{ "cells": [ { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "
Peter Norvig, 2015–2023
\n", "\n", "# The Traveling Salesperson Problem\n", "\n", "Consider the [***Traveling Salesperson Problem***](http://en.wikipedia.org/wiki/Traveling_salesman_problem) (abbreviated ***TSP***): \n", "\n", "- *Given a **set of cities** and the **distance** between each pair of cities, what is the **shortest** possible **tour** that visits each city exactly once, and returns to the starting city?*\n", "\n", "In this notebook we will develop some solutions to the problem, and more generally show *how to think about* solving problems. Versions of the algorithms developed here 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", "|![](http://support.sas.com/documentation/cdl/en/ornoaug/66084/HTML/default/images/map002g.png)|\n", "|---|\n", "|[An example tour, from the TSP History page](http://www.math.uwaterloo.ca/tsp/history/pictorial/dfj.html)|\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Implementation of Basic Concepts\n", "\n", "I'll go through all the concepts from the definition and make Python implementation choices for each one:\n", "\n", "- **Distance:** The straight-line distance between two points in a two-dimensional plane (or between two cities on a map) is called the [**Euclidean distance**](http://en.wikipedia.org/wiki/Euclidean_distance). I'll implement that with a function `distance(A, B)`. This distance measure is **non-negative** and **symmetric** (the distance from `A` to `B` is the same as the distance from `B` to `A`). But not all distance metrics are like this. If you have to follow roads rather than straight lines, the distance is at the whim of the road-builders. Perhaps the distance from `A` to `B` is different than the distance from `B` to `A` because of one-way streets. Or perhaps you are taking plane flights and the total time of going from `A` to `B` to `C` is less than going directly from `A` to `C` (because `B` is a hub with frequent flights). Almost everything in this notebook still holds with a different distance function; I'll point out where it doesn't.\n", "- **City:** Given the choice of a Euclidean distance function, the only thing we need to know about a city is its position on the (*x*, *y*) plane. We don't need to know the city's name, population, best restaurants, or anything else. I will define `City` so that `City(300, 100)` creates a point with *x*-coordinate 300 and *y*-coordinate 100. \n", "- **Set of cities:** A set of cities can be represented with a Python set. I'll use [`frozenset`](https://docs.python.org/3/library/stdtypes.html?highlight=frozenset#frozenset), which is a set that can't be changed. \n", "- **Tour** (also called a **cycle** or **circuit** or [**Hamiltonian path**](https://en.wikipedia.org/wiki/Hamiltonian_path)): A tour that goes from city `A` to `B` to`C` and back to `A` will be represented by the list `[A, B, C]`. \n", "- **Shortest**: The shortest tour is the one with the smallest total tour length. `shortest(tours)` implements this.\n", "- **Tour length:** The call `tour_length(tour)` gives the sum of the distances between adjacent cities in the tour (including back to the start).\n", "- **Valid Tour:** A tour is valid if it visits every city exactly once and returns to the start; in other words if it is a *permutation* of the cities. `valid_tour` implements that.\n", "\n", "Three more basic concepts, not explicitly mentioned in the definition:\n", "\n", "- **Point:** At first glance, Python does not have a builtin type for a two-dimensional point. But there is one: [complex numbers](https://docs.python.org/3/c-api/complex.html). \n", "- **Link**: A tour consists of a sequence of **links** between cities. A link can be represented implicitly by the adjacency of two cities in a tour, or explicitly by an `(A, B)` pair of cities.\n", "- **TSP algorithm**: A function with the signature `tsp(cities: Cities) -> Tour`.\n", "\n", "First some imports (don't worry about these; they will be explained later as they are used):" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import functools\n", "import itertools\n", "import pathlib\n", "import random\n", "import time \n", "import math\n", "import re\n", "import matplotlib.pyplot as plt \n", "from collections import Counter, defaultdict, namedtuple\n", "from statistics import mean, median, stdev\n", "from typing import Set, List, Tuple, Iterable, Dict" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now the implementation of the basic concepts:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "City = complex # e.g. City(300, 100)\n", "Cities = frozenset # A set of cities\n", "Tour = list # A list of cities visited, in order\n", "TSP = callable # A TSP algorithm is a callable function\n", "Link = Tuple[City, City] # A city-city link\n", "\n", "def distance(A: City, B: City) -> float: \n", " \"Distance between two cities\"\n", " return abs(A - B)\n", "\n", "def shortest(tours: Iterable[Tour]) -> Tour: \n", " \"The tour with the smallest tour length.\"\n", " return min(tours, key=tour_length)\n", "\n", "def tour_length(tour: Tour) -> float:\n", " \"The total distances of each link in the tour, including the link from last back to first.\"\n", " return sum(distance(tour[i], tour[i - 1]) for i in range(len(tour)))\n", "\n", "def valid_tour(tour: Tour, cities: Cities) -> bool:\n", " \"Does `tour` visit every city in `cities` exactly once?\"\n", " return Counter(tour) == Counter(cities)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sets of Random Cities\n", "\n", "To test TSP algorithms, I'll need sets of cities. I'll define `random_cities(n)` to return a set of `n` cities, sprawled out randomly over the map. \n", "\n", "*Note*: I 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. This is true even after restarting with a different version of Python (it could possibly change with a major revision, as in Python 2 to Python 3). If you want a different set of *n* random cities, pass in a different seed." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def random_cities(n, seed=1234, width=9999, height=6666) -> Cities:\n", " \"Make a set of n cities, sampled uniformly from a (width x height) rectangle.\"\n", " random.seed((n, seed)) # To make `random_cities` reproducible\n", " return Cities(City(random.randrange(width), random.randrange(height))\n", " for c in range(n))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exhaustive TSP Search Algorithm: `exhaustive_tsp`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start with an algorithm that is *guaranteed* to find the shortest tour, although inefficiently:\n", "\n", "- **Exhaustive TSP Search Algorithm**: *Generate all possible tours of the cities, and choose the shortest one.*\n", "\n", "My design philosophy is to first write an English description of the algorithm (as above), then write Python code that closely mirrors the English description. I note that the possible tours of a set of cities are the permutations of the cities. So implementing this algorithm is easy. I note that the possible tours of a set of cities are just the permutations of the city, and `permutations` is defined in the `itertools` module, so we get:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def exhaustive_tsp(cities) -> Tour:\n", " \"Generate all possible tours of the cities and choose the shortest one.\"\n", " return shortest(possible_tours(cities))\n", "\n", "possible_tours = itertools.permutations " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try it on a random set of 8 cities:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((4698+4764j),\n", " (2301+3350j),\n", " (1276+3305j),\n", " (4215+1920j),\n", " (8883+324j),\n", " (9744+950j),\n", " (8315+4692j),\n", " (9081+6286j))" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "exhaustive_tsp(random_cities(8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Quick, is that the shortest tour? I can't tell, and I bet you can't either. But if I plotted the points on a map, maybe we would be enlightened.\n", "\n", "# Visualizing results: `plot_tour`\n", "\n", "I'll define `plot_tour` to plot all the cities and links in a tour, highlighting the first city. \n", "\n", "- *Vocabulary note:* A **segment** is a portion of a tour that does not loop back to the start. The **segment** `[A, B, C]` has only two links, A-B and B-C, whereas the **tour** `[A, B, C]` has three links, A-B, B-C, and C-A." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "Segment = list # A portion of a tour; it does not loop back to the start.\n", "\n", "def plot_tour(tour: Tour, style='bo-', hilite='rs', title=''): \n", " \"Plot every city and link in the tour, and highlight the start city.\"\n", " scale = 1 + len(tour) ** 0.5 // 10\n", " plt.figure(figsize=((3 * scale, 2 * scale)))\n", " start = tour[0]\n", " plot_segment([*tour, start], style)\n", " plot_segment([start], hilite) \n", " plt.title(title)\n", " \n", "def Xs(cities) -> List[float]: \"X coordinates\"; return [c.real for c in cities]\n", "def Ys(cities) -> List[float]: \"Y coordinates\"; return [c.imag for c in cities]\n", "\n", "def plot_segment(segment: Segment, style='bo:'):\n", " \"Plot every city and link in the segment.\"\n", " plt.plot(Xs(segment), Ys(segment), style, linewidth=2/3, markersize=4, clip_on=False)\n", " plt.axis('scaled'); plt.axis('off')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_tour(exhaustive_tsp(random_cities(8)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot helps convince me that this is indeed the shortest tour.\n", "\n", "# Convenience function: `run`\n", "\n", "I will define `run` to run a TSP algorithm on a set of cities, plot the resulting tour, and print the tour length and run time." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def run(tsp: callable, cities: Cities):\n", " \"\"\"Run a TSP algorithm on a set of cities and plot/print results.\"\"\"\n", " t0 = time.perf_counter()\n", " tour = tsp(cities)\n", " t1 = time.perf_counter()\n", " L = tour_length(tour)\n", " print(f\"length {round(L):,d} tour of {len(cities)} cities in {t1 - t0:.3f} secs\")\n", " plot_tour(tour)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is `run` in action:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "length 23,470 tour of 8 cities in 0.086 secs\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run(exhaustive_tsp, random_cities(8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Speedup for `possible_tours`\n", "\n", "The number of possible tours of *n* cities is the number of permutations, which is *n*! (the factorial of *n*), and thus there are 6 tours of 3 cities:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((1, 2, 3), (1, 3, 2), (2, 1, 3), (2, 3, 1), (3, 1, 2), (3, 2, 1))" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tuple(possible_tours({1, 2, 3}))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But a tour is a loop, so `(1, 2, 3)`, `(2, 3, 1)`, and `(3, 1, 2)` are three ways of describing exactly the same loop. I can redefine `possible_tours` to only include one representation of each loop by arbitrarily saying that a tour must start with the first city in the set of cities. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def possible_tours(cities) -> List[Tour]:\n", " \"Return a list of non-redundant tours (permutations of cities with first city first).\"\n", " start, *others = cities\n", " return [[start, *perm] for perm in itertools.permutations(others)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can verify that for 3 cities there are now only 2 tours, not 6:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[[1, 2, 3], [1, 3, 2]]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "possible_tours({1, 2, 3})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that `exhaustive_tsp` can now do 9 cities in roughly the time it took to do 8 before:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "length 22,412 tour of 9 cities in 0.151 secs\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run(exhaustive_tsp, random_cities(9))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can keep going to 10 cities, which takes about a second:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "length 23,013 tour of 10 cities in 0.870 secs\n" ] }, { "data": { "image/png": "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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run(exhaustive_tsp, random_cities(10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# General Strategies for Algorithm Design\n", "\n", "It takes Exhaustive Search a second or so to solve a 10-city problem, so 12 cities would take about 2 minutes (11×12 times longer), and 15 cities would take days. \n", "There must be a better way ... \n", "\n", "To get inspired, here are some general strategies for algorithm design: \n", "\n", "* **Brute Force Strategy**: The strategy used for `exhaustive_tsp`; as [Ken Thompson](https://en.wikipedia.org/wiki/Ken_Thompson) [says](https://www.brainyquote.com/quotes/ken_thompson_185574?src=t_brute_force), \"*when in doubt, use brute force*.\"\n", "* **Approximation Strategy**: If it is too hard to find an exact, optimal solution, consider an approximate, slightly suboptimal solution.\n", "* **Greeedy Strategy**: To complete a multiple step problem, first do the step that appears to be best in the short run. Repeat. \n", "* **Improvement Strategy**: Use an existing algorithm to create a solution, then have another algorithm improve the solution.\n", "* **Divide and Conquer Strategy**: Split the problem in half, solve each half, and combine the two partial solutions.\n", "* **Ensemble Strategy**: Apply a set of algorithms to 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.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Nearest Neighbor Algorithm: `nearest_tsp`\n", "\n", "Here's a second TSP algorithm:\n", "\n", "- **Nearest Neighbor TSP Algorithm:** *Create a partial tour that initially is just the start city. At each step extend the partial tour to the nearest unvisited neighbor of the last city in the partial tour, until there are no unvisited cities remaining.*\n", "\n", "This is both an **approximation strategy** and a **greedy strategy**. It is an approximation, because it won't necessarily find the optimal tour. It is greedy because at each step it makes the choice that looks best in the short run (the nearest neighbor), even if that is not the best in the long run.\n", "\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def nearest_tsp(cities, start=None) -> Tour:\n", " \"\"\"Create a partial tour that initially is just the start city. \n", " At each step extend the partial tour to the nearest unvisited neighbor \n", " of the last city in the partial tour, while there are unvisited cities remaining.\"\"\"\n", " start = start or first(cities)\n", " tour = [start]\n", " unvisited = set(cities) - {start}\n", " def extend_to(C): tour.append(C); unvisited.remove(C)\n", " while unvisited:\n", " extend_to(nearest_neighbor(tour[-1], unvisited))\n", " return tour\n", "\n", "def first(collection): \n", " \"\"\"The first element of a collection.\"\"\"\n", " return next(iter(collection))\n", "\n", "def nearest_neighbor(A: City, cities) -> City:\n", " \"\"\"Find the city C in cities that is nearest to city A.\"\"\"\n", " return min(cities, key=lambda C: distance(C, A))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The exhaustive search considers all tours, so the run time for *n* cities is proportional to *n*! and [we say](https://en.wikipedia.org/wiki/Big_O_notation) it is *O*(*n*!). The nearest neighbor algorithm builds *n* links in the tour and at each step considers up to *n* possibilities, so we say it is *O*(*n*2). That means it runs a lot faster! While `exhaustive_tsp` could only do 10 cities in a second, `nearest_tsp` can do thousands. Here it is with 3,000 cities:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "length 410,442 tour of 3000 cities in 0.682 secs\n" ] }, { "data": { "image/png": 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ZK1WKX1tmqFIFFuvixUX3JHhcLsb69mVsyRLGHnkkuM/euAFP0AsXMr8ug+eMngdjzpzwKjh3LqPfDzzAWLFi+j/58slXMOe//+Ddu2YNYx06MNa9Owq1uBkwADlbfZEnD/Ll7tuX8bN/P2PHj+P7VqmC51q1Kv794IPIgyqLh9SuXVgLvvuOsddfR77CggXt7YPdDBqE59ujhzXXN+NdfO0aYwcOZPzMnMlYbGzm91g9VvRyk5vN9TpnDrwtJ04M/RpGiY5G3nzvZ9C5Mzzqgs1/6+8nXz7cm3ChXDmsA/nzi+4JX374Ad/rq6/4Xteq+eKJKO8kPQ/Ve+7BXHrwQciPJ09m3c8KFWKsXj3GduxA7uhatRDx4P5dqhTeJ6Pnlbe8PGQIvNjGjmXsww8Z69YN8k+o1/YVLWe153R29Mx2EoG8sS9dwtlo1SpEZz74YEau3tq1+UaAaBpjrVujH6NH87uuLIj2fBe15ukVeObZbvnyjP3zD7zOZUbvXBsRgQLOt25hHtx7L2Q8Xz9u+c/zZ9Mmxjp2lGs/U2SgFL+KLNghxAfixx8ZW7yYsQUL+FxPb7EfOhSbn0x06oQwYictkESMffEFiuP88gsEslDQ24hEF9cxemBITmbs/HkogvV+bt7EZulLKVy8OH4XLeo/NI0Hnukc4uIY69ULik9fIZs1a+qHB+fMmVW5W7UqxoBeCLxshRCaNoXC+/x5xn79FT+hHmqdQHQ0vuN331nXBq9UOHprQlSU79fNcuwYUu14rzc8FAQTJmDeffSR8c+kpGQoZW/cMJY+4eZNCO2+CpUVLgzFjS8F7n33Wb/uOIESJWDMCrdiZp9+ivn0wQd8r2uHQk2U0s6ITGJkP7t5E0bGHTvQ3x07YCyuUgXG0qtXs7ZRs6YYhaTe93n4YfytWDFr2rVa/pNVvlToj7lPPmEsIQHK3mvXkIahcWPGGjbEfmUl8fFI5TRwIFKahAsyGJr0DGqFCiHtYtGicKIpWhQ/RlPJBKJ0acZOncr8Gu99pF49yNaVKvG5nlUY2VM1DQWMb9zI+uOWSb1/9uyB3OqJMrDJg1L8KjJx9SoWxvj4zK/bPWlv3oTy6OxZPt6RTrL0T5nC2OnT8KxwAunp8NDeuRN538xYOWV9TnqGg1AUlUQQYP0phy9cgOIxkPfwvfcGnh/elv0+faDg/PZbxurUYax3b8bq1/d/Hb0DE2PIj/XKK8HdA3e/Ro7EYbhGDeQ+FZVH859/4OW8fTu8PGrUgFEoXDl1Cjm49+wR3ZPA6B0QcuXCM+rVi98BcNEieLe3bg0vPl6GCXf+27ffhoK1VSv++W/d3hf582NduOsupeQIlYIFsQYbzd3sFLp0QU5zzzzGPLDDkKe3B+XKhRzD+fLxaccbozJJKIau5GREx9SpgwO2N5GRWQ/QdiBKDrOy3fR0KJWuX8/8ugzypUJ/n8+bF/Jr48ZQpNkdLXfqFGNPPgljed269rZtFTKcs/yt5x99hDPKhQv4OX8eBvNChTIUwZ5KYc9/3323fpveOfw94SUXxcTAeSs5GeNV5hziVtU08PdsT5/Gc1KIQyl+Ff/Hzp1Q4Dz5pO+CXHZ749Wty9jcuSj6YxYnWfq3bYPy4c8/RfckMPHxsITfdRfGjNlwX54KVt64D3YHD+IQsWABQqmtIikpsPfwrVuM3X+/vmJ4926EZHrfzxYtGJs0KXM6B3/oCeU80r88/DBj8+ZBKS2S6tWhaLtwAd/zww+hjA5HiCAsHz0qv1ejnlJp1iykgliwAAqtPn1CV/4kJMAAsmcPlL9lyvhW5DRvjrQTwRYwS0pi7M47MWcZw/wzosy9667QD7p6c7ZCBcbGjFEFjvxRoACMc+FGo0aMjRuHVDu8cc+XPXsQJjp+PN89W09ZUaAAFKQvvQQjUPXq/NpkTKxSW5R8Kqo/Vt3r5GTG2rXD3r55c8broiONGBMfci8Lss0BTzZtYqx9e8b++is8lFYy3Otglc/p6TDwuRXBnkph978vXMCZtGBB30rhoUORgk6vP2aV3nqKVJlTHMTEYN+8fBnOdjyKyus920KFsFc/8QRj774Lb3rZ0h5mC8SlF1bIxKJFKMj1xx/4v4jCZt7070/09dd8rhWo2JBMJCcT3X+/ucTqdnDhAlGdOkQffsg3kb3n2KtWjeiBB1BgSCaefRaFckSTno6CbDt2EP3yCwooDR2KokqNG6N4AY+iO/4KspilbVsUgBOJXlGZb78V2y8radLEOcXs/O1Hly8TDRqEdWLwYGOFlNLS8L7Dh1FAjjEUh/nsM6Lhw4l690YRthdeQBGjihWJChZE0Y7SpYlq1yZq1AiFAd95h+ijj/DZ774jWrYMRRH37CE6d44oISGj3aZN7Vs3AhVtVQWO9MmXT3QPrOHBB4muXLG2jf79+RfLIdJfo2NiUCRwyhSiKlVQWDA6mig1lU+7O3YQlShhrTwcGem7OFxkJN92jFKjBh+5IRRcLsi/kZF87vXt20TPPIMCwmlpRM2bY68QebZxo4rNZSD7Ge3bb4keeSRzAXAncuYM0T33iJvfbqw6U6SnE126RLRzJ9HKlSjA+emnRO++q1+Ek9dZRvYxrMfPP6MwIi/8PdukJKL584nq1cN9mTGDKC6OX9uKwCjFbzYnLY1o4EBMwOPHRfcmMytXErVsyeda/g4NMvLII0T79onuRQbeFTonTcIhcvp069veuRNGiXPnrG/LKBMnQuEtO3ny+BZy8uQJ/lpWGYOGDCGaPJnPtUJFT2C76y5+CgTZGDKE6IsvRPfCHMnJqOC9fz/Rjz9iXDJGlDs3UbduRD16ELVpQ/TcczBSlS0L5W2BAli/3M86Xz6inj1hNJk0CZXBf/mF6K+/iA4ehHI5JcV8fx97jOjAAfPXMYr3nI2OxncVfeiTmfR0jJFwIz0dz17TrG3nhx8w76ygf39UYXfvYQMGZP67phH9/jvRyy8TlSpFNGoU5q4Z2rWDQcdKfO0/jMHgJIJevawz9BqhQQOi7dvNX+fKFaK6dbGuu8d99epER46YvzYPRCmKvOV5GRTN3soingo5XvTuTdS+vfVrqBWkpUHOLl6c6O23xc5vNy4XjDC5ctljhNFbZ0uX5nN9nuctOzl0COskT4ycF//7D05KRYsSvf++POtyuKMUvw7EzKbt+dmqVYkeegheSzJaXGJjiQoX5udN+tlnUOTIYOkPRK9eRLNni+4F0LPeDR5sXx9mzCCqX18eJdyBA0S1aonuRWCcYIH+/nuMd5HoCWw5csCbNBz58Ue+Vv5Q0TSi+Hh4ouzaRbR2LdacmTOJxo/H/e/aleiVV4gaNsS8K1kSSqzChYkqVyZ6/HF403bsSNSpE1HOnHh+DzxANGcO0datRN98gz0vKgq/69UjevppewxK7n03IgJeiSIP2k49nNhFYiIOIuHG2bMY91azaxfRE0/wv66e8V5vLp04AcXwAw9gXdi2LeM6RuXnM2fg7ZuUxPvbZEZPxrr/fqKxY+2Ve9avhyJk+nQxUX+ahugKs56Vp09jrfU0Kp8+TVS+vLnr8iApiWjxYn0PRCvXYpm9jN3Koqgo3IOPPxbdo8ykpiLSZ8IE0T0Jjh07oNh79VWi8+fxmvte58yJNU7Uefj774nee8+etqyMXCRyxnnLFykp2GtEGTSuXYN+5sEHEan6888wVMhooAoHlOLXYZjZtPUsqtHR1vc7VOrVw6bFg6+/zuohIis//IDQNBmQYTPTNCipZPGy1TQcjtxClKxYLejwYPRoorx5xW7uemO8enUoS375xf4+Wc25c0QVKvC7nqYR3boFhcv27URr1uBwO3UqPO8++IDozTfhjVe/Pu5r0aJQ4BYrhnvdoAFRixbwAujfn2jMGCggli5FGqIdO4hOnYJRMJCQevMm0Sef4Novvuh771u6lN/310O2g7bVXi9O5+bN8LsXLhcOVTlyWL/GulNV8T5EhiqHxMfDiFSzJta7YObigAEIE7YDXx5SV64gYuHhhxHVYDVHjkAJ5FaS243LBUNeRIS5cXrgAKI75s3L/PqMGfDatBo9hcWePUR9+sAY8dprRGXK2C9bV60qXp43ws6dWIevXxfdk8xcu4Z1RHR6MiPExRH164e58PPPvt+zeDHRW2/Z2y9PfvqJqEMH+9qzMo2lE85belSogBQZIklPx7xq0gROHTLJzeGEUvw6DD3ht2RJKAu//x5haTNnQsiZNg25z776CsKG00I8P/4YYfU8aNsWXm5O4NAhov/9T3QvgCweYrGx8OD49Vd729XjnXfk8cr2hwz5uvUI1ovL6n74CjPctw+H4ZMn7e2Trz7ytn4XLw5FlydpaTjcHDlCtGULUu7Mn489ZMQIeGe0bw9l6mOP+c9/260bjDUTJiDXmr/8t1Zx6xZRkSLi9j4ZDGeeeM85zx/PMZVdvS0uXiSqVEl0L/ghwvBQvTr/9dKsHKJpmdO7BJqLt29DZjaSM9xqXC7I+FZ6/16/DqXrsmXWXD8QvMbp1q24V74Uc82bE/32G5/+6qH3PcqXR82KSZMyxpQdiqK0NOzjI0Zgv9Zb+2WM+Pj0UzmikrzZvx8y4eTJ8u6Rv/6K9a5vX5yd9Dh3TqwX/IYNRM2aiWufN265iTH8lum8pYfLBeeb3LnlGccVKzpPX+UUIoiIRBeYUxhHrxpnzpyokpgzJ2M5cvj+GT0alTG9kaFqqh5//snYF18w9vPP5q9VujRj27Yxdv/95q9lNZrGWJEijJ0+jecjkmCrr1rJ3r2MvfACKjOXKGFv29789BNj8+cztnix2H44GZnGlrsq/aFDjN11F2PPP4/nyxhj8+Yx9vXXjG3YwFju3Pb2y903X9XO/VULTklh7MYNxq5f9/3z77+MrVqF995xB2P33MNYair2ivvuYyx/fuM/992Har2yIrKKtQwVtL0pXZqxU6eyvl6jBmO7doU23sKF06cZa9bM/vXHKkSsse3bM9a6NWNNm/K7Jo/vEcxcnDSJsSNHGPvmm1B7zJerV1F9/fhxxubMYaxyZX7XTklhrHFjxpo0Yax/f37XDQYez/ePPxh7803GFi5ExXhPUlIgM546Za1M7et7MMZY+fKQLbyr2MfEMDZ0KGP79+O7DhvGWIsW5vpw4QJjq1cz9ttvjK1bx1jFini+zz/PWKdO8shcgUhLw3McMAD7kUwMHowztWx75MWLjPXpw9jRo4zNmMFY7dqBP1OuHGObNuHMaTd790J3sX69/W1bSZ06jC1ahHsrM25Zz40s41hvr46IYOz996EHqF8/4zwWE8PYiBGMHT7MWIUKWEfDXVYNGdGaZ0VwmPEeks3zyAgJCUSFCpn3cjhzRlyhjFB59lmiv/8W3Qv5wldmz4bnAo9iS2Zw56CWJe+wE8mdW07vk8uXkSLgwoWM195+275cZN7ord2FChnLf/vSSwin69OHaORIoi5dfHta66U+cLr3p8i9T8Z9V897kjGkV8rOBeAOHUJofbggImJn/Hj+KRJ4FOg1OhdTUxEeLWOxGd7ev5qGUO8uXcQWrTI7TqOjEXGye7fvv//xB6JUrCaU73H2LLyBQyU5mejPPzMKdZcpg4i05csR8eKJnjy/cGHo7VvJgQPwrhUdhu6N26tTlj0yPR1psYoXR9HeYNaGjh3tSXvlizNnECESbrRv74wIYxnlU3/9qlwZ9TpeeAHnnxYtkBbT7qgmJ6MUvw7DjBJONgWeUZ5+GqFKoeIWlHPmdJbSYvDgzIUpROJyIc2Ce0MQPWY6dULuKtE0bEi0aZPoXjgHTwVimTKYkzIKHURQXjzzTEZ/q1XDwVJETnS9w2SuXKHlvw1G2JMtR20oiNz7eCiseKP3/PPnzxhXMhpk7GD3bqInnxTdC36ISPH18cdE997L31C0eDH2jFDTFhlVei1ejLQAssIz9+/YsZBjRBvSzSggZsxAjspjx/Tf88EHqPNhNaF8j2PHgk/tduwY0vg1awYFSJMmOC8cPBh4//dO//XSS+KM2kaYOBHzUaRhwhtZUuAREe3dm1Hg9tSp4D//7bfinn9sLBT74cbo0VhbZUemceyJEZk9IQEpTQoUkMsIIztK8etA3Jt2rlzIXRiM8Ctzvk89Ro5EkZ9QkCWHaCj8+KNc+a3OnpXHMhsfj7789JPYfkyYIF/lYVnRy6MrqzFq4ULffStQwH5PMN5WeT1hLyKC6Pnnse706QOvvWLF5FXOB4PIve+hh2DokGXf9SdUR0cTRUaGxzMPhX//RbRNODB5MoxVdq6xVspcJ09iLTTbP891oFkzVLtPT8ffNQ0K1Y0bzfbWesx6//brRxQVhR/RThH+8uzroWk4G9SqlTk6xxdVqvhXDPNi8eLg5pvLBaV1oIJ2cXEoMturF3KyVqmC/K2rVxMlJprrc0ICPOn+/NPcdawiPR2FX+fOFdsPT8eFnDnFK5sSE+EgVLo0+haqYvzgQdRmEIGmIcIo3Fi+3N6idaEiq8cvkXGZXVbltawoxa+D2boV1dHDnU2bQj+IybyoBeL8ebFJ972RSfFLlBECduKEuD7s3StPET7Z0ZuLpUqJU8j5S2GgF8pXqhQOmnYUJvPsZ7CHYn/4C6PasgUHzDlziD77zPcBRwlVxjlwAAd7t2JJFvwJ1ePG8R1vTmLjRnhOOZ3Jk7FOXb1qr9HDSplr40Z4J/IkLQ3Pe8iQjDYeflgu70J/hOr96z3HZXCK8BynhQoRvfyy/nvT06H4rF+f6MYN/9c9ccK+go2ffQYlpZH55i+aRtNQBHXCBBRLLVyYqFUreGeePs2/31u2oBiYd2oIWTh+HGkMzpwR076eDCbKaeH335G+8N13sxboDRZNIypa1JpnbyRN2P33h1/KvEOHiOrWFd2LwOiN6wEDRPfMOE7W84hAKX4dTFoahIHbt0X3xFqSkyEEJicH/1mnW4JKliS6dk10L4Bsil8ionnzcOAJZWzwQNOgCLx4UUz7TkK2uah36ProI3jV+PJMdve3d2/k1rW7v+7DZL58yOFn5lpGDy2+hCrGkBbg7NnQ+5Bd6N6d6KuvRPcieKZPz/BsqlaNqFw55FYLd37/HTmznYyn0tdurFzn58/HfOJNbCzW1nnzEFK+eDH/NqwmGO/fU6fk9+q/fRuG/ePHs/4tNRV5SZs2NWaAnTKF6P33uXfx/3Art6KiEIk5c6axz/lLuVOiBBRHH38M5xc7FGODByPXs6xMn0703HNijDJ6clCePNYa1LwVp7Nnw5O0Rg2+NWBatCBatYrf9YiMpQlzuVDrQ4aoA56kpiI60AkGxP79fe/ZTnkWMqZTkxml+A0CGQvcvPoq0c8/i+6F9Tz/PNGGDcF/jqclSMTzb9WK/2YcKjIqfomggBOZn+ztt4m+/15c+06hQgXxoXGe6Any996LnIGVK+uvHcnJMDj88IOYvu/di/uZlhb6NYx6AeoJ7x07Ig3EgAFE16+H3o9AfZRtzw2Ga9eQYzU2VnRPQuP2bXhYtm4NZVHFis57BsGyYoVcKZaCRaTSl8jaokdjx4ae9isQp05l9Nep3mdGvH9v3cIzckIe76lTiV57LfNrCQlIz9Ghg/G8xE2bEq1Zw79/RPoec0bWyago388gMhIFZu0mORlrxy+/2N+2ETSNqHFjomnT7G9bhOOCnuzVrh3/nNwTJ/JPWxfo/O3kVIxGqFbNGu983oSDx2zXrlC0y5JOTWaU4tcgsha4mTED3mfhzrhxRMOHB/85XkV9RD3/ceOIPvnE2jaMIqviNyEBwqpdc9FbGTVgAFHbtva07VSuX88oMiRLPt9AgnygtePkSXjl7Nsnpv9NmxItWWJPW3pK4hs34CFdrBjWKp7pL2Tdc4Nh7FgUFXIyaWnwlnvkEaK//kKEQyhGWKfgchF17iy6F6EhWulLBK9Zq9b5d9/F9a2idm309eRJ69qwA0/v3yVLMuSV6tWJypbFd/Sl+JXtsJ+aCgOs27Px5k0UXnz/feOpcxITETGYlGRNH4NVmpw/jzRKbdroP4NSpcQZPHftQvsi1xB/nD2LlA9Hj9rbrgjlmJ1t/vsvUpTwRE/GzpmTaOhQPEenKxz90bo10W+/ie5FYPzV/HCKvP3kk6rQulGU4tcgslpETpyAYBTujBtHdNddoQlCLhdyV+XIEbolSNTzX7tWnnyDsip+iYgOH4a1r2JFa4VlPWXUffeZ874MZ9LS4LE/ZoxcxSWNzOlA/f3lF6KqVVF4xW42bUJ+aRlCyc6dI+rWDUVGvv2Wj8ecrHuuUVJScIAWmYOcJ1OnYh+dMwcGj717RffIGhYsIOrRQ3QvgkcGpS8R0ahRRE2aWLPON21qndHh6lUYJ2fMwLytWtW5kQZE8P59/HHf3qitW6NQlkyGWD1+/hnf48IFjO/Ro43teW4DfWQk0T33WPcMAxmQk5NRNG3gQMyFMmWQpmn5ckQM+XoGog2eo0fL7cwwbx5yO9spc+vJ/rNmWdemnV7GqalEBQvyTZunJ8OVLk00aVL4148YNozoiy9E9yIwetGP7h/Z978zZzCmZKujIStK8WsQvQU4Kkp0z5B7T1TCezvgEQ5y5gyq4IbCli1QGovYoG7fRtJ9GZQ7Mit+7QoZqlbNtyBz1118822FEx98AO8WGcawJ4sW8Tn4DhoETwkRHjpPPIGcpLJw6BDSD1WujPto5pnrhcE65VCwaBFS9YQTq1dD6dunDzwHw1HumD3b2nygViCL0vfGDXj/X7hgzfVr1bLOkPLJJ4jeCafwYyOh1jVrwvO0SBH5lL5E2ENKl0bfp0839hk7o0X07nGxYkhJUagQDCGTJxMdPJh1T/Q2Lpcs6dvzzk6DZ2oq0aOP2hdRFCyaRtSyJdHnn9vbrvezevddyDrnzlnTnt3G70aNENXDi0C5V51u3A/E4sVIBSg73s/Jl8wt8/73+efOKkYnGqX4NYieRSQykujDD7Ghi6J7d6LvvhPXvtXw2Bw0DQUTjFqINQ0hGk89lSGM+Xr+NWqE8o2Co2pV5J8TjcyKXysEiNRUhL19+y3yB9Wqpb8x5sqF0CVFZubORfhsfLzonmTls8+Inn7avGfakiXiPHR+/pno2WetbydYtm4latgQh8d164LP1bt2rW/Fr5MOBY8+SrRxo+heBE+gZ7VvH1H58sgjWrKk8z0jvZk6FTKdU5BF6UuE4lADB1p3/fvv55/bkgjpAEqUgCEjnJQRRj0Gt27lH+bNi927M/pt1BvRzmeopzRp2hSGssTE4K4nSxHcQ4cwJ6wy4pjl0iX0Ty+XtV3MmYNIQyuMoHpjyyol14gRiK7lyTff6BfA45WKUVZ270a0ghNwufx7/cps/KxTh2jHDtG9cA5K8WsQvQXq22+RR6tyZRz0pk7NXOjGjuI0MTFyh+WYIT0dFT95CEK1ahEdO+b/PampRAsX4r1PPUW0ciWUwHrP//HHrS0E4nIR5csHA4Pog7XMil+zwrKmIWfYwoXw9nriCRwyH38c3m0LFhAdOaJvACpalOiOO8JLAWKWLVsQMitjcYMrV+CRw8NTQ6SiID0dXujbtlnfVrBoGgpTliljXDF+/jzR669jnfnkk8zvd/844VDw99/ypOEIBqOecpcvE1Wq5Nubx+lr36RJodUTEIFMSt9Ll7CmXrtmzfXj4pCKwQpmzULBJCJ5FG88MLo3paURFS4sJmWRPzZvhnJvzRqi9u0x3gOhafzODP7a2LOHaMIEeEneey+unzNnRrRLqMhkeJg8GV7Lsu5jMTFQ+oguxjhvHoyhVjjo9O9v3z77558o5sqTBQv8e73KlP6NN0lJSJ8h6/zxxl/KB1mNn4cPQxZ1yj2WAaX4DQL3ApUjBzxdPBcoTYOio0cPKIFat0bRGzs8wW7cQJvhkt9E04h27oRVs1QphNHzEIReew2KXF8kJMAyWa4cQoi2bMn6Hu8NKjoa1b/feMOaXFMyFTdyuSDQRkTIqdgMVli+cIHop5+IhgxB/tnChfHet99Gjr+dO30Lk3rPJBwVIGY4fx7hmbIm23/3XaKRI/lcS3RhhLlzsd/Iit7c9CxgU7060ZtvQnE0cWKGV5/nmlu8OFGFCnxz0FlFmzbI3+g09J5VyZIwan/2GZSi/frBIOmUw0EwjBuHfOSyI5PSlwgG0xEjrLv+gQMoMMgbTYPXuttjSO/wW7Ei/7atZuZM4x51LVroy8ciWLECSl+3LH7qFPaHGzfwf2+nmgUL8H1r1iS6807+ytPr1xHd89Zb6FfdukQffwwZJzUVhr5AjiVGkMkLMj0dUVGzZ9vftlHat+cny5lh0SKcH3mnorHTEBAfj9QkPHUJffrAQS67Ur480cWLonthDCMpH2Rj5EjnGOplQSl+Q2D5cqJXXtH/e1IS0dKlRHnz2ncweuwx57u6Hz+OwiBVq0KI+vxzeJnyEIRcLmxouXJlVlxev0706adQKnTuHHzKjtRUKF06deKveJfF8i+TAloPf7mkbt2CJXvsWOTcLFkSAlrbtki8v2lTcKkIvA0ApUrJ8ZxkITERB3TZhD33QTF3bnjQL1jA57qiCyOkpMCr9sgRa9sJFT3FuC/DSaAx06ULUc+e9vQ7VM6cwRrjBAW1N/6qcH/4IfbnyZOhYImMdM7hIBhGjJCzIIunouuBB2BYk0Xpe+YMlHK3bllzfZcLa1yOHPwNzytXIi2NZ1u+5J0CBSD7O4X4eCgn33nHmEfdN98gH78MzJ+P5+0dxt+yJTzo3GuP9/7x9NNE27fzOTOkpUHpPGIEzlcPPEDUoQP6dvly1veXKZOhlDaLW8aMiICxU6QX5IkTOB/JkG7OF9evYy387z/RPcG5/8EHET3IC7sjEB55BN7svKhXDynzsisvv4zUZU7B5fI95mQ802oaHNIOHRLdE2ehFL8hkJAAJWIgZZGdC/arr8Lr12mh5pcuEX39NQSrcuWQJ/XAgazvMxMOoicENm0KYa5fPyiYQyUlBd4Sb7/NV/krS8ihLAroQLhcRHffDeV+sWJI1VG5Mp5xs2YIHV+1in8oqizPSQY0jahjR/mUc1YaL/xZye2aJ5MmEXXrZn07oRBIMR7MvUpMRGinzN60gwbBmOhEypY1/lycsi8Ey0cfEU2ZIroXmfFev9w/pUrJIet160Y0frw117ba8PzMM/Au9W7TW948dAgFgocPlz+6Lj0dRu7+/Y1/5tAhOebul19CbvNWNAbyRvNee0I5M5w/j5ytbdqg2F2DBvD+/++/wM88f37+42LwYETAiGbmTKS0kHXc//YbooaSkkT3BOOsTBmEoPPA7n22Xz9++19KClLmiU7FIZIPP4RRzUnIFHXgj127UENGERxK8Rsir75KtGyZ//fYtWA7rQrx7ds4uDduDEvye+/Bsm5VjhY9xUORIvws9MnJyI3Uowe/7yHLwVpWxWZaGgoNzZ6N+16nDvr18MNQvrhc8ESyOvePLM9JBr74Al43VhTgMYqvvOpWPyN/hRHsmCdxcTB2yFiIxUh6lGDu1cmTCLXdudP6vgdLfDwMTb48wmRG06C4K1LEuMCv91z79rW//zzp2xc5X2VAb+3y/rFD1tOrV3HsGDzcrSrgaeXavWMHlLlGFVq3bsFhoHlz5PW0un5HqAwahD4Go6jTNDxHUWuXpsHxo04d330wMg+C3WuTkxENNnAgxlOZMvCQXr48OO/11FQouHizZg08BkWjaUQvvggnHVnp1g3jXgZ+/BFeyDyKvkdH26uEW74cdRZ4sGMHUf36fK7lVObOlc8RxgguF9Ibufda2ZS+RJjvEyaI7oXzUIrfEFm0KKMYhB52WU2coHhKTkZOVbclvVMnVLy1wxJol+IyKQnK7Pfe46NslMXqpidwlyplXx80DQqfpUvhxfLUUxC0H3mEqFcvbK6rV8NTxG5keU6iWb0aXvtXrojrg96zyJHD+jVA9Do8bBi8C2SEd3qU1auRO82zkKoMTJuGdBRO4vZteAc2boxoiGA85bzfO20aig2OGOHcYhvvvotwbtHoefkG8nS0oy/u36VKYW194AHrFJ9Wym/t28ObMRjS05Hqzdf9kEH5O2sWUqWFUqjt6aeh/LVbmZ2eDuN9w4ZYj3zhL2VQMPPg2DF44DVrhsjNJk2QvubgwdDXrCtXsB/xJi4O9Sdk8LQ9fx4GV16erLyJjcUz+Osv0T0Bv/wC5a93upJg2bIF6SPsKoB29SrWAB5Mn+58Q7BZtm3LnErISVy4AMOojGgaItRkLB4uO0rxGyK3b2NDDpTHz30wypkTwrEVC7asHpnp6UTr1xN17Yo0FC1aQHGXkGBvP+xUyCQkICTq5Zf5eIO4x09kJNE994hRJuod+sqXh/Hj5k3+bV65QvTrr1AgvPgixk+1aigANXUqNlPvuRcdjTQDIgjnyrRGOHIEh4Ldu8X2Q89IERlp/Rog2gBw5Qr2GKvybPKEx70aNQpRFjIcionQj8qV+ebHs5r9+yHYDx3Kr0DprVtQIr/xBlJzOI0uXbCXiMZoihT3+uYrXZWely7vvlip+LRKfjt7FhFnoYxR0UY+TzyfcdmyUGaeOxfadex6pp4kJ8MhpFUr/6H6gSrO6+0fcXFQwvXsCZm1ShUoo1av5rc+HTpkTeFBIuRIlaV+y8KF6I8Vxax5sH49vBRDMXpYwW+/wTi2d2/o1+jUyf4IlCpV4Ghjls6d4SSXnYmLg1zuRJKS4KgnI3/9pbzJQ0Upfk3QtKnxKrg7dsAKbwUyCaGahhDcAQOw4TVsCI8KkZ5ZditkFizgL0CLtvz7UmympiLfXdmyROvWhX7t2FgIbJ99hkJ5Zcrgp3VrhHGsX4/3BGLgQLlD0cKVW7dQkFEGZbeeEcy7GIxVa4CnoS9HDrRrp+dUr17W5drkjVljSXo6DGxt2sgRcv3bbzD6OYWlS2Gs+fln/tdOTYWipV4956W9aNcOiiLRBPJw9JQvChSAUqt8edQaWLAAchcvr1QjfbFK5vRXuNUMAweiIngoyOJsoecVrveM/RkC7ExN5+5DtWpEtWrBOSSQMlHvu0ZGZt4/NA3GtwkTkL+5cGEolb/91jrvsL//huewFXz0EXL4y0Lr1kTjxonuhT59+0IOkoU1a+BBG0qBs6tX4fRiVRodPZ59FrIBD4Ph8eN8++ZESpWSLzrNKPnzyxm91auX83Iny4JS/JpgzhzjYZ2aBiHHjOVPDz2ByE5FzPHj8MCqWhUK7s8/N1cwjTd2emRaJUA//DBy2srGP/+g8vCAAbDu+lPCpKSg6vLUqURvvYU5UaQI0QsvQIm8YkXoioKGDREWpbCP9HQYwIYPF90T4G/u2bUGiMy5fvIkDhkyFDmxg7lz+Sm3zNK4sRwKw0CkpqKAS82afKuP++LLL5H+RcZ9S49XX8VhnZe3bKgY8fj1VoKeOYP6CZ07E+XOzU85a9T72CrFp8sFBUiuXHzW7thYeGGFmpaoRg3f39/IveU5roKRNfUcIMaNg8e/HTnq9c4qRj3s9fbw69eJliyBTFmiBFHdukQff0y0aZM96eRWrECEgxWsXo18zbJw5QpkDFkjWxISEHnzxx+ie5LBH3/gnv33X3Cf++wzovfft6ZPevCSX+PicLaTUWloN40bE23eLLoXoVG8uP2Gh0CkpqKmidOcCmRBKX5NcO0ahEejYS/jx8PLwAo8BaIHH0S414wZGQJmqVL44XmIuXQJHpaPPYbD3dChRAcOmL+ukzl0CIcTKwTovn2RQ1FGYmNhJfZ1sOjdG9a5Rx9FXt4GDaB4WLKE6MQJPoJBejpRwYLODC12MoMHI4WLLOH2MhjBREdgtGsH76bsgOh77Wb/fhi/ZJkHely8iPzo7dvbJ8z/+iuUMatX29OeWZo1I/rkE/EGBT1F3YABxgxYPL1SjeQbtnreffUV0ZAhfK41eTKKeIVK//6+78GAAf4/p/dMQx1Xes84IoLo+eeJXnsN3/PDD6GE8fX87rwTyt8KFaxfS3mt12lpcDgYMQLnjwceIOrQAbm5RSgDfvjBugJOoqP9fPHTT0S1a4st4uuPrVtxDpYp7dW6ddgHt20z9v70dERwHDpkbb+84TVHN2ywzgveafTtG3wueVmoUQMGZZn4/Xfsb4rQUIpfkzz7LNHatcbee+4crH525Ed69119Qd2MsHn7NoScxo1hCXrvPXhZZmer3r59EECrV4fHc+HC1gjQy5YFLigoEj2voAIFiL77Dt7uVo39Q4cgiCrsY/FiPHMjaTjsxNMIFhVFNHGive2LDgPevRt57mTNw8cT0ffaTbdu8qeZ+ftvpND55hv79+s9e3AQnzpVvCdtIJ57DoZsGQwKZqIUeBtFPPtSqpRvBWbZslC+WaEQmjWL6IMPzF8nNRX9NKNQ0bu3ZcviGc2dSzRlCpw9hg5Fv7t1I7rvPn1FbShzQa8flSpBLl+1ClFYU6cGdkiwIyWamfX6/Hmi2bMzCkQ3aEA0Zgy8KEUrRSdPxnO2isceCy1VgJW8+aa139ksQ4bAA1wmNm6E8tdIZOKqVWJSR/GSqT77DAWHFXDEcGqRuwYN5Ft7OndGxL0iNHIwhSlatWIsJsbYex94gLFKlRhbt87SLjHGGNu4Eb+Jsv6NiLGICMZGjjR2rZQUxn7+mbG2bRmrUIGxP/5grG9fxk6cYGzSJMYefhjXC1diYhirWZOxO+7Ab5eLsV27GBsyhLEqVRh74w3GcuRgbPFixvbuZWzKlIx7zBh+EzE2bJi5fjz+OGObNpn/PlZx+LDv8RYfz9ibbzJWtSpjOXNa0/a//zJWt64111ZkZccOxvr3Z2z5csbuvlt0bzLTsiVjO3cylpjI2NSpjG3fbm/7FSr4Xg9LlbKn/erVGStXjrEff7SnPZH4utcREYxVrGh92+59IU8exmbNYuy++6xvMxSIsCe1bcvY/PmM9ehh/35drRpjmzczNnEiZKY9exhLSsLvYGQoO0hOZuz06ax7GRFjhw7Z2xfPtWznTsZatDD+2WHDfMshvXub78vJk5CDatTA+K9RA89w/nysO+XLMzZ+PGM3boTWli/uuouxhATz11m2DOOxQoXQr+FL1iHCffnlF8a2bWPs7FnG0tIYu/9+yD7PPANZyBdEoc0FvWc8ejTk8ueeY+y11xh75x3Iqv7WypYtfT/TYMZcIIJZr1NSGFu7lrFBgxirVQvy75YtjLVpg3m4bh3+9tBDkL9FcuMGY/nzW3f9p56y59wYDF98wdi8eRjrMvLxx4z99x/moyw88QTOia+8wtjff/t/75Qp2KvthpdM9e+/WIMUjF2+zNi332boEGSSd/wRE4OzXt268vQ7OZmxX3/luy9lO0Rrnp3OhQvw4jVqcZ43DyFJVmOkGIc/C156Oopqde2K3GotWqAYTEKC9X2XCb0QxwcfJBo7lujIEf3PWZFPtGJF6wpUmEVk2PV77zk3lIZIfi84oow+RkUhf6QseX39kZxMVLq0vQUm9DynChVC2O3Fi9b3YcMG5DkM90gMUak9gi2qJIr4eKR1aNDAnnEXiGrVfHs7iihEq8ejj2KflcHj1yzeckj37oiMuX3b2nZPnICH0wMPIM3TsWPmr/nTT0QdO5q7hqYRPfIIZFszhCrrBMqVHMoYMypr2l3kOJg+zJiBvx87hoiEpk2xXzZpAm/agwfl3st694aXt1X89hvOYLLx+++IcpQ1xdru3YhOuHpVdE8ys2ULPH83bvT999OnoVewIz+1N7yKaZYpo3KwEomt+WEGWfv9449ELVuK7YPTUYpfDtSvjzBKI8yfj5CrqChrFTyhCJiaRrRzJ/KUlSqFYlkzZzq3GiUPZMkh6aZLF1TslhGRB4vHH5cvHMUovPP+WYET+qjHxIlIfWMnvg7jCQkITS1WjOjTT63NsappCA/980/r2pAFz3tdrRqUTb/+am2bsu0Lvjh6lKhWLeRTF3GA9IUsqTn8UasWcunzOPzKyJAhSNVlR37OmzdR6LdMGRzWNm3C2hSKofP331F4LxTc7eXOTXTHHcaLifm7XiiyjpFcyVbOBTuLHBvpQ/XqRE88ge9dtChRlSowGKxeLa8y0Rft2llb2DM2Vr48v2569uSTgsUqxoxBehDZ2LYNyl9fRqiPP0b6QFG4XER33431MpR14vJlOFwonCEr+kLWfrdpAydERegoxS8HJk1CsYdA2GlBMSJguhfz48eJRo2C5fZ//4OgfvYs/z45EdkOqnPmEPXoIaZtI4g4WKSmomicLMqNYJF1g/XECX3UIzYWytZLl0T3BFy+DEV06dKYz1bl4v3xx+xZAGHvXhyorCyKItu+QJRZmVa6NHKryyYg6xmk77sv+IrnVlG5MiK5XC7cyxw5sH6Eg9KXCIrXTp2Qo9MuL8rUVOSEf/hh5E8OxYj4119EL74YfNtWGS1DlXXcn9OTzWvUMNcvmdE05PueMIHomWegzGzVCr9r15ZTsRkIl4sob14oyax05nn0UXiwykZcHIytDz4oZ8RaWhru3eLFonuSlf/+g2evp4E+ORn1c86dE9cvIqLmzVGQLhR+/ZWodWu+/XEqMsqKRpCx3+5Cl9kt8pw3KscvB1q0QO4TIv/vGzEic+4couBy7QaDd76uUqUYK10a/y5ThrECBZDHrl495AFLTmYsOhr5mvr2ZaxYMf59ciK+8sDZlUPSF/XrZ+RvlhEzOQlDZf9+PKdcuaxvizdE6L/32kFkfz5Jf+jlNJSpj3rcfTdjnTsz9uWXonsCChZk7OuvGfvtN+SbrFOHsd9/59/OSy8xduYM5mF2ompVPOsWLRi7fduaNkTmFvYmJgZ7e6tWjO3ejdy5J08ydu2a+NyX3vjKScoYY+3aMdahA2ONGmFeBJKlrCQ5mbGoKMZefhl5ZX/+mbFHHgmfnHIREYzNmMHY+fOQSe0gVy7GWrdm7J9/Mp6t5++ICNRM0HvuMTGMdezI2MqVwecadMvd3u2ZlbtDlXXcn4uOxv+95wIRY7dumeubCLxrYbif0Y0bjC1dij24VCnG3noL32/ECORBjo7GWCxblrEPPxT7HYIlJgbrbmwschJbmbO8QQP58vwyxtiqVXh+x47Jmbc9Z07Gvv+esX79GLt4UXRvMvPQQ4z99BNjnTphb6xZE/JqbCzWSpHcc0/o8tPWrSq/rxuZZEWjEDGWN2/W10X3++efGXv2WewxChOI1jyHC3XrEu3Y4f89oi0ot28T/fADwvzcbW/ZInfuLNEsWSIufYEvNA3eR9k5/YY3M2cix6/TuHSJqFkzorvu8u39U62a6B5m4GSPXyKiK1fglXLrluieZGX9eqI6dZDPcM8evvme3VXQsyPDhmF+WeFFxisPHu9+OGF+6nlKahrRypVIMVW9Orzhk5Pt798DD8Cj5OjRjHy4RYo40xvRH7dv4/t1725vfnk9OTgiAt48zzyDcP+5c5G+afFicx67ouVuf3jPBZcLaYBq1HBW1J2eV3WFCphPHTogzZ2/nJ/x8Yg4fPdd+esduLFTLlq5Us7clk6RDb/8kuill+Q8737xhTVRCWbo2RM1iYLBLbvmyAEPcJnnrl3orY1jxojumW9SU5FSslYtuXQfRJDnV6wQ1364oBS/nBg7FrnT/KEX5liwoHUHnORkFMVo0waHl06dkD/rzBmEk5w5Y027Tse9gUVGQgAtVUpsXjRPWrdWi58n3boFL6CI5qefEOL1xRcIx/a1wRYrZm24ejCIKqLFk969EWIqI+npOBgXLsz3AOAubsejuJLV8C5wmJ5O9PLLUABbwdKlRDlzIl+/qH0hUC5/GZRbobB9O9Hrr2ONHDuW6MYN+9ouUABj55df0Aci5MveudO+PtjFzJn2Kxz8KYri44m2bkWxrx49iOrVwxwzY9RwimLKkzlziMqWRdoaJ6C3DuXJA0Xu4MFE48Yhd/bChQgF37wZhs7Tp2GQTU8n+vZb+RRgeuzeDQWXXeuurAYoPcNKrlxEp06J7l0G6elETz8NY7hsyLhGffQR0ZQpxt/PO6WOEwpeG8XbwDd2LHQKsqXiSkxEEcm2bXF2kCEnPBH6UbUqxlP16s4eCzKgFL+cOHwYhQn8obcwPvssLN28lDzp6fAi69oVBRNatMAC450X5Ztv5KwUKxrZC1l17gxjQThsiKHgrZSPiEAVdifch9hYorffhjXV81Dna4P98UfkKl21SlRvM+PZxzvvJBo0yNq2eAt9J09CkZSUZP5aVlGtGn/PzYkTxeUFN/ocrVpzb92CwDhgAP/xtH07CruKRO/QLcPBkQcnTxK9/z7kmPffx/+tJl8+/P7sM6KRI/Hvjz7CPAo3RCgcgi2MFhVlTrnmVKPlqlXY/0PNs2kneutQZCSM8t98QzR6NNHAgUTvvAPFwosvorBb9erYl/PnN6/kt4NNm9D3ihXhPGPn/HnkESjLZUJvDSlUCMaL+vWh8L92TXRPsX8ULy6XQppIzqiEsWPxYxSee4nsZ3AeHDsGndH48XJ4od+6BcNIr15yGZeyw1iwG6X45Uj16kQHDvh/j54FJToaQt6sWaEtApoGj5QBA2BJevppeHP4SwmQlkZUvjw8wrKrEtEXMlpf3dhZIFBG9EKbnXAf/voLoY+DBhn38N+zB3P0iy/kEA7c7NwJoT4ujv+1rdzo27eHV5GsWHEAiI1FuK3dxe0CPce4OOyXq1fjMGbVgf+rr6wZT198AYWgSAJ5/Mqu3DLKjRs4hJYsCaXR9u3WteVW/HbpglRPRERr1hA1bWpdm6IQpXAIxpOIhzzm2V65cpC1nVAM9r//IJ/37Su39xsvmdmskt8qNA1eyvXrw0knOhrnp2CNGGYZMAD7mUz4uweaBs/uHj0ggzRrhtQtIoszzZpF1KiRXMotGc+cU6YEJ9/w3EtkvB9WcP060VNPwRhm937k6ZRRpQpRmTIwdMt0ziTKPmPBTpTilyPDhxONGhX650+fJmrQAKH8RnO4Hj+ONqtWRb62zz83nhssuysR9ZDR+uomuy+C/hQdst6HlBSijz/GgXPDhuA/f/UqDDlvvimXt+r77+Mgwhsrx/iePfAerF5dzkN05crWjOshQxBuayf+wn8LFEAqk0cfJXr1Vd+eXrzWXKvGU8uWyLsoEj1vxtKlw0fp60lyMsLgq1VDLuBff+V7UElLI7r77owxU6EC7nF8PDzY0tL4tSUDenO0Rg3RPcvACuXaK6/AMcIJTJ0qv5zO6xnJJt+mpiI1Rc2aWG9Wr8663tgZDv3rrxi7smHkHqSkIH1O27ZIWdGxI+6n3QovTYPH9tdf29uuP+w2IBhh/nzk+TUKz7kr8xmcN8nJcEh54QWkc7EDPblRpj3FTXYaC3ahFL8c2b0bylczpKVBkVu2LJREvkJlL13CpvXYY1AmDR0a2NPYF7IJWbIg833J7ougv9BmGe/D/v3wEHnrLXOFxVJSMnIeXrzIr39muH0bCibeoYdWev3IHDYUH4+CGFYcAC5fhseNXYJlSgrCfH09x6go/N2TYNbcYNOAWLFmahoMCDIUC/Q8dN9zD1H//qJ7ZD3uQnDPPAMl8OzZfIxiCxborw9PPkn077/m25AJvfWwUiV59hki/sq1w4cRGRcfz6FzFiOzPOoJj2ckQgHmaz9JTER6gnLliJo3J/rnH+vaD4YffkDuXBmN1sEQG5tRaLx4cRRn3rrVPm/D8+fh9X/4sD3tGUGWfKpufv4ZCkmj8Cx465Q1jxeahloUtWrZU9TTSfe3Rg1rnGGyM0rxyxFNQ1j2iRPmr/XPPzhY+hKC8ufHRrlli7mNMrsrEfWQ0frqxkkLNhH/XK1O8fhNT0dIXsmSfMfN1KkwClkZ6hwM0dHI08crbC41lei++3w/3zJlzF9f1vmjaSjA2bevdQeAd99F3lIruXkTBfRKlya6997glLlGDg2hKO6rVOG/Vhw8aN7IawXr18MgnJ3477+MQnBjxpgrBOcuIOL9U6oUDmbjxnHqtER4rzcuF8J8y5QJP0W3J+++ay5Czw40Td+AFq5yup0KML395P774ZG6f791bQdLuEZoXrxI9OWXyF9coQIiZ48csb7dhQvhSBFuURy8WL8exXGNomlwXChXzvzcHTVKXgcNK5kzB/uu1YVknaT7GTFCXn2MU1GKX84MHIh0CzzwdQiJiOAXhierEkQG3MJnrlxEhQvLs8johWhERsrnAWCFd2WgHL8inpO3cnvGDKLnnkM42YUL/Ntbtw5KjsWLxVe+1TSiJk2IvvvO/LVSU6H8bNDA97ipUAHhUGa8NGQVeD79FN4vVh5Cjh+HAstofulg8CzC1bs3ClcEa0BzuaAsjozUPzQEu2elpGQofnkKjjNmwPgqG5pGVKcO8olnN06dguGkaFGiPn1CKwSnF23AGPLfNW7Mv9+ysn499pkffhDdE2u4dAnpZi5fFt0T3xw8iMLPd92l5HSr0HMkqFxZdM+ykh3Oa0eOQNFToQLRww8TTZ5sXeSBpiHN1Pjx1lzf6ezYgRRzRtmwAam7zHpt794Nb+xx4zIMQDVq4Oebb8xd2wn88Qe+v5VpxJzkRfvUU8g1LZM3vNNRil/ObN1K9PjjfK5ltZLCqdWO7WTtWhQkkAm3UtrbE0Q2q6ieoFq1qv5n/CkyXa4MY0hUFPKC5snjX1FkNXrKrW7drA1bcyvxZLCKHzsGQeXq1dCvkZKC3OYdOmQUTfHe6NPTYREvWRKCQCiF5cqXl0Pg8RznpUoh3PHmTevbff11Pkp6N//+C2W929vSOzd9sN5bjz6q72UVivdbnz4YU9HRfAXH9u1xTRlZsICoVSvRvRDHjRs4NJYsibEZTHREpUr6it/q1YkKFsyapiScOX0aqYr69g0tF2ewhkm7DZkjR8JQJRNxcSgAW7Ik0bx5WGeUx5M1yGoI9oWT+moWTYNs0acPZKPnnyeaOxcpInhy5Qrkr717+V43HDh2DGu/UZo1My8THT+OaLE1a7L+7cIFrIk7dphrwwns2wfP6enTrbn+tGnO2FPWryeqW1e+gnNORyl+OaNp2EjOnzd/LTssvJ4H8xo1sNgsXcrv+k7n+nVsNjIiuweAv3y8JUtCUBg6lGjZMqRH0TvguFzyhrmJfAbVqsmhxCSCx2rnzqF9NiUFBUs6dTLm8XrzJg4EZcoQLVliXCjYuxchnKIFHpGFFXbuhHLLTGqO9HSiH39EztMaNYi+/56fF3GJEr7zEP/9NzzB77zT+HybPx/pGKyoIF6mjFw5UD1JScHh6dgx0T0RS3Iyxmb16vBcWrECa4WecvHSJRhG9PasPHmQUzi7eVMnJBC98QZRo0bBGfeCjfgRkX89Lg6yyNGj1rVhFE2D7F2mDKInPPOHy5b/M1yQXYb2xEleejxJS0MRuI4dEX3Zpg3yz7oNcGaNRT/+CDkhOxn0jHDlChwljHDwIN4bbMSa57OrUgXROv70D6tWwRuftwFARi5cgNJz4EB+qfTctG5N9Pbb8u8pDRuiIKSCL0rxawHvvccnJEFErtlDh3D4PnfOujacRqlSRNeuie5FVmT3APAnVF+/Dm/qiRPhkVe9Ojx4fX2ffPmI8uaVU+gV+Qxkev5JSRDINm0K7nMpKUQtW6L4XbDCzZ49CANq2BAWcn8cPgxl2KpV4g/Rog+bjRvD2BIsCQnwFKhYER44viqch4rLhTWAscyHtwMHMD6qVSP66Sd945B3OPrOndjHQgn3D8Tp07gHMvPZZ/J5MopC04h++w2KyxIlfI+fYsWwPtSq5XtNdc/PTz+VPy+sFWgaxlT58gjFNUKw65yodXH6dKLXXrO2DW+8lVVffom0Dk8+afz+Ksyjd8aaM0d0z7Kicl1CBlm8GE4jRYtCDuFhLOrUCTncFRkkJUHRboSuXYPXeYTqADFoEIwA2YG4OORZbt0aBSd5sHYt9pxQInjsZMMGpC1T3r78UYpfC/jkE6K77+YTriZCSTF1KnKU8rYyOZWXXyb680/RvciKaAVSIIJNJaKXXzEykih3bnmUnJ6IfAayPf8//4TyzqjnRHIyUYsWRF26hL7WaBrRokVQ2vTtm9lLys3x4yiI99NPobXBG9EK+3Xr9HOx+fKeuXQJnvnFihG9+SYU7jzRO3w3agTvt9mzM3uSeO+J7dujwOCCBehzVBTWi6FD+fbTzfz5GLMyc/Mm0QMPZE29kd3RS/Xizum5ZUuG8teXgmXzZnj9ZldWr4byPDrav6fdjRvBp2XRWxdz57bWGy81Fc9/61br2vBETy567z11yBWB937SpQs8QM0UieTN1avYCz3znsrqpWcXV69CJuHhEHLzJmTEbdss6apjyZcv8HsuXsRziI8P7tqhnl9SUlDAdu7c4NpzKmlpiHCsVw9e2GZITcV9X7eOT9+s5Jln4Nmv4I9S/HJG1pD0YNA0FKb68kvRPcmMqEJWw4bBM1U29BQms2eL7lkGnkJ1vnz+vdD8CQKyKTndiMyTrff8H3pIXBh6u3ZEEyYEfl9yMgwqXbvyMTDFxmbkRZw7F4oJTyXgBx+Yb4MXoseypqGC9vr1mV/XG0/58iGnMo/0Rb7QK7BTtKhxL4dmzULzHgmFd95BCgHZ6duXaOxY0b2Qi0BGlw0bMJb0DO4pKcjzm5Qk6huI5+hRrLO+1opXXoFRqWhRovvuC26dcxdh9H5/3rxEhQohb/XMmb6j0czKhsuXI5WMHYpX0eu/IjBjxkDREkodAd5oGgzk48aJ7ol88DSir1mDGiK8PCvDASM57YcMwU8gbtzIiPJs3963zGf02Z04AQPkoUMGvkSY8OWXiDQzU9z6m2/gPSw7Gzciv7QyhFqDUvxyJlyEugsXsLAGCqG2CxH539wsW4aNSka8D6hvvYV8hjKGcaxd679KrL/UJiLSnhjF8xncey9ykIlou2ZN/P/LL5GeZPVq+/rh5uJFFOM4dUr/PUlJRE2bQoHGO6rg0CF9jz1ZjG8yjOWYGKImTTK/prd3Va9ubV94HN7szH9YtSq8yGXn5EmsA7zyL4cDgeSzNWtQ6d0fjRtnNZqIQpQx3Fd+ebexZudOrOtG1jnP/rvXAV/vj49HjuZ334VnXq1aMEZt2oQ872bXe01D1IAd+QRFR3wojDF4MLzOFi4UM8fcTJuGfqgIzKzwPm+/+y5Rv35cu+hoHnxQP82hy5WxD1SpknleXLhA9OuvSIvUqhXW7BIlIPcPHQpDW6VK5p6dywUnl+xkhP3xRxhdN24M/rNXrwY+m8lCo0b4rgprUIpfzvgLV5NRGeeP5csR8iTDwVGkQv3kSeuVH7zQNCip+/YV3ZOspKcjZ1SlSvpCtL/UJqJzsxrhxg0IS565bkUcznfuRPjqgAH2z9+pU4maN/f9t6QkRBP06GGdNdcJxjf3WM6RA0Kx3WM5PR3zcNeujNfsUEh4z4Xp0323GezzskuZcvUqDjCyeSLorTGvvZZ9QiKNEEgZ+fPPgY2848YRDR9ufV8DIdIYbnS+ude5XLmIihTJup/78tIvVcr/Hq9pyP09cSIOiLly8TH6/PUXjDrBFigKFr0IB5n2JwXG2QsviJlj7vU8d26kTPn2W2vbcyq8C+XGxRFVqBCaYi0ceegheNd6o7f31K6NFFPly8OzdMwY1NW4fNn4NYKRhXv0yH61DP79F3vkwoXBfa5HD+QJl51NmzDuZJOxwwml+OWMntLh7rsh+LZpQzRvXnDVkUXSuTM8K0Sjd9CIjLQ+NEfTEPLilBCghAQsnPPni+5JZsIhDYoRNm+Ggrtq1ax5Du38znFxmL916yI81y4FdHo60cMPZ82pm5gIL9OePa3d1J3kUTV9Ou6HCGbNInrjjYz/W+01q3dI854boRwA7FL2L19O1LYt32uaxZ8CcOtW3AMlRGfgz4AYHR04f/PWrSjCJRon5Zffvh2h82auoYdebYBQ1vtWrbAuWonefG3aVM1T2bAzksSNSIOOE/Fcz2vUwNlnzJjQr7dpExSXsbHcuuhYGjTI7BzgRm/tLlfOd50NPcw68yQm4nPLlwf3Oadz8iS8rUePNrZn7NwJh6SEBOv7ZpZnn81+z9NulOKXM/6sWLdv43fnzkiG/vjjmLi7dskr8N2+jU3Q04NRBHobzX33wcL43nv8iw558tRTOLw4hRMnEBKyc6fonmTgBE9MHngruO0+OHizaBFRgQL2Hib++w/K72rVINRVq4bwXDsK2DhpnF24AOu9iPU/KQlrhNujY9488wpYf/h7LmYPAHalz/jgA6IpU/he0yyBxnv9+kR//CG0i45h/nyE+/ojNRU5Z0UfokQauIKdb5oGT3nP4jS8+s9zvT90COtxsIWKgsV7vVu4kOill3A2sNrjWGEcEXPMSfKLjFy/jlyoZtK29O8PD8nsTtOmvr2fZXKuOHAAe8vp0/a3LZIbN5ACpnNn/3mYNQ0KfCcYjv76C+dEWfVh4UIOpuBKy5aMuVyM1ajBWJ48+B0Tw1iLFozlzYvfM2cydvo0Y5MnM5aayliXLoyVKcNY9+6MrVjBWGKi6G+RQd68jM2Zw1inTozdvi2uH8OGYWtxExGB/3/3HWO7dzNWtixjbdsy9thjjM2axVhcHN/2a9VibOdOvte0ktKlcW9eeYWxa9dE9wYcPpz5GTKG/x86JKY/VjFiBManHnZ/59deY6xgwYy23b8jIhgbOdKaNk+cYOzSJcb27mUsKQm/d+5krH59//eGB+61wt2Oe60YNszadkOhSBHGihZlbMcO+9uOimKsd2/GPv8c/z9+nLGXXvK9d/HA3/xv2RLjIzERv4Nt09++y5ONGzGGZSLQuvrBBxnPWOGfpCSMH3/kysXYI48w9tdf9vRJjwoVsq6lERGMVaxofdvBzreICMaef56x337LeK1cOd/vC7b/erJhKOt9hQqMvfgiZHMr8V7v2rTB/YuPZ+z11xlLSbG2fYUxRMyx7CInW0W+fIwtW8bYO+8wdvBgaNcYOZKxDRsYW7OGb9+cxj33+D73i9x7vKlUCc/rueewD91xB2M1a2I9DWfuu4+xX39lLD0de5aefmbpUsZy5uQvC1vBiBHYt60+I2Z7RGueFeDCBaLvvkOoWaFCyIM5ZYrvRNwicoYOHkz05pvWt+OPfv3g4avnFaZpRH//DQtYkSJEb79NtGULH+vRnDlEvXqZv47dTJhA9NxzcniRZBdPBj1ruMjvbLeFXvSzdkI+aDdjxxqrimwFt28jYuLgQUSh+MrFxgvRY8IssbHYm2UqsnP6NApK+ltj0tORt3D/fpE9dQZTphhLbTVxImQikeilTpJ1rVu+HDmniSCPPPwwPy/96dMzCsSZXe8vXsRa6OmdbBdpaURduyIlktVex4rAiCjE6vR9UhZ++gl1DG7cCO3z27YRlSkT+ufDge7dfeeSlaFAsSfR0b73Qid4uZpF04g++QTrhrfXc3w8xrCV0dC8+PtvlZbMLpTHryQUKcLYm28yFh3N2JkzjL3/Piy/jRrBivXhh4xt3oy/t2rF2J498E7Zswf/t9q6NWwYPGtFWtEuXmRs+nR9r7CICMYefRQe1YcPM1a3LmO9esFb96uvGLtxI/S2nebx6+aDD2AB//hj0T3J6onJmLyemGbwZQ33RMR3tttCL9prxawHqZ00b87Y8uVi2s6bF9EclSph/3F7hluBzJ7YMTHwEvHnLfLPP/D0zCGB1JSSwti4cYzVq8dY69Z4zfu+VqqE3zlyMNanD2MTJwrrrmMw4vHLGGOaxtgXX4j1LmrenLFChRgrUQLP2Covd17ExcFLOE8exgoXhhfS0qV8vPQffRRzk8d6X7gwY127Mvbpp6FfI1Ry5mRs2jTGqlZlrEkTsVF2isye7Tlz4pxm9RyTeZ90Ek2bMta+PTzo09ONfcZTDnjrLZwh+/SxtJtSo+fxa1eElVFGjsx6rrQyolEmIiJwvh8wgLEnn2Tsv/8y/jZuHOZBtWri+mcU5e1rI6I1z4rAHDoED5OGDflVMA4Fdy6d8+etb8ub1FR48QaTON7Nrl3w1i1aFMWM1q0L3qq0eDFRzpwoJGKXlzUv4uLQ5yVLRPcksydmyZJIOO+UonlG0bOG58qFHxHPwW7vMOW1EhyVKhEdO2Zvm56VwxkjmjHDnjZFemL7ipYxWkxn6FBEUIjmjz+IKlcm6tSJ6NIlvOZ9X+fNQ0X6tm2RizY+Hl6MFy+K7Ln8jBlDNG6c//fIUqR0/XrUHti2Dbn+ZEYv7z2ve7ZuHVHz5nyuRQTv/pIl7V+T3bi9uOrUEeN5rMjKsWNEZcvaEz3nXs8jI4ny55fXi192NI3o1VeJBg4M/F49OaBs2exbbGrUKDlknkC4ZVgZcg6LZN066Gh++YXo+HGi4sWR81p2/vkH651M0XThjFL8OgzRC9zXXyMMzW53/LVrkbLADAkJOBA3aIDQ17FjjR2EZTnomeHoUWwIsoV8vPsuQhvDDT0FV/PmRMuW2d8fTcNBtkIFe5RusoWCyc7AgTDu2YX38+GtiJERvTFZuLB/Y6pbWZwjB6pWi7pHZ88StWmDfhkptpqWRtSnD9EjjyCV1ODBUF4r9Bk+nGjSJP/vCWTUsisVV+fOSA925AgUhDJjtSFw2TL+qcimTcN8E8nkySiMeu4cv2uKSBUXLrzwAtHPP9vX3rVrSMUkQ6o2pxIXh4JRCxb4f5/eGlWxImTn7GiA+fprcWnIjLBxI/QCefIoRxMirOUVK2bci27dRPfIGE2aIF2Hwh6U4tch7NkDQV+kxy8RFEiNGxN984097bl5/32+bR46RDRgALygWrQg+vXXzMKVp3AcLpvKypXYFGTKWZWcTPToo0SzZ4vuiT389BMq5drNX3/hPtuJaO9OJzFmDNFdd9l3GPd1yGEMr4cret9Z7ycykmj+fGPewFaSkkL0+efYqyZNQvRLMEybhsiKVavgPVatmlL66DFoEO6XP/zlSzfqPW6WhISMCKjLl4nKl+d7fd5YnWN+9mzIiDxJTYVn/datfK8bLLNn4/keP27+WnaNz3Dll1+gpLCTZ54h2rDB3jbDjRMnoLzdts333y9dQkSn3ho1YQLRK69kv/yjc+cSvfee2D54G6qioxH19NRTRLVrw+i3dKlyNNFz5li6VHTP/LNlC1H16srb106U4ldi0tOJVqwgevZZCKDTpsFqKXqBO38e3qMHD9rTnqbh4HrmDP9rp6Tg3jVpQlS6NNGwYbjPvhbQcAgjGTUKXgsyLbJnzkAo++8/0T2xntRUhN/YnS6lY8fso1x3GiIiCvQUMZGR1rUpGr3vHBHh27CXL594Q+v69VDUvvGGuTXj99+JChRQSp9AvP9+4HXSn/eqXSluFi4kev11/Ds5GUUHZcbq+zJxItHIkXyu5cmyZVAwiFb4REejSM++feauo2f8euAByMHbt8PLVPT3lZW0NIT+Hz1qX5tff83fqJEdWbcO0T1VqmQoERcsgNG9WDEY0vTWqLQ0oscfD+w1HG4sXy62qLueoapCBehGPNep7O5oore233uv3IVCX3hBfuV0uCFBmRKFNwkJGQUeJk1Cobe9exnr1o2xtm3FJ1UvWhT9ateOsdRU69vbt4+xe+9lrHhx/teOjMS9+/VXxtavR2LxXr3wNyL9z1lZGMtKPvwQ4+a11wIXM7KL4sUZmz0bRYrMFOBzArlyMVanDmO1a9t372/cYGz16owiUAq5GDHCvsIU7uIlyclZ/xYRgSJRmsa/XRkoVSrraxEReN19z92vETE2axYK+nhDZH2RwosXUZimRw8UJp03D/tuqDzzDGP3349/u/c1K8eZU0lOZiwqSv/vMTGM3bqVWTZwj5fXX4es4i03WDFe5s5lrEMH/Dt3bnvkMDNYXbDqxg0UseXNyy/j3q5cyf/awdCqFWNTp6Lg24QJoctuBw/6lmsvX2bs558Z69cPBa3uvx8FgV56ibF330WbS5YwtmULY5cu+ZeNGTNWLNOJ5MyJwn/TptnXZvPmjP34Y+B7rvDPtWsYu/v3ZxRGf/11xtauZWz7dsa++SbzGsVYxhqVMydjc+aggNb588K+gu3oFXezC7ds7C2z3HEHYy+8kPlZOamgsxX4KqjNGIqqNmyINV42/v2XsdOn8ewUNiJa86zI4OxZog8/hPWxSxf58rF606mTPfl/Ro0iGjHC+nbcREX59/R1ehjJvHlyen6NHSufNzIv3OFKkZH2e3d++SVRz57WXV9hDqvDoN3ohYJ5vlazJtGPP/JtVwb++ovo/vv1o2X0vEXsLlKYmor5WqwYwktTUvhd265x5mTeekt/X9ebP/nyIWLlkUcQzWH1eLlwAe14pvwoXJgoKYlfG1ZgpUdWr15EP/zA73qebN6MUFQZ8qx++mnostusWZA/jIzPtDREYm3aBHlx1CjUYnjuOaQLy5cPXnfPPUf09tvo17x5yLk5fbqc8iUvrlyBh3RCgn1tPvww0Y4d9rUXjhjZyz3XqOLFierVy3yNb77BGSW7eMRv24aIY1HoySw5cmCdOXgw+zyLQPgb31OmIF3QgQOie5mZl16So+h8dkMpfiXg338RtleiBMLVLl8W3SNj3LqFFAx//RX6NYwUmnj4YaKdO0NvI1j0Qibc+X6dHkZitzLDKJqG4mdWhGyKxJ/Czep7r2lEVavKb0TKztg1H/XWNXdbMTFEf/6Z9bDjdJYtg2Juy5bglU9WFin03vtGj0YRmtatrUlrJOu6HwpWFah64w2EkPpCb/4ULEi0d29Gv3yt9Tzlhc8/J+rXL/NrFSogT2V2pV075F+1ipYtUUhPNKHM4aQkKG0ffZRoxgw+65mmoTDyli1EixcTjR+PQr0vvujbccKp64we7dsTzZljX3tjxqjCnGYJ1vCZmoq0EP/8k/GapkEROnOmPX0WzeHDMGiKQm+9K10ahWsfeghGmNatoZTfu9e3Ijg7FLScPdv/2r5iBXRM69YJ7eb/PYvcubFXqDQP9qMUv4JIS8MEeOIJCERz5sjvseGLDRtw6IiNDf6zRgpNnDuHRd5Oq56Vh30ZkNnz6+ZNeJT89pvonvDDSFEpq+79pk3hp8gLN/Ry/PJeb4zMe00jqlsXnlvhwJQp2J+OHAn9GlZ4KuopCK083IfLvmZlgapXXkE+ZF8Y3Tfd4yUqCjmieXui1qxJtGtX5tfq1sUhPbvy4ovwzLWKgwchh9rp5emLYGW3U6cwNt59F7mgiazPhclDvpRdUfP333BIsYuDB+F1rgidUIwmP/1EVL9+5vPn6dPwBj5xgn8fZRv3Fy+ivpAojMgsN24Q/fwzjKF16yJXc8uWRJMnw2FMr/Cb6HvLE03DHtixo/+1/b//sI9ZFR0TCFVcVA6U4tdmbt1CIYoHHyRq1oxo7VrnhyoMGoTUFMFiZCOePh1hfHYTzoniZff82r0bhYgqVZJHADJD7tz+lb5W3nu7PVMUoeFyEd11F8aKVeuN0XkfHY0QLCejaUQffYSDgIyekKLW4HDY1/QMaffdR9StG1H//kSffIKD3+zZ+M5r1sA78cABGJNjY33LXS+9BGOZ0XYDPbMuXfgW1dy1y3d7jRohciy7Uq+e+cJngejeHZ6XIglmDP7+OyIdvv9e3j76wgnKAU2Dt6Gdc65yZXuLyoUboRg+NY3oySezpr+aMwdFH3mmpZNx3CckIO2USIKVWW7fJlq5EnqJxx4TX6DXDr74wniaxNOnsUaPHGm/7kl23UN2IYKISHSe4ezAiROMffklY4sXo1BD796MlS8vuld8SElh7NFHGRs+nLFmzQK/Py4OxUl69sTU9yZPHiRoZ4yxF19EcbtGjbh2OVsTE4Mx6MadPN/uIoF6ePfPTf/+jI0fb39/QiU9nbGJExkbPJixtDTfY93Ke3/9Ogq0HDuGYggKualZk7FffmGsRAlrru+eV+4xpzf20tNRWDQ6GuPHaaSmMtalC2NXr2K/vftu0T3Kyh13oMCMN557n8I3evcuRw4U6ImMREGaQD/x8Rj/d92FIjb33MPY338zVqYMiqG4X3P/HDiA9dx7/kRH+96vGGPszz8ZGzsWxTXNEBODQjf79jFWqBBjX3+duSDKK6+gEGDDhubacSpVqzL2++/mCiAG4tIlxv73PxQOchdKtBsjshsRY+PGMfbddyjIVquWmD56z5OOHVEgKxA1a6Lwlqe8FBGBQtY7d1rV6+CZNYuxzZtxn+1g8GAUMOzXz572wpGYGBQzPXQIxbmHDQssd2/dylinTozt3o3izIxhbDZvjqKpvXvz6ZuM454Ia921a2La50GePL6LGYeLrLV9O9bbf/9lrGBBY5+5fRvFvosWZWz6dBSItQM92S0qyvfrCmtQil8LIWJs0ybGvvgCC3ePHjiQ3nef6J7xZ/9+VBzeupWxwoV9v+fECRzMFi5EteB16xg7ciSrQuyeexibNAmHrL17GateHUplVfmRHzVrQgF//rxxAcgufAlAblwuZ4yDEydw0ClUCGP9zTczV6dlDAqKKlWsu/eTJzN2/Dh+K+SnWDGsh3feaV0bMTGMDRkCJVaNGvpjb+ZMxjZsgIHOScTGQglWogQqr7sParIh4yHPKejduwIFsKY+9xxkrbp1M1f99gURYwkJGcrghx5ibPRoxkqV8q0s3rcPzycuDoeVe++FoSQ9HQdJb2XxXXcxNm8eY507w9Dv/Xfvn6iorH3UU6R57oWdO2OfkWUPtwu3Qnz3bhipRoywVj4YMYKxmzch04ti0CCsbcnJWWW327ehpEpOxrjLl09MH70VbH37QsFQrx6U0jly6H/WKUaxhATGypXDGSV/fuvb27aNsffeg7JZYS9t2jD29NOMdeuW8dqlS9hj1qzBGA+V9HTsKY8+CgcRb0SO+5gYKAhz5cpYa5xw/vIknGWt2FiMwSlTgjf6pqZCTjp+HLKEHXopvbN9VBRjCxZgHwsksyk4INbhODxJTkaF2//9DwUVFi/OXIE5XJk8GXlmPMMHNA3pLJo3R26ZsWOJrl3D3/RCW55+2nfOS5lCvZyIO39UVBSqO8uaVF0vRxxj8oeEaBqqZxcvjjxK7rlgd4i1pqEwhbvoUHZGtrxpvtA0VEq3i/Llic6e1f97UhLChE+etK9PZrlwgah2baJhw+RPn2RXXudwxF/Ibnw81t///Q9jYeZMvGaUhx8OPVduUhIK8x49ilx669YhR2TBgliLx45F+pGePYk6dIBM1LAhUZ06yENdpAjWgPvvJypbFoX+nnySKG/ewKGq77/PN6WEExARGh0biwI5x45Z10Yg3nyTaP78rK/v3Yv0WMOH8w1B50V8PFKpdOhAlJLi+z3JyUjz5ZTQ7D59UGzRDjSNqFQp7HMKezl6FPPeu5bN0qU44+ud733Jnunp2B8mTiRq2pSoUCHkES5USK4weD0ZRUb52R/e38P9Ew6yVrt2RIMHh/55TUP6oqpVrclZ7Y3enj1+PIomPvwwCky73yv7uc2pKMUvR65eJRo1Cgfm115DAYDsRHo6Ju+0aUSJiTiA1axJ9PjjREuW+N4cfSnEVB4Y/ugVE5JxMa1RQ1/xK0MBOj0uXULe7oYNkUdJJBs2YN5ld2TMm+aLuDgYC+yiW7fABR7GjSPq3due/pjl4EGicuWIvv1WdE+MU6sWcv07Od+uKIwY0rZuhZKsaFGi997DGAlEzZooiMWTLVuQa9AoqalE16/D6LJ7t36OeM+9cPhwokmT+PZbdkTJiV27Ip+0iANpWhqq2F+/nvn1RYugmFqxwr6+hEJqKubkCy9Aee15sJ86FQf/Z58NPherKA4dghHVLkV7r144XymCg4cS6b33sM5607Yt0ejRvtv0dea6917kJB88GHm43YZJvfeLGvfhcg7XU/zKdgYIlu+/xxmPh1PhokUwKgWbszyUeeVPdvv9dxjCa9Z0xrnNqahUDxw4eBCpCX7+mbE33kDu2pIlRfdKDNu2IfSAMcbat0do0v/+F9w1nBLq5SScFO6il+OXMXwPGfrrDjE9fJixChWQ5mThQoQ09urlP5TRjn7t3YvUAZMmOS80iydOGfenTyM/ul19WrKEsd9+85+f8PZtxipXRhh1gQL29CsU/v4boZhTpiAnvBNISkI6gTNn7Muvll25fh25RadPZ6x4cYQ3NmuGtBDeVK7M2Pr1SNHDCyLsEWvWMFa6dPCfN7KGTZqE+Tp0KIcOOwQRuRv1cuzalYJq0yaEW//xB/6fmsrYwIGMrV2LPpQta30fzEKEe7hsWdb0Je+9h7HsmcKjRg2kepM1jUnNmgi5vnAB89zKcPi1a5Eq47ffrLl+OGIkVY4Rrl5FuoPChZHKzf2sn3qKsdq1GfvpJ4xVN3rrdrVqGNd6fXWnSImIwFk4IcH6ceULvXM4Y1lTm7jD83PmxE+uXBn/9vzx9bqZ14y8d9IkzE3v/sp2BgiGw4eRX3rTJsiRPNi8mbHXX0ctqpdfDvx+HvOKCLUWYmMzfm7fxnVv3Mj8Xqc/M5lQil8DeCt53Dm11qzBonLsGBK8d+woZyEZ3vi6H8WKIZfopk3IVRcfj3yVoeRYdIqyxii+7pfdyjinKdMHDGBswoSsr8tQgM57w3MzaRIOLqLgJeA6Hc/5lpzsO1e0bON+xw4UbXEf6K3m8mXGHnkEBxh/fPgh7tWwYfb0Sw/PZ+rOIX/pEv4dH8/YihWMPfyw2D4Gw++/Q8D+6SfRPck+aBrm19SpMFC/9RZjb78N2cVNmTKQMe69l2/bQ4Yg3++gQcF/1khRxtmzYez7/HO+/ZYRIhhZO3ZEfkw75UTRsumAATBe9O7N2MWLjL32GowJU6damxueNzVrZlV++bqPtWsztnQpYw8+aGv3DGO3ISAtDU5FBw7wX6PCldKlGTt1KvNrocxZf886Tx4U39uyJcOQq3fmiohATlN/Z0HRBibGgl/rNC0j373nT1qa//+bec3Ie4YMkS93shmSkxl77DHGPv6Y/1g4coSxpk0Z694ddTL86S30xkfRooy9805mZa6vn8REvP/OOxnLmzfj5+674USpaVn759RnJh1iHY7lRy9UuEQJ5KL96Sc582lZhd79KFuWaO5c5LkjQu4ZX2ExZtqQMdQrELKEmlev7py8aW5cLoS5RkXJFQotawiUrP2yA3fIUWSkfpoQz5+KFUX3ODOrVxO9+qq9bVarRnT8uP/3XLhAVKwYUlGIQi8E0slhe/37E339teheZF/OnCEaOhRyXMuWRGvWIN9d0aJIU8WbffuwB4dKoNQWLhdR585meugMLl8matUKIa5ff22/nKhXf8CuFFQVKyIFyObNqJkxZYr8+cx9YfQ+vv460c8/i+mjEUTIXJ06+c7xrMiKXph/KHM20LPu0oXo44/9v9/7s3qyiwyyfLicw2W4lzzp3Zuoe3frrn/lCvaZQHoLvTU8Vy7kPZ8xg2jhQqJffiFavx55rY8cIbp4EelN/O1b4fbMZEMpfgOgt3hXqCC6Z2IwOiFv3oQy+J9/QmvH7mJYViHDApaQgNxpTtvE4+JQ8EY2oqLEHv70EH0oFYURxaC3sF2gAPKO8yogYPY6CxdaK8z5ondvFL8KRLduKNwpCiMHKKcJhDVrhl5ETMGPlBQU6Hn66YzDjmfxWZ7FRWrUsK7Y5u+/E73yijXXloXly1E/Y8IE5Lolsl9O9FV/wI71x+XC+IyIQI7fQoWcXUPEqFz86afINS8rImSuH38Mbq5n5yJJ/uqFBDtnAz3rW7eQs3/LFvzfiFyqt3bIIsuHwzk8XBTYRJj7NWrgTG8l1ar5HqulSmWsJb7GKK+9MJyemYwoxW8AZFmAZSGY+7FuHYRVkd5iotG7X5GRROfPW9/+lSsoLNO3Lw64TtrE//0XhdJkITERB5FcueRUPslgZBBBIMWg+z54jvujRyHE+BIugj0YmfXqd7lwmM+Z0/zBLJhD3rJl8KgKxJEjRGXK6Fditxq9NdSp+/GFC7ifTvTUC2f278dYKloU+w6PtcGTMWPMVeD2x7//oihWOHLjBlGHDkT/+591inOjfPCB/QfScCxOZPRg73LBw1VWRMhcCQlEhQsbU/6YkU2crjC+etW3rO7+mTUruOsZiZr880+iypUzno2n4lRPRvUlu2RXWd4qwkGBfeYMIpT277e+LX8yt9445r0XhsMzkxWl+A2AWoAzE+z96N8fHmPZFb37VaAAPKKrVYNSduXKjOquvDh6FIp3kd56ZvjuO1TSFY2mQUlWrhzG8nffyWmNlK0qsF0EUgzqrU96Vu1g13Yze4T3od6MginYQ97160jjYEQB+eqrSOUjgnDz+J07l6hrV9G9UPgiXz4YqosX5z/OTpyAR5gVCv/DhxHVE26sWgUjyfDh4gxPbk6cwLj46iv7vYzD8Qxi5GC/fz/RI4/Y3TPj6O3fVo+JRx9Fqo9AStnq1X2PnZIloaTcvx8RDt5rkiwp6kJh2zaiN9+EAe/++33LDgUKEFWtSnTpkvHrvviiMbm/d2+i99/P+vlgogWyqyyv8E1aGtGTTxqL0OOBEWca9/h0e/8q5axzUIrfAKgFODPBuuAnJWFBkDlPl5UEEgyPHiWaOpWoRQtY8Rs2hGfQtm3mckdv2QLhzgmCmh59+xJ9+63YPuzbR9SoEdETTyBHkRtZrZGe/apcGYKvO/QsXPEXzudvfeIVzWHmOjwP9aFc63//IzpwIPC1t22DolyEl6q/kElZjC7B0K4dUXS06F4ovElNJSpYEP+2KtKrXr3Q01/549Il+fKWmyE2FqlvqlXD2iOalBRETokwfmXnqMOUFMgwMkdHdO+OPtolC+qdKaKjEZ0zbx5Rr14Z6d18/eTMiTPHY4/BASVfPhg16tSBgjNfPmcZWJOSiH74AQrxWrVwboiP939enTIFMtOVK4Gvv3AhUe3aRAsWBJb74+OJKlVCxKsnS5cGd3b2lOXvvJNo9Oggb4oibBg+nOi11+xbB4NJn5cd9qFwQyl+DeC5AJcrB0tibKzoXonD5SIqX54oRw5jgs6ePVBCBmNdDSf69iXKnz+wYJiairxtI0ZA0Vi0KBb7mTOJTp0y3t5PP+F+b97MpfuZsDP867nnxOWxu3ED3salS0Pok/ng4Y9Nm5DS4PRp0T2xjqFDfQvUkZH+5xsvpauZ6/A81Idyrf79ib75xtj1GzVCoQYReO7BRYoghFO2oo9GSE9HWo/r10X3ROGN29OXyDovy86d4W3Ge/9MSpIzH74RvGWKTz6BfDlggDWF9kLho4+QbkIE4erxa5RKlYjOnRPdC306dyZatMi+9vS88XLlgtLTHZW2d6++x6+vsRMbC0eUTZv0i+TKpuQ5fRpzs1gxorZt0Xdf3st6ytrJk4keeigjr7sv9u5FiH2gQrie/P03dAW3b2e8tmoVnk8oDiM//ED0xhvG21eED+vXYz+8edPedt3zxl/B7Oy0D4UTSvEbAgMHEr39tuheiGXrVqLnnzf+/okTiZo1c64CzQzDh+P7B8utW0jm3rMnvHkqVsS/f/ops0DheXAqVgwK40OH+PXfsx1fCjarlL/FimX+nnaQlkY0fToEvY8/Do/81HPnQuAMR2PVtWtQzk+YELxAzSuaQy8Ho5HrlC7NT5iqWtV3P+69N7O3uie//krUqpWx669ZQ1S/fvD9soJXXrEv7I0nO3fCK0khH9euIRUDkTUh3DzTuvgif34+17ETvTV41CjRPcvg998he4naP7N7oZuWLfEMZKVKFaKTJ+1rT8/AGxWV9b2hjh2ZjQ2aRvTHHxgXJUsSjRyJvPmh8tln8HS+cSPjNfeZKioKP6HkZv/ww8xpDtu2Dd1AkJiI89Dly6F9XuFMrl5FqiORUZuB0j5kl30onFCK3xBIToaV8McfRfdEHMEqftPTiZ55xpmHdbO0aQMFi1lOncL9e+01ePc88QSu7evgZIUy1k5h0K3QsxJvT6NPP8Ume889RLlzO7OghR4ffQTDi7saejigacg9ayYEztMbpGJFeOMdPhz8dWrXxtjJkwcK2AIFkBPSH6tXI7Scx6E+NRXfw9e13nsPaT9eeimrB/3t21hLjKSV0TSkhrAikiBYDh+GJzvvvOhWM348PNQV8nHuHOaum2eewRjjFcJt9f5ZqJC5PLgiijnpHSrz5BG793oqfiIjYVgUiayppexg8GDkVZaRGzeM58nnRbDrSChjR1TuYn/cvk309ddQtDdoQLRkSXDrnb/1bcwYGGRv3dI3RgW7HiUloZ2VK+GtWbSouQiG/v2Jxo0L/fMKZ6FpOLONHy+2H3qGpoiI7LUPhRNK8Rsie/fC2njxouieiCFYxS9RRlXKo0et6ZOs1KoVXJiQEdLTkfuuSBH7wi/8bQBPPgkldN++sKAvWIAcV4cPB+8163LB8ypHDusOoEbyhjqpoEUg0tPh2dm/v+ie8GPuXBg/eCqzXS6ERwYzZs+cgYIoNTXjtW+/JXrhBf0D4bp12D/27DF/qNc0onfeIerYEXn+fF0rLQ055mrWRMqGdevwOZcL+eOMGjqWLIEwKgPduzsv712jRghHVcjH8eMw4Lh57DHIebywOldr+fLG8lX6QlQxp0CFOUXsvbwUPwo+zJuHtV5GVq9Grlw7scsDfMYMyAWijQ379xO9+y4Up++8Q7R7d/DX0Ltnixdj3f/zTxjuGYPjB68z1Y4dcGAZN858kfOjR3EuMlP7ReEcvvwSOhbRz1tm739FaCjFrwkmTYIXVXZMXxCK4pcICsHHHsusJAln0tMRgmmVp6WdhT/0qtJWrQph7LffkFvs00+JevQgat4cBSaKF8c9qFQJxevatUP+vkmToEjatAnCV2KifQfQYKqWhssGFx8Pj81Zs0T3xDwnT2JcBfKqDYWBAxGWZ3RdHzmSaMiQzK+lpyMtwuLFWd+/eTMMYDt2hN5HT++VBx6AR29SUuDPaRpSxTz8MOajL4OHv7mWlgYF0759ofedFxcvYl2pUsVeL8VQiY9HAc/ssvc5jQMHIJsQYZ7cfz+iu3hh9QGqTh2iY8fk7Fsw7YrYez3X0zx51EFXJrZvJ3rqKdG98M2IEWK8MK30AHfPhchIFHkTsaempuI7NWyISKzJk83lONVbZ3LmhLGvZUs4rdx7r/5ZIJQzlcuV4Zzz4IPm72XjxnyiRxVy899/cCaRwbEwu6caCkeU4tcE6enw4Jk+XXRP7CdUxS8RlCqffMK3P7Jy4gSEDquw88D2+uuhbwBpadjE/vsPBaJmzEDu465dYTypXRsCUs6c9hwAA3kaWa1EF8W5c/Bs8K447CTS0uBh/v331lw/NRVh3pMmBX5vejrupy8F9P79EN48c8dt3Qql79atofePh0eapmV4uAQ716ZPh3exaKzOmcqblSvt9w5TGGfHDqKnn8a/z5yBQYEnVh6gXC6iu+8OPUWR3n4YGWlt+ge9/Oh27r1GK5iHkxzgJObPR+EyGY17TZoQbdgguhf8EOX57+bSJeT3Ll0akUWrV/PxeDTqIKNpGem3zJ5BrLiXP/5I1LRp6J9XyE9sLJwyVq8W3ZMMsnOqoXBEKX5NcvYsDvKh5IV0MmYUv9evQ+nw7798+yQjK1ciJ69V2GWNc7lwEJ4719oNICrKnkNXdvT4dbN9O9asI0dE98Q4nh5ZRYrAM8/KSIvLl4nKlg18qFu1iui55/T//uqr8ErNkweesgUKmM+Ry8vYE2q0QGIixs/p0yF/BS44LQTt/feJpk4V3QuFHv/8A48qIkSvvPoq3+ufPQsvYvc6xmv/DMUA4p3v0ld4s/f1rFICuVy+1yK75rIRWUDmdSWckdm4l56OvNpOyzPvDxF7qqZh7W3XDtFLAwfyj+QK5ntFR/sec8Gu1Vbcy7Q0KMXtLCaosJeOHYkGDRLdC0U4oxS/HFi8mOiRR7JXCKcZxS8RqrJWrhxeQpMvvviCaNgwa9uw2hr333/2KQrtEjz1FOY8BD4nEBOD+Xf9uuieBEZUzsWtW+Gxe+6c/nteeQW5c32h581mtt+80ruYmWtjxkCRKRI709yYwa1ki4iAJ4cMSgtFVtavJ3r5Zfz7888RkcKT8eOR4og3oRR7CrTn2Z1+oVcvewzYvggU/RPOcoDsyGzcO3gQqbOcQqDijcnJiBiwYk/11XZCAtHs2biHdeoQzZmD16wgWAeZ6GgY6dx1RkKZ+1bJJ59+imLNivDjhx9QZNBMkVaFIhBK8cuJdu2IWre2vyqyKMwqfomQU6lHDz79kZVu3YgWLhTdi9C5cAGej3/+aU97duYT8qUwd7mI7rgDAnC4h7SMHYtUNbILGSIPfzNmENWr5zvX56VLqOitlwfUqn7zuq6ZuXbzJrxzrl0L6StwQWalgBvRobMK46xaRfT44xhXOXOi+CLP51S9Ooo58saf4rJUKeTzbtaM6O23iT7+GPPW17wpVSrzfhgZaY9hZfduGJanTRMTTlq9uv73VKGtYrHTuBdIMerNnDkoOuYE9PahKVPw8/LL8F7Om5e/sUev7Xz5iNq3J9qyhde3DNyPatXQtpE57S6a27x5aDKyXiRByZIhdf//uHAB9S145p9XiOfwYTxX3oXgFQpvlOKXE3PnZq8DHg/Fb2IihO5wTlbfoIG5Ik4iSUyE9XHaNHvbFZlPSNMQjp8dvPc1DWFF77wjd4FK0Z6dnTvDI82bCROI+vXT/5xV/dYLfw1lnpiZawMGoLCdKHjeB6twgnJaAQYNsk6G27mT6KGHzF/HF/7G2M2bRIcOwZt5yRKir77ynUff17rkXfyR59h1K9miovDz8cfmrxkKKSlQjIvyNlb4p0QJ68agJ6EY6Lp1g4eeE9BTQkZFwQFn1Sp421rheKG3PlWtyu/7GSU6GuufUeV+ejrkv1deCf5MsGSJ73tZoAByyJuhdWuiRYvMXUMhD0lJ8HxfskR0TxTZAaX45UR2OuC5XETlymWEwZg5GO3aBU+TK1e4dU8qihRxZjoLTSN64w3fCq9wxZ3HOCIi/D323SQlEdWvj6rJsiJ6bU1MRCii5yFP01Bt+uBB/c9Z2e+hQ5GXU6RH2vnz8HgWub65XCj8ExVl/X0w4hEWF4cczl99RfTmm/oh87Klo1DAE8sqJVPfvkQTJ5q/ji+CVdYYWZfS0jIUv7wVoqJS93iTlkbUpg1Rp05I16OK18iDphGNHp0xJ61WyoeyV9esSXT0KN9+WEUwRmjejheiDfduQs0XnZ5O1KEDipIvXWrcK3zxYhiVvO/l9OlwmjLjbDFyJNFdd2WP6OJwxVOevP9+omefFd0jRXZBKX45IcvmZjVWhK5OmIBq5zJ7HYbC9etQajuR0aNRtCo7eL4SZe+Q7CtXUHhsxQrRPfHNokXiPbJOnsQh9PPPIazlzg3BO1ABJav63a8f0ddfm7+OWbp0gZJTFElJCFG1Ak/BvFQp389y+HCizz4jev11KMqKFMGh7sMPcUisVCn7GISdjlWpDVJTEcJ54QKffvoiGGVNjx6+x3KJEhmKhPbt4eUWHc1fISrakEcEZU7HjlD8pqXZ164iMKmpiEJ6+mmiGzfsiQAL9vx2+zbWeqecWUTOORnmu9l+pKXBQcLfGcHbMFymDNFff2W9lqZBRpg+PbTvIXPBQ4UxZDF+KrInSvHLCVk2N6ux4numpxM99RQS/YcTf/2VUSXcSbgLf924Ibon9pFd5q8e+/fj4P/FF/LlKR8yBNZw0R5ZQ4cGbxyw6tBaowZygonm0CHkABdlIDp2zJoQen8FsDx/7rkHyt+ffiI6ezarIsDOnOUKcxQvztfj160IiIxE7kwZ1tL58xGp8O23GeuS26jhrUiwSh4T7SShaURduxK1bCl/fvvsRlwcUdOmiDazM4epXiqEMmV8v//PP9FPp6C3n9mxD8mSkikqyty64ysXuHt/CNZx5OxZyNvHjgX/PbL7WSUcUM9QIRKl+OVEdjngWSW0nzwZfonNv/uOqE8f0b0Ijh07IJDIoFSyE9GHURkYMiR4xabV7NyJw9fNm+L64KZGDb6KoVA5fx73RBZvo1atoFASwfr1KFzFGz1FQCjrg8ic5QrjdOnCT0EhYwRJdDTRgw8SnTqV+XW7D6FVqohbRzWNqHdvohdfVMWRZOPSJYTGDxoEZxA7mTHD93wtWRLRNd4GgtGjiUaNsrePZvHch4oUgcHULm/39u2JChYUtwdevIgILTPrjr8imr7ypge69rx58CIOdqyrs4pzSU1FPm2jefYVCivIwRRcaNmSMZeLsRo1GIuMZCxvXsZiYhhr0UJ0z/hSoQJjERGZX4uIYKxiRXPXLVWKsTFjGGvfnrH0dHPXkoWDBxmrVEl0L4xz8SJjrVoxNmcOY+XLi+6NvVg1rp3Ejz/iOxPh/0T4/8iRYvqTmsrYW28x9tVXjN17r5g+eHL4cNbXiBjbvRtrvV38/jtjzz2XdbyKYuBAxsaNyxg3dnLmDGMlSvC/7uHDgb+P0fWhZUvGdu5kLDERv8NNJggXKldmrHp1xu6+m7E8eSDLhSrDjRgh11r688+M9e/P2OrVjJUsmflvBw5kHetEjB06xL8f6emM5cyJf7vXL/d9GjaMf3ueEDE2aBBj+/czFh3NWO7c1ranMM6RI4zVr89Yx444B+Sw8WRKhPnx9tuY855zf/9+xq5eZaxBA+w1bv7+m7FHH7Wvjzzw3IfOn8feNXCg9e0SMbZlC2MbN4rZAzduxLNq2xb/D3Xd0Tsj1KyJM783gdbQ119nrGBBxiZPNtZ+oH5kp7OKk0hLY+yPPxjr1g177+TJjBUtqp6hQhxK8csR98YaH8/YPfcw9thjonvEn2HDMg4xjPEV2t94g7FixRgbP978tWTASYrfpCQIY/37M9awoeje2I+V49op+FJ2WaUAMMJnnzFWpQpjL74opn1vfAncjOEetWpln/J31SoofmWhbl3G7r+fsd9+s7/tM2cYK16c/3X1nrWb7Lg+hDvJyYzt2QNDk1kFhUxr6erVjPXqhflZtmzmv8XEwMDmCysOocOHQ8EeHZ1VyWa1MmjECMb++QcGzjx5rG1LYZx//mGsUSPGJkxgrEcP+9tfupSxGzcYmzYtq4HurrsYmz2bsa5dGXv8ccZ+/RXz+N9/se/xJiYGisQ77sBvq2SKiAjGvvuOsfXr8f2sZONGxooUsV+pRQQZslMnxhYvZuzbbzOcs0JZd/ydEQoX9v0Zvdfdn586lbFJk2B8M4peP5o2NX4NhbWkpzO2bh3Ws1KlsLY98ghje/cytmIFlL/Z/bypEIhol+NwZeBAonHjRPfCGlwuhAzmyME/bOfaNaLSpYm2b+d3TVFUqIAQI9nRNKJ27Yh69hTdk9DwLqoQajitOxQuRw6M7+wWki1T3qn9+xFmefWq/W3r4Z2rTsR9Sk8nKlpUvvzbQ4aIqTL97rsImeTNwoW+Q39Ll1YpG8KV/v3xjG/fNn8tWdbStWuxju7d6/vv/lKa8B7fv/6K2gE87q8RPOWCIkUgj9nVtsIYy5djfP7zj5j2r15F+wcOBH7v3r1EVaui6GGVKvz7IiI9zNmz2NNGjbKutkO7dkRz5/K7nh6e871qVaQNadyYrwypl7bJO0+6+6d0aWPXrFs3uDoJ3v348kuk/1IyiTjS04k2bMA5unhxokaNkEv/yhXf71cpwBSiUIpfizh8GIKmLHkYjWJUifb77xCArGDNGiyc1arJVWQqGJKTkdPKCc9/zBgUzxJVoMkMVgjLY8cSjRjBr49OQXQRDvfaExVFdOedyK0nGy6XvqLEjvxcO3YQPfaY9e0Eg8gq082aEa1bx/+6w4bJUVBQYR8lS2Lc8kBkMSU3mzYhX//Onfrv0csXGRnJty8nT6Ivegpo3qiq6XLieb4oVgxGzCNHxPWnUyeiTz81/v64uIz8nGfO8O2LKGPR2LHWKZyvX4fRJSHB/LX8oTffly61tl03ZvPutmtH9Mkn5vpw9ChRuXIwWivsIT2daPNmovfew/7WsCHRtGlEly+L7pm88HLUUoSOUvxayJNPoviMnZiZVMEo0VatInrtNX799tUPEYoEXuzbJ5+CxhfLlsEL5/p10T0JDSuE5X/+IXr6aW5ddBQuF9F99+Hg76nssnqzdtJBXaQ337hxUErKhMj78dBDoVXG9sfBg1ACOnVNVIQGY0Svv87vep4ePXnyEE2ezO/agdi6FQfRrVv9v8+OuZuUBI82Kzzz9ZDF41qRgQx7vKccU6YMPDWDLfLXsydRgwaYX7/+aq4/mob9ZtYs/YJPjFmrILFyrnz1FaJyrKZ6dbHz3ew9vH4d43HHDnP9OHWKqGJFotmzzV1HAXydezQNZ8S+fbF+NGhA9M03zojuFY2MRW+zI0rxayFz5xJ16GBfe2YnVTCb16+/8j0khdoPWXG5iN58U3Qv/LNzJ4TXw4dF9yR09CztuXOHfs2UFHhrJyby66eTaNWK6I8/Mv5vx2btpDmvdz/s8OZ75hmiv/6yvp1g8FftulMnoh9+IDp3zpq2CxWCYokXmkb01FPKa8YX4eypceECxqtVyslPPiEaPtyaa3uzYwf29U2bAr/XjrWsRw+i7t35Xc8IZj3wwgWZ5qxeWpGiRYmioyGPxsZa1z4vxfP//gdl7Z49cJr48EOiJUuM3eeEBISDjxlD1LQpUeHCuF6vXjA26kUTWakgsWquaBruhb+IAzdGx2lKCtJyuFxEI0cStWmD9+vJH3bNdx7r6G+/4buYlWfOnUOqiylTzF0nu6P3TAsVInriCaTXOH9edC/txex+Uq2ac8554YxS/FpIfLx+PkYrBDKzyhM9ASBnTuSC8ux76dLIhWqFMBkOQvuoUXLneL54kahs2cwKPidSvrxvITl3bqLnn4dHcygpLBo3tt9bXxZefBHhS27sUMo6bc6LyM8VH4+DomwpWfTGR9WqRIsXE3XtihDESpWgBHK5kMvdLImJuB88mTOH6LnnnJGix07C3VPj88/xfZYts+b6hw5ZkxfUm717oUBau9b4Z6xcy+bPJ6pTh69xxghOMiRahWxzVm+Pz5ULThJPPon0D0WKENWrB6eZESMwhv75B7lajazLemcrHmMiPh6Kn/R0/D82Fv3Wu8/nz0Op/f77RI88gs82aQJD0J9/ZlZ06ymmrR6/Vs2VrVvh6R8IvXE6aRJSNYwYQdS6NZRGBQogd2+nTkQTJhCtWEF04oQc853HOtqtGwwJZrl0CX2YONHcdWQyHNmN3piyYx+XESP7iaZBt/DXX3D4GDGCqGNHKMofeEC8gUYBlOLXYnr0yGp5C0YgM7LwHj9ONGMGFLFmJpXeQle4MDxI2rSBpdpqYVKGTdws7dsT/fij6F74JjERaSicbhFOTMS49DUeo6Phld6sGcJxRowIzuswO+f5vftuKM5r1CD64gv9EESem3U4zHmr+fVXopYt8W+ZBHKj3i6nTiEEsV075HCvXRt5nFeuDM3T6+hReEvx4soVrCdHj/K7ZrgQ7vOzZk0oFsyGbvujVi3+OW4914GKFRGpsmoV3za82wm03rjfmzs3UgZNncq/P4HQW5PatXOmUSeU9V62OWu0P/Hx8KZdvpzos8/gLf7cc3BUKFAAa37r1kQffYQUCevXwzElPV3/uX/zDcaiWTlmwwY4BQT6Xoxh/JcrB8XH9OmY+26FsR5u5aGdChLeXv/usZozJxT5gcaq3v27806it96CUW7lSsgPenNXZBQWT27fhjMLj6iua9egeA8mh7UnshmO7MZpzihWo7d+FyxI9PLLSLeSPz9qWzVujBQvn38OY/ru3ZDx9eZ6hQqiv132Qil+Lea//3DA9cSoAKS38H73HdGiRURvvw1hqEoVot694YVrRtCbOVN/80xOhgXnjjust0SHwyZety68fGRD06CUtiPvltX075/hQejP0n7qFNHHH0Op07Il0erVgQXw7Jjn1zu3tucBxq4573l9p815q+nTB4UjZBTIg/V20TSEbH7zDeZk4cLwChg6FAd5Ix6Ca9cSNW/OofP/nzffJBo9mt/1wgl/RcCCzZEpG7t2Ycy2bAkvPKsYPZpoyBB+17MrZ2qwjgqyrE3ea9LcuVAgvvGGs9I4hXpPZVNc8JDrU1JQDO6334i+/hqetE2b4gyUPz8Kw+p95wIFzCvCx4/P6hCgd5+jooxf1xOXy/c1rVTau+dKjhw4U5pR+gY7VnmNUxFRWFawfj2MePHx5q916xbkqsGDgzd4yWY4spvs/v298RexsXYtztlpaf6vobc+FC0KA5lnZLnCOpTi1wZq1ybavj3j/3oTKCKC6KWXoMSdNMm3Itd92OrUCfnoPHPMmKkkrWmw2rz1lv/N0y5h0uVCqLB7oXXSJq5pEDJlC8kmgidro0Zy9i0YNm6ElTAuzvhnUlIQOvbMM/jsZ58hfFDvvdktz6+eoJMrlz2GmDlz0JbTBXerqFIF0R3hKJCmpWGPnDAB3gIFC0JJM3Ys0b//+hYo585FoR0erF2L/cbpSkwr0DSEKPuSV+69F15d/fpBke9E+vWDZ4p3ihveHDmCAz0vj1O71gG9dsqVI/rlF4TiT5mCaLCCBe1VWAVLaioqsD/yiHPyMwZ6zr68gdPT5XwWVirn0tP9K355KJ5btszqUc9zHgZK92C1TDR1KpTpoRLKvQhHecYsfftCD8CDuDiihg1xzWD2Hn/G3uyAGX1KOMJrnvraA5KTkZakWDHUQgjmXK8IHqX4tYEpU+CZ6MZf7piNG6EAGTo0tNQN7kkVFYWfkSON9XHBAqL69QN7Qtq9SRcp4rxF4OxZOfMALV+OPJtOr1YfG4twKCPFa/Q4eBCC0AMPwAN68+asQlGtWkQPPihHOL0d+PNcscObIiYG3liKrJw5gzFPJJ8nlxUkJ2MvHD4cORQLF4Z371dfEe3bh1QuRYrAUGB2biYloUjPxo38+h8upKcjOsRdQMeX0uTSJSjsK1aEDPH993y8lewgLQ2RIOfPwyDqaaC3gtq14WHMA7vWAb12cuRA6oR330XY/bhxGUZC2demGTOIypQh2rZNdE8C408Bs2CB779VqYLcynYYbGXCiJI8VDlG06CYuHkz8+s8IxT1QqHz5LHnuR0/jr0wVEJZk1S0V1YSEjCHeUWgJCQgt3T37oHP+EQwkBUo4NtwdMcdkMWOHOHTN5nx1KfkyoUijtkVOyKxr15FocvSpSFHLl0qT0q7cEIpfm3gxg24srsPQ0Y3OrNK1r//hldGoPyJFy8i5+Lhw4GvaXcahqefhseXk/j994xcnLKwcycOuCLST/DOR9q9O9GAAXz6lpAAQ8ujj6JvU6ciz5beHA3njUe050XPnsjZp8jKd99lpGepWtW3QB7OHjJxcfC0GjAAxhizc9NzTSpcGFEAisykpkKx17w5Ih8CKU00DcrzDh2glO/eHamuZGbVqoycnU88wT8Hrzft2sF7msdeKNrj11c7oveQYFi/HoXwFi8W3RP/+MuBqqdoZwxKCveczZkTRu5wV6ZZeT45dUrfoYOXYVwGo2758viuoRDq/He5YMiIilLRXm62bIGsc+sWn+slJRG1aIFoYX8h+bduQUn8xBO+51J0NOT0kiWJPvjAd/H6cOT554nWrRPdC7HwSgkTiAMHYCT3Nf7C+QxuF0rxaxMdOiA0lQiH2Pz5IUT4ExR4CDHuPKh6aBo2g2Cqf9qZS6lXLyjmnMTXX8MDRhYuXoQAsWaN/W3zzvm3ahWK8FiRguG//1BVt2hRzE+nHGB5IdrzokoVVGhWZKVNGxSLvHQJ1nDP5+PpAZYdrOJ6ipD8+YkWLsR65w+7cqM6mcREpH7q0CG0tEA3biB/c61aEOCnTMnqKScDb7wBr0ki5OW30ouJtzHRLiN8MPuC0+ozHD+OojRDhxrzhBOBXu5995qv9zdPWWXhQqKuXYV9BVux6nyyaBFS4VmJDIaTJk3gCBSKccrM/C9QQN45KIqPPybq3Jnf9VJSiNq2hTyZkpL17ydOYD0cORK6AX9z6fZtnHOLF8den5oqV9Fh3kyaRDRwoOheyMGsWdbvJzKsheGKUvzaxIYNCFklwgLyzjvGPmdWiElMhELljz98/33RIqJ69QIn5RbFtGnIweckevbMUPKLwHPzrV4dIbjffCOmLzwWb/f3iYrCQWfCBMu6S0SweDslZJUn6emwaufNa7/nxYULsCArMuNyYQ4zhrzUxYplFHirWTPrwT87WMX9hT6/9RYU49WqIUfejz9mVTgqgdI/sbHICdirF5+D+PbtkHeKFEEBj40b+eW5NcPt2+iTOxKrenWkVLEKK8adex1gDNe3ar12uVDk08i+4LQiS7dvo0BYq1byphUrVSrrehcRob8Wessqu3YhDYsidPr0Ifr2W2vbEG18N2ucSkwkypcPUUlG579bvnevYeEsuwRLcjKMp7/8wu+aaWkoZNuiBc7/7rPigw8iL3iwERAnT0KRXKJEeHtoHjyoZEQ316/DQcqX8YAXMkQ/hCtK8WsTmoZQqwoVsCBWrGjfgugOGbl9O/Prly5hsT540J5+hMLGjbBAO4lGjYi2bhXTtmzebP4qgW7dGriYkqjvo+dVWKmSte2KIjUV3n0tWiAkzG4WLCDq0sX+dmXGyNjPbkrMGzdwsPSlBHF/Z00jOnYMeTzbtIGA+vDDRIMGIerBXwGg7M61ayh8NWQIf+VsXByid554AuvoZ58RXb7Mt41gmDMHB2A3FSpY2x8rDzJ16hhL1WWG/PnD1yMvLQ3rw0MPhR7mbiX+jF2+XvfeAxITkWJEBoOLU3nkEaI9e6xvx+XCHhcZab/hxEyqhho10Of77jMun/OOCAxHdu+G4UevEHUouJ08eJ6tvFNwhZssqmlwTjl3TnRP+GDWO7t2beTJt8q7O7udbexEKX5tQnTO0EGDsnoZv/oqDl8yc/06cgk5ieLFsyrZ7UK2xVKvP4UKIX/z/fcTPf44vLqjo7NuqnqeLlZ/H735WrQoFPvR0dZaO+0kORlrwRtvhBbWzYMuXTJCro0QziFlbozM5exkFV+5EoJmmza+D4t6B2RNw4F90iSiZs2Q7zKcDyihcuECxpwdMsH+/cgP+MADWHtWrbJPqeheO9x56txrR6lS/PIpeqNp2POsGnft2sG73SqSk9H/cOeHHzAO/vpLdE8y428v6N/fmJdo+fJw9lAET1ISvCHtWqPefhuFjewkJUXfkGCkOFsoylvZziuyMmYMUjTwxO1lzeveZwdZtEeP8KhDYtbgYoc+S8/xRfYIIiegFL82IUqB5SYpCd69bgtNyZLwcJE1xYMnxYpZdyDjze3b6K8oZNt8A+X8SktD4bmpUxEGXKECxmbr1ihC4Ou72PV9fHlepKdDSdGiBebTkCFEp09b3xerSEwkeuklKF5FrgVly0LxFAiXK+taGq5eIkbmcnY4ON2+jYNwjRpEO3bgNTPh5EuW+BYoO3XC9cPVq9EfJ05g7bU6lNmb5GQ8j+eeg2wycqS16Rb8HXgKFw4cgRIKmoaihNWqBWewCIZRo4jGjTN/HT3On9cvbBVu/P039hiZaksEkqOMrIcvv0y0dq19fQ4n/v4bBn+7ePfd4AzhZrh0ieiTTyB333tv8PKEGRlEtvOKrKSmogD1kiX8rsn73ocyDpzmwPHTT0SvvCK6F6Hhea/z5DF3brDr3OG5r5UtCxlVRa2YRyl+bcBfcQbPRdbKRVCvD7IvtEREzz4LwcsJ/Puv2ArxMiqCXC549hoNXbt6lWjFCt8eUu4fu77PoEFQSvvi7Fmi4cMhML/8MjwSnaQ0iovDWH3vPbGb6YkTxpQK/tZR9xh3miDpDyNz2WnFlILlzz8RQjh4MF+lnFugzJ2b6I47oHD8+GOixx5D3tdXXsG8P3Qo/AXN/fuhdA02tx9vTpyAIa1kSaIXXsAYdkdV8JrX/uZU/vz8n7WmEfXti3U2Pt66/LcuFwwXVrFrF1GDBtZdXzZOn0Yoa//+8jhHeFZUL1Mm+LHz4Yfiaj04nYkTsTbZRZ8+/AwPemvntm1wtihWDGPj9OnQ5AkzCkQZzyuycugQ9kYjDhJG4H3v9eRzvbHjxDQfcXEwEIuKjAwVPe9Z75+oKGPXE2Gw0TRECS9fbl0b2QWl+LUBXyEV7p+qVTOqZ1q5CDp5g33/faKZM0X3whg//ABrvSimTZNTEfTcc8g1HQz+CpfY9X2++gpKJ3+kphItW4bv+OCDRGPHis1d6Q/PQnl33knUsqVYxZbLhdQoOXPqK3TcfQ4ktOTI4TxB0h9GD2GeCoHy5cXPdR7ExaFIZpUqwa8bwZCeDkVvbGzGa7dvo5hK3764ryVKIP/1999b640qgu3bcZj89VfRPckgLQ2Gv+bNsTY0b85vXvs7sOTLx/d7aBqMas89R5SQwPfa3kyejPXcKoPXH3+g+Fl2Ij4eaUhefFGuiLOZMxFyHCyiZVMn07o11iS76N8/uOgLPeWungxRsSKKhs2alXVtCtY4ZcbT07uIsiznFVn58kukq+Ihs/N2GgjkXKZpcOrZtQtzqVgxfQcOmWnUCLWHnISR8xNjcISIiQk8vninCTHKP/9AZyaLMdapKMWvDfhTYBUtCgvSXXdZO5GcHFIzcyaUv05g8GAoC0Vw6xYW5Pfek6+qdunSyNccDHqbVenS1vTRF8uWBedJdeQIhPYHHkBOrg0b5PEYlK3wn5E8UUYt1RERvvPTOUGQ9Ecwh7D33pMrPNkIvg6smzYhpOuDD6xXmBHB+LFypf7fr1xBiOU770CxXqEC/r10Kf7mVDZsgFJ7/XrRPdHnwgUo5nnNa39KCp6KX02Dkq1xY6TTsRI78u0tXkzUrRu/6zkFTSMaMQJpOo4dE90bcP48ZKBg5Yrt2+ExpQiekiX5FtcKxODBxr2z9RR48+ahiKYv2alcOX5yqd76Y9TT0/0jopid00hPxxzm6Q3O66yod1676y6Mt3z54BjToAHR66/7rrXAGF7fsCFr9KQs0XyffUb00Udi2g4Vfzooz7k4cSKi3l58kej4cf3r9erF12gQDC1bEs2ebX074YxS/NpAIAVWQgIsLVYqZp3s8fv330j34ARatULleLtJTcUhc/hw+9sORGIijBvBIkMY+9atoeV2S0yE4P3447BQfvUV0c2b/PsXDLKtAXrrYt68yKHcpg2ExUBWas+Dg1ONWzyYOhWpSZyC3vwuWtRej4ovv0QOVqOcPo2DV4cOUJzWqgXv4BUrfBf1lOXA4tmPMmWQfmfbNjF9CQaeRmu9MbdkifniZZ7RFPnzI1VAUpK5axrBjnX966+RCiW7snQp5rosOXJr1ybauze4z8THY21VBMfZszD22YU733iuXMb2Cz05KjJS32DOUyaKi8N6V6WKMQWibHKo0zhxApEwstUW0dunc+eGgdzb0KA3DooXJ3rqKehHBg4k2r1brrQQ+/Zh/XUSemuEO9+v55xNT0e0QfHiqB2QnJxZdqxYkahAAUQXi3AwO3AA8qvVBvVwRil+bUBv0YqOzniP1ZuhDEq0ULl1S2zBNCN4hqNXrmzvhqRpCP1r104e71JP9u4lqlcvtM9alRPRKOfP43maYfduPJ+iRVFEbft2Pn0LFtm8/v0JimvXEv32m74y19uAFhOjDhRr1yIs3inoCaPVq9vbjy++QJ7fUBSzmobce1OmwOhXuDDWuiFD8DwWLZLjwCKbt38wWJGLsGZNrC1582LtiI2FYi9URN5fO9b14cOJJk3idz0n8t9/OHBOny66J1hfxo8P/nNlytjruRoOuFww8tnVlvc6F2gd8Tf/rZSJPNM15M9vfK2z2skpOzBzJhxSZKopEuxYC6STOHOGaMIEGNajorKOF1Gyvaah+CevXMt2EKxXPhGU9W++mZGSQybZsXNnos8/F9e+01GKX5vwVmDVrJnZM3TxYusVs6KVaGYoWTL4VAF2Idoa+cUXRPXr2+NdFArBpkuQibQ0CLU8iI3FobFWLaK6dYm++w5eOHYhm2LUSH/0lIPu93muYXrKFyetc2a4cAHWeKcggyGCd5h8ejoURJ99RtSkie9wRhFzTra5HwxWzeu0NISeHjmCQ0758qFfS+T9taPtnj0RwZLduXCB6NFHcT9EFvj555/Qiu29+KLz8lOKpl8//QK/vAllLvv7jFUOP6GceTQN8q8vT2Q71kpZIm94oGmYy2+/Lc93CmWsGdVJyGYs6NrVeWnVpk3z7eEbiAcflEOG9eTMGSikRUfROhWl+BXE4sVEr72W8f8vv4TyzqmKWatp0kRegVXkoe/HH6HskdmLY9w4otGjRfcidEqU4FvcRdNwcOvYEV7A772H8BWrkc3r30h/gu2zpyAZGWltUUjZDhKahvD9lBR72w31PsigjLS6D748VUQcWGRQspvBc17fdRe/tAMTJqB+wNmzyOMaKiLvrx0Gr9deI1q1it/1nExiIjxAGzUS54ywdCk8LaOigltz+/WTw2PZSTzxBNGOHfa0Fco6EshpyAqHHyP7pqdcUK0aUcOGuJczZ9ovh4p2zrECvfsoWvlrhQ5DBlnRk2XLkIrOSfzzD9Hzzwf/OVllx379snf6KTMoxa8gkpKQv7JKFQhvuXIpgcwf/frBYiUjohbG7duhlDx0yNp2zNK5c+a0Jk7jsceI9u+35trXriGhfsWKyGu1eDFyKlmFy4VQesbkMC4ZERRDFSbffx8GNSuQ9SDxyCP2GBHcmLkPep+dMcP6fruxWjEry4FFln7wYP165NjjEeZ67RqMb7t3E9WpE/p1RN9fzzUyTx6iTz/le/1nnhGXokhGNA2pFipWtHe9JTIXpfDddzA0K4yRnAxjql3e3ZUqBe9d99VX8P6202ko0JlHzxi1eHHG3+3sr+j12QrC8TvpIZvTyu3bKDqbliam/VBYvjy0yFtZx9m1a/D6vXhRbD+cSAQREVPYTkwMY61aZX3d5WKsZUv7+yM733/P2PbtjH35peieZObGDcbKlmXs5s3Mr0dEMFajBmM7d1rT7tmzjNWvj/vy5JPWtMGLJ59k7JtvGKteXXRPQuPVVxnr1o2xRo2sa4OIsbVrGZs6lbF//mGsQwfGunZlrFQpa9qrXJmx339nrFgxa64vA1u2MNavH2MbNwb/2ZgYxkaMYOzwYcYqVGBs2LDM63LNmozt2YPn5iYiAu+NjmZM0xhLTzf2m+d7Bw5krE4dxpo1s64Pnp/56y/G4uMz37tg1r6YGMZGjmTs0CHGKlZk7KmnGFu9mrH16xkrWDD45xYMRGjj2rXMr/Ncu733+YgItBsTw1iLFuavH2w/3O2L6gcvGjdmrEsXxl55xfy1unRhLG9exv79l7FNm0K7hvf9dVOqFGMTJ9or061cydjo0Yxt2ID+8KBWLcZ++omxkiX5XC9c+OUXxnr0YOzbbxl7/nl72tTbe4ysWVu2MDZkCNZYhX9iYrCfHj/OWLVqWWUA3ly+zNhDDzF2/rzxdToujrEqVTDXS5e2rm/e+BqDjEHG373b3Bi1gjvuYCwpKevrefIwlphof394EI7fyR9uWXHvXshtU6aIlV0aNmRs1CjGHntMXB+CYdo0xk6dYmzMmOA+J7PsOHo01suvvxbbD6ehFL+CkG1jlJ1t2xgbMICxP/8U3ZMMVq6E0P/YY4wtXGjtwuipiCpXDgLfiBFQEMpO0aIQnu+4Q3RPgicmBkrfW7egLLVa+GeMsQsXGJs1Cz9VqzLWvTsUHTlz8mujTRvGOnZkrEkTfteUDSIYZTZtCk7BrSfofP89FB+7djH2wQdQgHoTEcHYE0/gWeXIof/b39/MvHf8ePz7o4/4XDfQe+rVYywlJet9MHP4mDIFY//PPxm7997QrmGEUaMYW7CAsf37rV+7336bsdhYHNKHDRMjMMfEQOlz4ADkDFH94MH27Yy1bw8Zyuy6uGMHY7Vr4yD3xx+hXycmhrG+fXG4cuMeT3Ya9IlgbP3oI37re/HikD3uvJPP9cKJffsYa96csXffZey99/gp2/Uwo/C5fRsyxZkz1vQtXNCTAayax7GxjD39NIxQhQplNob6W6dHjWLs0iX7HWL07s+DD8LQXrasXErJcDtvEzFWogRj585lft3J38kop04x1qABY0eOMBYZKa4f48fD6WHECHF9CIbhwxnLn5+x3r2D/6y3g4YssmN8PGTqtWux5igMItbhOPsia94UWYmLQ2iFDNy+nZFU3537y8rQJSdXZL95E4X5nAjvwk/BkpZG9NNPRC+8gGrco0bxqyQ7ahTRmDF8riUz/fqh+GEw6BWUi4wkatoUeaVKlpQz/GnZMuSOtgurwsA+/ZToySeJEhKC+5zRfMMzZqDI4s2b9oSdDhhgbwoLfxQrxjdnuShateJXYCVHDqK8ec1fR5awyA0biB56iE86DE1DWjKFPleuINy+SxdrUzURmRtjLldouYGzG3bO4+Rk5IseNiy4z4kOdfa1b86aRVS2LApl+jrfipKP9M5QjRsjZ7fseMo1VauiwGS1anKlP7CTV14hWrhQbB9270aRbjsJtp6G5/vz5yfq29eeftpJ165E990nT60VJ6AUv4KQ5YDgJMqWhYAtkrVrUeXyo4+Qp9kOnDpWXC6icuVwqHbigizTfT9+nGjQIAj6rVtjHGpa6Nf75RfnFScIha1bkaM5EJpGtHcv8jbmyBHYKCdbzjE3Bw4gz69dWFVYStOIPvgAlauNFqszmm/Y5cLBlJcRxQijRmFsycCLLyJPrtPZtw97MY99uGtXjBWz6Bn0o6LMXztYGjcmWrLE3DVcrgwFgxP3cDtJTsY4ql+f6PJl69oJde8Rbch2ElY75rgVMlFRRPfeS/Tss8HLcwMGyFnc6M8/ie6+2/f9GzBAXL/ciuqoKBjxJ00i6tkTBrIjR8T1KxB6MtbSpXyM1rIVKTbCxo1QfotE01Bjx8q13hO9cRAZ6fu5yegwxnusqT0tNJTiVxB6A1a04kBmmjYlWrdOTNvx8SiKUakSqmPaiZFCCrJt3LIWvwoGvfueOzf+LuK+JyXB0t2gAVHlyhBevSuLG+nXjBkQgGUaM1agafCWPnUq699iY1HwoFs3olKliP73PxykHnzQmMLf7gIlRkhJQTEaM0aBYPG8D2XKYFzyaF/TiN56C4qUQOM5Ph5GpkDPbd06POujR833Lxi+/ppo8GB729RjyJDgveBlpUMH3Fuz/PQTxsu5c+auoxctkCcP0V9/me9nMGzfDnkl1MJU4bCH242modhWuXLwCLNKRvBUyBvde2QyZMuOlffKjELGU2GcKxfR3Lnm+2MFFStmXQNlGmvffouIESIYx4oXN28kswq9PaVIEaLPPsP+N3Mm0bx5GB8rVhD98QfR5s1E//2HwtTHjxOdP0904wY8nN3ymVPXeE2DvG73Wdybzp2JfvjBnrb0xoHnc5s6FdE+8+ZhfMg0B60Ya2pPCw2l+BXI0KFE99xDlDMnNh4ZFAcyM2gQn0NeILyF9TFjcIDq0wcKBrvxF3repElwi6ldyspwWJD1vkNUFCrAixaY9u0j6tULVenffBPerdHRgfuV3aykzZvjHuXJQ1ShAlIhPPMMUeHC8J6eMyez96es3rxGqVjRXm9WTzSNqF49olWr+Fxv6VLfY7V/f6Lhw4latoT3bpEigT21d+yAh8Z///HpWzDMmwfvIhlYtgwK03Dg+HGkXYmLM3ed5csxVoINt/ZGb+0YMQLz8p13cPi2i1dfRfh1KITDHi6K1auJChSwVkZISCB64AHj71fp5YxjpWNOqPNKRg8+PWQfa2lpMJxs3oz/HzlCVLs20bvv2hfJaRS9e5krFyKJhgxBSrOePZFqpl07KLVffBFy7uOPQ0lapQqiZh94AGtTvny+ZSanrPFz5xK1bSu2D9HRRG+8YW0bSUlQ5ubK5XsceM+vpk2JevTQf7+oOWiFPCH7OiMrSvErEHeezS1b7A3PdSrz5hF1725tG3rC1YgR1rYbTJ/cv7/7DqH/RjduO6274bAg692v6GgoG2QRmOLiYPGvUwf315eRoFAhhJpPny5vflormD/f9zgcNcq/J5yM3rxGcLlgTNQL/7KDP/9E7jMeXr96Rq98+Yg+/5xozZqMHIf+BMtjx+Dpu3at+T6Fws8/40AmAydP4tAbLvToQTR2rLlrLF6MA1OJEuZztOqtHYmJOKSXKoX27PDKP3AAXvihKDPCYQ8XidVej6mpRAULGn+/UuQHh8sFg2KuXHxlgFDnlZOenxP6umIF0oC51+HEROwl//uf/RFB/rDyXjp5jU9Kwn599qy4Pty8CacSHrn03cTFEf3+O2SFBg2wxj//PNYiPY9fX89NtjloxViT7Ts6BaX4FcjLLyMkQ9OIqldHaJhCnx07UPDHSmRdSPQOk8EspnZ+N1nvY7DwuO92kju3737lykU0ejTRwIGIMJCx7zzQNCg7Jk5E3jxf39WJ49AIMnlyN2yI8HmzBDPP/BnIKlQQ6xm1YQMUizKgaTAEBVs4T1bOn4cB1Iwn7dy5RL17w0PW6qIx+/cjfckLLxCdOGFtW0SIBpk8OfjPhcseLgqrZQRNQ8Eeo1iVjz2c+eYb/il6Qp1XssqcvnBC1JSmQU6Jjs78+uLFiMBdulRMv7yx8l46fY0fMQL1dkRSvz6c97wxGl178yaMEAMHwhBRqBBRs2ZI47F1a4aDit76rffcvM8D7h9Rebb1nDjKlQv9miplamgoxa8gNA2HlZs38f/Jk5FDVqFPYiKsX1Z6yugJV5GRfK16vAhm47ZTcHSC4GcGWQUmX3mdGIOXr9vrS9a+h0p8PIrV9eiBULaaNZEWZsMGpOVwymHJLDI9182b0a7ZNTPY7+RywcMxRw68Z948FG+ZPt1cP8yye7f1RstgeOYZ34cVpzJgADxkQmXGDFxj/XqExlpNejryTBYvTjRhAg53VqVhOnkSnlGxscF9TikKzWHHepwvX3Dv9zRkP/ggHw/3cGb+fIT/8yTUeSXT/m4EJ0RNbd8Oj83q1TOvu0eOQG7o2VOO1A9W3UunK84uXoTxq1o1cfVKRo/OGhHsL7r26lWk23r/faQXKVqU6JVXiL78kmjXLv8ys3scREYaO1/37y+PM4jeWCtVCun4Dh4M7brTpmXUq5F1nZENpfgVxJkzKILj5to15N5JTOTbjoyFv8xQoYK1+Sv1hKu774Zlavx4oitXrGs/WPQ2mDFjsr63SpXAVkJeHD0KJb177IXbgiybYlvTUJisQgXf/XriCRiaBg4kmjJFrr4Hi6YRHTqEwnbPPQcLeatWSHfhHfbltMOSGWTzCGrSxLzXTCjzbO5cGFETE4mefprok0/M9YEHp07JNeb690chkHDh6lUcAKtUCU3W+eorKI7d0Vc7dljW1UxcvEj0+utEpUvrHxR50Ls30aefBv85T4VDuXLYQ2RQhDgBO5QqwSp+venSBbnSFb5ZsQLzkzee86p0afwEOvvJJnOGA/4UdImJSC0oW+oH3gwfTpQ3rzPPaTIUp9uxg+jRRzO/5q/Ia4kSWFOmT0d0YqiObEaMAbKdf3r2RH5pzz6npRHNno01sHv3jNRtRpk9G04/CuMoxa8gXC4UGfKkbVu+YYYyLIq8adEC+W+swp9wdfgwUd++sNC1b48q3Xbk6TPSZ88NYMwYbC5jxmQoXqtVQ799fbePP+bfp+7dEW4fzrhc2Kxy5hQrMGkarMcNG8KrS08guHgRY6JsWaJatdD3qChnCHvx8TiE9ewJBUT16lBir1tHlJKi/7ns5LXmrvIui5D3779QxKWlmbtOMN4uLhfWuVy5kOu4SRM51uibN+HZIAsLFxK9/bboXvDDbJqTzz7LUIxOnw6FmJ2UKWNu7gYy8F+8CMeCa9fM9bNbN/MF8LITLheUKrlzW7PPmlX8Xr+OdWnfPi7dCTv++gspWazm+eczFCL+jFYuF56XaJkzXDCiGFu0COcp75QQ4cKgQURffCG6F6Ehg2LTHb199WrGa3pOGLlzYxzZ5YwnmzPIa6/B29kXCQnwni5WjGjkSOMFezt0kCcti1NQil+bcQvoOXNigHtO+j/+QAgmL2RYFHnz8cfw9LOSQIqGhASiOXNQkK9mTYQaBBtGaTVjxvhWePXvn/m7TZ4MoWb7dn5tX7qEQ6bZe+IEb/UlS3AYFkVaGhQ4L75oPGdnWhqUqE2bQvk7ciTRuXPW9jMUjhxB+FPjxvDqbdEC4dFnzgR3Hc/5nD8/0Z13yj2mQkHTkGtMNo+ghx/G+mLH/dbLaSbDM05Px8FeFg4ehCdTuGBW1vn0Uyh/iXDgKFrUvJI0GMwc0Iwa+D/6CId8M1y/jrRBBw6Yu052okULGCitoEAB8+l0oqORW1LGVGai2b+fqF49a9sIxmjlcmE/zZkzvOQXURhddw8fhrNEr17hF/FQpw7R3r2iexEasig2O3XK7LSn5/HrrjlilzOeTDqg1FSiwoWJbt/2/77LlxGhVKoUznt6abDcrzEGBxO1FhpHKX5tJJCAnp4Ob7bjx/m0J8uiyJNFi+TyVNq+Hd5BRYogF5j3BipKeRnMgr9+PRSAvArNfPyx+YIYTvFWnz8fXqgiSE0leuMN5IcKNU/fqVN4XiVKIF3CmjXiDoAJCUQrV2LTL18eHqz9+xP9+SefPIQyFT/jzSefwGtoyRJ58urZfb9lEnJ9kT+/PMqVpUtxCImKCg8FgllZZ8gQpHtw89JLUP7atW+bGbvVqhn77PXrcDYwmypr0SLkq5ZlLMtO27ZEv/1mzbWLFDGviNI05Fj8+uvgPucEw7xZzp/PnJLPCvSURKVKIT+3O2LFKTKxk6hc2XikhTv1Q506RMeO2d5VS7h6FXuCDFFRoeBW/ImW+RYvhuepG725WqyYvf2VKT3M5s1IvWaUI0dwti1Rwvd3UGth6CjFr40YEe4//ZRf6L3sB+FQ2LPHegt8KNy4Ae/EKlXgebdgAQ5IohanYA/Cixah72a9nGJj4e176ZK561g5dnkeWObMIerTx3yfgiUpCZ5EHTtmVH01Q0oKlEENGyJP8OefZw5dsopjx3DgfOEFePW+/DJCrU+d4t9WOK6HRFD2VquWUShUFuy+37IbOkuWJLp1S3QvwtMAYnasDRgA7xIiMfcn2ANaXBzm/Suv+B7zeuN+zBjzxao0DSlUZs40d53swptvEi1fbs21ixfnE2127hy8hytXNiYXZRclZGIiDEBWordv5chBVLUqvOSefx7yUTjKL6LYswf3NljF2MKFUEaFw1hfsgRpC53Kd9/Jodi8fh3nXk9jqK/IYREyqixFFocMQY2kYClXTl/G8XUfw2FeWo1S/NqIkUl/9iwOiDyUOXoHmMcfR85MJ5KcTHT//fJaKDUNYX2vvYY8k6KskaEchD/7DEXAzBQY/OILonfeCf3zbqzaIHkfWGbOhFeq1Xgqq6tVQ9hZ9+7WeF0dPIicwQ88ACs2z1zWiYlEq1ZBWV6hAowNH3yANDdWVxeXXTEYClu3Yr/gFSXCE7vvt+yK/Ro1iE6fFt0L+e9TKJgtpNW7N4oCpqT4PmjYcX9crgyPoIgIePx57kvx8QjLb90aCovXX4dC0ajHLxEUxiVKmF8vjh+HojDUYnrZiXfegUeYFZQpA6cDswRr7AjHNUSP++6z9vqB7mVcHNGmTb7PE06XX0Sxfj3WwTVrQlOMHTqE9/bu7ezUD2+/jX3PabjPQ+5aDqVKiVds1qsXOGVidlo3valTh2j37uA/p3eO8PejZBH/KMWvjRid9C+9RPTLL+bbS0nBQaJcuYxFMTqaqF8/5PcLNlemLFSp4oy+R0XpL0x25bsMxhKqaRBkXn01NIViSgpSRhw5Enq/3birnPPeIHlvvFOnEn34obk+BUKvQJnVxSZ85bIOlJ/JF8ePE33zDda1QoWImjXDfTt5knuX/RJuQtfp05gnGzeK7olv7L7fMoW1+aJ+fXgZiSYcDSBEkGvy5w/uABgbi8O/+x7cfz887UTcHz3l24ABRG3aQNnbpg2+l2c+92DH/VdfZS0szKuv6sCVlT59iL7/3pprV6iAnIhm0Vury5ZF9NrkyUjf1bUr0kL4Sk3AGGTecKNwYXPOEIEwOn/DTX4RhbtAntm6JgkJqO9Rt66chncjlCmDdCZOQtZog08+ySgQq4fsMqpVXLoEQ0soDkR6qXD0ftSaGBil+LURvUk/f37m9y1fDuHKTDtua9h99/leEOfMweb399+htyOKV1+1LmcaT/wtWHaFjwZryU5LI2rZkqhv3+BTIsydi2djlu++Q+46X8pOsxukntIj1APLV18RDR1qrk+BkEHg/+8/HPqKFoWn8a5deN3XGElKgjLl/feJKlXCT9++eE2kd0Q4CV2xsfD6ltlbQ8T9liWszRcvvSSHkl6G9YQ3LhciFHLl8r9XXb6MMfH++/BAKVwYhijGUPwsJUXc/dGTF+69F2l4/EVpucd97txEd9/tf9wnJUGht28f3746fQxZxaBBSF9kBVWr8inM6i/dQPfuRMOGwXi7ZAki2ipU8D1Wc+VCodnvvrO3OKKVVKpEdPGitW0Y2bfCSX4RxZQpRBUr8s3Ru2ABlFpOew5Hj2L9cBqy7j3btiGaOhDuuR4RgbHotHETDO7zYWQkjPKh6Dv01j1/P053YrAapfi1Ge8NvlUrVIT0JCUFG0koRTiCsYb9/TeUv1Z5I1jF8OEZFbhlRs9TU6bNyhcJCdiQgrGqahpCTrdtC71dTSMaNQr35Pz5zHOlUCGiRx81n9pA73AdGYk0FxMmIIzLG72qokWLBlY2mEUmD71bt3AArFZNf4zccw+UXN98I58nhOeYqlEDaRI2bBDdq+BIT0cu5I8+Et2TwHgqpO68M7yF3EC0a8cnkscsZtMiyIbe94mOxvrz/fcIaa1UCR7yb7yB6IV9+zL2kzZtMozJohQsPNb5lBSiggUDG9jmzIGBN1jS0ohWrxbnFe1Ehg+Hx6wV1KrFJ3ImWGWK3hxZsgTz6O23YYhp1AhzzWrFqZU8+ijRgQOiewFkNmzKjKahdk7duubrj/jCnfrhvfesT1nGi6lTxdQnMYvePpk7t9h+padjzbt+3dj7e/SQ23HDLDw9s32tey6X77Egq15FJpTiVzApKfA8Wbo08+uDBhGNHRv89YIV4M6cQdqHfv0g1DuBpUtRMMMJuBcsp1mmqlQJvKB6KkNLlyaqXj309tLTiXr1InrqKd9FqtLToUxs08ZcYTa9zSg6GvlSBw/G96hYESG2mzZhvAWyOFrpwS2jhVvTiB580Pd9MDMO7Ob334lq15Z/7fOcawUL8jGC2ImmwcjotLBCnrz7btboHlEMGoRooHBQIPgz5lWrhhyr8+f7z6/cogXR2rUZ/xehYOG1zjdujByW/khLQyGvrVsDX0/TYNDt0wfFxBo3hmOCbHuSrIwdSzRunDXXrlOHT2qtUIwdgeZIWhrmVM+eGC9PPkk0aZIcec6DoXFjZ0ZGKkBqKtFbb+E58iiEqEdCAqLinJL6oVUrohUrRPciePT2yagoeNzOmhVaSjoetG8P45cRvv0WkZDhih3nVhUFERpK8SsBhw5BMDp7NuO1w4eJypc3nhPl5El4wep5l/pTMMbHoxhZkybWVYYPNm2APw4cIHr4YX594433d/3iC+dZpvxZVePj9b2ZQ3muSUkoWPPKK/5zqc2dy8eC6M7x5b6GdxEdIghukycTNWyoX1TDrucpq4eeTJ7IZmjeXO4K9Tznmkjeew+hltmVjz6S5/sPGED09deie8EHHul7mjQRr9zhdYgZNw5epoGIjiZ67jn9vx87hryFlSpBmTF5cobnpjpwGWfSJKIRI/hf1+VCFEXu3Hwijqw0dqSno0jsBx8gr+jDD6PCO8+Qe6to25Zo5UrRvVCEQlwcUo906AAnKzuYPx/n+WXL7GkvFNLSkObISkW4VfjzJN28mahzZ6QKfPNNpNaysxD8ggXGndK2bSN6+mlr+yMSu86HKgoieJTiVxKmTSN65pnMXlxPPYV8Wnq4lb2PPALvu4EDoSwOxcqiaUhMXqUKlM484Z2MPTUVFaVl9HjTU9K0aOGsg5KeF9Xdd0Ng8FW4LhjFp1s5HhVFdNddsMYH8rrkZUEMtjCNvyJ9dik9lywhypkTfZFlc5PREzkUjh7FelK1qpwV6sPlPm/YgNDf7Mq4cUSjR4vuBXj8caIdO0T3gg885kfDhshjLhoeh5itW4kaNAj8vuhoojvugGe0e827cgUpeh57DEWBhw3znfqIV1+zA1On8k/L4+TiepqGwloffYTIqlq1YGDYv190z3zTvTsUOqHA0+FFYQzPs8Udd+DsZafyj4jo4EH0oU8fosWLM4+B/v3Fj4ktW+CB71QC7T2xscgz/sQTWGPGjrUn2uzKFUTFGBlviYmI3rN7bNpFuJxbwhGl+JUETUORkYkTM16bNw95AT3xpezdvj1j8TDribF8OayVa9bw+V5E1iwA1asTnTjBq4f88PddnXRQ8jeONE1fGWpE8RmqB6OeBTFnThxijW7swY5Ho1VFrfT4dRdTkenwEC5eX7IfosPFszotjahYMaKrV0X3RAzTp2O/Fk1SEg4csqc3MQqPdejxx80VO5OJ1FQ8X3/RM3r3LF8+hOb/849zD6SyKdtmzw49pNfXd4mLy4hYcvqhWtOI9u6FR3SNGkg/8vHHMEqZGX88x8CHH4YWqcHb4UURGJmioxISYOj21R/RY2LUKBhbsgOHDiG1VYkSSBe4bFmG97cVe8UjjxDt3GnsvbLqMXigNxeddj4MR5TiVyIuXya6/3547ebJg/x0992HRcSfstcbswrG3bvh7TF5cmaFstEF8tYt5Jj74gvkvNFTmkVGZk2Eb7Sdtm3lKJTjTbgoaYj8jyMzyvxQP6v3ueLFEcpVrhzCCN94A4L6zp1ZlRsuV/DpUIxUFbVK6Sn74cFJxgw9ZLdMG8m37RS6doUiJDuyaBHyzYpm82aiZ58V3Qu+mF2H/vc/Z4SdG8HlIsqbN7MnrxtNw/fUUxzWqCGs21yQcb9cuBCFfIJF77vce2/4Ftc7cgTeeXXr4qzTv3/wRgjeY2D8+NAiNWSXK2SClwKuQgW5ZCUjTiMi+vfUU5hX2YnUVKKff4YHeLFicLSzYq8YPpxozBhj7+3QwZlnJqN4FnfOkye8v6uTUIpfifD2PPP8GTgQOWHs8sK4fBmhIF26wFvBV59cLrxv1SosdK1bQ/lWvDgsa0OHwrpWqZJvAeiee5A24PXXUUBr3jzjC/Gnn1pXMMMM2UXY698/dMVnqMpxI55dFy9izPXrR1SvHjyfnn0WIatDh4YufOlVFWUMhzCrlJ7ZZTyJRGZjTVISvKACjXun8NtvRE2biu6FGFauRHFK0YwfbywHrBlk87oMRLVqmWssOBW96IWXXkL6h4IFsXeEq+JQxv1y2TIUlwoWve9So4ac35M3p07BeeSJJ4hKliTq3RsOJXalBHMzYwbk3WDJndv3HMuRA/LoqlX+a6o4bQ0NFbOK+ps3kSqxbt3QatxYiZ5sKbJ/cXFEhQpBEZpduXSJqGhRa5Tw//xjPI3Gm2/iWQSa46GsBbKtHxUqhK93s9NQil+J0BNY8uQRE3aXnAylmd5mFRlJVLYsinKNHo2Drbv4hyf+FHa3byN/adu2CNk3uhAvWwZvYtnQC2+YMyf068m0eLv75Gs8DBhg7PNmBPNgPbsSE+HhNn48DA3+hK9QFGmMIT+xVcislAwX3IpV2Q7RmoZUP927I5WJ0z2ribCnFC4sruqySP7+G0XERNOsGd9UTt7I6HUZiPLlkZ/P6eh5mBUvDseBpCT998mw5plFxv1y5Uo4NwSLv+8SLmmWjHL+PKK4nnkG3nrduhGtXu27YBfPMeByQemcM6dx+Ts5mWjwYCh+fc2xcuWIJkwgatmS6IEHUFugSxeiWbOQ5zg93ZlraKiEshZpGurftG8PBd477yC3uWzrWo0agZW+dvfv11/h9ZrdsWqvSEtDcTl/Rh0i4ynm9NYCf7miZVw/+vUj+vJLce0rMlCKX4nQW4giIiC0i8DfxhVM1WwjCrtg8sYeOUJUu3ao38pavL/rW2/B2nXgQPDXkW3xJjIvXOkpx32FpvIkMlJ/foVyYPL0+LWq37IJsuHG+fM4fMl4iB4xAkaFcPPMaNcOBU+yG/v3IwpBJJpmveLdiWtWiRLOrHDujdHDrJ5ssWSJmH7zQk/xXamSmP64XHCOCEVGCDSPwiHNUihcuQIl6QsvQMHSqRNCuN1GDV75j0ORv3ftQrG6Ll2IfvghsFyhafCCW7CAqFcvojp14AGYN694BaFdBHPuO3sW+WnLl0cEw9y5RPHxGX+XzSDiHRnp65na3b++fUPLWR1uVK9u3Rx7/fXAa73e+l6mDNaDKVMw1gsW1B833r+jo1EHqnRp+daP7F7cWSaU4lci/OUwFZUb0F+oitlFxNubtUgR44tVWhpR/vzOKVDzyy84XA4d6t+DNy0NyeiXLIEAKNviTcTHUuo+tHgrY61SbvtLoxLK/bSrIJhsgmw4cfkyvG1mzZLvED1/PtaHW7fE9sMKYmKIXntNdC/s59w55GsWycGDRA89ZG0bZgp/iqJQId/eg04jGKW795r3xBMIa3cyekblnDnhYempJLK7L8HKCHoyhui9SSZu3kSKuObNYdB64gl9OW/IkOCurTeXqlfH3z3PL9Wro7ZEqVKZa4+EIlfEx+uniZB5DQ0FTcM5ztd3LV4cRu/Fi3Ffc+TAeaFlSzj+6CGTLOfPccq9Ltvdv+rViQ4ftrdN2UhPJ6pf37qz1Q8/wPjjD71zdI4cyAn/0UeIDMiVy7/xwHufq15dzlROqanGPKEV1qMUvxKhJyjOm4dwFjuFVjf+ktObWSD1BPRgFuKHHvIvAMjG55/7/n5vv43QtUcfJSpQAIVm3npLf8EXLfz5EmZCVUjb5R3mTwAzmqJCRL+JMgTZnDmxcaqDn3muXYNnzjffiO5JVjZtwkHn1CnRPbGG+Hgc0hMTRffEXuLjEaYsklmziHr2tObasbEoCOtLaSGDwdIf+fOLSafFGzOGwkOH4Cnk9HnpcmX1+nTfh8KF4R1qBzxkBJcLKapy5/5/7J13dBRVG4eHEmL5bFSBQOi9CBZEkaIgKkpvYqUoXaWjooA0EUG6IL1KW0CxISoiTUCQKr33HkoSUnbe74/f2ZPNZmZ3yr1z72z2OSdHSXZn7szcufftr3gjluzcuoWyDFoyXoECCLzYvt348UIFvWjpL1ZLugXixqwJs6gqok+rVNFes7SepSxZj0YJNocGDSK6di30MViW+zt/Hmt8OOx1VlFVBNI1b44AKx5OgosXMX+D3Wej77iRBoG+H18Wtqzrx5tvoslxBLFEDL+SoeetfPttojlzxIxHS8CxYizzR29hio01vhC/8QbRypX2xuEkegt4njyI8Nu3L31at97n77pLbM3fRYu054SVTdOp6DC9Mg8+Id4sImoJ7t4tb3kTNxEXh0Ygo0eLHklGjhyBwLh1q+iR8KVZM6Lvvxc9CmfxRTeJwKc8ZsuG+cVy3zh7lqh/fxhXOnUimjBBW5FftozdOVkj6rnwwE7EW4cORGPG8BqZc+jJTjlyoMZq48b8HWusZIQ33nDOWO12gt3zP/+EfmG0wVCw5nrFivF1bmWGTK+BA4lq1yZKSEhbs6KjEelbqhSyY7T6cshgwDKK3jr04INYgwoXRmp/s2bok/PLL8hE88G63N/8+aEjUcMZVUX5jRdeQC1unjz2GNGePfp/N/qO630u2Hsh6/qxdKm1evcR2BIx/LqEDRuQmiACHqkzLITizz9HDRy3YPaa9Yzuomv+zpiBuegT1KKjkZJilgsXiP73P2cEu2CedyvGWhEeVVWFQHzsGL9zhDu3bhE9/TTR0KGiR5KRa9fQaM4t0Sx2WLAAzszMRu7cztds5lUrftcuRHDExKAedaDC6pMZKlWCEvT55/bOxwuRBnnZOHUKz5NXDWinmtUG2+8VBRlWMTFEI0eixAePcbGK+M2Vi3//g3Ah1D1ftAgGxatXQx8rmPHECce/bw3Nnh3BIaKNNiwZNQoZjjdvYv3dsIGobVtktHXogEaoqipns0YzGDHAXbpEtHo1DL/Nm8OpUKgQUaNGyFBgqWe89Vbm7K/gY+hQ6K5OZE9/8gmaigfDqG0l8HN9+4aeV/7rh69Miug95OZNzOlwKKvlZiKGX5egqmhQceCA6JGwgYVQvGoV0auvchsic6xcs/+CryUEOe399noxD3fuTD/GZ581lz70+++Ivmjf3hnPJOuIX1Ee1Q8/tGZkj4DIkjp10HFbNpKSMLZQgmK4EBcHJS+zCYDFixszOrCEpZNKVRGVVK8enBTTphkrDXDtGiIt160zf07eJCVhLkYAPXrAkM8aJ5vVBkuP9c39ixdhCClUiM+47NbodaqPQDhhRC4bPRq1gI2sW3qGGScd/+fOITLULf1MtPB3rBQsiHID+/fD8VKmDJ7HzJkZG2zKmrJuBiuBU9euQUdiWe5PVeHsunzZ/HfDgXHj4IB2qm/Gxo3Qi3lhZF7JuIfUr0+0dq2480eIGH5dxahRSFMIB1g0rjh+HIKBW7BrLJTB+71yJdJk/FFVourViX7+OfT3U1PR4K5UqbR6a040YwhW49fq+UQ0kdi+nahaNf7nCQcCm6888ghqyslW30xVEe3yzjtIh3ciIk4GXnyR6LffRI/CWapWdT5in8W+cecO0axZeI/q1EEDI6/X3Di2boXCf+GCue/x5sYNOCEjgEuXULbjyhW2x3W6Ln6wiF//uV+8OD+H+tKlKK8SHW1eRggHo5cIQsllqkr0/vuIrjS7hvmfw0nHf716MAS6Eb3MxVy5ELkYLJhJ1pR1p2C5Bvz3X+YtFTdzJlGFCuz3tGCkpsKhzCt7xggy7iGTJsG5HEEcEcOvi7h4Ed5S3rVpnGLiRKK777ZuOPN6ITw4nTprBzvGQtGLuM/A+8cfGf+2YQPGFywq4exZ1PRq1co5r6sPPUXQbq1qp1FVpIKdOiV6JHKjp2zIWGd0+HCiunWRgudURJwMTJtG1Lmz6FE4S506RP/+6+w57ewbV6+inFKhQqjNZqY5khYTJiAKRqbotUuX4IiMkMYnn7APMnDace3xGMuS4jmuPXuQ0m4FGRz94UpqKuqqfvCB9WM46fifPRvOYTcSrFayEfxT1nPmDJ4OH25Ocz05NjbW/HWOG0fUrx/X4UrJkiXY38+dc/7crVqJ7UMk4x5y6hScrbIF4GQmIoZfl9GsWXhsaERI+2zUyN4xHn88fMpfhIJFlLQd1q/H/dZbsBs3TutqHCiEDRiAdLWpU8Ut+B5PWlqnT3hy47vUpw/R2LGiRyE3op0kRlm8mKh8eaLr190zZlZcuoTUQ6tRV26kSRPn09ysRE0dOULUrRtR/vxEvXuzczSpKlHLlsj6kIVTp9yVOeQEcXEIMjh7lt0x9covREcjmpxHQIORuc9r3fV4sL5ly2bNEJXZ9gOnSUhAvX83NDO8cQPRgwkJokdiHlbGp1u39CMonSwj4zT+DgY7ZWlefplozRruw5WKn35C8zyjDR1ZM2sW6smLQtY95JFH0Mw+ghiyKhFcRYcOijJ9uuhRsOHcOUUpUMDeMSpUUJS9e9mMR3aaNlWUceMU5Z57FOWuuxSlUiVFWb5cUZo0ceb8I0cqSr9+ipIli/bfR4xQlMGDFeXbbxWlWTNF2bNHUe7cUZTduxVl6FBFef99RXn3Xf3vO8Hp02n/f+oUxrl8ubjxWKFZM0VZtkz0KOTm0CGIOf4QKcrBg2LGo8XffytKnz6KsmqVojz4IMYm+5hZkiePopQogfuQWXjgAUW5ccPZczZtqigeD/aLrFkVpXhxRenbV1EGDVKUu+9WlMqV09bATZuwvtSrpyhFiyrKgQOKMmqUohQqxGYsWbIoyrRpirJ4saL8+iubY9olKUlRoqNFj0IuHngA+/WQIeyO+dFHWM98+7/vv8OGKcrq1YpSqpSijBmjKLdu2T/X8uWY123aYM4XLqwvMw0cmHFcRFiTExKsn79ZM0U5c0ZRvF7IQmZlDb1xDRxobUwR0nP33Yry3XdYj3r1wnwJXA9l4f77FaVWLUX54QfRIzFPqVIZZf4sWRSldGlzx/nf/xSlQQNFWbIk498GD057PxQl7b357DNrY5aJpk0VZedORUlMVJSHHrJ2nSkpirJli6LUqMF9uNKwbp2idOqkKD/9pChFiogZwwsvYG8LlOudQm8Pee65tD1SxJrXsCH0ngiCEG15jmCO1FTUyQuHVO/Ro4mGDLF3jC+/5NOIRFYWL0bXW6fZswfpMqFSdDt1gldeRi+jrN5Ps6gqopVFpC65Bdmf9fHjeIabN+PfGzYg8k0rMiY2Vq7UeJaMH0/Uq5foUTjH++8TzZkj5tweD7rDZ8umnTlSqhTRo48SLVzIv+nerl3IADl9mu95jLB3L5oLsSQc0o7j4/GMjhxhc7zhw1HmQy89/uhRoi5dUF94wABkBFhBLz062DMITNtfuhT14KtUsRYtxmr/8XgQdZ89u3N9BDIbkye7I1p01Sr7GZIiYFmnd9MmlJsLRE92CreyKFajp9evR53ozMLWrYiO3rFD9Eiwh/z3n7jzB+5tU6ZApxC55v3zD9FTTzlzrggZiUT8uoxs2RTlrbcUZdYs0SOxD4uI37g4RInI6qlnzd69iHJ2mi+/RFREtmzBPzdwoKJcuCBn5KIbokCNkCULIpZWrBA9kjREeo+1kDlaKi5OUV5+WVG++ALv8nvvKUr79ooyYAD+HhgRlzevopQpoygTJypKfLy9c8v2nBo3xjwOfC9lGycrHnwQz99pfBGIV64gAtEf3733ehVl2zZFefVVRYmK4jueSpXwLrZujWgkkdy5g2hQVvjutX/GS7NmiDpy0zy+5x5F6d8fkeF2OXlSUSZPVpRFi9Ki13buTB95W6yYokyapCj//ot/P/KIonTrpijHj5s7V2D0n6KEjorzj6rbuVNRmjdXlNGjkZFRs6airFljbgysZI2mTXEPPv884/2KwIYpU9wRLVq/Ptbna9dEj8Qc/hkndjMVn3wSWXulS6fJBqNGaeslVqKKZcdq9PSaNYpSty6/ccnE3r1YvxctUpQqVUSPBlG/P/8s7vyBe1vHjopy3334m6g1r2pVvMeXLjlzvgjpiRh+XUjbtooye3ZGBc5t2DX8Ll+OEgI3bkDBspJO5zb27lWUihWdPefp04ryxx+K8uaboT/78MOKki9fxt/LIISxSjmTgebN5Sn3EGjokOE99Fc2oqKQIudkWRQ9UlIUpUULpCA/9BCMG3ffDWPHgAHaCtLWrUjx3LsXc/WTTxTl4kXz55bxORUqpCi5c0Mg9SHjOFkhotSDomgbwwI5e9bZMjxt26LUx8cfO3dOLViXetC71ydPum8et2+vKL/9lt7QYnT8/s6bSpWQpp0nT+jv5c2LEhMHDsAYXKcO1stdu4ydl6WD99VXsfZ27QpHndGU3YIFM/7OqqyRmhra4R7BOm4psRQVBUfp0qWiR2KeQOOTVTlsxQqUTzl0KM2p1rcvjGuKkn7/ksXRzxK9gIaGDYN/b80alG8Kd44cUZRXXlGUGTMU5amnRI8GvPiiovzyi+hRpOfIkYy/c3LNy5IF8sCPPzpzvggBiA45jmCN+vWJVq8WPQp71KqFlE+ryJ7OzYMSJYguXnT2nD17Ik3TKPPna6cSi05TZJlyJhqvF41jnJgLwdKWU1OJSpaU+z2cMgWpgKLTrlWV6J130ASxbVuMZds2c8e4eBGNsQoWRMkXMylksq6Xr79OlDdv2vOJjZVznCyYMUNMaQu9FFHR9/f2baIKFYi++875c/v44w+ipk3ZHS/YvXbbPNZrKBtqDbVSbkGPpCQ0ySlbluiFF9AcMViD2GLF2N/3q1dx7hYt0GQqGIcOEeXOzUbW8HiwNmbP7t6SITJz5oz2+yrre7pxI9Ezz4gehTiCyTD+Ke333EPUv7/o0fIhMHV/3DjITL/8ov35uDiUiwn3JrqnThEVL060cqXokaQnJYUoXz7IOrIggy7w44/QhSI4T8Tw61KWLoUQ6mZKlSK6fNn691l1i3UL8fGon+sk165BaLh2zdz3fJuKVi0/kQQKTbKMywpduxJNncr3HHrG8jZtiF58ETVDtTq1y/IeWjVcsDy/z2iePz9R1qyoYTl4sL0u9vHxqE1YsiS6Nf/5Z3BjCBFRVJR8z0nv+cg2ThZ4PFDQsmVz3oijJejL4pjbvx/1+I4dE3P+n37CesaKSpWCG9ndNI+tKog8FEuvF0p99epETzyB+bp0adr6WrEiDPgFCvBx8KamEn38MRwVhw5pf+bSJci1K1falzVE713hzn//wUnQrZt7AgJUFWM+cUL0SMRgVOfbuRP3KZSTJlzYt0/f+LtyJVHr1o4PiRl6gSf+vy9XDsEQ8+aJHase1aujN5Po4BMfenuLk2teYiKcmomJzp0zAogYfl1KUhIWOqsNMGQgZ87QxopgyOC1cpJt29AcxUmGDbMWoVaiBDa5f/5hP6YIYO1aouef53sOPYPRww8TrVtHlJAQ/DOiGxyJXCP0ot6++ordOVJTIaw99RTRY48RLVqECINAYblDBzkjEIMZJGUap130HChOOiC0zh8VJYcDbMECzN87d5w/94oViMBnxfTp4TGPN22y7tTj6ZRXVaK//iKqWlV7fZ0/n6+Dd/lyOCpWrUq/zlaoAEfcxIlszsNj7wqHpoNW8b/24sWJcuUi+vnntL+5JSBgwABzGXjhhJl3omdPot69HR+iMPSMv127Yk9yI3pyS58+2mu/jOuZrA68Pn3SGv3edRdR377Oj6FJE0T+RnCWLEREostNRLBG796okduzp+iRmOfWLTQ2OnnS+jF8tSAD6+nJUMvTKMuXoybgoUOoQTtwIOphaTF7NmqBjhvnzNgSEzGmzZsVJSbG+PfOn1eUGjXQdGHSJNQIdLJ2ZGZh2TLUIMyWDbUDg80dq9x9N2qpBXLXXZgfipLxPfR/HwN/5/FkHCORoiQnK0pCApqX+f9X63dm/nvmjPZ1+Y+fF5Uroz6t/9qUJQvqXfrXtGXFpk1oSLRxI2oAaz0PLUSul3rzS1Eyjn/SJEXp0sXZ8bHC6bmgxfLlaN5x8GDaeiHTPtm5M9ayiROdPe/ixYqybh2aj7Hg/fcV5fJlvI9a8o3s8smRI4ry4YeKsn8/1tCTJ83PWyfmu8h36sABNEvy1cX2H4PWHmcFvbUxSxbUsSxYEPJ/gQLp/z9nTm15S2+fZjVemdHTFdx47QcOoMfDnj2ZT67Wm8Naa+rt21gLVq7EfzMD//2nKC+9pChTp6IZoKKgMfCvvypK4cJixmRGx/Vx7Zqi7NsH/ebs2Yx/z54dPY5EylNGkUH2C8T3HvmPR8ReMHu2ovz9NxpsRnCOiOHXxezfj5d33z73CQAHDyrK22/DqGgHf2X27rtRMHzePCZD5I5ZQbx3b2ziHTo4M76pU7Eoz5pl7nsLFyrK2rWK8s03ivL004ry6adpzRcisMGpjduo0BJoVIqLU5RTpzIaHO+5R1GKF08zziYl4ffR0fjbvfey/e9TT4kTuowYzXlQpozxJg1RUTC6i0JvfhUurCgPPpg2n158EQrcxo0wbLgNUXPBTdy5g/2ib19FadXKufPOmYO14Kuv7B/r5ElFeeYZKOD/+1/aunjggKKoqqIsWIDmjjJy9Sqaqq1YgUaTbdsqyvffGze0+KO3P7E0eot+pypUgOztD8u9RW9tLF0astm5czCKnDuX/ufaNTSRDDQKT5gAR6hMBginkNH4YofHHlOU6dPRHDazYcaBuXKloowcCbkhayZpZe9v/C1XDg4qUY0KQ+m4N29iDfX97N2L8UdFYX395RdzTexllKdE71NaVKqEey16Pbx8WVGqVoXclFneTykQG