe5EXLmS1Zi/59FNgwAD2wpoZa1auTKpEH364t31zwlNP8fVvpZa3EUQsLlerFo9ZXvHQQyzmZNWTrka6UBSg7621U/tXEITwI4atIJRwlHDedGXk554Dunf3brtvvgmMHMmGkNvqqEZoGbjXX8/hfWXLuuP5UCgqYm/ZokVJryjAE6/XXrNfviadVI+F2f737MnnWil/k0pWFn9u1qtx221cKuqJJ6z23B47dgAXXMBh7IqXRtnvsmW5xMiJJ3JUQhjCb4OibVv2jobRI/3MMxwm/dpr3m/r+utZkbdLF+Pv9ujB106vXp53yzZuLUqpsW0bj1l5ecDFFzvrpxZ79gANGwIvvghccYX9dvSOgxZWxzZBEKKBGLaCIBziwTrySA6f/fJLb7wV333HHoFvvgFOPtn99s2SauBedBEwejRPjuJxd0NUvZyAKqiVtlDr/549nJv6zTdcy/Hbb4H9+9XbjMc5HNOsV2PrVp6ovv020Lixs/0xy6BB7JVN91iVL8///8AD+jVAM5358znM/tdf/fGkW2XfPq5t++qrfA96yapVXEpqwQKgYkXt723fzvfr77+bz+EOgr59OdrDjUUpNX78kcOwf/6ZS5l5wc8/8wLU//6nrUNghN5x0CLTc+oFoaQihq0gCIdAxMZQhQrsVXWTlSs5/PC99zg/LAxMmqSdR+fGBMjrCaiR4fzaa5yDN2cOh1yfdx4Ldl16KYfoPvuse32bM4c9YgsWeO+J92PBIOpccw0veLRtG3RPtPnqKw5LnT/f+7DfoUM53SA/v/j/p0Y7rF8PVKnC4m9hRk8gyeqilBZDhrDxOWWKdwtETz4J/P33oefELHrHQVnocjNUWxCE8OJDVpsgCFEjFgNeeYU9tu+9516727cD110HDBsWHqMWYG9WVpb6Z7EYT4KcsHKltogJEX/uhLw87UlnIsGGafnynAO7di3nG/bqxV7Vzp31+2Y1TPrSS4EbbmCxJq/R2283zlvUmTMH2LABuPHGoHuiT9OmwBlnuJNracRDDwE//cQpEAr5+bxAMnw4G0hffcVRB07Uhv2gRg39679GDefb6NWLx209kUGnPPYYj8FTp9r7vd5xiMdZELBnTzb0e/bkBS8xagUhMwlhYJIgCGGgTBn25l12GXvevvnGmepmURF7RW+8kUU7woTXhqfXE1C9/sfjHB780EPqn9esyQagllKwHY/n00+z0vJHH3mr9uz1eUvHTg5zUBBxKPYzz/gjzOaUkSOBs89mQanNm707vqVKccpBt24cVbByJXu00719iQTfE02ahNfrn5PDi4Rq2FmUUiMeByZO5Pv5oot4AcJtDj+ct9GiBaurn3CCtd8bHYdHHgnvORQEwV0i8LgTBCEoTjuNDdEWLZLejOHD2bth1ZvRsycbyF6qbNrFa8MzJ8ddr2g6TvvfqRN7MdzyapQqxeJgDzwA/PuvvTbM4IfHSiHdq2f3PvCL6dPZKLn66qB7Yo7p0zkE+JVXvD++l10G1K/PEQxR9vori1LxOEecKAsY8bj9RSk1Klfm89KhA+foe0G9eiwCd/fd2mOlFunHAUgeDzePgyAI4UdybAVB0MStHMZXX+U8z9mzWZgqbPiRq6moT3tRPzWsuaYvvQR89hkwbZo3+Xl+7XdYj68WiQR76V94wTtFWzcJ4viuW8fHqGFDDs33Mk/Va1LF/6ZP59rOXpz3hx7i41a9ujdRC0VFwOWXc7rKpk3Wt7FsGT9nRo1iI7lr13Ddl4IgeI94bAVB0MSON6OwkMWSOnTg9zfeYAGSjz4Kp1ELqHs+3F7xd9srmkrNmslyKV713w7duvH7yy97074f5w2InldvyhT2skXBqAWCOb4nngg8+iiweLG2h9Btr79XZGdzHv2kSSzcNn++N9upU4e3MWyYN171rCwuS9Wzp73IiOxsftY0bsyq+2LUCkLJQ3JsBUHQRC+HMZEAvv8e2L2b83EB9ZIzRUVcUqdyZd+6bYtOnTifLrXsUW6uu5MjZQLqBaedxt6nK6/0rv9WicXYaGncmAWC6tRxfxt+nDe/c3mdcPAg1xF+++2ge2KeoI7vEUdwDV0t3MpT9ZP27XlBSSun3i6FhcA99/C/073bbuUiK4uiwKEq7Va2cdZZLEZ19tnO+iMIQvQQw1YQBE2MchjXrgVOOYXz1Ro04NV1tZC+/v1ZOCrsK+heGp5eM3Ys0L07cNttQfekOJUrcy7jrbey9/7NN90PY/T6vPmZy+uUiRN5Yt+gQTDbtyOwpXd8iTj01W0KC9m7qUXQ0Q52adCAxbf++ovHZrcw41V3eg+6tQ3FsBUEoeQhociCIGiiJ3oEcO7kmjXA449z+Qw1oxYIZ7hmJrFxI+cvh7VW6Q03sHDYmWdGR3wpFa/Fv9xi3z5g4EBWpfaL1NSDli3tCWwZHd8ffwS2bnW330ZGVOfO0SwJE4txqsO77yb/Lz09pLDQert+eNXd2oYYtoJQchHDVhAETczkMB5+OOfyVaumXVYkbOGamcbEiRyCWLp00D1Rp7AQ+PZbvg6KingBRHnPzWXRlzCj3AexGL9S1VeHDg2PV2/sWFb8rV3bn+2lKkW/8w4vdKWeW7Pn2GicueoqDmdfvNi9vusZUbEYsG2be9vymwsuAJ57ztliQzp+RC3obUP53Az16gG//ea8P4IgRA8JRRYEQRezOYxRCtfMJIhYdfrDD4PuiTZ+hDF6TadOrPC8bx9w1FF8PR95JPDTT8H2Swn9XbYM+Pxz4OOPvd/WypXAsceyYJlWlEYqZs6x0TjToAEbacOGATff7HxfMnW8UnQOEglebNAy3q3mxerVilUWL5xitI3jjzfXztFH8z26bh2LhAmCUHKQcj+CILhC1EqiZAqzZwNPPcXvYaVDB/YWRbmkSlERcPLJwO+/A2XLJv+vQQMuq3Pppf73KVWsTTm2ihHpdhhtujCc8jKDW+f4r7+ANm24JMzQofy31XxehUwcr/T2KZ2sLFYftrKgpFWy7PjjgXnz3BGHGzIkKSCVjpXz0qYNi101a+a8T4IgRAcJRRYEwRX8Kr0iFGfsWK7XGGai5B1Lz0ecOZPfr76aVXQ3bkx+NyuLa2Y++OChKq5+9FPxzBUVJQ1NL8K707eVSJg3agH3zvEpp7ABtWEDcMYZzkJsM3G80ouMSMdOeohWybI33gCuv55Fq5yybVsyzD8dK1oNJ53ERruTvGJBEKKHeGwFQXCVZcu8Lb0iJNmwATjnHGD5cja6wkoUvGOFhawqPW1a0hOloBgLynu6R7RtW84D1VPZdZu+fdmYUzOo7Xjj7G7LDLEYUFDg3jkuKODrSW32YvV6yqTxSi8yIh23r5GRI4Hp0/l1+OH223EjuiM/PxkareTFE3kTySAIQriQHFtBEFwlyiVzosaECTwRDLNRCyS9Y6lhjIlE0gMTtCGRmpcIHGowKX8r7+n5icOHcyhyu3bm8wCd4odKrZJT+/bb5oylVOLx5Lk+4QRg0SL3znN+PrevZmhbzdnOpPHKSHwpFbfVvB9+mAWbHnoIeOkl++2ccIK+qJeR51+JLki/ZwH36u0KghBeJBRZEAQhgiQSLBrlp5fQCelhjJ07A5UqATfeGGy/UsNszZIeEnnKKUDHjsCAAe73Twuvw7tTFY///ls/9DhVKToWA1q0KB6q+t13wCOPcFi3G/hh1EcRo/JsymKDFwtKsRgwZgzwyy/AK69Y//22bVw2LrVMUTpmjHEzQnWCIGQu4rEVBEGIIF9/zWJGZsVywkC6d6xvXxa+evbZwLpkKS9RQc146tuX8z67dAFq1XKte5roKcg69cZZMfZjMd7nbdv0Q3k/+YQN3nfe4XI0TohSzrafqEVGKMJizZuzknUiAfz3nzchuUccAXzwAXDhhXwPNG1a/PNUVW1F7Oukk9jD+8ILwK23An/8wcreaiJVZoxxWfQQhJKNGLaCIAgRJAqiUUY89hhw5pk8wT3jjGD6oDcR1kLNeDr6aPbYPvwwlwXymlQjJpEoHvrr1BtnZOwrHloreYtnnAG89x5w003Ap58CZ51lv39eGvVRx6hsUlERcOqpwJo1QNWq7m//xBOB998HrruOF99OO43/P11VOxZjZety5fia+OknoEoVc/ughyx6CELJRsSjBEEQIsa6dcC557JoVKlSQffGGVOmAC++yOWKrHpO3cCOMJKWQFEiwd6qJ55g76QfLFsG1K8PtGrFBosb4kdGIkTVqgG33GJvW19+yb+bNctZP9NLzwDc3/x8EQgy4t57uWxVlSrWyySZ5