{ "cells": [ { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "
Peter Norvig, 2015–2025
\n", "\n", "# The Traveling Salesperson Problem\n", "\n", "[![](http://support.sas.com/documentation/cdl/en/ornoaug/66084/HTML/default/images/map002g.png)](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": [ "Let's try it 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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RFLj1xhCV4qZHT73yeYk9HOThRahs2RLM2lT4Q4IXwiEU0gvhEBK8EA4hwQvhEBK8EA4hwQvhEBK8EA4hwQvhEBK8EA4hwQvhEBK8EHCH/wHWf+Fno6JRagAAAABJRU5ErkJggg==", "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" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "exhaustive_tsp(9 cities) ⇒ 6,952 length tour in 255 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": [ "# Speedup for possible_tours\n", "\n", "The number of possible tours of *n* cities is the number of permutations, which is *n*! (the factorial of *n*), and thus there are 6 tours of 3 cities:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(1, 2, 3), (1, 3, 2), (2, 1, 3), (2, 3, 1), (3, 1, 2), (3, 2, 1)]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(possible_tours({1, 2, 3}))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But a tour is a loop, so `(1, 2, 3)`, `(2, 3, 1)`, and `(3, 1, 2)` are three ways of describing exactly the same loop. I can redefine `possible_tours` to only include one representation of each loop by arbitrarily saying that a tour must start with the first city in the set of cities. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def possible_tours(cities) -> list[Tour]:\n", " \"Return a list of non-redundant tours (permutations of cities with first city first).\"\n", " start, *others = cities\n", " return [[start, *perm] for perm in itertools.permutations(others)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can verify that for 3 cities there are now only 2 tours, not 6:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[[1, 2, 3], [1, 3, 2]]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "possible_tours({1, 2, 3})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that `exhaustive_tsp` is faster now:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "exhaustive_tsp(9 cities) ⇒ 6,952 length tour in 51 msecs" ] }, "execution_count": 14, "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": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "exhaustive_tsp(11 cities) ⇒ 8,032 length tour in 4,075 msecs" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run(exhaustive_tsp, random_cities(11))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# General Strategies for Algorithm Design\n", "\n", "It takes Exhaustive Search aboyt 4 seconds to solve an 11-city problem, so 12 cities would take 12 times as long, almost a minute, and 16 cities would take weeks. \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": 16, "metadata": {}, "outputs": [], "source": [ "def nearest_tsp(cities: Cities, start:City=None) -> Tour:\n", " \"\"\"Create a partial tour that initially is just the start city. \n", " At each step extend the partial tour to the nearest unvisited neighbor \n", " of the last city in the partial tour, while there are unvisited cities remaining.\"\"\"\n", " tour = [start or first(cities)]\n", " unvisited = set(cities) - set(tour)\n", " while unvisited: \n", " nearest = min(unvisited, key=lambda C: distance(C, tour[-1]))\n", " tour.append(nearest)\n", " unvisited.remove(nearest)\n", " return tour\n", "\n", "def first(items: 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": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "nearest_tsp(4999 cities) ⇒ 154,808 length tour in 792 msecs" ] }, "execution_count": 17, "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": 18, "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": 19, "metadata": {}, "outputs": [], "source": [ "def parse_cities(text: str, skip=('AK', 'HI'), long_scale=-48, lat_scale=69) -> Cities:\n", " \"\"\"Make a set of Cities from lines of text, skipping the specified states.\"\"\"\n", " 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": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "nearest_tsp(1088 cities) ⇒ 53,364 length tour in 49 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, 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", "![](https://upload.wikimedia.org/wikipedia/commons/thumb/b/b8/2-opt_wiki.svg/360px-2-opt_wiki.svg.png)" ] }, { "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": 21, "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": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "two_opt(1088 cities) ⇒ 46,460 length tour in 1,078 msecs" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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UQ8bopps0vW6aaaRnQHsqUloh6TnsMOlavP22yNZba6096aBZ02iD8oNARgRrI01GFMEzz4j88586B6nHZC1S5807P8elwVIHe9BBSriELEI+USdNCi+Mz6RU5wEEexwH+ehK31meQ5ycDWRs0WeRto9kTT0n5TaJqKxbyebA9NNr3Xfc3tH0Pujh4eHh0T3o2hrbpHq0rKydKIsogGy61FTCwAnJVJKShOIY7r2Yxrxquw4vK95/X5ksqYdKw7vvijz6qBr6rtVKV0nShGGHQvrjj1qLTF1hrwCDnrFlLtOj0hUjpgpgLB5xRLHvhmVE0MKFMSszLzvrEOkPuvHGSgwVyK289Zg8v6BW+KijlACNHsTUQMIrQD0uZGjUrsZdy5RTilx3nbJFd36uaQTPAWddYPwjMzD8yzgYkvaRPHtKmIOBz0JYFrRXq6MmuWkk7XNN7oMeHh4eHt2FrmVFts1Cee212oge5TIJ998vcvrpItdf73a/0113FZl6aj1/GnbcUWSmmZSYpkpEEYuAJthEaTOy7roi006rBGOjdK0LaGQgEbbbThm8iWIGGQvdCJwXrIOPPtK2V2UByzoR7htuUOImG04cZAeG7SWXiHVwbAxBjFxaeWHoYuRiTNNaJ3wtwU7hUl/YOCA/YLAef/xyx4EwLwuzb1ZZRA9o2uLgLEIGb7VV9xu1afsg84uMibPPbuLKPDw8PDy6CV1r2AKikYGHPNw3sEikD/ZPFFbaASWl42IA33WXtqBwtc0DDLdEn0lPTFP8iEDNN5+2PIE1uipjdvBgkSFDdEzCDKv0TGU863QMfPmlyCqrKAswKbjdHK3sBGNOuw5aqdx4ox1jz2UQuaR90b332jsmRuJFFymDdh40LSsw8hkHnBn05Cb7JAptaE+z2GLqkELOFcXQoWrU0g6NvaSTFRkEe0HePaVfP90rcBj2ApLmNuOKc4l2eMhz3j08PDw8PIqga2tsAYpGuB5txhlFzj23WLRhgglUCXnuueTPddbYhuvwQLger6kUNBS+DTfMFs2gTyvOAdtGLYoOxiO9N485RuSpp1RhxIBF+QneUbDj+nbaSGHrrN0l4o4yu9lmIocf3ltGLTjySH0WKN3dbtQCopUYQTZBXTJy4J578n2v6Xr8UUcVWWklzUrZYot210RSC08UviiQOUTJl1tO7zXYR3i222yjLyLyyIqkGuc49O2rjsVeQVQ9evDOvH/nHU2Fp5Ua7eRuvXVkud8Uz4KHh4eHR3vQ9QmWGI5BRA8CINLAihJ1ED0kCpPU87WzxhYssoimnAWGLMpQ2dqvohg2TFO+qK9NA7WlpEY+/7zda+CYPIOsuQJxn0PxIZJMdJFouo20T4xs+i/Sn7bXcOqpmm5P1G6ssaQngGFrO8WeeUSt5847K+lT1lRul+rxk4zCNtREUkJAdk1RYDhhdFGP3LmPhNOU+XsROT777GrYrrqq9Aw669E7+37jbMVoRf6QtgxZ2h576O8vv7wZngUPDw8Pj3ah6w3bMIgQUtcEcRJMjXlBNANl9YADov+OB5n0TTZdDFxqRB95ZPiGTBQS7z7GGIrjKafU35z+0ktFlloqG7sv0W286JNOau/8jBHjkdWoDRSZKKB4rrGG1sKSyrbTTqooZjEkguuIigZj+O+2m9uplmVrmMcbT3/3ww+qYBK9R3kkYh38rdvBeiQ6XUXqI84rxpX1RvS/LsI7W3DpWuqO2GIsURrx4IPJZScw/eK4IIWbaHfeiC1OJJt8BHXvJUUQ5SDonFtEyXmRHYWDiFKBzz6L3gcwjDGWu01We3h4eHgUhOkxHH64MfvtV+y79HCdaipjvvlm5L/93/9pPz76KfKiN2Hw/6T+fXU2p+f66Wf54ovpn6Uf7/TTG/Puu3avIWtfyHCPx5VXTu7dyX3ddZcxq6xizEwzGXPCCSM/I3pdcu6gVyl9inupr2QwP4N5Gdwr/w96sZ58sukp0Jt54YWrOz49ZGeYwZihQ8v3xeU51dnr0+X+21lw/fXG/P3v+b83eLAxM85ozMcfZ/s8/VmfeKLY3Jh/flN6LWfpZdx2bLdd/D7qsqzu3HP42cPDw8OjWnR1jW0UiNJB7PLbb/m/i/d+2WVHJpoJR/+CLZdoUJhJNAp8Ho8zTJlVIqhNon8lrK1jjJH+HVp64Am3HZnJ2hcyAJ8lRTapdyfPZfnltS4LoikiNaQmU69FmjIpxxCXkN529dX6TjQ6ipCqLamWeRCen8G8DBCQqgHS/qqei66lIWdhvC0KesiuvLJmZpStQ5xoIpE336zuWvNcSxva0xCxzZuKzPgSXYfRfqqpsn0HmfrAA/mvb+aZtX9yXurGzrUcfq9jL2mi1hWyw7jsAe7bxVrlqD2Hn7O01/Pw8PDwKAHTg1h/fWOuuKLYdy+/3JgttigXhazT4xz27gfRljTv/h9/ZI/s5kXWsSobhfjhB2POOEMjuK49k7qRZ8y76b7TsO66xtx+e7Xn+PxzY6aeWt+zgmhoONLDz0H09+abq7zabNfSBnzyiTGzz5798199Zcyss+Yf34ceMmbFFU0hzDGHMR9+aG8t17F+m4gWJ90zkdyJJjJmllmM2WYbY666ypgvvzSNou3ZDh4eHh5tRs9FbAE9Os88s9h3iQzCdhr2tOeNQtYVHez07gP+H+fdDzzxsFIS0c4S2c0LasHSxipo+1CEbTQALM6QQK23XnKdXBS4vqIEYy4i6/zstkh1HJjnENMQ4WctVxlxmmwynYeHHpq/DpG2O7zzM9Hfu+8W2WUX7ZFbF6KupQ2YfHKRzz/PNu+Rdeuso71UV1st33nCdbZ5UYQZOWktI9efeEIJAqtAU9HipD2DSC4tu4iaQ9IIiz7kjrRoIgOFn+lJXieaZjf38PDw6GX0pGGL4Qa508sv5/8ujMe82OCDVCzIdoq2hUEpgF3zX/9SRcxm2leeDTacOvXoo6pAVZE61ZniGL4+0ja5P5QzW0o0RGFxCM7dxlRLW0RAbSMFKotgnkNKgwFAO6uqUwQhrEPBxlFTdu1giO+5p7Zj8ogH6xjnFuRoScBgomQBxwGEcXkx+uja9ufZZ4szI9sk9aIMA2JEiA4p4YCosKjT1RWDLUtaPOSBm2yi65i9i/Rffs81805ZzcEHa/lBkTKkPHCJ3dzDw8Oj1/AnwrbSgzj9dFU0MSiLtKoJNnjegxrFIiPJ5nzVVcqefN116sXHiF1rLa316mxxwHtniwN+B2skNWLhFwy3tOyJOy/1qkRiMCZR7uP6xaJMU1tsE3j3g7YP3BfXMGSIWAfOAIz1qHpalCPGd8IJo9tPdAvSnm94TrAmuu3+s4xD1feOwg1jOq+yePddZY2l5zB9VT2iQX9ienbPOWf8Z449VjkTcDzkZTYOQL9rej7vs0++7yH3YV8+5xy7c3i66bSdG3wDd94p8t13mmlEu7qll47vX57GtMy+hMEYd+5gP6kK4T0jj6zmemlZx1jfd59G2OebT2SZZfRFdDdrS640fP+9Os5feCH675yHbKQkZmgPDw8PjxIwPYrvvjNmiimM+fHH7N9JYy1NYkCOq7cJ1yZR23rvvcb84x/GTDJJ/Pc4zw47GDNokDHzzac1RtSTrbGGMXvuacy55xrzwAPG7LhjtnqstBpMzldlDdX//mfMXHMZ8+yz9o/t650UZ501/Ll3siJ3O6tqUEO50Ubxc6Hq+kTW9jzzaE2mDbz3njF//asxl11m53jdCOqC77gj/u/XXWdM377GfPttufMUrbOFw2DRRfN/j3UazOMsda6ffmrMRRcZs+GGuucttpgxRxxhzNNPK6N8Wu0s9cqnnqodAbqhPv/XX/WZHXywjv/kkxuz9trKyUAtO/tREbbjW27ROnj2Zr/neHh4eDSDno3YAmqqqMfZZhs70T9S0vDUZhlR0m5JFYvzOOPVPemkaO84EU48zdQQ9emjHvpRRikeoUryxEd9vgqcf75GratICeWYQZQ9KfLdzSC6x3yYckqNeARRGyIM3RKpZl2Sek765Wuv6TsvshfGGUfkl1/i+2HWEXEi84E1y9rnOsv2H4X1l0wK+nxuuqntq20/9t5b5SNZGZ14+mmtqyWKB0NxGcA0P+20Ih9/nC/qy/eQ3czJvKUsyGIijfTxnnHGfNFL0qaJ5BLRfecd3QOpN4/bt5AZG24osvDCylnQRMZDlaAGl3KgIKL71VfKdh1EdMM938nYisqigheC50nEe555hu85jBVj04t7joeHh0cTiDCHeotEik0GAzeLYpFWO/PNN8M3sCSQ+saGmQRqpeLAOSaZRFPLstQmxRl1gRKSpQYzqKGqKoVqo420BuqLL5RwxyZ4xtRYFUlj6wZgvEKWRgreFFNI6zF0qBqrgeEaGLEYFtQX4szhRbruzjvrOoAILckxVUd9MWv6pZe0BVVwzuOOK67sYkyhjGPcck9bbGH9kluNuJY/PAcMtEsvLW/UdtbZYuDk+R4Opi+/zC/zMJZIsb7yyvzfGzBAXwccoGnKOFeSPo/T5Jhj9Oeo/YS5Rxp2W+UpTi9qknkB+Dco48HIxSEYOJIpE4K8LcqwhxeCemnkDmA9k+7MvrPqqr2353h4eHg0hZ42bNl4xhpL5PHH1RtdlriD3odJBmkQ2c1i2KadK6sSnsWoQ7FBwU5C1aQXY46pPSSpNzvwwOrYXXsR9FElKt+EUZtWt5c033ByhCOvwQvyF8h+AgOW+cw7hl4SA3bSPK+aCTtglAWdijHnZY0WUXohzQmM2z/+ENlqKzvX2y2GbWetI9E5mI9hqaYG1xaCfrZ5DNswM3Jewxbiw6Ta4ayYYAI1sJMcsmECvqj9BGZoCNKYxzYcBU0Dcsh119UXwDmCkQvhXFxWE3LnootG3GPIopp77mqzQDw8PDw8RkRPG7ZB1BZv9BxzpCvfSYoxXms2xDSCnqwGok0lPM2oCyK7SRGfOiJatEXBwYD3HzIWj/L49luRc88Vee65+s8dlbbXGaHEGCMdsjN9GKKYiSZSgxX2WNIu//Y3NWgh+yqCrBkMVSALo2xRxwupoijeQeQWll8PdXSEI7aMDSm1q6xiP3Ubw/aoo/ITSAXMyHy/CcO2iBM1aj9hbFdfXUmr4sip2jyPkFekbiOjovb4qH09KDfw8PDw8KgPPW/Y0vLjlluUFTNO+Y5TjNngAi83P3OMNGQ1EOtWwrlXIhywZ0Z57uvo7cr5MWyvuUZTk9uGotHJKkGdNm0wbKd35+l52QnGhSgGRgdR2ZlmGh59JZpGbSSRnyqcG02lpVfdAoRofDhyu+OO5Y7XDSCyT3ow2Qo8Z9qpkZJ+2GH2zxXuZ5unzpaI7VNP5T8fhq2t1HMbTlSim5QHUKd+223RnA9tR14HAIYtpREeHh4eLuE/DuqqVmF6GEUZc/n91lvnY0AuyorIZ8MMjFUzKuZl3LSNxx4zZuDAdGZK15DEKtokEzBMprzXjSSmbcaF+fzRR+17zlWMh01G2S+/VPblk082PY1gPQbzLfj/OedUd84FFzRm001HZstNAszESy+d/RwBI+944yn7bpZz5JH7ZeQXa3mTTfS6ellfCJ7RbLMZs8IK9p6Rh4eHRxm8+aYxK688vCOGK7qqbfS0YVtG2UxrkRP3oq3NpZca89NPxllccYUx009fnzHdqRxh2GLgtgWuthTi2R1wQDPnZu4kjQl/7yXQCsSWsysNODL69TPmhBNMT6KJ9YghHSgKeZQF9oEpp8x+juDYwR5lUyGx4UQdNsyYRRYx5vTT49vitBlpDoDOZxTMh25SGj08PNqH//t/e1RdekiT6GnDtozynfTduNedd+oLrza98+irSZ/F3383TmGvvYw55ZTmzo/hT4/etqCuaFwefP65Rmu/+cY0AhfHpCk88YQx002n66quqD7PfcAAY445Rn9uysho4rx1z70yhjTfJfpKH9Wk8XHVeRaFL74wZrLJRuyR3U1RgTgHQJuekYeHR+/gzQTZ1I16WU8btlVGbNPC/HjqL7/cmFVWMWbqqY3ZeWdjnnzSjdRMUqjefru58//6q0YxSGlrg7ffxejknnsac8ghpjF4JU8xeLAatRi3dZcWfPutMfPPb8xaazWTJt9Uen7d67HoPhKMT9JewX5Ayn7SPbmmkPTq2vfOPA8PDxfxzwwZpt2USdeFFA/1kGYkfRciCXrj0j80jpxm7LGV1IQXfQyvvlp75NFDD+IkXk30vKOonJZEEPo0hcsuE/nsM+29yliW7ffZJKkI5EmQ1lTRnzcOjB3kTEG/1CYAEQGEOk8+qa0w6mQgdgU336x9dCGno+1H3W2naOVy1lki/ftH/71Mm6Ey5GFVntdmq7QqicE6xyf8ffaW668X+eQTkXffFZl8cpEff8x/jqZQJQO4y6iaIM7Dw8PDtmyqs/NJXUjo+tj9CJiHUbwDAwqjjp/TlO/wd/kO3+X/vNjYzz5bjQs28DQFbtJJRXbYQfvp3nGHHoOWFAsuKHL66WoU1QWUcJhpm0Kg8AV+JBQ/WknwjkJMGxjXgCKa1N8QJ0G/fiJrr62MobDWdt7zvvuqk4N3fi6DY4/VNlZNtt1gzsJ6/NJLInvtpWypvL/xhpvOCdu4/HKR3XcXueee4UZtE4BhHPkUBWQWfaNhhrf9osVUmnFT5XpMMjBss7sXMaTTjD96y155pTrFaAe08cbxPZpdUkgYX1qLxcnDbjbw6naoeHh4eJSVTVXujU3hT4RtpceBsUQPVTzkGHV52n/wXZQ0Wm0wkii0NiIRHIv2EZdeKnLttaoco9yssYZGe6vCUktpP8aFFpJGgGF3/PFqzHYCBR3jyDVv/6OP6nOhZ2xUayYMOdqA3Hqr/oyxx7NEAX/ooZF7vYa/l5e+nT6L9DTluPPNJ42BOUSUybVnVQdwap12mva9pAdmk8BZQjZInKEx5pjF+wIngbXwyy/Rf8NAw9GB468qXHhhfKs0244V1h6tqqLGmHvFmdO5JyQ9l6jxKXKOulo6IKvpX0uU+aabRH79VbNGoq7VVRluA0WekYeHh0cdsmnWWeMdvkEwr2uCDk3nQruCyy4r16bg4Ye1XrYKQC51111KOjXFFMmkU0XIWoLvQGAyzjjGvPaaaQwu1qsm4a23tIZyyJDs9ZPUzB15pH4vqd4hay1auJYxzMzaFFEL83KGGYx57z3Tc4Csad55lbyrl+v+XKg3rLOeOYotl3vdbjt745OnJU/V9c3wILAHbbWVktQts4wx//qXyrZerbFNmgf/+EfTV+bh4dGrePPNZEbke+81XQVv2P4/sElvsEE5JshZZjGVI4l0qogy02kUBYZRU0aRCwpxHubZ2Wc35vrri31/n33iFUCeA/0tedb33WfMyy9rG5f//nfEY7ioRDIeq69uegqsv333NWbhhZW0yRU0NT9cnJd1G9L336/Oq6eesttDPc1Yr2rs2XuuvVYdq7D6s8bZJ6L6ZNvoi1sUTbcZ6nxGDz5ozLTTGvPGG/Veh4eHh0fb9Gob8Ibt/wPKB83Ui4JNa8wxjVl//fo2U4xpvOQLLqgRsjiPTJwy46Ly6eI1xUUsllzSmOOPryY6zbOcc06N+BBJpzckjpOJJtIIyXzzGbPSStoXOe65NyWwiN6QYdArwNlAtsdyy7nZn7opIyN83mA+dkvLlzyZPMhmIpl1PRebSgzOu4suMmbNNdWYxfl79dXG/PijWxHzppm404BDoH9/3TfaiKadBR4eHr2TCVkW3rANpZTS97HMZhpMkiY20222yW/guOrFCSt8LqTWRkXnNt/cmK23Lteeqej4Dx1qzDvvGPP448YsumiyQ6MugRUoPiuvbMyEExrz+uumaxFW8vbe25g11tCWOsOGGWfRhJERPi9G0aabuuOYqhPILfYW1m0dzyWtxzpZJkmGySefGHPWWeqowYm25ZbG3Hab2/O7DU5R0rZpw9Y2uOos8PDwyIaVVorfD1jL3Rax7el2P2FMNJHIN9/k/15n24YwcUTVbS3CoLVQQJDSiTgmSlfbE1DAzrhRzH7jjSI//SQyzzxKvsF4V0GAkgcQn3z8sTIcpzHNVdFuaqyxRGacUV+ME2zaUWRbdTFxXnDBcAIs5j/vfft2GRlBxL2Gt4fzz1cmW1dRZ5uhqPMyP2eeuTfJc1gDMBvzDtNxmN24iueSxoD5+utKchRen++8I3LDDUoAhWyDDG///UUWWURklJZoCa63GTr5ZJGBA1U2vvlm9aRebW/b5eHhUQ6//y6yxx4q09l3otZxkq7ZVvR0u58waI2CcVjFZupqqwGX2xOwWfbpowoAi5I2SLAlo5DBeNoUrrpK2UppozLqqOWO1dkyKvyetddr3a1NkhQfjBfOyf9dbs9k6155D8aevtXddK+2gWPq+eelZ4FBBUv0YYdVf64114x2dAUI1ijrk97p886r7eXooX7qqdo7l/cllmiPUeuyozYA3QwGDVKZzV4GK7YLe1ob9BsPD498+PprkRVXVLvmySejdU3WMJ1gus055Q3b/4egl21nj9G2bKZFDJyk76AYofBU0Wc1rxHhSj9bIqP77KO9fm31iCViQiS6aK9XG8ZxGfSS4tNL92obyJIXXpCeBWuSVnBERE85pTp5Sv/orbYa3vc2KXKLLMXZgKOONmG06BowoFwWSpOYfvr4/axpRy3gOQeOjWAva3pPa4t+4+HhkR0vvaQtO1ddVZ1mY4wRrWuyF005pXQdWuSPrR70c/zuO5FJJsn+HVeinhg4Cy6oxhcKTWfvxigDJzCKovo9HnCAyN576/FOP33Ev5M+W3WaqWtpZaTq/e1v6mW3/UzLpiOGU7eD9LY8vZjLoJcUn166V9ughx7ZFyjyGHm9iHHHFdlkE5HddtMxsC1PP/1UZLnlRHbeWTMIDj5YZPXV1WiNAvvEVFOJzD67tB6M5VdfNZu90rY9LQ3IM1Lo43pgu+As8PDwGBE33qh7AOVRyy+frGs+8IDI/fdL18EbthF1tnkM26J1krbx0UciH36onppLL81u4CQZRQsvrKkMUaiqvobxv/lmkYsvjk+nq9uIwNlBusaJJ4ossIA4iaZqKNPq+bpJ8XHFidVGkNLK+Lz9tpYY9CKI2P3zn/r/TtlWVp5SroFRu+eeuicBjkWtbOBQ6NY5i+G1/fa6B559tv4/zDfB3+vIXukWx9gHH4gceaTInXeKzD23yIsvuuss8PDwGC7njjhCy+Xuuy9b3f7kk2uWT7fBpyKHlI4vvxTZccd86WGdqaCgzlTQAERVt9lGZI451MAhvYz3LOcPjKLO7+DNiYuu2Ey9xNOOdwkjes45RR57TGSxxZLPXZdCRvH9uutqpIV3j+zp7Aja998XGTpUugJN1zO3Hb2ejlxVKjsOzWWWUaM5MGp7Zc5SOrTpprqH3HST7oHhdDsMfRwpZAw0DdcdYzgGdthBHSyMFyU3t98e/3lS15t2Fnh4eCjBKvJuyBDNssxKRvfjj5qVUWeZYS1ompbZJTp72qbwKkJnH7RtoBE7vWzrbC3w/ffaluGrr9zofZWl591nn2lLCXqeTj219mu97z5jfv/dndYNtPL5xz/0VaatT7cjrh/nuecas9dexsw6q7Ym6qZ7DeSFb32RHaedZsx++5nWI09Pz2+/Nea664zZdltjxhknueVCkdZc776r/a0vu8y9PsZVg/ZD9NeljVSwb0ThlluMWXzx5mW4C3taXHunnXYyZpppjDnuuOG9uF1tB+jh4THiHjDPPMbsu68xf/yR/XsutCmtCj1v2NrebA45xJiTTjK14sQTjdlxR/vHTdrYeE05pTGHH27Mc88NVxqSet599JEqtygZOAB23tmYhx6KX4xNK2THHmvM0ksb89tv9ZyvzUjqx/ngg8bMPLMxBx7YHWPJvdHbc+KJ6+0J23aw1ldZxbQaaT09f/1V5/sBBxizwALqcNxoI/37DjvYNRTovc66uvpqd/sYVwWML/rsbr+9Mf/9b/Jn2ZsWWcSY2283jYLe48iMsEOsSWUS5/Juu6lj+aijjPnhBzuObQ8Pj3pw//2qS19xRXc42Wyh5w1b215JlAyU3rqAoTDDDMa8/bb9Y6dN/ptuMuaww4yZf35jpp/emA020E07zhBmA919d2MeeyxdGWlaIbv2WmP69jXmm2/qOV+3g6yCzTc3pn9/Y1591bQerDuU1Kzz2MOY777TqFBbkSQPkXtLLmnMZJMZs8IKxpxwgjEvvDBilNCmMsGxZpxRo8G9OI8WXdSYffbJHoV9+GGNajS1XjEiyVy55prmnQxffGHMnnvqfoxjGtkcBR+x9fBwE8i9M84wZqaZjHnmmfzf/2eXr+2eN2xteyVfftmYhRc2teHSS41Zb73qjp81avrpp8astFK8Ycv3UETagCefNGa66apxFtSR/ugyrr9ex/bUU9tvFKIokwbULahjjmGMffmlaSWSlAHkHo69X35JPoaNLJTXXlNnJo7FXgNzB+cYEca8WHVVYy6/3DRiiM83nzHnnGMaBaVKzGGyCMgsI02+l6M6Hh5tBFlBW2+tWSg4zIrgb12ejdHzrMi2CR0o2oaFkilSdT9AznHCCSLnnFPdObK2kpliCu3tGmaj7LxWiITqAAXwELUE1wuBStZieq6RIvwrrxSZaSZxAhdcoD196265VAXWWkvZtrkfyEm4t2mmkVYCojNYyJsmfWnTHAsIpCA7ahuSWG2DcaNfYJWtuV55RWSVVUTOPFNk5ZWlp/DJJ9q+AoKonXbK/32YftdZR1+jjSa1YNgwZabmnLRgamLfo9PASSfpGud3L7+srQ3TwHfPPVflQrg9Fe8usEx7ePQaYDCGxHS22UQGDy4ux2ZwnMiuNEyPIy297PXX8x9zttmUkKFq3Huv1qu6AhfSG9Jq4NI863POacyVVxpn0K1ec1JpzjtP60OaiKLYwNFHF4scuYY65xiRItJ02wjqEZMyUmzLt84I+s03a7bDXXeZngOZEX/9q8r3Mth4Y03hqwMQWq2xhjG77FI9cVXcvsf5idBCLFOEXPLuu1XH6Kb6bA+PNuLZZ5VT4V//Ki9P3uxSvTJAzxu2SelhAwYo8UcS42IU1l5bjc6qQS0Xyo4raHqx5D1/WHGEvZfUjiOOME7BBWdBlYAAh9T9QYOM+frrdqVd33qrMRtuaFqPOufYjTeqcdE2wAuAURln2NqWb1GGCudBTvUaSL0mhT0LSVYaKC/BmRYw/9pEWG5RdrPOOjrXqy65SHPOP/FE8WPTEeDCC21erYeHR14QbEFuDR5s1+7505+Gd3noJlbknk9FTkoPC95JTaXH6+ijZzte377aG6rKdDuappM2S1qaKwh6+jJm4ZTGulKXsvSJpE9vVOplkGLoWl/HpPTH//5X5JJLNB1lnnk0zZM5Sw/lKtO1bWLmmUUeekjTXvv3F1l7bZFTTmlH2nWQitx2JM0xfs/fbYE5euCB0hqwxujXedFFIpdfruumavnGOZBN9IHuxIknakprr6SBkrZOKq+t1GvKSzgeMmb//cUaovYTXvRnzyKPy4BzxO17nPvGG0UWWCD/cX/7TeS227TcycPDo3p06mXoPBdfLHLrrSIPPigy44z2zrX55iKnnirSr5/Izz/nL4txGX/Cum36IlwGygVNy5lo118vMuaY6d/BCEZZP+us6o1xNlPX8NZbxWvIyoAm01dfHa0QgnHGEVl1Vb0mjKWoz6EIvPGGO4ubptnHH68Kdieoe8LpMnCgKoC8PvpIZNZZhxu6vGOAjTVWcj1loJxHGY91GcE33SSy5prRf3PtuQDGbNJJRT79VGTUUaW1SJpjgfPhoINEVl9dZIIJyo/Z5JOLfPBBej1q0+AaN95YZMoplccguPeq5Vvamt9rr+EOum7GE0+ofEOxW3JJe8f9/HNV5nAOTzxx+eMhH6l5K7Of5JGxv/wi8tRTIg8/LPLIIyIPPCDy66/Rn+X8gWM+L+64Q3WYm2/O/10PD498iNLL2AOQVRi16K82MXSo7u1wF1TtfKsdTYeM2wDy2ffYQ9s5dPZ6i8Lzz2evfS2Sdkk/WNpmpDFwVgVXU0XTUippQn/LLZpyXGetXJ3p1TDm0Wbk4ot1zi6zjDGTT66tJkj3pd1SnnTKMjXL3Z52zbOhfg02cJfWQV48+mj0mAdzgjlASiJ9q2GWveiidEbVJCyxRLEWBXWCdl/IWO696vrIXmOszIL77tPUuzJptEmgpzYtb1yQW2kylhINSo5IQ19oIW0ptfLKWuNPGyPuowq5udlm2nXBw8Oj+8r47r3XmNVXN10Jb9hmBMrNwQcbs+CC6b1NX3zRmLHGSjf88hgNYWNygQWM2XVX0wjqNHSqEg5tUxyDGnBeGKV5x5y5+/HHxtx+uxoVSYYtBszPPzcjbNv0XIJ1wFgWeSau4MMPleyOHsNp65revXfeWd7I3Xnn8iRAVYHay622MqZfP2PeeKOZa2ibg8c2cD7SFx0HXVWAKBCH3w47lHfQlpFbafWxs8yiBj7HgPSKMems2a1CTg8bZswUU2Rz5Ht4eLRP5h94YHuJHNPgDducOO44Y+adV5ucJym8waYSp/Dm2Yw6jcngM3Ur0U2TQ+UxApPGv42KI2NL9BXW5jLMlElKGIrUJJOoQkO0Koksp4pxastzacM6yMM0e8kl+jPXnZX9tIyRizzDuHUNzz1nTN++mulA5kNTSDN22jK/ipKkzDRT9U4F5mDglCrroC0jt5K+y/Vst122jAEb/ZHDDvTFFjOmT5/2ZqF4eLQJTTj1l1jCmCFDTFfCG7YFAN32HHNoFCwcSaVpctzk5LXNNsM3irTNkNYSrinRbTE8GJMZZjBm+eWjFXSXxjQPYGwu62HL+gy//15Zt5Oiu7aFbVueS1vWQdpYY0Bcc035