3AcwS5PP42C/26DdUMVIpS9iIkhOn6c7XF5YTaV7/nniTZvdmZsvqZd+/aZ/267dkTffov/37AB15maynZ8mR2nShjolSsIlQqpl+qbIwfR6dOoGX3njr1SL1bG72QtK1FlJkI18vL/efBBovPn+Y4nGGaez+jRRDVriikHYJfMVpbIKkePYg8/cMCZ83k8KJnFqu5yu3b6pVyqVycqXFiONPvAEgVvvIH7MHBgxrqYVtPgp0/Hes8rfV70O8W7x4TVvUtVia5fh+y2Zg3R7NkoDeBL6+U1XpkJt34gY8bwKWMQjqVAGjbk3wtDNnxlH1q2JOrSRdw49Ep53Xcf9sKYGDSq79kTjW+3bCG6eTP497Nkwfx0izxVrlzG62cxVqPvqteLPgpz5xK99x7KwunpAyLWw6eeMt/kOoI9IoZflzNrFpQNtzF/PpoqsGbaNDQ74m1QYoFRYdS3wCsKlDQnhLElS4heecXad4sUIbpwIe3fjRtD+eBBOAqqRnBSkfFX/EuWREO3M2eCf0e0Uu6PqPp9oozOevde679vvw3he+JEcc4Zo89HVYk6dYKRyg3ruz96c2HJEtEjk4/ly6EUVqjAd11nXXvvwAHsfVrNSmSq86fnzGNdB9LjIXrzTbbHDDy+KKcekTN7HMu9S6Y92WnC7drPnUOdaZZ7tug69Lw4cQIyzsWLokfiLPv24fk9/7w4HSlYAMj166G/rzcn+/YVu/ab4emn2Y9V774sW0Z0+DACr3r1IqpViyh3bqLHHyfq3BnG9d270QhVlvXw88+JPv3U+fNmZiKGX5dz+zaitsqXd5fx64sv+DQo8HoRWbNiBftjsyY2VntTLFIk7TN6C3xsLL/nrapEjz6KaF2zHDuGuejP/v1ERYuiERhLwlVQNYJIRWbGDKInnwweeSlaKZcFEUbnYMKy1lhOnyZq1gzNtWT3vKekIELks89Ej8Q8gXOhbl2i9u3dZ8TmjVNGUtZraKtWcDw7cS6jaDlGnRpLz55EU6awPWYgIptyuW2Pc9t4WSJDF3vW1KtH9PvvbI7l8Wgb6dxsHPdn1Cii118XPQpn8Xr1Hf9O6UgVK9qfU3prvBsaMi5dSlStGhz8LMeqF0mdLRtRlSpE77yDKPft24mSkjJ+X6a9YNw43Bc32a/cTsTw63LcaPzyeOCFiori86Lv2gVDY2DKomwYMfyG6nrP43n//jvSL6wwfTpR9+4Zf9+pE9HIkfbGFUi4RXGYQfTG3akTUceOoccou2AWrli59z/9RFSiBLpAx8XxHqF1btyAQrFwoeiR2CMpiahOHSilEdJwal1nmTWxcydRqVJEycn8z2U0yyXQ2BXqh3W2yJNPEu3Zw/aYsuGmPS4xkeiBB9Ii6WUfL2s8HqSY58gRHtc+ezZR27b2jxNqnXBrOQx/kpOxVrIylLuBf/8luucecTpSSgqCsGQxMDrNpUuIyt+/n/2x9eSJ6Gjjx5Bh75IpEyozETH8uhy3Gb+cetF79eJTA4slwdJgQn2G5/OuX5/ou++sfbdNG+1o6/PnUUPwyhVbQ0tHdHT4CqpG8G3c2bIRFSjg7MadlAShTi/CLYI7SUggGjAAqfYLFiB1TMZSKidOwHFmJStBJq5dw7rIM4PDbThVxsZXPonFXvryy8EdEazkNDOOfj3Hcvbs/GXGhASivHkRdRZBDlasQGZHZua11+DgDAdu3CB6+GHt0jJmCBVcUrw4m/GKZtMmojJl3NkjwApffCGurndKClHr1ij1s3SpeAMjkfNlAVu0IPrySz7HLlmSvx3ACdxmvwoXIn30XM7Bg3hd/CES18UzFIMHo3ukDyL8+7PP2J5n0CB0Dt29m+1xWVKqVPp7oSj4d9asilKnjqL88IP2ZwJh+bx37lSUU6cU5eWXzX+XSFHWrVOUWrUy/u3hhxWlQwdFGTbM9hAVRUHn6qiojL/3db3ODDRtiuc1b56ivPIKu27pRsiRQ1GWLVOUoUMVZcsW584bgS93360oQ4Yoyq+/KsqIEYrSvDm6od+5g/82a4ZOzaKJjVWUpUsVpU0bRTl6VPRorLN2raKcPYuuxrLd42AsX64olStjvlSuzHa8sbEZf8djXW/RIuM5iBTlgQcU5cYN48fZvBl7ZqtW+p8ZODC9nOY718CB5sbsk598x/LJT++9pyizZ2NN/vlnRVm/HnNKi9TUtO/ZGUswtm9Ht+5Ip255WLIk+BzNDOTMCdkxHLj/fsjaP/xg7zj792fUIf2Jj4csoKr2ziOa6tUVpWZNRRk5UvRInOG33xSlSBFtHZOnjuT1Kkrbtlj7Z86EDLlzp6IkJuK/TuopPpYvh1zllCy7ZAnkug8+YH/sVavS1jCee7gTHDqkbb/av1/MeDILEbHMpRw5oijt2mlvxjIbv/RedNaG6v/9T1HGjFGUzp3lFVh8ymCgIXzBAkX58ENFmThRUa5eDS6UKQrb5z1qlKL06WNeYVu+XFHKlFGUc+cUpXZt7Q21Vy8Y448ftzfGPXsgxDVtin+7ffOzS/nyirJvn/PnLVBAUebPV5SGDTEGHkagCGIoXRprgJaRibWTziqPP64oY8fC6XH9uujRWEPLEaooUJZEvkvBDLs8laibNxUlIQH/z3Ndv3VLUebMUZThwxUld244EStVgjPh2WcV5dFHFeWvv0Ifh0hRPvoIzpJge2bTptj7Hnoo7VzLl5tXgvXkpwsX8BzWrMGa/OWX+sfIkgVjqVRJUe66y/pYgrFxo6I89RS740WwR0KCovzxh6I0aCB6JGIJJ8OvoijKa6/hfbdCSgocRtmzaweX3HUX1oX//lOUrVsxdy5ftjde0Xz+uaLMmKEohw+LHglf7txRlH//xf7G28nnj6oqSvv2mFtz5ihKtmx8zmMWPYcpD1n24kVF6d1bUWbNYn/948fj2Bs38t/DnUAv+C1bNsj3s2alyYMRGCI65DiCOfbvR5H6IkXQif3bb91VQ4dFsXejqCpSMGVOR/evs1OgAMbrz549RPfeG7zMA6vnffw40kO1isGHugaj6aeTJ6MchFWWLkXdpF9/TTt35cqoF50zp/1OqTKmtYciMZEoTx4xTaIiNZrCF6dS7u0yahRR7drm1y0ZCFbKR9S7FGw9V1Wky/JIz/N6iV55hWjQIP715zp0IProI/z/O+9gX/Hn779Rs7dfP/3mKJUqYd+5+26URDFCgwb2ypOYKU9hpIcAL155JXPV05QZjwele7JmdZdcw4Nx47C+hAuLF6N0S3S0uWd74QJRzZqoEWxEh1RVoq++Qu+U9eu5XIpjzJuHxqrh3FT1t9+w1xBhTsTGouwDz1ILXi+a1TZvjlIPIgnU5aKinJFlVZWoSROisWPtH8v/GipWJHrxRaKnnya6fNn+sWUhWK+arVuJ3n6bKH9+oh49iA4eTP89N+rqshAx/LqEPXvQNbp4caJvvkmvjMhQpNsojRs7a6g+fpwoJgaF1mXn4kXUewzcNIMZB1g+727drDUa0qsRVrgwGgwkJKR9NjmZqHRpon/+MXeO1FSiDz/EuY4ezfj3w4fRzdQqbmyS6E+pUqij7DSRGk3hi1ueraoSvfsu0VtvuU+ZM9K80+n7rTem++4jypdPf7x2lagBA6A08a4L+/33RI88kiZDvfkmfhfIrVswClepQrRvX3pjr1UD/ZNP2mv2snChcflJr2kTb/lQVTFPZG+umxmIOGbTM28e0XvviR4FG6w+261bYcCdNCltvzSqQ/79N3TQzz93b/1uVSV69ln0MAhX+vVLb3zcuBGGQ154vZDBGjfWb3DqFIG6XLCfXLmgd7NiwQKiZ56x/27oXcO337IZp0yEWnuuXEGt5BIliOrVI+rb1926ugxEDL+Ss2MHlKFSpYhmzRK/qNph40YUJZ8/31lD9YgR8By5gQYNiH7+Of3vnDDAXL4Mz9qNG+a/q2eYzpaNqFYtKIHFiuHaevdGVPO99xLFxekf09+jV748FPXmzfWVSVVFMxl/I7MZRBm5WHkumzSBl99pMnuDvXBGzxnSqZPokWUkORlC4dChokdiDiNKitPvUrCmo7dv6xuGS5e2fs4lSxDVwttYeOkSHJJ79qT9rlUrotWr9b/z3XdEuXMHf06h9grfOp8lC1G5ctbX+bFjMc+Nyk8iggIOHCCqWpX/eSKExi3OO6f48UdkTIYDVp7trFmI/rQTtXv1KlHDhkQvveTe6MMDB7APXLsmeiR8ePRROCt9nDpFVKECn3OpKlGXLsjykCHrKpgzPVCWbdMGwVaffQbZxg7nziHI7PBhPteQmddtIhjTf/mF6P775QiQcDMRw6+kbNkCA1nZsjCUik6dsMvt21AM//rL+XMnJcF4uG6d8+c2y6JFGUshBEuHYMXAgUT9+1v7rpFN6soVCJtTpxJ98EHa5woWJHruOUQbT55MtHYt0YwZ2kp2qHTaevXQudcMZ84QjRypLyjkyGH2bhiHZZTxxx8TjR/PfozBWLMG9yeyCYcvgYajmTOxji9ZInpkGYmLg3KzaJHokZjDd4+11iAR71L58sHHobdu5coFwdws//6L8j1amRws8aVhBnbabtQotGxQtmzo6CE9Az2rdf7OHRhteN8nu8ycSdS9u+hRRCDSd+JkyYKowB9/DO6ADyc8HkSrhkvJCzOlmJKTibp2JXriCaLTp+2fW1WJRo9G5LCd0jUiGThQTie2Xa5cgQHSP/spJQX7M2tUlej99+EEuHOH/fGN4h9Ao6fLRUVpO0EvXUIWQOHC0E+t2FpUFYbvCRPYXI9byqw5zdWrzpXtCGcihl9B6EX6bdhAVL8+ol8WL0aKezjQvTuiPUWxbh0UWhk8ksFISCB6+GGimzfT/55n5M7t26gvbLVUgBXD9IYNmPdxcUTbthHNnQvDc6NG1o2JH3+MGm6hiI+HM+X557HZ9++PiHot4/VddyFS2WxpCiOw9OouXEjUsSPzIWpy6RKiZipVQjQ9b6dEBLk4fhwKn6/Otkz46pRv3Ch6JOZxwsEXiq1bkaERahxa+9HevUjHmzjR+PkuXYIxxol6sHPmoK5loEz1wgtIYQ5GsHJLodZtVuv8lCkoSyE77duHZ0qqG9GrCV2qFIwULVpA9qtSBcaPZcv0U5/dXFfR7aW8tDC6rly4gPTz9u3ZG+c2bUI23xdfoE662fkhck4lJuI92LzZuXM6weLF2vtETExGvdIOqkrUsyf0qMREdsc1i5GsKSP77eHDRC1bIiNn5UpzZcPmzkWfCVblTyIRv2mcPImgpmefxV6VM2fk3tglYvgVgJ4QUqECUuRWrHBv/SQtfvsNRleRmwMRyj2MGCF2DEZo25Zo9mznzjd+PGoZ2sGKYbpxY+3rtOrtXLmS6LXXtP/m9RL9+Sfu7cMPw3C5Zk2aEUDvnVy2DIJUuXLw6O7YEfq6jKJ3ndmzm4/K2LmTqEYNdmMjyiiUL1uGVMGYGNR485WdcVONcda4WRm2w969iNIMZTATwd9/w6Eje2SkFr53KToa64BTjUlVFQbbIkWwTlp9py9dQgOSbt1CR84kJ8MQ60SmwsmTWLeOH8/4tzp1sH4Gw0j6qN49YhG9k5wMA8uBA8a/4zT+5SzKls08a6HMzJsXeq6qKtGhQ0TTp8NgVLQoGji+8w6+f/Kk+w2neoaU2Fj37t9GHIVbtuB5fv01v/r3V65AbzU7P2SYU2vWYH9ze0atP773NpDq1Yn++4/NOVQVtVafe856eT1WGOmTYMaBvmULShTWqGHMKXDmDGSLY8dsXUY69Op3ZwbdSlVRimvIEKwrJUogaHDDBujrMgRIuJ2I4VcAegtV0aLua04Tirg4KCzbtokeCZRS1gs0D/74A11nnSAlBc/Hv2OmU+zfjzkfKDhY9XZOm4ZoYX8h/tAhok8+wXnq1IHhUs/rHczYkZqKqNoyZWCw3rnTvtFP7zrz5oVC8uyzGK+RusuJiUR58rBbP/Q218qV3WlQ44EMiotINm+G8XfvXtEjycjSpXDWuLmG39ixztSjvHmTqHVrrDcXLtg/3p07GHf9+sHTyDt3JmrXjr/M4/Vi7Z85U/vv1auHbrim96770keDKR0sondmz0YtYlnJ7GuhbPhkk+zZ8RwKFTLnxDl1Co2KOnbEOqqVXuumKKtgEftunrP+5SsCn+2MGZAjnSjFoBVZriiQZT/+WPsnb1455lSbNmgM61YHgD+qCl1HK3uzZcvgtezNnOOjjxDhGh9v/3h2CVbOxmowiqoSrVqFgLXmzaFH6n3upZfgWGFN8+YIUsoMATWpqSgF2asXDL2PPgrD75492vJhZg42YkHE8CuAzFS/pV07ok8/FT2KNKZPR+q+zAZ2rxcC25kz/M+1YAFR06b8z6NHp06oseuPFY+enoc0f340fDpxgs14U1NRJiJ/fvtKQ7Dr9EUot2+Pzb9VK6Iffgje3LFUKevlOgKJpBqFJnKPUO6haFHtSErRfP45jJmyl/fRIzkZigdPxX33bkRnfvIJ27JSqop1t0IFbUfrlCkwuDpRF/Crr9CMSG/Pr1rVmDPYqrLRp4+96J3UVNTV3rXL2OdFEFkL5UEv9dmOMcvtTVxDRQW6ec6uWkX0xhtp/05KQrOtJ590RocgCp69Nnmy9o/PKRH4kyMH5F+nsqmmT3e/A8DH4cP6Tdx69cK1WsH/WeTLB5nBbjM0VvDce1JScM9iY1Ej++LF9PciJgb/z8OeUKGC3Bk+dklMxNrVvj1KODz7LMoPnTwpemThT8Tw6zAnThA9+GB4CByhWLUKtcNkUry9XqKnnpLfQ9SvH+pm8URVMee2bOF7nmCcP48Gb1eupP+9WSXbacWzYkU25/NdZ44cRHffrS1sJiaimVbDhtggu3XDM/MXNjwedDuNimIjJGcm55RVIvcILFkCwxSLaFGWqCpRhw4o7yKzoy8Yv/4KwySPWv+zZ6Mkxs8/sz+2jyVLcI5hw9KUpeLFEe3FykkVjH37cH69uqVEMK6fO8fn/IEOSd9P377GvlupEtb0+++X2xARWQvlgYcs5HbDvp6TPRzm7KJFaU3Kzp9Hivo77zjbbMvK/ND7zv/+R5Q7t3PGWLfPbX++/pqoRw/tv40di4Z2ZuHhSGKJE2UR4uMhw+TM6cy9OHwYxnU3Esxhc+0aAqeaN4cDoWlT1Ee+elXceDMjEcOvQ1y/DmE/JgbKqNmIRrdx5Qq8ZLt3ix5JRnbvRpTarVuiR6LP3r0wLvLkl1+QriOagQP1hRWjOK148jjfo4+GNsJfvkw0aRKi5UqVIho8GNETWoKPHWEknIRhXsTGZg4HnhG++QZOPtk6xCcno2zO8OGiR2KdJk3Y1vpNSECURfXqSOnmzciRYhTH5GQYzVeuDP654sX5KR5W11G3lU6I7BfywEM20ZuPTtTntoKW8SEwmCA21v11fz0e6JTZsiFFOm9eoqlTxYzDrE4b7DtlyzonW4WT06ppU6KfftL+27JlyMA1ixvW9pkzkZXAO/W/XDln5uWoUSin4Tb03ukOHSCH58+PQIzvvxdfGzozEzH8ciYpCZ62mBiiDz9MU4zDvUZJ69ZItZWV3r2R+iIzVaqEbjpjhzp19IUEJ7l5E1FZdmovOy2c6HXLtnO+6dPRgNAoR44QDRqEaGHWY8nMzQWMoBfJpyhIY8+MjBiB7uEy1H3z5/p1RHUuXix6JNY4dgw1Oq9fN//dQAPIhAlYF3r0CF42hiWiFMdPPoGSEYqYGH5pq1aNCm5Qtv2J7BfywGvuBOosAwbASCpbCRKjTpNgUcBucLjoySCixmpFp9X7jlOlRe7cCZ8M3NRUGP719rItW4jq1TN/XL09LDra3nhZsnMnGrLxxiknwVNPydEXySx6JXVy5yZaty68mii6mYjhlxOqijTHkiVRON6JyBpZWLwY9aV4pKey4tYtRP3KJrT6M3o0DNQ82LoVEcWypEBPnowmC1ZxutNn27bsz3f7NjyiZqPPeAkjHg/KT+TIEV7OKRa144IJOE88IVd5G6dQVTjTXn7ZOaOiUY4dg3PJSJdmGRkwgOj99819R29N7NOHyxB1ERFR9fffiOQ10hgzTx5+ColVB6Ebo9B69EAqbLgGM7gFJ2Wh33/HuiqTkcKM4TvQ8Jgvn3uMgG5zDhnlyBHt9Y/1tV26RPT000Qvvuis7sCLv/8Obvw8dw7Nqc2iJ+tmzw7bxo4dVkfMjl9+cab5qRPv3PnzWFNl0c3N4PZa8JmFiOGXAxs2wPBZty7Rv/+KHo0z+Iwp0dGoSTdhgugRhWblSqS7er2iR6LNuXOI9OJhQG/enGjePPbHtUpyMuqE/vOP9WM4FUW/bRtRkSJIL2J9vvffJxozxtx3eAojefM6WyuONyxSqFVVu8u5T8B55x3zRrpwQVXhFHn9dfnW1c2b7WcWiOL2bTgq9+0z/h1ZDANOj+P2bewlf/5p7PM5c/IZBxHRnDnWjAqyPDsztGtHtHCh6FFEIHI2o3DDBsipPJtQGiUxUb9pmBHjg57DRVHkK/vgRudQKDwezKWePfkaY/fuRVDWxIlp53V7Bu7QofjRw+sleugh8wZFPZn522+RpVihAgzOy5eLC/aaPdsZmdsJp9qUKejj4iYOH8b+r6UXyS63ZEYihl+GHDyIenwVK6Jhihs9NlaQvfh7MF55BfUpZaV+fTT4YcnhwzAiyBaV5/Ggs6fM701cHARGo0YFs+zfD6OFmXvASxi5dQtp0OGEXYPKjh0okXLPPfrHSUjAf5ct43ghEpOSQtS4MdF778n3Li9ZgrIPVsomiObbb4mee874PZXFMOB0NkbXrubKOD30EJ9xECG6ulkzaynQWvfsqafQP8GpjvdGUVWk/QdrohchfNm2DU61338Xc/6EBJTUK1wY77NWhGKFCsGP4fEEN/zKVvbBjc4hPZKSYLirXJno0CH8jpcx9uefYVz+5Rc2x5OFWrVC9wgpUgQNtswS7FmoKt77V15Bls2YMc73evj8c5QacwLeToL69cWto2b57z+i117DvJo4ETJqOETPhzsRwy8DLl2ChyY2lmjGDLlLHPDAzQLIiRMwbsmqsMybR/TGG2yP2bEjhGTZUFVEYPPsMm8HVSVq2RIN1XhSpw7Rb7+Z+w4PYWTPHnSIDif0FLuoKKzj/vgbV8qWxXMpWRK/X7YsuIBz6BDWlcOHnb9GGUhMhBOH97tiheHDYUCVzfEVClVFDWWj77ZM+7JTEVWrV8PAk5ho7PNeL7+IX59sYaTchBaB92zZMii4efLYz1rwHZ+V8fjgQXfIexH4sWsXdCAn+0YkJBB99RUMvh06IJtDz2mSJ4++bKkXvCJz9JrTDjVenDhBVK0aMqV4N3yaMAEynJnMGTdw6xay80LZHp55hm/D9UOHiLp3R8m6995LL//ydFZ+8AHRrFnsjieKuDiihx+Wvxbuzp1ELVqgoeQ336QvbRcO0fPhTsTwa4OEBCiRBQsSDRnCr0GI7MgSWWSVzz9HrSIZuX2b6IEHoMyy2DAvXCAqUEDeubphA65RRufJlCkw/vEe25IliBITzapVSNkPF86exbukpcw9+CCi4IsXhwe7QwdtRXDRorTjhRJwlixBg0ajRqhw4+ZNosceS0unlAVVRVpa+/byRSSH4t9/IWwbUZDDxTBglKtXEXlipuZgYiKUVB688QafklelSmmvYcWLY34cOQJHdkKC/vxmUfLGn0mT5G+WG4E/+/djH+W9xsTHowdGoUIwGB4/nv7vWnvzv/8iG7Nz54zyr14dU9n1GrcbWVatwjPkXXYuJYWoSxcEMgQ6+MOBn34iato09OfatCH68Uf+47l+He9nsWJEDRuiCTXL/SaQ1q3lDRgygs8oHhWFjAUZsgq0DPVbt+J5limDMlayG6gjaBMx/FrA60VNmaJFIURcuCB6RGKpWFFuz3gokpNhWOWVvm8H1graRx+h27nMNG6M90smdu1CVMm5c/zPlZwMYfjsWf7nCsb48fLPFSOkphKNGwcHXfv2wY1h58+j9rcvqs7umta9Ozopy5SW7SSXLhGVKydf7c+kJDhxXn/dfc+mUyc4mo3gMwzkyIFrdJthwAyvvko0bJi578TFwVjMmh07YKDl0eRRz9GeNSvm9GOPoVxQ/vxQInPmxN5Vvjx6T9SrR3T//WzWN59ymDUr5GE3vD+yEqho9+njvrWJiOjoUTinFixgf+zbt4lGjYJ81LEjokXNkJiIhsmlS6dv9BmsxINb9RqZSU7G/C5fnn/07fXrRM8/T/Tmm+HVr8KfHj2Ivv469Of69UMAi1OkpGDduucevu9S7dru6KekZUxlreOzGqfWmAoXRvCLjIFZEYwTMfwGQeslXbOG6JFHiBo1gnc7Au6F2yOL/voLBgoeipodWKbr3ryJaF/ZPd6+qBGWaV9W0oz8GxZGRztrBB0wQHyafM+eKF3jZrZtI6paFSU6fIZ0I1EyrLIYFi2ST6hzmlOnEPnhRKSJGfQab8n+bC5fRgmBU6fMfa98+fCVWRYtglHTbATKhQvWOp2Hol49oqVL2R+XyLxM4PVi7z97lujAAUTtBGtOaRQZFVa3oldqwK339tQpvFes5Ifbt4m++ALrXufORCdP2jven38iQn7AABgh9d4pt+s1MnL6NNHTT8MQyzvz8MgR6HXDh7svu8cMFSoYKys2cSLRxx/zH08gvLOCy5RB0IbMBCtBI5uDSW89rFRJ3JgisCNi+NVB7yUtXpxo3TrRo5OHNWtQ/3LBAnenHBGhG/3w4aJHkR6WG+bo0Wh84wY6dSIaOZLNsfSUqj59zH/HKcXr1CnUyxOZStO0qXuaDAQSF4e66yVLWksBY+VwkanOqkgOHEC0wPr1okeShpufzYQJSG8MRqCz69VXiQYOdGR4jnLmDCIArdTTPnmS/fNevRo1K3kZGliU8GAx9938/siGkVIDbru358/DIGWn3MmtWyjFFhODVH2zzq5g3LgBmb9qVfS80JL3+vZ1v14jGv99qGhRoty54RDgbYj96y/IHOHeZPf8edxXI/dz5UoY3J2G916RK5f8UahmysmwNIqbJT6eKHt2ucYUgS0Rw68OEY9HaC5dgnHKTE09mbl8GRtImTLypNex2jCTkvCsjh7lMUr2nD+P1PwrV+wfK9iG+9FHeMYLFxLNnIl0qbFjUWBftOLVsCHRihXOnS+QKlXQLEVmAo1by5Yh+i82FpENVqPG7RhX/MekN+8yowD1zz8w0I0eLUcKs5tr06ekoMSSnhNab/4WKBBekU+qii7YRtJctTh0iOiJJ9iNJzUVe8Rff7E7phZ2a3v26aM9980cx83vj0zcvq2vaLv93l6+DMPqF1+Y+97Nm2n9U7p1Q5QoL1auhIGwbdu0fSlnTqJWrfidM7MgKoBi1iyU8PnnH77nkYF581Dn2gjbt6MckNP45oG/LmV2v9EjIQH6muzkyKHv0JPBgXriBOSCAgVQIkqGMUXgQ8Twq4OeUJs9O2rJeL2iRygWVSVq0IBozBjRI2GH3uYkQ60duxvm7NmhI8RkY+BA1K6yS7D6bQ89hLqvXbuitMGHH6IRgQwez59/RsqwKHLnRhqkrOgZt8qVI/rvPzbHN2tcMdIdPDMLUIMHaz8zEWus2yMW//gDY9WKdNFzdmXJAgVEBqcmCyZPJnrhBevG7N27iWrWZDeeOXNQ+kpm9Naovn3NHcft749oUlKIpk2DkzJXrvCL+PVx/TrKsAwaFPo9vXEDdboLFiR67z1E8zvBxYtwtD/7LLIArl/Hc9mzx5nzhytOrxFeL1H//nA2ODV3RPPmm2gkbIRLl1B/WwQeD1G+fNCtWEbPHz+O8puycuUKmkVHR2u/C7Gx1oNM7KKqRGvXEjVpAkfJiBFw1mW2xsCZjYjhVwe9DStvXqKnnsJ/X3mF6Msv4VWUPc2ANePHQ+EKJwO4rIpMnz5onuIzPJpV0Lxe1Hd0W2T2zZuIxLAbdVqpkvkIGhnmgteL0jKHDjl3Th9xcbj3MiPDMzIyJl6RDm5EpmcWDsJt8+ba0a6hmhXJ4NS0y6FD9ptgbtvGzrmWkICUW9nrKLN6B/UMyG56f0SgqkTffQcHZYsWmMehHIZuXJv8uXmTqFYtyK5axt+4ODSsLFiQ6P33xTS2VVVkfcXEEM2di0jgxx+PdK63g5NZAbdvw4DVpAn/2sGyoKqYr0YzI1UVwS6isn6GDzcf/R+KzZthi5ANr5do+nQ8n6FD9ft9LF9uP4PHLPHxcDpWrEj0zDPoRxC4zjk9pgjOETH86hBKKbx9G/VtBwzAi5MnD9FLL6Eu6d9/yx0pZ5ddu2AUunBB9EjYImPqIoso5FWrxEaO2mHyZKI2bewdI/Ae+v/oKbuyGIVGjiTq1cvZcxIR7dwJRY03ZpvuXbuGusOjRqU5Q2R6X/XWkCxZIgIUkXxrrE+4zZYNRge3PZsTJ6BYXL2a9jtVhWM6mOFXBieJHVJSUEd38WJ7x9mwAQ58FowcSdSxI5tj8YTlO+ivHFaogJTbTZuYDzls+Ptv6As1a+L//fG/l8WKITrOtzeGw74RH0/0/PMo3eALGImLQxZI5i6VuwABAABJREFUgQLI7jp3TuwYiRBoULMmehw89xzRG2/IUZrIjWgFXfDYd86cQZTvhx+GVzBSKPbtI3r0UXPfKVFCXIPvMWOIPvuM7TFXrCB6+217x7DS/DsYO3cSVa+OrGj/wCXRxtSTJ4n69cN627at+4LBIrAhYvgNgpmXNCEBIfMDBxLVrg1DcP368HBt3Igaq+FAfDyiR600TJKVlBQokPfcI59yzCI6p0YNOCncSHIyUenS9mt1WalpKHqTJoKAVqCA9Vq1Vlm5kuitt/ieI1RX+PPniX78EZFATZsiFSk2lqhxYyiLRYrIEz3qQ6aIVhmR9f6sXQujhBsZNCitaaeqwoBSoULwCELRBne7DB1q3yFIRPTbb4iatopPYYyORgrr9On2x8Qbnu/gX38RlSqFplwR0jh0CPOsfHmi778PHnHnq9/Nu060CO7cQSmUJ59Mc075mn3JRGoqnMs+J4kMpYmcgLUBbOlS/gEU//wDWXD2bHbHdAtjx6K0hRnq1BFn8Js8GX1VWPL11+bvgT+h9BD/z4V6N27cIPrgAzjuVq6Uo5+CqqIXRLNmCNgbNkyc4T+CHEQMv5y4cweC25Ah8Brnzo3/DhmC39+5I3qE1ujYkU3dVRmIi0OjoaJFYVgaOlSOKE9/7EbnbNwIT7gMG5BVPB7UXrN7DR4PDIfZsrkrgua111A70knGjoUTiyd6ZRHuuw/G7lKlUJd65Eg4LgLT2WSJyvZn2TL5xiQTes9MdKRkcjIi7G7eDP451ooxC+LjoWj8+y+avDRoAEeRv+NKq9GgDAZ3K2zfjj372jX7x/rxR6yvVhDVuMguPBvtECGiqG5d+d4TJwhcH2bOhFMmNhZOASNlAyZPJmrZkvtQhXDtGmRtu1lsTlGqlHzBILwwagAzeqxKlYiioojuvhvzn0cAhccDY1agk8Qn6/saZ8XGyjm/7NKgAZyXZnjzTZSaEcHMmewzGAcOhL5iFT09pGBBOOl27ULpl2DvhqoSffst5tmHH8pRaiQhAQ61ypWJnn4awW3hnIkewTgRw69DJCXBCDd8OCKB8+RBZPDAgWjS4nREnxU8HqIqVdxrtPZx7Bi8cgUKoIHEkSNpf5MhytMfu9E5jRrZT4cVjaoibYZFlPkff0DxcBMbNiBCxknef59/BIWeUyNHjtAGOB+yva++2o0yjUk2Ap/ZzJmopdivn9g0zRo10hRULWMVS8WYNQsXYizNm2tnF8noJLFCYiKiJn/9lY0RfvlyNPe0gqzR60b45husszzWqMWL5X1PeKLnCGjTBs4ZI1y7htItJ07wHavTXL2KsngFCkD3cct7I1tpIp7wqv3N4/1XVejS5cql19/8z6/1E05rUHIy3qXERHPf+/hjookT+YwpFAsWpGUnsaJjR9TPtYreO54tG8q81KwJB4beOjB+PIL66tRh01TaLqdOwfhcsCCyNu1my0YIPyKGX0GkpBBt2YJotpdewgL+zDMQjtaskcNjRJQxlXH8eNEjsoaqwvDerBnSgkaNQude2bETnfPff6jnFA7NKTZswDy020Rx714YeNyEqiL1899/nTtno0ZEf/7J9xxuNpxokZICRWTLFtEjcR+3b6PW6quvinEs6q2zCxcS7d6Nvz/8sHb0V4kSYvdrX/q0oiDqRA/ZnCRW6NkTNUJZGRcWLiTq0sXYZ69fT6sv3rq1fhkNNxiFZs8m6tyZz7H1Iqjuuiu8DC+BsNjP3n8fOkC4cOUKDE0FCiAd+/JldxlTw01GCUZ0tP3nkpiIKGnW98zfyVexIvpPPP88sjYDCdbMOZye219/mS9P5fHAIJgtm5hMDI/HuqNVD7u6ipF3PFSz3A8+EJtVq6pE69ejWWjhwsgsv3hR3HgiyE3E8CsJqanwzIweDQU4b16ip56C5+aXX8TUTJM5wskoKSnwBj7xBH4WLXJfusP8+fA4mlXY27VD2mC40Lix/SjUy5eJSpZkMx4nmTyZ6N13nTtf5cr8o454pxw7zTffQPCKYI3UVBjhatVik8ZvBj1jVfbsSJN7+238v5bQnzUrjMKlS8Mg+PnnRKtXB6+jxqpkhK9hUteuSEksVsx4dKHbWLuWqEwZXF/FitrPq0gRouPH9ZWwwPvetat26aorVxBVPGIE3ulixYgKFYKSOXgw0Q8/EJUt6z6jkO/6s2bll/4cSkl2k/xoBjsGTY8H64eioD632+/R5cvQXQoUQE3Py5fT/uarP+6G9yZcMiVCoapEuXJpz98iRTJ+/soVGJqmTUPqfoMGWCPz5mXvENOLpF+yRPvzwdaf6GhrY5CRTz6BE9IoovV5jwdzKWtW8zJPMHmpWjWigwftjSvUO64nH4peuxITiWbNQiZ29epw/IdLP6kI/IgYfiUlNRURfmPHEjVpgvqDTzxB1Lcv6tLduMF/DG72dl+/jk2xaFFE+W7c6N46tzt3It3EDGfOIGXQDSVEjLJ/PwTLChWsG0yWLoW32221B2/ehHHJiffepwQ4ESk+cSJqwLk5CpEIEZ+xsUSHD9s/lgx1ZEWNQVWJvvgC6fzHjztzTiJjRptg+6GqEp09C4Pg0KHYc4oXR3RNgwaI4vN4iI4e1a8DbfYe37iBLKF+/dL2tm7d+NfmFkFcHO7nsmUwJOkp9lmzwijsK6XVowfq8+3ZA0OB1n1/7jmin37Cc2vSBO9xkSJpdf9//lk7esZtRiGnFP9QSnKFCmzPJwtW5WU9B6hbZBN/Ll1K6xr/8ccZ6/KrKtYst703oTIlZNizraKqiDSvWlV/XX3rLaIOHZAtlzcvjLwNGsDoO20ajMA+4z5rvdHs8YJF/GbPDsfyl1+i4aKbqV7dXBagSH3ezt4T6ruFC9vXizwerFnZs2u/48HKh9hxaljlzBmsrwULohzF1q3Onj+Cu4kYfl2C14uU0wkTUMcvf36iRx9F6uN33/GJkHJTSpaPo0chxBQogPSLY8dEj8g+Hg9R27bmvtOnD9I9wgm7CpLbFazOnZ2pzXXtGhwmTvDDD6iB6HaGDIHRzS6iozJkGcOiRTDAOVWfzIhSZMXQFxeHjsrjxiFquHJlOJ7sRo1cuUL02GMwTPo7NK9ehcPPSaM5b1QV0baKAiVv8ODQ0baJiUTbtsEo0aULlGSt++77adECkdq//prRWBUMN5XPcErxD6UkKwrm6AsvEPXujSye7dvd76TWi0wMNSfcHGDh49IlBKUUKIBIxKtXtT/39ddwyCxZ4p73Rg//BmZulStVFe9gvXpYM2Njtd/Xhx/GM9u9O3RNWdYOMbN6aLD1Z9kyok2bEI1eoQKi7Hv3xh7tH+gguyE/Lg42ADM9EUTq83rOwPvvJ2rYMPjP/ffry0uqSvTgg2waf8fEBC+B4fFo30On1mpVRcnDVq0gDw0eTHT+PP/zRgg/IoZfCbCyyagqarhOnoyFoGBBokcegdFz+XJzyoseeou1bAKpb0Fs2hQGqy+/1K795FZGjYKCb5Tr1yEU6AnfbsWuguR2BWv3bgirvCPXd+wgevZZvufwMXo00WefOXMuXly6hPWXRU0tO1FjVhWVW7cQqbx+PSLiCxQQJ9z68HgQ4akoiL7krXgZVVZZGPrs1lI8fx5RrV99pf33r79GxLHbuXEDPQV892fhwrQyTVaMC3r3PXt2Z65HNE4q/qGU5Lg4ZGFNnUrUvTsa4+TLhzJMTZrAeLh4MdG+fWxKczllyPFfHx54gOjee9OfU2scLGqriuLiRRjOChRApkGwAJRt22BYDAdjhZ6R301ypaoie6JOnbTyQKzWCJYOMT09tGJF/e9MmYJ1PUsW/BQpoj2GY8ewx9StC+P2668jmEprb5HJ+LtiBfohmEGk/hOskfP69cF/cuTQn5MsglTMBDqIyPJJTIRztGpVlLVYsCBSziGCPSKGX8Gwiq5SVdS5+eYbRNAVKoSNsVs3KPNWjBJ6Y3v9dfPHYkGg0Lx4MWraPP44FsTFi8OjkZk/Hg9RzpyIKjCqsHz+OaKdww27QqkbI9gDefppNHXgiceD+tBO8M47eG/dTPfu7KLrg9Wnq16dqGVLpFeOHYvolS1biKZP116nv/kGyvaqVYh8HDIENU2bNcM8Kl6c6KGHsFc8/jhqy7/zjn5kpFPviZ5S3acPX+ONU9GbdhSwU6dQ5/abb/Q/k5oKJ/DvvzMbsqPs3Yvshvz5MVcVRbtbttnnpXffCxTgcRXsYGW0dFrxt6IkX7yIeTtuHNai6tWJcueGLPvqq0TDhiHD7ehR49FuIjIY9LKLtMbhRsPh+fMwkBUoQDRoUOhGydeuoQkm74axThGsnIlb5MpBg1B2w78xqYzBEXrvb8WK+vXs58/H+mGGGzcQ1fzgg/K/j126EM2YYe47IksT2ZlXwb7733/YI5wcGw85UWuPP3sWJcIKFiR67TWiv/+2f54IEYgihl/h8NpoVZXoyBFsDm++CY9n2bJEnTohjdao1z1wkZs3D0plMMWTB3rGgOrVkbrjZvQUOyulCRITYcg5edKZsTtJZo/4JYJAa9bTbxYno3Br1kQNa7dy+DDSz/2VJzv4olwD52jFihByV6+GoXfgQBjn69ULHjFWrx5qgPXpg+e6YAEMK/v2ISNAK3pc9HsSqkaoU8YbXlhVwA4fxvxYsCD0Of76C9kBbnGEJidD6a5VC3LKhAmICn3lFTg5WKB3351smmkWlkZLPRkqNlZuZ4qqQp758UeikSOxnlWpgjr0TzyBdXDMGJTpOHcu45omYj0zYhj0jSNrVu3nImP5g/PnUTe7YEHICMEy63xybXQ00X33wXgRLoRqYCi7XDlsGHSnmzfT/17WuuWB64jHA5nmuee0jb8dO6K2uxXcECBSqhScwGbx3cds2VDawKnnamdeBSuh88cfyBCxg+jnrXdvcuWCnH/unDPjiJB5iBh+BePkonP8OFIG2raFAlmqFLyi8+cTnT5t/DgXLqA20tKl7Meoh2hjBC/0Fv0hQ2BQMitQTpsGxSgc0TOEGxVeZBVqzXDnDiLAy5Xjp6x37w4HjxPkz68fteEGWrZk5wTbujWts7aZOcp6DxH9noRSqsNh/fd40CRHr5lIIPv2wXm7YoXxc7RujTRWWdBycJ47h1p1hQujVNPvv6cZ7mbMQMkZM3UMjYzB34DQsKH5yCknYS33+F+/T75wqzMlJYXowAFkPgwahN4XZcrgvapZE1FxkydnrMHq+4mKSkuZZV0KwugapihYA/yfS44cGLdMnDuHMnIFC6LsWKhmSnrGGrfMrVCULRv6ucoqV44ahQwfPaO9W+qWq6q+8ddOc1jZdc2TJ6F/22HaNGSOOYmdeeX/3ejoNGfwwoXIDrKD6Oetd/5gpUwiRLBDxPArGJGLzqlTMPp26IDaasWLI3pizhyiEyeCf/fYMSiia9bwHyeRu+ugBUMvMuS++8ynXKemQiDYvdvZa3ASjwfF/nPksCaU+gSIqCjU4JNVqNXDiQZ1L7+M2lq8uX4dxge3smULDPAsoir//ReR+hs3sktht7OH+MaQPTuM806+J0aj5dy+/vfqRTRzZujPbd+O92T1anPHP3UKhhpft3WRBItq+fjjjNFLx44hIol35krXrsYiqEXBMzBAtMLLi8REZJHMn0/Uv7/+2pEjB4zETZuyN4CbWcMCFfzPPkOklwycOQNHcMGCRMOHZ4wQ1SPc5pa/Y6B06bRyAIFzJiqK6H//Q4q2jIwbh1qhPJqBi0DL+HvlCvZLq70w7AaY8Gb6dOxbdti4kejFF9mMx2nefRfBL3fdBdm0VSt7x5M10MHNsm0EuYkYfgWjt+i0bAlDnpOcPYuauZ06IXKiSBGit96Ccnr0aMaNdM8eGCu2bOEzHv9UMV86XLgIkj70Fv3oaGu1h156ydHhC6FRI/t1bu/cQX06GYwiZnBCoapQwVwGgFX+/pvo+ef5n4cl/grgvffCsGCXPXugqFitf8hTcF2+HHuAk+hdTzgZEogQqbJoUfDPbNyIPdbqejd0KNJeRWMmqiU1FbUnrabqmqFDB0SMyoqVxkahOH0axgMtmSrcFM5Vq/D+aK0jlSqhoZPWPWDhONNbu0KVdDh+HEEYLCPdzXL6NPqDxMQQjRhh3ODrI5yMGcFqzms5aD/+GMZf3o0EzTJ5MsbDovG3TPgbfxcuhN6aNau9e+/xwOkdHS1f1HPr1kQrV9o7xrVrKPHjNgKN8r4fu++Yf6DDww87+7xLlQpP20YEeYkYfiXA40FnyqxZ8bIvWICmJvXri92kL1xA3b2uXWEMKlwYdbqmTSM6dAgb7saN+L1W8xU76Albbk7T10JPIY6KgifT6DWrKurdrVvn/DU4DQvDLxGak4wZY/84TnDtGtK8eTfeUlVE4TmhdM6Zg2git8AjfXX/fgjgdjMneKVnHjmCeppO4/EQ5cuXVgqhb9/wW//feguNqvT47TfsrVu3Wj9HYiKaKu3YYf0YLDBjCBo1CvKP1YgtM7zxBtEPP/A/j1X0DIj58hH9/HPaZ4KVKUhIIPrlF9RmLVcO86FrVxhIws2Z4s/JkzD67tsXfH3klU2mdU7/jKN779XfO2rVMi/jsChXceoUSmTExKCe8q1b5o9BpO+wqFTJ2vFEYsbZ7kRGlhWmT0f5AytNvt2AqkIvYHnvc+cW63zRwutFlGuw2tpGyZ/f+vstCt6BL3//jfJSPAnMHrj//vCTbSPITcTwKwknTqQXilQVClCJEkj1lIHLl7FovfceFtqYGHgffRsuy7RMPcHxrrvkrz1lBj3FzmcUy5MHykuoa/7zT6Jq1ZxRlkXDyvC7bx8UYRH3LJSSFh+P1O5+/Ygeewyplm3a4J3jKfhcvow1xwk++oho4kRnzsUC1kLn4cNw+P34I9NhMsXrhSNARJOwwYPTN/ZyS+1BI3g8KDUTFaX9/n//PRwCLMr2rFhBVKOG2L1Bbz8vUCD93Nq9G9ftVCZGixbOlauyim/e58iB+fLtt0T//IMmuzVrassPX32FZo7PP49yBo0aIeLv6NH0xw1XhTM5Gc2rZs8O/VmnyxLcuYPSav/8o/+ZGTMQjW4UM00AtWSPkyeR6VeoEPQOu81K9cZTu7bzmYx2MeO0krHExezZqElstKG3W6lUiW3kZM6cTIfHhB07iJ56is2xnn02+BokI8EyZFmQkoL9MjGRzfECMZs9ECECDyKGX0nQU7D/+ANRP0ZqATrN1auIWOrRI20Bq1ABylyOHPZSbcIpVSwUwQwa+/cTNWiAZgzB6q6+9FLm2SxYGX6JoBxu2sTmWEbRU4qGDYOxq2bNNGV9/HgYqH1GG97K+rZtRHXrsjlWKJo1k9/o4g/LNen4caJixeyn7DlBtWrsMzqMEGj4DRdCRYUtWoS5cfAgm/OpKlG9ekiDFYXeulWjBuSEdetgEKtc2dkI3IYN2e0lTtC5M9EXX+D/k5P1SxXcfTcca+vW4XN6hJMzxZ/evdHE2AhOG8C/+CL02G7cwLNNSDB2TD2DY9my6Q2twWptf/mlfYOvP4Fza+lSNOBr106+SMpgmDHmyqa3LFiAqMKzZ8Wc30lY33sZDb8jRxJ9+imbY3Xt6kw5JZboOZCjoqArBdvrjODxoL+OnkPeLjI6hiJkPiKGX4l4/HFtZe/0aaInn0RR8zt3nB+XUV59VXvjbdcOzTbMCHusvbdu59dfUdevRQs0vvFn924Id26LpLCCf3M3FhvzjBmYn06iJ7z873+op7d1a/BnyVNZX7qU6J132B0vGOXLO1NLmBUlS7JZk06fxrGWLOEyTOZ06EC0eLGz5/Qv9SBTnUQWBBP+Z85EzbdQzVXNsm8fUvtZGnbMordurV0Lh7GiwMnpJPXr2yul4TRnzyLrw5fqK5uhSQa+/x7zydfsyQhOGcAvXED2jpHoyzZtEN0dCq8XhgqteZAlC4y6pUvj3cqdW2wH+eRkoiZNIGO4xfhrptmXTIadJUsgZwQ2zgxXWN97GQ2/9eqxa7w8aRKbHhVOohcx+803KENZpgzqulvJbnKiTEtkv44gAxHDr0S89RbSMrVISoKH7vHH+Xe6toqesTZvXkRW5suHCJsxY1C+Iphx69tvnY3CcAOpqURTpyIdr2/fNOXvjTdQdznc4bEx37qFyJobN9iNMxQyb/5ffIHIY554PFA0FcU9Rj2PB0qz3TXp3DkIp/Pm8Rsra8aPR8Map5C1TiIr9N7/rFnhDDl3js95P/jA2edohnXrcA8eeACp5snJbGqWhqJWLaJdu9gflyd9+qRFfclkaJKBEycgH4nIUDBChw5w7hph9WqiF1/U/7uqokzQI48gSk1vHqgqDM4bNugbiJ2UPZKSkM3UqZN7SpONGJHWsC2YY0AvonrwYP5j9F8vY2Ohbx0/zv+8ssA6cl82w29iIkr/2Y1q9bF2LfRxt+Fz0kVHo+eJ//PdsgWlMOrWxb5uRIZITiY6cACOcd7BZpH9OoIMRAy/EjFyZGijy9y5KP0gY4p0KIPW7duIXP34Y6R45s2LKIQvvkDUjX+Zi+nToZSFYxqiXW7cgKe2UCGiDz9EaY1gkeBOKNBOwGvTrFsXUVRO3R9fdJtsm7/Hg+ggXmlOvnNoCeeyzklVhdJXrhwanZmNDPN/98qVwzs7Y4YTI2eH0wpCuAvHWg5S38+sWfzOe/065t+RI/zOYYVbtxCZtn49IiHffBPrsRPrxJNPQulzE1euIGr00qXwrtNrlqQklKWRNX15xw7UzzdaPzI1Fe+rVnTw+vWQoWvUQKkSo/NAlrU1KYno5ZeJXnhBftnU48H7li2bsTEGyghjxuA58uzVwqPxrBthFbmvqvIZfteswTvDiosXse+6lbNnIVMHoqqIds+XT3tN7NgRjb1ffhnXnysXAuqyZuXvFIvs1xFkIGL4lYhVq5CuEIqdO5EOOny4XOlSZoXKhATUMP70Uxh58+SBIDh8OL7rphRMERw/nnafV6/W/ozbDG3B4BEpKyK6sH59+TZ/p+6DLIqnEZKSUIvxuedgNDNLuChjV64gGsIpZI6IZ0Hgu+bkezBtGqLtZOLdd9HE0p/ixZ25P1WqsC+r4QSDB0N5JQrfOr1m6dmTqH170aPQRlVRu9/s2t+oEVH+/GmG0S+/RD+HypUR7esfMWtkHshkeFi0yHnZyyys5KJ16xCwc+gQn3G6Sa5yA6mpyPCSiX79iMaNY3c8VYXOzauRGW+2b0eDOj20AmwUBdc8fTocZhcupK2hTrxD587B0FyxYmS/jiCOiOFXIiZPxmJgxPt97Ro8Vo0aIcJBBq+5T5CzKlQmJkJAqlEjbYGuW5do6FBEOMhc31gEV69CKfjpJ6InnkBa4H//pY8yvOuu8BEIeWzMTgvMCxcSPfYY3hWZlHWn7oPMRr3A6Nxy5RAdYDW1LpyUsYIFnSuHEk73TQ9RKdepqUSPPqrvKHSaH3/E8w7c251aJ9za7f7mTURFu6lGOk9WroQybaaur5MsXUpUu7a50gZ6DqIePewFfMjiKHDDOs9yjN99h4hvlo3WEhKQJaLVM0JGuUrWqO5AkpJQAk4mqlZlX8KmRg33lTry8eOPqIOuh1kZwgmnWP/+zpR9iRAhGBHDryRY8Sx7vUStW2svViI21xEjEB1nV6isXx/Rz0lJqEs2bBjR88/DEFynDtGgQUR//uleTyUrPvsM9f6IMBcWLED5DK0oQxkFQrOYabJhFCcNkfv3I+UvsDmfDDh1H/Qa2917L9GePeKUBL3o3GXLrB9TZiO3WV54gWjjRmfOJVNUGi9EGj02boRTg1WtQKtcvoxalFqKp1PNXYsVgxPdjYwejWjpzM7x4zCC798v5vyh9qzERESw79xp7rhuMIzaQc/5FRUlemRpsN7DZ82Cg8LumnP0KFHv3ijz9uabMCjLOFfcmnEYH481RRYuX4buwLom9rvvGmsgKSMzZqRlvWhhZf3k6RS7eRPv6+XL7I4ZIYIVIoZfSbAq5MkiHJ48iY3y0iV7x9m7Fx2ItSIakpOJ/v6b6PPPEd2aJw/S5z75hOi33+SN9uBBQgKi8AKjB/TSW0TPD1Y8+iiUdVYbs1PvT3w8ns1337E9Liucug96ikCfPhmdFiyUBKOGZKeiyRVFuy6ZTATesz59sNZmz+6MMf7aNaIHHwzvdDjRxu3XX0ftSVGoKlHz5uhroMWSJc7cnwIFsJe6kYQElGA5fFj0SMSRlIRsp/nzxZw/mGHLt45mz456oWbXzXByHGrhhuvjIReMGoUGVGb1ldRUoh9+gO5TrBjWTp8RSfR+oocs+qlZbtxwtrxVKBYvRvN31nz1VVqjULcxbBjeJT1keyfGjCHq2lXMuSNE8Cdi+OWMlhIdaIhITrae+imL8NS8OdGkSfaP06ED0ddfG/tsSgrRtm2oe/bKKzAcPf000UcfIZX11i3745GVSZOI2rXL+Hu9+eAvdMkgEFrh5k2kXyUlsTumXjol6/vz9tuI0JAVHtHUwc6l5VVn3fROT/Dr1QsCY/fuaFr2yCP67wuL+tGB58+Vi+j7760flyd6Yw6cFzyNvxMnZg4BWWTK9dmzcBxevOjcOf2ZPx9ppqmp2n//9ls0XuN9f3LlkqtPglmmTg2e7hrufPAB0TvviDu/nmErNta+E9OtRjOjuCHil5fxqG9fGHCNZF1cvoxgl2LF8J1Vq7TXTVlKePijp49ERYnPOAnG1auIopaFDh34OLdWr4bu7ka6dSOaNy/4Z2R5J5KT4Ug4elTM+SNE8Cdi+OWIXvpwoBCRLx/RAw9Yj/hlaSyxwpo1aJKip8QZ5eJFROBYjdxNTUXn5K++ImrcGPe1WjUUxf/pJ+dqVPImJQWpg1qpjXpRhtmyIfJEFoHQCkuWGGt+aAY9wy9Lw9bMmXBIyCzoEhG9+mpaIxkR84S1E0vvXciZk2jIENRG//NPpApXrMhHydYSPPftw9i6dpUv2lDvnmkZNniV5KhSBet4BL58/jlKMzldWuXUKWQH6SlBqoo66E6UFnnoIf7n4ElyMjqTu7VOo1n8AyliY/Ejcg0N5Wi3s5/IFrHGGi3dRVHkM2z79vCoKKK777ZX/smHqiJw47XXUP85cA1WVWQ3vvkmdKLevYmOHLF/XqfRc+Y/8ADe3WHD0meJylIP+OJFojJlxJw7EFWF0fDCBfbHPn1a/gw0PZo3h+3BDcybR9SihehRRIgAIoZfjhhRohUFpQ2sCnnz54sVDpOS0CBl0yb7xxo0CNG6rPB6oRCNH0/UrBmiRR97DBF/q1YRXb/O7lxOsmiRfmd2vXlUu7a8ZQaM8uqrbIRuf3hH1ezahW7ObmjC06YNUglFwfpZmDEkO61kJyYSvfceDM579vA5hxXMGjJYRwFv3w7DbwT+6DVj5alse70wNk+bpv+Zv/5CtK8TuN3wS4Ta/g0bih4Ff/QCKUTWC9Xbs/TWTLNOTFki1njgRsN2w4ao08uClBSixx/XvgfFikFXmTVLPudwKPyNtw88oP+MT55E5HOBAjCCjx7t/H6kx9mzMFrLwKFDkBN5oKrIepE9KEWLGjXkkp31UFWs3Vu3ih5JhAggYvjliFEl2icMWhHyJkxAMzRRwuHIkUhjt0tiIqKAWHa8DURVEW03aRJRy5YQOKpUQbrgihVI75EdVUV312CGdq151KCBc82ZeJCUhAju27fZHpdnqZSbNxE1sHq1/WM5QeXKiH4VBetyE2YNySKU7B9+gGNg4kT2jTusYNRZaTeaTY8uXXAvIvBHRCr5+PFEL78cfK43aoTsDt54vVB63Y7XC8PA5s2iR8IXGUsf6BmrYmPlG6tMeDxEpUqlyVpRUe4wbB88iP2aVRk5vZ4cJUuyOb7T6DlnYmP15ar4eJSsiY7mJ1eY5eRJlACTgcmTgzcxs4PHgyj2HDnERlibwedYyJIF0cqyj3n1agReRYggCxHDL0d4N9ryeiE8iepmfPo0uzqBM2YQvfGG/eOYQVWJDhxIq5MXE4MNpXt3RJbabVTHgzVriJ55xvz3nnwSQqtb+flnPlFNvJRJVSVq3RqNB91Aaqr4epfr12M9YdXUyy0RRefPEz3/POqUi+74a7TGLw9nSUICSo3Y7XgewRhO9wfYvx+dyc+fz/g3nzKXIwd+nDD8+hqkhgMrV2LdtJsmLUuqtRay9LPwcfIkUdGiyFQLdBi6Ze8RgZ6Dl/Vc4zWXP/iAaMAANseSbU7bxY48LdO9OHoUEdcy0KQJ9B/WOPUesiRYM01ZqVuX6McfRY8iQoQ0IoZfjrzxRnDl2a4w+MMPRC+8wHbMRujTJ22Tzp4d/7aDqsJILrquo6qiQ/b06Xh2sbHwKHbujK6qPGosmaVuXZSpMIrbvKN6vPsuuxQ7f3gpaJMnE9WpY7/utVMcPChW0E1MRMmYv/5ie1yPB8f1KR+yKt5eL6LHihQh+u03sWMJjHzu2zf9v3lFs82fz76GdwR99KK7CxQgunOH7bmSk7G+aO0/olL4r11DSnU4sGyZfYVYdqVapojfq1eJypcnWrhQ/zPhXKbBDk48R55z+do1BImcPGn/WDLNaRZoRe0aNd7KdC8OHnSu3FAwUlLQtJx1piORXPfbKG4b844dsG3IkM0XIYKPiOGXE5cuIZpk+vTgSrQdYbBuXaJffmEzXqP06aO9sdsx/v76q7ypEMePw+D49ttQEkuXhhFywQKiM2ecHcv27VA2jEZlyq7IGSU1Fe/SlSt8ju+voFWqhFS+P/6wfrxt22Ac04psk5Xly4neekvc+QcMIOrUic+x4+NhzHID27ejPEjfvihvIiO8nCV16th77yKYQ+851qmD5qHz57PLABg4EI2KtBClzJ0/D6dQOMDiHlaoILdSzboUkFUSE1FfctQoZ8/LAxER3k5EdvJeU8aPR5agXdwYGa41ZxISiKZMsVeuQZb3mwglAWvUcP68gfz9Nz/dWKYIa6O4bcxt2vAJWIoQwQ4Rwy8nunQhGjqU3/H37IHS4rQnicfC+8ILRN9/z26MPDl1Ch0627cnKlECP+3bE82dyyYCIBitWhHNnm38827zjuqxYQOMEU6xaRNKqFhpqnHtGubE2rXMh8WVIUOIvvhCzLl370aka1wcv3M89JB7vO63b2NNeewxNPaQEY8nrZQRi2i2I0fw3ogsNZIZ0YtK3LMHpUceeQRppnbena1b4TTVe7/1ZIroaOvnNMKJE+HTSNCqXKaq2O/at9f+vmxK9ahRRPfcIy6KNjUVjYLff989+4keogIDnJBLeRuIkpMRjFCihH2juZsiw/XmTM6cRG3bEn31lT1DtseDes/R0WLvxa5dcgQjDRlCNGwYn2O7UT/UKp8p65hPnEAAkKwBHBEyLxHDLwf27UPtL57dWN95h+jrr/kdXw895UCxOJP27UMULU+Fn2dUw5kzSPfr2BGRekWLIjp41iyiY8fYKQdHj5rfRNzmHdWjZ09EWLAm2Lzo3h21tczMG1VFY6Lhw9mPlTetW4upQ5WaSvTEE6hRyZNixdxXO3bJEtREnT1bXiNDnjxsBNuPPuLrKI1gjb/+IqpeHY43K12p4+PhoP79d/3P6Cmg2bMTjRmDdFceHDggRzovC/TKduTLh0yZwL1uxgwYUcuWxfOdPl3+iF8iOCc//VTMuVWVqFs3ohYtwsNBJcrwo1fahaWRT+99+N//4NSyixvro7JA776WK5f2GbuG7Jw5xco7Hg+a62XNKr7Oec2a1vZdI8gUYW2E5GQ0NndLhPwHHxCNHCl6FOGPzH0JZCVi+OXAiy+iFAAvLl9G6jKPuj+hYG1MfOcdokmT2I7RH6ejGs6fRz3gLl1QliE2FvWCp09H/WCrAk2XLqgBagY3enQDUVUY7U6dYnvcUPNi/nzz82b0aLz7blQKK1aEh9ppxo6FIs2bJ5+EocdtnDyJZo6tWxNdvy56NBlhEZWckoLyKk6XzolgDFUlWrECyn2LFuaed/fuUICCobcWz5iBVMnKlYk2b7ZzBdrs2kVUqxb744pA7x42aYJsBy1DW6NGRP/9F/oYc+YIu6wM1KuHJqBO4a9UPvww3oHEROfOz4vr1+FYERUY4G8cjI1FaZnkZLbH15rLvXtDnuzSxV4j1TJl3C9bW8GJSOrcudkcywoylce7dQuOO559QkqWTItalznaXFVRiu7tt1HPXvYI+WvX0KiYZxZjuGDHcCvT++omIoZfxvzyCyLYeBp/hg9HDUgR6NX4tTKeS5f4G7BFGz8vXcJG1b07xhITQ/Tqq6iHdeCAtiE4cCGcORP36eZNc+cWUT+Mtfdt504+Tcf05kVsLNG0adi0zaQUbdwIhYJXHWKepKQQ5crlfJTF8eN4H5yohdywIfvGcU6Rmkr02WdQjocNk8u73aqV/TrzP/xA9NJLbMYTgR8pKXBgFimCetznzgX//Jo1MJQZyXwKFiW2Zg2ygjp2ZBu1v3UrUf367I4nGr17WL688b0s8Bhvv439VwYFNjERjY5YGgiDIarpIC/i4xGU0LgxjNg5c8pjvHzrLfaR3L65nCMH5rPvfUhIQAp9TAzRuHGYT6Hk1pMnUc6tXTvIeVpRr27MpjMLb33q0iWUWROFaH3Rh8eDfZZn1PGWLYiglTWbzJ8PP4SM6NTab5dhw4h69RI9CvkxYrhVVThBTpxAD5TVq5FlPWECHCNm9PQIIGL4ZUhKCtLlNmxgf2yfYBIdjRpIU6awP4dR+vRJixa46y7rRujPPsOCzhPZyh1cvYq09h49UF+wQAGili0R9bx3r3537qZNrZ3PJ/xGRRHdfz9/oy9L75vHg4U9e3b2wo/evMiWLf38NjJvLl9GiY9Nm9iNz0n274ezyklUFUaXGTOcOV+HDni33MywYRkFHNGGiA8/tJ+x0aSJnFEbEbSJjyf6/HPUuBwwgOjGjYyfuX4da+I//7A5Z2Ii0aBBKH0ybx4bZfWvv+AQCnfsykDDh6MchFnHM2vWrEHdaaeQxQhkh+RklHB6/XXIUq1bo59GUpIzJReMEhcHxyaPyH5VRYTukSPpf3/6NO5LTIy23Nq9e5qht2xZos6dYTg/fz485oYVeM+Z/fvFlt+RQV/kXUbEZ0vImhVzX3ZH1vjxRNWqiclwtkJiIuQU1lmq4Yhe6Zh770UWaoECyFiKiUG/ieeeg72kc2eiTz4Rm7XiZiKGX4ZMmcInbVnGyIOpU4n69bP+/Tt38DLzTu+VXUC7fp1o1SqkoD3+uP5CFh1t73lfvYpoVp6wvNe8hZ9y5YJ7Co1ei9eL5oRjxrAZlwiWLUNjDieZN4/o2Wedizb46COiyZOdORcvZFzLpk2zF9lw4QIMiG6J5IiQxtWrcJLFxKCpz6JFaVFzDz4IIxNrDh4kqlsXNYcPHLCXYbJmjTNlZkTDYt349FPUm4yP5zbMkPTtiwhNp5DBCGQFr5do3TpEyOfPD2P5woXahhP/CO9y5bAWiyrtsW4doj1v3WJ/7AED4KzSonhx7eecK1eaoTcQEdl0suA/Z3LlQgQ5KzZuFJv9I4OMpWcMu+su+/qP21LjlyyB08ZOWRanmTYN5R0jhEZvj82RA465UNliMryvbiRi+GXEjRvw8hw7xv7YMk7u+fPR6MIsPkUtKgrKIe8NJ9CAKDKqwQjR0drjZWHsL1KEbymCHDm0x5w1KwRoM2m6wUox2E11v3MHwkQwwd2oYD90KCIW3ZAupYVeVDWPgvmBWQs8a3sHMnYsIgbdjIyGiN9/x/y3yqhRcHpFcC+nTsGJ45RzWlVhyMqd254Su2pV5lDQWBipVBWO/rp1xdW4rVIlfU1i3sgod+uhqkiD7dUL9dLr1CH65hs4Z8xw5gyMrzx7lASjb1+id99lf9xgJcOs7qt2m5iFA7duYb6wqru9ahWisEXg8UC/0Ao4cfLZ6s1HFnuqm9a0tWuhs/KwqfDC64VuuXu36JG4g8D3zfdTpIix72dmB5wdIoZfRvTvz6/urmwKv2+DzJbNnFFIlLexa1fUM7vrLizKuXIhckhG9Ly9LDbopk0R5cSa3buRMhsdrW+sfestpG088wzRiBForBPMWBpM+LEzf1QVdQs7dw4tuIf6+x9/oDmCjE23jKAXVe2r483yPRWdtbBwIRq6uBm9taFCBXFjOnHC+prkS8Hdv5/pkKQk3DsPi1AozdSu1WLZMpSAyQywMFKpKtH77yMi784dxgMMwaVLCKxw0sGqJ6926uTcGEJx4ADRwIGogf3448g8sptFd+oU5JqePZ1fs+7cwfxctYrtcVUV13T8eMa/uckYJiMbNuDesojUnjMHa4zT6MmnsbHOG5F46oCy2RL02LUL6/2//4oeiTm++w4ZoBGMYdfwS5Qm22TJApkwYvQNTcTwy4Djx7FI8WqAIZNgYtZ466/w3nWXmOto0CB9A6LlyzEmkWmLeuhFKLPYoIcOJRo5kt1YDx9G1/USJRABvnRpcO+b10u0bRvR4MGo2VSoEBTv5cvT1w/0eEJ7va3Ony+/RHSa3dTy8+exaW3fbu84IgkmYLIWOEWvYb/9RtS8uTPn4oXe2luihDjnQ2oqnGpWDDIbNhA99RT7MZnBCYOs29IrrSBCobR7zgUL4BSOYBxVheGzcWNny7MsWgSHrdMEGsxnzkS913nznB+Lj1OnkClRpQrGMmQIZDGWTJkibs3aswdRyxcvsj3uhx9C/gskEjVmn379iOrVs7+XfvUV9AOnES2f+sNTB5TpOvU4cQKGvz/+ED0S89SogSy4CMZgKTfWqIE+SRFCEzH82sC/SHrBgvyEIpkEEzMbh54X1UnlMC4OHYwDlZSePdG4QUb0DJ92N+iffiJq1cr++E6fRjpebCwUBP97ayay6NIlKFCvvopn9OyziAzWMzzanT8//ojIGLPpj4GkphLVrk309df2jiMao8Z1Fu+p6EiD3bsRbe52tN6vESPQnE+U8bdECbzLZmnb1rnmflo4ZZB1g7JlFxHXaPecM2ZEOm9bwevFu9uyJRoaO0H79uLKDwRy+jTWPCebhV6+DHnjmWdgFOnXD+ULeEVAi16zxowhatSI7fVt346AAy0iZRvssWgRm730k0+IJkzgM8ZgiJZPA+GlA8pkS9Di8mU4sxYvFj0S82zaRFS1qjxl/9yQZcZyn2nSxJ3OAhFEDL8WcTqKx+NBZFVUlFjBxMwGaSSikLcwOXeuduOq5GREm82axe/cduCxQV+4gJQsM2Pw3zhmzoTBPCYGkROhCq+bISUFjR3y5tWfX7Gx2vMpNjb0Zrt3LyKMraaV+9+LvHnhXZRlg7eK3qarVavZ7RG/Fy7A6B+u+Iy/c+c6K+x5PET/+x/mjNHzeTwoT6Eo+K8ogdSpOSmbUskDEQql3XNOnoymjxHMk5qKbJ/XX8f/80RVscezjgC1w7FjREWLYv7wWm9v3sR6/uKLKJPVtSuyJLxedufQQ/Sa5fUiEGD6dHbHVFWiYsWITp5kd8wIbI2UXbqIcfCIlk+14LWnejxEFSviWJUqyWP0vX2b6MknnW3gyZImTYi+/Vb0KIBbssz0yg1amZMdO7rTYSCCiOHXIiI2ipo14eUXiZnrDhVR6IRy2LAhIl21OH0aKWWBhdhl8ZTxiEIoWBCNCI2c2/8Z+X5atjT2fasEUzj0NrPKlRHJsW6d9jEvX4bB++efrY1JdH1aXujdz5w52QucLDd4K6SkoLZ3OPPaa847I7WeabDzySSQOmHcUFVtZ5ZopZIHIqLmfOeMisK6ZeacX31F9NlnvEYW/qSkoHxOhw58jZEHD8r5rowfz34tS0zEHG7RAk1X33oLZcqciqz2kS+f+DXr1CkEGRw5wu6YffrgvY/ABtZlCVq3ti6n20G0fBpsXLlz8wn4ql5dniZkKSkoydivn+iRWOPgQTiVnF6n9dCz05QrJ3pkGenZk+ihh+zLjQMGEE2cyHRoYUvE8GsRER7x/PnhFROJnhFMq7FdmTL694incugz3EZHE2XPHtwLtHo1xjlvHr4TFSWPYYIHL7+sbyD1R5QHPNR59YwLq1cTPfIIrm/v3vRz4N57taO+WY3JzQTezwYNiHr04GPEeecdojx5xKVT5slDlJTk7DmdpFIlZ5V1K++FTO8S7/vl9RJ165YWXRN43aKVynDi6lVERZpRvEaMYFvzPjOSnAznepcu/DJgJk6UsyQHq7UsJYXo119RwzhfPhjTPR4YgUUwaRKMGKydv1ZYsACZeawMKlu2ED39NJtjRWDbiMxK9hArvF7o12XKyFfu44UXkA3Jml69iKZOZX9cs6gqyi6++aZ7sih9+mVUFOZL1qyQP2SxE+jZp7JkQabKq6/Ccbltm7O1+rXo2BGZLXYZNw6NTiOEJmL4tYjTCuyNG/B+y0CfPtqLiv+iFx+PBcZp4dFKdGbz5trfEW2Y4MGnnxqLeIiOdt6xQWTP8+71woDvi1ZhFaErOu3RKX7/HfW1WJbw8Oett5ytixhIuXJEZ8+KOz9rAjMTfE4rp+aplfdC7zs5cvAZYzD69uVnkE1JwXxv1AgGHH9HSmwsMk14Zk5kRurXN1fjbdAgorFj+Y0ns3DnDowTPXqwVdz9e2gULSqPUu3DznqrqqgJ2a0bsrBeeIFozhzxa8K338L4dfGiPHVvW7dGWREWWXiqihrJZ86wHWNmJVRWp9E5YyV7iCU//IB3UEaKFiW6coX9cZctg4wimgEDcO9FGyCNEqp3kQz7VDD71MWLRN99R9S/P1GtWogof+YZyMMrVqAsnpOUKMFmPV64kKhzZ/vHyQxEDL8WcTo15J9/UPNKBkIZvVUVTcR693ZeeLRikPdFZAX7CRcjX79+RA8+GFyAXrMGSo2oyLzq1SGcW50zvvqhrMYuU5QiL27cQJTPli38zlGmDMqriKJ2baJ//xV3fpYYbZzJc57mz2/+fHrvUnQ0Ud26EEh51wwlQo3OQoUQ9eDbn3LmRBMpu9y5Q9SsGYwVesrMwIFEr7zizLWaRZZSR2aZNs2c4P/hh2hOGsE+CQmQT5s2ZTN3ZCoJo0WwFPdg69/u3VC4ixZFn4BJk6w1xuTBzz9jXCdOiB5JeubMYTsXevbEuh/BPnoRv3fdZU5uFy1j16+P5s+ykZiIUlE8OHvWXM8XHkyaRPT440S3bokdhxlYRrnzwox9KjkZjS8nTkS5uGLFsA+0aYNGi//8w88of/Iku94rv/2GIL4IoYkYfm3g8SCNPEcO/kbNhQuJOnXid3wzhIr0Gj4cHjwRSi3LKDTZFnO7hPKqp6SgWUnp0kSjRmkL27wN9z5BJz7e+jFYR+jqGdnmzbM+Rtlo1w6edx54PETly+OeiTQktWyJkiDhQIUKwYVP3u/s1KmIXDV7Pj2DzrJlqGXZoAEEzy++QPq+//dYGSPv3CF67DHsqf4cPgyHk51yIPHxUCI7dgxe99TrhXG4f3/r5+KB7Aa3YMyahdJO0dHG5kiPHvI2d3UjCxYEly/MINoQFGq9Cab8B65/R48SDR2KPfCRR1BeRLYGYxs3Igvhv/9EjyQjrOfCpk3olxLBPqwCoPRk9qgo/uW5DhyAAdSJpolm2b2bb2mSIkXQA0UEHg90TVkcX0YJZS+QJUhs0CCi++6zFkB14QLRypUIFKtZE1HBNWvi3ytXsmm06vEgiz1bNjZ64a5diGCOEJqI4dcmNWsS7dnD9xweD9LXs2eXIwInmCD2/feI7Lt+XdzYWESh2RVkZCTYczt1CgLG66+jmzSRs9Ha/jWT7r/f3hznoTQG3os2bWA88jdOuZVVq6CQ8hCwZTIkdesmv7Fez+CQmopo7GHDELmsJ3T6moDwfGfnzUNJkAsXrK0Rob5z5AiMcvnzo3HU6NFs51D37jDMatGmjfVO8nFxSJnr08dYyvvt23jveMxJq4ZyLYeCbI5PrWuzkircpUtG438E67Dcd0WWV9Lbs5Yuhaw/cSLKT+itv0RE586hjMgTT8Co9OmnRPv38x+7FXbvRvYDz2wfO7CeC0uX4jkZdRBFCI7Hg2cRHW1d5tBbO+67D4EgTZoQffNNxowxFg7hbt3kLfmzdCmbLCQ9Xn0VOrvTrFuHwIGjR50/t120bAz+P7LISt26savhnJyMyN8JEyAjFytGVLw47AUTJyJiWK8OOyt5LRTnzsnZvE5GIoZfm/A2/IqufRRsTIGC8bhxECAPHBAzrqQkoueesx+F5vvJnh3R3CLrkrIkmFe9UCFEP4kors/aOKh3PNZGsDFjsMnPnOnO1Ggi1A6LjeXX3Vd05JY/Q4bAiCgrevP2ySfh+KtVC9fw998oTyPivno8qMnlRMmO27eRiq9Vb9zqtS5dSlSlin7jpL17iUqVMt9M6PJlokcfRWSfmTX05ElE2v39t7nzBUNvHg0YgCYaX36Jem5t2yLC+vHHsQY89JD8USx611aokPn3oX378HDoyoJdA52/gpgtG7t33ix6gQDZs8OQ26cPIuW05ltMDEpeFCqEkgLbtsndsOjYMVzLmjWiR6IPSxlCRn0qHHjySXt6XzCZPT4eZRi6dYOxqUIFvIODBhnXG/QMxDduwMEcF2d97DwZOhTZT7wYPx4lj5zE52jascPZ87IiWJkfHnqmFVQVciXPer3nz6MmcN++CHjInRs6Sv/+KNl26ZL+e/3ww+z39+RkNPCOEJqI4dcmvA2/MhlO/MmfH1FfvqitOXOgMP/0k5jxXL1KVKcOlLnFi9lFodWti9ox4YCep/Kuu8Sm+DkRoctrM373XbZGa6dp1Yro88/5HV+WxngeD5rosEor4oGWMVdRUG8rsAaaU84Nf4WpaFFE3zgdpcFqDh05AsPM4cPBP9ekiblI0LNnkcY9bpy58fjYuJFtwyE9w9WDDxK99x6cB1OnQmjfsIHo0CEovqqqvxZXqsRmbHYJlp1jdo689pqcdR1Z4mS9Zr1nU7hw6DHoOd+dLjV144Z+07bo6NDjrVePaO1aOWt3B3LhAmT2pUtFj0QfjyetpFDgnGAZWSpan3I7tWsT7dxp7xhGZfZDh7DX3nefMeNRsMCSceOIuna1N26evP46jGi8+OcfZ9PjT56EHCmzo8kIenuEL+NDNFu38i0RokVyMhyd48cjkrxoUQTOGZXVWOiFuXK5Y+8VTcTwaxPehl9ZDCf+HDoEr6uPlBQYSHl6JoNx8CBqBX35JfvoioULsYiZQdbmOH36aM+lHj3EjkvGOW4UNysSixYhUoPnRqnVONHp+yNTuYlA4uNRM+utt8wLQ7ydG3rGDafvG4t3LDGRqGpVoiVLQn/2n3+wvxmp+XfsGFK5Z840PhYtZs1KqztsZ+9IStKOljS6nuq9K8WLp0XoiNzftKK/feM0O0eaNw8fp64WTq97eufTG8OtW4gS/OMPRIDpzVmezltVRQmGL79E4ED+/HCQBJtLSUkoj/TMM4gCzpoVSq6RtUUWrl9HmZlvvhE9En309p/YWOtzwc2ypsy8+CLR5s3OntPoswzmzCxVSt4SLETIxjl4kN/xk5MRqcmreZc/V64gFf/bb/mfizey630ffog9TTQs5TUjlCrlvprRIogYfm2SGSN+x45FeL+P99+HZ9KplDZ/xbNYMXh5eHlFExOhDFy7ZnxsshqZZJxLMo/LCG5VJM6dg7J96BD7Y/u/n/ffr/0+OJkOJdv8unoVKfdNmqCEQ4sWMPiVLy/XOGW5bywayHTujFRRo9Svj4hYrbH45napUkgtY2XweeUVe3vHvn0oY5Ezp73npuVQ+PFHGH8bNhS3v926RXTPPdpKhJVGg6+8gojncEXE+xs4dwKjNX0/2bJh/6lWDeugHWeFWe7cQZPP7t0xpytXRlPbTZvgBNWT4T77jOidd5Cm2qgRHKe3b7MfH2/i44lq1CAaMUL0SILDY/7KsqeFG02bwoHjJEafZbASd88/7+yYzaCq0G15GmX9G9TzdOLGxxNVr0701Vd8ju80rJoa8qJMGTnqJ+u9o1bkNSM8/TTk4AjBiRh+bcLb8KsXpWn2BWEZpfP88yjOToRIp8cfJ0pIsH48M4iIQuvaFQXMjSCzYCmrkdKptHUeyPy89VBVopdfRqF+1gSL0nGiSaAWMsz706dxv597jqhAATQt++GH9LVmZXoPUlP109lErBdPP219Dn37LaJp79wx/p316/Edf2cm773HanS8qiK9rlAhRI/zmke3byM6yMoY7XL7NmStFi30r81MBLzHQ/S///FXeEUiw7pnNyrPzLwKJuOeOYPo1kaNUK6mYUOUO9GrVe6bSzlyYM7nyoW1e/p040EAMpKcjL2/Vy+5aw8TsZ2//s2DZTbYuBURZXP09mP/Z6mqKO+ktWfddx9kMFk5dw4GPF7wrnfte+eioxEA0qgRm+PKQrdu2BtE6TV67N8vT2muYLIoj4zFxo1RailCcCKGX5vwNPzqbWz+0bZWjmNngb91C4JzcjL72oRGEGFo27EDacJG0KtpI9q4SiS3kdLjwSYaFSXXJhoKI8KnbMyYgQY0RlLZzSLjHOM5Jj1jg6qibvawYXCMFSuGZj9//RW8tIZTtamDXUOPHqjffv/9cjzL69eRdaHXkC0YBw7AIHrsmPnv1qyJyEAfvOe2FUPHuXOITn7xRTTb8MFrHokwJiYkwOjWvz/eK7vXZkThlbVckxmKFNF+VoULpzUv5H2dRt8Zu84Kve83a4aSBsWKIcL3l19CryP//Uf0ySco4VKtGjLczp2zdPlS4fUiM+/tt+U3+hKxW2/1ZDSzsmY4rAm8aN9ezP3w3wtKl4Yzz9d7pmxZ6G0VKmivDfnz85GBWeDxYM3KmpXfXOMtF2u9c+H0zvTsSTRtmuhRZGT4cKJPPxU9ijSc1GneecddJZdEETH82oSn4VdvYS5cGFFMS5ciHfX779FU7ddfkW6zbh2Mslu2EG3fDgE28DiKgggqs3z3HaJuTp3C92Wt68SaRx4h+vdf/b+rKhoFREVp32uenlujyBRRqEWjRkR//il6FObx39geegj1WmXlxAlEQJw8yef4MkSZBcJr3usdt3FjKCGVK6Pz9K5d8iraegL6qFHyrBdTpqBUg1kSErCHWh3v6tWo4+mD99w2q4h5PDBqT5rk3PzyKdFOOQMSE2HY7tGD3TXq3eeiRREt8+237Bzlopg2DWVktK6jWjWUOGjfnv91mllD7CiIeo3l8ueHITfU3Dl5kmjkSMh55cvDYSdDqiwrVBUl2Ro1SjP6yw6r/YdVNLnb1wSedOtGNH++2DEEOvR8P0uXpq0tWbNCH27QQN6yA07NNZ7yjIwBIKzwOYCyZiUqUUK+NeDxx4PbKsKZjz6CPBwhOBHDr014Gn71FuZs2Yi6dCF6912idu1gaHrtNaJWrRDh0KgR0rleeAFN17Jm1T6Olc2kY0eir78mevRRotmzeVx1cEqWdFbx9DFhAiJGtLh0CYLEiy8imlJr086VC39btsxe1IDdqAMREYVGqVQJhkk3c/48UcGCzkbBG8XrRQMbu42ogiGjwLd+PZxUvveG1byvWFHb2FCggLUIUxGEel4yrBdPPgknplk6dCD64APr51VVlHv46y/8m/fcNpo9cPMm9v1HH3W2MU1SEq7VKWdAUhLkmK5d2Rq29eSqrFkx17JnFyNjsEBVEe1TpQqiVPXe34MHUQvaiet0Yg2xYsS4eBElvJ5+GtF1H35ItHs3+7EFIiJydMgQolq1rGVNiMTjgaM6Wzbrc4eFgUtGuUYm+vQRH/1oRJbJnRvre/bs6LMgI1pyJY+5ppURwuo8MgaAsEB2B9Dp09jLZA004c3YsQi2iRCciOHXJiIifs0uzJUq6Rt+zRxLVRFt/OyzSHNwmqtX0VjDKcUz8Nxa6carV8Oo9NVXaWlDWorOqVPoaGpn05B907GDr5GBW6JRgtG+PdEDD8iXEjh+PBoa8RQKZGt6oKow5vzyi/Vj3LgBw+Ps2UT9+qE+ZKlS+muqm4Rbva67slzD/v1I2TQ7Z+fNQ2RjUpK9869YgYhTImfKuvj2juhoPINmzdIbiYYPh/Pzo4/sX5sZvF44lzt0gPOStyEvORlNv959l306bii5yq1Ka3IyUdu2mK83b4b+vFuvUwujsvKNG1jH69eHg7Z7dzR1c0JR9ngyNrtzQoabPBkp7zdu8DsHT/r1Q7CJVbQaDJrVo8LpXeHBp59CvhRJsGfkhtIDZ86gxAxvufLsWcgVxYvz06W1bA7h4CiR3QE0cSKyozIjvgy4bNnk0rtlJGL4tYmTNX6tLsx6KTCKgtIE8fHGjrN7N77z/PPOG+i8XkTUfvGFuCi0p5+G4fuuu+CVbdgQxlyjaRVWm/f4kH3TscPVq0i1dTu8GyYEnsto5NDBg9gU/euA8qJMGQiVod5PJyKfliwhqlcv9OdUlejCBTQGmDwZBoG6dRFtFBOD/+/eHWlEf/yB+xgO72OePHIL6P37E33+ubnv/Pcf5jqL7AGvF+UNtm3Dv/33nthYpPrx2gvHjNFWVocO5XO+YPTpA6cRr2v1XwsqVsRe+/bbfGowhpKrZHmvzayPN2/CmNm2rfEu8HrlEQoVcp8DNphTJjERzopmzRA40LYtyqI5dY1aBl+n5lbPnnAiRUe7Vxlu2TJ9rXUzTJyIgA27epQsa4KsDB8O3UwkwZ6RrM9PVVGasUULrLsDB8LRzaq2tf/+sXQpZNuYGBjpU1P56dKDBvEzKotCtobHWjz3XFqGWmYinIPieBAx/NqEp+GXiN3CrOf1fuABNGurVw+K5v79GaMffBuI72WaM8feNVlh0CCipk3FpTDoGc8XLDB+DD2PdHR02jn0GkWtXw9Plsybjh22b0cZArfjlIBpZqNLSUHUK8+i9765myMH5uOyZaE/z3ujTkpCdKS/Y8brRRmGH38k+vJLRGc/9RQMoCVLwpnTrx+iwrZsCR4lJUsNXKvMnw9ni6zXkJoKR5uZsim3b8NQ+/337MaxcCHqNmvRurV5w7RRZImaGTOGqHp14w5is+gZ7ZYu5XM+3zn15CoZ3msz6+P584jo/PRTc/KR3jmqV4dDe8UKd6WM+j/T3LnhgHzrLdQ6btkS13PnjvNj0jP48pLhfHtxoLzoNmXYX+8oXdrcuL1eNMGuVg0lPXg1hOza1dxxwpWvviIaPFjsGIKt27JFbN++jd4FFSsS1ahBtGhRWgYPi/1H7xhPPIFyADxJScF1DRkivkwYC27cwPwuXpzovvvkdCAQIXiqQIHgzaPDFVkdO7ISMfzahLfhlxXBNpPkZHgd+/fHi1K0KJrpfPcdjAOiPSk//QQhXmSqGouFRS/CJnt21GPWus/Nm2PDqVkTqYkyGAJ44PGgbqXbcUrANFLPzOdEePhhRNDxwooR18r7ZCYC7s4ddHi95x4oJK++isY9uXLhv6++SvTZZzCG79lj3SAgQw1co/jfv5IlYRw5cULea1i9GuuiGd5+m6h3b7bjSE1FaQ+tff7KFRin9+5le04iOZTVb7+FEfDKFX7nkFFo908bFPFOBLsn/u9x6dJY37/5xtp59N79LVvgiK1eHbKhG/B6iTZsQP8Ln9Fz8mRjZS94oSfzab3TLGRqPSeK6PfKbHaPHcfwnTvY3195ha2zyuOB4SdHDtzD6dNRA75378xpbPFnyhToj6LRW89k2WMOHULfgfz5UTZJL1vUrkwm8nrHjSNq04bvOZzIFjx2LO1Zde2KZyeDU1iPOXMwpzIjMsjKbiJi+LWJWwy/RMY3k7Nn0QCqRQvxjU6OHYMCxkOxNgOLhUVv05g3D546reM//DDR8eP4ftOm8m46dvnySxji3I5TApfefMyRA5FyWsofL2eNlWsO1mDp00/ReGPjRkTrqGrwdyew/m7JkrgPioKyNF9+iQjfY8f4pI67ATfUuAvk1VcRCWOUWbMQvW001d0M06frKzMrV6LRGuvzilZWf/sNDWB4N9yUVWj/4gukMItA75745DEn3mNVRW30KlWIXnqJaNcu9uewi6rCeNK3L+ZqzZqoB3v5MpR2Uc/Ph95z1Pux8hz9jSBGzpctG9bVs2dDH4+FUUVv7166FMEcZ84QHThA9M8/RH/+SbRqFZxpVta+69eJatdG4AoPY+zjjxMdPpz27/h4BGc0bEh06xb787mFOXOI3n9f9Cj0EWmwS00l+uEHOLFLlIA8evUq33OK2lMvXuTf3JpntqCqolRCkybYT774gujatYznlzFQonFj6DmZEdGystuIGH5twsLwK6LLr1FENv9JSIDS8e23/M8VClYLi96mEWqjXrYM6TPz58u56dilWzd5u+yaYdkyZwRMvUiiu+/WLgnCcxO0skbovU9FiyJioHt31PQuWRJRunrvR1QUytS89x4U/rVrUau3Xz85IlBkwW2C0fXr2s009dizBw7CU6f4jCcpCXPTX+n357XX2NfeFams7tiB+7l7d/DxsZBb7Na+50XfvtYjae0SrCGv0/fK60W5kxIliN54I80RLZLDh+EoLlsWZS5Gjcr47p89i3qWIg1yRiN+fT8FC+I92rCB6MiR0GMPFeGrNVcKFUJ2VYkS+GnbFk6zI0f05Rc7OonePciWDcaVChVQiqpuXRgvXn/dWlmzkydxrM8/51eiJDY2Y+ah10s0YADewZMn+ZxXdhYvJurYUfQoguO0we7qVaxLxYtDlv3xR+cCD0SViWrXjmjkSL7n4CHLJiVBt370UaxFixe7q859fDxKGjldykgWvv5anKzsRiKGX5vYNfzKXpQ6d24xG4iqQiCVxYvMWwkPtpnt2wdhXc/oEA68/DLqGLudn35CWjhvATPYfHTSWXPqFNG995pfI/Rq5mndq5SUtAheI9d08iQU/rg4ZpfpemSNqtRj6lTjiuStWyhH8NNPfMc0YQJqQmtx9SrqRJcqxdaBKyK65NgxGDj+/DPjWHyGXl/PgMD1JyrK3LUnJiJdWkahvW1b1IUVweuv699fUe9xUhKaZRUqBLns0iX+5/Tn7FnUm37sMZS4GDQITUuD0b07f0NEMMwaZrNlg/HkpZdghIiJIXroIaJixVB2o0kTok6dcO1ff4330IzRN/C9OncORo6uXeGA4ZHhZ2XvMWLcCSxdlCePuZ4bZlFVPAs9o/L8+XgemzfzG4OsQULff0/05puiRyEHO3ZATsifn6hHD5QIcJr33nN+T92yBSUZfbWKecFSlr1yhWjYMGQYtGrF993lyfLlGH9mJCkJtdzffz88g+J4EDH82sSu4VfmSKzZs+GtFKGUffMN6pLySNu1Ck8lPFgqe5ky4Z/CUb48/6YDvElNRcTJhg3OnM83H7NnR1Ss0/XMFi6EYtq5s/k1QlVhJCte3Nj7ZOaa3ngDXYsjpCHzPqNF9erGhHBVhZHsww/5jykhQT+qWM+RIYtirkegIWHmTBjVAhurmTFgGb32+HhE63fvjvPJJrS/8ooYZ+To0TBuzp2b8Z7I8B7fuoW66QUL4r88I2qvXoUTqHZtGNV690YjWKMRnadPY2+sUEGcsSxQblywALXnjRpYVRX3Yd8+oj/+wL771VfIasma1di7GBVl7L3i4TQuXdq6Y1hPphBRuujmTRiIgrFpEz6zcCH781sNEnLCWLxmDUoDZlaSkpCZ+vTTcKBMnYoGbiJYvx6R9FOnOhOAUqkS1o2770bkO2/0Mghy54aMZoT//iN6912UWOzb1/2R+m+8IUdmtAh69sy8tY2tEjH82sSu4VdkBEcwNm+GoH36tPNRR1u34tznzvE9j2wE3udlyxAJO2SI6JHxxRdJ4fYGGTNmICLHaW7fhgHWV1eLd3T69euov1q9OtJDfec0s0Zs2IAOw0YVeCOKYKVKiAzOkQNRTBHSMBNhLZoDB2AsMDI3pk3DHuxUWt7IkTBUBiKDQc4seu+UVlSz2ZT1UNd+8yaeW79+/NKy7VK9OtH+/c6ec9w4lLfSqwEpU3OZS5cQZVOoEKLhWUV63boF4+jLLyNqrlMnNJizkiYtq0Nm7lw2z1Fv3fHV+zUrr7MsaeYzCAXWpTZ6rR5PWkRzliz4f99zE7HeHjkCh0woTpzA+D79lG1qv94anDMnUZ8+RCNGwNi3dCnR77+j9vWUKdaMxWbZsAHva2bj7Fk850KFiFq2xDolcj87cgSOh23b+J9LhPPFtyZorekNGiDza9s2bWeHr2b9Cy8g6GTixPCoy52cjF5AgSVoMgMrV+L5GjX4RwARw69N7Bh+A4VSWRTGM2ewuG7a5Py5L19GFKBbOknzZNAg1DwL94ZUly+j1pybiY/HOxMq9ZQXI0akL4vCy1nzxx9IOx0yxJ6xrVEjoiVLzH1H75pkL5cjkkAFvEABuaIqtfjoI8znUOzcCSVHr0kRD27eRKTjhQvpf++2UhpEGRUo38999xHVqgUjR5kyUGqNGnyNXPu1a3D6DB4sr9GXCOnjly87d77Jk/GuXrkS/HOyNZc5fhwRRyVLItLRirySlET03XdErVujVuHrr6N0i92ML5kdMrNn4xlmz279OS5ezNahx8JBqGcQio01N2f19vW2bfWdUDzX240bYVwyws2bMIS2bAnZ0A537uA560V3R0XBATpyJBxp77xD1KwZ0bPPau9LPOb/P/+gRnNmwNcArGVLBFx8+infZmZGuX4dhk+n5F6n19Zg64pvPfn9d+wfWutGoUJ4J1atCi+d+rffUEM6s3H8OJ6p0875cCBi+LWJHcNvsAYeooT5hAQofDNnOn/u1FSi559HqmNm5/vv0bgkXLx4wdLNtm51v9A4bBhRly7izn/jBiI/ypVj243b98wqVkTn6jJl8LzscOAADP2sIrxlVu5FIiIiwy6pqRDkQylSN24gKvjXXx0ZVjoGDUJ6oD9um4N6TmdFQcT8rl1ER4/CwH37NruI30uXiB55BE1vZCdXLueyUL75BuUILl505nw82LULtWmrVEFklc+or7f3p6ZCUW/fHhFLTZrAGWjXUOaPyObERrh4EXu2FXnb64XBvXbttPvLwhHg8SBtO0cOa8djtRYGS+kuWdL59XbFChidjZKaitIkjz9uLXvx33+RXVKgAOp3Fi1q/pqdckju24cyB+HM7dtYpytVwrUuXMi/nq1RkpOJnnsOjQ2dwmlnt9F1pXx57XGVKsVnXKLw7avZssEBIbNcr4fZMjSBpUVk6QHlNiKGX5vYMfzqNSyKimI7RqOoKrqTf/CBmPMPGIA6UTJHATnBwYPh5ckKFZG5ZAmiFNxGYDTljBlix6IVqWNVGNAzGrJonvLuu0gNZoUboy2dQAZjpFnB7tdfierXD/4ZVYUi/Mkn7MZphqtXoYz7p+O7qZQGUXCns9b80FvDixTRL1cVeO3nzkEpmzTJkUu0RXIymkU5waxZMP4FRpG7lXXr0Bn92WcRhag1bxo0gLJarx6Mntevsx/H8eOQsUWvgaE4exZOLDN7q6pCTm/YkH2Zm5QUe04Pvf3YV4LCqFM62L4uouTJlClE/fub/9706TDa7tgR+rNXr0I2qlIFPxMmpO0zVq7ZCRnA40FAQJYscjWcY8Xhw2jSlj8/nFRGnqOTqCr0p3btnNWdnZYvjcr5mUEfCIcsR7PX4MZAFlmJGH5t4PGgo32OHMY3PP9alHrCkSih9IsvIIg7VS/R3yhQpAgUgZs3nTm3rNy8CeV45UrRI2FHKAFh5EhEzLoJ2TYh1kIYL6Hu4kWkyrNsfCGDgVNGRAvAVoTTNm1CN8aZPJmoTh2xNcH79kXkrz9ffWW9tqbT6M2NYIaEYCUG/P9WoQLSLf2bXJ48CeOWiEwiK1y4AGMGb3zNW8Otn4GqIkJSL+K2QAG+hu7jx5FV0quX8wZCK5w6hfEuW2bs80OHohwLj9qGe/agvrVVQmUHGDVS6JWiiY3F350uefLZZ0Rjxlj77p9/oixR374ZHaGpqUSrV8OZmT8/onz1jItmr5m3QzIcDFBaeL1oqP3iiyg9OGqUft110Xz5JeQhp6OP9XSgwGwoVhiV8zODPhAO16h3DbGxcJaNGYNyYL17I1jowQflspe5mYjh1yJWIuxCdcb2/d6JzpiB/PgjUiGc2txkM5zJgKoSNW0qLpKNB0lJoRsYdu7MJpLUSWTbeFkb+XgZDT/5hP36preWyKbcO0lqKpRIkYKS2XckLg4p38GMGdu3QzA8f57HiI1z4QKMV/6OyiFDYBxwA3rGmSJF2Bx/40YozNevo+FM8eJ8Ot3zYu9eoho1+J5j4ULIXKdP8z1PKMxG5Rvl+PG0xl5OOp98Rl9fDXnZaiLrcewYIkO//z74577+mqhqVayXPJg7117ZqlB6jtF9SM/wy2qNMku3bkTz51v//sSJ2vpenjzIclm8mCgxkd14fe91liyQwaOi2M9/2eRgu1y7hlKDJUqgCdgPP8jddHrFCjgORRml+/TRfkd56PFGI95laoDKkkuX0GNl3DiUd3B6X2WNno6ZLRuMvYMHI5hi+nSsjaHsCBGMEzH8WsTKhmekA+/YsUjzP3zYqStBSYGYGNRpcopwExis4q90PfwwBPpwKDx/8SKMIIULEz3wQPBn/eKLYhoJ2kF0NGUgboj4jY/XbozFAn/l/t57iT7+mP053MKxY0TPPENUrZpYATiYYLd9e8YaoNmzo061ntIQFwdD2e+/OzP+UHTvjmwFH48+SrR7t7jxmMEJ5WjoUET/FikCBdVN/PknGqvyYskSGBdOnuR3DiOwjti7cIFo/HhEjBYvTpQ3r7YBsFgx++P2yU2xsWmNw8qUgRxltnGoLBw8iPdl9Wrtvy9ejMh5nrWge/RAszA7+O/HVhuxySZjtWhBtGaN9e/ryVRly7Ibow+nInFle0ZW2bmTqEMHOMs/+EBck2YzbN8O/erQIXFjENHgrXz5tHNYyU6Sndu3ibZsQenADz5A7eb8+bGfNmqEwJnChd1vPzE7dyI2I3ZEDL8WsbLhGf2OxwOFyYmyB9evQ1gOFWXAGr17ER2Nv/OKQpGJcIx6/vdforffhoHvo48QzaR3nT7lzI2prrJtQqwNOTxSBCdOdKaW8/r1UJ7Dff0IRFWhsMfEIIVcVcUJwNevw+ETuL5nyYJI2ccfx3vfurUxBVVV0al88GBnxm+EU6fgpE1IwP8XL+6u+vS858b27XiWzZqxPa4TLF0KQwAPVqyA4fP4cT7HNwOLfSwuDiU86tXD2vP++0R//522/mi9376fK1esNXjROla4yFD79kGxX7s2/e9Xr0ZEMO95U7s20T//sDue1Tkmm4xVqxYaGFrFSSOpU/dOtmdkhuRkokWLkNlRoQJqON+65dz5rei4/n1FoqKQZSQSEc0zly5F8IDbZfvkZGQWLVqEQJVGjSAX5M+PZuc9esD4u3VrxtJ44RDVbPYawuGaZSFi+LUIy4hfre988gm6HPOI/vTfPP73P9RVdBq9VNMcOWAccsJbLRo3C03+pKSgNl3NmkQVKyI1IzBd29/IUKkSlIuWLbH5PfSQ+6Kc9ZTP2FikPzltdIyLQw2kChXYdvfOlYtNimBqKiLcDhywNyYjhGvduWCcP4+GSc89ByOkSDZtghH01VeDC2oHDiAiUMs4HLgGjh8PYVi2tMv27dGAZ8IEop49RY9GHrZsgVF8/nysIaVKuUdR83jguMyWjf14V62C8e7IEXbHDCSUQeHGDbyjU6daTxlNSIDjtkkTRNi2b49IfK3307f3Z80Kh9zy5YhS03IsGlmrjdSQdZsMFcjOnXh/fHWyN2+GMZh3Vp6qovTAnTvsjmm1FJNsin7ZsvZKDDkp7ztlZJbtGRnh3DnU5y9UCFHc69Y577C1IqPKJtf+9x/R3Xc7u/6ybmLtBKoKZ92qVUTDh8PeUrEiUe7cyIx55x3It2vXopyDUdwc1exDSzYw8nk3X7MMRAy/FtFbhNu00d9EzETReb1EL7+MiChWRiSPR79ultMLp979mzABhsBwFOYDcXua1LVraAhYtCjSYv/4w7gAlZpK9MYbaEpQvDjfcfIi2PvktHA2ejTRe++xP26HDmzGvnQpPNpOEC4OFaMsXQolZsIEsQ4Ur5doxAhELfgMFqEENSNr4NatEAp5pjdb5fBhjK1GDUSaRyD66y/Mx02b5FLUjERY8Rzvzz9jrvBKI9baj3zjb9wYjqHChRGV+8ILqKMXE2N8rUxOJvrpJ+zb+fJBNv3uO+NGwkWLiF5/Pf3vChXSfv8ffBBG5fr1UbbmsceIypXD/dMz+LpRhgrGtm24P7Nm4b9//83/nMeO4d1gTaDjv0QJYzW//Q0DsbFiFf3cue01vnbSSFqggHM6lO8ZZcmCNHwZjTGqiv25VSuseZ98Ira2up6MWqIE+u3Mm4daroMGQa5//XWi++6TQy/2emGoLFQIjdycNPzLLtv71+F95x2iJ5+E47tSJdiGRoyAAfjECXdlh/Fm6lREOEdwhojh1waBSu38+RBS+/TRf6n79YNh04jHYu5cdkakQIVGhoVTzyjgdoOoUWTfxPTYt4+oY0cIlz17QlmwQmoqjL6KIl8kn1FCRR/5z11exo6UFBjbeESRvfWW/TIwqkr0xBPOGcYyy/px7RqEyWrVxNekO38eEblNmphrNBJqDbx2DcrQn39yGTYTXnjB3WsYS9asgXFx+3b8W+/5GjUusSr5FCpaKjGR6OhR7Ec89uRff4Xhav9+e8fRI5h8pyiIYP7rL7xPWt8LvC81aqBci9eLiLhOnbDfv/wyGrFaSYm+dQsGY39Dsd5aHRWFCKgtW4j27MHedu4cMlsqVgz/iF8fCxfimr74wpnzLV+OPZ83R4/CAGe0l8lXX4lpeu0jORmR0HZxImJt9GgEYzhpkCOCjCey3qwW8fEof1W5MqIrFyxgG81uFb11L2tWotdeQ/+ATz9Fz5+5c9FkLkcO8XLtmTNEzz8PJ6Iv+t3JKEwRpSW0MFKHd9Ei6MrJyc6OzY0cOEBUpYroUWQeIoZfxsTHQxHs1Ek7+urLL43X5WFpGAxloJLJKKJ33eFWt9NqCpwIvF4IH/XqobnIxIls6mHNm4drfv11dxpO9AQ4vR8ec3bZMn7RtG3aIFLNDn/9Bc+3Ux5utzpUzLB6NdbDoUPtRSGx4JdfYOybNMn8Mw4WBaWqmNfDh3MZNjN8US+in4NoVq2CcXPPnrTfBVsfH3uM6M030SDvhx/gQPSXmVimturJP3fdBYOOr7Fq1qzs5aPff8d92bvX+jFCYUe+C1Tcly6FA8f33dq1EZFz5Yr9cTZpkt6RqDfu++7Tb5QYrMavG1LNjXLhAmStrl2xvvKcP0S4r3nzosmmE/L14sVoiGnEEPfnnzA2ieLcOUScy87IkbinV686nxZdty7b2tB2OHKEqFcvOKvatUtzRMoC71KRPFi8GM6aKVOcj1ZVVexLWsZvK/fAqEPZTh3eCMZRVbyrgY7pCHyIGH45cOcOGpq89lpGb0+nTkTffmvsOCwj14IpYLIZRYI1BJGlvhEr/IWzsmWhhP71l9jx+G+IvpSjUqXg0Pj5Z7bp5CNGwHjVqhWMAGaNv6KbABqN+OX5ntWokbERDCtatCD67Td7x3jlFRinncJNDhWz3L5N1KULajmLVmaSk2H0LFsWNSmtoqegjhlD9OKL8tf/btoUEYpGUpf9Eb12sWTpUihEgZHnwSJ+Dx1Co7Nhw+BgqlwZaZGPPoq94OGH2Sm6wZrJ+storJXrdetgtLPTFMoILOS7gweRWly6NIzyrVqhB0T//kRJSWzGuXAhnq0PPVnvgw8Q6f/GG9rNzPzXjNhYOMHCqe5fXBwioKZMwb/XrOFfJkTLgM57TXr3XTzrUMTFIWpdFP/+i7JkMjN8OJqmijKeNG2KNHenCNw/ly5FKZqXXsJe9MUXbJxVPLDSPFlUPeXr12HLqFZNTET3tm3QcZ59FtHsdu+B3n38+mv2dXgjGKd1a/vZpRGMETH8ciIlBSlTjRohjdDHc89hITMC64jfYEYp2YTlQGNATIz8BmsW/PMPaic50QQrED2DWf36/FJU330X3tSUFBgZ337buKFHhmYHRjqM+/9ERSErgBXbtuEd4OWBb9zYXpr9/v1EJUs6H83tWz+ioxHBlD+/+w1smzbBKNO7d/o9RQTHjkERaNeOT6TD5s1IV718mf2xWeHxwACvKEjxK1TIXWsXK+bOxTuuVfLHrLKamppmEM6enZ3j26gsxVK53rABc2LHDvPfNUsoB6Te+E+fRhZa1apw4Hz2WXrl/tYt1HmvWpWNDHDzZsZyD3qOn6Qk1C0vVAjGQZnXApYkJKBR7rBh6X//ww9YE48eZX9OUdGECQkwsPTvH9wJ5vEg2i86Wswevno1HCGy8tln2I/j4sSNoW1brNtOoCd3P/IIjEduyB6cPx97nBmHFe8o7kBj+qBBMKJ/9pnzGU2nT8PxV6YMnqlPx7F7D4Jl/0Tq8IpjypRIg2SniBh+OeL1EnXrhpSABQvSjK/lyxsTXFgqIaNGaW+URjopykBmqdtJhE2nZEm+zYySk6Go//EHmocMHCimqd7zz6c1LUlORqR8+/bGDCiiU598BAoifftqz9csWdC0Jl8+OIV++82+gPraa0SzZzO4CB0aNCDauNH69zt0QAkAUcjUXMoM/gJ4xYqIpilRAhGEovGl/C1YwOf4V66kbxAnI3p7c9++xr4vy9pll6lTYTAM1ijHqqLmq1PJ4h6ZkaVYKNebN8NgGcrJz6uGcTD57vJlRDfVrIm/9+2LiMZgSu7y5bgeK+VcAmnUCA2MjHLzJtHgwYj4/OwzNiWmZCUlhahhQ6QQa93n5cuxD5w8yfa8IuXrsWODO8Fk2MPnzkXdVVnwXzfy5YND+MYNsWN6/32iOXOcOVc47J9r14otXxKI3h4yciT/8/rvgQsWoL5xTAzWBlbZJj5kqRMcIT0HDsDBHIE/EcMvZ1QVSrvV6B6fEpI9O+pvWVFC4uNRn+rTT52t+cSScNjozTBpEjz4CQnWvp+YiLTAX38l+uYb1Cd67TWkzBQqhJISVaqg5t4HH2CDjYpyfkMMNHAnJ2NMdetqK8SJiVAaO3bUj26SYQMPZmi4dQuKRL16SAPu0yctFdiMIeDsWQhHvJpVeDxI9c2Rw5pR4vx5KOssI5zN4sZ1Q08Anz9f7Lji45Hy9thjxpvymMXrhTLkVDMjq2g1mMqShejuu4Mbxnzvt8xrl1HGjsW1XLjA/tgLFkDeYeX4JkqTpbJm5evw3rYNe6zPoRlsPFblQr3j+bIcsmbF3uDbR+bPR9mml15CLb0uXeBYMVNG5ezZtMY+M2ZYN1jPn4/MHrNcvIgO9z4DdLg1zfF64RB+883gz2XRIpTeOnuW3bmD1Vr+91925zF6bv89WvQe7vEgY8ip2sdGxqMlH4ge1yefIELfCcIhEOjzz+HIkgUR75neHtiggbkmwUa5coXo3nudD3CKEBpfnd/r10WPJPyJGH4dQEvRM7vQnDyJKCgr0RadO7s/hH7ZMrZKoBvo1QvGXy0F6/ZtdAz96SeiyZOJ+vVDKtqTT0JIzZcP9b5atEBq+MSJiCTeswcRNFo4vfF7vYgyDpzTixdrR3g88QSuq2lTRLmWKye3Uc9I5NjZs0i1rVwZtQrNGAI+/hipWLzGbjXKxmfcypYNxhueComeoTwhAQYGHs2aeCNa0dVizx5kqvTqxT4Cw5+RI4leftn5ur7BHC6pqVhrZ89Go6UnntA33GbJgrRgvXNoKeyyPGMzDBuGWrysaij63//8+WHcO3WKT2rr2LEwUvBgxw6M3Ui0up6x7d57Udu6VSs4Wnr2xDo/ejQ61C9ejH1/wwY4DI8fh5LsM4QGrt2+n9q10YjRTsqu14vyLnYM1nFxqN9sdR05dgzNYEuWRL8M2WuAG0FVEeX7yivGDNpz5kD+YeV00TPA9OgBI3PLlvzKfYUy4omM0JMh2jgQGeUDIsixQ4c6cy5Z74EZmjTRlxVEIMKY7uRz3L8fa9nbb7N3KIdLrwbRtGoVqfPrBBHDrwOwWlCfeopoyxZz3/n+eyyivKICnWLbNtRRdEPEMouN4MYNCFJa8+b+++EZq16d6NVXUR9tyhQ0Xtu/33qEpdPNA86e1e6UrKcQFy2avrapqGYHvChVyrgxKCEB0bQ8ou2IrAtkTtYu1TvXCy/AePTaa3CWuU1BkCmaRVWxthQubC492wrr1+N58Yj0CIbePGrYEOnwuXPDAdetGwwu+/bpR/wWK4bvaBGsDqtb1i5VhcPpqafY1ZN0OoLtr7/4pNju2oX3xGg5Fr33PEcOlIr49Vc4vGfORIPVIUOQHdKpE2oRvvwyUa1ayNwpUQJOtvvv5+9UYKGsP/YY9nOfjNSnj3mZaedOGMirVsW9cjPDh2PdMJPhNXUq5lu5cmyMDnpOlpQUounT8bzeflu72Z4dgtXcHD0a74OoPVxGA6NM8oE/33xjvNSRXdzcwNc/68do2UcnEDHXnZrLv/4Kh+wPP+DfrBzK4dSrQQa+/hrBJRH4EjH8OgCrBXX8eHjgjXL+PATDvXvNnUdGOnSAYCE7RjYCVYVxY/t2bDhjxqA+VqNGaE6QOzee2z33aCtwFSvyHb9TxvUNG5B6GogZYcDjQeRP1qxyOwOMYOa6v/kGzTRkGIs/wdY61p5xPYWxYMG0ztZudA7Iomxev07UvDm6mbNMK9bi0iUYFjZv5nseLfTmUUwM1mityMRg6/xjj8G4GIjeO6Uo7li7fFGJzz7Lts6q0/P95k04TlmyZw/2bDNd7Vldt6qi8WP37lj7eGc52I3A1ItItqo8//knHDNmGifLxJQpMN6bdaQ4HY165w50kEKFUCqE1Z6gNx98Py1bitvDc+SQz8gqi3wQyKJFcEo5hU9XyZEDJZZk3z+J5DYUzp3r/HvmxFyeNAlBY7t3szumD1nfRbeyfz8yySLwJWL4dQBWxodz56BcGElt83qJ6tdHir/buXEDEXxuaOqhtxHkyoUoowoViHLmRGRYnTow3g0ahDTitWsRTeFL9ZPVs8+K+fOhQARidjPdvh3GCLdj9LpVFZECO3eKH0sgenPWZ4xgKfAafT+cdGawQAZj9ebNEJaHDOHfIdu3V40Zw/c8elhdZ/Xm1YoVuJ5A9Gr7VqjA+II44PVCqX/xRet15/UQsc+VKgV5igX//YcyPWvWmPue3fd8926iDz+ELPH005D1Ll7kq4zGx9uvkRgs8t3qeFUV961sWZS3OnjQytU5z5IlaMxlJXNHlNHh9m3UJy1YEGXELl+2dzyPBz0ngs0DJ/dwVUVJlLp14eSQzbCjt24MGCBuTETIOHz1VefP6/Ui2+H2befPbRaZDYUffIAyek7Kyjxl3ZQUZGlVr86vUbqe7JItG+QB3rJzuBGp8+sMEcOvQ7ASXGrXRkpsKMaNQzSl3Q7MIvFFCGbPDmOpDF7RUOhtBFFReG6nTxvfDPQUpDJl+F6DUwwdSjRqVMbfmxUGdu/WT692E0bT1379FU4DJ8diVCDTE2yzZ7ev3Bs9lwxCtB0OH0YNTF90tJPGaq8XSn2xYsb2GRYMG0bUuLG4vYr1PPJ6YcwNjD5csIC988MJUlLQcKpJEz4lo0S8x61bp6V92uHgQTSK+/lna9/3b96bP3/o9/zoUbwv5cvjeyNHEp04kfGYPJTpW7dQWqJxY3vHDxb5btfwn5KCOsixsWgAy8q4z4Nff8XcsVo6QXRgQFwcGkYXKID/Win9Eira18nruXOHaNYsrN3PPos62kuXinfCahGoT44fj6Agp/ZsLTZu5FNCxwgvvYTIf9kR/c7qsWcP1iIRxnP/yO1772VTa7d8eWTPvvZa+vKArNHr31S4MJz/MTEwqG/b5m5bjJO0bIl+RBH4ETH8uowpU9BgJhi7d2Ph4VX/0wlkTokJRunS7AxcevcgV67wKIDevj0Eay3MOEr274dXNxzwv+577sGzDiyN8OKLzjx/jwcKdLZsxo2PenM2Koq9wKuX6ipaKbNLv35EI0Y4f97z54nq1YNhx6k6u3/+ifqkvtIcItCbs3PmWD/mggUwlPozdiyUAd/7XaECyvrITHIyBPE2bew1BQuGiHqNX3xhv6P6kSMoT8JCSVm2DPVTtTh/Ho78atVQ1uiTTxBlHAzWEZI3bxLVqIGoQlW1d3wjEb+Kgig+vUa0oUhIgFG8YEGijz5iV4+aFX//jZIJe/ZYP4Ysjs/LlxH5W7Ag7rmZHhOh5oIT13PtGvbbwoVhKNqxI/3f3ZIx9M8/mFP//uv8uT0eZFFkySKmwdXQoWJkJrPI8s76o6oIKFu8WNwYiOAwj4lB2S+z6MkQy5axH6cPVYXDIZhj6MIFOGWefBLvx6BBRIcO8RtTODB5cqTOL28ihl+XcfkyBCy9qNHERNSA5d2IhzcybpCh2LABhjqWEQJaQuf+/fBofvyxu1NJWNXkO3wYdTXDCT2j5rhxUP7tdDI3U2t361YYA80eP3DO8nqfPR5kA0RFya2UGSU5GcLv+fPOnnf1aii+Eyc6F5lw4QKiTLZudeZ8wQics23aEL3xhvXjpaTgPfXV109KwrUePZr2mcOHiR5/3M6o+ZKYSPTKK3DQ8d5n/O9/6dLYRwMjWVny229wcFjl2DFExa9YwWY8+/bBsOvj2jU01HruORhzevTAe+Jk1JBvn4iOhhOyZUt2x9VS0gNlpoYNsSZNn259/l27BkdaTAya5fKM/jLKvn24Lrv1zHk4rOxw9ixR5864tgkT0rIDgskbwaK/eTtyjx0jeu89RCz36kV08iSf8zjJ2rW4/06WOpEhSOf337FXyY7e2rdggbgxLVqEDEIZIlLr1cNabbYPiAh7wciRyDT99ltjjqEjR1A6rWxZyH1ffZUm57Puf2IFGcZABKd2uOnzshEx/LqQ55/HRqfF+++jro3bkTUlRg9fdOTWrc5ECNy6RdSqFTbKWbPkWLDNUrw40ZUr9o9z4gTSesKJUJEwXbsS9e+PbuATJkDZW74cdaW2bMHmeeYM6mP7G4nNCukzZyIFy+7c4lnL6/XX2aRty4DHgzprTpGcDMNI2bJ8a0YHkpqKGooTJjh3TjMkJ6Phkp15NX06DMhEqOHeunX6v2/YIC41Vgt/wb9CBfx/9+72nExWmTsXhlCtxnosuHoVBhIrnDyJKHW9bBUrJCXBuLpoEZq8Pvww0TvvwJAjwrmrZ6BgJVsEykh9+2rLTIcPI3L+kUfMNc4L5MwZ3M+iRbGniXKYnziBMfzyC5vjBd7HN9+EUUGkPHjsGKLXixVDD4dg8oaenOMz2vCQnbdsQR3oIkXgDJAtGtwu33+Pe3/qlDPnkyFI59YtrJkyGC9DEfjONmuGjEURdU1v3cJ7IEMDeDvNKp22F8ydiwA7K89MVZFV0Ls3ZBBfuQiRjhMZnDc+fHV+w21dlomI4deFzJxJ9O67GX//88+IBGXdfEUEMggTRhk/HlFKR444e15VRXM4WRZsM6SmIlKThaB29izmfTgRLBJm4UJECEyZgpTlTz6Bw6ddO6LmzZFOXr06jDexsYiee+gh1JDU6lKdJQuM8MePp0/nZt013CfwKgqEJlZKXcuWqJfoZnxGt6xZYRhw4v09dgzGtbZtna/tNngwlG+ZFbWdO6EUWRVAfVG+hw4RlSuXMQV3+XK8szIgIlUyFO3bI9KVF0WLmm9Mdfo0UjYXLWIzhuRkOBdeew33u04dlI7gZfA2imzy19q1cMQ0ahQ8VTZU1NL+/XCslS9PtHKls+vPxYuQE1nNHS30atKKkAf37yd64AF9oy6Rc41MvV4872eewTxasCCtiXI4Mn8+nLm8mlr5oyVTigjSqVLFvWn0I0YQVa1qrcyBHfr357vHmsHOnsN7v/LfV4oWJcqXD7KAXVJT4aQJtkY6gWz7fcuW4RPMIyMRw68LmTMHzUCio9OE20uXYORxMmqLJyLq/pnF6yXq0wfGE6c3bB+yLdhGOXWKXTf7ixehjIcTes81Tx5rx1NVOISio7WF9KxZEVWVOzfWkVq1YCzmIZDUq0e0aZO9Y/jTqBHRunXsjuc0TnjbAw0ivXohpW7+fHbnMMrvv+N9dYNH/9NPYYC0yvjxqFX6wgsZ//b111C8ZEDGfSQhAWtRbCyf6MVmzVDixChnz8JwN2+evfN6vaht/e67cMY1bIh00WCZXE4jizHHn9RUBD0ULgxjxbVr6de12Fjj6+jff6Ou5VNPOdMQ68YNGHa+/prveWR7j/XkDf95xDNDLiEB97x0adTj/P13uZ2NLJk0CXOO1z4bFwc5IipKjjnXpQsya9zKhAlwSJ0968z5Dh5EGSFZ5DA7Ubs8HUi8s1+ciFYO5RDVG0N0NLsxmGHSJERER+BDxPDrMvSi8B57jGjMGNGjY4tPIIyOhnAhMvookDt3iF59FUqbmWYWrHFbSQwf69axq8l17Rq8puGEniAzZYq94xpRDK9fhwOJR0M2IjTbGTfO3jH8efFF+/USReJEtIKW4DpxIpvjm+HcORhoAhvoyEpSEp6PGQOhPwkJuNdaxsLBg1HnTQZk3Ef0ZB1WhuBhw4w3BDp/HhF0s2ZZO5eqovlSz54wXD77LNG0aembGn74oZh3MpBdu+Qx5mhx6xaazAX2U9D6CTZmVUWW3COPEL38sr1Ga8FITIQjdehQPsf3R6b3ePt2lC8REc128SLRwIHoh9KunRyp7CIYOhRRzix1lNRUlDEqVAiOy/nz+RndzDB/PlHHjs6ekzUzZ8Ipfvw43/OoKjIDRdUD18KuHOyzF2TPjrIfrOYfb/ncaflfyyGqV3Ine3aUgjt2jM1YjLJvn9z9L9xOxPDrMvQWif/9T0wtPqeoW1eeaJjr1xEt0rmz2OZqqooNToRgbZc5c1A/kgW3bkEIDTf8I2FiY9EZlsUxjQrpvASSFStQl5cVzz3nHkOiFryVdVmiwFJSsG7yjnpjzT//wLF086b5765bh/uttdZ16SK2qYs/ssyRUGPSMgRbNf7+/DPKjYTi4kVEYk2bZv4c+/cjarxUKaInniAaOxbODy3mzkXtdpH89Rf20kGD5DDmBKNMGf25YWYd9XrxHpYogRq5LJsKpqQgOOCDD5yJNJXhPb56FbJxiRIwDDo5jw4cQCR9gQJofux0k1TZUFVE5b70EpvyMevXI4q4UaP0pe2c6GsSiqNHUULM7SxejHICBw7wO8fKlch2kMlmwCpqd+lSog4d2I2Lt3zOu9yNkT1Bz8k+axac40WLwjn600/OzBlVRTbUjRv8z5UZiRh+XYZsIflOMXcu0VtviR4FShRUrIjFUGTK2PXrEL6qVpVfQdNi8GCi0aPZHOvOHWwS4Uy1amgGxQKjQjovgeTMGaResqJGDXdH9OgZuB56CFFoRrvtqioU3Q0bkPI4YAAaiukZz5yOAvONx42pth9+iFR8s02TXnwRe1eBAkQXLqT/W/PmRL/9xme8ZnGq1qYZgtU5Z2HUunABtc2DcfkynvXkycaPe+oUaq8/8ggMxkOHGqv/v20bIoFF8d13cDBu345/y2DMCYaR+aEoiAy+cyf08ZKSUJqlUCGUkjBb/zkQrxcy6xtvOGdgWbJE3Hvs9RJ98w1KCA0alNZrhPc8UlU42Bo2hLF5wgTna9bLjKqiXFHr1tYDVU6dQoZj+fLy9lPwNYUKB2PRqlXIDNm1i/2xExKw78kYLFGiBJykdtaKHTsQYMAKJ5xpvjUySxZkFrFcI41kbno8qFvsu7bY2PRjSE1F08j69fGMRo1i05g9GC1aEP34I99zZFYihl+X4esAKVNkjhP4uraKLKuwezc8X3PnihsDEZoElSqFVFWvV34FTYu332Y3ztRU1KYNVzZvRikXEQYzXnOrYEF2XYyfeMK9TT2I9I1unTtDkdH626BBULL79kWt0sqV0SyxdGmiBg3Q7G/8eHjoS5cWHwW2ejUi9KxEzcrAt99qPwct46/PUJ8jBxyyS5ci7bhfv/Sfe+YZ7Cmy4HvXo6KI7rtP/D4SKuKXhQMjJkZ/Hbp6FQ2Dxo8PfZxLl2AcrlEDMkL//lDazazZt27hfRfBjBlQ6Ny0jhqNCH/hBaSNnjxp7Lg3b2J9LViQaMgQa0ZEVUVZj1decbaJ2Ny5yAxyWh7cuhX3uFEj59KCU1IQHfn447jmZcvEZuCJJJRzODUVjsZ69cw5LxMSEKRRsCDWQf/mvzLSpIm8hmmz/PYbnFBbtrA97qBBkC1l4+JFXK9dPWfePMgwrPoC6EXD8lhXX3qJXf8Tjyet7r1esODXXyPbRev69O7b4cPY2woUgB6/bVv6c5oNjtBj0iT0UIrAnojh10WoKsLt/V9O349oJc0J3nhDXGrs779jU1qzRsz5ffiam8gSKWaV2rXZepxz5mR3LNlo1UpMEy6eNGrEbg5XrmxcqZcVPQN7xYraxo3774dQNGUK7uOJE/pKr+hozjNn+EWvOIXRqA+9ez17NgTlq1fTPlu6tDNd183i9SKyyxf5KQq92tQsHRivvEK0dm3G31+/Hrpvwo0bKFn0wgswjHTrBqXNjuLqdLMdVSX6/HPcQ70SFLKi964VKZJxHZ07F2uQGfnt4kWUaClcGEZ9MwbcESPg2PFFvTpBSgoCApxcZy9fRlp1qVJwMjrBzZsomVKsGAx9Gzc6c15ZMdocdtEi4wYeVUX0eLFiKElkN/rdKb74AobNcGHjRuwJrJoXHzsGZ6e/HCILc+YQvfOOvWPoGWntGn9HjiS6917+zrR338V7Z5fA+6D189VXWLuzZ7cmV8XHw2FctSqcb926GQ+OMMLevZE6v7yIGH4lx9+DkjcvUYUKRAsXYkPOkgWGgcxg9CWCJ7d+fefPu2ABlImdO50/t4/ERCzS1asTnT4tbhysKFIkfWMbu4Sr4ffkSSieLOqzycTQocYbK4WibNnwreXHqr6YqKyAlBQYQKzUR5UJo88hmIG4T5/0SmmuXPJGqM2da6z+LW8C65yzjrwZOJDoyy/T/y4uDlkEI0dm/HxiIsbUvDkykN5+G3IJq0i4558n+vtvNscKhdeLkgY1a7LLvnAaM+vazp1EJUuaL9N19CjRa6/BuLloUeiyDd98gzIfThrwifDONmvG7/j+ukjFijDSxMQg88xIKQ27nDmDrIkCBWCMdFN0Ok/09pxixZBtMn061ri8eY0ZeP79F2tCnTpyZaQYYcMGMToiT7Zvhw7wyy/2j9W4MdHUqfaPw4OWLVF72A68yjJMnYpa2bwZPDi4s9koobJhoqLSPhsdbU/HUFXILA89xNYxH6nzy4+I4Vdi9CJeZs+G4Ux0RI7TpKZiA3QqMkVVofyVL+98RKG/kF2mDNJH338/PAyAKSkwerAkXA2/fftCsQo3Vq8matqUzbGKF2frRJAJGZr12KF/fzTyc2NdX3+MPoccOfSF6PPnERl68ybW8Xz5hFyKIZKTYTg4eFD0SNLj8SDaPUcONg6M774jatMm7d83b8K5OnRo2u9SUrBevfUWjL0tWuC8iYn2zh2Ix4N9MSqKTYpqMJKT8V42buxsVKporl1DKZzGjWEoNZOWunMnanZXrZo+ndxfVitcWLueN294R/vq6SJTprA9h9bz2LULTfdiYog++8w90adOoeeUzJoVxvk+fbCeaUX2+Rt4Ll0i6tgR8pTH4849OzGRKE8euZqWsWDfPuj8Ho/1dPqffyZ69FGxzmatsXs8cCQpCgLb7Ox7vBqxdezoTNbljBlsDMzB6t8Hyq2sdAwe/aeaN3cukyQzETH8SozeC3n//drRKJmBPn0yRujwIDUVHbZr1nTeqKQnZPNUBJ3k+HH2hqtwNPzevg0lMhwVndmz2dXhiokJ32Yuoss02OHHH4nKlUPtUiuwrBdml1DP4exZorZtYZAMJkR364Z01NOn5e9APnEimgLJxgsvsKt7+M03UEzuugtKZ9myiAJWVaTZdu0KY72vSR+vGtVG07VZcPs27mH79vLX7OSB14tGV1bv99q1iAh/7jnI4TLIaryjfXk7IPXmf+XKeCenTWPvaAkXjD4bvc9VqoS074IFEWTg9vtcrRqa4oYbR46kb8BlZt26cwelpTZvdmasWui94yz3PV7r1BNPEP33n71jGGH1apT2s0v58vqG30D9gZWOoRdlnD07Mov27TN/HRMnIvgpAlsihl+JCebJDTePplHGjMF94WkMSEhA7bCWLcUIQW6P8gvF2rWIuGFJ7tzh905MmoSaT+EG6zpcefM620DHadzYvPHUKdSms6qAOWkIM0qfPmkdku+6CwJpfDyi0AoWJBo9Oq2Oop4QffIk7suGDTAcyUxCApwqspUWqlWLTWSjXh28xo2RYfPMM2h+4oTjTauWN489/8oVNML66CN3RvSxwq6MpaqYP1ppsk7Laryjfe/cCR0tahc9o0HRouEn17HGaPMpvT21YEFE/585I2b8rOnRAw49IrmcxywoW9baevP553BMi8Ros1Y76yePQInkZOfKcu3bR/T00/aPU6uWtkOySBHte8FCx9C793PmwLFUvjzRU0+hT5HRQJ29e2F0j8CWiOFXYvQWynLlRI9MDLwKt/tz+TJSPXv2dF7gjI9HR9KsWfkK2UbgKTDNnEn0wQfsjkeEFFwn6sw5hdcLD70VL6nssHZsPPRQ5jZiyEZyMtbQ2bOtH0M255eeUJsnD6J4/Y2DoYTodu2Qbu5fYkBWhg+HIi0T1aqxKUGhJ1/lzw/HBW9u3kQNztdf11eC7e75/vt42bIw5I8dy2b8boZVSrDd+ogs4BXtq6pEq1bBqPzQQ3zXY14p2pmFIkXwnEIZbnx7U44cRPfdR1SiBBpShhNLlqD2uozOY7tYeU9On4Zx3+nyM4EEKz/A8r33Lx3BIlBi924YLJ0gLg7vsh3mz4dzd/Fi5wNGgsm+qoq1pl07yFgdOxJt2xZcd1NV6Pa8Mq0yKxHDr8Topfy7IeKLB7yNAUePop7uV1+xOZ4RfCmlHTpgMXzzzbTGfaKMHrwFpk8/Za98FioUXun+P/6IRj/hiJ4AmD070fr1xhsN+YwaihIe0RzhQu/e9qNL9OZItmxwju3dq5+mzsNppWckLF3a/LEOHcJ3u3a1Py7exMWh3MyVK6JHkkblyvYNs2fP8o1i1JuD586hLuqLLyJtt00bKGjly7Pf88O9ZJQdfPuG3fst2kHFK9r3wAGUA6leHco575JDou+jm9m+HXWnjXDjBjJXChcmmjUrPKOpT5/GvhyOc8rKNbVuTTRunGND1MWJiF9/WPXmmT0bzn0nUFWULbT6Xh49Cufu0aNsx8WaGzfQMO/xx/GsJ07UL6nZrBnqU0dgR8TwKzk+D4ovCnTJEtEjEgfrqAB/5axkSURvOXV/z5xBNFXp0kQ1aqDzrq97pei6nrwFpjfeQFMdlhQr5t7O5FrUrRu+Re315leePEQvvQSlJCYGimefPkgV2rEjfdmVcIzmCAe+/x7RFvHx9o6jN0diYog6d4ZBIlcuosceQwObSZPgQJs/n8+8YL33KAr2HDfQvz+cdbJQqhQaEZnl6lWkANepgzUmd24++5ze2lSiBKJ5uncnWrMmfXkaHnt+OBo+WKCqaBrD4n6LltVYR/vGxSHbLTYWDjb/aCyeJYdE30c306UL0eTJwT/j9aJxVKFCRP36peka4YiqYu7oZU7aaTYlGqNlPXysXQt5TIZa7npj5/Xev/460YoV9o/z3nvIUnWKMmWsRWenpCDS14kmdCzZuROG9fz58czWrUu/70yYgDUrAjsihl8XsG4dlJ0GDSDoZVZYKjIiomESE1EDsn59CNYff4zoL73xiarryTvt7pln2EeoWDUGyMiePdj8wzEag8iYkhcXhzqoU6YgMrJWLdTyLV0aim6+fBGjhkx4PJizvihYK+uovyMuJib0HElNRWTaokUQDOvX147iZDEvWBvR6tfHMUR22DbKhQuI+pUl3a5wYeNjuX2baOFColdeSUsvXLcOaysvY5NWvV5FwR4VLK2R9Z4fSZ/PiKoSDRiApr0LFrC536JktZQUrLUsZCl/w+CHH1pvyGkHjwdl7HzrasToG5qEBKxrwYIeNm6Eg7RhQ6LDhx0bGle0MipOnyYaOhQONkUheuAB7XU4Rw7IlW5tYufxYD/Onj34e5KSgoalf/7p6PCCsnQpxh0dnTZ2XuvnmDFsHNY1asA46RTPPUf0zz/mv/fJJwiqcisJCTBa16oFWWnkSMiee/agvFe41esWScTwKznXryOa8e+/kXJVqVLmrWfJsvSFniJfsqR+yoEVVJVo61ZEqeXPT/Tqq+jcKbPCzytSyD81v3x5tgt3+fJIow0HOnRAU6Fwxoqwp6p4xqtX8282E8E4LGqv663tsbHm5oiesSsqyurVaY/PrpHw9dcxhxcutDcup+jShejLL0WPAuTNGzyCKSkJkeevvgoH0euvo3SOVgNIVkrnlSuIkGzVSnv+iVibIhG/6fE3+oZDWah586xF+wYq0MOHpxkGjxxhP04zqCoyf9xqlHOaefOwvmlx+jRKyZQrR/TLL86Oiyd6e3Hu3AimOXwYpQ2aNtX+3NixRG+9BSfH8OHuzBRcuRJlAYMxbhz2QJnYsYNN8zIjrF0Lh69V/PXVihWdMzS+9Zb5jNh162C7CJdI/oMH0Tw5JoaoSRP9yPCI8dcaEcOvxKgqFIkhQ9J+V7Mm0gQzKz5FLToayrzVF1/PQJA1KzoJ582Lgu5t2xKNGIHz7N2rL5AGCtPTpxONGgWDZLVq8DC7RcDgUVuaZ2q+x4P7Hh3tfk/gpUvw5oeDYsoTUUaNiNc5IyzqZbJ6nsHqyNl9ViwjU55/Hum5FSq4I7L/66+x38qwxubMmfF3qalEf/wBp9nDDxM1bozauXZLjuihqpAHPv8cEUEFCxK1b4/U0goV5DC4RtLn06/XefPCCBYOe6vVaF892e6TT/iM0yweD9G99yIqU/Q64wZq14aBy5+EBOiMBQvC+Kfl8HIzerJCpUppn9m2Dfcm2J596hTKmuTPT9SrF8rvuYW9e4M3HLtwAc9ftmsaPRrONye4fh3GfSuILCX38ccoXWaUa9dgs/j7b35jEkVycsbAkogT2z4Rw6/EzJ0LpcI/OvS771D7MgLuzZYt1r4bytCQmIjNdflyGH7btoWnMl8+1OmrXx+1+iZMQDqJljDduDHRvn3MLtdRPB5E2/mnR/XqZf14PKOI7UYbysSQIaipGSE4IowakbrC2kRFaQtmZmrpsUpL1xMSFUUuIbFyZTQeef55RO/IjGxrrM/wq6rY/z/4AApe3bpIV+flYL1zB9kG3bsjC6tqVez9W7emN97LZHD1eCCvZMvmfPq8aCdZODe3sxrtK3MUuGzrjOwcOYKyBr4MUFUlWraMqHhxok6dwqf0WSBGZIXkZEQAG6lte+0aSkTExEDP++8/fmNnRUICHJx6tG2LVHlZ8O0FWbNi73TqnS5a1Np7IHKdnDwZ5XaM4KtXP2wY3zGJJpLhyZaI4VdSfN0Zjx9P/3uvF57+vXuFDEsqxo5F8ycr2FHOrl4l2rwZTac+/hi1pMLNG6UnhIdqIqEHr3qDMisyZklKggHj9GnRI3EHTtdWDKe5xoLUVKx/eobW7NmJBg40ZohjeW/1DNEyCYn588O5uG4dOhvLXL5JpnmfmorzDxgAo8eTTxKNH090/rz1YwYzUF68iMYuTZsiYvSVV9CNOlQklcga/YFMn27PaWsFGZxkMs1bltip7Stz3edwfV68+OijNIPPrl2IcK1Vy9l6pCIwOk9q1iTavt34cRMSoN+UKEHUqBHRpk0sR82eggW1a91v3ox+C0lJzo9JC1F7gcdDdP/9kAeDOR4vX0Yd5EmTUNKqVi19mdaJdfL7743X6p0+He+9zKUjWVCqVPjZWEQSMfxKSEoKupYvWKD996+/JmrXztkxycipU/AeWlWaWSlnMgvTVtETru65x1rqGC+hXu/eZ8uGzdwXicU6+ohHNNO8eUStW9s/TgQ+hON7bgVVRc3UkiVx/a1bawv2s2bBMVegAFKJr17VP6bZbtXB0Cv3EBMjh4Ds9aYvV1CjBiJJZUWGeX/iBMoq+Br3DB9OdOyY/ePqKaWtW6NEU+HCiJ774QcYBtzIyJG4X04i2oh340b4RglZjfYlQq1K2RRo/1qa4fi8eJCSgrVp1y6sT8WKoXGWzA5EVhgtRdevHzIyzZKaijJBVatib161Kq0ZqExlvmrWzGjkT00levRRueQJEXuBnjw5ZAjsJ926EdWpg6jpYsXg0O3fH2vrjh1iyzXt2EH07LOhP3fgQOYJFFq6VFtOy0xlq1gSMfxKyKBBRK+9pv/3+Hh4++xEuYQL1aqZ8+ryQLSSw5L4eJQYyZpV36BqpRSBnoLtX7/aCnr3vlAhbOxFiug3ebAquPHwYKsqBE2rpUsi8CU+nuihh+RTmp1m2za8V08/jfnauTN+H8yJdukSlLACBRAhfOWK9rEnT0Z5CLuOOL3388knYfgQ3ejmyhUYMH38/DOUOFkRtb9dvAjF/amnkL780Udw5pUsye4cek6Chx8m+vff8DCk9OuHKGUnEeUsuHoVWQYFCyLVO1zkMh92on2JiDp2FKdAaxnO9Ix44fK8eLFiBe5PwYKQod3qlLKKv7xRsiTe9cDmzt99h+Z2VlFV9NOpWxf6BGuZ3y7t2mU8/9SpaIYlEyL2Ar19/b770DRszhyif/7R7wEgslzTxYuIcA3GnTuQv0U7H5wiJQX332yz5wjaRAy/krFxI5ScuLjgn/v0U+eKpMvMqFHG6+HwQqaaflZQVaQHvfsuFN433oAXVEtpqliRqGxZax7lQOPQ6NEQqDZutD72UPf+1ClcE0uFgoch5K+/EOUfQT4OHMC8b9jQ3e+5HY4dQ4foMmWgdPoiYsx0X798GWt1gQJwHl2+jN/7DALZs6OjO6uGj1qG6A0b4CysX59o927757HCvn3pO1urKqJ01q8XM55QOLm/xcUhUvz55xGh/d57aFqiqhhH2bJpjXxYzBMZopl506EDan86idPOgosXsaYUKABD98WL7pfLtLAS7etbX6Ojsca++67zZUj0nkX+/MGNvm5/XjxYvRr35d57M0e0nxGmTIHz1L+m76VLCPxggS+7ycx6xjtCeNiw9HV8r1zRLg8pGhGOYxb7uqhyTV4vgkyCOZ179cI6nlnYuBHPT7StJ1yIGH4l4sYNRAIZUQAvXsTiUKGCPKknIjh2DJuy6MgcmWr6+RNM+Dh/nuiLL9Dp+sknib75Js3hEExp+vdfpJmxiDjftg3GXzuRrqHuPSvl3uuFgTZbNvbGgqZNYUzjhWxpam5h8WII0ytW4N8eD5TV7Nnles95ceUKUY8eeEe//hplXg4dwj05csT6MT/+GEaaxo2dj6RRVaJFi+Bgbd+e6OxZ/N6pd2Tt2oxROcuXy9201eNBVFVUFPt5n5CAVL6mTeGka9+e6Lff0pfl4FUnMJyydfRo0gRzzkl4GF213s+zZ9Hcr2BBRPoGlpORVS6zgpVoX1ka3OlF4AX7cfvzYs3hw3A+x8Tg/lgpuRauqCqyZJs2Tb9GPPxwxkhgK+jpEIpC9PLLWHu++w61331OSt5yzeLF6Y1/nTsTDR7M7visYFnGyyhu39eLFs3YG8O3/0VFwYm3cKGQoQnh00/xfkeCo9gQMfxKxJtvohaiEWRoniELjz5qPfUtnNGbI337QoAsWBA1OPW62AZTmiZMIKpXL303c6ts2gTDEq+SHXaEAFXF+N5/H2N89lncN5ZCxbFj2OiNdCC2QmStMM+dO6gDVrVqRgPn0KGIVg9nEhJQU9VnUPE1EUlMJHrkETYRhNeuoWEWy2h8M9y5Q/Tll7jGli2deUc8HjjNsmVLb1z2eonKl4cjTFaefx6ZISxITkaJizffJMqXj6hVK6KVK/FMtOClyBmtF+lmatYUIx95PHDusDDi6e1huXKhfvGNG8yGLS1Won1lMYDoGc6yZJFjfDJz8yZk9kKFiGbMwL5stal1ODN/vvYaweJe6b1HFSqg/NDo0SgrUaYMAgPuu4+/XPPPP2m1YLdvR9CYrCU/Zs+GwdIpB5zbsz2eeYZoz560f2d2Ha5aNdQ+zpeP6NYt0aNxPxHDryR8+y0mt1EvriwCnQyMGGHcYJ6Z0IuyuP9+dA61EzGgquh8659qZId162AQ4ZF+bVa5V1WirVuRTlOkCDbhiRPTIpxZe7B79EDkNS8ia4U5Tpwgevxx1EPUKmUwaBDRuHHmj+uGqOvUVAjpRYrg+gOjZTp2RPo9K2RItb9yBdGsvBU1vXXDNw/mz5evPh9R+uZL5ctbn7deL7KZOneGQbBBA1yzEUGe5zzxOTh9qfDz5tk/pkyUL49INBHMmYPnZDc7SG8Pq1iRzThlx2ptXxnWVyL951ekiLsNNDzxelH2pnBhGC9v3IBsWro00f79okcnH3pzLE8e+8c2Y0i8eZMoRw7+793166h56vUiEvK779gdmzU//UTUooWz53Rztkfr1nCM+8jMOtzVqwjOUFXIxzI1LnQrEcOvBJw4YT51VhaBTgYmTEhrCiSrQYUFRg1HSUkwXPLuan31KmoBs4oC++03CDJ6Ech28BcCihaFMFixYtq9XLYMHsV+/XBN1asTjR2rrzAPG0b0v//ZFypu3ECEwLVrVq8sNHprRXQ0v3O6lR9+QGRNMOPPgAFEkyaZO64bPPa//IJ3oVEj7Xdw4UIYxJOS2J1TFoHWif001LWmpKBs0d697M5pF7vzVlWxrvbpg7W9Vi00oNFr8KeHU/Okdm0YWsJJlsif31wtbpZ89x2elU+JNeP8OnsWf+/TR79MQLjLu/7pvQ88YH4+yrK+BnOWu9lAw4tNm4geewxlBA4dSvv9+vVENWqIG5fMREdrrxFZsrA5vpl56sR75/Egcyh7dkQYO13H3QwDByK7KoIxevcmmjYt7d+Z2d6zeDEyw4igk0fq/NonYvgVTGoqIgpnzzb3PVkEOtGEiqIKF4Ip4OfO4b+9e6NpUO7cUGDz5uU/R9avR4rR3Llsohl/+QVRIAcPshtjIIFzxvdTogSEk5MnQx9jxAg29bTGjSPq0sX+cYIRrL5ew4bINpA9EpU3KSloDlSuHJpvBaN/fxivzCDzer1jB8q2VKuGGtZa7N8PgzjrxiGypOQ58XyMCO/TpqGWmSxYvS+HDmF9LFMGpZhGj7YXderEPAlHWUJViXLmFHf+detwD0eMCC7DJCSggcvo0YgMK1wYkY1vvYXa4iVLyrt+8oKFs1CmUiZLl8JQFTHw6nPmDNHrr6OJpX/En88BkDUrgoTcvCbxYPNmOEe01ohs2fRLCPGCd11bt+1V9evL27xWRsaORWahDz0dLpz3Px/t2hEtWID/37mT6KmnxI4nHIgYfgUzbBjqC5ptTiaiYLqMyGxQYYnewh8VBYPlG28QTZ6Mxmu+WrFOGVVat9Y2aFitrfX994jKPXqU7Th9sJgzL71E9Mcf9saRmopnx9PITaQ/D3r1yrh+yC5A8uDcOUQitmljLO28d2/U2jODaI+9VqTdiRNYN0qVglKutwfFxyM6fuVKfmMTHfHlhIHEyLqTlATHl9XGeawxM2/PnIHh7tFHYfAdPJjt2uabJ1mzYs6ynifhKEvcugWHjSh27sR9fOABfefj3XcjA6d+fUSG/fyzdpM2GRxETsJqPvqXMomKEhcZeOYMDJoRMpKYiN4BBQvC6ONfhs0N2UJG4FXqasYMZJMMH659nypVQgS103g8aC7HoxGwm/YqVUUQUny86JG4h6VLiTp0SPu33hrQsCHWc//3qk8fY++ZG0rPqSrkl0uX8G+vF3V+b98WOy63EzH8CmTLFhi4rKZ5ezwQqHl02nYLog0qTnDzJp6x1nWGStd3wqhSsaL22OwIpx4PUfHiME6xxu6cSU2FompXkFm5EnUunUBvHlSokPE+yCpA8uCPPxBd9vXXxp1vH3yA2pVGSUnBfBF1n4M1RpowIXTphnbtiHr25D9O0fi/IwUL4t1g2XBR7zn4ohl8jBuXXugXSSgF88oVoilT4DiJjYXS8e+/5h3ZZnj3XWQpsCYcZYkTJ8Su5VOm6MsGvp8cOYw1iZXBQeQkPOZjnTr6WR28WbeO6JVXxJxbVlQ1Tdbt2DHNwOGPm4x8erAyXvsbqypWJHrhBWQqnT2b9vfANeLTT8U1450zh21PBB9u2qsOHiSqUkX0KNzF5s2Y2/4Ezu1vv0WjZa2AhVDvmVucSXv3IpDAn8aNiX79Vcx4woWI4VcQt24hamXtWnvHefddoiVLmAzJlYSDUKTFtWsQGho2hIfrwQflvU49IURR7I1v0SK8I6wb09idMzt3Ej35pP1x1K5NtGaN/ePYIbPW//V6EWFTogS6I5uhW7eMxjo9LlzAc65ZU1zEml62QIUKob87Zw7mup1GkG5EVVFyoV8/tscNFN6bNs2Y8RMfj3TeU6fYntsKegrC++/DaVWgAErVrF9vzHjHgi+/JPrsM/bH1dsXKlVify6n2L49rfO7CMqXD270lUWGkZHixdnfr8mTibp3ZzZEU8ycCadpBLBrFwzxNWvCWaaHnoyWNSt6Erhhb2ahp+ll5YRyAv7yC1GzZraGb5nffuNzbjfpvXPnEnXqJHoU7uL0aWONS4MFXfn/5M6NZ9CuHUrJPPCAO/bi0aOJPvoo/e/Gjs34uwjmyKpEEMIHHyhK06aKUru2vePcf7+i3LzJYkTuZOBALFtZsqT9jgi/l5HlyxWlcmVFuftu/Hf58rS/Xb6sKNOmKcoLLyhK+fKK8tdfitKpk6KcOqUoM2akv84sWeS5zlKl9P928KD147ZqpSgDBihKtWqKUq6c9j2zQuCcMXsv169XlGeesTeGnTsV5f/snXd8FMX//yeEEPRjpZfQkd6xI2JBVKwgRREVQURFBBUQ6UVBpYNI70jNISACFlB6Fem99xY6SUjZ9++P12+/uVx277bM7M4m93w88lCSu93Z3dmZd39fusTYs8/aO45dypRJ/+6oKApjo0czlprq7HiCvR+8iItj7OWXGdu8mbFNmxirWdPc91NSGMuePfTn1q9n7LHHGGvUiLF//mHM50u731Wq4NoaNLB0CaY4cADzO5BDh4J/b88evH9z5jAWFSVmbLISEcHY2LGMLVnC2C+/8Dtuw4Z49xMS8N+5c7F/v/de2rx/7DHIBYMG8TuvVRo2TJu3jEHeuPdexq5cYezTTxk7doyxUaMYe+IJxrI5JE0+8ABjBw/yP67evnDtGmMbN/I/nxNcvsxY7tzunT/YGiOTDCMbe/YwdvUq/p+nzNewIWMLFmB/d5rDhxkrVcr588pGXBxjbdti7//4Y8gG1arpf15LRouIYKxIEcbGjWOseHHGPvsMsozWPi8DWjIIkTn9oE+ftHdAJSKCse++C/69Rx5hbMMGd+5N4cKMnTrF/7h2dRgn2bgRzyCMcQoUYOzs2dCfMyoHxcUxNmkSfpYtY+zGjYyfMfs+OsHvvzP2/PPpf1enDmMrV7oznkyD25bnrIR/h9477kC3Qrv06+deGoss+EdRxcQQPfywu2PRq5ujFz3VqhWiAmNiED21fLl2irGsqY56zdJ4eBBFNTGwcy+bNEEdYju89x7RhAn2jsEDvTk5Zgya7FStSvTPP+6OhWf60fr1RCVLEg0caD0dvVWr4GNSFKJRo1Crde3a9H9LTob3PSXF2rmtYCU65OZNROstXuzYMKXkwAHUGBNZh3vqVO318/77ETHuFikpiFhq2TJtTPPmoRGXm+zZwyfjQgutfeGPP9BcrG1bomvXxJxXBD4fythERrpXw69KleCygVsyjGz1Df3HU748sryWLRMj89WpQ7Rmjf3jmKVpU6IlS5w/rywkJRGNGIEyQn37Gl9HQ9W3vngR8sZjjyFDrk+ftP4YssxzuyXFUlP1y90ZKW9QsaKYsnGhuH4dep0IZNUHA3nwQTQHDmOOQoVC17IN1rjb/6dAAcjyp05BP/FCxHh8PGpDB2Y0hOv82ids+HUIUUaNESNQw0gEsggNZkhJQT2h5cudP3eoZ6y3SOfJA0HcqVRZEXTqpG2gtSuMyLZBKQoE98DmM2Y4exbHcNuAouLfNKlUqfTP7O+/8QwaNxYvOIt81oqCFKHixe13F37vvfSGf/91slIlKNZ16ugb7R55BMYrpzDbGElRiN59l6hzZ+fGKDMLFiClTpSgWayYtrB+7738S02EQlHgHPnsMyis9eoRTZkCw3e5cs6ORY/ERNTMdpL4eKQXFi+O90lkDWMeyFLDT8ambLLcG73xqD+ixvPjjyjV4jQPPghHWlbkzz9hfHzrLWslfIwa+Q4dIurdG46qsmXlmOepqZB5rKwDt26h/0KZMkR3321dPmzdmmjmTC6XY5pcuZx19MtEfDz2ai/rtm7g8yE4MEeOjLaXxESirVvR1PDFF/Udq8HeMxn35UCWLSN67TXtv732mvtlEr1M2PDrECKMGj4flDMRER1WhWMZjMUrV0JR59mYxwh6ht17700rwm7VY+0Fnn4a85GnB1q2JgaHDhmrjRqMnj2JevTgMx6e9O6NSNhAkpNRGzAmBl3XRXTnvXYN3Y+1nrXdesPXrhE1akRUty7R+fP2x/r222mRS3pKe7C66x99RDRjhv1xmEFVHBnD2hjs3Zw4kahWLW/UDnSKLl2gtIsw+OlFbEREEBUsaL35qxl27oRhs1Qposcfh3FIfVd8Phgt1Hq3MjiAS5Sw53yzyq5duD+vvEJ0/Lgc8o4WMjlMixVDFKsskWky3Rs3xnP2LCLBnTbG5MkTupFoZuPQIRgpatSw73A2g6Kgf4GdKFte9OyJXiXz5qXVJA21Dpw/j+8VLowMq9277RmrJk1yr7Z1uXJEZ864c263WbuW6Lnn3B6Ft9DLcn3qKewVefIgsKR9e6LJk5HxrcogVasiYMOIk0j2iPHPP4feqcXQoUTdujk6nExF2PDrELwNWKKjFvSE0Zw59ZUcmSIpHnsMQoNTCpnPp6/AR0URHTkCoUcmhYMnFy4gNYV3FKtsStqUKUQff2z9+wkJmJcyCoJLl8JAqkdcHBqblSyJMjU8jGBXriDtsXBhCDRa71BUFNHXX6elL5ph2zZEvvTqxS/qomnTtK6yVt7pceOIvviCz1jM4PNhPdSKIlDZsQNGgZMnnR+fzCQno0nWiBHWj6FlJDxzRt8hGBGBTIo+ffhdhz9HjhD17485XLUq0XffZYzql2lP96dePaING9w5d2oqSuHkzi3nvSGSy2Fapw4aWclCdLQ894bInWf15JMZyxCJJC4O0fJZhevXka1RpAhKerkR8enWGuC/zxUtip/r19P+ni8foha12LsX0bmFCxN17w4nReCxrRir9u0jqlnTytXYp25dos2b3Tm32wwZgucYxjh6AWTFikFmkz3biBcVKujrfP/9h+CUMNYIG34dgrcBS7RBTE9oCPRCqWmPZ84gWkgGI52ourBGz6d3/V5IrzCLKuRlz46UHt73WLZ71qqVvZSxSZOI3nmH33h4cukShPRQ7NwJI1iobtQqWgavy5cR0VGoEFHHjhDw9Z71xIkwUJUqheiBefOMRQ5NnAjF6/ffQ3/WCCkpiDxhDMayxx/Xf++DKVdbtsB77yRG1sTr1xGZt3Sps2PzCufPw+lhxWCiN7dz5ya65x7tOVS8eFpZGH/F2Q5nzxINH44auaVLQynbvVv/87I53ohwL3PnhkPIzSjb8uWD7/duItNze+01ZGGJwkzUdXIyUsa13rcqVcSNMRhuPKuRIxFR5RSbNsEAxhu3I+4Dzz9vHoIDihYl+vJLoqtXnR2PP27MKyNlS0qVgjNevWexsSgp9tJLKFExahT/skqK4l5d0PfeQ7koL8HrvWralOjXX/mOLbMjk9PWCQLnWqdOkK2CZZilpOB9FpF9mhUIG34dgrcBS/TiYLRoeHQ0mtCUL48aoTIsWE4LPKHulf8zlj29wgxORYOp9ywiAmlTbt6zMmWsR0OqRfX//ZfvmHhSqlTGKAstFAXPoXRpojZt0GBEC705cv/9iIgJLL0Q7P1ITUWkbaNGMIZ17kx08GDGc966RdSiBQyzwZ5VMOE2NRXRJ9OnE3XoQPTEE4hIfvhhjL9FC0SxWYn4TUzEsZxMtQ21JioKUbNm4fSpUGzYAIPsxInmFCO9+69+N9i+0bYt0Q8/WB/zlSsYb926cIR06ABDjJHIESeUEDNKptNOXT2SkvRL08igoOndJzf2zvfeI1q4UMyxzcggioJGhU89pf2dypXdMdS58axOn0YEmVN70KxZkBN4omdkdMohpDf3atRAhKnb6N0fkfMqlJyhd8/KlSP65RexkdEvveRco2J/unZF6SSvwFOvK14c2aBhjCOT01Y0emuUEfnu1VfRfDiMecKGXwfxb6JUvLi9DVj04hAsijXQ8KsKj7IsWE57zPTOFxHhbcNuKJx+3q+95o7gpnLuHGpLWmX5ckTJykyzZuaU9IQEom++Qf3f4cNhEPE35OTMqb2pV6xob5znziE1vXRpRB/Png2D6r59UOC//DJ4jVo94fbll/GMcudGM5qPPkKq5n//pR3vpZeI1q0LfpxQ7321aqj/5xSh1sSxY5GS7XRddC/SurV5xSjU/Q/m8Dh+HAZbM2V0bt1COZbXX0dH59atiVasMK9YOyVnhLqXipIWke62jLFuHdaY++5zfyzB8Pnw7LNnd9fJ3L490bRpYo5tZn726EH0wgtpe5T/++bzEX37LZ6rleZbdnnvPaTAOxkQ8MQTaOQoGp8P0VnZs/M1yAYLuHDCISSLvhMMdZ5HR8MgHhsr9nzBMkVr1cKaqfWsnLhn336LzDGnGTUKpcq8Aq95ff68PX0pqyJblqtIjAQY6s29cBkR64QNvy4wcaL9QvNORAn4fEjfz55de0MPfCHd8DBr4aRApigQ2N0SZtzEaQP7J58Q/fyzmGMbITbWXpmGV16Rf/MeNsxa1OfJkzAaFymivQaImiOpqTCoN22aduzvvw/9PT2BIyYGEdnBSkk8/zwiJlWsRPG3bBm8ARxvgq2J//2H6C8Z607LSJUq5td7tamN1T2iZcvQUUNJSUS//UbUvDkMLW+9RbRokb2GSqKVEL338H//I6peHYpj7tzojF60qP664kSU7eXLiFosWxZrjhcUtG+/1W7Y6SS9etmrjR0MPRkkOjq9A7JwYWSz3LgR/HgzZiAow0gJI548/DA6tTvJ8OHia82LjNA3Uo5OlAyemAhDqltrkRXq1CFas0bsOfTkjEqV0BjTzXu2YgVkcKdZsIDo3XedP69V9N6rHDnM1ZddtIjozTfFjTMzk5kyg4MRag0Ptj5s3QrnZRjzZGNhHOeZZxhbscLeMRo2ZCw2lrHs2RmLjmasShXG5s9nrEEDPmNUz/Hhh4wNH87Yzz/jdxERaf8lYqxXr/Sf9/kwlpw5GbvrLsY6deI7JiP06oWxBRsrDxSFsc8+YyxfvrTziDyfbJQpk3bNKhERjJUtK+Z8hQszdvq0mGMbYfVqxmrXtvbdgwcZ27OHsVdf5Tsm3jz8MGObNpn/XkwM1ogcOfBvIv3P8pwj2bIxVqsWY3nzMlakCGMffcTYxImMPf00YzNnMpaYqP29Awe0x3jpEmM1aqRdhxYpKVh3VRo2ZGzbNsYSEvBfI+tdjRqMbd0a+nO8UNdEFXWN6tSJsTffxD0rWNC58XiZ/fsz/o5I+/cqjzyC/1rdI7p0YaxvX+ytd9zBWNWq2O8VhbGVKzHvixVjbMwYxurXZ+zwYcz/V14JPpdDoe7puXIxFhXFX87Qew/j47Fe3nknrikujrHjxxmrXNnZPYcxjG/WLMaqVWOsQAG84888k1HeESGD2SV7dsZSU90dw733Mnb1qphja8kgjDGWnMzYG28wtnMn9oDTp/FO/PFH8OO9/TZjkyZhn/79dzFjDuTYMcauXMH8cpI77mBs5Mj064ke8+fjM4Gf1fu9Sp8+6Z+PKpf37Wt//HrP3v9cwdZksygKY6tWQScqXhxrk9NrkR3efJOx2bPFnkNP9+rbl7GKFRkrX969e/bQQ5Btg8mmIoiJcVdvMUuZMhl/FxGBveTBBxmbNo2x27dDH2fjxjS5J4w5rOgUXiTUGs6Y/vpQpQrkx/h4MWPL1Lhtec6qlCiBdGU7nDyJ1EeR9O2LkHoi816oTZvQmdGNjrZqtAdjYjxmSUlEb7+NVNqEhKzjofPHyYgnnw/RmJGR7jX0qVEDdV+t8OmnREOHch2OEOLjEeVvtfaf0aaQvObIsWNEDz2ESLyEBPxOUdAs5K230Dzu88+J9uxJ/71ixaxHCNWpQ7Rjh71x9+9PdNddzjal8W+KpaY3N26MiLwwobl2DRGUWrVdg82d06exdo0bZ32P0Ftr8+QhevppovHjieLiOFykDk89JSYiMVSqX2CEoNNRtocOoaHkU0/JUbfTLIMGoRSPm0yaJC6yVG8+qJknViNAd+1ChPCECWLG7c8PP6AOqJOYicTVu8edOmn/fto01OLv109s349Zs9KfV+uHR8O+nTuJunRBJPjTT2NOXLnijYh/fy5eROS76HJOwXQht2uP16hBtH+/M+dSOXsWNYy9wpQp+vN640Zk9sXEQG4M1g/k2WedKSUTxrvolRQ1uqa+8gqyr8KYI2z4dYmWLSG42GHBAhgfRfLDD0QDBlj//uuvi6vvZoSCBfl3foyPRy3QFi3kqInpVmfj7dshAKjnFmXwdqqJXDCuXUO9RDOpTipXrmAeXrvGfVhCqFnTupFDz5Cj1vvlOUcWL4aCP326/mcuXoTjqlw5otq18dmZM/UVRSNjq1UroyHZDGaVbp7v9gcfpNX5+/FHCOduOOZkRet+qwbfwoXRGG3CBHPCaePGSKu2g14KbYUK9o5rlIIFxXRED9XcQ8tgJ8LJGvjc58yBwbRIEaKpU62t+zIwdChRnz7ujmH+fMi7Irh4EWVAAmUQHmWozpyBoah7d7HP/8EHibZtE3d8LfTWk8qVsd7FxaFG5+nT2Du1Ppsjh/Z7mz07UYMGqMFfsqS4smu9exPVq4djqSUEAtfkunWDPzu9/fXkSeg+Vavi9z/8oN0o1msBH9WqIejIaV3Bn59/Tisf6PQ9a9sWhk0nSU3FGuUVRo4kql8/+Lw+fRrrYuHCKGPh37DaP+iqUiV35lgY7+DzIaBLnWudOxtfUwcPRu3+MOYIG35dYsYMNFyxQ8+eadG4ohg+3F5E2M6daMAUrNGSSGrUIDpyhN/xrl1DxF+HDs51RA6Gm0bRt99GNI9oZGiisWwZlBkrDBqEBjde4eOPrTtrnIiCSU5Gs4wKFYh27zb2HUUhWrUK9U+1IjYZQ0SPER55hOjgQevjNzqfRbzb775L9OuvRFu2IOrZbtZJZkLvfufKhfXevwayUYV/yRI4Uuwa152up+7PlSuYK6Lwv5du1PDVe+7PPEN06ZK48zrByJHuK0YrVhA1bCjm2GPHovZ/ILxkhhs3YAR55x04A3g72A8fJipTxnnHQrDMnOLFIbOXKwfDTah6/cHeVVHywKFDcMr4ZzkErslz5yJav0kT7eemN7ZKlbDeffWV/cwemRBZb9ks+fKhTrLTdOiA/dxpw3eRIt4K/DCa3ZOQgJ5FVaqg3mrHju4H6YTxHlYdI//+i4CeMOYIG35d4vRppJLZ4aWXiP75h8949Bg7FmlOdmjWjGjMGD7jMUv9+ujCzYMLF7Ap9uvnTgSQVnSCW0bRY8fQbMcJ4c1No4d6jyMjEfVmVoBJTkaExeHDYsYngrZtURLAqnAsMgrmzBk4Xpo1C92oR4/oaHvzqWZNoqNHrZ2bCJFSRs4v4t1u2hQK8QMPoBxGmDT0otWtRtXeugUDypYtYsbmlPNr/Xo0NHQCN65TBseiKH76yfkyAoFs3YrMAhE88wzRypUZf8/T4JicDAOiCIPGd9+505nczJzX+6yWo0bPgclTHlAUyPVGgg5mzNB+bvPmoUye1npfqpQcQR28kWmde/BBe85zK7hp+H70UXtZYk7g88EJFRFhXu5Xy6vdc0/G9ymz7KVhxKAo1g2/KSlwIvHO6s7shA2/LlKuHAxoVilUSLwXccoUeEntcPAgogjUGpxO0rKldUHT39BavjzSWkaO5Ds+M2PREmDd6nLevj3S35xAzyBzxx1ECxcidV1EqQseEZfz5qHciVeQKSokkL//RiTO6NH2HC92FaAqVbTTPkOhKIiOiIoKfv6rV4mWLoWzgfe7/frrELL69bN+jMwKbwdTly78Iv3drCc5ebJzGQtu1IB007EomnHjkDrpFj5fWqkA3hF2584hkk7PSMfT4KimLvM2aNSo4U5UqZn1RO+znTu7syb98gvR448bM87qyY6Rke7Jzm4h0zrXqBHRn386e063DN8+H9G990Luc6u8Rih4yf0yzbEw3uD2bZRRtEq4zq95srndXC4r88wzjP39t7Xvnj3L2P/+x9g99/AdUyDR0cY6eAajdGnG6tZlbPRoPmMyQ4ECuFdmmT8/fVfovXvRmbVQIf5jNILaHZkI/1b/GxXlfJfcuDjG5s1jrE0bcefwR6tTMGOMde3KWI8ejDVqlPacdu7Ec9PqUE2Ezsypqej6nZSEuZ2QgM6gN28yduMGY9euoQt5z54Z77nZjtTDhjHWoYONixdMYFfuL74Q14XbKorCWP/+jLVuzZjPx9hHH4XuBBsMvc7TvXoZ+35KCjocm+HaNcaaNWNsyhTGfvxR+/yFCqGze/nyjE2YwFj+/Pzf7QULMP6uXa0fI7Oi1WHY7P1W36foaMYGD0YncR40bIi5X6UKYzlz4r/z5zvT7XnvXsxJJ6hVi7FcudAB3qnr5PHcZSUyEvudG6gy1P79WN+C7c1WiI3Fe5FNR4vh2Rn9wIGMvyPCtVnl0CHGbt1irFIl68ewipn1RO+z33/v/Jp06xZjX37J2E8/6T93fw4cSJPf/ImKYqxy5cz73mtRpkzG37l1vcWLM3bsmLPn1JoLdt/hUKhr4LVr0Dl4r4G8UPVLFatyf2beS8OIITER+4dV6tRhbOVKfuPJErhtec7KxMai5qKVBj6LFxO9+ab4Mf7yC5/GHCdOIDrj+nX7xzLDiBHWatzJlBZFpO9JDWxqof6IjLro2xf1z5xEL3onWERHrlwZf3LnJsqTB+kh+fOjfEOhQojmLlIE5SuKF0d5BrsRIZs2oZmGrI2BjDRWcttjf+kS0jpfe43o8mV+x7UTDVamDJoKhTq+uqaXLo151rs3ap3v3En04YdE992HexsdjVToyZORHaHOF95Rnhs34vvLlln7fmZH730wer9laEIpgldfFV9SSqV9e+ej0e0+d5mZOtW9+vKiZajatfmV8QqFiIjf/v3dr7/sNb7+2tx8DjYH3cyicIMffpDnen/8kahbN2fPGS4jpA+vSN2s9k6FsYfPh1JqdjKCtmwhevJJ/mPLzIQNvy5y6RKMUFaUxT59nEm1X7IE9TR54IZSN3eutSZ6sqWshBJgVSNWnjwwkokiPp4oJgY1qmVA5HOyK7Q1awbFW0bU+qNGjL5uCaobNqAr+MCBchnPS5ZEwys99AxJNWrA4fDII0Rffgmn2vnzwc+lvts5cmBOWzUixsWhdmFEBAzPYbTxX0tjYvCsb9409l2vKHlG8a8hX6GCeAP28eO45047h4ky7qFOONWdYMYMok8/defcIvfmU6fgoHVqX/j2W/4GjWrVwmuxGfbuRamnq1eNfyeUIUpkPwLZaNgQOpgM17t4MZpDO4kbZYTs9pNwCp6yS1Z6p8JYh1eghFrnNz5ezDgzI2HDr8sYbZAQyGuvOVPXZPlyojfe4HOsc+cQWckzci8Uq1ahBoxZ9CJJ77sPBimnMepJvX4dxgqjXVnN8tNPRK1aiTm2FUQaW+x4r0+dQgSxG52L/UlKItq9Gx3Ju3dHjdfSpRHtnC1baKOvG9FvikI0fDgU+9WrnTuvUYoWDd5YTm9OliplrwnBww9bW3sUBVGbAwbA6HzggPUxyIqVrBkjdOmC/SMlJfRnZXMW6mHkXrkRvdyqFdHQoeKOb5Tz55EdUrGi893feTNrFtHHH7tzbhF7szp3s2cnyptX7HPxf0/+9z+iBg34GTT270ffCJkcmjKjKMiK+fln898NG6IgA5YujUaFMrBzJ1GtWs6f1+fDupE9u/i5sGePtuFXRmewG0bxMFkbnvLByy8TrVjBfYiZlrDh12X0Gvhky4ZUsLVrUfxaRRVGGYNiIlohWbsWLxUvvv4aP05x4ADRQw+Z/56e4vvZZ+hI+9BDRNOnpzfsiTI++B+/YMHQQsvixUQ1a/IX8lJSIDzu28f3uHYQnVpkVWno2hVR+bwINbdSU4mOHiX69VesG82a4XO5c8PY98EHRMOGEf31V1qUqZ5zI3AjdlL4u3aNqHFjorp1Q0fDukWhQsEbVYoyAE6cSPT+++a/N2gQymXMm4cxREd725gViEgjZWoqoj/btg1tpKlUSX4lz+i9cjp6ed8+9xrABiJzg0uzzJtnLeOJB7z3ZiedEXpZG3bP5W+4zp/fm3PKKDzkYfUYUVEwvsfG8h9nVqB5czR6lIXr15Hd4QbffYcfkcyejcCPLl3E6ic88fkgG0ZHZ10HSRjn4KknDRpE1KsX9yFmWsKGX5cpXlxbWSxdmuibb4ieew4eymeeIWrSxNkoHJ+P6IEHYITmZSi4fBlRv+fO2T+WEW7cwAZsBT2jn6IQrV8P41pMDOq0jR/vzLP56CNE8YSiaVOiwYP5nnvOHESMyoZsER23bmGO8zJc6im8LVvCoPvoozDwVq6MOdm/P9GiRTAEB+t8HarGr9NGq+3bicqWxQZuJMLSLfLlC+5UEWU0u3kTjp9gZSYCWbcOGQBTpmQeY1Ygoo2UCQlETzwRfD1VFKI6deRV8vzLNui95+fPY93o1k0/G0BU9HKTJthDZSCzlOzw+ZAaHxnpnqPH50OmQ7Zs9vdmJ5+LqGhlp6Po3YLHtWal+yWSQ4ewDridfRZI3rzpg5qcYvx4ok6dxBz79m2idu1Q1uvwYfxONv0kGFWroh9PmDCi4bnHbt4M+TuMMcKGX5eZPl1bIfffHJKSkOJbsKBzxhmRQle/fs42HLn/fnEpdWfOwFClNlkT/Wyef95Yuve5czBKHz3K57yKgihip5qpeJmxY/k0RFTRM9jky4fIgt27sUZYQRVKA5sEOm20mjgRJRR+/92Z89khV67g64nIKPS2bdGw0ggXL8Lou25d5jFmaeFEiYVLl4jKldOPOBs/HsbhOXPkU/KMNHGMiMBceestZAZo1f8WNV+2boXDR5Y0ZK+U7AiGTEYzXlHHTj4XEefKzGtwIMFklq++MvaTN6/7zujMQOvWKJ0lGzVrwijtNPPn85XPVU6cQHbdhx/KkblihYcecueZhMl8hMr44FleJDkZe4tX3zunCRt+JYAxojvvDK0s6gmjUVH2U6oUBQ2Atm7F+QsVEid0Xb+OCMXy5Z2poVeqFK5NJE4V8S9b1ni09IQJRC+8wMfovXw5DBthgqMoaIS0Ywe/Yzql8LoRmXDrFlGLFkSPP0508qT48/EgV67QnxF1L3fsQImfUO90airRiy8iBYoocxiz9FBLH4k2EBw+DOdEoPPrv//w+1On+J6PF6FKukREYE7542R37vr14cCShcxgoJPpGsaOhSHPLk5d0549RHffzX9NycxrcCB68nD27Cg5YOQne/asc79EcfIkAkDs9BYQxRtvoPSY06xcyacBtr9hq0QJNAWVtZmzUZ54AoEkYcLYwajjuXdvorvu4qMnvfQS0d9/2xl11iFs+HUZRcELYaR2YzAFLtQLlpqK6NT161Eq4Lvv0PSjfn0ofblyIeLn6adhiNGrPcxD6HK6hl6tWkS7dok5tooTxgdFMRe9rCh4tkWK2DewP/886seGCc6yZWhCwhOZlHie7N+Pa/vyS+sRy26QO7e753/sMaI1a4J/ZsAANHRT14rMOoeIUIKBV+RAKNavh5H3xx9xT6OjiXLkIOrZk/+5eKFncAp1r5xwBK1ejWMHK0njNBMmOGf0FoVMRsb+/Yl++MH+cUQ3ILp0CWnaxYqhlwPvOaAnv1eqxGf8spCYSHTPPfbl4cy8ZzlF+/aQBWTkyy+x1jrNrl32g1hE1QB3E58PdbRz5MhcPSDcRnTvHxkJtXar9yQyEo4pHvdk4MBwnV+jhA2/LrN+PV4KIx5IPcFXS8DKnx/pLM8+i7TNXLkQYfvCC0Rt2kAYnzkTzdtOncpYU1Ok0OW0QOeEZ/mjj8Qri2fPIt3YKHYN7OrinCMHDBzz5lkbd1bihRf4G8gzY8fdOXPgkPjlF7dHYh63Db9TpxK9847+31etQpbD5ctpv3MygtMp1PUpWzb85M7tTLR6p07eUvqC1fbNnp1o8mR3xqUoRLVroxmpLCgKIkdatZKvZIcZ9J55lSrOj6VjR34GHp+P6N57keVm57n4K+OVK0NWLlwYiuPNm2mf4TkH9NbgvHmJFi60d2xZiI9Hpkm9evb3m8y4Z4nGf15XqIBAkWvX3B6VNiNHEnXv7vx5J0yAPmPHEJfZnBKZqaGpTMhUcslJgmWnz5wp5p5s3kz01FN8xp/ZCRt+Xea994hGjYKh1khDoylT8PKowqhWbVnGoND5fERbtqDWo9l0f5FCl96iEBEhZkFs25Zoxgz+x1VZuxZN+iZMEKssrl8Pw6JR7AgnWXXDssOePURlyoiJXvvkE6SSedUQoeLf/MKrtcTcNvzGx6MUj1b5mvPnsRZt3Jjxb6ohIzM4ctyMuHGqtAQvgu3l33yDtcXp8VSpAtnlzjv16ya7wdixaKgrUwSyFfSe+aOPOt/kqWVLvvvVww8jW8QqemvH2LH8xhjs3IEy4s6dRA8+SPT224g69io3bxLVrUvUoQP0DR6Gcy81xnIbr0Wh/vorUfPmzp6Tl4FTpowKHmQ2QzYP7EbqJiRAH8yK91VvPt17r3Y2OY97Mncujh0dnXUiq60SNvy6SFwcGrbduoWOhJs3h/7On38SNWiQ9m+RC7YooStUzUHeL2y/fmm1Lnlz+jQMLevXizm+PzNnojyHUewIJ2FBwDxt2iAFXASffgqnj5c5dgxKe5s23i3Cn5oKA7zbtG9PNHRo+t+lpiLSatiw0N9/4w33Ij15ULmye+uTF5U+vb381i3sX/v2OTcOWR2KBw8iC0HWWs1mCXzmsbFYe194AbKEU+mnr79O9M8//I6XP7+9/UNG2SY5GSn5xYp5Mwvm+nVE73fpIq6RcpjgyDivg7Fjh/N9Q3jdI5kyKuxy4AAyprwm04jEqJwSH4/SIQsWoNRAmzbIsi5aFM3G9Owcmf2+Bgs2ENEPKRyxbo6w4ddFhg6FAk+EItfffx/6O999B0OmiizpUGa8Y4EvqWhBZfx4pBvyJiEBXVwnTuR/bC369zc2R1TsCDlONavLLFy6BCfOjRtijl+rFtH27WKO7QSLF8OoMn262yOxx+3bRAUKuD0KRJeXL59eye7Xj6hhQ2OK9549qOnudPSfXU6fRj1dvf3DifXJawp2KCZP5tPsxgiy3rvkZNTOlqnJnAgUBbW/nTS+166NqFYe3LqFfdYOMjtudu8meughorfeQqaeF7hyBZHkffqEjb5uopf9KcO81mL6dGSmOln7lNe7r6d3V6rknaj9ixfTaprHxMi5L7uFnpxSsCBR69bohVSkCJyQjz+OzO1+/dA/acsWrIl6x2Es89/XrVsxr7SCDUTIgLLKlbKSjYVxBSLGxo5lrE0b/PuZZxhbsSL097ZuZaxGjbR/N2zImM/HWJUqjOXMif/On89YgwZixq3F/PmMvfEGYzt3MpaYiP++8QZ+r4U65oiIjH8jYmz/fr7jK1iQsXPn+B6TiLG2bRl76CHGWrbke2w9jh1jrHhx45/v1QvjVO9zRAT+3atX2mfmz2esalXG7rgD/504kbGePRlLTc14vIgIxsqWtXMFmZfx4xl7+23G7rqL/7EVhbF9+xgrX57/sUWTksJY166Mde7M2LJljDVv7vaI7JGSwlj27G6PAnMhTx7GVq3Cv//+m7Fp0/D+aq2rWt9/8knGxo0TO04eEDG2bh1jb73F2COP4Hfly2e8TqfWJyPrqpd45x3Gtm1jrHTptH1Ab++2y4EDuFf+EDG2d6+Y8xnl++8ZK1GCsaZN3R2HaCIiIEcwlvYc1Lnct6+Yc16+zFiuXHyOdeKEORlIizJl3Fs7QlGhAta6atUYq1lT3HvIi7g4xurWZez11yE3Gtl7wvDlzBnsjZGR8s7rQObPx76TkmJMZ+RFvnwZf2flHmnp3T4fYy1aMPb444zt2cNluEJITGRs4ECsMXnzMrZ7N2PDh2cumcYO8+djPmrJKRcvYr0bNIixXbtgV1i7lrEpUxjr3p2xN9/Eun3fffiOlqzIGGNRUYxdv+7UFTnP2LGMdekCuTIhAf9VbVJ25OeUFMaOHGHs998ZGzWKsQ4dGHv5Zf3nxduWlGlw2/KcVfn7b6Inn0z79+3baPJw+3bw75UqRXTunNChmcast0WNDtZrOMPbS7NlC2qP8UAde/bs6IA6Zw6f4xqhXj3t2p3B8PmIKlZMu6/+keB6NcEaN84cnc2dIikJ3s1jx8x9L1SUvH9zvZw5vZe2cuYMStg0ayYuEtpprl1DarwMtG9PdN99iM6PiiL64Qdz3z96FFELajMj2UhIQDRqjRooETJ9elqEstuZLpmp9qSTaXJ6ssIdd2CtWLHCuahB//U1KgpNE7MCPKLezGR4FSyIlFgeLF2KaFg76Mk9sr3De/Ygo6xpU6ILF9weTUbOn8ezN1JaKIx9At+5uXNx72NiiIYPx7+9MK+J3InQO3oU/RlEyw1LlkCu+u03fsfkQWoqSvyUKkX04YdoFu5PZpJprCIiG1mr5FLfvtDLDxzgfAEScP069vzr1/U/E2yuJScTHT5MtGwZSie2b4+Gu2XK4P2tXp2oSROirl2hH6xejUaW4Yhf44QNvw7j34m8aNH0AnO9epjEely5gs7DsqFXFoAxFO8fOxZCrNrwQUs4Eam8nzqFFBy7iKxPaESRKlPGvALg8yElPCIi43FDCV9hQcAYM2fCWG6GUHPJa406Audvnz4who8enbnSP+PiiEqXdnsU/Ix17doRffutmDEaQWvdO3GC6Ouvsdc1b67v7FLXp4gIonLlwuuTVZxUwoOte0uWwNBVuzbRX3+JXTd47+V2G8E4id3nbebeKQrR/ffzG/vo0Vgb7OIv25QrB4VSRiU8JQW1I4sWlasZ5+nTULZHj3Z7JFkDvXfuiSfwLFRmzYITKzoazydvXqI1a/iNwewal5qK8a1aBSNNjx4IBHC69qlaymf6dGf0GrXR88CBcsi/K1eihEz9+qhJG0abUP2HeM6VX36Bg+D33/kdMxROyCmjRxN99FHwz1gx7p47p/8uuR0I4jXChl8HCSUwf/cdDCZ6/P030SuvODJUw1y9SnTXXdpG3IoVcW0dOhDVrAkv0D33BPemiXhRk5IgANlFlIJsxAiodpI3s1jrGQ+LFUNEb7igv30UBQLV2rXaf9fbaMuW1b73BQrAUVKsmHc8mHrzzGwEqhc4fx6GArfhtRadOwcD6+XLQoYZFL11L08eREQYyWxJSMDanpoqfryZFadrngZTvBUFysBjj6Gu+R9/iFGcee7lMjes08JuxKuZe3fzJiISeY07b15kW/FWWmNjoWzK2nR07168E40bYw9yk+PHIb94uTmo1zD6zo0aRfT++2n/3rgRToOjR+2dP9gal5iI+fnbb0QjRsCI88orMDznyoX/vvwyfj9iBPo9lC3rrHzbrRvRO++IObYecXFo9PXuuzDIO+EYDNQ3RoxA/f5q1dAYPkxw9GShiAgxtomdO4keeIBoyBB7co4Rg64Tcoqi4B3eto2/cTcU4UA144QNvw4SavPetInoqaf0vz9oEFGvXk6M1BgnTqC7erNmxrwt16+714DASBmNYMTFiTOU6s2LypXtLdahvJf33ecd46KsrFsHw6/WZqX37LSMuupP9uxEnTt7yyiflQrrnz7NJ3vALjyNdQ0bogOx09GKevPGTGfs9ev5lfHJqsj4/ioKjL61asHgtWwZXwMwz+alMt6/UPgrSXfcAUeLUcysPSdO8Ol070Q5knbtiD7+mN/xeJOSQjR4MKLEZs92J5LwyBFkvMyc6fy5syqKgnI0od65pCSiEiWI9u9P//3Zs2H8rVTJ+h6vp0tERUF2eOQRlGDp3h1GnJUrkWmp55B1MkJvxQoYmoOlnosiKYnohReccQzqOfQ+/RRrR5jQ6M3zUqXEnfPSJaJnnkGDOCuOR6M2gkqV+MspgcbdRx7BcfWMu2vW2DPuhuFD2PDrIKEE5uRkbKJ69dCaNSNatMi58QZj61bUuvz5Z/zbqLfFLSWpUiWikyeNf97fg1a8OAzHBQqIGbvevFANgYG/M3rOYMeNiIAB0inhK7PSuLG+EqQ318uWDf0eqM8m8KdYMYcuzAQyd0nnic+HaF+tsilOU7689XXBHyfruwbCY96MGMEn9Tsro6c4zJrl9sigIPz1F8o/PPIIykHExtqLnkpNRSQaj/eHyPvr3+LF6FJulCJFtK/3vvuI/vknvVK3bVvwYAajmJEbraazJiYiM232bPvjFcn+/XCINGzobL+P/fthWJQ1kj2zce0aIngrVya6887Q83/SJNSDDoTHHq+3xkVHW78+JyL0Ll6E/rZlC/9jG8UpndeLDkjZ0JOFChWCnJmUJOa8SUlwPD7ySPrSLUbQe+558hC98QYCkwoU0LcFhJJTzETuMkbUunXYuCs7YcOvg5QsGVrZePVVKDpalC0LL6rbqMXr//7b/HfdqMXi86EcRY4cxhQBPc9pp05ixq6WcdCaF3Yik0JF/KoNw0QKX16qfWiWY8cQSaEnDAQzCIR6D/QMv7I0FvMn2PzNLMiUzp2cjPRJHmuRm8oCj3M3b45aaWHsEbgPvPQSIrhkEd4VBZFbevPe6HuYmkrUsiWaBfLay72ucCsKDJ6rVgX/XEIClLoyZbTvXYcOaFhcrhxSVy9dwjNr2ND+GPX20mzZiL75Bue5ccP+On34MGTbkSPllltSUoiGDsVYZ84U/57u2gWZ5NdfxZ4nK6EnG2/diuZbBQsiAn3bttDyYkoK9MPt2zOeh8f65MU1TlFQYmLwYHfH4ZRj0OsOSFnQ0olv3CBq0QKG2SNHxJ17wgToeGaauOs996goouXLiQ4exN4d7B02W5ZBK3I3Lg4Gcl6NXMOII2z4dYjNm411FB06FC9XIGqnRLcVsXHjkPawZ4/1YzhZi8WKtzvYAili7A0b6s8LOwKXiA6lZpDFWCbK+NypE1H//vp/t9M8z0tCnNFSL15GJsWna1fc89jYtG62VtciN+eZ6kgLXJvNXIcsztDMRnIy0fPPE/Xr5/ZI0mPnPUxJQTplo0Zw1vHay/VkDC+tfwsXoh6lHocOQflr3x4ls4Lduz17YAQuWDCteZra2NfqPqz33EuVwh78yitE+fNrr2dm1+mOHeWQW4xw8CCi4V9/nejsWTHn2LYNDm4nmxBldvRk4wcewFwdMyZjaYJg79zs2Qga0kJvj8+Rw/54ZV7jhg9HmQW36//rBeDwKIHjxnmyMj//jJr1IkvdrF0LJ9u0acY+X66csT1v7lztdaBgQT5lGYYOxb4fRn7Chl8H2LULgtOaNaGVje3biR59NOMxVq0ievFFJ0abRqCg3rAh0YMPihMwRWBFURRtDPG/r0WKpJXM0JoXdgUuny9j9KhTQpueIFK8OGr/hdpQeBhsRRmfb9yAd/PSpdDntnLfZTI0BuO332B8mzYtcxfWl8UQv3QpyjzcuIF/JybC4GEVt+aZnlOqc2fjx7h6FY3pwojh6lU4FmJj3R5JGlZTjlNSEB3etKmYdM3330eZruzZ8V+vrX+KAsVvzZqMf1O7j8+da+6Y8fFETzyB5xMTo70PT5mCzJldu1Cv+88/cb7p09EdfOBA9LV45RXt5x4Tg7HlykV0//3anzG7TnstgyU1FSVvihQhmjGDb3DIpk3Ws/vC6KMnG5cubf75pabieHpRgnp7fFQU1q3Dh42dR9Vdo6KI7r1X7jXuv/+g97jdCJFIXwepXBmlKESfp2JFb+nssnP4MDKG3n8/TQ7nzYkTyML58ks44fVYvlw/oLB1azhq69dPi9wtUQJ/i4zEuv7tt3zKMigKDNB799o7ThhnCBt+BXP4MAxdf/xh7POpqajHcu1a+t8PG4bC+U6hV+5ArenrFawoiiKNIXr3NZghkkdkkhsdL4OlZ5YvD0/jiy9iXv/yC2owqxsQL4OtqGf5449EbdqE/lxsLIwB0dHm7rsXIiwOHoTwsHu32yMRjwyG+JMncb937Ej/+/vvt9cJ1415xuN+/vUXOlaHEcehQ5hz//7r9kiAnsEkZ04YqbRITkbZimbNgitRdnj5ZczHQ4egaHuRX34hqlcv7d9JSYh+rVyZaN8+a8ccMIDo++/TykME/uTIAYNz7dqQBRo3hkL92WeIPOrfH0bNSZOgBJcoge+UKYP6p2fPQvlWo/p4rCuyOPnMcugQUZ06iPw8c8b+8dauxbu/dq39Y4VJD885tnBh8Aanenv87Nl4t4oWJfrgAzhgjHD9OpzNsjYMu3kT+sWff7o9kjQC9S+fDxGSpUrBSC3yPD/9BBuEllMvjDWSkoi6dIGxc+BAMRml8fGQWerVI7p8OS0QKjoawTY1a+I9fuopoho10hpA5sxJ9PjjRN26ZYzcvX0b/Yp48/fffGr5h3GGsOGXI4ERiuPGwYNrVolu3BgNN/x55x1njT4yGDp4EKwb7ccfQ1kLVAZFpm5mlvtqhFDXeuMGItmHDkU0lr8xOF8+PvdJhBKXmgrFM5TB024zMDeM9Ua5fh0NE2VMfxWB2+ncSUlo6DNxYsa/FS1qr2O1Os+yZYMi4qZTyMx7OWAA6nuGEcvff8PgxsOYZBc9I0avXpC1OndGGqYqh1WuDCWoeXNxhorkZChTam27cuXE1gEURWws7lmOHNiLy5Ujevddolu3rB+zUyei8eOdM6bycGR5WUZLTYVTOiYGWThmHIL++kvJkmgOtHmzuLFmZXhFlSsKog//+Sf454LJkvHxafWi27RBtGEonnxS39HmNi1bEn31ldujMMZff+G+i26kun499vARI9wvF2kXmfrG9OyprRfYHZN/zd2iRbX3TsaInnvOXFmGI0fgaOVNkybyN0UNk0bY8MsJvUhOK+UZRo8m+uKLtOOqgmi5cs4tcl6NeghETxGYMgWF1F94AcbGVq2QRn37Nr73zDNIFeJtdMss99UIVpSw69dhDM6enc99EpG2uXgx6l8GQ5b6xiJQFHSL7dbN7ZEYx66wqChIey9Rwh1DfOfOMMJoCXbVqhmP1gnGF19oG5ZFwMO40qCB8UwaN5BJQbHL+PHoDi1D4w49I8aNG5C3tOSwefPEjWf9eqKnn077d8eOaA7mJfTkV7tlPlq2tN+rwCx2HaZ690Imx2soDh/GnHz5ZXSJD7UWWclEC2Od8ePtOyiIENVaqxYfY96tW0SDBsFp0LZt8Nr533wjp9N11iw04BJRzkcUR45gnercWWwU9fnzWBPefhtR0V5ENr3Kzr6m1VDNvyxDjRowqHbrhtIqPPTYf/5BPXienDuHkmuq7SSM/IQNv5zQiyy1sijt3w+vjJuLnJejHgIJpQhcvkw0dSpS5AoUQHQ1Y0Q7dxo/vlEF32v14+yi3vvs2WFgNyrY8pp/X3+t/Q6NGWP2StJ49lls1sHITO9PIN9+CwFF1lS/QHisoytWILLGjWiJX39F+riesP7MM+gEbpdRo/C+OMG8efYV3yJFsHbLiGwKCg8+/xw1cmWOGHJj3Q00gvzzT2jHoGwEK6FhZ86+/jruhxdKF/njLzMWLAjnmlf2O5XUVKR569WAVJ/rjRtIHc6s8oqMfPwx9Ay7GV1PPUW0ZAnfsd28ifIshQuj5IpWpsemTYj6lYnDhyETGK1ZLBM3b2Jvff55sTJNcjIMzJUrEx04IO48opBNrwoVyOVv3B05MrhxN1jkLq+AsWnT8E7zpH9/lL0I4x3Chl9O6L2YjBHdeSdC8hs2RNTWJ59g8e3XDyk248fDU7l4MYTkzZvxvTJl3FvkMkPUgxWuX4cRmDGUG2jaFEYKPaOLWQX/zTe9pQDx4uefIewaRe++tmlj3PCwcycEweHD0wvYX3yBmldGDfv+7NiBNNhQY8hMkd3+jo3ixdHU7soVt0dlHLvCoqJAyeGtYBnh+PHQdZQbN+ZTz+7333EsJxg8mOixx6wrvmfOILVfVmRTUHiQkoKI2j593B6JPm6su08/TbRuXdq/k5JQA1NU4xcRBJNf7TgsnnwyrSa5zKWLgqEoWBe9lOHij1bXd8ZQ0uP++xHhqRe04kV5RVZUOSpHDpSamznT3vHWrIHhSJQj7vp1GHUKF4bT79y5tL+lpCBIxk6JKZ4kJSHS1+49dRNFSauHbkU3MUNsLN77BQu8lZkkm16l5zC9+27zxl2z57EiT/brh6h+Hvh8cCA4nY0exj5hwy8ntCI5/QWszZsRNbZoETanceOg/PbpgzpoH3+MOnSvv45C/cGEcKcWOX9BvUwZ1LHj2YVUVrZuhcJy6xbuQbNmUOQaNIAB07/xXqgF2X9TLVYMRpzp072pANlh3TqU1TBDoKI4cSKei5G6gxcvEj3wAIxZWvzxB57F6tXmxtSqlbFo4cxi+MkMKaDR0fbWUbeifW/fJnr0UTiigtGmDdGcOfbPd/iwmPpfgezdi7plFy5YP8bChViXZURRoNjLpKDw4upVRJ/Pnev2SLRxuqRApUo4R+XK6dfEN99EszSvECxjzc79q1QpeMq4V7hxA9fSubN3jCQqwRoc82yKF0YfERkgL75ovxSLEa5dg8GocGGUsVH37Vq1EAggw7vQpQuaQmYGli6FbiL6fu7bh/Pwnpci0dun7rxTbD1yvcjdggW119ZvvzVv3A0Gr4yZ1q35yG6ZMaMtKxE2/HIisPmP/48V4WnSJHiLZBLGBg5EF3WZUz15MGECUYcO6X+XkICU6xYt4Ol+6SV47/SMSowhytvrRjNenD2LdEK7JCfDUVKlin6q0u3bMBAPHx78WJs3wwC1cKGxc58/j2hXI81uvJbaqoeXFUJFQWqTnhGuYsXg3/evr16ihPPv7RdfoEZmKLp2RUqvXZKTseeIXN9TUhCZY7fmavfuyJaRCUWBY/fBB4n+9z9tBeWOO7CPeHkPVVNqZWz85NS6G0rxmTEDTkKvEEx+teOwKFhQjrrQPBg50pvKrpE9PLPIK7LCW47691/0HFAN905w5QqaaBYqhCCYwGtx6134809k4Xm1bq0WBw/C0dS9u9hnrDouvSLf661TXbsiOO3996FrWsFKWYbz5+F88Q9Qql4dWdy84ZEx8/zzRBs22B+Ll/XCMGHDL1c6ddIWmq28oMeOwcMqkzCWmop6kuPGuXN+0aiGnsjI4B7XpCREkrZurd2ELCKC6L77+EfPeBlFQVohLyHG58MzCozAiY0l+uADPBsjxpUDB5AyPmFC6M/27Wu8Burt25gDlSp5M7L75k0YqCIj+RoCnGLvXtS/e+45fYW9YEH8TSuCy22P9oIFGI8RJ8OgQfwarTzwgL1IXC38sx4KFECkkF2efx6Ct9NopUWmpiK6s3p11P9euVJ//vTrhz20Zk1vG4BXrkS0l4zRnE6UFAil+Fy6BPnNScOMXXw+7ehQqzKLuudnFryq7Bo16rpdisNLKedm4Z2i/sYbyBx0g8uXUQZPBt3m/HlkUv73n7PndYLr12Fgf/llZNqIQLbSCUZQdb/IyPTrVGIigtMKF0bJjMTEjN9NTiY6dMi8cdeMnHbsGMponD7N4WI5U768dcO4P16cN2HSCBt+OcNTeCpZEgYpmcoCnDyJRVfPYOJVrBp65s7VXgAnTLCfYp6Z8PlwP6Kj+c0X1aAXGHVQoYK5DqNnzuDd6t9ff4NPTMS8N2ro+PVXRMd7BUVB6tfQoUT16kGwb9RIu/6fzMpufDyEtqJFUTddfZ5a63KXLtrv/Lx5qFnl1nUfOYK5tm+fsc9PmoToYB68+GL6eqV2EVEqRFEwP40YxXmit0cUK4Z3JtAQHUwWWLnS+wbgCRMQ3ez0c5ABI4rPE0/IGRUdDJ6Rn7duQQnPLHhZnnPbqBsKtx2totFLUf/f/5Dab2b9370bwQrJyeLGGwoZDD+pqZBXQmX2eZnUVDiLy5dHMANvvOrM+u47ogEDtP926hSCPhiDXPbZZ/yNu6EYORJlO2WS6xSFKFcuPs5or86bMCBs+JWYDz5ATVnZ6Ngx8wlpdhYyf6G6dGmiV15BNNSdd2oLR+XKib4a/tiJxghMI+U1X/SE6VAp/FpcvUpUpw6EBK2NcepUYzVF1fuULRuMj26/E8GemxrV+8kncDJVrQpj6MqViGpXv8/LECCapUvx/rVta6z5nN78iYx0r9lNYiLRQw+Za1KycCHRe+/ZP7fPB8E4Koqfc0aEgHjokDsCpt58sdNkzusG4C+/hBLltXHbxci8/u47pEZ7DV5GwpMnUfs4M3DokLY8F1Z2+WBX/pY9CEVPjurZE0aq6tVRpz8lJfSxmjcnGjtW/JiDIYPhZ/BgRMNmhb1n0SIEAyxaxPe4erqZjPK9P599hjIYwSJ3S5VKu65x4/gbd4ORmkr0+OP2S5rx5NIl3BMeeEkvDJORsOFXYmbOlLNOnFYjO68LwLw92GqHVq1j5suHLtFbtvC9BlHYjcYQJSTyfmYJCUQNG6Ixj3/EsKJAMN+4Mfj3ZYta0RtPixYogaBG9U6cGDwtSfZooVOn8D7VqEG0aZPx7wWbP24pNu3aoVmbGVavhrPJDqKcMyIig2bORCkXpxEZ5eRVA3BKCurd9+7t9kicxYjis2sXnmdWZds2OFO9jKLA6VukCNHnn4eVXVFYbYYpm8wVjGBy1Lp12MPLlkUmhV7G2uHDyDDRSmN3ErcNP1u2ILgmKzQbV9m7F5G/ffvyLSHk7/CXSb4PVpZBXR/UyN0pU7QjdxUF8mKJEpCt4+KcG/+ePQj+cfKcwdi6lejpp/kdT13PIiIQbCXLvAkTmrDhV2LOnkUknmzIkObDG1GGHnVxzJGDKH9+pM6XL4/NKyoKNSH/+ENuRV/v3oSK5lEjMbTmCo/5IuKZpaQQffghUd26qLFFBKPM44+7Mx476EUo5suXPqrXqyQnI82vcGGiESOMRcv4E+x5uaHYzJsHB0NCgrnv7d5tv26uqLkr4riff+5OnXkn3m8vGoCvXUMt89mz3R6Js/h8aSVhtBRmRYHCKWOtPydYsQKOVK9y5QpR06ZEtWujbiOR/E5Qt7ESfRussWCZMsG/K5vMZZcdO4jefhvG3aFD0xqW+fcfKVRIDsO2W+/C9eswkK9Y4cz5ZOLqVUQ5N2iQpp/w4L33jDe55omecfeBBzKWZfA37tatay5w6uZNZN/ExBCNGuVcmZR+/fhk49nF58Oaki0b/6yIZs3cmTthrBM2/EpOhQpER4+6PYr05M2rLaQVL+72yKzjZMrLnj3YEKpVSztf9eqoSZqcLFfqmqJoN7BTf8qVQ9Ro795orLZvX9o1+N/HwB9eRnURz0xRkIL34IMQMho0QC3nYKSkWI9aEUVmdNCobNqUJhRaNayEMu46qdgcOgSh9OBB8989d85++RhRc6V7d/4G9CeecKeZy4QJzjkDvGYAVutSm4m4zwwkJRHlyaP/fD79VEyHby+gNlr1IitXIujim2/MOxSzKlajb4MFBxQsCMPCkSPa382sMs7hw0QffQSn9ptveieq2QnefReGwKxKaipRjx6IsrQiL2rRqBHRX3/xOVYgVo27wWSeypWJTpwwP5Zjx+DMq1yZaPlyy5dkmNu3sb79/rv4c+khKptPZeRI403Pw8hB2PArOZ9+iuY9shDMO+9lw29qKjxipUs768E+dAglIR5+GPcwf355hLzjx1Ec/6679KMqTp/GpjZ4MNH776M+ae7c+gI5D4OJahjPkQPH+d//xDyzUaPSzlG5srYh/tChtGZid98tV/RJZouGIUIU1iefQGhcutT+8WSI4EpIgOMnlHNBj9u3EcVtB73o8AoVrB9z504YA4cN43ePk5NhaHM6Wj05mejJJ5EN4OR80TIAy+QY9GfVKsgARhtgZgZ8PuwRek1Lly3zVpNPnowbR9S5s9ujMEdSEvbzBx4g2rDB7dF4Cz15IyaGaOBA3Ne2bWHIrV8fWVQVKujLiVFReB4//YR9pH17ogsX0q9/Wg33vC7j+HPmjHagTWa6RqP4fJgHarahLPueW6j3g4ccXL++vaa+Roy7TZuaM+4GI39+e+VOVq2CzN2gAZwsItm8GbV1b9wQex4tfD5tXZzn+rF5M98SEmHEEzb8So7Ph2L+siAydd9N5s0jeuEFd8dw/DjSuNwW8lJTiUaPhsA+YQIid8xEuqWmphlMtX7sGEz0IolFCYG5c2tf+2efoSlHqVKICjp50v26Z4F4tXGDFmqtrqJFEe0QH+/2iPjx8cdQiO2QK5e9qFC9uZs7NxqMmj32uXN4N3hHOmzfbqzsCm86dSJ65x33Im9VA3DJkvI4BrWYPBlG6lu33B6JeIxE0syahfRsPcNwZmbAADS48woHD8IB/957fNOoswp6zv7ISMhIo0ZhL/ntN6K1a5H5duYMysSEclDfuEHUpw/2OS35LzPIOHpk1qhmM+gFHBUrlrXW1EB27UI5lO++syeb1KkD2SoYTht39UhJwfl4HGf8eBjPu3YVa5jt2BG9EJx02AcL0uO5fty+jWAMp8pnhLFP2PArOZcuwQAnS6pnsEhOr3qgU1IQeSBDmqrbQt7hw/De1a8PY6aK2chIL9UM1ePaNZS50FIy7r+f6O+/MzZZkCGCVGXPHkSCqtHKbo/HKgcOoKbX00+jwUVmYvZsGMrsNmspVgzz1Q5ac/fQIRhamzQx3qQiPp7o0UcRqcWbCROgcDiJGmEmgzHTv1O1rNFfHTsidZRnAxoZCbUXiU6xlJ1OnbxR5kJR4LAoUiTr1anmiVb0rpG1yYzDXC9COGdOb8s4wciMmVtmqVw5uBErq6ypWly+jKClJk3SakKb5aGH4PgKNO5+9pk7xt1gnD8fuva3Ga5eJfryS8jQU6eKkVtmznTeYa+XxSdi/ahVC81cw3iDsOHXA1SvjtqpMhAs4terAteMGUSvvur2KICTQl5gynDLlnAyTJtmfyMXFf3qpGF86FBEq3g12uKFFzC3vYTahCAiAj933olnEBWV+SLm9u/H+8Yj1ax6dXG14FNSEL1XvDgUgmCkpkIx4G2c9W9uU6SIc/PgwAGc78ABZ84XCrcdg0ZISUEDmsaN+Ua4yFbiItSzyOoGm1at3H9GgQTOoalTMU+ffBIZV2Gsce2afjaCEZnPqMPcC+sfb2TLJHMDPTk8q62peqSkEH31Fe6DXj1sFS3jLmMo6SeLcTcYO3ei4SZv9u1DVO7DD6eV+eElc7ghCwQL0uO9fnTsSDRmDL/jhRFL2PDrAb78Ukz0lBX69dNeRLxWy00lORneQ1m8VU4JeXolEyZM4HsO3tGvTm2gKSmIritb1pvK+5IliLqURVgzQqjUpMwUMRcfzzc6yWyXYyv89x/Sctu21Y9+7dEDwjPPhkhWmwbZ5dYtOQyM/njFmDhjBt9n5tYcCIZeRE3OnPq19TK7kcqfBg2QFSMLenOoWbNwAzc7JCSg7FXfvuIznryy/vFGpkwyp1m6FKVy9KIXs9KaGorZs+GoXrbMXOQuY4j49YK+8NdfyCgSxZIlROXLo/wFL5nDDVkgmHzCe/2IjUWJpDDeIIKIiIWRmiVLGJs8mbF589wdBxFjjz7K2AsvMLZwIWP79zNWtixjvXox1qCBu2OzyuTJuL9u31t/5s9nrG9fsfe3alXGdu7EM1WJiGCsShXGtm3jey6ezJ/P2BtvYKxEaf+dP5/vPVqwgLGJExl7/31nzseT5GQ838mTGXvkEbdHY5yqVRnbsSP4Z7wwR43w4YeM3XknY8OG8Tle06aMffABY889x+d4eiQmMta9O2O//cbY1KmMnTrFWJ8+jB04wFjevIxly4Z15e67+Z3TjbWKiLH33mMsf37GBg4Ucw4rqOufiqzrkdYzY4yxu+6ytiZt3MjYzZvpf+f2WhC4FwVSrBhjJ054b4/lRZ06jI0cieuVAa/KPDKTkoJ3oEQJxoYOxf0UiVPyXxg5OHcOOmfr1pA79IiOZmzAAMbefZex3LmdG5+bpKQwdvw4Y4cOMXbwIH4OHYI+q9KkCWMPPICf0qXx37x5M76n+fIxdvo0Y1FRzl6DFWbOZGztWsZGjRJ3juRkxooXZ+zMmfS/t7pfuLH3OLlWnj7N2LPPMrZvH9/jhhFD2PDrAW7cYKxMGbxc2bK5N445c2BMWrbMvTHwJCmJsQoVYMSuWNHt0TjLHXfAiBNIzpyMJSQ4Px4zOGEYr1MHx33mGWfOx5PhwxnbsoWx6dPdHok59OZkIF6Yo8H4+WfGRoxgbPVqxnLk4HPMjz9m7KmnYAB2gn/+YezNNxk7fz6j4cvnY6xhQ37ncmOtGjsWCsby5Yxlzy7mHFapWZOxa9cgD8i6HuXMydjt2xl/nyMHYxs2mD/eo49iv9Y6j5trwfz5jL39dsb5GRHBWNGiUMz9f5eVjFSVK0NWLFzY7ZEAL8s8MqIojLVsif9OmeKcbjJ/Ps576xbkdhnXvzD2URQEGb32GvZhde/QWlOHD2fs6FHG5s6F7N66NeShiAjMF9U5XaYM5gtP+UQkqnFXNer6//fyZTgX/Y266n+zZYN8VrAgY+PGYe0LRq5cOJ4XGDoUNpGePcWeh+d+ERvLWOPGzjusVN11xw7Iiv37iztfsWKM/fcf5lIYuZFMpQmjxd13w6O+a5d70RO3bzPWrRtjv/zizvlFMHkyFMqsZvRlDB7eEyfS/y4iApuD7DRsKFZw27qVsStXGHv6aWfOx5O4OEQoWjGuuE2ZMsYifr0wR/XYt4+xr7/ma/RlDFEucXH8jheKp55iLE8eGH4Doxj69uX7vpQpox0tIWoebNmC6KH16+Uz+qakMHbyJNbunDndHo02S5ZAaQ90CEREMFa+PGPVq5s/Zrlyzs4Bozz7LGOpqRl/T4RooWLF0gwVRYtCac0qRqrLl+VSArXWEcYgW4cxhr8R7a67EBW3bp2zASm5c+O8//7LWGSkc+cN4yyDBzP2v/8xFh8PA1xsLOZZsECMAQOgo/bty1ibNtDvpk9P24t27kQUJG/ntB2MGndTUpD5cuECDLxjx6bP/glk2TLGvvqKsdq1cc+KFs34GfV9vnIFUaleMIpfuID3XzQ85c4rVxh7+GHYUZwMIFJ11wYNGPvsszSdVgSPPMLYpk1w1oSRHHcrTYQxSteuaDblFoMHo/mXEWRrwqJFQgKaFcnStMdJfv2VKH/+cMMIPd59l2jiRLdHYY22bYn69HF7FNYIVeNXRFMCJ7l1C92pFy3if+zBg1F/3Umcqls2d65za9WlS6jtvXIl/2PzYMMGoqefdnsU2iQlEXXqRFShAmQVrRrysbHWji1Tg6ObN4lmzSJ6/XWiAgWI7r8/ePdsWWoSO83997s9gvTozaE8eeSqRSwren0hnJzTKSlE1aqFn1dmxucjKl0a86xYMayxcXHmj3PgAFHevNprstM1odWGakuXGqu5u3Zt+oZqdmrcT59OVLQo0T//pP+9nrzdqRP/6+fJ++87s+/rrXdz55o7zuXLqLssqvmyEdq1QyNTkbz3HlG+fHLbfcKAsOHXI/z1F9Err7hz7rg4osKFiU6dCv1ZGZuwaDFiBDYQr2PWyL58OYSp/fuzdsMIPc6eJYqJgWPAa+zaRVSihH7jLS/g82F+RkTgJ29eOGiio4mioqwbjmSgRQt0vxXBlClEn38u5th6ONVop3dvolq1xK9VqalEL7xANHAg/2Pzon9/5w38Rjh6FM0k338fhlGi9PtLlSpEDz1E1L279XOox4uMJCpUyNn9Kj4e52/cGE7T5s3hQL19W1/myYpNqFRu3cIzkg0tmWfrVhiahg71RnMjt6hc2f05PW4cUcOGzp0vjLPoGSOt6o96zuls2Yi6dCFasAAyPw/sGneDHbdcOXvv3pYtRCVLYlzq+apU0Q+ukE1f96d+fdw7JwjcL557juiNN/BMjPLpp0Q9e4oaoTF++IHom2/EHV/vvS1WTO65lFUJ1/j1CAkJSG84fdr59NMvvkC5iT59Qn/WCw004uORcvrPP95O89Mr3q6XxrR+PWqALl4sT8MV2ejZE/fRyFyXCSLGnn8ete/efNPt0YjhuefQ4KNOHbdHYp4pUxgbPx5rjogGGr/+ilTIqVP5H1sPJ5pHrFmDBotbtjB27718jqlH376Mbd+O+yi6SZFV6tVDimCtWm6PJI1ffmGsfXvUj2veXP9zN24w9sQTSD9t1sz6+RYvRp3sWbOsH8MISUmM/fEHY7NnM/bXX1h3mjZl7MUXM9ZMDEw/3rMHDWICySr1ZE+dYqx+/dCle2Th0iXsm/nzY52+8063RyQWI3VPU1Mhsy9fztiKFYz9/rv2sZya09euoW70P/8wVrKk+POFcR6tBr929Ec9ffSBB5D6vmEDflJSUBZC/alWDQ3jAjFbc1f9f62Gairx8SjfdPx4+p8TJ/DfmzdxbC1LjZl378IF1JktXRqN0e6/X7+nRtWq8ujrgTz4IPoNlSrl/LkVBfJoSgpj06aFLjWzYwdk4Z073d1T5sxh7O+/GRszRszx9Zr5qshUWiUMC5d68BJPPUW0caMz51IjSXPkQKTdjBnGvudU+q8dBg0iatPGufOJKn1hJuLuv/+QbuLU/PEiCQmIbOcVAeAkv/5K9PjjmTtiadw4ok8+cXsU5tm5E+/eiRPizrFmDdHLL4s7vh4iswYuX0aUyrp1/I6px7JlRGXLEl29Kv5cVklMRAT87dtujwQkJiKFsGpVon37jH3n2DGknW7YYP28Fy4gs0EEyclEv/+OyOUCBVDOYdYsohs3zB3HqWh4Wdm+nahOHbdHYY7kZKQ5V6tGdOSI26MRh16Eemws0e7diAp8/XWk7dauTdSrF0rfuB3x26kT0VdfOXMuIm+UrMtsREXx1R+Nlgi6cAEydLduWLfU82bPjgyPihXTR+7WqoX3IyoKpaEmTdKWvRUFGbNbtxL98gvRsGHIzHrjDaIHH8SxCxYkeuQRoiZNkBE2ciTKgW3fTnTlCo7Daz9JSkIE6iOPEJUvrx/xK5O+HkiRIkTXr7t3/uRkPKuWLZElpoeiYC7JkKW4di0ipUWhZ/fJanKPVwgbfj1E375EAwaIP4+dcg166SMVK4oftxFu3EAqv0gjjD8iS18YNbLv3atd4ykMUAX87NlRl9BrAv7t2zBabdrk9kjEcvEiDPMpKW6PxDg3bqDm6ZIlYs8zfDjRnXdmHiVVUYgaNRKbnqZy/DiUiR07xJ/LDqtWET3/vNujAAcPEtWsCUeM2bI4a9ciBdDOHlyyJNG5c+a/p2XMSUkhWrECzuBChaAgTZ1qzwngRk3iTp3SZIKcOd2t1fj330QNGrh3fjvMng156Y8/3B6JGLSMSKqRq2ZNos6d4QhTS7aouFln++BBPBOnDD5eKVmXmdi/H4ZU3s4FLed0qLIM1apBZy1QAO8FYxjba6+hzI/W3OjQAaWYPvqI6MUXIfflyoW96umnUQO1Z0/0D/nrL9QgNrp38n73Jk7Urn8su6FOUaCjuR3gkpSEufDJJ/pjmT2b6Nln3R8rEWStypXFHV9vT/GCIyErEjb8eog1a1BjRjR2vIutWmlvUIULI9rHbfr3R5SSU4iM/HnggdCb9pEjiI4SbXjyKplBwB8yBA3pnMaNiJh69WCk8QKKAiWhSxex5wmsr+XFORzI+PHIcBFl5FfnbnQ00R13OLsnWKVPH6LvvnN7FIiAjYkx3+TEn2nTiKpXz2hcMkqzZkQLF5r7jt5anzs3Ud26RBMmWGsiFOx8JUqgnqToGvqdOmkrXG4Zf2NjIQt6lR07iMqUIfr+ezkUd174fPoKenS0se+70Rfitdecbbib1SP2nSYxEftB5878DJxGa+52726s5u7Vq0R//pnWGDvwJ3du7M+zZuFYp07xlV/Udy8qiui+++y/ez//rK0/OuXMscKVK+j5IQOJiegJ8eWX6ZvwqXJlVBQivGUgORnzUxTBGnOH1035CBt+PcTt20gvEZ3qabVcw6pVUHQmTcooHM6Zg7/t3i127MG4ehUG6DNnnDun3r3MkcOeQrFyJRZy/81a/VE37VOnIOTIkGoiK14X8C9cwJw+fdrZ87plMJ8wAREVXmD8eKTKmmkEYQWvz+FA9u5FBO7Jk2KOL0N3eivUqeNuVH98PNGHHyJF9fBh+8fr0gVRocHSJfUYMYLo66/NfUfvPRGZjTRzpjPlaWQrsTVuHIw4XiYuDop9kybmS33IiFeV87/+gpHOyjphFdnep8xOhw5EH3+M/1cNnIxhzQ5mhORt3DWC23Pj8mU4Xu1cw6lTaGg5ejQcXLlzw1gpe5Pv/fuJHn7Y7VGkER+PaO7u3eWXK2NixGZMqI25veRIyKqEDb8eo1o11BQSGWVnxZBw6hRe+mA1ZJctg0Jvp76fFVQvXGQk0lucXIj17uWdd8IQ3qEDSjCY8QwvXoy0t3//TROSoqNxfYULY25UqICFfsoUYZeWKXBbiLPLRx85kw4fiFvGxkuXkI4t2phql+3b8Y6eOiX+XF6fw/4kJmKP++UXcefwoqE8Ph5OX7fm/Z49SBX8/HN+jufUVNQS7drV/Hc3bYLCZZQTJ7A/Ovme+HzYjyMj+chqWhkWFy4QDRyob9BjLkj4Pl9airTXy86kpGB+Vq6McgNeJlQ6rozKeXIy7v2qVc6e14t7hFdZvBjPOD4+/e9Ll0Z5Ly3j7osvphl3a9bkb9wNhgxzo0oV3BOj+O8dFSpAD586FX9LTIRDt1Yt+fubrFpF9Morbo8iPTdu4N4VKOD+vAjGY485E3hXpQrKmzidFRLGOGHDr4dwKqVXz3OlF8GRmEj06KOIxgvF+vXYdJyqn+Z2Kr/evSxaFMbawoWxUBYsiIYyixZlrPvkv2kXKYJUo/37tc8T+ONlpcsJtGpSy7RZB2PHDmywgQKzE7hpbHzhBUQBycr160TlyqFJlBPIoIjYwX99y5MH5TxEoChQHLJl856h/K+/3FN4pkzBvmO2tIIRbtzAPDXaPFbl9m3MlVAO0+PH4RyLicEe69R7wltW05NjcuVCQ6AcOeSY05mx7AwRxl+kCNFvv7k9Euvo7dkREfIp5/59F+691/n506tXOHLNCU6fxnu1bVt64279+mn3PjIScq6WcTc21vlyY27WulZp18546ROjkahjxiAYSeYG4PPmEX3wgdujyMjVq/pONVnkyqZNEXwnkuPHUYrDyeyMMOYJG349hJMKvl7NOK2N9aOP0BjFKLt2YYOxUyPQKJUquW8U8a+LppcKMXUq0fTp6PaaPz8aG82YgVqIRjZtrxt/3OLNN90X4qygKGgcMGeOO+evWNE9g/mkSYhQkBFFwZzq3t25c+oZW2Sfw0TOpMelpiKC+LHHkCZYrJj31spu3VDL20lu3EDt8Mcfh0AviuPH4Qhdt87c9x57TL8h39GjWCOKFCEaPBi1hJ1U2Hnvx3rHUxu26MlrTpdbyMxyyO7dcOh98w0MEE4bnOyiF/FbpozbI0uP28Eaaqmhpk1hdA5HrvEhMHL300/T5qB/5G6jRsacR27OE7dqXavMm4dmcUYwsyavXg35aNIk+2MU0QPkxx8hC8mIkZ47btKxI8rPiaRvX6IePcSeI4x9woZfD+FklJ3RzWLiRET7JiaaO/7RoxCiR482971gm8nt20RbthD99BOiZ7WMU2574Yzc1/h4RFe9/35aR9lQzyEzpXs7RWws5si0ae4KcVZYsIDoiSfcaTyTkoI6n1oGOyfu3eXL8pZ7GD1abFMyPfr1I7rnHm/NYSKxhqLEROxP5csjSvzvv/G+yBCxY5bHHkNUlCgC99XBg3Hfvv4aHaxFs24dFE4zBuaXX0Ykr78scPgwmooVLUo0dCjRrVvpv+OUws5rP05JQSq0kSj1Tp3Szps9uzs1dvWuOzISDWavXnV+TDy5ejXj3ueVqGa9dS9PHmPZek7hpvPg4kUYcBYvJmrRAjW6ZSKY/uNGs91AgpVlyJMnfVmGsmWRhRFYlkHv+RcpAt1u0CDIO/nyyW1oE8n58wieMoLemqzXzPHkSaKHHkJUsdW9X5RRvmdPouHD7R1DBCdOoNSDzAEYw4eLNcoqCsqz8Oj/EEYsYcOvhyhTxrmNzojismkTlDWrdSzPn0fx/W++MWbA0ttMXnyR6JFHIFjUqQMFaN48KJGyRaCYVQijo419XrbrlJ1//4VxwIubVGIi1oItW9w5/9dfIzJ93rw0I0rOnM7WGq5RA4KvTBFXW7diPXSyeaSKrClwoQhmKBo/HnM8mFNRS9m9dg11T4sVI3r7bW2DqdsRO2a4fh1Khaj0Ob191cmodSJkuFSrZqyRll6Ue968aPzmRvkbf/SiK0uVMvb948eh5BYrRvTSS+ai1Bctwrx3Az05pFAh7BkFC+IZf/opslXcWCvt4uXyUFrr3qlTqFH5/vsZHSVOEx+vHewgMohB3UOio9F74/33YcAsWNAZR4VRg20wY5qT0a/+xt0RI4Ibd9WyDBcupNfx1q1D+YbLlzMeP5hM0K0b5MwhQ5yfJ7JRrpwxR6neXhQVhTXgiy/glPPfdxMSEFFcpw6enVlE6KM+H0obRUXJI/MToS5yuXJEP/+MMVWogGstWlQuuXL+fDizRLFyJeZLGPkJG349wurVSIfR2tynT+d/vlALt+pxtNt04epVLBYdOkCx1ROCEhKgNGlt9EWKoHyEVpSdbNFdZjdEo593+jpliC6wypkzmLv//OPO+e3eu4EDoZy4wcyZmHs3b6b//ZIlUB6diECWsY7k1aswxi9f7s75R42SNwUuGHrrW9GiUEieegrGvKpVMedHjCBaswZKit6ad//9iFY5etTtq+PDkiUwmolCJqdh165o+BbKyB2q9IHb6M3NEiVQv3L79oz7wJw5+N0LL6BOXu/eiCQKdjyt/f30aUTTuUGocSoK0YEDiMRv0QIRQiVLwsgwfjzRvn3uZLGYQZZ6yjxJSsJ6W7UqIjWdlu0SEhCRVrQojDtO1+IOPF/fvuJqzQc7v/rf2FjoWFu2oEzRiBHYB7XmXY4c2nPSzj0LZtzVa6gWaNzV48oVvPdr1mj/3eh+JNO+5QZt2hjT/YM5BQ4cQBR1w4aIoH7ySaI+ffA8k5Lw7PPnx3M3sx7wzkCVUeYnQoZApUoZ6y0fP4457vb4/Pn+e6K77hK3rrdoEW4m7xXChl8PMH8+BKLNm/Gyli2btsE1bw6DC29PfbC6kcnJUMh5pVwkJBC99hoMwFobVLlyEHqsNuWRKbrLbD1OMwqfU9fpdg02O8THI41JdK0jPazeO/+olOzZ3UnN3LwZ69CxYxn/pigQGn/9Vfw4ZBP4FQWGuT593Dm/zwehPXt27zlhjKxvioLI/NhYGAZffBHRWHoGmIoV3bseEXTqhNp2opCpTFBqKlGDBsgqCIZMY9ZDaz9OTYXzTE0LDVzHHn4Yhn49J7bR/b1wYUS+u4FZOeTMGfR7+OwzourVcW8aNEBU3+bN8pT0SU5GtGFUlFz7D0/UWtFOyXaJiVjbihUjatmS6MgROWpx58kDZ6po9KIxIyNhbHvmGThFevTQj3CNjjaeGeiPSOOuHopC1KQJSjXoYfT5yxbU4zQ//0zUurWxzxpZk1NSsN4OGID+IfnypZW1MWtw1ZvXVh2Sssn8RHBg1KgBR5kWhw/D0StDQ1DRhvMbN7BvBwYEhZGTsOFXcn76CZFkBw+m/U5R0qchffUVokRu3+Z77gcfhEAWuFl8+SUMzjwjM5KTEaml5bUuUwZ/l3Hxt4LPR3T33TBcGFGMZDJcE3n3OaiNtzp0cG8MegJRnjyoqzlvHtGGDVCG1ag3Jxpg6eFvcI6KCl7OYe1aRNyJ7ugqm9FnxAiiunWdr+tLJG8khBmsrm9WlF0vUrMm0Z494o4v23p+4wbKAUybpv8Z2cZslsqVtWUdXuN/5RXUtPYi166h+3i3bkibjYyE0z9/fkRBu1GO4PBhNDl880004s2sBien3qvEROg2xYsjUuzQofR/d7sWd0QEap2KxowsE+zZ6MmVMTHQHY2UZZg6lY9xNxgTJhjrgWD0+ft8mEORkXLoRk5y8qTYxozx8cjGsLJP6eksuXPD8Rkq61FRkLE1ezbR559rz203Zb3r19Hb6Icfgn9u3z7YUP7805Fh6SJ6XZ80CY67MN4gbPiVFEWB4Pvgg0j5CaRp07ToOkVB2kfjxvyMD/v3o7RC4PFmzYJSxlv4vnkTm3ewxT0zeXgrVEBKppdITMTz19uEIyPR+VpW+vWD0OtWBFFCgv4cj4pCxOgHHyDFsHx5pDyWKEH0v/+JNRLoYSU6+ZVXUKtTJDIZfTZtguKhtUY7gUz3wmmywrVfvozoTZHp73pKmpv76okTUJjWrtX+u9dlAZHOK58PRlIvZgD4ozcv77kHPR2+/BJNTi9eFDcGRYFSGxODCDv/scnkjOeFiBTtwHImY8ZArnnnHaSau4neHnLHHe6eX2sP01vz5s1D1LTWu6L+PPigc8ZdPfbsQVk+qz1h9PD5nO9vIEupu1KlUGNWFGYbw/njv0bmz4+s3qNH8e5rzeNevYi+/Zbo1VdRE75iRTRqHTcOjgpZZL1bt5Dd2Lu3sc/v3IlMSbtlMe0gOlimdm2UIw3jDcKGXwlJSoL35Pnn9RudjBkDT5hKSgqiEVq14rOhf/xxxlIO27dj4z5yxP7x/Vm8GJ7FPHlCL+6ZQeBWFBj1REdG8uLIEaIuXaD8NG2KZ6X1nAoVgkH7iSdg/EtIcHvkacTGQpBwq6v433+jZImZ+nWKAsOPWzUFrRjWduxAbSve2Qf+6ClAItPhtbh8GdfqVq1oIvmin53E68Y/IyxYQPTWW+LPo+6raimZ2Fjx5wzFhg36pWWIvC0LiHJaeLkMUyB696hKFSjTP/1E1KwZ5kj58kQffogo8aNH+cjAFy+i5MRTTxlropQZKF+en5NZby7Wro1IOFEA5RQAAQAASURBVBnQcy7Uru3O+fX2sORkRO527w45OzISWYMFC6ZF7taqhfT8qCjIJZMn4z2YPh162w8/uBv0ULUq0cKF/I89dy7efaeQaY19/304U0ShF0meLRvsAUa5fBnzNi4ONXG1ZNZ77oHhd/nyjGWKZJH1EhKInnsOWdZm9ph//8U7uGGDuLEFQ2SQxMGDiDyXvTZ/mDTChl/JuHkTzT/efRcGYD0OHMj40iYloQP0F19kfAnNeCgvXYJAcf162u8uX8bL/fvvpi9Jl9OniRo1Qs3VrVvljDwSweXL8HrKgN68SE6G0eGFF2DoHTCA6Ny5tO/obcKKAs/m229jo//iC0SPu4m66QamEzrBpUsQzipWRDMLKwKM05GN6pzQEs6MGBXfeUd8fbxAo8/XXyPyVmRKvD+KggiGb7915nx6ZIWo12B42fhnhPbtEfHiJE89RbR+vbPn1OPnnzHH/WWRzIAoRTYzrQdmnFrHjsHZ3KYN9toiRRAIMWoUDBRmnexLlyLifOBA7zjoefDoo/zmpVfmolrXOPDHiCGPR+SnuodFRcHx1r07/7IM58/DSVKjBtF//5kfo10+/RQNV0UwezYClZxCpnk9eTJR27bijq+3TzGGuTp3rvFjffUVonqtBiu4LeslJSGjsV07a0bO9euxL23dyn9soRBpOO/WzX09KIw5woZfibhwASlsX38demFRFCwigWlu8fFIQ/Avnm/WQ/nttxCGVFJTYYzu39/adQWSkoLovJgYFEb3Lyfhv7gXK4ambjt28DmvLGzfjkZ2bqM3L5o2xb1/9VV7jWYuXiQaNAgOg6efhmdaZCSoFmfOwMjudL1D/0iLb75Jf91mBRgnvd16zhczAu6RI6jlVamSs6lwqrK+c6f4cw0ZAqeI20YBs80iw3iLypWdd1gNGgRhXha6d8de5Pa7FgwrBiARimxmygDQizaLjkadyGBlzS5dQnRhp04wZubLh6CIAQPggE1M1P7erVswpFSqRLRtm5jrkpX586F/zJvHZ156ZS4GiywPhpXITzVyV6vmrlrSq1EjcWUZFi+GPNylC3RFJ1i4EPNIVAbgzJlijZ+BuJWBp8WRI1irRKK1T40eTXTnnSjh8PXXxkpMnjuHYKBKleQxnIfCv8fJvfei6Z0dOWTlSmSoOKGjBKI+x8hIlA/jIW+kpEDncqIeehh+hA2/knDkCFLB9TpEavHuuxDSArl2Dd7hVq30hWe9hTYxEcaqEyfSftejB1HDhnyEj//+Q+fqN94wVutp+XIslHq1/rzIr78iKtJt9OZG/vzpn79dFAXPsUkTGPu/+grNUkQTH4+55nTE3KFDSAd6+ml+0c5Oebv15oQZo6KbDcf++gvrhUiv+vr1UJ5E1pY0is8HYVq9z8WKhY2+mQGfD2VzGHO+huDevajjLwupqZAXvvrK7ZFoI1Pqr976Xby482Oxi94+MnAgsi3KliWaMsVY+vqtW3D+9u2LGvp58yKdv2tXGOGuXkVmUIUKaP4qU5kqJ7hyhb/TVCtrSEYDj56BmjFE2pYvjyyIN99EBsaAAaj7XKKEvsFYy7hbujQc4jVr4lhaxt1nniFat07s9V6/jgjcMmXEB0ScPAl9cu9eceeYMUNcNHEgixcjMlsWw6WiQN69dMn5c48bhzWjdm3M7ytXQn/n00+h+zoVyGIHUU21//wT982tTNitW7FG8bDn/P47SpKG8RZhw68EbN2KhUDLiBuMKVP0U1wmTw4euafnoZw6NX1NwYULIQzbTbW8eZOoY0eUDVi0yNx3N23C5vbbb/bGIAujRkHhcBs3IjLOnyf67js0JahXD5uoWtKEZ8MERcE8bt+ey7ANkZQEpSAmBu+mF2seBVOCjBqc3U6FW7kSysamTfyPHReHNWzNGv7HNotMBqcw/HD7uSoK1meZojhu3iSqXh3rqmy4vd75ozd3ChdGloLX9qTKlbHeajk8t29HQ+PSpYnGjzeXTZScTLRlC9GwYUSvv5723MqXR2bSmTPcL0Vq2rRBgAdPBgzwhoEn2PubnIzmWdu2ES1bBv3o++9hzA2mWwUz7gZjwAA0+XWCtWtRFqV1a2NGO7OkpCCzccIE/sf2Z9o08XK+oiATtmxZrBkyzeu33yb65Rd3zj1xIgLW2rXDvQnV3Pv4ccjmM2fKX6JL5L7+669wHP30kztNAh95hI+D6c03UWoljLcIG35d5o8/sBBaaRB0/DgWWy2CRe6pPwULphdEFAWL2ubN+Pe+fRib3UYMv/4K4f3LL/Wb1YVi714cw7+zslf56is053MbNxXW1FR4Cxs2xBxr1IivseObb5CK71Qzi/XroaS++64ckaBW4TEnZEjxXLsW84pn9ExqKtHLL0PxkwGZDE7BkKUDtleQ4bl+9hnR2LHOnc8IJ08iclUGpwsRMpZmzULqpNvrnT9a2SGXLiEyq21b9xo8meXIEch8oVJrd++G8aNECTjVzUTrHjmCpliNG6PxzsSJqMlfujTO/d57MFzt2+c9o7lRVq6EwVuv/IUVFIXo8ccR4CC7gUfPWTJvXvDI3Tvu0H7vc+SAEf3AAfNj2bwZzZGdIjERdVdFZAr17YuycaLfmylT0jc6t0ugvDJjBjJOXnopzUDunzZfqJC783rsWL7Xb5YpU2CH+OgjNIaNigou57Vs6XwjZiuI1mM6dnTPwT95sv2s48uXYUPKatkxmYGw4ddFZsyAsGqnhm3p0miSFkiwyD11galRA12Lp03DQh0VhTpTPh8ifCtWRIMvowRumOPHp2/eZpcTJxB9bKYchoy89RZq57rNpElyeK5Pn0Z5Ca15arWbdMWKSN8UzdWrRJ98grS5P/8Ufz7R8KgZK4PhiggRv0WKQLHlwQ8/QPiXpdaoDAb2ULgdvepFZHiuf/yBRiaysXEjsn+OHnX2vIoC49/48XDulSyJupytWiHDQ4b1LhSJiWjwVL++N5rlde8O45FRDhwgatECRqxhw1DeQQ9FgcEiJga1+LWMU2fOwPj32WeINi9YEI7qIUNgoPOKAT0YCQmI2Fu9mu9x58whqltXfmO5WnO3e/c0Q+7ddxMVKBC6LIPe3jZmDAIPypZFZN2PPxoPBkhJgSzs9Pu5cydqYTdsiHlv11m7Zg10Uydk8EmTEFTEA71n2qiRtty3bh3KgLjJvn3Q5d2kXbv090v90Zo3Bw7A7hGseb0MiNZj3NST4uOxn9kpEfLTT842VQzDj7Dh1wUUBXXKKla0X0v1ww9hQA4kVG3f+fOxkTVtqr3RPfYYhB2j6G2YrVoZK/xulIsXYUju1Ut+oVKPWrWIdu1ydwyKgoY5778vR0RGdDQfY8fWrTD2iW6IpChEsbFQMrt2da5RhhPMnAnPvdU5IVPDsa1bYSj66y97x1mzBunvbtRS08MLNRRlcQJ4Cb29u3Bh54xNiYkwQMi4rs2ahewKkcaRlBTUfB02DMaQggVh/PvsMxgDz55N+6xM610oFAXRiNWqGeux4BZq0xgr8vHhw0hfL1IEcvaNG+kNWRUqwMj15JNEx44ZP+61a0j3794dx4iMJMqWDe9J797BDc2y0q0bf+U9IQF7pSxNmQMbqrVrlz5yt2RJNG5iDP/99lvjDdWC9V5QFDif27VDVOirr2LtCBUh17gxsiSdJiWFaPhw3BM7ztrLl3FP168XO16VCRPSNyO3g1l5Zd48yMrR0e5lMykK5pcTRnY99GQWvcZzb74Jg73M6NX45bWvu+3g//xzNPK1ykMPiSmnF0Y8YcOvAwR6T19+Gek8cXH2jz1rFlIntM5pJJpTb6O7+25zBlsnFfzr19Fds21beaLvzFC0KJQIN5kwwX6HUh4oCoQnrU65ZufPmTPwJItuWHHiBKLhHn/cne6sotm4EXPDDj4f0f33I4vA7RTPHTtgRFi2zNr3L17EvHJKkTFK375yROwHQ0+4zZ5dvHPGq+jt3bVrQ5Gy68QwSoMGzmWmmI0w69kTchQvp3JCAjIDvvkGzUoCm3+F2q+ffRaGebcdqEaZPBlr2rZtbo9EmyVLUKrJDsePQ0YMNGSpP2Z7aqjoGQTuuQcRnl9+iUw52Us+bd+O0im8DUbffw/Du5OEMu7qRe7GxjqTkZKUBGNukyaIJm7dmmjVKm35e+xYZ3tTBFKunHVZXFHgKOvfX/gw/4+xY/k1/jRjjHOziXEgjRu72wNH775FRGg3Mdu+HRHxPIPCRODv2Ln7bpSz4IXbQRH79iFT1YoNYNcuBC56NfguqxM2/ApGT0icOZPP8c+d0+/YHMwbraK3YEdHmxuH096rxEQIGG+9Za6ph9skJ0MQdZNDhxAN43bznm3b0PzhqaeIBg+2Z8RKSIDSxbsupb9BonJlREgXLkw0erT7RnNRjB2L+lN2ad8eSpYM7NmDddJsY8nUVBgghgwRMy6rxMXBcPPdd3JE7OuhJ9zmzYuouQceQBTl0qVyRpe6hd7evXo1Ik8bNkR9UpF8/DH2KtG1ma2UA0lNRfqt1Uivq1ehKHfpggycvHlhKOrfH/fYTN26Eyewn3pt/i5fjnHL2DT3jTesG2YDKV+eb2aE3ppWpQocwaNHo6RG0aI494cfopza0aPairIbNdBTUhCxtXAh3+OePw/5yD8inhdmjbvr1oWO3HXD+HLlCkrGPPkkImO7d09vHPvpJ+hfbtXEt6PLjRnjfEDJ6NH8mmWbmQ9uG+78GTmSn/HbCsWKac+ZfPmwxyxenPE7r7zircZgJ0+iNBAvuUt0RLERnnnGWonCL7+0Fy0cxl3Chl/BOLE5VKxofTHiNT43NsGUFHjOX3gBXb+9wIkTMCC6RXIyynjwcjxY4cIFdJEuVQqbnyqYG3FUaKEoULQ++4zvOPU2ZtFdit3mo4+0y8eYpXdvoqFD7R+HF/v3w1hqRpH69lt0fZfJs61G1QwY4PZIQhMqDf7YMTgaXn8dSsILLyDddP9+ue65TKSkEI0bB4Wqe3fsfbyNR05GM1mVHW7dgrFn8uTQ5zh7lmjuXBiLqlZFamyjRphrW7faizz67DN5Gj6aZc8eGM5++sntkaRx4QKeDy+HPu+ghGDRbYHv3/Hj2EvbtIGcXqQIjJOjRiETZd48ZyJOAxk6FFGCvPnoI3vRniKMu8FwO9366NG0esAPP0z0wQfuR5FaXY937oSzQ6vnjEhGjTJXljAYX3xhPADF7bnjz44dKF/jFnqG3+LFsceUK4d57v+ebtiAueYlOW/qVAQr8XJs+Ou8lStDJ3ayBMbcuXCymiEpCc69c+fEjCmMeMKGX8E4sTm0a2fdGGW0JITR4+gp+KJQFKKvv4Yxk0fpDNGsWYMGUW7x7beIknaDpCQoHIULYxy8uoF++y3Sc3nXv5TJo+8kjz6KTul2GTECKdlW0DNk2TVwHT4M4cpIpME//0DhvHzZ/Ph543/dMTFI+Zc9TU7F58O4o6ODO3Ru3yZasYKoc+c0IbhtW0SLeMWx5ySXLyOqPm9e/sYjJ9c+OzLSqVNQLv2bUykKjEeTJiFDo3RpzKUWLYgmTkRzGV7K5vnzMFK6XbrJDufPp5UokCGLZfBgGGB4wXsu69WzNGKsu3QJWSedOmGfjYzU/r5IGePoUewhvKNyd+1CBGuoyHfVuLtkiTPG3WCULOn8/ddCrQesliVxczxWdML4eMgkbmQPjBxpXc70Z/ZszMExY4wFoOitA8WK2R+LWVJTUWvcLTkp1B5+5Qr03jfeQM11lWefdaeetVUUhei111D7XwSqPLNqlZjjB5KUhDWnfHnjOtXChahXHsa7hA2/gnFCgfrlF0Q8WiU2FvU4IyPtpQu3a0eUJ487aceDBsFY4LS32Qw+HzzikZHupHBt2YKIRzcMWUuXYnN55x2+TWXmz0fKuIjGBjJ59J0iJQWCAA8j+vTpWBPMoqd4dOrEx8B17BhqW02bpv8ZtYSODM0L9CLP3aglZ5WaNc1npZw8iZTYN95ANPBzz6Hkxt696bMEnE6Tlo0yZfgbC0SsfYHPavp0RJpqncvM+DdswHe++AJRjIUL4/ht20KZFykTdO2KZmleJz4e71mDBu41KVPnR0QE5jSvd5lXcEPg8YL9GJ2/ek1ts2dHc0Fezj3/d++uu4g++YTPcf15/vm0TDKZjLt6/P039BWec8MussicaiRijhw4d6h38aOPiDp0cGRoGRg+HNlldlCNvmaaPQZbB9yQQ157zVraPg+M2DlSU9FMsnLltP4OK1bAAealqN9z55C5sW+fmONv3gw7weHDYo7vj5XMrgYNYHMK413Chl/BOBEJe/kylB2ri+fIkaizatfY06MHNmG3mDwZm/fBg+6NQQ+3GgGoAn90NH569RJ7Pv9z5syJFLYaNZDGxrs51tat2IBFPW+ZPPpOsXcvnhUPFi8mevtt89/Tu+96v7Ni4Dp1Co6IiRMz/i0lhahuXSisMpAZIs8feQSRllZJSkLzrS5dcN0lShDVq8fHEeB1RBgLeM85PedFvXpw2mr9rXNn7WMlJiJzZsAAovr14RRQvzNrFqKLnODqVUT7yt7EyyipqXCuPfQQMsicdKhYqfNs9vg8a6G3aYNI+5w59aN/jbx/eu9Z/vxoAJ0/PxTtkSORMh0o4xtxfIlyHCYnE/34I9bibNlwzGrVMhp3e/Rwz7irx8qVkB3/+4//3LCDjHt9hQp4xnpzzOeDjJ+Y6M74hg5Fo1urWDH6qmiVOHDreQ0e7J4T0oxzbd48vHu//4614LHHUG/eS8ydC4O1qKy7uXNRGkh0JpHZ9ebCBdiakpLEjiuMWMKGXwfw+dIMb6IEi5o1YbQxy+rV2NTPn7c/hrfecq4LuB4LFmAz/u8/d8cRiBsCnRuRgnrn5NWoReXsWaTprVjB97j+yObRd4JZs9CMhgfr1sEwY5SUFKK//kpTIo3+WDVwnT0L4ap16/TKc9OmqP8pg4JKJE8UkB1q1YLhghenTyNdWRaly01E7C28oyRDjVGN5tdaZ69fJ1q2DNFCTz4Jg1u9ekT9+qEci5pa3qsX0kmdKoHSvz/R5587cy4nadPGeYeKjAavYLRpkxbdamfsod6zGzcw9zt3hoxfuDCy+yZMQFMrLVkrKiq9gc7O+IJF7t51l/Y7O2mSPHunFqtWwfC0davbI8kI73WX13j8543/WnD8OO6lf3M6pxk8GPVjrWDH6Eskl2y2ZQv2RzfYvRtOUFWODmXn2LEDjX1/+AGlHp55xrGhcqNpUzRXFkXfvlhrRcozZufv0KGZU+bJaoQNvw5RtGj62ja86dQJRe7NcPo0jKQbN/IZw4MP2ovq4sU//0AY6ddPnjRgNwQEN5QpJ86ZkABv65gx/I6ph0wefZGokUORkVAuebwre/fCmx+KnTuh2BYtikjbIkW055BWdJXdZzFpkrZiE6wMhNN4zSiixZNP4jnzRCaly01EdYf2+dCURZ1rVo+XlITU9WDPSi/K/447iAoUQNTjkCFQbvUyk1JTiZo0Qa1a0dy6BccDz7JFsuDGeuO1d/nBB9NSfe2+f2YiTi9fRpptu3b6ZSL8x9KoUeiIZKNlGQIjd724L61eDfni33/dHok+XolATk5GVPqUKe6NjwjGQ6MNBf0j5IsWxd5i1ehLJNc7MHcu5PfoaOf13U8+MZ8hFxeH8l1NmxIVLIj1RgZdXY/A7IopU6Af8pZrVRQF667IEipm5q+i4PM7dogbTxhnCBt+HSJXLrFe8CVLzHVnvH0bRpnx4/mcX1FQL0uWFICBA52PWtHCv26d0wZEN5Qp0edUFJQPsFI71gpeU0itICrN9tw5lPrQ4swZRGpUq4aaXz/8kGZE0RtP587av7ejGMkkuOvhVuNMnjzzDP8sDC88O6fwNxZUqgTjxoIF9o8bHw+lzCpr12I8998f/FnprbM5cpiTm27dglFOq4QLD9T9PHt2yHQyKqh2kcVJrc6RQEOA23W9k5Ig6/o3wvN//0qXxt9/+knsOPWek/9PgQLYg7Xu7d13p431wQfNl2Xwmmy0di3WxS1b3B6Jd8iRQ/8Z9+wJWdzt6O7vvjMWeSkiA1KW/gtulRIkQsmjAgWslSVITkZtYrfGbhQ9naRLF6Lq1cXZPeLjUSZt7FgxxzeTYfDvv3AChvE+YcOvAygKFB+RXL+OemBGuzJ//DG/lG4i1LkrVYrf8ewig1FATyhwynjjxj0oXlysgbt/f6T58mg+ZgQ9hTQzGZdEzZM5cxCBoCq+P/+Mhk7PPw8FrGNHou3btb+rF/Xi80HIzJ6dTzSMF5TX06dhZKpUSY4oICvUq4emFTzRE1rHjeN7Hi+yfz/esd277R8rXz7z9RsvX0Y6fLlyaKIUSsHguQadPo19aOVK898Nhug6tLKgt+flz49sGxEYkZV8PjmewbZtRLVrB/9Mx47ix6n3nPx/smXDfqn1twED7NXclUHGNsq6dVgPee9BmZGUFKKFC7Fnaxl+IyKg65UpI74GqRH690fgQChEzVd/WbVKFRgCjYyHJ26+iyNG2GsW6YV1JNgYW7RAppEoJ5/Isob79mF/MFKi49NPUdM9jPcJG34d4NYtpE+L5vHHjUVVTZoELxLPYvzr18OgIwsyGHRCRfqKNt44VS/Mv4FcZKS4c/7yCxpyOdW8h0j/Hj78sDxlROwi4l3Rq49cpw7RH3/Yq1vVtSuiqXhQsKBYRwUP2rRxXpHgzYsvEm3YwP+4gQ6C9u1hIL98mf+5vMZvvyHaz+56WbNmWhfuUCgKap8WLYpO6/4yRrAUZt571ebNMPTw7IztBQWVB3rPol49zCdRnePV+aFnzMyRQ7+8gZMNVydOxDoTjCpVxOwrSUlpZRlatQpu9I2IQETvhQtEsbH8ywd4JRNl/XqsBZs2uT0SvvCOfL9wAc6AEiVQK33JEvTm0FoL8uWT535+8w2yx0LhlE4YF4f6tb17i9cRTp1C1q5eXwzR+m5qKvYEOw5mGXT1UOiNMSoKJR9EO/n++w9rGO9Smm3aGCvRkZgIXSkuju/5w7hD2PDrAGfPwmAlmu7dQ2+AmzdDSD55ku+5p08natuW7zHtIIOSJsOGpipTkZEovi/C6Ou/2fkrYjyVDFEbnxECDRaff66t8HjV+CviXRH5/nXogHRUOygKDMhlysitvO7fj+hFtYGVV3nlFaI1a5w518CBqD3o9XvGg/797TcIadjQWLTJ4cNw/j71VFr9UzPwrm3JuzO2DPu5U+g9i/Xr8e+33oJcKwK9+6w2SNYzdDq1/7ZtG3r/sTNX/I27gTV3A8sytGuH36s1tJ1uCuZE42o7bNgAuVGE09FNrES+axmKFQX35p13oB906pTRWRa4Fjz0kFyO6L590XQqFE7qhKJKDSYlIZPlq69wPaVKYQ0oUcIdffePP+w3ZpNBVw+F3hjvvlu7f4GI8fMOfLpwAe+8kd5Tc+ciqjlM5iBs+HWAAwcQYSuaFSvgqdXjwgWkDPBOgSRCvadhw/gf1ypz57ojCPsjKurDCgsWEDVvzv+4TmzaaqrL8uX8jmkHLwgqZhARuSPSSNK6NSJRrJKSAk93vXpYm/PkgQFYxjIKTZqgg7vXadAATTed4osvUDvOqZIwsqIoRI0bE339tfVjdOhANHmy/t+TkhApVqQIol/crvnoT58+RPXr8+mMXbmyPPu5myQno9Fe4cJI/eTddTzY/qrVbFX9ceo5PPYY0a5dwT8TSkbQMu6+8ELwmrsXLwZ/t9xqCpY3r5zr7MaNWJPWr3fmfE7WntabXxUqaGdy6hmKS5bEXJs82Zij9McfITcZLSnoBL17Ew0fHvpzopqgamFWRwg2d06fRpbBG2+g3M7zz0PX9g+CcSq7M5BXX+XTRNZtXT0UwXQkPWekCIfwgAFoiMdjve3bFzWKjfDii0RLl9o/Zxg5CBt+HWDLFnSrF01Cgr4QlpwMz5yRDdIKzZoRLV4s5thG8d88CxdGCoqb3XE/+ECeDe3kSTFR56KjoBISiB59lGj0aD7H4wGvRkQy0aQJ0vd4vSsijeNvvw2F2Qq3b6OLcOPGKMFTuza/Bpe82bIF76yMSrVZGjUi+usv586Xmop50rq1N99JnkaEmzdxjDlzrH1/yBAYULVYswalNVq0gGFKNtTO2F98Yf9YDRrIs5/LwMmTMEY8+CDfhlmhmnvq/YiOvPb50oz/lSuHjq7UMjKVLGnPuCsbqalEuXO7PYqMqKVe1q0Tdw7/NVp1SDhVe1pPBo2IQM3OXLkQDfroo8i2uf9+7c8/8IDxc27fjusUFelvlZ49iUaONPZZf+dImTLQly9c4D8mM3qR3nrXsCGaH5csiSyDxYshsxq5Nif03aNHkY3GQz51y2llhk8+wXsVOEYnA4EUBdH5n35q7zgJCVgfT58O/dlTp1C6i7eDN4x7hA2/DrBiBRZxJ3jmGe20po4dxXZgffhha+mdvJClu6rKxo3YFCdOlGNDUxTU6DGS1mEGkZueoiBK2e4mxxu9a77zTjR2mDKFb/1s0SQmGhcCjCLSi//669aiR2/dQlRV69YQYrp0wfySVdGuW9e75UMCefNNot9/d/act28jOqlnT2fPaxcRDawOH8Y7PniweYNybCzqifpz+TKaw6rN22QmPh7pyXYcPH/+iWudMUOO/VwmfvsNxsx27dDhnQdahoBgzcxER17rvZNz5uhH7t59N9Edd6D+Zv78MLIxhuZwsu45ZomLk6upMxGcEEWKiC0tFKwZoRNzMpTcnZqKZ7NvH9Hq1ahFasdZcvMmoomXLRNzPVbx+RCwkD27NQfp4MGQJ3m/j2ayPStV0p5HhQrh+cm2VqgOj8hIOBkyi4waimef1ZZ1nI5YTkxEP6dRo6wfY8IEonffNfbZAQPsZYyFkY+w4dcBFi4keu89Z871zTeo6+fP7NnwHAbzFtolb14o2m4hU/q9KgyvWuX8uYPx4ov8xyRy0xswAIYb2SIeg13zpk1wsMTEIAXt3Ln035OxIdzUqYjY540oL369eua7c1++DGHpq68gSP/2GxQZ3o4QXvz5J8oDySb0W6V5c9xzp7l+HZF1MmUMhELUXtazpzWD8ubNaRlLwZq3yczp06iDaMVhdP48It22buU+rEzDrVuomV6sGORNEeuWXhSd+iNK0U5KQvaYlnEmMtJc5O6UKTAAjx4tpyxgFqfK2Bnl339h9F29Wux5gjkhzBpWfT68NxER+ClWLPR8MFuey+6e0ro1godkQu8emHmXUlMRLPXxx3zeR3+jqNbYxo4lWrQIafZvvAE90c7ccRoRTmkvcPo03ku9EidORyyfP4+5Y6XRqqJA99m2zdhny5ZFr5EwmYew4dcBpk9HJIBVzBiM1q5NX1Zixw4IQkeOWD9/KOLioFS5SbCum06Smoo6yzI1P1Dp0cNYEwSz+DeQi4nhs+ktWMC3kD1vQm30p08TdeuGkiMtWhANGiSnwKQoiFLeuNHdcZihVi1zXYTPnsUz+v57/PvECayJO3cKGZ5tUlOJataUP5LSDO+9BweoG5w/D+HV7XfNKKLK51itOX/+PNJi7TZvc5t//4XB+tAh499JTUUEp0z9C2Rmzx6iOnXgnDt4kO+x9YxtOXPalzn8a+4OH56x5q6ekc/KO/nll3LKAlZYtw41tN3CXzd64AGUnXAi4CKUE0L9uesuyH6LFmHNDAyOCTRe+v8YMf7myGGssZ6dAI25c+HccDOwRwteDtKxY/m8j3pR4NmyEf3vf0T33INmo82aQT/84w/srTIFLYXCS2PlyeDBaHwoE9u3Q48xK4stWYLoZSOsXYuAmTCZi7Dh1wF++gnREFYw62FLSkL0bWIijGZlyohPz9m4EQXH3SSYB95Jgbp/fxS8lzFST1SDN5UtW2BEtHvt27ZhQ/NvXuBV4uORYqzVAEAGgWnlSu9t7NWrEx07pv93f2WwXDmUOBk3Dn9LSkJznmDNqtxm7lwY2DITrVq5mxZ/+DAiNpxsMGcVUU1BrRqUb9/G52Ji5GveZpbYWES7GC1JMGgQ0csve/uanUZREPlapAhqQ8+ezS+aTsuwYnRdCWXc9Y/cnTYtfeQuT4NHZjKe/Pqr8ZRh3rhZ3s1oxC9jmFPNmyMyOm9eROq9+CJR+/YIDND7Xqj5kJSEeWt0bbISlXj0KN5j3k4cHvBykPJ6H/XmREwMdKOEBO3veaG5mYroni6yUqMG0X//uT2KjCxahKCGuDjj33n2WeM9Uj74QN4eKGGsEzb8OsB33+HHCla6g959NyJd775bTAp3IDNmoPC5mwTznDslUP/9N5SIy5edOZ9ZRDV486dmTZQ7sMq5c2hmsHw5vzHJgGwCk2oczZYNUXBeiTbyj3LRMiKEUgY7dkQEtqyoacWZLa28TRsYtN1k61YosTt2uDuOUPTqlXG/56EI6immlSrpf0dt3saYuSh7menXDwa/UCWENm9GnX4Zm9Z5gbg4BATwiKZT8Tde3XMPGr75Y8e4G+q8dozO/sgmC9hh8mSizz9359xuGtD1jHWhHHaKgvm2di3uXWBJADPz4cABzGdRqE7yGTPEncMOvJ6/kffRSNatnffaC83NiBCxLMIpLTN798JZLKvzd+BAoqefxvsaim3b8AyNXMvNm6jhfO2a/TGGkYuw4dcBunWzXohbK1JQbzPRM36KNur07o3O325jt4GBHc6cQUQZz+7WvFEbvF2/Lu4c48cTtWxp7bsJCRA0f/qJ75hkQKYoH6/W6QpV001RtBtlqPd50SL8XWStc7uMGUP01ltuj4I/bduiNqzbLF+OskRGI8adrr+ZkoJz9uqFhjU8FUG99z5v3ox1WQObt9Wta76utqwoCt6xDh0y/k199tHRcDD17u38+DITIvY91bjbvj2Op2Xcfest88bdUPgbZypXxrvRr5/548gkC9hl0CD0FXEDtw3ogcY6K/qHVnaH+lO5cvDz//abWFmha1d+0dwi9lRekbJ6DtE77oBeO2GCMXk5M73XWiQlpc1XL0Qn86JHD6Jvv3V7FPooCnTuDz8Mvce9+y7msxGmTSN65x374wsjH2HDrwO0a4c6v6EI3Bw7dNAWJvQ2E7c2nrffhlHFbdy6/uRk1LWTvYGQGg2eI4c4g8aNGzAum63NqyjYZD79lP+YZECmdC6vCqh6AnqOHDBe5cqlr0RFRyPac88et69Cn1u3zNcg9QqffWZsD3SC2bOR+aAVyem2U2TcODR9OXkyeCSuVbQii/bsQd3eunXRxEOreVvLlvI7hswQH4/Ua7UEDJG7qeOZFavGuaQkRDQGi9xt2hTH6tmTn3HXDNeuET38sPl+DnprjNtZc1bo0gXOSqdRFESjyRR9aEWuCpapGBMTPPNn2DDMfREsX47MIx5BIqL21BMnUNO5cmV7DlK98Q0Zggwxozq4TDI+bxQFDfDeew/lkrwQncwDRcGeI7JHEg9u3yZ68knslXqcPo01Ra/kSCBPP020YgWf8YWRi7Dh1wGMNLbRUzpatTK+mTjtAVcN1RERcjTPcWvj/fprlNSQNRWEiE8HXKO0bUs0cqS573z3HdJCQ6Xfehn/JniFCrknMLkdKWMVvXFHR6elOekpX3fcIY/hUY8BA7yp/Bvhiy/kqqs8fDgMfzdvpv+9m06Ra9fgnDh8GNG1/k1aRaMoqMeqXnNgPbs+feTI6uHJmTOI/labKHrVISYzwe6pEeNuqMjd7793t+nO5cuo/zhihLnvBTpgJk4kqlYN0bMyy5GBtG5NNG+es+e8fRs6VdWqchnarOofPh+yBSMi8FO8OL7z++/4/aBBaDIZ+J3cuWGU5B3EceECxsAre1HUuvrJJ/yaaAcrtWA26zYzGkVHjCB64ok0R3BWYf167/RAuXgRDS6XLtX+e5cukOOMcOQISi4GrjthMgdhw69gfD7UItPboFNTEWVTpIi+V1HdTLJlg6Kit5k4qbi4HRkVbFzFisG4Jmrj9Y/MLl4cz+7GDf7n4YmTc2PHDuN1hIjgFClfXt7ayLz58080AHQLrxo4jIxbb11y0ohmhbg4NHo5e9btkYihc2f5mkR06YKO9P610dx0inz1VZoRa/FiZNI4we3baEoaE4Mosk8+gQLh3wBk8mTt0gheR637fPCgdx1iMjNnjvY9LVCAT1mGCxfgRDUaxSSCixcRdegfPW6Fq1cRef/ppyj54gUaNEhznDhBXByy69q0wbotk6Ht1i2i++5Dpgav8Vy8CFnxueeQol2lSsYIVJ66l6IQvfQSXyefiHX15EnsV4GOWxF4VV7mxdKlcMZduOD2SJzn00+tl+l0g927Ic8E9mO4cQP7pNFn2Lt3uMxVZiZs+BWIXpTll19CEX76aQi/NWvqF/n33xz790dUWKjzOeEBl3kzHDrUuGfLLF5NB3VaqX38caLVq0N/bvt2bFT794sZh4zcuoXSBG5FN+utE888I7b+s12Mrm/+ymDx4viJj3dlyIbp1Imoe3e3RyEGn48oXz7UrHW6Zm4wFAWRY++9l2ZocmtfO3IE6+DVq7g/MTGQCUTfL7V5W4sW6UtfbN4Mo9wbbxCNHYvoj2zZ5Hp+vPD50LylYkV5ZRqZCRa5e++9uI933435XKQIZFieZRneesv9BlTnzsF5PXWqveMkJBA1akTUuLE3ouuefNK5ZpkHD6Ku8qBBckZFT53KryauP4qC+p1aegfvdWrYMDhDed5fK01FQ/Hpp4j2d4LMXMIhFKohcdcut0fiPMnJCMbwWnPXJUvguPcf94gRcJYZITUV8t7Ro0KGF0YCwoZfgehteLlyoYHVpk1pwp0RhbNLF3iUgxXId8oDLnN0TMeO4qLLZDZ4B8PpcU+bRtS8efDPnDtHVKoUImCzGk8+ifffLQLXiblz0cyjdGmiVavcG1cozKxvhw/L7VTwbySVPTvemcyGkyVmrJCUBEW3Sxf8W0/Je/FFsVF4jRujVqZT9yuweZsWKSlI5Zb5+fHi22+Rap9VFfxQ6Bl3S5UKHrm7dCnRK6+IHduqVUS1aok9hxFOnSIqUwY1xO2QkoKo+2eekbejun+Zt/Llxa8Hq1ej7vgvv4g9jx2eeMJYsIMV9HRJnrrX1q1wkp8/z2fMKrGx2utq8eKoO2oWtVapk1mWPh/ebVVnyqx7gn82a4UK6NeiVzogs7N0KaLfvciwYXh+lSunNao1Wo5oxQrsPWEyL2HDr0DMGEdDeRVlU6C1utHKYgBt1gwdb0Ugs8E7GHqRyqIEmPh4pJboeUsTExEV7KU0Gp706uVcxIIZ1q6FgNu5szcijvRITEQmhV0lXBRezRwwixccZTdvot7v8OEwbJUokab8VK2KdPUmTZDWLCJyfNUqCOjJyeLvl6JoN2/TwwvPjweKgtIa9evD+ZUtW+ZW8LWwatwNFh34wQf2o2BDoShw8JUpEzwowgmOH8f86dw5faNms+NRFKJ+/YiqV5ev/I/TZd5+/hlGws2bxRyfB3v3wokmKhJZT+/gtSbfuIHx//UXtyH/H2qJikCH/aRJeFfMOuY/+yx45qsoUlKQqedmWRmRZBWZ1CjNm0NW8iKqsyXwx8izfOcd+fuhhLFH2PArELNKU7BoNtkUsG7d5I2OeeqpjM1peCHbczCDOr+io1EnLDZW7Pm++AJpeYEoClLi2rYVe36ZWbmS6Pnn3R6FNjduIC2oShWU4vAibduiC7GseHkdMYNXHGUXLyKKiDHtTuqpqSjR9NhjfFP/UlPhoPjjD/w7WANDuxw6RFSvHvbHffuMfccrz48HCQlEjz6KRqPFirk9GjGIMO7qkZyMiDFetfv9o9H8jamyBUWMGsXPMDp+PNJ2DxzgP06rOLV3qQ0nq1SBQV1G1DkZGYm5LmrOBYv45aF7vf9+WtYLT06cwL6q9/x+/RVOyI0bjR3vzBmk37tVkqxePZRHyoxkFZnUCDdvEuXP70wNaRFYfZbXrqH+/q1bjgwzjEuEDb8C4VkbSCYF7Px5bNZDhjjXWEFP6NeiTBn+6Ur+45DV4G2G2rWh1Ilk3z48i0Cl8fvv0WzLSo1bM/PAieNYJTER0QO3bzt7XjP89hsMIN9/751mM0SI0KxRQ+7IDJnWc5F4SZmoXx/jCxb1NGwYIqMOH+ZzzqlTiV5+Oe3fevcre3YY46ykfvs3b5syxZwRz0vPjwdnz6K+HWPeVX7MGnfXr+dbc1flr79QIoUHenLXjBmI0Jcp+4z3O7NgAeRtWSJendi7EhMRcffCC3KXu3Aq8lkvGjMqyr7uNXMmMl78m5zyQFEQ3DB2bPDPrV2LiP1ly0Ifs0MHlOVxiz595MzU40FWkUmNMGuWc811RWD1WY4fj/JeYTI3YcOvYHjV3JVFAVO7vg4b5tw5zQpYuXIhkkrkeEqU8HY66I8/ErVvL/48Tz9NtHx52r8XLoThxEoUEC9B2+lURT3q1pU/euDiRTR4ql0bDahk58ABGLgOHXJ7JMF54AG5jBWi0HvXHnlELoX+n39QE23TJiihWlG/KrGxcIjYNcTcvInj+Eff6t2vqVMRcRwTA4er0TIses3bjJJZHJ1m+O8/XOO8eW6PRJ9A4+6nn7pj3A3GRx8RTZzI51h6EY/Zs0MOk8lgIcKAsno11iU1M8AtkpKIcucWu3ddugR545NP3GuAawSndTIR/VvUPggiZLsJE4iee87YmrN7N3SqYCnmZ88i2tdNueHPP4lefdW984tE1Hy2EmTjdmDOyy9jb3UDHtdu9Vk+/rj4gLAw7hM2/HoEWRSwH3+EF1ekYTUQM4vYtWuIjhDN9OlQtrzKuXMQ+EQ/xy++QGfvnDlh7Mqd23qzLb15ULkyUr8uX4Zye/YsGq0cOwbBdv9+oj170H36v/9QV0wGJ8q336KOn+woCowHMTEQ5mNj3RXK9EhIQIMm0SVM7LJvH4wzMqznThCosMbGInKmXDminTvdHh0iO8uUSRN4//kHBtlgUb2qIaZbN+vvQs+e2s63YAr+8eNIyy1ZEtG7aiR+oLIwdWro5m1GcaphrEzky4f38coV98bgBeOuHikpMNJcusTneMGMqbIERaiIGs/OnTCOuVV3Mi4OTX+eflp772rY0P7c27+fqGxZoqFD5ZjHeigKom1lcjiYJSmJ6OGHxfRBCFXiQe87FStql4cjgi7htrx8/TpS4WWem1bRiyovVsxeZqXZIBu3A3MuXkR/Gt4R8EYQHdwUTHbbt09snfIw8hA2/HoIVQGLiiK6+27nFbBdu2BUdbrZRI4cxgWsvXtRp080w4ahQZeXeeYZ1JoVRWDtPfUncBNTFNSVPXKEaMMG1P2aNAm1Fr/8EsXmX3gheFfjYsVgDClTBl2mK1eGEfDBBxFdWKsW0ZNP4ppliRBavx5KlFc4fhzRgzJES2vRpg3SmmXm2DHM019/zZoGNX+WLYPxdMYMd8fRsWNGA2xsbOiSQcOHW38XVMU4Ls7amHfvJnr9dbyPXbpoj6NJE283aHSTIUPwXj73nNioQ6PG3Z495TPuBuPvv1EPkxfBjKkyBEX4O17y5hU3nuPHkZkwdKj9Y5lhzx6sh4MGYe4FZr3NnImyHi1bEs2da80ZtnIl9oOFC4Veim127IDc9r//yeVwMMtXX+F58cZoiQct4uIQddixY/qglHPn4Ei6epXfOK1Svbr14BXZ8fmgSwXOaasyvl6mRq5ckLm+/prom2+w344Zgz2uWDF336uffnKv/wxPp6FZ/aJLF+jcYTI/YcOvB0lJQeHxsmWdi7pLSMDi8euvYs9DlF6ILl0ajRO0No8yZTJ+d/lyRB6IpkcPohEjxJ9HJGPHIp1OFHqb/v33Q0l48EE4Eu67D0aQ6tUhMDZvDu/+gAFIFV20CAbhcuX4bIqyRAglJXmvS3CVKhmfpwzKzsyZRA89JLeh6+xZrNkiImy8yrFjeG6ffGLu2fFKBdy0CXuMVhOPn35C4zW9RjJ21pG334ahzy7r1sEAIeM76WWWLCFq2hROR7uZPZnVuBuMtm2Jxo3jd7xQxl03nWjBIuVEjOfSJQQ3fPWVuDniv76WKIFMrd9+S/+ZadOIPvss7d9JSUR16lhzhk2bRlS8ONG//3K/FG5cuoR9qmRJGLdjY913OFjljz8QICGieZWZEg9a3LqFVPvmzdGvQW2elz+/HAEGn36KwJTMCk/9SC9TIyoKWUmjR8OZ1LcvDI+ffYZn7WZgzhNPOF/uID4eztLs2d259pQUON1OnxZ7njByEDb8ehAnuxj7d63NnVv8xqsnRGsJWPnywQDr3yDLqRIMbdsS/fyz+POI5OJFeNFFRTQF2/TXrUMd1mvXjAuIvCJ7ZIgQUqlfn2jFCufPaxUZG0Ds2yeuTh0v4uIQhT5hgtsjkY/ERKKPP0baqZHUUF7pcLdv45kEa+bWoweUWK0mjGbfBXUvzZGDKDoaSi0PZHwnvc6RI8gYSUggeuwxOAGCoRp3f/st6xh39UhNhSP3wgW+x/X54OxXjRCyGNjccCTfvIleG++9xz8lWU8GD1xfhwyBwcYfs45hRcEaW60a0cmTfK+DF8nJKHEXE4MSRf5NH510OPBydp4/D6fEf//xHB2wUuJBi+RkZOfx2Od506EDgldkK3XGCz15IjKSaPFic+WPrKyNbgbmHDuGPdvuvhzqXY2LQ0BTp05w4uXLh/W8QAF3rn3JEn6NWMPIT9jw60GcWhjdqLWjd23FimUUsK5eJWrVCt9RIwW+/x4dzEXz5ptES5eKP49onn8+uOHDDiKiQ3kJ2j4fIo15dEW2w8CBUHy8gizR0iq3bmFMv/zizvmNcP06olqHDHF7JHIzbRoyAHr0CC4085qDvXph/wiGoqDLcbNmGeuh62U0VK6c8Tgi91LZ3snMQEpKWpPYc+egDC5bFjbuGmH1ahhtRBAfj8g/mYiOdsfxkpQEw2/9+ghCsGoUVBREs27YgMCJ/PmNyW3duhGNGpX+d2acUAkJeF9eekk/q8Jtli/Het60qX1jph147R+pqVizRGQr2inxoIWM2WVOBl25hZ48UbgwykcVKoRn0K4dGqCeO6d/rE6dtO9XMH3LzcCc/v2June3dwy98bdvj4anFSsiUOXNN7F+bt+eJlvqzS/R1964MbIYwmQNwoZfD+JUhI8bCqWVa1u6FOloPXogcmzqVHHjI8LifNddiNzyuse3bVsouCK813q1J2WJ1Hn4YUSLusm//6L+sFeQKVqaCIa7zz9359xGiI9H+mvv3m6PxBsMGaIt+H78MSJt6tbV3h/M7n87diC12Ej0SnIyOnl/8UX63+u9C+XKZazdK3Ivle2d9DL+kbuM4bm/8ELaM7v33rBxNxTt24eOkLZDqVL8o4mtoChI99dq8uWUgUpRiBo0CG0UVBQYaNasQVPI7t1heHjwQTgtSpZETeZPPjGebtymTcasBT1nmCpbqsbpChWwTrZrJ7aGthG0ovOOHkXJuGrVxPbBMAqv/WPwYKJXXhGzXtkt8RCIjJksWcHJGkqeUBTskRMmwPFUogRKmH3wAfbEY8fSHyfwp3NnY2OoXDlt7XBCllEUGGX37LF3nGB1jadNw9oS7B3x+YgKFsQ67ERQUlwczidzmbwwfAkbfj2IU55QNzZeqxurGv3LGKJ+ReEFj6/RlDCR17JjB7yaI0bI2cBKUaDwaKVwO0lKCtJ8RNRaE4UadR0ZiWfs1jOdNg2N+9x+hoGo7190NJpwilK0MiN6QnPevKirt2kTGprpGReMkJyMCGwzTYTi49F0ZuDA9L/XykAYNAhjHDs2bR3mYawORlZvFGiGUGUZHnoIxl3GUGdSNe4uXAhj1eXLxs/FKz3bC6jXyhjqh4q61ldecd8Yd/w4xlGrFhqtuel40dMH8uVDJFf16jA6PPAA0nk/+wxy2ZIleA8C90+jMnijRhmzxfSMRvnypf+3+uP2+6A33ty5sX6npLg7PpVgZdOM9ojYsgVGuosX+Y+PV4kHf2Q0sspojBaBWXnixAlkHXz0EZw6xYoho9LO8/P5iO6807kAq+3bsVbahccciY2FId0JRo50pjxmGHkIG349yKRJzgiabqTa2E11UL8XWPuXFzIKI/4YTQlLSIByJuJazp+HEv3HH/aOI5KLFzFGGXj9daQRe43ffkO0kRvs3g2jsxpdIAtG6yOG0caI0Ky3xlWqhLUnFAMHItrNLHFxiAiZNi30Zz/7THseyLpvZDaMGneDRe726JGxAd/33yPq3EhdVTdKZannddrY7OS1fvUVmgK5QXIyoiZjYtC8zj9F1y3Hi96amT070e+/Ex0+bC6q1mgGwdNPE23bpv39wHtRrJic65+eo7FSJXfHFYie3nHPPTCqN2iASO5Ao66/EzpHDjGZR7xLPKjImMlSoYKc81g2LlzQzoQwagB1I8Cqc2c47e1w6xbqP9udI1u2QM5wgho15G6qGYY/YcOvB+ncGbV2RAuaXbu6s/HOng2h1cq1FS8OY1Bg7V9eyO7x1RNk77oLHeqLFcPGVKiQvlHCzrUkJiIKZuRIbpckhLVr5SlmP3w4lFmvkZAApcNoxAkvbt6EYvbrr86e1wiyO4Zkx+j9CzQu+HxYc0qUgBFPjwMH4DCwmip+4gTOEcpRo7cOW3VoZiZ4GSZ5GHeD8fPPKDHij6IQvfsuSiSFQm8O5MlD1LEj0u379YMjYuRIovHjMc65c9H45Y8/iFatItq4EdFI+/cjou7cOWQ4JSZmvBa3jM1Ornvt2iEi0+ko6s2bERHWrFnwupZOI+LeGzFkV65svCEbb7nZzBqSlIRmjf/8gzJw/fohmq5ePTEysAiCGUETEtB068MPUYe1du20NcUJJzTvEg/+yJDJ4j/X7rxTPmO0rNhZl5yWo1NToRufOmX9GHv3Yk185RX7c+TiRaLSpa2PxSjbt+NehzMSsxZhw6/HuHABRjsznTWtUqcOol6c3ngPHYIXyiyKgvQSdRHzr/3LK/pXdsOOnoCdIweE3+vX0+4P72tRFKIWLaAsy76RTJmCqDwZ2LkTRgov8vrrSBl1CtXwYqROmBvI7hiSHbtRPmvXwvk3alTGNSg1lejJJ4lmzrQ3xl27YDzetEn/M3rzICIia5djMGuYVI27XbtC7omMRPmU/Pn1jbuXLvHZf/79F1GNgajOzR9/DP79YOnZEyZgjg4eTPTtt5BROnfGnvThh1jjmjYleu01RNPVqYOyNtWqodxE8eLoAJ4rFxy599+Pe6JXb7ZCBfv3w8q18l73nIgECzQqTp+O5/LAA3Jm5rgVGVmoEErgGIGnrKl3vV274p366itkdDz+OAyhefPCYP/663iOgwejKdWmTXgvZJbn/fEvpaK3f6Smoklf167aTQd5X5uIEg8yoZfBVaxY1t7HjWBnXXJajv7nH+293igzZkAmXLAA/7brsFCUtOayIunQAaWKVLJSaaqsTNjw6zE6d0Y3clGoL36OHHj5Y2PFnUuPv/+GwmOWS5cypu+rtX95Rf/qbWZ9+tg/Ng/UgvhGhD3eCsPAgUTPPmssDdZtunYNrbg7haKguP7Vq26PxDyTJqGul1NMnAiji6xzTHbHkBewKzSfPQtD2TvvwMirCrKFC6OZEQ+j4Jo1REWLwiipRXgeaBMsCrZJE6KnnoIxJk+etL8VLapt7BMtm9y4gTmjhZFyRk7OAUWBc1vL2KOeNyYGDau+/x41cnnWlXfqWkWfR08matgQabyy4nRkpGqYMApPWVNvDbn/fsh1Y8ci6GPPHrzDTo3LKYw2JRVlPPM3Dt11F5r8ZVbC+7g9rK5LTt/3Dz+EM9Ys8fFErVujUfjRo3zHVLGivQjkUNy+Deedmv3mVrZQGOcJG349hOhoX1le/GnTrBUb374dEV1a8Iz+DdzMhgyBMGY3kowHzZqZE2R5KQy//orOroHd7GWlcWPUv5OFJk2Q3us1zp+Hp9uJCO8dO2AEMppe6gZOK5JhD702yclEr76qHa3D6x4tXIh0vLNnM/7NiwYFkaiRu5GR2saIwJ+774ZhtWxZlH0SHbmmR0wM0bVr2n/bvh1r37592n+326/ACsEU5suXsef16UNUvz4ihKtWheFm0iQYyqxGGDl1rXrGrOhoPscPG3qMceMG9mIz8JI1RZSNcLucgBnq1NGurRyIqBIgIvdU2QhncLmDk3vn7dsIvDFrV9m/H+9S+/Zi+gm99BICDETxyy/pe7SE976sQ9jw6yFER/vK8uJ/+y2iUsyydGnwpj28o3/9OX4cHroffnCvzMG+fVBEp0xxVpDduRPn3btX7Hl4UrUqfw+tHcaMIfr8c7dHYY3HHhPTHMDfqFmpEqLvli7lfx7e+HwwWKlrp0ijrwyOOllxYj8bPx7p91rGQa8ZFOyiVXP3+efTau7qGXlDPRM3le+6dYOX9Fi0KLjDs2tXonvvdW4OmHE4KArRwYNIU23XDmUz8ubFNXfvDmeumVrYjRtDgRZ5rXrRntmzo8zU8uUZjdehnGOpqURbtxINGECULVvY0GOEo0dRPsENZNFT3OKdd+B0DIUI52NWu/dZ7XplwudDRHmOHGL3zgULkNFhZDzqPlK0KOrMi9zP27bF3iyKV19NCzZKSbHXjC+Mtwgbfj2CE7V99RSsbNnQRTmwoYWoaLOPPrIWPTtxItEXX4T+nH/075w5/K7h8mVEHLdrh4XUSVJT0dRh1ixnz3vhAqLeZIqeDYWapuj0MwrGyJGYg16M3BwwgL9DyuuRJSkpEAzNdFM3S1gpCY5TBsO+fYmeeQa1XzM7oYy7/jV3p09Hzd2TJ2GUe/JJpFOaNUa4Nc99PrzDUVHB1+QfftAvcfTFF0Q//SR2nIHYcTgkJOCZDR0KJ3qJEkQlS+KZDhuGv+nN86efRiM6kegZs37+GY27nn0W9Te7dCHavVv/85MmYX42bw65+rHHiHr3hiwTXlNDs2ULGnq5gRuR9DLRvTvRiBHGPsvb+ZjVImCz+lxzm4IFQ5drsUvjxqH1Cjf0kYEDib75Rsyxz51DNtPp00T9+2Ofv/tubadq3rzI7AyTeYggImJhpOerrxi74w7GevcWd46qVRnbuROvu0pEBGOlSjFWvz5jv/zCWMmSjDVuzFjOnIx98AH+TpT2X5+PsYYN7Y3j5ZcZ69KFsSeeMPe9b77BPfryy9CfvXaNsTfeYGz5cr7XkJjI2HvvMZaSwtiMGRiPE4wZw9hvvzG2aBGuwwlu32asbl3GmjRhrF07Z87Jg9OnGatXj7Hdu90eCZg/H3NRhee7xAsixhSFseRkzG31JzmZsZ9+Yqx/f8ayZ2eseHHG2rRh7Kmn0n8m8Duh/j1wIGPnzqUfQ0QEY1WqMLZtmws3wAKPPcbYhAmMVawo5vh33IH1JpCcORlLSBBzTi+ht5/xnkNEjH36KWOXLjE2axZj2bLxO7YbJCczduwYYwcPMnboEP6r/v+1a4yVKMFY6dKMPfAAftT/z5Ur495z/DjWsCefZOyHHxiLisJ617cvY/v3M1a2LGO9ejHWoIH+ePTWx/nzg3/PDuo5jcgGRIy1bIn37qef0t+D6tUZmzOHsTJlxIzTCS5cYGzjRvxs2MDYjh2YA48+ytgjj+CnSBHGChdm7MwZPGORhJo/p04xNnMmY9OnM3b4sPZaGBUFOe355xl79lnG7r8/7dhaz13kXPMiv//O2JQpWO/cYOpUxlq3Ziwy0tgakpmYMIGxffsYGzTI+XM7tafKxPz5jDVvzlhqKmPly2etueYmFy4w9vjjkDtEcf061o+jR7F/61GhAmN796b/nch5P38+Y59/Dl21YkXMOau64Pz5jPXpw9iBA5BDevbEuu3zYc9u3pyxjz5ibOtW7b2vaVPG1qxh7K23GOvUibF8+fheaxjnCRt+PcDFi4xVqwZD1X33iTtPKKFXUSD4x8Yy9uOPUBD94bUQVq0KA2axYua+98knjNWujQXK6HlECDGKwljHjoxt2sTYwoWM5c5t/VhGOHUKRqb16xmLiRF7LhUixlq1Yiw6OqOyKzv//MPYsGGMLVjg8kD+P3rzsFAhbLRWjKdWDa7+/w58ppGRMO5GReG/2bMzFh+P+RdIlSoYv/q5wO9p/dv/d336YAyBeMmo+cknEFybNxdz/NKlYdjwJ7MrYWZw0oiTmgoBuVAhxoYPl3895Gnc9cdfyShYEIrViBGMNWtmb7zz58O4fvFimiIkUvk2KxuoTtCmTTFOxuAIqFEDxm/Z54MZFAWGpw0bYAz+/XdcI2OM5c8Px9/nn4uVVY1AhP0iKSnj34LtI2YdE1mRmTMhb44c6c75lyyB8XfOHHfO7yZ//snYuHGMzZvn/LkD91QVmYIURFCiBGP//ef+mpaVWL6csVGjMOdEMXUqY6tWMTZxYsa/nTiBeT1vHvY6LUuZCH3EjNPZ6rEYY+zrr2EE9jd46+19V69Cjhs3jrE334Remj8/t0sO4zBhw68HcCLaV8Wo0KsXbRYVxdjly4zddZf1MeTNay1y5PXXGfviC0QXGSE62rxSYIahQxkbPx6RuCVK2D+eFkSMvfYaIrI/+kjMObQYPBjC97Jl4iN8eDNuHAwcP/zg9kiA3rsUGYmNOZiB1IgR1cpnsmUzZqwQ5TypXJmxXbvS/85rRs1x47CODh7M97ipqYwNGACh+Ny5cHRaMJw04iQmMvbCC4gi/PprMecwg79x19/Ae+gQDLLFi6c36ho17uoh2igwdiyuZ8AA+8cKhZVo+osX4egZNQoZJfPmMbZ4MZTLzEpgNLZK7tyQ4/yjgitXxt7i/13/SCQ7UU16ZMUIRScYMQJyvhM6iRY9emCOdejgzvn9cWIe+3PgAGPvvAOnixv476kPPIB3unZtBFNkJgeXP7lyMRYXl3mvT0aGDoUTWsQao76zu3ZBDho4EO/ssWMIbIuNheP2jTeQ4dyqlXP7iNaexRhkjwoV8L6pQTjqf7V+FxnJ2NKlMNr6ExGBY8XHmx/btWtY+8eOhZO7UyfGChSwfKlhXCJs+JUcp6J9zaInUN9zDxaVihWhAL/wAgR+oxtmfDyEidOnzY/poYeQwlC6dOjPrlzJ2HPPIapQ5GI+bx4Wx/nzEf3DmzlzEHH799/OpRj/9hvKaaxbB4HIa3TqBAG9dWu3RwK8ppwqCpSOhQthPBfhCX/5ZcwzFS8aNTdvhtNuxQp+xzxzBhHEuXPDqbRiBebzsWNYZ8PRae5y9SpjdepAEV69WrwxIJhxV43c5WncDYbodWzOHGRrjB5t/1ihsHotu3ahzE2ePHgGhQrBIJJZo+GqVkXpB63fL16cFhW8cSNSZcuXhxGYMaSqiygV5k+4dIMYevWCYV+NbneaunUZ+/bbtLnkFjyj84ySkICSe2fPijm+WRIT8S6VKYOgm759nTOCO0FSEkrZnD/v9kiyFi1aIKiJ9zqt986WKoX/b9QIxt7q1dNkJCf3ET2nc3Q09tCUFAR/GPnvq69mzMxmDIZhrd8b5do1ZHuMGYNSj507hw3AnsK98sJhjNC5M//GSYFYadIWrGNsSgqagPTqRfTIIygi3qIFGo9duhT8uPv24TtWKFSI6ObN0J+bMAHFzAcONN9oxgqrVhEVKUK0bBnf4166hOPu38/3uMHYuRPn3LvXuXPy5tVXif75x+1RpCGi+zJvEhKIFi8m+uADosKFierUIRoyhKhcOf7NcDZuxHHKlElbl0R29RVFQgIaIygKn+MtWYJuwmPGpD/m4sVoUhRGDsaP136frTYC8W+oNmyYdkO1Zs3SN1S7dInfvDOK6MY/y5ah4ZgT6DVzCbUG6TUD8kpTSrPodQKPisr42aQkoq1b0Sj4/vszfkdUEzXeDa7CEH3yibUGzDxIScG6d/u2O+f3x63Gk/nzQ76QhYQEomrV+O57snD2LOTcMM5SvTrRoUP8j6v1zqr6RjCZyal9hOeaonetlSrxGeu1a2hAV7gwUYcORGfO8DluGLGEDb8Sohpio6OJsmcnmjZN7LmsbtZGF8JLl4hmzyZ6/30YgR9+GErq2rXpu977fDDIZstm3ACtkpJClCtX6M98+SUUZXWBcmox370binrbtuaN7Hq88w46cjrFhQvoev37786dUwTly6ObqUzIqJxeuoRO6Q0bEuXLR9SgAdGUKUQXL6Z9hrfROikpTTg5e5bPdbhJpUpEx46Z/56/M65yZTgrKlQg2rEj42cXLMDaGkYOrAjuXjHuBkO0EWTDBtwTp/Bfk++5B074ULhlCHILq8Z+0U4CGbESYCErTZsS/fGHO+feto3o8cfdOXcgOXK4M48fesjZgA8jVKrknDPHSXbtIqpVy+1RZC2Sk4ly5yZKTeV/bNn3Hp46lVNBRdeuEX37LQzA7duHDcCyEzb8SoZepIkoIdFpRUVRiLZvJ/rhB6JnnoHnulEjoo8/tuctPnMGBj09rl0jeuklCKzx8XyuxSxqJBiPaKClS+FhT0riP04tbt8mql2baMQIZ84nCtVBIJPBxElCKZ9HjhANHUr01FOIoG/ViujXX4O/MzyN1l99hXdixQrrx5CJd94h+uUXc9/R2wN+/ln78/PmEX34oe2hhuGEnmIRHQ1lXcu4mzevvnHXK4hWMvbvt54NZJc//8SaGArZlUremIn49SerGcjtBFjIyLPPEv37rzvnHj2aqGNHd86tcvo00XvvwfDrxjxu1Mg9w7se0dGZc+1buRKO9zDOsXs30aOPijm2F/YenjqV/7HuugvypSiuX0cwWuHCRJ99Jl+AVRgQNvxKhqhFScvgc/YsIord3Kxv3IBhKXdue97iLVsgjGpx9Cii5nr3dtfgx+vZ3rhBVLIkrtkJFIWoZUuiNm28bzA9cgQG86yInvL5ww9EPXrgHSlTBpFta9fCSO4k+/djPB06OHtekQwZYl7QMrtOzJyJ1Nsw7pOURFS2rHZ6XWSk9427wbh2jei++8SVZ5k0CYYWNyImFUU/4t4fLyiVPKlSxZrc5oXyRjzJbPOiWjVrmSw8ePdd9wzm8fFE/frBsDFkCNGcOdrBHKLn8ZdfIpBEFubMgbMnM81xlfnzwxlVTjNrFvRNEWS1vUflxAmiYsWc0euuXycaMAAZ3u3aEZ06Jf6cYYzjUDuoMEY5cABbpj9E6KBqFbUw+c6dKBq+cyf+XbkyGsZpNXm5fRsNOubPt35eI9x1Fxo53bqV8W9mrvvMGcYKF8Z4q1ZFgfSqVRnr3x/Ndrp1Q6MBN7uy8nq23brh+dWsyW9swRg6lLGjR1HM3QtdbQPngP8cVptOZEX69ElrSsBY2n9792bsf/9jbO5czMXvv0d3+shI58ZGxFjZsvj/wYOdO69oqldn7L//jH/+6lXG9uwxt06kpDAWFWV5iGFMkpyMdWTJEsaGD2esXTs0MS1dGntQYMNQlXnzGNu0ibGff8a72Lw5Y48+ikZ9mYHff8devn07GhBt28av8cn8+Yy1bIlGO/4yjGj5RCUiAo2sfvwx+Od69Ur/7NX19pVXxI7PLXr0wH9VuUC93l69gn+vYUM0wKpSBftM0aKZu+GaCLneDVTZats2vOtOvX/+554+nbHu3Z09NxFjs2czVqkSmqpt28bY55+jsVHDhmjimDMn5rMT87hYMcZOnBB7DiPExTH21lvQEYYMwX0yuxbITlxc5tmjvcKOHXiXROC/9zj5zrrNtGmQOZ3Q6+6+m7EuXdCMrnBhyLnt2jF2+rT4c4cxgNuW5zDpKV3aXuSrFnrRBmrUjFZasdPpaHYjIkaPRg1SLU/e998LHbphrF6jf7R2qVJEBQsS3brlyJDpt98QBeqVqLRQKZUjRxJ16+buGN1C5jTkNm0wlvPn3R4JX65cQTPEUBw9ikjnggVR09XMOjFxIiKAwvAjKclcWYYNG9Kvkf7pdTlzEn33nWuX4hjNmxPNnSvm2DJETN64gfI3ly8H/5zPR3TnnYhOrloV86dIEaI9exwZpqMsXozoTztpqd9952yvAjfIDPVP3SxX4ea5N25ETeHnnkNz40AefRTl65xkwQJEPrvJb78hgrB//7ReLTL2qrDLd98hejGMeFRdN1s2yFpeLYUjG4pC9MADRAcPunP+Gzdgh4mJQZ+jkyfdGUcYEDb8SsT48VAqeachhDL4qJu1nvHXCeHUbvpFjx5QytxWDoNh5Rqdrvnsz65d3lNYQxkI2rVDw7KsiAzGEy327MFYpk93dxyiKFEifUM8fzZsIGrcGArUDz/AUGx2nRg7lqhLF1Gj54fd5ka8myPpGXdLltRuqBZo3DXKnDlEr7xib6yyk5xMVKAAyj2IQBanVYcORIMGhf5cwYJEN2+m/dtrDlSjPP88rs0O8+ejXmpmJSkJxnGvpxe7KT/onbt8ee3yYzz2ilOnUKO/XDk4OALP4/OlGfSdLj3z339Edeo4dz7/+1mpElHdunju27Y5Nwa36NSJaNw4t0eR+bHbaD6zNM4UwapV6NHjNjduQM+JiUF5uhMn3B5R1iRs+JWAxESi1q3hVT59mr/X1GgdNreVKzvX3aqVfqMRGSIaiSA4FiwIYdXoNbolbF+8iOjzpUtDf1aWTVdRQs+BF14gWrfOnfG5jYy1rRQFY8if370xiMTnI7rnHsxL9d1IScE9r1WLqHp1ohkzMjZpNLMW/vgjHF8yYzdiS88B5n9ftXDKuBuMlBQYDzKzkrxyJSLiRGG1lixvDh5EJFKwOnk3b8IJHciQITDW3L4tbHiOsn8/ZAS7nddFNvJxG0WBUbtlS6LYWMh/2bN7MxrSTf1A79wREbinL76IPXDhwrQmymb2mkDDZtOmqOM7bJh2A2W3m/VdvkxUvLgz59Lbe2fPdub8btOyZdiQ6AR6um7JkkRbtyJKNDEx4/fcfhe9wPvvo0eCLNy8STRwIALLPv6Y6PhxeewIWYGw4dcF/Cd4+fIQnj/5RJxCMGuWMYOP1sLLGJo+yc6LL0IhkzGiUWXbNqIHHzT3HTeE7du3iZ58kmj48NCfDbbpOrmQ79iBKIQ77ww+B0qWzHxRV2ZQDYo5cqALc2ysu+N56ik8Iy3lyuuo74b/PGQMkZEvvUS0YgWfZolDhxL16WP/OCLRE+orVICz8+xZlPm4eJEoLg6Rz9euIULg1i0o41p7k/997drVPeNuKKZMIWrSxNlzOsmXX6KMjih69JDHaVW/PtGiRfp/37GD6IknMv5eUYg++ABOfi83SVX39chIGN3s7uuzZ+NYmVHh694dzmZ1f+veXex7IhIZI36rVsUesXo19sG334Zso7VHFCkCB+CGDXDgXL4Mp4WeYXPKFDnvBRHWj1y5nGnU5Pa1us1rrxH984/+38MGKz7o6brZshE9/TRkwPz5Me9LliR6+GHI0fffL4dTWFZu3IDOceOG2yPJyM2byKDKnTtsvHeSsOHXYdxI3Z8+HWH+oSLI9Ix4JUu618HXKFWrEo0Zo31vZYms6N7dfK1Hp4UuRUH09IcfGlNO9cZXpIgzC/nFi/AYliwJBTI2Vn8O3L6NUiphwCuvuBu18fvveDbLl7s3BpHoOdLKluV7noED5a+RGSxiq1IlGIDLlUM6fOnSeJ+LFycqWhRpYVrfDfy57z6iXr3cM+4GIykJ17R3r9sjEUOZMmJlhPr1Uc5EhvqRS5fCyaiFz4eyLdmyaRsBbt9G1O+wYaJHKQbe0VV6zrHMoPCNGUNUs2Z6hbt9++AGRZlxM2PIzLn19prISDgAn38eARglSsCIFBlp3nDkdnYkEfZNJ1KlZbhWN3niCe3azkThaFOeGNV1U1MRHLB/P9GaNfJn+rrN5MlELVq4PYrgZIYa+F4ibPh1GDe8p7VqocaLEbRSjGfMgCHvzz/FjdEu+fJBqfIff+XKULZlqB2qKDBsHDpk7ntOC9tDhiAK02gEpp5QqGfk4TXPk5IQ4VG4MFHfvkTx8Wl/C2yspDb327uX6JFH+Jw/M7BhA9Yju6m6Vrh0CXPCyTp1TuOUwtS/P+pmyYpa/zXUehBYlqFt27TIXS3l3GuC/ujRmbOW6b59WEdEceBA6PIKTpKailIOZcqkj/IKNGKqP4HlSC5eRKOVJUvcvQ4r6Dmz/vc/yA1mf/73v8yp8C1ahGd87lz637dq5W2jkCpbZc+OaG8nnS9Gyx+Z1bGio83vJzJEwb70EiKdRSPDtbpJ+fJEZ85o/y2r3xueWNV1ZX8GehHhTkWKP/kkSnHJTFZ3LjlN2PDrME5P8B074E2xm1q4bRsE2e+/ly9NMTERhl8tjh9H1NjWrc6OKZCdO1HP0yxqBJE6T4oVEydsL1livgGNXu1FvbRsHvP8t99gRH/nHTTgCMbMmUQNG+L/Fy1C5/kwaTz3HOriOUlqKiJtGEtvsM9sOCWQ9u0LJ4iM7NmDlLzatbWF+hdf1C7LEBi5q5cpI6Ogr0dCAvaiI0fcHglffviBqFs3ccdv1w4OSVnQi1ItVix0ORJVudu9G8703btdvRTT6MmvOXIQbd9u/kcrLd/rCt+GDXjP9+/P+LcmTYj++MP5MfFm6VJ5S9eYNSBZ2af11gAnDeEff0z088/iz6N3Pzt2FH9uN1ENc4whiMjfMHfzJvQQPYe0l9cvN7HS50dPNpQh01fv3enUSfv3xYrxNQQfOoQMOtlsNoHIbrzPbIQNvw5TsqSzSusnn6D5Dw/i4qCkN2pEdP06n2Py4Nix4PdvxQosfhcvOjak/8O/Hl6BAuYWcyfTiHbtgiK6Z4+5733yif4Gxnsh37MH9fIefRTKlRGSkxEttm8fagn17Wv9/JmRlSthbHNSMOjXD/Phr7+cO6cbOBWt36MHvzWeB0lJeFfV+s0FC2LfyJ8f62BEBMoyNGliriyDqhQEpvbJ0KTQKEOGEH30kduj4IO6t0VEYH8VsS9du4b5c+UK/2NbRU9J0TP66u1/S5fCme6GXGIV3gpaZlP4DhyA0VevgeyLL2aO5rLnzuGdlxUzBiSr+7TPh2jh6Gh3Ss98951zJZ4C7+fo0UQVKxINGCC/UckKenPi7bdRbzZfPqI33kAZKq11P1cuvOeZ8d7IiDo/o6MhH8rSyExvf8uZM7i8wEvX79ED+pbsyGy8z4yEDb8Osm+ffhFrERP8xg0oTVev8jtmSgqieypWRJMKGYrar1sHgToYQ4cSPfssDIFOYddw65RSpKaeLl1q7nvbtkHJGTcuo5DNMyIiLg5RX8WLo+yI2dIEo0YhxbJNGzQ69AJONox44gnU23WC1asxD15/3ZnzqbjVgMNKBINZunRBPUknCVaWwf+9/+QTMTV3fT6sPZGR7tZ7NcvNm1AWQ2UqyI5TTsnhwzG3ZMJMeaNQkWDDhiEVU1RjX97wdma5WTeWB/77SoUKkLd/+UX/88HqhYY6vmyNo2Ji+OoWbmJ1ny5Vyj2n1KxZkGnd4soV6FQtW3pn/TKKXkmb/PmJ1q9P0yP11q+2bRGgUqkS1vi4uLRjy/xOZwa++EKeGvp2ZAW7un5qKnRmJ+qA88B/Da5Uiejuu9EPJfye8Cds+HWIixeRRr9okXhjgLqxZM8Oz6OIF6ZzZ+eiUUMRGwvDXjAUBSnEnTo5MyYifeEhIiJj3T//ce7bB2NqtmzGlEc73L4NxdPsRnntGhblYGmLPXsS3Xuv9XmenAznQkwMjnXzprnvq8TH4xhlyxL9+6+1YziJ0w0jli3DHBDNhQtpc9hfEBZNZm/A0bEj0cSJ/I+rGncXL85o3M2bFyUc/MsyrF0Lp2CRIkRz5vAfTyCzZ3szevbbb4k+/9ztUdjDCadkaiockvv28TsmD/SuvXhx7aiVYPdHUdBItVUr70SH8ZZfnXCOicBKo+Zq1Yw3QZR933r1VaK//3Z7FO4SE0N065Y75163DhlwbpKURPTBB4iCvXxZ/PmcMpqaKckYbP3asYPos8/gEHrrLaLeveV+pzMD27YR1ajh9iiA1YhfHrr+n3+ilJ8XycxNX2UgbPh1gMRE1Dh0og6jU8KiTCl6I0bAMBiKW7cgeM+eLX5MRMa9fUOHIiq1SRM0jalenahDBzHlEvxRFAhtrVubUzoVhahxYxh8gvHddzByWOH33xFV/uabqNNsF7W8gEwlSvRw+t1SFHS5FtkAIDUVQghjzr1/KjKtVSJo355o6lRr3zVr3NWL3D14ENFsDRpkbGgkCp8vtMNPRq5exTp/4YLbI7GOlYZIZlm82H3DhhbBolQDy5EYiWRNSkJZFJnqGIcJjZV9pVQp405P2fet3r2JBg92exTuki+fs1mE/pw+jcZjbqMoqPNevrz55tVmcNIRwvvdi49HtmJmbWYpG1WqmMusEIWeAfP++0PbBezOi2bN0OPGi8i+93mdsOFXMIpC9O67KMTvRESHUy+MTF0Yv/rKeKrzkSOISNu+XeyYiPQjfgN/7rgDkci//po+bUx0GuTQoUR16phP0xoxgqhu3dBd1hs3NlY+wt+LX7YsUc2a+Fmzxty4gnHqFO6dTLUitVAUdxreLFhAVK+euOOrhveXXnI+sk1vrYqKcs5IKZK2bYMLeFaMu0aNE6mpWA+KFMEYnHy2ixZhb/UiPXoQff2126MITWCE1ejRiFANrLMsQs547jk0HJURI1GqZiJZL11CRthvv4kZbxj+WJGB8+UzLm/JJGNrsWgR9o2sTK5c7kXqp6bCgCRLpoBafmn1ajHHd9IYJEr3kv2dziwMHIisZBmoUgWyds6c6Ru1+//kzas933r3tnbOK1cQZe7V5tnh90QsYcOvYL75BgYVp7zCTr0wMnlk3nkHQqhR/vgDKaSi080DvX16P8Gejag0yCVLcA/M1t3csAEprefPh/5sqVKhDWt66ZLz5pkbVyi2b8dxCxSQs2bQpUswylWuDEeA0+9WairOvWkT/2OvWEF0112o2cQjetssemtVrlxQVGrUQImC1avdi96xw4cfwugqyrirx+HDcBy9+irR2bM8rsQcS5cifdKLXLqEqF8n0mOtorc2v/8+5ptIp+Tu3XACmq3n7mX27IEDZdcut0cSxgh6jv3KlfW/c//99o+fN68c2QKnThGVK+f2KNwlVy53z1+yJN/a+XbZtAnGrZ9/5n9sp41BInQvmfTmzMzp05DtQwUniebQIejBqhwT7PkHzrdhw3ANVsrpjBnjzTJoKuH3RCxhw69AZs9GkWonGyA49cLI1IXx2WeJtmwx950ffoBhRPTG4PMFL/ngxmK2ezcUzN27zX3v0iVsYkY8+leuoP6ZPwkJqNe4dClKW3TsiBrATtyTjh0znoMxd42/KSkoaaGW+GjfHjXB3Gp4M2sW0Wuv8T3muXNQBIoXR6MmNwh2PxUFhpZBgxDFnj8/UaNGRBMmEJ086c549dCL3FXntAjjLlHGqM958/D+xsTgPG5FHP31F56VV+nYkahvX7dHoU8oWUJkbdaPPkJ996zGsmVwyF686PZIwoRCb18pWVJ770hJIcqTx/jxY2O1j6/KC927u5vBpCiIKrtxw70xuI3bht+nn5avb8Xx49g7evfGHOZVk7dKFTn0Jzt4vZmll3j+edS5dZOvviLq3z/t32adF//9B13dbBT9I48Qbdxoediuw7M5fJiMhA2/gli3Dt6ao0edPe/o0c5tLP6KX6lSuF43uruWL0905oy57ygKBOiuXcWMyR89I7kbxvKLF6FYGk2hVY0+0dGI2HznHf3PpqRA6OvbN62G0X33ISqkcGEY1R55BHV7v/4aDey0UoZFePELFHBeaNRrRHH0KGpSFy+ObIA5c1AHPPC7MTFEkZHONbxJSUGUHa8yKCkpRM88g5TtRx5xz/t+4gRR7tyIxAplpLp5EyVX2rbFmlapEsqwLF+e8RmJ4PZt85G7L72Ez4tAT1GpUQNRFW6yciV/R4WTnDmDdVFWw4lb6XaXL8Og5IV67CIYMQI9IdyQpcKYQ8v5MXky9vZAxfvqVfzeKD/+iGOqMoT/vnXpEowKhQsjq9Ctd+XFF8Wl9stOairkCjdp0UJOY8i1a+inoiU7WDX+zp4tT7CRHdQ1I3t2yHReG79X6NAB+qdbGZ63b2N99s+GsxKYt2ULjL/r1hk77549RBUqyFMCxgrJybh3DzzgvaavXiBs+BXA0aMwgq5f7+x5U1PhAW7b1p0uyS1aWG/mZYfcua0ZlW7ehDEoNpb/mALxb/qSMyf+6/Ridvs2UrONNhnUM1h/9x2EsAEDkGb+3HNEpUunpc5reepmzNA+h1MR6tmyOZ8mpiX0VqlCVKIEoiFCdfceNQolCJxk8mSipk35HKtXLxgtixdHJLNbtG+POWuFAwdgiKlfH/UZW9Y9TnO7/EunFv2LUBv1x0QNCzPG3RkzQkfuvvkmIsdFIGvKlc8Hw3y2bPKVbTFD27aoRycjbj37gQOhtGVVFIWoTRuU1PCy8paVWbMGspB/7fWTJ+FINMK2bfh+qBI6Z89if4uJQdaK0zUdu3VzL5PHbRISEHntJr16OdM03AqVK/MNtvjlF6JHH8X3o6OhQ/34I8cBO8zRo6jr7o9esEgYc+hFjDp5P+fMyZiRZjXie+NGGH+NRPF26oSMZi8zbhw/PTRMRsKGX85cvQrhzunO9URIjXzlFfeUhUuXsDgdOODcOW/ehGfIKgcPZo26eopC1Lo10QcfGJ8fejXm7roLBt/vvsPmtmkTIokVxbyxwKnUpzvvdNaIoXfvSpY0Xrdy6FCiPn3EjE+PpCSMcd8+e8f5809EDzdv7kxUvR4XLkA5u3bN/rES9h+nlCjtMEglOmc64y9v424w3ngDEckikLHJgpPdvUVz/Dj2HxmbcOjdZ5ElGFJS8I6I7A7vBZKSkC0xaJDbIwljlWPHIF907449f88eosceC/29mzcRsWXGmXfiBJwFxYrBYexEdgoR5LT33nPmXLJx7Zq5CG4RTJokr5OMt+zwxhvp9YIJE4gaNuQzVreoUiVN1s5Mck0oRBu43QxYUK8tWzYE+QRem9USWWvXQlYMVtolORlOQDd6bvDi1i3sYwcPuj2SzEvY8MuR5GSkbn/zjXPnVBeZHDngAZ0wwblzazFjBqKOnTI+HzhA9NBD9o6xZAmMVG7WSxPNsGGI9jWTPmpFcLPyHZG1IlUCawmLrhnEQ+j9/nvrkap2+OknRO9b5cwZRCuNGoUyHwkJ/MZmlu7dOUZN//uv9kP9/z/V2b//90/ext1gvPYa0apV/I9LJGfEr4xjskPLlvJGLgWuzV27IrtDlGIxfz6c12GwVpQti9IzYbzJjRtEr79O1KABmpzWqxf6O61aIWrLCocPE737LpwnEyeKb1Z67JjxKObMhM8H43xEhLuRmcuXY27JiF7wQ86cyKIy05TuyhWUa/N3aKSkIKrYy6VGGjVCWaOcObV1Bi/LNXo4YeB2K2BB9LWtWgXj77Zt2n//9Veil1/mcy636N8fgTJhxBE2/HJCUdCQ5N13nTN6yughVBREtk2e7Mz5/vmHT53Hb79FrczM2EV86VJrDWOsGFhkNMpcuQIPYqtWSNd3ogQKj/vQty/RkCHChqhLQoL1+uTJyXAwjBhBVLEi3k+3uHYN0b7cOqCHMPz2ff1feuopCGYlShB9/DHRwoXia7jWr2+8/pdZ9PaY2rX5RFFbQcYoZDscOID54pWarmPGENWsKWZeP/UUmvY5iczptXv3Yj3ZudPtkYSxSmoqehowph+koM7BqCiiO+5AJpUd9uxBD4syZYh+/llcfX1FgUx165aY48uITHrXwYOoty8jevdpyBCUJylUCHN06dLQ83PCBGQsBvL773Cwe7EkTmA5Ar0fr8o1ejihI7qlhzpx3hUroJ8NHZpRbmnYUC75xSwXLyKD+9w5t0eSuQkbfjkxdCiUYadSrIjkNLIRER05gnSD8+fFn2vmTBhY7KIoWDR79rR/LJnYs8d6KQsrZRhk7Ma5aRNR3bpEr75K9McfzpyTx33o3t29SMAhQ+DIMku3bkRvvYUaxh98wH9cZvj+eygY3Ahh+PXPwTp9GmmYTZqgqeEzz6Du1o4d/JWUevWINm/me0x/AqM+583DOlmmjNjzanHhQsbofVn2PTs88QT2TBmNj1p06waHA8+Iwu3b4SxyUonnacQRZUD+4w9EWXNzYGUyZDbc+9O4MeZWoJNOpCFx2zZE0FeqhOOJeLeeew7ZLKHwynMKhUx6V2IisotkJVg2X2IiZIkXX0RgRrduGdO7/dPmS5bUnjPPP080a5bAixCEXkS0DPPKLnrvekKCMw299frTiNZDnQpK6NlTe8+4/37vBBBo8fnnyJAMI5aw4ZcDixYhJc9M6goPZI58GjiQ6O23xZ9n0CCifv34HOv6dSieCxbwOZ7bXLoE48xvv1k/hpUyDD4fUZ487jSw0+Lnn1GTOG9eZ2tp+nxoeGf1PnTqRDR+vJChhUStnX3qlPHvLFuG0g6bNsEjffly2t+cVvri4+HwOHGC40FNGH79SU5Gfa4ePRDxVaQIos/nzeNTXubpp/VTv0Ty99+ocTh4MK5F5PNVFDj5ihRBVo1Zh5TMyNCIxCyKgudQty6/596qFdHYsfzGaAReRhzRUYA//gjngJOBBTLjHyErS/RlKKZPx/pfrBjRtGlpv3fCkLhhAwy0NWqgtJlqAOaxL3/1Fco6BUOmKFm7yKZ3FSoEec3LnDqFFO8HHkDG2NSpkNuNzJkdO9Do1c2SYlbQm0eBcsC774qRrUTJ5Hrveq1aCIK45x5tg3eePHD+8sJfd82ZU3zZvJQU6JhOGO/19ow8efiex0mOHoV8f/262yPJ/IQNvzb57z9MVrvNkKxQpYq8HsLk/8feecdHUfz//51ASPCDSu8QQHpVsWABFRSVIhJQkGJBEZUiICAqijSVoqAoCIiA9HIBVHq1ASIovffeOwRS7v374/W7by6X3bvd2zKzl30+HnkELnczc7uzM+951xTme+6BMshKuneHZ51Z7N6N+7lzp3ltiuDWLYTNikgVwMzco4f4fNM++vZFhdC6de3vu2lTKMjC4d13IQCLYtAgWGC1cPRoeu6pRx5hnjUr/W8iDn2jRiF3qqmEqfgN5MwZ5Pxt0wb53R59FHnhN2wIL9XMo4+KK0559iyUCVbe32PH4LVWp0564VA78oLbhR2KHysOeTNnmqewPnsWCgy7Q8bNUuLYcQ/ffhu5150Y1mwmat5cssnAgYwejZQPR45ANn7/faz3dioSV6/GfvHww4jKMWPd7t4dnmbB1hYrng9RHsQyefwyM9eqhci+SMDrRR7TV19lzp5d+7P9xhuIqHISSud334/PWaRVK2tkKytlcjVP5vh4GCjU+n79deRsfuAB5rFjzVUATp9ubS7sixfhuf7QQ/Y4JajtGdHRSLO5YUNwJycZoy/atpW31kWk4Sp+DXD8OHLzhavYMUrPnvYsMuHyzz+wxFppjW7Rwnzl8s8/o3CDqByWRvF64eH6+uviDokffICDjgy0aoUNedAg+/t+5JHwlXJvvcU8Y4a549HDpUvacuSmpOAwOX487nnjxhnnnd0HpeRkhAWabow7fDj4Kf3wYd1NpqVhnRwwAHOlaFEIQFOnas/JXasWDFaisMoA6fXCeFS8ODzKIjH/OrP1ih+rDnlmPNe+A0j27PCWsfsAonZILVdOXzuxsdYr75KTmevVs84DzCloCZGWIeotkCFD4NXIDJk4IQHpp6pWtXd/9HqRGzVnTuPrttZoBbU1Lls2ePn/+y/mt95+RXgQT5sm17mrRQvkyY009KypJ04gQk1vHRORqOX49X8GrZKdrWr31i1tqRzUDPdeL/Pff0ORX7gwzrDr1hmPUEhJQbokKxz0du9mrlQJzhterz1OCWp7YPHizJ07IwqwUCFE/DZrBiPfnDkY6+zZ4tZONTZtgszl5DQVTsJV/IbJtWvwdDLT21QPV64gzParr+T2fOrWDd6fVlG7NkJ9zObTT1GN2YnKhq+/hnecyEX0k09Q4EsG7rsPCrW//7a/7/Llw8vN6PHAiyYmRuzh/uOPocQPxvvvQxlx7BgEjyNHmPftQzjrW2+pH9KtOpz/9BPyKVrC4cOcun4jP3HnRnj4+n7CUPoqceECvKXbtcO1fOABPEtr1igXQPF4cIDPkUPcPLFCcXngANIIPP00KsdHMlYbRqxq3+h9lyH8W20MxYrBI//o0dBtHDhgjhJNC5Mmib9mduL1QqmzaBFytrdq5dy8mB9/nFEmSkvDa/Hxyt/DCfkota4tasbBkiXhMVynDsKUH3iA+Z134LW2dav6nqc0drvue5cuyG8uy7mrVy8U3Iw09O5b/frh3jiJUEpSq4zCZrd77RrziBHQSeTObY68ceUKUt09+CA8gdu1M7b3ffcdFMlmsmgRIh3nzze33VBoyWHs9TKfPIkaAV9+yfzaazgLZ8sm35757LNinZyyGq7iNwzS0qAU7N1b3Bi6dsWGLztXr8L7TmMUtG7uusua3MppafBcNCt/sF0sXgzLmWjL98CB2GxE4/WiGFTevNZVtg5Gvnz6+5Up5+e5cxDkqlRRtrL/8gvm27Jl6eMtWhTve+st5DWsWNE+j6a0NIz133/Nb9vH5cs4rFuN14ucZ4MHp1vwW7TAofjECXnmiZkev2lpUI4UL47vmRXC2sMpoqkHqw6PRhXKsoRMlyqFNcpfiZOcjINs8eJIFeSLWgr0OHr/fRz8unZVvoeNG5u778hyzfSixVPr5k2s2xMnwmGgXr10r6UXXoAs9vPPyvtJ4BoomwMEM+bIhAmZX+/eXfm7WL2Oq3mN3XknrrMWD9wcObStLb7CdsHWuNRU5u3bYdzo3BmRLPnyIZqoa1ekR/rmm+BKf6s9vRcvhoe2nbUiQvHtt6GN805E77547RrkMpHRT3oJtZ4He0aN+BqopZmoVk1fO+fPQ+FerBjk/f37rZFnNm/GWmBEzrxxA/v58ePhjSFwD2vbFnuTqDRrPs/i2FhETGlNC2hHdJIeVq5krlkTsr+MKSgiEVfxGwY9e8J93t8b1I4J6+sjRw78TJ1qfh9WsGABlL/Vqpl7fbxeKKWsUg5cuoRDxq+/WtO+WfjPi5gY5uHDRY8IyqrPPxc9CubTp7GpPf+8/X0nJ4dXcVmmw72acrFXLyghA4WHRYsyp0hREwQD11AzmDuX+ZlnzG0zkOPHoVy2mytXUHjyrbegrBLp9eTP2LHmCPq7duGQ//zzUGxnJXxCfFQU9hwzFVdKHoVmzBOjlbNlKJJ05gy8DtVkiPPn4UVWqhSUUUrf1+fFGRjiOX061shGjZTzFYYjMwYLmZ8zJ2NBTVlQW//79En34q1aFR6ftWszd+oET6+//1bO+aw276KjkTNdRqUvM8KX58zJ/Lqo/V7tvrz/PnOTJlDmdO+eHlHnP18rV0axuBw5Qo99wADkFJ4yRb+XbHIywoDHjWPu0EHZs96ua3bmDNZSMwtQGcXjwdoUFYXrKjpCzGz0hs2PH29tLlezCaUkVfv7m29Cifnpp+HlxX/1VeV2y5TRVhD52DGsDUWLYr04eTLz9zLbI94MeaFlS5zJ9Ooh1PaciRPD+y5mMmcOc/Pm2t8v0/nS60XB0+XL5YgAyyq4il+djB2Lieq/2NoxYZ38UFjlmXbxIoQeK9mxAx49vqJCsiHrvPjqK+b+/cWOgZn5zz9xPUQkjT9xAgckvcigEPERzOOACMLf+fM4EAWzfAcKglOnIsdh48bm5NL2HUqjohAFYOX8370b4Wci8Xq1e1tZTUICc/v2+gR9fyVCtWoIqy9ZEgXDsoKXrxrNmyM0zyzU8giGo5hXa9/ndRIToy/1lQwHkOnTEQIZip07mW+/Xb+yyeuFx3D16gjH9s15nzJe776tds1KlsQzVLQoPCU/+QR7X0qKjothEcH2EJ8X76FD+p57JcXCggVQtMtKixbIrRuIyP0+mILm9Gk4EVSvDoWQkuKjW7fgiqsvvsBeaVa9DLVr5fuZPNmcfgLxeqEMlyGKzUewHLEynAFEkJqK+frbb6JHop1QSlK1v58/DyNZmTJID6Z1/ZwzB8bliRMzt/vTT9ib/vhD2TC5ezfSJRQvjnzlFy+acw20YFReMKKHkEFWUaNhQ+x9WlHTGdhdSNzjgdwSHY3rGx8v7zWONFzFrw6WLYNSIdC6pbYoFCmCxXHgQIRDfPIJvBw++ABWsh49IDi9+y4W8LffhlX7jTdwGHnlFQjzrVqlK1qc+FBYtWhu346CSFaTmAjlb9Wq8oUgyLohjRyJ/HWi+fFHXJOdO+3ve9Mm5sce0/85me5pMA+zdu3wng4dwrvXaWlYF6tUMWZYsdv48e+/CEMWjQzz5JdfkJdRTzi7mveEUhh0VsOMfI3+B7a4OGWlmxUG0+7d9UWbqD2306ebPzY1Xn9de+SUEQVdYCoINYVNqGc3lIdYWhr2nSFDkCO7YEF40I8ahbzr/u3YFVJpl2Lz1CkU8JGVBg2Qqz0QGdbxUJQrpz5f1RRTw4Yhp6SZyiE1I0JcHM5JDz+M9HJmM3YsnieZan4EK3Io2/yxk6VL4Zwl072yki1bkArs8cdDe6OvWQNl2/796u9Zvx77htI+U6gQcuWKSHWiJjfGx4fex27dwt4Q7nMikzOOPydOQDeh18AbuGa//DLqadiVDlFNCS/jNY5EXMVvEPyF4/LlkWPGv5DYjRtIA6CULJsIeVeGDIGVePhwhAR+9x0q348di4rlEybAyjZlCg48s2bBIjd3Ljwhfv0V4dNaKmXKitqiGRtrrN2lSy0s4uSHLLk0lZB1QxozRmwObB8ffICQRRFehMuWqYfgBDt4q803ESGsaofSuDhEPfz+OyraJiWF34fPsKLkDWVkjFYdfH7/Hd4/orE6N2worl2Dt4nefMpOUHSIYswYY7n71Q5HduwP//2Hgrd6x+t/AGnUCEZwO/B6oQA/dUrb+43M22BKGr33RU8Y7fXryEvavTs868uUYa5fX3ndsEqesfN5L1YMKbpkRK0Qseh1XAt65cwRI7AWmJ16JNS1+ugjOGiY6aSxezfkk2PHjI/fTEJ5P4s+A4jk2WeZp00TPQr78HqhNyhTBsURlere7N0Lpe+6daHbq1RJWUlavbr5Y9eD/95XsqT6Pnb5Ms4TffrA+aZAAXiWhvucyCqzDh4MJ0KjeL3QpXz0kfG2tKBVHpLhGkciUczM5JKJxESiZs2IoqIwBX388AP+/8svROvWET3yCNE//xAdP57xfVFRRNWrE23aZM54atQg2rrV2j6sQmnsREQxMUQffUTUoQNR4cL62500iei//4hGjDBlmKqojT8qiqhaNaK+fYkSEqwdg56xyTAvJkwg2raN6MsvxfSfmEjUrx/GcOedeG7tvkfTpxP9+SfRd99lHpv/2uL77fGkjzExkei114hu3iSqVAlzrGlT7X37vv+ePUTly4c/R9XG+s03RG++SXTPPURjxhDVrq2/bX+2bkU/b79N1LUr+tFKzpy4ToHExRElJRkblxKLFhFNnUo0ZYr5beslMZGof3+i3buJKlTQP0+M0KsXUWoq0Vdf6fuc3ffLSSxfjudp9uzwPq+2V/lj1f7AjHZnziSqXDm8Nm7eJHrwQaLPPydq0MDc8fmTmEj04YdYH7Xu4WprYWJi6GdObc77Y8e+feIEUa1aREePZv7bbbcR3XsvxhEdnf7b/9/BXlP727FjRL/9lrm/+vWJypTR3n6oPrdvJ5o2Df8uVAjt16hhXvtG3//oo0QzZhCVLp35bytX4rk/dAh/79iR6OmnrR1PVJT2fVaPnDlqFNHYsUQrVhDly6d1Zmon2J7n8RA1b55xjIGylR5SUnDGe/99PPsyEWytl+EMIJJt24iaNMGaEBcnejT2kZRENHQo0bhxRL17ExUsSDRwIJ4VZsjWgweHbscJMpra/M+ZE2e+hx7CueTRR4nuvpvovvvCPyvPmUP0wgvh7f1WwUxUpQrR3LlYB41y7Rqu2YABRM8/b7y9YMTFEd26pfy3QJ2byGscqbiKXxWCKSvbtydq3Jjo8ccxgY0cCLRiRx9WoTb2ceOIDh+GkvCxx4i6dMGhTyuff06ULRsUEFYS7NBmVLA0iu/aBo5H9LyYMoVo/XooCO1Gi2LVDr7+mujiRaJPP834utZDVEIC0bvv4tnQg9nf33fQ2rULB8YOHYiGD8eB69QpHFjN4Px5ohdfJCpRguj777UL7HYbP2bPxqH2++/Nb9spbN2Kg9WWLUS5cun7rKzGKhk4cAAHjI0b9X1uzx4oXPv2Da30tXJ/GDKE6NIlos8+C7+NbduIGjbE/lGokGlD+z+MrI/hGlpCKeTt3LfV5JkcOWBI93oxFq8347+DvRbq/Y0bE+XPT3T5MlHRoljn77/fvPa3bIEjQCAtW8JwasV30vv+X3+FfJsnjz3j0dKGDyWnBv+/JScTXb+e+frmyQODgU+RfOQIXr/jDjy7RhXXepXZK1dijgV+Fz17i7/R/I47oFxZuVLbZ+0kUPb3IcsZQDRvvklUtqz150MZOXKEqFUror/+yqxI07LPOUFGC7aP3byZ2ahlRIcycSIceFJSxDhZKLFuHVH37kRr1pjX5t69RPXqES1dSlSxonntBlK4MNHp0xlfi4oiio+H0n73buwrLVrAkOhiMmIdjuVFb2iTFVUsRfRhFcHGnpSExOL33YfcTD/9xHzzZug2O3WyrpiDP6HCEkSHI3g8zIULI7WILPNixgzmt94S07csYTkffYTULv4cOqQ95KhpU+bVq/X3a9X379IF1YSZUcgtPt784g7JycydO6MgzPHj2j5jd2qMH39kfu89a9p2AmlpzA89hHRE4SBTKhPZSE5mzp9f23sPHkTxpHvuQWjmp58yV6igvFfFxqavAVZe56NHkT7BaH7Fb75BTlQrUvSI2B/UQtRLlcJ+ULq0ffPf7u/v9SI35LVr1rTPLM+eH4xChZBr0qnMmYPrHBuL3zNnQna/fh339uuvUfRp1y4Unjp3jvnMGRSJO3kS+/mxY8xHjjAfPoz168AB5J7eswcpFXbuREHlbduQFmPzZqSQ+fdf5g0bkH/077+Z165FvtI//0Qhqt9+Y161ynhKPLVUOTKkdVPCd66KicF3jI7GWcDdSzHnihXDHMyKGFkTnZB+JpzvF44O5do1nHV27TJn3Gbx5ptIGWo2v/wCedKsgpyBnD6drl8LNr/++Ye5Zk1rxpDVcRW/KjhBkIw0vF4IdK1aQYDs0weColo+1IQE5pUrrR+XlryJovNpTZ+OIluykJiIwjkikCHvscfDnDcvBPLq1ZHD+6OPkCuuWDFta0u4it8cOcz//nPmMN99N/Ka+xR/Vh6GfvgBShEt+ciYIQQVKGC9UczjYS5aFHndZSryaCdjxjA3bmxMKTdmDBQITjRiWk3p0uq5MY8eZf7qKxhGypbFmrJlS/q9UDuw9eyJgrF2ULculDBG8HqZn3kGRULNJjZWzP6gduicNYv5xRet7TtwHHYe6nfutP4AJ8OeH4o8eUSPwDomTWKuWBHFhkSi5dwWrL5C5crOPvft348C5FmlsFko+ve3L2e8bBitrSO7o5ld+9inn8LpRSauX4eBx6p89n374vxp1jriv+bmy8d8551woAk1v2rWhALYxVxcxa8KTrB4RTInTmDBzZdP+T54PDj82mWF822CSspfGQTD9euZn3pK7Bj8+eUX5rZtxfQt2mij5tHYuDE8ZNXWlr59M7ajV/F7+jSU7UqKXyPff98+KKz37MH/v/0WleKt5q+/YGmfODH0ezt31vY+I8hc5NEuTp2CUe7QIWPtrFiB+W0XwQ77MuHxMOfKhWfYN85Tp/DM1a4NY0jPnvB+U1O8Kx3YBg5EoVk7mDDBHKPfyZMo4LJtm/G2fCxdqqz4FbmHJyUxFylifiGsYNh5qP/hB+sPzqL3/FCkpkKWjUSmTkXxaxmKn4U6twXu4b6fJ55gLldO3blDJgNCKOrVY16+XPQo5OD6deyZsnlr2kGwSNXBg9M9+GWXiYJh9T527BgcdZSK5YlkyhTm1q2taz8tDYV2W7UyPkeMRFGMG8fcrp3+Pl2C4yp+gyC7xSsrUK2aukBfogTzlSv2jmf2bDkNAufPo6KrLCxezNyypZi+RRtttHqd+K8tI0ZAyTlvXvp7tCp+k5OZhw+HgDJ4MNJsmPX9k5JQnXvmTPz/6FEo/uw65B09ihQw3boxp6Sov69ePRg/rER25YIdtGnDPHSo8Xa+/565Vy/j7WhBbT2Q7aCjZljIl4/53XcR2hyuB0abNsw//2zqcFW5fBneKDduGG/rl1/w3CUlGWvnyBHm5s2RFuOzz+Tbw995h3n0aHH9W8lrr2FPshK1w6VouczH5cvY3yONWbMQeXD4sOiRpBPs3BYfr6wIK1AAziaRsMdPny5O9paRCROYmzQRPQr7jc9qcs+TT2aWMWSViUTz6quIsJINO4w7P/1kzhwxsqZeuwajuNkpBbM6ruLXRWqChfCJCJ0bORJ5iGU0COTPDyWgDKxYwdysmbj+RRptwg073bMHyvtp0/B/LYrfpUsRnti2bXpO3A0bEC5uxvd/5x3mjh3xb6+X+bnnmEeNCq+tcLlxA5bnp55S94orWpT56lVrx+GEcGIrWb4cQpwZa0z37rDm24FTDvNq46xe3XjbNWume+zbQcuW6cYio7zzDgw/4XDzJhS9xYsj33pqKl6Xzaj/99/MtWqJHYPZ+BQdUVHIGWiHoqNGDXh0Z88OpaQsHDvGXLWq6FGYi8eDtAIHD4oeiXbUPCCjovB30U4DZuCLIJDNS1EUqalIUxZO2jSzEGV8VtvnqlaVK+pFRjZuRCSDbHnZDx3C+c6MNAzBjBFmyc1Gz02dOqHmg4t5uIpfF6lRW3yqVMGibCcHD+IAqbXolN3cey/C8mXgjz+gJMyKGNkwDx9GgaZx44IrfvfvR7qFe+9FSgR/2rdHDlWjzJgBhZGv0OLs2cyPPCImf5zXi1D18uWZt2/P+LcLF+zxpnKKAtFMfIJhbCzSD3z2mTntNm6Mgjx2oCZ4ZssGI8uBA9YUETNrnEYNC14v8o0H85g3mw8/ZL79dnO8m65fh3FryRJ9n1u8GGvp66/LX+DH64VydOdO0SMxB9Fe9s8/b5+HuxZ27owsxf78+TBS798veiT6CKX4ZZbPKBQO776LKDIXsHw5ZFlRuY9lkx2zuhNDKLxe5scfl9MDul8/5k8+Md6O2h798suoOWBW2hujc3/rVsh/MsjokYKr+HWRGrXF6csvsTDbhdfLXL8+8tXJygsvwANUBtatQ3GerIhRr5GTJ5HihAjFKfwtslOnouhhiRJQDvs82Hz9+iz5VasaE1p274aRw3ew8ylXA5WudrNwIb67/6H+zz+Zn33W+r7V7qtduVPtxsoK53YWAipdWvmgX6IEjCRVq8Jj/Pnnmb/4Agrp69ftGZs/Vh0Ojx6F4GwXVuTC/u8/rD9nz4Z+7+HDKPxas6b24pAy0KZNeoFKp+Zc9CFa0TFrllzh7v/8I1cNBiMsWIC8qXZGEJiFWqqHUqVEjywjRtMCbNmCfc1VlqTToAFyo9pB4P3Llk0uRavo9Vl25s1DTQXZnp+0NERZHDhgvC21HNCFCjH/+qt5hS61nIdDrXePPsr8+++Gv7LL/8dV/LpIj8eDnIHZs6db4BcssDa5eSATJiCvjmwbgT+9e8uRJ9DjQaGM6GjnH2DDxajXyLlzmRUnvt8NG2ZOeWCmh9WNG5nH3L49ii3KwK5dUBwOGoQCFcWLQ7C2K2+a/30dNAgKxM2bre1XBFYdDlJS4IFqx1o6fz6UaaEEz8uXmZctg6Hl2WeZCxaEN33Hjjgs7t+febxm5+yzKsx42TJ70+5YNW++/BK5GtXmzc2beB6LF0cOaX+jmOxEWuFI0R5lN27gAGt3DQg1Vq6EMcLpLFkC5alTi2WNG6c8L2Xy6jVLlitXDvmXI8GQZAbbt8MIbEbu+WCoGcxlUrRGQkoTq7h1C5FC//wjeiSZWbXKPIe3UHu0mXMk2HlYy3r37rvMuXO7a5lZuIpfF0fQo0fGnJBjx6K6uR2cPInDpBlWNisZNw7XSSSiQzwjiVy5lD0VlYRFM5Ut7dtjo/WxejVSq/hSPsjAxYso1CSDsmTlSuaSJZl37LC3X7NQUmBeuABDmxXKm/37ce+sZsYMhCPv2aPfEOP1QrkxYQLzm2/iuhQpgvQ1n3+OcDsr1jkrwoxHjmT+6CPj7WjFKqVfWhoK03TokHm+LlqEw1r79tq8gmUj0jywZPg+r7zCPHmyff0FY/58jMfJLF8uR9RPuKSmMteti/VD5lQOZjw7kWZIMosOHbB/W4maJ6VsitZISGliBV9/jZopMvLyy8yTJpnTVjhFyK2YI2rjKFUKKZJmznTXMrNxFb8ujuD11+Hd5+PTT5mHD7en74QEZ+TLWrECeWFFIsOBL1KIjtauQFFTtsTG6utzyhTmBx5IL2iQlATv2j//NP59zMaXDkOGubZoEQSVvXvt79sIaoaa3LnhlWvFs7x4MXKIWcmECcgHfeiQeW1euQLlx8CByF8ry9wLxTvv2KsAs3IP8HnsBc7Xu+5CgTSnItpD1mzUFE92KheWLLEnBZAWpkxJL5LqRFatgnFz61bRIwmfzz9H5IPMUXvM6mtBVBTz22/DoBkqTZIrhytz6hRzsWLW5nxXu38xMbj+OXLgx/886yIH58/DyevIEdEjycyVK4h8vnbNnPZk2KOZg9fgePBB5TQp7lpmjGhycXEAFy8S5cmT/v8TJ4iKFrW+X4+H6ORJok6drO/LKHfdRXTggHXtJyYS1ahBlDMnficmpv8tLY1o3Tqi7duxNPvDTLR7t3XjilRy5SKKisr4WlQUUYUKmd9bvnzm9xLhvnTuTHT4cOj+du0i+uADopkziXLkwGsDBxI98QTRI4/oH7/V7N2b+TVRc+2ZZ4hGjCB6+mmiQ4fs7z9c+vXDvPE9s8z4f8mSROPGpf+fKP19ffsa63PPHqJy5Yy1EYxRo4iGDiVatYooPt68dm+/nahePaKPPiJKScn8d1nXuV27iCpWtK+/p5/OuAeYNW+IiEaOVJ6v//sf0QMPGG9fFGrrt5XPiZUkJBA1aEBUrBhRXBxR9eqQF5o2tW8MdesSbdlCdOaMfX2qce0a1g8n8uefRC+/TDR/PlHVqqJHox1/ebVcOezP48YpP2cyobQWREVhDa9Vi2jpUqLatfG+9u2JpkwhOnIk/b07dxLt2OHK4UoUKkT09ttEn35qXR9q969yZaJNm4hu3cq8R7rIwcCBRK+9RlSihOiRZGbWLKKGDSHrmEFCAtGkSUQxMeL2aCL156VqVegUYmIyf8Zdy4zhKn5dHIEIxe+FC0TduxONH0+ULZu1fZlB8eJEx46FL1AEU+wmJhI1a0a0dSvRzZv43awZrk/bttgoP/iAqGBB7cpKl+BUrKhd8da3b+b3EmFjj48nqlOH6JVXcChQ4sYNohdfJPr2W6JSpfDa1q1EU6cSff65qV/LNNQEBlFzrUkToi++IKpfH8+hE9i9W/mAuGcPBEOPBwKhmYLh3r24d1YwbBgO96tXW7s/KI1f1nVu9277FL+JiVC6+8NM1KuXOQeKPXvU56uTUVu/r193zlriDzPRtm1E//xDlJQEhYfdB8rs2SGjzJ5tb79KXL3qTMXv2rVErVoRzZtHdPfdokejnUB5dd8+otOnYQyUncC1gAj/HzQICvjx4/F9Vq2CceOPPyDjRUWlKxhvv10u2UgmunUjWrgQBlEr8N0/H0py+/vvEw0e7Cp/ZWLvXsi7vXqJHokyEydCKW0mZcvCmUHUHk0U+nmR7ZwXCbiKXxdHoKT4LVbM2j67dyd6802iSpWs7ccssmUjypeP6OxZ/Z9VU+z6lL9KnoFE2Iyeew4KxVWroDi0wkswK1KsGFH//toUb2pKulatiHr0gPLn4YdxrxIScCD3p1MnKCyfew7/T0uDN8nw4UR33hl6rMGMBlahpCwRPddeeIHok0+InnqK6NQpcePQwrlzRNEKEoC/UJWQAIHQTMFw717zPRmZsUbNnk20ciVRgQLmth/I66/jt0xzT4krVzC2XLns6c+3T/gTFUW0ZIk57UfqIUBt/e7bF959f/8tZo0Nlw0bYIguUkTsOFq1Ipo2TewYiJyp+F2/nqhFC8zLe+8VPRp9BMqrRPh///7ixqQV/7UgNhZyfbFimMu+5z41Ffvo2rVYWx9+GAqrwYMhy91+u3VRF07nttswP6xS8CUkwLs8Z051uf2RR3BvnWCIyCq8/z6eD7tkJT3s3YvIlYcfNrfdnTvF6zcSEoi6diXKm1f5eZHxnOd4ROeacHHRQnw886VL6f8vXBj5R61i0SLkkElOtq4PK3jmGeY1a/R/LlROMD05CN2iAebQtCkKq5lJSgrztGnIj/vkk8gLPXEi80MPZZzr33yjvQq5yIJ+ss61ceOYq1aVt9DU8eMo2NeunfK9s/I6lilj7nXxelHos04d5suXzWs3GA0bMnfuLOfc82f9ejzndmF1rtqsWI18zRrmAgXErbHh0Ls387BhokeBtaFsWfGFebt1Y/7xR7Fj0MOGDcwlSoQnS8pApOTMDszD6fvJnZu5fn3m0aPV8/1OnIi6A9myMefMyZwnD/MLLzB/+y1yNael2ftdZCItDQVmV660pv1vvmHu1Sv4e37+GffQRTyrV0OGS00VPRJlPvyQ+bPPzG/3vfeYx4wxv129tGjBPHeu+t9lPec5FVfx6+II8uZNF1SSk5nz57eurytXoJzYuNG6PqyiY0cUEtGDx6NehdZXHMwtFmE/Vih+fXi9zL/8wnznnbiXI0emP1+HD6PAwfHj2tpy54YyI0ficHHhgvV9eTy4D3Fx+B1MIbR/P3O5ciiA5vusXULVrVtYu80qsJOWhjWvfn3m69fNaTMUS5Yw33ef/AdnjwfKm2zZQs8Js1CraF6qlHn3PCseAipWdE6BE68XhRVFK1t9fPwx86BBYsfQvj3z7Nlix6CV//7DuvHHH6JHEj6RIpPExyvL5SVK6G/r0iXmX3+FQvLBB5kLFWJ+/nkUyf7338xKLz0yhRNZsYL53nut2cebNIGcEIy0NObKlfG8uYgjLQ3zYNky0SPJjMeTXsS6UiXzn8EGDZh//93cNvVy6xbWIrOK1rmExk314CI9aWlw7/eFJZ8+TVS4sHX9ffABQradFt5GhAJv+/drf78vxYNSrqmoKFz7ESOInnzSDR2LJKKiiB5/HCGE779P9OuvCLGZPBnpTRo2JHr2WfWwYq8XeTWnTXML+qnRqRPCM595BiH3ZuIf9l2qVPA0Lf5s346cXl98QfTqq3jNinQOahw8SFSmjDkFdtLSiN54g+joUaKff0YIp9WkphK99x7WRKU0GbLgW9ePHsV1CjYnzEQtV21cHJ4DM/Iq2jlfZUGpYKSsa+yOHShAU7q06JGAl15CrnqR+TSdkuph61bkqp88mejRR0WPJnzU8uQ6TV71L9rmTzh5v++8E3Ld4MEomrRvHwqdnT1L1KULcuI3aoQc7YMHa5cpnErduvjOU6ea225qKlJwhHp+oqOJevYkGjLE3P5d9DFlCubBk0+KHklGfDLctm34/65d5j+DMqR6+P13opo1zSta5xIaiY8uLi7g0iWi3LnT/29lYbc//iBascJ5AqIPvYpfpZyMPpiJRo9GYY+vvsr8N7MK9rjYDzPRO+8gp+8XXxAtXkz0008oHrJkCdGYMZmF/h49oCSuWxeGl1at8LwUKRKZeTfNoEcPHKYefJCoWjVz8nMG5uM+fBiv++ffVspnuGEDUYMGuLcJCeH3b4Q9e8zJ75uSQtSmDYoSzpmDfHl2MG4ciuc88og9/YVL4LquNifMRi1X7Y4dKC757LN4Jsw2hEQ6TsptnJgobn1RolIlrA9btogbgxMUvzt2YK+aMIHoscdEj8YYgevQnXcSdezoyqv+5MqFug6DBkGOO3QIRs3r14kGDMB7lGQKJ+UaD8WQIajJkJRkXpv//os1R4shulUrKIkPHjSvfxft3LiBs35gQVoZUKqrY6YMl5SEZz1/fnPaC5eff06vLeNiD67i10V6lAq7WaH4TUqCt+O4cRBqnEiZMvoUv0pV0omwwSQmwqPu4kVrC/a42M/48RD0fQI+ETxHS5bEb6LMhfwmTMDfhgyBJ+GGDTAMfP21m3w/GJUrw1q/bVto75lbt1B07eBBKCr++gtK+dmziX78Edf6nXfw3mAebIHegL/9hsPwtGk47Ili714osYxw6xYiMuLi4K0TE2PO2EJx6RLRZ5/BG0p2lNZ1uzxElTxyo6JwyN26lSh7dhhBfvoJkQORpEiwCi2V4mVBNsUvEVHr1mKLvF29KmfRIB+7dsEoOG4cDLuRgP86tHYt0aJF2DucRMmSyq/Hx5vfV86cRE88QfTpp4gSCYQ5XXaJFE/gSpVgPCtTxrz9Z8UKRFVpIUcOos6dib780lifLuHx5ZcwdlWsKHokmbFahtuzR7zhmBnRpo0aiR1HVsNV/LpITWIivIT+/Td9Uz5xAiHqZtO/PzZsJ4e4lSmjz3qs5klUvXq6d4RIJYKL+WzZAoXv9OlQwvjo2ROK/lOnlD934wZCA++7L6OHpb93TbZs8AAOrGKclenfP7P3JRFR27ZQgJUqBat73rw40D30EA5TnTsTff450aRJRMuWIU3DxYtE58+H7tPfG3DBAnhyz58v3lN1715jHr83bsA7oHhxGC+yZTNvbKEYMADX0WcYkZUbN6AUD0QGD9FcuRBhsHw50cyZOHjLrEiQRSmdkEDUvDnWVrVK8TJw4AAUbaLDRwNp2RLzzesV0/+1a/J6/O7dCxl71CixRkErqVQJXsxjx4oeiT4CI+1CvW4WaucC32tWeSHaTWIiHFhOnTJv/9Gj+CUiat+eaO5cpNxwsY8TJxD9JqPxlMj6KB8Z0jxs20aUL581+hyXIIhOMuziooZaBe+EBObvvjO3r40bUdDtyhVz2xVB0aLaCx0FVg1WqpIeKYUynIYVxd2uXEGhoMDCEytWMFetikT7Ru73v/8y16xp7pidjlqF8Rw5mI8eRdEVPdWE1QpoBf4kJjJPn451bdcu676fFnyFYqKjmcuWDa9IxZUrzHXqMPfsaV6hMK3s2cNcsqT8+8OhQyhU8txzynunbIXQSpWSt2iZmvwhqshR5cqYhzIzdCjzBx+IHoUyTzzB/NtvYvouV4757FkxfQdj3z7m0qWZf/5Z9Eis59AhFEW7elX0SPQhopil2toXE6Msa8TFWT8mKzD7bJOUxFygAAqQ6+HDD5k/+SS8Pl3Co1075mHDRI9CHS1ncyN88gkKO4pk4EDmfv3EjiEr4nr8umjGbu8XtRw3q1aZm+ohJYWoXTt4PMjqlaGHMmXgeaMFn7dmTAy8OJU8iZQK9sgaZuqiDjNSmTRvntGzJykJnrxjxyL0zMj9vvtuouTk9IIELuqW+0qV4Ll65536PFfVCmiVKpXuwR0TA4/h994jWrlSrKenf05irxepaPR41SQmElWtiuu0ezfyJZtRHE4PPXviui9bJocHqBIrVxLVqYN7Pn++cq5d2TxET57M/Jos0SRW59jTw65dWCPMyI9tJTKmefDRqpW4dA8y5vg9dAhywJdfEjVuLHo01hMfT/T880TffCN6JPoQUcxSLVd7pUrKe+9dd1k/JitQi2YMtwjpmjVEDzygP/1Uly6IYLp+Pbx+XfSxaRPyWnfqJHok6mg5mxtBBo9fN7+vIERrnl2cgQjvFzVPueho5r//Nta2zwMtLo65cGHmxx83Z8wy8PLLzPPmaX9/UhJzoULB3yPC6yCrY7bH7+jRmOeB3qW9ezN36pTxNSP3e9gw5h49jI42clBbO408Q0r3J9BDwPcjykPRhxGvGjWvBzu/0/LlzPfcwzx7tlweoD68XuavvoIn9X//iR2LHnbsUN7jZfH4VZM/RHi3ffYZc9++9verh+PHmePj7ffG18qFC8xFiiCqxW7y5JHruhw+jPVi1izRI7GXU6eY8+ZlrlIFz3H16uLXbyehJssUKsS8fr3o0elHTTaJiWF+4QXmtWv1tffBB9iLw+Gtt5hHjAjvsy7a8XqZ69aFPOcE9ETw6qFqVewDojh5Um55IZJxFb8umhAR7l+0qPKhMC4OIdLhEii8yKIgMYt+/fQJHzt3MteqZd14XPTj8TDfcQfSAZhxOPn3X2yyJ05kfH3TJoR6mhnCfvIkc/HizCkp5rXpdOwwnMiaksWIAq1SJbGKwdRUXNfVq+W8vtevM7duzVyvnpyh5Ep4vUjVVKIE8/vvy5uSQob77TNQR0UhXYDMMsp33zG/+67oUQTn+eftT2uQlsacL5+9fQbi7+hQqRIU4NOmiR2TCGQwJDodJVnm998hX44fL3hwOlFTZM+aheejZk3mhx6CklCLPPvAA8xbtoQ3Fl/aFb1pIly04VsDY2KYb7uNec4c0SPSRoEC5p+lUlKwJ4lUuo4bx9yxo7j+szKu4tdFE2qH99hYa/obORKChNKmfPvtxhZCGQ50VjJlir4FdcEC5latrBuPiz7MPpxcusRcvjw8F/1JTWW+/35rDsING2JeudiHTB6K/oS73h46pJ7L2K7vNHYsc7Nm+Lds19eXz/e995xjZDl1CmvD00+nG6FkjSZRUwp06SK2f1mVVPXqQQEkM7NmMbdsaW+fV64gP7goIt3RQQ+RLvuL5NgxOJB06MB886bo0Wgn2P7j9WJNe/551EoYPpz58mXldi5ehLOSEWXaiy8yT54c/uddlHHaXupP3rzmK2j37BFXi8W/3kfp0s64B5GGm+PXRRPlyyu/npaG/ERHjhhr3z9/cLFiRMOGEW3YkDnP1IwZRP/7X3ouy3BQy+skQ15BM7jrLuTR1Mr+/cgL7CIHvtySPpjDzy3JTPTGG8hvGFhpeORI5IW1Ir/fK68QTZpkfrsu6lhdBThc1HJGP/OM+mf27SO6916iaAUJxa7vdPky0YABREOGEF27hj1IiSJFkLvYTvzz+Q4bZmw/tAKlegC//or8h/XrEy1ciOtGJCaHpRZy5sReWq1auvwxdizR8uWoB2A1MuUYDkZiIlGVKqhm37GjXHmvA2nUCDUirl4N7/Ph1LkQnd83cB4RyTmP7GDHjsiW/UVSrBjR6tWYW48/TnT8uOgRaSPY/hMVRVS7NtHcuURLluCsVKkSUY8e6Wde35pQsCBy9M6dG/5YevWCvBE4R12M4ZS9VAl/2dksROX3Daz3ceiQvnofLiYhWvPs4gx691a2mE2ZwjxkCMI2X36Zeft2vN8/tCxUqLqe3JT798PLyQiRbvU/fRphoVrp2pV5wgTLhuOiEzM9C0eOZH7yycx5fQ8dQjqGkyfNGXMgSUkIJ71wwZr2XTJjRS5hM8fm71UzahQiOlauzPzerVvT5/wLL4j7Tr164WfrVubKlZkTEpTHcs89CJ/+4QfrPZ2ckM9XbR7Gx+NayoxPbomNRZqdIUMyv+fMGcggn31mbaikbB7mSjjRk+qVV8Lzqgv3u+7ezfzgg2EN1RScMI+sJjWVuVs35pw5I1v2l4Xx47Heyx4BEA7nzzN/8QW+3yOPmL/+1avnRsuZjZPXwDx5zG9z8GDmQYPMbzcUka57cQqu4tclJF4v8333MQ8YoB4Sk5TEPGYMFI4PPKBvM/SldAj8iY/P/N4//mBu1MjY91ELfXNKzp9QeL3I3xOo7FPjueeYf/vN2jG5aKdEiczPQjib4z//4Bk6dSrj614v87PPIseSlbz9NvP331vbh0tGZA2bV2LTJqxTZcumGwg7dMB8z5mT+cABvM/3nXLkYM6Vy57vtH8/nsNvvsHvhQszjiXw+m7ezNy2Ld772WfWGDycks9XSbgnYq5WTfTIgqMnJP7SJeZHH4VhwCrlr9p1jIqSpyiVEw9yS5Zg/9NLON/V44FMHB0t7p458R6ZyaVLuN8tWyJvq6zG0Ujjn3+QHuHrryOzgNOtW+bJ6v4sXcpcp45pw3Rha9ZAPc5t4eL1WqP4ffVVMXuRkxXwkYSr+HUJyeLF2jeilBTkM1PaDIsVgyV46lQIWgsXwuNLLY9jVFTm9mfOZH7zTePfyf8AX706FNu9extvVxZq1IBXpxaqVEF+Lhcx+AsQd92Fom5GDycXL0Khtnp15r9Nncr8+OPWC+Pr1rlFA13UUYv0SEhQfn9yMgpdJCVZP7Znn8VYHnqI+cgR7Z87coS5e3fk+uvWzbyqyU7K5+tU4V7v4fD6deZnnoGxQquRVQ9qimiZPGudeK9TUiCLnj6t73N6v6ss3tAyR4JYzb59kG/790+Xd5xkHHU6Z84w163L3KYNlO5WK8rsxor1z+tF7lN/g3gkXCuRqNVNCffZt2ttT0mBzGs2Dz7IvGOH+e2GIqsbIWXBVfy6BMXrRTjLsmXaP6O2GWbLxtyjBwqPvf46vJeaNVN+r5rid/hw5k8/Ne3r/R/XrsFTedQo89sWQUIC84oVod/n9SJ5fFqa9WNyyYza4b5nz/APJ14vc9OmyqE8587BS2HPHrO+QfBxVKzIvGuX9X25OI9whMBGjfTtReEwZgzG0rVr+BW2L15k/vxzGEHbtIFHcLisWIF2pk4Nvw07capwH84h/tYtpCN56SVrqrH7lFRqyl/R17RyZTnHFYoGDWCc0aNYUfPALliQee9ebe8XdW188yh7dkRZZAVl5+rVWDcjJZLPqaSkIKpQBiOI2VjlSSqjkc/p1K2L9cAMg49da/uNG9inzMLnZESECCwtc8pMz2azFfAu4eEqfl2CsnIlvPb0eAfqXRTVUj2UKpX5vT17Whei7suNO3++Ne3bSY8eqEgfihMnoJxzEUO1auYLEMOHwxNNSZn/yiv25nb6/HPmDz+0rz8X5xCOou3rrxFebyb+gq0vdPPdd81p++ZNRLlUqsT89NNQ4gbbSwOF7FdflTufrxKDBzvTwzDcw1xqKnO7dswNG+KgZgWyetY+/LDz7nW4ihW1z7VujWf0iSdgnPFFJMh4zy5dQu79q1fFjcEOfvgBXpMbN4oeCbAjLFxmZDKCmIkV3vSReq1EkpaGKI/z581pz661/dIl5ZSX4RCOl7IVns0eD5zNYmLciAtRuIpfl6DUrcv866/6PqN3M1QL+VV6f+vW1ia+370bVsG//7auDzsYPVpb6oo//8SB1SV8tAr1168j/cHo0QgP9uXCNlOAWLsWBx6lHKDLlmF8VnimqXH0KAQXK0KhXZxNOAecHTtQTM0s9OR1NUJaGvPPPyMv7L33Ms+YkTllg9pYnFR4c+tW7J+DBjkvnNrIId7rRWqPxx9nvnLF/LHJogzw3+tKlmQuX5559mxn3Wsj17J3b+RcDPyuaWlwkmjVCorVzp3hRCDDPQvk9detz+8vCl8Rt/vvh1ODDMiS8kMkMhpBzMLs1CGRfK1E8fff5uVN9qUcU7pHZq/tZ8/qK9QeDLV9r3RpyKbz5mEuz54N+XTqVDhCWLGHPfdcZBZ+dArR5OKiwpo1RJcuETVooO9zCQlEHg9R9epEcXH4nZhI1LRp8PfXqIH316ih/v7jx4mKFtX9VTRTvjzRjBlEL7xAtH+/df1YzV13aRv//v1EZcpYP55IJTGRqFkzoq1biW7exO9mzYgmTSJauZLoyy+J2rQhqlKFqHRpoo8+wjWvU4do4kSiatWIoqIythkVRVShgv6xXLhA1Lo10eTJRPnzZ/zbjRtE77xDNHYsUUxM2F9XN8WL45latcq+Pl2cQb16ECV98z8qCv/v21f9MxUrEp07hx8z6NcvvV8fUVFE/fub076P6Giixo2J/viD6NtviWbOxHcZOZLo+vXgYxkxwtyxWMW+ffiO48cTffgh0aZNRElJ+K2298tEhQpEhQtjTdYit/gTFYW1/oknMK/Pnzd3bH37ZnxWiEI/K2YTuNcdOUK0Zw/mtuh7nZgIuTFnznT50Qczxvrzz3iut23L+Iz53rN7d+h+Chcm6tIl83eNjsa9nzoV7ZcrR3TrlvL6dv688jjt4q23iL7/3v5+rcD/vletSvTAA0QnTxL99htRkSLW9qf1/gWu6745YfYeIzPly2eWc4ki4+yRkGDu+qd0rcI9E7iAX34hatTIeDuHDxM99hhR5cr4v//aTkR0551EycnG+/GRkmLeeW3PHuV97/BhojlziObNI1q4kGjpUqLVq6H/OXEi/L0yGOfPE+XLZ6wNFwOI1jy7yMszz8jnvVG+vP6iHHrwebTExCAfWvHizgzP2r8fnmWh6NuXecQIy4cTsajl/YuJYW7SBPmo589H0SelEG+zQsXS0pD/dPBg5b/36sXcpYvur2cKU6ciz6mTyeqhmmYzfjxzhQrM33+v31vm1VfhkWAGIr1rdu9GodJixZg//pg5Nta5nj5HjqAw5bx5okcSPi+9hBBxo4wYwVy1KrwqzVwz/D3LKlZErlY7i7LK4nUciNoe2qgR0i8ULIj70aYN87BhzGXKhP89unbV7oHv9WI/zpsXfeTKlblPUZ6fNWsy//OP/f2aiVqEhFU5fbV67gbKCtmyOXddNwu1a1eggHIB4qyM2ryW7SzuJGrUYN65U99nAp/jnj2hD5g0Kf3v/rLr7NmQ5+rVQ4oGMzh82Lz9NZz926o9v2JF5lOnjLXhEj6u4tehWK2I+OcfCMuyFf3Kk8e6MTmhirZWkpOZ8+cPnZu5bVuEebiEhxmKIzNCxYYMQcoOpWfj339x2LUiBFkL168zFy7MfPmymP6N4oZqmsvIkai0Hm4obteu6eHWRvc+pfzydiuzTp1i7tMHhkaltaRYMX059u3m1CkI8k4pPqfErl1YI2/dMqe9jh2tXzO+/575ySftk9FkDUFWM74WL868YUN6zl0fRoytzz/PvGqV/jFevYrxiF5rfIwbx/zGG/b3ayZq9z0qyvwzkcejPP+jolCnwbc+BztDyHDfRaIk527YgPzYn30m31lTJP7XKi4OtTJcwuPIEaRL0CNDqT3HI0cG/5zXizRX1asjzZ1R9u5lvu8+4+0wh7fvWZHDmhnGWDtTDrpkxFX8OhCrFBH+yuQ77kCuLJm4cgU5Z6xCTZB0qrBWpgzzuXPB3/Pww8zbttkznkjD60U+P9Hz5M8/1e91Sgq8e/Tm6Tab11+Hl6cTkdXTzYkMHowcvWfOhPd5Myteq+WWF+VdM2WK8nerUYO5aVPmCxfsH1MoLlzA+MaMET0SY7z8MnKvm4Uda4bXy9y4MfNXX5nXZjBkXAfXr2eOjtavkA7X2Hr33cwHD4Y3VpkU51evQnYxyzNNBGrX02xDS7B9wveTJw+8V3PkUB+L68GpzIULiI5r0CD0eSUrMn8+au24hMeoUfp1GUb3ukmTcCbbulX3cDOwYwfzQw8Za8OfcPY932diYphvv934uuX1IgrGRRyu4teBWCGA21Xkxgi7djHXqmVd+8EESVm8W/Tw1FM4GAWjSBF4ZLroIzWV+Z13mCtXtsYiqpWzZ5Gcf+1a5b8PG8bcsqU9YwnG77+bV1zBbmQ6sIsm3EgTrxdpZWrVYr54Mfz+zdz71Ax9pUqFPz6j+KcaiovD+jJ/PvPAgUilsG6duLEFcuUK84MPYo1xMvv2wfP75k3z2rRrzTh9GkXWtmwxt10l1IwuVu91SmvO5s0oEFOlCu6dXQrp/PkzF2XUimyK83feYf72WzF9m4FdjhrB+vHvIzlZPV2Pr4J9XBzm7B13wNPVTR0FvF7moUOxx4UqrJ3V0m55vdhnly8XPRJn8uyzzCtW6PuMGfv30qVwVFu5Ul/f/mzezPzYY+F/3kxSU+E5vWuXsXYuXsSZ1UUcruLXIdy8ybxkCfJ0qgkhRg4VooVSLZv5ihXMCQnWjSHSPH7feot5+nT1v1+7xly0qH3jiRSuXYOnVcuWeC7NruqrlbQ05OH+8kvlvx84gPBSGXIpeb1I91CxovMEdtFroyyEG2ni9TL36MH8+OPG042YqVCTXaHv9TIvWwYDXuXKzO3aIe3DsGHiw2Jv3ED+1L59xY6D2bgi4PXXmb/5xtwx2blmLFiAcPPAlAZW0Ls3lFZ27XVqa06RIkgtkppqXThqIBcvQskcLnaNUytffglFpdP2Y2aMVSlNjxVreSiHEP/7p+W5NzNqJdL4808ohV5/XXlNz6ppt1asYH7gAblTPsnItWvMhQrpSyvgS5Noxvl/0yY4EnTtGp6MsmED0jnJwjffwGBoBDPTV7iEh6v4lZhjx5jHjkUYTMGCUDZ9/z1zpUrmHypEHoK1buaTJzN36mT9ONSUviKF9HAYMgSeYmps3cr86KP2jScSOHWK+f77md9/X7zy5bPPsDYoCYNeL3P9+sw//mj7sBRx8mFHlKebbOhRZvmUcbGxKEJ1993mRBZY7fErq0L/v/+YW7dm/t//MM6GDZknThTj+XTrFvrv1k38QdSoIuDQIXjM3rhhzbjsWjM6dsTh0mpeeMG64llKqD2j1atnfJ8dxtf//oPxygiijMRK43D6fmxXHt0yZdTPRoH3T4ty30n7jgh+/FF5bvboASWeVfdZdurVc3bxVBHMm8fcooX29x8/zvzII0itYZaRbsyY8NfatWvhsSwLV67AWez8+fDbWLeO+emnzRuTi35cxa9EpKYyr1nD/NFHOCiXKQNF56JFGb05rKj6KVIY0dr34MFQdlmJxwNvkuzZ4VFQqpR4IT1cPB7m115T/1t8PPLjOc3bQxS7diHUxcxckOHy228Ii1PL+zl5MoQX0YoZH04+7GzdijXhjjuQw8+Ja4EZqBkHc+TI6HXp88SyIm2QmV5zsnngaeHQIeZ3300PKbbb8yk1lfnFF5nbt5djbTG6rrz1lnrEhFH8ZQmr14zr1+EVvnSpdX1cuoSoDTs8i33I5JU/dy7zq6/a368VOHU/9nqZy5cPnnrBzLV8yxYYLvW0HUq5L9OclhG1yMu8edULoGaFa7duHQqup6aa12akp814/XWchbSwejVk13Hj8H+zjHRG1trffkNKI5no3h26mHBZsIC5VSvzxuOiH1fxK5gLFxCO36YNhOrHH0euox07gh+s/BNuE+G3kYX7gw/EHYK1CkLvvgsvJ6v59lso353Opk3K+YGc7O1hJ/5C0V134QDwyy+iR4W8jqVKqedvPnMGKR727rV3XMFw8mGnVSvmH37As2RHLk1ZUTuQ+fYgu9Lk+Pa+6GjmbNmM7X2yeODppUoV+zyf/L238+RBlIiZh08jGFlXjh3DOnntmnXjGzuWuVcv69r3599/sS9YVSBp/Hgo/O1EJgXl8OHMn35qf79W4JT9+NYtKLyGDkV0U+HCoT19ffl0ja7lhw8j7cCyZebuEzLNaRkJNjez+rVr0gRFYM0g0tNmpKUhNVao/dA/v/SGDeaPw8hau3w5c/Pm5o/JCAcOoJBltWrhGQx++om5c2frxucSmmhysRVmom3biAYPJqpTh6hKFaJFi4gaNybauZNo1SqiHj2IKlUiiopSbychgeiTT4hSUvD/lBSirVuJmjUjSkzUN6alS4mmTSMaOZKoenWiuDj8Tkwkato0/O+qlfLlM3/XqCiiChUyvnbiBFGxYtaP53//I7p+3fp+rKZMGaL9+zO/3q9fxuvNjP/372/f2GQnMRHP0tatRDdv4jqeP0+UnCx2XGlpRG3aEHXrRnT//crv6d6dqGNHorJl7R1bMJSecSKikiXtH4se9u0jWrOGqG1b3P+8eUWPSBx9+6avFUTpv4sUwb+Z1T/LTLR7tznj8O19Xi+eByN7X0IC0aZNRElJ+G3HfmcGSuu6mdfYh/86eOsW0cWLRH/+STR/vrn9hIvaulKmTOjPDhlC1KkT9nuryJOH6NIl69r35557iN5+m+jNN4M/i+EyZQr2HjsJXHOI8P++fe0dBxHRoUNEpUrZ368VFCmS+TUlmdturl7FeeSTT4ieeIKoeHGijz4iunYNz+revUTVqqmfjaKiiCpXNr6WX7hA1KAB0aBBRE8+ae4+obSPiprTMhLsPJjVr92AATi/+c79RvCdA317he+62nEtExOJatQgypkTv/XKbVra27gRckC+fOqfu3KF6IUXiFasIPr7b6KaNY2NQwk1GUXLWpuSQhQTY/6YjPDff0Rnz0KPdfOmftn7/Hmi/PmtHaNLCERrnrMCN24w//or89tvwyOjZk3mTz5B9VIjeULNsH6uWoUcd9u2hT8Oo2hNXfHII8zbt1s/nlmz7PdssYpChTKHZjrF20MksnoW9O/P3KyZejTA4sUYo55iBnag5l1QqBDzm2/Ci1lG3ngjvfBT0aLm5wJ1GoGeT08/Da/bYB5YVjw7sj6fdmHX95f9OgdbVzZvVv/cyZPwBjJabDAUy5YhL65dpKYiMqFjR3NDeI8cgewqIq+9/5qTNy/kaBE89xzCgZ3O3Lnw2LIrwi9YOPnJk8yzZyOa79574dHbtCnSr6xfryzHBKvFYYYce+MG88MPW5cChjl9TmfPjvotTok0sYNQKZj8C/tFReHfkeKlqoXWrVHrxyjBihZWq4Z1dsoUpJcyM62T2Z7Gau01b87ctm3GFGTx8enr0PDhqJfUt6+1EUxq43vyydD76c8/M7/8snVjCwejMmGfPoiqdhGHq/i1iEOHmL/7jrlBA2zsTZsiVO7ECfP6MKrA+/NP5hIlkBJAND5BiAjCvVIutVKlUFnZaiIpB02tWkgb4o/sh3kZkFE5vmIF8ttdupTxdf9Q7Bw5jOVfshKlcMmkJObPP4cSZsgQ5ps3RY8y4/WMiWGeNg2Cb548okemDzvyt124gGsUKs2D2UoFGZ9PO7ErP7HadY6JMbefcFm0COHYvnnuW1eWL4dss2CB8ufee495wADrxyeiKvf335sfwjt4MNKBiWbtWsg0IqheHXK9k5k6FSHNe/fak+ZGbZ164gnmsmVRx+SVV5BXc9cu7Qomj0d5bTIqx6akIJy+e/fw29DDhg3MderY05eTCDY3s3qqur17ocA06oQQLF3UgQMIyX/zTbyvRAkUSRs5EimF1BSlWmROtfNnxYrMe/bo/6lQQbm9YCnIfK99+KGxa6iVwPk8axZzQgL0HMGUznPmIE+xTBiVvd9+G+lNXcThKn51orawpaQgEXevXlgoy5VDleVly6xTZhhR4P39Nxbzf/6xZmzh4BPmYmKgwJo9O/1vXi9z7tz2FJRZvRrCXyTQujW8zf2xu+K4E1Gq5CxSOX7yJIS9jRszvq7mLe80IfjkSQg45cphHooqHKV2PadNg3LaKdiZv61rV+W+rCyM6Rqv7FHcqOV1lmGNuX4dyiO1vHw7dmA9GTky4+tnzuBZDjSgWcG+fcz33Wd9P/6oPRuVK0NO1YNP3o2KgtFR9D33eiFf2xH5Fdhvvnz6r59MjB0L5cqRI/b1qbZ+xMczHz9urG2zjV9eL3OHDswvvWSfZ3tKCryvZTB4OwV378c8HTYs/M+npjLfc4/25+f8eZwje/dGjv8CBZifeoq5Xz84pFy7pl3m9BWmVTpfPfig/p9QOb+DOSSInDPJySiU26aN+r4yfbq4CBd//PVeOXIYu5YvvmhtEVqX0LiKXx2oLWyPPILQwiefRPjAnj1ixxNK8PnvPyh916yxZZiaUAvf8m0a587BU8GOcZQti8JBkVDl9JNPmL/+OvPrvXrBg9FpRY3sYMcO/ZWcrSQ1FR4yo0Zl/lukCcH//gsPmMcfxzplN8GUJtWq2T+eUNy4AQ+Q336DcnroUChi77zTPkHX68W1KVnSvvXENV7ZQ7CwatFrTK9eCBEPxpkzkM86d4aXTfXqSE1SsKA9e/v58/bILf6oeeRERTHnz89cpAjSjTVuzPzWW0gfNH48vKc3b4as5fXKW/znyy/t88j0ceECPMudyvDhWKNPnrS3X6sjM8w0fvXvjzPcrVvmjE0LHg9zrlxQpkTCecNKbt1inj8fZzMr55QT8BUmvXw5vM9368bcsiU8SsN5fm7eZP7rL0TpPfccUrTkzBlc5kxOhme/zxPXLNlUTWbXovwVPWdSUhBd3LKlsvL3p5+Yu3Sxf1z+qDnDhHs2rlcvswOTi724il8dqFmvS5WyPlecGj7BJyYGHrGhHr6tW3FAly1Xmdq19W0GW7Yw165t7RhkPegYYeLEjBuHz3KXLRsOgE7+bmYSmC7hww/t8ajTwscfI8xKyQs2EkPefUqHsmWRa/vUKfv6VrueOXJAGR0Ks9IrpKXhe2/ciDxfo0cjN9ZrryGvbtWqGZU4zz0Hz4CBA5l//FFZuLZyXuzeDWPihQvWtK+Ex4M9z6wq7i7K2D2XtLB5MxRxWuSupCTIDiL29tRUPKd2EsoYeOMG8/79zL//zjxjBhSp772Hw2edOlh38+Qx/4BuFj6PbTsVdP/+C+Or0/B6sSfcd1/o6vZWILNh2n+vLl4c60m4irRw+1dSpGRFmVxNbkpLQx2a9u3T8z+XLCnvnLKT995j/vRT/Z8bO5b5gQfMrVfh9Sp7gvruTefOiL556SXUzDDTqSZYnv9QKchkmDOpqcjj27x55pzm48fjPotETTcTFxfe2fjuu52fMsnpuIpfHcisZDl3DgfvYCHSO3cixGrZMuvGoVfxcfUqlBpqC3SOHHjf4sU4mFiJzEJquPzxB3PDhvh3JCq2zUDm67JkCXJYqR1IInHO+khKQm7JYsWYv/gic5FCK1C7nnfdhZxcwdA6j65dg6J05UrmyZPxHbt0QdG+WrWwjufNi/tety4KVPTuDYHZ42Fet4756NHMHgL+a2/27PYLui++iHFbmVM4kAYN5IpciUQqV5br0JSaihDPefO0f6Z6dXHfIW9ee1PXmBEC7/Wqh+TKIO82awZvNTvwFZPKls0ZXpn++0CBAkjvYKdC0585c8xV8piFDCmyIll204PaetW4MZS89epBAear72JXfnvZOXsWsvHZs9o/s3Il0tiZWWvIR7C0UETMX32V/l6znWr826tWDRFvM2cqP+MyzpnUVOZ27WDY8Ddojh4N2V8kagr9cOWA4sWh93ERh6v41YHsG3W1asgpp8S+ffBMVit2YgZ6FGg7d8IKWKQIrLnlyilf2wIF8P7x460P75NZsR8uJ06gcimz/PNXFLJdl8DiYsGqS2cFIfjUKeY33oAn2pw51ipR1K5nz55Yp4KhJvjmyYMQ0kqVkEKkWDF4XDRtytypE/NnnzFPmoSCVDt3hhc9YnY4Vrj9B/Zr9UH6oYdwzVys4cAB5qJF5VpjvvsOz44eRO7t8fH2R4SZcbCWbV/0Z+FC5meftb4fp3llyqDQ9GfWLESnyBA55Y8MczsSzxvhoCY3FS2qrqCUJRpPNH37Mvfooe29e/bAqcCqFGrB0kLZ+WzNnw8nBN+YfPMkPt7auhNGSUtDMb3GjdNzfn/zDSI+RZCSglQe2bObu1bmySOuhosLcBW/OpBdydKpExSkgRw6BI+1uXOt7T+UMJWSgjHUqwdF7/Dhoa24efLAQ27AAGPJ7M0YvxPxeuFxlJamLmjGxprXn1mh7nYikwCu1/t4zx6ENAVWtfdvz2n3Q43//kO6hTp1EHprFT17plu54+KQS3TMGOb338/4vuRkjGPcOOTKVPN2iIlBEc3jx4NX8DWC2eFYZvRvx9pZsaK9qUCyEps24aA0Z448B+3jx+ExcuyYvs+J3Ntr1GA+fNj6fsxGZnk3NRVOAZUqWbu3OU0mlGm8N27Au3DzZvv7DoUMMp9M90okMtwLp3L5srb98OJFrJVW6wA8HnU52K77+cYbiKRzImlpzO+8g0i2pCQ4/QwYYP841q9HSoZWrZA6ziw54MYNOPu5iMVV/OrEdwDKlg1hKDIIwT7mzEFYsD9Hj0LJOmOG9f2rhQTExjIPGoRD5HPPIW2DUtVcpcPlG29A6fL22yheZCVqB53p063t12qqVME8UFMO5ciBxd1oxWqZUyYEQ2QYsNJYtBwG/HM1Fy2qfI2dej+C4fVCeC1XDqFRZherUbtmLVsiP5lPyXv//cjdWbs2iqlNnozUDKIOcqIPT6L6L1zYrYhuBatXwzto5UrRI8lIs2bwgtGLSCXm44/LqfzSgiwK/0Ds8sQVva7qRabx9u8PJYaMVKsmXuZT88426xlzitHfVYAbY+hQyKSB+EcO5srF3Lq1PeMReT/T0qAIF5HP3Cy8XhStrV8fnsuFC9v3DF+9ivNM2bLQ0/gwSw44ehQRIC5icRW/YTJpEnPHjqJHkZEzZxDO4OPkSXhE/fST9X3/8w8825QUi9mzI0/NwYP62x02DItNdDS8B6xe+AIXuOeeQ5i2EwQoNZ57Dgd5tcPviBHYYMqVw7wOVwGstuFXrix3aEdgLiiRnk1aDm5qIVU9e2ZsK5IF6ps3IfAWK4ZUCWbl/w2Vp6xrV+YpU5BeINB7V6RySfS9FnWQzpvX2vazIomJkCOs9KoPh59/hsElXK95UUrM55+Xr5iunZitgPJ6Ycy2Y70Tva7qpWJF8QpNZuYjR7A3y6qAadxYDpnPf00qXx4RjtWqGX9WtBr9ZVAOyxxZ4ARu3MB+7Z/mUWTKF5H3c/165kcftb4fq/F6cW63w7jp4+efUeCyVy/m69et6WPTJubHHrOmbRftuIrfMNmzh/mee0SPIiMeD6x7sbFQtpUoAQ81q1m8GH0NHKi82YTrbSxDfjU1paCZY7Ba+OrWDR69vr7UDr9btsCjqkIFKLf0HrDVlJZRUVDQVKuGQ/B77yFPY58+6Cs2NvT3tvIazZyJoloyeDZpOWgqeSj7fiZNQkG/0aPhDSyL949VnD7N3KEDUtnMmmXcwKA2h7Nl0zYnRCmX1NZKO/pPS2N+5BH7hf0bN+Dt7mIeY8ZAAaFWK0AUV6/C8GtVfkIree0160NsZSWYAurWLaRp2bGD+a+/mH/5BfvXiBHMn3yC1GWtWyOXb61amJcFCkA5prb/mb23iVxX9ZKainBuGZRoL70Unme+HSQmQoaaNk0Omc+HmecdNQN2wYI4E65ahbXe6rONVvwLKMpwL5zG6NFIgeY7I8XFiTVYiZKDP/kExZIjAbsiUU+cYG7enPm++6yXr1asCF0k28V6opiZyUU3zERFixLt3UuUK5fo0RAlJhI1a5b5dY+HKCHB/L769SPas4eoQAGi5GSiceOIVq8m+vFHoqgoouvX8fvTT4l69w6vnxo1iLZuxbX2ERVFVL060aZNJnwRA2MoXJioTx+iuDh9P7GxRNmypbflu29RUejD99vM+/bdd0QnTxINHKjt/Zs3477t3k308cdEL76YccxqBLtfGzcSHT9OdOAA0f79RAsX4rsHUq8e0ZNPEpUpQ3TXXfi9apW11+jRR4k++4yoTh3jbRkl8Dn2fdfERKKmTfFazpxEN28qfz4mhqh+faKqVYmmTSM6dkzs82MXW7YQdeuGtWjECKKaNcNrR20O33470c8/Ez32mCnDtYTERKK2bYlSU4kqVSLq2zd9zlhJ9+5Ehw4RtWqFNWb3bqIKFazv/8QJzPVt26zrI6vAjHs3bx7W5kKFRI8oI++9RxQdTTR0qOiR6Kd7d6y5r74qeiT2o7SeEuFe5s9PlCcPUd68+NHy79y5scfZJRsyE5UoARn/8GF71rVw+ewzyG4vvkg0YIB963Agf/5J9NZbuA/Zs9vXrxYOHCB6/HGi5cuJypcXPZqMmDmn4+KIbt3K/Hr27ERduxLt20e0eHFmOTIqiqhKFYzDbmbMIPr9d6JRo+zv2+nMmkXUokX6eUGNuDiipCT7xmU3995LNHUq5F+no3bOy56daN06rAsxMeG37/VCbzNwIFGPHkSdOmk75xth9mysvWPGWNuPSwhEa56dTOPG8uTAsyskTS2EpFAhVID0D+1auBCeGuF64cmQr0xtDNmzw2O1Rw94przxBnObNrCcNWqE9BCPPgorWtWqyJlTvDhzvnzwWMmdG94rMTHWW/UWLkSOUr1s3Ig5XqUKvGKV8jL7o8c7Rs0jIWdO5jvuyPhadLR112jDBrQjUyoKjwfzKzZW2VoezONXKSWEaO8fu/B6UdG3fHl42alVhA6G2jWrVIl561bzx2w2hQrBE9Yuhg2Dt6+dffrYtg19uxgjNRVpq+rWRbEY2di4ER79166JHkl49O/P/NVXokchBqtkOLv2tvXrmR94wNw2reCffxCme+GC2HGkpjLfey/zsmVix+GPf67TuDjm7t1Fj0iZ2FhznpWrVzPL0Eoys9qzSYS51Lw50mgtXow0glYzZQrOUi76CZWizG6PXxEcPQo5QaaznBHUPH4LFkS6BF+NkZ49se8FO+8ERswOHw7ZuVEjewvPjh7N/MEH9vXnooyr+DXA55+jaJkM2KUkVVMwV6+e+b1eLxKUh5vqQYb8alaOISXFPGEvGLt3IzdiuKxfjyqj1aqhgGAwBfD06VBahgrxCaZQHzoUB+Wvv2b+9lu8ZtU1euUV5vHjjbdjNnnzqgswajl+1YrA5csHA0NWCaG7dQsKyWLFkH5Gr1JSKUytShXm48etGK15XL2K72wXU6fiupw/b1+fPjweCPnR0c7Muy4LN28iv3vz5nIWyUtNZa5Zk3nBAtEjCZ9vvkEIalbESvnJjnDijh2Rlkpmrl1Dbl8ZnFB++IG5SRPRo0hHZK5TPWzapFwjRe+zcuAAnrnmzUMbRoI9m2fPMi9ZgjPuCy9gry1RAve2Xz+kZVGSh4ykZJs0CTUUXPQTTImfFZw+mJm//x5F0SKFUMbNlBTUYRg1ivnll1Gjp2RJyHPDhzOvXQuZTm0N7NHDfiX5wIE4m7mIxVX8GmD1auaGDUWPAtilJNWrYN66Fbn5wim+JIPHotVjsOO+3boF72KjrFvH/PTTGNvcucqbxoED2nJf6/neVl2j06ehKBPhrRiM1FQoa4PRs6d2we7hh53hrWo2Z86g2nGZMjA+GRFyihQxr4CcVWzZAg8Aq/A/1JUuDc8DO70F/MehtCbbeZiXoSiOUa5cYa5Xj/ntt8MvmGY1vsKjTmbyZObOnUWPQgxOypEbyK1byCEuwrAVCv/1J29eOZStly5BOShTfnAZnEdCsXAhrtunnxo7a6xaBcXPzJn4fyjDiN6zzYULMC4MG4YczhUq4Plo0ADRj716hb8vezyIiMyWzbn7qUjUPH59+X6zgtNHw4bMy5eLHoW51K+PZ1rrPTx3DkbyPn0QdVygAPNtt8nj/d2tG/OECfb365IRV/FrgOvXEVorQ2iBXUrScASpp55iLlw4vEOyqCTxdo3BrvtWsiQEczNYswb39J57UAnUN//1eOHp+d5WXaMBA+QMO7l0iblUqdDv0zIv09KgRE5ONnuUzmHLFghBjzwC73W9eL1IzyI7c+fCg90KZPKcEn2Yl0HxHA7+yqLKlWEQ6ddPDvlFiSNHoAwIJ2WLTPz6K3PbtqJHIQ6PB96MaqmLZCUxEcVuZUOmtdifHj2Ye/cWO4ZAZEgXF4zRo5EGbscO/D/cs8aoUVjP//1XX/9GzzZXrjD//jsMdEpFF7Xsy07dT2VCBicpkfh0MbduiR6Jubz+urHnIDWVOUcOedbAl1+GzsBFLK7i1yA1azLv2iV6FMAOJaneDcbMSrWRyPnzEJh8B3Kr7tsTTyBXopn88QfyQt53H/OHH+oX3vSkITB7bicnQxl+5IixdqzgyBHl1CnhcOCAXN4tovB6EZ5YoQKEj2PHtH3O40GObiL5PVG+/BL5RK1AtLLVH9GHeZmuhVZkVRYFo0kTKEaczp9/IpdeVqZgQecZH5s0Qc542ZBx/dm9mzk+HopAmVDzhCxd2v6xBEaJPPcc8kefOhV+m7duIarpkUeMtWMG4e7LMs5nJyKDk5Qo5s9HSpJIwwxFqUzPV4MGzH/9ZX+/LhmJFl1czuk8/DDRmjWiRwESElD9NSkJv62o5JuQQOTxoKJkXBx+Jyaq99WvHyqN+mDG//v3N39sTmTWLKJWrVCN2cr7dtddRPv3m9vmo48SrVhBNGwY0ddf4zXm9N+h7nNCAtGDDxKtXh36e5s9tz0e9F2ihLF2rODKFaI77jCnrc2b8YxmdaKiiBo1Itqyheiee3DvBwwgunFD/TOJiUTNmhFt347/b9mC/+fIgQrciYn2jD0xEf3lzBm83/37icqUsWYMe/akP9s+mFE53m7Kl8+4pxDh/xUq2NP/rl3yXAut+PZh/3HLvA/PnUt05gzRm2+KHolx8uQhunRJ9CjEkppqrAK53Zw9S7RhA9Gzz4oeSWZkWot9dO+OteT228WNQYm+fdNlUaL038xE77wTfP83E58ssXUr0c2bkCV+/pmoa1eiQoXCa/PsWaL69YlSUiCHh9uOWYS7L6vN5+3bic6fN3eMkYwd53/Z8MnGCQlE69bZJ5PbRUqK8X1TaQ1kxut2c/48Ub589vfrkhFX8WuQhx4iWrtW9CjsRc8GI6OQKhM//UT08svW93PXXUQHDljT9mOPEaWlZX5dy30+fJioZElrxqWET1Bo1Yro33/lFBTMVPxu2YLv6wJy5MBha9MmotOniapWJZo+PfMaRaSsLCOCMLZ1Kw5yVs+fwANjsH4PHLBO8Sta2eqPT5D1H4cdguy+fUStWyv/TdS10IqT9uErV6BIGjuWKDoCJNTcuYkuXhQ9CrEora8yM306UfPmciqrZVqLiYgWLYISsk0ba/vRagD1R81RZdcutHP//UT//Rde23pQM7wNHhxee1u2wOmoWTOiceOIYmPNGacRwlUwqc3n3LmJqlXDvPrtN7Rl9X1ycQ7+snFaGtGxY/bI5HaSnGx8D9LrrGclruJXEkS7HDudQ4dQ2dxFGZnCDGRjzx6EntuRY3HmTOb27a1rP5z77PWiMIldhYWckkts8WLmli2NteELK4yORlij0neMhAJVRtm2DfmqH3qI+e+/M/5NS6Vkq9exYEU7Au9XuXIoWGgFshVp8niQM9SOvKFHjzK/+SZCmTt0QIoYma6FFpy0D3fuLGfu9XC5cQNFkLIqycnmFJe1k5o19edLtQuZ1uJbt5grVkThXyuxSnZbtgxz02q50Mz0RB4PisHJWMjK40F9iuho7ftysPSBSUnMU6Yw16mDNdQJ8ruLPYiSaew8Nz33HHJoRwr58slbSDgrEcXsNFu8XDDDY3HrVlgoXTLis8oFWrtFWZxk4pNPYIH78EPr+9q4kahXL4SEWUHgffb9VrvPiYn4/tu3wwLZty8sk1ZSowae00Cvi+rV4QEqC7Nn4z59/314n1e7Fx5P+jXW8p6sAjPRwoVEPXrAA+izz4iKF1eeL4HExSHywSri4ohu3VL/u+9+paURFSxIdO5cZu8Zs+jShWjaNKLr1+Fd1revuDWcGZ4D586Z5xWamAjPrD174IXUtSvRtm1Ix9OtG1GRIogUCNzL4uOJhg+Xez/Tuz6LYv16eHht3gyvrkjAN1cvXBA9EjFcuYI99tAh0SPRxvbtRC+9hDlo1VpqlC5diKZORaoCEWuxb63csQPpHX74wVq5QW0v/t//EHUZG5vxJ0eOzK+pvd6tG7wF/TFbLixXDhEjRvrwepGeas4connzEMUnI/PmIY3Fjz9q/0xiIlKF7N6tPp8rVswcoSKj/O5iDzlzIgouECtlcrvPTQ0a4Jxcq5b5bdtNWhrS0Zw7J3okLhEQSCeWqCjki/z7b9EjkZPAMIO8eYneekuuw6YIvF6iKVOsD4/zYUWOX3/0hJP4Ns8dO/B/u8LmnRLufPmysVQPgWGFPgGlWzeiMWOIvvoK+e18f/N/jyw5P42E9On9bFQUUcOGCJ+sWRNCVr9+RL17ZwxdVPqcFeG1qalE8+djTF5v8HH77tfx41BWW6mouHmT6Jtv5Mghd/o0hEgzlb6BORjbtYNCYPt2pB744gvlcN3Tp6EQ1jpPtcxPs0Na/dfn7NlhJJBN6ZuaStShA9F330WO0pcIcyRHDoRtZkWSkpx1PydNQvotWZW+RJARvv9ezFrsv1ampiJ/tdXy286dygbYlBSsyx9+SNSpE9Err+BaPPkk0QMPQFlYtCiU08wwQhw7Btlz3TqiZcuITpzI3K6ZcuGiRek5vvWkQfDfA6pVI3rkEThw/PWXvEpfouAykxpa0gcePqzcl2zyu4s9iEh5o3a2surcZEaOX1m4eBH1DlwkQLTLcSTw5ZfMffuKHoUz2LYN6Q3S0kSPRCyrVzM/8YS9fRYogNA80YgK0XFKuPOXXzIPGBD+59XCCrNlY+7dG21nz25e6KGZeDwIqVcKZdUSUmVGSOi5c8ydOiFk8d13MW9iYtTDEc3i4EHmPn2QSuC555h//ZV59uzg6SayZ8fnVq5kfv5588aiRKVKzIcPW9uHFjwe5rvuQjipWaF2WtYGLak/Qs01LfPT6pQ0W7Yw33efOW2ZydChzK1bix6FNVSoYF0aFtk5eJD5nntEj0IbKSkIoz9xQvRI1PF6mYsXxz4lAqvlqMBQ6oQE/NuqPq38Pj/+iL1qxw58rxo18F1CpUEI3AN8P7NnGx+T1cyZw/zGG+a36xT53cWedAjBUoRYhZkpW7RQpw7z5s3WtG0nHg9koKiorJtWUCZcxa8JrFmDPJEu2nj2Web580WPQizt2jFPmGBvn/fdh7zColHbPGNjre1XTZiWLTdn377MX38d/ue1CMgyCtGBuQsDx1amDPPChcw//4x7NnMm89SpzJMmMf/wA/P336fngTPje23fzvzMM8wPPsi8di1zz57MOXKkC3q9eun/foHCcHIyvsszzyAX84ABzMeOZf6c0jMTFcWcPz9z5crpr02bxnzypP7vGoqzZ6GQFo1VSlEtAr1avuXAn9y5kU+9Wzfmjz9mHjyY+bvvME/j45Wfu3LlmP/5Bz9ly1r7bHq9mGuB80wkBw9CmSVSOWrlYbVWLeZdu8xrz0ls38788MOiRxEc372PiWG+/Xa5D6bbtiEHsSisVH6oyWhdu1qn5LFCgeT1Yi+/+27m48f1f15G+Uwrs2dbU09EhKIvK2HW/mdXLZW1ayGT+sZsda0HZnUZMFcu5vHjmS9dMre/hx6C0cjJOKW2TlbCVfyawM2b8KZ0k1ZrY8UK5tq1RY/Cfnwba2wsPPWmTLG3/xYtmBctsrdPJdSE2uzZ4fF45Yp1fft7XeTKBeWMbHTrZswooEVAllEJHkqxFh3N3KoV88svM7/+OgptdeyIQ2GPHvBmzpbN/EPpwoVQSgXOVz3Ci9o9yZePuWlTPJfB9o9Q9/S115gffRTXpXRpKIM7dWKeO5f5woXwv7uP+fOZX3rJeDtGsepArDb3/NtVe2YCf2Ji4PU0cSLzt98yf/EF1rWuXdXnZ3Q0c/36+ImOtk6x4qNBA+ZixcQWdvQ/aN5+O/Pbb9s/Bv+xWHU48Xjw/XLkyJreLhs2MD/5pOhRqOO0g+nw4djrRFGhgnnG1UCCre96PGb1YrRt/7WsWjU4AtWrx3z5cnjjsduz0ExmzoRsZgX+EWFRUfi3rM+pk9CyBnq9KLZ39iwMtVu2wOlt6VK8b9IkGLgLF7ZuffDnqafsP6+oFdYcMADGjiJFEKHg8eBaGeW++5j37TPejkicbMSKVFzFr0k89BAWQpfQeL0I/bO6ErBMqCkN7BRaPvwQigjRqAkZkyYxv/ceQi1HjYI3pJXs3AnB0WwrrVFef934vNBykPG9JzY2XVklkmCh9FoFherVrRE6q1UzJrwojYsIClqtBLunLVowL16c/v8DB+AF3aoVFHw1a8JjefFi5mvXtPfpo2dPPJOisepArLYmde6c+X2+e6DmhR1sTsjgja92eLFzL5JhP/RH7ZpXr26sXRmutWj++IO5cWPRo1BHzeiTJw/zBx9AZkpMZP77b3jJp6SEbtNK7/GGDeE8IYJr1zIq3pSMkEZwosJTbS2bOTP8Np2sLJkxg/mtt6xp211PrUFtDYyNhdND3rz4KVqUuXx55nvvRRqChg0he77+OtKi9eljTxq533/HGLxe89rUgi9aqlw5ZTn85k3mefOYX3wRCvB27ZiXLw/fKbBGDTnSqxnBiWt6pOMqfk3ivfcQauyijalTmV94QfQoMmOVwC6DIDd+vDwersGUWAcOMLdsiZyi8+ZBIal0T8y4Vx9+CIFFJl54gXnZMnv7rFcPeadFEsrjN1ROvOrV04VOsw+lRoUXX47gwJ+YGGPj8hEsjYvXi3CxkSPhXVyoELyDP/mE+bffIKyGQhbDppXraOCaNHYs8jz/+af6+/XONT3e+IGHW7O8W4waMcxAhv3Qn2BGp7ffRg7tcA5vsn1PESxdioOwrKjd+5gYGLs++oj51VfhjV+lCqI0ihTBmtukCebHwIGI0lm6FB65Ss+4GbLkrVuILjTDm0wr/nJW7tzIJW+V9221avqNaaKx4hmXMSJLK9OmMb/zjjVtu+upNQTb/x58ECmrli7VFo1p9T3yepkfeww1MOzm77+110e4fBlRX/Xrw5mpWzdEv+hRVleuLHe+eS34p6Jzn1k5cBW/JjFnDvMrr4gehXNIToblbP9+0SNJx8qQPxmsXqtW4aDiFNavT980Au9Jz57m3Kvr16EI81lwZQjFffppfHc7GT+e+c037e0zELUcv6VKhVcIJSbGvEOpUWHW6udfT+HG1FTmjRuZhwxBbuECBRA29/nnmHf+Ci6Ph7lqVYxVhmfD7gPx+vXwcDt4UH08ehUgWj4zZw6MGLGx5s3hPXvgwah2wLNzL5JhP/RH7fmuUgUGgKeegue8XiWwbN9TBPPmyS0bh7O2X7/OvHcvjKVTp2It7doVRtvbblO+5/Hxxsf6229QJNiFnZ75Xi9z3br6jWmisTIKxbdP5MyJor9OYOpUpOCyArVrHRUFQ/bOnenvtaPAWKQQLOJl3TrmYcNg8ClcGNFj776LXM5K9SSsNlwvXw5ltN3evswwAI4fr/9zJ0+ibssDDyBVTr9+2D9CUbYsUms4lcOHITc5bU2PdFzFr0kcPw7lkYt2vvoKeShlwUpLpQyW6iNHoMRxEmpeoNmzm3M9ZQwdE1EI6OJFeDFpVR5axQ8/QGGrR5Fmx7NltLCIlR6/Fy8aUyrcugWv1n794ElRsCDzc88hb7BVhjAj+B+Iy5eH4tpK4XjmTHiihZuvMRwOH4bS0ShXr8ITsXZtXKvPP0ckhei9SIb90B8th9WzZ0MrgQOVDfnyKSspspK3y/Tp1oV+m4HZRaOCec8ZXTv79GEeOtRYG3qw8zkdPpz5iSew3lqVy9cK7LhGgwcjOs0JTJ6cOUWSWahd64oV4XVftSque5s2csousqJ1DfR6oVwfNw61NsqUgXLSpxDdvRvv8Xgg25ppuPb1/9BD8D62m/PncUYKJ1WaP3v3QtauUAGK4BEj1Asyx8fbK3eaya5dmB/Tplmbn91FP67i1yT8FzrXuqiNK1eQM+jcOXFjSE2FJ9ScOeqFd2Jjjfcze7Z4q1daGvI0ibCUhkuwQ5SaIu3gQeXvqOQBIEPYcyCiwnuef57555/t79efCRP0Fwaxy6vOiPBi5eFw40YcmM3i+nWkGilQwBlKq2HDmO+/31rvnk8/RT47uwq4zp+Pw2s4eL3Mf/2FvHuFC0OB/8cf6WuiDNXRZRiDP2lpkEUqVND2fCspgT/9NON3UVIki/6eIvjxR+bu3UWPIjhmHkzV8rkTGV87a9Vi3rTJWBt6sGtvXbQIhimRZ4FwmTDB+mf8wAFcHyfI7j/9xNylizVta9k3tm6F8doJsotMhLsGHj8OY03nzqjdU6QIUooRITWCmbVaFi6EEVvEczB8uLnz2utF6ofu3ZEK4qmnkBrCX9FbtCjzjRvm9WkX//7LXLKkmHQcLqFxFb8mIKPXoFPo1QuWWjs4fx6hed98w/zGG7C25cuH0JXXXsMiq+Zd2rYtCiNpKeyhxMCB6E+01atiRWflDFJTmMXFKb+eLx+s/sWKMTdrBq/ydesgmCgJjGo/IkNxixc3blUOh1mzkFtZJC++iNBgPcjmPaiEWhoLM9aA2bOxnpmNU8LU1YxqZu6/Xi+KmLz3nnltBuPTT6HQ1sPJk/AMq1iR+eGH4YGjlpNPBg8M/zFUrw7vkAUL7B8HM/b2J58M77M+JXCuXMrKhvh48ddaJN9+izy5WQW1td7o2umLyklLM22oIbFjb925E4qP7dvNa9NOXnoJ5wOrn/GaNe1V+ofLxIlIe2IVWvYukbJLVk8xcfky8y+/4Ho//jhz/vyoIdK3LxwKrl4Nr12vF/l1RdQi8XohV+3YYU37qako2NmuHYz1L7zAPHcu8x13hK9zEMXvv2M9F10zxkUdV/FrAk5QPMjKsWNYJLQUq9C6oSYnM2/bhhCD3r2ZGzSAMi0+HtWlP/oIisCdOzMuqmrW5GnTkLeqQQMoFLt0Qe5HrVbHlSuRBuTiRW3vt5IGDdSLFcmI2j3p1Su45f/iRXiRfPwx8sYpeXNHRcGbW7ZnN08eMRbtadPS84qKEFhTUpBvWUsBCX9k8x5UQk0ZYMY1/uIL5s8+M95OIE7Z1+wa540b8Cz+4Qdz2/XHt8dFR0MRGmp+JCfDUNK4Mfa4Xr0y5jl0Ch4P9sioKBju7F57GjSAl7URnGIosZuhQ+0z7stCfLx5Hoe+NSEmBsXV7Hw2rM7Xef48vOyd6hk2bx72BDuUM1984QwDyoQJ4otIV6woxuPXyjoxdmGG4vr0aTzXzEgltnYt9oHnnoOMf999MA54PMynTmlrc948KJBFsGIFlNh2kJSE65KQgLnzxhuoz2OnwS9cFiyAp++GDaJH4hIMV/FrAmoCf7ZsSMi/aBHzoUPOeHBF8PLLoQ/Tahvq+PHI9zNsGNq5+254fT70EELGv/sOYa5ala6hrMmnTzOPHImQu/Ll4ZkVLEn7yZM4BMiyEHbuzDxpkuhR6EPtnujxWouNVX5GfblXZVEa+tJx2I0MUQt//gklfTh4PCgCly1b5jkig/eFlcrJN9+EIctsnKBQZ7ZX4Xb8OIqSWuHNoOfQuH07c48eMET6UrQ4zTPEh50FpJTYuxdKdqNpPJxiKLGb/v2dU5jKLMxaO0Uqknx7JxHkJ7OKpfrajY2Fl3zbtqYM13YuXIBsv3WrPf3t3++MdA/jx9sXGaPEunXpaarsll3U9oCSJSEz7N/PfPOm9va0yK9myrhmrTe7duGMrERaGjxnx4zBs1+6NIy+7dohLdCePZnneFoa1p41a8L6WoZp3twaGTsU0dF4nurVwxzq0QNpFPzTdslwvmFmnjED99KJjgdZDVfxawJqi318PJJ4t2iBXKL58sHS1bYtiqzMn49FTu3AIdNDbSWbNyOvaTDFuFqRrxw5ENLfrx9CI/bvt0/Bvm8fDjW+JO3ffAPFsI/UVFgJR42yZzxaGDEC1W+zGsEO5TKEPfu4csWc6t96kUFp8dFHxgrXjB0Lj0cfMnlfWKmcrFeP+Z9/jLejhEzPhhp2z92NGyGE79tnbruhvsfly5jjtWphvxw2TLu3jMyIXnu6dtWfVkMJpxhK7MTjQb7N7NkjW4ZVwuNhvusuHN7DXTtFPRtW7Z2ijTxm8uqrkP/t5N57cV6SmR9+gIJKBDNmQH5es0aM7KLmYJItG3OTJkjXUagQfu69Fx6wHTtCHzBlSkblsJZn0Ohz6vXCw/T8eUTfVqhgznqzdi3zs89qf/+xY7h3nTrBeatoUZzrhw+HbDttmr72zOTECURTiSh87e8EdPw4UhfWrIkCvS1bmr9Gh6tzGjMGc+fQofD7drGPKGZmcjFEYiJRs2ZEUVFYKn2/ExOJmjZNf19qKtHBg0Q7dhDt3Jn+++BBoqJFiSpXxk+lSkTHjxN165a5TY+HKCFB3He1imeeIercmahhQ+W/58xJdPNm5tfj4oiSkqwdWyiYiTZuJJo6lWjOHKKqVYnatCHasIHo1CmiadNw/2Tg11+JZswgmjJF9EjsReszKppjx4gaNCDassWe/vbuJZo5k+iTT3A9ArHz+apZk+inn4iqVAnv84MGYbzvvYf/16hBtHVrxu8VFUVUvTrRpk2Gh6sLK8dSpgzWnzx5jLXjVAKfbf/XrXq2PR48M2vWEN15pzltqu1xOXIQtWxJtHQp0XPPEbVrR/TAA/LsKUZR+95RUUSxsUTlyxP17WuN3HPtGlGFCkTbtpnz/CQmEvXvT7R7N9rt21eu/cVOfM+lj0iXYZVYsoRo4kSi6dPD+7woudeq/UqmPdkIixcTffAB0fr1RDEx9vX7xRdE168TDRhgX596GTeOaN8+osGD7euTGddkzhyin38mKlXKvr59nD1LFB+f+blUmt+3buGMf+wY0dGj+B3473PniNLSMveTPz/Ryy8TZctGNGkS0Zkzmd+TNy9R/fpEN25gPDdupP/4/u/14r1xcVhnbrsN+6AZ54BFi3DGnDpV+2f8uXyZaO1aoj//JFq9muivv4hy5ybq2pWodm2iBx8k+t//wmtbLwMGYA0eNMie/nwwE+XLR3ThQua/7d5NVKdO5nsfFQX9g9bzY2IiUb9+RHv2EBUqRHT4sH6d0+DB2N+WLEEbLg5AtOY5UjBiXUxLg6Vk0SKExL3+OvNtt2W2GkZy2OCyZcFz6ChVSpbxeqSkIPVEoUIYY+PGyHtjZmVTI2zfjjQYWREneC9u3878yCPW9nHoEIpA3XsvcqH17YsQQpFed76UKEbCGLt0QUVpHzLl3FTzdDI6B5OTUTwjq+P/bN9+u7XFZXwMHMj89NPmpVhQi2r53/8wr69fN6cf2ShSRPk59V+HrPIKHDUKqVJczEe0J7cM/PKLsVQGoq6hVXunmkekk/JgX76MkOZ//7W/7717IbPJnO5hzBjUVrGLpCQU2Hv2WdwbEezdC4/HN94wL+ojWHq6CROYx41DJIXae5YsQaGtDRuQWuHgQUSkXr2qHmVs1nozdSo8mc1g8mTc2zVrcG5p3BhRJPffz9y9O66tf6StmaSk4FwiwpM1ORkpS9RQW6OJUDepbl3INkOHIhp627aMtZTUziRa773Xi+f84YflqF/koh1X8SspMikt7MDrxQKjFrI8eLB5G6pV+Ocui4lB+M6MGdioihZFGMvatWKFths3UDXURU70hkhp5fhxpPmoVQvhpx98gArR/rmiRD5fEycaV8C0bMm8eHH6/ytUUF5DRSke/JWTcXEI4zKaxmffPoR+uaSzbRtytt64YW0/Xi9z69YwOJjBjBnK81WmPc5MfAeH8uWNHUCM9F+pEvOWLea26wKymgyrRGIicleGi9q+/NVX5o1RCTUjVJUq4bd58yaK0znBgSMYHTqILbJ299325RUOh9GjIV/awalTcGR5911xOe7XrkXqp3nz8H+zHEy0KGHNNgypKQPj4/XJqt9+y9ynT3hj8CclBfJBYHqTtDTIed9/z9ymDep7VKgAp7kJEyAXm3HOnj+fuVEj4+2Ew/Xr0BuoEezeX7oEhf+MGcwDBjC/8goUtIULpyuF8+YNbnD3/cTGpvfpr+PImxd9Xbtm8YVwMR1X8SspWdFbYvJk5ENWonFjWPdk9dgMlWvp7Fl4Fz3yCHPZsswff4wE+CLGmT07Fu6slnPPCSxZov4M6OX0aRQ3rFMHgtt778GwoiYQifSIbtECVmkj1K0L63b16sj9nS2b8jMpupiMmYX0li5lfuEF88fodJ56CkKu1fnxk5JgTBk9Ovw2Nm2C8rhoUQjnZcpgfa5WDZ4tO3aYN15ZSEmBd9Qzz+Dg4L/2qCmAzVYYLlvG/MQT5rbpko5PoZ+VZNhAZs6EotAIgftyv35QdBw8aMIAg/SptHfmyweZQm8hxEuXsD8//bT8DhzBWLECym89BbrMZtAguet0jBplj2J861Y4MRjZe40ybx6UvmvXmt+2FmcMKxw2/NebkiWDn2vVGDDAnIKe48czv/iitvcePco8fTo8jatXhzzVvDnz11+jLkM4hoFnnkHErgguXcI6r0a49/7SJVwPX2HzUD8xMchP3aePslHA1SE4D1fxKymiPfBEkJwMBVWgQLtxI4rZGK26bSV6FPUHDkB4q1QJxf6GD0eou9WYqXBysYbZs5nbtw//8+fPo7jGk0+iIEHnzsx//WVfwcNwSElBapQrV4y1U6KE8prp81aoUQPGpWrVUEhDFGYa9UaPZn7/fdOH6GjsXudOnYKydsUK7Z+5cAFeMffei/nw9dfM585lft+UKeKKmlhFUhJz06YIz1UqmGKX0fu55yJbnhLJ9u0IU81qMmwgU6Yg0stsZs1CyP+ZM+a37UPJEHzkCJQp99yjXdl1/Dg+P2gQjM5OSLnlj7+XW44czF98IXY8e/bg7GA2ZhUTN8vbMxgLFkDeW7rU2n6C8e23MG7t3WtdH1qeFSufp3D34u7dmX/8Mbw+A5+3r78Or52LF5kXLoT3ee3aSIn21FMoyLhypXrqLF//OXLgZ/bs8Po3ytmzzOXKBX+PkXuvFtURKDfPno12c+VyDbmRgqv4lRjfQ03kDAHJDIYORdiOP02aoKqnzIQT1uj1Ik/Ye+9BiHnqKeZJk9IVYGYJYj6yohe50xg/HvNBD5cvIwdogwawcnfowLxqldyGEn/++sscz7ts2bTN7yNHkKNv+XLjfYaDmSHQPXsyjx1r/hidjIh1btMmrOG7d6u/Jy0NB9WWLZHXtmNHGDWDhSSmpTE/8EDGFCZO5vJlPOudO6sbo+wweh84gDVAVHhwJLN9O4xtS5Y4T8lnNhMmMHfrZk3bI0ciz+XVq9a0H4wlS9JDq4Mpn3fsgFfmhAm2Dc1U1ELflWRxs+X1YNSogVB3swgVsaiHb75BFJIV18LrRcqy8uWZd+40p029pKVB7nrwQWsNLzIQrqz66qvhRfDped70cvMm859/wnDTqBGiqR58EOetuXOhaLWyf70cPw6HN6tQe+ZLlVLeryMhP7sLcBW/kpPVQvMvXYLy6sIF/P/ff2Hdll2JZVTZkJoKRdRrryFE+ZFHzBPEfLg59+Rn+HBYpENx7RryNz3/PObLa6/hMCZLEUE9fPwx85AhxtpITVW3XCvN7y1boKjbtMlYv3rxetM94cxQTCYkiFNgy4qodW7+fOZixRAK7H/gPXgQobmlSsG4N316xiIbofjrL7TpdCXl6dPwcO7fP3T+PasVhj16iPfci0T8lb5ZHY8HUTfZslknu/fpg/QJIvb9mzeZP/sM33H0aOzB/srPu+5CaohFi+wfm1moyfXVqmV8n5mKUy0MHIiivGZhprG0XTtrrkVyMvNbb8F78+xZY22Fy82bMNw2aRK5xVb9CXdeNGnC/Ntv9vUXDmlpSBcyejRqNcTHKys3RTlHHTpkfb9a5axTp9S9gl3HMefhKn4lJquG5r/3HgqjMUOxNXWq2PFoQe1ehXNgvXEjPbeSmYus1ZuqnR4Pkcqnn8KjQYmkJMynF19EaoTWrVE1XClc2kncd5+xAkseDyzjegWTlSuhhK1Y0Z45m5bG/M476VEcZng03n23tbkenYioyAa1PaBQIeTlNFIZukUL5E50KgcP4jmT4TtcuwaPa6XUGi7h4yp907FLEej1Ild2mzbi0jkdOoTULWXKyOMtZxZqRkQi5jx5YMy77z7m22+3Vymye7e53oA5cphnLC1a1PxrcfEi0pe9+qq9+ZX9zzRVquCad+wovyOSWYR7rq1TJzyZXrRXqej+/dm7FxEdotm9W3kOZMXUTZGCq/iVmKwamn/kCBSff/+Nw6JTNlmPBwJgjhzGvZSs8FozUzmt1rZdHg+RiMeDPFTZs6crIW/dYv71VxzsChVCCJ3HA+NAJHD6NDxvw63AqxaapWV+22lYS03FoaVJExxcjHo0+g4kRPA+cp+zdKxc54Khtl9Xr2687UOH4Fl38aLxtuzA/8BcvjwMLDNnih4VGDMGIeouxlC6x2YqfZ1sSLZTdk9JQb7qHj3Mb1sPpUtHnkdYsPvo9SJCcd8+cxWnesa2fXv4n79xg3niRBQnVSuqGRuLIl16PGyzZ1c3wg8dynz4sL5x7t2LqM8vvghfTgwHNdlyzhz7xiADtWtD9tAjq1arhmJrwQhUqr/wgvLcsXMNkUnnsmMHiv3aTWDUhs95wRfRkZVTN0UKruJXYrJyaH6bNviukyeLHok+nn6aef164+1YtQHVqZOx2JVZC7dMG6YTUVNW5c4NZeH06WJy+VmJxwOlr5FQWLUCBb65F2x+q302Pj7cb6RMcjK8tF96yZyQXNfIEpxFi2A4rFbNXgHV6v36ww/15/8WgUx58gLxejEv7E7xEmlYfY+dvsbZLbvfuIH0YMOGWdO+FiLxvKI137gI+XfAAESS6GX3buSdLlqUuW1bpBKaM0f5e37zDQp1FS2KqJPly0N7lhcpoiyPlS/P3Ls3lEm1aiGt2bFjGT8baOwZMAAyoggFk3umQS78+Hj9UYXFiyOyRg21/aNjR23Pm1XYUV9AK5s3Mz/2mL19yiy7uZiHq/iVGJ9HV1bceH76Cd/XaTlLzVL8qi3ARjYgrxdClBUhrmpCf7ZsEBbtDM9yImpCZtWqokdmDWZ52xo5bAYL4zRL0ElKYm7cGB6GZkUuuAcSdS5cQPjtv//a37fV9+XKFSi0rawibgYyz89Vq+DB5GIMq+7xyZPMCxYgb72TZV8Rz8D585AXRDlLyPzcG0GLl1vPnspyRK9e1o1r1y7t8mFyMvPs2cx160IBO2xY5nNAsO958yacD+rWZS5bFqn4Tp5U7uvll5VlO197Xi/OSO+9B6Vi7drM336LwsZKSrehQ3VeGJOIREOGXt55h/mrr/R/Lm/e4N7ZwdYK0V6lovv38c8/SG9iJ5G6hrtkxFX8SkyrVvJYn+ymeXN814ULRY9EH2YpfpkzbkD/+1941n1/9uwxJ+xYCbUNo1gx5oYNUUG1cWPm775j3r8/8+edHNZpBiJCBUViloBhpB0lw5rvxwyF+7VrENy6dDE3/6J7IFGnVSt4CYnADm+RH35A3nuZkXl+Nm3KPGuW6FE4H6P32OtF3mePh/mjj5gbNIBXYbly8CxUCxeXYQ5pQVS6maNHkWtXREE1mbzl7EZNlrBaYVKtGvPOnep/P3wYz1eJEszNmmnz2A3F3r3M778Pr86mTTHX/I3abdsy58qVPgfi49XnQFoa85o1zO++Kz7MP5CsrgQ7dQrnN72RhsnJOO8FQ2YZQRbWrMG+aCfufckaRJOLlPz6K9G//xL99BNR9epEcXH4nZhI1LSp6NFZy7ZtRFu24BoMG2ZdP4mJRDVqEOXMid+JicFft5uEBKJNm4iSkogmTSL67z9j7a1aRfTEE6YMLRN9+2KL8BEVhf+PHIn7ePgwUZcuRPv3EzVuTFS+PP6/cCHR9OlEzZoRbd1KdPMmfjdrJu6620lSEtF77+HfUVEZ/xYVRVShgv1jsoM9ezLOFyL8f/dufe345p3v2vnmXd++2j6rxrZtRFWqEL3yCubw2rVEN24Eb89/3ahalei++4juv59oxAiiaBN32vLlM88VIqLbbydKTjavH6cxZw7Rvn1EvXuL6T8hgcjjsXa/fvVVokOHsJbLSqFCmV+TYS07fBgy1fPPix1HJKC2Bind+7Q0op07iaZNI+rRg6hePbyvSROin38mKlgQz+zOndgXZswgqlzZ2fthQgLRrFlE2bLZK7sXLw55q0MHovXrre0rEDvWP1nZs0f5db3yjF6qVCF6/PGMZ5W0NMjVjRsT1alDFBtLtG4d9sd69YzLImXLEn3xBdGBA0Rt2hB9/TVRuXJE/fsTjRtHNHky0bVr6e8/fDizrOcjOprooYcgI2XLlvnv4ciEZhEoW/rGo0W2jARGjCB64w2iXLn0fe7iRaI8eYK/R2n/cNL6bgcpKUQxMfb26d6XLIJozbMLCCyUkS9fcEtuJPPCC8wTJqTn49u40fw+1LwTfCFb4eaWM9Pj15+UFIQwHzwYfhsvvcQ8b55pQ8qEx8N8553MMTGhQ2QOH2YeO5Y5IQHpIGSy9NvFunUoWtGlC/PUqWI8hERhpjeFkdCs+Hj1uXfkCNr68EPm+vXhxVC9OnO7dsyjRuE596UwsTM3ltra9eSTzDVrIgQ0q3HyJLyassKeuWoV8913y1n0NNDT0f9H9Fr2/vvMgwaJHUOkEOw+Dx0Kz/SOHZkfegiy7AMPMHfogMJ669cjBY6e9p24H+7bx3zvvWL6XrMGaWF27xbTf1ZDhHeo2jNSsCDzs88yz5+Pc4MdHDzI/PHHkP3DleVl9LD1ly3vvBO5kSMZnx4iNhYe2BMn6m9j1y7kcA7VT1aNDtDK8uWIfLYT975kDVzFrwS4CbXT2bYN4X4+gWXiRITvmo1aYSejSkirFL/MzJ99BsV0OHi9CNu5cMHcMQXSqBHzn3/q+0xsbNYKL7l5E0UuypaFEseHxwPBOTY28iumylIxWY+g4/Wi2MWsWcjdV7cuKtnfey9ymtl5aFFTdvsK5o0bZ28FbCMYTfPi9SKNzIgR1oxPRp5/HjkRZUNtXy1VSuy4btzA/nfmjNhxRBJKRjMipKXq2pV50iTmrVvDVz55PFhXtRiSZWTRIuaWLcX1/+uvkDHGjcvaabTswIqaHKFQW2srVbKuz1AYkeVlVzr98QcMWZGKWXqINWtgeNDSX40aSHOXM6e7LgWycCGctexGlhzHLtbhKn4lQEZLpyhatGD+8cf0/9+6hQPG4cPm9hOssJMRJaSVit+zZ5nz5EH+Ub1C/M6d9nif1Kun30M7kud/oFJryBDcv7feQrGmQPLkcY7Czij+Akb16syPPgovMbu/vxFBJy0NubOVPF1EGS+OHmV+4gnk9Dt/3v7+9aB22NNzCJgwAd/XzDzKsrN3Lzz6lNYQkciaI278eOZXXhE7hkjDjnv99tvMM2aY156dfP01vCBF0rGj8fXVRRv+ckTlyjA0TZhgXX8yrrVGC5LLrHTyehFp888/okdiDWadwxYs0O+sVasW8++/6/tMpDN/viuzuFiDm+NXAszKd+lUfLkxY2OJ5s4l+t//0v+WIwfRO+8g35CZqOWoU0OGHDe//478Sdu368+Fu2oVcoFZTVIS8o3pQS1P6333ZX4unERiYsbcxVu2EPXqhVx4o0cjJ6s/vu+qZ146Gf8c1ps3Ey1fjmv01VfixrFpk76chNHRyG9XqZI8ubGKFydatgz5he+7j2j1avvHoJV+/dKfd6L0daB/f22fP3KE6OOPiSZMMDePsuyULUv0wgvItSgTMuaIYyb65huizp3FjSESseNex8Vh73Qie/bgGonkjz/wO9z11UU7/nLE9u3IsfzFF0RTpljTn4xrrS//bTg1F4iMyWJWExWFuiQjR4oeiTWYpYe4eJEob159n+ne3X65X3ZE5Ph1yRpkoaOSvCgJh6I3cLvwV44lJ2Oxa9EiozLzzTeJZs4kunTJvH6VlI2h3i8aI0oSKwu7+ROO4lepKMiECSjU1K6dcw9+gfeLCP+fP1/5/dev6y+kEEnExhLNm0c0fjzR7NmiR6MPI0XmrCBbNqL338e6+dZbRB98gLVVNowcNrxeotdew3MWH2/N+GSmTx8Ufz18WPRI0lEr8iniOfAZlOPiiPbules6RQJ2rHlOVvzu3Ste8atUdCwrOZWIpGhRGLP790fBQrORTeYggiz/4otERYpEZoG/li1xT8+cET0S8zFLD6GluFsgTZvC6WPvXn2fi2Rcxa+LVbiKXwmoXBm/ZdrA7UKLMjN3biiDx441r18lZWN8vLICOFs2oh07iM6fN6//cAhXScJM9OefRLVrWzc2H+EofokyW/pffRVei7ffTvTYY6gWXKNGxurFevEpAoy0EQxmKBfmziX65BOibdv03a8rV4juuMPcMTmNvHmJFiwg6tmT6K+/RI9GO7JWNL//fqING3BQeeQRGFNkQq/Xkv8zXKIE0eXLUP5mRXLnhkL//fdFjySdhASiVq2IChYU+xwEGpSTkrRHx7how441z8mK3z17EA0iErXINmaiAQOIDhywf0xZCV/0zccfE82ZY27bssoclSphT5LRa9coOXMSvfKKuWdRWahfH7+N6iHCUfxmz46InK+/1ve5SCY52VX8uliDq/gVzLffwso1ebJ8G7gdqCkzd+zIqKSrUIHou++wGJpFoLLxq68yeysRISz/yhXcl7ffFuctoSbEFysW/HPbt0MAvfNOa8blT7iKXyViYhCie//98Pr2pUzQk+LCR2DaBaU29CiG09KIdu4kmjaNqEcPonr1iAoXJmrUCF6refMSlS6tT6l15Yo990h2SpeGx+9LLyl7LMmKrGGKuXLBi7pnT6K6dYkmTpQnhcrTTyuv/08/nfm9gc/wiRNEGzfC0JJVefNNojVrkPrBKoOWVnzr5/TpOPhNnSruOTCaQsRFG1aveU5V/N66RXTjhn4FiNmoRbZ99RUiJp55hujhh4lGjSI6d07cOCOZ+HiipUuhDFWL9goXGWUOrzey0y69/TYcUWSMoNKD/3mnbFmiSZOwDhjVQ4Sj+CVCdGdiItGFC/o/G4m4Hr8uliE6yXBWZvJkVGDNypWm1SrTKhWkePRRVIq2kueeQ1EGpeICV68yf/MNKiU3asS8YgUS/vsKeMXEMEdHM2fPbk31ZLVCSGXKYDzbtyt/7ptvmHv1MncsahQowJycbG6bZhQdCNVGsCJTN2+iYN24cczvvIPKvvnyMT/wAHOHDszff4+CfjduZOxTb5XideuYn3kmnCsUmcyfz1y+fNZeH83m8GHmOnWYX3yR+cIF0aNRLgZDhDV40iQ8Q0uWMP/1F3O5cpFbBDJcfGtM4J5pd/EmM4r0mYmMhY9c9OHxMBctap08ZSXbt0NOkIFgBbO8Xua//2bu3BnXunFjFNMLlGVcjLN3L3Pp0sy//CJ6JNbSpw/zd9+JHoW1NG8ub9HJwILSSutm4H7t+zFjjX31VeZ588L7bI8ezJ99ZnwMkcDo0cwffCB6FC6RiKv4FcT8+cx33cV85IjokYhF7cCopAQuV465WjUIq1Zxzz3Mu3YFf09qKvPcucy1azPHxwdXWluh/A0U4tPSYEQoU4a5fXvmEyfS31u9OpTRpUtbe3Dy9UVk/iHNjEO8WhtRUaicWqSI8tyLi2POn5/5sceYu3Vj/ukn5q1bmVNStPWrp0rx0qVQyLmk8+23zA8+yHz9uuiRRA6pqcwDB2K9EF1JWe25zJaNuWtX5jfeYG7ZEoat6GhXmReIWZW4I2Ucso7HRR+yGRL0Mneu8yqyJyczL1zI3KoVc+HCUOAsW4b9wsUcdu9mLlWKedEi0SOxjg8/ZB41SvQorOW335gfeUT0KDKjdd20cn9s0gTXJxwOH2YuWZL51i3j43A633zD/MknokfhEolEMcsS9Jl1WLUKeQmXLROfA0wGEhMRgrl7N1GhQupFWOLiiB56iKh37/R8RGZy7hzRvfei/1DF3nyUK6eeNzMqCuEymzaZNsSg3LyJirNff418nrNmpYe7+n57PAgPMxNfCLZVfdWogfDuwDQceq6tWhsVKhANGoSCFGlpmT+XIwfC6OwIXfN4iBYvRhiZSzo9eiAX4ezZyLftYg5//03Uti3yp3/yiZiwMj3PthnrQKSRM6dyKHxcHNYtq0lMRFqFLVuU/27XOALx7Uk+fHtSVkmh5XSc/qwPHYq0ZB99JHok4XH1KlJWTZ2KtGsvvkjUpg3ui1bZ2EWZnTuJnn0WuWLnzUM6q/LlkZbDbNlcBB9+iPQWHTqIHol1MCMlWY4cREePynP/1NbN/PmRhu7sWZxz//5bOd2XGfv1Y48hhWW1auF9vlUrpKB5+WVj43A6X36Je9Gnj+iRuEQaEZyJR07++Qcb/vz5rtLXh3+eqmA5TitUQJ7KoUOtGceqVURPPKFPsD12TP1vzPbmA46Lw/XZvJlo5cr0Mfh+W5Xj0Op8imZUL1arNv/ZZ5h/Vaoo5+OtVMm+fGVucTdlhgyBwrdHD9EjiSwefBCF344cQeHHcAr9GC2YqPZcKj3bMlYxF43e4nhm4p9zWQm7xqFEQgJRkyZERYtmvboJkUC4hWxlwafMcyq33w6j4OLFROvXo0bEG28QVa1K9Pnn6s4ZLqGpVImoa1fIx0bqVsiK1xv5xoG5c/EM7N0r1/1TWzcvXiR67jk4TU2ciILyVskNFy4Yy21+990wGoiuWSAaN8evi1W4il8b2bEDm8P06VjQXDITrJhT376wBJ48aY3Xx4oVKNKlB7WCa0TiDr758hFdu5b5dasOTlYf0nzViytWTPf60XuI97WRPTtRbGzmNmRQKrmKX2Wio1H8cv16t+qv2dxxB4p6vPsuPDUmT1b2BFFCS8HEUCQk4EBSvHhoBZ2sVcxFInLdCjT4+SNaKZ+WRvTffzBsyFT4yEUbanJVmTL2j0UPPkPY+PHw9o0EpUXhwlBUbtiA9ffGDRQJrVOHaOxYKJVc9DFhQuQWn4z04m5E6XufD1nun5ohuEoVouefRyRohQoYp1VyQ7jF3YiwXr7/PuRJmRTqahh1fAhGSgo8yl1cTEd0romswoEDyO20eLHokchNlSrKeRxLlUp/z48/MrdpY37fd93FfOyYvs8EFtcJzPEbLKerldiZ47BcOeXvb3Zfly8jp3K4XLnCXLy4+t/15OO1gv79mYcPt7dPJ3H2LHOFCihUGKp4hYt+Dh5E3rqXXmK+dCn0+81aY1q0cPdFI3g8yFGePbu965ZafmYiMeunPytWMD/1lLj+XYyhlquyUCHk2JcRp+cl1oPXi4Kbb7+NtadpU+Y5c5iTkkSPzBlEcvHJHj2Yf/hB9CisRdb7p1a0TWkvtuq8kydP+HV4nJSb3+r1/uOPmUeONKctFxd/ItwuJwcnT8JTdcgQoqefFj0aeTlzhuj6dfzb3xJJRPTVV+nva9WK6LffkFvJDBITEX514ABRgwb6PdY8Hlj7YmLgiRYTI94bzUpPMH8rZ3w80alT6X2Y3Zc/uXIh91y47N9PdNdd6n/3TzkiwkPs8mXX4zcY+fMTdemCdTQSQyRFU6oU0erV8Ai57z6iv/5Sfy8zchWa4el/7Bg8fl3Cx+vFb99xyQ7UvDIrVEDO6E8/FReuOXUqcpLaiZXeP1kNNe/+yZMho/lSWcmE1SmvZCIqiujhh4lGjSI6dIjo1VdRU6J0aaL27SGf+9Ykl8yITNFjNVnB47d06cyvyXD//NfN2FhEOE6bph5BZfZ5JzkZXqrhpvpwUoqfYOu9GbKAm+rBxTJEa54jBY9H2Qvt/Hn8f9w4ucYlG8eOMVeujGqwWiyRn30Gy7JRItlLwwqLrppFuWdPe7xl8+ZlTksL77Nz5jC3a2fueMykfXvm2bNFj0JunOQR4GT++ou5bFnmvn2ZU1Iy/m34js4uAAEAAElEQVTVKuYHH4SHqRme/iVLwpvfRT+BESd27l9qe+ftt4vdU2/cYC5cGBEedmGWHOEUeU0kmzczly7NPGmS6JFkRFYvQDu5dAkReXXrIjrr/ffl9dAWidp6MWqU6JEZp1s35gkTRI/COnbuROSB0v0TGeWiRMuW9p4pTp1irlgx/M87Sb5XW+9jYsyRBbp3Zx4/3pqxu2RtXMWvCagpw0qUYC5fnnnoUDnGJatS8+BBpAuYOFH7Z86fZy5aVFtIcjCctNHIgOjrFR8f/j0fPJh50CBTh2MqLVowL1kiehRy4x6u7ePSJebWrZkffhhr9IYNeM5z5oRw61P8Gjn8pKbCmOMSHqLXYyXjYqVK9qT+URpL9eqYm7lz2yvnqN2HypWZb97U1oZT5DUZOHoU86lfv/DDis1G9LMoG8eO4exTowauzZAhuG8uIHDt7NULxlanX6N335XPKGMWa9fiXL9ggfjUcFqYMwfnCrvYuZP5oYfC/7zaHijjtVVb7+PizNkHOndmnjzZkqG7ZHGimO0KDIxcatRAyLHalfR4EFZhN0rj8hXHsqI4mlYSExEmsWcPUgVcukQ0ciTRCy/oa+fdd4lKliR6773wx5IzJ0LGA4mLQwiMS0ZEX6+77yb6+Wfcd7106ICiJC1amD4sU2jQACHStWqJHom8qK211aoRbdkiZkyRhv/6XL48fubMSf97YEGv+Hii06cR5ti3r76QwRMniJ58EoVPXfQjej1WQsSYfIUGfXPT99su2UvtO0dFERUsiBDY229H4dXAn/z58fvjjxE2L5u8JitXrhA1b440MWPGiA+LDZyD/q9n9cKC27Yh/cr06Ui31bo1rtWdd4oemVxMnkz0xRdIuVSggOjRhMe77yJVVNu2okdijEA5qFEjoilTkNLkwQdFj04bN26gIObBg9ijrGbtWqKBA4kWLAi/jcREoh49iA4fhlyvV6a0C7X1PjpaOc1Ntmx4vqtUwXyKi1Nu0zfnbrsNKXS+/NKyr+CSRYnwTDz2oJSXxofdOb6YidavJ/rgA2UFieh8OYGV4HfvhtIgWzb9bXXtSvTtt8iFEy6RnGvLCkRfrzvvhKFAD758Sz/8QNSnj7y5F69ccXP8hkIpdzUR8oOvWiVuXJFC4Pq8ZQuUvgkJ6QeHQMVU7tzh5YlLTCR67DHsAW5O1PAQvR4rIWJMovOrlimT+TWf0vbUKaLz5/FMeTxEn39O9NprqLBeoADRhQtE69bhoCubvCYzd9wBBUNUFFHDhtg/ReKfXzNHDqL//c9V+vqoWhXz/sABGLfXrSOqWJHoxRdhyE9OFj1COWjblqhjR9SEuXxZ9GjCIxJy/AbKQVu3En32GRSSTlH6EkF5WKcO0eLF9vR38SJRnjzG2khIwBrRpYuYWitaCcxDnzs3UcuWygrdqCiiwoWR+7xTJzhLVKiANvr0gUHsq68yzrkLF/CaKxe7mI3Dl2c5KF9e/W92CO6pqVB6dO6MAj3du8OLpEIF+Q6FgQc035jCOaCVLo1NeObM8MfjUyT5j4XZ/MJkkYJa0bhPPrGn/9y59QnE/gKc14sCb7IWA3MVv6FRK/ozfz4OTF26pBeIdNGP2vq8f7+yF0O4+5vvufS16xbpC4/A9ZgI/+/TR74xXbpkfuEzn1FvyxZxStPLl+FZRaRe4DQqCmt76dLwhnv6aRSp7dwZRfBGjoRyTDZ5TXZiYmDQrV0bP8eOiR2Pr2DStWuY6w0bih2PbERHw9g3diy8EFu2JJo4EeeWt99GQdFAb+msVjDxnXfgyd6oUfq64iQC134nomZIHD9e7LjCoXnzjBFbVmKG4peI6OxZZ3i8+xfI27GD6NdflZ9ZZuzx339P9PvvMAb7lMCFCuHfH3+c/l4fkVoc1EUsruLXBF56Sf1vVgnuN28S/fILUbt2RCVKIDyoalWiv/8m+vNPpD8YNEhZSSdSqWl21c4ePXDIDVc4TEggevZZXEN/RZKsVkbRBCreqlUjqlmTaN8+e/rX6/Er2hNMD1euuKGPWlCqRvzgg0QbN8LT6t57cYB00U+w9dlMQ+InnzjnuZQZJUNI7dpE8+YRpaXJMaYSJfD6kSPp3lNmKPn9jXpK2KE0vXGDqHFjojffVDZI6ZEj1IyqrhE6OFFRODT36AHvts2bRY8ICul77iHasEH0SOQlLg5rRWIi0fbt2Lc//JCobFnI9N98k9nrMqsYBz/4ABEBCQlEt26JHo0+IsHj1+xzqkgaNCBasUI5FZHZXLhgnuK3YEHj7djJ2rUw+CkRH59RFvB5ANetC+Pv99+b61jh4hIMhy/P4klLgzWtTx883P6EI7gHs3BfuUI0YwZylMbHw1Jety4sTUuWIIdp4cLp7/c/gGXLhr+JVmqaHQZ65AhCJI0Ih6dPEy1bFl64clbEX/G2eTPR0qXw4PjtN+v71uvx6yQB7upVhIe6hEfOnETDhsEro107KALcPN36KFQo82u+9VnNk/PVV7W1zQyj5Guv4aDvlOdSdgLX45UrcYh47TWxyl/fmPLksUbJr+Sd7sMOpWlKCkLVH3iAqHdvZYOUHh5/HPtblSquEToc2raF92/jxpBJRFOnDry7XEKTJw9R+/aQIVeuJMqVi6hXL/zN7HXDKV7En3+OFDKtWyOq0ylEgsevjCmUwiVXLhgR7FgTs5rHrz/9+qn/7ejR0N77RYtmfs2pcy5cnLI2Ox1X8WuQ8ePh0TJgAApzeDyYsOEI7kp5hZo1Q+hPw4ZYABYuhIfxwYPoq02b4Aut7zCyYwc2gOefN+FLG0DNqyXcgltGPTqvXSM6fjx4ug6X4OTNC4PEK68QnTxpbV96PX6dIsD56r863VNCBh59lOjff+EpU7MmoiBcQrNgQbqiXMnrMNCTs0YNomLFiLp1I5owQb3d06eJhg4lqlwZCrLHHnPD2q0ke3ain35C3sx27cQpf31YZXwLVlshTx6EjpcrZ83393ph8ChYEHPbDEXH2LFEr78Ouc81QodH3bpEixbh3v/4o9ixuIrf8IiPxz6h9Ewx4/no2JFo+HBEPe7cqd2bUe2MJaOCISoKNUzi4qAUV/IIlJFI8PhVM3I7NfrihRfsSfdgluL3zBnnKX737FH/W758RA8/jNRm/vgUnXFxcGIjipw5pxcnrc2Oh13C5tw55uLFmQ8eNKe96tWZo6J8KqD0n3z5mJcuZU5ONtZ+lSrMZcowx8WhL4/HnHHrxeNhrlED46hRg3nIEOaSJZn/+kt/W3Fxma8XEV7XwooVzI0b6+/XJTOjRzPXqcOckmJdH8OGMQ8cGPw9Hg/md1wcnk+i9OfK9zsxMbz+/ds28xm6dg1jdTGXlSuZ77qL+YMPmG/eFD0aeVmyhDk+nnnXrszrc6hnpXlzPFO5czPHxuK5mD2becEC5qZNmYsVY+7Zk3nnzvTPeDzmPpcumUlJYX7hBeZXX2VOSxM3DiW5JioKc8uKditVYp4xg7lrV+ZatZjz52euV4/5o4+Yf/mF+cwZY/16vcydOmFum7XX3boFGejQIXPay+ocP858zz3MffrgfokgKYm5QAHm1FQx/Tsdtee7XDnmqVOZ+/VjbtuW+aGHmAsVYi5RgvmJJ5jbt2cePBh7zObNkK1CtWl0LbKS5GTmJk2Yu3RhnjPHGvnTTNq3x/7vdPzloFy5sJY4lStX8IxYLQO/8grz/PnG27n/fuY9e4y3Yydq+hufXDtrFtaon3/G+wNlYN9PfDzm3O23M3/+udCvZCtOXJudiqv4NUCHDhA+zMKoEjMYvkXG/4Eikkdw+Oef8JS/lStnvl56FosBA5i/+EL3cF0U8HqZ27Rhfv5564TTceOYe/RQ/3uozVSLIktr22Y+QydOYC67mM+VK8xvvslcrRrzxo2iRyMfK1di7d2+PbzPz5mjvG/dey+eNTWDpV4Fs2isMvpYSXIyFPPt2olT/lql5Nfa7s2bzOvWMY8YwdyyJXOpUjAGtW7NPHIk84YNwY3qgff9xReZ69aFYs8sfvqJuUUL89pzwbr/7LNQDt66ZX//Hg/zbbcx58jhnPVCJvSuG5cvM//7LxQsn32GNa9OHeaiRZmLFGF+9FHm6GjlvSpbNuZJk5i3brXWcSFckpIgv1glf5rJ66/LNyaj/Por8zPPiB6FMZo0wfewkueeY/79d+PtlCrFfOmS8XbsRO3s2atX+nt27oQD3ocf4nkOpuisVw+ySVbBSv2XS0ZcxW+YbNjAXLasucK/lRYPJ1hT9Cp/09KY777b2KHymWfSNyonHuxlY+pUa4XT2bPhUaCGU5+hXbvgneZiHUuWMJcuzdy3rxhFgIz8/jvW3M2bw29DzdOhenXzxikaK4w+du03ycnMCQnMb7whVvlbowZz9uzMBQuap+QP13hw8iTzvHnMvXszP/44vIIffRRGxTlzmI8dS29f6TA3ZYo542eGwfTuu5n//tu8Nl1ASgqMfk88wXzxon39yu5o4RTMMg5evw6lbny8snIhUNHwwAPMb73FPHYsznpKnpJ2nxeqVjXm5GIX7drJb8TVS1oaPM39o5acxpQpiP6xktq18ZwZJW9ecZEaRtCyXl29CiOvmhHKp+isU4d5yxY7Ry8WJ+ioIgVX8RsGaWnMDz6Y7rJvFlaGvzrFmqJH+du/Pw60c+boFw59QhsRBKqePZ1hTZcdMxbvYAL10qUIX1bDynmu1nb27Mz79xtre/165qefNj5Gl+BcvMj82msIA85KQpUSa9ci9MyoF7TacxEdzXz0qDljFY3ZQqmV0QNKJCcjEqN9e7FpH/btQyoG2UhJYd60ifn773E4rlgRz8add1qvbFm5EkpnF2vwehEyW7Uq7q8dyjot64XraGA/auvuyJHwhhwxAmlcnnkGjj3Zs6fLeDVqQHYYOZJ50CD7zwtOOcO9+iqMapHG118zd+woehThc+kSc+HC1jo9VK2abjQNl+vX4aUfyXi9+I7BZIuHHnK2oUEvgcZS30+kGZFkwFX8hsGPPzI3bGhN2x4PFJ/Zspkb/qrmlVWtmjntm4kW5e+yZcwVKoQXDqIm/DnBmi47WoTTYAeeUAqR9euZ69dX71+Ex2+hQszlyzM//DDzqFHI/a2X5cuDK7RdzOWXX+D9M2iQnKGdVrNhAxRb69YZb0vtuSheHH3MmWO8D9GYfegW4d1w6xZCMTt0EKv8rVGDeccOcf1r5cIF5pgY65UtDRtGxuFGdkVm1672KevU1ouYGMisdht+XNLxeeVFReEMEezZS0mBUX/JEubvvmPu1g01QWJj7T8vOMUj7pVXzHeKkoHLl5EyxGkpCPxp1Ih50SLr2i9WDIpbIxw6JN+ctgK1qJBOndKf9QoVstaeMH06dF+xsfgpWFBeecLJuIpfjfiE2thYCG/ffWddX7//bn7BMTVBs1gx5MWSjWDK36NH8bdNm8JrO1gSdtmt6bITTDj1eDKH2gUeeEIJt7t3IwxPDbXQXDMO1mptz5kDC+7ffzN37gxLbuPGzDNnMt+4ob3t118Pf1wyH7hl5fx55Pm8/35nKKLMYtMmrJ9//mlOe8EiVXbvZq5ZE2kG/IvsOA2zDt3JycyrV0O4FbHf3LqFtentt8WFUvbrh9z6TsAqZYtvzc6RAz9OL4bkBEVmsGJhp05pex607rVqfeXODeXRbbe5jgaieekl5oULw/usCO9bNUWRbEajtm1hWI9EOndmHj5c9CjCZ9Kk8M8ZWsiTx7hc8c8/zE89Zc54ZMfjQW2X6GjsDbVry7+PWsmKFcwNGripkqzGVfxqQE3hY9UkPHAAochmo5R/ZulSKOOGD5cvp46/8tdf8X7bbcZCbtSENlcQN47as9K9e/DrnDcvFHBq74mJQfunT8MKGmoMvnySUVH4rFkKUf9nqHp1jPnTTzO+JzmZecECHCwKF0Z44IoVwat7T5gAb5JwxpOVBQUzSEzEOjN0aORXYN+6Fd911Spz2w2W2+zWLRS4qFjRucUqZs4MXwY4cwbFu158EdEB9evDOCTKe+vmTXiZduwoZs/futUa+cYKrEi/FYlrthO8EYOlpClfHkqL8uWZn3wSypH+/ZknTsRaeeBA5jUg2H0LNm/S0qDsdx0NxPLBB4jQCgdR893jYf7f/zB/ZC2I2ro15N9IZPdupABxqpx48SIMT8GKmYbLzZuQb4yycCFzq1bG23ESKSmQkZX2KJH7qN1ORR99xPzll86QJ5yMq/jVgN2TcMYMeATZ9bCdPo2cVg0b4pAqE//8g8IrZire1e6nUh8yClayE6gEql9fOVdioGJ3587QnhRahQu7LIaXL8NiO3eu8t+vXIGV/amnoHDr2VO5kNbXX6PomF7cDdIczpxhbt4c6Tr27BE9GmvYtQtGvmXLxPS/YgWqNQ8ZIjbVgFb8hd68efFvf6NPlSrwZA4UjL1eRNEMGICCjcWLI7fuvHko7OFr22yFoh5u3oRnRefO9it/vV4o2IzmRbcLswpM+Qh3zZY5ssMJ+UdDXXevF7Lw+vWI4vnyS+YuXZAb+557lL30g923YPPG3bfFM2YMlC3hIHL9btCAec0a6/sJl1atwvekdgINGjg7lUWDBnD4MpuTJ2HcN8qkSczvvmu8HSdiR2oprYgwUNeqhZojrmHUWlzFrwbsFGpFubinpUHQjY/HAV0mypY11wqmtqD16pUuqFeowJwvH/PBgyZ+Ecmx6mCZmho8tYb/vVTb+Hwev8zwzAmFnQer3buRy3TbtuDvO3GC+auvmO+9F0UQvviC+cgR/G3AADx/enHCgdtJzJiBe/n111gTZVa2hMJ/7BUqMBcoIN4T59w5KFLq1TNeBMQoenKNKxkbx49X3kfy5YMAO2AAFMBqilWfYohIjPdWUlK6wdfuOd60KTyPYmLQr5lRGbITzPO0XTtEkIwfj8P5zp1IkSK7l3C5csrfSaYaEkaVdWbutVampHLRxuLFiMIIF7MNQlp54QVxxlsttGyJaxupLF6MqACn0rEjDNlm7/c7dqAgmVGGDWMeONB4O05EJoOgnWO5dIl57Fj0UbAgc65c5up8XDLiKn41oPYAlCoV/OAYzmFK9IO/YQOUBB98YE04SDhYodzSIrRNnYr8lElJ4ffjFKw+WCoVw1A68FSvrvx3//lfqBA81oJht0J00SJ4sV24oO3927czf/ghc+nSzI8/DkFs2DD9/arlqy5RwhlelTJy8iSKYFWuLLeyJRh2pyfSg9cLb6sSJcRV/w613mnZh9XeU6WKvrHkzWva19LN9On2G5rVqjfLNEetJFiuWY8Habe6d4eCp1Yt1GHQ621qJ+fPI6WR0vNUqhSK9ciCEWWdkmxi1AHBN5Y77oD3vYt97NoVvF6ErLz6qrh9UwstWqAYXqSSlgbP1u3bRY9EP1Y6lv31F7yJjfL++1ACZkVkMAimpaEOSPbs1p6h9+6FI1TdupAf8uTB9w5W/NQ1jJqDq/jVgNokVDs4alWiBSqH58yRw8X9yhXml1/GoePAAfv6VUOkMrxjR1RBj2TS0sz3qg5EzZM3cDHXsuBXqICQzGCImDODByOtRUqK9s+kpaGYo2+MzZsjbUQoxbYPNUHu/vvxs3ZtWF8ly+P1QjEpq7IlFKINiFrYuRMh1B06GK8ErRe161OgAEJV1SIU/Pdhs4xLIhW/IuZJsOKqSn072eteiWB73JkzzCtXIuKgfXt4UOXPr20+2v0dfDUXbr+duU0bZaXqlClIcfTHH2LGaSazZ1t3GN2+nblMGe37votxbtyAwsFpdOwIpxRZkd0j2Qy+/daZ50Iri5WWKoWoFaN79GuvqafOi3SOHUPEmM/IWLQoZFKzCjEr4fUiWnXkSOaEBKyJtWrB81bvXAkmq6Wk4KzbsycMJ5UrQ8n/55+ICu7alfn77zO2JSKiIivgKn41EjgJ8+ZVFsTLlIEXX6gHRs2yo6T4FXVgnzwZ+QlnzrS/b39EWn9u3oRXwKRJ1vdlJykpOGB26oSDmdUHSz0Ch+9Zi4pirlQp831+4AGkVwiGiDnj9aKgW48e+j/bsiXz/PkYX0ICwqA7dMCBOZTn7hNPwCsscINcvBiba5s2zMeP6x9TVsfJaTScMvabN5nfew/z9L//7OtX7fpkz87866/wvgzX41fvXi1S8StinoQqrhoTA697ZvlTHITLlCkwtmbPDsVutWo4cN11F3OTJsx9+iDtzLZtKI4okyFHbzTB+vVQCvzwg73jNJsVK5CiyarD6GuvMY8YYV57LqEpUgQKYCfRq5fcHpHNmzMvXy56FNZy9SrmjtYIP1lQi7w0Gj1r1h7t8cCQmCNHZBh59dKnT3qxcJ9cuHYtdEojRphTj8HrRbTD6NFIdVOkCPN990Ehu3AhHP+Y1fd5tbRcavOge3cUfCxcGClSvv5aub5DtWrwAnaxHlfxGyZqHoxRUbB6hVpc1QT5+HhxSk4l9u7FovDGG8g1JwqR1p/Dh+H9t2WLfX1awc2bUGq0a4fF/umnEXJ96pS6F1b16ub0HY4itnVr5SIK9evjMKmlT18OzWrV7Jkz16/Di3HKFH2fCyzYceEC87hxzI89BmPSRx/BQ9KHv8dV9uzM06Ypt5ucDIGheHHmQYOyRtoSo/iurdLzIJvXrBoyKYq0sHQp9r4vv7QnRUmo66NlvTLLuOR6/GbsO3duKEVLlEAIvFOfQWbsuZs3w0Ovd2/mRo2gBC1aFPtY9+7MP/6IIrbB5CuZQh/DmTPHj8Ng26WLvogYmWjbFs4QVnH4MPZp38HbxXpq1cooVzmBfv2QDkZWEhLgVBLpdOvGPHSo6FEEx98Ds1IlaxzLzJIhRNU3koWkJDjw+Ize/rVszpyB0rRFi/QCwVrxepn37cN5slUr7DF33435+/PPSK2ghu8MHajvUro3anJdnjzMs2ahELoap09D/re70HBWxVX8hkkwTxm1B8C/0EWwz8vm4n7rFrwYK1VC7pesyJIlSDEQbJEUiVqIxdWrCFF86SXkxn3+eeaffspsqVY7WJYrZ14RJr3zeuhQ5v79M7/+wgv6qtI+8QRyV9vFoUPwoh4yRHuI8qOPqheHO3SI+fPP4RVZsyY8g/R4XDFDcOjQAQqVxER3g1VDzcotWtmiF5kURVo5c4a5cWMoxE6csLYvrYrdUOuVGXt13rzinkcR8yTYM+bf9/nzclW5DkZqKozkiYnYs158EfJS/vxY2996i/m775h/+w0FDsNBFrkwXC/xpCQoT598EvfWKXg8yNtNBI9fKxUR3bsz9+2rfVxWpECJtNQqwWjZEvUZnITsxa+aNmVetUr0KKxn3z44ZaSmih6JMlpkWTP2e7OihpzmrGAWvvU2JgZGb996G1jEPDUVDkBVqsBrNtgaffAg84QJSNkZHw/dU5cuSKERzt6r5d4YmQczZiB3uYs9uIrfMFE7kMTEqB+mSpViPnIEn3fiIrd4MRRaI0ciH3FWEQ599OsHa7ZsSjO1+Xb//VD2tmqF+xXKY1vpYPnjj9g4ROToW7YM1zuQ9u2hzNZK587MEyeaNy4t9O+vfE/UnpPq1dPXBjW8XoTD588fvtX+v/+Y69RhrlePeetWnV8qCxDK01dmxWkgvuc5OhrPsBPG7vUyjxqFfeaXX6zty+PB+pg9u9h7mz+/2EKM/l4dd9xhz3Xw7zMuDr+V7oFscpLXC0Po4sVQwLzyCoxxefMy33sv/j90KJRJx47JJyuYgZF74vXi+pQv74ziSHanGjl7Fl5foWoYWDWuSE2tokbv3gh5dhKjR6P4tqw0aQIDV1agcWN55apgUcVmGhDN2qPVFIcxMfIUmjcbtfV2zpzMil8fvXsrf6ZzZzgFlS4No/M77+CcfOaM8XGq3ZvoaDgFjhkDWVrpPaVKhW6/fXtro2lcMuIqfsNES6ho4OI6eTIegvXr1cMaZN1EfJw8mZ54PKsIhz7S0pifeQYHPplQU1aVLm1OsZD162HZ/u47ew+yZ86g30B69EDYilbGjAkv764R9ApDpUpp9yY3amH3epG3u0wZ5Hg+fz5refkEQ+3axsaKHln4/PADrP1OYts2zMOOHa3NwdiihXiPr4IF5Qh/v3kTY7G70F4w1A5GXbta3/f581BgfPcd89tvM9eujUIrlSoh6qRfP8hre/bI6/VlBWbIrgsWIJXHBx/Ive+IMDwMGBB6vVYbV7lyzH/9BUP96tXIS7x0Kda4X39FaO/cuVAszJyJFFGTJ8Mw/uOPCAOWydBiNd9/jwJDTuKnn6DkkZXnnkMRp6zA8uXMjz8uehTK2JW/36yoIbU17Y47kJrw9ddhcPVXAjv93KL2natXhyym9TNEMD5Pn56eKsKOcd51F/KN9+jBnDNn+Irfu+5y69DYiav4DZNwF7s//4Q306xZSOR9553iQ/f04lP8ZhXh0J9z56Awk8mibccGf+oUPEVfe82+PLEeD7zxYmMzbuoDB+pTvv/1FxT2wfoxW3jQe0/y5dPu9WfWYfT6dRQSyJcvaxpylFC7ttmzI3XHrVuiR6ifXbvgjeg0kpKY330X4dWbN1vTxz33KBeasJPCheWZV82aKedVF0mgEX3MGChfv/3WnPavX0eO3QkTUGiwfn14XcbHMzdsCA+bKVOQ5srNkQ46d8ZB04js+vXXygpkmfYdEcUPr16FUvzgQeW/p6SoRxxGR6NeQOPGSOvVrBnSjrz0Eoq8vvwyZLg33kDqp3fewb3s2hVpJrJls//7imTRIhj/nITHgzodstKoEc65WQGvF6H3VsknRrDTaOXbo3PkgAIwnP0gmE7l4kUUWG/UKF0J3KeP888twRxN8uZVPpeK2JO06LvCHdfBg5DnXOzDVfwaINycawcOYLMoXFjukJ1Arl6Fp6Vabr5IFQ4DWb8eh0IrLGvhYNcGn5yMQ8L99+PwbaWlNVii/5Ejselr5dIleLIE60er8KBVSaznnni9+go8mZ2Xs2JFZUOOf07yrILatR0/HgfmChXgreYkvF4Iy04tGrRoEdbbr782N+LA64XRQ7S3ZtGi8igUJ02CUkh2zpxB0dl+/bTPieRkpBeYMQP7x/PPI+d5oULMdevCy3LsWBTZDFaIxAVKRD3plgLxerGWyu5AICrVyBtvIN+jv5xx9Cjy/8bHo/K9FeOSLbWK1ezciQJvTmLxYnmV1R4P5maOHM70wAyH77+Xc88Ukb/f68WeeuhQeJ/XolPxKYFvv13+/SMUat672bOrn0tFrdGh7k244xo/HpF9LvbhKn4F8dNP6Q9HtWpyb5D//YfiJIULw9JWtmzWEg6VGDWK+bHH5AjRtXuD79TJektrsE1k8mR9oW4eDzxkAj2Hg/VTtizzli0w0pw5g3DzOXO0f2+1wgpK9+T6dXiY6cHMQj9qlloiHDKffBKhzl9+CW/AnTvNSSEiK8Gu7d9/Mz/4ILyqdu+2ZyxmGFiaNkWBShnGEg6nTuGaP/ss/m0Gx4+jYKJoiheXJ73CuXNYi0TmHNbKlSso3NmlS8bxpqVh3f75Z+bPPkOO+2rVoOSvVQuH9BEjEAYfKpeqS2a8Xhgr9BSJSUuDV9zIkUiTUbSoMxwIRKRkU+uzQAEofo8csU7m0yO3RAI3bsAo6hQ8HoRFR0fLp1gN5qwRyVy7hvUs3KKdVrF6NaJT7S4I2rMn8/Dh1vcjwvPVbNTW8WB1XGQt3BzuuFq1Ej/2rIar+BVA4Abp+5Fpg7x2DZaYBx7AYjNqVHoOUlkXHjvxeuH10quX6JEAn7KKCKHRVt4LOyyOwTb1n39GdXAtqAmjXbogobza4TM6Gqkt7r0XhWiKFlUOgwz2vX33JDYW4U9qXsonT4oNdQl2Py9cgIf7tGnwrmvTBorPggWRu+mppxAu+tVXKMa1a5e2sHUn5+ZKS4PHQcmSyG11+bI138fMQjtffsn88cdyjCVcvF7mb77BdTfD63rVKnh9iiSYUUoUdeowr1snehSh8XrhWeTz/Hn5ZaxN+fLhWrZuzfz551iXDh50hjLbCWzeDLkwGMnJMJINHYq0AwULMj/0EPKpLlgAWdIp3qV9+qR739qhPAmW99EfM42/au3efjtSnUQyhQtbm0feLGTYg4PhlOfZCnr2xF4jC14vctIvXGh/32vXQoawmkiZb0rreGxscKW2VWu/UfSOy+uFo8GFC3aMzsWHq/gVgJp7f4UK9o5DSVmxeTMUOUWKILR53TrlUEpZFx47uXYNnkRz54oeSTpPP41QVSux2tKalgZFq5qS9fffUUBCC2rPWr58zFOnQuGqVXgw8r3/+QdexEoHjN27obAQRbiGnAsXcLifMgW5glu3hkKgQAEUFqxfHyE8w4ejsMzu3VAKy36A0cqVK1Bk+KzzZn8fMwXb9euNFSHR85yEwqiSfMsWGLe6dDGWImHMGLGGO1k9pIYNky8F1eXLyNU+ZgyiPZ54AikaypWDYtF3DTdujNwK4LIwbFhmI2ZSEuoeDBgAY2CBArhHffvCs1rJo90pDgQ//sjcrZt9/cnkybZ6NWQTM1PsyGb0ffBBGKxlR3ZFl0zz1m5Gj5bLgLt0KQxtdhbj9pGWhhzlZkVmqaG2f3zzjbX92oFa+j1ZnnWz2L6duWZN0aPIeriKXw2YLagEC61etMgewUht0SxZEkVTLl40v89IZNcuhOp++60cwmzXrvDUthI1ZerttzNv3Wqs7aNHkVqgZk31Q+HmzdotyqGEUT2HT6OCd6dOzB99lPn1f/7BYVkkZhtyzp+H0WjyZBz+W7VCbuj8+ZH/LZKEGqtyVYay+uth5kx4rGs5mNy4garwQ4eiOJBSpfdwx2KW0v/GDTxP1aszb9um77M+undn/uGH8D5rBrIe5EeOxDwxupeFI8ckJSG11OTJUMo3aACZpFgxGDXfe4954kTmDRsyKhO9Xvytdm1XdrGa+vXhtbtkCfaz2rWh6H32WXi9/fWX9mKFTnAgGDQIhT3tQqZ1weuFAmnVKnPak9Ho26IF8ubKjuyKVZnmrZ3IZsD1emHMWLFCTP/McPgYO9b6fgL3jz59EIm4Z4/1fVvJyJHK6+Rnn4kembl88408UdNZCVfxGwIrBBU1xVl0dOZ+rNpEsuombQU9esgjzI4Zg/FYidoz0b078o+1bx9e4bvp02EpHjcOwovaofDwYe3zVMs813r4NJrv79IlKDF27Mj4+ooVULBlBbxecxWaMmDmgSwlhXn+fHi0K1VuD2eNDnYw8XqZ9+6Foq1jRxhcChZkfuYZeHEvXgzPbrU9q0ABfR6WZu87v/6abqzU693SqBGiB0Qh+iCvpJg16xAbSm5KTUUEwJw5mGfNm8PLpUABKBLfeQfppX7/XXsYoNeLg9Hdd1vvbZTVOH8e61LHjriP+fIhb/jw4fCyFl0g0Uo6dcL6aBeyeULPnw+jixnIeO54/30U6JIdGa+dPyLyYcuAbPfll1+MRXeZwYoVkCFFMH8+chsfOCCmfzPYvh0OJf7n0sGDIesuWyZ6dObRpInx2iMu+nEVvyFQW9RLlsTitmULDhl6inypCXYDBjDnymXOYT8Uog+dkUT16vbcMy38/jtzw4bW96OmLE1KwgZVrBhz//7aihZduMD80kvwLNm7N/T7L11C0TGt4zTzEOXxwGM1NjY8D6UZM+Ct7K+kmjuXuV278MbjRGQTlI1ixvfZtQuW7+LFIQzNn888a5Y5c1dtfLffjnD5u+9G8c6JEzEOpVyoas/R449DUXfihLaxWLHvnDwJxUSjRijEqJXy5cUqCNWU6dWqWd+32v2Mjzfn2VSbc3nyMN9zD3PevMz33cf86qtIHbBkCYrtmRGa+v33ODQdPGi8rUhCjwf2iROIEujYEfOxeHHmRx9lvvPO9HyzosOZ7aJZM+bly+3tUyZPaF/odrlyxqMA1Nb/mJiMxQK1zlUzoiNHj5YvtY0Samu2TEprjwdn2Bw5xM9bu5DpLJ2Whv31jz/s79uflBTkzvbVBbKb2bORWu/wYTH9G2XTJmXl/datkNF695YjwtgIqalwMpGlsHFWwlX8hkBtUc+WDQJh7drwVMmfH94qlSoxP/YYPFjeeQdhzt99h4Vo9Wp4+509i/8rCXZ2bSKRpnwRiUwb/9mzsHaK5uxZeMrExzNPmJCuTAoU1D/5BPlgBw7UbjxJS4PiQCtmH6IqVgxfYeT1QtFWvHj6NejUCSk6sgqR5hmidiBr0iR4Qalr1/BsPPooFFWDB2f2lPfN3ezZsceEc43U1qccOZivXtX3PQOfI68XUQbx8djfQnHXXdYYydLS4H0YHx/ag8DjgTKLSKzQrDZvSpQwnjInFGpKZ7UfvXtZMAXP3r3We4jOnImQz3DTgEQagXPN99OzJ57hgwdRsPL116Hgu+su1HiYMIF5/354Ziut2U48cOrl4YfhgZVVMTOUXS13Ze7ccKapWJG5bl3ldTGwPzOiMT0eyJ/R0c5QoATuwd26QdEnk/Lk8cehuMoqyHSWnjPHPO98o7z6KuqoiGLqVMjV48Y5T0kaLP2fWhoIJ3wvf9avt6cIoEtmXMVvCOLjlQ8wpUplfm9yMg7umzfDQ2DaNOYRI5AHrX17VBB/+GFYovLlg7dV1aoQdFq0QNGSQoXs2UTUDgJOVb6IpGpVa5QZ4VKokDxVinftQtj63XcjpFdpzoWTPy9vXjFV2j0eePuGW8RB7RD1wgvWjFdWPB7mO+6IHM+QwAPZ9Onp633VqulC55w5qHr8xhvwiHj1VXhnhPJ03LcvfE9QOw4m//wDZdGQIerfZcUK9UJ4Tzyhz1tXjf/+Y65cGWlnbt7M/HfZckwqKdMXLIASZOxY64qzqClmo6Ks9fi1c09cvBhK9HXr7OtTVoIp+vPnZ65Shfntt7FuHTum7fNZxVGgdOmsXXXcjHvv9cKwkC+f8vrr2/+PHMHap2Z8qlMHEW0tW0IGNCJ3y7YXhEv37iisK6KQlxJ16iASNivg8WTWEYhyZEhNhaz599/29qtG796IEBGpcPWlJnLaM75mDeobKBEpe/HnnzP36yd6FFkTV/EbAj2KX73cvAkh+99/cUiZPJn5lVeU+8uVi7loUSjQnnoKG33Xrshp98MPCA1euxYKgitXtAkBvkNnbCwUMKNGGf9OWZHnngsuzNpN7dryWdxXrWLOmdM8BXl8PCq924kZni9qB/AiRZT7MxruKFsFbX8efjhzvuNIYvZs5bW8fHl4IVy5or0trxdKrLNn9Y/DrpyR586hwNPzzyPEz3/ulS4NBdPmzZmVnbNmMX/xBbzgx4wxbtC5fh1KrLvvzjy/nCI0HzsGz6kXX7QmXFLtOvjkHaNz5bXX5NgT16zBc7N0qb39ykawgsJVqoT/+UhPDeb1Ij2JLEo1Eei994Eyx8SJiICsXRue5aEisNT6i42FQvGvv3BeUsqBr2dOqsli8fGIuFAyHGr5vsFkLCvksZQUOA+NGGG8LTOoXdv6iBUZUHOeio8Xc/abNg1nURmQpeCdU+S9QFavRsSgEsGiqUQ4Q4XLU08x//mn6FFkTVzFbwiCCSFWKVXUBKPr15kPHYJ31YIFEKiGDEExr1dewaG7Zk1YzPPkwYGnZk0kWX/5Zbxv8GCE7/36K1ztDx1Cu4MHoyq2iz5WrEB42tSp8uRk69ABQoBsmFXUy+PBZ8L1ug0XM4SIYAfwunWRa/Wrr5BzToulOpjXiuweLRUqMJ8+LXoU1mG20NmmTfj3zq6ckWlpyO1dpIjyoSjY+A8dwsHlwQdhDDXKvHnYA7//Pl1x46TCgqmpuJZly5rvtRrMGGB0rgwaBLlj4kQ59sStW2Gonz1bTP8yUKmS+r6jZe479QBtBI8HSnEi+YymdqLn3qutK23bak/vorU/o3MyWBq/Rx5B/sny5WHI/PBDOOZs3JgxrYIeGctKeezMGUTcaEm3ZDWPPJI1UqPItCampECelsHh5/JlZYc5EdcmmJJUVocYZhRwa95c+W9q8y5XLuxXP/6o3Wglips3sb7qKQztYh6u4jcEalbhbNnkVqp4vcjfuH8/PIF//hmewZ9/jrxQrVsz168Pr6hixdK/V5UqKJLz2muodvvll8w//QQL+8aNzEePyr+o2MWFC/BkW79e9EgyMmIE88cfix5FZswQlERaknPkMK40UltPiheHQWfaNKTEyJ1b/VCSN2/6j28dCvwpVAhtyiKYKlGgQGRv/GZ7yf3wA9IBOYHSpcMX/OfPxyH23XeNe/UfP8785JPwnjhyBAXtZDiQ6OH333E9hwwx16PDp+CNjkZeV6OKWa8Xaa0eflhcURc1DhyAEmfsWNEjsZ/k5OCKXy1z34zUYDJHnwQiu9HUTvREjJgp44Xqz+icDDVWrxe1HFauZP72W4SNP/EEjJqlSiEUu0AB5TbKlsWZ66efkJNzwAC818q9Z+NGOP0cOWJOe+Hg8TDfdhtkZdmfcSN4POqpc0QYkSdMEJcuLi0Nc2/QIKT5KFwYMoUM1yZYiiOZ1/aFC5lbtVL+W7D18b//oNspUQLR4LKmKFq1Co6KLmJwFb8hUHvI/JWlTjlABsPrhYXpvffgfj93LsJuBwxg7tIFObXq1kWeycKFoXQqW5b5oYdwqG7fHlbxESPg/bpsGcJ6T5yIXOXOSy/h+sjGkiXq1kKRmBFyLsLK7itgFRNj3aGmT5+M79OqNAzmQaz2I4N3o9err0CfEzF7rhrJ82s3RpXe164hR1x8PPOMGcZCrdPS0BYRCl8aXYNEcO4cvKGfftp8L/m2baGkMILXi9RTdevi3snIyZN49r74QvRI7OXdd5FLvEcP5WdS69z3Tw2WPbs+JbrTFKkyefOJ5sIFGKJ9ueqDee+bZezUGnXg/75q1aDwWL5cex/h7gXnz+OclD278veNjkaUZZcucML48kv195opj02axHzffcxJSea1qYVguW5lfcbDJdD5RPQacesWDOVme1kHM9SdPg0P+NatkYLykUcQnbR+PTz7ZVk/1Z5xGe5bMObPRxS3GqHWx8OHkfu7SBHs/wcPWjbUsPj4Y+Zhw0SPIuviKn41oPSQBSuO4tSNbtMmCHdaDtlpaTiM7tjB/NtvCKMcNQreiu+8A+vjY4+h0E6BAijqUKEC8j8lJCCk/ZNPYA2fORNW9W3bELJkdcVvM5g6FUrvlBTRI8nMmDE4nMnoWWM0jNjqXINK+emaNoVCY+xYc5RGgdegZk3krfPHSLhjsB9ZBJyLF83Jky4zZufWNZLn127MEvy3b0eu2//H3llHOXF9cfwusEhbirss7lajtBSHUsPhBy20tLgWiluxAsW1uBQrtiwUKxQpUKS4u7stvi6Z+/vje3I2m51JJsnISzafc/YsZJOZl5k3712/deowX7ni3lhu3ULE43ff4XeDBgnPuNlleVxBkpinT4eCvWOHNscMCcH+nCqV+3uFxcLcoQMi4ERpKqrEixdQUvv2TR51W1esYH733YT7olXJlwkTUFJKLaIYAtSiJGekSME8ahSu44UL6oIavCnSWY7Ro9WXgTP7Ph89iuyIFy/Uvd/T58GV72vUteneHRmbRq1vohlC9caZzG20PDFnDgywWqIkuzZujP0kKAjBXmvXyj9rRvWVUIP9M+5pbXAjCA5GA2hPefECmWJBQQjeO3bM82NqwccfIzrZjzn4Db9u4mzx9zbhzkrVqjDCak18PLyEZ8/i+KtWQYn9+WcoEI0bM3/yCdIxs2RB/ZdSpRIa3HTtig6Qs2Zhs/n3X+aLF+F5N7qg+e3bSKO/ds3Y86pBlKL6elGunH7CpaP6dNY5pketVLlmGJ6mOyoJ4WYJX/Zcvw6Dt6+j9XzxpM6vkWgp+EsSokvy54ez0BXj4unTcDCsXIn/h4dDYXnvPeZLl1wfiwicOIG68oMGeeZ41GKviIvDnGzSBJFH3kBEBNIMrRlM3mqQc8aZM3AU6RHtExmJ5/H6dXXv97bmcEpGuoIF0Q/j++9RizxrVjyLjRrheVy6FMbHsDAcx9sine2JioKsq7Z8QN++8ve5Xz99x2nL8OFw8hmBK/ucUcaw2FjIlEY163amC4v6jLuLo6Avo2RrqzMpTRoYMmfM0Pb4Svc0d244vFxpHi+ag13pu5UoYfbIElixAg2KtSImBtkAZcvCprJlC3RaM5ySr18ja9ybGtH5Gn7Dr5v4qpezTx/mt982XxmKiUF9xlOn0JH7jz+Yp0xB06t27ZD2+tFHSHHJnBkLSblyzLVqoQTDjz8iMmPePJStOHAAEWMvX7rnCbfdaN98E1HNImJ2xIXerFypn/Bs1rUrXx7OBHtcTXd0tB6JJnwdOYIa435cw5vq/Got+D9/DmG4aFHmrVudv3/PHuXU35AQ/G3+fO+M/Hz9Gg6pjz9GRLMrArzFAuUtXz7PZJeYGBh8W7USM/PFEatX+7aD9OVLZFht26bfOWbOxBxUg7fJJWqNdJIEOXXnThhfunaFQyF3bjxfb73l3frBggV4vtUi55gnMvb7xsai3MH69cacz5V9zraueuHC+sljjx7BSbFvnz7Ht8VRuTFvmutqMXstUwr20HLv0qKfiagore1ZsqBZuwgsWYISDVojSZAJateGQ88Mp+TmzWKWokxO+A2/HiBagXdP8eZo0agoRCUcPw6jwJIlqCHTrx/Snr78kvmDDxD9lSkTajS/8w6MT61aoR7Or78yL1zIvGkTuqjfuIHIjbVr9d9otcLbImtcZckSRDPo4UlWunapU+trHHIlNdERZgukrrBtG1KP9MCZEcybU2+9qc6vXhw5gojdpk3RbFSO4GCkt504oXycu3fRrKdJE2SOeCNLlkBhURLgJQkRn2vWIBqvenVEKb7/vnJjSDV7RVQU9tQOHbwzcsOb1kpXsVjgGNe7/4C1tuS5c87fO3asvAy1dq2+Y/QETx1XL154twHFYkFpnFOn1H9GFPnz/HlEpGtdD10rxo9nHjZM33McOoQ98N49fc8jWukDvTG7jIGee5ckIVhKi34mIiO3tp86hR4QRkXKO2LBAgTh6UnRouY4anr1Yp49W99z+HGM3/DrIb6kQPjSd3FGeDgU4sOH4YFatAjKSe/eiGL57DPUMsqbV7lDaa5cqAH7119I77t92/wah758DyUJBp9Dh/Q5vpIAmy4djLPdusGpoHXjjCxZtKlrreS4EVHw/uMPREdpjbPUWm9PvfWmOr96Eh+PCLs8edA4Z82aBGN+7tz4uXFD3XHGjsXzvXu37sPWheLF5fen9OmRCVO6NFLTZ86E0Tw6Gp9zd68ID0dmTc+e3hktzSyOgcqKls6oUaOY69UzxiD/++8o0+WI69dhhBszJkHZLlcOzoeBA/Ufo5l4szy2caPrWTkifd9Jk1CCQ8Q16tgxlNXTmwULmCtVSljz9UApArVAATFlTy2wGg4DA5FxauT31GvvevgQztw6dbTrZ+JtPHqETOKuXc3NYpo1S/+90SwZqHx59/t1+NEGv+HXQ8z2/mmJaMqQKChdl1SpoPx+8w1SJ8qXhzE4c2Z4Dj/8EApY27boKj95MmpV/v03Cpvfu6d9XURfmo/2HDzIXLGifsd3dO3u3YMw1KAB6k/Xr4//expNIUmIQNeCK1cQzaem+7YRODJmTJ+Oeq2ufs4ZSopnmTKIwCpVShzF1F28pc6vETx8iAwAOcXTlWt05AgMqAMGqGvYJBKOMhWstUblcGevePkSzdEGDxbToKIWkQxUWjqj/v4bfRK0yCBRQ1wcokKVmsY8fYraiXKRveHhMP7Om6fvGM1EySjmDfJYlSquN5EUSf60WGBc7d5dvAyf+HjIkRER+p+rY0fXGjG6g20EZcaM+jj1ReTWLciURqLH3hUcjICC337Tt5+JNxAdjRrhtWujvJgZTJumrB9phRky0JMncAJ7s+zoC/gNvx4SEYGNThRjiyeIpAyJhKvXRZKwYVy6hBpbISHovDpyJKJGmzdHinGZMhD+smRB2kXlyswNGyJ9dsgQLP4rV6J+3Jkz8Eaq8UJaN+yUKbGZe+t8tKdFCxjO9USNsBMVhVIF3brBwP/OO7hfhw4ljbJyZsSMikJ0ojvjtB43KAg/KVIgQl0ExcaZMWP4cOapU13/HDOu8cOHMDZs2IC0oSFDUNJFKTqfCPfKF0rzLFzoPXV+jUCrfSssjLlNG5QEunpVl6Hqgiff3xXl7ulTGOpGj9Zo4CYikoFKq/l78yb2+zNn9BilMmvWIEPKnqgoNOydNEn5sw8folzEkCHiGee0wvYZK1qUOUcOGL1F5tAh5goV3O+HkS8f5E+z9aFZs7RzqmhNgwboX6I30dGIYuzUyZhn7NQpOIO8sQSQq0gSso6McrQxa7t3vXjB3LIlgpQuX9Z8qF6LJKGJZ4kS5lyXiRORuaMnZmSIrlnD3Lq1fsf3ow6/4ddDli5V3+BCdLwpVdxI9FYS4+ORun3+PNKN16yB53XYMDQzatIEkQslSjBny5bQSbpqVdS57NwZ7/3tN3x2zx4ca9kypO74Avfvw6ipZ8qaO0gSrvX48czVqiHiu3Vr3IelS50rHY8eud5NVimKSCTFRqlsxptvMn/xRcL/27dHI8b+/WEMzplT3jCbIQNSFvPlQ0R9iRJoovPtt4jSnDEDz2ORIo6NKErjKl3azKvlGtev++v82qJ1psqaNZhnv//uHZEJRhgxHz3CszNlinbHNJuQEDjMjDRQyTkC06TxfP5GRaEM0h9/6Dd2JSwWOD9tG0lZLHBwd+vm/BmaMkVc45we9OiB3hOeolV5ELnjNG3KvHy5+2ObNQtZAWYjcjDL1KnGlTqZP9/YZ6xuXZQKSQ40aoRMCyPRokngjh0ocfXLL97XnNUoNmyALOhq5oOn/PorDM96ExKCwLPAQGNkoI4doRf7MZcAZmby4zbVqxONGEFUrZrZI9GG2bOJevXCv4sXJxo2jKhRI3PHJALr1hH17Ut06xZR2bLmXpf4eKKnT4lCQ4mePEn4bfvv0FCi+/cx3rRpiYoUIcqWjSh7dvxY/23/WsaMRAEB5nwvRwwdSpQiBdHw4WaPxDEvXhBt3060eTPRqlW4V7YEBBCVK0d06hT+f/UqUatWRIcPqz9H+fJEZ89CjZHD/hxmkC4dUXR00tdTpybas4eoSROixo2xfkZFJfz06ZP0mhERBQYSnTlDlCcPUfr0yuddtw7HDgjA9bH+XrcOz6vS37NkIZo4EcceOZLoyhWiYsXwnDdurNVV0QZmogIFiI4fJ8qa1ezRmI/c8+DpM3DnDtG33xLlzEk0Zw5RpkyaDFU31q3DvL18Wft9+949ojp1IBe0b6/NMUVh4UKiS5eIJkzQ/1xKa0/KlEQWS9L3Z8xItGsX0bvvOj4uM1G7dkRvvUU0bZouQ3fKli1E/foRpUqFtTN9eqKgIKJDh/D9HKHH8ysyYWH4zn/+ie/oDkpzKSTEtf1K6TjZskF+DAx0b3xTphBFRBANGeLe57VCSQ5JmxbyhpmcPYv19NAh/c9l9DP2zz/Yg/bt0/7YojFhAubS0KHGn7tzZ8jQzZur/0xkJNGAAbhHS5c631+SO2fOYE396SeiXLlg79FbP/jlF+znP/2k/bHt6dOHqFQpojZt9D9X0aJEe/cS5c6t/7n8KJPK7AF4M9euET14QFS1qnljWLdO24Xo7beJWreGsusngcaNsWh164aFy0xSpYJBImdO5+/94QeiKlWI6tZNaiC+dYvoyJHExuKXL4nSpHFuILb+Tp9ef0NxTAzRokVER4/qex4tyJQJQljz5kTBwUmNmMwwzlh5/RrPnCtcvqxs9JU7hxkUKyavaJQsSfTRR1BEvv2W6MMPE39u0SL5z5UqRVSihPPzNm4M5VfJCKb09/LloQCfOpWg/J49i9dcVab1JiAAjsZ//xVrXGYxbJi88WLYMPePmT8/FKNx44jef59o8WKso6LSuLE+c+HmTewdQ4fCQeVrhIU5diRpyYgRCXOTKOF3zpwwstnP32+/hSyWMyeMqrVry++18+djLdu925jvIUd0NNGFCwljj46GPLFhg/N5eeVK0v1MhD1ML9Knh2G0QweiAwecG8blkJtLAQFE/ftDnoiIgIEnIsLxzz//JHze9ndgoPtGXyLIbGnSuP95rVCSQ4oXN29MVkqXhoPRHRnQFS5eJDp3zthnrEYNrFkHDxJ9/LE+5xCFSpWIxowx59zZskF3U8uRI0Tff0/0+edEx47BAeLHMeXKYR5XqwYnsRH6QWysZ+uvKxjlBLtzB7YLv9HXfPyGXw9YtAiGNbMiJO299VosRMlho3aX7NmJHj82exSu0bQp0YIF8OblyaPuM1FR8tHEV64Q7d+f+LWwMHgm1UQTZ89O9MYbrn+HNWuw6ebK5fpnzaR4cedKhytCv8UCh4xcdJgtIig2VmOcFXtj3LNniLJV+pwnRjxnRjClv0uSvDI9cqR4Btbq1RE5Ldq4zMCZsd9dUqYkGjSIqFYtGOGaN4cB1CiB3GwuX4aCOGFC4mfZl7DuX0YgZ+AkwlqoNH+ZibZuJRo9GoaUfv2ImjUj2rgRxr9Ll/Ce2bPNnZcjRyZeO4nUr50iG+f0okEDoiVLiObOJerSxbXPhofDmCdnyLtxg2jePMhZb76Z+CdTpoR/W/++bZv8OZ49c+97WYmOlt/fjcZeniDy3CmoFSlSEH3yCaJiv/xS++PfuYM1Ys8eGFvu3zfuGQsIwFo1YQLR+vX6nEMU3nuP6MQJyI8pUhh77mzZoI85Iy6OaNQooj/+gD5YvbruQ/MpsmdP2F+N0A/i4pAdaQTp0hlj+P3nH6KaNfU/jx/n+A2/bhIfT7R8uTFpOkooef1HjHB9IbJGDp89i/TCt97yGxXsyZoVJRa8ifBwlB1ImzZBoXR2X9OlQ8Rb/vzOj8+MyBG5chPnziV9LTKSKEMGddHE2bIhamTaNKKZM7W5Hkaixoip1vB76hRRx45EefMSzZqFaCF7RZtIm2hHLWjcGKnhv/8OocLeGPfsGVHmzPKf08OIpwZvijyrXp1o6lSzRyEOekW8EiEq/dgxou7dEfW7YgVRoUL6nEsUzpwhql8fa80XX5g9Gv0ID1eXOaMFjgycSvM3IADX/4svUA5o/Hikfz5+nHhfadcOhj2zZDZP1k4l45wZqdNGMn06ogUbNnQeBXX1KtFff6GkxpkzMNy+fp10LpUtC0e5WkqUkC8blSEDos7cNT5ER4sR8WsrT1idJGPHilO+rmZNGES0NPw+fYoI1LVriXr3xhq+ZYv2WTHOaNyYaPBgXHc12VreyhtvEOXLhzXQ6O+ZPTsyLeyxzQTOnx/2imrVYKDWM7rcl7l6NelrzLj+5ctrW/4hLs44R266dNDL9WbXLnHW3WSP2UWGvZVNm5i/+srcMSg1tSFizp8fzb+++4556FA0qtm9G52f7Qu5KzWH8dXmGp6QPTtzTIzZo1CHUrM+M++rJDG/fMl85QrzgQPM69czz52LDqY//sj89dfMtWqheZVto6+PPmKuX5+5XTvmQYPQEOaPP1B0/9Qp5gcPmGNjzfteSlibMKROjZ+1axP/felSfG8lwsKYe/ViLlQIa479cdOmRYOiAgXwb7O7aFvHVq4cmiblzy8/37JkEa/rs6eNYLRqtqMGScK1DQ11/bNGjtPXWLkSzT6WLvWOxm/ucPQovuOuXWaPRH86d8Y9NQKtmvAVL55U3jO7YZUWa6d1PytXjrlMGeaxY/UcsRi0aYPGpfZrcXQ0Gkb16IGGpWXKoAHq3r2Q37WaS0qNYmvXZq5QgfnsWff2i549mZcscfVq6M+6dWgMK8r+d+kSGiNqwevXzCNGMOfJg9+vXyf+u+0zZpScOHMmc9u2+p/HbLp1g45tNLt2MTdunPg1pWfaL+d5hlJjaD1sJ927ozm73oSEYL1ImVLftVCS0Jz92TN9ju/HNfyGXzdp2BBGKzNxJGy/fMl8+jS6Uk6dCkGsYUMIc1mzwlBUvTrz998z58ghbudb0ShThvnePbNHoQ6ROxqrpXlz5mnTmC9ehNKzdi06Ro8Ywdy1K3OzZpjHpUoxZ8sGg2Lx4syffAKBqGNH5p9/Zp4xg3nVKuZ//oEy8/gxc3y8sd+lXj3m4ODEr/32G8Ynx59/outunz7M4eH6j08L1DiR4uKwBomGkqNEjYJkhvPs229dP77fyec5N28yV64MJ9XLl2aPRlv274fR98ABs0diDK1aJXao6Y3V+BIQgD3LHeOLksM/bVrNh6sarQyRVl68YC5dGnu2r6K037z/PgIM6tVjnjOH+fZt5c9rYcizHidVKubMmROOs2kTZCp39otOnZhXr3ZvPHqydq1Y+58WBpHoaMjI+fIx//QT85Mn2o3PUyIj8f3u3zd7JPqyfDlzhw7GnjMkhLlYMcxhW6Nd6dLer/eJiNIep4cTtmNH/fc+I3WBixeZ33tP++P6cY8AZvskHz/OePwYDV9u3DC3rpqzDvaOePkSzb1u3ULNOPsmVERidL4VjVq1ULfKGzqhKnU0DghAClaNGmi0lS5dwt+0bhboCQ8eIM362rXEaYOOxmixoIyAXOkJ+9eePcO1sJaVsC83YV96IlMmz2p4HThA1LMnGixY64KPGYN0yj59Et539y7Rjz8SPXyIGoDly7t/TqNR0z06NJSocmXcP9H44AOM7/Fj18pMyH1vIjQzyJUL9WJTpMCP7b/t/+/KvzduxDmaNVP/2VWrkpar0bO7t68SH49nd9ky1Or0hbr4u3ahFvy6dahbmBxo1AhrcrVqxp63QQOkYbvTGFjNGmsG69ZpW6Ln1i2UtFm+HLVQfQ2lPaNQIaLz541tvGSxoIHq+vX4baV06aSp5Grm2g8/oIRFgwZ6jNZ9RHx2vv0W8qurz4rFgpqtI0Zg/Ro2jCgoSJ8xesIvv6Ac3NixZo9EP27cwP07fdqY8ynp/u+/j7JUcvj1ec+x3+POn9fHdtK2Lcq/6Kl7G7kWzpxJdPs2SlX5MR9/jV83WLqU6OuvzW/yYlu/6uJFjGfZMnUCRMaMRBUq4KdUKe9srmGGkTJ7dte6qJqJUk3BokVhxJwyBfO4RAkYgVOkwDU0omupGubOhSHC3ujrqKFhypQJRtvSpZ2fIy4OhjB7A/G9e6iHZfva8+cw0jqrTWx97e23Ezd+rFwZ32X37oQi969fJ9QLjY8nmjGDaPJkGOY7dDC+WYSnqKn1+Py5GI1f7DlzBjU/r193vdO6UuOmlCmhOEsSfiwWbf4tSVCs27RB7We1n587N+kY1dbi9JNAqlSoQVq7NlHr1kQtWxINGYLXvZEtW4i6dkU9+LJlzR6NcYSFEaVPb/x5CxeGscAdw68WDTDt0UKW0rrOdoECqFPauDGcEkWLandsEVDaMx48MNboSwQnYtGiiY2+RJij9jCjbqsjYmKM/w5qELGOf40aqPOr1vDLjPs1eDCe1U2bkt43kejSBcakQYN8t77syZOQ81zppeIJcv19iBDMUrYs+qt4mz7vDVj3uMeP0SzvwgX5pqaeXmsjmrsZuRbu2gU9xY8gmB1y7G1IEmpEXbxo9kgSI0moBXb9uuuf1TpNzwg8TVNwt85ljx5i1i6TQ819jY9HTcfx45nTpxendmB0NFLEHjxI/LrZ5Suiopjv3mU+fpx561bU+pw4EfX3fviB+csvmStWRCmVTJlQP6lCBeZPP0VacZEiGPOCBcwbNzK/+y7z6NEoQfHOO8wtWjA/fGjMd9EaSUpcl1np/hw4wPzFF6YNU5EWLdyv02bGvFy7ljkwkDlNGvVrmNnPjy/y8iVzy5bMH3+MMhDeVkM5OBg1xC9fNnskxlOxIurNG82MGcxDhrj/eS3rdYpe/mXDBqQ0i5TCrgUircUffcS8Z0/S15XqWqZKxdy7N/P58/LHa9RI/nhmky+fODKulZs3UfZFDXv2MFeqhPJmhw7pOixN+fFH5gkTzB6FPpjRS8VRuR9v1OdFRE6Oe/kSpfny5IHe9scf+lzrFi2Yt23T5nsoYcT+ExKCfj1EKJMpikyR3PEbfl1k/37U9xOR4cNR+9QdzCj87wlKi1apUswREY4b73ii6IweDSOpt+DKfRWpduDSpaihaU+aNOKMUQ3h4RDsjxxh3ryZeeFCjPett5hTpEj6PfLnR42/zz9nbt2auW9fzLfFi5m3bIGR/vZt1E4TifBw1Ft+913ngtDGjahPKxJXrqCesrsNAj2pD6zl+ZytYX6lQD+WLUONcZGNaPbKTPfuzEWLYo1KjpQqldS5aARbtjB/843x55VDJAOkEtOnwzgp2r7nCaKsxfv3Q+aQk5mVxvj778yTJuH5qVSJed485levEj6TPj2a2Yri+IqLQ5PcggXFuOb2FCzI/OhRwv/t1+kJE5g/+wzy1d9/e19j0Zs30YTYWxpju4IZ66ezc3qbPi8aSute5szoufL0aeL3an2tGzfWv7mu0nds00bf44uwHyR3/IZfF/nhB+ZFi8wehTwzZ0LY8pZII09QMgAGBMAblykTfvLlSxBO69TBgpopk/te/wULsPD7IkrRHRkzGqscSxIUkf/+S/z6tm2Y33L3vXhx48bnCfYGO+vPihX43q9fM1+7xnzwICKd5s9nHjMGzRm/+QZzuHx55ty5MY8LFmT+8EM0gmnThnnAAChky5ZBQThxAs0I9RS4b91CVHP//oggdyYILV6M7yMSbdui0Z67xMWhEU7JksYI254oGyEhmDcpUviVAq0pUUK8iDIrSoL4vHlmj8w88uVjDgsz/rzTpjG/8YYYspqSLJUqlTnXRomePeFctFjMHol2iGCgadDAcSM2R2OUJESetm+PbJ/q1Y2PfnRGaChzrVrIuIqMFOOa29OmDfPKlfi3/Tpt/end27vn/jffuJ9RpSVaZ+SYETAjitPIV1HShUuWNOb89eox//uv/uexXwuXLEFk7sKFnh/bGxzKyRW/4dcFXr9mzpVLLGHYipJBydeMv5KEzU3OAGi/qFgsuFcPHiCN9ehRpNQHBrq/UYsYragVjjyAefNCWY2L038c//2XOALl6VPm777DvR03Tn6MuXIxN2+euASLiCnXWm6GksT8/Dnm9r59eC7mzGEeORKRfM2bM9esiY08Rw54q4sWRUp6w4boQjx4MO7rihXMO3cynzmDUhNq7/PevYhSXrFC/bgnTcIYReHOHRiAPIkmW7+euX59zYbkFE+Vjd27kY7rRzseP4axzGglUC1+QTwpmTMbb0wxIzVYid27lWWpLFngYOzfH85Ds4mPx77VsKF4+7q3cukSc+HC2sh14eGQE812fNnKfUWLwiA9ebLYUbLLl0MeY/bddfrkSQThmGm81iMK0az7JaIDw1cwO7P0s8/MK+Xy4AFKK61Z49lxRMog9pMYv+HXBebPh2dbRIKC5B+yoCCzR6YdBw7AaFWjhrIBUM3m58lGffgwc926Hn8VYVESJu7fR92hChWSRuJqff6MGWGcL1cOUQ758zOPGpWQhi83xthYRGMXKgTD/MyZ2gt4WmDmZmixIPrlwgXUiluzBtdp2DDmzp2ZmzZlrloVXu2sWfFTogRea9IE7xk6FJGxa9bAsEyESOz4ePXjGDQI5zUbq4KYMiWUQ3fmhvUYKVIgitao+eVpRMKxY8y1a+s7xuRARAQitb74AkaPrFnFVdr9gnhiJAlZE0YjgmEnPBzOwRIlkFGiJEuFhsJJlzcv9tWTJ40boxwrVoi5r3srHTqg3rRWmL3GKEXLij4/7t9H/wdm86+hnnz6KfOmTeadX4+111vnnJ/ESBJsDF9/Le/AN3KPrlULfWTM4sYN6DNbt7p/DCUdpWxZ7cbpxz38hl8XqFRJ3IL6cg+YdbHydi5fRomGMmWY//orwXPvrsfTk3qcN2/C+Jlc2bEDymL79onrHGmBUtT6tGnqjxEdDaOiXFS3CAYYEZR+tcTFoe7cmTOoN7VyJe5Fv34JYy9SBFE1WbIwZ8/OXLo0HDPNmzN36wajwezZuLf79iHCqHnzhLRGs9Ai8sPMGlZK586SRd06dukS9jM/rhMfj3WwdWs4DFq1gvMjLk7sFExvWnuMICoKmSJGY7Zh599/EdHTu3dCloMzWSoqCo7V0qWRRbJlizmRe2bOYREziDzh0SNEdIeHa3dMs9cYs8/vCcWLI/vIm7+DM3buZK5Sxbzz67X22q6f5cpBR+rc2bfWC18lMhLlO999F2Xzli9nXrXKXDmuShXoXWZy8SKCrtwtOaEkCxcqZE5fBT8J+A2/Kjl3DoZHUdOFfNHw++gRc5cuiFpetMi1qEJn1K2L9G5XjcYRERCWkzPR0YjAzZcP90UrBbBcOe2MtWan6iihFB0ggmFIDY8fQyhp3z5p3eCYGESunDyJ+sLLlyPFcuBA1NCtVw/GRut3zpUL97Z2bdR/69EDzRPnz2f+80/UOb56FU1jtF53tVCuzFbQ5Iw1ly/j39274zlV4v59GHFEwijDijvnkSTmU6dQ3z1/fuwfy5bJl30SNQVTZKO0GTx5AgOo0Zi1bkREMP/0E77z/v3uHUOSEAVUuzbStufPh1HYKJQMN9ZIoqpVUQqiTRsYtkePZp41C4r89u0o93X9OvOLF67JLb7YqGbIEPxoiV5rjNo122yniid06oQam74416xIEgxsBw+ac/4yZYwJCJk3z3fvoa9w6xbKGOXOjVKCR44k/rtZclxICOr/i9Ac8/hx6PnHjrn3eblruHAhygudPavlSP24QgAzM/lxSq9eRPnyEf30k9kjkadAAaLbt+Vfv3nT6NF4RkQE0eTJRHPnEnXtStSjB9Ebb2h7jnfeIQoOJipSxPXPZslCFBpKlCKFtmPyNm7eJOrenejlS6JZs4jKlXPvODExRFu3EjVpQiRJSf+eNi1RVJRrxyxfnujsWYh2VgICMMZTp9wbp1asW0c0ciTR5ctEcXGYh40amTsmNZw8SdS0KdbCLl1wPd2hdm2i8eOJSpbEcxQaSvTkCX6s/7Z/7fVrojffJMqenShbNvxW+ne2bHivI9KlI4qOTvq6K3NNi2PoQXQ09qmjR4natME6euUKUbFiRMOGETVuTBQWRlSmjPyeYQbr1uH5DwjAM2v9HRKC8dq/d8SIpN/Jk/MEBRE9fpz0eHfvEq1YQbR8OVGaNEStWhG1aEGUM6e2398orGvP6dNYI4cN8461Rw9u3iRq1ozo2DFjz2udg1asc3DdOv3uxX//YS2oW5dozBht5KkzZyCn7dpF1K4d9oRs2Tw/riOU9vUyZYj++ovoxQui58/x4+zfr17hs5ky4SdzZvzI/btXL6IbN8SUJ9whIgJr3YkTRDlyaHtsW/mmeHHP1xhne4PtfhAXR2SxJP68t9yn4GCiLVuIFi9OfA2LFcP37dGDqG1bs0fpOWvWEK1cSbR+vfHnrlePaPPmpHNJ67VXZP0juWEvLzZujHtw8iRRhw5E7dvrv2+pRUk2kJODjWL/fjwbmTMT3bnjuswtx44dWMsWLYI+6MdgzLY8ewMxMfAKhYaaPRJ5LBbmzz+X93SbHc3jSnRVXBw8pfnzM//4IyJy9CAsDCm67kYRFi7M/OyZtmPyViQJ0ZmFCjH36oUGiGqIi0NU6Pffo/FYkybMb7+tnTfeG6LboqMxD/VA6+jJVavwXO7e7fnYKlSAt91VwsNRe+rQIdSJW7iQeexYzLtWrRCF+c47qEeZKRNzgQLMH3zA/OWXmGf9+jFPnIiomoIFPZ9rZkf8OqNXL+WoE4sFZSFEQela5svHvGEDmgieOoXmhXLfado0RBFt2cL8xx+oQz1qFCJ027bF+lKzpuOIQdvjdemCkiUFC6Im9fnzZl8h7QgJQV3r5J6Cevo0c7Vq5px75Ejsd3pHE0VFMffti3I8e/fqc4779/GM5M6NmrG2DVa1Rut9PT4eJauuXEH/hq1bE9aPkSOZe/ZESZcUKbw3klSOGTMSmomJjtLeULAg89y58hlU9uu5SHKfEk+eILtRTi+5cwdyzc2bRo9Ke+LiUCJMz3VCjr17ke3wxhvIdtJz7ZVrmOnN64W3opRh2bevMY3KXUVEnUKvZrRnzsBusGiRNuP0ox6/4dcBVuNJYCBzhgxiKkhxcUhTaNAAdTNFSjF1lLJkb5gaMACpg//7H9K79eSff5B27i4ffYQGWX4SCA/HPSxQAI2/1q5Nani0WFDntUsXKImff868dClS+ZlhUNdSqbOmmQQEoOmV2c+DPXqlGmuZKmixoFRD+fLaKR358ql3ELiLJDG/fIm15MABOCfmzYMxsEcP5sqV5QXzYsWY69dnbtcO33vKFJSs2L4dhsf79xM3GRTZueBMiMyUSZzSRUoG2ZQpYXhp0IC5enXl973xBhqstWzJ3LUrUpgnToRzICQENapPnFBWyOx/MmdGbTMzO5DrgV5CvDeyfz/zV1+Zc+5Zs+CI0pNDhyBTdeumbR1XJcLDYTAtWhTOtn/+wfqitRPS6BTcZ88g/2vllDabuDjIWpcvmz0SdSit+SlSyJf0CgjAZ0TRg1yhbFnma9fk/7Z4MRxVvrAnzZwJGcsowsJgbJ4yBeVg9GTZMtgMRDPgJQckCfVjd+zAvc6UybvWbRFL1ehpjL5/H8E6Q4aIo4skB/ylHhRwJfXULKKjiZo3J8qQASHzqVKZPaLEKKW75M+PFGPrNbXy669EAwboP64xY3DugQPd+3yjRkQ9exJVq6b+M56kJ3sTFy4gffbChaTPTrZsRKVLI1W6SROirFkTPnf4MFG3brj/v/yiXZogEVH//kjNFq1My/XrRF9/TXTkiLbH9STNzHaeFi6MsgUFCiD98K23tBlf5sxEz565XypCC3bswHxIlSohnbJ3b6KKFZXLTVh/h4YinTRLFpR7efAApSiIkL5Up07iEhRZshClTGn8d3RWiiJXLqJbt1DCwGzUzllPy2vInUcOs8t16IU/BTWBv/8mWrIEpTyM5scfid57j6h1a+2PHRNDNHw4UsfnzyeqUUP7czjCYiHatIlo0iSi+/dRUkNkOdoRO3ciFbhyZaI//tA/RdwIzEy1dwelNfvtt7EXxMYm/Yy3rt89e0JGbt8+6d+YMdeqV8f7vJnISMhcR49CDtGbLl2I0qcnSp0a86ZvX+3PIUlEgwcTbdtG1KkTfnxhvRCVFy+Izp1L/HPpEsrzlCmDnzFjUP7FHlHXBxHlM71L2oWHwybw+jXKRl696ts2EiEw2/IsKiKG3Nvy+jVSUbt3F8cDbLEgimDNGqT+KaXHKaVkGXVtv/rKs5T1Dh2YV69W/35fbtYgh9KzU6qU8me++QYp+Hpw9CiaionG8ePMtWppf1xHETK9eiE9cs8e5ocPE3tZldKigoO1G1t0NEp7mM2XXzKvX+/+5+PjEbF97hzWkt9/x7Vq2xZNWpo0QRO84sWZs2ZlzpYNUefVqjE3a4ao9+HDEfkSHIw0xAsXkHasZbNER3tY0aLilC9SWiPbtEn8Pk/3ZfuIV6UfR2uVNyNiRIlZBAejSaUZ1K6N0gJaYBtRW6QIMio6ddI/q0INRYp4V8SVlagoNMIrWRL7NLO4TRtdQZKY33/f/eZ+ZqC0N3TpgshKb5xfSmzYwPz118p/f/wYz7fRZRL0YMQIZAnqzY4daOoWFYUyY3pka75+jUyxxo0Tsit8Yb3QGneyP8LD0Xht0SLoL59+ypwnD8qifPklGrQtW4am0vaNRkW349gjYhahEddwzRp/JpqR+A2/CoisID19itqVw4drHx6vdmGOiEAq4Zw5UDI++gg1I997D8aPGTOQTia3YCjV4zLi2koS6qp6kvr488/4fmrxts3HU1x9dh48QP2y6Gh9xiNJqCV0544+x3eX3buZGzXS/rhK861IEXRh79MHpU6KFYNR8oMPUCM3Rw795+n9++Yb1a5cwdoUH6/tcceMgbFAjthYzPPTp6GIrFjBPHUqHGTt26OUwccf4x5lzox7UbYsFJYMGVDyIEcO5o4dIQTu34/v8eKF8h6gZOS0ppi/+y5qJouCvaK0ZAlzxYrMQ4cmfEd3BeMnT7Bmf/ghlIacOZEmHBQkf7ysWVEewtdIbnuRI6yKpBnkzZtQ4sgTlJx1oihMIsvRSpw+jbW3a1fIub7Enj2Q1b0NJSPa4sXyBgNvNbK9eIEyaI70upAQyGwi1ih1hadP8V21WAftseqxadKgvNP48cx370IP0FpnvnkT5/r5Z3GCsETEWQBUTAzqvq5YAbm4fn3cr5w5ESDTowf0l//+Uz9nRDSkOsO2RGHRouaP1Yhr6JdLjcVv+FVA1Il47x4K00+dqv2xlR7wBQuY//oLho3mzRHFliMHc506MCItX47IN3tBROl4QUHmXdsrV1BTxhNmzEBNGrV4o/LjCa4+O8OGQWjSk379mCdP1vccrrJhA+qXas2KFeo36thY5kuXMJZUqfSfp2fPIhLWTLp312cuvHypXRPQ6GjUJJYz6tSsiayFihXR4CZzZpy3QgVEQ7RsCQP0mDFoeKfkSa9WDUYOkQkLg9Bvm9miNpImMhJNCb/6CsbeHj0Q/W+v+Mkd78QJCN2//upbypw3KkJ6EBKCZyZlSuMb3L16BcOvFogqp1qRGx8R1qynT80eXWIsFuZJk9DEdMsWs0ejLVZDWIoUkL9FcQxoQUgI1uqAADhJ583Tvq60kbz/vvNmoq1aMf/yizHj0ZPu3VGLX0uUnGEdO6JpuBbHt86twoXhJF650vPj+jpKe1WGDAgGyZoVvTc6doSOvXu3Ng3evTXyetIk9BkxmwcPsF+XKaPfNUxuNhKz8Rt+FRBFQbLdZIoXh/dr8WJ9zqUkpKdOjaZrY8ZAIL5/X73XVG7RNfPaLl6MFDFPWLPGtY7ISte1UCHPxiEqrtzfmBgowffv6zsmEcs9LFsGwVdrundH4zxXhR0jjAh79iC61SxevmTOlQu/9WDwYNecQo5wFLm9ezfz338zb96Me7toERTBjh1h6KxQAeUl5IQpooQU2bffRnPQPn0QFfP771jjjxxhvnULxlOziY5GZHyrVgmN9ZSIj0ek7vffY69s2ZJ561b3oqOeP8e1rF8fkVi+gnVPTpECjgNvUYS0wuwGd4cPo9SDFoiuMCnJAl9/jZT1ZcvMaepibxicNw8OtQYNtDE2iERyKTUWH4+miVmyePf37dsXTRId8eIF1u4TJwwZkm7cvAlHREyMdsdUkpvSp0eTXk8QPcNCZJT2qsBARGP7m3sl5to1lBoym759mUeO1PccSjaStGn9z5Ye+Ju7OWDdOhSBv3WLqGxZbRpNuXp+2wZzVvRqjKF3EW9b1q0jGjlS2yZeaujUieiTT4hatXL/GHv3Ek2dqr45hvU+WrHezwIFMJbJk9EMypdQe3//+INo82Y0G9ETZqIiRYj27CHKl0/fc6ll1iw0Bhs1Srtj/vUXmtkdOYLn2RWUGlpq2ZBi3TqiLVuIFi7U5niuMnUqmurNmKHP8UNDiSpUQHPDDBk8O5bSepwiBVHDhkSBgWhWovQTGEg0dChRfHzSY6RJg0YSX3xB9M47jhvaRUURZcyIRnXWpnW2zetsX8uWTZ9mcfHxaHjz7BnR6tVJ5/aZM0TLl+NvJUpgfW/YEA1dPEGSiMaORXPDNWuIbtzwnSady5ZhL1uwwOyRGIvZDVSWLCE6fpxo+nTPj2X2d1GDkixw5QpR585ofDl7NpqJGjUeuX2uc2eimTPNbTqqB94wR7SkdGnsv7YEBBAVKgRZM3duNPhyhlkNmbdtQ1PGkBDH79u+nahPHzRIE6FBq7t88w1R3braNLqMiICsIifzEEGe8uRaJbdnSSv27cM9trcj+K+dY8qWxTpQrJg553/xAk3yzp1D0zy9sLeRWPG2ZrDegt/w64R//oFQGhxs/LmN3mR8eVOzCnFnz2IRHTPG/YXk4kWitm2JDh5U/5lKlWBEefgwQfn56isYombMwNi+/157pcMs4VUtH35INGUK0ccf63+u/v2JcuYk+ukn/c+lhrFjofRq1WH48WOiihWh3JQt694x9HbILFiAuTh+vHbHVIvFAqPgli36ClI//USUIwfRgAGeHUeL9djRMSpWJPr0U6KmTR0fg5no1Stlw7D9a3FxRJkzOzYQW1/LmpUoVSp130WSiHr3Jjp5kmjjRnQBXrECBt9UqYi+/RbdgfXoEr5zJ9HXXxM9fZrUYOStQunz51gn7tzBOqQ1ou49Rjq45ejfn6hgQTihPcUIZ52eMMMBMWQIDK99+sBhpSe+LOfKYfZ8NxpHDtOKFeFsDwvDPpQ7N1GePPht++8zZ4i6dDFnrQ8PJypalOj+fYzZEZ07w4g9bpy+Y9KTkyexd5854/z7KhEfT/T77wiiiIjA3mb/fL/9NtHLl56NNbk9S55y+TL2u5s3iRo0IPrlF+/dq8ygWTOiAwdggDVDhvrlF6yVRuhr69YRtWwp/3yVL++be7NpmBtwLD579zI3bGjOuY1O41NKY/H2VFCtU92ePUNtJ7WEh6Mmsn3HUSs3bjB/9hlqbmrZrVf0FL9Dh9AM0KgUH9HKPQwciOaIWiBJzF98wTxtmjbH04uxY1E31Qw2bMA10pt791C+xNPGQFqUxHF0jF69UCJCaywW1O+8cAGlPYKDmWfORDPSLl2YmzbFWleyJMpRZM2KMkZVqjA3aYJmoUOHIt119WqUtTh3DinYz5+jRA4R81tv4Rk6d0777yBHyZJJ92KR6qm6Q82azPv2aX9ckfces+vi1quH50IrypZF+Rdvq2FoS2go6t2XLct88KC+5xK9PIbWOEqjnTLF90pbqHm+LRbmx4+ZT55EuaR589Bron175i+/lJ8jRq4RH3+MsTkjLAz1jffv131IulKuHHOBAq7XZJYkyHWlSjE3a4YeLkp7T9eu2oxT5JrqZiBXT/vxY8h6QUEoH2ZtpOyt9XbNwOySVGFh6I3x4IEx52NOKEEnVw7Ej3b4Db8OCAmBgS9FCnMaBCgJbOXK6XdO24U5Xz4U9Pb25jZab9YWC4qdq2XtWuYWLRy/R5LQiCh/fgigSkZiVxBdSGnZknnJEuPOt3Yt6lWnSSNGw48uXdCITQumT4fzQPQ6WX37QskyEtvGNgULGnPf27fHPfEU63ocGAhDpzuCspKwPWyYGI6CuDjmR4/Q+G/XLqyD06ejVrK1ZrGcMEgEg3GWLGhMmCcPahX/+y8aFj57pu3e5YsGoxkzmHv31v64Iu89Zju4ixSBYqwF0dFwnjirfe0t7NqFZ7pzZ/3qsJcp43sOHEcoGcImT2bu2RNNDhs1Yt64Ub5Bs7c1SdPCYWr2Wj9kCJo7qWHfPvQtsDZf8pb7ZMWZgUtpDv73H/MnnzBXrYogEvtj2so8WbNCxtBqrL4WHOUuSs9a5szMo0Z5HvyQnDFbhpo8GfuwkZi97iYX/IZfBUSIWFEaw4cfGiPoSxKaXUyerP+59ESPxSR3bvWb2tdfI+pNDS9ewNhRogQi3TxB5EX04UMYaqKjjTmf2d5TOVq1QrSJp5w5A4eBFoKt3rRtCwO8UZi1jl+7hggWrZqWWCw43p072hyPmXnCBAjnIiJJUOy6dsVa27Ah5k1UFK7p/ftouia3vr3/PiL7CxeGApIzJ4To2rWxFvfowTx6NBwQf/7JfOAA89WrzK9eOXacmOGI1Zs7d3CdtHQYrV0rf51E2XuYExsGSpeGYeDCBf3PGxXFnD27dtd7717munW1OZYoREXB8BUUBLlJy7kZG8v87rueGwa9DUeRdjEx+H+9eshU6dOH+fx5MXQgd/E0slBprS9WTI/RJmXXLjg81SCibOsKjgxcSnOwUiWs2xs3Ol8fTp1irlhRu/Hazq0sWRDAklxRek5KlzZ7ZN6PmdGv0dHQKW/c0P9ctvgjfo3Bb/hVwGxvixV7AWbtWuYffkBaizudyl3l8WMsAGfP6n8uvShcWPsIjwoV0JHWGdHRKPMQFuba8Q8cgAf/+++RNu0OSptyliwoP2Emw4dDuTMKUZ5nW+rXR3SiO1ijINKkwdowaJC2Y9OLhg09d2i4gpn3/ZtvmBcs0O54gwfDYKkVc+YwDxig3fG04OpVrA1FizJXrsw8e7by+qf23kZFwcB57Bjz1q3IMpgwgblfP6yvX37J/MEHMDRlygTjxzvvwKD27bcoiTF2LCL05ZTQQoW8e38sVAgGDU+jxZ4+hWwiJ7iLsN464s8/UXZIT4d6SAiuc0CAdlF5w4djbvoi589jDfjqK+bbt90/ju1emTEjypusXetPOZbj4UPmiRNhuEmXTl5+dDZ/vTFK2B4lg2PWrMyLF+t//shIOIjU6HgiyrauoBSgEhAAXUVuDubNq17/HTWKeeRIfcZuDWB5/lyf44uOyMFF3o6Z13b+fAQmGU25ct4lN3orfsOvAkoPXYoUSK0xM6U6Ph4K6TffJNTO0ZONG2Ho1Cp6zUjmz0cqpNYRHnXrMh8+7Px9mze7XyM6JoZ5zBiU3FiyxPU5pyS8NmgABXT0aHME9JgYfKd794w5H7N4AkpICPObb6L0hKvXXindzBsUrCpVEKFsFGbe97Nn8ZxptUZfuYI0aK32nj/+0KbunaeEhqKeb6VKuF4jRzJfv+78c3rd2/BwRDocPsy8aRPqII8dCwNwtWrM6dPj2QsMZH7jjcTnrlYN+02qVFjjBg+GwfnOHW3K92iNp9FiMTGow/zxx/ic/fWw/xHZwPbDD8w//6zPsfWKnqxWTZ0c4q1YLMxz58LQM3my68EO3rxXmokkQTZx5MSRu47eHCVsj1zU8J07iB7t0kV/fahGDXXPtmiyrasoGa6LF1eOAHTlu1WqxHzihH7jHzSIuX9//Y4vMt7udBAZpblPhKyVWrXQL6N9ewQx/PorgjlWrWL++2/mI0cQSPH0qWs6SFwcAi886Z3hrvNPizI9fpzjN/wqoLSg5csH40WJEszjx5uXXh0fj7qx331njPG3fXs00vEWYmNh1PjwQ6QFa11U/ttvYRB3xg8/MC9b5tm5rl1jrlMHkSpXrrj2Wev3TpUKEQTW7/3LL54p/J7wxx/MzZvrfx5blKKfy5QxdhzMnhtbvFnYKl3aWIO/2deqQQPmlSu1O97HH2vX/GjjRuwfZhAZCYNhvXqImPnxRwiqrhi1zb63zBjvq1coS5E5s7yQXq4cfnLlwnsKFYIyWr8+Sp8MHAij1vLlzNu3o6nP/fvGOFqVrmH27MzduiEiukkTODo//hjNtwoWlP+e770Hx7iSoUh04f3VK2QH/fef9sfWY65GRsLJYETml9k8fAiZ4b33mI8fx2tqlEsR1ghvRUlmsv15+200TK1dG3pRunTyz74vXe/oaOYOHZg/+gjlguznoFYRzyNHqmuEK+ocV3sdHBl7PP1ujx9DZ9czUOvFC8gw9+/rdw5RmTTJtwx1ImUryEW/WnXWGzewD+7ciXJI8+YxjxuHDL6OHZn/9z/YDN5/HzJN1qzIZgsKQhBfjRrMjRtD/uzTB0Fg7dsjuztlStgLZsxAUIanzlZX9NtXr5CVY61X7s/G0YcAZmbyk4R164iaNCEKCMDjZv29bh1Ro0ZEly4RLVpEtGIF0YcfErVrR/Tpp0QpUxo3xvh4ohYtiDJmJJo3jyhFCv3OFR5O9O67+M6ffKLfebQgNJSoWTOiQoWIZs0iSptW+3P07UtUogRR27bK74mLI8qfn+jiRdwjT2AmWrmSaOBAovbtifr1I0qdWv3nT54k6tGD6N9/8f/y5YnOnsVxrQQEEJUrR3TqlGdjdUalSkSTJxN9/LG+57FF6XkOCiI6dIgoZ07jxuLptU+Xjig6OunradMSRUVpNkxdyJWL6OZNfZ5JOZyt43pz9Cj2hlOncG5PmTeP6MQJojlzPD/Wnj1E06fjWhiBJBHt3Uu0bBnR1q1ENWoQffstUe3aRIGBrh9P6d7OnUvUoYP243eGmudakohevsQe9eRJwm/bf9v+tliIsmQhypaNKHv2hN+2/7b+zpKFKFUq18astJakSkW0eDFR+vREb72F36lTE+3eTbR6NdH9+0Rt2hD98APWUFeugcj8+y/mzvHjRG++qd1x9Vizd+8mmjSJaPNmz8bmTWzdStS9O1HJkvje9s9+SAhR48YJ7/fmvdJs7NdXOaxrQpo0+HnvPaLY2KTv88Xr3bUr9Av7OUjkfF6q4cABohEjiLZvd/w+s2UcV8akdB3WrSMaOZLo8mWi4sWJhg3D2D39bkuWEB08CJlAT8aPh1w7e7a+5xGJ8HCiihWJmjYl2rgx6b3zNlyds2aNx93nWpKIwsKIXrxI+rNvH9HSpUk/kysX7EwWC+TATJkS/2TMmPS1H38kun7dPRlw9myi06e10W/8OMBsy7PIqIkSjY3F6198AW/Kzz+rq/2qFbGxiCrr1En/8hP796Mj9evX+p7HVWy9dEWLoqbu9On6Xo/x453X29yxg/mzz7Q977NnzO3aIXJy3z71n4uLg9fPGkWmlB4WGKjvdTt8GGkqZpRKkXueFyxAermRz6ynqXmiRng4Q5LgzTUapah3o6hTR112gBpevEDkqBZlA44eRaSW3pw5g1S0oCBciyVLtNtD7J/pn35CiqgZ0Td6pNzGxzM/eYJ6p7t3I0r6t9+Yhw5Fx+UmTRIykLJmRQRoyZIoAdC0KVKShw1jnjkTkSF79qCJWWgo0ujVrCXnzuG65s6N3gLbtilnGflCql7fvtp3s1aKnkyfnvnyZfeO+fPPqFWd3AgPTyjf5WwPVLrupUqZMnSvw7q+KtX6VXO9vUE2cQc1EdGefP+YGMxzNZkf1vuUMiWi9sxeb7WcB55kazZtqp3s5YiICMg3V6/qfy5R+P573ypxIeLapUWmspoo5jJlHH93SYLMfvs2miXu3o2xLFyImvCDB0PW/Ppr5ayv1KnxnDgaY0AAbDjeWBrIm/AbfjXkzh2k5xQqBAV31SqkBelNdDQa1HTrpr9BbdAgpAeIglk13JYsQXd4R3TujBrDerB3L5SXdu1gDFZDzZrMhw7h30qb3JtvIg15+3Z95lKrVsY0x3CF4GCkL58/b8z5PBUwvNG4EhIC4YLIvBSqR4+QkmfEmmzL7t0QZrRKIatcGcqdp8e6dAnPuh7cuwfnWLlySC2bONE4Y+zvv8Mx9vixMeezIoLiEBuLtPjTp5EGuGIF89SpEMzbt0e9+Y8/hgM3SxbmDBnkhfTWrSFTWJ2BQ4fCAK0GrcsqGU10NO7lX39pd0ylNbt7dzzLffsizdEVPvkE9aOTI2qdLErXPVs2BDL4UYdamcMbZRN3UZqDWjr/6tZ1rQHw9On61SlXQ0QEauIrGcSNrDscEwNHv5KxSWvmzIHhKzmwbBlkRz2boRrF8+do9pkypflzVmuU1uMpUxD01L69ckkJd7+7khycPj2ex/feg61q+XL08li7Vn6MfuOvfvgNvzpgsSDas3lzRMn07Kl/1++oKAgJX32lb42amBh0PP/zT22P6y5qlG096vZs3Yoay0pYLGhIolZZdofoaDga8udH3VxnhtohQ1BLktlxHZ6dO1G/rEoVRIhphbUDrohNjrZtw3U8elT/cylde7XRW+fOIerTOqdFN66I1PCleXMYw4xES8HG0/rQtty/DwOpVrx6BaNrrVqIfhkwQP99T4lZs/BcqHWKaYGSE1LkZzM6GvXhihWDgTdLlsRjz5YNzYwKFkR94ty5YcivU4e5ZUvINmPGQInYsAH1ca9dQ3SImQ1wPeXUKczhp0+1O6aSQfz1a0TE58+P58dicS6zRERAiTKiv4OIuOJkkbvuhw5hTuudGeZLqHXohIQg68B6P0Re/zxB74hfZtTtHDFC/ft37EAWiNFcuoS9IHduRILmzavtdXCHnTuRiWsUsbGQy4sWFaNGrF5cuYL7a2SWpJbExsKZ8vPP6AGUJw969uTLJ/88v/kmjJSRkWaP3HWU1qg33kBfjT/+gLymdYS+kvPPYsFa8fvvqEVcrhwyMc1eK5IbfsOvzjx9ioibMmWwyMyfr1+phBUrtDMKOOL8eSgpRkdUyaHkdU+ZEpF2q1bpY3Q6cQIRtErs24cC6kZw+TLO9emnWMSV2LoVqU9WHAnykoT3v/8+DDkHDng+zhEjEHkmKgcOYPPfvVv/c9lf+9Gjce5du5x/9rvv9Isk1wMRIiGt7NkDh4aRaPn9tTzW69dYxz0hNpZ582Y4wXLmRDbI7t0Q8Mxm0iTmDz5gfvnSuHPaPtdvvSX2emflyRNcq1Kl4PBbuJA5LEz+vRERzLduwUG2ZQuyN8aPR4OQ1q2ZP/8ce0b+/Ggmki8fIjw++wzrVp8+MGb8/jvmzZEjOJ5RUVmuMHYsSlsYZRi8cgWO+yJFnMss27ejOWByRYvI0sePITe1bCnm/PNmJMnYaEszUJqDWkY8HzmCsj1quX8fRncjiI2FU7tWLTgOJ02Co/XRI5Tb0/I6uEPPnnAAG4WWTnlRiY5Gqb7gYLNHkoAzJ6kkQUeeMQN7Zvbs0JUnTkRmlHV/V3qeR45EpmquXIhUPXXK+O/oLp5mxrj7vLqS9ZUmjXbRxn7U4Tf8GoQkIcqgXbsEBfngQW2VCiMNLFOmYBE1O1pC6Tvnzg0lVC59Q4trcu+e42i5nj2x0RiFJEEJz5sXEVhyKTjW7rOu3DNJQiRX+fJQ3o8ccW98MTEwAty7597njcIa6WVEXTB7Tp9mLlAAwrQSt27BqGJ0uQJP0KP2qbtIEgxcRkaiavn9tTyWxYIoTlex7mXdumGdrV+fec0aMSMiRo1CaYzly43v1rxtG3P16vqfxx3i4+HYa9IEe0Lv3tqXupEkGJCvX8d82bgRkcG//oqawS1bQgGrUAFjyJQJ61/FijCA/vADaghOmsS8dCmu5/HjzHfvGrP+xcejnMLy5fqfy5aCBZ3LLAMHQgZLztjWny1a1D0lNS4OZTbKl3fsNPfjOp9+Ch3Hl5EzcFhfS5HC83q7cXEwVKndWyUpcS8PT1AyqN27h7rx+fMzN2oEJ5TV0RsZiQCnWbPMLfkjSXCg3b5t3DlFCnDQi5490U9IFJQMlosXQyZt1w4yRfnyWOe3b3f8LDmas8+fo79C+fJwbs+Z43p5JqNRmpNp0yZ9rs16XpPDcyMafsOvCYSFIarmo49ghJg8Gc1WPEXJKGB90LVUeC0WRLwuWKDN8dzFmadKyZuUJo1n57XWj5JDkrDZmGHkDA1FqlXZsvJCd+nS7qXoWCzw8pYuzVyvHvPJk659/o8/mP/3P9fPawZXrjAXLow6VkZz/TqiJ+bNk//7jz96X0Mf0Tb2GTPQiMAoRI34ZYaxTa0j6No1RO0XK4Y6sbNmabNv6U2TJvpkfThDknC/3HWW6cHNm0hxDAqCI2/tWm2MBFogSXBOXrmC+qvr1zPPncv8yy9Y91q0QHRZ2bJwnmfODOX+o4/Q4LZ9e/QgmDoV+82OHXCmPXjgfi3CGzfgsLxzR8Mv6gQ1zp1Klbwr8khPfvsNtZI9ITgY93nzZu1Lg+lRaswbGDQIpTSSK+vWaSPz1quHsgVq+egjz514SnpVxYp4ToYOhQPOFosFGRI//eTZubXg0iXj5UuRAhz0YONG7L0iOfiVShkEBiLDaPlyRKBriSShtn6nTogC/v57yCu2crQoa75S+TGRotKTU114UfAbfk3m/HnmXr0SOmb//bf7abLOak5p/ZDfuYMI0+vXtTmeuzjyVCldk1SpEHG0Y4f7dfKyZpX/7NGjEL7M5J9/0N2+Uyco01bat4dS7C7x8SgpUrw4DCrnzqn7XKVK3tVM5e5dOGV++834cz98iCi40aMTCxOhoVgnRPcy2yNa7dOXLyGwKaWza42W31/ra5kzp+PoyadPmWfOxHpWrBgMv94WGSfXvMIox8OyZdjXzSQ6GiWPatdGNOmIEcZGQumFxYL5efEimp0GB8MZMXw4HDvNmiFNulQp1CrOkgX7VpUqzI0bY28cOhSOoNWrsWeeO4fSF7b7+oIFcHIbVb5ESWbJkgX37fVrpFKLUE5FBKz7oqeNhi5cQOS5lk4ikerbG03fvnAsmm38MAtrHW5Pe1pMmQIjulratvU8FV9pDQoKUn7OBg1C9o8IdccnTjS+zJJoAQ5acvcuDP5GNcBWi9nG9vBwRBd/8glziRIIylm0SKw139Y+Ine9RJij3t4Q2NsIYGYmP6YTE0O0cSPRwoVEly8Tff890Q8/EOXPr/4Y69YRNWlCFBCAR1qOgACicuWITp3SYtREK1YQzZpFtHcvUcqU2hxTS+yvifX3ypVEkkS0ZAmud8uWRK1bExUrpv7YJUsS7dlDlCNH4tcHDiTKmpWod29Nv4rLREcT/forvuP48UTNmhF17060ahVRRAS+67BhRI0bu37s+HiiP/4gGjWK6IMPcJzixeXfe+QIUefORMeO4fp7C6GhRJ9/TtSwIdHgwcaO/dUrovr1id59l2jSJKIUKXCNLRZcc61Zt45oxAiiK1c8mxeOjj9yJNGlS/gOixYRffutdsd3lQ4diN57j6hjR2POZ/3+ly9jnWzblmjaNM+PlTs39o5Ll4jeesv143z9NeZ18eIJ9zwqimjzZqLly4n27cPcCwsjKlFC+3lhBOnSYS20J21afFc9iYvD87RrF1GhQvqey56zZ4kWLCBau5aoShWidu2IatbE/UyOWCxEz54RPXmCtf3Jk8T/tn3t2TM8p1mzEmXLBvmGCGtktmxE2bPjx/rvjBm1u65KMst33xHt3o3vkTUr0enT2pzPF2jQAPO7Xj3PjlOmDNH580lfz5GDqFMn1483Zw7R48eJX9NaBhcR6xy2Yp3DISHet394QqNGmJdffun+Mc6cwdw7eFDd+ydNgnw/dKj753R1z1y8mGj6dKJ//3VdDtGDGjWg+1SqZNw5lfTvfv2Ixo0zbhxaY7FAbvjuO8itIlG+POQc2+tt1vp66RLsN1OnQj+2RZQ130xZ2I9AmG159pOUW7dQQ6lAAaRjBgerT8e09ZwoRf9q6Q2TJObmzVG3T1SceZPu3sX4S5RAZOqcOYmjZJWoWpX5zJnEr0kS6s3duKHR4DXg4kWM9d13tY8Aj41FWYKCBZFaYxsNaE13SZECkeHeGPHx6hWuXa9eSIs2Mn0nMhK1pDJmRGmSVKngTdYao6OSOnVCCreZnDiBtcCMGuU3buB5sE+VdJcBA/DsuYJSI5JatRAF3KIFInjUzgtRUtvkMDPilxmlnLp2NeZcr17h2frgA6RlTpuGqFg/rhMbizIRp04hZZSIuU4dRPGlTMn89tuIgi9cGGUncubEXKtVi/nrr1GeYtQo7I/r16N56NWryDhwtu4oySyRkczp0mEsLVuKF4FlFmvXahNZrxRBlioVyha4+iPXsdyX0r+V8OXoR1fo3t3zqGeLBWuL2qbggwczZ8jg2TlduX+7d0P+F6V/x4sXyOgyI/K4b1/5510kechVhg3DfmZ2Px851q4Vr0yAyM3KlCL506b17jnqxzX8hl+BiY9HQ5OmTRMasFy4oP7zRglfz57BSH3ihLbHNRpr06LOnSE4NG/O/NdfaLAgR9OmKBVhy5kzzO+8o/9YXcVigbFJLwNIdDRSwoOCUFB/zhyx0l08ITISnemN/j72xjm9hEijlbQDB5AaZTYffmhe85m5c9H8RgthOi4ODcwWL1b/GSUBMF++hFIiaueF6OnMAwaYqxy8fo1UdL3qIUsS8759zK1bw0DQoQPqCouoqHkz/fo5nudRUSh/dfw4GuctWYKU43790Kjuyy9hkC9QAIbiPHkgK9Sti67hvXrBAb1wIfOmTZBFbtxASRrbe/n++5C15s9HjeMmTbxf9vKU6GjIbGoc9o7Qei9MrgZQs1OwRUDJuerOvti0KfOWLcadU+k49nvmpUuQGURaf1atwl5oBr72vO/ejUAmUcvLBQczlywpVpkAkeeAs5q/osjsfvTFb/j1Eh4/hhJRsiQa6yxahPoyjjCyaPa2bWj8ZVvPSuQoMGdERaEr6JdfQrDp2zdpPduuXZPWyx0+HFE+ImKEMB4ZiZpkgYHmRtlpTdmyxn8fIwQISZK/V0TMqVMnGBy0fJatHZfNjopfsgQGFzOQJBh8tIp8vnMHNUCLFcP9TJsWv5XulZq1QOk9RDBcZc8OY4vIz/rt21i/p00zVzkYMAB7g5Y8esQ8fjzq1n7yCfPvvzuXCfy4j9aR4+HhaLZ3+DCaii1axDxuHBz8336LbK9338X8zZQJTtWiRXHe776DTPLrr4hCJkLd31WrEprveLP85Q4dOsAY7glay8zJtXGNyMYPo9DyGsycydynj7HnnDw5oS6o3J4ZGgp5Y+NG14+tJ61aeV7j2F18weFh3TfSpIFsN26c2SOS59UrOFFFy3oxY81X2uvlXg8JEbfWrx9j8Bt+DUQLQVySEDH3ww8J0T2HDytH91hTBlOmRNSRnotPt27MX32F72Y1BogaBeYKDx/C6F62LCI/Z8xA+uyIERCOmBPubUAAFHERv6eRwrjI6S7uYIZAp3TONGm0Of4//6C0yZtvys+LN95gzp8fBkqtn+Vhw5hHjtTme7hLVJS+kZjOuHdPu+aYStHhSvdKzVrg6D0WC1Lho6KUn3Wt5qm7xMbCSepKJLRePHiACM+ICM+OExcHI2HDhjhe374o5eNHf8zc0yQJiu6UKTAE//knjJyjRzP37InSLEpOGtuf779H2Yq//2Y+eRJrkNoyYqKzbx/KMnmK1o1mQkIgE1rXTl83+jIrR5Z50ljY21CS3wICXNcBL16EE4gZjp3Ll5FtuHAhZKkffkDzTi3L+/38M/OYMfJ/i46Gs3HKFNePqyfx8dCLzYpQ9XaHh9JzK6I+2727a00PjSQkhLlQIZQ51HvNVzI0W8uO2L/erRvG5Uv6uR/X8Bt+DUKPdNhXr1A/rmLFhHp+z57Jv/fgQXS41gpJQgri/fsoP3HoEHP//o6VDm/aAOWQJKRx/vgjDEZE6Bi+erV3GLmN9ER6uwBkjxnfR+mcqVMzX7ni/nEPH4aS8P77MAA4qpP18KE+JUKuXkW0iNnp6L17I2rSLJYtg7HCYvHsOEqlG5TulZq1QG26p9I8DQxE9I19HXSjcKf2sZ60bYvILXe4fh21G/PnRxbKunXK3dX9aM/mzVh3zZZpfvqJefZs5b9LEspEWOsA2481Z04ofs2bM9eowVymDCL3s2RBNHHlynAqdOjAPGQIZMqVK5l37sRz/OiRcukrs5Ek1Fu+edPskSTlyRPsd8kJewP6//4HR/Pz52aPzBgc7clKeoLFAifhoUPIOJw4EfpGw4Z4b+rUyLKpWBHlH3r1Yp46FfvBsWPQR7SQUyUJPU+uXpX/W6tWzF26mC+/2bN/P2qsm4WS4dRbnD3eorcdPYqsQU8d6XqyaxfKMOmN0j1Lk0Z+/cmcGTW5veE++9EHv+HXIJQezjJl5N/vanTw6dMJBskWLSCo2xoTLBZEijx6hCitR49gPDp6FAvU+vWIjJo+nfmXX+At6tABx/riCygEZctC8cycGT/58qG8w8cfIy0xQwbHhl9f8ijFxKCOFJF8Aw9RF1Gto1kcnccoI7MRmJW+IydEDhiAtF9X66qdOcPcoAGe2XXrEgvtjuaFXtHOH30EBcdMrlyBAOmp4dVdJIm5USPPI2cclWVQuldK99y696ROjbUtf37H64XSs7F6NSKSiheHsXLfvsSf0TMNfetWlEUKC9P2uJ5w4QLmmtqmM1FRiJCrUQMGrVGjxGmgk1y4e5e5cWPU5p0wwfw9rUIF1NV0htJ6kCIF5MSpU5k3bMCeEBaGORkairTZ3bthdPrtNxjrsmTB5958E1Hm2bIxZ80Kw1DVqjBAde6MyMPffsNn9+zBsUJDjV1bf/5ZzFJbcXG4ZsmdCRMwhx8/Nnsk+uOsnqb1J1MmBOUUKgS9qmRJZFm1bw9dbMkSPJOVKqGUiyvndHeNOncO90mOkSOh74noABowwPwoZFu5qmhRGOptSyCKjDeUqoiPR/T71q1mj8Qxe/dC39IbZ7K/3L30Nf3cj2sEMDOTH91Jl44oOlr+b3nzEpUuTVSmDH6ePCHq358oIACPqvX36tVEtWoRvXpF9Pp1wm/bfz95QrRkCdHz5wnHz5aNKH16ohs38P/cuYnefhs/GTIk/q3mtTffJEqRwrXvSITvUa4c0alTbl9GoTh4kGjMGKKdO4liYpL+PW1aoqgo48clCuvWEY0cSXT5MlHx4kTDhhE1amT2qNzH+n3OniXKn59o8mT9v4/tNcydmyh1aqILF4j27SNq1Ypo6VKi6tUdH+PaNVz7I0fw++uviVKmVD+G8uXxnW13Ci2e5dmzic6dI5o50/1jaMGnnxL16kX02WfmnP/JE6L33yfavp2oRAn3jiF3j2wpVYro/Hnnx1m3jqhJk6R7T0gIUePGjj+n9KxbLEQbNhCNHYv5W7Uq0a+/un4OtTx4QPTRR0SbNxOVLev58bSkQQOib78latpU+T2nThEtXIjrUaMGUdu2eMbl9lw/+hAfT/Tbb0QTJxINHEjUqRPWTDP3tOfPsebevYtnxhFKa3ahQkQ//wxZ8ObNhJ/4eKICBYgKFsRPoUJE9+4RjRgh/5zWr0/09ClRaCjWL+tv239bfz9/jmuXPTtk0ezZE//b/rWMGZ1/PyV++42oTx98vlgx3B8t1hQtyJqV6PFj1/ZeX2TuXKJp04j+/psoXz6zR6MvtutFTIz8/hwYSHT0KGRKR3N/4UKi06eJpk9Xf05316jhwzGuwYMTv75yJfbu/fuhD4pG2bJE69cTFSli9kgS6NSJKE8erLuio5esryXTpxMdOAB7iMj89x/RqFFEW7boex6le5YmTdI1x/Ze+pp+7scFzLY8JxccpVC8fIlSDPPmMffowfzWW/KemlSp4EF87z3mmjWR/vPdd6h1M3gwUpbnzGFesQIdYJcuhceJCFG53btrUwPNle9o+119zaN09SrS5b0lPcaPNoSEMDdrZvx5JQmR9zt24P8nTyLyd/16+fffuYOokaAgrAvupoYreYd79nTveFaePkU0hNk1Jvv1Y377bXObIAUHI33T3SgaZzV+c+VivnbN+XH0XMskCdklcvubp+ewbUjy5pvMnTp5Pl49GDUKafj2c+3FC+ZZsxDJUr486sgnl5Ro0Th8mPmdd1AO4cEDs0eTwLp1zF9/re69rkb0REUhkvivv1COpHdvrIlaPafR0YhWP3kS5YWWLUN/hAEDmNu0Ya5Xj/nDDxOiHnPlwnnq1GH+5hvsNaNHo67xhg2Ql69dQ7kz2wakcmufKCW3ihTBnucHdaaLFFG3J/kKnu6t168rZ4hqTalSqCNsy/79kCVv3TJmDK4QEoIMhIAA8RpZPn2KcmlmNTN2JbtK9EhQa1+M+/fNHolzjhxh/vRT/c+jdM/69RP7XvoxD7/h1yBcqf2jdbpFfDwMwfXr4zht2iTd1LVA6TsGBvpmU4vXr5EGLfpm6UdboqOhmL54Yfy5d+yA8deq7F67BmfQggUJ73n8GIpy3rzMkyYldHn3BPuyAHPnQnFzlnrojIYN0ajILEQyFnzzjXIzFTVY71FgIO6T7bq7bh2UtgkTlJWA69fly9Zoneqn9f7mLQ1JlOZa1aqovdq5M+o0ilY3Mbnw8iVz165YT7dtM3s0SfnxRwQHqMXTsk5mpv1GRjLfvo1SZH/9hTJk48ejBFnr1ig/9v77kL8yZULZMaVO5QULQgm/edPcmpAffqiP3O2trF/PXKAAygokBzzVEyQJ1+vRI33Hef48ZANbrl/Hs3b4sL7ndgc9+udozfz50L+Nxp1rY903AgKwF4qkxzZpAqe4N3DyJMp06c3duyi/ZJXr7cu2GVHa0Y934Tf8Goj1IUyTBkq50uKrZ9RVw4ZoMlG8OHOVKqgfpaUwnJwWGkmC0iFJyet7+0H9a1tjq1HYR/0yIyqtfHlETw0ejDqMI0fCMaEnt27B+Bsc7P4xQkLUN0DwtC6sJCH64tQpNGuaMweNjbSOPnWXZ8+g2J0+rc/xR46UVwLatkW95SJFcD30zl7Qen/zlowLpYyYfPnEblLi60gSHFhBQWhopoWjTA/KlpVvtqQX3vJcWRsNyzXfI0J94k8/RRR3njyQ2QoUQIbFl18y//ADoqMmTkSW3NataOJ75462tTm//JL5wAHtjucLbN8Og+KxY2aPxBg81RN++MFzZ7szRoxAbWErz58jAnjtWn3P6y7esE5ZLFhvNm0y9ryeXJtx47Afmo1V7g8MRLaUJ/qGkZw9CxuL3owfz9y/v/7n8eM7+Gv8msQ776BGTbFiSf+mVGdx3TrPa7Ds2oW6dX/9hTpNCxagtmSjRkTt2hG9+65nx09uFChAdOaMmPWu/OjH6NGodWaxGF9LcNgwPMOShHP37485OG4c/h4ainqCRnDzJlHt2hiPO2tTTAyeoQsXiDJlUn6fs9qzkoR6kvfuEd2/j9/2P8+eEWXJgprq1p+JE1Hf0h6z6nP/9Rfq6h0+jHq4WqJUBzhrVtQh++AD1MfTa++xovX+plRbXrQa694yzuTE9etEXbpgHZo9m6hkSbNHJE9oKOqA37rlfv1bV7F/Tm1fF7EWoNr6lMwJ/TAc1Sa2/js2FnuTUo1i239nzYraqHK0bo3a3vXq6XoZvI79+4m++Ybojz+IqlQxezRis2wZ6pvOmaPfOcqWJQoORr+BuDj0Pvj0U8iZIuIt++qxY+ivceYMxmwEadO633/myhWsV2fO6DM2Nbjbc0IELl8m+v571PrVkwoVsC6I1s/Cj7j4Db8m0bcvmmh06SL/d70KbwcHQ8hKmTLhuLVqoWj/ggUwZLVrh/c4MsT4ARUrQmAtWtTskfgxCqswYsVIYcT+3FY+/xyNbXr0gHFz/nxlBVRrrl8nqlOHaMoUNK9ylU6d4HDq0EH5PUpGyzfegNL9+jVRjhyJjbr2P5kzJzWaiNjMon17opw5iX75RdvjqlWQjGj6YD3HpUsw2v/2m+P77wiluVG4MBobioKIcy25EhNDNGEC0bx5eM6++844g6o7rF1LtHEjmnkaie1akDYt5EKzm3EqobQve2qoliSily+dG4itvyUJBmD75nVjx0LW7tcv4bUsWfzN3oiITpzAPZo/H0ZGP/Lcu0dUsyaMcnpw6RJRs2YJ+1T79nh9/nxx10dv2lc7d4ZsN2yY/ufauZPoiy8Q2ODutSlZEkEBhQrpNkyHeNO9tef6daIWLdC4US/On09wJvjxoxpzA46TL9u2oeyCkaipZ3niBOrc5crF3KoV8+7d/pqDjvjqKzQ98OM9eFoywMzUMmfnjo1Fw8evvjI2ZfnqVdRSHDDA9Wu7fz/zJ5/g33L3RpKU03hTp0ZtTnfXKBHrc796xVy4sPb19ERNiZw1S325DzmU7mGOHMzTp4uzf4k415ID9mvKiBHMJUsyt2vnPc22unRhXrTI3DGcP4+aj+42oDSCNWuYU6Y0t+RWfDzq7J87x/zPP0jNb9s2Yc19+200oipenDlrVtRnLFWKuVo1NI3t2pV5+HCsi2vXMu/dy3zxIuaqxWL89zGK8+dRgsO/HjqmaFHU9dSDkSOxPjIj1b9mTfOb7zpDSa8VcR49e4beG9ev63cOiwVNZIsVQ48PT67NgAFowmkWZtaZ9wSjmg0OHMg8dqw+x/bju/gNvyYREYF6ikYK0a4o/pGR6LxbvToEjV9/FavDtSi0aSOmgOFHHi0aQaRJY54wokYQsliYe/WCMdXIBnQzZrh3bSUJhs5Zs+Q/X7gwanvpZbQUsT73P/+gHmWZMu47KOwR1fAYH8/87rueNdSSu4dPnsCY0rYtGjKKgIhzzZdRavw3apTZI1OH1WgdEABF0uyGRY0bQy4UlStXmN97z+xRJMaZzBEbC9n61CnU7v/jD+apU5kHDYJzokGDhBrsmTOjEWTZssy1ajG3aIGmf6NGoeFqv37YL1OnZi5dWty6rEpcv47vuXSp2SMRl44d9bs+5coxX7iAuVmqFOr7egMhIcxvvol5L/q+umABAjP04Plz1BJv0CBB9l+1Ck173ZE5fv0V11UrGdRVRA1WcIRRzQYtFgTb3L6t7XH9+D5+w6+J1KjBfOiQcedz13t29So8S/nyoTPpxo1iR30YycCBzLNnmz0KP2pxV5CQJOZ9+2BESpUq6TMkSsSv7Xh//RWvG+GwiYuDwunudRk6FBGacs2vihSBAiui0VIv1GRnuHtcEQ2Phw4hAk5rA21sLHPnzjCcPHyo7bH9iI8niqOnmSGeImK3+uPHYVAUNfJ00ybmli3NHkVitDZeREcj4vP4cTjLli5FY7qGDeXl+8yZmStUQIO7Vq2Yf/oJssGCBZDlDx2CwTUsTIzsiLt3YXScNcvskYjJ6tXM33+v/XEvX8Z1P3IEDfeuXdP+HM7wZM394gvmgwf1G5tWWCzMH36IZ09Ljh2DrDxuXOLn+MoV5g8+cP14esmg7ozBm+R+o4zV+/YxV62q7TH9JA/8NX5NZMwYLAuDBxtzPk/r5cTHo/nQggV4/7ffErVpg1qKyZWpU1FfdOhQs0fiRw2uNoK4cwd1FZcuJcqVCw1aUqfG3NezAZYSrjbGWrCAaPx4oq1btX9OX70i2raNaPNm1BN78gT1De1R00ji6lXUk5XbjayfN6L2rCh4c20zd2nfHnXvBw3S/thz56L54Zo1aJLlJ3mgtN4T4VlSasopQlMZUdeAL78kattWzOY6Eydir/j5Z7NHkoBRzaeU5kuZMqgP7aw28ZMnROHhROnTKzevs39NryZVT54Q1a2L+pX9+ulzDm/lyROiDz8kunFDm7q769YRjRiBBrvp0xOlSoUmr5Ure35spXNduZK0KbKna+7//oc+AbVraz9urTlxgqh5c20avTETLVyIWvVLlhBVr57479u3Qw9Ys8a144qy/6xbR9SrF+pblykjvtyvtN6nSaMsi7hD585E77zjfm8MP8kYsy3PyZnDh1FKwSgmTNDOe3b/PvOYMfAw1qiB9LSoKO3HLDorVqD+nh/voGBB51Gp4eGIoqlVC+8fOjRp9IOZkZOunjskhDkoiPnkSc/PffUq85QpqP2WKxfqCQcHoy6tp57uN97wvrQuvfDW2maeEBqK+ne3bulz/H//RSSTyKnqfrRFbk2yj2BavRppsXfvMl+6hMipwoXNX4tEXQMOHmR+5x0xokPtadcOdX5FwqgIMC3miyQxv34Neee//5g3bGCePx+yfs+eiKauUwdjz52bOVMmyEgffshcrx5Knw0YgNqiy5Yx//03+obcu+d6rdgXL5CpMXgwMn7MjL4XjTJltKkTq1QKR4/r6yiDQZJQd92T7IxMmZgDA71nfnTpwjxsmGfHiIxk/uEH5sqVoZPbExKCkmEpU7p+XUTafw4dQsaCN6Akc6ROjbIbWuybMTHQv5498/xY9uiR6WR29pSfxPgNvyYSH486v+Hh+p/rxQvU6h0+XFuDlcWCepQtW2Ih6tYNtcqSCzt3MjdtavYo/KhhyRKUE5ATPleuhGGoTRvU0PvuO8xrUVNaXeWff1CqZe9e5ffIbc5xcbguffuixmTp0lDs9u/H+mX/eU8cS+3be19al154Y20zLZgzh7lRI/2Of/s2jFZ9+yadv358DyXDhu1PypQwXpUty1ypEnPt2swpUpiv9JYr59xJaRY1azJv2WL2KJLyySfMp0+bPYrEGNV8yoz5IknQLS5fRurxunVYw0eOZO7enbl5c8yVMmUge2XODD3k449RmqJDBxh2p01DEMXOncxnzqAsT1wcyk+ULSv/LCZn40H37ijV4SlGyhlKBrF06ZizZFFeo5XWXKu8Ghgo/3yJPj+eP4dM7m5JjatXUcKlVy+UtLLH01IN+fKJs//cvw/HgDegpAdNnQrZ4uOPUU7FE2Poxo1YP7Ucs17Pkoglq5I7fsOvyTRqxLx1q77nkCQsEno3NHn+HA2eypdHg43Zs5lfvtT3nGZz5gxzlSpmj8KPI6z1bsuVQ1SXbcRsyZIJm1yVKuic/vq12SPWh+PHEfEoV1tMaXPOmBHCyrRp6iJMPImEfvoU57NtZpQcjb7M3tWpWkvi45nff5/5r7/0O0dEBAwSn31mbPNDP+ZgXZOUDL9yhgURHC9Tp4rrCNu1C9GYokX95siBKDjRCAmB0TMwENk3QUHaRz9Nny7ufLFisSCz48IF5j17EJ09cyYiH7t0QRBF1aqQy7JlY86aFY4Zuec2Wzbm3buZz59HI8/k5Mhbv575m288P46RUZ1K50qdGoZLV9ZcZw49URxkzli0CLWJXV1H//wThtngYOX3uLuHWSxoLFmggDjrSXw81k/R9hsllPQgSUId+ty5PTOGNm/u+N67OlY9nyURZCk/ifEbfk1m5kzm3r31PcfEicyff25c9KIkIV2yUydET7ZujahBb1m0XeHxYzQl8iMm8fHMXbuipIrVCREejujfGjWYCxViHjIEnnO9n0MRuHwZacy//574daXNuUwZY8fXsCHSS5s3R+Oa5EzRoiilI1ojNr05coS5WDF9SwdJEtKXS5RgvnjRn4qWHPDEsGC00muxwBHZu7eYzRglCYbff/4xeyQJPHsGY4WofP451hw5JbtvX8+OLUmIrO3ZE/MkVSrI3qLMF3eJi3Mcrd+oEdLcixZF1Gj27MhKqlEDMkS3bog+nj0bz/S+fSjn8vy5d+sjz58jhd/T7yAXJU7EnCED9kUtcbb+Khmg5OawoxI+ehqvtcZigaxToIA62SMujrl/f8jlly45PrY7Rv2wMDxTDRvi3yI1Aw4K8h1HvVwWg1pj6OvXWNu1ko/1fpZSp/be59NX8Rt+TebKFX09H/v3w7j19Kl+53BERASMbFWqwEA6fjzzo0fmjEUP4uMhcPoRA1sDTpkyqD3XvDk2yb17UQ8rZ050Rd69O8EZEhkJRXbqVFOHbwj37uHaTJiQ8Joo9bxCQhD1M3gw82+/GXtukfjvP2RNeLNy6gl16iB6T29D7KZNWL89ib4QAb/h2jmuGnNDQlBzOmVK45XeRYtgKBT5+d+yBcZGLdBi/h48iCh+UXn3XTialJRsT57ZpUuRmWOdL//8w/zVV9qM22wcRaLZExODtPCTJ1FfePly5smTmQcOZG7bFnWIK1WCTpQ5M8rTlS+Pa/fNN8w9ejCPHo26xn/+iTl19Sp6GIj2LL77rufG2YED5dfErl1xjb77TptawszqsphsDY3p08ORYU9UlHIUuLdFFLpSjuHRIwSwfPONuvKQrkZa3r6NAJhBg8QscffJJ8iw9QU80beWLIEeq/dYPHmWoqKwJ330EXOaNPJreKlS2n0HP67hN/yajCTBk/X4sfbHfvIEtesOHdL+2O5w6RIiG/LmhVdxyxbfSM/Knt31xhV+tEcpYqBZM0S5Vq/OvHgxPNlyhIZCMVu71thxm8GzZ6g11a8f1iBR0nGio6GMTZkiL/QnF/73PzTHSY54WpvOVYoV817FkdlfQ80VXI1gCg5G7XEjsTY51MrgoheShHrZBw54dhyt5u+iRTDciUru3FCClRRsd9ebp0+R9n31asJrYWFwnIlmrHSVFSuUjXxaRHdHRsLgdewYygstWQKHeN++CA744guUHgoKQvOwvHlhcK1bl/nbbxGRP3Ys5t7mzWjYffOmMX1b+vRBxqi7nDyJeTN9uvyaGB0N53v+/MwdO6JMmqcsWIAIQDXr7/nz0K3KlElwCI0ejTIgmTM7b9rpDdHuauXu/fsx32fOVP9MK62rM2Ykfe/Bg5jjIsucX38tZl15d1CKss2e3Xkk76efoha63mOx/VH7LF29inUpd270fdq3D/q03DzMkgXru7fvUd6I3/ArADVrYnPVMlonPh5RU9OmeX4srYmNxULyxRfYbH7+mfnGDbNH5T5lymgjFPnxDKUNLEcO9fPr+nXMydGjfT+CLiICUWVt2qDWnpzR3AzhuWNHRJr4SsSSq9y+jf0guTqTjHZCiBLt7gq2EZJp04rhtPFFtm+HE8ZIvv8eJQG8gbVrIcd5glbPe//+SOkXDeuzSpS0eY4W603btsy//JL09XfeQWknb0SS0Ii6bFk0i/PEGKEl4eGQJQ8dQrbIwoUw/PbqxdyqFQzC77wDA3GmTDDWffAB85df4rnu1w+l95YsQW+XY8eY79xxL217yxb3G0vfv4+goN27nb83IgLG8Lx54Yz3JGPzr78QiKEGewew9WfkSGWjZmCg+SUJXMGZ7CFJiFgvVMi9AC57R+egQch4LFUqQbfp0QM6z8GD2n0vPejXD2uBL6A0f+vWxb1RuhcPH8JZo2XAnFLAVGAgdGdnzZbj4vC81amDAKtx4xB0aH8Oe+fS1auI4m7cWJ/ARz/K+A2/JqNXdNPw4dhgRfem3L0LobVQIaRbrVoFT7M3UasWGmf5MRetDDjjxiWfCLrYWHhmGzZkXrkyYXPOkAGClhns34+o3zRpfNvwrkTfvnA8+Dpy6d3x8crGEb0MsaJEu6vFWTMObzBcewuHD0MZM4o9e1Cj1FucPhYLFNUTJ9z7/I4dyvM4MNA1WbBBA7FqDjOrf1aJ3Ota/++/uP5y16lr16S1/L2BqCiks3/+OUosMItVa1QtkoS+ElevIir+zz+Z581Dk+0ePRDBWLs29p+cORHFWrgwSlHUr8/crh1KMUyZgpIV27cznzoFo21sbEKtT1fT8sPDEbW8aJFrn3v9GrpanjwY17Nnrn2eGQ4ttU4tNTWBvW1O2KMUrGLtr/HRRzCohYZqcz4lY7o3GFRnzEAJOKPRq4yW0vzdvRs1y3v2xLNqe/7cuVGuRmusY0mTBvXhFy/G68+ewYFVunTS73/3Lppy5s+PvXfbNtfXovh4rG/58iH4yI8x+A2/JqOl0mldIAIDkU4jctqGPRYLlIDmzbG49ejBfPas2aNSx9df69uF3o86tHqWvM0Q5CkWC563atUSGuBt2YIoFTOwpgZp7QzzBsLCYPTWStAXFaWIh+zZmd96y9jnz+xGXq6iJjXPl9crI7l4EYYYI4iJgRHv33+NOZ9WLF/O3KSJa585eRIpqx98AKe/3POeMSOMTIMHq8uoKlGC+cEDt76Cbqh5Vq0/WbOqi8C0EhMDhXzPHvm/L1/O3KFDwv/1MGBofcwnT1CCqls3RJIlJywWGFouXsQasHYtIthHjIAR/3//Q7my0qWxT1pr06dPj6i8jh2RPTl9OgJodu2CDvX4cUKEYHw8jMoDB7o/zmfPEDmaJw+ib63GeTU0a4ZIZzUoBXIEBro3bhFRMsTa/gQHa3c+b9Zt/vwTmYBGYlYZrYgIZBHkzCnvONTz/AMHwqDLrByYWLEijLVDh2qT7XzpEpwc//uf7+s+IuA3/JqMVlGKvlTn7+lTNNmyNueaPx/eZlHp2TPBQ+bHPLQy4Hhj6renSBIiUd55B6l8cXHw5N67Z/xY5DpNe4tw6im//ZZYWfdVlAwiJUsab4iNjka0lTX9UfToIUd1Qm1/RP4O3sKDB+5FYrrD6NEou+NtxMUhQuncOefvvXkTKfHFiiHCR5IcP+8PHsDwlS8fjMu7d8tnscXGwhAmWoabI+OVfbTXiRMwgs+dq+7Yo0ejfIASs2YlZM0EBWmvH2itc5w/z1ykiHwNUj9JiY9H/fF27fBcrF6Nazd0KHOnTnherE21s2ZlzpYtYf41acLcpQsyQ2fOhHFx717mCxegf6mJ3Hv8mPmnn1ACYsIEGKucUaSI+lIRcnKgEYYvo+nblzlFCmMcuN6s2xw/zlyjhrHnNNtQXqSI8brQo0dw6oSHK8vpQUHYc7UkPh7rSP78ftlVb/yGX5PRyshh9gKlB5KEukbt28Pz1aYNUqZEE+7HjEF5AD/mo0X6ly8+S2qZMweKwo0biOowo9akNwunnmCxwCBy/rzZI9EfZ/fYyDTOFSuQaSI6z57BCJYqlfK1S5sWdTGzZ/edDthmEhEBJUhvrl2DcfPpU/3PpQcLFqBkkBJPnyKCKV8+OLfsS1k4e95jY2HYqloVAQGzZyc0aQ0JwZ4VECBeWSBXZYmHDxFh3r2744jXa9dgcFOKjlITSeipTOPqd3MUHbx9O+aG2ZlzeqV168XOnepTv2fMgMHm0CFkV65YgQCbQYOgYzVogGjrIkXgRMmRA3tJzZrMLVow//gjSj3MnYvnc/9+5itX4PDp1AkGm99+Uy7P8uqVa2up0hz2JVlczXOqpdzrzbrNkyeYm0Ziti5i1vk7dcLaYMb5L1xARPHXX3uvPCQ6fsOvySxdqk10k9kLlN6EhaGRwkcfITJr0qSkBcTNYuFCdPf14xsoRbJ4S8MdTwkORlOSfv0SOjAbqQR5s3DqCZs2GVtP1ExEusdVqiinS4vAgweICsqdG8/kggXOZYbVqxEdI5qT1NuQJESD632OunW9sx6rlZgYRBQWL554v4iMRPOrPHkQiahF5tbp08iKyJUL5Yi0jmTVEneyF6KikNJcuzbz8+dJ/65mvqgtMeGJfqCUeZAyJYyDf/+N5nLR0cq1joOCcC8LFza/tJs3Zk1GRsLJ56wsxt9/4xq70pgtOhpp3CdOoH7n0qXQu/r3RxDOV1/BQFOwINZI+3nQvTtk5gULmDduRDRfiRJYA9TuS0bX+zcaZ8+p1jKRt5W1skWSUG/WSJnG7OxDs+Tka9fwXJcta8754+KYf/0VzqQNG7zPISc6fsOvyQwfDk+rP0pRPefPI3okd250td22Tdsul66yaRPzt9+ad34/2mMfgTR+PDah7dvNHpkxDBuWdC0xSglSEk6nT9f/3GZSs6b6+nfejlKki9EKyJkzcCSKaCC9eZO5c+eEWoq2RiBnEZKShJrdfgHZc7Jm1Ue+sO3J8OabqOnprSjVAsyWDdFDDx9qf87nz2H8FT0i0J3sBUlKMJRdupT4b6tW4dl2tGYpBYJocZ3i4tCkTM4oFxCA9apfP9Rr/OADGCaVshSsPwsWuD4OLQkJkb9mos0lOapVYz5yRPnvZ88imlpNKRZPiIhgvnULvWXSp8f1q1AButp33yVc03z5YMDLn5/5vffQxK91a+Y+fSBn//47ekwcPYr578t6raPnVC+jrDc3xSta1NiAr86d5XURoxqRKTnMjLhnzZvDeWOmo+DsWZQ/8jaHnOj4Db8m8uIFjJePH3t+LDMXCLOIiUF0Yt26iFAcPpz59m3jx3HkCBqV+PFtzp3DPFu/3uyR6I/ZjqSQEDQxIcJYfv4ZisKkSb7p+T19WlwDpB4oGX6Nvp9duohXU/LCBSjKQUHMkycnpLS7yqlTiPKKjNR0eMmOQoXkIy89wRujCx2hFLlWooS+5/X1TLdNm2AoGzIE1zhNGhhcp01z/Dk1kYRESN1XiyTBOVGiBIy6M2aoNwo4qktutiHPWbq96HNpxAhE1cvx6BH2gL//NnZMzNh/6tVDaZZ162DctTq3JAmRv9evM//3H6L6FixAhPBPP6FsTJ06kLfl7knNmog8njQJhuZt2xCZfPeucqkJEVF6Tq3PhC/r7+5QsyZq/RpBcDBKry1YkNhQXrMm+voYRUgInM+pUkFHyJaN+eBB/c974gR0sOBgcx0FZcuKt2d4O37Dr4kMH44UTq2w9eSVKQOjstk1s4zi1i1czwIFYAgODk5aR84Z7qYT3LoFz7Yf3+faNXidly0zeyT6IopC3aAB0gSZoeD4krHElh9+UN/Uxxcw27HADMUzVy7mly+NO6cjjh1jbtwYdezmztVGge3UyTXjjrv4cipehQqIvtYSEea/lpi1X/jadZRjyhTXnWRKjoUCBRIU+IkT4UxVk2Wyaxeid+vUwTplex41RgFnhmgzjauOxuYNc+nff+VLREVGojn2nDnGj8mWQ4cwb4jQSM5V57Z1jqVJA6fD6NGYZ3PnYm/r3h01iGvWhJEoRw6UnihSBDWLGzRADePBg1G3dMUK1Dg+fRqZCM7KZOiJN5deMIPWrZn//FP/82zfjrXyxo2kf4uMRBPs1av1Hwcz5meePAmRzv/9h7Hdv6//uT/9FM5HMxFFF/Ul/IZfk9Ay2leJc+cQLXD1qn7nEI34eHh/mzbFYtmrl7pmSZ5E4ERGwoDgJ3lw7x48r7NmmT0S/RBFoV67lrlZM7HGpBVWY1maNPDmr1hh9oi0wZERUJKQwpkypfnC3OzZqC9pJpKEbuqffgpn7R9/aKuIhoZiH7x7V7tj2uNr0av2VKuG6DUt8TVlxqy1OTkYTty9tmqMshcuoJZjSIj8un38ONam999HIzF3cRRVa/Ye7qwshuhzyVpf2zbQxWKB3NSrl3njsiU6Gtfy44+ZP/lE/5r6FgsaQ124gP01OBhG5+HDkeXTtCnW9ZIlce2yZkV98ipVmJs0gcN06FA0q1u9mnn3bujTT55oX/bHm0svGM2QIfplaFnXv9SpkVUxZYrye69fh23FiEbM27Yxf/FF4tfmz0e/I72j23ftYq5cWd9zOMPX9D4R8Bt+TWLYMG2jfZUICYFC6W66qDfz5AlSgUqWhMCxaJHydVBaXMqVU3euzJkhbPhJHjx5Aq/vr7+aPRJ9UCod07ixseUIoqPhVHnxQjtjiQjRiUrX19uNZUqGmCFDUC8tXz6sxTlzmivMSRKig06eNOZ8cuffsgVCdcWKSHXVa/+YNg0dkvXClwXzkBDmt9+GMqjlWhEUJJ4BzBPMNMD6uuFEbyfB9etYj+XuX+7cMJppseeHhCSd9yIY6uUaOFmvr7fMpTp1mPfvT/j/oEGIdDWz94mVkBBkyVn1qSFDUNu3dm1EA4tAXBzKYpw9C2PXqlXoKTFkCHPHjsyNGsFgXawYc5YsqFtdujRz9eooe9KtGzLSZs9GsMK//6I297Nnfr1QS+bORf1wrXHHeb1lC2wLWjQsdcS33yIgwJ5OnfQPXJAklIopXNg8fUmpf4C3rM0i4jf8moAR0b62DBoED2dyqR9pjyQxHziATrQ5cyLt5/DhxNdDqXssEbqjDxiAhUYpvaJIEebFi803KPkxjhcvYLgZONA3ny1bhTpNGuZx45BS2L69sQpFhw7wcGthYBIlOtFXjWVKabNvv41aadau4mZH6u3fj4gJvbF3MgQHI4LIWitu5079147YWCip+/bpc3yl+p3eGr1qRUnh8HStcBT96M3KjK8bYM3CiL2iZEl5R4TawAdXEG2etG4tvxetXGnuuFyhZUuUOEibljlvXkRxh4ebPSrlfX7tWvTKKFMGdYC1zqjQm5gY6IKnTqEswPLliBAdOJC5bVvm+vWZK1WCwSxzZuid5crB2P3118w9eqBkxbx5KF1w4AAyc1+98k1dQiv++st9J7bFgtIex47hms+cifv13XfMb73lniN26FDIkXrp/RERmDtyz3JMDPRPPUu56CUDuTMOqx4qwp7h7QQwM5MfQxk+nCgykmj8eGPOZ7EQ1atHVK0aUf/+xpxTVF6/Jlq9mmjBAqKoKKK2bYkyZiT6/nv595crh/cePkx05Ah+R0YSVayInw8/JHrvPaIPPiC6fJkoIABLpPV3SAhR48ZGfkM/RhIRgftbtCjR9OlEKVKYPSJ9mDyZ6MEDojFj8KzExBD98QdR2rT6n3v/fqLBg4l69CBq0iTh2bKybh1Ro0bqjlW+PNHZs4k/HxCA5/zUKU2H7ZB06Yiio5O+njYt1iVvxZXvtW4d0ciRWDeLFycaNkz9ffSUVq2I6tYl+vZb/c6xbl3i+Wr9/f77RDNmEFWqpN+57dm5E3v/kSNEKVNqd9wVK4hatyaKj0/8uhnPlNbotVbIHZeIqEABops33T+uH99EaR1xZd9zhq/uR874+2+iH38kGjSIaMqUhL2oQIEE+T1VKrNH6Rjr/LBHBN3D2RpqsRCtWQOduEIFohEjiEqUMGmwOhIdTRQaSvTkScJv23/bvvb6NdGbbxJly0aUPTt+rP+We+3NN83+dsZx7hxR585E+/Ylfj0mBvrJ/ftE9+4l/m39d3g4rleePER58yb+3awZUWxs0vM5W//WrsVnrWit969aRbR5M9Hy5fJ/f/SI6KOP8PfKlT0/nz2i6EuxsbhPT57g/H48w2/4NZiXL4lKlyY6eRKLkFG8eAFFc/p0KLx+sKAtXEg0c2ZSxdWKnHD94gXR0aMJhuBjx7AA2+MLyq8f58TEEH39NVH69JhPoisK7vDkCdG77xLduIHv16MH0fnzRH/+SfT22/qemxmG9Z07iU6cSDAWEuGah4URFSsGw6EzYUsUBVcUgUprvOF7hYZCybx+XV/HhWjXolEjoi+/JGrXzvNjvXhB1KUL0d27RC1b4t96GqbMQK+1QpQ1yI/3oLeTTLS1ygiuXCGqXZto61boZLZIEpyDb79NNHu22MYGke+d2rUuPp5o6VKi0aOJqlQhGjqUqFAh48YpGhERzg3E1n+HhxNlyODcQGz9txHBGlry+nWCEffCBaKePYk6dkww6t6/j/flySNv1LX+dqSnuPsM6f3s1asH2erzz5Xfc/gwUfPmRAcPEuXO7fk5bRFFVjlzhqhr16QGfz/u4Tf8GozR0b62nDtH9MUXRLt3ExUubPz5RSVtWhjv7AkMlPcC2sMMY5gkyR/br8z5PvHxRG3aQAhbuZIoTRqzR6Q9TZpAGWrUCHP+l1+INmyA4qS3E2voUFzTwYPxf/soFzWe9mfPsO69epX4dTOUJPsoLtvXvdlYpnRfRPpe48ZhLui9B4siNFu5cYOoenUI0RkzOn//unWIwLpyhShHDrz2+DFRrlxQTHv0QBTxzZtEVatiDTAjelsvSpYkunQp8Wt6RfyKYqjxkzwxIqpYJF6/RqTcmDFEDRrIvycmBvpSzZoJcoeIiLbP2OLqWhcTgwzL8eNx7QcPhuHOjzLMCH5QE00cGoprnDGjumjirFmJUqdWPxZbmcFZMIYkYTz2Ebq2v0NDid56K7ERd8oUZBvmz4//58rlub7l7vqn57P39CkCFG7dch5MtGgR0fz5RHv2aKt7iiKrLF8Ow/asWcad05fxG34NxKxoX1vWriXq0weRcteuqY+U82WUUi/TpydasoToq69gBHZEjhzYWG3xJWXOlQ09uSJJSBu8ehXXS00Kljdd1y1bEP2yeXPCa7NnE02bRrRtG9Ij9eLqVXi/L17Ec+WqQPLXX/CcV6kCIcJewGveHK8bGa1tG8VVpAiE3C1bUDrGm1m3jui774ji4mA8E8kIaLHgOdu+XX/npyhCsy2DB0MhmTzZ8fuUHBO2WJ0sP/8MBWjQIO3HaxaShPt37pz2xrDkZmTz4x2YWXrHSCQJxt6KFbF2OeLVKzi1evVCSRsREXGfseLuWhcZCSPPtGlIpR8wwDyd2ddghi1CTTRxaChkpixZHBuIs2VDFmzbtknvda9eiES1N+qGh+NzShG6efPi7/bl80qXJtqxQ/voVnfWPz2fvdmzEeE8Y4a693ftCqP+/PnaZSgoyYFr18qXl9GL/v2JChYk6tTJuHP6NOaVF04+WBu8pEzJnC2buU2/RCnWLRJK12TwYHRzzZsXnUQvX1Y+Rrt2iT/rC81arIjSEMsbkCQ0DKhcGc3fHOFt1zUujjlfvqQNDlevZi5QAB2R9eTDD9GUkVl9p/OwMHRlLls2oYGIfXOZZcuYW7VirliR+coV98Zm38TLnXv4998YT0yMe2MQiUKF0NFaNLZsYf7sM2POZXYDOznCwpiDgpgvXnT8PqUmffaNTywWPPt37hgxeuOYPJm5QQM0IdKjEVVICHOJEgnX0RfkBD9+vIHBg5mbNMHapYZ797Cfbdum77jcRcR9xharvJUiBXP+/K6N6/Vr5pEj0Qx94EDm58+1kbX8qCc+nvnJE+bz55l374a8/9tvaGzWuTOepSpVlJu8ZsnC/MsvzIsWoRHe+fNoYucudesyHzqk2dfzCD2fvcqVmf/7T/37Y2KYP/mEedYsz89ti62+VK4c88cfM3fpYmwTws8/R0NmP9rgN/zqjGjGHV/tJu8pXbtig5JT8B49Yh4/nrl4cWxwS5ag26Yta9agY6t1gSxWjDlrVt9QiP1zxnXGjmV+910ITEp443UdOJD511+Tvr59O4zCBw7od+7ffmPu1g3/VjJMWTuRh4QwHzyI57BvX+boaOfHX70aTp45c1wTarRc47//HoqONyNJ6GQtYnfqr75i3rDBuPNZheaAAOZSpcRQxpctg/Hb0f1RcqzYO1l27sS+50ucPQsDxePH+p5n5UrmVKn8Bgw/foxi9Wo8a2Fhrn3u3DnIN8eP6zMuT7F3Zouwz9jz11/MX3zh3mefPYPsmSmTWPq0nwTUBmN4QkgIZMvAQHH2zJAQ5pIltXXi3rzJXKSI6zL0o0fMBQsy79vn+RiUiI5mrlGDefRo/c5hT968zC9fGnc+X8dv+NUZ0Yw7SotzmjTmjEcUmjVj3rjR8Xskifnff5m/+445Vy7mTp2Yjx3D63v3IkLIliVLEKXo7RF8/jnjHjNnwthz757831On1l9Q0porV2BMlRNIDh+GweSvv/Q5d2goIj9iY5MaW+Ui9nPmxPPqCvfuMdepAwPho0fqPqNmjVcbpfL8OSIyz51zbdwi8eQJ5oho3LyJ6NT4eH2O7+geV6rEfOmSPud1FUli/ugj5k2blP+eO7djo691fn/7LfPy5fqP2agor+ho5goVnMsCnuLPvPIe/BGG6hD9Op08CePtjRvufX7vXuzN7n4+uRMXx5wnj3q5So5SpZT3Ij/moretQ+Q98/ZtyA1aMXo0888/u/fZI0eQWV6ypH5r8cuXuK+//67tceV49gzrrh/t8Bt+dcYIL5grKEXKBQYyz54No0pyIy6OOUcO5vBw9Z95+RLX6733sOB364bUTXs6dEiIUvRWlOZMqlTMo0b5PXGOWLYMnttr1xJekyTmadPwzInkFFJL1arKBtULF5AWqZcxqH79BKOMbTSl3Bpbpox757BYmKdPhxH7zz+VFVqLBRFAqVLJnz9VKtx3VyOC169H2Qm9DJR6c/w4c82aZo8iKQMHYr3SA2f3uG7dhDIlInD0KJyXZcsmntcxMShbZFWwHTlWli+Hc8U++0VrjMyaGjCAuX177Y9rj2gBAX7kES1jT1REv05PnjAXLsy8a5dnx1mzBnJ+aKg240pu9OzJPHWq+59XKicgcrBEckHvkiMi75laGn4lCfKXu4ECRhnI79/HmqpXoA8zxlyoEMrEiOhM9Fb8hl+dUTKapU1rziRWWpxnzmT+5hvmokWZ//hDff0rbyckBIuXJwvLyZPMLVviOrZsiTpI1ojIqCgYh1es0HLUxqIUXZknD3O9evg9fDiiFf0kZf16RBqeO4faVs2aIT160SJ9BSW9WLyYuXVr5b/fuQPBZdo07c8dHIzrZ4tezrXz55E2JXePPvkEhrPKleE0khNIs2VjLl1aPrLbmcD6v/8xT5zo2fjNYsMGZEWIRHQ01qmHD/U5vjOlpFkz5h079Dm3OygpB6VKwfAbE5M4fTgoCGuYbSrxwoXMbdvqP1ala+uuY0eJffsg/7iaBu4OSmtWypRwbBkxBiuiR2qaiZL8njkzjFhDhqCs04wZiH4KDmbeuhWO0RMnkCHz4AFqlXqrI08NIhtlYmOZq1WDM1cLpkxBxoTeDi9f5Phx5vffd++z0dHM6dO7Lkv5MQ49S46IFkRni5aG35MnYTNwFyPX4gsXkEWhR1CD6M5Eb8Zv+NUZewVLby+M2jEpLc6nT8OYV64cFBAR6zRqhZaeMUliTpcOUVDVq0OBHDMGQv/Nm1gcz5/X/CsYRkgIlH+567VoEZrf5c6NxhlPn5o9WvHYvj3hug0dmqAEhoQgstR6PYOCxN/YwsMR6eeoQUNoKKJWhwzRdg2JisK5bRvn6SnolC0rv34XKJAQ6e4s0sGdKJXHj7FmXL3q+XcwmpkzsQ6IgNWoFRjInCGDfs+WM6WkXTs0ChOFcuXkx5s7t/rntWpVfWvJXbmCtdJRk7nKlZlHjEATlLg498/16hUyM1ypUe6JwVRpzcqXD06fHDkQNT9+PGoOy90TLQy2IilXIhqglZ7rwEA4QGfOZB43Dmm5P/2EaPFvvkFmSs2a2ANLlcK+niULapRmywaHYtmyKAFTuzZzw4ZoMNqpE3Pv3szDhjFPmICssmXLsJds34669WfOoNzA48cwPholoyvdn9BQXA9RjTJduzK3aaPtderdG/fWPmPCj2Os0YzOmovaExmJuvSffeadwRJ+PEfJCVeunNkj09bw26cPmsu6SmwsynelSGHsWnzgAHTYGTO03b9FdiZ6O37DrwGEhMgLkCJP4gMH4CX/6CNEsPoiWi8sefIkRAFcvYrU4nz5oAR07Ii6l69fazZ8w3F2vUJDYfDJnRuG4MePxVTmzGDx4oRrtndvwuuuOh9EuZ7t2zPPn+/4PWFhqJfbsaO20U4dOiQ+t54pZmqjDBw50+SMbGrWmeXLsQZ7W/bFgAEwWJiNUUat6GgYdeTmSYYMePazZkXpD1HWQCVDTWCgus9fu+Ze8xFnPHkCBeLDD9FMddQopFYr7TvHj6PZZI0aMJY2acI8dy6cra7Qpo1rzgpnc8vZOu1szYqLgwz288+IkMuXD9HVa9fC6eXp3I6MhLJatKgYypVSgETfvsaOwx53125HxMbiHt67h3TeY8eY9+xh3rIFzccWLkS2zOjRzIMGMf/4I+bn//6H5ljVqiEirHhxyJyZM8OgnCsXnskKFZCR8tlnzE2bIjuna1fm/v2Zf/kFRoV585CFtnEj8z//IGLr/HnMiWfPkvalUJpvxYqh8U7mzGLMI3vmzYNxXU1zV1cIDnZNbvOTwK+/Yl6rJSICzpGePbHfeEMjOz/ao7QGVahgvl6tleE3Ph5G1AcPEl5zJEtIEpyBXbpg/a9fH583ei3u3197WVvkCG9vx2/4NQhvnMSSxPz33xAyP/0UAqovoXW9qHfeSapwxsUh9bl+/YTje2MU3927SENVc72eP0fEir8DLxTsdu2gfNy5g/RP2wZorjgfRIrO+u8/fCdnREdDYW3aVDvla98+RBvaopcyoIVzaO1a9wzTkoQmc7NmefQVDKdVK+XGYUaiV8SArSBeogRqkNWtK3+Pq1YV00DgqTwydCiMSFoQGQmD11dfwZD144+oQWw1Kqt17ISHw3jWowcamxQtCoPXhg2OFcP165nffde1JqxKcysoCCVa1KzTrqxZjx/DEdSqFRS8N96QN0gWKYLvM28eMo5++gmf+ewzyHFBQdiXc+fGOY2ODlJCKQLd7Gdlzhz31m6jkSTsr0+fMt+6hbJShw+jpu2GDSjfNncujL4jR8Ix36ULSvI0aYL1q3JlzInChZFVkykTfvLmlZeVAwISGr0qlQMz8zrt24fMHFsjilb4o9Hc584d3Bc1Du3wcDj1+vb17exTP+qw3zNDQpDxU6GCchNtI9DK8PvPP3ByWFGSfWbMgAxWuDDW7dmzEzJt9a61LIce66F/jdUPv+HXIPSIHDAKSYKHu0QJCIkXLpg9Is+JitK+XtRnnzEfOqT897t3E87z5puIripTxnwjgCOOHUPd4nz5oAy4shCXLu29c14Lrl2DMNCjR2KjwsWLSPVcs0bZABMQwPz558wtWiBitl8/16+/nlhT9tSUL4mPZ+7cmblWLW0885IEgcfVqD530EKIOnwYRih3DNP37kHxvn3bndGbQ/XqzKdOmT0KfRrBKBk4QkLkDXmiCq/uRvxajd4BAZAH3N27LBYoOW3aYF37+msYbZWay7rj2LlzB9GTzZvjHFWqIIL4yJGEDIRHjxCtXayYa1kUjmr0vvmmvvuexSJfN5wIhtwffsB+MX486s5u2gS55Pp1lLSwNaCIMj+VrieRec+KJMEg2rlz8o0wtFhgfFOzlto+o6VL45n75x9zxn3nDpwcR47oc3yl+ZomjT7n8zVq1ECUuyNev8aaPWiQ3+jrxzFLlkCnOn3anPNrZfht2xbOamtggaN1ZtQolPyRw8io+Ph4fUr9KGXDJqf9Vy/8hl+D6NPHOyIHHBEXh3quBQtCubh1y+wRuUdkJAT6L7/U9p589x1S5xxhbehl/yNSI6f4eEQNVa2KTWPxYkSTuGoE88Yod61Yvx7G8jVr5P9+82ZCmqSc4l28OFJ4tm5lXrUK0TqpUomlbEyciFp3apAkeKg/+ECbjtg//wzBxwg8FaI6dkQEnrvMmwenkrcoP4ULm1/ne9Mm95rqOcNVQ5moa6A7Bj9XMw7kUhTPnUNaYFAQHEGLFzuuFa4V8fGIIh49GqnyOXOi4Z69UqEmIjs+HqU7lOaWEfdcK4OtkiNDad/Si+LFlQ2/KVPCeWb0+rd0Ker0esu6qyfuzDdrdtPdu4YNk5lRGuC993D/9EKp3miaNHBg+XHMokWOG4O+esX88cfIHPQ/f37UsGsXdK6//zb+3FoYfqOimDNmlN+P5X7MLhsmScgmKV2a+e239XEgN2yILLDk6HTVE7/h1wBev0Zqy5QpvhE5EB3NPHUqjFY//og0RG8hMhJ1R3/6Sft6UX37Oq97qiRAp00LYXX27ISmUUYTFobOx0WLwii+a1dSocuV6yVKNJGRxMbCGFquHPPly47f++ABBBW1xnQlZSNVKjyHRnu7Hz/GpqwUpSfH9OlIw/Y0gvXKFUQciq4UREQgNdsT45YkwQCxZIl249ILSUJ6sFn35d49ZKW8/z6aI2ntbHXVqCfqGuhOJLvS+pM1K8oKLFnCvGMHsgCWLpVXYIKCEIlqZlomM2Qy2/JLau/PixdwwlSurHz9jLjnWqZz2u7p5cohYr9RI9dKX3hCbCxKVCjdi9y5cb0LFoSMZVsGxDp+reveP34M+fbaNc+P5Qu4O99+/x3ypN5N0GznQMaMeLb1ROl6jB2Lpm+ff476zX7kefUKzrfIyKR/e/EC11CrUkJ+kg/nziHwYOFCY8+rheE3JAQ9IdQYfdU6qfVi3z7sydWqoeyfXuUlPv7YvChuX8Zv+DWAXr3Mb1KhB2Fh2Jxz50ZjlBcvzB6RY6xNAnr31scwMWECIooc4chwcOwYujrnzIno4X//NcaAcucOUkNz58b5Xe24q4SIdd/05N49bIbff5/Q5M8ZT58m1NRzZkxX2lyXLEEzmLJlEVE7Z44xUXTMMBCsX+/aZ1asgBLvacmYokVhMDC70Z0jli7Fs+wp16/DEPHwoefH0pPQUNwTo4mPh1MhTx7UP7Om8mud8pY/v2uGQjPqranF1WujtHcFBjKPG4eSNs2aQViXS/0TweBt5epV5dql1u9kz8WLcDaNGaPsNA4JgXFbTkHT+p7rlc5psUAO+OILRCHpga2hLnt2KJB9+zq+bnfuoEZtpUrYMwcMUHbueLoXNG8uVhaWCLgz31xtXuvuuOTkTL3lAaXrYbFg3w8Kgu5nViCH6LRogdrutjx7hgCYsWPNGZMf7+fBA9TsHzzYuAAELQy/jRsrl0xwZPw1UqY6cwa9GMqXR58aeweslvJIZCRkAy0bg/sBfsOvzpw+DSNHWJjZI9GPZ89gOMyTBwqgWqOXkUREIGpOzyYBS5ci8tIRaqKBIiJgzKtSBSmQ48ahFqHWHD2K2or58sFgrUd6tu1mULYsOq/7WpNAZuadO2EUcsfT/OoVymr06eN8bjraXCUJNe06doQhuXXrpM4DraOjBg5ErWxXj7d1K+ado5rYjjBCodSCatWY9+7V5lhTp0I4FJmTJ1G/z0iOH0eEb9Om2keS2j4vhQsjpc1VQ66vdCF3JZJV1BIXzChZ9dFHzCtXqm8qtmULDMWOSjkpGaCCgrzvnksSc8+eKMcRHq7tsV2tky3HrVswzKZLp70yvHEj1pO4OPeP4QcYEf0ualbF69eQj/LlQyag34CRmC1bYESyEhoK49mkSeaNyY9vEBYGx2XLlto1lXaEp4bfFy+QGVi2rHJGsJKcYoRMdesWAlgKF0aTWTWNGT3l33+ROeFHe/yGXx2xWKBguBoR563cv49Ikfz50Yk+JkafNDxXsXaG7d9fXw/gtm3wYjvC1QiwS5cSjOqNGkFY8kSAjI/HuT75BBvV0qXGpXQyw+D37rveq1TZz+fgYES9FysGo5e7REZCUOnQQRsFwd55MHYs84IF2kZHeWp8PXjQ/Zpcoip7tly9iqhkrdac+HjsJ8HB2hxPDzZuZP72W2POFRaGkj2FCzNv3qz98ZUMVH37+oYh11Vc2btEfj5HjYLDkznpGmY/VkmC47VYMeeNLJWMyCJ8Z3eQJDRW+uQTbTNItJwbWjsYXr5EWTZ/eqk2GOEAEtnJxIxsnYYNmd95B8YMP2DNGpQpS5MGjYKDgpC55icx7ujQIujdZhMXB3tE9erMz5/rey5PDb8LFkD3cyRjKZXaypNHP7tGaCgcwHnzIqPOSFvBmDHOM6j9uIff8Ksj8+fDoyl6HUqtuXYNnracObU1NLlDeDii7gYO1P8+nDihLtotJATGihQp1BsOYmPxvi+/hGF9yBDHHT3tN/3XryFUFSnCXK8e8+7d5s3LFi2806uvtClXrKhNOl9MDFKlv/7atbq5zrh8GU4PueZwAQHMZcrA4/z8OaK+Q0NR4/DhQ6RN3buHBi23b6Mp3Y0beMaLF/dcgT93DhkRq1a59p1EV/aYYTQZM0bbY164AGO52c3TlJg1C2ut3vz5J+ZNv37aRyRaEdF4abZCpzYiU9QSF8eOYd7YKoJK6ZVp0kCOqV0bWU3OUDqOXNkIb+KXX1BCSM01UIOWa7fWz2inTkgR9qMNZkX8EiG7TKQAgx07IGu1aOF5jwNvR8nhlhwNlI5wtaGqu5/xVayO21Kl0D9HL9nJU8NvjRoJmYFKMpbSfa1QAUFDWmYFh4UxjxyJ8o/Dh8N+YDRffKFdtqSfxPgNvzoRGgovyc2bZo/EPIoVU46kMYKwMKTQG1Xr5/59dLhUw6FDaBLjDnfvQhkrVAhK6cqVCbX4lDaHTJmYu3Rx3nDMCB498s5nwwglJj6euU0bGOe1rq+oVM+SCMaQwoXhGChWDLUsS5bEfC5TBt+9QgVErbz3HlJhlZoQuKrA37qF882cqf4zIhrlrISEIGWLCNdQa4F79GjmVq20PaZWDBoE469e3LnD3KAB6nzqHZUnmnPB2xQ60UpcREZCAdyxI/HrSmtJunSIdlFrPBJtvmjJxIlY/5888fxYWq7dSs/E3LmuH2vPHqzXetU1To4Y4QBSOkfVqqg3fuuW+Q4zK3FxzL/9Bvl3+HAxy+IZgcjym0goOTWyZGHu3h01pPv3RyDQiBEINMiVy7neLcrzYBS9eukrO3li+L13D1kmasonyMlUFguCuvLnZ960yb0xWImNhR6WLx/KVj5+7Nnx3MViQX1fueaPfjzHb/jViR9+0D7ay9swUxF6/Ropij//bFxka2wsc7Zs6t575gzS8D3BYkFt2RYt4Jnr0QNGOzmBSq1B2ijmz0f9Hm+KhjdqPlssMDjUqKGtp1VrYVvL4z15AoPysGHq5oSojQONMM7FxsIAv2WLdsfUim+/dVwH1V3i4tDYKW9eRG4YUWNMNOVUtPF4Gz/+iD3SHqWSNV27unZ8X434tTJzJuSIBw88O47WxkB7ZbhnT8hB9++rP0ZkJDJY9u93bwx+lLE2PEyZUj8HkJKTaelSGMlEc5g9fYr1pWBBNDjzJjlYC3zZSaYljhqqLlvGvGgRnFy//cY8ZQrz+PHymX2219bbHMhaoLfs5Inhd8IEGO895exZfM9OnVx3KFksaLpdtCiCSpSyiY3izBmUtfOjD37DrwZYBZuAAPzkyAEF1ch6KCJilqL6+jVz5crwqBtN1qzqIoSuX4ehSyuePkXzJ62iMPXGYkFERq9e3uN5NnI+SxKMoB9+qF2KrR4Kt5bHe/0aDRi7dnXd+12mDNZcs+vfGjVHTp6E0ihKx3BrBEmKFBAetXyOjxyBobtFC5QfMQrRyhX4lWX32b4d0b5yESQhIYgusV7PlCmZf/3V9XMkB8P8woUwkHqaqh4SguwSV8pducLvvyN6V23664ABrhv6/ahnzRrUsDSD4sWdR0CaxeTJzG++ifEULYr68d4iD3tCclgrtaBgQdfnrrNrmxyvvd6ykyeG3woVYOjUguho5t69kUGppom6JKE30TvvIBDr1CltxuEps2ZhLfSjD37Dr4co1SrydQ+aGpQU5++/1++cr14hvWvECP3O4YgSJdQZJx49wnu1Rik1KHduY6LkXGHaNP09z56mNNl+PkMG4w1BkyZBINOqfpPW6ddaHy86mrlJE+bmzV13nF2/jnSnw4c9G4MnGGmcGzyYuU4d8xVFvSJIli1DtFZAABQgs75b+fIwBubPb25EuVzzMF9X2LTg2TOkUh4/nvRvWtaaFM1RoBd//IGyQNeve3acQ4f07do9dy5K7oSGOn7fiRMom2VGHcPkwtq1zO3bm3NuUR1mSllLySESM7mslZ6wfj0ySF29Tkrzql8/lMdKkULM50FPypTRV3Zy1/B7/jz2KK3ZuRMyz6+/onygnB585AgCbT78EGWOROKbb5g3bDB7FL6L3/DrIUqdnIn8ChlzUsPQkiUwzP70kzaGSNsFrXRppPj98ovnx3WXatXU1Z58/RqGBK1REqisP0ePan9Od9HbkOGpQUpJgAoKMrZu5bx5cBIkl4Yg8fGIDvr0U9TpdoUDB3B/bt3SZWhOMTKaYtUqMRRFrb+zJDH36SOvDJulBG/ezNyokTnnttK1q/w18SvLjmnRQrk7tNZz1yrvpE6NGsG+em/WroUz5tIl949x4gRzrVrajUmOGTOgkC9eLO8gi4tjfvddMcvm+BLr1jG3bWvOuUWNcFQK0hBtnHohWg14kVi1Cs61q1fdu059+8rPp1y5UL9VxOdBT5o00dfR4K7hd9Ag5rFjtRmDPc+eMTdtikwnue+eJw++v4hlZoKCnDts/biP3/DrIUreZCLfqe2mNZGRzA0bIqovOtr94ygZ5sz0kDdrlrR5jBzx8Yhm0wM5QeH8eebMmROu0datGIOZOHp2MmXCT9asSMPNlQup/EFBUDiLFEEKX8mS8OaWL490lfffhwfzo4+Y33jDM0FaJIVh5UpEJYnQnM8IJAkRrR9+iDImrrBiBbzoS5caHw1rZCSLKPNTy4iqmzeZv/wSz66e383VTICoKJRwCg/X5vyusno1nJqdOzO//bZfWVbLihVwNCuVX9IrGlCSkLrtbQ1MXWHzZuzH7qapnjvneZ8DNbRurewgGzeOuWVL/ceQ3Fm/Hn1PzECphrfZa6cj+VfLtciPcWjRNG3xYuz1ngQvKMmG1jHJ6c1mPw96ceECol+XLtXP0eCO4VeSoNPpGdAjSdCb5fTgcuX0O68n3L4Nvd6PfvgNvx7iKOLXbCOkyMTHM3fpwly9uvt1KkUxfNjSrRvz8uXO3xcSgpQbo1O0r1xJuFbp0qGOrKjRkZKEeRITA2dBeDhKeTx/DmPg48doNHPvHjaLGzeYr12DcfTCBURdeSJIi5YiuGkTFG01EeW+wtSpiOS/c8e1z7Vooazs601ICAzPRPitl0AtyvxUilxyRXiLjUVjkrx50fgxTRr9vpu7mQAtWpizn2/aBAXh1i3mr7+GEdiPc+7cwXy6dk35PXrKEAMGME+c6PlxRGbHDkSQTZjgusHj8mU49vRGKbOoRAmM3R9ZpD8bNsAAbwYhIQggsN73oCAxjFzJPeLX19Ci5NXs2YjQdKUxpRzOZEPb4KC0afWLOjUbSUIvmTVr9D2PO4bf/fsxNr0RRU9Qy4oV5pUFSi74Db8e4qjGr3/TdowkMY8ZAwFo3jzXFQcRF7SRI9GwwRFKEQhGGRUsFubp03HO0qXhDa1bF42xjGxIqHd0pKdKvYiOhX/+gbL633/mjcFoli2D4eviRfWfEaEe6tdfIyVaL0SZn0rPcZYsiAp0xsGD+C6tWsGZw4x1SW5tf+stHNOTMkFKCndQkOPPrVljfHTgzp0Y1+XLKHuSM6d8gzI/ibFYUEZg/nzH79NzDzp+3H3DphaRY0bxyy/uGTxu3kSWjt4oyYkBAahX7Ed/Nm1i/u47de/Vcu6bLWu7Mjb7MYoSmexHHZ7KY1Om4L1WGciosaxfj14RvsiiRcyffaZ/OQN3DL+dO6MOvd6IoieopUsXlAT1ox9+w68GODL+iupVEYlu3dxTHERc0ObOZe7f3/F7RBm3NeKmeXPUXLY2L8uaFZGWRqBnnS9PU5pEbUBx6BCMv7t2mTsOI9myBTWxjxxR934RnELBwWhSoBdK87NqVddrI2sxFrnyMqVLo6lIbGzSz7x4AeG3WLHE5XGOHkVpF7nvNngwnFRFi2KNevVK/RglCXVFU6ZU3q+DgpT3nbAwlHswyjl28CCec2sq/bJl+jVG9SZDoxqmTmWuV0+dwqfXHiRJqNPoaiqnXs0S9UJJnilRQv65t861NGnwo/f3Uhpf+vRi1jf0RbZsgWPPGa7OfUlCJtj9+8jy+u8/dKlfvRrBJNZ9xGxZW4nGjbGnWNeefv38dW+9FSWZM0UKlG+4ezfx+2333Jw5sVc8e6bNWFzRXSSJ+b33xGvw5Smhocj48bQJqRpcNfzGxqLhulb32xGi6rFKlCtnzD1LzvgNvxohijHPG3H32iktaO++63pdUK1QU8tMBKOUlbg4GKfkDKTFizMvXGi8EUlLbJX6smURObp0qeufT5OGOVUqcTyRp0/DSLVxo9kjMY79+2EIU1NDW4T12Bqhqaeh0N5oFRzMPHAgyiycPavfedUSHo5Ir8qVExQfSULzkvz5mYcORf1cZkRpTpyIDITdux0b5C5eRLOzXLmYu3eHE0vOeBkTw/z333hvUBBzpUq4J0qGX+uPkqGhfn3UR9ebEycw120dHXXrqpv7ruJthkZnnD+PufXokdkjgSHHWQaQPSKsXa7gKKI2SxY4durVQ8PGzp3lZQ0955pSYIYR0VZ+wF9/qXOCKmVjZMqEOVS1Kp6DAgUwtzJlgnGndGnU8v78c5Tk6dgRz16qVOLI2vaEhcH44y814huULCm/BgYFMXfqBGe1tU6/tXmtnuugKw7NrVtRb92XHGHff4+MYiNw1fC7aRNzgwa6DScJ3tJI8cULNJ3zpXkoIn7Dr0Ykt4LpWuKJIdR+QQsJQb25woWZDx/We+RJOXiQ+Ysv5P9mNUwoKUlmKXZKimaRIsxt2sBQ0r49rqe3L8i3b8MocPy4658dOhSR0aJw5Qrm+YoVZo/EOM6cgdLnrGaXKF7uBg2MMRTas2ULDIeLFxt/bjkWLcJ4Zs6EAbNqVURoWXn8GCl5X33lmiL88iVSJK3GXPv7nSEDDAbz5zM/fIjPOMrQcbYWL16sf/0xq+Fy796E8Vo7M5ctm1Q5dKdR3bVrMK4vWyZvCBfZ0OiImBiUD/jzT7NHAo4cQaNRZ9jeQ6W6nyIYq+RwZKiWJDx3e/YgAtNaa9XIuab0vHurY8Mb2bYNBllnKOkCgYHM//4Lh/etWzAQqGlOLLITZdo0GAH9eD83bypnKdnKnLdvQxbKmFGsPVeS4Jz/+29zzq8V1n00dWoE6xjVD8FVw2+LFvrXHfY2QkLQuD1FCt/IOhMZv+FXQ2yNkPnzw0DhShdwX0u3VIsewtm//+L6//Yb6mwadV2vXWN+//2krys5Bsw0SllxZnh/9QpK24cfMpcpgzRasyKqtWD3bhhMnzxx7XNhYXiuHTULMprbt5FSm5yil27eRDT67NnK7zl3DpFAZnu5lywxr1HB7dswOv3wA3NEhDljsBITk5BZkCsXBHLrmlywIHO2bFCE3XUslS0rv4eULSv//qAgx8ZfJSPbs2eISFBjdHCHa9ewb23bhv87q1Gp5OAYMQJG3V9/Rc20+vVhEM2eHYbe995jbtgQZZZEjopzlUGDmNu2NXsUCUgS5rd9mq8tjmQDEYwCznDFyWZGtpPIxr/kwvbtKCnmDK3vlSgOYHvi4pB9duWKuePw4znXrkGfWLNGfWSlSFmfVnbvZv7gA+8N7jEzc8kVw+/r1/5eDfaIXIvdF/EbfnWkXz940dQYHX0t3dIV9BLOHj2CodLI6xoWhsg2e5RS2KxCrZmCqKP0OvsaRGfOMPfoAeNN8+ZIPfak0ZJZTJ3KXKMGBHBXmDePuWlTfcbkLo8eYQ5NmGD2SIzj8WOUdBk5Ul5Q7dnT9RRrPXj2DOmcehkKnREby9y7NwygrjTH05J9+5CK+/33MNpXrSpv6PJkTXZVkfKkKWvt2nAsas3du8iysN0LlNbmDBmYv/yS+c035b/D22/DqDt2LBpY7d3LfOMGc3R00vOK0AhRC/bvx/V7/drskSSmfn2sAUoyoNI9tleCRI4QUmvwMMMIK6KRJbmxcydzs2bO37d6tfa6gIhpzqtXMzdqZPYo/HjKpUtw7K1f79rnRHVG1arFvGGDuWNwFzOvqSuG36VL9evV4K2I+jz4Kn7Dr44EByt7MSQJ6UoXLzL/8w8iCX1B+XKXkBBELmptCC1b1tjrKkkwmNobo0RWPpQM7998g3kpdy+iolCns3ZtRC6MHOk4qkk0JIn5229dL90QHw9nwoED8n83K2r/+XPUL/35Z+/12LvKq1fM1aujxqut8yEqSqzaebVrJ6Ttm8Wff8IhZWQX+2fPmNu1Q+273bsTXtdDyHPnmCEhSSN/1Rga2rdHyrqWz/jjx7hOy5Ylft1R6vPBg0hp9HRfWbxYH8erkbx+jRqK+/ebPZLEKEWyLF2KPWTOHOVmgwEBCcaqWrVQF9LbUYpudtRU0VN8xbHhzezaxdykifP3jRqFPV00Q62WSBIiK5VkSD/ewfnzyM7ZvNn1z4oaiX7wINZLs4J5PNGfzNSxXTH86tWrwZsR2T7ii/gNvzqiFMmROjWMgwUKwFjTqJGy8J+cJv6jRzD+aokZC0qBAqg9aYvoHi2lqIhz55grVmT+3/9gnJDjxg3mIUNgJP7iC3xWrpu3aERGImp0+XLXPrd1K5o02AsoZkfth4Ux16zJ/OOP3hmF7Q5RUVg/v/kmoYnaihXq6gkaxaxZiJI3mxs3oHB26JDQUE0PJAkGzHz5UHLAPspUjzXZE0XKWkNXjdNRj5S0Z89w3jlzkv7N2b6hxb4ybRrWbW82trRrh6aGoqEkAwYGohFV3754Tpzdw/BwzNG//jLtq2iGI4eLHnvl+PGuO3f8aMvu3coRrrZ1OQMDxalLrxd796qr++1HXKzNlT2piStiJDozMomMqo1ri6f6kzdE/D56hP3erAxAUVGSk7JnR5m65FoGVS/8hl8dUVJw06RJGpUnumHQCJTKJHiCGde1YsWktbtE9fCqIT6eeeJE3JuVK5UjSuPj0VSqUSPUwezbF6lQInPrFgzWJ06o/8zatfL3MijI/Gc4KgqpxT/8kHyEi7g41PX87DMYSGrUQISRKDx4gLkhQiR2dDQipCtUYL56VfvjX7mC6MSaNZkvX5Z/j15rsieKlMXCnDmzc4eJ1mN//Rr7xcSJ8n93tm94uq9IErJiTp92b/wisGED6hdbHT8iocbJofYenjmDver+fWO/gx4YJZeFh6PWOxEiwkUzsiQX9u5FTXF7zHaWm0G9emJ8P78xxT2OH8c6/M8/Zo9EH44fR/aRq2XwPMXTPUHJKW/EWq/W8DttmlgNwkVBaR/48kvmHDmS3x6hN37Dr464spB5s2FQKywWpNBqiRmbwVdfoa6l3FjKl0dkwxtveN+9vXKFuUoVGBadKZ+PHiHSpnhxfGbxYvMbTCnxzz9ozqC2NICzmoz2PylTwmB+9WpS458ewndsLCJgmzYV0xiiB5LEPGAAmoRlySJexPPHHzMfPWr2KBIIDoZBRKu6odHRKPeSLx+ifR0ZuUXd60qVYr53z/F70qTRLlo5IoK5WjXmYcMcv8+ZQdsdg7dtlF26dN4rRD9+DCX83DmzRyKPWhlQ7T2cMwdOFW936hmVidWuHY7rC2UyvJl9+yA32pPcAl4uXoQDwuznNzka3LXg0CHIOHL6nS/RuDEaExuJFntC4cLIxjTawafW8FuxIvOxY/qPxxtRkoGKFk06J3x5jzACv+FXR1xVcG0Ng96sjHlC5szaH3PcOOa33jJuM2jb1vG9kyRsEiIZgtRisTD/9huMRosWOY9ilCQ0QmrdGp1MO3XCxidC9KMtU6ZAoVbj5VYSUAIC5JWYvHlRF/Sdd2CYrFkTjR9799ZP+I6PZ+7YEVGwohrc9SAwENfQmQHPaCZOFC8V/epVzMlu3eSbfqllzx5EiLRrl7QZpBIipjnWr4/vosS2bfI1dd0RQmNikOrfu7fxa6GvKP2ShHs2ZYrZI1FGayeHJMGhN2qUtuM0GiMMftbMnAIFktceKCL79yMgwp7kVtuxfXvmmTPNHkXyM7hrwb59MPoeOmT2SPTn7Fk0SjWyZF+RIp7JVjdv4hhm6JZqDL9XrqCUpWi6r+gktz3CCFKQH91o3JgoJISoXDmitGnxe906okaNlN9/6hRRTAzRxx8TBQYaOlwhSJGCyGLR9pjFixM1bUoUFYXrq3T9tSJ7dqLHj5X/HhBAVLkyUZ06ROnSEZUvj3nhDaRIQdS1K9G+fUQrVhB99hnR7dv427p1+C623ykggKhKFaLFi4kuXcLrnToRvfMO0W+/Eb14If85o+nRgyh3bqIBA5y/t1gxfC9bAgKI8ufHlmT9W0AA/j99OtG8eUQnThDduUM0dixRgQJEixbhfcwJvwMCiEaO9Pz7pExJNHs2UdmyuEevX3t+TNGJiyPKkYNo3DiiatWIrlwxe0QJNGqEeW291yJQpAjRwYNE8fFEn3xCdPOma59/+pTohx+wHsydSzR/PlHmzOo+a93rjFqT1VC4MNH160lfv3OHqEkTosGDiUaMwGv2z/iwYerPEx9P9M03WC8mTEi6lujNiBEJ4ybSdt0xkkWLiMLDiX780eyRKOOqDOiMgAA8Z7//TrR/v7ZjNZJhw+T3SleeI0fcu4d1KTCQaOFCojfe0Oa4ftwjRQoiSUr6upIsVby4MeMyksePif76i+j77x2/T295+OlTovPnk8oizESXL2t7Ll9hzx6ili2J1q8n+vBDs0ejP2XKEFWsiH3GCDZvJnr5Ev92d08ICYGeb7Q8pZYVKyD3iTo+UUlOe4RhmG159iPPv/+i8VRy8w7lz4+6h1oyaxbzoEHaHtMRU6cyDx+u/Hc9GgSZgSQxL1iQENHqShTZyZOINMyYUZzos4gIPHN//OH4fY6iuFyJZDTCkylJiA57/331pSy8lZCQhAYyGzdiLREprapCBXSCFpEVKxDN8uefzt8rSSjdki8f8+jRvlNOZObMxPtETAzzr79ifZs9OyE919Nawt99x9yqlXnlSHwhguLaNdyXO3fMHok5/Pcfat+VLu29NTr1ivqPj0ed97x5kX3lx3wOHUKGgz32spT1R4QMEK35+Wc0QXaEntkYz58zDx7MnDs3mibJlSsrUMDz8/gCtiXYChZEpt6pU2aPylguX8Z80LMRMDPKFxUtin4w1j0hIABZZK6sA5UqmSfvO4v4lSSUoLh2zbgx+QqilobzZvyGX4GpWZN50yazR2EsJUsyP3yo7TEHDzY2vWrFCuYuXZT/7mtpVnfvMqdPr1z+wJFSWqaMWPV7rM3eTp50/D4tlFYj58H06bjWvtAYSIm6dRN3vbem5onS6G3ECOZffjF7FMpcuoRGX716Kaf4XbzIXL0686ef+pYQGxICBS9FCjyXQ4ciLa9NG+YnT7Q5hyQxd+4M54TRjVNs8fb9Jz4eNbOdOeiYfbeBka84j/Vg7Fj0FggKgrHLj/kcOYL9WQ5bWeqNN1AGy9eIiIDB9dEjx+/TY21++RKBKLlzow/C06dJ1w/bH19bQ1zdA5ScEb52XdTQpg0akumBJEE3f++9pM9FkybMO3c6P4b13qZJgzJca9fqM1ZnODP8HjkCw7Qf9wgJgSM3ZUpxSsN5M37Dr8Ds3YtFMTlF/b7/vvYGhR9+YF6/XttjOmLXLmxcSihFXKVKBaHMG1H6TrYC1O+/o5Ha1KkQKD74QPkzKVKgW7sZBpJdu1ArSu97YXS0y++/w7M+a5bvGUNu3kR0gn3TlNOn8bpZAqEtZ88iolxkIiLwbFaqhEgM6zwpU4a5WTM4RVau9K09Sek5HDNGu3NIEnPfvjB+eFJPWQuCg707gmLMGObmzZ3PQV+pZSyHtxvv9eLoUaxRRYt6z3xODhw9ylynjvP3nT8Pg/2LF3qPyFhmzkQNfGdomY0RFoaMnDx54Mx9/Djx34OCxAq60ANX9gBJgpG8eHH/2mrl5k0ET4SHa3vcmBhkPn3+OeapPX37Ms+d6/gYIhnonRl+e/RgnjHDsOH4HCEhzLlywUbiKzqrmfgNv4JTowbz5s1mj8I4qlWDsUYrQkLQ2C11auMWjLNnmatUUf67ktKWNSsWtxYt4O00KxXYHeS+k/1P6tTMDRsi5S04GKlEZcvKX4uCBdG4J18+RClcvWrs95k8mblWLf0Nz7bRLoUK6V/8v08f3zSG/PyzcnmV69eRZjVvnrFjskeS8HyXKCG+0b1bN3mheulSs0emPUYY0UaOxJ4gQpOpOXPQXVq05npqOHECjhy5JoKxsdhTtmyBczFLFt81bPhCuQ6tCQuD0aZBA8eOd6Pw1Whzdzh+HPKUGv73PzR59pXrFh8PR8SFC87fq8VeFBHBPGECIuS6d2d+8ED+fclhDVG6ntmzIyDoiy8QbJQvH8rOBQUp6zG+dF1coUsXNEjXilev4ARq105evwoJgbMiZUrHz78ozs+QEMj0StmtcXF4Fu0dL37U4c9u0h6/4Vdw9uzBxuRLEVaO+OIL5oMHtTmWWQvGkycwNDkbl1zEVVQUIupq1WIuXBj1We/d03e8WqDkfXUmODmr3/PgAepsFimCFPPly5kjI/X/PpLE3LIlDKVGIUlIYd6xQ79ziCIsaUlcHKK8HNX7fPgQHvkxY8xbS71JgPHFeaKE3grwlCnIbnj1SpvjecLjx1BCbt82eySuExmJffW33xKMu926IYq6UCE4Tj/4gPnrr1GqIzDQdxX45PR8qqVtW0SC582rfbkwV/GlaHOrATswEM9OYKDrBtmTJ1G6Ts25vGWPVEtICPNXX6l/r9z3r1PH+f4RFYU1MV8+5k6dUILNEUrBGrlyJc2c8lYcZVeuW8d84ACCSl6/TpAL/WtrYu7fhyFWC/nl/n3I4SNGyMvhrqybIjgu1Iz377/l65v7UYf/edQev+HXC6heHYpOcqBZM+0MX2YtGPHxiDZyhJoasdevoxlE/vwQHP/8U7n2pgjYFuZ3JdLK+rnAQOY335S/FhYL8+7dMMbmysXctavzOryeEhHB/M47qNlsFNu3M1eurJ9xUklYSpNGn/MZwaZNcBg54+VL5qpVmX/6yZxoem8SYEQQqo1Cz/sybx6OLxehagatW2sbvaMWV6If7SN3u3aFcdd6b2yNu0uXotFZaGjSNdObnjdXSU5NsdQQHIwAiRo1mBcuNHs0vjP3nDn0lZ5jSUJ6+P37qAs/bx7eHxyMhsCTJzMPG8bcsydKCzVpwly7NnO6dK7JjiJjXfMCAuCYUmu8XrUKhkmrbrB6NWqhFizIvG1b0rV01SqUkggKgvPj5k3145MzWn34IeQktccRGXeeQ38zqaT06gVjrSecP4/nYNEi5fe4cr/kSpUQ4XWjUDPe775DwJIf90hOuohR+A2/XsDu3VB2fD3qNySEOVMm9yIK5DBrwQgJgeCWJo023yMuDuU+GjZENEv//sxXrmgzVj1wV3CSJNRAPXDA8fueP0fUV/nyqIE9axaMenpgrXE1aZIxaZt6R/0qRXmkSgWj+u7d3rfO1K8Pp4gaIiPx/m+/Nd6J4k0CjK8YLtSgl6L3xx9IAXTW0Mco9u5lLl0a9fWMROn6zpiR1LgrF7m7dCkyX7Jnd61UhlL0nK8o8LbO4yJFIBuI7BjWizt3sEcPGYJMKRH2L6W13irbeksZA2clvDJmRFBClSp4b4ECCHrIlAnzsVQp5o8+QsQgEXP79siiGjkSTaMWL8bzuGsX87FjKAfmLXukIzyJ+L5xAwEH9hw7lmDssj9utWrulUOTC0CRJOYlS3D/fv9djOfJXdx1kGnRvNmXePwYzQHddWDv3Ys1ets2x+9zRUZWMvwWKODeGN3B2XgjIphz5pSvY+xHHclJFzEKv+HXS6hWLXHHel9DjxQvMxYMvVPVFizARhIQgOjYH380pvSBq7grOK1eDcOcGiQJwnDnzrgm333H/O+/2guqw4a5L8S7w/btMP7qIXArKSQrV8IrXb066tGNHWt+uqwa7t+HQOlKLea4ONR3+/JLY2uuepMAk9yiXrRW9P78E6V6RCmpEBuLBn179yq/R6uapFFRMF4cPIhj5M4trxylS6cucvf5c0S7HT3q+lhCQnCe1Kl9X4Fv1QplRZIT8fGQjceMgaHq+nWzRwQcGUy9qfyDo6a9VkP2/v3oa3H7NhzwcmUCzp1j/uQT5+fzpj3SEZ58j337mOvVk/9b2bLy80mP63PrFuTBhg29uz6pdW9PkwYBDr7Yp8AIBg1iHjjQ9c+tXg0j7fHjzt/rynMjQiCFs/GuWsX8zTfGjcddRK5Hn9x0ESPwG369hH/+QUMWb/a+OkIPgc+MiB89BVelBTBjxqSlD0ReyB3hSiMMWyIiEKVQtSoavIwbp12kXblyxgnbzAlRv9u363N8Z0auK1fQUC9vXuZGjRCVZ1XmRJtXo0ZBIHUVSULn4MqVYVgyAm8TYPxRL+6xfTuiToxuSOmI8ePhGFPCWYSaJCHa5/x5NB5dtgwNhHr1gmJTowaim7NkgROuQgXUtWvTBk1aPFHQvvmG+Zdf3P/u2bIZH+VsBtZajN5spFGLdR9KlYo5Qwbsl5MmmT2qBJSeJyPlCC1wZsBWO/YLF7DXOsPb9kglPDFKrVyJGr1aH9cdLBaU5cifn3nDBn3OYST9+iGQw4/rPH8OJ64r+8ukScwlS3pefqRWraTZLCI4iZzZGOrVE79MpzfUow8JgT6aMqVfF9ECv+HXS5AkGLW2bjV7JPqgl0ATEoKasKlSGbNg6CmYKW10hQtDmLGWPujQQfyF3BGzZyMi010uXYKAZzVcbt7sWkSoPWZ4lvWM+lVLbCzz+vWIjA0KYm7aVKx5ZbEgNdyTKK/x4/Fc3b+v3bgckT8/DGR+Y6pvsm8f7vG5c2aPJIE7d7AWOnKEKRl43ngDz36mTIi6/fhj1OPs2hVOl4ULodicOIEMAbloP08UtJUrmStVcn/9fvYM404u/PoruqX7MkqKanCw2SNLMEinSQMlNX/+hLXeG5sNOqvxq3b/unQJJR/UntPbHY7Zs7tvKJ84EWurHGYZu86dQ/mJNm3QCM1befIEzrEXL8weiXcyciR6ZDgjPp65Rw84e1wtD2H//K9Zg3lXq1bi+yZCKafISJSmKlky6XoVGgpDuejll0QwoKth9Wrmjh3NHoVv4Df8ehG7dqHwvi9G/Sopnm+/jTQyT/jzT8fRTlqi5yKqZIBMkQLdzjNnlv+7qAu5EpGRMFQ460rsDFvDZf78qAF444brxzFjY9Q76tdV7txhzpFDrHm1fTsawnjKokWokalnhGZICITDgAAxIqX9aM/Royg7cuyY2SNJTOPGqIPuCKW9JXVqpG97InO4G8V37x72AU+ey0OHmD/91P3PexvR0ZAF3CmL4S2IqqgqGUmta72o43aGbfPdFCnci7q6fBm6S3Jg/HhkrbkbudyzJ2rrymFmRHRMDLKrihRBSTVvpU8fzxuVJVdevYLh/N495fdERsI53KQJyj5pgSTBqVm6dGIdLiQEGT1GBXbZM3kyAq3kmDULDnLRcVSP/smTpO83K+tz61aUBvPjOX7DrxchSWii4KxAujeiJND06IGI1u+/T6iX6OrCc+4cjGhGoKdg5kxxkCQo6UoNMlKnThijSOn6cowaxdy7t3bHu3sX6cKFC8NzvHKleqHELM+yCFG/tohQU8uWZs3gBdaCP/9EZOOJE9oczxZvSKXy4zq262ixYihzsH+/2aNKzJYtzO+/Lx+Ja0u+fPo6dVyN4rNYmOvUYZ4717PzLl/uHcqXlmzahOhKUfYNrUmTRqx9yLoOyAUu2D5DSvtA1areU57j99/diyi/ehUNG32dWbNQ5ub5c/cjl5s1c+zwNzsi+sAB7Hf9+sHR5G08egTjpV4NoX2d8ePRV0WOp08R5dujh3OZwx3WrEEQz8GDCa/168c8f77253JGeDjkJqU+DpUrJx6nqCjZFTJlwrUuVw7OqI0bUR/bLF3m4EHmL77Q/zzJAb/h18vYuROpj74o1CsJNNHR6PydNy8af7m68KxcCY+gUYZO6/cICEBXY60EM7VGZWedmL3BCPX8OUp0aF1/1WLBM9SiBY7/44/MZ844/1xICCJdjBS2JQn1igsWNMdIb+8gyJRJnIhfa8qelorHnj0Q5Pbs0e6YzN4b6eVHGWfRfSKwYgWcfalTO1471q7FWmhWJJkc06cjU8NTOWfYsOTX8EySUF952TKzR6I9z55hPxJlPXVWCsHeIC2Xxjx+PGTbRYvEl+tfvkQNb1f33evX4YDyZZYuRVaPp0b8jz5yvceF0YSFIe26XDnm06fNHo3r9OrlWd345ExEBAyC9tmTN29i/k+erO/5//sP51+9OnHEr9H60YQJygbwmzcRZCT6es7sOLBJkuC0mzuXuXlzXGezdMDz59XViffjHL/h18uQJHTH/ftvs0diPK9euV47S2lRM2KDaNMGXT21xKo4EKHDr5xirmQgXrlSLOOdM3r1Yh49Wr/jP33KPG0armPFitjcXr2Sf29kJIwjRmLm3HWk0IpgHJowQduIcCsnTiDyd/167Y4pWqS0H88R3Zivdu3YsgWOpRs3zI8ks3LhAhwwDx96fqyWLVHjPblx6RLWMW+ux2nFtm5uunRoJGhGBo4czpzsateEGzeY69Zlrl4d905kGjd2vdHXzZvM776ry3CEYO1alEDwtDwZM4xaSnKoaGzZgnVm3Dh9Ijz14uFDBA54y3UWjenTsQ5bA0OKFoUBVqsMPGfcuJE0S8kI/ch2L0qVinnePPn3jR6N0oLeQs+eyFhzJvs5KgvhSR8dNdy9y1ymjL7nSC74Db9eyI4dxqXyiVYWwFGd2xEjEOV05EhCpKgjBV3v77ZoEXO3btoe00q5cqi7qoSSEu9NRqi7dxEJExmp73kkifnwYeb27RHN8sMPSGezfb5u38Y1NxIzjUtK5w4KMtc4ZJtWW7y4PuvR1asQZBcu1OZ4ohsJ/biOaOnm9hQv7twItXs3jAwXL5o1yqTExKBBqVbrSsWK4hvS9KJPH+YBA8wehWcoOSArVkRTHTP2IVu50ZnR1xWDtCRBfs2fH7KsqGn0ffowZ8jgmtx86xZKIPgif/3FXKCAZ01mmRPmFZEYupZaQkNRz7VKFfd6aJhFz576Bpb4MqtWmZ/xVLq0sUFMarO8JAmZviLJVc7o3VtdWS0lXSZ9egRGtW8P+5QeRuDXr7E3+vEcv+HXC5EkhLzr3fhJxNqUSgtPwYLMkyYxd+qEhk8FCsADqSSYp0ih/3e7ckU/YffTT2GsdBVvM0LVqAHPvFGOh7AwGOw//hhpSxMnoqzAsWPaNBJzBTON9CI6CIxcjx48wHwbN87zY4nQfdiP68g5BiMimMeMMTflzRmSlLC/yY0xbVpEp2XJwnzypNmjTcyQIXC8aUW2bDAmJ0devYJxtHhxcRz3rqIkr6RObU40s5rSDrZrgTtr/LNnzG3bwniwb5/mX8Ej3M1CunPHeMe5EezZA2OEp6UZRNS1XEGSUOoib144zNeuFStgSI7796Fb+EJWhNGIoEcaraM4+85WeTF1aoxBxDmvRI0a6hrCOio3+ewZdOfPPmPOnRulYHbt0i4TQJLQwN6P5/gNv16KEY2fRFjc7XGleVp0NJQeZ0K6Xt9NkuAF06OJwHffuZ5ux2xuV2BXMbPUATOE+d69sYm9+SY2HSPT2USM+DXz2Td6TM+fw8HWp4/n66y1RnSaNOam0ftRh9I6mS0b6rotXCjeOmpVPAID1e13ohkWDh6EQVqr9Ntnz5gLFXLvs6JlOrmD2funFjhKLTUDNaUdtFoH9u6F87l9e+17HbiLu3vwvXsoqeVLHD6MdHMtGsKKKG+5w+3bSMf2FiP2558jy8+b13kzECEwxOhnxtFe9Ntv8g5Bb5hPkgS51pVm586yPp8+ZV6wAAFquXNDZt69O0F/dle+ypwZfXr8eIbf8OulSBIMvzt26HcOERZ3OVypRaikwCspx1p/t8aNmbdt0/aYzMz9+zPPmePeZ0Wp5egMUYThmBjmevVw/gIF0DDo1i39z2umkV4pssnMuWLGehQRgSZTrVt7nr6ULZt31cFLzigZeEqUSHiPSOuo2khEs9dSJcLC0Cn+33+1O+ahQ1A8XMXbo++siLJ/eoLSc2jWd1Dag6yR9FqvA9HRkDfy50d6tdnNgtzdgx88QGq2r3D6NIy+Bw9qczxRdS13sJarEH3d8QXHmFmIsLcYrR8pfefMmeWfXxHnvBzXrulbhic0FLWQa9dGhP1nn7kvX+XP74/Q14IU5McrCQggGjaMaPhwLDN6kC+f/OuZMhG9fKnPOdXQuDHRqVNEUVH43aiR4/eGhBCVK0eUNi1+r1tHVLIkrqEtAQFExYtrO9ZPPiHav1/bYxIR5cxJ9OiRe5915fqZyZUrSec2M9Hly8aOI3VqoqpViUaNItq7F/OkenWiunWJgoOJYmL0Oa/t3E2ViihbNsxdI+6X/XOTIQNRp07mzpVixYx5Zm154w2i9esx7xo3xjPjDuvWET1/TvTmm0Tly+P/fsRFbu0hIrp1K+HfIq2jI0bgWbAdc0AAnt20aZM+N0TmrKVK9O6N61elinbHvHaNqGhR1z9nfy2Z8f+RI7UbmxHosX+uW4f1K106Y9axYcPkn8Nhw/Q9rxJKe1C5cvqsA2nSQMb/+2+iWbOIvvwSa5DR98GK3Pe3vu6IgAAiSdJnTEZz5QpR/fpEixcTffSRNseU07X0lm304sqVpK+JtNdYsa7zVlxd5816BkXAui5br591vzRyXVbS7fWSw5S+84IF8nuUiHNejhMniN59V7/jZ81K1L490Y4dONfZs3jdHfkqQwaiV6/0G2uywWzLsx/3kSQ0edu5U/tj376NCDU5z0y9egjf791bmy62ZmCUt/DIEXRq/n97Zx4vY/3+/+scy6FNtgjZ9y0q2iSkSMneJkvlU5I2ESnZKkqRsiZCCBnK2kaLQkTWbNmFOBwczn7m+v7x+s3vzJlz3zP33PvMXM/HYx6Hc2bu+z33fb+v93Vd72sxm/nzUUMnmnHDrrKP117L3cE1KwuR3F26YC7068e8a5d159+929nd4wMHEOHiZBdkJ2vlZmfjHt91F3NSUniflciSyMNNskcLoSLG3Px9li3DOMxuZjV0KPO4ceF/Llqi78y+505FQns8KLVEhIgfN0bW2yHLs7ORPlu8uHMR6WrPQIMGiOxS47//UHYt0jl0COVjli8375h796IWt53Ri1bi5rXGHzU5T4TvcN99zN26MQ8YgP4xc+bA1t65k/nzz52bg27BTRlPdqH0nbdvZy5c2N0Rv8FKKwwahFIVdmFEv2rSBPNPMIY4fiOcb7/FZDAzBSwpCfW45s5VF+7nzqHJzQ03oN7s9u3mnd8u7Fi4MjKg1JndYObnn5nbtTP3mG7DTfWIe/ZkXrJE+W+nTzOPHYtmLLffjvqfycnmnt/rhcFx/Li5xw2HAQOc7xLv8aCDbMGC9iubXi/zqFE478mT2j8XKYaQkIObZI8WtDQeceP3OX0azrwdO8w/dteu+hw0NWq424jTSmDdQaP33Ek5RsRctKjzpQ6Yc+uN9eqhhMGIEfadv3ZtZ5/PQL3Z44FjrHJlBDooceYMSrlEGv4Ok1q10LNjwQLzjn/0KHOVKtj8ihZHmlvXmkDU5Fn9+rgvGzcyL13KPG0a88iRzM8/z9y5M+ztggWjY40Q9JOezjx8OHOFCii96FRQSihCbdjed595JWu0YESPaNOG+fffLR9i1COO3wjH62W+7TZ0TzSD9HTmFi3g1NVCaioWxho1UCh/zRp3KOduokUL1Bs0kz17mG+91dxjuhGfMhwXB4PHiYXU39kYrBC914sF9Kmn0DCiVy/cd7PmQ9++mGtOcf48NnoOHXJuDMzMTz6p7oS3g2nTmKtVQ20sLURLBGGs4fFAqc+Xz/2GuBZj222OBa+XuX17OI2soHFjRNOFw3//wbmjFNXp9PUKh9RU5oYNkZVl1j13So4dO4bzzJxp7Xn0cuECc6NGzOPH23M+u/pThMuvv0JeTp6cV+c5exaNGyMJq6O7T5+GM3nOHHOO5yZ8a03BgoiGdKPsNOKgFp0utvnzT9iCTz2V03hzwADmIkXco1/5COZo9XqZS5VivnTJvvEYydx87DHmVausH2O0I47fKGDVKqQgG3Uweb1IbXnmmfCPlZ3N/PXXaDh3yy3YFTfaDClaGDqUecwYc4954QIipWKF9u3N29wIB71p+hcvwkF4663ocjxuXPBUSC2sXMncoYOxYxhl8mTmRx5xdgwDBuQuu+EEPqfg1q2h36vWoOjKK5EyaHZ0uGAes2Yxv/yy06PQhtscu6GYMYO5eXPrujSXLBleps2lS3DgTZiQ+1pedx0ivSKJ555DhJqZOBHx6/XmNFZdscK68xglMRHr/PPP6+tWrpVAfcT/5YZow5MnmZs2hR1x+XLO78+dQ0RwJGHl837hAvPNNzN/8onxY7kZrxcR8VaWQTOC3jXTbVlcwVL5BfNITUV0b+XKzN99l/tvHTs6G5ASSEoK8zffMMfHq29SHD2KgCq7adyYuVKl8Odd794ocykYQ5q7RQGtWhFlZBD9/LOx47z1FtHZs0QTJyo3cAhGfDxRu3ZEv/9ONH480ZdfooHaxIlEKSnGxhXpWNHg7eqriZKTIcJjgZo1nSmUr7cBxNVXE/XqRbRhA+bCkSNoAPHoo0Q//qiv0UmzZphfGRnhf9YsevUiWreOqGpV55palCxJlJho7zkD6diR6PPPidq2JVq7Nvh7lZpCEBENGoTPVqtG1L070erV0dMAJ1q4fBkN/iIBNzWbC8WhQ9A3Zs6E7mA2585BBhcsqO39WVlEDz9M1LIl0fPP576Wu3ZB5p07Z/44rWDBAqKNG4k+/NDc47ZqlVffYMbvrWLhQqKkJKInn7SuiaoZFC9O9NJL0Hd37CBKS8PPXjSDCAAAcWNJREFUTp3MXR8D9RF/nGp450/p0ljHSpdG47P9+/H7+PjIW9vMbo7oawZWqBBRmTJY9/v2NT5ONxMXR9SzJ9GsWU6PRBm9a2agTkeE/wfOQTsawC1eDDljpdwRoAM0bAi7e+tWovvuy/nb+fP4+/33Wz+OYM9UcjLW/4cfJqpUiWjOHKJy5dSbYm/ebG1jNyUuXYI9vHt3+PPummukuZsZiOM3CoiLg8HStq3+Beazz4hWroTQyJ/f2HjuuINoyRKi5cuJtm1Dx99hw4jOnDF23Ejl1lvhADTTSRsXR1S0KIyiWKBGDWccv2Yo/3XrEo0bR3TwIBa4996D0j9yJNHx49qPU7gwUaNG5m8ihMPSpUTHjhEdOOCcklmihDtkSfPmRF9/TfTEE0TLlqm/T6378JtvEk2fjmvZqhWeiypViN54Q7kztmA/KSlEV17p9Ciii+xsbHSMGkVUvrw159i/H5tTWmAm6t0bcuWdd/L+vUQJoh49IMPdzv79RP37Q49LSDD32N99F97vjXL2LNGAAdBNr7gC642b+eSTnE7vRNo3icNBSR8hIipQwD0bPfnzE73/PpxgLVrAFoiPj7wgherV1R0m4eLvnEtPx4bi/Pnm6E12OBeN0LUrvmt2ttMjMY9Ana5IEchd/zlol0PWtxlkpdyJZS5fJnr5ZWw+TpmCzb2rr879Ho8H/hez19xA1J6pvn1x/urV4cfp2hWb6wsXQm9R26TYsoXo5putHXMgq1YR3XOPvmtVpAjRxYvmjynmcDrkWDCO0a7xq1ahwUA4DYvC4eRJ5sGDmcuUYe7TR3ttzGji5puZd+8295h33OHeFCqzWbeOuVUr+89rVUrXwYPMQ4agXEebNpirGRmhPzdxInO/fsbObQQ3pLgtW4ZUUrewdy/k5+efGz/WsWNoIFezJmq3T56cU0NMsJ8RI1CmRTCP0aOZu3SxthfAnDnaSx0MHYq1JZj8PXMGzcXq1AkvndbOFNzUVOYGDZgXLbLm+HbXtezenfmdd3DNSpRgzp/f3WnMdlwfN6y/4bB3Lxrg9emD2tmRhJFalIFYdd9CNW5yC/ffj0bk0cr336NJlj92zVWpN2wdq1ejNvmrr+YuXRNI8+ZouG41amXjihdH6Qk1Hca/5vbVV+fIsAceYP7lF+vH7c8jj+iXTxMmML/5prnjiUXE8Ruh+BsUSoJf6wKzZQsaNtnhQLx4kXnsWOaKFWH4+XcAjvYaRS+9ZH5jro4dnal76wRnz+K5sRszlX8lsrJQu7BjR+ayZVG/ds8e9fcfPAinoFO4Qclcvx6GhJs4fhw1Hs2q5e31Mv/xR47B3KUL8/LlueumR7vMdAMDBzJPner0KKKHv/5CbezERGvPM3Qo80cfhX7fp58y33QTdJNg6Nlct9sp8+yzzC+8YM2xmdWNzoQENAM+fjz3+43Ip2+/hf66YIG26+47V4ECOF+BAvbLRDscPWrPlF2N5fRw6RJzp04Yp1XBJVZx0036alEGYpXeFCkbAf36MV97bfTqKtnZqPvq3/hY7Z4nJJiru1WsqN/+F5Q5fx69jurUgb0RjOPHodNY1avAH6Ny5PJl9CzwjbVMGdQbt4uUFJw/mBM9GF98Ya2OEyuI4zcCUes2G64wOHIEDVAqV7Z3Qc7IwASuX5+5WTNEA0fCrrURvvqKuUcPc4/5/PPhdwSOZGdRqVJYOOzm8ceZS5e2vmnSqVPM77/PXKMGc5Mm6GKu1G21Vi3mAwesGUMo6td3Xsncvx8NJN3G2bOIwn/tNXOjGdPSEMXXti1zuXKIPvjww+iXmW7ghReis+u6E6SmYnPEysgv3/oWHw+DONh8WLqUuVo1bc4oNafnNdcwd+0Kp+urr8Lh/MEHzFOmYEPdLqfMvHmQiWlp5h/bh5rTccIE6HC+7JVFi3IctoHv1eKQTU6GTrppk7pjq379vONSWpfslIlWbxL7n8e/IdWQIcg4CXS8u4mUFFyLChWYf/3V6dFo49AhOH2zsowfS01+XHutsaa/btiID4XRjNRIYcQIzEUf5cop35t8+Yzpbv42XMWKWIOUjte5c+TaenYSaBMPHox5/+ab2tbTMWMQIGAHZmz03HwzgotOnID+Yydff41NQL188435fpRYRBy/EYiaEhGOMEhKgmHipPPA60V6wlVXaR9/pDouT5yAcm4WHg8coeGkP0ZKWpgad93FvG2b/eft2hVOArvwepnXrsUCV7o0Oplu2pTjTOzfH8a2Ezz9tPIzZJUzXInz552J/tbC5cuIRn7qqdzRuWZx6hSyJoxkeQja8HiQ3u9E9GA00q+f9vILegi1vvnrDlWronzA3r3ajq3mYClYkHnlSjg6p09H5OU77zC//nqOgW+1U2bPHjgZ7NgM9Hc6Vq2aW95kZeFadO4MvSSYbhpM73jxRWS+MKtfdyJsInTsiAgiNX3Ybpk4Zw6+e0KCtZvEgcyahWf7/Hl7zhcu6enQZf74A079sWOtLfViBoMHM7/9tjnHUpNN3brBDluwQN/1iISI30gYoxkcO4aNjawsZLaUKKF8z5UcwnFxKImihP+6VaFC7mP5XgMG5N4MUtPTRYfJjVoQXTiZew0aMG/fbt0Y/TFjc/H557FerFiBsgt20q0bNqn18vPPzO3bmzeeWEUcvxFIMGVYSRgEOkvnz0dNmtKl3bEgq32f/PlRO+ns2ZzvEcmLWZUqcAAbRct1SE9nPnyY+fffoVSOHZujiDh9v/XSqxfzwoX2n7dhQ+fqUp8/jzqvt9yC+/TJJ1Dyrr7a/s2P3bthpHz2WW4l006nLzMMpGLF7D1nOGRkYLOgfXtEOZrN9u32OZVilViJUrKL1atRokZvip8WgjkY1Aw8rfdTj/NCbYNezcDXQ0oKzmO3DGZGNFTJksoRkQkJoXVUpWu3bh1z9eo5z0mw6370KPMPPwR3MtslEwcMyNFj4+NzHNd28u67yKCzMupbL5mZcNAzI8L1vvuwQWBnmnE4pKfDQWeGvu4jMFLbN2f37GG+807mDh3CP59dUeZGiISoZLN44AFs/lSrhjVP6Z4Hs9/vuAPRoytWIDhLS3avkiyNFWe7UerWNXaddu0ydz3Xws0352Rp67G/vviC+bnnmEeOZH7vPUuGqEh6OoLVjMj8v/6C70owhjh+I5BgEb9xcXDwvfEGUubUnIRVqrjHeaC2SF1/PdICKlRA6kWRIpHtuOzRAyUfjBIs7bRhQwjX667DdWnTBrWKhg9XN5AiQQHzePA82N3gJSsLTkYz0v2M8tdfiCZ1wiGVkQHns1scX9dfb41T1Syys1HX++67zYnCSk6Gw/3WW6Gslikjir2ViOFkHklJWL/9a/pbgZpBHRcHB6WR+6mmRwUzutQ+U7Ys82+/6f+e/hv5xYrB2eAUd9yhnIWjJSstUO9IS0NNxTVrcn6n5bqH0oetnrMDBiif227nr9eLaK5HHrGn3mQ4ZGXBLvH//9ChKFs1bpz7svgWLoRj2i6ys5k//hjO5pkzUS5F6zXxeJivvBLZB/Xrw7Zbtsy+sYciltZSn7waPVr9PcHK1/z1F56DLl2wToQK8lKTpcEyVGKZ8+eRlfL669hs0Xo91Rg8OPi9NpvUVNj2Rjb39u+Hn6BDB2ycWo1//f2rrzYm3w8cQN11wRji+I1AgkV8/vMP6st16gQH4JVXKgu2woXdE/GrRbk/fRqCI1Idl8xo7vbSS8aPE2xRP3hQfVFwiwIWbrkOJyO9//kHi6RbUDNya9e29rxDh7qrtlK9ekitczNeL1JFGzZEiQY11OaD14sSH888A1n91FNoNOH16nNECdqJpSglq3niCWw8Wo3a+la9ujmbnmoRe+F+5pdfMKaXXw4/Atpo5LLZ9O+PjJRAtESqlSgBvc4n//LlgyNbqXFbsOseqsav1TLRTbIiKwvlL155xf5zB0MtS+eNN5zT7YLRogXzjz/af94DB7CxG+41uf76nH4QW7dioy1Uw0q7iISoZCP462/XXYfvFixyW6vu5vXCpgvl9NUa8euTSZUrQ6f86qucbNpIR02H/u8/bKK8+CL0cF8w2fjxaGxfr55+m9jrxbU8csTSr5aLVauMlzpYtChHH6pTx1pZa7btnpiIElOCMcTxG6FoMUKystQXjkKF3OU80PJ93NBYygi7d5uzW6XXgesGBUzPQuCkw3rpUqTtu4VQEQCjRiE610z++ANRJG6qH9iiBRS3SGDKFDTsO3gw79/U5sP//ofaYTffjM8rpUfpcUQJ2nDLJlmks2ABc+PG1tS7DiSYPuO2+3n5Mhy/1avDEawVt32PxYtRt08Jn3wK3LD3jf/RR+EMNMMw9D9XgQI518QOmRhsPXaClBQ0h/3wQ2fOr4aS49dtzzMz6n5Xr+5c1HQwp51SsMSlS3Bo+TNwIBqTOo1/s838+TE3o0lXUdvgeuKJ0J/ToruFypxQs+GCrYUnTjDPng25XbYsc6NGiIBds8adZWJCofZdr78eGyDduyPoau/evHW0jfhAfvuNuWlTa76TGn37Mn/6qf7P213CzGz5npGB7C3BGOL4jXJCTTzfApQ/PyIw3Lwgq3WKdvOY/fF6EblndCde72KVlYUU8erVnXMW6VkInIyoGTUKtfPcgtr1q1oVjkL/30+ZYtwJfOkSanP+/LM54zeLhx9G/e9I4auv0JAusAmEmmJfvHjkOLajETdtikYq//6LmuBaG6iZgZpB7db7+dtvkK99+6KcSyjU1sL4eDSX++cfe5tmnTqFqKdQqN2X2rXN38w/cABroV24KeLXx9mziOYy0kjHbJQcv268dq++yvzBB86dX2sPF5+zZvt2OPr9SUmBnr9+vf3j9xHpPVm0oKaPFyxojhxWu4YVK4a24bQ4l71e5p07UW6lTRtELLdujU2jbdtyfwe3NlZXuwdasyD1BlA89xzz1Kl6Rx0+vgjj48f1H8PujTYr5HvRouaNL1YRx2+UozXK88IFOAX/+8+ZcWph9mzU5YnkKLf27c1xWOlZrBYtcrYeIHPwCHQ1fJ1snYgK6daN+euvrT+PVrQ4MP74g7l8+dzX69NPkSbjfxwtSlyfPjCE3EafPu4yarXw449whPnX93Sj4SsAjwfGc3x8ZK41TuL1MrdqpVwGwCncGiGfkoJ6sFWroiFQMNQMtwoV4DyuVw8y5vHHIfOVopx8mGXIV6nCfPKkvs9aIf+ys7FxZkeUObN6jd98+Zx1kBw5goi3UM+UXSgZ7G6L+E1NhR105owz52fWVh/b/xotWaJchuvHHyEP0tNtHLwfbru3VhBsI86sYAk71630dIz7jTeQqVOmDDIe+/Z1rxPfCR06IwPXxs5SGbt3G587dl8rNVlWpgyCYfToH6VLR2ZkupsQx2+Uc/gwQuOrVAm9cLz1FlKE3IjXCyXmzz+dHokxPvgA19luvF4051q71v5zM6OWX+/ecPxqVQZ9NVJvuMG5aK2bbkIxfDehVRH0epmXL2e+6qqca3311XBma1HiVq3CnHNbEzWPB/XL7W70ZwabNsEpv3w5/h/p5WuinYsX0XBHCI+JE9GI0s7o00hnwwZEKfXurZ4VpGXjLzERzqCXX0bka9myaPg1aRK6kAerEa5Hlnbrpn8ttso5dOutzH//bewY4TBggLJR7bSDZPt2rDdbtzpzfn+UHL9ui8T/4ovQafpWo6U+ts9ZE6rpcc+e0KGdIBY2tdXk1w03uKtEnF7OncMz5SvJ40Y91YkNhmXLmNu1s+74Snz4IZrJGcHua6Um36tX169/1Kjh7gDFSEAcv1HMuXNI9/ryS23vP3sWOzH+kYFuYdUq5nvucXoUxtmwAfVJ7Wb1akRL201aGvOYMTA+33kHUZpaFP2UFObHHoPz4Px5Z6K1srOh8GRlWX8uqzl3Dt2CtUSQMEMGVKjgDoPRn2hIH9yzBxtxn3/O3Ly5uwxfITceD4zqhITI22Rwij17YPgGa3AjKJOainqLlSurZwaFuxaeO4da9a++is3f669nLlLEPEN+8mQ0edODVY6/p59GaTC7cWOU45o1SOGuWdPZNG2lUg9btkA39EV+OR2Jf+edzgVH+OM/xwsVUi8HFWqTITERjn87y+34CFarOFrWUTX5VaoUfp475/QIzcHNTny1e2BlQ9lHH2VeuNC64yvRokXubEE9OLHRpqSvGFknGzdm3rfPuvHGAuL4jVLS0pibNWN+773wPtehA5REt9Xxad6c+dtvnR6FcdLTUUvZ7AZcavg3V6hY0foOnv6pG6+9xlytGvNTT+V2AvgWgvh4GLiBi86JExDur7zirNP14EF7awXaRahyG14vc5cuzKNHOztOJdxoWOth//6c8S9Y4M4U9FjH7kYY0UBGBprFyDUyxqZNyLbo1cv8ppoXLuRtuGbEkN+2jfn22/WPx4pN3Y8+Yn7zTePHCQev19zrahZukWNKjt8OHZjnzrV3HGps345AGbdlKag5awoX1rZ5M28e89132/+9QkUuR8saoSS/fvkl53vOnOnO2rjh4Ha9O/AejB2LzeeNG80/18WLKDeQkmL+sdW4cAHnNMMedrrkldF1smXLyM/8dhpx/EYhXi9qvD33XHiLvVsUxEA2bsTC4zaFTC/NmlmzIAUSeD+tVLjUlLwxY9Q/M34886BBuX+3ZQvq0k2bZv4Yw2XZMsyjaEMtEuPaa5lr1cKifMUVqMHkNtwceaCVpCTmu+5CXb7GjZG+FS2yLZoIVk/1p5+QNp+Y6Fz3dzcydKhyvUkhfNLSmIcMwXq4cqW5xzbTkM/KQjkxN5UEWr3a3lTczZsRnHDFFe5zkLjFaRNY6mHbNqTtuiWj6vnnmT/5xOlRKKPkrNGqC3m9yJz77DNnxq1WAsUtTkOr2Lgxry3tFps6XCIx0+733xHtbnbJn9mzUULFTjweZMBGOn/+ichlI+tkp07uqVsfqcSTEHW8+SbRxYtEH39MFBen/XPDh+d+PzP+P2KE+WMMxeLFRDfeSFS4MNG99xI1bx7ed3EzTZoQ/fab9efp1y+83xvB9+ww5/wuLo5ozhz1z3i9ROPH4x7feCPRa68RtWtHNGMGUa9e5o8xXP7+m6h2badHYT5Dh+bMbaKcn+fPE+3eTZSZSZSaStSlC+ZhIP5z88Ybld9jFdWr55UDcXFENWrYNwYjnDpF1KwZ0QMPEH3+OdGaNUSbNxP17k2Une306AR/9u3LLc+I8P/jx7G2/u9/RLfdRlSyJFGZMkQNGhC1akXUrRtR//5E779PNGsW0apVRFu24HMZGfrG4uSc08off0Dejx/v9Eiig4QE6F4eD9HrrxP17EmUlGTOsZXWAGb8Plzy5SNq2BDPuFuoV49oxw7rz3P0KOb7448Tvfgi0ezZ5l1Xs1CTY3v3OjMeH2+/TTR4MJ4fp7l0CTK1WzenR6JMx45EW7dCL9u6lahDB+26UFwc0eTJRMOGQf+wk44dlX/vhufPbALX6GPH8G+inPnnpE1thI4dsQ7Vr09UqBDka/XqeeWKm7jjDqKpU6FrHzli3nHnziXq2tW842lh5Up8j0ghcC5Mnoxr1rUrUd++xtbJIkWILlywdvxRj9OeZ8Fcpk5FHbdLl8L/rFui6dSiR928uxgO337L3LGj9edRS7GKizP/XOE+O2rRyBMnmj82vXTvjiY50UhgBEmFCsrPy3XXMR84kPtzTu78u60ZTDj88w9KnwRG3qSnYze/UyfpVusmwomUS0lBI9WNG5EpMH0687vvosHWY4+hPn3duphPxYsj0u2uu5g7d2bu04d52DDUSvV4UMdt3z6k95ndiMsqLl3CdzKrk7mQm/R01CysUAH1es3AtwbExaGpnBEZOmxY8OweJ7j+eubkZGuOnZSEUlblyiFK1L90l9OptIG4JeLXv9TDzp1YCzMz7R2DGtOmoS50JBGuLjR2LPPDD1s/Jv+yBvPmYc2L9ohftXuh9oqkDDU1du3CepSU5PRIgjN/PnSTU6eMH+vUKZSQsDNLwevFOnPmjH3nNIKa/+Z//zNnnXz5ZfRHEfQjjt8owLfYFiiA+p16U3rcoiC6ZRxWceECjBKr07vtdPyGe88i4R7fcoszTTGcQM1xH/i6+mrnlXifwpA/P+plO21Ya+Gvv6Akq20kZGcz9+2LNKiLF20cmKCKVZsMWVnoSrx9O/OPP6LG5bhxKHvz1FPMDzyAOrnly6P8ilI9NLfJyueeYx4wwOlRRD/btjHfdBM6xpvVhPexx7BZYYTvv2du396c8ZhFy5Zopmsm6ekoUVWuHOar2fWXrUCthJvd66a/4/fRR7E55hZuuQV1tSONcJwnWVn4nkbnerCxKK2XDRtG7ma9EoHObd//lewtpX4ablu7jTB0KBx6bmfKFDyHRuX1+PHoPWMnmzcbq6FvN1bb9kOH4j4I+hHHb4RjZjSQWxREt0QeW0mDBtY7Fa+/Xvk6Vqxo/rnCfXbcfI99ihwRGuy4KbLOKqpXV1dQk5KYZ8xA4xM3RTBMnMickOD+phk//4wogVDRkF4vovpuvhmOQcF5nI7e83rxjLtlzimxciXmn0Sr20NGBvM772BjwIzn8cMPYUwZ4YsvsBHnJln8yivm9QrwepkXLcI62a0b85Ej5hzXLl55BZtITkYhFy2K67h7N3OVKvY1OA7Fpk1Yc2OBrVtRM9yKzeVgDh+n11GzULO31YJsfJu20eL0DiQtDdkikZDp8+67yLK6fFn/MRo3tr+x2MiReEUKVtv2Y8cyjxhhzrFiFXH8Rjhm7640bIjINCcX6EiIBjVK377WRjxcvMhctqyyALbqnno8zFdeiV3uUM+OW+9xJKRVm016OowBLQpq7druiGBwayPKQJYsgTz96y/tn5k4kblmTZQOEAS3ykpmpB9WqIBIVMFedu5EZPgjjzCfPq3/OL/8gihzvbhRFns8iMrNl8+4I3r9euY77kA2xubN5o3RTh58kHnFCmfHULw4MlueeIL500+dHYs/vXq5o5mwXQwcyPzCC+Yf183BHGahFtlboID6Gv3uu2hmFelObzV++w2lFNzU3FMJr5e5f3+sdXo2nfbtg15udyPm225D0/NIwWp99bPPmF991ZxjxSri+I1gkpKY4+PNW2x/+QWOX6e7lLsl8thKFixgfvJJa47t9TJ36YKO4HbvtDdtihTmULi1VqubnSxWMXgw6ttpeVbUajO3aAEF0C6lKBLu0/TpqGP4zz/hf3b+fDjjd+40f1xCZOHW9dDrRa369993dhyxTGYm83vvIaNg4UJ9x7h40VjpKbfJYrM2b//5B3pUnTpwmtpt8JtFYiJzmTLOR9iWLIlo30qVsNnsBs6ft7YWtBtJSUHk+vr15h7XbXLACtSc28Eie71eBExEsy733HOwI9yO1wtb5/HHw/dzDBtmf6TpmTPYwIyktcdq2/6rryKjvIibEcdvhLJiBVL2S5UyZ7H1ehHVsGqVJcMNiwMHEB1Qu3b07pIePw6nkBWMG8d87732FqD30ayZ9ugvN6Z/xULUgj+//85ctar21L/sbKQYV6uWc9/mzkUpiDvvZK5Vi/mDD6wvVeDG++Rf+610aURCnjih/3jffQeHzrp1pg1RiFAWLUIqfUKCe2TlrFnY6HNinRFys3s36gB27qxP9taqxXzsmL5zB3OGOOFs1OOA8pfdtWsjQrZ8eUSmuqUBmV4mT2Z+/nmnRwFbpWtX5kmTnB5JDhMmuOPa2M2PP6KMmZkOeLcGc5iJ3nIWY8faXxvWTs6fhz8iEjJ/MjOxYd26dd5azWp4vdgs0RPEYYQvvoi8ppPMucsl1q9vrgz4/nvrm1RGO+L4jTCSkph79kSN2K1bzVtsly5lvvtu53eWsrPhPPziC2fHYQeVKpnTadSftWuZK1d2rgNoixbhpbW7Dd9iFc1RCz6Sk+HAXbtW+2eWLsWmghp//400nDJlmDt1wkaSFY4ht0WXqHWyNZruvGEDHBBu2JATnOPQIRjqdqDUvEZpPOXK4afgDrKyUK/3hhuY580LT5fr1k298WQo1GRxkSKQXW+/nVOKQsuzZZRwNwXVZPecOeaPzQmaNHHH5iERNkTdUAvcvyFX9eruKxFlBz17Ym6axapVCCLwzW+3bFCaid7smzNnoBO74dm3im++QQ3cSNgInj8/vPJEGzei5IJd+ORTfDwCSCJVPt1zj/mZBRs2MLdqZe4xYw1x/EYQvijfYcNyR1IYjZzMyoJR6QblcOJE5rZtnXdAW43Hk9Ox3SwD6NQpPB9md7IOh5YtI7cOHjO6v0Z71IKPZ55BZ3KteL3Mt97K/NNPod+bno4oxdat8UwOHWpuzVq3RZdY6Yj++29s5syda/xYQmSyYAHzU09Zfx4tafJZWYj0nTnT+vEI4bNvH5x97dppzzgYP575jTf0nS+YLD5yBGtMmTLMzZubU4IhFOHKYrdtIprJ4cNopOYGfZoIZUmcJhb7OCiRmIiNGSNNpn0OqoQEvEaNMm98/sd3U9NIjwcZqQUKhGdvP/II1vFo5vbbIevddL+UCFfmv/QS8yef2DO2aJJPb72FDFAz8WU3CfoRx28EEBjlazZffMH80EPmHzdcfFFE//7r9EisxQrBnpmJSOmJE80bpx7uvRddkiOVdu3gEHVbCQqzWbYM8iScVL/Vq1EOJlwj8sgRbFZVqsR8332oRWlG5IPHg/p8+fM7f5+sLj1x5AjSsT/+2JzjCZGBz/DNlw/NOs1W/tPTsWG4ezc2fitWDG0QjRmDVEkrnUluNPgjiexsOHPLlWOePTv0vfr9d2NRNKGCDy5fxliUZGSFCvrPqzaWcDYF3Vg2yCi++ZM/P/N11zk3f/wdg0Tu2CyKZkd/uMybh0xPPX1drMpyCnV8pyMg9Qbt/PADAmOiFTc2+VQjHJmfmYm1y+rydT6iST59/z1z+/bmHvPECZRjEvQTx8xMgmtZuZLo+eeJevYkGjyYqEABc4+fkUFUpw7RkiVEdeuae+xwYCZq2ZKoe3eiHj2cG4cd3Hgj0Y4d+M4+4uKI6tcn2rpV3zEHDSI6fpzoiy9wLKdo3ZpoxAiixo2dG4NevvmGaPRoot9/J4qPd3o01nHmDFGjRkTLl4c351u2JHrlFaIHHtB33uxsotWriT77DNf4kUeInn4a8kcvY8cSpaYSvfGG/mOYwY03Em3fnvt3Rud0IImJRG3aYI4NH+7sPBesZ/Fiok6dcJ+Zc356PEQdO+a8LyODKCkp9Ovcudz/v3yZqGBBoqJFc17ffUfk9eYdS6FCmGfbtxM99BDRn38SlSjh7PcWQnPgAFGvXkRXXkk0dSpR2bLK70tJIapcmejkSevkSuHCRGlpyn8z+94uXgw9ZNs2yOahQ4k6dFB+rxX6mJO4Zf4EjsOH0/NY7Tn0ybhYgpno5puhEyYmElWvjrmi5f4YnTfZ2ZA7qan4Gfjq3Zvo6NHcx/fHiefI90z7CGdueb1E1aoR/fgjUaVK1o7TCdSeh8qVif76i+jqq50bWyDhPLvff0/00UfwxVgNM+RQRkbev0WifEpOJqpRg+jff83TK1JSIKeOHzfneLGIOH5dyvnzcLJs3Uo0cyYElZksXgznwd9/E111FdH06c4qY1OnwvG2YkX0OzTMUDx992/fPqJSpaBU7N4NA89J2rQhatqU6MsvMbZwFEknSU7GHPv6ayz+0Qoz7kWTJkSvvhr6/b7nbM8eOMPnzMmt+OrlzBkc67PPiK65Bs6JRx6BLAqHTz4hOnuWaNgw42MywoQJRC+8kNfYXrxY3eGgh+Rk3L+qVXHOfPnMO7bgLpSMEyLI+EqV1J23/q9ixdT/dsUVedfaYAbRH39gQ2/UKMh5K8jOJqpZk+iff3L/PpIdcU7j9RJNmYL7NmIEggiUdKz69YmWLiWqWNGacVSsSHTkiPLfbrzRmntbvDjWh2CoOXPMlt124RZHtpr8KlSIaO5c53RCt1wfN6D27M+ZQ3TvvXmdsf5O2p49ibKy8h4zPh7HVPtcWhrOkS8f1iClV+HCRAsXYj1Qwqn7ZfTZefttovR0opEjLRuiY6jZtfHxsFGLFkXASePG+Fm/PlFCgv3jJFLfHFOS+T16EN13H1HXruac12e3+9vGyclE8+bBD7JnT84c8RHJ8qlhQ8zlatXMOR4z1vVz58w5XkzibMCxoIRaLV+zcFsNmcOHkUqht6t0pGE0lcPqFCu9eDx5U2hCPVtuSel95RXm/v2dObedfP45SoJoSe2zQ054vUgxf/ppNH7p1QvNALSmkU+ezDx4sHnj0UuvXvgOdpQISUtj7tIFr2huFhLrqKUjFiyItfLSJfPLLQRLr82Xj7lYMfNldGIi6ld37QoZEHjuaEi9dwOHDqHZSqtWzEeP5v6bx8NctKi5PQcCqVBB+b5aeW+LFdP2Po+H+ZprMLecLhtkFLeUrlAbh9P6qpqMi+R7rhclW4QIcqBGDeaGDZnvvBMl3Nq1Y37sMeg5ffsylyyZ93NxcSjp9cMPKB/z11+oIXzsGPPZs8ypqdrXLLWxObkeGJ1bx46hrnJmprXjdIJgdq3XizVn0SLm115DvfcSJZgbNWJ+/nmUgPn7b30lR/Tisz2J1GX+5cvQSZKTzTmfkj11770oWffMM+iP47b+JUZ5/nnYnWZSvHhkNBF0K+L4dRFW1/L14aYaMl4vBN/06faf2yn0dob14ab75yPwO2kZm1s2ILZsQfOsS5fsPa/d+Gpoa22yZvdzdvEi87RpaCBXpw7zuHHohhyMzz5jHjDAmvFo5fhxXNfLl+07Z1YWc+/eqBl38aJ95xXswyk571+v9YYbwtvI00J2NvOffzKPGIEmHWXLonHdokXM58+7c32LFrxe5qlTcc0//RT/t2sdDuYItOreanX8MjN37ow69pGOmsOsbl13jMMN89lfxtWsCSfmjz86Nx6nMOLItNqBHsymIIJj2m7MWJsefBA9NqKNcB2W2dlw9s6cCedgo0ZwBjdvzjxwIPSBo0fzbhSYHSxUqRI2JZSYP5/58ceNHd+HmjwsVy6vDh+qZn4kMW8eAmPMpFIl+MsEfYjj1wGUBJfVUb7+BFvs7Y7AnDYNEShu6DpsJ5MnI7pEj2B3S0SHP6F254kQ8VOzJqII7riD+aqrnDcIsrKgcESjIuZPVhZz06bMs2Zpf3+BAs49Zzt2ML/8MjoEP/wwmgQoRQPMmoX3OUm/fszvvGP/eb1edM1t1Ci0g1yIPNwQ+WGWEzYpCU0de/aE0/HOOzFntmxRNuyc/t7RzpEj0LtatsSabIejPZiOYHaksX80l9bjPvYY87ffmnN+J1GbP1WrotGfXfp9KMedmyL4t23DJte6de7JQrMDM7IPfQ6qevUg23/6ybzxeTx5MwV84y1eHM2s7bQdzVibvv4a0dPRiFGHZVoa88aNuK89eqCJ1/XXM7dti43iN980f5OyZUucU4m2beGbMQM32u12cOQIdAwzufFG7QFMQl7E8WszagtHxYrWRvn6o6aAFy+uLJisiqg7ehS7XUeOWHN8N/PBB8yDBun7rBsjooJF88TFYcwXLqCD/KFD2OktWND5hXDCBHSoj3bGjMH3DKUk79qFVKzy5Zmvvtr55ywtDbvu996LqOwRI3KnKc+bh2gBpzh7Fs5pJ3efP/6YuVat2JSj0Y7TkR9ajBUlR4nXC2fKqFHMd90F461bN+Yvv1SPrvHH970LFGC+8kpx+lqB18s8Y4Z9jjm1CMFAh45RR5veCOZu3ZiXLzd2bregJDcef9x8p4mWcSjJEKf1VSU2bMixgZzOQrMLszfZ1q/HBoMZqfGB4wx8nk+cwObVAw/ArrAL/7XpmmvCv1YZGbB7T5ywZHhRx4UL2Ex47z3mIkXMlyXPPgs7IpDEROj2ZgXiudFut4vy5XE9zaJpU+bt2807Xqwhjl+bUXO61q9v3xjUFvsrr1Q3AsxWfLxe5tatkW4Yi9x6K+r56EHt/s2YYe4Yw8EXXaP2UlKOnF4I//0XEQrRXlt62zZETahFhZ45A+fhzTcjHXTMGCilbou8O3iQecgQKBH334/xzZuH2lhOMXw40tKcZt48pD/9/bfTIxGiiVAyWk1GFC/O3LgxMpj++EN/7T6vF5Fkf/1l1jcSAqlVyz7HnL8DxyqHoF694qmnmJcsMXZuN6Oko9lVOsZNekQwKlfWd40iOUrY7M3F115j7tPHjJGFJjubefx46IR2b9pkZWFDs0aN8O/7oEHYFBXCw4qo2fffZx45Mu/vJ082N6gklmuLP/oo89Kl5h2vbVvmtWvNO16sIY5fm3FLuL/SYm9nDbYZM5BiEWslHpgRmVe5srHvHnj/nnsOdVHt3Pn2Z8AA5eemZEn1hc1orWOjdOnC/NFH9pzLKdLS4PStWDG3cpqejuvcrh2c3y+9pJ527bZaU1lZzCtXIoLZ9+zs3m3/OC5dQuTGyZP2n1uJVauQrrphg9MjcQ+RbJC7gVBOGzUnW5065o1h2jSUiBCswSnHnJq+6Sv7oHfOBmuKGIxnnmH+6iv938ftOGl7uFGPUCIhIfxrpDZ/KlSIzXUnNRXy386ayTt24Dr36WNfrwU1+0XLvd6/n7latdi0f41gRbDQ4sXK+kWTJij9Yib+crBuXeZSpbAxHu188om5ATJdu0ZPdo4TiOPXZpyOcgxGsKjNhATzzuNrhnTokHnHjCTGjrWmfMbUqVhM/vvP/GOHQu9zPX8+c/789hsEK1ciwjXaO4O2b69slBQtytypE3Zhra4pbiW+VOUaNaCozZxpX5O+ceOw4eIm1q2D8/e775weifO4pXlkpBPMaWOHM+nyZaRcOrGuxQoeD+opEiF9uVYt5n37rD1nqOZfeuesmi5SoAAiuNQyX/r0QSmSaMXNtofTZGai87xS+bFQ1yhUf4tYXHc2boRTq25d+5zfqanMr7wCObZli7XnYjY+n5o3Z16zxtIhRh1WRM1u24ZyVP4cPsxcpYr1jvmffkL922hvLL5lC+wzs+jTh3nuXPOOF2vEk2ArQ4dCVMXF5fyOGb93mmBjyM4m6t2b6McfibKy9J+DmejZZ4kGDyaqWFH/cSKZRYuIunQx/7jPPEPUty9Ry5ZEZ86Yf/xg7NuHe+sPM9HevcE/d9NNRA0bEqWmEm3dStShg2VD/P+kpBC9+CLR1KlE+fJZfz6nWLuWaOVKyBrfvfHJnjJl8By2bUtUoICz4zRCuXJEDz9MtHs30ahRRD/9RFS1KmTVn3/mfSbNIiODaPx4ogEDrDm+Xm6/nWjVKnz/BQucHo2zDB+u/OyPGOHsuCKNjh0hm5VkdPXquXUZIvy/Rg3zzn/FFUTduxN9+ql5xxRy07Ej0bffEtWrR3T+PNGQIUT33EM0dix0v2AsXkx0441EhQvj5+LF2s6ppAv7MDJnA4/rkwGzZxOVKkXUoAHRBx8Qpafn/lyBAkSZmdrPE2n4rosP33Vxg+3hFF4v1sl69YhWrCB6/338Phz7TEn39ScW151jx4j++49o506itDSiHTuIOnXSLhv0UKgQ5NVHH0Gevf8+7q9V6LV5fPTqRfTZZ+aPK5rp2JHI4yGqXx/3u3BhonffNWY3Vq5MdOBA7t/Nm0f02GPKa5OZNGtG9MAD7rMjzKZePcyLwDVXL0WKEF28aM6xYhKnPc+xiC+CJiEBUQhuSi8LTNn37azNmoXoujZtUNfo6aeRWhxutOCsWdjp1FvzL9I5fhxp91buJE6ahN3o06etO0cgene/v/8eJRfsZNAg5hdftPecdrNvn3oEil3pnXbw00/MHTrk/t3588xTpjDfcguey48/1tZQSgu+0gH58zNfe617o3gOH0YkwcSJTo/EOdxSVimasatcz9GjqOOYnm7ucYUcDh1ibtAg5/+nTiEr5Pbb1UvpGI2q948mL1/evPUqWJT6iRPQX6tWZV64ELqYx8NcogTkejSn5j/0EKLn3V5ywWwCS/4sWsT89df49wMP5O634f/s+J6/ixfVjx0q4jcW1x2no8sTE1EKrHnz3M2AzaRatfCjw/1JTYUtbZZuGossWsT84IPGj1O6dE6JEK8XpUrsKh+Xlob5snKlPedzinvvZf79d3OONXo0XoI+xPHrMO3aQQFxE6HqcSUlwYHbti0EZs+eqLeSlhb8uCdOoMTDwYMWDTwCGD+euV8/688zYQLunVpao9norRM4dSqaQdjFjh1wvF+4YN85lbCi9mhSEvP06cz33JOjiFatGt3pnb/9Flzx27qV+YUXoGA//jjz6tX6N50irXTA6dMoZzJsWGzUkgucU1ddZcwwE7TxxRfYwLbamdSlS/D0Po8HdTXj4vCqUMG9c9ON/PMP5EUgCxeifMx77yEl3h8zHTzBSo1ZMWe3bsVaWaNGdKTmh9IpMjJQzz/WSqaordv16oWu4blsGd7brBlzSoq246uVe4ildccNm65eL/ThG25gXrDA3GNfuIC5pMfm8eeFFxCYYAax2M8gOxtlibZuNXacO+6AbciMY910k/GxhUOoBtzRwLBhaKRnBpMmMb/+ujnHikXE8eswK1YgijZSuXABxliHDnACP/EE8zffYDeTOfdidPXViLSIZe66i3n9envO9fHHiOBJTLTnfHoaeLz+OoS41uMbUWyys7HAL1oU3ufMRq8DUen7X76MOsnt2sG5+cwzzC+/jPuekRFZHbX18McfzK1ahX5fSgrkVIsWqN31zjvM//4b3rmcjmLRw8WL+M59+0Z3lkUw4zvw2X/44ei+Fnbi8WBzKT7eemPznXeYCxdWlv+Bkcf+r1gwgM1g717mxo2V/3b6NPMjj+DvO3fm/N5MB0+w5sJWrVdeLzaCI91Rp0Wn+OYbRPzGGkbW7cxM5uLFmYsUgYyrV09ZnpQpAwdUoUJw4Cjdizff1DbeaHDguUlX2rcPcqt7d3MCPrxebEIOHWq8aeG2bXimjG7MR1pQgpnMnMn86KPGjtG9e04A3oABzB9+aHxc4TJmDKLUozVI44cfYKeawdy5qNcv6EMcvw6TlcVcsiTSciN5oWeGk2H+fObOnVHYv0kTZWM8Ur+fUU6cgFJop9Pho4/sdf6Gy6OPomRIKMxQbD79FNGhVi6sWpT2WrWUleJChdQ/p/b9ixRBJOvy5UiDPnUKEQ67duX+bCR01NbDli1wbIbDP/8wDx6M6/Tgg1D4tJSscUMUix7S0pCy/eij0Zsqr2ZoVqiQ+9mfOxcNDx96yPmo/0jHTmNTraTEokXIdAiM2rQ6WjTa8HiYq1fHdQ2mg3o8KMnwzjuIBFaSiUYifpU2bipWNPTVQhKpct0fLY62Dh2YlyxxaoTOYeT+qm0o+c+PgwfRUCzwc/7rzscfM1eqFLqsX7Q48NS+R/nyzti5GRnMQ4Zgk9Jouvn48cwtW5rXGLpqVbyMXBc3OdrtJiMDc8tIM9Lhw+Hszc6GzhhuUIgZZGUx3303HNnRyJw5OY3cjc7/5csRZCjoQxy/DqNm0ETaQh/IpUvKNdtiZTFSYsIERGPazbhxzA0burOW1G23aaulZFSxOXUKZUYOHzY03KCoKbuTJqE+ds+ezJUrh64H5/v7Z5+hO/LixYgoUXpfvXo55/d6UX7lo4+s+45uY8eOvB15tZKZiVTOdu3wbAwaFFx5jGTlOisL0eCtWpnfQdjsCCWtx8vKwv2fNo05Xz7txn12NvOIEdiAsauOWzRi53xQcwrGx8MxGEymRpIDz0rU5lW4zqbERMjcYGuYns1Fu+pFBxLJct1HMOemxwPHJJF6xGo0Y+T+qskd/89OnKitfNvBg6gLO2OGNWN1G/7Ob18UtNN27tq1cLK+9VbesjVq+MvNKlWYr7vOvP4p4dj/KSnQT1evhnNw5EjodPffr77+xcraN2ECc69e+j8/Zw5znz7oGXLPPaYNK2wOH0aGgdOBgFbo9GbO/19/ha0r6EMcvxqxKv0mmhb6QKIhksJMmjVDTVInGDsWdYvOnXPm/GqULq1eO80fo89S167m1RdSQ81IKFQIaSkLFjCfPKm9GUhCAgriP/mkNsfWtGlQWmIpjX3PHmweGOXECeZRo2CY3X036pYGPpdq5QQiJYLa62V+4w3mW281LwPA7AilYMf77z/mpUsRrd2iBZox3XYbNtPKlw9/HV22DFHfS5fqG2usY+f6HupcdteHjTSCzSs9OqjaGpYvnzGDrH17lCyyMzslGsoh1amT917ExeUtYxEtgSXhYOT+qsmdfPmQbVC/PjafKlXSdk3//Ze5bl31zflotZncZOeeP8/crRv0oP37g79XTeez2v6//nqU52rXDnbbddfBVmrUCOUAXnqJ+YMPYFOsW6eeRRgra19KCnS5Y8f0fX79eub77oPzONjGjNW4IRDQiqwDs+f/tm2w0wR9iONXA1am30TrQs/srsXeaXwp+E465T74gPmWW5Aa6wYuX4aCowUlw17rs/TDD/i8lnR+I2idy1qagQR+LtRc+ucfY4pPpHLggHJDIr14vcw//4w0ouuvRxTAli05f/dFsSQkMBcs6C4DWuvm5EcfwVEQ7rOSmQnn665d2HFfsgSR0uHMy1BjVHMoFSwI4/rRRzH+DRtyNxPVa9zv2YNouOHDY2vDxAzU7lXNmvacy/85C1bjN5IceFahdq+UGiBq0UHV1rqEBGyebdgQ/hgzMiBPTp7U/z31EsnlkJKTcc2V5F+ZMqKDM+eUKMmXL7z7G2qTXo9NmJgIPXz48Lxlx6pX16/nuhk32rnz50PezJihXv7NahtW7brkz4/gg59/ho4bqnF6NGxeGWX0aP0ZtTNmoEEtEXRjM/T6cIIFs7OxCeGGLGkrnnmz5//hwyhhKehDHL8aUJsIwWpyGj12pC/0zLIY+TN5Mjq4Os3772PX2Gnnr9aagj5GjlR+lt5+O/jnUlNR/zFU92YzqFlT+6Ltb2hqqZMYbC5lZTHfeWfwjvfRytGjeH6sICkJaZwNGiDqYtKk3POmQQPmv/+25tzhEu7m5IwZzFdcgailn37CzylTULvzlVfQ7KJNG0TFVKnCXKwYImxr1ECDxLZtg0eix8cz9+/P/OWXUGi9XvUxzpuHiIuJE9WPl5Cg7Rrocd5cuIDImnbtpO5vOKjdz+LFcU/NzJLSokt4PEgpjovDq3x5pPVOnWr4q0Y8aoZXwYKIQDQr4rdUKdTsr1s3/HriixejDq2gndRUZPkMGZJX/g0apM+pH60sWMD87LPhfUZN7oS74RnIhQuIWGvbNkdG1qqFng3RaDO51c49cgT3oVMnlE8IXK8SEqydP2ZeF48HG0Dx8ZG3eWUGFy5goyvcMhxWRNkG08dTUpg3bUKG5vPPw3YrXhw2Rjgly6wimK6gtTxKIGbP/3PnEAgi6EMcvxoI1m3YqKBwqq6ZXURyJIWZ3HMP8y+/OD0KMHo0utzOnu1M9+BwnVRpaYjKGzky97M0ZgyiXMeMUf8eb73F3Lu39d8pKQlj0aO0a90gUZtLo0ah43q0doMNxsmTMJisZvNm5ueeQ7pdt26Yy2++yfzee9afWwtqilWJEihz0ro1oowqVYITt1SpnPfdcANS3AYNwlyaMQPlD37/nXnvXkQoqTUyUTtv9epwuP3vf6gvXrKkenRh/vxoljJwoL6SDWaQnY0IrNq1EQUsaENJJh06BIdrODJe77lCcfIkNi5++EH/eaOBSpXUHVV6NujV9NaWLVFHtkED5mHDwhvj/fczr1xp6GvGFJmZKI3xwgvqa7+/nHeTw80Jvv4am5XhoiR3zIhgmzdP+RgDBuScr359bLZ++WX443YTbg4CyspChpfS+OLjrZ0/Zl+X1FToWrFoCzBDJ3/zzfA+Y4ZTMnCT27cBHfjsJCSgbEeLFqgLPns28/btOdmoTm+QnDnDfM01ynLpyithTzRtChnl8TAfP67tuGb7ubKy4CwX9CGOXw1oqclpZHJ6PDCKCxaMbedotHL6NHPZsuZ1gTWDxx833zDXSriL24gR6oX71SKBPR40bipf3vro5vR0LOSjRunf6ND7uS1bUMfPjY377CAxEU4mu7h8Gcpa06Y5z64TqcmBqBmiBQowr1jB/McfKAeSlJTbKPjtNzh+9TrGtBouqalY30IZy04biN98g+uxbJk954tW6tVzj8Np+3bcU7dE59vNrFk5DkC1eaVn/fF4IF8SEnJ/5rvvsLlExPznn9rGeOQIjGU36UhuxOdgSEhgLloU0YpqJWqClT957TVbh+0KVq6E3msGZjhotB7DV8ZLq5PFrfhkTFwcNljdZOeq3Qu9wRzhYHZwVMOGoWsXRytnzkAu1qmjPaDJ6CaOms6q9EpICO6Ud1L//e47rMHdu6uPISMDQTCTJuF91atjjnTujKCRtWthI6l9tyuuMM/PVbRo7G5wGEUcvxoIpkD5v/LlQx1VjweTQ2sjLY8HuywFCzrXxVGwjk8/Ra1QN2GkZq5Rwllo9+7FwqLm2AymPN99N6IqrMTrZe7ZE45puxeh1FSk1H77rb3ndRMXLkBZcYKPP8555q65hvn11/WnQhnFyHzevh2bB199pe/cWg0XrYau01kiu3cjinzECKn7qxe31XRcuRJpsGZ1Y48EvF6UQqpfH04jK+ZVsWLKc+TCBdRIJ0LmQCiGDsVLUCfcRlOhAlZiyc7weJgrV0YEp5ld6gOvbzhzKhwZOXkysnb06phWNSfXw0MPoXatmwh2L5zWR8KlVy/UL45F9JRtMLqJo7VZt9Zj2v28paaiNnLt2jn9TMIZw9mzKO80bBhk1HXXoWxFnz4Iktm7N0duaW3mroWyZdWdzEJwxPGrEY8HjtmEBPWanOXLIwLxqaeYmzdHel3x4pg47dujduL48Uij3b4dTRnc0MUxmnGDwnPffcxr1th/3mA4aZhrXWi9XsyjOXPUjxUs0vHee613xo4ciftrdeM4Jfr1Q42oWCYlBXW97EZNbpcowfzGG2jIYScffGAsUuDQIaSUTpli3RidjuYNh/PnUX+xfXvmixedHk3koWYMlSkTfu1Xs/jkE9TTC9UoJxrIzESZlXvuwbNsBV4vom6CUaIE7vuAAeoGX1YWNu8OHzZ9iFFFuA6KYCXqYqncg1XNuf2dIzVrIsU+HD0/nPvp9TK3aqVvfbayObke+vVjnj7dmXOr4XSKvZlMmYL+CrGInvtoVC8NJWfdrOvu2IFr1qePeU5UrxfO3lmzcNybboIzuEkTXINvv9UeFBmMWrWYT5wwfpxYRBy/YVCmDHZHwhEUmZkwqn/6CbUThwxBjcgmTbBjoVTMO1IXHLfhBoUnMRHPjVORgGo4qeio3ZexY3O/b9as0M5bte9RoIA16U7+Gwk33IDNHqsM62CsWQNjI9Z3PDMzYXDZjdpzV7s2ouyqVEH5j3nzsGZYidcLB0///sYiBf77D0rayJHWbZhEUvRMdjaiEOvUgSIraEdNxjdrhtIsX37pTDR1374o0+L0ZrCVJCejMWP37tY62dPSEMETjFOn4Bxu0wbrlVL078qViBQSghNuo6lQkWix0uDNLl132zbohBs2aHt/uA6n48dx/HD1Wrc5NSdNQnaUm4ikTelQ/Pkn1tlYRG9AkxG9VG1+VajgXl3X60UQYvny9pQ1u3yZecIEXJvOnSHHatSAjjJpEiKNw/WR3Hab9OPQizh+w6BYsRyD2CwD1uquobGMGxSe6dPD7yRsB043FQycP8OHI918ypScGnYFCjBPnBj6OEoKm1m13IKdy/ey23Fw/jzSFjdutPe8bsTrhVy2m1AKZnY28+rVzI89hpTnF16AYWgFy5cjktEMZ+2FCzAaXnxRyhz4+PprKKrLlzs9kshCTUfatg2NvG6+mfnHH3Pea4czduFC5XUvWpy/p07hur75pvXZLomJKJ8RitmzsQn20094/yuv5N6w7NAheq6/Vfz8M/ShcIJEQpWou/Za5gULonsThNne7Lb167FWaF3rw7Uj583DWq+1FnZWlvJz46SN+f33zF26OHPuYETSpnQw0tKQaRGL+psTNr8ZZV/s5ORJbLS2aQN9wS48ntzNNX3lpwYMwGZ8iRLMd92F/y9aFLqmeatW6F0ihI84fjVilYPBDc7JaEVN4UtIsG8M99/v3o7iNWogMtEtis7LL+tzrHo82Ln0fTZ/fhg0ZuOWudqtW/gd06OZUOnGVhDOs5CYiN31evWYGzVinjoVDlYzyMxElLHWKCMtpKbCGdO1qzMlTNzI338jYnHkSNRCjnZniR2sWcN8yy3MDRrYl5ljhwx3qrzUnj1wrE6das/5Dh9GI6FQeL0wNKdNg8P35ZfRFOaXX2CEli3rXPkPt5OZiayDatWYR48OPyrR40HkmdJmxxVX2DfvnMRuvW31alzzffvMP7bXy/zww8zvvRf8PevWYfO2XDk0DneD3urj4EFtckPQz803x2aWklMBTf6bBldeCT3RjfiaF0+YYH9PmvffRzakGpmZiPydPJm5Rw/o2+XKMXfqhMZxv/6ae8O4SxdsIvlwQ1nPSEEcvxpJS0PkltlEU4qJ21BLdcufH7VR167NvStqtuA4dw7PjNvKPDAj5fLmm93VFVNvgyq76mS7oWHRV18xN24sDjkfHg8atti92OuR214vorSfeQYp0j17Mv/2m7E5OGkS86OP6v+8GpmZzE8/jY2rS5fMP34kcv48ZGYsOEvswuvN2bSzwzFhtQy3s7yUv75SpQr6SdgZlb5zJyJ0tHD4MIw4XxTPO+/kZLsVLy7zR4ljxxAJ9eijOeWk9EYlKn2udm3r5p2bjHC1ORkqm8wIS5diTh45Yv6xExNR3qpatZzru2gR819/MQ8ciN4yTZrAuXPqlPr379HDmajQhQtR4tANz0a08uyzzHPnOj0K8whHnng8iB4tUMCZgKZ585gfecTec4bi0iU8Ew0aMO/a5cwYnn0WJb7C4dw51AQePhy2SKlS2DR67jn03HrnHcgwtewWkS3KiONXI4mJqE1nBdGSYuI21ByCM2eipECzZtiZ798fu1FmG2wzZ6LDqhtp3959nV/1GuV2RXTodUybxYkT2K2NxZ18JZxujOmT20Thy+1Ll5g//xxpm7VqYUf7v//CO/+FC3geDh0K73Na8XqZBw1ivv12dO4VnJcB0YidG2pWrxV2rUVuKDu0fj2MMa1MmMD80ENwUjk9drfji8yaPt26zXmr5p0bemsojcnfxho4EFHnVqY6f/klotbMPoeak6NKFTR5PXpU+TP+3//zz5HVc/fd9jZVdFpnixWmTUNJnWhAjzwZNox53DjbhpiLtDRksdhZRiEYf/4JG6N/f2cb27Zsabw8odeLTIrZs3NkyHXXqa9lFSqYMvSoQxy/GjlyBLslQmTh8TAXKaK++3f8OBaIwoXNN+gfeAC7VW5j714oiW6LRNZrNKsJ/QIFEDVjFp07hx/laRZeL4xsK6NUIg23lN4oU8ZYk72//2Z+9VUoi506Ma9apa2G36BBzK+9pv+8WvngA+a6dUPX3IoF3BD1H23YOY+trsdn5fORns68ezeiCa+/3vkNiB9+CK9WZ3Y2NrrKl1fOxCpenPniRevGGwmkpqIe/I03Yl2wEqvmnVvW5VBMnowMDiufuU8/hfOhTh3zIlzNur5eL4JTypVDI2Wrs/9OnsRmhtNyKxbYsgXZAtGAWuZuXJz6fJo4kXnwYPvH6mPgQOZ333Xu/MywIUaPRu8cN5SbrFTJ3ACS4cPRED4lRVnn8j0jQl7iSdDE5ctEV17p9CiEcOnYkeimm4g2biTaupWoQ4fcfy9blujllyEmAmEm2rtX33kvXCDavJmoRQt9n7eSDz/Ed86f3+mR5GboUFzzuDj8Py4O/x86NPjnqlfP+7u4OKJrriG65x6iatWI/vc/orlziY4f1ze2r78m2r2baM4covr1iQoVws/Fi/M+U1YwdSqR10v03HPWnytS2Lcv77w1Mmf1UqIEUWKi/s/XqkX0wQdEBw8SPfYY0fjxRFWq4Lk/fFj5M0eO4HkePFj/ebXy6qtE/fsT3X03rnksU716jnzyERdHVKOGM+OJBgLlPpE2ua+Hjh2JPB7I7oQErIELF5onw5WeDyKiYsWIbryRqHBh/Fy8WPnzWVlEBw4Qffst0ccfE73wAlHr1pAH5coR9eyJ8Z45k/ezdsu+S5eIrr5a+/vj44mmTyc6elRZ3zp/nqhhQ6IffjBtiBHF3r1Et9+OdX7DBqwLVqJX3wqFW9blUPTuTfTAA0SdOxNlZFhzjuLFsVbv2kWUlka0YwdRp07q818LZl3fuDiiHj2I1q7FvOzc2ZgeE0hKCuTYq69C3t5+O9GJE3nf58ZnI9KpU4fo77+JsrOdHolxlJ53IvxObT6VLGnusxwuzzxD9Nlnzl3/Y8eIWrYk2rSJ6M8/8W+nWLwY8//QIaLmzY3JPn+KFIGfpXBhZZ1LUEccvxq5dInoqqucHoWgh6QkoqJFg7/HbIN+2TKi++8nKlBA3+et4r//iFasIHrySadHkhd/ozwcx6rPuR5owEybBoXyl1/wnl9/1e4IXrw4x1CvUYOoVy+iJUuIunbFBkJqqvJGghXs30/07rtEM2bIAuePmsPfbidc8eJEZ88aP07BglBiV63Cs5ovH57b++6Dsyc9Pee9gwcTDRwI5ccOevQgGjeO6N57saEVq9jppIwVAuX+NdfA4WmVbO3YEbI7LY2oXTvMM7NQcqYRweGxfXtu58/QoUSTJxP160fUti3kVunSRA8/TDRzJgzXxo2Jhg3DxvXp03AIfvEFUe3azm9A6NGJfd8xkLg4orp1iebPx/X43/9g1MUCzESffw7ZOnQo0YQJmAdWo1ffCkUkbY4NG0ZUvjzRU0/B4W42w4fnXSvi4ohGjNB/TLOvb8WKRGvWwDF7yy1EK1fqO052NpxMo0ZBb6lUCQELVargOTt4EA7JSHk2IpmCBYkqV46OjXq1zVQi9flUsqTy5qhdVK6McX/3nf3nXriQ6M47oSPs348N42CbzVayeDF0nZ078X8zNr58FClCdPEi/l2+vPJ7KlQwfp6oxOmQ40jhp5+YO3Z0ehSCHsqXD53OZXaTvYceYl6xQt9nreTNN5mHDHF6FOaRlIT7O3689jrZ//6LAvzPPIM6b1WrohbznDkoDeGG+ok+MjOZb72VecEC+8/tdiZNcq70hj+dO1uXSpWVxfzdd0ipLlMGdds+/xw1u5xo8Pfrr0jXXLPG/nO7Bf96ibVqIUV9+3anRxU97NmD9Gg7mgquWIGSTGbiez7y50czkgoVlFNVixRBuZbp0zGvTp3Snm7thqbAkyfrS6ddsEC5zqdv7Glp0FMqVWJeudLcMTtNYJOiL75gfvxxNOOyohGYE1hdTsVsMjOZ27ZlbtfO/IZ0VpR+sXLub9uG7/7ss8zJyaGbah06hHIWXbpA1jVpghTsdeuUS8m5QW7FCs89B/kS6ajJE7X55PHArgtWCsIOvvkGcsUuLlxAw8bGjVFPX2me2X0trCz7s3gx81NP4d9qdc9Frigjjl+NLFvG3K2b06MQwsGntBBpWwB8Blu+fHgVKKBv4bhwAUpQerruoVtCcjKcR+E2kXIzvXsbd2QHOoILFnRPHbIRI5i7drX3nG7qyB2Mfv0gk51ujPnss/Y0Sjx9mvnDD3Oeyc8+w5y2m61b4cxy63NhN99/jw7r0gDPPF58kXnoUOvPk5mJjUMr6ldv3YpNOyubaDkp+8aM0V/H8OmncQ0SEtTHvmUL/tazJ7p7RzpqTq8uXdzXb8Eo/s9mfDy+p9U1ZI0wb57yZoRb6vEGYuXcT0tD7wBfHfHA5/W11+BUrFoVzeteeAF1x7XWSnZabsUK06czv/SS06MwB98zo1br1zef3NRYMisL9XXt2NBbtw466JAhCAhxS511K3se/PgjeqL4aNMG/g2RK6ERx69G5s/HYidEBnoXAK1dZ4M5x+bNY+7e3fzvpAf/cZYpw3zvvU6PyDzWrYOjNjXV3OMmJFi3WIXDpk3MlSsjqtku3KQ4BSM5GYaJG5xtgwfb13TP42Fu3hzP/tNPM5cujZ/r19trWB84gLn36af2ndPNvPcec+vW2pryCaE5exZNh8xszqnG4MHWNGLxehEdX7u2O4wws3nrLeZPPtH32XHjcB2efz74+9LT0aG9QgU4lyIZtxjjdrN0Kb7r8uVOj0QdKx20kRrhWqWKsh587bXMM2YwHz3q9AiFYGzbhmaa0YRa9G+bNsGbwDklY0eMQPaKVWRmYoO8ShXmtWvRQHXdOgSuucGGtXLN27Qpx59x6RLswWjYILYDqfGrEWnu5j7867AG1rDx1dZixv+ZtdXWUqvJNWgQatr5ztupE+rVKDVs+Ooroi5dzPueegkc54kTaJxiR62fYPfGDDIz0Zxj4kTz6+HVqOF8HbLUVKLu3Yk+/ZTo2mvtO6/eeWM3c+YQPfggmiY5jVk1fkORkUH0+utoznj77WgesW8f/v3KK0T16hF99JE9TS0qV0bt7EmTUNPP97zEKgMGoNFVpNb6tVpeh0uxYmgoaEfzwiefRI1Vs5/huDiiVq3QWMUnR32/Z47cZ8WHkb4XmzYRLVhAtHo1mkupUbAgrtPSpajH2q0b0blz+s7pNJHS9Mxs0tLw88EH3SFblLDq3vjqKFeqhOaGdjYENsq//yr/Pi0NMvOGG+wdjxAetWvj+Y2GBm8+AuuS33gjUaNGqEu9fbvyGm6XjFXSoXr1Qh3/+vXN0a38z1GrFmpm79iBtXHmTMzJ118nuu46521YopyeB/5jMEv38TV3I4Iu0bp16F5Owv/Dac9zpDB+vD2ph4I2QkUm6k0xUPtcfDxz2bKI4LnqKvVdxeRklHlIS7P8EoQknN02M9P77Ygaff9960oguCFK48UXmV9+2b7z+bAyNccsvF5E0bmlruqsWbhfVjNuHGp4qbFjB56ZMmWYH34YJQiys60dU1IS8113ofaw1edyO8nJzHXrui86PhRujfJPT2euUQORHVbTtCnq7JqNx4MartGY3vzMM8xffaXvs1WrMp88iWtes6a2rJ2MDOZ33kFpjiVL9J3XSWIx4ldrBp3TWH1vfvwRJT0iiVh8XqON225j3rnT6VFYi1qkr53PrJoONWCAebqVWrTzNdeg/9SsWcyJicHH44TesWgRIpCDlXXSw6lT0A+ZmW+5hXnjRnOOGwuI41cj776LmmaCOwillOhVWkJ97vx55RqwPufYggX212RVQ82JFxeHMQ4bxjx3LtKUw12cvF6kNaenM6ekwOmRlISFx+rU1sOH4YQ/dcqc4ynhpKH+/ffMdergutqFz/GvpkDVrm3fWELx44/MzZo5PYocli+3fs77Ut+11CJNS4McuvdeNEgaPtzatMyUFDSz7NbNmYZzbmL/fmwO7trl9Ei042YD/5tv0DDI6jIms2YF31TRy4ULKMcSjSVAHn+cedWq8D939izmiI8+fZhff13753fuZG7UiPnRR5nPnAn//E7hJmPcLtwsW/xRc1CbdW/WrMldjzISiMXnNdro25d55kynR2Etanaunc+smu2UP795jmg1WVqvnvL7PR7Ykb7zOTVvjx9HE2SzSU1FeYdNm5hvusndNeTdhpR60IiUenAHzESbNxPt2oV/B/7Nl9LhSzEIN70y1OeKFCGqWVM9jcItZR6IiKpXVx/nI48gNXntWqKRI/E33/X0/Xz4YaSxK71KlCAqXZqofHmiatWQcnLTTUS33Ua0e3fwe2MEZqK+fYneeouoVCnjx1OjY0eirVtRcmHrVvtS85KSiJ59lmj2bKTz2IF/SZDA++Z7fv77D9fcV+7EST7+mOjFF50eRQ52lHp4+22kV5YtG/q9CQmYu99/T7RmDVL97rqLqE0b3OuMDHPHVrgw0u/y5cM8SUkx9/iRRNWqRFOmYD750tDcyMmTRIsWEb38svK8N0teG6VtW6T7ezzWnqdTJ6LvviO6eNHc415zDVIyN24097huQG+phz//RHquj1GjiObPJ/rrL22fr1OHaN06ooYNoXMsWhT+GJzAl6ZcvjxkZSSl/euB2Vpd0Ew6doQefNVVSCE3+97ExxN5veYcyy4C0+qj/XmNRm65BfZyNKNk5xLhd3Y9s3v35pVzRERZWXl/p1f+qZWj2b9f+f0dOxL9/DN0Ujtt2EB27iSqW9f8465cCbv0ttuITp8mWrLE/HNEK+L41cDixURTpxK99JJ7a1RFO8eOEY0eDQHy3HNw+gWrYdO0Keq91KkTntKiRdlRq1szcCAcqffdZ853NoraON99FwZ1v36oP6S0OBER5c+PeqFnzyq/zpwhOnWK6PhxoiNHiA4exCJUr5519YWWLEGNv169jB/LjTz/PNHTT8OgtYvAur4+/BWnfftg6Neti3qYTtUNO3gQjqq2bZ05vxJWO37/+Qcy6bXXwv9sxYq4vwcOEL3wAtHcuajPO2AA0Z495o0xf36iGTPg5LrvPmxgxCpt2hA98QRebjD2fQ6YadOIevaEIdC0KdGKFZjPlSvn/YwT9eCUiItDTevXX8+pFWoFV14JmbJwofnHbtMGRkq0cekSNo/DZeNGosaNc/5/zTWo1f/006jdr4X8+SEPv/8ez0eXLjD+3E7Hjhjvk086a4xbSXY2nPGNGmHTRskp4wbZEsilS3D+WrHZH4mOXyLnAiAEc0hKIpo+3T21+61AKViLiKhBA9jjVj+zyclEBQrk/X1cHHwIZtnCwQK51PB6scnoJLt2wQ9jJr5gJa8X682//+busyQERxy/IfA9YImJUEoDG3kJ1pGcjILlLVrAUE1OhgNk40aiTz7JLeyJckfmjh8PB/GOHeErLaGUnTvvRPOZ2rVzO4cLFCBq3ty+SM1QdOyYsygEc36rLShKkc1aCFyIibRFW4fi4kWiV1/FJkx8FEqu+fOJDh/GBoKdKO0kEyFy1Pf8FytGNHYsmgMuW4ZIgjVr7B0nEZqJ9e4Nw98tWO34HTiQaMgQ/Y2UiKD83X8/5Ofmzdg4a9+eqEkTyNjLl42PMy6OaMwYonbtiJo1QzPJWOX117EeONEUMT2daP36nHtx/fVoFPn333Bu/vYbNug+/xyZHz7c2nysQQOiChXgoLbSgE1JIXrmGXz/woX1bbQo0aYN0apV5hzLTSQn65NJmzbldvwSQTbVrQunaDjUrInn+fbbsSZ9+aXyWuYmChTQ7uCOJDIy4GSqUwcZSx9/jJ9KTpn773dunGqsWmXduCLV8StELosXo+lvSopyE/JoQSlYy+MheughZLodP27duU+eJLr7bqzxRHl1qBdf1Jd5rISeLObsbOdtZSsifn3BSj5818VtTchdi9O1JtxOpNSoihYyM1E37vHHURvvqaeYf/pJuXGQrw5rQgJq6Uyfjt+fP48GR6dPWzPGJ59EXdxAHnnEXU0rkpPxvH74YfD3WVHLy//eFCiQc2/0HMfXdK54ceb27fWPyc0cP466h/v323/u6tXDr0P100/MDRuituuePfaMMzkZNZ3OnrXnfFrJzmYuVsyaY//6K2p4WVEj1OtlXruWuWdPyNpnnkGDBDNqZc2YwVytmjPPs1u4eBG1sb/5xtrzJCUxr1iBOql33cVcsiTqOw8fzrx6NeaNEqmpzC1aoNa7m5uP2dEgyteEJfA1YIDxY3u9zBUroplZtODxYG1PSNDeDNa3lhOh9mDgZxIT0bhN73qydy/qQbdv7+5rvXKle/pAmEFyMnTMChWYn3gib9PVQNny7rvMDRq4qybj8ePMlStbN6Z165gfeED7+81stizEJuHWhA1FJD6Ts2ejz8WYMcbHHvj9P/qIuUqVHNtWTYcyU7cK91jHj+u/32bRqBHz7t3mHjMSmpC7GXH8hkAeMHvYupW5Xz80MGrThvnLL5kvX9b++bffZn7pJfz73XfR3d5MfEK/YEEYOwsW5P57SgpzqVLhjdlqRozAs6qlY7aVhv8rr2CRDBe1LqaRoHCEQ3Y2HDVTp9p/7lWr4FDX4/jPzkbjiAoVmF98MaejrFVMnsz8v/9Zew69lCyp3NjMiLKcnQ2l6bvvzBunGufPM0+Zgu649eszf/yxcQf711/j2fjrLzNGGJns2YMNnVCKr/9zUqECXmrPzJEjaMr53HNQ6suWRcf48eOZN2/G5mkoMjPhIHvhBXc5YJSwY/Pdaj2vd2/mzz8351hOo8cRr7a5HPiZBQvgvFXa6NdCdjbmQblyMPrd+Gx//z3zww87PQrjJCYyDx0K+dOnD/PBg9o/e9997tpc+uwzfAerWL8edo0WtM4VQQhGsKZnpUtDt+zcGXb3+PHMS5Ywb9mCeR0oNyP5mfTZwUbGrvb933zTunGbwZEjzgYpZmfDvtSik4aDBGQaQxy/IZAHzDr+/Zf5/fdhvN50E/O4ccynTuk71sWLiLqrUQP3qFYt8xYlLYve4sUwvt0EEXPbtk6PgvnPP6FkhEs0zz1/R0+ZMvZ3JfV64dyrWhVd0o04/i9dQtRguXKYw+np1oy3Tp280URuoUaNvLLLqLI8dy5z69bmjzUUW7fCIXj99cyPPYaoUb2OmJ9/huPz55/NHWMksXQpIn8vXFD+u9oGl//vevVifvRRXMvatRGdPXs2nC3hyo3sbER5P/GE/vtqJ3ZsvqsZyGblxC1d6j79QC9q63Lp0sxDhjD37w8n2pNP4pl96CHmq67SllXi9TK3a8c8caKxMf7zD/PddzM/+CCintzETz8xd+jg9Cj0c/QoAivKlEGWgR6dff163Hun5Y9PD4uPR1S+VY6sP/7Qvparza8qVRDVfvGiNWMUootg9lNqKvO+fcw//ICI1bfegk7QvDmes2LFYEO3bg1do3TpyLXFzLAjI9UWPXQItqUTeDzMNWviOpkdIW5FlnIsIY7fEMgDZi6XLjF/8QUiHMuXZx44EI4no1iZDqpF6D/+OPPChcbPZRT/yGQi5lmznB4RjLmaNaFohEO0Rts7HcmckYEItCZNzC2Hcvw4lMfq1RE9YKYj+8cfmZs1M+94ZnPHHcy7duX+nRFlMSUFqadmyEa9pKTA+dyiBYyBt9/W50TZsgURrF9/bfoQI4ahQxFhq+ToUHpOAl/XXce8bJnxqHqvFxE+bdsqR6i7EbXrU6WKeeeweq25dAkZQWZHvjiB2rXKnx+biZ99BrmxZAnzt9+iXI1PH9Fyff/9F5uIR44YG2d2NhzI5cqh9Ixbon9/+w0OaSM4kXa9ezec+TfcwDx6NLJEjNC6NfOiReaMTQ92RjFu2oQoZy0kJCjPlfh45ltvhd1UtCg27e+6C9HjL72EezJrFiLKd+xQjtwUYgcjvovsbMjh9euZ58+HbI9UW0xtPoUz9ki0RT0eBKTExYXOIrPi3FbLVjeXJ3M74vjVgO8By5cPu9zygIVHVhZ2Frt3x85h9+5w5JhZt9LKHblgQt/jYa5bF/+vW9fZ1BenHYrBGDkSzo9wiNRd1lA4+b3OnWO+5x7mHj2Y09KsOcfmzYi2uvtu/NsMHnrI3XK3bVs4OPxRkxsJCerH8Rn0+fMj6sINc5cZEXRvvAGj/8EH4cQNx3G4fz9q/s6YYd0Y3Ux2Nq7b22/n/VuwlEyzDYx33mFu2hRO/UhBzYgoVQolhMxwbqjV+H3tNePH9nHffXllRCSiZ/0K9zPTpjHff7859/bgQax5rVsjWtVpwon+VMLutOtNm5g7dsRGy6RJ5smODRuQ7WdW1K9WZ/i5c8y//44NgcD5boUe5vFg7YuPD+10OXlSW3S818t85gwyoL77DiW3Ro1Cya0uXbCpX6UKHMTly8Nh3L49ygONGIH5tXw59LMTJ6zpISA4j1nOsUi1xc6e1Z5tEox69eyRFWahJYvMStuiXr3IfF5iBXH8hsGYMcyFC0dWcXMn2bEDhlP58jB65sxB5IsVWLkjpxZxdO219irgesbpFmF74ACU33AMObUobjc7ALXg1O7xvn2IvH7vPesjQbxeRHxVrw4ns5F024MH0aDBzdFyPXvi+/pTpYryfS5YEJFogbW3I6GOWmYmIk/btYPhPHCg9kj+Eycgo95/39Ihupbz5zH/VqzI/XvfxqHayywZPmkS0v7CidRzS0MXJQP29GlkAfTooa2OfSgGDMiRzQULom63mTJn3DjmQYPMO55T6IkkC/czXi/Sjr/4wpwxe72ooV+uHPOnnyLS1KnnevNmOKL1Yoee5/UiOOOee2DEz51rzfp7//3MX31l/Dhqz9eQIahf2rs3NqJLl0bkW+vWCOSxWg8LZ01ftQq20v/+F/78UsPrRYmhPXtQYmTePDTi698fDQZbtEBKf/HiuDYNG6IW8dNPo37pxIk47/r1zIcPWxcsILgbted43DinR5ZDoK4yfjwiXrt3NzafLl9GqUKz5qQdhMois8IvkJSE3kyPPaZ+XjdHSMcS4vjViB2dpaOBkyeZx46FAlG/Ppzl//5r/XmtVIbVFj0zdhLNxO3pKLffjmiXcPB4cJ0LFoyedA61RblqVevOuWYNojUDnZNWk54O5bBsWUR869n4efVVOKvdTP/+SHH2kZiIiEQluTFhQk7KbPfucPwVKqQ8f92ycaPEiRNIL61WDUb17Nmhm1ueO8d85524XrGYhrprF+77hAk5RopvHQkWnaFH7vkbQuXLYw7+9194n3f7RkRGBqLcGjeGQ89MZ17XrswffGDOOJmZP/kkZ55HeuCAnkiycD/zzz+YK+E8s6E4coS5QQNnn+vt2xF1rxc9mSRayc7GdWjUCHJ6+XJr5fQff+Ae65m32dnMx44x//KLcvQuEXORInD+zp2LkkP+65MdDnQt50hPx3pYuzbztm34nRNpzCkp2GT//XdsjHzyCfPgwdBVWrfGOEqVYi5RAv0WWrZk7tYNwT3jxqEkwC+/YCM4Odn68Qr2EvhMDh2KubtmjcMDY3Vd5fXXc/6uZz6dPo1o+ddewwZVpJQWsCuL7OBBONjvuQc9QXr0wHWpW9e9QWiCOH41o7aAV62Khz+UwRvNXL6MneT778dC8OqraBBkJ1bXYlZaONzmaHVzxC8znB0vvBDeZ7KzoWhGU6SB2rNasiRS9sxm6lTUi/3rL/OPrZXERDhoKlTAd9Sa3pmcDIXi7FlLh2eYUaPgBGWGody2LSJbgymcU6aEVs7ctHGjhteL5m3duuFe9ekDI1uNy5eZH3gAUdJujuK2Cl9ZgUBZ7avBVqECGg0ZMTDMKPujtp7Urg2DKCkJGzlpac43aXr+efOdeadOwaF0+LDx8UnggD4+/JD5kUfMPabTabu7d2MTXC9qG8cFCqCUy9mz4Ufqp6ejDE/Nmoj4XLtW//jCIdTm0sWLcIYuWYJn4fnnYWfUqIEyBnXqYK3VE71rR/+WUDbCgQNwsj/9tHXZkGaTkYEMrk2b0LRy6lQ09332WZTkatQIcrNYMWwKN22KOfzyy9jAnz0bpf927sSzGu7GgluyUATYFBUrwv53Eits3/37IWcmTDBtmLZhVcRvdjY26954A+tozZpwiq9dm7tcjPTGcjdxzMwkhKRwYaK0tLy/j48natCA6NQp/L14caLSpXNepUrl/f911xEVLGj7VzAVr5fo11+JZs8mWrWK6J57iLp1w8/8+Z0Z0+LFRCNGEO3dS1SjBtHQoUQdOlh3vhtvJNqxA6LUR1wcUf36RFu3WndeNRYvJurUCWNgzvm5eLG110ErZ84QNWxIdPiw9mdk926iHj2INm60dGi2o/SsNmpE1L49UfPmRKNHE+XLZ+wc2dlE/fsTrVtH9M03kD9Os3cv0WuvER0/TvThh0TNmgV//5QpRJs3E02bZsvwdDNtGtH+/UTvv080dizR6tVEy5ZhfVBDSX4oUagQflavjuekY0fzxm02588TzZtH9Nln+H+vXkSPP0507bW535eZib+dP080fz7W11jhxhuJtm/P/Tuz1w0z1iY1nScujqhaNdzDrKycn15v3vcVKABZr+VnOO8N/PnRR0QnT+Y9v9FrOnUq0YoVkJ9xcfqP4zZdIVLIzia64w6iwYOJ2rXTd4ykJKI//iBav55owwai779Xfl+hQkSpqfrHqpV//oFM1KvT+PQ8Hz4979NPifbtg+w9fz6vHjhgANF33+E9vrWkVSu8/6OPiG6/nWjgQDyrdqG2Bl5xBdFVV8FOqlw596tSJfwsVSpnTuqdX1bbDGrfr1AhoueeI1q0CDrDo4+ad0634PUSnT0LuRzslZREdM01RNdfH/xVsiTksJKN4/Fo14sWLyYaPjz3PHCzTuV2jh4latMGdlr//sbWSb2o6Sp6ZfqGDUSPPEL08cf61x0nCfQF+OP73QMPEH31Ffw3weZDairsmaVL8d7KlYkeeoiobVu8P9gY7PTHCNoRx69GtCgWvoXuv//gCPa9Av9/+jTeW6qUsmPY/98lShh3AJnJ7t1EX3xB9OWXEADdu0NIXH210yOzHzc6Wt0ubB98kKhvX6LWrbW9f9Ysok2biCZMsHZcbiElhejJJ4kuXYIDrUgRfce5eJHoscegUM+Y4T7H2po1RK++SlSxIgyfatXyvoeZqF49XIf69W0fomYWLybq1w/O7EqVcO137YLsDoaashqIESPHSbZsIZo+HdenZUs4eps2zTEMvF44I/78E0ql3mc90jDbSAnnHAULQsZo0SmMOiu93tyOYf+fSr8z8vPNN/EzEKPX1OslatIEz6mRddSOex6t7NxJ1KIFAiYOHAjurMnOho66fn2Oozc5mejWW+HYvP12omefhXx2ygl/5Ag2eP/6S/8xFi8m6tMH9kadOrn1vLp18f2UCFxLihUjevhhPN+VK+sfj16CyakLF3I2PUPhRl1caVyBTJoEB3AswwydKZSD+MwZPBNKcr50aaLXX8dmgdLr6qvx87vviLp0sVenigVHc1ISHKQNGhCNG2e/z8LMjdVvviF68UWiBQuIbrvN1GHair8vwLdJduoU/AKDBmF9XLKE6NixvPNh+nQcY+lSrKF33QVnb5s2CG4UIhxnA44jB7ND1zMyUPt282bmlSuRZvXuu0iHfuQR1EysUSOn6H6DBsytWqGGysCBqKk0bx7q6/z9N2onGq3FpZZCc/o088cfM99yC9I8R492R3dkN+BELa5IZt485iee0P7+Pn2YZ82ybjxuxOtlHjkSc23/fm2f8Z+7NWui5Mrw4e6uo5qVBblXvjzSAM+dw+9936VAAeYrr3R3Kp+RlHq19LT8+c1P0XKSy5eR3tm0KVI/R49GLXhmPJ+jRmF98/0u2nGqtiQR5tN11zE/+CDq1/75Z94UPZ8cue66yEnXs/KabtuGdNaLF80dHxFSojMyjI8xmglWJuPsWejPQ4ag5mjJksy33cb8yivMCxYo66lOp6H++y9KFBhl9Gjl2vda6jv6XrVrGx+HEcyct27VxT2eyKvf71YSEpSf4/z5UW6if3+UnOjaFQ1o77kHNVrr1EEJJaWSIHFxaHBnBeHWyY/kMhapqcydOzN37Ag7z87voXadp0wJ7zgTJqAhtVa7K9KpVEl5PhUoANv722+jq8yiAMTxGwZOKRapqagzt2ED89dfo6bS8OHMzz3H3KED8x13oIZn0aJw+DRqhLpXvXqhM+uECSjWv3YtBJpS4X01wXnLLWgK89JLcFK72ZEkuJ+5c6GkJSRoUwhuuQU18WIRjwfzefXq0O/T63x0A8nJzG+9BSfIU0+Fpyg7jRHDNZQDomBBZaXM7TV/g7F3LzYuy5WDYbZsGer8TpsGhfvAAadHaD12OJ6CnePyZciUIUOY77orxxHco4eyHPHVHnaTMyUQq6/pgAG4RnqNWbXxNWmCPhGff455EMmGv1WoOc0TErA+dumChsLr1mk3Up10Ep4+DVlnBI+HuUwZ6FKBz0mo+o5uWkucdsLbhdv6gUQqRjcK1O5DXBwCEB5/nHnSJDRgDKxbH65svnwZ81xpvHXq5LWlI6GZaiiys9G/wYnvESjT+/VD8Nz06cr3LfB+tmuHTYLTp60dp5sQuRSbSKmHKIIZKeKhSk389x/eV7RoTlmJX35B2lgglSohVaBAAfu/jxBdqNWmU0qzWryYaNgwpO/Urx+d6VFa2LYN16xfP8xTpZSxaKkfeewYxnz+fO7fu/m7GE3hDlaaJVruqxKZmaidOn066t0+8QTWo4kTiV54ASVeojk10o6SPFrPkZKCdL7HHkMZKn8i6Xmz8prOm0fUtavx2pJK49u1C79fuxYpzZFa2sUq1GRsQoK2UjluYvFiorfeIvr7b5Qx0iPb1Moa+J4Ttb8Hlhtwy9x2e3kyM4jmtdxOjJb0CHYffvgB/TB+/53ot99Qi/uWW1Dqx+slGjIk73nHjCGqUgV1bo8cyXkdO4b68ydP5j6X/zmLFiUqWxY2dqVKqLca+P64OKKaNaEr+dxyXm9uN53//834m9FjvPYarkfg93XiWe/dG3X6leqdjxmTVybOmwc9KFYQuRSbiOM3RmFGXR6fI7hVKxjjgUgNOsEs1BaZatWIfv4ZzRvy5w9t2MQap08T3X030Z49ea/JE09AWQlsrEQUmXM30mphWqk4ubVuodn8+y/RzJlEn3+Of6elydx3gkibe3aiNs9r1EAdPK8X9WWzs3P+He7P3r2hi/kjRlj0GKda9ZqMDARhJCbideZMzr8TE9FjI9TmaKAztVUr1NKP9rXErcTKWm4HRjYKwrkPqanoL/Lbb2i2nJyc93hXXomawRUq4FW+PH7ecAM2poLJrs2boe8cOoRXr15YBwKJi0NT7Lg4NAuOi8t5+f9fy7/teN+nnyp/Dyf0CLVGuvnyYYyRvqYYReRSbCKOX4GIoke5FtyLmmMhPh4K3Jkz+PfFi3nfF+vPYv36mJ+BlCqFphUHD0bH3I00OWS14hQL0VA+vF5sAh08mPv3br7/0USkzT07UVu74uKIGjWCIRkfb+zn7NnuMZjdRLQYp0rziwiNp2rVglP3/Hlk15Uoof566il9QRqxtJa4Ebn+7kDPfdC7KRqO7IqW9ddN30NrA2UfsbjWilyKPcTxKxBR9CjXgnvRohBkZBBdcw1Renrez8fiouwjmOI5d270zN1IlEOiOJmHRJ06RyTOPbuww5h1k8HsNqJBxqrJtoIFiXbuhFO3SBFsBARDnhNBsBcjc06r7IqW9ddN30PtviUkwMYUGSrEIiFUDCFW6NgRKWf168PIrl8/8hYcwd0MHZqjCBDlKARDh+a8p2BBKEe+9/jwpdXGKtWrq1+TaJq7kfhdOnaEspiaip9uHqvbCfacC9YSiXPPLrSsXZFwjkglGmSsmmyrVQuZDkWLhnb6EslzIgh2Y2TOaZVd0bL+uul7qN23F18UGSrELhLxKwiCbWjZ/XbTjrFbkGsixALynAtuxU0N+YTIw0zZJs+JINiLzLnIRO2+yf0UYhVx/AqC4DpkUc6LXBMhFpDnXBCEaERkmyAIgiAITiGOX0EQBEEQBEEQBEEQBEEQhChDavwKgiAIgiAIgiAIgiAIgiBEGeL4FQRBEARBEARBEARBEARBiDLE8SsIgiAIgiAIgiAIgiAIghBliONXEARBEARBEARBEARBEAQhyhDHryAIgiAIgiAIgiAIgiAIQpQhjl9BEARBEARBEARBEARBEIQoQxy/giAIgiAIgiAIgiAIgiAIUYY4fgVBEARBEARBEARBEARBEKIMcfwKgiAIgiAIgiAIgiAIgiBEGeL4FQRBEARBEARBEARBEARBiDLE8SsIgiAIgiAIgiAIgiAIghBliONXEARBEARBEARBEARBEAQhyhDHryAIgiAIgiAIgiAIgiAIQpQhjl9BEARBEARBEARBEARBEIQoQxy/giAIgiAIgiAIgiAIgiAIUYY4fgVBEARBEARBEARBEARBEKIMcfwKgiAIgiAIgiAIgiAIgiBEGeL4FQRBEARBEARBEARBEARBiDLE8SsIgiAIgiAIgiAIgiAIghBliONXEARBEARBEARBEARBEAQhyhDHryAIgiAIgiAIgiAIgiAIQpQhjl9BEARBEARBEARBEARBEIQoQxy/giAIgiAIgiAIgiAIgiAIUYY4fgVBEARBEARBEARBEARBEKIMcfwKgiAIgiAIgiAIgiAIgiBEGeL4FQRBEARBEARBEARBEARBiDLE8SsIgiAIgiAIgiAIgiAIghBliONXEARBEARBEARBEARBEAQhyhDHryAIgiAIgiAIgiAIgiAIQpQhjl9BEARBEARBEARBEARBEIQoQxy/giAIgiAIgiAIgiAIgiAIUYY4fgVBEARBEARBEARBEARBEKIMcfwKgiAIgiAIgiAIgiAIgiBEGeL4FQRBEARBEARBEARBEARBiDLE8SsIgiAIgiAIgiAIgiAIghBliONXEARBEARBEARBEARBEAQhyhDHryAIgiAIgiAIgiAIgiAIQpQhjl9BEARBEARBEARBEARBEIQoQxy/giAIgiAIgiAIgiAIgiAIUYY4fgVBEARBEARBEARBEARBEKIMcfwKgiAIgiAIgiAIgiAIgiBEGeL4FQRBEARBEARBEARBEARBiDLE8SsIgiAIgiAIgiAIgiAIghBliONXEARBEARBEARBEARBEAQhyhDHryAIgiAIgiAIgiAIgiAIQpQhjl9BEARBEARBEARBEARBEIQoQxy/giAIgiAIgiAIgiAIgiAIUcb/AffxDlnspohbAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run(nearest_tsp, random_cities(3000))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Real Cities" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A tour of 3,000 random cities may look like a [Jackson Pollack](https://www.moma.org/artists/4675) painting, but I thought it would be fun to work on some *real* cities. I found a web page (now 404, but a copy is [here](https://raw.githubusercontent.com/norvig/pytudes/master/data/latlong.htm)) that lists coordinates of over 1000 cities in the USA (actually, the locations of airports in these cities), in this format:\n", "\n", " [TCL] 33.23 87.62 Tuscaloosa,AL\n", " [FLG] 35.13 111.67 Flagstaff,AZ\n", " [ANC] 61.17 150.02 Anchorage,AK\n", "\n", "We can fetch the file if a local copy is not already in the current directory:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "! [ -e latlong.htm ] || curl -O https://raw.githubusercontent.com/norvig/pytudes/master/data/latlong.htm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I define the function `parse_cities` to extract cities from a file in this format (skipping Alaska and Hawaii):" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "def parse_cities(text, skip=('AK', 'HI'), long_scale=-48, lat_scale=69) -> Cities:\n", " \"\"\"Make a set of Cities from lines of text, skipping the specified states.\"\"\"\n", " return Cities(City(int(long_scale * float(long)), int(lat_scale * float(lat)))\n", " for (lat, long, state) in re.findall(r'([\\d.]+)\\s+([\\d.]+).+([A-Z][A-Z])', text)\n", " if state not in skip)\n", "\n", "USA = parse_cities(pathlib.Path('latlong.htm').read_text())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(You might be wondering about the `long_scale=-48, lat_scale=69` part. The issue is that computing distance from latitude and longitude requires [complicated trigonometry](http://en.wikipedia.org/wiki/Haversine_formula). But we can get an approximation by assuming that latitude and longitude are on a flat rectangular grid. (This is a bad approximation if you're talking about links of 1,000 miles, but close enough for shorter links, as long as you're not too near the poles.) I took the latitude of the center of the USA (Wichita, KS: latitude 37.65) and plugged it into a [Length Of A Degree Of Latitude\n", "And Longitude Calculator](http://www.csgnetwork.com/degreelenllavcalc.html) to find that, in Wichita, one degree of latitude is 69 miles, and one degree of longitude is 48 miles. I use -48 rather than +48 because the USA is west of the prime meridian.) \n", "\n", "I also found a [blog post](http://www.randalolson.com/2015/03/08/computing-the-optimal-road-trip-across-the-u-s/) by Randal S. Olson, who chose 50 landmarks across the USA and found a tour based on actual road-travel distances, not straight-line distance; I would need a new `distance` function to handle that. William Cook provides an\n", "analysis, and a [tour that is shorter](http://www.math.uwaterloo.ca/tsp/usa50/index.html) than Randal's.\n", "\n", "Now let's find a baseline nearest neighbor tour on the USA map:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "length 53,364 tour of 1088 cities in 0.082 secs\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run(nearest_tsp, USA)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "# Repeated Nearest Neighbor Algorithm: `rep_nearest_tsp`\n", "\n", "The nearest neighbor algorithm is fast, whether it be on `random_cities(3000)` or `USA` or any other map. However, the resulting tour is not guaranteed to be optimal. For example:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "length 25,408 tour of 10 cities in 0.000 secs\n" ] }, { "data": { "image/png": "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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run(nearest_tsp, random_cities(10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `nearest_tsp` tour is about 10% longer than the optimal tour found by `exhaustive_tsp`,\n", "but that will vary, depending on the set of cities, and also depending on the starting city that `nearest_tsp` chooses. \n", "\n", "That gives me an idea: Just as with buying lottery tickets, we can improve our chance of winning (at a cost) by trying more often.\n", "\n", "- **Repetitive Nearest Neighbor Algorithm:** *Run the nearest neighbor algorithm repeatedly, each time with a different start city, and pick the resulting tour with the shortest total distance.*\n", "\n", "This is an instance of the **ensemble strategy**, because providing a differentstart city to the function each time is like using a different algorithm each time. Which starting cities should we pick? I'll define a function to randomly `sample` the cities. (For reproducibility I'll give it a `seed` argument, as I did with `random_cities`). The parameter *k* says how many cities to sample." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def rep_nearest_tsp(cities, k=10):\n", " \"Repeat nearest_tsp starting from k different cities; pick the shortest tour.\"\n", " return shortest(nearest_tsp(cities, start) for start in sample(cities, k))\n", "\n", "def sample(population, n, seed=42) -> Iterable:\n", " \"Return a list of n elements sampled from population. Set random.seed.\"\n", " random.seed((n, seed))\n", " return random.sample(population, min(n, len(population)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try it:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "length 23,093 tour of 10 cities in 0.000 secs\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run(rep_nearest_tsp, random_cities(10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So close! This tour is 0.3% longer than the optimal tour, but `rep_nearest_tsp` is a lot faster than `exhaustive_tsp`!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's compare on the USA map:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "length 50,915 tour of 1088 cities in 0.885 secs\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run(rep_nearest_tsp, USA)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's 5% shorter than the `nearest_tsp` tour length, at the cost of a roughly 10-fold increase in run time." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Improvement Strategy: Optimizing Links\n", "\n", "Consider this tour of 10 non-random cities:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x10 = Tour(City(x, 0.9) for x in range(0, 5)) + Tour(City(x, 0) for x in range(4, 9))\n", "\n", "plot_tour(rep_nearest_tsp(Cities(x10)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "No matter where `rep_nearest_tsp` starts, it ends up greeedily going to nearest neighbors and being stuck with a long diagonal link to get back to the other end; that long link is a mistake.\n", "\n", "Could we modify nearest neighbors search to avoid making mistakes like this? That would be hard. Everything appears to be going well until we are forced to take the long diagonal link; we can't easily say which links before that are mistakes to avoid. So, rather than tackling the difficult task of **avoiding** mistakes, the **improvement strategy** says to go ahead and make mistakes in creating the initial version of a tour, and then do the easier task of **fixing** the mistakes. Why is it easier to fix the mistakes? Because we can propose an alteration and get a definitive answer: either the change makes the whole tour shorter or it doesn't. \n", "\n", "In the diagram below, we propose altering the tour above by replacing the two red links with new green links. If the total distance of the two green links is less than the total distance of the two red links, then we should make the alteration. " ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "A, _, _, _, E, F, _, _, _, J = x10\n", "plot_tour(x10, 'bo-')\n", "plot_segment([E, F], 'r-'); plot_segment([E, J], 'g-')\n", "plot_segment([A, J], 'r-'); plot_segment([A, F], 'g-')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "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 each green line is shorter than the sum of the two parts of the red lines that make up the rest of the triangle; thus we should make the alteration, and in general, anytime there are two links that **cross** in an **X** pattern, we should uncross the **X**. (With a non-Euclidean distance measure, the 2-opt optimizations still work, but the **crossed X** analogy does not apply.)\n", "\n", "You can think of the alteration as deleting the two red links and adding the two green ones. Or you can think of it as **reversing a segment** of the tour: the crossed-links tour visits the top 5 cities in left-to-right order, then jags down to the bottom 5 cities, visiting them in left-to-right order. A better tour would visit the bottom five in right-to-left order. (Note that the total distance for a reversed segment is the same as the unreversed segment, because our `distance` is **symmetric**. If we were dealing with a non-symmetric `distance` function, we would have to keep track, for each segment, of the difference between traversing it one direction or the other, and incorporate that into the decision of whether reversing is an improvement.)\n", "\n", "In the literature of TSP, this kind of improvement is called [**2-opt**](https://en.wikipedia.org/wiki/2-opt), because it involves deleting two links and replacing them with **two optimized** links. There is also a [**3-opt**](https://en.wikipedia.org/wiki/3-opt), which we won't cover, but you are welcome to look into it.\n", "\n", "I'll define `opt2(tour)` to consider various segments, and reverse the ones that improve the tour. What segments should we consider? I don't know how to be clever about that, but I do know how to use **brute force**: try every subsegment. (I have an intuition (from experience with [simulated annealing](https://en.wikipedia.org/wiki/Simulated_annealing)) that trying longer subsegments first would be better, so I'll write `subsegments` that way.) After I've tried all segments, if one of them did improve the tour I'll repeat the process until there are no improvements, then return the improved tour:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "def opt2(tour) -> Tour:\n", " \"Perform 2-opt segment reversals to optimize tour.\"\n", " changed = False\n", " old_tour = list(tour) # make a copy\n", " for (i, j) in subsegments(len(tour)):\n", " if reversal_is_improvement(tour, i, j):\n", " tour[i:j] = reversed(tour[i:j])\n", " changed = True\n", " return (tour if not changed else opt2(tour))\n", " \n", "def reversal_is_improvement(tour, i, j) -> bool:\n", " \"Would reversing the segment `tour[i:j]` make the tour shorter?\" \n", " # Given tour [...A,B--C,D...], would reversing B--C make the tour shorter?\n", " A, B, C, D = tour[i-1], tour[i], tour[j-1], tour[j % len(tour)]\n", " return distance(A, B) + distance(C, D) > distance(A, C) + distance(B, D)\n", "\n", "cache = functools.lru_cache(None) # Or just `functools.cache` in Python 3.9+\n", " \n", "@cache # All tours of length N have the same subsegments, so cache them.\n", "def subsegments(N) -> Tuple[Tuple[int, int]]:\n", " \"Return (i, j) index pairs denoting tour[i:j] subsegments of a tour of length N.\"\n", " return tuple((i, i + length)\n", " for length in reversed(range(2, N - 1))\n", " for i in range(N - length))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that `opt2` does the trick on the 10 cities:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_tour(opt2(x10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Tools for Comparing Results\n", "\n", "We're about to get into comparing different algorithms, with and without `opt2`. \n", "\n", "I will rewrite `run` to perform a longer list of duties:\n", "\n", "- As before, `run` will **run** a TSP algorithm on a set of cities, **timing** how long it takes.\n", "- I will make `Tour` be a class, that inherits from `list`, but can be annotated with \n", "- Each `run` will **annotate** the save and return a **`Result`** object describing the run, the resulting tour, and the run time.\n", "- If an **optimization function** is specified with the `opt` parameter, first run the unoptimized version, save the result for it, then run the optimizer and save that result, with the added run time.\n", "- A **`@cache`** of results means a previously-run result can just be fetched, saving run time.\n", "- I'll add an **`assert`** statement to verify the tour is valid.\n", "- Plotting results will no longer be the responsibility of `run`; instead call `plot_result(result)`.\n", "- The function `runs` does a run for each of several TSP algorithms, then calls `plot` for the last one, and returns a list of all the results on the input cities." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "class Result(namedtuple('_', 'tsp, opt, tour, cities, secs')):\n", " \"\"\"A `Result` records the results of a `run` on a TSP.\"\"\"\n", " def __repr__(self): \n", " best = min([length(r) for r in all_results[self.cities]], default=length(self))\n", " return (f\"{name(self.tsp, self.opt):>25}: length {round(length(self)):,d} tour \"\n", " f\"({length(self)/best:5.1%}) in {self.secs:6.3f} secs\") \n", "\n", "all_results = defaultdict(list) # {cities: [tour, ...]}\n", "\n", "def name(tsp, opt=None) -> str: return tsp.__name__ + (('+' + opt.__name__) if opt else '')\n", " \n", "def length(result: Result) -> float: return tour_length(result.tour)\n", "\n", "@cache\n", "def run(tsp: TSP, cities: Cities, opt=None) -> Result:\n", " \"\"\"Run a TSP algorithm on a set of cities and return results.\"\"\"\n", " if opt: # recursively run unoptimized version; add .secs for that to opt(tour)\n", " res0 = run(tsp, cities, None)\n", " t0 = time.perf_counter()\n", " tour = opt(Tour(res0.tour))\n", " t1 = time.perf_counter()\n", " secs = res0.secs + t1 - t0\n", " else: # run the tsp\n", " t0 = time.perf_counter()\n", " tour = tsp(cities)\n", " t1 = time.perf_counter()\n", " secs = t1 - t0\n", " result = Result(tsp, opt, tour, cities, secs)\n", " all_results[cities].append(result)\n", " assert valid_tour(tour, cities)\n", " return result\n", "\n", "def runs(tsps, cities, opts=(None, opt2)) -> List[Result]:\n", " \"\"\"Run each of the tsps on the cities, and return a list of all results on `cities`.\"\"\"\n", " for tsp, opt in itertools.product(tsps, opts):\n", " run(tsp, cities, opt)\n", " all_results[cities].sort(key=length)\n", " best = all_results[cities][0]\n", " plot_tour(best.tour, title=repr(best))\n", " return all_results[cities]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Comparing 2-opt Optimizations\n", "\n", "Now that we have the 2-opt optimization function, let's run it on four variations of the nearest neighbor algorithm:\n", "1. `Tour` (run nearest neighbor zero times (just take the cities in given order), then 2-opt)\n", "2. `nearest_tsp` (run nearest neighbor once, then 2-opt)\n", "3. `rep_nearest` (run nearest neighbor k=10 times, then 2-opt)\n", "4. `rep_opt2_nearest_tsp` (run nearest neighbor followed by 2-opt, k=10 times)\n", "\n", "Let's see:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[ rep_opt2_nearest_tsp: length 44,317 tour (100.0%) in 16.662 secs,\n", " rep_opt2_nearest_tsp+opt2: length 44,317 tour (100.0%) in 16.995 secs,\n", " rep_nearest_tsp+opt2: length 44,473 tour (100.4%) in 2.137 secs,\n", " nearest_tsp+opt2: length 45,105 tour (101.8%) in 1.768 secs,\n", " list+opt2: length 46,460 tour (104.8%) in 2.929 secs,\n", " rep_nearest_tsp: length 50,915 tour (114.9%) in 0.798 secs,\n", " nearest_tsp: length 53,364 tour (120.4%) in 0.080 secs,\n", " list: length 1,122,001 tour (2531.8%) in 0.000 secs]" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def rep_opt2_nearest_tsp(cities, k=10) -> Tour: \n", " \"\"\"Apply 2-opt to *each* of the repeated nearest neighbors tours.\"\"\"\n", " return shortest(opt2(nearest_tsp(cities, start)) for start in sample(cities, k))\n", "\n", "runs([Tour, nearest_tsp, rep_nearest_tsp, rep_opt2_nearest_tsp], USA) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I notice that:\n", "- `opt2` makes a **big** difference; all the optimized results are better than all the unoptimized ones.\n", "- The best result is the one that calls `opt2` the most: `rep_opt2_nearest_tsp` does 10 nearest neighbor trials and calls `opt2` on each one.\n", "- An `opt2` application on 1088 cities takes about a couple of seconds; a `nearest_tsp` application only about 0.1 seconds.\n", "- We should be happy to have saved 9,000 miles of travel (between the worst and best results) in 20 seconds of computing time; that's 1.6 million miles per hour!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Greedy TSP Algorithm: `greedy_tsp`\n", "\n", "Let's return to the **greedy strategy**. The Nearest Neighbor Algorithm followed the greedy strategy in always choosing the neighbor that is nearest to the previous city in the tour. Another way to be greedy is to at each step incorporate the shortest possible link, **anywhere** in the map, not just from the previous city in the partial tour. It works like this: \n", "\n", "> **Greedy Algorithm:** *Maintain a set of **segments**; intially each city defines its own 1-city segment. Find the shortest possible link that connects two endpoints of two different segments, and join those segments with that link. Repeat until we form a single segment that tours all the cities.*\n", "\n", "On each step of the algorithm, we want to *\"find the shortest possible link that connects two endpoints.\"* That seems like an expensive operation to do on each step. So we will add some data structures to speed up the computation: \n", "\n", "1. Pre-compute a list of links, sorted by shortest link first. A link is a pair of cities: `(A, B)`.\n", "2. Maintain a dict that maps **endpoints** to **segments**, e.g. `{A: [A, B, C], C: [A, B, C], D: [D]}` means that `A` and `C` are the endpoints of segment `[A, B, C]` and `D` is the only endpoint of a 1-city segment. \n", "3. Go through the links in shortest-distance-first order. Given the dict listed above, suppose the next shortest link is:\n", " - `(B, D)`: We can't use it, because `B` is in the middle of a segment; it is already attached to `A` and `C`, and by definition, those are shorter links. \n", " - `(A, C)`: We can't use it; that would make `[A, B, C]` into a closed loop. \n", " - `(C, D)`: We will 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:\n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "def greedy_tsp(cities):\n", " \"\"\"Go through links, shortest first. If a link can join segments, do it.\"\"\"\n", " endpoints = {C: [C] for C in cities} # A dict of {endpoint: segment}\n", " links = itertools.combinations(cities, 2)\n", " for (A, B) in shortest_links_first(cities):\n", " if A in endpoints and B in endpoints and endpoints[A] != endpoints[B]:\n", " joined_segment = join_segments(endpoints, A, B)\n", " if len(joined_segment) == len(cities):\n", " return joined_segment\n", " \n", "def shortest_links_first(cities) -> List[Link]:\n", " \"Return all links between cities, sorted shortest first.\"\n", " return sorted(itertools.combinations(cities, 2), key=lambda link: distance(*link))\n", " \n", "# TODO: join_segments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** The `endpoints` dict serves two purposes. First, the keys of the dict are cities that are endpoints of some segment, making it possible to ask \"`A in endpoints`\" to see if city `A` is an endpoint. Second, the value of `endpoints[A]` is the segment that `A` is an endpoint of, making it possible to ask \"`endpoints[A] != endpoints[B]`\" to make sure that the two cities are endpoints of different segments, not of the same segment (we don't want to join a segment to itself and form a loop).\n", "\n", "For the `join_segments` function, I first make sure that `A` is the last element of one segment and `B` is the first element of the other, by reversing segments if necessary. Then I add the B segment on to the end of the A segment. Finally, I update the `endpoints` dict by deleting `A` and `B` and then adding the two endpoints of the new segment: " ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "def join_segments(endpoints, A, B):\n", " \"Join segments [...,A] + [B,...] into one segment. Maintain `endpoints`.\"\n", " Aseg, Bseg = endpoints[A], endpoints[B]\n", " if Aseg[-1] is not A: Aseg.reverse()\n", " if Bseg[0] is not B: Bseg.reverse()\n", " Aseg += Bseg\n", " del endpoints[A], endpoints[B] \n", " endpoints[Aseg[0]] = endpoints[Aseg[-1]] = Aseg\n", " return Aseg" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try out the `greedy_tsp` algorithm, with and without 2-opt, on the USA map:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[ rep_opt2_nearest_tsp: length 44,317 tour (100.0%) in 16.662 secs,\n", " rep_opt2_nearest_tsp+opt2: length 44,317 tour (100.0%) in 16.995 secs,\n", " greedy_tsp+opt2: length 44,417 tour (100.2%) in 2.162 secs,\n", " rep_nearest_tsp+opt2: length 44,473 tour (100.4%) in 2.137 secs,\n", " nearest_tsp+opt2: length 45,105 tour (101.8%) in 1.768 secs,\n", " list+opt2: length 46,460 tour (104.8%) in 2.929 secs,\n", " rep_nearest_tsp: length 50,915 tour (114.9%) in 0.798 secs,\n", " greedy_tsp: length 51,129 tour (115.4%) in 0.407 secs,\n", " nearest_tsp: length 53,364 tour (120.4%) in 0.080 secs,\n", " list: length 1,122,001 tour (2531.8%) in 0.000 secs]" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "runs([greedy_tsp], USA)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This time I notice that:\n", "- Without 2-opt, the greedy algorithm performs poorly, but better than nearest neighbors.\n", "- With 2-opt, the greedy algorithm is comparable (in run time and tour length) to the 10-repetition nearest neighbors algorithm.\n", "- To really decide which algorithm is better, we'll need more than just one problem. Latter we will **benchmark** algorithms on multiple problems.\n", "\n", "What about a repetitive greedy algorithm? That might be a good idea, but there is no obvious way to do it, because the greedy algorithm as it stands doesn't have a parameter that can be varied on each repeated run.\n", "\n", "## Visualizing the Greedy Algorithm\n", "\n", "I would like to visualize the process of joining segments. Although I dislike copy-and-paste (because it violates the [*Don't Repeat Yourself*](http://en.wikipedia.org/wiki/Don%27t_repeat_yourself) principle), I'll make a new version of `greedy_tsp` called `greedy_tsp_generator` that yields the `endpoints` dict on every iteration. Then I'll define `plot_greedy_tsp` to plot progressive versions of the map when the number of segments hits certain milestones." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "def greedy_tsp_generator(cities) -> Iterable[Dict[City, Segment]]:\n", " \"\"\"Go through links, shortest first. If a link can join segments, do it.\n", " Yield the dict of {endpoint: segment} on each iteration.\"\"\"\n", " endpoints = {C: [C] for C in cities} # A dict of {endpoint: segment}\n", " links = itertools.combinations(cities, 2)\n", " for (A, B) in sorted(links, key=lambda link: distance(*link)):\n", " if A in endpoints and B in endpoints and endpoints[A] != endpoints[B]:\n", " joined_segment = join_segments(endpoints, A, B)\n", " yield endpoints\n", " if len(joined_segment) == len(cities):\n", " return\n", "\n", "def plot_greedy_tsp(cities, plot_sizes=(1000, 500, 250, 125, 60, 30, 15, 10, 5, 2, 1)):\n", " \"\"\"Plot segments during the process of `greedy_tsp`, at specified plot_sizes.