\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",
"In this notebook we will develop some different algorithms that solve the problem, and more generally show *how to think about* solving problems. We'll discuss very general *strategies* that can be used to attack any algorithmic problem, and show how those strategies lead to solutions. Then we'll benchmark the algorithms we develop, 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",
"\n",
"| | |\n",
"|--------|--------|\n",
"|*Given a set of cities*|I'll represent them with a set of points in the (*x*, *y*) plane|\n",
"|*and the distance between each pair of cities*,|I'll define a function `distance(A, B)`|\n",
"|*what is the shortest*| I'll use `shortest(tours)` to find this, and `tour_length(tour)` to compute the length of each candidate tour.|\n",
"|*tour*|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?*|The function `valid_tour(tour)` will check this.|\n",
"\n",
"Four more basic concepts, implied by the definition:\n",
"\n",
"| | |\n",
"|--------|--------|\n",
"|**City**| Python does not have a builtin type for 2-D points. But we can use [complex numbers](https://docs.python.org/3/c-api/complex.html), which are points in the (*real* × *imaginary*) plane.|\n",
"|**Segment**| A portion of a tour that does not loop back to the start. Whereas the **tour** `[A, B, C]` has three links, the **segment** `[A, B, C]` has only two: `[A, B]` and `[B, C]`.|\n",
"|**Link**| A two-city segment, such as `[A, B]`.|\n",
"|**TSP algorithm**| A function with the signature `tsp(cities: Cities) -> Tour`.|\n",
"\n",
"**Notes**: \n",
"- Some authors use \"cycle\" or \"circuit\" or \"[Hamiltonian path](https://en.wikipedia.org/wiki/Hamiltonian_path)\" instead of \"tour.\"\n",
"- The [**Euclidean distance**](http://en.wikipedia.org/wiki/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",
"- The Traveling Salesperson Problem is famous because it is a canonical example of a \"[hard](https://en.wikipedia.org/wiki/NP-hardness)\" problem, one that nobody knows how to solve in a reasonable amount of time for a large number of cities. However, if we relax the problem from finding the \"shortest tour\" to finding \"a short enough tour most of the time,\" then there are solutions to this problem that 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",
"\n",
"\n",
"First some imports (they will be explained later as they are used):"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import itertools\n",
"import random\n",
"import time \n",
"import math\n",
"import re\n",
"import matplotlib.pyplot as plt \n",
"from functools import cache\n",
"from collections import Counter\n",
"from statistics import mean, median, stdev\n",
"from typing import Iterable, Callable"
]
},
{
"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 slowly):\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))\n",
"\n",
"# TODO: possible_tours"
]
},
{
"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": [
"Note that we could optimize this by eliminating redundant tours. [A, B, C, D] and [B, C, D, A] are actually the same tour. Eliminating the redundancies would make our program more efficient, but would still leave us with (*n* - 1)! permutations, so I'm not going to bother with that optimization.\n",
"\n",
"Let's try `exhaustive_tsp` on a random set of 8 cities:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((596+284j),\n",
" (1760+184j),\n",
" (2650+234j),\n",
" (2577+1077j),\n",
" (2042+1224j),\n",
" (1868+1260j),\n",
" (1571+1571j),\n",
" (104+1276j))"
]
},
"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 tours (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', title=''): \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",
" plt.title(title)\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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4EQpBx6bCHxGPZkRS4NQbXVSKmxY99czHJfZwkIUXobJlSzCxqfCHBC+EQ8ilF8IhJHghHEKCF8IhJHghHEKCF8IhJHghHEKCF8IhJHghHEKCF8IhJHgh4A7/A9Z/4WfK97WOAAAAAElFTkSuQmCC",
"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": 9,
"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, this time on 9 cities, and then 10:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"exhaustive_tsp(9 cities) ⇒ 6,952 length tour in 293 msecs"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(exhaustive_tsp, random_cities(9))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can keep going, let's say to 11 cities:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"exhaustive_tsp(10 cities) ⇒ 6,854 length tour in 3,064 msecs"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"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 about 3 seconds to solve an 10-city problem, so 11 cities would take 11 times as long, and just 16 cities would take over a week. \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 into pieces, solve each piece, and combine the 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. It is inspired by the **approximation strategy** and the **greedy strategy**. It is approximate because it is not guaranteed to find the shortest path. 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",
"- **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"
]
},
{
"cell_type": "code",
"execution_count": 12,
"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: Iterable) -> object: \n",
" \"\"\"The first element of a collection or iterable.\"\"\"\n",
" return next(iter(items))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The exhaustive search algorithm 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* - 1 possibile neighbors, 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 5,000 cities in under a second:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"nearest_tsp(4999 cities) ⇒ 154,808 length tour in 939 msecs"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(nearest_tsp, random_cities(5000))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Real-World Cities"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A tour of 5,000 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 [list](https://raw.githubusercontent.com/norvig/pytudes/master/data/latlong.htm) of over 1000 cities in the USA with latitude/longitude coordinates, 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": 14,
"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 this format (by default skipping Alaska and Hawaii):"
]
},
{
"cell_type": "code",
"execution_count": 15,
"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",
" entries = re.findall(r'([\\d.]+)\\s+([\\d.]+).+([A-Z][A-Z])', text)\n",
" return Cities(City(int(long_scale * float(long)), int(lat_scale * float(lat)))\n",
" for (lat, long, state) in entries\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 nearest neighbor tour on the USA map:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"nearest_tsp(1088 cities) ⇒ 53,364 length tour in 51 msecs"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"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. Could we fix them? The next section shows one way to do that.\n",
"\n",
"# Local Search Strategy (two_opt)\n",
"\n",
"In the following diagram (from [wikipedia](https://en.wikipedia.org/wiki/2-opt)) we see the top tour has two crossed links forming an ╳. In the bottom we see the same tour with the ╳ uncrossed. The bottom tour replaces two longer crossed links with two shorter links, thus improving the tour. \n",
"\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We'd like to avoid results like the top tour. 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 gets to [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. \n",
"\n",
"Why is it easier to fix the mistakes? Because we can't easily answer the question \"is it a mistake to extend [a, b] to [a, b, e]?\" but we *can* easily and definitively answer the question \"does replacing [b, e] and [c, f] with [b, c] and [e, f] make the tour shorter?\"\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 ╳. There can also be cases that don't involve an ╳ but still result in a shorter tour when you swap the links. You can think of this in two ways:\n",
"1) Break the links [b, e] and [c, f] and replace them with [b, c] and [e, f] (whenever this makes the tour shorter).\n",
"2) Reverse the segment [e, d, c] to become [c, d, e] (whenever this makes the tour shorter).\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. \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": 17,
"metadata": {},
"outputs": [],
"source": [
"def two_opt(tour: Tour) -> Tour:\n",
" \"\"\"Perform 2-opt segment reversals to optimize tour. Repeat until no more improvement.\"\"\"\n",
" tour = list(tour)\n",
" while True:\n",
" improved = 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",
" improved = True\n",
" if not improved:\n",
" return tour\n",
" \n",
"def reversal_is_improvement(tour: Tour, i: int, j: int) -> 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 # All tours of length N have the same subsegment indexes, so cache them.\n",
"def subsegment_indexes(N: int) -> 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": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"two_opt(1088 cities) ⇒ 46,460 length tour in 1,258 msecs"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(two_opt, list(USA))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That's better than what `nearest_tsp` produced. Could we do even better if we started with a better tour? Let's see:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"def nearest_tsp_2opt(cities: Cities, start: City=None) -> Tour: \n",
" \"\"\"Apply 2-opt to the result of nearest_tsp.\"\"\"\n",
" return two_opt(nearest_tsp(cities, start))"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"nearest_tsp_2opt(1088 cities) ⇒ 45,105 length tour in 759 msecs"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(nearest_tsp_2opt, USA)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This tour is indeed shorter, and the total run time is less, so that suggests that 2-opt performs better when given a reasonably good tour to start with. Later on we will **benchmark** our algorithms against large test sets to get a more definitive comparison."
]
},
{
"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 to form one bogger segmenr. 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-links-first order and choose the next usable link. 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": 21,
"metadata": {},
"outputs": [],
"source": [
"def greedy_tsp(cities: Cities) -> Tour:\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: Cities) -> list[Link]:\n",
" \"Return all links between cities, sorted shortest first.\"\n",
" links = itertools.combinations(cities, 2)\n",
" return sorted(links, 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": 22,
"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": [
"Here is the greedy search in action:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"greedy_tsp(1088 cities) ⇒ 51,129 length tour in 174 msecs"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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EIS9japMpaPRTJWWWtFLSZov0T7UNUtcYW9pGtAWwrV5+ucjdd9eXKlsUKNMrr6zGxthjR6csY6CTVolhSyrlCI51tIZ5FfZkDCiM7iqdMaTl08oIEqA89eV1r20MH1JqMcqaNA6oK2VuXX99nyOEa6AWm7RtapPrRJEaWz6LbAwMXRyRwf95UcscIBjjJPAZ5AIGHq1wkLfUYvPi/zjyICOrywlSJ7gnuBqotaXsJ6qNV9P7oIeHh4dHb6BrWZFRVJKUkU8/jf8bGywMvniYy7IFJzGv8nuOVRVQFhZdVHvuUp/nglELiGB//70aL1nRFJsoihhEKZCkQN7julELUKRRNA85ZNjf//STkkHB0D3ppGoAE8l3zagF/fur8TTRRErYhPFZlQvu7bd1HPKyllNXWQejOHjhBa1/JiLKusYQIsrHOz/XZdQ+/bTKRRxTYbnG/6k7feIJqR08hzg5G8jYzmcRZO3gzGAcIVyj/RT3RsssDGW+h2Mlz7rDKEY2IS9wyNDvmfXG/IqbvxiGZLLYYjSvG8x5slkgg6MdWNR9NrkPenh4eHj0EEyXwlZNU9kaSr6XVMcXVatrAw8+aMyUU2pdn4t4+GFj5p1X67TK1EpXiT/+MGaTTYxZYw1jfvnFtApc7wwzGPPss3of556r82H33Y358kvTKrz5pjHLLqsv/m8byy3XVzNdBLbrrDvrEJ96yphpp9X60LoRvpY999T6cuqEo3D22cbst59pDIw7fAYTT2zMBBPo/7M+i99/N+akk4yZfHJjTj1Vf07bR/LuKVEcDLwzbsiZeeYxZvBg01owZquuaswuuwxfO97UPujh4eHh0VvoWsM2iRgG0o+6SCuaIA25+GJVhF96yTiNlVYy5tprk4lFyhD8lMGPPxqzwgpKjlIHkVEVuOceHafppjNm442Neecd01qgKF91lRpWhx9uzK+/2jkuRv+EE/YZMk0jyonDM9x00+avJSCIinMoDRlizIILmsZx++1qKGbFwIFK9LXVVsZ89tmwf8tDKJhFFiU5QbiOaaYx5qCD7M3vusF1L7+8MXvvPaxxm7QPMqdwQnh4eHh4eJRF1xq2SR7y2WdXJscffqj+Guo0zGD63GcfYxZYwJhPPjHOA8MbQ2XffVUhDsYk/Kxg+K3bMfDFFzqGhxySj7XWtYg498A45VHyXQds5jvsYMyMMxpz333lj/fMMxoJdgFNOXFsXQvZF5NMUo9cTQKs04sumu0eV1nFmIUW0syGLPtImB05DytyVnz/vTE77mjMLLPER8bbkC0Cy/rBB2d3NMOGvu66yc/Bw8PDw8MjDV1bYwuoO4uqR3vpJa2HWnhhJTupEuE6vIB1tYo6PHrEUrtKbfEjj2gNpcugDu2gg7QPIkRdzz3XV9PKi7oz3u+6K5pwBaAWcb9lryNcu/vwwyJLLimy+eYiRx/dPEtwXtBnFeIomIWp8aOWnPnAOHcDYLKlFhIiL9bzRhspk3JRUDe9xBLiBFyqQyxyLcg0avqfekoaBazG77wT/3dqQSHhoscw+wLXu+CC2faRDTbQnsu8+L/tGmeIt+BDgBEcErPddtPa+DZh1FGVmI6ey8jQzn0QhOvRmWs8L7ggGNellxYZOHB4oqmmeBY8PDw8PFoE08MgZY26w5tuqvY8eKtJtcIrPfbYxmy3nd3oCz0lqc8ihS1LzWrTCFIc09L7srzmnlsjNDbTPnfaybQO9ObcfHNjpp/emGuuGXYeXHihMaut1t7ocxxIEafnLXWR1BDn6U0agJrAhx4yTsClOsSi13LmmW70ZCVyTJ/gMFgTl19uzNRTa5YI0VHXI5/ULFNKcO+9pnVgfImGn3hi3+8oJ+B+4urRkVFkYvTv39d7mDKBpngWPDw8PDzaha5t95MVtPahHQ5RrmOOKccQiwcZ73PQw5Y2KrCEBr378EAHo835zjhDPdll2VLpV3rEERpldB1JbR+igEc/7rP87dBDte0IrUZ23VVk1VWTeyl2W/uJb75RJt/rrtPoEREP2m6EwT0SlSS6+dFHOj+Dliw//NA3V8vOxabw4Ycie+yh90akCxbaLCATYLLJlMl2tNGkcdTdF7eKa4HJGmbcpqO2MDRffLFm5oBBgzT6Od542nZnxhmlNXj+ed1DmNennqr3ELXXuLh+v/tOmaU320xb7NEqCvmapTcwfZFps0bGCZknUZpKm2S1h4eHh0cNaNqydgE//WTMhhtqrR31lUUQ5VEOyFaSCEfKeJxvuUUjzo8+alqDrCyj4Tpa6myTvPVEYohoUC8HadYpp2gtZhidxFREzeuu3bUdzSESQrSSWuC06NNRR/XdW9V1gk0BBnCe/x57ZKvzpMY7Sy1mXWh7jW2wFmElRqY2CerKmQ+QQUEKBTnUnXea1oKo5dFHKycBGSVtil5+9ZUxc85pzPnnK2Fg3v2KmuO4fdRlWR1Fhujh4eHhUS28YRtKgTr9dFWMBw3KN4hZmTNtKaxcK0YNBCNZvuvSBpuU4pg0PllbqvB7DJtJJ9X0b9KU41KOk87pavsJ0m25n3/8Q+8vC0mYbWZXl4FBtf/+Oj6UGCSlX591lntK8ZZb9insTRotsIJjoBYxoGiPZYPYqwwOPFDnAOUfyMrffjNdgbvuan79FtlPPv9c9yuuM2/rNJdS9LPCp057eHh4NANv2HYAbzI1WJdcUl0UsozHGc89EYh+/YaPSrZhg806VgE7ctHrJGJH3SWOiqqfSR3AQCMCBaP3WmsZ8/rr2b9rsxdnW0DrmcUW02h/XJsjWFgxFFzB0KGagfHYY3b74hYBGQ04CIr06MVBSL1/UyB7I5jTbWCHd719nK395P779TqvvLJd99zmzAsPDw+PXoM3bCPw0UfGLLKIKndZPP15o5BFPc5ff23M0ksbs+222n/T9gZbR2Q3S/SQ1j+2FHqU87zPxjXl4+mnjVliCWMWX9yYp57K//2s89PV6EdRkBZ76aUatTvuuL5etcxB5sUooxiz555upAjS/3OuuYwZMKDpK9FrgIyuaG/fwYPVqVA33nrLmNVXN2b++Y056SQlTOs2NBm9LGuwQWK3/vrGzDCDMTfcUN9560bbDHEPDw+PbkJXt/spCoiIIKyASIrWL5DTJLUdgIinaFsYvgf5RxyCc0GKBDnIQguJXHihyIgj2m3Z8e9/K5kShDE33KDv/HzZZWIV4bYPQbuHACutJDLttCLnnqvENDYIQd5/P/5vwdgE11FFG6YygBSFFk4Qx0DWQ2uaRRbJfxzmV5b5CckUZGeXXKKkUm0HzxJSHUho/vMfJd854ACd15DS/PabyFlnVTPP82KffVTWrL56s9fx+edKwnbVVSIjjVTsGHPOqXLrl1+kFtAO5+CDRZZZRmSNNUSefVaJ0pJa/rQVSWs5bS9puh3Vk09qe6X77tN1OGBAuT3DJVkdBoRemLFRsNGizsPDw8MjAU1b1q6D9hAQdjz4YHGSqKLRweBcgbc6Lj2XNFVS7h55xJiLLjJmn300cjHmmMnnnnlmjWhde21yRI8UMtsIpzhC3EWUBdx8s6ZZ22pNk+Y9p0616bTPTvAsuS5qBHk+tLUpgzw1ttdfrxkBtEvZeGOtlSzSRsdF0GrExSj9rbdq2yqitk2CNQcBGy17yoJo6QMPmMqv9+qrdZ3stZcx3303bLR+3HG7r8VVldHLtIydstFi2vx8+qn+n+vkuQ0cWGzPILvh8MONc2AOcm1xcsZHbD08PDyqhTdsM6bW0R+UnoJxG3sR4zapNilJgeE8u+yiG/y88xoz/vhKzAFpC0Ytxi1GLp+JM+o49goraCpmWh0q56uyJhflc445dJz5P70PbfVtbFMaG8zGMBzDdHzCCflJVpLA8ws7YsLPNqpOjnPTD5c5Qs05ZDxvvGFaDRdTBD/4QOtqXRhbWGuXX95OL2yYyQ891FSGIN2Z66U2OQowIQeGVDchWMuBDLPBm5BUO4ujDWfHZJMVN9hgp2afCQOeAGRLEccp32VPbsLpFucAgAMBY519ty17joeHh0e3wRu2OVoWTDNNctsBoi5ZjVtIbZI2OGoA447F75dbzpi77zbm7bfjI3pZjbosNZhVb8gXX2zM5pvr/zHKGUsbCnanUecCgVYnqGVEcaQWdO+9tZa6CoQjHkSEeWWJVH/4oTHHH68RfmrPL7jAmG+/Na2DC+yqYaUYR9l887kxDzGsMbA//tjO8Z5/XuvCbYN2bHAfUKdJLXBSRJbWMk8+aboSPC9qxDfYoHymSVpGBwYtcolsmqIGG9/ddNNokjcyopD5RbICOG6diHMAIBdxMtNCLG7PYd+GabxoS0EPDw8Pj3R4wzYHUCKSDD826Cwpn2kperQswchJOldWJTyLUZeFNbfqiBYRQhQo2kIAUiJJM7SFIuyuVQPDnTRwIg+bbWbMe+8Zp4ER8cwz2leSdkqsB5wrbUlVbjpi26kUB44rft8kIKKjFODGG+0dkzkx4YT2sg64xsD5AxFYlrTtnXfOz8DbFmCMBuUbVa4L5ilO1qT9hM+R0ZEEDGMcYlF48UV1quR1QmAMY1DWhbQsqk6m+qg95+yz9ZqbLjvw8PDw6FZ48qiM+PhjJaCJA+QZk02WfhzILx54IP7vn3wistRSIlNMoZ8tSxKyxRZKQgT5EMQdvPMzvw8AwQ7bcxKqJr0YdVSRzTdXYiwAedRhh4n8/rud40MwwjGvvdYeMVUZMAcWWEDkiitEbrpJ5PLLRaaeWpwG8w7ysvPOU2KetdcWOftskWmmEdl/f5GhQ4f/TifRGj83haR5zu+33rq6c3PfkIBB0PXf/+p7cC38/q23pDEcdZTI7LOLrLuuvWMiuxZcUOSZZ8of68EHReadV0mhnn5a59Eoo6R/DyK6biSQAq++qs+sarKjTgK+qP3klltErr5a5O23k4mjFl00+m9zzy1y880i//ynyKBB2a8bsrU//xR56impBUnkWRBZIcPT9pxddtF1wTgiAzw8PDw8LKNpy9oFJJFmUBu0xx5a97jvvskRWaKMadHapGgrdWOkO0MYVHdtKJ74JiO2QcornvugzQipyTaIbFwCz5i6QKItDz1kugLU4NFeZbbZjFlgAe0fTDq1az2Um0xLbzpaHAeiZGQMUN9tG8yJMgQ/775rzNpra+uhxx8vRsoVlDd0G446SuuYXZmbRPtnnTW6RIGo/UQTpZeWMBeR/0Rws+K663SOtKmUgWwGyB2b7PXs4eHh0a3oecM2TvkmZYgULNJjjz66T/FLIuHJUl8bpyhQL8am/vDD6Wlf9AKsApB4xN1DXaQXpLfCXgvef19TD6tQuut2kLzzjrIMUxsI83C3sbUC7mnQICVPIQ01ybnTZCp4E2npLtT3duKHH3Q+FjEas+DZZ7Xvdl78/LMSTyEPIcIrmup+++0qP6rsy90U2AMoA7CBV16xs1aPPVaddp2cD489ZsyKK2ZPL6akh9rbLOBckFLVsYZtOqcoN6K+Hie2h4eHR534TwoDftvR04ZtGmnGTjsZ8803w3+PTRQCkzQjNouigDGA5x0GzzffjD5XeAJiOBBhCRvArjNu5sFTT2nULzD8qM2qkl21agfJWWdpxB8l/Zxz+qLR3Q7YuePWVi+2vHAxYrvVVtVGjTA6cHBkrSdkzROBI2tlt92iZW/e9VinHKtDWQjOMdZYWkNc9hw8I6KHsJ+XzWTg+UEQxXWFAfEczuE8DlbYkjtrVuNw+um6VzetL1xxRb55AFEbRnkV7fQ8PDw8OoEsgrg2CMa5kklnGz1t2JZRNrMQLqW1zYEQBQN5qaXyMeHCOMrGb4vBtBMQGnH8JoiWUI4wbDFwAzZq0sBdbtuRpvDsuqtGx3oJLkYomwStQFyKYMMmS8SoakcLkbpHH03/HGyySy5pzLLLGvPqq+1r8VVH2n34HMEeVeYcyNpttjFmk000TdhGJsNvv2kbJjKeAgOPrCd6lecxwulvS+ucLNeAbOUc7BVNlTKQcj/jjMrUnGcevPyyOj3LznkPDw+PtP3jb39zN5POJnrasC2jfGdpkZPEhkw0AiVuyy2LKZe0x0GBwDi2DWqJzzjDNAZSkUlJDnv8YeJ1FS5G45qGH5M+wCRNemVQo99EzXE4ikSq+CSTZI+IlY3cL754fPQKY4S1Pd10amzbSNFPm3tkUFDeQDoo0WRkKIZd0XOXMaSzRveqMNYPPlgdD7b3ENrZUFMb9MguaoTfdptGNKm1TgNlQ3miwmUQ5wCAP6GI0njPPTr/4fPw8PDwqDv4Il2mq/a0YVt1xDZOeX3rLWNmmcWYE04op8iRSoiSZhv0K6U/blPA0KedDCltKA+kI+ORj0rVdgE+OulG1MxFQBCGUYtx21R9b1Sboc7skSrPGyULSYGFZIwaWIiQbLUFyuJ0HH10zUjh3MgZjLAJJjBmvPGiX+OOa8z44+vn+Dzf4/sYXdQo85kiykKWKC/7w0cfJd9TEYWEEokFFzTmxx+N02v/hht0jD/4IPlzjBHPpck2OmX0CVoh8TyoL/fw8PCoSzZJF2bS9bRhW9bTntTTDtKU0UYzZqONhj0ORBooujYay6MMwhgKGZEtcF+w27qQMhGuAeD/pCi3UWj069fXn7eXsPDCfVGbbq3lSCMvwgAi3bDXHAxp54VTgKwMCOLakC1ARJfIJoYTkV4ivjAAE3Fec838mT9p+wcpraSKYzTjBMVoSyL2y6OQUMfMMb/80lQC2+NPBg/zBfb1JNALnEymtjo4yW6A4TmNPdrDw8PDlmySLozY9nQf2xlmELn0Uu1BR386XvRf5Gd+n9TrNPzd4DvBO/3uHn5Y5LHHtPfigAE6dehZutlm2vePHqA2er/SA3WffURef12s4I47RFZbTRpD0O8zWG5B30/+T49D+h26hqT+qMwH+rzSh5NnPnCgyF9/udvr1Ra++ELkww9FhgxJ7qHcrbjmGpE99xS5/36ROeds7jqSem/ye2RY3edlTc83n8h114lMNVU7+hWzjkccUfvnjj66yFhjiYwzjsj444vMPHPyGEf1HE97LiOPrOPz+efaH3qTTfQa8pwjrn/2AQeI3H23yAQTSCVI6otbpB/6xhuL7LefyHLLqVyJw957i5x2WnP9YXkGeedBGCeeqO88Hw8PDw8b+OwztQ/S5GLRvdFJNG1ZuwCiFv37a6Qyb3pgWmohHv3lllMzjZQqerVWQUxDD0EbBEVEmgPipiaQ5O3H40S028VWOWn9UYn23HKL9jrmHmCjJSXdFumMa/TttP7oFu9fXpBWSEQsLX2ym9Pkm07Pr7NfcZGoeN7xKXKOTplAX1+Iimjv08b6+vPPN2bOOZNJomg3dOedprXZEaQik5KMDPHw8PAok9F5zDFKvgq/RxpxVDdl0nnD9v/h6quHb1NgA2xUpBcxeWhjUVWd6CGHaG9Djp/XwAkUIK5zjDHqIZWJQ5rCR62brf6NtpG1fpJ6MAw/DNwkQZPVwVIHI2seUD8Jo+l775mew4knGjP33O6knjdF4uUCeVid9cwnn9x3b1nWYJHxyWOsR8kEjn3ggabV6e+QGs47r6aBR+G++4r1TraFuN7z8GFkBSRStPSDVMrDw8MjD/77X2OuvFLtDWwayPyQyUmGbZjYthvgDdv/BzYR21EEWtRQFwr50V9/qcecWinYHm2D4xO1zVvTGFaAwnWtTRlFaQrfxhsbM9dc3VGHBJNnUp0dtbnXXGPMgw9qOwhq4jrv20WSJuY5vTF7CWQREIVfdNF4pbsJNDU/XGtvVDUgY9p66+yGdNHnksVYd0EmVBkxx3lEVJM656h1SD3uFls0l73S+Yxod0WkPI9T+7XX6omue3h4dA/g8Jl/fs0MHDrULUdznfCG7f/Dc89pGlNRdKZ9QRwDa+ZFFw37uTfe0JRnWi1gjNpC0VS1phWgItcEsQoeqbYjKTqNYTv77NoKhUg6rZ3w4kMmA0M0pGErrWTMHHPEe+KaElik3t97r+kZ4GyghQ7lDBALuYZOI6PK1CP6cTMWeIt32slu31WXwZxHqcgDxqGTJM/G+LiixFQZMYdJG5nYyeocRTzowpy76ab8faPvv191iDTSrDrgWqmLh4dHHyhrW2cdLdW47z73SoPqhjdsQxMDT0cRdKZ9BROIvPYosBmvt54xK6xgr6l8EWXGFQUoSREPFl5YORkyRDf8334zrUbR8Se9/Z13jHn6ae0Raost1Ybis/LK2h4FB063Iqzk7befMWusYcxaa7k9H8NGBg6Tww+3e3ycdNRAkpHCsYO2JcF5J55YWWu7LVILvvtO+wKTgp8XZDbguLJp/KU5zKj/7gbDBOfwMsv0zTUXHbVhbLutMh/nwSWXqEHcpMPMtVIXDw8PxTffaEYoZW0wwscFyw5wVNevCt6wDU0Qogx5UXQzJWXqlFO0MfsLL5jSKOKRcdmLEyjE9NRFWSa1Iuwp3nJLY04/3bQaNhQxFwRWZzp7pyOimxDVE5axRgFtC+hRzUZoq2cmkUrqivEYv/tu9GdQ6LuVEId2a5tumv977AGkmxLlrrP9WNPlJrbA+DGvyLSiDZMLsjAJGKeUCyFD8kQ/qYvGAWIzwysrXHcWeHj0IiAjpfwF3Rh+nTTi2P/02Dru6XY/YYw9tsj339fXToO/0Z7g4otF1lpL5PLLpfZWA2XbE1QJWi3NOKO2h/n4Y21PcfLJ2lrjsstEjjxS5NRTiz0zV5DUMiqt3VSVrU2KtGcKt2Xi/7w491tvSdeg8155D8Z+u+3ac6/TTiuy8soi551X7ji0c6JF1U476Vqk9ViczJh7bpGXXpKuxO23i6y+ev7vvf22yHjj6csmkmQCCNZo29cne9RJJ4nMNJPIuuuKvPOO3TZDtkGbKNqe8XzYy264Ydg9LQ7HHKOt/Wjr1yvtwjw8PKLlGPsNLQRpf/nUUyJHHy0y5pj5dM2//b/2pnl0zTbBG7bBQPyPvjp7jCbhjz+0Xy1KbtHNdJllRJ54QpVMFESOWQRFDJyk73BPKKNN9VmN62cbKGS//67Xg2LQZtDTFeO9aK9XBNassw7bgzmvcVwGvaT4dNO9HnywyJlnivz4Y/7v/vabyLHHiiy6qMhii4m8+KJIv37J35lrLpGXX5auw59/am/YFVbI/p1Anm60kfbGtS1PO/uzx6FtczbuHpjHk0+ujpO4/axpRy3gOR91lP4/2MvCe1qck4HniOH73HMi55xT6yVb70ns4eFRDMi3ZZcVOeUUkSuvFLniCpEppyyma66+uhrD9LfNqmu2Cd6wDWHccUW++y590L76ShU7FIgfflBDosxmyuR87DHd5JZeWiOUecG1LLJIPgMnKWJ42GEi++0nssce6lHO42Guy4igkT3X8emn0mrwbI4/XuTaa/U9jzGKY2WkkUTeeKO4cVwGvaT4dNO9TjGFyHrriZxxRvbvcI+33SYyxxwarcWg3WUXkRFGSP8uUbX//Ce9SXzb8OST6gBM85gH+Pe/++QpHvfBg6uRp4ESw7Hj0LY5Gwf2AxzDzK8ms1eqdIyNMoquvbPPFhk4UGqDy1ldHh69gE8+0SAUuh377aOPisw/fzld87bbROadV+TLL6UrkUEl6R2QEvb11yITTBD9d7wbKIJ33imyySYaaSV6Eac85NlMRx5Z5MILdfMjCkJq8lJLZb92jOEPPhAZMkTkqqtUYWHT4fxJhhIK0OKL66ba+R0iMiuuGP09PsP3qooIZjEieF677aZpyRdcID0HxgHj/oQTNG0bgVU3eknx6bZ7Ze6wue28c3o67NChIrvvrvIOB9c88+Q7F5FJxof0Wxxq3YI77hBZbbX8qewBgv9XIU851nLLqdMrSpa2cc5GgTFE4eNe2b9xuOCg5Z65R95dSLcr6xibcEJNQ+zfX9+DjKqqS7SSMtKadhZ4eHQrfv5ZS3woV9xzT5Hzz1c7wRY22EDkuuvU3ug6NF3k6wooroZpl7YNYUIHCCqgz6a1ygwzGHPOOcO3GLDds2/QIL2W007T82cB7KzHHGOsokkyjqzn/uUXY/7xj+5m4Y3DLbcYs+yyzV5DL5ESdOO90nuXVxzoybvHHrrG6KmcVR5FYautjLnhBtM1YCxowfX+++7JUxiazz5b2aiTWNPbOGc775Pe5hCXwUrOz3QboNf5BhvYbzNUBrae/8MPK9Hlhx82J+94nXBCtef38OhF0D7wsst0z91tN3udUzrxxRe6P2A7dFsbL2/YhphOg/53gWEK8y59Qpde2pgBA3TC1dWz78sv1cjmeGlU/zSqp7ep7QVQlDXZRs+7tE2VPsEBLr1UFZteAgocbTvov9w06J0WXjfd3A4icGIF8qLt9wob/OSTG/P558P+HgZW2gfA2ktbFRvtRmBxTDKi24Jwa6uJJsou3+pioX/ySWWpXn99NX5sO15dAYbsmmtqG6lwqyV6xdLrfOedyzliXHaMXX65PuM0NtQq2bWbZpn28Og24LSad15lQa86WPOvf/XJnm7aF0DPG7ZpBtRttzX3cFAu2TwwrpOUp1NPNWaXXerf2Cad1JijjzbmpZf6FAibPe/iFDJaPNCuhBYrnBelZrbZtK9rrwBjft11m74KYwYONGbhhY158027jh2Xwb1ts40x44/fHfd61FHG7LnnsIYRvTMxGmgNZAu0BaJtV5vR2doqT+ucJHnKMcoaCjgntthCHV7331+t47Vp4Gjp39+YnXaKdjhj9K64ojF77eWWcdu5pwXPvsj+eNhh6lwp0j+5rCOGF1lsHh4e5YF+z36Ls+qhh6of0f90YfZZGD1v2Lre+w7cfLNGTsJRynA/K1IWbCqgWSc/UWwM2wUXNGbqqY3ZcEP7aW9xCtlHHxmz2GLGbL659uPkWpZc0i0lpiq4kn5NZIQ+w88+a3oOrDsM26QsjraAqA/98HiOm2yivTYpv7CN777T87QVZZWBNCdq0b7cQdoxkfcTT9R12c1gHi2+uDH7758s75GT/fppH1iX9oXwnrbUUsbssEOx43BPpGFXFZlOc8QssID9c3p49BLoYb777qo/49yqq1f1AS2we8qg51mR28B0uvbaIvfdp2Qvhx46LJnDjTeKLLCA9qasu88qlOGHHCLy7LMizzyT3FO2aGuJOMZg2jvACAyhxsILK+sq40K/225EuOXSqquKLLig3nOToPXEQgvptfQaIENiDkLY1nbAqv3rr/osYRiffXaRhx6y34YGIhrGDVb5Xmz3lCRPYUm+5BLtyxq3H0WBPobI/8cfVxkMkz3Ps1vB3KHlBX2YIc1LamdE71dIliB5pNejKwjvaRA9smcVYQsP5twrr4icdZb960zrh/z++9p2z8PDIx9o6wkRLW3wxhlH5LXXlMg1rsOKTXz3ne4XcTLHFbunDHqeFbktTKcwL6O4bLmlGjZXX63tiVCIYFOuCkmsyWFMMonIWGP1sVDWsVhQkrl/rg+myLXWUuMfIx9W6eB62aDbzMRKixDYVIOxRSAFvQ2b6kH2+ecip52mLUt6FbS9efVVd2REXjCXYHjfZx9dzzDKPvKI/p65hpHFurc5x2BypZ8txkkvOkGT5CnvyDAMBgyVJCXniy9E9t9fnYq0gGnjeBZpe7H88iLbby+y667ZvjP66Noeh+/BKMqYudZ2C0Z7nLRFniH3dOutOqdwaOBos7Xv8d2LLtK9J4plGoN8wABtQ+Lh4ZEO1g6tdtBT6TqCTo+DvGoj+plnRO6/X1/ICGyHOF3dJbunMEyPo2255qQckW4GG+cpp2j6rSsgfSFuLKtObyAVm6J7ztVNREauzk9qTHudFfP444057jjTSpDGTg3iIosou3Zdc+yII1RutRHUIceVWtiSb9SGUtKxxhrGvPzy8CR8QdoxKd29kHYc4N13tSsBNc5FALs3deN0GnANV12lJQBlZVEwD23ue/feqzpGVDkQddzUOXt4eKTj+ed1LUFG+8IL1doIQ4cac+aZymkx4YTGLL+8MSefrHw4lE+5qlfaQs8btqCNrJEPPKCTcL31jDO4/vr4+rE6FsuQIfnOb4O9uRdrIRDQKJko4VWgDc8F3HGHMRttZFoFGNT33ltreq68UjfBOucYZHxllfgm8NRTSlhXR+scFA+IeaIMFbgWArbjXsHrr2t7m7Ktoqhnow3Quecap+QWHBGTTFKc4bhKJXXrrbX1SNw8pS3hO+8UP76HR7cDWQ1z+0wz6f5XRT08xIFXX63kgVNOqUEeOAiwE379tXvsnqzwhm1LWSPx5o8+unqhIY9o2nPP9bCgDj20ucWSR0G3yd5cJapqEVJUCUMoQ9oFWVcVaMtzCaJItDpqA1BCGVuMM553WImuqw0NeO89ZXlvCyDzgCBvuumMeeKJepSBbvem5wERBuYs7Ou2ejfOPrsy6rskt+jxXDQaXZVjCp0Cg5todxxYG+z5Hh4ew+LHH3VtkF1D9DSLjp5VL4MYj2wKOoTgrMNRjRPquuu0VWi32j1Z4Q3blgI2YPpM4o0hLXTRRY35+ONmroXFAEvvgw82u1jS2hOMMUbfNbVFcaxCacmrhIWFLf3VMGyr8Dq2TaFnDCaYQBmSXcYzzyhz+aqrRm+UdUZsGTNSo+K8yC7hgw80dYwIaVi5r1q+uZil0VSUHGcpvR1t4tNPlc39iivckVtEW7jXIlkqSfseGQa0ESkCnAn0A04C3QlQqqtqOeTh0TbgDKUdIw45ylfIFCmrl+GYJn2Z8q9ll9X+6ehilKVQVuQS67sL8IZtwygSOWMzwQsUVg4xctlg6BVZ5zUTLWYB33qraRxpCuGuu2r6KIZZ1bVyrhp7eY/XKWyDz/F7lBnmIJ5JFH88hSiNGASkp3Euaj1eecWYwYONee45VVaZo/Rqo6XMXXdpGyvqPFHAmqrRLgLub7LJNG3UxZRpngUOMJR4xjkO9K2ts4SAFidV1hjZarGGjEVBqVtpqDOC7ipwkmLo4ZSpKj2QcgoiHGWx777lHBGBjA2eb95ob9K+xz6HQ5eIMKU6eYDsoP43DTjM7rwz37E9PLoRpP4SQV1rrXz6QForOBzoBK8OP1wzh1x3pjeNnmdFrgK0yaA1RBo7YSfbbRITafiY774rsu66IqOM0vd3jjPnnNoOZrfd9JXUCsEmQy//h0K8aTDOjF8UuFbGBPZRGKXrZG8ug6BFCIypwfXBiMw7v+9kpy7TsoRnScsXGPP++kvkt9+U/Tjqc4w1bLrMwRFGSH7BXp32GV5DhkQ/ExefS7AOuC5a5NCOqwoW4aIsiLDq0k5gzz2V2TSuBcxHH+nc2nxzkSuvHFYWFZ1jWZmR551XnMMvv+iYPf+8yAMPNNNSqy1M/VUBpu5ddtF39rSq2IhZF7BQ07YMVuEsLMJ//ikydKjOj+BFu51wC748cot9HTkStN4It+BgXXJdaesvad9jvjz9tLaFgr2Y+95rL5EVVkjWD2jjc++9yridBq6fVlWrrJL+WQ+PbsQbb4jsu6/qAuy9Sy5pTy9D39t0U+1C4ZERTVvW3YasaZ55ImdxUbMojy41RDSlh9Tmp596L1U0XAOHt5pX51i1MdWPsSUFhfrEMumPaWlreAZJcxl7bGMmnbTeyHZbnovL64DILCQVkEgQsc3CNBukZNZVQoA8220342Q956yzKrlWVcRobZ9fVYMIKoREb75Z7XnCe2owrp37BCmFr76q5Em77GLMwgsbM/74mvGz++5KvgaxFSQtReWWLZmXpfabdEbkw3LL6Ty/6CKt1YvKxlpiCWNmnDFb1InoEdH1Tz7Jdq0eHt0CstSQDZTisY+yxorAZ+nYhTdsLablbrddcjrB9tv3bRRpGxq5+UWVHFJE99tPiW1sKkFtMTwCBR3GaAy0e+7pDsXxmGOMOfXUep4h7LkrrJDMAms7JbItz8XFdcDYQe1PLW2W9E0+jwFRlmm2CGCGLFpPWAVINT7jDC3lgJDDBVRBUuU62ziETjhlIBirEklyBnm35ZbGLL64GrELLaTlNow7qbxRtaRl5JZNhTaPYwqyR5xfk09uzGGHGfPZZ9mM/TgceKC2HPLwcB025CCOT9rnsH4gUIPZvNt0ijbDG7Yl0BlJjTMCwpsmnzvySK17S/rsaKMZM954GkErGjW78UatE7NV/5K2CaNYu6Y4sSlT79CJvfbqG0PX2XfDysP555c7Rh4lrAlhy/iHI+0uPheXvKuwGxMxos49IJlIw2uvqRFHbXPdKFtPaFuZoU0CNdIrr6z/dwk2I+iusY13Po+DDtJslDqifklyjRfz4cUX89WxdToiAhmWNr5NK7RkdcDcOvHE5VpZ8XeyPzyJjYfLKCsHmd/o1dNPryzEtuRVmrONntEe2eEN24JIK/ZOey2ySPqGRirUGmuUU6Ih75llFi06L5omkZWkgpcrilMAxpD2DpAWhYUT40+KWZuozkl/s8HkmTUa1FQElUjCiiu6+1yaVkYBa5m5gIEK5T8R9ixAYccIbiIy2dR8ilNmcG4xfrRi6GaF3LVMiDiHMAyfLrDnU/JR1hGx8ca676TNK1eeDTKkLHHfMsvYZ7D28LCFsmvt2We1DAH5QNmKbQR6Wec1RpXTeSTDG7YVeX2TXnwvKW05vMhsKNEovUQtiUp88029xrwLKaQwIVMzFCgZMNdh2LZNmaWtE2ytdUaDmmjiTQr9W28ZZwGbc5PzfdAgnb9ElvLUIrIxkwL8yCOmESTJMsZtnXX02mBMRtaQHkmKV5l1miazmoha96IjxiVDLm08xhxT10pZsOcgK9IA22nTTmEbWSjXXKPcHh4e3SQH339f5zUBIrIfq9Qbicy6rEu3BZ4VuSBgOmS6FQHf++GHPrbbJCbSNKbfgC03CWONJXLzzXocWG9vvFFkrrnKMfSGrxlGSJjbwoyOAfg73zn+eGkMsDVy7wMHiqy6qshRR4kcdlg1rNFV4uefRUYbzc6xmF9ZngkMvzBz8gwDlm+ev22m3ABffCHy/fci004rTgIW0+23V4Zt2FTrYBEOj81BB4k8/rgyJOZhIX3iCZGNNhK5/nqRRRYR52Qmv3/hBWVy/vFHfSEjef/1V/3M6KOLjDmmyjPe4/4f/t0VV8Sv87//XdliV1tNuhpp414n23gS+2dde0Xanso10HXgttvKMXezVo89VqR///jP3HOPMnG/9prO1TpkbFVM3DBMw5T/zTci441n/RI9PGqVg+w9J5yg6/KAA0Quu0w7PFSJBx/UfSmKZd0FXbot8IZtBRtBGoKNIovREGdM5lWi+c7++4vMN58qciyOjTfOf+1R10yblrvvjv4818nfDzwwvf1RVeDeTzxRZLvt1DBEUabdQduAAoRyXzeyGsE28MgjIsss46bTAaOWeYPxtfrqIrvuWo/BT4sRjOhTT1WD+txzRUYeOd9myZq79VZd/y7KTBxj//xn/DzDacb8D4zdsOEb/v8nn2jrheD3GPRFW7F0C1xqH+SCkR3eU5lXzL3wnrreeiITT6yGGi2H5pij2HmQFYccIvLkkyKLLTb833/6Sdsa4WyaZZZmFVYbDnRav+EQoJ0estHDo006eyAHaXWIAw6nFC2y0F/HGad35GNXoOmQcVuRluJG2oLNlAKbRCKwTs43nzG77mqn0XNbam9Jx+aaSE1u43yDUh6mYleIuaoAzOE26ohtg/GeZhpjBgyo97zUwtKaY9NNjfn44/zfHzhQ60hfecU0jibSUF1Kw20KtKSJ24uQzXWmt7n0PJiPo4xizAYbRO+plKywduCpKApKRygBiuNM2Hdf4wxslJ0gZyABa1uZj0f3I01nX201Y669VucvHTXefrv+a3RJPrYZ3rC12DM1rCyE+6i6YNR14tdfjdlqK21rUJbZrS21t7ST4NydvfuqgM3WGk0xyTYBmDU//NCYXjdq2VQhjpt//mGJz/Iq1Vz3G28YZ1B3zbYLNZ1NAxZ+2kBFjTs115Bn1QWXnscHHxgz22zJn7n7bnUoFpXfkLzhmBo8eNjfP/20yrqybUJsw4YDnRZJNmqUPTyq3H8CY5GfjzqqTw416WxyST62Gd6wLQkmGkRQSR5xolAuMrziVb3wQt24n3jCvsIaLEZXvE/LL2/MhBNq/7EqjVabrTV6SdChaM44o+lpo/bHH7X1CQbHpZdmZzLvnJP0O55uuma8znVmn2RBEwRoruDxx7U1xXffRY/7V18ZM/fc9Rq3ccpl3c+D/uZEZtLA2qfn8zvvFDsPGSjrrtv38++/K2Pygw+arsTFFxuz7bZNX4WHRzQCOUhWJSSMG26oe/zVV2vGAc5kyKKQjU2gaOswjz54w9YC2p4+8MwzurDPOqtcClGn4kRfW1f6feIhh22XaCBNtYuyQ6cZrbYN0bbPrTyg/dIOO5ieNGpZd2ysOJn23NOYb78tPieD+XfKKVVecbtQtzHdFMIOjj32UAdJWsS/CeM2eB4zzaTlFU08j9NO0zZ4WRD0roQhNS/+/FOfA8Yez4UsKRjAuxX01p50UnXSeXi4CDIWKRFgnzzuuGGz+Fiv/I4yhNtua36/Qo6jFzTRoq+t8IatI1T5TePzz41ZemljNtnEXnqUS0YZQgzlBBx4oDH775//GGlGK3+nH6DNe+6GuZUVm23W94x6yaglTRFll4yCvPV8vRTR98jfHzarpz9s3Noso0gD7TOyRE2rap92/fXZP4/jCUM8b607zyV4FuGSkm6OwPBMaUdWxxzy8MjjQL7uOs1m2nJLXYs//RT92SFDmo/eBnj5ZXWOwY/jkQ5v2HaZAVcGeKowzOaay04KoytKN30/Sf0K0jqJhhG1zVvLWaZ3cVFDtFvmVpYNB8H95Ze9Y9R+8YWWMVBrh2e4SLZEr8wPj+plLcoba7BOXgiie5NMkj3l3iYWW0yV1zxgHKiZpcdym/bAOtFLnBAe7QGZKwsvbEz//n1kipQIJJGJuhC9DZc0LLCAMb/91ux1tAH/0zQrczcAqvyoHq4gK1W+CxhhBJGTT9b+e0svLXLXXXbaKtBOgd5cUK3zf15V9vvsxNFHa9sFzgugbt9rL5Ejj7Tbu5jeq8svr/dqq7UGcyvunG2aW2l46y3tfTjBBG619KkCtBM4+2ztkTn11CKvvCKyxhrFWhz59gAeWfvDpoH+ox9/rHKFFknsacE7coY1ahv0GkZusgbqBPf4n//kbztHuztabtGb9quv6nkubQLyc5tt+vShOuaQh0faHkkruW23FTnsMJF77+1r4bXSSsl6LjoxrSpp+3XMMdoi8+uvmxnvTTcVWWABkd13b+b8bYI3bEsKcSb9oYdqf1E2KoyawJCr24CzBXp30Zd2771Fjjoq3mjPqgi8+abIvvuKLLywyOyz68/8vg68+KI+J/rrhbHTTiIPPSTy+uvJys/bb4vccIP2AH766fix4HkzbvQbtWmIdjoHgnO1dW7FgWfRr1/3G7X0lJ1nHpFnntH5hBOJ/o/d0KO01+T+hhvqOz83DRsOjjQjDMWqintedlldF3WBa8c4/e03kSOOyH8v22+vSjJOzG+/Tf5srzmees2Q93BXTn7/vcgBB4gsuaQGal56SQ3Z8PxccUWRe+5JDlgA9Fb2a97pBT9ggDSC007T+7j88mbO3xo0HTLuhnqmoH6GF7Wc3UJQApMmLUdWXTUfmU1SqhspwFX3uAvXiMGyG0eic/nlxqy5pv6fa3rrLa252m8/Y/r1UwZl6s623tqY884z5qabsqWVVcHCGpAJjD++Xk/b51ZUTVaT/YWrTj9+911j1l7bmHnmUaZaW+jFVMcmYZPx3CZspKQn1fMHr3Casq17vuoqZR2uox4zeH7BfZa5F9j1SQ38/vv4z/RaqUAvcUJ4uCknSR9GX6OsAi4V9NgkoOPl4bYIam833tiYr7/W39XJS0D3iKmmMubFF6s7R9vhDdsC6CVlktqnY49VA5EC9rJAiFC0X5UA6BSoUUQdgRFLM27+Psooxkw0UZ8Re/75xjz3nDLndaLTaI0jAqmKhZUaaIR2N4E5Rp1dkoLYVqMWIrbDDjNmiim0tdZff3Vv+5Ruh8ty38a15eUQsHHPddZjVvH8jjnGmEUXjWcAdnnOVIFeM+Q93Jnz6HV33aU18OhdOJOzgPZ6tMfLg3Dt7a671m/EP/CAcnPAH1OXQd0meMO2AHpReEM1jgcMZsii6GSHtC0AkgQq56TdApHYsBG72mrGjDxytBEbh8Bo3WADY0YfvV7PGQQGsPR1E3CYLLRQPefq9Kzed181Ri2bLNF/jr3bbsXbS+Wdk5xvrbW6T2F2AS7LfRQtnn0Z4qfjj89u1Nq457oV4Kqe3yGHaEeBuG4CvdRHudcMeQ835CRkUHQVgBwqrb1ZJ8igWm654qzuVTr+kkDLsLAju5vlSl6M0HQqdBvRa3UzgHqixx4TWWcdkeeeU5KpEUfMTyoRjFt4/Kg7XXzx8vWiSfU94IMPRE44QYkDgrpGrmOZZUTuv19ktdWynYfrPP54/T91tRCuzD231IJFF+0+8gDqa6mzqxr//rfOQeYIz5135gP1djZraiHC4ZjUQt9+u9blVI1gTkLA9ccf3VN77RJclvsnnSSyyCIi992ndYxcC/XVyNYscwH5fPDB+c5Z9p7T5PV++4nsuafIhBMqqRxzOyAALCpnIDKyfS/wUMDBsOaaut47a+bhk2B/K/JcbIBny1gH54aQMC9pVl5OCO6PZwsnRfCMu4kTwsMNOfnZZ0oIxdo+9ljVx/KSMML9MmSIyE8/iYwxRr7vPvGE7vNRciWoKQ90Rdtr+tZb9f+d597akj7dZnjDtgB6lbCF+2IhQ7yEIQKp0iST2COVKCsAkgQq5xh3XGWV6/z9iSeqMFh55XhG4zgst5waxausIrUAJW/UUdVIn2qq9ig8SWBTqtpY72TrDAPCr113Lb8RwJYYsC5iaKy1VjGm4zKYeWZdlx72MfHEyfKlKbmPI+Wii0QGD1bjr4gcTTMyq7jnNAX45ZdFTjlF2Ye//FJZmzFsMXIDY5f38P87fxcYmax/HLJV3Euwh2CEQ1J4yy0iI40U7wytE1HOPGQT+21VBI5hQx5SMM559dW9rWh3I6L0h2mmEfnkk3iSTVty8tdfRU4/XeS889SJfNZZxUkYYT5eainVQ/I6uJtydtahT7cZPW/YFlHu+QybQ7e3YIkCRhXjdeGFGiFgwyKK6IIAKOpwWGghNQiuuEJkyy3znZO2DwjVOoHS8OST5QzbQOEJEmfqUHjiWt88+2y2OeTqRsA9YFjw/e22U+8v66QJMI/feKOZc3czyFa5+eb4vzcl94nOb765yLnnqlFbFGmtzKq45yR5jQFL9KVzTf75pzqQAmOXV/B/Wsl0/u7330XGGksZkJMQtKMpCu4DRRun7wYbqHMpT0ZT3c68qqM6gSE/aJAy03qjtrsQ5zCZckqRuebS9Rs178qus6DDBkbojDOK3HSTRlzLImj7k9ewbSrI5XL2kBMwPYwyzG2HHurz259+Wuu6zjknnem4jrqLMvU9b7xhzD/+Ycwvv+Q/L4yen3xiasMJJyi7blHCAD5PLV5cLXKddVDPPKP1aW1l63zkEWPmnNOY9dc35v33TeOg1hLm7KqZx3sFjCfkXxB1MFezksfVhcMPVzK+sshLHIWcKHvPddRjsg5gRYXZP4nxecEFjTUiPJ4H8oC50+s14XBXwGnh5VH3II3LhHUbV1c+3niqaxUB8zU4h+2a0k8/Vf0v6zwNuDpWWaWZGlsX1rbL6FnDtuymCnEQbWSqYL5tEz77zJilljJms82SjcK6SCXKEHVsv70xJ52U/5zMBRSnOttVBONWRLhvt12y0so4hFEFlX1wTIzCJZaons0vTXGH3fCWW7IroxixKK9cP8atS5htNmM+/LDpq2g/3nvPmMUWU7K2MGN3mPGc9m60caoL4bW4xRbKtp3WziLrcZMMv4D0j/9zzy7Ia1vrn/PZVARhPqcVyCabVMOC3rbWO7PPrmvJozuQ1aiK6gwBSeMss+STWXSwWGGF6g3Ieec15rXX8rf6DMvIukicPElbMnrWsC3i8QiUCph0xxor2yLoBfzxhzF77aVRxHfeya7EBJvuRRfZvZ6irXaIutJnNw+DbdVMz0WEGcoUvc5g+6NHJO2aMFZXXFE3lbRelXwmfH+2Fc/wMYP11vRGwDWxrvHaMl6ffx59HJw3Rx6pBgVtl5qOysSxJd5/f9NX0W7ccIM+Y3pdJ3nxf/pJW1XZMC6LtDKzETmNaxsVyLSqe7NX1RqtbkUw7HSgFzrKOMz7RHGbAK3h4jJzuGeusQ5suqmy+Xt0B8o6TGiRtdJK6U6fb781Zu+9tWcrukucvs4cR2cp63Q/+GDtTV0mWk0Et64gV5RTkGuYeurmWie6gp41bNOa0c80kyo1tHL57bfhvTSBYeaptftw3XXaEujuu7MrMbzvu69xBgi3rBu+S+0qmJOMPYYZ6T54yRGyO+1kzIkn6rMhdRzjnU0gybClry/fI3pt+/6a9DRmiQ7hmOH5TzaZRlxIP8Ww4XXTTcZMN52OzVdfGWfBHD777Kavop3AUKUt2HzzZVeSdtihXG/pLBkRda0bjsO9o0zuv393ZSFVGR2OcwDSVm7HHetPxWUeL7JIvGHLi36fOD+rBnOazAffa7M7UDYNlrVAtlOcnkWghP0LxyJ72Q8/aCufJJ3FhoP8ySe1HWSV916HU/Coo4xZZhljhgzp3R63PWvYpqUm4SHaZRdjllzSmHHHrT4NolvAYsIpcPTR2TzVbMB83pV0TiIvCFQinmmoW8ileUqZs3g5y6Yik1p9xRUagU/aRIrcX9MbQ9boEJFZNkiU/FFH1euj1y49d13HlVeq8e06qkhxL3Pul15SZZ9I1++/Zz/W4MG6Vooga0YEzr861s2ZZ6oRkqevd5tQRXQ4zemADrHHHvUZtxgClHdwf0nz64EH1AHKWGTZ74ogOH+daZoe1cKGkw29D5l59dXDyuJ111XnMan8lPvQn3bNNZU3Ii3TrKhOHpwfvWe00VSeu57en4T/+z810MPGfq+tu541bPMsTjzXSfV5KL+XXGLMc8/FN2nvJWAcrr66pnZmMbSIiiHM6kjny4LTTzdmq63SP1e3kLNlFGYlj6ri/tqwMQQgJX3XXfXaRh5Zo7jIgnffLW6g1WHMPf98uue5aVSR4l7m3Mx7Mh3uuafYMdkDGPc8SEtr2203jWxgfIw0UrIiZ2Pd3HGHMTPOaMyXX5Y/Vi8hTS7jKFluOZUdVRu37LcLL2zMEUf0nSvJmKeU4qyztASHSE/Ak2FDTvk6wO4Fcrqs4YThiswNlz8E8uy449TQhLQPR+3rr2c3bPPoQp17QVBWFncfTTvms+A/DWbFuYKeNWyTctRZbA89lF0ZJ5Kz557GLLusMRNPrMoBnic2CmpLSG9sqs6mKXC/1FIQjSWKmwaYRyGgcgGknmNov/pq8ufqFnI2BRZzP0wIEyXQq7i/NmwM1P5ceKGmdjMvA2cVdbdsuKR747i59151aGU10Ooy5n78URVVV9HkxlvVuS+4YNjyiizGQJLDlLWIc4KyDhTApM/aWDdEKZjvRRlLexlZnHVEqIjcwmJdFSiPwMECa35e4MwgZRqGf7I9bMipNsh6j2Igkopuh1wqmv2Q5GDnBdcFaclxHABlHX1F9oKq9g+bDu8D/LrrbcM2zptJXS3KK56ivBMFLynU4Si9FKJDnDDXXJpKseiiffVYTzyRr8C7ybS9MkAxQ2GixjMJCLAFFjDmxhuNE+DZY7y4pqDbrBNLS8ur4v7SolRNz2tqzkiRgoCpMzIbjnLceqvWsCVtruHxqXuukE7vKoFEkxtvVec+99y+Y8StSxxm1HFR8042C1kAWZWzKucPDNq0bXOlHMR1dO7F1GTHKejhOUWKMDID55jta4A/AT3jjDPKHRfW2qwyrZuyczzyAVKnU08tPmo4ehZfPH6uxcniQGeBJyTLmquCQBYyvUBf4VXWQW3b4f1Pv+68YRsHak7mmEOjjm++WV6pwHAjcklNAV4uWOFQPoPozyGHKBMn5+pki2sybc8GiFhDokFUO+yB6wTRAozgOnvCJkWcURTSyDUCQ7POGqI6WESjIru27i/OOMcDzD2hANYNlPsNN9S0zwcftEPmRfuAnXfWF/8vuxHnAamPlEa4CFLMkthaq1R4q9j005w1MJJT8zjBBMb076+s2swxmOTzKFa2nFpho4hrQEmEKNEjHwt+8HzjlPMo/YBym/nnL2cUROkDnMtGxpNNx4+PHHUncOyiu9LqsYhehaxB7yXNuKgsTmtPFgSlkoJCefehzm4ONtqfVeGw3HLL/A6DbkPPR2yTwCZEejEe2XDKYdgzX9aAIX3o4YeVtIPWAEQtie7yzs+wwnVDvjzpnGy89LxNEohEPiBBcqGhO9Fmouxp18IzCCjpu7GfMVkGrAObhnSUcc6GyXxH0c6Svm4DkOSQ8sRGTa1ZnvY9SUYSmx7RmWuu0VcSQ6ltY47NkpRESiRcye5gDZHuinNrzDHrNfLDqDu9nvvEyfDCC8PPrSJKTVmnVt6aMo9hn1eSIRuO3gTzgRr9Tnz9tTp6zzkn/+hWnflh0/Hja/26EwMHaseFvCAjhH2JbBVqZsvK4jhHH0EidAjW3vnnR38Gh96EEybvyeHzVzWXbe5H7LGUxEw6afJ9dZt+GgVv2KYAdkwMMowWUpS32UYnHAsHT3wVSiMRW6KXRHAxrJpSAm2DhYfhStobqVNxn2Gs+VzT4FqgTc/Sg4+IXFzqatuBM2LQoPrOd9ddGrm/7LJqny3PdfrpdR1/8UW1m1Jd0YvAcAmMlqazOz76SFNviYSj1ODAY+0nOQTaVmNbxhiosgVNJ7yhUQ5pbPKdNdawDuPwvP764SNGyBvWRJ4e7qSyo3/EzTUbcsS2nIrjMYGLpComZo9qAaEdumlWMN9hNiYDjjVhUxbHOfogQUuKXPIibT8p6hs+f1X7ty1HEmVHfHbppTXjsc59xUV4wzajEgyJDJtUMAnrmixpUSFIqtoG6sxIRaHWOCoaysJ0hciEdE5agKRF8iCbwhPfbSB1nBTKpBTyKoDSA7snWQsBU6ctDB2qffGo8Umi9k9Dno25DqOirnOk1fpDXkW6GZFKmsXzuddeG/YzcRsv6z7M6FoFOklIysrxskpPXaUFPjW0HNL6f/P3ThA9Cs+x8FyDi4PvhB14OLUp3YGdm16eRJ1WWEFJnYgwkc0Vd34bmR9VyJCo+X3VVVp68vHH5a7Xox4Ecn/ttY0ZffRsGVXoQ7S5Qm/G4dpZYgeqNMC43jQnUFyp1VhjDctRUVXdapJM5kUJC/XISfsvATfWEjZKeIz/t8aSNdfgDVsLaUhVhvfT0tzGGEN7HMKc2SawqbNoN9882nC56SZNx0Yhbpo0a731NBU9CSgdedJY24Jnn9WodVPZEqSuzjmn1p7bKC3geDhVSA+2YTzl2ZiDz1blGEvbJKkFKoOkWn821PvuM2aTTYyZZBJjtthCmeWT2OCjNl6UCRR5vp+nl2xecC7kJm109tuvnPxuSyTUk4rUa9imzQuMO1iSw9+nIwNpykTFMIpxEJHhQMlSXc6JTplWVbo6x+Oei9RqelSLsAHFvhGOtgdGYNx8QG4TDYWZH2MLR2cSqjLAsso79hr2nPD5N9rImJtvHjZbo4rMyTQZAfksjgEyOy6+ODr7AZlx//12xqxb4A1bx73daRMfwwOWRSY/0VvIjlyoT80CooB49OLSeIM07KbTKXgGGENJPYoRLt2I005TBatJsMFQAxukP+VlCMe4wjFBNJAa3rSNNi/ybMyMJZHoKryoSRt58KqC5II1ijFLCQHkeGV7eSMX4DWgrjtLH+wy4FnYqOduQ+qXj9iWL8lIWluUNGQdb16UQdDjNojqEqFN27vrcqKEZRqlWBD9VNGykLZqpGQXKQXxqAZhB2ZSTXnnfGPu0i2AdpfMGQgZm0RWeYfjvHPdQD5F2n94PLKOg22CTo4N2WxV5+9GeMO2Bd7uLEoTyuC116qihqGIp5eanDaA6BlGBy2SXI2C0OMvrj8gBEQU7HcjaHsDiVbTeOstbcODsZPHgHjqKWUhXWMNPUbToNaINMMqwEadRm5T1AGXpCQw/rvsYvdeUJKOP16V3iqzUXbbLT0bIytcT/2qUqa60I6uymtIY2GNchrl0Rneflu5J+64w00nCop1Va34INGi/jKISns0hyzzPMo4hBwPxw+v559vj7zDoUJQqNOhxO/RSZM6ogR7qo11R4YG3VHi9g7vlMwHb9hmRNMTK4/SRBSXVAqiXKQ6kfbbhobfePpgqMUz3PR4d4IxJLUmqo6WVKqZZzZdB4T9ZJNpCq8LILKWtRyA2i3SeKiPDjtMmgTzGtIU2xHj8EaepIgwdkUdcE059nB6kS2B4lQFiDATHe4FkC6O8WQ7C8ZmO7qixmnVLfGKpPnn3cNQopnrWRxfdTtRnnlGnUxVRG2DzCAc8lVnaHiUm+edch9jjOgsuhvRWteyBdOcQBC7UQ4XhQUXNGarrZJLATuzNIrKOzL+SHeOk3e+jCQfvGGbEa5FELMA5Z40JwwylHxXPGlxYFNbdVWNrhEpbCpCHodDD9XUsai5QWuVbgMRTno5u4IsiiJZCkTWceqcfnr9pFdJgOSBtj9VImgeb9sh1KSj6dFH1Xt+553VzHFS0XoBpH2SMWDTKLK5LxY1TuvYm4solkWuC04JIkjUp7uGKqO2APZ0jAnq7F3IAOhFZCln6eR4YZ+tkg+hLJLkHYbpFVdEf4+gEHtDVXpoZ1/cJHnnWqDHdXjDtsvqqOJSZS+9VBcpTLBsTq4SHeERPvJI9WC5tpDZcDGYOlMjaYXTv7/pOpDOTg9bV5CmXC65pHqOYVL+/HPjHFAADjrIzrGiFD/SpxZbLNnD7lIj+TyAIZ06P5jUbSq9RMlGG035CbpZgSbNE9lluyVZmsK1007qsEzbb/LMLyLPzHWMQHrAY6ynsZ9WfZ9x5yiiM7z8shq38GW4hKqjtuDoo7XDQBv1rF6L2GLY1tkGsApQ5x5XC0zmIw7VKvTQvPtp0/tv2+AN2y6ro0oCaSKBIkBKGh5SV1vUwACXJFBtsOQWAX04YdELg95sbWy7lAZSYyBRcAVpDOGkTbu80ZK2ZYO9MC6yRVsm2CirSsu03SYnL3BWBKm0QUp6GkNnEoJxiiPt6La1jNFgG9SGJdV1jz22PjNY43FWTjSRtq6hphInK1FAWOdxusYdh9+jYFJWwPdpeYMDCycOexmGUFKJgo3snjKKZRGdgewq7hljspeitk11n/DoG/+0iG0ZmesSCFAgR+KAAwe5VYVBWcRR1tbAWhPwhm2Pgl55e+2lpEekY3T2mXQBGN5hQRosZNohkKpcVa1iEkh1RZGiJjjALbdoLUa3YbbZdJ64gjRm3qacHVlAlAmlvCxjcFYFuyoHHMfZe29jRhnFmP33r1fRTFJ6+X2ea+klDziRBxQ4MneyIEtEnCgHpRljjpmvDQalAd98o0rlq69qKxucPRi5SQYNjNuU1kSlPNaVptepWAbXVpViydhg3LpUQlR11NanXDaPYJ6H9S7mOr1d+/VrX0AnDvSPhhQ0CRtvrFknjEOw5m0YlEVrZtscWKsT3rDtcWAcwkpIg2fSaQcOrDbVKC8wIDGwMApoVs9C5vpI6cTL34ThBeEMtcABEHD0R+0moHySuugiGURYAW6L9xjyI5T3blH8IEvD0Kg76pgUSUgi8kBm0C+bef3JJ5pi78I4RsFGqnVwjA020FZMWZmfk6L9yAKM0LXW0lTZI47QdFkbDoIy87pOJ0VYsaQelF7IVYLxZaxJT+6FqK0nyXEDzPNxxtHABwYtQQaX9MIyCGQjRG1kfCTJV3Q9ghaMB3KPbJMiBmWnTGcvq7p8opfhDVuP/z8QWnfdpY2qMXLpqffDD8MOTlOEDihUXA8pbeHUrOuua4Zog7Gi9QykNoD0T5S8bkDwjKlXxXhxreaQ6FOwAayySnu8lqecYqcfsCuKH+fBCVYnZpkl2bAddVTN5mDeTj21MlCPO66mwJK+Coke2RY4yvh93HGKjqMN+WgjjbyzD2VW509aRgTyl4jNTTcNS8pmI0WurHHaRJo818R8qlrhf/BB3edcyaqqMmqLoRG3Lr3CX19WGvsVY05W308/ma5BHsIm8OWXfQ5+yuOKOLKiZHrSPtZtGUNNwBu2HsNh6FCNaOCtIxJJj72q2ylkwRNPqJcNds8gkjh4sHrRiDqTilqX4U0LGXoGcx1HHaXtCtqOToU4SL9xIRpKuyVqm6l5Qfi7zMIYBSL8KKjdErHFg3/MMcYpwxY5QIortbgQvWF8xWUc2B5HG/LRRuSxzDHSati32Sb+uzZS5MoayME1UNe78871KIfLL19Pn29aALH3uVJuQdT2rLPs7bdkU6BzUEfdKyUCrgFZidMKkj6ilIx5ExlbVQVQispG9LzbbjNmmWU0SzDPNaU5C5vWqbsV3rD1iAVpeyedpB4rV7xLpBGS0ongDWrGUGQRxrb7MyYBgb/ssmpQk5LGqylWVVupiy4qFBiwJ5+s0TbeiY7vsotpFWCEJZUe5a0sXHlOOHbqJkwrk4pc5TgWPRYyhGjIBx8Y89JLxmy4Yfn0tDIGuwvZADYM5KWX1vGsA/TuhBSuDtx+u0bNcTQ3DbJPwhGvMvvt66+rwbDbbhot9CQ59eO551SvwnijLR17FYGNulFlAKWobCSLIMh8CeuYWa4p7ZzsWb5m1j68YeuRiv32c6segEgMm+B88xnz3nvNKfuQpwSet7wCz5WNAKOLWkmioS49Y0BqPGmlXBsR28B7SjpymwBTM6ndtlA3iU0UPvtMWyXUCZvkUcCWAp0W6aTHNY44FCTmAanQKI2kQ+M0RKnHGOP/Zdl9yxinrmQDlAUOF5jq6wDyk7T3zhZwVYGIGuuurvNFwdZ+i2OHtQZB1oABw/7Nk+TUA+YRBEnsszhOgggtv6+7v3fReUVKPO2/IKMjK+qaa9QBfuCBKnfJllpgAW3rlhSgsdWL2jVnYS9iBOkx/O//ivzrXyLvvSfyj3+IbLWVyAwzNH1VbuODD+L/xhJlLOvEiCOKnHmmyNVXiyyxhMiii4r87W/Rn+X3l14qcvzx9ufRscf2jQH473/1feutRRZfXGT66e2eM+oattlG5P/+b/i/cQ2TTCIy8sgin32mr08/7fs/r88/12ufaCKRr76KPk4Tz/itt0T23FOv77LLRBZaqO9+v/1WZIEFpFV4+GGRZZaxd7wtttD5xbzmuTz+uMipp4pssIHUhoknFvn1V5EffxQZc8x6zomcRnYjs4N5Gax7fp93vXWOI/sB6ybvcfhuIAOiwN9WXVVkvPH0Nf74IuOOKzLqqMN+7sADRU4+uU+OhMF9cn1pe1rStSQdAzCuJ50Ufw+MTRsw4YQqz+rACCPouF18scjRR1d/vnXWEfnjD5H+/UUeekhk8smldjDXyu63yI0ddxR5/32RJ58UmXLKYf/OGrS9Z3sMO/4nnihy+eUi++0n8u9/q14V4MsvdR25Mq/AttuKzDef6gW8vvhC3//8U+UqexIv9BnemVPzz9/3u/PPFznrrHzytexc55hJ30+Sxx7FMUIvGawsXgwBJlSgFLGRMzlRcjzatTg33lhk9tlVOa3bKLOxuVd5DYwHc33hhdXA5TXjjCJLLtn3M8J+pJHKKdW2N1ucBddeK3LkkSKbbSbyP//T9/crrxTZdNPkzc9FPPKIyL772j1mWPFDrt17b72GLZhrLpGXX9b1VxdsGaM2Fegk+cj87ddPZK210o9TxLDs3NOCV55jBGC/ZFz5DMdDFvz97/o9fl+1o84WJphAFfO6EMjZww4b1jioChtuOKxxiyyvE0nOkyz77Ysv6j2st546LnEOeNQD1jR6wzHH6Pi/8oo62TrRhGGbNK/QZ5g3o40mssYaIvPOq/oLr1FGyXZ8HCkERPLIxrJzvVucha2D6QJkScd0pTatjXC9afoee+TrpWgDLqSY2LyGJtcH6U9XXqkpffvso8Q/UelGkAORet4mkKoI4VXWHqJFW3bR0qWTxbxq0HILtvJeh82105keHZQ5RKVHJ503kH1lSJhGH13JA5uW73lx5pnGHH54veekr/oNN9R7zosuUnZimFvrRNGUdeQ8hFPI+bpSxT36cN99xswxh87Vt95KHpkrrtD2iq7Mq6Cso2y5V97yExvlGXCx1Mn/4mFMKB7SToTTMfFGhd/xhgwYoKmABxwQf4wgwuYRDVIN8eoRfcCDH353wZO/007xEZOqvGIuRLFtXkMQran7GT//vMhii2la+T33aNR4rLGG/1yQrjb11NIqvPCCyGyzZfcqF8EYY4issorIDTdIrZh7bpGXXqr3nC6CtUM0AJRdO0Sk33xTI/zrry+y3XaaSrf66vkyNjg3Kfscg2NxzKxZSUEUm3dKApqW70UitnWlIgfg+ZPqWCdIzdx+e43cfvNNfeclCpU3K4DrI2vhzjtFnn1WZNllK79Mj/+HoUN1fzjoIJFzzxW56SaR6aZLHp4mIrZJ8wrwt7BuT8lSXnTK1zTZWGSud+o3lPIRGc96Tg8LaLt1n+blwTu49trKJphEPLLIIsZ8+238eZrq4do08LKutpp6wV0mdAg8cWEynSq9Yi5kAFQRSa/rGcNkvfXWymZ9xx3pbQW23daYSy4xrcMJJxhz5JHVn+fJJ41ZdFFTK5h/ELj1OiAuoc8oLVmqWDv0yI5ifK46a2SJJZSQpW2AsXuDDeo9J/KL/u8w/NYNeo5CjvPdd/WdMxz5SmsNR5s+sm1oEVZ1z1+PYffYHXdU3feqq/KNPfLr/POTP1OFTtzZjzopG6UuMjuuKdCz8kRc//rLmPnnVxJMj3rResM26+aeZADzOVI0YKqE7vz004dN1XChh2tT4N4ZkzZsSIFRxjMl/ZO+i6SCVoWm2xKgdI4/frvmJozWrC/a9xx/vLZ3SANpvKTa1qm42cIKKxjz6KP1KNYwW9apWCMTJphAn2mvgnEntQ/joiow/3EAwYgbViRx9lRVgoGSOt10xiy3XPscubTgwaFdtxOaXuaUxdSBTqOClHGc83WWIwT77cor6z7UOc4o9sceq/Po6afru65eB/ICJwJ7LL3Gf/45/zFwOiNv4hDoxIH8CZwbNvSOYF7hLCzLEm8DzGucxoFeSdu5LE5LWkHW3RLPo0sM26w58FkibAhiIh/776+NwnmhPDQdmWsK1DPSgqJtdY0o22zwG21kTL9+GlGpCk1FsVGoaR1CXZfLkfTOGh/W1CabaIuhrOAe647A2AAGHxthFuPdBug5ve++plYstpgxr7xiehbXXqtjwN5RJTCYOutmkyIaZfamsNLaVBuzogiuPU90xVbk6euvtV/13ntXa1THOdrpp8ueUMSQKQuM6qee6vuZ9mzUFpIt98039V9PNyNuvqITXHedOhLQW4MWeUWOjVFMG6Co+Wu77ZrL7cc6ZWEgV9Jk4SefqO780UfVX6NHFxq2eVJC80bYiNoinF1Ih6gbRGOI1LKw2waEMps7gp4UatKgaEDeTYDcYfnl01N4XcDbb2sPT9JWcRzlBanwAwea1gFFD8dKnb1l2UzrjKDuvLPOxV4EiiM9OKuOCCbtcUGkxFbGhgslFkVR5NptZmNxrHBabhUOgbS5MPfcxkw8sZLw1Rllp0yEKF+QCk607bzz2rE/1QUbDpS4+XrIIepcIMPi5ZeLXV/42GEnWuf8JWKZ5FSLKptooyzKe/7w851lFiVX9GgGrTdsowzWJK9K3uiWC+y3TQCDEIOijRsTHsuwl5iG3WONpXVIbUuriwL3VodCXRY//WTMwQfrtV58cb6oVrBJrLWWMWOMYczQoaZ1IA3v6KPrPecaaxhz2231nY/nutdepueAXCRCBstr1UiLXKBI2srYcCFKUhRp5UbIkkGDNIOH52dTca5LCc/CHBu86oyykyFFphRMuij1L71Uz3nbAhsOlDQWdGRxUX0tbf5ef70xZ5yhUdwRR0w2bHn+tutbOx14dczrPLIw/HzzRHY9qkFXGLZhg5WUxdFGK+616qaNvijeeEONkSKpLC6AdFdSQaK8kEkbflsIwnbayZjDDjPOgs0VZ8I//qEplEmkbFHo3CTqVtJsoX9/JU6pEwMGqMFVFzAU6oxKuwKi1EsvXQ/3QJ3O1TY7cpOuHRlC5g4RLeqVxx1X60Jt1ShXqSdQyvD88xoV5dqTjIomIluAcqXgnNQVurx/1o0iTo8oXaTKOZbmMIGAiqgwTtO0OWjTsP39d+XXQOepu9QqqyxsOrLsMTy6pjV20KIAQCv/2Wcic85Z/ri91mD5r79ENttM5LTT6m/8bgu0Vvn992FbQQUIRA7PbfHF+1pZ/Pvf+lnaZ/B33nnutOtompad+6C1B83ARx5Z5JFHRF5/XZwETdR3202fwcCBIrPOmu/7Uc8MRD2zqseadkmsf9q55MUff2grHFqu1ImVVxbZeWeRTz8VmXTS6s83++wir77at2a6FeF5Mf742jLj6ae1rU7VqLO1mAttzKq4dp4TrTYCHQH5svbaInfcoXO3E/yOZ50VfDbqOIAWJUOGZDvOd9+JvPyyylFeyBDWMi3DaK8144wi77yjx8wCrunii0VOPFEqwy23DLt38rNL+2fTSGrLxXhtuqnIFVf07TNxusj888fPsbzzNc/8Ze0stJDI0Ufrz3fdpfIwDksuKdbAXFpiCW1T5JI8Cf6e9nyDVqKB3PGoCaYLQXoYBFC2U50DD0ybyDTyAhY9SJfaDGpNYIdN80LSnuGWW5RwwVWPW2cKUxB9cG3uffmlpkROP72ykhZNiWoyQ8JmvR2RWiK2TWC//ZQVsy7MPrsx77+f/rm2ZESkzYsgi6CuNVhnRAC52XT0r65xsilrsqQIh+cL8vHDD7XV2VFHaZo0UTEypSgBOvRQ3ZvefXdYWZqWjhp1Xhiig/3Q5tqDfZcaeyJ0ru6fLiAp8hc8o2Cfyft864jYdh47iTyK1yqr2Jtj6HKPPZb981n2mKz7UNqzoJVf27NcuhVdadgOGWLMggvaPSbCebLJlNreZebZMnjxRU0fbTuLIaRX3Etaalrwf1LUqtowyqANKS60U8KRBGkRThGUnTJoapOwPdbU1lJj21QpAUoyzr06jEhYrkmBTkJbW6a5sgbraC1GWvVmmxmz0ELtfFZ5x6muGtvwnkMLOhxepFdiEOJEhs38/vvVOVjkHpOMDD7DucLs1jaeJzIGoqpddlGiql4r18qDNKdHeM7hHE6qE0/6bhlZlHcthGtfo4z0MnMsMDwhx4Rl/M03s30vyx6Tdx+iJWHamPdiuaLr6ErDFg8nPWlt973Ee4RA70ZQx0Mv37vvNq3Hiisa88wz6QJn9931sxhlLnrcXBeYDz6o0boNN9ToQxkEmxnKXlW9Oesca9jUw+0v6gSbd3DddRgm9HA98kj3jcO2r8Eq23ph1GJ00ZMXZ1VbWohFIc+15yGeTAPfSTNs6WvN3lS2JU/4HmGpTYsIFll7cZGtyy/XyDKZOcBHrJKRNQrLcxp11GRDqkqnU17nWTAHidDaMrg7+TX4f5b7y7LHpD2HqEgzP8d9J5D/bd7fuhVdadiC9dfXNB+b6GbDluiOLZr2pkFrmUceyd67OGi+7YLyGoarCgPpcSjAeOzzpAnFIYpRsO5NIm2ss/bRZc4RwRh5ZO0pW3e6bROb7AMP6Jprg3HYLWvQtiN4xx2VUbvOVlGuIGwkzjNPspMmDSjHSYZkVfMlzighOlzEURgX2WKv5BUuPWjz+q4L7JdREc7O+UH2WNpYVul0KnJsW88/zfAkq6HINXBMHM30G08a/6ie3WR+Jj0vxgn5SVmb7awIj+KogfqiGSyzjMjDDzd9Fe3AU09pkf4pp0hXAIIlyKMgY5hlFi3g//vflQQheKegHxIifr7ssmRyh6YIwpLICyA/+eknkV9/re96fvlF5PDDlcyhf3+R55/X/5dBmCwKQhTGO4yoZ9bEWN9+u8gKK4gcdZTIgw/q2HcC0o+ZZ1biNeYf7/zM/KoLWYgsbANSG0huihCTlCU9qRptJlPKAsZ/zz1F3n9f5PrrRUYcUXoOAfHktdfq+rj11vj5moY55ognFKtyvkDQ9OabIvvuqyRZvPMzRGdJe1vU2uuUyeF3CNMuuURkqqn6Pg/BXtL67jaCzbxg7AYPFnnoISVhSpInyy2XPpbh+cq7zT2xyLFtyfekvQssv/zwe+mffyrJGntyJ+Fk+Bo+/zxdV+JzwTxnnB94QGTQoPjP8zmI3tZbT2SssaLXX68TpzWFrmFF7kS/fiIXXtj0VbiPn38W2XJL3dDHGEO6AjDy/vabbiYIyjfeUKMjYLoNNocAGMAIVX6PsOI7KCcIunHHrYf5NC8jd2DwTTedsoBz7fPOWw3LL+MAC+z++4usuqoK8/HGEyu44IL4v/EcZppJZI01hn9mdY81G9y334o8+aTImWeKPPecyBRTiCy2mL5gIO5kcw6YS+tgc27SiER55l5hdB1nnO4yDpPmBc+6zYoL84E1PXSoOm5wCPY65plHjXucdkUYzZvsohDuDFFm7SUZGMhCGHzD52E/QX/g3sJMvsgEWNr5W1mW+TbjnnvUwb700jp2ODujZDS/wyBaZJHhx5L3Kh27ZWBLviftXeH1g5H64Ye6J8MQHnReCMYpas6itwB0lyyM4hzr0EP1u0mfx3ilQwWfQzfw7MeOwHQpSA+gdvKrr+wcjzSJMHlUWxg900B/MFInuwU8F1JkSZeaeWZjTj45+3dJu9l7b2OmmkqZJJ991pibbzZmxhmb6+mbVvdCj9hzzzVm3nk1je6cc/rIv2wQ9tAPeqmllJDrlVfs9KV79FHtw0tqECm7aak+dWHbbfvSp9LGC/kC0yi9JbfYQvtiupDO3lRaIEyupP8XSTGj5tBl1uS4NbjAApri9tlnppWgLyXrumy9Z7cBEry55io+D+sg+sqKpLVH6mRUqmnR9PvONFbmV/CdpHFwdd3bwqqrGnP77fnmR5tq3JNYkvOUv2Ql2ZpvPq3zfu01LSWzVWPb+R30wKyfD16U83Xb/G0jutawDdg6MUzKIjAQggnfLfnz992n5D9lmWxdQfCcwrUsRZ4TRsvppxsz3XTGDBpkzEUXqbFsm4wsK7JucoMHa/sFiNPYTMvUWuIQwulBzc9NNw3fvierMgIpzQsvKPMnxCkTTqjv/Mzvqe12oT6L+5tzTpUXRRQKV2oxmyKyoD3JGWekE+t0KnOwwsLETosiV4yBrGuQOYNTCSfYQw8ZZxG1Vmkxs/jixvz4Y/XnahNs7fUuGSZhQyq8BmFOh/itCudYVjnUVrb0rHjvPZVvgQHm4vwoi2uuUZ2j7HPMYngm7aVZHAadayHJGY1zK6kmN85Z1E3zt63oasP20kuVjr4MupXxjEgfGxvGRTegiudEZBGllXlE65YllzTml1/cV/S4RiJoSUI7TjlhAz7vPM12OOKI6GhOkjKCsg89P8eAMGPiiTUyS4SW8SRi6+L6wslDZLooXCJQiVNkq9xscQhsvnn8359/Xhmvwy2IgmdLv84kRcZ1GYsMJasD0qFOBbZpRK1VlC8cVj/8UP252qTkuSKLqkBgSPHcIbjiZzJ7yPKhXZvtcUgj84GMD9K5bh3vAAcfrK3fuhV33qlzCjIxG8Z6GrN42l6a5RrCbM5xhmsa0Vfaq1vmb1vR1YbtO+8YM9ts5Y7hksJqE5tuWo790TVU9Zw++siYhRfWlgoBc+jQodmM1SYVvSIRRFJJ8VKut556mouktuG55Rh77WXMwIHZIkIupO7RM68Mi7prSnGwedOWg+dZ9fmRtTz3OGy5paZt17l263Qqkc3BOLuUmlznnHRt/hdBt+71Ydxzjzo9A9A7lzZ/F15o1zmW1kMeuYTTs6gB0wbAMM59fvKJcRJl5SP6Ao7/rH1mswL2YxupzVkQnudBtLWsUdst87fN6GrDFpAGUkbRcCXF0CaIkMw/f3e1dqjyORFlJC2XMctK6960opdHSfvgA/Wgo+A8/HDx43Jfu+1W7HqbTM166SWNJpI2XQYuGOidIBpDlLRqEKmfYILhI/JBWjv8BHG1nGlKMCni115rzNNPqyzvTIt3xakUl5rcVHpumgzYYw/N3LHx4lh1GYVVjWc37vWdYH1OMokx33/f9zvW1KyzGnPZZdEymbW78cb5ZHLa3MNRjMyNMwy6YbxvuMGYddc1TqKsfCQDB6Od8qcqUOdeGsxzancJYlAnm6XWN+nVDfO3zehaVuRw259HHhHZYIPqGN9sMM/WhS++ENl9d5F77+2u1g5VMq+ONJLIueeKnHiiyAEH6O86mfJg6xttNGUWZYyvukpFXNz1wHBYJYMeTL0nnBD9N66L64X+nhZPF12k98U1jzBCOeZC7t0Wo2ddOPVUkb33Ls9+DUMu7MdhFtCq2ZzTsOSSIjvtVP15mNOwU8KwS/ufMBiPDTfU9VFk7cLA/eijIpdfLvLuuyJffiky8cT6vWmmGf7966+HZ6gOUCVDNdfKWC+8sN7vxhuLTD65yHbbDctwCmsuY1I1o3LSWkV+XXyxsiHbAEylceyhNtm4Ybfn2VYxnm1m786zl9E2ZeBAnaOAtXT//aor8ffg92GZPOWU+dZMGps4cy8J3TDeMP4fdJA4h3A7pyLykS4Ta68tcs01yiJeBercS4N5vvrqIkceKfL998k6ThZ0w/xtNUyX48or1TtYFGkF7Ztt5l6UJimisOaaxpx2muk61BEhTWPtg2yKlEsiZJBNJaXTVOnNe+IJ9abuu2/03MRbS00k10t6dR7m8G5L1/vwQx2rbiFQ6wQ1nxNNlL82vAiI1jO3Os9PLf9bb9lbu0TWSe976iljrr5a69+32caY5ZbTOT3KKM2niJGavOKKyR59l7I22nCuqmV801k2dWHAAOU/6AR1ktNPr2SBYVx1le4TtqJuWdI82z7eb7yh2V1ZskvqRpm1SokS8pwyo24DZVNkMyQRWuaJ2LZ5/rYdXW/YUiM5wwzljhEnoEm/atPEhiIdgpyyKZeuour0lTypallSsapIp4PMAZp62JyjUnzvukvrACHCIgW315U/Wl1hGHUzIMlISzG3AYzazlR0lGjOX+faJa3ehZRSFKS466jDwO62Gts6jOdgHgYGmMuO6qLAiTf++NrarnP/oVYeMqBwexrWMM6/IntV5/6TlubZLayye+5pzKmnGidRNOWelHWM9euuM10J5jVt+9CPytbYnnBC03fT2+j6VGRSwcBHH4lMMYXdtAh+/vvfo1Ow6kg3zQMaWh9yiMhjj5VPuXQVVaev5ElVS0rFYr5ccon9dLorr9RUmvvuE5lppmHTbL79VuSII0R23ll/Xn/9+HtJAin2XGdnA3nuiXReFxvIx4GUo6uvFnn1VelqkI7Mul966WrPQ1raZZcN+7tzzhHZa6961y7pyC6klL7/fvzfbKbn5l2rvPN7m2s16lykOgb7oI1zJaVW2xrPYB5uuaXIzz+LrLBC8+UEZdFZKjX22Jquf/rp+vfO/eeeezRdmVKlTz/tS1u94YbkvarzPP36iTz0kP481lgi33yjx45KgQ0w88yaHt/m8abE5/rrRYYMESeRpMeAqace/lmuu66uA2R50bK+KmCrDDAocUCOMGcDBLpyYLJmAd/57rv81+BhEaYHgJfwiivsHzeN9GTllZtLRQkTbBA5WGSReFZSj+xjmvS8O6MSUVGoJE9g1shGFHkK6eX0JCZDoTMVFMZLPO70Gv3pJztPu9MTf+utStT2xRemNTj5ZGN23dV0PSBdwgtdBzENBFKBzCMdj2yZujNEXMkqoEwlbq3XmbZfJzFb+Fy02oMlvUhmSBQ4bh0RcOYPpSSLLtrOXrxpJEFZ9p/XXuvrTZplHXWeJ9xHPmv0q42lLFGAhIu17wo69YVzzkl+DrSAipozrhFhpRFgBfdNxhCkULxHree0ckO+R4Zd0meyRr096kFPGLakTlD7aBtJqVEIc+jsYcik/ou6Fdgj62B67FzwwYLsrH/zyI+4lMnJJzfmwAPTG7EnpWJl2diT+lJ+/fXwtbZsUmuvrSlmVQPjGmdOG1LdMcJYm3WMiwv3OuGE9bCg0/InGFPSkk8/3TS6TgNFo86UUup/6elLLVpdbStcbi8D+22Wtl9JwCG31lrlnYJpCORrkBLrWipyHj0hTWFP23+22irbZ/Oep+pn2DQWWsiY669vhgk9q2MDYy1Kj6Espw0yK815efzxw+q+Yb2c36GrUFP+9ttqtGbRyYI9Jc1Rw2e6wUHTZvSEYQvJyNhj2xcyWSID1CVAYLXJJkqbjxeY/rHPPNNnBNlsTeFKtKKbERUBQXFbf31j+vfX3oBVtJTI+myJ2m60kfZwpidcXSBSh2HbBnIy1iTPq1fQr5/KnKqBQQcx2Q8/aMQnyZlXNS69VI2qulpI/fabKlQ4uaivw6HgYguousHYMy+Kgugh7WiQc4svXt142t47bbclyqsnpJEdpu0/SXsVr3HG0f7f7DNFaxJdr2PO+wxpf0N2lAtrPm0+P/DA8HpMW8gh887tqBcyZYEFtN4865pI6rEbfvka22bR9YZtsBkEk9S2kMmjuBDJQvCh/Cy9tDKwrbSSXQ9ZWwRTNwLDDoUWZtYXXrD/fNK+GxAhoVifeWYzfYpJRSYSSp87l58TvVEDgq1eACnXyyxTfQTh4IPVeUfPZ9I5m0zjpKcsWRR1zKfbbtO0a7JzOvumN9mj2QUghyiFgbwwL9hHMRQocyDz5M8/qxtPm3un7T7KRYzuNMM07R7TxgOm5OeeUyLCooYtRIeurokiz5AxdyXiWWQ+t6WXc965nXT/ecYpq0Htg0jNoqsN27qil0U3WqIa0O7HCcIihmhbBFM3AwZaNuyo1O8yczLt2Y4xhqbVNF3n+uCDyp7I/HYR992n7OC9grrSK8PnCeRXk5EYWF8vvrjaqA3RRLI0FlvMbWdO06BNCAYqdddZU4+J8uIkoV6RMSYiXiVs7Z1V6B1FjJQiEdvwtWW9j6LRM5cd7XmeIZkZlF/ccYf+3aY+V/d8bktgJK0MMEu6cHD/eZ51VoPapbHqRXQpP64CtrQkdkyY/WwgYJ699lp9z8roN+aYyjwYd41FmB57ocm864B99sknRS68UGTHHUV+/73vbzD2zT+/PgsYtWHQC97T2EOTni1MkzAXcs4JJ5RGARsm17LTTuIkTjlFZJ99pCcAa2TAaoo84R0Ga95huXzrrWrOA6o4Tx68847ItNOWOwZsmTC1nnyyssLyzs/nniuy++4iq6yiDLqPPy4y33y2rrz7ANPqWWcpo+pvvyV/duhQkYUWEpl4YpHVVhP5z39EbrlFZOSRq73GtL2TvXjDDUUOPFDnexz22COe+beo3lGEERqG2LjvAPacpP0nYLoOfyb4XvizaeeJA99BNrRNd+S6WfcLLigy2WQiU04pss46OleTUESfK4MiumDSs3TpeaVdZ1rnj/D9R83zuDWRxijd1LP2GBZdbdjW0R6gDNj8oNNP2gTzGqJtEUzdDlpLPfqo/n+ppbTdFPjgA5HPPtMWM/vuq213eH/zzfRWP0nPFiF88MHiDGgthGFxxRXiFF5+WZ/FyitLT6Au515d58kD5t9009kx1gMjPXjfZRd9Zx1j7BRpndVrWHNNkSWW0LZgcbj8cpEVVxQ58USRGWdUZ/Fdd4mMMUb115ckX3nuzz03rHMjaG3FPMHYZR5sv71ebxw4zoAByYaxLSMFhZzrjHKinnCCyH77pe8//I6/BXsVjolJJhFZdNG+z0QZBsG1hv8fXGtWR66rumPQRpJWcW+/LfL55yIvvCAyxxw6h+KMqroDC0V0wTxGXpNIuk6CS0ktpaLuv3Oex62JrE4cH0RqFl3dx9bl6OUXX4hsuqlGbFmMUQuxiCEa7ifIMYONhWO5JJh6AUQYzj9foz6LLaZK28CBIjvsIDLrrPl7HPNsL764r98az5Xni7JEBNKlZzvCCCLXXKM9IRdeWJVUF3DqqdqLr+29nNP69/31l/auvfnm6D7btp17rjkROWeZ3uVpxjpKFMbW6KMXP34vAqMQo4j+xh9/3Dd///lPkTPO0Ogs2S7PPqv9UnEOjjtuPdeW1KMbdO7RfA4nJQ7F4PNZlN7XX1eDM0/f8qS+6HF6AoYXRuhttw0rK/L25Q0y0gLceac6H+6/v89xFNWHernlRB54QH+md27QO9x2f/kqgF4WZxyxd5BREJa3Tz+t8uCAA4bv5R2AecS+XxfC8zmYy1l0QZs9xatE3HVyfwcdFP+9uN7anfM8bUxB3BzxQaSGYboYrjIEU4MJGQYEPxCPVMGcyb2POqox663nLjlDL4H6u4km0rn31VfF2b0h5YHhlrZBQc3fgAH56tfqBG2u5p23+vq4LDWSq69uzJhjGvPqq6bViCM1ueAC7SdMTSLEdCuuqK86aqZcq82CmXz66csdw/MVVAPIE4N5EW5BApEiRFO0CKJV0rvvmkYQ5syg/2WcDlGWlTWq93kSwnpCoMPwjh7RCfYY9oSqyNtuuUVJEqmd7ia88oruEzPOmI8Eiq4XV1yh/4/T5+iGwZhBMIneZ5s1Ow5cK3OB9dULumBa/S26ky0ZseCCwzJ7B/PDRYbvXkJXG7ZRQiYQVrQlqVqgdAqu11835ogjlD2zk5HVNtMjG84cc5Q7hoddHHKIzr0NNsjX15G+mBgrtC5B6YsCxBVsxrR0caF/XhhsJHvs0bwRGJBKtHnjSesZifJyzTXGfPddvc69ppyIccrhs89qK5JuMta7AWnzhP6fEO9BylXV+fPIxyTnRlEm4PArr5Id6AnjjWfMttvqnrLsssP3T99yS2OOPtpUiuuu0z2H9nJtx1tvGbPxxuoMu+oqHc+sAQecaLRy/OWXdH2Oz/K8AodJXS2BIGFD/+wF1O2QDD/rscYy5umn9fd1OS48etCw7Zx4K6wwvLe4CoESeKWDzS9YaPTNCpTOKkH7iU03rf48HtnARom3lqjqQQcZM/vsxrz5ZvJ3iHKeeOKwfTGTsOGG9cztvGDDx8mC8V0nXM3YqNvYqquXat09W5PacWDc77BDueN34/xxff6SUUELGVfat9jol5n0wllZBHRTWHNN1Wlmnln7lgc6Dv/HQEvbL2yAKCXn//RT00p8/LHKCVrUnX/+8GOWJeBw8snG7LVX9nMOHVp/SyAii03IqyaMu6Q1y/gWcUhmvQ+6Ulx2mf12Xx750BOGbd2KSmDUNqkQERnGGPJwJyV3jTX6fiZllPQg0oijcOed6g3faqvh+2K2UQkn/Zf7rdO7340Rt6Le6Lp6qdZ1nrT5vueexpx0UvnzdKZ/egWlHNLaZdBruQoUlY9pGRJNGLYozeHsk+D6gp+De6pLiaalFo7aptvM5QGp2vvuq05j5MTPPxc7zn//qxl4aU7qpvclyoHqTu1vyrhLW7MnnGD3PsJGLw4nWgkmnX+VVfTztB30Ed1q0FOGbR0ChUmelKJU1GOUF3hz6Sfq4QYWWcSYRx8d9ndEb2ebzZiDD+5LJWODJE2eVKU8kYs2GHEXXmjM0ktrSlQdAr0bayTb8JxdqKOacEJjzj7brrE+8cTaW7VpJ1GbUUU0pep1E5WJkKVXZpbX3HPnk395DO06HZrnnKOR2913dyP1Mi7CRm/1o45Sg/bQQ8tnz91/v6YWu74vkTFVp1O5jKPdRpTXVnAp7T44T6dsCP4Wd/6w7AgcU95hahc9ZdjWIVBYiGkbXh0KNeRURUmKPOwC0qf55lPCiE6w0a67rhq+RGepL7v8cvUEd5sRx/1DfhUmW6hSoKcZP4xJ1DNxGa5H5l2J/AXjYXNeUbcIaY5H++ZvWfnYmYlA1CVp/lEDm8UADRTbrPM0T2p0nY6uIIoc3FOTijrGRmA8hPcaSnXIGoLv4fPP7Zxr7bU1G8t15ySZAVkyv2yh6D3aivLaGmM+l2akZlmLWV+9tIdXiZY3vXCv/U9aW4s62gx9953SkI8/frXn8ciG00/XFjNRc492ITR7p10ALRmuvFJks83yt6NxubVVgLfeEhk8WEV4Z19Q6PP5u02k9ZyjB+E884hcdZXIn39KKxDVvy+YK73UzmvKKZOfLbA9rzjnhx9K1yHch5X3vD1Wy8xfEMzhqubvjz+W7xcftAKhry7v9CxNagVFe7MsvY25pjzzNK2/ahh1tdkK+j0H11W1XI+7BubuXHPpe9hcCK7luutU1rMfTzRR+XN+8onIoEEiq69ub18Kxsw2aP9GC766kDRPeR48hz320PZ79IZG/3n88fi+4Xnnka32c0OGJPfEzboWs6Kpnu/dhp4ybIs0rM4LNsgko8TWeZIE/C67qCCrWknxSAcC9LnnRNZbb/i/sSnS0/Gmm7QZ+EMPaW9j+t26OLfLIqkvaBUCPamJO9fCc6EvMH0ZUUTpsUmfRdcR1Ux+9tlFpppKegJ//CHywgvZPmtzXtETl9643QR6bNNTlbmPgsk7P8f14rQ1f19+WWSyydRA3G8/nc9Ze7rmMWgxQmeZRWTqqeP35SLyMU3eHn10PqU36zxNcmA25dCsW67HzWH6/L7ySvzneP53323vvJdconOWnre29qVJJxW57z77Dqc6DVvmPY7iOIOQe11iCZG55xb55Rftdbz//iIrrJDsfMozj2w5+r/+WmpFXc6orofpMQT1MlWlzNguXM+DII0jaGvk8/abByQ2MBuHQUoQaY0zzaQkUWF88IEyGO60U35Wy6rndlk0lS6dhdAIYg1S1GjbAMPl+++bVoF6ehjX25ZanYbOeitIyOgzSZuUSy8dtoVb1fMKkhxS+lyoIWxzWjC9aknlRTaWna9R9XiUdxx3nNZRUvNJu7SwfAzuuax8TGMBj2s1WGaeulhj25RcZyxgoc2a5hmUn9jAn38qk3KZfSJqX4KAi7rr9de3S7xECvZPP5nKMWSIMcstp6VXWWVLoLfalOO2ZBtyKm1O2UxF7iWejCrRc4YtoEfe6KNXx9wZ3tCCic97lUatr71zDxBTYCh9843+jKF6yil9TIxxhittftiwqbvNS/hw1lnGzDln9ay03Up8xLNinVLrTE3W88+b1oC+rTfeaLoGUfVWzBUIyIIadOY3RGtxCoateRVciy2nkQs9DptYjzw32tHg2Ctr1EbND+bBOOMMa9CGwXxBto4/fn75GPXM0pxm4b8HvUvLjnenwdzJihyMA3tPHcYMTqa49cfv99nH/jmzGENR12KLIBT2W8a3irU7aJB9Z8Wkk6peURW+/tqYXXYxZppptL8xaztL+7esjhq+y7rNIzPjSN9wSHz/vR3OHF9j6yZ6zrBlMey6q/bLq1KhCG9ok0yiUYYqlZg2GA1VwwVlMQzaLe22m/7/7rs12gOrapTCFYVLLlEDq5NNOQkHHqgMlS6OWZucLzgd6EcHmySGFJH1TkIv1+bb4MGaBUBErO3IM1eqnle2j+9Kj8O6I20ouzvuqIQ7RLyaeiZEdIlg1f3MbM6jToP6gQeGN7D339+YjTeuLovj11+1rSD6TZJh26+f3Z66RVswcS1lZUHYoK4qK64KXQ6W+KDzQhHE7XWsY/SNKabQudDZNinN8ZOVDC3stMmz/qLOf/TRxiy5pDG//JJ8b2lzLXDaRDlfk16dDhkXs+vajp4ybMObUyAkqp5MnT3nqjpnG1hxq4QrymIABD7ey3vvNWa11ZQN+Omni3lvp53WmNNPz6agrLCCsjC7OmaBF7Xq9WALjDnPsH9/Y2adVdNRUehcm28BiDKff75pPfIqd3FZMjaeRxq79uKLaysrelI/+6ymJ8ZFR9IUJdqH1IU0pZK5ZBMHHaTryEbkqKzyP+642ZnnbRqkZIOEdY8q5QZ7ED01q5AH9OCkzzrRWqJ1cf2eKRfYZhuNcJZ1ZhRhhg6/ymbM1eWYrUKXg6W7qIMjbq/DqKN/MddTNCU7jd0+zG5ta9wZB8qNSDM+5phoBu3weuwsYeg0tplXgWFMVDnpfliPYWcUATbWhmvZdW1Hzxi2TUSL6jxnL0dsXYkEhj1/K62k5ycywMaQt31PGF9+qb3yOG5SahkCG+95lvSzJseM+mG8+C6mSyfhpZeM2Wwz7Wdqc6O1ibff1ih/HSmIVaKIchd454keUKNG9BqnRJXXwjyYZx6NjpGNgWNprrl0jpDuSpbGMsuokUhNKdH/tGhTXc6RNCObbAXWaVZHWRJOPllTcX/80Q3lH6OMesa691aui4hRWs2/LXz6qaZe4iC1gY8/1rXFnO901HIfpIBT5hW+L/a+TTfVFPQyUcM8rb7C8zjNqM2aeVOHjsWY0Q847n7ynie4t5FGKpZVlBYdv/ZaU6nTEJmB8yTruONw4TvsgcjhDTaIfq7oStQBx91X5z6OwzHLZ7POEa4FTo/RRnMj26vb0DOGbROGX53ndMW4awIuGPVhr2bY6Dn3XDvHx9uN8oyyGSUE+d3OOxsz1ljZBGWTY8bGg5HYVjDOVdd0lgG1Tnii24wy8xOF5r33jHnhBc12oNa9iWthzWJYvPiiliJgsFL/nlaXVae8TiKcQ/kjCs01r7yyproXAVkOHCPgGrCBsvKLyElWGWQrgsY8wKCuu1TgkUeMmW46jawWBXP5jDPUaXTmmcnR14km0qyWzu9jZGyxRTknb56I7UILpTsO0jJvIHq84w5jDj9c61STDOg110y+7iQDmr667CsYZEcdZUeXs5GhWLWekEVvzbr+qNuPezad9855k+ZO571lHYc0J+h66zWTOdpr6BnDtolU3brPiVc8vFB6ZcE0nYZdp1Ph5ps1CsxmG8WGnVVQNjVmGBkoCGWVmyaRNnZENOJQR10uShIEZUT624qiawpjjEhpEBk65BBNhWziWooq5XU7RyC0IwIXF0FkrUIIQySJtDnIF7PihhvUmMPAt4kyz4TvEknHuM2yBvfbz44ji9THshGuoiBiueqqxeQukVmYejFMidimYdFFlb28Exj0a62lEbgydb9pUUSOn2VNph2H7CccAqwL1gj1yklGC2ml3DtjPXTosPcYZ0CTJk5tKkRUOCODTJssxEt1yKw69ISoe+X4++6bzagk/Ze5mSRTO+89CykU9xbs1zgckrK0gnFIi0CPOqq72V7dhJ4xbLs9YgtoK7PDDvWlObmCpiO2EETVGcF7/XWt9zz0UP1/kQ2sqTG77Tb7tXt1I23zIr0Ighzqy8IKfZ11uUQYiI64QG5V1JhnXIJ5nHW8MOann77vZ0hriBaWTUkuq2jmIb6pwxkXBumjzNU0EHXjflH2N9lkeNnS+Zw5JjwDtNKqAuHat6xEPnnJf3ASkWGS9LzgUEjbZ594Qo3Dphx6nBcCy+OPz/4dIrwYDaT0k+KZFcgdHLBRYD1i4EPgWca4jWOGvugiO3Kc47EuwkiK8vF5/g6L/mGH6bNGDlHLedVVyWue8YpyQmZpU1fk3vLs73XpCZ33iiMNHYf5kiYzs6alh6+Z86R9lnKysKGddswsDgXKVeL+7kK2V7egZwzbbq+xBfPOa8zLL5ueQ5P9GEnPSvPCkX5iW/mH2ZPoCYpj0r3HCcqmxow02SxKtMtIG7tXXlEWZRhg//EPreUhzazO8T7vPDeyN8oY80Q98JQTMcuq3EHeRNujMGylJJdRNKMM9iyKUh0gypRn30DZZH5Ru7ntttp7O641U9Up8TyDNdZQYzvtmeSVeUQqka+0UIubxzDXE3VjLIgUhtuzhWU6Kbx5jK4qQCr4DDMY89BDyZ8LWrWQGURabGdacRownpMMaI7HGoV8qIxx27kecZji0MuKvNFIotBEVrPKMwiVKEViDtW91m1FWpssccPgJ2rL+NCjPThnMO5FWu0E984x8xjEaccMj0OSE7Tp7MJeQc8YtlETLphMdbDA5vEqFwELi/Sqqqj9XQcGZliRDzzyVT1byARmm03TkzBa0tJPII1BSXj88eFbHxRV/nnWSUQTvPCO51kPXO8EE2iNYhXgess0tXcFWSN4PCOa1vP861JuXKm3L3sdRIvOPjvfOUn1JGulEzZSkm0hrb6rzmdEFJb1XoSxlnYZp53WPJka5FZEV2xFn1iztDDBKfXkk9kcG4wFpUCUAGCwUYfaqYA34VjqBE4enEXsQ1GOVGQVLN8rrmjMW28VOwdrFi6IJCctbWGQiaxLm4Y79/bmm9VEI4ky81zzOriaMGZsRlo7GecDNuCq53JYpwvLl6B2OolUKm2vTYsCMzeTjp2my8fNkaazC3sFPWXYdk44SA6o+ag6VY9zrruubpRVpQcfe2w+b2W3AQ9xuIE3jHN4yYsSnsThnXd0zhAdJ70siwJPuvAzz+g14qmmpxzv/HzjjeWU/7Q0Of6edT0wXlwPxgEGKGl4NvHhhxox6BbkUXDqVG5c2TzLXAeMtURH8rI7EyE86aThfx+kJONEajo9O63OFqKmugCB0mKLlTsG6ZZNkqkRMcaQSkOWNch8I80axRbioLwgKwBHpwtOizjA7B48m7BTDucAOspNN5VvDRPca5LyD0M2cw+WaFsg7ZcOAlmuP4/jjXkBN8S337ZDHtt2bgZ7Hens44xTvdwsSyqVZf11tvEJM2inHRsHShFd3hWnc7ej5wzbuvvLBoAVs8raQpS2PKQeTaEK8hyIYkg1pNVJ55ij8Njom8jGhneZ9CxSyjrbFuSpwUPJxmNOBBcBmeZdTAIR2aIR204QfYF5GZBqCKFM2fTNMC67TNNzexF1KjeupDuVuY4jjzTmwAPzn3OrrVQxjwKOvyiFvu4oGo6xOEMwIC2pCzAW4wRs83wjZZ2smLLtWnCMso+S/lim56orjqUiLZ5gbq7i2HFK+/ffG7PggtHOqCLAoKVF1amnZtMzOvftuEwvUs6RLUXQlDGTxHheBvPPX33JW5Y1lJUdOyzzO++9iciqLb4Gj3j0pGHbhKChGTNR2ypARJBG2a6jKvKcu+7S/pFRoAasiIIc3iiJYFInA5lEUsuKIjV4ZZXCJHY/fp9HABONhsE08HbjSV9ySU2zswHStuNIRbodvdjTOolNlhelE2GFM3B6UZMOwyjOn7wg0halnNcx/mlOOyKLyJAxxnCnXRTG3NVXt3e+5YkQphl1sODakE9NG/pNPauix2ZPJQOKNF9b2Wt5HFjhfZtyBZzNnY4NjLnnnmvWmCkSFCBTbOyx7ZKJHnecvezA8D0hi3jxf/aGNBbitHRijoFjnx6+ZIqRupw1kFL1fmGLr8EjGj1p2DaxEdNLLq3PWVFAF28znacKVCkoSI+BbTeOZAliEdpO5N0UUJCXWEJTm6LaF7gwF22PKz1Ag8g/Bi7RHFg/y0QwgmORWmqzl2XbUITltwhcSHciwyGprpjrQAENSHfIFrBRx4VSGpVlULXMT3La8Ty23lpT/Ulzozyi6ecTAIMia02ia/OtyHmjoljMNWpj33ijuxxLdRvdaembsNzi4Ke+thNffaXR8gsuKJfZZWMuklFxzTV9Pw8apASAZVHGmCkaFEAv2mgjYz2QwrMqiuDZEqkPnkvYiA3kf9w8Cq+hJIdBHqdXFHxktb3oScO2CY8qJBR50kLzgA2jqVYeTW/2EBGhHCcZXqSW5fHgQr0PAQ0G8S23VEvIZWMjDgRwsBkEGwOkMHjB81w/ThIMjnCbCGqyeJVpVQEpCcyGvQxS4umxuvfe1Xtqq0pDywLqYyH4IK0dBuwkhYxsACK7SQZw1jEixZ/69bplflrkgPIFyIjCmQ8uKE2w0zJeNlrQVHE/acZN0T2F+TT66OqwY++gv2veWu6063bFceFSxJYUYZzQcJtAUEVpT9jQhdMBXWbLLYvNJeZxEvt81vsjMovhFuybOKVI2W8KZeYTug/MzLZBNLTIPA4b6HHyMu3Vec8QecIlglOTd362tQZ9ZLWd6EnDtgmPKm0o4tJlywCDgVpI11GVYkkvV+rx4pBHwGEcw+hIZIUIuK0U3DxKYdgAz6oUBvXinR5P2lSgTOCxzaq4UTtD2lVnWyOUQKK3RY38008vlxLeDaDmG8WuLgwYoEZVnelO1LnT9zLMZpymHNiQx6xz0tjGG8+uEZQFScdmHaNcuqg0kaZINoot2LyfLBGqonsKDiY+E7TyqcJx6YLjom6jO+ux4acga4EsjU5Dl1rbJIMGfYea6jvuUKctPeRxTGBojTuuMWONlfz9rHrGIotoSQT9yHGCQLLWFMrILsi5ytRNx+Hgg/PXRWfp4Z3GQsw75HqBjIGAM2qd8RlXsyY8qkdPGrZNeFQR5BgZtsFmQHqb60gSzgirDTbIr2BgcKG4h3sH5jlvWMA9+KDWKSMwqYWrG8y5Pfc0ZrTR8imFWRiZiYjhgc7SvoFnQKS6cwww8qm3LZryTrYCY9zLgDgLEpK6cOWVGsGoC88/rxGwOPKmqpxegREUHCPKiKhS5rtcU5kEnA8uKnhZn1URhZ+066AnJuzHVWY6Ne24aMLoLnLssKE7/fTJBg77I1E5+BpwakNI+Nhjxnz8sUZsbTiwwimsdba3iUMZBw5ZW51El7ZkfVrHhU7kIXuKei211PBzq8hxXJbJHnbQk4ZtZ/pmlf1lA+BpxDCwgXCKFl5K0nlcBxHrJG8cqYsYlqQuRjWEj0pLQ4GmHibKOMNLSUotgj1JwBGJhNSL2tJHHzWNg1TVPPWsWTdy2vjgBLjzzvRjkipLJKMT1C5Skwdjcl4HBCmPUc+1V8CcZPyLtBApClKBzz+/nnPdc4/eH0pmXpRRRvMYrFWlZ7tcUxmFQJbS2gX56VoZS9bxzOusYC10HsuFKGoZFK1FrdLoLnPssk6isg4sF9PIi8oX+jsvt1x1+xl16bvskn3u8bmk2tm6Xi7KZA+76FnDFiCkIAcilbdqjyqRM9JbyqIzRSsQuC5vzvR+wyAiJTbJm4sxSi0nqcCkF1Orl5SWRj3Offf1tQ2A0TIgacGbSDudzTdPjhTDvorCU4VXswiIrOaJGOdRBEjhImULRsOkujr68y6zTPTfqIOixy1M0VkBu23//qYnESie9C1GEajTiCBKXoRZOC8uv1zbbRVtN1ZGmcxjBPF/ZD2pj4yNLZnvojKctcbNReMuj0yjb3H4PuLuh30iycHp0jNqustAk7DhJCoTkXbRSVVUvpx8sj324rjypyBTJssYJ3VwsP1KSnlu63r3yI6eNmwBOfq2eqglgTTQsuQ5bVKgwqzEGJlBunQWby5pRQcdpCy61LkkCal99lH2VVo1YDjToB3yp6wtHmA8dAnUC+UxRvJuxDgAiNJQgxLHUIyRz9jDVBmF997T+jRqRrOAzfXEE03PIax4hpWAuhRP0oJtslB3RodI66T1A86YpHKALCiqjCYZQYz5GmvU8xyC6w+ygFw0Mtqyf+SRaWSXBD0t4/YUmGFxYMbdexsjOG15lnnRNOmPq2UFnQSYcf12w2Cfv/ded54R36vDqA3GCR2n2xw/HtnQ84YtXi2M2yrBgqa+bpxx8qULtcGbmATYDkm/Luo1hPCISFeSAFt0UWOefjo54tpJzhQIYBcF3E475esrWWSTIY2IOU/P2rhG6+uvPyxJQ+ecJfpL6ils32mAwOKFF4xTqXlFU/jaonjiwCBCXGV0CMUKoqio9jpFUEQZTavdh/ilLs89x4Jshui1SzWVbds/0pyRRF+5VmQUPYFJuYwCJR18jhKXQMnNY7BULSN64VnacnJxX3XcU5o8gaCubsBvwV5NOVEwHyFyxJmPkzkK7PGTTqr7gEtzj3VYh2EbyHZX69w9qkXPG7awtVbZA9Zm6per3sQoUE9J+inERWVYJ23c89dfK9kEjcoxsqg9dFXAEdkkClZGEchquKMgYpwS5Y5KMwqiW3Fzlrppvh9nHKMIQog18sg65lUrhllT8+pI4Utjyg0U5aoUZ5w9OIW6wUgvc20oonUaALQHoxzCRbRp/4irhyaTJHh2ScQ+lExA1rjhhuogTSOumWEGNRwCHgCX03zZT7m3JKXepWdZBJ0GCVF39po4J4YtpDH3NjEHyF6jlrUTcF3g3InLEIQ3JA5l9p6kWtm0uVeGGTnNkHVtnXo0h543bGGGrKoOwbZC2BYvLf0kIWXaddfyrRTK3DNRXIQ/Nbc846jG8K6B2lV66JZRBGh5kpWBGI8vzedpmwDJU945C3EZKa+djMtZmGptIut112WkJRkRvEjlrlJxpu/iXnvZOZbrcicpjbluY85lw9b159gJZBhRqUD5pj9llrWLU6ezlU/aur/wQmXm53xJ5S91OHLijA6MbuTq3HNrNkY3pVZnQeBIpc9slYDAMs2IqsuZ98orSvIWFXklI2GOOaIJ++A9IEswClmdNlHzkOwcMiDixibL3AuXbRQxYjsd7pS5+aisRxg9b9hCHERPrjYoEi5HTsLCFpbhbbZJJiiq+p5hOMZjybXEpeu4CDzSpOuUAf1iTzkl++dRmLbaSnsJ4hlOijRCunPrrap0Up9MnWXgPPjkk+bmaVoKGSRx1NLDElmHQshximzctsZn991VgemVSF9cylndxpzLhm0b9o8wkC9h0rm0Z0lWyDnnqCEQVSKRpY4bxT0pXbJqozHO6IB7AWN20011XNIiXzi2uhE8V4zbKnqzBoA7gv0sLirJ7yFhrDo9Hcc83SKIVscBxzIkmmTGhQ3Q7bcfPhMrjwyIm4d0N6CFXFk5EsjrBRfsG+fweZIiwtybTy32SELPG7ZsAGyIVcC2Qoj3GSKmMDmJS6kXCGJ6A/KyyTKcJ9UWRmE873gyH3rItA6Q8Mw2W7lj4NEm5Trv3CJqQU1iUn0btT4YwTgMUDrZeNnkw4ofKd91K4ZpJEKw4ZLijbe5aBpVHhQlyrA1Pssuay+ykeY0qEPJK4o6jTnOFa6xLToeVaaoFy1baAKUSiDLs+6nZI5AJJjUUitLzV1Tjpy02uLONNw4Qx2maNbkEUfYcS67hkceMWaqqbSFYhVYfXV1hKY5JqN0r7S1m+fv7K9p3QQwQIN5GZ4DOEHeeWf4z2dx9GWRmVnJ/rLcLzKT/sTMWUpH8hzfwyMKPW/YIhhgVqwCtqMFNCMnqkbrINdSL9hAidKSxpWnD2tWBAoJDdwR9p33DMEC7X0Q6KSXV3ENdQCHAKnEZVK4+S4bf5GeqbRbKmp0ERHF8QITbd2KYda1VmcED6M/r2Fra3xIqaS2sK66M5cVjzqUpHDqfRlW5DpqO8PGHX2z11nHTYKk664btiwjrU6W9WZD7jeVsl3kvHGGehb2+zYDpweOjDfesHtcHOMclwho0lyLMvbiCPYCEsY0lt68rRzT5HLUWs7itMk6D9OcRGmyLE1meuInj6LoecP2iis0bc/1aAEpn6TgvP++cQ4YUqSwUldLnWaVrYM6mf44N+l/002nSlC41U8bwZwh4okXs4yiCVnWiivmV1jLzlmyH6hvq1sxtFFjy+uQQ8rXhWdVxKsaH/o/EzWsyjhM6kWYNEeaZJmtUkmyJefrThXOShLXFChxgDgna0TT1vhwnqSsjqLnSZr/8FKQlmnT4YUco/4QYixSd11meS6CgQM17dzmujj0UI105yE5Yt0QaUz6fJrMzFo/nieTJryPcD9cI46stL2naMZCeH5xrqQ1VOR+PTyyoucN22uu0ZqBqtBZKB8s9jwthn77TVMpMeBcA5snPdZgYA0YJavCBRcYs+22fT+/+qqmXJI2VGXNTV0IPJiBcE9TNOMUleA4RRXWYM4GczXP95kPRO2LGD5lQR1aljT9uAjeGWeoMwDPOqyqZVGEAbLs+HBO+jmTuWBbeQ2MQ1LGkpQWiMg64TLLbNUODJxurFFkF4ReENlRA0/qP/vPHXdoeuUWW9TnEGpDve2xxw7PFRDlYLE9j2i3hhPZ5nyNm/9wfJx6qkYJqZWs4vljRIw7rrslTGUA3wPrqwyPRrCPwjBMv+OAjCmqTWDcK6lPctqL5zLxxPEyNe7ZpxEU0mqRQEPgwMq69xTJHOic30nn4zNkdrWJyM6jXeh5w/aGG7QYvUpgxIYXet5NhZ5lcQx3dSLKkEJJo66pasZhDCbIoAYPNubbbzXKjrcWFmFbEbYmkVfRjFOUmGs2FNZgg6NPMJv2JZfkS6eGablOReqrr7QVCHWlWSJzcRE8UuoxcEnlhkSkLOKMaHpa2zb0bKXDpiFNoaJOm2exwgrq9KJXuOtGVBmkRTggLLvnHm0nwzM680ytgyS7gb7VEAKtuaYqt0lKp80UfpvptlVFAikRgqG2E888o4Yga5TP2Jw/EDNxXAwlW1H+NAcX2TXUQ1blbGiDE6MMrr9eo9Iffpj/u+F9NKp9VBZnHt/FEZLFeIx7BkRS83I/pEVsGZOJJspuXAcp00nlSFHzJa8Dl8+yxopEhT08sqDnDduqWSzLbip33qlESNSQNom4+hG8paQIVw2UGYyliy5SxkJSRm3VELqAPIpmlppHGwprODI+88zGHHlkdjISsgwwinnVUQvO8ZkTtvDSS0rihVOpbCZCp4JMG6yAJMNWemydymuWuYpMgOyGLAuyTeLmajd4520ZiXXWdqY5J1jvGAzMm6Q1X2UkfsstNSIXRlQrH1v49FM9dlT7lDLI81yrqAd3sc2TbWfIlVfqnA2Y+W3LzLTPEhzJW3ZSNoKZ5foJAKSdHz6G4Dzh42V1TOctufERW4+q0dOGLYIB4gwif1XVnJTZVD7+WD1bGBZNwgWPL6RRnA9CjLffNl2HNEVzlFF046YOi/laxDtcxhNKGwxIoUj3JWKeBT/+qNdLBLRKUFNK6q1tkhSyEMiUIFPgtdfsKGWsZaJNWcfQReU1rzxoQ7sgV2psk1qM1OWc4JopLYEMEKcELT7IyiGNmhYiQ4dqVkbV+wJRbFK0AUZsUiufssARt8gimh6eF2nyAJbdPNE42/Xgrq2/qCgp10LEsIwORnQfZ2TWMpK8MjPJ6VCk7MRGzWnUNfGdwADl2Ra5pkDmZGmtk6a7RL1gO08aj7ZnEXg0i541bMNpe4EgqzttL2lTQXHo16/YRmsbTXp8aX+z0kp6rgEDTNcibYz32Uc3bDZQlM6kjSRvrU5WELmh7o2WPzSOz5oijLJBw/iqAIPlYYdVd3zmHalmkNmgPBWNqDB+KM8332z/GutWXvNEllyMGNmGjUhbnYZtHqMUo++FF7Q3KgR9OKsmmECdSVXJGkCNIHKGzBxayKW18ikKjGbqm0kLz4u4iDV1s6edpusdMsAqxykNlAM0ef4wsmQbldHBkNE4Itl3qpCZSU6HrAR7wfE7ZURRGRK+JsoewqV1/D7tWsrOjbwR2yDdO+5vba/79mgePWnYupa2FwUMCKLJLtSPNuHxJf2TvqMoT3jpiygd3Ton06ItVTB6hkG9IIYexDdZnROkrFfhmMDYZ47YjoBGZU+gpCYpKlFjm7cvYVE0YTxmjSy5kPFRB8pG2up+hmWMcUhpIFpLMsQh9Xvrrfy9VIM1g0EIEdpMM6lxVlULt9NPV6M5L6N/mpFGxJuafzoaNDX/yWbBEWFzTyiTsZLFCMp6TXHXwfOkbCltT6hivYVlQFR7n3Ata5SMKCtD+N7tt2dzloXHu4xuVyZa3c37gUdz6EnD1uW0PUBtGu06XOk/V+d4YchjAEF8gGKAh54UXNLfuh15mp4nzSlaPFRV9xbg3XeNmXderUHNohCi3JFWH6QW2gLkMdT+1gHIfvLUL+ftS1gGrhuPnXM7uFbvnW/WgVhGkU4jryFTg1Rm+nJjaEBKc+KJ2qYFcqYop214zYSPVdU8ufdeLXMp0iau6drZNNApAIci9ci2aqGLHgfnxqOPql6TZtxk0SnSroM9kL7G4daAeQ0yGz1y6+7Fyh7bOZcZkyjjNjCyy+p2jCPHsWHYdksGj0ez6EnD1oW0Pc4FM2Yn8DKyGT3xhHEGdSnNr7+uTKpExiD1QsAts4wK67b33LO9EaYpSnVsqBCakcJHyiDEK2mA0ZpIL2mNNsA5idZS/+ua3GjC0IRtN1AO6lKe8yA8J0kfx/DByPFoZ8p21jke1ONCBHX00fr8IUSECZZo4lZbaepukOZf5Zrp7LUJcU5SWUVcVBCjHLkXp6DXUTubhOuu033zoYfsnT/NEKRONGpPpxcxpFzs5UmGVFYdLOu8w+G5+OLJJJNx+yhGMeRlebMNmsQHH2h2QxQYE1KUYXfmxf/5Xdl9KsoRVeZVlQPPo7fQk4atC2l71M7Stw6vavB7IkKkd7H5u4bO+pFOWvwywDCBmARSHchJwnWMgbBzSUF3BXV7g6OAgkcvxqykLnjtUbiI4JYF0eIo55ALcqMJGcNzoBax6TmRFc8/r068qluFtQWuR92rSGcmE4c2SEccoUp5lZGcqAyKpGhwXFQQuTP//MktS5pyROBE4LzUmZJVYxNpacTBWJJlBWEgUXqcV0RPMbqypq1ynKixY6+hLdLaa2erC+XzGNVwlSR1lYjaR5mbq62mPbldKAfL6szASVTXGraZgtz0uvHoLvSkYeuKArHKKn2LOZyeF9W7zwUEGwB1ghihZccJbyj3ShQvaBHiyrPxyAfacGDcnntuuiJADRAGTZG+gwFo60C0NinVzDbyzM00pkiiVax/m2zs1Ak+/rhpFVAcceh5RCuZgRPRZaeeLQcb+0pVkZy8+0qa0o4Dtsm9KiqSTLYXRIvrrVdNK7ys7LdEwXFUk6ETtRcwl9OOQZvDZ5/V9n4776yRVwjL5pwzuStA5zzh/FwLmWB527bxeYxim23kqpwLkDry/IvsJ0XWcJZ66bAcy2LYeh3PwwZ60rANKxDBYqo7ba/NBtzvv2sLiDJkHhhCCyygXtGsxEjem+c28NQvtZTW0qX1XabvIN78IrVtgUEEuVjThkewXjvlRlamSFvZCKRl4yBqU+ocwDGBojpkSNNX4g7CSibzfNJJu7sUI2jlA1lUVbI/776S9fNN1M7GRZIxKJGJVUUYsxI/UWaQBlJhk4yd0UYzZtll1SiFUZ++4ugdRZ4l47HLLtqqLjhGVtCyjh6z1Ia7grBTI0xQFTYkq5p/4XOT0pxEHkdGQ2Akx3EsBJl/rpXNeLQbPWvYAuj4SdlpIm2v7QYcBgyphEUibRg+EELdfbf7Pfc88oEULpQRSGNIG0urCcW5QaQ+D2BZnmKK/N+zwerZaXgwj6PIq/KmaZV1Zp19tqZIthE33WTMYou1zyivC7CPI2+7cXzCrXwgTazK2Zt3X8nz+TpLQpLkiu2WUHnOnXePLrPPFwkKsHa23VbTmPM65CHxnHtuLfUou3fY7gFcZ+Sz06GSdP4oHbZznTzwQHvKZjzahZ40bAPhBPNu2abgRdF2A+7gg7WOJivohYjXk/TRU06J95y23eBvO2xt3NdeqxFEWgMl4dBD1TPP/MgKUtOKetBtsYMGwHjnPqMIrAIvdZY0rLJzm9YqGAZtBBEV0rLpk+oRPz4XXNBdo4NsIbU03MqnqghokYita/WzRe7DNtLSiG30Ps1yjCIp+xi3m2+uexu1yHnbypE5wTmaIufL4yyts7tHXYa1h0dW9Jxh28ni1lQKRNMbVFkQbV133WyfhfkUYhBYBtPYc9ucot122Db6SC/luUOGFhdtQmnHUMWTnkXZgISEaG1QQ5bHEK9qblEjSmuqqOvgmKRsZVEEijqziGCTztsWkpMoQHTDc0WBdAFNR2bi5j3Puhtw223qELr55uH/VkUENC3SSWps+FlDeOSi0u6CQ5ya07JjY0MWh+cJbd9wmsPCnAT2GD6PgZsnA8IFvSRreUsVcyELcZhPKfZwBT1l2LognFy6ljLKGxGqySZLVqZhviUiDnU+RBBZEXhjw3UYvFA22qycuoyq5iPzZPXV9RXXlgcFY8MNjdl663TjbIcdNOJfxBCvypkEYVbYSRZEaINskKwkG0XPT+YEil3bQRR+0027z8FjC+edp5wEbXZgEJnFETT77Hb6hNpouxdeu0GKJ3sbpUpZ5kGd+4wLDnHOsfHG5deI7ej8ZZfp+shSLoMjldTkrGvJhXHPSt5VxTWlOVRw3vqUYg9X0FOGrQvCKYwmiCdsKm/UJ7/11vC/p/YRAgnIA9hsitSGHX/88MIzz/W5qpy6CgyjqlLveP5EbYnexpEEoWzA6JhEPPLeexrloT1MFkOc2ij6ONIjkzq+scay7+FOS9EKHDJp6chl6uPo+/zcc6b1YA7Q3/TBB5u7BhccjknriJRz2nq0EUTjYZnFiVUFa28WhKN89LFNe9Zp0eMy+0wRg9iF+bn88lr2YCOybjM6z/qYd95s8oNSKMikIJXKYty6ECnPG7EtMpZRc5Lx2WCD8ka0DzR41IWeMmxdEE4u9CK1tTnitaX2K7h2PPAwGGLQUjdVtBVL2etzYfN3HaSEQ9qz557GLLigMSOPbN/oi0pfxzCNU8wxWCERiqufRRE9/fT0TR4jESOWllRrrGHM4Ydr6uNOO9l3bGVlCoVkKukzRHeL4P33jZl22nZH8cKgFzJjlafmupudn51AxiJfv/rKtAqw4E8zjTFnneXOXC37rMvsM2UM4qDONXD21um05dlNPHFzjok0PPywEj1lKWuhnQ9GOk7dtDnZpFwIDMKgPWTSPlNmLkTNSfbS6adXh0FSi6U0ncoHGjzqxAjSQ/jHP0T+9rfov/F7/l43pp9e5Pjj6z3nv/6VPA6XXpp+Tf/+t8g11/R9h9cJJ4jMOafI/feLzDhjNdcH9txTZIMN4v9+/fXxf8t6f92E//s/kddeE3nyyb7X//yPyGKL6WvrrUWuvFLklFNE/vvf6tbGiiuKPPKIyDrriDz7rMiJJ4qMOGLf30cbTeTOO0WWWkpkvPFEttmm72/vvityzz0iZ5yhP7/3nm6rUeB6l11W5JZbhv39rLOKXHBB9Hc4FuOQF0nXER7/zz/X64r6LM9irLGkEG68UWS99ZLXiw387//quuR+mQtbbSUywwz2z7PooiJLLCGy774io49e/fnyPE9+z9+bxEwzieywg66NmWeuf3zygjE77zyVLVdfrc/XFZR91kX3UdYSzw+50Alk0OKLq14Q9T3O+dxzIhNOKLLmmiI//qjPn+9Ffcc2PvxQZPzxdW26iKWXFpl6apGTTxb5/vvk9THKKCK33Sayyioihxwicswx8c+T7590kt29IwvQs5grnXsHewbg98yjlVbSPaToXEiak2+/LfLmm6o3cOzgWoJ35nlwvqh9AhSZ7x4eRdFThm2ScEKhR1gHC7ab0Clshgwpt6EHQjA4RvhYr77aJ3SrUjj+8x+RQYPiv8/f476PcA3uvy3POa9R8fPPqvwERuzgwSLTTqtG7Npr66Y/ySTDbzD8vuqNm+vgmnbcUaR/f3VCTDxx39/HGUcNWBSUccdVIxgce6zI3nuLjDqq/pxkaPNcMQA6wZixCQf3wn0xVzs3Z1vOsgCcg/H+4Qf7jgPG78ILpVJ0Kle8I0cZsy22sH++OeYQ2W03kb//vZ7zhYFSHIemnJ+dwKhBIQ8rtziJFlhApF8/d4xc5BBG+EcfiTzzzLDrvBsc3Un7FOv83HNF7rtP9YrghfOOPTLJKRdlEIfXIMfm2fO5OtZEGOwl880nTmOhhUQOPDCb/GA/ueMOdbpi2B56aPQxWU985u67+/aMKMPOJpKMTX6HQY6sLOPUCHSLAQPi5yT3y2eYkxih3G+gi4TPHbdPMG5lAykeHrlgegxxda3U4ZEOuMwy0XWjLiOpdiEqBSQpnSVLWk3VaTllj5+WpjrhhJoWBxPmLbfEkxq5UBeSJYUHptTrrzdmt92MmW8+TRWDRIM65cceM+aXX8qRq8BabBukfkG6xHMgTbETb7+tTL/336/rkbRiUseC79JuKiklKyk1ir9BUjTJJPHp/1mfe5Y2CIxjlnq+Iq2GaFlWZWpn3Wn9TZYRML8gOSs6r+pA2nzLy0VQZysf11Bmrn3xhZZwJK35XXfVNQqvwDPPaL3/HXcYs+iiyWmdnWUfLpXW0J4tKAdxEUXHirIpSC7DZTDhPQCiKQjFBg+ur3Ssaj2rs0NImVKkvO2A8hzbwyMves6wTaprRUG84gptqwAjYt5eZ00gyfApImyybJRLLVWtoKqjxvaTT5TYCiITDJzFF1eCI0h4ArKrputC0lpUQH6BwTfjjNpK6ZJLtN1BGUOnc23ce6/WxTJeVdVUYsDC+Np53a+8oueebTZjzjlHf4eRvtlm6oCiXq/o83n0UXVwZHUGJR03cAikrSnbZHGQUmHgV4m6a8uaqmX7+GM1VHAOsY4Cdutw38qmjcU8BDJNGuFJrXxcQ941+fXXxhx4oLaWYa4U2aeK9NR1pe6bOk9kZ93I6mgsM1bffqu1pBjunXtAlj65beKEsd0TN0s7IBfmr0dvoCcN2zR89pn2aF14YWOGDjXOIs2Agzgn6e/Be1Ylm8gZEQ0Mwao32rJGQJ7vY8gOGqSGLQYu98cGXoYswQbSIs/rrKORg6px9tk6HlVFBiGygu11iy2Gjy7jaOJ+8ZRDlEREGsKrIApUhHwtUFqCZ5nVGZT03Pk9GR/Bs4kziGyQxQVK3rjjGrPVVtVmEdRNuNcEwR/OLJwrF1/c9zueC3ONPSDPc6o6wyNry48mFMYmW/mUQZY1SUTviCPUoD3oIDVwi+5TaUbFYYcNK2tdIr0kaknXgzqRxdHIeL32mhqmSc6etLGClA3yuqb3/qocGoF8oj1PGlN/nntOmqNJ53EhC8aj++AN2wTgcSYidswx2oqiztTULOdJ85KNMUaygB5pJGP22Sddyf7xR/VS44W/9FJVWupIjSprBBT9PqnJ9Llr2svoikKD4d+/vzEXXVTdOVhfu++uigkpe8FzQ0lebrm++77yynLnSTNcSU8vo0xUzXLemT5WdTSx2yO2V12lLMOPPz7834jI5ZlvdWR4ZI3YIrtwRvVSK58qwL1Q0kEWF+y5UY7EIms+ziCmJzUOMth6ySIAlDE0vRcBsnbIDqoTafIa3Yxxx+Cef35NJ477fNaxIoXcBYeR7RT0rKnH4XuNk1+d+uk22yQbsDgIm8x+8+gteMM2BXhmSX2EQp62IVUvTgRGWuQHj+kNN6jRneQJwysXJ8T4O/WNScALiuJHNGOvvYatRQ02ZhfT9brFqHQpBe3DD1W5q7r+HCUuGONg/MMbJtkUVRoGI47obj1QE7V23VpjS5kJ0UXkOpkAUchj2Nq67jSHZt7ykjrksYutfMqCzBHKkXDm0uu0ilKMpJKo889XebvjjtnKHKoG844sNpxAdXJNpMlrjNkBAzSN2NY6dGHvj3OABNd15pn5jsO4ZI3Q8jl0xzgnTV7elmDcm2ht6dGb8IZtRpCmVvXmEk6RjBM4Sy6p5ED0kF1zzWTDJ4mwhmMlGUYvvKA9RfEcx6Vjc894SBdYoPsElQtGpUukIeDqq3VOVFV7nna/Rx5pzDzzJJN9lVVaiEg0/dxdm5MQxgTnCKdwV2U0xZGYEdG3AdJKqU8nlT8pupjHsLXxbLJGfMPjk6akViknMMCofcfxSa18N4D+ydwTTmP2zzinRx2A3yDNAKlqDYYdLDjam3JiFzEyy5YxubD3h9FpECKP0QODLMIsCIIlWV5JMiON9yMY78CI7qZgh0d74A1b44awy+KJR1iQ6hVOi04zfOKE/LTTGvPyy8NfB6lWMADCtoonNM0DT10qjNLdBleMSoy5sFHRZGScubD++pq+XkU6fpY1RuoZm3pWpue856iCvdgWqG/Pw6ZqCyhFROOCZw7jNr+rU5m76y6NnsEAXva4kJFRLxmQxNkwbJMYcrM8m7zyJhgfHItJe0ZVijgOgU02MWbppctnUbgA9tRjjzVmnHHUUN9hh/oZ8PNyLFA2UQXCDpam6yOL6l1looOu7P1J+zBkkWQSZL2fLAZtFt0i7XkwJylJGHts7abQ9Fh59Ca8YZsRVaenZKmdijpPFu9kp5B//nmtSQkbrWzs1PdAjnHccX2tVdLAd1ASuxGdkZEmjEqMCFLiXEnhwcCpytDOssaYs5BHMS55PNYB8jqDgt836Xmm1g4lYcwxy9eP5cWzzxozxxzDGoG//64piR98YGoFNd4wshfNGHjgATWOb7op2+ezGrZpimNZVtG071NLW8ao7sZWPlnBXIKgbqKJ3HEgNpkSa5stt8rrqdLI7NSrgnMif1wA+hnONHS1LFwsaWnISanHeebkrLNqPW1Arubh0QRGyNf1tndRtpl7GpKavSedh4bjSU2zAf+nAXbQjHv33UXGGUfkrbe08fgDD4jssYfIXHOJPPOMyBRTZL/uMccU+fBD6UoEY3vmmSJXXCGy007lmqHnxdNPi7z/vj4vmqQ3DeYP8wT897/D/o1xYazKjE3SGqMh/W+/6d9POUVkq630nJddlm9smO+sFb4bbiTPO7/n+nkFa+qee0RGH13PU9dzD/D55yInnCBy000iu+4q8vjjIvPOG/1Zrp97so0jjxQ57LBhx3ikkUS2317k3HP1+urCNtuI3H+/yrJDDon/XCDnAnm45ZYi990ncsYZInfcoXLOJjgX48McjQK/T3s2Dz00/JoKP1vuJQ5zzKHzNOr7NvamMG67TeciMnHttcVZdM4B5AVrP/xMWFfM78knF/nqq+rkmqs6RxQYs7hz5p2XNhDIa54f4No65XUV6NSr0HOY+48+qr9Dd4qbW3VglFFENthAZO+9Rf7+97597KST9Pq4/gBcZzBmcbj99mxjmTQnOf6vv4o895zumR4ejaERc7qFqNpzmDViW/Q8nelFQRQKFlrqFqNYQbMAEivSN7sZRAnHGy89ddH2OUnzu/124wyaTMfn97RhIA2aKBEvUnOpuyxCWJM1VY2IJc+hTnz5pTH77afZE6T6UxMawHYv3LzR2vA1kvVRNwMuJDHTTWfMtddGRyqi6lSRd5RWwNybB1kitjwbCGyS5DaRlTIRX65/002jv8e919GarE2tfJJqlZEV9Nkl4sy4wSXhWk1lk9HKrO2k6h4bWPkpg2kya2nIEGNGH92NyH6WuZG1tU+espK0iD4tlzw8moY3bEump9gSamkCowxRRFrBfxlFhdo36n67HSj4daZe3nefpvS4xDJaR2pckuH2889a17fMMmqkkI5FahjGX1Ug3XmCCTT91hbimG9J3zr4YDVo6WUZMH12oi52SRSeG2+M/zsOrfPOM7WDPqJRyiVtWWwZAjyTcB/bcIofaxImYHoI0/MaZuUk9vksachpxkSQ4nf99WpkYrwFZD5pRnHZ/alIK5+62uLl3eswzKmxPuQQlRsQiAXGSpVyrSjqdGTlaSdVpXEdlS4OYWbTbaRcqr1Nc8YEhF9V1ElH6cGcg1aQHh4uwBu2ORFWKlGqIVqyhUBghBkIA49aGaFZpUeaSC/1jt0OGKjpr1oHUJyJAtV1PpvESzaU2STDjbE5+2xtL/LMMxoxI+ugSgOLPrpPPVVtNGmNNTQCSr9oF+qTkqK1AfDOE0WvM5MhzQFoQ84Fz6iTBZZ5R5sNjCNIm1Dk6PFdVuFNi5IR8WXeP/qoMWutpW1gshgeeZXXKGO0SCufOvr5xl17WnSK10wz6T2eeKIyD9O31MWIbYA626Skra8mopRE1Rdf3DQOlyL7aU7mNJkQZO0VfYbMQTJayGTjeHQN8fBwBd6wLYEgHY9Iki3cf78Ss8Aqh4een12OtL30Uv2pmk2AFFjIa6pEoJyxicPM2TQrZxFikbqU2See0JYcF16oESUMrGuuqY6Z+oQTqo8mYai7grRobQDagQ0caGpDnohSETmXNsdJCX7lleG/F+7rnXf+J91TVMSX+8hz71mU7rgU7vHHz9fKp4moVvja0+YAvVhduGaXwZwNlysFcwGZ0EQq8MknawZL03Cpv20aY3YWwxYyvaKgDRZOJJx9t96qjlkPD1fgACVNezHBBCIrrihy9dV2jvfvf4ussIKSMf3wgxbh9+8vsvDCIgceqIQYrpFQQKrw44/S9ZhuOpG3367u+Dz7mWcWOflkkSee0DnAz5AWuYKAyAOiHAgrwu/B/IJ8BWKW4B3yFYg2bGOxxZRc68ordW0MGKCEQnffbf9cSy6pxE1VErMwhpCTuADkDvMvCzkQZGKQMtWFNJK9snIu6Rkx1yEagqypE5C1DBmipC7rrCOy774ib745LIlLHCCfSbqnTuKpl1+WXEgj+WFfgZgrvG5553vffisy0UTRx/z+e71HCHWuv14JpTbbLP5eGFfkhw1wzaz7VVfV8QmuOQmcP4ogJ0quAd6rJChyFczZ+ecX2XRTkfXX17n8n/+IDBwocu21St5W55hArNavnzSOJsi8isiMJFkSgLkNaWgRvP66yDLL6H67yy66BgcPFvn442LH8/CwjqYt67bjxRc1Za9sLWSWFLuiEbAqPdJEy2ac0XQ9iJxTj1UF2hYx6EyNo3ddUyla1MCSEkU95D33aLYD0VyboGfuhBMWbzMTgPGK86bz+yZr+YpEawFpyHjuX33V1IK06GZZEqUyUZmHHzZmpZWK3deqqw6b9pwk7xlvmxHbtDElg4S+rpRjkEVENgn9XsmYICWbaA1/p+0bJRRV91rOGqHNOwfCco0spOmnr79G2AXAJwCvgAutnLgWZO9vvzV9Je7t03EtibKuhSJr8bnndI+FWyUMataPOsrarXl4lIJv91MSc8+trXPwWi+9dHU0+4E3Gk9d3vYDWVqclGlJgqduww2bo76vA4xRVRHbpGcfRDnwkruCoH1UAJ59kve4ypYQI46okaKrrhLZbjuRHXfU67nzTpE55yzWCqQTo46qf3/11XKtYsYaK3mcxh5bWhWtDTz/u+2mz+Cii6q+On1WtLSIA/PyoIOKy7kyURlaEZFhkxfvvKNR2OefF7nxxvi2bQGWWEKjJlnB/Se1G0qKgvP7n38WWWopkUkm6XsxV6PGiZZcL74YHT0lqkomUhmEo8t5QRQyaB0Ttd4DuUb2THAOnk1cG5VuBc8P2TmCA9rhoEGqY408ctNXUq0eZaMlEVlLv/+ebW0UiTAT4WXtXHedyKKLDvs31gtZVD/9JPLBB92tC3q0AOXsYg9AdAM6+jLEOXlo9vPQs1dJQhF4zgMPoAtN7asC0TqIEqpgKXapdqdNpBqdZDcDBmhbF9YiXuW33rJHbANJHCRSZSI4kGslrWsi322K1gaArRQmZzgHXGCKLSPnykRlIHmKqr9NA4RQeer3ucakOrq8c9vm+s3C7l8VEWKWKFXamCSNrYvZM1XglFOMOfRQ4wSIAsJ27hLqJPPKA0jebGUvdII9gePT8igK7KvBcbtdF/RwH96wtQAY4YooFGU27KaFqWtpOXWAlOvPPututsUiaJowJvx+zjlqnKGc0orlk0/KX2e4tUqZTdv1VOQsTMhxYI4ec4zpCuWySIuVb75RIsG8ji8IXGD1zpvmHiarCs9NSM7yjovt9cv6SzK6y8izPA7gIop9ldfeFuBogS3aBZASjlzySEZgWKa9iuxdEDTCJP7OO9F/70Vd0MNteMO2JGwt6jQvfKcS3PQG23ZjrAion8vDEJoV3bAxlGGFtT1eb75pzOGH688jjqhGR9E5a/PZuL5mikRrA3z4oUbJbfb7bRJ5DeebbzZm443znYMaRloH0TKtjmusq19qkgOnbAZKmYht2npjraftu007n6oGjplJJ9U2ak0DboOJJnKj1tdlZOlWwNxdZZV8coK5cOyxxswzT7JD3/V9zaP34EAVRbthqz6SWoSVVhK56670z3LcKusWsyCtLqvp66sC1NDA8NtZX2Kzdof6mIBluKnanbw1qOF6n1VWEZliCpEFF4yvESyLtHr0nXdWJuMZZ1Q2z/HGE1lgAf1/HHMqvz/9dGVZHmmkvteXX8bXLOWtf06qD02rg3SttrYTPHPWxQ03iGyyibQenXXkaShSX3vBBSKzz67rpo5rzFOvl1Tjmwa+iwyLWmtl2WPTaqyzImqPCuRK3L4G6mS+bQLsbxNPrHwATSHYf555Rq/j3Xez1WoW2be6AWn7YfCZPPXh7Hn77CPywgsiDz+czP/Qi7qgh9vwhm1J2FzUCHEUgrTi/7qp5V2nvq/bsK0CbDqQskDCADlMGcWyDALilDA5RlbiFK4VY/KAA5RIoqk19+mnImOMoe1Avv5aN2hISLbdVjf4KIWbNh+77y5yxBEif/zR99phB3U2Ra3JvOs7inwkcGQ03VbkyCNFDjusr9VJEdD6Z6edRDbeOF3R6jZg2NL+IqvijfEACQvz0hXYMpSrdOAkEfjQeu/ee9Pb/sTtUTyXJMOW3y+7rHQ1nnyyWtmdZ/9BNvJO27u0/afMvtV2JO2HjMPKK+cbgz//1PVFO6977lHyxCQHAnprr+mCHm7DG7YNGnhRAiILmo7uuB59qrKX7bPPVtsXedZZtVdgE0hiHOV5ZmHjZlOEqbipNYdhttpqInvu2fc7jFMM3YsvjjfcmLMYvmzi4Y2ciFpcb9wim3ZnZIwXihv9QJtiFi8brQ2w0ELKXopyXDQK2UYQUSK6T4/brIp3oIg++GD3Kd5RxmdwvzYcOHHRZc7BWsqCqD0qSa4A/kaf+W42lli7TfWMjdp/gnmTtP/Y2LfqQhVR5bT9MKrvdtz1bLSRssqPP77IzTcPz4wd5UBIciR1qy7o4TiazoVuO7LW4HUyuML011nTlFZjGzDOucI0x3UENZW9wIT3xhvKfFoVHnlEe0U2BRu1Mv36GTN4cLXXWaTuFXKe8Gey1hJWXf986ql949vUGipTW9uJ6683Zu21TU8BRmN6KXdzDX3ZGmDGBzK399+v9pydtcLBnpplj8pSq9imZ9apc2Rhcp95ZmM++MA0grR+yuyNyKnOF7+Pe24u1XgWZeRPQxlSxM7r4TsrrBBNIJh0nk5ujW7XBT3cho/Y1lAfmcfLFXjeOE7wWY5LjSCe1CbSU+OA1/r880VmmUX7pzWVPlsXuD+iM1WBfpGjjy6tTquvI2LLmiO9mIwBUojD6YhxESE+R49Nek7zTtoi/0+bs1X2LsRbvu+++v9OeVBXpMFWtDYAx9l/f10n00wjPQH6O266aff0qa4qtZl9gnT1W26p7pxR0dzlltNnlFY7HF7r4ShzG5/ZCSdo5C0A+kRaai5lG7/8IjLllOLk/jNkiKb8d4Lfu17jWWVUucgelXQ9jDH9mzu/lyTHmF8cb9xxy9foe3iUhTdsLW6myyyjaR9zzdW3qPM2lG+TgPjrLxWATzxRvTHjAkizHG00kW+/1efTbYZtWipeUqplnYYtIHX37LNFPv44+zrh+UEGRbo3tUOss8MPFxlllPqIdVwweMLpZxi2GBtlamvDIHWNOttzzhE59VTpeiDXH3tM5JJL4j/jyVUUpPozpxmrt9+ujuQnqlY4a21ssNZXX13k9dfdNpaSjFr4BcIIHGdJRtRTT9knRrSZUrveetHykHs9+eRqyMpsIU3Wc/2QHBZdE3n3qCJ7T5ocoyYXQjwPj6bhDVtLQIAgTE45RRXnPIx1bRUQr7yiXvheMGrDzxmlbP75u8+wTaubvuYakammEtluu3hjsA7DFmcKc++mm4avAUoDtbYvvqgK3PXXi7z8sh6H+6qLgbZJg6czewTDDMN2zDHt1Q1y/NlmUyIujtvNYC4xN5LusxeJ9qJA1gTM/xi44UwL10h+eJ5rrBHPou7yM8Np1WnUZnWY4aBusja+KG9HG/g+kmQ9Mviii8qviTx7VJG9x8sxj7bAkp/eo4gAiYLLm2Ynnn5aZJFFqt+kIdXhnZ9dIJDCsK0CGLZEhJtCkNIUpNPzzmbLOw4aPPoYgjgzcLzAGhwGz+eDD5S4qcrnRTRwxx3zG7UBIMZ46CFlpp16alXmIPGpG0mKAsoODK8w7TLmUTIk7/oIZ4+gsAdZJLyj/Nli/CabYa211IhuE4rIG1JcSXVNAop3khLpguJdBxjPY4/V/wfzL3i3Of9soKpnVvWeluZIZ6w7jZbgmvgu7V2a2mfD+0+w7wTvSWUfcd8DF17YfLbbZ5/pmMdl7QXzrM41UcRI9XLMozVousi3m7D44sa89lq5hvJtIaYAG29szK23totooSxOOsmYY46p5tgnnmjMcceZxsH8m3FGJYKKaugOicQmmxgz7bTGXHKJMX/80fe8OsmZbD+vH34wZrLJjPnmm/LH4j6mntqYM84wZvrpdfxpSl8X0kg/HnxQr2n++fV5HHywMS+9pNdYZH3YIAfLijff1DGFtKsNKCpvll3WmCefzE9qFJAFLrxwvXOuSdQ5/2wgeGa2ZFodexpEUWk6xhxzGPPoo8PLkTCJXZP7bJh0LGr/yfq9NdYw5swzTWN46y1jdtjBmMknN2bXXbMRk9W1Jth74shKk3TQsBxzZb54eHTCG7YVG7ZZmRYDVrk2CQgMm88+s39cl1lEb77ZmC22qObYhx3W7EYcxnrrGfPAA8mfGTrUmPXXV+OwyCZZBGefrcqCLcDgPOWUxtx/vzErrmjMOuuo8VwXogyeKDnw9tt9Ru4//pE83kOG6BrCML7sMmOOOsqYbbdVVtokhxoKoU2ssooxAwYUY2etE0XlzS+/GDPRRMb8+Wcxxfv1141ZailjLrzQ9AS476Rxtj3/bOCss4yZc878RlZTexrXmKRvIDdOOEHnHXKvLrndBGB3nmIKO07QTiTJNPaUDTYwZppp1Gn600/xsj54JnWvCeTypJMWc7QEcmzkkY3Zb7/2zxOP7oM3bCs2bMMCLW3DiTMkXFQMP/9cBXevefZfftmYJZao5th7760RUBew4YbG3H13ts9uvXX85mzzedGCYKaZ1KC2icceM2aqqfS4hx5qzKyzqtHhaoQCwz5Jlow+ujELLKBtd3bf3ZhTTtE2PJtuWu+6wlnA83Ix88KGvLnvPmNWX73cuT/+WOfeiy+arofLcj0OyIPTT2/HvaMXbLddsgMdozYsR+qQ203ikEOM2Wsvu8eMi7zvv7+2ymH/uPxyzWRKk/Xbb1//mkBHxalBVk3R6DhAbgVGu4eHS/CGbQ2GLUBgkHaWdyNxNSX3ttuM2Wgj+8f94gtNlaozspQHCHJSYasAisa11xonsNlmxtxxh1uRmIEDjVl+eVMJuNfpplMv/+2368ZPdN5FFB3vujMhUJyS1rErnv6i47nvvppBUBY4NEk1//5709VwORMnDmutlZ654oKM7Ewp7nSadxq1dVyTCyD7BgMsz9xKCiSkZeBdcEF0D9ikcyX1hrUdxPj6a5U1WZ3WceC6xh1X14crwRYPjwCePMoSIFyAIID+mlGkEAFrclzBPqIsitShk+zFFbKNZ54RWXhhe8ejFx33OvfcygwckD9EAcKfpsC18awgeuo2VuQwIGainVMW1MWWeOaZIrvvLpVg1VVFjjxS+9tCiAaZFKy+rOW4ntNNoeh4FyVnKQrIo+LaCAXsrG0ezyzEUVlAKxrIhJB/yJZuBfNvwQV1TOuYf7b2JVr4lUWSDCwrIzv1hE7AYs9n6C/da2zdsJUfeqjIAQdkl1kzz6ztd264Qd/5+bLL0sm5mMvocHlapyXJZP5G6yb6rtsA+/k//6lzhX2uKIIxou3hgAHDj5GHR9Pwhq0FBAv9o4+0P+aJJ4rMOKPIKqvohhKwDsaxm8ZtJAi8tF5jbWZEZiMeOFCkf3+R9dfXFjq0WLjiivhx4jswN37xhTTKjEzLmW43bGndkwV1sCXSU/L998ttyGnYeGORHXYQWXllkUkm0TmOosI5v/pKnEGZ8aZ9BD2A991X1xzv/FxFq5WkdkVRjrymmNAZzyTG0vB4Bte39trKjm6r/y/K9zffiJx7rnQVws8TpuxffxUZOrSe+Vf0Onm//351UrOnn356+XlI+6u4OcbvMRKKzvk0YwuW8iinQa+w3G65pY4p7eqSZEtSIIGxYl9gfcY5OuNkWhriZPKrr6o+sOSSIh9+KKWx334iE02k87oowmMEXAq2eHj8f/j/YrcehZCFHIqUkoAFM+lzkNeQ3rbllsYstJAxI43kZkouZCkTTBBdQ5IFP/5ozDnnaEoMqaWkxXSm78SR6lx6qTGnnabpRaRDNwHIo265xf48oma5f383Unt23tmYa66xT4JUJk3bRtpnFhx+uLLd/vabModSY0ea8qBBxhlUPd42kMYIDykPJCY//9xs2QUMsZQXRBG7wEQdIHx9yHLbhH8Q8UHE5tI8K4PO5xnsWy7N0ajrDK412K/LzkNq9yltOPLIePKgrHMeefTRR1o6cfTRWkdPTX1RPaENcsQWf0X4WUbdZ5K84rMQJe6yS/01sdTrou888kjxY0AiCPEghHe9Vifv0Xvwhm1J5G3nk2YA88KoYDPEyHVRiLzwQjECpfff13uCjQ+Si1dfTf58ErEBtczzzqtG5nffmVqBQnHyyfaOV1ernDyAdOiKK/J9pwwRRVpdEHOmLrZilEcUGJTGgPEWpQKjA8eKK6hqvOuqqYTUCvZtmIWXWaYZhtZffzVm5pmNeeKJ4cfzuuvUofHtt/XVhzLPaJOEcesaYWA31tNm7VpQ9LpxVvA877pLfw7PMfbApDn/xhtKYoeDEfZZnJ4wmzNfIfeDJR0Cs912K6cnuC5H6pqLWWqOm5rXzz+vXSjompC3Pdgzz+je9eGH5a+jF+qyPdoPb9hWuNCLvgIBmUYsQDuNOpWegFRhvvk0oszPaYzNCGH6PKLA4nWkT+uXX9q5HiLGtMhB4D/0kKkNRIznntuO0umqAoiHG4PbBaDA7blnveckgwByNBifA0WCSAkEcCikRHM90oFzJlDew5GpsNOGsaQ9RhMMrQcdZMxOO8X/nSjbyisXI/4rChwqwXFdcXR1a2Qnj2M673WTiQA7OYRCRc49yij6feTNeecZ8/TT0Sy0ru4hndfYlKMm61zM+rmmotwQa+IAhN0+a+QV1nXaw2XptZ0FO+5ob314eFQFb9g6FLHNIkTDaVJ1CtVO1kX+H0SYowQ8Riee5gUX1BSYq6825vffq7m2Z581ZpZZjNljjz6BX9VGGoyDrfF3VQGkdYEL/TWJmLIx08e1bjCHMWrIMgjAHMYQYl7DoOyRDiJNSy9tzNhj67yKUrSbiAS89JLOrSQ2YtpvpclrZIGt62uDkdJNkZ08juk81/3XX8asuabO9yLn5vc4e7LC5ZTipjs7ZJ2LedZeU1Fu9kPaF5Gt9t576dkoBCBsZBnh3L3ySmMmnri7ex97dAc8eVRJJBEwFEWYhCBMLLDSSn1F+3ymrsL9KNZF/h+ItCiiBZiLb7lFiTeee05ko41ERhqpmuuDafP55/XcEFAddlgys6GNcbA1/jznuPkTngd1Y8QRs7MiV4nbbhOZay6RaadtZgxuvFFJpCCEA8xhCER22klk8cVFHn64/utqGyCEu+kmfY4rrBBNZJPE0Mr6+uGH7GRmWcC6ZS3DtD3WWPHrHUbZNLBOxx7bznUlEQE1TRiYB21h3E26zjLXDUEPsuK444qdm99PM41kRp2kcHngQmeHrHMxiqEYRLF28//jjxe59lp9r4vRG1LHU08V2XtvJZV66KF4mbT99iILLaT6WBkExGYXXKB7ITKqLmZ9D49CaNqy7gYE3tIqIrYuRPfyRqXx6JGy0gQgSUjyuJfxKFYx/i5GbPFc05MZr3DT9X1cR51p5lGgxnKuuYy56KJhfz94sNbPUW+dt+6pV/DVVxoVBRCurbZa9OfSoiWrrqolB2QR2EgDp5wAMhhbcm/77U1PRTq7JfJcRY0tdZCLLqoRs24YozIour/ZzLjKO87haCw1zRDcuQgyTth/4Cpg/wmPWb9+Wj6Rh+Azaswffljl7jHH9PFN9EJdtke74Q1bS2Bhk7YYGHZlDNu4Ta0ppSdvHXGTCliVhmIV4++achNOtY6riayTpAzmXBeMxk8/VRbvm24aVgGAZAvjmxryusit2gTIbagZDdIzUZLilNS0dEqIdKgvw1A+99x0wyEO77xjzBRTKLGPDblnMxXZRUdXUaAMB9ftWnpsVLq5jXIfmPpnmik7j4TLKcQ2kLZnrrNOPanLQa1/8HyzHpNUcgxEV0nccBxS6kFpTHBfgf6ZZ8yixpzjYNg/91zVd+HhYRcjFIvzenSCFAx6spJaQ0oGjavfeENFeFYEqS9xKR1pKTWk1NGfjfRVPksKCuk1daZrNZ1qVmVqbxXpdTznWWbR3o48f66RY/Fed2pPZ486EKSekzZG6m2d10Oa6G675Zt7VYG+tvSoXmAB7Tfa+azocUhf55tvFplppqav1h0MHiwy77z6f1LWdtlF5OyzRc46a/jPkjbJHGPeBzKMeRfMOcoJ6HGNjCXF86STRPbaS2TbbUVGHTXb9QQpekcfLTLxxHbkHnPBlrxDZnNfUWAtMgZtwddf634UyN3O5+kKJpxQpF8/LWkJrnO55UQeeCDfdQ8apPKK700wQbZzp835tiNpDTEv7r1X9z/kKi/kbOceFKDMHsQ4Uw4x2mgqh7KM87//rWVMXAvlVNwHa5Nn1XSKd4Dxx1dZOuusw+s9Qbp32phF7fsBvvhC+yB7eLQKlg1ljwIpTuHXPvsUP2aefnhV3kuTaVRVRjyqiK7SBmKRRYZPA2pi/FyKFhFNm3zy8n33bCLt+Z9/vkYCb7216St1B0Sy6VMdAKImWjeR3l0WEIpts432CD311GjG2KiekPQozpIFkFXu2ZZ3cVE8GJpp9UJv3XBaoItMtKSL0xvYFgN+lSDN/fbbyx3j3Xe1pQptozyGLddIWzewzVOmcOCBmo0R9/myexClNW+9le2zaWuf0oO09VTX+iu7b7u073t42IA3bCsECkpew5bXCSfkV3qqVrqizpvEitwUqk7tjRv/8cdX1sA8QDmdbTZjnnrKOAEX6vsCZWD22fsMfleQpgDQa/LNN/XaUdJIve110Ae2M+WX9G3qwmwBdtAddlCnAq2hfvwxWrncdVdl9czDsB1e7+ESk6rT9ONq2Eh3pw3VkkuqQeAqE+0NN6hTw3XQ25M2dFkcBXHASYMcv/56m1fWfjBXF1vMmDXWyD4X09L/SfOm2wLrIWuJCjKAlOKRRlIZnWVPSauvD9Ka49ZTneuv7L7twr7v4WETf+OfpqPG3QzSkpZfXsVEVpDyApNoXPpIkO4cpC7BWnfJJX1po50gTZI06bLoPC9pLsC1NCrYj7kOUmtIEwyn9tpIIYoah5FHFll9dR1r0hyDtPIkXHihyIMPKnOzCyBtkFSrqJQk0rdg2oQBsiqQ+kVKFM+Lucw5bT63soAZkmcVNT4AFtQ559T0f9gyxxhD5LXXRKaaKtvxSQmDcdJ2KUFT+O47kTnmEPnww2F///bbIv37q4yD5dMWOA/z99ZblbV6nHFEdt21b/0HMpgxzjOfwus9YD/+/vvm5B33wT0cdZQylcKW3zmPSFmOmqfIJdhy01ITi8zD8PeefVbk0ENFttxSnEP4Oj/+WOcoTOdF8McfIiuuqK/99rN9pe3Fjz/qvCSl+4gjovfMqDnIHkT6b5Quw36A3JhySk0N/vRTkbnn7ktjJpV80knt7Clpsj5pPZVdf3mRNmZp+3bZ73t4OAerZrJHInFB1ogtn82T/pGF5KTXWOu4X9Kall++vtReIkV4pyHE+Pnn5M+SkkkKZRP9WeMA629d6Zauk2gVjdi+8YYx112nEYLw3+lJefzxxtxzTzRpUdMRtioAm/Xqq0f/jR6fEHFVgY8/NmbzzZuby3VhyBBjZp1V512Y/bRMamHRedj5vWCcXZu/Nq+TiCFkZqSlukBw51qk9vDDq90H2GOffNKYM87QLIYZZtCsDWTLsccmd6tIkwFZGdH5zHbb6XUHL36uM7W37N7J931vWo9ugjdsawLCZamlshu2edI/EJRJhnNeQ7lbwAb3yCP1nvO//1VFc775VMGOA3Vye+9tnMHjj2tK3nHHNWNgudAWogoFgnYJpMDRWgZli/RMWjRQf7jSSsYcdJC2B3HdqC8C0o2POCL6b6xLlN+q0Ct1Y9QVb7GFpu2//77O0VlmSd4L5p7bmDvu0M+GU3CLKshtcEpVcZ0YbqzhMmnM3YYyRq0NpuhvvjHm/vtV1mLoJhmkSTIgD68IZUgLLdT34uckp1oVqb1lxgwHI072bnOsevQuvGFbM6ifzeIFzKN4IYRtGsrdgo03NmbgwGbOzYYwzTTasqYTH3ygnmU2YRfw8su6sT3/fHM96orU+TQR5SyiQFDHh8JDHWjQgxUFEGfC2WdrSyNbssAlEEXBgIoCES4MrKpaSfRa3RikWOOO28d7kKRY054K2Tj//KqEQ0hFpglzNG7MkuZhW5wINq+TfunzzONbfNk2agPY2IPKyoBA1ietp6h509R6yDpmgTN4lVVUBo8yimYd4BBomsDSw8MGfLufmrH//iLrrKN1H48+Gpce3le/mgXUP1Hbeddd1bejaBOocfzpp2bOTf3OtNOKrLWWyOmnax1XUNc1ZIjI5pu7QaNPveMaa4hcfrnIfPPp76j/qbumJm8rpaQWBVW2JirSnmOKKXSt7767yFJLadsJfsdxeD35pMirr0bfS9kWVU0gqGG84w6R8cbT9kedNZo80z320JZOV11l/xqqaM3lMmg1Rd0v8yUN1B0G85XPf/aZ1v1RSxf3/aR5WGWLNZtIu07kclS7vM6aY+onqW9+7DGRMceUnkV4XCabTOSRR0RWW01rasvCxh5UVgYEsp7604suyq6rJbXsyqvb2R6zoOYYhPcb+D54oUeecUa7uR08PHzEtuHobeBhL9JUOwxfJzE89tpLo3pNgvYCpJ2GWVTLPGeb+OQTTddyoT1N3jTBtkSJOsF8JOWbFGXX76VImnc4ih5cf9xcJ3pNpkASu2+Za29DeqwtlGVxTTtGt0ds4xj+t9pq+AwNPn/UUaanEVWrzPg1vadVJQPyZup0sqlnWX9VI2t6tWvP0cMjL7xh2zCC9BFq8EYd1ZjXXrPfkme88YwZNMj0HA47zJizzmr2GlxVsEmDJgW2acM/af4mOQDanGpKyjdtcOi9Skqui3OkSJp3kfugNyt1xlWgTN1Z25C0HtgDqLvNQiLTqzW2eV9N3VeTvYnb9rxty4C86dHB5yGTRLfDSdLkc8tKiOXic/TwyANv2DoEGHzLNniPEr4ck8jIgw+angI9LWGibRKuRDPCChGkVdSHnXyycQ7h+TvttFqD6vK4FsWXXxrTv7+yJcOmHWbwbNoIK6K4Qpq2xx75n8nnnxsz+eTpLOJF0US9eBOwtR7ChkDw3SzzMM6pSg3v0KHGGURdZzCv8xi2TcgYV5jT2yZ7m5YBPLcgYtvkc8vSPSPsDIPd2cOjjfB9bB3Cscdq7cdBB9k/9iuvaC3lqaeKrL229ATOO0/kk09EjjmmuWvYMKEfHrXP66+vPU+rRLiXX7B1FennWTfohbnttiIvvTR8X+C6ewVWAfoG0uuTWtRbbtH+q9ddpzWpTfaETupryBxi3OnN+8032kObfrXMqd9+E/n55+hjJs117nOhhUS2287+vfQKbK6HoOco8oGau4MPzvbdqF6l/G6HHUQGDBAZbTQ3+jR3Xie1tXffnd6ztAnZ7aK8c2FPawtcem5Jcj1Jd3BZR/DwiETTlrVHH2BJXWGF6kaEnqkzzmjMxRf3xqjDXEkUqUk07d1uU9pYFGinEdXvlLpMokFhD3hwn21LNb3lFs2oGGccY2680f20VtqWPfuszp2vvjLmr7/KzXVYuenH6nuBupV6vcsuyrZso58xjM0uRBvLpmg2FZlseh9x9Vpch0tjVTQVH8bkJlKnPTyKoiMO4tEkFlhAZPBgkb/+qub4sPTCznrOOSInnqhiC48injy8sLzzc7egSVbkAEQlgghpJ6pkSAxAhCSJGZLIhcs4/HCRI48c1uP966/KNg3zZMDmSpSAd7zjM84orQL3cv/9Gvl88MF8HvUqMP748XOWKAMMvAsuqJEGPvv3v5eb63POKTLJJDoGHsVBZKVzPfBz0YjLbLOJDB1a/onAAA5jM2uYuR1+D6K6RWFj/0qat3GoQ3aHQVQ5LqLMWMIsjqy88UaR118X+fPP7t3T2gSXGMPJjmC/R4Z3ZkAlAUZo9tXLLqvy6jw87MG3+3EII4+sysSLL6qRWwVQIANa/ocfVmUySFHlHWMB4dcN6Sejjx6fGln3ZsJmHx5n3vl91WlILm2sRUCKKm2R1l1X18fUU4u89prIYoupggXCLQ74PIbwvfdKa4AyftppOl9Zk0svrambtMqpEyjI556r7YjikKS4lpnre+6pbSaWX15agc4WMHnTast+Pw42W3XNOqvIwIHVOtcA5THM/1FHLVdiUXT/Spq3W26p52lCdrN3YagyfrQDC87dCRxLtKVBTt53n44l84sWPLPP3vdCt5hmmnxGTdp4BdfDMesalzbBtbZj4XZ1OEvQBdN0pCB2W2UbPQ8Pm/A1tg4grOT85z8iI46oG1CVdUjU3M41V/Tf2lKjmIYnnlBF5/bbm76S6PqzOsY3qa4GhYioTt09a4sor0QrAoWM/19ySbSBxd/mnVfrqxddVJxHuK8gygP3yD1MOKHIPfeIzDNPPdfxwgsi228vMt102ncZBTnOQE0zGorMde55lllEbrtN311GlEGVdWxsfL8ufP21Oljfeae6mkyAQTbKKBplnHhiNcg6X5NO2vc+0kjV1C7GzVubsjvNocE8gFuA8915p8hKK+lnJppI10XW++U4H3ygBjGOQN558Tt0i8DQDYzeySdPdj7EjRd18cwTarGb4gRwGS7V2MbpByeckO2zbdAXPDyAN2wbRljJQfgFHlB+DntBbSs8bTd4smwoXD8RBxSDpohKmobrG2sV1w4J0wUXuB+1Tbs/lHyUjs02q+4afvxRCaxYJ2edpYp0U84YSiRQws8/X7p2PbVtPWJMcs1kE1S911CC88UXSvgX9/r007498quv4iOYLu5fYScWzz9waHCd7E9XXqlG79hj61ojnXzMMfu+TypoUWdTAJ4BjorA0A0M388/V9K6sLHLCwdbEpCzH36oxJce0cDox0kZ6HMuObKS5FEnPDGYR1vgDduGhQqbSVp9TxUKTzczG4adBWzkKDqMMZsvtV5Ns3LWDdLOMVxc3FircL60JWqbdn9EUJ9/XmT++TWKSqTKJoiO7rWXrvXDDlPW2iZBPTzykBS5utOwbTFGkwVDlJ3oY9SLjBwMgSi4aJD166f3O998xY9h25j/4w+R9dbTiGZb9q80A2KssTT6yZ6UlLFQlbOJMWVudkZ4WZNcT2dKM8Y3oLZ30CCRM88sfw3dgnBUHocQRi1z9frr68/YygIcJlnqzF2UTx4eUfA1tg1ijz2ykVYEJD82BYprtR82N5UgdTVAoISilCKcg78RDcObSm1ftxq4pIlRs/3ccyI33+zmxmq7PhjFNiCdcjVqS2QKZSeOKIr7o53OY4+J7Lab1t1Sb0fKYFmQjrjrrhrxopZ3jjnEGbK3jTZSspIDDpDWzUmAc2D11bWcJOpF65yPP442cFyseceIwdApY9ja5hnAwZNU/+vi/oWhk5Y5gSMrbSxs1lB3jmlguIbxyy9KRhUYuzjD+D/zl8+y3777rsimm6oBXCay3w3oLDMIIvO0rHPVIAzqbk85ReSBB0Tefjv6c54YzKMt8IZtQ2BDuOuubJ+tQuHBQ0f9abcxG6YRlXQaEjwDPKquRy+LAiIRCFCI+vFqE8o4X+jZjGH71FNuRW3feEOfCUo514+jJS76x98hzLrwQp2fEGZdcYXIkksWOzepnqQbE/0l/RgFrCyRjG3ssovIUkuJ7L23GoJtmpOMJc9mzTXjvz/33PHszy4aZLaYkcOkNTaca23bv7jntHRP285rG8BRg1Oj07FB5hPzAlmCIYQjip/5fGc6M1kYRbJNqiJYq9OpDtpAvMR1kVYONt5Ysx2iMrxcvX4Pj2FQuFGQRynQv4yekE32zDv55L7ju9ZbsIoenEmvNvR0zQt6jE4+uTFff21aibI9eOkPu/zypnHQn/WRR4xZdVVjZpjBmHPOMeann/Lf36BBxkw7rTGnn57c85XjIi9YC7zzM31n557bmI02Muazz4zTWHddY6691nTlnGxbX+lHH9V56yLOPrs9+1fafs/fWK9tw1NPGbPKKn0/f/GFMQ8/rDJuhx2MWXxxYyac0JhZZjFmvfWMOfJIY26+2Zg33jDmzz/jj/uvf7nb97gNPWuL4vffjfnHP4x54IFh9xDX5JKHRxJ8xLYh4IWMo++vywNNzddOO2l9T5tSVItGVOpO93YlWutqvWLVKYxB1Pbpp7X3alWIiywQIaV1DileRF6JQnJNQd/XvPdHxB3G1H/+U1PLL754+NS/KMZdelbDqgo5Tf/+4jxo/cNrgw2KreUySIsSdT6zcA1/ljlZ9vtNpSK7CAiPSN+FVdn1/Yt5lMQ+S3TMtWh9kV7xkE1RNsErAHMb0q+gbpcSDGQSkd4ppxy2dpf333+PjnwClyOfbW+tB9gjyAxadll9eXi0Eolmr0cj3r2wl68qLyURn9lmM+b1101XISkikhaxbaPHvFujtWHgLS7qPSZqu8IK1V1bXGSBa51mGmPWWUejGjbvj0jH/vsbM8ccw362bdHAJNm0wALp42YbeaJEjCXR7ymmKBbRCJ75dNMZs8Yabj+bSSfVDAOX8O23xkw2mUYI24Ljj+++jKG33zZmvvmKffe//zXmnXeMuf12Y447zpiNNzZmrrmMGWWU+rPXbKDtEVv2FTKKhgxp+ko8PMrBsyI7yJKIJx9SI0hdbHugg4gEZAaQCj3++LARibbVtUShsy0CSKtv6jbGP0hqiAIcfbT0NAKGZFrI2I7apq1haimr9HrfcosS0MH+vOqq3dXC65prlHEVluE6ZBHPaoUVoiMuccy9jz6qbLA8h6KgTpTnxbNzFTaYkW0DuUadJ9kQbQKRyvCzDvpWk1Xz8MPuELnlIcGjrhzuAFsgIwWivLYwXmfpcuFiK69OMKZ0yqBdnodHm+FTkRtCVBoiQJhjWFZBZNTZM5d3FPOAOCkqjRHFq23ESlFEJeOMowpFXKoQ44Hi3C1MyJdfLvLKK01fSfMIMyRDElYXURnnhWGySsN27bWViXTddTU1GXbStqfChdlY775b5L77qpdFyL2ktV9lmcK007rL3B0o6xiQO+8ssswybjg6YRCGUI1WWG3D/vuLrLPO8CRa77+vzimY69tE8teZimwD00zTzo4NTz4pMsUUynpug/27TqD/IN/YK9GT2hzY8PDwEduGEe5LN9VU6i0j4mibyTWtlyDKFRELW70GXR3r3XdXJmQ2nODFxoOnFYUChemjj9odtfbR2nqitq70gkbRx9gjCwMFue0RW9t9T4ueK+1Z2ojYIu+pJ2ZeuiZrAkcnQEYGLKlNOzqJen7ySff1TsUwQqaQrYBjtg1gPkwwgTpT27j+bQH9Cb4SMuBwylXRa7hK3H67GrRE3qOM8jYFNjw8fI2tY7jnHmMWXFDrT+qs6R1ppHbWtRRBVE0j9SV77KGMgG1jY+zW2lqbqKLW1qWaKupS99mnO2r46hzXLFwHMNbuuuuw36OeOVxjy89Fa3qD51OlrIliyk77vIv12tT6MuYffWS6Es8/b8xUUxlz//2mNRh33GSW9iJgDQRzzfV9ePBgY6ac0phXXzWtBM9uzjndXO8eHkXgI7YOYqWVlL30yy/tRQ3TokuTT64pNE1Hn5pE22tkgI/W1he1dTGysN9+Wg8Z9KcNyg64zhdeEBl1VHEedUbCk84VgDGEVRq5TE3z4MF9kUy+F2Y1zhrZqHPuRJWYJF3vb7+J7Lab/j3q+uqO/od5H6jp5Fl0814EczBpyWefrXPE9eyhSSfV64P53RYee0zT31dZRbNQmoh8ZuEb4dpggCbLjv7bbUJwfzDtDxqkkWYX1ruHR1n4GlsHAd06rUEChclGfVlSGxx+j2FLelfb6lpsIomIpA3tgHxtbb21tlF18igGnKupmirkBEoxrXLGHFNkzTVFtt1WDXpqcm+7za4CWgXSZJVNWZTWHoy/ofwxnpBZUR9Jm5IwgtTvPK1IkuqzbcoalNek1inIfBRa6rN5BS1LaAUXZ+zXWa/daZQH64uymW5Nj6TlDWRm6AFffdWXAu4q50VQZ2tTriCnaY+EYdsE4vhGjjtO5LvvdP5PPLG2LmKdts2oDd9fVOlKm/kZPDz+n1/fwxWgiKCAAwQOG3nwTk9SCGmKAG9jErEMLJNJf6+ij65rgv6ii9pNvtP2vrVVgx6yeNg320wjddQUsd7KAAWT6Boe7fXWExl7bGU3bVLxhKUUIwVli7o9et2eeqqSsmCgDR2q925rDGwjTVbZlEVJ5wIYGDxLIt04CCDqCqLhcQapSz0vkwxozjNggMgkk4hstJHIJZcoDwE9R7nXoN9yU47OsFEe7IGAd+YA12rjHK6uBRyVPKMoPWCHHdy5Vgzbn3+2G6394QftDNEEouZd8H7AAWrgkuVBjfc772iGQ5vQeX9p6JXAhkcXoVACs0dlSKv5ot6raJ0J30uqH+38e1Bf4WJdS929b12vM/a1tdlqGlk/vKqq2zrsMGOOOso4g4suMmbqqY157DGt21988b757HLtWlgWhZ9ZFdfZea6gri/qXNSoJtWiZe2FXVcdMXwNSXXXcdfrQo2tjTFKqi3O07fYRT3AlWtdbDFjXnvN3vH69TPmzjtNY8hSd9/mGtRuvz8PD2/YOoYkxcmGoIkiTor7+xhjGDNokOl6ZBH0Lgr3sNK2yCLG7LRT01fkLupS1N9+25jpp7dPplIGzz5rzLTTGnPwwc0bK3kQyKL11lNZ9NRT1Z9r3nmNWXjh+LGwZZDWMR85RxlnXZojtGqUdSIkGa4uGO5l9QAb15qXVCwKkPIhY2zg0UeNmX/+ZuVn1rFvi9M77/2FHb/8H7K2L76wM1c8POqAN2xbaGTVJUg328yYG24wXY8sG5kLnvEkpS1Qcly7TleQ1yAps4kvtZQqaC4BxYTILYpKG5WzAw805phjqj/Piy9qBCoONg2iTsMxiEzbWsM8zzQFNu160xyhVaKMEyHtOW2/vTuM5mWiamWu1VbEep11jHnwQVMYYVmLjLrwQtMIMKbvvVdZqbMatVmdLGE0bSCmrSsce+H1fu652mnB1ewGD49OeMO2hWmxeQVpUVx1lTHbbGO6HkmCHuUPJcgluB5taJvzgme84op9UYKyCh+f23JL4xw22CDesK1LphTFe+9pKy7aclWJv/76/7X3F2CTVMf/Plwk8EUDBHcCJFhwd3cWZ3EJSXB3d09wtwju7hrcCRYkBAkS3N2S87/uX7397uzsdE/PTOvM576uZ2efZ2bazunTp05VfSqECScM4ZtvivFkNhqOu+7q3v6sSr20W7AjTLnKJI1z9OOVV443DNoZhiOPXP7ztdd5QC/HmtUzhO3MMksIiy7anZFWhQVa7vnLLw9h7rn9PM4+Oz+PbbfPliyN4U7bns8nPTc03xBVQ4ZtBYlquOWxStsJ777rK6hVCqssYwJVtYE7adIWeSOyroPc74sXk0zi4bq/+U3vE74vvvDt8VolqlR3txtWXTWEq6/Ofz8scpCTXIYn84kn3IDPog51u3Gi6u3dahEhujeT8uQ/+8wNlKTJ+AwzVP9eiM497jx6OdZ2fWO77do/9yMjLYo06HSBp+wF2u++83OYcUZfJLn//uTFq6TFhTTH2u355pEL3sniXN2fG2LwkGFbUVi1r8Iq2RxzhPDii6HviRvo8d5cdFGolfdx3HFDGH98D6ncdlsXEHr00RC+/joMLGkmFW++GcJyy2UTrovHtmphWmVPJHvllltCWHbZ/PdDyPPhh4fSOPLIENZeu/cFxbq3d/MiAsZHknHBWLfQQr6oNNNM8efOfbzFFvW4NhwHx9qrUdWpN3/ssf3ZxwIB2g2nneaLPR9/nF3fyttgivNyfvllCCec4AtI668fwtNPp1u8Ouqo3gzMdue71VaeMsJzOrr387yH0y7OZSWYJ0RRyLCtMM0rttErE5+i8jb23DOEE08MmVN2nknagf71131FF+OwKqSZELAa/dRTIZx7bgi77OJKkxNN5OfC+dGHbr45hLff7n+PfCer1Fk9xMmxJde2arTK6+TcZput+v2AKIRf/SqEf/4z3/3QdiuuGEqD0EgMCu7drNo76r91zo1rF3Wx5JKeI00/SWMQxHnl9tgjVI6s2zHNM4RwfJ4hpCQxD2BhgQguxISmmab3BcA8DaY4L+fqq3u+KFFNL7/c+XZ7idRot5jw85+HMP30IUw2WQjjjee/I5oX9/mivKXy2Iq6IcO24mCAND68Wz3Q8ixbgCgED7QsqXKZhVa8845P/I87LlSCbldxMVzwSlJKAY8UarM8SPFw4AnbbTefxDz7bAjffx/6knYTk6we4lxrREhYha/S4k3zNWDCutNOfn477BAqz7HH+vHmCR4TvFUYmGXx2mtuQDD+9roASMTNaKN5jnXRAlBZ0qkhlGYhq3k8uOYav29Z0Kwaf/2rh1BnEf7eiyeQUO9lluk9Xz8vg6ldatEDD4RS6PR8eYbwjC7bW9ovkR9icJBhW2HSDCh5DzrffuuTPF6LOqcqQs7bvPOGcPDB1fBsZSlgQ2jWQw+FcMYZbohROohQZkqfEFKLx/7uu0P45JPQ97QTbWGlP41xUUTN3Dzy+lEfrjLch5NO6n02TwhpxVtVJgj3RZPeXvrQCy/42FV3ujGEuvGwnXeel5xhga9KUUWIGiEwlhWnn959/8qqxnAec4Gqehi7Od+qnEvjfKOxz1T1eSYGGxm2FabdoLb77v6T98BHWN7f/pbFGVVnoO4GVqoXW8w9m1UwbvMsxRGF86EWSf3TIUNCmHJKD0VbbbUQDjgghCuv9Lqt/SZU1fgQb/RKpBVIqeviTTTR/d3vqu2x/+1vfZKfJ4SjnnxyKI0s+9DFF4ew+eah9hR5Xy299PD3exUm8vvsE8Ipp2S3PRbfKNXTzTMkq7bIo+RVlXNCG9PL0vSrKj1L2BcRPv/3fz4+VvU5JoQM2wrTLidj1FH9J+79rAbx44/PzpNT5YdOGr76ylVT8Wz2m0GXhg8/DOGuuzwse9NNXVxsgglCWGQRF2/B4OhUqKqq+dbdirbUefGGcGSOk/Yk/7qKPP6497s8F5eopYkAUVVrTXbSh/hslgZRv0SqxFElY6IRhI5uvDG77ZHHfd995bdF4wItP0QM9ULVx1/Ol/SfqFxVu/7UaAx3oz6dNYy9pEoIUVVGNlFZfvELs5FGav3eT39qtvPO/v8//tHsv/8d8TN8l230yvLLm220kdkRR+R7Tlkdb56MMYbZNdeYbbCB2aabmv3lL2YjD9BdNP74Zksu6T8R339v9uKLZk89Zfb002aXXGL27LP+2dlnN5tjDn/lZ5JJhm9/rt/vf+9/Y+rB6x/+YPanP5n95jdWGr/8pdl44/l9FndvcYxHHjnie//+t59LK/g771eVY44xe+wxs//9z2yhhcwuuMBs4YWtUsw9t9moo5o98ojZAgtkv3365NZb+zX45z/L6ZNZ9iHuyyFDrC/g+i+yiLcF14Dnxe9+5/drVvz5z8nPqLj7Pm+i882Cl14ye++93u7trNqCz0fXk3tu+unNXnnFbLrpujuu3/7W79e4e4djLBPOd7TRfGwdd9z013mFFfwazztv9n2+E6ad1tun6nM1MbgM0JS8fqQZoHnNexBncv/yy2Zrrmk2wwx+XL/6VX8+dNLApPrSS/1c1lnH7OKL/W+Dyv/9n9lss/lPY1u+/fYwYxdjgf9/8YXZLLO4sTvxxGZ77OGTmWboBzzMy3p492JcJC3ecK5vvGH21ltmU0xhlWOUUXxhgmt/yCFmG29stssuZttuG39OZbDNNmannpq9Yfuvf/lCS9QnG/sm9/sVV5jNOmtvY2DRC4DPPDP8vVl3Gg2hrOG+fvLJ1mNS2QtTWRq2f/2r2Wab9X5PZ90WP/mJ2aqr+rgz9dR+vp3ea3wWY5tnSLRgSntGixJlPlMiPvvMbJxx0n+eYx5zTF90mWoqKxUM21dfNVt66XKPQ4hYynYZi97DffJM7O+1CHsryPdqPM4ol5GQVso11AVCkbfe2mufEqIsOhOqmnPO+FDfKoSMdRvS1i6UkXBf8pVRvKQ2ZBXytZu59toQZp3VQ86WWCKEjTaqVh+nFAnlq7iWWYYLJ7V5Y9vnHQqYVTjsu++G8MtfhoEmTaoD9UNJr0D9njDRuGtf1rhEagfHlQWofaP8/J//hMoRzTeift7LvdYY4rzJJl63lnGjbBhHKenTKcyPqqB9QE3jsp/NQiQhw7YGpBEJij4z8cSe+5hFHlAeuUaoK083necKNZ8TAlVM+K+/vpp5l63AKEFIgXwlxKVE/+Rb99L/2y1IUWf4oos8n4ycpT/9qbO85CLYeWdX5v3hB1dj5TgRC6sCkeo01zTLXMt2ugZF5ltS2qh5AbCTc6T/UuKHskFVHkPzJKm0HEYCCzjUNsXQoL8//XQ1c2xRtp5//my2ddNNIay0UqgceV93FO2palA2//53CLPP3tl1YfylZFd0H5c5P7rllhDWWae4/QnRKTJs+4wdd/SHeRbkIcJA6RgM76Saixjn7RQpq2T4YtweeqiXiEBcqUrHVmXaecdQXy7bm9lLNERa1WrEkLgnmFyjOlmVGpoY3/PNF8KFF/rvl17qC09MjPt1Akw7xdXnLNp7Rw1zJuPdqNZGBl0UbVO24EwZtKtnynOGMebqq72vFy1S1Qncc1kt9K29dghXXBEqR96iT5QKY/wqW833sce8bnynCzPRdWiOniu6b7KfMcd0r/8CC4Rw223F7FeItMiw7RMiY4p6hUxGezWmMDAJRUzyVnT6oP38c/cesGLZy6Q1aRW+TFCPnnzyah5bFWnX1tQSXXhhnwiUSWSgUuYAwzOvidF774Vw2GFeUmnNNT2CoWzD/tVXfTJ4661+DSj9Nd54HgJclip4nhNg+mQaozbvqALaHVVmPHWdUqbHsUqLekn9hOuw/fbllVPrlFNPzaYywQcf+AJasyE/KBE8f/2rK74zjufRR9P0f6LVNtgg3bbSRo8UFU1AXftW+6ZEnBBVQYZtDWkePFnZb64F140xhTGL5xGDdpZZ/AGQ5QTywAM93KuXyQi5flULE2tslzhvT9nHVlWSPCNM7q+7LoQZZnCPZmNOWBkTaHI6CcvNG0IkL7vMw9u5Fyk905zfWuT5U8ap0Vsd3Z+E033ySei7CTBhmmV7bCmZxQJlncqdVG3BseqpDp1AvXrGgV4hYoqoripSRL8l5SNq/6z7aFL/bxyvKfNDzm8W+f5F3duAZzZp/3fckd++hegEGbY1o9Xg2csKHh6BQw4ZZsySg/L889mv/OONwpvJinEvOW54zcoa2OtWP69K3pNePCN4FxB2of/g0UR4qowJNPsvOg8WMbXf/ta9LLvt5h7UIg2IduGcCLI880zoq/ssaYGqqMUqFhPw0tXFoKtiXmrVxuNew4d7CfmkffBSjjOOjydVfBbk3Yfy3H67cTIypBv/jkMiq3z/IhZrCDtO2j/vC1EFZNjWiE5DU+Ie3knGbDNZ5RoR9oU3uNfJCOF5VV2Fr5KHoGrekyxAuZQQrjIMDZhmmhA+/TSUArnbRx3lxnWR59/ufkREhFBlhLCKoggjivuknXGblwAPAnuTTuo5gXUx6KpoRFbR2O6Wuefu/nhb5WlW9VnQar4R5UN//HF1+2in3tXohzE9q21ynXbaKb+FbXJqk/bP+0JUgZ/EFwISVSOpcHwrGmvuvfii2aGHej3DoUP9PWqxPvus2QEHmM00U3xx8H/+02z33b1mK6/8zt/bcfvtZgsuaDb55GZnnpmuliI16zi2uPNZbLHs6jtWufZkVrU4//vf4V+p7UdN4qTv7r232frr+yu/V4UJJ/QaftRVbkVUp7Ab0pw39Xq//95KYfzxzfbc02zDDb3WY9bn320tX47l3nvN/vhHs513NvvhB8udqE4l+6YvcN788HtWdSoZ31ZaKf599jf22JYLN95ottBCZuON1933242hedQKT+onjD1nnOHPj3339RqqDzxg9v778d/JihVWGPb/qL9k2U+KgtrXU07Z+7MAomcBdWyHDKnWON9qvvHSS2Y77eRjc3QOefTRCy7wOdINN5j95z+d9U3mUXG1j5Pg2sc9j5Pu4ziY03EezBVnnNHH5csu81d+597rlskm6+19IQqjbMtapKfT0BRW+6I8vXae2SqJDCR5iau8Ck9N0rK8iVmsTNfBy9vuHsDTtc02IfzxjyFcfrkrDkETLI8AAH0rSURBVOPtTBJhSnPe9LsJJ3QV1TLDuouOCkjblwjR/s1vQlhssRDeeScUGsJOnd3RR/fctSzbpiwv5KqrehmaXqBPN3rn8r6X212rrbbyMiEnn+zCY4iQ/epXIYw/vnsj6bf77RfCueeG8OCDnrLSi3Bas5cy8r7jZa+Tp7ZRdLEb2nn96qKYTV+g7ndeXlX+Th/8wx9CWH/9EGac0esGU6OeEO5LLgnhn/9sLZgX3Wvd/iSdU5wHO04VmWNEcDGPeQhpQEnnoRxbURVG4p/izGjRC1tuaXb22Z2t4u2wg9lWW8V7ZPMAT+1yy8W/f8cdZksvnbwNVjFZVWeVFU8nXoZohf3008222cZX37kWeE945fNpPMl58MEHZkss4R7qv/xl2DGVcWysbLNKG7eCPMMMZrvt5iu4/Ewwga/Y8/9W38HDwSp6FTwcrHCz+txq5Z7+wLmvuKLZa69534leP/3UV5Snmcb7U/RK+6y5ZvJ533ffMK8Hfyuzv7U7fzwcRx6Z3f6S+kXzvcw1ITLj6KPNLrrI74W84V7Lq23KuCcYR+aYw/vsKKN0vx28XKutZrb66q3H0Kxp1094du26q3vbG8HD//rr/v3mn88/9/uU7zT+cA5J3uy6jGVpeeYZs+2288iIrJ8Fdbo2X37pkQz77+/3CF7JqG/j3WzuW732i6++8mv/5JPDfuirPD/nnNN/iKSJe36kZb75zB55pLO5EMTNj/bay58RrY6pm2cE9yjX/Prr/dyvvnrEz7D/c85Jv00hcqVsy1p0tgLdyUogqppleJfaiQywSt/NcUU5I6xI/vKXIWyxRTVKMZB3Oddc7o2oQpmIPfZIVmfGW0LBdzxc003nnkhyN+O+UyWhlW499j/+GMIbb4Rwzz3uFTroIPcwkh8a1085b/pYlSIEyohYiIugwDPO9bv99uE/j8cNUSnEj/IsV1RUrm2jpyQSgcnauxWNbYwj1MPudczm2nOPF0nzterVK4hoHEr9N9zgpdTob9T/pG8xZs0/v6vkE4lEjjdlwRiLq5jv2wt47zfeuLvvdpKnWeVrE90fQ4aEMNpo3ddx7VUzBMX6p5/2skGoSyc9P9L+cC5Zjtvtopp47qeFZyZl96hK8OWX/jc8s8zxojq28tSKqiHDtk9Eo5ZZJoTf/96N2cbJXRlhRu1EBqKHaCfH1RhalucEs1Mow0JZJMJ0qsA333hfiLvurSb8iNVg7CYZw1UqjZGVoFmaScAoo1TP4C/K2GokbrGGSR6LTMceO7wR++67ISy+uJe1yEtJuigDpjHkedpps188yEPcZ401Qrj55lA4XBsWgzoZf7qBMYu0Goy+Y47xUOell/Znz6ijJu+/SmNZGk44IYQDDshfcLKK14bjj8pvRSG4vfatLBee0xiRqB8XuaCQJvw8zdhy/fVuuJc9xxKiU2TY1oCkgYpBasst/XNVyT9t57Ht9Liqcl6tPAorrOA1BvP0TKUFbwXGBDls1OvrxPirm5cjq8lJu/MmD7CKBn90/iyqzDxzuREL5DAvtZR7zxqNWLwbu+wSwpxzepmiuucbU8OYskucb1bkMbYRnUDN5cjDUjRJdYCLGEsoi5U0sSdfFQ2II47wPPynnirvWqUBz2AvxkXjQliRBlYWCz5pym6Vefxpn5vU/M5yQSFJ8TjNYkbS2MK4TbQHuizPPdfDxRGiJKSKXAOS1PzIKfvss/aqyVkrpiapyB5ySPrtpDmuIs8r7TmjUEsO29RTe05hJ2rVefDee2ZLLmm27LJmJ5zgOUedqFmXoaTaC+QTkSd08cX+2m1eWLvzXmqpZBXislS4o/O/6irPBSszL448s1tv9VxtVMvffNP/To7oscea7bGH2eKL+2fqrEI+8sh+z3PNsyKPse3xx81mntlszDGtcBgjb7op/n3y/iKl/rzYYov4e5p7GYVm1ID5/y23uA7F9NO7ej/9lJxtxnTaGbXbr7/u/Zh6UZuP8iizUBpeeeX4/lalcT5Sc45rx1bw2bz7VrfPTXQfktT8O2lfdAWSFI8j1fgk4sYWcogXXdTsk08875dxRIjaUZZFLbJfFSzKg9FORbYTlcA0x1WF+rDN5xytJOMZLRu8YTPMEMIZZ2Qf4pumkHzdqasKdwQKnq+/HioBuWdTTx3CffcN//dnn/U+Ssh+K2XRbiijbcjRxjudFXmMbVzjslIjeBYledl4rwivWvM9HYWxJnk+v/gihCefDOGyy9ybi1eXiAiU1vHyLrmkh1mjnHv11SH84x+e+tGOXtXmZ5sthH//O+R2baK+VqWQ027qwlYhNSRJVT+LsaqdN5bovch7mxQ50WpsueYaDz0+//wML44QJSDDtgakHRSLCCdtdywIyXQicpXmuJDbj9tmEQ+zqhg3rcKPyHFETIWQujxCfE88MYQFF/Twxn4mKbQ5y5zePNh88xAuvDBUhkce8T7ZvNDyySchrLKKl7MhbD6Le2HeeYeNA+3aJil8Ly0Y5Uz+3n47FDKBH2ccFzljwaCdcROdH2HI5DaXUZIqTUm6osbLxnuae4R2I32kGz77LIQnnvCyL4ce6tcXUZ2JJ/a8XvJ7yfMl1/y660J44QXPA+7l2cF3efb93/+5IGCW7dl4bdZay8t01bm0YdkLjWlSY7J4jqTJn2WbO+3kAmtp9CG4Jwh3ZwGFfitE3ZFhWxOKXBVMop3xTD5dJyut7Y7rrbd8AlHmw6wK+adxq/7jjZe/KiH1A6kLO8iUrXSdBCrPTKqrBIYfCyIcV6MxgWGIYYD3Fi9uNzQLyUX3Iiq5cW2TZY3mnXcO4aSTQia0G7MfeiiESy8NYeutQ5hpJl8waGXo5iFA1SnoDKy5ZvJ4jxepLDbYIISzzsp+uyzYoMiMMjMKzeSa0xcxLFiY6EZ8rsj25J4k6qPb+7FMj20VFxrzfI50YvCjJN5uPki0F4uDLPzkJfInRNHIsK0RRa0K9qoimzTYRiuKzcfVypvCRIEQsDPPzHZi2s05lykgVLbH+IMP3CshIYlqwuQEoY+qgccKpXbCOVFJbuSmm9yDhgcs73uB7yTdv53eP3ikWWzLik7GbK5js6GLMZnl+XUD+0BZnYXNKkS3tAJvFKrW3Xptu4G2SXpecjwYILfd5otBLA6UMd5j8FPSpSq0C7mlv7NIUsWFxioY/NGiSdLYcuWVPr9iniVEPyHDtg/J07vUznuJInLc+wyovN98XK2MVj5PGZGXXy7mvOJ47bUQppmm/QOk3z3GV13lK7sow4pqwWSYCcpHH4VKHhs1VbmH8Go18sorIcwxhysnp+1X7e4FFHHzVunlnDBIssx77HZsw9BdbbXySlJR7my//XyRAi8y3r8qh+7n5bXttr+uvrqX8iEcmCgGvLzcy0W3J7nCk0wSwrbb9haq3wuNi9uo8hJSH9WrbSz1w/08KIZst+WbGhfcm8cWFqi3287H3n/+s+wzEiJ7ZNiKwnJsW602l+2NjIOJNvlSTDIQEinzGKsgnhVNCrkWonqsu67XHawqiC7h9b/gghENo4039jJVzV7dbiJGqGGKJ3OddUI45BA3qpMmgEyWu7l/9t7bRYSqQN7jQ6toGox7xGammy6E7bf3cNw6hO4X7bXt9PmGgUkJuaIjhKLSOnERVWWIM/Jz1FHV7EdlQptEY1enC3Zcv7nm8oiPNMJnQtQRGbYDSi9CKpHqcdyKfCcr9lXwRjaDMuY887ixEE22y/RCtKtjjFBEEeARRPH2mWeK2Z9IzymnuMBMlUG5mUkV3hgWjhrHoGWX9UUkckqTaDdeILZDXv7NN7vhSYh2O8O2mzEG0TbOpQrkOYbGpYDMOmsICy/sY2XdKNpr2+mzo+hnYtmLy2Xvv24QxUaEBHmxSR7b5utGCgNjLK9C9DMybAeQXvNV77/fw1iSVlLTrthXxRsZeY8wDgibbOX9KssLkfTgZ2KOMifeZXIa8wbFT/LoKOIuqsO114Yw+eTlhRF2co+tv34IM8/cegwaf/wQTj/dPYJZTILzUunl+PAMVyGULy/DoN24U4Vz79Zri2Gw++7F3S+dPDuKMPQaF5VID4rb36Ck2tQJokUOPzz9ogmeWTy0c889fGqXEP2KDNsBI4uHJhPT5pDCvMQQfvvbUAgoC//qVx5W9/nnoXIkPcDwUHGdCAuk7EtWdULjQGQE9U9RrYWq6B6uUk5jKzCIkkItiZZA+TdOpTOriJBeVXq5Bwh3rgJ5RJT0q8ERRRxxfap6v+QZIRRXk72sxeUqLW5XHRaUm8uNJS2aMN/DCcG8poiFbyGqwEj8Y2Jg2Htvsz/+0ey//x3xvZ/+1Gz33c2OPDL+++++azbvvGYvv2w26qi9H8+//mU244xm//vfiO+NNJLZ5JObbbKJ2f77m4022rDv/PnPZv/+t9kvfmH229+a/epX7d9rxUcfme26q9nf/2521llmCyxglYVr/qc/DTu33/3O7Je/HPb+s8+a7bWXtxFtvNRS+RzHp5+azTWX2fHHmz38cPprLbIn6f75yU/M/vnP4ftIHcagXXYx+/57s/vuM7vySu9bnd4LRVyfW28123BDs2WXrUb/T3tN0rL++maXXRY/Nq+wgtlNN1mt6KY/dPpMqWp7tjv/VqSZE5Q9JxkEoj54//1m771nduON7fvgxReb7bmn2QknmK25ZlFHKkQFKNuyFsXS6+ooHop9902fs5smlzdpdfqzz4aVtiAEOimMupMQa0IJ8W6y+nnYYcWWgMibO+/0sCPKbzTnw/aSW91cyzPy3FTV6zEI1MmrRr46pSUQ70njIeKz3J+33trbfhvHl8Y+20tfrZuXPOu+xblOMIGHsZ5zTghffBH68n4ps8xcmeVisg59TiLrclz9RnNN4yjSIK4PEulC/i1VDCgFJ8SgIcN2wODBlpRzhkJpnBH0/PMuHvTGG/EDb6Ms/2yzDZPrbzcpaJeDhKoqE+K4B2Ck5pjm4UiZDow+lFjrmifWDsKRMQwIT95ssxDefDO7SZrEPqpDUWF83SyIfPqp5/7uuKOLOFFzlZD5VVZJb1wg0jT99K7GHZd3mwbuf8ricD/0mh8/KP2/3XnyPmJftCmlYrbYIoRHH03Oj85iUa0X2uVco9x9wgl+Xv/4R/+1c7vzL0MVmT5Dbn3dFhCK6M+djjXkjzPvQlCynxbrhegEGbYDBmqQSQ81JpFMAA89tLWxilBR4wCetq5aFpMCalQm5QO1q/33448hHH+8KwOefXb+uahVgLwahKVot6xWxevkJex3imiLtAsiiJSQq77PPiHMP38Ik07qyuKMOdSsjQyeTidrlJJZeWWv+UkER7dwH2SREztI/T9triftcuaZnh89++whnHxyCB9/XD3PZ7u2W3ttj0haZpkQRh89/llT13ZOU4e+SHFE+gj16lm4rmqJqFYU1Z87GWvOO88jXCjDJcQgI8N2gLjqKlf8jeqythqUMf4ok9HOMI0G8E5DmyIDlNDiVqucSaugaRRO446X2oCE5gwdGsI774SBgxXcdoZ/WiT2UR0PVLuFpV7LsbQzQi+7zBU6l1oqhIkmCmHIEF88IgQ+ycPaqTgOi1CINc04YwjPPdfdueyyi09Ie2XQ+n+nBgd9btttfWFjo4085aMqns9OFlVYlOm3dq5StAH3NNEb1KqtE0VewzRjDUrzRGWxmEg0mhCDzshl5/iK7GkldvH44y7AdMcdZtNOazZ0aLwwxccfu2hDKzEHQHiCzy+yiH+fYbYT+PwLL5i99JLZ0Ue7GBVCR+OMY7bvvi5Mwmd4/cMf/Dh/8xs/Tv7WiujvrY6Fvz30kNn555utsooNJAhKRde1Gf5GO6alXTu0EvupElmIwfzlL2a//318Xy0Kjpt9cj82Hguv9HX+jtDIJJN0t32uU1xbMw7stpvZFluYHX642TzzmI2c8onCNWL8SCuOg7DPAQf4PhAtOvZYH8M64a23/Lu9Uvf+3ym0SSfiPXPMYXbKKS4IdMUVLmgXJ1bE9aIPFCUOlHS/8PfG/jfNNP3Xzpz/aaeZbbWVP+OTzj9vuIfpF4hD1YmkMTHr/jz11PHzK/Y11lhm883n49q995r93/9ls18hak3ZlrXIP0QGTx05UK+/nm4baTyjkZevG49t3Opj0nusgrarq5j03t//Ptg9LcvwySqt+pcRQlbF84/zqhFyT6jfiy/2j3eSWoyEu5Ka8MMP6T3riB39/ve9e9ar2P5Vpop9KI0Xul/bmVBrtDTKDPu97z7XzPjww1A7iurPCLItt1z8vCia111/fTb7E6JfkGHbR2T1IE5jrEYDeJKiYVY/jbk/1J2ME6SKwhsbr0HVBSiKIutJWh5Ks1W4BoTHEdrFhAvBLf5GWC0CJ+SB3XJLCGutFb+dKube3Xij516hKt4v+aS0EWGuSy4ZwnvvpVcUzaqfNodSRzoEVe7/ZVHVPtRNO1fxmdJJSgRiiQhkkbde1jHusEMIk08ewsMPV+86JX0GtWHGE4zJpLlKFv0ZNWNEoFiE+NOfRlyMZV8sWDYLeQohZNj2FVlNINIIQkXbK8KwjVYnGwd3DNzm1WZy+sjvi76z++71XVXPAyZj0XXMQvAi8nqQt73GGtW/1u0WbEYbzb16iIsxaZh11hDmmy+ExRYLYfnlXbyIPsf5JglxVTH3DsMcRXPy7Duhyl4r7ndEivD8PPJI8cfe6PVDEZjrOwiCdJ1S5T7UaTvPNZfneleFTkvc4QFEZKhIHYHmYyxjESjuOjXOI448svVnjj7ao0MmmyyETTYJ4fLLk6PDeu3Pd93liw+XXDJiH6SaAwrSjDfff9/zZRGiL5HHto/IMkQmMoLijIBoQtKufFBeP80TIsKseUhhhKB+2li2SAwDg426wFmGoCE2hor2oNwfdfVAEcI7wwxuDHbjtYquU9W884Q1YlSiytsoWFV0OyGghSq0GJH1109f+q3KEPXAM6aOCwYYZBx72rJZzcZgtC9EitIauVVY1Gi3UB/1y6T5BovkH3zQXvyOyBgM5G5Kk/GdU07xhbrm1Cneo14027/ppt6viRD9jMSj+ogsRU0icZcddzS76Sb/fvTTKDSB8EucMEiecByIk4w7rtntt5u9/LLZHnuY7bOP2bXXmj33XPHHVHXeftvbDvGQLJlpJrOLL7aBuT8Qm0IoKklYrYpMN53ZffeZrbqq2ZtvusAJokxpxoKf/cxFXuafv73QU9EwTiEOh5jUI4+YnXqq2WijJQvbdSqYloYttzQ76yyzpZfOdrt15+uvze6/3+xvfzO75ZZ0YmFVZcEFzd54w++fKaesj4jRl1/6/Xv99fHfaRbYQxyv1bOdewwxyjRieeecU5zQUjfXKRoL4oQyAZEtfiaYoL343YQT+vj6wQc+P4kbX5sFDDfayOzEE11Uk7FsoomGffaLL8y23tr7He9NPnk3V0GIwUGGbR+RNOFm8O50ws2kA0VVjMY49dLIWIibQOYFD1wmkRE8eA480GyKKczGGEPqgK24806zZZbJvi0wbHkgD8r9kaSsOtlkrjxe1Qk7Ey/6wQYb+GQKdedRR23/ve++c+XNrBdFsmLSSc3uustVmhdd1NV4i1YvXn11s112MXv//eEnpoMOCw1Dhpgtvrj/1BkMlXXXNbv0Uu9rZdLJws2hh5qtuabZLLNkYwxGhiBjIM9e+M9//Af18ej/H34YbzTmsbjUim4qN6Q5zji1cBZv6CM8bzDsm5XiWynqH3WU3xuMzY3Kxk8/bbbeemZrrWX217+mV50XYpBJsV4v6kI04ebhy8Mmeo0mcd2u9EUDOF45Xhsn7QzeRRu10LxPHp6Rt4zVdMnejwgGVx6GLX3r9dfL8dx3c39wP3BvNN4nnZa6YMX+n/90L8g66/grvz/xhBt/Z5xhlYWFnyuv9GiHFVc0+/TT9t955ZXqGusR3PMnneRRJostZjbDDMkT/6w96+yf68mkdv31zfbe2z0zgwzeJtqEMm79Am1bhQgVFk+SyihFCzfPP++G+EEHpd922kgsPnPYYWaPPeb7JKJjhx3MLrjAy/mx0BMZvknHmCdJJXPS0Olxjj662VVX+f8xSL/5prUnPJqzRIY/0TR4ZYHjPfNM9/5y/3CNZdQKkZKyY6FFMaUMdt7ZC87nIW5CTknRObZxP+S6kGu7665hYEgj8EGODqJIeZVXQMHxtddCLZhxxhA23zy/Uheo9CI8dfrpodLQJ7h3OVYUoJNANOWaa0JteOqpEH71qxDWXrs49e4oJ7GquchlcNhhIey4Y+gruG9mmqn7ElpZ8PzznleeJGLHuMaxohx+8cWdbR9xorRaF0naBGXn2DLf2XDD3uYU3R4n+2beRV7zp5/6taC6Q1ybRXn/n33mc7Ullgjh7bfzuCpC9DcybAeEH38MYZVVQth///yMhTwN1khJsfH3uIcQcvxMPLpVccxLHTIPGgU+Gq8Rxn3jMTIRmnvu/I5jnXVCuPnmUHkw4BDQ6kbcox+NW0AlFcGSZ59NrgH7u99Vp9+n4eOP/T5YdlmvXzvOOPnV7MxjAl/VMSctlJShrMs774S+A2N94YXLaZvbbhsmItSuHNFFF7moWafjXVrDNo0IW5zQUt4LPhiWLGAy7znrrBGvU5Ihm9Vxct2POMLbK1KETtov6vvTTx/CgQf6nE0I0Tkj8U9a766oNwhIEKK3005mm2yS7bYJuyN/MY9wVEKBxhzTbJppPM/v8889dyVJ8CEKN6V3txO4aEernJgsttsrhDXNOGP8NY9CbDnGk0/2nCdyefKAMLdxxjHbeWerNORlIyyGUEfekGtJ6Pc225httZVVPkydtIJzz/U8dXLsyFl99FHvR/QxQgqr0O87geM+5BAPD0fQJa+nHeMfYjGtxiSuGyGZcfnddRpzOh0TEI7q5LzrQNQ29C3ujbzapllgiPuT+/TYY82uuWZYvmyjBgZjDkJv6B7wfYQVL7nEQ+Q7DbcmfLnd/cL5k4LRLk0hSacjD7gPaSPmCoSNkybQeAz8/eabh80RojY84ghPzcjyOGmHpLSICI5lrLE8jFkCdEJ0jwzbAQNhB8RVmMBi5BZlZLWDBwsPX4QXGidzPKCmn96Vjtl+N/tK+/BtRdK+etlu0uSFXNA0n+eH3KYkAz86xl13NdtuO7Nll7VcYBKE8EWjoFcVWW01s223NVtuuWL2Vyfj9qmn/Fg//tj7TVy/yqLfF81FF5ltuKGLSpH3ljUYApddFj8mIdDFwg/iYo0/6B40/o6416uv5jvm5Ek0PpFfedttboiRd9kv5P08SFrYYJ/TTmv24IPx4mSnn+5jDYsp0TFG6sOdGN1JCzWNsFC6555WKX780WzTTf3Yzz/fbJRRyjW2015LoG1R3hZC9EAXXl5Rc554wguAZx0+1Rhy1E2oMWFdhOztsUcIc80VwlhjhXDIIa3zgpvDm5JCfHqpWZlnLcy4ovFxoU+tCt2nua7UHfz5z0P4+uuQG08/HcIii4RK8803IUw8cQjfflvsfusSltyu3mNW/b6stufYyQVnfPnhh2y3n2ac4BjIQ3/gAa8peuKJIey5ZwgbbeThoqRzjDeej3t1vPat0iJ6DeXsNhw7rzDuImojdxvWnmU4fJqxgPer1he//z6EoUO9jn3W93ge9dMbn9N/+lPZRypEfyDx8AFkrrlcaQ/FvQceMBtvvGy221zb7d13ze65J134H6vdrJqiIMh3+D819/BipNkXsvgvvth6X72UFUgqFcAK7HHHeagX1/DnP/efxv/H/f7ee/F1Alk55twaV4+T6gomwbETTsorXtW8whjxquOlqTL0qwUWSFfeJkvwrjQqUlfVc9uuxEcW91NZ4LWhDiUekS22MFt+eb9v8ZAWVUqK2rqMa+0UVqnHSzhiq3u912vfaYRIJ9ttNT5F5948nnXrtUxTO7Xb76Xh2Wfjx+Cs7otO6tNm8b0kBfnNNkv+XJXGge+/d0Vynq9EDsWpMRdNUtkxmHlmj0irahSGEHVDhu2AQkgmJTyobUfIWFblcZpruxHuQxhOuxBVjEQmDRjbxx/vNSE72RfhPhhWrcJ9eikrkPRQ4sFJTulee5l98omHcPIa/fA715hi9s3vY/QnlWponoSkNTpaERnm3U4w08Ckndwu8hizMhayhprMK69czr7rYNymrfdYVJmOLIlCM8nVpxQJC3sscmDczjtv79tPqm3caSmppM/2cu3zNPiyNKraLeQljWPdfi/t9WMMyfu+6KQ+bRbfi4M+8fDDXnamauNA8wINaQY8h9EHIJ+ehfKqkLToxXHKqBUiY8p2GYvyQLFvyy1D2HTT/FVio9DhduGzhOV1Q15lBfLabrvwJFRo9947hBtvdHVRPp8m9LjMENIhQ0K4555QSejfKP++9Va5x1HlsOSkMMus+n2ZEObbyL33esmUs8/Ot9Rap9x9d/bXPu+yK0njWbuSMJ32RcbBOed0lW5CTimNssYaIay8cgjTTJPP+Jc2NLfX68g4teqq3Z1DHmHSd9xRvXGgVQoPx7PMMvnPY7JK08oiTF8I0ZoKrWuJomHFFbXct9/OTy23cfUXYQ2EJuabL/5zeFOWWso9sKzKduoxYQUU70zja6cek7jtRkrLWWy3nSd4yBCzSSZxL8Gvf+1e9TTetCTwYuQZOoYS5wsvWCUhTH3ssV2sp0wizy1ehTPO8D5OX0d8qNM+n4dnIamP0ed77fdl03h+iOgRmoznZ/PNzb79tvftR1EkKLHy2ul1+u47sz328OPJcixL41HthaTxrBvPXrvogdFH9+gLQk/xxO64o9m++/p4Heet6yVUuF3ETHQNe7kvnnzSBR0//DD5HDjfTu/fpO8liTDtv7+H7mf9XO2WRo880VnRK6DiToRUFUHMirkPqscoHvN/5kN1UTgXolbEGLxigMAj+Otfh3DZZcXUTqRIeRrvYjcrmll4TOK2i5dgoYWy2W4nHhRWoTmfXry10Q91PfNcSae+YxX54x9D2HffUBnw3FLjk5X7ous7dlpzkmOcb778asAWxUQTtRaU+e67ELbdNoR55w3hjTdCqXAcW22V/VjWLkKEaAbGf2r/dsNVV2Xr2evW+5iXuFO764e3uFs++MAjp6ivffXVPt53W/s1y5qxCDeuv36+z9UqindlzUcfeS3dFVf0thZC5IsMW/H/ePVVD9XLu5A6E8fRR09viFUp7BHD6NRTs9teJ5OQLEKR876eDz0UwnLLhUoRLdRg1BC2mMdCTTfkHRraC1WZxGbNFFOE8NVX8e+fd56rxd95ZyiFCy8MYZ558lHtbmcQMPHm/phsMl94POAAV2+OU5ZtXAAlJHjSSUPYZ5/snh9VUAbO0qBqtWDMtT35ZO+Xhx3mqtlZ3IdZ3L8PP+yLHSx6V4msQ97z5sEH/ToefXTr6g5CiOyRYSsKmWj/+GMIJ53kXqqkPKgqr8Ied5yvYmdJ2klI2vzHMq/np5+GMOWUoTI05mJF5162R7TOnoe6k2ai/uST7jn7wx+Kzdd77jm/dygHVOb4zjk/9ZRPxJde2stjrblmCGeeOezYmnMc2QaLbtxXWS2KULaFdugmoiFaMIw0HbK473t5PsaVdcOg5TqVHSXQzBdfhDD99J7rXTV++9t6zBUwYhlDGHNYIBJCFIcMW5H7RPvZZ90LgMAH4j233dZ5fdsiiQvHPvfc8kJtkyZWkRBFmvq2ea9q4/FhYlQ2VfaI1tHz0A9QJ5YQ8DShgyusEMLaa4fw+ef5Hxf3y8wzh3DDDcUK2ETGX5LB9+WXLmDHuMf1+8Uv4seXLO+r3XZzUcPmsbgTryXRI1zXrKIOmq9fGoO56uNQKzbf3OsrV4l33/XjYvGniP7XC4Qbk/KDmOKHH5Z9NEIMHhKPErmUCgDEWPbbz4WQEEShNiPiPcsum17Ign1//nlxjYRY04wzeomiyy7zV37/61/Nxh/f7KOPrBSSxLEQNkGIYvfdzdZZx2z++eNr+OVdooFrhVBT2eQtltMLb77pIltJ5Z7qVk6nDlDSDHGmdlAH84YbXAyNkkBZ9+dGwTBKlKy3ntkaa+RfiioS8GOcmG02s4UXbi9gQ3mklVYyO+EE77P8P+/7ivInt97qAmuMe92IcfE5StpRzq4bEa+k60e7UV+d69ju+lV5HGrFNdd4ebpDDrFKwBzi6KPN5p7bbLrpvKQf17QqYlbN3H+/i2MigHnddT5nEEIUi+rYiraqlkzAH3rI7MILfQI2xhjJNeVQZ0RpmVqdSyxh9vTTZuOMM/x3zjnHJwgYvq+/bvbOO/ENccstXg8374dWuxqI1Lwsy7AFJlDUYeQBHl1rjiu6LlGdSM4DAzMrdcxulJHnmcf6bqGmV95/3+yII8yuvNJsk028bnOrvpZ3Gw0qo45q9v336T7LZJnJPTVuWYij7i1jX68015IF+gAGWBFEqs2rrGJ20EGdj6nU4o4ji/vqtdfMtt/e7PbbR3zOVAGuF8+1zz5LV5e3iuNQ3LN7ggnMrrjC1YWzqmvfLVwbjoUFIIzEJ54wm3jidM/BMuAexgDnmC66yBfEhBDlIMNWpCoifuihbmDutpuvhG+2ma9M4slsnKjxygA/6aRml17qD6A4kL3nB/BW3HRT8sp2molEL7RbXadMS5mGbePENI13l4d9Y7vwmveqdlVK/uB1q4pH9NNPzY45xu+Vrbf260PZB9qpjDYaVJispzVsIzAAWSRaay2zRx81O+yw1tEQrRb3aN+0C2eU96HUS1HtzsLTU0+Z/fCD2SijlFfWp9k7N3SoR8nMMIP1BXler6wXWSID/JFHfBwvCzzGO+/s9yuLgLPP3t1zsMgFSxYqRxvN7LHHzH7+87KPSIjBRqHIIlUd2I03Njv/fA/Lm2sus512GjYxb64pxwPy3Xe9DmtaqDGaR/3BTmi3uk59wbIN227CDglPThM21y+GLed5/fXxE8okj2iWdWW/+srrQ88yi98XzzzjtTYxastso0GlG8MWGOeIWGF8WGEFHwca+wqh/xhirdIXqhqWyrWgX1I7tROyrpXayC67+LWkNm2/kHS9eF6ysFtGHetW9WAj45Y2JEKqaP7zH6/3utFGPhaykNzKqC2LVs+Ge+7xPrviimZXXy2jVogqII+t+P+TJsSHkGIKtvODl+HVV7PxsiatbPOwxfDNm6mmSn6f63D33VYbyljVLtuwZaK++uqen4cB0olHtNmDwStRDHy+E2OTPM6zznIvLdENeCDiFnmq5Hnod7o1bKNcU0IMTzzRwww33NC9txB5YDEQGqHv4Q3Fo0O/JHe0+TNlhqXiIb73Xo+8SUte0SBcW7xd5Cj2E0nXa/TRzZZfvvfxphvSLLIUNS59/bWPlYyZu+5qdvbZ5YdCp3k2EJk24YSej0/KghCiGsiwFV1PtL/8cvhcsV4makmh0GyLh95bb7mISXOIX1qicEFyG/G8Iuww66zDVtXJ64oLX+Xvf/ub55j9+KPngrULPRxEvvjC7I033Osy7bTFXpf77nODg8iCxRf3v6XNxUoKE+UcHn7Y8+qS2pp+wb4xeNg/q/kSgaqfeFQceLHee88ns2nEdehLBx7ofZJQ5p/9zOzMM1sbt2WEpWLYMp6SXtIJWec4shCGiBb3C3nQ/Uar64WndrnlWj87uZZ8Ps+w9Crk/nJ/IAq2//6eikRoPHm+VSPp2cDiqUKPhagYZcsyi/qSdYkgyiYklapprJfYKVEtwebtR38bb7wQLr10+JIOja98/8or/TvzzNP6M1Woj1om0TWOrmuR14WSJFNNFcITT3T3/XZ1gptLKjWeEzUL6TuUQxk6NIQXXsjstESGUL7nzjvTlfZq/gzlO6J+0G2psqqVfvnqqxAmmsj7b1lQTmiWWUK47rrst33qqSHst1/2273//hBWWaXedazL3v+DD4Yw33whrLii13CuMmVfKyFEZyjHVnRN1vlWrGy3y6/qJgeoccW1+XijvyHwQ+5wXN4jYlkolxJqS2hpc14xr2XlJlVxVbvI64Ja9XbbeYkQ2jBrDwbwXvM5cc4InlGK4txzPZySHMs4RWpRrVDkpNJejZ8hfzYStkvqI83w2UY1+HY6BkULhqE6TAmVf/zDSoHrs802XkIIka5BomyPKc/uuOikPFXZqYBAjirPioMP9vtq5pmt0pTdVkKIzlAosuiaPPKtCEdrR6c5QEn5RK22mRSOjYook9G4cMIic5OqRFk5W2ec4XmPhIlPPXX320nK8Y5jySU93Prkk5PVv4skjTrvoNJo2LYr7UV7Mo7xmU6M2XZUrVRJlGdLXdui4RqQ0lG1Wq79qJbcPC4gHEbYLyk5WauytxqDqJKAkB4LgISdk7Ixck1mnzxX4saAspWthRAjUpOhRVSVLCdqPBCT6tm2WiVNM5FH4CpudbrVNpOO74MPqiUAMyir2s3tjAedUhCXX+6LIRNN1Nv2k3K8W0F/oo9jUHdqEOdFVuJXg2DYtlvsopZqFpCXXWXBMAxbPNREPBQJ+ZTkoj/4YH0MnCxppymRpce01bjAM4z8bxSIs1xkifYVjZHsC4OWyAW2jTJ8nXJSGS/IAc9LCVwIkT0D+EgRWZPVRA1lxDREq6RJE3nKBjz9tNl558XXx221zTiifSUZyIO8epvkLe31usQpUtLvUFJtDPfsFhZDMP4weNKA137BBatj1KbxQA56bdxG8ah2CzGETEb/74Us+maeLLywq9tH91URYOyTcsI4PdlkNpA0RzthaDKmZF3HOmlcoDY9hm1Wiyyt9hXdP7Q5i491Mmo5ZtKPaKtzzvFKEKo5LkT1UY6tqAyo2qYhqv/XXIcvemU1nFw5Jg0YXKgdt5u0tatt2s6obbeNfoZ6raxq55Gz1areYlQr+ZVX3IOeBeynue5oElGebVWoUo3UqoLibuSxTQoFJeeVMk38xNXW7hcwvClFVVT9VO5bxmeUohnD6wbXifSHJ57ove5so57DHHN4yZis61gXOS60WxTketVFg+LNN80WXdRsmWXMTj/dx3rVHBeiHvT5Y1v0K1dckWys8lBi8rHjjl53MhJtaf4Of2sn3tIubJH3yhKAKZuXXnLPJaJarGpnLYxT1MQsbRtH50R+WlwN5zKQwElnochphO+SPpOW556zSoNhxjVZYgkX8dlyy+yNXLaHUYNo0LLLesmk/faz2hGJjVGi5u23W4uNdRvtRI1jFukQ8ypjXGhso24NdrbVbvG3agtsrc6bSC/Kte2xh/8tei5EbUX7R1ocQojqoVBkURkwRvH8pYGHS1yuKw8ivIhxucDNdWzb5RUlTQ7YF5Ob664bvAfd1Vf7wsFJJ5mtvrr/jQlBljlbRRlsadp49tmHnRMhrSuu6BPSOee0UkGl+8kn4yeVdQyRz0MEq9GwbQwF5bpFi17NoaCN4aLR9eUz9HMiTJIm8iyCvPii2b77et1bfq8S5D4ycY9A34Dx9+yz/dpn4TlsTiOIrjUpInXK+24VtRM9f7II9Z9qKq+P/Pe/u8p6ViRFJnAueCapZbzrrr3n5kf7SloMqpIGRVyKC+HSaDcstVTZRyiE6AYZtqIy7Lab2Vlnpfvs2GO78RqnTtxqIt9tLnCasMVBMmp//NEn6zffbHbnncMbHFkL4xSlHopqZ9yELGrj5vNC2ZMcLASkijYcOda77vJjev99z/8ipLGVoZV1iHzeysuNE87ofDDCKAvDJLzbfTWX+2HS/vXXHlr661+3XohJEsfDUxcZxq3gut9xh9kRR/ixUw6KxbSs6aY9mo3a5uNmG70aa3EpHFEYf53yvotQfR861MtOtTNsO2nvJJEqxjW+v/POrd/vtI3YF/0qjmh/VSApvYjSfyw0CCFqSod1b4XIlZVWal0Ivbko+hZbhPCTn7R+n7//61/ZHdNLLxW3r6rz7rshLLFECBttFMKXX+a/v7yv/ddfh3DMMSFMPHEII43U+X4uuSSEmWcO4aOPQiH8978hXHllCPPOG8LCC4dwww0h/O9//t5f/uLHynnww33C7/w9K/78Z99mtO2s95HU3lFbdLuvP/4xhCOOGP