YMP+D747jser/wSj4uCUJ0gCN4hObaCIAgRIz+fw/aibtQCXG/yiCNYoCgIjPISU4nH9cvBxOPA888DPXoA+/e7208tsrP5+E2ezGHebkzay5TRNmqzstiotbutK64AnnuOQ2P/+cd+H9Nztnv04FznM8+032ZJID+foz2++cZemSSz3Hgj0L49L5K89pp/ea81a3LUBJA5ZZwEQTCPeGwFQRAiRCIBnH468PnnyTC/qPPnn1wuZ/FizgP0m1TvX7rnVgm5Pe88zhk046W8/XYuw/TQQ551uRjlyrlTQxTgMNL77gPWr/fW6zVhApeImT0bKF/eWVsKH3wAvPwyi1QF4f33ErX8VKteVr+9mURs2P78M7Bihfp3zJbwsUKXLjw2bt2aGWWcBEEwj+TYCoIgRIhZszjkNFOMWoCFZm65JTghqdScvg8+4BDNWrWMBZG0GDwYaNwYuO02Ll/iJQcOOKsbqpBIcI7wlCnAvHnA3Ln2BXzM0KkTGx7Nm3N48jHHOG/zhhuAESOAL74Arr7aeXt+ome4quWnDhtmvS6rGcVgN0sfxWLAZZexYJjed9zMez1wgHO4f/8dKFvWvXYFQYgG4rEVBEGIEG3asBekbduge+Iuu3ZxGOnUqcGGkz77LPfl8cedtTNoEJfJGTPGnX5psX07CzE5UXvdtQu44w4On37zzaTXfNkyewI+VnjySTakP/sMKF3aeXvz5rHHecECDkH1Gjc8qWqGq7KIcNFF7nlZ9XKnvfCc6nmIU7frpqd45kwOdZ82zZ32BEGIFpJjKwiCEBH+/ZfVQ1u3Dron7nPUUeyFuu8+6yrFblKtGhukTnn4YfauL1zovC09du/mnFi7rFrFxlOtWsBHHxUPBVfKM02a5F7+bjpPPQXUq8dG18GDzttr0gSoXh146y3nbRmRWutXyVetVYu99X37smFnRGpppaKi4u+5ucDdd+vfD1byU/1WDDZTSsvtvNf33mMDXRCEkokYtoIgCBEhLw/o2NGd0NMwErSQFOCeYVu6NBvqXboAffqw4WbW2LHCnj3AkUea+25hIfdB6cukScAllwC9ewPPPMPeM7+JxYBRozgU2WztXCOGDGGDee9e521poWWQEvHi07Bh5kSZ9Iy/RAKYP1/bsE0kOC/dLHpCaUVF7it565XSisWAli3dVbBWwpAzceFPEARzSI6tIAhCBCgqYu/Gl18G3RPviMW49M/VVwN167IXzEmIpx3cMmwBziH9+WcOiwXs50bqYdZjmx7uCrBh9MQTbOgGiaJY27Yte7rvvZf7a/fc16kDNGsGvPQS8Mgj3vTZyBupGOi5uexF1vJK6hl/8bjxItamTYZd/f+k1j5OD3vOyeFFs9dfBy691Hybeuh5iONx91IOlHDwH37gRZ6NGyW/VhBKKpJjKwiCEAGmT+dSMjNmBN0T72nZkvdXUSROzTn0ukZpIgFUqMAGgxNlXb8UaOfPBx59lAWTgu6LU/buBc4+GygocH7u164FGjUCfv2VVaPdpl07FtoymkFlZXFJIi1Rpq5dgVdfVW8nK4uNw+XLtdtv2ZK9lFbQyp3+3/94v+6/H3jgAefK0n5cd6kLNolEss9+jBWCIIQPCUUWBEGIAGPH8iQ40yksZOOdSD3ncNkyb7cfj7tTPseMAq0bmPHY+tUXp6xezeffjXNfpQobNnZVftPDtpUQciJW+Z0501w7RNrCXvn5XONVyzgm0q+HHIvZ83pq5U43aMBez08+Ye/t7t3W205F8RCn1pJ1s6Zsejg4Ef/br7FCEITwIYatIAhCSFEm19dfD3z1FQvTZDphMMJOPtl5OLJeiKmesWMVMzm2fvXFKW6f+1692Ai1ci4LC9kLevrpwNCh/Pvhw9nz+PjjwIUXcj/ffNOcRzPV6ErfjlFOcSLBxr4WsRgbcG5SoQIvLFWuzCHUK1dqG/lm6NSJPbM9e7I3uGdP/tsNb6re9UIEXHedN3ntgiCEF8mxFQRBCCHpIXYAe2cyPcQuDEZYtWpsUJxzjv02/FKgNeOx9VsN1y4rV2obenbO/bHHsiH14INsmBrl7Cr3nNIH5TosKuL3gQP5/svJ4b9T81WV76QTjwMrVrBI1+DBbCwCXG9XT1jJTJLYNdd4E0J+2GFszE+ezF7crVuLh4ZbzRNXPMRuYzRWLFnCYe1u57ULghBexGMrCIIQMtRC7JQwu0wPsQvaCCss5OPbv78zb4+RAq1bdYjNeGyN+nLFFe70xQmLFgHff69v7Nk596VLcxmj1JI8amrFZjyoWVnFr4dUb2Tjxvx/8fihIbc//8zX0n33Aa1a8bU1bpy+8WrkDY7Fipdm8oKGDYFt24JLCzBCb6xQCFN/BUHwHjFsBUEQQkYYwnGDQs8II3I/9DIVpS7pDz8Av/yibQSZQS+/sF073s+1a533ec8eY4+tXl/uv5/7Mnu2877Y4d9/+Zy2bQv06KFdcsjOuS8s5DqwgLFhZqbmqprXWPFG/vADb69Xr0NDbmMxLqXzv//xIsJTTxn33chjG497v8gT5nGosJDz4LU85ekE3V9BEPxBQpEFQRBChl6IXSLBwjUtWwJnneW918ZvtEqSFBWxseCVeq+ax06ZNOfk6Jds0aJTJ/6dmgJtfj6XVZk+3dk+7d5tro6tXl/uvJNrCD/6KB8DN1FKsaSHAe/aBYwcyZ7L7t2Bl1/mGsbHHKNejsaO2JAZw0wJkdW751J/o2dMGoXcxuPA+vW8qGBkkMXj+t7joiJuZ80aoGrVQz/XOu5WCENagBqpaRpmSSTCk0suCIJ3iGErCIIQMozCcQ8/HBg0iEuZlCoF1K/PZVLq1+eXmRA9Nya+XqFmhJ1/PnsX27d3lvuqhZEQzYMPAp99Zr1dLWPnzju51mazZsDUqXze7GAmFNmoL+ecA3z7LdC6NbB0KYsmKWG3Tq6R9Nq5Sn5mTg4waxaH5S5cyIJFCnoGuFWsGGZm7hk3IgbMGNCDB/MigxbxONCvH5/7iy9mBeh27XhxompV7eNuNc806LQANcyEjGsRllxyQRA8hARBEIRQUVBAFI8rmbXFX/E4UWFh8rsbNhDNmkU0ciRRx45EZ51FVKECUZMmRN26Eb36KtFPPxHt3p38TV4et5OVVfw9P9/3XbXE7NlE1asX33+3uPlmolhM/ZgrLy+2+9VXRCefTDR3rr3fP/kk0fPPu9OXXbuIbrqJ6NpriV5+2dk1oncNA0QzZrjTZz369OF+q20/K4s/N9vfWMyd+0OvT7EYUdeu/L38/ORxj8WS12aLFsWvw0SC6McfiXr0IKpRg+icc7Sv4/Sxwwgr45Bf6B0/vVcsFkx/BUHwF8mxFQRBCBlW6j9WqMB5ew8/DEycyCI8//wDvPQS0KgRK4P26cPeijp1OIQ5N7d4vmFUBFYuvRQYNYrzFf/91922jbw5XuXoXX458OGHwK23skfYamkVKx5bI8qUYSXck08G7r3X2TViFAb8wQfu9FkLoxzMdO9rzZrs/YzFkvea0v8WLVhd1w1VXb0c8lgMeOQR/neqMFX79kDv3rxPn31W/P6Pxfg+HzGC1Zf16toScd64WbKzWUAq9Zi4WYfWDmY83mqk1usVBCFzkVBkQRCEEOIkJFMJT04NbyVisaKHHtIuJ5KedxhGrr8e2LQJaN6cBY+OP96ddnNygCFDtD+PxbzL0WvYEPjiCzasNm60VlrFTLkfK8TjnLetleNp9hoxCgMeNw644AJvSrBo5WDGYsljm26Y/f03G4aLFgFvv+08DFoLrRxytT5ZLZMTiwH792vf31aP+xtvcN7zkiUsoObVMbFC9erWfzNkCC8MCIKQ+YhhKwiCEFLcrP8YiwEnncQeFy2CFISxQm4uG4DXXQeMHl3cELGbK1yzJnvmpk1T/9zrnMJ4nA12pbRKKnfeyaq7PXocum9uemwV9K4Bs9eImZzV3Fx7olxqKPnAixfzOdQy7O66i72i6dscOpTzqM880/uFHTfziNNx67gvX855vPPmsTEZhsWubduA334zn1/btav6uRYEIXORUGRBEIQShN7El4iFaKJAr17sqTzrLOMapWYZNUr7M69LDRmVmxk3Tn3f3PbYAu6IBumF3Ka25UZ4t1KmafhwDtXV2m5WFgt2pRs6//wDfPxxsjSQHyiLVpMmuRsm68ZxP3gQuO02jhaw4yH1gh9+AM49FzjvPOC115Jh0anXaWrIdH4+MGaMGLWCUNIQw1YQBKEEYTTx/fhj4I8//OuPXZYt47JHgHu5wuvWAZUqmcttdhuj3EEi9X