{ "cells": [ { "cell_type": "markdown", "id": "a987ac3f-86e1-478e-bc8e-bbd587b874af", "metadata": {}, "source": [ "
Peter Norvig
May 2023
\n", " \n", "# The Diamond Game: A Probability Puzzle\n", "\n", "Puzzle master [**Wei-Hwa Huang**](https://en.wikipedia.org/wiki/Wei-Hwa_Huang) poses this problem (reworded by me): \n", " \n", "*You are playing a game where a merchant has a stockpile of bags for sale. Each bag contains an unknown number of diamonds. You can **buy** a randomly selected bag for 12 coins, look in the bag to see how many diamonds there are, and immediately decide whether to **keep it**, or **sell it back** for 11 coins. You can also (as many times as you want and at no cost) **peek** at a random bag and count the diamonds, without the option to buy. What is a good **strategy** for **maximizing** the number of diamonds in the bags you keep?*\n", " \n", "In this notebook I solve the problem and along the way demonstrate three things:\n", "- How to reason with probability.\n", "- How to compute the optimal strategy for a game like this.\n", "- How to use data visualizations to better understand the results.\n", " \n", "# The main concepts\n", " \n", "- **Strategy**: In general, a **strategy** for a game is a policy for choosing an **action**, in each possible **situation**. \n", "- **Actions**: The actions are to **peek** at or **buy** a bag, and after buying to **keep** the bag or **sell** it back, and finally to **stop** the game. \n", "- **Situations**: A situation consists of:\n", " 1) The number of coins you have.\n", " 2) The number of diamonds in the bag you just bought. \n", " 3) What you have learned about the distribution of diamonds from peeking. \n", " - The situation does **not** include the number of diamonds you have already bought, because that information is irrelevant to what your best strategy should be; you are always trying to get more diamonds, regardless of how many you already have.\n", "- **Stockpile**: By default, I'll say a stockpile is 1,000 bags with mean 100 diamonds per bag.\n", "- **Peeks**: By default, a player peeks at 100 bags. (That should be plenty, but I'll test to make sure.)\n", "- **Probability distribution**: A collection of bags can be represented as a dict of integer diamond counts: which counts are possible, and how often did each occur. \n", " \n", "# Good Strategy\n", "\n", "Here's what I think a good strategy should do:\n", "- **Use the coins**: The goal is to maximize diamonds, not coins, so don't **stop** if you have enough coins to buy a bag. Also, don't **sell** a bag back if that would leave you with not enough coins to buy another bag.\n", "- **Peek first**: If you're going to do a certain number of **peeks** eventually, it is always better to do all the peeks before any buys, so they can inform your future keep/sell choices. This is because peeks are free. If peeks had a cost, a good strategy would consider peeks that are contingent on the result of previous peeks and buys. \n", "- **Keep or sell**: Once we accept the \"use the coins\" and \"peek first\" ideas, the remaining action choices are just **keep** or **sell**.\n", "- **Maximize expected value of diamonds**: With 13 coins, buy a bag. Suppose it has *d* diamonds. Keep it if you think *d* is more than what you'd expect to get from selling it back and buying a different bag. With 14 or more you have to think ahead, considering the value of keeping or selling on this turn as well as on subsequent turns. No strategy can *guarantee* a maximal number of diamonds, because the number you get depends in part on random luck of the draw. Instead of a guarantee, we can evaluate a strategy by its [**expected value**](https://en.wikipedia.org/wiki/Expected_value): the expected value of the number of diamonds obtained, starting from a given situation, averaged over all possible random selections of bags from the stockpile.\n", "- **Expected value is expected number**: We will assume that the expected *value* of the diamonds is the expected *number* of the diamonds. (This isn't necessarily so. Suppose that later in the game there was an important thing you could do if you have 100 diamonds, but not if you have less. Then the value of 100 diamonds is, say, twice the value of 99 diamonds, not 1% more. But we aren't given any threshold values like 100, so we will assume that each additional diamond is equally valuable.)\n", "\n", " \n", "# Preliminaries\n", " \n", "Let's get these out of the way first: imports of necessary modules, and some constants: " ] }, { "cell_type": "code", "execution_count": 1, "id": "87ae23c0-9145-4271-be91-c1cd032fba9f", "metadata": {}, "outputs": [], "source": [ "import functools\n", "import matplotlib.pyplot as plt\n", "import random\n", "from typing import *\n", "from statistics import mean, stdev\n", "\n", "BUY = 12 # How many coins a bag costs\n", "SELL = 11 # How many coins you get from selling a bag back\n", "MEAN = 100 # Average number of diamonds in a bag\n", "BAGS = 1000 # Default number of bags in the merchant's stockpile\n", "PEEKS = 100 # Default number of peeks at the stockpile\n", "\n", "cache = functools.lru_cache(None) # Decorator\n", "\n", "random.seed(42) # For reproducability" ] }, { "cell_type": "markdown", "id": "a0827ec9-3ee5-48ab-8e83-27dbd37120af", "metadata": {}, "source": [ "# Discrete probability distributions\n", "\n", "There are two different collections of bags that we need to represent:\n", "- The merchant's stockpile of bags.\n", "- The bags that the player has peeked at.\n", "\n", "In both cases we need to know the number of diamonds in each bag–we want to represent a collection of integers, and how often each of those integers appears. This is called a [**discrete probability distribution**](https://en.wikipedia.org/wiki/Probability_distribution#Discrete_probability_distribution). I implement this with the class `ProbDist`, a subclass of Python's `Counter` class, that works as follows:\n", "- `P = ProbDist([[108, 92, 108, 100, 92])` makes a distribution `P` with 5 samples.\n", "- `P = ProbDist({108: 2, 92: 2, 100: 1})` makes the same distribution in a different way.\n", "- `P(d)` gives the *probability* of `d` diamonds (e.g. `P(108) == 2/5`).\n", "- `P[d]` gives the *count* of `d` diamonds (e.g. `P[108] == 2`).\n", "- `P` is *hashable*, so that it can be passed to functions with a `cache` decorator. Caching is crucial for efficiency.\n", "- The attributes `P.n, P.μ, P.σ` give the total count, mean, and standard deviation of the values in `P`, respectively.\n", "- The `__str__` method gives an informative description of the distribution, including a descriptive `name`.\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "4a5d3d85-57ec-45d7-853d-85e58113cc5c", "metadata": {}, "outputs": [], "source": [ "class Hashable:\n", " \"\"\"A mixin that hashes objects based on their identity, `id(self)`.\"\"\"\n", " def __hash__(self): return id(self)\n", " def __eq__(self, other): return self is other\n", "\n", "class ProbDist(Hashable, Counter):\n", " \"\"\"A discrete probability distribution, mapping values to frequencies.\"\"\"\n", " def __init__(self, samples: Union[Iterable, Mapping], name='ProbDist'):\n", " \"`samples` can be either an iterable of values, or a {value: count} mapping.\"\n", " super().__init__(samples)\n", " values = list(self.elements())\n", " self.μ = mean(values)\n", " self.σ = stdev(values)\n", " self.n = len(values)\n", " self.name = name\n", " def __call__(self, d) -> float: return self[d] / self.n\n", " def __str__(self) -> str: return f'{self.name}[μ={self.μ:.1f}, σ={self.σ:.1f}, n={self.n:,d}]'" ] }, { "cell_type": "markdown", "id": "26f30076-ad7b-45b7-b374-de7fbf584131", "metadata": {}, "source": [ "Here's an example of building a probability distribution, `P`, from five values, and making some assertions about it:" ] }, { "cell_type": "code", "execution_count": 3, "id": "04519783-37b6-4835-b314-0cf0d0bd82bd", "metadata": {}, "outputs": [], "source": [ "P = ProbDist([108, 92, 108, 100, 92])\n", "\n", "assert P[108] == 2 # number of times 108 occurs\n", "assert P(108) == 2/5 # probability of 108\n", "assert P.n == 5 # total number of samples in the distribution\n", "assert P.μ == 100 # mean of the samples\n", "assert P.σ == 8 # standard deviation of the samples\n", "assert dict(P) == {108: 2, 92: 2, 100: 1} \n", "assert repr(P) == 'ProbDist({108: 2, 92: 2, 100: 1})'\n", "assert str(P) == 'ProbDist[μ=100.0, σ=8.0, n=5]'" ] }, { "cell_type": "markdown", "id": "bc29b4d5", "metadata": {}, "source": [ "I will define the function `normal` to create a stockpile of bags that will have a roughly normal (Gaussian) distribution. Then I will define `peek` to peek at some of the bags in a stockpile:" ] }, { "cell_type": "code", "execution_count": 4, "id": "28786f50-8834-4b40-9faf-54dada711091", "metadata": {}, "outputs": [], "source": [ "def normal(σ, μ=MEAN, n=BAGS) -> ProbDist:\n", " \"\"\"A ProbDist of `n` integers sampled from a Normal distribution with mean `μ` and standard deviation `σ`.\"\"\"\n", " values = [max(0, round(random.gauss(μ, σ))) for _ in range(n)]\n", " return ProbDist(values, 'normal')\n", "\n", "def peek(stockpile: ProbDist, peeks=PEEKS) -> ProbDist:\n", " \"\"\"A ProbDist formed by peeking at `peeks` values sampled randomly from stockpile.\"\"\"\n", " values = random.choices(list(stockpile), list(stockpile.values()), k=peeks)\n", " return ProbDist(values, stockpile.name + '_peek')" ] }, { "cell_type": "markdown", "id": "07b5c3b6-b3e2-444e-b6cb-5dee7e6e2fd8", "metadata": {}, "source": [ "We see that a `peek` at 100 bags does a good job of capturing the statistics of a stockpile:" ] }, { "cell_type": "code", "execution_count": 5, "id": "e864cd55-5c9c-46a5-b006-10de35f25d6e", "metadata": {}, "outputs": [], "source": [ "stock1 = normal(σ=1)\n", "peek1 = peek(stock1, peeks=100)" ] }, { "cell_type": "code", "execution_count": 6, "id": "5bb94ae2-8c73-43b4-8431-036572b6a3d7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "normal[μ=100.0, σ=1.1, n=1,000]\n" ] } ], "source": [ "print(stock1)" ] }, { "cell_type": "code", "execution_count": 7, "id": "5259d068-a6b1-4277-a8e6-eed5c3239186", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "normal_peek[μ=100.0, σ=1.0, n=100]\n" ] } ], "source": [ "print(peek1)" ] }, { "cell_type": "code", "execution_count": 8, "id": "1fddb469-ed3f-4258-a545-b937bd00d204", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(100, 373),\n", " (99, 252),\n", " (101, 233),\n", " (102, 67),\n", " (98, 64),\n", " (97, 7),\n", " (103, 3),\n", " (104, 1)]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stock1.most_common() # Most common outcomes and their counts" ] }, { "cell_type": "code", "execution_count": 9, "id": "ce79bb5f-4067-4556-a157-c3c4893b4a6a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(100, 40), (101, 26), (99, 24), (98, 5), (102, 4), (97, 1)]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "peek1.most_common()" ] }, { "cell_type": "markdown", "id": "1a4641c9-1b67-4a3d-a093-88fe1c9bca04", "metadata": {}, "source": [ "We see that 100 is the most common outcome; then 99 and 101; then 98 and 102; and so on." ] }, { "cell_type": "markdown", "id": "3193d3bd-eaf7-4b9f-acc7-5102af1a313b", "metadata": {}, "source": [ "# Strategies\n", "\n", "We previously explained that it best to do all the peeks first, and to continue buying bags until the coins are exhausted. So we'll assume that all strategies do that, and we're left with the task of making **keep**/**sell** choices. I will use two conventions:\n", "- A **strategy** is a function, `strategy(c, d)`, that returns `'keep'` if a player who just bought a bag with `d` diamonds and has `c` coins remaining should keep the bag, and otherwise returns `'sell'`. \n", "- A **strategy maker** is a function that is passed a distribution of peeked-at bags and returns a strategy function.\n", "\n", "For example, `cutoff_strategy` is a strategy maker such that `cutoff_strategy(peeks, 0.95)` returns a strategy function that keeps all bags with at least 95% of the mean number of diamonds in `peeks`. (Also, if it started with exactly BUY coins, it keeps the bag, because selling it back would not yield enough coins to buy another bag.)" ] }, { "cell_type": "code", "execution_count": 10, "id": "5970413b-5752-4033-8168-c2cbbac6f3a1", "metadata": {}, "outputs": [], "source": [ "Action = Literal['keep', 'sell'] # The two possible actions\n", "Strategy = Callable[[int, int], Action] # strategy(coins, diamonds) -> 'keep' | 'sell'\n", "\n", "def cutoff_strategy(peeks: ProbDist, ratio=1.0) -> Strategy:\n", " \"\"\"Strategy to keep all bags with `ratio * P.μ` or more diamonds. \n", " Also keep a bag if selling it back would not yield enough coins to buy another bag.\"\"\"\n", " cutoff = ratio * peeks.μ\n", " def strategy(c: int, d: int) -> Action: \n", " return 'keep' if (c == BUY or d >= cutoff) else 'sell'\n", " strategy.__name__ = f'cutoff_{cutoff:.0f}' # Give the strategy a descriptive name\n", " return strategy" ] }, { "cell_type": "markdown", "id": "b23e0fe4-5d9e-4edd-be37-097e447ed436", "metadata": {}, "source": [ "Here are some examples of a cutoff strategy deciding what action to take:" ] }, { "cell_type": "code", "execution_count": 11, "id": "2023f0ce-4bf4-442f-87bf-a3bee5c6a4bc", "metadata": {}, "outputs": [], "source": [ "strategy = cutoff_strategy(peek1, 0.95) # A strategy to keep bags at least 95% of the mean of peek1\n", "\n", "assert strategy(42, 92) == 'sell' # 92 is below the cutoff; sell it back\n", "assert strategy(42, 103) == 'keep' # 103 is above the cutoff; keep it" ] }, { "cell_type": "markdown", "id": "961d5ed9-dc05-46d3-84e6-f6c0f7d56264", "metadata": {}, "source": [ "# Expected value\n", "\n", "I'll define $E(P, \\textit{strategy}, c)$ to be the expected number of diamonds that can be bought with $c$ coins, from a stockpile with distribution $P$, when the player follows the given $\\textit{strategy}$. The expected value is 0 if we don't have enough coins to buy any bags, and otherwise is the probability-weighted average, over all possible bags, of the expected value of the result of either keeping or selling back the bag, depending on what the strategy says to do. When the cost of a bag is 12 this can be written as:\n", "\n", "\n", "$$E(P, \\textit{strategy}, c) = \\sum_{d \\in P} P(d) \\left\\{ \\begin{array}{ l l }\n", " 0 & \\textbf{if } c < 12 \\\\\n", " E(P, \\textit{strategy}, c - 12) + d & \\textbf{if } \\textit{strategy}(c, d) = \\textit{keep} \\\\\n", " E(P, \\textit{strategy}, c - 12 + 11) & \\textbf{if } \\textit{strategy}(c, d) = \\textit{sell}\n", " \\end{array}\\right.$$\n", " \n", "Our game is small enough that it is computationally feasible to do an exact expected value calculation, as long as we cache results:" ] }, { "cell_type": "code", "execution_count": 12, "id": "cac11aac-5f3a-4db0-87ec-095434692202", "metadata": {}, "outputs": [], "source": [ "@cache\n", "def E(P: ProbDist, strategy: Strategy, c: int) -> float:\n", " \"\"\"The expected number of diamonds that can be bought with `c` coins using `strategy`,\n", " when the stockpile of bags has distribution `P`.\"\"\" \n", " return (0 if c < BUY else\n", " sum(P(d) * (E(P, strategy, c - BUY) + d if strategy(c, d) == 'keep' else \n", " E(P, strategy, c - BUY + SELL)) \n", " for d in P))" ] }, { "cell_type": "markdown", "id": "e93ec7ef-1cdf-45a2-b3f7-6a646588cfbc", "metadata": {}, "source": [ "This function always terminates because each recursive call reduces the number of coins, and when we get down to fewer than 12 coins, the expected value is always zero. If this was not the case (say, if you could have a negative balance of coins and still continue the game) then this computation of $E$ would lead to an infinite loop.\n", "\n", "# Optimal strategy\n", "\n", "For any game, the optimal strategy is to *take the action that leads to the highest expected value*. That may sound trivial or circular: \"the best strategy is to choose the best action.\" But it is actually neither trivial nor circular, and can be implemented with the strategy maker `optimal_strategy`: " ] }, { "cell_type": "code", "execution_count": 13, "id": "1f696165-19f9-4d6e-911f-cbc2d9f41e3a", "metadata": {}, "outputs": [], "source": [ "def optimal_strategy(peeks: ProbDist) -> Strategy:\n", " \"\"\"Strategy to take the action (keep or sell) that leads to the highest expected value.\"\"\"\n", " def optimal(c: int, d: int) -> Action:\n", " return 'keep' if E(peeks, optimal, c - BUY) + d > E(peeks, optimal, c - BUY + SELL) else 'sell'\n", " return optimal" ] }, { "cell_type": "markdown", "id": "b91acd05", "metadata": {}, "source": [ "One subtle but important point: if we want to know the *true* expected value of a situation, we would call `E(c, stockpile, strategy)`. That's easy enough for us to do as outside observers of the game. But a player *in* the game does not have access to the stockpile; all they have is an *estimate* of the stockpile distribution, gained from peeks. We will see that usually the estimate is quite good." ] }, { "cell_type": "markdown", "id": "e2ff0dc8-ed00-4548-a054-cc4004aeab5f", "metadata": {}, "source": [ "Here we see the optimal strategy in action:" ] }, { "cell_type": "code", "execution_count": 14, "id": "fa73f557-2ae4-42ac-9fc4-5d9f35a80768", "metadata": {}, "outputs": [], "source": [ "stock10 = normal(σ=10) # A stockpile with standard deviation 10 (and mean 100)\n", "peek10 = peek(stock10) # A probability distribution formed by peeking at some bags\n", "optimal = optimal_strategy(peek10) # The optimal strategy with respect to peek10\n", "\n", "assert 99 < peek10.μ < 101 # The mean of peek10 should be somewhere around 100\n", "assert 9 < peek10.σ < 11 # The standard deviation of peek10 should be somewhere around 10\n", "assert optimal(13, 98) == 'sell' # sell back because we expect about 100 on the next buy\n", "assert optimal(13, 103) == 'keep' # keep because we expect about 100 on the next buy\n", "assert optimal(15, 103) == 'sell' # 103 is an above average bag, but we have 3 chances to do better; sell it\n", "assert optimal(23, 110) == 'sell' # 110 is a very good bag, but we have 11 chances to do better; sell it\n", "assert optimal(23, 116) == 'keep' # Even with 11 more chances, it is tough to beat a bag with 116 diamonds\n", "assert optimal(12, 50) == 'keep' # keep because if we sold we couldn't buy another bag" ] }, { "cell_type": "markdown", "id": "cc49d59a-9a0c-4a68-8515-c868b892e1f9", "metadata": {}, "source": [ "We can use the strategy to play a random instance of the game:" ] }, { "cell_type": "code", "execution_count": 15, "id": "c95654f3-c583-4a47-9be3-c0e7da3b2606", "metadata": {}, "outputs": [], "source": [ "def play(strategy, coins: int, stockpile: ProbDist, verbose=True) -> List[int]:\n", " \"\"\"Play a game using `strategy` and return the list of bags kept. Optionally print each action.\"\"\"\n", " bags = list(stockpile.elements())\n", " kept = [] # List of bags kept\n", " while coins >= BUY: # While you have enough coins to buy a bag:\n", " coins -= BUY # Buy a bag\n", " bag = random.choice(bags) # Count the diamonds in the bag\n", " action = strategy(coins, bag) # Decide whether to keep it or sell it back\n", " if action == 'keep':\n", " kept.append(bag)\n", " else:\n", " coins += SELL\n", " if verbose: \n", " print(f'{bag:3d} diamond bag: {action} it (total: {sum(kept):3d} diamonds and {coins:3d} coins.')\n", " return kept" ] }, { "cell_type": "code", "execution_count": 16, "id": "562696b4-9786-4b64-ab89-9147aeb163b0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 88 diamond bag: sell it (total: 0 diamonds and 94 coins.