Y+U1cmFGDqJQLqRwYzicfLJGCV1ppRNnqOB0go27m0pIApx/vpZMvPdeteexLWfKHM+mQpvHMRWFsAM9OH8bs1A8PNomB+vWKYYNM2bSSfN3fGkLvGFbEAh7UpnCSkecERD2tvO5Qw/V9L+kz5LKPNFEGkFzpR40bRNeZRV3BAbK9SOPVO/hrhP0IjzrrHLHyKOENWHABRT0NiIpVSEt6k37IpdT+F55RR0/VbQKSzNys2a01KXMfPaZ1khTs/j558YpRBkqr76qToG8/dVdKyHpfB7772/MXHPV0/+9CrnWuZ8EMixtfF1xkrXFqejhUQauycGsWTr33GP3fA89pIGLboU3bEtMxDRDNukFCUTahvbHH9pg3ZW6Q5TVJKM9uHYXBAY9BCEgqdLDXTd22UWNhLLIatQ3pexAWrLiiu4+l7T0QdJZcXphMJ19dj3Kep50W1LM64hMdhq5kO/V1Qc2izIDkRpjceqp9RNElcFNN+kcI6uijUZL5/MI5sTpp7c77S+8n2y0kZaNpM0rV56NKwa2h0dVcGWtZeFSiQqI2dSljzjCmKOOMl0Lb9hWsBGkvfheUtpyeJG5suFgJJIGl9eYb0pgbLihkiV1E7bcUtlabSCrUR9lBPNct93WVAYiN2+9ZVq9QWLUwToIEzfRUQjf2EiIljZlRD35pEb7Hnig/nMzHuuvX3/2SdKz4lVF1LoOkPWz2mojEwlFwZU9xBXlsq7xoE41iwOJDI8wAV0TTuE2Efd5eBSBS3IwDkRm69Cll18+OaOx7ei27kW1gX5zTLci4Hs//KC9EOkfRW/C8Du/D/re0c8u7jz8nh6KVePSS7W/1p13aq+9zmum31Zcg3h+z/3UjdFHj+/t11bQd2zsse0ci/lFL0z6G/Ie12eRvrb0YaR3Jv0Qeadv4u23izz9tFjHF1/o2phpJnEW9JdMW7v0tV1mGZHTThN55x2Rs8/W+bjRRtpnmHGkB2Vc71jb4Fzrrity1VUiSywhtYPxYHzi5ASyDJlqG8iruHPyzB57TFqJAw4QGWUUkYMPLrdXVTXuRZ5HXXtFXXvq/vuLHHVU8mfYU3/+WeSVV0aUscjcqJ7iVYHeuUnPhb97eLQZLsnBONx3n+5LVcrH338Xee45kQEDpGsxStMX0FYkbQRpCDYKNq5FF9XJGjRmZ1MNGxmBEs3vw42beQ8bwFWAcxx5pMg114g89JDINNOIzDPPyNf80kvazD1KaPA7/r7vvtmaz9tCtxq2Y41V/3kDIziMyy5TJQyDaaqp7J0Lo3mppYqvrbqQZe0G4F7mnVdfhxyin7/5ZjVKXn9dZMUVRdZYQ2S55UTGHLOazZI1d+ON2uy9KTShPLdBmSkCnAQXXSSyyCI6r9ZZpx1Gy7vvivzvf80+j/CeyrUEDhfbe+ryy6tx++ij+pw68dNPIjvsIHL11SKzzz6yjK0TyIfjjmvWge7h0aTO7oLzpo796rnnROacU3XkrkXTIeO2Ii3FbfbZ7aYU1F0PSuogtXHLLqs9/4qmeDRVe0s96oUXmq6ab2GmZxeY/P79b2MGDhze99YGYA6/+GLTM/j6a223s+66xkw2mTFrrqlr48sv7Rz/ttuU7Zfe2k2jiTTUtHpoF9LPyoCUfdLLk57va6/F70V1tg+itQS11q6QITIfxxjDmEGDqttTr7tOicni9qg99zROgJT2mWduPiXaw6MpnZ3Sjq++6v506eOPN+bgg01Xwxu2JRCuPwxv1sHmEDAjtm2jCFq9bL65GrhlBUYT9VR7723MOeeYrqCUb4pJNgsg4OEebdWN0lf1ww9NT+KXX9QQpf6ePsLU6J14YvF64+uvN2bGGdWwcQV1s5FnUWZcIvcqAuo4WTc4SeLqceefP3rcMYohz6oSOGmY01wjMrnpGtsA77+vBE9VG4wQfT377Ii/f/xxHY+hQ40zLQzXWqt9hIoeHkX3n3DAhVZjcGDgBKYdXTc7f1dbLZ1Yte3whm1JMNHYtJM84kSh2rJRfPSRMfPOq8pQHmMlSmENDPsmvPMHHmjMaac1Y7TapJR3gWwlCTB3w/4Ly15ZfPCBMX362Liq9gOF+IkndH6R/UHfbFqiPPVUNGFQ55zEICYC4yIJV93Kc5wxjTJz0knGTD21Maec0u6efnjhya7pvIeHH9Z5QLulqHEnQoG8r8K4RTbQngwnDfIBx41LrdZg7F5vverPQwYKGRkBfv1VDWpXlEvkLs/o44+bvhIPj+qB3CPwMdpo+h7ef156yZgBA5R8tKnobdHWYVll8mSTueNQqwp/4p+m06HbDupHjz8+mgiGQnDIIJqsn8kKamHXXFPkoINENtss//ffeiu69jaqpoq6Jmo0IS+qAtQGU0Ow5552j3vBBUqkFVXvTN3lf/4jMtts8fcMKUhUDRfH+P57ka++Evn6a33ndfHFIvffH1134crc4rqpITvsMJG11y5+HGoGn3xS5MwzbV5dd+DNN0VuuklfH3wgsuqqWpdLPTL1zuE5CZh/J5wgssceTV+5G+iUTeF66E8+0XGi3pm5t9BC0jrw3DfZRGS00UQmn1zvc4opRK67TgnDku4JebPssiJbbCGy8852rgdSrh13FJl5ZpETTxSZbrrsz6MunHyyyi7q3qvEH38oGR619D/+KPLRR/qMrr1WnJg3yJGVVxbZdtumr8bDoz4ssIDIhRdqfXvnekWfP+cckVNP1fVRN8LyETkOPwbXQ91+Gbzwgsj222vdfzfDk0dZQDcQlEAwg2IDayVKjg2SIQx+WB+bIC0ZYwyRYcPsHhOjFQMiymhFMcO4O/fcZIKCTTfVwv1OAxZhOt54IpNMoq+JJ9b3L7+MP5Yrc2v88VXwLr20KnCQ2RTB4MEiq61m++q6A336qBOD1+efi9x6q8gZZyjLMvMoCnvvrZty3QaDi4giQAsA+RkOtoBka+GFRY49VtdfW4DMWWwxNU5woIFgT8KZlmTYImvuvXe43F9pJd0HipD9ffaZyD//KTJkiCqFcXtJ0vOoC6++qoRtVeOSS9SYPf98fU4BYRVKdZ3Mx1HAuP72W5Gtt7a/VxadQx4edWC++ZRIqdOwhW0e3XX11VUnhtyN7gbIybrQKR+5DpzZDz8sMv30xY/70EMiiy8u3Y+mQ8bdgDb0x0oCJEszzWSfYKbJNNrTT9d05Dp7F0NEwispLZ00l6uvNmbwYB1v0r+GDeuOucU9MY8++yz/d0l7p97PFmlSr2CPPeLXmGvzow1gLVJrRWom9aBZ+sS6ABuyltQ71mARXgi4GE4+WcfthBM03dZ10D+W1MMq4XIpyTffGDPddMa8+qrd49osxfHwqArId/bPJFDa4ULtbVDSAFlnkr6YhnXWMeb2203Xw/extQC8kUktDFylyufaSB8lJQtPzlxzVdvvE281/+/s1duWdj9JkXnuiTTuXXeN70PGZ4hgrLeeppAy3kSLkmjXXehjnBXcE1HCtdbKP/ak3kw0UbuiZC7g44/dj+i3CaxFvPV4ximjINL5zDPiPGz0h/3mG51PzBvKatjTgnfkDGs0CpRK0EaKcXrqKU3rJiXaZXCPRBWrjiK60Lc3DmR/8Fw7I1a2spryzCEPj6YitkkIore33ablbUkZUlWDUhN6z+6yS3GZ99hj0a3Hug3esC0pxJn0Bx4oMvbYulFh1ASGXB0GXJkmzRhNTHSM2qmnruY8pFqRCscmuuCCmoZbR/P5KgzbLP0gbRuinc4B1+fWNtuI9O+vqW15qvdJQyaV2SMfXOpR2k1g3G64QfkG/vY3rRf97rsR5f4GG+g7P3dDOUySERYoVuF7Jr2WsdltN61NJuV2yinFeXDt1BJTqkJ9bZXPz9UyJfqFP/GEpo33iiHvUS9clJNhEFh4+eVsesocc6iujP6KfgPXRRMgCIUxDh9JXrzxhgZSKHnrejQdMm4rwuk2AWsZL3rWuc6ATDuf5ZbTPrVZ2vnYAqluMJDaag2TlP61xhrKBmqz52vWtLIqWD/b1IaB9B0YWo87Lvt3YCe95ZYqr6o74XKqY7eAPs0HHaRpm8hMF9MsbZQsIFvS2raF97wJJ9Q2MWXZpG22Rsu6bwf3WfXzc7GUhPk866zGPPaY/WMnzSF+z989uh9tSUeHnfy99/J95+WXNSU4zJxcpwyDxZySkeeey/e9s882ZrfdTE/AG7Y9pkzSI3TuuY05/PDqDcwo0FqC/rhVCYCw4hKuFbMlUDuN1uCZdx6/TYZoVfVbs82WzViljnGKKdTh4pEfrrRP6XbcfXeywdfkGrexJ6VxCFRxz3UqwE3s2y7qCvvua8wOO1RzbOaQr/nvbbg45+Ow6aba7z0vwrW3O+1U//57773aB3vIkOwG9YYbNl8nXBe8YdslXtgseP55Y2acUYvQmwBKTBDZrkIA1CVQA6N10CBjxh47v+esV/D66+pZTCNoeeEFYxZcsJ5rqtOzWid63ZFSB1yX+2UdHEcfnd2o5YUcx3n1978bs+uuGtWmny6kLFdcYcyttxrz0EO677z9thLDhUml6laAm3p+LjmekLXoAFU4EXGUb7+9u84fj3rgupwMA8K7MiSjt93W3HyHCCqcdZIkV/73/8g5m+rNWzd8u58uqptJwt13K6kDLQaaqGUMSCWCcQuPH3Wniy6q9aL8ntrYn38W+eWX4a8sP991V/xzCep7bLSYCFOx04sXwpWiLW66GbPOqi0uIJOiPmXSSZutr43qQXzcccN7ELcZLrRP6Xa4LveZw8jRIv1hkc/775/vfKwfeizShuKHH7RHK+/vvDP8/+HfB///7TflCYDnIY500aa8DsuZqF7zVT+/Ms/FZuudd98VefBBkYMPtl9nR7s6+mO+/77IWWeJ7LDD8NZGQc2ti5wQHr0nJzsJpOj3XhSQDCLLouRKFTIsvKbhgACd5/5HSJ8OwNqnLWOdLYuahDdse4CwBYUeRjdYPimCbwJJpBJsfhTyjzXWcOIn/j/mmMNfaT+zYOOUpCoFKizH99wjssoq0jrU0WuQhuI77SSy7ro6TlFsqSicRZn+bPUg7twIPDzyyH3mFQbdF1+ITDaZtM7BkUYcFQU+DyEgjqsihtCgQdr/OmpN2pbXrH8Ym+NQ9b7dlOMp7MwLxhmjkz7vtpx5OJY33FD35FtuURnPvohST29ozn3ZZV6+dhui9IcZZxT55JNkh5VL+jEBieefb58Rn4Wk7eiQvIEgdoklpGfQ84ZtEeWezxDpcb0FC9dy6KEiN9+sExtGtKaQ1ipnjTVErryy3Dk+/VTk2WfjvWdVCNTlltPm3W1DoPAEiTNVRi8xbF95RRWqc88dUSCj4D75pMjCC0ulyLsReHjkkfvIMIw8IgAo+bDAN2ng2pTPcSiz19FGo0+f+hzErH+eUZzCHbSj6SbEOfOC52bDmQdT+OqraxsSIl+McdiQHzJEmZe9UdtdiMt+mnZakXnmiV9rZdeZbWc8UUwcMUUdkk0FufIa1A89JLLiitIz+HOvL87ZZhM5/niRq6/Wd34mXTcJLKQgbcvVFiyke22xhRoNpB81adRmEQB4+sqiiZ6vXDcea4zqttDo83nGgk0mnBrOz4yh7V6DPN/TT9fzdjoB6H3Zt69G3atEm9KjPNxEWuutU09VB86446qBi3GLwtQGJMnnKNjY6+qU12nre+BAN/btNrXeoQRn8cVFVltN5MQThxu1RVuqeLQDSb2KP/hA50KcnJxwwvhygKr09TTQgzutn22cDvbSS/HOMu5zkkmkEiQZzH+KMKgxbFmrvYKeNWzLNhJ/8031UKK8UGfJex39WbPg++9FVl5ZPVGkBqFoNY06lJimer6iFNG3tY5+bTaEO/M26Vl01pzY6EfHXLz2WpEzztBa6OCYjBvrruoed2lppI8/rjUrRJA9PLL05Y6S+xNMoL1vqzJwq+oNmSSfAWsnWD/sLTb2uk55DaqS10nrn/N1Yw/tKp15r7+uqY177KHzO25sSXkmEobB49H9DpNg7cbJSfQXShfQUevU15OAjM5j2IZ1MMr7wvce1jn5+3XXiWy2mchPP4k10H/788/jDWrToU/jgOKa4EPoGZgeRRHmtoBRdbXVjBlvPGNeecU4B3pczTWXMUce2Uw7HxfYIetkiK2a6TmMrCyif/yh8+Dhh4259FKlpd9mG2NWXNGY2WdP71XJZ8L3Z/OZ0QOO/pfBscKsflWyhL7xhj6juLHj3KuvbswMM+h4ffFFddfi0Tv49ltjDj3UmKmmMmbPPY35/HN3W+P07z9ii7SgX23VvdkDec3aW3vt+tvu8NpvP2071k2M60k6DmOx997FjvvEE9rTGdbrLNh4495pM9ILKNur+IgjjFlpJdVTbMxlZBQ6S9E1d/vtxqy/vh05ssoqI8rJ335T2QJ7/DPPmNJ48UVt1wn7OH1ps+wHl19uzJZbmp5Czxq2eRdnWKkIjBjXekXSdgblAGPGVXRTWxKX2lUwJ6Fz5/lPPLE6NxCyCMBjjzXmyiuNefxxYz75RDeBJMN2jDH0e8cdZ//+GLMkA7Oq+UDf5jnmSN8I3n3XmH32UUNkk02MefLJaq7Ho7eQZOBmMYiqljVPPWVM377aoqsp+XzMMeqQrduxeuqp6tRaailj3n/f/X68WZGmhPO8cX7mNQLYZ9hLsoJ5tMgi7hj8Hs228yHggiGZx7Gy/PLJOksZB/mnn2pP2Crv/b77VDejvVCRgBNOtxNP1L65tBjKok+/+f/2lVlmMWbVVXtr3fWsYZtngrah4fSdd+qGM3hw01fSO6i7X1uaM4aILAp0GrbeOnmDoD8vvY7nmy95Eylyf030uMNjiaH/3XfZHSu//GLMhRcaM2CAvvg/v/OwhyYjXE2du9PAPeWUbAbRXntVu26WW86Y664zjeKmmzS6VyXi1j/KJsbpNNMYc9FF+ZRPl/WDpCype+81Zs45dSzI8EkDe8JMMxnz6qv5Df46Mpo86oGN+f7TT6pfXHZZsiwmQrnmmuqsT8s0K7rmON8442hf2Li9gL7PV1+txmnSeZOi1WSBkf1CwCFPRtiHHxqz9NLGrLFG9u/9X8jRVsbobyt61rDNszhdbzh9/vnGzDyzpnl6tCclJy9szcOkqCm/D+Z+FfdX95g98oh6Od97r/gxiNoSvcUYIZpLVLeokeRaumJTaDLC5UJ0DQN3553jlSTWIX8nskGmwWijFVeo0oAzFOdN06UrrAWuo0m8844xiy+uKdFffpntO67rB0nOvN9/N+b009WgP+wwY37+OVpOEV3DCEbJ7gaD36M4kBNE+zvLFvLKULIjJpooWhZTDoSDnUjqJZcY89pr2Q3bPGsuyfGCLCCbY9lljZliCmM22kiNyzJrncjrSSepgZwlCHXVVbo2zzsvu3x+06+73jVsASmZUTVFLLbwpKtbGc8KJvoBBxjTr5+mmHrUi7oVGpsCC8Ed1AYHijSv8MZUxf3VOWaMB7VgpFnaAOmjbLhsSqQu3n23OpWyGkkuGFQuoMmNt8pz53VapJUW4KW/4w5VAHGoVLFu2EMWWsiYu+4yjQMji8hM0wY2tX/HH68OsVtuSf+8q/pBHnz1lTHbbacOcspQwvIp2CP+9a98x3Td4PcoBiL3yywzsrzLKzvTUuUpS6BGNSr7IMmwzbrm0s5PdgKZMg8+qLLJ5v7x9NPGzDqrMfvvr8fuHEvqccleWWCB/OP6T7/uetewfeghTYWIWpzUqs44o3qKXJkonddJdJYoEqkNP/5Y/fk93FDQO4V7GeMoLS23ivura8y+/loJG66/3lgHG9ENN6hBkLS5dta79LoXNUCT8rSqcxdxWuQxiKqaPxhuSyzRvDEZgOh0lrTYOkAa5DzzKPHKDz/E78VbbRWfAVPVfK4q8+Pmm7PLtF4w+D1GBFkMlLzZ2K+KyOJAZwmCUmXWXFECWYiv+EzZ9HpkCjo8zqTwcYI1Q3Q4MKjz4G9+3fWuYYvHiZqeNHZhGNxgVG1SKY1Smjj3kksWm/ge9g3NOmuIAuFOZgFKVZXzLxzZtXV/VbNj//qrrg2iLlUiLeJGJsUOO+iL/9et/LoKUsySCMSq3HiTNn1ek0yiaahErw4+2JgzzzTm2muVZAelhjrtTiOwqNGZV7FifYSdWUXXTWAU8RwmndSYK64wzmDddd2IHgcYNkzHipRI5kCYBT9Y53FzqSr9oMrMD5uOHxcCAh52sfnm9gjeyhhgadHWICiV5AQqQyAbXvsEl4qu8SrINLfYIn5cemXdjSI9iIcfFvnmG20sHodpp9XPrbOOyPvvi5x7rvbcpH8X/bPoC8VUqbI/amf/rk7QdJledN3WWL5NoF/boouKLLOMSN++IvPOqz3EqnwmHPvoo0U++0xkpZWqPRf39+STOg8nnVT7QZa9v2DMWDvMXxvHDMCaZJ3OOqv2WGyqTyQYfXSRRRbR/z/7bPznyvaU7ATPil6DwdjSo5SeoU2Ce3z+eZFLLhG5/fZ8zeVtgjkc98yQ6WusIbLRRtonkNdHH4k884z2oeVn3unBOM44IpNPrj06P/ww/pjcD/Oc9doJnstxx0V/L6q3N/0W6Z/INbInFVk39GBkP+G6gj2F+6U3ogs92GefXeS110SWX16cAGuYZ7fqqjpOjHsY4efOmNK/kt8FesIOO9iVz0n6AHMBuVrmfDZ73+ad3x5uY/BglYXnnFN9b+m0fSDogc0c4rPBmuN9v/1EjjpKZMgQlSeswfBnmJN8N8/5o9ZdsE7uvFMKg30amYGsyLN3RIHrwU65887h99uz6870INKitZ3Rn003VcZZUpRJS8LrQSoEvUGrJn/xXs92gIhcJ6lQ1aAdDxkFVYNUxSFDTCtAWx9aA4Rrc1xYm2k9JamhtAHX6ng/+kjbTUE8Q59UyDhoFdJEBsz99ysBWFkPORFb0sjeesuYRx81ZtFFi0eg82Qv7LSTMaedVvz+25AOD4M5+6qLSIqE8AoiQsE7rMPU+EMAYyNtGF2EDJ24Z2hDH7Ctb0TNb9bK5JO7k3LukQ46AlAT+thj9o5pQx7FlVNBgkZ0OSmT4p57sp+/Kj3cVtowrM18lky1Tz6pPivOdUiv1tbmqSniswcdpJtUMAnrmixJE58NgtQtj+ZBncQ339R7zltvNWbDDas9BwYi6Zl1GIo22/rUgTwbc1rqFMYRRmBV1xNmuy57jjQlnZp/CEZgk4SAh8+98sqInwk23jpkKUyUODxIJ4W0w/amX1bpydKCCsVyyim1drybnaQ4j3GkuYi0/t/8vROQOwbjm2WuQVwFGyvp2LAV48zAqQ6RDWnjkGslKetl0/ircH5Eze9LL1VD6eOPy12vRz2AUAy92XZNd5UGGNeZ5gTKev6q6lbzyuSo/ReZyVrCRkF+BMja2rAb0XOGbZ5obdW58Dbq+Oi/BXNb0cbyrqMt7VFQOuqud0YBmnfeas9Bq5ulljLOw0Zbn6o35rjPEmU9+2wl5ShT75gkK4JaoKqiwWyosERDhkFrBLzlMMtjVMYBmTnmmNrSpqqNl75/RPDXWmvEHs82N/06IqE4bTbYoNwx2kAqMnSozp9uMGzT5gXG3bnn6v4NUQzfx3BFprMmMIrpqUuGA6zFdTkn6or2cDzu+bPP7B7Xw67etdhi+ZwzeVGVAZZV3mU5/9ZbV8ORkWfviNp/gy4uRJ89etSwLRKtbdrbnTbxMTwo5ieaTPQWggtXGC67La0yCQiXuoHRgCIU9tLZBj3XULBcdnYg1G229alyY076LP+HaRlSnyKROY6ZRmYDyysN7yFHom8l/fGI/NNegOhJnHMmLRqMMUJk6bLL1DjJAtJ56dFXFZCFsNufckr1MrFqEjkcsqS2lkEbIraAdlplItNVgUhy0trqTKFOczTNMosxe+6pxi1p8qy/tHlaVzp5XdGec87RMgUcUB5u6l1x89eV8oU42JJ3AWFcVeOQxZHUhjISl9BThm3RaG3T3u4sE59UUaI9Cy6o9Z54emF0bCvatJCDNMEmwLOm1q8qrLOO9tJ0BXEM4TvuaLoCGJZBr9y8485GnbQB8zdq9FCiiQCeeKIq1jSeRzb27atp5xipRI1oa/D3v2uvveWWS16PRcb/pZc0BbsKh88xx2h5AI6/uoBMIiWMDAebxgCZGaSiJkW/29bDNwnMOzIwmryGqGMnKfm8OsevKp3BZss3F0B/XBxuQVTaozlkmecuOsOqkndp42Fr3aU5ktrilHQFPWPYlonWujCx8nhQUeaovSQaQsuKTz81rUPT450HpFLRM7UJ0MSb3oNVgLUy9dT11ax2k7OjLKibIZJBZPWnn7KPT5IiklWZxlEDERpEIdddZ8wZZ6jRa7tFDz1Umb82gXJMyvVqqzUT9YNckPZANnHggRpdLwsyO3CY8BxtZsHYzKxhDg8cqK88xmnV2T1F0vyr3MOQdTilSOXvhvo5MoNw0obLBTzqR9o8rzOgYwNhJ1CQTZNHLqSVApYlusvijCNoBSlUUy3y2og/S4/g0ENFDjkknt47C3U90ygKdVBoBy1errhC35Mo/eefX+Syy7RNCzTiAwaIbLqpUrW7DujUue6bboqmQK+iPUpZ/PCDyPjjN3NuWgy9+mo1x373XZGJJmru3qKo8ZPo+aHG7xbQNop2BWOPLdK/v8gTT6R/hxYIK69cvpXOGGPo5xZaSGTttUW2315k9dW1LUGZ43YiaEdkC48/rrJvqaVUfjB36wZrhXZAtoAMvPhiO614WB/MqzffFNlrL5H119f3N94ofvxwGwyuNfzOnvjWW/laEdHOiH3q6adFjj9ef77wwvquoUgbHNbFeOPVqzOw/x9+uMiEE6brA23AbruJDBokssIKup/yTPfdV2SDDfSdnz2qR1oLuzD4HGssqvWUK0CuId+Qc7RknGqqfPIuaTzY98rI+kDeIeeuvnpEeff77yJ3361ybfrpRT74oHhrpF5ETxi2WfrWpiHom8UmRr/D8HvVvWyLgkXM5sfGvuSSutEutpjItdeK/PGHOINff9XeW9tuq4t4771FppxSx7cNCxnhFqXYtN2wffTR4X1YXYDNHottAAYmmx19AzfeWOSAA0R++03/Fqf4nXJKvAFaRpmuQkkvath23juG2kknaZ9R+uTuuWd2B6ZtBXqCCUS++06s4Z57tBcjfdXL4OuvdS84+eR8TtKyzibOx3ik7Tdh45QXcyqrcVqHw6tIz8026gxNgn0fHa1fv3iF36NaJM3zKNDnG/nEOv/2W3ESgby76y5dfziL6+i1W9QZx1479dQip56q+vorryT3yq0jsNY6mB5AmdraTrSZQpvUUurrII+BVIX+kk2RdJDeSp0fRDn0tIMVkvSQL7/MRlbzxhvGGUDq0lTbJcZpwIBqjg0T4CWXGGfQpvR026BPHfWulFPQuiYp7bIqIiPbbKnUb+clRAqIPIK0rOCdNk+B7MhzLNvpq7RoIXXYFpAr11xjZy0zb2wD9t6kuu7xx9e9Btb4CSfUd+qFqamkvpp62vXWM2buuYuzjtbBf1GmDKIqnYGSAfoydxOa6j7hka2mNFzGEMjJ1183ZuedlWcEDofnnzfOYrfdVEY3Xf6U1td+111H/k6v96bNg643bMvW1nYrICTZfXcVRtQJdPaZrAL06TzzTG2/wXk328yYG26IryGMW8gQ26y9tvbLdAHXX2/MP/7RHNkQjMxliWWiMMccOk9cQR19Wl3HWWcl1zwFY8B7nz7GLL20XWXappLev38+4rMkpTfv869KYaF/L0qeDcAUi+Hy66/ljgPnAnMBQ8hW3deHH6oBP+64+QxS6sXo9017updf1lY2sJpj5BatIavL4dXZkza4tqYUy240bHvZeekK4vQu6siT5D76GG3rcDIusogGLsrKLtuAN4L2RUXGI1jzNgzKos64NgfW6kTXG7Y2o7XdCIQRrISwecJ8SusPW0YSzgQMZtoRzT+/eu7xRD3wQPaer1ELmevbbz/18rtgeCHg8AQ2BcYBsh+bQPmEOMo1h1DcpkvUn42025FH8cP5Q4aGqyB6l0fxIeoYZ9TzykPkUZUCDZHbppuaUggMSxyykCgVYfcNjkFGDCzXtHUqG8VGFmCE0hOY9lqHHKItlWw4CMo8jzpI5dhzeBb//vfw/WiBBbQHbVPoJsMW0jfkN+RmSY47T5JTD8oYUMgJAkpkc0BgikMIR5gLYB2zZmDxz8Oezv0j98g2KWJQdjoLiWzHySzvwCmPrjZsfbQ234K//XZjVlhBvfunnaZ9JvN68mHefPRR3fD/+lcd/0MP1fQU28/hyiuNmXZaYwYPNo2CPpkoeU2B53HbbXaOFTzjxRdXZ4fNlhlVbrpEgJhv3W7c5vH0umzYFulhO/vsyYYtf7cxjkQOMWKQWVkdcIC1QuskHEJF282EDcui0YHwMYK07SzHSMuIwDFJBgCsz0RebabIlTVOo1rgcM0YSj//bErj/PONWX31EX9HtgG9aKvIlul2wxY9gUwC9k1aFCILtthCy6R8xLZ7QG9mnjGOMEpP0NWa1MeDUpYgAptHVuEcLOLIimtRmCXzyqMYutqw9dHaYnj1VWO23VbThYlEvv12siefDZZIL60uUOpQfk491Zj33qv+Wp99Vr1oRJ2pu62qj2ESaMVBu4KmwPmPP778cToV4rzU+E2jF4zbbonYFulha9OwTatxwrDl+ujrS1odcpB5hTETpZjZMEir7ruYdoy01hbI9zjYSJErayAH10Bd7w476M9kCBFBL6NM04IGByr7YCdwBDfV57tpwzZv3+DPP1fOBloRolsssYQxRx89otO7l1q69RJwhF19tTrMaR2HvtYZOKm6H3WZucV36U9Odlyea0pzFtpuvebR5Yatj9baSUc97jj1piYplBNPrEo09WVNkFGxYWLQNCEkEFykWfOq05gOAzIE6lrKbATdolB0u3Gb5zm5bNgW6WFrMxU56zgSsX3hBfXWc37q+0l7x6ChxpTUY+q2mk7HtXGMOkiY0mDDQEYBDQhseH78TFZNUVAzHUcIduONI0dye8GwzUK8FmRvMXYQHBK1IwWT3thJvdE9SU5348UXhwdOtt9+RH6XKvtRF5WNwTV1GqJZrintnOxZvmbWPrrWsPXRWnvYe+9khYdG8U2iKaOsjMCzfQ3BvRa9hm4i7eh247ZT8Quefeczd9mwxRlD7VUe2CSPihrHYC2nrZ2hQ1VhP/lkYzbYwJgJJog3tvOsHRuGZZljdIsMgGU5zLYNCdfMMxcrWUEJJyOIZx4FDOfpp1eZ0yuGbdp+e8wxw2u7yd4im4gMjTxBBk+S0/3AuUHJ22yzqfOJPaFKPa6IbCyrW7rgLOxF/LnX+tb6xt/5QXPotF5mTaKOPoZJfcgCUZW172IV1wDCvdDyXkM39YidbjqRe+8VOfhg7dXZbQg3nV9/fe15d/nl2ZvOu4AiPWzpC8paD9Z18KIvKL/P2xe0cxx33117fy+8cPL3xhpLP7PrrjruK66Y3Ds469op2jMxvKclreO0votV9CpuApNMIvLVV8N/nnRSkWuu0eedR45xzzvtJHLssfrMozDKKDpu550nPYOk/Za956qrRDbcUPtL33ef9pWec858/VFt9lr2cBPjj6/r69VXRfbbT+S004brMlXocUXka1ndsqo+uB7J6BrDNry5b7KJyNZbjzyhLrjAN/4uAtcXZxNGWRPGdJXX4PozzotuN27Dit/hh2vz+TahiGELllhCZNppRfbeW2TQIJF99lHjtKhRHx5H9gPmC688sLV2ihiWnXvak08WN05xHCAzMNL/8hf9He/8zO/bYlx0GrZgvvlEjjlGZK21RH7+OdtxGE/uf511kj+Hc/Gii0R+/116Akn7LXNl1llFVl9dZNxx674yjzYCGbnssiL9+8c7CDF4cSKWCUYVka9ldctucRa2DV1h2HZu7u+/L7LDDiMarOHoVhDVqjvC1la4vjibMMpciHDavAbXn3ERdLtxG2C99UTuuEPkxx+l6w1bImPbbqtGShXRHAzkZ58Vef75+tdOp2HJexCVjjIso/a08HUEx8hjnIaj2GOPLbLzzuUcB64YtgCnNwo0Yxb3vAIMHapKNFGktEgjUf755xe58UbpCXSbE9TD/XnFeiVzsEwwKixfA9maJhvLznXOudRSI56rjc7CtqH1hm3U5g4Cg/Wmm0Tuv1/kn/+MP0ZdEba2IkrhcmlxNmGUubC527yGvEp1W9ALxu0444issoo69doClBQir3lAROySS0S22KKqqxIZdVSRQw8VOeCAZuRjZ3o0mUeTT64RsDwZG5x74EA9BsfKY5wGUWzed9utfWs/zrAF3Bd/O+mk5GMcdZTIGmuIzDFHtnNut53I2WdLT6AbnaAebs+rAGWDUYF8XXppXdtpsrHsXH/mGd3rXnxxuEzPK489CsC0HEmEF7wgdoBEhR58ScQjCy2ktP5xqIqCvE1wmdAhigiGZ1sVkZMLLMJJZDpFryH8jGEshLnw119N69HthFKQGS28cDvIo4r0sAX0T11rLVM56Es6zzzGPPKIG/KRPuBRjM9VE5MstpgxL79sWoe77kq+d5j7kQV33x39d54bDL5JzL2dgBiJvt+vv256ghX5oIOGk4p55uLeRBU6cViPi9NtbJDZwXIPKWrWawr3A88612EFhw389tuLX6dHMYwiXV7vsdBCGqkhrYg0Bjw+ncDr/dNPIn37apoD3nGIp2aeeXiqM1FhPse5eD/uOPXG95LXJfDkuwiew6KL6jNhTkw/vchtt1UXbQiiNHjsmA9BpkCdEc7ffhOZaCKRb78dcW7yXvQaOp8x0Y1rr1UykDYjiNySihikJXYTkHMQ5r3+usowl0GpSJGMhnPPVYKnqsG+ceSRumc8+GB20puq5CP1xPPMI3LddSJPPz08jZsaxqJEUVkyoT75RAmyBgzQyAUyrw2ghvaJJ3SNMwad147MZCzJcnjgAZGZZhrx+0SpDzlEyW2ygvHeZhuN2p58slQOng/rAdnPPK37+bz0ksiJJ4p8+eXw+che2LbovkcxoBMH0cpA74BkjSySMjpxWI+jpjaOuLRsuRdkcJQbZMEii+j+ChkaRHSLLaZR17S5jixgXay0UvHr9CgI03JkbVGQJcIW9F3bZx9tIs2LvmtNR+Y8ioEIzyqrVHuOIEqz5prGjDPOiD3ZqgQRApqd0/S8ykg662HgwO7pB93NkVt6Tu+1l/sR2yI9bN95R9uuEE2tA8x3IuB33GGcwG67jRwhi4tmlN2bXGhjVkf7M2Tn3HNrz9tAfq67rkbri8wzIsGTTWbMHntUm9kV7vUZnhN1PR9a9yBDaXXkUT+qzB7McmzbbdeaaD92ww3GbLFFdbLw0081K+mjj4pfo0dxtN6wzZMSmrfx91tvaT/cqtIhPKoFygk90l54oZ7zrbOONp+vAxdfbMzyy1dvcHJ8DNvHHjNdg241boPN9Lff3DZsi/Sw3XdfY4480tSKBx80pl+/+ozpIntcZ3pcWSPHhRKLoihy7Tg+w8Zh8Nki44cSHDyPqtJz0+6RlPWqy6U23FBTOT3qN0jDTg3bcyzrsbfeOtmpFlU24ZosogyBXss2zx9+vrPPbsx++xW/Po8eN2zzGqx5o1u+wXK7gbBeddV66qOppVhpJVM5vvnGmGmnra/O+7LLjFl/fVMrqq5p71bjdo01jLnxRrcNWyJa55+f/fMY6hjsn3xiascKK2hkr0mkRS5QJG1lbFQZJakaea/dpuJcl0MgjVMkbx1gXnAfM8zQHbwLdcKGQVrlHEs79lVXGXPKKcZstJExo42WbNhi1NlC0frWNMCfgF5oS550Pt8yDjKP8mh9jW1UfWVSvUfeOigX2G89iuOPP0RuvVXboaTVR1O3RI1IMIfy1i0tv7yyY370kcg000hlgLEVZti6aqrWXVfruKh3oVa1atRR096tNbfMWcYJRldXwfpaeeXsn7/5ZmX4nXJKqR3U2m68sfY/HaWh3TKtrdf339tj5HWhjVld156lD3hWXcHmsYreIwhU7wDoQehGtmpfqaOkBnm00Ub+W9n9s1sR7tzRibjnEzWWSXMM0JorredyHKg5jwPXTVeRjTbS1nJPPVW8l2xewO2B7rH22sohYauWmxrbtH7WWeVJ3PMN2Jttrj+PbOgKw7ZK4g4ECkp13OT21PbuAoFDz0vQSRrWKXBsGFO0+Nh0U+2xlqddSJb7CDa50UdXwpPXXpPagBIDMcoZZ6hi45oSYNO4bbtyhsFID+9PP5Wu6WFbF2lUFPr3F5lzTiUe/OGHZuZFnc7VNjty8167TSM+6VjsPZAtVX2PVRvVH34ocuedIqeeOvLfPMFmPJIMUsZqk01ELr54uDyJG0uce0nz9d13tY1MEfDduGNDprfAAiKHH64/3357smG7+OJiDddfr2RN6B42kcWwJTgRpYcECORJXU4tjxywEPXtegSpzkF6QZvINHoZSakkpLaQZnj99cZceaW9FB/bJDdRKS5ce91z78svtbXETz9Ve54mUiGDtGRqh6qqX6oTtDE49lj3UpGD9PLRR1eSqyzp5W+/XS9pVBSo7Q3XYdY9L+qse33ttfgUwzbU2OZpf2ZT1mRJEbYxX5LmQtx9k6Juo7Rj552NOeaYfNfk+pypA0nlbOH0ceZH3udra2/MsxaS1hkv6tZtlQ/RhvOhh+yTX9HKcPzx4z8DkSwcJkn3yVqgJdgCC6SvP4964Q3bjEA4o9ivvLJ7PVw98m8oCCxqQWDGQ3G2uWFAOHbvveWv3zWFYcstjTnrrGrP0VRN+wMPtFeh7wS9NOnb3aePMUsv7Ubf7aJMrk2QRrm4BvMSHxYBzoNNN1VFrY0OHoju6D+b9drrqrG1PV8650Jav090lrLP8/PPVf/5/vvuqsuuA2lOj/D8oF4+yRlvu2990bUQzMHOa7JBnBYYpxiWsIy/8Ya9OuYs+xByZMcdlVfkqKOSn9mkkyqLetzY+fnfDLxhm9N7VGcDdo9yyLrh2jamrrjCmA02qO/66wJtHmCZriJ6FmxmOBviNu8q79m1sS4DNu/w/G3aMClqQDRJGuXivKiyrRdrGscVzO60canyXFXhvvuMWWyxfNdu02HAd5KUYJvzJXyPZJokGbdFDe1w9GvBBY3ZYYfoz3mCzWRkjcLyDMccM/l5zT9/dU6nvGshmINEaG0Z3GHDM8wwnnZ/WfaYtOcQRJrJJqKV4i+/6M9Jxw0yj1xwfnoMhzdsc8Abtu1CVoFjW3lFIE45pfY1LAMXFYZll7Xf2zMq3bruTSJtrNNaA9TF5pzl/K5tskXXF32o11rLNAoX16BtEKHYbjtl1A5aRbURK65ozE035f+eTSN+kUWS5VdV8yXOKFluuWKOwiwsrx98oEy5OJ/qMObbjMDpkeSAYHzJHkuTlVU6nYoc25b+lNbW7J57yl1DVkZx/v+vf+lxcSRkWc91ZNR4ZIc3bHPAG7btQxaBU4UxsNNOxpx2WrlrTxPE0NX//LOpFbfcorXJtpDmRQ2aovOOUV0V0sYaTzr3fdhhGhmKqjWussegjftoSsksahySinbnnaZRuDieto3aXXbRdNVhw0xrUWU2SRpofUNLNKKak0/eXFpilFFSZO2l7YfU8JOuTrkDrbtoh+WaM801sE9PNJHOkSRHQ8Dz0KaxtOX8y5Ky3bmX4oh79lljBg5MjhpzDWm1zp3fwZBOy4QgwyxwYLcxy6Vb0TWsyB4eRVtBwUbI3/l9mImQ9wknVFbAvIDVELbDHXfMx2KZlZGba4KFeeaZtRUJ196v38ifs83yC+vuHnsoK/Pss0tpJLUpYdxmm01b19Bq4G9/E7n7bm2rZBtpYz1kiMi334o8+qjIKadoywNYExdZROcXrWjqYnNuW7uWIky777wj8tZbIsstJ40iaV7wrNvM+Mp82GcfkVdf1ZZKMK63FSeeqMzZRWR1UcA8fs45Kl8XXljkhBNEJp00Xi5W3UUhqjNEkbWXxPLKnH/4YZEzzxSZb77hnxs6dOT9EzZo9ovw3ts2lnlbePppkfnnFzntNN3TomQ0v9trL5GFForWRRhHF9vG2GJST2tlBRiXzz9Xhm72ZPaJvn2Hnyvq++FryKqL8bkDD1R50tlRIwxYqGHMDxjAPfuxI2jasm4L8MiEyaOaJmPxsJ8KGuVxu+46JeH59NP81zJggDFDhphKI87ffmvMGWcY06+fMfPNpyk033xTbQTx9NON2Xbb4tGNBx805qCDNG0PhtwsqT4Az+wMM5RP8Y5DnnQiIl0wyJ5/vhKQTThh/H3UGdlzMcKYNSMivHbJjtltN+ME4uYFUQKI4j77zLQSBxxgzJJLGjN0qGk1PvpI02EpAal6D2HdP/aYcihwzgMP1POH4VJa4hNPJMvXqKhS0Qhc5/7J/Aq+kzQOTZdv1IGjjzbm8MOzz482Rf/yspGXJdnq39+Yiy4y5pVXlL3YVo1t53cCIrosnw9ekH914/xtG7xhmwGBgRBMeJ8/7yaqMuTOPdeYeedVavc8OPvs4gZgGFk3ueeeUzY/6ntJU64qpenHH5UNkBTGNGWE1MBnnjHmuOM0lZfv8c7P/H6fffIZYigI662nCmYVKKpQuFKL6WKNbbjGLG5tZqnpaxJR84I5iFNp+umNGTzYOIsow4GU+kUX1bVc9bmqBjIkMBqq2kPYAy68UJVq6u4uuSQ5ddsFw4Trg0wLIzzPvmjDOZZVDrlQvlEH2I/DMsKF+WELl1+uOkfZ55iVWTxuL+VcAUtz3DWEnQpJ5+HvsB3nJWULt27yaA7esG2pouhR73OC9j1gyssKDOFJJtE6pDoVPep5VlstWWiXidyhjIQZC8MbCMo+9PxnnqkMq9ScEZklQkuklohtmeeGhxaFHMXSJdAmparxzguXIkYByFygHgkjpFOZa7uMxUFDVsehhw6PILiCKMOBtQtJzQ8/VH+uqucd90Am1VdflT9WmmK9+uoaAW0DkMPIJByr/D+PIWVjPSYZxwEZHy3x2rzuswLnLvtg1T3gm8Ctt6osoRe8DWM9ME6L7qXrrqtOhKRryMLmnNRaKcurm+ZvG+EN2xam9nnU/5xQDnbdVZlDX301W1QiaLuSlopVBaqKIKYxF+K5xdO5++7G3HZbNuU5ryH2zjuaBvjee6ZxMC9OOsmYqad2S0lzLSKw+eaatl3n2q0zeogTi0wCl1KT63QYNOWcYO3FtaHp5b0eRyyMyEVZrss6x9J6yE87rRp7rjgDqwT6AmVJrqGsfKT3O9kqWfvMZgWkTUUMRtqUoX9QnlVmnpc1artt/rYRnjyqhWQsHvU/J8gEICiBBGiOOZRUgOPy+4A4IEwkA2kTZEKgk1CoDjIhW4QOeYhF+P1664mceqp9gq8wZpxR5LDDRDbbTOS++5REqwl8843IFluI/PabyHPPidx2mzukH1FEMk3h66+V9OuMM+pbuxdcoOsv/Cyi1qktjD++yFVXiZx1lsgCC+j5l1qqGgI3W2vVJtlJnecKxhPimLvuErnuOjvH7Za9/tprRS69VInuRh212DHyyuQ8+w9750orKQkVREBtH+808BwgGXQJZeXjM88oOeZNN4n06WP32pZdVq8v71764IMi884rMsEE5eY5JJHnn59MGpWGbpq/rUTTlrXLwANEjUqaV6YXyA9cRx3e9jxRiaa9/1VFUFypJSVSSo/T4483jeDxx42ZeWZjjjlmxBYjrkVKXcCxxxqz557xf7e9VppObQ6nJhOlbiotvM61mhahI4vjiit03XzySfG2POF053A9nY3xbFpm28BTTynpzdtvN3sdaZk9/K1MymmbsNlm2hLJFZSVj5AmMscefrja68y7l5J2H5cVlAd52gL1wvxtI7xhG4O33lJmzjQSHshsXKtn60XUoczmUXxcMACDNJvgnDbmpkvK35dfairUCy/Ud04Ucoxpejg+8kh9520rqDmlBitJ0ba9dl2Yo6Qmr7hivOJTh4Fd5zik1VQusYQyhjIm1FrT03OWWTR1+x//UDIrmE5Jb6TEAKdy3TK+aYdIWXzwgcrDqg2OOtI82zDeWcE8//hj4wzKyAXWJnsfZUau7TOUJ6ETlEVWduZemb9thE9F7gDTkrSEQw/V1IwNNhC58MLotIijjhLZb7/me1d6aGof4016E+AZ2U4FzZOqlpYKPN54IvvuW216Imk29BekV+ycc+ZPJ8vb17PqPo2dmGQS7ae48cbaV3aMMapPqSX9GdBDb+KJqz1fN4D0bPp6zjRT/Gc6+0gjT4O1U2TtupBSSmryPPNoCnbU/mA7PbfptZp0LkBqX/g5cv6vvhJ5//3hL9IbSSvm/x9/LDLWWCLTT68vZBd/j4ON8QzPw+Aag5ITV3uIBvjpJ5HVVxc54gjdB9OQJz2+aCp9kTTPYN92fbyzglRr7nWqqcQZFJWP3MsKK+gaoz+xS3jsMZFZZ1WdoCiCef7SS9EyOw+wDbph/rYV3rAN4YsvRLbaSjcJFsq00ybXm/BzXXVFHsm4806R778XefllkXXWEZlySq11K2vIFa1bTVL02OjOOy+9TtcGPvhAZLvtRLbf3s7xOo2QsKOnCWWEDfbWW0UOOEDkhBOqOw/ygJoixnL33fXZeaSDutrddkv/XFjGPv64yGef6XMtMp+S1inzdOqppRZgoMWhDgM7aq2isDF3ba/VuHPFGSn8ftJJ9TVgQPQxkedhw/fdd+MVTlvjGcxDaudxCqLI29xDqgD7CQ74VVdVJ1+aYYrTZf/9s9VX5qnF7DzP0kuLDB6sP+PIhZOAfTrJqJ1tNpGbb3Z7vPPuG67V1ybJR4AjqfNZrruurgP2vkGDxBkE13n99cq9wc9FAgSd8zxAsM8HsdgsgPPju+/yX4OHRTQdMnYFt9yidQOwLGat/0mrK1p55er6baahl+p+YcGbYQbt4wpWWklruWwjb6paHLNk2fSVPM+WFkXU/NmGS7WktFGYddZqeokiC6ijJZ32scfsH7+b8frrxvz1r/nrKb/4QtPdqqrvg8H64ouL13m2KSW6c61S+3vWWfWcK+ip/fzz7RpP5g99yxdeuB17Jwz0668fPZ+jWjBl3X/y7Hed5wm+l4dhthvrEmn1V+V6y4JOfeFf/0p+DvPNFz1naKXjEsJzLpg/4VKr4L5p67PggvoetZ7T2nzxva23zl53WyfXiEc0et6wpUE9k5aN7KWX7G20CHPo7Kl52XJLY669NpmG3KYh2itNz8PkDBC1hI25vM8yK8LGariXa9zYdhqA1JklKWf0+bT1bKlTo49u0ZYPbcKTT6oxlIfqPw3U6+AkoX/l11/bO26vYOedjTn55GLfxclYZsw32kjXZ9Q6gfwEZWXgwGrrEV2s2WQfoi1RXbjzTq2pZZ9tw3gG8jWQ7a7tnZ16ArXJ88+vvcujPpuHBId7pi0NPcdPOEHroeO+HzZC856nrGO3DQie08QTaw15U86ROMcG8i9KjzjiiHhHhEvPJ00WBNw3nZ+JIpvL6jALdL80Rw2f6TYHTdvQE4ZtnNFIVA8P9t57GzNsWDUbLT0NL7lEFS2813iBMcJo9E7Bu21D1EVlqkrcfLMx/fqNaLzx87vvVnfOwFjFC4hDJM+YpjHujTaazhEY/s48UwmKvv++2LMlgr3ooqZnwLpindnAQw+poUwGR1NZF20GhkzenoJhrLmm9jMsgl9/1Wd3773JWQV3323MXHOpoUdv5KodYVFRhbrxyy/GTDGFklvVBZx1OB9toGx/1Tr3TttZU3FR0VNOsUOCw/EWWMCY00835sgj1SGRZOQEUamyZDtNrwnbzzAtklgX0uZzlHx0JcskDWnXmWWun322MvazV2SNvrInZclAIMvLozl0vWEbZzQShaFdx4MP2t1og8UQJcRIFSItlObpsESiYBARyuMhwxgeOlSjGbRNQCEjAoERg6G+4YbZvKzdAMaAiPiLL474e5wVNtjx0vD++7r52xTIe+2l0ebLLlOFkPkB2x+p1rArxs2VqGeL4CYVqldAhBrF7Morix+DNYpSh2zA+dQtqKs0ITgPkR+cPkXPc/jhxZUDZP4GG2SfM6yTaafV9RY4kWwiUBjJnthii+adi0SQGKO6gNORDgOwHrtcBmFTqbedNVXE6M7btqTzHrOOR9H2KOxlZGY0Xcpi8xm6FFgoMp9d6OZQV0ueOebQvX6FFeysiSaftUcPGbZpKTLPPmt/o8UQWWONbN/74Qdj1lkn2QM0zjiqENEegRf/x9BB8WZh9u+vEb6ll9aaXv6W1fvUdhCdQzB1YqqpolOzqgCG9eefZ/980Y3vq6/0GWfxoAfYfHNjrrnG9BQYX9bARx/l/y7PcfnlNVr4zTema1BXaYLNSMUddxRLmcXxR711p7MrDUQwydzBwD3nnOHZNDadAvvvrxkATeP++1WW1AnahLAuqbt2FbaU+iqMmyJGSpGIbZEa26IRW5cd7XmeIRkiBBgIkqy2mjuBhSLzuRsitlnbSVGXTrYDJYNZg0tZDWqXxqoX0dWGbROLlJRmvJBE82wIH5S7PCQnbRFMZXH99VojF9XvEAdAXemjm2xizHXX1ZNOl/fZEk2mt2GvAcNk2WXzrRv6ZxIVP/XU7ko9riuCYPs8RQmkiNaTjVMU9NvF2Tj33Jp2ZtMpQOofim/TYF2wRxVx/pTBDTcYM888mg7tIojYJym4lJ5kcW7gYLat8BYxUtIc+0E6c9Kc/ve/h1933GeL1ti6HNVKM5zICkP/oNxissmUcAm5A1leHudzU/cQNw9dijiXIQhMm4/8nSARGY7Iwaw6WZ6IbTcFkdqGrjZsm0qrIG9/l12aMUTbIpjKgDRjFLNXXhn5bxglGLZ14dxzjdl113rS6fI8W2obYX/tJiMtK7jnVVdVIzUNROYgYEEheeop03Woy9FVxXnyEkjx3DFIIRIrC6IvffvaVcrJIkEJDkeDmwLR6eOPr/+8MCVvv71xEpA8JimrcUpvOKIPEWWa0ovDMW/Uv8j6Yj0wh6NI1Ejzz7L/QP4FT0PaZztryeNYkcPX4mJNbdaOF0stZcwbb2hZmKuBhaK6YJV17DYRd53M7SxR28svz6+TZXXidFMQqY3oasO2KSFDWhvpsKSPNmGIBgs+OIargqkoBg0y5rjjov9GNICxrwuk1kFW1aQw5zmjqHYS46y1lulZQNpGWmmU8yP8GSK7ROhssinXgbT0WDIZ7rtPDfY6vMpVOBHzEkjRso3naTOCZzutEMb2IUNM43jhBa2BrhvIZ6JbEBS51I7uxBO1Dph667B8TYt4Buyrweeztrbhc3n24yJ6AqSVpJx3yoo8OgV7CNlRWcBxqW1H7nKeMDkR3QB4udAeLmsmVhGjxbXAQpjJN48u6FI7v7zXyTNIWof8jUyEsmOaJhtcHbNeQFcbtk0KGQwNIkFZUIWHjHsfc0xNZXZZMOXF1VdrSlhc1INoLmlCdQGvOOlIdbKMdgrzG29UZSJcv1aGfKdbwLigRL/88shKNEYf9dH09GtbVDsuPZYUbO4ZBlrmJO06eLU1YptnDvMMkQs2exlXYawffHC8U65uwAjN2qgbkCcG88IFx+ullypfRZAdEJavzKm4eZ3HkI1TsPPsy3kYtnGqsyeUcRh8/LFmTeRpF3fTTcrt0FZQm09KMTpE0bY3WfW5ugj9uFbmAvwv3aQLFk0jx8FSFoGMoNVWZ0YEP+M0rLpPukePGrZRQiYQVtTBVClQYCymKB1W2iznse0hg6wDxaUbo3BJBCTcN8ZMnaBx+e23m8bbHrEZw+TL/CFqTf1I05GQprHYYtEbD2sThvK2IS0VCuWFFKvA0dLWGtusBFKBckhqIHOe9EBbqMJYh7iJZ+QCcBrsu2+952w6otVpTOAkopY7jouAkoa06E9Rw5ZXXiU70BMot9lqq/jxgn0bx1AZ8P0DDsj3Hdj8STdvG956S8ko6TyAowPHeZmAQ5o+VxehXwAIRume0QuouwSx81mzByE39tzTrayUXkLXG7adEy+g9q5aoJCi1Lmg6vRK4zklnaZbQESGtKg0VlEiEBgzdeK009yopyANLJjbaR79XkDTSnQVKGJs1VWaYLtnaxqBVCcLs20ZW8X8IRV30knzRcGqAgSHEKbVGVlosgYxypjgvEccMWIdNE7KnXfWNP6JJy5vvCa98raLC0D5BKn6gdJM6Umg4+DQxECDrbcoMOxYeziK84CsERf2wjxRaXrGk71z1lkjj1kVKblN7EtEFpvY7+qKSlctY/LeB6UW4T2p13WxutEThm3dAqXTqG1CoT70UK0b6hYQhYLEIo14hYhl3REReggvsohpFN1oxJWFS0QeTXujqR0k3bLqmqlAEeRcRFHLnieOQKqu+W7bWAeMiys9kumn/tBD3U/omDZf9ttPnd6Qe+FAxUDD8C/K+FulYYuBHpAyhWv9wmywZefobbcV20fROcKOAldBqjY94yFYpDSgkwSq2/YleEDefdfUirqj0gHS1mzeEq20++g0enEyJZ1/lVVGdkb5iK5d9JRhW4dASStcZ8LXoVCzOVNH2A0grZsU5CzKKoQVRfpflgHGNgpRXb1z227E1eXFbUuz+TzYYYd42ZL0nMl0OOSQ+q7zsceMWWaZ8seJI5BKq6OiNtLWvAqMddLXqV8uazTDvYDz0wXA6m6j5sx1OZXWpoP5QsuvqEh6HGFfWiQ3S6SXWrw88zSPoV3GwUOdKfX6ecC14XymFKhpRT1uj/nhB11/GLQHHlgvN0aT+xJs8XW29yrjeLShH2C82lgXaffRSR4XlDqllS8Ef/cR3WrwZ+khvPeeTq0o8Hv+Xhb/93/Jf//f/+ycJw3PPy8yzzzSevBcttlGZO+9RWaZJf3zP/0kMs44Uiv+8heRgQNFnnxSunpu28AFF4jMNpvI8ceLXH21vvPzhRfaP9cMM4j86U/Rf+P3/L1NeOYZkRtvjL8nnvM//hH9t7ffFpl5ZqkNrIdXXtH1WAb9++t9553vrEVb8wq5c/TRIiuvLLLGGtnkUBKWWkrk/vvFCay7rshNN4n89ls95/v733UPzDt/yyJpvvz5zyoLllhCZNRRR/775puLvPGGyF57iay/vr6vskr8OgQTTZT89wAvvZRvnqJfZDku4HP//rfkxkcfqf7APeaV648+qt+tUq6n4ZhjRGadVeTYY0Wuumr4tWy4ocgcc4h8843Is8+KHHaYyPjj1399TexLv/8uMsooUhuS5mnSvLSlH3z3na7rvOePuo+kfWbffVWe/fe/w98DEzYO4b/znfD3kX9vvZXt2jzi0VOGbR0CJc2AqEOhZlGzUCaeWFqPSy8V+fFHke23z/b5oUNFxh5basfii4s89JA0hjYYcf/5j8iWW468EVQl0FGikzalqpToKnDDDSJrrSVy+eW62bJp41AJv7NZxxlddRu2KFGsiQceKHecAQOiDduk+R48X9vzapppVOkvi/nnF3nuufqMySRMOKHIXHOp0r/BBqqosU6rAvIZoy/v/C2LsvIxcG5ccYW+M2Zxx+Ne+vTJZoDmlX9JBrothybPAWM+qyEUluuB0l63os41MHdx5vMejpEF13LllapPnHyyyGSTSWNI2peCMbONP/6o17At4mi3qR8kzfs86wLHU9J92EZRZ5RHDxu2dSi6bJBxniKb54kDwmHHHVWQVa2kVI2PPxbZb7/hinwWNBGxBYst1qxh2wYjrqgXtyj++lc9Zt1KtE3w7I47TmT//UUGD1ZjMSqCxM/8Pg51G7ZgxRVF7ryzmoht0nyval5NO60dw3a00UTmnVdkyBBpHERI7r1X5Prrq8+gIGq0xRYiF1+cf/66Jh/T5t/hh+dTfLPO0zSHTlmHJnoDcwIDw1W5HhflQ06++GL855D7d9whjSPYlxgbXuF9acopRe6+e0Rj3YbDqU7DlnnPWo/LzOD3v/wyomOPe9t00/g1k3ce2XL0f/211AqXsutaDdNjqJoh1HbhepEi96CtUZvz9mFBhrwCpsI2kFfAptg022kV/ZBtPUuIWCDYSuoNWFXNa1uazUfNqb//3Zillzbmm2/K1YDD7lp3v14YR2eeubw8HW88Y9Zee+R6q2C+p3Ea2JpX552nZD82asPp5Vq2HUvbCOeo8bbd4zRPPZ5t+Zh2vLhWg2XmadU1trSNo1VJWwjBtt4621gEtY0u8SrQJpCxDu9LMMFTd73++nbnKhwlP/1kKgddKZZd1pj+/ZPnBP3Vp5nGmP33N+b44+3LcVuyDaKnrPPLxss1PpS2oucMW/DKK8aMPXZ1im54QwsWK+9VGrXdxor773+rgMyrjMMGfcopphFggDTNduqCEQfZFwrSQQepc2KKKZQld8454+eoF+gjAiZg2HO33LK8swQ2zHnmMY0A0pKiczBw1AVsr2HlDqI2+k1C+jP66NUrCsG12HKIXn21thhpkhGzTiInmONpLfTtt82yrpaRj1FGdNrxwn9nrtoY706DuZMVuczcRJG/5Rb3CcHCsiGPYWuLILQsuREttiCwimJ8HzLErrMCTDmlMcOGmcrAfdC/mBZRV16pelua4wc9YZddsht8ODHyjLuNIBbnSdKrbRu2bdTVXUTPGbYshp12MmbccatVKMIbGoo9LINVKjFtYsVNA9E9vHl5e+gxrgssYMzAgc0oi0QkaB3QJpTdpL/80pg77tDo0xpr6HOj/yM9dWHipZXIjz92p/OlKnZnjjPbbOrJthFlhSmciGcT2Htv7emXF0lzBQWV7IiNNzZm8GBjXn+92nlle97aNpKLoq5IG44ZolC0kLGFumWJjdYlNq+506BmjZd1aAZ9jdNa6jX9LIq2YEJulL0WWy1scIAvvnh9uhzyMu9zzbLX/f67Mf/6l+776D+dbZPSHD9pbOWdcynvuHO+McZIXhdJ+3jaXNtzz2jG9LT7CDtkXMqu6xb0lGEbFkqBkKh6MnX2nKvqnN3S2gRFfrnlNO2vqAe3qTRslOy8aVxNIu8mTWsEWkgde6ymUaEE8eL/ZCPwt7SITDh9tM0CvaoefbQcIW3shhtsXan25KRnYxNgTRAFyoskhYdx3m23+tLwbSqaaQZ7VGujqlCXM7SKFOQ6Hbk2DbegDYlr5SKA9jdkPLnS7zkOeYyh8KtsxpzNeUDfZByXdelyE01U3Ekat9dh1JGFxfXgFCmCpHsNZGJS+5y0cScyThlOHGjXE5wnOF7nvI0reQk+y7wKDGOiyklZBPQNDzujCLCts067SqTagJ4xbJuIFtV5zm6J2KKEU3+RRwi7Egl84QVjxhrLmEGDmu/jV3bMuBeirURdN9zQmD591CtLVJboLFFa6oGKYPvtNW27bTWvVc83NlBSuZ55xn7U9OyzTWN1wvR4/uWXfN8rotxVlYZvU9HMopTXZeTUITerSEGu25Frc2/lupCfTZeLdILI23TTlet1yn2QWkqZV5X3lWYMdRpGaUZt1swbm/NgrrmMeeON6s8T3NtooxXTSdIilpdfbkohSz9y+mxnHY+779bvMJcpv8HpTsQ26t4DozaL/MPhmMW4zvrsuJZdd1V90XVdsY3oGcO2CcOvrV7lpkAtIMbThx+2z6hvOr0wb1psmoKNckJ9LF586mUhArIFNp7nnzethe35hleZ7/TrV06xjAMe4TojgZ2gDCPv+V1Y01VcSxalvE55XSWZYhUpyE3Mj9VWs0N6h5GPg7BJgsE4kCGC09IGijiyqojYUpaUZmCnZd589pnWHB98sNapJhnQa66ZbY9mPk04YfwebUuXs5GhWPU6y3KvaU6soMxmiy3in0/nvXPeNLKq8L1lHYeka+V8663XTOZor6FnDNsmUnXrPiepLeGF0qYFg3JPFO/CC9uXht20U6FIWmxTY0Y6MwoCz7utSBs7GC2zOiCIjGN4ohRVxVqJcfHOO6YxnHmmMXvs0a41VdW1ZFHK6zbcTzhB54jtCGIVKcgBXn21uGMgixOQ48Ouj7NpggnileA8z4qU/CuuME6CLKnbb7dzrIUXVnbcqpAWRSTCl2UOpx0HbhRY3ZknrJGNNkqOLpJWyr0THWb+hLPOwnt0uDQtbo/uTO2OSpEtem/8Hl6Czz835sUXNSX2ssuMOflkncsw8TNX4Sohopi0zmzoCWllJGlRXa4RR0GSTO2UDRwzjXiMewtkBRHgLOOQdq1jjlk8rdojO2ps2dwsbPW1cvmc9AfbdluRCSbQXlgcn/58bejXefbZImONpb3M2vBs8/bxO/roas4dbmreCZ79ootGP/+mxuyBB0SWXDJ7X2IXkTR2bFG33iqyzjoiq6wisvLKIlNMoX8L+kPyXT7H+zHHiKy0kn7H9pgwN5h7r76q64tz00OxbvTpI3LQQdqXmrGjB2jadQS9HpnD4fHive4exFHXAlhz55+f71q4d/ptJqHuXoYffKC9z8v2uma+IQu59jHH1H6cL78sleCee0Tmn1/k6aeHjxnrJ21+RK1BngfPcc45RW64QXv6cv1rraX9fEcfXWT22Yc/9zD++1+RV14Reeut5Hnw6KM6/+nb6xp4XvQRXn55e+v9zTdF5phDal+P554rstVW5fdt5tKgQSKnnDLi/L7iiujPcxz6bf/wg8jNN4tsuKHITz+JrL66SL9+0Xs01x23R9PTmd9zn/fdp31o6TOdVdYk3RvXMd98ItNNJzL55CKTTTb8HfnMugp+d+aZIqedpvO8Kj0hfK9RemuazBw2TOTnn7OdK9DHssjX77/X/sh8J64nb+c4JF0rn2P9X3JJtCypWlfsKZgeQbfX2AK8y0SA2oa33tIU5KLprk1Hd9IieKSfVMWwm+R5TGpv0NSY0RKAVk5tRtrY4QW/9VZjtttO6wvp6bfDDvWOtyvpTmVT9F1oXxV1Lfvso6ymRWqXuXeXIrZEmcruG51ZI4H8qWK+ka4f7Bc8E1JoiaylzY+0CB37J33Q3347e1Tp/PN1DtC6iUhhuJQgLNO53nPPNU4CIiObvd+pXeRVNTplA0z8pAxnRZGspTwkdRAqnXGG8iaUWetffaVZTnlS2G1lZDWtWwVriLTy4Jydke8skdrOey9KQJZlHJLmSNPZhb2CnjFsoyZcMJmqVPaCc/Kqkq2XhTX77Hbag9QJUlIXW0x7Utp8toHQq0ORz5J+suSSxhx2mDEPP6yEOmVSiUlZffJJVaownJKEbhIjbRPrgTY2RRkUXUJcL8nOsWM9vvSSPv+6DJmmlRHXrqMqwAWAwQI3QN5xyaMoVU0aNMkk+t6W54yjMNxC6rHHlA+g6nrBJCcLfZUpBWI+wBZ76qkjKuB1yNYiBgNlE6TQPvKIvWPzbCBHqrtH8zffaMpoHCmTrfmQ19lmw5ih20KeVHGbtbFVMs4nIUovYi3NP79ePzW1SY6qpHtnjiR9DvbiLCUjceMQN0dc4o7oZvSUYds54SA5WGut6gUw5wzao1QVdTjyyHzeSldwyilaX2jDIA8/WxjnUDKefdZUjjTF7rXXtG8dXuzll9eecrzz89VXJ3/3rruMueYaYw46SMeJyAS1P8sso/c400zJwheipqxjxnhxPVUaAvS47RaEx452OjwbHA7dxOLaDddRZe9hlC/WYh75lRYtWHllUxsgcVtkkfY8Z5T7AQNG7Mn5wQdqSKWhjjUIhwDZGS44LeKQt96zyLGDe607UwQHedb1WJdDxsb6oAZ2k02yn9P2vdWdOZPWFm2OOTRgkMeoDd87ujKtijrXAS9qpNNIoHCgFBmHbnf2uoKeM2zr7i8bgPYopMpUhbnnNuaVV4zzCCuW9PzCSIN5sKoxZ1yGDTOVI49Xk4gtkVsiuEmkBLwYH8gcIHaA5AHChzCIyCZ9P08PUVr7kGJZFSAGIz23W0H68UILRStVdSr/rqQ7uXIdVfYe5lkTLcyTkpymNNU5LvQLx0HWhudMVHSWWYx5+ukRfw9RD0pune1a2ubQqUOxdkFpZz1CQklKeRYHVh2ZXjbG5ccfVRdgDbgeaa16DXEPW22lukqWdOLOTElekOX98EMzkdU2P5e2oGfIo6IId5imIHhPI9wpg1FHFfn9d6kEr7+uxe19+4rT6CTu4Jr5/x13KIGAbay4ohKBHHaYyJFHSqVII0AIY7TR9LO8IPb56KNocgIILCBa4phxmGsuHb+47/P3rFhzTR0zyAviiCfK4N57lZClWwFRFEQbV10l8re/jfi3JFIJ1kJZ4p6s5FbB3+tA0nUwX59/XklmIJvpJB/KSjJVNclaGrg/CGsWWkjvA8KktOtPGhfWbF3PBwwZIrL44tU+56eeUsKUNdYQGW+84udBhkO01r//yHsK54FcJyCDQmZ27il1rUGef1inaJIYLA+pEGAsl1tOyYIgLMrzznqOu++6iHE4zzLLiOyxh8hf/qLXkzQnOvftccbRNbzxxvauyQYRHtfFvIeUaowxssnHPDpJUwjL/EA2QMAFEVcUYVWAH38U2WsvkeOPj/8MhG8zzSTyzjv6cyDnDj9c5OGHRcYdV19Rc7JKWdGG59J6mB5EEx7VBx5I73NWpq0CTd9dRlPeXLxypIiSYmszBdGVuWh7XGlqXkXkH0/61FNrHVQ3g3pa0sOjPOt1eWrTSHLoo2izL3GR6+D3lE9AukPmBhGWKsemapkf9FDMcv0uRLYCzDdf9prEOKTdD5FyxoeIEz0nkcVDh+Y7B1FZ5gqpvmXGscq+vW2I2KZlCyD/aW1DiRC1smedpaRXPMOLLtKU2CuvNObaa7X3LT1eSQ+/+25jllrKXuS+aMmAjbVFedrllxvrKJPOW3eGYZUIni21ssFzyUMCFV5DwXqOGpeoDB2+n1VX9pHV9qInDdsmUuQefTRfWmgegwHSqLLKSdVocrOn/jGr0lk3bGzE3EeYIbBMOhVOEpsMmQHoa0hfvF4A6dZxY1hXrVISiysp5zgZMCbzMG3avI5gbuIA2HvveCXGlqHHeCf1Dywj88sYWHUSt3Xil1+03t9GT+ksSiAlITfdZMyGGxoz+eT6fvPN8aUiYeNm2mm1HMMW+c/YYysJVRVr0CXHRZ37sK1jFy0ZYB4nsc9nvYanntISJleIOF2eT2XZ+ou8Ou/5nnvUaTbxxMopws+2xswlVn6P7OhJw7YJIwtSmRVWqCZCRL2A62iq3q4Nm0JZz2CwWYQN26JKMm0/aE9jG0QA9t3X9AS++EINx08+afY6kjZlrm2jjZRAg2ySpq7DljyOi/BAMkSEEKLAOMO2KYU+PC6QyW26qakVENpBtGMLeZRAIrY8FyK4AY8AUb+AnTkLwVHRPQVDmvlQJVyN9rheY5t2DPQdovdEimGe3nlnZQzGuT/hhMaMN16yQZRVz4ArAceHCxleLmcA5EFaJlGWOlneIdcLngsEnOHa6GCd8ZluGDOPYuhJw7YJYwd2XkgNbOOAA+rpGddW4dyWTaGoZ9D2XMZLTeq27ZY8KB/33Wd6BqTzkX7pOjBqMW6JntWRnhyFJAOFF4bP/vtrtC/KWRAX4YFgBIWX1Os09vEyMt+G0+7TT5VIzkb0NCtINXVB/n3/vTEXX6zK6FRT6VzM8qyKyHbkJf1mMYKqNlhcjfZUaXSXPXYaY/hYY2lUDqfcgQcqIeFDD6nsYu3Y2O+bZnZ2nYSvKMr2jqUFT1Rqcd5Xm8bMoxh60rDtzM2vsr9sADyNiy9u51jh6AQbNGy5roOIdZKgSdv089TcYJw995zW8NGjsZsFXBWG+x57GHPaafaukXRXIiSkPvYKYL7u08eYZ54xzoPnQ5pnXenJeefwxhtrxB9llnZRtKWiDu6oo1SxTTKKMYarrq+0tQbp5/3446ZyBLKU9nOMoyt8A+Crr4xZccX45xkez7xOvcBgCb7TtMFiA0VrUas0usscu6wRV9bR62KGl6vO+bxzL6kcpM6XSwENj2rQs4YtQEihTECgUbVHlV6mpLeURWd0IhC4Lm/O336r6a20Oyrizc1Sc4PX/7rrjPnHP1TxxatLO53NNnNzU3DZm0srIohAbOGRR4xZbjnTc4Bchbpi2hK4kNKWhjrTk8sokxCQUUeF4wpDN6sRxP+R9ThZ4DuwJfNtKcOkVuJUqrPGzUXjLo9Mo5Y9fB9x9+OiweJi+6qmYcOIKxM1dtGIdHHuFpl7jF1dhm2Ss7Ot690jO3rasAWk8R53XPXneeut8uQ5Lgq4LKzEGPRBunReb27aPUM8s+SSmq5IChsN2r/8st1jlgdVbMTUJZISSPTEBiCkOvZY03P497+Hz7M2KZ5x6clFo0NZUFQZzWIEddZrBs/D5nMIrj/IAiryrD/80JgZZ6yOtKYtsjCPTMMRwM9pe4qLBksvPMu8aJr0x9W03zr67Vb9jPheHUZtsKYpbeg2x49HNvS8YXv88dXXqLKgYUqdYIJyCmHbNmcIQqiLOOig6uoyFl5Y0/cwxtpG5OGygrP++iOSNJQxYhZdtL6U3KzGV5VGWjconp3pyeedV/0aKqKMpslEWgnV9Rw4FmRItHsqGg3GCThkiKkEbdk/0tYO0XquFRk1zjjGPPZYNQZL1TKiF55lETTJGJ40rhiSyJOmEJaPu+6qzvz33mvX3EOnqMOwDWS7q3XuHtWi5w1blLcqe8DaTP1y1ZsYBeopYfqk1U6ZCISte+5mAWdbEbDVMw9FcPfdjRljDE3HrVoxzJoeVUcKX5bN32XFOZyevPrq6QqEq0YQREF1GgDXX6/lEEWBE4G1UgXatH/EOSNhTw5H37MywKc5SElpv+aa4TwALqf5sp9CRJm0Jl16lkUQ3q/hJqmLiC+NudeVOQDOPFOdO0VQZu8p0zqtDDNymiHr2jr1aA49b9jCDHnwwdUc23bUpi1eWohzYCLdaafyaXVtuWeXFIGJJirOQGxrztZN1JL1uuuKpKYx/ZJy6qri3AnmVdy9uLAGo4wgFK+VVtK1UKcBUNawJQIzyyzVpCO3TZZ2OiOJ1BZdu2nr/pxzjBk0SKNgtHlpMtsizujA6Eau0t6PTAqX16RNfPedlsbQRq0OBH3hk+SGC45xWmPNNZeyQudBVqdN1DzkWVCmEjc2WeZeuGyjiBHb6XA/5pjuDVp4FEPPG7ZnnaWtJKqAbUWiDemNCNt11zVmyy3ttK5owz27BvrF0m6mqTlb5JmRSv7TT1rX+9FHWpP+8svGPP20klmh1NK7kKjKJZdoaixOKUoJyLggJT1OGeH3kMRRS7/ssvUohEVbG7g4p12P9DFvUJZI4514Ym0JQrYIzN4YmW2K2AK4GJ5/3lhH22VpWdmUpSQFxT0pXbJqozHO6KBdGsbsJptoqnpa5Av52E2greF++9V3PjI9kvYT2oi5kGVDR4y+fZVrJEv0NasMiJuHk05qzA47xB+DsXnjjexOq/nnH5GTIG3PDLJwvBHrkYRRpMcxyigif/xRzbHfe0+XYxT4PX/Pg7/+VeTf/xb5xz9E/vQnPQbv//2vyDrriMwyizQKrmOLLUTGGEPk7LNF/vzn8scM7vnvf9efud/g3vl90/fsItZaS2S33UT22KOZOft//6fPKAr/+5/I/POLjD22yLBhOmf47F/+ovMm6TXmmNG/51i//ZZ8TT/9pOf67DO7azIOzNdjj83/PcaCeX300eIMZpgh/nkyZi+8ILLvvnrPrNeq8fPPIo8/LnL//SIPPCDyn/+ILLSQyKBBIksuKTLXXMNlD3+74IL4a0eW2gLnuvRSkeefLzceSywhsv32ItNNp2Nva1yj9g/WI2PVBllaVjZtvrnIoovqvfJZxpaxCN/3+OOLjDeejgljU+Q8ZebPlltGn/e220QefVTneYAoXYD3ww4TOekkkY8/FjnwQDv7cNPYZReReeYR2WsvkQkmqP58338/fDw7we9ee03kzTdFjjtOnwNzK3iG7H/B/Opcu2X/3okPPhB59VWR11/Xn7nmzmvKujcHew/njJuHX38tsuuuIgMGRM89ntEBB4hcdJHu13H3w5pjj+PvJ54o8tBDevwZZ9T9ZKedRPbbb+Tjx92Xh8cIMD0OPFNVtVioKvWrM0Xrqac0tbEq0pEsIDpLlJY0LqK2tkF7jnXW8Z66LCCNcbrpjPnss2bmbFqEj96ZRNlszpOs111nOibe6CIR26YjoEXqzqpMpSYFc/BgJaEj8k67HkodqEd99tlk4ri6yOPCqfdl+qIHx6lyXMP7BxHusFxtOgKVhLrWblMp20XOG8cdQfs75CzRZ9pjdQPQ06rkQymacRNEOqOinMiCgIQxjaU3b113kQyMtBIZyiCQsVmymqLmHrJ4t900e4b2ZXnuNzgnLbziju/hkQU9b9hefLExu+xSzbHrTP1C8Zt1VmN+/NE0YkhRT4uySX1tFcenN+3XX5uuhy1CIfqRrrhi/uPYmLNNKIau1diCbbfNb9i6Wh8XNg6L1p9lndvDhhnz4IPaJopWXqS/oRSSdk5qepohG4UqlSRbc6ruVGFbJHF1oa7xqeo8SfOffTPJEVbE4cW+Sf0hxFjPPdcOsro0IjvSsevQcfKQHKWxr/NKk5lF6sfz7LPcD9eIIyvpOiAKpIa7CDlUeH5RGmT7fj08sqLnDdvLL9eagarQWSgfCIwqWgxRW1kXe2B486S+Y7nlhjNK2sbbbytJQrejiMc2SlEJjlNUYQ3mbLDJ5P1+U7V8WSNzNnqOZqm1hIgmb0P6suNTpfIaGIfUlyUpPjvvnG9uo9RTR000BrZXDFmcMvQ+fvLJajJAbMKWI6dOh1Ab623Za9gHOmvyqjDG4wjJmJvvvpv/eHHzH44PMg+mn15rJat4/hgRE05Yz7hVDXS1ovwReWVmeA6kye1xx81uCEcZvZNPHi9T4559UvSVY8EmTdu2wIGVde8pIoc653fS+fjMggu2i8jOo13oecP26qu1GL1KYMSGF3pVmwpCDOKRq64ylSBqA4BRml619KytCozT9tubrkZeRTNOUcJDb0NhhQCCNj1FI1xN9Q7OGpnj93iV+/e3G8HDSKPH4Dzz6BjGjQMEQ7bHp64WJWnpbGOPrSymK6yg7b4g7Ur6PMzFkD0ddZT2pEaOtQm2yLXqJOmyaUTXFQmENG6ppUY+X1VGeJQsQV+YeeZ8xm1a9I/smnfeqTZS3DYnRhzef1/LbH7+2c7x0mRmFmce35l22vxOzPAzIJKaN0qatIb5DpF6yjaynD+cMk1kN+laOudL3hY+fJZnWJes8+g99Lxha4PF0qVNheORtmu7cXdc/Qib/A8/mEpB78IrrzRdjbxpRUme2rye3yjQWoF6mzJwvUZmq62UZdmm0rXAAlprHla84sbB5vjUKWeyzFVkwmOPGXP22cbMN1+ykoPx22a0MWJry4iuy5kCXwDGA2zpTSOvcZvnuVbhEHSxzVMZZwj6wL/+ZecassrMMv2y015FI5hZrp8yuzSDe6aZonW7rBH+vB0AfMTWo2r0tGGLYIA4Y4YZqvM0N7GpXHihMYsuWqwWzUWPLwbWxx+brkZaFIzo6WyzaR0W87WIdziPwvrCC5rK1M1YYw2t5bShlN16qyre1Ow3gX32cTeN1fV2QWVBW6qkNZenxjapxUjdzgmX9oX119eUXVcQNm7TjDTqFvNE42w7BF1bf2FnSNgRS8Qwiw7GZyDLLMvnkXcNJDkd8kYtbdWcpjlCeLZFrilPa5003SXqRc9oGzLTwyMKPdvuhxYQUJoDaM2PPz6ZJt2Vlj9ZsOmmInfeKXLUUUr3XxZZKOKrak/y6ac6TlNNJV2NaaeNnye0wtlxR211QBsC/g/Nf9Tng+cU9zco97OO+5RTSlfjiy9EJpusmNwItyGgrQ9jdc89In37SuXgvO++K/LMM/p69lltl0A7ozrkTFzbMd6j2sYktQvKMyddxamniiy9tLYeyjIeLoC2G+x3UcjaBqmufeHGG3X+Xn65OIP11tN3WpfRAiX83BlX9An+f8012homDlHzP2iFUsfeUvf6S2ppdPvtqrek6WDIH9oe0VoraANYh26W1i4qLBO5v7hjA1owhWXEssuO+H1kOft+mgxJu6ZA9iZdS9zf+f2EE2rrxiQkyfe487Eu4v7mqsz0aA960rCNEq6BUohQQFDYWlhNKHUc96yztNcYAjPc+64txnmAhx8WWXxx6Wq88or2KYwDY7zNNmqE8erXT+S+++I3zCQDJ2vfTm/Y5lPK6I872mjR38nTl7ATnOvtt4cbsLy/9JI6evr317mw5poi114rcsop0c++CjmTpSeoTSPKVZx7rvaRHDxYnU1ZxiMOzJO49Rv0mrVl8DAH995b5JhjhivQeY3xpH2BeUvfVeYuvSnz9FINr5kpphC5+mqRu+7S63QJ884r8tVX0WNAD3FkxWmnaV/c2WeP/lzV8//LL0UefDD+70XOX0amJTlDgnmTRQejx+kqq4i88YauuyKytYhuluR06JSJP/yghnrY6cH9rbSSzolOGRH+Ps4cHBJnnpm+FpOuKZC9SYZtHLLqdknyPe64SY4WxsDDoxRMD6JX2CdhGiWN97vvyh2nyRodWBBJXepGkCpOCxOIFG68MXt9VdqcCgikytRpQeQDK203A9Ii+i9XtQ7y1h9yLa+9Zsxllxmz++5KyjbJJMb066d1uzCo0rM6in08LRXuiSdMo2iKTKxKUENMWcCnn9o5Xp0pozAMU+fGHC2a9pq0HkgvnWMOra+GGAeStk03VSKx225TDgiuIQu7Ki8X50nTtbNpoMUP6dKnnWavFrrocZBtlH1Qz5mWpppFp+A6gnVR9H7SZObrr5vSKJpWfued2ofYBhiTuFR4SpzixiBPSQJp5FnTkMs+ew+PNPSkYVt3zUnUphZuRF0lYC2GdbFtxnlQtzT++Frn0baee1laGNEIfe21lagp70aYpiiVrdPaccfm6kXrAOROU05ZndxIWzMoTdRmBn20qYnHABgwQOf7uedqz1Z6umZF3Jxg/dNO5IEHTKNwnUwsb09NjFpYnG2hTgcipIm0VooyLm3vCzjw+OwNN2hLJ54/bXtw2kC2BhkQ9bOB0VTlPpOXtCjp83n1iDrnP2SLOEzpb2/r/GmGIHWincBRt99+WhMLozUGUBrRUJoOZksfwdju0yeaJIl5SevEPI5Pm/jpJ20BZIsnhTFhX4EpmdZPMNfvsYcxzz5bbizDjg4bhm03cC54NI+eNGybiEB2birnnKN96/CqVtkqgR6QtDWhVUIZhJXmwItelce5U1h2Q3QnAIokzx7map5JGcWySkUJUrUoRaVbAIMxLXmqkhtpTJF4ylGeaGP173+rHLDR5iZuThDpJXvjyCObU9a6BZDWLLKIrmObqMuByJ5A+xLmRFkgk4tGzpjvr76qzOSHHGLMrLNWG8nJG21M+7yLbMMYQpwX2Vak324S0mRaEFmHwfqUUzRKT9SeDKIPPtBjZCFZ4jhJY2dr3MmAWXXV6PZRzM3VVtOe3GX26DLA2fnMM/YccbShQ+8gGyvcyaJoX/cyhFlVrnMPj540bJtm+Q2wyiojGm5VGXBscDC2EiW0oTQvt5xGgKqK1LrwbKoAzM4rraTjF2z0rgJnyCuvmK7FkCH6HKqam2lMkURnWf9V9v3sxDffKBM0/WXDWQIe+YAzglZRVaAz6l5FKu555ynLsA2QVYDDZO+9yzvYqsykyruvZPl8k3tVVCT52291f1lvPY342UZW9tspptBSCqKBUUZh4AxJet17b7XzhP0XI+/DD+M/Q8kHWQ0HHGAawUEHaalSGpKyCpIM2qiILtHcrGs4i6MjLMeyGLZt1/E83EBPGrZhBSJYTHVHBeveFC+/XCNENqJCRCxII7NxrE646AW3gSuu0M3ljDOa8wDnAaljGELdCur8iqTodxoewXrtlBtZe/sFnvK65A5z76STNI2WGnyPfCC6jhzNkyJeJupOxIiUeVvOj6FD1Slp63ikll51lfuyP60emOwpUqK3205LA3jGWfqBN1E7GxdJxqDEeKlqf8ki07gOnBxpwIhKaoFUZcSW8cGpmCXj4scftRa9Cb4JSkdwVCQZsqy/qLlw8snZDNoovS4J4XOT9ZHk6CAVPjCSO6PCwfeC/3dTVp5H8+hZwxag4JGy00TNVxMGHOQdtryPENsQ9bIN13rulcVXX2l0ZKGF2lMnzMaP57YNBngRBGQXpD4WiZiGDQ96Cx92WPk0rbo91dSGQuRCmqBPTc6GJ59Uo/Cjj+o9L05J5K2N53T00RpxtkWeNffc9uZPlc7etH2Fnt3UAFObetFFxgwcmL33bJ21s0ljZLvXcZ5z592jy+zzZecJ5HxLLpl93uLgnXdeTV3OW6NdBjjPJp10xABCZw/gpGdBDW0WgzYM5FucQzuK2C3u3FE6LM8lvO8Sle8WzgUPt9CThm0gnCikz9oUvBsMOIQc92yDRGb//dUraBvdFLElKshGgTJpiwSiarAW8PRCLlFnmmxdCDbnvPVEcXjnHU3zj2IeD7zUWdKwmpjbX3+tdWTIQBwwHvH4/HPNYmgiyh1EmM4+u9xxeMZTT22PxXnZZdUYtImqIqB59xVX96GmrystjTjrNZS9DzIngs/mmSeUYCCv8xpRrH8yJ6KIpqqMMrLGHn00v7O06Fwg9TqqrteWoxanAp0uPDyqRI7uct2BCy4QmW02baBOPzb64/HzhRfWex1pTa2r6G877rja1HyLLUS+/bbcseg19sgjYh30REM0RqEtPS9//FFkq620197NN4v885/u9WBMWhunny4ydKiukSbWRh6whvfdV2SDDfSdn7P0oeXFfKJnaNA78a238p+fHp0bbiiy554jXwd9CemzyBimoep+0FGYaCKRm24SWWopkYEDRR57rN7zu4zwvKLf66qr6jNuosdi0Jf8iCNEPv64+HHodYl8pTdsWTz0kMg334issYZYRbBm9tpLZP319Z2f+X1V+wrrn/0wvHbTPs8e2gSa7CkPeA4HHBD/96x7dNl9fs45RQYMyD9PdtlFZOed8/WXBt9/L/L55yPuGWX3jixYemntkZ2lB7CNuTDTTCLvvDPy79POzd/oVY2eE/Tcjhrj0UcX+fXX/Nfl4ZELpofgEjFRmgdszTWrI3ih5mLddY15443iaTVEqKaaqpp01XA9RpBixYu0yTyoM20oANFwegfuu2+1dXjdvDaqYjmtKtpB3XQ4ehBEaINskCy1aU1nIxAVICJ5wgndm4KeFXG9VJvup33mmRphL/J8YAGn3u7778tfB+cnNfrWW02rENd2Ly7yFxc9pjcvBE20DKt7n0mrFd5rr+rOHb4G+AnKRtY7xzfYf2h1luUaaBGVBzffrO3UYAVvS6Sc/uO0ScpD3lXmmuL61yedm3lHvW2WlOJbbtGSOA+PKtFThm3TaTydiNs4zz9fhQuKCAyWtmvgSIulzqFsWg31yW+9ZSoB6budxlWe67PVkD4rYFCECZK+eNSetQ2urQ0bhji1QvRxRAHaeGNjxhsvOXWqSPp/moMqcMikpSNXXR+XBV9+qWQlGE+kKfciXHbwsA/Q+5o60LzYfHNjTj3VznVQGwe5UhsdIOF62K23Tn/WUfWz7J+77aakQrS1KbrPFDGI02psYah+8EFTKZZfXvc4G7XFncfAYM7COA63QZ4uDzjiIcx74QXTKu4PjHDqbHGiZCUkLCOrKC+jnrhzTtrQDzjWoEHDSaW6rczJwx30lGHrIjFR0uZAmx76rNF65cUX3VPeNtxQa79se6rLXl/dyikkWrBqUjtSRZuFXl0bZSIXGLHUN9Pe5uCDjbnxRiXNsW28Z2UKJcKV9Bmiuy4A4wmnElkHRAt6Da47eF5/XRXDPDXR7B08TxsZJBiz7Ed3321Mrz9reu8WNSzKOF6T6pAfekh7x+LIwFFlGzz/ySevbp+DmZf5hXM/Dq+9pqRleYATg/Y5bZQLEF1tsMHw9pBJc66MAz+Yk1FMxWV1qjC3RTBmngXZoyqMIj2EpLpWfl9FXWsaqEOg9ikKXA81mjfeqLVM660nctBBImOPXe6cSfUS/J76iLhrCtdjXnHF8O/wOu44/W7Zeqi0eo7ddhMZNCj+71ddFf+3rPeXBb//LnLUUSIXXSRy7rkiyy4rrYWLa6NorRnXu8wyItdfP+Lv+/YVOfvs6O8Urd9Ouo7w9XzxhdYeUZPVCX4/3njiBLgWasIXWUTkb3/TmjRe1JCxLrlf5gI1cn/9a3XXQZ1jnedzpYYxDbPOKrLttlorTu12lvGh1v+ww7S+rSzgpGCOtFnW2XrWw4bFr+mkfSZc698JZBB13FH1ieE1AYcD1/jDD/r8+V7wnWefFTnpJJH55hM59FDdj7lOG/jwQ5GJJy6vg8RhtNFErrlGZOGFReaZR+toO4E+tOaayccJjxXPYsgQkZdfLn5drC/0G5t7RxagZz34oP4/vD8Hz5PfMY9WWkn3kM65kBWdczK8Ljge9cvMZ/7POakvpp6Wz4XraaPkNuic73w/bb57eBSG6SGkpQ0efri76VUwGpPqSosOakXyoDPlCc9fmehc1RHRtHoO0n3p7xj34u9xqZ/8nvsv+5xffVXrdagX+fZbUynqqOFyOQUzCoxD3PUmedBts65mjdhSg+RyJDAK1PiTdtivX71p/XWXEbQpYgsoTwnmVbj1x/zzjywfSEulJtRGOQsyE5l3//2mK1D2WafVPI47rq4d0sdXXNGYddYxZpNN9Hlk6ZFbdk3A2E4myKKLGvPyy8YKYMHmHqoG8xZdJyrqTBr8s8/Gf7dzrIK1UlZ+MJZ1siKn6avoMWXb5AS6BftTljkZZBiSDcV8Dp87bo4ybq7LVI/uQk8ZtkmKLXV4LEAK9auqG7WB555TBWattYz54IN0wydK2CQp4VkETdXKX9njp6WpUrMCUQ5N4q+/PrpVS4DOsSUVkP7HtAzgu1WjTiU/jlzFNXp+FGzaTSUZkkmbfZbasCzOhI8/1lq7pPUUzNks9Xwugvme1M/T9nU37WBp+vxlri9s7LKWWSfUgd51l51z33STtgPpFpR91mn71E47qXH50kvaA5l6f8hzSLVNqrkfZxx1KG27rTHHHWfMaacVv07mwLXXan0p1zt0aLkxO/DAatr8RYHz0O4m3CoPmcveHeeYtrl+w3sAdb+QZWJQ19V7tWo9K6xbJO1fUcGOI47QuVm0HVDSsT08yqLnDNskxRZhefHFStqE8eJq71Gui2bhXCfF+HGGTxFhk0X4V12PWUeN7SefGHPhhVq7MsUU6tUmYv/UU8OjG3FOATzu9LWrGk0o2Z1rA6UYI57xcgGQaBAlR8EOFD7bxC1JzgTIPMiYWH11XX+wX0MOlWZsMK5hx0Fb6ozSnETUljOGsMTiwYfNPeiNu8IKxiy3nD4raoxZYwstpI45In+sI2rlqAmEDIYe2xNMkOwgqMO7H+4/bKPXsU1kJZDhemFRZuxtZCEhEyGVeeQR0zWgnpPa46JRuKLyOc1gIesIQ/iKK4w58kglaSy7Jsj4oj8591uGzZooYdXkVAGYt2H5zDtyg1dc1pItYzCOGb1OGVClnlW2J+511xmzxRbZ5VLeDAUPjzLoScM2DZ99pu1w8HaTcuoqaNGRpNgQkUxSSotu6HWk65VNGc3zfZQ2CKAwbFG+MXTZwOuMVLmcFnn66XbSt8uCliX9+2uUNGjZUISZM8lwTWMdZW5guBG9CreN4LwYc1FrKzzn+ByRHNIUi3r862wvkqZcLb64MXfcoWRC992n7a4eflhZUyGfYl0R5YCNlHRIiF9oM0ZWDOR4ZJ0QhUHmkvq89trVOs2ygufCXGMPyPOcqn42WVt+MPcmnlgddTZA1A9HRTeBdbjlluXYfYvsU3kNYpsGzjPPGDNwoK6zDz80uUHUEiO5LkBSNfXUw+VpcM9xY2xjrFzJ2qhi/8+Sepzlnl95RZ2UWcc9z7E9PMrCG7YJwCtFLQFpF7/9Vq9SmeU8aYIP4ZUkbIIajbwbel2Cv2w7gaLfJzWZjb9pL6MrTMUY/qSEZekvWNXcp64PNthLLy1/7KQxTXMGpaVlZ5lzjCdGRxvqT+t2rrjizAFEzi65xK1nk6flx5RT2ssQmnNOjSJ2C5AjOC5o01YWRfaZPAYxZQw29yKe57/+pQYj6b5Z+7qStQN/RZ3Iq2vYkB+uyCDbelbW1OPwvcbNSZyUY445fM4zR5PGDKdvnfuWR2/DG7YpoJ8jqY+kYdE2pOrFiTBLi/zgMb36ajW6myKsiavH3GUX0xVwwahM2mC5hn32MbUB7z6pt1XXn0cZB0FddBJhiC3DYNRRk9eUredO5CNvvVsTkYS6z+lKtCSvYWvrutMcmnnLS2zsTZdfrlkK3QJqXimvIGOgSWQxiJGHSZG1MmsCQ5VzUxKQ5rRg3pHFVncP0rxGpo116MLeb5vskHHJGqHlc+iOSXMyGJ/OdO2kcbfR99jDIwu8YZuTibJKhSssMOIEDql/9JGjkTn1bElCv2rCmrh6zKJN0F2CC17bLKyI339vasNllxmzyCLV1Z7XYdSkKS1EJOp47kSL8joJmpqTtpmki5yvCadZHsPWxrPJGvHtrNVOepVdN0TzqH+24VRyAWTjzDqrps+7jixEYTbW4J13an07fb4Dhv+wgyWItjVRc17EyAzWR6fhlfV6Xdj7w7BhEAbBkiyvJJmRVqoTGLc+KuvRJLxha9wQdlk88QgNyI7CadFphkCnkhg0365K2NxzjxJUUDPXZrgSOTr00OFzLPwc//1vzSDAEHv66XquhRrb9dc3Zs89q0nHr0OhSDtHXezFOCXyEvE0GUmo29veeb7bb1en2UcfGScNWwixkhRF2y3UgvGh9UnSnlF23Vx0kZZldAOQX3QTQKY2XbuexaHA/Esqi6BswiYpH4zHRGQ5bjhbpiqnSZV7Ao6Y8ccvJq9c2fttgfvJYtBmMUTTngdzh+yqNdbwUVmP5jBK8Q64vYWyzdzTQFPrcAPuKPB3zjXqqPrzX/86YtNs/ha8B02zedEAm5/ffFPknnu0gXtVDbGXXVZkjz1E1lpLZPBgkTHGkFYiy9jWgaefFjnpJJEvvhje9DzcgH3xxUXWWUdk991FdtopfQ6VAcdmLu288/Dm7PyOxvWMyeabu73GAA3jud64c+y1l8hCC1X/3KecUuTTT/N9h2cf93z5PX+vCtz30UdXd/ws5zvwQJGNNxa5916df67gP/8Reeqp+L//738iDz4octhhIiuvLNKvn8if/5xd/vN75l54PMLjs+qqIrfdZn/d/P67yOGHi9xwg3QFjj9e5NdfRQ44YOS/XXCByJZbjrjmbcg1jvXDDyJff62vb76J/n/45++/1/kxbJjIf/8bfVyuj8/Zwphj6vxceGGRlVbK9p2oeWkbafIaOR2FUUYRmWcekSuusLf3s44XW6y+vT+r7EF2BLoB48X1R8mWuL0VzD67yBprjKhbFNmjmZNjjSVy8cUi441X8KY8PErCG7aOKJVJAiPpPGy6geEaZfiElSCE4P33i+y5pwqyKCFoA9ttJ/Laa6ooXHJJtcZWlcgytlXi8cdF3n9fZJddRlaEAyy9tCrVm2yijgQ2sYkmquZ6mD+77qr/71S4GBfGqszY1GG4xSkt3M9++43sDKrquRcxbFmvxxyTX8nrFiBPcMwhy6KMkzzKnk1wLtYnim8UmF/nnivy0ksiu+0m8u67Issvr0bucsuJjD++rt04IybNOJ1rLpE774z+fpl1g3Lav7/InHNK69A5B/r2FTnvPJEnnxxZlvJZ5lbU8wvLtV9+iTdG4wzXP/5QBX/iifWFbA7/f+aZR/4b84Fr3HdfNcZtP9ck4IDBaRQ3F6twNlbhYGbfnG46u3s/e+wGG+jv3nqrPvkSh6zOGK4zzbC9+eZs+1uWPRoZPc44BW7Iw8MWGowWtwpVp6dkYbssc56gfquuOhlSqWgPAaO0R7G0uSWX1J6pWQDTLv1UZ5pJW610Wzq+7RSwzlRXyNhmmEFbz9SBM84wZr/98n2HdFwI48Ip6cF4kZreC6AGkFIHenxGpY3aZCbOmoqc1oKHNOVOQkIImTbeWJmL09KJkdebbBKfOktae9J3i6wberwiS2jP1DbE9R+ndKPI3ktrrgknVMK3uebSnsykZ2+1lX73uON0/d14ozEPPaStUCjFCUqGiqKJlNis7aRsyfyqSiGKyNcsOOSQEdN2m6ojzTI3srb2of7W1nn5+0QTVXnnHh7p8IZtDnTWqwaL2YZQS6uxLdMcvKmaEYg65phDeyB65AN9Qemhmbd3LL2NUUgxcjF2baKOGs844qBjjzWVA+UUI8RGC5C09YhiPOOM2Wv56OeIQUc9dVjJgxl7+eWNOfpo0zNAYY1SLhkDW3KOZxLuY5v0jNLYy5OUf4jYMFrTjIi+ffVarrpKnYYBW24a02nRfePMM6ON6axoql61yF6XJtdgA26qh3fdxG152km5XG+KXDz7bLvHdKn2Ns3JHG6vY7tOOpiTUUES9k5bbcY8PIrCG7Y5EVYq8dzitbWFQGCEhUbgUSsjNJtk+YP5FUKKugiOugEoUQMGGDN4cLHvExFafXWNmH/+ub3rykK8ZEOZ7fTOn3SSRrXKRkCyYKedjNlss+oU2c5eglkVVQi7dt01/nnjzHjiCdP1SHMA2pBzebNbyiq8WSK+zMcHH1TyI9puZTE88iqvgTG63nrGjDeeEgG2odcyyBKdipsDrrHgNkncloWJuQ1st5BskuFiEy7NkzyR9TiHV5lnyBykTdTCC484J9E3YB338GgS3rAtgS+/LNaPMgkoExiCMPrhoS+qXGQVggi4lVYylQKFjDTPOhlN24hAOVt0UR2vMlEOFOFTTtHj3H+/vetL20yrUmYxNvff31QOjOelljLm5JPtH7uoAfTccxrd/fHH+GOTAknLDrIkuhlJymVaBHPqqZW186CDNFWRTJKHHzbmjTd03FgzRZ9RZ2QtOAZGXpl7ior4Is/zKLFZlO6wMRqMY5H120RUq9NZlGSURWWVuBSJcwFRUWLmAw72tvQgpS3dyy/bPaZL/W3zRNbjZOW995a7hk03HblUikAGTnkPjyYRQ0njkQWTTCKy4ooil11mjwxghRVEPvxQmRQhBYJcZMEFlUgCkosiSCv4HzJEZOBAkTPPFPn2W7EOmHsPOkhZ937+2f7xuwE8+9lmU7KQRx7ROcDPF15Y7Hg8V0inrrlGZOutRQ49NBshSBYiD4hNIBgJvwfzi3NAwhK8Q/oB0UZZnH663ssDD0ilgHH86qtFzjhD2XdtIgvzbScYx622Ejn11GRCDtg6N9pIidtQXboVaayccWCeLrGEyFJLqdz+5BMlXIJsBVIYGFQh7hkwIJkEKuoZAcha3nhDWbXXX1/fYT+efPL0e4J8JunaO0nBXnhBcoE5hByBOZ3rh5QuzKgbJk/is4H6W2T9prH7I4cgVSoLrpk9EUZoxi+49iTEES5FyTXAe50M+K4gai7TUQHmbViGIW9zfUw++KAceZRrrPR5ZUYamNtl9zfI1GDTDgO91bMhezSOpi3rtoNoCoQSZVMXs6TYFY2AZSn4HzJEG7RTHzFokDZtp/7LJvbaS+uVbNd+th1VRwyIRtF/FjIqG+RInalxRMHqSNF66imNXJJ6WzVeeEH7puKBtgXGKy6iyO+jPP6nnmrMOutkOz61l4stZsyFF5quRVp0M258s6wjZDhjbSsqQ59i9oYscjRPLSXptnkjttTLnn++MbvvriUKzG1e/H/gwPh7zrt+01Ik2V/IIpliCmMWX1xlB9kRd9xhzHvvZdsbOqPLWcchbQ6E5RpZG7PM4kZPW498QA5OMon947oW2Y/LEsm6FspGmFddVTk9OrPz6GHr4dEkvGFrASiTZdM9s6aWFGW5zKo4Ufx/5ZWq8MDAClFL0qaehyQEBY/azwMOyH/93Yw6andQ2s85R9PccVrYBERISQaFzRQtSLGoMyzjSMo6Z0lVnXNOY374wVgBNchJaxslP4wPPtD02TzOiPffV4OF9NpuRJpyyfyIUvaY+02sRZS8iy6yW0uZNo+yKt04vB5/XGt4ba3ftH0sYGClfOf555XdGrZiHG9zz23MxBNr7R41kocdpmzlL71kzLBh2csh4l7U6WcxUgPDuU01pR4jysB55rF/XJjCcXaE6+6bnhthmUHpWtb0ZBt6xdJLG/Pss8N/Zl0RuMBx5Z1BHk3CG7YWcM01xiy3XDninDxkAHno2cuQUHz4oTFHHqm1e9R9whobVvKLkIRQJ8imc9llxe6hG1Fn7c6LLyrDKqyRZcmYMC5R2mmHkZewpSiI6LChYqgUYV7NO2epx1xzTWNef708MVZewxajiFrQvLjuOmP69RtuDHQbYDsN5lbUM+yUc1tsoYZSFmeI7ajMq69qloFNpm2uMSlSmVfptmnMp11b2hji/Hz7bWNuvdWYE04wZssttV5yssnUqIAZPE+UtvPcVROBeTQP+AZWW83+cZHPvOok88qDpLZfVczlhRYa3g4s2FeDrJmmDX6P3oY3bC3gvPOKKRRlyADqFKYohJCs/P3vmkIGkc+llxZXAPCoEg2uqt9q21A32yKtYzbfXDcm0v+KgCgKqYRE9iE4q1MZJIJJX8m8TpUiSiuG9Lzz2vHS50lFvv569cAXTdtHASPttBtx2mlaLpFVuQx6amdtiWS7xQrGGUaaTXS23AjInohY51W6bRtzOF6riBR98YUxyyxT3LDNcl9VXbtHfUA32WEHu8fEkYqDhaitiwjaf6XNe5sGJ/siupx3Bnm4Bm/YloStRZ3m6e5UgpvaYIm4UsNHumMZBYAUOIzbooZVN6GpjYFoK8/xxhvzPX9az5BuRKpuEAWrs99i0lpJGq8iDgSbzybr+b//XseX6HpRkOpJD2nbLS+aBkYqrY3yplp/+63WpnayeMbBZlQGNnhSyrkGm7B5jTbXb5UZKGXZYJPWO2s9zRiuk/nWoxiOOspu33PqSMm6+PRT4ySypOezXxLRtRlhpq0PziaX2iB5eIBRmiavajuyMJ3CIpgGmBlXWknk9tvTP8txYQdtAjCzbraZMorCHhvFIIpIS7s+mJ4Zl9VXVxbgcceVnkXAygkDKeMZsAwzjlWycm66qcj884sMGiRy//0ixx4rMvroyjjKvOYZwvQIAyPXcP31ypC5zjoiL7444jODSXPRRfV6g+9xP1VcO9fGGMWxoMIMDBM3DN+8vvtO359/Pv47/P7kk0UuuURktNGGv778Mp0lN8v6BowjLLxR4FkH7Lf77y/yt7+JzDWXFMZYYymDKayxTz4pMsUU0hW49lplMO7TJ9/3JphA5IYblGV+pplE5pgj+fPM26zPNQ1TT63My6wvW8e0fY0212+V7LFJaygPovaoYC/nb3HfqZP5tlcRtf+wR2b9HjKib1/9Ocv3kgB7+oYbilx1lbsyNI2JPPgMa9wm6HABK3IaU31TuqpHD8Pb9+Vg0zudtc7WBS+YLS/dgQdqPYxtBuY2AmZQIjt11+78/LMx225rTP/+mq4ZFbmBRIk6a1KQm0ZaX2YilSedpOlZN9xgzAMPKMsxrN9Jc3bvvXUsINXBE02kDeZHm9GnzshYcJwgMvbEE1rTznXYADW61P93AxM52QHUDpPtURQQpzG+X31lagXR2skn1xTJbmfarToDJS66TBpxGfKcpFKB4GWjr7xHPIrwdnR+L3i+ZTOG4CiAcAxuEZeRth8SqbWJgNtitNF0z4Q7wkdsPVyCN2wbNPA6yW8QEFkMWxfqFmwpLyjc662n6a29DlouYYQ0BVrLJKUyuaKIF11zReZsFWlWnUyW1KzzM8ywkOTYTN/GGISE6vjjTetx773qXCmLE0/Udi5lydOK1MAFtbDdTq7SaXwG927rfqPSsPMwJket9yxpzt38zJpGUZ2iCkcKcvMf/1BnqE0UITxMQ9q8ZY+BgTyKPC/v9UQ5EMqQxXl4VAFv2JZEVqHaKUCiImNp3uKAdc6VjZXrCBS1Msoa9YADBrjvGa0aRBZh4G0KbamVKaPI5K0lrDr6hJEVVhCC9WRzjROdpEaMPsBtxvLLZ6+RTQIKHuRpO+5oakGvkquEjc+dd1biQchmmujtmcWhkNUwbsszq8KIarJHNXsjHSg6X/w+7rkV3bfOPFPbONokiyoajS4rX7h/Ml3ohnD44cN7s+e9nqTzBHuXK22QPHob3rC1uJkGgqRzUUcJkKTIWKeA4Gd6DbpELR+A6yLiVDZ9FqZblG+Mu17FbbcZs9FGvdF2qCzKkN3kJd2pihirToOHPtt9+tjryVs3iDigmNlKqSbNEFbwrP1te8FhVDXOOkt7UFeNzvVNpD/reg+zTcft0W14ZjjOA33CRad4kZRaWj2R1db5SmoBVWTfol0Qushnn7U/PT/8vGlZR89o9oG55spPwJgmx2Did7ENkkfvwZNHWSTeWGopJXyB3CQg3oDAYMst4wloOgEpDp+fcMLqSXjK4o8/RN55R8mfRh213LGmmkpJH9ZaS2TwYJGZZ5aew9ChImOP3dz5qyR9sY0yZDd5SXeqIsayRTyXBUsuKbL++iI77CBy4IHFyFmaxPHHi+yxh8pHG4AkDTK0hRcWmW02JRurCp5cRbHVVjqnzz9f5O23q5t/Uet7mWXyrXVIDV97rZ3P7JhjRPbdV/8fzLtA/0BucX8u6hNJ+w/rfr31ouUh94p8iCIGzLtvffSREr1dc43I5JOLNaTJeq5/oomKr4kse9Sss4occojIwQfr8V9+Od/ekybHvv9e5Oyzs1+zh0dlaNqy7iZQ//XKK+XaE7gWGUvCM89ouo5NXHedRmYg8Ok14F3dbbfmzt+rKZO9EiGnVU4Q3WhTyhgtwaabTqOstvH003rsd981lcFHbEckCwzu2+X519ZnltY2MEhNdRFN19j+8osxAwdqO8O6o9F1r4kie09b14RH78GS/9sjDklerjZExpLw+OMiCy1k95hrry2y8cYaXcJjjjd2gw30neh3t0dsadPSdNshvON/+cuI71naDvF8eul5NR0hzzve776rL+QR0Q2iOME73v233hInccopIttvr1FW2+jfX9vHrLGGtoOqYv4SHUmKdARtnrodjOeRR+r/XZ9/VT2zqmUkkcEkMNad0WZX5Hbn/gOy7D9l963gmW67reoztDO0ic8+0zGPy9oL5lmdayJp7wn+3gkvxzxag6Yt626CrYhtWyJj1IPSTsU2IHeh/q1tkaWyoKk8zeWbRt4a1CqJMboZZSINRca7jR73b74xZqqptF1OlaCtU5VRk6gaOOQbjKVRbKXdiLbNvzTujLyoQ0ZmaVk099xaR8q8c1FuI/d2392YscbKV6tZZN8KcNppxiyxhF2mdEiaaKNHC7+ddsrO2F3HmkgjSqMWPkrmVsU34eFhE3/in6aN627BYouJnHOONgcPgPeTGq60Glu8Z0Ftg+1G2lWBOtjHHrNbi5I2Znhh33jDzRqhsqD2ZeKJRXbeWVqFXn1eNnDhherpZu0jiYP3JDmQNt4vvKDRzQ8/HPF1yy0in34afUy+R5bEFVfYvb/geovW9B51lMi332oNWtvnL9GXcA0ckSGiRBtuKLL11tL1ICJ49dXx41zV/CuD00/XmmD29DK19XXNsaR603AN7h13aPYGciFKA2xabsPfAe/GF19Uf64HHtDnSgbaZJOVl2nPPSdy7LEiTz0lsssuypkCd0aUrOc5BT/XvSbi9p5zz9V5cfHF+v9ll02WY65ywHj0Ljx5VMUI0mRY/GnG7d13R5NclFEMqwIbDkLQtlFbN6mOa6nI000nrUOvPi8bKEJMlTTeyJgFF1RFfNpph7+QK7/8InL55XZIVrLiggtUsQsrT6T+ZnHgDRsmctZZqnB2w/yNIjXieZD+OHCgyHzzSVejTeR0Ab78UmSLLUR23dX9OYae8M036UbtPvvoa7vt1BFf5TUVxSijJN+HLXzwgTqYIJLLatTGybS99tJyBoxCxveSS0Yk1YyS9TjtcJzUKZOz7j2rraZjA/EghnpAbJmXfNHDo254w7YGIEACxQVPZJx37t57RzZsyyiGbauv7XUW0aZZkYuiV5+XLeRVFJLGGzmCQhLl5Uf+XHZZfTVSSYzwWdhZUQyRh9NMI107f4lKYfT87W8a4Rl/fOla4JBl72pTjR7MsTCJuz7HwnpCZwQwMKiRMRhcAb77Lj5a6ILcrjqXEEcfXRio+6bWPksgIUmmYfzBCgz7dxx7e6es53jnnRf9Wc7BuZvaexiTp59WFv1+/XRMFlnE3WCLh0cATx5lCSx0Fvmee0YTMEDlPuaYyZGWu+4Suflm3UwxcsJC1DWyjSee0MhQE8QG008vXYm2GrYYHnFKiKuRmF6MfNkgWbEdpYoDMu7EE1WeVo0iRCo2gfFOmi6yvpsLg5h/88+vY13H/LOBl17SFn5lkTSHysrITj2hcw6R5v7mmyMatW2IoDM3CARUAcaIcVliCSWrDDsISBknnZu0ed75mbTdNJnG9aID5mlJliST+RsRdjJXmsIYY+gYEFUmc4E5RHpy0hh5eDQNb9haQCAM6YF2553quevTR2SVVXTT4XXQQSK//55sAMCIe911miJEz7F5541PX05TDNscsU1i32M8nnmmntqbutFGw5bnQKZBHFyNxLQZZdgpyfKgdo60Oeq3eOfnKrI/ikSpAoZWFE7kZRVMyHnlDezs9GiskkGWqAhpiWecIV2F8HgRHSNK9uqr9cy/otfJ+z33qFOFPf3kk8s/5znmSGbF5dkXnVNpxtaEE0Y7DVxnuSUQYNOoCz/j5ZbTwEA4gyApkMBYrbyyrs+4FOmiUe44mUyAA32AHtukNzfNH/Pss5q6vc02bgZbPDz+/7BKRdWDSGOXC/qUZWFG3mYbPV6A9dart89lnn6Yk0xil0EwK/vev/9tzEknae/JG280XQOe+4wzGrPccsqEGJ4HruKll7Qv6hlnxLO+zjabMT/80PSVdhdYdzPN5D5reBojPOysN91kzNCh+vkwQ2sg4+q6pzh5c/75xhxyiM5z7qdKRtDPPjNm+umNeeop0xXoZNwNnqlLczTqOgNW4c7+okWv+9VXjZl2WmMOPXTk+RPWD4rOqTL9sDvnfXCcs882jeOvfzXmyy/rm4tJ8orPrr++MTvuWD+zN3110XceeMA0jkAGtoXZ3KM34Q3bksjbzifN+A0LW1fbIzzzjDGLLVb9eZLo+2mr1K+fMZtvbsx335lWI9h0gw3URSOlE7fdpsra3XfHPy+Mc5S5AQPsKSgexhx0kDGbbFKuvUUdePbZeHnH/D7hBHXeTTaZMUstFd+mpK4WaEnjedVVyfdi6/pQXmeZxZghQ0ZeS73Syso1x3SZ68ZZwfO8/faR59jWW9uZ82X1hM55v9lmxuy2m2kcOL4+/LC+uZjFQdDUvH76aXVmnnpqs+3ByjhRPDzqgjdsK1zoRV+BgEzbdFdZpV6lh/Nwvv79jVlgAf05+F0TChiRK5R8BP7gwfWd1+Y9t0UBDMCmevLJxvTpo5GILDj9dGP69jXmgw+qvrrux6OPqqL8/ffGabA2yT6gH2JalHPYMGMGDYpX8puOBLBG6Tdb1/Wtvfbw47bF0dUJV52yZRzTea+bTISBA+Ojn7bGyPYewnXPOqv2um1yz5x/fjv6RNZxzvq5pnq5fvGFOgBxav78s2kE221nb314eFQFb9g6ErHNKkTDaVJ1CtWoNEGuwYV0yCefNGb22Y3ZddfhAr8qg9t2Q/u2KICBsUK6/OKLG/PVV/m+e+mlms75xhtVXV33A2MWo/aRR4zTwPmxxRbG/P3v+v8skWVXIwHBeo8zagNZbOv62uboioOrz7OMYzrPdf/xhzFrrmnMPvvUM0akzNt0hiBjSAX+6SfT2J7JPvPii+XPn3Wc86y9prJlKAPbfXfNVnvvPVMbkOOXXGLM5JM3n1nj4ZEGTx5VEkkEDEURJiEIEwustNKIn6mrcL+TVAHw/0CkNU0iANMmtPSce8AAJeqqgrWvCpbqtrTKgdyE+ffbb0qsMvHE+b6/0UYip5yipB2QUHjkx047iWy44fCWC67i8MNFPv5YW19AahO0lKAFEe9RRDYuMrSG13uSjOdvttr0lGGSdgWMB6Q/ScSHTTPuZmXELnrdEE+NNprIUUcVO3feMaL/OSRDtki5kDGrr65kS03tmZBHQTZWFlnHOYqhGESxdmeRaVX194Utfo899HkPHlz9OQNiM+Q5pKHIqLqY9T08CiHV9PVIRRBVrSJi60J0L29UuslII0QLSR73Mh7FKsbfxYhtZ7SbOlpIoI47rnx9z4MPam0u7x7ZceWVmg6Lx95lsP7mmSd/qrSLkco8co9Mhl6KdMbhtdeMWXZZTcF17XnWVWNLHeTCCxvzyy/Fz513jLbcUteeTZD9RCbU/fcXP0bR/Y2xIWK89NL1l/uEo7FTTKEEdy7iuec0gweuAvblsllqUd/n2VPqdcQRI+49rvM7ePQ2vGFrCSzslVdWYZmUtlZmA21K6clbR9ykAlaloVjF+Lum0HemjQXXttNOdkmFYH+95RbTStRdV/7+++oMeOst4zTuuUeVoI8+Kvb9pmrX4lJJF100m7yzmYqcZkzPO68S57mGH3/UtFvW9WWXqaLt0vNMQnCdgawL9u/gd3muG6Z+6lOzkuVxzKCkp+gYUSIy5ZTGfPutsY7HH1fjiedbxZ5JPXlS+n8UqWYRBOOc95kyp3EoukriRkkQXAbUI5dZa1Hp4owXhn23sLR79A68YWsZgScLT2deAzcQunHCKM1og2WxCoW7TRHbKo3/KoxmFMA55nCjVrlOI5tzoTBRe9sm2K6xzmJgLbGEe8ZAJ154QY3vsjVxTUcCYFinnRj14MzPLA49m/IubQ0efLASty2/vDLt/ve/plEgv66+2pgZZtDav85IfdPPMyu4LtiAUeS5znvvzX/dGAC0Zcm77+6yi5ICFR0j5sFqq5nKgHEHaZDtPZM9b9xxdZ1x7yeeqE6RqvYgyDZhYc86zm3pVkCWRJm6V9ec6x4eZeENWwdSnMKvPfcsfsyqFO6899KkMKwyYss42CZOQClZaKGRo4CupV5W4ayglQNG/WmnmVagCQXgmGOMWXfdZls8ZHmO9GDGGGgreHZkJRD54j1gfM8i92w/+7RIJ8Ys7baI1FAicOaZ0SQ/VWcWBGnHOF7oad12vPyyRumL4N13NVpdhNgNg6tMaQYt7yD2qQqkVCOnyciw3fKLdfPpp5q9g9OGjI+qHEjzzZc96yVt7VN6kLae6srsKbtvu1gO5eFRBt6wrRBB+kte4xZlNumYUSkjcefh9zaUrqTzJjU97ybj44kntOdmlNI58cT5lQtqVlAYHnvMOIEmUt1J2aMe75BD7NQJVQXqzTbaKH58qlAA6F2Iwfj118ZZEKGjpvaii4yTSJpPzDeMcaJdKNREajt7YoflXljG2kqRjEPWSCcG5VZbGTPVVMbstZemrVedWRBOO778credLnmNU9hm84IUYOQ4vY7zgrGDabYo+zCtsogyV93+i2g0ayTPeX74wZhFFjFmjTWyz8Wqyn2Yr6ONZszee2fbU9Ky1IK05rj1VGdmT9kxa3tdv4dHJ0YpRjnlkQUwEk4zjTLB5sE//ymyzjrRDHMcc9FFlYEOxlwY/WCtO//84YzFYSCedtlF5Lbbit9H3HlhNQT87t13RW6/XRlzF1hAGkPAbMi1wbwIWx/Mh4xDGda+n3/WMYBleeqpRx6H0UdXFsnXXxc57LDhjIpJ4Bh9+4ostJA4gSQWzqqYTCeZROS++0TWXFNk+eWV5TF4Xrwfd5yOU1F2z6L44guRRx/V1yOPiLzzjrI/cl1RsMFgDYMojJMchzl24426rieaSJzE77+LrLuuyqpNNxXncMEFysjaOZ/OOkuf5amn6tgiH1m7/C5N7gXsx99/P3ztV8EEGrCupmHOOUXOPVfkq69EzjtPmVJnn13k7rujWYm5Xu4n6ZrD85B7hPkfucoYXnutyN57i6y9tsiLL4qMN17691xD3HWONZbI0KH5jgVLPGPB/IeNOC+QK1NOKTL22FIIPGf2j/BzqAIDByozLmzPzLc0/Pijsugvu6zIIYco+3HnnlkHO3pYBqAfwSh8wgnpe0pStwIQmH5R6ynMBF1k/eVF2TFzkZHew6MURjJ1PRpnTcYbmCf6g0ctLTJcR2rrDjvEN6OvG9wvdV/UotlI7aVHLq+0SAbeaVJHaXKfBDzf1CS+/bZxBueeW1+6ZVTkqalzk9oJIQ/3T50dNV9EJzbe2JizztK6UT5TZcpWp4c/yIZwrZ4rrleta0hLJVxrLU2T7DZAJLT66sXTOeMiTUcdZcwyy8SnHddde14USdeJ/EYmZwXzfpNNNC216BqgprQMozYy6oorTC0gOjzXXMbceWe2SC2pxU1mXJU5VlZekYDbJChd4MXPdab2psk65lhV4+Th4SK8YVsTEA5LLpnduM2T/oGgTDJs8xrKRfHAA1pz5QrWXFOvqSygvIcMjHTUNGAAke7Uv78xH38c/7n99zdmjz2MM3j4YSU+QYFtQkEt0xYib+oyz/Ghh/ReqW8jvXzAACVxueaa+OdWlQLQRsXi0EPVaYQh5SJ6tW6MuYSsSnISxe0taQoyqdpRBlxb5m/adb7xhpaUZAWG20orlWvBRT03xnbR2lfSkIsyFhfBM89oeUQcA3MZozaALTbtMjIgD68Ic2aBBYa/+LnI+iuDuDE76CAlwjv22GSiueD7Zdi5PTxcgU9Frgmkntx/v8ixx2qqcRJIY82T/kEq1THHxP+ddJKyaZJZQIrNa69pWhwppk2D9K68qWVRKVVbbSVy6aXaMD4NPDue8YUX6niQutev34if+fBDkYsu0lQ+F8B1bLihyA03iPTvL7LeetnSxmwiKfWL30fN37hU0840s3BaMa+339b7XGQRbXQ///zZUgHDae5BaluQnlwmzZ20yKRUMI6dJS21LjB3r79e5KGHREYdVZxEkfnUdgTrIe6+01ILk+Yh85x1FPX3tszftOtk/KLSR+PWwM03izz4oMgoJbSoJ58U2W67Yt+94w6RxRYTGWccqQ3sZaRd7767jmdS+rHtsqe88rWMDAjL+sAsjVsX6Afh+b3vviLHHx9dGlZVam/SmFFqwTNj70MvQT/j2b30ksjXX4tMPLHIXHOJ3HWXyNZb63fYH+vY9z08KkHTlnUvIi16W8TLHfTQbTpCQVsAUjpdACleRQg9wiCtaL/9in0XpkuioNddN2JkEaIRIrYuAJZIUrYHD272OvJ619OiLzSUD9KKiTB0phWXAWsT9vLRR1dSkrIRqTaRd2TpVesCAVhaKuE667iZQl0UNhic0/qVQ74z0UQjv/h93RGqKtYZ2RtjjGHMoEEjztvO+XzhheX6NYdTe8kWKSqPuB4yTOrGr79qP+Vzzhk+LrR6gnirTKTWNri2smR/rBV0gDzrycUMBubY0UcPJ7+Muz7aL5Vh6PbwcAHesG0QsB8jTMJpxEXTP1wRphhIpCi6ADbbomle4I47jJl7blVAyhiOMJa6xh4NPvnEmL/+1ZgbbjCNI+/8TTNcSC2mv2ZSOnhZwAb8zjvdmzbbqdDffHN6r1pXai3T5tP88xuz2GLKdN4NKMviWmYeujp/81xneK6E5y015J3zmc8cdlj563n88eKlO3A4wKacxuVQFWCxD55vMHaucQLgyCzi4LGRHt3Jpp5l/bni/HLtOXp45IU3bBtG0NZh/fWNGXNMJbGx3ZIHr/qQIaYWUG+EIffVV6ZxUF9StEfqN99oJPP558tdgysOh6j7w2gvY/jbRuf8TXIAuBDlpH/ktddWr3DQL7RuRBmoXAstZdoy15OUUaK19M7s21dlb9b+li6Ce6GnbRLPAnW3aeNf9Pm59tzjwHNPU+qzvmzc1ymnGHPAAcWcTdSx8kybyIZow/O+/nqNqhM8sOVoy9qCq/PzZIeg2+EkcTmLxcXn6OFRBN6wdQhEOos0eE8TvhyTSMt995naUoDPP980DggTSL8pAlJXSWctC1eiGeHoG6RVNKs//njjHMLzF8Xk9NPdHVecJkXT1LMaYQsuqGNRhqCmDsWVVDdYw5t+JnmVUcaV0glKBiAPo69yWwCz+plnaubAlFOWT7ssQ9wT51SFSOfVV02jIHUWQj8MQSKNYUdNWh/4uJeN+cycxLlSxNkUrMUmooAuyN4kkKkDYVLQcSCvQWobPLcgYttkFktaqUFn1JYUbA+PNsIbtg4BQ+rII6s59gsvaASSes+qce+9xqy4omkcZ5xRrJaVMSJV0YYx4UJksW2tZAKQJkp7iagaNBeiBjiMYEW1hSgF7I8/jNl0U20hVRcDcZLiyrzBQMAJN3CgKpCTTKJZIWOP3Y5ayyjALIvRM/XUGuXJwoDeFMi+2XJLNWa33daY556zux6KGgJR36OcY/rpNfOlidprzkFZwj/+YcxPP414nVwX64ra2qwKv835jOPuiy+y30fT8s6lPS0Ol1+u5TXvvmucgEvPLU/ENni5riN4eETBG7bGrZYrK6xQ3fHxYPbpY8x555lKgUGI0vX116ZRQPKR1nu2E59/rtEbW+mfTXu3XdpYiwDDMSrdF+IWokFN1nNiDDHPqyYhwrgljY3eq0SfmlRcMWzpZfrUUzp3KDng+lyY6zbw6aeacQLh2EUXlScasznXiCzTRowX/+9s82KrTUoVvAsTTljvtbEmkf9kKhHBiwIEcIxjEYW/7Hxmn8GwzQqX1pZL1xLGJZeofvP++8YZuDRWeVoYhV/IwyZSpz08iuLP1XAtexTBwIEizz4r8scf1Rx/ppm0PcG//qUtaRBb//mP0tNvsIG+83NZ0P5g1VVFbrpJGgVtEH76KfvnGY9tthHZdVeR2Wazcw20YuK4ceeDUr9KZGnF4TIOPljk0ENHbMPxyy8ia62lrX3eeENkr71E1l9f3/k53Oqn6vk13ngin35a7XloKXHeeSKTTiqy7roiv/5a7floFRE3Z2hntdBCKqtoBUGrCK7PhbluA1NMIXL22SK33SZy3XXa9uLee5u7nuef13YwffqIPPWUXtvTT2uLkc42L8z7JtdDHKaZRuT773UN0wIl/M6ceOut4seO2r84F+3Lzj9f5JFHtH1ZFKacUtdu0ryNQ9n5TJufBRZoZ/sqF9c5rZqOPFJk8GCR6aYTZ+DScwtaGCHDeWXFueeqPkSrIA+PVqCwSexRCWgDRDSkStBcfdFFNTpclRf97ru1BVGTIA1ugw3yeXwXX9x+lKbJSIrLaWNZwTMhWsm10l5n1VXzR+KrAvMrT51cFLKmaDIvt99eo9i//FLunFVF+ePmOtH1K680rcMDD2jKNbKSco4AZdNqk75Pyuy//63lENTPUkdLPW1bkcZGTDp1kdTvOAZuWpocemh6KQlpq7SnS5q3pDBXIbspkTn11HZG/lzLDiDqDgkcLP+uwbXnFk7FJwU/qXykjRleHh7gT/zTtHHd68DLTGQN792bb4qMOqrIjDNq5ATvKJ4223jxRZF55on+G948PP1lmnP//rvI9NOLvPqqyAQTSCPAW09U7+ab0z/70UcaiSKiTWTbNohKlG04XwRJzeKJtBHVCTeXdw144rfcUqM7gZeZ/xONcSECeMIJGkE+8MBy90eEFEkcvDNXoiJt/G233URee03kxhtFxhxTKgHeecY363WlzXVk2koraUbELrtIq8B8u+YakQMOEFlsMZE55hDZe+9iY5P0zMlM+PxzjRSvuKKO1fzzx0fP2wKiqVdfPWLWRRgTTigyxhi6Z0w+uchUU8W/iKiPNprumUSRoo6Zdf+6/36R004TueGGZBltU3YHez1zYIUVdE5l2d9t3G+37GlhnHWWyJlnalYFc8c1uPjcOvWDY47J9tk26AseHv8/ePu+WYS9zmFmxnDf0yq8oHV4EvF2U+fUBIiAbLGFeu/TIirUYxGROfts03Voc41tG64dpvE116z3/pivMFsvvfRwQpwqYJtNlHpcWJ5pGeRK7Woe0M8aFuwyEY20OjdalJFR003IutcQYaXvNORYN92kfUgPPFD3EbIUiF4jz4NXHJNx1v0LHoUFFjC1oZPVOCDxg6wsC+KYp6kH76y37gXASk/LuqwEXE2BuRvW51ypfQ/kUVZG8LZkeHl4eMO2QWQt5q9Cia8jRfXOOzVttG50KhDBRkLrn6j0v3POUZbXqkmAmgLPwNWNtW1pXJ2AIA2ysbrvj7nK3yFyapNSO3SoMautpu206iDCcm1OtmFOu+6gYt6svnr5/eu775QZ2YW9PqtxG+VswvhfZhl1vPQKTjrJmHnndbM9V7jMAKcMTOswlzfZcigJ6AFZjNtulU8e3YdRfOC6OUBSFJeeFUXyYzMFJIkght/z97JYemlNzYPMY/zxpbbUnyB1NUCQhkvaDek0wd9IwVlySU3rhJCl7Sl/Ufj6a5HnnlPiGVIcm0wbazPxRhwmmkhTyhhniJSy4osvRG69NTpFHDBHSaUfOlRk7LFH/jtz9aijlFyLFN/bbxcZd1xxHmONJXL99UqItNpqItde247rtjUn2zCnqyKtiUttzyuHSEXu21cJvsrsXxC/sTcF19MUiR/45z9F1lknfSz4e6ceQAr7TjspYdZVVyl5YzeD8iJS2++7T+WvS+gsM0CO839I4FxN4UVHW3RRLau54w6RDz6I/hz340L5j4dHGjwrckPAAEMZzYIqFJ46mA2DurosNa51KRAYEoEPEjzwgBoZTTKfVomTThLZYguRAQN0Y73iCn133aity/liA/36qfMgC15/XWTrrfU7KNYBo3DU/X31lcjMM4usvrrWFFN/2fmZww4TWW45rddDSW8DULxh2qSmfamlRr4vlzHJJPFyM8ucbMuctg3bjM029i/Gm/reb7+VysH+neTELsNQz3epFaZOmbrsuHFpG6IYr3Hm4aBlv3bNqA071QPW7/B8LMP+XTXQB2Bch62bWnactcHexDs/F3FCeXg0AW/YNoQ0A6xqhSdM/R4ILmBbgNFqAeKVupAUEYlDGzaeIiCKeNFFSjbURrjYViIK882nbbriwLVCSkaEEiMV0jaUegiakubqLbeo93zHHdVwhkho4YW1VRdZBsF3DzpI22stv7zId99V08LLNpBphxyiRv7ii7dj7UEyRIQ5DlnmZFvmdBUIoo02nGtR+1cRBZyWP599JpUjbf8u67zmvpEnOIlwGrTduCXyCekSxIdEZ3mfdVbVm+6+uzlCym5urRdkQ5BVEzihaDOG49SFtmEeHpnRdC50r4JaizxF+1XVZIRrdqgVPP98u8enHmqKKeprV5FUw9Zr9SMQ3RxwgGk1XGorkdRuYvbZR67d/u03bSnSv78xCy9szPXXG/PHH8Xvj7raZ55RgiGIdPr0MWbPPY156CE97nHHac2g6+PViRtvVNlTdZuzom14fvhBieh4jhAOlZ2T4e+HOQBcfkauoizB2TrrGHPvvaZxkh6ev439hxr2xRYz5qijTGvRBtLAbm2th6wLc0bcfruuEQ+PNsEbtg0hiwFWt8LDBr/QQvZJlDbbzJhLLzVOEXK1dePJw0ALaQXkRm2HbXbeKojKgjkUrNlBg5StFKXgscequb9339VemLAjTzmlMWuv3YxzzAYefVQVKnpPN4Wkvqj0HQ2TXZWdk8H3Z55ZiZBcfjbdjB120P7ldQCCqDrWJ6RY882nrNJtRFsJ1tp63WFAQMZeEgDW/cknT+8J7eHhEnwfWwf7m4FVVhGZay77JD/hnrmdfXKZCaRVQszB/2310YXk47zztO9mHejswQnSSLq6rUfb/vtretrhhzd9Jb25hpl799wjsswy9VwLdYKbbaaEVFESvQ3zm/Rq0rVJrd5002RZZRs8K1K5o1Blv0mIcKjHI2Xco34ceaTI6KOL7LlnPeejjACiqGBvCkqASK2l9IBSAxsgJRliRNL9Bw2Srul7zHhRo006u2twvWdtFnDtk02m/A4B2MOOOEI5ETw82oAu589rF1NkIFioL6minqGTsY93FCuug/NhEL74osgLL6gg7vx7USy7rN7njz/Ww4AasPyFm8ejOKA89kJ9W1Bby7P0aKamivUDwUldhi0kOLAnh2VJ2xh3Z59da5FXXlkJ56hpjZNVtuVi0tqvgpU+wEwzidx1lziLOp0LTYAa21deqe98++yj7MfhvYm5h2Nq3XV1rG3IjMknF7nzTiVnoyPBiitKa9BWgrUonS5gRW4L8dLbbysTP86FYL3j8KOu2Ru2Hm2Bj9g2DEhTgk1uuulUmcPAtOW5zepNRLmCWbUqbyMRGBiSEZhNjvUuuygbNZtN8AraTgQKc9uVOR+t7c3IAo4bSFaiWgi1IWIb4JlnlMU7CrYjH2mZM1U/S+Q95G4oja7JmihHaKesbDvYCy69VOTyy5u+EpGXXtKMhdNP13dbWRDs68zdRRaRVqDtkc+wTofchVjw5ZeHR+ddRbDeGfcgsMF6J4MGw/bRR5u+Qg+PjGg6F9pjRNx5pzHzz2/Mf/9bb03vaKNVS6x0883GrLWWcQJJ9XFxdXZtIXbpptpa1+FaTVVbSVeaHNesXAed54wimbJVn12FrMl7vd0yl9Lw7LPGLLWUcQaM+0wzGXPllfaOCSnbtNMa8/zzpjVgDQRzrY37cBirrlofx0hRpK13eAa+/bbpq/TwyAYfsXUQRDahWP/yS3tRw7To0tRTi3z8cXXRp19/FZl+evVmjjOOOIm2e4qBj9b29nzprC9vY5Stzkh40rninqWNSGadcyfv9Q4bJrLzzvr3qOurO/pfZQYNrX5I1yWy6Qref1+jrHvvLbLYYnbu/f77tZ855RGu72HgoYdEdthBuUYYjyBlu85rtzXviNauuaamvFPP7QrC98dryJD4bB9aLVFnu9ZaTVyph0dOZDSAPWrE4YePyIpsw1uZFgVZcMHqoyQbbWTXE20bW28d35KhDayGPlpbP1xsR+Qyi3QbI7bhZ2krkrnPPvXcY9r1HnmkMj5vuKEy4sOISnu2iSd2g0G+6gwa2mRNNJFxDp98orKc/cjWvd9wgzGzzGLMRx8Z5wHT+623Nnf+uHkHs3WRTA3ahZ18snEGnfeX1opqgQWM2Wabpq/awyMbfMS2ZUyr1DpAxlTkuHjdop52HTW24KabRC65ROTaa8U5ENXAIxsHl9kYA/hobTPRn3BNVRORhbxwvYa8zmhmXmbrpDpmPs+x+vQR+eUXjXzyHn7xO2TwTz+J/P579bKG64V0K+7+Bg5U/gPmwYwz6vtYY7lRr13HPOAcdAKAsGzmmd1ZC2m139tsI7LHHvmvlYyOE05QkraJJxZno7Xc21NPxZNINTn2Qa1snkyNDz9U3hSit5B5NYksvAKd63277bS7BeRSTTwTD49cyGgAe9SEvBGErHjgAe1HluT9rjr69Msveg30RnMJWXrfuh6x9dHadLS9frqXxiAsi4gm8KrqOjvPFdT1RZ2LSE1SBHSJJVTWPvmkMS++qBFcImSsy59/Hs6dUFdUGr6GIpFXF2psbYxRUm1xnTXOtvWAMuuByCHz4ocfjLPR2ltucVsHK7Ie9t7bmH33NY2j6P3NNVf7sn88ehPesHUMSYpTUcXiyy+NmXFGJZFIS1OsOo1xgw2Mufpq4xSyCHoXCVPCShtphNtv3/QVuQsXFPWm0bYxCGTReusZM844xjz2WPXn6tdPyzLixsKWQVrHs+AcaSmGSdcb5ejke+efb5zYC2eYwZhzzzXm1VejyRaTnDiur4UsekCZaz3gAGOWWcaYl18uT4JmEw8+aEz//sb873/uj33edf/NN+p8bioV/L33jDnrLL2GpPsJnCadjp6//92Y5Zd3Z654eMTBG7aOoShLZxzYIFZbzZgTTjBO4PrrVVF1CVk2MlcYneOUtkDJcSHa4CLyGiQ2WG9dg2ssznlApAPugarx3HPGLLJI/N9tGkRVZ8hk2UvSrrfT0bnSSvXJmLT5ikzebTdjBg7UTCD2uWOPNebRR9VgS3pO1Au6vBayRtWKXit6AWzQwTGajFiHZe300xtzzjmmVRFNXkQzH37YmF9/TT42ehj6Tx17C9cyeLAxe+5pzBxzGNOnjzG77mrMoEHx98fzx7HXGdhA3whnzriU3eDh0QlfY+sYbPdVPO00kTvu0PoIF/qoUWdGLdc772gtlwugPuaii6L/Rj0Jf3/8cZGTTlLG6qbhIhuv60hiv+UZU18e9Dfu1v6drvXdzQOYUZdYQuuZRxmluvNQUzrllCIffCAyxhjZmaf5Hv1okRGu1GenMT4vsIDIE0/kOybswfRYffVVkdFGk0b3wv+vvbcAm6S43rcPwRPcPQkQ3N1dg7tDSIIu7u4QIDgEWxIsECxA0A1OcGfxECQ4LA5ZdJP6rvtX//62d5jWaZ33ua9rdvYd6e7prqquU+ec56CYO/fcPi92mmnMHnnE7P77Rz6410RBGxoxovt7TegLWfIgJ5jAbM45fe4m/+e589H5+kcf+ZzPXu8hvebrd461QQ3VOsfarDmoHC/q1YwX1KydZx6z5ZbzD3LYw0rI55/v86PJW81yb0l7nqlswXyPB31gwQV9/jjzFnLIk35ft2uv+YZoHT8wdUXtsAoWF0KWdpX2iSf8CugHH7hGwYrhNde4xpxrlECTvDDPP+9rAb7ySt1H3G7PWxPPGX0NJVjC9bfZptkhigO53ay9tld2LZvVVnPuH//I5slEwbVpY21Z13vLLZ0791xXCZ1e7eC+mOQ54h4T149nnbX5fSH47UlzgV12ce7FF517+GHnbrvNuauv9uHiJ5/s3GGHeS8dqrzrr+/DjxdayLmJJ+59ftFrvn6Tw8HPPvuH3uyo8xU+1u++c+6hh5z73e+cW3VV5yaf3J9zok0uvzzf7407z99/78cqrte88/oayLSHm292bvjwYqJF2n7fEAMPGbYN5fbb0w2kUSAMwc37jjtc48CoZeJRJ9yAuAEQxvbmm+kGenKDuXnE3TCqIEnApqpSHG0izSTqrbd8DlGbSz61dSKZhiFDnFtppfL3c8wxvgxOHlGeNdesNz+wiuvN98hvRQywCoJFhDXWiO6bnb8naTJOabc29AWOg2PtZS5Qxj0ka9siLJYcT8LEr7zSuVNO8ffeMsfaXtJJDj/c55SGv0+pn6yGfNjQZeE062JCkrAlZblWXtmfz5deyjb2pNVT0XxDtI0Sg7pEL1DShzAdQtOAMJBAZv24434Y+tEZqvLSS2YbbjhqqYqmQFgM4TiUjHj77epLjnzwgdlGG/lzSGkBQogIA1pqqfiwQL5DEfPtt/dli+qSvefYovbN67wvRoW2xbXtFkJ6wgkjr/Mkk4x8vxNeo220FcrLTDSR2WefjXoOGFsWWWRkqFpTWXlls1139aFvlC4rC8IKjz8++/d2282Hs593ntmOO1oj23zQrnk9b/gg3+O+wu/cffdCDzlyf5QWogTRkCHRpZb4TUEJIu4nlDnqBueAe8/ii/9wPOC5l3NTNBwH57noY+31HsJcI+r7HBeh3NNP7+/v777rxxjCxaed1j+mmy7+/tnrWNstnYT2kCbEedgwswsuMBs69IclkTbYIFvqwJhjmi22mH+wPVIquoX0Rv3euPNMGPA225idfLL11K+S0HxDtI66LWsRDyt9nStknauEnaEqwepaVeqVWeF4w7+lSiECwrVYOSXUKI9nhdAfRDfOOMPVRts9b3XSuUp95JGjCoMVGXbVJAGq9993buaZnbv11h+eA8IYl166ueNFGMIrCa0sE8ryEEI4YkT2777zjk9Z4JwWQRFtKHy9d9zRuWmm6d3biveN31ll6basnqM0UThlVwEokiKPtdd7SNy1wAuLSj8hsq++Gt3Wygpx7fW37bZbOUJ1eX5vE7ylmm+ItiHDtsGkGVDaNujUebxM3MmDQ72wF4YN87ksSXl4Veee8ZBKYTYwXigvQZhrmtAv1FTTGBdNqhdL6Dxhf3F5kYRhY6g8+6xrNNSDJSe+bINqiSWce/rpfN8lD5iyQUkKqXW1oV/9yrk//MH1DOXFUCGuijyGQS/GYJMWpsqgF1VuFpd6DSMuay7Qi8H8+ut+HPzyS1c4eX5vU/Jbw20l2LdUkUVTkWHbYNIMak0Z+NJSx/EywcRTgYx9UTXkqAmMkYyHpi7Ck7Zdd/UlL3qdTA9EyIGabTbnvvnmhzfx8OSN/6e5oTdpsYn6nnikKfmQxC23ODfHHNV64fJA7tvgweXuY7/9nDvzzPzf/+1vexvLymxDQY5s0N7zwtg33XTOff65q4SkRad77iluX01amCqTrIY/UU5/+YtfXEqb71xlyavPPvPiWFFtJMnLufXWzp11liuNrL+3SfeSoK2Q1/ub3zTPaSJEgAzbBpMmDCXpMxts4BpF1aE1777rvS8IcPQ6keuEyTXbbooxSX08hDnaRhM8IxhLhP1nFW3h2n/yiRcgI/z0scec23zz6DZe9WLT3nv7MQADN61BhzJ0k3n8cefmm69ckSZqac4+e/42iccH8b67727mAiAT+HPOcT2z117OHXWUq4wow4BIChYaaRu90iRjokngzaSO8TLL+LGuKKO01xBrxgFEqYhEQN1+/vnz9Z1nnvHpGmXfz7P+3s7zHLTDuhZZttvOL24I0VRk2Paxx5YV1Z/8xCv54rG8+GI/iNap2lmlx/bBB71nosyC7wzygwa5RoACNvm/baIpnhHCy/E+YaCmaas8xhnHuSmm8GHp88zj88pQqGQ7eT0GRUIe+aKL+pzRtKDiyWLNRRe5RsPvwtNeZpsMrlfeNvnII75tsPDRtAXAf/7Taw30OomnvNG00+b7jUUbBqSGEEZ64429bb9tUVBlg67E73/vxzXSecKLZHXmKH/4oVcDJsqEMYv+SbRJ3oWJtdZy7s9/do0kfJ6515x4Yn3Hgr7IQQfVt38hkpBh2+c5trxP7dVLL/U5UaxmsqrJIH7ccT58Kyn0sEiPWlWr4eQTYtRi3JYJXuBFFmmGIcCE4xe/8JPWNtA0zwghaHi9ezUukgxiDGByWsuEOoZ4HxCNysobb3gD4YUXXGNhkY56qlWHu1JyJssYSOkg2knWxcSkNrTkks599JHriS22cO78813PHHigcwcf7BoBJU8YA/PmEHOdqD8aF2Y7kMqbEIHCnIEolKpqNMfNN7jHUQqRcoGIoO25p68xn8bLGadBcf/93gGQNrKlThAApKxYXdx1l68pLkRTkWHbcIIBOhAI6uY9yBoSRJgcgxO1GpmokZuJ2AmeR1YsX3tt5ESsDI9at+Plt5G78eSTrmdDEy8qEz/CkKsAL98MM/R+7EXAyjrhp22gaZ4RhKQIcWXi1MvxJRnsqG5iOGJE42UqOoIC0aNeDdO//c25ueeuv2ZzFCit4i3nXBYZwp5kUAbXPu0YSJtaaim/sJiFpDZE6C0Te/p63nGOcNKZZvJe+l4FvfDaEvXQBDDA8OiTV46hkmZhlmOnDjHeMBZ+m5JKUBdffOHc7rv7xbFAWK8KouYbeGaZr9BeV1zRuSuuSE4tCns5Cb2Pqr3M+EsfZTGwDdBfyXH+9NN69o+nnGgPIZqKDNsWwACNAAyDSVS4Ty8hQQzsePnwOpJXyISWSdNKKxUjEBH1mzqPl3y0IJQsj5cYYSgmNHimq857ZaGASUCvXpQibjpFlPOogiaUMui2ck9uJe2nF49y0mIT27/8cu+9xVNAiF+WkOEo8AQzTtAeewVvCCJITYQJMGNTsOhXVAg7bS5qzMs7BgZKqywYZi1tFDakO38jE1vKkmBU7rST30+YNGPoZpsVU+bpiCPSCZRVBX1p/fW94nlUP8RAYAFn3XX9OaS9Dx0a3+9pG/2eY3vDDX4MId++yoWtpGgJ0qkoH5QXFoMo79bJTTf5cmd1pmjF0a0fo5uAU6IuXQoM6zKUo4UoAhm2LYFwG1R9qwKly7hJXlkr14SS4UEOe6e7TVo7B3uMBMRD/vhHVxsnneTcKqt4T0idYkhMVpuaK5TFO7bOOvVMNljdx/MNvQikpF1sQvAGwSYWJPbf34cC5/Wy4HEuKiwe45sw+8sucwMmhJ3rlNawzTIG4rElioR8xbQgZsZkPKkNkUqCR4vxj7aLpz5tpA33lSK8tqjRYhxWFSWT9l4SdS15nfsMYwzlmToXQqP6Pb/xtNNcX4LKNQYTpcGeeqr/IniILGCBKdyH8OjjpUd8qol068dBab9gYa9qXYrbbnNuwgl9/2FOyt9CNAkZti2BG+9kk0VP9MtQlq3Do5Zm0to52AefP/RQVytcGyYFSUZ52dx7r1+BbjpJ1xpBEIwB8ryqhLxUhFKCUk5VCaQQQklOJgYKERpEMKQ17DGYfvnL4vsAXkYmg3//e/3K1VVMgPldaYzarGMg15EFJzysaT9P5ACLZGkhNBOhPNIisniZN964mPEJQ3yrrdrRTjgPlEiLo1u/JyKHMR4PdVM9fFnBuENojjEPYSDC5+ugivkGi36EHbOAyPbQGllhBVcYVemRlLGol4Ztt+2+b8r/CNEUZNi2CMpHsCLeOXgyoShDWbaOHMikfRIq3STBoSaKIQWT4m6iGk2C45xrruiFAN4nLJ12j0czXDO47BJBeGUwROoA79lVV/nFCdICMFY6Bd7Cv59JGuIuPMqYbJN7H/S/OpWrq5oAs0BQtMc2CB1GJRm15DR1svGW54EQ0iw5os8+6wWXsniTu4FxNBDaCZERqM/vsUc7xIbi4NqTDoHnOqwIXwdVzDeI6Aquf9Glc+KiJPLcr9Lk+1cxJwvAMxu3f6oyCNEEZNi2CHKB9t33h4NnWSt4dRhqSZMRDLYmCQ41VQwJIRTCEpviPekGBhuh2503/c52RbQCoZaEAeLRRPG6jIWcMEzyCVHLW4e0KAgJpMYuOU0IBeFBjYpYKELhtqmLNVX2s7Sekjz5lqjQs1CTlJ/GYkJeZd88Bt2GG3ql6bwMtHaChgHePmqn9rogUAWdYyw1WynZQnTItde6RlB2Gypz+0l52eFxOgiPD9dN7waRFGnTInpdrEkDYcdx+68yVU6IOGTYtgjyrbIMdEVM8qouDp40GcGwbZrgUBPFkAgpa5L3pBNKUBH6lqXsDcJYeCXLWsjpFtKNR7nX/MMiIATy+OO9cV/V72/aYk2VRhT9JGl8xbObB85ZnCgXIcUsZJATWNU1QzRpllnyG2kDsZ0wLlAyCZGqJIXeOolaCCMEl9zoJhFVMYF8zl5rJZfZRrN6V4MHY3onLOSy6Eseay/zvaKjmtCAiNs/KRBCNIEfmWgN77yT7fMMN//+d2/7/NWvzP75T7N99zXbeGOzZZYx22UX/3oSt99utvjiZj/9qX/m7yR+/Wt/3N3gdfY/2mjd3+f1n/3MaoN9N+HY/vUvsz328P//73/N/ve/kc+/+Y3ZK6/Ef/fAA80228w/83fRcCzbbGN2wglm002X/nuTTWY2wwxmo48efY7/+Md8x9Ttd9PW5p3X7KyzrHYmndRs//3NttjC7Ec/Kv73R8H4Edcfex1f8vCLX/jfyXmgLfC7efA3r888c+/7YHxbY43o/sy+Jpgg37aPPNLsqafMrruu+/s332y2xBJmk0ySb/tJYyhjQCfzzGM255xmV1zRP+0EVlvNPwdthPZSVDsZc0yzSy4xm2oqs7XWMhs+3BoH49hvfzvqPYAH3H23H0/KGueLmG/w/PLL/n7G2MxvyEuZbfTZZ0ee1yxw7oP78XffmZ1/vtlss5ndd5/ZlVdGjz9JffvCC/12fv97s6uu8s/8fdFF2Y7v66/NLrvMbPnlzT75JP6z00yTbdtClEbdlrVID2GbWVYDy1gpJ2+T8iRligx0rtoGK8xBrkrTQt4CqElapTet6JXpMmoWd+PEE33oY5580DivOA88XZR7QtX46qu94jDezrh9xf1uctrxklIGqAlh3VVHBTTRE9cp7rPccs6NO64vf1HktSH0uyxVeBR7EeUK540HrL22L0PTC7Tp4DjT9mXC3mebLZ94UNPaSWefDq4jXvaix2HGFsJ6Ebvr1atYNEXXZa4LzjF1vw88MP82ymqjQV/L+yC9DA8tJZa23NKPDUke7DiByiLmSNRC32UXfz/lmEihQEAw7ncox1Y0BRm2LSLKWKzSmOIGQ45YXD25IkQGwoqUiONQIzZQx22aSAkMG+bcHHN4w70K47AX44/rN3iwc/fd54+ba1rVggG5XeR1EVZcxuSEmzCljsjF5VqsuKIX7JlkEi/EhNGw224+B5kyHxgQSb+bXKemtLeqDYikfNO6JzOBARNcr6KuDe2TBbyy6ngDueIrrzyqABH9kZC/XsPfqUuOkZpVzRsRIUqnFd1OSKOpajGorsXPE07wbQZV9aaQdC+o6twUAXnpjOEsWOYJsy2jXWRVLu72GGusHxq0SerccUr9ee8RhKWfc45zCy3k2/FZZ/1woYZ7arftShVZNAkZti0hPIGLuzGFBQpQ1SzDu8SqKTVb84oMTDpp9uNisrXSSv57lIDB0EUhuewSLGnghrDAAs6deWa15WHylrlYfXXvjcLDRQ3LySf3XsmyaxaTO0SdVZSO85J3coIXivqw5M1S8oFyHSgt4zWLaqdNVOGuY9IeVdMTzzjnr646hmWdCwS6MApRxu6ljnESLCix0MIiSzBRZxxhYtnrmI3wFH08K0Q4sECXx2sbPlfhaxH2LhW9GPTVV879+99eaZpx5YILnFt22errrwfgeWPhkGNqAllyP+uOwIgj6B9rruncOOPkL6lXdH/Om1vb2T+KHLfjFjPYF/f98BjEAjf3QryzO+7ox4C4CCcWM5njkVPLc92Lm0J0IsO2BSStCjJYIULAIIsxG7xWlneJUhSEXUURV0cxfBPNclxMWILvhVUG6w6fGj7cl2XBQ9gUsk74ET7B2I3zThUR4nrwwcWs7BY5OWmjCneZxlYUUYs1iA6xyHTyydXX9SzDe/3EEz6iAK9QQJkLVXhoWegLG4RFXE/qIN96a77vYjxccUW+73JuWAyKGveTFhzwXpM68MILXpH8yiv9guEhh/jt4lGmPA0LchNP7L3bLJatuqqvoYsxn+RpL1vEj3NHlEiWGsRlkcWjWLf4YtTxB+W3ghDcvG2rjP6c5BHHiET9uKoFBcZg+kLStT79dO+c4P5GXV8We5nLCNEPyLBtAXETOAZ6wryq9OYweDL5I/8wj8c263E1Na8WD+Rqq/kcmaon9UUbP2WHuD70kJ+Mfv65K4SiJidtVeGuOyogDIYICquE0+FBa2u+8ZAh3gONV78qGNuKDnfG2zrFFD+sfZwWUj7mnDN/jda4OsD8Jt4nbHevvXybQTsCYxSPESkDLJSwcEp5O+5thx7qwyKp7UyuHwYjitFRx9eEfN+bb/YLvE8+6Rp1L4gzDJvmsU0TpVb38adta7TvIhcUuoViEyVA6s0yy6Q7byizN2HxRYiikWHbAtJO4Kq8oVMjlZXBbjkuSTm2WY+rCROVzpvJfvt5o5aJV9OM2gIRcJwAAG15SURBVDzGT5mLB6wEE57HpLRpJP1urm8T2l7ToUzMHnv4MNo336xmn0WOC3gs8LI995yrlDLGtocf9oJavYDxGfZaZ+lPSWM+YwFerD/+0bmbbvIRQEzKi1oUacpCKAskLJQQ6ll06ZW89wI8iG3Isc2Tu1rHQmPatlZkP+8mdsiCBREMvMd8hMWMNi1iCFEkMmxbQNpBsSrF1GBgjQp3zqISmOa4mlAfNkplk8lZvxDU7gzCvIsKcUVdEe9MUwkmAd1+d1MmyW3h4ot9NAeT+bIp4towCTz2WOfmmce5t992lVPG2EZaRK+pERjHCPVk9dpyL4qbUPNeFRPqzoiVIIy16tQV8hXxQufNCS2DqmvTV5W7WndqSHAeu13fou4jWUTakhYxmhZ2LkRRjFFeISFRFNQlPPHE7u+Fa5dVUUc1XBcv2H8Ax0FdUt5PS5rjqrs+bOdvDrPddr7eaRG1M9Mcx5/+5Ovt8ZtpF9T0LArqDVPPcvXVzd54w++Da9rLb7vjDrO77jJ74glrLNRO/N3vzFZYweyzz374u6l5yd+0NeooUguTdl9UzdR+Yuutfb3ETTf1dXd32KHcvrDggmaPPTbymnCNoq5NZ/+hlvLpp/u6mf/4h9mEE1rlFDm2Bb+PB/Vb+Tvv+LDoor4u5fXXm62/fvrvcW6Da5B0vyq7Ty+1lG8HHNP445sNGWK2+eZWKdQ6Zkzhd3fWYOU8cIxRY0hZ433nufn+e7MPP0xXm74q4mrORlFV2+qE87b44mbzzWe2zjpmP//5D++bQe3t4D6SNFZFQXuIq21LHdzBg/02557bt/lutX+rmDcJURuFmcii9pzJKrxLSd5j8muzrLSmUQSs22vWhFDosmvM4rlCBIs8w6L49FNfmw+vRZP54guf3xcXUh6E8s01l1ddlac2nvfe83mSeBDIRS+rL4S9g4suGh1y363/BN9BPK0uihrbwr8vGJd6HR8efNDnBmbx2iZ52ghxrovNN3fu/POr3WfTa4oD1xcV8Gefda3z2JapuJ21Hy+4YPnaCGnLN/GZ229XtJEYmMiwbRFpBsXAAO4s4l3UoJ8UOodgRpKCc/hGzecJBaTuYlwOUh1KsMFNH9XAOkN6qjDsyYvGECkyXxiV0iOPdI2HcgWUXUkrrEO5KZEMBuN22/n+U1Rtzzx9oQyBpiLpdWwrc3ygzu7116f/fN2LkHEglEMeddELLb0YIhwP5Z4YfxFjrLKmeBgMfkq+tKkSBIskTRDPA2qiozvSFIM/WDSpa94kRJ3IsO1DGOTxvlEGoahBH4XNc891brLJ4gdTPLZxN2XeD9+MqAGLmEiaHKQqlWC//trf7Dk2Jh9Rv6kKj23ZHmMmU0XXo/vrX72Q0HffucZDPiJiNmkXOqj5ixKwSNe2zj7be+5ZFKijL8Sp9DZFRKWXsS3pnOy/f/7juv9+X1s3y4JXkyfTVXttk64Nys+HHebcBhv4ew01xaebrvo6vNzvpprKuUGD6hO4Cgts7bOPP57wvCA4J/Tnug3ZTo4+2rkTT2yOqFZ4wb1JCvpCVIEM2z7l97/3ntBeYRDcc08fqok8PKv3cYbrxhvHD7adg2rTVvg/+cSfNyYXrGATnlX3MZYtnnXLLT68tihvLd451ECpRdkGENmgZmZafv1r5/785zKPqP9AIZbojEsvzb8N+uIcc6SbzKVV6WWy3HYRlSSv4Fhj+WiMHXf0iwwIe7GgmBYWvTC8shg8TZ1MV+21zXrvwMBEbb/qOryEPgdRXnUsRnQTZ+Rx/PHNbEedcHyUeKqCcFRe0xfshKgDiUf1KeOOa/b559HvxwlTIJL097+bnXWW2Usvme20k9lzz5lNMol/P0oEYdZZvYjLueea7bxzOpGEODEEXuc7CPuUzZtvmp16qtlVV3mBkYce8kJYAUUIP5QhMMMxTDVV/m3z/cMOMzvppHhRiizb2357s732Mpt9dms8HO/jj5stvHD676yxhtk115htsUWZR9ZfILB2331m661n9tRTZiecYPb668niOK+9ZnbFFWZ/+YsfW6aYwos9pRVECcYXrnMUbRdRiRsfOGe772621VZmzz5r9swzZjfd5P/PdxCL44HQDM+zzGI2RmhWcOGFZo8+6u8JP/qR/w5Chox7cWJDjIlVjNtZQdhsscXMLr7YC/+VTVbRoHHG8SJEt99enehPII4Y9JFwX0kSuCpbnPGgg3x/b7pI3/PPm805ZzX7CsS/fv97LxbVjbqEtIRoAqNh3dZ9EKJ4uGlilDL4dcJkhRtJ5432zDPNvvvO7OyzvbLfLruY/fKXfnLUySuvjFRVHHtss7vvNttzTz+JYnvh9+PUdTfbzBuT3W5qTKQ23thPasti6FB/jph0Y4yj4jrRRN0/m/Y3lXHjZ0LW7Rxxrqec0mzffc0GDfLXIgs33GB2xhlevbgILrrITxrvvNNfv6bDuaWNYWyl5csv/YT17bdHNQLqpGzF7KL46itvUDz9tB+fuk32V13V7MorvUH7ySdeYZnHHHPE9wXaW+ckOG58CWCbTZ84x5H1nAR8+ulIYzd4ZlvTT++NXBbMGBu7zRDittt0aHerrOLb1FtvVdNfstw78l7PvOMFD5TFuxnS3Pu5t5S5SHHggb6d1bX/XkFVeuqpvbJ0EYvDaWHxgwWrYL+d42iTVK6FqJRa/MSidC67zOfLZM3RQPDnpZfS74c6rtStvOee9igOE3JLPukqqzg3++z+N9SpjNpr7UHqb/7mN87NNJNzl1+eXsWUz5GH/cADxRzjv//tQ7h5bguXXOLcTjvlE9X5xz9cI6hSQbUIEIqLC6Mj7WHvvX1Obrfw+Cw5nE1W6S2SovJaGRNefdWnnKDTUHWuZxUEddaLrtdd5vUMxvwi6qZH1WSvMvS5aXXqe4GUG9TVq+S113y6z9ChzQ37F6IuGuJvEEVDSNM33/zw9bjQX1ZHp53WhxQn8e23Zrvt5lf5H3jAf6/MGr1pvVNx740Y4UNIWR3+8Y/N9tvPh5W2wbMYrj1IeOaNN/oQWrxYcMEF3utywAFmJ5/sf+Pyy8dv87rrvFdmiSXyHVP4XFMDF6/9UUf5/7cFQs4JTcwK7YaQzqWXtlqJC+OrIowwD0SM0Oe6eWh4nVq4xx+fvg5nnAcsbnxhX9Sx7QcveZZzEgfnZMYZ/QOPeVQYN6+xn7YR9Bfo7DNR/aWO69x5PRlTn3zS18Qta7zoRhX1TuuuU98rpGmVHYYcboPMtW6+2acPEVkBTfZoC1E5tZnUolQQBEIBsozV0bfe8iuUeLoCT2dY0TAsMBL1ehjKp6RRRU7yTkW9h5rzGWd4j+Z66/n6jG1n1VWjPYZ33ulr6uGN6qxNGFyPTTbxCtdXX51v/53nOmhTvN4m5p8/n/rnK684N+ecrnaaUGO56R6awPsVeKeK8NC1zUs+UNpW0b+pSdf5gw96F+VLWy4mTuCqaJpejiuJww937pRTytt+lLBWP401QhSJDNs+5a67nFt//e43trSla7oZpajHom4aHlSjQpvmmSfZYH3ySed+8Qvnnn8+OZwmLow6UHOMukFjyBEC2S+gFhlXI5aQQsKSMeZR8SVcOXydwgqYWW+QdatEFwUlrKacMr8aNOU5Xn/dNVoRl/IhqJqjRkwfGzEi337SLFA12WCiTa60kldV7jVcr1/af9W/s8g2VFZ/4d522mnOPfSQc88917zrHJRR+/77cn5/HarIhNNOMklzFhCytmcWG5hflNGeB8pYI0SRyLDtU7gxr776D1+nhl+a1dkoY3XccX0x8qx11brtB4Ni+eWdu+aaYlab+zEfLIpHHnFuueWSP4dHndVkDLiiVsX7xZNDXjilfvJCHuhZZ7laSboWv/qVc4MH++gKoiwmndSXb9l5Z+cuuMAvLCWVPinaa1XXZO3AA537wx96306/tP8qc3eb4vlMunYbbujcwQf7RRDudVH3mjqv85ZbOnfUUcX//m515svm88/9AuHf/96uXNFwew7aQxnteSCNNUIUhQzbPuWpp7zR2Lna+/OfO3fccfGTjCRjNRwGkzW0Kfg+ok3URiRkNuwxi1vVT1ptjjOkmy5AkRVW7KeYwtc9TMMeexRn+Ldd7CPs9T766N6Ep+hPdXqgsobx0W7wRHHstIlllvEh6Qss4OtUY/ixKDZ8eLlGaFEGUxYw8q+9Nv/3v/vOh/nPMsvAGmt6NTia5HXKcix44Zo4zlFr/Wc/84tSWUmKeqryWnDfZyGBUN42UWV77pd7rRBVIvGoPgShAUr2IOyElD5iF8j5U6+Usi4Ig2y0UbTQSJzAFDCsBkIbfJ+/s8DnX3zRP2Dxxb3Q0YQTmh188KjS9eGaiUkiE8G22yhAkRXKzFB7FfGjJJEoeP/94oRg2i72EQhxXHqpF3/i76xiMEHJLERY3ngjfX3PMuonIiby7rvp6mTSbhA64UGpCOA3IEiGOA2P66/3ZbAmnzx+373UmS5K7CgL773ny3JkgVrgt97qy2LddZfZggv6UmivvlpdndG66bUmbVNqlWetK8t1buI4N/HEvlb8Ntv4+3qWEm9xv3+yycwefLA6sTnKCyKGdeih1iqqbM+IhkXNr/pxrBGiECo1o0UtITKsxE41lXNvvJFuG2k8o4GXL4/HNmr1Me49VkHz5tj2ay7K73/v3KGHVh/S1CQPTB0hZE35/eyH/C5yx4sO48ObwngRV/KlLR6DIApkool8SHaSZ528acTmCEel9NA223hP75dfNuv6t4Umep3S9JemX+cdd3Ru//2L+/3oMCCIR9svG6JC8DojiNU2qmrPjDeUJEyaFwkhRkWGbR9R1I04jbEaDOBxoZBFPcK5Pyj9RhkmdYQ31snjjzu31FLpPlv0JC18rvMaiFWT5hwgukUY7kcfefVvXnvmGZ/TfO+9zg0Z4kPo0wqwlQXHOO+8Pr2gTNqe45VmIYNrTs1cFokQvCPUeN99nbvvvmixrc6xRkql/dmG4uqH1w2Gz8wzO3fFFcWJcn34oRenIkUjr6heN8IpRrvv7hfk7r+/uO1nPYao8xT3ma++8tcdJ0HUXKWo9kydWsYi8r2pXTyQ5jVC9Mpo/FOM71fUDWHH1C/tFiJHjdp9900XIkNo5myzxde6C7ZHmDN1b8tuRYTdBA+Oa/XVzR55xGyddfzvDsKnXnml2vDGOuE6TzON2euv+7q8SVx0UXQIXp7w2eBcX3ml2Xzz+VDcJp/ruP4R1H7+yU/887jj+ke3/9PuokLwqQO68cZmf/lLeb+D/XK9ppjC/54yiRsL+K3//Gdzr3nSsZ93nq8FfcstPuRv7bX9I00d786xZoIJzP7+dx/S3Ya62FXS5jbUeZ1fftnfc0jracqYRs1n7sdFjOnwxRe+Hyy0kNn22/u0i15q+AZpG8GxBeMmIb1VpW10HkN4HkHf5bd1S4XimTnThx+aXX652Uorma21ltkmm5TXnqkHz3nhfsp+Btq8Roie6dk0Fn0ZIhOsVCeFwcSVDyrbi4uy60knuQHN2ms7d9tt6T9fhvLkiSf2JsLUtv5RtwfqvPO86FPekh9ZQVU57O1si8cgKfIEzyy/YdiwYva3wgrO3XFHMdvqNzbb7Iel37gGaVMpmgJeRvpeEygzVBrvZLdyffy9yCLpPcNNCOdOEsPkvaQ5DBEceLMDyogOw0OOyv6MM+YTBhNCeCQe1UcUKeoTiLvsvrv3aATbZUUyWBFmxZAVxDjPbllwPG++6YVd8LrkXU1uOwhHscK78srVCMF0Y/bZy/VQNq1/0M5YTe8GfYPV9LKgrXP9EHlBCKoK8Gistpr3yrfJYxAnbMc4tsACxXqM8G6df77ZiisWt81+YPhws/vv9+PUkCEj2xDnf++9zTbc0GyeeawVIHTIfeett8ymn75/RYzeftvsued8/+mMcHn0UT8OpRHLa4JwWJIYZtL8BW84D8S1ihK/CwQMg+9uuaXZ6ad7QU0EIYnGEULkQ4ZtH1H0hJtB+oorvDok3+WG3jmAB8ZC1QHt3Ixuusn/v05V2iYYtjvuWO8xYNgGCtcDoX9kUVYtko8/Ntt0U7OLL86u7tsL55zjlUtXWMFaRdXq3eut5w21YcM0MQ2DQv+aa5otu6x/hMFYIOwVg5dw5abDggjhoaRf7LNPcxdusird5zUGg+oIUWNemceYljyVG9IcZ95F4m5h0YST0zfuvNNsrLHyH6sQwkzZQH1EMOHm5ssKY/g574T73nv9hPaEE7xXjoE8vB2MhTqytMP75CbLqjLP3GjJRxkozD23z7H98sv6jgEDgcWFOjz3dfUPFk/IpSLPnJxanvm7rEUVzi2r+jvtZLbMMlYZLFhQKipNSammETc2leFZZ0JKzh6Gz2ab+fxHPDMDGcalM87wuYvdoF2xcPLLX/oSSm2Aa9uECBUWT6LG3F4XbtJGYgVe1zyLS8H7ZRNXMicNRS6CMR4EZeKCOUvgEb/vPu88EEL0hgzbPqPoCTd1bxFMiDMWqqpBmIakG22/gVE277x+kl7XZBrjcLrp2nFTLrJ/BCv23RZ8iuaYY7xA2F57WaVQL3OHHeInpwNpoS/JE4On6557zK66ygt74YVEtG2gglG7wQa+1nIULAacdJLZqqv6EN+mQ9j011/7caMuWHD629+i+2WvCzekH6QxBpO8rnGLS0EN8E8/tdJgH4RV9+qxLWIRjPvy1ltHH8tAm7sIURZSRRaxzDWX2Q03mM04Y3I46ksvVaOKzApnVPgzk1ZUTTH2isy77cyJaUo+L5Ppzpsu5wUPyGmnVXeMhMhus42fpIpiQW2XXHfUmFHurDI3kjSELbbwXtsmtfssVKEoWobyb1PHnLR89pm/f5CPOdVUyZ+/7DK/gEMubprP18kee/jfRZ5t1dfm9tt9G0bV+4MPilW6D2Axi3zxJNJUW4hS42fR7J13/D3s2GP9OFPkAhp9kQiX997zSsak7ARqyHGz3iIVpjvDj8Oq0HUo6gsxEJBhKyLhhkD+TJoQsQMO8PmLZbQmbjAIs3z+uZ9EsMJ7wQXRZVvCRnARN6ZuOTFF3fB6IaksU+CZquIYjzzSbPzxq/co9jt4NJZe2uzmm33YeRUEBhV5hIS5B+VrmtLu21hqjX4Rld/dpjEnC4cf7j2bWX734MFmZ57pjdtJJ7VGElwbxl36RlnXptvCBhFUJ59sdv31ftGg28IN4mXkavayIEL0D/0/6X6edtEmbnGJEkqDBvm+Qz52EbnWbItrROkiDEXSBMLHwOvkdXf2r+OO8wsyRS6CpSmfmLUkoxAiGhm2IpI//9nnfbAyHAehPqw0ouaXF24sePu63Ww6JwxpbxRF1JYruwZjVq9M+PM8UKiMOw9V1Ykk9BJPAhNTUQzffuuN2t128/m1VRA2qKIWjtpQe7RqMAToA1F9ceyxvbedutPhByG64b8nn9zXwm1r3ddgfOIYGQ8wxBZdNNs2UIe99FJvnFUZodCkmrxRdVeJnEIRPUqcrKgFkaSa3wGIHu2/v/UMx4ghzbYI1z3oIF8zPA8jRvjoIY6ddjTmmN0/V1Vt2LTnsul9W4i2IFVkEQkTE9Qs47j6aq8EimrqdtuNvKkmhft0wmfJ62FgT7rZdFOljQvx4XVudKus4ldFKZMSPCf9Py4sqNdyBd0mIXHKzt0K3SedY97faiuzSy4pN1SOyR75dKI49tzTbKGFqjNqw8ImcVRVpqNNxInkMI5wLfFgEtL97rsjHxixLB4Gf6Oo/N138aJATT334fEpOP4llshuVBF2Txg86RR/+IM3eLJ6H8sK466ifE1cPySCAm9jN8M27nuBejGpBQh6Ef0U9cBjiV5CGkOMzxYB5450Fha3DznEpxJxP6HMWBa+/96HNI8zjlePjyuJVkbpuzyqzEF0WZmK+kIMJGTYiq4wEN91l9kpp3R/n5vrrrt6EQtW1oNJAx6mwDBlEoeQShq4STIBSXuz6awjN3Soz/GNuoHg/Zp4Yr+ayw2bZ17jOfxa+P88P/VUOeUK0kxCwje5tEZHt2MkNxPDs8wwxllm8SFlgYEuegNPAzl8GD1VkVTio+oyHW0iTSkpJtuMcUkKqxttZHbttd37eq/nviyDL2p8Cn57XEmYbuCxwzM5//yj5jymKemWdcEwC88+Gz0GF9Uv8hrPcd/jmEllGG88nzKCJzzqMdNMvsYwEQRR9/+AoscB9k8oOmMfObH8VrQi4sTHAlgQQpF8kkl8fjDtpgnE9XeuFxENjPcyaoUoBhm2oisYiVNO2T3P6f77/QRh8819rms41KfTMCXchzCcJCEKbryIPmUhvC/CfTCsuq0yYzSvvLIP6SwyjKiXMgBxkxAmSOuv770dhDCSH8QkL2/SQODZzTPBTAuTdjzuH33kwylFb5NnyqPQz7j+VZGl3mMVZTraRJG1jeM+28uYU6bBV7QnE0P51lv9/zvH3rhxLOuCYdbzR6572WVh8tZ+jfse98B1180mTISRiOece3e37ZZRCzqASBUWZCkFtdhivmYwebiBB7ZzgQYvLTofqPOTpxvoAjQBjPK4CAwZtUIUS4O6v2gS3cr8EObDhHvbbX1o61FHReevBDBgk6PLpICbTdwNh+0yKWlSzcqyths3CeFmN9FEvn7wwgt7byve5V6z4csuJ4AyNh58kR9CAfHYkas8wwzV7jup5mQAk7Sqj60NFFVKivDLOK9gnjEnqn5mUbW/8xpjeRf+OL/8HvIxCWFlIRDlW0oGJYVx5yE4f1WUhYnrh3HGZN7vxUGaUVklhZLA47rLLl5H4uGHzRZZxBu7zCW4J7LgHJTVwhvNPRJDuElG7V//6j3OLCBVVXZMiIGOPLYiMr827OFkgkauHzeQJ5/04UxZCIcOo3jJDaobvI8KM6u0WcLkovJug23mvXmwXVaCUUvsVgYg73YxDOIM2yWX9JO3AG7uTzxhPcGEr8wQ0sCwXWaZ8vbRb4Q9Dz/9qe9bREIwQW9SOC0EE0Y8bwj80J7wooji8vaYnO+3n9crYHzp1ftbVW5o0UZVUvQAwkJrrOGjWcKPI47wSuJFh3EnhekXmSOZJqy9yO9VFYmQl6mn9p5m5iQsYnB9u7UNUqeYOzTFUMSoRQyL4ya3eb31qhGrEmLAgyqyEAEvv+zcvvs6N/bYzu2zj3P//Kdz55zj3PTTO3fNNcXsY7HFwtJH3R+jj+7cj37k3IUXZtv2v/7l3AEHOLfpps7tuKNzU0/t3H/+09vxbrutc7/73cjt8sx+8vLJJ84ttVT0b+d3d25/++2Tz1maxy9/6UrjT39ybvfdy9t+v8H54loHbZ0H1+iPf6zvmOhv4WPiebTRnFtkkVHb/bBhzi26qHP77+/cf/9b3/H2G4MG+XGrcyzrdcxhG0H76vaYcUbnrrrKj0157xtR2+82niXB76XtRd0beL/I7/V6/uaYw7n333eFQb8K3wfT3g+j+u/ii/fWT4tsi73AnITfU/T1LRrmSjPN5Nxrr9V9JEIMPFTuR0SW+sBDyfOcc5rddpsXkygCPFOoLqahVwl8QpnIu8HrmgdEssj9xbOG8Eav4NFk5Zawa5Qt05ZmSFtXMIkySwoQLoby69//bo2hLLGcIo6rqSVd0pbB+Oor3y7pF5zjKvOB+5HLLzc79dRycquT6uyiQIy4HkKAjJdEDPAg/LObsmy3fvXAAyM9e8H9I2o8K6t/lNWvks4fIlcffOD3TZ9gjCedJM84xDkjuol7A7oRWT18nf2XigDc/7jvEhbbZnG/uLJaXF+inLLkEVfhqRVCVEzdlrVoBkWvuPfqsS1qFfa995ybdtr8nojzz3duu+1cIdx4o3PTTefcTTdlXwmP80RkeZS5qv3ZZ96z31SPaN4ogDIoy7NUNd9/79xOOzm3/PLOffpp3UfTXp5/3ved11+vd3z/3/+ce/pp50480bkVV3RuiimcW3995849d+SxxfUrtoO3cZxxnNtzz97uG928j1m8ljzw7hXR79OcvxEjnLvrLn+/IFJo3XWdu/JKH/GU5Xdwf1hmGX8tiuLrr51bbjnnjjrKtZqmj5vy1ApRPzJsReU3jNtuS2+IMQHA6OsFjv3AA7NNYgJjkwnK1Vf3tn8mKMce69xsszn34ovFT6yYvIUncFGhWkWdzzimmca5L790A2qhpujQxrKvUdHQvgnVn3tu5958s+6jaR/0F0JZwwteZRA2FIN2lmTwkcZxyy0+xYDx62c/ix5fwv1qgw3893olbwgsn1tlFX9eiwqdzWJof/utczfc4Nyaa8aPxZ3HRbjwfPM5d999rnA+/9y5BRd07g9/cK2lyeO6jFohmkGD9ONEnRStahkHpXfSClkQckQ4cC8gxoKKM3V1k+hUXHzvPV/24KKL8u2bcgkIXhBe+NBDftt5CEQ8uikrEuJGyFqgxkpdvChlyDJLNAC/j1JRdZNGLKdOkhSICRtsC/wOQh3pZ8su68sViWgISyW0lbBKzhvjA6GriCFVpdo8zzxeoC5JtfknPzFbfXUfwkoaBSHLafoV7eDee4sT4yK8lOe0YcR8bp11vFpylu8VpXqNkBUqzXPNFV1Ptds4dM01XiyJUOSioRwbJZSoE1t3uG5e4u6DdSoMK/xYiOYgVWTRs6plnjxG6t8ysTvkEJ9v++670Z/lZkzeUN6bFrljqLcec4zZWWfF/45uNRCDkhhZayCi3kjtwFVWGamq3AthZelueVeBqmmQZ1ZHiYZAGZk6hANloSYPcQqmtDfyld95x9dAbAuopjMpx0BjIYhyVSK+lmxwvTHAqiAwFDG6UBDOOqZ+8kn0e+F+hWG7ww5mA131Oss4NGKE2WGH+VzrsqDGOBoIyy1nNuGE/j7dRA2CXu6DVSOjVoiGUbfLWLQ7xCdvHiP5SG+/7dxDD3k1ztlnLzcvlJC6GWaIDxMqMhz73nv9/i67zNVC3vy0XjnrrGxh32Wx887xIe6ohNadExp1jehT5OWRj33JJcXm2lUBOZo//3l9bb8OwukLPPN3k8MoCZWdfHLnvvsu2/fSjpGE1E45Ze+K9L1AyO0hh7hayXJPQQ19o42qOa4XXnBu4ombq0HQFhR+LETzkMdW5K5XF+XhBLYTqEK+9dYPH//5j9lUU3kFzumnj/dmFuFhI6SOUElUewlLLtPLd+65PpT52mvNFlzQBtSqNh7bO+6wWiEs+8YbR/WKhSFsjXrMhAnuuaf35o8zTvUqyknXCFVa9k944nnn+f7SBuad1+yee7zn9u23fchmm5VYowjaCvUzqTMdhP/zW/HGd6oBl11LNguEytL+n3rKKx+nJW2tVM4FtcgffNCnngxUkiIzVlzRh6VTf5XKA1dcUc1xoXT9+efR9+6s0UkDgc57A9E0hOjLUytEs5BhK3IbQ3ETNW6Ye+zhQ54wXNnG8sv7//MgDCoMN3dCWLuVU2DCRH5Qr2y3nb8RPfecn9QVGY4N331ntttufvtM6Kac0loVNldkKHJdMFEnX/Gcc8w+/DB6oYa2TqjvkUeazTGHDwGk7W2//aif72agVHWNmCxRfuXss73xccIJPh+zDUbiDDOY/eMf/lqQanD66b2H4je5NBp0Ggm0vTHHNBs2zLfLv/2t+/hWV3j8Msv4a5TFsI1aAOV3HXzwqPeKIM92IBu2cQvGLKaxeMXfQdthMajM8aaJiyxtTiHg/iCjVohmoTq2ohE15eLqDwYgXIJhmteDxj722svsscf8zWjSSb3nLvDKZamB2Ll6i1AJHmG+Tx4vHpGBCN7S+ebzOXwzzlhtztZ995ltsYXZn//sJ+1pa7IidrX77t5j0g2uPYsieDjqykPjdwS1jzHaeW4D337r62jyTO7guONaawn6POJYN9+c7jszzeTbJHVO8ezgeY+qhYpnu0pjAk8z4+kNN2T/bme/YhwlZ5exNVi0xJhnoY9+WQcsCCH+d/TRVjud5wtPLdoLURElZdexbkM92KbQ5JrjQogu1B0LLdpLUm3VpZd2btiw7DmHcbmRlJrIkwMU5AJ3bp/thfOKOvMeg8/z/c5thXOT+MyWW7YvH7JIgvMS5AxWmbN1880+p/mJJ8ppy0E7qTMPjbz0U0/19U7JS28L5Fvus4/Pa/7wQ9fK3Nhf/nJkO4gbnzrbTLhsU5NybGH4cF+nlutTBEce6dzGG48cA2mvbP+rr9yAzbFtaj3WuvffJnSuhGgXKvcjcoPnKsrfz0omIZ54KgjvfOGF5O0RfrXRRvGfCfK4WAFPSzgXuHPVle0Fqsdss1tJB8KzgzDK8LbwvATPgEeKXKmBSGe+dfj8ZL1eWSEvbdddvdrnAgvk20ZcfnW4nVT1m7pBGyS8H8/fqaf6MlQffWSNh7GAnHPCqJde2uy116wRdJb24pm/w6W9gs/ccov/O0t8E58Np1w0rVTJj3/sPcqkThQBocgffDCyhA2/jTBnFL5Fs1TbuXdHRUeVrZzfNuq+VkKIbMiwFblJmqghooSRiHFLOYvVVvPhnnGTQ3K+kshahzQun6jbNsO1E48/3n+fskSUumh6fdS6qOu80MbIk7377vw1gtPUlW3StZ51Vh/eufDCXpzsuuu610jlmb+bAmGplNyiDNDjj9d7LFELVOFFizhxvCpqoVaZZ1sEjP2XXWZ21FFmzz8/Ms8WITFRrJ5DVjrHBcTOJpusnEWWJo9BeaCmeNScpey68EKI7Eg8SpQqOIUa8U47+ZqGeD0QwCHPFc8TdS8DNVrgBkhOVBLhVdI0KrZ4iJImp3Err2yP7aKeO3RoswRgBsqqdud1Jt+U+oFXX+0FanrNOY1TL23itWYSus8+XmyGPohyMiq09Ksqxa+yssEGXt2ZZ3KFyZuvg6TFLiIAioC87CaIusUZtniod9mlmO2hFMt1xah55BFv2GK8i3zq0mUIHwViX1QI4B5cpHJ+sC/gnsu+WBymvR9wgLUOBCGJNou7t8m7LUTDqDsWWgw8nnrKuW228XU6DzvMufff969vv3363LW99oqvoUueF/vZc0/nxhsvOTcuKVfmvPOSc+wGcr7N/vtH5w/2el66XWeuwy9+4dxnnxX3G3796/T5k0261t9/79zee0cfax35m0m8+KJzM8/s3ODB9eyf3Neo9krboq42jyw5td0ek03m3LXXFpfHWjT0n2mmKV4bgHF3hx1826Re7tdfu8ppco5tVbXGq8zrjtsXj+OPd62CvrHCCr4dX3CBav4K0RYUiiwqB9VcvASEQ7GqSzglK9jkDqaB2yQhb6yUdgslZFuEpfI+YURsNynMNG7lFW8hXufgc3m20c8MH+5L/JSRsxUVMso2yWempE8RsJ9wbmUSTbrW1KSkrExUOZ0mhsjTPwmnxruH5yhL7mrZoaCEY6JyziOoTZuXJZYwGzzYbJ55vFr3iBHWKMgBxoNedLgoXronnvBh8ozvjPX9QJFhtlWEpVeZIsK+4uB8Va1LkJe33vJ6ACut5McoxvompRAIIaKRYStqY+qpfSkGJgeEUVJXNA3ckINyLlFwU2JiRRkXth3kAndOVNlWUl5RUthimm30c3mfxRf39WsvuKD4nK2qJmZpr3GdYj/9JnCCQUX+JSGrTBy//74ZwnfBokXcZ9JAm0GgiRSMSy/1dWzpJ5T8+eYbawSMvYRbEjKM2B8pI0UYuZQ7Q6OAtBOMZzQK2p5zmUZsLCthPQeeix5T0o4LRRjsbCsp5adpC2zdfjfpRswv9t/fvxbcF8q+VkKIYlCOragdaluinIygDN6NJDAsUPIMF0sPw+t4EaNygalD+fHHI+vYJuUVxU0O2BeTG2pBDrQbHd4YFg7OOMNs3XX9a0yQi8zZqspgS3ON5523mN/UD2I0RTH++GY33ugNKmofkzPNa2ly54sQvguiPhhTgvEkvGgRfCZ4L3gwdnz6afxEnm0G5x0BPX4bNZPxZh53nBfT4nePN57VAsfBxD3g/fd95AVjMOe+V28U55Ac6vPP9+cveDQt7zsNcUJitA/uLU0bE5LGBX4LnklqGe+9d++5+cG+2rLA1i33GA2QiSf2fRWROyFEC6k7FlqIcI5Omrw1clvIf6uqtpzq2I0KeXP77efc3HN3r/tZJFWd+7Zf46pz6ZJqv2aFHE/y7RdYwLlTThk1jy3Ic6WWbNHtjTxM2nHwW7qdJ17bfXfnZprJuYkn9vl2QH5dXA5u3Hl//XXndt7ZuWmn9fVfP/mk2uvxu98lj7G9tpm66/YWmWPbpPEhy/VOugZbbFFcG0hz/0ZX47HHXO3U3TaFEOUhw1Y0CiavSTdHJhIITTVBFGOg3QQR+lpuOee23NK5//yn/P1Vde774Rp3E6PB8JplluKuVZxgWxEcc0x83+f3FCnYctJJzh19dPT7iD5hyDIhxwDtFEGiXQRjFseW9Zy8955fJELAiedASC+tAZPneqQxQPgtvRprdRuDRRq2cWJjPFigOPRQ5665xreJvGJhSdc8z/WOE6kq+hrFLZiwz3PP9eMR4pHvvONqo+62KYQoDxm2olEkKSuGDY0qVCUDqtxXU7n/fud+9jPnzj67eBXVPAYbxsann+bfbuckcokl/HbrvMa9ekPpF53fP/BA55Zf3rnhw3s/tjgl4SKMf445bf8vAryml13W/b0nnnBuscWcW2MN5159Ndt5z3p8H3/sDWcMpEGDnDvxxOTxJu1iDH31gw+ce+AB5y65xLkll0xn2PJbyjIGeb3X7cfBuVllFefmmKP3qAK+SzuI8s5zbTbf3LlTT3XuV79ybv75nZt0Uj+e7LSTN+Yeeih5cSnJaOU4oo4hqU9Etc8yrhHqxxxn+MH2+H3w7bfOnXyyb+ssKn31laucOtumEKJcZNiKxhEYMp03nsAjEp7c9TqhzEKV+2oSTIxPO825GWd07uGH6zmGbuce7wDe4+eey24Mdk4ig7aGx7Cua1yWN5Trt88+zq28cm9lV+K8HDzwXJbtGSvao7L66s49+OCorxEWjHFJ6PENN7hK+fJLXzorjVEfdz0YK2ed1RtZk0ziS2Ottppzu+ziX+tnj23Qj4Iw9l76UXhbWRZavvvOuWefde7SS0f2vamm8t7KjTby48yNNzr35pu+f6ZZpIiLZsp7PsvYZud4TXteemm/IBpm2DC/sMR95S9/qXaxVB5bIfoXGbaikQQ3RrwlgddkIBmTTYGJ9iabOLfSSn4i0iSYCOGJDCYjWUIxmxZ2XPYxca7IE8W4+eabfNtgkppU17XX40wynovyqASe8fHHd27XXf3fnKOLLnJu+ul9WGmvHu6yzsGPf+yN1THHjDdMWfTB00xOfB1e8Tr6WZH7TIoeymMwE3o+ZIj3am62mfcoTzGFczPMEN23eJ1FlqSFiKx9Is4DXPQ1IuyYftVteywAYPjj4X7kEVcJvXi/hRDNRoatEKJrCOyLLzo355zOHXywcyNGuMaRdxLbxNX6Ko4Jww1P5Jpr+nDAPMcYNxEuwsuXJhWh1/MR9oyHDRS8mquuWr4gWq9hkhtv7K9l3jaTdI6LzGOuOoUjaVGABQE82WkefDbuHLHgWoQBRBQFYdNxhi1GYdF9r4oIjDCXX+6N1273EtrzTTc5N9tszm21lXNvv+1KhcWFySZTepEQ/YjK/QgxwAnKHgRTmnDZg4svNltzTWskaWrcUm+wDTVfqzgmzgmlmXbayWzTTc2uvNJszDHTf3/DDX2JmLjt93qcnWV4os4H7xdVtuW///XPr7xidvPNxZYVKqN004wz+mdKIFGWJes5Cp9jCJ+L5Zbz5X6KKl0TLrNWVAmwvP2I8kuUI6OOcBooxUTt4W7tMCihVcTvGGccswUWMLvzzpFtsfO4KQmVVEona59IKnE2wQRWKIw5lIg76SRfI7Zzf2usYbbKKmZnn2226KK+BOA++/ha0L3QWTqMc015o3vv9fWWq2qbQohqkGErxACGmz438/AEJ/g/dTqp39pU8hqDTaz5GndM/JYZZihmP0ySzznHbLvtzLbYwuzyy83GSHEXeO89b0jNOqvZP/9Z7rkLjCFqJN9yy8jzwrEz8V955fyTz7jFELbP+90WQ6okrcEaNlDDtTg7a/HWbXCyzarOaVLfpv1OPnm6bfHZqsaJpGu+zDJmL78c/X3qBWe9dnHnKlyDuSjYF0brQgv546WGfCcstNHvt9zS7IgjzOaay+yYY8w22yz6WLPWqmUMOeQQsznm8J+pu78LIQqmbpexEKI+KJsUF/a5ww6usSCEE6dUmicUs84c27hQwwUXdO6tt4rbH+GAhPyR55cUZs6xzTyzc3/8Y/XnrlM0jHw8xI8Qm+lnNdQsIbwDVdSuzhzbMtp63DUv41jqGgcRzZpvvnTpEM8/73UBCPtGWbppKu5CiOYhw1aIAczss8cbtrzfNBDDobTGlFPmFwDpnEQGZSnqyq+66iovINNtYktOKA/y7MhDKwoMWgxbDNwo4/axx/xx/e1v0ecumDwG5TzK5vXX/bkYOjT7d5uYXx2FDNb683qrzhGOu+bdjoV2e+aZ+fcXtU0WDcvkN7/x2g1pueUWL7RFWSWUpJuYQyyEaAaj8U/RXmAhRDsgHOvFF6Pfn312sxdesMbwwANmO+/sj/vkk81uuy06FJNwyzjIqQxCMcknI+z11Vd93lWVENq70kpm99wz8ti7hYc+/7zZJpuYrb662XHHZcuPjWLECB/mN/74Pu/tootG7ptQzMMO8+HKhK1Gnbuf/tQfOzlxhFRWwe23m+2yi9nDD/tc8Cyh94TXd8ubJPySa6Ecu/YTbp+9hlkXua1e6TyWb77xKSP026K2ufzyPnyXsXb66a0UvvjC57r++c9miy2W7jvff+/zo9F/YJzZbz+zn/wk+vOMa+gIxM1wGQ/U34XoL2TYCjGAQSDl/PPj3z/3XKudYcP8RObRR83OPNNsxRWLn3huvbXZkkv631wVX33lJ3ZHHWW27rrpPr/rrn6x4YorvFHZK0wYEWt5+mlv3AV3BIy/o4/2+WhJvPWW2RJLeAN3ppmsEhCyuu8+sxtv9MedFoyAvIshQjQJ+u4ii5gNGuQX5YIxEMOvFxE0+gj55nfdlS4HPw+MFQjZPfFENoGoTz7x4yXCXjyjFRD0/7BQFA8WvqKg37OYpxxbIfoLGbZCDGCYCOCZ6zYKcONHsKTOFW2EPlilx0OJQbfnnuV5VPmtq61m9tJL5e0jPPHCKGWfGIK//3227Vx6qdnBB3sjf511ej+mIryYGNqnn+6NzbImw2FosxttZDbnnGZHHtleL5wQvYDIEu1/9NGLW6jh+xiM3BsOP9xKg/GcMR619qwwTqOazKLnaaf5caqbUFQUjG0bb2z2l7/09BOEEA1Dhq0QAxxW54MQ0vDE6NRTzfbYo77jwjtL2DGGxymnFKcMHAdeU8L7CG8twvMRp9AJGJMXXJCvfA0TO0KTCR1EURVjvLO0RZrjP/BAb1h3mwQyWd533/ReDdRMZ5nFhzBXwZdfmi2+uF/0CLw0RV83IZpKmaH1n3/uFYwZT5Ze2krh66/NFlzwh1E4Wfj7331aAotVWcg6tgkh2oEMWyHEDzxY445rdscdvrZiEbmcWfj4Y7ODDvKhangA8aJWQWB4MklkUlhkiGpZE1Amhng9COfDe4mRmjXElly0q66KPrYsXo3PPvMTVfJyCW+uArz5eK+L9FgJ0QaKXJTqxiOPmG2+udljj5lNMomVAtumxu2TT5pNOGG+bRBSTH3cqNrX3VBOvRD9SYbMJCFEvxLUmsSA4fnQQ81+/nOzAw6o7hgC7+V885lNN53Z0KHVGbUYnoFRGxwLk0We8aZ28wZgPCG+NHy4z/t6/32zN97w4cXPPeeNzYce8gZ6XJ4qhhhGWB5YgCAHmsknk7vwcScdfxl1fSeayHt4yFf+z3+skutGW4Wsv1uIzraEochCD8/83XTy1vJOC4tT1LzmUZYLZOGFfaRHL9FBb74Z/V4wtmHoY8wGz0m1noUQ7aSCTCghRNtgMnDOOV4Q6OqrvTewTJ56yocdTz652T/+4Y3qKsEYizLuMJKYfI03ntm333pjNvgsuaSEAI89tn9E/f/xx8udgJJnxoStm+cmMJyjPDeE7RLKHHVsWcOkl13WbL31zPbaK16YrOzrlvS7RUNBsYzEThJHg1WLkulME+CZPtF0r3+Ri1JRINq3yiq+L5clrMfCHyJ6CELl0QyIOw8YsVxb0kuUUy9E/yPDVgjRFZQq//pXs+WW80YdBmfROYyErjJ3vfVWn9O71lrWOM8HE6MVVjC75BJvpOYRRooLGSxiAtqL54bryAQ+Sik4zwQQtVImqtdfn07tuakeq07y5DCL9LyyzdE28yX/L0H7sMP+z+M+88WHVhqtEYY+QamrphpBRS9KRY1/iNXRnzkXiLUVDekujK+//KVfTGWBs8jzgMhUU6+hEKJYFIoshIgExd711/cTDgwzcjF5Jl+0l9qJTDaYyMw7r19Jf+aZ+ozaNJ4PBJGomZhX7ZeJV5wB1usEtFfPDV4p8s3IySOnlmf+zuutwltNjcrddjN77z1rtccq7NWj3RfZD8RIrlsgZNT+P/j7+gWPrt3r31SCRalwiC0UHWo79dQ+gocwbfL6ywCDGRG4HXfMHvbc7Two5FiIgYnEo4QQlYoePfusDzvGUEQNswkerzLVRauon1rF8efhrLPMbr7Z7JZboo2Hsn43PPCA9wCVuR+J0BTsqe3Cq786yma6sBzPbZHiaU0Q/yP6hdrOZSgZI1T3wQe+VFkZUQtEtKDyvvbaXkQw6z5UxksIYRi2QgjRjQMOcG700TG/fvjgdd7v5OWX/eubbuqf+Rs+/9y5Pfd07uc/d+6aa5z73/9co7jwQud+9CP/u8LPvF4U//rXqOeGv4viT38aeV3KOv6scI1XW825s86q/rptu61zv/hFMec4Tz8QKTnqqO4ntvPB50qAdhK1yzZe2333de6UU8rZ9nnn+fNC/yprjDnhhOaNY0KI9iCPrRAilzcDD9wyy3hvHPm4USIsPG+/vfckUNaBnFq8tU2kzSv+993nPSorr9ys4ycUGXVV6k3OPnu11w0xGsKhr7vObIEFBrZXr4n83+xj9B8ROpb8YQaTLPVcEvj+e7NttzW77LLoz7TRG48a+6BBZg8/XOx2q4haUGSEEKJXJB4lhMidw/juu17BmFxZDAfyDrtNSihJg2FbVfmeXssetZHzzvMlMyid0STIz6Me8RZbeBEacm+LDmOMum4orFJ/EwErFl1WXLH5ubxtJ0lgCxuWmqUI0117rdluUx5pO78fHYb8/4NKcgGwfxY6EBR6/fXoz7U1P5NxmPJj/LYi1eXPPjv6vaIUyKVyLoToFXlshRA9raCTb4V3gJq3Dz7YfTsIeSBIpElJOZCPNs88Zq++ajbOONZI8O7ff79vN0XnGKfJ6yZv74QTvHc1K/IkpTNkv/jCL2B1XuPBg81mndUbsyhlTzml2QYbeGG6GWdMzrE9b7qjbJNnD/2/Osm9wPjEOEQfmWEGv9ASpVROlAkLcm2E8jnjj+9rW+dR8+aavfaaz1HnnPHM2BIlHFVU1IIiI4QQvSKPrRCi51IwCJUwUcTA7TYpKaP0ihjJxRebbbJJc41aJtZMjmkHnYZEFSVV5p7b7O67zVZf3ezDD32oZp5+gEEA9AEe/BaM5YFq1HamHgR9v9s1XmQRs6228iHz00476vuU9Ln+ObN1n/yhcXvd/EfZJxsd+n/h7Ndc469lVl5+2Zfc4pmyMESObL55tPouv+fzz621LL64P+dPP+0XG4YMia/R+9133oseGLGM45NN5oXX6JsYyESEnHRSeSXLIGkbiowQQiQhw1YIEQuTHyY3SbmnCtesh8AjRnhlU2lCiCHtj1rMlK5C2ZXI1ixKzfQDFJ6//dbniLO9ccc1e/RRq5Uqa+uG9zXBBL7dpYn5ImKDWtC77BL9mXWfONRe3dZsposOG0UNeb3/p4ZMiO0aa3ijjFz9NAwb5msq33TT/5XF/T9vIMfSz+NVsNjAIsOVV0ZfH9oJBuwLL5i9+KKP+FhySe+p5hpPOOGon2fMJ9WkzJq5pLREpVHzeq8eeyHEAKBu9SohRH+A+jHqld3URXm9SAVgMZK773Zu2WVdo0EFOq5t8H5VfPGFcyuv7Nz22zs3YkT67/HZqad27pNPRn1tnnmcu+ceVwsoYZet5B21r9H+T/Ep3SPTNUb9mI13UUF+7TXn5p/fub33du7776MV2IcPd+6YY5ybdlrnjj3W/z0Qxqu439T54BSvtJJzTzzhz2XdyvGvvurcDDM4N2hQfDtq43URQlSHPLZCiErDlkWxECK4ww7WaJrkHSP3EA8eHtiNNjK7/PJRQ7g7PaB4Gu+6y+yxx8zGHtvso4/MJp7Yfxbv32mnme2+u1ejDbyBVcBxBp65TooO747bVxoyXWNk03l0ATEk8rR33NFsrrn8cXWG2G6zjQ87X3NNH147xRTJ4eVB22z7eBUXGdEJnyPcOItaeNronax89pnPgT/55JH9KCrkOW10R5WRDEKI5iDxKCFEobS5ZE7bIF90/vm9sAtGV1NpovgSx0J5pKFDfVkgwlZRlaZ8VWDgBIQNH+gUvNpwQ7NVVvFhnFVBziihod0MgKLF2uL2lYairzG5srSnqNnL7bebrbRSum1RggqNgC+/bP94FSe+1FRBvxEjfHrAcsuZHXRQcok5cqxZ98BInWkms/HG++HnosrOVSFUJ4SoF3lshRCF0uaSOW3joov8RLDJRm2UN5+Ja+CBqcOQwNjC23r88X6y/M47IyfTnQZT8Hfw3OkRxehbdlmv2lpVHiALR1GGHQYoZZXGGMMbbjxQJQ7qTacl8Hrh1c5q1HJtA3Xkoq8xhgvbjjLq77wznWFLSRyO7/zzrS+Ii4woKy+2FzgG6kxPM41fPEkT3UH5Lmpin3WWX0RlGxi4jDE8yH9ngaqKSAYhRPOQYSuEEC2EiRviPQgatYHOMMYgJJiSL3XBRBlv68EHpxNBigqJJEQWxd+jj/bhlFUQZwBg3HGuCcMldJd2gseUBZDA0OWB15PnSSeN93oleQADlehg0QLVYcSlyvKAxhn1WRTY8dRT67hfINyWcOwoWAxoUrj1GWeYPfec97AHbZnQfxaboqAth497+HAfsYKRy0IMvyuqvaoWrhD9jwxbIYRoIeQRTj99u/LGOr35eGmOOMLslFPqOyY8klHevyi6GU/8FvI+CUfGO1qnEcPxYWR3Gi6ffuoVcIMHSto8f/WVP+bA4MUoTZtTy7nbbjtfHqeqUN6icrYxbI87zvpe54DrSKmrMhcb0hDOeyUE+fHHR+auw403+lJcu+5q9oc/pNNqwEOLojMPoMQRdatVdk6IgYkMWyGEaKloVJU5nWVwyCE+DBgjDaOwDuK8f1F0M57I9cOY3GuvarzoUUYMBjo5iN0MF0SvqE3KIwyGLXmrgcF7zjnJRi1e4bryFpOM+jQhth9/7A0t6uP2E2UJPJVR85hFEaI2iHZggYuFFry3LLIQopznNzRJqE4IUT0SjxJCiJZBHdYFFzR77TWzscayVnPNNWZnnml2zz3Z6soWRR5hpCgxJCbrGI3UTEUQpw6xNhYKWDB48EGzqabKt80kAR8iBTbfvF6DifzyKAX2NIb2xRf7c8QC0UCjasXgJPE4+szUU/tj6iYG1XahOiFEdchjK4QQLQPvxxZbtN+ohQ028OI9CBTxm5qWl9g5MYao/ETeP/10b1itvLLZmGNaLWJtX3zhzytlivIIi8V5vfiNGLV15yn26pm8/nofQj3Q6KYYTPsv0/MeV4YIA5Rx7Mori1nYwkAnauKkk0ZGFTQpr1gIUS7y2AohRItgIjjLLGZDhvTPJA0vCuVyyI0jD7BO7x/nN3xXDJR9F17YC9ukMZ623trXB0WdtS523tns22/NLrggu8HQ714vQq8R/HrjjVFrGPe7l7Wu60pN4ajwfPaLmvhf/lLc/kjRQCmZ+rhNCscWQpSPDFshhGgRt93mQ2fJResnCAnGEKtLSCoc0jvhhP61vIJIlA4id/Opp8wmn9xq4fvvvdcY1WnyFasO9W0yN9zgyyERbt0Gw7WouqxV1j4O4NhpR1EzzaL3iyjVDDOYPf+8zykXQgwsZNgKIUSLIMSUHEjK1PQTlO0gPxSlWp7bDmq7b75pdu659R3Dhx/6/EXEoNLUdU3K3+0XrxdGI+eDkOomeFLjDNcllyzOyxqXO12G5zTOQ1yWp5gFv1NPNbvllmK2J4RoF8qxFUKIlvDee2aPPmp2xRXWd1C2g1y/XXapT0iqSMjzQ+mZ8iPzzVfPMeAt/utffSgo+bZZjYdu+bttB48eYfxFRAZ0M0hPOGFk2HoaIxfjL6q0EgsJyy0Xr9qdpS5r1YrBcbm1AUXnvV59tTfQhRADk/8nhSGEEKLpMFGkNEYVokR1eaMRO0JIqu2Qu4mhTr7fAQd4bxmhoBgyVUJ9z9NOM1t3XR8azTHUdSxNACXkOec0m2ii3rYTNkgJ7Q2eMUJZfOLa460kpLsXYSVqvUYZtrxPXnpaMLSjtsWxF63kHVdKi9+8xhrFhrUTfk/5oHXWKW6bQoh2IY+tEEK0ACaeeDfuvNP6Fia7lP5ZdVWzOebwYZNVlSQpA8RrHnvM7Ikn/N9VKNB2gzzbSy7xglZhpdg6jqXucjSEumPkl+2NDDyweF1Rb47ySsYZf4TpJi1iUY83T+3joI5s4G3mHG+5pW8nyy5rhZCkrl1UykHQXh5+2Gzccc0++kj5tUIMVJRjK4QQLeDWW30pGcIo+x08OfzeQJG4jcJFTVIWbtKxJFGUUFI32A7G3d13+1q8vUC4KzWYk2ZQSeJIO+xgNnhw9+3wXYzDV1+N7yt4KbOw445mL79sNuWUo+ZOswCzySZebGzXXXtPB6ii3YXbC/sJjrlNY4UQojgUiiyEEC3gvPP8JLjfYTKM8c5EPxziyTMTcASN2kCcR4/XmXgPxGPJE95b1LV/7jkfgpzGqOVYuoVt0y6puZpWlZzP45WNMsooxxRlHPP6d99Fb5trl9Xrybn8+9+9ZxahKAzuwLhccEGzhx7yXm1KVlEWqRcCDzFGLEZ6+LmI3NrO9sL54v9tGyuEEMUhw1YIIRpKMLkmdBLxn1lntb6nLUZYN5hYP/OM2VFHeTXkbmVVkoydMogLd636WOq89tdfnxyGTJ/DC0qtaISgMGIpkYPn8dBDvco0x0m5oDQezbDRlVY0Kvzdt96Kfp/9Y8Bl4f77fQ3f6aaLFhzD8J1qKh9CTduIMvLTgNcUzyxea7zcPPN3Ed7UuPbC+V577YGbSy7EQEU5tkII0UA6Q+wA70y/h9i1xQgLwGh54AFvNOHpmmQSbzxRjolr2M24LUOBtklquHnh2kYZer1c+yAHk6gH8o35u1vObtDngmMI2mFwDY85xvc/8lEhyFflHEYtYuCdfO01s2WW8d5RjEU46aR4YaU0SWKrrZbd64lBTi5tHGOM4Y151Nfx4n766ahpAVlzs8tS104aK1580RvRTc0lF0IUjzy2QgjRMLqF2AVhdv0eYle3EZbGO/X112Y33uivBWGtRx9tNtNMvkwRYlEHH2y2337xk+6snrZeSFLDXXFFq52hQ30YbJyxl+faY6zibcVQw0BDpbibWnEaDyphtOH2EPZGLrqofw0DsDPkljZBW6KUFaWXjjzS7Pzz443XJG8w708wgWXi2299Pi7q42nAqEUAralpAXFjRYBCk4UYWMiwFUKIhtHmcNwyjbCyDcKwEYQicxCCihH0ySdml17qjQJCOclRpFbp88/7fMtBg0bN3Sw7vzALcceCSBDnHKO8rtrMXFM83Hvv7Y+pGxhUm27a2wJRsJ3A0KEMEirchBgTJpvkJe3mNQ68kSjysj8WNDpDbumzlNJ58km/iHDEEcnHnnQsnKeshv4tt3iP8YQTtn8c4lzTJ6M85d3o53FTCOFRKLIQQjSMuBA7JuUYUuQBUqM0q9em6YRLkoSVcZnAYiyUZRDGeey23dZsiil8zh5G4GWX+Tq1SWDUYEjwe4LSNYECbdXEHQu/D4P9oIP8OaiidM/w4WYnn+w9l3vsYXb22b6G8fjj//Da84ynk9dvvtmr+RaRg8nixFpr+e39+MfJIcBJXuOkkFuM0WHD/KJCkkHGZ+O8x3yf7bz9dvd82W7nnTDkbbax1qcFhNM00oZtcy6blsYghCgeGbZCCNGycFxqWx53nBcqGmsss3nnNZtvPv/MI02IXpm1QsswwhZbzHsXKUcy//zF7zOpLulCC/myLFkpK78wD1HHwvkkT3iddcxeesmLJgVht720kW6le8h3ZDt33OGN1aefNptssnQGOEbw0kv7MPA0QmpxhhnHwjYIC4Z33jF75JH47RURMRB3TAFcIxYZ4oxewt0Jied8TDON9xKzOIGRG3XeWTRACbktaQHdSBMy3vRcciFEiVDHVgghRHN4+WXnfvSjILN21Aev/+tfIz/74YfO3XGHcyef7NxWWzk3zzzOTTaZc0st5dygQc4NHuzco48699VXI7/zpz/57Yw++qjPF17oGs099zj305+O+vuLYtNNo8958Chjv01i+HDnNtrIubXWcu7ss3trI3FtmMeQIfmO8cYbnZthBuceeCD5swcc4I+72/55nffTHu9ooxXTP+KOiX3ssIP/HPsKzjuv8+Azv/zlqO3wf/9z7pFHnNt7b+d+9jPn5p9/5Ge7bT9LG84yDlVF3PlLevR7/xVCOKccWyGEaBhZ8jPxdpG3t9dePrQSER68T2edZbbIIl4Z9IADvLdi9tl9CDNep7JqhZbJssv6vEjyFcnNLBLOT1IYahU5er2UVukVwnFRwiVXeOede2sjSfmZ116b7xjx8l5zjdnmm5tdd13+HMxO72u3PhccP+3t5ZeLUdWNyyFnf/vs80NhKqIU9t/f/yZCscP9n+/Qz1FZRn05qa4teeNpYT8ISLGPuvPEs3i8u3H88fUcrxCiWhSKLIQQDaSX/MwgPJlHAJPBd98123PP6Ly0wHhrSuhsNyil8/HHZquv7gWPJpqomO1icDD5jaPsHL2oENIqS5VgtJC3HZXjmbaNJOVnEla8+OL5ftfCC5vdeadfpGERB7XhNDmY/D8oW9PNMKsiJzoqh7zbMWUNY2c7330X3b+znnfE0sh7ZnEMAbW688QhTZpFGD7LOWRhQAjR/8iwFUKIhlJkfiYTvGmn9R6XKJpYJ7YbTKw/+siLOf3hD2aXX957rjDfwTOHcmxRKrRFilehuotqcBV50HFtIG0bSWOAcB0xJPMYSZRXuu8+3wbefNNvC+Pr2Wf9NYwy7DjHeEWj9llFTnSZBnRR5/3VV30e7/33m/30p81Z7KJ/s9iThh12iL/WQoj+Q6HIQggxgIib+DLxR4imDVBWhdBZlKG7lefJA2HOUZRdaihJvApPWy+/LQtFiAbFhdwWFd49+eTec4tKeFCmiVDdqP2yqDPxxM0wdAIDGjEnnos6piLO+4gRZltu6Q1IjNom0RkyHm6n4ZBpvPbnntuMay2EqA4ZtkIIMYBImvjecIPZCy9Y4yHPE4MGisoV/uADs6mmqqf2bFLuIO9VlQcd10Y4x4SC4zFPY4DEUUSEAKHIqIMHx1b2/ppOEef9mGN8WyfPu4l05h9vsYVf5FpvvVHrBwshBh4ybIUQYgARJ0yF1xCv5Wqr+VqtTSZJnCirJ/Dbb8123NGLJwWTZkqoVDVRTps7yGfOOae+NkLo99RT+/JShxziBZqi4JwRDlpmyZgkT3fR+2sDvZz3Bx/0fR/xuSYT9nhTn5eQ4yBkWl5aIQYuoyGNXPdBCCGEqBa8flE5fryGUYci6qmnmo0zjjUOvEmEH3fLScUA4/iz1Ow8+mizN94wu+ACqwVybAmnTVOfc9xxvcAT123GGX/4SMqlTnMsGIzkq+KdnXRSr7YbbiMYtCefbHbxxWbbbWe2xx5mE06Y7XdxnVg06MUQiWsH3Qw61I0HguGT57x/8YXv84S7L7mktYr//Mdszjl9aPpAuL5CiO5IPEoIIQYgcSI5GEwI8yBWhMjM1Veb/fzn1iiKyAMNwNjBoH3qKauNsFpuUHmzGxisu+9udvjh3hCnxAuP5583u/FG//+33/bGaDejlwdGcRZlZp433HBUg2GSScyOPdYbtOS2YlTstJPZbruZjT/+qAbyAguYPf64P/Y4FeA4ozpKFCyrSu5AIa36cnC+WczinK+6avuMWhhvPB9BQIksxishxMBEHlshhBCREJqLUBOhiSjQNoWiPIHcAVdYwXsdqY3aBE86hiJiUd1I89v4TeTABkZv+PH662Zff+3DNjsNXgyflVbKd07ff9/shBN8jdldd/XG86BBfptsL5hpLLqo2fLLd1cBDoxqCB9DULanW9mjLJ5uDGtCy5ui8Ft3ZEZ4ESO4RkE+eZNyVMPGd5zyOaJX889vdt55ZkssUceRCiHqRoatEEKIWKhjudFGvm4oXroxGhLrQ8gkE3Um5UzIwx6ptBNzJvdXXml2663N8vyFf1sYVKApS5S3rBFQ65QSOZ1GL6VdENDqxShEzImaoVE52lEGchoDNeq7wbni+sUJSOUJUe9Xyg4R79VITYogiOrjQ4aYHXmkzxVuUn8WQlSDDFshhBCJDB/uxZUwiPDiIiDUBB54wGyddcxWXjl7PdAPP/Rhsv/4R/NCreH4431oZTfDA4r2rBWVt8wx43XuZmRGGchx3wl/l+tLGHSnYRR4Jv/2N7OXXuoeyj0QPbZRxJ1vrjWh53xmiinMJpvMbKyxet9nViM1j/HN9ginZj+0VyHEwKIh6+5CCCGazE9+YnbJJWaDB5stvrifpBJSWjcYKwsvHG9whb1EQX4pQjnkFGLMNdGo5ZgPPrj7e8FEHyOPHOiiPGtF5S3HlS6KKjWTVO4o+N2EaIdzdam1GhhGGKwYuhhD3bbF9z/91F/zNN7CfibpGj38sM+xHzbMLwBhAJPvjKGb9JhoopGLL+H2jLHZzUjtbMfsn/7JtY0iCE3vXKTgdQx2DHMWvMYeO/OpEUK0GBm2QgghUsGkcfvtzRZayGzTTb0xccABP5zEVslbb5nNMEP0+93yCCHwFhFmPccczcopTFvGJmpynxcMvShjgnOFAVKWgZxGBCq4dp1exrBhFCWaxHf4PyJh3YzigUbc+aY/k28eblecP5SwMXTDj/feMxs6dNTXWDzAwxs2dhFoi4LrQf4+nuF33/X7YQEKpeOo0PS4Wrzzzmu29NK+NNVee2U5K0KItqNQZCGEEJn57DNvEHz/vffk4s2pA0rOIIaEImonaYWFyswpLLOMTRk5o+F81bBRiDAUImJpyBNCmkUEKk2IcVg0CSMJg7bqfNKBnGP7zTfe0xsYu+S9Pvpody8xbWzZZc3OOMNsmml8qDmv5QlpD+d6I1T2zDN+e0KIgUGN6+xCCCHaCuGG113nw5GZQDJpDU+amZSuuaYPW+aZv3m9aMj5jfLYnnRScnhr2PPZJNJ4MLOWNUoDixUYNRgNGM08k+t7993pziUEXlMMJAyQ8HO3Ej+d3+kkOA9R56Ob9y4oZ4XRHxhKbbn2VZDnGmWB2tfTT+/r4q6+uh8noiI7eH2xxXxZJxbIgmtFBEFcuHRcBAG1nHmf+tRCiIGDPLZCCCF6gpq3W2/tc/J+/GNfOidLyZY8BHmzl17qvT1HHDFqviQhyEyM09BEtdxeVIKLhlnCcsv5Mj7kLhZRaiYKPO+33242+eSj1rElvBWvax7vXVGiWP1InmtUpYc4KoJgn328NzcOQpmpr3znnQPPIy/EQEWGrRBCiJ6hTMy663rRmTiKMMbCebNMcgMxocBozhrW2lS13GBSz2/rvFNXXW/0hRd8uSfyKQMBrjIgN5Lw8kUWGfX1uGtKO6BNRQlB9RLSKoqjm5GapjxXp/FNPvVOO5ndcovZXHPF7xOxu9tuM7v66sJ/jhCigciwFUIIUQjUL8WAiLur9GpIpPH8MAlOKh3T7XtN9OoEk3oUnAMPJsI8lLRBcOeNN6pT+D3oILOvvjI77bRyto9w0JJL+pq63UKHowyjWWbxtX0JPe/2vbpqtoryPMR49Sk/RrQIeblRjBhhNv/8ZuedZ7bEEj0duhCiBciwFUIIUZngEVCCg7xHjNysj9df93m1cXVKmTSnOY6iw6OrghBsDIIgZzGt56tXMGpRnL3ySl//t2jOOssbtaecks0wIp9y/fV92Sa28eqrI8s7BUY/9Y7DRnHQfvhcm669GAnXDuXje+81G2+86M8NGeLV21dbrdqFICFE9ciwFUIIUQhxIZ9h45Nc3KOO8p8LHnhWwn9HPfAK462Jy5dk4prGYzv77GY33NAub13d3kfCPw8/3Ieccy2LhDxePPkIjmXl2299CaqPPjJ78MHu4a6EsAZGMV4+8mrx+M00U7G/Q1THoYeaPfWU2fXXm40xRrMWgoQQ1SPDVgghRGsEj9LkS+KNSTqOtuZWNiFfFAEpVG4HDSpum++/79W18cjnrYtMHjBiQWnbHWJUt95q9te/5tufqB9msFtt5fO+99jD59+HPfWgMHQhBg4q9yOEEKLwEiKdxglekiJKiaQpARJXOqbzs22DSXvc7+8se1MG5NhiPL/3XnHbpHQU4mN5jVpAITvKi9ytrM+22/qwZUJZRTsJrutdd3kDlkUf0hB45m+MXZV6EmLgIMNWCCFE4XVQ99vPq+hSn5JnQoh5vdfQv7T1N4PjQFQonE8LRdXqbFp92zLq2nZjuul8uZW99ipum9dcY7bRRtUa/bQb8nn5HWkVtEXzIOeeaBGuMZEMXMvgmdD5qGtb1UKQEKI6IjIShBBCiHxgMJYZDovRGs6XjFJX5e+bbx5VcIhcXv7eZhtrJXisTzyxfi/0LruYXXyxL6Wyyiq9bWvYMLOXX+5dtTaP0b/CCt5Qv+QS5Vu2FXJo4657FFUtBAkhqkM5tkIIIQYM3PFWX91s663NNt/cWkm3sjd4pagBW2VY7aOP+vzGp582G3fc/Ns5/3yzZ57xisZl5njvvLPZCSf8UEEXoxrj/Lnn4tV1RfvU2InOiGoPyrEVov9QKLIQQogBA0bgqaeaHXyw2fDh1kqCMGuEolCB5hmj7JtvzK64orrjWGQRs5VWMjv++PrDkJPC1CkLQ5mpuebynuawsUMdXPJ7ozzhotkkeepJRwhyt6NSF4QQ/YE8tkIIIQYcu+9uNtFEZkce2buXsLNmal31MakBu+yyZvfcU10Jm88+87VtCUmeddbs36c8z3zz+fqiRZUP6lbrNjBg8M5SbgoVZkSwllzSv/7JJ2bzzGP20ENm009fzHGI5pTAOvdcf21nmCE6dUEI0X5k2AohhBhwfPqpN2Tuv9/spz/Ntw1Ki/z2t91rptaVrxkowj7wgNlYY1WzT+rBUjrnjjvicxq7wbl6/HGzc86xSsEQx8ClPBDhybSBM87wv4HXmrBQIfKF52PgBu1wtdV8KSCuK3nUpCEIIfoXGbZCCCEGJGefbfaPf+QL303jJQp7hKr07O6wg88VPflkqwRmEeSoYsxvsUW272JoEEqNiFPVICQ2eLDZccf5Y59ySrNdd/We46YsVIjsnvoHH/T9D1Ey+iLXkH4ahB/rWgrRv8iwFUIIMSDBsJl/fm/gIryUhQMP9J5Ryop0gmGEsRYoQ1ft2f3qK7NFF/W5r5RaqgIMd/JtEZKaeOJ03yH8d+65fRjyGGPU672n5A9ev25IZKhdPPusj8bohq6lEP2NxKOEEEIMSDCmyLPcY4/sdUzjaqZi7F57rdmQIX6SjVEbrq0ZPBM6iZepaH78Y++F3mkns3fesUrA+4wXGoM/LTfc4A3vOo1awBCfaqroHF8WIliEEO3g8svjxaTC15IFGdosyso887cQor3IsBVCCDFgWXFFLxYU5a3Lo8SKgTTjjL6MzWKLRRvAZRpM5IkedpgPDe7mVS6D/ff3wlWI9FSphlwEcQsVvM77oh3EXavwtSSSgnQCIi+C3HT+zjoWCCGagwxbIYQQA5qTTvLqyF98kf47eCfjDKEzz/Re2zXXjDaAyzaY8AjjiTzmGKuEccbxtWjxFBPmnaSm/OSTZsstZ60oGcP7oh2kuZZ4ZquOpBBClI8MWyGEEAMa8u023dTs2GPz1UyNq4+J57Yug4ntn3ee2WWXmd17r1UCebZ4i1EYjuPGG3190THHtEaQtFCBsSPawYQTRqcWYLwutZRfzKojkkIIUS4SjxJCCNE6ilYZxls711xmd92VTVjmz382O/poswUW6F4fM6t6chk89pjZJpuYPfqo2WSTWelQI3bhhb06bWdN2OC6XXqpryGLN7kp5XTCJWOkitxO4vobME5cd50XDIuD3O+bbirlEIUQJSLDVgghRKsoS2UYgwtBo+uvz1bD9b77vLJyGoMJj1Hg5a3SYDrlFG+04ynNWms2D9Slvf12H47d7bpxHoKyOk0yHIOSMcGCSedChWg2CECdeGL0QhLtj5rLSWJxtFHGg6a0SyFEOmTYCiGEaA1lekDZJp5GapmynTTe4FNPNfvPf8wOPTSdwYSw0ptvmt12W7UGE79trbV8qPCee1azvyWWMDv4YL/fJniuRf9DTvvNN0e/P9NMvl+nEVRTuxSifSjHVgghRGvAi5K2lEdWmMiusorZttumV0ol7BaBpiSYHFPXFq8pxxl4bauC/fEbyH19/PFq9nfuud6IHjrUbOutldMoyufjj5NFy9K6c9QuhWgfMmyFEEK0hjLLsuBVJIwR0iqlpjVsO8MhKQVUNZNP7sOBKQGURQE6L/PN5z1k889v9sgjKqcjymfSSePfn2ii9KH4apdCtA8ZtkIIIVpDmWVZ8niDsxq2QGgzolPffWeVQ3mdzTYz22EHs5df9jmJ/M0zhn2RsL077vAGQpyXTOV0RFHMPXd8H6ZudRaPrdqlEO1Chq0QQojWEFeWBc8q71fpDc5j2E45pc8/RZ21Dg45xNeQJcQ6bch10QsFYVRORxQF/T/OsN1335FluhAvi0PtUoj2IcNWCCFEawjqxzJJDXJVg/qxgaE2YkR13mAM2ymmyL6vHXf0NWbLAE9pnCf29dd9WDUT97Qh10UvFEBw/cJ1f4Uoa3wI2hlKx4hCJRmtxx2ndilE25BhK4QQolUwMeWx2mpmG2/svTBMVJ9+2uzbb83WXtsrFRfpDe703mAs7refF6M54ojsYbzLL2/2zjv+uIuEHNokT+zgweUJcGVZKFh0Uf/7VVJFFLmgM2SI2Xjj+drN4fEh3M4wWCeZJNpry+v0bSFEu1C5HyGEEK2DXLkTTjBbaKFRX+eOdvjhvuQHj6xhwttt5+tcBjVWu9XILaoe6wEHeJVkBJaSygqlIa6kDsfKb3vxRS/kFJXfi2cLY4D6vL2iEj+iDGhXhLmHy3Hdf//IPhm0t2CRJqpPEtFw5ZXdF7P4LoZxEf1ACFEdY1S4LyGEEKJnmIg+95zZnHN2n5AedZTZDDOYLbWU2Y03ms0+e/ptI6h02WVmzz47cuKMpzYwwJhUM4EOG2tBTUw+xz7TGGsYx3hT2c4TT/jjRpE5q3EM33xj9uGHPnQyDkKQTz/d7IorzE4+uXstzyIFc4KwUM5LsEAQXiiQUSs6oX+ddJLZfff5v5de2myffUYu+IQXlYL2xAIXdBqoQZRFVJ+cYIL4CI0JJyz0pwkhKkCGrRBCiFbx9tu+dM2440Z/hsnvdNOZrbqqVyBeZpl0k2pyZvHkbL55fuVk6tUm7SdsHIeNZCbiiy9uNvHEZsOGRT8wZHn+5BOzscf2eb4cezfvaHBslEKh9A5hmhgPVQjmYKRjWHBeui0UCBH0iT32MLvlllFfJ8KA0Hn63ZJL/nBRKYm0fVII0R/IsBVCCNEqyKWdd97kz5GD+7e/ma2/vp/Ybrpp/OfxBm27bbySbxF1dOOMYybtGJ8//ak3VnlgxPM8zTS+NmzwOg/qchLWC+QX4gVO8sRW7UllezIsRFy/oy0m5bfHKR5HEdcnqeUctPtOeP3zz7PtSwhRPzJshRBCtM6wxcBLA0biPfeYrbGG2ZtveiGZbpNjlJQJQX744fLr6MYZxxip66yTL7ePiT/hzGk8sfKkiiYQRC8kqb2w4IMB3G3RJo64Psnr9Ldu2+R11bAVon1IFVkIIUTfGraA95OcPcIcBw3qXg4IJVW8wFNPHV82J4tycpnGcTcCT2y4xElnqZNunlSMaJ5l1IqqSVvrGGaZJbn2bJY+WURfFkI0C6kiCyGEaBWoCD/0UPb6sZQCItSYUkAYc+++O1JdFQGnPfc022mnaJGaIFT3yy/NdtstXjm5TrVg6tDKEyvaAItGlKVKkzdLKkHUZ4O6td36a1yfpAxWEJLPdgMjO4+ImxCifmTYCiGEaA3kvaGGjIBUHpi8HnywVwYmNDmYAPN64NlEpCbK8IQFFvDeI4zGvMZjeEKdxzgWoh+IywvvZIcdzBZbLLrf5A2tDxaCWCyjtvStt2ohSIi2IsNWCCFEayCk+PjjfY3avOAxnXXW7mGIGLdBLdu4yXZgBPdihMqzKgY6cdELUXVly+o31Haedlqzrbf20RxF1JYWQlSLDFshhBCt4cwzfVmbY48tx0tEeDHeWMKBkybbRYQNCzHQoQ4tfTJuNkq/RPitTHVt0g8wZAOVcUVRCNE+JB4lhBCib4Wj8pTsgTSCNkGNTCFEfmPyoIOS+1vZYk6BOjOwoMWDhS+e2S9eYiFE85FhK4QQovEECsXXXWd2xx3+77zEqRIzgR577HRiNmnr1gohoo3JwJDsJEnVuyp1Zi1gCdEeZNgKIYRovFeHPDzChz/91E8y+RsBpjwklfl45pmRwjRxnqReSvMIMdBJMibJgyf8mHD/skOBk6I4tIAlRDuQYSuEEKIVXp0gJ7bXEMHOeq+dBN4jJtcbbxy9HdW6FKIcYzK8CFVFDntZtaWFENUiw1YIIURjKStEEA8QnqCFF47f/s9/7j3G4bDIqsIjhehnklICXnqpt8iMIqM4tIAlRDuQYSuEEKKxlBkiiFGaNLlm+4ERTFgkHtyqwiOF6GfijEkI6ktXId7ULYpDC1hCtA8ZtkIIIRpL2SGCabfPxJZSI9TR5FkTXSGKMyaTctmrEG8KL2BNPLE3vLWAJUS7UB1bIYQQjc6xJRwxSjW11zqyZW9fCBEP3ti11zZ78cXu79MPiZRgUakqdtvNbP75zbbdtrp9CiF6Rx5bIYQQjaUzRDAcKnjssb0bnQpBFKJe6GPrrNNdyK0u8abFFzd76KFq9ymE6B15bIUQQrTCq4OhSc4rk9zJJjO76Sazu+6KD2PMuv1LLzVbbjmzI46QUStEVTQtcoJxZs01zZ57rrp9CiF6R4atEEKI1sGda/XVfYgiuXBFgVDNWmuZrbtucdsUQiSD+jH9j4WqYGaKocuCU5F9PA3sf/rpzZ5/3mzCCavdtxAiP2P08F0hhBCiFpj8nnOO2TLLmK2xhtmUUxazXTzBH35YzLaEEOlBpGmppUaNzHjmGbPPP69nfFl0UbNHHjFbZZXq9y+EyIcMWyGEEK2EGrN77GG2555ml19ezDYnn9zso4+K2ZYQIhuB+njABx+YLbSQ2Xrr1ZNn++CDMmyFaBMSjxJCCNFadt/d7KWXzG69tZjtyWMrRHMgEoN89513jq95WwZLLCEBKSHahgxbIYQQrWWMMcwGDzbbZRez//yn9+3JYytEsyC/9uuvza68str9LrCA2dNPdxe0EkI0Exm2QgghWs2CC/pQxcMOK8ZjK8NWiOZAvut555ntv7/ZJ59Ut99xxvHpDlH1dYUQzUOGrRBCiNZz5JFmN9xg9vjjvW1HochCNI9ZZjHbbjuzffetPhyZPFshRDuQYSuEEKL1/OQnZmed5Se/I0bk345CkYVoJvvtZ/boo2Z3312tgJTybIVoDzJshRBC9AWrrWY2xxxmp56afxvjj2/2xRdFHpUQogjGGsvs/PPNdtrJ59xWgQxbIdrFaM5VrTMnhBBClMOwYT7n9t57zWacMd82ppnG7LXXfI6dEKJZIBT33/+aTTTRyHq3CEz94hfF7+tf//LlhlZayYdDl7UfIUQxyLAVQgjRV1x0kdlf/mI2ZIgXnsnKvPOa3Xyz2XTTlXF0QoheOPtss0GDzEYf3ZcAoo/z/Mc/mv3qV8Xt58ILzX7725Flhn70o3L2I4QoDoUiCyGE6Cu22cbn2V52Wb7vS0BKiGaCB3XXXf3/8dpSiid4/s1vzF55pbj9YNSyXYxZHmXsRwhRLDJshRBC9GV5kIMOyicEpZI/QjSTP/0p/n28qUXtJyrag9eL2o8Qolhk2AohhOg7Zp7Zi8zsvXf270oZWYhm8uyz3mvaDV7n/SIgdzcqUY/XeV8I0Txk2AohhOhL9tnH7Omnze64I9v3FIosRDP5+OPe3k8LglRxHlveF0I0Dxm2Qggh+pIxx/TlQXbe2eyrr9J/Tx5bIZrJpJP29n5aUD+O89iSZyuEaB4ybIUQQvQtiy5qtvrqZkcdlf478tgK0Uzmnjvek8r7RUBJH/JoUUJGfRl45m9eJ9VBCNE8ZNgKIYToa445xuyqq8yGDk33eYlHCdFM8KTGGbZFelIp6fPPf5pttJHZ9NOb7buv/1ulfoRoLjJshRBC9DXjj292+ulm223nS3YkQdjyo4+abbaZ2YEH+tIfQoj66fSkYszy/7I8qWxvyy3Nll3W7He/k6dWiKYzmnNRWQRCCCFE/7DxxmazzOKNW1RNEYDBA8RkOeDCC0fWr2SyzMSZuySTZnlqhGgG1JGlT157re/Tp55antF53XVmN92kEj9CtAEZtkIIIQYETH732st7erjzdRqteGZnm617ORGMXMIQ5bERohnQX4nC+Owzn0ffuUhV1D5QV3/hBbMNNyxnH0KI4pBhK4QQou9JY7Ri4P7+993DlTGGybEjHFEIUS9BZAUwi6UPFx1ZUcU+hBDFohxbIYQQfc+f/hQvOsNklfDkuBIfvC+EqH+RKkgX4EHfZDGK/yMeRZhyG/YhhCgeGbZCCCH6njRGKzm3ccYv7wshmr9IVcQ+4sYL5dsK0Uxk2AohhOh74oxWJqrjjOPz5+Ims0WWEhFC5KOKyIpnn43fB+8LIZqHDFshhBB9T5zRCg88YLb77mYHHDCylAjPAQsv7L00Kv0jRL1UEVnx9tvx73/8ce/7EEIUjwxbIYQQA67+ZfiZsMOXXvI5dbfearbIIr400EILjZwsP/aYF5ZCgOqii+r+NUIMXMqOrEA0aujQ+M9MOmlv+xBClINUkYUQQgy4+pdBTi2T4HAJH+6It9xidvDB0ZNblf4Rol5YXKLvsuiEqFNQwqtXxeI49fRw/99vPymkC9FEZNgKIYQQHRCSjIe22wRXpX+EaMYi1fnnm51xhtmee/5wkSoPBx5odsIJ8WkLWtgSorkoFFkIIYTo4I03ot9T6R8h6gfD8vjjzcYbzy8yFWFoxolGBeAVllErRDORYSuEEEJ0oNI/QjQfvKdFxh0miULNN19voc5CiHKRYSuEEEJ0oNI/Qgw8KPsVx7TTVnUkQog8yLAVQgghMqgoKxRRiOZQlMcWNeR7741+n74/99zF7EsIUQ4SjxJCCCFyqigLIeplkkl8CHFU6kCRasgSjRKi2YxR9wEIIYQQTYVJrNSPhWguY4zhS/7wnBdqWScZxorUEKL5KBRZCCGEEEK0kjHHNPv++962QURGnLd2jTUkGiVEG5BhK4QQQgghWmvYjhjR2zYmmCA+V3e66XrbvhCiGmTYCiGEEEKIVkIIcq8eWyFEfyDDVgghhBBCDNhQ5C++iK9b/fnnvW1fCFENMmyFEEIIIcSADUVG8RzV427wOu8LIZqPDFshhBBCCDFgQ5G32MIrK3eD3FvKfAkhmo8MWyGEEEIIMSBDkb/91my//cxWWsl7Z0cffdRnlfkRoj2ojq0QQgghhBhwocjffWe24YY+1PgPfzB79VVvyFL+h9fw1MqoFaI9yLAVQgghhBADymPLdzbZxGyaaczOOsuLRGHE/u53ZRylEKIKFIoshBBCCCEGTI4tn99sM7NJJjE755xo4SghRLtQVxZCCCGEEAMiFJnPbrWV2XjjmQ0eLKNWiH5C3VkIIYQQQvR9KDLKx9ts47285NLKqBWiv1COrRBCCCGE6OtQZIzabbc1+9//zC691KseCyH6Cxm2QgghhBCib0ORMWa3287sm2/MLr/cG8NCiP5DXVsIIYQQQvRlKDJG7Q47mH32mdmVV8qoFaKfUfcWQgghhBB9F4rsnNmgQWbDhpldfbU3goUQ/YsMWyGEEEII0VceW4za3XYze+sts7/+1Wysseo4OiFElciwFUIIIYQQfZNji1G7115mr7xidt11ZmOPXdfRCSGqZDTn6P5CCCGEEEK0C8r3fPKJr0v7s5955WPq0w4dava3v5mNO27dRyiEqAoZtkIIIYQQonUcf7zZgQeO/Ju6tMxqZ5vN7PHHzX784zqPTghRNSpNLYQQQgghWm3UBgrIGLb//KfZu+/WdWRCiLqQYSuEEEIIIVrDv/5ldtBB8Z/54x+rOhohRFOQYSuEEEIIIVrDn/4U/z6e23//u6qjEUI0BRm2QgghhBCiNSQZraON5oWkhBADCxm2QgghhBCiNWC0IhQVBXm2v/lNlUckhGgCMmyFEEIIIURr+PWvvfEaJyw188xVHpEQognIsBVCCCGEEK3hF7/w4lB4bUcf3YceBw+M2v33r/sIhRB1oDq2QgghhBCidbzyijdwybklPJnwY3lqhRi4yLAVQgghhBBCCNFqFIoshBBCCCGEEKLVyLAVQgghhBBCCNFqZNgKIYQQQgghhGg1MmyFEEIIIYQQQrQaGbZCCCGEEEIIIVqNDFshhBBCCCGEEK1Ghq0QQgghhBBCiFYjw1YIIYQQQgghRKuRYSuEEEIIIYQQotXIsBVCCCGEEEII0Wpk2AohhBBCCCGEaDUybIUQQgghhBBCtBoZtkIIIYQQQgghWo0MWyGEEEIIIYQQrUaGrRBCCCGEEEKIViPDVgghhBBCCCFEq5FhK4QQQgghhBCi1ciwFUIIIYQQQgjRamTYCiGEEEIIIYRoNTJshRBCCCGEEEK0Ghm2QgghhBBCCCFajQxbIYQQQgghhBCtRoatEEIIIYQQQohWI8NWCCGEEEIIIUSrkWErhBBCCCGEEKLVyLAVQgghhBBCCNFqZNgKIYQQQgghhGg1MmyFEEIIIYQQQrQaGbZCCCGEEEIIIVqNDFshhBBCCCGEENZm/j+oo7GSd7fhSAAAAABJRU5ErkJggg==", "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": 23, "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": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "nearest_tsp_2opt(1088 cities) ⇒ 45,105 length tour in 688 msecs" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "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": 25, "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": 26, "metadata": {}, "outputs": [], "source": [ "def join_segments(endpoints: dict, A: City, B: City) -> Segment:\n", " \"Join segments [...,A] + [B,...] into one segment. Maintain `endpoints`.