3zwmPrRi1hJeRWDzciBFJVco1K6Ghtb9gwoFs34KijnPUlDLhx3AcO5Gu9QwdXu2aLoiJWgL/1VjZWn3ySr7/U/OOuXfnVvn3x+sGCIJQ8JBRZEAShBGGU43fCCcA117AX6dZbg+6tNlZqlJph/3722E2ezCHbXoSJ6mEmhBQ4dN+88Ngq10hOTrJPdurJdurEnrZx47Rzup2Gdxt5uo229++/wPvvcx5ppuDkuH/3HfDWW8D8+V720Bz//MOe4woVuD9lyyY/czNNQxCEzEEMW0EQhBKGUY7fN99wXcx584DnngNKlw6wsxpYqVFqhmHDuFbupZfy335PmnNyuA9GpO+bFx7bwkL2elWpwl7MmjU599SOgd+jB/Dqq9o5r37UhVVQPN6pjBjBCxrHHOOsH2FD77gnEny9pbN9O3DHHRzuftxxnndRl6lTuW71E08kF+EEQRCMEMNWEAShBKLn8ahRA5g7lyfHTZoA770HnHKKr90zxI08UIWCAjYCfvnFjZ7ZI9WTrlTfVCN939z22KYqChcVcSj2smVA27bWjVpF0KlBA/a4xf8v+UnP+5sqArVpE1C+PBvVWqJgZj3daqxfzx76KITeW0UvMkPJR375ZeCvv/h4r1zJx/zqq4GLLgqu33v2sODTt98Cn3/OJcoEQRDMEiOyUxFMEARBKAlMnsxCTS+9xCrEYaGwkCfoagqp8Th7HM0YYkRcB/iuu4BbbnG/n1ZZtoyNjnHj1D9P37d69YBZs4DKlZ1v261jChQ3kFPbO+88oGlTde+v8pt0w14xiNXKHun1OZ2sLM7BVBZ0+vThcjb9+5vbpyiybNmhkRnVqvFxXrSIVYaVc0SUzCcPIkf19985r/fyy1mlWokUURY7nCqfC4KQ+YhhKwiCIOiyZAlw001Ay5bAM88Ah4Uk1mfCBJ6oJxI8IU/1BJqdmE+YwMb79OnhCndU9k3xnCqcdRaXJVIm96ecAixc6E7oaN++bFSriTClG4V62DGQzRioWr9NPVaKgab1+3btWIl440au87x4MVCunPE+ZRoFBXy81Y6V1UUMK6gZqdnZwNixfG29/DKPMwqpCyTpegAiECUIQjohmZ4IgiAIYaVOHeDHHzkX8Yor2BB0w0PolE6d2Lhr3Rq48krrQk8bNgCPP845xWEyagHet//+Y2MzlV9/ZWNs2DCe3LuZY+tW3rKeoBMR53Feey3n75Ypw+9Tphi3G4ux4V2uXHHDKDVnfOpUYOlSY9GkUaP4dyXRqAXYYIzH1Rcx7Iivmd1mupE6bBgvMJQvz4JXqeNKquJ1Om7WQBYEIXMQw1YQBEEw5KijgIkTORf1ggt4knr55UH3ij2J557LXjgtUr1Exx7L/7d9OxuIHTqEL38Y4D7366f+mRKqm5sLHH00cPjh7mzTrbxlI0GnvXvZqNq0Cfj7b84TXrDAOJw4keAQ7ays4oaR4r0bPJgNXS1PJBGwZQvQpg3wxRccwl1ScVt8zQg9I3XhQl6MUIxaIr4/9cTUvDK+BUGINmLYCoIgCKaIxYAuXdiQvPlmNib69EnmQAbB6tWcM6hFeq5n+mR+yRKgbt3whTWaKWMTi3GZIre8zXrKzFYUjPUM5HgcuOoqzttORS8MOrUPwKHfSfXeaYkmKTWOX3staVxdeGHJDWl1U3zNDEbXc+vWXGps7Vpg82ZegNq5U3uxwwvjWxCE6BPgdEQQBEGIIg0aAD/9xK9rr2XPW1D8/be2YZvqJSoq0i59kpvLIjthwkwZGz31ZDsoRmE8zl5R5T0W49q+ZsPPc3L0vYFqBrLeb4xQvHcKnTpxjmjPnpxTm1ouRrkOiMJ77v3AzjlygtH1XKkSMHo0pzxs2sTf79yZrz81vDC+BUGIPmLYCoIgCJY5/njgww85HLlxYzZyFQoL2QPXqhWHLbdqxX8XFrrfDz3DdsQIc8ZSumEUBsyUsYnFWNXXTdKNwp49WWjollvMG59aBrKiuKuWF5n6m/T9Ti0TpIaa904pZzVpEufRakUVhPHc+4Gdc+QEIy/++edzWafy5ZPf89v4FgQh+ogqsiAIguCIuXOB22/nurdlyrCnxUrJFjsoebNvvAFceinw1FPFS4Dk5/PE2AyparlhwaxK8Cmn+ONxLCpi7/zFFx8qaKWFWqkZI4NJ+U16HdstWziM2I5ic4cOwLvvaqs0h+3c+4mdc2QHu6WkUhWvU8PKH3mEQ9cFQRBSEcNWEARBcMy6dcD117OyqR5ulBJJzZstKkqKCSlGs5XapoC1UjZ+okzqgUP3JR4HhgxhheoFC/zpz9at7IEfMaJ4SRY/0DunsRhfU1q1Td0qYyQ4Q81INVO6J934btIEuOceYNo04Iwz/Om7IAjRQAxbQRAEwRV692YDQu+p4tSQMOP5GTsWeO45fSEitd+FsXSImgezVCnu7wUXcHmbu+5K1rX1mqVLWfzpiy/4PPiJlmF0+ulc23fECPVwV7veQsF93PIQz5oFdO3K0SJVqrjdS0EQoooYtoIgCIIr6IV8KjgN/TRSzy1dmo2bPXuM24rFkjmWUVLGzcsrbuCle6y95tNPeXHi++8519pP1Ayjk04CbryRw7JfeglYvjxZ3kmpdfvtt/a8hUJ4yctjwak5c7jslR6pJb+Ua8KPhSBBEPxFDFtBEATBFcyUbHHqsTWTL1mjhnE/YjH24n38cbS8dWHxPg4aBMybB3zyibZyrZ/s28clqDZuBL77Tt2AbdLEn3xSwT8efxz45Rfgo4+AwzQKWKamLsiihiBkNmLYCoIgCK5gVvDIifFlJl8yJ8e4H1HNrQxLvigR0L49cOqpnOsbBv74A6hXT/0zCTnOTIhYuO6YY4Du3dmITfXKAuFYCBIEwR+k3I8gCILgCkYlW2IxoGJF87mvapgpAZLaDy2iWi5Erx6oWtkbr4jF2Ij4/PPwKAq/8YZ+3dOSWNYn04nFWC37q6/YgB0+nCM6hg/nv7t31y4zJNeEIGQeYtgKgiAIrqHUQe3dm5Vzzz+f33v14nqor74KXHkli7/YwWz9TaUfLVrw30o+rZe1Ov1Arx5oLMaf+8VRR3Et4z59gP/9z7/tahEWo1/wl7//5mgRIl40SySS79OmaS+kyTUhCJmHRkaCIAiCINgjO1s7HDY7G6hWjcV+HnkEuPtu6+136mQuXzI7G/jsM/9qdfpBTg4wbJj6Z0F4oWvUAF5/HbjpJhaTqljR3+2n9yUsRr/gH3l52uddD7kmBCHzkBxbQRAEwXeUureNGgEjR2oLvwiHYrceqJeMHg288w574kuVCqYPRjne994LDB1qrKArRAsjQTmt60FybAUh85BQZEEQBMF3TjwR+PprVrG97jpg27agexQdlDDrnj1ZBbpnT/47SIXXe+/lerLduwfXB70w9dGjuRTUGWewh1lPWEyIFkae+hYtkvn2WqkLgiBkBuKxFQRBEAKDCHjmGfb2ffwx1yKNElIfM8m+fcDll7OB3aVLcP3QCz0vKOAQ+H//BUaNAi66KLh+Cu5gpgTWmDEcKl+tWvTTEQRB0EYMW0EQBCFw3nuPDY633uL82Sgg9TEP5d9/gQsvZIXiMJ/HmTOBhx/m8kBDhwLVq/P/y0JFNNEKz7/mGuDYYzlEfuJEoHnzoHsqCIKXiGErCIIghIL581mEqH9/rk0ZZsx4iVI9QiXJYPrpJz6P8+YBJ58cdG+0OXiQVboHDeKFiCpVgPvuk4WKqJLqqd++HZg+ne9FIr5PlfBjOZeCkLmIYSsIgiCEhjVrOOf2mmuAgQP1a9EGSd++XCtTrZRIVhbnvSrK0CXRsztxIvDCC8DcucCRRwbdG322bGHv7YQJ6p+LyFC0sLroJAhC5hDSKYMgCIJQEqlalY2hpUuBtm2BXbuC7pE6ejVTi4qADz4AZswAFi9moza1tqbynpvLXqZM5PbbgUsuATp31j5OYaFsWaBSJV6QUCMW40UIIRrolf9JP5eFhbxI1aEDvxcW+tNHQRC8QQxbQRAEIVQcdRQwZQp7XS65hL24YeOII7SVdbOygFNPBcaNA84/X9uwy3SDadgwLus0cmTQPTFGb6GCiD8XooHZc5mfz2PM8OFcLmj4cP5by3MvCEL4EcNWEARBCB3xOOc+PvggcPHFwM8/B92jJLNmAZ9/rh0mTQS8+CJ7bVu10vYeZbrBdNhhrHb96qt8vMKMXskYIhYgEqKBUfmfGjXYM1sSIykEIdMRw1YQBEEILbffzgq7bduycnLQTJnC4bVffKFdMzW1PuappxpPsjOZcuWA99/nYxbmMM+cHP2Q6c8+431Yvdq/Pgn2OO449dx3gM9xbi4wYkTJjaQQhExGxKMEQRCE0LNiBdC6NdC+PdCvH3tU/FYZHjOGa5/OmJE0SPVqpgIiZKPw4YfAY48Bb77JYZ9hVIfWKhkzfjxw883AK68Azz7Lis99+wInnBB0j4V09O43ABgyBKhYka87LWIxoEUL4NNPvemjIAjeIYatIAiCEAm2bWMDY8sWDk32S2WYiBWaP/qIS4hUrGjt96kGU1FRMoQ5k1WR1WjdGvj4Y/Zsh1Ud2mihYvt2XtwYN44/69FDwpTDRN++nNutZtjGYux1f+01bcM3lfz88FyXgiCYQwxbQRAEITIsWQLUq6ceRuiWBzS15mz16sDatRyCOnWqfSNGMZi+/x74+28OZS4JnlqFTPNcb9zI3r933gG6dwfuvTf8ZY1KAq1acdi4Fqedxve1VqhyKlG8LgWhpCM5toIgCEJkmDhRW7TJjdy4dKXUYcM4x/eWW5x55rKzua7tV19xP8Nan9cLCgs5VzqTchorVOA8ze+/BwoKgDp12It74EDQPSvZbNqk//mKFeaMWiCa16UglHRK0KNVEARBiDpelmVRU0pVtnX33e4opcbjvI1x45y3FQWUhYIff8zMcjpVqwJjxwIzZwKzZwNnnAFMmmQu1FVwn/Ll9T8/5RTtesXpRPm6FISSihi2giAIQmQwU8rDLnl5+m275b3JyWERpf373WnPLoWFnJPYoQO/u61anLpQoJf0lAnq0DVrAm+/zV7+t94CzjmHxYck2ctfzjxT/x5u1sz8OcmE61IQShpi2AqCIAiRQa8si1LKwy5eeoNTOfFE4MILWSk4KNJDrocP578nTHBvG6+9pm1kpOL0vIWJ+vXZoH35ZT6mF18MfPNN0L0qOeTk6Bu2PXsWL9Old31m0nUpCCWFw4LugCAIgiCYpWZNnpgq5TpiseLquk6EXvS8wcrnbnH33ay03L69e20qpIpfqZXUSfWkppObCzRpwiGb27ezErXRa+vWQ/9v925g1y79fEbl3Dk9b2Hkoos4NPmLL4CHHuLSQIMGAQ0aBN2zzEYZH7TKNmVn86tJE1540EsJGDQo865LQch0RBVZEARBiBw5OcB//wHHHadelsUORjUwW7Zkg7FiRWPj0Qgi3tbHHwO1ajnrdyr5+Wy06pVC6tWL67FqGZ2lSwNHHcViWccdx6/jj0/+28yrTBng0UfZeFDbTiwGNG7MwlyZbjwkEsD77wNPPME5uAMG8LkX3CX1njzuOL7ut2/XHh/69tW+PuNxvk8GD/aj54IguIUYtoIgCELkuOIKYOhQ4Nxz3W03teZsqmE4bhzXz33hBeDqq5P5uE7qsfbpwyrJp51mzzhOR88wV2p4LlnCQk5a+b3xONCuHQsgOSXTSvw45eBBVvUeOBC4/HLgySeBatWC7lX0UFtUmjfPeEEnnQ4duFyT2iw4FuNoCjfuA0EQ/EMMW0EQBCFSEAGVKvHE1ovaoUrNWWXinOrt+fJLFqBRw4qxpnhWEwn+nV3jGAD27gU2bGCP4MSJ2oZts2a8GDB5MjBypLqnKiuL8xDd8lRpLRTY2c9MYe9eVlIeMQJo04Y92xUrBt2rcFBYyMdl7lz+++KLgUceSS74qEUkKNe71drWXbvqhyJ37QqMGeNsfwRB8BcxbAVBEIRIsXo10Lw58Ntv/m9bL3zRrFFo5Mn84w+gbFlg/Xrt14YN/L55M3DEEWwY/fcfsG6d+jZTPbF+e1L1FgpKMjt2AM8/z8bTnXeyAXfccUH3KhgKC4Hu3YFp0w79LBZjD+1FF+mnCqihd0+KYSsImYeIRwmCIAiRYuFC4Oyzg9m2G8rJemWFEgkuFVO9OhurFSuy8FDFikCVKrzfyv9XrMi5r/H/q2+gZ3Snli4xI7DjJtnZkquoxjHHAI89BtxzD3vS69UDHnwQ6NaNc5RLCvn5fC0aqZ137mxOZTv9t1r35Pbtyes+nViMRdAEQYgWYtgKgiAIkSJIw9aNOrp6xnE8DrRubS+3LycHGDZM/bP00iWdOrEyrHhSg6d8eT5v3buzsFTdupx/nZsLHH540L3zFkWh2yh2kAiYM8eatxbg72stEtSowfeblniU1LAVhOghdWwFQRCESOGXYVtYyF7QDh34vbDQnTq6bhjHaiieWKVGZ+q7midW8aROmsTvYtQGS5UqwCuvALNmsRhSvXrAW2/pl0yKOnrRC6kQcUi7VWIxPp45OcA//xT/zMua2IIgBIMYtoIgCEKkWLgQqF/feTtqhqtCfj7n8w0fDrz7Lr/Xrg18+y0wahR/x4zxqIaXE+pOnThHtmdPzqnt2ZP/LqlCTVEkOxt4801gyhS+9s45h8tCZaIiil70QjpXX62/IKS2oJOXBxQUAGeeyeWlnniCc5uBQxeClDas3MuCIIQLEY8SBEEQIsO2bezJWrPGWTt69V6NRGoaNuRJcY0a9sN4RS1YMMv337Ny8t69wKBBXCooU9DLC0+na1fg/PO17xuj0PrNm7nU0vvvc27znXcChx2WFDf7/nv26k6fLkatIEQVMWwFQRCEyDB3LjBkCPDZZ/bbMFIF7twZeO01/cm24tVxYoSKWrBgFiIOqX30UVbMHjTI/RrOQaB3L6aSWlfW6X2zfDkb1EuWcG7zNddw+/v3czj4HXcAa9e6U1taEAR/EcNWEARBiAwvvshlbZ55xn4bRurBRx+dDFfUw4vSOIKgBxHw4YfA44+zQThwIFCnTtC9csbQoXxP6s1G3a6vDADffccllo46imvn/u9/bMgqKuMSRSEI0UNybAVBEITI4IZwlFFeX9myPJE2IhbjSa8g+EUsBtx4I/Drr8C11wKtWrHRZabMVBjJz2cvtJGAlBdiThdeyDnzXboA112XbD+R4FdREb/n5toTrhIEwX/EsBUEQRBCjyL09OGHHJKZKvRkFT1VYoANWzOxTGbr1gqC22RlsUH7xx+c833JJcADDwDr1gXdM/MopX4UQzIdO8JsVonFgJtuYqE1PWEqWcAShGgghq0gCIIQalIVirds4Ulm7doswGQHI1XixYuTwjR6BrCT0jyC4AZHHAHcfz8buJUqsZHbrx+wdWvQPTNGr9RPLAbUquWfqreeGJ0sYAlCdBDDVhAEQQgtqV4dJSfWaYhgepmPdBKJpOHbvr12O1LrUggLRx/NIb2//srX7xlnsMjarl1B90wbM6V+cnL8yWH3qra0IAj+IoatIAiCEFqMvDp2QwSVeq/nnafdfjzOE9r8fPUamVLrUggb5cqxwNLPPwOrVwN16wKjR7Pib9jQMyaJgKVLnUVmWMHL2tKCIPiHGLaCIAhCaNHz6jgNEczONp5cr1yZNIJ79uRcPL/CIwXBLpUrs0H79dfAjz9y7ec33jBXL9Yv9IxJgD/zS7wpPYpDFrAEIZqIYSsIgiCEFq9DBM22n53NnrBJk/hdJrpCFDj1VGDiROCjj4APPgDq1+d/h6HQY6oxaZTL7od4kyxgCUL0kTq2giAIQmgpLORwRC3VVKd1ZL1uXxDCxI8/ci7uzp3AoEHAFVcE3SP2xl53HbBkifrn8TgbmpMm+dsvQRCih3hsBUEQhNCiFSIIAM8849zoVBOSkhBEIVNp3Bj48ks2ah99FGjWjI3dIMnOBlq31q4dLeJNgiCYRTy2giAIQuhZtowNzZUreZJboQLw6afAV1/phzFabf+NN4DLLgOeekqMWiGzIQKmTgUee4wXeAYMYDXlIJDICUEQ3EAMW0EQBCFyEAHNm3OIYk6Oe+3m5gKtWgE33OBem4IQZoqKgLffBvr3By68kN9POcX/fkyYwPdfLJbMAU4keMHJzXtcEITMRUKRBUEQhMgRiwGvvAI8+SSwbp177VaoAGzc6F57ghB2srKAjh2BP/4Azj+fIxbuuw/4919/+5Eu3tSrF9CiBbBtm7/9EAQhuojHVhAEQYgsI0cCCxawx8kNRozgmp+PPupOe4IQNXbtAl58EXjpJTZ4e/UCypYNpi/r1gHnngvMnSt5toIgGCMeW0EQBCGyPPggsHQpMH26O+2Jx1Yo6Rx1FNCnD7B4Mee3nnkmi03t3Ol/X048kfPd7703HCWKBEEIN2LYCoIgCJHlsMOAV1/l0Ek3Jt5i2AoCU7YsK4/Pnw/89x9Qty57cvft87cfOTnAnj3AO+/4u11BEKKHGLaCIAhCpGnYkMWennjCeVsnnABs2OC8HUHIFCpVAl54AfjmGw77r1uXhZ6KivzZfiwGjB0L9O4NbN7szzYFQYgmYtgKgiAIkad/f+Djj9m75ATx2AqCOjVqsEH7ySf8OvNM4P33/QkRPv10oHNnFpYSBEHQQgxbQRAEIfIcdRSL3XTuDBw8aL+dChXEYysIetStywbt66+zJ7VRI2DmTO8N3F69gJ9+Ar7+2tvtCIIQXUQVWRAEQcgYbr0VOPts+54dIqB8eQl5FASzfP010LcvcOSRwODBXDLIK77/HrjzTuCXX3h7giAIqYhhKwiCIGQM69dzzu2cOcCpp9pro0oVYPlymTgLglmIODz5sceAU04BBg7kUGUvuO8+zu89/nhg5UoOkc7JAWrWdH9bhYVAXp732xEEwR3EsBUEQRAyigkTgEmTgBkzWHjGKvXrA59+Cpx8sutdE4SMpqgImDyZS/Q0bsy576ed5u42Xn4Z6NYNyMpigzoW4/fx44FOndzbTn4+cNddyfa92o4gCO4hObaCIAhCRnHHHZxn+9Zb9n4vAlKCYI+sLE4H+P13oEkToGlT4J57gLVr3Wm/sBC4/37+d1ERkEgk33NzgWXL3NvOXXcVb9+L7QiC4C5i2AqCIAgZhVIe5NFH7RmoYtgKgjNKlQLuvhtYsoRDkxs14nI9mzY5azcvT//z8eOttUcEbN/OocYLFrAI1jvvcLizVjxjLGZ9O4Ig+MNhQXdAEARBENwmO5s9RT16sHqrFaSWrSC4Q5kyrGbctSswYgSH+d99N9C9O3D00dbbW7yYvaZqJBKsmrxgAYu/Ka9Nm9T/vXkzR3YceyxQrlzyVb48sGaNdh+I2BAWBCF8iGErCIIgZCSPPAKcey4waxbQrJn534nHVhDc5bjjgAEDOIx40CAuGdSjBxu8pUubb8fI4/vDD0CfPkkDVTFWTz75UOO1bFng8MPV2+nbF/jzTw4/TicWYyEpQRDCh4hHCYIgCBnLjz8CHTsCCxey98gML73E6spPP+1p1wShxLJqFd9fX3/NSsq33w4cZsLV0qoV8Nln2p+3bMnCb04pLARq11b3DsfjbPRmZzvfjiAI7iI5toIgCELG0rgx0Ly5NSNVQpEFwVuqV+c81WnTgOnTuTTQe+9phxkrnHmmttJ5LOZeiaGaNbl/8TgLYgH8Ho/z/4tRKwjhRDy2giAIQkazYwfn9n34Ib8b8eWXwJgxPNEWBMF7FiwA+vXjBaVnngGuvlrdgPXbk7psGfD448C337Lac26uGLWCEGbEYysIgiBkNMccAzz/PNC5s3rOXDq7d7MITYcOnGtXWOh9HwWhJNOwIdedfvZZzsW97DLgu+8O/V66JzX13QtPanY2cNttwKWXAoMHi1ErCGFHPLaCIAhCiaBdO+D009m4XbmSBWBycniyrJCfn6xfGY+z14iIJ82dOgXUcUEoQRBxiHK/fkDVquzBTY+0WLaM70nlPvbSk/rhh5y3KyV+BCH8iGErCIIglAieew54+GH28BAdarSKYIwghIdEgmvKPvkkq5v37198EaqwkOvaai1SuUFhIaur//EH0LatN9sQBME9xLAVBEEQMh4zRuv48cDw4erhyllZQM+eHI4oCIJ/HDjAkRSDBnHu7eOPAzNncmSFsjjlRWSFEr0BcNvxuERvCELYkRxbQRAEIePJy9NXU1XCGrWWeon4c0EQ/OXww4EuXYAlSziV4NxzOfQ4keBFqNT33FwOU3ZKYWEyJSGR4Pvf7W0IguA+YtgKgiAIGY8Zo7VGDX3jt0YNb/omCIIxRx4J9OgB3HKL9neURSqn5OXpfy75toIQTsSwFQRBEDIePaOVCChdmvPn9Izf3FzPuicIgkn+/Vf/XnYjsmLxYu2auokEfy4IQvgQw1YQBEHIePSMVoDrVD74INCnT/ESIgBPos89l700UvpHEILFj8iKf/7R/3zTJufbEATBfcSwFQRBEDIevfqXeXnA0qWcUzd9OtCoEZcGOvfc5O/nz2dhqdq1gQkTAtsNQSjxeB1ZkZ8PLFyo/53y5Z1tQxAEbxBVZEEQBKHEYFT/MrWG5qJF6m1I6R9BCJYJE/jejcVY1Ekp4eVUsVhPPV0hFgN69xaFdEEII2LYCoIgCEIaffqwh1ZtgiulfwQheJYtA8aNA154AXjooUMXqezQty8wbJi+YSsLW4IQXiQUWRAEQRDSWLVK+zMp/SMIwZOdDQwZAhx9NC8yuWFo6olGKYwfL0atIIQVMWwFQRAEIQ0p/SMI4Sce1xeFs4qRKNTZZzsLdRYEwVvEsBUEQRCENKT0jyCUPEqX1v/8pJP86YcgCPYQw1YQBEEQ0tBTUZZQREHIPPLzgdmztT+PxYAzz/StO4Ig2EDEowRBEARBAyMVZUEQgqV8eWDjRu3UATOYUUMW0ShBCD+HBd0BQRAEQQgr2dmifiwIYSYri0v+HOZgRpuXp28Yx2ISqSEIUUBCkQVBEARBEIRIcvjhwIEDztpYuVLfW9uihYhGCUIUEMNWEARBEARBiCSHHQYcPOisjWOP1VdXrlrVWfuCIPiDGLaCIAiCIAhCJHHDYysIQmYghq0gCIIgCIIQSdwwbLdv169bvW2bs/YFQfAHMWwFQRAEQRCESHL44c5DkWvUYNVjNeJx/lwQhPAjhq0gCIIgCIIQSQ47zLnH9tZbWVlZDSIu8yUIQvgRw1YQBEEQBEGIJE5DkfftA3r1Apo1Y+9sVlbxdynzIwjRQerYCoIgCIIgCJHESSjy/v1A27Ycajx6NLB8ORuyK1fy/+XmilErCFFCDFtBEARBEAQhktgNRT5wAGjfHqhSBXjpJRaJys4GBg92v4+CIPiDhCILgiAIgiAIkcROKPKBA0CHDkC5csArr2gLRwmCEC3kVhYEQRAEQRAiidVQ5IMHgY4dgaOPBl59VYxaQcgk5HYWBEEQBEEQIokVj21REXDHHRy+PH68GLWCkGlIjq0gCIIgCIIQSczm2BYVAXfeCSQSwBtvsOqxIAiZhRi2giAIgiAIQiQxE4qcSACdOwN79wJvv83GsCAImYfc2oIgCIIgCEIkMQpFTiSArl2BrVuBd94Ro1YQMhm5vQVBEARBEIRIoheKTAR06wasXw+89x4bwYIgZC5i2AqCIAiCIAiRRMtjSwQ88ACwejXw/vtAqVL+900QBH8Rw1YQBEEQBEGIJGo5tkTAww8Dy5YBH34IHHFEMH0TBMFfYkREQXdCEARBEARBEKxyxx3A5s1cl7ZGDVY+fvVVYNEiYOpU4Mgjg+6hIAh+IYatIAiCIAiCEDmGDAH69uV/x2JclzaRAGrXBubPB8qUCbZ/giD4i5SmFgRBEARBECJFqlELcPhxURG///knsHZtcH0TBCEYxLAVBEEQBEEQIkNhYXGjNp1YDBg/3r/+CIIQDsSwFQRBEARBECJDXh4br1okEsDKlb51RxCEkCCGrSAIgiAIghAZVq7kkGM9atTwoyeCIIQJMWwFQRAEQRCEyFCjBgtF6ZGb60tXBEEIEWLYCoIgCIIgCJEhJ0f/88GDgexsf/oiCEJ4EMNWEARBEARBiAw1a7I4VDye9NwqObdDhgC9ewfXN0EQgkPq2AqCIAiCIAiRY9kyNnBXruTw5Nxc8dQKQklGDFtBEARBEARBEAQh0kgosiAIgiAIgiAIghBpxLAVBEEQBEEQBEEQIo0YtoIgCIIgCIIgCEKkEcNWEARBEARBEARBiDRi2AqCIAiCIAiCIAiRRgxbQRAEQRAEQRAEIdKIYSsIgiAIgiAIgiBEGjFsBUEQBEEQBEEQhEgjhq0gCIIgCIIgCIIQacSwFQRBEARBEARBECKNGLaCIAiCIAiCIAhCpBHDVhAEQRAEQRAEQYg0YtgKgiAIgiAIgiAIkUYMW0EQBEEQBEEQBCHSiGErCIIgCIIgCIIgRBoxbAVBEARBEARBEIRII4atIAiCIAiCIAiCEGnEsBUEQRAEQRAEQRAijRi2giAIgiAIgiAIQqQRw1YQBEEQBEEQBEGINGLYCoIgCIIgCIIgCJFGDFtBEARBEARBEAQh0ohhKwiCIAiCIAiCIEQaMWwFQRAEQRAEQRCESCOGrSAIgiAIgiAIghBpxLAVBEEQBEEQBEEQIo0YtoIgCIIgCIIgCEKkEcNWEARBEARBEARBiDRi2AqCIAiCIAiCIAiRRgxbQRAEQRAEQRAEIdL8P01WMS6uwIOgAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(ensemble_tsp, USA)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Shoulders of Giants: Held-Karp Algorithm: held_karp_tsp\n",