\n", " 96 diamond bag: sell it (total: 0 diamonds and 93 coins.\n", " 98 diamond bag: sell it (total: 0 diamonds and 92 coins.\n", "102 diamond bag: sell it (total: 0 diamonds and 91 coins.\n", " 97 diamond bag: sell it (total: 0 diamonds and 90 coins.\n", " 88 diamond bag: sell it (total: 0 diamonds and 89 coins.\n", " 87 diamond bag: sell it (total: 0 diamonds and 88 coins.\n", "117 diamond bag: keep it (total: 117 diamonds and 76 coins.\n", " 92 diamond bag: sell it (total: 117 diamonds and 75 coins.\n", " 89 diamond bag: sell it (total: 117 diamonds and 74 coins.\n", "109 diamond bag: keep it (total: 226 diamonds and 62 coins.\n", " 79 diamond bag: sell it (total: 226 diamonds and 61 coins.\n", "113 diamond bag: keep it (total: 339 diamonds and 49 coins.\n", "106 diamond bag: keep it (total: 445 diamonds and 37 coins.\n", " 95 diamond bag: sell it (total: 445 diamonds and 36 coins.\n", "108 diamond bag: keep it (total: 553 diamonds and 24 coins.\n", "103 diamond bag: keep it (total: 656 diamonds and 12 coins.\n", "108 diamond bag: keep it (total: 764 diamonds and 0 coins.\n" ] }, { "data": { "text/plain": [ "[117, 109, 113, 106, 108, 103, 108]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "play(optimal_strategy(peek10), 95, stock10)" ] }, { "cell_type": "markdown", "id": "b4d4c4e4-4924-4fe3-88b5-3ef62e8fbda4", "metadata": {}, "source": [ "**We've solved the problem!** \n", "\n", "We could stop here, but I have some remaining questions! \n", "\n", "___\n", "\n", "# Visualizing a Strategy\n", "\n", "\n", "\n", "We have *defined* the optimal strategy, but do we *understand* it? In exactly which situations should we keep a bag and when should we sell it back? What's a concise intuitive explanation for these results? Here's some code that might lead to some understanding:" ] }, { "cell_type": "code", "execution_count": 17, "id": "f8d70f31-7fd3-47f2-9d7e-642c0e80b605", "metadata": {}, "outputs": [], "source": [ "plt.rcParams[\"figure.figsize\"] = (14, 6)\n", "\n", "COINS = range(12, 121) # Range of coin values to examine\n", "\n", "def plot_strategy(P: ProbDist, strategy):\n", " \"\"\"Plot (coins, diamonds) points for which strategy(c, d) == 'sell'.\"\"\"\n", " points = [(c, d) for c in COINS for d in range(min(P), max(P) + 1) \n", " if strategy(c, d) == 'sell']\n", " plt.scatter(*transpose(points), marker='.', label=strategy.__name__)\n", " decorate(title=f'When to sell back with {strategy.__name__} strategy on {P}')\n", " \n", "def decorate(title, xticks=COINS[::BUY], xlabel='coins', ylabel='diamonds'):\n", " \"\"\"Decorate the plot with title, grid lines, ticks, and labels.\"\"\"\n", " plt.grid(True); plt.xticks(xticks)\n", " plt.title(title); plt.xlabel(xlabel); plt.ylabel(ylabel)\n", " \n", "def transpose(matrix): return zip(*matrix)" ] }, { "cell_type": "markdown", "id": "6b454a23-6c5b-4882-8c3c-b2c17c6caac2", "metadata": {}, "source": [ "The plot below looks at situations where the x-axis lists the number of coins you have before you buy a bag, and the y-axis lists the number of diamonds in the bag you bought. A blue dot at position (x, y) means that the optimal strategy is to sell the bag back in that situation. This is the *true* optimal strategy for `stock10`, obtained by having exact knowledge of the stockpile, something that a player could never obtain exactly." ] }, { "cell_type": "code", "execution_count": 18, "id": "ea737adf-801a-4eb2-96db-e84abd46c994", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_strategy(stock10, optimal_strategy(stock10))" ] }, { "cell_type": "markdown", "id": "1256a5ec-dd6b-4f4a-8d35-50d5456c0a8f", "metadata": {}, "source": [ "Three interesting things about this plot:\n", "- It is made out of sawtooths.\n", "- The edge of each sawtooth goes up as the number of coins mod 12 goes up. When you have an exact multiple of 12 coins, it is (almost always) best to keep the bag you just bought, no matter how bad the bag. For example, with 24 coins it is always better to buy and keep 2 bags than to sell one back and be left with only enough coins to keep 1 bag. With each extra coin from 25 to 35, we can afford to be more picky, and the bag values that we will sell back increase, from 95 up to 109. (The first time that we see a multiple of 12 where it is better to sell a bag back is with 120 coins, and then only for bags with 71 or fewer diamonds. Such bags are more than 3 standard deviations from the mean, so they occur less than 0.5% of the time.)\n", "- The height of each sawtooth goes down as the number of coins increases. I think that is because with, say, 23 coins you know you have 11 chances to buy and sell back the next bag, so you can afford to reject pretty good bags, such as 100 diamonds. With 119 coins you also have 11 extra coins that can be used to buy and sell back, but you need to allocate them over nine different bags that you will be keeping, so you don't want to use them all up right away.\n", "\n", "# Evaluating a strategy with a metric\n", "\n", "It would be nice to have a **single metric** to evaluate how well a strategy does. In the quest to find such a metric, the first question is \"how well a strategy does *what*?\" One answer is \"how well it gains diamonds, on average, starting with various numbers of coins.\" I'll define the function `metric` to do that. It returns the average number of diamonds per 12 coins, averaged over all starting numbers in the argument `coins`:" ] }, { "cell_type": "code", "execution_count": 19, "id": "e3a9ec48", "metadata": {}, "outputs": [], "source": [ "def metric(strategy, P, coins=COINS) -> float:\n", " \"\"\"How many diamonds does the strategy get per 12 coins, averaged over all `coins`.\"\"\"\n", " return mean(E(P, strategy, c) * BUY / c for c in coins)" ] }, { "cell_type": "code", "execution_count": 20, "id": "abc78961", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "94.30207687565489" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "optimal10 = optimal_strategy(peek10)\n", "metric(optimal10, stock10)" ] }, { "cell_type": "markdown", "id": "fddd220c", "metadata": {}, "source": [ "Since the mean of `stock10` is very close to 100, you might be surprised to see that the optimal strategy gets considerably less than that; does that mean something is wrong? ***No***–there's nothing wrong. The explanation is that if the mean is 100, and you only have 11 coins, you won't expect to get 100 x 11/12 diamonds; you get nothing. The metric averages over all the times when you have less than 12 coins and thus get nothing. If you don't like that, you could use a metric that considers just the coins that are multiples of 12; that should give a metric very near 100:" ] }, { "cell_type": "code", "execution_count": 21, "id": "a886cf08", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "99.81587406149296" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metric(optimal10, stock10, range(12, 121, 12))" ] }, { "cell_type": "markdown", "id": "e6238e63", "metadata": {}, "source": [ "And we can look at just the coins that are equal to 11 mod 12; that should give a lower value:" ] }, { "cell_type": "code", "execution_count": 22, "id": "e4c72e13", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "74.27310005707497" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metric(optimal10, stock10, range(11, 100, 12))" ] }, { "cell_type": "markdown", "id": "2ebf54e1-b1c2-4820-9094-c7a69d88846b", "metadata": {}, "source": [ "# Visualizing Expected Values\n", "\n", "The function `plot_E` below allows us to plot the expected value for a strategy as a function of the number of coins. We can compare different stockpiles, strategies, and/or numbers of peeks. The function produces two plots: one that displays the expected **total** number of diamonds as a function of the number of coins, and one that displays the expected number of diamonds **per 12 coins**. (You can think of the second plot as being the same as the first, but rotated so that the x-axis parallels the values where the number of coins mod 12 is zero.)" ] }, { "cell_type": "code", "execution_count": 23, "id": "a880789c", "metadata": {}, "outputs": [], "source": [ "def plot_E(stockpiles: Iterable[ProbDist], strategy_fns=[optimal_strategy], \n", " peeks=[PEEKS], coins=COINS, divide=False):\n", " \"\"\"Plot the expected number of diamonds for different stockpiles, strategies, and coins.\"\"\"\n", " peek_table = {(stock, k): peek(stock, k) for stock in stockpiles for k in peeks} # precompute `peek` calls\n", " for per_coins in ('', ' per 12 coins'):\n", " for (stock, k) in peek_table:\n", " for strategy_fn in strategy_fns:\n", " strategy = strategy_fn(peek_table[stock, k])\n", " diamonds = [E(stock, strategy, c) * ((BUY / c) if per_coins else 1)\n", " for c in coins]\n", " m = metric(strategy, stock, coins)\n", " label = f'{m:.1f}♦︎ {strategy.__name__}({peek_table[stock, k]})'\n", " plt.plot(coins, diamonds, 'o:', label=label)\n", " decorate(title='Expected number of diamonds' + per_coins, xticks=coins[::12])\n", " plt.legend(); plt.show()" ] }, { "cell_type": "markdown", "id": "8cd08502-97a5-409e-ad38-eb238fe3fc68", "metadata": {}, "source": [ "We start with plots showing the expected number of diamonds obtained by the optimal strategy on the `stock10` stockpile:" ] }, { "cell_type": "code", "execution_count": 24, "id": "30b2777e-66a7-41cc-b4db-0a7091e2f13f", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_E([stock10])" ] }, { "cell_type": "markdown", "id": "743fe4d8", "metadata": {}, "source": [ "You can see that there are big jumps in expected return when the coins reach a multiple of 12, which correspond to being able to buy one more bag. Basically, the strategy with 12*b* coins is: \"buy *b* bags, and keep them, no matter what, giving you an expected total of 100*b* diamonds, or 100 diamonds per 12 coins.\" (There are some exceptions to this rule.) \n", "\n", "In between the jumps, the top plot shows gradual increases in total expected diamonds; that's because with each additional coin, we have one more opportunity to sell back a bad bag and hope to get a better one. But the expected number of diamonds per 12 coins (bottom plot) mostly decreases, because the return from the extra opportunities is small. We do see a few slight increases: the diamonds per 12 coins is slightly greater with 110 coins (9 bags plus two extra tries) than it is with 108 coins.\n", "\n", "The expected value plots and the strategy plot tell the same story in two different ways: as we get more coins above a multiple of 12, we become pickier and sell back more bags; this leads to a higher expectation for the bags we keep and thus for our total expected value." ] }, { "cell_type": "markdown", "id": "d56f1880-5662-4012-9127-fa93bb68008d", "metadata": {}, "source": [ "# The effect of standard deviation in the stockpile\n", "\n", "Here is a plot comparing stockpiles with standard deviations of 33, 10, and 1: " ] }, { "cell_type": "code", "execution_count": 25, "id": "a56ff01a-2f64-487b-957a-b86e139d0caf", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stock33 = normal(33) # Stockpile with standard deviation about 33\n", "plot_E([stock33, stock10, stock1])" ] }, { "cell_type": "markdown", "id": "128d6002-3c40-4294-a208-21d21536d6a4", "metadata": {}, "source": [ "We see that with standard deviation 1 or 10, we can't get very far above 100 diamonds per 12 coins. But with standard deviation 33, the gamble of selling a bag back and buying another starts to really pay off, and we end up with about 110 diamonds per 12 coins. \n", "\n", "Below is the strategy plot for the optimal strategy on `stock33`. Note that with 12 coins the strategy is still to keep any bag but with multiples of 12 coins starting with 24 there are bag values that will be sold back, even though that means we will end up with one less bag." ] }, { "cell_type": "code", "execution_count": 26, "id": "8c7cedff-dfbc-4920-991a-b3284bb6fecd", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_strategy(stock33, optimal_strategy(stock33))" ] }, { "cell_type": "markdown", "id": "de69e184", "metadata": { "tags": [] }, "source": [ "# The effect of stockpile distribution shape\n", "\n", "The merchant's stockpile might bear no resemblance to a normal distribution. In this section I compare three stockpile distributions with very different shapes: a normal distribution, a uniform distribution, and a bimodal distribution that is the sum of two normal distributions. The three distributions have (roughly) the same mean and standard deviation. " ] }, { "cell_type": "code", "execution_count": 27, "id": "6ad67b88-584d-4b42-bc02-5499530ad53d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def uniform(μ=MEAN, semiwidth=15, n=BAGS) -> ProbDist: \n", " \"\"\"A ProbDist of n integers chosen uniformly from μ ± semiwidth.\"\"\"\n", " values = [random.randint(μ - semiwidth, μ + semiwidth) for _ in range(n)]\n", " return ProbDist(values, 'uniform')\n", "\n", "def plot_shapes(shapes: Iterable[ProbDist]):\n", " \"\"\"Plot the shapes of some probability dsitributions.\"\"\"\n", " markers = iter('+DosP*xX')\n", " for P in shapes:\n", " X = sorted(P)\n", " plt.plot(X, [P(x) for x in X], next(markers) + '-', label=P)\n", " plt.legend()\n", "\n", "N = 50_000 # Bigger distributions, to make the plots look smoother\n", "bimodal = ProbDist(normal(2.5, 92, n=N*6//10) + normal(2.5, 112, n=N*4//10), 'bimodal')\n", "shapes3 = [bimodal, normal(10, n=N), uniform(semiwidth=17, n=N)] \n", "plot_shapes(shapes3)" ] }, { "cell_type": "markdown", "id": "f4c56898-1545-4468-9169-d519bc30045a", "metadata": {}, "source": [ "Now let's look at the optimal strategy on the three shapes:" ] }, { "cell_type": "code", "execution_count": 28, "id": "967470a9-0cd7-453e-bb5e-08c14ed351c7", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_E(shapes3)" ] }, { "cell_type": "markdown", "id": "17aea730-12fa-455b-8ea4-b96009b24dd6", "metadata": {}, "source": [ "Despite the very different shapes, the expected values differ by less than 1%. **I found this very surprising!**\n", "\n", "# The effect of stockpile mean\n", "\n", "So far, we have looked at stockpiles where the bags have a mean of 100 diamonds. Let's compare that to some stockpiles with a mean of just 10 diamonds (with different standard deviations):" ] }, { "cell_type": "code", "execution_count": 29, "id": "95dcfdb5-d599-493a-a7ec-486c23908c5c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_E([normal(4, 10), normal(2, 10), normal(1, 10)])" ] }, { "cell_type": "markdown", "id": "cda38c96-90b3-467d-a997-104a58e2cf94", "metadata": {}, "source": [ "The results are sinmilar to the results with a mean of 100.\n", "\n", "## Comparing cutoff strategies\n", "\n", "The cutoff strategy has the advantage of being simple to implement for a human player, but it is not optimal. How close is it? And what is the best cutoff? \n", "\n", "First, we can find the best cutoff for any distribution by exhauastive test and comparison:" ] }, { "cell_type": "code", "execution_count": 30, "id": "cb98699a-5ea3-4dde-bcc9-9a6734b7a40b", "metadata": {}, "outputs": [], "source": [ "@cache\n", "def best_cutoff_strategy(P, coins=COINS, cutoffs=range(50, 150)) -> Strategy:\n", " \"\"\"The cutoff strategy that maximizes metric(strategy, P, coins).\"\"\"\n", " strategies = [cutoff_strategy(P, pct/100) for pct in range(101)]\n", " return max(strategies, key=lambda strategy: metric(strategy, P, coins))" ] }, { "cell_type": "markdown", "id": "a6f61e66", "metadata": {}, "source": [ "Here are the best cutoff strategies for the `stock10` and `stock33` stockpiles, compared to the optimal strategies for those stockpiles:" ] }, { "cell_type": "code", "execution_count": 31, "id": "8c918458-5ab6-4837-9d7b-680bab2521e8", "metadata": {}, "outputs": [ { "data": { "image/png": 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t27cnNTWV3r17ExwcrPN2HB0dOXz4MCNGjOCzzz7DzMyMjh07snjxYjp06PCmDjUA8+bNA2DOnDkkJibyv//9j507d2rNn/MmzJw5k7Nnz9K3b18SEhKoVasWGzZswN3dXa7TuHFjzpw5w9dff01AQABxcXHY2tri6emJn5/fK2/bzs6OEydOMH78eMaPH09CQgKlS5dmzpw5jBo16pXa1NPTY/v27YwaNYo5c+aQlpZGvXr12L17Nx4eHnmua2hoyI4dOxgxYgSffvopBgYGNG3alH379r1y7q3cvI1979+/PwCzZ8+mU6dOuLq6MmHCBA4fPsyhQ4fkeg0aNCA4OJhNmzYRFxdHsWLFqF+/Pj///DN2dnZvYvcEQRAE4Y1TSNnH2gqCIAiC8K8WGRmJm5sb3377ba4JmgVBEARBEARBG5ETSRAEQRAEQRAEQRAEQciXCCIJgiAIgiAIgiAIgiAI+RLT2QRBEARBEARBEARBEIR8iZFIgiAIgiAIgiAIgiAIQr5EEEkQBEEQBEEQBEEQBEHIlwgiCYIgCIIgCIIgCIIgCPkyeN8dKCyUSiUPHz7E0tIShULxvrsjCIIgCIIgCIIgCILwRkiSxIsXL3B2dkZPL/fxRiKIpKOHDx9SsmTJ990NQRAEQRAEQRAEQRCEt+LevXuUKFEi1+UiiKQjS0tLIOuAWllZvefevJr09HT27t1L8+bNMTQ0fN/dEXQkzlvhI85Z4STOW+EjzlnhJM5b4STOW+EjzlnhJM5b4fNvOWcJCQmULFlSjn3kRgSRdKSawmZlZVWog0hmZmZYWVkV6ov7v0act8JHnLPCSZy3wkecs8JJnLfCSZy3wkecs8JJnLfC5992zvJL3yMSawuCIAiCIAiCIAiCIAj5EkEkQRAEQRAEQRAEQRAEIV8iiCQIgiAIgiAIgiAIgiDkS+REeoMkSSIjI4PMzMz33RWt0tPTMTAwICUl5YPto6BJnLfCR5yzwkmct1enr6+PgYFBvnPoBUEQBEEQhMJNBJHekLS0NKKjo3n58uX77kquJEnC0dGRe/fuiT/0CxFx3gofcc4KJ3HeXo+ZmRlOTk4YGRm9764IgiAIgiAIb4kIIr0BSqWSiIgI9PX1cXZ2xsjI6IO8AVEqlSQmJmJhYYGenpjJWFiI81b4iHNWOInz9mokSSItLY3Hjx8TERFB2bJlxfETBEEQBEH4lxJBpDcgLS0NpVJJyZIlMTMze9/dyZVSqSQtLQ0TExPxB34hIs5b4SPOWeEkzturMzU1xdDQkLt378rHUBAEQRAEQfj3EX8lv0HipkMQBEH4rxK/AwVBEARBEP79xF98giAIgiAIgiAIgiAIQr5EEEkQBEEQBEEQBEEQBEHIlwgifUAylRIn7zxl26UHnLzzlEyl9L679MH5UB67HRkZiUKh4NKlS299O/r6+ly9elWtfNKkSQwaNOitbvttc3V1JSgo6H13Q6bLOVUoFCgUCooUKfLO+iUIr8PX11e+blXX9s6dO6lWrRpKpfL9dk4QBEEQBEEodEQQ6QMRci2a+rMP0G35KUZsuES35aeoP/sAIdei39o2jxw5Qrt27XB2dkahULB161aNOpIkERgYiLOzM6ampvj6+nL9+nW1Onfu3KFjx47Y2dlhZWWFn58fjx49ynf7S5Yswc3NDRMTE2rUqMHRo0fzrL9y5UoCAgIKsotvRJ8+ffjoo4/UykqWLEl0dDSVKlV65/159OgRCxcuZMKECe982wKsWrWKmzdvvtVt6PKecnV1lYMDqp9x48bl2/aNGzdo37491tbWWFpaUqdOHaKiot7Wruhk6dKlVKlSBSsrK6ysrPDx8eGPP/5Qq9OnTx+N/a1Tp06e7aanpzNt2jTc3d0xMTGhatWqhISEvM1d0Ul0dDTdu3enfPny6Onp5fq5tnnzZjw9PTE2NsbT05MtW7Zo1Mnvc/T333/nzJkzamVt27ZFoVDwyy+/vLF9EgRBEARBEP4bRBDpAxByLZrP1l4gOj5FrTwmPoXP1l54a4GkpKQkqlatyuLFi3OtM2fOHObPn8/ixYs5e/Ysjo6ONGvWjBcvXshtNG/eHIVCwYEDBzh+/DhpaWm0a9cuz2+5N27cSEBAABMnTuTixYs0aNCAVq1a5Xoze+nSJYYOHcrixYvZsGHD6+34G6Cvr4+joyMGBu/+AYcrV67Ex8cHV1fXt7qd9PT0t9p+YVWkSBHs7e3fWvsFeU9NmzaN6Oho+eerr77Ks+07d+5Qv359PDw8OHToEJcvX2bSpEnv/UlaJUqUYNasWZw7d45z587xv//9jw4dOmgErFu2bKm2v7t3786z3a+++oply5axaNEiwsLCGDx4MB07duTixYtvc3fylZqaip2dHRMnTqRq1apa65w8eZKuXbvi7+/P5cuX8ff3x8/Pj9OnT8t1dPkctbGxwc7OTqP9vn37smjRoje/c4IgCIIgCMK/myToJD4+XgKk+Ph4jWXJyclSWFiYlJycrFaelJouJaWmS0qlUi5LTc+UklLTpZT0DEmSJCkjUynVmblPchm7U+uP69idUu2Z+6SMTKVGu5nZytIyMvPdh8zMTCkuLk7KzNSsC0hbtmxRK1MqlZKjo6M0a9YsuSwlJUWytraWfvjhB0mSJGnPnj2Snp6e2nF59uyZBEihoaG59qVWrVrS4MGD1co8PDykcePGadSNi4uTSpcuLQESIJmbm0thYWH57q8kSdLdu3el9u3bS+bm5pKlpaX08ccfSzExMfLyKVOmSFWrVpV++OEHqUSJEpKpqanUpUsXKS4uTl6u2q7q5+DBg1JERIQESBcvXpQkSZIOHjwoAVJISIjk5eUlmZiYSI0bN5YePXok7d69W/Lw8JAsLS2lTz75REpKSpK3/8cff0j16tWTrK2tJRsbG6lNmzbS7du35eWq7Rw5ckQ+b5UrV5YWL16stp+NGjWShg0bJo0ZM0YqWrSo5ODgIE2ZMuWVjsXKlSslNzc3SaFQSEqlUgKkH374QWrTpo1kamoqeXh4SCdOnJBu3bolNWrUSDIzM5Pq1Kmj1u/bt29L7du3l+zt7SVzc3PJ29tb43pwcXGRFixYoNN5BKQlS5ZILVu2lExMTCRXV1dp06ZNanXu378v+fn5SUWKFJFsbGyk9u3bSxEREWp1fvrpJ8nDw0MyNjaWypcvL33//fcax1p1TjMzM6UBAwZIZcuWlSIjI+V+5Hyf9O7dW+rQoYNa2fDhw6V69eppfa/lR9f3VEGOn0rXrl2lnj17FrhPOa1fv16qUKGCZGhoqPbecHFxee22VYoWLSqtWLFCfq3tOOfHyclJ473SoUMHqUePHlrr5/YZCUjLly+XPvroI8nU1FQqU6aMtG3btgL1JTeNGjWSRowYoVHu5+cntWzZUq2sRYsW0ieffCK/1vVzNOe1LUmSFBkZKQHSnTt3Xn8n/pbb78K3KS0tTdq6dauUlpb2zrYpvD5x3goncd4KH3HOCidx3gqXjEyldDQ8Rpq0Ypt0NDxG7b69sMkr5pGdGIn0FnlO3oPn5D08S0qTy348cgfPyXuYsi3rG/YzEc80RiBlJ5E1IulMxDO5rP7sg3hO3sPtx4ly2W/n77/x/kdERBATE0Pz5s3lMmNjYxo1asSJEyeArG/UFQoFxsbGch0TExP09PQ4duyY1nbT0tI4f/68WrsAzZs3l9tVkSSJPn368Ndff8llSUlJdO7cmcTERPIiSRIfffQRz5494/Dhw4SGhnLnzh26du2qVu/27dts2rSJHTt2EBISwqVLl/j8888BGD16NH5+fmojIOrWrZvrNgMDA1m8eDEnTpzg3r17+Pn5ERQUxC+//MKuXbsIDQ1V+/Y/KSmJUaNGcfbsWfbv34+enh4dO3bMdRRXXFwc165dw9vbW2PZ6tWrMTc35/Tp08yZM4dp06YRGhr6Ssdi8+bNarmBpk+fTq9evbh06RIeHh50796dTz/9lPHjx3Pu3DkAhg4dKtdPTEykdevW7Nu3j4sXL9KiRQvatWv3WtOmJk2aROfOnbl8+TI9e/akW7du3LhxA4CXL1/SuHFjLCwsOHLkCMeOHcPCwoKWLVuSlpb1/lu+fDkTJ07k66+/5saNG8ycOZNJkyaxevVqjW2lpaXh5+fHuXPnOHbsGC4uLq/cb4CZM2diYWGR549qGlJB3lOzZ8/G1tYWLy8vvv76a3lftVEqlezatYty5crRokUL7O3tqV27ttZprHkJDw/H39+f5s2bc+XKFXbs2IG9vT2NGzeWc1wdPXo03/2dOXOm1vYzMzPZsGEDSUlJ+Pj4qC07dOgQ9vb2lCtXjoEDBxIbG5tnX1NTUzVGWZmamub62ZSXqVOn4ufnx5UrV2jdujU9evTg2bN/Ppfz299WrVoVaHsnT57U+Ixs0aKF/BlZkM9RbVxcXLC3t893GrEgCIIgCIKgnSolTc+fzvHzLX16/nTuraek+RC8+7k4gprYF7kHkF6l3psUExMDgIODg1q5g4MDd+/eBaBOnTqYm5szduxYZs6ciSRJjB07FqVSSXS09jfPkydPyMzM1Nquapsqc+bMYdu2bRpt3Lhxg4EDB7J+/fpc+79v3z6uXLlCREQEJUuWBGDNmjVUrFiRs2fPUrNmTQBSUlJYvXo1JUqUAGDRokW0adOGefPm4ejoiKmpKampqTg6Oua6LZUZM2ZQr149APr378/48eO5c+cOpUuXBqBLly4cPHiQsWPHAtC5c2e19VeuXIm9vT1hYWFa8y3dvXsXSZJwdnbWWFalShWmTJkCQNmyZVm8eDH79++nWbNmOh+LtLQ01qxZozH9pW/fvvj5+QEwduxYfHx8mDRpEi1atABgxIgR9O3bV65ftWpVtWk6M2bMYMuWLWzfvl0t2FQQH3/8MQMGDACyglqqgNySJUvYsGEDenp6rFixAoVCAWTlLipSpAiHDh2iefPmTJ8+nXnz5tGpUycA3NzcCAsLY9myZfTu3VveTmJiIm3atCE5OZlDhw5hbW39Sv3NbvDgwfLxy03x4sUB3d9TI0aMoHr16hQtWpQzZ84wfvx4IiIiWLFihdb2Y2NjSUxMZNasWcyYMYPZs2cTEhJCp06dOHjwII0aNdJpX5YvX07ZsmVZsGABCoUCDw8PAgMDmThxIu3atQPA29s736TzNjY2aq+vXr2Kj48PKSkpWFhYsGXLFjw9PeXlrVq14uOPP8bFxYWIiAgmTZrE//73P86fP68WcMuuRYsWzJ8/n4YNG+Lu7s7+/fvZtm3bKyXo79OnD926dQOygoKLFi3izJkztGzZEiDf/TU1NS3Q9mJiYvL8jCzI52huihcvTmRkZIH6JQiCIAiCIPyTkibno7BUKWmW9qxOy0pO76Vvb5sIIr1FYdOybrBNDfXlskEN3elX3w19vawbXXtL3XKRZK93bGxjAEwM/mm3S40Sr93f3KhuylUkSZLL7Ozs+PXXX/nss8/47rvv0NPTo1u3blSvXh19fX1tzenUroqtrW2u62vL85HdjRs3KFmypBw0AfD09KRIkSLcuHFDDpyUKlVKDiAB+Pj4oFQqCQ8P1ylwlF2VKlXk/3dwcMDMzEwOIKnKsie5vXPnDpMmTeLUqVM8efJEHoEUFRWlNYiUnJwMoDWHTfZtAzg5OckjNXQ9Fi4uLlqPa879AqhcubJaWUpKCgkJCVhZWZGUlMTUqVPZuXMnDx8+JCMjg+Tk5NcaiZRzVIqPj498437+/Hlu376NpaWlWp2UlBTu3LnD48ePuXfvHv3792fgwIHy8oyMDI0gUbdu3ShRogT79+/HzMzslfubnY2NjUbQJDe6vqdGjhwp/3+VKlUoWrQoXbp0kUcn5aS6tjp06CCv6+XlxYkTJ/jhhx90DiLdunULHx8ftfdqvXr1iIuL4/79+7i4uGBqakqZMmV0ak+lfPnyXLp0iefPn7N582Z69+7N4cOH5UBS9lFzlSpVwtvbGxcXF3bt2iUHBnNauHAhAwcOxMPDA4VCgbu7O3379mXVqlUF6huovwfMzc2xtLRUGwlV0P3VhS6fkbrUyY2pqSkvX758vU4KgiAIgiD8x2QqJabuCNMIIEHWTCIFMHVHGM08HeX7/n8TEUR6i8yMNA+vkYEeRtnymddys8HJ2oSY+BStF6ECcLQ2oZbbPzeg2to11H/zMxNVAZSYmBicnP6JosbGxqp9+928eXPu3LnDkydPMDAwoEiRIjg6OuLm5qa13WLFiqGvr6/xbXnOdgEGDBjAsWPHNKYc+fj4MG/evDz7n9vNVH43Waplut6IZWdoaKjWTvbXqrLsU9XatWtHyZIlWb58Oc7OziiVSipVqpTrtKRixYoBWdPacgZ78tqWrsfC3Nxcp/3KrUy1vTFjxrBnzx7mzp1LmTJlMDU1pUuXLnlOt3oV2bdbo0YN1q1bp1HHzs6OlJSskXzLly+ndu3aastzBjtbt27N2rVrOXXqFP/73/9eqV85R7rMnDkz1+lbKn/88QcNGjQACv6eAuQnld2+fVtrEKlYsWIYGBioje4BqFChQoGmdxkaGmrsn+q16lgePXo03+lbEyZMUHvCoJGRkRyI8fb25uzZsyxcuJBly5ZpXd/JyQkXFxdu3bqV6zbs7OzYunUrKSkpPH36FGdnZ8aNG5fnccxNfu9lCwuLPNdv0KCBxhPn8uLo6JjnZ2RBPkdz8+zZs3yD8YIgCIIgCP9VmUqJMxHPiH2Rgr1l1j25vp5Cp5Q00X+npPFxz31QRGElgkjvmb6egintPPls7QUUoBZIUt3aT2nn+V4imG5ubjg6OhIaGkq1atWArOlOhw8fZvbs2Rr1VQGOAwcOEBsbS/v27bW2a2RkRI0aNQgNDaVjx45yeWhoKB06dNCov3TpUi5cuMDVq1eBrBvDTZs2adzU5eTp6UlUVBT37t2TR+CEhYURHx9PhQoV5HpRUVE8fPhQniJ28uRJ9PT0KFeunNzfV5n+kp+nT59y48YNli1bJgcP8ruZd3d3x8rKirCwMLl/utD1WLwpR48epU+fPvL5TUxMfO1pM6dOnaJXr15qr1XXZfXq1dm4cSP29vZYWVlprGttbU3x4sX566+/6NGjR57b+eyzz6hUqRLt27dn165dOo3QyXkjnz2HFxRsOlt2ur6nAPmJY9kDvtkZGRlRs2ZNwsPD1cpv3rxZoJxPFStWZMOGDWoByOPHj2NlZSXvw6tMZ8tJkiRSU1NzXf706VPu3buX6/5mZ2JiQvHixUlPT2fz5s35notX8aans/n4+BAaGqo24mzv3r1yTraCfo7mpBqlp3oPCYIgCIIgCP8IuRbN1B1hasEiJ2sTprTzJDUj96eQZ/c+UtK8CyKI9AFoWcmJpT2ra1ykjn9fpG9rLmViYiK3b9+WX0dERHDp0iVsbGwoVaoUCoWCgIAAZs6cSdmyZSlbtiwzZ87EzMyM7t27y+utWrWKChUqYGdnx8mTJxkxYgQjR46kfPnycp0mTZrQsWNHOR/OqFGj8Pf3x9vbGx8fH3788UeioqIYPHiwRj9NTU3ZvHkz3t7eJCUlsX79erXpZ7lp2rQpVapUoUePHgQFBZGRkcGQIUNo1KiRWmJqExMTevfuzdy5c0lISGD48OH4+fnJI7FcXV3Zs2cP4eHh2NravpEcOQBFixbF1taWH3/8EScnJ6Kiohg3blye6+jp6dG0aVOOHTvGRx99pPO2dD0Wb0qZMmX4/fffadeuHQqFgkmTJuWaLFxXv/76K97e3tSvX59169Zx5swZVq5cCUCPHj349ttv6dChA9OmTaNEiRJERUXx+++/M2bMGEqUKEFgYCDDhw/HysqKVq1akZqayrlz54iLi2PUqFFq2xo2bBiZmZm0bduWP/74g/r16+fZtzNnzrB8+XKaNGnCgQMH2Lt3L25ubkRGRlK6dOkCTWeD/N9TJ0+e5NSpUzRu3Bhra2vOnj3LyJEjad++PaVKlZLb8fDw4JtvvpGDDGPGjKFr1640bNiQxo0bExISwo4dOzh06JDOfRsyZAjz589n6NChDBs2jPDwcKZOncro0aPloFJBp7NNmDCBVq1aUbJkSV68eMGGDRs4dOgQISEhQNZnVWBgIJ07d8bJyYnIyEgmTJhAsWLF1AIovXr1onjx4nzzzTcAnD59mgcPHuDl5cWDBw8IDAxEqVTy5Zdf6tw3XRV0Opsq6JSYmMjjx4+5dOkSRkZG8kixESNG0LBhQ2bPnk2HDh3Ytm0b+/btUws0F+RzNKdTp05hbGysMU1UEARBEAThvy63fEfR8SkMXnuBkU3L6tSOrqlrChsRRPpAtKzkRDNPR63D5d6Wc+fO0bhxY/m16ka6d+/eBAcHA/Dll1+SnJzMkCFDiIuLo3bt2uzdu1ct90x4eDjjx4/n2bNnuLq6MnHiRLVvzwF5ao5K165defr0KdOmTSM6OppKlSqxe/fuXEdElC1bltWrV3Pjxg2aNGmi0/4pFAq2bt3KsGHDaNiwIXp6erRs2VLt6WiQdfPXqVMnWrduzbNnz2jdujVLliyRlw8cOJBDhw7h7e1NYmIiBw8exNXVVac+5EVPT48NGzYwfPhwKlWqRPny5fnuu+/w9fXNc71BgwbRv39/5syZg56ebtMYdT0Wb8qCBQvo168fdevWpVixYowdO5aEhITXanPq1Kls2LCBIUOG4OjoyLp16+QbbjMzM44cOcLYsWPp1KkTL168oHjx4jRp0kQemTRgwADMzMz49ttv+fLLLzE3N6dy5coEBARo3V5AQABKpZLWrVsTEhKS51P5GjduzObNmxk6dCheXl6sXLmSYcOG8e2337J06dIC72t+7yljY2M2btzI1KlTSU1NxcXFhYEDB2oER8LDw4mPj5dfd+zYkR9++IFvvvmG4cOHU758eTZv3qwWJOvTpw+RkZG5BpYcHBwICQlh1KhRVK1aFRsbGwYOHKg2Na2gHj16hL+/P9HR0VhbW1OlShVCQkJo1qwZkDVN7urVq/z88888f/4cJycnGjduzMaNG9U+i6KiotTeEykpKXz11Vf89ddfWFhY0Lp1a9asWUORIkXkOsHBwfTt2xdJ0jah+O3JPgLo/Pnz/PLLL7i4uMgj9urWrcuGDRv46quvmDRpEu7u7mzcuFFtOmZBP0ezW79+PT169Hhjeb8EQRAEQRAKk9ymquWV70hl3em7OFqZ8ChB95Q0/yYK6V3/5VxIJSQkYG1tTXx8vMZ0mZSUFCIiInBzc9Oa8PhDoVQq5cTHugYf/u0CAwPZunVrvlNR3qec502SJOrUqUNAQID8tKh/O4VCwZYtWwo0+upd9aNPnz48f/6crVu3ymWF+b3m6+uLr68vgYGB77sr70RgYCCHDh3i0KFDhfq85SUyMhI3NzcuXryIl5cXjx8/xsPDg3Pnzr1SfqjcvI/fhenp6ezevZvWrVvnO8VZ+HCI81Y4ifNW+IhzVjiJ8/b25TVVzdrUiG7LT+Xbxsim5QjadxPQnpKmMD6dLa+YR3b/nr+SBeE/QqFQ8OOPP5KRkfG+u/KfpHp627/RixcvuHPnDqNHj37fXXln9uzZw5w5c953N96aVq1aUbFiRbWyiIgIlixZ8kYDSIIgCIIgCIWBaqpazsTYMfEpfLb2AvvCYnJZU51rMTOW9qyOo7X6F2eO1iaFMoBUEGI6myAUQlWrVqVq1arvuxtvxLp16/j000+1LnNxceH69evvuEe5Uz0JLOcT3f4tLC0tuXfv3vvuxjt18uTJ992Ft2rFihUkJycDyPmyatWqRa1atd5ntwRBEARBEN65vKaqSWSNItpy6YFObdlbmuDjbkszT0dO3o5l79HTNG9QG58y9u/loVjvkggiCf9pgYGB/5lpOx+q9u3bq+V5yU41hPdDmXWrLXmyKn+YIHyItD31TxAEQRAE4b/oTMQzjRFI2UnAs6R0bMyNiEtK0ynfkb6egtpuNjy9IVH7Lec0/lCIIJIgCO+VpaWlWnJkQRAEQRAEQRCEV5Vb0uzYF7kHkLL7yMuZVccjUaA939GUdp7/iWBRbkQQSRAEQRAEQRAEQRCEQi+vpNnhMS90aqOZpyO13Gw02nH8u51/c74jXYggkiAIgiAIgiAIgiAIhZoqaXbOaWiqpNljWpTPc/3sU9X09RQ083TUOqJJjTITxd1jFH92EsVdKyjdEPT+nflTVUQQSRAEQRAEQRAEQRCEQkuXpNlrTt3li2blmB96Uy5X0TZVTV9PgY+7be4bDdsOIWMxSHiIN8DdpWDlDC1ng2f7196nD5Xe++6AIAiCIAiCIAiCIAhCfjKVEifvPGXbpQecvPOUTGVWKEiXpNnR8Sl4u9qwtGd1HK1N1JY7WpuwtGd19alqykyIOApXf8v6V5n5z7Kw7bCpFyQ8VN9QQnRWedj2193VD5YYiSQIgiAIgiAIgiAIwgctt3xH41t5cPT2E53aiH2RQgev4vlPVft7lJFakEg1ysijTdayvMY9hYzLqvcvnNomRiJ9SPKKdAoAZGYWnmMSGBiIg4MDCoWCrVu35lr2LoSHh+Po6MiLF7olk/sQBQYG4uXl9b67ocbX15eAgIBcl/ft2xeFQvHOz7cgvKrg4GD5mlVd26mpqZQqVYrz58+/384JgiAIgvCfpcp3lHO0UUx8CsM3XOLXc/d1asfeMmsEkj5KfPTC6KB/Eh+9MPRR/lMpv1FGR+ZqLlMjQcIDuHtCpz4VNiKI9KEI2w5BlWB1W9jcP+vfoEpvdRjckSNHaNeuHc7Ozrne5EqSRGBgIM7OzpiamuLr68v169e1tidJEq1atdLphlmXbee0cuXKPG/Y34Y+ffrw0UcfFXi9GzduMHXqVJYtW0Z0dDStWrXSWpaX9PR0pk2bRtmyZXF0dKRatWqEhIRo1Hvw4AE9e/bE1tYWMzMzvLy8NG72Jk6cyOeff46lpWWB90V4PS1bttTpfL8O1bXi7u6OiYkJVatW1bhWAgMD5eCA6sfR0THftlNTU5k4cSIuLi4YGxvj7u7OTz/99LZ2RSfh4eE0btwYBwcHTExMKF26NF999RXp6elynUOHDmnsr0Kh4M8//8yz7cOHD1O/fn0sLS1xcnJi7NixZGRkvO1dytfXX39N3bp1MTMzo0iRIlrrREVF0a5dO8zNzSlWrBjDhw8nLS1Nrc7Vq1dp1KgRpqamFC9enGnTpiFJ/3yL1rVrV6Kjo/Hx8ZHLjI2NGT16NGPHjn0r+yYIgiAIgpCX/PIdAegpwMrEAIWWOpCV88jp76TZed57KzPzGWUEHJuvW8cTH+lWr5AR09k+BKpIZ84LVRXp9Pv5rSTmSkpKomrVqvTt25fOnTtrrTNnzhzmz59PcHAw5cqVY8aMGTRr1ozw8HCNgERQUBAKRW5v24JvO7tLly4xdOhQUlJSqFevHp988olO23lf7ty5A0CHDh3kY6KtLC9fffUVa9euZdmyZZQoUYLjx4/TsWNHTpw4QbVq1QCIi4ujXr16NG7cmD/++AN7e3vu3LmjdpN5//59tm/fTlBQ0JvdSS3S09MxNDR869spTIyNjXUK1rwO1bWyfPlyPDw82LNnj8a1AlCxYkX27dsnv9bXz394rZ+fH48ePWLlypWUKVOG2NjY9x5UMTQ0pFevXlSvXp0iRYpw+fJlBg4ciFKpZObMmWp1w8PDsbKykl/b2dnl2u6VK1fw8/NjwoQJ/Pzzzzx48IDBgweTmZnJ3Llz39r+6CItLY2PP/4YHx8fVq5cqbE8MzOTNm3aYGdnx7Fjx3j69Cm9e/dGkiQWLVoEQEJCAs2aNaNx48acPXuWmzdv0qdPH8zNzfniiy8AMDU1xdTUFCMjI7X2e/TowZgxY7hx4wYVKlR4+zssCIIgCMJ/TqZS0jrFLL98RwBKCfrXL03QvpsoyCNp9p878r739h2f/yijjLz7IrNw0K1eISNGIr1NaUlZP9m+5SUjLassIzXrtS6RzpCx6lPbVO0qsw25y0ynoFq1asWMGTPo1KmT1uWSJBEUFMTEiRPp1KkTlSpVYvXq1bx8+ZJffvlFre7ly5eZP3++ziMU8tt2ds+fP6dz586kpGS9WQcMGMCNGzd02s7z588ZNGiQPGKhUqVK7Ny5E9A+PSooKAhXV1d5+erVq9m2bZs8iuHQoUNA1rf5//vf/zA1NcXW1pZBgwaRmJgor9euXTsA9PT0UCgUWsvys2bNGiZMmEDr1q1xdXXls88+o0WLFsybN0+uM3v2bEqWLMmqVauoVasWrq6uNGnSBHd3d7nOpk2bqFq1KiVKlJDLgoODKVKkCHv27KFChQpYWFjII2ZUlEol06ZNo0SJEhgbG+Pl5aU2uiUyMhKFQsGmTZvw9fXFxMSEtWvXyqO3Zs6ciYODA0WKFGHq1KlkZGQwZswYbGxsKFGihMa1MnbsWMqVK4eZmRmlS5dm0qRJaiNLCkLVh6lTp2Jvb4+VlRWffvqp2qgMSZKYM2cOpUuXxtTUlKpVq/Lbb7+ptRMWFkbr1q2xsLDAwcEBf39/njzJfb51SEgI1tbW/Pzzz7nWUY2Qef78uVx26dIlFAoFkZGRr7S/2a+V0qVLa71WAAwMDHB0dJR/8gqoqPbn8OHD7N69m6ZNm+Lq6kqtWrWoW7dugfoXERFB69atsbS01BgZpHpPFUTp0qXp27cvVatWxcXFhfbt29OjRw+OHj2qUdfe3l5tn/MKnG3cuJGKFSsyadIkypQpQ6NGjfjmm2/4/vvvCzQVVHX9zZ07FycnJ2xtbfn8889f+XoGmDp1KiNHjqRy5cpal+/du5ewsDDWrl1LtWrVaNq0KfPmzWP58uUkJCQAsG7dOlJSUggODqZSpUp06tSJCRMmMH/+fLXRSNrY2tpSt25d1q9f/8r7IAiCIAiCkJuQa9HUn32AbstPMWLDJbotP0X92QcIuRZNbIJuQRvXYmYs7VkdZytD6uiF0V7vBHX0wnC2MsxKmu1pn8+9twRHdfzi0KQI5DXuyao4uBTsb+bCQgSR3qaZzlk/L5/+U3ZiYVbZ7tFZr++e0GE+5UP1+ZRBlbPaeBL+T9mldW+065B14xcTE0Pz5s3lMmNjYxo1asSJE//05+XLl3Tr1o3Fixe/8REXkiTRp08f/vrrL7ksKSmJzp07y0Gb3CiVSlq1asWJEydYu3YtYWFhzJo1S6fRFwCjR4/Gz89PDq5ER0dTt25dXr58ScuWLSlatChnz57l119/Zd++fQwdOlReb9WqVQDyetrK8pOamoqJifpTA0xNTTl27Jj8evv27Xh7e/Pxxx9jb29PtWrVWL58udo6R44cwdvbW6P9ly9fMnfuXNasWcORI0eIiopi9OjR8vKFCxcyb9485s6dy5UrV2jRogXt27fn1q1bau2MHTuW4cOHc+PGDVq0aAHAgQMHePjwIUeOHGH+/PkEBgbStm1bihYtyunTpxk8eDCDBw/m3r17cjuWlpYEBwcTFhbGwoULWb58OQsWLMj3OOVm//793Lhxg4MHD7J+/Xq2bNnC1KlT5eVfffUVq1atYunSpVy/fp2RI0fSs2dPDh8+DGSdp0aNGuHl5cW5c+cICQnh0aNH+Pn5ad3ehg0b8PPz4+eff6ZXr16v3G/ImpZkYWGR58/gwYPl+rpcKwC3bt3C2dkZNzc3PvnkE7X3lTaq62vOnDkUL16ccuXKMXr0aJKTkwu0P7179+b+/fvs2bOHK1eu0K5dO0xMTFi1apU8qqVixYp57m/FihVzbf/27duEhITQqFEjjWXVqlXDycmJJk2acPDgwTz7mZqairGxsVqZqakpKSkpBc4HdPDgQe7cucPBgwdZvXo1wcHBBAcHy8sHDx6c7zmOiorSeXsnT56kUqVKODs7y2UtWrQgNTVV7vvJkydp1KiR2j62aNGChw8f6hTArFWrltZAnSAIgiAIwuvILd9RdHwKg9deYPMF3fMdtdQ7yzGTEWwwmsF3RovZYDSDYyYjaKl3Vod7byAzLe/lKnWG/P0/OQNJf79uOetfmVQbxHS290/XeZLvYT5lTEwMAA4O6sPwHBwcuHv3rvx65MiR1K1blw4dOrzxPsyZM4dt27ZplN+4cYOBAwfm+a34vn37OHPmDDdu3KBcuXJA1ggGXVlYWGBqakpqaqpacGz16tUkJyfz888/Y25uDsDixYtp164ds2fPlkffAGrraSvLS4sWLZg/fz7169fHzs6O0NBQtm3bppZc/K+//mLp0qWMGjWKCRMmcObMGYYPH46xsbEcyIiMjKRGjRoa7aenp/PDDz/Io5aGDh3KtGnT5OVz585l7Nix8tTB2bNnc/DgQYKCgvj+++/legEBARojymxsbPjuu+/Q09OjfPnyzJkzh5cvXzJhwgQAxo8fz6xZszh+/Ljc/ldffSWv7+rqyhdffMHGjRv58ssvdTpeORkZGfHTTz9hZmZGxYoVmTZtGmPGjGH69OkkJyczf/58Dhw4IOd+KV26NMeOHWPZsmU0atSIpUuXUr16dbXpUT/99BMlS5bk5s2b8jUFsGTJEiZMmMC2bdto3LgxyuyjBF+Bs7Mzly5dyrNO9ilaqmulYcOGuLu7s3//fo1rpXbt2vz888+UK1eOR48eMWPGDOrWrcv169extbXVuo2//vqLY8eOYWJiwpYtW3jy5AlDhgzh2bNnOo86vHbtGkePHuXUqVPUrl0byBoJV6JECaytreXPl927d+c5UkfbNMm6dety4cIFUlNTGTRokNr16+TkxI8//kiNGjVITU1lzZo1NGnShEOHDtGwYUOt22jevDkLFy5k/fr1fPLJJ8TExDBjxgwAnQK/2RUtWpTFixejr6+Ph4cHbdq0Yf/+/QwcOBCAadOmqQVttckeEMpPTEyMxmd10aJFMTIykj/LY2Ji5JGWKqp1YmJicHNzy3MbxYsXf+XRcoIgCIIgCNrkle9I5eitJzhaGfMoIVVrPQXgaG1CrZRj8GtvFDlqKVRT1ep8plunTItC8nO0j1hSZD2lreFosK+QyxPcZr2VdDQfChFEepsm/H0xGZr9U1Z3RFbUUu/vQ6/rPMns9QKuZv1rYPpPmVePV+9nPnJOvZIkSS7bvn07Bw4c4OLFi29l27nd3ELeuU0ga4pQiRIl1G7234QbN25QtWpVOYAEUK9ePZRKJeHh4Ro3cq9q4cKFDBw4EE9PTxQKBe7u7vTt21ce0QRZo628vb3lQEe1atW4fv06S5culYNIycnJGqNUAMzMzNSmvTk5OREbGwtk5U55+PAh9erVU1unXr16XL58Wa1M2yinihUroqf3z0BHBwcHKlWqJL/W19fH1tZW3h7Ab7/9RlBQELdv3yYxMZGMjAy1QElBVa1aFTOzf957Pj4+JCYmcu/ePWJjY0lJSaFZs2Zq66Slpck5hM6fP8/BgwexsLDQaPvOnTvydbV582YePXrEsWPHqFWr1iv3NzsDAwPKlCmjc33VteLh4ZHrtZI9sXflypXx8fHB3d2d1atXM2rUKK3tKpVKFAoF69atw9raGoD58+fTpUsXvv/+e0xNTbWul92tW7cwMDCgZs2acpmNjQ0eHh5cuXKFjh07AuDi4qLz/qps3LiRFy9ecPnyZcaMGcPcuXPloGP58uUpX768XNfHx4d79+4xd+7cPINI06ZNY8iQIfTu3RtjY2MmTZrEsWPHdB7BqFKxYkW1dZycnLh69ar82t7eHnt7+wK1mR9t02Szf15rq6OaxqbLFFtTU1Nevnz5mr0UBEEQBEH4hy75jiSgWy2XvPMdtS2P/p5m5D5VTQFXNunWqdqfwaFv/m5dy9ZUo4w824NHGzL+OsKlo3vwatACg9IN/7UjkFTEdLa3ycg86yf7H+cGRlllBn9PJ3CpmxWtLMh8SlW72W7S0X/zyYxVI2ZU32KrxMbGyoGSAwcOyImcDQwMMDDICo517twZX1/f1+7DgAED6N27t0a5j4+PRr6XnPK7wdXT09PIA6JLzpKcN2XZ6ZpYXBd2dnZs3bqVFy9ecOXKFcLCwrCwsFAbLeDk5ISnp6faehUqVFCbBlOsWDHi4uI02s85skOhUGgcj7wCiCrZg2l5ta2tTDVi59SpU3zyySe0atWKnTt3cvHiRSZOnKjxZKk3Ift2d+3axaVLl+SfsLAwOS+SUqmkXbt2assvXbrErVu31IIQXl5e2NnZsWrVqnzzyuQm+4ghKPh0NtW1kpSUxN27d/nzzz81rpWczM3NqVy5ssb0xOycnJwoXry4HECCrOtLkiTu39dtWLGhoSGSJGkcm8zMTLUgy6tMZytZsiSenp5069aNWbNmERgYqHEss6tTp06e+wvw+eef8+zZM6Kionjy5Ik8wjK/UTo55XW9w5ufzubo6KjxWR0XF0d6err8ea2tjiqQq0vw+9mzZ/kG7wVBEARBELTJVEqcvPOUbZcecPLOUzKVWX8bxr54Q/mOLCLyTxPz8gmYFSPfe++Go7MebmXlpL7YylnzoVd6+kgu9Xlg44PkUv9fH0ACMRLp/dPTh5az/84Qn0+k8x1zc3PD0dGR0NBQeXRGWloahw8fZvbs2QCMGzeOAQMGqK1XuXJlFixYICeSfl1Lly7lwoUL8rf4dnZ2bNq0Kd+ngFWpUoX79+9rTD1SsbOzIyYmRi0wknMKkZGRkcZNqaenJ6tXryYpKUkOoBw/fhw9Pb03PuoJwMTEBGdnZzIyMti8ebNaTp569eoRHh6uVv/mzZtqozqqVatGWFhYgbZpZWWFs7Mzx44dUwuYnDhx4o2Ntsnu+PHjuLi4MHHiRLks+5TJV3H58mWSk5PlYOKpU6ewsLCgRIkSFC1aFGNjY6KiorTm0QGoXr06mzdvxtXVVQ6OauPu7s68efPw9fVFX1+fxYsX69S/mJgYeYpjztxEBZ3OpmJiYkLx4sVJT0/XuFZySk1N5caNGzRo0CDXOvXq1ePXX38lMTFRHpF18+ZN9PT01BK158XT05PMzExOnTolj2x78uQJN2/eVHvK16tMZ8tOkiTS09PzDORdvHgRJyenXJerKBQKeSrZ+vXrKVmyJNWrV893vYJ409PZfHx8+Prrr4mOjpb3ce/evRgbG8vTWX18fJgwYQJpaWny09f27t2Ls7OzxjQ3ba5du6b2tD9BEARBEARdhFyLZuqOMLURR45WJnzZsjxO1vmPbIesfEc+qcdpYTIWRdo/wSLJxBmF3mzI4+E3aqr4waml6DrKiLsnslLLWDhkDez4DwSJ8iOCSB8Cz/ZZEc13PJ8yMTGR27dvy68jIiK4dOkSNjY2lCpVCoVCQUBAADNnzqRs2bKULVuWmTNnYmZmRvfu3QHkJx7lVKpUKbVv7ps0aULHjh3l5NP5bTs7U1NTNm/ejLe3N0lJSaxfv16nG9hGjRrRsGFDOnfuzPz58ylTpgx//vknCoWCli1b4uvry+PHj5kzZw5dunQhJCSEP/74Q+3m3NXVlT179hAeHo6trS3W1tb06NGDKVOm0Lt3bwIDA3n8+DHDhg3D39//jU1lAzh9+jQPHjygSpUq3Lx5k3nz5qFUKtVyBKnyUc2cORM/Pz/OnDnDjz/+yI8//ijXadGiBQMGDNAY+ZGfMWPGMGXKFNzd3fHy8mLVqlVcunSJdevefBL3MmXKEBUVxYYNG6hZsya7du1iy5Ytr9VmWloa/fv356uvvuLu3btMmTKFoUOHoqenh6WlJaNHj2bkyJEolUrq169PQkICJ06cwMLCgt69e/P555+zfPlyunXrxpgxYyhWrBi3b99mw4YNLF++XO1YlitXjoMHD+Lr64uBgQHz58/Pt3/jxo1j1qxZxMXFyQm/z507h7OzM0ZGRgWazqa6Vry8vHjw4AGBgYEa18ro0aNp164dpUqVIjY2lhkzZpCQkKA20m/8+PE8ePBAfrpc9+7dmT59On379mXq1Kk8efKEMWPG0K9fP52mskFWrqkuXbowaNAgli1bhqWlJePGjaNUqVJqedQKMp1t3bp1GBoaUrlyZYyNjTl//jzjx4+na9eucsBP9aTFihUrkpaWxtq1a9m8eTObN2+W29myZQvjx4/nzz//lMu+++47OnTogIGBAb///juzZs1i06ZNBZ7Olp+CTmeLioqSR0hlZmbKQcYyZcpgYWFB8+bN8fT0xN/fn2+//ZZnz54xevRoBg4cKH+mde/enalTp9KnTx8mTJjArVu3mDlzJpMnT9ZpFOXRo0eZPn36K+2vIAiCIAj/Taqk2Tm/5otJSGHUpsss6V4NJ2sTYuJTXi/fUf2RunWofGso5aPbvbeePrjl/oXrf5UIIn0o3kOk89y5czRu3Fh+rcqL0rt3b/kpQl9++SXJyckMGTKEuLg4ateuzd69e7G0tCzQtu7cuaP2aHRdtp1d2bJlWb16NTdu3KBJkyY6b3fz5s2MHj2abt26kZSURJkyZZg1axaQNS1nyZIlzJw5k+nTp9O5c2dGjx6tFoAZOHAghw4dwtvbm8TERDlQsGfPHkaMGEHNmjUxMzOTA1VvUkpKCl999RV//fUX5ubmtG7dmjVr1sijVwBq1qwp3whPmzYNNzc3goKC6NHjnxxZrVu3xtDQkH379slPT9PF8OHDSUhI4IsvviA2NhZPT0+2b99O2bJl3+RuAtChQwdGjhzJ0KFDSU1NpU2bNkyaNInAwMBXbrNJkyaULVuWhg0bkpqayieffKLW3vTp07G3t+ebb77hr7/+okiRIlSvXl1O/u3s7Mzx48cZO3as/JQrFxcXWrZsqZbvSaV8+fIcOHAAX19f9PT0mDx5cp79q1q1Kj4+PhgZGTF79my+++47RowYQfPmzeVRIrrKfq1YWFhovVbu379Pt27dePLkCXZ2dtSpU4dTp06pBW+io6PVplBZWFgQGhrKsGHD8Pb2xtbWFj8/PznZNMChQ4do3LgxERERuY5mWbFiBSNGjKBt27akpaXRqFEjdu3alecIr7wYGBgwe/Zsbt68iSRJuLi48PnnnzNy5D9/PKSlpTF69GgePHiAqakpFStWZNeuXbRu3VquEx8frzGSb9++fcyfP5/U1FSqVq3Ktm3b1PJJQdZIpVWrVtGnT59X6v+rmDx5MqtXr5Zfq0YEqT6T9PX12bVrF0OGDKFevXqYmprSvXt35s795zG11tbWhIaG8vnnn+Pt7U3RokUZNWpUrjmxsjt58iTx8fF06dLlze+cIAiCIAj/SrokzZ626waT23jy+S8XXi/f0eUNYGINKfG5bOnvhNiqe2wxyuiVKaRXTeLxH5OQkIC1tTXx8fEa00hSUlKIiIjAzc1NawLjD4VSqSQhIQErKyutN8HCh+lNnLclS5awbds29uzZ84Z792Hq06cPz58/Z+vWre9l+6pzNmLECOLj49X6oQq6xMXFqQV5Cqvg4GC+/vprwsLC8p1y9qHT5b0WGRlJ2bJlCQsLeysB1Q+Fr68vXl5eBAUFAfDxxx9TrVo1Ociqzfv4XZiens7u3bvlYLlQOIjzVjiJ81b4iHNWOBXG85aplDgT8YzYFynYW5pQy80GfT0FJ+88pdvyU/muv35gHeKT0zSmvDlZmzClnSctzW/D6rb5d8R3wt8JsUFrOCpnPqM3pDCeM23yinlkJ0YiCcJ/wKBBg4iLi+PFixcFHkUmvJ6dO3diYWHBhg0baNtWh19+hUxISAgzZ84s1L8wCyIkJIRBgwb9awNI69at49NPPyU5ORkvLy8AeVRW9pFegiAIgiAIoD3fkSr4k5qhzGPNf8S+SKGDV3Gaedjx5+k9JMc9wLRocTxqN0LfwADO7NatM7bu7yVNzH+NCCIJwnui7dHxKn/88UeeCY8LysDAQC1pdWGX37H7UMyePZtJkyYB6JTQuTDasGHD++7CO5X9qXj/Ru3bt6d27doA8kg5Y2Njvvrqq/fYK0EQBEEQPkS55TuKjk/hs7UXCGiq25du9pYmELYd/ZCxVMwe/DntDLUHw/4Zua+cnYVDVg4jMVXtrRJBJEF4T/J6+lbx4sXfXUcKofyO3ZsMwL0Oe3t7jcTzvr6+eT5BTBDeJ0tLSzFaURAEQRCEfOmS72j9mSgcrUx4lKBb0myNnEcJ0RA6BcwdIOUpZGZo1lG1pMp3BCIh9lsmgkiC8J4U5Olbgjpx7ARBEARBEATh7cot1xHAmYhnalPYcpKAmIRURjYtR9C+m6+XNFtPAR2Xw299/15TS0stZ4nRRu+ICCIJgiAIgiAIgiAIgiDLK9dRy0pO7At7pFM7rsXMWNqzukZbjtmTZmefwqZBghfRYF5M5Dv6QIggkiAIgiAIgiAIgiAIQO65jmL+znW0tGd1StiY6tSWvaUJPu62uSfNPqfj06MTH0HlLiLf0QdABJEEQRAEQRAEQRAEQcgz19Hfk8uYuiOMQ6N9+W7/LZ6/TM8735Gbjfak2aecwbkq3D6gW8csHLL+FfmO3ju9990BQRAEQRAEQRAEQRDenUylxMk7T9l26QEn7zwlU5kVCtIl11F0fAoXop7zTafKwD/5jVTkfEftPNH/cwds6qU5Ze1FNIT/AZmpYGyppZVsrVkV/ydptvDeiZFIgiAIgiAIgiAIgvAfkVe+o6hnyTq1EfsihQ5exfPOd+RpD0FjyTNptpkNtJkPv/ZBJM0uHMRIJOGDkZmZ+b67IFMoFGzduvW9bGflypU0b978rW/7bfL19SUgIOB9d0NNfufU1dUVhUKBQqHg+fPn76xfgvA2+fr6ytf1pUuXANi5cyfVqlVDqVS+384JgiAIgvDOqfId5RxtpMp3FBoWo1M79pYmALSs5MSxsf9j/cA6LPzEi/UD63Bs7P9oWckpK3dRfkmzXz4FM9uspNlWTuqLrZyzykXS7A+KCCJ9QDKVmZyNOcvuv3ZzNuYsmcq3G1R58eIFAQEBuLi4YGpqSt26dTl79myu9T/99FMUCgVBQUF5tvv777/j7e1NkSJFMDc3x8vLizVr1uS5TmhoKF26dEGStEWp357AwEC8vLw0yqOjo2nVqtU77QtAamoqkydPZtKkSe982wJMmzaN6OhorK2t39o2fv/9d1q0aEGxYsXUbuyzS01NZdiwYRQrVgxzc3Pat2/P/fv31erExcXh7++PtbU11tbW+Pv75xn8Sk9PZ+zYsVSuXBlzc3OcnZ3p1asXDx/m9Yv93Thy5Ajt2rXD2dk512CfJEkEBgbi7OyMqakpvr6+XL9+Pc92r1+/TufOneUAYX6fXe9KdHQ03bt3p3z58ujp6eUacN28eTOenp4YGxvj6enJli1bNOosWbIENzc3TExMqFGjBkePHlVb/vvvv3PmzBm1srZt26JQKPjll1/e2D4JgiAIgvDhyG2qWn75jgAinyRhbJB7mEBB1qilWm42cpm+ngIfd1s6eBXHx90Wfb2/RxAl6vYENxIfZQWKAq5B753QeWXWvwFXRQDpAySCSB+IfXf30WJzC/rt6cfYo2Ppt6cfLTa3YN/dfW9tmwMGDCA0NJQ1a9Zw9epVmjdvTtOmTXnw4IFG3a1bt3L69GmcnZ3zbdfGxoaJEydy8uRJrly5Qt++fenbty979mjPvH///n26d+/O1q1bmT179mvv15vg6OiIsbHxO9/u5s2bsbCwoEGDt5ssLjMzU4xC0MLS0hJHR0cUitzmZL++pKQk6tWrx6xZs3KtExAQwJYtW9iwYQPHjh0jMTGRtm3bqo3W6969O5cuXSIkJISQkBAuXbqEv79/rm2+fPmSCxcuMGnSJC5cuMDvv//OzZs3ad/+/f9iTkpKomrVqixevDjXOnPmzGH+/PksXryYs2fP4ujoSLNmzXjx4kWu67x8+ZLSpUsza9YsHB0d30bXX0lqaip2dnZMnDiRqlWraq1z8uRJunbtir+/P5cvX8bf3x8/Pz9Onz4t19m4cSMBAQFMnDiRixcv0qBBA1q1akVUVJRcx8bGBjs7O432+/bty6JFi978zgmCIAiC8F6FXIum/uwDdFt+ihEbLtFt+Snqzz5AyLVonfIdPU5MY4hvGRTkk+tIL9tSZSZEHIWrv2X9q8yEtJcg6Xi/kTNpduUuWf+KKWwfJBFE+gDsu7uPUYdG8eileqQ29mUsow6NeiuBpOTkZDZv3sycOXNo2LAhZcqUITAwEDc3N5YuXapW98GDBwwdOpR169ZhaGiYb9u+vr507NiRChUq4O7uzogRI6hSpQrHjh3TqJuens7HH3/MkydPAPjqq684ePCgTvsQFxdHr169KFq0KGZmZrRq1Ypbt27Jy4ODgylSpAhbt26lXLlymJiY0KxZM+7duycvnzp1KpcvX5anewQHBwPqU58iIyNRKBRs2rSJBg0aYGpqSs2aNbl58yZnz57F29sbCwsLWrZsyePHj+Xtnz17lmbNmlGsWDGsra1p1KgRFy5cyHOfNmzYoHFT37dvX3r06MG8efNwcnLC1taWzz//nPT09AIfi507d8ojG+7evYurqyszZsygV69eWFhY4OLiwrZt23j8+DEdOnTAwsKCypUrc+7cObmtp0+f0q1bN0qUKIGZmRmVK1dm/fr1Op0zbVxdXZk+fTrdu3fHwsICZ2dnjZvb+Ph4Bg0ahL29PVZWVvzvf//j8uXLanV27NhBjRo1MDExoXTp0kydOpWMjIxctztt2jQcHBy0jgRS0TZSLSgoCFdX14Lupszf35/JkyfTtGlTrcvj4+NZuXIl8+bNo2nTplSrVo21a9dy9epV9u3L+iy4ceMGISEhrFixAh8fH3x8fFi+fDk7d+4kPDxca7vW1taEhobi5+dH+fLlqVOnDosWLeL8+fNqQQddbNiwAU9PT4yMjOT3jkKheOXj0qpVK2bMmEGnTp20LpckiaCgICZOnEinTp2oVKkSq1ev5uXLl3mOpqlZsybffvstn3zyyWsFhRUKBStWrKBjx46YmZlRtmxZtm/f/srtubq6snDhQnr16pXrqLegoCCaNWvG+PHj8fDwYPz48TRp0kRtNNX8+fPp378/AwYMoEKFCgQFBVGyZEmNz3Bt2rdvz5kzZ/jrr79eeT8EQRAEQfiw5DVVbfDaC8z644ZO7bgWM2Npz+o4WpuolTtam7C0Z/WsqWoqYdshqBKsbgub+2f9O88DFlaFI3PB0hmRNPvfRQSR3qKX6S95mf5SbYpWemY6L9NfkpaZBmRNYZt1ZhaSlkGF0t//zTozS21qm6pdZbbIbroyXWP9vGRkZJCZmYmJifoHg6mpqVqwR6lU4u/vz5gxY6hYsWKBtgFZN3/79+8nPDychg0baiz/4osvOHXqlPw6MzOTbt266TTFpk+fPpw7d47t27dz8uRJJEmidevWasGVly9f8vXXX7N69WqOHz9OQkICn3zyCQBdu3bliy++oGLFikRHRxMdHU3Xrl1z3d6UKVP46quvuHDhAgYGBnTr1o0vv/yShQsXcvToUe7cucPkyZPl+i9evKB3794cPXqUU6dOUbZsWVq3bp3nyImjR4/i7e2ttfzOnTscPHiQ1