\"\"\"\n", " for endpoints in greedy_tsp_generator(cities):\n", " segments = set(map(tuple, endpoints.values()))\n", " if len(segments) in plot_sizes:\n", " for s in segments:\n", " plot_segment(s, style='o-')\n", " plt.title(f'{len(segments)} segments:')\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The full USA map would be too busy to see what's going on, so I'll sample about 1/3 of the cities:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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VMhEAkC6TctVIIDNUiokRoVCGShEjFpkFAgM1BpXdPaZzuMYPNPbu3evQcUehQIAggoOADgb8VbGdmrIMlWffw88/zyH3NTczNy4K7+emIlseAqmAQbY8BB/kpuLqPj3AYMGCJZaCwe6+rMLwEDHn+IFGU1OTQ8cdgQIBgggeArqFcWpkKkpaSswCAn9QbLe1HYZW2wqtthUATO5rjnY1pDbJ3MyNi7ISAw587v3cVLxaXovSrh6ky6R4WJnIu5i/Wl5rZo0DGAKIcKEQB/PGuHnm3kehUKCuro7zuCtQIEAQwUVQaAYs8bViu7BwLjpVp2C5xMjlo3DB5P+CYcRgGBEYRgiGsd63BqhNsrfg0xg4Ixj0R/g0AzfccAOys7PtHmdgYCoLSYFer8Gw5BsoECCIICGgMwN8WG4deBu+roYqVQkKC6+GntWCZbVgWb3Z84bgQAQBI0KPpsF0vP/RYOdKwYD7UMqkOKmyFgyOkgVHaWhOTg6WLFmCPXv2oL6+HgkJCcjPz3c4EBgYmKrUBsvqUFmqR+ZMEIT3CehgwFJACMAkIPRleWGoLI0zMxAWNhrTpm7mPY9lddDrtWDZXvzw4xSuV5Cdq5sZESLBSVW3lS9BoAoGucjJyUFOTg4++OADzJkzB8OGDXPofOs+AwAFpgQRXAS0gLC8rdwvBYTWXQ3tc19jGCGEQilEojDIQ4OgTbKfU9DYhvPdGqzPSeEVJAYTqampqKiocPg8vkwXBaYEETwEXGagV9+LnWd34vMTn1vZvQL+ISA0djV0xX1NqVzOqRkgO1fX2NLQilfLa3FG3QM9WPwjPRmLEqKxKCHa11PzOKmpqfj5558xffp0h87jy3QFcmBaUrgf+7/8DC01VYhOSsb0625GxjTH3heCCCYCRkDY2NWIr05/ha9KvsIYxRjcnH0zWrtb8dDeh4LW8jXQ7Vz97QPXWEZomfDmsioORjQaDdauXYtVq1ZBILA/KWgtZjUwduy6gPp9NFJSuB+bXnsOYBiAZU2P8x96nAICYsjiV8EAl7VwQmgCPjv5GX6p/QXz0+djSeYSJIUlmZ3jD5avhDn++IHL517oaN+BQMZZ3cDAwFQiiYNIFIVpUzd5aJae5cNH7kfj2QrzgwyDuJGpuP2lN30yJ4LwNX4TDFhaCxtJDkvGvePvxVXKqyAVBofCeyjw4SP3o/FcpSEQMOLjD9xgLyO0hw0bNuDs2bPo7u52uk8By+rxc+FVyB2zBuHh9lcl+AMdzY34f/fdYVHJY0AoFmPlJ9/4YFbEUKarqBFtOyqhbeyCKFaGyJkpkOXGen0efiMg5KsMkIvlWDhqIQUCAUZLTZV5IAAALIvm6vM+mQ/LsggXCq2OO1pGWF+/HYWFcwPSWbK4uBjFxcXo7OyEVqtFXV0dNmzYgOLiYofGYRgBUlL+jMqz/+ehmbqf3u5u7P/vp/jsb6sQGhVlyFQNhGEQM2y4T+ZGDF26ihrR9MkJaGvVgJaFtlaNpk9OoKuo0etz8ZtggM9auKKtwjcTCiJ8sYBFJyX7zQcuy7L4x5lqKMQGvayzfQeMe+edqlPQ6zUmZ8lACQjc2acgMWE+2toOo6vrrKvT8iisXo/f9+7Evx++D92qTtz+0puY8ad7+7euANMW1kXX3eTbyRJDjrYdldYHGaB9p/f/rvwmGEiNTLWqDvBkZcCOyh1YvGkxJn88GYs3LcaOyh12PRdo+GoBm37dzeYfuIBPPnB1LIuHTp1DeVcPtl2QabOvwWBY19v3G0EFAu7sUyAQSBAdfSF+ObjIb7Mk54uL8MnjD+J04T4sfvwpXPHHeyALj0DGtOmY/9DjiBuZCqFYjLiRqZi/6nFkTCXxIOFdtI1d1gdZoLdB7fW5+J1mwAhfZQCXyNBRgyFbrY8B+F1bZFfgs0YOC8vCtKlbPHrtksL9OPDV52iqOgeGYXD1Aw8jc9rFHr3mQDR6PZYVn4WQAd7MToGYo2WxI+zekw29XmN1XCCQ4PL8Ey6N7Q3Wr1/P2acgISEBS5cudWis/goDI76zy7asWhk3cw7OFR1Da10N8m67EyljJ3h1PgRhL7VrDhm2CAbCAOJEORJWTPLqXPwmGAAMi/Tf9/0d3bpupEemW1UG2FrEHVmoF29azNngKDM6EyxY3ue+nP+le75RL+IvC9g3Lz6J7Esvx+jpl3nsGkYPgdKuHihlUogYYGKEHC9kDoeQpweEI/AHVradJf0Fd/UpAHwbZA7Eqmqlj/FXXo0r7rgHAoG1TsRf2FZUgzU7SlDeqIIyVo6VMzMwJzdp8BOJoMGoGbC0QFXcmu11EaHfbBMAwMyUmZidOhsvXfYSvpz/pVWJoKXI0BgQvHP0HYeuw6dPONVyCqdbTvulq6GzhMr8w8lw+vW34MCXn0Ov13lkfMtWxCdV3Sjq7EZedJhbAgHAeWdJfyE+Ph4RERFISEiASCRCQkKCU4EA4D+uhPu//MwqEADDoPr0Cb8PBO795DBO1XagR6vHqdoO3PvJYWwrqvH11AgvIsuNheLWbIgT5YCIgThR7pNAAPBDB8IIaQRae1o5n+NbxB1dqPlaH/NlBgCAYRhM/niy01sTvsLayRDwxQKWkDYKMcOG4+RPe5Fz2RVuH5+vFfFrFXWYF+8ed0F3OEv6klOnTmH8+PGYMcN1Hw5/cSX0t6oVe1mzo8RafcIAa3eWUHZgiCHLjfXJ4m+JX2UGdlTuwP9K/4dnf37WTLhX1VmFlw6+BB1rfVfpjMhw6filVoEACxZLxy81PWcpZuzR9UCj16CkpQQP7nkwYESFxgUsLCwLAoEEQmE4kpJu8MkCNn3JLfj56y+g02rdPnZpVw/HfarhuDuJj5+NaVO34PL8E5g2dUvABAIAcPr0aWRlZbllLH/JkvhT1YojlDeqrH9fWaCsQeWT+RCE3wQDRj1AY1cjdKzOtOje8t0tuHP7nYiVxeKp6U8BgGmhHriIO0LeiDzEhMRAGaGERCBBZnSmSag4M2UmXs9/HZnRmZAIJJAIJWbnOrs14UsGLmAXTtuK5ua96Omp9/o84kamIj41HcU/7HL72OkyKcdmSPC0InaF4uJivP3226isrMSmTZsc9hXgwjLIDAvL8ok9sVXVSoCUCSpj5da/rwyQFif3yXwIwm8EhFyiPgBIkidhy7VbIBaIARiChjePvInytnJkRmc6ZT+8pWwLdp7didfyXxv0tZM/ngwNhwBPIpDg0G2HHLquv3D23L/Q1nYEY3O9XxLXVHUO37z4JP702noIRWK3jWvZd8D4GKwdCO2FTzS4ZMkSh50H/RVj1Upz9XnEDBuOi667ye/LBI2aAQu3brxz62TMyQ2e9tlE4OA3wYAjiy7LsrjsP5dh95LdEAkckz2wLIsbNt+A1Reuxri4cYO+3lblgbuqC+rrt6O8/A2ou8oQKuvbh/ZgeZZer8WBn2cCYKHR1HvlmgPZ+tarSMrMxoRZV7t13IHVBOkyKR5WJg7pQABwbzkh4V62FdVg7c4SlDWokBYnx4oZmRQIED7DbwSEfKI+Lj0AwzAYHjYc5zvOIzUy1aHr/FL7C2QimV2BAGDQF1j2THBma4IPy45wRlMgT9ZrNzbuRHf3OdPX3rjmQC687iZ8/veHcbRgC1pqq93W0XBuXNSQ6D7oCO40GiLcy5zcJBILEn6D32gGLIV7g+kB0qLSUNpW6vB1/vX7v/DHMX+0+/WWGoJRkaMQJY2CMso9zoi+cLXrv6YR565ZUrgfHz5yP9bcuggfPnI/Sgr323VeY2UFutrb0XiuErreXjSeq8Sm156z+3zCfhQKhUPHCWvaCwpQtmAhTo4bj7IFC9FeUODrKRF+SldRI2rXHML51T+hds0hn/QYcBa/CQYsF92Boj4u0iLTUNZqX02z0V540seT8EvNL+jV9zo8ty/nf4lDtx3CNwu/wd+m/Q1P7n8Seo7OZ47i7XptvV4DlbrE5WsazV6cWdD3f/mZxaUNm6YHvvrc7usT9pGXl8d5PD8/37sTCVDaCwpQtXwFek6fBqvRoOf0aVQtX0EBAWGFPzUdcga/2SYADIuuvfX7HZoOfHryU7x55E2wYJEkT8JfpvzF6nyu1sir9q7C64zz9sKzU2djS9kWfHn6SyzJWuLUGEa467UBsVgBlmXBuMkwh2VZNDXtRsmZ5yEUyqHVdsCVGnErs5e+BX3Px++jR61CV0d737+OAf9vR3dnB7ra27gm6Pe14YFITk4OlixZgr1796KpqQkKhQL5+flOGQ0NRRrfXsf5e964bh0iZs3y7eQIl7DUGK1SJrq0zWir6ZA/+AgMht8ICB3Bso/BQCytiT0lAKxV1eK6TddBIVOYtAvOmBFZagaMj2Fh2ZCIYzB69LOQyUY4PU8A6FSVoKTkWeh0KmRm/B3d3TWc13SkNGzNrYug67XOsDCMAJOung9ZeARkERGQhUWY/h8SFo6QsHB88teVaDxXaeUaFzcyFbe/9KZL3ytBuJOT48aD1VgLmxmJBKOPHfXBjAh3wFd99H5uqtMBwfnVPwFajuVUxGD4M5c4P1kv4VeZAXtZf3Q973PPFj6Lw/WH0dLdgubuZs5yRXfYCxc1FqFN04Y2jeEu1+iL4GifBD5Xu7jYWait/RqHDt+IkSPvwojht4NhHLNX7e1tRVn5GjQ27kF62kNISLgGDMMgImKcy0560UnJaDxbYX6QYRA7MgX5t99l89zp191s7icfILXhxNBDolSi5/Rpq8BVkpbmu0kRLmPpWGoMCF4tr3U6GBDFyribDsWFOj9RLxKQwUBFWwXvcy3dLciMzkRMSAxiQmJQo6qxsjF2R2tkrj4JAPDQnoeQEZ3hUJYgPn42p4o/KWkxYmIuw6nT/0R93RZkZ78AuXzUoOPp9VpUVX+Gysp3MWzYDbhw2lYIhTK7rmkvF113E/732vMwxdQOLOjGFrKBVhtODD1il92HquUrrALX2GX3DX4y4bd4wrE0cmYKZ9OhiBkjnZ+oFwnIbYLFmxbjdMtpzueyorPM0v98nQ5tiRPtgc8XAeivhHBn2+P6+m0oOfMchg27ASkj74ZAwG3Y09T0I0rOPIuwsNEYlf4XhIQMc8v1LTl/ogjb31kLsTSEFnQiqGkvKEDjunXQlJVDkqZE7LJliLjySl9Pi3CBK345iROqbquAYLQ8BHumjnZ63K6iRrTvPIveBjXEcaGImDEyIPQCQIAGA7Y0A1yL/I7KHXjn6DsobyuHMlLplGuhJXyOiUY80fa4t7cVJSXPoaOzGAkJ81FX+63JqGhY8g1obvoRPZoGZGb+HVGRk912XS6+efFJ5OZf6bI3gD9TUrgf+7/8DC01VW7zQiAIwvfwaQZixSK8kT0SVygifDtBHxCQwQBgWOBfPvgyalSGlp/GagJXF3lHrm9ZpWCJpyyLS0tfR0XlW1bHhyffhszMJ8Awnq0YbTxbgU2vv4A/vvq2X7eJdQVj6aRlenj+Q49TQEAQQQCXY+nIEAlWnDyLceGheHJUMiJEwfn5xkXABgP+gDHjcLrltHXLYw9kBowUFs7lbB8bFpaFaVO3uP16lmx961UkZ+di3IzA6djnKB8+cj9VPLgJd5dwEYQn0ej1WFtZh//WtuCFzOFDJkvgN6ZDgYjRjMjY8Ghg22MWLNo17R5pdexto6KBtDfW49yJIuRcdoXHr+VLWmqqzAMBgLwQnMCYjj2h6kaPnsUJVTfuLKrAloZWX0+NIDiRCAR4RJmED3JT8WxZNR48eRb/rW3GFb+cRMreo7jil5NB+ftLwYAbMLonJsnNfcZrVbV4cM+Dbg8IQmVpMLcTBhw1DXKWQ5s3YsKsuRCJ3ddx0B+JTkrub4trhGEQM2y4byYUoNgq4SIIfyY3PBRbJ2dCpdXhgRNngz6gpWDATcxMmYkwSZhVdoABg3eOvuPWaymVy9H/sQoY5S9K5QNuvY4RUw+CWxbht+1bEBYd45Hr+BPTr7u5XysAkBeCk3iihIsIfowW8pM/nozFmxZ7JMNqDxKBAGfUPUMioKVgwI1Y+hkA7jE4ssRoVBQWlgWBQIKwsCyH3AMdwawHgbYXer0OW99+LeibChm9EOJGpkIoFiNuZCrmr3qcSicdJF0m5chhAaNkUl9MhwgAjOLskpYSaPQak6GbLwKCLQ2tnCWIwRjQBqTpkL/iSBtmV3HVNMherHoQAKamQsGuqs+YNj3ov0dPs0qZyFnCtUqZ6NuJDaCrqBFtOyqhbeyCKFaGyJkpAVMbHoxwGboZM6zu8m2xB6PehYtgDGgpM+BGLNswA7DZhjkQICEd4Qpz46Lwfm4qsuUhkAoYZMtD8EFuKq72k2qCQO80F4x4K8M6kC0NrVYCQaPehQt/C2jdAWUG3IhRSGg0OGIYBjePvtlr3geeIDopmbPEjoR0hL3MjYvy21LCQO80F4x4M8MKWBsQGQWCIsa6ZsswF0NDI38JaN3FkAgGthXVYM2OEpQ3qqCMlWPlzAzMyU0a/EQnGNiGuaytDPd8fw9uy7kNcaFxHrmepzE1FTJCQjoiCDBtDVg2lgEAFuitU6OnrA2ihFAI5fyVM7TF4H6Wjl/KaSHvqQwrX8WLEAx0FjkKBkCOPCToAgFgCJgObSuqwb2fHLbas3zn1kkeCwgG8tmJz/Bj1Y9YN2MdGMtStQCgtrQEG19+BrLwcLTUVFEPAiLgMW4N2EIgF0MyMhy9dWqwvTqI40IhSgiFOCEU4ng5RAmh0JS3cY6juDWbAgIX8YSFPB8pe4+iR2+9DIoY847ExrXDn7a53EnQBwNz1vyAU7Ud5tEdA4xODMfWFZd5/Posy2LpjqW4YuQVWJK1xOPXcycsy+KLfzyKqQsWI33yNF9PhyDcQu2aQ9wZAcD0iT9wQddrdNA2dKG3TgVtnRq99Wr01qmha+0G9NbnixPlSFgxyaPfA+E+uJoWGTMAtycr8PeSajAMTJbFwRgIAENgm6C8UWVdFsICZQ0qr1yfYRg8dfFTuPbba/Fx8ceo7qxGamSqQy2OfcWp/T9ALJUibdJUj1+rvaAAjW+vg6a8HBKlErHL7kPErFkevy4x9NA2dvE+J06UW3WaE0iEkCSHQZIcZvba86t/AizvKFmgt4En0CD8EsuKF/Q9tml1+FtJFcKFQrwyeoTf6l7cRdBXEyhj5dZ1zgyQFif32hyONRxDm6YNFe0VPq+btZfenm789MVHyL/9Lo9vb7QXFKBq+Qr0nD4NVqNBz+nTqFq+Au0FBR69LuH/bCuqwZw1PyBr9VbMWfMDthXVuDymKFZmfZABxEmGO3p7U/y848SFujhDwpvMjYvCiBAx0kOlkAoYJEsNGpHzPb3QskCrVheUjoOWBH0wsHJmhkErYG4khxUzMr02B2PdrBFPORO6k4ObvoZy4hTEjkjx+LUa315n7mXQ5/zXuG6dx69N+C9Gvc+p2g70aPU4VduBez857HJAEDnT4ne675YwYsZIn4zjKFxlcITzNGm00LPAj1NHozJvPCJFQrMbyGB1HLQk6IOBOblJeOfWSRidGA6pSIDRieF459bJmJPrvRpRX9TNukJ7YwOO7y7A9Otv9sr1NOXlnF4GmjL/fH8I77BmR4m1ypsB1u4scWlcWW4sFLdmQ5RouIMXJYQ6JfozjsOIBYCQgThR7nHxIDV+cj/7WzsxPTrMlAEdqhbaQa8ZAAwBgTcqB/jwdt2sq/z42b8x5ZrFkIV7p3WnRKlEz+nTVl4GkrQ0r1yf8E88qfeR5cZClhuLxg9/R9hFwxCSGe30OOKfqhC9aBTECZ7ferTV+CnY97TdjdFY6KSqG4lSMbY0tGJuXBTSZVJOQWGwOQ5aEvSZAX/A0pnQ03WzrlB16gQaKssx/sqrvHbN2GX3cTYFil12n9fmQPgf3tD7yLIV6Cpuctt4zjBY2p9lWZxRd+P/ztXj5BDxyfc0AzMsegA1Pb2mDMsqZSJHG7jgcxy0ZEhkBnyNpTOhO+tmi4uLsXfvXjQ1NUGhUCAvLw85OTkOj1NSuB/7v/wMjecqERkXj7JDv3jNlz9i1izgjbVoXLcOmrJySNKUiF22DBFXXumV6xP+ycqZGQaPEKY/VnS33ickOwbtu86CZVmf+IDwud+tyxmJMKEQO5vasae5A2EiAS6PicCIEAnOdmuG3F2ru7GVYdk1dTTez03Fq+W1KO3qCfqSQiM+9xlw12I2FCkuLsaGDRusji9ZssSh99DYmdBE36fu/Icep0Y9hBne/nvdVlSDtTtLUNagQlqcHCtmZLpd71P39m+IXjQKkmFhg7+Yg/p3jjq9TcBV4w4AQgBXxUXiCkUEroiJQGKfwt0yeAh2IxxnMKb/jQv5KmWi2RZKZVcPLi48YWYoZEQqYFCZN957k/UjfBoMuGsxG6qsX78edXV1VscTEhKwdKn9WxAfPnI/Z/+BuJGpuP2lN90xVSIICNa/1/ZdZ12qAnAlGOBzv5MyDCrzuRcly8VuKNy12gtfsPS4MgmdOh0KmtqhY1k092rR3KvjNBraOXW0L6buc3yqGdi7d69Dxwlzmpq49zr5jvNBnQkJewjWv9eQbAW6TvhGN5Auk1rrIgCMCuVP+8+Ni8KuvjK4XVNHUyAwAK70PwCsqaxDjFiED3KV+HFaNl7KGjEkdQG28Gkw4K7FbKiiUCgcOs5HuIKjiRJ1JiQsCNa/V22jGr3VKpz/20+oXXPIofbFXUWN0FR1ou6NIw6fC8BKrAb456LUXlCAsgULcXLceJQtWOhWQ7DSI/X44ulCvHP/HnzxdCFKj9Q7PxZHWSAA6MDi3pHxSOsLsvy9tbYv8Gkw4K7FbKiSl5fHeTw/P9/uMVi93lzFb3ykzoSEBcH499pV1IjmT08abIV1LLS1ajR9csKuRd3U8KhXb3Zu9QuFdgcFAxclCcNAwjB4f4x/LUqedAgtPVKPbe8WoalaBZ1Wj6ZqFba9W+R0QMCbaeEQWDqaYQl2sye/1AzccMMNyM7O9sGMAg+joKuhoQEikQiLFi0a9L0zVg601FRBFh4BeWQUpi5agp+/+gLN1eepM2GQMPDnHJ2UjOnX3eySIDQY/155mxaJGChuHG3TQMhmwyM4173wssIT0OhZ1Gh6OcVvvqBswUJOHxBpVibSNm50aewvni5EU7UKlpv3iuQw3Lja8Z4oRs3AgKGcElha6jLyY8Kx7lyDlRbh/dxUn/983IVfVBN8++236O3tRVxcHPLz8wP2g8WX6HQ6rF27FnfddRciIvjNgkyVAwPtfwGqHPAy24pqsGZHCcobVVDGyrFyZoZbjbGsfs5uqhCxrCYI9L/X86t/AqesvA9bC7rNc53oXsi3kPl6wTk5bjxYjcbqOCORYPSxoy6N/c79e6DTWrZ+BIQiAe59K9+pMZcXV2JXcwc6dDozgeVgVQZG+ESIljAAsuUh2BUkgkOf+wzk5ORg//79WLBgAeLiOPauCbsQCoUYN24cjh49iksvvZT3dfu//MwqEADD4MBXn1Mw4CWMnvvGDxmj5/47t05yW0Bg9XPuCwhc/Tnn5OQEdOWAJaJYmc12xu07z/IGAzbPtdG9kG9ResVP3QU96RAalSDjzAxEJTre7Gmgo2ByiBgvZqWY3jc+PweuQMvYg8BShGhJsJk9+YUDYXt7u827WcI+Jk6ciCNHjsBWsocqB3yPpzz3B0I/Z/uwajY0kEHaEds8l6d7IV9vgduOlXH6DfjDgmNyCDXiRofQKfOU4JL1T53rmFW7paPg+e5+R0Edy+K50hreQMuS0+puu64ZbGZPPg8G9Ho9ent7IZUGz5vqKxQKBSIiIlBZWcn7muik5H6h4ABYPYv9//0U7Q0G4U5J4X58+Mj9WHPrInz4yP0oKdzPO+aOyh1YvGkxJn88GYs3Lfbr1sz+AJ/n/smaDre16uX8OVOFiBXGZkMQcbgPDtKO2HiuMNris8tG90K+0rfjHWpkhNoWv/lKwBYxaxaSnnkaEIvBSCSQZmUi+c033OIQmj4xHnPuyYUiOQxCkQCK5DBcdc9YpE10LEvM974+UHwWY/cVocyR5kN2bJwHYymizzUD7e3t+Pjjj7Fs2TJfTiNo+O6773Ds2DFotVpOhzi+veSZf14GVUsLin/YCYksFA2V5XbtN++o3IEH9zxo6rdgfHw9/3XMTJnp7W8/IJiz5gecrO3gfd74QePKtgGvZmDV4yQM5cBUGWCxUWyvCLCrqBHtO8+it0ENcVwoImaM5DyP12RIwGBdTgqvuyALcD7nLT1B+/YCdO7ahWEvvuDxazkD3/sqZhiUXjYWc349jWKV+R0/l8mQpW5jIEIAUoEAWpbFqNDgM3vyeWaAtgjcR3FxMX755Rd0d3dDq9Wirq4OGzZsQHFxsek1GdOmY/5DjyNuZCqEYjHiRqZi/qrHMX7mVZh+/c24c+3/g6arLzXKsd9syfqj600BAABTQPDO0Xc8/v0GKnddYkiB8lnhu2PbgO/nTIEAN8a7fHGiHBA53o5YlhuLhBWTMPyZS5CwYhLveVylbwCglElt1r7b8tL3Bl2HD0M2yX4xpLfhKynMDJVCIhCY7uAHMxmy9X6OlodghEyCgxflBKXZk88FhB0dHRQMuAlbDnEDswMZ06bzisgYgQAdzRwmMjz7zRVtFWatmQFDQFDeVu7AzIcWjSoNrsxJwPkWNcoaVNBo9R5p1Wvr50xYY2xr7ElWKRM57/BberU41qHG3Lgozjt9LjMdb+oJ1EeOIOq6xV65ljPwva/GxT5bLkOSRIRoscimjbOt93OVMhGPnT6PSJHQU9+GT/F5MECZAffhDoe40kOF1sIzgHe/OTUyFSUtJWYBAQMGykjHBEBDBZ2exWeFZ/HJndMwUmHYj56z5gecqu0wF1S7uVUv4R8Y7/4tewtEiIS4o6gcS0fEI0EiwmsVdabnl6ckIFQgQI9eZzaWtwRs+q4u9FZVQZKe7vFrOQvf+8rC0AzqlLob0SLRoL4NiRIxKrutyyhHhIhxVWwkHjp5DiFCnyfUPYJfBAMxMTG+nkZQoFAoOBsX2XKIG2hMExoRCZ1Oi7zb78Luf71rtd/M5Ui4dPxSM80AYMgMLB1vf6OkocSuk/UYFR9mCgQA61a9gPtb9Q5l2gsK0Pj2OmjKyyFRKhG77D5D22wfwXf3v3VyJm74rRTFqm6zErh7iyuRIw9Bi1bHe+frKdoLClD/8ivQNTejfNG1Pn/vbGH5vlqWEzb1anFnUQXuGxGHPc0dVqWdn1Y3Qa0zeB5Yvs9PjkqGWqeHPEgDAcDHmoHi4mIcOnQIW7Zswfr16832tgnHcdSe2CgyazxXCV1vLzqaGqFubUV4tMLu/eaZKTPxev7ryIzOhEQgwaioUVCEKBAXGpyeEduKajBnzQ8Oq/6N59398a84Xddhdt6c3CS8c+skjE4Mh1QkQHqcHNGhYuQkUcbMVRyx0vWk/749xEnEVmr4gVV3nvDSt/U9G9+73nPnAJZ1qw2xN+DTWaw712BV2nn7sTJ8XN2EHVOyeN/nFq0OUeLg3CIAfFhNEKztUH2NIw5xnmpdfKjuEJ7Y9wQ+n/c5IiTBs6BZmgXZq/p35rxvf6vC+z+V47/3XgRpkO5RegN7rXSNC58lyW+s9eqdsK1qg8q88W69lul7tsgAGr/nsvkL0FNS4hEbYm/A915yES4U4OjFuQi1ced/vEONJ89U48uJo9w1Rb/CZ9sE9ordCMdwxCHOU8Y0kxMmY176PDx14Cm8fNnLYPhk834Kn1Uwp1kQgNe+P42pSv6tmFcLTvOaDPEFAwsmJOPnsma8sPUk/nHNGLd9b/6Ou22aNeXlnL/jPSdPoWzBQlPau+6FFznPr3vxRa8GA+kyqZX5kKe0AY1vr7N2qQRQ/ZdHUff0M9A2NFifxLLQlAWGOJjrveRDw7I2AwEAaO0N7syAz4KBYG2HGkhEJyVzZgbcYUxz99i7cVfBXfi65GsszvRfFbIlfFbBzyzMRUl9J6eiu6SuE9et5zdl4jMZGqxa4B/X5GDh2/uw/fdazB4TPOYmfHjCplmUmIjes2c5nzOmvVvz8qCtruZ8jbbaNfMnRxlMFe9OOAMlANDpkL59GypuutljNsTegO+9tMTeYKtZq0WM2OcyO4/hs++MT+wml9uvoLZMiVsa7BC2mX7dzdZNi1gWTefP4sNH7nepy51QIMQLl76AW7feignxE5Ae5b9K5IFw3f0DwFP/K0akTIwWlcZK9T86MRxbV1zGO6az1QIhYiHevmUSbn2vEDlJERgR47hfeyBhy6bZ3mBgoFhQnJwMbVNfK2HLfhyA6eueU6f4Vwov76LyqeI9UdPO23MgPR2C0FDELruPcxvBHTbE3sDyvQTAuW1gb7DV2qtDVBBv2flMQMgndmtra7NLSGjUHNTV1fEa7BC2GWhMIxD2/5LrdTo0nqvEptees2lDPBgJ8gT8bdrf8Jcf/oJurX1+376G6y4eMHwOPrco17RAGY/Zo/pfOTPDqfMAID0uDH+Zk4Xb3i/EbCeEi4GEsxkUI5ZiQU15OViVGjF33gFpFv97rWtuhihpGO/zJVfM8Kpobm5cFHZNHY3KvPEeNbcx9Ryw+MU0LvYRs2Yh+Y21kGZlut2G2FsMfC/5EDEY9D02NkF6+1w9pxW0r6yi3YnPgoGcnBxERkZyPsenJ7DnNfacS/STMW06bn/pTcQkjzC3xLPhOugI+SPyMSVxClbuXhkQ/QtSFNZ338a7eEvV/+jEcLxz62TMybV9V+HseUZkYiEqmtQ4VduBHq3elD4PtoBAGSu3dpFzwG/Bag+8bwDVvn1I27gR0qwszn4NkrQ0JDz2KO+42urqgFLR24s9i33ErFlI27gRo48dRdrGjQEVCFjC51KYFRpi8zxjiWJ9rxY6tr/joXHB52s+FWgBgU83QFQq7oh/MN2ARqNBfX29U+cS3Hiyy92EuAn49MSnpq9LWkrw4J4H/a5/wblmNTq7tQCsMqOmu/g5uUlO7V87ex7gnvR5ILBiRgaWfjqg6sKBDArALxY0Ct5spb0jrrwSVSIRoNVyD84waFy3zm9r7J0lYtasoPue+HBWj2HLCnruIFbRvmw97Sg+9RngM8OxZZJz/vx5vPvuu5DJZA6fS/DjyS53/+/4/wMzICb3x/4FhypbcOP//YzH52a7dBfvCVxNnwcKao0OmQlhTr/3EqWS984fGPxOWJqebqNhROCo6AlubPV+sAWfFXSxqhuX/3ISJ/209bSj+DQzkJeXx+k1wGWSo9Pp8NNPP+HIkSNYsGABurq67D6XGByTmNCIDddBR/H3/gXf/laFl7adwls3T8TEkdEA4Fd33MpYedDbFde1d+OVglPYcM9FTgsl7RG82boTNp3PRQCp6Akeijdh7t4XMLfpDKAYBeQ9BsSNHvQ0WyWKJ1TcWihvWUW7E59mBnJycrBkyRIkJCSAYRhERkbihhtusDLJaWlpwb///W80NDTgnnvugVKpNDtXJBIhISGB81zCfiJi4wf8P85tXe5SI1PNMgOAf/QvYFkWa3acxvo9pfjPPReaAgF/w1KACASXXTHLsnj86+NYmp/uUsXEwDt/CAQQjxjhkODNeL4omUNMGEAqeo9QvAlYPx14Jt7wWLzJu+e7SvEmYMNtQN3vgLbH8LjhNqDg74OeuqqvxwGfWwrD8egNq2h34zMHQkt++uknsCyLSy+91HSMZVkcPXoUu3btwsyZMzF27NiAM7AJBIy2xJZ3VPMfetwtXe92VO4w619gfPzbtL/hxtE3uuE7sI+BhjapCjkiZCLIpSK8edNEhIeIvTYPZ9hWVIO1O0tQ2qCCTs9izQ0TcM14fgW8o+yo3IH1R9ejoq0CqZGpWDp+qUf1HAN/FjFyCcJDRNi24jIIBK7/fbcXFKDm709Ar1JBmp7ulJ9+e0EBGtetQ09pGRiRCMNeejGgxXMuYVxILXfbl3wM5Mz3/PmuUrwJ+PouQxDAhR3zMFYTFPNkAkQMkBka4vFyUE/iN8FAUVERysvLcc011wAA1Go1Nm/ejM7OTixatAjR0f551xYMeMqWeCA7KnfgnaPvoLytHMpIJS5OvhgFFQV4b/Z7SA5Ldss1bGFpaGPk7ZsnYu449y2q3uCBz49gzphEzB3nnq0MvmDNUwJPvp+FK+ZCRqxshS0sdh2F1etxJv9ypG36FsKoKJfmFrCsnw7UFcP8p8UACWOApfs8f74jFG8C9r4AGLcC0mcA+9+wfU5Crt3zuOKXk5wOkTnyEOycOviWgz/jN3ZKra2tOH78OI4ePYqwsDBoNBpcdNFFuPjiiyEQBG+nKH/Ak5UERmamzLRaWHIUObjn+3vw3qz3kCj3bErNUpEPGNaJt3afCbhgYOGEYfj8l3NuCwbWH11v1XXSKPD0RDDA97Nw1lxoYCfCxrfeMn9hX6bL2UoARiCA/OKL0blvHyLnznX4/KCg8QysHZlYoKnEvvObXDzfXiwzEHXFhu2AQedn/zy86RDpbfxilS0uLsaOHTug0Wig1WrR2toKtVoNhUJBgYAX8GQlgS1mp87G0vFL8eeCP6NezV0q6i6CSZF/WWYcjle1okVl3XfdGbwt8HS3uZDRVvjcsvvRc5rjg93FSoCwvMug+uEHp88PWDRq4OD74DXxVWTYN46Mq0W9A+cPhlGPsOH2vgOW/qGDII8f/DV9OFuREAj4xUpLBkK+Zfp1N3NmBtxRSTAYc9Pm4o7cO3B3wd1o7Gr02HVcNbTxJ8RCAWblJGLLcfeYDnlb4Ol2c6G+x+5jxyDhKg90sRJAPn06VPsPgNXrnR7D7bhDkMc3Rns1sONJ4M1JQPURYOaTfScMfF9ZIP+xwa9xYB0gNOpxnDh/sPm/ntsvDLR38bek7ZxD75+3HCK9jV8EA9S0yE/xkppkUcYi3Jx9M+7+/m60dLd45BquWAL7IwsnJuPb36rcMtbS8UtNWwMATFsGS8cvdcv4lph+Fn1fu8VcCICurQ1xK5bbtNh1BmFEBCQpKeguKnJ6DLdiUsYX9ynjiw1fOxIQ8I3xwVXAezMBUQhwz4/AgreAi+4ziOwSxgAiKRASCUz5M5B9je1r7H8TOPYFcPfe/vOFUkAgMnw92Pn2zL/tnJ0n2BKmMsBe7q6VQwm/CAacMR8i3Mf+Lz/jvJty1YrYEZZkLcHijMW45/t70NbT5vbxXbUE9jcmjYxCRaMKM17d43K/gpkpM/F6/uvIjM6ERCBBZnQm1uSvwYyUGW6etQHjzyIhIgRCAeNWcyFP+enL8y5D514/2SrY+wLMOyv1hVaOLGicYwBorQSWHwHyHwXC4vpfnzPfILJbXQ/8cQtQ8SNgK1Py0+tA0VfA7d8CoTH95/+9Hki+AIgcZAtysMyHaf626Hv+4hX9gQznOR7QLwQgfiEgdMR8iHA/3hAQ2sMt2bdAq9fi3u/vxc3ZN+Pfv//braVurlgCO0LpkXoc3FyO1rouRCXIMGWeEukT7d+XtIftv9eioVODhk6DbsDVdr9cAk9PMic3CSV1nZBJhLjrUsdS+PJLLjZ0GjTC0WDHUizIJzi0l7DL8lCzejXiHrjfobl6BHcI8jjHAKBu7Fs0bZA4FogYBpQUAFlzrJ//4WXg1Fbgto2ALMr6+czZwOntQPIk7vG5hIAbbjMvAeSbv4m+aoX8xwwZiCufMhzmq2xwl34hgPGLzAAZCPkWXwkIufjDmD9gZMRIPP7T4yhpKYFGrzH1MvDX5kYDKT1Sj23vFqGpWgWdVo+mahW2vVuE0iPuFUgaFflGBvYrCBRau3oRKXPM36G9oADN739gfpBlEXPnHbx3/3yCQ0caD2kqKtB94gROjhuPsgULfdu0SDGK46CDC5piFKzvkh0YY/pyYN9a6+N7XgROFwC3fcMdCACGLYh9a7jv+vU6YMc/+r6wkfngnP8AbvjYkImw3IrIe6x/PACmgMNV/UIQ4BfBAGAICJYuXYrVq1dj6dKlFAh4ESsBoRutiJ3hTOsZAOAsdfN3Dm7uU61bfI4d3FLh1usEQ3VEi1qD6FCJQ+eYxIMDYRi0f7cV7dsL0LFrNzp//AmqnwuhPnwYXcePo/6116wFh33lhvbQXlCAqhUrAK3W6WDCreQZFy4XFjSrRRGGrxtO2idITMsHNJ3AuYN9p7LArmeBst3AbV8bdAVcFG8Ctv8V0HabaxX+t9JQDfDqaKCZq/LDIvNhmr8FkSOBGz7h1yPkzDfXPySMsf36IYRfbBMQviVj2nRc/cDD2Pr2axAIhYgZNhwXXXeTW6yInaGircLqmD/1MrCEZVk0VXWi9HADmqo4FmMWaKnpP+6ObYRg6FfQqu5FVKhjmQG+zoTaujqofvoJbG9v/z+NBmxvL3orz9rsZjgYnNULvuxiOGwiEJYAyOMMC6Qioz8dbi/GRXHvi0DDKUDfaziu13Kn5S1hGCD1EuCTRYBWA0jDAXkscNdOQBrGf10+rcKJTcDCd4AF64APZg2eyjfOf+N9gK4biM2y/z3Ime8d58MAg4IBAiWF+7HvPx8DLIvopGRctNh3gQBgKHUraSkxq333VS8DvoWbZVk0nO1A6eEGlB6ph1QmQvqkeEQlhKK1Xm1108IwDL559TDiRobj6M5zps9D4zbCnHtyHQoIVs7MMLj4GR2kEXjVEa1qDaIczAxIlEr0nD5tlcmSZmYi6emnOM8pW7CQ8xx7yw0Ha43sdU78Dxh/Y/8+uCNYOvTlPWb42mzxHZCW51s0izcBPw/IrKh7DHqD0l22F1q+vX5NJ5DZF1jlPWZhX9w3p+42w3WN4+fMB45vAKbeDSgvs/MNIPjwm20CwjcY+xK01deBZVk0nqvEpteeQ0nhfp/Nydulbnzw7f9/t+4YPvn7AfzwxWnIwsWYv3wCrv/rFEyanYILF6ZZb0kCuPLOHEy9RokT+6sNB1zcRhhYHSEWMpCIBH3iQf+vjthWVIM5a37AkbOtWPrJIYeqIGKX3edw6aAz5wxksNbIXufE/4BsJ+5s+coJre7CgUEFiZxqfjsqGuzRKhjv+i0rDtrOW5dQCsSArtf2NQm7oGBgiGNVVtj3oenNskJLvF3qxsfBzeWcGc36ynYsfGgSrnv0AkyYORIRsTLTOekT4zHnnlwoksMgFAmgSA7DVfeMRfrEeCRnRkPXy3FXxAKttWqH5zcnNwlbV1yGkmevxlRlDAYvtfI9xr4Exi2OM/WduPeTw3YHBM6UDrpabmgVTAC+6WJYvAl4eypwdj+wabnjRkN8KXqBCA6LCZ2taLBXwJczHwiJsJiXhZCweBNQuhP47AbfdEIMMmibYIjjL2WFlriz1M3ZPfrWui7OjGa3SovwmBDe89InxvOOH5UgQ1O1ymo7NCrR+da9APDglZl4/OvjmJWT4JbOf57Csi/BwCoIe0siuUoHPXHOwHPxxlo0rlsHTWkZIBRi2MsvebeLoancro96O/b1LeEtx2Nh7rRvhyBRMcq5Er2BWoXB9A62Ag7L98MenQNhE8oMDHGikzg6BvqorNATuFLqF5Ug47xhcmXhnjJPyXljNHWua3qISSOjkRgZgq1FtS6N42kCtQoiYtYspG3ciKxjRyGMjkbo5MnencD2xy0OOGE0xJeijxvtuMLelRK9gQZGXOV/Rvh6Bsjjgd3PWRx04v0gzKBgYIgz/bqb+/5nvp/qq7JCd8OZ6rdzj960cBtxw8LNt42QNjFu8JMH4cGZmVi78zR0ei/5SDtBoPeIYBgG8ounQ7XPi5qa4k08trsOGg1d+gh4F3B7F2gjvizR62oBGk5wPEFOgq5A2wRDnJRxEyAJDUVEbDxaaqoGLSssLi7G3r170dTUBIVCgby8POTk5Hh51vbDmeq3c48+fWI8ci5JQtmRRvT26BCVGIqpc5UuL9y2thFcYfyIKIyMCcWW4zWYP94/2zIbqyCMBGKPiLBLLkXn7l2IvGaedy649wX+5xwxGmqtAFIuNqjynS1JHIinSvSMFQ98fQe03UBctsETgZwE3YZfBAM7Kndg/dH1brWeJeyj/LfDSJ80FVc/8PCgry0uLjazja6rq8OGDRuwZMkSvw0IOPfoYfAtKD1SP+ii3FrXhauXjkXSqCjPTdKNrJyZibs+/BXrdp9BeaMKylg5Vs7M8IoNsz3kZcYjJlSCGLkY51q6kBYnx4oZmQFRBWFEPv0i1D33HFi9How3Wqw3neF/zl6jocYzhnbEd+8F5H7c88XMipiLvm2NvEctyg/JSdBVfL5NsKNyBx7c86D/WM+6ozWoN8d1kTMHDyD9ggvtem2gtZouPVIPTZeWUzOl17KDagdUbT1ob+pCYhqPm5ofcr5Fjdr2bpys7UCPVm/qWeBsEyN382lhJeaMTcSOVfk49cxV2LrisoAKBABDF0Px8OHoPsGVqvYAfNa7jNDwOVJ9xPb5ej2w6QHgyif9OxAAOCoeBmKxrUFOgm7F58HA+qPrTXXkgI+tZ+1tDerowu6OlqMeQKfV4mzRUSgn8DQMsSCQWk0bhYMdLT02X7f745Po7dFxj3HYkDlg/Fidb4k/9yxQ9WjxwU/luP9yLm/9wEKclIhz99zrnV4FnGI9AIvfM9gCf3s/8K+rgZNbDN7+gPln1Os5htT6mGs9N0d3YasBkeWC76jOgbCJz7cJKtoqzJzmAB9Yzxr3qOqKTTMwe9z2KCAJBSJHADVHga//DKuOWvPfNLTmVDf1/+tqBtTNwG+fcow7iMOXhykp3I+9n3yArvY2fP7EXzD9upuRMc2266BCoUBdXR3ncV/BVzZo1SOAB023Fv994VfMvmsMFMnmNqpnDtVj+uLAWrj8Wa3/4YEKXJmTgGFRssFf7Me0FxSgfct3pq+NvQrwxlrP2BMPVo434WagfC9w4G2g4O8Gm+DDH8L0GdVRY/h34n/+X3bHV7KYMMaw4BMew+fBgM+tZy3bZXLRUQcc+RRorwKqDvUdtAgYtjwMDL8AkEUDoYq+fzGGdp8aLrGa75SvRtdBI0bXwfkPPW4zIPC3VtPGu39La9+0iXHcPQIsYYCYYWG4aGE6Nr91FJOvSkVImBi/bilHS53BUrizpQfwvguy03D1LAAAsVCA/WcacVG6Aoylm54X6OjuxUf7K7Hp/ou9fm1345NeBbbEegxjyBCk5Rv6DHwwu+8JiwXVhzcfdmNlRUxaAG/h820Cn1vP2tyjMswI8dnA9f8C7iwABELel+FP3wE3fgrMfwOY+Q9g+gOGqD0uEy61C3UzzroOGltNR0REgGEYn7ea5nMIrC1tQ3RiqG1DvgFlgim5Clz36AU4vucctv9fEZqqVNBrWeh1LLb/n/vbD3uSlTMzTFsDGPB4y7SRBmOfNT/i81/OokvDvTXiKf61rwLzxiUhPoLfrClQ4OtV0HPqNOrXrEH799+jt6YGrOVrBtBeUICyBQvdv80QlwX0+tfNh0OQFsBn+DwzYLSefefoOyhvK4cyUoml45d6z3rW1h4VV1TqjPOWKdq1Ma4XccV1MCcnB3q9HhUVFZg3z0ulVTzwOQT2qLW47KZMs6yB8TFMEYKuNo1VmaA8Ssp9x9znSeCJUkBPYOxZsHZnCcoaVFZq/d+r2/Dh/gqs2XEaiyYOx20XpSDZw2n7NnUvPis8i83LL/HodbhoLyhA49vroCkvh0SpROyy+1y+e+drliQeMQKiGAU6d+xAw9q10LW1IWR0NkLG5CBkzBjIcnMhSkxEx/ffG7YV+rILbt9mcNYd0F+groI+wefBAOBe61mH4fzD6SNhjHUdrjNpLGO0+9WdhtfHuljf6yJRicPQdK7S/KADroNCoRA6nXfvLLmwZe1rNPc5uKUCrbVquzwCWuu6rA862TfAl8zJTeItJRwzLBIvXTceTZ09+OLgOSx55wDGj4jEH6crMSU1Gtt/r8WaHSVuLUt876cyLJyYjNgwqUvjOEp7QYFHFt3YZfeZjWt8jH/kYTOLYr1aje6TJ9FdVGQWIOhVfb9PntpmoFQ74QQMayuXNRSw9LgeCJ/PdfEm+7y1LXljEnDXDoOWwIdsfetVFP+42+rDbP6qx+1qXXz69GkUFRXh2mt9q042aQaM9H3mOevo98XThZzBhSI5DDeunuryfP2RXp0e24pq8a995Wjo6MG5li7LJaSvG2ISthXVYM2OEpyp74RQwECnZzEqPsxmwNCi0uCqtT9i64pLES13rF2xq/C1LpZmZSJt40aXxm4vKDD0KigrhyRNidhly+zqVaBXqXDqwouAXutOe4xEgtHHjro0LxPOfkZ5gPr67SgvfwPqrjKEytKgVC5HfPzswU8kvAoFAwDwei6H25UHFKx+EAz0qFX496r7cNF1N+G37VvQXH1+UNdBS0pLS3H48GFcf/31Hp6tHXM5Uo/Cb8vQUquGYniYSw6BloJEV4OLQCP/5d2oaDLPgjAARieGY4WFc+DA5wcGDABMQUN5owpyqQgXKmOw7lb3e/kPtgVwcuw4sJ5edJ2gbMFC9Jw6ZX6QYSDNykLaxm98MykPUV+/HceL7oPlH9XY3HUUEPgZfrFN4HNUXAKxABHc2ElJ4X7s//IzNJ0/ixB5GGRhEbj9pTedGksgEPjFNgFgsPZNmxCHj/62HwtWToAszPm7T2e2FoKJmrZuq2MsgBO1HXhoA/fiadl10Nii2PjR36PV4LuiWmwrqnGrCyLfFoBm5UroVSp07tkNllMDwkCSlua2eTiDJD3NEAxYZOa83hLZC5SUPNv3P/Oy6vKKNygY8DN8Xk3gF/B18woUwc0gGEsJG89VgtXr0dXZgU2vPYeSQuearfiLZsAIwzBISo9CzZk2l8dKnxiPG1dPxb1v5ePG1VOHTCAA8DcRykoIR69Oz3seywInazqw4osj+PvGIqvaHE+YHnGW9wFo/L//gyhWgeFvvYXkV17un8CAyfpy0W1Ytw7a6hokvfQipFmZYCQSSLMykfzmG95tiewF6uu3o7uniuMZFmp1mdfnQ9iGMgNA0AtuTKWEFoKlA199PqjREBe+Cgb4DIYAQBwixO5PTqLgvd+tniPsw9hEyOKGFQ9emYk1O05z+hcAhtelx8oxf/wwbD5W4xXTI87yPgDQahHzhz8AACQpKcAba017+yzLIvnVV3226DasWwfVDz9ixHv/D8KwMETND27FfHn5G7zPhYame3EmhD1QZgAI+tpWV0oJufBFMGDcz2+qVkGn1ZsMhkqP1KP0SD2Kf6xGd2ev1XOE/RjLEkcnhkMqEmB0YjjeuXUy5uQmmvwLLGFg+NV6ePZozMhOQEZ8mFdaFEuUSvM7/r4LWW4BRMyahbSNGzH62FHIcnIgTvZNN0fLQCCY0Wo7UFX1BTpVp3hfo1Q+4MUZEfZAmQEjQVzbKpWHQd3aYn7QgVLCgRQXF2Pnzp1oamrC+vXrvdbCmM9gaOe/T1jv8PQldwLJH8Bf4CtLHOhfUFLXX02QkRBm5mPAl11wd4tivvI+W1sA4tRUnPvz3dB3drrNc8Ae3B0IdBU1om1HJbSNXRDFyhA5MwWy3Fg3zNR5WJZFW9shVFdvQFPzD4iNvQIy2Uh0dZ2FZdm2WByD+DjSC/gbVE3gTXxQTXD0++/wy7dfob2hzulSQiOWLYyNeKOF8Tv374FOa71vLRAaIgG9zvrXWCgS4N638j06L8KabUU1vKZH7sSR8j6T4NBI399Aspv7CVhWOEjS06CtrnFrIND0iXW3RMWt2R4PCLhKBCOjJqO25mtU13wJsTgaw4Zdj4T4qyEUhvJWEshkqZh+0U6PzpVwHMoMBDEn9u3F4a3/wy3Pvoqqk8U48NXnTpUSGrHVwtjTwQCfwVB0khxgWV7zIcL72DI9cicRs2bZvZB7o5+AVYXDqVPoOXUKSS+96LatgbYdldYHGaB951mPBgOWC3un6hSOF90HkSgKw4Zdj3Fj10MuN9cBxMfPxtjcdSiveANqdRlCQ9OgTF2Oisq30db2GyIjJ3hsvoTjUDDgLYo3GbwMXh0NxI4yiBY9uC1Rdvgg9v/nE1z/xLMIjYxCxrTpTokFB+LLFsZT5ik5PQCmzlWCBcv7HEEA/P0ENGXlnK93xsbYKuAAAIZB8wcfuE0sqG3kdsnsrfesS6ZBDGi5T8dAKk1Exih+oXV8/GyrEkKdToXz5z+iYMDPCBoBYemRenzxdCHeuX8Pvni60L/EY0aXQ50G0PX0tz0u3uSRy50vLsLOD9Zj0WP/RESs+/bM+VoVe6OFsdEDQJEcBqFIAEVymMkMyNZzBAHYLzgE+u/we06fBqvRmDwMBmsm5GjA4QyiWJ4+EizQ+XMNWL3zu7719dtRWDgXu/dko7BwLurrtwMAurur0ak6DWvLdhZdXY6XCCYkzEVLayF6evzoM5oIDs0An3PcnHty/UNAtn6613p015WdwbevPIsFj6xGgtK95Tt8mgFfdi4kCHto316AqhXWgkOu+n5nbIzbCwpQ/fAjYDUa8yfc7Cxo0gxYfNZFLRqFnpIWaFt6EDU/HdKUCIfG5dvfj4qahu6uc9CzvdBoGmH5GRYWNhrTpm52+PsoLXsdDARIS1sx+IsJrxAU2wScSnN/UpNzdkZ0v8NhU9U5fPvqs7h6+cNuDwQAQ8fCMWPGoKKiAj09PVAoFMjPz6dAgPBbjOn+ntJSQCKBKDYWusZGm4JDZ7YUzMSJFue50+RIlhsLxa3ZaN95Fr0NaojjQhExYyRkubEIm5aE7pIWtHx1GpLh4Yi8SglhuMSu6gPubQCgq6sSF124C01NeziDBWdLBIcn34yDv16L1NR7IRB4t4EVwU1ABgOW5jPNNSrOtdZvus15oaVoe0M9vnnhn7jyrmUYPnqM28YdCMuyqK2txR133OGVrQHCdWwZNQU7loI+MAy01dWDVhCIhw2DpqLC+gmGQXtBgdW5DW++Za0VAMBIpRj2ystuNzmS5cbyigVDMqKRsHwSOvdVo/7NI5BmREN9qM70vLZWjaZPTlhVH6i7ysDVubW3txlCoZRbDKhc7nSJoFSagKioKair34qkxIVOjUG4l4ALBiy3BJqqeJzN/ElNzudwqNcBrWeBqJEOD2nsNdBSU4XI+ET0qNXIv/1OKCde4ObJ91NdXY2QkBAKBAKEfV+V4Lfv+xtwNVUZzJj8ZvvMwzhTQaBtaICus9PwhcUCz/b0GLQEy+6DIFSO7hMn0H3yBDRnSrknwLI+cTtkRAKE5w1H6IQ41L5+iOMF1tUHobK0PpMg8xuWgU6BXGJAVxgx/A84dfpJJCYsAMPVR4LwKgEnILTaEuDDn9TkXA6HSz4Gpj8AfDAHOPIpUPytQVvwTLzh0Ya4cGCvAV1vL5qrzkHV0gSh0LOx3fHjxzF27FiPXoNwD6VH6s0CgYEc3FLh3cn4CEfT/Xq1GufuXYq45Q8g+Y21YCTcTa+aP/wI+u4uRFx9NUa+9x6kWZl2ixO9iTBSCpbDmwMs0NtgnjVVKpfDKnPpwjaAPURETAADBu3tv3nsGoT9BFxmoLWua/BAAECYIsS/1OR8DofKS4FPlwANJ2CKcozVBks+5jzHqtcA4FKvAXvQ6/UoLi7G3Xff7ZHxCfdycDO/gt1vts88jESp5BQCci3SrE6HqlUPQ37xxYhesgQAUP3wI5zjshoN4pYtM30du2yZw26I3kIUK4PW8ufNAOI486ypcRug6PcVABjI5a5tA9gDwzCIiJyI347+CXp9j8nIiLoZ+oaAywxEJcis7Wc56Gzq9q/yQj6iRgKM8cdgoYDc+yLnKe7uNWAP5eXliIuLQ1iQ+6oHC611HPXoffjN9pmHiV12n1UgwLVIsyyLuueeh0AmQ9zKfiGgI/0Pkt9Y65ddCCNnphj+Y/w2+u43ImZYb03GxuZDJArH5fnFmDZ1i8ctg+vrt+P8+Q+h1XZAr9eYjIyMJY2Edwm4YGDKPKVdmQEAgdOspvkMx0H+aoPopGTODylneg3Yi1u3CIo32b0l4knaCwpQtmAhTo4bj7IFCwetIw8kohJ46tHhR9tnHiYsLw+CiAhIRo2yuUi3fPQRuk+eRNLzz4ER9H8kmoIJ49+ajTv+gQ2R0jZu9ItAAOivPhAnygERA3GinNO6uL5+O34unIve3hb88ss8ryzI/RUMRgw3QeUV/N0OCc8RcMGA0WAmXBFi1+sDYn9UMQrW6Q7+aoPp193M+SF10XU3eWR6vb29OHPmDEaPHu36YEYDprpiQOt5AyY+nDWWCRSmzONe8CfOGumW7bOuokbUrjmE86t/Qu2aQ+gqanR5THdhDPJOTb4AYFnELX+Ad5Fu//57tPxnA4a/9SYEUvMSN3++43cEWW4sElZMwvBnLkHCikmcgcDxovvQ1VWOgVbDng4IuCsYWKjVjhsZEa4T0KZDlmppLgKiWY1xgbSsNrDRRrmkcL/LvQbsnl5xMX7//Xdcf/31rg/mRQMmWzhjLBNobHj+IHpUvVC1ahCVGIqpc5VuCwR81SxnMLjKCfkaEnUdPYrzDz6IlH//G5KRjlf0BAuFhXM5KwnCwrIwbeoWt1/P2PCoU3WS41nnjYwI1wg4AeFALl5suHO2FRAExP6osdpg74tA3e9AbAYw4wneQACAW3oN2MuxY8cwYcIE9wzmJQOmwfCEday/1fSr2zS46R/TIJW598/cV81y7IGznBBA1YqVaMzMhPySi6H6aR80ZWVgWRZxD9w/pAMBwMYdusr9d+j9Tod8eLaCgeAnoIMBYPCAIGD2R43VBlsfA+KybAYC3qK4uBi7d+9GQ0MDmpubodfrXe9O6AUDJntwRGluD1b+F9W+renvbOmBWCp0eyAAANoGnmY5Db6vUuAM8gCzLoIDaXh9DSRKpcOdCwf6fEQnJWP6dTd7LTh3N9weAwALPaqrNyApaTEaGnZYtS92RvVv7XRoTkhIsseFiwQ3AacZ4OLixRlWOoIwRUhgNqtJvxwo3eXrWZj6EDQ0NAAA6uvrsWHDBhQXF7s2cN5j6N8KMcIC+fydzzyBvUpze7Flie0L6ivbEZ8a7rbxWB2Lrt+b0PBBEffnOEe5mi/grACwRZ8JkSNY+nw0nqvEpteeQ0nhfgdn6x/0ewwMLDkAMjJWo7FpD/bvz8fxovvQqTrlsuqfz+nQiEbT4PCYhHsI+MyAkfSJ8UifGI/yY40oPVSPmX9y8Q7WV6RcDHy7zOBOKBD6bBp79+7lPe5SdmDglkhTieFzQRoBfHWnIWvg4dbOAxENGwZtdXXf/5OQ8NhjTovDOP0vfGiJXV/RjngHmtXw+ddrW3ugOlgL9aE6iJPkCJs+DPILEtD82Umr4Cf8ihEe+V64KC4uxt69e9HU1ASFQoG8vDzk5OQgdtl95pqBwXBia8jK56NPm+BJnw9PYstqeMTw27B//+V9rzSPdMsr3nA4O8CXhTBg7nhIeJegCQaMhMjF6Fb1+noaziMNA2KzgOojwHDPWQsPRlNTk0PHHcK4JWIUTqr77gYGMVtyF2YiM8DgWV9Vbd/iwUNUggxN1Sqr3Q9faVbqK9sx9Rr7tjwsBYFG/3pxchj0ql6ETk5A3L3jIYrqV9szAsbULEcUK4NAKkTX8UbIchRghJ5NOFp2z6yrq8OGDRuwZMkS5MyaBbyxFo3r1qHn1OnBf6YObg2xLIvmqnNe9/nwNLashns0tRxHnVP9K5XLeTQDnnc8JGwTdMFAQ2U7qk614J379/iFiMspwhOBz28Cetq8frdsRKFQoK6ujvO429j7Ajhz63tf9Oj364xn/WBMmafkbKPtC80Ky7JoPN+J2OH2GURxCgIB6NW9SHxkChihddrdslkOq2fR8lWJoQnOzdlgxJ4LCAbLWkXMmoWIWbN4KwtM2NgastQEXHTdTRCKxDjw5WcQisTQ63TmJ3jY58MXGFX/ej3XzZVzd/EDsxAq1RkwjBAsq4NcPsrjjoeEbYIqGCg9Uo8fN/Sr0n0t4nKK4k1A0Zf9X3vpbtmSvLw8s7svI/n5+e67iI8qCzxRSWD0vzi4pQKttWq3lvI5SltDF+RRUogk9m0zaRu53Qp1HRrOQIALRsAgenEG2jaXofGj36G4LQcCO6/vKPZmrSIGZAk0ZeWQpCkhv/hiqPbtM33N1cbYqAkwBguNZyvwv9eeR+yIFMy4Yym6OtrNnve0z4cv6Ff9c4n9XLuLd3fDI8I9BFUwYEvEFTDBgI/uli3JycnBkiVLzPZl8/PzkZ2d7b6L+KiywN2VBEaMuhVfUnqkHj9tKIGqtQdfPF1oV2bMXv/6wWAEDCKvSUP79go0flCE2D+OgSDE/R8xjmStjFkCMx7h7jlghLP3BxgwAgGG5+QCAOY/9LjXfD58Ab/q3+A/QHfxwUdQBQN8Iq7m6k6c2F+D+JRwRCeGQsCzp+kXdeJ+UocPGAICl0sJbcHX2lkWA/R2A2L7XCYdxUpk5keNZVzB2ZbFkTNTzE2EbPjXDwbDMIico0T77rNoeO84Yv+UC6Fc7PA4tuDLWmVlZbllfM7eHzDXBHjT58MX8Kn+BQKxR4yICN8TFKWFRviaGMkjpWg414E9n57Cv/6yD1+++Cv2fn4Kxfuq0XCuAzqd3lQn3lStgk6rN20xeL23gYPWxAENV2vn6z8E4rOBf18NtFd75LLBYjM7EFdaFhv964WKEENGgMe/3hEiLh+J0AnxaPx/x9B5sNat1sUKhQJhYWFISEiASCRCQkIC5syZg6NHj6KszHWjHM7eHwCiEpJcHjtQCJWlgetziNT+wUtA2xFbYmn8Ynwc6Deg17NorVWj4Ww76s92oOFsB1pq1ejt0UHXa9H7mwEUyWG4cfVU730TVtbEfdiwJg5KjnwC7HkRWPweMHKar2fj93zxdCGaqlScz9lryd35ay1avzkDMDArL3SF5m9KoC60VqM7GmwMLCUUCoUYN24c5s6da/aa2tpafP7551i0aBFSU1OdnrOlZsD4GKaIxUWLb8SRbZuDwmzIFnyagbFj19H2QJASVMEA0Jfqd1DExepZvLN8D/Ra67fCJ70Nijf11+FLwoHwBMPxpjM+qy7wCecOAl/dAVy6Cpj8R1/Pxq955/490Gn1nM8phg8e0Hqq30DtmkPceoREORJWTLJrDMtSQiNLliyx2saqqanB559/juuuuw4jXbAZ5ur9cbboGH7bvhmmBbIvSJj/0ONBGxAYvQcYRoLExEUYnfVPX0+L8BBBpRkAnBNxMQIGkXEytNRYf2j5pE7cWIcPAEVfA1/+CaYPIB9VF/iEEVOAO78H/tPX1bCjBmguHVoBkZ1EJch4MwP2lDd6qt8AZ6WCg9bFjhhgJSUl4YYbbsB//vMfTJkyBUVFRVbGRPbApQnY/9/P+r8BIODNhgZjoOpfpSrDb0fvgE7XDaHQM1oewrcElWbAWViWhUTaFxcNdOT0UZ24GT++AvBVFwwFwhOBC+8FSncC9b5te+zPuNqy2B2LNheiWJn1QQcrFRw1wEpOTsaUKVOwc+dO1NXVQavVmoyJXLHTbqmpsj4Y4GZD9iKXpyFUloL9B/Kxe082CgvnerzFMeFdKBgA8PsPVRCHCDH7z7lQJIdBKBJAkRzmH70N/Ki6wGf8+CqsehkMpYDIDow+B9F9mSzFcMPv7/RrR9l1vjsWbS4iZ6aYxjLhYKUCn9GVLQOsoqIizuN8WQZ74BQWuslsaFtRDeas+QFZq7dizpofsK2oxuUx3Ul9/XY0t/wEjabB5f4EhH8y5IOBxvOdOLS9EjP/lINRk+Nx4+qpuPetfNy4eqrvAwFgaFUX8MEXEDUOoYDIDtInxuPmf16IiDgZrnlgvEO/v1aLtgvlhQMxViqIE+WAiAH6zIkc2XrIy8vjPG7LAMsTdtrTr7u5X1AIuM1saFtRDe795DBO1XagR6vHqdoO3PvJYb8KCPp9B4z09ycggoOg0wzYQ7+fgBosgElXjoQ8UjroefZitPF0td0nAP5afC93+fMpnOZEAFg9cGYHoFEbzJr4BJbFm2w/H2QkZ0ah+nQrMqYk2H2OcdE29hsQx4UiYsZIl6sJjGMbx2nfcw6a6k7IHTjfGQOsmJgY1NdblwW7YqedMW26R8yG1uwosd4IZIC1O0swJ9c/yhm5fQec609A+CdBV00wGFblh324y7LYuiTH8Dg2d53zAcHA6gJFhiEQCNAywy0NrXi1vBalXT1Il0mxSpmIuXFRtk+yKrfse7zyaeCX/wPazlk/ZxRY8p0bxALMU4W1qDnTivxbRvt6KlboNTrUvXoIcUvHQRTlOSHa9u3bceDAAavjN9xwg3tdNN1A1uqt6OGoBJGKBDj1zFU+mJE1hYVzOboNMggLG41pUzf7alqEGxly2wRWlsWAW/vOW9t4uiGdljMfWLoPWF1veAzgQODOogqcUHWjR8/ihKobdxZVYEtDq+0TucyJbvgEuHg5IA3ve5GFwHL748Dhj4Ctj3A/H8R6g2EZUag63erraXAikAgRdkkyOnZxGyS5A5ZlUV5ejhkzZpgZE/ljIMCyLORS6wQtAyAtzpH8iWdRKpfD6kOTugwGFUNum8DTfef50mkqFaXTXi2v5aqLwKvltYNnBwaWWw6kuZTjxazBvbCxBFA1cD8fxHqD+sp2tDd2Yf39uxGdEOp3nTvDLkxE7auHoG3qgkjBIVx0EqMxUUNDA4RCIRQKBZYuXeq28d2NTs9i9cYiJEaEoFml6fc4guFvIzEiBFqdHiIPt4S2B5EoDFJpEkSiCHR1lSM0NI36EwQZvv8t8zJRCdyqaXf5CXDbeAKAHmfP/Qt6fQ/q67ejsHDukCrRYVkWJeoerjgMpV09zg/MJ7CMzwZmPQ3EjeZ4HgCrA7Y+CjRxBROBi3EbTK9jodeyvrPVtgEjFiI8bzjad55125hGY6K6ujro9Xr09va6XEroSTRaPZZ/cQTt3b3YuOxivHPrJIxODIdUJMDopHC8edNERMjEuOujX9HRzdVC2HtotSqcPLUa48auw4XTvsPl+ScwbeoWjwUCQ/Hz0R8YupoBIxyWxa7ApxnIynwG7R2/obFxN3p7m6yed0lT4MeUqXvwZV0zvq5rQV1PL7r05r9uDIAceQh2TnVyf5tPE2C0b+Z7ftG7gLoJOPgeEJMOTLsHSJ8BCAQBLTj84ulCNFWrrBtBettWexBYrR41L/wCQYgI2tZul+2P169fz9nJMCEhwe+yA10aHe795BCGRcnwzMJcCAXcbaJZlsXanSXYVlSL9/5wAYZHe9cAzSiE7lSdhlgchdFZz3j8M8ojmivCLoZcZiAmSY7QCAkUyXKP+AnEx8/G2Nx1CAvLgkAgQVhYFsaOXYfhw29CTvaLEIsi+l7pRk2Bm9nS0IorfjmJlL1HccUvJwff07egSaPFB+cbMPfQadx+vAxihsF/xqfjrRxD+ZpF9RpWKROdnyyfnsCoq+B7fvyNwEXLgPt/BabcBfy8Dnh7CrBxmSF4qAtMgyNPb4O5i+6TzdB39hrMjrQstLVqNH1ywukmRp4oJfQEbV29uO39QmQnReC5RfyBAGDoALlyZiaW5qfjhnd/xpGzLV6bp3FRNogG9ejtbXHaV8CRO32PaK4IuxhymoHfvj+LC65Oxdh8141CjHCVEvK1+ezu4XAx86MSHaPIz/jnaBT5vZ+birlxUbzVAN06PQqa2vFlbTOOdXRhblwknskYjgnhMjB9ddkpMinez001O/9hZSKuHkwvMBh8egJ7nhcIgaw5hn8Np4EPjHcfHILDAMgOcNoS+8pW2wbutj9WKBScmQFXSgndwbaiGqzZUYLyRhVGxISiS6PDrRemYGm+/d3/FkxIxvBoGe7/7Aj+evVozBs3zIMzNlBS8mzf/6wXZUfu0C3v9I1mRcY7fb2+BypVGTo7T6Kz8wRHxYLh2v7y+RjMDIlgwOgr0FKnBqsHZo6OdtvY1r/sJ3G86D6ESJORkfE3qz+cUFkaOlUnLUbxn9agtkR+ADgDhUujwnBK3Y2LosJw2zAF8mMiIOa545kbFzW4WNBXxGUCvVz+/oHj+DhyjMIQDFjsivjcVtsCd9sf5+XlcTYzsmVM5GmMZkLGH8WZ+k4AgDLW8cBsckoMvrj7Qtz54UGUN6hw/xWjTEG2u6mv3+62mxbuO33gxMnHUFa+BhpNI+Sh6QgLG42wsNGQyUaiq+ssYLHP5S+fj8FM0AcDXL4C379fDKFI4BaFtfUvu4HuniqzCNhIQuJ8dJaehOWntb+U6JR2cYv8ilXdWFZcafp64GNpVw/2TctGuEjopVl6EE6Do8BwfFS19aDk1zpcsiQDJ/bXONS509uIYmXc3QydtD92xpjI01iaCQGumQmNiAnFl0unY9mnh7Fqw1FcPjoOb+8uRXmjCspYOVbOzHCLSZHhM40bexblgZlSvb4X1nf6gE6nxoTx70MqTTILasTiaE7NgL98PgYzQS8gdLegynJLQKU+A5bV8ryaQVhYlmnLoLe3BQd/vRaJideioWEb1OoyvyvRueKXkzih6raqKM6Wh+CMugcajl8XqYBBZd54r83RowwmSPRTWJbF5reOIXWswq1bYJ7C1DLZYrV0tWWyP+EpMyGtTo87PjyIH043Wv6W4p1bJ7kcEOzekw29XsP5XGhoBqKjp0EuH9X3LwMSscK0oFsLALmwbVY0sHWyv30+BjNBnxlwp6CKa/+L/xfecCFjWo1l9fi9eBWSh92ElJS7keanke4qZaLZVoDx8WFlIl4pr+UMFEbJ3Gfl7HOMgsMAc3ws2lsFgEVuXrLnL+aGagsz++NaFQQREkRfkx40gQAAKGPlOFXbYZUZcNVMSCQUoL7dUI7rCQtjw1am9WebVDoMuWNehUp1BipVCZqbf4JKdQZabQfkoWmQy0ehoXEnBgsEBrvTH9g6mfAeQR8MRCXIODMDzgiq+Pa/bMNg955siIQRCAkZhpEj/+zwdb3J3LgoXpEfC3AGCi5VA/gjgwkS/YSBWhjogbxbsjy2j2zCMnNirLZwwt7Z2LOg+3QLOg9UB1UgAAArZ2YYNAN9ZkKA4XHFjEyXxy5vtNa2sCxQ1sCleXEMpXI5Z6o+M3M1wsPHIDx8jNnrdboeqLvKoVKVoKp6A/g+FxlGBLl8FN3p+ylBX1o4ZZ6y//fZiJOCKm53QcMveUgI9x2ZXt8DvV4DTW8j2juOoaGhwOHrepu5cVHYNXU0KvPGY9fU0Sa1vzFQyJaHQCpgkC0PwQe5qa5XAxAOY9TCNFWroNey0OtZ7P74pOfNhfa+AK7SL1fsnaVpkdCc6wDbq3PDBP2HOblJZmZCISIBYkLFWPHFEafbFBtbHWs4th/ckXUA+Muj+RZwoVCK8LDRSEy4BmFyfm2NXD7Ko2ZFhGsEvWYA6LuD2lKB1lo15FESMAxwy1MXOXwXNVizjoF7XQADvd7SWc9cQ0AQA0vPHBGB+cxc6Jl4g/+CJSKpoXeGkzR9UozQyQmQZfu2FNBTGCsLjDizx29ZnTAQY/bhnVsnY06u7zJ1/Vup1ggEElyef8LLMyLsJei3CQBDn/eBlQP/e+M3lB5uwKjJjlUT9KfPjJjvfw3c69q9h0vFTPWyRD+WH+7GPvb2LBCOamH623Z3ISpB5ny/Ag9VW4RkK9B9ojlogwF3tCnmqk4ADJ9CoxPDsWJGpk8DAcDwGRgiTeYoTaTyQH8n6LcJuLhwUToKN5VBp7NOtdkiPn42FIp8SCTxYBgRBAIJGEaE8rI3rFy1uHsU0B8E0c/r3/MvEIPhSI+NgVsKOq3etX4FeY/BfN+t7zvIf8zxsQYQkhWN7lMtCNZEZXmjyjp2c3CPn2sMAJCIBNi64jKfBwJGMjL+1vc/898RKg/0b4ZkMBA3IhzxKeE48VO1Xa832mnu2p2NpqYfER83ByyrhV6vActqTUZDJSUvmM7pb/lJfxBDCeOebtbqrVb7wlqdHkfOtuDt3Wdw8//7GafqOpxeIKbMs9C82DAXsmrb3fdr6VTb7sHsn51EU9EOnboXVav3oXbNIadtif2VETHWQZqje/zKWLn17YWbdALuxFHNAeEfDAnNABftjV347wsHERohRVs9f+rUvrrZfhhGBHnoqL5gAFQvO4SwTPsbH6+fPBwtag1+O9eKjPhwTE9XYPqoWDz+zXGc5ig9G50Yjq0rLhv0er9sLsPRHeeg07K85kJdnRr8+y/7oNdb/+4KRQLc+1a+C9+xezB5DlgQLJ4Dej2LuW/+iBM1Hf1tip3Y4zf9frkwBkHwMSQ0A1w0nOtAd6cW3Z0GwyBj6nTOPblmAQGfwyAfhkxBv/82iQWHDlz7wgCw62Q91t44ERekRiNE3O/S+KBF6Znx0Z7Ss9Ij9Tixrwa9PTrEDJNjytxUUyDQWqdG+bFGlB9tQHtjN8QhQvSoLYyx/Khfgbv7FPgb7/9UjmGRMiy/IgNv7CpBWYMKaXFyh/f4jdUJa3c6PwZB8DFkg4GDm8vNDwxInQ4MBvjKCW3D3dSDq6ERmWsED3x7up09WlySYb2oOfvhbtmG2xjIKsfHorVODUbAQDkuFtMXj0JCSgTKjjZwtu32l34F7u5T4E8cP9+Gf++vwP8euAQxcgmuGuuaIdCc3CS3WA4ThCVDNhhoreP+ALJUY3O7cdmTKTCvHBisexcR+DjjOOfMhzunBgBAfUU7Fj08CZEW/v7pE+ORd3MWftpgECb6W78Czj4FAERONPTxJ1Q9Wqz8zxG8dN04xMglvp4OQdhkSAoIgT41trXY3yp1yicEjFXMHPQaEkn/hy316Q5+Vs7MMFUEAI6l/R2Bs6wQQLdKaxUIGImMlSF1nAL3vpWPG1dP9ZtAAAAiZ6YY/jPwTwyAKFIS0NUF/9z0O67MScTFowJ/q4MIfoZsMGDlTMiTOuVTxo4f/+6g19Dp+rMP3NsNhuyBsVph955sFBbOtSpT9Bb+Mo9AxdJxbnRiuEfEXfYGsgNpqVMhOtG/VOdGjH0KxIlyQMRAnChHzE2jwepZtG+r8EhA0F5QgLIFC3Fy3HiULViI9gL3OoP+72g1Ttd1YNUs9waCBOEphmw1AWDuTOhM6nTnrsE9A4zbAD/8OBW9vU1WzzOMBCyrgaUPuDe2DwZqGCTiuD6jEO/Pg3AMq7bcfY9X3TOW9/d37+enkJgWiaxpgSM202t0aPygCCEZ0YiYMdJt47YXFKBq+QpYKjeT31iLiFmznB7X6CZZ1qCCnmXxj2tycNtFqW6bN0F4kiEdDLjKvn2XcThtmRMWNhppypU4dfpJ9PTUwPITXCyOQW9vs8VZnrcttr/VKNkn+yOOBrIbXz+C6demIz4lwouzdB19txYN7xdBHCeDproT2sYuiGJliJyZ4nSlQckVM6CttvAYYRhIszKRtnGjU2PyWQW7o6UwQXiDISsgdAcZGX/j9eE20tl5EseO34fMjNWQShOtfAd+/30lx1mety22r2SS7JP9FUuL7cForVUhKiHwBHmCEBHCLkxCy39Pm45pa9Vo+uSEUz4E7QUF1oEAALAsNGXl1sfthMsq2F0thQnCGwxZzYA7MOoJ+DoW9qPH6ZKnAADTpm7B5fknTN27fGVbrFLbWzLJkHYgwOnp0oIRMJCEBGbs3/HjeeuDfT4EjtL49jre5yRpaQ6PZ8QddsME4UsoGHCR+PjZuHj6Dxiby/8hY4SrcqC/WsGIZ22Lu7urcer0PwHY15dBr+/B8aL7KCAIYFpr1Yj2E4MhZ3CnD4GmnP/uP3aZ7SyfLQLFKpgg+KBgwE0YswTWd/n9cKXc4+NnI3nYTRCLYzzq461WV+LEib/i10NLEBKSjOzsl/qeMa/nYhiuu0cqgQxkWupUiPLTSgJ7EMWEWB9kADFPGaUtJEplf+3nAAThYQi75BJnpgfAe2WlBOEpKBhwI/HxsxEmz+J9ni/1z4JFZsbfzbYP3IVKdQa//74KR367HWHh2bjowh1IGflnJCUu4CyZZBiuXwkWKtUZ6PUcfewJv6elVo3oANQLAACrY/sTZxZlwM5UGMQuu6+/ggAwPcomTUbZ/AXo2LHDqVJGb5WVEoSnoGoCN9Ov0reG747/l4MLMCbndcjlzu9ZWtLRUYyKinXo6CxGSso9SEpcBIFgcBe0wsK5nI6LQmEYhMIQKBR5SIifh+joiyAQ+HYPektDK14tr0VpVw/SZVKsUiZiblyUT+fkj3y3/hjGXT4cw0fH+HoqDtO6tRz6dg1CcmLQsescehvUEMeFImLGSKerCdoLCtC4bh00ZeWQpCkRu2wZIq68Et0nT6L2yacgiAhH4t/+BsnIkYbXvr0OmvJySJRKxC67z6XyQ4LwVygY8AD19dtRcuZZdHcbVMshIcOQkfE3zkBAr+/BT/suwaWXFJruyuvrt6Ok5Fl091QDYBEiTTacb1Hvz9XrQCpNQEXF21B3nUVq6lIkxM9zaNG2Ljns8xsYuw4x0dPR0LADdfWb0dlxArFxM5EQPw9RUReYZRS80YNhS0Mr7iyqsOoQ+H5uKgUEfZQeqcfBzeVoqlIhOjEU0xakOVSB4Gu6ipvQtr0C8csmQCARDn6CG2D1erRt/BYNb74J2fjx6Ni2ze1+BAThj1Aw4GPa24+j5MzzmDzpMwCDZBYGGADxLdohIckYNeqviI+bBYZx7gO0vn77oK2Xe3tbUF+/HXX1m9GlrkRc/BwkJMxDd3cNioqWWc3L3eZFV/xyEidU3VbSy2x5CHZNHe226wQqfMZEll05/RVtczca3j2G2DtzIY73/haHrq0NZ2bPgb611fwJF/0ICMJfCcxaoyCio6MIEeG5pq8N9f/clJx5FnpWA1avRWnZK31HzXsdiIThSIi/yqU5xcfPHnThFoujkZx8I5KTb0RPTz3q67eipOQZtLcf55yXZQdHVynt6uEwdzYcJ3iaGXF05fRHWK0eTZ+dQORVqT4JBABAGBkJVs1RreCiH8Fg0LYE4StIQOgjjH0ATp56AnX1W1Ffvx16vRYq9Rnec7q7a9Da+ivaO46jp6eB4xVsXw8E7yKVxmPEiD/ggsn/BXc1hfvNi9JlUi57foySSd16nUCFs5kRR1dOf6R1SxkkyWEIneDboIWz8oBhXPIjsIXRJrnn9GmwGg16Tp9G1fIVbu+bQBBcUGbAB1im+Ht6anC86D6IRFEQCKTQ6bSc54WFZWF01pMAgNaWQk6hn6fNimyh12shEoVz9GBw/7xWKRM5NQOrlKTeBgzNjJqqLAxvBmlm5CpdRY1o3VwGXashOyOIkiB6XvqgQr+uoka07aiEtrELwjAJIGCQ+OBkj83TXmKX3WfewwAAWBZRS5Y4PNZgd/wsy6Lh9TWma5geGQaN69a5LztQvAnY+wLQdAZQjALyHgNy5rtnbCKgIc2AD+BW7ANyeQbSlA/aVY1gS+jnbo8Ce9BoGlH0+0ro9b1oa/vVK/MyVhMUq7qRIw/Bw8pEXE3iQbAsi+/WH0PFsSaHmhnZw8CFe2CPgK6iRjR9coLzHFu2wXznOWM17AksKw/kF1+M9u+2YtiLL0DX2mpXSp+vMZJi6b1gRCJ0HTuG7t+LoWtq6g8EBsBIJBh97Kjr30zxJmDDbbD6pVjyMQUEBAUDvmD3nmzo9Rqr4wKBBJfnn7C7GsEeoZ83aGs7gqLfH8TIkXdgePJtaGgo8Oq8Rv94HCcvHeux8QMJlmVR+G0ZasvbkHPJMBzeftbprpyW2Fq423ZUQsuzBSEIFyPswmEAy4LVs4DeME/oWagP1UGvtsiEMYA4UY6EFZOcnqsn6fr9d5y7+x7D4m1HpUHZgoXoOX3aaqEXhIcj9t57IBs3DiE5Oai4+Rbr1zEMpFlZSNv4jesTXz8dqCuGleNpwhhg6T7XxycCGtom8AGhsjSbKX57BHyOvM5TsCyL81Uf4+zZD5A75jVERk7yi3kNNYwlhK11XZDIhJDKxVjy1ykQS4XInOK+bZO2HZWcx1u+LoG+i3trCwD0Ki0YiQBgGAiEjGHhFAAMw0DfrbM+wUmrYW8hGzMGwqgo8zt5Gyl9TXk55x0/29MDxZ13mr42bUsY6QswXLFJNqPpDDiFJE0l7hmfCGgoGPABSuVyzhS/p/oRuIuB/gEyWSpEoggIGBGmXPAlJBLfp3SHIpYlhF0denR19OJscZPbqwY4ewQA0HfrIIwJga6pm/N5cUIowi8dzvlcx74q64yCk1bD3qT33DnrgzyVBsJYBbTVNeYHOYSIEbNmQfv446h/9VWAZc0MkdyCYhR3ZkCR4Z7xiYCGqgl8gLGPgaUVsC9S/PZi1Ch0qk5Br9dApTqNtrZfkZx8CwUCPsSqhBAwlRC6G1GszPogY1jso65S8p5nyzY4cmaKaRzTo5NWw97EnkoDlmXRsG7dADtl88YFXHf8+u5uKO68E6OPHUXaxo3uCwQAg1jQdPMBmN7s/Mfcdw0iYKFgwEfEx8+2amfszxj8D6xXnYrKt300IwLwbgmhaeE2MmDhluXGQnFrNoTR/aWdwmjpoEJA43niRDkgYiBOlPuNeNAWVj0OALMFXq/RoPrRR9F15DekbfoWyW+shTQrE4xEAmlWJpLffINzoe/cuRNhM67wzKRz5hvEggljAJHU8HjDJ0D2NZ65HhFQkICQsIvBRI++ZCgLCL94uhBN1SrrzG9yGG5cPdXt1+sqakTLplLoOzUQJ8hd6hEQ6JgqDUrLwOr1ECXEQ9fYBPGIEYBeD/n06Uj462NgRPbtxmobGlBxw41I37kDDEdnRYLwJJQZIOwiVJYGa0Mh3/oabGloxRW/nESrVocrfjmJLQ2tPpuLr5gyT8mZ+Z06lz9t7wqy3FhE5I9A+OUjkbBi0pANBADDHn/axo0Y9uorgE4HbXUNWI0GmtJSaMrLETptqt2BAAB07N6NsPx8CgQIn0DBAGEXSuVymK86gC9Fj8ZGRSdUBtHaCVU37iyqGHIBQfrEeMy5JxeK5DAIRQIoksNc9hIYDFarByOkBctI49vrOPUDjevWOTRO585dntsiIIhBoG0Cwm4G+hqEhAxHd3ctQkKGobv7rMe6E/JBjYp8R/vuc2CEDMIv464QGGqcHDcerMZ6C80RsyC9SoUzs+cgY9dOMJLBW40ThLuhzABhNwNFj+lpD0OvV0OtPgO9XoNO1SkcL7oP9fXbvTIXalTkO1itHqDMgAlXehi0FxSgbMFCnJp2IdieHnTs2eOZSRLEIFAwQDhFf3WBkf7uhMYmTLv3ZKOwcK5HAgRqVORDdCwYIX10GLGqLLDTLGhgYyJotdB3dFBjIsJn0DYB4RR81QUMhGChg1Vvgtx1bt1CMGoGLBsVfZCbGhD9Cfg8/gOB1s1lECeGQn4BNYUyYtnDwB6zIE6bYoaBNCsTaRs3enbCBGEBBQOEU/A1WzIkm/QWxxiEhWVh2tQtbp2DsVFRaVcP0mXSgGlU5O/NeQaj5dszkI6MQKibHQ6HGu7QGhCEuyA7YsIp+CyVGUYAlrUMBlio1WVun8PcuCjMDYDF3xJOj38GaN951u+Dga6iRqh/a4CqsBbte88FVEbD35AolZyZAXu0BgThbmjjj3AKPktleego+Jsfgb/B6fHv5815gP6MBtulBfQstLVqNH1yAl1Fjb6eWkDirNaAIDwBZQYIp+HsTsgiIJsweRNRrCwgm/MEckbDH4mYNQt4Yy1qn3wKutZWSDNGubcxEUE4AAUDhFsxZgyMfgShoX3+A37ee8GbRM5MMWgGLNSP/t6cJ1AzGv5MxKxZ6Ny9B+EzrkD4zJm+ng4xhKFggHA7nBkDwoSxOU/7zrPobVBDHBcaEB7/gZrR8Hd6a2ogSkzy9TSIIQ4FAwThA2S5sX6/+FsSdkkyWr8sCbiMhidoLyhA49vroCkvh0SpROyy+wxpfyfQ1tRAPIyCAcK3kICQIAi70DV1IyRXEXDthm1hdAA8OW48yhYstMvwZ6BZEKvRoOf0aafNgliWha61FcLoaGemTxBugzIDBEEMir5bC9WhOiSsmAShXOzr6bgF46JuVPEbF3W8sdZ0l6/v6YGuuRnapmboWpqha25G3SuvGgYwlgT2VQQ0rlvncHZA19oKQVQkdSokfA4FAwRBDErnzzUIHRsbNIEAMKDb4MBFHUD1Xx5F/cuvQN/eDkYigTAmBiJFDITRMRAqYqBrbrYejGWhKSt3eA7amhqI3agXKD1Sj4Oby9Fa14WoBBmmzFMincyhCDugYIAgCJuwvTqoDtQg7r7xvp6Ky7C9vVAfOYLOvXutDX+M6HRQfvlfCCIiOO/Y1YW/uMUsqL2gAHUvvghtTS3KFix0SXcAGAKBbe8WmbQcTdUqbHu3CHPuyaWAgBgU0gwQRBBRUrgfHz5yP9bcuggfPnI/Sgr3uzym6tc6SDOiIIr07yZQfPv/2uZmtG7ciPMPPoiSy69A0//9P4gTkyBJTeXuNpieDmEkf+qezywoaskSh+ZatXwFtFXVgF7vku7AyMHN5f3iTvQ/fv9+MUqP1Ds9LjE0oN4EBBEklBTux6bXnutPffc9zn/ocWRMm+7UmKxOj9pXDyH2jlyIY2VunnE/rqrzLff/jY/ilBSwGg3CLrkEYfl5kF94IQRyuc1zkt98Y1DjH8vGRGGXXob2bdsQ86c/ovU/Gwb9PjzRpOid+/dAp7W0Au+HMgSELWibgCCChP1ffma9B84wOPDV504HA+rfGiAZHuZ0IGDPIm+PkG8w+Pb/GYZB+q6dnHf5RgdAR7sNGs+1nhuLuqee5v0+dJ2d6C76Hd1Fx9FTUmK9ReGk7sBIaIQYHc093E8ywMEtFRQMELxQMEAQQUJLTRXnAtNcfd6hcQa2VwYLRMxOdWo+9i7ynAu5g+p8TXk55/5/b3W1TaU+96LuHJ0//MgZkNSs/jsa1qyFvrMTIWPGIGRsLsTDhqG3qspl3cFAbKZ4WaDV0jCKIAZAwQBBBAnRScloPFthfpBhEDNsuN1jcLVXbv+uHOKYEIf9BPgW+bpnnkV30e/QNjdB19TMLeSz8y7ZmHlge3utn/RyB0C+gESvVmPkB+9DlJBgCkyko0ZxblG40qSoq53jPTDCAFGJ5BRJ8EMCQoIIArQaDURiieELC2HbRdfdZPc4tpoROQrn4siy0DY1QZyUiLBLL4Pirjv5hXyDLOQDzX+sruODDoASpZLz+5COGgVxYqJZhiJi1iwkv7EW0qxMMBIJpFmZdmkVbBGVYGMrhwWmzlU6PTYR/FBmgCACnB61ChtffhpJmVmYMv9a/Pz1f9BcfR4xw4bjoutuQsZU+/UC7mxGJFEquUVyGRmIvqk/QIl7cKX5XTIAsCxi7viTzfGtMg8Dr5GV6fUOgLHL7nPobt+dWxQAMO6KEdj98Umr4+GKEFxyXQbSJsa57VpE8EHVBAQRwKhaW/D18/9E5oUXY+rC6112sqtdc4i7GVGiHAkrJjk0liNqfTN1vlIJacYo9JwuQfQtN6Pls885BYgnx40Hq9FYXZeRSDD62FHHvnE3YVll4OmAZKDJECMEEpUR6OrUorVWjajEUEydq6QggLALCgYIIkBpravF18//AxfMW4RxM+e4ZUyTZmBgvToACBiI4mWInJnikHbAlcWx9rnn0PLRx9bBRJ8Akb88LwtpG7+xe46BiqXJkBEqISScgYIBgghAGirLsfHlZ5B32x3InHaxW8fuKmo0tFeuUwEcZeveak40WC2+VeahD9GwJOgam1zuJujvfPF0IZqqVeZBGwMoksNw4+qpPpsXEZiQgJAgAozzJ4rwzYtPYfa9K9weCACG9soJKyZBFM+hPndSTOgMfAJEY5WBpQhPNGwYAEBbXeNyN8FAoLWuy7qekEoICSchASFBeImSwv3Y/+VnaKmpQnRSMqZfd7NdZkADz5NHRaO3pxuL//oUEtJGeXS+7hQTOgOnABGAKCHB9P+BIryyBQuhddGvIJCISpBxZgaohJBwBsoMEIQXMFoFN56rhK63F43nKrHptecG7R1geV57Qz262tvR3uB5r3kRn+uglkXtmkPoKmr06PU5ewAAYHs1qPnnP6HrVJm9frBMQrAxZZ7SEAgM1IxSCSHhJKQZIAgv8OEj96PxXKXVYiWPjsHU+YvBCARgBEIIBIK+/wsgEAjw0xcfo6OpwXwwhkHcyFTc/tKbHp0zr5hwAJ7WD3AJEMMuuwyNb72N9u3bkfTUk9C1t6Px7XW8fgPBLCgsPVKPg1sq0FqrhizC0F76xr9Pg1RGSV/CMSgYIAgvsObWRdBxuOQxAgEuvPZGsKweep0OrF4PvV4Ptu/fbwVbwOqtVXxCsRgrP/H8AmcSE9aorJ90suTQXXQdO4bzK1ZAW1PL6zdgb+OhYOHX7ypw5lAdWABtdV2ISpBhyjwlVRcQg0LhI0F4geikZOvMAMMgdkQKpl9/M+9554qPc57niMWwK8hyYyHLjcX5v/0E6CxT8N7TD3AhGzcOgrBwALV+Yzzka6ISQ9FU1R+4NVWrsO3dIio3JAaFNAME4QWmX3ez9f63HVbBzp7nLlidHp37qzk998EA4jjfitV6KznskwEwYjHSNm4cUoEAAPy6pdxKQ2DsWEgQtqBggCC8QMa06Zj/0OOIG5kKoViMuJGpmL/q8UGtgp09z1VYlkXXyWbUrT2CnrPtiFqQbnjCuND06QgiZoz06DwGg68fgDcbFPkTVG5IOAttExCEl8iYNt2uUkJ3nWcPA9sVi2INDoOiOBlaN5eB7dEh+roMSEdGAACEcolBP9CghjguFBEzRnrFfMgWjvYDCHY4yw0BRMSG+GZCRMBAAkKCGKJwtSsGAEGYGFHXpEE2Ls7lXgfewNv9APwZK4vivscQuQiz/pyLEaNjfDxDwl+hYIAghiicTYkAiBJDkbhysg9mRLiDgeWGxmZFEXEh2PpuEYZlRKGhsh2tVGlAWEDBAEEMUc6v/gnQcvz5ixgMf+YS70+I8Cgn9ldj10cDWhz3ZQ2o0oAASEBIEEMWTodBP6gQIDzD0Z3nqNKA4IWCAYIYokTOTDH8x2KB8HWFAOEZWurUVGlA8ELBAEEMUWS5sVDcmg1xohwQMBCEirzWnpjwHno9i992nOVsR02NjQgjFAwQxBDG2K542OppgFCAkKxoX0+JcCPN1Sp8/fIh1JW3I++WLMNBC68IamxEAOQzQBBDAi4/gYEZAEGoGKLYENS88iv0ql7O1xD+S+mRehzcXG6qEph8dSra6rtQ/GM1Lr5+lEkgKA0VWVUapE2M8/HsCX+AqgkIIsjh8xMYuCVgz2sI/8TKW6CPYZlRuOqesQiRi302NyJwoMwAQQQ5bTu4/ftbvj0DXVsPmBAR2r/neA0DtO88S8GAn3Nwczlnm+ketZYCAcJuKBggiCCmt14NbR23Wlyv0kKn1oJt7oaurcf6BT7uSkjYB2c/AlCVAOEYFAwQRBBgqQmQT0mE5mwHNOc7IIiQQN+mMT+BAcQJoYi80lBe2F3aau1GSJ4DAQFnPwKqEiAchKoJCCLAMe73a2vVgJaFtlaNtv+VQSATIfGhyYi+ZvCOg1aeA37SlZAYnCnzlFaBAFUJEI5CAkKCCHD4egwIo6RIemwqAEPAMFjHQXteQ/gnpUfqceCbUrQ1dEGRHEZVAoTDUDBAEAEOb48BUDXAUKK1To0d/y7GdY9e4OupEAEIbRMQRIDD2WOgj/adZ704E8KXiCRCaDU6X0+DCFAoGCCIAMe0388BVQMMHUQSAXp7KBggnIOCAYIIcGS5sRBGSa2foGqAIYVYKkSvhqsBAUEMDgUDBBEERM1LMz9A1QBDDoGQgV5LwQDhHBQMEEQQYOxACLEAEDIQJ8pJPDjEYBgGYADShBPOQKZDBBEkhGRFQyAVIunxaWAEzOAnEEGHUCSATquHSCz09VSIAIMyAwQRJGiqOiEeFkaBwBBGJBFC20NbBYTjUDBAEEGC5mwHpCPDfT0NwoeIJUL0Unkh4QS0TUAQQYLmbDvkU5N8PQ3CR5QeqUdbgxqfPHEA0QmhmDJPifSJ8b6eFhEgUGaAIIIAlmWhOdcByfAwX0+F8AGlR+qx7d0iaDV66LUsmqpV2PZuEUqP1Pt6akSAQMEAQQQBujYNGKkQglDqXz8UObi5vL/JFGBoXMQAB7dU+GhGRKBBwQBBBAGas+2QjIjw9TQIH9Fa12XeuRAAWKCVo4EVQXBBwQBBBAGasx2QkHhwyBKVIDPPDAw8ThB2QMEAQQQBmrPtkIykzMBQZco8pWlrAOh/7Fb1oqa0zVfTIgIIamFMEAFMV1Ej2nZUQlurhigxFJEzU8h1cIhSeqQeB7dUoLVWjajEUEydq4RULsKeT08hJVeBaQvSIJaQGRHBDQUDBBGgdBU1oumTE1bHyYaYGEivRofCb8tQWdSE/FuykJwZ7espEX4IBQMEEaDUrjkEraVAjAHEiXIkrJjkm0kRfkttWRt2fXQCyVnRuGhROiQhZDND9EPBAEEEKOdX/wRoOf58hQyGP3tJ/xZCYxdEsTLaQiCg7dXh4OYKnDlcj8wpCSg/2oDWui5EJcjIpGiIQ8EAQQQonJkBABALIIqSQtvQZfUUbSEQAHC4oBIHvi61Oj7nnlwKCIYoVE1AEAFK5MwUw38sFOQxN2SC5eprzwDtO896ZW6Ef1O05zzn8X1fnvHyTAh/gYIBgghQZLmxUNyaDXGiHBAxECfKobg1G6G5cdB1aKxPYIHeBjKhIYCO5h7u403dXp4J4S+QgoQgAhhZbixn2l8UK+MWF8aFemlmBEEEEpQZIIgghHMLgQUiZoz01ZQIPyIsRsp9XBHi5ZkQ/gIFAwQRhPBtIZB4kACAUZO5RYIZPMeJ4Ie2CQgiSOHbQiCIc8XNnMfPFjdj+rVengzhF1BmgCAIYojRUsctJKUuh0MXCgYIgiCGEKo27koCMEBUIglMhyoUDBAEQQwR1O0afLvmN+RcPMxwwEJgOnWu0ldTI3wMaQYIgiCGAF0dGmxaewTjrxiOMZcmY/joaKsuh2kT43w9TcJHkB0xQRBEkNPd2YuNa45gzCXDMDZ/uK+nQ/ghtE1AEAQRxHSrevHt2iPInp5EgQDBCwUDBEEQQUqPuheb1v6GrGmJGH/FCF9Ph/BjSDNAEAQRJJQeqcfBzeVoretCZLwM2l49xlwyDBNmkvMkYRsKBgiCIIKA0iP12PZukakyoLlaBQCIjJf5dmJEQEDbBARBEEHAwc3lpkDABAMc3FLhoxkRgQQFAwRBEEFAa12XeSAAACy5ChL2QcEAQRBEEBCVIOs3ETJCroKEnVAwQBAEEQRMmac0ZAbIVZBwAjIdIgiCCBJKj9STqyDhFBQMEARBEMQQh7YJCIIgCGKIQ8EAQRAEQQxxKBggCIIgiCEOBQMEQRAEMcShYIAgCIIghjgUDBAEQRDEEIeCAYIgCIIY4lAwQBAEQRBDHAoGCIIgCGKIQ8EAQRAEQQxxKBggCIIgiCEOBQMEQRAEMcShYIAgCIIghjgUDBAEQRDEEIeCAYIgCIIY4lAwQBAEQRBDHAoGCIIgCGKIQ8EAQRAEQQxxKBggCIIgiCHO/wfgh1wmu3jY8gAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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kZAYWA7pmwLpXvra0lW/fPETkkCCMehOZUxO48LaxRCYEe2xOUxak8vmLexg1I1HyzIOUtDXr0DbriEr03HvTH2prfyQv/+/4+YVgMDRhm37PYvLkj9m8ZRQmk20wYDS2k57+ACpVGGp1OH5+oSiVtr/+v2TPp7U13+pZBUFB6Q7P1WhsJy//b4wd+yrhYRMcPs8d2GvxU8UFYmo1oE4Mxj8lnJCZSWiGhaLUOP87KwcCMjIDnwEdDNj0yndiNAgs/vt0lwoB+0tYTCCpE2I5sPkEk+enePz6jlKSU8fwUVFeeY+coa3tJPnH/kF7exmjR71AR0el6J5+aurdAAQFponu1QcHjyAsbLzoNbrXGJxS6BYf3xGKit8gMvIsrwcCAI2bisVfMAkMeXQaCr/+/fzlQEBGZnAwoIMB0V55oLW+w6uL3OQLk/nob9nkZVfQWN3uk1K/xYdqSZ/ku8WCRmMHJSVvUVr2MSkpd5KUeDUKhfmuddzY5RQWvYpWa5t+T029p9dgwRrbgkEzAQGJ6HTVTqf3W1uPU1G+lqlO1Be4E0NNm/jzDR1yICAjI9PFgA4GfLVXvqKgkQ6tgQ6tWbK4tsy8feGs1K+7vANMJoHS3HpmX5fV77HcQU3ND+Tl/4OoyOlMm/oVanVkj9fj4ubZreyPi5vXa7Bgja0eAIAClSqUs2b86NS8BUHgaO5fSR/xJ9TqMKfOdReqmEAM1kJSErT4yYGAjMzgYkAHAza98uATvfK7virs+UTnDerOdYUMGxmF0k+B0k+BQqmwm8GwqYdwMaAQo6qoiYj4IDSBvvXj12qLycv/O3p9PWPHvEJY2DiXxuktWLC5poR6ABUVn6NUaoiPW+j0ue4ifE5yj5oBy+9T2PnDnRqnRxFidCCCwUTwlAQ5EJCRGST41mogEYLY3oEHaagUSc0K5tbDj/++E5PRhMkkYDIJPV5XKM1BglKpQNuk63q+61Ei74Diw7Ukj43u1xhSYjS2UVS8gvLyz0hLXcqQIVegUHimNTMwMIXW1jyrZ50rGATQ6xs4XvASk85Y7VN1GIFjY4hePMq8kFdoUcUHEz7HuRY/myLESnOmQR0TKPl8ZWRkvMOADgZECwh9wGzH3vZFX66GJpNgDhSMAu89+JPtARJ5B5QcquW8G0f1e5z+IggC1dUbOXbsn0THzGba1K89nl4PCEjqDAZcLxgEOHbsOZISryEoKEX6SfaTwLExBI6NoWrFfiIuTkfjZCupaBGi7DMgIzOo8H1lnF6or9D6pNnOlIWpp9YVcFjqV6lUoFL7oQlQEREfdOp8CxLUQ/hKS2FrawH79t/MiRP/x7jxb5CV+YTHA4Gamh/oaC9jzOhXCAnJQqnUEBKS5bQwUEPDrzQ07iE5+Q9unG3/8U8Lp6OgwenzRIsQZZ8BGZlBxYDLDBiNJgr2VnNwy0lEs7E+UEBo7WroitSvu7wDvN1SaDC0UlT0OpVVX5Ge9gDx8Zd4dC6WNsJWbQFgYsSIR0hIuJiEhItdGs9k0nM096+MzPobSqW/tJOVGP+0CFq2lRI6c6hT57mrCNGb5OTksHXrVmpra4mOjmbWrFmMHj3a29OSkfEaAyYY0DbpyPm5lMM/lxGXHMa0i9Noa9Wz4a1D1hlerxcQgq2roSvnZ06L50ROHbo2o2TeAZ5sKezevx8YmEpU1FlUV28kLnYe06auR6UK9cg8us/Huo0wP/9pAvwTXTY6KjnxHqGhY4iM/I10E3UTmuGh6D5uRjAJPfwE+qKrCNHKhNHZIkRfIScnh08++aTr68rKSj755BOuuuoqOSCQOW3xqWBArJUuJCKAA1tOUJrbQNZvErjiwck9rIUV/bwD92Uaq9pYeNcE4pKlSZ97sqXQeuFtbc2ltTWXjIzHGD7sZrdfXwx7bYSu2gq3tZ3k5Mn3mTplnVRTdCtKjR+qmED05a1O1Q1YihAtPgN+oRqUgaoBWy+wdetWu8/LwYDM6YrPBAP2pIXDYgI486JUzl08EpXaViq1v3fgvkpLfQfaJh2xw6W7e/ZkS6G9hbe8fI3XggEp2wgFQSA370lSU+9Bo/Gdzoy+UIaoqfnPIUxthh4+BX1hKUIEs6FR5Su70ZW1oEkcGL4WFpqamqiqqhJ9rba21sOzkZEBctbB1n9C7TGIHgGzHoHRl3h8Gj5TQGhPWljt78eoGUNEA4HBTOH+atImxEq6n+7JlkIpF14pEAQBPz+xwMq5NsKqqg1kZy9g85aR1Nf/gkrlG+JCjtB2qIb2Q7WYmvVgELp8CtoO1Tg1jkKpIPScYTRvPemmmUqPTqdj8+bNvP322wQHixfPRkcPnKBOZpCQsw4+uQEqc8DQYX785Abz8x7GZ4IBe9LCoj37pwEF+6pJO0OaNOzxvVV8/Pdsfl1fRM62Mo7vFb8zkpKgwDTE2iGc7d+XAkEQyD/2D9TqqK55nHp0vI3QsvXR0pqLIBgwmdo5dOguqqo2uGPaktNbi6CzBE2MRVfShKHWt/8+TSYT+/bt4/XXX6e9vZ0lS5Zw0UUXiR47e/Zsz05ORmbrP7EpxkEBW5/z+FR8ZpvA09LCvUn9uksG2FHaW/XUl7eSkB7R77G6tl86aaxuk0zJsDec9QhwF4Jg5MjRv6DX1TJ1yhfU1m51WKrYGtutD/P35WrNgaeRskVQoVLinxpB5ev7EHRGp7YcPEVRUREbNmwgLCyMG264gZgY89xGjx7NVVdd1dVNEB4eTltbG8OHD8yCSJkBTO0xRPvja62dU92PQhAE78r1dWK9aFk+cy+8bVyPgkApFmrr+gTL4/zbxgLYfc1TAcHRHeWUH2/k3MUj+z3Wx3/PdkkASQqqqjZQWPQqra3HUSgUjBn9MnFx8916ze6YTDoO5zyAQuHH6FEvoFSq+zWe2R5ZZ/O8Uqnh3NlHRM7wLSpe2S3eIpgQTPy9k5way1qV0EL04lEeDwis2wQnTZpEUVERdXV1zJs3j7S0tD7H2LZtGydPnuSqq67yKQVJmUHO8t9AlfXfkQLix8CSbR6dis9kBiy9+T+sPIJBbyJySLBNZ4BUev029QndpH4RBLuveSoYOL63mrHnJEkyluj2i4eEmbp7BOzbfysmQe/W6/VsZUxBoVARHjaBrKy/dTke9gd79sje2PpwBal8CsB3VAnF2gS/+eYbzjzzTH7729+iVDq2Ezp9+nRWrlzJ/v37mThxoptm2xNZ6+A0p6PZvN4ANnefsx/x+HR8pmYAzAHBiMlxzL1lDNc8NtWmRbDXRdwJ7C2QtSdbqC1t9driCaBrN1BZ1MTQrMi+D3aAiPhAtygZOkta2lIKC19DEIxuGb/7fr7JpKO1NY+Wlhwio86WJBAA89aHTYrFC1sfrqKKD8IvQoN6SDCoFKgTgl2+k/cVVUJ7bYInTpxwOBAAUCqVXH755fzwww/U19dLNT27WIKYyspKDAZDl9ZBTk6O268t4wO0N8LqRTD6UrjqfXMmQOVvfrx6NYxyTQStP/hMZsCCf7Ca9lbxO8iGSmnkhyPiA82Lfnc6U+cIgm1avZMVd21xew1ByeE6hmZF4qeWJk7rUjK0CqI8LcwUFjqW4OB0KirWMWTI5ZKPb6+VsajoNeIl2pqIi5tHePiZdHRUoNNVOV1z4G3aj9QRdEY84fNS+j2Wr6gS2msHdKVNMCIigvPOO4/PP/+c3/3ud04FE86yZcsW0edlrYPTgLZ6WHUFjLwIznnI/NzoS707J3wsM3B8bxW5v1Sw9aM8Pv57dlfVe1NNGz9/mt/T5c+CC3e5UxZaLYTdlAttfAU6MRpMGA2mrq0Jd1XkF+yrJm2idKJJlu2X6KQQ/FRKNAF+jD57iFeEmdJSl1JY9G9MJum3CzzVytjRUcmUMz/j3NlHmDZ1/YAJBADacmoJGBXV94EOED4n2fyf7n8nXlAltNcO6Gqb4IQJEwgJCWH79u39mZZdqqur2bBhg6x1cLrSWgsrL4Exl58KBHwEnwkGLPUA2iYdgknoWnTXPPcrX7y8l6AwDefdYOW056L8cMr4GAJD1UQmBOGnUhKdFNJVqGi9ePqprN4iF7cmHMGoN3Eyt57hY6T5wLaQfkYc1zw2ldv/PZtrn5hGyeE6Whs7JL2GI4SEZBEaOoaKis8lH1u8lRECAqRbnDo6qlAolGg0vlMx7whth2qoeGk3uqIm6tfmO60rIIZFlVCdYN5yUIZq0KSHe7x4cNasWaLPu9omqFAoWLhwIb/++ivl5eX9mNkpdDode/fu5d133+WTTz4hLCyM2FjxYFzWOhjEtFTD+5fAxOvhrHu8PRsbfGabQLQeAGht7GDx36fj52delNUBfmT/r4D6Ci3RSSEuyQ8f311FYkYE8/84TvT17qqGK+7aYnuAm2oITubWk5AahibAfT+WkMgAJs4Zzs+f5jPv1rFuu4490lLvZf/+W0lIuAylUiPZuPZaGXW6WqqqN0hyB9/YuJfwcOeq7r2NddW/RWhIiqr/HqqEehMVL+9GX6VFHee5rQLrNsHo6Ghmz57NqFGuW3QHBQWxcOFCPv/8c/7whz+gVrvWhVJWVsaePXs4evQoI0aM4IILLmDYsGEoFArCw8N7FD5akLUOBinNFfD+ZTD1DzDlFm/PRhSfCQbsiQ61Nem7AgEwL9RpE2N578GfuerPZ6L0cy65IQgCe78rYZaD+vye0D+wtEvWlbUSHOHP8b1Vbu1cGDc7iQObT/D+X7ajbdR5VEshODid8IhJlJV9ytCh10s2blzcPMaNXW6jIRAclMHhnKXU1m4lM+Mx/Pxc/7k1Nu4ecMGAp6r+FWolYecNp2ljEdGLPbvnPXr0aMn32UeMGEFubi4//PAD8+Y5Hki2tbVx8OBB9uzZg0KhYNKkScyZM4eAgIAex7kjiJHxURpLYdVlMOMemHSDt2djF58JBpxZdBUKBWExATTVtBMR79yHe2luPWp/PxJSwx063t0FeNbtki31HW4XBSo8UENTTXvX1662aLpKasrd/Lr7t5wsXU1bWxFBgZ2FeP0U7uneytidMyevoaDgZXbuuowxo18kLEw8I9QXjU17SRhyRb/m6Gk8WfUfNCmO5h9PojvRjGaYZx0p3cEFF1zAW2+9RUZGRq9aBYIgUFJSwp49ezh+/DijRo3i0ksvZciQIb2O744gRsbHaCgxZwRmPQwTrvb2bHrFZ4IBm0W3j3qAyCHB1JW3Oh0M7P2uhDMucHwf2VJDYHFGDI8NRNvUQeQQaTIDop4MbtY12PVVYc8nXNRS6N7X78yC3tKSi15fh15fZ/66NZeDh+5g3NjlblHyUyo1jBjxMFFRMzl46G6GJl3L8OF/QKFwPKtkMnWg1RYREpwh+fzciSer/hVKBeFzk2ncUETsra4FXL6ERqPh8ssv54MPPiA4OJj6+voeegCtra3s27ePvXv3EhQUxKRJk1iwYAEajXTbXzIDjO6mQ+HDzS2EF/4Txi7y9sz6xGeCAetFty874qjOYMCRyntLGr6+QgsKGDUj0em5dV8k83+tZPPqo1x+/ySnfOHF8LQokNFgoq5cZGwnr2ltUezMgl5QuAzbAhH3y/pGRc1g6pTPOXL0L+zdewOjR/+LgIDe794sNDcfJjRktGSaBZ6iS2jI6u12V9V/wJhomraepD2/noAMabQyvEljYyNarRat1vy3YdEDGDp0KI2NjYwbN46rr77abkGgzGmExXSoSxWvU1K4n8qnnsJnggFwzo64Q2vgwOYTZP/P3DoWGuXPWb/NsDnfRnoY2PD2IRRK11PiIybHkbezksM/l/VbKVB0ewQICFUjCIJk0qiCIFB8sJZtnx1DE+BHh9bQ8wAn6yDs6fTnH3sGg6G5886/Hr2+AV3X/81fWzICVjP0iKOhWh3JuLGvU17+Kb/u/i2ZGY85JJFsLh48w+3zkxpL1X/T9yXoq7Uo/JQETohxW9W/QqEgfH4Kjd8U4j8iYsBL+9oTNWpububee+9FpfKpj1AZZ+ivdbDJBC0V0HDCvB2w4dHOF6zSvFuf84olsbMMyN/k43ur2LOhZ2FUc534Xrs70vAKhYJZ12by36d3cuCHE521C64V4dnbHgkIVrNu2T7OXTySsJhAl+Zpoa6slZ/X5KNvNzLn5tG01Lc7tSUjhr2+/vb2Mlpb81CrIwkMTCYsbCJqdSRqTaT5URXOrl2XeVXWV6FQkJh4FRERUzh0+D5qa7eSkfEYKpW4tS1AQ+MekhJ9e8/PHt2r/g0NHVQv34exWYdfqHvS2QHpETQHqmg7VEvQuIHVhmmNvb7/1tZWORAYyFjfxVusg69adWrhNhnNXQANJaf+NXb7f1s9hCRAxDCIGA5t4jc53jAdcoUB+dtss+fdjR8/yqP8WCNtLTramvW2SoMgSRq+sqiJ9lYD7a3mO2xXi/DsbY+kTowh95cKPn9xDxMvGM642UNROrkl0d6qZ+eXhRQfqmHapWlknBmPQqEgPiXMqS0ZMezp9IeEZJGR8ai90wDfcTQMCkrlzMmfUFC4jF2/WooLx9scJwgCTU37GDXyWY/Ozx2oIvwJmZlEw/oCoq/pvxGWPcLnpVD331wCR0ej8Bu42YHo6GgqKytFn5cZwIhaBwPr7oFdb5sX+/ZGCB1iXugt/9LP7/x/MgRFQffMV8kOc1Bh4wo3MOqMBmQw0FBp30O9rUVPdFIIgaFqAkM1NNe12y78ErQG2tNF+PbNQ0QnBTuVJbC3PTJy+hCGjY7ip4/zOPZrJefeMIqoIfbvXi2YjCYO/VjG3o3FjDorkWsen4Za03Ov25ktGTFSUu/m0KE7cWVBt9cG6A01P6VSw4j0h4iOmsnBQ/eQlHg1ycl/7FEb0N5ehkoVilod5vH5uYOQGUlU/XuvW/f1NUNDUScEo91TSfCUBLdcwxPMmjVL1gMYjIhaBwO6Frjg7+YFPzCy52LfF7Me6Zlt8KLpkCv4jAKhM0TE20+bRyUGM2rGEFLGxRCfEsZvLu1sCbL8TF1ULbTGni4CIKlkcXC4P/NvG8fEOcP56rX9/Pp1EUajye7xJTm1/Pcfu6goaOSKhyYzdWGqTSAgBRpNNIGByYQEZ6FUaggJyWLcuOUOL+hxcfOYNnW9z8j6Rkb+hqlTvqC5+TB79t5Ae3tZ12sDUV+gNxR+CiIuH0HDuuMIevu/S/0lbG4yTT+UuPUa7saiBxAfH49KpSI+Pp6rr75a1gMY6ESPQEyxlJgMSJxoe9fvCKMvMW8z+IDpkCsoBEGws6T5Ll1FgSJYZIWtj+9PSlyMj/+ebdfQCOgyPrrmsan9uk532lv1bFuTT/WJFjKnxpOXXUFDZRsR8YGMPjuJEzm1aJt0nH1VJkPSHdNRcJV9+28lcchv3Vr97w0EQaC8/DMKCl8hLu4i6uu20dKah79/HJkZjw+q77f+83yUIRrCL0h23zXW5qOKDSR05lC3XUNGxmmsawYsj0GxcPkKyJjj3fl5gQEZDIB5gf95zTFaas3iOaHRAZx9ZYbHDHjEuhSs8VMpuf3fsyW/dva64/z6ta2y3LjZScy8KrPf7Y590dKSy8FDd/Gbad8OuFY7RzlxchV5eU92e8b8g3aXFoI3MGn1VL66l5hbxrrNbdDQ2EH16/uIv38ySjfKbMvIOE3OOnOlf22+eV9/9iPm7YEv7oTECTDvGQhw702VLzFggwFfwJJxqD3ZYvuiGzIDFj7+e7ZdC2Z3XM+awzkPEBExdcBW1ztCdvYCuwWS06au99a0JEe7r4rWXRXE3DrObW2ANe8fRlfcjKnDgComkPA5yR43NJKRcRiDDn76F+z/GBa8dNpkCQZkzYCvYHEDnH9bp+GPlZ2rTmtwi9WxaAGlG4WKutPeXkZD/U6GJFzm9mt5E09ZInubwAmxoFDQtq/aLeO3HaqhPacOU6seDEKXUZIUzokyMm5BpYFzH4WrV8GmJ+F/d5oDgzdmwNNx5secdd6epeTIwYAEWNoDQ6J6mpE0d/bzSx0QRMQH2ta+SGyeZI+SkncZOnQxSqW/26/lTcQtkT2nheApFAoFEZem07ihCJNWL/n4vRklycj4NEMmwB9+gI4W+Pw2c9ugoeOUJsEgCwjkYEAi0s+Iwz/Aav+8m+a/lExZmHqq5gUk65CwR1XVBrKzF/DD5lGcPLkajX+8W67jS6Sm3oPYm+xpLQRPoI4NImhyPI0biiQf25NGSTKDiJx1vnEnrtJ0igbZqq2y9TnvzMlNyMGAhHgqfW/JREQnheCnUhKdFCLaRSEFFg+CltZcBEGHgIGcnAeoqtog+bV8CYsWQkiIa62TA42w2cPoKGiko6RJ0nFVdtQz7T0vI9NV6e8Ld+I560SEhGAgKQs6ilzeKyHO2DD3l/6KBjmKrQcBeMJUyBewZ4k8GFGolURckk7D58eIu+sMyVQDbYySuv0qmdoMKAO9/xG0qXgTb+x/g6LGIlLCU1gyYQlzkk+PojGfRFQd0Asa/13th2IMHGVBR5EzAxJik74Ht6bvPcHpUkgnAwEZkajig2jZXirZmBajJHVCMKgUqBOCiVo8kqCJcVS9sR9DrX01UU+wqXgT9225j/z6fHQmHfn1+dy35T42FW/y6rxOa0TVAd18Jy62LdEVlIgxcJQFHcX7YfkgwtpnQKGAcecO9Zj2gTuw50Ew2ArpZMxELEij6t97CRwXiypCmiLR7kZJ3VFFB1L99kGirsnCP8U7/dxv7H8DBQqEzt9vAQEFClbsXyFnB7xF9AjPavzbMy1SqrENSjrncvWqAaMs6CinRTCQn72d7Ws+pL68lMghScy48joyps1wy7W6p+/rK1pZt2wfE84fRnD4wKy+P2UqZGHwFtLJgF+ohtBzh9Ow7jgxN45267WCxsWgivCn9sMjhM1NIdgD214WLFsDefV5Nq8JCBxrOMavFb+SHpFOZIB9/wZ5i8ENdGn8W3Czxr+9bQmlEkwilrfxYwZdIACngehQfvZ21r30jFlnWhC6Hi+5/1G3BQTdObD5JMWHall41/gB6e3e1HSA/QduR62OoK2t0KumQjKeQTAJVL+xn9BzhxE42v3ufIaGDmpXHiZgVBRhFyS7/e/EsjXQPSPQHQUKIgMiGR8znmMNx2g3tpMWnkZaeBojIkaQHpFOekQ6uyt39xjH8vjy7JflgKC/7HoHvv2z+fPaog7orgX46ThzoaI1ShWYDN2e6AwMBpDfgDMM+mBg5UN3UXOi2BwIWFAoiB2ewo3Pv+b26wsmgS//vZ+0ibGMPSfJ7deTEkEQ2L3napKTbyM25nxvT0fGg+jKWqhdfYT4pZNQusHoyhpTh4G6j3JRaJRE/TYThdp911y0bhH59fl2AwEBgVdmv8L5yebf+TZDG4WNhRxvOM6xhmMUNBRwrOEY5a3lGAWjzfmZkZmsuWSN2+Z/WrD936CtgTlPuv9ab8wQ35aIHwNn/r4zKMH9QYmXGdTBQFVRAav/vBTBZOua5qdWs3T15x6ZR2tDBx//PZuAEA3Nte1ExAc6ZXHsLSoqv6S8bA0TJ/7H7XdrbYdqaNxUjKGmTZas9REavioApYKIizxTACuYBBrXF6A70Uz0DaPxC9W45TqTV01GZ9KJvpYVmcWSCUu6AgFXxtEoNey+YXe/53la8+48szfA0Mnuv5aNaVEn4cOguRz8w+DiZZ7tZPACg66bQNem5cD33/LBo/fx7fKXCQ4X8aRWKIhK9JyLWkVhI+2tBhoqtRgNJkktjt2F0djG8eMvkpHxF48EArWrj2Co0MqStT5E2AXDaTtUg76ite+DJUChVBBxcTpBk+KpXrEffUUrbYdqqHhlNycf+5mKV3ZL8juREp6CwqpKXIGCrMgs1lyyxqFAoLdxUsMHbveQT9BSBU2lkHiGZ643+hIIH262L1b5Q9gw8/ONJ8zbBG31g1Jx0JpBEQwIgkDFsTw2vvUa7y29jYrj+Zz/+yXc8NyrnHfzbadqBaCrZmD6ldd6bH67viq0aTd0hzKhlBSXvE1MzGxCQjLdfi1ZstY3UfqriLgolfrPjyGYPJdADPnNECIuHUH1WwfcEiQumbCka48fTm0NLJmwxKVxLLg6jtP4ijqfuzi6HrIuNBfweYLWWhBMcOdOeKwKAsMQ/cAeZIqD1gzoYKBD28q+DetZ9ci9fP/eGySkZ/D7V95k7h/vJmFEJgqFgoxpM7jk/keJHZ6Cn1pN7PAULnngUTKmur940EJDZZt42+zJFrLXFVB2rAGj0XYrw1u0t5dRVvZf0lLv9cj1ZMla3yVgTDTKQBXaXys9e93MSJRBIs1OEgSJc5Ln8PLslxkRMQKAjMiMHjUCzo4TqApErVSTGZnp0jhO4UvqfO7iyJcwcqHnrlf0E6TOPHXD6A2dAx9gwLUWCoJAWd5RDn6/gaIDexgxZTrzlywlLiXN7jkZ02Z4pHPAHnaVCeMC0QSo2PVVIbWlLQxJj2DY6CiGj44izItyrceOv0Dy8D+iVttvqZISVUyg+e6vOwqzZr6Md7EYGVWv2E/A6Cj8Qtyzjy+GoUGkwluiIHFO8hzmJM/h7h/u5pqsazgr6SyXx1mVs4rHpz9OeoQHtDd8RZ3PXbQ3QuUhSHbt5+EUFmGhqqMQmmD+evQlntc58BEGTDDQ1tLMkR9/4MD3G9AEBTH+/Pmc//vbUQcE9H2yl5myMJVv3zxkI8k6/bIRpJ0Ryxlzh6PXGSnLa6Akp5YDP5zAZBIYPjqa4aOjSMyMQBPgmR9VQ+NuWlqOMHrU8x65niAIqCL8zcGA1fsTdv5wj8xBpndUkQGEzEik8etCoq7K8tx1PRAkzh46m80nNrscDEiCZVGqPWZeiGY90nNhFwTza/nfQdURBvVda95GGDEH/Nz8eWddNNhUZv76qlXddA6sPpAGmeKgNT4dDAiCwMkjhzj4/QZKDh8g6zdns/DePxEzPMXbU3MKa2XCiIQgpi5I7aFMqNb4kTw2muSx5r7u5rp2Sg7XcvSXcn5YfZSoIUEMHx3NsNFRxCSFoFCaU1rH91ax66tCGirb+tWlUFW1gYLCZbS25hEQkERNzQ9u1+UXTAL1a/PNBZ3XjKR56wn01VrUsUGEnT9c7ibwIULOTqLqtb20H28gID3CI9fs8jWw4IYgcdawWbx14C0EQfCODog99bsr3gH/EHMAcGyTuaJ9xPkQMRzqi7EJCAbLXeuRdTDBA/VcvWVYlmwzBwVbnzMHWYO8pdCC11sLxdQBk0aN4fDW7zn4w0aCIyIYf948MqadhUrjuRSlL2EymqgqbqbkcC0lOXW01LUzdGQU/kEqDmw+aRPAzr9trFMBgcWZ8BTmgcaNXe62gEAwmKj7by4oFURdlYnCb0CXr5wWdBQ1UvvhUZRBKo+1gDb/fJKmDcUIguC2IPG69dfx+PTHGRk10qXzb/rmJte3CUR73AGln3nffMQF5jvlsCHm523a4DofR14M16x2af4+g74NXhkHSw+Cuh/bpH1lWuqL4LXJVoJCnaj8zUWEpyFezQxYqwPWlBSx7qVnCAgOYex5c7nsocc82gLoqyj9lCSkhZOQFs7Ui9Nob9Vz8mg9Wz44aj7AKrjdtb7IqWDA1pnQPJC7nAlNOiN1HxzBL8KfiEtHdGU5ZHwbU4seU5MOU5O5t95S3R+9eJTbAgK/cH8CJ8QSdaX7ulpmD5vNlhNbXA4G+oVosRqgUMFV79s+P/oS27vWs++DnW/BtmVwlmeKft3C8c2QPKP/gYBYpuX8x6GjBfK+NQcBAeGgreN0qwvoDa/ejm1f8+EpmeBuhETHMGvx7+VAwA4BwWpGTI7DoBPpQBCgwXqftQ886UxoajdQ894hVAnBRFwmBwIDCW+0gBqq21DHureYdtbQWWw5scWt17BL9AhsnfEU5p53e4y+xJzKfqzK/DjuSrjuv3DgU9j9HzdO1s0c+dKc4egPoul/4McXISjaLCV81y5Y+Ao9LWZPj7qA3vBqMFBfXmoTCHQ9L9MnEfGBop8jEQnOFVj5+yeKPCu9M6GxVU/12wcJyIokfH7KgPRqOJ0QTAK68laafyql5j+HbYv5wO0toObtCPd2lZQ0lZBbn8ukVZNYtG6RU/bFm4o3kVObw2+//K3T5wLmFLaY77mzi1JgJNyw1izje+gz5851BHdqG+Ssg+UzYP+H8NOL/RvbXqZFMMCMuyC68zPNkmGJH2PeGogfM2g9BxzFq8FA5JAkr6sDDmSmLEwV/RyZusBxBTRBMHVTUesZJUvpTGhs7KD6rQMET44n7NzhciDgoxhq22jZWU7th0cof3YnDWvzMWn1hJydhCpeZFF2cwuooboNlRszA5uKN3H/1vsxmAzoTXry6/O5b8t9Di3qFsOjdmM7epOevPo87ttyH/PWzHM8KOi+KPlpzP+uctEeNyTOHBBs+pu58FAq3KltYBm7Ksf8dfXR/o1tL9Milv63zrD09Z4PcrEnrxYQdtUMdM2m01HQw6JAA5nje6vYtb6I+vJW/NRK5tw0ukeXghhVVRsoLHwVbVsBanUUGnUMySlLKCp6Da22QHJnQkNtGzX/d5jQc4cRPDlekjFl+sYRvwdjs46O4w20H2ugo6ARhVpJQHoE/iMi8E8LR9mtpdUiG21du+aumgFBECh/Opshf56KQuWe+xZ7pkUaPw3PzXyuV/fB3gyPANfcC/89FYw6aC4TL35zhOo8WH0FXPGWeQ++v9gz8onJhOs/Ne/Bm4zmR8HY8+uux87/C1Zff/eEWXpYzCRoyTbn59pVM9BtLFecBq2LENPPh+3da6s6H69aNTj0HfCRboJvVyzD0NFB9NBhTL/yWjkQcAGT0cSqx3Zw5cNnEhzhb/e4U50DPU053NU5oK9speY/h4lYkCa3CnbD3cZMXQu3FZFXZaIMUHUFAEKHEf8REQSMiMA/PaJPc6C2QzU0fV/ikRZQY4uO6hUHSHjwTLeMD72bFkHvC3pv57rkXmhvIXNlwSnbCx8vhms/hCETnDvXGnsWvyhgyHhQ+JntfpUqcxeEsvvXnc/ZO+bX/zMHCNb0p6r/8yVw7DvoaOrZFthXl4EFex0bYt+/q0GLD+J1nYGMaTPY9dVa5t1+L9FJw7w9nQGL0k9J5rQEjv5SzuT5KXaPs+0cAHd1DuhONlO7+giRizIIyPCMmuFAwHqhdkdVvmixH1C/Jo/AMTH4j4ggZnoiftEBTm3ZBI6N8VhQZ6g2B0ruJCU8pVc74xX7V9gNBno7V0CgsLFQ/KL2FiUp1QUTzzBnBj6+Hm74vPeCxL6wp8gXPwZu+9H1cQFKdkin9telKHgEwofCgpdOvW/2ugzEAq2t/+z8j1URog2DSOwJH/EmaKmtJTQq2tvTGPCMmjGEI9vL6S3Z46nOgY6CRmpXHSHqmiw5ELDCE1X5on4PAEoF0dePImTaEFQxgT5du+HuegGwNRvqTq8Leh/n2nUvtLf//uFVUHkYSdUFU86CBS/CB1dCwwnXxoBuRY4WJKy8tymgdHHs7u+rYDJ/v5baA5MRvv8bdgMta6pzHbzo4GpF9HowYDIZ0es60ATKOvT9JSIuiOBwf8ryG+weExSYhm2BjXl/tqBgGW1t5k6OqqoNZGcvYPOWUWRnL6CqaoPdMa1tZhs2FFH3SS7RN47GPyW8v9/WoMOuMVN5q2RWvaJ31APM70Ffo3V7MGAxG9L42W6P9GVHbDk3MbhnN06v7oX2Wt/KD0BMFr0Wv7lSwJY5D877q7mGoKW67+PFGH0JXPIa+Kmlr7yXqqrf3vv6+e3wrwyoPY6kgdYgbEX0ejCgbWggODzC29MYNMQMDeHrNw6y4q4tfPz3bI7v7bnvlpp6D7aROGRmPAEKBXv2Xk929gIOHrqDltZcTCYdLa25HDx0h2hAYEl5d7eZbdl8gpCZSWiSQtz7zQ5Qek19S2TVGz4n2fwfq06TgeT3YKhuQ+3mtkIwL+rPzTTfITprazwneQ4brtzAy7NfJisyC41S07t7ob3Wt7Y6OO8x7N4l96eif9yVMO12c0DQ3tj38WIEhMOYRY5X3juDs1X9Yth7X016uP8oxI8WOUnkzj5nnbgyIZjrHtRB5o6PQdiK6PVgoLmuhhB5i0ASju+t4sDmk+jaDBgNJmrLWvn2zUM9AoK4uHmMG7uckJAslEoNISFZjBu3nKFDryUt9R5mTP8Bg7G182hbRUJr7O1Ne9rydiARcnZn62xvGfp+bhsEjo0hevEo1AnBoFKAn4LwSwZWEacntgksnDf8PMI0YaRHpPe9oIswJ3kOay5Zw+4bdrPmkjX2zxNtfQOi0nu/S+6tnsARptwCYy6DD68GnQu6ECXZMHya8+d5CrviTZmg0nRuR0Cf2xFd9QIixI2CiGSzXLLUAZEP4PUCwpa6WkKjB84HlC+z66tC0c8La3niuLh5dosFFQolHR0VIq+I1xXY25t2pxDNQEdo1REwOgpjfYf5fTKIiaT0/z3sXuzXuruStkM1hM5I6teYnkIwmjBp9ShD1B65Xk5tDiMiRrDywpXuvZA9RzxtHZTtMwcEYsWCone+Tqa5z74f2hrgkxvhmg/Ni6SjnPgFJt3Q93Heoi+nwfgxEJoIQVG9mw/VHrN/jdmPwPoHICDCLd+Ct/F+ZqC2lpAoORiQgobKNtHPC2fkiatrvsdWyQjsKRIOhr1pTyKYBFqyK4hYkEb8vZMY+vTZqMQUIyV+D4POiMPYpKP9WINkY7oTQ107flHOdTr0h59O/sTMoTPdfyF7d/9XvAX/vQGy34Kc//WsDTi01pyetsHJAjaFAi54CsIS4fM/mgvrHEGnhYaSzpoGH8Xe+yoI5vfw9SnmLYNZD/e+HRE6RHz8iOFm4yhDB6gD3Pu9eAkfyAzUEJFg5wcg4xQR8YHUlrXaFP72Jk/cU4AoGkEwkJHxF/Lyulff2lck7LKZtcpIDKS9aU/SfrQOdVwQquhTQZQn3kOFUkHEglQavizA/+4zfN4TwuxJIE0wtKl4E2/sf4OixiJSwlNYMmGJTbvgT6U/8cT0JyS5Xp/Yu/v/w/ew6rLOroJuLXBrbob4sdBWj907X0dRKGDhy/DZLfDVfXDxMlsV2O7krIPv/graWnjzbNdEkDyF9ftq3U7YWmP+esY9cPx729bO3StBZ9kitXqf5z1jfk0zeOugvJoZyM/ezoFN3/L9uytY+dBd5Gdv9+Z0Bjw28sSdv8f25IktAkSWQsGOjnJ0umr8NfGidQViioTWe9Oq+CCUIWqUYYPTbtq6c8LRIj/LebWrctBXtvY4z+Y9jA1EGaRCPSRY0rn7p0XgFxWAdrfv13NIpTFgkQzOr89HZ9KJyg3XtddR3VZNSVMJi9YtYvKqya75DPSXkLhugbzVXh+cuvMF8/61qwVsSj+4/C2z8t9/r7ffoWBZTOuLzO16UsoQewJ7dRbbXxVp7bzGbPJ0+8/26zba6s0eEIMUrykQ2pUivv9RMqbJCoSuYpEnbqjQEpEQxNQFqXblibOzF9DSmot1KiEkJItpU9e7PIeOwkbq1+QRd9cZKAO9nnySDHuqfn2JBblynnZfFc0/lxJ3+wRJpXgNNW1Uv3OQ+PsmofT33Z9N3Zo8AjIjCRrfu7R2X4hJBlurA355/EvWHV/HL+W/2JzvkqRwf7Cn9tddke+9+Wb9AEtg4CoHPoW1t3Z7wkrxcPl0s4CPVFLBnsaucqII/mHwQC5oeslGle+HjY/BTV9KMz8fw2ufBjb2xYIACgU7PvtIDgb6QfoZcT2KBXvDXQJE/qnhBE2Kp/7zfKKuHenTwjZi2JMKttc50fhdMZpU+3oKjRvtiwzZCwaCJsbRUdBI4zeFRFwsnXukKiaQwLExNG89SfjcFMnGlYqu975CS0dRIwqlol8dEEWNRTbCQAICufW5LFq3iCUTlvBT6U/k1okLzbyw6wXPBgP21P661waEDzOL6vQ3GNj2MqK9+Wv/CF8/BC3ihcQDRnVP9L20g6Gj90AABn1mwGvbBKL2xYJAXdlJ70zoNERcgEga6+LQc4dhatGj3eX7KenuiOkm1K4+QssvZRiqxDsnDJVaqt/Yb/efoco169+Ii9PoON5I2+H+CRBZE3b+cLS7KzE0tEs6bn/p8d4Dxpr2fustJAQn2H3NsmXwTeE31HfUix5T3lru8rVdwhFFvohh0NgPRUELdu1+jXDPns5gw0EHQF9E9L0UQ+GYXLO2DgKjpJmbD+K1zEDkkCRqThTbBATBEY5HXvnZ29m+5kPqy0uJHJLEjCuvk7MKTpCaeo+IaZFAa2s+2dkLzM6FLvoVKJQKoq7Oomr5fjTJoajjpd3/dhf27v4bvixAGeiHqdVKkEQB6oRg4u+dZHfMild2dy1wPc7ro0BOofYj6vqR1LxzEPWQEFRR0lQxKwNVhM4aRtO3RURdM1KSMaWgN5lmR7MD3YsFE0MSqWmr6RxGIZoh6AtHjpEUS1X81ufst8CFD4M6CeTD7WUhYjJBE9x3u56vY/1egp1tAwe/Jzkz4B5mXHmdbWYAaKqucqiQ0FJzUHOiGKNeT82JYta99IxchOgE3QWIFIpTcaEgGHpVHXQUv3B/Ii5Np+6jXAS9g21MXsaupr8CIi/P6Pp/16MDVf82aoAOngfmgCFsfio17x50qXDRHsHTEtCVtaA70dyvcaTErkyzg3oL1sWCRU1FaA1abh5zM5mRmXbP81P4MSTYfkfT3DVzPVtM2Jcin1SZgb6yEFJJBXuT7u+lPZSqvr+nnHWw5Z/m4kMxKWhXpKJ9DK8FAxnTZhAaI1Ic1Fk30Bfb13xo/o9IzYGM48TFzWPa1PUEB1kreNlXHXSGwNHR+KeFU7MqR9LFzF10b/nrovMu3rrqX50Q7JDToKvnWVCqlRhq2222LvrzHir8lIRflEbDVwW9Glt5kv5qVryx/w2bDIACBdvLtrPmkjVkRmZ2yQ13Z1joMP405U92xy1vLbfpQPAq4cP7ZzxkwZHFXgqpYF/BnkphbB/ZMUtXRWuVWarYuquiP1LRPoRXy4m1jQ22TzpQN6Brb6P2pIhUq1xz4DLudDPUJIfRsr2s62t3WPZKgaGuHVN75zaAVWbUchfvqoVvf6x/pUifixGQFUnLtlLaDtb0u2pfCsLOH07dB0dPPeFEBgXsFwtanAeXTFjCfVvu6woYLI/3TrqXOclzUClUGARxXfq+7Iw9SvhQaJToc86e5sFgxNVtj76spaW0nvYiXtUZiBySZCt4oVAQlTjU7jnlx3JZ/ef7UAeI7J/2ca6MfdxZTNi0WSRw66f2vtR0FDdR/dYBIhak9esu3h30N31uD4VCQcSCNBo3FCHoTf0aSwoEvQlVfBAqF9/7lPAUmzv/7s6DFpfBzMhMNEoN8UHxzBgyo2uBT4tIE80cQN92xh5FE2Tu+9f7VgGoz+Pqtoc9KejKQ/DyGOmtp72EV4OBrroBS0DQ2Wo4/cprbY41GY3s+Owj1i97njm33EHM0ORT5/RxrkzfnHIztGBfddBZ3LWYSYV2XxV1Hx0l6rqRBI2PJXBsTJdUcPy9k7yevXCn5LM6IZiA9Aiat5X2e6z+YGzqoGlDETE3jSFhqWvv/ZIJS7ru+EHcebC7odC42HFcO+pam/PF6MvO2OOEJ5lFg2QcJ2ed+S6+Nr9TefBhx7Y97JlLQS8ZmgHUddGJV4OBjGkzuOT+R4kdnoJCqSQ0OoZLHniUjKk9OwIaKiv475OPUHvyBIufXYZKo6FD28rCpY8QOzwFP7Wa2OEpoufKOE6A/ykTm4CARLuqg85iT0nO2/4FgiDQtKmY5i0nib1tPP7Dw7w6H3u424447IJkWreXYWzWSTKeswiCQP3aY4TOHtavjonud/5KlAwNHWrXeVBv0rOncg9TE6banJ8YnGg7RwfsjD1K+DCzX4Cn6G+BnLcL7Lr29Q937usfNn+98a99n2tTaGmNdeviAOu66MRrCoTW7PzfGgSTiWmXX9X1nCAI5Pz4Az//dxXnXHsTI8+eDcDHj/+JaZdfRdqkKV6a7eDCIktsvZc2buxyl1sLu9OlwNd9Ww2IuDSdkOm2H7zuooeYUHQgykAVSn8/oq4diTLAd9X4wDz3pu9LzNkUk0DU1VkETXBMXMoRaj8+SntuPYLe2ENoyV10/1kog9UoA1TE3ztJEs+ETcWbeHL7k7TqW0mLSBP1Ivi14lfePvg2b17wpt0xVuxfQUFjAX5KP/559j8dtjP2CBv+ArFZMOlG91/LWuPfWqnQ3ef3l5x1ZqVFe2qEfc2jdDd8+6j50aQXP0apNv88enNE9HF85hMwPC6ekoP7u75ua2lm01v/prWxgWuefI7wuHgA8rK3odJoSD3jTG9NddBRWPgqYgUwhUWvShIMWKrpLYuZOjYI/8xImn8uJSArSrL++d6wlgQ2VJq3KKKu8/1AAHoWINZ+dLR3cxknaTtUQ9u+6q6v3V3gaf2zMDXqMDXqaM+p7ff1LO2FFizCQtaywj+V/sTZSWfbHWdO8hzmJM/BJJi44NMLODPBxz5vLCqEnqC/BXKeLLDr2groNCFKP9/cDtjr/ETmYTJC7tew43XQtcD0u8wyxG/PFtdmiM0aGBLNveAzn4KNVZUc2baFwz9+T0hkNLr2NiZfdClTLl2EUukHgNGg5+ePVrJw6SMDTuLWl3FnJ4EFsWp6TVIINe8dIubWcagi/CW7lhj2KvKbN5/wiUp6ZwiaGEvrzgrJ5u2ubgV3Xs+eE+Hyfct7HGepIbDuBPip9CdemvVSn9dRKpRMT5zO9rLtXJh6oUNz8wgRw6B8n2euVWOngM7RAjl7BXhSF9hZZyAqczqL+/qaX7d5dLTAvg8ge4XZsvncRyFl5qnge6ALMfWCTwQD+dnb+enD/3R93Vhl1sSOShzaFQgA7NvwNYmZo4lLSfP0FAc1QYFpooZFUnQS9Hrd8bFgEqh59yCxfxiHX5j0AYGxWUfbgWpbBUDwqSJGZwjIjKT+82MYW/X4Bav7PZ6nCzylEheyFAha7v7PHXYu+Q22C4x1J0BFawXthnaSw5Idut7MoTPZemKrbwUDnsgM6LSw/yPEtf2dKJALjIJma1lnCQvsLNmAypzOJ6y8FvoiOA4aS2Hnm3DgE8i6CK77RFyi2BGFyAGKVwsILXSZFnXHSkCoraWZX79ay1lXL/bw7AY/tp0EIFUnQV8ETYwjdNYwqt85JFkBm0mrp3VXBdXvHKTq3/sw1LXjFy3Wiur9IkZXUPgpCRwdTdtBaYSb3Nmt4I7rWYsLWR4P1hwkLdy2PdC6E+Dn0p+ZmTTT4ezi9MTp/FL+CybB++2XXVQehhPZ/SvIs1fU11QGm/4Gr02Csr0w52+dJ1hVsDpyN7xjOfhZAlYXzu9r/i+PPVUY6Kp0dOMJWDHT7Fy4ZDssfKl3r4LBJMTUDZ8IBhwxLcpe+1/Gzp5DaLTviNQMejxUWhp8ZjwhZyVS8+5BjK12CnT6wKQzot1XRc3Kw1S8vAfdiWZCzx1GwsNTiLg4nYgLOxcDFySBfZGgM+LQ7utFYtUJ+iOX3K/rWZBAXAigqaOJu8+4u8/2wp9O/sTMoTMdnm+YJozhYcM5XONAytkT5KyDL243F7O5qnhnTzXvvQvhnTmgCoDbfoJL/w3T7+jZnx8QDlP+0PciuP01OPAx/HHrqfP9/M3yv1et6t8iapm/w7LMvQV+CghNgHMehKDBa0TUFz4RDPQlPtRQWUFe9jamXLLIC7Mb/JwqIOxO/6WInSFk2hCCpw6h5t2DmLSOBQSCwUTb4VpqPzxCxfO7aM+tJ3jaEIY8MoXIKzIISI/oqk7vrySwr6EZHoqhpo2KF3/tt8Szp98by/WUYRpQIqm4kLWwUGZkZo/2Qp1Rx77qfZwZ71xB4MykmfxU+pNT57iNroI8C90K8pwewyql3lAM9+yF2Q9DSLealO53w79bD0U/gamXTMnPL8Ohz+DG/5kXWMv5f62CpDPNKoq90Vcros17IEbn62fdeyqQET1HgLpjfYw1+PGJmoEZV17Hupee6RIOshYQ+unD//Cby69GEzjwUroDAU8UEDpCyIxEBIOJ6vcOETIjkeYfT5rbALu1uglGgY6CBrT7qmnPq8M/OYzACbFE/TYThdqv1/H7IwnsDE0bN1Lz+nJ0hYVoUlOJufMOwubOlfQa7YdrMbXoMbWYA6f+dgB46r3pfj19pRaFRknoTOdUQ89KPIu8+rwez3W/+7d0AnTHUnBY0FiARqnh59KfnZIWnjl0Jk9se4I7Jt7h1FzdghQFefbsi7U1nYtmLySMg7BEyN8IWfNtX//xBcj9Bm74AgIjbF/PnAd5GyDJjtOnWCHgJzf0bAG0N/8uFOYAwLKff8FT5qffmCHeDTDABILcgU9kBrqLD1kLCJXlHaH2ZAljz73A29MctLhTithZQs8ZiiomkPpP8myMearfO0jFcztp+bkU//RwEh44k+jFowkaF9tnIOApmjZupPSee+nIy0PQ6ejIy6P0nntp2rhR0uv0VpE/UDC1GVAGOlcAual4E/93+P9snr95zM12dQC6uxkaTAa0Bq3TxkPFjcUcrTvKpFWTWLRukXdNi6JHiDzp5IJmz7TH0TFm3APbltk+v+U5yNsIN3wuHgiAeQti2yvid/0mI2x6ovMLkVbEXuffjatXie/n9+XUeBrjM6JDYgiCwEd/fZDpi66VdQXcyCnRIQudokMSKRA6S8Uru0Wr/5VhGuLvnSRJBb27KLj0Ujry8nvWwCgU+GdlkvbFF5Jd5+RjP4NB5E9XpWDo0/b7532Juk9yzRmJ0dEOn7No3SLy6/NtnAkTghN4aMpDqJXqU//8zI+P/PgIJc0lNudkRmay5pI1fV7TWrvAUodgrV3gMeyJ+DhjL2wzRidKlblnftYjvWsACAK8eQ4seAmGTTF/vfkZ8/bB9Z+Cf2gf17XQef3JN0NbHRTvgNZqRO/6Vf6nrIhtxukkfDjMf6b39yFn3aDsBugvPrFNYI+8X7ahDggkZeJkb09lUBMXN48xo1/mcM6DKJV+BAWlkZp6j1cCAbDTeoa5S8AXAwFBEOjIzaVpwwbbQMB8ALrjp7ZcpNhGUMUE2gZMA6w7wqQ1oAxy7iPInjNhpbaSbaXb0Jv06E16DCYDeqMenUlnEwhYznHUeEise8GrLoaJEyEkHoJjXV/QurfIVeeeUtbrbtHbmzKfQgEpZ8Pqy8GgMy/+wTFw6/fgH2L/uvZqFY6sg8tWwKXL4b25fafyLfP/4g4wtps1ARx9D04np0Yn8NlgwKDX8/PHK7n4vj/LAkNupqpqA8cLXgQEggLTSE3xXiAAvrXQ2Vu4BUGg/XAOzRs20LxxI8qwMMLmzUWTkoKuqMg2IFAoKF58A/5jxlC/cmVXXYxlG4FXlzkVEITPSbaVeB5g3REmrR5lkHPBXUp4imhmICMigydnPCl6jr1sgqPGQ31ZI3ucI1/BhGtO7YM7g7VC36xHuvXoO6EQmLMOfukm8KTtMNcbHP+h94XW3l6/rgUyO3//bYR9OufU3mi+rmX80ZfAwU9g6h8h9RwH3wAZe/hEzYAY+zZ8RdLIMbLAkJuxbBG0t58ETLS05nLw0B1UVW3w2pw83epmD3v7/yfuvJPjc+dR+fe/4xcVxbB33yX100+IvvVWYu9bauvECST+61/E3HM3jWvXmp+3BAudx9YsX247gV7o0QHgpwCVkqjFIwdEd0TboRoqXtmNrqSZ2tU5TnVBOOJMKMU53enLGtnjHPkSRrlwZ2uvndDmLhz6LEgUreZ3oKPBkVoFy12/dcdB40nbFkqlGoyutSPL9MQng4G2lmZ2r/9CFhjyALZthad8CbyFr7QB1ry+/FSHC3Q9th88RPL7K0n578dE3/w7NENPuT2GzZ1L0qvL8M/KRKHR4J+VSdJrrxI29wKCp05F6BAxSxEEdAXO32V2WS3/42z8U8NsFixfxOJLYMn8GKraqF19xOGAoK/WQanO6Y51MAFecjHMWQevT4WS7bDuHueFhuyl6JUqnC4mdLWjwdECvtGXQEAYYp9NXQFHzjo4/j18eLV3nBAHGT5ZQLh55dtoAoM466rrvT2VQc/mLaMwmWyV/5RKDefOPiJyxsDD1T36o+MnIOhs3xuFRsPIA/tFzuibgksvoyMvT6TAMIu0Lz53aUyAjpImGtbmE3ePNM5/7kK0OFRh1hqIv9dOq5kP0MPFUOHHP2d62MXQXuGdM85/T8eJO/cpVeZaAWcKEu216MWP6duwx9ECPnvzVfnDFe/0//2Q6YHPZQbqK8rI37mdKZdc4e2pnBaY2wqt8U5boTvoT6ufJjVVVAxLk+b61lXMnXfYbiMIgvn5fuA/PAy/cH+XhYc8had9EKRiTvIc1lyyht2LdxMREMEZ8Wd4dgIbHrV6wgWhIXsp+tiRPRUG48f03ZnQnxY9R+V8g+1YdAfHmTsXeuDC+yHTA58LBn768D/85opr0ASI6JfLSI7ZlwCs/6g94UvgCURT/Q7u0Xct3BYkWLjtbiNc0H8djbA5yTR9X4Jg8rlkXxee9kGQGoVCwYzEGewo2+G5i+assyO766TQ0MyHsLuAO6u3b9nXdyaAkIq2eqgWy1q6wQnxNMKnuglKj+ZQX17GwqUPe3sqpw1RUWehUoXi759EW1tBn22F+dnb2b7mQ+rLS4kcksSMK68jY9oMD8/acXSFheKtfg7s0YfNnUvrVb+l+btNmFpb0aSlEnPnnf1euMPmzpVckRBAMywUVVQAbQerCZpg567Ky3R1QVgYgB4RZyWexZYTW1iQtsAzF9z6T/uvOSM01FAEyWeZq/Kl6LF3V4uepePBnu+AoR1iR0H1UWQlQenwiWDAssDUnCgmPDaO47uyfXqBGUzU1v1ITPR5jBnTt7d7fvb2HrLRNSeKWffSM1xy/6M++/PSpKba7tFj/ghp2rixz0VZV1jE0Nf/TdAk393P7k7YnGRqVh6mafMJGylnX8A/MxJlkAplsBpDfTvq2CDCzh/uM/NzhN8k/obndj6HSTChVHgguVrbi26+o8p5Ncdg17tm06Bgx0WePE4PMSQxOrc1Zj0sLrwkKwm6jNe3CSwLTE1JEQgCjdVVrHvpGfKzt3tlPlVVG8jOXsDmLaPIzl4gWYudu8btL9XV3xET65hwSpfVtFXKvbvVtC/RtHEjxuZm28wAgE7XZ+2AvqoKXelJAidOdN8kJcZY346pSWcj5ewrtQSt2eUEjosh4YEzGfr02cTfO2lABQJgdjFMCk3iaN1Rz1zQnvSuws+8eJbt7f18kwnW3Q0X/M23AwEQ6XjojtW2hre2KQYpXg8GuhYYC15cYCw99y2tuZhMOrs9984u7I6O62lMJj319duJjnJMsMMRq2lfwVI4aCgv7/W48r8+jkkrXrzWvGEjYRfMRaH0+p+Jw/iyZ4Gpw0jLz2WEnjtwtgTskRCUwB2b7mDyqsnu9yoQLdYDFr0DabPhf3fB/10ER9ebtf2hp+vfy6PNqfUxA6AouzcDIusF39k6B5le8fo2gS8sMFVVGygsfJWW1lzLBHo85uU/hZ9fIAEBiTQ1HyYn534sUaplYR858lnCwyag19ej09ej7/avvPwzkXHNvfxxcd5R+quq2kD+sWfR6WrZvftqc51AH3OJHJJEzYlim6I6i9W0N7DXNljz79d7ZjHsYGppofCqq0h68SUCsjJ7jv3tt8T/6SF3Tl9yfLlav2VHGQGjo1BF9OGK5+NsKt7EN0XfdH2dX5/PfVvuc59XQXfpYLG9/onXQeFW2PE6bPyrWSZ4z0q67qSby83/jnzp+2130SNcb1mU6RdeDwa8vcCcMumxl5qCjo5qysrX0NFRTlPTgc5nrQKGvCcIC5uIWh2BWh2JWh2FWh1BaMgoThrFPog9bxFswdqYyBLQjBu7vNeAoMtq2oKV1bSnsdz9W0v7Ns69wFwn0BcKBf4ZGcTdfx8nbr+dmNv+iF9kFDXLl6MrLEAwCegrKgmc4P7vRSpEpZwBhZ+S9mMN+KeHe0Xe29RuoHV7GXF3ebglzw14xaugt2I9hcKcIUibbfYZeM/yN2y1oPYmL+wr2EgRy7UAnsLrokPWRWkWLBbG7iY7e0FnRsDe26AgJGQk06Z+Bbgm0iN+jZ7jehL788li2tT1vZ6bn72dzSvfpqW+lphhyUy/8lqP/JzEEBXwAfxiYvALDzN3DNj79e78fbO09ekrqyi59VZ0+fk2v4tJTvoGeBOLwp/1Z2nIOUnoTrRg0uoJOSuRoIlxKDWes31u+r4EU5uBiIUDX1588qrJ6EQ+AxQouHXcrYyJHsOYmDHEB8XbDbw2FW/ijf1vUNRYREp4CksmLJEukOhNrMfi+ufLyK6CXsHrmYGMaTO45P5H2fHZR9SVnUShVHLG/Is9tsBo2wroLRCw7rkPCkwTXUh7E+lJTb1H1CLYW7384t+zY5mKjGkzMBoNnMw5xJxb+yeU019E2wYBU1MTCY//tUfWwPKoSkrEWF1j0yaojo879cFtlaWqWb58wAQDFinnpu9L0Fdrbar1dWUttGwvo2lTCcFnxBE8fQiqiAC3zsmk1dOaXU7cPZ7PCrhj0bVnljQsdBjRgdF8X/I9r+19jUZdI1lRWYyOGt0jQPi+5Hvu23JfV3ZB8m0Ge6n2gdJ2J7sKegWvZwasqSw4xlfLnuOmF15HpdG4/Xq9ZQZCQkba9NzbbiuYH8eNW96r019V1QYOHb4XUBAc7F2L4F+yL6S11TqN7nimIn/ndgr2/Mq82+/p81h30pe0b9PGjeaUf0GhQxoB7pAf9lWMLTpad1XQml2BZlgoITMS0aSE0X64lsZNxZK2JTZuLAKjQPiFnjX22VS8qceia3ns76Jrb1xrvwOtXktufS6Haw6TU5tDTm0OjbpGtHotWkPPrRwFCjIjM1lzyRqX59VFj/Y8B+WFZU57fC4YANj41muEx8Yz7fKr3H4t6/3z7tjbQ6+q2kBh0atotX2L9HRn+47zmXLmGtTqyH7Puz8cPvwAFZVf4GxAY6Fgzy5yt//IhXc94N6J9oF1zYB16t9Z3OUb4MsIRhNth2pp2VaKsVmHsd42vWwxiWo7VGMOFKrazH1IJgFVXFCvAYOxVU/Vsj3E3TsJv2Dn7Ir7iz3rYikWXYtXQWFjIanhqSyZsMQhrwKtXsvZH5+N3mTrtKdRath9w+5+zasLH0q1u3VLREYyvL5NIMbZ19zIqofvYfSs8wiNcm8PclzcPAL8k2jvKLV6xX61f1zcPK91AfQXg6GZ+oZfGDnyH5w8ucrpgAZAqVJhNBjcPNO+CZs7F15dRvUry9AVFuKfldkvhcCYO+8QDS766xvgyyj8lARNiCVoQizlL+wSPaZxk7ktsYdyoMn8YNEx6O4q2RU01LSh9PdDkxrulkCgr0WmsLGwRyAA5mK/wkbnHSKtmZM8x6UFLUgdRGp4Knn1PTNzklsi+0iq3TqL4vbOCxmX8clgICgsnDMXXsFPH67kIg/cfer01SLPeq/a3x1Y2idbW/NRqcNRqyL7LBa0h5+fn08EA2AOCEIvuIBj55/P8P/7P1SRrmddLMGFM1sLgwljo0jRGWCoaKXuk1zR14AuHQNL9qB70GAyGGg/VEvboRpJxYXsLTJ3n3E3Wr2WrSe32pmqxIuuC6SFp5FXn2ezzeBxS2QP8MKuFwA823kh4xI+q6Yycd4CqgqPU5rrfhtds3OfrZvXYHHu6y56JGBEr6/vl+iRUqXGZPSNYADM5jFBkybTtrv/KdawuXNJ++ILRh7YT9oXX5w2gQDYNxFSxQchGHvZTRRAX95K7cdHqf9CRDrXDaJHYu19AO8efJfowGiWnbuM5895vvPyp/62vb3orti/gvLWcp49+1kyIzPRKDVkRmba1BsMBjYVb6KstczmeamyMzLS4rPBgJ9Kxewbb2Xzf95EMJncei2zc5+tm9dgce4rLHyVnjoKp0SPXMHPS9sETRs3UnDpZRwdP4GCSy/rISWsDAqi/K+Pi74m4xjhc5LN/7EytQu/IBlVbC8uogpQxQYSNCEWk9Z2L9wdokdFjUU2WwAABpOBG0bfwPCw4cxJnsPLs18mMzITtVKNWqnm5dkve23RXbF/BT+X/syKOStYmL7QbIl8w27WXLJm0AUCYA7Y7OHt7IyMLT4bDACkTJhESFQ0h7a4UeoTcw3AuLHLCQnJQqnUEBKS5XAx3UCgP62EYpiDAZEPfTdiKRbsyMtD0Om6BIaaNm6kaeNGGj75BGN9vc1rMo5jaUtUJwSDSoE6IbirFqArUBBDgPB5KQSOikYVJ2JF7AaL4pTwlB53/ObL2G4BzEmew5pL1rDnhj2Mih5FYkiipPNwlO6BQIgmxCtz8BQtuhbW5K0hv96+nfBg3BIZ6PhkzUB3Zt9wK5889SiZvzkL/6Bgt11nIBcF9oVKFY5OZ10X4do2SH72dn76aCX1FWWsfOguj1kY17y+3NYkCSh/5M89vS0srw0wfQBfIXBsjOjefg/9gkotKBVgMqGOD+6hY9BlUWzV1Sa1RfGSCUu4b8t9XV87su+eEprCkk1LaNG1eLSqXepAwBer8wVBYG/VXtbmr2Vb2TZmDZ3F0NChnGw+aZPBifSPHJSZkIGOT7YWWvPTRysx6vXMvvFWb0+lX3ijtfBk6YcUF79Fe/sJXG0ltNClFmkZp3Nx9oSFsT0NANSdVep620zFYNQHGAi0HaqxK3okJV8XfM2jPz+Kn8Kvz/Y+S8GhBak0B8Su032hTgtPo7y1XNJAwB3aCY5e2zoImRg3kS+Pf8nnxz4n0j+SyzMuZ27yXILUQXbnmhyazFdXeF55VaZ3fD4zADDt8qtY+eCdjDtvHtFDh3l7OgOGiop1nDjxH6acuYaGht0uaSN0pzcLY3cGA6aODlCpwDoYUCjwT0/v8iWw1gfQpA186duBiL3sgtRkRGYwPnY871/4fp/HesJPwHrxy6vPI68+j2fPflayrQGv+CJgv3sjXBPOFRlX8Mq5r5AW3vPvzVKz0V2P4fYJt/PWgbc4UH2A8bHj3TZfGecZEMGAJiCQs66+gS3vv80Vf/6bV4xW+ktV1Qba20v56ecZBFsWYzduS9TUbKag4GUmTfoAjSZGkm0QbzhMCno9pfcuJWjKFFq3bhXXABCE004fQAaKm4pJCUtx6FixgsPeqtpdScVbL9RgzkD85/B/WJi+0KF59obeqOd4w3G3aSf0hr0gJD44nvvPvN/ueWJ6DFqDlg+PfigHAz6GTxcQdmfU2bPpaNNSsGen6Ov52dtZ+dBdvLL4clY+dBf52ds9PEP7WFr7BEGPIOi6XAJdbe3ri/r6bHJzH2fChHcJCJCuYCpySJLt/rwbHSYFo5HSP/0JVWwMw1a8QdKry/DPykSh0eCfldmlNBg2d67d12QGL0VNRSSH9VLY2A1HCw7h1F1wfn0+OpOu6y54U3HvhczOBhyOYjQZWXd8HZf97zKC1EE23weASTDxSe4nGE1Gl6+zqXgTi9YtYvKqySxat6jr+y1vKedYwzHR762oscjp68xPmc+vFb9SrRXTd5HxFgMmGFAoFJz3u9vYuuo9DFb7w5a97JoTxRj1empOFLPupWd8JiA41dpnoX+tfb3R1HSQwzkPMH78CoKDpU2Tz7jyOptUvLssjAWTifLH/opC6UfCk0+iUCh61QA4nfUBTlecyQzcPv72rrtZ6L3gsLdUvD3sBQr9ETkSBIHvir9j0bpFbC7ZzLJzl/HUjKdsvg+AR6c9yi/lv3Dt+mvZV7XP6WvZC4Bu/vZmbvr2JqICohwOpvpC46fhshGX8Wnep06fK+M+BkwwAJCQnkHSyDHs+fp/PZ7vbS/bF5C6tc8era3HOHjwDsaMeZnQ0DGSjg1mx8LM6TMJCo/AT60mdniKW6ymBUGg8h/PYGxqIvGfz6Lw85zVrszAobipuM/MgOVu908//QmNUsOQ4CF9Cv24sqVw35b7bGyNXVUWFASBn0t/5pr11/BZ3mf84+x/8PK5LzMickQP7YTu38dvs37LS7NfYunkpTyx/Qn+8vNfqGmr6fEeWN/xd8eeiNOJ5hN8efmX/GXaXxwOphzhqqyrWJu/Fp1RpChYxisMiJqB7sy89kb+7/7bObz1exqrKogckkTdyRKP72U7g7jtsUX5UBra2k6yb/+tZGU9RWTEFMnG7Y4gCFQXFXDtUy8QkTDEfdd46SV0RUUMfWM5CrVnzW0GG+urG3ixsILjbR2kB/rzQGoCC2IjvD0tSShpKmFYmP2CYrFq9rLWsj4r74eEDKG4qdjumNbnvr7vdZtaATDfAT838zmn2uh2V+7m1T2vIiDw4JkPMiXB9m+5N1+EGYkzWHPxGj448gFXf3U1M4bM4IvjX/TpDWBPxKm+vR5/P3/RYkBHzZnEiAuKY1L8JDYUbeDidNlJ0RcYcMFA6dEc2ltaaG9pAaCmpEj8QDfuZTtLauo9orbHJsFIW1spgYFJTo9p8RrQthUQEDAcg6GZzIxHiYk5V+LZn6Ky4BgBwSFuCwQAalesQLt3L8PffhulByysBzNPHStl+YlT+7JHWtu55VAR745NGfABQWNHIwGqAPz9/O0e40rlfU1bDS26FtHXdCYd9225j9vH306wOpgjdUfIrcvleONx0eMFQXB4sTxce5jX9r5GXVsdd59xN2cnne1yobTaT83vxv6Oi9Iu4rL/XWaeSx/vQUp4iqjDY/dtAFfNmexx/ajreTb7WRamLRyQReGDjQG1TQDdtgT6wk172a4gqnA4djnJybeye89VlJWvobLqW7KzF7B5yyiysxf0WlzY3WvAZNKh1R5Dp6tEoXDvXfTRbVsYefZst41f+5//0PzDZoatWIEysBf5W5k+WV/d0CMQgFNh6IuFFV6Zk5Q4Ui/gbLpfq9dy5/d3ctcZd/Hy7JfRKMWD0dVHVtNmbOPC1AtZccEKMiMzXd5PP95wnPu33M+jPz3KFSOu4OOFHzNz6ExJFse4oDg6DLbmUwICBY0FaPWnJKKXTFhiEwi428dhfMx4FCg4UHPAbdeQcZwBlxkQbW8TISw2TvK97P5gr7UvMmI6+/bfglabjyVjYOk2GDd2ueg5tl4D0JvlshSYTEbyftnO9c+85Jbx6//7CY2ff0Hyyv/gFzK45Vo9gb0FXwCOt4m7Ew4kHKkXcORu14LRZOThHx9mRuIMrsy8stdxdUZdj0XSoobojAvhieYTrNi/gr1Ve7lt/G08f87zqJTSfxyLvQcAaqWai9ZeRFRgFONixjEmegz3T76fV/e+ihJlv7cBHEGhUDA+djxLvltCh7HDZ9QUT1cGXGZAtL1NhKbqKp/pJuiNwMAkFArLj8ExIyFPFSR258Thg0QPHUZwhPTqiY1ffkndypUMf/cd/CIiJB//dKS3BX9EoP3U+kDBkbZCR+92BUHguV3PEagK5O4zTpmTOeN/IFbUJ7aQVmmrePqXp7llwy2MixnH/y79H5eOuNQtgQCceg+suw+eOfsZNl+1mVfPfZXpQ6ZT0lTCpuJNGEwGRkaPZHL8ZLQGLYWNhZgE9xjFbSrexIdHP6RZ3+xUC6eMexhwmYEZV17XKYnbN+teesYjUrn9pa1NLG1pf3EXL0h0r+XykZ+3MPKsWZKM1bRxIzWvL0dXWIhfTAyCXkfqp5+iinG/ap29eWhSU4m5845B42WQHuhPTmu76GsPpCZ4eDbSU9RYxOS4yb0eM3PoTMI0YcQFxlHSXGL3bnf1kdXk1uXy1ty3UCpO3R85c8ff1356fXs97x16j68Lv2bxqMX877L/Eahy/1ZYX4V/Q0OHMjR0KCqlii0nt6BAQWNHIybBxL6qfaw+spqK1goyIjIYGzO26198UHy/tzK8paYoI86A8CawJj97O1tWvUNTdVWfx8Ymp3Lj8695YFauk529QHRxDwkZybSpthrelpqB7se64jXgKAadjnfuvoXfv/ImmsD+uc9Z3Ad7tIICSa8u8+hCbDOPzkdPz8NdrK9u4JZDRTbP3zk8lr+mO1+was23h8p5ZVM+hTWtpMYEs3ROBvPHuq+w1Jor113JsvOWkRRi+71Y1AMLGgoIVAXy1FlP2V1cvi/+nmV7l/H+/PeJCIgQHas/FfTNumbez3mftXlrWZS5iBtG30CoJtTh8z1BX74NHcYOcutyOVRziMO1hzlYc5BWXSujo0f3CBDC/cOduu7kVZNt2jEBNEoNu2/Y3e/vS8Y5BmQwYGHr6vf49cu1vR7jp1azdPXnHpqRa5xa3B03EsrNfZKKyi8xmbQuew04Sl72NnJ3/MzFSx/u91gFl14m6iPgn5VJ2hdf9Hv8gTYPdzL/11zq9UYqdHrSA/15MDWBiyToIvj2UDm3r95j9dsKKxZP8khAYBJMnPPfc/jx6h973MmDc0Y+B6oP8ODWB3l37ru9tii6QpuhjY+OfsQHRz7gotSL+P3Y3xMZ4DmDMmdYtG6RaG1FZmQmay5ZI3pOi66FnNocDtYc5HDtYQ7VHEKlVDE2eixjYsYwLmYcI6NGEqS2vXmwBGt59Xk2r/V1XRn3MeC2Cboza/HvAXoNCHylvbA3LN0GhUWv0tKSS1BQGunpD/S6uHfoqhgz+gViYs5z+/yO/ryV0bOkKSTSFRaKakLoCtyrre7oPDry8qlb/QGa5GQ0KcmoExMdFj3ytW2HSp2BrVNHEqaSVrTplU35PcpXBcyJlWXf53skGKjSVhEbGGsTCIB98Zz7t9xPRmQGZyWexbaybRQ2FiIIAndMvEPSQEBv1LMmfw3/d+j/OGfoOXx40YfEB8dLNr47cEVGOUQTwtQhU5k6ZGrXczVtNRyuMWcO3jr4Fkdrj/YoUBwbM5aS5hIe2vqQ3XHd3cEgY58BHQxA3wGBr7QX9oWl2yAv7+8EB4/oNRAwmTpoaPiVMaPdU9lvIT97O9s+WU3tyRLqy0sRjMZ+119oUlN9wmHQ3jxU8fEYaqrR7v4VXVExhrIy/KKjzcFBcjKalBQ0Keb/q+LjUSjNC5L1tkNHXp75ay9tO5R36Aj2U0oeCAAUVLfalq8K5uc9QW9thfbEc7q7CHbn1b2vkhqe6vQetbWR0W3jb6PN0MabB97kjLgzeHfeuwwLHRgOq/Y6DkyYWJu/lkvTL2Xzic19GjfFBMYwa9gsZg0z1xYJgsDJlpMcrjFnDtYXrGdf9b5e55IYnOjWDgYZ+wzobYLuWNcRhMXGMfvGW32qvdARamo2U1a+hvHjXrd7TG3tj5ws/YAJ49902zwsfg9ddC5y/S3ItFsz4GFjoa55WLDUDFjNQxAEDNXV6IuL6SgqQl9cjK642BwoVFWhiotDk5KCdvdujHV1PS/ixW2Hb6obWF/dyL9HO2bk0xcGo4kfjlbxQXYJ247VYDD1/NhQKGBkQijf3HuOJNfrjU9yP6GspYylk5favCaW8u4NV9LS1lsRFsbHjuepGU+RHuG+Ql53YG9r5dFpj7KzfCeHaw9T3lru0NZLX9irE7Ag1wt4jwGfGbCQMW0GGdNmcHx3Nnk7fubCux7w9pRcIiJiKjlHHkYQjCgU4nd11TXfu317oDe/h/4EA2Fz58Kry6hZvhxdQSEC4BcaQtkDD1Lj4dS6KjERQ1lZ5/+HEP/IIzYBiUKhQB0XhzoujqApPaVhBZMJQ0UFuuJimjf/YHsBL2x/WNjX3MbEMMeLPe0VBJY1tPHxrhN8tvsko4aE8bsZKVx95jDu+HCPza/H3edluOm76UlhYyEGk4FF6xbZ3KladwD0hSuugvasijsMHQMuEIDeOw6uHXktF629COhbxdAR7GUhoH+mTjL9Z9AEAxYCQsJoa2n29jRcRqUKJjh4BE1NBwkPn2jzuiAI1NZuJjXlTrfOQ1TcSSK/h7C5cwmbO7fr7txYa76j9lRqvUd2AkChwFBa5pCYVXcUSiXqxETUiYn4p4/wie0PC/uatDzkYAuhdUFgbkUzt6/ew7ikMOpa9Vw5eSif3j6dxIhTrXArlJNY9n0+BdXm4CHYX8XXB8u5YHQ8aj/3ypfsrtzNkbojdvX2LQtbbn1un2M5uwAJglm9zx1Wxd6kt9bIytZKm+dc/X57C9bkegHvMuBEh/qisvAYJw4f4JXFl7PyobsGhPCQNf7+8Rw4cJuoNHFLy1E0mhj8/ePcOgdRcSeJ/R5qXl/e8xqd2Yea5cslu0av17XKevTnujF33nGqRRG6xo+5847eT3QDgiBwuKWNMSGO9bGLFQQC1Gv1bH1oNvddkNkjEACYP3YI39x7DrlPX8i3S8/hk9umE6j2Y8nq3bTrjZJ9L2Icazhmtz8dzAvbmkvW8PLsl4FTQjsWHHHes3b6+67oO7ae2Mo1669BrVS7LD88kLC8B2JpfVe/3+4CTSqlCn8/f1QKFVmRWXaFmmQ8w6CpGQD37XN7ErsaAp3SxIWFrwEKUlPvcus87L6XEloWHx0/AUEn8kGj0TDywH5JruHJ6zZt3EjN8uV0HC9AoVSS+MILhM31XB2EhUJtB384XMSmKVkOHZ/12Dd0GGxV5vxVSnKfvtDh65pMAk99lcPx6hbevGEyQRrpE496o55JqyeJvia232ytEzAjcQbby7b3qhtgbw89IyKDR6c9SkNHg+jrg2kxs1cXAQzK71dmkG0TuGuf25PY+g6ckiaOi5tHTc0PjBzpmAJjf8iYNoOzrrmRXf/7FKPBQFTiUKZfea2kBZmiFf2AJs29d1ju6miwbH8AFF19DaroqH6N5wrrqxt4PL+U8g495+086pBlcWpMMLkVzT0lrxSQFhvs1LWVSgVPXDya5zfkctN7O3n3d1MIC5DWPOtky0kC/ALoMHY45Dkglv6+n/t7vYY9ZTylQsmZCWcCSGrn64uI1UXAqYLLwfb9ygyyYMDePnfNiWIObdlEfNoIopOGobTTN56fvZ3taz6kvryUyCFJzLjyOo8HEb35DnR0VKHT1xESMtIjc4keOozM35zNvNvv7ftgF4i58w5RFUC/8AhMHR0o/d2joW/vulKm9CNvvIG691cRNLl3yVwpcdWyeOmcjJ4iQp1vy73nZzo9B4VCwcPzR/L65mMsfieblTdPJTJYOivqosYixsaM5dfKX23uzM8dJo19tyN991Lb+foa9lo01Uq1LAg0SBlUNQP29rlDIqOoKjzOprdf543bbuDDvzzApnff4ODmjVQVFWA0GLrS4jUnijHq9dScKGbdS894vOYgKDANrPYjLb4DNbWbiYk+12Pe39qGBoLCnJMYdYawuXNJenUZ/lmZKDQa/LMySXrlZfwzMii+4Ub0lbaFS267rsStjWFz59J28AD6zm4Fd9Mfy+L5Y4ewYvEkkqODuloEVyyezPyxrnsY3HnuCC6dmMS1b//Cf3eVMP+VH8l67Bvmv/Ij3x4qd3nc4qZiYgJjiA2MJSMyo8sY6OEpD/O/4/8juzzb5bEtiBkUAQwPG97vsQcKjpo0yQweBmfNgNUdX/d9bpPJSH1ZKZUFx8z/Co9TV3oCfUc7But9ZIWC2OEpHvU2sJUmNjNu3HLKyz9jaNJioqPd38sNsGPNR2gCg5i84FKPXK87DZ+tpeb110n8178ImnSGx68vBTUrVmBqaSHuwQfdfq3zdh61a0zkr1RQPGtCn2N88usJ/vL5QZQKhWR+A3/5/CAfZJf0W7rYIvJzrOEYgiBwddbV/OU3f+lxTG5dLnf/cDfPnP1MVzrfFezVDCQEJXDbhNv46OhHvYrvDAbs1QzIdQKDl0EVDIA5INjx2UfUlZ10eJ9bMJl45YYrMBkMNq95w9ugqmoDhUWvotUW4OcXgkYTB5hobc0jODiTtNSlxMW5x4egO9+/9waJmaMYdfZst19LjLZ9+yh94EGib/sjkVdd5ZU59AdDXR2Fl11O+oZvUQa616Eueet+Okzif8pjggP4fmrvW0uW9kILUvkNzH/lR45W9Gz1dVagyN7CJCZ6c6T2CPdsvofnz3meM+JcDyLFDIqyK7L56OhHkojvDAS6vwcaPw0Xp1/Mo9Me9fa0ZNzEoAsGXOU/D9xB7cmSnk96ITNgTWXlVxw63H3Pvmd3gTv58qVnGX/BhSSPm+jW6/SGvqqK0nvuRRESjLGqCl1RsU/o/jtK2V/+QuD4CURe7d5gprfMwHtjU/o0KJr/yo+iRYT9VRWUolPBWSOdwzWHWbplKVdnXc03hd9Idhe/aN0iGznj08VYp7CxkCWblvDFpV8QoArw9nRk3MCgqhlwFUEQUPt3/oJb9Yl729ugqOgNetYQnOoucDfapkaCwiPcfp3eUMfFEXnjDWh/3kZHXj6CTtclTtS0caNX5+YIUTfcQP3qVbg75n7AjsDQncNjHXIqLKxxj99AakywbQWMk50KzhrpjIkZwzVZ17BszzLy6/PRmXRdwkSbijc5+y30mIc1A11syFFSw1MZHjqcC9de2KW90J/3Usb3kIMBYP9336AJCuLi+x4hdngKfmo1scNTJO2pd5XeugvcTWtjA8FeDgYAat98yyviRFIQMHIkfhGRaH/5xa3XWRAbwbtjU8gM8kcBjA4O4L2xKfw1Pcmh86VYtMVYOiejq0PBgrOdCq4Us31d+HWvwkSO0qJrYd3xddy+6XaMgq2YklRFdeurGzhv51GSt+7nvJ1HWV/d0O8xpWRT8SZ2lO+gpq1GsuBKxrc47YOB6uJCdv7vUy666wEyf3M2Nz7/GktXf86Nz7/m9UAAeu8ucDftzU0EhIa6/Tp94Su2x65iaTN0NwtiI/hx2iiSAzV8NCHdoYyABSkWbTEsnQojE0LRqJSolAqeWzTOqU6FJROWdC3m0LtyoAVXbHkttBva2Vi0kfs238fFX1zMrxW/ctPom3junOe6ru/oPBxhfXUDtxwq4khrOx0moasl1JcCAovugAVXgysZ32VQ6Qw4Snc9AQSYcskVBEdEumX8/uoVpKbeY9VdYH5MTb1bsvmKYTToUSiVKJXSW+A6iz1xIkEQaPnpZ0xtWmpeX46usFC0nqBp48ZeX3c3oeedR9XzL6ArKUEz3P3taTMiQtjR0MJl8Y7/TlsWbYvfQJDGjxnpMf1qL+w+tqUIcfmWY+SUNTl1fm9GOvZIDksmvyG/x3O93cXrTXp2lO3gm8Jv2FG2g6kJU7k4/WKeO+c5NH6ndBL8FH6Siw29WFghIjNmfr4vwShP0Z/gSmZgcNoVENq0H3YilWSx3fbGfozfvbsgKCiN1NR7iIt1b/Fgc10Na595gpv+Zd9K2RVcCZRsbI87H2P/9BD1qz8wOw9avZbUaXZk79wkN5shWVP77nvoKytIeNT91dhrKurY2djK81nDXB6jQavjwmU/8clt0xkW5bj7YV9odQbmvLiVT5fMICnCfR0W/9r1L1bmrOxVMthoMrKnag9fF37N1hNbGRM9hgtTL2T2sNkEqaX7nvvCXieIoy2hnsDZIk6Zgcdpt01gI1kMXZLFbhm/mySyq8TFzWPa1PWcO/sI06aud3sgAJ2CQxLXC7gq7GRPJCjm97/HL6RzT9vq/a785z9pWLOGyqf/Ifq6p+sNIq5cRPM332Js6V9BniNMjwhhe0NLv8aICNJw93kZPL0+R6JZmQnSqPj92an8+4f8vg92EUEQ2Fmxk3vOuIfMyMwuYaJXZr/CecPP42D1QZ7b+Rzz187nzQNvMi5mHJ9f+jmvnf8aF6Vd5NFAQBAEQkRcHhXAiED3KHC6gmWrxoJUWyQyvsNpt03gTmtegPqyk24d31O4o5OgP94R3XX/u6MrKrY9WBAwVFTSUViIobZW9HVP1xv4hYcTMud8Gj//nKgbFrv1WvuatRS3dTB8y35GBPk75E8gxtVThvHhzmJ+zKvmnMxYyea3+DfJnP/iVoprW0mO7l+BYncswkQFjQWolWpSw1O77lrz6/P5pvAbXtz9IlEBUVyYeiEfLfiImMAYya7vLEZB4JG8kwzxV1OrN9oIMyX4qzGYBFRKzyiO9kaIJoSEoATC/MMoaiwalH4MpzunXTAQOSSJmpKink9KZM1blnfUbguZYDKx5+v/Mf6Ciyjcs8vrHgh9oW2UNjMgWAIiiQMle6ZD/pmZxD/0EK0/bxOvNzAaqfjHM0Rdfx2alBSXr+8MUYsXc/LOu4i8/joUSvck5SzFaGYEh/0JxPBTKvjbJWN5+LMDfH3PTDQqaeYcoPbj9llpLPs+n5eumijJmNbCREaTkfu23MeFqReSX5+Pn8KPC1Mv5O25b5MU4liHhTvRmUzcdcSsa/L15Ey+q23ixcIKjrd1kB7ozz3J8WysbeLGgwW8OSaFUJX3ane0ei1P7XiKl899mbExY91+PUtQN9hVHn2N026bYMaV1/V8QiI9gdwdP/PVsueY8dvFp8bt9nje72+nqriQt++82Sc8EPqitaFeEl+C+ooytn/6Ae8t/aO4QVQ/A7GYO+84VQvQOV530yHR14EhzzyDOimRkttuo+SPf6Tlxx8RTGZxnKaNGym49DKOjp9AwaWXSaZn4J+ejjopidaffpJkPDEsxWgWHPUnsMfk5EjGDw3nP9ulzaRcNWUYP+ZVc96/tkjiWSDmNAiws3wnL856kTWXrOGWcbf4RCCgNZq46WAh4So/3hidjEapZEFsBD9MHUnxrAn8MHUkl8VH8vqo4UwKC+aSPfmcaLe13HY3m4o3sWjdIqZ/NJ0WXQsVra79Djl7zfu23CepPoSMY5x2BYS1pSf45Kk/ExQWQX15ab+teQVBYNe6zzi89Xsuf/gJIuITepVEfm/pbeatiu74gNJhd/Kzt/Pd2/+mQ9tKVNIwpzMX2qZG8nb8TM5PP9De2sros2czauZsqgoLxIs3+6nn0LRxIzXLl6MrKESTlkrMnXf2MB3q7XXBaKTlxx+pX/0B+tJSAidNonHtWrcVHLZs3Urd+6sY/u47/R5LDHcUo1U1t3PJa9tYd9dZxIVJoz4ntfzx5FWT0ZlsF0yNUsPuG3b3Y6bS0qg3cMPBQqaGB/OXtCEOmY59XlnPPwrKeGt0CpPCpdtW6Q17/gyuSC87c6cvFyp6j9MuGNj45qvEpaQzcd6Cfo9lMhr5/r03KD1qLrJqqCzvM+3/yuLLMer1Ns97wwNBjK5uCAtW3RD2ugEMOh3Hd+/kyM+bqTyeT8a0sxg1czYJ6Zk9PvC6B0oKpZKJcy9i1uJbvPCd2tJRUEDRdddjamjo+YJCgX9WJmlffNHvawgmEwULFjL036/hny69VoSYLLFFhKgvf4LeeOenAnLKmnjp6on9m2AnUssf++oisr66oSv9nxygoc1k4sbEGO5OjndqnF2Nrdx+uIjHRyRyaZx0bdD2mLdmHmWtPR03XXk/+woqdEYdhY2F5NXnkVuXy/s574taJ/taUDcYOS1qBroWsLJSBMHEsDHj+z1mh1bLV6/8E4NeZ/Y06Fw0a0qKWPfSM4TFxDH7xlttggJ31ixIgd0ivzXmbojud/aWLY7hYydQe7KEoaPGMv78+STf92f8VOK/WhnTZnS9J7UnT7D2n08w7fKrCQgO8cj31xv+aWkIWq3tCxIWHCqUSiKvv566VasY8uSTkozZnXOjQslpbbcpRrMnV+woN81I4aJlP/FrUR1npkT1e55Syx8vmbBEdNHxZrW7pX7D8jPI03YAkBbkfJfAlPBg1p4xghsPFlKg7WBpcrzbrMw3FW+yCQTANV0Be9s3j29/nNf3vU5tWy2p4alkRmaSFZXF0NChnGw+aRPUydbJ7mfQ1wz0aGcz6DEZjXz92r/6tUffVFPNf5/4E4mZo2hvabFtVQSaaqpEawFGnX2u+T8+5oFgwV63RXVJIetf+1fX190f68tLufnlN1m49GHSJk2xGwhYEz10GGNmnc9PH/5Hotn3H01qak8ZPsvzEhYZhl92GS3f/4CxsVGyMQGqOvR8UdXA30ckMSo4AH+lglGdssTOqBGKofZT8sTFY3hi3WGMdtwRnUFq+WOLMJF1K6E3q92txYSgf/UbyYH+fDkpg+yGVu4+UsIXlfVukTB+Y/8bdl9zZFG21BpMXjWZvPo80Tv9NkMby89fztart7LywpX85Td/4crMK7l/8v1Oq03KSMOgDwak1hXYte4z3r3nD9SWniAvext1pSdsF08712lrbuLg998y46rrfc4DwULkkCTbxVChIHZ4Kgi27nNgrhHwD3KtN3vqZVdx8shhTh497NL5UmOv4NDU3o6+tLSXMx3HLySYsIsupGHNZ5KMB+balaVHS7hzeBx/GBbboxitv4GAhbMzYhgWGcRHO0v6PrgPrOWPFfRf/nhO8hzWXLKG3TfsZs0la7ze9na8rUPEVcT8vKuEqfxYPT6NGp2e23OK3SJhLGbIZMFgMvD0L0/z0dGP2Fm+k5q2mh4dVNYFgGIoUJAens6QENuaCV8M6k4XBv02gZS6Aj99tJKdX3za9bVNut+abtcRTCa++feLjJ8znymXLGL6It/IBFgz48rrRBUUp//2WrZ/+iE1J4ptAqv+bHGo1GouuPVONr39Oov/uQyVWi3Bd+E6YXPnwqvLbAoOhbY2ihbfwJC//52Qs8/q93UiFy+m5Pe3EHXTjSgczKT0xn/KahGAm5Pc2zf/2MJRLHztZ1ZuL6KkTktqTDBL52Q4XfTXXf44t6KZuLAAnrx4jCTyx75CeqA/R1rbbTID/RUTUikVVOoMgHskjFPCU2zqLwCGBA3h2ZnPcrzxOAUNBewo20FBYwHNumZSwlJIj0hny4ktPbYFrHHkTn9O8hy5ldALDPpgIHJIkiQL2N5vv+TXrz4Hm8Rf37yy+HL8g4IJi4njzIuvcOpcT5MxbQaX3P+oeDeEgHig0M8tjqGjx5KYNYqdX3zKjN9e1/cJbsaewJF/VhalS++j7eKFxNx+e7+0AjTDhuGfkUHz5s09Oh+cwVKcdkzbgQmB5zKHuW0f2cKh0kYatHoatOYi2NyKZm5fvcelLgCLZ8GPedW8v6NoUAUCYK7T6F4zANLUbwAUiGQX+pt1sGCv/uLhqQ8zKnoUo6JH9Ti+w9hBUWMRBY0FrM1fazcQUClUpEeky2JFPsqg7yaw60XgYGreZDKyddV7lB/LpargOEaDbSeA0s+PkKhomqqr+hxPKg8Eb9Fb22R/aG9p4f2H72bRn58ieqjrmvruxtjcTNkjfwaDgcTnn8Mv3HUthtYdO6hZ/gbJq953+lzr4jTLoyviQs4gdRcAQIfByFn/3MzPD59LgNr7xlhS0r2bQAEE+ylpMZpID3RNGdIynnXGAaTpGrGwqXiTS4ZMi9YtIq8+T/S1rMgsuT3Qhxn0wQD0XMBCIqNBoeCWZW/1eRelb29n/Wv/wk+lYv6d9/HhXx4QzTJYNAK6XwewbSH0MT0BXyN3x0/s/fYrrn7iWbcp9EmBYDJR+867NH72GUmvvEzAqFF9nyQ2jiBw7LzzUWg0GMrLnXJUPG/nUdEU9KjgAH6QYDGwR9Zj39BhsK0d8VcpyX36QpfHXbJ6N1dOHsr5o5xruRso9FSGdC14sw4Au2N5Topi0f5gqRkQQ24P9G189xNXQjKmzeDG519j6erPufW1d4iITyDvl229ntPaUM8nT/2ZqKShLLz3T6g1/mb1QqtAoHuavPt1RBmAHgWeJPM3Z+MfFMTBzdIo/rkLhVJJzB//QMKTT3DizjtpWOuaPkTzd99hKC9HX1yMoNPRkZdH6T33OqR46Gxx2vrqBkkqz6XuArBw/qh4Nh3pO7M2UJFCGVKsOwFOBYHeDgTAvN8/JNh2u0huD/R9TotgwJqZ1/2Obf9dhdFgEH295kQxHz/+J8adP49zrvtd111qxrQZpJ5xJsGRUSj9/PBTqVD6+bH90w9tWgjtVeX7ip6AL6JQKDj/liXs+OxjWurrvD2dPgmePp2UDz+k/r8fU/74E5g6nNuvrX7t3z1/R5xwVEwP9LddlBEvTrPcUUpReW7TBaDofxcAwLlZsWzNrbLr7THQkaKzQGwMAI1SIWnXSH/505Q/AcjtgQOM0zIYiE9NJyE9g4M/2N6BFR/Yx9pnn+T8W5Yw/vz5gHmbYeVDd/HK4ssp2r+XjKlnYTIaMerNugUWoaGtq9/rGqcri+CjegK+SlhMHFMWXs7mlW97eyoOoU5IIGXVKhQqFcXXL6b+44/t+hoIBgNt+/dTs+JNin93M7r8fNFOF0cEjh5ITbDZIrBXnGZ9R9kfvwJLF8DIhFD8VUpGJoSyYvHkfhf/7Sqqo16rI1MCnwJfJDlAY/Ocs50FzgSA3kRuDxyYnBY1A2I0VlWw+s/3ExwZQUOFWUY4aeRoivbv4dIHHyN2eApgvwDRHko/vy49f8AtxXaDHZPJyId/eZDpV15L+uSp3p6Ow1Q88wz176+y6bYIv+IKjPX1tB04gP+IEQRP/w1B06ZR8cSTdFgHBAoF/llZpH3R99bDvwrLefNENTpBID3QnwdTE2zuDmt1BiZsP4RB5Fe3P34FUiK1T4GvYRIE5v6ay6EWW2VIZ1L79moGfGF7QGbgM+hbC+1RVVhAe0sT7S1NgFkzoKakiAv+eHdXIAB2RIt6wWQ0dsn0XnL/o3KxoAsolX7Mve1u1r30DMNGj0UT6JqgkafRZu+0lXIGWrZsIelfLxA4aRLKgFNGPzF33UnpPffaBA8Wx8XeWF/dwEfldWiNJrKCA3igWyBQoO1gQ00jG2oaKW7XEeLnR6PBKHm/u1S8sinfNnOhgGXf5w+KYOCtE9Uk+mtYmhzPS0WVXTbFYsFbbyyIjeDdsSld3QmJ/mq0RhPnRIa6b/Iypw2nbWZg5UN39doZYMGesVCfiIxlz+RHRpwfP/g/jHo95/7uj96eikMcHT8BQWeruqbQaBh5YL/oOX05LophrzJ9fkwYx7Ud+CkUzIsJZ150GBPDgvimplH0eF+5o3RXh4IvcKBZyy2Hivh2cibRGunvvZ45Xkad3si/RvpuO67MwOC0rBkAx5UJRQsBHcFqrB4eCXp9V/agPx4Jg53pV15Lwd5dlB/L9fZUHELU10ChQJOWZvecsLlzSfviC0Ye2E/aF184JEAkVpkOsK9Jy6rxaWyZOpI/pw1hUngwSoWCBbERvJA5FH+lQlK/AqkQ61AASIvxjF2vu2g1GLkzp5iXsoa5JRAAeDA1gX3NWjbWSOtzIXP6cdoGA45W+4sWAgLpZ07r8xrBEaesRu26AbrokXA6oPYP4PzfL+G7t/5tt/PDlxD1NXAw7e8M9qrK6w1GUuyk/ocH+nNBdJjkfgVSINahAJAQHjCguwseO1bKvJhwZka5L42vUSp5bdRwHs0/SY3O9/9GZHyX0zYYcLTa3yLPa20sdNlDf+3zGvpurWa9ZSK6dyusfOgur2ULfGUe3UmZMImY4SnsXv+Ft6fSJ2Fz55L06jL8szJRaDT4Z2WS9NqrLssN28OVqvJ8bTsZQQF2X/cmYh0Kr117BgaTwHPf5rolIJBKd8EeX1TWc6SlnYdT3V/zMCokkFuSYnk478SADp5kvMtpWzMA/ZfWffHqhX0eY5EffuMP16Ntsk3l+anUZoljqyIyT8gWd69hCA6PpKmmyivz6AttUyOrH1nKVY8/Q0TCwC8o6y/2pIh7S/0/kneSKWFBLEqI8txE+0mbzshN7+3k7IwY7jk/Q7Jx3SXlbO0V8feMJG5OipVm0n1gFAQW7T3GdYnRXDWAfsYyvsNpHQz0l7fuvJnmmupej4lNTmXGb6/n+/9bQUttjc1iGxgWTpt1kOAB2WKHWiZ9SD758NbvOfLzFhY9+pTbzXgGAt017x2pTL9y7zH+OiKRCaEDozPDQnO7nsXv7iQjNphDZU0U1rS67JRo4czthznZYVsUHKdRcefwOAKUSvyVCqtHJQFKBf5+Yq8p2FjTyK2Hiz3uFdGdkrYOLtt7jHWTMhgqomsgI9MbcjDQD7oW1D5QKJXMvukPhEZG22Qi1r/6gmi3gp9abV/WWAJEuylEcPc8HEUQBNY8/RhjZp3P6HPO8/Z0BhwTtx1m27SRBKsGnhHQZ7tP8MCnB7q+7o8OgXUnRnf8FPBASgIdJoF2o4l2k4kOk0BH52Ob1dcdJlPXc7U6A9b9EJ7wirDmo/Ja1lTU8+nEdJRy0CzjBKetzoAUWOoJtqx6p1fHQsFkYvP/vSmqOyCVxbKz1JeJ1DDYIT97u9e3ChQKBXP+cCefPvUXUiZOJijMdbfA040mgxE/BQMyEAB4+6dCyXQIelNdHBkUwP0prikpJm/dT4ep59+TVJbCznBNQhQbahp552Q1fxwW59FrywxsTtsCQqnImDaDP/z7PS65/9E+jxXrHOjL/Ehqmmqq+P69FQiCbV+3GEa93mdaICMTEpkw9yK2rnrX21MZUBzTtjPCR4sHHaGwptVW11+AgupWp8fqbXEWk3J2FF+RClYoFLyQNYw3T1ST29ru0WvLDGzkYEAiLFmC3hBzLMyYNoPxcy4kMDSsR7eC1LLFDRXlbHzzVT5+/GHCYuOYd0enzahVP5fST+Tu0YdaIM9ceDnVRQUUH9jn7akMGI5pOxgR5Btqg64wLMq2zsFVp0SxRRsgzE/J7KgwF2ZnxuIVYRm7N68IdxOrUfOPjKHcnVOMzuRY0C8jIwcDEpIxbQYx3aSMrbGb+hcEzv3dH1m6+nNufP41SQOB2pMn+PrfL/Lp048Rm5zKza+sYMrFVzD67NmiLZMWh0br+dWeLMHgihKjxPipVFzwx7v5/r3l6DvkOx9HONbazojggZkZMBhNXfsDUjglii3aAFMjgjl351G+qW5wqT3PIhU8KjjAJ4Sd5seGMzokkJeLKr1yfZmBh1xAKDG9FRXau+Nf/eelXHT3g5LWCVQVFZC99r9UFRcw5ZIrGTPrPPxU6j7Ps1dYqAkMQu3vT8rEyYyccQ7Dx04QzyJ4iB/+702aa2toqCyX5Z374OaDhdwyNIazB6CG/bPfHKG6qYMLRsfz6g/5FFS3khYbzL3nZ7rslGivE+NwSxuP5J4kTOXHPzKTSAn0tzn2gdQEj3UH9Jdmg5ELfs3l9VHJTA4f2GqOMu5HDgbcQH729s6iwmpAICw2jtk33ioaCBj0et5achNL3lrddVeen72dLe+/Y+77B0JjYjn3xj/YLHRiXgchUdH8svZjGiormHb5VYyccY5Ti7ZNy6FFb+CBRxk+diLHf/2Fo9t/pLqogPQzf8PIGeeQNHJ0j4yCJzwYcn7azDf/fpGuhKwP6SL4CpaF7EhrOyOC/HkkbciAWcgAvsup5F8bcvn8zhkEuUnO1xqTIPBJRR0vFFYwOSyIddWNXm0X7C/b61v4U94JNpyZSbAXg3cZ30cOBrxMZcExtqx6h6uf+CfQR2ah20JnTycgLDaOWYt/z4ip01EqXfvjd0SMqa25ifyd28nd/iP1FeVkTptB1oxzaK6t4cuXnnW7eNHKh+6ipqSo55M+pIvgbdwlrOMpTtRpufrNHbx/y1RGxHk+o9GgNzD9lyPUG4w9nvdGu2B/efJYKe0mgX9murdDSWZgI7cWepnKgmPEp47o+nr7mg/tHrvl/XcwGvSYjEZ++uh985NWsZx/UDCZvzm7X3PKmDajz4U7MDSM8efPZ/z582mpryPvl21sWfkOFQX5PefVzYNBymCgvrzU9kkRo6nTFYuZUY92vM7nfT0Y6DAYufPDPTx84UivBAIAEWoVWpHiO3e3C7pjW+KR1CFcuDuPzbVNnBvtepGkzOBGLiD0EhYfgE3vLifvl23kZ2/HZDRSV3rC7jnNdTWcPJpDRUE+rQ11osd4YzEMiYxi0oUXc+3fXxCt1HbHIu2o0dTpipiZkTf63l3hH+uPMC4pnEsnJnl1Hp5uF7Rkc460ttNhEjjS2s4th4r67ZsQ4Gc2M/pT3knq9bKZkYw4cmbAC1in+Jtrq1n30jMEhISiUmvQGdtEz4sZlsycW5YAcOLwQa+IFfWGyWhEExQsKq8s9bxmXHldz+0UN+szDDTSAv05YtVn7u6+928PlfP3r3IoazBfNzEigL8uHN2nMNC3h8p5ZVM+hTWtRIdoUCmVbLzvHLfN01EeSE3osdVC5+MNSdFOj9XXHb8gCDxbUO62bM7Y0CBuSIzmxgMFtBpNA7IgUsa9yJkBL2BjZ9xJcEQk8y39/yJ0X+gcdV30FNrGBj575q9EJSadmo8b52XRddAEBaP0U7lNn2EgIggCwzq16aXue//2UDnzX/mRrMe+Yf4rP/LtofKu529fvYfShnaEzmuVNrRz++o9XcfYG+/21XvIrWimw2CirKGdkjotW3LtK3p6Cut2wdHBAdw5PJbXiqvYXt/isPOhvTv+fxaU82JhBdfvL2D89sMc17o3m5MaqGFXk1byzIPM4EAuIPQCryy+vFc/Ake7EfrruigVZXlH+fq1F5i84DImzlvIsZ07PDavL195jvHnzSN5/ES3jD/QEASBfxZW8GtjK9cnRvPv4kqHzYz6wrJwWxclrlg8iVc25XO0oln0vNhQf278TTJGQcBkEjCYhK7/r9l9knptz78FhQJGJoTyzb3ezw6IcaBZy3X7C6jRGxwq0Dxv51GOtLbbLPShfkqWpiQwKSyI8SGBXLwn3+Y4BTA6OIDvJShYFJvHQCyIlHEP8jaBF+jLj8CRAj5njnMXgiCwb8NX7F7/BRfd/SCJmaN8Yl6nG91T0GF+fkSq/fims5XsivhIya7zyqZ8mzQ2wJ/XHqSxzb4gVV2rjkCNH0qFApWfAqVCgZ9SgZ9CQXO77R62q1LDnmJ8aBCRaj9q9AaHUvpi9RsAOkHgzuGn/AMs2xIWpFYxHMh1JDLuRw4GvEDXfrdV+52v73d31w+ISEgkINicor/u6RcJCo/w9vROS6xbCKtNBqr1BrbUNUu+FyzmEQDQ3G5gWFQQxbVa0fMy40O4dWaa6GvvbSskt6K5592qi1LDnqSkXWfznL2FNUatotTKMlmsfmNBbAR/H5HE0wVlAJJkc7qT3llHYp0Z8LR/goxvItcMeAHLfre1FLAv73dbih5rThRj1OupPVFM6dEcJlxwkRwIeBHrFkI4dYcqNakxwbbV9QrIiA/hzxfaTzP3Jhu8dE5GlwuhZTxXpYY9iSOdBoIg8FJRRY/XLY/27vjbTSbuHB5H8awJ/DB1pKRyxhYp5u7z8ZZ/gozvIQcDXiJj2gxufP41t/gRuAPRokeFguzP/+u9ScmQ7+ais+50LdydX3dfuOePHcKKxZMYGhmIovOYpMgAViye3KtssOW8kQmh+KuUjEwI7fMcX6AvY6IOk4m7j5Swq7GVzVNHOuxb8G1NI/Nj3GPPvSA2gjPDghgWoPYJ/wQZ30LeJpBxiPryUpvuB1nkx3vsaWzlmYJy/BRgEGwzA+5I/VoW7ifX5VDd0kFmfEgPj4D5Y4f02UZob1xXzvMmlk6DFwsrOKbtwCgIDPFXsySnmOSAckzAOZGhvDJyOCqlggWxEX1u21R16KnU6RkXEuiWObcYjJS069j5m9EE+Mn3gTI9kYMBGYfoq+jRG+Rnb6do/26O7dxBVNLQ08Ko6GhrG88VVFDQ1sEjqQn8Tojm1sPFNlXt7kr9zh87hMqmDmpbddx/gW+n8t2NZYG31G2c7KwLyNOaszJ/ThuCSikqwyXKxtomLogOR2EtpiURG2ubmBUVKgcCMqLIvxUyDmGjawBeLXq01DDotFpMRgM1J4pZ99Iz5Gdv98p83E1xWwd35RTzu4OFXBgbzg9TsrgwNoKFcZEet87VGUxo/NyzYA1ELHUb3XGlbsOdWwQAX1TWc1mcdN0lMoMLOTMg4xCWokeLfkB4bDzNdbX8/PEq1r/6gkcthAVB4Of/rrJ+0i0eCN6mqkPPy8WVbKxp5M7hcbw0chgaZc8Y3pEUtJTojCY0Kvk+woIULXutBiP7m7VMj3BPF0WD3sD+Zi3nDEAbaxnPIAcDMg7TXT/Acmdu8VKw3JlL6U5oMhppqKygruwkdaUnzI9lJ2moKLeVPIZBVcPQoDewvKSKTyvruTkphh+njfQZC1qdwUSQRu3tafgM/WnZs2hE5GnbCVIq+a62yS2B3Tc1jcyNCUftxLaFzOmFHAzIuIRNd0G3O3PL6/XlpQ5lDHRtWupKT3Yt9pb/tzY2EB4bT1TSUKKThpE+aSpTLr6C8PghfPDofT5XwyAFrUYj752s4b3SGq6Mj2TzlCwi1L71Z6o3mlDL+85dWHsYOFq3Ya0R0Ww0ccuhIrfYTP+vsoG7kuP6PlDmtMW3PmVkBgz2ugssGQJLoGD5+uL7/8yQjCzqTp6kruxEj0UfICpxKFFJQ4lKGsawMeOJShpKSGS03WKqgSrcZMHauObe5Hhq9QZeL6libkw4307OJN7fN+++dQZ5m6A73TsLnJF+9pTNdLVOT562nekRIZKNKTP4kL0JZFxi5UN32d6ZAwqFArFfKYVSeWrBTxzW+TiUqMQkNIFBLs3BV7wZnMX6jtDyOD08mFdGDSfZxxXhnvjfIc4YHsllZ3jXYnigk7x1Px0m278Vf6WC4lkTJLvOf0pryG9t5x+ZAztrJuNe5MyAjEvYuzNXKJUIRqPN8Uo/P3734nJJ5zBQPRDs3RE2Gow+Hwh8e6ic/+0r44PsElZsPc7SORkDTiPAV/CUPPAXlfX8JT1R0jFlBh9yrk/GJexJKkclDevZfgiDYi9fSgaqYYzFtbChTY/BJJBb0dynRbGMffpSMZSC8g4dpR16Joe5ln2TOX2QMwMyLiN6Zy4woPfyPcFANYwRcy1UKGDZ9/lydsAFLLUGD+eepMFgIDMoQFJjIoAvqxq4ODYCpZuEjGQGD3JmQEZSBqIJk6cZqIYxYq6Fvm437OssiI3g/Ogw3h6TIrkxEcAXVQ1cGi/tmDKDEzkzICM5A3Uv31MsiI3g5ZHDeDj3JAqF9Fa17iI1JpijFc09nhsIdsO+Tmm7jsQAjeTjFrd10KA3Mt5NXgcygws5GJCR8QLpgf6cHRnChxPSvT0Vh/n92an8ac0B6x0gn7cbdgfWraEPpCa43A5Y1qEnyV/6YGBdVQOXxkW4zetAZnAhbxPIyHiBgrYO0oN8u0bAmuLaVi4amzDg7IZ7Y311A+ftPEry1v2ct/Mo66sbHDrnlkNFHGltp8MkcKS1nVsOFTl0rjWCIFCvNxCtll5d8ouqenmLQMZh5MyAjIwXKGzTkerjBYPdaWrXs2b3Sb659xyigqW/i/UG1noPlkW9uwJgu9FErd5Ajd5Arc5Ard7A08fLAGnEgur0RiLUfpLfvee3tmMUYGSwvEUg4xhyMCAj4wUKtB1uM6VxB6t/KWbBuMRBEwiAuN4DwF05xTylKaPJYESjVBCtVhGjUXU91ugNNmO52hpa1qEjUcItAsv2RW5rO1FqFeurGzxqYiUzcJGDARkZL1DY1jFgMgPteiOrdxTz2R0DvyhUbxLY1djKptomm/ZOC0YBNpyZSbhK/I59W32LJK2h66sbeCK/lLIOPeftPNqvugPLeN0zHTV6g9u8DmQGH3LNgIyMhxEEgdJ2HUPdUEHuyh54X3zy6wlmZsQyJNy3U872vvcanYFPKur44+EiJu04zGsllSQGqEkP8sd6qVcAGUH+RKhVdlP39sSCbkiKdmqutxwq4mSHHhP0q+7Agr1Mxx05xZL8HsgMbmRvAhkZD1PRoee3+47x07RRko5rz/OgP3eGeqOJ81/cysrfTyU1xn3bGv2tzrf3vacGatCZBM6NCmNOdBgzI0MIVvn1es57Y1P6bPO0nu/50WGsq2rg9uGxrCqt7fP7OG/nUdHswqjgAH6YOtLh77s79rwOLMgZApnekLcJZGQ8TIHWPVsE7nDB+//27j62jfqMA/j3znbs2HGatElqt0lbpy9J26xA6ZjYBIySTRkrmzSNVYNObCrTQGPrG2MaLxpoTAKNQCttUydE2TQktD8HdK1ES1FBDHWoLzRrk6aJQ9LUaZ22Tpw48evtD7/Mie8ax3F89t33I6HEV8f+JS255+73vLxz+jI21C/IORDI5iSfTSLfTJSuigUAn925TvYqP9dpg8mvnb42SQJ+c2FQ8fvwR6I44w/g9GgAnTJbFHNtSV1rMuJSMCz7Z/MxDZG0hcEAUYG5J4JwzUNZodLMg3Pjk2j5uAOVRgMqjCLsBgPsRhF2oyHxuQF2Q+Kx0YALl0bw3slBeK4FIIQlPHF3I8IxCSZxdhnv2Z7k8xHEyH3vADAYDN80U1/upJ6rD66Pyn4fuzsH8FKvB/5IDBvs5bi10op6SxkGJkMFa0ldCrMvSF0MBogKrHciiMZ5+KXfmJh5kE4AsM5mwaFNazAWjcEfiWIsGsNoJJrx+eVgGB3913Cs5xpgF4GFlZAMAl72+/Dn42dhMAgwiQLshnhQUZkIJpIBRjzYiAcWlUYDft/rkT05PnPhEs6MBjAcjmA4FJFN5Mv25JW88xCSuT1e6HkPSsFYIBrFP25pgtNsSgUmTTaL7BbFXFpSe2WqHJJKYfYFqYvBAFGBuQNBfL3antfXnIzGYBHj+cByJ5gyUcRCUcRC083/l297pxvmIf/UK1YBWOmw49COuxGMxTAWicEfjQcQ/vTPE8HGwGQI/mgMg9OufJFYjzcUwRJLGTbYragpM6InEETvtBNpNiev6Xce0qkx70FpANUaqyWj3fBctihm8/5JpTD7gtTFYICowHongmjM4zbBaCSKR872YtMCK36+rBav9l3J+QQz0zAisyjCXCZiURa/Ok745Evwmm0W/HhpTerY0yudGSd1CcDjy+pu+vrTtxfS32OtLf8TAGeyx+WY1dV+PrcoAODR+lrs7hrI+Jk0WEx4YdXSop99QepiMEBUQDFJwpVgGE6zKS+v5w2F8dCZXmyprcIvl9dBEARsqavO+fVcNTZ0ydwZyGUYUbYnR7mr5CabBX/qv4qJaAxvDg7LJiAq5QmUiULOGflzMR9X+zNJT9A0QsBdVRW4Fo4U7P1JO1haSFRAg5MhPPx5Lz7Mw8nqi4kgHjrTi8eX1WHbkuxr3G/mcIcHj711MjWEKMkoClhVV4GdravR1uLM+vWmVxPM5uT03IVLeH1wWLFUUqk8b53NgqMqBAOFprRNwhJCygWDAaIC+viGHwcuDePAl1xzep1zYxN45Kwbz69akvdf/Ic7PNh3tBvdV8YQSUvMS5509m/bOKuAIFcz1eIrnQzrzSZ4w5E5TxMsdvPRq4D0ix0IiQqoJzD3ssJPfWP40ee9eK25YV5OdG0tThzacTdW1VVM6dAnIb5lsO9od97fU45Sdn6yyiB5W36tzQKzKKA+sfVyKRie8zTBUjDTz4doNpgzQFQgB70+vOz2YDQSxbFro1lftabfaq8rMyIQjeHtW1Zig906r+udKZlwvillxzvK/p9vkZ6Et/lEJ4RgOK9Nl4qZUvUCSwgpF7wzQFQAyVva18NRRKTse9Env+78+CSCMQkDk2FcC8fL9+abq8aW0bsfAEKRGNr2HsfhDs+8vr/cDAAACMUkPNU1gLFIdMrz9XalPP3nA7CEkHLHnAGiApDb3wWAxWVGPLFsMUQBMAgCDAJggJB6/FKvB5fTrnaBwu0LKyUTJtdQiPwBuQTEzQsr0d43hHe9PrzS1ICRSBTt7iHZn6/WEwrTfz41iR4Sx+5oRmVi/gJRthgMEBWA0hAZgwDsWu5AVJIQAxCVpMR/8c/fHBxGTOb1zKKAL+65Zd7XnUwm7PT4M0+0AtCcaEakhpOj43i0ow+Xg+GbNh7KZvCQVuztG8I7V32QEO9nofUkSsof5gwQFYDS/m6zNd4cR8m/FRr3FGpfuK3FibYWJ9Y8cwih6NSwpJD5A3I2VtpQaTRk3DkB1Gs8pLZVVjPOpbWkzmXoE+kTcwaICkBu/zub/d1cvy5fwtEY/vZJH2IyNxBzbUaUT26FfIBk4yE9BQIA8GrflcwKEMSTKIluhsEAUQFML4Nba7Nkdfs616+bK0mScKzzKu7f9xFO9t/AC99dDyAeACQ/ShKw474187qOmawsN2ckOeo5o15vSZSUP8wZINKxwx0e7D3SDffwOFw1NuxsXY3G2gr87r1zGAtG8NyWddi4rDr13H1Hu9HrHUdjrQ077luDthZ1M9enNx7SY55AOqVE1dVWMz76ylpV1kSlgcEAkU6lqgUw9US6qKIMv31gPR7Y4EyN3C1mc2l5rDVKwdFCowF/Wb8Cdy3M77RM0g4GA0Q61bb3eMZQIiBeIXB4pzoVAjR3csHR8nIztne4cWdVBU6PBlhpQBkYDBDpVNOzhxCMZBYumo0iul78lgorovn0tucadnUOpB5PH/xE+sYEQiKdkuswWAwVAjQ/Xh/wstKAFDEYINKpna2rU8OHgMSVYhFUCND8uBhgpQEpYzBApFNtLU7s37YRzQ47DKKAamsZ9m+7XfUKAcqvqCRhf/9VxCCxDJMUMWeAiOALhPDN147j+FP3wmJiX3ut6BqfxK7OftRbynDvQjt2dQ6wDJNksR0xkQ7I9RNIHzBUZS2Dq8aGe1/5ENfHQ7LPoeI1vYJg5/LFcE+E8HfPMF5YtTSVIFhpNLAMk2TxzgCRxin1E0ifOJh8TlKhphLS3Cn1FrizyoYDLS5Um3jNRzPjvxIijdt7pHvKVL/kx+f++V8MjUyiwmLCa+9fyHiOIAD7jnYzGChy7e6hzL87ACPhKAMByhr/pRBp2MWrfly4ktlYCACuj4dwPRBG//UJeEYmMjPNVZ5KSNnhPALKBwYDRBowPSdg65cbcKrfhzOXfKirtODKyLQxyAKwZnEFdn8jXkb4Sc9wRjdC9hwoDUrjsVklQLPB0kKiEpfc7+8a8iMYiaFzyI8X3j2HBeVGHNl9D55/YN3UfgIyEwczeg4UyVRCmpnaY65JGxgMEJW46TkBSR90XoXJIE7pJ2A2imh22DP6CWTzHCpOyTHXrvIyCEDBxlyTtrCagKjEKc0YAFgNoCc9gUn84nw//nU77+bQ7PHOAFGJc9Uo7+vvO9pdwJWQmqwGERNR+aCQaCYMBohK3M7W1Yp/xmoA/SgXRQQYDFCOGAwQlbi2FieWVlkyjrMaQF+sBhGBGIMByg2DASINeG7LuimPWQ2gPyZBQDjGFDDKDYMBIg1IVgNYTCJMBoHVADokCEJiDDUDApo9Nh0i0oivN9WhwmzEiadbIYrTh9WSHpSJAoIxCRYD//5pdnhngEgjzg6OYP2SBQwEdKyceQOUIwYDRBpxqv8GbltWpfYySEVWkeWFlBsGA0Qacarfh9uWVau9DFLJQa8P7okg7vz0PDaf6MRBr0/tJVEJYTBApAGSJOH0gA+31lepvRRSwUGvD9s7+jARkxCSJJwfn8T2jj4GBJQ1BgNEGuAZmYTNbMQCq0ntpZAK2t1DSM8USQ4uancPqbQiKjUMBog04FS/D7c1VKm9DFJJz0QwY1CVlDhOlA0GA0QacLL/BvMFdGxluRlyNSSN5eaCr4VKE4MBIg1gJYG+7XE5UlsDSPvoC0fwnxHOp6CZcYQxUQk73OHBa0e60TXkR7PDjp2tqzmyWKcOen1odw+hZyKIleVmPOlyoMpoxK+6BtC6qBK/bnTCauD1H8ljMEBUog53ePDYWyfjLWiB1Mf92zYyIKCUQDSGl3s9OHJtFH9oasBXqyvUXhIVIQYDRCWqbe9xdA35pySOCQLQ7LDj0I67VVsXFafPRsaxq7MfX6u249lGJyqMBrWXREWEswmISpR7eDwzg1wCLl4dAxC/c7D3SDfcw+Nw1di4haBzmxbY8P6mJrT3DaH1sy58r64ah4dHUtsKe1wOfLu2Su1lkkp4Z4CoRMneGQBgNomor7LioneMWwgk649fXMGLvZ6M42+0rGBAoFPMJiEqUTtbV8dP9InUcUGIn/D3br0VwUgUAFKBQvJ5+452q7BSKjZ/HRyWPf78xcECr4SKBYMBohLV1uLE/m0b0eyww2wU0eywY/+229HW4sRVf2azGUkCer0sMyNgMBiWPX5pUv44aR9zBohKWFuLU/a2v6vGJptc2FhrK9ziiKhk8M4AkQbJbiFIwI771qi6LioOS83yMyzqFY6T9jEYINIg5S0Eh9pLoyLwnboq+eOL5Y+T9rGagIhIZzaf6MS58cmM4+tsFnxwR7MKKyK18c4AEZHOXAzITzPklEP9YjBARKQjVxQqCQQAqzjlULcYDBAR6YQ3FMaDp3vwkHMhgKlTDiXEpx+SPjEYICLSgeFQBD843YOfNtTgpaYGvNGyAmttFphFAWttFhxoWYH72X1Qt5hASESkcdfDETx4+iK2LanBT5bWqL0cKkK8M0BEpGE3whFsPd2DHzoXMRAgRQwGiIg0aiQcwdYzPfi+oxqP1teqvRwqYmxHTESkEQe9PrS7h9AzEcQKixmhWAwPL1mEnzXUqb00KnIMBoiINOCg14ftHX2pyoCuQLypkMvKckGaGbcJiIg0oN09lAoEkoTEcaKZMBggItKAnokgppeGSWBXQcoOgwEiIg1YWW5ONRFKYldByhaDASIiDdjjcsTHVices6sgzQabDhERaUR6NcHKcjOedDnYVZCywmCAiIhI57hNQEREpHMMBoiIiHSOwQAREZHOMRggIiLSOQYDREREOsdggIiISOcYDBAREekcgwEiIiKdYzBARESkcwwGiIiIdI7BABERkc4xGCAiItI5BgNEREQ6x2CAiIhI5xgMEBER6RyDASIiIp1jMEBERKRzDAaIiIh0jsEAERGRzv0PxtwgVy+VjGsAAAAASUVORK5CYII=\n", 