"\n",
"\n",
"|  |\n",
"|----|\n",
"| [Held, Shareshian, Karp (Computer History Museum)](http://www.computerhistory.org/collections/catalog/102650390) |\n",
"\n",
"|  |\n",
"|----|\n",
"| [xkcd 399](http://xkcd.com/399/) |\n",
"\n",
"\n",
"Another algorithm that shows up with a literature search is the [Held-Karp Dynamic Programming Algorithm](http://en.wikipedia.org/wiki/Held%E2%80%93Karp_algorithm), named after giants [Michael Held](http://www.computerhistory.org/collections/catalog/102650390) and [Richard Karp](http://en.wikipedia.org/wiki/Richard_M._Karp). It is an algorithm for finding optimal tours, not approximate ones, so it is not appropriate for large *n*. But even in its simplest form, without any complex programming tricks, it can go quite a bit further than `exhaustive_tsp`. That is because `exhaustive_tsp` is O(*n*!), while the Held-Karp algorithm is only O(*n*2 2*n*). How did Held and Karp achieve this speedup? They noticed that `exhaustive_tsp` wastes a lot of time with permutations that can't possibly be optimal tours. Here's the key idea:\n",
"\n",
"- **Key idea**: *Given a start city A, an end city C, and a set of middle cities Bs, then out of all the possible segments that start in A, end in C, and go through all and only the cities in Bs, only the shortest of those segments could ever be part of an optimal tour.*\n",
"\n",
"Of course, we don't know that the optimal tour goes through exactly those Bs cities before hitting C. But if it does, then we need only consider the permutation of Bs that leads to the shortest segment. Why is that such a big deal? Suppose we are considering segments of the form:\n",
"\n",
" [A, {B1, ... B10}, C, {D1, ... D10}, E]\n",
" \n",
"That is, segments that start with A, then have have 10 Bi cities in some order, then C, then 10 Dj cities in some order, then E. With the Exhaustive Search algorithm, we have to consider all orderings of Bi and all orderings of Dj, so overall there would be (10!)2 ≈ 13 trillion orderings of this form. But with Held-Karp, we consider the Bi and Dj separately, and chose the best segment from each, giving us only 2 × 10! ≈ 7 million orderings to consider. (Actually it is even better than that, because we use Held-Karp recursively to split the Bi and Dj into pieces.) \n",
"\n",
"So far we have only been talking about segments. We know that the TSP is defined for tours, not segments. So even if we find the shortest possible segment, it might not be the shortest possible tour. But here's something we do know: a tour has to end somewhere. So we have:\n",
"\n",
"- **Held-Karp algorithm**: *Find the shortest segment from the start city, `A`, to each possible end city, `C`, using the key idea above. Out of those segments, choose the one that is the shortest tour.*"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"def held_karp_tsp(cities) -> Tour:\n",
" \"\"\"The Held-Karp shortest tour of this set of cities.\n",
" For each end city C, find the shortest segment from A (the start) to C.\n",
" Out of all these shortest segments, pick the one that is the shortest tour.\"\"\"\n",
" A = first(cities)\n",
" shortest_segment.cache_clear() # Clear cache for a new problem\n",
" return shortest(shortest_segment(A, cities - {A, C}, C)\n",
" for C in cities - {A})\n",
"\n",
"# TO DO: shortest_segment(A, Bs, C)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now for `shortest_segment(A, Bs, C)`, the shortest segment that starts in city `A`, ends in `C`, and visits some permutation of `Bs` cities in the middle. If there are no `Bs` cities, then of course the shortest segment is to go directly from `A` to `C`. If there are `Bs` cities, then one of them has to be the last `B` city visited (just before visiting `C`). So for each `B`, find the shortest segment that first goes from `A`, through all the other `Bs` cities, then to `B`, and finally to `C`. Out of all these candidate segments, return the one with the minimum segment length.\n",
"\n",
"**Note:** the decorator `@cache` makes this a **dynamic programming** algorithm, which is a fancy name meaning that we cache the results of sub-computations because we will re-use them multiple times. In the function `held_karp_tsp` we clear the cache at the start of each new problem."