5vtP2hh3Z/vPSLaMyKu+60D/uZbroQnniis2ux114hrLeev/J7Fu3BduL6evTD++yzF/g+xxM3hve6/XacemoI++2XzbZog6RxiPd75fXXQ5hyyhD23DO+zbtp72hcaPWdrNvoyCOT792qPCvL7ptCiPyQYSsqRbuJbeMDMumBnTVF7quq3H9/CL/4RQinnTbMmCqCVteeifcUU4TwySfdbfP770M4+OAQxh7bDY5ttw1hoYWGN0zStvGxx7qR+c03oWfijJnvvvNJ7YwzhrDyyiHcd1/r73NfLLhgCPPM49+v2wJP0oSz132deGIIBx44/N9o9wsv7P24OZ7Gdmt1fH/7WwhTTZVuzEhjwKRtD+7V994L4YEHQjjvPO+r7RYP+enVWOP7SYtFWRiDcXBtllvOF53iFgU62dYCC8SfS1aGEG0eba9Vm/dy/8X1zzwM9qOOGrbIE/2wPc6vKhSxUCGEKAeFIotK0Zj7Fj1qIiKF0igHjp+saugWWa+3btAG5NHyc8klZvPPX+z+4649AmJrrGF2yilmF1yQLjSP0HXys8kpI4SXvMcvv3TlS8LSqK3J75208S67eK4apTMuvbT7XMq48lWURnnoIbOFFvLtzzZb/DY4VoSAUANHCKiocEyu3cYbe21Mwnujn2++if+91XtvvRWfO99r6GejKnIEAmAo9PZKmhB82uWBB8zWXtvskUc8rJpj6rZ0U1J70H+GDDEbYwwvXUQINMJEfI9r3Y5ew/zJ16UUV17bT1tLleuAmm239Zybt9WKLEL9ozaH5v4ftflOOyXn0SfdE3H98/PPs8/N33NPs7XWGjZeMxZRr/jbb60yFJXiIoQonpGwbkvYrxCJUBagG6EnkS0YeUy4aANyBBE4qQqMXJQMIcc1qgHZKADUOInlb9dcY3bAAV7ehPzUVhM6Fk+YCHfax9gWBih1OTFYOq0JysQWgapWx8S2yNVMK2ayzz75GLYoh5IDmCSYtMoqXq8Sg4qf0Ucf9v/m31u9R44e1y/JuKWN1lnHFyg6NVJQKaZedpSneOqp3k+23z7bPOEkEB5DdA31VRZnJp98+PfJfUVxN+4ajDmm5wtzb/7wQ+vP0GciITfyBUceOf32o++jeN7NWEsfQS+BBSZqpWZ5n/VyH3W6z6RtQWPd2V6FsJLahP3w3EvSn+jmnuD8Zpgh3mDPso1QkaY6AeNuFZ7fSeeeV98UQhSDPLaikmQtQiQ6FyRhkoV3CcXjCy+snqorix/33JPs5cBLhVGI2BU1O5mEouaMMZylN5DJEGJSyy1nduyxPrHvhCTvG9umFnPZKp30i6RlUI4fEaZe7luM8eOPT/5Mtx6VSDyq0TNOvzntNDdwszBQ0oCXFsEqjmPhhc3OPdeN0DQK3fSFlVf2yAkWMOKMIT6HITHttJ0JCjX2x04n9h9/bLbttu4hjkTloqiHxiiEyBjMw3DIUuSp3baoO8s9n8V5JLU57Ut7J8F3O70nOD/6SdwCxworZNdGLPihOLzppmb33lv+s4RIDRbL6bNF9U0hRDHIsBViwGGCHYXSRQ94PGfjjeeTbkIaq0i7iefBB3toKyFwTKqWXNLfw3BKCivstiTFaKO5V3ixxcymmMJsvfX6qw5tO9VT6PU4o1SENHVmuzFsqRWaZ9mWTthsMw8rx9OPQUioaWS0J/VrjFVekwzUpGvUmO4RKU9H15pwacr9dHoNUEjfZhtfmCAtIDJcik7hyPI+alcCjHPJ6jyS2pxryaIcYcNxdHNPtDs/Kg9kCeMhi4pETBCuXNai7VxzeSoKi6KMCYOYXiREPyPDVogBhod+lM8cEf3/k088FK+qtPNyXH+9T7LxcDVOGvPMr2Ix4MYb3UAg5JnXfsn5wiDCa0w4YZ7lPCJjiHDdm27y849+aNdll+1u8skkllDkvMu2dAKlXR5+2MO8ybs955z0BmuzgdqJ1ykrg/OLL9xIePRRr+ncKv+7yOibLO+jIu/Jdm1OuSj6Rpx3lfc7bbt2ZeyyHnPYF9ER88zjx0tqUd600i3gGu63n9nMM/tnFBkmRH/x/5PjEUIMIqyeJ3k4eL+qJE3MgPzbZqMW8vAGNkJ+K56JTTbxHPE0cExJ9VCzrEPbDRzDeee5YZj0mayOk0k6CwQsvODdIX+QOr1cT0S/Os2vjUKA8XpVzTM+wQRmt9zintgFF/S/YXBiXOCti0TzeG02WDFQyQfk2kTXiN/ThFRHBifXktdODaP77nPDnLx7DNskUbOiyPLeznucaCRapGhs8+iVv7N4kJQGcOKJne+zyPNr7OuI/TE2Ngu5ZU2jCBvGbPQK1JYmlUUI0YeUpMYshKgAM82UXPKD96tKu/IXlO+Za64Qrr12xPJEzSWEorIUWZZvuu22EKaZJoQ332z/2csu8xqWWZSU2nvvEM44I2QGpWJWXz2ExRYL4dVXyy999dprfq2efrqz7915p5eryrtsSy9cdZWXsaLPNpZoWWqpEDbbLFQCylrtumsIM8wQwoMPhsrRqn/SvtS17WZbSSV4siapbFTcfTfhhF6+LMtrtd12IVd+97sQ9t033320Kx1G/WkhRP8hVWQhBhjCsV54If79mWYye/55qyTvvecldhCHirxazarI99/vubaIhFCKBtXeyIMbKW/jpSOfjLDXV17xkNWsQFwGgR+8W+TJtQIP2zLLmN1997Bj7yU8tFtV5FYCYnhoCQnmhxzQ6Do3XrsyctMQ09puOw/j/fnP030HVVmuSdRHqqqG+uKLLtpGKauDDnLP3Ycfms0+u4vetCoRVBRPPOECQOSrk2+NQnMVae6fn35qNsooXrKsEyiztfnmrjOAKFbZeZit7rv99zdbfvnuhc+at0m6Adtl7ERROw+InCDXlVQRRM7yII2KO2Ne2fe7ECJjyrashRDlscUWyR7bLbesXut8/HEI++wTwuSTh3DYYSE89VS8lyPivvtCWGaZeA8ubLxxtp7OiMMPD2HJJUP49tsR3/vqqxBmnTWEq6/Obn/deGz//OcRPTd4NqeeOoTnnguV5Mgj3evy3/+2/+zllw/r02V7nNPw+echrL12CMsvH8JHH/nf1l03hEsuKed48AgefLBHINx+e6gd3GfTTRfCE0909r2hQ0O48MJQaZ55xiMR9thj2BhINEsvcC8sumgIP/wQcuNvfwthxhm9bbKC846eBQssEB+dwQ/vlR2hIYTIHnlshRhgkur59VLLMg+o24nHBQEScrQoqYNYUyckeXA5V0pc4DHL0mvLtUUx9rPPfJ9//at7R/CqRh5CvLpZ0anHNsvan0XCdR061EsM0aat+PFHL/V0663u2aKsD+JXZXuc054fpaPOPNM9T9SSRt0bb3WRENHB/UZ0B7mc445rteSGG7yuLl7YKPIgCfoG4m/cH3h7qwoCSURXxEWtdAPf33BDfzYwZuXFzjt73munnvQ0QlGQ5K3lcyiSd5OvL4SoLjJshRhwMLRaKSNTFofw07L57juf3CNkRU1dDDcUh3shzsBl+5QHIrw1CsdF2KVXmLyhBvr00z4BbZx4oXaalVALk3BCRX/4wcOb0xz/HnuYHXdca8VVwmARJKqqciiqvAgubb+9GyKNYdS0ISVGJp7Yw5DfeMPDSmn7OoEhTmmgQw5xw+y221rXp80a+iYGB+MABi33Rt3hHFDk3WKL9p9FsIm+w/1RVfJclGIhjjGL9IRFF7Vc+OYbFyA7+WQX+8vjOsRR9bFNCNElOXiBhRA1o1m0hLBDQtG6FSXJAsLg/vQnD3/87W9D+Pe/s99HY4jy9tsPE6PKOkS1ndBVq/DpTonCiSMhrLjj//prDwM86CAPkR511PhwPb5Pn6gyhHq3EvhBVOeEE4aFnb/8cgjzzhtqyRtv+LFznrvvXoxA1xJLhLDGGi4e1i8whiDO1e6cPvsshEkn9bSHKpMkkJSFGNrDD4cw7bTDwuHz4NFHfR+ffpqfUFSe464Qolqo3I8QYoTSH4RtTjON2V57FX9xWHW/9FKzWWbxEFJEnQirI7w2a6jlSWgnYc14DaIV/8YSEXhTey0NgdejXf3UrEpbRFO3xuMnTI/ajXhe8Gji/R59dG/rHXZw70WVa+gmnTd9FRpLevBK6G5juSfCy/MuMZIXU05pdu+9fj6EreN9zoMohHWxxdxLfOWVZhNNZH0DYwiiY5SQatWX9t7bRYcQ7sKDmFaYrIq1vLMoXzX//B7lwE9SuaFemHdeFwHsJToo6TpE93+rMkpVSz8QQvTOyBlsQwjRZzAZOP10s4UWMrv8cs9lzBsmJhix5EROPrkb2XPOaYXwzDM+4WkVjhsZnr2ErOU9AU0ynDHyOHbyfAkpRV230ZAlT5lczqrW0O11wSBqtzobtjDaaJ4nynlhoN1zjxugWfHuu27AEB76wANuTPcj5HUyrqBUHoXYNudncs9g/GDcdpunWnYt76wWpQjFRnU5UhXPAxbdUEe+9lqz1VbL9jrQjrQtixRVzqkXQmSDDFshREvGGMM9NgiojDWWe4wacxizyD2NoNQNubOItCDws/DCxTZK3oZn3hPQpONnYkceW5xHhHbEAGSyF03sGwVoqjwB7KTdMGzJ1+6FViWRsrwP0nDddW5g4FElt5hSTHF9Ky0sXpFTihHDAkgacaU8KOL60g8YY7bd1ssXsa8o2qGRKNqBqI6q3gNcnz/8Id9FKfrCeee54cm4TCRN1jDusw/yn1lMnXDCbK8DETlVbUMhRLbIsBVCxDLddGZrrukTDrx8kdHDJKIX1c2Ixx5zDy0iTkccYbbssr1P0qtoeOY9Ae31+GlHJvBVVwru5bx79dg2e/WyvA86YcUV3RC46io3Rh991Ozss7urKct9R2jua695Pejpp7fSKPL6slhH5AIRDISsp/X6V41Wi1KRtznLRalJJ/UIHsK06W+kMWQN6uYs1Gy1ldkVV3T2HGi+DkTeRM+rqi/OCSGyRarIQojCVTf/8Q/PjWT7qL2S01aGQVtkyZtIfbqVV7TXiXtdS/b0SifnTekfQtzfey/f/RQBoZtEVOBh5f833+zRFZ0cwy23mG29tYcfs52RS1zmLuP60g+IZOCHEO+4fa+zTvVLwjSWr6IvXH99PkrGhHFz3QiFz8OrjkG65JJmq67qCw6d7oPrgMr8CSe4kUxkQz+Oe0KIBMpWrxJC9JfqJgrAjQrL/B6BMu1GG4Uw3XQhnHdeCD/+GCoD6sGNqrpZqiLHqU9nqcpZxPFXkbTnjTryeONVU322U155xe+h//7Xf7/iihCmnDKE669v/90vvghhyy1DmG22EJ56KlSCsq7vqae66joq4lVp215BNfu44/LZ9plnDlMUzmuMOfro1irnnexjscVCePLJ7I5JCFEf5LEVQsRC6Nlll7X2ZuBxRLwGwSe8R3HhhLyiwvvSS/5ZlJbxXBIaWmXPR13Ccfvp+PM+7/HHd09QlvdBWV496hSj4hvV/3zhBbO11/YfajO3ypOlhi/er7XWMjvoILNRR7VSYWx4/nmvN0wURyvyvL70GcarOOoY7UDeMPnDDz9cP696VvvAW4va8iab9HY8Qoj6oRxbIUTXOYxvv+1lgchXm2suL0XSalKyyy4e7sjkOzKCq1z2qK5U/fjzEgfK+7yLUJ/tFEKIya2NDNuZZnJjhrD2IUPMLrjAFa/h22/NDjjAVWcJiUegp6w2xpj9+989dJo8YfI1UayNUyXn83mU+uI4t9gi/v26loRhHCZ3mrxpxuYyFMjL3sdss7nSvRBi8FAdWyFELExKk+oX4oF96y3Pl6V8RiujFqLagVU2akW+4M3HG8PiB95PXvkdQ6somBzH9dFu74OySiKtvrrfcx9+OOxvP/uZC+8svrir2D79tNmTT5rNN5/ZV1+5QZm1UdtY/5U6uzPMMGIbY7BQQogFLgTpEKzC6L7xRj8+DJak64tg0aefZnvc7YwoFg6qXOonDo4dDzfXv1Ub8crvVVOOz3IfMmyFGFzksRVCxJK2FAxCJVNN5R6jVoZDVhMfUU+YSLcqqQJFllQh9BZlZGrCdnMfYOAC90Ckvnr00eV49TiXddc1O/98F/WJ4Lj23NNsjjn8B2691Wy55bI/hlb1X6HZ80obY1xvvLEb44h4pR1nEAOixu7887vRPuus2Rx7khHFvj/7zGrLggv6tXzqKbPPP3ehsF7VpouIWkjaR/R+WoXluNB2IUR/I8NWCJFJKZgqhmuKalBEGGMaopI/nRq20X2Aei7fp7QO/ZkwWryJZYFRiYIsSrWvvz4s9BcDk9BjcuBJF0AllxI3vea1N4YZjz22h0InRXQ0RmwstZR7arsdZ1AvxiOMUUZObq/063gVLTbQBy69NL59Ol1QSipZFtX87ZV2+xh33HTboe469yj3xcQT935cQoj6IPEoIUQmVK0kiqgGTKwROrrrrtbvFym+RJgsIbETTND5dykXRFTCc895TmjkmSSn8aSTPPy3DCMGY6CxxjT3H8eH0UkNavJrMSjJb7/8crPJJsvGOxv9pCGrNiZvFOErjOSjjvLfu83Z7sfxKumcmqHP7L57ZwtKcSXLMDgRJiPPu1doV8KlW9FJu9BPKGfF2COEGByUYyuEyIQonJDJR5RTG73WUYRF9AahnKec4qGjKGK3Uukt2jsWeWyTaM5HvP12f11+eQ//bcxppX9TM3PHHVsLHxUR3g3sG2OGVwwN8lHJMwS804Tz4hElvxYDpNt9RfvgNa1Rm2UbI4bEwsT775vNMktvOdv9OF4lRUZkkR5CH8KwxCBmoYJXficcnpxvRKuyGDdoh6TojjQQ7o7R3ktesRCifigUWQhReNiy6F8QAzr9dA/bXWMNs0sucYMQo6Ns8SUM2+++a/0eE9+ddnJBtGYPUmNeLefRmJ+45JLev/lbkspu2eHdiCGhXs5En/PEi5vWCOrEYMq7jQn/3m8/b4dWxnUnIbb9Nl4l5Q1ntdjQSoGcvxERgLF7881mo4xipQpIEV3AolrjfdtNXrEQon7IsBVCDFTJGZE933zjXjMMWkJfCQE89lhX6Y1oFgfC6xcZYEUZEpF4VFJeYhyNobfNxhPeQkKRmdinzQPslW4MAAScHnrIc1QfecTsrLOSlcqjnNqLLurcI03b4v1sFprLAtqLbbc6pk5ztvtpvGonvpTnghKK1wg2IWQWGZXdMOGEyaJe7YzxKLog2kbjtooUqhNClINCkYUQQnTFyy+b7babTxTvvNPs+OPdY7vllsMbta3CGPEgTjKJ54EWRatQ5CTF5jiaQyIJkUXx99BDrTC6FT+aaCKz227zXFtCk195pX15pjffTGfERqG8K63kis1RqGrWXrIiSs/0Y3k22ibyYGa92MA2zzhjWMRGNyHIlI1rLFPUjTGeJpJBCNG/yGMrhBCiIxElVHaZvCLeQ/gt9VLTCDI1e8fIfTvoILPjjivPsO0mzLaV8cS5kPfJ9UCkKm+SFGTbGQAjj+zfnXdeD6XGIMEY7cbYx1hikQLDpKhQ3n5VNO6VuLJJtOOKK7qSNf+nfFIeIblERFx1lS+YcA8g8hWnqh2JfZELi4cXAbYNNzR7/nmz665rX2IuDi16CDHYyLAVQgjRFsrGIELExJT6qLvuarbssvGiUGkgVxJxKSa4GIVlGLad5CUmGU+UGMFjS0jmjTdaZWpMJzF0qNf8XHtts8cec48Z7ZnG2I+UmMvIW+zFqO932uUNE7497bRmb71lNsUU2e+f8jpXXullqP72N7Pppmutqs0rNaDHG8/7IWWzIsXuXnKfteghxGCjcj9CCCFawgSUMj14Z5l4brqpeySnnDK7C3bFFWYnn2x29929CRSlgbDnHXbwmq6NnlbCbTvJIY0rO4I3DG8VNWQbPaB5h4P3Kn70+eduTGD0o3C7zTYeEtrKY0sb0f4bbFCe0NIHH3hpmU8+aW3USyAoGdqXslUYkp2WSUoLnlvugwcf9HqyRZVW6scyTkKI9MiwFUIIMRwYDJRNOfNMn/wiBkU5j17UTuPAGKGUDsYIxlKeoAi82WZmyy3XXe3PyDudZDwhysR7hGfjIa4LtAMeNDxr00/vqtZZ1T/NEtppyBBvQ177RdG4KBqF0qKc27wWBIhgePhhj8ZATK7V4lEe/YntHXPM8PWdteghxGAgw1YIIcT/g3BUvLO33OICT1ttFV+mJ0vwomCoPPus5wHmBR5nwh4xiBrBiI9Cepsn35GyL/mo5AymMZ422cRszjldIbZusIhBzm1kDFTN60U+NlEE5Hnn7eGvEq3yUzv1shbtzaT/sJjEuPLqq60/w34Zay6+OLv9ElVCCDT1nLXoIcRgoRxbIYQYYL7+2ieVkZIphg2hwWOOWdwxIDSDtzZvIalWObbNOX2EUOKl5pi6FUTC+zT//GYbbeTlS+oAxg4etvvvd4VrDKc33hhm2Heav5sHjz/ufZOw+H4zapMM11b5qd3UZe209nGvsE3C/i+9NPkzWYp9/fCDRxsQav3zn2e3XSFEPZDHVgghBpAXX3Rj9vLLzVZYwQ1avJJl8dVXLiSFImpeQlLbbmu26KJexzUODOsvv/T8wF444gg3DPF+Vh2uPd5sjP4LLnCvObWJKWFEaPXcc3tOa5mhvuQB0z8Jj2/Mke4HT2orwzVaRFh44ey8rHhP43Kn8/Ccpgnzz9pTfPvtXnbsppuy2Z4Qol6ojq0QQgwIeDMwZAmpJWeW+qt4NpiYl2nUAh5ivFAYn52qFHfisf3uu+TPTDVV+7qtaUAd+Y47zJ56yirN66+78YSH+pprhoWCjz669xWUq8kXXmWV8oxa+gNh8SxIVMmobaz1i8HIK9cRbz2iZBh27WgsrUQYfOMrCwmcd9L90Eld1qIVg9Ooa2cdAUCfxUAXQgwmMmyFEKLPwVCjlAt5Z4QFYqy88ILZTjtVK1xvrbW8FuZFFxUbitxs2OJp7ZXRRnNDnXy/vfZyb1laYycv2DfHEB0L3rnFFjPbc0+zww8fsXQTRsmWW5pdcomHVVNvNK9FhyTIgaY8DX24KsQZpFwfQqVpe4xejr1b449tEn4dd815n7z0tOBNjtsWx561kndSKS3OeeWVsxWsisKQV1stu20KIeqFcmyFEKIPYdJ7220ebozHjUktCqVRrcgqwmSXHEpUkmee2b1gvYR4NoPRXJRhC4jXIJzzxBP+e7e5kVnQHO4a9RFCrjF0k8AD+dBD7jHFaCO8eowxignv/dnPXCiK/Y5coRlLO29kFH6L15X87TivZJLxx0JDOyXyjz7KpvYx9xeh5+eea7b44pYJSR5izo3Ugyz7C+MbkQYfflitBTshRHEox1YIIfoIJnUYMWed5aHG1KxEBbhKRkE78OTcfHNr4aJeDMLDDvOQ5yS1YgySCSZwg6EXgaIq1dPM6lh+/NG9z4hLXXml2bTT5m+Ac8z8H8OlSvVpCXelBnM7D3a7cjZ4xM8+u/V2+C7G4SuvJN8rcaWZOq19/Pe/+3ltv73Xe+5VoKuIe6Cxv0R9BVTPWIjBRKHIQghRc5gUP/ige1xmn93svfdcPAWPLbm0dTJqmQxTbohzapVzyKQ8z1BkJtzjjWf28cfWE2kUaIsiq2OhH1EfFOOWXFcWH/IO7wX6Qq9t32vYdhRCzrEQzo9IURr4PAZknFF2zjnxxjF/T+qvtF03Xk+MSQxtQtF5jYzLueZyrycecsYSFNN7IfIQc09hpDe+ZpFb29xfooWQLMYKIUQ9qdF0RwghBot2iqtffGF24YUeGkoIHsrGeGr5f13JsyQJhi3quu2YckoPRx5/fOuapBDTJGMnD7I+lnXXdeVqcqLJAd133xHzc7uh6HI0cfccuecsDEXHwrkRQr7PPi4IhsAW6tGrrtreY9todDWeW6NRlvTdJCEztocBlyVEK7CwhDFPCDXlr8hd7Vb5ubGUVtY1ZZP6C9eb9iHfNos0BiFEPZBhK4QQFSSpduU883ju7NVXe5gxn51zTusL8jQI03hsG/Nse7mmRSvQFn0sv/61lwKiTBBRAeedZzbuuL0dJ20bZ+j10vZpS/JE91yjpxgwTKNQdu4/vg+N+arRZ5rBKH71VRfpwijHyAM830nCSmlEuijTlUc4O555FJ4RDcOLS654Y1pAp3nikYe46LECgbyXXiovr10IUTwKRRZCiIqRVAJks83M1ljD64oyccND2y9Gbd4GYRrxKK49IYyHHNKbinE7Bdq11+5uu3kcy9JLd7fdccZxj94CC7jAVCcKvc0gcIZAVZKx103btyrJ00qtOI0HlTDaxv6AoUSeKDm0nD9gADaH3CIgRl/abjtfiDr4YL9vk4zXdvmtvB+VZsoL6hd/9lk+aQF5jxURVTpeIUT+yLAVQoiKkRRix2SZEFAmyRgW/UaSERblWublsY2MIPIMn3wy3gjqNb8QgR7O8+23uz+XrI4FoSCO5e67u9s22yBE96STXMgIL18nvPOOtymG/q67xoc0d9P27WrEnnCCq3BTRog2aeclbeU1jryR9Bn2t8cevi2MXYxejF/uZUrpIM7EIsJBB7U/9nbHwnXK2+tfpTzxZrjW5MHHecqrdrxCiGJQKLIQQlSMdiF25Pndf7/ZbLPl77UpmriSJExgMRZ6Cb1MMmxbeeyiSTOGX1LJlm7yCzGiKauCAFMR6shJx0IUAIslGKhcg26gRNM99/h2KM1z9NFeqiYuDBhhomOPNTvzTM9pPe0096hT3qdVOZpuxIba5WASPr3KKmYTT+zli9qFALfzGrcLucUYff99X1RoZ5Dx2STvMd9nO9T3nWKK7sOv65InHpemkRauZVnHK4QoDhm2QghRs3BcDIYjjjB75hk31uaYw9WQo580IXpZTHyLNMIId8W7iHBRt6HXSYZtOyNoxx3Nbryx833GGTsYk9TaXGYZs2uv9XbLm7hj4Xo+8IAL7bz4ohulUdhtJ32E8lJsBxEzzouQebywzXnibIfFGcJyn3rKBYvyEBtKMsw4lhlm8LBg+M9/PGc4iV4jBtodUwRtxCJDktGLYNc335gtuqjXpsZLzKICRm5Sfn4neaZVyhPvJGQ8jjKOVwhRMEEIIUSleOmlEH7yE6akI/7w93/9a9hnP/gghDvuCOHYY0PYeOMQZpsthAkmCGGRRULYdtsQzj47hEcfDeHrr4d9589/9u389KfDv/7lL6HS3H13CFNPPfz5d8INN4Sw0Uat31tvvRBGGqn1NY9+ut1vEnfdFcKUU4Zw332hdL76KoShQ0NYZZUQTjut+z7yv/+FcNBBydfyllvyP5+99oq/jzgf3k9zz/FD38ji/mCf7DtuH1tu6Z9jX9F15+9R31xppeH7Idf6kUdC2HXXEH7xixDmnDO+HzePHVmOQ0WRdP2SfrgmZRyvEKJYlGMrhBAVo5P6j3i7yNvbZRcPrUSEB+/TKaeYzTefC0xRdxRvBYJT5EHidYrLO6yywAqhu+RFkq9IbmaW4lHtvDl55egtuaSrW2+4oXuE4+qnFgHhuOTIUu5om2267yNcq2+/9T4b9z6iU3nCdSOiIUlludH72uqei7yV9DfUdbNQ1U3KIWd/u+02ojAVUQp77unnRB9pvP/5Dvc5KsuoLyfVtWW/5I2nhf0gIMU+8qhDm5fHuxWN9XqFEP2LQpGFEKKC9BKSSchtFJYcwWQQsaKdd47PJSyqVmgvUFrmo4/MVlzRBY86KTGTFIqMwXHUUfHf5drklaOH8XDbbR5W+uGHvZVW6RX2Td52XI5n2j7SLj8TVeAFF8znvBrL9jT2df4fXdtWhlmeNVfb5ZC3OqZOy+SwHfp33P3d6XU//3xfDGJxDAG1vK5JJ6RJs2iG+5qFASFE/yPDVgghKkqW9R+ZDE4+ebwXrWxBmE5gYo0BuOqqZqeeanbRRenyQJMMW76DZ+6mm8rJKcTgwmCPSqs05+Oiuku+ahF50El9IG0fSWOA0I7diHK1IsoHpuQQbRgZdo0GHv/H4MUrGrfPvGquFmVAZ3XdX3nF83gRqZt66uosdnF/s9iThi23TG5rIUT/oVBkIYQYIJImvkz8EaKpA5RVIXQWZeh2NUrTlvshzDlP4aAkksSrAE9bt6WHOiUL0aCkkNusw7sba9USqhu3XxZ1EOyqgqETGdAXX5xtmGwW1/3HH8022sgNSIzaKsHCDvdC1J6N/bQxZJo+ccYZ1WhrIURxyLAVQogBot3E97rrzJ5/3ioPeZ633+7/T5sHimH73Xfx23zvPbNJJkmX21x07iDvFZUHnUUt4SjkNoksIgSaa9Xmvb+qk8V1P+ww7+vkeVeRkUf26Ioo/xjPLD/8v7F+sBBi8FAoshBCDBDtcvwmnNBshRXci4SgUVVJ8nDG5YEmeWz5+1ZbuXgSIdt55ln2kjtYRB501EcwcKNj6qaeLMYFIdR42OJyPiedNF9PdxVK1BRNu+uedB0efNDswgvNHn/cKgkLGJSjIv2AMmdCCNGIDFshhBgw2uX43Xuv18Ukv+74481GG80qRztxolYeqSRVZMIuqZWL8jIUnVOYNnewCK8jXlC8Xhj4hHtj6KK2242BT17w2WfHt9U11/i5zzJL/iq5kcd7EEi67lwHrnkzn39utummHu4+zjhWSegv1EuWUSuEaIUMWyGEGECSRHIwdO+7zyfHGMCXX+6TySrRTR5onMeWUi4YAU8+aZXwpEfVN8vwOkaKwuyH0F5CsQl9Xnvtzo3aSNBprrncA8i2miMEJp7Yw0opV8NiSqMIFGJa44/vRnWcKFg3KrmDHpkR5SOfdprZa6/59WaBgGu+/PJmCy9slYRjZ8xisU0IIVoxEsVsW74jhBBi4CE0F6Em6uKiQlwVMICYoLcqSUNOLB7HZkMMQ4lSJxiyETwBqQOMMbfBBlY6GJEYHZFATtpzK+uapjGQ2V4005h/fq/d2+j9pf7qWmuZTTSR2R13+N8aj4FtRCHYzbmTScfcDIY1OZhVUfgtqj81R2ZMNZW3DTWv//GP4dsoyievUo5qtNhBeDXnc9ddxaiDCyHqhwxbIYQQiVDHcuhQs5VXNjv8cBdvqQKETDJRZ1LOhLzRE9hqYv7FFx7y+vrrw28D4/3mm6vl+YvOLfKcRqACjYczqaxRt+y9txvVrUSYOjEKuzGQn3lm+LrLrYj7bty1avV9vMIoEQ86LO7QRq1cG3kvnkQe4nbluVpFEHBsUDXjWwhRDSoyPRFCCFFVZprJ7JFHXFwJ7yaGYK+iP1nAxJZJ8WqrmS27bHuhp+ZQ5A8+MNt/f88prpJRG53bu++6sdlsABIySj5u1pN7PKdxns9OcnuTBJ3YDsbMGmuYjTWW2Zhj+it9CuM5yTBlmxje4403vGHUmDN+7bVmL77YuWjSoIHBiJHY6nrnJVDWaKRGodFJ/bhR8Toi+n+WNZCFEP2DDFshhBBtwQA57zzPRSWcl0kqIaVlgzE0zzzJXrhGL9Enn3hpEIRyMBApaVK1/OHomPfdt/V7UQ5uVpP7r74yO+ccs1tvjf9MJ0ZhO0GnL7/0H8orRf9HqKxduR6MGkK0G3N1Gw0jDDEM3ThPJN+n/WnzNN7CfqYb8bVeaGWkRjT3Y/bP/ckiRpnq4EKI+iHDVgghRCqYTG6xhRuS663nxsReew0LDyyDN9/0nMFOcj0b81cJs5555uqFNaYpY9Pr5P7DDz13msUK8qevuMLFg+JK86RVFE4SdKKvsA885WnDoBuPAZo/02gYxYkm8R3+jwGfxlvY73QjvtYL7bz49L8JJjB7+22zjz82G3tsX/DIIoJACDE4lDgdEUIIUUdQuX30Uf9ZZRUXZSqLN96IN2wbvUSRYRNXAgZRmiqRpoxNt5N7cox33NFzWgnNfuIJs9NPN1tmGTf0MD7xija+dlK/Fk9okjewlYGc9J12RAZ+BIYqOaLkBJNTy/6ixRf6QdQfqtr2RdBNG+XZn6mffeqpnvLAeMLnN9/c+18rFFYuhGiFDFshhBAdM+64Zldf7eHIKN1i5DYalHjghgzxsGVe+Z2/F2nYUkImjbHUbBhVgTRlbDqd3KOAu8kmZosuajbFFO6tPuIIs0kmiTcKeeX3Tryakde0EwO58TvNEQDtrkMrAz8qZ0WIOjm5Sd7JqrV9EXTTRnn2Z8pB0Rdvv93ss8/KMb6FEPVHqshCCCF6gpq3GEzUvR1jDPe0NNdizVrNNMqbPf98s8UXNzvooOHzJQlBZmKchiqq5aYpY5NWvZb81aOP9m3utpvZxhubjTqqlVJqpt2xRt9prmPL3wmVbkU7xWZyai+7LF6luWptXyTdtFE3tFPK/vvfzV55xey668xuu83s17/28OTvvjPbc88Ra/EOagi5ECIZGbZCCCF6BiGg1Vf3WpNJZFFKpLkESCQmFE12O6ltWuX6plEZG2g+l3b1Rvn8jTeaHXWU2Q8/uHFA+8SFdladpDalH9Cn4oSgsipjJHqjsSxTkpH6449mDz3kRi4q17QRXnfUs+ec0+99qSELIVohw1YIIUQmYDxhQCSF//ZqSKSpkcpEuZ0QUavvVXGy3MqDSdkijpf8ZvJlGxV+MWLxPiKMNPnk3iaEi1etnFEvhlEUDRAtaEw/vdmKK5ode2zr86T8DyWr6tb2/UinHmLal/aJjFzE4qinjTd3qaWKiTwQQtQHGbZCCCEyISnkM6vQzyTvG0YNRhxqqo891j6/ls9HOZZ1CmskBLtRECnyfK27rnu6yHnGoMW71a+G0YMPmj35pNnhh7sHb801vWwTKs+EtEblnTCeKB1DDic/CmmtN++/75EIGLn0dfLFqWO90kq+6JOm5Negl3oSop+RYSuEECIT0pRs6dVjm2Q8Y7TMMovZ6KO3N2z5LJ5fPEF18ta1C8lFfGfppW0gwIBday2zZZc1O/hgsw03NPvgAzd4IgMWuFaNqs9555OKYvjmG7M77vB7+Oabzaabzo1cvLmN7dqYuqA8XSH6Gxm2QgghKid4FEeafEm8Me2Oo665lcoXHZ6vv/baytQ/PeQQ9+C1QiHH/Q33+pVXmh1/vNlzz5mNMooverDIw2JYUuqCFjeE6B9U7kcIIUTmJUSacx2jv000Ufrc11akKQESHUdSXmldy4Uk1QPttq5tnUGFG2XsNdbwnOOkuqeDWNZnUDj3XLP11vOyY6QifPqp2dlnm229dfwCl/qEEP2HDFshhBCZEdVBJccTkZcFFvDXPfYwe+kln2wSOkoIYZ71NzkO9kfuXTSJjXJS86rVWQRJ9UA7rWvbL3De229vNvfc8Ysmg2j0D1KkCKHGGLC0f/RKm3/8cfz31CeE6D9GLvsAhBBC9BcYjHEhvrw31VQu9kNN1a226nz7GK2LLNI+X5LfEZppVGLFo0NN17XXtlqCxxrF437yQmfFvPOa3X13vLDYIBr9gwCiUEnRGY351s1/V58Qor9Qjq0QQojS6t7ON5+XaRm5oGVW9rnrrvG5mP1UD3TQSFMKqo5eetGboFxc6L76hBD9h0KRhRBCFM7EE5v97W9mH37oKqaffVbMfqkB+9131hfh3ohfUTqJV34fZKO2VZh65MWrc+i56C08n7YnHaFd6oIQoj+Qx1YIIURp4E2hFumll3rZDmqR5slGG5ltsMGw3NteUX3M6tEYeo641J13esg7ed9JIauifz31oFJPQvQ/MmyFEEKUzuWXe87thRd6/mxeEMKLei4hyb2i+pj14JNPvMYt9Y1ps7HHjv+sFir6IzwfMHRZwKK98eqSn45XXwjRv8iwFUIIUQkef9xs6FCzgw8222STfPZB+Y8ll/QQ3iLzOWUwlQvtRL9iAYV6pzPNNOJntFDRP556UhtuvnmYErry0IUYDGTYCiGEqAxvveU5tyusYHbYYcMmplmx446unktIci/svbfZH//YWoGXHD7yXiNlaBlM1eGGG8y22cbs+OPN1lpr2N8lPNU/qC2FGFwkHiWEEKIyTDGF2X33mb34opfk+eqraopH4RWKU1vF2L3qKrNbbjF79tnWNTZ5JXQSL5MojiFDzO66y+yQQzzn9scf25eM4e94AkU96KQtMYJZpEJZmVd+F0LUFxm2QgghKsWYY5pdcYWH+i62mHtxszRsv/++9+2MOmrrMOTIYzvttGZnnWW2wALxBrAMpnJAoOy888xOP91slFE85/rss1t734H2YyFD1IOkRafGtiSSgjGGyAvKBfHK7+TrCiHqSUGVA4UQQoj0EIJ8xBE+0aTmLBNPQoh7BYO0V8P2jjvMbr3Vj7GVccvk+eSTPcd23XXdSG810ZbBlC/ffmv20ktmL7ww/M/bb7uY0Gqrmd1+u4cnJ4W8swDB50X9y/9EbYlnNoqkaIZICgTsVApIiPohw1YIIURlQUQK7ydhyccc4+JSZXpsMVLJn73tNrMnnhheibVRoCaaFHPs7SbZojcQCmo2Xvn58kuz6ad3oSh+UMXllXD3SOCLNjj/fDdwGhV1G+FvtLOoB+OMk+x9py3xzraLpIhy5IUQ9UHiUUIIISrPq6+6hw0P6L77em4quXSEFXZSyuO448y++ca30SlnnGF2wgmeOxsZpI1KrPyNSXOzGnIn6sn9Trfq0Bgh7747ovFKLjah35Hx2vgz4YStt/X88y5M9sgjnme76aZmH33kYe/0M9qleaHiN7/J/FKIHEi63+Coo8wmmsj7XRy0O2WC8OQLIeqFDFshhBC18cytt57XJX3ssdae0nYGyCmnmL3/vosHpYVtYwhdc42XEGFi3G2NTTxJUdjroBlMadShuT4Yvc0GLAsI448/ovGKETPWWOn2/8wz3o5PPulCQRtv7Dm2EXjyMXjuvNNsvvnMZp55xIUKUW1o1z/8obVhS3/bfHOzc86JN3yb++sg3Z9C9AMybIUQQtQGjJxf/7p1GGEaDyiCTnjl8Nyk8SpOPbXnZL75ptm115qNPXZ3xx15dh96yOyNNzyUeZAMpiRPGgbHiiu6SBg/XPNmA5ZrRRh5N2DIHnqo2XPPme2zj9kGGwxv0DaDsNT++7ths9RS3e1TlKd6feON8e9PN53f13GhyoMeUSFE3VGOrRBCiNqA0cGEs9XENE1uXDvxqGavYvSDQdytUQtMjjkuDDtCb7Ouz1t1o5Zc6aScRpSwWTiYaqrsrg1efQxaFhUIPUeAbOQUsx6OddZZzdZZx2yLLcx22y0+T1pUC0LKk2BRK64fNqNcWyHqxwA9WoUQQgxKKY9uxKMalVKjWrPRvrbaKpuasxht7ANDeRCISqqQz5pkUJAnS85tFkbtww97juRmm5ltuKHXEuY1jVEbMeecfszUvMXA/eKL3o9L5A/h6u1KPdHX0iDVciHqhwxbIYQQfVXKo1vDlvDjpG3jDc4C8jgvuCCberq9gCFPTuL66/srv2e9/WihIMmozUod+oEHzJZf3mzLLT03lpxaxMbSGjLNjDeeCwgRCk09YoSqRLXB0550Dy+zTGceW6mWC1EvZNgKIYSoDRiFSR7bdmVZMGy/+y4fb3BaJp7YbKGFzK6+2kr3pFL2hBBdXvkdoausQKQnTQhvr+V07rnHbOmlzXbYwWybbTyndq21svH+YhQjNEZO9nLLldtmIt34kGTYUqqLBSr6Bm2b1D9V5kmI+qEcWyGEELWB/FQmplG5DiamrerHduOxTfIGR+9nBaHNKPTiUSy6pE6jJ7UZDMxFFvGQzc8/dyXqdj+ffjri377+2uyrr5JFeqK2S9NuzdDehAljdFK+6cADPfw4r1zYVVZxwx+D+dFHve269QSL/MeHpPrS/NDHWcxJSgk44ggJRwlRN2TYCiGEqBWU4Lj3Xq9rOs44revHdiMehQFIqZBWYASSq0mpIMr9dFuPNWLJJc223tpVV2eYwXItqcM5NZbUOfvseAOQ8yScEzEnxLK4vvyMO+6w/0c/XO/mv0U/Y4zhCsQYD3FCX/PPb3b++Z0ZD5wTitIYtBwrBi3hx0WIO9G+qFpzfVFxvugiswkmyH+/Ih2N9yRlfegrLM60Gh/4P6HmLE606p94dFmwEULUCxm2Qgghasfrr5sdfbTZPPN09r0kj22StwfPDvVz2R+GVJSPG2c8toPvrLGG11KlBEk3xnEzSZ5Yto1RRrkkRJHiPKlM6Fdf3ezii7s/jjQLBZx/J0Yt15kawhi0lOo5+GAPPy5arRiDH4P2hBM87/bSS83mnrvYYxh0Wi0q3X9/+xrJzfD9uHq2Eo4Sop7IsBVCCFErmHT+4x9ez7ZTkgxbYBJMmCIT4mji3OjtQS0XAZpWRGG8aYw1PKt4M5lYP/FEd8ZxxLffmn3wgYdOJvHaa2Ynnmh2ySVmxx4b70nNKuQ6TVhoO/js9de7QYsHmVzXxRcvt/wO+955Z7O55jJbc033Gkeh8aJ3o/WYY8zuu89/X3RRL7cULfi0ikhggQta5ccn3ZP0p6SceiIPhBD1QoatEEKIWvHWW2YTTmg2+ujZG7aNNWdbcccd8eGLaeteNntWG71GTMQXXNDs5z/3sOe4HwxZXj/+2MOrCY8mNDvOA8WxUQoFw3yssdx4KEIwp91CQRycxzXXeB1a2vr4493IqRIY2CgxDx3qXvCTTvK2EJ3DPbHTTmY33TT834kwIHQeD+3CC8dHJMShWrRCDBYybIUQQtSKp54ym2OO7r6bpIqchiyUk5PKCjFpx/icemo3VvnBsON1ssn8vKO/80Pua6T+S8mepJzWyBObhSe1E5IWCprh2K+80sWZJp/c7LTT3NCvKlNMYXb33e7BxdC94gr/m0hP5IVNCgvGI77FFp176pPuSfJvo37fDH9HBE0IUS9k2AohhBgow7aX+rG91tFtZxxjpK62Wnc5rkk5rc2e2G49qXmBQUu+6uGHm007rZcKmm8+qwV4aTHAKZWEV5FXxMFEb3nhzf2X65qkst0KtouQWSvo89xvceJRqmErRP1QHVshhBADY9gmqSK3mnTjBV1/fX/l917r6GZlHLci8sRGNTobX1t5YiNPKkY0r2UYtT/+aHbeeZ4vffnlLihFTm1djNpGWCygzi2KvOQwx/UTkS56oRk84Z2WWGLbpA9w3/7nP8O/l8W9LISoFjJshRBC1M6wnX323j22rQzXxvBI6pYS2nvZZf7K7+RUoogLaYzHVuQ5oca4ooTQ7rubrbOOv/J7p4JUefPDD36NZ57ZDVm8tRiFCDLVGY6ffFtKEq23ntmXX5Z9RNUmKXqhmXnnjf8sBmyrBR0M55de8hJWlJc64ACzL75ovRAUbaOTe1kIUS1GCkFrikIIIeoBeW+zzGL25pvdf58c1v33jy8PQjgpRmxceCTlXZgU41ntNoyXsMq4HNeqGaFZwqLCuee6ki2Gyr77env2G4S3YkRde63nDGdZq7ifSMoLb2bLLb3EUtx90y60HqE1crdpj/32M9tsM7ORRzZ7+WX/HuWw8OpSVkpGrRD1RIatEEKI2kAZEIyiG27o7vvffOOT3g8/bG244q0hlJQcz6TJduTV6cUIjSbUVchxzRsEu/CeYcSwcLDPPmYzzWR9D4btdtuZnXyy1wcWw0OURNIiUgQG7Lrreth8r/fNK6+4QY3iMjnpK6zg22fRBYG2TTc1e/vtbGpLCyGKRYatEEKI2oCB8N577nnpBozVn/3MJ7GtDFdCEqef3sN32022MW75XL8ao1nAQgKLBOScLrGEe2gHzVAgFJZ6t4iCUY+30zzRfoeFKgzNpPhBrhlh9WnVtdPw4INeI3fMMb381d//7oZspDI+KFEUQvQTyrEVQggxEMJReA2ffNKNraTSIpBG0CaqkSlG5OuvvfYsIbhPP212550efj1oRi2wUPLww+6dXGkls48+KvuIqgN51njv291veYg5LbSQ58xTRmjVVYdtn7GBHxa+eOXveImFENVHhq0QQojKEwk9ITCEymmj0FOcOBFGMN7CrbYym2cesymnNNtjD38/biLNBBqBqXbe2k7q1g4SiCXh/SK8FG/2vfd6G0w3nQ00Y43lAlnLLed5ongHB53GUj9xaQGdCrN1CuPA0KEutJakVK4FLCHqgerYCiGEqLxXJxJ6wouCoXT22cNCBCkZ8+KLZo8/PuyHPDpyODFoF1vMbJddfGLMJHnccYcpo7YyVp99dpgwTfS3rEvz9Btcz1NP9R9CbvGEsZAghu8vu+7qyslrrGF28MGDHeKaVOqHv+Ptpy8VkXv+1lvx72kBS4j6IMNWCCFELbw6EVFuLPlw5Ny+8YaHe2LEUtJjm218UhyXy4hH9qyzPAQRmr1Fjb8jWHPJJa23o1qXrjJNG5xxhtnaa3vI7eST99bm/c6SS7rhz/V69FEvH0WfHDTSlPrhHi8ihz2v2tJCiGJRKLIQQojaenUo3fPOO24onHii2cYbe23UJIEejAhq1xIqO9988dvHu8uEFo9xqxqZg1zr8pNPzA46yK81/8dLjoEmozYdU0xhds89voiy+OJeZmbQSDImMXiJwiCkndzsvMmztrQQojhk2AohhKitV+err7wWZSeMOqqrImOUtptcs3/CRTGCUWUlF49Xfh/EMFKEj6gBTO1ZRLgQ40LxeJJJyj6y+kE/xNNN5AAlkDB0B4kkYxJ4ryjxJkTNWKjSApYQ9UahyEIIISpLHiGCeGwxbDvZPkZwlqVG6sYHH5gdd5zZeee5QY/S8QQTlH1U/cFmm5nNNpuHvW+7rdlOO6VT5a47kTGJ4YoRm5TLzufyvv/o14ssMji1pYXoR1THVgghRKVzbAlHjFNN7aaO7Oyzm914o4eD5rH9foKawagcX3SR5zrvuKPZeOOVfVT9yYcfeoj8+OO7cUV91UEAbyzldl54ofX73IdESlx8cdFHJoSoGwpFFkIIUVnyCBHEY0tN27y23w+8/bbZzjubzT232dhjmz33nKv4yqjNDzzgt9xiNu20Zgsu2L6kVb/APYb6cVxevMSbhBBpkcdWCCFELbw6WYUIks9IySDKAeWx/TpD2ZOjj/Z6wahLb7edG7aiWLj+eMcpn7TKKv1/9RU5IYTIAhm2QgghBq7cCgq+hCQL5/XXzY46yuyGG8y2395s663NfvYzXZ0yQRWYkkDUvEWBOknpux9A/ZgFJTy0Ub4tKQIsOCE0JYQQ7ZB4lBBCiIEiUkUWZq+9ZnbEEWa33uqiRRhTg5LbWXXI/X7oITfqhgwxu/DC/g4FbyXe9MwzXitZCCHSIMNWCCHEQNGoijyoEHqNQXvnnWa77mp20klmo49e9lGJZvCaX3aZC3jNP7/Z5ZebzTFH/16nZvVxxMvmmce91t0ooAshBguJRwkhhBgoBtmwReV5k03Mll3WDQZ+32EHGbVVhtBcaiefeaaLLFFyaVCYeGIPwybfO6nmrRBCgAxbIYQQA0WjKvKg8PzzZhtsYLbSSh7uScgxxsJoo5V9ZCItSy1ldt99Zqec4vVuB2VxhlDsb74xu/TSso9ECFF1ZNgKIYQYKAbJY/vss14DFE/f0kt7rdAttvA8Y1E/pprK7N57zX74wWyJJbws0yB4rPFW77mn2ccfl300QogqI8NWCCHEQDEI4lFPPWW21lquqrvyyu6xRXEWo17UG7zsZ53lnsyFFnJDt9+ZfnqzzTf3kGwhhIhDhq0QQoiBop89to8/7t5Zwo7XXNPsuefMNt3UbJRRyj4ykTW//72LSW22mdmJJ/Z/Duoee5g9+qjZ3/5W9pEIIaqKDFshhBADRT8atg8/7J5ZSqZg1BKCvOGGZiOr9kFfM++83vbXX2+20UZmX31lfX3f4qmmxjI5t0II0YweeUIIIQaKfhKPeuABs0MOMXv3XbMDDvCyKD/RkvVAMeGEZrfcYrbvvh6afOWVXjanH1lwQbNlljHbZRezcccdVu+WsOxf/Sr7/f3rX2Z//nP++xFCZIMMWyGEEANFP3hs77nHDdpPPnGDdtVVZdAOMnjmjz7abL75XD35tNPMhgyxvmTmmV0V+qc/9fBrxKX+8AezP/3JIxay4i9/8XBvtp/nfoQQ2TFSCP2elSGEEEIM44gjXEBq113rdVV4WpNfePDBHoqJQUv4MRNuISJQvkY4bOhQswMP7K8FDzyoM85o9r//jfge50ld5iy81UXtRwiRLX003AkhhBD957HFoL3tNrNFF/Vw0733NnvkEffIyagVzcw0k+fd/uMfZqus4l79foGw4CTwpma1n7h7i79ntR8hRLbIsBVCCDFQ1MWwxaC96SbPKzz0ULODDjJ78EGzFVaQQSuSGXtssyuuMFtsMbP55zd7+un+uGKIorXyogJ/5/0sIKc2Lp6Rv/O+EKJ6KMdWCCHEQFF18SgmzqjckkP7s5+ZHXmk2RJLyJgVnYFncc89zeae23OwDz/clZPrzEcf9fZ+WhCKSvLY8r4QonrIYyuEEGKgqKrHFo/TVVeZzTWX2cknmx13nOfULrmkjFrRPagI33uv17rdYYdq9v20jD9+b++nBfXjJI/t736XzX6EENkiw1YIIcRAgXBUlSb3//2v2WWXmc0xh9nZZ5udeqrZ7bd7GKkQWTD11Gb33Wf29deumvzOO/W8rrPOmuxJ5f0soKQPInMQiW+hwsz/ya+VcJQQ1USGrRBCiIGiKh5bDNqLLzabbTaz8883O+ccs5tv9lqkQmTNaKN5H9t0U8/bvv/++l1jPKlJhm2WnlTydUkHWGcdsymnNNt9d1dDVqkfIaqLcmyFEEIMFO0MW0p9oIqKQAy5dEym8eBkxY8/ukGLR4iSIued53mQQhTB5pubzT672Xrrme28s9l229Un1J37EI8pBizHTPh+dOxZelKfe86VxxkHiJ6gTjC57kKIaqM6tkIIIQYGjFZK5jz6qNn6649otP7lL2a//71Plsmli16ZNPfqqfnhB7MLLvAJMobFfvv5qxBl8P77btxONpnZWWeZjTFGfdrh5Zf9niQnffrpzY4/PtvwYOoAr7aa2Sab+D5uvFElfoSoAzJshRBCDASR0Qp4esiZazRaMXrxoLYqJ0JuHWGI3Uye8Q6fe67Z0UebzTuvG9azzNL7+QiRRfTAPvt4neQrrzSbbrr6XFPuV7zPn35qtuKK2UVWPPGE2cYbeyjyq6+a7bab2fPPm629dvbRG0KIbJFhK4QQou9JY7Ri4P7xj5772gxGMDl2nYQjUlIIY/oPf/C8WQzamWbq7TyEyIPLLzfbdVezM84wW2mlei1SsTjFPZxVZAXnzza++iq/fQgh8kE5tkIIIfoecuXi8giZrDKZpQZmK6M2+gw5t2n49lsX6TnmGK8/e8stHi4pRFUZOtTs1792r+Rjj5ntv/8wNeAqLlJhcDYuUkX3Lbm3iyzSfVjyAw+Yvf22pwjMPHM++xBC5EdFhy0hhBAiOzBK4+pSAqqnTO7xzLYCoxghqSQopXLCCWYzzGD21FNmd95p9te/yqgV9QBD7uGHve+uuqrZJ59Y7Rap+Dse1W7BoD/0UL9vk+rY9rIPIUR+yLAVQgjR92CUxk2G8UzNN5+HYiZNZuNKiRCyiHcWg/aFF8zuucc9tnXKVxQCxh7bc20XXthsgQXMnnmmXotUnURWNMNCFItTQ4Z4fm3SPnhfCFE9ZNgKIYToexB9aWe0RqVEMHTx3EahmBjE88zj7xEGGfHFF2ZHHeW5u6+95mGMZ57Z3rMrRJWh3++9t9kpp7iRd9FFVptFqjSRFXFjACrlhx3m23jrreTPk7YghKgeMmyFEEL0Pa2M1ui1sf4lojAISSEUhTEb8fjjLiyFEXvaaT4BRgjqnXc8fPPUU82mmqq00xMic5Zd1uzee82OPdZsxx29XFXVF6nIg/3Zz5LTDlpBOZ9RRzVbemkXpnr66eTPjz9+Z9sXQhSDVJGFEEIMDFH9S8IV8ezgqW0lApOkogybbWZ2+OFmk06a+yELUSrffGO27bZ+71x2mdkkk5TfIOTAcu8215umpBYhxZTYojZvmnQA7vG55zY7+WSziSdOvu+BxbA99uhMIV0IUQxSRRZCCDEwYMSmmZAmCdTg6WUCLKNWDAKjj+6LQRiKCy5oduGFXr6qTIisQJm41SIVufIcI4rkO+3k3uaRE2a7V13lxjrbIwQ7jbc3Lt9eCFEuMmyFEEKIggRqhKgjLPJsuaWXwdlgAzcet9kmfvGnzEUqjmmjjcyWW85shx3cCMcAnnXW1qHLBx5odt55/nuSaFREY+qCEKJaKMdWCCGEKECgRoi6g1LyQw+ZXX652aabuopwVZloIrNLLnFRKMoXHXCA2XffDf8ZhLFQMycUOY0o1BxzuLdYCFFNZNgKIYQQXagoCzGIEIZ/xx1mE07oZYFefdUqDUYttXnff99srrnMHnzQ/44Y1iGH+E/EaKMlb2vyyfM9ViFEb8iwFUIIIbpUURZiECFnFbXkvfbyXNZbbrFKM844Zmec4erlCL+Rd4tYFPWrZ5nFP4MaMjWo4+DebxXOLISoDlJFFkIIIXpUURZiUHnuObO11jLbcEOzffcdVv+5yirPGOQnneS1elF8bqeCDpwXpcB0/wtRXWTYCiGEEEKIrvnsM8+5xTBEiGnccat9MU880UsGkVZA3izHi5GLmFQceHSVXytEtan4upoQQgghhKh6qC9lc+af3wWm/vEPqyxffeVh1NdcY/bYY2bTT2929tnJRu3KK8uoFaIOyLAVQgghhBC9TSh/4qHIeENXWskViasIubWrrWY29dRmo4xits8+ZkOGJH9niimKOjohRC+ojq0QQgghhMiE5Zd3ESbybh991Ozoo92ArErINCHHeGobqXrotBAiHfLYCiGEEEKIzJhmGrMHHjD7+GOzZZYxe++9alzc444zW399s0knHf7vn3+eXLcag1gIUX1k2AohhBBCiEwZfXQXXFpvPc+7feihci/whx+anXOO2Z57jvgeiudxas78nfeFENVHqshCCCGEECI3MGo32MBsjz3Mttoq3juaJxi0o45qdsghI76XVO5HZX6EqA8ybIUQQgghRK68+67Zuut6mPLpp7tHtyjeecds3nldrTkun5byP9SpxuimDFD0Sh1rlfkRoh7IsBVCCCGEELnzww/uOb37brMrr3Qjtwh22MHzavfeO/lzL7/shuy//+3hxxi6v/xlMccohOgdGbZCCCGEEKIwLr7YDVzqx6KinCdvvGG2yCJmzz9vNtZY+e5LCFEuMmyFEEIIIUShPPus2dChZhtv7J7UOPGmXtl8c7Nf/9psp53y2b4QojrIsBVCCCGEEIXz6admm2ziRu2555qNM0622ye0eNllzV54wWy00bLdthCieqjcjxBCCCGEKByEnK65xmzuub0k0HPPZbv9gw4y22svGbVCDAry2AohhBBCiFK5+WazLbc0O+YYs3XW6X17GMmrrea5tf/3f1kcoRCi6siwFUIIIYQQpfPqq2ZrrWW29NJmRx1lNvLI3W+L7ay6qtmmm2Z5hEKIKqNQZCGEEEIIUTrTTmv2wANm77/vubG8dsMTT3he7UYbZX2EQogqI8NWCCGEEEJUgjHGcCGptdf2vNuHH+58G/vv7/m1P/1pHkcohKgqMmyFEEIIIURlGGkks223NTv/fLP11zc780yzENJ9F4/v22+7YSyEGCyUYyuEEEIIISrJu+96vdtf/crs1FPNRh89+fNLLWW2885mq6xS1BEKIaqCPLZCCCGEEKKSTDKJ2V13mY09ttmii5q9/vrw73+006EWRvqJXTbrof/Pu/vRR2ZDhpR1tEKIMpFhK4QQQgghKssoo5idcILZLru4cXv77f73WxY+1MY/8QAbyYKt848D7JeXHGrPPus5ukKIwUOhyEIIIYQQohY884yHJm/3yaG2/QcHjPD+/naIHfGT/e2f/zT75S9LOUQhREnIsBVCCCGEELXh+fUPtZkvGdGojThgpEPshz33tyOPLPSwhBAlo1BkIYQQQghRDw5NNmrhkHCAzXnDoYUdkhCiGshjK4QQQggh6sFPfpKq9k+wkWyk8L9CDkkIUQ3ksRVCCCGEEPXg4INTfezjHdN9TgjRP8iwFUIIIYQQ9WD//e3lTQ5J/MitCx9i45+wf2GHJISoBjJshRBCCCFEbfjlufvbNXO1Nm4vmfkQW/5+GbVCDCIybIUQQgghRK1Y/Yn97ZXfDG/c8vt6z8moFWJQkXiUEEIIIYSoJ4ceanbggZ57u7+MWiEGGRm2QgghhBBCCCFqjUKRhRBCCCGEEELUGhm2QgghhBBCCCFqjQxbIYQQQgghhBC1RoatEEIIIYQQQohaI8NWCCGEEEIIIUStkWErhBBCCCGEEKLWyLAVQgghhBBCCFFrZNgKIYQQQgghhKg1MmyFEEIIIYQQQtQaGbZCCCGEEEIIIWqNDFshhBBCCCGEELVGhq0QQgghhBBCiFojw1YIIYQQQgghRK2RYSuEEEIIIYQQotbIsBVCCCGEEEIIUWtk2AohhBBCCCGEqDUybIUQQgghhBBC1BoZtkIIIYQQQgghao0MWyGEEEIIIYQQtUaGrRBCCCGEEEKIWiPDVgghhBBCCCFErZFhK4QQQgghhBCi1siwFUIIIYQQQghRa2TYCiGEEEIIIYSoNTJshRBCCCGEEELUGhm2QgghhBBCCCFqjQxbIYQQQgghhBC1RoatEEIIIYQQQohaI8NWCCGEEEIIIYTVmf8PNLZ8wZsj1ooAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(greedy_tsp, USA)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Divide and Conquer\n",
"\n",
"The next general strategy to consider is **divide and conquer**. For TSP it works like this:\n",
"\n",
"1. Split the set of cities into two (or more) subsets. (Maybe the eastern and western halves.)\n",
"2. Find a tour for each subset of cities.\n",
"3. Join those 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. \n",
"\n",
"I implemented this approach and it worked, but the run time was slow and the resulting tours were longer than with other algorithms. I think the issue is that combining tours didn't necessarily lead to a good overall tour. You're free to experiment with this approach, but I decided to drop it."
