\n",
"\n",
"# The Traveling Salesperson Problem\n",
"\n",
"The [***Traveling Salesperson Problem***](http://en.wikipedia.org/wiki/Traveling_salesman_problem) (abbreviated **TSP**) is a classic computer science problem:\n",
"\n",
"***Given a set of cities and the distances between them, what is the shortest tour that visits each city exactly once, and returns to the starting city?***\n",
"\n",
"[](http://www.math.uwaterloo.ca/tsp/history/pictorial/dfj.html)\n",
"\n",
"In this notebook we will develop several 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 for how close they come to the shortest possible tour. \n"
]
},
{
"cell_type": "markdown",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"# Implementation of Basic Concepts\n",
"\n",
"I'll identify the basic concepts and make implementation choices for them:\n",
"\n",
"- **City**: A point in the 2D plane. I'll use [**complex numbers**](https://docs.python.org/3/c-api/complex.html), which are points in the (*real*, *imaginary*) plane. (An (*x*, *y*) tuple would also work.)\n",
"- **Cities**: A Python **set** of cities.\n",
"- **Tour**: An ordered list of cities. `[A, B, C]` is the tour consisting of links from `A` to `B` to`C` and back to `A`.\n",
"- **Link**: A two-city list reresenting a direct connection between the cities, e.g. `[A, B]`.\n",
"- **Segment**: A list representing a portion of a tour that does not loop back to the start.\n",
" - For example, the **segment** `[A, B, C]` has two links, `[A, B]` and `[B, C], while the`**tour** `[A, B, C]` has a third, `[C, A]`.\n",
"- **Distance**: A function `distance(A, B)` will compute the straight-line distance between two points.\n",
"- **Tour length**: A function `tour_length(tour)` will compute the length of a tour: the sum of the distances of the links.\n",
"- **Valid tour**: a tour that visits every city exactly once.\n",
"- **TSP algorithm**: Functions 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",
"- I'm using the [**Euclidean distance**](http://en.wikipedia.org/wiki/Euclidean_distance) measure: the distance between two points is the length of a straight line between them. This measure is **symmetric** (the total distance from `A` to `B` is the same as the distance from `B` to `A`) and satisifes the **triangle inequality** (the distance from `A` to `B` to `C` can never be less than the distance from `A` to `C`). But not all distance metrics are like this. 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 measure; 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 has no algorithm that runs in a reasonable amount of time for a large number of cities.\n",
"- However, if we relax the problem from finding the \"**shortest tour**\" to finding a \"**nearly shortest tour**,\" then there are good algorithms 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:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [],
"source": [
"import csv\n",
"import itertools\n",
"import random\n",
"import time \n",
"import matplotlib.pyplot as plt \n",
"from collections import Counter\n",
"from collections.abc import Iterable, Callable\n",
"from functools import cache\n",
"from statistics import mean, median, stdev"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now the implementation of the basic types:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"City = complex # e.g. City(300, 100)\n",
"Cities = frozenset # A set of cities, frozen so they are hashable\n",
"Tour = list # A list of cities to visit, in order\n",
"Link = list # A [city, city] link\n",
"Segment = list # A portion of a tour; it does not loop back to the start\n",
"TSP = Callable # A TSP algorithm is a callable function, tsp(cities: Cities) -> Tour"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"and functions:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [],
"source": [
"def distance(A: City, B: City) -> float: \n",
" \"\"\"Distance between two cities.\"\"\"\n",
" return abs(A - B)\n",
"\n",
"def tour_length(tour: Tour) -> float:\n",
" \"\"\"The sum of the distances of each link, 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 Counter(tour) == Counter(cities)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Sets of Random Cities\n",
"\n",
"To test a TSP algorithm, I'll need a set of cities. I'll define `random_cities(n)` to return a set of `n` cities, sprawled out randomly over the map. (By default I'll use a 3x2 aspect ratio.)\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": 4,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [],
"source": [
"@cache\n",
"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.uniform(0, width), random.uniform(0, height))\n",
" for c in range(n))"
]
},
{
"cell_type": "markdown",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"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:\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": 5,
"metadata": {},
"outputs": [],
"source": [
"def exhaustive_tsp(cities: Cities) -> Tour:\n",
" \"\"\"Generate all possible tours of the cities, and choose the shortest one.\"\"\"\n",
" return shortest(possible_tours(cities))\n",
"\n",
"def shortest(tours: Iterable[Tour]) -> Tour: \n",
" \"\"\"The tour with the minimum tour length out of all the given tours.\"\"\"\n",
" return min(tours, key=tour_length)\n",
"\n",
"possible_tours = itertools.permutations # All possible ways of ordering the cities"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's try `exhaustive_tsp` on a random set of 8 cities:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((1578.6202406648765+1246.2767928219773j),\n",
" (1036.980233956616+1576.6107014815104j),\n",
" (558.1740383924393+1565.7427726109079j),\n",
" (344.11146707269916+180.47288803296357j),\n",
" (2566.090120329699+70.44697948471867j),\n",
" (2451.087716496242+277.46776710460796j),\n",
" (2992.5872150517976+1736.9347457492045j),\n",
" (1794.420727724285+1534.9273004575969j))"
]
},
"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": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [],
"source": [
"def plot_tour(tour: Tour, tour_style='bo-', start_style='rD'): \n",
" \"\"\"Plot every city and link in the tour, and highlight the start city.\"\"\"\n",
" scale = 1 + len(tour) ** 0.5 // 10 # More cities, bigger size figure\n",
" plt.figure(figsize=((3 * scale, 2 * scale)))\n",
" start = tour[0]\n",
" plot_segment([*tour, start], tour_style)\n",
" plot_segment([start], start_style) \n",
"\n",
"def plot_segment(segment: Segment, style='bo:'):\n",
" \"\"\"Plot every city and link in the segment.\"\"\"\n",
" xs = [city.real for city in segment]\n",
" ys = [city.imag for city in segment]\n",
" plt.plot(xs, ys, style, clip_on=False)\n",
" plt.axis('scaled')\n",
" plt.axis('off')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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",
"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, verify that the tour is valid, 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",
" assert valid_tour(tour, cities)\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.\"\"\"\n",
" def __init__(self, tour, seconds, tsp):\n",
" self.tour = tour\n",
" self.msec = 1000 * seconds\n",
" self.name = tsp.__name__\n",
" self.length = tour_length(tour)\n",
" def __repr__(self): \n",
" return f\"[{self.name}({len(self.tour)} cities) ⇒ {self.length:,.0f} length tour in {self.msec:,.0f} msecs]\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here is `run` in action, this time on 9 cities, and then 10:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[exhaustive_tsp(9 cities) ⇒ 8,252 length tour in 219 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": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[exhaustive_tsp(10 cities) ⇒ 7,602 length tour in 2,278 msecs]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(exhaustive_tsp, random_cities(10))"
]
},
{
"cell_type": "markdown",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"The algorithm is already starting to get slow; about 2.5 seconds for 10 cities. The exhaustive search algorithm considers all permutations of the *n* input cities, so the run time is *O*(*n*!) in [Big *O* notation](https://en.wikipedia.org/wiki/Big_O_notation). \n",
"\n",
"(Note: we could get it down to (*n*-1)! by noticing that the permutations [A, B, C], [B, C, A], and [C, A, B] are all actually the same tour, so we only need to look at one of them. But *O*((*n*-1)!) is still untenable, so I won't bother making this improvement.)"
]
},
{
"cell_type": "markdown",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"# General Strategies for Algorithm Design\n",
"\n",
"It takes Exhaustive Search about 2.5 seconds to solve an 10-city problem, so 11 cities would take 11 times as long, and just 16 cities would take over a week. \n",
"There must be a better way ... \n",
"\n",
"To get inspired, here are some general strategies for algorithm design: \n",
"\n",
"* **Brute Force Strategy**: The strategy used for `exhaustive_tsp`; as [Ken Thompson](https://en.wikipedia.org/wiki/Ken_Thompson) [says](https://www.brainyquote.com/quotes/ken_thompson_185574?src=t_brute_force), \"*when in doubt, use brute force*.\"\n",
"* **Approximation Strategy**: If it is too hard to find an exact, optimal solution, consider an approximate, slightly suboptimal solution.\n",
"* **Greeedy Strategy**: To complete a multiple step problem, first do the step that appears to be best in the short run. Repeat. \n",
"* **Local Search Strategy**: Create a solution, then check if small local edits improve it.\n",
"* **Divide and Conquer Strategy**: Split the problem into pieces, solve each piece, and combine the solutions.\n",
"* **Ensemble Strategy**: Let a set of algorithms each try the problem, and pick the best solution. \n",
"* **Stand on the Shoulders of Giants Strategy**: Find out what other people have done, and copy them.\n",
"\n",
"Let's apply these strategies to develop some TSP algorithms. We'll make a quick journey through the various algorithms, and then step back to test them on a series of benchmarks.\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"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, even if that is not actually the best in the long run.\n",
"\n",
"- **Nearest Neighbor TSP Algorithm:** *Create a partial tour that initially is just the start city. At each step extend the partial tour to the nearest unvisited neighbor of the last city in the partial tour, until there are no unvisited cities remaining.*\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"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 no 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": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"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 than the exhaustive algorithm! In a second of run time, `exhaustive_tsp` couldn't even handle 10 cities, while `nearest_tsp` can easily handle 5,000:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[nearest_tsp(5000 cities) ⇒ 154,542 length tour in 793 msecs]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(nearest_tsp, random_cities(5000))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Real-World Cities"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A tour of 5,000 random cities looks like a [Jackson Pollack](https://www.moma.org/artists/4675) painting. I thought it would be fun to work on some *real* cities. I found a [list](https://raw.githubusercontent.com/norvig/pytudes/master/data/latlong.htm) of over 1200 cities in the USA with latitude/longitude coordinates, in the following format:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"85.85,33.58,Anniston,AL\n",
"85.44,32.67,Auburn,AL\n",
"86.75,33.57,Birmingham,AL\n",
"87.25,32.9,Centreville,AL\n",
"85.45,31.32,Dothan,AL\n",
"85.72,31.28,Fort Rucker,AL\n",
"86.09,33.97,Gadsden,AL\n",
"86.77,34.65,Huntsville,AL\n",
"86.37,32.38,Maxwell AFB,AL\n",
"88.25,30.68,Mobile,AL\n"
]
}
],
"source": [
"! [ -e latlong.csv ] || curl -O https://raw.githubusercontent.com/norvig/pytudes/refs/heads/main/data/latlong.csv\n",
"!head latlong.csv"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I define the function `parse_cities` to extract cities from this format (by default skipping Alaska and Hawaii):"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"def parse_cities(rows: Iterable[tuple], skip=('AK', 'HI'), long_scale=-48, lat_scale=69) -> Cities:\n",
" \"\"\"Make a set of Cities from the CSV file of \"long,lat,city,state\", skipping the given states.\"\"\"\n",
" return Cities(City(int(long_scale * float(long)), int(lat_scale * float(lat)))\n",
" for (long, lat, city, state) in rows\n",
" if state not in skip)\n",
"\n",
"USA = parse_cities(csv.reader(open('latlong.csv')))"
]
},
{
"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 on a globe 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",
"Let's find a nearest neighbor tour on the USA map:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[nearest_tsp(1088 cities) ⇒ 53,364 length tour in 50 msecs]"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(nearest_tsp, USA)"
]
},
{
"cell_type": "markdown",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"# Greedy TSP Algorithm (greedy_tsp)\n",
"\n",
"The Nearest Neighbor Algorithm follows 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 not an endpoint; 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": 17,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"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": 18,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"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": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"Here is the greedy search in action:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[greedy_tsp(1088 cities) ⇒ 51,129 length tour in 146 msecs]"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(greedy_tsp, USA)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Both this tour and the one from `nearest_tsp` look good in some parts of the map, but there are a few very long links. Could we fix them? The next section shows one way to do that."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Local Search Strategy (two_opt)\n",
"\n",
"In the following diagram (from [wikipedia](https://en.wikipedia.org/wiki/2-opt)) we see the top tour has two crossed links forming an ╳. In the bottom we see the same tour with the ╳ uncrossed. The bottom tour replaces two longer crossed links with two shorter links, thus improving the tour. \n",
"\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We'd like to avoid results like the top tour. Could we modify a nearest-neighbor search to avoid making mistakes like the crossed links in the first place? That would be hard. When the tour gets to [a, b] it is not obvious that [a, b, e] is a mistake. it is only 3 links later when we make the [c, f] link that the problem becomes apparent. So, rather than tackling the difficult task of **avoiding** mistakes, the **local search strategy** says to go ahead and make mistakes in creating the initial version of a tour, and then do the easier task of **fixing** the mistakes. \n",
"\n",
"Why is it easier to fix the mistakes? Because we can't easily answer the question \"is it a mistake to extend [a, b] to [a, b, e]?\" but we *can* easily and definitively answer the question \"does replacing [b, e] and [c, f] with [b, c] and [e, f] make the tour shorter?\"\n",
"\n",
"When we are dealing with **Euclidean distance** (or any **[metric space](https://en.wikipedia.org/wiki/Metric_space)** for that matter), then by the [triangle inequality](https://en.wikipedia.org/wiki/Triangle_inequality) we can see that anytime there are two links that cross in an ╳ pattern, we should uncross the ╳. There can also be cases that don't involve an ╳ but still result in a shorter tour when you swap the links. You can think of this in two ways:\n",
"1) Break the links [b, e] and [c, f] and replace them with [b, c] and [e, f] (whenever this makes the tour shorter).\n",
"2) Reverse the segment [e, d, c] to become [c, d, e] (whenever this makes the tour shorter).\n",
"\n",
"In the literature of TSP, this kind of improvement is called [**2-opt**](https://en.wikipedia.org/wiki/2-opt), because it involves deleting two links and replacing them with two optimized links. \n",
"\n",
"I'll define `two_opt(tour)` to consider various segments, and reverse a segment whenever that improves the tour. What segments should we consider? I don't know how to be clever about that, but I do know how to use **brute force**: try every subsegment. (I have an intuition (from experience with [simulated annealing](https://en.wikipedia.org/wiki/Simulated_annealing)) that trying longer subsegments first would be better, so I'll write `subsegment_indexes` 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": 20,
"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) # Don't mutate the input 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 be clear, `subsegment_indexes(5)` gives a list of the start and stop indexes of every segment in a 5-city tour that is from 2 to 4 cities long:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"assert subsegment_indexes(5) == [(0, 4), (0, 3), (1, 4), (0, 2), (1, 3), (2, 4)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's see how much 2-opt can improve tours:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"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))\n",
"\n",
"def greedy_tsp_2opt(cities) -> Tour: \n",
" \"\"\"Run the greedy_tsp algorithm on cities and apply two_opt to the resulting tour.\"\"\"\n",