atXExwcLAe8CnIsvvnmG1asWMH169ext7cHYMGCBdSrV4+LFy/Spk0b/P396dWrFz179uTChQuUKVOGXr16yddxSkoKNWrUYOfOnVy7do1Bgwbh7++vNkKioL799luqVKnChQsXGD9+PCNHjiQ0NBTIuobatGlDTEwMu3fv5vz581SvXp0mTZrw7NkzAPbs2UPPnj0ZPnw4YWFhLFu2jODgYL7++muNbUmSxIgRI1i5ciXHjh3TOp2xINatW4eFhYXaj5WVFSVKlMDKygoLCwvWrVunc3vnz58nPT1dLS+Ws7MzlSpV4sSJE0DWKBVra2tq164t16lTpw7W1tZyHV3Ex8ejUCgoUqSIzuuEh4fj7+9P8+bNuXLlCjt27MDe3p7GjRvLAY6jR49qHJOcPzNnztR5mxEREcTExKgdE2NjYxo1alSg/X0dU6dOxc/PjytXrtC6dWt69OghX39Avvtb0OmxJ0+e1MiN1qJFC3l/09LSOH/+vEad5s2b63RMXFxcsLe315j+JgiCIAhC4aTLVLXL9+N1asve0iTvXEcqYdu1P3kt6TEkxWb9W2/E34W5jGsSSbMLHfF0treo9i9ZN3iHux7GxiRrzuiq66tYdHERnct2JrBuIBdiL2iMQMrp0ctHXIi9QE3HmgC03NySuNQ4trTfQpmiZQDYdnsbXcp10blvlpaW+Pj4MH36dCpUqICDgwPr16/n9OnTlC1bVq43e/ZsDAwMGD58eIH2PT4+nuLFi5Oamoq+vj5LliyhWbNmanU2btyodTrFo0eP8PPz4/Dhw+jra/9AuXXrFtu3b+f48ePUrZsVuV63bh0lS5Zk69atfPzxx0DWSKfFixfLN9urV6+mQoUKnDlzhlq1amFhYYGBgYFOU11Gjx5NixYtABgxYgTdunVj//791KtXD4D+/furBXb+97//qa2/bNkyihYtyuHDh2nbtq1G+8+fP+f58+dapwwWKVKERYsWYWhoiIeHB23atGH//v0MHDiwQMdiyZIlGtNnWrduzaeffgrA5MmTWbp0KTVr1pTXGzt2LD4+Pjx69AhHR0eKFy/O6NGj5fWHDRtGSEgIv/76q1pQoyDq1avHuHHjAChXrhzHjx9nwYIFNGvWjIMHD3L16lViY2Pl0SRz585l69at/PbbbwwaNIivv/6acePG0bt3bwBKly7N9OnT+fLLL5kyZYq8nYyMDHr16sW5c+c4fvw4JUqUeKX+Zte+fXuN/VYqlSQmJmJhYYGenh4ODg46txcTE4ORkRFFixZVK3dwcCAmJkauowoCZmdvby/XyU9KSgrjxo2je/fuWFlZ6dy/5cuXU7ZsWRYsWIBCocDDw4PAwEAmTpxIu3btAPD29s5zhBdkTbPSlWqfch5HBwcH7t69q3M7r6NPnz5069YNgJkzZ7Jo0SLOnDlDy5YtAfLdX1NT0wJtLyYmRuv+qo7FkydPyMzMzLNOfooXL05kZGSB+iUIgiAIwvuVqZQ4E/GM2Bcp2Ftm5SbS11PkO1VNxdLEgMSUDK3BJgVZo41U+Y5UuY60UmZCSF5PXgMMTKDWwKwE2SFj1YNNVs5ZASSR86jQEUGk9+zxy8f5VypAvYJYs2YN/fr1o3jx4ujr61O9enW6d+8uT7k6f/48Cxcu5MKFCwXOEWNpacmlS5dITExk//79jBo1itKlS+Pr6yvXKVq0KHp6elpz89ja2qKnl/tAuRs3bmBgYKB2825ra0v58uW5ceOfYZoGBgZqI3s8PDwoUqQIN27coFatWgXapypVqsj/r7pxq1y5slpZbGys/Do2NpbJkydz4MABHj16RGZmJi9fvsx16lByctbjNHOODlP1O3tAzcnJiatXrwK6HwsjIyO1fSjIfqn2x9HRkczMTGbNmsXGjRt58OABqamppKamYm5urnW/dOHj46PxWjWq5fz58yQmJmJrq/4LLDk5mTt37sh1zp49qzbyKDMzk5SUFF6+fImZmRkAI0eOxNjYmFOnTlGsWLFX7m92lpaWWFpaqpUplUoSEhKwsrLK8zouCEmS1N6H2t6TOevkJj09nU8++QSlUsmSJUsK1I9bt27h4+Ojtp169eoRFxfH/fv35UT9ZcqUKVC7usi5b7ru75uQ/X1ibm6OpaWl2vv9fe3v6xwTU1NTXr58+XqdFARBEAThnQm5Fs3UHWFqwSInaxOmtPMkNUO3/EMf1yjBquORKFAP/+Sa7yg3+T55DXjxMKueZ3vwaJP1/4mPsnIgudQVI5AKKRFEeotOd8+a3mNq8M830H0r9qVnhZ4Y6GUdejszzYSn2mSvF9I5BAATg3+CDR3KdChw/9zd3Tl8+DBJSUkkJCTg5ORE165dcXNzA7KmpMTGxlKqVCl5nczMTL744guCgoLy/AZbT09Pvqny8vLixo0bfPPNN2pBpObNmzNp0iSmTp2q0a/Vq1fneSOU21PcdLnJyq0sP9nzQanWz1mWPSDWp08fHj9+TFBQEC4uLhgbG+Pj40NaWprW9m1tbVEoFMTFxeW57Zzb0vVYmJqaat1vXfYLkLc3b948FixYQFBQkPykr4CAgFz361Vl366TkxOHDh3SqKOahqVUKpk6darWnDrZg3LNmjVj/fr17Nmzhx49erxSv7Int4asUV+qkVy5WbZsmc7bc3R0JC0tjbi4OLXRSLGxsfJIM0dHRx490hzB+Pjx43xHPaWnp+Pn50dERAQHDhwo0CgkyLo2ch4D1WtVoPPo0aP5Tt+aMGECEyZM0GmbqpGCMTExODn9M4Q6Nja2QKO8Xkde70HIms6WlwYNGvDHH3/ovD1HR0eNEUXZ97dYsWLo6+vnWSc/z54905p0WxAEQRCED48q31HOv/yj/853NLJpWa3r5dTM05FabjYawSjHv4NRatPV8lKQJ6/BP0mzhUJPBJHeIjNDM40yQ31DDPX/uRmpbl8dBzMHYl/Gas2LpECBg5kD1e2r592uXv4Jr3Njbm6Oubk5cXFx7Nmzhzlz5gBZCYBzJv9t0aIF/v7+9O3bt0DbkCSJ1NRUjfLJkydz4sQJOf+NqakpmzdvzjdHi6enJxkZGZw+fVq+sX769Ck3b96kQoUKcr2MjAzOnTsnjzoKDw/n+fPneHh4AFmjc3LeEL8pR48eZcmSJbRu3RqAe/fuyQnEtTEyMsLT05OwsDCNPCd50fVYvClHjx6lQ4cO9OzZE8gK4Ny6deu1tpU9L5bqteocVa9enZiYGAwMDHJN3Fy9enXCw8PzHQ3Svn172rVrR/fu3dHX15fzY+UlZ7AmZyLiNz2drUaNGhgaGspJsCHrkfDXrl2T35s+Pj7Ex8fL0zIBTp8+TXx8vHwNaKMKIN26dYuDBw9qjO7SRcWKFdmwYYNakPL48eNYWVlRvHhx4M1PZ3Nzc8PR0ZHQ0FCqVasGZOUEOnz48AfzRMc3PZ3Nx8eH0NBQRo4cKZft3btXPr9GRkbUqFGD0NBQOnbsKNcJDQ2lQ4f8v1RISUnhzp078vEUBEEQBOH9y1RKnI54xvknCmwjnuFTxh59PUWe+Y5U1p66i6OVCY8SUvKdqqavp6CZp6PWaXFqlJnaRw8lPwdjHb+ItHg3X/gJ744IIr1n+nr6jKs1jlGHRqFAoRZIUvw9qHBsrbHov4Whfnv27EGSJMqXL8/t27cZM2YM5cuXlwNEtra2GjeZhoaGODo6Ur58ebmsV69eFC9enG+++QaAb775Bm9vb9zd3UlLS2P37t38/PPPWp8YpKenxy+//EL16tW5d++e1pw92pQtW5YOHTowcOBAli1bhqWlJePGjaN48eJqN1CGhoYMGzaM7777DkNDQ4YOHUqdOnXkG29XV1ciIiK4dOkSJUqUwNLS8rWe4pRdmTJlWLNmDd7e3iQkJDBmzJh8byRbtGjBsWPHCAgI0Hk7uh6LN6VMmTJs3ryZEydOULRoUebPn09MTMxrBZGOHz/OnDlz+OijjwgNDeXXX39l165dADRt2hQfHx8++ugjZs+eTfny5Xn48CG7d+/mo48+wtvbm8mTJ9O2bVtKlizJxx9/jJ6eHleuXOHq1avMmDFDbVsdO3ZkzZo1+Pv7Y2BgQJcueecSi4mJYdq0afTs2ZOLFy+yZs0aFAoFf/75Jx4eHgWezvbs2TOioqLk5PGqp6k5Ojri6OiItbU1/fv354svvsDW1hYbGxtGjx5N5cqV5aBuhQoVaNmypXzOAQYNGkTbtm3V3pseHh588803dOzYkYyMDLp06cKFCxfYuXMnmZmZ8igWGxsbjIyMdDpXQ4YMYf78+QwdOpRhw4YRHh7O1KlTGT16tBxUKuh0tsTERG7fvi2/Vr0nbWxsKFWqFAqFgoCAAGbOnEnZsmUpW7YsM2fOxMzMjO7du8vr5fwsSktLIywsTP7/Bw8ecOnSJSwsLN749LOCtqcKOiUmJvL48WMuXbokB5IhK+9aw4YNmT17Nh06dGDbtm3s27dP7cEHo0aNwt/fH29vb3x8fPjxxx+Jiopi8ODB+W7/1KlT8uhIQRAEQRDeP/Wpavr8fOucPFXN2tQo33xHjxPTGNm0HEH7buo0VS3PfEeQlTRbWx6jar3gwmoo1zLrdUI02vMiKbKWiyev/euIp7N9AJq6NGW+73zszdQT5TqYOTDfdz5NXbQ/Cvx1xcfH8/nnn+Ph4UGvXr2oX78+e/fu1Zi2kZ+oqCiio6Pl10lJSQwZMoSKFStSt25dfvvtN9auXcuAAQO0rl+sWDF+++03hg4dSp8+fXTe7qpVq6hRowZt27bFx8cHSZLYvXu3Wv/NzMwYO3Ys3bt3x8fHB1NTUzZs2CAv79y5My1btqRx48bY2dm91qPqc/rpp5+Ii4ujWrVq+Pv7M3z4cK3JkLMbOHAgu3fvJj5etycnqOhyLN6USZMmUb16dVq0aIGvry+Ojo589NFHr9XmF198wfnz56lWrRrTp09n3rx5chJzhULB7t27adiwIf369aNcuXJ88sknREZGyiN8WrRowc6dOwkNDaVmzZrUqVOH+fPn4+LionV7Xbp0YfXq1fj7+/P777/n2bdKlSpx8+ZNKlasyKRJk1ixYgVGRkZqycULYvv27VSrVo02bdoA8Mknn1CtWjV++OEHuc6CBQv46KOP8PPzo169epiZmbFjxw61vFjr1q2jcuXKNG/enObNm1OlShXWrFmjtq3w8HD5Wrp//z7bt2/n/v37eHl54eTkJP9kf5pXnz591Kad5uTg4EBISAjnzp2jatWqDB48mIEDB+o8NU2bc+fOUa1aNXlUzKhRo6hWrZra0w6//PJLAgICGDJkCN7e3jx48IC9e/eqBfByfhY9fPhQbjc6Opq5c+dSrVo1tc+i4ODgd5ZXKTtVv86fP88vv/xCtWrV5FGLAHXr1mXDhg2sWrWKKlWqEBwczMaNG9VGvXXt2pWgoCCmTZuGl5cXR44cYffu3ble99mtX7+eHj16yPnCBEEQBEF4f1RT1XIGimLiU/hs7QX2hen20AzXYmYs7VkdR2v1HKuO1iYs7Vld96lquT11LSEaDs+CF9EQeRSaTvt7gXjy2n+JQsotoYqgJiEhAWtra+Lj4zVyiKSkpBAREYGbm5vWpMi6ylRmciH2Ao9fPsbOzI7q9tXf6Aikt5Hs90MWHBxMQEAAz58/f99dKRA/Pz+qVavG+PHjgX//eXN1dSUgIKBAo6/eVT8CAwPZunVrvlOVcirM58zX1xdfX18CAwPfd1feicDAQA4dOsShQ4cK9XnLS2RkJG5ubly8eBEvLy8eP36Mh4cH586dk3PgvQlv6ndhQaSnp7N7925at279VoLmwtshzlvhJM5b4SPOWeGQqZSoP/tAriONFEBRc0OeJaXn29b6gXXwcbfN9QluOlFmQlClPJJmK8C0KIy4AiaWuYxYKv6fevLav+W9llfMIzsxne0Doq+nT03Hmu+7G8J79u2337J9+/b33Y3/pLFjx/LVV1/x4MEDrK2t33d33rkXL15w584ddu7c+b678s7s2bOHhQsXvu9uvDWtWrXiyJEjamUREREsWbLkjQaQBEEQBEHIW26BnTMRz/KcqiYBz5LSsTE3Ii4pLd98R6DDVLW85PvUNQmSn0H0paxE2eLJa/85IogkCB8YFxcXhg0b9r678Ubk95SuxMTEd9ibvB0+fJj09KxveHLmOPqvsLS05N69e++7G+/UyZMn33cX3qoVK1aQnJwMID9ps1atWnJeOEEQBEEQ3j71fEdZVPmO7jxO0qmNj7ycWXU8Uqd8R6+loE9dA/Hktf8YEUQS/rX69OlToBxLwpuny1O6IiMj30lf8qMtj0xgYOB/ZlqX8O+kemKeIAiCIAjvhyrfUc4RRKp8R9VdiurUTjNPR2q52WgEoxz/DkbpnO9IJbcnryl1fHK1eOraf5YIIgmC8NYU9CldgiAIgiAIgvBvkamUmLojTOsUNImsUUR3nyZhYqhHSrpSaxvZp6rp6ylo5un46vmOVHJ78pqTF4T/AaY2kByHeOqaoI0IIgmCIAiCIAiCIAjCK3qdfEdPEtMY2bQcQftuymUq2qaqvVa+I/jnyWs5A0QJ0f8ElUrWgpt7/u6Blh6Jp679p4kgkiAIgiAIgiAIgiC8Am35jhytTehVx4Wjtx7r1IZrMTOW9qz+5qaq5UaZmTUCKa+xUWa28Mkv8Ocu7aOV/kNPXRO0E0EkQRAEQRAEQRAEQSig3PIdPYpPYc6ecJ3bsbc0wcfdlmaejpy8Hcveo6dp3qA2PmXsXy1Zdm75jnR58trLJ1n1xFPXhFyIIJIgCIIgCIIgCIIg5JDbNDXVsrzyHQGYGOhhbmzAs6S03LILyfmOIGuqWm03G57ekKj9KrmOIPd8Ry1nQ2aabm2onrwmnromaCGCSIIgCIIgCIIgCIKQjbZpak7Zppfll+8IICVDyWe+rgTtu5lbdiG1fEevLa98R5v8wbWhbu2IJ6/pLFOZyblH57icdhn7R/bUcq6F/r98tJbe+9z4kSNHaNeuHc7OzigUCrZu3aq2XJIkAgMDcXZ2xtTUFF9fX65fv65WJzU1lWHDhlGsWDHMzc1p37499+/fV6sTFxeHv78/1tbWWFtb4+/vz/Pnz9/y3gkFlZmp4+MkPwA//vgjJUuWRE9Pj6CgoFzL3oWnT59ib29PZGTkO9vmmxYcHEyRIkXedzfU9OnTh48++ijX5YGBgSgUChQKxTs934LwNgUHB8vXdUBAAJD1e7ZUqVKcP3/+/XZOEARBEN4R1TS1nEGimPgUPlt7gTkhfxL7Iu8Akooq35GjtYlauaO1CUt7Vn+H+Y6AyCNg6cQ/IaycFGBVXDx5TUf77u6jxeYWDNo/iF9f/sqg/YNosbkF++7ue99de6veaxApKSmJqlWrsnjxYq3L58yZw/z581m8eDFnz57F0dGRZs2a8eLFC7lOQEAAW7ZsYcOGDRw7dozExETatm2rFpDo3r07ly5dIiQkhJCQEC5duoS/v/9b37+CkjIzSTp9hvidu0g6fQbpLQdVXrx4QUBAAC4uLpiamlK3bl3Onj2r3icdAnnaPH/+nM8//xwnJydMTEyoUKECu3fvzrV+aGgoXbp0QZK0fei9HYGBgXh5eRV4vYSEBIYOHcrYsWN58OABgwYN0lqWn++//54KFSpgampK+fLl+fnnn3Otu3nzZvT19bUGNb755hvatWuHq6trgfdFeD0VK1YkOjpap/P9qqKjo+nevTvly5dHT09PvrHPafPmzXh6emJsbIynpydbtmzRqLNkyRLc3NwwMTGhRo0aHD16NM9t//777zRr1gw7OzusrKzw8fFhz549b2K3XktKSgp9+vShcuXKGBgY5BrsO3z4MDVq1MDExITSpUvzww8/5Nv2uHHjqFmzJsbGxq/0+fC2fP3119StWxczM7NcA65RUVG0a9cOc3NzihUrxvDhw0lLUx+2fvXqVRo1aoSpqSnFixdn2rRpap+7Xbt2JTo6Gh8fH7nM2NiY0aNHM3bs2Leyb4IgCILwIclvmpoELDl0h0ylbvct9pYmtKzkxLGx/2P9wDos/MSL9QPrcGzs/14tgKTMhIijcPW3rH+Vf98z5pvv6G81+v79PzkDSeLJawWx7+4+Rh0axaOXj9TKY1/GMurQqH91IOm9BpFatWrFjBkz6NSpk8YySZIICgpi4sSJdOrUiUqVKrF69WpevnzJL7/8AkB8fDwrV65k3rx5NG3alGrVqrF27VquXr3Kvn1ZJ+3GjRuEhISwYsUKfHx88PHxYfny5ezcuZPwcN2Tnb1tCXv3crtJU6J69+bh6NFE9e7N7SZNSdi7961tc8CAAYSGhrJmzRquXr1K8+bNadq0KQ8ePJDr6BLIyyktLY1mzZoRGRnJb7/9Rnh4OMuXL6d48eJa69+/f5/u3buzdetWZs+e/cb3802LiooiPT2dNm3a4OTkhJmZmdayvCxdupTx48cTGBjI9evXmTp1Kp9//jk7duzQqHv37l0mT55Mgwaa85GTk5NZuXIlAwYMeGP7l5v09PS3vo3CxsDAAEdHx3zP9+tITU3Fzs6OiRMnUrVqVa11Tp48SdeuXfH39+fy5cv4+/vj5+fH6dOn5TobN24kICCAiRMncvHiRRo0aECrVq2IiorKddtHjhyhWbNm7N69m/Pnz9O4cWPatWvHxYsX3/h+FkRmZiampqYMHz6cpk2baq0TERFB69atadCgARcvXmTChAkMHz6czZs359m2JEn07duXrl27vo2uv7K0tDQ+/vhjPvvsM63LMzMzadOmDUlJSRw7dowNGzawefNmvvjiC7lOQkICzZo1w9nZmbNnz7Jo0SLmzp3L/Pnz5TqmpqY4OjpiZGSk1n6PHj04evQoN27ceDs7KAiCIAgfCF2mqQE8f5mGk7VJXmN6cMqR78jH3ZYOXsXxcbd99XxHQZVgdVvY3D/r36BKWeWJj/JfH8DWHfx+BqscASwr56xy8eS1fGUqM5l1ZhaSllCjqmz2mdlkKgvPTJuC+GBzIkVERBATE0Pz5s3lMmNjYxo1asSJEyf49NNPOX/+POnp6Wp1nJ2dqVSpEidOnKBFixacPHkSa2trateuLdepU6cO1tbWnDhxgvLly2vdfmpqKqmpqfLrhIQEIOtGOufNdHp6OpIkoVQqUSqVBd7XF6GhPAwYCTlG4WQ8esSDEQFIQQuwbNaswO3mpPq2WZIkkpKS2Lx5M1u2bKF+/foATJ48ma1bt7JkyRKmT58uB/ImTJggf9O/atUqnJycWLt2LZ9++qnW7axYsYJnz55x7NgxDA0NAShZsiSAxvFJT0/n448/5smTJwB89dVX1KxZk8aNG+e7P6mpqUyePJkNGzYQGxtLqVKl+PLLL+nfvz/BwcGMGjWKZ8+eyfW3bt1K586dyczMJDg4mKlTpwKgUGR9gK9cuZI+ffoQFRXF8OHDOXDgAHp6erRo0YLvvvsOBwcHgoOD6d+/PwClS5eW18tZdufOnTxHBq1Zs4ZBgwbx8ccfA+Dq6srJkyeZPXs2bdq0ketlZmbSs2dPxo0bx7lz53j+/LnaMdy1axcGBgbUrl1bLj906BBNmjRh7969jB8/nrCwMLy8vFi5cqXa9b506VLmz5/PvXv3cHNzY8KECWoj9PT19fn+++8JCQlh//79fPHFFygUCrZt28bQoUOZNm0az549o2fPnixatIj58+ezYMEClEolw4cPZ8KECXJbCxYsIDg4mL/++gsbGxvatm3L7NmzsbCwAP65LnR5/0ydOpVt27bx6aefMnPmTJ4+fUrr1q358ccf1UZorFq1irlz5xIREYGrqyvDhg1TuwF/8OABX3zxBaGhoejp6VGvXj2CgoLk8yZJkvy+Bjh//jxt2rSR9031fsre58jISNzd3Tl37hzu7u5IksSzZ8+wtbVl//79+Pr65rt/OZUqVYoFCxYA8NNPP6n1SWXBggU0bdpUHikyduxYDh06xIIFC+Sg+/z58+nXrx/9+vWTX+/Zs4clS5Ywc+ZMrdvOHlwAmDFjBtu2bWP79u25BrS0iYiIYOjQofJo0exe5biYmpry/fffA3Ds2DGN9wVkXd+lSpWS96F8+fKcPXuWuXPn0rFjR63tSpLE7NmzsbS05PHjx1y5cuWVPtP79u3L8+fPqV+/PvPnzyctLY2uXbuyYMEC+TOxoKZMmQJkTTcDzfdKSEgIYWFh3L17F2dnZwC+/fZb+vXrx/Tp07GysmLNmjWkpKTw008/ySPWxo8fz/z58wkICJA/C1WyX2tFixalbt26/PLLL/JnZ05KpRJJkkhPT0df/918g6n6fSyC3IWLOG+FkzhvhY84Z3nLVEqcuxtH7ItU7C2N8XYpir6egujnSTqtX8TUgImtyjNsw+Vc8x1NbFUeZWYGOscSlJlkRhyj+LOTZN4xB7f68qggxZ870d/cF5DUAldSwkPY5I+y4Vh0+e2bYWqL5FIf3JujuHdSfvKaVNIna1viesnXuUfnNEYgZSchEfMyhjMPz+Dt4P0Oe/Z6dP2s+GCDSDExMQA4OKgn9XJwcODu3btyHSMjI4oWLapRR7V+TEwM9vb2Gu3b29vLdbT55ptvtP6hvHfvXo1RB6rRCImJiWpTB5TJyQAoTEzkP86l9HSkjAwU+voojIyQMjOJ/XqmRgApq3JWWczXM1F6e6P4+49yuV1jYxR6WYPJpIwMFAa6nc4XL17w4sULMjMzUSqVcoAMwMjIiMOHD5OQkEBkZCQxMTHUrVtXrU7dunU5cuQI3bp109r+li1bqFGjBp9++im7d+/G1taWLl26EBAQoHFjMXbsWE6dOiW/zszMpHv37hw6dAgnp7yHd/br148zZ84wa9YsKlWqxN27d3n69CkJCQmkpKQgSZJav5P/Pm4JCQm0atWKoUOHsm/fPjkXl5WVFfHx8XTo0AEzMzN27txJRkYGo0eP5uOPP2bnzp20atWKrVu38tFHH7F//36KFy+OhYWFRpm1tbXatnN6+fIlCoVCrY6enh5nzpzh6dOn8o3mN998Q9GiRfH39+fkyZNkZGSorbN//36qVq2qVvby5UsAJkyYwNSpU7G1tWXUqFH06dNHnoq0c+dORo4cycyZM/H19WXPnj30798fGxsbtRFPgYGBTJ48mWnTpqGnp8cvv/zCnTt32LlzJ5s2bSIiIoI+ffpw+/Zt3N3d2bFjB2fOnGHo0KHUrl2bmjVrAlmjKGbOnEmpUqW4e/cuo0ePZuTIkcybNw9A6/nKTWpqKrdv32bDhg388ssvJCQkMHz4cD799FOWL18OwOrVq5k1axZz5syhSpUqXLlyhREjRqCnp0e3bt14+fIljRs3xsfHh507d2JgYMDcuXNp2bIlx44dw8jIiPT0dPl4Hzt2jB49ejB58mT69+9PQkICqampZGZmqvVZFSBRnQPVe01VpqpbokSJPPexTp06/PbbbxrlGRkZpKWlaRynEydOMGTIELXyRo0asXTpUhISEkhLS+P8+fMMGzZMo87Ro0d1Ou6QFSSIj4/H1NRU53UA/P39iY+P57fffsPCwoIZM2Zw6NAh5s2bR4kSJUhISMDHx4d79+7l2kbJkiU5efKkRnn285TdsWPHaNSokVp5gwYN+Omnn9TeY9q8ePFC6/nVVXp6OgcPHsTW1pZt27bx119/0b9/f8qXL0/v3r0BGDlyJL/++mue7Zw8eVIOwKvk9l45fPgwFSpUwMLCQl5Wt25dUlNTOXr0KA0aNODo0aNymepLknr16jFhwgSuXbuGi4uL3J62a61KlSocOnQo12OSlpZGcnIyR44cISMjQ8ej9WaEhoa+0+0Jb4Y4b4WTOG+Fjzhnmi4/VfB7pB7P0/4JxxQxkujkqsTMANAhHPPX9UuUtZboW06zLeu/28q8e57dd/8ulJTYJoZjkv6cFMMiPLUoD4p/JgY5PT9L5fvrME1/hjfA3aUkG9pwtUQPoq1r0Pz6KPRzBJAAOYCVeuJHFIZFMUmP0zo6SgKSDW0IvfYcrmdPM2IKJMD195+yoLC4nHZZp3qhJ0OJNYp9y715c1T3MPn5YINIKtq+Gc1ZllPOOtrq59fO+PHjGTVqlPw6ISGBkiVL0rx5c6ysrNTqpqSkcO/ePSwsLDAx+SdhWnidrJwS7seOYmCTNYzx6Q/LePLdd1h36YzjtGm8PHMGZWzeF5YyNhbDW7cwq1ULgNutWpMZF4frtm0Yly0DwPNff8X671EtuZEkiRcvXmBpaSnnN1mwYAE1atTAwcGB9evXc+7cOcqWLYuVlZV8Q1y6dGm1fS5evDh3797VOA4q9+7d4+jRo3Tv3p1du3Zx69Ythg0bhoGBAZMmTZLrbdy4kR9//FFj/djYWAYOHMjBgwdz/Tb75s2bbNmyhT179sjTWapUqSIvN/k7cJe9j6ampkBWsMjKygobGxuMjY0pW7asXCc0NJTr169z584d+eZt7dq1VK5cmfDwcGrWrCmXu7q6yqNWtJXlpVWrVgQHB+Pn50f16tU5f/48v/zyC+np6aSlpWFra8vx48dZt26dnMzW0NAQAwMDtX16+PAhpUqVUitTBTlnzpxJkyZNgKyAUrt27TAyMsLExISlS5fSu3dv+RqvXr06ly5dYunSpWojobp3786QIUPk18bGxiiVSlavXo2lpSW1atUiODiYmzdvEhISgp6eHjVq1GDRokWcO3dO3n72XCqVK1cmOTmZzz//XA76aDtfuTE2NiYlJYU1a9bIwZhFixbRrl07Fi5ciKOjI/PmzWPu3LlyoLNy5cpERkayZs0aPv30U3777TcMDAzkJMKQNTrMxsaGCxcu0Lx5c/l4Hzx4kN69e7N06VK1wKmxsTH6+vpqfVaNrFKdA0tLS3kkh5mZmVz3woULee6jqamp1mNhYGCAkZGRxjLVSLzs5aVKlSI2NhYrKysePnxIZmYmrq6uanVKlizJwYMHdTruAHPnziU5OZlevXrpvM61a9c4efIkJ06ckEeErlmzhlKlSuHg4ECZMlmfYbt3787z2w9DQ0Ot29T2vgB48uQJJUuWVCt3dXWVgyO2trYabWX/jNR2fnVlaGiIjY0Ny5YtQ19fH29vbzZv3syJEycYNmwYkBUgHj9+fJ7tuLq6YpDjy4Hc3itxcXE4OTmplVtZWWFkZERCQgJWVlY8ffpU4xpQjZ5MTExUK9d2rZUuXZrt27fnekxSUlIwNTWlYcOGar8L36b09HRCQ0Np1qzZK4/yEt49cd4KJ3HeCh9xzrTbc/0Rq05e1piI9DxNwU839VnoVxnH+zd5lJCqNS+SAnC0NmZo14bo6yloDXyZy6gmeZ0/d6K/dwKKF//kLJIsnclsPhPJo+3fo4wWkzMptkl6HDUjFqNs+CX66c/IjQIwy4gjs+FYODIHCVBka0sVejJqP5/WHm11Ok5C7uwf2fPr/ry/DARo5tOsUI1E0vXL0w82iOTo6AhkjSTKPiIlNjZWHp3k6OhIWloacXFxaqORYmNjqVu3rlzn0SPNoWaPHz/WGOWUnbGxMcbGxhrlhoaGGh/CmZmZKBQK9PT00NPTTDOVvVzx94eJqn7mk6e59kFtG0+earStp6f4p12FQuu2s1PdzKrqrlmzhn79+lGyZEn09fWpXr063bt358KFC2p91tfX17Jt7fuq2o69vT3Lly9HX1+fmjVrEhMTw7fffitPyQCwtbVFT09P63QRW1tbDAwMcg30XblyBX19fRo3bpzrMc/+r7YyVdvZ64SHh1OyZEm1b+QrVapEkSJFCA8Pp3bt2mrt5Gwzr+OS3eTJk3n06BF169ZFkiQcHBzo06cPc+bMwdDQkKSkJHr16sXy5cuxs7OT39A5z7Pqpk3bfnp5ecn/r8pH9eTJE0qVKsWNGzcYNGiQ2nr169dn4cKFamU1a9ZUe61QKHB1dcXa2louc3R0xMDAQO1m18HBgcePH8vrHjx4kJkzZxIWFkZCQgIZGRmkpKSQnJyMubm51vOVG4VCQalSpShVqpRcVq9ePZRKJbdu3cLQ0JB79+4xcOBAtSmXGRkZWFtbo6enx8WLF7l9+7bafqiOZ0REBHp6eigUCs6cOcOuXbv49ddfNaZAabt+cl5b2c9X9mujXLly+e5nXvuv7TjlfJ+qnrCV33tZl88OgPXr18tTCVWfz7q4c+eOPOVStZ1ixYrh4eHBtWvX6Ny5MwBubm46t5mz/7ntQ873o+q8aDsOoP4Zqe38FqRPFStWVPtd4ezszNWrV+X2HB0dC3QcVXJ7r+T2O0iSJHl/tdXJ65jkPK5mZma8fPky12Oi2oa235Nv2/vYpvD6xHkrnMR5K3zEOftHplLi6z/CtQaHVKbuCmdGh0p8/suFXKepTWlXERPjf/IHGiozqW94E4wegaEDGNb9Jzl12Hb4expadooX0Rhs7gtdgiF0gsbyrO1lhYP0z2p+8a6Nvl25rLxGIWPVkmwrrJyh5SwMRL6jN6KWcy0czBxyndKmQIGDmQO1nGuhX4iSlOv6OfHBBpHc3NxwdHQkNDSUatWqAVlD5Q8fPiwnX65RowaGhoaEhobi5+cHZD3J6Nq1a8yZMwcAHx8f4uPjOXPmDLX+Hslz+vRp4uPj5UDT21L+QtYIEsXfI2AAbPv1w6ZXL/j7htvAzk6ntrLXK7M/K2m4Its3vUVyyfGRF3d3dw4fPkxSUhIJCQk4OTnRtWtX+WZOl0CeNk5OThgaGqqNIqpQoQIxMTGkpaXJCVubN2/OpEmTNKYNuru7s3r16jxHiplmO6ba6OnpaTzpTZc5nrmNUNNlBFxBmJqa8tNPP7Fs2TIePXqEk5MTP/74I5aWlhQrVowrV64QGRlJu3bt5HVUN7gGBgaEh4fj7u5OsWLFiIuL07qN7B8Cqr5nD9jpMsrP3Nw8z3ZV7WgrU23r7t27tG7dmsGDBzN9+nRsbGw4duwY/fv3f2Nz9LMHbVTbXb58uVouNEC+JpVKJTVq1GDdunUabdlle6+5u7tja2vLTz/9RJs2bTSSDesiU8tTFlUjlnLToEED/vjjD5234ejoqDE9N/v7tFixYujr6+dZJy8bN26kf//+/Prrr7kmss6NoaGhnF8qu8zMTLXPiIoVK8pTlbVxcXHR6cmQKrkdEwMDA62jkN60vN4TAIMHD2bt2rV5thEWFqYWLM2Lo6OjWiJ1yBqdlJ6ervbFi7ZjAppTx7V59uyZ2vtDEARBED5UmUqJMxHPiH2Rgr1lVnJrfT2FTkmznyWlUdTciKU9qzN1R5hafUdrE6a081R/qlrYdo2gDVbO0HI2eLTJWpbrs96A3weAMq+/iSVI1v73vgYLB3BrkLXduyfkfEe41BVPXHuD9PX06VKuC99f+l5jmeLvUOPYWmMLVQCpIN5rECkxMZHbt2/LryMiIrh06RI2NjaUKlWKgIAAZs6cSdmyZSlbtiwzZ87EzMyM7t27A2BtbU3//v354osvsLW1xcbGhtGjR1O5cmX5RqdChQq0bNmSgQMHsmzZMgAGDRpE27Ztc02q/aboaXlik8LICEW2G1Ez7xoYODqS8eiR9rxICgUGDg6YedfIu93X+HbB3Nwcc3Nz4uLi2LNnjxyA0yWQp029evX45ZdfUCqV8jfWN2/exMnJSeMmfPLkyZw4cUKeq21qasrmzZtzfYS1SuXKlVEqlRw+fFjrTa2dnR0vXrwgKSlJDoRcunRJrY6RkZHGDb6npydRUVHcu3dPnqIWFhZGfHw8FSpUyLNPr8LQ0FCekrVhwwbatm2Lnp4eHh4eXL16FcgKeCQmJjJ79mwSExNZuHCh3DfVEwkLqkKFChw7doxevXrJZSdOnHgr+3ju3DkyMjKYN2+efD1s2rTptdqMiori4cOHcgLhkydPoqenR7ly5XBwcKB48eL89ddf9OjRQ+v61atXZ+PGjdjb2+c5XalYsWL8/vvv+Pr60rVrVzZt2qRThD4mJkaeJvTXX39pLM95LeaUX5A0Jx8fH0JDQxk5cqRctnfvXjlQbmRkRI0aNQgNDVUbURUaGkqHDh3ybHv9+vX069eP9evXq0111JWnpyeZmZmcOnWKevXqAVkj4m7evKl2vekyna0gfHx8NJ52uHfvXry9vT+Ib2OnTZvG6NGj86yjur514ePjw9dff010dLQc9N+7dy/GxsbUqFFDrjNhwgS1YP7evXtxdnbWaRrutWvX5N8FgiAIgvChCrkWrRH8cfo7+JOaodsDM2JfpNDBqzjNPOz48/QekuMeYFq0OB61G6Gffap52HbY1AuNIFFCdFa573j14JI2eQaQsjEtCsnPNbcFgCIrcOXy9yAJPf2sYJLw1vSp2IfT0ae5/vQ6yRnJcrmDmQNja42lqUvBvngtTN5rEOncuXNqT+FS5Wfp3bs3wcHBfPnllyQnJzNkyBDi4uKoXbs2e/fuxdLSUl5nwYIFGBgY4OfnR3JyMk2aNCE4OFjtG+5169YxfPhw+Slu7du3Z/Hixe9oL/Om0NfHYcJ4HowIAIVCPZD09+gKhwnj5aTab9KePXuQJIny5ctz+/ZtxowZQ/ny5enbt+/fm1fkG8gD6NWrF8WLF+ebb74B4LPPPmPRokWMGDGCYcOGcevWLWbOnMnw4cM1+qBK1ly9enXu3bvHkiVLdHrqk6urK71796Zfv3589913VK1albt37xIbG4ufnx+1a9fGzMyMCRMmMGzYMM6cOSM/1Sh7G6rAZYkSJbC0tKRp06ZUqVKFHj16EBQUREZGBkOGDKFRo0Z4e7+5+aw3b97kzJkz1K5dm7i4OObPn8+1a9dYvXo1kJX3pFKlSgBy8vMiRYqgUCjkcoAWLVowfvx4jSmd+RkzZoycj6lJkybs2LGD33//nX379r2xfVRxd3cnIyNDzlt0/Phxfvjhh9dq08TEhN69ezN37lw5sbafn588ei4wMJDhw4djZWVFq1atSE1N5dy5c8TFxTFq1Ch69OjBt99+S4cOHZg2bRolSpQgKiqK33//nTFjxqglvra3t+fAgQM0btyYbt26sWHDBo08NTl9/fXXzJo1C3Nzc/kR69euXaNGjRpYWlrKeYB0pQo6JSYm8vjxYy5duoSRkRGenp4AjBgxgoYNGzJ79mw6dOjAtm3b2LdvH8eOHZPbGDVqFP7+/nh7e+Pj48OPP/5IVFQUgwcPluuMHz+eBw8e8PPPPwNZAaRevXqxcOFC6tSpI49iMTU11ZgKmJvSpUvTpUsXBg0axLJly7C0tGTcuHGUKlVKLYCVfQqpLsLCwkhLS+PZs2e8ePFCPkZeXl5A1kifxYsXM2rUKAYOHMjJkydZuXIl69evl9vYsmUL48eP588//5TLVEG/mJgYkpOT5XY9PT1faSRabuzt7bU+9CE3UVFRPHv2jKioKDIzM+V+lSlTBgsLC5o3b46npyf+/v58++23PHv2jNGjRzNw4EA5UNq9e3emTp1Knz59mDBhgvzZPHnyZJ1GWh49epTp06e/0v4KgiAIwrsQci2az9Ze0AizRMen8NnaCwQ0Lat1vZzsLU0gbDv6IWOpmD0IdPrvEUae7UGZmf8oo9NLX2U3tKv9GRz6BnKbZNdylhht9A6ZGJjwU4ufSMtM40LMBUJPhtLMp1mhm8L2Kgqe7OEN8vX1lac5ZP9R3ewrFAoCAwOJjo4mJSWFw4cPq91AQ9bN5KJFi3j69CkvX75kx44dGk+zsbGxYe3atSQkJJCQkMDatWvzHenyLlk1b07xhUEY5JhOYODgQPGFQVj9Hfx60+Lj4/n888/x8PCgV69e1K9fn71796p9S//ll18SEBDAkCFD8Pb25sGDBxqBvKioKKKjo+XXJUuWZO/evZw9e5YqVaowfPhwRowYwbhx47T2o1ixYvz2228MHTqUPn366Nz/pUuX0qVLF4YMGYKHhwcDBw4kKSnrkZyqc757924qV67M+vXrCQwMVFu/c+fOtGzZksaNG2NnZ8f69etRKBRs3bqVokWL0rBhQ5o2bUrp0qXZuHGjzv3SRWZmJvPmzaNq1ao0a9aMlJQUTpw4odNogOwqV66Mt7d3gUf2fPTRRyxcuJBvv/2WihUrsmzZMlatWvVKj6DPj5eXF/Pnz2f27NlUqlSJdevWyQHHV1WmTBk6depE69atad68OZUqVWLJkiXy8gEDBrBixQqCg4OpXLkyjRo1Ijg4WJ6qaWZmxpEjRyhVqhSdOnWiQoUK9OvXj+TkZK0jkxwdHTlw4ABXr16lR48eWqeoZVe/fn06d+7M//73P9q1a0fbtm2ZMmWK2vukIKpVq0a1atXkBOzVqlWjdevW8vK6deuyYcMGVq1aRZUqVQgODmbjxo1q0/m6du1KUFAQ06ZNw8vLiyNHjrB792614E10dDRRUVHy62XLlpGRkcHnn3+Ok5OT/DNixAi5zqFDh1AoFERGRuba/xUrVlCzZk3atm2Lj0/WAwd27dqVbzAuL61bt6ZatWrs2LGDQ4cOycdIxc3Njd27d3Po0CG8vLyYPn063333nZyDCbI+A8PDw9XaHT58ODVq1GDZsmXcvHlTbvfhw2x5BRQKjaD02zZ58mSqVavGlClTSExMlPt17tw5IGuq5q5duzAxMaFevXr4+fnx0UcfMXfuXLkNa2trQkNDuX//Pt7e3gwZMoRRo0apPUQiNydPniQ+Pp4uXbq8tX0UBEEQhNeRqZSYuiMsz3xH689E4WhlovXpZZAVjnGyNqFWyrGskUT/Z+/O46Msz/2Pf56ZyTYhCQkkMwkiIqAYUTRAEFcoIVBFtLblZy1162ldeiqISwCrYossVhGqR1rPcaMca+0ptaIWIbZaFSQsYlUEN0QLZBJIyAQSQjLz/P6YTEgy20MSliTf9+vlSzJzz/Pck0HAi+v63q27iIIdRltehq/eid1lZHUMzdkbou0qtQ9cfGcg7yi11QnWqTmBx5V3dNSZpsmG0g1NXxuGQYIjgeGu4QyNH8pw1/AuX0ACMMzWQRUSltfrJS0tjaqqqrCns23fvp3+/fu360Qa0+ejZsNGGsrLcWRm4hw+rEM7kIIdLampqW0Ki5XjI9bn9tprr3HnnXfy0UcfdYvPdfbs2bz00ksxR8KOxz6++uor+vfvz8aNG5tONezqn8mzzz7Lgw8+yJYtW06IMbH2sPJr5FdffcWgQYPYsmVLi5Mdu5rRo0dzzjnnsGjRIgC+//3vc+655zJr1qyIr+mo3wuPRH19Pa+99hqXXnppp//5153oc+uc9Ll1Pt3tM1v7xV5+8N/vxVx3e8FpLCr+FBt+Rti2ksU+yujJev9g/NhY8sOhTFg9LkqBqHF0rGA2LP9J7I1ZGUMbPxf+dH3jY2G6jJoXifw+5R0dIz6/j01lmyivKSfTmcmWvVt4eMPD/Cj3R9w94u6mdV3lv7VoNY/mTthg7e7IsNtJHpl/vLchncyll17KZ599xs6dO0O68OTo+vDDD+nRowcPPfQQt9566/HeznGxcuVK5s6d26l/wzwSK1eu5Kc//WmXLSD97//+LzfddBO1tbVNo4F1dXUMHTq0ReaWiIjI8RIpNLvMGz0wO+iU3k6Wj9lDztoHcHH4pGwPvdg16n7O7bE9RoeRCd6dcKDc2oatjKHlTgIj9FQ1Gk9Va9FlpLyjDtG6QJSXldeii6h4RzHzS+a3OIEtOS6QtdunR59jvt8TiYpIIkdBtJOmfve730UMfG6r5uNFnV2s792J4rbbbmPKlCkA3frEqhdeeOF4b+GYap4h1RVNmjSpaQwyOPadkJDAL37xi+O4KxERkYBoodmJcda6vwdXvsnpa6dituoMyqIC19qpUHqxtc0kZwaKPN7dRO0yuvhOyDojdoEodxIMvoyGL//J5rdf55yLxuM49WJ1GR0F4QpELqeLGfkzKOhXQPGOYqa/OT3k50hNfQ0AWUnWcy27IhWRRI6CaCdNWTlKuzuL9b1LSUkJybc6HjIyMsjIyGjx2CmnnIJpmk1jUSKdTUpKSovMOxERkRNFpNDs0sbQ7P+65lx6JNjZXxc+u9IAclLjOO39OYAZkkBkYAZW/XtD6IvDSckOhGy/eC0xw64bC0Qxx9Bsdsx+F7LzYy9D+12oAlIbResyilQgKqspY/qb03n4kod5aP1DIc8DmJgYGDy0/iG+dfK3ukX+UTgqIokcBUd60pQcpu+diIiIiDQXLTS7sfTDr179hIe+O5SfPb8pYt7Ro+fVYPwzxqha/QGIT4FD+4naYRQsAk3WGNqJJFqX0Zi+Y5hfMj9igQjgl2t/SdWhqojXNzEprSllU9kmRrhHdPwb6ARUROpAyigXEZHuSr8HiohIe0XKOyrZXtFihK01E9hddZD05PjoeUfpFjtH8n4E7y0hZocRWO8ykg7Rni6jW4fe2qK4FE60AlJz5TUWM7G6IBWROkAwULampoakpKTjvBsREZFjr6YmkBPQXULWRUSkY0XKO7r3slze2743yisPs29bwbkl0yLkHd0GNou/R51+KZw8ylqHEajLqIO0JezaapeRgcGyT5Z12F4znd03E1VFpA5gt9vp2bMnZWVlADidTgyj9ZTt8ef3+zl06BAHDx7s8seOdyX63DoffWadkz63tjFNk5qaGsrKyujZsyd2u/7mVUREjky0vKOfPb+JHgmx/7fVhp+hH80jct4R4K+HhFSoq8bSqJo6jI6ZtoZdB7uMJp46MWqXkYlpucsoPSGdfXX7whakDAxcThd5WXkW31nXoyJSB3G73QBNhaQTkWma1NbWkpSUdEIWuSQ8fW6djz6zzkmfW/v07Nmz6fdCERERq6zkHdkM6JHg4EBdQ6TSDxNSviShpjT2DUf9DN6cj6VRNXUYdZijHXa94ssVlvaRFp+G95A3aoHorhF3cedbd2JgtFhnNP4cKcovatq76fNRs349KZs3U5OZSerIkRhd/C/UVETqIIZhkJ2dTVZWVsSTpY63+vp6/vnPf3LxxRdr3KAT0efW+egz65z0ubVdXFycOpBERCSq9uQdVR1s4PaC01hU/Cn2CKHZN53rhBILG+k10HoYtnSI9oZd/2rtr9h3aF/E64d7bSRTcqfwxOYnohaICvoVsNBYGHbPwecBvKtW4Zk7j4bSUrKBXX94gTK3G9esmaQWFlreU2ejIlIHs9vtJ+wfpO12Ow0NDSQmJup/kDoRfW6djz6zzkmfm4iIyNERKe/o/stzqT3ks3SNU3o7I4Zme4bfydlnnGWtiNTDFegu0qjaMdERYdfRCkjNBbuM8Ps54xuT9P1Q2QM+6WuAzYbL6eInZ/2EgT0HsuC9eWRsK21aU3l6NnefN6OpQFTQr4DRORfzr+IXqN79NSnZJ3N2wdU44uKBQAFp59Rp0OpgkQaPJ/D44kVdtpCkIpKIiIiIiIgcFdHyjm5etonkeGs5hIMr3+T0tVPDhGbvxbVhJjjvDnQTeXcTM+8INKrWgSKNqvn8vg4Puzb8ZkiByLQFuoim5E5hwx8f57rVPnpXH37NnhR4bhxcfVNgDC1/m58nnvDR4PE3rXG4GnCl+6Ff4Otgl1FSaSnBo7O2u5/BNWsmKWPH4pk7L6SAFHhjJhgGnrnzSBk7tkuOtqmIJCIiIiIiIh0uVt4RwIFDfpIT7NTU+SLmHeWkxnHa+3MIH5rdaO3jcOUS+NP1WMo7kg4RbVQtLSHtiMKuoxWI0hPSOe1fFREKRHZ2nJvN1aWncPHy0M62XtUwfbmPk0b78W6L0EFUVtbUQQRE7TLqddNNNJRGyd8yTRpKS6nZsJHkkfmR13VSKiKJiIiIiIhIh4uVdxT0Hxf25zdvfB6p9MOj59Vg/HNXmFc2U18Dzl7KO+pA0cKwIfqo2u1v3s6gnoMs3SctPo3TP6zk+tX+iAWi++oK6bX86ZDXZjQWiCrOGEf5fy0IKTJC488jw6D0wbmBH0fqIAJLa/b+9reW3ldDebmldZ2NikgiIiIiIiLSZpFCs8uqYxeQAE7N7MGSKXkhuUnuxtykfPNdaxvZ74Gzvqe8ow4QrcOooF+BpVG1z/d9bule06rPI3f5qyGPNy8QuZ56jXoIKRLZCBQeey96kYYDByLfxDTxeaJnLwGW1ljlyMzssGudSFREEhERERERkTYJF5rtTk3k+8NP4vwBvSxdIyslkVEDejFucCZb171ObeVOktL7MHjkJdgdDtjusraZHo3rlHfULrHCsOdfNN/SqBpAj7ge7K/fH3ZUDZsNd2IWQ5/eELVAlPnESzRUVobtMqLxdWa0AtJRYEtLw+/1hu9YMgwcLhfO4cOO6Z6OFRWRRERERERE5IhFDM32HuSxv3+OYQROYSutOhgx78idFuhcYsvL2FcWcWbzMbT3siH/p3DB1CMLzZaY2hqGDVD0dhHfP+37lu7znYHf4dOXlkYMu772vO/S4PlN1AKRv7LyCN/d0Zdx7bXsefxxMIyWhSQj8E5cs2Z2yVBtUBFJREREREREIog0qhYtNDto6ZodzP3OWfzs+U0R847uvzwX+9YV8OK1hBSIqnfDGw9AihsmLGhco9Ds9mpPGHbQZ5WfWbpXwVc9mBgl7Do9cQ/7LO88Ont6Or59+yJ2B9mzsjAIhGi3Z43D5aL3zTeRMGggnrnzWoRsO1wuXLNmklpY2EHv6sSjIpKIiIiIiIiECDeqlt2YU5SWFB8zNHtfbT3pyfFR844m5GbBoiLCdxg1Kp4N0z9RaHYHiDWqNuWMKZauM/n0yew+sJuymjLw+yOOqqX814s0hHl9MOza+7e/WbpfrAKRw+XCNaOInbdPj9gd5L5nFtB48lo71gS7jFILC0kZOxbvunVsXL2aYePGkTpyZJftQApSEUlERERERERaiDiqVnWQW5Zt4sYLTrF0nbLqg1xxTh/G5brDdjSx/e2WRaFw9nsCQdm5kxSabUF7RtVe+fIVS/dwJ7uZkT+DF343LfKoWv53aPA8Hvkipom/srIxX6gqwqSitQJRU/ePzRa7O2jxoo5ZAxh2O84RI6guL8c5YkSXLyCBikgiIiIiIiLSTLRRNZNAF8lfNu+0dK2slEQA7DaDUeGCtvdbPA0ruE6h2VG1d1Stsq6S9IR09tXtC1tsMjBwOV3kZeVxoPgNcqKMqtlWPh113DEo7corqVy6tHFSsX0FomB3UM2GjTSUl+PIzMQ5fFiL4k5HremuVEQSERERERHpZiJlHQGUbK+IOqpmAhUH6slIjqfywKHYodkAfl/4DqIeR3jymkTUUaNqE0+dyLJPlmFgtLiW0Zg/VZRfhM0Ez9x5YQOxg4+ZNTWW7pfyrW/hHJbXIQUiCHQHJY/Mj3rPjlrTHamIJCIiIiIi0o1EyzqaMCSbT3Z7LV3nynNyeObdr6KHZtsM2PJyaJZRSg6MvQ/OnqyT1zpArFE1A8PyqNqYk8eQ58oL29FUlF9EQb8CDqwraVHwicRKllGwENRRBSI5ulREEhERERER6SZiZR0tmZLHyb2clq41LtdNfv+MyKHZQ7IDBaSwJ6/tgpduhninTl47ApHyjjaVbYo6qmZiNo2qVdZVhl3TfFTNbrMzOudi/lX8AtW7vyYl+2TOLrgaR1w8AA3l5Zb2mzppUuOoWvSQalCBqLNQEUlERERERKQL8flN1m2vYOMeg17bKxg1MAu7zbCUdfTAii28ddcYeibFsa+2Puz1m4+q2W1G5NBsvy/QgRQtGee1u3TymkXR8o4O+Q5ZukZwVA2IOKpmt9nxrlqFZ+48kkpLSWpcs939DK5ZM7GnpGAkJli6n9VRNek8VEQSERERERHpIlqOqtlZ+tmGplG1tKT4mFlHu6sOsnFHJfO/exa3LNvU9HhQyKgaUUKzd6zRyWsdJFbeUf/U/pauY2VUzbtqVeCI+1YjaA0eDztvmwpAzx/8AIfbTYPH02GjatI5qIgkIiIiIiLSBcQaVRsZDLmOoaz6IFec04clU/Kij6rFopPXOoSVvKPdB3ZHvUbrUbUxfceEHYszfT48c+eFLww1e8yIj8c1cyY7p03TqFo3oyKSiIiIiIhIJxHpVDUro2of7aqydI+slEQAJgzJjjyqZoVOXusQVvKOan21/OiMH1kaVQOw2+yMcI8IuVbNho2WArNTvvWtQFFo8SKNqnUzKiKJiIiIiIh0AtFOVbMyqra/zkdqooPqgw2RzkFryjoKijiq1pzfF34Mrd/5OnmtA5TXWAuxHtJ7CAtHL4w6qhaL1cDs4LrUwkKNqnUzKiKJiIiIiIic4GKNql18Wm9L1/nesJN45t2vIp2D1iLryJItL4cGYiekQu6VcMVjOnntCPj8PjZ4NvDBoQ/I8mSRn5OPzbBF7UJqLtOZyQj3iIijalY4MjOPeJ1G1boXFZFEREREREROYLFG1QDe+nSPpWuNy3WT3z+jfVlHQVtebiwQtdpZnRfeXwo5Q2HEf+jkNQtan7z2pzf+hMvpom9KXzZ4NpASl8L++v1hc5Ga5x1B5FG15kyfL6R7CNOkobLCcmC2dE8qIomIiIiIiJwAIuUdlWyviDqqFpSS4GB/XexRNbvNaF/WEQRG2FYWEX5MrdHbC2HYDTp5LYZoJ695ajzYDTsX9LmA1796HQMjZt5RLN5Vq8LmGNlSUzn02Wek/2gKlcv+11JgtnQ/KiKJiIiIiIgcZ9Hyjuoa/Jau8f3h1kfVLGUdRbNjTcvOonC8OwPr+l+kk9cisHLyWkZiBvMvms/4U8a3K+8IAgWknVOnhXQZNZSVgceDkZCAMy8P54gRCsyWsFREEhEREREROY4i5R3trjrIzcs2cXvBIEvX6dBRtaBIodn7reX0WF7XTVk5ea28tpxNZZso6FfQrrwj0+fDM3de+DE10wTDwJ6aSkphIYbdrsBsCUtFJBERERERkaMs0qhatLyjoOdLvsadmojHe9DyqNraz8tY9fY6Ci8ayaiBWUc2qhYULjQ7NScQlt3DZe0aVtd1U1ZPXguus5J3FEnNho0tOotCmCYN5eXUbNhI8sh8BWZLWCoiiYiIiIiIHEXRRtXSkuJj5h15vHXcXnAai4o/tTyqNrJ/Bns/MRl5pFlHQZFCs7274MUfwfeeCxSUvLtD1wR3lpoT6FySiDKd1k5Ds7oumoZyawUrq+uke7Id7w2IiIiIiIh0VcFRtdaFotKqg9yybBPFW6J0hjRzSm8nS6bk4U5LbPG4Oy2RJVPy2jaqFomV0OxVs2D8vMYvWhepGr+eMF/h2THkZeWR5cxqCshuzcDA7XQ3nbzWHo5Ma4Uoq+uke1InkoiIiIiIyFEQbVTNJFBq+cvmnZaulZWSyKgBvdp/qpoVVkOznb1g8tIII2/zA6eySVRfV39NTX1NU4h2e09eg0D2UessIwyDmvffx57ZG9+eveFzkQwDh8sVWC8SgYpIIiIiIiIi7RAp76hke0XUUTUTqDhQT0ZyPJUHDsXMO4IOOFUtKFJgNhxZaPZZ34PBl0W+lkT1x21/ZH/9fk7reRpVh6radfIaBE5fCzlVze0m8ayz2L96NY6cnMCDhtGykGQEClauWTMVni1RqYgkIiIiIiLSRtHyjurq/ZauceU5OTzz7leW8o46RLTA7NxJRx6abbND/4s6bn/dyN0j7qZvSl/GnjyWzKRMSnaVsHrtasaNGkd+Tv4RdSB5V61i59RpIV1GDR4P+0tLsaX3JPM//xNbj+TQQpPLhWvWTFILCzvqrUkXpSKSiIiIiIhIGwTzjlp3EAXzjs46KdXSdcblusnvnxFSjHI3FqOOOO/I78PY8Q59KtZi7EiFUy8+3BkUKzB78u8DnUWpOVFG2hSa3VFsho0fnvHDpq+Hu4ZTFl/GcNfwIx5h88ydF35MzTTBMLDFJ5B2xSQMu52UsWNDRt7UgSRWqIgkIiIiIiJyhKzkHX29tybqNZqPqtltRsfkHTV2GTm8uxgOsGPJ4S6jwZfFDsxeWRRYN2FBY7EJwvZHKTS7zep99bzy5StMGjDpiApF0dRs2NiisyiEadLg8VCzYSPJI/Mx7HaSR+Z3yL2le1ERSURERERE5AhZyTvaV9vATRf358l/bm96LCjcqJqlvKNoWUYRu4x2Bx4fPdNCYPauwPVzJyk0uwP5/D42lW2ivKact3e+zStfvsI///1PHh3zaIdcv6G8vEPXiUSiIpKIiIiIiEgEkUKzy7yRC0jN5eaksWRKnrVRtWgFIoieZRS1y6ixN2rdEmtvOhisnTtJodkWNC8QZTozycvKa9FhVLyjmPkl81uEZhsY9OnRp8P24MjM7NB1IpGoiCQiIiIiIhJGpNDsSUNzWL3F2glmWSmJjBrQi3GDM9m67nVqK3eSlN6HwSMvwe5o9r9jscKuY3UZXTQ9RpeRCbWVlvbcIlhbodlRhSsQuZwuZuTPoKBfAcU7ipn+5nTMVp+bicnSLUs5J+ucIzp9LRIjzoEtJQX//v3hc5EMA4fLhXP4sHbfS7o3FZFERERERERaiRaa/bt/fglAYpyNunp/2N6f5nlHbHkZ+8oizmxe5Fl3BAWi7z0Lq2aGPg+HH3v7EWtvLCkdavdFuJYCs5uz0mEUrkBUVlPG9Den8/AlD/PQ+odCnm9uQckCxvQdYzkbyfT5QgKx63fu5Ovrrsesrw8sMoyWhSQjMC7pmjVT4dnSbioiiYiIiIiINBMrNBugR4KDey87gxnLP8QgSt7R1hXtLxC9dgfU7Gnz+2lh5C3w5rzGXXbfwOy2jKA17zDy+X3ML5kftkAUfGzOe3OorIvc/WViUlpTyqayTYxwj4i5Z++qVXjmzmsRoO1wu3HNmknPq6+mweOhR0EB5QsXtlzjcuGaNZPUwsKY9xCJRUUkERERERHpdiJlHUHs0GyA/XUNnNwrmSVT8vjVyx/Sd/8HZLGPMnryTY+h3DvpLCbkZsGiGDlFVgpEVgtIVrqMLr4Tss7o1oHZbR1BC3YYLRy9kLSEtBavDydaAam58prYYdfeVavYOXVayKhag8fDzqnT6LNwISkTxmMYBmmXXRrSraQOJOkoKiKJiIiIiEi3Einr6P7Lc8nv34vSqlpL1ymrPsgV8RsZn1iEcehwQcZMzMGwLYAd6bFzijqqwwisdxl18cDsaF1G7RlBMzExMFhQsoCpeVM7bL+Zzuhh16bPh2fuvPBZR6YJhoFnwQJSCseB3Y5ht5M8Mr/D9ifSnIpIIiIiIiLSbUTLOrp52SbiHTZ+elF/S9caXPkmvPUzjFZXM7y74cUfQbq161ji7A01e+mwLqMuGpgdrctoTN8xUUfQDAzueeceDvoid6EFR9CsdhmlJ6Szr25f2HsaGLicLvKy8qJeo2bDxhbjaaGbMmkoLaVmw0YVj+Sosx3vDYiIiIiIiBwLVrKODjX42b7nANlpiRiADT/n2bYwybaG82xbsOHHAPqkxnHa+3OImmVUud3axpy9OZyk1JoBqX3gskcOf936eWjZZTTtIxqmvMSGfrfQMOUlmPZhlxlT8/l9rC9dz2tfvsb60vX4/L6m54JdRq3HzIJdRk/+68moI2gmZtQCUnPpCem4nC6MCJ+bgYHb6eYX5/2i6evWzwMU5Rc1dUmZPh8169eTsnkzNevXY/oC7+3Ql19a2lNDeeyxOJH2UieSiIiIiIh0C1ayjgCmnNePy4fm8NLzv+W+uKXkGBVNz+0yM/hl/bXceN65GP+MNqrWKDENDnqJ2kE0fi786XqijqHlTgJjqeUuI7Pfhez82MvQfhd2mTG19nQZATzz0TMdthdXcuC+09+cjoHR4r7NC0QF/QpYaCwMu+/g89AyNDsb2PWHFyhzu8m47lrKFy22tCdHZvSxOJGOoCKSiIiIiIh0KZFCs8uqrXWZlFXXBbKO4heHFCWyjQqWxC/CqLvF2mbO+SG8t4QOKRApyyhiltGtQ2+NGXRd67OWdRUcQcPv54xvTNL3Q2UP+KSvATZb0wia3WZn4eiFLHhvHhnbSpvWVZ6ezd3nzWgqEBX0K2B0zsX8q/gFqnd/TUr2yZxdcDWOuHggemh22UO/xu5y4du7F+rrw2/YMHC4XDiHD7P0/kTaQ0UkERERERHpMiKFZt89/nTSnPGWrpGVHAcrijAwIw2PwQfPW9vQ6ZfCyaM6rkCkLKMWgllGyz5ZZuk+afFpeA95oxaI7hpxFy8+OZ3rVvvoXX34tXtS4LlxcPVNh0fQ8rf5eeIJHw0ef9M6h6sBV7of+gW+DnYZJZWWktS4Zrv7GVyzZpIydmzM0GzD7yfnoQXsmn7H4ceDjMDPSNesmTqBTY4JFZFERERERKRLiBSavbvqILe/+AHfPtNFdloipVUHMfCTb9tKFvsooycl/sGY2HCnJZJv3xrjVDXgYJW1sOtgIagbF4igfV1Go/uOjpllVHWoqulrw2+GFIhMW6DYMiV3Chv++HjUAlH+Nj8nLfe1vg29qmH6ch8njQ4UiCJ2EJWVBR5fvAggYpfRztumkvbdq2KHZpeV4cjoRZ/Fi5pG3oIcLheuWTNJLSyMfA2RDqQikoiIiIiIdHrRQrODireW8ejkc3jlj7+LmHV05eU3Yz/wrrWbnj059qhasFDUhQtEsbS3y+jNb95seixagSgtPo3BH+6LUCCys+PcbK4uPYWLoxSI+lzcgGf+grBx2QaAYQS6ivLyKP3VnKgdRKUPzg28JtIaoOovL4W5U6iG8nLSJl5GytixgdPaystxZGbiHD5MHUhyTKmIJCIiIiIinZ6V0Ox6n8mgin+wJEzWkTuYdWQbBkkuaze1OqrWjcXqMvqPs/4jZpdRUP42P9ev9ocUiJ4dZ6PkdBvTqs8jd/mrIdfIaCwQVZwxjvL/ilIgAnbddXfk7CEIdAaVlrLj+hvwRTsNzTTxeaJnNAHg98dew+HQbMNuJ3lkvqXXiBwNKiKJiIiIiEin0Z7QbBt+Tl73QNisI1vwB38rgqkfBApB3t102KhaFxZpVM3n98U8Me33W35v6R6jv0jkluX7Qx7PqIY7lvt5enJPhr61gXoI+9maQOYTL9FQWRn9RtEKSM3V1VlbZ4EtLQ2/1xu+Y0mh2XKCURFJREREREQ6hXCh2e60RGZ+ezBZKYkxX59v20rSwRjdIdW74Jt1MGEBvHgtGlWLLtqoWlpCWswT0w76Dn+WkUbVDL/JjcWNa1q93gb4getfraXhQEXYLqPg6/yxCkhHoOcPr6F8/oIOuVbGtdey5/HHAyHZCs2WE5yKSCIiIiIicsKLFJpdWnWQqS9s5olrzm0KzY7QO8RpzgPQYOFm+z1w1vdg8lKNqkURaVTNU+Nh+pvTmXLGFEvXiZVlFNczncSKPRFfbwM4UNuGdxCePT0d3759UTuDMq65hspnn6PB44m4zp6VhUEgaDvatXrffBMJgwYqNFs6BRWRRERERETkhGYlNPuBV7Zw/8Qz+dnzm7DjZ0Szk9fW+wfjx8bE88+Bf1q4YY/GTKTcSRpVa8OoWtArX75i6R6xsowOnZEMRC4iHQkrBSLXjCJ23j49ameQLT4e16yZgZPXIqxz3zMLIOqaYJdRamEhKWPH4l23jo2rVzNs3DhSR45UB5KccFREEhERERGRE0KkvCMrodkebx3pyfEsH7OHnLUP4GLv4efoxa5R93Pu6CmwOadlZ1ELzbKOgjSqFnZULcmRFDMQu7KukvSEdPbV7QtbbDIwcCdmMfTp6FlGCZ/ssLTfjioQpRYWgs0WszMotbAQFi+K3UFkZQ2B0GzniBFUl5fjHDFCBSQ5IamIJCIiIiIix124vKPstETuvzyXugZrJ1jZt63g3JJpIQWLLPbiWjsV+qY3yzqCmFlH3VisU9UGZwy2dJ2Jp05k2SfLsPlh8Df+pryjrX1tmDb4RdJ3afD8JmqWEYAtNRV/dfUxLRCljB1LzYaNNJSX48jMxDl8WEhhx8o6q9cS6QxURBIRERERkeMqWt7RLcs2Ma1gUMxr2PAz9KN5EObktcDXJqycAdM+VNZRDLFOVTMw+Hf1vy1da8zJYzj/Mxu2xc+Q7j1cDKxMNfBPvY6zbCcTqS+subTvfIfKpUuPaYHIsNtJHpkfc29W1lm9lsiJTkUkERERERE5bqLlHZkECkB/KPkad2oiHm/k0OwJKV+SUFMa5tlmvDsD+UbKOoqYdQSwqWxTzFG16vrqmKNqLqeLQR/sZfecp0M6iNK9PvjVUxz6+X9a2m/Kt76Fc1jeMS8QiUhLKiKJiIiIiMhR19a8IxMo9dZxe8FpLCr+FIOwQ2jcdK4TSixsZH9jcURZRyFZR0UjinAlu3jygyctXSc4qmZgtCgkGY2fStGwuyi/cV74EbRGlX98EYfLFfMEs2AhSAUikeNLRSQRERERETmqouUd1R7yWbrGKb2dLJmSx69e/pC++z9oOnntmx5DuXfSWQxNTrVWRAqevNZNRcs6uuOtO0iNT6XqUJWla405eQx5rrzwBan8IkaVpvJ1afTuMF9ZGb1//nP2PP54zBPMQAUikeNNRSQRERERETlqYuUdXTuqn6XrZKUkMqruXcYnFmEcOpyiYybmYNgWQL/LArlGR3LyWjdjJevIb/qZ2H8ia3evpeJgRdRRteAI3Ji+Y8KOxlV9+KqlfcX360cfiyeYicjxpSKSiIiIiIgcFVbyjl7/uJSkOBu19eFPYDMAd1oi+QffgT9dh9HqaoZ3V+C0tclLdfJaDFazjq467SrG9hvL9DenRx5Vyy9qylCy2+yMcI8IuZ4jM9PSvhyZmSSPzNcJZiKdgO14byCahoYGfvGLX9C/f3+SkpI49dRT+eUvf4nff/g3GNM0mT17Njk5OSQlJTF69Gg+/vjjFtepq6vj5z//Ob179yY5OZlJkybx739bO01ARERERESi8/lN1n6xl79u3snaL/bi8weKDlbzjm6+ZCAGRDhVDe6feDr212dA2HJU45VWzgiEZU9eCqnZLZ9OzQk83k1OXvP5fWzwbOCDQx+wwbMBnz8wMlhWU2bp9eU15RT0K2Dh6IVkObNaPOdyulg4eiEF/QqaHjN9Pg6sK6HqlVc5sK4E0xe4n3P4MBxud+QbGQYOtxvn8GGBLxtH1dImXkbyyHwVkEROQCd0J9KCBQv47W9/y3PPPceZZ57Jhg0buOGGG0hLS2Pq1KkAPPTQQyxcuJBnn32W0047jTlz5jBu3Di2bdtGSkoKANOmTWPFihW88MIL9OrVizvuuIOJEyeyceNG7PqFSURERESkzaLlHe2rqbd0jWDeUevruBuvMyH58yhjao108hoQGpr9pzf+hMvpYnTf0bz5zZuWrpHpDHQQFfQriDiqFuRdtSpkDM1ITCTrzjvJmPJDXLNmsnPqtMATMfKOROTEd0IXkdauXcsVV1zBZZddBsApp5zCH/7wBzZs2AAEupAWLVrEPffcw1VXXQXAc889h8vl4vnnn+emm26iqqqKp556it///vcUFASq5cuWLaNv374UFxczfvz44/PmREREREQ6uWh5Rzcv24StdWtRBFkpiYwa0Itxue6wJ7jx4bvWLtTNT16LFpr9x21/BCDZkUxNQ03MrKOgSKNqECgg7Zw6LeRUNfPgQTxz5uDIzCR1fCEo70ikyzihi0gXXnghv/3tb/n000857bTT+OCDD3jnnXdYtGgRANu3b6e0tJTCZr/wJCQkcMkll7BmzRpuuukmNm7cSH19fYs1OTk5DBkyhDVr1kQsItXV1VFXV9f0tdfrBaC+vp76emt/o3KiCe67s+6/u9Ln1vnoM+uc9Ll1PvrMOid9bp2Pz2/y3hflbNxjkPZZGecNyMRuM/D5TWa//HHUvCO/CQ6bQYM//BhaIO8ogXNPSmn6OTH85FQgFQC/rwG/D4ykXpb+x6UhqRdmN/255fP7mFcyL2JoNkBKXAozhs/gF2t/ETHr6I5hd+D3+fH7wmdUNV3T56P0wbkhBaTmPPPmkXjJxSSNGUO/iy+mdtMmfOXl2DMzScrLw7Db9WtBK/o1svPpKp+Z1f2f0EWkoqIiqqqqGDx4MHa7HZ/Px4MPPsgPfvADAEobK9kuV8tjOl0uFzt27GhaEx8fT3p6esia0ijHTc6bN48HHngg5PFVq1bhdDrb9b6Ot9WrVx/vLUgb6HPrfPSZdU763DoffWadkz63zuGDvQbLv7Kx75AB2Fn62WZ6xptcdYofpwNKvZHHkIKlhYLsBlbuDEaxGi1WmMC3XTW8vvJvjQ/56bV/G4n1+zgY15O9PU4Hwwamn0JHTxIb9oXkJgXvVRuXweqP9sHHr7XzXXdOX9Z/GTPzqLq+mi/+9QVXO6/m1dpX8ZrepudSjVQuTbqUug/reO3D2N/DpC++oK8nckg3QENpKW8+8QS1Awa0fKK8HF5/PeY9ujP9Gtn5dPbPrKamxtK6E7qI9Mc//pFly5bx/PPPc+aZZ7J582amTZtGTk4O1113XdM6w2j5W4lpmiGPtRZrzcyZM5k+fXrT116vl759+1JYWEhqamob39HxVV9fz+rVqxk3bhxxcXHHeztikT63zkefWeekz63z0WfWOelz6zxe/9jDM2s/COlrqTpk8PSndq46NweIkVMEFJ5/DhPtNua8tpVS7+FO/+y0RO759mDGnxn4C2Fj6yvYV83CqD58TbNHNr7x8zAHT8QYAPz5hsYup8O7MhvLSvGTFnLp4Iltfbud3sqvVsKa2OsGDh3IhFMmMN0/nffL32dP7R56J/Xm3MxzW2QdxVL92mtELyEFDB8wgJRLL7V83e5Ov0Z2Pl3lMwtOX8VyQheR7rrrLmbMmMHVV18NwFlnncWOHTuYN28e1113He7GpP/S0lKysw+fwFBWVtbUneR2uzl06BCVlZUtupHKyso4//zzI947ISGBhISEkMfj4uI69U8M6BrvoTvS59b56DPrnPS5dT76zDonfW4nBp/fDJtB5PObPPi3bRFH1QBe+yhyV39z2T2TGTWgF98+u0/4vCOALS/Dn2+g9elrxv7dOP58PUz+PZz1HbDbYWVRi5BtIzUHJszH0U1OXovEnRLlFLRW6+Li4ogjjlEnjWrz/RLc2bEXNa7Tf+tHTr9Gdj6d/TOzuvcTuohUU1ODzWZr8ZjdbsfvD8zn9u/fH7fbzerVqzn33HMBOHToEG+99RYLFiwAYNiwYcTFxbF69WomT54MwO7du/noo4946KGHjuG7ERERERE5cUQ7VS0tKb7F4+EcrPeTkRxP5YFDYYtNgbyjQLEIwG4zGDWgV+hCvy9QGAp7leBmZwROXOvmJ69Fk5eVh8vpoqymzHJothWmz0fNho00lJfjyMzEOXwY2Gw4hw/D4XbT4PGEz0UyDBwuV2C9iHQZJ3QR6fLLL+fBBx/k5JNP5swzz+T9999n4cKF3HjjjUBgjG3atGnMnTuXQYMGMWjQIObOnYvT6eSaa64BIC0tjR//+Mfccccd9OrVi4yMDO68807OOuusptPaRERERES6k2inqt2ybBM3XnCKpetceU4Oz7z7FQYtS0DB0Ij7L8893G0UyY41LTqLwvLuDKzrf1G3PXktFrvNzk/P/ilz3psTMTS7KL/oiEbWvKtWhZyqZjid9LjoIk5avAjXrJmB09kMo2UhqTE2xDVrJoZdBT6RruSELiI99thj3Hvvvdx6662UlZWRk5PDTTfdxH333de05u6776a2tpZbb72VyspKRo4cyapVq0hJSWla8+ijj+JwOJg8eTK1tbWMHTuWZ599Frt+QRMRERGRLijSmFrwuQdWbIl6qtpfNu+0dJ9xuW7y+2eEdDS5GzuaJgyxMPK030qyzhGs66bqffX8fsvvcSe7OeQ7xN6De5ueczldFOUXUdDP+l+ie1etChSIWnUZmTU1VL/+OnuffY5e118HixeFFJocLheuWTNJbXZCtoh0DSd0ESklJYVFixaxaNGiiGsMw2D27NnMnj074prExEQee+wxHnvssY7fpIiIiIjICSTamNqEIdmUbK+IOqpmAhUH6i2PqtltBuNy3ZHzjmLp4Yq95kjWdVNfVH1BZV0ldsPOX6/4K5/s+YTVa1czbtQ48nPyj6gDyfT58MydF35MrVHFs8+S8aMppBYWkjJ2bMjImzqQRLqmE7qIJCIiIiIi1sUaU1syJY+tu6stXetIRtUi5h015/eFzzLqdz6k5kQZaTMCz/eLfCiOwOCMwbxy5St85f2Knok9Ge4aTll8GcNdw4+ogAQECkKl0YPTG0pLqdmwkeSR+Rh2O8kj89uzfRHpJGyxl4iIiIiIyIku1pgawAMrtnBKb6el643LdbNkSh7utMQWj7vTElkyJc/aqFrQlpdh0RB4biL8+ceBfz88CDY/HygkTVhAoDzVunup8esJ8xWebUHPxJ6ck3VOu6/TUF7eoetEpOtQJ5KIiIiISCcSKe/Iypja7qqDZPZIJN0Zx76aesujams/L2PV2+sovGgkowZmWR9Vg0AB6cVrCTl9rWYvvHQLxCdD7hUweWnglLbmHUmpOYECUu4k6/frZrbs3YJpmpzZ+8wOu6YjM7ND14lI16EikoiIiIhIJxEt72h/XYOla+w5UMe8q87ilmWbLI+qjeyfwd5PTEYeSdYRBEbYVhYRUkBq8aZmwuCJgULR4MvCj7xJWD6/j9lrZrO1YisPXvgglw+4vEOu6xw+DIfbTYPHEz4XyTBwuFw4hw/rkPuJSOehcTYRERERkU4gmHfUutsomHf0mzc+s3SdrJREJgzJ7rhRtWh2rImSddTIuzOwDgIFo/4XwVnfC/xbBaQQPr+P9aXree3L13h317v0T+tPj/genJ/T/swo0+9nz++exFdZiWvWzMCDRquiYePXrlkzFZ4t0g2pE0lERERE5AQRaVQtVt6RAeyrqcdmgD9C00/zMTWACUOy23eqWnORQrP3e6y93uq6Ls7n97GpbBPlNeVkOjPJy8prEYpdvKOY+SXz8dQc/n65nC7uGn4XvZJiBJu3Yvp8ISeqlT2ykIqnn6a6uJhT/vA8fRYvwjN3XouQbYfLhWvWTFILC9v/hkWk01ERSURERETkBBBtVC0tKT5m3pH3YAPTxg5icWNHUqwxNbB4qlosW16OkGW0IFBQssLquk6srQWiGfkzKOhXQPGOYqa/OR2zVSmxrKaM+9fcT0p8CgX9CiztxbtqVWhxyO2m13/8B46sLDJ+NAXD4SC1sJCUsWNDik3qQBLpvlREEhERERE5zoKjaq2biEqrDnLzsk2c19g9FEv/zGSWTMkLKUa5G4tRHTamFhQpNNu7K/D4954NFJS8u0PXAGAEnu/X/lGsE1l7CkTT35zOw5c8zEPrHwp5HsDExMBgQckCxvQd06IwFY531Sp2Tp0WknXU4PHgefBBcn79EGkTJzY9btjtJI/Mb8O7FpGuSEUkEREREZHjKNaoGsB72yssXSsrJZFRA3p13JhaNDFDs01YNQvGz4M/XQ+RYrwnzO/02UfRuozaWyAC+MW7v6C2oTbi/U1MSmtK2VS2iRHuEZHX+Xx45s4LH5ZtmmAYlD38CKnf/ra6jUQkLBWRRERERESOgUh5RyXbK6KOqgWlJcXhra2P1M/TIu+oQ8bUgvw+jB3v0KdiLcaOVDj14kDRx2potrMXTF4aYeRtfuBUthNYe8bQxvQdw/yS+VE7iOa8N4fKusqoe4hWQGquvKY86vM1Gza2GGEL3ZRJQ2kpNRs2qvtIRMJSEUlERERE5CiLlndU1+C3dI3v5vXhmXe/itTPE5J31CEa844c3l0MB9ix5HDeke+QtWvs9wROWxt8Wfjw7RNYe8fQbh56c4vXtmZixiwgHYlMZ2bU5xvKoxeZjnSdiHQ/tuO9ARERERGRriyYd9S62yiYd/TVngOWrjMu182SKXm40xJbPO5OS2TJlLyWeUd+H2x/Gz78v8C//b7wF422Lph31LrbyLs78PjeLyztuyk022aH/hcFCkr9LzruBSSf38f60vW89uVrrC9dj6/V9yhYIGpdBAoWiFZ9tSpqlxHAsx8/22H7TU9IxyB8kdDAwO10k5eVF7i/z0fN+vWkbN5Mzfr1mL7Aezu04ytL93JkRi9GiUj3pU4kEREREZGjxEre0R9KvsadmojHezDmqJrdZjBucCZb171ObeVOktL7MHjkJdgdzf5YH+20tOajY9HWDb4sSt6RGdjVxmchOQsOlEV49yduaHasDiOf3xezQHTvu/dS01AT8R4mpuUxtPSEdPbV7Qt7PwMDl9PFXSPu4s637sTAaLEuWFgqyi/CbrO3OHktG9j1hxcoc7tJnzKFPY89Hn0jhoHD5cI5fJilfYtI96NOJBERERGRdvL5TdZ+sZe/bt7J2i/24vMH/iffSt5RqbeOH+SfDBDSZxIyqrblZey/OYszV1/D8A13cebqa7D/5qxAQQhidw9ZXffSrTHyjkyo3gUj/qNxlxF2fpxCs6N1GcXqMCreUcymsk1Rx9CAqAWk5tLi02J2EP3ivF80fd36eQgUiApPKWTh6IVkObNarHE5XSwcvZCCfgVNJ6+1zj1q8Hgof+QRnKNG0WPcODCMwD8tbhb42jVrpkK1RSQidSKJiIiIiLRDR+QdndLbyZIpefzq5Q/pu/8DsthHGT35psdQ7p10VmBULVj4ad2tEiz8fO9ZWDUz9HmgqXvob0UwsDB2l9G/XrC0b3oNOOFCs9sTdA2woGQBU/OmHtE9Db/JGd+YpO+Hyh7wSV8DszGfakruFJ7Y/AQ2Pwz+xt+0ZmtfG6YtUCAq6FfAQmMhC96bR8a20qY1ladnc/d5ge4ogIJ+BYzOuZh/Fb9A9e6vSck+mbMLrsYRF2/p5LVD27cz8I1iqt94o6lbKcjhcuGaNZPUwsIjeu8i0r2oiCQiIiIi0kbBvKPW/9teWnWQW5ZtYlrBIEvXyUpJZFTdu4xPLMI4dLgYYybmYNgWgN/CeNlrd0DNnih3aeweWrModpeRVT1cgXyjYxiaHe20tFhB17cOvTVmh1FpTWmLsOtoBaL0hHRO+1cF16320bv68DX2pMBz4+zsODebn5z1E4Z8tB/b4mdI9x4uKlamGvinXseFjQWi/G1+nnjCR4Pn8BqHqwFXuh/6Bb4OjqollZaS1Lhmu/sZXLNmYk/rafnktdTCQlLGjg2c1lZejiMzE+fwYepAEpGYVEQSEREREWmDWHlHBofzjkq9B7HhJ9+2tanLqMQ/GBNbIO/o4Dvwp+swWl3NCHYZjZ4Ru/ATtYDUzJ7PrK1LSofafYQvKrXKOwqGZh9l7ekyMjBY9smyw+8gRnHI5XRxyvulUQtE99UV0mv50yH3y6iG6ct9VJw5ngPFb9BrztMhHULp1X6Y8zTezLMB2Dl1WsiahrKywOOLF0Ve4/Gw87apxPXrF+vbF1jfePKaYbeTPDLf0mtERIJURBIRERERaYNYeUcmgbyj2wtO45O/L+O+uKXkGBVNz+8yM/hl/bVcOfEn2F8fR9Quo3cWddzG++TBR/8Xe93IW+DNeYH7t9jb0cs7ak+X0Y/O+FHULiMTk6pDVUCg6+f61f6Q4tCz42yUnG7Dlexi9qEJZCx/KuQ6TQWiM8bheuo16glNhLIR+I5lPfkKHl6JOmJW+uDcwKl4kdYApQ/ODdwjypr6HTsivvfmdPKaiLSHikgiIiIiIlH4/CYl2ysoqz5IVsrhU9LKqqMHZgeNOvQut8UvDil+uI0KlsQvxtibFLvLyOIpXzh7Q81eonYPjfgJrH08kKUUbd3Fd0LWGccs76i9WUZLP1l6+B1E6TIa/UUityzfH3KdjGq4Y7mfp65O59xeQ9n+33dHLRBlPvESDZWVESKzA6/zeaKPzmGasddYuU5wb2lp+L3e8MUmnbwmIh1ARSQRERERkQiihWZXHjgU8/U2/Az9aB4GZthiBJjw1q+tbSYxHQ7uI2rhZ/xc+NP1RO0ecsTDhAWNId0xuoxyJ8Hgy2j48p9sfvt1zrloPI5TL+7wDqSOyDIKitZltH6QwY3FgcfCfR5+4Po3fHgO/IKG0tKoBSJ/ZWWEZ4+ftCuvpHLp0sBJa80LSTp5TUQ6iO14b0BERERE5EQUDM1uPbIWDM1OSYxrOiXdhp/zbFuYZFvDebYt2PBjABNSviShJkrYMYDZYG1D593S+IPWpY1mhZ8zrwyclpaa3XJJak7g8WD3UO4ka+sAbHbMfheyM2MUZr8L21xA8vl9rC9dz2tfvsb60vX4/L6mx6N1GZmYLbKMohn9RSJ3LPfTq7rl48Euo2tLnCRW7I9YHLIBjvJ91H788RG8sxNHyre+RZ/Fi3C4XC0ed7hc9Fm8SCeviUi7qRNJRERERKQVK6HZD6/axi8uO4P1rz0XMe/opnNPghILN7QSYm11vKyxeyjmaWlW13WAaKNqaQlpMbuMgllG0Rh+M2qXkQlc+o9W1aUIkoacSf2XX8ZcZ09Px7dvX8TxMXtWFgaBgOyjvSY4qmbY7aSMHYt33To2rl7NsHHjSB05Uh1IItIhVEQSEREREWnFSmj27qqDXFi/lhvD5B1lGxUsiV+E4Zxl7YZWQ6ytFn6snpZ2DE5VizWqNuWMKZaukxafhveQF/z+kLwjbDYuKO9JYkXkE+oidR+Fvdd3rqKmZD0NHk/Uoo1rRhE7b58ecXzMfU/g8985ddpRX9N8VM2w23GOGEF1eTnOESNUQBKRDqMikoiIiIh0WxFDs72xQ7Nt+Dl53QNh846avt74bKBTqCNDrI9B4aejxBpVMzB45ctXLF1rSu4UNvzxca5b7QvJO3puHEw57TLguZjXsRI+nZw/AtesmTGLNqmFhWCz4Zk7j4bSw2OLDpfr8PMAixcduzUiIkeRikgiIiIi0i1FCs2+fdxp/M/bh0eZbPjJt20li32U0ZMS/2D82Mi3bSXpYIyw5+pdMHpWx3YZnYB8fh+byjZRXlNOpjOTvKw87DY7m8o2RR1VMzGprKskPSGdyrrwQdUGBi6ni6tLT+Hi5b6Q53tVw/TlPjJ/nkLkPqTDMq69lj2PPx6zoye1sNBS0Sa1sJCUsWOp2bCRhvJyHJmZTWNlQcdyjYjI0aQikoiIiIh0O8HQ7Na9KKVVByn6v3+RnZYIwHhbCfdHyDvKSgJCaxqheg0IhFV3sS6joGh5R3sP7rV0jYmnTmwKz27etWQ0FtqKht1F+Y3zwo6kBR+r+MMLOFyumLlBvW++iYRBAy119Fgt2hh2O8kj86O+x2O5RkTkaFERSURERES6FSuh2fU+k6XnlXLh+4tC1rip4Im4RXxx+s9hi4Ub9nAFCkOdtMsomlh5RylxKZauM+bkMeS58sIWo4ryixhVmsrXpdFPufPv2UPGz39uucvIakePijYiIoepiCQiIiIi3YqV0Oy9+2sZ+elDGEaYk74MMDEY9M2fIcUN1R6i5h31O7/xhZ2vyygaK3