]
},
{
"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": 24,
"metadata": {},
"outputs": [],
"source": [
"Graph = dict\n",
"\n",
"def mst(vertexes: Cities) -> Graph:\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 can't use `plot_tour` so we'll need a new plotting function:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"def plot_graph(graph: Graph) -> None:\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, 'g.-')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_graph(mst(random_cities(100)))"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_graph(mst(USA))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Those certainly look like spanning trees. But can we prove they are **minimum** spanning trees? \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 spanning tree to be shorter, it would have to contain at least one city B whose link from its parent was shorter than the corresponding link in T. But that is not possible, because the algorithm always chooses the shortest possible link to B.\n",
"\n",
"\n",
"## Turning a Minimum Spanning Tree into a Tour (mst_tsp)\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": 28,
"metadata": {},
"outputs": [],
"source": [
"def mst_tsp(cities: Cities) -> Tour:\n",
" \"\"\"Create a minimum spanning tree and walk it in pre-order to produce a tour.\"\"\"\n",
" return Tour(preorder_traversal(mst(cities), first(cities)))\n",
"\n",
"def preorder_traversal(tree: Graph, root: City) -> Iterable[City]:\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": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"mst_tsp(1088 cities) ⇒ 58,201 length tour in 249 msecs"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"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 a shorter tour? \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. But 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: \n",
"\n",
"- **k-Nearest Neighbors TSP algorithm**: run the `nearest_tsp` algorithm *k* times with *k* different starting cities, and take the shortest resulting tour.\n",
"\n",
"Why is this a good idea? Because `nearest_tsp` gets different solutions depending on where we start. Here we see the best and worst tour of 10 random cities from 10 different starting points. The best is the optimal tour, and the worst is indeed a bad tour:"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cities10 = random_cities(10)\n",
"tours = [nearest_tsp(cities10, c) for c in cities10]\n",
"plot_tour(min(tours, key=tour_length))\n",
"plot_tour(max(tours, key=tour_length))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here is the k-Nearest Neighbors algorithm:"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"def k_nearest_tsp(cities: Cities, k=10):\n",
" \"\"\"Run `nearest_tsp` starting from `k` different cities; pick the shortest tour.\"\"\"\n",
" start_cities = random.sample(list(cities), k)\n",
" return shortest(nearest_tsp(cities, start) for start in start_cities)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"k_nearest_tsp(1088 cities) ⇒ 50,645 length tour in 442 msecs"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(k_nearest_tsp, USA)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next I'll define another ensemble method, `ensemble_tsp_2opt`, which runs a collection of algorithms and takes the shortest resulting tour. By default, I'll have it run over three different 2-opt algorithms:"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"def mst_tsp_2opt(cities) -> Tour: return two_opt(mst_tsp(cities))\n",
"def greedy_tsp_2opt(cities) -> Tour: return two_opt(greedy_tsp(cities))\n",
"def nearest_tsp_2opt(cities) -> Tour: return two_opt(nearest_tsp(cities))\n",
"def k_nearest_tsp_2opt(cities) -> Tour: return two_opt(k_nearest_tsp(cities))\n",
" \n",
"ensemble_tsps = (mst_tsp_2opt, greedy_tsp_2opt, k_nearest_tsp_2opt)\n",
"\n",
"def ensemble_tsp_2opt(cities, tsps=ensemble_tsps): \n",
" \"Apply an ensemble of TSP algorithms to cities and take the shortest resulting tour.\"\n",
" return shortest(tsp(cities) for tsp in tsps)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ensemble_tsp_2opt(1088 cities) ⇒ 44,372 length tour in 3,524 msecs"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(ensemble_tsp_2opt, USA)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Shoulders of Giants: Held-Karp Algorithm (held_karp_tsp)\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": 35,
"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": 36,
"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",
" One of the Bs has to be last, so try each one in turn and take the shortest segment.\"\"\"\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: Segment) -> float:\n",
" \"\"\"The total of distances between each pair of consecutive cities in the segment.\"\"\"\n",
" # Same as tour_length, but without the distance from last to first\n",
" return tour_length(segment) - distance(segment[0], segment[-1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That's all there is to it. Let's try a run:"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"held_karp_tsp(10 cities) ⇒ 6,854 length tour in 11 msecs"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(held_karp_tsp, random_cities(10))"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"exhaustive_tsp(10 cities) ⇒ 6,854 length tour in 2,965 msecs"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"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` gets the same result as `exhaustive_tsp` but runs a lot faster. We can extend into uncharted territory beyond the reach of `exhaustive_tsp`:"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"held_karp_tsp(15 cities) ⇒ 8,601 length tour in 1,024 msecs"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"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| 0.4 secs | 0.01 secs |\n",
"|15|≈ 2 days |0.9 secs|\n",
"|25|≈ 50 billion years|≈ 30 minutes|\n",
"\n",
"\n",
"\n",
"So in under an hour, `held_karp_tsp` could give us an answer on a 25-city problem that saves 50 billion years of computing time 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 and look into representing sets as bit masks.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Benchmarking\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",
"- **Local Search Strategy**: `two_opt`\n",
"- **Ensemble Strategy**: `k_nearest_tsp`, `ensemble_tsp_2opt`\n",
"- **Giant Shoulders Strategy**: `mst_tsp`, `held_karp_tsp`\n",
"\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 algorithms on 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 a way to create a test set:"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"TestSet = tuple[Cities]\n",
"\n",
"@cache\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": [
"Now a class to hold the result of running a TSP algorithm on a test set:"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"class Runs:\n",
" \"\"\"The tour lengths and run times of a TSP algorithm on a TestSet, \n",
" with a pretty representation showing the statistics.\"\"\"\n",
" def __init__(self, runs, shortest=None):\n",
" runs = list(runs)\n",
" self.name = runs[0].name\n",
" self.ncities = len(runs[0].tour)\n",
" self.nruns = len(runs)\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} mean length\"\n",
" times = f\"{mean(self.msecs):3,.0f} ± {stdev(self.msecs):4.1f} msecs\"\n",
" percent = f\"({mean(self.lengths) / self.shortest:.2%})\"\n",
" return f\"{self.name:>24}({self.nruns} × {self.ncities} cities) ⇒ {length} {percent} in {times}\""
]
},
{
"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, and returns the results packaged into a `Runs` onject. The function `benchmarks` does a `benchmark` on multiple TSP algorithms, and then annotates each `Runs` result with the shortest mean run time, so that the Runs can display what percentage they are of the shortest known results."
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"@cache\n",
"def benchmark(tsp: Callable, tests: TestSet) -> 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[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": "markdown",
"metadata": {},
"source": [
"# The Benchmark Results\n",
"\n",
"We'll start by comparing the 3 \"simple\" algorithms on test sets of different sizes:"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[ greedy_tsp(100 × 200 cities) ⇒ 31,018 ± 1,162 mean length (100.00%) in 5 ± 6.0 msecs,\n",
" nearest_tsp(100 × 200 cities) ⇒ 33,173 ± 1,465 mean length (106.95%) in 1 ± 0.1 msecs,\n",
" mst_tsp(100 × 200 cities) ⇒ 35,419 ± 1,248 mean length (114.19%) in 5 ± 0.2 msecs]"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tsps = [nearest_tsp, greedy_tsp, mst_tsp]\n",
"\n",
"benchmarks(tsps, test_set(100, 200)) # 100 sets, each with 200 cities"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[ greedy_tsp(50 × 400 cities) ⇒ 43,005 ± 1,552 mean length (100.00%) in 19 ± 0.9 msecs,\n",
" nearest_tsp(50 × 400 cities) ⇒ 46,039 ± 1,610 mean length (107.05%) in 6 ± 0.1 msecs,\n",
" mst_tsp(50 × 400 cities) ⇒ 49,587 ± 1,317 mean length (115.31%) in 24 ± 0.8 msecs]"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarks(tsps, test_set(50, 400))"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[ greedy_tsp(25 × 800 cities) ⇒ 59,713 ± 1,397 mean length (100.00%) in 95 ± 5.4 msecs,\n",
" nearest_tsp(25 × 800 cities) ⇒ 64,379 ± 1,303 mean length (107.81%) in 23 ± 0.3 msecs,\n",
" mst_tsp(25 × 800 cities) ⇒ 70,246 ± 1,096 mean length (117.64%) in 113 ± 2.4 msecs]"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarks(tsps, test_set(25, 800))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see that `greedy_tsp` consistently yields the shortest tours, but `nearest_tsp` is only 6% or 7% worse, and runs 3 or 4 times faster. The minimum spanning tree algorithm (`mst_tsp`) is consistently worst in both tour length and run time. The one thing it has going for it is the theoretical guarantee of bounded optimality, but in practice that guarantee does not seem worth it. \n",
"\n",
"Now let's throw in the ensemble algorithms and the 2-opt algorithms:"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"tsps2 = [ensemble_tsp_2opt, k_nearest_tsp, nearest_tsp_2opt, k_nearest_tsp_2opt, greedy_tsp_2opt, mst_tsp_2opt] + tsps"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[ ensemble_tsp_2opt(100 × 200 cities) ⇒ 27,584 ± 655 mean length (100.00%) in 75 ± 6.3 msecs,\n",
" greedy_tsp_2opt(100 × 200 cities) ⇒ 27,699 ± 656 mean length (100.42%) in 19 ± 3.1 msecs,\n",
" k_nearest_tsp_2opt(100 × 200 cities) ⇒ 28,031 ± 767 mean length (101.62%) in 31 ± 3.3 msecs,\n",
" nearest_tsp_2opt(100 × 200 cities) ⇒ 28,139 ± 735 mean length (102.01%) in 17 ± 3.7 msecs,\n",
" mst_tsp_2opt(100 × 200 cities) ⇒ 28,330 ± 761 mean length (102.71%) in 23 ± 3.7 msecs,\n",
" greedy_tsp(100 × 200 cities) ⇒ 31,018 ± 1,162 mean length (112.45%) in 5 ± 6.0 msecs,\n",
" k_nearest_tsp(100 × 200 cities) ⇒ 31,621 ± 1,171 mean length (114.64%) in 15 ± 0.3 msecs,\n",
" nearest_tsp(100 × 200 cities) ⇒ 33,173 ± 1,465 mean length (120.26%) in 1 ± 0.1 msecs,\n",
" mst_tsp(100 × 200 cities) ⇒ 35,419 ± 1,248 mean length (128.41%) in 5 ± 0.2 msecs]"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarks(tsps2, test_set(100, 200))"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[ ensemble_tsp_2opt(50 × 400 cities) ⇒ 38,427 ± 750 mean length (100.00%) in 334 ± 24.7 msecs,\n",
" greedy_tsp_2opt(50 × 400 cities) ⇒ 38,508 ± 753 mean length (100.21%) in 87 ± 13.9 msecs,\n",
" k_nearest_tsp_2opt(50 × 400 cities) ⇒ 39,007 ± 772 mean length (101.51%) in 133 ± 13.7 msecs,\n",
" nearest_tsp_2opt(50 × 400 cities) ⇒ 39,195 ± 642 mean length (102.00%) in 87 ± 20.8 msecs,\n",
" mst_tsp_2opt(50 × 400 cities) ⇒ 39,485 ± 690 mean length (102.75%) in 112 ± 16.8 msecs,\n",
" greedy_tsp(50 × 400 cities) ⇒ 43,005 ± 1,552 mean length (111.91%) in 19 ± 0.9 msecs,\n",
" k_nearest_tsp(50 × 400 cities) ⇒ 44,120 ± 1,128 mean length (114.82%) in 60 ± 1.3 msecs,\n",
" nearest_tsp(50 × 400 cities) ⇒ 46,039 ± 1,610 mean length (119.81%) in 6 ± 0.1 msecs,\n",
" mst_tsp(50 × 400 cities) ⇒ 49,587 ± 1,317 mean length (129.04%) in 24 ± 0.8 msecs]"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarks(tsps2, test_set(50, 400))"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[ ensemble_tsp_2opt(25 × 600 cities) ⇒ 46,829 ± 688 mean length (100.00%) in 798 ± 56.0 msecs,\n",
" greedy_tsp_2opt(25 × 600 cities) ⇒ 46,838 ± 689 mean length (100.02%) in 222 ± 33.5 msecs,\n",
" k_nearest_tsp_2opt(25 × 600 cities) ⇒ 47,489 ± 625 mean length (101.41%) in 335 ± 32.2 msecs,\n",
" nearest_tsp_2opt(25 × 600 cities) ⇒ 47,586 ± 645 mean length (101.62%) in 215 ± 52.1 msecs,\n",
" mst_tsp_2opt(25 × 600 cities) ⇒ 48,346 ± 598 mean length (103.24%) in 277 ± 39.4 msecs,\n",
" greedy_tsp(25 × 600 cities) ⇒ 52,433 ± 1,247 mean length (111.97%) in 43 ± 2.0 msecs,\n",
" k_nearest_tsp(25 × 600 cities) ⇒ 53,831 ± 1,020 mean length (114.95%) in 131 ± 2.2 msecs,\n",
" nearest_tsp(25 × 600 cities) ⇒ 55,336 ± 1,228 mean length (118.17%) in 13 ± 0.1 msecs,\n",
" mst_tsp(25 × 600 cities) ⇒ 60,693 ± 830 mean length (129.61%) in 52 ± 1.5 msecs]"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarks(tsps2, test_set(25, 600))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By definition the ensemble algorithm does best, but the `greedy_tsp_2opt` is 4 times faster and is consistently second best, producing tours that are only about 0.1% longer. As for the 2-opt algorithms, it is no surprise that they make tours shorter, by about 10%. Perhaps a surprise: they have lower variance. Probably because they have an ability to eliminate really bad links.\n",
"\n",
"# Visualization\n",
"\n",
"The function `plot_benchmarks` plots results, with the tour lengths in blue and the run times in red; for each measurement the I-beam gives the one-standard-deviation spread, with a horizontal line showing the mean and an X showing the median. The min and max are also shown by horizontal lines."
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"def plot_benchmarks(list_of_runs: list[Runs]) -> list[Runs]:\n",
" \"\"\"Plot the list of Runs generated by a `benchmarks` call.\"\"\"\n",
" def plot(ax, offset, attr, color):\n",
" matrix = [getattr(runs, attr) for runs in list_of_runs]\n",
" def compute(stat): return list(map(stat, matrix))\n",
" xvals = [i + offset for i in range(len(list_of_runs))]\n",
" ax.errorbar(x=xvals, y=compute(mean), yerr=compute(stdev), \n",
" fmt='x', fillstyle=None, color=color, capsize=5)\n",
" ax.scatter(x=3*xvals, y=(compute(min) + compute(max) + compute(median)),\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', 'blue')\n",
" plot(ax2, +offset, 'msecs', 'red')\n",
" run = list_of_runs[0]\n",
" plt.title(f\"{len(list_of_runs)} TSP algorithms on {run.nruns} samples of {run.ncities} cities.\")\n",
" return list_of_runs\n",
"\n",
"def compare(tsps: list[Callable], tests: TestSet) -> list[Runs]:\n",
" return plot_benchmarks(benchmarks(tsps, tests))"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[ greedy_tsp(25 × 600 cities) ⇒ 52,433 ± 1,247 mean length (100.00%) in 43 ± 2.0 msecs,\n",
" nearest_tsp(25 × 600 cities) ⇒ 55,336 ± 1,228 mean length (105.54%) in 13 ± 0.1 msecs,\n",
" mst_tsp(25 × 600 cities) ⇒ 60,693 ± 830 mean length (115.75%) in 52 ± 1.5 msecs]"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"compare(tsps, test_set(25, 600))"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[ ensemble_tsp_2opt(25 × 600 cities) ⇒ 46,829 ± 688 mean length (100.00%) in 798 ± 56.0 msecs,\n",
" greedy_tsp_2opt(25 × 600 cities) ⇒ 46,838 ± 689 mean length (100.02%) in 222 ± 33.5 msecs,\n",
" k_nearest_tsp_2opt(25 × 600 cities) ⇒ 47,489 ± 625 mean length (101.41%) in 335 ± 32.2 msecs,\n",
" nearest_tsp_2opt(25 × 600 cities) ⇒ 47,586 ± 645 mean length (101.62%) in 215 ± 52.1 msecs,\n",
" mst_tsp_2opt(25 × 600 cities) ⇒ 48,346 ± 598 mean length (103.24%) in 277 ± 39.4 msecs,\n",
" greedy_tsp(25 × 600 cities) ⇒ 52,433 ± 1,247 mean length (111.97%) in 43 ± 2.0 msecs,\n",
" k_nearest_tsp(25 × 600 cities) ⇒ 53,831 ± 1,020 mean length (114.95%) in 131 ± 2.2 msecs,\n",
" nearest_tsp(25 × 600 cities) ⇒ 55,336 ± 1,228 mean length (118.17%) in 13 ± 0.1 msecs,\n",
" mst_tsp(25 × 600 cities) ⇒ 60,693 ± 830 mean length (129.61%) in 52 ± 1.5 msecs]"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"compare(tsps2, test_set(25, 600))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The first and last algorithms are somewhat outliers, so let's drop them to zoom in on the mid-range values in both lengths and msecs:"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[ greedy_tsp_2opt(25 × 600 cities) ⇒ 46,838 ± 689 mean length (100.00%) in 222 ± 33.5 msecs,\n",
" k_nearest_tsp_2opt(25 × 600 cities) ⇒ 47,489 ± 625 mean length (101.39%) in 335 ± 32.2 msecs,\n",
" nearest_tsp_2opt(25 × 600 cities) ⇒ 47,586 ± 645 mean length (101.60%) in 215 ± 52.1 msecs,\n",
" mst_tsp_2opt(25 × 600 cities) ⇒ 48,346 ± 598 mean length (103.22%) in 277 ± 39.4 msecs,\n",
" greedy_tsp(25 × 600 cities) ⇒ 52,433 ± 1,247 mean length (111.95%) in 43 ± 2.0 msecs,\n",
" k_nearest_tsp(25 × 600 cities) ⇒ 53,831 ± 1,020 mean length (114.93%) in 131 ± 2.2 msecs,\n",
" nearest_tsp(25 × 600 cities) ⇒ 55,336 ± 1,228 mean length (118.14%) in 13 ± 0.1 msecs]"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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MPXvBmNM9CQI7XZTIioLkefPmufF448aNs7feesuGDRvmgkv1pAa93i+88ILr7VJFZ22Lgnz1Kmf0WctJu2T3fdgTbYe2SYFJRv9PeFzwI4884orX6IKT2l5jVjUGU73AuoARTyrSpTGJ6ceiBsXEgmBcveeS0Tyrui88zY3WzWje4OC5iZ4SJ/jMaNxm+il8JFzlVp85jS3XMVu90RqTq7b6/PPP3VQxAJAdBJsA4koFZHTyqVTXeAkKe2R0sphTOgFVOqyCAQUF6XsM9lTASFTdNdwTqdTI9L1MWleBSEY9beHXyqlYpeP9VzopV1qkbupNUWEgFZnJLNhUz4uK4WT2nqioUVaFV3JKbaJAU71Uau8g4MiOoJdW27wnKkhz6aWXupsK6CiVU++DeuSVeqlCSkqRVpAW7iVTz2ZeyOhzrMI5WRWEUTEaBa76TOvCzp7Uq1fP3VQ9WRdtTjzxRHvqqad2m1ImEHzW1fbp05h1X273BVW2VWaDgsNwr2mQ3h20n3oaFYQpnTec+q/2UsGf8H26+KRUVKV0h4sEBQW29HhmgqI+6vXP6UWw7O7Xwf+hgDo7/4fWV0+9bvpsaPv1WVTlYQDIDtJoAcSNUiGVWqi0xPRVNGNBJ3kZ9dYE480ySsPLqaDnJv3/o0qne6JpOnTSqsqPYZq7MT1NfaA04CCVTzS9gSpt6sRfVVxzQ8FNdqaZyCsaM5n+/9eJr3p8Mko/DL/vCv7UIxZO6VRVUo0B1tjW9BVAc0vvs95/BSH67GSUWioKKNJvsz4XQdCkNNGspJ8qR73xale9hsZnBn93+s+aqrzqfcwL6sUK98zpM6hAKaseZwXI2k5dgEm/rfo9+Dv1fmnMcpiCTl0oyKrtdbFInxEFpOH11JOqNF2N3cyNIEjUuNswpflqP1XFX1FvsgIzBVhKyQ+od1DDAlSNOaB0fbWN9tOAtlm900rbz+qCiC64KGDXsST9xYQ99UJrv87OBQh9JrWfqCpx8BkLC6YGUvZJ+grZCjzVux9uA13A08WejF4LAISeTQBxoykndLKZVym0SjnUSZKCWY3lUs+Dek70/ypAUyrtf6UTtWD8kk6wVExF6YB7mptTlK6nsZ7qGVDPrtJuVchIJ81K6Q33TnTr1s1effVVd5KvVEON69TUJ/p/lG6Z1QT0e+rN0fuhsXNKMVYvs1Ll4kUn60qX1Em5ijLp/9cFCBXJCffeZURBnHqiFFiqR1QBgaY+0cmv2iNW9PlUkKW5UxXMhOfW1PaqiI6oQI/G++mmcbgaX6nUYI27VHGirKZxEQXPSmVUz54+G/p/dOFBwVOQsqtpMBTUKOBRIKqLD3q/8mK8s+jv0Pt7yy23uPdVgY/+L001kxkFIWob9cbqQoDeH22/Pqt6P/ReaCodpV9q6hkFZ+oB1bFAf5sCVU2zkRkVE1OatfZfzfup9zuY+kT79Z133pmrv1WpoGrj559/3m2LXlsFcZRur78lnPKq3mZNRaR19PeosJM+r2pD7ccBBZT6+/R89djr/dR+q/clfVCbnvZpXYjS/qgeRP296lFXMKd0X6WyZrVf63Px6KOPuu1W0Jp+KqDg+KX/Q8Ws9PlUOrZ6cDWdiQot6bOoz6B6s3VxTAG5Pnfa19SWet/DhcH0dwbHJaZDAZChbNWsBYAYOP74490UBirxn1tZTX3y8ccfu6koDj/8cK9MmTJumoyDDz7YTWewYsWKqHU1vYCmAckNTQ1xwQUXuCkENF2Apj/QFBw6pGpagsymHRD97T179nTTJWiaCU2T8NNPP3n77LNP1PQUoik+LrroIvf/lCxZ0jvuuOPcdA8ZTVmS0XQSGU19smHDBu+KK65wr6nHgmlQMnudYEqM8NQlev8zmrIjs/dUzw+mOtG0Kl27dvWOPvpoN2WJpmzQcnanwfn+++/d9B5qX01Zcdppp3mTJ0+OWiez6S8yej8yor9D62V0C08b89tvv7m211Q0ah9tT8OGDd30FuGpKjIzYsQIN2WL2r5EiRLeQQcd5N6btWvXRtbRFBTXX3+9t++++7q/WX+7ppnRdoSnusjsbw6mydD0PmF6rt779O2sqS4eeeQRr2bNmm6bTjrpJDctUEavmZ6mDmnatKl7Xd20H6rd582bF3m/tH/q79T7VbFiRdd+n332mZcdr7/+utegQQO3XXrulVdeGTVNS1bvQ1bTqmjqGr2fxYoVc8eLwYMHZ7iupiE64YQT3LZXqlTJ/W3r1q3bbT1Nz9KlSxe3j2tbjz32WG/cuHFedk2aNMlr3rx5ZP/QFC1PPPFElu+/PhP6LOmYEp5GKaNjkGgf0GdJxy/9PWqT6667zvv222/d46tWrXJ/n9pQ26D1Gjdu7L3xxhtRr6P/J6PXB4BAIf2TcRgKAIgHpb+pUqp6hzQxPRBv6nlTb5iKNakXEgCAWGDMJgDEUUbz7AXjPYMxYgAAAPkBYzYBII40XnLkyJGuAI3G/02aNMmNzdTYL42XAgAAyC8INgEgjo466ihXbEMFbVSdMygalNm0DwAAAKmKMZsAAAAAgJhjzCYAAAAAIOYINgEAAAAAMceYzRjRhNAzZsxw469yO9k6AAAAgNS3c+dOW7FihTVo0MDVaiioCu5fHmMKNI877rhEbwYAAACAJDFt2jQ79thjraAi2IwR9WgGH6hq1arF6mUBAAAApJhly5a5jqggRiioCDZjJEidVaBZo0aNWL0sAAAAgBRVuIAPryvYfz0AAAAAIE8QbAIAAAAAYo5gEwAAAAAQcwSbAAAAAICYI9gEAAAAAMQcwSYAAAAAIOYINgEAAAAAMUewCQAAAACIOYJNAAAAAEDMEWwCAAAAAGKOYBMAAAAAEHMEmwAAAACAmCsa+5cEkEhbN27M8vHipUvHbVsAAACysnHj1iwfL126OG9gCiPYBPKZIWXKZPl4F8+L27YAAABkpUyZIVk+7nldeANTWELTaPv0MStUKPp2+OFpjy9fbnb11WZVq+qqhtkxx5i99Vb0a/zzj9mVV5qVK2dWoYJZ27ZmGzZErzNrltlJJ5mVLGlWs6bZoEG7b8uYMf7/rXXq1TMbOzaP/mgAAAAAKAAS3rN5xBFmn32W9nvR0BZdc43ZmjVm779vtu++ZqNHm11yidm335o1aOCvo0Bz2TKzTz8127bN7PrrzW66yV9X1q0za9HCrFkzs6eeMps92+yGG/zAVOvJ5Mlml19uNmCA2Tnn+M89/3yz7783O/LIeL4bwH/XMf3VFgAAgCS1YUPHRG9Ccho40Kx7d7NOncwee8y/b/Nms7vuMnvtNbMtW8xatjQbNsysSpW05y1ebHbLLWZffKFuY7Nrr/WDnHCQVZCCTf3d6rnMiILA4cPNjjvO/71HD7PBg82++84PNn/6yWzcOLPp080aNfLXeeIJs7POMnv4YbP99jMbNcps61az5583K17cD25nzjR79NG0YPPxx81atTLr2tX//b77/OD1ySf9ABVIJYzJBAAAqYIxmRlQcDNihNlRR0Xff+edZh995Kdkli9vdtttZhdeaPb11/7jO3aYnX22H1wpkFKPnHrvihUze+ABK5DVaOfP94PCAw/0eykVjAdOOMHs9df9VNmdO/0gXgH9qaf6j0+Z4vdQBoGmqAezcGGzqVPT1jn5ZD/QDOgiwLx5ZqtXp62j54VpHd2fmS1btti6desit/Xr17v7d6iRd/3MaHn79u1Ryzv1h2WxvG3btqhlb9d4u2BZt/TLEl7W88PLev2slrV94WX+JtqJzx77E8cIjuV8P/Gdy3kE50acw+bsvDxXlKGmoOiZZ8z23jvt/rVrzZ57zu8xO/10s4YNzV54wQ8qv/nGX2f8eLO5c81eecWsfn2zM8/0e9GGDvV73wpasNm4sdnIkX7vpHowFy70x1buitvsjTf81Nh99jErUcKsfXuzd94xO/jgtDGdlSvv3lNasaL/WLBOuGdZgt/3tE7weEYGDBhg5cuXj9zq1q3r7v9J3a27fgbLs2bNsvmKqs1sxowZtlB/qJlNmzbNlixZ4pYnT55sy3T1wcwmTpxoq1atcsuff/65rVEusfv8jI8EtWPHjrXNmze7oFDL+qnftSxaT+uLnq/XEb2uXl/0/+n/FW2Htke0fdpO0XZr+/mbaCc+e+xPHCM4lvP9xHcu5xGcG3EOm73zcnVMidYJd1AF92eqQwe/dzJ9T5hSOxUYhe9XwZlatdJ6yPRTxWfCgY160DSucM4cSwgviaxe7Xnlynnes8/6v992m+cdd5znffaZ582c6Xl9+nhe+fKeN2uW//j993veoYfu/jqVKnnesGH+cvPmnnfTTdGPz5mjSw2eN3eu/3uxYp43enT0OkOHel7lyplv6+bNm721a9dGbnPnztXlC2/RokXu8e3bt7tb+uVt27ZFLe/YsSPL5a1bt0Yt79y5M2pZt/TLEl7W88PLev2slrV94eWM/g7+JtqJzx77E8cIjuV8P/Gdy3kE50acw2Z8Xr548WIXG6S/9e7dO/MA49VXPe/IIz1v0yb/91NO8bxOnfzlUaM8r3jx3Z9z7LGed/fd/nK7dp7XokX04xs3+oHP2LFeIiR8zGaYUmIPPdRswQKzX3/1x0z++KM/zlKOPtrs//7P7wnWWEqlI69cGf0aynBQ2m0wDlQ/V6yIXif4fU/rZDaWVEqUKOFuAV2pkCJFikT9TL9cNDQ4NzvLxZRjnYvlQoUKRZYLFy7sbtldzmzb+ZtoJz577E8cIziW8/3Edy7nEZwbcQ6bvXNxmTt3rlWvXt0C4fghirLoVAxIhWM0PUY+kfAxm+lTlBVkVqtm9u+//n274p8I7d+7UqWtSRO/Wq16lQPKFtXjStEN1lHW6K4hi47a8LDD0tKgtc6ECdH/j9bR/QAAAACQG2XLlrVy5cpFbpkGmwpo1IumuR7V8aTbV1+ZDRniLys1VuMud6XxZthDlp1etoIUbHbp4r+Hixb5Y1svuMAPJjUNiVKQNTZT4zQ1lFBB6COP+EGgpiWROnX8KrLt2vnrqBCTijJddplfdEiuuMIvDqT5N5WqrIJDqj7buXPadugigsaN6vV//tmf/1PTq+i1AAAAACBPnXGGP0ejps0IbqqCqmJBwbJ6TcM9ZKp4quqqQQ+Zfuo1wqmfCp7KlTPbVV8m3hKaRrt0qR9Y/v23WaVKZk2b+sWUtCyqddOtm9m55/q9ngo+X3zRn9okoKlNFBSqfdQL2qaNfwEgoKrAquuhsbYq2qT5Onv1Spv2JKh6q7k1NbXKvfeaHXKI2bvvMscmAAAAgDgoW3b34KN0ab9SanC/es/UY6ZqqAogb7/dDzCPP95/vEULP6i8+mqzQYP8aqcKcBQIZdajmscKaeBmQv7nfGbp0qVWs2ZNV9W1Ro0aid4cAAAAAKkcG5x6qj+FyWOP+b9rDsi77jJ79VXNw+hXmh02LDpF9vffzW65xezLL/1g9dprzQYO9FNxE4BgM0YINgEAAAAQGyRpgSAAAAAAQP5AsAkAAAAAiDmCTQAAAABAzBFsAgAAAABijmATAAAAABBzBJsAAAAAgJgj2AQAAAAAxBzBJgAAAAAg5gg2AQAAAAAxR7AJAAAAACDYBAAAAAAkP3o2AQAAAAAxR7AJAAAAAIg5gk0AAAAAQMwRbAIAAAAAYo5gEwAAAAAQcwSbAAAAAICYI9gEAAAAAMQcwSYAAAAAIOYINgEAAAAAMUewCQAAAACIuaKxf0kAcbdsmX/LqWrV/BsAAAAQYwSbQH4wYoRZ3745f17v3mZ9+uTFFgEI2bpxY5bvR/HSpXm/AAD5DsEmkB+0b2/WunX0fZs2mTVt6i9PmmRWqtTuz6NXE4iLIWXKZPl4F8+jJQAA+Q7BJpAfZJQOG+5JqV/fjJ4TAAAAxBHBJgAAeazjhg28xwCAAodgEwCAPMaYTABAQcTUJwAAAACAmCPYBAAAAADEHMEmAAAAACDmCDYBAAAAADFHsAkAAAAAiDmq0QIAAACIm2XL/FssphVHcqNnEwAAAEDcjBhh1rBhzm96Xr41fLjZUUeZlSvn35o0Mfv447THTz3VrFCh6NvNN0e/xuLFZmefbbbXXmaVK5t17Wq2fbslEj2bAAAAAOKmfXuz1q2j79u0yaxpU3950iSzUqV2f16+7tWsUcNs4ECzQw4x8zyzF180O+88sxkzzI44wl+nXTuzfv3SnqOgMrBjhx9oVq1qNnmy33V8zTVmxYqZPfCAJQrBJgAAAIC4ySgdduPGtOX69c1Kly5gDXLuudG/33+/39v5zTdpwaaCSwWTGRk/3mzuXLPPPjOrUsV/E++7z+yee8z69DErXtwSgTRaAAAAAEgWO3aYvfaaH4ErnTYwapTZvvuaHXmkWffuZv/+m/bYlClm9er5gWagZUuzdevM5syxRKFnEwAAAADywPr1622dAr5dSpQo4W4Zmj3bDy43bzYrU8bsnXfM6tb1H7viCrPatc32289s1iy/x3LePLO33/YfX748OtCU4Hc9liAEmwAAAACQB+oGweIuvXv3tj5Ka83IYYeZzZxptnat2Ztvml17rdlXX/kB5003pa2nHkzlIZ9xhtmvv5oddFDSth3BJgAAAADkgblz51r16tUjv2faqykaV3nwwf6yyu9On272+OMZl+Ft3Nj/uWCBH2xqLOe0adHrrFjh/8xsnGccMGYTAAAAAPJA2bJlrVy5cpFblsFmejt3mm3ZkvFj6gGVoNKS0m+VhrtyZdo6n37qT6OSrnc1nujZBAAAAIBE6t7d7MwzzWrV0kBPs9Gjzb780uyTT/xUWf1+1llm++zjj9m8806zk0/25+aUFi38oPLqq80GDfLHafboYdahg7pTE/ZnEWwCAAAgpWzcuDXLx0uXTsw0D0CurVzpz4up+THLl/eDSAWazZubLVniT2ny2GN+hdqaNc3atPGDyUCRImYffmh2yy1+L6fmjtGYz/C8nAlAsAkAAICUUqbMkCwf97wucdsWICaeey7zxxRcqlDQnqha7dixSdUgjNkEAAAAAOSvYFNVfwsVir4dfnj0Opqf9PTT/Z5gjW9VavKmTWmP//OP2ZVX+o9VqGDWtq3Zhg3Rr6G05pNOMitZ0r8woDTm9MaM8f9vraNqwkl2UQAAAAC7bNjQMcsbgOSQ8DTaI47wU5ADRYtGB5qtWvnjZZ94wn/shx/MCodCZAWaSm1WsaVt28yuv96fhkZjaEVzqGq8bLNmZk895RdpuuEGPzANpquZPNns8svNBgwwO+cc/7nnn2/2/fdmRx4Zr3cCAAAA2cGYTCA1JDzYVACZ2dQvKrLUsaNZt27Rc50GfvrJbNw4fwqaRo38+xSUqlDTww+b7bef2ahRZlu3mj3/vD91jYJbVQp+9NG0YFPT1yio7drV//2++/zg9ckn/QAVSClKGdAg8c6dd39MH+4dO/x1AAAAgPw8ZnP+fD8oPPBAv5dy8eK0gkxTp5pVrmx2wglmVaqYnXKK2aRJ0T2f6qEMAk1RD6Z6PvXcYB2l3irQDLRsaTZvntnq1Wnr6HlhWkf3Z2bLli22bt26yG29ShSbzuN3RH5mtLx9+/ao5Z2aPyeL5W3btkUte54Xtaxb+mUJL+v54WW9flbL2r7wMn9TarXTTuWj9+plNnBg1Gd2R9++/v1FivDZS4J24hiRGvsT7UQ78dljf+IYEd9z2GCd/HAsR4KDzcaNzUaO9Hsnhw83W7jQH1upuO233/x11AHTrp2/zjHHmJ1xhh+giqaPUTCavqe0YkX/sWAdBaphwe97Wid4PCMDBgyw8uXLR251d02W+pO6W3f9DJZnzZpl83dt9IwZM2yh/lAzmzZtmi1RKWOXyjvZlikf2MwmTpxoq1atcsuff/65rVmzxi2PHz8+EtSOHTvWNm/e7HYALeunfteyaD2tL3q+Xkf0unp90f+n/1e0Hdoe0fZpO0Xbre3nb0qddprbpo2t0JxK/funfWAHDrQiffrY3506mfXsyWcvCdqJY0Rq7E+0E+3EZ4/9iWNEfM5hP9E0H7tMmDAh5Y/l6piCfyU4aaxe7Xnlynnes8963tdf63KA53XvHr1OvXqe162bv3z//Z536KG7v06lSp43bJi/3Ly55910U/Tjc+b4rz13rv97sWKeN3p09DpDh3pe5cqZb+vmzZu9tWvXRm5z587V5Qtv0aJF7vHt27e7W/rlbdu2RS3v2LEjy+WtW7dGLe/cuTNqWbf0yxJe1vPDy3r9rJa1feHljP4O/qYUaKcePfwP+q7b9j59+OwlYzuxP3Hc47PH/sQxgu8nvp+81au3Rk5btJzq37mLFy92scGSJUu8gqyQ/kmmqPvYY/2UVo2nVGrtyy+bXXVV2uOXXur3XmospsZh3nVXWjqsqOdcFWVVXfaCC/y5UVUk6N1309b54gu/wq0q2e69t1mtWv7wtjvuSFund2//OSpIlB1Lly61mjVruisiNWrUiMVbAfw3mvS3TBl/WXnkXGEDAAApcNqimSU0E0UqIzZIkjGbYfpg/fqrWbVqZvvv74/l1NjKsF9+8ecrlSZN1L1u9t13aY+rp12p1ErRDdZRj3soDdwV/1GhIQWawTq7euuj1tH9QMoKj9lUlSwVBwIAAAAKQrDZpYvZV1+ZLVrkTz+inkgV0dQ0JKpxouqwQ4aYvfmm2YIFbqiZ/fyzP5em1KnjV5HVmE6lan/9tdltt5lddpkfqMoVV/idOnrOnDlmr7/uV58NF+rUMDaNCX3kEf/1NU7022/91wJSkgLL8JjNHj384kAEnAAAACgIU58sXeoHln//bVapklnTpmbffOMvi9JaN2/2p0BRyuvRR/s9jgcdlPYaSqdVUKjCQapC26aNH6AGypfXAF4z1Utp2NBs3339c+5g2hNRtVvNranz8XvvNTvkED+Fljk2kZIUUOpDrg90EHBq/iBdddH9ois3AAAAQB5KujGbqYq8bCTlPJvpBz8wzyYAAEhCjNnMnxLaswkgj4LN4KidHj2aAAAAKIgFggAAAAAA+QPBJgAAAAAg5gg2AQAAAAAxR7AJAAAAAIg5gk0AAAAAQMxRjRYAABQIGzduzfLx0qWLx21bAKAgINgEgCS1NaPpa0KKa+5UANlWpsyQLB/3vC68mwAQQwSbAJCkhpQpk+XjXTwvbtsCAEBeTQ9epIhZ5867P3bffWY7dqRNIY7UQ7AJAAAKhA0bOiZ6EwCko0CzVy+zrVt3DzR1f79+vGWpjGATAJJUxw0bEr0JQL7CmEwg+fTs6f9UYBkYONCsf38/0AweR2oi2ATy6zi/8Hi/0DLj/FIHbZXili3zbzlVrZp/A4ACQgGlejYVYAqBZv5RyPMY9BMLS5cutZo1a9qSJUusRo0aMXlNIDceLlQoy8cZ5wfEiQYZ9e2b8+f17s0AJQAFjq6LB6UKihc327LFUhqxgY+eTQAA8kL79matW0fft2mTWdOm/vKkSWalSu3+PHo1ARRASp0NqJdTYzZJoU19BJtAfh3np0uEVar4yytWaLBSQrcLKHAySocNp7fXr89+CQC7igEFKbTSo0faGE4CztRGsAkUhHF+uo9gEwAAJJmg6qwCzCDg7NbNT6Ul4Ex9BJtAPkOBIAAAkCo0j6aqzmqezXDvZtCjqceRugg2gXxmSDC6PixIp6VAEAAASCJdu27NtIi+AlCmLEptBJuI7g3LBFMwAAAAINbKlBmS1TVy87wuvOkpjGATmfeGhTBdRuqgQBAAAACSAcEmkM9QIAgAAKSKDRs6up8U0c+fCDYR3RsGAAAAxElGYzIpop9/FE70BiB5esOyugEAAADII8OHmx11lFm5cv6tSROzjz9Oe3zzZrMOHcz22UcDXc3atPHnUQ9bvNjs7LPN9trLrHJlVV8y2749oU1GzyaQHyxb5t/CNm1KW54506xUqexNOg8AAID4qlHDbOBAs0MOUVUksxdfNDvvPLMZM8yOOMLszjvNPvrIbMwYs/LlzW67zezCC82+/jptjhgFmlWrmk2e7J8XXnONWbFiZg88kLDWLOR5+mvwXy1dutRq1qxpS5YssRr6sADx1KePWd++OX9e797+cwHEhwYlBQXZNHyBzBEAyJeHx5jEBhUrmj30kNlFF5lVqmQ2erS/LD//bFanjtmUKWbHH+/3gp5zjtmff6aV833qKbN77jH76y+z4runK8cDPZtAftC+vVnr1jl/Hr2aAIAUTuLJDpJ4kEjr16+3devWRX4vUaKEu2VJvZTqwVQErnTa774z27bNrFmztHUOP9ysVq20YFM/69WLnjemZUuzW24xmzPHrEEDSwSCTSA/4JsUAJDPjRhBEg9ST926daN+7927t/XJLKts9mw/uNT4THXzvvOOXsAfDqWeyQoVotdXYLl8ub+sn+FAM3g8eCxBCDYBAACQkkk8Kk/QtKm/PGlS5uUJgESZO3euVa9ePfJ7lr2ahx3mB5Zr15q9+abZtdeaffWVpTKCTQAAAKRkEo+yDAP166f+OD/kP2XLlrVyqi6bHeq9PPhgf7lhQ7Pp080ef9zs0kvNtm41W7MmundT1WhVEEj0c9q06NcLqtUG6yQAU58AAAAAQLLZudNsyxY/8FRV2QkT0h6bN8+f6kRpt6KfSsNduTJtnU8/9adRSZfKG0/0bAIAAABAInXvbnbmmX7Rn/Xr/cqzX35p9skn/lQnbduade7sV6hVAHn77X6AqeJA0qKFH1RefbXZoEH+OM0ePfy5OfdUkCgPEWwCAAAAQCKtXOnPi6mSywoujzrKDzSbN/cfHzzYrHBhszZt/N5OVZodNizt+UWKmH34oV99VkGocso15rNfP0skgk0AAAAASKTnnsv68ZIlzYYO9W+ZqV3bbOxYSyaM2QQAAAAAxBzBJgAAAAAg5gg2AQAAAAAxR7AJAAAAAIg5gk0AAAAAQMwRbAIAAAAAYo5gEwAAAAAQcwSbAAAAAICYI9gEAAAAAMQcwSYAAAAAIOaKxv4lAQBAlD59zIoUMevcefc35r77zHbs8NcBACAfoWcTAIC8pkCzVy+zgQN3DzR1vx4HACCfoWcTAIA8tlU9mlu3mvXvn3Znv35mgwaZ9ehhxXv2pA0AAPlOQns2lTFUqFD07fDDd1/P88zOPNN//N13ox9bvNjs7LPN9trLrHJls65dzbZvj17nyy/NjjnGrEQJs4MPNhs5cvf/Y+hQs/33NytZ0qxxY7Np02L8xwIACqwhZcrYkP79bYiWg9ugQf7PcAAKAAXAsmVm338ffZs5M+1xLad/XDc9D6kl4T2bRxxh9tlnab8XzWCLHnvMDzTT0xAXBZpVq5pNnux/AK+5xqxYMbMHHvDXWbjQX+fmm81GjTKbMMHsxhvNqlUza9nSX+f11/1hNE895Qea+v/02Lx5fgALAAAAIDZGjDDr2zfzx5s2zfj+3r0Z3p5qEh5sKrhUsJgZXdl45BGzb7/1A8Sw8ePN5s71g9UqVczq1/eHv9xzj/9BLF7cDyAPOMB/DalTx2zSJLPBg9OCzUcfNWvXzuz66/3f9ZyPPjJ7/nmzbt3y6i8HABQUHTdsiE6dDfTowRcNgAKnfXuz1q1z/rz0sQCSX8ILBM2fb7bffmYHHmh25ZV+Wmzg33/NrrjCT3HNKCCdMsWsXj0/0AwogFy3zmzOnLR1mjWLfp7W0f2iITTffRe9TuHC/u/BOhnZsmWLrVu3LnJbv369u3+Hult3/cxoefv27VHLO3fuzHJ527ZtUcuecopDy7qlX5bwsp4fXtbrZ7Ws7Qsv8zfRTnz22J84Rvy3Y3mh4sWt6COPWPFBg6y4mX/TWM3+/a3YI49wLOf7ie/c/3BuFODcKHXO96pW9axBA8/q1dvmfgbLGvYWXq5ff2fUcqVKyfs3ZXRejgQHm0pZ1fjJcePMhg/3U15POslsV9xmd95pdsIJZuedl/Hzly+PDjQl+F2PZbWOAtJNm8xWrfLTcTNaJ3iNjAwYMMDKly8fudWtW9fd/9NPP0V+BsuzZs2y+YqqzWzGjBm2UH+oaVzoNFuyZIlbnjx5si3blYg+ceJEW6UNM7PPP//c1qxZ45bHjx8fCWrHjh1rmzdvdjuAlvVTv2tZtJ7WFz1fryN6Xb2+6P/T/yvaDm2PaPu0naLt1vbzN9FOfPbYnzhG5P5YvqhtWyus/C/1ZAa6dbOfLr/cCvXubTv79uVYzvcT37m5ODeaoPFRu3zyySecG3G+lzTnsOqYglkhL4nCbrVd7dp+WmulSmZ33aUPgVmZMv7jGrf5zjtm55/v/37TTWa//66DS3RvaOnSanS/qNChh/rpsd27p62jxzSOU+uuXm1Wvbo/5rNJk7R17r7b7KuvzKZOzXhb9QEKf4j++OMPF3AuWrTIateuHblKUqRIkahlffgKFSoUWS5cuLC7ZbasqyNaN1guWrSoe36wLFo/vFysWDF3NSVY1hUYbUOwrJvWz2xZ6+r5wXJGfwd/E+3EZ4/9iWNE9o/lO3r2tELFillhfbEFX2obNtg29XgOGOCuem7v0YNjOd9PfOdm89yof/+iVrRoIbv99m22997F3Pu2evU2K1++qBtStW3bTuvXz+9T4dyI871EnMMuXbrUatWq5QLYGjVqWEGVVMGmHHusn8KqXschQ/yU1oA+G/pdvZ+qMKupyd5/P7p6lS5OKCVXFasaNDA7+WS/Eq2K/gReeMHsjjvM1q7102hVyfbNN9OCWLn2Wj/4fe+97G23PlA1a9Ys8B8oAEAWNm6MCjbd1VEAORZMUatkgaCgs3YpdVjofg2PZkYhJBKxQZKM2QzTQeLXX/3BvyrMo55vBZLBTVTYR8GiqCdy9myzlSvTXuPTT83KlTPbldXq1gllWETWCXoxVUSoYcPodZSKrd/DPZ0AAABIDgokFVCGZw4aOJBAE0g2Ca1G26WL2bnn+qmzf/7plzMuUsTs8sv9NNqMigLVquVXl5UWLfyg8uqr/eJ+GmOpK1wdOvhzaoqmPHnyST8t9oYblGtt9sYbfrXZgKY9UU9mo0Zmxx3n94Lq4nNQnRYA4kZjRHIzkZiu0lGmD0ABCziVoRYEnPpJjyaQXBIabC5d6geWf//tB5eaU+ebb/zl7FBg+uGHZrfc4vdCKhtJQaMONAEFpgosVWzo8cfNlDL97LNp057IpZea/fWXfzVMAaumUFHRovRFgwAg4ZOPZYbJxwAUQMqEC4JNZauROgskl6Qbs5mqyMsGkGc9mxrEHsxwrYmCS5Xa/Xn0bKYGxmwCMdqVtmY5dW3p0ppgCEgcYoMk6NkEAGQjaFSAElDqBUVlABRwZcoMyfB+9XLq5nld4r5NAHZHsAkAAPIthkEX3Gq1pNQCiUewCQAA8i2GQedP3bt3dLU7br89rcbGihV+4oeq0u6aShFAghFsAgCAfKt9e7PWrXM3DBrJ64EHiu82ykCBpm7q1QSQHAg2AQBAvsUwaABInMIJ/L8BAAAAAPkUwSYAAAAAIOYINgEAAAAAMceYzYKMevAAAAAA8gjBZkFGPXgAAAAAeYQ02oJeD/6776JvqgEf0HL6x3XT8wAAAADExoABZscea1a2rFnlymbnn282b170OqeealaoUPTt5puj11m82Ozss8322st/na5dzbZvT1gr0bNZkFEPHgAAAEi8r74y69DBDzgVHN57r1mLFmZz5/oTyAbatTPr1y/tdwWVgR07/ECzalWzyZP9IXPXXGNWrJgmp7VEINgEAAAAgEQaNy7695Ej/Z5JZRWefHJ0cKlgMiPjx/vB6WefmVWpYla/vtl995ndc49Znz5mxYtbvJFGCwAAAAB5YP369bZu3brIbcuWLdl74tq1/s+KFaPvHzXKbN99zY480qx7d7N//017bMoUs3r1/EAz0LKl2bp1ZnPmWCIQbAIAAABAHqhbt66VL18+chugsZl7snOn2R13mJ14oh9UBq64wuyVV8y++MIPNF9+2eyqq9IeX748OtCU4Hc9lgCk0QIAAABAHpg7d65Vr1498nuJEiX2/CSN3fzxx+jCnXLTTWnL6sFU/ZUzzjD79Vezgw6yZETPJgAAAADkgbJly1q5cuUitz0Gm7fdZvbhh37vZY0aWa/buLH/c8EC/6fGcq5YEb1O8Htm4zzzGMEmAAAAACSS5/mB5jvvmH3+udkBB+z5OTNn+j/VwylNmpjNnm22cmXaOp9+alaunPJ5LRFIowUAAACAROrQwWz0aLP33vPn2gzGWJYvb1aqlJ8qq8fPOstsn33MZs0yu/NOv1LtUUf562qqFAWVV19tNmiQ/xo9evivnZ303TxAzyYAAAAAJNLw4X4F2lNP9Xsqg9vrr/uPa9oSTWmigPLww83uususTRuzDz5Ie40iRfwUXP1UL6eKB2mezfC8nHFGzyYAAAAAJDqNNis1a5p99ZXtUe3aZmPHWrKgZxMAAAAAEHMEmwAAAACAmCPYBAAAAADEHGM2AQDIC8uW+bewTZuiS9arwmB6QVEIAAAKYrA5bpzZtGlml13mfx9ecYXZxIlmRx/tV+Td0/yjAADkeyNGmPXtm/njTZtmfH/v3mZ9+uTZZgGpius3QAEJNh96yC+G1L69/1360Uf+/V9/bdatm9krr8R4KwEASDX6kmzdOufPo1cTyBDXb4ACEmzOnev3Xlap4ged5cr5B4AbbjD78svYbyQAACmHdFggprh+AxSQYHP1arN69fzln382a9TI7NJL/R7PH3+M8RYCAACgwOP6DVBAqtFWrGj2yy9mr75qtmiR2ZFH+vevXWtWoUKMtxAAAAAAUDCCzdNOM1u/3uyqq8x27jRr2dJs40azJUvMDjkk9hsJAEAq27pxY5Y3AACSgirB9uvn9ywq4Dv3XLPy5c1OPtls6dL4pNE++qhfvX3BAv//P/NMvzjQscf6FWoBAECaIWXKZPl2dPE83i4ABdLGjVuzfLx06eJx2xZYzCvB5irYVGGgt9+Ovu/EE83+7/9oIgAAAADZU6bMkCwf97wuvJXxFONKsLkKNkXps+rZXLFCH4Lox9TLCgAAfB03bOCtSAKavrRIEbPOnXd/7L77zHbsYIpTAAXc6thWgs1VsDl1qtnll5v9/vvujxUqZLZ9e25eFQnFNzAA5JnipUvz7iaBHTu2Wt++ZuHYX0NmBw40699fw5RI1wPibcOGjrzpySR9Jdizz/5PlWBzFWzeeqv/fyP/2KrLuVl8AxfXQGEAAFJY//5+ut6gQWn3KVMs0LMn6XpAvDEmM8moEqwCTVWClXAlWBXoiUewqR7VYsXMHn7YrG5ds6K5TsZFshiiS7pZfAN36dkzAVsFAAAAIG5iXAk2V2GiAkwFuLffnptnAwAAJC5dT+cwwfVUXTzXECUAgMW8Emyugs0hQ8yaNzcbNszvYVWRIuST4hV8AwMA8nm6nkaIBLZt8y/kk8ADAGY2YYLZnDlm55xjduCB/lvy66/+FCjqcWzWLEdvU+HsrqjqbcGtaVO/d1U9m3vvHf0YKbWpW7zC3Z54wvRV7G7btlnxRx+lsAUAIN9Q1dlg5Ij06GHWq5d/PwAUeHfdZfa//5lVrZr2VlSr5t/XtWve9Wwy33QB/gYWLvkCAPLB15y+1vT1FnzdaY7y4sX5ugMAZ/58s4MPNttrL4vQsno59VheBZsvvJDj10Yq4RsYSD5MSQTElAqvq7i65tkMX1sNrqfqcQAo0AoXNlu82B9aF0zbpeF2uk9zXOZVsHnttWnL+r9KlIguF44UxzcwkHw0NkHdMFu3ZnxxiCmJgBxfvxGdQ6VHAg8AmNlRR5l9841Zq1b+fJcyfLjZunVmTZrEp0DQ/vv7/5eq4IapMu7335utWEFTpRy+gYHkE5z9Bunskjb7PGfHAAAgtjp2NJsyxWzyZP+W/rEcynaBoOyM4Vy50mzVqty+IgAgw4BTA8wCBJoAACCvXHqp2UMP+eM0FfDppmXdd8kleRts3nCDfwsq4Aa/66bt+uEHszJlctaZptTf8O3ww/3H/vnHr3Z72GFmpUqZ1arlB9Nr10a/hlJ6zz7bfw8qV/aLJG3fHr3Ol1+aHXOMn/qr8a4jR+6+LUOH+j22JUuaNW5sNm1aTt4ZAMhDqmASUCUT8v0AAEBeVqRVL6ICIt20rMHuuZCjNFoFacG4UPVgvvji7j2dxx+fsw044gizzz4LbdCuLfrzT//28MP+lC6//252883+fW++mTbMUIGmKvOql3fZMrNrrvEnaH7gAX+dhQv9dfTcUaP8qWNuvNGv4Nuypb/O66/7799TT/mB5mOP+Y/Nm+cHsACQUOFJATV+U2M2CTgBAEBeUWCl6rPq0WvUKNcvk6Ng8+ST/WDzq6/MypY1a9Ag7TFth3olu3TJ4QYUjZ7GJXDkkWZvvZX2+0EHmd1/v9lVV/k9l3re+PFmc+f6waqKFdWv75+D3XOP32uqDgAFkAccYPbII/7r1KljNmmS2eDBacGmJnNu187s+uv93/UczVv6/PPRHQoAEHdMSQQAAOJFvXnt2/u9jOpNVE+cigNdd53fI6fU07xKo1U66hdf+MvqbdRycFNwpoBOPYY5oYB5v/38qVuuvNJPi82MUmjLlUvr/dTY1Xr1oqviKoDU+zFnTto6zZpFv47W0f1BJ8F330Wvo4q/+j1YJyNbtmyxdevWRW7r16939+/YVTddPzNa3r59e9Tyzp07s1zetm1b1LK3qws5WNYt/bKEl/X88LJeP6vlsMz+jlT7m7R94WX+JtopFT57O/r2TZsUMNCtm+3Q1bRds9CzPyW+nTjupeaxPMD3U3K3E+cRqbE/0U4Zt1NKGjDA73FT+wZ/wwUX+AHY++/Hp0CQ/u/0xYlyQ4GyguZx4/yKukp5Pekks11xWxSl7eoC/003pd23fPnu068Ev+uxrNZRQLppk/+62m8yWid4jYwMGDDAypcvH7nVVfRtZj/99FPkZ7A8a9Ysm79rEtQZM2bYQv2hphToabZkyRK3PHnyZFum7mozmzhxoq3aVWnp888/tzVr1rjl8ePHR4LasWPH2ubNm90OrmX91O9aFq2n9UXP1+v47+Mq9/qi/0//r2g7tD3pabu1/an+N2n7tJ38TbRTKn32/ly82NYoxz9disVXJ51kG5TCsWMH+1MStBPHvdRrp29U1n+XSZMm8f2UpO3EeURq7E+0U8btpI6plPTCC/6YxHffTbtPRXlq1tSHI8cvV8jLRdh9+umZP6ZiPkpnVQ9rRumxWdE5YO3aflpr27Zp9yswbN7crGJFP6DW3y8KPDWW85NP0tb9919//lHtg5qK5dBD/fTY7t3T1tFjGsepdVevNqte3Q+ew1PH3H23ny48dWrG26oPUPhD9Mcff7iAc9GiRVa7du3IlZ8iRYpELevDV6hQochy4cKF3S2zZV0d0brBctGiRd3zg2XR+uHlYsWKuaspwbKuNmkbgmXdtH6Gy/qbgipPGzbYDlVMyuDvSKm/qWhRt66eHyzzN9FOKfXZ05Wx0H65vUQJ9qdkbCeOe6mxPxUubGvXbrcKFfztWrNmu5Uty/dTMrYT5xGpsT/RThm309KlS61WrVouKK9Ro4alDFVUVSeaLkQo3VMFeRQoafykxi/mMIjOVbCp/zcoFJSeXk2PKdDUhUMFwTlx7LF+Cqt6cEUXSpX2qjGhH37oV4sNKItMwefMmWn36YKLUnI136feE40zVSVapRiHA/Y77vDTcpVGq9dW0aHzz09b59pr/eD3vfeyt936QNWsWTP1PlDpaabr0Emti9wBJBb7JcAuBSClpGxsUL26f96hqUcqVfKDzdde83vw9t1Xf1jep9EqgFOAVqSIH9DppuWgWJECYqWgas7xnFBso78rGPepHs0WLfxCPwoqw4GmqCdy9my/Gm/g00/9cZ27slrdOqpAG6Z1gl5MvXbDhtHrKE1Yv4d7OgEAAAAgX2u5qwCOCuOIejPVc6fxwK1a5fjlchVsXnaZ33upQO/bb/3brjRvV6joxx/9wHNXCnmmVLlWqaqLFvm9sxp7qqD18svTAk0F1s895/+uAFa3XT367nEFlVdf7c/xqXRa1dHo0MEPeEVTnvz2m58W+/PPZsOGmb3xhtmdd6Zth4ZEPfOMP5WLUpFvucX/f4PqtAAAAACQ791/v5l6YoPiNQrC/vnHr+ia057E3AabSnHVNhx2WNp9mvZEKbMPPuinsZ54YtYFdkS9sAos9TqXXGK2zz5+6q16bJUGq/GSCmgPPtjv7Qxuu8Yju8BUqbX6qV5ITYuieTbD74OmPVGlXPVmHn20XzH32WfTpj2RSy/15/NUWq7GmyotV0WL0hcNAgAAAICYGzDAH0+o+SUrV/bH982bF73O5s1+r5qCJg17a9PGbMWK6HU0tYeK06jnT6/Ttas/b2R2KdhSMNS7t9lZZ/k3LWsMpwLOHMrVmE0N49Pfqm2/+GL/vnfeMXvgAf/vUjqselkVLKoAT0GQsnnZ6TE2DEg+7JcAuxSA/B0btGrlp48q4FRweO+9frqo0liDGipKv1QvmqbzKF/e7Lbb/GI6X3/tP670T/WcqXjOQw+pFLHfE9eunR+oJUCugk31BI4Zs3uRIL2SeiiVjqr3VD2SWc1VmZ8QbALIMwSbALsUgIIVG/z1l98zqTGHKpijyqZK/xw92uyii/x1NEawTh0/4FIhn48/NjvnHLM//0xL0XzqKTNNl6bXU7GaPVF6p6bHUeCrnkyloWoaHaWI6v/O4d+SqzTaESP88ZUKLsO3Cy/0/x79LRo7qZRfAAAAACiI1q9fb+vWrYvcsj3/poJL0dyP8t13fpEeTdsRHsdYq1Za755+qrBPeCxgUPBnzpzs/b/qEdWYRPWcKrBTT6qmB1Hvabp5v7PDnxAmhypUMHvrLb/wTrDdRx7pj48MHu/UKTevDAAAAAD5Q91gioxdevfubX369Mn6SZoaQ/M0qgiOgixRMRz1TCrQClNgGRTK0c/0RWeC3/dUTCegtF31Xup56lXVNB/qabzhBrMvv7S4BJsBFQLSDQAAAAAQbe7cuVZdc1fuUiKYMiMrKgKk8ZqTJsX/7VTBnWDaE6Xpal5LjaFUj6e2KR7BpoYPDRzoz0WpAkjhUZ8ax6m5MgEAAACgICtbtqyVU+9gdqnoj6bb0DjJ8PhIFf3ZutVszZro3k0FY3osWEfjLcOCarXBOnuitN1ffjF79VV/fkpVtg3SetP3quZVsKm5KzU+VNKXF0pfNAgAAACIpY0bt2b5eOnS2SiEAiQTzzO7/XZ/ig+lqwbjEwMNG5oVK+b39mnKE9HUKJrqRHNAin6qaM7KlX5xIdH8jwp206XzZuq00/xAU3NKBmM+1dOouSdVKTcewabGicoxx/jjUov+p2RcAAAAIPvKlBmS5eOe14W3E6mlQwe/N++99/y5NoMxlirUU6qU/7NtW7POnf3eRwWQCk4VYKoSrbRo4QeVV19tNmiQ/xqq2qrXzk76rjz6qNmmTWYLFpide67ZmWf6xYEUaKpCbQ7lKkwsWdL/G6dPz82zAQDZsVVXEiX4mW65eDDvFgAASG3Dh/s/Tz01+v4XXjC77jp/efBgf15N9Wyqqq16HYcNS1u3SBE/BVfzcSoI1XnCtdf61WWzS4WBNMelgk31kCqdV3I5zUiugs2bbjJ77DE/WM5u+i8AIGeGlCmz+52hKnNdcj5NMgDkCxs2dEz0JgCx5XnZ6/EbOtS/ZaZ2bbOxY3O/HZMnm11xhZ82m57GS27fnvfB5sKFfu+qUmhPPz16rKi24bnncvOqAAAAwJ4xJhPII7fe6o8DzUguLnLnKth8+WU/qNT8oEorDv//BJsAEBsdN2xIS50NejRVVY70WQAAkBeUPrv33n4qrea4/I/VX3MVbJ58MlVn84Vly/xbmLqsAzNn+gOS06tWzb8ByFMZjsnUfQSbAAAgL5xyitns2X7AF4MqsLl6BVXjRT4wYoRZ376ZP960acb39+5t1qdPnm0WAAAAgATQeEgVKdK0I6pum36O0F69cvRy/ylc/e03s6lTzfbay+y88/7LKyEh2rc3a90658+jVxMAAADIf8aNM/v1V7OdO83mzNn98XgEmzt2+HHKyJH+OM3Gjf3xm6rKqyq1mvIFKYB0WAAAAAABzcupYC9GCufmSQMGmD3/vB/wBkWJLrjAT+t9//2YbRsAAAAAIF5UnFAdUvPnm23b5gd84VsO5apnU3OLFivmFyk6/3z/Pk0HV7Om2U8/5eYVAQAAYo9aeACQA23bmr3yilnlymZFith/latgc+lSs7p1dx/uV7ZsxvN/AgAAJAK18AAgB/76yx8fecghfrHQcIGgXMxxmatgc999zRYuNPv777T7NPenejUrVcrNKwIAAMQetfAAIAfUq6mgcuVKs3feSbtfYyfjFWy2bOkXB6pXz/997ly/Oq7Selu1ys0rAgAAxB618AAgB2rV8oPKGMlVsHn//Waffean04p6WqV6dbN+/WK2bQAAAACAeFm0KKYvVzS3VwlnzjR78kmzadP8+447zuzWW/0UWwAAAABAwZbtYDOzHksFmYFhw3I11ycAAAAAoKAGm336ZD99l2Az9WzduDHLx4uXLh23bQEAAABQgILNGI8VRZIZoolSs9BFFagAAAAAINbBZozHigIAAAAA8rFcFQhC/tNxw4ZEbwIAAACAfIRgEw5jMgEAAADEUuGYvhoAAAAAAASbAAAAAIC8QM8mAAAAACDmCDYBAAAAADFHsAkAAAAAiDmCTQAAAABAzDH1CQAkk2XL/FvYpk1pyzNnmpUqtfvzqlXzbwAAAEmCYBMAksmIEWZ9+2b+eNOmGd/fu7dZnz55tlkAAAA5RbAJAMmkfXuz1q1z/jx6NQEAQJIh2ASAZEI6LAAAyCcoEAQAAAAAiDmCTQAAAABAzBFsAgAAAABijmATAAAAABBzBJsAAAAAgJgj2AQAAACARJo40ezcc83228+sUCGzd9+Nfvy66/z7w7dWraLX+ecfsyuvNCtXzqxCBbO2bc02bLBEItgEAAAAgETauNHs6KPNhg7NfB0Fl8uWpd1efTX6cQWac+aYffqp2Ycf+gHsTTfl+aZnhXk2AQAAACCRzjzTv2WlRAmzqlUzfuynn8zGjTObPt2sUSP/vieeMDvrLLOHH/Z7TAtaz2afPrv3Bh9+eNrjmzebdehgts8+ZmXKmLVpY7ZiRfRrLF5sdvbZZnvtZVa5slnXrmbbt0ev8+WXZscc47fPwQebjRy5+7boIsL++5uVLGnWuLHZtGl59EcDAAAAKBDWr19v69ati9y2bNmS+xdTUKOA57DDzG65xezvv9MemzLFT50NAk1p1syscGGzqVOtwKbRHnFEdG/wpElpj915p9kHH5iNGWP21Vdmf/5pduGFaY/v2OEHmlu3mk2ebPbii34g2atX2joLF/rrnHaa2cyZZnfcYXbjjWaffJK2zuuvm3XubNa7t9n33/s92C1bmq1cGac3AQAAAEC+U7duXStfvnzkNmDAgNy9kFJoX3rJbMIEswcf9IMj9YQqIJLly/1ANKxoUbOKFf3HCmoard6DjHqD1641e+45s9GjzU4/3b/vhRfM6tQx++Ybs+OPNxs/3mzuXLPPPjOrUsWsfn2z++4zu+cev9e0eHGzp54yO+AAs0ce8V9Dz1dAO3iwH1DKo4+atWtndv31/u96zkcfmT3/vFm3bvF6JwAAAADkJ3PnzrXq1atHfi+hVMvcuOyytOV69cyOOsrsoIP83s4zzrBklfCezfnz/RTiAw/0x7QqLVa++85s2za/9zegFNtatfxeYtFPvdcKNAMKINet88fGBuuEXyNYJ3gN9Yrq/wqvo95m/R6skxF1gYe7xNVFLjt2XV3Qz4yWt2/fHrW8c+fOLJe3bdsWtex5XtSybumXJbys54eX9fpZLWv7wsv8TbQTnz32J44RHMv5fuI7l/MIzo04h83ZebmULVvWypUrF7nlOthMT8HTvvuaLVjg/67eu/RpmfrMqkJtZuM883uwqbGRSnvVWNbhw/2U15NOUm6z39urnkmlHocpsAx6gvUzHGgGjwePZbWOAtJNm8xWrfJ7nzNaJ6seZ3WBh7vE1UUuP2lw7q6fwfKsWbNsvqJqM5sxY4Yt1B9qGhc6zZYsWeKWJ0+ebMuUR+wqH0+0VdowM/v8889tzZo1bnn8+PGRoHbs2LG2efNmFxRqWT/1u5ZF62l90fP1OqLX1euL/j/9v6Lt0PaItk/bKdpubT9/E+3EZ4/9iWMEx3K+n/jO5TyCcyPOYbN3Xv6fxmZmx9Kl/pjNatX835s00Um/34sW0Pm/gmMFXQlSyAvC7iSg96d2bT+ttVQpP601fTsdd5w//lKpyqrk+/vv0eMv//3XrHRpNbqfxnzoof7rdO+eto4e0zhOrbt6tZl6thVzqY0Cd9/tp0JnNp5WH6Dwh+iPP/5wAeeiRYusdu3akSs/RYoUiVrWh69QoUKR5cKFC7tbZsu6OqJ1g+WiRYu65wfLovXDy8WKFXNXU4JlXYHRNgTLumn9zJa1rp4fLGf0d/A30U589tifOEZwLOf7ie9cziM4N+IcNuPz8qVLl1qtWrVch06NGjX2HAhpPsygl7JBAz8gUtCjMZe69e3rV0tVL+Wvv/rBioLd2bP9Kqii4EfVVDUmUFmNCoJUMEjjEhMkqYJNOfZYP4W1eXM//VjBYLh3U8GoivyoeJAKAb3/vl/4J6BOQ/Uqq9CP2unkk/1KtI89lraOxn7qNTQuVGm0qmT75ptm55+fts611/rB73vvZW+79YGqWbNm9j9QAAAAAPKlHMcGX37pB5fpKShRCqgCFWUeKkDRGMQWLfxiNeH0TKXM3nabX2FV4wIVnA4Z4k/rUVALBKUP6BWoX321WcOGZsWK+QWX9D7JvHn+mM6gB1I/77/fT08Oii9pDtNy5VT5KW2dXZmlEVoneA2l6ur/0v8TBJvqbdbvaisAAJA/bNy4NcvHS5cuHrdtAYAop56qoiuWqXAqZ2bUA5rAXsykCza7dDE791y/t1LTmmjqkSJFzC6/3Kx8ebO2bf0pSfS+KYC8/XY/SFQlWlFAr6BSwemgQf4Yyx49/Lk5g97km282e/JJv6f5hhv81OU33vCrzQb0f+iigXqZlaarXtCNG9Oq0wIAgNRXpsyQLB/3vC5x2xYk1lad6GWhuMZkAUjtYFPjWhVYamxrpUpmTZv605poWTQ9SdADrOGRqiI7bFja8xWYfvihP6epglAdFxQ09uuXto6mPVFgqbTbxx83Uy/2s8+mTXsil15q9tdfflquAlZNoaKiRemLBgFAPHEyBAB5Y8ge0gq7JNcoMyBlJd2YzVTFmE0AsfZwoUJZPs7JEJAzpNGC4yvihdggCcdsAgAA5BXGZCLQUYVCAOQ5gk0ASFKcDAFA3mBMJhAfBJsAkKQ4GQIAAKmscKI3AAAAAIirPn38OQozovv1OID/jJ5NAAD2gMIyQD6wbJl/kxUrzJ56yp97r127tHWeeca/X3Pnff+9f1+1av4NQI5RjTZGqDgFAPlXoUIPZ/k48zMCKUC9lX37usWte1i1ePgXTQRPTydyiNjAR88mAAAA8r/27c1at3aLQxo2zHLVLt99l/YLvZpArhFsAgCwBxs2dOQ9AlJdTtJhjzkmr7cGKBAINgEA2APmZwTy2ZjNPQnGawpjNoFcoxotAAAA8r8RI8yUPruHFFonWE83PQ9ArtCzCQAAgAI1ZrPjsGFmzz1n1rat2fXXp63zwgv+/apGG1SpZcwmkGsEmwAAAMj/QumwxWvUMOvXz6xnz+h1TjzRrHZtsx07GLcJxADBJgAAAAqWrKYySR+AAsg1xmwCAAAAAGKOYBMAAAAAEHMEmwAAAACAmCPYBAAAAADEHMEmAAAAACDmCDYBAAAAADFHsAkAAAAAiDmCTQAAAABAzBWN/UsCAGTjxq1ZvhGlSxfnjQIAAPkWwSYA5JEyZYZk+bjndeG9T2LLlvm3nKpWzb8BAFDQEWwCAJCBESPM+vbN+VvTu7dZnz68pQAAEGwCQB7ZsKEj720Ka9/erHXr6Ps2bTJr2tRfnjTJrFSp3Z9HryYAAD6CTQDII4zJTG0ZpcNu3Ji2XL++2jjumwUAQMqgGi0AAAAAIOYINgEAAAAAMUewCQAAAACIOYJNAAAAAEDMEWwCAAAAQCJNnGh27rlm++1nVqiQ2bvvRj/ueWa9evmV61QKvVkzs/nzo9f55x+zK680K1fOrEIFs7ZtVRrfEolgE0gyGzduzfIGAACAfGbjRrOjjzYbOjTjxwcNMhsyxOypp8ymTvXLobdsabZ5c9o6CjTnzDH79FOzDz/0A9ibbrJEYuqTfGJPQQhTMKSOMmWGZPm453WJ27YAAAAgDs48079lRL2ajz1m1qOH2Xnn+fe99JJZlSp+D+hll5n99JPZuHFm06ebNWrkr/PEE2ZnnWX28MN+j2kCEGzmEwQoAAAAQD60cKHZ8uV+6mygfHmzxo3Npkzxg039VOpsEGiK1i9c2O8JveCChGw6wSaQZDZs6JjoTQAAAEAMrF+/3tatWxf5vUSJEu6WIwo0RT2ZYfo9eEw/K1eOfrxoUbOKFdPWSQCCzXyCACX/IOUZAAAgf6hbt27U771797Y+ffpYQUGwmU8QoABA3tF5QZEiZp077/7YffeZ7djhrwMAQNjcuXOtevXqkd9z3KspVav6P1es8KvRBvR7/fpp66xcGf287dv9CrXB8xOAarQAAOyBAk1VnB84cPdAU/frcQAA0itbtqyVK1cucstVsHnAAX7AOGFC2n1KzdVYzCZN/N/1c80as+++S1vn88/Ndu70x3YmCD2bAADsQc+e/k8FlgEFnv37m/Xrl/Y4AAC5smGD2YIF0UWBZs70x1zWqmV2xx3+l84hh/jBp754VGH2/PP99evUMWvVyqxdO396lG3bzG67zS8elKBKtEKwCQBANuh7fetW/7teCDQBADHz7bdmp52W9nswbuPaa81GjjS7+25/Lk7Nm6kezKZN/alOSpZMe86oUX6AecYZfhXaNm38uTkTqJDnaeIW/FdLly61mjVr2pIlS6xGjRq8oQCQD+l7vkwZf7l4cbMtWxK9RQCAZERs4GPMJgAAe7Bx41Z369dvq5n5t61bt1rPnv79AABgd6TRAgCwB2XKZJyGpFRa3TyvC+8hAADpEGwCQAwtW+bfckqVzMPVzJFaVJWWIkEAAEQj2ASAGBoxwqxv35w/r3dv5mlMZt27d3TTm9x+u1mVKmnTm5Uu7Vel1TybAAAgGsEmAMRQ+/ZmrVtH37dpk180TiZNMitVavfn0auZ3B54oHikQFBAgaZu6tUEAABJHGzqynD37madOpk99ph/3/LlZl27mn36qdn69WaHHWb2v//5VXwD//zjX2n+4IO0Cr+PP55WLVBmzTLr0MFs+nSzSpX89VU9OGzMGD8FatEif/qaBx80O+usOP3xKPBIvcw/MkqHDQco9ev7AQoAAEB+lxTBpoJApZ4ddVT0/ddc408j8/77ZvvuazZ6tNkll/jT0DRo4K9z5ZX++CgFpJq79Prr/elntK6sW2fWooVZs2b+/KazZ5vdcINZhQr+ejJ5stnll5sNGGB2zjn+czU/6vffmx15ZJzfDBRIpF4CAAAgv0n4PJsbNpgdc4zZsGF+RT9d9Q96NtU7OXy42dVXp62/zz5+r+ONN5r99JNZ3bp+sNqokf+45jZVj+TSpWb77ec/X72h6iXVnGjSrZvZu++a/fyz//ull/o9Dx9+mPb/HH+8vy0KULODuXQQ657N7KZekn6ZWnMz6phHz2bqoi0BANlBbJAk82wqvfXss/2ex/ROOMHs9df9VNmdO81ee81s82azU0/1H58yxe+hDAJN0esonXbq1LR1Tj45LdCUli3N5s0zW706bZ30/7/W0f2Z2bJli61bty5yW688X1ORiB2Rnxktb9++PWp5p/6wLJa3bdsWtRxcGwiWdUu/LOFlPT+8rNfPalnbF17mb8r7dlLAWL/+TqtXb5u7+KLlI4/020C0HNx/1FH+8tFH77BKlWinVNqfOEbkn+NeuC3zy9/E9xPtxGeP/YljRGyP5UhwsKngUamqSl/NyBtv+Kmx6s0sUcIvvPHOO2YHH+w/rt7KypWjn1O0qFnFiv5jwTpB5cBA8Pue1gkez8iAAQOsfPnykVtddbGaelt/ivwMlmfNmmXz5893yzNmzLCFCxe65WnTptmSJUvc8uTJk23Zrq6tiRMn2qpVq9zy559/bmuUS2xm48ePjwS1Y8eOtc2bN7sdQMv6qd+1LFpP64uer9cRva5eX/T/6f8VbYe2R7R92k7Rdmv7+Zvi306T1J25yzfffEM7pfD+9MMPP0Ta8scff2R/SuHj3oIFCyJtuUiD/JP8s8exPDWOEbQT7cRnL//tT+qYgn/VNCEWL/a8ypU974cf0u475RTP69Qp7ffbbvO8447zvM8+87yZMz2vTx/PK1/e82bN8h+//37PO/TQ3V+7UiXPGzbMX27e3PNuuin68TlzdKnB8+bO9X8vVszzRo+OXmfoUH/7MrN582Zv7dq1kdvcuXN1+cJbtGiRe3z79u3uln5527ZtUcs7duzIcnnr1q1Ryzt37oxa1i39soSX9fzwsl4/q2VtX3g5o7+Dvynv22nNmm3uc6qblmmn1P3shdty7Vr2p1Q+7qn90rdlMn/2OJanxjGCdqKd+Ozlv/1p8eLFLjZYsmSJV5AlbMymxkxecIG5ecsCyuQpVMhPg1Waq3ow1QlwxBFp6yjdVfdrLOXzz5vddVdaOqwoY6hkSb+6rF5fRYZUJEj/X+CLL8xOP91Pz917b7Natcw6dza7447oOe/0nFCHRJbIy0asMTYs/6At8w/aEgCQHcQGCU6jPeMMvzLszJlpN429VHVZLf/7764NTLeFCk53pUpbkyZ+tdrvvkt7XD3terxx47R11OO+a5iLo8q1mkZFgWawzoQJ0f+P1tH9AAAAAIAUmvqkbNndpxVRhUaNz9T9Cg7Vg6lxmg8/7N+vnkYFgUHV2Dp1zFq1MmvXzu/p1HNuu83sssv8SrRyxRVmffuatW1rds89fk+p5uEcPDjt/9XcnqecYvbII36xIo0l1fQqTz8dxzcEAAAAAPKRhFejzUyxYhpsa1apktm55/pzcL70ktmLL/pTmwRGjTI7/HC/p1T3a6qIcJBYvrwG8GrAsFnDhn7aba9eaXNsBlVvNbemnnf00WZvvukHtsyxCQAAAAApOs9mfkFeNmKNsWH5B22Zmpj/FgCQW8QGCU6jBQAgmY0Y4Q/DyIwyaTKiAnN9+uTZZgEAkDIINgEgjyjgUFEzVbtO7777/ArcBCXJSzUDWrfO+fOqVcuLrQEAIPUQbAJAHlGgqTHiW7fuHmjq/n79eOuTmYJGAkcAAHKPYBMA8kjnzltdoNm/f9p9CjAHDTLr0cOsZ8/ivPcAACDfItgEkgypl/lHmTJDdrtPgaYoAL3vvi7x3ygAAICCPvUJUNBTLwcOzDj1Uo8DAAAAyY6ezXxWlj87GIeU3Hr29H8qsAwo8FRPmFIwg8eR/DZs6BiVOhtQCm23bonbLgAAgHgg2MzHZfkzQ1n+5KeAMjzWj0AzNZUuXdz1SKcPNNWexYtz4QAAAORvBJv5rCz/pk1pc79NmmRWqtTuz6O6YmpQz1cQbBKYpKYg9TkIMIN2VXsGPdf0VAMAgPyKYDOFZZQOu3Fj2nL9+upZiftmIUbCYzbVy6nAhcAktWgeTaXQap7NcEXaoB31OAAAQH5FsAkkIQWW4eBEPWP0hKVmZeH0F4ECXDgAAAD5HcEmkGR69tzqAs27704b63f77f5PP+AsTqACAACApEewCSSZ/v39uRnDRWWqVElb3rGDuRkBAACQ/JhnE0jR1EwAAAAgmdGzCSTp3Iwa5xf0aK5YQbEnIJE2bty6x2luAABANIJNIMlkdNKqqsJUFgYSp0wZP709M55HejsAAOmRRgsAAAAAiDl6NgEAyGZ6OwAAyD56NgEAyEZ6e1Y3AAD+cwXIQoWib4cfnvb45s1mHTqY7bOPxnaYtWnjF/VIcgSbAAAAAJBoRxxhtmxZ2m3SpLTH7rzT7IMPzMaMMfvqK7M//zS78EJLdqTRAgAAAECiFS1qVrXq7vevXWv23HNmo0ebnX66f98LL5jVqWP2zTdmxx9vyYqeTQAAAADIA+vXr7d169ZFblu2bMl85fnzzfbbz+zAA82uvNJs8WL//u++M9u2zaxZs7R1lWJbq5bZlClJ3W70bOajNO8iRcw6d979sfvuM9uxw18HQN4KMl/CNm1KW54506xUqd2fV62afwMAAPlH3bp1o37v3bu39cnopLxxY7ORI80OO8w/kejb1+ykk8x+/NFs+XKz4sXNKlSIfo4mZNdjSYxgM59QoNmrl9nWrbsHmrq/X79EbRlQsIwY4X8/ZKZp04zv792bC0JAstu6cWOWjxdnQmQA6cydO9eqV68e+b1EiRIZv0dnnpm2fNRRfvBZu7bZG29kfJU6RRBs5hM9e/o/FVgGBg4069/fDzSDx5Gc6A3LP9q3N2vdOufPo1cTSH5DVAEyC124agQgnbJly1q5cuVy/r6oF/PQQ80WLDBr3tzvUVqzJrp3U9VoMxrjmUQINvMRBZT6HCrAFALN1EFvWP5BOixQwNOMACAWNmww+/VXs6uvNmvY0KxYMbMJE/wpT2TePH9MZ5MmSf1+F/I8z0v0RuQHS5cutZo1a9qSJUusRo0aCdsOZfgEF16V2p3VGGQkd89mdhDYAED8DtAb//nH7OWXzV56yeyaa/yTwNDvpTt14gANIHexQZcuZuee66fOaloTZUqo0MPcuWaVKpndcovZ2LH+uE71lN5+u/+8yZOT+h2nZzOf2LjRH6wZHpupXk71dnbr5k9IjuRF0AgAyZ96Mjx8vwJM3UK/dwn/TkotgJxYutTs8svN/v7bDy5V5EHTmmhZBg82K1zY79lUb1LLlmbDhlmyo2czn/RsFir0cJaPe16XuG0LAAD5Rqhn82GlsmWhi6YnCHAVESjQEh0bJAt6NgsIVaWlSBAAALnXcdIkf+GZZ8xefDHtgbZtza6/nrcWANIh2Mwnunfv6OoSKH1bU+4EBapUhV1VaTXPJgAAiHEFN3nuOf8WRhotABBs5hcPPOCPyQxPAaZAUzf1agIAgP82n9GQPaXR3nyzWbt2/i/MZwQABJsAAACZysnYS6UWHXMMbyYA7EIaLQAAQDZ01Lx3WVE6EQAggmATAAAgG4oTTAJAjhTO2eoAAAAAAOwZPZtAktm4cWuWj5cu7ReDAgAAAJIZwSaQZMqUGZLl457XJW7bAgAAAOQWabQAAAAAgJijZxNIMhs2dEz0JgAAAAD/GcEmkGQYkwkAAID8gDRaAAAAAEDMEWwCAAAAAGKOYBMAAAAAEHMEmwAAAACAmKNAUApbtsy/hW3alLY8c6ZZqVK7P69aNf8GAAAAAPm+Z3PgQLNChczuuCP6/ilTzE4/XRU6zcqVMzv55OiA6p9/zK680n+sQgWztm01dUT0a8yaZXbSSWYlS5rVrGk2aNDu//+YMWaHH+6vU6+e2dixlvRGjDBr2DD61rRp2uNaTv+4bnoeAAAAAOT7ns3p0/0A6Kijdg80W7Uy697d7IknzIoWNfvhB7PCoRBZgaZ69z791GzbNrPrrze76Saz0aP9x9etM2vRwqxZM7OnnjKbPdvshhv8wFTryeTJZpdfbjZggNk55/jPPf98s++/NzvySEta7dubtW6d8+fRqwkAAAAgrxXyPM+zBFIv5DHHmA0bZta/v1n9+maPPeY/dvzxZs2bm913X8bP/ekns7p1/WC1USP/vnHjzM46y2zpUrP99jMbPtzsf/8zW77crHhxf51u3czefdfs55/93y+91GzjRrMPP0x7bf3f2hYFqNmxdOlSq1mzpi1ZssRq1KiR+zcEAAAAQEojNkiSNNoOHczOPtvveQxbudJs6lSzypXNTjjBrEoVs1NOMZs0KbrnUz2UQaApeh31fOq5wTpKvQ0CTWnZ0mzePLPVq9PWSf//ax3dn5ktW7bYunXrIrf169e7+3fs2BH5mdHy9u3bo5Z37tyZ5fK2bduiloNrA8GybumXJbys54eX9fpZLWv7wsv8TbQTnz32J44RHMv5fuI7l/MIzo04h83ZeTkSHGy+9pqfqqr01fR++83/2aePWbt2fo+lekDPOMNs/nz/MfVWKhgNU6ptxYr+Y8E6ClTDgt/3tE7weEYGDBhg5cuXj9zqqovV9bb+FPkZLM+aNcvm79roGTNm2MKFC93ytGnTXE+oTJ482ZbtqvYzceJEW7VqlVv+/PPPbc2aNW55/PjxkaB27NixtnnzZhcUalk/9buWRetpfdHz9Tqi19Xri/4//b+i7dD2iLZP2ynabm0/fxPtxGeP/YljBMdyvp/4zuU8gnMjzmGzd16ujin4PWAJsXix51Wu7Hk//JB23ymneF6nTv7y11/rcoDnde8e/bx69TyvWzd/+f77Pe/QQ3d/7UqVPG/YMH+5eXPPu+mm6MfnzPFfe+5c//dixTxv9OjodYYO9bcvM5s3b/bWrl0buc2dO1eXL7xFixa5x7dv3+5u6Ze3bdsWtbxjx44sl7du3Rq1vHPnzqhl3dIvS3hZzw8v6/WzWtb2hZcz+jv4m2gnPnvsTxwjOJbz/cR3LucRnBsl+hx2Z69e3vY+fTI8h92h+3v3Tsg57OLFi11ssGTJEq8gS1iBoO++81Nl1VsZUHapOt2efNJPc5VdHYYRdeqYLV7sL1et6r9GmDIcVKFWjwXrrFgRvU7w+57WCR7PSIkSJdwtoFRaKVKkSNTP9MtF1fWag+VixYrlarlQoUKR5cKFC7tbdpcz23b+JtqJz17O9qeNG7dG9p8tW9KWzfxU+tKl/fx+jhEc9ziW8/3Edy7nRpzv5e4ctlDRolakVy83jq5Iz55p560PPOCnSPbrl5BzWP0dSGA1WqXDqjJsmCrJavqRe+4xO/BAv8BPEHQGfvnF7Mwz/eUmTZQi6geumtJDlC2qVOrGjdPWUYEgDVkMPgeqXHvYYWZ77522zoQJ0dOuaB3dnyrCJ7UZCU5qAcRPmTJDsnzc87rEbVsAAMiP1lx1ld/TpIBTPzt2NBsyxK84escdViEUgKIABZtly+4+rYjm0txnn7T7u3Y1693b7Oij/cqwL77oV5B98820Xk5NjaIxnaoaq4DyttvMLrvMD1TliivM+vb1599UEPvjj2aPP242eHDa/9upk1986JFH/GJFGkv67bdmTz9tKYOTWgAAABQIM2eazZnjFp9VsBlQgBlMa7Hr9y7hSqJHHOEHFShY82xmRj2Nmzeb3Xmnf6FCQad6HA86KG2dUaP8AFM9pepNb9PGv5gRKF9eA3j9qrfq/dx3X//CRzDHpqjarebW7NHD7N57zQ45xJ8aJZnn2ASQ/DZs6JjoTQAAIP9RkPDVV9lbNxyMqnfpyy/zbLOQhPNs5heJnkuHNFoAAAAUtJ7NNUEBl08+8W8aK6nwRvMYtmxpFcJTV8SxZzPRsUGySOqeTWQfYzIBAABQIChg3BU0VtA/993nB5r9+plpjKZ+VyrjiSf6KZJIGIJNAAAAAKkpCCyDQFOCn7o//DvijmATAAAAQGrS3InhQDMQ/K7HkTAEmwAAAABSk+bSzAw9mgnnz4YKAAAAAEAMEWwCAAAAAGKOYBMAAAAAksHQoWb7729WsqRZ48Zm06ZZKiPYBAAAAIBEe/11s86dzXr3Nvv+e7Ojj/bnCw3mEk1BBJsAAAAAkGiPPmrWrp3Z9deb1a1r9tRTZnvtZfb885aqCDYBAAAAIA+sX7/e1q1bF7lt2bIl4xW3bjX77juzZs3S7itc2P99ypSUbRuCTQAAAADIA3Xr1rXy5ctHbgMGDMh4xVWr/DlBq1SJvl+/L1+esm3DPJsAAAAAkAfmzp1r1atXj/xeokSJAvU+E2wCAAAAQB4oW7aslStXbs8r7ruvWZEiZitWRN+v36tWTdm2IY0WAAAAABKpeHGzhg3NJkxIu2/nTv/3Jk0sVdGzCQAAAACJ1rmz2bXXmjVqZHbccWaPPWa2caNfnTZFEWzGyE5deTCzZcuWxeolAQAAAKSgICbYuStGyJZLLzX76y+zXr38okD165uNG7d70aAUUsjzPC/RG5EfTJ8+3Y7TFQgAAAAAMLNp06bZscceW2DfC4LNGNm+fbvNmDHDqlSpYoU1J06Sz/ejMsyqjqVBy0hdtGX+QVvmH7Rl/kA75h+0Zf6RSm2pHs0VK1ZYgwYNrGjRgptMSrBZAGlCWc3zs3bt2uxVx0LSoi3zD9oy/6At8wfaMf+gLfMP2jL1JHcXHAAAAAAgJRFsAgAAAABijmCzACpRooT17t3b/URqoy3zD9oy/6At8wfaMf+gLfMP2jL1MGYTAAAAABBz9GwCAAAAAGKOYBMAAAAAEHMEmwAAAACAmCPYBAAAAADEHMEmAAAAACDmCDaRcDt27Ej0JiAOPM/jfQYAAChACDaRUNu2bbMiRYq45cWLF9vOnTtpkXyqUKFC7ueqVasSvSnIJi4Epd5FHC7qAACSCcEmEuazzz6zu+++2y3fdtttduONN9qWLVtokXxm3Lhx9u6777rlzp072+DBg23r1q2J3izswbp16yIXgn744Qf2zSS0YMGCyL5033332ffffx+5qIPklNkFVS4S5L82Drcp7Zua+yUdILFRNEavA+TI9u3b7YsvvrBJkyZZkyZNbN68eTZlyhQrVaoU72Q+8s8//9ioUaPsm2++sZdeesk+/vhjmzp1qhUvXjzRm4YsfP755zZ06FB78cUX7X//+5998sknrt1KlCjB+5YEdOI6a9Ysa9Cggduv1DbPP/+8XXzxxYneNGRBJ66FC/vX+PV9p4s5OhbWr1+fiwT5sI0XLVpkZcqUsZIlS1rZsmUTvWnIRpvp4vjGjRutdOnS1qpVq8j9+G8KeVxuQQKdccYZLui89tpr7YUXXthtx0fqmz9/vp177rn2yy+/uF7NTp06Ra7y0guTnJ555hkXxKxevdqWLVtm06dPtwMPPDDRm4V0+vbtawMHDnRBy4QJE6xx48Zu32K/Sj7hdlGGx6uvvuqGkegC6+mnn+72OS7C5R+6SKc2Vpsr2Hz44YetWbNmVqxYsURvGjLZL++880575ZVX3H5YtGhRq1Chgr3//vtWu3Ztjqv/EWf0SAh9yepE9thjj7X27du7QKRLly4uVU+Bpno+kdqCgFJfrnXq1LFzzjnHnn32WXv77bfdwV03UlSSU7t27axmzZo2d+5cO+644yJX5bk2mVxjaQ899FCXRqvjprJD1q9fT6CZ5Ce0X375pX344Yf21ltvuUyPIUOGuMyBiy66KNGbif8gfGxU244YMcIGDRpk999/vzVt2tRat27tsg/Sr4vk2C+nTZvmMu2C7Kt33nnHypUr5y4QKENL69FuuUfPJuImsx5LBZa6Qj9+/Hg76aST7IEHHohc4VUQesghh3AClQ/aec6cOe7LV71k+gK+4IILIo/9+eeftt9++8V5S5HRF68uBCmYUU/L2rVrXUpt5cqV3X6p3k3tr7rqi8TvW5s3b3btNmDAAHd78skn7aqrrnIpYGH0diYHBSG67bPPPvbEE09E7tdYW53U3nTTTa6nGqlrzJgxNmPGDKtatap17Ngxcr/GVOs8R0NKGjVqlNBtRLTXX3/dDfdRlsHo0aMjtQr++usvl0pbpUoVGzt2LG/bf0DPJuJCJzvBSdKwYcNcz8ktt9zirh7pxPXee+91O/XkyZPtrrvucsGHvnx79uxJoJmi7awDuMb9Pf74467YzBFHHGH33HOP6ynr1auXvfnmm249XfEdOXJkgre8YFMQE1zhVfsp7ev222+3Hj162OWXX25//PGH20cXLlwYCTS//vprCj3FuY2CfUu9mDNnznQ9mjpB6tevn91xxx2u0Nprr73mxhyJiq7Nnj2bY2iCBD0h+rl06VKX2aFezBUrVkTW0YWdY445xu1vGse5YcMGelBS1I8//ugu+mi4iC7aSfBT5zLNmze3xx57zO3L9JIlx36pbBAFkt9++6399ttvkUBTF1UrVapkt956q/3++++2cuXKBG5xPqAxm0Be2rFjR2S5e/fuXvny5b0LL7zQa9WqlVeoUCGvc+fO3