" return two_opt(greedy_tsp(cities))"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[nearest_tsp_2opt(1088 cities) ⇒ 45,105 length tour in 676 msecs]"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA7YAAAJOCAYAAACDTJtYAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsfXd4FcX390kChF4SQ40CooDYEbtgQ8WuWMGKvYsiFr6oYMMOCFawIYgCwd4RUVDsolhQUHoHqQIhN/e8f5zfvHNzs2Vmd2ZnN5nP8+xzk3t3Z87uTjn95CAigoWFhYWFhYWFhYWFhYVFQpFrmgALCwsLCwsLCwsLCwsLizCwgq2FhYWFhYWFhYWFhYVFomEFWwsLCwsLCwsLCwsLC4tEwwq2FhYWFhYWFhYWFhYWFomGFWwtLCwsLCwsLCwsLCwsEg0r2FpYWFhYWFhYWFhYWFgkGlawtbCwsLCwsLCwsLCwsEg0rGBrYWFhYWFhYWFhYWFhkWhYwdbCwsLCwsLCwsLCwsIi0bCCrYWFhYWFhYWFhYWFhUWiYQVbCwsLCwsLCwsLCwsLi0TDCrYWFhYWFhYWFhYWFhYWiYYVbC0sLCwsLCwsLCwsLCwSDSvYWlhYWFhYWFhYWFhYWCQaVrC1sLCwsLCwsLCwsLCwSDSsYGthYWFhYWFhYWFhYWGRaFjB1sLCwsLCwsLCwsLCwiLRsIKthYWFhYWFhYWFhYWFRaJhBVsLCwsLCwsLCwsLCwuLRMMKthYWFhYWFhYWFhYWFhaJhhVsLSwsLCwsLCwsLCwsLBINK9haWFhYWFhYWFhYWFhYJBpWsLWwsLCwsLCwsLCwsLBINKxga2FhYWFhYWFhYWFhYZFoWMHWwsLCwsLCwsLCwsLCItGwgq2FhYWFhYWFhYWFhYVFomEFWwsLCwsLCwsLCwsLC4tEwwq2FhYWFhYWFhYWFhYWFomGFWwtLCwsLCwsLCwsLCwsEg0r2FpYWFhYWFhYWFhYWFgkGjVME2BhYWFhYWFRGeXlANOnAyxfDtCiBUDXrgB5eaapsrCwsLCwiCesYGuhBJYBs7CwsFCHyZMBbrwRYMkS/l1xMcDw4QA9e5qjy8LCwsLCIq7IQUQ0TURVRHUS9CwDZmFhYaEOkycDnHkmQPbunJNDn5Mm2bXVwsLCwsIiG1aw1YDqJOhZBszCwsJCHcrLAdq0qbh/ZCInh/aT+fOrrrLUwsLCwsIiCKxgqxjVSdCzDJiFhYWFWkybBnDkkf7njR8PcO652smxsLCwsLBIDGxWZIUoLydLrZOqgH3Xty+dVxUwfbq7UAtA97x4MZ1nYWFhYeGP5cvFzuvVC2DXXQGuuYYUquvW6aXLwsLCwsIi7rCCrUJUN0FPlAETPc/CwsKiuqNFC7HzcnMB5s0DePppgDPOACgsBDjgAIABAwCmTgXYtk0vnRYWFhYWFnGDzYqsENVJ0Fu3DuDVV8XOFWXULPxRnZKSWVhUR3TtCtCsGcDKlc6/sxCPWbMAZswAmDKFjj/+APjuOzqGDAGoXZva6t6djn32IWHYD3aNsbCwsLBIKmyMrUKIxkZ99hnAEUfopkYPEAEmTCCXazfGi8HG2KpF3JOSWYbYwiI8UimADh0A/vmn8m9euRqWLgX49FMu6GYrUAsLAY46ioTcY44BaNu2cvtxX2MsLCwsLCy8YAVbhSgtBWjSBGDrVvdzioqIaahVKzq6VGH+fIrn+vBD+r9jR4DzzgO46y763ylhVlVKlmUScU9KZhliCws1eOABgP/9D6BuXYBGjSoKqDvuCDBsmP+cQiQL7iefkJA7bRrA5s0Vz9l5Z27NPeoogM8/j/caY2FhYWFh4Qcr2CpCKgVwwQUAr73mf27SGP6yMmKm7r6bhPZatYjxuu02gPx8Z6EGAOD66wGeeMIIyVUKcc8+HXeh28IiKfj1V4DOnWnNHTMGoHdvNV4QZWUA337Lrblff017ViZq1qTznGB6jbGwsLCwsBCBFWwVIFOorVkT4OabAcaN8xZEAOLF8Lu5kX77LcAVVwD8/DOdd8QRAM88Q65ybtd/+inA888D7L03wE8/8fu1kMeSJQDPPQdw773+55pwcY+70G2hD9b1XC1SKYCDDgL44QeAk04CePttfWvnpk0AX3zBBd1ffxW7LslhNBYWFhYWVR9WsA2JbKH2tdcACgoo+/H11wNs2OB8XZwYfieLa8uWJJh++CFZ4goKAB57DOCii/yZrX//JZe5LVuIaTr6aL30VxWUlwPMng3w5Zf8WLRI/PpXX6USIFGiOsSVW1SGdT1XD+aC3LgxwG+/0RocFZ56CuDaa/3PM7HGWFhYWFhYiMJmRQ4BJ0utk0uuEzJL/5hk+N3cSJctowOA7vGxxyg+WAQFBQB9+gA8+SRdV5UF2zBWq82bAb75hguxM2eSJSUTubkA7doBzJ3r356J7NPVKRO4BcFtzVi6lL6PkydKUvDrrwCDBtHfTzwRrVALANCpk9h5NsO9hYWFhUWcYS22AeEk1D78cGVmzw8mNeB+bqQAJMwuXy5vVZ43D6B9e3oev/0mzjglCbJWqyVLKlpjf/6Z3kEmGjQgd8RDD6XjwAMpiUybNiQ4uI2v4mKABQuit/6LWmzffx/g+OO1k2OhGSJrxo47xsMTJSmI0gXZDdu2kULSLfFhnDyMLCwsLCws3GAttg7ws8I5uR/feKO8UAtgVgM+fbq/dXn16mBW5V12ATj1VIA33wQYOhRg1KigVMYTflarCRMAdt2VBNgZM9zdinfaiQuxhx4KsOeezozj8OHUbk6O8zjbfXczDGfXrsTwegndAABXXUUW/JNOio42UdhYUWds306CzNy5/PjmG/81Iw6eKEnCww+TUNu4McCzz0Yv1JaVAZx/vrdQC0AJBO28sLCwsLCIM6zFNgt+VrhsoXbiRCrJIGK1ykQcNODjx1PWTT8EtSrPmEFCQn4+wMKFAM2aybcRR4hYrZwE0Nxcils+9FCAww6jz+Ji8X6dxmZRESkfAGhMnnOOeHuqwIR8gIr3zJ7BDjsArFlD351+Os2lHXeMnk4nJDFWVKUgXl5Oc5MJrn/9xf9esKCyR4Eo+vYlhZaFN7KzIF9wQbT9l5XR2l5SQtnub7mF6MicD6IlhiwsLCwsLEzDCrYZcLPCMdx9N9UGnDCBC7WnnkoZkM8/X7yfuGRF1p34B5Fc7L79lmrdDh4s30YcIfrc6tThAixzK27QIFzfTkLN3XcD3H8/tf3DD2QpjhpOAiJjiI87DuCeewAef5wUQ/Xq0f833ABQw6DPiKoyRVFafIMI4uk0WdSzBde5cwH+/tu9xAsAvatdd+VHeTnAQw/50xk0hCEMystpbk6bRv8fcQQdcbUymnZBzhZq33gD4IQTrAeDhYWFhUVyYQXb/4OIFY4hL4+YgVNPpf+HDQO46SbxvuKiAWf37OZGqsKq/PrrAOeeS1a7RYtI2Es6RC3dY8cCnHeefnpSKUrQ9cUXAPvsQ0moatfW3282ysspAc599wHssQfArFkVx83s2QBXX01u2QBkvX7mGWLuTdCqokxRlBZfP0F81CgSPrOtr/PmUQylG/LzKXSgffuKQmz79gDNm1cUtsrL6TtmgfdClJmwJ0+msmRr11b8vrCQymWZXmsZnMqimciC7CbUWlhYWFhYJBpogYiIn32GSCyj2FFSwq8dO1bsmmuuoX5SKVN3WRklJYg5OXRk0sq+y7zPICgrQ2zdmtp89lklJBuH6Fj57LPoaFq6FLGoiPq9+uro+s3G998TDc2aOf9eXo44ejRiQQEfZ1deifjvv9HSKfoOe/dGHD8e8bffaCxngs2d7GtUzZ1MpFKIxcVya1TmUaMGYocOiCedhHjTTYhPPYU4ZQriwoX0TmTQt69Yn6++qu7+vVBSIrdem0JJifM7vP76aOnYvh3xjDOo71q1EN97L9r+LSwsLCwsdKHKW2xF3KrWrwe45hqyxIkg25qT9Fqeuq1OQ4dS1ugOHQB+/51iTZOMKCzdQfDxxwA9ehBNpuJtN26kmHMAquHcsKHzeatXA9x6K8BLL9H/TZuSq3Lv3tG4Y4pa3TORn0/ZvffaiyzSDz3kbrlUPQZE15gWLYg+ZnFl1tfWrdW5fcdpvSsvp3tbutT7vLBZwzP3kaZN6btVq8Rddb3CXHJyogtLsZZaCwsLC4sqDdOStU44aciLi7n2fsECsl7Urx/MCsIsciLWlOJispC8+mr8rLaIRM/UqWTZAUCcO1dd2xs2IDZsSO2+8466dk1Ct6U7KP73P6KjQQPEv/4yQ0PTpkTD99/7nzttGuJuu/Hnd9RRiHPm6KdR1GJ78smIBx+MWK9euDUiLF59NT5W0lQKsUULdxpychB33DGaNU7G02bq1GB9uFlanfYUJ/jtD1E9rzhYalMpemdx3QctLCwsLJKNKivYerkJAiAeeihiXh7/vlMnxCZNnK8RYSLdBB12NG4sxwyZwq67En3Tpqlt95ZbqN0jj1Tbrkk4Mbw77mj2vZaVIXbrRrTssw/i1q3R03DoodT/+PFi55eWIt5/P2Lt2pzpvusuvbQzYcNtvmYLG+XliH//jTh5MuKgQYj77x+toBkn9/dUCnGPPdyfW5SKHVGBHwAxPx9x993JHfv66xEfe4ze508/Ia5f79y+2z4ics+lpYizZyPeeaf5dxcHodZP0WxhYWFhYREWVVKwlYlHO/poxA8+QEynxZgYL0bEaeNmFlDTDKAouncn+l5+WW27CxdyRcKPP6pt2yRSKcRnnqH72mGHeFggTMfb9ulDfd9zj9x1f/+N2KMHnyO77IL48cd6aEQMFyMbtaCZStH48hKuorKSPvAAFxSbNzer2JHNjeB1NGmC2LkzCYC33II4YoT3M89+/oWFiAMH0vUdO1ZUnIocuqztcRFqo4pHt7CwsLCovqiSgq0oszNqVOVrS0oQW7XyZ2LcmMhMV6spU+LjsieKSy4h2u69V33bvXpR2+edJ39tnF3YlizhSgzZRDy68NFHnJF87bVo+2aCz/nny1+bTiNOnIjYsiWfJ716IS5frp5ORJrv2conEeFM1uIbFnPmINapY15J9vXXXGB74QXz8zKV8l+vAehd/f474ocfIj79NOJttyGefTZZ3kWF1yBHw4YVXe29Dh0W2zgItXFxxbawsLCwqPqokoJt2Hi0VApx8ODwTGSc3AdFwe77ssvUt80y5taogbh4sfh1cXdh276d07VqlWlqOAYOJJqijredOJH6PfDA4G1s2IB4442IublcQHjySfXM74oVFRVdMsKZLitUtrC4Zg1i+/bUdseOlQU5nVbSTFrefRexTRvq85xzSAkRB6jIirxxI+IvvyC+9RbisGE09jp3lhdkjzgC8fHHSYBevJieUdRKEIY4CLWIydwHLSwsLCySiSop2KraSMPGUMYp4YsoXnyRaDr2WD3tH344tX/rrZV/c7L+JMWFjVl9fvnFNCUcZWX8eUcZb/vzz9RnQUH4tn74AbFLF/7e99+fvlMFJoTvtVew60tKyCVXlaDptOaw2OPiYhLEo7KSuiVNKipCXLdOT59BUVJCrsDZtBYWBn8XQdyc3faUqJPNxUWoRUzmPmhhYWFhkUxUScFWpYY8DBOZRE311KlEU4cOetp/6y1qv1EjspKw59u3L48LZUerVs7Mqm5LRxCwZDo6Y0KDwES87X//8Xe0Zk349lIpxJEjeWbt3FyyqG3YEL7t66+nNq+7LngbO+9Mbdx5ZzhB0y/G/+GHg9Oompa4KJQykUpR+EeDBkTjiBHh1ga/fUR2LYoq2VychFpE8X3wvvviE8phYWFhYZFMVEnBFtE7S3FUlr5UigS4JAhmDPPmEW116uhxNSwv526VPXqQVU/WKpJ9fPhhcHpUWb+OOYZoUZ10SwVMxNsyd9mZM9W1uWwZ4rnn8vfesiVZXMOM0733prYmTAh2fXk5CQ8AVD4sKEQS3kW1ViQ9JpJ5KaiwAPplu2fPQ3RP0W1tj5tQiyinIOjYEXH0aMRt25zbiWueBQsLCwuLeCDXdB1dXejZk4ret2pV8fvcXIDXXqPfdeOrrwA2bXL+LSeHPocNA8jL00+LKIqLibatWwHWrFHffm4uwBFH0N8ffgjw77/h2zz+eIAOHQDOOAPg7rsBJk4E+OMPgLIy7+smTwZo0wbgyCMBevemzzZt6HtZNG9OnytWyF+rG8ceC/C//9Hfl18OMHeu/j533ZU+VfbVogXA+PEAH30E0K4dwLJlAGedBXDiiQD//CPf3rp1AL/8Qn937RqMphUrALZvpzmcvdbIYPp0gCVLvM9ZvJjO0w0/WhCjoyUIdt6ZPoOMiWy47SOZKC6mc0T2lLw8Wv969aJPlWt/WRm1W1ICUKsWwBtvAJxwgrr2gyIvD2D4cOffcnLoOO00gEaNAObMAbjsMlqHhwyhOQqgdq22sLCwsKi6qGGaAJ3o2RPg1FOJAVu8GOCGGwDWrweooemuy8upr+XLAfLzAa69FiCdJiZj+/aK5zZoADB6dDQCtgzy80lIW74cYNEigKIite1Pngzw3HNq20QE+OsvOjIZnVq1SODdY4+KR5s2AG++CXDmmXRtJpYupe9FGVWGOAu2ACTwf/EFHcccA/D00/R8Vq0igbFrV7VMdvv2ANOm0TtRjWOPBZg9G+DBB+n44AOA3XcHuOsugH796L5E8OWX9P7bt+fvTxYLF9JncXG4dWX5crXnhUGcaAkClYItQMV9ZPlygKZN6Xtdc0cEmXtNixYABx0EcP758RNqGZiC4JxzAFIp/n1xMSl3e/YE2LiR9sShQ0mxMmAAwAMPkALgvffUrdUWFhYWFlUXVVqwBeAacgCy4g0ZAvDUU+o3wsmTAW680dnSkS3UAtAmfvXVRF/cNuXWrYlhWrgQYL/91LVbXk7PSBVycogxmjmT3u2vv/Ljt98ANm8mAWj27IrX1apFCodsRgmAvsvJAejbl5hZUYY17oLt229z6+nChZWZ3uJisqqoGos6LLaZqFMHYPBgst5ccw3A1KnECL/yCsAzzwB06+bfxhdf0KfIuW5ggm3r1sHbACDhROV5YRAnWoKgbVv6VCXYAlTcR0zDaa+pU4e8bOIo1DJ07cqF2ueeozUiUynQsCHAzTcDXH89eVU98git3e++69xe0LU6KmQrH0woQCwsLCyqG6qsK7ITrrySNsJPPwX480917U6eTJpjP1fCbKxdS9fpdqcqLyfr2fjx9Fle7n3+TjvR56JFaukQcbcURaYrd6tWAN27E4MzejTA118DbNgAMH8+wDvvAJx3HkDduvza7dsrWg2yEcTVkjH5cbRisfHpRRuzfqgai7oFW4YOHQCmTAEYO5YsaX/8AXD44QB9+gCsXu19bZwE265dSbnghpwcgB13DO4yLUuLl+ttlLQEgWqLbZzgttds3Uqft9yiX6iV3U8YZs6kz912o5AIN1fsmjUBLrgA4OefAR56yLvNuLrFW9dpCwsLCzOoVoJt69YUjwdAVh0VYFZIJ+ufCBBJIBNlDmQRZINlTDpj2lUhiNCXkwNQWFiZ6feLa8vNpfvcvh3g1VcBtmyR71uG3rhabEXHJ/td1VjMFGyDzg1R5OSQ8mLOHFJeAQC89BJAx44Azz9P1vlsbN4M8MMP9HcYwXbBAvoMK9jm5QHcdpvzb1HH4+fl0bOLAy1BwATbxYudvWWSCpG5/Mor+vYSgHAC25df0uehh4r1xRQoIoiTQtFN+aBaeWhhYWFhURnVSrAFILdFAGJ8gwg72VBhhdSlcZbdYJkmftUq+l+1YCvrusiY6OeeIwHis89ISP3sM7LG+rnNhlU6yNAbV8FWZnyqtH60a0fvb9MmgJUrw7cngiZNSGH11VcAe+1Fickuu4wE119/5eeVlwM8+yxZ7Zs29baU+kGVxba0FOCFF+jv/PyKv8kkJ1KBt94irxaAyjH2UdMSBE2bkocGovo1zCRMJxgLK7DJCrYAyXOL99pzVCsPLSwsLCwqo9oJtscdRzFY69dTHE8QZLpiMQYwLObN8+9Lxu1LdoPN1MS//DJ99+67arXLzN2SCax+yGSig2QTDap0COJqyRir9esBtm2T71MXglgyVFg/8vO5sBdFFuZMHHwwWWMfewygXj1iqPfdlyyir75K4/yWW+jcVavCuQiqEmxvuw3gp58AdtiBnpesEkcVVqwgZQAAQP/+NBZM0RIUOTlV0x2ZeQf4QYf1MqzAVloK8P339Pchh4j367dnxM0tPukZxS0sLCwSD9P1hkzgwQepZl6XLvLXlpT415sMctSogXjqqVRn9L//3PsqLvaul5hKIf7zD+JDD4n1++mnvFaj2zlBa3y6PT+vupANGyL27aumTuGrr8q/B5malJlIpxHz86mN+fPD0a0Sn30m/ww++0xN36y27/PPq2kvCBYtQjz9dH3vvF49auOvv4LT+PbbnJZ33w3eTlik04jHH0907L23cy3RpOCUU+g+nnrKNCXhsWoV4t1309qoc/561YkVXUfc+v7yS/q9qEi+7nQcatKLQnTPUVFj2cLCwsKiMqqlYLtqFRWvB0D89lvx6/wEwDBCbeb/9eohdu3qzYSPHo34+eeIo0Yh3nor4mmnIXbqxO9Lpu+aNb3PyctDnDhR3fN3EtgLChAHDw4vzDKUlyNefLH8u9hxx+CMUuvW1MbMmWruQQVSKXrWIuM2J4fuX9U7uOYaave229S0FwZvvEHjWOW9r1nDr9+6NRhdS5YgFhZSG337BmtDFZ56iujIz0f89VeztIRF3750L7fcYpqS4Jg7F/GqqxBr1664FuuYv35K1OeeCyewPfII/X7qqcGehZtC+YUXgrUXBm4KgNWrEY8+Wuw5qVIeWlhYWFhURJUv9+OEoiKAs84CGDeO6nnuv7//NWHjNd2QkwPw+uuUbGf8eDoWLHB3VWL9M3dBJ+Tnk2usiOuaV3ZghvJyel4lJWrcELPrQqouhbBhA8CFF1KJGy/k5FD215deUlOTsnlzck2NU5xtXh6V8TnjDO/zdCQFat+ePqN2RXZC48bebvyI3EVQtKwLc0Nu3hygdm2xazJLgDRtCnDPPZQdfd99qSavKfz5J9UABqBMtLvvbo4WFUiyK/LXX1Opmzfe4Ot9ly7kGp6TQ7VgASruRWHmL4udzd7bli6ldWO//QBmzRJryy3WNUh8bSYy94xlywDuu48yoIu6Z6uCU6ml4mJ6J2PG+GdiZyXq4uI6bWFhYVHlYFqyNgXmGlW7NuK///qfH8Sl0+8oLKxsHUynEUeOFLu+eXPE445DvP56xBEjED/6iNxgUyl/S11ODv3+6KNy1kxV1jxd+O03xPbtueXp2mud3diCup964bTTqO2nn1bXpgr89Ze/xTaMpdoN771Hbe+5p9p2g0CHi2BJCV1z4IHi5ztZnWrXDufKHBbbtyPutx/R0r07eTskHe++S/ezzz6mKRFDeTnim28iHnpoxbFx4omI06ZVdN91GkdB5y/bJ0Tmhpdnj5e1OJ0mF2QA2ndVYOJEvoey0B3dEPHY2n13CgOKas+xsLCwsKiIammxBaAEM3vtBfDLL2Sxu+km7/NVJuTIyQG4+26AgQMra9dzcgAKCsTaefxxSqbkhuHDSROfk+Os3R8+XLwvAHmLVtSYPBngoouolMuOO9L/XboAHHWUs5Z92DC1iXBYZuQ4lZ4AIKsgItW3ZAmBmjal31RYqt3ASv78+Sd5R7RqpacfEejIriqTOMrNKgZAycZmz+bPK2oMHkzJtpo0obUwtwqkFMy02CKKJ6yLGtu2kaXvsccA/vqLvqtVC+D888mC3qlT5WtUeryIJth78UWAhg1pDANUHseIAIMGOdMwbx5ZMmvVIuuvCpx+OiWBnD+fnt9VV6lp1w0iHlsNGwJ8+y1l5N5ll8p7TqNGVH4s7snXLCwsLBIN05K1STz9NGlSd90VcepU56QZDKottl4xNmETdWTCT7svo7GXtWhFhVQK8Y47OI1HHEFx1NnnuCVGUYVBg6j/K65Q33ZQ/P47Ym4u0fX999H2/frrlcePX/IzXRDxYJD1SLjxRrq2f3+xvoNYu3Rjxgw+PlTG0ZvGli38+a5ZY5qaylizBvGeexCbNuV0NmqEePvtiMuWRUeHrCeD037CckQcdJBzrPmLL9LvhxyilvYnnuD7t+65E2RPZnvOuefSbyedpJdGCwsLCwusnsmjGDZurJiYw4v5lknCE1ZAVM2E+wl1zKVSlTAdJdauJXdsRt/NNyOWlZmhhSXf6dxZn/AsC8ZUBU3aEhRubnsm3fHcsqsGpYm5no8c6X2eSkWVSmzYgNi2LfV94YXR9h0Fmjene7v33vjMx7//RrzuOsS6dfl732knxKFDaT+KGmEENraf/P47YpMmdF6vXpWzHl9+uZgCSBabNvF+33hDbdvZCBPK8MMP9Fv9+uT2b2FhYWESURh6TKJaC7ZuAp0bo+tXqkbm8GNiVTPhfpgwQV/GTV2YNYsz5nXqmLUml5Tw7LZeCpIoMXs2Hz8//RRdv3G2UKqMT9x3X7rer0RPXEuAsKzhbdqQkFuVUFJSOUO87vnoxSx88w3iWWdx6zgAjZ9XX5VTxKlmSFTN1alTueV28OCKv3XqRN+/+WY4Wp0wYAC1feih6tvOhIwCIPsdbd+OuMMO9PsXX+il08LCwsINqRStzwUF8eJVVaPaCrZBN/SSEsRWrcIJtaJMvUomXAQsIYeooG8S48aRMAtAwu2sWeZoiaN1EhHxzDOJjjPOiLbfuFooGVQJB2xzmD3b+7w4Po9Jk6jP3Nyqx2ybmI9u5XLuuAOxW7eK3/foQfXDg9Rzla1rLgKnkIEgz2vUKH7ta6/RvHrrLf7d8uXh6HTCsmVcgaGzzJqIx1ZeHjGNTu/osMPo74ED9dFoYWFh4QYn40tceFXVqLaCbRhmc8qUcIKtzOCJ2mUgamFaFmVliDfdxGk77jhyRzaFuFonZ83i/fsJXqoRVwulSmzcyO/Dz4VUR3yvLDLXkYkTuQvnHXfo6zO73yjWLxPzUSRbbs2aiBddhPjLL5XpFXk+OoX1Z57hSo6w6/7NN/P7zYwfViWEO6FPH2r/zDPVt50JLy8qr3ef+fsBB+il0cLCwiIbIuGGcfTKDIpqK9iGYb5Fr80+8vKSkaAlDv73TjSsXEmJodjzHDDA/CSMozUOkWJqARDPOSfafhHj+0xUYvZsuocmTcTOlw17UAm3MkNt2yKWlkbbrw7hJp0m5davvyI+8ki0Y08k+V6DBogLF1a+VvT56BTWt2xBbNmS2hk6NPy6n0rx0lFRjfVff+WC+d9/q207G26K3zFjKsZNewm3JhWxFhYW1QuyCWKTzJcxVNtyP2HKf8iUBMnE+PG8XEKckZdntqTP5MmVSyU0bUolF9auBahfH+Dll+NRNkG0tE+UJYB++AHgrbd4Wamo0bUrlVNyKyOSk0O/d+0aLV0qIVPqB4DGart2AH//XfF7HWWnMuFVZmjBAoB339XTt1u/S5fS95Mm+feLCLBuHc2dZcv4Z+bf7LO0VI4+VfNRpFzOpk1Udminnfh3fs/nvvuofNicOQBffundB2LwUmxPPknPb6edAK6+GiA/X+56J7g9W0Sa+337UrkiVWW/dt8d4PjjAT74gObSE0+oadcJbqWWpk8H2LLF/brM9/zppwBnnaWPRgsLCwsG0ZJuDHErVxkE1VawZcz30qXOTJ8X8+13bTZ23FEv81qV4MbwrVpFny1aAEyZ4lzf0QRElRxPPkkC+fHHA9TImnXl5WpqUjIwYbZ3b4DddgveTlDk5QFccgnVz80Gqyc6bJiZeraqICvYfvstCbU1awJMmACwdau++sEMIrU3VQsZfv0y4eaGG6jW58qVzoIq+1tGYC0ooFqiCxb4nxtUOZmNIIotv+cDAPC//+mjhWHDBoAhQ+jvQYPUCLXTp9O7c0MYIdwL/fqRYPv883QvMvXZZeGk+JV59p98YgVbCwuLaCC7L6jaG02i2gq2eXkAw4eTEJWTU5HJ8GO+/a5FBBg8GGDXXfUzr1UJIox4bi5Ahw7R0eQHUSXHl18CnHIKjYeLLiLBb9ddna3TxcU0vmQUIUw4nj4d4L336DmZsNYy/PwzfdavD7B5M/9et4UyKjDBtk0bsfNHjqTPXr0ATjtNB0WV4aep1SVkiPS7dCnA3nuLtVdQANCyJc2dzM/Mv5s3B6hdm+ZBmzbBFJZBEMTzR1SDvt9+AIccQjSLWCG/+w7g7LP5XuOnMHvsMYB//wXo2BHgggvE7sMPpjxYjjoKYJ99AGbNAnjmGYABA9S27wcZZvDjj7mCx8LCwkInZNamHXdMtifd/4dpX2jTCJMsKY6JloLEx8YhphYxubGZfqWZhg6lpCqs5AM7WBmMsLFoTuOwbl1z43DhQp6IZvbseIwt1TjnHLq/xx/3P3fVKp659Ztv9NPGYCqJl2i/9eoh7rEH4jHHUGKl229HfOIJytj85ZeI8+cjbt0q33+UpdKCxL/KvheZGur77IM4fbp//O7KlfT8Aeh5q4LJNXzsWGq7eXPEbdvUt+8FkQRxxcWUVAsA8c8/o6XPwsKieiKV8o7/z1yj4pIkNiyqvWCLSC++fn16uS+9JMd8x0UoRAyWrCWqBC8iSHI2XRElR2kpMZHHHy+WSVMkIUwcSw3dcQfRcNRR0fcdFQ48kO5R5Pk+8ACdu//++unKhCkhIw4KqiiVjrKJwYI8Hz9h/ZJLEBs39l9TGD19+9J3++0nX3bICyYzgG/fzt/5rbdGvyeLKFSOOoq+GzEiGposLCyqN+67z3+vyc1FnDDBNKXqYAXb/0O7dvSCZ8wIdr1pATeIgBM3oSgODHEYyIyBCRPC32scSw1t3cot01VF++eE5s3pHr//3vu8sjLEnXaic196KRraGEwJGXEob8ToiGJNXr+eMt5n36ebIB30+fgJ66tWIV52mb9w26IFtxx+9JH65xGlxTwbF15Y+Z6jVNQ61bnPfEcPPkjfnXxyNPSogmn+xsLCQg7pNOKgQWJ8Zpz56iCwgu3/Yf/96eW+/bb8taatniLpvHfYAfHNNxHfeYeON990L9ZsSiiKC0OsG+XliNddJ7bYeFmnRRUBQ4dSGQyd7nmM8bn6auqzVSsS6qoiNm/mz/bNN73H4xtv0HmFhcHcasPCTchg80nXGmVSuIkar79O99a+vTjzH1Sp6CdgiK4JAFQ6TaW1Nvv+og7TiYui9vffqd/8fMSpUyu+ox9/pN/q1ycLcxJgmr+xsLCQQzpN5TBF9wI/XjNpsILt/6FHD3q5slaVOGymMsyM7BG1FseLEQdIvrvEJ58gdu6s5vkHqafcrBlily6IPXsi3ngj4qOPEmM+cybikiXBlAZOjE/DhlWT8Skp4dZaESave3c657bboqUzE251bJ97Lvp+Tecg0IHzzqN7699f7rp77638TsI+H5k1YciQ4P2IIEorX5y8Vz79lPrs2LHyb+Xl3KPlrrvib/2MA39jYWEhjnQasV8/PlevuSaevL5OWMH2/9C7N73cxx4TvyYum6koM9OuHeIBB9DBXK/9DhNaHDdG3E+IiDN++gnx2GP5fdSvT8JfGOu0qEKjVSvE2rXFzq1Rg1xnDzsMsVcvilUbORLxrbfI2rB6dUUrT3VifGTv9Y8/6PfcXEqEZBJMyBg3jhI2AZB1PYp+2fpUo4YZq7VOlJUhNmlC9/fFF3LX3nMPXXfEEeqEPxklZ1Wan3EKY3n5Zeqre/fKv5WUINapk4w9LS78jYWFhRjSacTrr+dzdOTI6uMJmQkr2P4fmGvo//4nfk1cNtMgdMhcYyK+ZuJE90mYJIZs/nxu0QGg2LYbbqB4uLDumjILVjpNQumPP5L77IgRJLT26oV46KEkzDrFCToddeqQ2+VRR3ln26tKC2YQJo9tMKecYo5uJ3z+OR+L//yjv790mpQ4AIi//KK/vygxbRrdV2GhuOs9W09ZVvSRI9XRI5NBuSrNzzglHrz/furr4osrfp80JWBc+BsLCwt/lJcjXnklX1OefZb/Vp1CgxCtYPv/cffd9KJFrRjz51N22zhspkGYbhEGKC8Pcfjw6ONrqoKmePVqyjzKyrwAkBD5998VzwvrrqlywUqlyB35q6/IPfnRR8ld+fTTyX25WTOx8V4VGR9ZJm/jRsQGDei7jz82SbkzjjnGmfnWha5dqb9XXommv6hw8810XxdeKHa+03xv1kzteuomQNn5Gc29sjwDAwfy75K4p40bFw/+xsLCwhupFGKfPnwtefHFyudUp5AxK9j+H4YPpxd9zjnu56TTlDX5jDN4nc64bKZMMHfaMP2yIjsJRV73o1vLEycmRRb//UflXZiFCoBc0n74wf2asBbxKGMZt20j4TwzUVR1YHxkLUJPPUX/d+hAmtS44ZtviL7cXMQ5c/T3x6zX/frp7ysqpNOIu+xC9yVSCzZKi11JCWJBQfWZn3Fytzv5ZOrzmWf4d0nb06ZNQ9x772TRbGFRHVFWxr0C8/JIIeUGxmuyuNv27fUlEDQJK9j+H1hczB57VBYutm9HHD+eYlMzF/Tu3SkRRBw2U5b8itXjFRVw3ISi0aN5SYio7y1ObmWiKCtDHDUKsWVLTt8+++gpp+EEE+7iSWPWwkDmXtNp7mY6fLhpyt1xyilEo5cyTxVGj6a+jj5af19RgcVQ16pFFnovmLDYTZlSfeYnon/iwagsE/vuS/29+y7/Lil72owZvNauyBE3K7OFRXXC9u2IZ51Fc7FGDQrhE8GGDZS1HYD41qpWxssKtkgbHstUyI7iYhJ2H3qoIkOSn4946aWIs2fza02U08jEL79Qf7m5iH/9JS/gOAlFYYSWsEJWkgSmdJpiVnfbjdPVpg3i2LHxtNSpRJysJLohc69s/NarRzVO44pZszj9P/+st6/vv6d+dtgh+Rpi9o579aJ7OvZY/2tMrGnVaX4yuCUebN48uvI6RUXU56xZ/Lu472kzZ1ZMblijBq1ffvQmvUqBhUVSUVqKeNppNA9r1iQ+VAYHHlh5Psc1kZ0sqr1gKxqP1LQpFTteudK5jezNtEGD6AbIRRdRn2edpa5NUQ3zU09VvE5FzTuR+N8aNbhywRRmzKDES4ymwkKqGauzXmzcUJ2SEoje6xln0PdXXWWWXhGccw7ReuqpevvZupUnJ1uyRG9fOuG0vjVu7D/OTVnsqtP8ZMhUrL7/Phc0n35af99bt/JnvGZNRZriqGT49tuKuUJq1EC8/HLyUIuzIG5hUZ2xdSviiSfSHMzPR3zvPbnrS0rc16GqsC9Ua8HWzz2MaUJGj/YvU8E202uvpev22COSW8AlS7jL8LffqmtXpmzE/vtT6YpHH1UXQ+bnVgZAGmWveAJd+P13EgQYHXXqUDHsOFvndKK61CtF9L/XxYu5AGda8SKCP/7g+QK++UZvX7vvTv1kumgmCWFiZE1a7KrT/HTCiBF0z82bUw4Enfj7b74nZHsmxMG7i+GHHxBPOon3n5eHeMklPEt6UlynLSyqG/77j3tX1Kkjn5wyiYnsZFGtBVsdzMaaNZxRXLhQF+Uct95KfXXrprZdEatpZsZfvyPIZHFjyJ5/vmIc0FVXRVMfc+lS0maz95ubi3jZZdFYoEzE0Mog7vSpRCrFXYDOOafivQ4cSN8ffrgx8qTBPD6OOUbvO2QJLu6/X227USAsMyCynubk6MugXZ3mZzZKSxHbtqVnPGSI3r5YKa1dd3X+3c1VWmXJJy/MmsXXLraHXXgh4ty5Fc+Lu+u0hUV1xObNiEceyQ07QeZfdZjb1Vqw1aWVPOQQuk6369OGDTz77ttvq29fxI1t2TIKPmf3rHqyuDFkqRTinXdy2jp35qV0VDNx69eTRbZOHX4fp55KltsooMK920ItnnmG3kOPHvy7bdsoZAFAPIlDHPDPP85Z3lWPsYcfpnZVhkxEBRXMgEgW+po1q15JpDhg7Fh6vo0aIa5dq68fViLnyCPdz8ncn/bfn86/887wfXvte7NnI555ZsUxd955iH/+6d5WVbfqWFgkCRs3Ih52GM2/Bg0oFC4IqoM3RrUWbHVpLliB9pNP1kE1x+OPUz8dO+pLVCTqxmZqsnzwAcW2MqblttvUCYHbtlHMLGsfgAT4oAtKEERZIsRCHDNm8LHFwJjali2jS1SjAlHF23z8MbXbvr2a9qKEqvXNbT0dPx7x7LP5dw88QJnWq6uVVTXKyxH32oue7a236uvnoYeojwsuEDufxbLutFO4PdxN+Tl8OHmVsD0kJwfx3HPFlLJVPQ7PwiIpWLcO8aCDOJ/79dfB2lm6lMfmqpZ74oRqLdjqSujAso3WravPRXb7dqINgCymOiFiATXp3rBoEeLBB3trl502Yrf7Ki8nDX+bNryNjh0p61yUGV2rq9Y8CW6T69fz97BuHX3HvBbuuccoaVKIcoytXMnb3LQpfHtR4t131a1vXutOv368reystNZLIxzYO6xdW0/4SCqFePrp1Efv3mJzZssWYlQBEKdODdavaALMM8+Ui/tPpytXi2CKGDsOLSyiwdq1iPvtR3OvoIAqDMjCyeuwKvOV1VqwRdSTNTKdRmzVitr54AP1NCNy61CzZtHEl/ph0SKeNMfEZNmypXINX6/+3TTcd95J9WfZdy1bkuKgrEwP3V4QVRYEGaNxFR6T5HbNFEvTpyP++CP9XbMm4vLlpikTR9QKqRYtqL2vvlLTXhSYObOikkv3+nbppXIKOgsxpNPcle+KK9S2HWbduvxyOv+ii+T7FUmAWacOrU+y+OorrmD58MP47RUWFlUN2XzZ8uWIe+9N83CHHSqWEBOBk9fhoYeSV2lVzpZf7QVbRD1ZI9lmdd116uhkSKd5Efj77lPfvizWrOEZT9nkiHqyyDDoIhruhg1p8uvOoukFUfdHpuA49ljE/v3J2vzrr+7CuCwTFpUQnDS3a1Ym4+mnuTDSq5dpquQQdQhB5jOLO1IpWgOYwo6VjdG5vlVXL42owEII8vIQ58xR02bYdYvRVLs24gsviK+xq1Yh3nuvPsVU37507XnnyV9rYWEhBye+rEYNzt/9+qt4W05eh7vthvjWW9zrsCpny7eC7f9BNfP+5ps0UNq29XZfDdLvlCnUdt26FWvlRYXsOoEsAUbLlsSwmpgsogz62LH+Gu769RFXrNBLrwhkSi45Hfn5lFTrkkso1mraNMQxY+SYsKgsqElk6G+5hWg7+GBecivK+GsViNpie8cd1N6VV6ppTxcWL0Y84gh+/+eeSy7nupmB6pCx0jROPpmeoYokZirWrUmTKns7Za+x6TQlR3z5ZcrE37Gj3F4gq5gqL+deZ2+9FezZWFhYiMHP2PLEE+JtffRRZa/D0aOdDR1x9dwLCyvYakAqRQKfXz1LGaHBKZOiDmuwH9zKFdSvj/jbb5VpjWqyiDKEQ4cmh3EUjQHfuJFqkD73HOI115CrSYMG8oKwk7u2KgtqWRlZGH7/HfGLLxAnTyYX7yFDKK7wuOOS814Q6d4LCirSVrMmMalJwqZNpACJSqHw2mvU7oEHqmlPB954g7/bevUQX3yxonJS5/pWHTJWmsYvv/B17Zlnwr3HsIoIvzX20kspqVjLls7t+rnIB103v/iCrmvUiNwZLSws9ECVUv/77xG7d+fXNWxI/JVJr0NTsIKtYjgJfo0aOVvCRIUGN2HyqacivTVfrZJJFwZRIZCVfUgK4xg0Bry8HHHePPr9rruoPFGzZmL3fvzx5IKZGZfh9DybNyeGKVtIvfhixJNOoix+u+6K2KSJWL9JeS9e8yCOLtNu2LSJ18RzuxfV9zNnDrVdt278tMP//UeWZHb/++2H+Ndf0dJgLbbR4PDDKz/TIJ4oYRQRIvGxmUfNmuQd0r8/lfdbs0Z9AkymtDn2WLpeNLuzhYVFMIRd8//+m0Kg2Hm1aiHedJMZb864AEwTkHRkau8HD/YW/AYPpvNlNDRxYaKT4CoqoixIIuNYUsLdwtgRxP1RJmZX19GkCQm7Bx1Ewu/FF5MwzGLS4/5ekjAPRLB+Pc/i3KABxepFEUKQSvHMjI8+Gh/3p59/RuzUid97//6IpaXR06ErUz9ruyq6nclCpSdKmP1E9NpLLqEwEjfLi6oEmE4K9B12SI6izsJCBHFbB4Mqx1atQrzhBh4GlZODeP75iPPnG7mNWAFME5BkuFlSvY7iYhJwRc7t1QuxceN4MNEyrr4mF4ySksqWxkwG3Y9xBCA3RNOLXTbWrOH0ffSRXre5iy8md2aRc5s3ryykDhlCFtzJk8ml7fffqdSLV2ZpkffSrJn595JExUg21q5F7NKF6GzcmNzYEaPZ8EtKSKOcvSbqZp7d7i2dpvhz5o7dvDniJ5/opcUPOpKoxS3buCnmUrViKowiQqXbedjY76Ql7rOwCIK4rYOI8jzF5s2kiM4MNzvuOMSffjJ3D3EDmCYgqRCtHRfFEQUTHcTaZ2rBYPUKW7d2ZprcNNyZh+7awLJYupToyssLXktXhgkzIcD5vZf8/OC1HlUh6TGQK1ci7rUX0bjDDtFuhqaYZzdm5oUXKharP+kk0oLHASUllWsOBrWgx01oMclc6ljXvNYtr+ermpagyoKq4oViYeGFuK2DDGvWcKur25GXhzh+POUEaN6cf7/ffpRM1qIiwDQBSYRsbEzQg1lV4sBEB8nQa2rBmDqV+t9tN/dz3DTcrBwJQPQxzF746y+iqUGDcO2Iuq3pdIn0oy/7vbRqhbjnnvR37dqkuDCFJFtsly7l2VSbN5crHxAWpphnEQVkfj7iiBHBFUa60LYt0XfHHcGtmnETWkwzl7oUU27eW336uF9jao3NRpLXNAsLEcRtHWTYsIESKcry1jvvTIkYy8ujpTcpANMEJBFhy7CICIQ77sjL+sRhwxFxFY3LgsEKy++8s/d5ThrudBrx5ps5/cOGRUGxP376iQskYSHqtqYqdksWTu9l61ZepqNGDcTXX9fTtwhtcWBGZbFgAWK7dkRjcXH1SIokooCsUQPxxx/V9akKq1ZxGtetC95OnISWODCXOp9H5rrF9pBWrbyzCptaYzORdC8UCws/xGkdZNi8GfGww6jfggLKOZFd9iv7yM0lntRE/ockIRcspLF8ubq2cnKc/x82DOCIIwCKiyufk3nujjsCdO2qjh435OUBDB9ekUYRIAIsXgwwYgTA+PEA06YBlJdrIfH/Iz+fPktLvc/Ly6Nn3KsXfebl0b09+ijA7bfTOX370v+msWULfdarF76tnj0BFiwA+OwzgFdfpc/58+n77PMmTQJo1ari98XF9H32+arg9F5q1wYoKaHvUin6fOEFPf370eY2DzLnbl5epGR54u+/Abp1o8+2bQG++AJg112jpUF0zVS5tk6fDrBkifc5qRTAhg3q+lSFb7+lz44dARo3Dt6OiefuBr/3wfaK6dP10dC1q749NXPdeuABWjeXLgV45RX3a0ytsZlo0ULteRYWcUOc1kEAgK1bAU45BWDGDIBGjQA++QRgv/38eeN0GmDvvQFq1YqGzqTCCrYBoGqBHzy48oZWUMA3tLgx0W6bsAhuugmgd2+AI48EaNMGYPJk5eT9fzDBdtu2YNfn5BBjcued9H///vS/SWzcSJ/bt6tRDjgJj04QFYKjQM2axCRefjkt8JdeCvDEE9HTEQdmVBRz5pBQu2gRQPv2JNS2bRs9HSaY57gxMzL45hv6PPDAcO3ESWiJw/vI3FOzoXJPzc8HuOUW+vvBB0mB4gbTa2zXrt57epQKdAsLHYjTOlhaCnDGGQBTpwLUrw/w4YcAnTvHY32sMjBtMk4igrrlOrlcMfel00+n33r0qNxf2IyHqpHpcjV0aLD71+lmNXcu9VO/fvi27rmH0z1okHgcnsqsn06Znk1n8jOJbHfx++4zEx8Zt7IB2fj5Z8SiInpGu++OuHy5OVpMuHCLup+ZTkjmBFZHNGycfyqF2LCh9/0XFcUrs34U7oAlJRWziurYUzdvpgRtAIjjxqlrVwfOO8/MXm1hEQVEePYoQoi2b0c89VTqr25dqhrBEKf1Memwgm1AiGTWldko/vyTfs/LQ1yxonJ/cWWi4xh7u2gR9VGzppr2HnyQ0/2//1HZGq93oTLrp+lkK3FFOk2KBvY8br01fsl/okT2+vDNNxS3A4C4776Iq1ebpjD6eELRtem440gZFheUl/Mybz/8EK6tL7+kuCyv+69RA/GDD9TQ7oU4xNhmgmXE7tNH3556331csRTXRC9z51JSPgCqM65T2LewMAU/nv2RR/T2X1aGePbZ1Fd+fuVsxknN3xFHWME2BILUsfXaKA44gM4ZPjza+wiLoEK+Lu3TypW8fVXMxOOP8zbr13cXWlUKonFjBOOIxx7jz+Oqq+LLPOqE0zrExuBBB4VLPqQaUXufeAnTTKhjjMZddyFu2aKHDhnMmUM01a5NGn4ZZCo43nkHcaedqK2uXZ2VbWzPyc+PRrgtKXFfy6JW1O28M/U9bZq+Ptat4xbze++Nn2I6nUY88kii75hj/JW2FhZJhtP+w5Q6xcWIy5bp6be8HPGCC7jB5f333enz4qWtkkkMVrANCdHMxQMH+m8UI0bQuV26REa+MgQR8gH0ZFpcv563v3WrunYvvdSbKZs4Ua0gal1TxPDcc3wjOP98Ys6qC/zK2Ywda5rCykilELt3J/quvFI/8+wlTP/1F3f7BSBh57339NLjh5dfJloOOUTuOrc1uGlTKivh5PVTWop42mkVhVud3kHr1nFlgptyMAps2cLnzcqVevvq2dP8/brh+eeJnjp1EP/+W127cfUws7BIpRBvu43G/d57Ux3ZDh3o/wMOUK/cLC9HvOwyaj8vD/GNN7zPd1vHGzc2G06UJFjBNiRUpspftYqn+/7jD/20q0aQ2FsdQtnWrbz99evVtClSOqROHbX3bMswiOPVV/ncOf107xIbVQVJtuj360c09usXTX9ejHY6TUqpVq34szvtNCqRZALXXks03HST+DV+Cg4vISpTuK1Rg8eF6hDCmCC1++4U28xcrj/6SE37omDl0woL9YYwxDmUZMUK7nqs0g1TZSiOhYUOzJpF47JRI5r/c+fyudCrl7o1IZ1GvO46ajc3l2rPiiBzv3r/fcROnaiNbt3kvXiqI6xgGxKqrWos7ud//9NJtX6YjBdIp3k/qrTxKmsXiwqi1mIrh7feIqsTAFnhNm82TZFeJHl8PPww0XbBBaYp4di4EfGWW7hFsU4dxCFDoq8Z2KUL9S/DBIVVcJSWcrdknULY0UdTmw88QP9feCH9f8cd4duWwbhx1G/Xrvr6iLvi6ZxziI7OndV5ucRZkLewYNi+HbFWLRqbzFNh6lS+9t93X/g+0mnaT9j4HzMmeFt//smT3UWlDE4ybLmfECgvp6NJE/dzZFPlX3ABfY4bRyVNkgqTpYpycnidL79atqJQmWJdNKW8zpqLVRGnnALw3nsAdesCfPwxQI8e8axRqgpJLg/QtCl9rlxplo5MNGgA8MgjALNmUYmkrVsB7riD6gZOncrPKy+nkls66nJv2wbw88/0t2ipHxX1YfPyqOaq2/UAAFddRftS0Htetow/x3PPpc+jj6bPKVPk2wuK8nKADz6gvxs31ldXPQ51e93w7rsAr79O733UKIAaNcK3WV4OcOONfLxkgn3Xt6/+OvYW8YDOdTIsatYE2HNP+vunn+jzyCMBRo6kvwcOBCgpCdfH3XcDPPoo/f3ss5y3D4L27QFeeon+fuwxKito4QHTknVSIRJTGkRL+d9/XDMzfbo++qOC03Nq1kyv5jaV4m7Br7yiRiMuah3LduMLq6GPOpNsVcCXX5KLEbNGxCEjsA6MHZtci+0HHxBte+9tmhJnpNOkYW/alD/HXr0QR4/W62b51VfUZtOm4u5wKkIWZD1SgtwzS8CXGTu8ZAlfz0aN0h+PGaWbbFxDSTZu5M/gllvUtZtkDxILtUiCOzqLex0woOL3N9xA39eti/jjj2JtZYe6ZJaJHDFCHc39+1Ob9esnM1wxKljBNgD84pnYETTb58UX0/VXXKGedhNgk565up1/vr6kEroWVFHX6gkT1Ck5vO7JlmHwxk8/8RqunTohLl1qmiK1ePdd//qkpl0dvfDjj0RjixamKfHGunUUI+VVMkelkonlJjjpJPFrVAgUokJYmHtmLtYjR/LvSkoqJ5PSxQBH7SYbV0Hv+uup3513JkW6KsRVkLeIFklxR3/ySaLr+OMrfl9WRiXg2FrklynZy8iluoRQWRniEUdQ27vtRjlkbJK2yrCCrSREkggVFFC25KCD7NNPqZ3GjatWEhyWFEUXE6N7QRWxnpaXU0ISVUoOhlSKx4Xl5SFu2hTuXqoD/viDJwTaeWfE+fOTn62zvLxi/d6OHZNp0WeWury8ZJRo+vZbHpOlU4lw7rnU3r33il+TSlVMfBWEtiA5BGTuObNOO8t7ECUDbCLeNY4xtl99xZ/5xx+rbTuugrxFdIjjmHcD845p3rzyb+vWiWVKDpO0LyhWrEBs2ZLaz05YGjeruClYwVYSUSzemYzK5MmqKDcL3UxMVAuqn/X066/pu3r1KNOnSgEqnaZFGADxiy/Ct1cd8M8/vF5lQQF/fkncCP79lyeXAyBLYmlpMi3627dzWpPgKh4V0962bTCh46yz3Nc9kfXVzdNE1T0zZUyPHvR/1AywKaEr0yVRt/DuBqbMGzMGsU0b6v/CC9X389xz3s82TkKNhR4kSbmxeTPnSZ2ssn6Zkk0K8fffb35diTOsYCuBpUvdGYjsI6y7DfOlP/10NbSbRBQLQJQLqpfVj2XBO/fc8P044cwzqX2WVTQMkm69FMXSpe7jLykbwS+/ILZrRzTXrk21TjORxHdZUED389tvpinxRxRulqtW8XbWrRO/7vvveakr9kzZIaLgEPFCCnPP6TRi+/Z0LssMGjUD3LdvNPt2JtJpHn5Tr578e1EBJ6VXbi7iSy+p6yOdrsxoJ82DxEIeTntO0tzRd9uN6HGrXe6VKdmUEJ8kq7gpVHvB1o8hTKWojtRpp3HmIYrB/Msv1E6tWohr14ZryzSiWADisKCm09ziMmmSnj6GDaP2TzghXDslJZXdF1u1qpqMRyrFXXeSuBG8+iolsgAgi4toQou4o2NHuqepU01T4o8o1rB336U2OnYUv2bbNqoJC0BKr7IyeQVH2FJmfvf8/fd0Xp06lLgIMdr1OpXi8fZRMqHMCl6vHinXolY8eblJqhIyy8t5zC4AlW2aNKky492iRdXcW6ornBQmrVpRnVWd80y1Ard3b2ehNRPPPMPpzuTrTPGcSbKKmwKYJsAkvBINLV1KcU6tW1f8/dBDSSseRX3WvfaiNp95JnxbJhHFAhCHyf7DD5yB01VDlTGJ9epRVtwgi3tJifczqmoMSBzGRhBs3454002cvmOPRVyzxjRV6nD44XRf48ebpsQfUdTlvvNOauuii8Svuf12uqaoiCy+QSCbOCrzELnnm2+mc885h38X5ZwU7auoSJ3AWVrKPSwGDVLTpgyisOps24Z49tm8zWHDKvb/2Wdc0Stak9ki/hBNnup2tGgRbNzpSAz6yCPUzhlneJ+XnSk5leKJ/qLmK+JgxIk7wDQBpuA3OTOzYDZpQq5MzGUuqhIsDz9M7R52mJr2TCGquOTs+EnVG7lX3599hnjqqdRXz57q+2CYMKHyuJNZ3FMp5+RWmUdhYcXnpMPNNUrXWdGNINu91yRWrOCCHwCVJIirRTkoGFM8fLhpSsTgtu6z9SXsun/ssdTWU0+5n5M5b558ktMSJhdDUIutyD1neku89VbF73UrChhE53/fvuH7YnjiCWqzWTMzif5077kbNiAefTS1UbOmu3LKraSKRTIhErZQv777OglAyg7ZbNy6crRMmULt7Lyz93mZmZILC0k4F1kfdfCcSVXURwkwTYAJiMYUHXoo1UFlGdEymYrBg/UnbFmyhE/mf/5R127UiIKJ2bKlsnVd1eLnBSctYkFBvMpVrF+P+PPPiO+8QwmHRBbFKVPc7y+sljTqGneiG0GjRuRKt3ChHjpEMXMmdxNv0KDqJJDLBhuLSWJ63Uo7yGQxdkJ5OWXBByCvDJm+u3YN13eQGNvCQrH5OnUqnd+kCVkxs+8nCgWx6PwP6xLP+IPnn+eluJ5+WsUdyEOnVWfFCqoPzoSYTz5xP5eVVAkbOmMRD4jOJSf+uEUL2s8AKAeJaJ1unZVI1q7lbfjlNVi3zjukKSqe04+fZvxUVVOEywBME2ACQTQebjEFgwfrtToxrWhYxsk0vKwdAOEXgCuvpHYaNqysTdOVqCNO5SoYs/nQQyQwnHwyubI3aiTHsLLj8ssRJ05Uf38matyJbASZ8fO5uRRTP2WK+OarAuk0hR3UrEl0dOxYtYuw33sv3eell5qmRA6ZCs4TTqB7OP/8cO29/DK1U7Mm4tatlc/RHS/Zr5/YulBQQHue6F7HLHaXX+78exQZvUXmPwDiKaeQMjkInO6jRg3E119Xdx8yYCUDZXgcEcybx12si4rclTAMX37Jx02SEttZOENGYeLklTVtGk/G9OCDYn3KeJQEUZAzg4jfXPDzCoyC52Tw46cPP5xCmZKWUFIVwDQBJiA6OY8+mlxsRo0yV3D6xReprw4domWydcCrkHUYbflrr/H38fHH0bi5xrVchdtRWEhadlabTeTwYgSD3J/JbH5+1qEJE+ico46q+HvHjogjRpDrnU5s3Yp4ySW83zPO4Il2qipYUo7OnaPfeFWtEd9+S/eQnx8syZ+I94LueVNWxtcFZmnMpCWo8nbbNm6F9mIaUymeOAtATxy51/wH4Iqthg3JyipTWzmKJE0yKC8nZZHf2i47Zn78kVyrAcid9K+//K8ZO1aN8GERD6hwg33qKT4G333Xey0uL+fxraI8i+ycYyFk55/vvcaJ3vvQodElh8veF3bYgYdR1q9ffecdmCbABMIKCVEx44jEULMizN9+q6ePKJG9iDGN/o47ypW4YJg7l7u3ROnSGHWcg6gy5pBDKKHM009TNu/ffqsY48ViSvwOZjVUeX+mY0NErUO//YZ4zTUVN4b69ek7p9I0MkKS07kLFyJ26UL95OaSJjvpSiw/lJRUjvWOauNV6QqfTiPuvTe1IRsr7Oe98OKLZOG48Ua98+aFF+j6wkKqlaxKKfjGG9Ruq1Zi7TD3+5kzg/fpBa/5P3s24oEH8u+7dUOcM8e/zbiV3kilqEYt6zvzU4b5z16nPv6Y77N77424fLk/LSa8cyz0QlVYGfOwq1OHK0sy1+JJkxDffJMnUNXFk5eUOCvznMZmHJM2OfETmVnKq+u8A9MEmIDI5NxhB2Iodt3VLDOOSPEIAKS5qmrYtAlxl13o/mTd+bZuRdx3X7q2a1eyPESFqBc5VUKhaPKoMWPU318cNgYZIXTDBrLWsrI07DjqKNocysrkhCQ3DStjGAsLvePVqgpMMrw6+h45ktrYfXfyPBFVcISpHatq3mzbhrjTTnT9o4/KX+8FVvO9Xz+x87t3p/NfeEEtHZnwmv+pFCknWM3Z/Hyqz7p9u3t7ppV1mdi+nfMKeXnkbRbE1dvLs+qIIyhngx/iJvBbqINbVQWZNbS0lNeQ9TsaNCDhUzYTs9+ck90LdM51VR5Edt4RwDQBpiCauCIOzDhz02rUiASOquYvP3Mmd5+QiUm69louECxerI8+J0TN0KhMwCVS7kfH/cWJCZRBOk2W7tNOq5gt3U1B4LQx+mVhb9sWccECc/cYFUxuvLr6XreO6o1nt+dlBRadC82bIx50kL55w7L3tmzJkySqwIYNiLVrU9s//CB2DUsm1r+/OjqCYP58ngEVgKxG333Hf89kQgcONMMfZDPCW7Ygnn469VWzZsWEczJMs986JVqaK6lrvYUYWJx15iETV5pK+WcWzskh77O1a/1jSmXnXJC9QNf+odKDyM47ApgmwCREtJlxGCivv16RoQ4z8OMKVsOxSROxBB4TJ/Jn8f77+unLRpTlKhhUZhH1W0x13J9IEpeCgngrbRYupMzJflbvnBwSSn79lQ6/pBPVJYuhyfVUV99BLBiySVhUzkUm6LzwAo+BVV0rnSXDkskNwTLonnSSWlqCIJ2mighsnufmkuV53DjuMi1zqBzPTms3UyLk55MiPMj9rlpV2S006DiLg0HAQg9+/53eXV4ehRsEsTKqSuAqcq2TYke0/8zcL07hMyJrvRdUexDZeUcA0wSYhp8204QAk4nqEqeyfTuPMzzmGO/kHX//zeMibr01OhqzYeLdqMwi6jf2ddyfiOb1kkvk69xFjY8+kmduo2J+o6wRLAuTG6+OvoNq8WUZO1VKLaf1Iy9PffZeZvEcPFj8GlYaqF07tbSEwapViL17h5vXKvkDP4vqnXfyc9Npchv+80/Ezz+nBHlPPIH4v/9RcqkTT6Q9t7hYPKeC6DoVB4OAhR7cdhu9u1NOCd5G0LU4lSLvqYIC7+vy8hA/+MBdgd+3r1j/O+xAnoEDB3rPO9HyZ9n3otoCzPIlVPd5B6YJSAK8mHGdwmV185efM4cnyhoxwvmc0lLE/fencw45xDv+KQo4afF0p3qPUnB59llnRk11HdsWLSg+jHkm7LknMWRxhejGXK8ej9mT3cSDIOoawbIwyfCKJk6Lwr0+iMI0rFIrquy9K1bwLMMimXMZli+na3JznUsemcTbb1f2mhI9hg2LJn4OgCy3BxxAJUyYFVf1IbJOiXjniCYVs4gPUileyzVMffWw+0AQ1+TMtU71nAjicaV6L3zhBf85X9VkBjeAaQKSAjc3hCCaGlFUR60nS8RSuza5vGSDadqaNCG30Dhg1CiiaZ994mchC4vx4+ne2rdXK0gz4bx9e2r/2Wfp+08/RWzalL6rX99cHUg/yMzNqOZxFIJLWKWKCMNbVKR+Dm3cSC6uqjf9MFbgIFbYoM8/SiXpiBHU5v77y12XTnPX6F9+CU+HSogqRTIPFnedWSObMcE64+eyjwYNKAnmYYchnnkmxTLfey/tW++8Q9UWFi0S90IRXaf8hI/dd4+/Z44Fga07zFpbUEBGhjDthfWEdFP0jRtHFQz8xnFennf/xcUkvPvtG0H37yB7h9P6v3kz4kUX8fP32ktdyFpSAaYJSApUZIKThejAf+gh9X2bQjrN3dg6d6akGGwi33svv+e33zZNKcfjjxNNvXqZpkQ9WEIXXRm5Bw2i9s8+m3+3bBmV22Dv+rrrKHtrnCCzMUcRziBizSksDNeHKmuwH8Obm4v43HPB6czG/PmIe+xBbdeowZ+5inVcheVBVWiBTjplcPDB1NbQofLXskRZcVNoiSaJOv98znSOHq2WZxDlB26+GfGrrxD/+UdOcNSxTjmN72bNuGWpe/f4WectKgpQgwdXfof164dfo1SEV7gp+mSUQKYSyIrSeNJJxBO5zSUW85+bi3jffRTGF9W+EleAaQKSAFMuwTKT8+ijSdiTKSwfVyxdymMoWCmUzOPkk01TWBFMOLvqKtOUqAcrp6SL0Zwxg9ovLKw4dsvKKEkTe+f7708CCmJ8YkhlNmaVib+cILpWnH46lRT69VfKNima2Ed1vLWbkHz44fz/O+4Iv5598QXFSQFQAq9vvlEfp+5ngW7SxLsUWRTjOarY5r//5uNi2TL56/v0oesHDQpHh2qICrYDB9L5OniGKJQTOtYpp/H95Zc8ROP44+OnuKzOEE3SpGLf0iWAia53ffv69z94sJ55J7J3sMMp637m0bgx1TzPbj8OfJIJgGkCkgBTLsEiA79OnYq/t2tHMT0bNqilJWrccoveBVUlbrqJ6DKZyEoHNm7kcWUimaqDYPt2rrxwKgvy7rskGDAB4Y474hVDKrMx69Siim7k2Ud+PsXjHXQQCb3XXIN4zz3kpvjuu/ROFi/Wo9hz2njTacS77+Ztn3tucKb3+ed5UpzOnSuWBEulqJQEAFlzw1qy/eK9zjuPanabgu49jL3Ls8+mdo46Klg7Dz9M159zTnAadDBymWPS6/jkE8R58/Qww1ElsozK2vP55zynxsknh3NttVADv+RkOsabjnkrs9559e9XGjHsc/BTGN9/v1i5t5Ytq5fg6gcwTUASYDKTp4gGdcECEgRZfBIACQs33IA4d656mnQjaUmzLrmE6Lr/ftOUqMUnn9B9tWmjt5+TT6Z+3FzqFyxAPPBA7/FgUtkhszHrYr5lvDtat/bPKhnkUKnYe+kl7jbctSvimjXi16ZS5I7J6DrrLGeXzD/+oN/r1AmfhM5NGLjgAh5judtuznkDokAq5V2mJixzln3vTZoEm49vvsmfncz80Jk0TcTNH4Dec/36cnNGlmfQ7fmRec9RWHumTOFuyaefbj4ZZHWG6DjXue6rggolkOjzCDPvUiny9MtuM1ORxLLFJ/E9mAKYJiAJMJ3ESVSDunkz4lNPIXbsWHHSnXwybSCiboemYfp5y+LMM4ket0zOSQVzsT7vPL39DB9O/RxzjPs5W7Z4M41xU3ZEjVRKXFhlzPS2baQ0mDmTkmQ8+SS5Ul56KeIJJ5AbevPm4hp81Yq9KVN4Wa/27cnN1Q/r1yP26MFpGjTI3Z25vByxUSM678cfw9PrJgx88QVl/QYg98tx48L3FQRuZWtUlO9S0WZJSeV6zyLCqe6ya7JJm2rVomRNuvawqhY/9+GH3NXynHPIbb86u1GaQtDkZHGtiRpWCST6PGRKmmXTlz2PCwqovczxbmvTygNME5AEOJU8iZqpllnoy8tpszj++Ip07rEHJWXZskUfnSqQtIl8zDFEz5gxpilRC3ZfTz2ltx9W8L12bfdEIklTduiG03rAFBGqn5GOMjmimD2b1lYAypY8c6b7WjhvHllFAcgKO2GCf/vdu9P5l1yil4FesYLcc9mzuvrqaOMKFy7kbp/ZCpCw8cUq9sWgwmkU3j2i+9E119B43b5dv9twVRP83nmHhw106xavcJPqgqDhLHHec92ER5GxpJMPlVnvLO8jDzBNQNzx1FOVB57Mxmsac+ZQgenMWpoFBRRflhlzFickbSIzN9m33jJNiTqUlXEL6c8/6+0rnea18aZMcT4nacoOnXDarFu2RNxvP+9nEyYWNorYPjcsXUoxsgDE/GaXXSsuJqGeCWwtWyJ+/71/uyUllZPT6WSgUynEO+/kz3G//ShzbRQ44wwuNJSVqRGKVK3Tohm9R4yg93zNNeRefsQR5Fave68Iep9RuQ1XFbzxhnutYPvM9EPWYpsULymmBGJr4AkniF2niw+VVcaZ3n+TCDBNQJzBXCQBEPv1Q5w0KbkuQOvWIT76KMVLMtrz8sj156uv4uWmnLSJzFy/4yJoq8CPP9I9NWwYzXO+8ELq77bbnH9PmrJDF/ySe+hiDL0SJEXBcG7axIVbr2P//UkQFr0fEwz0Bx9w4bxxY/0KMVafNC9PrD6sqDWQlTnzO/yUTUFdIGWOMAqvMPtRVXMb1olUqrLSKs77flWDTJbeJCoafvuNaK9Zk/hhP+jiQ4PwMlZJJgcwTUBc8eijfPDcfjsX/JLuApRKUTzd4YdXZgjHjo1PZsIkTWQWP6ciTi8uGDGC7um446Lp75VXqL/99nP+XWTTbdYsefNRBiKWrWbNECdO1MNMu5WBuOgiJbfnCT+mF4Di9EQyD8chOd2iRRWzXd56Ky8JpGKPYW28/DK/1759/a/zS8KUSlGCp2OPFRcq/ZRNot4YXbogXnklxYEPH07XZe7TYWgQeS5B96Ok8wxRwWTIgwVBNCtyUpUznTpxnl5kPqriQzPXANHSYdnKOKskE4cVbB0wZAgfOHfeGS9rpkr89BPVDczP5/fbogWV+1i5svL5UW/QSZnIzM173jzTlIQHe8cHH0z3FFU9yWXL+IbhlgHXr6xKnTqIX38dDb0moKqEQRhktstKctWrR4KaTogyvW6u7JnQ6WIm88xLS0nYZP117UpllsLGFzqtm7m5/jkA/KzYvXsj7rRTxd9YRlunQ1RBEOZ9ROndk5T9KElYupTKcp15Jo8Bl2X4LdSipISX2MtcgwYPTr5yhpUjk1lfw8570brAouudVZL5wwq2WbjnHj6wgmY7SxpWrUK8915ueQQgYbdPH8RZs+gcneUUvBCHUipeKCvjz2P1av396YTTOy4qio5x22MP6tMr6Y8Tja1acU1sw4ZVV7iNW5xxeTnioYdSn6efrrcvUS33wIH+bYk+x112oZJpr7yC+Oef7tmVEcOtj5MmVY71dRIsRdrysriEScKUeRQWkoX577/VWDTCCqdRevdYxpIjyLPYvh1x2jQKOdlrL3lm343ht1CLhx6iZ33oodGPc11zLEz4SWkpL9t2553ino0ydYFF1zsLf1jB9v+QTtOAZYPrgQdMUxQ9SkupFMUBB1ScaExoCMNw6YYpwXvVKt7fxx+bWYxUbAQmYw4ZmPXqiiu8z3O6302bKDFOVRZu4xhn/MsvvN7s22/r60elYBs0prNxY8qiPGAAueOyWF4Vc+ePP3hW2KDMThgXa9FncscdlTOXq7BkhhVOrTU1Wsjst4sWUTWG00+vrMDJyaEwqLvuQpwxI1m5Naoybr2VnrlI+IJK6OLjwqyNJSWVa4CL0BSkLnCceOokwwq2SELt7bfzwfXoo6YpMo+ZMxHPPdc9GU3mRGzVioLxt2whjayXZUMHTAllQesuqqYh7EYQh5hDRMR336X+2rYNdn1VF27jmlSNMUGtW1MtbR1Q6Yos8hxbtCDX3RtvJLf8zHCNzKNlS/PuuCraCOsNoEq5FkY4zSx5tcceVgDSBb/99rXXaB7ecgvi7rtXPm+HHag2+tixpBh2ajsJuTWqMvr0oed+//3R9amTjwub2TwITUEUqFYZpwY5iIhQjVBeDjB9OsDy5QAtWgAcdhjA7bcDPPYY/T5sGMCNNxolMVaYOBHg7LPlr8vJAahRw/vIywv3e40a1M/48QD//edOR3ExwPz51J4qTJ4McOaZtBxl9wcAMGkSQM+e6voLS0NpKcDKlQArVlQ+Zs8GmDHDv7/PPgM44gilt1ABmzcDNGkCkEoB/P03wM47B2vjxBMBvvgCoGFDgI8/BjjwQPW0mgJ75wDO7z2KcZeN//4D6NQJYNEigNtuA3jwQfV9lJcDNGsGsHat+zmFhTTGRea523N0m79lZQC//grw7bd0fPcdwG+/AaTTYvT7zZ3x4wF69/Zv59VXAXr1qvgd29NKSgBGjgzWxrRpAEce6X+t7jUge3/u2lVu3f78c6KvQweAOXO0kVltUV4O0KYNwJIl7ufk5FScU7m5tAb36AFw/PEA++1H37lh8mTiwTL72HFH4s2iXtuqK04+GeDddwGeew7g8sv19+c3rsLycUHW17A0ifY5cCDtn0HWOwsXmJasVUFEY+ykEWa1OgEQn3wyaqrjj6BFu+N2qHTPjIOFU8TNJT+fShFlJ4IIekQRu9m1K/X1zDPB26jqllundaxGDYrVNIW33+Z0zJ6tp4+SEu/xKavpDmsh3LSpYvhKmLkTxqIg6+5mOgmTTvz6K9FbWGiakqoJ0XHapAllSx8/3j0ZoBdsLLNZHHggvcc33oimP9FxNXRosLEQZH0N60UTx9Ch6oIapgVrFXDS8BUXAwwfzjV8btatzZvp86qrAK65Jhp6k4QWLcTO++gjgEMOIWtb5lFeXvk7p0P0vOxzf/yRrCt+WL483HPIxPTp3hprRIDFi+k8XdYNPxoAyEqbabWoWROgefPKx8aNNFf8IDoWwuCYY+jepkwBuPLKYG3Urw/w3nvccnvssVXLctuzJ8Cpp9Jz+ucfgGuvBdi2DaBpU3M0nXwywGmnAbz5JsDVV5PlzMsqEwQ9e5JV8oYbAJYu5d9nr/Uy7bHnGMRCWL8+wFFHAdx7r/+5fnOna1e6j6VLK+9RANw60LUr/85tT3ODUxsMeXn0DM88s7LFjVmxhw2LvzVhhx3o899/aZ+IO71Jg+g+OmIEwHnnBe8nL0+vZ4CFN1avps+iomj6Ex1XN91E3pWy632Q9VWUJrfzWJ9+Fl+n9dgiJExL1mEh4gMvYt1KgjbaBOKuyTehFYtDdlpRGv73PypMvnate9mqOL3jr76iPgsKwvdX1S23DJdcQvd48cVm6Vi0iJe+ev55ff3EyZqj0nvDq5xVdjyXbGKS6pKEaft2TnfSs9THEdYKVT3Aknz9+Wc0/cnEowaNuZWN31Yx1lnMv6p7sBBDogVbkc29Vq3KtfeCDNA4MVNRI84JHUwIZe+/b35zV81gxOUdl5WREAqA+N134durDsLtjBl0f3XrIm7caJaWxx7jionqIliMHq2OeXFzLT744IrnySYmkU3CxGoUH3xw8va6xo2J9j/+ME1J1UOclKAWerBtG3+fa9e6n6eSJ/YbV6rGmYziLuxY37YNsUMHOpcpfIOsxxbySLRgG7Rsg9vhZmEzVUomToizJt/L0gGglsa//3bO9Bj15p5KITZtqpaGuLzjU0+lvocMUdNeVRdu02m+gY4aZZaWsjLEvfcmWvr0MUtLFEinEU85he43u1xP0LmTyTCOGsXXtfff59+Llj+67rpgTOf48XT9brslT5Hbrh3RfvfdyaNdFCYV7XFRglroweLF9D7z8twrXOjgiYPUfA1iPEil+Fr9+uvecydMVuR776VzmzWjOPPqahgzgUQLtqLumOefH3ySxKG+Z1wQZ6u1m6WjWTNitlXgk0/IEgWA2KgRHwcmxkVZGZXFcRNqg9IQh3c8YgTdx1FHqWuzqgu3Dz1E95Zt2TOBmTP5vPj8c9PU6MXLL3Oh9qef9MydG2+kPli9YN2MX0kJlWRJoiK3pIS8tGRoV2150r1+xkHR7kRDo0bJGCNJh84xlkpRzWEASgDmloTVa80JK9wyjwuRI2i4F0uo6efVUVLCeb7Mo7DQ+z7nzeNl4KJIumlREYkWbEUttlOmBHMpiEP2WwtxZC7477/PF6Tx48O1m04jPv44r+m7//6IS5aYtXAOH0791atHtTRN0KALc+bQfdSqhfjff+rarcrC7fLlpGEHQPz9d9PUIF55JdHSqRNiaalpavRgyRKu4HrgAX39jBkjL9CGcdVLqiI3CO0qhcQoBE6/exw8ODqlJNtvL7uMaGjf3j2Pg4W+Ws+qxphI26kUCXVea09hYbixN3KkXsUdImKrVnT9Dz+4n+NnQc5+5uz9jhtHPCIA4tFH2zlhAokWbGV84IO4z9hECcnGPffQ+9lrL8SpU4NtKFu2IF54IX/XF12EuHUr/92EhXPZMp7c4dln42FlVYl0mm88d9yh9p6qsnDLXGJvucU0JYj//otYVET0qHIpjxPSacQePej+DjhAnVdINmSTRIURQpOsyA1Cu0ohPgqFgOxYiMqKu2EDxfcDIH75pf7+kggVAqnOMSbS9n//IQ4bJjb2pkwJTsuoUdRG7dregmWjRsHXol13pTamT3f+XXY9cfMYHDEiGH0W4ZBowRZRLpOkrIUtDtlvLYJj7VruDiKyoWQLiAsWIHbpQtfk5VENtTho33r14gy1WwxMklFSwhklHUxaVRVu33qL7qlpU8oOaxqvvEL01KmD+M8/pqlRC5YwKj9fr4U8SB6JoB4bSVbkitLesSPiWWch3nyzt8ujjBAflUJgyhS5cRCllf3ii6nP44+vOgpWVQgikGbzIqWl+saYiMKkZk25+NeBA4M/Lxbesc8+3rlTABBvuy0YT7bPPnT9Rx85/y6zFnpZduPu5VJVAaYJUAEngbVePbEFw2shSPJGb+EeC+K0oTiNIeZ6XFAQTgMZFplj9tFHOW1ebjRJRVSukG7CbZKt39u3U0w5AOIbb5imhhiOI48kek44IR5KoaDIHBfjxyPWr0/39cgjevsVVa4OHBh+zCZZkStKu+xRsyYpR72O7KRhKviE//6jNenpp8mt/4ADxPvJXjejsLKzRDmZR1LisnVCRGgsKqoYruHEi2THvKvkRWWUZ9nZfb3Wo6Bgc/moo9yNURddxP+/6ip5Bf8hh9C1kyd70+B3jB2bXC+XqgwwTYAqMMbjtttoQLVuraZNvxTkLVvaQRtHyGjR/WIpnnrK3H24ubgcf7w5mnQhalfIbOF2yBDzSVnC4tZbie6TTjJNCWHOHJ7MZ8KEZCoN3OZghw767yFK5WqSFbmitN9zD3neMDfyKI++fZ1pX7OGEhM+/DBi796UiZopVVUdU6bom3tJjsvWDdFxWVREzylIZuDMI4jSSVSIe/JJca+Bxx4LPsYmTqQ2unal/92Uzc8+y5/VeeeRYldEMZ1KIXbuTNcNGOB8juh7Gzo0uWtmVQaYJkA1Nm3i2SNVuL/5LTTNmpHLqkW8IJtYzO13kxq36ubiYoKxzhRu3Z5zkp71H39wuidOjIcQeeedRFM2s54EpYHpORhl3VARRW5xcTwVErLPSXStee01xIULvY/XXhMXPJ5+mqxEd96JePLJ3ntP06aIxx2HePvtVJbk99/lan1mHtmZXVXNvSTHZUcBWU8Cv8RMOvZGmX1XJHlU2DE2eTJd366d/9716quc399/f56bw40G0Vhn0Xj2G24QexZx9HKpygDTBOgAczN4/nk17Tml/G7RgidHKS5G/PNPNX1ZqIGMC5+uDSMMqhvDkEqJvwvVm8T69ZVLhCT5WXfsqI7JUAG3uRh3pUFc5mCUdUP9aoIfckh8s1zLPCeVCgMRhYDfscsuiGeeiXj//ZTRf9kyuXuUPUTGjoj1K8lW/igQJEY+6PsMG2MrOhf8yv2EWZ+ClBp75x33UmiZNPgZqfr2rTjOmeXY62AygB3/8QKYJkAHGIN83nnq2mSJUPbYgw/+JUs4E9msGeLPP6vrzyIcRDeUa68VOy9qjVt1YhjcXD2jumeVz9p0jK5MXHkUiItwGARxmoNRlhZz6quwkJeTOumkipnh4wSZ56RSYSDK7AOQENunD+ITT1BW1g0bwt9jkMNr7olatpIclx0FVCg9RA8VWZFF50JJSWXraNj13U/wnDDB/Rl7CZg5OfQOROjNHOei679X/HOc97eqDDBNgA58+ikNqpYt1SUsGTeO2uzeveL3K1fyDGtNmiB+842a/izCIZXyXshyciiu0k3Tl31ELUBWF4ZBJqZI1yYh+qxvuonmu9e9mIzRjaMQGSfhUBZxm4NRKk2c+nr/fZ5l/uijETdv1td/GMg8J5UKg759oxsvmfc4eDCf3yL9+809mZjZJM/vqCCj9BA5nIS4/Hx3K78MnTJzIZVSF2Mq4vqbl0dW1GyotoqzcX7SSWLnM/5fZL5YRAMwTYAObNlCEx2AkpeogJtgi4i4bh3iwQfT7/XrI06bpqZPi3C4/nqxhSk/P5oYNhmILtYnn4z43XfuChzTFkQvyNRl1LlJyG6Mu+5K5S1GjaK4t/LyeCRQiSOTGTfhUAZxfJ6m8dlnPCP0oYeSG3/SoWqNNDle3KzsIvS0bYt4/vnkBj1xImLz5t7rcOZ+KGKRLCqi7LFx23+iRPfucnuM17MvLeXjdepUxAMPpN8vvTQ8nbJzQdX6LrMHB/UakD1kE7hllyjU5VFj4Q8wTYAuHHEEDa6nn1bTnpMrciY2baL05ACk1X7/fTX9WsiBLcxjx1JmbAAq5O20ELVsSYk/Jk2KLoZN5j5kXJj22otc29au5W2YtiB6YelSxDvuEN80dG4SIs+6Xj3ETp2cf2vSxLleshszqAtxFCJlE5PESQkjMi4aNYpHzeAoMXMmrwG7336Iq1ebpkgtgo7DKBN9idAtW/dW5sgUzmXift0S9cRp3usA2zsaNvTeJwoL5XmRr77i58yaFe19qVLmyAin2XMoqjhmkePii60SJw4A0wToAnPPOeus8G05JY9yWqC3biULGgDVnHNym7DQBydBLicHcfRoxMsu43UAc3MR+/VD3LjR+1rTGje/uJdBg6g8BPNOAKC/zz0X8a679FoQZZmRf/+lPq+91jm5kdcxcGB8EvT8+y/ie+9RmYDDD/cWaGU397CIo4VRlNmfODGeShgRpr1Hj3gLdzoEh59+4rFlu++OuHy5vr6iRFhlYJSJvvwgMveaN6e5d//9ZLVt21ZsDclWjonG/WY/hzgrX1Vh7Vp+by+84D8+gvAiZ59N5x19dLT1wkXiW0WUObLCaeYeJjLOWYxtFLHOVW38JhFgmgBdmD6dBllRUbiJLutiuH074jnn0Dm5uYgvvRTuPizEIBqr2a0b4uzZzm3oYMrCtimyya1dizhihHusR9DNRoam7MX8v/8QP/qI6qrut5/zRt6+vfwmphNBGIrSUqqNGYQZVA3TFiM3+CW06t/fvBu3H/1O4+Lqq7lio1Ur2nPiBp2Cw++/U3UAAEqI9MwzyRZSVIUTxElJKitoh1GOZXpLiQg7EyfGe96rwrvv0n21b0//i4wPWb7hn394Zv9339V1J5Xxww+Idep4r+8i71EmLMlpLxWZu6oyioscVWn8JhFgmgBdKC3lPu9ugowfgiZjSaUo3oGdN3Jk+PuxcIfIopibi/jyy2q0maKbjiqmUmaT++EHxFNOEVt8b7iBYsc/+ICSns2dS0KyX7IVtw0EgKzFhx/uXD6nY0ey2JaU8H7iJogFUUQ891xwZlA14mQxYkin6T1mP48dd6RMl7oSXqlUVLm19fPPXEGTl4f44IMUcx0HRBH3PW8eD/kIy9yahOrEa3GyXMsI2irWZFHhmHlQxWXt1wUWctOnD/9Ox/jo35/vsyLhEWFpmDOHKzA6daqcrFNWmSOTZMtpLx0yxHmPyaRBVUZxv6Mqjd8kAkwToBPHHkuDbPjwYNeH0V6WlyPeeCM/58EHQ9yIhSeidMEUFVZNJhMKm0whJ4fiRtu1o6Lnxx2H2KsXWagaNBBvp7gY8aKLEMeModJYbs8zboKYKNJpUlp5MWgmNrk4WYwQKZkeAGn233mnIiOla+5G6eK4cSOVlmP9HH98RddkE0JOlBmy58/3zi6vevzreJ5xdONXCdlM0WHWZJXJfJL6vDPRrRvdy+jRevtZt46HBzz5pPe5YdfHhQu5srJzZ0oip2JeTpjgnbTJay3p14/OOfpobxoYnSyLuU4LblUYv0kEmCZAJ5gG57TTgl0vukCzYPHsyZRO85q6ABSXF2X8Q3VBVElzRIXVsjJKTGVK0BFl0rp1o4Rn++yDuNNOPNtp2KNvX8Q//xQf63ETxESwfj3imWdyert0iZeAnkqRJZ4xCfPmRdt/JthzuvLKyr+Jzt169YiB6tmTGJgRI8jl7tdfK5edMaFUSqeJcc12TTYVQyi6BnTvTkJ5mEM042uUikVZxDHxmkmEWZNVJvNJ+vMuLeVrwh9/6O9v5Ejqa4cd3DOWh10fV67kXiodOiCuWqWO/m3bnL17/OhLpxHbtKHzZK3EOi24SR+/SQWYJkAnvvmGBlfjxsGECNEFOjueJHujfegh/tsNN8THVa2qIAptu4i7c82aFHOWlxcdo+dFaxB3stJSxBUrKH5uxgzEt9+mOPHHHycFka7FPE6ue3747jvEnXfm7/zxx2ljjaOAftBBRMfLL5vpf/FiPh9++aXy76qY4KIixAMOICHay6tAt1Ip0zXZzfKQBK+NODJ5OhUWVd1iGwSpFOLrr/OxvGWL+HUyGf2r8vOeOZPuo7AwGqPG9u08OeOtt1b+Pawnx/r1iPvuS+futBPiokVq6f/f/6jthg0rGwe89tLvv6dz6tal/B4yyOQ9Mg1RKo6kj9+kIgcREaooUimAggKATZsAfvgBoHNnuevLywHatAFYupSGqShycuhz0iSAnj3p76efBrjmGvq7Tx+AUaMA8vLk6LFwht97yskBKC4GmD8/+DOfNg3gyCPDUFkZAwcCdOoE0KIFQNeuasfD5MkAZ55Jf2c+E6exKQrRZ/DZZwBHHCHXdhKACDBiBMAttwCUldGYe/11gAMO4OeUlwNMnw6wfLme9yqL224DePhhgEsvBRg9Ovr+77oL4N57AQ4/nMZPNj74AOCkkwDSaefrc3IAWrYEePddgMWLaQ4vWFDxc8MGebp0jtFNmwCuvBJg/Hj3c1SsSV4QnavXXAOwyy7h+po3D+Cpp/zPC/PM2Rq/ZInz72GfZxR7SJwguk4hAjRqRGP6oYdorRNZ09z2H1FUlef92GO0X5xyCsBbb0XT53vv0ZpaqxbAnDkAbdvy38Ls4Vu2ABx3HMCMGQBNm9L4ad9eHd0//ABw4IE0NidOBDj9dPG9dMAAgCFDaMxNnBis//Jy2t9vuin4PWRixx2TP34TC9OStW6cdBJpTh55JNj1QTOpOWm+xozhWvyzziLrmIUa6I7VFLWA3Hcf13LLHDrcE1VbEOOY7CkqrFuHePrp/F5PO41K/8Qd77xD9LKMnFFi2zbEpk2p/+zSZ6WliLfcUnn8BJm769Yh/vgj4uTJFWNdvQ7dLmJTp5rV6Ec5V6PoKwqLqtdeH/d4fy9ke8PIlNYqKamcCNDt3Ox+XnuNx3zKHkl+3plge8ZDD0XXZzpNcaYAVKEjE0HD67ZsodwBAFS7+6ef1NK8bRviHntQ+2efLX5dKkVrbfPmdO24ccH61+GSPGFCMFoswgNME6Abjz1Gg+yEE4K34TTovdLZe220JSU82cyJJ4q798giSa6dqqDTFVSGsQriiiWbGl/03aoeB0lO9hQU33zD43dq1qRkdEmJlf/3X/6uWK3RqDBuHPXbsmXFLJ1//UUloNjYueYaGp8q5m5cXErjELMZpaAWF8WiCndnVsIo83jllXDtmkLQ+rLsWlHXb6d+RENyso+Cgqqxj6TTXLE3Y0a0fc+axd/d9OmcBxg6VOwdZPO3rKRPnTp67oW5IBcVicfsOo25li352MksPzV0KBfWs3kg0VKRsod1QzYHME2Abvz4Iw2y+vXFUqC7IVtAGDs2+Eb7wQc8ocCRR1JWTZUCSHUoeu4GXQK9rFUiiKVfxLIRh3cbx1hSHUinKX6WKaLatqX42qRh772J/qg1yAcfTP3ecw/9n05TrG+9epyBfeMNfr6KuRtlNmAvPPBAPJgfp7mam6tnLMRFsRj2HpgwknncdFP4e1CBINmNg+w/MvNItWAwZUpUT1MfUinOI9aoUTnBXRS45BLq36n0XtBj4ED1dH7/PVeCZHv2uMFP6dK/v/v4zeSXZOvnyhw2cZQ5gGkCdKO8nJJHASAOHhyf8gCff86TnOy6a+VA+aDCiskyM1UdslaJoO4tAwZQop1sV/U4vduq7hGwdm3FesBnnEEur0nEddfRPVx/fXR9/vAD9VmzJlmKN2xA7N2bP8/DD6fEUjowerQ7M657nvzxB3fZ8zqidNtnc3XMGErKAoD44Yd6+1K5LmzZgnjZZf7PNOzz9BPQdNYfF6VPVKkZhmH/7DNx/uaee5wVAUGOOIayBHmHcVA+IyKOGqXmvaicY9kI4oKsQhhl+8B774mdf/HF8soba7E1BzBNgG6UlHDrqMpFRkVc0bffcuuF0/WyTFhcrBVVGU6bVrNm7u8pTMa9mjUR99oL8fzzqQ6yV7ySfbfqMHMmZXwEIG33yJHJcT12woQJdC/t2ulXRLDxfvjh1Oe55yJ+/TXPIp2Xh3jvvXrHKYvdzbZU6PQqWLeOrHqsnmvNmhSHHTe3/WuvJRouuCD6voPgzz9pDcx+fk5r4JFHUqm1IBBhlouLxcetauFGRqmZSpHrdFCm/9VXo8+qHUfFe5B3GBfls8h4znYVDxpeFwZBXJBVZdKXcZV/9VXaR2WuEbU+W6gHmCZAJ3QvMmFjmFIpEoq8JkejRoh33ol4++1UH/SqqxD79EHs1YtqOp5wAtUiPfRQXmYiyoWpOoIx74zhevxxsetEF+Q99uCWFdnDvtvgKC+nJHNMOGnXjiyPSYeTBTOqZGW1a/OEea1bI375pdo+s7F2LVcWvv22GouZl9UmlUJ87rmKTOHJJ1McMWL83Pa/+opoqFfPjHukDF59ldfWLipC/Phj5+dZUMDH2CmnBMtbodLVWTXfISKkNGpESqS990bMzw/H8MtYbJ3ikYMccQtlCfIO42RYEH1/Q4eqCa8LgiAuyIhmSpnJzInMMW0NDWYApgnQhagWGTd307vu8r9WZSFzmcP6/qsBi6M74wyx82Ws/Ok04oIFxJzfdx+vR2rfrR6sWcMzqAOQW9SGDaapCo+oLAh+bpyHHBKNK/fdd1N/++yjxsruZbX54gte0xGA6kc6ufjGyW0/nebW87iuFVu2IF5xBX+uhx+OuHQp/93peb71FhfounWjepsyEGWWr7vO+x2mUlSzVCXfEYRPYHkBghz33EMuoiJ71ZQp4fmRoUPjJQCI8I5FRYjPP0/P6vLLEXv04AkG/Y4olM9Bkq1FmXgvaBZkGTpVHJnzNYhAbQ0NZgCmCdCFKCdp5kZ7xhnU7tFH+18nOlG6dyc3t9tvRxw0CHHIENoMnn4a8YUXqJ2SEvreTrboMGMGPc+iInEmOmj20Lhke62K+PJL2rwAiDl++ulkux4zRKXcE7EoRaG93rgRsUkT6k9FciQvpUDm/40aIQ4bFi45YZS4806iO0ylAF3IdD3OySFaRd2LP/+ce7rsvbdcFnBZZjk7AQ3b/y++WOx6mQRJonzCOeeQgD9vHuVnkMnMn33ewQcjPvmk/14VpAKA6vVHNXQLTlEolILwC1GWCAvigixKp+yx115iPFmQcRFX5WFVB5gmQBdMlVtYsIC7V3z/vfe5qoWV6lxn1AS2bePx23/8IX5dEPdE+27Vo7ycYpfZfN11V/X1+XRBxAoYVS3VuChdHn6Y+unQIRphHYCsNbKMmWnMmUO05+WZo91p/Dq5Hsvip594eE+7doh//y123WuvyTGsItlXvY4mTcS9JYLOL5nM/DvuiDhpUsUEY/XqUeiT314VtAJA3GJqGUR5xz32oMzDd99N4R5s/TG9DiIG5xeiKOcX1AVZlE7RMZiXR/2n02I8WRCB2hoazABME6ALJpmt88+ntv1cLHQIK3FJXlBdwJLkPPus3HVBsy16MRCjRgW4gWoAp2e9enXF7LW9epHFLwnwco9NpahuYb9+4tlKwyr34lCzdcsWLtC8+GL49uIirOtCly5E/4gR0fftNH4zkyhmux7LYt48Ks0FgNi8OeLPP3ufP3VqxURjOmpauh2idcuD8gluDPuECe77z4IFfF8DQDzxRGrHa6+SrWMbt5jaTASd+7LvSXeIQlAhVWdegDAuyCJ0Fhdz5ZjsfiTyPmRKW1lDgzmAaQJ0QUS7UlhILkGqB98vv/AFZOxYsYmiUkNWUsJLCSVhI0kymFvfeedF05/TYs6SHe23H8WFxiWeLw5wel5FRZRwBoAs7s89lxzXY7+NNUjSsSRbbBkzwlxAd9pJjUtwHIR1nRg2jOg/6KBo+/Ubv2eeGTyzcSaWLUPcc09qs1EjUvYgVmZev/+ez5kzziALjq66lm48SBilpgifEESAKi9HfPRRLvAXFSG++ab3Ndn9lJby/6dMoSMJ+1JYRYLIe4qqJFBQIVWX0B3GBdkJ2XSKxnwPHhy8T9Eyjn36WF7MFMA0AToh6iKjY0HZZx/xfnRoyHr0qDi57KTSg08+4Qx1VMhezP/6i5cC0lHaKqnwY6JbtvS35sQJou6xjRqR18iECYitWul3XzflJu+0bjZurGa8V3WL7fLlPJPwvHnR9Bl1LPa//1K1ALYu3nFH5f7ZMzj8cMStWzmdn33G6z/rPkTjbZ3Ge2EhMemZQqTK/f6XXyqWW7r00uR4toRBmIoXfvxc1F51JpPXZfb9zDN8vukqhaNLIemmtOnbt3KZpMaNo5MzLJwBpgnQDRHtiuoFpX9/777cUsWrXHxYGn7d5TWqOzZv5hbTBQvM0XH//dGM7aRAhIlu1SpZCh9RYeuTT/g1UcRMRdlPdn+6xnt1iGk/7ji6lzDWCxmYUBb89x+50vr1OWZMcHrDHgMHit9PKoV45ZWV28h2+1XJRG/bhnjrrXwutG1LiROrOpx4x5o1xd3Hnfi5OJUE0g033vuQQ/T1qWON8bOul5ZSMtfrrqNPv3j9vn0rezRY45NagGkCokAqRVpR5n6oc0GZONF/UuleuFau5Pe0aZO+fiwIBx7ozhxFgaRtllFokKuixS2oNjqqWqpR9SOitCgqIsYhDKIW1qPGmDF0P+3bR+OKb8q9e+tWxLp15ddH1dlX3Y4BA8TvRTTGT8cY/fxzqkUNQJa3O+6oOMfiVNZKFS2snWef5dZG0YRkTqiK+5ITvMapDtf5zGtFvJpEs+b73YdT8jiv2HKv86xFVx3ANAFRIYoFJZWq7JZgYuH6+GPOsFjoxy230PO+7DIz/Sdps4wqtqgqxkiGec9RMZ1xUloUFYUfV1EJ6yawcSNinTp0T99+q78/U+tUmH6DZPyVPXbYQS6JlGi7OhSaGzYgXnQR72OffRB//TW6dV0EEydW5sNU0HLkkdTW448Hb6Mq7kvZCKNoVzGOVBmXZOdb2KOqKEzjADBNQFSIYkGRcV3SuXCxtPNhs85ZiOHtt+l5m1IkJGWzjDK2KEnCviiqg3usCETHO3smKtySn3mG2isoqFrPt1cvuq8zzohG6eGVqVvX+A27Poomi9HN0AZ1jdaxxk2aRPG9ADwUxySjzhRqJ52kby0YPpza6dYteBtVcV/KRtjyVGHHkapnHFUoQhRrYHVDLlQTtGih9jwnLF8ufm6YfrxQXg7w0Uf0d8OG9L+FXhx2GEBODsBffwGsXBl9/1GM7bAoLwe48UZavrPBvuvbV9147doVoLiY3osTcnIAdtyRzksK8vIAhg+nv53uCxFg2DA6rypDdhyHHVd5eQCnnUZ/r1tXtdbUtm3ps6QEoHdvgCOPBGjTBmDyZPV9pVIAtWo5/8bGs47xG3Z97NkTYMECgM8+A3j1VYChQ5WRBgDi658Mf6HiOi+ccQbA7NkAPXrQe3WCjnXdCZMn05g98kiAd991Pw8xHC2nnkqfM2YArF4drA2/fQkAoKiIzisvB5g2DWD8ePpMyrojOt4yz9u+HeCqq9TwB0H6d8LSpWLtqAQiwOLFANOnR993VUK1EWyjYHRFN1C2cKkGW+A//ZT+Hz1aH5NiwdGkCcCee9LfJhYkkc0SAGDu3GjoccL06QBLlrj/rnpB9xICdTLRutGzJ8CkSQCtWlX+rbAQ4IQToqdJJ5yYO9HxDqBuXBUVAdSsSe0980yyGE03TJ4MMGRI5e+XLgU480z1+8bgwbQGNGwI0LJlxd+Ki2lc9+wp16YI869i78/LAzjiCIBevQCuv95//OXliY1PBpFxGlQxqUuh2aIFwK23ep+jk1EvLwe45x4Ssr32lkyEoaV1a4B99wVIp70FaC9k7ktuWL8eYNAgLqzrVjipRHk5wPffi53LxuXkybSfeSkLZMaRKkV/UOWFCuhQRlUrmDYZR4moMmn6uRuIBq7LIOoU8hYVwUpDXH+9mf69Et1k/n/ppYhbtkRD07Jl5KZ9112Ie+8t5oqj2l26qsZIZsayfvQRZXgGoNqTVQVe8VaiSXRUjauSErXJPkwn2ok64dy33/LkO5Mnq7l/mXg8FYnAMmkePNh5fWXt9e8fLDbXa5wGSWal263RVBhMSQlf82SPMLSw937IIeHG7pAhlekqLqZa9F5zMs683LRpYvt85toiu44PHOj/3EXmSfPm/u9t7Nhg40vFkWRX9DgATBMQNSZOrFzrUyWj6zdRzzlH/UaTtKy4umCSWXz9dXrWe+8dXZ/ZcBPiJk6kckCMsdx3X57ZUdUzW70a8YMPEO+9F/HUU4MzHToW9FQK8cknqf3GjRHLytS1G5csoC+8QPfXpAniunXm6FAFL0UdAOIxx/DER7rHlWqlYRwS7UQZ67dtG2KnTtRer17h20MM9k7CKLncasiyOFOn9oLE5vo9b9lkVjIZl4PARMyorDCUfUydGrzvxx6r3F6QuTtgAF17xBEV948tW7zXNVO8nNdet2AB4llncRobN0a85BJ/RVLY5Exez91vntSvj/jDD973ZmNskwswTUCUcNpodthBvQXVb0NTzcRUh4QEfjDNLC5bxhcmk4KF1wb0ySc03tnmM2BAsGe2fj3ip58iPvQQ4plnIrZp4zzecnMRd9+dsmg+8QQljjGV+GjLFm5xW7w4fHumx1s2UikuPNxxhxkaVEGG4WndOlgpF1W05OSQEkdUWeLHlE+cGIxOWURpabvjDmqraVNSgIVFGEVuEGWUnxA9eLB7e6y/sWO9KybIjFOntSfbm6BePfps1Ahx7lz/NoMi6oR2KjLVnngilUSUhUoF15570rWvvFLx+zjycm573bhxiHfeyQ1FubmIV1/N57jTdUVFJPRecw1i587h3qPfc3fqv1UrxHbt+Ny4/373DNo2K3JyAaYJiApRu+qmUtxtRXefScmKqwtxccPeZRfqt39/8xY8NyxaxOvuiozNzZsRv/iCShz07k2Zn92ubd+eznn8ccTp0yvXUDb9nhgz8dZb4doxfR9ueOstoqNOHcSlS83QoAKizN3jjyOWl+utNytKS14eMUFdulBm1ssuI7e5kSMpg+yMGYh//unvyZCXpydUJeh9hWWgs12QVSBK5l+lN9SkSer4gWwBvbS04v9btiAefDC1v8ceeuvZR1nvOawVjSkAmjVD/PBDalNE2aFyHMyfT9fk5iKuWVPxN1Fe7tprSZnuh7BeRaLW8SOPRPz5Z1Lqf/014ssvk+K8Z09SfLtlzg57ZD/30lLEoUMpNOyxx+gdDxxIx5QpdN6GDYiHHurfbpCQlzBHVQiRigvANAFRwISrbpR9xlHLFxXi4oZdUsK15OyI0oIns4Ft2VKZ1uyjbl2yADKmNPto04bcjx56iKy3olbqZ581t6BffDH1d9ddwduIy3hzQjrNN+wrroi+f1UIoqjTFUstU1pI5aF7PkRhadPhgowo/k5eeil8Xyr31jff5M82ivVv6VKKJQSgtTqdVt8HQ1S5DMLMx/79SfjafXf+3UknVVY2Oe3bJSXhxwHbo1kd4K5dK58jK7jvthsJcZMnI65dW5nmMF5FohbLpk0RDzvMu5QXAGKtWrQenH464u23I952m7r18rPP6P1mey643fuYMf5tsvVvwgTvdnNyyOrL3Mv9jjPOqGwlLiqKzlunOgBMExAFTAh+SdUqJw1xEOpNW/BkNzDZzbNVK4qbvfde0oCGcSd88UW+IUcdm/rEE9T3iScGbyPseNMdlzt9OvWfl4c4Z47atqOC6DO+6iryKGDQ8WxFaXn9dbJOvv024nPPId5zD7nb9exJiWZ23hmxZk3xOReVMk7nuqXaBZlB9J00bIg4aFDlvkXHybJl5DYp0pefN1QqRZZTAGLoo4rNnzGDj7uHHtLXDyLdx4UX8jVWx30FsdgWFVX0gtiyhSd7dOOXAMj76PTT5dxRZWohN2pUeY6JJD5q0IDyZDhZyDt3RrzlFrJQhp3bQa3jLVpQ7PCVV5JXzXvvIc6bVzlcQ/ReRfpk3gleB7v3iRN5SJbfMWUKWYBFzh04MNjzkn0vFv4A0wREAROuulH36aZRrOoTxrQbtmmlgperjNt7F31m/fqJuTvJ4LzzqO3//U9tuyL48ku+8QaF6LO77TbErVsrXhtVXO7JJ1PbPXvGI7mVrMApk/21qAjxkUcqCriqaVdl2Zw6VY7ZicLDZuJEdRbEzPf89NO8XVUuyJn9+I2PTAtLnToU+zd3rv8cnDePxtMhh8i5IPolJHrlFTqvcWPEf/9V+zz88PTT1HduLuLHH+vti2WS7dZNT/uia8MOOyD27evtWiwq3ISds7IKJFHX7rVraW5dey0pikVpFF2zRPe6nj0p3vb77xE3bpR7n3736hbOF/Rg1lXR8wsKxM8NI9jKvBcLf4BpAqJAVbfYIiKuWOG8eFZ1v33TFltV/QexNom4CjktlKaeWTpNsU0634cXNm/mrtVBBXYZLXbduiRkPvMMWfGisurPnu3cl4nkVkGFeT+G59pryQrKvtcp4KqKIZRNRhJFToQ5c6ivWrVI+FJZegeAXBR1wO+dTJiAOH68WIIa1kbr1pV/O+AAsqz5CVIHH0zlTjLB1vQxY7hL8AMP6HkeXkinueW5oADxn3/09fXdd9RP8+b6+vDLeDt4sP8YlvEKmTaNQm2CKLiCKr6DuHYvW0YC5vHHq9nfo+ITvO61tFSPAkLHMWWKfDkuHc/TAquHYBt15j4TfT71FLXbpUs8rDRRwbTFVFSred11pHxwQlDmf8qUYAulifmASAIXAAl827apbVsULObv3XeDXS9iMahXj6zCohuZ6ucdF++NsK6ufszd9u1U5igKAVdVDKForF5UDA6zJB5ySPA2gniNqIDIO0mnyZoqyuzn5iIedRQl/WLZ072EaABSCrDvjj2WLFdOtOXmkuBhAlu3Iu6/P9Gx995kWdPBJ2zYwO/3+ef18SBuipScHF7GxQtB4/hlFVxhhMOgoRWqvNii5BOc7jVIuSwTR+Zz8FsrVLwXC3+AaQKiggotn6o+dTCYhx9ObT/6qLo2k4Lrr/deKHQy8rJxKJ06kbWppIQyIooy/ytWkBvZY49REqT99hPPNDh2bGW6oxybDI8/Tn306KG+bVFccAGf70Hht5aUlBBD/dNPiPfdx4Vpv6NdOxIwjj2WYrsuuIBcKG+5hWIFH32U3ApfeQXxjTdoPHz1FeIvv1Bd4pUribGMQ7y9KoWTCHMnI+CGicNVEcObSom5txUXR6OUvOEG6u/GG4Ndb1qxmErxbPQPPODej+g6/eabztd7CdHLllE8tch6bDIsaNEinuAnu0SWKm+OkpLKCQd1eYpkz8ezz6b+9t9fncU2W+CUVXCZCJViruey9+YEE3xCZr8i9xHkUGUFdnoObmNE1K3aWmzDA0wTECX8NEA6FuAosgUuXcoXgYUL1bWrA6oTvGzYwN1bGzWq/E5btaoc66gSIha8+vUR99rL+Te/hDL5+eEX4aFDnWmPKpMlwwknUB8mlS/DhhENp5wSrh23taRFC3KfyoSpzLomN08T7u5+Am5UMc5eEH0uYRQvMmBJV5yUXyIwHQqCSJltARAvvdR9T1EhYPjtXX//zXMIuB2m4+juvdedrrCCiukkisuWUcIwAMQRI7zfVRhrpAgPk06T4vGAA6KbH//9R5mB/QRC2TEYNZ+gs34su/cJE9QIzm7PwWmMmPKUq44A0wREjSjry2b22bIlX3BVD9zhw6ntgw9W265q6GAs+/WjdnbdlRZ2tpi8+SYXeG+5RdktOEJUq8kstNdeK27Fy2xr110pVfygQdTOo4+KXevFtOrO0stQWspLDM2apacPEXzxBR93YZH57N59l1tDHn+84nmizP/DD9N7HTOGQgsefhjx7rtpjF95JeL55yOedhriMcfQXN9zTxLimjatbIHxO3S7O4kKEpmumarGopOAyxhenWu+CP1ugkXU7weRnlPt2tRf0AzaUZbecYJombWoBPA4CPpu0GldN225Zxg5kvfnNyZ0WCO3bkUcPZpnwBbZ10Wfi9f6Mm0a91wAoFJCKu9NF5+Q2e6UKXSETcLkd7B7d+JHi4pozxVpZ+hQ+edgygJe3QCmCYgaphbgjh2p/ewEEyrAalcOG6a+bVXQoc39/Xfu/vXBB5V/f/tt3sfnn+sV4IJoNVlctN9x330ktGcjzkxUNphAWVSEWF5ujo5Nm/g4XLlSbdujRlG7jRtXLDESlaa2vBzx/ffjMSZEMwDvthvRokPpxQTctm3VMZdu8KI/naZ7POYYceYrijn700/UV8OGweek6BpUpw651r/3Hr0XFZDZU6Kag6az9HtB536huu2ggtTEie7v14nPUGWNXLGC6qNnZtytV49ya4wcGV6YcVtfXnmFElyx71q1Ir5H5b2pBnu3ffuG80YrKJC3uhYWVl4XorasxvW9VCWAaQKihilhgGnwpkxR2+6iRXyyLV2qtm1V0KFMSKcRu3en673cSi++mM7JLrCtwwVRdjMOOxaDZkU2gbvuInrOPdc0JVzJ5KQMCYNUihKzAJBVPhNRaWrj4O5UVoZ42WX+41rEZU7Fs/nkE71rvpeABYDYvj3/LjeXrOtxcEd77jnq86ijgrchW3qHMaSXX4746afe9+m1ngbZU6KYg3FWNuoUukXbbtqUXMZfeYUn58pGUCVXUD4jjDVy1iziMTITiO24I3nbrFvnfU+iwoxovOkVVyCuX6/u3nRAZUKowYPlBVvRua57rYjbe6lqANMERA1TGtV996V2VTPTjz1G7eqqG6cCOjb7SZPomvx8im1yw5gx4RY4nVAhhPhlWY2LFvCQQ4ie0aNNU4LYuzfRct996ttmlsq8PMTffqv4W1SaWpPuTv/9x+voZvbrRMfo0ZQcy48RCZtkSueaLxoPVqsWJRiaPz8+7mhXXEH93nZbuHb87mfiRKohff31PDyEHc2b0/dfflnRauwn3ESV/EcWcVAsuSEOFtvso127ioJuGM8uURqmTvW/H6/1pLwc8Z13SCGU2e5BByG+/jop9mTb9KLDb33JyyPlXdyhMiFUQQEZifr1q6w4y8ujvCZh9xRrWU0uwDQBUcOURpWl2n/nHbXtsuQEI0eqbVclVDOW//2HuNNOdM2dd7qfF5e4Hy+EZXKTINhu2MA3nwULTFPDlUGnn66n/dNOo/adsj9Hpak1sSmvXk3MHQDFbk6e7E+H6Ho8YYLcvaoQgkQg2rYuF8gwYMrWSZPCtyV6P6kUWWovvxyxSZOK5++0EyW/eeQRf+Em6J6SSvE4voED6e8kV0OQgU6hW6Rt5ibbvz/xQ9nZk5lQEnS/Fh0TjRtTrorHHkOcObNy6Tm39WTcOMQnn6zogZGXR9mYZ86Uf2YiiLMHgAx0JoQKeog8M2tZTSbANAFRw5RGlVmsJk8O3xabbCxpVE6Oe43UOEB0cb7yyoruO5nIXGBYyZaddnKOPZXt1/SmEJTJTYLgjshjnXfZxSwdDGxctG6tp/25c3m26/ff19OHCKLclP/5hzN8TZogzpghRodMxuiWLRFPPZUs7R9/jPjvv2IWHp1rfhilnSmmKZVC/OgjLlj884+6dmXup7SUYm4vuMDbwuL0rkRreHfpQiWxEKPNih2V4kL2mbsJ3exQkRVZVKDfsIHePxN0Ra15bvt1UKtxfj7lKenfH/HWW8XoaNSIklLqrkIR55htmbEX9N3oPGy92KoLME2ACZjQqHbrRn14WR5E4LRh5ufHwzLnhq1befZNv6NePXJNmzePX+8Wl+GX7TjOm0I2gjC5SRHcWa3Mq64ySwfD+vX82axZo6cPlq27Y0dyE6vKGt8ffuAupjvtREndRCE6ht2YTVELz4QJ7ueEWfOTMgcZ4lDyyAlbthANhx8u9jynTPGP7c08WOy76vfvBd2Ki6Dv0m0/zcmhuayaJlGB/vnnw+3XIgqs4mJyRX7wQcrNIZu8KC+PknRu2hTuOYkiruuL7NirjiXvLMwBTBNgCiUlvASP7AIcBEcfTX1klreQhVeMgul4UTekUpQwyG1xYYzFtddS+ZLM708/ncpjBL3nuG4KqpAUwZ2VNlLh8qgKu+5KNH38sZ72161DbNCg8ruIgxARFE6M+kcfcWvbXnvJJ7ATtaZu2IA4fTqVUurVi2LzRBmYwYPdPRvCrvlxjqnMho7M9Kohs6b5KaifeoriN72UH3F7R6II+y6z5/LZZ9P1nTu7x4iKIqhAr2K/ljVapNOIf/1F5ahYPeQ48Qtx9MoKMvbiZLFN4ny3kAOYJsAk1q3jg/3DD/UN9FSKx9jefnuy68TJoLwc8aKLiL4aNRDvuMNbm5tOk3Xr+OPVLFBffOGt0Y/jM5OBTsFdlbVh6VL+rNeuDdaGDETpPussouucc/RZU9zGXFyECBk4aegLCrg761FHVc7IKdN2EA8altU3zDFxYvBnEpb+KJGU/UN0TRs6lOa4k9IiW1kxblywdTKu8XU63uWKFRR7CkCxpyagSkkU1GocV0XxK6/EZy8Jk3m6oCD8eh32iNOabKEPYJoAk9iyhQ/4jRv19KHK9Stp1sd0mtdXy8vj1jpRZuH338NpUH/6ieJgMhe0qrbA6bIWqRqzqRQpMwAo/lI3YyhKd0lJxbER9P7cILr5l5bGk3HOhl82y8MOo3sJ24csMxrWCqBSmItDMigvJGX/ECkflP1bq1Yk4LrNI1GBZcwYfk1cXbYR9b3L0aPpurp1KXu3CXjFAMvs1zpDewYPDnGDAXDttZyPUrW+mLCqDx4cbr2WXdsLC2ltiOuabKEPYJoAk9i+nQ94t6RFYaDS9Suu2kQnpNNUfJvda1D366D3PGcOL5R+6KHUf5yZzjBQxQhktxd2zEbNGIrSHYU7pujmnx3fFRfGORNR1kqWZbZEhKCgTFhQ+gsLqc1Ro+KlqEjS/uGX4Eh27orOx4YNqSTTkCFmXba95sH69Yjnn6/nXabTPBfI8cfT/ybgFgP8yCN6+5VZT6Jap2fO5PR89JEaRajo3uw0DsMmy2Pro84jO3FgEpTHFmoBpgkwifJyPhlWr1bbtmp3oaRo3NNpbqUDoIQQQRHknhcs4M+9c2fuHlmVFzhVCcVUjdmoY/lkLKRRuGMGTZQRRy+CuK87Xm7Aos9dpTDH8jb89JO6NlUg7u8xG05rWtBSMCICi1PpGZ1rhMx9FxcjPvEEWe7q1RMf10He5R9/UM1lAMTXXlN+e8LI3K+7dyd6evbU36+fdwo7WB1VnXzE9u2Ie+xB/V10kft5MryNjAI4exy2bEl5FMKMPdHnG+aoKkYLi+AA0wSYBtvQli9X265qRiIpSUruvZfTFLa2ruw9L19OJWUAKBvtqlXh7ycpYJvb0KGcUZPN+Cs6ZgsLEXfbDfHAAxGPOYZqAvbpQ1b6gQMru/nqHqcycXm6GMIg9MR5HjOICukDB5qj2c0NWNT1LW4WWx1KuKTsH5nIfA5h565fHPTEiWQRO+aYaMeME41+fXfqRCW1/AT1KVOC0cHmTdOmVFLLNH77jd/Xr7/q70/GZTbb0uk3d2V+v/xyvt+6GV5kPKNEFcATJgQXPrPXEaf7dbPIBzl23JHmblU1WlgEA5gmwDSYdnLxYrXt6nD9inuSkkcf5TQ9+qiaNkXvee1art1s0wZxyRI1/ScRTKv64oty10WZkl8lYyhK93XXqZ+TTkiluCt8HJ5PGMgI6SZdqZ0YqCiFOVWu9zpd+P1cfAcPji9TqGI/FYmDNuWyLeLyX7s2Cd/ptJinQl4e7cOyLsXbtpFiGICEqzjgjDOInt699fclsw9m8iFO4ysz/tsp0Vnm3HYT+K6/3plOWc+ooCEy2QdTXPuFP3mtZakUPQ+n+tXsOzeezyue3sICEa1gW7cuTRrVyRJ0uX65LZ6mhdqRIzk9996rtm0/hmTjRsQDDqDvW7SoWAM3aVBhrbn7bnoWhxyiJ3nGc8/RuW+9RRkbn3wS8YEHKOO3qMVDJWMYN4stIo8xD3oEYUh1QCbuzE/BZiIcIAploMq4dN0u/H7WkjjGeSOq20/9xqCpTPNB+nXbF199tWIc7tlnU91Vmfn3xRf8+s8/l79X1fjxR6IlNxdx7ly9fcl63LBERUGsnGxu9+/vrYBzin+VCatJpRAHDAi3J2UeTkJ6rVoVhfgw99u/f9XNi2KhH2CaANNo2JAmjerFUoQhDGotYBsU02z9+KNa2mXBsikCUHytDobcbVPeuhXxyCOp74KCaFyVdEHWWuP2TB57LBjDqsLCZSKWT5RuFmPrx4AMHx5+DIfN2AtACqsLL6RsraL1YXUIjzLJfNzGiMksszozFotY2nbYAXHaNMRZsxD//ptCJLZurTjGoizHw6wlXoxn3BjIqJ6PyL7dqpXaTPOLFyOecILYmpCtEHSb7+k0KZtr1OA0N28uN/+uuILO69CBrLimwZ7RpZeqbTf7GU6ZEn7tlj28YrydxrbMPltSoj5p06uv8uf25JNyQn1Ojli8fFKqBljED2CaANNgtbX++EN9234xM/37h2u/Sxdq58031dDrB6dNdOxYfo99+0ZrZdq+HfHkk6nvBg0Qv/02ur5VQ9Za48YouWlCRRnWsFYjU7F8XnMt2z1KJNnQSSeFi9EWEXjcjvx8HiKReXTqhHjDDWQpd6oZq9uNVeZ+LrmE6Jw/n0p9RZlMzAm6rMVhFBg1alCs5E47UfiEyDUqFEKqhcSoLPFXXulOr8px5KfI6dBBrjyg15oK4M3kh33/X35JYyzIc/v3X8RmzejcQYPk+tWBr77i82bhQjVtOq1rme9Kd6IjmSPz3Yu6S++7r1wfzNAjQ0tJif77tbCQAZgmwDSaNqVJNHu2nvb793efuGE347POonaGDlVGriucNoDCQq5pvOqqaIXaVAqxVy/qu3ZtsogkFbKMph+jJNqOG0pKKse+yFi4TMWCP/us833ffntl+pwseJMmUfbR/Hz6rnlzimkLijBlS7ZsQfzkE8TbbiMFVnYbeXmIBx+MeOedNPZfe02/8JhKUZIoWQbF6/7jmLRIBqIMZrNmdLDQl6CHChd+UWF86lT/tqKyxC9eTMpLgMrJ6XS4KDrdV+b7O+QQMeFWVMHVtStZ9lUrBFMpCs8JOv9ef53Oq1WLasurQlBlyFFHET3XXhueBj/DQ9++6pIcqTgy574Kj6Agh5OLs65nFIfSYxbJBJgmwCRSKW6x1VF3ULf71K23Ujs33KCW7mz4bQBHHkmlk6JCOs3dpGrUQHzvvej61gHRTeqGGxBfeim8W5GIJvTMM+ncCy4IZoXR6f7phjffpH523pk2Rab46NKlstLFi7H65RfE3XfndN98c0VXPNnyCk7PQTaGaO1aEryvuopn/s5eS3StM5kQHavHHou4zz7cFVLFmIwjgrjel5VR3fRFiyjj69dfV0y8p/s5iQrj9epRqZVbbyXFydy5Fdf5qMp6pdOIJ55IbR90UHQuik7z/PvvERs3JlqYcKsqdlaHQjBsaEjms+/aVc0+77QmFhSIJS+bOpXOz88PV8lCpkTclCmcTzR5ZL4jEc8or+oEQQ6ncahTwE7qnmBhHmCaAFOIQtOsO97w6afp+pNPVkdzNkQ0csXF0Vlc0mnEW26hfnNzSaOcdESZjRhATBN62GF0bpjnG3WyIJY06+KL6f+VK7mF5f335drasqViFuV99iGLRZB1w+05hHk+CxZQjehevTijHQWjIOtqPmaMujEZR6hyvc8sFeR2FBZGq5xwOho2RDz8cMQbb/Rm9lUqU8aNozZr1SJFgGlkCrcdOvDaxdnrwdq1XAErOv5VKwRVZHlesICvo6NGBaODwU9JXljofa/pNHmqABAfEBSyvJlfCEvQ5FHsyMuTX0P8FCFhExhmH07jUAfvknQvHgvzANMEmEBUmmbdpQM+/JCu32MPNfQ6wUQyIC9k1skdPTqaPnVD9Bl364a4557hNw6Rd9WuHZ37xRe6714dWLz1E0/w7/r1o+8OPDCYq/w77/DyB05xr37rRhTCPWP8da0z2ZCxLMVt/dABFZa2KAVbEWG8uJhyFjz3HHkJHHAAd9FXvdY40cfmzBtvcAFadbb9MPj+e3+3cq+EQF7PSeWa8emnat7T44/TeY0bUym9IPTJuK16zZn33qNz6tYlL50gzykIb+aldJANO8leI1huDNk1xIsmVdbUgQPdn68ui23cktdZJAtgmoCoEWX2Sd1M3Z9/0vX16umLbzVV188Jw4fz/h5/XH9/UUHG6hNmIxEd2+k0Z9qSVDqpVSuiefp0/t3y5RSDDYD48cfB2l22jFwyZZ9tVPGHJoRHUcuSqWRiUSOspS3qdxhEGN++HfHnn6k+9nHHidG7556IN91E3gVff+0fl+qWpKx1a3ILjQtSKZ6fw+vYYw+ycpsY/xs2UBI8FXtCWRnifvvRNXXqBFvTmBuxyOFFUzqN2LZt5Wtk1tag881L6SCbYC97jQi6hqRSiDVr0vmvv64+/tWLt0ul+L6r6lClwLOovgDTBESNKBkI3Uzdtm287TAZXL1gyuKSvYE8/zzv6+671fYVB4gymiLlKNzGmqj1aP16ft1//+m9b1VYuZLfZzbzfOON9NthhwVXAMlaPqLyCkGMVlmX3a+I5cbPmlFVtPNhLG0mFIhhhPEwCrbWral0S//+iC+/TNbP//7zd1NVlQBN5h25nW86dtYPf/6JuNtu1A+Lcw/b/yOPeN/rxInO182dS3u2iCJAhKdwy8Ir6yHht482ahQsWRcbL061XouLea1Xp/EXdA1h3hSLFlX8XkXGYi/eTkcpIb8+LSz8AKYJiBpRMxB+TN3YseHcjpi27Ouv1dCbDRMWFy/N5003RZt9OUq4ZZ52KvXjxSiFLW7+xx90TcOG6u9RF5hbfocOlX9bsoS7EQfdMEXXjWOOoTg0ViYjyjkTltnTCbc53agRJVKq7oiLAlHWrdRrX2jaFPGZZ0ix1L175Tqq2YdIbcswc0bWg8LrfFk+Ispkeh98wBMHtWpFLuVh+xex/uXlIU6YQOevWUP1TQ86SFyYEeHBVCrxRNyHR4wQfuyuzy2KPBNugi2iu/BZWOgdG+z3LP0UUWGOpOZcsIgHwDQBUSMubnss/iY7TkfWVZEl+Rk/Xh29TvRHpXH2WywnTVLXVxzBNsIePeh+L7nE+Tw/RiXMhspcxpyExLjigQeI5nPPdf79mmvo9yOPDNa+jliiAQPUMTsbN3J3tCiY5yDIHJMffYTYvj3ReNVVpikzjyS6bAfZF9aupbj9p56iki1HHMFj2HXuy7IeFH7nDx4sT69KIceprXQa8cEHOd2HHFIxc3CY/mXWv/33r7gW5eaS6/rLL8u5rTq9a9X8m9s+ykopAlAlgjjDzRU5+5wpUyheduBA+juVCs7b6SzzE2aeW1ggYvUTbE0xENmbyp13uvcvIyxecAFd98ADaunNhqg1MQxMuVTGER98QPdcXOxuodalDWbJiI44Qk17UYAxIg8/7Pz7woV88w+SEEtk3SgspNJAnTrJbeIq4m7HjqW22rcnxURUmajDgDGpOTmIM2eapsY8vCxIcbC6O0GVJZJl+Pc7glhyRJjwpk0Rv/sO8ddfEefM8a/9WlxMQpoJRYTTM2/VCvHQQ/n/l19esURZWATJfrvvvoiPPUY5CjJpF7Hy5eU5x1Tr8LhzUxKwrMK5ufFSqGe7O2crC2T3E5k5zPoOUs9c5KhOPJ6FPoBpAkwgyvg3J6gU4O66i29kusEWtWOOoT6vv15t+9Uhg6ootmzhSY9mz462b1ZTs3fvaPsNA5bFecoU93NY6Y3u3YMpBES120Gsu2HXnVNOoXbuvDN4GyZw0UVE9157UXKi6g43l+127eLL7KlQsOlc+3Vlbh08OPrYWT/BMDeXrOGqw3Vkn+ELL7i3FcTaLUuHCh4hnUa89FJqr2ZNUjZHXcIuGyIJqoKMP5H7CpIcC4C7QfspNOISNmORfIBpAkwglUIcNKjyxIrKbU/l4vzii3Ru9+6aic7A+PHU5377qW03ThmY4wDmjvzII9H1mUohnn029Xv22fFlpjORmexq7Vr38+bPdy7BIaPhFtFuB0nwFUZTvW4djyH+9Vf5601i9WpeziXKcR5nZDKZEydSrDsAWb+qKnR6UonuK02akFt0dtZfr30oythZUcuzjjVb1vXUa48Os89H7XGXuR/WqoVYVBR87wgLmZhW1c8haDzt0KHc5Tl7/GTH1McpbMYi2QDTBEQNpwlWUEBaxKiYeJUC3LRpdG67dvrpZli8mC9Mmzapa9dabCuClTc66qho+ouqPI1KpFK0eQJQwiavOawqwZKTdjv7uwkTgjECQcb2yy/TtZ06yV8bB7CM53XrIi5YYJoagmnLTCaee46eT506iH//bY4O3dCVy0F0X2H1OqdMkZurUY0V0/ujTIZdv0y6YdqIOst6aSli585q9o6gCBrTqrK6h2zfjRtTmajMdjLnSWlpfNZYi6oFME1AlDDtgsygcoNauJDOrVkzXGp62YWldWvq18v1UxaqtbFxYk6D4K+/+LtVqUBwQlzmhgxkBHGd8dtuyrJzziErkAwzEMQb4YQT6NrBg+WvjQPSacSuXekeTj7ZfNbzuCl40mmKdwdAPPpo889HJ3RYQGU9KIqLvbPFMqY9s15oFPtMHDyaJk4Ml726pIR7aIRZi71c9svL1d6zX63WKOJCg7rTqxgLYVz5b7gheXyXRfIBpgmICnFKTKRSgMvMiLdwoTgNYZm3886jawYNEu9TlC4vhqJ/f/F24sScBkE6jbjzzkT7W2/p6ydOc0MUsoK4LmuH33ht0ECOEZDtf+1aXqfyjz/kro0TfvuNr2OTJ5ujI64Knrlzecz988+boSEq6BAURUq7ZL5rp7+zj+uvJ0Ev6D4je5+mLbYMEya4Pze3ObJhA+LFF/NzW7cOb53PfH4lJYj161Mbr7yi9n7j8NyDJO8KQpPTmJTte8cdES+8kP9/+umUMyTphgaL5ABMExAV4rA4ZUJlBkyWOGfaNLm+wzBvLItl587qF6r+/b2ZDj/64sqcBsG11xLtV1+tr4+4zQ0/BBHEdWXTVFnyoLhYfg4xN9699pK7Lo4YMIA/h40bo+8/7gqehx8mOho3rphp1kIMMslvWJbzbEvdjjvySgRe1/rtM0EUr3EqCSVjWf/8c+7hlZODePvtlLFZtXV+yBD+HP/7L9TtVYBpS3lmuI3oEWQsuGXbPvFEsT6ZKz/r87XXeO6H9u0RW7aUG+8WFkEBpgmICqYXJye4bbTPPCPXTvfudN2LL/qfq4p5c1poVSxUYemLO3Mqi3feIbrbtNHnghjHueGFIIK4DuFddbbVIK7Exx5L195/v/y1MohC2/7ff4ht29L93Hhj9Nr9uCt4ysooYR8AYs+e1voRBLLlSqZMcX7Or78eXLAIqnhNpdwzCptQ2vqtCdu2kZKa3WubNojTp8u1IYOtWxF32on6uucede2aXBeCZCIOMhaCJofKHuvZ73PqVMqdEJcxa1E9AKYJiApxZVoyFwKWoOD22+XauPxyuu6uu/z7ENX8+SV/0GURFX1P9eohNmpU+ahXL57vOSg2b+Yumo8+qoeJjevccEMQQVyHteO++4IxAiL0imD1ah7vNneu3LUyiNKtn9Vvzj6i0O4nQcEza5ZzZu+iIqq7aYVcMYR916Jr5q23kuXqnXeIyf/qK0py53a+2zrkJ+DELaPszz+TFwmj79JLo/HCYO81e50Ps36YUpYHFTZlxkIqRcobv7jnevX8Xcfd9olGjaJ/dhbVG2CagKggkkAiJ4dKKpiaZG+8QXQUFpL2URSMwT7ssMqMTdDaY24buu5FPmgsiexxzjmIP/zgn2jCdFxISQlifr66TdoJInMjTptPUEFcJuuq13tfsYLXN1R5yCoOnn2WruvcOdBjFELUbv2qMlcHQRIUPCIZZa2Lnz/Cvmvd+1Rmv34CTpQVHfyQSpHLPHNBLSpCfPPN6PqfNEnd+pG5BzDjQVTrkkyYS3ExjYEgddlleMPBg91dx8NYfE2vqRZVD2CagCjhxdhm/n/wwYi//x49fWVl3JXmpZfErnHKMsgYmzCLjdtCo5v5E23/lVcoa3D28corcvfZtCklwnrlFcSVKys/W5MJqKIUKvySq4wapa6vsHjhBe936ucGmP1Oi4ooCYzXOcXF5H74yCMVE0K5uVnJHEGVQUcdRdc/+GC45+mGqC0VpsMIRBQ8DRtSmQoTkGF2rYufN8J6cIjuUwceiHj44YhduiDuthsprUWuY4pl03NCBvPnI3brxmk7+WRSAqqAiIJZ5bNyE/qylcy6LOWi44vViZVFEN7w1VfdS92FzTURlzAni6oBME1A1HBLWDBxIllAGNNaqxbFrW3fHi19LAHCfvv5x1T6CT6im6jM4q/bXS8swyFyfZMmtOmyLIqZx777kiv44MFmE1CZYGic5gZzgz7uOPNlRrZvp0yk2c9B9v1MmMDvix2yyqAuXRC//FLs/My5GCYLKEMqVbFfVW7IpaWkHPrgA8SRIxHPOktsrqvStsfBYiqSPbdHD8pG7QSdHh4yMd1xEnjiijB1c4PuU7JjPA5zwg/pNCniGe9Urx4pQlXtF6IKZlXPSsRCntTSTqKuxzLPTUWuCWuxtVAJME2ACXgxH4sW8bqQAIj77IP4449i16rAqlVcK/jkk+79qM7IKrqhR7HRhmE4ZK5nBcJvv50EWpnnFJe6dao3hOzx/csvfDw+9ZTavkRpSKXImp5pDbj7budSG34a9LDKoNxcykSc6cJeUuJ+nV8MkqzGP6wXwbp1iN9/T8L9kCGIl11Glt/WrZ1jN3UwV26IS4xrSQli8+aV39MNNyDWqUP/77wzxbtmX6fTwyOI+6tlGL0R5p0F2adEvAIAyBJXXh6fOeGG1aspkRmj45BDEOfNU9e+33o9fjyN8bvuQuzQIfyziouFXMf+HzQszemeM/do0URsJp+nRfUCmCYgjkinyTWVabXy8qgUxfjx+l1TUynEvfeuvABk96M6Iytj3vzuJaqSA2GFgCDXr1hB751lmTbJNMaJoWEJx+rWJYueTji9t6ZNueDYoEHFmr4yiiZVyiCn984ylmZrwrPHXBjFmIhrenk5Kec++4wE8AEDKJ68SxcxLX3duoh77IF46qnV02LL8Mcf1FedOhXf008/UXZX9tu4cfS9qrABr/ERZM3v21fZI6myYFYs5sUhE4YUZJ8RDYnq3h2xX794zAmncfneezwRVo0aiA88oFZA0aG893tWcVmDVPNZQcPSnNavoAJy2LXRwkIUYJqAOGPFCn/mTuXkFLX8IKpLXtGnT7CkA2EsqqIIax0Pen0chMq4bLCIJCyxeM6DDqJYcB3w23xbtiSBIyhUKYP8NP46PDpEmLwaNSq7WDsdzZqRZeX888nyPWYM4owZiMuXV3QfNBVjG4ckZn/9Rf01alT5t7VryTWf0XTDDZXrnQZ5Tn7WQ1FrX/ZhGUcxHHAAPa/XXpO7LsicdxOIJ00iTy3mGeB36LJ4Zd6TU9KgzOoDnTpV9GpTBdH1ukkTxN69EZ97jjwtwgiDcdj7GfzCIjLzQnghlQoWlsbGZLZQK7v+ME8op5rQdm2y0AEwTUASMGGCt5ueis1FNFaP9aOKSV+zJji9LVpUzYXq3nvFnp1OoTIuLlEMCxdS4hwAtTUCGUQEt1atwvWlShlkwr1TZr7XqIG4yy4kfF1zDZWJeuMNcivftEmu34kT3cefDm27HzM3erTa/tzgJdgi0jgcMEDduBG1+IrEAGcf1tVPDCzz7SmnRJMB30sg/u03MSUVgJ45KGqRO+kkuQoOMhBdr5nXBKM9jNI9TgplRO93MXCgWBtutY+9joIC8mLIdj8OU1PXdIUJi+oDME1AEqB7sZNdMNii4Oeq4pawhh3t24d7LmvW8LY++ij5C5UosxqVUBm1UOGHl192pkeFO34UDEVYZZDJeCBRJm/4cLUW9bFjndcQnUosryRmRx/tX6JLBfwEW4bJk8UFkCefdG5DVokVxBXQxtp6o6QEsXFj9etaUIiuVYMHq+1X1iKncz0MuieECWOKk9dIJk2ZAuFLL3FaXn/dW1hMpeQSRXnxFkH2z6pi7LBIFsA0AUmAbvcU2QWD9SOinXRa5FmNuQEDwj2XsjLe5urV4doyjTVrEI89lt/PiSdG427tBbdi86Y2C5U1ArMRhQtYGGWQ6XggE5aEVIqUXwBUKztKbXs2M/fbb7y00gMPyF0bhFZRwTaVIldI0bV7330R//c/xK++4nQFebfsHnv00D9vkgiZMRBlWTVRmHCJDRrTqktpEibOVEUuA7d+b7vNvOXxppuc96mwuVi8eAvRMTlwoLXKWpgFmCYgCdDNVMq6SGb2I6KddEtsU1QUftNmsUDz54drxyS+/56ywgIQ85ypOAibxTYotm8nd1IAPa6/stDtGh2V4BZUGWRa8xxV0rZMMGttQQHixo3q2g0KVr84Lw9x+nTnOaEqM7GoYCs6bmvUqPxdYSHV0A4qnKZSPLGb7nmTJMiMgbiFfDCYUGQF9WjRqTTxEjJ1Kh2cxhArZ5QdlmbCsj9hgvt4zclBvPlmxEsu4eFDfkf9+pVdj7MRNzdtCws3gGkCkgDdTKXMhuLUj592UqdGumlTauuXX4K3YRLPP8/L2bRrV/k+TMWFPPss0VRUJB8XqQNRueNHIbiJKoN0vfegbUeVtI3RyKy1fhbSqJBOI557LtGUl1eZuezfX90655YVORuiSsm+falk1csvI559NgnMsgLETTchbt5M/ZaUeCesyjwKC6MXzEytm7J7XVyZdROKrKA5CHQ/GzfX+5tv1ttv9hgeN879XURp2deRLVrEpd3EmLSwCAIwTUBSoFNzKJPtUrYf3RrpnXemdr78Mtj1prBtG+IVV/DncNJJVOMzDtiyhTOtw4aZpoYQhRuSnwvYhAnq7sck4x3GohiVNTlu1lqGMWOCMW4y65xTHVu3dxRUMNq+HfHzz7mgLno0aYJ4+uny9y8aX6hiTuiu5+sEVrLHK57QaQzEKQtuNqJUZCHKW2yjFGQyx2afPtT/LrvQPIoCcbLsq0ocyg4ZxZcpC7qFhQzANAFJgpvmcOhQNW17CbaFhcEWDd0aaVZz98MPg11vAosW8dIOOTnk6htFQho/sM37vPM4M6gr46QsgmymQZhZpznG5sWdd2q5tcgQRa1TFYijtRZRjaXi+efJcur2zGTfUdhkM6KC1eGHcyWi7CHCdKsSRk3Eq8om08rc6+JqsfW6N11hETIKdpPxx5s28fq5Tz0VTZ9xGieqsvuzQ8UenZurVvFsYREGYJqApCGTqezWjSb1lVeqabt//8rxGzk5VDvUL/7BDaKLYJ8+iP/+K9/+YYfR9aI11Uxj6lRy7wUg68f775umiOC0WTRpEh8NaJAamkGZHzcXsNxcsnIlEXHS+PshrtZalZaK3FxijvfaC7F7d1Im9e3r7SLs9o7CWNZkGGaWKyHoPbsx3aqE0a1bK5eA0zXG2RrRt6/8c8i0vibBvTJK7xLRrMimcw6MHEl0NG/O3fN1Ik6WfVXrYF5ecL6NjckxY/ia+eabCm/SwiIEwDQBSca0aTSh69QJJhRmQmRDCaJBl1kE8/MRzzmHrK+im+fxx9O1L74oe8fRIp1GfOQRrjjYZx/Ev/82TRUhjlk5nRCkhqYqxvDii/kcCDvXTODjj8MJH1EhrtZaRDWWCtFkKrLvKKhlTdbiO3BgcLqdmG4RhUurVoizZiF+8gniK6/QOtqvH+L555NSYI89EHfYIdzzk0GQckeZR/Y78VvXBg+Oh8IpKjgpC4qL6TnEJdttaSn3YLjvPv39xcliG0TJrJPeW2+lto4/PnxbFhYqAKYJSDLSadL4A9BmHxSyLnYygo6IRrpxY8Tdd6+8kQ0YQNlBvXDmmXT+RRfFY8NzwsaNiGedxe/twgsR//vPNFWEJFnyEIMzlWE30E2bEHfdldo64wyae0ERlQVkwwbE116jOEqWPTyI8BEl4mqtRQxnqcicR9u3Iy5bhvjTT6TEe/llxIcfRjzhhHDvKIqkYGEEW6c5qDpeT/cYl62z6nTUrYs4aFDFpHx+65rJmrZR49pr+TobF0HWCcyTp2FDKtenEyLCZJMm0SdJCzsXVOw3c+fy9saPj/eYsageANMEJB2jR9OEbt2a3IWDTGpZ5kI2y6UI45ROI373HeI111QuVH/YYRSbls3olpTw2pJxZQDmzEHcbTeirWZNxCefDCcUqUacNMGiyGTgb7wxug30u+/oHQIgjhoVTJAIGkso2teyZYjPPEMlXBitMseUKXLPRCUyrbX332+ODjeIWiqCJtsxORdFLb5TpsiPKS/lmKgVvH59Un4efTS5bffrR8rcV14hS+7s2eSKKNKWSAZWJ6jOBtusGcVosgREXq7ecfOe0Yl99qF7jnt4UXk5p7VfP/39iQiTAwdGx1+E9VxQuZbtuWfltuPGC1pUH4BpApKOLVto0w8zqYO42MkyBzKuclu3kqXpuOMqLuL16pFldto0xEmT4u8+O3kyrz3XsiXiV1+Zpqgy4hS7I4OyMkqaJmqJVLWBPvwwtVerlnjmWoagLt9+wvCcOYgPPkix8Nltt2+PeNttiE88IfacTAq2mdbaDRvM0eEFPyVd//7Bk+2YjrcUUZ6kUqTYFN0n/Ma2SmFeVPAsLg72DHVZl9u3p+dTVub9bOPmPaMDGzbwcJ1ly0xT448PPiBa8/MRFy7U358bH8U81wAQL7iAXKWjAFszRGthZ9OtqnxekLXHwkIXwDQBSYeKSR1kww5SmzCIhWvxYrLeMDdQdmTXkYwTA1BWhnj77Zyebt0Qly83Q4sfkmix/fJL7oIPQEJmVMJAeXnFvkXnXFCXbz/XR6daogceiDhkCNVCZYi7AiPu1tpM+CnpwriaR11iJQjc9hw35tWLZtWhEKLJrYKsZyqzwbIQnMzYYFHrV5zWYtX46CO6x7ZtTVMihnQa8YgjiOY+faLp0219GT2a80VHHRVd+UCZ9SDzGDs2fN9JC6WyqB4A0wQkGaomdSrlzCDHaYNNpxFnzEC89FLE2rXjRx/DqlXkLsdouOmm6GrdBYFpK5EbTU4b9+rV9P4ZbU2aID73HLmsRSUMpFL+mVeLi2kc/P034vffk6vkoEFiY/byyxEfewxxxAjEp5+me/S7pkYN8m54+mnEpUud6Y67AiMJ1tpM6IyTjrLESlC4eRFMmBDMPd9tLsnOX50KHB0W2/feQ7zrLnHPk6C0JwV33kn3eMEF5miQndszZ/Lx+uKLZmM8P/yQe/Dtvrt+K3IQ93wmfN9xR/j+476vWVRPgGkCkgyVkzpIGQdTG+wLL8STvm+/JQYUgGJ/x4+Ptv+giFNWZDeG+eqrSehh311yCQmPXtfpEAZMJLvxO955x5/uOCowMmlLirU2KugQnFW3qaq9f/5xHpNB5q9ORldlNtjsPWrSJPFrqjKTftRRdI/PPGOm/6A5EFhdetnrdOCnn7jytUUL+l8XZPbDvn3p/MmT6f+aNRH//FO+z8x1RzSZXVVWBlnED2CagCQjrHY6yAIRhw02jlq6UaPIJRaA3KZnz46ubxUoKaE4obCMZVga/JjGvfYiV2QnRJFtWMYdsW5d8oTYfXcqSSJyzfHHU3Kcs85C3G8/tZu2X/IRxnhELdwmzVqbRARl2KMA23u6dw8/f3UrcFRlg83eo0TXlZyc+CdVCort2ymPBoCZ/TNMDoS4KIYZFi7klSbq16dYYET1e6TouO3bl1+TTvMyjcceizh1qjg9pqoiWFjIAEwTkGTICHjZC9qECcEz2pmOW4iT9WnrVsTLLuN9n3IK4vr1+vvVAaZ1vvnm6AUcEZemxo0Rt22LjiYniM65jz+ueF2QMatDgSPCGEQp8FhrrX7EkfFmKCvjYTCvv66mTS/hU8X9uikJCgvFBd7s+S5j+TL9zkQhK0R99x1f58vLo6CQI2hYV5xjPNet4xbwvDzyelKp3Jo+nfI5BNmj/vqLQmhk9p4gpbZM86oW1RNgmoAkQ5RZnjhRbZmCOGyscUiysnAhYpcuvN/7749+Q1YJZlX85JPo+46jFd4JYZQqsmNWlwKHMZx9+7q3G9UcstZavYgz441IbvQAJBSqVFq5KXA6dVJTDsVJaJO15mbOLxk3Z9PvTAQTJyIWFckJUcOG0XknnBAdnQyi+0+TJlSmiR0iORBM7lulpRSv7DWWZNb6dBrx/fcRu3YNJ1jKxtUHieWNg+LOonoCTBOQdPhp4/v3VxsTFKckJiaTrEyZwjNaFhRQ0oako21buh8TZYninrU3E2GUKrJjVpcCx6TAw4SCsWM5DdZaqwdTp8ab8T71VOr/5pvVt50pfI4fz5MOvvxytIm/nDL4d+xYWcCWtUiZVvK5oX9/73XFbc1iJWseeCBaehHVZryO275VVsbLDrq9k+Ji4mnc5kQqRSUYWd1eAIqRvewySnQYRGErs/cEyW0RJ17VonoBTBNQFVBSUjGxDpvUYdyNM4+iInPxd36IIq4yE+k01Qxltfb23Rdx/ny9fUaFpk3pnn7+Ofq+RTcuVe6KYRFGqSI7ZnUocExZyJ3uJScH8ZVX1PZTXbFtG2VpfewxEhQaN44v471sGRf6fvtNf3/33099sbWbHapd77Pnd2kp/3/CBJ7L4L33Kl/rtJfH6Z35YcIEMYEje81Lp3nCo88/j55u0fXw+ecRf/mFH88/b2Yd1XFvTnNi2zaqPLDLLvy3evVIEbVkCe9DZo8KsveIKh4GDjSbldrCAhGtYKsKbOJ36lQxplZ2QbMLBEc2g/Lvv4g9e/JndPHFiFu2mKZSHVjijnnzou9b1BWvZk3E668nptipjSiVHFH2Zyrpx7Bh6mjyskhZl7Fg73jZMnput9yCeMghlRPAiR4mGO8HHqC+Dzkkmv5ee8197EU5/phFc++9nUNXpkzR9850rlmpVMW6vKK0p1J8PcrLQ9y0SR1NMrQHCfuIU74PNwSxRrP7yXS1LiigsnVr1jj3Izq2gnhnJSVUycIC0Qq2ysA27SOP5N+Fca+p7guEkwaSJTuoWZNqhqqI1YoL0mm+mS1fboYGL7dbAFLasO/q1EHs14+X/Ilz1tc4Qkbp1aUL4kMPUVkWBtnnHfdYT9MQeZ5lZYg//IA4ciRi796Ibdo4P8sddqAkdkOGkCtyq1beCiMTz728HLFdO+r/hRf09xen8bdmDWLDhpWZ92xaVQtLutdImTVl3LhoaJJB0LCPOOT78ELYEnUtWyI+/rg6hUMQITUJCgQLCwYr2CqCk2AbZEGzC4R/rNOQIaYpVI///uP3t3GjOTq8XJrSabJmHHww/61ePbKixzXra1whYiHPz6/8e5culIxE9Hmn04hr11I5LFlmRuW9RmnJl4VXngQAGt9HHEHlo5zO2WsvxCuvpNjRuXPdYzfd3vV110V/zyz2t0EDxM2b9fcXN4vPvfdSf+3aUZmbbKgWlqLIjC2jSG/ZEvHcc+O3bgcN+4g634fMmha2/vJHH6mnPTuxmAgPGncFgoUFgxVsFcFJsA2yoLkF+8eZMVSJOGn2o8SqVfweTd+b33hjmRlZRmq/8VwV35cKiDAKK1eSd8JRR1WOTXQ76tWjmqQdO3L3dtFDddxgnCxCTpDN9tmoEWKPHoiDB1P2ctFM0k7PgVkN69RB/PVXrbdZCb17U99XXhlNf3FLTrdpE89p8MwzzueoEpai2tNEXahF+RBT63YqhXjyyUTHxReL0xAVnxRkTQtTf1n1nJg/3z2ZlYh13FTCUAsLUYBpAqoKnARbRLlMi3l5lPwh+/o4M4aqETfNflSYP5/uq3Zt05SII53mlo/q9r5UQYZRWLkS8aabgjGqTIiK8j3FuX4rg+h6c8stJHyGKSfmlNTomGOo/d12iy62ce1aHgv83XfR9BnHdf2JJ6jPFi3IY8YJKoQl0XsfMIAy4q9YIR9mU1LC6xH7HWPGIN5+e/zeRyZYKbQ77oi+b693HmZNE6lhrvsdbN5MHiYAiDvvXHnMiAipqRRlYwagtqZMsYpri3gBTBNQVeCUPIqhpCRYUockMIaqETfNflT47Te6r8JC05TIobq+L5WQYZ5Fn/eVVxLD8eefxLRHHSOVFM8L0+N35UpyCwVAPP/8aPIGDB9O/e2zT3R5CuI4HrZtQ2zdmvp/6CF9/QTJtVG3LtU1P+UUUmaNGEFZnP/4A3Hr1ortyyjP+/eXo8nUus0E7759o+3Xy5CgYgxnrvVTpnjH36ueE+k0L+nUrBni4sXBFDclJZWzvVdlY4tF8mAFWwVwKhFQUEDuaqkUHQMGyG0kcWQEooCodnvqVNOUqsW339J97bSTaUrkEEdLTFVGmOcdZYxUUDqjDruQpVMHfV98wcvujBoVvj0vpNMkMAFQEizdyHxejKl22stMKWpfeoloaNwY8Z13nEsEhX3PomNsp524e7Tf0aoVYteuFG8v4o2xww4VvcHivm4PGkT9X3WVujb95q6fIeHii9U/syjXZOZdVbMm4owZwdqojsYWi+QBTBOQdPhpS+vXJyucyIIIQFo8xPhvPLogGpd84onmsgfrAIuPatkyWXHUIu+rKipgTCGs5TWqGClRi9DYsd606bYEyIxfnfQNGULt5ecjzpoVvj03fP019VO7NpVP0wk318s6dfSPP1G4KZCZokHFe5bNtdGqFVloP/wQ8amnKPv86adTeaL69cV5CSe+QpQm04rzhx4iOi66SE17fnNXNtbe65C1ckexJr/5Jm979OhgbVRXY4tF8gCmCUgyVC6G2YvtCy/oWUSTAL+yM6zsT2Eh4qRJpqkNDydX9SS59vglxjj8cOfMoxbBEFbLH4VVVFQx16QJxWvdfrs5S4Df+B0zRr+lorwc8YQTqM1ddyWhU8c7YrFxF1ygpj03+Cl8Bw+ORzLEkhKxcRr2PcskD/LqK51GXL0a8ZtvEMePRzz77OB8Qpyz3DJ3+XPOCd+W39zt3x+xVy91PFzc6hvPns0VImEysFdXY4tF8gCmCUgywtYnc9vUAMSzmQ4dGh1j4LT46lqQvbSYv/xC2mv2/fnnI65bp6ZfEai856ri2uP0vgoKeCbfk09G3LLFNJVVB3HPTilipRK1YEVhCXB6nsxqd/bZwcpjyGLNGmoHoLJVU4Wia+NGvq98/nm4tryQFMuOrGI6LN0yyYNE+worbES1jsjumc89R7Scckr4flUaH7JDzuI4rjOxdi0liQKgxKZhFMxxj8u2sGAA0wQkGUGSQsgc2e5QbkcU1j2nDbCwsLKbtUpavDbD0lKKW2aCU3Exld8QuTYMVLojJoUBFIXTM3/7bZ6B9fDDxcujWPgj7mXA/JQ2r79Oc/a008Ix56qQ/TynTxcvsaSKvgcecF8Lwiq6Ro+mttq315s0KimWnaCK6TB0szE2cKCavlS4FOteR4LsmWPG0HnHHhuub9F3fNBBYuf17KlvfqpGWRmVfQNAbNuWFGdhIMrvmp7XFhZgmoAkQ4fFNvO46y4x9yXdi6pM1sWoF/ivvkLcZRfe/3XX0QKsIxZOtXU1KQxgWEybxuvmde5MNXstqgfuuqvyeM62CMXVEiDqpqqKPt2KrgMPpHYefjgcnX6I6/sMSqcOulU+ozi7FAfdMydMoPO6dQvXv0ysv5+CoLgYsU0b+j87YVecvGUYWMmkevXIyy0o0mlSNPjFdydNEW9RdZELFoHRtStAcbG+9jt2BJg0CaBVK+/zEOmzb1+A8nK1NJSXA9x4I+/DDzppccLBBwPMmgVwzTX0/8iRAL17AyxZUvG8pUsBzjwTYPLkYP14PYeg97x8udrzVKG8HGDaNIDx4+kz7Hs8/HBqp6gI4Mcfad4sWqSAUIvYo04d+jzySIBXXwX47DOA+fMBevbk57RoIdbW228DrFqlnkYnsPkug6ZNw/U5fXrldSsTiACLF9N5spg9G+CbbwBq1AC48MLgNIpA9H2KnqcLQftXQbfKZ9SzpzOfUFxM32fOtSgRZs+sVYs+lywJtweJPudWrQCGD6e/c3Iq/sb+79EDYMECgObNaR5+9pn7mmYCmfv27bcDDBtG348ZA7DnnnLXs2e+bh3AuefSmrF5M0CHDvQ83J7RsGEAeXnKbsnCIhhMS9ZJh4w1U/bILDExdKjcNaoQxiodtaXxvfe8XQfDaBR1WFfjaLHVmfn1zz+ppAVr848/wrdpAnF3AY4TzjqL3rdXnVCZrLF16iDefDPismV66Q6y7mVnnpWFTkvnjTfStT17hqNRBEkJsZDNVqySbh1ZieO2LgXd31QmU5R9zk77X1ER4rXXUqI7AMQnnwz7ZNTDLX777LODX19UxEPN8vKoXFBZWfzzO1hYgGkCqgJKSuRK+gTZQEWZnoED1WxsS5dSqQFW8zDIEbWrmU5BUQfTGTcGMIpEVosWIXbsSO3usAPi99+HbzNKmChJk2S0a0fPyE/o83OnHDAAcf/9+fe1ayPecAPikiV66A7iphp2vdO1fm3dypPevP9+OBpF4ebGHQf32EyIZivWQbdf33F5RkEhOofOO4+SmW3apGcPkm2TKQj69q2cNC4vj3IDxAlexhWRZ+ZnnGnenLJwZyJuShQLi0yAaQKqClIpKmHglTVP9HBajIJYEGQZ7j//RHzwQR6LFfaI2mKr0+Khi+m8+up4MIBRCtmrVyN26ULtNmiQnBjiqpLBOiqsW8ef0dq1/uf7WQLSaartefDB/PdatRCvuQZx4UK1tAdZb8OOY9VWPMZ8Xncd3w+iYkB/+cX5HuJo2XEad9meP7rodrO0tWyZ/CzyQeYQK+Wneg+67z65sShSrsqPjiiEv7D7tkjW6FatrOBqkSyAaQKqGlIpsk6EEXBPPdW5XRm3qczDbfFOp8li9r//IXbqVPm6gw5CHDKENHYy/ZpyNdNpsRV5/s2by93zpk10DQBio0ZmGcCo3aI3bqTyAwCUNfnNN+n7uGqC42ZdTwKmTqVn06aN+DUi7z+dpjW2a1f+/GvWRLziCsT58+Xbc6NDdL1V+e5VWTqdBKaGDaNbU5jr8+mnx3M+Z4NljM7JQRw2jLLuR0V35hh96y3EZs2Ilv799fUZBUpLEevW9Z47jRpRVnSZkjyye1AqhXjLLXRt+/aUKMrrnYqWCPIyHETl2RN2345jOJSFRViAaQKqKmQzamYfEyY4tyla5D3zKCzki3hZGTGc11/Payayo0YNxGOOIRfkpUuD9WvSeqUjbikTfu+0dm05V78776Tr2rUj7bxJBlDU2j18uLo+t24lJQ4AuXhdd1283HzTacS//kJ88UXEE07QzwDEVagPikceoWdyxhn6+vjsM64gYWvYJZcgzpsXnrkUWfdUr3dbtjgLAzKKrrCeBWGUAZ99hvjSSzwLelSuzzLIvr9Zs3jd4PvvN00dCbcAZDWeOdM0NcGQSiFedJHcvHnqKbE1VsbjKsgaIGNpdppPUXr2hPVSS0oGcwsLGYBpAqoyJk4Ur0WbfRQVOTMUMkXeM49zz0W8+OLKscB16xLjOXYsuQ66wanfvLzKlmnTrma6N5Xjj6/cdqtW3OKdm0saf786kUuWcGZq0qRwNKmA6Gaem0sJgb76Sk2/ZWU0LqMSHLxQWkqM5KOPkqWpaVP5eRaUAaiKsbu9ekUnLHzxBSnlMsepivHkt96qXu/GjqV2d9oJ8dNPg1uaveaTl3Iv6Dh02x8mTpS6fe1wopO5vx53HGJ5uWkKCeefTzR16JA8l+RMoTYvD7FfP7FkQ6qth0F5AZn4+uz5FLVnj7XYWlhUBpgmoKqD1WMLcrgtJpkaZ9FC75lHYSEJE2+9JbdpLlqE2KIFtdG6NeKKFfG0Mjkl81LFgO62G7U3eHDFey4tRbz0Ut7fVVchbt/u3g4T5g47zF8IjgK//+6dURqAXIYz/z/wQMTx473vUwTbt3vXyPNiBsKMv7VrEd95B/H228mttXbtyn3XqoV4yCGI55yjjwGoqrG7HTrQfXzwQXR9fvUVYo8ecsyoHzLH2JQp3Hp/4YXq17sjjqC277kn2PVTpgQfp0HHYdjkNVHBL27yhRdMU8ixdi0PU0mSS3K2UMs8z0TWaZUeV2EEzCCxwV26IB57LM8doWOfcLvPxo2Dr3WpVOUM1GHWSguLOABME1AdEDRrsoj1R2YR7tmTzi8rk7+H1au5VXLnnSu6KscRH31EtBYXqxO4ly3ji71TMpx0mqx9bGM++mjEf/+tfN5PP/FzsrMNmsDixbwMD7s/N8b2558R+/QhgY/9XlxM5Vyc7lUEYcpCiFqXMt2KL7uMKyiyj8JCxFNOofuZMYPcpRH1ublX1djdjRv5s1q5Mtq+dVshhgyh6y+4QCXVND4BSMG0aJH89SUl4rkdsveWoOMwKeNXJG4yDnRm4u23+XhIgkuym1ArA7/s6KJKkjBrQJh8Jip5OxEsXco9v5zmnlfW57FjKRwqcy8P88wtLOICME1AdUEqJW71kWG8UqngzIwo1q9H7NyZ2mjVqnKCljji66+JXpnENX5gboL77ed93ltvIdarR+e2b08MK9tMxo1D3Hdf+q1XL3W0BcWaNVxh0b49WS1E3MZWrEAcNKiiu27dulTv76+/5GgQdf3aay/Kbvn552Qp9rIuvf66mFtx+/YkqD//POKcOd7Wc1VMVyZEGbBrriHr8pw55B0QZ6RSFIsNQNaAuMaLB10PX3uNrj/0ULV03347tXvCCfLXytZTZwrOlSvJW+OJJ4LtSUlxZRSlc+jQylZFk15JcXZJzvZkuOACojWoUMugok5q2DVAdj4NGID4yiv0GeV8YHXCd91V7Jl5hVZk36/psDILi6AA0wRUN0yYQNkp/RY+Ge3x4MH6FtPNm4mBA6C43z/+kG/DBGbP5jSrQp8+1KaIa9isWTw5V716levhASA+/bQ62oJg0yZe2qlVK8QFC+h7GUZu61YShvfcs+IGefLJFCMo4mYdxPUryMHcivv3pyzMq1bJPzPVxemD1EvNy6OEYz16UBK4J56gMjh//62W6Q7C0MchVli3sPXtt3R9y5bqaN6+nbueTp4sd61oFtfM8SOyBzkd2YJAUpLPBJlnxcW0Vpgcz3F1SXYTkHJzwwm1DGGVCSrWgJIS2he9rneLsdWVwDIT777L5/OsWf7PTFRYr19frJyRhUVcAaYJqI7ws97KWn9SKW9X56CL6bZtPCFL48bkQpsU/PMP0V2njpr20mnurvvhh2LXLF+OuMsu6t6zSmS+24ICxN9+C9ceK8Fy4okV73Hvvcn9d9s292tFmIFmzciacuaZiE2aiDEtDRs6uxWHRSqFeNNN1Mf++4djAEQZsG7d6Fn6lc+oWZOsOyedhHjzzaQ8mTKF6rzKJMYJIqDGJVY4leIlU3Qwl6tX87ZUWdHefJPaa9pUPmY9rGKocWMS0oMIAlXNYityRD2eM12SZ8wwn9PCT0CKg5Xvhx+8c0aIrgGplLvhwG0c+GVTVyE0bt5MeU4AxBQessov64JskWSAaQKqMyZMqBy4X79+sAVFNVO5fTvVlwMgi6OqLLhRYdUq/gxUbP7z5nHBYfNmsWtSKW+Nb5TxZ9luY2eeyd+t6jjfP/8k19lMIaxZM9rQ3eItZdx8x40T25zHjVN7X5n45hvqo6goXPIvWQ1/Ok1xVdOmIT73HDE1p52GuPvulZN7ZR+1ayPusQe5Zt96K+KoUdTOsmUV7yHIWhKnWMuVK509JFQJJek0L2ejyoPlpJOovVtvlb9W1BpZrx65O3/5Jbm0r1rF8y0EtTSJxCO2amXe+qM6bjLq2GHmkswyOLMjam+IOM1zN/zwQ8XwLBWhI7KeOn7Z1MO+t/79qZ3WrcX4kSCKneJi8/PWwiIIwDQB1R1M4OjblxaTTp2Ct6XKTbK8HPG88+j6/HxyKU0a/vuPP4ONG8O39+yz1FbXruLXxMWa4bbJ5uUhfvKJvn7XrkV88MGKwn1+PtUZ/eUXMTqjKAsRBFu28FJeS5aEa0uVUqq8nNzJP/mEakLedBNZ0Nu3r8wQZx/16yPusw8pPJjQ5sa4Nm2K+MYbVK906FDEu+7iSjDTY720lDKNA1AG92xLpKq4sb33pvbeey98W0uWcOvSn3/KXy86H6ZM8W4naAy5n4WqTRsSok1n0A9aB97keGZ46SX3+RildS0Oa68Xvv2WZwk+6CDEMWPUhY7Ijt8g1l4RzJrF9x7R9SeIKz4A0W9hkTSAaQIsCJkWxtWrg7cTlnlIp6lUDQAxw++8E5wWk0inOQOzfHn49pjr+KBB4tfEIf4sDm5j27dTsqcDDqjYd/futDFnushGXRYiDFhc8dtvh2/r9df1Ju8oKyOvgw8+oMRO111HdTt33tm/zJPKQ+dYT6d5ya1GjciaqkuYYoL8iBHh27rvPmqrW7dg16ucD0GVo07XNW9O7wGAfmOl4thhok5z0DrwJsYzQ5yspHHY09wwcyaPHT/0UMQNG+h7UwoVHe8tleJ5Mc46S/y6MK74Nt7WImkA0wRYcLDstLLJQ8Igc9GfOpXi8tii+9pr0dGhA6w26ty54dopL+eujdOni19nWrsdJ4YIkQSPL78kq2CmMNWhA1kYRV28EfVkKJbFhRdSnzLKDjd8+SW11bAhZd+OkgErLSUh8O23uaeG37HzziQYn3su4tVXc1dJU2MdEXHYMOojN1d/7Vy2Tt58c7h2yssR27altsaMCd6OyvmQSlFcPAC5r4uWh3MSIObMcc/ar2KuBhFaMq8ZOjScYBuFZdL0PhKElkMPpdJwUWHGDO5p0q0bJUY0DR3v7ckn+T4hU3JRNsY2+zChhLKwCAor2MYIV19Ni0jfvtH056W9Hj06Ghp0gmWTnDUrXDs//0zt1K0rV2rFtGUxTgxRNubPR+zXr2J21iZNKAYw27XXjXlVnaFYFkyQOuWUcO2kUuSezZgyk9rxoGPG9Fj/8EOuLHn8cT19ZIKVM+rSJZgSgo1pVh6kYUMKnwgDlfNh+3bKJwBAiceCIpXi67DqcaEiA3fQ2NuolIKbNiFecYUYTVFaj0Wf11lnUTkpnZg2jZfXO/JIOQWpTqi2bi9dyvfLJ5+Up0e2hJHTmLfCrUUSYAXbGIAxOddfTwtIu3b63Wbi4KKqG+3a0b3MmBGuHabV79FD/lqTlsU4u40xbNxIQsLOO3N6atRA7N0b8bvv/JlXk3F7X3zB6QmKOJTHyUQYAdXUWJ8zh7u89ukTLpmXCEpKKif9k3lnTu+8Xj01z0flfNh9d6Lt/feDtyGqKDn+eMSBA8lz4803KVZyyRJ3a7HKZImysbdhxrPI+2GeLZdeyr2ORI6oFJR+83z48IpVH3JzyaMjrOeUEz79lCofAFCW/7DKIZVQrVhmCR8PPDD4vA7jih+HxGAWFiKwgq1h6M6e54S4uajqQCrFhaWHHw53Lyxj6SOPBLvelGUxzhbbbKRSlJCoWze9jKVKbNzIaQpaEzcO5XHc6AoioEY91v/9F3HXXamfQw/1LiulAmHfWVzfuRPOOivcuocYPGlN5nNp3hyxc2dah6+4gpKVeZX8CrJ/uY3b9u0rtx90PDv1UVSEOHEi/b5iBe1VHTtWPKddO7LUmc4p4Hcv2c/l558rJpXLyyPPlPnz1dDw8cfkKg9ASmdVpbdUQSWf9c47/6+9846Pour+/1lCr0IINTQBRVTADkIQ7IqNWEEfO6jYgorKI0pRsVMeK6jYKAokNsQGBgRRsSCiqCBFegfpZTf398f5zm82myl3Zu6UTT7v12tem+zO3DnT7txzT9PPoVcPtFRvEadLFMYLAFgBxTZEZFxD/BjwpJPC4wYzK9iUKc6tGYcO6bE7P/3kXqYwLIvpOoHx00/2sZ5RkV0b+H7+ubPton5tvCioQd3rhw7ptZibNjUvJaUKr9cs6tc8lSFDWK4bbnDfhuy75sYbuUTYJZdwkrnsbD3zq9vF6fsr9b5dvlx3bx83ztv9bPeub9my+PFWrSrEddcJMXs2W3CjkFMgFdnn/McfhTj/fF3mChU47MpLNvnp0/XyZj16qKtRroLk83Lzzd7Hdbt3c/9GJFez1omcVuUIzZYwPbwAkAGKbUjE40JkZsp1JKoHPOngouoWJ3EkderYZ/z79lt93eTsvenCiBHeX6xhkC6TL5rL3RNPONsuHY4v7PIsdtx1l64EeLViyOD1mqXDNU9myhSW5+ST3bfhxbU9Hmcr5s8/CzFtGtdtHjJEiNNPD+b99cAD3M7pp3trx0ninlNO4ePUMvomE3ZOAa/MmyfEGWfosleqJMTddzuvWvDxx0JUrMhtXHyx/14aTjDzwNPkdXPd7ruPt5GtWetUXqeKbVT6JwDMgGIbEmb1zYLoUNJtgCWL28x/mZnmLxmtFMellwZ7LKrQ4nK0OKR0GRCly+TLU0+xHLKlF4qKODb3hBPS4/iiytix+jkKKou813syXe5pjd9/Z3mqV/cWt6za2hjE+2vPHt3d+YMP3LfjRN7ateVqo0Z5skmGWbO4Hrx23FWqsCUytcyh0bG+/76e1Cw311kyR7+xmlSPxXjM5/S6LVjgvGatG7lljCxR8ygBwAwotiEQj5uXQAhiwJNuLnGyeKnVRmQ8wOrenX9zk4UwbH79Vb+ev/ySXgOidJl8+fJLlqNlS+v1Dh3iWrWptXz9OL7SMPi1YvZsTjBGJMSjjwa3X82C6faavfdeetzTGqoyIwuh1toYRAZubeKkRQvvz4+TOOOoXHu/KSriGFmtJisRT6AMGiTE9u3G90tmpu4afsUVfH9GBb9q1mrvCyc1a90QjwsxY4Y+EW4kf5Q9vABIBoptCLhVwFS+9MxcUNK5A/OaqCT1xbN3rx7H8+ef4R2XW7SX1BVXhC2Jc2TLStxxR7gDnC1bdFlee62kIrlzJ5cFat5cX69SJc54Wr+++sF51LIsq2b5cj0j8ZVXqs+AbDYpMHWqdcIiu2v2xRf2VpEoTiiqyIysoXLCxc/3V1GREMccw+0995z7djScvO+jYq0PiqIidi0+7jj9HFStan2OcnLkaysHhR8TsS+8wNs4rVnrFa2UWerYqLS8Q0DpB4ptCDhVwPwY8KxbZ67cpWsH5tVim/rimTGDv2vc2P8SIqpJttYuWhS2NO6wcmFM/r9795JubEHKmJrkJjubLT4PPCDEYYfp32dmckZXLcmRahfNdMq464adO3WF44QT1Jf2MJoUaNRIiG7d9P9btHB2zRIJIYYN09d3un3YqMiM7Aeam7Qf76+vvtIVrO3bvcsaj3P2Y9WKT2kikeDr1rat/TnKzo7W5I8Q/tSs1ZJWBu0t9u67vN+jjiq9Xj+gdAPFNgScKGCqBzzarPk113D7p5xSfBb9wIH0dWN0Wjze7sUzcCB/95//hHdMbklna20yVi6MBQV6ncdmzTgeKWjZZO611q2FePllY0VMlYtmaQwvSLbwzZwpxIUX8rE0aOAto6oRkyfb98MDB3L/KHvNtmzhMiTaOn37cvbWdEoCpCIzsh/07s1yXXKJ+vfVxRdz27fd5r0tDRk39kaN0uv59ANtMjndJgCiWLPWLQ8+yPu+5ZZg9wuAKqDYhoATBUzlgMdoQHXYYXr7pcGN0cwKJrskv3i0+J833wztcFxRGqy1yVi5MP72mxCtWvHxVqkixKRJwclkl6isUiW+H+2yaatw0UyXmGRZzLKLli8vxHffqd3XlCn2pWXq1St+Xeyu2fff6yU6qlQp2YekSxy0Zr1p2TI6ci5ZosdaeinBZsTy5fq7Y/FitW0PGGB9j2VlCbFsmdp9phvplmBNIx7XQyTMJsbCqFnrlOS43ry8aDzvADgFim1I2ClgeXlqBxJ2booDBpQeN0azQbHVkvziicf55aKdD1UF5YOitFhrZdm2TYhzztGv5f33+/9Cjpoima4DQiPsLOEq+yIn5S5krmVREbsOakmXWrcWYuFC8/WjrODm53McePI5iMJE5/XXsyw9eqhv+957ue2zz1bfthDsGZCqADVsyF4IRGy1Va1QpxNR61dl+eknPR+HlzGUXzVrZSgNhg0AhIBiGypmClj9+mprs8lYl6wGkunuxlhYyAMKq+Qt2osn3Tv30matlSUe1+tOErGiu22bf/uLmiKZrgPCVIJ0qXZaHiz5WhoppLt26S6yRFyOZMcO8/0H2dc4VaCjGq+9fLluXVdtud+1S4hatbjtadPUtp2M0bVYt06PH69bl2v3lkWCyHitmhUr9ImJY4/lnBzJMkelZq0VUX3eAXADFNuQSX7JTZ+ud5BPP61uJl9FUqV0GBTbEY9zLTmjUkvHHMOZT9O9cy9r1tpUJk3Sa/a2asWuyn4QNUVSJrwhagNCI4I8r077RW2fRgpp/fr6dxkZnE3XKuFckANJpwp01OK1k9+RPXqwDGedpX4/L73EbbdsaR8+4Adbtghx4oksQ61aQnzzTbQt+n6hOqmeW2TO/datQrRpw/K1a8cTWW6vWRA1a5PR5Bw/Xp0bNQBRAIptxBg3Tu9MVM3key2Doy3p4MYoQ/KLZ8IE3YXIqpxHOnTuZdVam8qCBTzjTcTJpd5/X/0+omhZsHOrPe+86Gf3DtIS7qRf1K6lnZv0YYcJMWeO9X6DVBztFOgpUzgD69y5PMB99FG+T4KaXJCR3+hcPfaY2v0UFekKyqhRatt2wr//cjkbIiEqViypcKST95AXwk6wZjYZNGWKPnb4/HMhOnfWf/OS0C7ImrVCuAvXSnfDBig7QLGNGHbZE6dMcd4mLLbWPPpo6TgHZd1am8ymTcXLtAwezFYY1bU0o2BZSEYbFCcvyR4K993HNSCjagWKqsU2P1/OdTkzU4jPPuMY/cmThXjrLSFeeUWIkSOFGD5ciIcf5ucziGN06mrtdPF7otNqEkHV86X1B1oG/GrVWLkMkz17hGjf3vrcDx0arefWD8KyVstmu9eWqlW9TyQHWbPW6fEF9bwDoAoKWwCgIzMQycjgAZObdq06s4yMaFmfgkTL/JnOnTustSU5eFCIu+7Sr92JJ3JyluTr6dUCErZlIRUt8cgzzxQfEI4dq8un1UdUdQ5UEqQlXLZf1PpbVROEQfU1svLGYuzh0K0bl/XRkjPZLX5O8qmyalspR0bPbvXq4T8L8XjJOE2jpXHj8GUtbbidDPJyHYKsWetlsivKk/oAJENhCwB0nFoQnGBnXdKyIpu5rZXWF6jTjj5KnXvyoK1rV5YP1tqSvPEGl4kxGyB7vb+jEgf3zz+6MrZrV8nfb7rJv3OgEquM8X7En1plp0/2kJF1Xc7OFuKkk/iZPOccrrXaq5cQN94oxO23B2exzcuT28/bbxffLgpu9ios91axxVFOluO0zn1p6LuigpvJK6/PQ5A1a70c34EDuFdAekBhCwB03MR8OcHOumT0e5Uq0Rnw+oGTjj5KVmuzGJmRI8OWLHrE41yH1MnAJB0HfOPH8/GcdFLJ36KWEMgOo/u7cmV/+iKjfTVsWHJfqtykg1Ac43Gui+pW3rDd7L3GWtsprnYZ8sN8FpyMA7zIGpUKAFHqa99+27niJ/vcayQf7/DhvG1QNWud5ltJNnxE4V4BQAYKWwCg4zZLpxPsXiLa70OG8D5q147OYNcPnHT0w4aFLS0TROxZacKpQhKVAZ9TbrmFZb3nnpK/RS2LswxaX/Tss/q9vXKlv/tq2ZL39dZbxuuoUkjtLMVe7zXZ652VZS5vmG72svKPHGn8DlMRWxzWs+DGquZUVlUWa69KaVT62t27hRgxwjo7sN0iEzpgNiF98cXW26lS/p3eW7Vq8Xslqt4NABhBYQsAdLzUVVTNoUOcyIBIiPnz/dtP2Djp6OvV85b5UAXpZnmLArKTF1deKcTo0en7Em/blmU1ygIdtbq7TjnjDJZv4EB/93PvvbyfW24x/l2lJdNskFu7NpcR8YLs9c7Ls24nLGuaTPyzmSKkKhY6rGfBybG7kVXVO8SrUhoFd/CtW3kSPznBXrly7u4Xu8kFtxPSKpV/mXurYkX5ew/jDRBFKGwBQHHMSnYMomEiQTExiIZJd6Re6dmT96O6tEKUkOnoGzfmwutEQnTsKMT+/eHJm46Wt7BRNdCN8kt8yxZdzs2bS/6e7vdNQQHLl5Xl7/P3wQe8n7ZtzddRaclMVhw//VSII47g9i67zFtppnS/3kLYW7VTFaGxY4V48029BIvXJcxz4zRzrRNZZe+Na67huuCLFnEiPhn5ZJXS3buFaNDA377WalJmzRr2bKlWTd9ny5ZCjBnDySRl7jsnsrqdTPBD+ZeZnNuyhbO522XnjsKzAkAqFLYAoCRTpuiFuolYqU3uRQbRsEBiAl9+mXfZtav3tlKJUlyNTEf/999co5JIiNtuC0/WdLe8hYGMC2nt2nodwXR8iWsK2VFHGf8uM4ETVaVdCPYg0TLFjh/v3342b9bPx5Yt5uv51X/9+KOe6MzIHVqWKCSAUoGbeptel6icG5ljdyOrm7r2FSoIccwxQlx1FZfHs4tRbtBAiE8+EeL11zmEp29fIXr0YEXJibuv277WzMr5/PNC9OnDVknt+/btWZm1y5htdqwyCqabiSY/vbNkJ+cw3gDpCIUtADBm8mTuMFKVWm2Z0EYP+PQrTmXZMm6rfHm1tf2iEldjJ1NWVnGZpk/XB4rjxoUjZ2mwxISBzOSF6pd4kJM3mgtt377m69hZwO680z/5VDDs/7rCU0/1dz9HHcX7+fBDf/djxuOP8/5r1BBi6VL391AUXD1VEI9zLK3Ms9mmjRAPPMB9t5VSrylmYSXHkiUe55q1XpSqVGTfIRdcIESnTiXLgwW5uFGYZK3dOTn8TjfzjEjtvydPdu+p4ebd4ve7Xub9hPEGSEcobAGAORPaGCu12vJZ52G+D15atVI7yIvyYEvr6Lt1Y5nuuKPkOtogo1Iltq4ETWmxxISB3Sy17Et8xgx3+/Jz8kazNr/zjnO5tFj6atWE+OMPf+RTwfr1ujVzwQL/9tOnD+/jvvv824cV8bjuTptsWXJzD+Xnl1RMwqyz7BanioHMRJZdfxA1r6LUkmVe3N+dWAKLiriU2LRpQjz5pLyrd5MmQpx7rhA33yzE4MFCvPoqK5ILF/J4wg+FSSZPSeXKQsye7fy8ae27uSfcKIhRsJZivAHSESi2EeXQYGulVluerjHM9GcVnU6/ftzW7bd7P6Z0SXz0/vssT4sWJWdzEwmeySYSomlT43hGvwm7FEc6YzUwkU3aYqdcBD15s2uXPuiVyRqceg4OHBDi9NN5+2OPFWLvXrXyqeTKK1nOPn3824dW8qNjR//2YcdLL5n3kU7voR49eNtrrw1fQXOLG8VAxt3SrD+ImldRIqFPcowa5f06muXykLm/VFjx/FKYomphdDP2icqxYLwB0g0otlFkmJxSqy3JCaVUd3xa7F7r1t4PKyodtR27d7NFlkiI334r+fv27bol+8wzwxko5ueXjHNKR0uMENGzjNglDrF6oYcxefPll/r1d8v69XqtXz+VRq/Mns0yVq3Kz6EfLF/O+yhXTog33gj+nlR9D2mxyXPm+Cu3n7hVhNz0LVH0Klq7lmXIyOB4c6/s2qW/45y+Q1QppVZ9rdvzHAUrpxk33ij/Pikq0mvcBvkuMSPM0l8AOAWKbRRxkg6RSCQo5lsn/u+/eiKr5cu9HVaUXzqpnHcey/LEE8a/L1rEg2siIR58MFjZNJ58kvffqVP4CqFbomYZ0WTSlAGng4owJm8eeYTbvPpqb+18+aXe9UThGTSiqIiT2BBxaSY/mDq1ZMmPIO9JlffQpk36/bpzp9+S+0sQlqOoehXNncv7b9ZMTXvjxnF7rVoJ8dVXzicVVV0LsyRNd9/t7riiOnm+bJk+XtCSUJopiIcO6TXJk8+rX/e8LPE4u5MTCVG9upoJFgD8oByB6DF0qKPVB5P1+g0buhelZk2ijh3578cfJ5o1iyiRcNeWrBxe5FXFhRfy58cfG/9+zDFE48bx308+SVRQEIxcySxbxp9nnknUrRtRRkbwMnihoIDossuI1qwp/v3atfx9GOeUiCg3l+itt6zXEYJo9WqiOXOKf79+vdw+ZNeTQZMhJ8dbO2eeSfTQQ/x3375ES5d6a88PYjGifv3475de4uugkoICossvJyoqKv79mjVEl15K1L+/tz5QBpX30IIF/NmqFVGNGu5ligK5uURTpxI1blz8++xs/j431/s+5swp2R8lY/bc+83KlfzZooWa9rR31403EnXvTtSrl7N3iKprkZvLx1ZYSDRxItH11/P3s2YRTZrk/FnLyWEZYjHj32MxoiZNvPeVTigqIrr5ZqK9e/kcb9qkH29hIdGKFfr52rWLxx5jxrCso0cT5ecTZWYWb1PlPS9LRgbRNdfw5+7dRBs3BrdvABwRtmYNjHESY+tnYH9+vp5cxqv1QiaxQ+PG0bA8rlqln0OrONp77tFnMINOvKMluXr77WD3q4KoWkY03HoXyFoMTjqJk7EkEt7kPHBAiCpVuM3ff/fWlhA8C9+1K7fXoYMQ+/Z5b1M1O3fqCZGefVadC7tM/xSEBVel1Unz6rjiCn9kDQOn7sWy62/eLMR//uPuufebRx/l/d5wg/e2/vqL2ypXjuu5ekF1GMnYsd6fNT9cnL2glU2sWpXLBpqxdi33uUTcp7//vv7bK6/ofXLY3llt2rAsn30WngwAWAHFNsJ81lk+K7Ifrip+xBq98Ya9YrtsWTTiLrXi5Fb1JA8d0hXMNm3UlkWyQ3OX/fbb4Papiqi6jHmVb+9e49g1s6VlSyFGjHAfL/rtt9xOZqZ52QqnrFmj15rs109Nm6o591z1yqbsNVfVv5qhatInHheie3fepk+faEwYBo1dqMPBg0J89JEQPXtyrVbZ6x90v6TFZw4d6r2tgQO5rfPP996WSlSON8xcnC+4wD/5jVi5kie9iTjplxm//qrLW6+eEN9/r/8Wj+sTLhdeyP+HOT66/HKW5ZlngtsnAE6AYhtxzJTbzzoXr2PboEHxVbwG9vtlUdMsnKmDiPr19WRINWvqiWzMBq1BdOyDBvG+L7vMer2NG3UlMzeXlV2/ZduzRz83W7aob99voh5v7eb+j8fZMmanDL30Ej8HtWrpv1WrJsRttzm3uj79NG9/8cUqj16ITz/VZZsyRW3bXvEruY/sPem1D5TBS9Zabfuoxa4Hjd19ctFF/N5J/u344zkG0irNRVZW8JMEWtZyr945hw4J0ahR9J5rP8YbyWMErZ8sV87fUmHJFBUJcfbZvN9TTzWX/csvda+4I48snsvE6DnOzCyZODLIZ/vhh3VZR45kryEAogQU2zQg1S350OBhJdZZuJB/rlRJTWfjh0Xtn3/0kgXTppVU/tau5RI7dgO6oAZt33/PbdeoYX8+v/tOP7ZkhcUv2bTrXbu22naDQvb+uv12tqqEgTaxIaNcFBVxvUYinrQZNMg+i+Tu3exi1rZt8fXOOIOzkcsM4i68kLd59ln1x//AA9x2zZpCLFkSvgeFEP66sDux2LrtA2VZu9ZYuZKZsAwzq28UPG00OWTdyuvV44mmX3/lbe0yo5cvz89nkGjvRa+ZrT/5RFeO9u9XI5sKgvDg0SYdTzlFiJkz/blHk+//AQN4f5UrC/Hnn8brv/GGXqqta1chtm7VfzN7jmXfSX4wYEDJxHoZGfw9AFEBim26MGwY91zDhpUYPEyZUnLm2asy5YdF7frreZtu3YzdJuNx62y0sRi/kIMatCUSuiX8iy/s10/NZOinbFOnctsnn6yuzSBxMvA88kgekCXfM34PoHft4gykRLormZlyUVSkD2LKldMtIbIyFhXxQOuSS4oPGpo3Z3evbdtKbhOP8zbVqvG68+apPX4heELh1FN1ZV1l/+IWPwfA8bgQdeo4V2z98CrQLExaxnMn8aRhxa5HyUose588+qjxxJnZsZx8sj6Yf+edYI7l0CG9MoHXmNhLL+V23GYd9osgPHjWrGElM7VNVfeomfvzf/5T8l1w6JCezZ5IiN69i080OHk/BvFsC6G/48wWKLcgKlDYAgBnmHWeqpUp1QPI337TB+3ffedtn0F27DfdxG3fdZf1ekEPKJ94gtu1KvESFeuJGX36WN+7t97Kbn/a9+ecw666QQyg+/fndps2FWLHDuvzmFxv8LXXvO13xQoeINSurbdZpQqfq2SLUurxN27sjwIxZow//Ytb/B4ADx3qvN9RbbEtKhLi6KO57TFjnG0bVux61Gq/qrhPjPrPQ4eEuO46ffsXXvD/WFau5H1VrOg+2Vw8zlZmTUH+6Se1MnoliPvWq3u/XdtW1tVU1+HkPAz//W/J6+plLOSHB8mBA/q9Y7ZkZMAtGUQDClsAII8T1xSvypSqIuwaF13E2+Xmmq/jNMYtiI79gw+4zRYtrJPzBD2g1JKJDBli/HuUrCdGLFmiZ/O1quu3Y4cQ99+vu3mnukH5MYD+/nt9P9OnW6/70ku6DM89533fGnv2cM3Adu2KH6em8AShQEQxc7Xfz1k8XnIQarVkZ6s//p9+0ge/TpOKhRG7Xtbuk0RCiDvv1Nt47DF1iduM0I6ldWt320f9XSCE+vGGWft+jpXcjFXOPtu4TS9jIe3ZVjmxPXKk3L5HjnS/DwBUQWELAOTw0nm6HeR5TZt/4AB3dLm5+nZWJXG8Wmz9GLTt3q3Prv72m/l6QQ8oc3K4vQkTSv7mxXoShJX30CEhOnZkmU4/nV0B7fb599/sqmt1br0OTgoLOTmLFs9mZQ0Xgs+9dp4HDXK+TxmKioSYNYtdCM2UelWDv1SimLna7wGwEOaWHaNFRZbaVO66i9t2U6InjGsW5fvEr2elqKi4K+l99/mn3I4bx/swU4KssJsMz8uLjjePn1Z/P+9Rr+MWoyReXi22Kicz9uzhvA8y+77jDuftA6AaClsAIIeXjs6LMmXm+jx2rPV2AwaUdF2JxazjMOwGrU46dpWcdx63+8QT5usEPbjTYn/nzy/+vZcBXVAz+5rrbs2anFBMFr/OsdFxlyvHA0qNVIU/2a3vjjv8tdhovPdesPdYVDNX2yX3UZHtNS8vnGM/cEAvtfTJJ863D8N6GsX7JD/f3PKu0rthxAi93Ztv9kdB1BTovn2dbReVusxOyM8vHoZB5L3CgxBcaseve1S2rzBbjLJsuxkLac/25MlqJgh++okz9WsZm2UWWGxBFKCwBQByeHFN8TrQTR7Ua66QVrFFXpIMWNXlJbJ2E/TL5U1zNz31VPN1ki27fsu2c6febqqroqzyN2NG8e2CipFbsEBPRPTmm8629WMAbWXRsMrCrS3XXOM+7s0pQSsQUbTEaVhdExWD9LCOXQt9aNCAPRvc4GcsoRFu+xy/kIl3VHkOXn9d96a44gr1cYZaDVOriVUjnEyGhxULbYRWTub0082tyTKeRYmEEJ99xrVrZc+Dm0lR2bad7tduAs/o+k2Z4m1ia/t2IV58UYjjjiu+XfPm9nIgxhZEBQpbACCHm6QmRDwbqLKzeeYZbveMM4x/l0kyUK6cEJ9/bt65Gg1atZlIs/Pg54t51Sp9H5s3l/z94EGuIxrUoGHBAm63bt2Sv8kqP+XLC3HssVxs/aGHrLPBqlLK9+8X4phjuM1LLnFu5VStbMhYt8yycGvLe+85PQvuCVrZCsLt1wuTJ/v3vAV97NpA/cQTuf3+/b21ZxSLrcLyZUQ8XrKOutEShFVQxkrpR1z01Kn6hN2557L7piq6dOF2333X2XZRqsvshGuvZXmGD9e/S1Zkhw4tWT0h+d7avp0th61aFV9H9cSzl/Cw1CUvz3gfsnVstWfbzTuiqEiI2bN5AiU5a3TFikL06sXZ9xMJZEUG6QOFLQCwx+usoMoBxd9/c5sZGUJs2VLyd9kkA3ZyGZU0snqJ+DVo0+jQgffz1lvFv08k2GqnvTiHDrWvX+oVbUDfqVPJ3776Ss2L1u5l6AatLmpWlhAbNzrfXrWyEcUs3FaEoWhaeVCEaeEJwuU2qGM3GrzWr+++/d279WRr77zjf1b0REKfsLJ7Xvy+Z8L0MvjsMz0hXpcunPhOBdq9YVZNwAy3/VsYHhjJdO3KckycyPfs0KH2Zbi0e+uss4SoWlX/vmZNjln/80/1z7OqnCDaO9Hs+TSyTsfjesjCmDH6trKTGXl5QqxfL8RTT3FSsuTfjjlGiNGjjcd3RiFmqGMLogaFLQCwRsWsoOoBRfv23O4bb5T87Y471Mtl51o2dKj/ysWgQbyvyy7Tvysq4hgUIraAfvwxf+93AqbHH+d9Xntt8e9Ts3WanfPsbM5K/MknHCN2+uly18uLi+vcufo1fP999+3YuWc5ucejmIXbjjAUTTMPijDdFoNSYMwsJiqVWtUhAJ99xm00bRpM7LcWqlGxYsl66kbH5edkUNjxvnPnClGrFu/juOOE2LTJW3v79+v3h9PJQLc5K4KOmU+laVOWY/hwZxnKk5djjhHi5Ze5HnkyKvsyVe8PN31VPC5Ew4a83Qsv6M+TE2U7ORlh9epcUu777+37DC0p6B138Cfcj0HUoLAFANbIdlRHHmlcfNyPAcWQIdzmqaeWVN6cWGxl5IpKKYnvv+f9VanCmXMLC7kMjSbDpEn+7j+Z66/n/T76qP7dwYOcxTf13MgMlv1WEnbtEqJlS27juutcHnQSVvGVs2fLtxPFLNwyhKFoxuP6vgoKwndXDFKB0SaqevTgNpMnt7y260ffdu+9vP2NN6qR04rly4WoVo33N3q0EIMH+9uX2BGFuPAFC4SoV09/L69a5X6yc8kSbqdqVXeTFE7iNIM4N3YcPKgrXG6TSI4caX2uVE08y95rWgUAVX2VVZJHp+XKOnbkGPHUCQAA0hkKWwBgTZizgmYkZ4JM7VgPHLAvS+JErigMVIRgV2iz4xozxt99p9K5M+9Xi7navVvP3Fy+vBDjxztTfvx2cb31Vn3/qtzzUgcnN9+sDyT375dvI4pZuGVl97ssUzKJhH68Ri5qQRNGv/Djj9xmlSqcwM0rfh2D5lHj92RbIiFE9+68r5wcVkrsXEadDuKdEpW48L/+4v0QsctoagyybHjQF1/w+kcf7V4Wq4nAMM6NFcuXex/jBDXRKHuvzZih7jm381677z59oimq7y4A/IbCFgBYIzv4OffcYDp9O9c5uwQDTuUK27XM6pi1JSiXTE2Z0dLvz58vxNatHGtLxAPu6dNLri+j/PiVSfXTT/W2Zs5014YM27frg8fBg+W3k8nCHfYgOQocOKAft6rJCa/yZGU5G6R7nQwoKtIT0hjVj3aK6r4tHmdrurbdunXeZbRCc0GuUkWIpUudeUD4OaD2Wn9dFf/8o7uLuulX43Eh7rmH1+/Y0Vs/o937WmmasM+NGSpyRIQRGmJ1fWUmUGXeI07C0mRL9ITtdg6AH1DYAgBrwpgVtJPFqn27jMhO5Zo5M9yXWVRcoY1m3Rs00K0Chx0mxDffuG9//349GUXqC9ftYGfrViEaNeJ27rrLvWyyaEm1KlYUYvFi+e2srNtRTZ4UNHv36scettuanQXK6NqoqtGsxdpfeKH341BpsQ2qBrVGqguyEPKKep064fSXRJy9PiiS4yCdvjv8vJ5m58YsM2+QjBvnbvwQ5Ls4lfx8jlG1em/auYT36WO/H5XJqvweNwEQJhS2AMAemcF1EC5YfnSsmlwHDpS0pqxaZZ/YyO+XWRRcoe0sxrVrC7Fokbd9aNaXhg05+YwKF9devbjNI45QW/7CjKIiPQ4yJ8dZfVkra14UkycFTXLt5H37wpPD7lmwGlQa9R1OJyd++423rVBBiG3bvB2Lqj47qBrUGqkuyNpzJttXDh2qVh4zkp/pJ57gfVet6i4juxtkz8ennxbfLojrmXxubriB2z/uuGCSjVnxyCPuxxFhTjSecQbL0bev+XvT6D2iWVZjMS4ZZYWTsLRYzNrIUJa8jUDZg8IWAMghM7j227qkOt432X059djq1NHT9mulK8KwmoXtCi1jJW/Y0NsLat8+vS7gCy+okfu997i9jAxOvBUUK1fqlqSxY9W1G3RMa9TYvl2/3w4eDEcGmWehTh0h1qxhC3NRkX0yFTcDPK20zeuvez8mr312GB4lqS7IqbJYTTxkZobz7BQVCXHSSSxDUKVJnLwvW7Via/LAgcHUFE9myxb9Xfvss+H1cfG4EGefzXIkl+yRWcKeaNQs83YlmVLfI4cOsTKsjXNmzTLf1q1hoax7G4GyB4UtAJBHZnCdn6+7f6ru9FVbbJs04UGG1UCodWvODBmW1Sxsi20Q+x89mtvIzpZPvGTFunX64Ozhh7235xQtM3etWlyrD3hn82b9XnNiCVeJ0/4nI4NrS6t+fh57jLc56yw1x+Wlb5M9J//9rxALF7orzZH83pk4UVc6NBfk1GOJQnyrEZ98oitNQVht/fBw8ut9oyUfTF78dGVPRTbBlbZkZrLlPwoTjVu36nK5SSoXjwtxySX6O+vXX83Xc5rsMC8P3kag7EFhCwDUs3u33ol9/LFxp+/GAiXTsWZkWP+elcVZewsLeZBl9zLLztZlC8NqFnaWTb8txnv26EmXXnnFu7xFRUKcfz63d9xx4dS4i8eFOOEEluHKK4Pff2lkwwb9fleF0+dZtceI2+dn6VLeplw5dQpSPM7leYiEOPNM+f7E6TkpX54tzr17s3vuJ58IsXq1uQuqmcLRtq35BIfRNllZ4Q+mg7bayr471q7lHBmjR+su3n7190YE7couu38rhTZKHjNff82yNWvmvo29e9mtn4gNEytXGq/n5FwR6f1qWfY2AmUPKLalkKIivWPbsKHk714SU9i5zmkWWBn3l7CtobKEmUDI73P03HO8ffPmapTQV1/l9ipV4njEsPj5Zz3GaNq08OQICr8HL2vW8LmsUEFNe276INlnYcYMIf79l0t0ORkAOkFTkF580ctZKM5HH3Gbxx4rv43sOTnmGOtMqYcdJkTXrkLcfjuXL/v2W56AtFLK7DL6FhbqiloQNXVl0Ky2VapwBmm/B/tO3x1BvRO16zN+vHHSwGQ5/Zy4lXGlT54Mj6JS9vLLLOv553trZ9s2PczhyCPZS8YIGes2YmhBWQaKbSmlcmXu4FasKP69itlZO9c5Wde6sONXnRCWK7SfFuNdu/SSKSriBZct07NDPvus9/a8ct99LEvTpuFn8vWTIDLi/vMPt1u5sve23PZBTp8F2f7FTdynNiGUk+PtXCSzahW3Wb68fIIuJ+ekqIiv48cfCzF8uBBXXcWWVzeZ7GX7HS2rfe3a4XhvpFJUJETLliWPx0+32yjVFDeTx29F2ox0mdy24vbbWcb77/fe1urVeqWDU05h7zsj4nG2XJvdI2G7/QMQJlBsSym1a3Mn98cf+ncqE43YWYhkLEiyL7VUq4hV235arsJy6fHLYvzkk9xOy5buEgIln48ZM4To0kUf7Edhpnj3brZEE3E9yNJIUG6Ey5Zxu9Wre2vHax/k5FnwM0vv6tX69s8/r6Y/KCrSY9N/+kl+O6/9w/79QixYIMTbb/Nk0NlnWycwcqJwJJe8+egj+WPyCzf1ulX0+05rivvlIeTUlVVb/JpcTqfJbTO6dWMZ33pLTXuLF+vP3/nn87vZ7P5Bxn4ASgLFtpSiDSZ+/ln/zs/ZUbOO104JlU2GcPfdbHWzsk4FXcsxSFS9wLTr8frrQtSo4f6FbDbrX7kyK0FR4dNPWa5y5YT48cewpVFLkBlxlyzhNmvV8taOij5I9lnwM0tvfr6erV1lX6O57o4b51welQNclQpHXh6v26uXO1lU4eZ5Ceud4ofCIpNVXOWYQIbSYLHVXLlVvl/mzWN3eSJWnK3uQcTQAlAcKLallMMP5w5w3jz9O6eDFdkO01BuHSYAAGxISURBVOglXKcOJ+7RysiYDQrsZqdPO03/TnObNRqQWA1WSotbjtcXmNF1Kl9eiMmTnbdjdc6jdq61errHHcflFdKdPXuEmD+f49mDGhQuWsRtVa/ubfAk2wcNH25dU9NJ32SWpdftveqnlbx/f27rrrucb6tygKtS4fj+e163ShUhpk8PbwAue0zTp/P6YSdVUq2wuMnSHFSMbVjJGb0Qj3Octiarm4zIVnz8MU/IlvZxDQCqgWJbSmnbljvAmTP172RfbA8/zIlXjJTV1IyETl2bjDpku9npTz/V407cLFF+OQaF1XVy8oIMo26mVzZs0F3zn3subGnkicf1UldDhgiRm8vlr5y6Enp148vPF6J+/eJturVaTZ0qL/fRR7O7/OrV3uVXZf3y+/5/6y1up2tXd9urQqXCUVRU8v7xcg+5RXZSJRYTol07vR52uvRzdjjNoB10VuR0qrcahCU/HtffW6XlHgQgCChsAYA/aOVOPvlE/+6nn8xnAJ0smZncgXtxbcrM5LjMVJfl8eO5DmlqFkQtm6WXJcruTH6icjCerq5jr73GclWtWjKhmltUWlQ2beJJqFGjOIPsSSfp9UKNlqwsIY4/3v9rodJqNX26dQZWbalSpbibbywmxBlnCPHmm+6tIlpipliMz7Pba+X3/f/LL7x9rVrWFusgUKVwuIlr9QM/6spGrZ+z4quvnB1bkLGa6RQrGpQlP13ftQCEDYUtAFBPPK6njR8yhP//4Yfis39mg5Urr5S3CJll5XOyZGVxDFZhIbvEms2CqqhhGeUEFH6i8gWZrsk+iop0t/ZzzuFBnheF1O2M/b59PMH0xhuc0Oqss4ytWdpSuTJPUl1/PVubv/xSL+HltxufqgmR/ft1F1sirvdopzBt386lo7TajtpStaoQV18txOefOzuuH3/k7Rs1cncuNPy+/w8c4JJKROomYLzgVeGIkoeH7POycqUeF5xu/ZwZy5fr9cWtrkWYpXXSIVY0yPs5Xd+1AIQNhS0AUIvRQCQrS09E0LEjZ780G6w4mdXOzJRf1+2iDXZVKNFldWZT5QsynWeR//yTY4pTZXXqQiYzY59IcBKt998XYtgwIS6/nGsTWnlMtGwpxCWX6KEAf/5pP0Dy041PxbVesqS4ZfnOO1m5d6IwLV/O57B16+LrN2zIWXwXLrQ+jnicY3aJhDjiiOjEnprRoQO38f777ttQiReFI2r9hezzEjW53XLggBCPP66//7XSTunk9hslgrwvZC3sUb8HAQgaClsAoA67eNe2bXVXPrPBigrLqOpFm0m2ijex274sx6KofBmnc7IPFS6RMu73FStauxFnZnKmyzvvZKvkd995q7Prlxuf1wmRt9/W6xpnZpYs9+JUYSoqEuLbb4Xo169kOZp27bh28rp1xbdRHQsXxP1/3XXc1pAh7tuIClG0Osk8L+nUz5k9R4WFQrRpo8vcvTuX/wvD7TcK1lgZGezWef31YO7n/fuFuOEGjGsAcAOFLQBQg8yAOzvbvhN0GoekDVyjsmAmuiSq3afSMdmHqnPg5PmoWJGtb9deK8Qzzwjx2WdCrF3rT+xkPM4Jh4g4o66KwY7bCZGdO4W45hr999NOE2LNGu/yJHPgAFs0c3OLx+OWK8eu5uPHCzFhgj+xcFaZllXc/yNHcluXXOKtnSgQVcunjJLj93VWgZGS2rBh8WoC9erx85Dc78gqmioU0iiU4TOSoXFj9gTTjs0oYaYm56JFQtx2G4eG+H0/b9ggxKmnFh/PpNO7FoCwobAFAGpQNYBwmhCqZk3vyqjXJSvLvI5tVBNQBI3qBC7pdq5VPR+yFqhnngm+tND11/O+hw9X054bq9WPPwrRqhX/Xq4cuxD7bVHYulWIl1/WB4PJ8pldH6/WDrM6zldd5f14tHu1eXPvbYVNOlk+jTC7zu+8E7ZkchUJ+vXjeHW37acee926ek4MmWsWdskkKxncLkbhLKru5x9/1M95rVo8GZpu71oAwobCFgCoQaXLl8yLQHMPVvWycLNUqsSD+ORkF1FweYoie/bocVaqXpDxOGe61dratEmtzCpR9XxE1QIlBLs2EwkxcKC6NmUnRBIJTm6lJT5q0kSIOXPUySHL0qVCDB7MViu/r1NyXzNwILfXrJn3PmfbNl0+t0pJlLCrJfzaa2FLaI12nSdM0MvOvfVW+DLZTUDXr+9t4sZuDGBndY1C4jAvlRtSl9xczqg+dap3jyWjccrEibpF+MgjhfjrL+v1AQDGUNgCADWoHnDn55snh9I6cNnMkUEtQbs3pRPvvKMPvGfOVPuC1AZ7c+d6b8svVHs0WA36srLCGXj897+8/zvuUNfm3r3G9TyTJ0Q2bhTivPP033r2ZCtqmEyYIHe9VcV27t2r5wD49FPv7TVtym3Nnu29rShgZHXSEhm1bRvtSbFkhgxhmc89N1w5/Jxgk1UGUxW5nTs5hvfLL7k01003+SejLCpLPCXL6cWKarRtjRr63+efL8SOHX6dEQBKP+UIlApycoiys4liMePfYzGiJk14PRlyc4k2biRq377kb9nZRFOnEl18sXt5/WDtWqLLLiMqKAhbkugxbhx/3ngj0emnE/XqRdStG1FGhve2jzqKP//803tbfqHq+cjIIBo9Wt/GiH//JZo1y7WorqlRgz937VLX5uTJRHv2EDVtSjRjBtHEiUSFhUQrVnAfMWMG9xGffkpUuTLRyy8T5ecT1amjTgY3NGokt17Dhmr2V6UK0bXX8t+PPUY0aRLfA4mEu/Y6dODPX35RIFwEyM0lWrmS7x3tHvrzT6LGjYkWLyY65xyiHTvCltKeXr3488sviTZvDk+O9evVrpfMnDlEa9bYr6epYldeyX1PzZr8LjjrLKLrryd6/XX/ZJRFZdvJbRndz1qfaEVBAY9RUs+v1mf37En00UdEtWqpkxuAsgYU21KC1YBb+3/UKGeKTLly+sv72WdLduA5OUR163oWXRlC8GdenvsBZTqSSPAg2mwwvWwZX7dYjAccqtEU2z/+UN+2KpKfj1ScPh+5uTyx07hx8e+zs4mOP57o4EGiCy8kmjnTk8iOqVmTP1Uqti+/zJ+33EJ0xhn6hEhREdHAgURnn020YQNR27ZEP/xAdOut5gp/kKie6JOhRQv+/OYbot69ibp3J2re3N1EmzahuHChMvFCJyOD7x3tHmrVip+RevWIFiwgOu88tfeuHxxxBNEJJ3AfO2VKeHLITsi4mbhxqgzG40S7d/PfycrtOefIba9qcsnvtlPbSr2f7d4dBw9yP6qNU4z48UevUgIAKGyTMVCLykQDixfz9pUrc+1JIyZPDt7lWGYZNEhtLEpUY1yMrnedOpztUZNx0CD+/uyz/ZHhlVd0F6qoc/PN1m61TjC6J/bvF6JHD263ShUhZsxQfQTmvP027/ess9S09/PPusvoyy/rx7h8uRCnnKKfv759OYY7agSZvVt1khwttrl16+j1OapZuFB34+7Wjd26o8xzz7GsxxwT3rXxMynXjBnO37fPPluyZJlM2AaREFdcUbJMlyr+9z/vYwkVscD5+fI5SVCXFgBvQLEthahSwrSXwplnWq93/vnhK7Jmi4q42yiUKzCTy2rQkJlZvITBe+/5I8fs2dx+ixb+tK8SLRa0Tx//BqVhKbfvv8/77NjRWzta/3HMMSXvqTp19CRktWrxxFaUCSKjqB9Jcl56yZ++LKrMn6/HGZ57Lj9DUWXs2GCujd173C4pl5Psxcm4UWzNlDGryaXkz5o1hXj+ebV98YgRxvt0qtR6nQRzmpU5yJrOAJRGoNgCUy68kDvaJ5+0Xk9lggbVi6qalX688IRwPgmhrT9+vLOs1HXq+DdY3LRJPydRtrbs2aNnnfz1V3/3FYZyqw1Ijz7afRtm5U1SlyOPFGLlSnWy+4nf3hZ+JO4Lu0SKW7yc6zlzhKhalY+1Z8/gy2XJENS1kZ1MlXlenSrdshnktcVu0sZqcumnn4Q46ST9+xNOEOKHH9yds2Seekpvc+BAzmTsJjuy10kwN1mZYbEFwBsUtgAgmhw8qM+g//ij9boqU+qbDRi0QuozZsi5N6W20agRFz7fvp2zN+7dK8SBA1ymxO1x+VEL02oQIqt0GC39+rmTURYtg/aCBf7uxwsff6wPVoqK/N9f0Mrt99/zvpo2dbe9E8tCdnbpdY11ispSa1EokeIWFZ4tM2ZwGTciIXr35j7ajaLsx2RGUNfGqfKsHatZlQKnSrfTieopU+zbtLoe8Th7KNSqpct7++3uMwMPG6bLNniw3tcnyzB0qLGyPXmy2vvGybmM8rMNQDpBYQsAosk333BnW6eOtfKnYecWJbtog5rkl43RLLWKfSW/UMqXZ2te9er8gs3M1OO+7BY3M6xOBy9ei8zXru2vpadzZ/nBe1jceivLeNttwe0zSOVWi4mvXdv5trAsuEelxdbvOsl+Wa9VWjKnTeP+mKhkqSkZRdmv0JEgaljLKM/Z2TxBu2WLEOvXC/HPP0L8+SfXrVWhNDntC1T1Axs2CHHNNXq7DRrwfSo7CVlUpOeTIBLisces1w8ib4YT63fUvTEASBcobAFANNHq9V1+ufw2XiyK2pKTw5/XXWf9slGxL1WLU2VOZuBQv74Qv/wixJIlQixbJkTDht7l9PPFqSVlevhhf9r3SlGRXm932rRg9x2Ucrt6Ne+jfHnnFmk34QRRnsQIEpWJfFRaf1PxS+Hzw5J5773mbVn1Y366CsvWbffyXPgd1uPEHT6sfmDmTCGOOEJv/8wz+T2YTKpSeuiQEPffr2/zzDNqZXKL7PXMyoJSC4AqKGwBQDTp0oU73DFjnG2X/MIZPFh3UZVdNAXOiXtT8iyt1TJzJrtY793L7sjbtwuxeTPPeq9ZwzGDf/8txF9/CfH770K8/rrawYJGWDHJfro6aZlCL7tMfdsq+PVXlq9y5XAy+Aah3O7YoV9rsyzmZjiNq3Nz35dmVGVg9ssq6KfCp1pmGUW5QQMOkfn+e47NnTmTJ6ys3jde+j8nip6X58LpcxiLsZeTljvAbnGihA4dGl4/sH+/EI8+qntwVazI44l9+4wnaKpX1/8ePVq9PG6ZP9/e0yori13uAQBqoLAFANFj507dFWz5cm9txePyL8jkxUmGRL9KH/gVU+VGiVC5+DEQmT6d2/aSuMhPnniC5QuzJJGRcqvSHS4e16/xpk3OtkUsmHfy84WoW7f4uXKafGb/fh7Eqzz3fseGqrYyR8VqqSHrmuv1PB48yLGlMsfw2WfF9+PHhMj+/UJUqBBuP/D335wlW9tngwbWx9enj3+yOOWnn4qHMwVRdgwAIES5sOvogmiRSBC98AIXXW/YkKhpU2/tZWQQPfIIUX4+UXa2/HZ33knUvDlRQYHcPkaP5r9jseK/af+PGmVfQN2o3VGjjH/z0q5s0fhyPj2d69erb/Ooo/hzyRK+d6LGJ5/wZ48e4clQqRI/Bz16EO3bR3T++UQNGhB1707Uuzd/yt7zRmRkEFWtyn/v2uVs25wcfj5Tn59UvNz3pZ3cXKJhw/jv444jKiwkWrGCv5fl4YeJDh7kv1X1ZXPmEK1ZY/67EESrVxPNni3fZjKy/ZnserL902GHETVrRtS6NdHRR/PfKtvXsDt/GkK4fy5mzCDq0IHoxRet14vFiJo0ITrzzOL7sXt+te1ycuRleuopokOH9O1T2yPyvx9o2ZJo+nSiyZP5/tmwwXr9zz7jMUzY/PwzX6Pt24k6dSJ65x2ixo2Lr5OdTTR1qrP+AQAgQdiaNYgOftdrjcflZ6TdzGj6UbNSq9GaOtvqpV1ZC/O//7JV7z//UWuxGDrU/fkwI5HQS3X89Zf69t0Sjwvx4Yf6uV62LGyJ2BJy/PFq7vlUtAQyv/zifFuZpGyqa8CWNrQ4v7vucr6tVoeYSIj77lPXl8laVKtXF+Kqq4QYN45DM6xI9jSYMkWIjAx1lj231ke/3Lhlz19entz5SvbMWLFCiNxcvY26dTnJnRu3dlXu8EII8d13+jXNy/O/FrQM06b5c31Vk2yp7dSJ3+NCBJOsCgAg4IoMmKDq891xhzMlzOmgSPXL49prWY4bblDbrpNBiGrXZb9KtRx3HLf/wQfq23aD3xM1bonHhWjcWN09n0yrVtzGnDnuZDM6Z1lZPLjFYMyeyy7jczZqlLPtli4VomZN3rZ/f/5OVV/m1rX36KOFuOceIT7/vHh9aqvEfSqUKrehJX6FpHhVmI3OV+PGnJhRi43NyODJkG3bzLeRUSZVTO7u2qX3I7168XdRUMr8TKymCjOlFgAQHFBsQWD1+bZuFeL0090NsoKchdVe4q+9pse7zZunfj+ygxA/Ys78OJ+9e3PbTzyhvm2nBDVR4wY/y4ZokwvTp7uXLwqD2HRFO/8ffyy/zd69QrRvz9t17syxlir5+mvr+0wrITNrFmc1P/nkks9O5cpCnH02Z6u3suinJm9ya9lza31UabXU8KIwy5RpO/10IRYtMt5vGDV8tQz3TZpwgsWoEES5JS9AqQUgGkCxBb6/MHbu5KLpmkXCzRLULKyRslm+vBBTp/qzP5lBiN3AKirn89FHue1rr1XfthOCmqhxi5+Wh65dedv33lMvN7CmqEjv437/3Xy91Gf+uut4m3r17F2AnfLHH1yLPPnel1H4tmzhe+jGG629C4wU5Kee0o/n0CH3sodptTRq06nCLJN0KjPT2zlSjeYOH4uF79Kbil8WeRVAqQUgOkCxBdID7TfeMN7eTDnbu5fLwCRnCm3XToiePZ0rYn7EhaZiNbsetpXPamClDZCcnE8/Bi1Tp3LbJ52kvm0nRH1m30/5tKzLr72mWmpgx9at+rUzKyll5sYbi3HJGpWsXStE06bc/sknCzFhgjuFr6iIFfV+/eTu2+nT1WbVd2u11OTJz1ej7DhVmKPeDwlR/PxOnapPgtx/f3gyWeGHRd4rUGoBiBZQbIH0C7hqVSH69uXEEkVFvK1Z/FDfvkI0aqR/17q1EO++y0mGhBBiwADrhCOpi19xoRpRt/IJYT2w0gYo48eXLDkS1HH8/jvvo0YN/f4Ig6jHYvlpebjqKm5j5EjlYgML4nEhXnmFz32dOu7cUlUOynfs4ElEre/Vyj95cVN18lx16sR/m02GBoF2rjdsUNdmPC5Ey5bc7tNPW5+/qPdDZpMszZtzgruo4odF3i1QagGIHlBsgZSra6oSetRR7HJq5x7btKkQr79u7G514AAPwE8+OfyZ7XSYXRdCbmBqld3Wz1ntAwf0+2T1an/2IYOX7JlBxZf6ZXno04fbGTZMrbygJNq9kpdXcjIpNUlZkBNn+/fruQzq11eXCdxJH/ngg/z39der2bcb/FBshRCiQwdu9/PPrdeTPV8jRwYfzx5l7yQZwsgDkLrP+fOh1AIQRaDYAiGE/UB7yhQhvvpKiGuuEaJKFbkX9mGHmbvkJROFme0oyKASo1ntjAz/Yy+PPJL39cUX/u7HjE2b9AQ+TpWIoLMoG+2vQQNv+7vnHm5nwAB1coKSWGUGNpqgCGriLJHQrfbVq7NFSRVOPA0+/ZS/a9FC3f6dErZiKzNhXK5ccP1NqlxBTLKUFoyed+26QqkFIFqUC7uOLogGublcLNysiPhllxF1786FxtevJ7rnHvs2d+wgmj/ffr2GDeVk/OILb8XXEwmiWbOIJkzgwvITJvD/iYS8DPXqFW9r0iS9jSiRm0u0ciVRYSHRm28S1anDMu7c6e9+27Thz/Hjgz8vq1cT5eQQLVhAVKMGfxeLFV9H+3/UKKKMDP37ggK+x9esKb7+2rX8/bBh6q918jVq3Zq/e+YZ/t4t2nHv2uVZPJCC9sz370906aUl75VkhODPvDzebv16uX3IrmfG/fcTvfsuUfnyfE8ff7y39pLJyCAaPZr/tnuuOnfmzxUr+Lksi1idL42iouL/a/1NQYF/cs2ZY3/vrl7N6wHzd4P2jPfrR1SzZvByAQBMCFuzBtFC1sVHpYXTSdbfzEz35SPMZqmzs9kiLSPD0UcLMWRINOujWjFiBMt5+OH+ZeHMz+f42jDOy19/6YlymjThbLCysVgy2Uv9Pqbbb+e2773XWzvPPsvtXH21GrlKO7JZyYcOLZ5d2MlSWBiMxVZ7xomEeOcd9+3YIftcnXSS/7JYEbbFVsPofKVaaoO0mJY27yQ/gXUbgPQDii1wheqBmky9v+TFiWIh03Ysxu6bVpmHq1e33j7KsUm7dwuRlcWyvv22+vbDrBu7YAGXFiES4ogjhPjnH/03GcXFaZ1gP47p9de57e7dvbUzZgy3c9FFauQqzci4nufnO884bqQgyEzeeRkgT5qkt/PUU2rOjxUyz9V997E8N9/svzxGREWxFaL4+Ro50v9JDivSJZ9EFMC5AiD9gCsycEVODrspm7lYxWJETZrwejLk5hI98oj8/jUXPzsSCaK77+bXjxVCsAvfe+8Zu2Pn5xMtX05UrZr59k7kCppq1XT38ccfVyuj1Tn2+7zMnUt02mlEmzYRHXccu881bar/npFB1K0bUa9e/Jnsfqzh1P3Tj2M67jj+XLDA/l61Qrs///47mi7yUcHO9bygQF9n61Zv+6pXT84t9bHHjO9PO776iujaa/nvO+8kGjDAnZxOkHmuTjuNP2fP9l+eqJN8vurXl9vGq1t6MsmhM4mEHlJjhNN3t9W+0r0PCiqEAACgDii2wBVO4q1k+f13+XW1GCC7l6hdPFFqm1lZetzjxIn8uWIFK96//kq0Z4/59kJEOzbp9tuJatcm+usvjptWRRAxW0bX+dNPic4+m+OGu3Tha2U1YDNDNr46GdXX+uijiSpU4Lj0lSvdtVFQwBMMRESLF3NMfPPm/sbrpSMyEzF33010113eJhlSMctjUL48f86c6bzNhQuJevYkOnSIlfCRI80V56Dp0oVlWboUA/9kZPsbN/2SEQUF3A90707UuzfRmWcSbdlivK7bd7fZvrp35+NQ+b4JkqCvFQBAAWGbjEF6o6qmXDwuROXKzlz88vLsXQmfespZmyedJMSrrwqxalXJ45SNsYtybNLQoSzjMcfoNYW94nfMltE9VqeOHqd23nly2beNKCpiN2AnbvB+Xevjj+c2p051vm2YruDphlPXc69L6j2S6sY7Z45+L3/0kfxxrFwpRMOGvF3XrkLs26fwJClCy1A+aVLw+46SK3IyftaxTsUuDCf1nealHqzdvtItU3siobvTmy2IsQUgelDYAoD0R0VNuRkz1AwitYH8DTfYl32xW44+ml9sgwc7U3yiHG+zbZue4On999W06Wcckt1gqXNnrp/rhh079NIobheV1/qmm7jNhx5yth0SnMixaxeXu+rYUU1fI7vMmGEvmzaAbtiQn1E7tm4Vok0bvZ+S2SYM8vJYxltvDX7ffii28bgQLVtyu08/7f6Z8quOdaqsdv1Cdjbfn17rwcom4Js82ftxBcH+/SXfDX5eKwCAOihsAQAQQohBg/wZVJYvL28Jrl+fMx536mSdtTLdFYj//pflPf54tlh6xS8LhMxgKTvb3fn+9lshmjfnNsqVE6JmzfCv9YsvctvnnedsOyQ4MWfHDs7Ke8klzj1CVC0yiu3evXoN6GuvtV/31FP1+3/1avfnJx5n+QYN4mXGDLX39Pvvs5xNm3pXnpyiWrFVXefaqL2GDdUpSk76BbeT0xs2sJfBNdfI7SsrK1rvR6Pj3rZNiNNO08cPb72lzjMNAOA/FLYAAAjhj2J7111CbN4snxU5+SW1dStbd845x5mykw4vus2bhahWjWWePl1Nm35YIPxQ2OJxIYYPFyIjg7dt3lxXKJ1cZz+u9bffcvv16zvbrjSW7/DiBbJ5sxCvvcYTBBUqFD8HLVuydbRePeuJmOxsIRo3du+i7ua8z5tn75Icj7OSTiTEYYcJ8dtv8ucllSlTjCd03JZUM+LNN0u2H1QJMJWKrV+u/tp9fuyx3N6jj3qXVUO2X5AJ6RGCwz3mzOGSYpdfLkSzZu6eh6hMsJlNLGjf1aghxBdf6Our8EwDAPgPhS0AAEKoc0U2G1Ba1bG1mnmVHRzUqZMeSq2G5vrYqZMaq60Q6me1VStsa9cKcfrp+nZXXcUWPdn9qDgmK/bs0RWbdevktwvaYuv3AM8spnroUPN9rV8vxEsv8fXVJi20pW1bIR5+WIhfftHvdZmJGLN1/BzIW7kkFxUJcdtt/HulSkJ8/TV/7+Z6DBhgL7fXezzsuG9Vim0Qrv6vvcZttW8vJ4/d9Z43T4icHPf3rHaN+vUTom9fjitOfa609dq2FeLcc929l8PCbrK7dm3uLwAA6QeFLQAAQvDL2apOrIoBpTYgGD+eawmOH28/EJRVGmTcDaPE+vW6a6ZK2eNxPYbxvvu8DfZUKmwff6zXI61aVYg33tCVHNn9DBrk/0x927a8r2nT5LcJOhmNSndMo/atBpzJ1sR//uHnuEuXktt06MDWr8WLnR1L6qSF0TqZmUJceaWccuD0vCe7JF9zTXEFZtgwvV0twZib6zF5stz9Xr++EN9/L8R33wnxzTesSBcWCvHll0J89pkQn3wixIcfClFQwNbfd9/lPvWtt1hRq11b7blxiirFNoiJoy1bdMXxnXfMlVar651IsOt3585y8sZixsqq1dKwIXsMDB8uxMyZQvz7L8sVj+t10v08TyqQCXFp2BAWWQDSFQpbAAA0tIy9XheVg6YglYagufNOPobTTlPb7hVXcLujRnlrx+7ca4M6q3O/b59+nEScUOzPP/X2tYkOq0FZkNe4d2/e52WXOVOig0hGY6V0qtiHbAIaIj2BT/Jyyimc0Ofvv53t0876ZbZOfr4+WWJ0Ptyek3nzrO/555/X9+/UInrokHx29yAWv5SceFzfR36+t2d3/Hi5Y/FqiWzf3rh/066j1fUm0jNkEwlRsaIQN97IEz9m/YLsNbrqKp5IWb3a2rtnyhT7tqLwrkROAgBKNxS2AABoxOPmA8XURVsviEyFQSgNYbB6NQ+AiHS3RhXccAO3OXy497bs3EE7dxbi4EFjxWPxYiHatdPX7d+fs11q7cooUUFe4/x8IWrVMh/YymyfPLjVBpJBZFjVnskgLPTJS9euQoweXbI8V1DE4zwhp7psitUxa4qanXtsVpYQY8YI8eCDPFHSoYMQVao4O7916nAsZcuWQhxxhBBHHcWlwjp0EOKEE4Q4+WROZJWTI0S3bkKccQbnJdBK4tgtfrilqvQqyM8Xom5d/xUhs2uu9T+TJ8u9G2vVEmLgwOKhDGaeCVrGapXXyMrFPSrvytKYkwAAoENhCwBAMnaDuuQXZJCZCktrVsRbbuFjOftsdW3ecQe36bRsjRlG5z4rS49HTXVhz87m8iLaID4rq3iSLJlkYkFfY1XxiKtW8Xblyql1m5ZVOocOdb8Pp7HOXq6L6jhhVe3JxnP6kZPAaHGrrIVlFVMZ1yvbT3j16JC55rJZ282SARrdn7IeUk6uUVFRycm1qL0rYbEFoHRDYQsAQCpOEj0FmamwNGZFXL5cj7N66SU1x/bAA9xeXp4yMQ3PfbKLsdly1lkcT5zcjp3lMStLLv5a5bGpSk6zdi1vU768WhmdJFFze86cWmzdWlT8jhP2gpN4b5n12rXjiaZRozjO/K235M+v21JaQoQTwqHyOZJ1i1fh0eHGU8HrMyF7fE7vge++4+0qV+YY7Ci+K+Nxjh9XcZ8AAKJHeQIgYuTmEl18MdGcOURr1xJt3kyUlUXUuDFRTg5RRoa+bkYGUbduwcgV5L6CokULoq5diQoLifr107/PziYaPZqvhVOqVePPPXvUyEhU8twnEkTvv2+9Ta1aRJ98QlShgv7dnDlEa9ZYb7d5M99rQV1rO5mEIFq9mtcL6/5r2FBuvW3b3MuZk8P3nd31cSpTMgUFRJddxuc0mbVr+fupU93d86pYv15te6NHl3xuHnpI7hyPHl28r3VCRgZvf9llRLFY8fMdi/HnqFHu2zdC5XMk008QEdWtS/TKK97uGZXXXPaZkD2+Pn2cXaO33+bPSy8lOv98+e38JJHg412/ns9Po0ZEBw4Yr+vXvQkACI5yYQsAgBGaInP11UR5efzZrRteNqopKGClNpU1a3hwUlDgvE0/FNtUZAZm//5L9M03xb+THUSqVjBU7CtImVI55RSiihXl1nUrp6YMaYNLM2IxoiZNWBF2QiJBdPfdJZVaIv27vDxeLyxkFZNu3XgSwOxcmZ0jmXNcowZRfr53BT83lycKGjcu/n12tj8TCCqfI9m2Ro70fhxuJmiMyMyUfybWrpVbr3Vr+f0fOED07rv893XXyW/nJwUFRM2bE3XvTtS7N3+2bUu0YwdRs2as5Cbj170JAAgOKLYAlFESCaK+fa3X6dvX+UA/CMXW7SBWdhCparCpcl9BypTMrl1EF11EdPCg3Ppe5NSUocxM6/XcWFScWPTCQrNa2yms3bqxgqp9l7oOkfk50s5xdnbx72vUIBo8mGj7dnUD+9xcopUrefJs4kT+XLHCH8VB5XMk21aq0u4Gu2suy113yT0Tf/5J9OSTcm06eZanT2ePjUaNiE4/XX47v9C8M1Kfee199vDDRKtWBXNvAgACJGxfaABAOMgmoHFa5/add3i7M8/0R24h3CcAiWL5Jrts4GHG2G7aJMSJJ3KbVasKUaNGMLFpZtmGiTgz7+7dzttMl2yoTrKwe0lqV9pyBqh8toPuJ6yuORH3D3b1ne1kOXhQiMce0zPhW7Xn5vguvpi3vf9+T6dCCUFkcQcARBNYbAEoo8yapXY9jSAstrKWLTNXTG0dI4KOr1q1imjfPuPfgoz5SiT4Wk+axJ/LlhF17kz0448cS1hYSPTmm+bbC6FOzowMokceIdq0SbeojBlDVLMm0R9/EPXsaR4nZ0bt2nLrhWUZ13DiwqtZRJs14/9HjJC3OmnhHr16lY4wj+RnOxWnz5HWlpHbuh/PpNU1z88nGju2+L5TGTvWWpYffyQ68USiQYPY8+K884hefpnbc2rxN2LLFs5nQER07bVy2/iJTKjK1q1Ejz8ejDwAgAAJW7MGAISDbGbVQYOctfv557xd+/a+iP3/8VJf2Czz9kUX+StzKvv2cT1QIiFatxaicWN31jcNtxZbo/OhlVNq1kyIP/+0XpeILUFLljjbr1O++UaIatV4fxdfzFYoGZYtK17T2GypXFmIXbt8PQRpnFhUW7Vi+b/5JijposvTT5e8rm7KzSQSwZeusbrmVtZ5s+327BHivvv0ZzkzkzO+FxXZt+mE55/nbU84wfs58IJ2HrSSc3YLrLYAlD6g2AJQRvHLFXnuXN6uVSt/5E5GlSvmU0/xtlWqCLFhg3/ypg5AtTrCdeoI8c8/3t1D3Si2dvU6X33V+jhmzhSiWzde9+ST5ZVNt8ycKUSlSry/q66yP0effipE7dq8vlYP1Op4u3QRYvt2f49BNU2bsuw//BC2JOEzYgSfi44dvblZf/yxfs9EpXSNUf9gVr5qyBAhWrbUv+vVi0MLZNp0ihauMHq0t+PzglWZQKsF9WoBKF1AsQWgjGIX2+l2Rvvnn3nbhg39kTsVFQOzoiIhTjmF5b7iCn8GsVYDr08/VbOPVat0a6uM/Kpqf65aJUStWrzN4MFqjsWKadOEqFCB93fjjaxMp94DiQTHFGpK7CmnCLF6tflkyKOP6sdw7LFCrFvn/3GoQqvLuXBh2JKET8+efC6efNJbO927czsDBqiRyw/sJqU0JXfaNP9k+P13fTLNSHEOApnzYLaEHVMPAFALFFsAyjD5+dYv/SlTnLf511+6pSOdMHLNzs5W43ZoN/BStY9U10kr+devF+KRR9RZNSZN4nUzMoSYN8/78dgxZYruYlm9enF5GzUS4qST9P9vuUWI/fv1bc0mQ375RYgGDXib5s39d61WhWaRTnYZL4sUFQlRty6fCy/34IIF+r28apUy8ZQikyCpenUhtm3zV44HH+R9BR3GoSFzHmCxBaDsEBNCiLDjfAEA4VFQwKUijGobPvII0dChztpbu5aTnmRkEB065L2MRRBopSFSe0NNdi+1DRMJrqVolswkFuPztWKF+2Q0MvKfdBLR7Nm8fP010ZIl8u1PnMhJhuy45hqiCROIWrYkWrCAS8j4yV13ET3/vPnv5csTvfIK0U03ybe5fDnROecQ/f03UVYW0WefER1/vHdZ/aRaNaK9e1n2Fi3CliY8/viD65RWqcK1SmVrLxPxczpnDpcIe/NNoi++ILrqKk6mFkU+/JDokkvs1yss5ORgfpBIcOKytWu5j7n0Un/2Y8WsWVyf1ikq+l0AQPQoH7YAAIBwyc0luvhifVDXsCFn6r3uOqJhw4hOOYXo/PPl29OyIicSnIGzUiV/5FZFIkF0990llUIi/i4WI8rL43PkZgDkpH6qmwGonfxERFdcUbIecSxGdPjhnP3YDtlMwS+8wMexbBlR//5Er70mt50bEgmi99+3Xiczk+j66521e/jhRHPncubYBQv4mnzwQTRqc5qh1RiO+rPmN19/zZ8dOzpTagsK+BlKfU47dFAmmmv27WOF/ddfiRYt0pcNG+S2l6357YbCQlZqa9cmuuAC//Zjxbp1zrcJMts8ACBYoNgCAP5/6Y9kvv+e6KWX2Ao3fz4P+jTFNyfHfECgKbZEXPIn6oNtvxVP2YGl2wGoTGmLRIKoXDmiE04g6tqV6LTTiLp04fI5zZvz4NRIMdasGqllk8w47DCit99mC8rrrxP16MGlefxA5rg3bnR33erXZ0vQJZfw4P2889gS3bNn8Qkgq+cgKIqKiOJx/tuJMhdFkq2mbs7vnDn8KXu/Epl7OxARDRxI1Lq1e28NJxQVscU9WXldtIho6VL+zS1+lq96+23+vOqqcPr5778nevpp59tlZ7NSG8R1BQAECxRbAIAhI0YQ/fQTDx7atmW3Yo3sbK7zaDQwqFCBl0OHWLGtUyc4md3gt+IpO7B0OwCVlevVV4luvLHk96NH88A+Fis+uHdr1TjtNKL77yd66imiPn3YeubH4Nrv61azJtH06Tyxk59PdPnlrLjv2KGvY/UcBIVmrSVKb8XWyGrq5PwKwW72RDx5I4OVt4OGF28NMzZtKqnA/v47u5MbkZlJdOyxxZc2bfhT1aSUU3bt4ueCKPjatX/8QfTQQ/YeG0R8Hho3ZvfyTZuiMyEFAPCJsIN8AQDRZcwY82y5VrViDzssfZLZFBb6m2RES25ilTyqQQP3GZhVyK+qnqXGgQNCdOjA7Zxzjl43UyV+XzeNeFyIs85y9xwEwb//6vIkJ8hKJ8ySqzk5vytW8Dblywuxe7fcfv2+h/bs4RJM48YJ0b+/EGeeqWewNloqVRLi+OOFuO46IZ59lmuCr1tn/vx4qeXtFi3x2q238r5atVL/fJsld1u1SoibbtKTxpUrJ8QNNwjxyivBnwcAQDSBYgsAMMRtKZh4XM9MOmZMuHUfZZBRPImEeOst9/swG4BqS61aQvzxhz/yy5bsUVE2KZnffxeicmWW4fnnvbVlhKrjlt2P0+cgKDZt0mVJJMKRwQuqzu/bb/P6p5wiv++JE+UUW7uSMPE4Z4OfOpXLXeXmCtG6tfW92bKlEJdcIsTDDwsxeTI//4cOycuuoXpSyum+atZUuy+jfTRqxFmXtfrVRHzufvvNeju/zgMAILpAsQUAGOLGmmE0uFBVMsdPrCwfyf8PGeLeOmF0bho3FqJZM/67QQP3Fu4wLDcyPP88y1G5Miu6qgniuIOyDLtlzRref4UK4ezfK6rO780383pO6s4OHep83xs2CPHll0KMGMHWwhNPFKJKFfNts7KEOP10Ie6+W4jXXhPi++/lLcqyqJ6UMkKFVd3tPpKXrl3NSzkFcR4AANEG5X4AAIZMmkTUu7f9et27E91+O8eHXXcdDz+SUVEyJwiMYvyaNOFY4x9+0JOUXHstx6u6iWc0So6zfTtn3F20iL+bNYvoiCPUyR9mkhQhOKP2Z59xhtl58zhmW2XyJb+PW/Y5kC2JpJoVKziTc7VqRLt3B7//VGQTQC1fztdu7FhOkGSH3flt04bor7+IPvqI6MIL7dsrKJArT1O7NsdZ//47P6ObNxuvV7ky0dFH6zGw7drxZ/369vuIOkGULLPbBxFR3bp8X5VHdhgAgAlQbAEAhritD2hEutQMtBqUjx1L1K8fr9OtGydOUZUYa/NmVm5/+42oUSM+961bq5U/LNav5wH+1q1c13bXLv03VcmX/Dxu2efAz3qhVvz5J9FRR7ECtm1b8PtPPvdLl/JzklwTO/kaL17MCmV+PtEvvzjbz1dfmV+HjRuJGjTgfmbrVj4XdjLbKVFmxGJErVqVTObUsmX4z5oZbp+PRIKV+TfeIPrf/+zX9/IMRP05AwCkB1BsAQCGaIM/q6ybmZlsRfngAy6JY0e6D0o+/5yz4+7aRXTkkUSffMIDWhVs2sTK7e+/cxbPWbN4AF0aeOAB47Ic6WDNl3kOwpy0+fVXovbtWbHzs2apEWb1X41o3Li4wpuRwRm0e/YkGj6c67JajUauuIJo3Lji5cQ08vM5s3e7dkQLF9rLIqtEVatG1KlTcQW2bVuiqlXttw2T1MmGV1+Vyza9cyd7VHzzDS/ffefMC8CL10LUPSMAAOkBHDoAAIZkZNiXghkzhgdHnTrJDUqCHnir5pxzeMDXowe7PXbsyK6PnTp5b7tePd0qtXgxf86ezW6m6UwiwYNRI4Tge8mPkiqqSH4OUnFbEkklWomYQ4dYYfPTSp+qMA0eLL/t2rXsQnr22ewCfNFF7FpKxF4KZv2MEFyDefJkfi7ef7/khM/XX/OnbGkbJyWy0k2JkplsWLuWz/fLL7MXhabILlpUsmZuzZo8iffDD/b79lLWy++yaACAMkKYAb4AgOgjk20y6gl2VLN2LZflIOJMne+9p67tDRuEaNOG227aVIjly9W1HQal5d4YPrykzGFnXc3P5+REQSRrM+oHnC4ff+ysfe38zp3LydWIOIP4tGm8jZYsSEvANmmS3LGUlnsyFZnkS3ZLixZCXH21EC+9JMTChXyOg8hAvnatEBkZ9vJNmaLufAEASh9wRQYA2GIXoxV1d00/2LOHrdQffcT/P/EEu9xqVjwvrF/PFtu//iJq1owtcc2be283DNLNxTD1Xj/1VE569dxzRNOmsSt9377hxzAXFLDVLYhkbWb7cordNbbqZ9at4zCAefP4/yuu4L+TLZMNGxK98IL9cZfG/spt3HCbNkTnnkvUuTPf640aGa+n3QNExt47Xu63/fu5v/vuO/t1mzSRuy5RzDcAAAiAsDVrAEDpIKolZ/wkHucyHtqx3nyzEAcPqml73TohjjiC223eXIiVK9W0GzTpYh2Lx7n8S506xeUqV674/3XqhH8vB1lb125fThav1/jAASFuv936uGX7mtLWX8k+Z6mLXY3eZPyoFVtUJESvXtxW9epq7qN0LTsHAPAOLLYAAGVEseRMEDz/PMeJFhURnXkmWy9q1fLe7rp1bCFcupSoRQu23DZt6r3dIEkH61hBAVtht261XzcKCa+CyiCbSPC93b+/+zaI1F7jRIIoK4vLZHndV2nqr2Q9I1Jxeo+otoQOGUI0dCjHXz/wANHjj9tvU6MGJ/Jq1Yqzx2ufrVsTzZgRnCcDACB6QLEFACilrLqATZtGdNVV7KJ89NGcMblZM+/trl3LA8+//+ZEUrNn88A9nTBzYyTiAWeYg003brZhK+MTJxJdfbXcem7du51kPLZCtUKhWqkvLf2V0/JsYd/DRMXv41dfZQXVa4m5cuVKJsDSiMIxAwD8BYotAAAo4uefiS64gAfJ9esTffwx0UkneW93zRoujbJ8OZcXmj2by6ekE2aK0mmn8aA8DLzUMyUKp3zVggVEN9wgV9bGrXyqYmqJ1FtA0y1mOyjsPCOSCct6mTyJsHUr0b33Eh08SHTffUTPPMMK55FHcoZvM7kbNeLM2CtWsCfL33/rnxs3ysmR7mXnAADmQLEFAACFrF7N5YAWLSKqUoUH2Jdc4r3dVat4MLZiBbvcFRamn3KbPLDdsYOoXz/+fs4coi5dgpfHqZUrlSCVpw0biAYN4lquMoqLW8uUV2U/O5uoTx++R/2wgAblhp2OWHlGJBOGu7XZxNZJJxF9+y1fr6uuMg8HkFHGx40juukme1nK2qQHAGWJcmELAAAApYkmTYjmzuVMo/v28SBs5Ejv1q+mTXnw17w5WyhOPz396gJnZLCy0asX0W23sQJERHT77UTxePDyeD1/QdTU3L+f6KmniI44guj11/k+6t2ba0jHYiWzcHutrTtnjrxSq+1/6FBWFgoLiVauJHrkEb7G3bqpd/nMyWHl2Sz7eCzGz6BsTdvSRG4uK36pE14NG3I9WiKi448n+uMPojp12Po9axZPZviJpnAb3Vc//kh03XVcI3zrVpbv5ZdLhltkZ9tbmGVrfqMWLgClF1hsAQDAB+JxojvvJHrlFf7/9ttZ2Shf3lu7K1eywvDPP+y2N2sWUYMG3toMiy1b+Bi2bSMaPZrorruC3b9bi20QsXpCsEIwYADvh4jo5JP5HurUif/3I/mRkyREYSVa8rP0TGnAKG540SL2itizh6haNf7UyM7m58+Pc+bEA+CGG4hefJE9XdzEPtvtCzG2AJR+oNgCAIBPCEE0YgQrJ0IQnX8+0bvvclZPL6xYwcrtqlVch3LWLI7pTUfGjCG69Va2KC1ZEuxxOIlLTMbvhFcLFnAm4tmz+f/GjYmefJIVznIpflaqkx9NmEB0zTX2640cyRM3YWayLi0ZjWVQcZ0feIDo6adLfu/nhIDs5FH//lwr2msd8Px8fdIjGUx6AFA2gGILAAA+U1DAysK+fUQdOnAGZa/xscuXc+KlNWuI2rYl+uqr9FRuEwmijh3ZJfHaa4neeivY/cvGJWr4qTylxtFWqUJ0//08MVKtmvr9pTJzJp+LHTvM14mS1au0ZDQmsj4WIyXeqZU1LGtm//78vNihKu51/nyiU07h40l+nkvzpAcAQAeKLQAABMD8+UQXXki0aRMrtdOmsZLrhWXLWLldu5ZLDH31FVG9ekrEDZT581m5FSKcRFJ2pW2ysrgsycUX+6M87d/PSsrjjxPt2sXf9e7NVtomTdTuywghiF54gZWQRIITP/39t/6bBqxeJVGhXFsprkTmGaqdeA6EkXSroIDo0kvl1lW13wEDiJ59luiKKziOvzRMegAA5IFiCwAAAbFyJWdMXryYLXCTJ7N7shf+/puV23XriI49lq1uWVlKxA2Uvn25lmW7dkQ//eQ9FtkpiQSfu3PO4f/z84kOHPB3UCwTR+s3Bw9y/Pdrr/H///kP0dixRNOnly1XXzcYKaR167J3huwkiFlpJc3imJlpnimYiK+JjJU16DJJTmJrZY/BDiGIWrTg/AP5+bhPASiLQLEFAIAA2bGDB7IzZ3K85PPP62Vv3LJ0KSu369ezYjhzJg+w04mwE0lp1K/PVvUFC7xb1InMLXpO4mhVkSrLkUeyZWvuXN7n008T3XOPbpktTa6+qpGp9WvnLuy1tJKGjLUzaIutk8RsqpRQzQ25WjWizZvZlR8AULYIeE4cAADKNocdxtawW28leuMNtpYtW8ZKhVulQatr260b0a+/Ep15Jiu3mZkqJfeXunWJhg/n8/Lww6w0LFkSvFLVtCkrtqtWeVdsjSx6DRvqMdFBxtEayZKRwcpVzZqc1Oy884pvo5VnCpqoK9SJBJ9LO7PA2rV8H5u5CzsprWS3Hzu0MklWidIqVeLJDhXIltLKy/Ou1Gr3y7PP8v89ekCpBaCsgjq2AAAQMBUrck3Sxx/n/0eM4AFwcgkOpxx5JCu39esTLVzIyu22bWrkDYqbbyY68USinTtZWe/enS2Y3buzZaugwH8Zmjblz1WrvLVjVrtz/XqedNDq0f71F9GQIf4rtUayaPVLH320pFIbFgUFfK3DuPayyCqkmgKZl2dcK1ZVHerNm+3XycjQY3bNMg8fOMCu8D/84F0m2VqxF1/sbT/J98snn/B3M2dG634BAAQHFFsAAAiBWIzov//l2LdKlYg++ICtYxs2uG+zTRtWbuvVI/rlF6KzziLavl2RwAGQkaFnKN67t/hvmvXL7wGrCsVWxqJXrx7R22/7nxzKTpZYjC1dRopX0Jgp4EFd+2QSCXannTSJP5PPz5Il8u0IQbR6NSvDqSxd6lVKRjamPjeXrcepGdmbNGGl98gj+dzn5HBmbi9oFmIzJToW4/3m5Ljfh9n9sm1b8PcLACAaQLEFAIAQueoq3W34xx85Ruy33/g3q8G1GUcdxcptVhbRzz+zcmtVviVKJBKcndcIO+uXKlQotjIWvU2bjJUd1djJYqV4BYmVAh7UtdfkGDaMJx5SrcaTJ3P93nvucd5uqnW2oIBo8GAlIjsqHZaby0nsCgs5UVRhISduuusuou+/J7roIrbc3nQTx/4fPOiuH7KyEGv/jxrl3sXc7n4RgqhPH+5bozBpAwAIBii2AAAQMp07E333HdERR7BC1bkzD3rdumRqMZxZWZxh+Oyz00O5jYISpkKxlXUxVeWKqmIfQchihZ/XXlYxKyhgV/7Bg0u68a9ZQ3TllazU7tlDVKGCMxm+/56VRE2eu+92ehTGZGc7t3pqsdO9evGnplzWqkX0/vus2MdiRC+/zMnomjRx1w+ZWYizs72XjJKZPNq2jUMyoubKDgDwDyi2AAAQAVq1Ipo3jwepO3fy4NKLS+Yxx+jZkX/4gcvY/PuvP7KrIgpKWKNG/Pnnn/LWqVRk4wtl1/NClGSxQjaJktNrLxuzq9VctSqtQ8TZo199la2dZm62Rowezd4U48cTPfaYmqRRRGyVVJlYq1w5Tt728cdEVatyDHjqOXfSD5lZiL0mjHJyH6xZA9dkAMoKKPcDAAARYu9etrSmxphqxGJs8ZCt+7hwIdEZZ/CAvWNHos8/5yy4USTokiSpFBQQ3XFH8UGzXckWI7QyLlYZaKtU4RJHVat6ElmJLBUqEC1fzscaBl98QXTLLawA2eHk2lvViCViq+FFFxFt3Eh0wgn8KYMmg1GmaaP93HQTK4qy7TtBVd3ZVBIJvh/MYv6d9kOqmTmTrbFOUFUvFwAQXWCxBQCACDF/vrlSS+TcJbN9e6IZM4jq1GF353PPJdq1S42sqgki4YwZmhKUaglas4YteU6sPTIZaPftI7rkEqLdu12Jq1SWQ4eIOnXi2rqqsXID/v13zsZ8zjms1FpZQJ1ee5kYzMsuY6U+O9uZ0qndI8nWyLy8kkmcNJfbV1/lkl6PPebMyiuDmaXdTVxsMnPmWCeyCzM2u6CA6PrrnW8XhVhyAIC/QLEFAIAI4Yc7bocOrNzWrk307besTOzY4W3g6wd2SpgQRIMGqbe4yGQx7tvX2TmyykD7yCNc3ufLL9nqZOf+6hUrWV58kbNpr1lD1KULZ+fW8KocmbkBv/EG0W23cfzmZ5+xctm/P38fi6lJNiQTg+nWXy1ZmdTiVUeO5GfSzOW2WjWOnVftI/fUU3zekrOfqyiZFIWwACPMMiHLEnYsOQDAZwQAAIDIUFio2ZOsl4cfFuLQIWdt//STEIcdxttXrFi8vexsIfLzfTkkx+TnszzJ8pUvz59t2gixebPa/cme86FDnbcdj3P7EyfyZzzO33/3nRB16nC7bdsKsWaNwgNyKMv27UKcdRbLEosJ8dRTQkydWvIaOLlH8vO5LbtzmpsrxNKlxberX7/4Ok2aOL83J06Uu6YvvyzEjBly62qyaOfNKbIyuVkqVBDivPOEuP124/Mei/Eiex5ln4nCQnfnwg3xeMl70ukSpLwAgOBBjC0AAEQImZhIjcMPJxowgOi66zhmU4ZnniG6//6S3yfHHXpN7KKCRIKtbuvXs4WsWTOirl3ZUnPyyRxjV726mn1NmsSWLTsyM9llVZXFePFizli9di0f3xdfELVsWfy4c3KCiQmMx9lq/dJL5uvI3iPaPWxlVatQgY/XKF72m2/Yely3LtGUKe7OgWwMZmEhty/zzMVi3p4P2RjyK6/k0kJExvJkZhKNHcvZz6dM4WXRIjkZsrPZfdrufNpdwzBibGXPnxlZWfxcIcYWgFJM2Jo1AACA4mjWrlTLi/bdFVcIkZmpf1+vnhCPP86WNyvsLB6xmDeLlN8sXqwf91lnCXHggJp2Za1Tflh8Vq4UonVrbrtmTb6WYVrSR4+2Pn6Ze8SrBfyrr/j3o45ydwz5+UI0buzsOMyeOW3JzPR+HbTnz8qSnZ3N6xl5LWRm8jkzOvd//CHEDTd4O++p3Hmn+blzYv1VhVeL9+TJwcoLAAgexNgCAEDEsKv/+N57RP/8Q/S//3Hd1U2biB56iP8eMIBo3TrjdqNQJ9YLRx1FNH26Hp967bVcG9RrrHBODifXkkF1jF6zZkRz5xK1aMFlnjZtKv67lrxq2LBg4qDbtbP+XeYekT1Hgwcbx33u28efsl4IRHo8cP/+fL7WrjVf1yhm1+yZq1OHaOhQttR79WSwiiHXYotHj+b1jMrkbNzI8dlGFsc2bYjOOktODrPznsyyZRy7S1Qyi7qKOrRu8FKSasAAossvVycLACCihK1ZAwAAMMYsJjKZgweFeOcdIY45RrdMVKwoxE03CfHnn8XXlbV4TJwYxNG55/PPOaaQSIhq1dRYOIcODS9GLx4XolEj+303buy/lUzFPeLEAm5k/Z06lX/r3FlOZiPrptVidY/IPHNeMZLXTRxxKl7Pu8ahQ0J07MjrdenCnhF+nxM7/v1XiF69nFtp69YVYsqU4OUFAIQDYmwBAKAUIARbM596SremxWJEPXsSPfAAx6XKxqi99hrX3owy995LNGJEye/dxgonEpw12qwUkp8xhU5iB73GeaqSxaqerEyMrVVb48cT/ec/HCP75ZfW25rVqrVixgyu7RwmqTHkKmKpvZ53jSFD2EpdsybRr7+yV0GYzJ/PtXqXLycqV46oqIifA7trPnQoe7IgphaAsgNckQEAoBQQixH16EH09decfOeii3jgV1BAdMoprKzs3WtdJ1bjttuInn02GiWAjEgk9OQ6qWiD3bw8Z/Lv309UubLxb27KzTjBqXuz02NzgopawskutzKkHr+sK7JMmSYjUt29w0ArE9SrF3+quK+8nncionnziB59lP9+5ZVwldqiIqInn+QyScuXsyxz5hDl55d0GU+mSRNex8xtGwBQeoFiCwAApYxTTyX68EOi338nuv56ovLl2RLXowf/LYR5jN+JJxIdOsQxaWecwbG8UcOPWOGhQ4k2b+ZMvGaxzX5ZSZ3EDvodB52RwZZwI2XRiYKfm8vnVIbU45dVbGVq1crsrzTh5bzv3El09dWsUP7nP6x0h8W6dZwxfOBAzth9xRVEv/zCfVtq/PGMGbwY1Q8GAJQtoNgCAEAppW1bTgCzfDkn1alWjQeEROzSl4ymvM2fz67I1aoRzZ7NyYTeftu5VcxPZC2csuv98ovu1vzmm6zMJyft8XugbGclNUJ1EiuNggKie+4x/s2pgv/ggzxRYIaR9TeR4AkZIj7vEyaYJwVzcw4yM62tzaWBhx7ia2VFnTp8HrSkW5MmsUv3ypWcyOyFF4KQ1Jhp04jat+eSTVWrEr3+OtG77xIddpi+TrLF+4wzeFFp/QYApCdQbAEAoJTTpAkrbqtWcXbdunV1RaFGDaIbbyT6+WdWWGIxjq9duJCtIzt3cp3cyy8n2rIl3OPQkLW4yayXSBD16cOfl1/OVm0/3EStcOpCSuSP1VGLVzWzgo4YIa/UFhRwTV6ze8bI+ltQwDGiY8fy/z/8QHTNNexG37x5yUy+pdny6gXtftK8MIzYto2ts82b8/nt3VuPZ7755pKZkINg/36iu+4iuvBCvm86dOB+6brreJLNS+ZzAEAZIezsVQAAAIJlzx4hnn9eiObN9eyh1asLcc89Qqxera8XjwsxfLgQ5cvzOg0aCPHpp+HJnSyXVT1QJ/V4R43ibWrVEmLdOt9Ft0Q2u29WlroavhoqaxxrNWHtsvImZwGW2Sa1dqpMXdigMltHEbPsy7m5zs6zSsyyTi9eLES7droM/fsLsX+/8TEEXdsZAJA+ICsyAACUUeJxTsL05JNEixbxdxUqsJVswACuG0vEVpNrriH64w/+v18/omeeYTfBsDDLhuskK/KqVeyuvWcPJ8q55RZ/ZHVCIkH0+ONca9SK7Gy2yqlykZbNhlyjBrvz1qjBS82axT+rVyd6/nmif/81byMri63CFSvy/7LZfGMxjn9+801OANWwIVv2rriCf5cdzUycGG78aJAYZV8mYq+NHTuMt/ErA3hBASf7Sr7O2dlEF1xA9NZbHFudlcV/n3eemmccAFC2gGILAABlHCGIPvuMSwXNnq1/f8klXCqoY0cedA4cqLvMHnEE0TvvcBmhsCgoYHfK/fv175o0YffW5AFv8uC+Xj3+buNGjiP89lvOuvr11yXjjsPk/vt58sAKlaV/Jk1id9SgSC4146TcUSrZ2URXXslxmGaKWiqDBnFMpooSO+mIipJOTpEpy3T22azUNmhgP9nhZ/ktAED6AsUWAADA/+e771jB/eAD/bvTTmMF99xzOfvo9ddz1tKMDC6p8d//crblMDj+eKIFC7iu7QUXlFRWjKxEqYwcySV0ooKTeqRNmqgZ3MsqO2+8wZb8Xbs4/jr18+ef7WvPEhW3mqpUqjMy5GMwVVu90wXZ863Ksi1zP1euzEnrNm3iCagFC7ivsUOl8g0ASH+g2AIAACjBH3+wxXD8eC7/Q8QZkh94gOiss4juvJPovff4+5NP5vVatw5eznr1uEzPL79wJtVkZKxERGotnypwasFUMbjXlI+1a81L/chYyNxYA71YbJPle/55vh+uvJK/k7nuRNG69kEQtMVWxfU1oyy5lQMA7ImQ4xUAAICocNRRROPGcamge+/l2Mlff2XX35NPJurShS0stWpxiaAOHYjGjGFlQishMmECuwVblWzxwr59rNQSETVtWvy3RIIzrMpO3eblRSfbqtMyNipK/yRnZjaqcUwkV7/WrnSRUYkfbRsvCEF09NGc2Xrq1JK1iM22IYrWtQ8CN9fIC7L3Z5s2PCnRvz/RrbfKbYPM2ACAZKDYAgAAMCU7m+jZZznR0mOPcXKXlSvZYvvgg5y4p0MHor17eTB64ok8KO7enRNO9e9vXbLFLYkEKzBE7MZYo0bx3x9/nK2PMghBtHo1x+FGAaeDdVWD+9xcY6XQSf1aNwpycnkaL2gKVG4u36OFhRxPa0XUrn0QqJrEkEX2/nz5Za5XO2IEx78HqXwDAEoHUGwBAADYUrs20UMPEf3zD9GLLxK1aMEZaV99lWjJEn0A+vPP5haaNWvYNdircqvVO732Wv5//36WR2u3oMA+q7ARKiyfKrCzqCWjenCfrBROnMifK1Y4c9V1oyBr23ix3CYrUFot4rZt5baNyrUPChWTGLK4sRBbKd9EPCExaBASRwEAioMYWwAAAI6Jx3kA/OSTRAsXOtvWS8IjuxIgkyezlVgm8VIqUUpEIxsfnJdHdPHF0czwa1Rqxk5GbZu1a9nNPCuLs+Ref727+N8wMgCnE26ukRu0+5mo+DW0i3M2Sv5Wvjz3P8ccQzR3LodDAAAAERRbAAAAHhCC6IsvOKmUEwXXjSIhUwKkbl097laWqJYOkcnorFHaM/w6UYxSyzv17MlZm42I6rUvjRjdz0bluVJJVb6bNSM69VSiDRs4kd0nn3D9bSuCUuABAOECxRYAAIBnnJZscZPN1K/sqlHLipxMqgVzxQqi//2v5HplIcOvjGLkZDJAIz+/9J6zqKFKwfz5Z6KuXYn27CG68UZOZGfm6mx0T5T2iSAAyipQbAEAAHgmiBI1KuudatSpw3HC6TDAlbFYl3bro5ViZOe+nZlJtHVr8e+OPJJLW3lNXAWCZ9o0dsMvKuLEdg8+WPLe+PBD69CF0jwRBEBZBIotAAAAz9jVQU3GbYytrPJcty4ntpJh5Ei25qSDYoN4UXNklP7GjYnefJNo0yZ2Xb3uOs7m/e67eu1bkF689BLR7bfz33XqEG3bpv/WuDEnlkudzNAoCxNBAJQ1kBUZAACAZ5KzmFoRi7kvJSKbXfWll+Tb7N+f6/JOmkR06JBzmYJENnNvWcvwS8SWOiv3YyH494wMdoG/7DK28BFxfPj+/cHICdTSrx/RRRfx38lKLRFPspkptURls9QTAKUdKLYAAACUYFeypUkTb65/svU3L7+c4yYzM43bicV4OessroH744/s4nz44UTPPEO0Y4c7+fxGth6oqrq26YQbpf/ee/le/ecfttyD9COR4HhbL5TFiSAASitQbAEAACgjuQ7q+PGsMIwf764eqln7MvU3c3OJNm4kGjqUXRSN1v3iC6JVq4iGDePsuWvWEN1/PyvgeXksb5RwUw+0rFC5stx6yUp/1apETzzBfw8fzll2QXphZ6mXoSxOBAFQWkGMLQAAgLQjkSBq1YqV6GefZUXUzL1ZJhPr/v3sjjxiBNFvv/F35cpxqZh77uHyIlHArOwNUbSzO/tFPE70yitEgwYR/fuv+Xpm8ZRFRUQdOxL98APRzTdzIjGQPnhJKIcYWwBKH1BsAQAApCWtWxP9/TfR3LlEnTuraVMIoi+/ZAX388/17zt2ZAW3Z0+i8uX178Ooj2lUvqRqVaJ33ilbSu0333DiIK1+cosWrKTEYva1blPb6dKF11uwgKh9e/9lB2pwWwIMWZEBKJ3AFRkAAEBaoiX8qVJFXZuxGNHZZxN99hnRokVEN91EVLEi0XffEV1xBVuJR44k2rmTFczmzXlg3bs3fzZvzt/7SbK798CB/F3Nmqx0lwU2bOCMxl26sFJbuzbRyy8TLV3KsdV2buqpdO7M11YITiZWWMiWwFmzeOICRBc793wiomrVSn5nd08AANITWGwBAACkJXXrctbT338natvWv/1s3MiK04sv6mWEKlc2zqRrZgnyy7K7fz/HEO/bx0peu3be24wq8TjRCy8QDR7MEwuxGLsPDx/O94KGm3O9ciV7AMTjxb/PzuaEZVCAoouVe34y5csT3XEH174NwrMCABA8sNgCAABISzTFUjZxkFvq1ycaMoQTTY0dS3TkkeblYbSBdV6ebu3z07JbubLuipnsOl3a+PprouOOY4vqzp1EJ57IVvSxY4srtUSssHTrxmV9unWTU2B+/rmkUkvEJWMuu8x/Kzxwj1lCuVTicZ6k2LYNSi0ApRVYbAEAAKQl5cuz8rhuXbCZTb/6iuiMM+TW276dFSOjRE9Eatwh//c/jrk94wyiGTO8tRU11q0jGjCAaOJE/j8zkzMZ33ijOuUkkeCJBrPsukgylB4kEuw+fsUVJWvaaqReyzBi5AEA/gGLLQAAgLQjHtcton5bbFPZuFFuvUsvJbr2WmP3SCPLrlvOOYc/58wh2rPHW1tR4dAhoueeY+v4xImskNx6K9FffxH16aNW+bArGSME0erVvB6ILhkZvJgptUTFr2VYMfIAAP+AYgsAACDt2LdP/ztoxVbWOrx9u7WiqUphOuIIombNiA4eZItVulNYSNShA9F99xHt3k10yilE8+dznHNmpvr9rV+vdj0QHrLX6MMP2ZMidUIDrucApDdQbAEAAKQdyTGulSoFu2+7TKyau+OAAXLteVWYYjGic8/lv9M5znbNGqKrriI6/XSixYs5dvb114nmzeOYWr+QnaiAYht9ZK/l+PH+e1IAAIIHii0AAIC0Q7OEli/PiYWCHIRmZHASGqKSyq32/+jRROefL9eeivhgzR056oqtFgeZXE7n4EGip58matOG6L33iMqV4/q0S5ZwLG05n0cqMiVjiIjuvZfozDPZegyiiZa13IqaNa3Xg+s5AOkLFFsAAABpRUEBUadO/Hc8Hk5snFkm1uT6mDKW3SZNeD2vnH46K9xLlnBinChiFNPYoAHR4YcTPfAAT1Z06kT0449c1qd27WDkspuoiMWIzjuPqEIFopkz2TW6Z08uMwWiQyLBWbPt2LlTrr0PP/QmDwAgeKDYAgAASBu0mpUbNhT/XmVsnJFV0YjcXK5/WljICY4KC1mp1LIcy1h2R41SkwipVi1d2Y+i1Va7bqkxjVu28LWrWZPozTeJ5s7lsj5BYzdRMX06Txpcdx1bkD/4gOjYYzk5WFQnEsoadknAnDJqFGJtAUg3UO4HAABAWhBEWZaCAi6dk7yP7GxWUN2W5TFqMzOTa7B6LfWTzOOPEw0aRHTJJUTvv6+uXa8cPMgKo5X7Z+PGRP/8E36pFZnyL4sXEz38sK70VKhA1Lcv0UMPBVt2ChRnwgSia65R1x7KPAGQfsBiCwAAIC3wuyyLmVXRqzU42bKrKbJHH61WqSXS42xnzuRyOVGgoICVA7vYx7VroxHTmJFB1K0bUa9e/Gmk0LRtS5Sfz7G2Z53F5/rFF4latiQaOJCzYYPg2bxZbXuItQUg/YBiCwAAIC3wsyxLIsFWVb8ypWoK0+jR7Mr69ddEf/zhri0zjj+eMwnv2kX07bf268u6XLtFmyiQVTjSLevwSScRffEF0Vdfcdztvn1ETz5J1KIF0fDhpaemcLqQleVPu+l2XwJQloFiCwAAIC2QdfN04w7qtzVYIzub6IIL+O+xY721lUq5cmxBJLKPszVK5KQyAZfVRIEZ6erG2707TyR8+CHRMccQ/fsvuyW3bEn0/PNEBw6ELWHZIDU+WhXpel8CUBZBjC0AAIC0QIuxXbvWWGHyEhM3aRIreHZMnMhuql749FMuBXTYYUTr1hFVqeKtvWTefpsTHB1xBNGQIcZxopolNfUcagmttKzOZhQVsVX433/Nl19/5XMqQ2mKZUwkiN59l+iRR4iWL+fvmjUjGjqU4z/T/fiijF0MPhHHtm/bxn/LjH6bNCkd9yUAZQUotgAAANIGr0qZGbNmseXNjq++4vVkkgyZkUiwNe+ff4jeeosz66ri9deJbr65+HfJya9kBv81arCSn6q87tjBn7t2ObPE2hGLub9uUeXgQb4Wjz6qu7IedRTRY49xqSC7mrnAOYkEJ1AbPLjkb8n9AxHRXXfxBJkdkycTXX65OhkBAP4CxRYAAEBa8eKLRHfcUfy7Jk24PIdb5UhG4SMi6tGD6OKLiYYN85Y5efhwdldt25YzGTtVjo2wU/pfeollfvxx9/tIpkIFLjN02GH8mbzs2sUJluzIyiJ65ZXSpdQms3cv1+R98kk9qdSJJ/L1P/NMKLhuMJpU+vDDkpnHk0ntH2bO5PNvR2Ehx8YDANIDKLYAAADSiqlT2Ypi5W7rhokTia6+uuT3sRgrixkZ5gmWnFqM7SyrTpFVzGXJzSXq3Lmkwpq8VK5srpjZuY0TsVK7Zg1RxYpqZI4yO3YQPfcc0ciRelKp7t1Zwe3YMVTRIoWW0GzWLP6/W7fi2anNSmdt3Wre5tChPImU3D8EGXoAAAgOKLYAAADSikGD2Op4881Er76qrt033yS64YaSCqxm7WnVijPhHjxovL1srKgf7tSyrtRNmnASLDtUWKq04yQqfqxe3cbTmY0biZ54gujll/X76KKL2EX52GPDlS1MNDfiZ54h2r27+G9azWci4+fGCrNnUtZiO2MG0RlnyO8PABAuyIoMAAAgrfjlF/7s0EFtu6+/zp9DhrBiN3Eif65YwQrYtm3mSi2Rnjm5SROWrWtXzoDcuzfRLbcQDRjA1qObblJfVki2JMkTT/BA38zSGoux/Dk5zvZvRG4uK6+p2Wqzs8umUktEVL8+T5IsWUJ0442cyfqjj4jat+fkUsuWhS1h8BQU8HkZPLikUkvE1thLLyXq29d5bDdq0QJQtigftgAAAACAE/xQbP/6i2juXFY0brjBuHSIkzq6bmtfJg/EnVhMZUuSNG7M7s6XXaa7WGtoyu6oUeqywObmckyy20RbpZVmzXgiZcAAoocfZkV/wgSi995jT4SHHyZq1ChsKf3HzHvBCCt3YztSn8dNm+S2k10PABANoNgCAABIGzZv1rOZtmunrt033uDP887TldrUJDX16sm19cIL7La8cycnUdq5U//75585s7IdThXjnBy2hNqVQtKUyqlTS8YqZmd7S8BlRkYGEvCY0aYN0ZQpRD/9xHGgn3/OybTeeovozjuJHniAqE6dsKX0Bze1jt2S6n7vZ01sAEB4IMYWAABA2jBjBtFZZ7HiuHSpt7Y0xXXNGi7/sX07W5B69jROUpOdTbRvH7sku62jKxsL6ybG1WlMq5eSRcAfZs8mGjiQ6Ntv+f+aNdmqm5dHVL16qKIpR/ZZUMXZZ3MMb7t2/tbEBgCEB2JsAQAApA2q3JALCnhg27070X/+w0ptuXJEhw7pCmJqhuE1a9gd0mwgTGTvxqtZVv2IcXUa06pZUnv1Kp55FoTHaacRffMN0ccfswK2cye7JR9+OLuQHzgQtoTqcOuuL0ssxsuFF3Jpqi++4H7jpps4idfo0fp6qdsRqXXJBwAEAxRbAAAAaYMKxdZMcS0qIrrySrkkNeVS3p6yCZEyMvwdUOfmEq1caZz8CqQHsRgnHVuwgK9hy5bsgp+XxyWuxo0jisfDltI7bt18zZ6bzMzi32vP5EcfEf35J9EVV/BzPW4cUevWRL/+SvTOOyUngmrUYG+NOnWcJ3EDAIQLXJEBAACkDcccQ/T770TTphH16OF8e9X1XvPyODmSUzdeI1dnrawQlFCQzKFDHAM+dCjRunX8XZs2RI8+yvdK6iRLuuDmWczLY2XV6LmRSVL27bdE991HNG8e/9+gAZ/Xli35e23iTMNLbWkAQPBAsQUAAJAW7NvH1pREgge2RpmL7VAZ1+c1Dg8xrsAJ+/YRvfQSl2zSMgQffzzR8OEcP2rm3h5l7r+f415lKSzk58TLcyMETyw98IBeXsmsvnNZrrkMQDoCxRYAAEDkSSSIXnuN6NZbOaHO1q1E5V3k9Z80ievKqsRNoicA3LJzJ9FzzxGNGKHXfe3alRXeU08NVzYnOCn140cyp4MHeaJg6FCiHTuC3TcAwB/S1IEFAABAWUFL9HTrrfz/zp1ELVrw907xo3yH30lwAEimZk1WxpYvJ+rfn6hSJaKvvybq3JkTJf36a9gS2uOk1I9fyZwqVmTX5rfftl4vubY0ACDaQLEFAAAQWcwSPa1dy987VW7tshK7AbUuQRhkZbHVdulSoptvZqVv2jROrNa7N9Hff4ctoTlamS0ZZBOzuUWzetuBCSwAog8UWwAAAJHEyqqjfZeX5yxzaXJWYq94Kc0DgCqaNCF69VVOqqZl/p00iRNM3XILTwJFDVklsUYNVt79jG+VnZjCBBYA0QeKLQAAgEhiZ9Vx6yKo1XutW9e9bKh1CaLGkUcSvfce0c8/E513Hk/4jB1L1KoVZ/zdsiVsCXVklcRdu1hZdxN2IIuftaUBAMECxRYAAEAkkbXquHERzM1lpVSGvDyOa0zGb/dIANxy3HFE06dz3G2XLkT793OyqcMPJxo2jJXFsHEaEuDUM8MJfteWBgAEBxRbAAAAkcRvF0HZckEXX8zlVIiIevXiLMgrVkCpBdEmJ4eV208+IWrfnhXawYNZwR05khXesHASEhBE8ibNiyO1T8AEFgDpBcr9AAAAiCSJBGdDXrvWOM5WRR1Z2fbbtiVasoTo8891JReAdKGoiGjKFKKHH+ZkU0R8bw8eTHT99e5KZ6mgoICoTx+ibdvs1504kSeW/AS1pQFIb2CxBQAAEEmsXASJWBkdMcL9wFPWBXH/fl0ZaN/e3b4ACJNy5YiuvJITTL36Kiu1a9awUnn00USTJ7PyGzS5ubxvGYJI3pSRwTWpe/XiTyi1AKQXUGwBAABEFjMXQU3x9JrxVcYFcdEiVqIbNCCqX9/b/gAIkwoVuDTQ0qU8KVS3LnsiXHkl0YknEn36qVxtWZV064bkTQAANcAVGQAAQORJdRH84w+ifv2IqlUjWryYqGlTte0nuyC+8grRbbcRnXsuD/wBKC3s3MleCc8+qyeV6tKF6Ikn+DMotHrVRMaKdX4+4lwBAPZAsQUAAJB2FBURde1K9M03RD16EH38sXyGVafceivRmDFEDz7IA34AShtbthA9+STRCy8QHTjA3513HtHw4UQdOgQjQ0EB161OLfFVvjx7TbRpE4wcAID0Ba7IAAAA0o5y5bhGZ4UKnPV1yhT/9rVwIX8ivhaUVurWZavt338T9e3L3gqffsqlg666it2V/SY3l2jlSs46PnEi0VdfsXIdj7NMYcQAAwDSC1hsAQAApC1DhhANHcqxr3/8QVS7ttr2EwmuYbt3L7cPqxEoCyxdyhmTJ03i/zMyiG64geiRRzjeNSj++YeTW+3ZwxNZffoEt28AQPoBxRYAAEDacuAAu0r++ScnxXn1VbXt//UXK7NVqnAMIrKkgrLEwoVEDz3EXhFERJUqcWz7wIFEWVnByDBqFFH//kS1avHkUhDZkQEA6QlckQEAAKQtlSqxJYeI6LXXiGbPVtu+5obcrh2UWlD2aN+eaNo0orlzOab9wAGikSOJDj+cLbo7d/ovw513csbmf//lGFwAADADii0AAIC0JieHY/CIiG65hevOquKXX/gT8bWgLNO5M9GsWUSffUZ0/PFEu3cTDRvGCu5zzxHt2+ffvjMy2BMjI4Nj6T/+2L99AQDSGyi2AAAA0p6nnuI6s3/9xZlcVaEptkFlhgUgqsRiROecQ/TDD6xgHnkk0datRPfdR9S6NXtOHDrkz747dCC6917+u18/vTQRAAAkgxhbAAAApYKpU4kuv5wzJS9YwElnvNK4MdG6dUTz5hF16uS9PQBKC/E40dtvcwK31av5u1at2JJ75ZWcuVwle/cSHXss0fLlRLffznVvjepOq8SqvjUAIHpAsQUAAFAqEILokkuIPvqI6NRTeUDqZXC9aRNnW47FOJawenVlogJQati/n+s8P/440ebN/F379vz/+eerrS/95ZdEZ59d8vvsbKLRo7lkkCqM6ur6sR8AgDrgigwAAKBUEIsRvfACK6Dz5vFg2wta4qhWraDUAmBG5cqsAC5bRvToo1wea+FCogsuYAvn11+r25eZC/KaNWzBLShQs5+CAm4vWaklIlq7Vu1+AABqgWILAACg1NCkiR5j++CDPBB1i6bYIr4WAHtq1CAaNIhdhQcMYIX3m2+ITjuN6NxziX7+2Vv7iYR1VmQhiPLyeD0V+zHyZ9S+U7EfAIB64IoMAACgVJFIcBbX778n6tnTvXXlmmuIJkxgl8r//letjACUdtatYwvua69xPC4RWzsffZRrQztl1iyi7t3t1yssJOrWjf8uKuIyQdu26cvWreb/b91KtHGjXBmj5P0AAKIBFFsAAACljkWLuCxJPM6Kbc+ezts45hii33/nOp49eqiXEYCywLJlXPN24kS2eJYrR3T99fxd06by7UyYwJNNdrRsyfvYto1o+3ZWbv1g4kSiXr38aRsA4A4otgAAAEolDz3EbsmNGhEtXkxUq5b8tvv3c1xtIsFxdo0b+ycnAGWBRYvYVfmjj/j/ihWJbruNvSHq1bPfftQoov793e27WjWiOnV4yczU/079PzOT6O+/iW680b5NWGwBiB5QbAEAAJRK9u0jateOB6r9+hG9+KL8tj/9RHTiiUR163J2ZJWZXQEoy3z7LSuzs2bx/9WqscJ6333Wk0+yFtu8PM5anKy8VqokL18iQdS8OcfnG42QYzHOjrxiBUr/ABA1kDwKAABAqaRKFaKxY/nvl1/mTMmy/PILf7ZvD6UWAJV06kT01VdEX3zBk0d79hA99hjR4YcTPfMM16s1QtZr4uKLORvz0Udz7VknSi0RK6ujR/Pfqc++9v+oUVBqAYgiUGwBAACUWrp3J7rhBra89O1LdPCg/TaJBNEnn/DfmZnIfgqAamIxorPOIpo/nyg/n+ioozgm9v77ubzWK68QHTpUfJucHLaUWtGkCa/nldxcoqlTSyrT2dn8PerYAhBN4IoMAACgVLN1Kw+cN28mGjqUqGtXovXr2ZqTk1Pc8lJQwKU+kutXZmezBQeDWQD8IZEgGj+eE0r98w9/d/jhRMOGcYKmcv9nhtHqyxIVdxPWLKmqlc5EgpXbjRs5lOGWW2CpBSDKwGILAACgVJOZqbsWDh7MVtzevfmzeXO9HJA2aE5Waok41u6yy9yXDQIAWJORQXTddUR//UX0v/9xMqnlyzmmtkMHTjglhLkltW5dovfe82fySStVVKGC+rYBAGqBYgsAAKDUU7Gi8fea0jp1KltqjXyYtO/y8uCWDICfVKpEdOedXCLo8cc5mdSiRRw327kzJ5zKzSUaOZIoK0vfbvNmonvuUTv5VFDAE19bt/L/ffsWnwgDAEQPuCIDAAAo1WhZTlMtsRqxGFt8Nm+2bwslPgAIjm3bOKHU6NGc5ZyIM53/+mvJdVW6I2veG2ZZkRFnC0A0gWILAACgVDNrFrsdq2DiRI75AwAEx/r1nDl5zBhrrwkVpXjsJsKIOEkVyv0AED3gigwAAKBUs369urYaNlTXFgBAjoYNOXnT229brycE0erVRHPmuN/XnDnWSi2R930AAPwBii0AAIBSjawyWqOGdc3arCyiU09VIxMAwDmyNaW9TGatXat2PQBAcECxBQAAUKrR6l/aDYp37TKOqdPYvJmoZUskjwEgLGQnqbx4VsycKbeeTEw+ACBYoNgCAAAo1WRk6OV+UpXbWIyX3r25LJAdKP0DQHjYTVLFYhz/mpPjrv2CAqI33pBbNzkrMwAgGkCxBQAAUOoxq3+Znc3fT5hAtHIl0bPPWg9YUfoHgPCwm6QiIho1yl1Sp0SCS37JktqXAADCB1mRAQAAlBkSCU76sn49uyvm5JQcBH/+OdG559q3hdI/AIRDQQEroclJnpo0YaXWbRkeJ9nTkRUZgGhSPmwBAAAAgKDIyLBXRrdtk2tLZbZlAIA8ublEF19MdOmlRB9+SHTttUTjxnlTNJ0kg3JrFQYA+AtckQEAAIAkgkhQAwDwRkYGUbNm/Hd2tndFUzYZ1PXXu7cKAwD8BYotAAAAkITfCWoAAGqoUIE/Dx3y3tbKlXLrnXmm930BAPwBii0AAACQhJ8JagAA6lCl2BYU6M+8HUgaBUB0gWILAAAApGCXRRmuiACEj6bYxuPu23CSDRmeGgBEGySPAgAAAAzQEtTYZVEGAIRD+f8bxXqx2M6ZUzy7shXw1AAg2kCxBQAAAEyQyaIMAAgHFa7IstnN8/LgqQFA1IErMgAAAAAASDtUuCLXqye33gUXuN8HACAYoNgCAAAAAIC0Q4UrMgCg9ADFFgAAAAAApB0qXJE3bVK7HgAgPKDYAgAAAACAtEOFYtuwodr1AADhAcUWAAAAAACkHZorspcY2y5diKpXN/89FkOZHwDSBSi2AAAAAAAg7fBqsRWC6MEHiXbvNv49FuNPlPkBID2AYgsAAAAAANIOL4qtEEQDBxI99xz/f8stRNnZxdfJziaaOhVlfgBIF1DHFgAAAAAApB1uy/0IQfTww0RPPcX/v/AC0e23EyUSRHPmcG3bhg3Z/RiWWgDSByi2AAAAAAAg7XBb7mfYMKLHH+e/R41ipZaIldhu3VRJBwAIGrgiAwAAAACAtMONK/JjjxENGcJ/P/cc0d13KxcLABASUGwBAAAAAEDa4dQV+ckn2QWZiN2Q77nHH7kAAOEAxRYAAAAAAKQdTlyRn32Wk0URsRvy/ff7JxcAIByg2AIAAAAAgLRD1hV51CiiAQP476FDif77X1/FAgCEBBRbAAAAAACQdsgoti++SNS/P//98MNEjzziv1wAgHCAYgsAAAAAANIOzRXZLMb2lVeI7riD/x44kK21AIDSCxRbAAAAAACQdlhZbF97jei22/jvAQM4rjYWC042AEDwQLEFAAAAAABph6bY7t1LNGkS0axZRIkE0RtvEPXty7/1788ZkKHUAlD6KR+2AAAAAAAAADhlxgz+3LWLqHdv/rtOHaJt2/jvO+/kWrVQagEoG8SEECJsIQAAAAAAAJDl/vuJnnnG/PdzziH69FMotQCUJaDYAgAAAACAtGHqVKLLL7dep0kTohUriDIygpEJABA+UGwBAAAAAEBakEgQNWxItHmz/bqFhUTduvkuEgAgIiB5FAAAAAAASAvmzJFTaomI1q/3VxYAQLSAYgsAAAAAANICJ8pqw4b+yQEAiB5QbAEAAAAAQFogq6xmZRHl5PgrCwAgWkCxBQAAAAAAaUFODlF2tv16L76IxFEAlDWg2AIAAAAAgLQgI4No9GjrMj4DBthnTQYAlD6g2AIAAAAAgLQhN5dL/qRabrOyiKZMIXr66XDkAgCEC8r9AAAAAACAtCOR4CzJ69dz7G1ODtyPASjLQLEFAAAAAAAAAJDWwBUZAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBaA8UWAAAAAAAAAEBa8/8AybirAeRWExwAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(nearest_tsp_2opt, USA)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[greedy_tsp_2opt(1088 cities) ⇒ 44,417 length tour in 758 msecs]"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(greedy_tsp_2opt, USA)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The very long links are gone, and there is an overall 15 to 20% improvement in tour length. But the run time is about 20 times longer."