lHPtNHnC2Oen992GsER9WC42+jcy7mX8UvUL37a1KyT+bsgqtxxMVT9eGrlvYU368ffSzmBqk4JCJy5FREEhEREZEuJ1JgNkBZdezQ7HzbVhJqIne+GJhHlnfUBVnJOzrQcICfnfMzntj8RNNjQU2javlF2G12vKtW4Zk7j6TSUpIa12x3P4Nr1kwcmZmW9uTIzCR5ZL5yg0REjhIVkURERESkS4kUmH3/5bn06pHA43//LOY1sthn7WZHknfUSfn8PjZ4NvDBoQ/I8mSRn5OP3Wbn39X/tvT6k1NOZuHohRFH1Qr6FeBdtSpwElqrLKOG0lJ2Tp1GzqMLcbjdLbqLWmjMO3IOHxb4Ul1GIiJHhYpIIiIiItJlRAvMvmXZJs7p25PPyg6Q4LBxqMGPEebkNRMbriS/tdDsLpx3BKGh2X96409kObM4Pf10Nng2WLpGpjOTEe4RjOk7JuwJbqbPh2fuvPBh2ACmSdn8BbhmFLHz9ulNjzVplXckIiJHj4pIIiIiItIlWAnM3rmvlqvz+3Ju35784y9PcV+Ek9euODsL3o92t66ddwSRQ7PLa8opqykDICUuhf31+8PmIjXPOwKw2+yMcI8IWVezYWPkDqNGDaWl2NMzLOcdiYjI0dGmIlJtbS2maeJ0OgHYsWMHf/nLX8jNzaVQv3iLiIiIyHFgJTC7rLqOK4b2YVTdu0yOXxxS/HAbFSyJX4wx6Dmo/x589Odmrw7q+nlHsUKzAdIT0vnFeb/gzrfuxMCImncUTUN5uaU9NZSXkzbxMuUdiYgcR7a2vOiKK65g6dKlAOzbt4+RI0fyyCOPcMUVV7BkyZIO3aCIiIiISHM+v8naL/by1807WfvFXnz+QPHCSmA2QJn3AKwswsAM+cOwjcYS0cqZcNWTgbyj1OyWi1JzAo93gbyjSGKFZgNU1lWSnpjOwtELyXJmtXjO5XSxcPRCCvoVxLzXkYRmw+G8o7SJl5E8Ml8FJBGRY6hNnUibNm3i0UcfBeD//u//cLlcvP/++/z5z3/mvvvu45ZbbunQTYqIiIiIQOTQ7Psm5rJrX62lawys+bBlCHYIE7w7AxlHuZO6bN5RNOU11rqDymvKufTUSyPmHVnhHD4Me+/e+PbsCb+gVWi2iIgcP20qItXU1JCSkgLAqlWruOqqq7DZbJx33nns2LGjQzcoIiIiIgIxQrP/dxMAdpuB3x9uCCvQYeROS+SMlIowz4axv7ETpwvmHcWS6bTWHRRcFynvqDnT5ws7hmbY7bjvu5edt00NhGQrNFtE5ITVpnG2gQMH8tJLL/HNN9/w+uuvN+UglZWVkZqa2qEbFBERERGxEpptM2D0ab2BptSiJsGv7788F1uytQIJPVxt22wXkJeVh8vpaso2as3AwO10N4Vmx+JdtYrPxxbw9XXXsevOO/n6uuvYljeMvc8+C0BqYSF9frMYh6vl99zhctFn8SKFZouInCDa1Il03333cc0113D77bczduxYRo0aBQS6ks4999wO3aCIiIiIdB8+v0nJ9grKqg+SlZJIfv8M7DbDUmi2acJ/XDSA7w/vGzLy5k5L5P7Lc5kwJBtW/zbGLlqdvNYN2W12Lj31Up756Jl2hWZDoIC0c+q0lh1GgFlXR9n8BcRlZ5M6fjyphYUKzRYROcG1qYj0ve99jwsvvJDdu3czdOjQpsfHjh3Ld77znQ7bnIiIiIh0H5Hyju6/PJe6Br+la5RVH+SKc/owbnAmW9e9Tm3lTpLS+zB45CXYHY1/9D3/Nvjw/8D7bwI9St3r5DUrKg5W8MLWF7AZNtIT0tl7cG/Tcy6ni6L8Ikuh2abPh2fuvJACUnOeefNJKShoGm1LHpnfIe9BREQ6XpuKSAButxu3293isfx8/YIvIiIiIkcuWt7Rzcs2UXBGVtjXtZaVkghbXsa+sogzm4dnr8mCyx4JBGUn94Jp/4Ktr8LKopYh26k5gQJSFz55zYr9h/ZzdubZ7D+0n2XfXsb63etZvXY140aNIz8n33Jods2GjTSUlkZd01BaSs2GjSoeiYh0ApaLSFdddZXliy5fvrxNmxERERGR7idW3hFA8SdluFITKPPWRQ3Nzj/4DvzpOmi96kAZvPgjmPz7QIHIZu+2J69ZcXLqyfxP4f9Qfagah93BcNdwyuLLGO4abrmABNBQbu2UN6vrRETk+LIcrJ2Wltb0T2pqKm+88QYbNmxoen7jxo288cYbpKWlHZWNioiIiEjn5vObrNtewcY9Buu2V+DzBwo9sfKOgq469yQgSmj2xNOxvz6DkAJScytngN93+OvgyWtnfS/wbxWQWkiJT2nX6x2Z1kLMra4TEZHjy3In0jPPPNP046KiIiZPnsxvf/tb7I1Bdz6fj1tvvVWns4mIiIhIiJZ5R3aWfrbhiPOOBmensGRKXuTQ7OTPW46mhePdGeg86n9RO95N17V7/27+/s3f+d5p3yPBntDu6zmHD8PhdtPg8YTPRTIMHC4XzuHD2n0vERE5+tqUifT000/zzjvvNBWQAOx2O9OnT+f888/n17/+dYdtUEREREQ6t0h5R7sb845uLxhk6TpZKYmMGtCLcbnusCe48eG71ja033Nkb6Ab+d2/fsefP/szH5R9wEOXPNSuax385BMSzzgD16yZgdPZDKNlIckI9JC5Zs3UCWwiIp2E5XG25hoaGvjkk09CHv/kk0/w+639TZKIiIiIdB0+v8naL/by1807WfvF3qZRtWh5R0F/KPkad2piyJhakEHglLb8/hkA2G0Gowb04opz+jBqQK9AAQkCmUZWWF3XDZ2deTYup4sfnPGDI3qd6fNxYF0JVa+8yoF1JVS88ALbv3MVe5YsIbWwkD6LF+Fwtfy+O1wu+ixeRGphYUe+BREROYra1Il0ww03cOONN/L5559z3nnnAfDee+8xf/58brjhhg7doIiIiIic2FqOqgUER9XSkuJj5h2Veuu4veA0FhV/ikHLRKOmvKPLcw8Xi/y+8GHY/c4PnK4WcaTNCDzf7/y2vtUu76pBV3H5gMuJs8VZfo131So8c+e1OIXN1qMHAA17KzBNk9TCQlLGjg2c1lZejiMzE+fwYepAEhHpZNpURHr44Ydxu908+uij7N69G4Ds7Gzuvvtu7rjjjg7doIiIiIgcXz6/GX58jMijaqVVB7ll2SZuvOAUS/c4pbczet7RkOzAA1tehpVFLQtFKdkw7gE4+//BhAXw4rWNT4QpR02Yr/DsZnx+H5vKNlFeU06mM5O8rLwjLiDtnDotJO/If+AAAM4RIzAax9YMu53kkfkdtncRETn22lREstls3H333dx99914vV4ABWqLiIiIdEHRuozG5bojjqqZBMo2f9m809J9YuYdQaCA9OK1hJy+Vr0blv8UbPEw5DsweWlooSk1J1BAyp10JG+/0wpXHLK3Kp4V7yhmfsl8PDWHM6JcThcz8mdQ0K8g5j1Mnw/P3HnhA7NNEwwDz7x5pBSMVceRiEgX0aYiUnMqHomIiIh0TbG6jH5ycf+oo2omUHGgnozkeCoPHApbbDIIdBu1zjsK4fcFCkPR0pVWzggUiXInweDLwo+8dQGxCkRWikPFO4qZ/uZ0zFbfT0+Nh+lvTmfh6IUxC0k1Gza2GGELYZo0lJZSs2GjOpBERLqINhWRPB4Pd955J2+88QZlZWWYrf72wefzdcjmREREROToijSqFi0QO/jYk//cbukeV56TwzPvfmUt7yiSHWuiZB012l8aWNf/okDBqP9FlvbXmcQqEEUqDpXVlDUVh8b0HcP8kvkha5pbULKAMX3HhHQvNddQXm5pz1bXiYjIia9NRaTrr7+er7/+mnvvvZfs7OymOWcRERER6TzaG4ht1bhcN/n9M2LnHUWz3xN7zZGsO0FF6zKKVSB6+JKHeWj9Q2GLQyYmBgYLShaQ5EhqUYQKt7a0ppRNZZsY4R4RcZ0jM9PSe7K6TkRETnxtKiK98847vP3225xzzjkdvB0RERERORZijapdf34/S9fpmRRHVW19zFE1u81gXK6btZ+XsertdRReNJJRA7NidyAF9XDFXnMk646D9oyhReseChaIfrn2l1Qdqop4/6bikGeTpf2W10TuIKrftYu9S5/DkZUV6DQKl4tkGDhcLpzDh1m6n4iInPjaVETq27dvyAibiIiIiHQOVkbV/m+TtUDsGy7oz6LiTy2NqtltBiP7Z7D3E5ORzQOzm/P7wmcZ9Ts/EI7t3U34XCQj8Hy/8y3tu6O1N6coVpfRrUNvjdk9FK2A1BaZzkAHkenzUbN+PSmbN1OTmUlKfj4777yL2k2bSBw6NFBEMoyWhaTGSQXXrJkK1RYR6ULaVERatGgRM2bM4He/+x2nnHJKB29JRERERDpCpLyjku0VMUfVqg82WArE/s9vDeR0d4/2jaoFbXk5/Klqo26DUbfAhAWNp7NFKFlNmH9cwrPbWyCKNYYGsHTL0g7bb352Pn/94q+U1ZSFvaeBgcvpIi8rD++qVXjmzqOhtJRsYNcfXsDhdtPrxhvBZtDnoYeo/eijpjVBDpcL16yZpBYWdti+RUTk+GtTEen//b//R01NDQMGDMDpdBIXF9fi+YqKig7ZnIiIiIi0TbS8o7oGv6VrWA3EnjAkm3G57rAFK8u2vNxYIGpV1PDugtdngK8OLpwGk5eGLzRNmB84le0oONo5RXPem0NlXWXUPVTXV1vaa3pCOvvq9kUtDg13DWdG/gymvzkdA6PFWqPx0y3KL+JA8RvsnDotZFStwePBM28efRYtIi4nh7icHFLGjg2c1lZejiMzE+fwYepAEhHpgtrciSQiIiIiJ6ZIeUe7G/OOphUMsnSdIwnEttsMRg3o1bYN+32BwlCU08J451E4/+eBQtHgy8KPvB0F7ckpArj33XupaaiJeH0TM2YBKSgtPg3vIW/UAtFdI+7izrfujFocstvsFPQrYOHohWHfW1F+EWNPGsPn1xWEzzoyTTAMPPPmkVIwFsNux7DbSR6Zb+l9iIhI59WmItJ1113X0fsQEREREYsijakFn4uUdxT0h5KvcacmUuoNP9IWLhC7XV1GsexY07KzKJyD+wLr+l8UKBj1v6hDbt2eLqNYOUVA1AJSOIbf5IxvTNL3Q2UP+KSvgdn4vZ6SO4UnNj+BzQ+Dv/E3rdna14ZpCxSICvoVsNBYyIL35pGxrbRpTeXp2dx9XmC8LqigXwGjcy7mX8UvUL37a1KyT+bsgqtxxMVzYF1Ji/G0EKZJQ2kpNRs2qngkItKNtKmIBODz+XjppZf45JNPMAyD3NxcJk2ahF1tqyIiIiJHTbQxtQlDsnlrW1nUvCMTKPXWcXvBaSwq/rTpsaBIgdht7jKyYn/0QswRr7OovV1Gyz5Z1vRYtOKPlTXpCemc9q8Krlvto3ezybU9KfDcODs7zs3mJ2f9hCEf7ce2+BnSvYdHEitTDfxTr+PCxgJR/jY/Tzzho8FzeI3D1YAr3Q/NDt0L5h0llZaS1PjYdvczZE69jf1vvmXpe9hQHvkENxER6XraVET6/PPPufTSS9m5cyenn346pmny6aef0rdvX1599VUGDBjQ0fsUERER6fYijamVNo6pLZmSx9+3llm61im9nSyZktcxgdhW+X0YO96hT8VajB2pcOrFga6iHi5rr7e6DmunpbW3yyh4Glr+Nj/Xr/aHFH+eHWej5HSbpQLRfXWF9Fr+dMg9Mqph+nIfFWeO50DxG/Sa83TIiFl6tR/mPI0382yA8DlGZWWBxxcvIrWwEO+qVRHzjnbPnBX1fTfnyMy0vFZERDq/NhWRbrvtNgYMGMB7771HRkYGAHv37mXKlCncdtttvPrqqx26SREREZHuLtqYmkmgg+iBFVv45RVn8uKGf8e8XlZKIqMG9Dr6o2pBjSevOby7GA6wYwmkZMN5P4NRtwbCsb27CZ+LZASe73e+pVvFOi3N5/dF7TIyMCx3GY3+IpFblu8PuU5GNdyx3M9TV6dz5cDLoxeIzhiH66nXqOdwJ1iQjcB3JOvJV/DwStSMotIH5wZeH2kN4JnzID1Gj8Yzd17Uddjt2FJS8FdVhV9nGDhcLpzDh4U+JyIiXVabikhvvfVWiwISQK9evZg/fz4XXHBBh21OREREpLuJlHdUsr0i5pja7qqDOOMcZKclUlp1MFI5pinvCCyOqvl9sYOso62JdPJa9W5Y/QtIccOEBY1rIpwFN2G+pfDsWB1GC0cvxGbYonYZmZiWuozWDzK4sbjFLpvYAD9wfXEDCW+soCHCGhPIfOzPNHi9Ic8HGYDPE2OUzzRjryHQkVT5/B+i5x0B+Hxk/OhH7Hn8cTCMloUkI7BT16yZOoFNRKSbaVMRKSEhgerq0GNG9+/fT3x8fLs3JSIiItIdRcs72ldTb+kaew7Ucf/ludyybFOkckyLvKOYBaLGDqIWwdepOYGiT+6k2GsGXxb75LVVs2D6Vpi8NMJ15h++F5FH1ax0GN2/5n68h7yHvyft6DL6Z34yiRWhzwfZANueKnyEFpCa7g/4vd4Izx4dh775xtK6+H796LN4EZ6581oUnRwuF65ZM0ktLDxaWxQRkRNUm4pIEydO5Kc//SlPPfUU+fmB0xjWrVvHzTffzKRJk2K8WkRERERai5V31L93sqXrBMfUlkzJ41cvf0jf/R+QxT7K6Mk3PYZy76SzDucdxSoQReog8u4OPD55aeDraGtGz4x98tr+skAhK3dSoOgUpagVbVQtLSEtZodR8wJSe7qMTOCSkgPR39cJKr5vX0vrHJmZJI/MJ2XsWLzr1rFx9WqGjRtH6siR6kASEemm2lRE+s1vfsN1113HqFGjiIuLA6ChoYFJkyaxePHiDt2giIiISFdnJe+o8kAdDptBg9/Ehp9829am4lCJfzAmthZjahNs6xmfWIRx6HABx0zMwbAtACwUiL73LKyaGfp88139raixwhJlzbol1r4JwZPXbHbof1HYJdFG1W5/83YuOekSS7e6Z+Q9rH/hMX68vCLkuWCX0WtjUkmsiNwh1NGpUfb0dHz79kXMH7JnZWEQGEdrzxqHy0X6NT+g4tlnafB4LOUdGXY7zhEjqC4vxzlihApIIiLdWJuKSD179uSvf/0rn332GVu3bsU0TXJzcxk4cGBH709ERESky2hP3lFlbQO3Fwzik7//L/fFLSXHOFwA2WVm8Mv6a7ny8psDY2qNBSKjVbHFsFwgAl69HWpDiywt1lXH6DDChNrKGGsaNZ681tZRNYC3/m3tWPoBKf05s9gPRO4ymrChwdK1bGlpgXG0dhZ2XDOK2Hn79Ij5Q+57Aiem7Zw6rV1rXLNmYouPxzVrZsx1KhaJiEhrbSoiBQ0aNIhBgwZ11F5EREREuqyOyDsadWgNt8UvDimkuI0KlsQvxrANA3+0DKLG7qDX7oCaPdFvFrWAdISS0qF2X4Q9HT55rT2jakGp8alUH6oOW2wyMHA5XQz+xs+/9+yLeA0DsFfXxLwXQMa110YNn7Za2EktLASbLXb+kJWMIgtrUgsLrV1LRESkmTYVkUzT5P/+7//4xz/+QVlZGX6/v8Xzy5cv75DNiYiIiHQF0fKObl62CYftcD9MuFE1PzZs+Bn60TwMzLDdMwC8Oh0+fDFGBpEZu4DU0UbeAm/OI9rJa8Xf/CPqqWpTzphi6VZXDLiCZZ8sw+aHwd/4mwKzt/a1YdqgKL8I/4fWCmSxuowcLhe9b76JhEEDO6ywkzJ2LDUbNtJQXo4jMxPn8GEtOoI6as2RrBMREQlqUxFp6tSpPPnkk4wZMwaXy4VhdPRUuIiIiEjXECvvCKDBb+KMt3Nxw9qIo2q25AwSaqIdy27CgXL4ZEXHbd7ZG2r2ErGDKCU7UAfy7o68JjUHLr4Tss6IePKab/BlzP/z+Kijaq98+YqlLY85eQznf2bDtvgZ0r2H/6KzMtXAP/U6LuxXwIHSEkvXitVlFBz56sjCjmG3kzwyP+q+OmrNkawTERGBNhaRli1bxvLly7n00ks7ej8iIiIiXUqsvKOgh3K/4tJPFoU87qaCJXGLKOv9Ldht4YY5w2DXxtjrYhWIUnNg/Fz40/VE7CD69oLAv1+8NvKaCfMDYdmNJ681fPlPNr/9OudcNB7HqReDzc6m0vUxR9Uq6ypJT0hnX92+qKNqgz7Yy+45T4d0D6V7ffCrp/Bmnk3K2LE43O4WXUEtL3aEXUZ0bGFHRETkRGWLvSRUWloap556akfvJaydO3cyZcoUevXqhdPp5JxzzmHjxsN/MDJNk9mzZ5OTk0NSUhKjR4/m448/bnGNuro6fv7zn9O7d2+Sk5OZNGkS//73v4/J/kVERKR78PlN1n6xl79u3snaL/bi8weKGGXVhwtINvycZ9vCJNsazrNtwYa/6fGxXy3EMMDWqsHbZgQaX1y7/2FtI2PvCxSAIp4fZkBqH7jskcNft34eAsWfM6+EyUshNbvlktScwOO5kwL/xFrTyAesT0zktR5O1icm4mt8vLym3NJbm3jqxMYdttxz8OuiYXdRPm9B+PGzRp45DwKBLiIMo6mr6PDFQruMBr5RzMnPPUfOww9z8nPPMfCNYmUGiYhIt9SmTqTZs2fzwAMP8PTTT5OUlNTRe2pSWVnJBRdcwJgxY/jb3/5GVlYWX3zxBT179mxa89BDD7Fw4UKeffZZTjvtNObMmcO4cePYtm0bKSkpAEybNo0VK1bwwgsv0KtXL+644w4mTpzIxo0bsWvmW0RERNopUmj21LGDOCk98Gel8bYS7g8zqvZA/bVU0YOkg7FCo01Iymg87SxK91D/i2DCgtjdQbmTwFgaccSsqfjT2EHEjjWw3xM4Ra3f+YHuoiALa1qHZv/pjT81hWZnOjNjvPeAMSePIc+VFzZ8uyi/iFGlqXwdqbuoUUNZGTUbNh5RsLQ6iERERALaVET6/ve/zx/+8AeysrI45ZRTiIuLa/H8pk2bOmRzCxYsoG/fvjzzzDNNj51yyilNPzZNk0WLFnHPPfdw1VVXAfDcc8/hcrl4/vnnuemmm6iqquKpp57i97//PQUFBUBgHK9v374UFxczfvz4DtmriIiIdE+RQrN3Vx1kxvIPuSa/L1f32Mzc+kUhrw2Oqv3RPhH8IU+HGno1vLcES6NjkzuoQASBr/tfFH1vUdYU7ygOG5rtqfEw/c3pPHzJw/RK7MXeg3vDvj44qpaXlYfdZmdM3zFsKttEeU05mc7MpserPnw1+h4bNZQHOp8ULC0iInJk2lREuv7669m4cSNTpkw5qsHaL7/8MuPHj+f73/8+b731Fn369OHWW2/lJz/5CQDbt2+ntLSUwmZ/U5SQkMAll1zCmjVruOmmm9i4cSP19fUt1uTk5DBkyBDWrFkTsYhUV1dHXV1d09derxeA+vp66uutHcN7ognuu7Puv7vS59b56DPrnPS5dT4nwmfm85vMfvnjsH1BQS+9/w0bk5+D+vCjan4TrnK8C4di369hYCH0yce+ahZG9eHikJmag2/cg5iDvg3B78egb8OAQoxv1jYViMy+owLFntbfs5POa/6mAv90EJ/fx7ySeWFzjIIeWv8Qdw+7mxnvzgi8n2Zrg6Nqdwy7A7/Pj79xb+f0Ogd6BdY0PZ6Rbm1TGektft7E551LfOOPG/x+8Hfc++8qToT/3uTI6DPrnPS5dT5d5TOzun/DNKMMjUeQnJzM66+/zoUXXnjEGzsSiYmJAEyfPp3vf//7lJSUMG3aNH73u99x7bXXsmbNGi644AJ27txJTk5O0+t++tOfsmPHDl5//XWef/55brjhhhYFIYDCwkL69+/P7373u7D3Do7stfb888/jdDo78F2KiIhIZ/VZlcHjW6J3rZxn28IL8XNiXqvOnkK8rzpskpEJ1MZlsPrMhWDYwPTTa/82Euv3cTCuJ3t7nB54/AT0Zf2XPH3g6Zjrbky+kVqzlldrX8VrepseTzPSuDTpUs6MP/PwYr+fpO3bcVRX05CSQm3//mCzgd9P//kLcFRVRfw+NqSlsX1GUWC9iIiIAFBTU8M111xDVVUVqampEde1qROpb9++US/aUfx+P8OHD2fu3LkAnHvuuXz88ccsWbKEa6+9tmld604o0zRjdkfFWjNz5kymT5/e9LXX66Vv374UFhYek/d+NNTX17N69WrGjRsXMoIoJy59bp2PPrPOSZ9b53MsPzOf32TDjkrKquvISklgeL907DaDFf/aDVs+BALh2Pm2rWSxjzJ6UuIfjB8bWeyzdA/HsGug5ElMwGjWiWM2lkPiJy3k0sETm71iIp3Byq9WwprY6wYOHciEUyYw3T+d98vfZ0/tHnon9ebczHOxNxuv219cTPn8Bfg8hzORbBkZpN9wPenXX8/+xERKp98ReKL535UagZ6mvrPv54zGiAOxTr9Gdj76zDonfW6dT1f5zILTV7G0qYj0yCOPcPfdd/Pb3/62RUZRR8vOziY3N7fFY2eccQZ//vOfAXC73QCUlpaSnX34RJCysjJcLlfTmkOHDlFZWUl6enqLNeeff37EeyckJJCQkBDyeFxcXKf+iQFd4z10R/rcOh99Zp2TPrfO52h/ZpFCs++/PJfsnslA9NDsMnpauo/9jMvhlAtDcoyMxhwjR7NTzjoTd4rb8rq4uDjiiGPUSaPCrvGuWhUoELVqpPdXVLD3kYXEZ2aSfuWV2O12S4HZcuT0a2Tno8+sc9Ln1vl09s/M6t7bVESaMmUKNTU1DBgwAKfTGXKzioqKCK88MhdccAHbtm1r8dinn35Kv379AOjfvz9ut5vVq1dz7rnnAnDo0CHeeustFixYAMCwYcOIi4tj9erVTJ48GYDdu3fz0Ucf8dBDD3XIPkVERKRrihaaffOyTTxxzbkxQ7PvcdyJmdALoyZ8aHTTqWrBQGsrQdedSF5WHi6nq8Vpas01D82OxvT58MydF1JAaq780UWkXX65ArNFRESOkjYVkRYtWtTB2wjv9ttv5/zzz2fu3LlMnjyZkpISnnzySZ588kkgMMY2bdo05s6dy6BBgxg0aBBz587F6XRyzTXXAJCWlsaPf/xj7rjjDnr16kVGRgZ33nknZ511VtNpbSIiIiKt+fwmD6zYEjU0+5cvf8g/4pZGDc2+L34ZxmUL4U/XNz4T5VQ1sHYSWidit9mZkT+D29+8PeS5YGh2UX5Ri5G1cGo2bGzRWRROg8dDzYaNJI/Mx7DbSR6Z3/aNi4iISIg2FZGuu+66jt5HWCNGjOAvf/kLM2fO5Je//CX9+/dn0aJF/PCHP2xac/fdd1NbW8utt95KZWUlI0eOZNWqVaSkpDStefTRR3E4HEyePJna2lrGjh3Ls88+i11/GyUiIiIRlGyvaDHCFs4pNf8iKb6UsCnOBApJSbWl4OwFk5eGjKrROKpGJx1Vs6qgXwGPXPIIv3rvV+yr29f0uMvpoii/iIJ+sf9ir6G83NK9rK4TERGRI9emIlJztbW1IUfBdWTw9MSJE5k4MXJwpGEYzJ49m9mzZ0dck5iYyGOPPcZjjz3WYfsSERGRrq2sOnoBCbAcms1+D5z1vS43qnYkCk8pZOzJYynZVcLqtasZN2oc+Tn5MTuQghyZmR26TkRERI5cm4pIBw4coKioiBdffJG9e0Pn+30+X7s3JiIiInIs+PwmJdsrKKs+SFZKIvn9M7DbDLJSEmO+1mpoNj0CB350tVE1K2rqa0hyJGEYBnabneGu4ZTFlzHcNdxyAQnAOXwYDrebBo8nfC6SYeBwuXAOH9aBuxcREZHm2lREuvvuu/nHP/7BE088wbXXXst//dd/sXPnTn73u98xf/78jt6jiIiIyFER7uQ1d2oisyflMi7XTXZaIrurDmLDT75tK1nso4yelPgHY2LjYPJJmPURp9loEZrdTc1dN5eP937MzPyZ5Ge3LaPINE0Mux3XrJnsnDoNDKNlIckIfAKuWTMVni0iInIUtamItGLFCpYuXcro0aO58cYbueiiixg4cCD9+vXjf//3f1tkFomIiIiciCKdvFbqDZy89tspedx/eS4vPf9b7otbSo5x+PTZXWYGv6y/liuvuBnjsx/AB38gUEqKEZrdzdQ21PLWv99iX90+Eh2xO7sgcApb81PVks4Zyq677sY5LI+M666DxYvwzJ3XImTb4XLhmjWT1MLCo/VWREREhDYWkSoqKujfvz8QyD+qqAj8oerCCy/klltu6bjdiYiIiBwFVk5ee2DFFt6ZtJ/x8YsxW610GxUsiV+MYRsG3/ktnH5ptw3NjibJkcSrV73Km9+8ydmZZ8dc7121KqRAZEtLw19Vxf5//IMeYwtILSwkZezYFoUm5/Bh6kASERE5BtpURDr11FP56quv6NevH7m5ubz44ovk5+ezYsUKevbs2cFbFBEREelYVk5e81TV0PDq3SRghoyr2YI/WDkjEJadO6lbh2ZHkxqfyqQBsQtp3lWrAqNqrfKO/F4vABnXX0/8SX0AMOx2kke2bTRORERE2s4We0moG264gQ8++ACAmTNn8sQTT5CQkMDtt9/OXXfd1aEbFBEREeloVk5ey7dtJaGmNMoKE7w7A4UjOByafdb3Av/u5gWkOl+d5bWmz4dn7rzwgdmmCYZB1YoVmDq8RURE5LhqUyfS7bff3vTjMWPGsHXrVjZs2MCAAQMYOnRoh21OREREpD3ac/JaFvus3WS/p32b7IJ8fh/fffm7DOo5iBn5M3Alu6Kur9mwscUIWwjTpKG0lJoNG9WBJCIichy1qYjU2sknn8zJJ5/cEZcSERER6RDhTl7L7BHPr64c0uLktXAMoCE5C+ot3KhH9AJJd7S5fDM7vDuoPFhJSnxKzPUN5eWWrmt1nYiIiBwdlotIv/nNb/jpT39KYmIiv/nNb6Kuve2229q9MREREZG2inTyWvn+Q9yybBNLGk9eu2XZJiDsmWpMmvRdeOlBiDiWZQTCs/ud38G77/yGuYbxl0l/YYd3B844Z8z1jsxMS9e1uk5ERESODstFpEcffZQf/vCHJCYm8uijj0ZcZxiGikgiIiJy3MQ6ec2k8eS1om+xZEoev3r5Q/ru/4As9lFGT77pMZR7J53FhCHZ4FsEL91CoLQUptQ0YX63zz4K8vl9bCrbRHlNOZnOTPKy8hiYPtDSa53Dh+Fwu2jwlIXPRTIMHC4XzuHDOnjXIiIiciQsF5G2b98e9sciIiIix5rPb7JuewUb9xj02l7BqIFZ2G2Bwo6Vk9d2Vx2kZHsFE2zrGZ9YhHFoV9NzZlwWhu0RYBKccw3E94CVReA9vIbUnEABKTf2qWNdQbgCkb1Z8ax4RzHzS+bjqTmcD+VyupiRP4OCfgUxr19d/Aa2HilQ6gHDaFlIMgKfq2vWTAy7CnYiIiLHk+Ui0vTp0y2tMwyDRx55pM0bEhEREYmmZdaRnaWfbSA7LZH7L89lwpBsdu6rsXQd+7YVUDINo1XPknGgDF78EUz+faBIlDsJBl8WOIVtvyeQgdTv/C7TgdTeAlHxjmKmvzkds9X3saymjOlvTmfh6IVRC0n+mhpKf/lLfHv3kjrxspCQbYfLhWvWTFILCzvwXYuIiEhbWC4ivf/++y2+3rhxIz6fj9NPPx2ATz/9FLvdzrBhajMWERGRoyNS1tHuqoNNWUd9esbO4LHhZ+hH8yDi0BuwckageGSzB/7pf1G79n48HO0C0cOXPMxD6x8KeR7AxMTAYEHJAsb0HYPdZsf0+ahZv56UzZupycwkdeRIbE4nJ//Pf1P5xz/ivvdeoPG0tvJyHJmZOIcPUweSiIjICcJyEekf//hH048XLlxISkoKzz33HOnp6QBUVlZyww03cNFFne8PWCIiInLi8PlNSrZXUFZ9kKyURPL7Z2C3GZazjt66awzu1EQ83oNh1xrAhJQvSaiJcqQ8gHdnoPvoBCwexSoOwbEpEM14ewb1/shH2JmYlNaUsqlsE6f/qxLP3Hk0lJaSDez6wwuUud1NXUbZs2c3vS55ZH7bvjEiIiJyVFkuIjX3yCOPsGrVqqYCEkB6ejpz5syhsLCQO+64o8M2KCIiIt1Hy1G1gOCoWlpSvKWso407Kpk9KXDyWoQ4bG461wklFja03xN7TQfriPwhKwWiBesXRCwQATyw5gG89d6I+zQxoxaQmjuw+g12zl0aEprdUFrKzqnTYPEijauJiIh0Ara2vMjr9eLxhP6hqqysjOrq6nZvSkRERLomn99k7Rd7+evmnaz9Yi8+/+GiQnBUrXWhqLRxVO2VD3ZaukdZ9UEmDMlmyZQ83GmJLZ5zpyWyZEoeQ88YbG3DPVzW1nWQ4h3FjP/zeG58/UaK3i7ixtdvZPyfx1O8o7jp+elvTm9RQILDxaHiHcX4/D7ml8yPWiCa894cymrKou4lWgHpSBh+k8wnV4Q/da2RZ+48TJ+vQ+4nIiIiR0+bOpG+853vcMMNN/DII49w3nnnAfDee+9x1113cdVVV3XoBkVERKRriNZlNC7XHXFUzSTQQfS3j2OMnzXKSgkUjiYMyWZcrjvsaBz+rMAJa81PXGvBCDzf7/wjeo+xROsy6ojxsl+99ysefO9B9hzcE3EPJiaVdZUd9p7SE9LZV7cv7L4MDC4o74mtPPJ+ME0aSkup2bBRY2wiIiInuDYVkX77299y5513MmXKFOrrA23MDoeDH//4x/z617/u0A2KiIhI5xcpEDvYZXTb2IFRR9VMoOJAPWlJcXhr6yNmHbnTAoWiILvNYNSAXqGLbXaYsABevLbZHZpfCZgw/4hOYGvPGNqYvmNidg/d++691DREPnnOxKTiYIXl/VoRq0Dkcrq4a8Rd3PnWnRgYLdYZjd/HKVmXAc/FvFdDeXmH7VtERESOjjYVkZxOJ0888QS//vWv+eKLLzBNk4EDB5KcnNzR+xMREZFOoi2B2MHHFr/xuaV7fDevD8+8+1XErKP7L88NdBoF+X2BcOz9nsBoWmoOrPsdjJ8LuZNg8lJYWdSyIyk1J1BAyp1k+b23N8T61qG3hoyotda8gGT4Tc74xiR9P1T2gE/6GpiN7/vyUy9nxZcrYq4LFojw+0PWYLO1KBDZ/DD4G3/Tmq19bZg2KMovoqBfAQuNhSx4bx4Z20qb1lSens3d583g7O0O/m2hiOTIzLT0vRYREZHjp01FpKDk5GTOPvvsjtqLiIiIdFLtDcS2alyum/z+GSH3cjfea8KQ7MOLt7wcWiAy7GD6wJEAhb8KFIoGX9ay0NTv/JAOpKM9hrbsk2WHtxil8AOQv83P9av99G4WQ7knBZ4dZ6PkdBtXDLyCktISTnm/lOtW+0LWPTfOzo5zs7lrxF28+OT0CGvg6psCBaIn3r0W2+JnSPf6m9ZUphr4p17HhY1B3vnb/DzxhI8Gz+E1DlcDrnQ/PcZehJGYiHkwws8Bw8DhcuEcPiz88yIiInLCaFcRSURERLqHSF1GEH1U7eZlm/jxBadYuofVUTW7zWBcrpu1n5ex6u11FF40klEDs1p2IG15uXFUrdXVzMbw5l4DDz9ms0P/iyLuqz1jaAYG97xzDwd9gQJK+AIRVB2qAmIXiL71hZOblocGXmdUwx3L/Tx1dTrDXcOZfWgCGcufCrtu+nIfFWeO5+xP4aTloWHWvRrXnDTaj3fbKnrNeTokFDu92g9znsabGfjLxJ1Tp4WevObxsHPqNPosXoT7gQfYXVQEhtFynRH4zFyzZmLYrY8OioiIyPGhIpKIiIhE1Z5AbIC/bLZ2qtqNF/RnUfGnlkbV7DaDkf0z2PuJychmBS0gMMK2soiQAlLzK761AM6dEjPz6EjG0CIViIIFpFgFotFfJHLL8v0hewgWiJ6e3JPr/u5v8T0JsgF+4Po3fBizfLj++1XqI6wzgawnX8HDKyHPN13bMCh9cG7gx+FOVTPN2GsaeebOY+AbxdiSEvHMnUdD6eGAdIfLhWvWTFILCyO+XkRERE4cKiKJiIhIRLECsacVDIo5qlZxoJ6M5HgqDxyK2mX0n98ayOnuHtZG1aLZsSbKqWsAJnh3Btb1vyjiqJrP74sZdv0/H/0PELtAlL/Nzx3L/SHXCRaIFn7H5Ma3Dn8/mgsWfm54+QC2g3UR35UNsJXv4/Nxhfg8nrAFouD1fZ7o+UuYZoetCZ68llpYSMrYsXjXrWPj6tUMGzeO1JEj1YEkIiLSiaiIJCIi0s21NRDbAJ559ytL97jynBxLgdgThmQzLtcdcXTOkv0xChvN1kUbVUtLSIsZdl3nq7NUILrhjcD+I3UQ/XSVQeKB0C6kIAMwohSQmotZ2DkOgievGXY7zhEjqC4vxzlihApIIiIinYyKSCIiIt1YewKxTWBfbb2l+xxJILbdZjBqQK8jfzNBPVyWlhUf3MX0Tb8M6TTy1HiY/uZ0ppwxJeY1DL/JjcWNP271XLBA9J+vmCTURx73sgEpB0KLUG2VNvn7VL34pw67XkfQyWsiIiJdg4pIIiIi3VSsUbVvD3Fbuk7PpDiqjiAQu11dRrF4d4MtDlJzwLsbHyabEhMot9vJ9PnIO1iHHQNfag7zv3o57Kha0CtfvnL4fUQ4Me2Mb0wyvJELQDYgwVqdzRJ7ejq+ffvCZxA1nnLm/sUvOPDPt2nweCKus2dlYQANZWVHfY1OXhMREek6VEQSERHphmKNqgG89lFpmGdD3XCEgdjt6jIK8vswdrxDn4q1GDtS4dSLYe8X8Nzl4DsE37qH4n/cy/xePfE4Dv9xx9XQwIy9+6gZNhnPV3+OeHkTk8q6StIT0jntXxVct9oXknf03Dg7mUYaUNn+94O1ApFrRhE7b58e9ZQzW3w8rlkzAyemRVjnvmcWwDFZo5PXREREug7b8d6AiIiIHD0+v8naL/by1807WfvFXnz+wP/kl2yviBmIDRDviPxHBYPA6Nt/fmsgS6bk4U5LbPG8Oy2RJVPyrAdiW7XlZVg0BMeyKxm+YwmOZVfCoiFQ+i9IzYYeLoqdSUx39cbTqnhRZrcz3dWbP9dst3Sr/9g7hOnLffSqbvl4r2qYvtzH//swxdJ17OnpTUWVEIaBw+3Gff99TV+3fh4CxZjUCRPos3gRDlfLkT2Hy0WfxYuaTjlLLSyMue5YrhEREZGuQZ1IIiIiXVS0vKO6emsZPFNGntwUnn3UA7Gt2PIyvHhtq90QGGP783/ApN/gO2MS81/5XmBFq4KMaRgYGHy+7/OYtzL8JsNe+CDw49bPNf474bNvcLhcMce5rHQQpRYWgs2GZ+48GkoPd4E5XK7Dz0PTKWc1GzbSUF6OIzMT5/BhId0+VtYdyzUiIiLS+amIJCIi0gVFyjvaXXWQm5dtYsIQa+HTxzQQOxa/D1YWASY+CJt1xJvz2eQ+LeqpaiYm3kNe0hPS2Ve3L2wukoHBBeU9sZXvib4n06Tn5MnsefzxY1ogMux2kkfmR9+bxXXHco2IiIh0bioiiYiIdFI+vxm28yda3lHQ3z8pw52aiMd70Fog9uBMtq57ndrKnSSl92HwyEuwO1r9McLvgx1rYL8ncEJav/PBZu+4NTvWgHcXxc4k5vdKD8k6Ktpbib+hgv965xeWvn8TT53Isk+WYWC0KCQZjX1GU7IuA56LeZ34fv3os3jRMS8QiYiIiBxrKiKJiIh0QtFG1dKS4mPmHR3ymfwg/2QWFX+KHT8jbFvJYh9l9GS9fzB+bIcDsbe8jH1lEWd6dx2+wLocmLAAcicFvt7ycqBLqPma1A5cM24OfPV2IOsoq3dI4avMbueOrN6cXN/AjtrIXUjNjTl5DHmuPBa8N4+MbaVNJ69Vnp7N3efN4JzSVL62UERyZGaSPDJfBSIRERHp8lREEhER6WQijaqVVh3klmWbuPGCUyxd55TeTpaP2UPO2gdwsbfpcQ+92DXqfs4dkh09g+jFa2Hy0sDXR3vNn2/EB8zvmxM568g08dpt/MdJE/jr3o3sqd0TcVTN5XSRl5XHgeI3eOIJHw2ewxlRthQv8QOeImnZ73G43TR4PJaOr1eBSERERLo6FZFEREQ6kWijasHH/rJ5Z9NjNvzkN+syKmnsMgIYXPkmp6+dGlJoyaIC19qp0CcNVs0kpKjTdDcD/lbUmDIdY43pi7IGeO1usBlRr7MpKbHFCFvIKsOg0m7n/DO+y5n145n+5vSIo2pF+UUcKH4jcDR9qwKRv7qag5s3s+exx3DNmqnj60VEREQaqYgkIiLSiZRsr4g5qlZxoJ6M5Hjya9/hvril5BgVTc/tMjP4Zf21fNjjAk57fw5ghjl5rLH489odUBMtWNqE6l1Rnre6Bti/O+Z1yi2e9FZ+sIJLT72UhaMXMr9kfouQbZfTRVF+EWNPGsPn1xWE7zBqVPXXl8m87TZLeUciIiIi3YGKSCIiIieYSIHZAKVVtU3ronUZzej3Kd/7YlHItd1U8ETcIr4YcAjjk2jFHTNGAenYy/T5rK1zZgJQ0K+AMX3HsKlsE+U15WQ6M8nLysNus3NgXUmLolA4DaWl1GzYqOPrRURERBqpiCQiInICiRaYPWFINhnJ8QCMt5Vwf5guowfqr2W1fzhXlP4GwyCky8hmBHqPBm1//li8nQ6Vd7AOV3xPyg5Vxcw6CrLb7IxwjwhZ21BebumewXXKOxIRERGh8a8rRURE5LgLBma3Hlfb3RiYvfKj3Vw4KJPvJG5kSdwi3FS0WOemgiVxi3jc+SQJNaUhBaQgAxMO7rO2KWdvQktRh69ESk7g9LRjsMae2ocZo+6NWECCQNaR3Ra7Q8iRmRlzzZGsExEREekOVEQSERE5AUQLzIZAtPQDK7aA38fcpP8FGnOom7E1dh5d6v+ntZsmpRO1sJPaBy575PDXrZ8H+PYCmLDg2KyZMJ+CUwq5qM9FIbt1OV0sHL2Qgn4FEd5PS87hw3C43SGnvB2+pYHD7W46eU1EREREVEQSERE5ITQPzLbh5zzbFibZ1nCebQs2AsfP7646yNZ1r5NUWxpSQAqKVBMJa+QtwVe1vkrgXxPmw5lXwuSlkJrdcklqTuDx3EmBf47VGiAtIQ0Dg9uG3sb3nd/nybFPsvK7Ky0VkEzTpPw3v6Fu2zZcs2Y2vt1W718nr4mIiIiEpUwkERGRYyhSaPbufYHA7GhZR6/786mt3GntRknpULsPwvY2GYHCzMV3QtYZsLIIvM1CtlNzAgWkxqINuZNg8GWwYw3s90APF/Q7H5qPjR3DNfMumsfUvKn0dPTk9R2vM9w1POIIm+nztQjEPvjpNvY8sYTK/32eAa+v1MlrIiIiIkdARSQREZFjJFpotistkfG2EpbELQp5nZsKfhu3iFf8I0lKn2rtZiNvgTfnEegqal5IatZlZLNbK+xA4Ov+oWNkx2uNO9lNfX191DXeVatCC0RZWcT370/Gdddi79lTJ6+JiIiIHAEVkURERI6BYGh2676g0sbQ7P/6wdk8EP97MMNnHQFcZi/BPOcCWJcD3t10SJcRWCvsnAD2HdxHvD0eZ5wz5lrvqlXsnDoNzJbfo4bycigvx56R0fSYTl4TERERsUaZSCIiIkdZtNDs4GOvvLIcN3sjZh0B2DCxe/5lKYC6qcto2kdw3Svw3acC/572YcsCUify1EdPMebFMbyw9YWo60yfD8/ceSEFpMCTgcc8c+dh+nxHY5siIiIiXZaKSCIiIkdZrNBsE3AcKLN2sQNllgOoAzds7DI663uBf0fIyhewFgAAWfVJREFUDuoMPij/gJqGGlxOV9R1NRs2thhhC2GaNJSWUrNhYwfvUERERKRr0zibiIhIB4kUml1WHSggRQvNLqOntZv0aCygWM0y6kKem/AcGz0bOSfrnKjrGsrLLV3P6joRERERCVARSUREpANEC83e8FVlzNDsW+pvo87pJqHGQ9Sso37nH36ok2QZdRTDMBjuHh5znSMz09L1rK4TERERkQCNs4mIiLRTMDS7eQEJDodmD+ydyP1xS4HwodmGAXPjn8Nx6fzGR2NkHXUzdb46zHD5RhEknjUEW1pa4BsbjmHgcLtxDh/WQTsUERER6R5URBIREWkHK6HZ6956lRyjImpodgZV2JN7W8866kZ+98HvmPTSJFbvWB1zrWmaeH41B39VVSBEu3UhqfFr16yZGPbuV5ATERERaQ+Ns4mIiLRD89DscJpCs+MtXGy/JxCA3c2yjqIxTZPVO1bzlfcr/Kbf0msSTjsNIy6OXj/9Cfv+vLxFyLbD5cI1ayaphYVHa8siIiIiXZaKSCIiIu0QDM2OuuZIQ7O7WdZRNIZh8MLEF1j11Sq+1fdbltb3uuF6Ui/9NnEuF71vvTVwWlt5OY7MTJzDh6kDSURERKSNVEQSERFph6yUxJhrSvyDG0OzIx07HyY0W5okxyXznUHfafGY6fNRs349KZs3U5OZifO003D07InhCPzRJs4VKMgZdjvJI/OP+Z5FREREuiIVkURERCzw+U1KtldQVn2QrJRE8vtnYLcZbN+zv2mNDT/5tq1ksY8yelLiH4yJgSvNieOyh+BP1zWubJ6g1L1Cs31+H5vKNlFeU06mM5O8rDzsrd53cE1ZTRlZzqyQNd5Vq/DMnUdDaSnZwK4/vABxccT370+/557FkZ5+jN+ViIiISPegIpKIiEgMKz/azQMrtrTIPspOS+T+y3Nx2ANnVIy3lXB/3FJyjIqmNeVmGlVmMt+MfR77mWPBWAori8C76/DFU3MCBaQuEJodq0BUvKOY+SXz8dR4mh5zOV3MyJ9BQb+CiGvSE9K5b9R9FPQrwLtqFTunTguEZjdXX8+hTz/F+7eVZFzzg6P6PkVERES6KxWRREREolj50W5uWbYp5PS10qqD3LJsE0/8MI8VYysY8u5izFarehtVZBpVDPzgTsh/I1Ao6qSh2e0tEBXvKGb6m9NDvkdlNWVMf3M6C0cvBAi7prKuMrDmoofpN3deaAGpmb1PPkn6/5us3CMRERGRo0BFJBERkQh8fpMHVmwJKSBBYCDNAOas+JB3EudiYNLqMPnDX3t3gt8XKBadgKHZR7tA9PAlD/PQ+odCngcwMTEwmL9uPqZhhl0T9Of/+xW3le6J+l4aSkup2bBROUgiIiIiR4GKSCIiIhGUbK9oMcLWmgn03f8BxqFdEdcAUL070H10HIpHx7tABDB7zWyq66sj7tHExFPrifh8cI25pyLqmqCG8nJL60RERETkyKiIJCIiEkFZdeQCUlAW+6xdbH/0IklbnAgFojnvzaGyrjLqPqMVkI5EZQ9r6xyZmR1yPxERERFpSUUkERGRCHr3SIi5poye1i7Ww9W+zbRyLEbMfrn2l1Qdqoq6j1gFpI70SV8Df2YGtj2V4XORDAOHy4Vz+LBjticRERGR7sR2vDcgIiJyvPn8Juu2V7Bxj8G67RX4/IECxfqvoo9PGcA3PYZipuZASCJSs1WpfQIB2pb342N96Xpe+/I11peux+f3tXg+WCBqXkCCwwWiVV+tYn7J/IgFIhOTWW/PCnl963WxCkhHIj0hHSPC98jAwJXkwuV0RV3T35ZFn1/c2/hAq3WNX7tmzVSotoiIiMhRok4kERHp1lZ+tJsHVmxpzD6ys/SzDWSnJXL/5bnccEF/Xlz/DbuqDmJAi5JMsITxy/EnYSQtgBevbXw0zKoJ85tOYGvvCJrP74taIDIwWoyYGX6TM74xSd8fGAf7pK+BaTOo89cd3mWENc1FW5OekM6+un3g94eswWbD5XRx14i7uPOtO7H5YfA3/qY1W/vaMG0wY+QMIHA6W7g1o7b6+fnqSuKWZNBn8SI8c+fRUFratD+Hy4Vr1kxSCwtjfeQiIiIi0kYqIomISLe18qPd3LJsU0g5prTqILcs28SSKXm8XfQtVm8pbVZoCnCnJfLo+XWc93ohjH8QJi+FlUXgbRaynZoTKCDlTgLaP4K2cPRCvIe8Ta8PX9g5PGKWv83P9av99G4WSbQnBZ4dZ6PkdJulNekJ6Zz2rwquW+0LWfPcODs7zs3mrhF38eKT0yOsgatvKqKgXwFPvHsttsXPkO71N62pTDXwT72OC/sVAPCEI9wacLpPwlbzNd6/vUb27NmkjB2Ld906Nq5ezbBx40gdOVIdSCIiIiJHmYpIIiLSLfn8Jg+s2BL2QHmTQA/RAyu2MC7XzYQh2YwbnMnWda9TW7mTpPQ+DB55CfY37odD1fDJy3DNn/CdNoFNH/6ecu/XZKaeTN5ZP8LuiAc4ooyicMUhbDYWlCxgQM8BQOziT/42P3cs99NaRjXcsdzPI1dBD0cPblrujbjmqavTuXLg5fRa/nTYNdOX+6g4czxnfwonLfeFrOnVuOak0X6821bRa87TIVlG6dV+mPM03syzA68Ju8aE6m9Iu+oq3PfdB4Bht+McMYLq8nKcI0aogCQiIiJyDKiIJCIiXZrPb1KyvYKy6oNkpSSS3z8Du82gZHtFi86i1kxgd9VBSrZXMKruXewrizizeZfRusYuo4xHYOgPKP7m76FdRp//gRn5MxjTd0zUETSAWW/Pos5fF6U4ZFJyeikjskfELBAt/I7JDW8ERs1aJwzZAD/w42JIiY++5vriBhL/8Sr1EdaYQNaTr+DhlbBJRgaAYVD64NzAj8OFYZum5TUH1qwJ/7yIiIiIHBMqIomISJfVMu8oIJh3tHNfraVr2LetgJJp0LoA5N0NL14Hk5dSvHtt1C6jW4feGmMEzWgqIMXqHjp/1HlkFP81cK1W64LFn1tfNUk6FLnYYoPGcbHIwdk2wLanigaqokWG4/NEDucGwDQ7bE1DaSk1GzaSPDI/+loREREROSpURBIRkU4rUpcRxM47OjnDGfP6NvwM/WgeYOIDNiUmUG63k+nzkXewDjsGvpUzmN83J2qX0bJPlgHRR9DWDzK4fnWggBSp6+eWV/3YLqggyRtaaGq+NulQzLfWaTWUlx/vLYiIiIh0WyoiiYhIpxSty2hcrjtm3lH1wXriHTYONYQvyBjAhJQvSagppdiZxPxe6Xgch3/bdDU0MGNvJWmH9uCpiZ7HU3WoKmaX0YsXGS2KS+H2k1wHGZ9VUhH1bl2bIzPzeG9BREREpNuyHe8NiIiItObzm6z9Yi9/3byTtV/sxedvWQ4Kdhm1zjQKdhk9/vfPYuYdVdTU87PRAzEI7fwJfn3TuU6KnUlMz+qNp1Vwc5ndzvSs3vzDmRTz/Rh+kxuLW147KNhldNmGmJdpfL2137rt6elgRBhEMwzsLhcOl6tTrXG43TiHDwv/vIiIiIgcdepEEhGRE0q0DqMJQ7JjnqoG8GjxZ5budUpvJ0um5IXcz914vyHOHozfnR64bqvihmkYGKbJKz2SY97njG9MMmKMoPWotRYY7Rw5kqqXXqLB4wkfMm0YOFwuXDOK2Hn79MC+m69rfB/ue2YBsHPqtE6zxjVrpk5hExERETmOOlUn0rx58zAMg2nTpjU9Zpoms2fPJicnh6SkJEaPHs3HH3/c4nV1dXX8/Oc/p3fv3iQnJzNp0iT+/e9/H+Pdi4gIRO8yitVhtPKj3TFPVTsSWSmJTBiSzVt3XcJ933Uw5rRN3PddB2/ddQkThmSzKTEhMMIWoTvGNAwq7XbS4tOAQMdR7g4/F3zsJ3eHH8NvYmBwSn1PS/uxpaXF7MRJzh+Ba9bMpsdar4FAsSV1wgT6LF4U6O5pxuFy0WfxIlILC0ktLOx0a0RERETk+Ok0nUjr16/nySef5Oyzz27x+EMPPcTChQt59tlnOe2005gzZw7jxo1j27ZtpKSkADBt2jRWrFjBCy+8QK9evbjjjjuYOHEiGzduxK6/0RQROWbak2MEcO9LHzPrsjMs3SstKQ5vbX3Y6xkEuo3y+2dQvKOY+SXzA6en2WHDlhd5/isXdwy/g41fv2npXpMGTOLTl5Zy3WpfSGj2c+Pgyt6XAH+JeZ2Ma69lz+OPx+zESS0shMWL8MydR0NpadMyh8sVKCA1FltSCwtJGTuWmg0baSgvx5GZiXP4sBbdPJ1xjYiIiIgcH52iiLR//35++MMf8t///d/MmTOn6XHTNFm0aBH33HMPV111FQDPPfccLpeL559/nptuuomqqiqeeuopfv/731NQUADAsmXL6Nu3L8XFxYwfP/64vCcRke4m1mlp0woGxewwKt9fR8X+Okv3u/GC/iwq/hQDWtwz2Ltz/+W5/OObN5j+5vSQk9XKasq4+593W7oPQMFXPZi43BfyeK9qmL7cR59HL2KXYwU0NIS/QOMIWu+bbyJh0MCYxSGwXmwx7HaSR+ZH3X9nXCMiIiIix16nKCL97Gc/47LLLqOgoKBFEWn79u2UlpZS2OwP1QkJCVxyySWsWbOGm266iY0bN1JfX99iTU5ODkOGDGHNmjURi0h1dXXU1R3+HxWv1wtAfX099fX1Hf0Wj4ngvjvr/rsrfW6dT3f+zHx+kw07KimrriMrJYHh/dKx2wx8fpPZL38c9bS0Z97dbukeaUl23KkJeLx1UbqMErjpon4M6J3EnNe2Uuo9/Ou5Oy2Be749mNGD0rns5XkhBaTAngJjaAm2BOx2OwfqD4Tdi4GBKzGTHv/1IqElpMaClWFQtuAhXPPm4rm7qPEGoV1GvYvupsHvJ2nMGPpdfDG1mzbhKy/HnplJUl4eht0e9udUfN65xDf+uMHvB3/k7KWupjv/t9aZ6XPrnPS5dT76zDonfW6dT1f5zKzu/4QvIr3wwgts2rSJ9evXhzxX2vi3tK5W2Qkul4sdO3Y0rYmPjyc9PT1kTWmzv+Vtbd68eTzwwAMhj69atQqn03nE7+NEsnr16uO9BWkDfW6dT3f7zD7Ya7D8Kxv7Dh3O6ekZb3LVKX6cDij1Rh5HMoF9tRG6dFr5assHXOqGp73BWL/muUCBktC3XTW8vvJvABTlwhdeA289pMbBgNQD+HZsZMnnX1JWUxZlTyYH/Qf5Vty3+Dt/j7jm+zvOxOeJ8lmbJg2lpWz47DPsU35I5ssriKuqanq6PjWV8kmX8+mhQ/Daa6GvLy+H11+PfH3pdv+tdRX63DonfW6djz6zzkmfW+fT2T+zmpoaS+tO6CLSN998w9SpU1m1ahWJiYkR1xmtT8wxzZDHWou1ZubMmUyfPr3pa6/XS9++fSksLCQ1NdXiOzix1NfXs3r1asaNG0dcXNzx3o5YpM+t8+mqn1mkLiOA1z/28MzaD0J6eqoOGTzzqZ2T0pOA2pj3iJ1jlMB//r+LsdsM8j72hHQZZaclcs+3BzP+TFeYK7S08quVsCbmMgqGFfBt+7f59cZftyg6uZwu7hx2J/kf1uEh9h8ahg8YQMqll2LecUdIl9EZyvtpk67631pXp8+tc9Ln1vnoM+uc9Ll1Pl3lMwtOX8VyQheRNm7cSFlZGcOGDWt6zOfz8c9//pPHH3+cbdu2AYFuo+zs7KY1ZWVlTd1JbrebQ4cOUVlZ2aIbqaysjPPPPz/ivRMSEkhISAh5PC4urlP/xICu8R66I31unU9X+sxiBWI/+LdtUUfVdu6LXUACKzlGZ5KYEBjemnjOSXz77D6UbK+grPogWSmBoOxgYSsWd3Km5XUjcs5j3Cnj2FS2ifKacjKdmeRl5WG32dnvWWvpOgnu7MDPh7g44qP8/iNHriv9t9ad6HPrnPS5dT76zDonfW6dT2f/zKzu3RZ7yfEzduxYPvzwQzZv3tz0z/Dhw/nhD3/I5s2bOfXUU3G73S3axg4dOsRbb73VVCAaNmwYcXFxLdbs3r2bjz76KGoRSUREAoKB2K1Dr4OB2ItWb4saiG0CfhNSEx1EKu8YBIpS//mtgSyZkoc7rWX3qTstkSVT8pgwJLvF43abwagBvbjinD6MGtDLcgEJIO9gHa6GBgwzXPkLDNPE3dBA3sG6xnvZGeEewaWnXsoI9wjstkD3UO37m6PfyDBwuN04hw+Lvk5ERERE5AR3QncipaSkMGTIkBaPJScn06tXr6bHp02bxty5cxk0aBCDBg1i7ty5OJ1OrrnmGgDS0tL48Y9/zB133EGvXr3IyMjgzjvv5Kyzzmo6rU1EpLvz+c2wHT0+v8kDK7ZE7DIC+J93rAVif2/YSTzz7ldRT0uz2wwmDMlmXK67zR1GVtkPlDNjbyW3Z/UOBF03G3EOFpaK9lZiP1AOgOnzhT0JLePaH+H96185tGNH4BphQrNds2bqiHoRERER6fRO6CKSFXfffTe1tbXceuutVFZWMnLkSFatWkVKSkrTmkcffRSHw8HkyZOpra1l7NixPPvss9j1B3oRkaijamlJ8VG7jABq662dBjYu101+/4yQe7kb79W8yyjYYXRU9XAxpqaWVL8fb6vfD1w+H0V7KymoqYUeLryrVuGZO4+GZgcyONxuXLNmklpYyKl/e43q4uLQNS5X0xoRERERkc6u0xWR3nzzzRZfG4bB7NmzmT17dsTXJCYm8thjj/HYY48d3c2JiHQywVG11p1GwVG1Gy84xdJ1eibFURU1EPtwN5GlLiO/D3asgf0e6OGCfueDLUzh38q6SGv6nU9lWg5nHKpnazw8VLaHfXY7mT4feQfrsGNAah+8nx5g57TpLTuMgIbSUnZOnQaLF5FaWEhqYSEpY8eG7VYSEREREekKOl0RSUREOkasUTUD+MvmnZaudUNjILYdPyNsW8liH2X0ZL1/MH5sTaNqAHb8jLJtAbsHbC7gfKBZoWXLy7CyCLy7Dj+WmgMTFkDupCNbF25NchYMGA1X/Te9xy/gf168lhrDwGk276gK7NUcNxfPzxeEFJCa88ydR8rYsRh2O4bdTvLIfEvfMxERERGRzkZFJBGRLi5S3lHJ9oqYgdgVB+rJSI6n8sAhDPzkNysQlfgHY2LD3RiIfbFvDTlrH8DF3qZreOjFrlH3c25wVC1W4WfLy/DitdC6tOXdHXh88lLr6yD8mgNl8K8XoYcbCn8Fk5fiDLun+dRUu1uMp4V+k0waSkup2bBRxSMRERER6fJURBIR6cKi5R3t2FvT9JgtTIHI33iA55Xn5LBr7YvcF7eUHKOi6TW7zAx+WX8tV15+M/atKzh37VTMVgWbLCpwrZ0KfdMDD0Qr/HzvWVg1M/R5oKk3auUMOG1CoBAVbd3fihqbiSJ3EO356E+kjJlJQu4kGHwZDV/+k81vv845F43HcerFYLPT8MqrEV/fXEN5uaV1IiIiIiKdmYpIIiJdVKy8o8kj+gIw3lbC/WEKRA/UX8vr/nz+X4/NnBa/OKRA5DYqWBK/GINzYWWg+NP6/DTDUlGn8bG/3gz1tVHekQnenbD8py27hsKtq472fMDDCYd484+X8Ivz72fiqRMx+13Izo+9DO13YVOukiMzM+Z1jmSdiIiIiEhnpiLS/2/vzsOjKu/+j7/PzGQnCVlnEjYREWWVvQoVFQi4gEur1p2iT11AQFxYXACtEPwporXi8lgrUh5snwcQbQWDFRRRggQURKBaighkAUJIyEIy5/z+GBKyzaKEJEM+r+vigjnnmzP3ySHk5MN9vreIyBmoer+j+mYZWdhYuzOXa8K+ZB7z63y8i8MsCJnPo46HOHfzYox6AiJb5R/enwSl+T5GE1io4ztAqubgrsDqfDCBHaEhHHOX0i66nde6yH59sScm4D54qP4Cw8DhdBLZr+8pj0lEREREpLlTiCQiEsT89TvyNcso42g/nopZBGVQe3E0m+HpJf1760WMo8d9jMDyEyCdBh0GQe43p3QIG7B0XzZfX/siPRN7eq0z7HZcTzzBvgkT69np+aQ5p0/TCmwiIiIi0iIoRBIRCVLe+h3dM6QTGdtzGGHLZEHI/DofVznL6PmKXxF9PJc6U4xOMAywm74CpNMgMhGKD1H/Y2+Gp+H1iKdh5/ueXkre6qJTPOflo8YWk8oFPW6tCoO8iUlLgxdfIGf2nBpNth1OJ87p0zz7RURERERaAIVIIiJByFe/oxkrvsGGybowzwpl9c0yMi0Y61jVcAPyF/4EEOp4AqLZ8Lcxntc16k6cxMh0cIR6VnP76+3e6y6f6/m9nhoTw/Mo3sj0qt5H9TmWmUlEz57YwsOJSUsjeuhQir/cREVeHo6kJCL79dUMJBERERFpUWz+S0REpDmp3e/oF7btjLat5xe27RiYAFzk2EmqcbhOgFTJZkCcURTYG0Ym4nW6EgbEtIErnzv5uvZ+8IQ6I+f6rhmZDt2ugRsWQkxKzZKYVM/2rqM9r7uO9l/npebdpDZc27Ufy0Lc3s6Y0l272HvXf/Gf62+g4rDnUUDDbidq4ABir7qSqIEDFCCJiIiISIujmUgiIkEmkH5HLjPAPkURcVByhFOeHdR1NBgLYeWUmiunxaSe3A+eUMdfTdfRcN6VsGc9FOVAKyd0uKjurKFA6uqp+fC7v/Dd/s/ILc6tKrPcboo3biR6yxaKk5Jw2O3YYmJwpKZgj4sL7HMpIiIiInKGU4gkItJMeWuanVtY6rff0SL3sMDeZOC9sGYODRIQ/cxQp96AyGaHjr/0P/5A6mrVpKf25J8//JOBKQMBOPrhh1X9jlKA/f+zBIfLRfIDk2h16aUYfnomiYiIiIi0FAqRRESaofqaZidHh3F+SgznJkUwI8R3v6Nh9iwqHFE4Ko55eYcTs4wufgiSz2+42UE/I9RpbLFhsVzb+VrAEyDtmzjJsxRdNRU5ORx47HHavDBfjbNFRERERE5QiCQi0sx4a5qdW1hGbmEexn92kGo7XO/HgidISuUw7kHTYG36ia1eZhnZ7A0/OyhIWG43ObPn1AmQPDstMAxyZs8heuhQ9T8SEREREUGNtUVEmpXqTbO9SbUfDehY9sRzAmtSDScDoh6/9vzuY9WyYHWg6ACT10xm9Z7VAJ6V1rKzvX+AZVGRnU3xl5saaYQiIiIiIs2bZiKJiDQjlU2zwbPy2gDbDpI5Qi6tyTTPw8SgXfn3gf3r3crpCYQCmWXUAqz8z0oy9mSQX5rPsA7DqMjLC+jjAq0TERERETnTKUQSEWlGcgs9AZK3ldfml/+K2+2r/BzlRL+jDhd5Xp5hj6FV5zbdZOVmkVecR1JkEn2S+2CvFZBV1hgYXH7W5VzS7hIAHElJAb1HoHUiIiIiImc6hUgiIo3M26prAMnR4T5XXksPeZ233cO5vHMkybtXnNjjo99RkAokHFq9ZzXpmenkFOdUbXNGOpk6YCrDOgzzWpOVm0WoPZSh/S7F4UymIie3/kEYBg6nk8h+fRv+BEVEREREgpBCJBGRRlTfqmspseGMu/QcVn2TzRNXdOHJ0LfB8r7y2ghHFgm37IJd//C/qloj+ykzg7zVBBoOTV4zGatW96jc4lwmr5nMvEvmAfit6dy5c/0hkuH55DunT1NTbRERERGRExQiiYg0Em+rrmUXlPLY8m0ALPm/LTzOoaoJRbXZDHBxCPZ+Hviqag2kocIfXzWBhEOXtruU9Mz0OjUAFhYGBukb0sHAZ83cDeksPPsyitd9hj0uDnd+flWNw+nEOX0aMWlpP/8TJiIiIiJyhlGIJCLSCHytula5Lcxh454+UfBhAAcsOhHCNFC/o1MNiBpiZtCzQ57lmY3PeA1+AOZmzqVVSKsa46ivNqfE+/7KmuySHH4cO5yeN91EaPv2HN2wgU0ZGfQdPpyYgQM1A0lEREREpBaFSCIijaD6qmvelFWY5FpxBNTGuZUz4Pc+3QGRv/An0JlBT33xFEfKjvg8l+zibDbmbAz43OtlWVWPq+UV5xF2dn8AIvv3pzAvj8j+/RUgiYiIiIjUQyGSiEgjqFx1zZ99xNPN5gCzwktFrZXX/GiMgOj3X/ye/LL8Ovur1wUyM8hfgFSt+JQM32xx/l6T/x5hIylSK6+JiIiIiARKIZKISCNIjg4PqK7nf96qFiAZ+Ft5zdcso4YIiGaun0lheaHn3U2L8/daxBVBfiv4tp2BZaNGgFR/Tc0GT6daMyBlAO9+/y65xblgmnXqsNlIjkgGgzo1JaFwyz9NIsthX6do+iT3Cei6iIiIiIiIQiQRkUYxoGM8KbHhZBeU1juRxgBcseEkXT8fVkdDcjfcn8wl6/gh8ux2ktxu+oQmYq+28pqvWUbVm097C2RmfT6Lo8ePet7fS0BUGSAN2GkyJsMksfDkmA9Gw5+H28jsYmuwmriwOM79+jB3ZLjr1Lw13M6e3in0c/Zj6oCpLHl1kpc6+M3dUwHqrSmIhK/aGAy+b1adleNERERERMQ7hUgiIo1gy94jDOyYwLtb9mHHpL9tB8kcIZfWZJmdKSeEGaO6Yg8Nhyv+nycgateGnOKT/0w7I51MjYpkGCdnGWGadK0W/uxol8PkNZO5r9d95BTn+AltPAGSv2BnwE6TB5eadc4pvhAeXGry3HXQytGKu5ce9Vrzxm9aA3Dn0sM+auK45pxRJCz9U701k5e6OdxtBHabnQE7TVKXuuvUJZyoa3uJZ7z11cQUQ8//WLT9F9Cxzm4REREREfFCIZKISANymxYbdh9m00GDhN2HufCcZA4WlXH7Gxs4dtzN3PN388vd89gXXlQ1w6h7qZuDZ11Du+5XAoE/htZ/p7ue8MfkreF2FoUuCij8AXzWzLvW4rcfeR4jM2rV2AATuHM1RIf6rhmz2l2113tNBeEf/51yLzUW4Hz975jXTyBn9pw6NVXHNgyyn56NUc9xqtfkzJ5D9NChaqItIiIiIhIghUgiIg1k5bYDzHpv+4lV2Ows/NeXpMSGM2NUV8Zf1pnSr5cRn/Mct7drTY4jqurjnBUVTM39O+02/wV3r99UPYZWW2WfoimfTKHPjuNew5/JS93Msw5zx2rPMbwFMmNXmWC3ea0xgXv/AZFldd+nel3cURMo8FljO+h9f/WaCgrqDX4qx1iRnU3+4v+hIjvb+8EsC3eO70beWBYV2dkUf7mJqIEDfNeKiIiIiAigEElEpEGs3HaAexdl1Yl+sgtKuXdRFgtu6YXd+BMPJifUqcm125mcnMi8z54m1tmpqseRtz5Fbnc5YzI8wY638OeulRaxJd7HawDxxzhRXT8bEFl2ikuhnQbH9+5tsGNV5OU12LFERERERM50CpFERE6R27SY9d72ehtmW3gCm3dX/I1/uU7MLzJqRj+WYYBlMT3K4L7vPgB89ykqCqfG9tps4DNACnah7do12LEcSUkNdiwRERERkTOdrakHICIS7DJ3Hz7xCBuAiT3yexwxW7BHfg+YWECRuYMch6NOgFTFMCix2fj68LdVvYwSagVFlX2KfveB99lDp4M9Ls7nuO1OJw6ns1FqHC4XcTffhMPlapBjRfbrW/9+ERERERGpQzORREROUW6hJ0ByRG8jzPketpCT/X/M8ljKckZxMMCl5LtEd6LH6m8A74+qOY8ENi57XBzuI0fAqmeOlGFgT0729BnKzfVa43A6cU6dwr4HJnsCmep1JwIa16PTAdg3cdJpr3FOn4YtNBTn9GkNciw11RYRERERCZxmIomInKLk6HAc0dsIb7MIw1GzgbThKCC8zSL+HRIa0LH6l3Uh7qjptbm0DbBbYIuJqffxOfA8QudwuXDNeOLEIGodrVrQ4jwRtnircU6fRszIkbR5Yb5nZk81DqeTNi/MJyYtjZi0tEarARr0WCIiIiIiEhjNRBIROUV9O8QS4XrP0/+onizGsiA07kuSQ2LIO17g6YFUi2FZOMNa09GdgI91x6rEXnst+QsXel7UmmVjcCL8SUsDm42c2XNqrGbmcDpP7gd4Yb7fmpi0NKKHDqX4y01U5OXhSEoisl/fGjN5GrOmoY8lIiIiIiL+KUQSETlFW/KywOFjaXoDcBRwfZf/4uVtr2Nzm5z3I1Wrru1oC5bdxtQLpnL8/R0BvWf0ZZcR2bdPo4U/AIbdTtTAAT7H1Zg1DX0sERERERHxTSGSiMgpOlhyMKC69pl/4uWQ0dheW07c0ZPNsfNjbJj33YJr0h84vOcHbK1bYxYU+OxTVBnyNGb4IyIiIiIiLZtCJBGRALlNi8zdh8ktLCU5OpwBHeOx2wySIgNbJt61q5yIlUup3cwortCCuQsJGzYMKty0/tV15P3hpYAaQiv8ERERERGRxqIQSUQkACu3HWDWe9s5UFBatS0y1M7DI7pw+4V9cEY6yS3Oxaqn3bWBgSsskegvj1NhHap7cMsCw6B069d0fHcFjtgYQs85x38vIxERERERkUakEElEBO+zjMATIN27KKtOPFR83M2s97YTHxXK1AFTmbxmcp3jGic6JT0WeT0VeS96H4BlUZGdQ9mOHTgGDlBDaBERERERaXYUIonIGc9XQAT1zzJKiQ1nxqiuDO/qYtZ72+uZX3RS+gc7WDdlKPM63UT6rr+QYz95bKfbzZRzb6XXkfbsD2CsFXl5VX/Wo2oiIiIiItKcKEQSkaB2KgHRyO4pXmcZZReUcu+iLCYN61zjY+tzoKCU79YuZtjauVyKRVZ4GHl2O0luN31Ky7D/MJdjXWcEdD6OpMD6K4mIiIiIiDQ2hUgiErRONSD64829efLv39Y7y8gCDODNz/7jdxw2TNptmMV/x0YzsKSUvqVl2GrVRP7wGg6nk4rcXL+rromIiIiIiDRHtX/OERFpNtymxeffH+LdLfv4/PtDuM2T4UtlQFR7llBlQPSPr/d7fQytctvkv31Fto9ZRhZwpKTc7zgH2Hbwg3mYF+JbMzYlmeOGUavCwijaT8xFPbwGSFBz1TUREREREZHmRjORRKRZ+rl9iiq3TV26laOlFV6PbwGl5WZAY2kdEUJBSXm972cA50Yew7BgRNExQi0Irycosiw49uXXANiiojCPHavap1XXREREREQkGChEEpFGF0gfo1PtU+QrQPqpfjuoI/NX78KAGmOqHPFVF11Al0/KeTbvkNdjGAZ0eG4ah9fsIuHuuynZ8pVWXRMRERERkaCiEElEGpW/PkZu0/I5yyjQPkWBio8KJf/Yca+zjFyx4Yy/7By6uFrVGbfrxLgHdE2GLalw1Nv6awbEpGLvPpykniMBtOqaiIiIiIgEHYVIItKgfM0y8jfDaMGtfThUdNznLKNA+xRBYAHR41d2ZdziLK+zjGaM6ordZjCyewrDu7rqPbcfjv5A7LCZxC69u9ZR4FhOGFgQdUM62DTbSEREREREgpdCJBFpMKfSx8gAZr23HXvtntRe+OtTFGhANLJ7CgtsfbzOMhrZPaVqm91mcGGnhDrvNydzDp/v/5ynLnuAqzKXUPz9QSpK7Rg2iwOb4jHLDNr+OpLoroGdm4iIiIiISHOkEElEGoS/WUb3XdrJ7wyjAwWlXNQpgR+P+O53BP77FP2UgMjXLCN/zK1/I3//JtyWm/MOnc137zmpyKk2nogIHK5YogYP9nssERERERGR5kwhkogEzNujav76GAH88ePvA3qP6/u2ZffBY2QXlJ5Sn6KfGhB5m2XkU3kJtpXTWHIsj/9EX09J+hzPMmzVWKWlVBwooeiTT7T6moiIiIiIBDWFSCISEF+PqsVGhPpdLS1QrtgIZozqyr2LsrBj0t+2g2SOkEtrNprnYWKr2afovCR2bFhFSf4+IuLacN7AIdgdNf9ps2NyoW072HPA5gQuAmr1JzLdsGc9FOVAKyd0uKhuD6P6am5dirX+Zcpf3FEnQAI82wyDnNlziB46VKuwiYiIiIhI0FKIJCJ+eXtU7UBBKfcsyuLOQWdVbbNhMqBa8JN5IviBk32MjHpqLGy4Yk/OElp66UFSP5+Fk0NVx84hgf0XzqB3ZZ+i7Suwr5xCt+qrom1IhZFzoevoqhpWTqm5clpMw9RYMakwIp3itmOpyLnD+yfQsqjIzqb4y01alU1ERERERIKWQiQRAQJ7VM1bQLRsyz4ARtgymRGykFTjcNVx91vxzCq/nVXmAH47qCPf/nMRT9RT82T57Vwz6h7PY2bbV9D784lYtWKrZA7j/HwitIvzbPjr7dReDY2jBzzbb1h42mu2lB3i4S+m8l+53ejp/1NMRV5eAFUiIiIiIiLNk0IkEQnoUTWfAdGxAfw6Motn3PPrHNvFYRaEzGd6yCOMT6nAFvpCnXDIZRxmQegLGLa+YF7pmfGDRe221kblOm4fTDnRQdvHWm+NULM2Mpwch4P9xdsDCpEcSUkBVImIiIiIiDRPCpFEWrjKR9UMTH5Rvf9QwXncuyiLsYPOYoQtkwUh8+t8bGVAdF/5BB63LwE31F7QzGaAacEMx1vYV9qoLxzyPOxmwfuTIDy25mNldVhQ6Gt/49Xcc+QofUrLiA8zcSR2puLQkfr7IhkGDqeTyH59/byfiIiIiIhI86UQSaQF8PeoWpqXWUZPlt/Ou5ttrAjxPNLlLSB6PmQBEeXl1EmHqtVFlOaAv97bxYdg96encKaNK9yyuLjEc1JHx4xg33PvgGHUDJIMzyfFOX2ammqLiIiIiEhQU4gkcobz96haz8JPvM4yejlkPs+X/YrUkMN19leyGRBBecMN2EsQ1dw5nO2wRUWBYWAWFlbb7sQ5fRoxaWlNODoREREREZFTpxBJ5AzmbVW17IJS7l2UxVlxYfzFxywjy4KxjpWNM9hKHQZDzF88ja3r7VVkQHSKJ2xqwprn4lqTUlHBlcdKiG3l4shnuzCLioj99a+JuuJyNmVk0Hf4cGIGDtQMJBEREREROSMoRBI5Q/lbVc3ChqtgM6mh3mcZGQbEcSywN4xM9DyOdiqBTUwqdPwljJx7YjU0o1btiaTr8rme35uo5ojNxsLYaEzDYEjJfmJHppPS+XIiBwwkckB/DKeTwrw8Ivv3V4AkIiIiIiJnDFtTD0BETo/M3YerVlVbFzaBJaG/58XQl1gS+nvWhU0gzZZJEkcCOpYVEYf358wMiGkDVz538nXt/eAJY0bO9V0zMh1sdug6Gm5YCDEpNctiUj3bu45u0hoDiwcOH+GaUpM2170JXUdjhITQ+rprCW3b1svnSUREREREJLhpJpLIGSq3sNTvqmrPV/wqoGMZA++FNXPwOltnZLonaDEWwsopNVdXi0k9uR88YYy/GvD8+bwrYc96KMqBVk7ocJEnZPqJNe5zR5K19W3yjv5AUkx7+vS4Dbsj9JRqusW057Yet2GWuzEsC8MI0mZOIiIiIiIiAVKIJBLk6lt5zWZAadlxZvhZVe0mx8eURboILc7BqOcRMwsDIyYVLn4Iks/3H/40VPBTeW5AVkQ4eVYkSRHh9AFqV/mrWb1nNemZ6eQU51Rtc373P0wdMJVhHYadcs3cjGQSjlo4H32UiB7d65yDiIiIiIjImUIhkkgQq2/lNVdMOHFRIcTmbOBGH/2ObAakchh3/2kYa9M9gVG1IMnzmpqPmAUS/tjsnr5GPgQSDtUb2kQ6/Qc71WpW71nN5DWTsWoFZLnFuUxeM5l5l8wD+Nk1xQdzsH2+j5JyMEJDfJ6ziIiIiIhIsFOIJBKkvK28lnO0lOyjpVzjOBLQceyJ58ANCzFqzTIy6nnELKCZQaabrNws8orzSIpMok9yH+zVgqZAw6FTDX+eHfIsz2x8ps5+AOtERJa+IR0MvNYAPPX5U9hstnprCiNhwj0OLtkbzczO59TZLyIiIiIiciZRiCQShKqvvFZb5bak0AowAzhYKyd0/KXfnkCNNTPo0naXkp6Zfkrhj4HB77/4Pfll+V5P28IipyTH6/5Kh8u8z+YCONIKlp9fyOjcLPq7+vs9noiIiIiISLBSiCQShCpXXgOwYTLAtoNkjpBLazLN8zCx8afii5gW+Sds5nHPDKLwMPLsdpLcbvqUlmHH8PQ06nCR355ADT0zyDAtzt9rEVcE+a3g23YGls1gbuZcWoW0qhpH/XXUCH+81VQPkLy9X3U/taY4DLacfbImrzjv51xKERERERGRoKEQSSQI5RZ6AqQRtkxmhCwk1Tg5W2a/Fc+s8ttZZQ4gq/dTHPl2FukJrclxnPxyd1ZUMPXQEYaNTGf13o+ZvGYymCZdq4UoO9rlBBT+YLPx9BdPYxiGz5rKmUEDdpqMyTBJLDx5Pgej4c/DbWR2yWZjzkYAP3W2ZlFTGgIvX2nji/NtJEUm/fQLKSIiIiIiEkQUIokEoeTocEbYMlkQMh83sLHaLKPeJYdZEDKfe8snsSH5Al49nAhuk657zJMBUVsbk52JPBsZzjOZ6fTf6a4nRDH583Abvw/zF/5YZHY5CPgKYywyu3iO8eDSus/YxRfCg0tNnrsO6EFgdeC3ppWjFXcvPeq15o3ftAbgzqV1H1kLpCasHB5YbvJGeBx9kvvU2S8iIiIiInImUYgkEmS+yy3ilY938kzo26yOiOCZxLg6s4weOZjPEyVvc8cPn9HfS7Dz1nCD34f9ns5fH/IdxnAI8B/Y+KuZd63FHas9j7oZtWpseNo3jckwCb27D31X47PuzoyTO73WrIboUMP3+612V+39OTVGZc1HbmyP1zl1ERERERGRM4pCJJFmzG1abNh9mE0HDRJ2H+YXnZKY8D+bicn5gq2ti3koObFOa+lcu52HnIncl19Ah80HvAY7k5e6mWcd9Bvs3LnSxHZim9eg5UPTZ6hjAff83SLquPdztQGJhRA+/WVKj3rvCG4D4gp9dwy3AXFHTaDAZ43toPf9P6km7wjFX24iauAAn7UiIiIiIiLBTCGSSDO1ctsBZr63jbzybzEchfxlyX9ICjmf3/3yHEo2l5MeGecJkIyasY1lGGBZvBobw4uLPWGLt2DnrpUWsSXex2AD4op9j9MGJBb5rjHAZ4BUXemmrMAKm5mKPDXWFhERERGRM5vNf0nTmTNnDv379yc6Oprk5GSuueYadu7cWaPGsixmzpxJamoqERERXHLJJXzzzTc1asrKyrj//vtJTEwkKiqK0aNH8+OPPzbmqYj8JCu3HWD8uwspTJpFZIfXiWizhMgOr1OYNIvZa/9KdKcIzyNshoFhWnTdYzLoG0/fI8O0wDA490fPzJ7aAVIlA3wGSE0l8sILm3oIP4sjSY21RURERETkzNasQ6S1a9cybtw4vvjiCzIyMqioqCAtLY1jx45V1TzzzDPMmzePl156iY0bN+JyuRg+fDiFhScbwEyaNIlly5axZMkS1q1bR1FREVdddRVut7spTkvEJ7dp8XjG/xDeZhGGo+ajVIajgPA2i5j/738BngbUf3zZzczFJhNXmMxc7Hk9YKeniXZzY4+LqzNzqoph4HC5aPfqKzhcLp91dqcTh9PZbGocLheR/frWv19EREREROQM0axDpJUrVzJmzBi6detGr169ePPNN/nhhx/YtGkT4JmFNH/+fB599FGuu+46unfvzltvvUVxcTGLFy8GoKCggDfeeIPnnnuOYcOG0bt3bxYtWsTWrVtZvXp1U56eSL2++HcexdFLgbq5ReXrsoisqhXMEgpr1lQ2snbl1+6WVD97XFydvkqVLGjQoMU144maJ1JtP4Bz+jRsoaE4p0/zWed6dDrOR6c3mxrn9GkYdnvtsxYRERERETmjBFVPpIICz6yM+Ph4AHbv3k12djZpaWlVNWFhYQwZMoT169dz9913s2nTJsrLy2vUpKam0r17d9avX8+IESPqfa+ysjLKysqqXh896lkmvLy8nPLy8gY/t8ZQOe5gHX9L8cW+TGwh3ps5GwbYbEWMzTjxutb+ymbXaV8Z2JOTqMjNrfeRNgsIcblIePghch56+MTGanGSYWAASVOnAJA9+UHPm9eqIcCaxCmPEDF0KK55z5GXPhd3Tk5VicPp9Oy/9FLKy8uJuPRSv3VAs6qp/nWlr7XgpOsWfHTNgpOuW3DSdQs+umbBSdct+Jwp1yzQ8RuWZQU2XaGJWZbF1VdfTX5+Pp9++ikA69evZ9CgQezbt4/U1NSq2t/97nfs2bOHVatWsXjxYn7729/WCIQA0tLS6NixI6+++mq97zdz5kxmzZpVZ/vixYuJjIxswDMTqWnVka/5lL/6rOm6x/Pomj8Hhw8jIcMz4656kFT5RX/gtlsp6t6dVtu2kbTiPUIKToZX5bGx5I0eRVH37gANVgOAaRKxezeOwkIqoqMp6dgRbPVMjAykrrnViIiIiIiIBJni4mJuvvlmCgoKiImJ8VoXNDORxo8fz9dff826devq7DNqr05lWXW21eavZtq0aUyePLnq9dGjR2nXrh1paWk+P6HNWXl5ORkZGQwfPpyQkJCmHo54kXggiU8/9h0iBdrvqNuwYRhXXFFnBk2Iy0XilEfoPGyYZ8MVV2A9+CAlWVm48/KwJyUR0acP51d/RKuhaloAfa0FJ1234KNrFpx03YKTrlvw0TULTrpuwedMuWaVT1/5ExQh0v3338+KFSv45JNPaNu2bdV2l8sFQHZ2NikpKVXbc3NzcTqdVTXHjx8nPz+fuLi4GjUXXXSR1/cMCwsjLCyszvaQkJCg/osBZ8Y5nMl+0XYgMSGJFBw/WH+LIQvc0eFAsd9jhblSiBo4gNZpaRR/uYmKvDwcSUlE9utbt4dPSAihPr4mGrSmhdDXWnDSdQs+umbBSdctOOm6BR9ds+Ck6xZ8gv2aBTr2Zv0chmVZjB8/nqVLl/LPf/6Tjh071tjfsWNHXC4XGRkZVduOHz/O2rVrqwKivn37EhISUqPmwIEDbNu2zWeIJNJU7DY7N3ea4Hn8rPbTppYFBvzm2ifA1+yeWiuGGXY7UQMHEHvVlUQNHKAm0CIiIiIiIvKTNesQady4cSxatIjFixcTHR1NdnY22dnZlJSUAJ7H2CZNmsTs2bNZtmwZ27ZtY8yYMURGRnLzzTcDEBsby5133smDDz7IRx99xObNm7n11lvp0aMHwyof5RFpZsZF25mXexCn211ju8vt5vmcgwy1GbhmzvRs1IphIiIiIiIi0gia9eNsCxYsAOCSSy6psf3NN99kzJgxADzyyCOUlJRw3333kZ+fz8CBA/nwww+Jjo6uqn/++edxOBzccMMNlJSUMHToUP785z9j1w/Y0hyZblg5heHFxVxaVMzXBVEUljmIDqugW2QxYWHAyqnETdqKPTaGnNlzqMjOrvpwh9OJc/o0YqqtSCgiIiIiIiJyqpp1iBTIwnGGYTBz5kxmVs7KqEd4eDh/+MMf+MMf/tCAoxM5PUq//5S84lx25MXS7vNwIortRJzY929iSOxeSFL3fbBnPTFpaUQPHeq/35GIiIiIiIjIKWrWIZJIS1NQXM7Tf/mIiw5Fc+5HEZhY1HxYzeDgtmjCYiuIKfKstlbZ70hERERERETkdGrWPZFEWpo1u3LZW9aKs9eHARYG9S3PBjmbY7Aikhp3cCIiIiIiItKiKUQSaUauvqANjw3qS8gxm9cACQwqih0UHwxt1LGJiIiIiIhIy6YQSaSZaUtZQHUVBw+f5pGIiIiIiIiInKQQSaSZME1PI/ljsYHNMHIk6XE2ERERERERaTxqrC3