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"@cache\n",
"def shortest_segment(A, Bs, C) -> Segment:\n",
" \"The shortest segment starting at A, going through all Bs, and ending at C.\"\n",
" if not Bs:\n",
" return [A, C]\n",
" else:\n",
" return min((shortest_segment(A, Bs - {B}, B) + [C] for B in Bs),\n",
" key=segment_length)\n",
" \n",
"def segment_length(segment):\n",
" \"The total of distances between each pair of consecutive cities in the segment.\"\n",
" # Same as tour_length, but without distance(tour[0], tour[-1])\n",
" return sum(distance(segment[i], segment[i-1]) \n",
" for i in range(1, len(segment)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That's all there is to it. Let's try a run:"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" held_karp_tsp( 10 cities) ⇒ 7,675 length tour in 30 msecs"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(held_karp_tsp, random_cities(10))"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" exhaustive_tsp( 10 cities) ⇒ 7,675 length tour in 1,030 msecs"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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KBZFOqRxYwKXm8a9/LRuKFy7kwBPpFQtsY6Pc85RqgQVcaB6XlMjlWGvWMLCkVxACC2iuad9+Wy7WLSsDBg/W9S5EwQksoDG0n30mV9kvWwaMGqXjHYhELLC7dsmFbKkcWMDB5nE4LKubIhGpVV99VQ5mY2BJp2hUAtvUFIzAAg6FtrRUfnGhkGxmj9XdLS1OvDqRvSAGFnCgeRwOA8OHSxOls7Q0oLJS7w1iFEyxwDY3y6xEUAILODBPm2jBfygko8dETopG5TrJIAYWcCC0kUji27Ajkd6+A9E+scC2tAQzsIADoc3MTFzTZmb29h2IBAMrtPZpAeD114GLL95/dDkzE5g0CcjN7c07U5BEo/JvprVVBp2CfOuEI/O0f/mLfALGRo9jj7ffLhdBX3SR9G07P19SIosviBJhYPfn2OKKqioJYawmLSyUUeM33wTOP9/+Zzi6TAcSC2xbmzSJgx5YwMHFFTk5wIMPdv3zlSvlAPJotOtzsdFlu58jYmDtad+al2h02bKAFStk9dSGDdL8IQIksBMnMrB2tP8qDjS6PGCA7HmsqZH1ymlpQFYWkJ0tjx2/PvJI7hQKglhg9+xhYO1o30/b0xVTTU0S3poaoLpaHmNfb98OHHNM1zBnZcmHA8+cMl/HwD77LANrx5VN8PFGl3s6ehyNAl9+2TXMNTXSDO/XL34tfcQRrKX9joHtHtcOdos3uuykhob4tfTOncCxx9rX0hkZwZ2o94toVD7A29uBv/6VgU3E87t83NLeDnzxhX0tvWkTMHBg/Fr6sMO8Ln1qY2B7JjChPZD6+q5hjn3d1CS1cecwZ2cDQ4bwH1lvMLA9x9B2w969wObN9rX0558DgwbZ19BZWcC3v+116f0rGgUmTJBHBrb7GNpeUkquTLSrpWtqZJ4xM9O+6T14sCw8CaJYYC0LWLCAge0Jhlaz3bulz2xXS2/ZAnznO/a19NCh0s9ORQxs7zC0HlIK2LYtfi0djUp47Wrpo4+WeW7TRKNAfr78vzOwyWFofay1VabI7GrprVsluHb96KFDgf79vS59V7HAAsD8+QxsshhaQ1mWBNeulv7sM1lI4qfloAyscxjaFNXcLOG1q6Xr6vQuB+184EF+PjBrljzHwPYeQxtAliWDYHa1dCQCHHRQ8stBOx+nGwpJLTtmDLB2LQPrBIaWumhsjF9L19fHXw66Zw/wgx/wOF3dGFrqkdhyULtauqIi/p7o9HTg7rt54IET2FihHunTR/qpmZldjxHKywMWL7avaXmcrnMMnOkjv+Jxuu5g85gcwyti3MGalhyTmyt7ptPSpA/b8bGkhIF1CmtacpwbBx4EGUNLZBg2j4kMw9ASGYahJTIMQ0tkGIaWyDAMLZFhGFoiwzC0RIZhaIkMw9ASGYahJTLM/wFWaOKCBpzUSQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(exhaustive_tsp, random_cities(10))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see that `held_karp_tsp` is a lot faster. We can extend into uncharted territory beyond the reach of `exhaustive_tsp`:"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" held_karp_tsp( 15 cities) ⇒ 7,796 length tour in 2,144 msecs"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(held_karp_tsp, random_cities(15))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Not bad! To see how much time we save using `held_karp_tsp` over `exhaustive_tsp`, we can extrapolate from the timings we've done, using the fact that Held-Karp is *O*(*n*2 2*n*) while Exhaustive Search is *O*(*n*!), to get this table:\n",
"\n",
"\n",
"|*n*|Exhaustive Search|Held Karp|\n",
"|---|---|---|\n",
"|10| 2 secs | 0.04 secs |\n",
"|12|≈ 4 mins | 0.25 secs|\n",
"|15|≈ 8 days |2 secs|\n",
"|25|≈ 270 billion years|≈ 95 minutes|\n",
"\n",
"\n",
"\n",
"So if we had the patience to wait 95 minutes, `held_karp_tsp` could give us an answer on a 25-city problem that saves 270 billion years of computing compared to `exhaustive_tsp`. The original Held-Karp algorithm had refinements that allowed it to handle 50-city sets in hours, not centuries, and could do so even with 1970s-era computing power! See **Branch and Cut** below.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Review\n",
"\n",
"Here are the algorithms we developed, grouped by strategy:\n",
"\n",
"- **Brute Force Strategy**: `exhaustive_tsp`\n",
"- **Greedy Strategy**: `nearest_tsp`, `greedy_tsp`\n",
"- **Ensemble Strategy**: `k_nearest_tsp`, `ensemble_tsp`\n",
"- **Local Search Strategy**: `two_opt`\n",
"- **Divide and Conquer Strategy**: `divide_tsp`\n",
"- **Giant Shoulders Strategy**: `mst_tsp`, `held_karp_tsp`\n",
"\n",
"# Benchmarking\n",
"\n",
"Which algorithm is best? I can't tell by trying them on only one or two problems. What I need to do is **benchmark** each algorithm on a standard **test set** of problems, and look at **statistical tests** to compare the algorithms. If the test set is large enough, the results will have statistical significance. If the test set is representative of the problems we want to solve, the results will have relevance. I'll build the following tools:\n",
"- `test_set`: A function to build a test set of random sets of cities.\n",
"- `Runs`: A data structure that holds the lengths and times of *n* runs by some TSP algorithm.\n",
"- `benchmark`: A function to run a single TSP algorithm on a test set.\n",
"- `benchmarks`: A function to run multiple TSP algorithmson a test set.\n",
"- `plot_benchmarks`: A function to plot the benchmark results of several algorithms.\n",
"- - `compare`: Easy way to call `benchmarks` and `plot_benchmarks` the result.\n",
"\n",
"First the test sets:"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"TestSet = Tuple[Cities]\n",
"\n",
"def test_set(num_sets: int, num_cities: int) -> TestSet:\n",
" \"Return `num_sets` different sets of `num_cities` random cities.\"\n",
" return tuple(random_cities(num_cities, seed=i) for i in range(num_sets))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, the function `benchmark` takes as input a TSP function and a test set. It does a `run` of the function on each problem in the test set (possibly passing along `opt` and `kwds` values), and returns the list of `run` results. "
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [],
"source": [
"class Runs:\n",
" \"\"\"The tour lengths and run times of a TSP algorithm on a TestSet, with a pretty representation.\"\"\"\n",
" def __init__(self, runs, shortest=None):\n",
" runs = list(runs)\n",
" self.name = runs[0].name\n",
" self.n = len(runs[0].tour)\n",
" self.lengths = [run.length for run in runs]\n",
" self.shortest= shortest or mean(self.lengths)\n",
" self.msecs = [run.msec for run in runs]\n",
" def __repr__(self):\n",
" length = f\"{mean(self.lengths):6,.0f} ± {stdev(self.lengths):5,.0f}\"\n",
" times = f\"{mean(self.msecs):3,.0f} ± {stdev(self.msecs):4.1f}\"\n",
" percent = f\"({mean(self.lengths)/self.shortest:.2%})\"\n",
" return f\"{self.name:>24}: {length} length {percent} in {times} msecs\"\n",
" \n",
"@cache\n",
"def benchmark(tsp: Callable, tests: TestSet) -> List[Runs]:\n",
" \"Benchmark a TSP algorithm on a test suite; return a Runs object.\"\n",
" return Runs(run(tsp, test, plot=False) for test in tests)\n",
"\n",
"def benchmarks(tsps: List[Callable], tests: TestSet, plot=True) -> List[List[Runs]]:\n",
" \"Benchmark a TSP algorithm on a test suite; return a list of Runs objects.\"\n",
" results = [benchmark(tsp, tests) for tsp in tsps]\n",
" shortest = min(mean(runs.lengths) for runs in results)\n",
" for runs in results:\n",
" runs.shortest = shortest\n",
" return sorted(results, key=lambda run:mean(run.lengths))"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [],
"source": [
"def plot_benchmarks(list_of_runs: List[List[Run]]) -> List[List[Run]]:\n",
"\n",
" def plot(ax, offset, attr, color):\n",
" matrix = [getattr(runs, attr) for runs in list_of_runs]\n",
" xvals = [i + offset for i in range(len(list_of_runs))]\n",
" ax.errorbar(x=xvals, y=mapl(mean, matrix), yerr=mapl(stdev, matrix), \n",
" fmt='x', fillstyle=None, color=color, capsize=5)\n",
" ax.scatter(x=3*xvals, y=(mapl(min, matrix) + mapl(max, matrix) + mapl(median, matrix)),\n",
" marker='_', color='dark'+color, zorder=3)\n",
" ax.tick_params(axis='y', labelcolor=color)\n",
" ax.tick_params(axis='x', rotation=45)\n",
" ax.set_ylabel(attr, color=color, fontweight='bold')\n",
"\n",
" fig, ax1 = plt.subplots(figsize=(10, 5))\n",
" ax2 = ax1.twinx() # Second x axis (on right)\n",
" ax1.set_xticks(range(len(list_of_runs)))\n",
" ax1.set_xticklabels([runs.name for runs in list_of_runs])\n",
" ax1.grid(True, linestyle=':', axis='y')\n",
" offset = 0.07\n",
" plot(ax1, -offset, 'lengths', 'slateblue')\n",
" plot(ax2, +offset, 'msecs', 'orchid')\n",
" return list_of_runs\n",
"\n",
"def mapl(fn, iterable): return list(map(fn, iterable))\n",
"\n",
"def compare(tsps, test_set): return plot_benchmarks(benchmarks(tsps, test_set))\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# The Benchmarks\n",
"\n",
"We'll start by comparing 4 algorithms on a test set of 30 sets of 300 cities each:"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[ greedy_tsp: 37,128 ± 1,424 length (100.00%) in 15 ± 0.8 msecs,\n",