vbt272NGzd6/fv39+rVq+ftt99+3rHHHutt2bKFxkkRO3fujCzfeeedXoUKFbxjjjnGq1q1qnfggQd677zzjnts9uzZXrt27bzSpUu7tj744IO9rVu3JnDLEXjooYe8M8880zv33HO9Pn36RO5//vnnvVNOOcU777zzvIkTJ3otWrTwTjzxxKg2R3x06dLF7TMlS5Z0baLjZ6Br165eiRIlvJtuusm1zwEHHOBt27aNpknw915wfJs+fbr77qtYsaL3yiuvRK3/+OOPe0cddZS3bt26uG8r/nsbi85j1K76XqtTp473999/u/uDffDaa6/1LrnkEt7uJGmzVatWuZ9//vmnO2fZZ599vF69ekWt/8EHH7jj6KJFi+K+rfkJuVDIc8HVeKVRao5FVfs6/vjj3X3q3briiivcmLA+ffq4Xs02bdrYkiVLXNEEXWUibS81BD1jy5cvd70uKvykFGj1kmk8ktpWYyDUruolO//8813xoA4dOrjeMto5sb1lSm1WmvN1113nesweeugh13upirTXX3+9W+/ll192PZ1Kp1V6LYVo4ttG6rV84403bPjw4W6f0RgjZRCop0yFLdR+SnlWWuZBBx3k9kGtp96z4Io94ttmahNlBDz44IMufTLI1lHKs3q9VBxP7ffee++5QiSqXorUamPtjzqH0bFRN+1zavdLLrnEpU2XL1/era+pig4//PBEb3qBlf77TpkEyrzSsbJbt25uf9R4amUX6BxFabRKd9d+qRoG+A8SHe2iYHjrrbe8GjVqeAcddJC3YMGCqCtML7zwgrtKr6u+6elKIVKHrs6rN1M9X6tXr466iti8eXOvQYMGGT6Pdk6sqVOnul6xTz/9NHLf/PnzverVq3utW7eO3KcrwOqZDtqVXrP4+eyzz7xOnTp5Dz74YOQ+9YK9+OKL3mGHHeb2vcC///4bWaaNEkf7lPYhtU24Z0T72wUXXOAVLlzYO/zww71LL73UO/XUU71NmzZl2GOG5HX33Xe77J3HHnvMW7FiReT7bPTo0a5tq1Sp4p1xxhnelVde6X4PernJCklsmyl7Thk7CxcujNz/xx9/eB07dvSKFy/u2u3iiy92PdHB8ZT9MvcINhEX77//vnfOOee4nXjSpElRJ0H6Eq5du7ZbB6lLX6JPPfWUS5ndf//9IwGk0qPl+++/d+lj3333HV+0SWTcuHHuZKlSpUruJFiCE6IZM2a4dOfXXnttt+dxgSA+dFL6+++/u+EHGnZw2223RT2u/UuByzXXXJPhc5EY2mcqV67sjncBnbQGqXu//PKLd/7557sLcEpfD2zevDkh24uce+KJJ9xx84cffojcFx4S8u6773qNGjXyDjnkEO+jjz6K3M8FoMT5+OOPXaA5ZcqUyH1r1671Zs2aFbmAp4t6DRs2dMO+AsGFIOQOBYIQcxlNZ6F5FpVGqfTZtm3b2nfffRcpNKK0IV34UOoeUredNcWJJpXv3bu3/f333y4dU/baay/3U+2rKpklSpQg/TKJqAiCijSp8qxKvgdtqfZV+tD+++/vpilKj7TMvBMuHqKUy1q1arnhBwcffLBLndUtoP2rXr16rrjFpk2bol6HNOf4tVcwHU1ARUVOOOEEV/xn1qxZ9uijj1qDBg2sYcOGroiMhhh0797d/fzggw9cGq3o+IjU+M5TQSANMTjqqKNciqxS2dXml112mSt+eN5557nCXdWrV3eFEYPCXcwjHj/p90udm1SrVs2di6pqsIqraZ9Uu6mgmvY/FTLUnMUaKvLII4+452k4EHKPqU+QZznx2lF18qMg48ILL3T3/d///Z/LldeXr8ZoKuDUQVljWn744QdOYFO0MqbauEaNGlaxYkV3cNeXrqornnnmmW4Cc62rIFTzVaniMF+2iW+3sJ9++smNMdL0Q5riROPIRHM4KpBRlVO1J+LbRjp+qtqsxhLpAsDEiRPdRRwFMDfffHNkDjhdLDjggAPcmFrE37Jly9wJrGguxRNPPNGdyKoegfYbzd2nNtP9quz89NNPu+87jQPTVFAKRDWnrabHUFsi+fz777+RC6e6OKAL6AoqVcVU33GvvvqqG7epC3T6TtT+qnbX/qxx1k899ZS7KKExgRrDibynfapu3bpuWVWAVRFfY9p10UfnJtpHW7RoYaeddpo7zmp/VZ0CBZrapzXOWhf5NHNCp06daLL/Ipc9okCW7rrrLpeqoPQRpeGdfPLJ3jfffOMeUzVLVVFU1cSzzz7bGzZsWCRFgdS85BdOzVOaidJmlYap6rOqYBqMTRo5cqSr7qbUvw4dOng33nhjZOwD7Rx/4fEmb7/9tjdixAiXvrdy5Up3n8ZSq43Kli3r3X777a4tVX1W+zBpX/Fvo0ceecS9/6eddpprjyVLlrj7P//8c1cdcd9993Xj/JRC26RJk0j6Jamz8TVt2jR3jFPNAVUK1liv3377zT2msZrNmjVzwwt+/fVXd5/GiKnS+pw5cyKv8fXXX3vXXXcdFS+TlIb4nHTSSW75jjvu8GrVquVt2LDBW79+vatFcOSRR3oDBgyIpEy//vrrrhr0P//8E/m+e+6557yWLVt6ixcvTujfUlDMmzfP7ZeDBw92Y6d1fvLzzz9Hxr/fcMMNblzt8uXLI6m0xx13nNsXg2Po0qVL3XPD4zqROwSbiLlnn33WjWPQgVcFRTTeqH79+m5Hnjt3rltn/PjxXps2bbzGjRu7sXzCWJXU8uijj7oTXo2B+PHHH72HH37YFUBQYLls2TJ3AUEBp4pCXX311RkWL0H8aaoMnRBrLFHNmjVdAROdHAVFga6//nqvXLly7gKRCnsFgSYXCOJHF3F0oUYnsG3btnUnrtWqVYsELBr3ros8Oq5qHwswVVT8rVmzxl0M2Guvvdy42uBiW3DCGi4Io+84TfmlgjHpi40wJiy5AxcdMw899FB3bAzG9wWCoFJ0vFQbX3bZZVEXftTeCmgQH9rvVHyyWLFirs2CC0Dp9zu1l8ZpasqvE044IfJ48JPvvdgg2ETM6UqQrraHd1TtzOoh0RxjAQWcms/v+OOPj/R6IvnpC1QHaPVK33vvvVGPqbpbUOVNVJFWJ8Pq+bz55psTtMUIKKhU0RIVtNBVebniiitc0KmLBqLHbr31Vjfn36hRoyL7MT1m8aHCMbpoM3bs2Mh9uiKvkyFduAl6onUFXj2cl19++W4nv4gv9Z6oFyVcAC98kqpA8plnnnEZPSoIFASgVLdMHaomqzZWFkFwYSB8TNTx9KWXXvLOOussN89m+CIDx87EePPNN12bBT2cgWC/08U57ZdqU118Zb/MOxQIQsyLWijXPSgooiIiGneksQwPP/ywG6+n8ZnSvHlzN3heA7JVKEHj/sKFMZCcVHRE4zI1F1VQMCEo7qRiCWeffbabu0rrVKhQwc2bqvGAzz33HOMeEkz75qGHHmqHHXZYpODBqFGj3HgyFfASFbvQeMAmTZq4QiZqN+3HFJuJvYyOd+vWrXPFZapWrRq5T0VkNJ5PxdQmTJjg7lNBC82BqmJrOn5qDCASQ2O9NLep9hvNI/zpp59G5ogO2lRtp31r2rRpbjyfHmPseuq48sor7e2337Y///zTzjnnHDcHY/iYqAJrqkWhcZ36LARtrHU4diaGCjTpfPPZZ59132/6PpOgPXTeojmjzzrrLDfnJvtlHsrDQBb53FdffeU9/fTTLuVL6V3B1aIJEya4cZpDhw6NWl8pebrip9Lv4St9X375JeMYkph6TdSm6olWD3VA5cGVWqQ0MgnSLe+//343NiVMz9P4CKUjIXF69erlpqVJn9I8c+ZMlxIdnqZBqdHq9VT6u9K/uDofe3///bfrEfnrr78i9ykbQL1fDzzwQNRYWfWmKDtE90vQHto3lU6r8UVILH23tW/f3vVwql0CarPwvkVqXmoJH/s0FEiZIEqFDqaxEWXw6LswWJc2Th5KX3/yySfdvLaDBg2K3N+tW7dIRo/QZnmHYBO5osHuSpdUWpAOvEqTDFK5dOKk9EqleGlcnwINDYpX2qVSwYKDMSevyU9jHjQH6hFHHOFSUa666io3Blc0sF5jbvWYxuZqvj+loZx++uluvfRo7/j55JNPXIEfjRvSPJrBeGgVOqhRo4Y7IQ5TGrsCmaCAQuCnn35y428Re6+++qorLnLYYYd5TZs2jZz0KLWrXbt2bvxQMJZWVJBE+5uKzYgu7gUX+BgHnTw0fk/7V5EiRbz77rvPjX3WRVZOZPMPHRdVJEhFgzR/pi6ual7GYH/kuy756LiqgFPnMZdccokbB69jL8Xv4oOpT5BjKt2tqRGeeeYZl36gdDyV4A9KfYtSF0aPHu3SFpRCqxQipVQqjTaYw48UouT25ptvunmnlIJy6qmnujZVithDDz3k0sV0sUrpQnfeeadLH9IcgEob0k0lxdXOWocUovjS1AtKq2zatKmtWrXKlXJ/7bXX7KKLLnLl+zUtzeDBg61Ro0ZujrE1a9a4aWmUBvbFF1+wX8bBSy+95MrpK71c05qoRL+OjZoGSimzSrtU2t7y5cvtoIMOsmOPPdZNt6A54rRvBXMUB9jPkov2Mw0bGTt2rJsKQ/sc33v5i1LdNX1G8eLF3TmOpnrjOy/+cnLs07offfSRm3pIc58OGTLEtZmG/DBvdN4i2ESOaCxmhw4d3LgvnaAqaNROqnFdI0aMcONRAnps6dKlbh4qzSulgCUYx5L+ZAnJRXPBtW/f3k455RTr2rVrpM3U9joBfuuttyLr6kD9wgsv2Pr1690Xr56ndWnn+NM8mddcc4098cQTdvHFF7v71H7vv/++uzBQunRpF1zqJLhv3762YsUKN++Ybgo0OSHOe2qHq666yu699173U3Tc1Jx9Oo5qzjfR/qS5+XQSu3nzZqtVq5a78MPJUfylvzia3ZNTzYG69957u5Nhjof5K2gJahf89ttv7oKQPh+0cWrQ/NE6VxHaLD4440eO6ItTV2oVbOpgG3zh6j4FKLoir8lxdUIkOkHSLaCDM4Fm8lPb6mCsIjEStJmCEp0s68s2uNCgm3pAw2jn+Nu4caO9++67Lmg5//zzIyfIKsT13nvvRU6WlWGggiaXX365603ThSBNfM3JUnysXLnSnZxq3wpOWo877ji3b/38888u2NTJkHpLdKFANxVZ03FVODmKv2Df0QVV7VtVqlTZ43PUthUrVnTL2hf53ktev/76q9sn5fXXX3dZIer5yoz22eD7T5kIwn4ZX1OnTnVZdUcffbTLrjr++OPt0ksv3ePz1G5BoCn0aMYHwSayLTgxCip6he/TzqsAM7jJl19+aY0bN3a9KQF27NSw3377uRSTGjVqRH2R6vfgSn3QlqqCqQN+GO0cf9rPtL8p0A/2QTnggAPcRSClYKrCqdoxCERPPPHEyHqcEMdHnTp1XJpzcHIb7Ft6/9V2Ej4ZkiDQ1PGWoCUxVIVUx0T1OHfp0iXLnrDwY8ok0AUeJG/Qooydu+++2y2rjRV87kn6tme/jG8Ksy5wa3iBjpuqqK5K+Hui/TK4cKSsO53PMMwnPpj6BNmmnTJcqj+8rMc0hUlwUqSU2QcffNCVAUdqCgJNtXMQPOrArpOt4H6N2dXVfiQHjaW+4YYbou7Tl6vaLXzlfcyYMa6HLf16yHvKAtG0JelPfnSVXuM3g/tbtWplEydOjHouJ0aJU61aNXdyG9QlSP99mFGgqfHTmnIhOGYi+ZQrV87q1atnnTt3du2l8dPKxgou/GQk3MaafkhjrxHfY+j999/v9kXVBtFN0wplNXVeuM00ZlN1J9J/ByLvcHaBHAmf7ITnj9LJrFK/VGREg+Y1rk+FhDg5Sn3hdlbhC910Uqy5xpT2pzk1kby0b+qiT6VKldzvStPUhaB999030ZtW4Gm/CoJNXawLljVXrYpuBWnsiK9gfsz0bdWnTx/78ccfXXG84L7MTmh1EU49Zq1bt3Yp0UguQWCiTAPdFHgoyFSNCdEF1mAe6czaWGOqb7/9djcMAXkv3B7K0lHGgAoTqlaBhvcE7ZI+6NTzwoGm5nfXRVkNXUB8EGwiJoIqbAo058+fb7Nnz45MkIvUFxy8Nb5PB/gLL7zQfvnlF5s3bx7tnOSCkyMV91JPtC4EKV1MgU1WV4IR3xMotYWOlxpPu2DBApcqxjE0vr777jv3M8gA0BjoRYsWRXqcdXKq4HHSpElRbZdRoKm0TKX3aWJ5JJdw8LFlyxY744wzXC+Zeq5VXE09nJlle4TbuFu3bq44ni68Iu/bLGgPVeTWOPeffvrJ+vfv735X+rN+htso/fPUZhoDr+rQOodBHMVpihXkc59//rmbv0jzTmmuRWH+ovzn2Wefde2s+f5o59SguTU1J67mFDvooINotyQTzMmnOYu1bx199NG0UQIMHz7cvf+aN1EWLVrklSxZ0jv++OO9Cy64IDIH7dSpU71ixYp5U6ZMyfB1NA9q+fLlvTfffDOu24/sCebClPvvv9+7/vrrvZUrV7rf58yZ41199dVekyZNvJEjR0bWe+KJJ7w//vgj8vuIESO8cuXK0cYJaLNevXq577LRo0dH7tOy5jm94YYbvG+//dbdd84553jvvPNO1P5doUIF2ixBCDYRM3fffTcnSfmcTrBatWoVuZDABYXkpxMonUTrpJl2S16dOnVyE43TRomhYLJ9+/be3nvv7b3//vvuvr/++st7+eWXvbPOOsurWrWqd+mll7qT1auuusoFKZs2bYp6jZdeeskFqASaya9r167uItywYcPcBbnw8fLaa691wUvnzp29s88+26tevbq3ffv2SKBZokQJ76233krg1hdM3bt39ypVquQ6N8LBv7z22mvuIrjaTbeaNWtGzkdff/11b6+99vLGjBmToC0H82wiy/nE9nR/RiW/lXIUroaJ5BO0Zzj1a0/zjKV/nImQU8fIkSPtyiuvjKRlUjkx+Wj4QTBfH8fQxFCFysGDB7v5TlVES9MGBce9N99806XZaoy6fte0Jhrfp2lQdCzUTSl9moJB6epIXkqPvuWWW+yDDz6wRo0aRaaO0ryoNWvWdJ+DoUOH2tdff+3aWZ8FHTtVkfh///ufnXvuuaRhxtmcOXPctF5PPvmkm/9b9UH++usv++ijj9z+piloJkyY4FJpV61a5fbFYL5vpTrvv//+bn9GYhBsIsOAcsqUKW6AvErw169fP8t3KRyE6ACgcX1IjXZeuHChlSlTxlXC3FMRi3BwqSJBVBqOr8wu+GQV9Kd/DkFM3gq/3+nbJasLdkiccLu89NJLrhqpqovquPjGG2+4qsBhGqf+zjvvuCJBLVq0sOHDh0ceY/9KDQpYFHB+9tlnbuqucePGuQsMmqZGhWM0vZvaUuc2OgfS+U2wPysgDeZPRfwoiDz55JPdeGm1h/Y/tZ8CS/3+1VdfuUJPYeyPyYNvPuxWgl8lwDV4WleLdAVP0ymo0mywXmaB5mOPPWYtW7a0DRs28K4msaCddYVWhRF0JV43FUgICmGkF57+RFd8H3jgAVdYAfE/IdaJ0VtvveV+7mlO03BP9OLFi8k4iNMxVMfCdu3auUnGFbDoCnwwBU1GzwuoXdNPd4K8FbSZCvrce++9rmdLx0ZdZFVPytixYyPtpF6Sww47zH1HqqKlCpQoQAmQ0ZN8MiqCprmHP//8c3duowJOqvysKWpU8EeFZlT8TkGmKkTrGBo+/hJo5r2MjpMNGjRwU+qdfvrp1rRpU9eumv5Ex1ZNuacezvTYH5MImcQIClTIF1984R1yyCHe119/7U2bNs17++23vSpVqnjnnnvubuuHn6eiCBrrMmrUKN7QJBVuL40p2meffdwYhldffdW76aabvKJFi7p2TL9ueDkYr6IxEIh/u91xxx3evvvu68Ya1apVyzvqqKNcIZP0RRTSP+/xxx93+/GyZctotjwQfu/79OnjlSlTxuvQoYMrNFK/fn3vwgsvjIwxymzfCgpYfPbZZ7RRnP3+++9e3bp1o8Zazp4927vuuutcsZ9PP/000s5BW+tx7Ysa44fk3y9//fVXNzYzKAakc5Xzzz/fe/75573Fixe7+5YvX+4de+yx3syZMxO2zQVduM3GjRvn2kltpPs3bNjgxspOnDgxMrZd4zI11l1jq5G8CDYRoS/ayy+/3Lvtttui3pXvvvvOBZL33HNP5L70gSaV2VLHG2+84QbaKwAJ69evn1ekSBFv+vTpWbYzhRHiJ/z+qwpmo0aNXPssWbLE7ZdNmzb1Dj74YO/vv/+O+qJO324VK1Z0FxWQt3QyqxNYXbQLqKrlGWec4YrKrFu3LsO2DSqYUsAiMRSIZFTYR5Uta9eu7b7/3n333ajHhg4d6i7YpS9UguQQ3r969+7tLsypiqmK/QSVZoPjpYr//Pvvv674napCp79wh8QUcNJ3m4J/FfypUaOG9+OPP0YeV3vNnz/fVZ1t0KABxQqTHMFmARbuodTJqw60Oim9+OKLI+sEFdhUbvrkk0/21q9fH3UQf/rppwk0U4iuxuvArBOrhx9+2N0XVGwTfQauvPJK92UbtL1Q6j2xVGlP2QWXXHJJVLvoKv0xxxzjnXnmmZH7uBCUGAo+1NN15JFHRvV2qb2efPJJr06dOu7kSMIns+xb8RXePwI6Bqri7K233hrp+Qq0bt3aTRnUsmXLSNupV0XTZvzwww9x227kzn333ecqmKqXTOcvOo7qPCeYykYVhXUeo/MbHUuD70MCzsRRe6jNdEFV1Lupiuoffvhh5Jiq6U5OO+00d8E1aLPwdyOSC8FmARU+kAY7qnpMlO6lA/Err7wStb56wXRlMHxl/sUXX3QHAKXaIjml/8LUwVhtW69ePXfyG/SIBSkpKvmugCbs0UcfdWmB9Ggm5kKQ9rlrrrnGq1atmuvZDARtprlPlQK4YsWKqNdQEMN8f/HbtzZu3Ogu5OiYqJOj8OO6Cl+2bFl3EhWmIFT3s2/FR7hN1CM5d+7cyAmqpsA4/PDD3fEuOC6uXbvW9VRrvr5gn8woewDJe+xs3rx5ZE5GtaN6qdXWwTo6/9F3YpcuXZh2KEmOpWoLZVqJsj10jNT3meiCgSxYsMAN5wn2X6ZhS24EmwV8x37wwQe9m2++2X2pyowZM7w2bdq4OfleeOEFdzDWOK/TTz/dXREMf8FqXOcHH3yQkL8BOWtnfblqTIMOzLpfPWW6iqv0vjVr1kTW19iHtm3but+Dtr733nt3u/iA+LTbqlWr3M8///zTu/POO13anrIMwrQPHnDAAZGxm6KUPwU9BDF530ZffvllpCdTvSTBhRwdHwPqLVMgE06T/emnn7wTTjiB8c9xEv7u6tGjh7two2EB6rEcOHCgu79bt26u/U499VSvY8eO7ntQ6wUntPR2Jbdw+2if27Jli1e5cmUXmCi1XRdNNTY6uACkY6nGaYbRO5a4/VK9zwr+L7vsMjfH6SeffOICzfDFgUGDBkWysmiz1EGwWcBz4jV+Qb2W4RNVjQ274IILvMKFC7sTJE1krS/fYAJrvnBTy9133+0mJH/ssccivV9BGoraV4VjFHQqfVa/k0aUOOF9q3///m5CcZ0oidpO46l1kUBfxApEFbC0aNHC7Z/h5y5dutQFQcjbkyMFJ+rNfOaZZ7x//vknchKrsWEa66cLNS+99JK7UKfe5/DV982bN0dNJo/4UPqrUvTGjh3rejC1/+h7MEir1IW4Tp06uSBUhdNI0Uu9/VLnNjqHEX2vaZjBXnvt5T333HNRx0hdXKWoYXK0mQJ/XaTT953G1DZu3NgN9wkCTVm9erX7TuzZs2eCthi5RbBZQOkLVVf8gpz44CQp6En55ZdfXPqQTqQeeuihqBMkpI4nnnjCnViFxxaFx2iqB0xX7lWB+KOPPorcT0pK4i8QqOKsqvCFAxKl/qnHpXjx4u4igcZXK+1Z+65wISh+dHKkMZoK6pVCG6bfVYVWvctKTVfQGZxY6UIPKZjxp/dc328qAKPvP1Hl39KlS7uLBempVyzA8TC5hfenr776yhWVmTx5ciRVXRd+NPY2oPRaBaAa80dPZnLUklD7BBdIdSFA6c9HHHGEy87R95suBqnNdL7C/ph6mGezANBFBU1IHPb777/bCSecYMccc4ybY+rRRx918xg1bNjQTWh8yCGHWPfu3d3PDz74wN577z33PM07hdSZn+rHH3+066+/3o466ihbsGCBvfLKK67dNX+cJibXHGOaL6569eo2bNgw27hxo3sek88njubPVDtpzkW13f7772/r1q2z2bNn23777Wf9+/e3W265xWrUqGEHH3ywvf76626esc2bN9Nucdq3fvvtNzcpvNrplFNOcXMLT58+3Xr06GGvvvqq7bXXXjZ58mQ78sgjbf78+damTZvInKeaFzU8/yniQ++5vr+0n5x00knue+3888+3hx9+2G688UZ3/wsvvGAzZ85062uexeD7s2jRojRTEgv2pzfffNOeffZZO/roo61Jkybuvvbt27t5w3XOo/Mbffe1aNHC/vzzT/vkk0/c/pj+/AjxM3z4cNdGK1eutEMPPdTdF5yPVKpUyR1Tq1WrZldffbX7HtRxVfsjbZZaCDYLgOXLl0cmfn/++edt3rx5VqtWLRdAdurUyS666CKbNm2adejQwR2IH3roIVuyZIkdd9xx1qVLF3eC26tXL3v//fcT/acgC//++28k2NCJlGjCcQUtOnArcBk9erQ1atTIHdifeuopdwKtiec1Ab0O5K1atbK1a9cStMRR+i/Nv//+2325Hn/88TZjxgzr16+fO0nSRQKdFOuE+Z577rHGjRu7ickfeeQR97ySJUvGc7MLnGDf0n5Wvnx5t+/oAsA333xjXbt2dW0zfvx4u/LKK91xVhcApk6d6trzpptucsuIHwWJGQUluqCm9rj22mtdoHnzzTe7x5YuXWqjRo2yRYsW7fYcJL+tW7e6iz9vv/22zZkzJ3K/ApNBgwa546guMiiA0TnPt99+a8WKFbPt27dHzo8Qf/Xr17cVK1bYDz/84M5DA7qQOmbMGHvttdfc+cuTTz5pX331FW2WqhLdtYq8NW3aNJfKpUqzqvCl1LvffvvNPaaxms2aNXNzvGmeMVHKnlJQwqX7VehCk1uHx3Uiubz//vveSSed5JbvuOMOr1atWm4CZFVuUzqKpmMYMGBAJG1aVdw0XiUYZ6ZUIo1n0TilYIJr5L3wfjZ48GBv/PjxbkJx7bOaikEVaJWGqTEsajPNg/rNN99EigZpbJnGB2o8LvKGUi2DsV4dOnRwhZpUfETLRx99tFe0aFHXDhoDqHQ+pYMpDTpIaVYKmIYsaGoFhiHERzidXGPAdEwL0tHVTmoP7V+ilDwdJ/W7CuGRVpkaMkpFVzu2b9/ezcmoQjLhVOiM0NbxldkwD33naSiPxmMG32+Zoc1SUyH9k+iAF3lHvVQ9e/a05557zl0R0tWj2rVru6u+umK7bds2d79+15VBpRXpPl2hD6dSKsWInpPk9csvv9jJJ5/selzUkz1p0iSrV69e5PHVq1fb3nvv7ZZ1Jffcc8+1ChUquJ7O4Mq9emqUDliuXLmE/R0Frc0OP/xwl8KulK5nnnnG9ZIddthhNmHCBNc2zZo1s9NPP92qVKniep6bN29ugwcPdiliarc//vjDHn/8cbv11ltdui1if/xUipdS8PbZZx/78ssvXRqX0tKVHaCb9iddnQ+oB/qCCy5wvZ16TD0rOn6qrQ466CCaKI8F323St29fl5Gj3swtW7ZYnz593Hecvg/VPtq/lCmgdlYWSNDbpWwDeruSl76rgvOTTZs2uX1MN7W7jpO33XabS19XloH2X9o0udrs119/de10xBFHuDZT+yjz46qrrnIp0HfffbfLrEu/PyOFJTraRd5Tj4l6SlRUZNKkSbtdHVKVWRVIUOEEFQSiGmlqUtU9tXOTJk0ilYPDV3911VeVMXUFX+X9g3bWOhQsiT+9/5peqFixYm4KhiDjIP3VX/W8BAUtNFVG8Hjwkyu9eev33393hSq0b2mC+EB4n1FBoB9//NFr1aqVKwwULmBBMYvE6Nu3r5sq6NNPP/WWLFnipvTSvqb2VA/zlClTvOuvv971Sj/yyCPMsZgiwsdHFS9U1VnNAa7sjiBTRNN5XXXVVe67cOjQoVFF8ZDYNtO0Q6o6qzmg1T7KrFOV2WAmhEMPPdQVvps4cSJNlY8wZrMAuOKKK+z77793Y1PUS/Lpp5+6q7a66i66wlSmTBl3tV4588E4BorEpBZdxdV4FfWSnXPOOfbXX39FXRHU1XsVg1LxEn0egnbWOlw5jD+9/2XLlnVtsH79+kgRLu13QTEaZRuMHDnSWrZs6dpTPWvB48H+SQ9M3gkSf+rWrWtnnXWWO3ZqPKZon1HbaR2NK1IhC/Vg6hgaLmBBcZn4CCdpKUPj66+/thEjRrjeS/VYanzzY4895uoVaN/RmGj1cOq+zp07R9qM9kpuwXHv3nvvtQcffNBOO+00a926tb300kuutoTGuSvDR2P8VOBQmSDUm0iONtO4WRVw0hhanaeULl3aZfYMHTrUZV+pN/Pll192hZtUKA/5SKKjXcSPyr5rPIN6OCdMmBC5/4EHHoiaAoWektQT7mWZO3euV7NmTTd3ZjCVjWjcn674hqdgQGKp10tjoTUmUPPaal+UoI3Uo6l9VT1qQQ8ZPWWJobF/6i1R77KmpEk/5kgTkgdX8GmjxPWcaCyzxslWqFDBmzVrlhtzW6ZMGW/48OHucWV9aNqaYF5NIbMjtYwZM8aN8VMtCvniiy/ceHbVJtCY6WCqL9UkUA8333WJp2Ok5s7UmGnR95r2S9WaOOCAA1xNiaCHUz3UtFn+QrBZwOjgq4BTB2adwKpohVIq2bHzl59++skVCdKBXPNnqvBPw4YNIydlnFwlF6X1aT44BZwqbBHo1q2b9/HHH0d+Zz+Nr/T7iU6CFHDquDlixAh3ny7q9O/fP7IOc50mjvYXtY+CTaXIXnbZZW4ezWeffTayjtJoW7Ro4QpuITXpAkLPnj3d8nvvveftvffebijQyy+/7JUtW9bNEa406TCOnYn1119/eaNGjXL7pubTVJGuYH5bpdMefPDBrrDa2rVrI8+hzfIPCgQVQCrdr5LvY8eOdcWCVC5cKX3h1DykPhU1OfPMM918cUrXVBpZUAyKtNnko5RZFQm6/fbb7eKLL3YFZVatWuXmSiW1L3nMnTvXpX4ppVb7ltpG6enatxBf4WOZjm+aM1ipsccee6z7jrv//vvddE4vvviiaysNJdCwEn0HfvbZZ6Sgp4CMvq9UxFBpl2pTDRlRwTtNB6VzGBWY0bAETeM2cOBAvu8SIKNzSbWjCnVpGM91111nFStWdNN2aRjINddc44rjaf7TJ554gvOTfIhgMx/u2NmtpPfPP/+4CqXB2CNOaJNbToLEYF19FjQBvapg6jNCOyd/u3300Uf29NNPu4mthwwZQiXFBBxD99RmmodY8xUvXLjQbrjhhsgYeI6hiaHxehqXqXbTyWqgY8eOrrK65lasUaOGuwCnQHP69OnsVym2X2qMny4WHHrooe4+7Z+q6K0xucOHD7ezzz7b7ZcKOjW+WhcVuHie2DbT2EtdFFBbqZ1U0Vt0EVwdHZo/U+uqrTTvraqt63cuiOc/BJv5iIohqKy7pknYk/DOTI9m8lOp8GDahNdff92aNm3qgpGspG9XToZTq5dTV+2Fdstb4Ytz6kU+8sgjc/watFF8pT8ZvfDCC+3dd9+1E0880fVYajqTwKuvvuqKxqgQngIVBaC6KECbpU4ba/o2FYxRcKk2ViEZBZUrVqxwgYqKGyrA1DlQcMFOz+XcJnHUPpq+S1N5/fzzz+6n9r3zzjvPbrnlFldIrU6dOrZo0SIXkCo7RMdh2ix/Imcyn9BVP/WCqJKXZDV9avggrrnFuPqX3DT/1KWXXmpvvPGG3XXXXW4uqqDSZVbS98zQ6xL/dtO8tnLnnXe6iwTZoS/bINAUqs3mnTFjxrhULlFF0rZt27qgZE/SH1/Zt+In/P2lk1l956kKt+aa1UmtqjcrXS9w+eWXu+qXTz31FFVnU0jQxg888IALIlXJVJkE+u5TG2seTc0tfMkll7jq6gpk1Gutqt56rj4nnNskhlLZtV/qApAu/uhiwVdffRX5XlOFYF0wV1vqIvrMmTMJNPO5ooneAMRGtWrV3DiVjz/+2Lp06RI52KYPOML3qYS/ysOr9LvG9CE5lStXzurVq+dOlHQSpTFjKt+fVbp0uJ01XklXgDVRMuJD6Xo33nij2ycVPI4aNcquv/76PT4vfIK0dOlSl/rH+Nq8s3z5cuvWrZtL91Ia5v/93/+5/W1PbRS0icYZHXjggVa5cuU83EoEwr0ec+bMceMydV+FChXcVBea8kQnshoXdtFFF1mpUqUy7CnhAk7y036moT5Kg1ZqtFIvJ0yYEDlnUW+maJyuejfV9go+GS6SeLroo/2vYcOG7iKrejmDNtR4Wo1vf/zxx6OeQ6ZBPpfoCkXIuczK6i9cuNBV+Hr66af3WFlRE+mWLFnSe/fdd2mCJBVurwcffNBNSK7Jq0ePHp1l5cvw81TuX9X5PvjggzhsMcJUJbFq1aqu3d54443d2ia98GOqdHr22Wd7K1as4E3NY6rSrCrAnTt33uO64TbSZPGaRkrTayC+unTp4rVp08ZNQ1OxYkXvwAMP9N566y332NVXX+0mjX/llVe8jRs30jQpbP369W66jD/++MN7//33d5vCRlWGg2lOAlSDjq/032l6/y+55BLv0UcfdVPqhdtMjz3++ONu6qhwO1EdP/8j2Ewh3377bdTv77zzjgswt27d6n7XF+uNN97oXXPNNe73zHZmBZrlypWLfDkj+YTbTtNiqO1V7r1t27auTLjmZdwTtXP58uW9N998M4+3Fhm129SpU73DDz/cnfhqvwzPZZvRF3Q40CxVqhT7Zx5JfzLatWtXF2gWKlTIXdTJ7MQnfJFP+5amWwguIiB+XnjhBTeHpvYnTeW1bNkyN5VJo0aNIhdPr732Wtc+mvsUqSGjIFHnNJo7Uxfe1J7a7wLz58930w69/fbbcd5SZNRmv/76a+TiqKYVUmeGjqnhi+O6eNC8eXPvf//7H29iAUOwmSJ0ZUg7ruZMFE0Er535+OOP9y644ILIBNU6wVVPSvo5pgIEIKl1AL///vvdfHErV66MzPOnK/cKOEeOHBlZ74knnnBXf8MBiy4oEGgmpt2+//77yLIu6qj3TCfA4fszeh4XguLXRjoJUjASzOWmfSgIOMPSH0uDNmLfSgydqDZt2tS1ZdCeS5cudT1g+++/fyTg1DzSwYVYpFbQsnr1am/dunXud53zVKpUyTvrrLMiF30UtOj3008/nbkYk0D37t29I444wttnn33cxTv1Quvnfvvt502YMMHNrblgwQKvVatW7rsws+w85F8EmylCwWT79u3d1T3tyMEkuZrEWAddpetdeuml7gRIk1orQFGaSdhLL73kAlROklJDcLAeNmyY68EOKOBU4KKDtnpkdNW3evXqkS9dBZolSpSgZyxBJ0u9evXyDjvssKgrulpWe91www2RDIVzzjnHZSeELyipx4b9M2+Eeyw1eXiNGjVchsCff/4ZuX/IkCFekSJFvH79+rlj7nnnnedOkILnqo10DKaN4i9oA7WNejGD77cgoPz888+9vfbayzvppJO8Dz/8MPI8JoZPrQsJygZRWvTtt9/u/fjjj+7+QYMGuQtB6sE+99xzvZNPPtkNKQnanjZO3Pedsjt0/qHvsr59+7oL4ToX1UW7jh07ekWLFvVq1arlHX300e4iEW1WMBFsppAlS5a44EKpkePHj4/6Ah4zZozXrVs3l36nL1ydSC1fvjxyIN6yZYvXs2fPSM8okpsO3LqAMH369Mh9GzZs8BYvXhz5LKi9dWKlE+LgAK7ezeuuu45AM4FXeHUVXie+4Z5mee2111zvi4JO3WrWrBlpN6Udab/Vfoy89fDDD7t9K32PZXC1XRd3dGJbt25dd4IUtNHXX3/t7ifQTCyNkdUFgT59+kTdr15qjeNUb1ezZs3c8AOkzgUgpcNqv9R3n46jakOlyeriqkyaNMldRO/UqZP3yCOPRPZXeskS56uvvnIBZXhYj2oVqO0uvvhid56qCwYKSL/44otIkEqbFTwEmyl0BenFF1/07rnnHnfCo6IvH3/88W7r62r8gAED3JXBm2++OeoxUopSh1L69EUrM2fO9AYOHOgdcsghLpDRZ0Bf0rqAoBOq4As7uLr7999/J3TbCyp9qWp80Zdfful+X7NmjRtX9Nhjj3m//PKLu0/jbh966CHXhuGTJRX1Ci4gIe9of1GPsnrH5LfffnNplxqKcNlll7nxfzJ79mx3IhXsU8E+RjGg5Bm3qeEiyv5QpoBSL5XhoWEHc+fOdd+Rn376aaI3E9mki+B33XVXVHFDBS3KKtDFg2D4QfpxnfRoJo6OlQcddJAbUjB48OCox5R9p3Y7//zzd7uoR5sVTIX0T6Ir4mLPNG2F5hTr3r27K9evOYs0Ca7u02TGakZNhaH53jQhvOaleuutt9w8RyoLj+SV0RQ1mpT63HPPtauvvtq1tSayPvnkk93UJz169HCTlGuS5IDK++s1mCYjcdQmaqNJkya5dnjmmWfcHGOrVq1yv6sdNYl12LZt21wZeOSNjKa9uPjii93PU045xe1nWqd06dJuqpkyZcq46aNKlCgRWT+Y05bpMpKLvt80t6bm7tMxVNPPTJ482U3z1Lx5c3vzzTcj02MguY+bmiZKc2gOGDDA2rdvH3ns/fffd/Oj6jjZv39/a9y4cabfmYg/nYPqeFq7dm03X7GmaAuMHTvWTXlyzjnnuHalzQq4REe72LPff//dpXSF07d05V3pkkqpDa7ghgsm6PF99903koKC1CiMoLGZQTGgUaNGuSuDKhMepM8qNfrYY491vZ1InMzK66vXTFMxKPOgQ4cOkXRmjVlRjyYS00bKAlEas46lr776qte6dWtXzEKpmCqqJv3793djjZA6VBhIPScTJ06MtLeGF2jcX9BLjeSnNExlhajgob4HwzRtl77zNIYTyUfnIg0aNPDatWsXGWMb0NADejIhBJspQAffjAr7KH2odu3armBF+vkyNQecTqbSjxtDco5X6d27tyt4oMIyGmwfVJoNTqB0wFZFN6UVnXLKKcwlliRBjMaJ6aJAMG+YxtUqwNTJb5Amq/T1E0880RXzQvwp+ChdurRL+dJxVCmYSp8NLuoEWrZs6aYWQmrSia4qdet7b8aMGYneHOTwWKr9UsfJyy+/3O2fYRqvyfyZyUtpzsccc4wLODPq4CDgRHR+ERIuo6zmmjVr2umnn26ff/65/fXXX5H7GzZsaEcffbRVrFjRhg8f7u5TStj27dttzZo1bv399tsvrtuP7AvSgJQeNGzYMBs0aJB9++23dswxx1jnzp1t3rx5LgVw8+bN9vzzz1urVq1s5cqV9umnn7r71daIvyAtU6ntt912mz322GM2dOhQl0q0aNEiu/DCC+2kk05yqV8LFixwv//777922WWX0VxxPIbqp9pDac3aZ6ZNm2b9+vWzG264wV577TUrV66cbdq0yf7v//7PWrRoYX/++adL2Qu/BlKDvvM0fESptEpXr1+/fqI3CdkQ/h677rrr3E3p7P/73//cvhvQMBK+85JXgwYN7Nlnn7WZM2da7969XUp0GEMQUJS3IDnHF+nEZ+3atXbooYe6MV3Kex8yZIgdfPDBdu2117oAc926dW79hx9+2M4777zI62jcpsZ2MqYhOQVjF/Rzw4YNNnHiRHv88cetZcuWboytTo7vv/9+NyZT6+hAvddee9lxxx3nxj6ofXVypZ9IDI3HHDlypI0bN85dHNDY6auuusqdIB1xxBFunJ/aUusp6Jw6daprL93PF298jqGrV692733Tpk3dvqP3vWvXrm485h133OHWO/zww+3111+38uXLu/GbtFFqUrvphPfII49kDHSKCYJI/dTYTX03vvLKK3bzzTfbCy+8YNWqVYtaF8lJ+9+TTz7pLtjpwisQRoGgJBEePN2zZ093EvvLL79YkyZN7LTTTnMDrRVA6oRon332cYUPdKVeQcc333zjTqQyKoaB5BJuI/VS6yRXPdcqbLFkyRJXFOihhx5yX7TqdRk4cKArglGlSpXIaxCwJLbdREGLesa0r6oQiXrLdNHnpptuchcQVGjm119/te+++87atGnj9k8uEMSPekbUm6ljqE583njjjaiCWrpwpzbUVXj1auqCgdqXNgLy7txGBe5UjGtPx1hdfNW++8QTT3BOk6Ltzfkowgg2k8wDDzzg0vJefPFFV3nt8ssvtzlz5tiECRPcyZKuwk+ZMsV+/vlndxKlK0nq+SQASa0vXaVgKsXy7bffdj1i//zzj0v/0perAhf5448/7NJLL3XB5hVXXJHgrS+4wu32ySefuJT2a665xqWoqzf6oosusgcffNBuueUWt66CTp003XXXXZHXYP/MW+ETG6XIKg1dF+d+++03e/rpp90+pJTn8BV3pa+rPZVZwMkRkLd0YUdpzh06dMjWfkzQkrqoPIvdMGw1eYrFrFq1yhV/UdXEYE4+FbZ45plndltfcywGmCA3tYoBaf4+VdebPHmy+/3JJ590hZ5UITOwbt0678wzz/ROO+00BtcnSbv16tXLq1OnjrdgwQJXwKlx48au4MywYcMi66xevdrN99ezZ88EbXHBpjlOb731VjcncbhYWo0aNdzcposWLcqwfcPtDOC/0TExqJge7FunnnpqhnODpxc+n6GwDJA/MOgrSejKusYSqRiMiot88MEHrjdLvSQax6D7X331VZcXr+IHmlssuILE2L3kF/SMKeVSc4epsJNSpEXziinlUgWdVPTpkEMOsd9//92l0U6fPt2lYNIzlth2+/HHH13xAxXiOuigg6xkyZI2atQot6wUZ7XV4sWL7c4773Tp0b169UrQFhdcmn+4bdu2bp5FjXUPqFdTx0mlpGtf0joHHnigeywYO834diA2VBxGGVqa/7tTp05Wt25dd/6iwj9btmzJ8rnh8xmd7+y7777WrFkz9k8gxTHAL0EyqnaoEx6NadC4LxUBUqCpsXuiA7VObsMV2oLnIDWoWqIKHyh1VqnRAX25qhKtKmXqQkOlSpVcaqYq0ypFWuPIKCqTOAowdUFAlYCDIKZ69equgrDaqkePHq6IxdVXX+2Kdmn8bVBoBvFTtWpVt28pvVlj22fPnh15TKl79957r0t3Hj9+fNTzOIYCsXPAAQe4C6rff/+9GxI0d+5cd3FOx8SyZcu6dVS4KxBUo9XxMtgXlfp+5ZVXusfYP4HUx5jNBAiPS1CPlnopdaDdf//97eOPP3blvxs1auROmBRo6Kqgxu7pp06UCDxSQ0Y9Jioe06VLF9e2HTt2dFd+g17qjNCjmXgaI61AUhWidbU9XPl51apV7n71fKpStHqmKQaUWD/88INdf/317hiq/UvVgQMKRtV+HEOBvDVjxgyXRaDiW7pYd99997keT1UMDhfiUkaCLhQFRowY4QoiarovTRsFIPURbCYwAOnbt6+7AqjeTKWX9OnTx84//3x77rnnXKVEpY8otVZToGjezKCniwAktS4oKMVSX6y6qe3V+6ViJfPnz3dXb/VFTLsmh8wq6CmAufjii13PpirQqnhXZtg/k+NEV8MPFPxrmhOl8oXRRkB89kN9v9WoUcNNBaXK66rire87Zfrou1EXfx555BH33ahAU8XzFGiqijeA/IFgM0GUMqny+6qcqLnedEKkwFMVSjUGTAdppZLowFyrVi3XC8b8iqkXsCgVWmmV6sFWldnmzZu7E19dQFDAqftVjbZdu3bMD5dE7aZ20UUB9YrpJEgnR5orU22l8bY6IdLcjcKYv+Q+0VUFWqWpK70PQPz3Q1Xv1jRfp5xyipvKTT2bf//9tzt2XnbZZe7cZvDgwW5+aQWcBJpA/kKwGSfhE1KlUupgqrGZ+qkrfgpEVIpfxSw0nkEnt+lPYrkan1o0RuyZZ55xxWI03m/s2LHuhFdzAKrQkwJOXURQMKriJXzBJkegqZ7Lt956y6XH6sKAxk8rjb1ChQpublul1CrgvP32290YWyQvtZcmGX/22WeZrw9IEBVX0/mOvvc0jERF8MJWr17tCubpu5JpvoB8KNHlcAuCHTt2RJb//PNP799///UqVKjgzZo1y01vUqZMGW/48OHu8U2bNrkpFn7++efIcyjLn3rGjBnjHXLIId706dPd71988YVXpEgR78gjj3RTnPzwww/u/n/++cfr27cvJd6ThNqiatWq3gcffOBt3LjRa9asmXfooYd6/fv3d20lU6dO9cqVK+fde++9id5cZENw/AwfhwHE1/fff+81atTIu+iii7zffvttt/1T50UA8ieq0cZB0GOiScaVficXXHCBGyyv8Qqq2BZUnVUP2DfffOPGiAWoxpZ69t57b5cepCIlSo9WoQP1sKjwwRdffOEmuFY7az1dzQ2mN0HiaJ9T77PGC51zzjmufXRTWrvGUSu9S2OnlT6rokFKhUfyC6Y3yWgsLoD4UK/m0KFDXUVapbaH908pVaoUTQHkU6TR5qFwGqzmUNS4TJ20HnvssW4sn8YntGrVyl588UVXkVRplUoh+ffff+2zzz6jYmKKyGjMnlKhlRqkdlXgcu6557pAU+maSsFcv369C0aVPsuYv+SgyrKq9qwLQUq/vOSSS9w+qkIzJ5xwgps/UxcNlAatsdRCajsAZF/wfZdZMTYA+Y9fexp5IghAXnrpJVdJVoPjFWiKxi1oEnid3J5xxhmuWtvvv//uAs3p06dHeroo0Z/cwl+YGuOnCwaqWKqCB5UrV7ZffvnFtbPKvcsff/xh9erVcxNeB2NT6LlObLsF9tlnH2vdurWrAK2LQpdffrmbQkM0rYmCUVWODuaKE/ZPAMg+Mg2AgodgMw+k76lSASDdTjzxRDfFiU5mRdVoNW+fqrWp8uVFF11E1dkUEk7NU1GZcePGueBS7axUS/VkqmdTFxI++OADd/FAqZh6nqY84epu4gPNTz75xPVAqy001ZACTlEv5l577RXZj1U98YknnnDVhIOTJS4SAEDOcewEChbSaGMsfBI6evRoF2CoeqWmuXj99dddxVlNn1C6dOlMX4MezdSisbcad6t0aM2/qB6xefPmubGaRx11lHtMnwWNx1U1WvVmZ1RtGPGliwFql8MOO8x+/vln91PVgTWO+pZbbnGptHXq1LFFixa5gHTWrFmuJ5P0LwAAgOyhZzOGwiehc+bMceMydZ+mTHjyySfdlCeaS0o9JurF1ID4jE5cSc1LDQoW//nnHxc8qtfrzDPPtAkTJtjXX3/tAkwFmqKxukqZVfvvv//+rr3VU6ZUWySG0mRffvll1+PcsGFD1+PcoUMHl94u2k8VjOoCwUEHHeSmziDQBAAAyBnOdmMoCBq7du1qCxcudMGkekwUbKhgzMiRI93kxgMGDHDrqhCJAk+kJvVKKiV68+bNbr5FBS4KKnWRQUVldP+oUaPcOF0FnhrDKbrAQKCZWNovdcFHgaYyDhRYBhcMVLxJPc+PP/541HO4QAAAAJAzBJsxpoBSvSDq4VLKpMZoalJ4BZjqGVGxoOuuu85NCL/vvvtay5YtY70JyCMZ9ULrdxWN0YTVkydPdoFm+/bt3WNLly51Y3IrVqwY6eUMnoP4SZ+urHZU0abjjz/evv/+e3dh4KGHHnLTD+mxF154wRUB0n4btJVegwsEAAAAOUOwGWMLFixwlUfr16/vftfJqubta9OmjevhDAJSjd08/fTTY/3fIw6B5m+//eYCSF08UFDy4IMPugsITZo0cYGmesDUq9mpUycXpKjCKZKj3cqUKeN6mLU/KpjUxSD1Pmucraga9IcffugKPIUvCjC2FgAAIOcINmPcexKkVW7dutVKlizp0merV6/uejY13+Ijjzziekh69OjhnkcxoNQQBB5qt7feesu179lnn+2CS01jotRppWKqp1qfAU2BsmbNGjflDdPYJL7d7r33Xlewafny5XbDDTe4tGdlFyjQrFKlim3atMlNXaNCXhqH26dPnwRuNQAAQP5ANdoYmz17tjVo0MBNhdG7d+/I/Zpi4ZlnnnFVLXUCrN6TYAoUpEYK5jvvvGO33nqrDR8+3FUq1XyoelxT2NStW9cVBlLhmXLlylmtWrWYxiZJejTHjBljd9555/+3dz8vNrZhHMDv7GzIQqHRKGNloaQ0lB8rK5mSiFISfwCajbIbiym/FoTF2FhKWFhpip0QFmxZq2lqStjpe+eZzng178RzZs5pPp/S1Dhq5typ832u+7quOqQrE2Wzoibns3379rr39NatW2XDhg1lzZo1tVI9OTlZezY9CAIA+DfCZhfkmmx6+HJt9ujRo/VDbFYq7Nq1qw4F2rp1a51gmr1+9IenT5/WEJL1GGfOnKnfS6UswTNVzvRq5iHD732dAsvSevHiRa1Eb9u2rVY0m3PLMKD8v8xZJmh+/PixrF27tuzZs8e0YACAlphU0gXp38tgmOxdHBkZqR9gc0Xv3Llzdfrs0NDQ7GRSet/bt29rpTq9twmTjfRiZh9jKtSjo6Pl5cuXcwbKhDU2S6e5MpuHPzMzM3POLQ9/pqamalUz02ePHDlS9u3bV88vDwgMAwIA+HfCZpdkAEkmXeYKX4JnevfSw3n79u0aQITN/pGKZXYwpvc2wSWDZjqDS67Wpkcz/X8NA2WW3rp168rDhw/r11Smc8W9cfDgwXL+/Pk60Ovx48f1ex4QAAC0yzXaRfLhw4c6tTQfep89ezY7rZbe1nkttllrk36/sbGxutqmkX7NTKO11qT3vH//vpw6dars2LGjTgjONfZG1tXs3LlTBRoAoAtUNhdBVmGkry/VzOfPnwuafSThsbk6m+vR+ZP9mRcvXiyfP3+efd3u3bvnvJbekX7NDG568+ZNuXHjRu3PbKSPupkWDABAu1Q2F1HWoGTKJf1d4UxwuX//fu3VvHfvXlm/fv1S/3gssPc2q2oGBwfL+Pj4nMo0AADtU9lcRIJmb2p69eLr169/fE1n1fL06dN18NPmzZvrjkb6p/c260+y3iSBEwCA7lLZhF+yFzVXnTMMaCEVzmYH5+/rTuhtzg0AYHH4hMyylP2YGRzTWdnMTsZUK+eTUJke3EjQTK+foNlfcm45c+cGANBdwibLzqdPn8rly5frjsUMi0n4+P79ex388+PHj3n/bUJKs4MxK20mJyfnXMOlP1hNAwDQfcImy04Gwzx58qTuQb1+/XoNnNmBmhCZfr5mmFOj6dVMFbMJKXfv3i0nTpyofye4AADAfwmbLNthMQmMr1+/LlevXi2vXr0qW7ZsqT2b0Rkgv3z5Ur9mRUbcuXOnjI6OlgcPHpQDBw4s0W8AAAC9zYAglrVmHcbAwEB59OhR2bhxY1m1alWdHJzdqN++fSuHDh0qV65cqQG0CZoTExPl8OHDS/3jAwBAzxI2WfYSOE+ePFlWr15d9u7dW/bv31+HAE1NTdV+zGPHjtUrtteuXStjY2M1cAqaAAAwP2ETSinv3r0rZ8+erddrL1y4UK/Udpqeni7Dw8Pl0qVL5fjx494zAAD4H8ImdFQ4Ezg3bdpUxsfH6yChzr2MuVK7cuVK7xcAACyAAUHwS6qaN2/erBNpBwcHZ9+XZliQoAkAAAunsgm/aSqZWWuyYoXnMQAA8DeETZgncAIAAH9H2Qb+QNAEAIB/I2wCAADQOmETAACA1gmbAAAAtE7YBAAAoHXCJgAAAK0TNgEAAGidsAkAAEDrhE0AAABaJ2wCAABQ2vYT3FGKf8Q6JbYAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"compare(tsps2[1:-1], test_set(25, 600))"
]
},
{
"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:"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[ exhaustive_tsp(50 × 10 cities) ⇒ 7,023 ± 761 mean length (100.00%) in 3,015 ± 25.0 msecs,\n",
" held_karp_tsp(50 × 10 cities) ⇒ 7,023 ± 761 mean length (100.00%) in 10 ± 1.6 msecs,\n",
" ensemble_tsp_2opt(50 × 10 cities) ⇒ 7,029 ± 761 mean length (100.08%) in 0 ± 0.0 msecs]"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarks([exhaustive_tsp, held_karp_tsp, ensemble_tsp_2opt], test_set(50, 10))"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[ held_karp_tsp(30 × 12 cities) ⇒ 7,668 ± 661 mean length (100.00%) in 71 ± 9.7 msecs,\n",
" ensemble_tsp_2opt(30 × 12 cities) ⇒ 7,693 ± 670 mean length (100.33%) in 0 ± 0.0 msecs]"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarks([held_karp_tsp, ensemble_tsp_2opt], test_set(30, 12))"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[ held_karp_tsp(10 × 15 cities) ⇒ 8,282 ± 622 mean length (100.00%) in 1,026 ± 18.9 msecs,\n",
" ensemble_tsp_2opt(10 × 15 cities) ⇒ 8,282 ± 622 mean length (100.00%) in 0 ± 0.0 msecs]"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarks([held_karp_tsp, ensemble_tsp_2opt], test_set(10, 15))"
]
},
{
"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, and 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. There is also a **3-opt** operator.\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?"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
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"language": "python",
"name": "python3"
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"language_info": {
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"file_extension": ".py",
"mimetype": "text/x-python",
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