\"\n", " Aseg, Bseg = endpoints[A], endpoints[B]\n", " # Make sure that Aseg ends in A and Bseg begins with B:\n", " if Aseg[0] is A and Bseg[-1] is B: \n", " A, B = B, A # Swap A and B\n", " if Aseg[-1] is not A:\n", " Aseg.reverse() # Make sure Aseg ends in A\n", " if Bseg[0] is not B:\n", " Bseg.reverse() # Make sure Bseg begins with B\n", " Aseg += Bseg\n", " # Maintain endpoints dict:\n", " del endpoints[A], endpoints[B] \n", " endpoints[Aseg[0]] = endpoints[Aseg[-1]] = Aseg\n", " return Aseg" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is the greedy search in action:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "greedy_tsp(1088 cities) ⇒ 51,129 length tour in 164 msecs" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "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": 28, "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": 29, "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": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_graph(mst(random_cities(100)))" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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 putative spanning tree to be shorter, it would have to contain at least one city B whose link from its parent was shorter than the link in T. But that is not possible, because the algorithm always chooses the shortest possible link from B's parent, A, to B.\n", "\n", "\n", "## Turning a Minimum Spanning Tree into a Tour (mst_tsp)\n", "\n", "\n", "Given a minimum spanning tree, we can generate a tour by doing a pre-order traversal, which means the tour starts at the root, then visits all the cities in the pre-order traversal of the first child of the root, followed by the pre-order traversals of any other children." ] }, { "cell_type": "code", "execution_count": 32, "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": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "mst_tsp(1088 cities) ⇒ 58,201 length tour in 218 msecs" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run(mst_tsp, USA)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Why would anyone want to use the minimum spanning tree algorithm, when the nearest neighbor algorithm is simpler to describe, simpler to implement, runs faster, and (at least on this one USA map) produces shorter tours? \n", "\n", "## Guaranteed Tour Length\n", "\n", "The \"giant\" thing about the minimum spanning tree algorithm is that it comes with a *guarantee*, which none of the other algorithms offer (except for `exhaustive_tsp`, which is guaranteed to find the optimal algorithm, if it has enough time to complete). The algorithm guarantees that the tour length will be no worse than twice as long as the optimal tour. (And, with a bit more [complication](https://en.wikipedia.org/wiki/Christofides_algorithm), you can modify it to give a guarantee of 1.5 times longer.) The guarantee works like this:\n", "\n", "1. The minimum spanning tree, by definition, connects all the cities with the shortest possible total link length.\n", "2. So if you could follow each link in the spanning tree just once, and that formed a legal tour, then that would be guaranteed to be\n", "a minimal tour. \n", "3. But you can't do that in general; in general there will be places where you skip to the next city without following the spanning tree. Any such skip, however, is a straight line, and thus will be less than you would take if you went to the next city by following along the spanning tree.\n", "4. If you did follow along the spanning tree, you would follow some links twice, and some links once. Hence the total length of the tour would be at most twice the spanning tree, and thus at most twice the minimal tour.\n", "\n", "A guarantee is great from a theoretical point of view, but in practice the greedy or nearest neighbor algorithms almost always do better than the minimum spanning tree, on the maps that we actually see. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Ensemble Strategy (k_nearest_tsp and ensemble_tsp)\n", "\n", "So far we have seen several alternative TSP algorithms. 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": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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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": 35, "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": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "k_nearest_tsp(1088 cities) ⇒ 50,645 length tour in 361 msecs" ] }, "execution_count": 36, "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": 37, "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": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ensemble_tsp_2opt(1088 cities) ⇒ 44,372 length tour in 3,198 msecs" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "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", "| ![](http://imgs.xkcd.com/comics/travelling_salesman_problem.png) |\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": 39, "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": 40, "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": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "held_karp_tsp(10 cities) ⇒ 6,854 length tour in 10 msecs" ] }, "execution_count": 41, "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": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "exhaustive_tsp(10 cities) ⇒ 6,854 length tour in 318 msecs" ] }, "execution_count": 42, "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": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "held_karp_tsp(15 cities) ⇒ 8,601 length tour in 860 msecs" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "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 if we had the patience to wait a few hours, `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": 44, "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": 45, "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": 46, "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": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[ greedy_tsp(100 × 200 cities) ⇒ 31,018 ± 1,162 mean length (100.00%) in 4 ± 0.1 msecs,\n", " nearest_tsp(100 × 200 cities) ⇒ 33,173 ± 1,465 mean length (106.95%) in 1 ± 0.0 msecs,\n", " mst_tsp(100 × 200 cities) ⇒ 35,419 ± 1,248 mean length (114.19%) in 5 ± 0.1 msecs]" ] }, "execution_count": 47, "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": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[ greedy_tsp(50 × 400 cities) ⇒ 43,005 ± 1,552 mean length (100.00%) in 15 ± 0.6 msecs,\n", " nearest_tsp(50 × 400 cities) ⇒ 46,039 ± 1,610 mean length (107.05%) in 5 ± 0.1 msecs,\n", " mst_tsp(50 × 400 cities) ⇒ 49,587 ± 1,317 mean length (115.31%) in 21 ± 1.2 msecs]" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "benchmarks(tsps, test_set(50, 400))" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[ greedy_tsp(25 × 800 cities) ⇒ 59,713 ± 1,397 mean length (100.00%) in 79 ± 4.2 msecs,\n", " nearest_tsp(25 × 800 cities) ⇒ 64,379 ± 1,303 mean length (107.81%) in 20 ± 1.2 msecs,\n", " mst_tsp(25 × 800 cities) ⇒ 70,246 ± 1,096 mean length (117.64%) in 96 ± 4.1 msecs]" ] }, "execution_count": 49, "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. These take a while to run, so I `%time` each of the benchmarks." ] }, { "cell_type": "code", "execution_count": 50, "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": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 15.8 s, sys: 97.4 ms, total: 15.9 s\n", "Wall time: 16 s\n" ] }, { "data": { "text/plain": [ "[ ensemble_tsp_2opt(100 × 200 cities) ⇒ 27,584 ± 655 mean length (100.00%) in 65 ± 5.7 msecs,\n", " greedy_tsp_2opt(100 × 200 cities) ⇒ 27,699 ± 656 mean length (100.42%) in 17 ± 2.8 msecs,\n", " k_nearest_tsp_2opt(100 × 200 cities) ⇒ 28,031 ± 767 mean length (101.62%) in 28 ± 3.3 msecs,\n", " nearest_tsp_2opt(100 × 200 cities) ⇒ 28,139 ± 735 mean length (102.01%) in 16 ± 3.3 msecs,\n", " mst_tsp_2opt(100 × 200 cities) ⇒ 28,330 ± 761 mean length (102.71%) in 21 ± 3.4 msecs,\n", " greedy_tsp(100 × 200 cities) ⇒ 31,018 ± 1,162 mean length (112.45%) in 4 ± 0.1 msecs,\n", " k_nearest_tsp(100 × 200 cities) ⇒ 31,621 ± 1,171 mean length (114.64%) in 13 ± 0.2 msecs,\n", " nearest_tsp(100 × 200 cities) ⇒ 33,173 ± 1,465 mean length (120.26%) in 1 ± 0.0 msecs,\n", " mst_tsp(100 × 200 cities) ⇒ 35,419 ± 1,248 mean length (128.41%) in 5 ± 0.1 msecs]" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%time benchmarks(tsps2, test_set(100, 200))" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 36.8 s, sys: 139 ms, total: 36.9 s\n", "Wall time: 37.1 s\n" ] }, { "data": { "text/plain": [ "[ ensemble_tsp_2opt(50 × 400 cities) ⇒ 38,427 ± 750 mean length (100.00%) in 299 ± 21.7 msecs,\n", " greedy_tsp_2opt(50 × 400 cities) ⇒ 38,508 ± 753 mean length (100.21%) in 80 ± 13.0 msecs,\n", " k_nearest_tsp_2opt(50 × 400 cities) ⇒ 39,007 ± 772 mean length (101.51%) in 124 ± 17.1 msecs,\n", " nearest_tsp_2opt(50 × 400 cities) ⇒ 39,195 ± 642 mean length (102.00%) in 83 ± 21.7 msecs,\n", " mst_tsp_2opt(50 × 400 cities) ⇒ 39,485 ± 690 mean length (102.75%) in 104 ± 16.9 msecs,\n", " greedy_tsp(50 × 400 cities) ⇒ 43,005 ± 1,552 mean length (111.91%) in 15 ± 0.6 msecs,\n", " k_nearest_tsp(50 × 400 cities) ⇒ 44,120 ± 1,128 mean length (114.82%) in 51 ± 0.5 msecs,\n", " nearest_tsp(50 × 400 cities) ⇒ 46,039 ± 1,610 mean length (119.81%) in 5 ± 0.1 msecs,\n", " mst_tsp(50 × 400 cities) ⇒ 49,587 ± 1,317 mean length (129.04%) in 21 ± 1.2 msecs]" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%time benchmarks(tsps2, test_set(50, 400))" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 49 s, sys: 274 ms, total: 49.3 s\n", "Wall time: 51.2 s\n" ] }, { "data": { "text/plain": [ "[ ensemble_tsp_2opt(25 × 600 cities) ⇒ 46,829 ± 688 mean length (100.00%) in 856 ± 228.0 msecs,\n", " greedy_tsp_2opt(25 × 600 cities) ⇒ 46,838 ± 689 mean length (100.02%) in 208 ± 31.9 msecs,\n", " k_nearest_tsp_2opt(25 × 600 cities) ⇒ 47,489 ± 625 mean length (101.41%) in 303 ± 29.5 msecs,\n", " nearest_tsp_2opt(25 × 600 cities) ⇒ 47,586 ± 645 mean length (101.62%) in 204 ± 48.8 msecs,\n", " mst_tsp_2opt(25 × 600 cities) ⇒ 48,346 ± 598 mean length (103.24%) in 255 ± 38.4 msecs,\n", " greedy_tsp(25 × 600 cities) ⇒ 52,433 ± 1,247 mean length (111.97%) in 40 ± 3.2 msecs,\n", " k_nearest_tsp(25 × 600 cities) ⇒ 53,831 ± 1,020 mean length (114.95%) in 118 ± 2.5 msecs,\n", " nearest_tsp(25 × 600 cities) ⇒ 55,336 ± 1,228 mean length (118.17%) in 12 ± 0.7 msecs,\n", " mst_tsp(25 × 600 cities) ⇒ 60,693 ± 830 mean length (129.61%) in 51 ± 1.8 msecs]" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%time 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", "It might help to have a way to visualize the results. The function `plot_benchmarks` plots results, with the tour lengths in blue and the run times in green; 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": 54, "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', 'slateblue')\n", " plot(ax2, +offset, 'msecs', 'green')\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": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[ greedy_tsp(25 × 600 cities) ⇒ 52,433 ± 1,247 mean length (100.00%) in 40 ± 3.2 msecs,\n", " nearest_tsp(25 × 600 cities) ⇒ 55,336 ± 1,228 mean length (105.54%) in 12 ± 0.7 msecs,\n", " mst_tsp(25 × 600 cities) ⇒ 60,693 ± 830 mean length (115.75%) in 51 ± 1.8 msecs]" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "compare(tsps, test_set(25, 600))" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[ ensemble_tsp_2opt(25 × 600 cities) ⇒ 46,829 ± 688 mean length (100.00%) in 856 ± 228.0 msecs,\n", " greedy_tsp_2opt(25 × 600 cities) ⇒ 46,838 ± 689 mean length (100.02%) in 208 ± 31.9 msecs,\n", " k_nearest_tsp_2opt(25 × 600 cities) ⇒ 47,489 ± 625 mean length (101.41%) in 303 ± 29.5 msecs,\n", " nearest_tsp_2opt(25 × 600 cities) ⇒ 47,586 ± 645 mean length (101.62%) in 204 ± 48.8 msecs,\n", " mst_tsp_2opt(25 × 600 cities) ⇒ 48,346 ± 598 mean length (103.24%) in 255 ± 38.4 msecs,\n", " greedy_tsp(25 × 600 cities) ⇒ 52,433 ± 1,247 mean length (111.97%) in 40 ± 3.2 msecs,\n", " k_nearest_tsp(25 × 600 cities) ⇒ 53,831 ± 1,020 mean length (114.95%) in 118 ± 2.5 msecs,\n", " nearest_tsp(25 × 600 cities) ⇒ 55,336 ± 1,228 mean length (118.17%) in 12 ± 0.7 msecs,\n", " mst_tsp(25 × 600 cities) ⇒ 60,693 ± 830 mean length (129.61%) in 51 ± 1.8 msecs]" ] }, "execution_count": 56, "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": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[ greedy_tsp_2opt(25 × 600 cities) ⇒ 46,838 ± 689 mean length (100.00%) in 208 ± 31.9 msecs,\n", " k_nearest_tsp_2opt(25 × 600 cities) ⇒ 47,489 ± 625 mean length (101.39%) in 303 ± 29.5 msecs,\n", " nearest_tsp_2opt(25 × 600 cities) ⇒ 47,586 ± 645 mean length (101.60%) in 204 ± 48.8 msecs,\n", " mst_tsp_2opt(25 × 600 cities) ⇒ 48,346 ± 598 mean length (103.22%) in 255 ± 38.4 msecs,\n", " greedy_tsp(25 × 600 cities) ⇒ 52,433 ± 1,247 mean length (111.95%) in 40 ± 3.2 msecs,\n", " k_nearest_tsp(25 × 600 cities) ⇒ 53,831 ± 1,020 mean length (114.93%) in 118 ± 2.5 msecs,\n", " nearest_tsp(25 × 600 cities) ⇒ 55,336 ± 1,228 mean length (118.14%) in 12 ± 0.7 msecs]" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "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": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[ exhaustive_tsp(50 × 10 cities) ⇒ 7,023 ± 761 mean length (100.00%) in 420 ± 34.1 msecs,\n", " held_karp_tsp(50 × 10 cities) ⇒ 7,023 ± 761 mean length (100.00%) in 12 ± 10.6 msecs,\n", " ensemble_tsp_2opt(50 × 10 cities) ⇒ 7,029 ± 761 mean length (100.08%) in 0 ± 0.0 msecs]" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "benchmarks([exhaustive_tsp, held_karp_tsp, ensemble_tsp_2opt], test_set(50, 10))" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[ held_karp_tsp(30 × 10 cities) ⇒ 7,168 ± 776 mean length (100.00%) in 10 ± 1.2 msecs,\n", " ensemble_tsp_2opt(30 × 10 cities) ⇒ 7,170 ± 774 mean length (100.04%) in 0 ± 0.0 msecs]" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "benchmarks([held_karp_tsp, ensemble_tsp_2opt], test_set(30, 10))" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[ held_karp_tsp(10 × 15 cities) ⇒ 8,282 ± 622 mean length (100.00%) in 1,000 ± 60.6 msecs,\n", " ensemble_tsp_2opt(10 × 15 cities) ⇒ 8,282 ± 622 mean length (100.00%) in 0 ± 0.0 msecs]" ] }, "execution_count": 60, "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 (within 0.1%), only much faster.\n", "\n", "\n", "# Further Explorations\n", "\n", "\n", "That's all I'm going to write for now. But there are still plenty of open questions for you to explore:\n", "\n", "* **Branch and Cut**: this is a technique to cut off a search early, when a partial solution is obviously not optimal. We saw how Held-Karp cuts off some permutations of cities when another permutation is better. A refinement on that is to keep track of, say, the best total length of the segment going through all the Bs cities. Then, any time you have a partial segment through some of the Bs cities that exceeds the best total, we can stop right there, before even finishing all the Bs. With this technique, you can find optimal tours for around 50 cities.\n", "* **Linear programming**: Look up the topic \"linear programming\" and see how it applies to TSP.\n", "* **Heuristic Algorithms**: There are many approaches for using heurisitic estimates to find good (but not optimal) tours. For example, *ant colony optimization algorithms* make random choices of which link to follow, and then the links that occur in the best tours get reinforced with some virtual pheromones, and other ants tend to follow those pheromones. *Simulated annealing* takes its inspiration from metallurgy.\n", "* The **[Lin-Kernighan heuristic](http://akira.ruc.dk/~keld/research/LKH/LKH-1.3/DOC/LKH_REPORT.pdf)** is a generalization of `two_opt` that can split the tour into more than two pieces, and considers all ways to put it back together. With such tricks, approximate algorithms can handle hundreds of thousands of cities and come within 0.01% of the shortest possible tour. 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?" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.1" } }, "nbformat": 4, "nbformat_minor": 4 }