" k_nearest_tsp: 38,740 ± 860 length (104.34%) in 71 ± 0.6 msecs,\n",
" nearest_tsp: 40,472 ± 1,064 length (109.01%) in 8 ± 0.4 msecs,\n",
" mst_tsp: 43,127 ± 1,114 length (116.16%) in 21 ± 0.7 msecs]"
]
},
"execution_count": 115,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tsps = [nearest_tsp, k_nearest_tsp, greedy_tsp, mst_tsp]\n",
"tests = test_set(30, 300)\n",
"\n",
"compare(tsps, tests)"
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {},
"outputs": [],
"source": [
"opt_tsps = [compose(two_opt, tsp) for tsp in tsps]"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[ two_opt_greedy_tsp: 33,561 ± 663 length (100.00%) in 114 ± 19.1 msecs,\n",
" two_opt_k_nearest_tsp: 34,178 ± 549 length (101.84%) in 184 ± 19.9 msecs,\n",
" two_opt_nearest_tsp: 34,220 ± 779 length (101.96%) in 128 ± 29.4 msecs,\n",
" two_opt_mst_tsp: 34,526 ± 671 length (102.87%) in 141 ± 24.3 msecs,\n",
" greedy_tsp: 37,128 ± 1,424 length (110.63%) in 15 ± 0.8 msecs,\n",
" k_nearest_tsp: 38,740 ± 860 length (115.43%) in 71 ± 0.6 msecs,\n",
" nearest_tsp: 40,472 ± 1,064 length (120.59%) in 8 ± 0.4 msecs,\n",
" mst_tsp: 43,127 ± 1,114 length (128.50%) in 21 ± 0.7 msecs]"
]
},
"execution_count": 116,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"compare(tsps + opt_tsps, tests)"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[ ensemble_tsp: 33,527 ± 638 length (100.00%) in 438 ± 38.6 msecs,\n",
" two_opt_greedy_tsp: 33,561 ± 663 length (100.10%) in 114 ± 19.1 msecs,\n",
" two_opt_k_nearest_tsp: 34,178 ± 549 length (101.94%) in 184 ± 19.9 msecs,\n",
" two_opt_nearest_tsp: 34,220 ± 779 length (102.07%) in 128 ± 29.4 msecs,\n",
" two_opt_mst_tsp: 34,526 ± 671 length (102.98%) in 141 ± 24.3 msecs,\n",
" greedy_tsp: 37,128 ± 1,424 length (110.74%) in 15 ± 0.8 msecs,\n",
" k_nearest_tsp: 38,740 ± 860 length (115.55%) in 71 ± 0.6 msecs,\n",
" nearest_tsp: 40,472 ± 1,064 length (120.71%) in 8 ± 0.4 msecs,\n",
" mst_tsp: 43,127 ± 1,114 length (128.63%) in 21 ± 0.7 msecs]"
]
},
"execution_count": 117,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"most_tsps = tsps + opt_tsps + [ensemble_tsp]\n",
"\n",
"compare(most_tsps, tests)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is interesting. Now `greedy_tsp` has increased its lead over `k_nearest_tsp`, and `divide_tsp` is out of contention. Apparently, it is hard for `two_opt` to optimize the types of tours produced by `divide_tsp`. On the other hand, `two_opt` seems to have an easy time optimizing `mst_tsp`.\n",
"\n",
"As far as run time goes, note that `greedy_tsp` is now faster than `nearest_tsp`, reversing the previous comparison. It seems that `two_opt` runs faster on the tours produced by `greedy_tsp`. It should not be surprising that the speed of `two_opt` depends on the tour; `two_opt` has a `while` loop that will repeat a different number of times for different tours."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Different Sizes of City Sets\n",
"\n",
"Let's see if the results are different for different-sized city sets. We had been doing 30 samples of 300-city sets; let's try 20 samples of 500-city sets:"
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[ ensemble_tsp: 42,841 ± 544 length (100.00%) in 1,323 ± 144.7 msecs,\n",
" two_opt_greedy_tsp: 42,885 ± 598 length (100.10%) in 375 ± 78.6 msecs,\n",
" two_opt_k_nearest_tsp: 43,651 ± 553 length (101.89%) in 508 ± 47.0 msecs,\n",
" two_opt_nearest_tsp: 43,798 ± 516 length (102.23%) in 357 ± 52.1 msecs,\n",
" two_opt_mst_tsp: 44,422 ± 505 length (103.69%) in 444 ± 123.5 msecs]"
]
},
"execution_count": 119,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"compare(most_tsps, test_set(20, 500))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"At this size `greedy_tsp` is a more clear winner. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Benchmarking Exact Algorithms\n",
"\n",
"Here I compare the two exact algorithms, Exhaustive Search and Held-Karp, to the (approximate) ensemble algorithm. I'll try both 9 and 10-city test suites:"
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[ exhaustive_tsp: 6,840 ± 708 length (100.00%) in 104 ± 41.8 msecs,\n",
" held_karp_tsp: 6,840 ± 708 length (100.00%) in 7 ± 2.4 msecs,\n",
" ensemble_tsp: 6,848 ± 709 length (100.11%) in 0 ± 0.1 msecs,\n",
" divide_tsp: 6,942 ± 719 length (101.48%) in 0 ± 0.0 msecs]"
]
},
"execution_count": 120,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"compare([exhaustive_tsp, held_karp_tsp, ensemble_tsp], test_set(50, 9))"
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[ held_karp_tsp: 7,233 ± 825 length (100.00%) in 21 ± 6.7 msecs,\n",
" ensemble_tsp: 7,239 ± 821 length (100.07%) in 0 ± 0.1 msecs]"
]
},
"execution_count": 125,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarks([held_karp_tsp, ensemble_tsp], test_set(30, 10))"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[ held_karp_tsp: 8,119 ± 699 length (100.00%) in 5,142 ± 234.3 msecs,\n",
" ensemble_tsp: 8,119 ± 699 length (100.00%) in 1 ± 0.1 msecs]"
]
},
"execution_count": 124,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarks([held_karp_tsp, ensemble_tsp], test_set(10, 16))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This says that while `ensemble_tsp` does not give a guarantee of an optimal tour, in practice on small random city sets it performs almost as well as the exact algorithm (within 0.1%), only much faster.\n",
"\n",
"\n",
"# Further Explorations\n",
"\n",
"\n",
"That's all I'm going to write for now. But there are still plenty of open questions for you to explore:\n",
"\n",
"* **Branch and Cut**: this is a technique to cut off a search early, when a partial solution is obviously not optimal. We saw how Held-Karp cuts off some permutations of cities when another permutation is better. A refinement on that is to keep track of, say, the best total length of the segment going through all the Bs cities. Then, any time you have a partial segment through some of the Bs cities that exceeds the best total, we can stop right there, before even finishing all the Bs. With this technique, you can find optimal tours for around 50 cities.\n",
"* **Linear programming**: Look up the topic \"linear programming\" and see how it applies to TSP.\n",
"* **Heuristic Algorithms**: There are many approaches for using heurisitic estimates to find good (but not optimal) tours. For example, *ant colony optimization algorithms* make random choices of which link to follow, and then the links that occur in the best tours get reinforced with some virtual pheromones, and other ants tend to follow those pheromones. *Simulated annealing* takes its inspiration from metallurgy.\n",
"* The **[Lin-Kernighan heuristic](http://akira.ruc.dk/~keld/research/LKH/LKH-1.3/DOC/LKH_REPORT.pdf)** is a generalization of `two_opt` that can split the tour into more than two pieces, and considers all ways to put it back together. With such tricks, approximate algorithms can handle hundreds of thousands of cities and come within 0.01% of the shortest possible tour.\n",
"* The **[Christofides algorithm](https://en.wikipedia.org/wiki/Christofides_algorithm)** gives a guarantee of 3/2 the optimal tour length (improving on the minimum-spanning-tree guarantee of 2).\n",
"* Can you explain why `mst_tsp` produces a guaranteed result, while `greedy_tsp` does not, even though the two algorithms have similar structure in the way they iterate over `shortest_links_first`?\n",
"* The code in this notebook was designed for clarity, not efficiency. Can you make the code faster? As one example, you could use a bit mask to represent a set of cities in Held-Karp; that should make a big difference.\n",
"* **[William Cook](https://www.math.uwaterloo.ca/~bico/)** has a comprehensive \n",
"[web page](http://www.math.uwaterloo.ca/tsp/) on the TSP, as well as a great \n",
"[book](https://press.princeton.edu/titles/9531.html) and a\n",
"[draft chapter](http://www.math.uwaterloo.ca/~bico/papers/comp_chapter1.pdf) on Discrete Optimization featuring TSP. Like my notebook here, Cook's chapter goes through a variety of algorithms for TSP, describing each one in prose and code. His coding style is different because he uses C (in an imperative style) while I used Python (in a mostly functional style). His code is much more efficient (but if it is 100 times faster, that might only mean two more cities on `exhaustive_tsp`). Cook chooses a different set of algorithms to explore, with\n",
"more emphasis on optimizing algorithms that find guaranteed shortest tours. I find his explanations and code\n",
"are both beautiful and concise, and I think it is very interesting that\n",
"there can be two quite different approaches, which (in my opinion) both turn out very well. \n",
"* If you are heavily into math, there's a [taxonomy](http://cstheory.stackexchange.com/questions/9241/approximation-algorithms-for-metric-tsp) of solutions.\n",
"* What else are you interested in?"
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