]
},
{
"cell_type": "markdown",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"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": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"# Ensemble Strategy (rep_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",
"- **Repeated Nearest Neighbors TSP algorithm**: repeat 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. In the plot below we show the best and worst tours that we get from starting `nearest_tsp` from each of 11 random cities. The best is a good tour, and the worst is a very bad tour."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAPwAAACiCAYAAABlL6DgAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAGXxJREFUeJztnXl0FFX2x79NJ+wQlB3CoqwCQQdUhBARRFDCZkBHUFFcGcd9RREIRBBRBFFBFkVFcEYW9YAjKCNCQOSwOOC44bDva9jCms79/fH91elO0lm7uqu66n7O6ZNeqqteVfpb971777vPIyICRVFcQSmrG6AoSuRQwSuKi1DBK4qLUMEriotQwSuKi1DBK4qLUMEriotQwSuKi1DBK4qLUMHbjbQ0oFQp/lUUk1HB24is1DRgxAhABBgxgq8VxURU8DZhacc0xIwakeO9mFEjsLSjil4xDxW8DVjaMQ3dV48I+ln31Sp6xTxU8BaTlZq/2A26r9buvWIOHp0eayFp/z9mLyqjRwPDh4evPYrjUcFbSalSdNAVFY8HyM4OX3sUx6NdeisZNSq82ytKLlTwVjJ8OLJGji7SpuMqjMa/2mp3XgkNFbzFxKQOx9LEgkU/HKPxYuZwJCcDgwcDGRkRapziOHQMbxPyC83NbT4ad/6e07LXqQNMmwb07Bmp1ilOQS28Tei+Km/3PmvkaAz8bTi++w6oVMn//r59QK9ewKBBwLFjEW6oEtWohbcbaWnAyJF00AWE4DZuBG6+GTh8OOfmtWrR2vfuHeF2KlGJCj6K2LIF6NYN2Lkz72d33gm89RZQtWrk26VED9qljyKaNgVWrwZatODrcuWATp0Yzp8zB2jZEvj8c2vbqNgbFXyUUbcukJ4OXHcdcPYssG4dkJrKm8DBg0BKCjBgAHDkiNUtVeyIdumjlMxMoH9/YMkSICYGmDmTXf7XXgN8PqB6dWDKFG6jKAZq4aOUChWAL7+kNc/KYny+Th1g7VqgVSs69267Dbj9duDQIatbq9gFFXwUU7o08MknwKOPMiX/0UeBRYso+rvvZur9vHns7n/2WfHS9hVnol16ByDCiXSpqXxdoQK7/Lnp1w94912gZs2INk+xESp4B/HQQ8CMGQVvU7Uq8PbbwB13sAeguAsVvEPw+YCGDYE9e4J/7vHQuXfxIl/37QtMncrEHcU96BjeIaSn5y92gN3+ixfp3IuNBb74gmP7OXN0bO8mVPAOYf/+om13003A+vVAmzacdXfXXUCfPszPV5yPCt4h1K5d9O1atwZ+/BEYM4bWftEiZul9/LFae6ejY3iHYIzh9+4NLlqPB4iPB7ZvB7xe//v//S+7+evX83VyMifj1K0bkWYrEUYtvEPwejl5BsjrfTdeT5qUU+wAk3TWrAFefZVx/a++orWfNUutvRNRwTuIlBRg/vy81rlqVb6fkhL8ezExwNChwE8/AddeC5w4Adx3H9CjB7B7d/jbrUQOFbzDSEkBduwAli/nBBsAeOaZ/MUeSIsWnI03fjxQpgzz9Fu1At5/X629U1DBOxCvF7jhBo7HAeCXX4r+3ZgY4LnngP/8hzeMkyeBBx5g8Y1du8LRWiWSqOAdTEIC//78c/G/27w5sGoVMGECULYs8M03tPbTp6u1j2bUS+9gtm8HLr+cobfMTP4tCVu2cEy/ejVfd+3KFN6GDU1rqhIh1MI7mAYNgIoVmWG3ZUvJ99O0KbBiBTBxIqvsLFvG3sPUqboQTrShgncwpUqxGw6UrFsfiNcLPPkksHkzkJQEnD4NPPIIcOONwLZtITdViRAqeIcTyjg+GI0bA99/D0yeDJQvz+cJCcA776i1jwZU8A6ndWv+NUvwAHsOjz1Ga9+pE3DmDF937gxs3WrecRTzUcE7HMPCb95s/r4bNQK++45FNSpUAFau5PHeekutvV1RL73DOXbMX6v+xAmgcuXwHGf7duD++5nwAwAdOwIffAA0aRKe4yklQy28w7n0Uha3BDhRJlxcdhm991OnMjKwahWHExMncmKPYg9U8C4gHOP4YJQqBQwZwhtL167AuXPA00/Tq//HH+E9tlI0VPAuIJzj+GA0aMDMvOnTuQjmmjXAVVcBb7yh1t5qVPAuwOzQXFHweIAHH6S179aN1v655zi2/+23yLVDyYkK3gUECj7SLtr69Tnr7v336TD88UfgL3/hCjlZWZFti6Jeeldw/jzDZj4f57fHx1vTjj17WEr766/5+pprWGijZUtr2uNG1MK7gDJlgGbN+DyS3frcxMezos6sWUBcHBfCbNOG1XbU2kcGFbxLiLTjLj88HuDeezlHPzkZuHABeOklzr238mbkFlTwLsEKx11B1K3LarkffwxUqQJs2AC0bQu88op/sQzFfFTwLsFuggdo7e++G/j1V6B3bwp9+HCgXTvreyJORQXvEozkm99+s58FrV2bK+HMmcPMwJ9+orUfNYpdfsU81EvvEkToKDt1ilbemCdvNw4cAP72N94AAODKK4EPP2TijhI6auFdgsdjXjGMcFKrFrBwIfDpp5z0s2kTw3cjR6q1NwMVvIuw4zg+GB4Pl7P+5ReuaZ+VBYweDVx9NbBxo9Wti25U8C4iUpNozKJmTS6g8dlnQLVqbPe11wIvv8xkonDg87GKz6ef8q8Zuf/h2GeJEcU1rFghAog0aGB1S4rPoUMit9/O9gMiLVuKrFtn7jEWLBCJj/cfA+DrBQvstc9QUMG7iGPH/D+648etbk3JmD9fpEYNnoPXKzJ0qMjZs6Hvd8ECEY8npzABvufxlEyg4dhnqKiX3mXEx3OF2VWrgMREq1tTMo4cAR5/nF1kALjiCqbrtmtXsv0ZK+/u2RP88/xW3g22n7NnOTPw9GmgfXtGHULZp9noGN5lRIvjriCqVQPmzqU3v2ZN5hZ06AC88ALFVlzS0/MXO0C7vHs3cwPat2eIsHlzzvuvUYOzAGNjuUxXpUpA9eqsAJSf2AP3mZ5e/PaGggreZUSb464gbr2Vnvy77mLRzPHjOfV2zZqiff/UKWDpUpbhKgqbNnF676ZNrOCzaxdw+DD3k3vyT1Gt9v79RdvOLGIiezjFapxg4QOpWhWYPRu47Tbg4YeB33/nUOXpp4G0NK6UY3D8OIcyK1awwu6GDcXzmA8fTitfrhzX28vvb9mytNydOxe+z9q1i33KIaFjeJexaRO7pHFxQEYGx5JO4dgx4KmnOCEH4M1g8GCmEq9cyRVxc//aL7uMVXgWL+YNIZgaSjLeNvwCe/eat08zUMG7jMBiGLt2AfXqWd0i8zhwgMJ+/nlg587g2zRtClx/PRfQ6NTJf/4LFwL9+/N5oCKMG+L8+UBKSvHaE459hkzkAwOK1bRsyfDQV19Z3ZLQ2L1b5JNPRB58UKRZs7zhr9yPf/6z4P0Fi5nXq2d+HD7UfYaCWngXMmAA8I9/AOPG0bMdDYgAO3Zw/G2MwXMvYunxcLKNYcGTkoD161lMc+9efv7YY8DYsezlBMPn4/h7/36Or5OSQu9yZ2Wx6lB2NrMGU1Ii240PRAXvQsaOBYYNAwYO5JRUOyIC/PlnToHv3p1zG6+XJbIMgXfsCFxySd59nTgBPPssMHMmX19+OVfF6dQp/OcBcBhVtiyfZ2Sw4IdVqOBdyKJFLDiRkGCfQhMiLIQRKPDcceyYGM6cM8bfiYmMexeVpUtp7Y0bx9//zl5OxYrmnUcwMjI4zx/gjL/Y2PAeryBU8C5kxw56p2NjgcxMa36A2dm82RgCT09nBl0gZcowe84QePv2XKI6FE6eZH386dP5umFDltDu0iW0/RbEnj10DsbGWj/FVwXvQqwohpGVxUo2hvVOT2cYLJBy5ZgxZwj82mv9XWGzWbYMeOABvzd/yBAm7hSnx1BU/viDmXlxcXnPOdKo4F1KYiLwww9MUR0wwPz9X7hAh5kh8NWreYMJpFIltsMQeNu2QOnS5rclP06dotNy6lS+rl+f1r5rV3OP89NP9DXUqUPnoZVopp1LSUig4DdvNkfw584Ba9f6Bf7DD5xIEkiVKvR6GwK/6iqOy62iUiVgyhTGyu+/n0Odm27iOP+NN8xbWjszk3/ziwxEEhW8Swk1xTYzkznrhsDXrs1blKJatZxJLgkJXGHWbnTpwuswdCjw7rvAjBlcHmvGDKB799D3r4JXLKe4k2hOnmS33BD4unV5J4zUquUXd6dOnLYaLam7FSsC77zjt/bbtgE338znEyZw/F1SDMGH6nA0g6gSfDiSItyK4ajbtYtx6tw/6IwMXuuVKynyjRvpWQ+kXr2cAm/cOHoEnh833MBhzksvAZMnc0y/ZAm9+j16lGyfZ87wrx0sfNSk1tqtVJATMK5nejpLSM2fL/L44yJXXhm8Usvll4sMHizy4Yci27aJZGdbfQbhZeVKkcaN/ed/772sGlRc3nuP3+/b1/w2FpeoELwdSwVFO/v2FZ573qyZyEMPicyZw7x1N5KZKfLUU/7fX506IosWFW8fEybwu3feGZ42Fgfbd+l9PuCJJ4JPMRRhF/LJJ4E+fbR7XxC7dvnH3ytWMG01N61a+bvn11/PajJup3x54M03WS578GBet169uETWpEn+DLqC0DF8MShq+aH0dI6/FF6Tbdv84l6xgiGnQDyenDfRw4fpVVeCk5jIWgLDh/MGMHs28O23wLRpTFMuCDuN4W0v+KKWAIp0qSA7IcJsrkALnjvBw+tlYktgHvquXZxdFhfHYhFKwZQrx/h8v37Affexuk6fPsCddwJvvZX/NdSwXDEoagmgmTOBFi34A3Y62dms5WYIfOVK4ODBnNvExjI11eied+iQN220fHkmvpw4wV5S/fqRO4dopn17Zs+lpgKvv84Zh8uWMWPv1lvzbm8nwdveaZeVJVK5cuEOJuPRowe9zk4iK0tkwwaRiRPp6a1aNe95ly0rcsMNIiNHivz733Q2FQWjGMbixeE8A+eydq1Iixb+/8Mdd4gcPpxzm7/+lZ9NmmRNGwOxveBfeSV/cRte+jfe4IUuVcr/WWIif8TRGDq6cEHkxx9Fxo8XSU4WiYvLe+7ly4vcdBOvz8qVIufOlexYAwZwf6++auopuIqzZ0VefJELYwAi1auLzJvn/7xXL74/Y4Z1bTSwteADxT5wYOGlgv78k2Gk0qX92yQkMKx08aJ151EY586JrFolMmaMSLduIhUq5BV45crsvbz2msiaNbwpmMHYsf7rq4TGunUirVr5/2e33SZy8KBIly58PXeu1S20seADxT52LN/LyhJZvpwXbvlyvg7Gvn0izz0nUrGifx+XXSYyZYo5yxKFypkzIt99J5KaKtK5M7vjuQV+ySUiffqIvPmmyPr1+Z9rqCxaxOO1ahWe/buNc+dEXn7Zb+2rVfP/T7/80urW2VTwgWIfM6bk+zl2jPsKvOg1a7L7Gsm11U6dElm6VGTYMJGOHXP2QIxH9eoi/fuLTJ4ssmmTiM8Xmbbt2MHjx8SInD8fmWO6gQ0bRFq3zvk/njPH6lbZUPBjxpgj9kAyM0Xeflukfv2cXeQXXxQ5cMCcYwRy/Dgrwj7/vEi7dhRTboHXqcPx89SpIr/+ap2vITvb7xTdvNmaNjiV8+fpRA38v8+da61fyVaCD4fYA7lwQeSjj3J6VcuWFXnkEeaGl5SjR0W++IIpmG3a5HQeGo8GDUQGDRKZOZO+Bjs5ExMT7WOBnEju30LfviL791vUFmsOm5dwiz0Qn48CbdfOf0yvl7nOP/9c+PcPHKAX9tFH6RQMFkFo3Fjk/vt5g9mxI7znEypDhrDNQ4da3RJnYviSBg0SiY31+2g++STyN35bCD6SYg8kO5vOv27dcoq1Z0+R1av92+3Zw67Yww+LNG8eXOBXXEHhzJ3L7aOJd9/15zAo5pKd7e/x7dtH/0ybNv7fTa9eInv3Rq49lgveCAsBdLBZxYYNDKMEm5UX7NG6NS38vHkMvUQzK1f6w5yKuZw96//NnDjB9y5c4G/dsPZVqrAnGGjtixqRKi6WCt4OYs/O5ph65kyRu+8uWOSPP86hwNGj1rQ1XGRk+M8xI8Pq1jiLI0f81za3aH/+WaRtW//nycnsHYaz9oNlgrdK7NnZ9IpPncrsvDp18go7JobWLvf7jRqJTJtmj1i+2Rjn67S0ZKvZts3/mwpmqS9eZJjYCNWWLx/c2JhV+8ESwUdS7D4fx02TJ4v068d4d+6LWbo04+PDhol88w3j5gZHj4qMGpUzf712baa9njwZ3rZHkh49eG5TpljdEuewYIFIrVpFs9S//CJyzTUF9zA9Ht6YQ+neR1zwr77qP4G0NPP3f/EiM9MmTBDp3Zve0NwXrlw5pjumpvKue+ZM4fs9fZqTHwK7WlWq8CZx6FDe7cM1BgsXL7zAcxoyxOqWOIPiVGny+TjhZubMovmPli8vebsiKvhwiP3CBeaWjxsncsstIpUq5b1AFSrQEz9mDHPWQ8koO39eZNasnN76cuXowDPCb9FYf2/OHLYzMdHqlkQ/WVl5//+5H2XLsnZg7drBE7MKeoSSkx8xwZsl9nPn6FVOSxPp2jX4mCcujg6Q8eM5fTEcE2d8Pgr46qtzjv07dYrO+nubN/uvnZ2SgqKR5cuLJ2DjEcxYRaWFD0XsmZmc3z1iBMVUpkzeC3DppcxemjhRZOPGyHafs7NFli0TufHGwv9RZozBwsX58/4JH5MnR8cwxK7MnVs04T7/PMPBe/bw+hs9g/xCw1Exhg8U++jRhW9/8qTIkiXMc+/QwR+rDHzUqMGY+TvvMLQRqYkmhTF1avjv0OFiwYK8XUu7D0PsSlEtfLDfgTH2zy16W3rpczuqAr3x+Yk9I4NTNJ99ll5Kw8oEPurW5XztadNEfv/dvl3Oot7Z7TAvOhAtA24uoVrqYD6g3LUfSoppgg/WyGBiP3xYZOFCkSeeELnqquAXpWFDkXvuEfngA5GtW+0r8NyEcme3isIcTHYehtiZUC21rTPt8rMQxuPppzkjzaiflvvRpInIAw+IzJ4tsnOnGS2yhsLu7Mad2k7iicabVLQQTktdUkKuWlvQQhEGb76Z83WLFjkXPChqZVq74/WyXHH//nnrvhvcfLO9FszQMuDhIyWFZazttB6iR6QgqRbO998DnTsXvl1KCut3JyUB1auHckT7s3Ahb4KBC2jExbEctNcLLF5M4duBov7/li/XhT6cQMirdRf1zt+/P0XvdLEDPM8dOyiSuXP598gR4N572SO6/XauUGoHkpKA+Pj8V331eLhKbFJSZNulhIeQu/RF7Y47pdteVLzevBZx2jRg507eAHr2BNautf66GMOQfv3yfmbcBCZNstcwRCk5IXfpfT6gYUMubRRsTx4PLcj27fqjAbjuevv2XBqqbVuuHmOHFUk6dADWrMn5Xr16FHtKiiVNUsJAyIIHOGbt35/PA/dmWIj58/VHE8jWrcB117Gb37cvr4+VN8MLF7iQ5KlTXC4pLs4eDiYlDJjl7rdjCMLOrFrlnwP9zDPWtuXbb9mOmjXtk7WohIeQnXYGwRxV27erZc+PxETgww/5fMIE4L33rGvL4sX8m5wMlDLtF6HYEVO69ErJeeUVrjnu9QJffQV07x7Z44sAjRtzPfnPP+cQQ3EuKniLEQEGDwY++ojLOa9eDSQkRO74v/3GRKjSpYGjR4GKFSN3bCXyaAfOYjweYPp0Zh2eOsVw3YEDkTv+okX826WLit0NqOBtQOnSjHQ0bQrs2gX07g2cOROZYxvj9549I3M8xVq0S28j/vc/huuOHqWzc9688DrRjh4FatQAsrPpcG3QIHzHUuyBWngb0bgx8MUXfos/dGh4j7dkCcWekKBidwsqeJvRsSMwaxafv/46x/fhQrvz7kMFb0MGDgRGjeLzRx4BvvnG/GNcvAh8/TWf9+pl/v4Ve6JjeJsiAtxzDzB7NlC5MsN1rVqZt39jWmy1aowKaAqtO1ALb1M8HmDGDBYIOXmS3e6DB83bvxGOS05WsbsJFbyNKVOGzrsmTTit1sxwnY7f3Yl26aOAP/9kuO7YMc5b/+yz0MJ1W7YAzZoBsbGcsVe5snltVeyNWvgooEkTf7huwQLgxRdD259h3Tt1UrG7DRV8lJCUBLz/Pp+PH8/xfUkxxu/qnXcf2qWPMlJTGbLzepk407Vr8b5//Dg98z4fM/saNQpHKxW7ohY+yhg5ktV/fT5WGfr11+J9f+lSfveKK1TsbkQFH2V4POzad+zIstfJycUL12l33t2o4KOQMmVYrKJRI0566dMHOHu28O9lZfmz6zQc505U8FFKtWrAv/4FXHIJy10PGsSJMAWxZg1De5deysq5ivtQwUcxTZsyXBcby8q3w4YVvL0RjrvlFiAm5BUJlGhEBR/lXH89MHMmn48bB3zwQf7b6vhd0bCcQxgxAkhLo+VesgS48cacn2/dyvn2Xi+z66pUsaSZisWohXcIo0YBAwbQMdevX95wndGdT0pSsbsZFbxD8HjYnU9M9IfrDh3yf24IXrvz7kYF7yDKls0brjt9mvXuly/nNrfcYmkTFYvRMbwD+eMPht0yMoBy5XLG6OPjuVqsrgjkTtTCO5BmzYAnn+Tz3Ak5e/cyJXfhwog3S7EBauEdiLGE9549wT/XJbzdi1p4B5Kenr/YAdbL272b2ynuQgXvQPbvN3c7xTmo4B1I7drmbqc4Bx3DOxBjDL93L7vvudExvHtRC+9AvF6G3gCKOxDj9aRJKnY3ooJ3KCkpnEFXt27O9+Pj+b7G4d2Jdukdjs9Hb/z+/RyzJyWpZXczKnhFcRHapVcUF6GCVxQXoYJXFBehglcUF6GCVxQXoYJXFBehglcUF6GCVxQXoYJXFBfxf5nE3apiZHp3AAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cities = random_cities(11)\n",
"tours = [nearest_tsp(cities, start=c) for c in cities]\n",
"plot_tour(min(tours, key=tour_length))\n",
"plot_tour(max(tours, key=tour_length))"
]
},
{
"cell_type": "markdown",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"Here is the Repeated Nearest Neighbors algorithm. I'll define three versions: one without 2-opt, one that applies 2-opt to the shortest of the *k* tours, and one that applies 2-opt to every candidate tour:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [],
"source": [
"def rep_nearest_tsp(cities: Cities, k=50):\n",
" \"\"\"Repeat `nearest_tsp` with `k` different start 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)\n",
"\n",
"def rep_nearest_tsp_2opt(cities: Cities, k=10):\n",
" \"\"\"Repeat `nearest_tsp` with `k` different start cities; pick the shortest tour and apply 2-opt.\"\"\"\n",
" return two_opt(rep_nearest_tsp(cities, k))\n",
"\n",
"def rep_2opt_nearest_tsp(cities: Cities, k=5):\n",
" \"\"\"Repeat `nearest_tsp` followed by 2-opt on `k` different start cities; pick the shortest tour\"\"\"\n",
" start_cities = random.sample(list(cities), k)\n",
" return shortest(two_opt(nearest_tsp(cities, start)) for start in start_cities)"
]
},
{
"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:"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [],
"source": [
"def ensemble_tsp_2opt(cities, tsps=(greedy_tsp_2opt, rep_2opt_nearest_tsp)): \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": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[ensemble_tsp_2opt(1088 cities) ⇒ 44,417 length tour in 4,191 msecs]"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(ensemble_tsp_2opt, USA)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Shoulders of Giants: 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 one vertex called the **root** has no parent, and 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 child in order.\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",
"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": 29,
"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, and I'll use a different color to make it clear that these are trees, not tours:"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"def plot_graph(graph: Graph) -> None:\n",
" \"Given a graph of the form {parent: [child...]}, plot all links.\"\n",
" links = ((parent, child) for parent in graph for child in graph[parent])\n",
" for link in links:\n",
" plot_segment(link, 'g.-')"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_graph(mst(random_cities(75)))"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_graph(mst(USA))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Those certainly look like spanning trees. But can we prove they are **minimum** spanning trees? \n",
"\n",
"1. The output is a **tree** because:\n",
" - Every city is connected by a path from the root.\n",
" - Every city only gets one parent (we only add a B that is not in the tree), so there can be no loops. \n",
"2. The output is a **spanning tree** because it contains all the cities.\n",
"3. The output is a **minimum spanning tree** because each city was added with the shortest possible link. Suppose this algorithm produces the tree T. For another spanning tree to be shorter, it would have to contain at least one city B whose link from its parent was shorter than the corresponding link in T. But that is not possible, because the algorithm always chooses the shortest possible link to B.\n",
"\n",
"\n",
"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": 33,
"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": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[mst_tsp(1088 cities) ⇒ 58,201 length tour in 227 msecs]"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(mst_tsp, USA)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Why would anyone want to use the minimum spanning tree algorithm, when the nearest neighbor algorithm is simpler to describe, simpler to implement, runs faster, and (at least on this one USA map) produces a shorter tour? \n",
"\n",
"\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. \n",
"\n",
"We'll define the 2-opt version of the minimum spanning tree algorithm, for use in the benchmarking section:"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"def mst_tsp_2opt(cities) -> Tour: \n",
" \"\"\"Create a minimum spanning tree and walk it in pre-order to produce a tour; then apply 2-opt.\"\"\"\n",
" return two_opt(mst_tsp(cities))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Shoulders of Giants: Held-Karp Algorithm (held_karp_tsp)\n",
"\n",
"|  |\n",
"|----|\n",
"| [xkcd 399](http://xkcd.com/399/) |\n",
"\n",
"\n",
"Another algorithm that shows up with a literature search is the [Held-Karp Dynamic Programming Algorithm](http://en.wikipedia.org/wiki/Held%E2%80%93Karp_algorithm), named after giants [Michael Held](http://www.computerhistory.org/collections/catalog/102650390) and [Richard Karp](http://en.wikipedia.org/wiki/Richard_M._Karp). It is an algorithm for finding optimal tours, not approximate ones, so it is not appropriate for large *n*. But even in its simplest form, without any complex programming tricks, it can go quite a bit further than `exhaustive_tsp`. That is because `exhaustive_tsp` is O(*n*!), while the Held-Karp algorithm is only O(*n*2 2*n*). How did Held and Karp achieve this speedup? They noticed that `exhaustive_tsp` wastes a lot of time with permutations that can't possibly be optimal tours. Here's the key idea:\n",
"\n",
"- **Key idea**: *Given a start city A, an end city C, and a set of middle cities Bs, then out of all the possible segments that start in A, end in C, and go through all and only the cities in Bs, only the shortest of those segments could ever be part of an optimal tour.*\n",
"\n",
"Of course, we don't know that the optimal tour goes through exactly those Bs cities before hitting C. But if it does, then we need only consider the permutation of Bs that leads to the shortest segment. Why is that such a big deal? Suppose we are considering segments of the form:\n",
"\n",
" [A, {B1, ... B10}, C, {D1, ... D10}, E]\n",
" \n",
"That is, segments that start with A, then have have 10 Bi cities in some order, then C, then 10 Dj cities in some order, then E. With the Exhaustive Search algorithm, we have to consider all orderings of Bi and all orderings of Dj, so overall there would be (10!)2 ≈ 13 trillion orderings of this form. But with Held-Karp, we consider the Bi and Dj separately, and chose the best segment from each, giving us only 2 × 10! ≈ 7 million orderings to consider. (Actually it is even better than that, because we use Held-Karp recursively to split the Bi and Dj into pieces.) \n",
"\n",
"So far we have only been talking about segments. We know that the TSP is defined for tours, not segments. So even if we find the shortest possible segment, it might not be the shortest possible tour. But here's something we do know: a tour has to end somewhere. So we have:\n",
"\n",
"- **Held-Karp algorithm**: *Find the shortest segment from the start city, `A`, to each possible end city, `C`, using the key idea above. Out of those segments, choose the one that is the shortest tour.*"
]
},
{
"cell_type": "code",
"execution_count": 36,
"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": 37,
"metadata": {},
"outputs": [],
"source": [
"@cache\n",
"def shortest_segment(A: City, Bs: set[City], C: City) -> 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": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[held_karp_tsp(10 cities) ⇒ 7,602 length tour in 10 msecs]"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(held_karp_tsp, random_cities(10))"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[exhaustive_tsp(10 cities) ⇒ 7,602 length tour in 2,371 msecs]"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(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": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[held_karp_tsp(15 cities) ⇒ 8,063 length tour in 892 msecs]"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run(held_karp_tsp, random_cities(15))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Not bad! To see how much time we save using `held_karp_tsp` over `exhaustive_tsp`, we can extrapolate from the timings we've done, using the fact that Held-Karp is *O*(*n*2 2*n*) while Exhaustive Search is *O*(*n*!), to get this table:\n",
"\n",
"\n",
"|*n*|Exhaustive Search|Held Karp|\n",
"|---|---|---|\n",
"|10| 0.4 secs | 0.01 secs |\n",
"|15|≈ 2 days |0.9 secs|\n",
"|25|≈ 50 billion years|≈ 30 minutes|\n",
"\n",
"\n",
"\n",
"So in under an hour, `held_karp_tsp` could give us an answer on a 25-city problem that saves 50 billion years of computing time compared to `exhaustive_tsp`. The original Held-Karp algorithm had refinements that allowed it to handle 50-city sets in hours, not centuries, and could do so even with 1970s-era computing power! See **Branch and Cut** below and look into representing sets as bit masks.\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"# Benchmarking\n",
"\n",
"Here are all the TSP algorithms we developed, grouped by type, and commented with their strategy:"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [],
"source": [
"simple_tsps = (nearest_tsp, greedy_tsp, mst_tsp) # Greedy strategy (and Giant Shoulders)\n",
"two_op_tsps = (nearest_tsp_2opt, greedy_tsp_2opt, mst_tsp_2opt) # Local search strategy\n",
"ensemble_tsps = (ensemble_tsp_2opt, rep_nearest_tsp, rep_nearest_tsp_2opt, rep_2opt_nearest_tsp) # Ensemble strategy\n",
"exact_tsps = (exhaustive_tsp, held_karp_tsp) # Brute Force, Giant Shoulders\n",
"\n",
"inexact_tsps = simple_tsps + two_op_tsps + ensemble_tsps # Not guaranteed to find shortest tour"
]
},
{
"cell_type": "markdown",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"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 suite** of problems, and use **statistical tests** to compare the algorithms. If the test suite is large enough, the results will have statistical significance. If the test suite is representative of the problems we want to solve, the results will have relevance. I'll build the following tools:\n",
"- `test_suite`: A function to build a `TestSuite`: a tuple of multiple random sets of cities.\n",
"- `Runs`: A data structure that summarizes the results of *n* runs of q TSP algorithm on a test suite.\n",
"- `benchmarks`: A function to run multiple TSP algorithms on a test suite.\n",
"- `benchmark`: A function to run one \n",
"\n",
"First a way to create a test suite:"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [],
"source": [
"TestSuite = tuple[Cities]\n",
"\n",
"@cache\n",
"def test_suite(num_sets: int, num_cities: int) -> TestSuite:\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": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"Now a class, `Runs`, to hold the summarized results of multiple runs of a TSP algorithm on each set of cities in a test suite: "
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [],
"source": [
"class Runs:\n",
" \"\"\"The tour lengths and run times of a TSP algorithm on a TestSuite, \n",
" with a representation showing the mean tour length and run time,\n",
" along with ± the standard deviation of those 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": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"Next, the function `benchmarks` takes a tuple of TSP algorithms, and runs each one on the test suite, producing a `Runs` object summarizing the results. It then finds the algorithm that proiduced the shortest mean tour length, and annotates each `Runs` object with that value, so that each `Runs` object can report what percentage they are above the shortest known value. The `Runs` are returned in sorted order by run length."
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [],
"source": [
"@cache\n",
"def benchmark(tsp: Callable, suite: TestSuite) -> Runs:\n",
" \"\"\"Run `tsp` on all the sets of cities in `suite` and return a `Runs` object.\"\"\"\n",
" return Runs(run(tsp, cities, plot=False) for cities in suite)\n",
" \n",
"def benchmarks(tsps: tuple[Callable], suite: TestSuite) -> list[Runs]:\n",
" \"\"\"Benchmark TSP algorithm(s) on test suite(s); return a list of Runs objects.\"\"\"\n",
" results = [benchmark(tsp, suite) 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": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"We'll start by comparing the 3 **simple** TSP algorithms on test suites with different numbers of cities:"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[( greedy_tsp[50 × 250 cities] ⇒ 34,306 (± 1,208) mean length (100.00%) in 6 (± 0.3) msecs),\n",
" ( nearest_tsp[50 × 250 cities] ⇒ 36,513 (± 1,559) mean length (106.43%) in 2 (± 0.0) msecs),\n",
" ( mst_tsp[50 × 250 cities] ⇒ 39,372 (± 1,216) mean length (114.77%) in 9 (± 9.1) msecs)]"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarks(simple_tsps, test_suite(50, 250)) "
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[( greedy_tsp[25 × 500 cities] ⇒ 47,751 (± 1,375) mean length (100.00%) in 27 (± 1.0) msecs),\n",
" ( nearest_tsp[25 × 500 cities] ⇒ 50,844 (± 1,414) mean length (106.48%) in 8 (± 0.1) msecs),\n",
" ( mst_tsp[25 × 500 cities] ⇒ 55,283 (± 1,364) mean length (115.77%) in 35 (± 0.7) msecs)]"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarks(simple_tsps, test_suite(25, 500)) "
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[( greedy_tsp[12 × 1000 cities] ⇒ 66,179 (± 1,457) mean length (100.00%) in 124 (± 3.5) msecs),\n",
" ( nearest_tsp[12 × 1000 cities] ⇒ 70,877 (± 1,417) mean length (107.10%) in 31 (± 0.3) msecs),\n",
" ( mst_tsp[12 × 1000 cities] ⇒ 77,363 (± 1,365) mean length (116.90%) in 158 (± 3.2) msecs)]"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarks(simple_tsps, test_suite(12, 1000)) "
]
},
{
"cell_type": "markdown",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"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 look at all the **inexact** algorithms:"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 24.6 s, sys: 28.1 ms, total: 24.6 s\n",
"Wall time: 24.6 s\n"
]
},
{
"data": {
"text/plain": [
"[( ensemble_tsp_2opt[50 × 250 cities] ⇒ 30,573 (± 599) mean length (100.00%) in 151 (± 16.3) msecs),\n",
" ( greedy_tsp_2opt[50 × 250 cities] ⇒ 30,765 (± 614) mean length (100.63%) in 26 (± 4.5) msecs),\n",
" ( rep_2opt_nearest_tsp[50 × 250 cities] ⇒ 30,859 (± 676) mean length (100.93%) in 123 (± 11.1) msecs),\n",
" ( rep_nearest_tsp_2opt[50 × 250 cities] ⇒ 31,066 (± 689) mean length (101.61%) in 41 (± 5.2) msecs),\n",
" ( nearest_tsp_2opt[50 × 250 cities] ⇒ 31,289 (± 651) mean length (102.34%) in 24 (± 4.3) msecs),\n",
" ( mst_tsp_2opt[50 × 250 cities] ⇒ 31,360 (± 725) mean length (102.57%) in 31 (± 4.7) msecs),\n",
" ( greedy_tsp[50 × 250 cities] ⇒ 34,306 (± 1,208) mean length (112.21%) in 6 (± 0.3) msecs),\n",
" ( rep_nearest_tsp[50 × 250 cities] ⇒ 34,439 (± 1,053) mean length (112.64%) in 96 (± 1.5) msecs),\n",
" ( nearest_tsp[50 × 250 cities] ⇒ 36,513 (± 1,559) mean length (119.43%) in 2 (± 0.0) msecs),\n",
" ( mst_tsp[50 × 250 cities] ⇒ 39,372 (± 1,216) mean length (128.78%) in 9 (± 9.1) msecs)]"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%time benchmarks(inexact_tsps, test_suite(50, 250))"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 58.1 s, sys: 103 ms, total: 58.2 s\n",
"Wall time: 58.2 s\n"
]
},
{
"data": {
"text/plain": [
"[( ensemble_tsp_2opt[25 × 500 cities] ⇒ 42,618 (± 677) mean length (100.00%) in 745 (± 63.7) msecs),\n",
" ( greedy_tsp_2opt[25 × 500 cities] ⇒ 42,715 (± 750) mean length (100.23%) in 141 (± 29.8) msecs),\n",
" ( rep_2opt_nearest_tsp[25 × 500 cities] ⇒ 43,102 (± 686) mean length (101.14%) in 595 (± 57.4) msecs),\n",
" ( rep_nearest_tsp_2opt[25 × 500 cities] ⇒ 43,436 (± 629) mean length (101.92%) in 189 (± 20.8) msecs),\n",
" ( nearest_tsp_2opt[25 × 500 cities] ⇒ 43,614 (± 614) mean length (102.34%) in 126 (± 26.1) msecs),\n",
" ( mst_tsp_2opt[25 × 500 cities] ⇒ 44,077 (± 798) mean length (103.43%) in 153 (± 24.5) msecs),\n",
" ( greedy_tsp[25 × 500 cities] ⇒ 47,751 (± 1,375) mean length (112.05%) in 27 (± 1.0) msecs),\n",
" ( rep_nearest_tsp[25 × 500 cities] ⇒ 48,598 (± 1,236) mean length (114.03%) in 379 (± 5.8) msecs),\n",
" ( nearest_tsp[25 × 500 cities] ⇒ 50,844 (± 1,414) mean length (119.30%) in 8 (± 0.1) msecs),\n",
" ( mst_tsp[25 × 500 cities] ⇒ 55,283 (± 1,364) mean length (129.72%) in 35 (± 0.7) msecs)]"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%time benchmarks(inexact_tsps, test_suite(25, 500))"
]
},
{
"cell_type": "markdown",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"By definition the ensemble algorithm produces the shortest tours, but the `greedy_tsp_2opt` is five times faster and produces tours that are within 1% in length. \n",
"\n",
"It is no surprise that 2-opt results have shorter tours (by about 10% across the board). Perhaps a surprise: they have lower variance. Probably because they have an ability to eliminate really bad links."
]
},
{
"cell_type": "markdown",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"Next I compare the two **exact** algorithms, Exhaustive Search and Held-Karp, for their run times (knowing that they will each give exactly the same tour lengths):"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[( exhaustive_tsp[30 × 10 cities] ⇒ 6,888 (± 843) mean length (100.00%) in 2,356 (± 34.6) msecs),\n",
" ( held_karp_tsp[30 × 10 cities] ⇒ 6,888 (± 843) mean length (100.00%) in 8 (± 1.9) msecs)]"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarks(exact_tsps, test_suite(30, 10))"
]
},
{
"cell_type": "markdown",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"We see Held-Karp is much faster, even on small 10-city sets; the timing difference will only increase for problems with more cities.\n",
"\n",
"Now let's compare Held-Karp to the ensemble algorithm:"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[( held_karp_tsp[45 × 10 cities] ⇒ 6,934 (± 882) mean length (100.00%) in 8 (± 0.2) msecs),\n",
" ( ensemble_tsp_2opt[45 × 10 cities] ⇒ 6,936 (± 881) mean length (100.02%) in 0 (± 0.0) msecs)]"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarks((held_karp_tsp, ensemble_tsp_2opt), test_suite(45, 10))"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[( held_karp_tsp[33 × 12 cities] ⇒ 7,662 (± 715) mean length (100.00%) in 58 (± 9.1) msecs),\n",
" ( ensemble_tsp_2opt[33 × 12 cities] ⇒ 7,663 (± 714) mean length (100.02%) in 0 (± 0.0) msecs)]"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarks((held_karp_tsp, ensemble_tsp_2opt), test_suite(33, 12))"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[( held_karp_tsp[16 × 14 cities] ⇒ 7,804 (± 1,008) mean length (100.00%) in 363 (± 19.3) msecs),\n",
" ( ensemble_tsp_2opt[16 × 14 cities] ⇒ 7,815 (± 1,010) mean length (100.14%) in 0 (± 0.0) msecs)]"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarks((held_karp_tsp, ensemble_tsp_2opt), test_suite(16, 14))"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[( held_karp_tsp[6 × 16 cities] ⇒ 8,396 (± 1,060) mean length (100.00%) in 2,166 (± 52.7) msecs),\n",
" ( ensemble_tsp_2opt[6 × 16 cities] ⇒ 8,409 (± 1,067) mean length (100.16%) in 0 (± 0.0) msecs)]"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmarks((held_karp_tsp, ensemble_tsp_2opt), test_suite(6, 16))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This says that while `ensemble_tsp` does not guarantee an optimal tour, in practice on small random city sets it comes within about 0.1% most of the time, and runs much faster. How often does it find the optimal tour?"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.89"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"suite = test_suite(45, 10) + test_suite(33, 12) + test_suite(16, 14) + test_suite(6, 16)\n",
"\n",
"mean(tour_length(ensemble_tsp_2opt(tour)) == tour_length(held_karp_tsp(tour)) \n",
" for tour in suite)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This says that on this test suite, `ensemble_tsp_2opt` finds the optimal tour 89% of the time."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\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, and *genetic algorithms* take their inspiration from evolution.\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 1.5 times the optimal tour length (improving on the minimum-spanning-tree guarantee of 2 times).\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 more emphasis on optimizing algorithms that find guaranteed shortest tours. I find his explanations and code\n",
"are both beautiful and concise, and I think it is very interesting that\n",
"there can be two quite different approaches, which (in my opinion) both turn out very well.\n",
"* If you are heavily into math, there's a [taxonomy](http://cstheory.stackexchange.com/questions/9241/approximation-algorithms-for-metric-tsp) of solutions.\n",
"* What else are you interested in?"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:base] *",
"language": "python",
"name": "conda-base-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.13.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}