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oN8MNLMwa71JGaV2bPreh8Y3h3Z1nmdg/2O6GAMCBTZk6hgCASilw80sTcbIw2VUyBCQkegbd2hjQl7ENUFjVaNdF7q6L+nPJ63tYfySPnLJ6hxSc2ZVSwhwHjV2Denf9wZ4Mvvk7h7sv6s+SsX3bkjzXXD+qTeNB2/2uqZIwdjHX9i5piPRzp7S22WT3/tniWn48lMeW5ZMt+fiiUVnUoGMIANSWN0mGgISERBvd2hhw1Fr5Q9kVVDa0UNnQAkBKYQ1Lvzxkcka6tUrolCqBP9LLeH5RksVjWYMdp4t4fvNpxscHseXeyQR4dYxba2s8aL/WmbGgjbZ3CdR/Q74eLvz+8AyT5i0IAo+vP85Dcwbi5+HS9Qk2wD/Mg7L8Oq0PaHmJn2QISEj0LLq1MaBdKw+OUSuvV3AGdfb+xP7BuMidcHaSIXeSGfRgaO9YzTUo9HH0XCVxwV74uDvGgqUhu6yOZ34+RXldM6uXjGRotJ9Z43RmLGgjph7AukN5uMidmO9AwlNj58WqcwY0tP5BjbvUtATX9kmIfiHuKBQqhkyKkgwBCYkeQrc2Bgxj35xIvQsMkFpUy+xVe1GoVCiUAsp2uZuCAHInGc6tPyW1TW3naR7FUrDblVLC9IGOow/f0KzkvV1nWXvwHCsuTuCKUdE2k3WOafUutccc71JlfTOvbU/h69sudKg8jPiRocy+I4m/f86kPL+OoEgvxs2LM6nETzsJsbxArSLoF2pYoVNCQqJ70a2NAUMuXntLvhoKX3SVka5UCbQoVShUAqOe/RVto0YsBbvdKcWsvGKYxeNYiiAI/HKykBe2nOGigaFsXTHF5u71KH8PUgprLEoYBHhp6xmuGdeXmGDHk3OOHxlK/MhQ1r16kMlXJRDS18ek8/UmIcrgwOYsqemQhEQPwfF1czshvaTWISVfV8wc0LaTB+MXGLmTDHcXOd5uzsSFeKG9vxQjH6KstonS2mYSw0xbEMQmvaSWGz/5m0/2ZfH+DaN5esEQmxsCO04XkV/ZwOolIxgY7oObsxMDw31MFgY6kFXOP9kV3D41zoqztZyohADyUitMPk9vEqLUZ0BCokfR7TwDLUoVv5ws5H9/ZLW6Yzt+SzlCAqGpSWz6sFbvAHuXFNY1KXjrt7P8fDSfB2clsnBEpE3n0lZGWFKHShB4dO4gFoyIYsGIKLPGa1GqePynEzy3MMnhVSejEvw5+ts5Rszsa9J51kpCtCfJ2cm8d/Q9sqqyiPGLYdnwZczsN9Pe05KQsBvdxhgoqWni279z+PZALkOj/Lj/4kQq65tZ9pXxZWS2xJQkNkPnXz4yit2pJdQ2KURTsLNlSaF2NcTE/sH8crKQOUnhbFsx2eYJjPrKCJ/ddIpIf3ezf1cf7c1kSJQv4+ODRJuntQiL86Po45OoVIJJORltSYhaWbGmJiE6CsnZydy36z5kyBAQSKtI475d9/HGtDckg0Ci1+JQxoC+UrpwPw/+90cW+9PLuHxUFN8vHU9Uu9bClu7AHZnMsjo++9c4s7PqtbFlSaH2wnumsIYzhTU8OW8wt0yyzyIido5Jbnk9n+/PYtM9k0SbozVxcZXjH+ZJ2blak/IGNEmImj4Dnn6uuHk6d9s+A+8dfa/NEAAQEJAhY83RNZIxINFrcRhjQN/isfTLQ/QJ9ODeiwbw4uVDcXfRdcNaugN3VAqrGimpaSIpSry+AbYsKTS08P5wMNduxoCYZYSCIPDUxpMsnzGAIG/r9rsQE09fVza9c5SmOkWHPgVdoUlCBHVDo2+e/YvSczUER9s398RUiuqKOFt5ts0Q0CAgkFmVaadZSfRmqrdvp/Sdd2nOzMQ1Npbgu+7E95JLbD4Ph0kg1Lt4AN6uzlw5po9eQ6An8+upQi4ZHC5qPN2WJYViLrxiIAgCPu66tq+pOSbbThQwe9UeBjy2lf3ppfg6mFZDZ6QfLib9UAn1Vc0oFSrK8uvY9v4J0g8XmzSOzEnGyEv6ceiXHCvNVHzqW+p598i7XLvlWoLcg5BppefKkBHr1z3DHhLdl+rt28m7dzlNqakIzc00paaSd+9yqrdvt/lcHMYYMFSbn1Fq38oAe7HtZCGzhoSJM1brAvbWjjS+O5DDthMFoozbGbHB1qmGMAdBEHhu02kCW5UMTa3y0KDxXqUU1qBQCTS2qLjz60M2uZ9icGCT1s63VQ3rwOYsk8dKGBdGYUYVVSUNXb/ZjqgEFRvObuCyDZdR3VzNj/N/5NELHm0LDWgQEFg2fJkdZyrRGyl9593zX0TQlvxW+u67Np+Lw4QJbC0t3JnUr7VkgI2lsr6Zs8W1jIkJtHgs7fBLVmm9aEqGnaHTIwD7JHcqVQKPrDtGWW0zG++exK6UYrNzTPQqSzqAroWxVBbpWbjNLBGUOzsRleDPDy8dQNGkMinkYCv+KfyHlw+8TJhXGGsuXtO285/ZbyZvTHuDNUfXkFmVSYR3BNVN1YwKG2XnGUv0NpozM88bAhoEgeYM24esHKaFsWbR0qBZRLRrvsVYqA21Pl5zvfrLwNBrtvrCX3vwHAezy3nxcsuFgWav2mOWAJIYbDtRwJs70jhbXIuTTMaqq0cwZ6jtFs1mhYr7vjuC3EnGa1cNx8XCxjyG2iO7OTuR8vwci8a2Bd8+9xdleVqeNhkERXmz5PFxJo3VpkrYbhwEmH1Hks0NAu0ywSsGXMHfhX+TW5PLA2Mf4MKIC7sc49MTn3Ks5BivT3vdoRQkJXo26fMX0JyW1vGgTIZbYiJx63+y6VwcJkygqc33cXPGRS7TK/7S3k3bpFC16fWb6qbtbIfX2Wu2YtuJQi4ZIk5FhD1j97OTIti6fApp/53LxP7BtKisa3dqwiGJj29l1ht7uOzd3/HzdOGNq0dYbAiAY4U+zGHsvNaYuOZDmNmnANqpEmqwIORgCZoywbSKNJpVzaRWpPLC3y8Q5BHEd/O+M8oQALhx8I1UNFWwMX2jlWd8nuTsZBZvXMzoL0azeONikrOTbXZtCfujrK0DVevmQit2GXzXnTafj8MYA6BePC4dFsHqJSPZunyKjvtWrIXa0AJ5ukBd/mbPxLe6JgVHciuZIFLduqMsYPdfnMCbyakorWQQ6BiKRTWczK9mcv/gttbHlqJRltTgSLoWxhAY4YV3oBtBUd7InZ0IivJmzh1DzSoRdBRVQu0yQVAnAx4pPoLcyfikY7mTnBcmvcBbh98irzbPGlPtgLYRo9E6kAyC3oGypobc227Dd9Ysot58E7fEBGSurrglJhD11mp8L77Y5nNymJwBDX6eLlTUt+h9LUOkXW5nvQMEAZ3XNCQ+vtXqOQS7U0uY2D9INDU77dg92GcBS4ryo3+oNxuO5HH5qGjRxzdUyrj6tzTRQhOzkyIYGxNAQWvZZ3fTtcg6VkbiBeFcuDDe4rEcRZUwqypLtDLBSO9I7h11L4/ufZRPZn1ikjFhKu8eUSeISVoHvQ9lVRU5/74NnxkXEbx0KQC+s2xfSqiNQ3kGtp0oYN2hPJ7YcILZq/a0uf9zy+t5btMpvbtKc3a5ne3wtPsKaGhSqCwKTRjLthOFzBIpRADnwy8a7X0fN2eWjO1jlwXsvosTeOu3s7QodePulmKrcEhhdSPr75pIyvNz9HqvHJnMYyXEDAsWZayx82LPJ9VosIMqYYxfjKhlgvPj5hPkEcT/Tv1PjOnpkF6ZzisHXiGtUtebKWkd9HwUFRVk/+tf+M6e3WYIOAoOYwxo3LwlNU0oVULbonv5u79zzYd/EuLjxsuL1Ql1bSFPM920MwaFEeTtSnyIl05zGu3F08254y2yZg5Bk0LJH+llTE0QV9lNE7tPeX4O2++fwu7UEoqrG0W9hjEMDPdlSKQv6w6dE31sfeEQgL6B4u1Ui6sbkctkBHcjkSFQJ/t9/cyfFJytYteXZ0zWFdCHRpVQE3Lw8nMlKjHA5qqEy4Yv61AmqAkZmFsmKJPJePLCJ/k+5XvOlJ8RZY71LfWsP7ueG7bcwP/t+j/CPMOI94uXtA56GYqyMnJu/hf+iy4j6NZb7D0dHRwmTKAvHwDUO7HdD05vSwDzcpPz6vZU0otrGRjuY5abdsvxAi6IDeTd60brfb29qmHi41t1XrdWDsEf6WWM7OuPl5v1fi0Rfh7cNjmOZzed4u1rbV9KtWJmArd8doDLRkbj6iyeLapTytj6WFrbxLYThaLs4A/lVDCqX4AIs7Ud2ln/GqEhMbL+26sSKlqUfPPMX5QX1BEYYbt8FO0ywVi/WJYNX8aMfjPMHtPf3Z8nLnyCR/Y+wrfzvsVNbp7xd7LsJOtS17EzdycTIifwf2P+j+Ehw5HJZER6R3Lfrvva3mupESPh2LQUF5N7660EXHcdAUuW2Hs6enGY0kJTyrYEQWDUc79y4LGZOJuYJS4IAvPe2sfzi5IY2bfrL3ZblOZpyiVTi2oI83XnqfmDrVrGqFCqmP7aLhCguKbJ5loK9393hJH9Arjhwn6ijqspZWyvITAgzJvl3x5maJQfT8wbjKer+YbWfzefol+QF9eLPG9r8u1zf+mN7ZtTTtgVp/8oIPt4KbPvGCrquPbiv3/+F1e5Kw+OfdDoc6qbq9mSsYV1aeuQyWQsHrCYObFz8HHtKNusElRM/W4qQe5B5NbkimLESDgmLYWF5NxyK0G33oL/4sX2no5BHMYzYIrokEwmo2+gJznl9cSFeJt0nf3pZXi5OhtlCID1E/C0NQ8KqxqtLgqUfLqI3PLzAjSakIyttBTunTGAy9/9gy/3Z5NVJp6wk6E+FeuWTeS1X1OY/9Y+Vl090uzGT4dyKq2S/GhNbJn1n3hhOId/zaEoq5qwGPF6atiL+8fcz5JNS5gSPYULIi4w+D5BEDhUfIh1aevYn7+fi/pexDMTnmFQ0CCD5xwrOUa8fzyfzf7MCjOXcBRa8vLIueVWgu+6E78FC+w9nU5xmJwB7cS9rvIB4kO9SSuuNfk67+/J4LYpcUa/XzuHICHMmwBPF/qHmmaEGMIeugaaa2ow95rt6/rbJ3x2xZnCasrrm0kpskwvwlhcnZ14ZM4gnluYxJ1fH2TN7nRUJpY4NimUZJXWkRDWvRrz+Id5oFtbap2sfycnGRcuiOPP9emij20PPJw9eGHSC/xnz39YtGGRjh5AeWM5n534jIUbFrL60GouiLiAzZdv5vELH+/UEAB1aeHF/WxfPiZhXaq3bydj4SLODBtO+py5ZF69hJDl9zq8IQAOZAxoL7r6RIfaMyDUh7NGGgPnm8tsYX96KS16whFdza0tAe++qTy7MIlH1x03eUHRh61FgZoVKtKKay2+piUCUGIZI6YyoX8wG++axJGcSq776C8KqozX1T+RV83gSF/RNAtsha2z/mNHBNPcqCT3dLlVxrc1BXUFlDeWk16Z3kEP4Lot13Hlz1dS1ljGqumr+N+c/7EgfgEezh5djikIAjtydjCjrxQS6EloNx1qzsxEWVoKzg7jgO8Uh5qlKe2Iqxta+OyPTF79JQWASH93npinG2vXdsMD3Pn1IdY4me8Snzcsgg1H8vj67xyL48f6wiMAgV6uCIIgmjSqIAj8dqaY/245jbernOpGhUV9IPR6NIDnN5+mulFBRV0z5fXNVNa1UF7f3Pa8qr6FsrpmPfOzjbBTgJcr710/iu//yWXxu3/wxLzBRukQHM6pMDq05Ehosv4PbM6isrAeubOMAWNCrZb1L5PJGH9ZPPvXnSV6YEC3l/bVFjXSPJbWl7Lt8m24yE3vWnmm/AwB7gGEe3WfstSeiKWtgwWVCkVJCS15+bTk5VG0cmXrC+2+WVubDtmjJbGpOJQxYCzbThTw3u6Orsi8Sv2xdkNiNJY0l5HJZDy3KIk5b+7lsz+yyC2vNzvubSgL3t/ThRs+/psXLx9KHwvL49KKanh20ynqm5W8cdUICqoa9F7TlDwIQ10m8ysbSC2sIcDLlZggLwL6uBDg6Uqglyv+nq74e7ow/619Nm1KpY1MJuPqsX0ZGxPIiu+OsCulhCfnD+60iuNgdgVLxvW1yfzEpn3Wf015Iz++fJC6qia8/KxTIhmdGICblwsZh0uIH+U4jYvMQZ+oEUBpQ6lZhgDAr9m/SsJCdkazi9d8+WlaB7P6zbaFW1AqWxf7vPM/+eqFvzkvD1VlFc6hIThHRuIaFYWyokL3QnZqOmQO3dIYWJVs2J38xIaTHMiqoLyumdLaJr27bjF2oUdzK6msb6GyVS3R3CQ8TXhEOwt+1pAwfjyUx9Xv7+e2KXHcOD7GZBd1ZX0zb/yaym8pxTxwSSILhkcik8kY3sdf7zVNKb8zlPCZGO7D4/MGd3quIQPI1qqIcSHerF06gTeSU5n/9j7euGoEw/v467xPEAQO51Ty0mLLG0fZG59Ad0bM7MPva89yya1DrHadCxfGkfzpKWKHB+MkQl8IexHjF0NaRZqO3LElegDJOcm8fdHbYkxPwkz0tg4GCp54koqvv6ElLw9VdTXOoaG4REW1/XhNnKT+d3QUcn//Dp6v+oOHaEpN1fEMuMYZn6NmT7qlMZBZanghL69rZmC4D0HergR5uZFf2UBGSZ3ou1BDugjLvjxEYriPSV4CQ+GRK0ZHMyUhmKc2nOTno/m8fMUw+od2ncCmUKr46q8c1uxO5+qxfdi+Yioerh2lVU0Jyehj+YwBLPuqXXdHExZ0QwaQPdT8XJ2deGj2QKYMCOHubw6xZGxflk6N72B45VU24OvhjJ+HeTtBR2PY9Gi+f/Efck+X02eQ5W2y9RHaz5fASG/O/FnI4ImRVrmGLVg2fBn37bqvLVRgqR5AemU6Lk4u9PXtnl6mnoLe1sGAqq6O0AcfwDUqCic/P5PCXMF33dnB22DPpkPm0C1N9thgwwt5Qpg3V47pw0UDwxjex58HZyWaVKVgLPrc5KBeGMXMjg/1cee960dz2+Q4bvrkAG//ltapnO+e1BLmrt7LwewKflw2gRUzE3QMATEI8najX5Cn0Qmf2rRPynQEWd/x8UH8fPckTuZXce2Hf5JfeT658GB2BaO7mdhQZzjJnZh2XSJ7vk1F0aK02nUuWBDLP1uyrHoNa6MRNUoISMDVyZWEgARWTVtlth5AcnayFCJwAFxjY3U15wG32Fg8hgzR2fUbg+8llxC12jGaDpmDw4gOmYImKVAf+hYkfWI0li4++sSI2iO2MBGo3f7Pbz7NyfxqFo2I5KfDeWSWquv0l4zrw97UUkpqm3hq/mBG97POjk/DLZ8d4Kox0TYTKrIVgiDww8FzrPo1lUuHRbA3rdRmYlC2ZtfXKXj6uDBuvvXcmDu/PENAuCcjZko7YYArf76SFye9SP+A/vaeSq9GO2dA8ygPCiLypRfxnjzZ3lO0Od3SGAD1Av/cplPkV6o19qMCPHj80sE222G2VSnI9HqbAP3qiWLw2vYU3vrtrM7xm8b346n5Q3CycvlbSmENy746yK/3Te12pXbG8vkfWTy58WTbc004xFbCTLagsa6F7/77NwuXj8Q/zDrdBmsrGlm78iDXPHUBbh7dMiopGrk1udyZfCcbF23s9lUWPYHq7dspffddmjMycY2LJfiuu3CNiiL/0cdwHzKYsIcfRu7TvXRFLKHbGgOOgMbjcKZA10NgDc+ABltIJHfG/d8dYVxsYLfNrjcGe99jW5H6dyGnfi9g4YoRVlugNr97jKLMKpoblPiHeTB2XqzFfRG6I5+e+JSa5hruHXWvvaci0QlCczOla96nauNGwp96std4CbplzoCjoIl7v3e9uuFP++9SQYDqBoVVVPVsLVTUnrzKBv7KLOeyUVFWv5Y9sec9tiUDxoYhk0Hq30VWGT/9cDFZx0ppqGlBqVC1NUoSo3NidyM5O1nqPdANkLm6EnLvPUSvfpPi114n/7HHqNywsU1ZMGPhIqq3b7f3NEVHMgZEQJMdH+nn3uF4fmWDVWR29bXrtVWd/kd7M7hhfD/cnMVPSnQk7HmPbYlMJmPqNYn8uSGdxroW0cc/sClTR/0QGRzYnCX6tRyZwrpCyhrLGBzYedmthOPgPngwsd9/h6q2joKHHmpTFtRoEvQ0g0AyBkRidlIEPu4uNpHZNbWPg6Vo5JwTHtvKF/uzCfWxjliNI2Hre2xP/MM8GTQ+gj83ZIg+ti0bJTkyGvlhKVfAONpr/NtzJy5zdaU5K0tXk6BVWbAnIRkDImIr17KpfRwsoX0PgmalCoVK4P7vj1qtqZCjYMt77AiMmt2PvJQKCjOqRB1Xb6MkzfFehNSYyHi0Nf7tuROv3r5dV0gIupWyoLH07vRekTGlDbOlWCoaZCzWkHPuLtjqHjsCzi5ypixJYNfXKVz1yBjRVAPHzotl2/snzpdjtPtjaqpvwc3T/kJOydnJvHf0PbKqsojxi2HZ8GWiagGUNZSRW5PLsJDur2BpC/SqA9pB47+t/FAf3UhZ0Fgkz4CIaLuWofu7lntLIp0E9BkUSGCEF8d2nhNtTE2jpKAob+TOTgRFeTP7jiQGjA3jx1cOUVVi33BBcnYy9+26j7SKtA5dCTVtisVgZ+5OpvWZhpNM+ro1Br3qgFbeiesLS7QZJfroRsqCxiJ5BkSkvcxuekkdTjK4aXxMt3Yt29LbIWF/Jl05gB9ePED8qFB8At27PsEI2jdKao9/qCfr3zjMxbcMIbK/vyjXMhV9XQllyFhzdI1o3oHk7GT+lfQvUcbqDbjGxtpU499g0yJnZ/0iMjIZUavf7DbKgsbSK0xVTQJc4uNbmb1qj1Xj3Zpyw9Tn57Dpnsn8fDSf4upGq13P2mi8HRp6ciKdBHj6ujJ6Tgx7v0u1+rXiR4Uy+/ahJH96ipS/Cq1+vfYkZyezeONiUitSdboSCgicrTzLP4X/UNGopxOdnnFGfzGaxRsX63gUqpqqSK1IZXTYaNE/Q08l+K47dQwBa+7EDYUlZHInXc+ATIZbYmKPMwSgF4gOtSkF0jFkaSsluf/9kcXOlGI+vXlst8wkPnaukts+/4cAT1cyS+3bVEjCNggqgR9fOcjo2f2IHR5i9evVlDey+d1jxA4LZtz8WKv/P9GEBtp7BNojQ0aAewDDgodxtvIsjcpG4vziiPOLo79/f+L944n3j+dg0UG9TYzemPZGm1dhY/pGDhYd5JkJz1j1M/U0yr/5huIXXmz1CKjVAa21AJ8ZNhyhuVn3BWdnUCjOP281GLpTvwFT6PHGgL2V5FQqgZs+/ZtZQ8K5/sJ+Vr+emAiCwJVr9rN0ajwzB4fZezoSNqQkt4Zt7x9nyRMX4OJmfU2J5kYF2z8+iYubnBk3DsLZCs21NCzeuFinLbEGzYLevhlRg6KBzKpM0ivTOVt5lozKDM5WnqWgrgCloNQ5PyEggbUL1gJw72/3ckXCFUyJ7jmqlbag7NPPUJaXE/p/91v9WhkLF+kNS7glJuJ/9dUUv/gigNWNEnvTo42Bk/lVzH9rHyo9n9BafQP0UVTdyKxVewj0dCWvsoHYYC+TWhzbi41H8/nhn1w+v2Wc1Xdr6YeLObApk8qihl4tWetI7FubhpNMxoTFtmmqo1IJ/LH2LIWZVcxdNgxPX1erXGf0F6NpVunZCQKJAYksG77MKKVAQ+O4Orly8IaD1LfUM3fdXLZfsR1XuXU+S08l69rrCHv4ITyGWb8Cw1DVgHNkJIriYpy8vYl49hmbVjLYgx6XM1DbpOCbv3NY8PY+HvjhGCE+bnZXkjucU0FlfQsZpXU0KVSitji2Fg3NSl755QxPzBtsE0Ng2/snKMuv6/WStY7EuHmxpB8upiyv1ibXc3KSMemqAQwcH8G6Vw5SlldL+uFivn3uL9bcvYtvn/tLlL+JGL8YZFrfCjJkJAYksnbBWqMlgw2NE+sXC8CevD1cGHmhZAiYiKK0lJbCAtyTkmxyPd9LLsE5KgrXuFhkrq44R6g3aYr8fFAoUFVW9kjFQW16hDEgCAJHcyt5+MdjTH91F0dzK3luYRJb7p3EMwuGtOUKgH0S4DS1+m3zbZ2P2MqEYvL+nnQuSgwlIcz6XbvaJGs1HpxeKlnraLi6OzNx8QB2fZWCoM+9ZiWSpkQx5ZoE1r9+yCpG4rLhy9pi/HA+NLBs+DKzxtGgPU5ydjIX9xXfpewo6nzWombHb/hMvwiZk22WJ0VFBahUxG3ezMBjR5H7+upNHOxpioPadGtjoLqxhS/2ZzF39T6e2HCC4X382fnANF5aPIzhffyRyWQdlOQAEsNsrySnt1YfOFNQw2vbUziQVU6LUmWz+XRFfmUD3x3IZcVM2xhMkmSt4xI7Ihh3L2dO/2FbL1bfwUG4ebUKEolsJM7sN5M3pr1Bf391+GNAwIAOOQKmjuPh7IGLkwsJAQlt4zQqGvmn8B8mRE2waK7aOJI6n7Wo+fVXfC4WT/SpK+r/+huvcedDofbQOXAEup3OgCAIHMqp4Ou/ctmTVsKsIWG8csUwkqL8DJ6jUZJb+PY+Vi0ZSWywbWvkDdXqxwZ54ePuzJvJaZwprGZ0vwCmJIQwZUAIfQKt01/eGFZuO8MdU+II8LKNe9M/zIOyPC0RIxn4h9vvHkiokclkTF6SwE+vHiJmWLDV4vj6qC1v0j0okpE4s99MZvabyT2/3cOSxCVMjJpo9jhfnPqCJ8c/Sbx/fNvx/fn7GRU2Cg9ncWWXHUWdz1ooa2poTDmD55gxVr+WRlioKS0N59BQqrdvx/eSS2yuc+AodBtjoLK+mXWH8vj2QA7ebs5cM64vzy0agqer8R8hNtiLzNJamxsDK2YOUJc3ytr+7yII8J/ZA5mdFM7tU+JpaFbyZ2YZe1JL+GRfJioBpgwIZkpCCBfGBeHlZptf1cHsck7lV/PqlcNtcj1BEPAOcFcbA1r1n+MujbXJHCQ6xzfIg6HTovlj3Vlm3my7rnv+YR6U5ddpaWGLayROi57GztydZhsDhkjOSWZmX+N2t5pFqTkzE9fYWILvurPDwi4IAs2ZWdTt3dPjdfJrd+3Ge9JkZM7W/b7TFhpSFBWpn69+k+C77uzwmrV1DhwFhzYGBEHgr8xyvv07hz/Sy7h0WARvXTOKxHDz4tixwd5klNRx0UCRJ9oF7ZUJM0r01+p7uMqZnhjK9ER1Bn1eZQN7Ukv48dA5HvrxOANCvdVeg4RgBoX74uSkdmltO1HAquQ0MkvrLKpS0IyTUlhDdIAHO04XWb3aQaUS2PXlGWROMi6+dTCHfsmhsrAe/3BPxl0aS9xI69e4SxjH8Jl9+OGFA5xLqSA6McAm12zra6DBCkbi1D5T+eDYBwiCIFqibIuyhT/y/+CRcY90+V5D6nfCK6/g5OVF7d491O3dh5O3N96TJ+ESHU3LuXM6BoFrXM8wnGt+/RW/RQutfp3OPCxx69fD6jcpffddmjMye3xJoQa7lxbqW8zGxgTy46FzfHsgl2BvN64d15fZSeG4u1hWe7zxaD5/ZZTx38uGijR726BQqjh6roo9qSXsSSshv7KBifHB+Hk68+nv2RYLKmmEmTTYQphJqVDx6yencJLLmHHzIOQiNcaRsB4FZyv55aMTuHm6UFVsmxLQI8k5/LUxA0GF1YzEazdfy5Pjn2RgoHm7hJu23tQhTPB73u98c+Yb3p7xdpfn6q1xB5DL8Zk5E+8pk/GaNBmXMPU91jYeNI/eF19Mn7dWmzV/R0HV2MjZGTPpvyMZJ3fzpbC78rQ0nztH+qzZoFTqnCtzdWXgsaNmX7s7Y1fPgLY6oKbkzs/DmavH9uXDG8cQH+It2vXigr349u8c0cazFc5yJ0b3C2B0vwDuuziByvpmfj9bxqM/HQe08qvM6Cio3ZnQ3HGMpaVZybb3T+AT6MaUaxLbvBwSjk19TTN1leofoC27f/YdSVYzCLwD3BkwJoyLbhxklfEBpvWZxq7cXWYbA9ok5yQzo69xyYh6k9UAmVxO9JurdI77XnKJzq416N//puKrryn7+GOCbr3V0unbjbo//sBzzBiLDQF9npbm+1agqqundudOBKUSua8vysrKXpcX0Bl23Y7pXYSACD8PHp07SFRDACAm2IvM0u7fbc/f05VLh0XQ2KJr2ZrTUdCWnQmbGxT8vPoIQVFeTL1WMgS6E39v0opL26AEtLKoHv8w6yaSTo2eyq7cXaKMpVQp2ZO7h+l9phv1ftfYWL1lbJ0tSr6XXELc+vUMPHaUuPXr8Zs3jz5r3qPq501UfP+9JdO3KzXbf8VnpmVVBHrd/0DpmveRBwQQ/dZq4rdsJvyZp897VqDX5AV0hl2NAUMld9ZasL3dnFEJAvXNiq7f3A2IDfYSRVApwk/XEreGMFNDbTPr3zhM3yFBjL8svlv2auhNCCqB0nO1HEnOYdM7RynXrvgAq5eAVhZb3xjIqc4hpSKFUV+M0ttsqDOSs5M5VXaKK3++ksUbF/Ph8Q+J84/D393fqPPbmvJo9T03dVGS+/nR96MPKf/0M6q3bDHpXGOwprZB9fbtZCxYSNX69ZS+/75FYxvytKBUEvSvm3GNiQHUBlXU6jdxS0xA5uqKW2JCj+05YCx2NQbEWsxMISaoZ3gH4HxHwTbjFtMFlVQqoYNxrHkUW5iptqKJ9a8fZuD4CMbMiZEMAQelqqSBk3vz+OWjE3z2yO/s+uoMjbUtjJjRh8BIL3T/w1q3BLSyqJ4AK46fnJ3M/bvvR6FS0KJqIa0ijft23WeUQaBpeNSobKRF1UJqRSrvHHmHU2WnjDYoOixKLi7IXFyIWm3eouQcHEzfjz6k+PU3qN2zx+TzDWFNbYO2sdPUAmzN6ekWjW2Kp0Xbw9LVPe/pYk92TSDUSVxrXYSsKQr0yLpjTOwfzLxhkVYZ39ZsO1HAmzvSSCuqxd1FzqtXDu/y3rVP2gzwciXE25U7p/Vn9W+Gqx0soaqkgZ/fOsKYuTEMvNCx+zH0JIzp91Bf3cy5lHLOnakgL6UCZ1c50YkBRA8MIDIhADcP5w7jbXv/hE4J6Jw7hlql8kMQBD79zz5uenEicmfr7FsMNS1ydXJl5ZSVbd0HTTlXQ/vuhcaSfumlCM0tKIqK9Ca/GUNTRgY5//43US+/LEq9vqFGPq5xcfR5/31QKhCUSgSFAlQqBIWy7RhKZetrmmMqBKVCfVyhpPi1V1EUaLWvlslwS0xQZ/WbiE6fATM7DWonIXpNmkj5x5/oJG5GrX6zR+g7gINUEzy49hiNLUr6h3pbvT3uB3vSaWpRcc+MAVa7hj1QKFVMeXknP901kTBfwwk42kmbGqxVOVCWX8vmd44x6YoBUqlgO6zdmMnQwj3zX4Nx9XDm3Bm1AdDSqCR6oHrxj0oMwMvPret5b86ySQlofXUz6149yPXPjrfK+NB50yLofEHv7Fzt7oXGYHAhM2PBaThxknP33EOfd97GfbBl2hAGW/zKZLgPGgRyOTK5HJzlyOTOyOROIHfu/JiTHJmznIpvvwOVrvqqJVn9eQ8/Qt3evahqajqUBXZVZaDBUMWGvs9vrtHiiNhdZ2B2UgQf7Mng5SuG0z9U3IRBfcQGe7P1uOM2CDIXZ7kTC0dGsfbgOe6abrjLnHbSJlivcqA4u5qt7x/nousH0WdwoKhjd2e0F2prZOXr7fcA7PjfaeJGhBA9MICh06LxC/EwKWQTPzLUZt0kK4vqCbByvkCMX0yn7YzXHF1j0Bjo7FwBgcwq/UJAhhal0nfeEU1d0CNpCFEvryT37rvp+9HHuFmgQ2BIkc8tMZHYdT+aPS5A/cFDoqn9dVAUjIgg8qkn2+6boSoD9Bhape+09iDQSkLUoQeJPYGD9CYorGokXE8SmzWIC/Eio4fkDGhz1Zg+rD14js6cPYYqB9JFrhzIT6tg65rjXHLLEMkQ0MIWjZn09ntA3Rlw9u1JJE2Jwj/U06FzN2xRSaDdbKg9nS3oXZ3bvnthewzF33OXLqUpRVx1Qc+xYwl/8kly77iDlvx8s8aAdkmOGkTMvNdJoDRz7Pb3FZUKRX5+W+6BoFRS8vob6jfqMbS0aUpPN+6iPawU0e7GgFIl0NCixNtGcrt9AjzJLa/vdMHsrsQGexHq48afGeWdvkff178gCLzxayrnKtSZ4dtOFDB71R4SH9/K7FV7Om23rN1mdv/6dH799BRzlw0jor+/hZ+q52GoMVPZuVrRWvX6h3nYPNlPbCpsYAxomg25Oun2XDC0oGufG+nVMf+osy6IhkrfGk+fxjU+vtPkN3MS2HymTSNk+XJy/n0birKyLt+vD99LLiHi+efAxUX0zHuxsvoN3df8hx4mbdJkmrOzdU+yZGffA0sR7W4MlNY2EezdeZxSTFydnfBxd6aivsVm17QlgyN9uOOLfwwu4joVCK2PTy8YgkwG13z4J3Pe3MPSLw+RUlhDk0LVJgalzyDQuLzb2szm1XFoWzYjZ/YlpK/12x93R/zDDDevEatV79h5sedzBTR0s34P1q4k0DCz30xWTlkJYHJb45n9ZvLLFb/wxrQ3SAxIxNXJtUP3Qm0Mlb4pKyoJWX6vwV2yJRn9fvMuJfDGG8i57TaUNTVdvl8fTj6++M2dY3TmvSmYmtWvD0P3VVAoGLB7F24Jeiqj9Ozsq7dvB4WB0nO5HJmHBzIXlx5Zimh3Y6DAhiECDZqGRT2NbScK+PT3bKobFQYX8fYtnd2cnRgYrm7pfN0F/VgxM4HdD0yntlH9n0GfIqE2Oi5vABmcsnHL2+7EiJl91f8w5KEXIWwQPzKU2XckERTljdxZhpNcxpQlCd0qibOyqB6/UNt4Mi7qexG+rr7E+8d3uaDrY2a/maxdsJaDNxxk7YK1Bs/TW/oGuMb063SX3JmWvjEELFmC76zZ5C5dhqqhwahz2tNw6BAeI0eZfJ6tMFRS6BYfj8zV9fwOvotwRFu+gB7cBgzANTqK+B3JohtEjoDdEwgLqxr1it5YE03DotH9elYs21hZYU1LZ304OckorG7UOW5IkdCQy9uaQjTdnfrqZmKGBVNT3khlYT1KhW42tRj3sH2y35n9BaQfLmHotGiLxrQVSqWKxtoWm7VMPlV2iv7+/fnfnP9Z9TqGOuIpKyppOHkS30su0ZssqHfna6KbO+j221BWV3Fu+XL6vP02Mlfj72394cP4X7HY6Pfbmq46DbonJOAcFoY8wL/T5kPNmYbvZ/Bdd1L47LPI/fys+lnshd09A4VVDYT7idvzuytiQ3qO8FB7xJAVTj5VpP6/pHXckBhUT4hN2xKVSuDk3jwmXTmAJY+PY+nb0wiKsr6YT+IF4dRVNnHujOF8EkeiuqQB32B3myU47j23l8nRk61+HUO7/8hXXibvnnsp//Irqn/Ryg3YsgWZh57vSBMT2GQyGaEPPIBLWDh5Dz2k1gEwAlVDAy15eeqcBgfF0H1FEMhYuIj0S+chKBQE33lnp+EI51D9lTLOUVH4zJyJ0NyCk5vtwtq2xO7GQEG17T0DcT2kR4E25ig6tk8UHP/iDh5Zd4zH5w3SySswpEjYE2LTtiT7eCkBEV74hZz/crfFPZQ5yZh4RX/2rT2LSuX4ybOVRfWiGUPJ2cks3riY0V+MNig3vDdvL5OjrG8MgP4YudeFFxLz/XdU/vA9ecu1cgPu/z+cI1o9eRZm3ctkMsKffgqAwqef6TKRWiMVrCwvJ/Oyyx1adU/7viII5ysMlEqU5eXk3bucolde0ZuIWfHDD+dDKFpJVWEPP4RQX4+TZ8/d5NjVGNh2ooBv/srhyQ0nusxYF5PYHmoMaCcHQueywhoBIk2iYEFVIyW1zYT7uuvNK9AnBtUxNu1EYKQXHj4uePrZxr1ra7QrJ4xN8tOct2XNccrz6zqcp30P/cM8cfdyJihaXN2NqIQA/II9OLPf8fM5KkTSGNBIBqdVpNGsatYrN1zeWE5JQwk51TldGg3WxDk4uF2Mr2NugAyhbecL4Nq/v9kJbDK5nKiVK2kpLOTc3fcYrFDQJC225OZ2qM13ZIOgPYYqDMo//kS3tHPZnVR+/wOxP60zmLehrKrqsSECsKMCoY4UMer/B9ZSwmuPSiUw6vlfOfT4xT2ua55GnjijpI6YIE/K65p557rRjIvVzY+YvWoPKYU1OgJEA8N92Lp8itlzyE+r5LfPT3PlI2Nw83QxexxHw5CqX1diQW3naTDivNQDhRxNzuXyB0YjdxHPZq8srmfDqsNc8+QFuLrbPWXIIL99cZq+g4PoP9oygSN9ksHa6oA/p//MxvSN/Fnwp8755kgKW4Ihtb/2inxZ111P+JNP4p5oWe+Qqk2byH/gwXYX6ah4mLFgobpngI7YUPdQ3TOonKgHJx8fBuzZjZO+cEwrjadOUfTyK/T77FOxpuhQ2M0zoEl209BZxrrYODnJCPd1p0BPolx3Z3ZSBFuXTyHl+Tn8ct9U1twwhgfXHqWqQbeU0lqtiyMH+JN4YTi7vkrplnoOhnb/hsSC/t6YSUNts8GfvzZmdLyAEdUCCWPDCe7rwx8/nRX1s/mHehI/KpRDv+ipu3YANPf+9B8F/Lkh3WK9hayqLB1hIAGBlIqUtt3/3ry9pJSn6D3/lQOvWHR9UzGm0Y5LZCQt+XkWX6vsw4903YhA/n8eIm3yFF1lwNb3dBfVPUOVG/oQmpo6NQSAHu8ZsJsxYK2FyFjiQrzItNG17MnofgEsHhXNYz8d11mYrdk1cvScGBpqmjn9u+O7pNujo5vQWvN/Yvc5ygvq9VZOlBfUse6VQwZ/Kgr0VAUYUS0w+coB5KVUknGkRLwPCIydG0PKn4XUlDuWMdz+3iNAVXGDxXoL4V6G+5xoQgZbM7dS0VSh9z0Fdbb9+zVGkU9tDJivKKihs3a/8b9swy0x0egOgI6I3nupDyM/k7KyErm/v3gTdDDsZgwYUsIL8TE+U9MUlTx91++JWgP6uGt6f4qqG/nxUMfdhKEcg7SiWotzOJycZMz81xAObM6kPL/7GF2GNP33/pCGm6cet7oMgqK9ue6ZCw3+mFst4OwqZ9ZtQ9j7XSrVpabXhhvCzdOFkZf0Y/9PRsqu2ghDmhWm6C20Txac/9N8ShtKW4fR/bYxJCVs6nvExBhFPrGMAYNeiPh4nDw9RZMKthfa99JgKaWRn0nyDFgJzUKkzbmKBqMWIe3kt85U8vQRG+wtuh6/oyJ3kvHG1SN4bXsKWe0SJ9sLEDm3y51QqAST76c+vAPcmHJNIts/Pomi2bgyJntjSNNfhoxp1yVqnpx/NCLrX6dawMjzAALCvbhwUTwbVx/hm2dNT1w0xJApkZTm1lCYWWXROGJiqWaFdrJgVnUW9Yp6/jXkXyQEGI6vy2VyHUnh9sxaO8umyYRdKfKJZQx0tdiLJRVsT9rfS4MNh5ydu/xM1du3U/L2O5R9/LFeKWhzpKIdDbsZA7OTIojy1y0pNDZvoDOBHWPoqRUFhogO8OTRuYNY/u1hWpTnRW40OQb9Q72tksMROyyYqAR/tqw5blYWvq3xC9VXz63exWtn/QdFeTPnjqFdqvqZe54GZ1cnqoobKNcKXVhyD+VyJyYs7s/vP5x1mLwOvTLNJugtvHf0vTYZ4fOny/gj/w/WLlhLQkCCXg9BH58+PDj2QZ3jGvLr8nUqEOyJS5Q4xoAxi70YUsGOgkGVwv6Gu7zC+aoKZWkpKJU6VRWWSEU7EnZNJy6t1c30NCZvoK5JQWpRjUU5Bz1Va6Az5g+PZHdqCauSU3lw1sAOr1kzhyM8zo9jO8+1PbdGy14xqC5toLmhVZdcq2JAs4s3t4WvJa1/D2zSSthql4Boyf3rlxTEsd9yOXuwmAFjwsweRyzGXBrLLx/oVl0Yq7dgKFlQ03lw2fBl3LfrvjaDQfO4fNRyZvabibOTMwqVfl36rtoZ2xKXiAgU+eLkMhhSPOyJdKVSaIjOpKDVrac7f727YFedAXMS2I7kVjL/7X146elyaEryW4CXK3VNCpoU3cN9LRZPLxjC1uOF7E/v2MHMmsmEB7dldTwggva+2BRmVPHT64eYsLi/Rbt4a1BZpCdfQAS5YplMxsQrBvDnhgwULfb/f6BsVhIY4UlQlJdZ9z7GL0Zn59++86Cmy2BCQAKuTq6EeYYxIWJC2wIf5xen13MAXbcztiVOHh4IgoCqqcneU+lWmBv2MCQF3XQmhbSLZtCUktKtqy402NUzsGLmAJZ+eei8oYZhkRyFUsW7u9L54WAuKxcP47XtKRzMrtQ28gwK7Oijb5C6nXH/0N7TXc/bzZnXrx7BPd8c4ue7J+HvqU6q0fwuNJhzPw1hrcVMLFIPFPLnTxnMui2J8Fh1gpAjeSz8wzzaMuzbEEmuOCjKm+iBARz77RyjZvWzeDxzqats4s8NGVz2f6PwDTZPntzQzr9958GZ/Wa2Lf7377qfBfELdM7XR1ftjG2NS3g4ioICXGNi7D2VbkP19u2UvvMuzZmZuMbGEnznnUaFPVxjY/WXWQIKQ+GablR1ocGunoH2CWxOMojwd9erdJdTVs/VH/xJWnEtm+6ejLuLnOoGBe9cO9IolTxDxLU2LOptjOjjz5KxfXlUq9xQk8MhA6L8PUy+n4bQ278A+/cvEASBvzdlcmhbDov+b2SbIeBoWFuu+IL5cRzbeY76auMEWsRGEAR2fXWGUbP6mW0IQMedvxNORPtEG+w82KJq4VDRIcaFj9M5X18yoTHtjG2JWEmExmJpgpy9E+za4vopKeq4fkpKmzRxV+gkWmqjXbrYzaouNNhdgkzTQe+9XemoBKHD4iMIAj8eyuO17Sk8NHsgC0eo/5P+d/NpHpk7kIsGhnHpMMNZwF0R10MbFhnD0qnxXPvhn3z/Ty5+Hi5qD027189VNKA3rd4Mxs6L7ajc18qQSeb/7swh/XAxBzZlUlnUgF+oB24ezrh6OHP5A6Nw9bD7fwWDaBIQD2zOorKwDpUKLv7XYNFCF56+rkQl+PP103+iaFbhH+bB2HmxVvWOtP9dePi44OouJ2lKlMXjanb9T//xNAW1Bbx79F0EBJ1Y/9HioyQGJuLp4qlz/sx+M0nOTmbN0TVkVGUgd5Lz0qSXjG5nbAtsaQxoFlLNIqdJkKNVqdDa54sx/w5Ki+0o//gTPIYP73QeLhEReIwaRcOxY6DQk1MiCODsjFv/+E47Ijo6DvMN2CfQg9/Pno9jV9Y38+hPxymtaeb7O8bTJ1D9n3br8QLcXZyYnmj5F1VssBd7UsUVdOkuaMoNr3jvD9xd5Ea1PjaXjouZugFN3yGBHNmRS7+kIIt2g8aiLSWs0T6YddsQhzYENLRPQNz+0QlkIspopx8uJvXvorbn1k7w1P5d1FaoY98ZR0ssvp6mvFCDRlhIW1Z4b95eJkVNMjiOxihQCSou/uFixoSPsWheYmNLY8DSBDlbJthphwK8Jk2k/ONPOp+fnnkISiU1v/1G+Wf/Q1VfT9DNN9Hvs0/JvPIq3ZBBa0VC3PqfRP0stsZhvgXPlTew4Uge6w6dI9THjfpmJbdMimXp1HjkrV98zQoVL/+SwtvXjhSltWlssBef/ZFl8TjdlUh/D56YN5g7vzpkdTVIfdn0oX192bj6CAtXjMQn0LqdK9sy8rXi7v9szab/aPtn0ptCwrhwTu7Lt1i3X4MhmWVLqxWMvh6mXy85O5n3jr5HVlUWMX4xLBu+jJn9ZvLukXc7vE+TO6BdCbA3by+vT329y+s4yZwYHzmeP/L/YE7sHKPmZgtcoiJpPHnSJtcylEBnbIKcpecbiz4PRFOKfpnpDvNrNw9VXR2V636i/MsvcIuLJ+See/C8YFzbemNuRUJ3wCGMgW0nCnhp25m257kV6oSz+BCvNkMA4Is/sxndL4AhkeLEdmOCvDqI8PRG5gyNwNfDRad3gViVBJ3Rf3QoKqWKjW8eYdF9I/HyF79PeH11M2cPFqkT8LRxoCRGU+gzJJBdX52hsbYFd2/zG0E11raQe6Zc7SWxQOzHVMQSF9IkCGp2/9P7TCetUlcXQ7sSoLCukEZFI/18jUuYnBw9md25ux3LGLCBZ0DV0EDVhg36g4UmJMjJ/f1RFGtpYoiYYKfxBrQt/FpdCrucX0gILYWFVHz5JVUbf8Z7xkX0eW8NbnG6OTm+l1wCq9+k9N13u3VIQB8OYQxoCwiBrpu6sr6ZD/dk8NNdE0S7roerHGcnGTWNLfi495zueqby7MIhLP/2SIdjYlUSdEXCuHCUCoENrQaBp6/lrY8b61rIOFJC2oEiKovqiR8Zil+wB1WlDTq7UXsnMZqDXO5E7IgQzh4qNinOrlKqKMqqIedUGTkny6mrbKLPwAC8/N3aXPVtWPHeWFodoS0upHk8XnqcOL84MqsydYSH2lcC7Mvbx+SoyUZ7F8dHjmfl3ytRCSqcZHbNuW6jMSWF+sOHOTNsuDoz/q47TXa562TXt47RUlRExVdfU7V+PV5TJhN6//0Uv/SSjqvfmN1w+f/+By6t361mnN/V/IteWmk4o99IFHl5ZCy6jKCbbyZ2w3qcAwI6fX9P1WZwCGPAGMGbt387y5VjoonwEze+HBviRVZpPUOjHTOT3Ba4ORv6grONMt2gCRGtHoLDLLxvJB7ephsELU1KMo+VkHagmOLsamKGBTNmTgwRA/xxcpIRMcBPb/thsTLybU3iBeH8se5sl8ZATXkjOSfLyD1VTn56FYERXvQdHMj06wcSFOWFTCYz2JrZWvemLaFUgwjiQgDVTdU8dsFjXZYX7j23lysTrzR6vr6uvvT17cvJ0pMMDRlq9HnWonr7dgoefgRQ/7rMScgzlNRXPmYMLefO4X/lFcT+tA7noCAAXCIj2nbDMnd3/ObN63I3XPbJp1Rv2kTs2h+oP3Cg7XxBpSLq9dcs2k23zd9Y2hsiel5zCQ0leOkdZs+nJ+AQxkBssBcphTU6ngGNmzqnrJ6tJwr55b4pVrl2RmltrzYGjPHMWJshk6NQKgQ2vqnOIXD36tpTo2xRkX2yjLR/ishLraTvoECGTI5k9h1JyOUdDRx9SYzjLo21q5iQJYTF+lJZ3MBXT/9JTWljWwVAvyFB5KVVknuynJxTZahUAn2HBDFwQgQzbh6Mi5tcZyxb3xvN9fZ+l0p9dTOBkd4mXS/GL4a0ijS9u39NeeCao2vIrMok1i+WZcOXtVUCNCubOVJyhJVTVpo058lRk9mbt9chjAExEvL0jgG0nDtH/PZfcNJq6tN+N9x45gx5DzyAoFIhc9K/kSj98ENqftlO308/Qe7n1+H8rGuvwyWi80oiQ14Lg/PXR+vrgbfeSt3v+9SGSEuL/vyFrKxO59MbcAhjQEd8SEvwZuW2M9w1vT/eelQHLSU22LvXlhdqsHc7aQ3DpkejVKj4efURhl7UhyPbs6ksauhQ6qZSqshLqST1nyJyTpQREe9H/zFhzLhxEM6uugtdeyyRBDaF9mVz1irTyzhSQkN1Mw2t2gBleeoKAFd3OVGJAfQdEsSwi6KNrtSw1b1pf72KgjqcXeWMmNnXpHMnRk4ktSK17bn27r+9sJAGTcJhRlUGrk6u7MvbZ5K08OToyTz1+1PcOcL+iWJiJOQZal+sLC/XMQS0cR84EJewcGp378Zn+nSd10vXrKHmt530/eRj5L6+Oq97T5tG7a5deAxN0ju+MaWIBtsva5DJcEtMOB/Pf/ABADIWLtJbDdDdBIKsgUMEwNqLD2kLCB3MriCtuIarxkRb5dq9sUeBNnqliLF+AqE+Rl7cF/8wT3Z8eoqyvI6NeX5efYTPH9vPkR25RCf4c90zFzL7jqH0Hx3apSFgKzQu9zIRmwpp01jXwr4f9DeQ8glyZ+6yYSRNibJJyaYlNNYpcPM0LVcnOTuZT09+2uGYgMC/hvzLoA5A+26GCpWCekW9yY2HsquyOVN+hlFfjGLxxsV2bVrkGqsnnGLigmawfbGRYwTdegtlH3+sc7zknXeo3bWbvh9/pNcQAHByc6Xso4/0ChAJSiXFr77W+kTX89Hp/NsRtfpNvY2VuntbZmviEJ4BOC8+1B5BEHh+8ykemTsIZ7l17Jbe1r1QHzpSxKhDBndN77ybl7Uoy6vteKD1O6Esv46rHx9rVk6BrdApYRShTE+lEijOqibnZBk5p8qpLW80qBaoV/rZQWmsM70awlBnwm1Z2xgaMhQXJ5fzP3L146qDq/SeY2zjoeTsZO7ffb/6iWBYu8BWiFHepjMGqHfhZ8+SsXBRlwmJnuPHo3r1VRqOHMFjxAgEQaD0rbeo++tv+nz0EXJv/RuJ6u3bKXrxpbbnml1/3dVXo6yspP7gQZRlZbonank+2uavhXNUJGEPP2wwH6EnVwNYisMYA/rYcrwQL1dnpiVYL64bHeDBuYoGBEEQRbugOzI7KYI3l4zg/u+PIneSER/iRbC3G0dyKplngcKjuRha0BprWxzSEBAEgbK8WtIPlVCWp7+EsaLg/HFjwgi1FY3knCon52Q5+WcrCYzwpO/gIKZem0hwlDff/fdvq/UrsBWNdS24e5r2FWSoM2FRfRG/5/1Oi6qFFlULCpWCFmULzapmcmpyOu1m2BX6qhfs2cXQY8gQ5CHBOAcGqWPqZixo7RfFprPp55X1FAqjEhJlMhmeY8eR8+/bEJqbcfL2Rh4QQOz33+HkZdijaChXoWb7diJfepHIF/5L1rXXdenK18y/4JFHUTU34xYfZ/Q96KnVAJbisMZAk0LJK7+c4d3rRlt1kXaWO+Hv6UJJbROhPtYVvnFUtp0o4NVfUhAEgbhgb5bPGMDUhFAWvL2PKaklTLGiMaYPazbmMRVDC7cgCJTk1JB+qIT0w8W4eTgTPyoU/zBPKovrdQoxZDIZP712iJC+PhzdkdvmftGEES6+dTDuXi7knCwn51Q5KoWKvoMDGXhhOBfdOBBX947/VfVKPHez6ogmMzwDhpIHB/gP4OkJT+s9Z/HGxQYTDo2hq9bItqYmORn/hQsJfeABk8/Vl5hX+s67HRdfIxISq7dvp+J//2t7riwvR1leTu3vv3e60BqK9avq6vCeOhUw7LVQVldTvX172/i+l1xC9c+bCLjuOrwuvMDkeyHREYfIGdDHF/uzGRsTyOBI/XEnMYkL9iKzFzYsArUhsPTLQ+RWNKASIKWwhqVfHmJ3ajGrlozgkXXHKau1batUncY8dioDNBT/3/LuMb58Yj97vk3Fw8eFBfeO4MpHxjJqVj8uXBSnO3fg4lsHM25+LKf/aK2Jbh9GAJI/PcWJ3Xn4h3pw6Z3DuP658Uy5JpGYYcE6hgCcz8gPivLGSS5D7uLE7DuSukV1RPrhYr597i8KM6rZ+v5xk/Iplg1f1rYzB93kQbHOaU9XrZFtTfWvv+Jjhlu7rVlPaqq6WU+rB0BvR74uEhLbdvjt0Yrr68OYXAVNq2HnyI5hY0VBAXn3Lu+QYyBzcUbQ1y9AwmQc0hiorG/mo72Z/N8liTa5Xm/OG9CUFWoQOF9WOCTSj39NjOE/a4916G5obdovdOb0tRcLvTK9QHF2NYvuH8UVD41hxMy+HRL1DM09fmQoUQkBKFv030cnJyd14t/UaPxCjK8AWPL4OJa9M53IAf46C5Yj0t7AAqgorDcpwbJ9Z0JXJ1cSAhIMdia05Jz2aBsTYJ8uhtXbt5N+6Twa/jlIwRNPmtz5z5CLHrnc5GRCcysajE3g873kEuTePh3npZVIWL19O7X79pG7dKldOiH2NBwyTLB6x1muGtuHcD/buO17c3lhV2WFt0yMZXdqCV/+mc0N42NsNi8xS93MLfXTK5uLOgu+s14Knc3dWiGQcfNi2fXVGWKHB4vaxEhsxOiDoK900BrntD9Xo12QUZWBXCbnpcm27WKoLbLTlJZmstBQp+V47Wu6jUhIdI2NNatEz5QEvs4MDp37YeNOiD0Rh/MMZJXW8cvJQu6YYru6T7XwUO80BmKDdZN92gs+OTnJeO2q4azZnUFqUY2tp2cxlpT6+Yd5oLPZtnDhtlYIJDzODy9/d9IPO3YXTkv7EtiLmf1msnbBWg5efxB/d39Gho206fWLXtISSdJTbtcVhlz0bv37E7X6TdwSE5C5uuKWmEDUW6s7TcazpETP95JLiFu/noHHjuot/9MgDw7WfzwkhJK33up40Iz7IdERhzMGVm47wz0X9cfLCgJDhogP6b1hghUzBwDt1iYtwSeAUB93nl04hHu/OUxji9IOszSfznaiXdG2cGsQYeG2Zghk3PxYDmzORKWyXUjHVKxhYNkSmUzGhMgJ7M/fb7NrVm/frl9/30ShoeClSw0u4MYu0Bo0cX1TDAixUFZW0Jx2VvcFK3RC7E04VJjgn6xyMkvrePvaUTa9boiPG2W1TShVQocuib2BSQNC8HF3Jsrfg8zSOuJCvFg+I4HZSeEd3jdjUBi7U0tY9tVBCiobySytIzbYixUzB9hMstgcLNmJxo8MZfCkCDIOl9LSpBRNptdaan9hMb74BnuQfrCYAWMdsy2zpX0JHIGJkRPZlbuLS+Mutcn1St8xvNs1RWio+VwuHmPGoKqtEaXG3lolepqKB0MNiITGJlwH9Kf5bLqkJCgiDmEMbDtRwKrkNFIKa4gO8ODXU4U2XWBkMhlRAR7kVTTQN6h77FDEYndKCTMGhrJqSdduzzH9Avh8f3bbRltTebDm+lEOaxDojdGjTgBLP1zc5aJcWdTA3GVDiejvb71Jisi4ebFsfvcoB7dlWVUO2Vz6DgnC3dsZD29Xqksbu2WPiAsjL7RpF8PmTMO7XWOFhpoyM6n45htif/yxy6589qSDFLE+ZDLcBgwg+M5lFgsvSXTE7mECTWmbplHRuYoGln55iG0nCmw6j9hgbzJKa9l2ooDZq/aQ+PhWZq/aI9o8rDWupWw/VcjFg8O7fiPw7q50XY97a+WBI5J+uJimBoXeJECVQugyd6CuqonqsgbC4/ysOEtxqS5roK6yWUfKWUw5ZEs4uSeP+JGhXPv0hSx9expLHh/XrQwBUHcxjPKJ4kz5GZtcz6D0rlxOzfZfaThxstPzBZWKgieeIOyBBxzaEIAuGhBphTXsFaboqdjdGNDumGevBSY22Istx88bJk0KVdvOV3vhNnVhb2/wdDaurWlRqvj9bBlTE437MnaUhkbGoEkcrK3oXCNh5xdnaGnSnweRfkjtOXDk7Hxt2uSQNZiQI2FtmhsVHN2Ry+g5MfaeisWEe4ZzZ/KdjP5itNV7FehN1gMiX30Fr/HjKXjsMbKvv4GaHTsQlOq/5ert28lYuIgzw4Zzdtp0hMYmfObMsdocxaKzigftBd/UPAeJzrF7mMARFphtJwpY+08u+VWN6utr5tH6+MzPp/BwdSbK350TedWs+O6Ijqt85eVDGdE3gPK6Zirqmymva6ayvpnyuhbWHszVGdfWLYK12XaigP9uPk15XRNXvPeHUbH/rlpN2wNDZYM6PQIM0Nyo4IeX/mHWv4cQFOXd4bWzB4uZsNg+/RnMRa+Us4Nk6x/fdY7Y4SGdlmV2B5Kzk9matbXtubV7FXRVjud32SLq//yTss8+o/jlV/AYO5aqtWvbdtKK4mIUxcXU/Pqrw5fdGSpZdEtMJG79T/abWC/A7saAvRcYza69s71fcXUTP/yTS0FVI0dzKwFdg+GJjScZ0cefAE8XAr1cCfBU/wyO9KB+v+7O0547as1n1mBs7L+t1TTnDRrtygNbotn9a0v7xo0M0d8jQBsZBEZ6M35RPJvePsroOTG4e7vwz+ZMKorUksK1FU3QfXLbDOZIyJ1lnDtTTlRigF16cDQ3KDi+K48rHxlj82uLjT16FXSWrCeTyfAaPx6v8eNpSk8n69rr1C9oLaidyQs7CmI0YZIwD7uHCVbMHNC2sGiw5QKjHabQRiaDhHBv3r52FD8um2Cw2kAGfH/HeN6/YQwvXj6M/8weyG1T4rhidDT9Q711q6nsuKPuTHWwMzStpiP83JHL6NBq2h4YUggsTK8iINxTt4StPe2y2PslBXHFQ2M4viuXXz44QVleHSqFgEop8MsHjhNvNwa9OgbAkClRHNicxbfP/c3JvXm0NNu2RPTob7n0HxOKl5+bTa9rDQz1KkitSGX1odXsyN5BYV1hp6qdydnJLN64WPQwg1t8PEKDPu9Q9yi7k3IB7IfdPQOaBebNHWlklNThJJNx84R+Nltg9IUpNOjb+ZrjydBpEWznHbUloZnZSRG0KAX+yizj+UVDrTNBIzGkENhUr2DKNQkdG/m0PvoEuVNf1ayTxe7l76Z/x2xh+2Fbo9ExOLA5i8rCep3PWZJbw/Gd5ziwKZPEC8NJmhptdbd9Y10LJ/fmc9WjY616HX0kZyfz3tH3yKrKIsYvhmXDl1m8ezfULKmPTx+CPILYkbODtw6/RVVzFYmBiQwOHMyQoCEMCR5CmGcYO3J2cN+u+9q8C2KHGcxVB3QUpK6C9sHuxgCoFxiNe/pEXhV3f32I5TMTcHeRW/3a+hZ3DQPDfXRq7ttc5R29WJ0u7BqD595vjgAQH6q/lt9WxAR5kaKlJmiKp8JF7kSLwv7CNp1J+3a1KOrDkePtptCZjkFIHx8uunEQDTXNnNyXz0+vHiI0xodh0/sQ0d+PjCMlZkk3d8bRHbkkXhCGp69t208nZydbZdFdNnxZh3E1j/ePvr+DRHF9Sz0pFSmcLD3ZwUCob1H/PVkrzCC52iXMQSbYsgONkTyy7hjRAZ7cNd36yVva8fP2GIqhbztR0ObJMCTSo4/pr+5i3bIJBHjZ9ktRm/u/O8K6w3k6Bo2xLv/fzhSx6WgBr189wvqT7YS2nAENrbt/cxX9vn3uL73GRVCUN0seH2fxfB0RpVJFxuESjv2WS11VMzVljTrelNl3JBE/MrQtWbOisF79N6OCgAjPTg2GxtoWvn3+b5Y8Ps7kdsWWYqh1cUJAAmsXrLVo7OTsZNYcXUNmVSaxfrEsG77MqF4F9S31TPp2Ei2qFp3XXJ1cOXjDQYvmpaF6+3aj9P9tgTW8MxLi4xCeAW0euCSRS1fvY/GoaKs3K5qdFEGUvzt5lY0djneW7d/ek9HdqG5s4Y/0Ml68fCif788y2aABtWegWamy8ky7RrP7/2tDBhWF9QRFeVskYNOmjqe1GHYndTxTkcudGDAmjAFjwvjyiVaJXW3p5tbKjA6GVytleeqkTY3BAB0rPFzc5UQl+FvFEOhqkcmsytQb28+ssjx2bm7jI08XT2L9YkmtSO1wXOyWyI7iareWd0ZCfBzSGAjyduO2KXGs3HaGN2yw+yytbdY55qj18+aiUXlMK67Fz8OFAE8Xti6fYtZYLnInWhzAGAC1QRA3IoTPH/uDhStG4OFtvtfFnNBCT0KvJoOgXvB3fHba8Int8iq0KzyUtSrSD5UYpfZoCoYWmXtG3kN9Sz27z+02MFVxF11ziPOLI7UiVSfMYOuWyLbg5QMvA9YLiUiIh92rCQxx4/h+nMir4mB2udWvFRvs5VDZ/mLTXvRIqRKoqGu2SPRIbQw4TnRJJpMREe9Pwdkqi8eKHxnKksfHdVt1PEsw1EQoMNILpaIT40+AsnO1bP/4JLu/SW071n4MsUWP9JX3AXx8/GOCPIJ4c/qbvDzl5dbLn/9Q9l501xxdQ0FdAS9OepGEgARcnVxJCEhg1bRVNm2JbAuSs5MpqNP9jhHLOyMhLg7pGQD1gvPEvME8vfEUG+6aiJMVVeDMSQrsTnSm8mhOuMNFLrOLZ8CQwBCAi7ucnV+eYftHJx1Oj7+7YChMcsH8OP7elKFXvwDU7wsI8yRhbBhnD+opw7RCEqa+8j4AhUrBDYNvAKCvb1/emPYGa46uIaMqA4CXp7xst0V3zdE17Mvbx5qZa/B29WZe/Dy7zMNWvHf0PYOv2ds7I6GLw3oGAKYkhBDm684PrQp+1kKT7T8w3Ac3Zye718+Ljdgqjy5yJ5o72ylaAY37uSxfV3M//XAxp/bm01jb4pB6/N2Fztor67Rzbo8AFy6MJ2ZYMIERevQdrNCiOMYvpsOOX30Z3RDAzH4zWbtgLYduOMSgoEFEekeKOg9j0TYEejK1zbWsTV1LWoVh3ZKeGBLp7jisZ0DDE/MGcc0HfzJnaAS+7tbLRu7OSYFd4evhTElNx7wIc8Mg204U8PK2FDJL65i9ao/NWhjryAu3Pu747LTu4tNOj1/yDpiGobLE9vkUFQV1yJxkCEqBgEivDnkVtkrC1JT3aTAm7h7jE8Oy5GXUNtfaNKtdbEPAEbPzBUHgcPFh1qWt4/f835kaPZVon2jO1ZzT8eAEuAX0uJBIT8AhSwu1eXnbGZoVKh6fN9jeU7EIe5QWfvlnNu/vTie3osHsUkIN7aWb233P26SF8Zq7d6LUo23gJFdbAio9OQxyZyeWvj3NqvOS0CX9cLFNkjC3ZGzh0X2PIpfJuyzv0yQcatAYD2JntWsv1HF+cRTUFYhqCOjTOLBFdr4+I2RE6Ah+Tv+Zn87+RIBbAJcNuIxL+l2Cp4unwbn28+nHpss3WXWuEqbj8J4BgLum9+eSN/awZFwf+of62Hs63YYNR/L49PdMfrprIv9klZuljdAesXMPjEXRokQml4G2MSCDgAgvEASD4kMStqcz0SMxGRAwgGEhw/h8zuddvtcW/QS0F7/UilRSK1J5cdKLooUG7NEXAQxXb/i5+nH5gMtZNX0VcX4dFQ5n9pvZlrOh0WNYOnwpHxz7gGMlxxgWMsxq85UwnW5hDHi5OfPArASe3XSa//1rrF0arVjKthMFnKuo54IXdhAX4mV19/pvZ4p4bXsq39x+IcHebqKEQezRYVKpVPHLByeIGhBA9okyve5nAaHX6QNIQHZ1NjG+MUa911A/AUNZ7ea44rUXalB7ID47+ZkoyYItyhbSK9Otpp3QGYaMkDCvMO4fc7/B8/TpMdQr6vn6zNeSMeBgOHQCYXsWjYiitrGFHaf1J4VtO1HA7FV7SHx8K7NX7TG7bM4aaNzrLUqBZqWqrUugteb4Z0YZT6w/yaf/GkuUv4do49q6BFOlEkj+5BSevq5cetcwg8ltnSW+SfRcsqqz6Ofbz6j3GptwCOd3wWkVaTSrmtt2wV01EzLV4DAWpUrJxvSNLNqwCE8XT53PAaASVHyf8j1KlfkNqAw1TyqoLeBs5Vm9ny2rKsvk68yOmc0/hf9QUl9i9lwlxKdbeAZAXUv+9IIhrPj2CJMTgnFzPt+3QDuWbWxLXlthS/f68XNV3P/dET64cQzxIeJmLduy4ZKgEtj5xWlkTjKmXjcQmUzWqfvZVq5pCcchuzqbadHTjHrv0mFLuX/3/UYJ/ZjjijdkKFgiciQIAsk5ybxz+B1i/WJ5c/qbZFVn6Y3DP3rBo+wv2M/a1LU8esGjjAgdYdK1DIUBxoSNIa82j0D3QMoaynS8HuZ8Nle5K4v6L+KH1B+4c4TUL8FR6DaeAYBh0f6MjQnkk31ZHY53ttg6ArZyr58trmHplwdZtWQkSVF+oo4N6oqLecMiCPF2tWoJpiAI7P0+jaZ6BTNuHmRVjQmJ7kt2dXaXngHNbvc/e/+Dq5MrEV4RXQr9mBNSuG/XfTSr9CiZmiFyJAgC+/L2sWTzEn5M/ZH/Tvovb0x/g/4B/dvi8NqCRVcmXsnr015nxegVPPXHUzy27zFKG0o73IPO2iUbEnHKrcnl58t+5rELHmszPsC46o3OuCrxKtalraNZqXvPJOxDt/EMaHhwdiIzX9vNj4fOkVteT2ywF2nFul0HHUlO2FBnxLhg8dzrueX1/OuzAzy/KIlxsYGijdseQRA4lV/N2mUT6BdkndCAIAj8uT6dyuJ6Ll02DLm8W9mrjsepjbD7JSg7C0H9YerDMHiBvWclCjnVOfTx7WPwdX3Z7Pl1+V1m3kd4R5Bdna1zXCaTkZydrHPuO0fe0ckVAHCTu7Fy8kqTyugOFh1k9aHVCAg8MOYBxobrtn3urC/ChMgJrJ2/lq9Of8XVm65mQsQE1qev77I3gCERp4rGCtzkbnqTAY1tzqSPUM9QRoWN4pesX5gfP9+sMSTEpdsZA/9klVPZ0EJlg7rr15nCGr3vcyQ5YR2FQ9TeC6UgcK6inugA07PeNb0GMkvr6BPoSU1jC49fOpjpA63nKj+eV4Wvh4vVDAGAg1uzKEivYv69I5C7SIaARWx/Av5Yff550Un4/ga46otubxBUNVXh7uyOm9zN4HvMcfeXNpRS21wLoLPANymbuG/XfSwdthQvFy9Ol58mpTyF9Kp0vWMJgmD0Ynmy7CRvHX6L8oZy7hl5D5OiJpmdKO0id+HmpJuZGzeXRRsWqefSxT2I8YvR2+GxfRjA3OZMhrhu0HW8+NeLzIub1y2Twnsa3e7bVhMS6ApHkhPWUTiM8GHN9aO4bXIcV67Zzw//5LL1uPEJkO17DTQpVJwtrqWougkXuXX/Q204ks+iEdZTcDuSnEPm0VLm3TUcF1d51ydIGObUxo6GQHt2r7TtXKyAMZUEprr761vquWvHXdw98m7emPYGLnL9Imdfnv6SBmUDc2LnsObiNSQEJBidnKhNemU69++6n0f3Psrl/S/n23nfMjl6siiLY6hnKE0K3eZTAgIZVRnUt5yXiF42fJmOIWDtPg7DgochQ8ax0mNWu4aE8XQ7z4C++Ls+ogLcHUpO2FBp3/j4IG757ACpRbVGJ0Bq50iA9ev9lSqBrccL2HD3JKuMf3JvHmf2F7Lo/pG4enS7P0vHY/dLhl8rc4xcGkswJl/AmN2uBqVKyUN7HmJC5ASuSLhCfXCP/nGblc0dFkmNGqIpXQhza3JZc3QNh4sPc8ewO3h5yss4O4n/d6/vHgC4OLkwd91cAj0CGRo8lCFBQ7h/9P2sPrwaJ5wsDgMYg0wmY1jIMJb9uowmZZPDqCn2VrqdZ0BfeZs+8ioaHaq80BDRAZ44te4CjE2AtEe9/58ZZfQP8yHEx7Bb1lxS/irk6I5cFiwfgbuX9SSnexVlZw2/FjTAdvOwEsaUFRq72xUEgZUHVuLh7ME9I+9pO25K/wN9SX36FtLi+mKe//N5bv3lVoYGD2XDwg0s7L/QKoYAnL8H7RP/AF6Y9AI7r9rJ6umrGR8xnpzqHJKzk1GoFAwMGsjosNHUK+rJrMpEJVinD0lydjJfn/mampYak0o4JaxDt9uCaZe3dYYjlRd2Rmap7iLe2eKuLyHR2jkS6w/nsXC4OCGC9t0HPX1dUSpUXPnIGDx9bSfTrD2PHtfpMKi/OkdAH9Metu1crEBWVRajQ0d3+p7J0ZPxdfUl1COUnJocg7vdL09/SUp5Ch9c8gFOsvP7I1N2/F3F0ysaK/jkxCdsydzC9YOuZ8OiDXg4i6cBYoiuEv+ifaKJ9onG2cmZXed2IUNGVVMVKkHFkeIjfHn6SwrrChngP4Ck4KS2nzDPMItDGfZSU5TQT7czBjTx9+c3n+ZcRUOX77e2VK4YmLq427LeH6CxRcmu1BKeWjDE4rE03Qc1cY6a8kYAirKq8Q5wt3h8c+eh6XQ4+46knmEQTH1YnSyojbsf9Bfhi9bOVQrZ1dn089PvGdCoB2ZUZuDh7MFdI+8yuLjsyN7BD6k/8Pnsz3WSEcXIoK9pruHzU5+zLnUdixMWs37henxcbSup3pWhot23Iac6h+zqbN6Y9gZPjH+CJmUTKeUpnCg9wc7cnaw+vJq65joGBw3uYCD4uZlWzmwtkSYJ8+gWjYoM8eKWU7y/p/M/HDdnJ1Ken2OjGZmHTgMgIxoJPbXhBBuO5NPQojS714CxbD1ewKbjBbxz7SiLx/r2ub/09hEIivJmyePjLB6/u83DqnwwHRoqoCZfHRqY9jCc3QG+kTD1P+aPe2pjq6Ghpf9soyoFlaBiyndT2HP1ng47eTCtkc+xkmM8sPsBPr7k405LFM2hQdHAN2e+4avTXzE3di63JN1CgHuAqNcQi8UbF+vNrUgISGDtgrV6z6ltruVU2SmOlx7nZNlJTpSewNnJmaSgJIYED2Fo8FAGBg7E00W3UkpjrKVWpOq81tV1JaxHt/MMtOeRueouhp0ZBI5SXtgZGm/HmzvSOFNQQ3ywFw/MGtjp4l5U3cRrVw1nxqAwq89vw5F8Fo+OFmWsyqIG0El4gMrCer3vtxaG5lGeX8uxnefwD/XAL9QTnyB3o0WPHC7sUFMId/2p9gZo6DcR1kyC4UvAv6954+5+ifOGALQZBLtX2sQYKK4vJsQjRMcQAMPiOffvup8BAQOYGDmR3/N/J7MqE0EQuHPEnaIaAi3KFtamreXTE58yJXoKX8/9mjAv6/8ftQRzdujert6MixjHuIjzhnNpQyknS09yvPQ4Hxz/gDNlZzokKCYFJ5FTk8ODux80OK61KxgkDNOtjQHo2iBwlPLCrtBUGzzz80kGhPp0agg0KZT8k13OqiUjrDqnbScKeO3XVNKKasksq0OpUlkccvEP83CIDoN65wF4+blRX91EwdlKKovrqSlvxNPHFb9QT/xCPfAP9WwzFLz93ZC1GgoOF3aozgdXr46GAIBnIEy6D7Y/Dld13e1PL6Vp6LWkbFSl0FlZoSHxnPZdBNuz+vBqYv1iTY5RazcyumPYHTQoGnj/2PuMDB3Jx7M+po+PuN4Ga2Go4kCFinVp61gYv5CduTu7bNwU7BHM1D5TmdpnKqBOzDxXe46TpWrPweaMzRwpOdLpXCK9Iq1awSBhmG4dJmjPthMFHfIIogLceeLSIQ5VXmgMv50p4od/zvHe9YaTo3anlvDF/mw+ummM1eahCV1o0OwDLU3I1F40Ndi6sVDbPDS0zkd7HoIgUF/dTFVxPZVFDVQW11NVrH6sq2rCy88N/zBP8tMqaaxt6XgRe4YdTm+C0xvh8g90X1Mp4f2pMOt5iJtm3HhKBaT9Av98Ahm7QaX1WZFB2BBY9rulM++S71O+J782nxWjV+i8ps/l3RnmuKW1QxEahoUM49kJzxLvH2/0WI6AodDKoxc8yt8Ff3Oy7CQFdQVGhV66YvQXo/XKNmtwdXLl4A0HLf1IEmbQ7T0DGjQ76+RTRWw5XsDrV4+w95TM4oLYIP6z9hhKlYDcgHs6+VQRMwdZd7dpreZKmg6DBzZntYYGBFzcndn+8Umbu9a9A92oLVeLsvgEujPpigE6BolMJsPLzw0vPzciB3SM+QoqgdrKJiqL68k8Wqp7ATuEP9rIPwSRBnI8nOQw92XYdD8s3QtyF8MJgVXn4NDncORrCB8K4+6AkTfADzehEyqwJA/BBDKrMlGoFCzeuFhnp6pdAdAV5iSsGWpV3KRo6naGAHSeKHnNwGuYu24u0LWKoTEY8kKAZU2dJCynxxgDGgK8XKio777NL7zcnIkP8ebYuUpG9tVNOBIEgd/OFHPPRf2tOg9rahloOgxqdufK1h21rVzr+rwCNWWNRu8m205zkuET6I5PoDuBEZ4OEf5oI+8QTH/U8Ov9JkB4Evz9IfhFd0wILDqlfh4xAurLYcS1cMs29fs0yL5Q5wiUpamNB1dvOLkeEueqjQsrcrDoIKfLTxvU29csbKkVqV3+Tk1dgARBrd7X07LgO6s4KKor0jlm7ufVGGva2ELxUKJzepwxcDyviv0ZZSQ+vpXYYC9WzBzg8KWF2oT7uXPb5/9Q06jQ+QynC2oI9nEj1Ne6ZXi20DI4sClTbx7agc1ZVjUGrHHdsfNidcMfAoy71A47HUGAohPqnXxnXPwsfDgD3H3QvSFAQzncexjker4mBi/omCyoUsLGe+G7G+DKz8DFen+fZyvPdlqfrvkx5P7W0NkCpJ0TsHTYUlzlrrx79F1cnFxQqpQ6Y/W0Xa3mHrTohITM/7ztjbX0ynTkTnKUgpJ4v3irKx5KdE63UyDsjG0nCnh64ykaW1Q0KVRtsr7dQYlQw7YTBWw4kk9pbbPez5B8uoiZVmxGpGHFzAE6hoDYWgb2qiywxnU14Y+gKG+c5DLkLk7MviPJpnkQbZRngE84uHQhauMbCRfcbiAhEKgt0m8I6MNJDgveUlcofLMEmq2jhtmibKFF1WLUzlyfMuC/hvyLxIDETpUCNUZEWkVamzLe/bvv581Db/LgmAd5YdILbcYF9Mxdbft7oH2vLf28M/vNZO2CtRy+8TD/XP8Ph284zNoFayVDwM70KM+AteLctqSrz7DjdBEvXj7M6vOYnRTBg7MSeG9XBi1KlVW0DAxl9PuHW1eZzVoVDZrwB8Dalf/g4WNbRUVAHfv/5RF1NcF7E7oWA7rwTtj5Aihb0BVdMFG22MkJ5qyEHc/Al4vh2u90qxks5FztOdzl7jQpm4zametzf9/P/Z1ew5AynpPMiTHh6qRdMdv5OiL68iLgfMJlT/u8Ej3MGDAU504prOGHf3IZGu1H/xBvnOX6HSLt2wLbK8TQWay+uLqRsrpmBkXYRsGsf6gPc4eG8/IVw60yvo5rvfXR3dMFRYsSZxfrdC40dF0xXfrDL+rDsd9yiezvL9qYXWJOy2JnN5hwL+x9FZ0bYo5ssUwGM5+GPa/C5wvh+nXqckaRyKrKIik4iX+K/tFx/0/vM120a3TleRC7na+jYahE08XJRRIE6qH0qDCBviZGMiDM152T+dU89tMJxv43mUXv/M4T60/w/YFcTuZX0aJU6bQFtleIQe9naI3V/3ammIsGhtqs93dpbRNB3uI3JtLQ3rUud3YiKMqbWbcNITDKm59eO0xthW77VWtdV+zSxrhRIRRlVbfJLVsdS1oWz3gCIkaChz/InNQlgld/CYPmmz+fKQ/A0Kvgs3nqaoT3JsDzoerHUxvNHja7Optgj2BCPEIYEDCgzd3/0NiH2JC+gb8K/jJ/zq3oa1AE0NfXTJGmboixTZokeg49RmcA2sn6tsa39cn6KlUCGSW1HM+r4nheFSfzqjlbUkt9k4JGRcfuXDIZDAz3YevyKXb7DBrWXD+atQdzuWF8DFMTbBOHfjM5DW93Z26dZPsvgNN/5HNgUxYX3zqEiHhxXc224p8tWTQ3KphwuXUrPwD1ImuoMZGzGzxe3Pn55Rnw9jgQVOo8AbH6DWy6T61NYKF0sSaZ7WzlWQRB4OrEq3nswsc6vCelPIV7fruHFya90ObONwdDiYfhnuHcMfwOvjnzTafiOz0BQ1oKhroxSnR/epQxAOrF9M0daWSU1Bkd51apBBKf2EqLUvdW2KO3QfvP4O3mTIiPK4IgI6WohsRwH+6zUfjiyQ0nGN0vgIUjoqx+LX0UZlSx/eOTjJ7djyGT7TMHS2ioaea75//muufG4+JqnZBHG8+HgsKAJyUsqWsxoLZ+AxpE6jfw3gR1qaJ2PoIJAkWGFiZ9ojeny05z7857eXnKy4wMHWn2tJOzk3VyAv4q/ItvznwjivhOd6D9PXCVuzI/fj6PXtBJuapEt6bHGQPmcvHru0krru1wzB6eAW1+PprHPd8cOT8nxFECNIY7vzrIdRf0Y2L/YKtepzPqqprY9v5xXNydqatsoqrYQXT/jeS3z08TFutrfWNG76LbijEufxEWbb0YMlKM8Va0YmojnZOlJ1mxawVXJ17N1sytou3iF29crCNn3Fsa62RWZbIseRnrF67H3dl23UUlbEePyhkwF0EQ8HJT79w04XhrtwU2lnd2pneI3LWvLrA2pbXNBHnbISO+HV5+bgyb3ofcU+WU59ehVKjaxInSDxu3mNiTYRdFc2znOaxuc099GL2GwMTlxsX+y87qOV+EfgNB/UFfJo8JlQqmNtIZEjyEJYlLePPQmx3KA+/bdR/J2ckmfoCO89Cmu4sNGUusXyx9ffoyZ90cRn8xmsUbF1t0LyUcD8kYAL78KwdvNxfevXYUA8N9cHN2YmC4T6cthG2FNZUAu6K0tolgKyYQGsvBbVnoWkRqkSBHJzjaB3cvF86lVFj3QoMXqF36wYmod/RJao/Axc8ad74Ii7Ze2owUrV+gCZUK5iSzbcncYlCYyBRqm2vZmL6RpclLUQpKnddFS6o7tVG0JEtrkJydzP6C/ZQ2lIpmXEk4Fr3eGDhdUM2aXem8fvVw5g6LYOvyKaQ8P4ety6fY3RCAzqsLrE1lfQsBnvb1DEBnIkHWN4jEQF1meM76Fxq8AO7+GwJi4PofTasGEGHRNjinq75QhxvkbuDkDAveNmluy4YvM1nkx5y2vBoaFY1sz9rOfTvvY/76+fxT+A83Db6JlVNWtl3f2HkYhSZfo+iUOqSikYN2IINAozugwVzjSsJx6VE6A8ai0RPIKFULz9wxNY5QH/HiYGLqFayYOUBvhYS1wxfNChVOMpnBZkm2xJA4kSBAzskyWpqVHNiUSWWR/nyC9MPFnb5ubWKGB/P7j2lUldTjF2KDXgUxkyBrHwy9wvhzNIu2pt+AJs5vSXlh+7E1SYh7X4fCYyad3lkjHUP08+1HWmXHEEdnu/gWVQv78/ezNXMr+/P3My58HPPj57Nyykpc5ecNYrlMLr7Y0O6X0KuPvXul5dUcImGJcSXRPeh1CYRtpXt0XFvESsjTHl+MhD9zKiQspbCqkZs++Ztf7hM3edIcQ0mn7XHr44TF/Tm28xy17Wv5W1/TNDsydK61myFpc3h7DrWVjUy+ygY5KEe/g5z9MH+V+WOUZ8LqEXDjRoibKtbM1DLFb49TNz7y7yPeuFq8euBV/nfqfzqZ/+1L45QqJYeKD7Elcwu7c3czJGgIc2LnMK3PNDxdbNhgSoQkS2tjahKnRPej14UJtOV+QdyEvM7khM1ldpLtwxeltU0Eiyyna66wkyGRoJEX98XVXatkr/XG7/shjVO/57Pn29QOx+2VbzBoYgRnDxbT3Kiw/sViJqo9A5YQGKtugfy5yDtTVy8YfyfseUXccdshCAJ/F/7NvSPv7dCXYNW0VVzU9yKOlxxn5d8rmb1uNu8fe5+hwUP5aeFPvDXjLebGzbWtISAI4KpPUVSEfA0R0YRqNPTEfgy9nV4XJrB2Ql5Gif7x022Q8CcmpbVNBHmJmzxoSe+I9rr/7akqbtD7/rqKJioL62mo0e24Zo98A3cvF+KGh3BmfwHDpltvRwyo2xdXZMFzIRA8wHzxoFu3w3PB8MtjMOu/4s1vzC1q70B5BgTGiTasRpgooyoDFycXYv1i23ataRVpbM3cymsHXyPQPZA5sXP45tJvCPawX9ksKiVsvl/dMKq+FB33lU8kKBXGN4uyIt6u3oR7huPr5ktWVVaP7MfQ27H/X5mNsWZr3kM5FagEQcfzAGpho0/2ZXLdhX3ZeabY7j0QuqK0tlnUSgJBEEgvqRXdEDPUdCgwypsJi/uTc6pMb76BSgV7v0tl6LRo/MNssxMcOj2arWuOM3RqNDJr5WJoiwdpktHMEQ+Su8CsF9WNj6Y9Am7e4szRxQMm3gu7X4bLxElA0xYmUqqU3LfrPubEziGtIg25TM6c2Dl8eMmHRHk7gICVohl+ul3973/vgNRt5/M1ggbApP+D1C3qDpBXfALuvnaban1LPc/uf5Y3pr9BUnCS1a+n3T66p6o8Ohq9PmdAn2SxOWw+VsALW05z3QV9efmXFJ2EvxcuG8rhnAp2phRTWtssak6BNVizOx2lSuCu6ZZJ6WaV1vHT4Tw2HMmjqLqRhhZxJZ8N5QRoeg0Yen3mzYNoqG3hxO48/EI9GTY9mr6DA5E5yayacLhx9RGGTY8mZqiVdqTWEA962g+8QuDBs2LMUI2iCd4You5qWJVrsfyxvpg2QJB7EJ/M+oQ4f/E8EBbTXK820Pyi4dLX1e2f9SEIagPh1Ea49lt1e2gb0l4C2s/VjyfHP2n1RdmQFHRPVXl0JHqdMXC2uJZrPthPkLcbmaWWJ+QJgsD7ezJYe/Acn9w0lr5Bnp0m/F306i51FUM7HEHpsD3bThTw6LrjVDcq6B/qbbLnoryumc3H8ll3OI+qhhYuGxHFopFRnMyvMth3wRJDLP1wMQc2Z1FZWI9/uCfjLo3t0HSos9dVKoGcE2Uc23WOmrJGwuP8OLO/wGoJh1nHSzm28xwL7h1h8Vh6sUYyWuFxWDMJbt8FkeZL/HZAZPnj0V+MplnVrHPc1cmVgzccNH+eYtNQCV9fDX0vVHd3NKbp2PG1kPwMXPkpRJvfc8EUxFyUTdnpS4mK9qPXGQMP/3iMIZG+3DA+xuKxFEoVT248yT9Z5eoyt/L6Lt3+iY9vpUmrIRLYpweCPjSeEw3angtD1QCNLUp2nC7mp8N5HM+rZE5SBItGRjE82q9Dl8X2hpKTTMYN4/vx6NxBtv+geqgorGPdKwdprNNK8pNBUJQ3Sx4fZ/E1BJXA18/8xZylQwmMsIJWhN6GRSLICr8+GKrz4Okqi6bXhsgeDIddRE5tVJcOlp1V6z80N8DYW2DSfaaNk/MX/HirWkQq6XKrTLU9l6y9hIK6jom95tzProyKZmUzmVWZpFakklKewuenPtfx7oADGnU9kF6RM9CmK1BSh0oQGB8/3OIxaxpbuOvrwzS1KEktqm1bNM+0ZshH+bvzxLzBOkZBbLAXZwprOhyzlYiQMehN8kPdwRDoEGLRVANMjA8itbiWC2IDufaCPkweMAoXuf5CldlJEW335GxxDTd9coC7pvfHz8PFyp+sawLCvWhp0jXU1AmH9aJcQ+YkY+g0tUTxtGsTRRmzA/0vbjUGtFwblooH3f0PvBAB+1bBpBWWzlJ0+eNlw5fpXXTsmu3e5v1o/R2UpKiPB8abPlbfC+DmTfD1EihLV7eItlIr8+TsZB1DAMzTFdCIFbVXggR48o8neefIO5Q1lBHrF0tCQAKJgYlE+0RzruacjlEntU62Pj2+tLB9OVuzUoVCJbD82yNdlrN1Rn5lA1eu2c/ovgFUNbToTRjMq2zUWza3aKQ6eUnz39hReiBo0FttAZwurGH5t0fanrd/zCit47f/m8rb147iooFhBg0BbfqH+nDF6GhWbjsjwszFwT/MQ1eVV3NcJAaODyfzaAmNdXoqHSyhpghO/AizV6p32M5u6kdjGhV1haunejeb/JQ6+c1SRJY/1ggTaZcS2jXbXUdMCNrEhMwhIAZu/QVy/oCflqp/11aQMH7v6HsGXzNmUU7OTmbxxsWM/mK03jwOgAZFA+/OeJfdV+/mf3P+x2MXPsYVCVdw/+j7TVablBCHHh8mmL1qj97qAXNj9B/sTuflX9QWfv9Qb84W16JQ6b+F2tepqGtm0bu/s3hUNFtPFNhURMhYDN6vMB/SS+poVoob4mhSKLl09T5evHwoY2MCzZy1eBhKOPQLcWfBipH4BoljFOz7Pg0vfzdGXiJSUpggwFdXQsIsGHebOGPq42k/CB8KSy3UMdDeNWsexTBcHAVriQkpFfD1VZC+A537Z2nLaQznXwDE+8UzJnwM8f7xxPvFE+cfR5B7UFso0FC76fZ0FW7Q1z5aKmG0Pj0+TCCmrsDL287w7q70Dm7yziyp9tdRqQTu+/4I147ryx1T47l3huMIirTHoPzxzARWJaeKXpbp5iznv4uSeHTdcTbdOwk3ZwOZ1TZCI3CknXDY0qzkp1cPMf2GgfQdHGTxdYZOj2bjm4cZPiMaJyM9KZ1y4CNAgLH/tnyszrh5C3w2F94aA1U55lcBtJc/Lj4NPmEw5+WeYwiA+t7oy4uwVExI7gy1ha1PxJcwjvGL0bujj/CK4MXJL5JelU5GZQb78/eTUZVBTXMNMb4xxPvHsyt3V5eGQFc7/Zn9ZkqVA3agxxsDYukK/O+PLD7cm6ETTzeGxMe34uPuTJS/B7dPcaASJz3MTopgzfWjDFRDCFbpk3BBXBBjYgJ4b1c6K2baP1xiSOAoKMqbXz48QcK4asbMibFIK8AvxIPASG+yjpV1qHwwCU1yWmkaCCqY94bV4sht1JepHzWxfUt0DDQ9C87ugL8/7FmGAKiNpA7eDxAlfwNacy60MT/noj2G8i8eGvsQg4IGMSioY8Jvk7KJrKosMqoyWJe2zqAh4OzkTLxfvLTTd1B6fJigTVfAzHI2pUrgv5tPcyS3ghN51Xrd5M5OMsJ83cirbNQzQkccTU/AVKzVJ6GqvoW5q/fyv1vG0j9UnzyrY9DUoGDHZ6dQqQRm3jwYdy/zEx9zz5Tzz+YsLvu/UaafbMjNLoKbuFOsoWOgaII3kmDFMbUgUU/i1MbzYkI4qXMvmmvN96hoDECd3wGIUjXSirmu+sUbF5Nakar3tcSARKk80IHp8cYAdFzAwnzdkclg1wPTOpS86aO+WcHyb4/gKnfitauGs+id3zvNP2h/HUCnhNDR9AQcjU3H8vn8j2y+vf1CnBygW6IhBJXAoe3ZnP6jgFm3JRHSxzzjRRAEPn/0D+QuTtSWN5kmcGSNRdkYrBUH/+4GGHEdJM42fwxHRgxdBR0DsD2OkXOhyRnQh1Qe6Nj0+GoC6NjoZ89/ptM30JMtxws7Pae4ppFrPviT+BBv3rpmJO4uclbMHKBjCLR3k7e/jj7E7IHQE7l0aATe7s5890+uvafSKTInGaNnxzD12kS2vHeM03+YV5mScaSE2oomqoobUCpUlOXXse39E6QfNmJRNbU079RGcTLPRa4CaCNxDqRutWwMR6atskBDuxi/yWMY8Ag4QPLlzH4zifSK1DkulQc6Pr3CGNDmodkDeW17Ci16XP4AqUU1XLlmP0vG9eXhOQPbdqmzkyKYnhhCqI8bzk4yXOVOODvJWJWcqlNCGBvspfuV6UB6Ao6ITCbjuUVJrN6RRnF11yEXe9NnYCCLHxzNyb157PzqDIoWpUnn//2zVs126/pgVEdFUxZlzY6y6JR6V6+J85tjEEx9+PxENdcUIw4+4BJIS+4Yy+tJiKGroHcMwNlV7Q1ykJyLB8c+CCCVB3YzeqUxkBTlx7BoP749oLsD3ZdWys2f/M1zC5O4Zpy67GvbiQJmr9pDwuNb2ZNWypykcBQqgWaFWrdAIzT04pZTbeNovAiaSISj6Qk4KlH+Htw2OY5nNp3q+s0OgHeAO5f93yjkTjJ+evUQJ/ac49vn/mLN3bv49rm/OuzyVUoVhZlV/LM1i/VvHKY8X4+XyFiBo7ZFWUMni7LOjtKMXakGTRWA2DoG2X9AQ5noNfMOQ0CMnoMmelSs5ZURGYfUfJDokl6RM6CP3PJ6Fry9jxAfN7LL1DLCY2MC2Z1awgc3jmZguLpLmHZjo65wdpK16fkDVkm26+koVQKXvfs7y2cMYMagMHtPx2j2fpfKsZ3nzh9o/aMZOD6CxroWijKrCIz0IjoxkOiBAez66ozejotGSx/vfBH+fBeUTeoFYdrDuotyXRm8lgAqhe75lsb5xULkPgUOh0oF70+BouNYpKtgKGfAAcIDEt2fHl9aaIiT+VVU1LdQUa9WgTtTWMOZwhpeunxomyEAuvK8XaFQCW0yvWuuHyUlC5qB3EnGi5cPZdmXh7ggLghvt+7xZ5qXWtHxQOsfTfaJUi6+ZQgR/x6Cs+t5HYWx82L1ChyNu9SI2OqpjXD4S2iug9CBMPWh8wtCWTqkbIEzW6AiC1x9oLESXavDQXaUnXkueoIx8Oe76g6FUx9Ut23WtCnWZ7x1RntthrI08I1S//7jpllt6hK9h17rGTBWmdBQY6Gu0DeWoSY/Evp5cetpmhUqnpo/xN5TMYo1d+9CqedvRe7sxNK3p+k9p6uOi3oxtJMeeKlac8DJWZ2QlzgXIkfBmU363+8oO0prVSg4AvlH1Pf+tl3gZblYlQ7Jz6i1HxasFn9siV5F99hyWQFjlQn1ihbRtadAeyztcEN774FkEOhnxYwE5ry5h4UjohjRx9/e0+kS/zAPvW5//3BPg+cYEjjqFL07aSDvIPxrKwRqCVsNXgDzVsG2h9TPzdmVWhO9Sn04jufCXJpqYd1tsOAt6xgCANMegY8ugpRtPbcsU8Im9MoEQjA+219vIiBwyeCuv8BDfNza/q23G6BMnVMgoR8PVznPLkzikXXHDVZ+OBJj58XqTbQ3yu1vCoayyhsqdA0BDQH9IGG2eqftQJnngIEKBcAnsntXF2x7SO2dsaYb39kVLvsAtjwIdaXWu45Ej6fXGgPGZvtr5HkHhvvg5uzEwHAf1lw/mg9uHNvlNRqaz5eaZXTiidBUKyQ+vpXZq/ZY1FHREhxlHu2ZkhDCwHAfPt6X2fWb7Yymr0FQlDdyZyeCoryZc8dQ8+WGDWFOVnlpGgQ7aCWLvgqFxZ+CqgWSn7aOQSCW7oIhTvyo9nZc9Li44+ojbDBccDtsWtG9jScJu9JrcwbAcmnd2Ic3dxku0IQBRj/3K2V1up3AXOVONCtV2jlkNgkftM9hCPZ2Ja+y0S7z6Iqy2ibmv7WPb26/kH5Bkk6DWR3/Nv8f9LkAhl1lu3laSnM9fLkY4qfD1P+IN661pJy1e0XMfsm6HSTbo1LC/+bDyBtgxDW2uaZEj6JXGwOWMvGlHV32IxgU4cN9MxN4auNJCqoadZr8BHm56hgJtpAtNqZk0pHkk388eI71R/L4/JZxXcpI9wraa94bkwPwv/lw8bMQOdJ2cxSDxmr4YhEEJ0LhUXWIxFxdfw1vJEGVHpVL7zCYuByc3Vt/3NSPLu66x7Sfp26F72/E5r0i2lORDZ/OgVt+Af8+trmmRI9BMgYsQLOgdoWTDJ6cP5hwX3cdT8Tybw/rrVZwc3YyKGssBvqqKfRh7XkYiyAIXP/xXyweFc3lo6LtPZ3ux2sD4e5/wM3b3jMxnSNfw/r26nUWLLQ6lRjtcHJWl2gqGqGlUf2oaGp91Pe86fz76kvV3oAO2KBXhDaHv4Sj38KNG8Gp10aBJcyg11YTiIEmn+D5zac5V9Fg8H0qAZ7eeEqv7oBYLZZNJaNEN4fBENtOFNg9VCCTyfjvoqFc++GfTEsMJdDL1a7z6VY0VoFM3j0NAYD9byOaDsHulwy/FjLQ/HCE3vJIcVoKm8SI69T6En+tgfF32vbaEt0ayXS0kNlJEex76CLWXN91G1p9lQNdNT8Sm7zKBp7acAKVkQ6hJoWKpV8ecohkwphgL64f34/nN3cPqWKHofQsBHfjMj0xdP07jGUAS/orOIpUsEwG899UCx0Vn7HttSW6NZIxIBIaL0Fn0Wx9HQtnJ0Vw7bi+BHq5dqhWEFu2OLusjod/PMaV7/1BVIAHr145HOhYTQFqOWVtHKkE8rbJcZzKr2ZfmlRGZTSlqY5bSWAM/jF6Dpq50OpdtAE3X4i3QDvfWg2czME7BOashJ9uB4Vu0rKEhD4kY0BEZidFkBhuuLe9Ide/ADw1fzApz89h6/IpohoCZ4truO+7I1z30V8MivDltwemcfuUeBaNjNJbMinXYwwIAqQV1dKkMK0rnzVwkTvx4uVDeWLDiQ6lmxKdUJrafT0DyvY9FURYaA1pGvQdD++Nh9ObzCvPs1YDJ3MZeCmEDYU9L9vn+hLdDimBUGQ6Syo0tOOf/9Y+Vi0ZQXyIeDHdk/lVvLPzLKfyq1k6NZ7LR0Xj6ty17adXphnwdnPG3VXOtIQQ5g+PZEJ8EM5y+9mST288SUFVA9ll9ZK8c1d8ex2Mux3iptp7Jqbz65NQUwQD51qm698eQ5UYhcfVJZjufuqddWDc+XJBMaoYbE1jtbpB0uUfQp+udVEkejeSMWAFtp0o4PnNp8lrTSqMDHDniUuH6DUEmhRKxr/4G/88NhOn1l35thMFPLfpFPmtZYuR/u48MW+wzkKnr9dBmK87b/92luzyeu6aHs/8YZEmLdptJYdaJZBrrh/NxP5B/HqqiJ+P5nOqoJqLB4cxf1gkY2MC2+ZuaF5iL9I/Hc7jvu+OOKQugsOgWciKTqnDBBc93n0WMlAnwv32HPw7GVxtpC+hUsHRb2DnCxA9Fk79hF3LBS0lax/8vALu2G27eyjRLZGMATtz/FwVz28+xXd3jAe68iycX+i0dQI0j1H+Hjx26SBmDQnX6/I3BmPEmCrqmtl2spCfj+aTXVbP7KRw5g+PpKCygWVf6c5L7EXa2EZTvRZrCevYiops+HQu3LAOQhJtf/2GClg9ChrKtV6wQ7mgpfzymLr88dLX7D0TCQdGKi20M8fzqhga5df2fFWy4US95zadplkpoFCqeOWXFECn2Apfd2fmDrVs0Z2dFNHlwh3g5co14/pyzbi+FFc3suW42ptx7Fyl7rxaExDFNAaMbTTVa+nObYEVTfDDTTDzafsYAgAeAdCi72/JyuWC1ghLXPQEfHgRnE2G/jPFmadEj0NKILQTmj4Aj68/zpbjBWw7UYBCqSK9uNbgOQVVDRzILOfYuSqKq3VbvgqoeyDYmlBfd26eGMuPyyYg05OpbY1F2thGU70WMcvxbM0vj6mVEoddad952LpcUOPNKTqlNoiKTqmfW9o3wcUdLlsDm+6Dem1Ph4SEGskzYAe0XfwFVY0s/fIQ/p4uuLk40dKkP0s+MdyH5xYlAfBnRpldxIo6Q6FU4ePurFdeWex5rZg5oEM4xdr6DN2OoP5QdFLroJXr3k9thF8ehapz6ud+0TDrha53tu13w14hIHOGu/6y3jyNZerDWqEW1I9j/mX6WF3t+AUBdjyrey2xvDkRw2D0zfDNEmiu7Z4JkRJWRfIM2AF97YwBQrzd2ur/9dF+oTO266KtKK1t4sZP/iY22KttPtacl0bXwcfdGRe5zGr6DN0SQQC/vq1PRK57N9TtT7OrrcpVXwdB/e+udrbau+Gqc1CZBWnbLZunGOiUCybBhOWw9w11Yp6xnQ8N7fh3PA+7VsJXV8KrCdb35gTGQ+5f4nseJHoEUgKhHUh8fGun/QiMrUawtOuiWBzKqWD5t4f596Q4bhzfj19OFtpsXnd9fYhrxvZl0oBgq4zf7RAEdQZ+7t8w6ib4fZU45XjQeVLi7pf0eCJa8Q6DsbeBoFR311Mpzv/76DdQX6Z1goMn6eUfgS+vgPoSjErQfG+CeuHVXujdfGHKAxA1BiKGwyeX6HmfiPdC7zwc/F5L2AwpTGAHuupHYEwCnynvsxaCIPD5/mw+2pfBqqtHMrpfgEPMq9fR3gXt5qdOfrt9p7qUTMy4u6GkxJ+XQ2Ol4fPqy8DFA5zk6mZAMif1v2Vydd8EHRw8tyFyBHgGthoDRrj09e74AWWTukuihrawhAaRVQy7cx6JhNWRjAE7oIl3a9fyO3q8u71+QL8gT/w8XHB2cuKnOycS7O1m7+n1TrR364piqCuGszvEjwUbWkyaqsG/H1Rk6j8vZCBMuFv/a3+9p3+3amtNf1OpzNJz0MDC6hVyPo+iDT2fcfACmL0Skp9SjyWGN6c9Qf27572WsAlSzoAd0MS7taWAHTnerUl6TCmsoUmhIrWolgNZFVx/YV/JELAnOrt1aNuhio2h7PqQgXDxs4bP62xn60ia/qZgTKWBIKhVE4V2r7c9GviMLfVqb8HjxWrXvZhyxm33uv18usG9lrAJkjFgJ2YnRbB1+RSr9COwBtpJj6D2aLy9s5MucBLWpyQVm7l+O1u4Ncl2fn1aj8vUSYxd6fM7mqa/sXRlxCia4Kc71Al7d/5h/GdM2QKJc60z58ELIHqc+vfSne61hE2QwgQSRiGJ/DgY5/6BHc+oY/AqBTZx/WoW7q0PQW0RhA7q6MYevMC80IS559kTzb3YvVLdCEqlBN8I+PFWCIhVyxrHT4OF74Lc2bjPWFOk/okwXFFkEU01UJkNy4+ptQckJNohGQMSRtFV0qM92HaigD2pJWw/WUh8iHfvaFRUfBp+ex7K0tW9Bsb+G76/EZ2sdmu5fgcvgJpCqC+F6Y9a5xrdBc0C31ZW2ZoXUHJG/TjjCbUhYCypWyFh1vm6XLFJ2QbxF0mGgIRepDCBhFFo6xqAfZMeNTkMNY0KWpQCKYU1LP3yENtOFNhlPlanIgvW3QHfXAMD57XGk+fB4IW2d7Mrm0DuYr3xuxtteRvtMSNv48wWdXdGa3HiR0habL3xJbo1kmdAwig0SY8a/YDoAA8Kqxp5dXsKy789bNMWwoIg8Or2VN0iNyv0QLA7NUWw5xVI2QqTVsCCt8DZteN7bO1mVzaDXEoabUOMkr2mWsg/DP0miTmz8zRUqMePm2ad8SW6PZIxIGE07fUDNDvzs629FDQ7czG7EyqUKnLK60kvqSO9pJb04lrSS2rJLqunvK65Z+cwNFTA76vh6Lcw7t9w99+O04JW0QweDjIXR8CSkj2NRkRJKrh4Quo26xh2ZzZD4mzJoyNhEMkYkDALfZLKmp255vXM0jqjPAa1TYq2hV696KsX/9LaJvoEehIf4k3/UG9mDArl9ilx9A3yZOHbvztcDoMoNNfBX+/D3x/C8KvVmegeAfaeVUeUzdKi0h6dHgZG5m1oa0Q0VaufW6PN9IkfYdJ94o4p0aOQ5IglzMKQpLLcSYZSJWh/LfLedaMY2TeAs+0X/daFHyA+1Ktt0Y8PUf+E+bohM5BM1dbsSUu4ydH1GtrQblwz+QG1Ut/vb0LCbLVMrY+Dfo5fHlNXEoy83t4zcRxObVTnCJgi/WwreeDaEvhgKqw4rlZ+lJDQg2QMSJjF7FV7dHbmAE4yUOn5i5LLIK79Yt+6+MeFeOPtZp6DylF6M5iMIY3/fhNh4TsQGGvf+XXFlgcheiwMu8reM+nePB+q1iPQxtlNLTokFgc+Uoch5r4s3pgSPQ4pTCBhFoYklZ1kMlR67Eu53Ilf758q6hy6bQ8EQxr/jVWObwic2gjHf4B/PlU3QZJa4JqPreSBT6yDGU+JO6ZEj0MqLZQwC0OSyv1DvXWLrGQQ391j+WLSXRvGaDwaDRWgapFa4FqKLaSYq/PVraSjx4o3pkSPRPIMSJiN/p250C2bMNmU7towxpBHQ1+nPomu0agYbr5fbWCFDBS3MRHAyfUweBE4Sfs+ic6R/kIkRKU7NmGyOd21YUx39Wg4MoMXwIBL4Mr/id+YCFqFhi4Xd0yJHonkGZAQnW4by7cVgxfAgndg831q14nYrWqtRVB/KDqpdbAbeDQcnapc8IsSf9yKLLXHIWKE+GNL9DgkY0BCwh4E94fYqXD9WnvPxHguuBM23oXN+iA4MtqloZYkUlbltXZ7FJkT69ReAWv1OpDoUUhhAgkJe1CWrl5EuhMVGer4c3drN9wZpzaq6/2fD1U/GpMMqUmkLDqlLg20JJFSEKChHDyDTD+3K06sk3oRSBiN5BmQkLAH5ekQFG/vWRhPYxUc+RqW/g5eVli47IG23oNmUW+vANjSqO7QWFcCdWXqf/+qKdMTIZGyvlytMCn27r0kFQSlWhxKQsIIJGNAQsIelKWrRYa6Cwc+hiGX9RxDAAxURwDrbodfn1AbQHI38ApW/3gGg1cI1JfoGczMRMrqc+ArYr5AW6+DM+ARpH4uVXpIGIFkDEhI2IPu5BloaVAbA7dut/dMLEfZArl/Qeoveso7WxGUcPsucPfXv2PP2iNOaeipjWpp5+pz6hCFpQJO2p6OuhLr9TqQ6HFIOQMSErZGEKDqnHWSxsyJgXfF4S8hfrp1Mt7FxNBnryuFI9/ADzfD64Nh7+vgF92as6EjkQXBCZ277g2JBY35l2lz/f4GqMoBQSWOgJNBT8e/JWEoiS6RehNISNia6gL4fAHcfUDccQ31PLBkZ6hsgbfHwPXrrOvJsDQ739BnD4xXJ/n1nwEJs9QVHG7enZ9jTFKkdmOiARfDyZ9g/N1w8NOuP4c1mhQZ6nWgQfIQSHSCFCaQkLA15enqRUpsrKEQeHwtRI4y3xAwZpE3JpGvKwztimUyuO+E/l2+RgHQ1G6DmnO15yYIsOUBw5+jsRoKjkDeISg+jW6IwkIBJ69QtWaBXiSlSInOkYwBCQlbU2alfAFDCoFFJ+CV/uDmC24+rT++4K71XPNYclpdlladp/YMTH1I/Sh3MW0+xi7yYhgxej876sWxs0x9fYu6uZz9Fb2fY+M98Ntz0FSjFgCKGqUOEVXmYHHegdFISpESnSMZAxIStqY8HQLjxB83sD8U61EIDBsCt+2E5lpoqlYvSo2tj0010FSlfqzOg/wtkJ7ccYjdL8Gf74KTHOSu+g0INx9d42LHM+hdHLf+B/IPt5brlRpI5DNy8dJ4HhTNel60sTqiIWOsuQ5uWA++kecNk5CB+kMUlgg41XXW9lhSipToHMkYkJCwNWXpEH+RuGO2NIKLe+sTPQuMsys4B4JnYOfjvDeBjgt463j+fdWxbEUTNNWeNyA6GBbV6p/KHPXzqnPoXRzritXJiJEj1KV6ZWf1LKRGLF46Mf/22EEd0VADqpBE3eRLS0IUJl1fQy9VipQwGskYkJCwNeUZ4qoPNlbBN9dC9DiYsBz2vGz+AtNVMyJnN/WPMXoDOfsNLI6DYOy/zx+a8aSeRV2ACfd2Pr5OeKHdNcKG2L7fw9SHTdvtixmiALhgqTokoX1P/PrC7Be6t1KkhNWRjAEJCVui+v/27j+2zqqO4/inP9f9smxlnT86gdERaI1kVvzRdFINMDWsE3AOEyb+Q0TEqAG1WTCawKCGxDiVlEw0gTGjJkaoPycglAC61al/2AujRWR0jnbt2C+62a69/nHu0962z9Pe3nv7nPs85/1Klps+bS+H3qbP557zPec7Lp06Ii1/Z36e7/SA9OgNUt1macMdZhq6fnP2z5fP9sqZ3hz93iVXXyo9v1MaHZa6fuxfgBhUJ1Bann1Ffi4W4t3+XLxlksFeqaRUuqjZnJIY1n8fscHWQiBMJ/qkPVuk2/6S+3Mde1Xa82mp8ctSw+dzfz4peOq9uNRMd2ez5S/bm+MfWqV97ZoRJrwCxIXYnhclQa8VWwiRBcIAEKZ/d0r7d0k37snted74l/Tzz0rX7Mj/H37vBn70oDQ+mvaJPJxbMB9z3eyDboaVNaY4MddugoXO9TCEvOIEQiBMQ725byt87QXpZ1ulzQ8szI2ursXcTFZdoqkn9KVt+QvDXPUL3rS810XRO9HxRF/u3QSjYK6fDzAP1AwAYUl0SE/vMAV/vU9m/q41/eCeZaulkWHppl+ZavyFZPtmE1Qdn15vkV6E194oncjzoUuFLJ/1HXAeMwNAGLwp7eEhafxc5u9ave/rT5h3u8cPmQKx44cWfsy+Z/fL7OnPV9+D2fj2AJA0NiL99mtm+2I62+ElbDN+PhJbCJEtagaAMASt7y5bLTV9VSoqkYqLU48lk49P3W0OA7KxLpzJPv6Frh/wK0CsvdrMlHQ/Jm3aaWZaOtsC9tjHfA09/eezdJWkIvP/WlFpe2SIGMIAEIagJjLFJdJHviGNj5nWuemP42NS10Pm4+lKF0l3zXbiXJ54N5v+bhXcjbbvgAkrJw9r1sCSSeOhuHj2ftMwKZlMtcmOeREl8oaaASAMgafTXTb7tO5rz9ldF/bW5O+ulsamhxnLU/A1DeYd8IyZE8nawUO2nX9JKrilZNP0CU6iZgAIg+/6dwbru9l+X76MjUr7dvnPThRCsdqxV/yvewcPuRQEpNROD4s7QBBZhAEgDNO3wa2uz2z6Otvvy1UyKb38J+nBJqlvv/TJ+1OfsBRKgvgWORZASLHFtSJK5A01A4DL0rcteuvL56+T9m431fob75PWXJH2tSEetZvp+P2OPHapTiCdb6GqzPLB7V1WhoRoIAwArgq6kS5ZJX2iTXrPDZMtdwtZIYYUW4Je08VV0pafSmubrQ4PhYswALgq6F1kdV1+eifADr9wtOJC6RfbpAuapCN/92/8BKcRBgBXBW13DGvbIsL1jz3S47elXQi51wQKGgWEgKsovnPLXx8QOw0QhDAAuMr2tkWEa7BH7DRAEMIA4Kr0bYvFpdKSle5W4cfZ+Jj0wo+k5LiYCUIQwgDgMq9d8Z09UnGZVHuV7REhnwZekn5yjXT4b9K1O8VMEIJwHDHgAr/zBNKLxpaslKouln7YYLoiUmkeLdNf3w1fN6czHnhY2rhj8nWseBvbMOGL3QRA3AXtPU+vIp/4Gg+V5pER9Ppe0CRt3W2CHjAHZgaAuOts09SufqnH398pnToiLVouPX2vz9ekKs0JA4XN9/Utks4eJwggY4QBIM6OHpQGXtTMKnJJw0Pm35v/Cej8R6V5JNCPAHlAGADiYPqa8frPSX1d0uED0vK3SyePaGb75Eulj243H77aabdVMrIX1B6b1w7zwG4CIOq8NeP+hDlRsL9b+uM3pYpK05zm49/VnFXknDkQXbx2yAPCABB1M9aMU3qekErKMmuDbKtVMnLnvXZVF5vGUrx2yAK7CYCoC+oxILEbwCWDvdKvvyDd8pTtkSCCmBkAoq6qNvhznDvvjvIl0ugZ26NARBEGgKi7cpa1YSrK3VG2WBp9y/YoEFGEASDq6lqkyjU+n6Ci3CllS6WRYdujQEQRBoA42HjvtAtUlDunpEwaG7E9CkQUYQCIA6+ivLRCKimnotxFRUXmHzXhyAKHDgFxse5qc7TwHS9LxeR8J5UsMjtLyipsjwQRw18MIC7++0/pHZcTBFxWtlgapW4A88dfDSAu+rqkmitsjwI2lS8lDCArhAEgLvq6pJr32x4FbEl0SEOvSD9YL7U3mo+BDBEGgDhIJk1Tonc12B4JbPD6U5w7Y3YU9CfMxwQCZIgwAMTBycNS+TJp8QrbI4ENE/0pPKnGRZxAiQwRBoA4oF7AbUO9mtGoSklOoETGCANAHLxOvYDTqmo1dWYgZeUsfSuANIQBIA6YGXDbla2aWBqQJh/PvCkd2mdpUIgSWhgDUZbokJ65TxpISNX15vhhWha7KdFhagSGekxPiuZWU0Pym69I6zZKH7vLdDYEfBAGgKjyKsi9PgTe42d2EwgwaWRY+vM9Us9eadNO6cIm2yNCASIMAFHV3mi2kE0pHCsyfQm++LytUaFQvb5fevx26aIN0lXfMUdXAymEASCq7qk259BPV1ImfWswNW3cZirNq2rNujIzBm4bPWt+J7ofk967RXrpd/x+QBJhAIiuoJmB0grpvHdLgwfFEgJ8Pfd96clvz7zO74ez2E0ARJVvBXlSun6XdO5s6loy7ZFDaJDS9ZD/9b3bwx0HCgZhAIiquhbzTm51vVS6yDxufdRcP/2GzzdwCA1STvTN7zpir9T2AADkoK7Ff1q3qtZ/CaFqXVgjAxAhzAwAcRS0hNDcam9MKByVNf7Xz1sT7jhQMAgDQBwFLSFctsn2yFAI6q+b33XEHrsJAMA17Y1Sf/e0i5xR4TJmBgDANYN+haQUmLqMMAAALjnl7TSZ3uWQAlOXEQYAwBWnB6RHNkvrt4kCU6QjDACAC94alB75lPTBW6Vrv0eBKaaggBAA4m74mPRwi9Rws/SBW2yPBgWImQEAiLPhY6mlgZsIAghEGACAuDpzXNp9nXT5jdKHbrU9GhQwjiMGgLhIb1u9Yq009j/pfTdLH/6S7ZGhwBEGACAOEh3SL7dpYmfA0RfN9ZVrbY4KEcEyAQDEQWebJoLABNpWIzOEAQCIg6FeTQ0CEqcKIlOEAQCIg6pacaogskUYAIA4oG01csChQwAQF4kOUyMw1GNmBJpbOVUQGSEMAADgOJYJAABwHGEAAADHEQYAAHAcYQAAAMcRBgAAcBxhAAAAxxEGAABwHGEAAADHEQYAAHAcYQAAAMcRBgAAcBxhAAAAxxEGAABwHGEAAADHEQYAAHAcYQAAAMcRBgAAcBxhAAAAxxEGAABw3P8BLyv7Fr/nQMYAAAAASUVORK5CYII=\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "USA360 = Cities(sample(USA, 360))\n", "\n", "plot_greedy_tsp(USA360)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Divide and Conquer: `divide_tsp`\n", "\n", "The next general strategy to consider is **divide and conquer**. Suppose we have an algorithm, like `exhaustive_tsp`, that is too slow to apply to a large set of cities. We could divide the problem into smaller pieces, and then combine those pieces:\n", "\n", "1. Split the set of cities in half.\n", "2. Find a tour for each half.\n", "3. Join those two tours into one.\n", "\n", "When the number of cities, *n*, is small, step 2 can be done directly by the exhaustive search algorithm. But when *n* is large, step 2 is done with a recursive call, breaking each half into two smaller pieces. \n", "\n", "\n", "Here's an example with six cities. We split them into two halves of 3 cities each, for which we can easily create tours:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "A, B, C, D, E, F = A2F = [City(*p) for p in ((0, 0), (1, 1), (0, 2), (2, 2), (3, 0), (4, 2))]\n", "\n", "plt.figure(figsize=(3, 2))\n", "plot_segment([A, B, C, A], 'bo-')\n", "plot_segment([D, E, F, D], 'gs-')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now to join the two halves together, the first thing I do is delete a link from each half. There are 3 × 3 ways to do that; here's one:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(3, 2))\n", "plot_segment([C, A, B], 'bo-')\n", "plot_segment([D, F, E], 'gs-')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now connect the two halves back together. There are two ways to do that; this is the better way:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(3, 2))\n", "plot_segment([D, C, A, B], 'bo-')\n", "plot_segment([D, F, E, B], 'gs-')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have a feel for what we have to do. I'll name the divide and conquer algorithm `divide_tsp`. If the size of the set of cities is less than *split*, then find the shortest tour using `exhaustive_tsp`. If there are *split* cities or more, then split the cities in half (with `split_cities`), find a tour for each half (using `divide_tsp` recursively), and join the two tours together (with `join_tours`): " ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "def divide_tsp(cities, split=7) -> Tour:\n", " \"\"\"Find a tour by divide and conquer: if number of cities is `split` or more, then split\n", " the cities in half, solve each half recursively, then join those two tours together.\n", " Otherwise solve with `exhaustive_tsp`.\"\"\"\n", " if len(cities) < split:\n", " return exhaustive_tsp(cities)\n", " else:\n", " half1, half2 = split_cities(cities)\n", " return join_tours(divide_tsp(half1, split), divide_tsp(half2, split))\n", " \n", "# TODO: split_cities, join_tours" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How do we split a set of cities? In the non-Euclidean case, there would be no easy way to make a good split. But with each city having *x* and *y* coordinates, \n", "my approach is to imagine drawing an axis-aligned rectangle that is just big enough to contain all the cities. If the rectangle is wider than it is tall, then order all the cities by *x* coordinate and split that ordered list in half. If the rectangle is taller than it is wide, order and split the cities by *y* coordinate. " ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "def X_(city) -> int: \"X coordinate\"; return city.real\n", "def Y_(city) -> int: \"Y coordinate\"; return city.imag\n", "\n", "def split_cities(cities) -> Tuple[List[City], List[City]]:\n", " \"Split cities vertically if map is wider; horizontally if map is taller.\"\n", " coord = (X_ if (extent(Xs(cities)) > extent(Ys(cities))) else Y_)\n", " cities = sorted(cities, key=coord)\n", " middle = len(cities) // 2\n", " return cities[:middle], cities[middle:]\n", "\n", "def extent(numbers) -> float: return max(numbers) - min(numbers)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now for the tricky part: joining two tours together. First we consider all ways of deleting one link from each of the two tours. If we delete a link from a tour we get a segment. We are representing segments as lists of cities, the same surface representation as tours. But there is a difference in their interpretation. The tour `[C, A, B]` is a triangle of three links, but the segment `[C, A, B]` consists of only two links, from `C` to `A` and from `A` to `B`. The segments that result from deleting a link from the tour `[C, A, B]` are:\n", "\n", " [C, A, B], [A, B, C], [B, C, A]\n", "\n", "You may recognize these as the *rotations* of the segment `[C, A, B]`. So any candidate combined tour consists of taking a rotation of the first tour, and appending to it a rotation of the second tour, with one caveat: when we go to append the two segments, there are two ways of doing it: either keep the second segment as is, or reverse the second segment." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "def join_tours(tour1, tour2):\n", " \"Consider all ways of joining the two tours together, and pick the shortest.\"\n", " segments1, segments2 = rotations(tour1), rotations(tour2)\n", " return shortest(s1 + s3\n", " for s1 in segments1\n", " for s2 in segments2\n", " for s3 in (s2, s2[::-1]))\n", "\n", "def rotations(sequence):\n", " \"All possible rotations of a sequence.\"\n", " # A rotation is some suffix of the sequence followed by the rest of the sequence.\n", " return [sequence[i:] + sequence[:i] for i in range(len(sequence))]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's divide and conquer! First the 6 cities `A` to `F`:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[ divide_tsp: length 12 tour (100.0%) in 0.000 secs,\n", " divide_tsp+opt2: length 12 tour (100.0%) in 0.000 secs]" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "runs([divide_tsp], Cities(A2F))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now the USA map. But the `divide_tsp` algorithm, as I have written it, is slow. So I'll use the smaller sample of cities from USA, and compare `divide_tsp` to `greedy_tsp`, with and without `opt2`:" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[ greedy_tsp+opt2: length 26,089 tour (100.0%) in 0.176 secs,\n", " divide_tsp+opt2: length 27,108 tour (103.9%) in 4.848 secs,\n", " greedy_tsp: length 28,926 tour (110.9%) in 0.025 secs,\n", " divide_tsp: length 29,177 tour (111.8%) in 4.654 secs]" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "runs([divide_tsp, greedy_tsp], USA360)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The conclusion: `divide_tsp` does not perform as well as `greedy_tsp` on this example, and is much slower.\n", "\n", "# Shoulders of Giants: Minimum Spanning Tree Algorithm\n", "\n", "\n", "| ![Joseph Kruskal (Wikipedia)](http://people.inf.elte.hu/hytruongson/Kruskal/J.Kruskal.jpg) |\n", "|----|\n", "| [Joseph Kruskal (Wikipedia)](https://en.wikipedia.org/wiki/Joseph_Kruskal) |\n", "\n", "\n", "\n", "I hope you now believe 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", "> **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)*, the study of vertexes and links. Here is a glossary of terms:\n", "\n", "* A **graph** is a collection of vertexes and links.\n", "* A **vertex** is a point (such as a city).\n", "* A **link** is an edge between two vertexes. Links have lengths.\n", "* A **directed graph** is a graph where the links have a direction. We say that the link goes from the **parent** vertex to the **child** vertex.\n", "* A **tree** is a directed graph in which there is one distinguished vertex called the **root** that has no parent; every other vertex has exactly one parent. \n", "* A **spanning tree** (of a set of vertexes) is a tree that contains all the vertexes. \n", "* A **minimum spanning tree** is a spanning tree with the smallest sum of link lengths.\n", "* A **traversal** of a tree is a way of visiting all the vertexes in some order.\n", "* A **pre-order traversal** means that you visit the root first, then do a pre-order traversal of each of the children.\n", "\n", "\n", "We will implement a directed graph as a dict of `{parent: [child, ...]}`. Now our plan is:\n", "\n", "1. Implement an algorithm to create a minimum spanning tree, `mst`.\n", "2. Implement a tree traversal; that will give us our `mst_tsp` algorithm.\n", "3. Understand the guarantee.\n", "\n", "# Creating a Minimum Spanning Tree (`mst`)\n", "\n", "\n", "Now let's see how to create a minimum spanning tree (or MST). Kruskal has a very nice algorithm to find MSTs, but with what we have done so far, it will be a bit easier to implement [another Giant](https://en.wikipedia.org/wiki/Robert_C._Prim)'s algorithm:\n", "\n", "> **[Prim's algorithm for creating a MST](http://en.wikipedia.org/wiki/Prim%27s_algorithm):** *List all the links and sort them, shortest first. Initialize a tree to be a single root city (we'll arbitrarily choose the first city). Now repeat the following until the tree contains all the cities: find the shortest link that links a city (A) that is in the tree to a city (B) that is not yet in the tree, and add B to the list of A's children in the tree.*\n", "\n", "Here's the code. One tricky bit: In the first line inside the `while` loop, we assign `(A, B)` to be a link in which exactly one of `A` or `B` is in the tree, using the exclusive-or operator, `^`. Then in the next line, we make sure that `A` is the one that is in the tree and B is not, by swapping if necessary." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "def mst(vertexes):\n", " \"\"\"Given a set of vertexes, build a minimum spanning tree: a dict of the form \n", " {parent: [child...]}, spanning all vertexes.\"\"\"\n", " tree = {first(vertexes): []} # the first city is the root of the tree.\n", " links = shortest_links_first(vertexes)\n", " while len(tree) < len(vertexes):\n", " (A, B) = first((A, B) for (A, B) in links if (A in tree) ^ (B in tree))\n", " if A not in tree: (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:" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "37860.30782270789" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_graph(graph) -> float:\n", " \"Given a graph of the form {parent: [child...]}, plot vertexes and links.\"\n", " vertexes = {v for parent in graph for v in graph[parent]} | set(graph)\n", " links = [(parent, child) for parent in graph for child in graph[parent]]\n", " if len(graph) > 1000: plt.figure(figsize=(15, 7.5))\n", " for link in links:\n", " plot_segment(link, 'go-')\n", " return sum(distance(p, c) for (p, c) in links)\n", "\n", "plot_graph(mst(USA))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This certainly looks like a spanning tree. But can we prove it is a **minimum** spanning tree? \n", "\n", "1. The output is a **tree** because:\n", " - Every city is connected by a path from the root.\n", " - Every city only gets one parent (we only add a B that is not in the tree), so there can be no loops. \n", "2. The output is a **spanning tree** because it contains all the cities.\n", "3. The output is a **minimum spanning tree** because each city was added with the shortest possible link. Suppose this algorithm produces the tree T. For another putative spanning tree to be shorter, it would have to contain at least one city B whose link from its parent was shorter than the link in T. But that is not possible, because the algorithm always chooses the shortest possible link from B's parent, A, to B.\n", "\n", "\n", "# Turning a Minimum Spanning Tree into a Tour (`mst_tsp`)\n", "\n", "\n", "Given a minimum spanning tree, we can generate a tour by doing a pre-order traversal, which means the tour starts at the root, then visits all the cities in the pre-order traversal of the first child of the root, followed by the pre-order traversals of any other children." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "def mst_tsp(cities) -> Tour:\n", " \"Create a minimum spanning tree and walk it in pre-order.\"\n", " return Tour(preorder_traversal(mst(cities), first(cities)))\n", "\n", "def preorder_traversal(tree, root):\n", " \"Traverse tree in pre-order, starting at root of tree.\"\n", " yield root\n", " for child in tree.get(root, ()):\n", " yield from preorder_traversal(tree, child)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can think of this as starting at the root of the tree and going around the outside of the tree, as if you were walking with your hand always touching a link, but skipping cities you have already been to.\n", "\n", "Let's see what `mst_tsp` can do on the USA map:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[ rep_opt2_nearest_tsp: length 44,317 tour (100.0%) in 16.662 secs,\n", " rep_opt2_nearest_tsp+opt2: length 44,317 tour (100.0%) in 16.995 secs,\n", " greedy_tsp+opt2: length 44,417 tour (100.2%) in 2.162 secs,\n", " rep_nearest_tsp+opt2: length 44,473 tour (100.4%) in 2.137 secs,\n", " nearest_tsp+opt2: length 45,105 tour (101.8%) in 1.768 secs,\n", " mst_tsp+opt2: length 45,250 tour (102.1%) in 2.878 secs,\n", " list+opt2: length 46,460 tour (104.8%) in 2.929 secs,\n", " rep_nearest_tsp: length 50,915 tour (114.9%) in 0.798 secs,\n", " greedy_tsp: length 51,129 tour (115.4%) in 0.407 secs,\n", " nearest_tsp: length 53,364 tour (120.4%) in 0.080 secs,\n", " mst_tsp: length 58,201 tour (131.3%) in 0.485 secs,\n", " list: length 1,122,001 tour (2531.8%) in 0.000 secs]" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "runs([mst_tsp], USA)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that `mst_tsp` performs poorly compared to the other algorithms. \n", "\n", "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 produces shorter tours? \n", "\n", "# Guaranteed Tour Length\n", "\n", "The \"giant\" thing about the minimum spanning tree algorithm is that it comes with a *guarantee*, which none of the other algorithms offer (except for `exhaustive_tsp`, which is guaranteed to find the optimal algorithm, if it has enough time to complete). The algorithm guarantees that the tour length will be no worse than twice as long as the optimal tour. (And, with a bit more [complication](https://en.wikipedia.org/wiki/Christofides_algorithm), you can modify it to give a guarantee of 1.5 times longer.) The guarantee works like this:\n", "\n", "1. The minimum spanning tree, by definition, connects all the cities with the shortest possible total link length.\n", "2. So if you could follow each link in the spanning tree just once, and that formed a legal tour, then that would be guaranteed to be\n", "a minimal tour. \n", "3. But you can't do that in general; in general there will be places where you skip to the next city without following the spanning tree. Any such skip, however, is a straight line, and thus will be less than you would take if you went to the next city by following along the spanning tree.\n", "4. If you did follow along the spanning tree, you would follow some links twice, and some links once. Hence the total length of the tour would be at most twice the spanning tree, and thus at most twice the minimal tour.\n", "\n", "A guarantee is great from a theoretical point of view, but in practice the greedy or nearest neighbor algorithms almost always do better than the minimum spanning tree, on the maps that we actually see. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Shoulders of Giants: Held-Karp Algorithm: `held_karp_tsp`\n", "\n", "\n", "| ![](http://archive.computerhistory.org/resources/still-image/IBM/IBM_People/IBM.3_mathematicians_Held_Shareshian_Karp.ca1964.102650390.lg.jpg) |\n", "|----|\n", "| [Held, Shareshian, Karp (Computer History Museum)](http://www.computerhistory.org/collections/catalog/102650390) |\n", "\n", "| ![](http://imgs.xkcd.com/comics/travelling_salesman_problem.png) |\n", "|----|\n", "| [xkcd 399](http://xkcd.com/399/) |\n", "\n", "\n", "Another algorithm that shows up with a literature search is the [Held-Karp Dynamic Programming Algorithm](http://en.wikipedia.org/wiki/Held%E2%80%93Karp_algorithm), named after giants [Michael Held](http://www.computerhistory.org/collections/catalog/102650390) and [Richard Karp](http://en.wikipedia.org/wiki/Richard_M._Karp). It is an algorithm for finding optimal tours, not approximate ones, so it is not appropriate for large *n*. But even in its simplest form, without any complex programming tricks, it can go quite a bit further than `exhaustive_tsp`. That is because `exhaustive_tsp` is O(*n*!), while the Held-Karp algorithm is only O(*n*2 2*n*). How did Held and Karp achieve this speedup? They noticed that `exhaustive_tsp` wastes a lot of time with permutations that can't possibly be optimal tours. Here's the key idea:\n", "\n", "- **Key idea**: *Given a start city A, an end city C, and a set of middle cities Bs, then out of all the possible segments that start in A, end in C, and go through all and only the cities in Bs, only the shortest of those segments could ever be part of an optimal tour.*\n", "\n", "Of course, we don't know that the optimal tour goes through exactly those Bs cities before hitting C. But if it does, then we need only consider the permutation of Bs that leads to the shortest segment. Why is that such a big deal? Suppose we are considering segments of the form:\n", "\n", " [A, {B1, ... B10}, C, {D1, ... D10}, E]\n", " \n", "That is, segments that start with A, then have have 10 Bi cities in some order, then C, then 10 Dj cities in some order, then E. With the Exhaustive Search algorithm, we have to consider all orderings of Bi and all orderings of Dj, so overall there would be (10!)2 ≈ 13 trillion orderings of this form. But with Held-Karp, we consider the Bi and Dj separately, and chose the best segment from each, giving us only 2 × 10! ≈ 7 million orderings to consider. (Actually it is even better than that, because we use Held-Karp recursively to split the Bi and Dj into pieces.) \n", "\n", "So far we have only been talking about segments. We know that the TSP is defined for tours, not segments. So even if we find the shortest possible segment, it might not be the shortest possible tour. But here's something we do know: a tour has to end somewhere. So we have:\n", "\n", "- **Held-Karp algorithm**: *Find the shortest segment from the start city, `A`, to each possible end city, `C`, using the key idea above. Out of those segments, choose the one that is the shortest tour.*" ] }, { "cell_type": "code", "execution_count": 47, "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: function: 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": 48, "metadata": {}, "outputs": [], "source": [ "@cache\n", "def shortest_segment(A, Bs, C) -> Segment:\n", " \"The shortest segment starting at A, going through all Bs, and ending at C.\"\n", " if not Bs:\n", " return [A, C]\n", " else:\n", " return min((shortest_segment(A, Bs - {B}, B) + [C] for B in Bs),\n", " key=segment_length)\n", " \n", "def segment_length(segment):\n", " \"The total of distances between each pair of consecutive cities in the segment.\"\n", " # Same as tour_length, but without distance(tour[0], tour[-1])\n", " return sum(distance(segment[i], segment[i-1]) \n", " for i in range(1, len(segment)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's all there is to it. Let's try a run:" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[ held_karp_tsp: length 23,013 tour (100.0%) in 0.040 secs,\n", " exhaustive_tsp: length 23,013 tour (100.0%) in 0.973 secs]" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "runs([held_karp_tsp, exhaustive_tsp], random_cities(10), [None])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that `held_karp_tsp` is a lot faster. We can extend into uncharted territory beyond the reach of `exhaustive_tsp`:" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[ held_karp_tsp: length 26,200 tour (100.0%) in 2.092 secs]" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "runs([held_karp_tsp], random_cities(15), [None])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Not bad! To see how much time we save using `held_karp_tsp` over `exhaustive_tsp`, we can extrapolate from the timings we've done, using the fact that Held-Karp is *O*(*n*2 2*n*) while Exhaustive Search is *O*(*n*!), to get this table:\n", "\n", "\n", "|*n*|Exhaustive Search|Held Karp|\n", "|---|---|---|\n", "|10| 2 secs | 0.04 secs |\n", "|12|≈ 4 mins | 0.25 secs|\n", "|15|≈ 8 days |2 secs|\n", "|25|≈ 270 billion years|≈ 95 minutes|\n", "\n", "\n", "\n", "So if we had the patience to wait 95 minutes, `held_karp_tsp` could give us an answer on a 25-city problem that saves 270 billion years of computing compared to `exhaustive_tsp`. The original Held-Karp algorithm had refinements that allowed it to handle 50-city sets in hours, not centuries, and could do so even with 1970s-era computing power! See **Branch and Cut** below.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Review\n", "\n", "Here are the algorithms we developed, grouped by strategy:\n", "\n", "- **Brute Force Strategy**: `exhaustive_tsp`\n", "- **Greedy Strategy**: `nearest_tsp`, `greedy_tsp`\n", "- **Ensemble Strategy**: `rep_nearest_tsp`, `rep_opt2_nearest_tsp`\n", "- **Improvement Strategy**: `opt2`\n", "- **Divide and Conquer Strategy**: `divide_tsp`\n", "- **Giant Shoulders Strategy**: `mst_tsp`, `held_karp_tsp`\n", "\n", "# Benchmark Experiments on Algorithms\n", "\n", "Which algorithm is best? I can't tell by trying them on only one or two problems. What I need to do is **benchmark** each algorithm on a standard **test set** of problems, and look at **statistical tests** to compare the algorithms. If the test set is large enough, the results will have statistical significance. If the test set is representative of the problems we want to solve, the results will have relevance. I'll build the following tools:\n", "- `test_set`: A function to build a test set of *s* random sets of cities, each set with *n* cities.\n", "- `benchmark`: A function to run an algorithm on a test set and record the results.\n", "- `boxplots`: A function to plot the benchmark results of several algorithms.\n", "- `rankings`: A function to print results of how many time each algorithm had the shortest tour, the second shortest, etc.\n", "\n", "First the test sets:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "TestSet = Tuple[Cities]\n", "\n", "def test_set(s: int, n: int) -> TestSet:\n", " \"Return `s` different sets of `n` random cities.\"\n", " return tuple(random_cities(n, seed=(s, i)) for i in range(s))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, the function `benchmark` takes as input a TSP function and a test set. It does a `run` of the function on each problem in the test set (possibly passing along `opt` and `kwds` values), and returns the list of `run` results. " ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "@cache\n", "def benchmark(algorithm, tests, opt=None, **kwds) -> List[run]:\n", " \"Benchmark one TSP algorithm on a test suite; return a list of `run`s.\"\n", " return [run(algorithm, test, opt=opt, **kwds) for test in tests]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A **boxplot** is a standard statistical visualization tool. I'll explain them when we see the output." ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "def boxplots(algorithms, tests: TestSet, opt=None, **kwds):\n", " \"Draw a boxplot for each of the algorithms executing the tests.\"\n", " runslists = [benchmark(tsp, tests, opt=opt, **kwds) for tsp in algorithms]\n", " lengthlists = [[length(r) for r in runs] for runs in runslists]\n", " timelists = [[r.secs for r in runs] for runs in runslists]\n", " best = min(map(mean, lengthlists))\n", " labels = [boxplot_label(A, L, T, best) for (A, L, T) in zip(algorithms, lengthlists, timelists)]\n", " plt.figure(figsize=(15, 7.5))\n", " plt.grid(axis='y'); plt.ylabel('Mean Tour Length')\n", " plt.tick_params(axis='x', which='major', labelsize=12)\n", " plt.boxplot(lengthlists, labels=labels, showmeans=True, whis=(10, 90), sym='o', notch=True)\n", " plt.title(f\"{len(tests)} sets of {len(tests[0])} cities with {opt.__name__ if opt else 'no'} optimization\")\n", "\n", "def boxplot_label(tsp, lengths, times, best):\n", " \"A label for the bottom of the boxplot.\"\n", " return '{}\\n{:.0f} ± {:.1f} msec\\n{:,d} med len\\n{:,d} ± {:,d} mean\\n{:.2%} mean'.format(\n", " name(tsp), mean(times) * 1000, stdev(times) * 1000, \n", " round(median(lengths)), round(mean(lengths)), round(stdev(lengths)), mean(lengths) / best)\n", "\n", "def unzip(sequences): return zip(*sequences)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`rankings` produces a table comparing how many times each algorithm was best, second best etc., on a city-set." ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "def rankings(algorithms, tests: TestSet, opt=None, **kwds):\n", " \"Print a table of how often each algorithm had each rank: you get a #1 if you were shortest.\"\n", " N = len(algorithms)\n", " runslists = [benchmark(tsp, tests, opt=opt, **kwds) for tsp in algorithms]\n", " lengthlists = [[round(length(r)) for r in runs] for runs in runslists]\n", " # ordered[i] is all tour lengths (for all algorithms) for the i-th problem, sorted\n", " ordered = [sorted(L) for L in zip(*lengthlists)]\n", " fmt = ('{:>4}' * len(algorithms) + ' | {}').format\n", " print(fmt(*['#' + str(i + 1) for i in range(N)], 'Algorithm'))\n", " print(' ---' * N + ' | ---------')\n", " for alg, lengths in zip(algorithms, lengthlists):\n", " ranks = Counter(ordered[i].index(lengths[i]) for i in range(len(tests)))\n", " print(fmt(*[ranks[i] for i in range(N)], name(alg)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, the function `compare` does both `rankings` and `boxplots`:" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "def compare(algorithms, tests=test_set(50, 200), opt=None):\n", " \"\"\"Compare algorithms with boxplots and rankings.\"\"\"\n", " rankings(algorithms, tests, opt=opt)\n", " boxplots(algorithms, tests, opt=opt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The Benchmarks\n", "\n", "We'll start by comparing the 5 approximate algorithms on the default test set of 50 sets of 200 cities each:" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " #1 #2 #3 #4 #5 | Algorithm\n", " --- --- --- --- --- | ---------\n", " 1 5 5 38 1 | nearest_tsp\n", " 9 17 23 1 0 | rep_nearest_tsp\n", " 24 11 10 5 0 | greedy_tsp\n", " 16 17 11 6 0 | divide_tsp\n", " 0 0 1 0 49 | mst_tsp\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tsps = [nearest_tsp, rep_nearest_tsp, greedy_tsp, divide_tsp, mst_tsp]\n", "\n", "compare(tsps)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The rankings tell us that the middle three algorithms each perform well in the rankings. Of the 50 city-sets, `rep_nearest_tsp` is best 9 times (and second-best 17 times), `greedy_tsp` is best 24 times, and `divide_tsp` best 16 times. `nearest_tsp` does consistently worse than `rep_nearest_tsp`, as expected, and `mst_tsp` finishes last 49 times out of 50.\n", "\n", "In the boxplot, each column represents a data set (in this case, the 50 tour lengths for one algorithm) with a box covering the first to third quartiles of the data; inside the box is a horizontal line indicating the median and a triangle marker indicating the mean. The 10% and 90% intervals are the \"whiskers\" coming out of the top and bottom of the box, and individual points outside that range are shown as dots. The \"notches\" in the sides of a boxes represent the 95% confidence interval on the median: if two boxes' notches do not overlap, that is strong evidence that the true medians of the algorithms differ. The label at the bottom of each column gives the name of the algorithm, the average run time in milliseconds (± standard deviation), the mean and median tour length (± standard deviation), and the percentage that the mean tour length of this algorithm is compared to the mean tour length of the best algorithm in this boxplot.\n", "\n", "This boxplot says that the middle three algorithms all did about the same in tour length; their notches overlap, so we can't be confident that one is better than the others. (Although we can be confident that the greedy algorithm is the fastest of the three, especially compared to `divide_tsp`, and that `nearest_tsp` is faster still.) The minimum spanning tree algorithm produces by far the longest tours. \n", "\n", "Now let's repeat the benchmark with `opt2` applied to each result:" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " #1 #2 #3 #4 #5 | Algorithm\n", " --- --- --- --- --- | ---------\n", " 5 13 13 14 5 | nearest_tsp\n", " 13 16 8 12 1 | rep_nearest_tsp\n", " 29 12 7 2 0 | greedy_tsp\n", " 0 2 2 5 41 | divide_tsp\n", " 3 7 20 17 3 | mst_tsp\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "compare(tsps, opt=opt2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is interesting. Now `greedy_tsp` has increased its lead over `rep_nearest_tsp`, and `divide_tsp` is out of contention. Apparently, it is hard for `opt2` to optimize the types of tours produced by `divide_tsp`. On the other hand, `opt2` seems to have an easy time optimizing `mst_tsp`.\n", "\n", "As far as run time goes, note that `greedy_tsp` is now faster than `nearest_tsp`, reversing the previous comparison. It seems that `opt2` runs faster on the tours produced by `greedy_tsp`. It should not be surprising that the speed of `opt2` depends on the tour; `opt2` has a `while` loop that will repeat a different number of times for different tours." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Ensemble Strategy: `ensemble_tsp`\n", "\n", "Since no one algorithm always dominates the others, maybe it is time for the **ensemble strategy**: try a bunch of TSP algorithms and choose the best tour that the bunch produces. There is a tradeoff of how much time you want to spend on this; I've included in the ensemble only the three algorithms with the best combination of short tours and fast run times on the benchmarks above." ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "ensemble = [rep_nearest_tsp, greedy_tsp, mst_tsp]\n", "\n", "def ensemble_tsp(cities, algorithms=ensemble, opt=opt2): \n", " \"Apply an ensemble of algorithms to cities and take the shortest resulting tour.\"\n", " return shortest(run(tsp, cities, opt=opt).tour for tsp in algorithms)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ensemble is doing more work, so I'll use a somewhat smaller test set." ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " #1 #2 #3 #4 | Algorithm\n", " --- --- --- --- | ---------\n", " 40 0 0 0 | ensemble_tsp\n", " 12 0 17 11 | rep_nearest_tsp\n", " 24 0 10 6 | greedy_tsp\n", " 4 0 13 23 | mst_tsp\n" ] }, { "data": { "image/png": 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MzZo1FRMToz///FM+Pj46deqU2ZFwn9atW6cOHTqoRYsWioyMpJzLJmwMwzDMDpFTpKSkyNnZWcnJySxHjEyJiIhQSEiIjhw5Yt1WqVIlTZ8+XYGBgeYFA5Ar7d69Wx4eHkpISFC9evXMjgMgF0hLS5Orq6vc3d0VGRkpW9v/zSOwWCwKCAhQYmKiDh48KDs7OxOTAvi7AwcOyMfHR4ULF9bmzZtVunRpsyPhHtasWaNnnnlGLVu2VHh4uPLly2d2pBwtMz1RnkeUCcBdpH9a7O/vr7CwMLm5uSkxMVETJ05UcHCwwsPDKemAR+TMmTOKioqSxWIxO4qpjh49KkmKjIzUDz/8YHIa8zRv3lyurq5mxwByhdjYWB05ckRhYWEZyjlJsrW1VWhoqDw9PRUbGytvb29zQgK4o6pVqyomJkY+Pj7y9vbW5s2bVaZMGbNj4Q6ioqIUFBSkNm3aaOnSpZRz2Qwz6LIQM+iQWXxaDGQvEyZM0BtvvGF2DGQTXbp00eLFi82OAeQKYWFh6tatmy5evKiCBQvetv/ixYtycnLSokWL9Nxzz5mQEMA/+fXXX+Xj4yMHBwdFR0erbNmyZkfCX6xcuVJBQUHy9/fX4sWLZW9vb3akXCEzPRHnoANMlP5p8ejRo+/6afHhw4cVGxtrUkIgd0lNTVWZMmVkGEau/rp8+bISEhJ0+fJl07OY9dWmTRvdvHnT7JckkGu4uLhIkhITE++4P317+jgA2Y+rq6tiYmJ07do1eXt7648//jA7Ev7fihUrFBQUpI4dO2rJkiWUc9kUBR1goqSkJEm3VkG6k/Tt6eMA4FFwdHRUvXr15OjoaHYUALmEl5eXKlWqpIkTJ952mgGLxaJJkyapcuXK8vLyMikhgPtRpUoVxcTE6MaNG/L29tbvv/9udqRcL/2USgEBAQoLC1PevHnNjoS7oKADTMSnxQAAAJKdnZ2mT5+uqKgoBQQEZFjFNSAgQFFRUZo2bRqn/AAeA0888YS2bNmitLQ0NW/e3HpuWzx64eHhevbZZxUUFKRFixZRzmVzFHSAifi0GAAA4JbAwECFh4frp59+kqenp5ycnOTp6anExEQWzQIeM5UqVVJMTIwkydvbW0eOHDE1T260ZMkSde3aVV26dNHChQuVJw9rhGZ3FHSAifi0GAAA4H8CAwP166+/Kjo6WosWLVJ0dLQOHjxIOQc8hipWrKgtW7bIzs5OzZs312+//WZ2pFwjfeGd5557Tl999RXl3GOCZwkwWfqnxSEhIfL09LRur1y5Mp8WAwCAXMfOzk7e3t5mxwCQBcqXL6+YmBi1aNFC3t7eio6OVpUqVcyOlaMtXLhQPXv2VPfu3fX5558z2eMxwgw6IBvg02IAAAAAOVG5cuUUExMjBwcHNW/eXAcPHjQ7Uo711VdfqUePHurZsyfl3GOIGXRANsGnxQAAAAByojJlymSYSbd582ZVrVrV7Fg5ypdffqk+ffqoT58++vTTT2Vry3ysxw0FHZBNpKWlKTY2VklJSXJxcZGXlxefeAAAAFNcuXJF+/fvN+32r169qiNHjqhSpUpycHAwLYckVatWTY6OjqZmAHICFxcXRUdHy9fX13q4a7Vq1cyOlSN8/vnn6tevn/r376/Zs2dTzj2mKOiAbCAiIkIhISEZVjeqVKmSpk+fzmGuAADgkdu/f788PDzMjpEtJCQkqF69embHAHKE0qVLKzo6OsM56apXr252rMfanDlzNGDAAA0cOFCzZs2inHuMUdABJouIiFBwcLD8/f0VFhYmNzc3JSYmauLEiQoODmahCAAA8MhVq1ZNCQkJpt3+vn379MILL2jhwoWm//HODB8ga5UsWTLDTLrNmzerZs2aZsd6LH3yyScaOHCgXnnlFX344YeysbExOxL+BQo6wERpaWkKCQmRv7+/IiMjrZ92NGrUSJGRkQoICNDw4cPVqVMnDncFAACPjKOjY7aYNVa9evVskQNA1ipRooQ2b94sPz8/+fj4aNOmTXJ3dzc71mPlo48+0iuvvKL//Oc/mjFjBuVcDsDcR8BEsbGxOnLkiEaPHn3bVGRbW1uFhobq8OHDio2NNSkhkPsYhmF2BGQDvA4AAHi4ihcvrk2bNqlcuXJq0aKF/vvf/5od6bExc+ZMvfLKK3r11Vcp53IQCjrARElJSZIkNze3O+5P354+DsDD5erqqqSkJI0fP56CJhf75ptvtHnzZlWpUsXsKAAA5GjFihXTxo0bVaFCBbVo0UJ79uwxO1K29/7772vIkCEaPny4pk2bRjmXg1DQASZycXGRJCUmJt5xf/r29HEAHq5u3bpp/PjxGjNmjEaMGEFJlwt9/vnn6tq1qzp37qwJEyaYHQcAgByvaNGi2rhxo5544gm1aNFCu3fvNjtStjV9+nQNGzZMr732mqZMmUI5l8NQ0AEm8vLyUqVKlTRx4kRZLJYM+ywWiyZNmqTKlSvLy8vLpIRA7mJjY6PXX39dM2fO1PTp09WvXz+lpaWZHQuPyHvvvae+ffuqf//+WrBggfLmzWt2JAAAcoUiRYpow4YNevLJJ+Xr66tdu3aZHUmSFH8iXp0iOyn+RLzZUTRlyhQNHz5co0eP1qRJkyjnciAKOsBEdnZ2mj59uqKiohQQEKD4+HhdvHhR8fHxCggIUFRUlKZNm8YCEcAj9sorr2j+/PmaN2+ennvuOd24ccPsSHiIDMPQ2LFjFRISotDQUM2ePfu284ICAICHq3Dhwlq/fr2qVasmPz8/7dixw9Q8hmHog90f6Lfk3/TB7g9MPbJi0qRJeu211zRmzBiNHz+eci6HYhVXwGSBgYEKDw9XSEiIPD09rdsrV66s8PBwBQYGmpgOyL169OghJycndenSRZ06ddKyZcvk6OhodixkMYvFoqFDh2rmzJmaPHmyXnvtNbMjAQCQazk7O2vdunVq27atOrZtqfWLZqmWSau7bv3zR+09u1eStPfsXm39aYGaFK/1yHN8/sXn+uaj2Rr/5ut6/a23H/nt49GxMTjBTpZJSUmRs7OzkpOT5eTkZHYcPGbS0tIUGxurpKQkubi4yMvLi5lzQDawadMmderUSXXr1lVUVJScnZ3NjoQskpqaqt69e2vhwoX6+OOPNWDAALMjAfh/u3fvloeHhxISElSvXj2z4wB4xI4cOaJnvapqR5/8pty+Iem5MqW0z95eFhsb2RqGqt+4obATp2TW3DWjf4xsytQ16dbxoDLTEzGDDsgm7Ozs5O3tbXYMAH/j6+urjRs3qm3btvLx8dHatWtVsmRJs2PhX7p27Zqee+45RUVF6euvv9Zzzz1ndiQAACDpzJkz6tSpky6kOelX30/kasKq6lv//FF7f5hq/d5iY6O9+fJpa+DMRz6L7pvwcE2aNEktzs/V1PdncXhrDkZBBwDAP2jUqJG+++47tWrVSs2aNdOGDRtUvnx5s2PhAV26dEkBAQH6/vvvFRkZqfbt25sdCQAASDp9+rR8fX115swZbd68Ra41ajzyDIZhaObuybK1sZXF+N9CfrY2tpp5bLU83bs/0pKs85A6OpevvF566SVdS7PRzJkzKelyKM6ADADAfXB3d1dsbKyuXbumpk2b6pdffjE7Eh7AuXPn1LJlS+3YsUNr166lnAMAIJs4deqUfHx89Oeffyo6Olo1TCjnJGnria3ae3ZvhnJOkiyG5da56E5sfeSZBgwYoDlz5uijjz7SoEGDZLFY/vlCeOxQ0AHZRFpammJiYhQWFqaYmBilpaWZHQnA37i6uiouLk6Ojo7y8vLSf//7X7MjIRNOnjwpb29vHTx4UJs3b1bz5s3NjgQAAHTr32gfHx+dP39eMTExql69uik5DMPQzB9myuYuZ5qzkY1m/jDTlBVd+/Xrp88//1yffvqpXnrpJUq6HIiCDsgGIiIi5OrqKh8fH3Xr1k0+Pj5ydXVVRESE2dEA/E25cuX03XffqVy5cvL29tbWrY/+U1Rk3pEjR9S0aVOdPXtW3333nZ5++mmzIwEAAEknTpyQt7e3kpOTFRMTo6pVq5qW5ablpk5ePilDdy7gDBk6efmkblpuPuJkt/Tu3Vtffvml5s6dq/79+1PS5TCcgw4wWUREhIKDg+Xv76+wsDC5ubkpMTFREydOVHBwsMLDwxUYGGh2TAB/UaJECW3evFkdO3ZUy5YtFRkZqZYtW5odC3exb98+tWzZUvnz51dcXJwqV65sdiQAACDp+PHj8vHx0dWrV7Vlyxa5urqamsfezl6L/Rfr3LVzdx1TNH9R2dvZP8JUGfXs2VO2trbq1auX0tLSNHfuXNnZ2ZmWB1nHxjBjbmYOlZnlcwHp1mGtrq6ucnd3V2RkpGxt/zep1WKxKCAgQImJiTp48CC/dIFs6OrVqwoODtbGjRsVFhZGmZ4NJSQkqE2bNipdurTWr18vFxcXsyMBuA+7d++Wh4eHEhISVK9ePbPjAHgI/vjjD/n4+Oj69euKjo5WFRNWa32cLVq0SN27d9fzzz+vL7/8kr8Xs6nM9EQc4gqYKDY2VkeOHNHo0aMzlHOSZGtrq9DQUB0+fFixsbEmJQRwLw4ODlq+fLmeeeYZde7cWfPmzTM7Ev7iu+++k4+Pj6pUqaItW7ZQzgEAkE0cO3ZMzZs3182bN7VlyxbKuQfQrVs3ff3111q0aJF69uzJOcxzAA5xBUyUlJQkSXJzc7vj/vTt6eMAZD/29vb6+uuv5ezsrBdffFHJycn6z3/+Y3asXG/16tUKCgqSp6enVqxYoYIFC5odCQAASDp69Kh8fHxkGIZiYmJUqVIlsyM9trp27So7Ozs999xzslgs+uqrr5QnDzXP4+qBnrlNmzZp06ZNOn369G0nJfziiy+yJBjwqF25ckX79+9/pLd58eJFSdKyZcvk7u6uq1ev6siRI6pUqZIcHBz0448/Wsft3r37kWarVq2aHB0dH+ltAo8rOzs7ffLJJypcuLCGDh2qCxcuaOzYsbKxufMKYHi4lixZohdeeEHt27fX4sWLlT9/frMjAQAA3Vq0ycfHR7a2toqJiVGFChXMjvTY69y5s2xtbdW1a1dZLBYtXLiQku4xlelnbdy4cXr77bf19NNPy8XFhT8+kGPs379fHh4eptx2r1697rl/wIABjybIX3DOFyBzbGxs9O6776pIkSIKDQ3VhQsXNH369NsOX8fD9dlnn2nAgAF6/vnn9cUXXyhv3rxmRwIAAJJ+++03+fj4KG/evIqOjlb58uXNjpRjBAUFaenSpXr22WeVlpamRYsW8R7oMZTpgu6TTz7RvHnz1L1794eRBzBNtWrVlJCQ8Mhvd/PmzRo5cqS8vLzk4+OjcePG6c0331R0dLRiY2M1ZcoUtWjR4pHnqlat2iO/TSAnGDVqlJycnPTyyy/rwoUL+uyzz/gU8xGZOnWqRo4cqZdfflkffvgh5SgAANnEoUOH5OPjo/z582vz5s0qV66c2ZFynGeeeUbh4eHq3LmzunbtqrCwMNnbm7faLB6AkUlFixY1fv3118xe7I5SUlKM//znP0aFChWM/PnzG40bNzZ27Nhxx7H9+/c3JBkzZszIsP3atWvGK6+8YhQrVsxwdHQ0OnToYPz+++8Zxpw7d8544YUXDCcnJ8PJycl44YUXjPPnz2cYc/ToUcPf399wdHQ0ihUrZgwePNi4fv16pu5PcnKyIclITk7O1OWAZcuWGZUqVTIkWb8qV65sLFu2zOxoAB7QggULDDs7OyMwMNC4du2a2XFyNIvFYowePdqQZLzxxhuGxWIxOxKAfykhIcGQZCQkJJgdBcC/9Msvvxhly5Y1nnrqKeP48eNmx8nxvv32W8Pe3t7o1KlTpjsNZL3M9ESZ/mi5b9++WrRoUZaUg3379tWGDRu0YMEC/fTTT2rVqpX8/Px0/PjxDOMiIyO1fft2lSlT5rbrGDp0qJYvX67FixcrLi5Oly5dkr+/f4YVTLp166Y9e/Zo7dq1Wrt2rfbs2ZNhBmBaWprat2+vy5cvKy4uTosXL9ayZcsUEhKSJfcT+CeBgYH69ddf9emnn0qSPv30Ux08eFCBgYEmJwPwoF544QVFRERo1apV6tChgy5fvmx2pBzJYrHolVde0cSJEzV16lS98847nH4DAIBs4sCBA/L29lahQoUUExNzx7/pkbU6dOig5cuXa82aNQoODtb169fNjoT7ZGMYhvFPg1599VXr/1ssFs2fP1+1atVSrVq1bjuu+b333ruvG7569aoKFSqkFStWqH379tbtderUkb+/v8aPHy9JOn78uBo2bKh169apffv2Gjp0qIYOHSpJSk5OVokSJbRgwQJ16dJFknTixAmVL19eq1evVuvWrbVv3z7VqFFD27ZtU8OGDSVJ27ZtU+PGjbV//35VrVpVa9askb+/v37//XfrL4zFixerV69eOn36tJycnO7rPqWkpMjZ2VnJycn3fRngr3bv3i0PDw/O/wbkINHR0erYsaNq1aqlVatWqXDhwmZHyjFu3rypF198UYsWLdKcOXPUt29fsyMByCK8JwIef/v375ePj4+KFi2qTZs2qXTp0mZHylXWrl2rgIAA+fn5KTw8nEWzTJKZnui+Torzww8/ZPi+Tp06kqTExMQHSygpNTVVaWlpt71IHBwcFBcXJ+lWGdi9e3eNGDFCNWvWvO06EhISdPPmTbVq1cq6rUyZMnJzc9PWrVvVunVrxcfHy9nZ2VrOSVKjRo3k7OysrVu3qmrVqoqPj5ebm1uGNr9169a6fv26EhIS5OPjc8f7cP369QxtdEpKiqRbfzDcvHnzAR4V5HapqanW//IaAnKGpk2bat26derQoYOaN2+uVatWqVSpUmbHeuxdu3ZN3bp107p167Rw4UJ17tyZ35tADsJ7IuDx9vPPP6t169YqVqyY1q9fr2LFivGz/Ij5+voqIiJCQUFBCggI0DfffENJZ4LMvO7vq6CLjo5+4DB3U6hQITVu3FjvvPOOqlevrlKlSiksLEzbt2/Xk08+KUl69913lSdPHg0ZMuSO13Hy5EnZ29urSJEiGbaXKlVKJ0+etI4pWbLkbZctWbJkhjF//2OpSJEisre3t465k0mTJmncuHG3bV+/fr0cHR3vce+BOzt06JAkKS4uTklJSSanAZCV3nzzTb311ltq2LCh3nrrrTv+24T7c/XqVU2cOFEHDhzQqFGjVKBAAa1evdrsWACyEO+JgMfX0aNHNXbsWBUuXFivvfaadu3aZXakXC00NFQTJkxQs2bNFBoaqnz58pkdKVe5cuXKfY/N9LJyvXv31gcffKBChQpl2H758mUNHjxYX3zxxX1f14IFC9S7d2+VLVtWdnZ2qlevnrp166bdu3crISFBH3zwgXbv3p3pc8kYhpHhMne6/IOM+bvQ0NAMh/+mpKSofPnyatWqFYe44oGkz1Zt2rSp6tata3IaAFmtVatWateund555x2tXr1aVatWNTvSY+fs2bPq2LGjjh49qrVr16pp06ZmRwLwEPCeCHg8/fTTT+rbt68qVqyotWvXqnjx4mZHyvXatWunRo0aKSAgQHPmzNGyZcuYUPQIpR9peT8yXdDNnz9fkydPvq2gu3r1qr766qtMFXRVqlTRli1bdPnyZaWkpMjFxUVdunRR5cqVFRsbq9OnT6tChQrW8WlpaQoJCdH777+vI0eOqHTp0rpx44bOnz+fYRbd6dOn5enpKUkqXbq0Tp06ddttnzlzxjprrnTp0tq+fXuG/efPn9fNmzfveRhSvnz57tg+582b97Zz8wH3I0+ePNb/8hoCcp5q1aopLi5OLVu2VIsWLbRu3Tr+8MyEEydOqFWrVjp16pSio6M5LxWQg/GeCHj8/Pe//1WrVq1UoUIFbdiwQcWKFTM7Ev5fq1attGbNGrVr106BgYH69ttvVaBAAbNj5QqZ+TfsvldxTUlJUXJysgzD0MWLF5WSkmL9On/+vFavXv3Ah+sUKFBALi4uOn/+vNatW6dOnTqpe/fu+vHHH7Vnzx7rV5kyZTRixAitW7dOkuTh4aG8efNqw4YN1utKSkpSYmKitaBr3LixkpOTtWPHDuuY7du3Kzk5OcOYxMTEDNPn169fr3z58snDw+OB7hMAAHdSpkwZfffdd6pYsaK8vb2t513FvR0+fFheXl5KTk5WbGws5RwAANnInj171KJFC1WqVEkbN26knMuGmjdvrrVr12r79u3y9/fX5cuXzY6Ev7nvGXSFCxeWjY2NbGxs9NRTT92238bG5o7nY7uXdevWyTAMVa1aVb/++qtGjBihqlWr6sUXX1TevHlv+6HOmzevSpcubT0kyNnZWX369FFISIiKFSumokWLavjw4XJ3d5efn58kqXr16mrTpo369eunTz/9VJLUv39/+fv7W6+nVatWqlGjhrp3766pU6fq3LlzGj58uPr168ehqgCALFesWDFt2rRJnTp1UqtWrRQREaE2bdqYHSvb+vnnn9WyZUs5OjoqLi5OFStWNDsSAAD4f7t375afn5+qVKmi9evX33aOeGQfXl5eWrt2rdq2bat27dpp1apVKliwoNmx8P/uu6CLjo6WYRhq0aKFli1bpqJFi1r32dvbq2LFihlWQb0fycnJCg0N1R9//KGiRYsqKChIEyZMyNQUwBkzZihPnjx69tlndfXqVfn6+mrevHmys7Ozjvn66681ZMgQ62qvHTt21KxZs6z77ezstGrVKg0aNEhNmjSRg4ODunXrpmnTpmXq/gAAcL+cnJy0evVqdenSRR07dtTXX3+tzp07mx0r29m5c6fatm2rsmXLat26dSpdurTZkQAAwP/btWuXWrZsqaeeekrr1q1T4cKFzY6Ef9C0aVOtW7dObdq0Udu2bbV69erbTmEGc9gYhmFk5gJHjx5VhQoVMr1wQ26QkpIiZ2dnJScnM/MOD2T37t3y8PBQQkICh28BucTNmzfVq1cvLV68WHPmzFGfPn3MjpRtxMTEqEOHDnJ3d9eqVav4RB7IRXhPBGR/O3bsUKtWrVS9enWtXbtWzs7OZkdCJmzbtk2tW7eWm5ub1qxZQ4fxkGSmJ8r0IhHJycn66aefbttuY2Oj/Pnzq0KFCizbCwDAfcqbN68WLFggJycn9e3bV8nJyRlWCM+toqKiFBwcLC8vLy1fvpzDLwAAyEYodx5/jRo10oYNG9SqVSu1bt2akjUbyHRBV6dOnXvOnsubN6+6dOmiTz/9VPnz5/9X4QAAyA1sbW01e/ZsFSxYUG+8FiJXx0vq2LGj2bFM8+NPP+ntgX3k37qlvl4awQd/AABkI1u3blWbNm1Uu3ZtDo98zDVo0EAbN25Uy5Yt1apVKw5TNlmmC7rly5frtdde04gRI9SgQQMZhqGdO3dq+vTpevPNN5WamqpRo0bpjTfe4BxuAADcp0uXLikhIUF1yjmo48np0pzpZkcyTS1JO/o4KGDNzzp16pQqVKhgdiQAACApLi5Obdu2Vb169VhgIId4+umntWnTJvn5+ally5Ys9GGiTBd0EyZM0AcffKDWrVtbt9WqVUvlypXTmDFjtGPHDhUoUEAhISEUdAAA3Idz586pbdu22r9/v1avWCE9VcLsSKb74/hx/fL1K2ratKk2bNhgXXkdAACY47vvvlO7du1Uv359RUVFqUCBAmZHQhapV6+etaTz8/PThg0bMiwMikcj0wXdTz/9pIoVK962vWLFitZz09WpU0dJSUn/Ph0AADlcUlKSWrVqpZMnTyo6OpqTof+/cmXqaOOWumrZsqW8vLy0bt061a1b1+xYAADkSjExMWrfvr0aNWqklStXytHR0exIyGJ169bV5s2b5evrK19fX23cuFHFihUzO1auYpvZC1SrVk2TJ0/WjRs3rNtu3rypyZMnq1q1apKk48ePq1SpUlmXEgCAHOjw4cNq2rSpLly4oNjYWMq5vylTpoy+++47VapUST4+Pvr+++/NjgQAQK6zefNmtWvXTp6enpRzOVzt2rUVHR2t48ePy9fXV3/++afZkXKVTBd0H330kaKiolSuXDnrMcrlypVTVFSUPv74Y0nSb7/9pkGDBmV5WAAAcoqff/5ZTZs2la2treLi4qwfciGjYsWKadOmTapb99ZsunXr1pkdCQCAXGPjxo1q3769vLy89O2331LO5QLu7u6Kjo5WUlKSWrRooTNnzpgdKdfIdEHn6empI0eO6O2331atWrXk5uamt99+W4cPH1ajRo0kSd27d9eIESOyPCwAADnBrl271KxZMxUvXlyxsbF3PHUE/qdQoUJavXq1/Pz81KFDB4WHh5sdCQCAHG/9+vXq0KGDvL29tWLFCjk4OJgdCY9IzZo1FR0drdOnT8vHx0enTp0yO1KukOlz0ElSwYIF9dJLL2V1FgAAcryYmBh17NhRbm5uWrVqFatk3ScHBwctW7ZMvXr1UpcuXfTZZ5+pd+/eZscCACBHOnLkiDp27ChfX18tW7ZM+fPnNzsSHrEaNWooJiZGPj4+CgwM5FQjj8ADFXS//PKLYmJidPr0aVkslgz7xo4dmyXBAADIaaKiohQcHCwvLy8tX75cBQsWNDvSYyVv3rxasGCBnJ2d1adPHyUnJ2vYsGFmxwIAIMc5evSorl+/rhkzZlDO5WLVqlXTf/7zH02dOtXsKLlCpgu6zz77TAMHDlTx4sVVunRp2djYWPfZ2NhQ0AEAcAdhYWHq0aOHOnTooLCwMOXLl8/sSI8lW1tbffTRRypcuLBeffVVnT9/XuPGjcvwfgQAAGQN/n0Fr4FHJ9MF3fjx4zVhwgS99tprDyMPAAA5zieffKJBgwapR48emjt3rvLkeaAJ7Ph/NjY2mjhxopydnTVq1ChduHBB77//vmxtM31qXSBb+uyzz7R9+3azY5gqfeXAt99+W8WLFzc5jXny58+vt956K1c/BgCQW2T6L4Tz58+rc+fODyMLAAA5zuTJkxUaGqohQ4ZoxowZlEhZ6LXXXlPhwoU1cOBAJScn6/PPP6f8RI4wceJEXb9+XRUqVDA7imkuX74sSTp06JBOnjxpchpz3LhxQz/88INat26tDh06mB0HAPCQZfpdbOfOnbV+/XoWiQAA4B4Mw1BoaKjeffddvfnmm3rzzTc5ROAhGDBggJydndW9e3elpKQoLCyMc+UgR3jxxRc1YcIEs2OY5sqVK9q/f7+qVasmR0dHs+OY4tSpUypdurTZMQAAj0imCzpXV1eNGTNG27Ztk7u7u/LmzZth/5AhQ7IsHAAAjyOLxaKXX35Zn3zyiWbMmKGhQ4eaHSlH69q1qwoVKqTg4GD5+/srMjKSBTiAx5yjo6Pq1atndgwAAB6ZTBd0c+bMUcGCBbVlyxZt2bIlwz4bGxsKOgBArnbz5k317NlTS5Ys0RdffKEXX3zR7Ei5Qvv27bV27Vp16NBBLVu21KpVq1S0aFGzYwEAAAD3JdMF3eHDhx9GDgAAHntXr161ngpi6dKlCgoKMjtSrtK8eXNt3rxZbdq0kbe3t9avX8/hYQAAAHgsPPCZqm/cuKEDBw4oNTU1K/MAAPBYSklJUdu2bRUdHa2VK1dSzpnk6aef1nfffaezZ8+qadOmOnLkiNmRAAAAgH+U6YLuypUr6tOnjxwdHVWzZk0dO3ZM0q1zz02ePDnLAwIAkN39+eef8vX11Z49e7Rhwwa1bt3a7Ei5Wo0aNRQXFydJatq0qfbt22dyIgAAAODeMl3QhYaG6r///a9iYmIyrJLm5+enJUuWZGk4AACyu+PHj6tZs2Y6duyYYmJi5OnpaXYkSKpcubJiY2NVpEgRNWvWTAkJCWZHAgAAAO4q0wVdZGSkZs2apaZNm8rGxsa6vUaNGjp06FCWhgMAIDs7dOiQmjZtqkuXLik2NlZ16tQxOxL+wsXFRVu2bFGVKlXk4+Oj7777zuxIAAAAwB1luqA7c+aMSpYsedv2y5cvZyjsAADIyRITE9W0aVPZ29srLi5OTz31lNmRcAdFixbVxo0bVb9+fbVu3VqrV682OxIAAABwm0wXdPXr19eqVaus36eXcp999pkaN26cdckAAMimtm/frmbNmql06dKKjY1VhQoVzI6EeyhYsKBWrVql1q1bq1OnTpySAwAAANlOnsxeYNKkSWrTpo1+/vlnpaam6oMPPtDevXsVHx+vLVu2PIyMAABkG5s3b1bHjh1Vp04dRUVFqXDhwmZHynLxJ+I1ecdkjWowSo3L5IwP3/Lnz6/w8HD17t1bzz33nJKTk9W/f3+zYwEAAACSHmAGnaenp77//ntduXJFVapU0fr161WqVCnFx8fLw8PjYWQEACBbWLFihdq1a6emTZtq3bp1ObKcMwxDH+z+QL8l/6YPdn8gwzDMjpRl8uTJo3nz5unll1/WgAEDNHXqVLMjAQAAAJIeYAadJLm7u2v+/PkZtp06dUpvv/22xo4dmyXBAADIThYuXKhevXrpmWee0ddffy17e3uzIz0UW09s1d6zeyVJe8/u1dYTW9WkbBOTU2UdW1tbffjhhypcuLBGjhyp8+fPa8KECZxHFwAAAKbK9Ay6uzl58qTGjRuXVVcHAEC28dFHH6l79+7q2bOnFi9enGPLOcMwNPOHmbK1ufX2wNbGVjN/mJmjZtFJt86f+84772jq1KmaNGmSXn75ZVksFrNjAQAAIBfLsoIOAICcxjAMTZw4Ua+88oqGDRumuXPnys7OzuxYD0367DmLcausshgW6yy6nGj48OH67LPP9Mknn6hHjx66efOm2ZEAAACQS1HQAQBwB4ZhaOTIkXr99df19ttva/r06Tn6MMi/z55Ll1Nn0aXr27evFi9erKVLlyooKEjXrl0zOxIAAAByIQo6AAD+Ji0tTf3799e0adP04YcfasyYMTm6nJNunz2XLqfPopOkZ599VitWrNDGjRvVrl07Xbx40exIAAAAyGXue5GIV1999Z77z5w586/DAABgths3bqh79+4KDw/X/Pnz1aNHD7MjPXTps+dsZCNDt8+Us5GNZv4wU55lPHNsUdm2bVutW7dO/v7+8vX11Zo1a1SsWDGzYwEAACCXuO+C7ocffvjHMc2aNftXYQAAMNOVK1cUHBysTZs2KTw8XM8884zZkR6Jm5abOnn55B3LOUkyZOjk5ZO6abkpe7ucuUCGJHl5eSk6OlqtW7dW8+bNtX79epUpU8bsWAAAAMgF7rugi46Ofpg5AAAw3aeffqqNGzdq9erV8vPzMzvOI2NvZ6/F/ot17tq5u44pmr9oji7n0tWrV0+xsbHy9vbW66+/ri+//NLsSAAAAMgF7rugAwAgp0tJSVGJEiVyVTmXrnSB0ipdoLTZMbKFatWqqW7dukpJSTE7CgAAAHIJFokAAAAAAAAATERBBwAAAAAAAJiIQ1yRLVy/fl3PP/+8zp49a3YUU128eFGS1L9/fxUqVMjkNOYpW7asvvrqK9na8hkCAAAAACDny1RBl5qaqgkTJqh3794qX778w8qEXOjkyZNatmyZfHx85OLiYnYc05w7d+sE7SVKlFDRokVNTmOOo0eP6uuvv9bHH3+cq0tKAAAAAEDukamCLk+ePJo6dap69uz5sPIglwsNDVXLli3NjmGaK1euaP/+/apWrZocHR3NjmOKJUuW6Pvvvzc7BgAApjp58qTZEWAyXgMAkLtk+hBXPz8/xcTEqFevXg8hDpC7OTo6ql69embHAAAAJurRo4fefvttOTo6asaMGcqTh7PS5DZbtmxRUFCQqlSposaNG5sdB7nQ9evXJUknTpxQgQIFTE4DM7Gq/aOT6X/t27Ztq9DQUCUmJsrDw+O2H9aOHTtmWTgAAAAgtxk3bpzKlCmjV155Rfv379fSpUtVpEgRs2PhEZk7d64GDhwoLy8vffPNNypWrJjZkZALbdu2TZLk7e1tbhBkC2XKlDE7Qq6Q6YJu4MCBkqT33nvvtn02NjZKS0v796kAAACAXGzAgAF66qmnFBQUpEaNGmnlypV66qmnzI6Fhyg1NVUjRozQ+++/r5deekkffvih8ubNa3Ys5FLdunXTn3/+qWbNmuXqGXS//vqrhgwZog8//FCurq5mxzFNpUqVzI6QK2S6oLNYLA8jBwAAAIC/8PHx0Y4dO9SxY0c1bNhQS5cuzdXn6s3JkpOT1bVrV23YsEGzZs3Syy+/bHYk5HKurq768MMPzY5hut27d0uSmjRpwqmI8NDZmh0AAAAAwJ25uroqPj5ejRs3Vtu2bTVr1iwZhmF2LGShX3/9VY0aNdK2bdu0Zs0ayjkAyKUyPYPu7bffvuf+sWPHPnAYAAAAABk5Oztr5cqVGjFihAYPHqy9e/dy+GMOsXnzZgUHB6tEiRLavn07hzEDQC6W6YJu+fLlGb6/efOmDh8+rDx58qhKlSoUdAAAAEAWs7Oz03vvvaeaNWtq4MCBOnDgAAsIPOY++eQTDR48WD4+PlqyZAkLgQBALpfpgu6HH364bVtKSop69eqlZ555JktCAQAAALhdnz599OSTTyooKEgNGzbUypUrVb16dbNjIRNSU1M1bNgwzZo1S4MHD9Z7772nPHky/WcZACCHyZJz0Dk5Oentt9/WmDFjsuLqAAAAANxFs2bNtGPHDuXPn1+NGjXS2rVrzY6E+3T+/Hm1bdtWn3zyiT755BN9+OGHlHMAAElZuEjEhQsXlJycnFVXBwAAAOAuKleurK1bt6pZs2Zq37693n//fRaPyOYOHDighg0bKiEhQevXr9eAAQPMjgQAyEYy/XHN35daNgxDSUlJWrBggdq0aZNlwZC7ODs7K1++fBo/frxq1aqlUqVKmR0JJjh69KimTp1qfT0AAIC7c3JyUmRkpEJDQzVs2DDt3btXH330kezt7c2Ohr/ZsGGDnn32Wbm4uGjHjh1ydXU1OxIAIJvJdEE3Y8aMDN/b2tqqRIkS6tmzp0JDQ7MsGHKXwoULa+PGjercubPq1aunZcuWqVGjRmbHwiO0ceNGde3aVYUKFVJ0dDR/XAAAcB/s7Ow0ZcoU1ahRQwMGDNCBAwe0bNkylShRwuxo0K3JDB999JGGDh2qVq1aKSwsTM7OzmbHAgBkQ5k+xPXw4cMZvg4dOqRt27Zp4sSJKlSo0MPIiFyiadOmSkhIUKVKldSsWTN98sknHKqRCxiGoXfffVetW7eWh4eHdu3apbp165odCwCAx0qvXr20efNmHThwQA0aNFBiYqLZkXK9mzdvatCgQRo8eLCGDBmilStXUs4BAO7qX52D7o8//tDx48ezKgugMmXKKDo6Wv3799fAgQPVp08fXbt2zexYeEguXryozp07a9SoURo1apRWr16tYsWKmR0LAIDHUpMmTbRjxw45OTmpcePGioqKMjtSrnX27Fm1atVKn3/+uebOnav33ntPdnZ2ZscCAGRjmS7oLBaL3n77bTk7O6tixYqqUKGCChcurHfeeUcWi+VhZEQuY29vr1mzZmn+/PkKCwtT06ZNdfToUbNjIYvt379fDRs21Pr167V8+XJNmDCBN64AAPxLFStW1Pfffy8/Pz917NhRU6dO5YiER2zfvn1q2LChEhMTtXHjRvXp08fsSACAx0CmC7rXX39ds2bN0uTJk/XDDz9o9+7dmjhxombOnKkxY8Y8jIzIpXr06KGtW7fq7Nmz8vDw0MaNG82OhCyyfPlyNWjQQJK0c+dOBQQEmBsIAIAcpGDBglq2bJlGjRqlkSNH6sUXX9T169fNjpUrrF27Vo0aNVL+/Pm1Y8cONWvWzOxIAIDHRKYLuvnz52vu3LkaOHCgatWqpdq1a2vQoEH67LPPNG/evIcQEblZ3bp1tWvXLnl4eKh169Z69913+RT4MZaWlqbRo0crMDBQrVq10vbt21W1alWzYwEAkOPY2tpq4sSJWrhwoRYvXqwWLVro9OnTZsfKsQzD0Pvvv6/27durWbNm2rp1qypXrmx2LADAYyTTBd25c+dUrVq127ZXq1ZN586dy5JQwF8VK1ZMq1evtp6nrHPnzrp48aLZsZBJZ8+eVdu2bfXuu+/q3Xff1TfffMPCMgAAPGTPP/+8YmJidOjQIdWvX18//vij2ZFynBs3bqh///4aNmyYQkJCFBkZKScnJ7NjAQAeM5ku6GrXrq1Zs2bdtn3WrFmqXbt2loQC/s7Ozk4TJkzQ8uXLtX79ejVo0ED79+83Oxbu0+7du+Xh4aHdu3dr/fr1GjlypGxsbMyOBQBArtCoUSPt3LlTxYoVk6enpyIjI82OlGOcOXNGfn5++uqrrzRv3jxNmTKFc+oCAB7IfRd0TzzxhM6ePaspU6boiy++UI0aNdSnTx/17dtXNWrU0Lx58zR16tSHmRVQQECAdu7cKRsbGzVo0EDLly83OxL+wfz589WkSRMVL15cCQkJ8vX1NTsSAAC5Tvny5RUbG6s2bdromWee0aRJkzhtyL+UmJioBg0a6MCBA4qOjlbPnj3NjgQAeIzdd0F35MgRpaWlqXnz5vrll1/0zDPP6MKFCzp37pwCAwN14MABeXl5PcysgCSpatWq2r59u1q3bq3AwECFhoYqLS3N7Fj4mxs3bmjQoEHq1auXunXrpri4OFWsWNHsWAAA5FoFChTQ0qVLNWbMGI0ePVrdu3fXtWvXzI71WIqKilLjxo3l5OSkHTt2yNPT0+xIAIDHXJ4HuVCZMmU0YcKErM4C3LdChQpp6dKlmjZtmkaNGqWEhASFhYWpWLFiZkeDpBMnTig4OFi7du3Sp59+qn79+nFIKwAA2YCtra3efvtt1axZU7169dKvv/6qyMhIlS5d2uxojwXDMDR9+nSNHDlSnTp10oIFC1SwYEGzYwEAcoBMFXQ///yzTp48ec8xtWrV+leBgPtlY2OjESNGqF69euratas8PDwUERGhevXqmR0tV4uNjVXnzp2VJ08excbGqmHDhmZHAgAAf9OlSxdVqVJFnTp1Uv369bVixQreQ/2D69eva8CAAZo/f75Gjx6td955R7a2mT6lNwAAd5Spgs7X1/ee56qwsbHhUEM8cr6+vkpISFBQUJCaNGmiTz75hHOAmMAwDM2cOVMhISFq0qSJlixZolKlSpkdCwAA3MXTTz+tHTt2KCAgQE2bNtWCBQsUFBRkdqxs6fTp03rmmWeUkJCghQsX6vnnnzc7EgAgh8lUQbd9+3aVKFHiYWUBHliFChUUGxurl19+Wb169dL27dv1/vvvy97e3uxoucKVK1fUr18/LVq0SK+++qomT56svHnzmh0LAAD8g7Jly2rLli3q3bu3goODNW7cOI0ZM4ZTU/zFjz/+qA4dOujGjRvasmULRwcAAB6KTBV0FSpUUMmSJR9WFuBfyZ8/v+bOnauGDRvqlVde0Z49e/TNN9+obNmyZkfL0Q4dOqTAwED9+uuvCgsLU9euXc2OBAAAMsHR0VFhYWGqWbOmxo4dq59//llffvmlHBwcTMsUfyJek3dM1qgGo9S4TGPTcqxYsULPP/+8nnrqKa1YsULly5c3LQsAIGd7oEUigOzKxsZG/fv3V+3atRUUFCQPDw8tXbpUzZo1MztajrR69Wo9//zzKl68uLZt2yZ3d3ezIwEAgAdgY2OjMWPGqHr16urRo4daejfVpiUfK58JRyMYhqEPdkzSbymH9cH2SWrUYJwpM/qWRSzTxImT1LFtB302b6EKFCjwyDMAAHKP+y7omjdvzuGCeGw0bNhQCQkJ6tKli1q0aKHp06dryJAhHK6RRSwWi8aPH6+33npL7du314IFC1S4cGGzYwEAgH/pySefVNGiReV45Q/lm9fSlAxbHfJrb+lbR+3sTTmsrQvbqMnVa488R5CkoP4F9Klc5Ojo+MhvHwCQu9x3QRcdHf0wcwBZrlSpUtq4caNee+01DR06VDt27NCcOXP49PNfunDhgrp3765Vq1bprbfe0htvvMEKZgAA5ACRkZF64YUX9NRTT+mLZYulfFceeQbDMDRzx5uyTTkqiyyyla1mPtVQnibMojNkaO7czzXsnY8Uvf+c6Yf9AgByNg5xRY6WJ08eTZ8+XQ0aNFDv3r2VmJioiIgIValSxexoj6XExEQ988wz+vPPPxUVFaV27dqZHQkAAPxLhmFo8uTJGj16tIKCgjR//nzTPtDcevx77U05bP3eIsutWXS6oiZlmjzSLDaS+o2dpaI1fdSjRw81a9ZMK1asUJkyZR5pDgBA7sC0F+QKXbp00fbt23XlyhU9/fTTWr16tdmRHjtLlixRw4YN5ejoqF27dlHOAQCQA1y7dk3du3fX6NGjNXbsWC1dutS0cs4wDM38YaZsbTL+iWJrY6uZP8yUYRim5AoKClJcXJxOnjyp+vXra+fOnabkAADkbBR0yDXc3Ny0c+dONW3aVP7+/nr77bdlsVjMjpXtpaamKiQkRF27dlVAQIC2bt3KDEQAAHKApKQkeXt7a9myZVq8eLHGjRtn6mkrtp7Yqr1n98piZHx/ZjEs2nt2r7ae2GpSMqlu3brauXOnypcvr2bNmmnJkiWmZQEA5EwUdMhVChcurBUrVuitt97SW2+9pU6dOunChQtmx8q2Tp8+rZYtW+qDDz7Q+++/r4ULWcEMAICcYPfu3WrQoIF+//13xcbGqkuXLqbmSZ89Z6M7n2fORjamzqKTpNKlSysmJkZBQUHq2rWrxo4dy4e9AIAsk+lz0KWlpWnevHnatGmTTp8+fds/Sps3b86ycMDDYGtrq7Fjx+rpp5/W888/r/r16ysiIkLu7u5mR8tWtm/frqCgIKWmpmrz5s1q1qyZ2ZEAAEAWWLZsmbp3766aNWsqMjJSZcuWNTuSblpu6uTlkzJ05wLOkKGTl0/qpuWm7O3sH3G6/8mfP78WLFggNzc3jR49Wj///LOp5+wDAOQcmS7o/vOf/2jevHlq37693NzcHvlqSkBWadeunXbt2qXAwEA1atRIn3/+ubp27Wp2LNMZhqHPPvtMgwcPVr169RQeHp4t3rgDAIB/xzAMvfPOO3rzzTfVpUsXffHFF3J0dDQ7liTJ3s5ei/0X69y1c3cdUzR/UVPLuXQ2NjYaNWqUqlevrueff15eXl5asWKFypcvb3Y0AMBjLNMF3eLFi7V06VJOEI8coUqVKoqPj1e/fv3Uu/tzOv9zjAa+9JLZsUz17rvvaunSpRrYt6+mzJgpe3vz3wgDAIB/58qVK+rdu7eWLFmit99+W2+88Ua2+6C9dIHSKl2gtNkx7lunTp30/fffq2PHjqpfv75WrFihhg0bmh0LAPCYynRBZ29vL1dX14eRBTCFo6OjOnTooF+2fKOBtmHSnDCzI5lqVBFp1ICCiqtZi3IOAIAc4Pjx4woICNDPP/+s8PBwBQUFmR0px6hdu7Z27typwMBANW/eXJ9//rmef/55s2MBAB5DmS7oQkJC9MEHH2jWrFnZ7lM3ILNu3ryp1157TTNmzNCLL3TR1R5D5ZA/v9mxTHXx0iWNHTtWcyYO1sif/9SYMWNMXdENAAA8uJ07d6pTp06ys7NTXFyc6tata3akHKdkyZLatGmTBgwYoBdeeEF79+7V+PHjef8EAMiUTBd0cXFxio6O1po1a1SzZk3lzZs3w/6IiIgsCwc8TKdOnVKXLl30/fff68MPP9Qrr7xC6SypkKTpizaq2MSJGjt2rHbt2qUFCxaocOHCZkcDAACZsGTJEvXq1Uu1a9fW8uXL5eLiYnakHCtfvnz68ssv5ebmppEjR+rnn3/WwoULVbBgQbOjAQAeE5n+WKdw4cJ65pln1Lx5cxUvXlzOzs4ZvoDHwbZt2+Th4aEDBw4oOjpagwcPppz7C1tbW73xxhtatWqVvv/+ez399NP66aefzI4FAADug8Vi0dixY9W1a1cFBQUpJiaGcu4RsLGx0fDhw/Xtt99q06ZNatKkiY4ePWp2LADAYyLTM+i+/PLLh5EDeCQMw9CcOXM0ePBg1a9fX998843KlCljdqxsq23btqx0i1zFYrEoNTVVqampZkeBySwWi9kRgAdy+fJl9ezZUxEREZo0aZJee+01PoR8xPz9/RUfH29dPGL58uVq0qSJ2bEAANlcpgs64HF17do1vfzyy/riiy/08ssv67333mMRhPvwxBNPaOvWrRowYICee+457dixQ+++++5th7cDOcE777wjwzB4fUOS1KVLF7MjAJny+++/q1OnTvrll1+0fPlyderUyexIuZabm5t27NihoKAgtWjRQnPmzFHPnj3NjgUAyMYeqKALDw/X0qVLdezYMd24cSPDvt27d2dJMCArHTt2TEFBQUpMTNS8efN4g5RJjo6O+uqrr9SgQQO9+uqr2r17t5YsWaJSpUqZHQ3IUl9++aW++eYbde7c2ewopjpy5IjeeustvfXWW6pUqZLZcUzj5eVldgTgvm3fvl2dOnVSvnz59P3336t27dpmR8r1ihcvrg0bNmjQoEHq1auX9u7dq0mTJsnOzs7saACAbCjTBd2HH36o119/XT179tSKFSv04osv6tChQ9q5c6defvnlh5ER+Fc2bdqkrl27qmDBgtq6dSurlz0gGxsbDR48WHXr1lXnzp3l4eGh8PBwNWrUyOxoQJbp2bMnBb5ufdj21ltvqUOHDqpXr57ZcQD8g6+//lp9+vTR008/rYiICJUsWdLsSPh/9vb2+uyzz+Tm5qaQkBDt27dPX3/9tZycnMyOBgDIZjK9SMTs2bM1Z84czZo1S/b29ho5cqQ2bNigIUOGKDk5+WFkBB6IYRiaMmWKWrVqpXr16mnXrl3ZvpyLPxGvTpGdFH8i3uwod9W0aVMlJCSoYsWKatasmT799FMZhmF2LAAAch2LxaLRo0frhRdeUNeuXbVp0ybKuWzIxsZGQ4cO1apVq/Tdd9/J09NTv/32m9mxAADZTKYLumPHjsnT01OS5ODgoIsXL0qSunfvrrCwsKxNBzygixcvqnPnznrttdc0atQorV69WsWKFTM71j0ZhqEPdn+g35J/0we7P8jWpVeZMmUUHR2t/v3766WXXlLfvn117do1s2MBAJBrXLp0SYGBgZo8ebKmTp2qL7/8Uvny5TM7Fu6hTZs22rZtm65du6YGDRrou+++MzsSACAbyXRBV7p0aZ09e1aSVLFiRW3btk2SdPjw4WxdKCD32L9/vxo2bKj169dr+fLlmjBhwmNxro+tJ7Zq79m9kqS9Z/dq64mtJie6N3t7e82aNUvz58/XokWL1LRpUx09etTsWAAA5HhHjx5VkyZNtHnzZn377bcaPnw4K7U+JqpXr67t27erVq1a8vPz0+eff252JABANpHpc9C1aNFCK1euVL169dSnTx8NGzZM4eHh2rVrlwIDAx9GRuC+LV++XD179lS5cuW0c+dOVa1a1exI98UwDM38YaZsbWxlMSyytbHVzB9myrOMZ7Z/w92jRw+5u7srMDBQHh4eWrx4sfz8/MyOBQBAjvT999/rmWeeUcGCBRUfH6+aNWuaHQmZVKxYMa1bt05DhgxR3759lZiYqKlTpypPngdavw/Isa5cuaL9+/ebmmHfvn0Z/mumatWqydHR0ewYeIgy/a/AnDlzZLFYJEkvvfSSihYtqri4OHXo0EEvvfRSlgcE7kdaWprGjh2riRMnKigoSF9++aUKFSpkdqz79tfZc5JkMSzWWXRNyjYxMdn9qVu3rnbt2qVu3bqpdevWmjRpkkaMGJHty0UAAB4n8+fPV//+/dWoUSMtW7ZMxYsXNzsSHlDevHk1e/Zs1axZU0OHDtX+/fu1ePFiOTs7mx0NyDb2798vDw8Ps2NIkl544QWzIyghIYHFu3I4G8PE41IvXryoMWPGaPny5Tp9+rTq1q2rDz74QPXr19fNmzf1xhtvaPXq1frtt9/k7OwsPz8/TZ48WWXKlLFex/Xr1zV8+HCFhYXp6tWr8vX11ezZs1WuXDnrmPPnz2vIkCH69ttvJUkdO3bUzJkzVbhwYeuYY8eO6eWXX9bmzZvl4OCgbt26adq0abK3t7/v+5OSkiJnZ2clJyezMtMjdPbsWXXr1k0bN258LIshwzD03KrntO/cPlkMi3W7rY2tqhetrrD2YY/N/Xnci1IAt+zevVseHh68EQSyibS0NIWGhmrq1Knq06ePZs+enan3qMjeNmzYoGeffValS5fWypUr5erqanYkIFswcwbd5s2bNWPGDJ04ccK6rUyZMho2bJhatGhhSiZm0D2eMtMTPdA86tjYWH366ac6dOiQwsPDVbZsWS1YsECVK1dW06ZN7/t60qd0L1iwQGXKlNHChQvl5+enn3/+WQULFtTu3bs1ZswY1a5dW+fPn9fQoUPVsWNH7dq1y3odQ4cO1cqVK7V48WIVK1ZMISEh8vf3V0JCgvW8Y926ddMff/yhtWvXSpL69++v7t27a+XKlZJuvelp3769SpQoobi4OJ09e1Y9e/a8ddjhzJkP8hDhEdm9e7eCgoJ08eJFrV+/Xr6+vmZHyrS/z55L97jNopMkOzs7TZgwQfXr11ePHj3UsGFDRUREqFq1amZHAwDgsZSSkqLnn39eq1ev1vvvv68hQ4Y8Nh/c4f60bNlS27dvV4cOHdSwYUOFh4fLx8fH7FiA6RwdHU35oDAiIkIjR46Uv7+/li1bJjc3NyUmJmrixIkaOXKkwsPDOb0XHg4jk8LDww0HBwejb9++Rr58+YxDhw4ZhmEYH330kdG2bdv7vp4rV64YdnZ2RlRUVIbttWvXNl5//fU7XmbHjh2GJOPo0aOGYRjGhQsXjLx58xqLFy+2jjl+/Lhha2trrF271jAMw/j5558NSca2bdusY+Lj4w1Jxv79+w3DMIzVq1cbtra2xvHjx61jwsLCjHz58hnJycn3fZ+Sk5MNSZm6DB7cvHnzjPz58xseHh7GkSNHzI7zQCwWi9FlZRfDfZ674TbP7bYv93nuRpeVXYz/Y+/Ow2u61j+Af0+mk1FkliADMSfmmUhSQ5CoCC3SqpnWTNRUNY8hVA1XW0WrSosYGlMMoUHU3DZ1DVUxVMxEEBlO3t8ffjnXcSIDSTby/TxPnnuz9lp7vedo1l773XuvnZmZqXSo+XbmzBmpUqWKWFlZSWRkpNLhEFE+HD9+XADI8ePHlQ6FqFi7cOGCVKtWTUqUKCHbt29XOhwqZHfv3pUWLVqIkZGR/Oc//1E6HKJiKSMjQ9zd3aVdu3ai0Wh0tmk0GmnXrp14eHhIRkaGQhHSmyY/eaJ830E3bdo0LF26FB999BHWrl2rLW/cuDGmTJmS5/1kZGRAo9HA1NRUp9zMzAwHDhzItk1SUhJUKpX20dTjx48jPT0drVq10tZxcXGBl5cXDh06hICAAMTFxcHa2hoNGjTQ1mnYsCGsra1x6NAhVKpUCXFxcfDy8tJ5dDYgIACpqak4fvz4C69gpaamIjU1Vfv7gwcPAADp6elIT0/P83dB+ZOWloaRI0di6dKl6NGjB7788kuYmpq+kd95miYNiY8SIcj+SXOB4Pqj63ic+hgmhm/WoyzlypXDgQMH0LdvX4SEhGDUqFGYPHnyG/FGXaLiLiMjQ/u/b+LYSvQ2iI2Nxfvvv4+SJUsiNjYWVapU4d/jW87S0lL7Vt5PPvkEf/75J+bOncuXRxAVof379yMhIQGrVq2CRqOBRqPR2f7pp5+iWbNmiImJga+vr0JR0pskP8fufI/2Z8+eRbNmzfTKS5Qogfv37+d5P1ZWVmjUqBGmTp2KKlWqwMnJCWvWrMFvv/2GChUq6NV/8uQJxowZg9DQUO1zu9evX4eJiQlsbGx06jo5OeH69evaOo6Ojnr7c3R01Knj5OSks93GxgYmJibaOtmZOXMmJk+erFceHR3NZ8MLyd27dzF79mxcuHABn3zyCVq1aoW9e/cqHdYr6WXSC4+NHr9wu4WBBXbv3F2EERWsbt26wcrKCnPnzsXOnTsRFhbGNRqJXnMXLlwAABw4cACJiYkKR0NU/Ozfvx8LFy5ElSpV8Omnn+LixYu4ePGi0mFREWnVqhUyMzPx1Vdf4eDBgxg3bhzUarXSYREVC7/++isA4OrVq7hz547e9pSUFADA9u3b8ejRoyKNjd5Mjx+/+Fz/eflO0Dk7O+Pvv/+Gu7u7TvmBAwdQrly5fO1r1apV6NWrF0qXLg1DQ0PUrl0boaGhOHHihE699PR0dOnSBZmZmViyZEmu+xURnbU5slun42XqPG/s2LEYMWKE9vcHDx6gbNmyaNWqFRMQheDAgQPo378/jIyMEBMTo3NXJL3eAgMD0bVrV3zwwQf4/PPP8fPPP6NWrVpKh0VEL3Dy5EkAQNOmTfm3SqSAsLAwtGrVCuvWrYOxsbHS4ZAC2rZtizZt2qB9+/YwNTVFmzZtlA6JqFiwsLDAvHnzUKZMmWzPNw8fPgwAaNOmDe+gozzJetIyL/KdoOvfvz+GDh2K5cuXQ6VS4dq1a4iLi8PIkSMxYcKEfO2rfPny2L9/Px49eoQHDx7A2dkZnTt3hoeHh7ZOeno63n//fVy8eBF79+7VSXyVKlUKaWlpuHfvns5ddDdv3kTjxo21dW7cuKHX961bt7R3zZUqVQq//fabzvZ79+4hPT1d7866Z6nV6myvZhkbG3MyVYDk/1/WERYWhiZNmuCnn37K8d+FXk8BAQE4fvw4OnbsCF9fXyxduhTdu3dXOiwiykbW41RGRkY8nhEpQKPRoGbNmnwio5jLSg6oVCqOxURFxN/fH+7u7ggPD8emTZtgYGCg3ZaZmYk5c+bAw8MD/v7+XLqH8iQ/47dB7lV0jRo1CsHBwfD398fDhw/RrFkz9OnTB/3798egQYPyuzsAT7PUzs7OuHfvHnbu3In27dsD+F9y7vz589i9ezfs7Ox02tWpUwfGxsbYtWuXtiwxMRHx8fHaBF2jRo2QlJSEI0eOaOv89ttvSEpK0qkTHx+v8xhPdHQ01Go16tSp81KfiQrG48eP0a1bNwwdOhRDhgzBrl27mJx7g7m5ueHAgQMIDQ1Fjx49MHDgQKSlpSkdFhEREREREQwNDREREYGoqCgEBwcjLi4OycnJiIuLQ3BwMKKiojB37lwm56hQvNSKo9OnT8dnn32G06dPIzMzE1WrVoWlpWW+97Nz506ICCpVqoS///4bn376KSpVqoSePXsiIyMDnTp1wokTJxAVFQWNRqNdD87W1hYmJiawtrZG7969ERYWBjs7O9ja2mLkyJHw9vZGixYtAABVqlRB69at0bdvX3z11VcAgH79+iEoKAiVKlUC8HSdh6pVq6Jbt26YM2cO7t69i5EjR6Jv3758VFVB//zzD0JCQnD+/HmsWbMGXbp0UTokKgCmpqZYtmwZGjRogEGDBuHkyZNYv369zktaiIiIiIiIlBASEoL169cjLCxMe1MPAHh4eGD9+vUICQlRMDp6m730K4HMzc1Rt27dV+o8KSkJY8eOxdWrV2Fra4uOHTti+vTpMDY2RkJCArZs2QIAqFmzpk67mJgY+Pn5AQDmz58PIyMjvP/++0hJSUHz5s2xcuVKnYz26tWrMWTIEO3bXt99910sWrRIu93Q0BBbt27FgAED0KRJE5iZmSE0NBRz5859pc9HL2/79u0IDQ2Fvb09Dh8+DG9vb6VDogKkUqnQr18/1KhRAx07dkTt2rWxbt06+Pj4KB0aEREREREVcyEhIWjfvj1iY2ORmJgIZ2dn+Pj48M45KlQqEZG8VOzVq1eedrh8+fJXCuhN9uDBA1hbWyMpKYl33r2kzMxMTJ8+HRMnTkRgYCBWrVqFkiVLKh0WFaIbN26gc+fOOHjwICIiIjB48OAcX85CRIXvxIkTqFOnDo4fP47atWsrHQ5RsePh4YHQ0FBMnz5d6VBIQTdu3ECpUqWwZcsWtGvXTulwiIjoJeQnT5TnO+hWrlwJNzc31KpVC3nM6RHly/379/HRRx8hKioKkyZNwvjx43UW5aS3k5OTE3bt2oUxY8Zg6NCh+O233/DNN99wYWwiIiIiIiIqNvKcoPv444+xdu1a/PPPP+jVqxc+/PBD2NraFmZsVIykpqaiUaNGuH79On755RcEBgYqHRIVIWNjY0RERKBevXro3bs3zp8/j8OHDzNBS0RERERERMVCns9+lyxZgsTERIwePRq//PILypYti/fff1/7ogeiV3H9+nWcOXMGK1asYHKuGOvSpQsWLlyIo0eP4tGjR0qHQ0RERERERFQk8nV7ilqtRteuXbFr1y6cPn0a1apVw4ABA+Dm5oaHDx8WVoxUjFhYWCgdAimM/w0QERERERFRcfPSz4+pVCqoVCqICDIzMwsyJiIiIiIiIiIiomIjXwm61NRUrFmzBi1btkSlSpXw559/YtGiRbh8+TIsLS0LK0YiIiIiIiIiIqK3Vp5fEjFgwACsXbsWrq6u6NmzJ9auXQs7O7vCjI2IiIiIiIiIiOitl+cE3dKlS+Hq6goPDw/s378f+/fvz7ZeZGRkgQVHRERERERERET0tstzgu6jjz6CSqUqzFiIiIiIiIiIiIiKnTwn6FauXFmIYRARERERERERERVPL/0WVyIiIiIiIiIiInp1TNAREREREREREREpiAk6IiIiIiIiIiIiBTFBR0REREREREREpCAm6IiIiIiIiIiIiBTEBB0REREREREREZGCmKAjIiIiIiIiIiJSEBN0RERERERERERECmKCjoiIiIiIiIiISEFM0BERERERERERESmICToiIiIiIiIiIiIFGSkdABERERER/U9CQgJ+++03/Pbbb0qHopgnT54gISEB7u7uMDU1VTocRdy5c0fpEIiIqAgxQUdERERE9JrZs2cP9uzZo3QY9BooUaKE0iEQEVERYIKOiIiIiOg1smXLFpibm8PJyUnpUBRz+vRpdO7cGT/99BOqVq2qdDiKMTU1Rfny5ZUOg4iIigATdEREREREr5F27dopHYLi0tLSAACenp7w8vJSOBoiIqLCx5dEEBERERERERERKYgJOiIiIiIiIiIiIgUxQUdERERERERERKQgJuiIiIiIiIiIiIgUxAQdERERERERERGRgpigIyIiIiIiIiIiUhATdERERERERERERApigo6IiIiIiIiIiEhBTNAREREREREREREpiAk6IiIiIiIiIiIiBTFBR0REREREREREpCAm6IiIiIiIiIiIiBTEBB0REREREREREZGCmKAjIiIiIiIiIiJSEBN0RERERERERERECmKCjoiIiIiIiIiISEFGSgdABACXL18GALRq1QoWFhYKR6McEUFmZiYMDAygUqmUDkcR6enpAAADA14/ICIiIiIiouKBCTp6LZQrVw4eHh7o0KEDXF1dlQ5HMVeuXEFERATCwsJQtmxZpcNRjIuLS7FO1BIREREREVHxwgQdvRZKly6Nf/75R+kwFHfixAlEREQgNDQUtWvXVjocIiIiIiIiIioCfIaMiIiIiIiIiIhIQUzQERERERERERERKYgJOiIiIiIiIiIiIgUxQUdERERERERERKQgJuiIiIiIiIiIiIgUxAQdERERERERERGRgpigIyIiIiIiIiIiUpCR0gEQERHR/zx+/BhnzpxRNIb//ve/Ov+rlMqVK8Pc3FzRGIiIiIiIigITdERERK+RM2fOoE6dOkqHAQD48MMPFe3/+PHjqF27tqIxEBEREREVBSboiIiIXiOVK1fG8ePHFY0hJSUFCQkJcHd3h5mZmWJxVK5cWbG+iYiIiIiKEhN0RERErxFzc/PX4q6xJk2aKB0CEREREVGxwZdEEBERERERERERKYgJOiIiIiIiIiIiIgUxQUdERERERERERKQgJuiIiIiIiIiIiIgUxAQdERERERERERGRgpigIyIiIiIiIiIiUhATdERERERERERERApigo6IiIiIiIiIiEhBTNAREREREREREREpiAk6IiIiIiIiIiIiBTFBR0REREREREREpCAm6IiIiIiIiIiIiBRkpHQARERE9PpIS0vDkiVLcOHCBZQvXx4DBgyAiYmJ0mEREREREb3VmKAjIiIiAMCoUaMwf/58ZGRkaMs+/fRTDB8+HOHh4QpGRkRERET0duMjrkRERIRRo0Zhzpw5sLOzwzfffIPExER88803sLOzw5w5czBq1CilQyQiIiIiemsxQUdERFTMpaWlYf78+XBycsLVq1fRp08flCpVCn369MHVq1fh5OSE+fPnIy0tTelQiYiIiIqERqPBvn37sGbNGuzbtw8ajUbpkOgtxwQdERFRMbdkyRJkZGRg2rRpMDLSXf3CyMgIU6ZMQUZGBpYsWaJQhERERERFJzIyEp6envD390doaCj8/f3h6emJyMhIpUOjtxgTdERERMXchQsXAABBQUHZbs8qz6pHRERE9LaKjIxEp06d4O3tjbi4OCQnJyMuLg7e3t7o1KkTk3RUaJigIyIiKubKly8PAIiKisp2e1Z5Vj0iIiKit5FGo0FYWBiCgoKwadMmNGzYEJaWlmjYsCE2bdqEoKAgjBw5ko+7UqFggo6IiKiYGzBgAIyMjDB+/HidN7gCQEZGBiZMmAAjIyMMGDBAoQiJiIiICl9sbCwSEhIwbtw4GBjopksMDAwwduxYXLx4EbGxsQpFSG8zJuiIiIiKORMTEwwfPhw3btxAmTJl8PXXX+PatWv4+uuvUaZMGdy4cQPDhw+HiYmJ0qESERERFZrExEQAgJeXV7bbs8qz6hEVJKPcqxAREdHbLjw8HAAwf/589O/fX1tuZGSETz/9VLudiIiI6G3l7OwMAIiPj0fDhg31tsfHx+vUIypIvIOOiIiIADxN0j169Ajz58/HoEGDMH/+fDx69IjJOSIiIioWfHx84O7ujhkzZiAzM1NnW2ZmJmbOnAkPDw/4+PgoFCG9zXgHHREREWmZmJhg2LBhSodBREREVOQMDQ0RERGBTp06ITg4GGPHjoWXlxfi4+Mxc+ZMREVFYf369TA0NFQ6VHoLMUFHRERERERERAQgJCQE69evR1hYGBo3bqwt9/DwwPr16xESEqJgdPQ2Y4KOiIiIiIiIiOj/hYSEoH379oiNjUViYiKcnZ3h4+PDO+eoUDFBR0RERERERET0DENDQ/j5+SkdBhUjfEkEERERERERERGRgpigIyIiIiIiIiIiUhATdERERERERERERApigo6IiIiIiIiIiEhBTNAREREREREREREpiAk6IiIiIiIiIiIiBSmaoEtOTsawYcPg5uYGMzMzNG7cGEePHtVuFxFMmjQJLi4uMDMzg5+fH/766y+dfaSmpmLw4MGwt7eHhYUF3n33XVy9elWnzr1799CtWzdYW1vD2toa3bp1w/3793XqXL58Ge3atYOFhQXs7e0xZMgQpKWlFdpnJyIiIiIiIiIiAhRO0PXp0we7du3CqlWr8Oeff6JVq1Zo0aIF/v33XwBAeHg45s2bh0WLFuHo0aMoVaoUWrZsieTkZO0+hg0bho0bN2Lt2rU4cOAAHj58iKCgIGg0Gm2d0NBQnDp1Cjt27MCOHTtw6tQpdOvWTbtdo9EgMDAQjx49woEDB7B27Vps2LABYWFhRfdlEBERERERNBoNjh07BgA4duyYzryeiIjobaUSEVGi45SUFFhZWWHz5s0IDAzUltesWRNBQUGYOnUqXFxcMGzYMIwePRrA07vlnJycMHv2bPTv3x9JSUlwcHDAqlWr0LlzZwDAtWvXULZsWWzbtg0BAQH473//i6pVq+Lw4cNo0KABAODw4cNo1KgRzpw5g0qVKmH79u0ICgrClStX4OLiAgBYu3YtevTogZs3b6JEiRJ5+kwPHjyAtbU1kpKS8tyG6FknTpxAnTp1cPz4cdSuXVvpcIiIiIiKVGRkJMLCwpCQkKAtc3d3R0REBEJCQpQLjIiKHY1Gg9jYWCQmJsLZ2Rk+Pj4wNDRUOix6w+QnT2RURDHpycjIgEajgampqU65mZkZDhw4gIsXL+L69eto1aqVdptarYavry8OHTqE/v374/jx40hPT9ep4+LiAi8vLxw6dAgBAQGIi4uDtbW1NjkHAA0bNoS1tTUOHTqESpUqIS4uDl5eXtrkHAAEBAQgNTUVx48fh7+/f7afITU1FampqdrfHzx4AABIT09Henr6q31BVOxoNBr89ttvAIDffvsNVatW5QGAiIqcRqPBgQMHtJPRpk2bciwiKoYeP36Ms2fPFmmfMTExGDt2LJo2bYpu3bph6tSp+Pzzz7Fv3z506tQJM2fOfOG8vDBVqlQJ5ubmRd4vESln48aNGD16tN7FgtmzZ6NDhw7KBUZvnPzkhhRL0FlZWaFRo0aYOnUqqlSpAicnJ6xZswa//fYbKlSogOvXrwMAnJycdNo5OTnh0qVLAIDr16/DxMQENjY2enWy2l+/fh2Ojo56/Ts6OurUeb4fGxsbmJiYaOtkZ+bMmZg8ebJeeXR0NA/ilC9xcXFYsWIFbt68CQAYMGAAJk2ahJ49e6JRo0YKR0dExcXzYxHw9HjJsYio+Llw4YJiy73ExsYiNjYWADB16lRt+ZgxYxSJJyIiAuXLl1ekbyIqenFxcQgPD0fdunXxySefwNXVFZcvX8b69evRpUsXjBo1ivMiyrPHjx/nua5iCToAWLVqFXr16oXSpUvD0NAQtWvXRmhoKE6cOKGto1KpdNqIiF7Z856vk139l6nzvLFjx2LEiBHa3x88eICyZcuiVatWfMT1DaTElWLg6dXi8PBwNG3aFP3799e5WhweHs6rxURUJDZu3Ijw8HC0bdsWY8aMQbVq1fDXX39h1qxZCA8Px9q1a3nFmKgYefz4MZo2bVpk/R0/fhwDBgzAsmXL4O3tjZSUFFy6dEn7Mrk///wTffr0wZIlS1CnTp0iiwvgnIioONFoNBg2bBjatm2LDRs2wMDgf8v2Dx06FB07dsTPP/+MSZMm8QkDypOsJy3zQtEEXfny5bF//348evQIDx48gLOzMzp37gwPDw+UKlUKwNO725ydnbVtbt68qb3brVSpUkhLS8O9e/d07qK7efMmGjdurK1z48YNvb5v3bqls5+sRwuz3Lt3D+np6Xp31j1LrVZDrVbrlRsbG8PY2DivXwO9Ji5cuKDzKHRRe92uFnMdPKLiQ6PRYPTo0QgKCsKmTZu0k9GmTZtiy5YtCA4OxpgxY9CxY0dORomKCWtra9SvX7/I+rtw4QIAoHPnzrC0tNTbXqVKFfTp0wclS5Ys0riIqHg5ePAgEhISsGbNmmzP9T/77DM0btwYhw8fhp+fX9EHSG+c/OSGFE3QZbGwsICFhQXu3buHnTt3Ijw8XJuk27VrF2rVqgUASEtLw/79+zF79mwAQJ06dWBsbIxdu3bh/fffBwAkJiYiPj4e4eHhAIBGjRohKSkJR44c0R7Mf/vtNyQlJWmTeI0aNcL06dO16+0ATx9TVavVRX6FjpRTuXJlHD9+vEj7PHbsGPr374+VK1dqrxYnJCTA3d0dZmZm+OOPP9CzZ0989dVXqFu3bpHGVrly5SLtj4iUExsbq52MPnulGAAMDAwwduxYNG7cGLGxsZyMElGhyJqDx8fHo2HDhnrb4+PjdeoRERWGxMREAICXl1e227PKs+oRFSRFE3Q7d+6EiKBSpUr4+++/8emnn6JSpUro2bMnVCoVhg0bhhkzZqBChQqoUKECZsyYAXNzc4SGhgJ4emWvd+/eCAsLg52dHWxtbTFy5Eh4e3ujRYsWAJ5ebWvdujX69u2Lr776CgDQr18/BAUFoVKlSgCAVq1aoWrVqujWrRvmzJmDu3fvYuTIkejbty8fVS1GzM3Ni/yOsaxHajt27AgzMzPExsbCwMAA6enpaNiwISpUqICePXvCysqKd7MRUaHhZJSIlObj4wN3d3fMmDEDGzZswMGDB7UXz5s0aYKZM2fCw8MDPj4+SodKRG8xXiwgJSmaoEtKSsLYsWNx9epV2NraomPHjpg+fbr2FsBRo0YhJSUFAwYMwL1799CgQQNER0fDyspKu4/58+fDyMgI77//PlJSUtC8eXOsXLlS5xGc1atXY8iQIdq3vb777rtYtGiRdruhoSG2bt2KAQMGoEmTJjAzM0NoaCjmzp1bRN8EFVdZA/uiRYvw1Vdf6b0lqF+/fjr1iIgKAyejRKQ0Q0NDREREoGPHjrC2tkZKSop2m5mZGVJSUrBhwwY+Zk9EherZiwXPLvsBAJmZmbxYQIVKJSKidBBviwcPHsDa2hpJSUm8847yRKPRwNnZGbdu3UJQUBA+++wzeHl5IT4+HtOnT0dUVBQcHR1x7do1TkiJqNBoNBp4enrC29s728locHAw4uPjcf78eY5FRFRoIiMj0alTJ5iamuok6MzNzZGSkoL169cjJCREwQiJqDjIGouCgoIwduxY7fnZzJkzERUVxbGI8iU/eSKDHLcSUaF79k3BIqL9ISIqKll3rkRFRSE4OBhxcXFITk5GXFwcgoODERUVhblz5zI5R0SFRqPRICwsDEFBQUhKSkJMTAx+/PFHxMTE4P79+wgKCsLIkSOh0WiUDpWI3nIhISFYv349/vzzTzRu3BglSpRA48aNER8fz+QcFSreQVeAeAcd5de+ffvg7++PmTNn6j3i6uHhgb59+2LcuHGIiYnhwuxEVOgiIyMRFhamNxbNnTuXk1EiKlRZc6K4uLhsH7WPi4tD48aNOScioiKj0WgQGxurXQ/Tx8eHFysp3/KTJ3ot3uJKVFxlLbg+aNAgfPrpp3oHgMePH2PcuHFcmJ2IikRISAjat2/PySgRFTm+rIaIXjeGhoa8IEBFigk6IgU9vzD78wcALsxOREWNk1EiUgJfVkNERMUdH3EtQHzElfKLC7MTERERcU5ERERvJ74kgugNwYXZiYiIiDgnIiIi4h10BYh30NHL4sLsRERERJwTERHR2yU/eSIm6AoQE3T0KviWICIiIiLOiYiI6O3Bt7gSvYG4MDsRERERERFR8cQ16IiIiIiI6LUQGRkJT09P+Pv7IzQ0FP7+/vD09ERkZKTSoRERERUqJuiIiIiIiEhxkZGR6NSpE7y9vXVeEuHt7Y1OnToxSUdERG81rkFXgLgGHRERERFR/mk0Gnh6esLb2xubNm2CgcH/7iPIzMxEcHAw4uPjcf78ea5HR0REb4z85Il4Bx0RERERESkqNjYWCQkJGDdunE5yDgAMDAwwduxYXLx4EbGxsQpFSEREVLiYoCMiIiIiIkUlJiYCALy8vLLdnlWeVY+IiOhtwwQdEREREREpytnZGQAQHx+f7fas8qx6REREbxsm6IiIiIiISFE+Pj5wd3fHjBkzkJmZqbMtMzMTM2fOhIeHB3x8fBSKkIiIqHAxQUdERERERIoyNDREREQEoqKiEBwcrPMW1+DgYERFRWHu3Ll8QQQREb21jJQOgIiIiIiIKCQkBOvXr0dYWBgaN26sLffw8MD69esREhKiYHRERESFSyUionQQb4v8vD6XiIiIiIj0aTQaxMbGIjExEc7OzvDx8eGdc0RE9EbKT56Id9AREREREdFrw9DQEH5+fkqHQUREVKS4Bh0REREREREREZGCmKAjIiIiIiIiIiJSEBN0RERERERERERECuIadEREREREREREz+ALa6io8Q46IiIiIiIiIqL/FxkZCU9PT/j7+yM0NBT+/v7w9PREZGSk0qHRW4wJOiIiIiIiIiIiPE3OderUCd7e3oiLi0NycjLi4uLg7e2NTp06MUlHhUYlIqJ0EG+LBw8ewNraGklJSShRooTS4RARERERERFRHmk0Gnh6esLb2xubNm2CgcH/7mnKzMxEcHAw4uPjcf78eT7uSnmSnzwR76AjIiIiIiIiomIvNjYWCQkJGDdunE5yDgAMDAwwduxYXLx4EbGxsQpFSG8zJuiIiIiIiIiIqNhLTEwEAHh5eWW7Pas8qx5RQWKCjoiIiIiIiIiKPWdnZwBAfHx8ttuzyrPqERUkJuiIiIiIiIiIqNjz8fGBu7s7ZsyYgczMTJ1tmZmZmDlzJjw8PODj46NQhPQ2Y4KOiIiIiIiIiIo9Q0NDREREICoqCsHBwTpvcQ0ODkZUVBTmzp3LF0RQoTBSOgAiIiIiIiIiotdBSEgI1q9fj7CwMDRu3Fhb7uHhgfXr1yMkJETB6OhtphIRUTqIt0V+Xp9LRERERERERK8njUaD2NhYJCYmwtnZGT4+PrxzjvItP3ki3kFHRERERERERPQMQ0ND+Pn5KR0GFSNcg46IiIiIiIiIiEhBTNAREREREREREREpiAk6IiIiIiIiIiIiBTFBR0REREREREREpCAm6IiIiIiIiIiIiBTEBB0REREREREREZGCmKAjIiIiIiIiIiJSEBN0RERERERERERECjJSOgAiekqj0SA2NhaJiYlwdnaGj48PDA0NlQ6LiIiIqEhxTkRERMUR76Ajeg1ERkbC09MT/v7+CA0Nhb+/Pzw9PREZGal0aERERERFhnMiIiIqrpigI1JYZGQkOnXqBG9vb8TFxSE5ORlxcXHw9vZGp06dOCElIiKiYoFzIiIiKs5UIiJKB/G2ePDgAaytrZGUlIQSJUooHQ69ATQaDTw9PeHt7Y1NmzbBwOB/OfPMzEwEBwcjPj4e58+f56MdRERE9NbinIiIiN5G+ckT8Q46IgXFxsYiISEB48aN05mIAoCBgQHGjh2LixcvIjY2VqEIiYiIiAof50RERFTcMUFHpKDExEQAgJeXV7bbs8qz6hERERG9jTgnIiKi4o4JOiIFOTs7AwDi4+Oz3Z5VnlWPiIiI6G3EORERERV3XIOuAHENOsovrrdCRERExDkRERG9nbgGHdEbwtDQEBEREYiKikJwcLDOG8uCg4MRFRWFuXPnciJKREREbzXOiYiIqLjjHXQFiHfQ0cuKjIxEWFgYEhIStGUeHh6YO3cuQkJClAuMiIiIqAhxTkRERG+T/OSJmKArQEzQ0avQaDSIjY1FYmIinJ2d4ePjw6vEREREVOxwTkRERG8LJugUwgQdEREREREREREBXIOOiIiIiIiIiIjojcEEHRERERERERERkYKYoCMiIiIiIiIiIlIQE3REREREREREREQKYoKOiIiIiIiIiIhIQUzQERERERERERERKYgJOiIiIiIiIiIiIgUxQUdERERERERERKQgJuiIiIiIiIiIiIgUxAQdERERERERERGRgpigIyIiIiIiIiIiUhATdERERERERERERApigo6IiIiIiIiIiEhBTNAREREREREREREpiAk6IiIiIiIiIiIiBTFBR0REREREREREpCAm6IiIiIiIiIiIiBTEBB0REREREREREZGCmKAjIiIiIiIiIiJSEBN0RERERERERERECmKCjoiIiIiIiIiISEFM0BERERERERERESmICToiIiIiIiIiIiIFMUFHRERERERERESkICboiIiIiIiIiIiIFMQEHRERERERERERkYKYoCMiIiIiIiIiIlIQE3REREREREREREQKYoKOiIiIiIiIiIhIQUzQERERERERERERKYgJOiIiIiIiIiIiIgUxQUdERERERERERKQgJuiIiIiIiIiIiIgUpGiCLiMjA+PHj4eHhwfMzMxQrlw5TJkyBZmZmdo6Dx8+xKBBg1CmTBmYmZmhSpUq+M9//qOzn9TUVAwePBj29vawsLDAu+++i6tXr+rUuXfvHrp16wZra2tYW1ujW7duuH//vk6dy5cvo127drCwsIC9vT2GDBmCtLS0Qvv8RERERERERERERkp2Pnv2bCxduhTfffcdqlWrhmPHjqFnz56wtrbG0KFDAQDDhw9HTEwMfvjhB7i7uyM6OhoDBgyAi4sL2rdvDwAYNmwYfvnlF6xduxZ2dnYICwtDUFAQjh8/DkNDQwBAaGgorl69ih07dgAA+vXrh27duuGXX34BAGg0GgQGBsLBwQEHDhzAnTt30L17d4gIFi5cqMC3Q0RERERERERExYFKRESpzoOCguDk5IRvv/1WW9axY0eYm5tj1apVAAAvLy907twZn3/+ubZOnTp10LZtW0ydOhVJSUlwcHDAqlWr0LlzZwDAtWvXULZsWWzbtg0BAQH473//i6pVq+Lw4cNo0KABAODw4cNo1KgRzpw5g0qVKmH79u0ICgrClStX4OLiAgBYu3YtevTogZs3b6JEiRK5fp4HDx7A2toaSUlJeapPRERERERERERvp/zkiRS9g65p06ZYunQpzp07h4oVK+L333/HgQMH8MUXX+jU2bJlC3r16gUXFxfs27cP586dw4IFCwAAx48fR3p6Olq1aqVt4+LiAi8vLxw6dAgBAQGIi4uDtbW1NjkHAA0bNoS1tTUOHTqESpUqIS4uDl5eXtrkHAAEBAQgNTUVx48fh7+/v178qampSE1N1f7+4MEDAEB6ejrS09ML7HsiIiIiIiIiIqI3S35yQ4om6EaPHo2kpCRUrlwZhoaG0Gg0mD59Orp27aqt8+WXX6Jv374oU6YMjIyMYGBggGXLlqFp06YAgOvXr8PExAQ2NjY6+3ZycsL169e1dRwdHfX6d3R01Knj5OSks93GxgYmJibaOs+bOXMmJk+erFceHR0Nc3PzfHwTRERERERERET0Nnn8+HGe6yqaoPvpp5/www8/4Mcff0S1atVw6tQpDBs2DC4uLujevTuApwm6w4cPY8uWLXBzc8Ovv/6KAQMGwNnZGS1atHjhvkUEKpVK+/uz//9V6jxr7NixGDFihPb3Bw8eoGzZsmjVqhUfcSUiIiIiIiIiKsaynrTMC0UTdJ9++inGjBmDLl26AAC8vb1x6dIlzJw5E927d0dKSgrGjRuHjRs3IjAwEABQvXp1nDp1CnPnzkWLFi1QqlQppKWl4d69ezp30d28eRONGzcGAJQqVQo3btzQ6//WrVvau+ZKlSqF3377TWf7vXv3kJ6erndnXRa1Wg21Wq1XbmxsDGNj45f4RoiIiIiIiIiI6G2Qn9yQQSHGkavHjx/DwEA3BENDQ2RmZgL431puOdWpU6cOjI2NsWvXLu32xMRExMfHaxN0jRo1QlJSEo4cOaKt89tvvyEpKUmnTnx8PBITE7V1oqOjoVarUadOnQL81ERERERERERERP+j6B107dq1w/Tp0+Hq6opq1arh5MmTmDdvHnr16gUAKFGiBHx9ffHpp5/CzMwMbm5u2L9/P77//nvMmzcPAGBtbY3evXsjLCwMdnZ2sLW1xciRI+Ht7a19BLZKlSpo3bo1+vbti6+++goA0K9fPwQFBaFSpUoAgFatWqFq1aro1q0b5syZg7t372LkyJHo27cvH1clIiIiIiIiIqJCoxIRUarz5ORkfP7559i4cSNu3rwJFxcXdO3aFRMmTICJiQmApy9vGDt2LKKjo3H37l24ubmhX79+GD58uHZtuCdPnuDTTz/Fjz/+iJSUFDRv3hxLlixB2bJltX3dvXsXQ4YMwZYtWwAA7777LhYtWoSSJUtq61y+fBkDBgzA3r17YWZmhtDQUMydOzfbx1izk5/X5xIRERERERER0dsrP3kiRRN0bxsm6IiIiIiIiIiICMhfnkjRNeiIiIiIiIiIiIiKOyboiIiIiIiIiIiIFMQEHRERERERERERkYKYoCMiIiIiIiIiIlIQE3REREREREREREQKYoKOiIiIiIiIiIhIQUZKB0BET2k0GsTGxiIxMRHOzs7w8fGBoaGh0mERUTHDsYiIiIiIqOjxDjqi10BkZCQ8PT3h7++P0NBQ+Pv7w9PTE5GRkUqHRkTFCMciIiIiIiJlMEFHpLDIyEh06tQJ3t7eiIuLQ3JyMuLi4uDt7Y1OnTrxxJiIigTHIiIiIiIi5ahERJQO4m3x4MEDWFtbIykpCSVKlFA6HHoDaDQaeHp6wtvbG5s2bYKBwf9y5pmZmQgODkZ8fDzOnz/PR8yIqNBwLCIiIiIiKnj5yRPxDjoiBcXGxiIhIQHjxo3TOSEGAAMDA4wdOxYXL15EbGysQhESUXHAsYiIiIiISFlM0BEpKDExEQDg5eWV7fas8qx6RESFgWMREREREZGymKAjUpCzszMAID4+PtvtWeVZ9YiICgPHIiIiIiIiZXENugLENegov7juExG9DjgWEREREREVPK5BR/SGMDQ0REREBKKiohAcHKzz5sTg4GBERUVh7ty5PCEmokLFsYiIiIiISFm8g64A8Q46elmRkZEICwtDQkKCtszDwwNz585FSEiIcoERUbHCsYiIiIiIqODkJ0/EBF0BYoKOXoVGo0FsbCwSExPh7OwMHx8f3q1CREWOYxERERERUcFggk4hTNARERERERERERHANeiIiIiIiIiIiIjeGEzQERERERERERERKYgJOiIiIiIiIiIiIgUxQUdERERERERERKQgJuiIiIiIiIiIiIgUxAQdERERERERERGRgpigIyIiIiIiIiIiUhATdERERERERERERApigo6IiIiIiIiIiEhBTNAREREREREREREpiAk6IiIiIiIiIiIiBTFBR0REREREREREpCAm6IiIiIiIiIiIiBTEBB0REREREREREZGCmKAjIiIiIiIiIiJSEBN0RERERERERERECmKCjoiIiIiIiIiISEFM0BERERERERERESnISOkA3iYiAgB48OCBwpEQEREREREREZGSsvJDWfminDBBV4CSk5MBAGXLllU4EiIiIiIiIiIieh0kJyfD2to6xzoqyUsaj/IkMzMT165dg5WVFVQqldLh0BvowYMHKFu2LK5cuYISJUooHQ4RFVMci4hIaRyHiOh1wLGIXpWIIDk5GS4uLjAwyHmVOd5BV4AMDAxQpkwZpcOgt0CJEiV4ACAixXEsIiKlcRwiotcBxyJ6FbndOZeFL4kgIiIiIiIiIiJSEBN0RERERERERERECmKCjug1olarMXHiRKjVaqVDIaJijGMRESmN4xARvQ44FlFR4ksiiIiIiIiIiIiIFMQ76IiIiIiIiIiIiBTEBB0REREREREREZGCmKAjIiIiIiIiIiJSEBN0REREpIhr165h0qRJOHXqVJG2JSIiIspy6NAhTJo0Cffv3y/StkTPY4KO6DUyadIkqFQq3L59O9e6fn5+8PPzK5Q4eKAhoqJw7do1TJ48+aUTdC/blohefyqVCpMmTSrw/TK5T0TPO3ToECZPnvzSCbqXbUv0PCboiEgPDzREuh4/fqx0CK8Ffg9E9KZjcp+IiF5XTNARERE9I+tO1hMnTqBTp06wsbFB+fLlISJYsmQJatasCTMzM9jY2KBTp074559/dNr7+fnBy8sLsbGxaNiwIczMzFC6dGl8/vnn0Gg0+Yola19Hjx6Fj48PzM3NUa5cOcyaNQuZmZk6dR88eICRI0fCw8MDJiYmKF26NIYNG4ZHjx7p1Fu8eDGaNWsGR0dHWFhYwNvbG+Hh4UhPT8+2719//RWNGzeGubk5evXqla++1q1bhwYNGsDa2lobe9Y+9u3bh3r16gEAevbsCZVKlec7ZnJr+88//6BLly5wcXGBWq2Gk5MTmjdvrnNC7u7ujqCgIGzcuBHVq1eHqakpypUrhy+//DLX/omKGxFBSkqK0mEQUTGVNTf7448/8N5778Ha2hq2trYYMWIEMjIycPbsWbRu3RpWVlZwd3dHeHi4tm1mZiamTZuGSpUqwczMDCVLlkT16tWxYMEC7b4//fRTAICHh4d2TrFv3748xZVT271798LPzw92dnYwMzODq6srOnbsqL3gmZCQAJVKhfDwcEyfPh2urq4wNTVF3bp1sWfPngL8BulNwQQdvZHOnz+P0NBQODo6Qq1Wo0qVKli8eLF2+759+6BSqbBmzRp89tlncHFxQYkSJdCiRQucPXtWZ18nT55EUFCQdl8uLi4IDAzE1atXtXXye2IeFxeHxo0bw8zMDO7u7lixYgUAYOvWrahduzbMzc3h7e2NHTt2ZPv5rly5gpCQEJQoUQLW1tb48MMPcevWrVy/l7S0NEybNg2VK1eGWq2Gg4MDevbsmae2WXigIXoqJCQEnp6eWLduHZYuXYr+/ftj2LBhaNGiBTZt2oQlS5bgr7/+QuPGjXHjxg2dttevX0eXLl3wwQcfYPPmzejUqROmTZuGoUOH5juO69ev44MPPsCHH36ILVu2oE2bNhg7dix++OEHbZ3Hjx/D19cX3333HYYMGYLt27dj9OjRWLlyJd59912IiLbuhQsXEBoailWrViEqKgq9e/fGnDlz0L9/f72+ExMT8eGHHyI0NBTbtm3DgAED8txXXFwcOnfujHLlymHt2rXYunUrJkyYgIyMDABA7dq1tWPj+PHjERcXh7i4OPTp0yfX7yS3tm3btsXx48cRHh6OXbt24T//+Q9q1aqld1fwqVOnMGzYMAwfPhwbN25E48aNMXToUMydOzcf/0JEb5bNmzejevXqUKvVKFeuHBYsWKA9+c2iUqkwaNAgLF26FFWqVIFarcZ3330HIPc5WJa8JvIfPHiAvn37ws7ODpaWlmjdujXOnTunUyc2NlY7r3ve999/D5VKhaNHj+b62ZncJ3qzvf/++6hRowY2bNiAvn37Yv78+Rg+fDiCg4MRGBiIjRs34p133sHo0aMRGRkJAAgPD8ekSZPQtWtXbN26FT/99BN69+6tnRP06dMHgwcPBgBERkZq5xS1a9fONZ6c2iYkJCAwMBAmJiZYvnw5duzYgVmzZsHCwgJpaWk6+1m0aBF27NiBL774Aj/88AMMDAzQpk0bxMXFFeC3R28EIXrD/PXXX2JtbS3e3t7y/fffS3R0tISFhYmBgYFMmjRJRERiYmIEgLi7u8sHH3wgW7dulTVr1oirq6tUqFBBMjIyRETk4cOHYmdnJ3Xr1pWff/5Z9u/fLz/99JN8/PHHcvr0aW2fffv2FWNjYwkLC5MdO3bIjz/+KJUrVxYnJye5fv26tp6vr6/Y2dlJpUqV5Ntvv5WdO3dKUFCQAJDJkyeLt7e3rFmzRrZt2yYNGzYUtVot//77r7b9xIkTBYC4ubnJp59+Kjt37pR58+aJhYWF1KpVS9LS0nT68vX11f6u0WikdevWYmFhIZMnT5Zdu3bJsmXLpHTp0lK1alV5/Phxnr7fK1euyODBgwWAREZGSlxcnMTFxUlSUpJcvHhRTE1NpWXLlrJp0ybZt2+frF69Wrp16yb37t0TEZGLFy8KAClbtqw0bdpUNmzYIOvWrZN69eqJsbGxHDp0KN//5kRFKevvcMKECdqyuLg4ASARERE6da9cuSJmZmYyatQobZmvr68AkM2bN+vU7du3rxgYGMilS5fyHEvWvn777Ted8qpVq0pAQID295kzZ4qBgYEcPXpUp9769esFgGzbti3b/Ws0GklPT5fvv/9eDA0N5e7du3p979mzR6dNXvuaO3euAJD79++/8PMdPXpUAMiKFSte/CXks+3t27cFgHzxxRc5tndzcxOVSiWnTp3SKW/ZsqWUKFFCHj16lO+YiF5327dvFwMDA/Hz85ONGzfKunXrpEGDBuLu7i7PnhYAkNKlS0v16tXlxx9/lL1790p8fHye5mAiIo8ePZKaNWuKvb29zJs3T3bv3i0LFiwQa2treeeddyQzM1NERDIzM8Xf31/UarVMnz5doqOjZeLEiVKuXDkBIBMnTtTus1atWtKkSRO9z1SvXj2pV69enj5/UlKSrFixQgDI+PHjtXOcK1euiIhIpUqVxNPTU1atWiX79++XDRs2SFhYmMTExGj34ebmJqVLlxZXV1dZvny5bNu2TT744AMBIHPmzMnPPwcR5VHW3Oz5eVjNmjW15yxZ0tPTxcHBQUJCQkREJCgoSGrWrJnj/ufMmSMA5OLFi/mO7UVts+ZFz88znpV13uTi4iIpKSna8gcPHoitra20aNEi3/HQm40JOnrjBAQESJkyZSQpKUmnfNCgQWJqaip3797VJujatm2rU+fnn38WABIXFyciIseOHRMAsmnTphf29zIn5seOHdOW3blzRwwNDcXMzEwnGXfq1CkBIF9++aW2LOvgM3z4cJ2+Vq9eLQDkhx9+0Onr2QTdmjVrBIBs2LBBp23WSeySJUte+BmfxwMNFWdZf4e///67tuyzzz4TlUolN27ckPT0dJ2fhg0bSv369bV1fX19xcrKSm+/WePSqlWr8hyLr6+vlCpVSq+8S5cuUrlyZe3vTZo0kerVq+vFlpycLCqVSmecOnHihLRr105sbW0FgM7P4cOHdfq2sbHR6zuvfe3fv18ASKtWreSnn36Sq1ev6u2rMBJ0mZmZUr58eSldurRERETIiRMnRKPR6LV3c3MTLy8vvfKsk/fY2Nh8x0T0uqtXr56ULVtWUlNTtWXJycliZ2enl6CztrbWSdqL5G0OJpL3RP727dsFgCxYsECn3vTp0/USdFl/mydPntSWHTlyRADId999l+fvgMl9ojdP1tzs7NmzOuVdu3YVlUqlc84hItKoUSOpU6eOiIhMmTJFVCqVfPLJJ7Jjxw698UukcBJ0f//9t5iYmEj9+vVl5cqVcuHCBb22WedNgwYN0tvWvXt3MTEx0d5YQsUDH3GlN8qTJ0+wZ88edOjQAebm5sjIyND+tG3bFk+ePMHhw4e19d99912d9tWrVwcAXLp0CQDg6ekJGxsbjB49GkuXLsXp06f1+oyKioJKpcKHH36o01+pUqVQo0YNvfUJnJ2dUadOHe3vtra2cHR0RM2aNeHi4qItr1Klik4sz/rggw90fn///fdhZGSEmJiYF343UVFRKFmyJNq1a6cTZ82aNVGqVKk8raOQm5o1a8LExAT9+vXDd999p/eI77NCQkJgamqq/d3Kygrt2rXDr7/+mu91uIiU4OzsrP3/N27cgIjAyckJxsbGOj+HDx/We/Oyk5OT3v5KlSoFALhz506+4rCzs9MrU6vVOutB3bhxA3/88YdebFZWVhARbXyXL1+Gj48P/v33XyxYsACxsbE4evSo9vG059eYevY7yG9fzZo1w6ZNm5CRkYGPPvoIZcqUgZeXV7aPqBUklUqFPXv2ICAgAOHh4ahduzYcHBwwZMgQJCcn69TN+jfJriy//05Er7tHjx7h2LFjCA4OhomJibbc0tIS7dq106v/zjvvwMbGRvt7fuZgUVFR8PLyQs2aNXXqBQQE6CybkTWveX7eExoaqhdP165d4ejoqPM47cKFC+Hg4IDOnTu//Bfz/2xtbVG+fHnMmTMH8+bNw8mTJ/XW+sxSrVo11KhRQy/mBw8e4MSJE68cCxFlz9bWVud3ExMTmJub65xzZJU/efIEADB27FjMnTsXhw8fRps2bWBnZ4fmzZvj2LFjhRpr+fLlsXv3bjg6OmLgwIEoX748ypcvr1377lkvmo+kpaXh4cOHhRonvV6MlA6AKD/u3LmDjIwMLFy4EAsXLsy2zu3bt1G2bFkA+ie2arUawP9OQq2trbF//35Mnz4d48aNw7179+Ds7Iy+ffti/PjxMDY21jkxz065cuV0fn/+wAE8PUhkd0ABoD14POv5QdrIyAh2dnY5njDeuHED9+/f15l0P+v5BMLLyDrQhIeHY+DAgXj06BHKlSuHIUOG6K2tlduBxtra+pXjISpMz67HZG9vD5VKhdjYWO048qzny55fkw54upYckH3C7VXZ29vDzMwMy5cvf+F2ANi0aRMePXqEyMhIuLm5abe/6G2Gz34H+e0LANq3b4/27dsjNTUVhw8fxsyZMxEaGgp3d3c0atQorx8v39zc3PDtt98CAM6dO4eff/4ZkyZNQlpaGpYuXaqtl/Vv8qzC/HciUtK9e/deOJ/Jruz5BH1e52DA0zHw77//hrGxcY717ty5o53jPCu7OYRarUb//v0RERGBOXPmID09HT///DNGjBiR7bicX1nJ/SlTpiA8PBxhYWGwtbXFBx98gOnTp8PKyirH+JjcJ3o9GRkZYcSIERgxYgTu37+P3bt3Y9y4cQgICMCVK1dgbm5eaH37+PjAx8cHGo0Gx44dw8KFCzFs2DA4OTmhS5cu2novmo+YmJjA0tKy0OKj1w8TdPRGsbGxgaGhIbp164aBAwdmW8fDwwN//vlnnvfp7e2NtWvXQkTwxx9/YOXKlZgyZQrMzMwwZsyYfJ+YF4Tr16+jdOnS2t8zMjJw586dHE8Y7e3tYWdn98IXTzw7sXwVPNBQcRQUFIRZs2bh33//xfvvv59r/eTkZGzZskXnLt4ff/wRBgYGaNasWaHEN2PGDNjZ2cHDw+OF9bISbs+OWyKCb775psD7epZarYavry9KliyJnTt34uTJk2jUqJHeRZP8yGvbihUrYvz48diwYYPenS1//fUXfv/9d507YX788UdYWVnlaXFoojeJjY0NVCpVjhcQnvV8gj6vczAg74l8Ozu7bOc42cUDAJ988glmzZqF5cuX48mTJ8jIyMDHH3+cbd2XweQ+0dutZMmS6NSpE/79918MGzYMCQkJqFq1aqHPRwwNDdGgQQNUrlwZq1evxokTJ3TOmyIjIzFnzhztnYDJycn45Zdf4OPjA0NDw3zHRG8uJujojWJubg5/f3+cPHkS1atXf+HdYi9DpVKhRo0amD9/PlauXKk9kcvviXlBWL16tc5jsj///DMyMjLg5+f3wjZBQUFYu3YtNBoNGjRo8Er980BDpKtJkybo168fevbsiWPHjqFZs2awsLBAYmIiDhw4AG9vb3zyySfa+nZ2dvjkk09w+fJlVKxYEdu2bcM333yDTz75BK6urgUe37Bhw7BhwwY0a9YMw4cPR/Xq1ZGZmYnLly8jOjoaYWFhaNCgAVq2bAkTExN07doVo0aNwpMnT/Cf//wH9+7dK/C+JkyYgKtXr6J58+YoU6YM7t+/jwULFsDY2Bi+vr4Ant6Va2ZmhtWrV6NKlSqwtLSEi4uLznIAL/Kitrdv38agQYPw3nvvoUKFCjAxMcHevXvxxx9/YMyYMTr7cHFxwbvvvotJkybB2dkZP/zwA3bt2oXZs2cX6hV1IiVYWFigbt262LRpE+bOnaudQz18+BBRUVG5ts/PHCyviXx/f3+Eh4dj9erVGDJkiLb8xx9/zLa+s7Mz3nvvPSxZsgRpaWlo165dvsdUJveJipd27drBy8sLdevWhYODAy5duoQvvvgCbm5uqFChAoCnN2wAwIIFC9C9e3cYGxujUqVKebrB4UVtV69ejb179yIwMBCurq548uSJ9qJFixYtdPZhaGiIli1bYsSIEcjMzMTs2bPx4MEDTJ48uSC/CnoDMEFHb5wFCxagadOm8PHxwSeffAJ3d3ckJyfj77//xi+//IK9e/fmeV9RUVFYsmQJgoODUa5cOYgIIiMjcf/+fbRs2RJA/k/MC0JkZCSMjIzQsmVL/PXXX/j8889Ro0aNHBOEXbp0werVq9G2bVsMHToU9evXh7GxMa5evYqYmBi0b98eHTp0yFP/PNAQ6fvqq6/QsGFDfPXVV1iyZAkyMzPh4uKCJk2aoH79+jp1S5UqhcWLF2PkyJH4888/YWtri3HjxhXaf/8WFhaIjY3FrFmz8PXXX+PixYswMzODq6srWrRoAXd3dwBA5cqVsWHDBowfPx4hISGws7NDaGgoRowYgTZt2hRoXw0aNMCxY8cwevRo3Lp1CyVLlkTdunWxd+9eVKtWDcDTE/7ly5dj8uTJaNWqFdLT0zFx4kRMmjQp1zhe1HbAgAEoX748lixZgitXrkClUqFcuXKIiIjA4MGDdfZRs2ZN9OzZExMnTsT58+fh4uKCefPmYfjw4Xn+7oneJFOmTEFgYCACAgIwdOhQaDQazJkzB5aWlrh7926u7fM6B8trIr9Vq1Zo1qwZRo0ahUePHqFu3bo4ePAgVq1a9cIYhg4dqr0QuWLFinx/B0zuExUv/v7+2LBhA5YtW4YHDx6gVKlSaNmyJT7//HPtY/h+fn4YO3YsvvvuO3zzzTfIzMxETExMjjdHZHlR25o1ayI6OhoTJ07E9evXYWlpCS8vL2zZsgWtWrXS2cegQYPw5MkTDBkyBDdv3kS1atWwdetWNGnSpDC+EnqdKfd+CqKXd/HiRenVq5eULl1ajI2NxcHBQRo3bizTpk0Tkf+9LXHdunV67fDMm7vOnDkjXbt2lfLly4uZmZlYW1tr37TzvOXLl0uDBg3EwsJCzMzMpHz58vLRRx/pvLHV19dXqlWrptfWzc1NAgMD9coByMCBA7W/Z72h6Pjx49KuXTuxtLQUKysr6dq1q9y4cUOn7fNvcRV5+lrxuXPnSo0aNcTU1FQsLS2lcuXK0r9/fzl//nzOX+pzxo4dKy4uLmJgYCAAJCYmRuLi4qRDhw7i5uYmarVa7OzsxNfXV7Zs2aJtl/Udz549WyZPnixlypQRExMTqVWrluzcuTNfMRC9iV40DtDr5UXjMtHbbuPGjeLt7S0mJibi6uoqs2bNkiFDhui8tfn5+cmzcpuDZXn48KGMHz9eKlWqJCYmJmJtbS3e3t4yfPhwuX79urbe/fv3pVevXlKyZEkxNzeXli1bypkzZ/Te4vosd3d3qVKlykt/B2vWrJHKlSuLsbGxtp8bN25Ijx49pHLlymJhYSGWlpZSvXp1mT9/vs5bFLPGjvXr10u1atXExMRE3N3dZd68eS8dDxEVT1nnTXPmzFE6FHpNqERElEoOEtHbJyEhAR4eHpgzZw5GjhypdDhERc7Pzw+3b99GfHy80qFQDtzd3eHl5ZWnR/uI3mbp6emoWbMmSpcujejoaKXDydUff/yBGjVqYPHixRgwYECR98+xg4gKCs+b6Hl8xJWIiKiIaTQa5HR9TKVSFdu1GkUEGo0mxzqGhobZvmGWiHLXu3dvtGzZEs7Ozrh+/TqWLl2K//73v1iwYIHSoeXowoULuHTpEsaNGwdnZ2f06NFD6ZCI6C2WmZmJzMzMHOsYGTGdQgWL/0URFSM80BAVvn379uVap3nz5ti/f/8Lt7u5uSEhIaHggnqD7N+/H/7+/jnWWbFixSufnBfX75coOTkZI0eOxK1bt2BsbIzatWtj27ZtemvJvm6mTp2KVatWoUqVKli3bp3eWm9M7hNRQZoyZUquawdfvHhRu/buy3B3d8/xgi0VP3zElagYmTRpUqEfaIgod2fPnkVycvILt6vVau3LWoqb5ORknD17Nsc6Hh4esLOzK6KIiOhNsG/fviJJ7hNR8XDt2jVcu3Ytxzq5vdGaKL+YoCMqRnigISIiorcRk/tERPSmY4KOiIiIiIiIiIhIQQZKB0DFU3JyMkaNGoVWrVrBwcEBKpUKkyZNyrauiOCbb75BnTp1UKJECdjZ2cHX1xdbt27VqXfu3DmMHDkSderUQcmSJWFra4smTZpg/fr1RfCJ9H3xxRcICQmBh4cHVCoV/Pz8Xlg3JiYGLVu2hKOjIywtLVG9enV8+eWXua6lkmX16tWoVasWTE1NYW9vj9DQUFy5cqWAPglR8XTgwAG0bdsWNjY2MDMzQ4UKFTB16lSdOnkdn4oq3j59+qBOnTpQq9VQqVQ5rrO2cOFCVK5cGWq1Gh4eHpg8eTLS09Nz7ef48eMYOHAgvL29YWVlBScnJ7Ro0QJ79+4twE9DRHmxbNkyqFQqWFpa6m3r0aMHVCqV3k/lypWLPM5XHSvT0tIwYcIEeHh4wMTEBG5ubhg7dixSUlIKOXIi2rdvX7ZjiUqlwuHDh3XqvqieEmNPUc2LgKfnoR07doSNjQ3Mzc3RoEEDbNmypYA+CRUnTNCRIu7cuYOvv/4aqampCA4OzrHuxIkT0a9fP9SvXx8bNmzAypUroVarERQUhMjISG296OhobN26FR07dsS6deuwevVqVKhQAe+99x6mTJlSyJ9I39KlS3Hp0iW88847cHBweGG93bt3o0WLFsjIyMA333yDTZs2wc/PD0OHDsWIESNy7WfhwoX48MMPUbduXWzevBmzZ8/Gvn374OPjg3v37hXkRyIqNn788Uf4+vrC2toa33//PbZt24bRo0frLeSb1/GpKOzZswe7d++Gq6srGjdunGPd6dOnY+jQoQgJCcHOnTsxYMAAzJgxAwMHDsy1nzVr1uDIkSPo1asXNm/ejGXLlkGtVqN58+b4/vvvC+rjEFEu/v33X4wcORIuLi4vrGNmZoa4uDidn59++qkIo3zqVcfKrl27Ys6cOejXrx+2bduGPn36YN68eejcuXMRRE9EADBjxgy98cTLy0unzvPb4+Li8MUXXwAAOnToUKTxFtW8KCEhAY0aNcLZs2exdOlSrFu3Dg4ODggODsaGDRsK6uNQcSFECsjMzJTMzEwREbl165YAkIkTJ2Zbt3Tp0tK0aVOdspSUFLG2tpZ3331XW3br1i3tPp8VGBgo5ubm8uTJk3zH2b17d/H19c13OxERjUaj/f/VqlV74X4++OADUavV8vDhQ53yVq1aSYkSJXLs48mTJ2JtbS3t2rXTKT906JAAkHHjxr1U7ETF2dWrV8XCwkI++eSTXOvmdXzKq5iYGAEgFy9ezHfbZ8ecOXPmvHA/t2/fFlNTU+nXr59O+fTp00WlUslff/2VYz83btzQK8vIyJDq1atL+fLl8x03Eb2coKAgadeunXTv3l0sLCz0tr+o/GW9yvj0KmNlXFycAJCIiAid8hkzZggAiY6Oznc8RJR3WX/769ate6n2PXr0EJVKJefPn3/pvl/neVH//v3F1NRUrl69qi3LyMiQKlWqSNmyZXXiIMoN76AjRWTd6pwXxsbGsLa21ikzNTXV/mSxt7fPdp/169fH48ePcffu3VcLOp8MDPL252VsbAwTExOYmZnplJcsWVLn82UnPj4eSUlJaNu2rU55o0aNYGtrm6erNu7u7ggKCkJUVBRq1aoFMzMzVKlSBVFRUQCAlStXokqVKrCwsED9+vVx7Ngxnfb//PMPunTpAhcXF6jVajg5OaF58+Y4deqUTr2ffvoJjRo1goWFBSwtLREQEICTJ0/qxfPbb7+hXbt2sLOzg6mpKcqXL49hw4bl+jmICsqyZcvw6NEjjB49Ote6eR2fikJex5wdO3bgyZMn6Nmzp055z549ISLYtGlTju0dHR31ygwNDVGnTp08PVo/adIkqFQq/PHHH3jvvfdgbW0NW1tbjBgxAhkZGTh79ixat24NKysruLu7Izw8XKd9ZmYmpk2bhkqVKsHMzAwlS5ZE9erVsWDBAp1658+fR2hoKBwdHaFWq1GlShUsXrxYL5779+8jLCwM5cqVg1qthqOjI9q2bYszZ87k+lmIlPLDDz9g//79WLJkidKh5MmrjJUHDx4EAL25TlBQEADkOtdJSEiASqXCnDlzMHv2bLi7u8PMzAx+fn44d+4c0tPTMWbMGLi4uMDa2hodOnTAzZs3dfaxd+9e+Pn5wc7ODmZmZnB1dUXHjh3x+PFjbZ20tDRMmzZN+4icg4MDevbsiVu3bunF9OOPP6JRo0awtLSEpaUlatasiW+//TbHz0H0JkpOTsa6devg6+sLT0/PIu27qOZFBw8eRI0aNVC6dGltmaGhIdq0aYMrV67gyJEjObbnvIiexQQdvfaGDh2KHTt24Ntvv8W9e/eQmJiIESNGICkpCUOGDMm1fUxMDBwcHLI9qXxeRkaGzo+IQESyLS8oH3/8MdLS0jBkyBBcu3YN9+/fx6pVq7Bx40aMGjUqx7ZpaWkAALVarbdNrVbj/PnzePLkSa4x/P777xg7dixGjx6NyMhIWFtbIyQkBBMnTsSyZcswY8YMrF69GklJSQgKCtJZ86Vt27Y4fvw4wsPDsWvXLvznP/9BrVq1cP/+fW2dGTNmoGvXrqhatSp+/vlnrFq1CsnJyfDx8cHp06e19Xbu3AkfHx9cvnwZ8+bNw/bt2zF+/HjcuHEj189AVFB+/fVX2Nra4syZM6hZsyaMjIzg6OiIjz/+GA8ePNCp+6rjk0aj0RlbstadfL48MzOzwD5ffHw8AMDb21un3NnZGfb29trt+ZGRkYHY2FhUq1Ytz23ef/991KhRAxs2bEDfvn0xf/58DB8+HMHBwQgMDMTGjRvxzjvvaMelLOHh4Zg0aRK6du2KrVu34qeffkLv3r11xpzTp0+jXr16iI+PR0REBKKiohAYGIghQ4Zg8uTJ2nrJyclo2rQpvvrqK/Ts2RO//PILli5diooVKyIxMTHf3wNRUbh58yaGDRuGWbNmoUyZMjnWTUlJQalSpWBoaIgyZcpg0KBBeb5gWZDj06uMlS+a62T9/scff+Tp8yxevBgHDx7E4sWLsWzZMpw5cwbt2rVD7969cevWLSxfvhzh4eHYvXs3+vTpo22XkJCAwMBAmJiYYPny5dixYwdmzZoFCwsLbWyZmZlo3749Zs2ahdDQUGzduhWzZs3Crl274OfnpzNvmjBhAj744AO4uLhg5cqV2LhxI7p3745Lly7l6XMQKWXgwIEwMjJCiRIlEBAQgAMHDuTaZu3atXj06JHO31RO3sR5UVpa2gvPxYC8j1GcFxEAPuJKysvtEVcRkaVLl4parRYAAkBsbW1l165due77m2++EQCyYMGCXOtevHhRu//cfmJiYvLxCXN+xFVE5ODBg+Li4qLdv6GhoYSHh+e63zt37oiBgYH07t1bp/zvv//W7uvatWs57sPNzU3MzMx0bss+deqUABBnZ2d59OiRtnzTpk0CQLZs2SIiT28JByBffPHFC/d/+fJlMTIyksGDB+uUJycnS6lSpeT999/XlpUvX17Kly8vKSkpuX52osJSqVIlMTU1FSsrK5kxY4bExMRIeHi4mJmZSZMmTfQepX/Z8UlExNfXN09jTvfu3fP1GXJ6lKNv376iVquzbVexYkVp1apVvvoSEfnss88EgGzatCnXuhMnTsz2cbWaNWsKAImMjNSWpaeni4ODg4SEhGjLgoKCpGbNmjn2ERAQIGXKlJGkpCSd8kGDBompqancvXtXRESmTJkiAPL870X0OujYsaM0btxYOxa96FHWefPmybx58yQ6Olqio6Pls88+E3Nzc6lcubIkJyfn2k9Bj08vO1ZmzT1WrVqlU/7tt98KAKlYsWKO7bPmdzVq1NB51OyLL74QAHqP2A4bNkwAaMeP9evXCwA5derUC/tYs2aNAJANGzbolB89elQAyJIlS0RE5J9//hFDQ0P54IMPcv3cRK+LEydOyNChQ2Xjxo3y66+/yvLly6VKlSpiaGgoO3bsyLFtgwYNpGTJknme27+J86Lg4GApWbKk3rjq4+MjAGTGjBk5tue8iJ7FBB0pLrcE3fLly0WtVktYWJjs3r1btm3bJl26dBFzc/McDwrbtm0TExMT6dSpU7Zr0z0vNTVVjh49qvMTFBQktWvX1it/8OBBvj5jTgm6Y8eOiaOjo7Rr105++eUX2bt3r4wfP15MTExkypQpue67W7duYmxsLEuXLpU7d+7I77//Lg0aNBBDQ0MBINevX8+xvZubmzRq1EinLDU1VQBI165ddcrPnj0rAGThwoUi8nQtwfLly0vp0qUlIiJCTpw4obfOQlaS9OjRo5Kenq7z07lzZ3F0dNTZd24HMaLCVqFCBQEgM2fO1CnPOpl7dtLysuNTljNnzuiMLUuXLtUmwZ8tz+/aK7lNRE1NTbNtV7FiRQkICMhXX1l/42FhYXmqnzURPXv2rE55165dRaVS6U3iGzVqJHXq1NH+PmXKFFGpVPLJJ5/Ijh079CabKSkp2osCz48527ZtEwCybds27b5zO7knep2sX79eTExMdNZEys9ac1nJpnnz5uVatyDHp1cZK1NTU8XT01NcXFwkOjpa7t27J9u3bxcnJycxNDSUypUr59g+K0E3duxYnfKdO3cKAPnqq690yr/66isBIH/++aeIPL3oaWJiIvXr15eVK1fKhQsX9Pr44IMPpGTJkpKWlqY37jx7MTJr34cOHcr1OyN6nd27d0/KlCkj1atXf2Gd+Ph4ASADBw7M837fxHnR7t27RaVSSYcOHeTChQty/fp1GT9+vPZcbNasWTm257yInsUEHSkupwTd3bt3xczMLNuB3dfXV9zd3bPd544dO8TU1FQCAwMlNTX1pWN7lZdEPCunBF2DBg3E29tbMjIydMonTJggBgYG2U4En/Xw4UP58MMPxcDAQACIgYGBdO/eXd59911Rq9WSnp6eY3s3NzcJDAzUK8/ugJo1yZ0zZ462LCEhQXr16iVOTk7aK+KDBw/WJjGnTZuW4xUwAwMDERE5cOCAAJDvv/8+x3iJClvDhg0FgJw4cUKnPCuJPHv2bBF5+fEpJ6+yGPKzcpqIjhkzRgDo3B2bxd7eXi8xn5Ply5eLgYGB9OvXL08XQkT+NxG9deuWTvmLkgy+vr5SrVo17e/p6ekSEREhtWrVEpVKJUZGRvLOO+/I0aNHReTpSz5yu/KeNc54enrKO++8k+fPS6Sk5ORkcXJykrCwMLl37572p2vXrmJhYSH37t3Te+HU8zQajVhYWOjcvZ5XLzs+FcRYef78ee3YDEAsLCxkwYIFYm9vL82bN8+xbXZzl2c/z/ML369YsUJ7YTHLr7/+KkFBQWJhYSEApFy5cjpPD7Ro0SLHMSdrnMmaE12+fDnXz0z0uvv4448FgDx+/Djb7cOHDxcAcvLkyZfu402ZF61cuVLs7Oy0f/NVq1bVvsjm+bt/n8d5ET3LCESvsbNnzyIlJQX16tXT21a3bl3s378fDx8+hKWlpbZ8586dCA4Ohq+vLzZs2AATE5OiDDnfTp06ha5du8LQ0FCnvF69esjMzMR///tflCtX7oXtLSwssGrVKnz55Ze4cuUKXFxcYG9vj8qVK6Nx48YwMircP3M3Nzftwsbnzp3Dzz//jEmTJiEtLQ1Lly6Fvb09AGD9+vVwc3N74X4cHBwAAFevXi3UeIlyU716dRw+fFivXP5/7cmsRYdfZnx6HWStsfLnn3+iQYMG2vLr16/j9u3b8PLyytN+VqxYgT59+qB79+5YunRpnl/886qMjIwwYsQIjBgxAvfv38fu3bsxbtw4BAQE4MqVK7CxsYGhoSG6deuGgQMHZrsPDw8PAE/HHY459Ka4ffs2bty4gYiICEREROhtt7GxQfv27XNd0FxE8rx4ekEoiLHS09MTcXFx+Pfff3H37l2UL18eSUlJGDp0KJo1a1aY4QMAfHx84OPjA41Gg2PHjmHhwoUYNmwYnJyc0KVLF9jb28POzg47duzItr2VlRUA3blO2bJlCz1uosKUNS/K7viflpaGVatWoU6dOqhZs2YRR5Y/BTEv6t69Oz744AOcP38exsbG8PT0xMyZM6FSqeDj41NosQOcF71tmKCj15qLiwsA4PDhw+jevbu2XERw+PBh2NjYwMLCQlseHR2N4OBgNG3aFJs2bcp2wc78WLly5Su1zwsXFxccO3YMGo1GJ0kXFxcHALkuAJ3FxsYGNjY2AIAtW7bg7NmzmD17dsEHnIOKFSti/Pjx2LBhA06cOAEACAgIgJGRES5cuICOHTvm2LZ8+fJYvnw5RowY8cr/dkQvq2PHjvj666+xfft21KpVS1u+bds2AEDDhg0B5H98ygs/P78CfQlNdlq3bg1TU1OsXLlSZyK6cuVKqFQqBAcH57qPlStXok+fPvjwww+xbNmyIkvOPa9kyZLo1KkT/v33XwwbNgwJCQmoWrUq/P39cfLkSVSvXj3HizRt2rTBhAkTsHfvXrzzzjtFGDlR/pUqVQoxMTF65bNmzcL+/fuxfft27UWxF1m/fj0eP36sHcfy42XHp4IcK0uXLq19U+L48eNhYWGB3r175zuml2VoaIgGDRqgcuXKWL16NU6cOIEuXbogKCgIa9euhUaj0RlXn9eqVSsYGhriP//5Dxo1alRkcRMVtHv37iEqKgo1a9bM9k3MW7Zswe3btzFlypRX6udNmRcBTxNlVapUAQAkJSXh66+/Rvv27XO8QaGgcV705mOCjhSzfft2PHr0CMnJyQCevl1m/fr1AJ6+GdTc3Byurq4ICQnB119/DbVajbZt2yI1NRXfffcdDh48iKlTp2pPDA8cOIDg4GCUKlUK48aNw6lTp3T6q1q1KkqUKPHCeFJTU3Hy5Mk8xZ7bvgDg2LFjSEhIAAA8ePAAIqL9fPXq1dMO1sOHD8eQIUPQrl079O/fH+bm5tizZw8iIiLQokUL1KhRQ7vP5s2bY//+/cjIyNCWbdiwAdeuXUOVKlXw5MkT7Nu3DwsWLMDHH3+M9u3b5+nzvKw//vgDgwYNwnvvvYcKFSrAxMQEe/fuxR9//IExY8YAANzd3TFlyhR89tln+Oeff9C6dWvY2Njgxo0bOHLkCCwsLLRvD1q8eDHatWuHhg0bYvjw4XB1dcXly5exc+dOrF69ulA/C1GWVq1aoV27dpgyZQoyMzPRsGFDHDt2DJMnT0ZQUBCaNm0KAPkan17k9OnTem+GzY6DgwPKly+fY51bt25h//79AJ5eBQaejrMODg5wcHCAr68vAMDW1hbjx4/H559/DltbW7Rq1QpHjx7FpEmT0KdPH1StWlW7z++//x69evXC8uXL8dFHHwEA1q1bh969e6NmzZro378/jhw5ohNHrVq1CjXB3q5dO3h5eaFu3bpwcHDApUuX8MUXX8DNzQ0VKlQAACxYsABNmzaFj48PPvnkE7i7uyM5ORl///03fvnlF+zduxcAMGzYMPz0009o3749xowZg/r16yMlJQX79+9HUFAQ/P39C+1zEOWXqakp/Pz89MpXrlwJQ0NDnW2XLl1CaGgounTpAk9PT6hUKuzfvx9ffPEFqlWrlqc3KhbU+JTfsdLIyAi+vr7Ys2ePtiw8PBylSpWCq6srbty4gZ9//hmbNm3CqlWrtAm7wrJ06VLs3bsXgYGBcHV1xZMnT7B8+XIAQIsWLQAAXbp0werVq9G2bVsMHToU9evXh7GxMa5evYqYmBi0b98eHTp0gLu7O8aNG4epU6ciJSUFXbt2hbW1NU6fPo3bt2/rvE2R6HURGhoKV1dX1K1bF/b29jh//jwiIiJw48aNF97M8O2338LMzAyhoaH56utNnBfdvHkTERERaNKkCaysrHDmzBmEh4fDwMAAixcvztfnfxmcF71llHq2lsjNze2Fz8E/uz5ASkqKzJkzR6pXry5WVlZia2srDRs2lB9++EFnzaOs5/df9JPbm1cL+i2u3bt3f2H7FStW6NTdsGGDNG3aVOzt7cXCwkKqVasmU6dO1VtLJuvNRs/auHGj1KxZUywsLMTMzEzq1q0r3377bZ7Xg3qVNehu3LghPXr0kMqVK4uFhYVYWlpK9erVZf78+Xpr6m3atEn8/f2lRIkSolarxc3NTTp16iS7d+/WqRcXFydt2rQRa2trUavVUr58eRk+fHiePgtRQXn8+LGMHj1aypYtK0ZGRuLq6ipjx46VJ0+e6NTL6/j0IgX5trKsdVqy+8luDcwFCxZIxYoVxcTERFxdXWXixImSlpamUydrLaZnx6ycxrbnx+/svOpaKxEREdK4cWOxt7fXxt67d29JSEjQaXfx4kXp1auXlC5dWoyNjcXBwUEaN24s06ZN06l37949GTp0qLi6uoqxsbE4OjpKYGCgnDlzJsfPQfS6yO5v5+7du9KhQwdxd3cXMzMzMTExkQoVKsioUaPk/v37edpvQY5P+RkrsxuzJk+eLOXLlxe1Wi0lS5aU1q1by6+//pqnz/Gqa9DFxcVJhw4dxM3NTdRqtdjZ2Ymvr6/2jfZZ0tPTZe7cuVKjRg0xNTUVS0tLqVy5svTv31/Onz+vU/f777+XevXqaevVqlVLb25I9LqYOXOm1KxZU6ytrcXQ0FAcHBykQ4cOcuTIkWzrX758WQwMDOSjjz7Kd19v4rzozp070qpVK3FwcBBjY2NxdXWVwYMH681zXoTzInqWSqSQ7xklIiIiIiIiIiKiFyq6FWKJiIiIiIiIiIhIDxN0RERERERERERECmKCjoiIiIiIiIiISEFM0BERERERERERESmICToiIqJsHDlyBAEBAbCysoKlpSX8/f1x8OBBvXpffvklGjZsCHt7e6jVari6uqJLly7466+/8tSPiOCbb75BnTp1UKJECdjZ2cHX1xdbt27VqXfu3DmMHDkSderUQcmSJWFra4smTZpg/fr1L9z35s2b4evrixIlSsDCwgLVqlXD119/nb8vQgH79u2DSqXCvn37cqy3cuVKqFQqJCQkFElcRERExVFe50TPEhE0a9YMKpUKgwYNylM/LzunOn36NNRqNVQqFY4dO6a3/ebNm+jRowfs7e1hbm6ORo0aYc+ePXmKSWmcExUvTNDRaycvBwCNRoN58+ahdevWKFOmDMzNzVGlShWMGTMG9+/fz1M/hXEA2L17N1q2bAkXFxeo1Wo4OjrinXfewbZt2/L1HSiFBwCip44ePYpmzZohJSUFq1atwqpVq/DkyRM0b94ccXFxOnXv3LmDNm3aYNmyZYiOjsbkyZNx8uRJNGjQAGfPns21r4kTJ6Jfv36oX78+NmzYgJUrV0KtViMoKAiRkZHaetHR0di6dSs6duyIdevWYfXq1ahQoQLee+89TJkyRW+/s2bNQkhICLy8vPDzzz9jy5YtGDBgANLS0l79CyKiIlFUc6IePXpApVLp/VSuXFmnHi8U6OOciN52+ZkTPWvx4sX4+++/89XXy8ypNBoNevXqBXt7+2y3p6amonnz5tizZw8WLFiAzZs3w8nJCa1bt8b+/fvzFR9RoROi18iRI0dErVaLj4+PbNy4USIjI6Vhw4aiVqvl0KFD2nrJycliZWUl/fr1k3Xr1klMTIxERESIjY2NVK1aVR4/fpxrXxMmTJBJkybJxo0bZd++fbJ8+XKpWLGiWFhYyJkzZ7Jtk5GRIQ0aNBAXFxcBIEePHtXZvnbtWhk6dKisXbtW9u3bJ5GRkdKqVSsBIKtWrXq1L6cIxMTECACJiYnJsd6KFSsEgFy8eLFI4iIqagEBAeLk5CSPHj3Slj148EDs7e2lcePGubY/ffq0AJDPP/8817qlS5eWpk2b6pSlpKSItbW1vPvuu9qyW7duSWZmpl77wMBAMTc3lydPnmjLjh07JgYGBjJ79uxc+38dcSwiKto5Uffu3cXMzEzi4uJ0fk6dOqVTb+HChVK5cmWZPn26REdHy7Zt26R79+4CQCZPnqy335kzZ4qBgYEMGDBAtm/fLrt375ZFixbJwoULX/0LKmQch4ieepk50cWLF8XS0lIiIyMFgAwcOPCl+89tTjVnzhwpXbq0LFiwINvzs8WLFwsAnXEzPT1dqlatKvXr13/puIoKx6LihQk6eq3k9QCQkZEht2/f1mu/bt26V0qGveoBIDtpaWlSunRp8fHxeamYihIPAERPWVpaSufOnfXKQ0JCBIBcu3Ytx/a3bt164Qnr89zd3SUwMFCv3MnJSd5///1c20+ePFkvph49eoiZmVmeTsyz4+vrK9WqVZNDhw5Jo0aNxNTUVNzc3GT58uUiIhIVFSW1atUSMzMz8fLyku3bt+vt49y5c9K1a1dxcHAQExMTqVy5sixatEiv3n//+18JCAgQMzMzsbOzk/79+8uWLVteaSzatWuXvPPOO2JlZSVmZmbSuHFj2b17t06diRMnCgCJj4+XLl26SIkSJcTR0VF69uwp9+/fz98XRlQIinJO1L17d7GwsMi1Hi8U6OOciN52LzMnatmypXTo0EFE5JUTdDnNqc6dOydmZmayefNm7d/i8+dnLVq0kEqVKum1nTFjhgCQq1ev5tg/50ScExUlPuJKr5WDBw/Cz88P5ubm2jIrKys0a9YMhw4dQmJiIgDA0NAQdnZ2eu3r168PALhy5cpL9e/g4AAAMDIy0tt2/vx5TJgwAUuWLEGJEiXyvE9jY2OULFky230+z8/PD15eXoiLi0Pjxo1hZmYGd3d3rFixAgCwdetW1K5dG+bm5vD29saOHTuyjTM0NBSOjo5Qq9WoUqUKFi9erFfvzJkzaN26NczNzWFvb4+PP/4YycnJef5c2dm9ezeaN2+OEiVKwNzcHE2aNNFb32HSpElQqVT466+/0LVrV1hbW8PJyQm9evVCUlLSK/VPVFDS0tKgVqv1yrPK/vzzT71tGo0GqampOHPmDPr06QNHR0f07Nkz176GDh2KHTt24Ntvv8W9e/eQmJiIESNGICkpCUOGDMm1fUxMDBwcHODo6Kgt+/XXX1GlShVs2LABlSpVgqGhIcqUKYMxY8bk+RHX69evo2fPnujTpw82b94Mb29v9OrVC1OmTMHYsWMxatQobNiwAZaWlggODsa1a9e0bU+fPo169eohPj4eERERiIqKQmBgIIYMGYLJkydr6924cQO+vr6Ij4/HkiVLsGrVKjx8+DDPa9Vk54cffkCrVq1QokQJfPfdd/j5559ha2uLgICAbNeb6dixIypWrIgNGzZgzJgx+PHHHzF8+PCX7p+ooCg9J8qOvb09VCpVtn09fvwYd+/e1ZYtWrQIarUagwcPfqm+OCfinIheD/mdEy1btgxHjhzBokWLXrrPvMypRAR9+vRBUFAQ3n333RfuKz4+HtWrV9crzyrLy5rBnBNRkVE6Q0j0LBMTE/noo4/0yrt27SoAZOfOnTm2z7pysHnz5jz3mZGRIU+ePJH//ve/0r59e3F0dJTLly/r1MnMzJRmzZrJe++9p9PPi+6g02g0kp6eLv/++69MmDBBjI2NJSoqKtdYfH19xc7OTipVqiTffvut7Ny5U4KCgrRXjby9vWXNmjWybds27WMu//77r7b9X3/9JdbW1uLt7S3ff/+9REdHS1hYmBgYGMikSZO09a5fvy6Ojo5SunRpWbFihWzbtk0++OADcXV1fekrNKtWrRKVSiXBwcESGRkpv/zyiwQFBYmhoaHOVZqsKzSVKlWSCRMmyK5du2TevHmiVqulZ8+euX5HREWhZs2aUrFiRdFoNNqy9PR0KVeunACQH3/8Ua+NWq0WAAJAKlasKKdPn85zf0uXLtVpb2trK7t27cq13TfffCMAZMGCBXqxWFlZiY2NjSxatEj27t0rn332mRgaGkpoaGiu+/X19RUAcuzYMW3ZnTt3xNDQUMzMzHTGnVOnTgkA+fLLL7VlAQEBUqZMGUlKStLZ76BBg8TU1FTu3r0rIiKjR48WlUql9xhdy5YtX2osevTokdja2kq7du106mk0GqlRo4bOoyxZY1F4eLhO3QEDBoipqWm2dwkRFaWinBN1795dDAwMxMnJSQwMDKR06dIycOBAuXPnTp5i9fPzEwcHB8nIyNCWlStXTmrXri2rVq2SihUravc7evRoSU1NzXWfnBNxTkSvh/zMia5evSrW1tby1VdfacvwEnfQ5WVOtXDhQrGxsZHr16+LyIvPz4yNjaV///567Q8dOvTCOd2zOCfinKgoMUFHr5WXOSnOcvXqVXFycpK6devqtM9NQR4AsgQEBGj3WaJECYmMjMxTLDwA8ABAr4dvv/1WAMgnn3wiV69elcuXL0vv3r3F0NBQAMjatWv12hw/flzi4uLkhx9+kDp16oiTk5PEx8fn2tfy5ctFrVZLWFiY7N69W7Zt2yZdunQRc3Nz2bFjxwvbbdu2TUxMTKRTp056fzfGxsYCQNasWaNTPmzYMAEg58+fzzEmX19fcXZ21it3dnaWRo0a6ZSlpqYKAAkLCxORp+vnGRkZyeDBgyU9PV3nZ9u2bQJAtm3bJiIi9evXFy8vL71+ssaY/I5Fu3btEgCyfv16vb6zxr2HDx+KyP/GoufXHF26dKkA0I73REopyjnRvHnzZN68eRIdHS3R0dHy2Wefibm5uVSuXFmSk5NzbMsLBZwT0dstP3OioKAgadasmc5/uy+ToMttTpWQkCCWlpaybNkybVlOCbqPP/5Yr4+sBN3zc6XncU7EOVFR4iOu9FoZPHgwzp07h0GDBuHff//FlStX8PHHH+PSpUsAAAOD7P+TvXv3Ltq2bQsRwU8//fTCetk5dOgQ4uLi8MMPP8DKygr+/v46tzpfunQJY8eOxZw5c+Dk5JSnfS5cuBBHjhzB5s2bERAQgM6dO2PNmjV5auvs7Iw6depof7e1tYWjoyNq1qwJFxcXbXmVKlW08QHAkydPsGfPHnTo0AHm5ubIyMjQ/rRt2xZPnjzB4cOHATx9JK5atWqoUaOGTt+hoaF5ivF5hw4dwt27d9G9e3edfjMzM9G6dWscPXoUjx490mnz/K3o1atXx5MnT3Dz5s2XioGoIPXq1QuzZs3CqlWrUKZMGbi6uuL06dMYOXIkAKB06dJ6bWrXro2GDRvigw8+QExMDEQE48aNy7Gfe/fuYeDAgejTpw/mzp2L5s2bo02bNlizZg3q1auHjz/+ONt2O3fuREhICFq2bInVq1frPXKW9bhbQECATnmbNm0AACdOnMj1O7C1tdUrMzEx0Ss3MTEB8HQMAp6+gS0jIwMLFy6EsbGxzk/btm0BALdv39bWLVWqlF4/2ZXlxY0bNwAAnTp10ut79uzZEBGdR/AA6D0amPXITkpKykvFQFRQinJONHz4cAwfPhwtW7ZEy5YtMW3aNHz//fc4c+YMvvnmmxe22759OwYOHIhOnTrpPcqamZmJ5ORkLFmyBAMHDoS/vz+mTZuGwYMH48cff8zT2x05J+KciJSX1znR+vXrsWPHDoSHhyMpKQn379/Xvkk6LS0N9+/fR3p6ep76zG1ONXDgQHh5eaFjx47afh4/fgwAePjwoc4j4nZ2drhz545eH1nzgezmO8/jnIhzoqKS+6JYREWoV69euHXrFqZNm4b//Oc/AIBGjRph5MiRmD17drYnxffu3UPLli3x77//Yu/evShXrly++qxduzYAoGHDhnj33Xfh6emJcePGYfPmzQD0DwAA9A4A1tbWOvusUKGC9v+/++67aNOmDQYOHIjOnTvnOlEuiAPAwoULs933swcADw8Pve0FcQB4kbt378LCwkL7Ow8A9LobPXo0hg0bhvPnz8PKygpubm7o378/LCwsdE4Ys2NlZYXKlSvj3LlzOdY7e/YsUlJSUK9ePb1tdevWxf79+/Hw4UNYWlpqy3fu3Ing4GD4+vpiw4YN2rHgWdWrV8f169f1ykUEwItP7AuCjY0NDA0N0a1bNwwcODDbOlnjj52dXbZxZleWF/b29gCeXiRp2LBhtnXyeqGFSGlKzIme1aFDB1hYWGgTWc/Ly4WC69evZ3uh4IsvvsCJEyfg6emZYwycE3FORK+HvMyJ4uPjkZGRke3x95tvvsE333yDjRs3Ijg4OF99Zzenio+Px6VLl2BjY6NX39/fH9bW1trzNm9v72zXDs4q8/Lyylc8+cE5EeUXE3T02snPSfG9e/fQokULXLx4EXv27Ml2AdD8eNUDwIvUr18fO3bswK1btwptIOQBgKjgqdVq7cTt8uXL+Omnn9C3b1+YmZnl2O727dv4888/0aRJkxzrZd0BcvjwYXTv3l1bLiI4fPgwbGxsdE7ioqOjERwcjKZNm2LTpk3ZLtoMPF3kNzo6Gtu3b9e5C2Tbtm0wMDDINiFYUMzNzeHv74+TJ0+ievXq2SYQs/j7+yM8PBy///67zt0rP/7440v13aRJE5QsWRKnT59+pUWViV4XSs6JgKdjUXYJfV4oeDHOiehtlducqEePHvDz89Nr5+/vj+DgYAwdOvSlkmHZzanWrl2rTchn2bFjB2bPno2lS5eiWrVq2vIOHTpgwIAB+O2339CgQQMAQEZGBn744Qc0aNBA527cgsY5EeUXE3T0WsrLSXHWRPSff/7Brl27UKtWrVfu91UPANkREezfvx8lS5bM9i1rBYUHAKKCEx8fjw0bNqBu3bpQq9X4/fffMWvWLFSoUAFTp07V1ktKSkLLli0RGhqKChUqwMzMDOfOncOCBQuQmpqKiRMn6uzXz88P+/fv156gurq6IiQkBF9//TXUajXatm2L1NRUfPfddzh48CCmTp2qvSvlwIEDCA4ORqlSpTBu3DicOnVKZ99Vq1bVvmG6Z8+e+OqrrzBgwADcvn0bVatWxe7du7F48WIMGDAAbm5uhfjtAQsWLEDTpk3h4+ODTz75BO7u7khOTsbff/+NX375BXv37gUADBs2DMuXL0dgYCCmTZsGJycnrF69GmfOnHmpfi0tLbFw4UJ0794dd+/eRadOneDo6Ihbt27h999/x61bt7R3IhG9KZSaE61fvx6PHz/WSzLxQkHOOCeit01e50Tu7u5wd3fPdh+lS5fWS949PyfKz5wqu+R3QkICAKBOnTqoW7eutrxXr15YvHgx3nvvPcyaNQuOjo5YsmQJzp49i927d7/kt5J3nBNRfjBBR6+VvB4AUlJSEBAQgJMnT+KLL75ARkaGziMYDg4OKF++vPb3ojoAtG/fHjVq1EDNmjVhZ2eHa9euYeXKldi/fz8WL14MI6PC/ZPjAYCoYJiYmGDv3r348ssv8fDhQ7i6uuLjjz/GmDFjdO5oMzU1RY0aNfD111/jypUrePLkCUqVKgU/Pz9s2LABVatW1dnvw4cP9R6bWr16NRYtWoRVq1Zh+fLlMDY2RsWKFfHDDz/onNTu3r0bKSkpSEhIwDvvvKMXc0xMjHbya2xsjF27dmHcuHGYMWMG7t69Cw8PD8yaNQsjRowowG8qe1WrVsWJEycwdepUjB8/Hjdv3kTJkiVRoUIF7ZorwNNHyPbv34+hQ4fik08+gbm5OTp06IBFixahffv2L9X3hx9+CFdXV4SHh6N///5ITk7WrlnVo0ePAvqERIWvqOZEly5dQmhoKLp06QJPT0+oVCrs378fX3zxBapVq4Y+ffpo2/JCQe44J6K3TV7nRPn1/Jwov3OqvFKr1dizZw9GjRqFwYMH4/Hjx6hZsya2b98OX1/fl44/rzgnonxR4MUURC909uxZadasmdja2oqJiYl4enrK+PHjtW+YyXLx4kXtW1Kz++nevbtO/Tp16kipUqW0vz958kT69OkjVapUEUtLSzEyMpIyZcrIhx9+KH/99Veucb7oLUGzZ8+WevXqiY2NjRgaGoqdnZ0EBARIVFRUnj6/r6+vVKtWTa/czc1NAgMD9cqRzVuRLl68KL169ZLSpUuLsbGxODg4SOPGjWXatGk69U6fPi0tW7YUU1NTsbW1ld69e8vmzZtf6i1BWfbv3y+BgYFia2srxsbGUrp0aQkMDJR169Zp62S9JejWrVt52ifR2+LBgwdiZGQkixYtUjoUInoDFNWc6O7du9KhQwdxd3cXMzMzMTExkQoVKsioUaPk/v37Om2zjuEv+nl+/nDnzh3p37+/ODk5ibGxsVSsWFHmzJmTpzfLck7EORG9vTgnIsqeSuT/L58RvaWSk5Nha2uLL7744oXrkBARFbatW7di4MCBOHfuXI6PWxERFRbOiYjodcA5EVH2mKCjtx4PAEREREScExEREb3OmKAjIiIiIiIiIiJSUOG935yIiIiIiIiIiIhyxQQdERG9UY4cOYKAgABYWVnB0tIS/v7+OHjwoF69L7/8Eg0bNoS9vT3UajVcXV3RpUsX/PXXX3nqJ6/tz507h5EjR6JOnTooWbIkbG1t0aRJE6xfv15vn7t370bLli3h4uICtVoNR0dHvPPOO9i2bdvLfRmv4OrVqxg2bBh8fX1RsmRJqFQqrFy5Ml/72LlzJ5o0aQIzMzNYW1ujXbt2et9PQkICVCrVC39at26tU//cuXPo2LEjbGxsYG5ujgYNGmDLli2v+nGJiIjeOnmdEz1LRNCsWTOoVCoMGjQoT/0UxpzoeePHj4dKpYKXl1eeYipIkZGR6Nq1Kzw9PWFmZgZ3d3d88MEHOH/+fJ73cfPmTfTo0QP29vYwNzdHo0aNsGfPnmzrPnr0CBMmTEDFihWhVqthZ2cHf39/vf7Gjx+PoKAglC5dGiqVim9eLQaYoKM8y8sBQKPRYN68eWjdujXKlCkDc3NzVKlSBWPGjMH9+/fz1M+BAwfQp08f1KlTB2q1GiqVCgkJCS+sv3DhQlSuXBlqtRoeHh6YPHky0tPTdeq8bSfFALB582b4+vqiRIkSsLCwQLVq1fD111/r1cvrAYAnxfQmOHr0KJo1a4aUlBSsWrUKq1atwpMnT9C8eXPExcXp1L1z5w7atGmDZcuWITo6GpMnT8bJkyfRoEEDnD17Nte+8to+OjoaW7duRceOHbFu3TqsXr0aFSpUwHvvvYcpU6bo7bNatWqYP38+oqOj8dVXX8HY2BiBgYH44YcfCuZLyqO///4bq1evhomJCdq2bZvv9ps3b0abNm3g6OiIDRs2YOnSpTh//jx8fHxw4cIFbT1nZ2fExcXp/YwePRoA0KFDB23dhIQENGrUCGfPnsXSpUuxbt06ODg4IDg4GBs2bHj1D01UgIpqXvSs3E6sExMT0aNHDzg6OsLU1BTVq1fHt99+m+t+lTwxLsp5UVpaGiZMmAAPDw+YmJjAzc0NY8eORUpKik6948ePY+DAgfD29oaVlRWcnJzQokUL7N2791U+KlGBys+c6FmLFy/G33//na++CmNO9KxTp05h7ty5cHJyyldcBWX27Nl4/PgxPvvsM+zYsQPTpk3DyZMnUbt27Txd2E1NTUXz5s2xZ88eLFiwAJs3b4aTkxNat26N/fv369R9+PAh/Pz88O2332Lw4MGIjo7GihUr0KBBAzx+/Fin7vz583Hnzh28++67XDe0uFDuBbL0Jjly5Iio1Wrx8fGRjRs3SmRkpDRs2FDUarUcOnRIWy85OVmsrKykX79+sm7dOomJiZGIiAixsbGRqlWryuPHj3Pta9KkSeLm5ibBwcHi5+eX42vmp02bJiqVSsaOHSsxMTESHh4uJiYm0rdvX516a9eulaFDh8ratWtl3759EhkZKa1atRIAsmrVqlf6bvIrJiZG7O3tpUWLFtK1a1cBICtWrMjXPmbOnCkGBgYyYMAA2b59u+zevVsWLVokCxcu1KmXnJwsdevWFRcXF/nyyy9l3759snnzZhk9erScOnVKW+/ixYtia2sr1apVk7Vr10pUVJQEBgaKSqWS9evXF8THJioQAQEB4uTkJI8ePdKWPXjwQOzt7aVx48a5tj99+rQAkM8///yl+s+u/a1btyQzM1OvbmBgoJibm8uTJ09y3GdaWpqULl1afHx8XiqmlxlDREQ0Go32/x89ejTf+6lUqZJUr15d57MnJCSIiYmJhIaG5trez89PzM3NJSkpSVvWv39/MTU1latXr2rLMjIypEqVKlK2bFmdmImUVJTzomctXLhQnJ2dBYAMHDhQZ9v9+/elXLlyUqZMGVmxYoXs2LFDunfvLgAkIiLihfs8efKkqNVqcXJykmrVquXviygARTkvCgkJEVNTU5kxY4bs2rVLpkyZIiYmJtKuXTudemFhYVK3bl2ZN2+e7NmzR7Zs2SJt27YVAPLdd9+96kcmKhAvMye6ePGiWFpaSmRkZLbjSH4U1JwoPT1datasKUOGDBFfX99XGodedk5048YNvbJ///1XjI2NpXfv3rm2X7x4sQDQGf/T09OlatWqUr9+fZ26Q4cOFQsLC7lw4UKu+3123mNhYSHdu3fPtQ292ZigozzJ6wEgIyNDbt++rdd+3bp1eU6GPTsQzZkz54UJutu3b4upqan069dPp3z69OmiUqnkr7/+yrGfN/Wk+NixY2JgYCCzZ8/OtW5eDwA8KaY3haWlpXTu3FmvPCQkRADItWvXcmx/69YtASCTJ09+qf7z037y5Ml5iklEpFq1auLv7/9SMb3sWPSs/I5Ft2/fFgAyevRovW21a9cWc3NzycjIeGH7v//+W1QqlfTo0UOn3MvLSxo0aKBXf8SIEQJA4uLicoxr4sSJAkB+//136dSpk5QoUUJsbGxk+PDhkp6eLmfOnJGAgACxtLQUNze3bMfRpKQkCQsLE3d3dzE2NhYXFxcZOnSoPHz4UKfeokWLxMfHRxwcHMTc3Fy8vLxk9uzZkpaWplMv62TjyJEj0rRpUzEzMxMPDw+ZOXMmx9Y3WFHOi7LkdmI9c+ZMASDHjh3TKW/VqpVYWFjIvXv39Pb5OpwYF9W8KC4uLttk5YwZMwSAREdHa8uyO1nPyMiQ6tWrS/ny5fMcG1Fhepk5UcuWLaVDhw4iIq+coCuoOdHUqVPF1dVVkpOTFRuHXsTDw0NatWqVa70WLVpIpUqV9Mqzxpesc6xHjx6JhYWF3vwnL/KboOOc6M3ER1wpTw4ePAg/Pz+Ym5try6ysrNCsWTMcOnQIiYmJAABDQ0PY2dnpta9fvz4A4MqVK7n2ZWCQt/8sd+zYgSdPnqBnz5465T179oSIYNOmTTm2NzY2RsmSJWFkZJSn/gpKXj/fiyxatAhqtRqDBw/Osd7jx4+xbNkyvPfeeyhXrlyOdQ8ePIgaNWqgdOnS2jJDQ0O0adMGV65cwZEjR3JsP2nSJKhUKvzxxx947733YG1tDVtbW4wYMQIZGRk4e/YsWrduDSsrK7i7uyM8PFxvHw8ePMDIkSO1j52ULl0aw4YNw6NHj3TqLV68GM2aNYOjoyMsLCzg7e2N8PBwvcea/fz84OXlhaNHj8LHxwfm5uYoV64cZs2ahczMzBw/D72+0tLSoFar9cqzyv7880+9bRqNBqmpqThz5gz69OkDR0dHvXEjJy/bPiYmBg4ODnB0dNTblpmZiYyMDFy7dg0TJ07EuXPnEBYWlus+s9o9+5NduUajyfPnexlpaWkA8MJ/i8ePH+s85vq85cuXQ0TQp08fvf3m9O/7xx9/5Cm+999/HzVq1MCGDRvQt29fzJ8/H8OHD0dwcDACAwOxceNGvPPOOxg9ejQiIyO17R4/fgxfX1989913GDJkCLZv347Ro0dj5cqV/9fevcfVlO5/AP/sLnt315XkqJCQESYxROVWGbcKc8ZlGMl9DMYMGZGQSR1zyuXMEGqYq0QzE4VI4zJGxjg/uZNKZqJIN5Xi+/vD2etY9q72jm7O9/169XrVs55nrWftXvu7v+vZz3oWRo0aBXruwfc3b97EhAkTsGvXLiQkJGDatGkIDw/HzJkzFfqTm5uLiRMnYtKkSfjpp58wbNgwLF26tMFva2avTkPmRXIzZszA0KFDRbeFv9inVq1awcnJSVQ+YsQIlJaWIikpSaFNaGgoHjx4gJCQEJX78ao1VF4kv/34xVv6R4wYAQCi2+iVxW1NTU04OTmp9D/jvIg1BHVzom3btuHMmTPYtGlTnY/5qnOiS5cuYc2aNfjiiy9gYGCgVl/qOyfKyMhAVlYWunbtWmvd9PR0ODo6KpTLy+S3yf7+++8oLS1Fx44dMXv2bJiYmEAqlaJXr17Yv39/nfpZG86JmpnGHR9kzYVUKqXJkycrlMtvRTh48GCN7aOjowkA/fjjj2odt6YZdAEBAQRAYQSfiMjc3JzGjx+vUP7kyROqrKykO3fu0IoVK0hbW5sSEhJq7Ye83fM/AGj79u2isppmjChTl2+K27dvT2+++Sbt2rWL7O3tSUNDg9q0aUNLliyhiooKod4vv/xCACgkJIRmzZpFxsbGpK2tTU5OTgrnbG9vT66urgrHWrp0KQGgLVu21Ngn+Tc0nTp1otWrV9Phg64WawAAIfpJREFUw4dp8eLFBIA++OAD6ty5M23YsIEOHz5MU6dOJQAUFxcntC8tLaUePXqQubk5ff7555ScnEyRkZHUokULGjRokGiq/MKFC+mLL76gpKQkOnr0KP3zn/8kc3Nzmjp1qqhPbm5uZGZmRh07dqQvv/ySDh8+THPmzOHbU5q5Hj16kL29vehbtsrKSmrfvj0BoG+//VahjUwmIwAEgOzt7enSpUtqHbMu7aOioggARUZGKt3u6ekp7NPIyIj27t2rUl/k77XafmxsbNQ5RbVj0ZMnT8jU1JQGDx4sKi8oKCBDQ0OF2zyeV1VVRW3atKHOnTsrbPP29iZjY2MqLi4WlQ8YMIAA0Nq1a2vsl/z1eXGGTI8ePQiA6HWurKwkCwsL8vX1Fcrkt8mlpaWJ2u/Zs4cA0IEDB5QeV/4ZsXPnTtLU1KQHDx4I29zc3AgA/fbbb6I2Dg4O5OnpWeP5sKarofOiqKgoatGiBd25c4eIlM988fDwIGtra4W2W7ZsIQC0dOlSUfnFixdJJpPR/v37iYjUmrnSHPMi+UyWjIwMUfurV68SAOrbt2+Nx6msrCQ7Ozvq2bNnrX3ivIg1BHVyopycHGrRooUop1cWR2rzKnOiJ0+eUJ8+fUTXbOrEofrKiYievY7u7u5kZGRE2dnZtdbX1tammTNnKpSfOnVK9L/47rvvhNzPxcWFfvrpJ0pISKCBAweSRCKhpKSkao9R1xl0nBM1LzxAx1RSl4tiuZycHGrVqhX16tVL7amrNQ3QTZ8+nWQymdJ29vb2SqcjN/eLYqJnH4yGhoZkYmJCmzZtoqNHj9KyZctIU1NTtO6TOh8AfFHMmovt27cTAJo9ezbl5ORQdnY2TZs2jTQ1NQkAff/99wptfv/9d/r111/p66+/JicnJ2rVqhWlp6erfEx12x84cICkUimNHTtW6TosRETXrl2jM2fO0I8//kjjxo0jbW3tGuOo3J07dygtLU30A4CCgoJEZf/3f/+n8vkR1S0WLV++nADQqlWr6O7du3T9+nUaPny48L84ffq00nYJCQkEgMLDwxW2JScnk0QiIR8fH7p58ybl5uZSYGCgsM/Q0NAa+ySPRVevXhWVjx8/niQSCZWVlYnK+/btS05OTsLfLi4u5OjoqDDwUFxcTBKJhBYvXizUPXfuHI0cOZJMTU0VPgueP3c3NzeytLRU6Ou7776rdJCSNQ8NmRepemG9YMEC0tDQoKysLFH5e++9RwBES4I01Qvj+syL4uPjCVC8rVj+uWJvb1/jcZYtW0YAKD4+vtY+cV7EGoI6OdGIESPI1dVVlJfUZYDuVeZE4eHhZGpqKrqlXJ04VF850dOnT2ny5Mmkqamp0vud6NkA3axZsxTK5QN03333HRERffPNNwSAzM3NqaioSKhXWlpKVlZW5OLiUu0x6jpAxzlR88IDdEwldbkoJiK6f/8+OTo6UsuWLVVaCPNFtQ3Q6ejoKG1nb2+vNNl4HS6KtbW1RYFebsGCBQSArl+/TkTqfQDwRTFrTkJDQ8nAwED4v/ft25eWLFlCAOj48eM1ti0qKqKWLVvSqFGj6nTs2tonJSWRjo4ODR8+XDRzozZeXl5kYmJSp/U31I0hytQlFlVWVtLChQtJKpUK/4vhw4eTv78/AaDbt28rbefj40Pa2tpK13giIoqJiSEzMzNhnw4ODsLMl9rW65LHory8PFH5lClTSF9fX6H+ixcCdnZ2NQ42+Pn5ERFRVlYW6evrC7N2jh8/TmlpacIi0SkpKdUe4/k+1eVbfdY0NGRepOqF9aVLl0gmk1H//v0pPT2d8vPzadOmTcJ79PmLx6Z6YVyfeVFFRQXZ2dmRlZUVHTp0iAoKCigxMZFatWpFmpqaNeYG8hlAixYtUqlPnBexhqJKThQbG0taWlp0+vRpKigoEH4A0PTp06mgoEBhrTBVvExOlJWVRbq6uhQZGSnqk4uLC3Xp0oUKCgrUfogO0cvnRE+fPiU/Pz/S0NBQa41QS0tLGjdunEK5/EtJ+azqpKQkAqD0NRs/fjzp6upWe4y6DtBxTtS8NOziW6zZ8vPzQ15enrBGAAD07dsXH3/8MdatWydau0yuoKAAQ4cOxZ07d3D06NFa10FTl5mZGcrLy/Ho0SPRGjAA8ODBA4U1WACgY8eOwu+jRo3CsGHDMHfuXPz973+vcQ0UKysrWFlZKZTb2tqiV69eL3EW6jMzM0Nubi48PT1F5cOGDUNERATOnTsHOzs7Yc2bfv36wdDQUKinp6cHNzc30Rp9gwcPRnR0NBYtWoQOHToAABwcHLB69Wp8+umnSv+/ypiamor+lkql0NPTg46OjkJ5UVGR8Pfdu3dx48YNaGtrK91vfn4+ACA7OxsDBgxAp06dEBkZCVtbW+jo6ODMmTOYO3cuysrKRO2Urfsjk8kU6rHmZcmSJViwYAGuX78OQ0ND2NjYYObMmdDX11f6vn+eoaEhOnfujGvXrtXp2DW1P3jwILy9veHm5oa4uDhIpVKV99u7d28kJSUhLy8PrVq1qlPfGpqWlhY+//xzrFq1Crdu3YK5uTlat24NT09PtGvXDn/7298U2ty7dw8JCQkYNWqU0jWeAGDKlCmYOHEirl+/Dm1tbdjZ2eGzzz6DRCLBgAED6vWczM3Noaurix07dlS7HQDi4+NRWlqKvXv3wsbGRth+/vz5eu0fazoaKi/as2cPkpKScOLECRQWFoq2PX78GA8fPoS+vj60tbXRpUsX7Nu3DzNnzsQbb7wBAGjbti3Wr1+PefPmCX3Kzs7GihUrEBoaCqlUiocPHwIAqqqq8PTpUzx8+BAymQy6urrV9qs55kVSqRSJiYl477334OHhAQDQ19fH2rVrsXr16mpznejoaMycORMzZsxAeHi4Wn3jvIjVN1VyovT0dFRVVeGtt95SaB8VFYWoqCjs27cP3t7eah37ZXKijIwMlJWVYf78+Zg/f75CexMTE8yfPx8RERFq9ell0H/Wxo2Ojsb27dsxadIkldt269ZN6TrI8jJ5TFa2Tt3zx3/ZNTlfJc6JGgcP0DGVqXNRXFBQgCFDhuDWrVs4cuRIjcGorrp16wbgWeDr06ePUJ6bm4v8/HwhENakOV4UOzo6Ijc3V6Gc/rNQpzywq/sBwBfFrDmRyWTCezw7Oxs//PADpk+fXuMFJfDsoubChQtwcXGp03Gra3/o0CF4e3ujf//+iI+PV7poc3WICKmpqTA2NlZ68aRK+8ZkYGAgxONz587hyJEjWL9+vdK6O3fuRGVlJaZNm1bjPrW0tNClSxcAQGFhIbZu3YrRo0eL3vf1YcSIEVi7di3MzMzQrl27autJJBIA4odkEBGioqLqtX+saWmIvEjdC+thw4YhKysLN27cQFVVFezt7bF7924AgKurK4CmeWH8MlTNiwDAzs4Ov/76K+7cuYMHDx6gQ4cOKCwsxPz584XX53nR0dHw9/fHlClT8OWXXwrv/frGeRFTR2050fvvvw93d3eFdgMHDoS3tzfmz5+v0nXTi14mJ+rRowdSUlIUyhcsWIDCwkJER0cr/aKvNnXNiYgI06dPR3R0NLZs2aLWw8QAwMfHB3PmzMFvv/0mXJdWVVXh66+/Rp8+fYQvNFq3bo2+ffvi5MmTKCoqgpGREYBnD2RITU1VGusbC+dEjYMH6JhaVLkoliehGRkZOHz4MHr27FkvffHy8oKOjg5iYmJEA3QxMTGQSCS1fgvUXC+Kx4wZg0OHDiExMRETJkwQyg8cOAANDQ04OzsDqNsHAF8Us6YuPT0dcXFx6NWrF2QyGf79738jNDQUHTt2xOrVq4V6hYWFGDp0KCZMmICOHTtCV1cX165dQ2RkJCoqKhAUFCTar7u7O1JTU4X3tTrtT5w4AW9vb1haWuLTTz9VuDBycHAQ3n+jR49G9+7d0aNHD5iZmeHPP/9ETEwMUlNTsXnz5lqfKp2Tk4OcnJxaXyeZTKZS7N2zZw+AZxfsAHD27FnhKWpjx44V6q1cuRLBwcFISUkRkvxjx44hLS0Njo6OICKcOXMG69atg5eXFz744AOlx9u+fTvatm2rMNNF7t69e1i/fj1cXFxgaGiIK1euICwsDBoaGti8eXOt5/OyFixYgLi4OLi6umLhwoVwdHTE06dPkZ2djUOHDmHRokXo06cPhg4dCqlUivHjx2Px4sUoLy/HF198gYKCgnrvI2ta6jsvqsuFtUQiEe4YePz4MSIjI9GjRw9hAKqpXRi/LFXzoue1adNGmDEXGBgIfX19hS8OYmJi4O/vj0mTJmHbtm0NNjgHcF7EVKNqTmRrawtbW1ul+2jTpo1CjGmInMjY2FhpbDM2NkZVVZXSbS96lTnRhx9+iO3bt8PPzw/dunXD6dOnq22vLCfy8/PD5s2bMW7cOISGhqJly5b417/+hatXryI5OVl0rH/84x8YOHAgPD09sWTJEkgkEqxfvx75+fmi/xsApKamIi8vD8CzJ+hmZWUJuZubmxssLCxqPf+64pyocfAAHVOJqh8AZWVl8PT0xB9//IGIiAhUVVWJApyFhYVwCyWg+AEAAHl5eUhNTQXw32nBiYmJsLCwgIWFBdzc3AA8u20gMDAQy5cvh6mpKTw8PJCWloaVK1fC398fDg4Owj5fp4viqVOnYsuWLZgzZw7y8/Ph4OCA5ORkbN68GXPmzBENpqn6AcAXxay5kEqlOHr0KDZs2ICSkhJYW1tj1qxZCAgIgL6+vlBPR0cH3bt3x9atW3H79m2Ul5fD0tIS7u7uiIuLE8UHACgpKYGlpWWd2icnJ6OsrAyZmZkYNGiQQp+ff/+6uLhgz5492LRpE4qKimBsbIxevXohISEBw4cPr/X8t23bhuDg4Frr2djYIDMzs9Z648aNE/29efNm4T3/fFwuKSmBRCIRvUZSqRRxcXFYs2YNKioq0LFjR6xatQoffvghNDU1FY516tQpXLlyBStWrKj2Fg4tLS2cP38e0dHRePjwIVq3bo3Ro0djxYoVwoyR+qSvr4/jx48jNDQUW7duxa1bt6Crqwtra2sMGTJEuMDp3Lkz4uLiEBgYCF9fX5iZmWHChAn46KOPMGzYsHrvJ2t8DZUXqXthPW/ePLi7u8PMzAwZGRnYsGEDcnJyhLwKQJO7MAYaLi8KCwuDpaUlrK2tcffuXezevRvx8fHYtWuX6BbX2NhYTJs2DT169MDMmTNx5swZUX979uyp1kxpdXFexFShak6krobKiV7Wq8yJfv75ZwDAjh07FGauvtheWU4kk8lw5MgRLF68GPPmzcOjR4/Qo0cPJCYmCteucv369cORI0cQGBiIiRMnAgDeeustHDt2DH379hXVDQoKEsXvY8eO4dixYwBe7WupDOdEjaQhF7xjzdfVq1fJ1dWVTE1NSSqVkp2dHQUGBlJJSYmo3q1bt2pcTPLFhS2dnJwUFqxNSUmptr2bm5tC3yIjI8ne3p6kUilZW1tTUFCQwkKn69atI2dnZzIxMSFNTU0yMzMjT09PSkhIUOn8X/XTymrax/MWLVpEEomELl++LCq/f/8+zZw5k1q1akXa2tpkb29P4eHhSheYP378OLm5uZGenh7p6enRoEGD6OTJkwr78/DwIAsLC9LW1iZra2uaN2+ewqKitb0+dV2ElIiopKSEAgMDqVOnTiSVSqlFixbUrVs3WrhwIeXm5gr1fv75Z+revTvp6OhQmzZt6JNPPqHExERehJTVWVFREWlpadGmTZsauytNlrOzM40dO7axu8FYk9GQeZEyUPKQCCKi0aNHU+vWrUlbW5ssLS3p/fffp8zMTJXOqTGf4tpQeVFwcDB16NCBZDIZGRsbk5eXF/3yyy8K/ZkyZUqNfVL28DJlrw/nRay54ZyodpwTsfokIWrkxWvY/6zi4mKYmpoiIiICc+fObezuNEm9e/eGjY0NYmNjG7srjL229u/fj7lz5+LatWtqPdjhf0VRUREsLCxw/vx54RZ4xtirx3lR7TgvYqx+cU5UM86JWH3jATrWaPgDoGb8AcAYY4z97+C8qGacFzHGGHvd8QAdY4wxxhhjjDHGGGONSPkqzYwxxhhjjDHGGGOMsQbBA3SMMcYYY4wxxhhjjDUiHqBjTVZxcTEWL14MDw8PWFhYQCKRYOXKldXWP3fuHIYMGQIDAwMYGxvD19cXGRkZSutu3LgRnTt3hkwmQ7t27RAcHIzKykqV+lVZWYng4GDY2tpCJpOhc+fO2Lhxo9K6GRkZ8PX1hbGxMQwMDDB06FCcO3dOVIeIEBQUhDZt2qBly5b48MMPUVFRIapTWFgIKysrhcd+M8bqV33FoYiICPj6+qJdu3aQSCRwd3dXuU+3b9+Gj48P2rdvD319fbRo0QI9e/bEpk2bUFVVJaq7bds2eHt7w9bWFrq6urCzs8Ps2bPx119/iepxHGKsaWuqOdHzkpOTIZFIIJFIkJ+fL9rGsYix10N9xKJr167h448/hpOTE4yNjWFqagoXFxfs2bOnTn2sKRZdvHgRc+bMQd++faGvrw+JRIJjx44p7INjEWs0jfX4WMZqc+vWLWrRogW5urqSv78/AaCgoCCldS9fvkyGhoY0YMAA2r9/P8XFxVHXrl3JysqK7t27J6q7Zs0akkgktHTpUkpJSaGwsDCSSqU0ffp0lfrl7+9PMpmMwsLCKCUlhQICAkgikVBISIio3r1798jKyoq6du1KcXFxtH//furfvz8ZGhrSlStXhHpfffUV6evrU3R0NO3evZtatmxJq1evFu1r9uzZ5ObmRk+fPlWpj4yxV6O+4lCnTp3ozTffJD8/P7KwsCA3NzeV+3T58mWaPHky7dixg5KTk+nAgQP0wQcfEACaNm2aqK6VlRVNnDiRvvnmGzp27Bht2bKF/va3v1Hr1q0pNzdXqMdxiLGmranmRHLFxcVka2tLVlZWBIDy8vJE2zkWMfZ6qI9YtHHjRurcuTOFhITQoUOH6MCBAzRlyhQCQMHBwWr1r7ZYFBMTQ61bt6a3336bRo4cSQAoJSVFYT8ci1hj4QE61mQ9ffpUCHh5eXk1fgCMGzeOzM3NqbCwUCjLzMwkbW1tWrx4sVCWn59POjo6NGPGDFH7kJAQkkgkdPHixRr7lJ6eThKJhNauXSsqnz59Ounq6tL9+/eFsk8++YS0tbUpMzNTKCssLCRzc3N65513hLJ33nlH1J+QkBDq06eP8PepU6dIV1dXNKjHGGsY9RGHiIiePHki/N61a1e1Buiq884775CWlhaVl5cLZXfv3lWol5aWRgBEiSbHIcaatqaYEz1v7ty51LNnTwoMDFR6UcyxiLHXQ33Eory8PKWDXMOHDyc9PT1RXlOb2mLR8/lXbGxstQN0HItYY+FbXFmTJZ+aXJuqqiokJCRgzJgxMDIyEsptbGwwcOBA7Nu3TyhLSkpCeXk5pk6dKtrH1KlTQUSIj4+v8Vjx8fEgIqXty8rKkJSUJJTt27cPgwYNgo2NjVBmZGQEX19f/Pzzz8KtaOXl5dDX1xfqGBgYoLy8HMCz22lnzJiBgIAAdOrUqdbXQi4zMxMSiQTh4eFYt26dcEuJu7s7rl27hsrKSgQEBMDKygotWrSAj48P7t27p7CfH374QZgCbmBgAE9PT/zxxx+iOmfPnsW7774rHMPW1hbjx49HVlaWqF5MTAwkEglSUlIwe/ZsmJubw8zMDL6+vvjzzz9VPjfGGlJ9xCEA0NB49R+/FhYW0NDQgKamplDWsmVLhXpOTk7Q1NTE7du3hTKOQxyHWNPWFHMiuePHj2Pr1q3Ytm2bKP48j2MRxyL2eqiPWGRubq50n71798ajR4/w4MEDlfqmSixSNf/iWMSxqLHwAB1r9m7evImysjI4OjoqbHN0dMSNGzeEgJqeng4A6Natm6he69atYW5uLmyvTnp6OiwsLGBpaalwnOf3X1ZWhps3b1bbp7KyMmH9hX79+iE2NhYXL15EVlYWoqKi0K9fPwBAeHg4qqqqEBAQUOvroMzmzZtx8uRJbN68Gdu2bcOVK1cwcuRITJs2DXl5edixYwfCwsKQnJwMf39/Udu1a9di/PjxcHBwwO7du7Fr1y4UFxdjwIABuHTpklAvMzMTnTp1QkREBA4ePIh169bhr7/+grOzs8K6DwDg7+8PbW1tfPvttwgLC8OxY8cwadKkOp0fY02FOnHoVSEiVFVVoaCgAD/88ANiYmKwaNEiaGlp1dguNTUVT548QdeuXYUyjkMch9jroSFzIuBZvjNt2jQsWLAAb775plp95VjEsYi9vl5FXpSSkgILCwulA/wveplYpAzHIo5FjaZxJ/AxppqaplCfPHmSANB3332nsG3t2rUEgP78808ienYrqkwmU3oMe3t78vDwqLEfQ4cOpU6dOindJpVKhanQd+7cIQD02WefKdT79ttvCQCdOnWKiIhKS0vJy8uLABAA6tOnD929e5euX79Oenp69Msvv9TYJ2Vu3bpFAKh79+6iqdwREREEgEaNGiWqv2DBAgIgTEHPzs4mLS0tmjdvnqhecXExWVpaim7RfVFVVRWVlJSQvr4+RUZGCuXR0dEEgObMmSOqHxYWRgDor7/+Uvs8GWtIryoOvaiut7h+9tlnQtyQSCS0bNmyWtsUFRVRly5dqG3btlRcXCyUcxziOMSaj6aSExERLVq0iNq3b0+PHj0iIqKgoCClt5W9iGMRxyLW/NVXXkREFBUVRQBE75ua1CUW1XSLK8cijkWNhWfQsddGTdOtn9+mar2XPY6qdfX09JCYmIicnBxkZmbi9OnTaNmyJWbNmoWJEydiwIABSE1NRa9evWBsbAw3NzeVvtUGgLfffls0lbtLly4AgOHDh4vqycuzs7MBAAcPHkRVVRUmT56Mqqoq4UdHRwdubm6ipx2VlJRgyZIlsLOzg5aWFrS0tGBgYIDS0lJcvnxZoU+jRo0S/S3/Zu3FKdeMNUcvG1/U8f777yMtLQ0HDx7E4sWLER4ejnnz5lVbv7y8HL6+vsjKykJsbCwMDAyEbRyHOA6x10tD5ERnzpxBREQEtmzZAl1dXZX7xrHovzgWsdddXWJMYmIi5s6di7Fjx9aY18jVNRbVhGMRx6LGUvN9MIw1A2ZmZgCA+/fvK2x78OABJBIJjI2Nhbrl5eV49OgR9PT0FOo6OTnVeqzz588rlJeWluLx48cwNTUFAJiYmEAikVTbJwBCXbk2bdoIv+/cuRPp6emIjY3F/fv34e3tjfDwcEycOBEhISHw8fHBpUuXoK2tXWN/XzyGVCqtsVw+1fzu3bsAAGdnZ6X7ff5DZcKECThy5AiWL18OZ2dnGBkZQSKR4O2330ZZWZlCW/n/S04mkwGA0rqMNRfqxKFXxdLSUrjd3sPDAyYmJggICICfnx969uwpqltRUQEfHx+cOHECCQkJ6NOnj9J9chziOMSat4bMifz8/ODr64tevXrh4cOHAP77/i0qKoJMJoOhoaGoDcciMY5F7HVV17zo4MGD8PX1xdChQ/HNN9+o9OVmXWKRqjgWcSxqaDxAx5q9Dh06QFdXFxcuXFDYduHCBdjZ2UFHRwfAf9dZuXDhgigpzM3NRX5+Pt54440aj9WtWzd8//33yM3NFa1DJz+2vL2uri7s7Oyq7ZOuri7at2+v9Bj379/HokWLsHHjRpiYmCAhIQEaGhrCGgSLFy9GSEgIrl27Jlq35VUyNzcHAOzZs0f0kIsXFRYWIiEhAUFBQaJ1GCoqKlRe0JWx14E6cai+9O7dGwBw7do10QBdRUUFvL29kZKSgh9//BGDBw+udV8chxhrnhoyJ7p48SIuXryI2NhYpf3o3r276EtNjkWM/e+oS1508OBBeHt7w83NDXFxccIAVW3UjUV1wbGINRQeoGPNnpaWFkaOHIm9e/ciLCxM+IYkOzsbKSkpWLhwoVDXy8sLOjo6iImJESWj8ifYeHt713is0aNHIzAwEF999RWWLFkiaq+rqwsvLy+hzMfHBxEREbh9+zbatm0LACguLsbevXsxatSoahdy/+ijj+Ds7Ix3330XwLOF4CsqKlBVVQUtLS2UlJQI5fXF09MTWlpauHnzJsaMGVNtPYlEAiISvmWR27ZtG548eVJv/WOsqVEnDtWXlJQUAICdnZ1QJp+tcvToUezduxeenp4q7YvjEGPNU0PmRPKY87yYmBh89dVXiI+PF8084VjEsYj9b1E3Lzp06BC8vb3Rv39/xMfHK7yPaqJOLKorjkWsofAAHWvSEhMTUVpaiuLiYgDApUuXsGfPHgDP7t+X35IRHBwMZ2dnjBgxAgEBASgvL8eKFStgbm6ORYsWCfszNTVFYGAgli9fDlNTU3h4eCAtLQ0rV66Ev78/HBwchLo7d+6En58fduzYgcmTJwMAunbtimnTpiEoKAiamppwdnbGoUOHsHXrVqxZs0Y0Nfnjjz/Grl27MHz4cKxatQoymQyhoaEoLy/HypUrlZ7v0aNHERcXJ1rDoG/fvtDQ0MDcuXMxbtw4bNy4Eba2tmo91ltdtra2WLVqFZYtW4aMjAx4eXnBxMQEd+/exZkzZ6Cvr4/g4GAYGRnB1dUV4eHhMDc3h62tLVJTU7F9+/ZXfjsfY43lVcchADh79iwyMzMBPLv9goiEfTo7OwvfjCqLQ0FBQbh79y5cXV3Rpk0bPHz4EElJSYiKisK4ceNEt6WNHTsWiYmJWLZsGczMzHD69Glhm5GRkSjmyXEcYqxpamo5kbu7u0If5Wsgubi4CLM9AI5FHIvY6+RVx6ITJ07A29sblpaW+PTTTxVmuzk4OMDIyAjAy8eiR48e4cCBAwAgxKHU1FTk5+dDX18fw4YNU9gXxyLWoBrl0RSMqcjGxkZ4es6LP7du3RLVPXv2LA0ePJj09PTIyMiIvL296caNG0r3GxkZSfb29iSVSsna2pqCgoLo8ePHojryp9pER0eLyh8/fkxBQUFkbW1NUqmU7O3tacOGDUqPc+PGDfL29iYjIyPS09OjwYMH0++//660bllZGXXs2JHCw8MVth0+fJi6detGenp69NZbb9Eff/yh/AX7D/lTgl7cV0pKCgGg2NhYpeealpYmKo+Pj6eBAweSkZERyWQysrGxobFjx1JycrJQJycnh8aMGUMmJiZkaGhIXl5elJ6eTjY2NjRlypRajyHvk7InKDHWFNRHHJoyZUq1+3w+5iiLQz/99BMNGTKEWrVqRVpaWmRgYEC9e/emDRs2UGVlpeg41R0DgNInx3IcSqnxnBhrTE0xJ3pRdU9O5FjEsYi9Pl51LJLHjep+nn8/vGwskscDZT82NjYK++FYlFLjObFXT0JUj/MwGWOMMcYYY4wxxhhjNdKovQpjjDHGGGOMMcYYY6y+8AAdY4wxxhhjjDHGGGONiAfoGGOMMcYYY4wxxhhrRDxAxxhjjDHGGGOMMcZYI+IBOsYYY4wxxhhjjDHGGhEP0DHGGGOMMcYYY4wx1oh4gI4xxhhjjDHGGGOMsUbEA3SMMcYYY4wxxhhjjDUiHqBjjDHGGGOMMcYYY6wR8QAdY4wxxhhjjDHGGGONiAfoGGOMMcYYY4wxxhhrRDxAxxhjjDHGGGOMMcZYI/p/9/72Gi3CuhkAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "compare([ensemble_tsp] + ensemble, test_set(40, 200), opt=opt2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the rankings, note that there are only 40 problems, but 80 entries in the `#1` column. That's because for ties, the co-winners both appear in the `#1` column, and by definition, the `ensemble_tsp` will always tie with one of the components of the ensemble. All three component algorithms contribute to the ensemble.\n", "\n", "For tour lengths, `ensemble_tsp` is the best (by definition), but only by a small amount. Is it worth it to more than triple the run time to get less than a 1% improvement in tour length over `greedy_tsp` alone?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Different Sizes of City Sets\n", "\n", "Let's see if the results are different for different-sized city sets. We had been doing 50 samples of 200-city sets; let's try 40 samples of 500-city sets. I'll just look at the three top (individual) algorithms, with `opt2` optimization:" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " #1 #2 #3 | Algorithm\n", " --- --- --- | ---------\n", " 7 29 4 | rep_nearest_tsp\n", " 32 7 1 | greedy_tsp\n", " 1 4 35 | mst_tsp\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "compare(ensemble, test_set(40, 500), opt=opt2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this size `greedy_tsp` is a more clear winner. \n", "\n", "What if the samples were not picked randomly from the 2-D plane, but rather from the USA map?" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " #1 #2 #3 | Algorithm\n", " --- --- --- | ---------\n", " 12 15 13 | rep_nearest_tsp\n", " 25 11 4 | greedy_tsp\n", " 3 14 23 | mst_tsp\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "USA_test_set = tuple(Cities(sample(USA, 500, i)) for i in range(40))\n", "\n", "compare(ensemble, USA_test_set, opt=opt2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`greedy_tsp` still has the lead.\n", "\n", "What happens when we go up to 1,000-city sets?" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " #1 #2 #3 | Algorithm\n", " --- --- --- | ---------\n", " 1 18 1 | rep_nearest_tsp\n", " 19 1 0 | greedy_tsp\n", " 0 1 19 | mst_tsp\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "compare(ensemble, test_set(20, 1000), opt=opt2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We get a similar picture, with `greedy_tsp` showing an even bigger lead. I'll stop here.\n", "\n", "# Benchmarking Exact Algorithms\n", "\n", "Here I compare the two exact algorithms, Exhaustive Search and Held-Karp, to the (approximate) ensemble algorithm. I'll try both 9 and 10-city test suites:" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " #1 #2 #3 | Algorithm\n", " --- --- --- | ---------\n", " 50 0 0 | exhaustive_tsp\n", " 50 0 0 | held_karp_tsp\n", " 43 0 7 | ensemble_tsp\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "compare([exhaustive_tsp, held_karp_tsp, ensemble_tsp], test_set(50, 9))" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " #1 #2 #3 | Algorithm\n", " --- --- --- | ---------\n", " 30 0 0 | exhaustive_tsp\n", " 30 0 0 | held_karp_tsp\n", " 29 0 1 | ensemble_tsp\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "compare([exhaustive_tsp, held_karp_tsp, ensemble_tsp], test_set(30, 10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This says that while `ensemble_tsp` does not give a guarantee of an optimal tour, in practice on small random city sets it performs almost as well as the exact algorithms (within 0.1%), only much faster.\n", "\n", "\n", "# Further Explorations\n", "\n", "\n", "That's all I'm going to write for now. But there are still plenty of open questions for you to explore:\n", "\n", "* **Branch and Cut**: this is a technique to cut off a search early, when a partial solution is obviously not optimal. We saw how Held-Karp cuts off some permutations of cities when another permutation is better. A refinement on that is to keep track of, say, the best total length of the segment going through all the Bs cities. Then, any time you have a partial segment through some of the Bs cities that exceeds the best total, we can stop right there, before even finishing all the Bs. With this technique, you can find optimal tours for around 50 cities.\n", "* **Linear programming**: Look up the topic \"linear programming\" and see how it applies to TSP.\n", "* **Heuristic Algorithms**: There are many approaches for using heurisitic estimates to find good (but not optimal) tours. For example, *ant colony optimization algorithms* make random choices of which link to follow, and then the links that occur in the best tours get reinforced with some virtual pheromones, and other ants tend to follow those pheromones. *Simulated annealing* takes its inspiration from metallurgy.\n", "* The **[Lin-Kernighan heuristic](http://akira.ruc.dk/~keld/research/LKH/LKH-1.3/DOC/LKH_REPORT.pdf)** is a generalization of `opt2` that can split the tour into more than two pieces, and considers all ways to put it back together. With such tricks, approximate algorithms can handle hundreds of thousands of cities and come within 0.01% of the shortest possible tour.\n", "* The **[Christofides algorithm](https://en.wikipedia.org/wiki/Christofides_algorithm)** gives a guarantee of 3/2 the optimal tour length (improving on the minimum-spanning-tree guarantee of 2).\n", "* Can you explain why `mst_tsp` produces a guaranteed result, while `greedy_tsp` does not, even though the two algorithms have similar structure in the way they iterate over `shortest_links_first`?\n", "* The code in this notebook was designed for clarity, not efficiency. Can you make the code faster?\n", "* **[William Cook](https://www.math.uwaterloo.ca/~bico/)** has a comprehensive \n", "[web page](http://www.math.uwaterloo.ca/tsp/) on the TSP, as well as a great \n", "[book](https://press.princeton.edu/titles/9531.html) and a\n", "[draft chapter](http://www.math.uwaterloo.ca/~bico/papers/comp_chapter1.pdf) on Discrete Optimization featuring TSP. Like my notebook here, Cook's chapter goes through a variety of algorithms for TSP, describing each one in prose and code. His coding style is different because he uses C (in an imperative style) while I used Python (in a mostly functional style). His code is much more efficient (but if it is 100 times faster, that might only mean two more cities on `exhaustive_tsp`). Cook chooses a different set of algorithms to explore, with\n", "more emphasis on optimizing algorithms that find guaranteed shortest tours. I find his explanations and code\n", "are both beautiful and concise, and I think it is very interesting that\n", "there can be two quite different approaches, which (in my opinion) both turn out very well. \n", "* If you are heavily into math, there's a [taxonomy](http://cstheory.stackexchange.com/questions/9241/approximation-algorithms-for-metric-tsp) of solutions.\n", "* What else are you interested in?" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15" } }, "nbformat": 4, "nbformat_minor": 4 }