SDOQVlnHNHz/juj5t2FT6BuNibMQdNet/oM0wcDidRPbr29jDFBERERERkRZMM5FEmoFlm39k35ESPv1uP/859gN/GoYnQDJqxUgnXjunT8Ow2xt9nCIiIiIiItJyaSaSSDPw20EdadM6kuhwBxeelcGu4f+hzSX7yJk9h4rs7Ko6h9OJc/o0YtLSmnC0IiIiIiIi0hIpRBJpBkLsNq7smeJ5sehXdD5YxPGOt9Bp5QcUZmWxKSODvsOHEzNwoGYgiYiIiIiISJNQiCTSRNymRebuw+QWlpIcHc6AjvHYiw/Cv9dwZEsEh16ZQ8xn20h++mkK8/KI7N9fAZKIiIiIiIg0GYVIIj9BvcGPzfjJNSu3HWDWe9s5UFBatS05voSUTssYdfl0ri7/F/acbbQaMqRRzktERERERETEH4VIIif4C3/qC35SYsOZMaorI7un/KSaexdlYdV6/3z3NkqKvmbZnnLueuqvJM50g2lScfpOWURERERERCRgCpGkRTjVgMhb8JNdUMq9i7JYcGsfAL81w7u6mPXe9jo1ABXHOlN64BpywmJwmxZ2ux3sdigvb5hPgoiIiIiIiMgpUIgkQe90B0R/vLk3T/3923qDHwswgCfe3YaF4bNm1nvbKTnurjGO6l43Xie3sDV/2T+UzN2HubBTwk/7RIiIiIiIiIicRgqRpFlr6oAI4LF3t3H4mPfZQBaQW3jc53lYwIGCUr7ae6Te/R2NAwyzb+ZYQQi9P9xJ8d51WEuXYBhGvfUiIiIiIiIijU0hkjSZpg6IDPwHRIDf/T9FRGj9q6v9EHGMK+x3cOOh3fTlexytWytAEhERERERkWZFIZI0icaYQXT/ks24Te9jsGjYgCgQg89JYvmW/WQXlNYYe2jCp+xttZOnQ66gY6exLB9zQaOOS0RERERERMQfW1MPQM48btPi8+8P8e6WfXz+/SHcZs2opzIgqt0bqDIg+sfX+702n7ZO/Hrs3W1eewudHMepnUd18VGheJsXZACumDBcMeE+a1Jiw/lFpwRmjOpata2SWebELEvEfewcHrjhF0Sc3bHhBi8iIiIiIiLSADQTSRqUvxlGbtOqCohsmAyw7SCZI+TSmkzzPCxsTF+2jSMlnhlC9dWY2GrMIPJWU52vmvioUPKPHcfwMh5XbDiPX9mVcYuzsGPSv1rNxhPHmTm6G+BZnc1bzYxRXbHbDEZ2T2HBrX14asVW2hV9xYOOd9hxuD0Liyfy4PUDGdk95TRfJREREREREZGfTiGS/CS++hhVzjAyMPlF9RCl4DzuXZTFy7f0ATwNpkfYMpkRspBU43DVsfdb8cwqv51VJQMAfNeYgdXER4UyoGQdT9RT82T57XwVfTGPX9mVFUte8Vpzzah7GNk9haUHDpL6+SycHKqqySGB/RfOoPeJ4Gfppf5rAEbaNjIifArG8f0A9DP+xeBV2wnb25fyJ+cR4nT+3EskIiIiIiIiclooRJKArdx2oGr2TGVAtLdVLx4f3YPhXV3Mem87aV5CnSfLb+e+v3hej7BlsiBkfp3juzjMgpD53Fs+CcBvTXS4g2fc3mumhzzC9X3b0vuL+mteDpnPV33OprfjGJeHvoBV6wE6l3GYBaEvYNj6wnbo/fnEOjXJHMb5+URoFwcEUNN1NGxfAX+9HeNE3UGbjVaHbZTmGZR9ugnnj5+A8/o6YxYRERERERFpSgqRJCArtx1g+eJX+FvIQlJDqwVEZfE8ufh2dl52Cz0LP/Ea/Lx8IvhZbfZjRshCAGy1GgjZDDAtmBGyELsBWN5rZoUuJDY0BEq818y0v0n4N3Ysgzq9imwGWBj03pYO34CBVbem8g//eBhsNqinxqhc5+2DR8By+65ZORXOHempPREgFRkGw9q3oW1KBX+uOIi9wIF97QzofR3Y6l/JTURERERERKQpKESSKu6KCnZsWEVJ/j4i4tpw3sAR2B0O3KbFmuV/4mUfAdFD6wy/4dDskDd43PUVqTmH6xynem0qJ/Z76VJtMzzvS6nvmvCyPCjzWuIJdwr3ex2LhwVF2VWv3EBWeBh5djtJbjd9SsuwY0HhAf81R/fBxterat3A8lZRmECJzSAu8Tj2xONwtBj2rIeOv/QzNhEREREREZHGoxBJANi86i1SP59Ft+q9fDI8vXxKz76cCeX/DdQfEFkWzLIWEG14Xy3NZkAChZDzcYOPvf7QpuFrVkdGkJ4QR47j5JeNs6KCqYfyGVZcElhN/n/qrct1OBjRLvVkXVFOQ3xqRERERERERBqMQiRh86q36LV+gudFtZAoyTpE0voJfPKfu2r0OKrNMCCakwGSrzDGbDcQ294NfusCORY0ULATQM3qyAgmJyfW6nYEuXY7k5MTmZd7EMBvzbC4s+oca9hmk5hiWNfVdrKulRpri4iIiIiISPOiEKmFc1dUkPr5LMD7Y2gXHFhysp5TC3Vsl0yHd+9ldcUR0hNa11N3hGH21mDgt2Z1mMHkVjbvoU2hCQanXPNsockzUSf2GzU/SZZhYFgW6YmJntc+auYmJnJx7ztI/3bByTrL4spMkzaHITfWRl5rmJuYyKXtBtYJ1ERERERERESakkKkFm7HhlWeR9gMqDDh64IoCsscRIdV0DP2GA4btKYI8AREc+PiiD9gI64I8lvB4TYmU/I9AVFGXDIPxoaBadF1j1lVs6PtiRk2RSbDOv6S1QNuZ/J3f/FSl8C8c24B8FnzbKebeGbvP7COF2BYcP4PJ2u+befppJ2e4FkxzVuNZcCc+NYYhuHzOI+3DqfYLAfAMC3O32vVPI7NIKda4uOtJtsO7/x7GTl2o6qu6w8W29sbFIVbZHXyBE7Zdsg6+BX9Xf0b8W+CiIiIiIiIiG8KkVoId0UFO774gON7vmDHFwZdL7wCu8NBSf4+ANblxmDLbEVcEUSc+JjMVrGYA4oYnHyUv7dKYNmhCJ74m0lioVl13IPR8NawBEqdbuYnJdB/6xHGrDZJLKRWjY25PeO52HSTfuAj+u+yGJNRt+7Pw22kR34EBj5rptr/j3KznAE+ajK7HAXwU1MYQI0nQBqw0/RRYwuoZu/RvV7rnn3D5M/DIbOLjbziPF+XU0RERERERKTRKURqATaveovkz2ZRXlBKcpmD8u/fIjsjnNxBMyg/uJt1uTHE/7NVnY+LLQLjn6349DJYfTyWycvqNs6OL4TJy0xe/lUEHXKP8OAy02vNc0Y+i7ovosPmAzy4tP66B5eaPIdn9TKfNdeVBVBDs6tp178dA3aafuuSRiTV2S8iIiIiIiLSlBQineE2r3qLouWPUbKxFXFFYVWzjPa0AnfeYxi/+C22TE+AVKslEjbABGyZrbjuxMpr3mpu/XtpVSsgbzVjMkw+uWIvd//D9FpnAWM+NKt2equ5530Ty+bn/T40sVu+jzN2pYlp932c3/3DxGEZPmvuzMDvmO/9wKL7Y9fSaXW672N9ZNB7Vi9EREREREREmhOFSGcwd0UFue8+TbuPvcwy+rgVu46+Q5cim9dj2ID4It/vYwNi605SqlOTWAj9PjtItI9aA0j0834G0Op4AO8XwHHii/0fJ6YUqNN2u2ZNXGHdmUW13yuqxOLYX/+PuKPea21AXIGbsqwtOAYO8D04ERERERERkUbkPT2QoLd9/d+JzvRMs/E2O6bNN437V6B7aWKjvl9zc3zv3oDqKvLUE0lERERERESaF4VIZ7DvN35AXFHdAKmSDWjlZwZRQwvvcFbjvmEzE9quXUB1jiT1RBIREREREZHmRSHSGcwqrQiorijc04unPiaQH2OjIjHWZ01FYiwOp9PrQ18W4HC5iLv5Jhwul886u9Pp91iVNVWNmGozjGZXU/38/dVF9utb/34RERERERGRJqIQ6QzW9oLBAdXlXjUAg7pBkolnFpM58bd0eOJJDOp2BrJO1HR44kmcj07HMIy6AYlhYBgGzunTsIWG4pw+zWed69Hpfo9VWVO5rXYN0Oxqqp+/vzrDbkdERERERESkOVGIdAbrnXYzh6MNnzOIDscYjJjxOocfv5OCmJp/HQpi7Rx+/E4G3/IQMWlptH3xBUKczho1IS4XbV98gZi0NGLS0mjzwnzPjJxqHE4nbV6YT0xaGkBAdWdqTaDnLyIiIiIiItLcaHW2M5gjJBRr0liMp97ApGZiWDnLyJo4FkdIKINveYiKGybw9eolFB74geiU9gwY9hscIaFVHxOTlkb00KEUf7mJirw8HElJRPbrW2PWTCA1DXmsYKz5KXUiIiIiIiIizYVCpDPc4FseYh1ge+HNGkvLF8TaMSeMYfAtD1Vtc4SE0ufy230ez7DbifKz9HwgNQ15rGCs+Sl1IiIiIiIiIs2BQqQWoHKW0eZVf2Hbhk/pPvCXDBhxS41ZRiIiIiIiIiIivihEaiEcIaFcMOJW9rvjuWDEFThCQpp6SCIiIiIiIiISRNRYW0RERERERERE/FKIJCIiIiIiIiIifilEEhERERERERERvxQiiYiIiIiIiIiIXwqRRERERERERETEL4VIIiIiIiIiIiLil0IkERERERERERHxSyGSiIiIiIiIiIj4pRBJRERERERERET8UogkIiIiIiIiIiJ+KUQSERERERERERG/FCKJiIiIiIiIiIhfCpFERERERERERMQvR1MPIFhYlgXA0aNHm3gkP195eTnFxcUcPXqUkJCQph6OBEjXLfjomgUnXbfgo2sWnHTdgpOuW/DRNQtOum7B50y5ZpVZR2X24Y1CpAAVFhYC0K5duyYeiYiIiIiIiIhIwyssLCQ2NtbrfsPyFzMJAKZpsn//fqKjozEMo6mH87McPXqUdu3asXfvXmJiYpp6OBIgXbfgo2sWnHTdgo+uWXDSdQtOum7BR9csOOm6BZ8z5ZpZlkVhYSGpqanYbN47H2kmUoBsNhtt27Zt6mE0iJiYmKD+y91S6boFH12z4KTrFnx0zYKTrltw0nULPrpmwUnXLficCdfM1wykSmqsLSIiIiIiIiIifilEEhERERERERERvxQitSBhYWHMmDGDsLCwph6K/AS6bsFH1yw46boFH12z4KTrFpx03YKPrllw0nULPi3tmqmxtoiIiIiIiIiI+KWZSCIiIiIiIiIi4pdCJBERERERERER8UshkoiIiIiIiIiI+KUQSURERERERERE/FKIdAb65JNPGDVqFKmpqRiGwfLly6v2lZeXM2XKFHr06EFUVBSpqancfvvt7N+/v+kGLMyZM4f+/fsTHR1NcnIy11xzDTt37vRaf/fdd2MYBvPnz2+8QUoNCxYsoGfPnsTExBATE8OFF17IBx98UKPm22+/ZfTo0cTGxhIdHc0vfvELfvjhhyYasdRnzpw5GIbBpEmTqrYVFRUxfvx42rZtS0REBOeffz4LFixoukEKAPv27ePWW28lISGByMhILrjgAjZt2lS137IsZs6cSWpqKhEREVxyySV88803TTjilu2ss87CMIw6v8aNG6d7kWasoqKCxx57jI4dOxIREcHZZ5/Nk08+iWma9dbrfqR5KCwsZNKkSXTo0IGIiAguuugiNm7cWKNG9yRNy9fPZxDY97Ds7Gxuu+02XC4XUVFR9OnTh//93/9txLNoeRri5+qysjLuv/9+EhMTiYqKYvTo0fz444+NfCYNSyHSGejYsWP06tWLl156qc6+4uJisrKyePzxx8nKymLp0qXs2rWL0aNHN8FIpdLatWsZN24cX3zxBRkZGVRUVJCWlsaxY8fq1C5fvpwNGzaQmpraBCOVSm3btiU9PZ0vv/ySL7/8kssuu4yrr7666hv+999/z+DBgznvvPNYs2YNX331FY8//jjh4eFNPHKptHHjRl577TV69uxZY/sDDzzAypUrWbRoEd9++y0PPPAA999/P++++24TjVTy8/MZNGgQISEhfPDBB2zfvp3nnnuO1q1bV9U888wzzJs3j5deeomNGzficrkYPnw4hYWFTTfwFmzjxo0cOHCg6ldGRgYA119/ve5FmrG5c+fyyiuv8NJLL/Htt9/yzDPP8P/+3//jD3/4Q51a3Y80H3fddRcZGRm8/fbbbN26lbS0NIYNG8a+ffsA3ZM0B75+PoPAvofddttt7Ny5kxUrVrB161auu+46brzxRjZv3txYp9HiNMTP1ZMmTWLZsmUsWbKEdevWUVRUxFVXXYXb7W6s02h4lpzRAGvZsmU+azIzMy3A2rNnT+MMSvzKzc21AGvt2rU1tv/4449WmzZtrG3btlkdOnSwnn/++aYZoNQrLi7O+u///m/LsizrxhtvtG699dYmHpF4U1hYaHXu3NnKyMiwhgwZYk2cOLFqX7du3awnn3yyRn2fPn2sxx57rJFHKZWmTJliDR482Ot+0zQtl8tlpaenV20rLS21YmNjrVdeeaUxhih+TJw40erUqZNlmma9+3Uv0jxceeWV1tixY2tsu+666+p8P9P9SPNRXFxs2e126/3336+xvVevXtajjz5qWZbuSZqb2j+fBfo9LCoqylq4cGGNY8XHx1fde8rp9XN+rj5y5IgVEhJiLVmypKpm3759ls1ms1auXHk6h3taaSaSUFBQgGEYNf5HV5pWQUEBAPHx8VXbTNPktttu4+GHH6Zbt25NNTSph9vtZsmSJRw7dowLL7wQ0zT5+9//zrnnnsuIESNITk5m4MCBdaYuS9MZN24cV155JcOGDauzb/DgwaxYsYJ9+/ZhWRYff/wxu3btYsSIEU0wUgFYsWIF/fr14/rrryc5OZnevXvz+uuvV+3fvXs32dnZpKWlVW0LCwtjyJAhrF+/vimGLNUcP36cRYsWMXbsWAzDqLdG9yLNw+DBg/noo4/YtWsXAF999RXr1q3jiiuuqKrR/UjzUlFRgdvtrjOrKCIignXr1umeJAgE+j1s8ODBvPPOOxw+fBjTNFmyZAllZWVccsklTTBqqU/t72WbNm2ivLy8xrVNTU2le/fuQX1/ohCphSstLWXq1KncfPPNxMTENPVwBM8z0ZMnT2bw4MF07969avvcuXNxOBxMmDChCUcn1W3dupVWrVoRFhbGPffcw7Jly+jatSu5ubkUFRWRnp7OyJEj+fDDD7n22mu57rrrWLt2bVMPu8VbsmQJWVlZzJkzp979L774Il27dqVt27aEhoYycuRIXn75ZQYPHtzII5VK//73v1mwYAGdO3dm1apV3HPPPUyYMIGFCxcCnj4RAE6ns8bHOZ3Oqn3SdJYvX86RI0cYM2ZMvft1L9J8TJkyhZtuuonzzjuPkJAQevfuzaRJk7jpppuqanQ/0rxER0dz4YUX8tRTT7F//37cbjeLFi1iw4YNHDhwQPckQSDQ72HvvPMOFRUVJCQkEBYWxt13382yZcvo1KlTo45X6lff97Ls7GxCQ0OJi4urURvs9yeOph6ANJ3y8nJ+85vfYJomL7/8clMPR04YP348X3/9NevWravatmnTJl544QWysrK8/i+uNL4uXbqwZcsWjhw5wv/93/9xxx13sHbt2qr/fbj66qt54IEHALjgggtYv349r7zyCkOGDGnCUbdse/fuZeLEiXz44Ydee0G8+OKLfPHFF6xYsYIOHTrwySefcN9995GSklLvzCU5/UzTpF+/fsyePRuA3r17880337BgwQJuv/32qrra/z5alqV/M5uBN954g8svv7ze3jm6F2le3nnnHRYtWsTixYvp1q0bW7ZsYdKkSaSmpnLHHXfofqSZevvttxk7dixt2rTBbrfTp08fbr75ZrKysqqaouuepPnz9z3sscceIz8/n9WrV5OYmMjy5cu5/vrr+fTTT+nRo0djD1eq+anfy4L9/kQzkVqo8vJybrjhBnbv3k1GRob+56+ZuP/++1mxYgUff/wxbdu2rdr+6aefkpubS/v27XE4HDgcDvbs2cODDz7IWWed1XQDbuFCQ0M555xz6NevH3PmzKFXr1688MILJCYm4nA46Nq1a436888/XyuhNLFNmzaRm5tL3759q76W1q5dy4svvojD4eDYsWNMnz6defPmMWrUKHr27Mn48eO58cYbefbZZ5t6+C1WSkqKz68nl8sFUOd/9XJzc+v8z640rj179rB69WruuuuuOvt0L9L8PPzww0ydOpXf/OY39OjRg9tuu40HHnigauam7keap06dOrF27VqKiorYu3cvmZmZlJeX07FjR92TBIFAvod9//33vPTSS/zpT39i6NCh9OrVixkzZtCvXz/++Mc/NvqY5SRf38tcLhfHjx8nPz+/xscE+/2JQqQWqPIv+r/+9S9Wr15NQkJCUw+pxbMsi/Hjx7N06VL++c9/0rFjxxr7b7vtNr7++mu2bNlS9Ss1NZWHH36YVatWNdGopTbLsigrKyM0NJT+/fuzc+fOGvt37dpFhw4dmmh0AjB06FC2bt1a42upX79+3HLLLWzZsgW32015eTk2W81vj3a73esS13L6DRo0yOfXU8eOHXG5XFUrgIGnD8/atWu56KKLGnWsUtObb75JcnIyV155ZY3tuhdpnoqLi33++6f7keYtKiqKlJQU8vPzWbVqFVdffbXuSYJAIN/DiouLAXR/0sz4+17Wt29fQkJCalzbAwcOsG3btqC+P9HjbGegoqIivvvuu6rXu3fvZsuWLcTHx5Oamsqvf/1rsrKyeP/993G73VWpd3x8PKGhoU017BZt3LhxLF68mHfffZfo6OiqaxIbG0tERAQJCQl1/lEKCQnB5XLRpUuXphhyizd9+nQuv/xy2rVrR2FhIUuWLGHNmjWsXLkS8Pxv7o033sjFF1/MpZdeysqVK3nvvfdYs2ZN0w68hYuOjq7Raww8N90JCQlV24cMGcLDDz9MREQEHTp0YO3atSxcuJB58+Y1xZAFeOCBB7jooouYPXs2N9xwA5mZmbz22mu89tprgOcRgEmTJjF79mw6d+5M586dmT17NpGRkdx8881NPPqWyzRN3nzzTe644w4cjpO3nBUVFboXaaZGjRrF008/Tfv27enWrRubN29m3rx5jB07FkD3I83UqlWrsCyLLl268N133/Hwww/TpUsXfvvb3wK6J2kOfP181r59e7/fw8477zzOOecc7r77bp599lkSEhJYvnw5GRkZvP/++011Wme8U/25OjY2ljvvvJMHH3yQhIQE4uPjeeihh+jRo0dwt0houoXh5HT5+OOPLaDOrzvuuMPavXt3vfsA6+OPP27qobdY3q7Jm2++6fVjtKRu0xo7dqzVoUMHKzQ01EpKSrKGDh1qffjhhzVq3njjDeucc86xwsPDrV69elnLly9votGKL0OGDLEmTpxY9frAgQPWmDFjrNTUVCs8PNzq0qWL9dxzz3ldmlwax3vvvWd1797dCgsLs8477zzrtddeq7HfNE1rxowZlsvlssLCwqyLL77Y2rp1axONVizLslatWmUB1s6dO2ts171I83X06FFr4sSJVvv27a3w8HDr7LPPth599FGrrKzM68fofqTpvfPOO9bZZ59thYaGWi6Xyxo3bpx15MiRGjW6J2lavn4+s6zAvoft2rXLuu6666zk5GQrMjLS6tmzp7Vw4cImOJuWoyF+ri4pKbHGjx9vxcfHWxEREdZVV11l/fDDD013Ug3AsCzLOn0RlYiIiIiIiIiInAnUE0lERERERERERPxSiCQiIiIiIiIiIn4pRBIREREREREREb8UIomIiIiIiIiIiF8KkURERERERERExC+FSCIiIiIiIiIi4pdCJBERERERERER8UshkoiIiIiIiIiI+KUQSURERKSZGTNmDNdcc01TD0NERESkBsOyLKupByEiIiIiJxUUFGBZFq1bt27qoYiIiIhUUYgkIiIiIiIiIiJ+6XE2ERERkdPANE3mzp3LOeecQ1hYGO3bt+fpp58GYOvWrVx22WVERESQkJDA7373O4qKiqo+tvbjbJdccgkTJkzgkUceIT4+HpfLxcyZM2u838yZM2nfvj1hYWGkpqYyYcKExjhNERERaUEUIomIiIicBtOmTWPu3Lk8/vjjbN++ncWLF+N0OikuLmbkyJHExcWxceNG/va3v7F69WrGjx/v83hvvfUWUVFRbNiwgWeeeYYnn3ySjIwMAP73f/+X559/nldffZV//etfLF++nB49ejTGaYqIiEgLosfZRERERBpYYWEhSUlJvPTSS9x111019r3++utMmTKFvXv3EhUVBcA//vEPRo0axf79+3E6nYwZM4YjR46wfPlywDMTye128+mnn1YdZ8CAAVx22WWkp6czb948Xn31VbZt20ZISEijnaeIiIi0LJqJJCIiItLAvv32W8rKyhg6dGi9+3r16lUVIAEMGjQI0zTZuXOn12P27NmzxuuUlBRyc3MBuP766ykpKeHss8/mv/7rv1i2bBkVFRUNdDYiIiIiHgqRRERERBpYRESE132WZWEYRr37vG0H6swwMgwD0zQBaNeuHTt37uSPf/wjERER3HfffVx88cWUl5f/jNGLiIiI1E8hkoiIiEgD69y5MxEREXz00Ud19nXt2pUtW7Zw7Nixqm2fffYZNpuNc88992e/Z0REBKNHj+bFF19kzZo1fP7552zduvVnH09ERESkNkdTD0BERETkTBMeHs6UKVN45JFHCA0NZdCgQeTl5fHNN99wyy23MGPGDO644w5mzpxJXl4e999/P7fddhtOp/Nnvd+f//xn3G43AwcOJDIykrfffpuIiAg6dOjQwGcmIiIiLZlCJBEREZHT4PHHH8fhcPDEE0+wf/9+UlJSuOeee4iMjGTVqlVMnDiR/v37ExkZya9+9SvmzZv3s9+rdevWpKenM3nyZNxuNz169OC9994jISGhAc9IREREWjqtziYiIiIiIiIiIn6pJ5KIiIiIiIiIiPilEElERERERERERPxSiCQiIiIiIiIiIn4pRBIREREREREREb8UIomIiIiIiIiIiF8KkURERERERERExC+FSCIiIiIiIiIi4pdCJBERERERERER8UshkoiIiIiIiIiI+KUQSURERERERERE/FKIJCIiIiIiIiIifv1/nwLbqNduWIMAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_E(stockpiles=[stock33, stock10], strategy_fns=[optimal_strategy, best_cutoff_strategy])" ] }, { "cell_type": "markdown", "id": "9cc17efd-1063-4f57-94f2-34d51619d6f4", "metadata": {}, "source": [ "We see that on both stockpiles, the cutoff strategies lag about 4 diamonds behind the optimal strategies. \n", "\n", "Below we can verify that the optimal strategy is indeed better than the cutoff strategy, considering every situation we have looked at so far:" ] }, { "cell_type": "code", "execution_count": 32, "id": "6a60fe57-e387-4aa4-9e7e-52ff51992b46", "metadata": {}, "outputs": [], "source": [ "def dominates(S1: Strategy, S2: Strategy, P, coins=COINS) -> bool:\n", " \"\"\"Is strategy S1 always as good or better than S2 on distrib ution P?\"\"\"\n", " return all(E(P, S1, c) >= E(P, S2, c) for c in coins)\n", " \n", "for P in [stock1, stock10, stock33] + shapes3:\n", " assert dominates(optimal_strategy(P), best_cutoff_strategy(P), P)" ] }, { "cell_type": "markdown", "id": "8f88d805-410d-4d4c-9d24-fb44ccfdeca9", "metadata": { "tags": [] }, "source": [ "# How many peeks are required?\n", "\n", "How many bags do we have to peek at to get a good sampling of the stockpile? I arbitrarily set a default of 100. But how much worse would we do with fewer peeks? How much better could we do with more peeks? Let's see:" ] }, { "cell_type": "code", "execution_count": 33, "id": "9ff29517-ceb5-44bc-95db-a4e9f7aa614a", "metadata": {}, "outputs": [ { "data": { "image/png": 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C40lJSU49z6UWLlyIoijlX588eZL169dzzTXXAGXBnzZt2rBr164qP6NevXoREBBwRecePHgw+/fvZ/v27RUe//zzz9FoNFx77bXVPqb1NQsWLKjwuJprZQ1SWO8Zq7lz51Z7Ho44+723a9eORo0a2byetvj5+TFixAief/55TCYT+/btc3guZ34P17ZZs2YxY8YM/vGPf1RqjG1P27ZtadWqFZ988onNXfj8/PyIj4/n+++/r/DzxWKx8MUXXxAbG0vbtm1r/B4uP2d1r5cQQgj3JhlEQgghPMbevXsr7WIG0KpVKyIiIsjPz2fChAm0aNGC9957Dy8vL77++mt69OjB3XffTWJiYoXX6XQ6hg4dypQpU7BYLPzrX/8iJyeHmTNnlo958803GThwIFdddRUPPfQQzZs3Jzc3l6NHj7JkyZLygNATTzzBV199xdixY3n22Wfp06cPhYWFrFmzhtGjR3PttdcSEBBAs2bNSEpKYvDgwYSGhhIeHk7z5s2rdZ5PPvmEUaNG8dJLL5XvYnbw4EGnftYajYbbb7+dTz75hFatWtGtWzc2b97s9EDUpdLS0rjhhhu4//77yc7O5oUXXsBoNJbvsAZlAZIRI0YwbNgwJk+eTOPGjblw4QIHDhxg+/btfPPNN1d07ieffJLPP/+cUaNG8eKLL9KsWTN++ukn3nvvPR566KErWlwnJCRw9dVX8/TTT5Ofn0+vXr34448/mD9/vsPXtm/fnlatWvHss8+iKAqhoaEsWbKkVkp5nP3etVots2bN4r777iu/nllZWcyYMaNSSdj999+Pj48PAwYMoFGjRqSkpPDKK68QFBRE7969HZ7Lmd/DV2L//v3lO3ilpKRQUFDAt99+C0DHjh3p2LEjAK+//jrTp09n+PDhjBo1qlLfo759+9o9z7vvvsuYMWPo27cvTz75JE2bNuXUqVMsX768PAD5yiuvMHToUK699lqeeuopvLy8eO+999i7dy8LFy50SmZUTa+XEEIIN1eHDbKFEEIIVeztYgYoH374oaIoinL77bcrvr6+yr59+yq8/ptvvlEA5X//+5+iKBd3QPrXv/6lzJw5U4mNjVW8vLyUuLg4Zfny5ZXOf/z4ceWee+5RGjdurBgMBiUiIkLp37+/8tJLL1UYl5mZqTz++ONK06ZNFYPBoERGRiqjRo1SDh48WD5m5cqVSlxcnOLt7a0Ayl133VXt8+zfv18ZOnSoYjQaldDQUOXee+9VkpKSqrWLWXp6epWf8aW7aGVnZyv33XefEhUVpfj5+SljxoxRTpw4YXMXs8uPeddddyl+fn6V5jBo0CClU6dO5V9bd1WaP3++8thjjykRERGKt7e3ctVVV1W5w9OuXbuUCRMmKJGRkYrBYFCio6OV6667Tnn//fcrvZ8tW7bY/TwudfLkSeW2225TwsLCFIPBoLRr107597//Xb4zmpXaXcwURVGysrKUe+65RwkODlZ8fX2VoUOHKgcPHlS1i5n1OgcEBCghISHKzTffrJw6dcrpn7/a9279vvn3v/9d6ZiXz0lRFOWjjz5S2rRpo3h5eSlt27ZVPvnkE+Wuu+6qsNPXvHnzlGuvvVaJiopSvLy8lJiYGGXChAnK7t277XyqtfM9bL0Pv/nmG7vnvpT1s6/qv0s/j0GDBtn9GabGhg0blBEjRihBQUGKt7e30qpVK+XJJ5+sMGbdunXKddddp/j5+Sk+Pj5K3759lSVLllQYY2sXs6ruFev7s7rS6yWEEMIzaBTlktxfIYQQogE4ceIELVq04N///jdPPfVUXU9HCFFN8j0shBBCOJ/0IBJCCCGEEEIIIYRo4CRAJIQQQgghhBBCCNHASYmZEEIIIYQQQgghRAMnGURCCCGEEEIIIYQQDZwEiIQQQgghhBBCCCEaOAkQCSGEEEIIIYQQQjRw+rqegDuwWCycO3eOgIAANBpNXU9HCCGEEEIIIYQQwikURSE3N5eYmBi0Wtt5QhIgAs6dO0eTJk3qehpCCCGEEEIIIYQQteL06dPExsbafF4CREBAQABQ9mEFBgbW8WyuTElJCb/88gsJCQkYDIa6no5QSa6b55Fr5pnkunkmuW6eR66ZZ5Lr5nnkmnkmuW6eqT5ct5ycHJo0aVIe+7BFAkRQXlYWGBjo0QEiX19fAgMDPfambYjkunkeuWaeSa6bZ5Lr5nnkmnkmuW6eR66ZZ5Lr5pnq03Vz1FJHmlQLIYQQQgghhBBCNHASIBJCCCGEEEIIIYRo4CRAJIQQQgghhBBCCNHASYBICCGEEEIIIYQQooGTAJEQQgghhBBCCCFEAycBIiGEEEIIIYQQQogGTgJEQgghhBBCCCGEEA2cBIiEEEIIIYQQQgghGjgJEAkhhBBCCCGEEEI0cBIgEkIIIYQQQgghhGjgJEAkhBBCCCGEEEII0cBJgEgIIYQQQgghhBCigZMAkRBCCCGEEEIIIUQDp6/rCQghhBBCCCGEEEI4Q6nZzMFNyynMPItPSGPaxw9Dp68Y+jCZiklcM5e0nFNEBjZl3KAH8fLyrnQsk6mYxb/NYf+57RStPs4N1zxU5bj6QgJEQgghhBBCCCGEcHuOgj87ls8j8o+ZFGcXkV+sR+ttJmW5kbQBLxA37C4APkh6nkVpi4lI1hCSB5n+8P6J97kl8gYeGDu7/FiXjzuYvo25Jz+oNK4+kQCREEIIIYQQQggh6lRNgz87ls8jL/EfFG7xJyTPG5+/XnfSH0rT/8EOYEvRYTZvTGTmSoXwXKX82BkBMG9IIgAPjJ3NB0nPqxpX30iASAghhBBCCCFEg1NqUdh8/AJpuUVEBhjp0yIUnVZTYYyaUiQ1Y0rNZg5uXIrp5EYObtTQsd/ISmVPDdmO5fOI2jCTAmMe6TodEaWlpK7wJ7WfuuDPttJSMn58lSar/SsdOygPNKv9Oal5iQMBBqYkKZXGhObClMUWPrQsZkP4tRxYv9jhONOI6fWu3EzuSCGEEEIIIYQQDcqyvcm8+MMuwkpX4KvPoMAcznndUKZf343hnRsB6kqR1IyxZr6UZBcRWayn5Ng8UlZULHsCdb1zPJW9INqO5fNI3/kMTzcOITTZp/xzvNDYwt93PqMq+HOWlwnYYgBAc9kYLWABAjfrGa9RbI5RgBt/VXit+f8xZZXW7rHGr1JIvG4OE4Y9ccWfiTuqH3ebEEIIIYQQQgiB44yeZXuT+fiHf2KMWI9vsoaQTMAf8iOW8vEP/YFZnDr2jsMSI8DhmN7Gtg7LnqwZMo5654B7BpEcfd72gmj3jprJsV0vsSwrjOnfWgjPtZS/ruxzDGPU7heJ2lz2ydkK2ARtMBBQZHuOWiA0z/770ABhedB2r67C9azqWOG5cHL3Lhhm/5ieRgJEQgghhBBCCCE8gqMAiaOMnlKLwsLlMwnK3cBji6sK7Gxg4bLphKb/4bDECHA4pmmumaZ2Ml9Oa2azrdRCwZLpTgsiqd2hyxm7fTn6vB318ik+f5IT5/VMSbJwOevn+PVAXybm2Q/Y2AsOVVeXTH8g1+G4CHPl6+rpJEAkhBBCCCGEEDY4a8ts1X1q3Cw7xJ046lOjprFwq1Z/IzRtLffbCey8N/Z3xq8qe8xWxspNKxV0Fvtjxv+qoEVnd0zAFh0XlJdo7KQgktodupyx25ejz7u0tJTDm36wG0SbO3YbN9n5rBVgxFbbwaHacN0195K9/Q2H4/pePbH2J+Ni8tNGCCGEEEIIIargrC2zq9OnxlF2SH1mL0DmqE/NFnOJw8bC7yqLKTj6BeNX+QK2AxL3/QTeZtvz1AKh+fbfixYId1DSpAVCcsGwwcvmfKxBpPPKbGIdBJHmFhxiy+YkhztvOWO3L1XBH0uS3eCPBbj1FwgqtP0ZaYBAldlBOb7gX1B27MtZgKwA8NMYMeQU2RxjCvKh3eS7Sft4LobsQrvjAvv2UzcxDyIBIiGEEEIIIUSD5KhxrjO2zAbn9amxznnxb3PYf247RauPc8M1D9WLnZTsZQd1HTzJYZ+ajgdfZfwq202KFeCWXxUWDzMyzE71kAb7waHa4O+gd05ILvj8br8Bs/8WHYf9FzPlh8rHuLTkrXDoNNKSXqrxbl/vWZKY6CDz524VgTZ7waFL5RnBt8hO8CdQg+WRyWhe/hQLFcdZ/pqj8sS9tIzoypnHHke5bN7Wr1vNehWtlxctZ73qcJxGp1M3eQ8iASIhhBBCCCFEg+OocW5a0my7i+jTKrfMBuf0qSkdPImPf3qhwpwPpm9j7skPKpUPgfuVq9VkF6uNZ/awwUGfmqQBBsIdBH7Cc6HTWT9AZVTCjRhLbD+npexzuHll2de2gkgTVyh8GnwH3bbo7Y4L2qRngmJ/t6/bVWT+ODPQVnrzCDTzl9oO/jx+D1dNeorfdVq0b35KSM7FeyU7SIflsckMnPQUALFvvUnK7JcpTU0tH6OPjiJ62jQCExIACExIUDWuvpEAkRBCCCGEEC6gZsFealHYfPwCablFRAYY6dMiFJ328iWaUMNeQMJh49z0E/TcbL93jK+KLbNv/1nBVJb4YbdPjU5Fn5r3PpvMrmM7HJYPgfpyNWcFkWrSOFrNLlad9IsZt8p+GdZ129TNtWVge2CHw3EmPy/0+SbbJUaBRjQaMGTbKVcKNFKoFBOUq9gck+sLQQXq5u6IveNo/3q+x3cHCbJT+qYFQhyUz2lQn/mjRmmQH5rsfJufkSUimPhn/80fzWMcBn8GTnoK84TH2L1yEbnJpwho1JQ+Q25Bb/Aqf01gQgIBgwdTsHUb5vR09BER+PbqWSkjyDouZ9Mmtq1YQc+hQwmMj6+XmUNWEiASQgghhBCihhw1IFazYF+2N5lZiTvolfI14cUZZHiH81T0BP45Lo7hnRvV1VvzSB8kPc/CjEQy9H8tOfNgzvy53Bo+jskjpjvsVfPDgO2EOFhEO+ovowF8S8r+q8lxrCVGuRu2MeWPys9fmolkGjGdfasXOXVbdTX3dk0aRxedP8lJB9lBO1t52c0O0qK+T03cTX/j9OYn0WYW2A5IhPjS4oXZnHniSdslRi/9C8B+GdJL/2J3+m40sz62mflS8sRkLrw9j2AXBZEseh3guho6h4G2IB9azXzJ7mfd7J8z0eh0qoI/AHqDFz1G3Gl3XhqdDr/4Pg7nr9Hp8O3dm9z0dHx7967XwSGQAJEQQgghhBA14qgBsZpeNqmNE1j/9sP8e9vBSwITx8j038Sy0+3h0fcqBInUbmPdEH2Q9DzvZCaBBjqetJRfk4Ox8E5mEic/38v4VbYzfyzA0C2unrVjQ/7KkLGZibRKYfG17xL2w3vEuGhHLGc0jn5r7DYmOehlE3dM3WdU7KPHUGi2G4wI6j8A7cxX7AZ2ms185a8SI63DEiNHZUgDSeB3sJn5UlYWpatxECnPFwJVBJEME26AD75xPFAFdcGfl+0H2ma9Wv5Zp85+GfMln6MhOpqoac9VKOdSE/wRV04CREIIIYQQQthRk1IlxWKh+YrvHPSymc12zQ/csuZglWNuWXOQxYZHGPrWt+i0GtXbWNdX9q6HyVTMwoxEeh+FySstFbJOyq6JljPGIw6zUXxNtfserkSAg0bG4blQ8M4CjKn2mxk7a0csxWIh7Mi39kvDVDSOnqyil41aMfc+SMY77zpsLGztL1M5IBFF1GV9aByVIqkZY8182bF8AXs3raNz/FX0GTapPPNl4KSnah5EevJuit9Z5HDnre4PP8fmhd/aDTap3e2rOsEfNT1/1JR9idolASIhhBBCCCFssBeMUVOq9GFpIl0c9LIJ2KzjGvbbHXPNpv1sPHSWfYfnONwRyxokqo9ZRvZKxx4YO5vENXNpeQymLrZdrpTlp+5c+d7gU1zDLbOd1Kcm32g/QGQVklxIgJ3+MRe3VXccRDrkcEesJLTUvHG02l42Jf7e6PKK7fapiXjoIYxt26pqLKw2IKGmFEnNGL3Bi+7DbudcaSjdh41EbzBUeN5R+ZSjINLASU+RE9Xd4c5bBqMPyhP32A02qd3ty9nBH7VlX6L2SIBICCGEEEKIKjjKDjqZbr9USQEmrrC/ANaC3V431jGhubBn6escSF3ucEcs04jpfLb0xXqXZeSodCxn3jGO5+xj8oqyxbOta+KoAa+V6aZh+C5YXrNFtJP61JhvHAYLljucc1bLSAL2pDocp2Zb9Ql2dsRSgFuWK5j1tsdUp3G0GtGT77ObHWTtU1OdTBR3C0g4Kp9yFERSu/OWmmATqN/tS4I/9YcEiIQQQggh3Iy7bU9dn9nKsjGZih1mByUNOOy07Ag1jBv+4O599nvnjF+l8ELrCaT/eVRVllGp2czBjUsxndzIwY0aOvYb6ZZboaspHfu83V46ZCoOrwlAkY8Wr0KL3fKZftNe54+WsU5ZRNe0T82AW55k149rHZYPhdx5J/z937Y/gGqw1xRZg+Om0NVpHK1mFytrdpCaPjX1ORjhKIikNmDjzN2+6vPn3dDIbxpCCCGEEC6ipuTH1dtTN2T2ypWCjREOGxkPdmJ2hBrBmSUYKlfzlLP2oQnceJg7VO52FfnHTEqyi4gs1lNybB4pKyrfa65ir5wv2DfKZulY2F/v66urtFiCDECxw3NF3ngr2V8scNirxlmL6Or0qbF1rpazXnVY8uN77TVsevE/LtsRSw01jaPV7mIlfWrUURuwceZuX6J+kN8ihBBCCCFcQE1jYTW7XVVne2phm6NypUl/htDFQSNjNT1hAHJ9NfgV2G8Iq1HKGgTbGpMdAKZe3eHMRofnG6xit6sFbR6i9bYVDu81cF4w0t5xHJXzBUR72Swds349bqOFfXd0BzY5nEvw0AQC+vRR1avGWYtotX1qbJ1LbfmQo/4yztwRSw01jaOrs4uVBCyEqD0SIBJCCCGEcIKaLH4B7h01k7Sk2Q53u1K7PbWjOTVkasqVirIyVB2r2KjFUGS/VMn0yK34z/7Ebi8bJeMomjlrbI6x3D6I3r1u51yi4wCRmt2uUtesJWyL/XutdPAkdv+6wCkZbTuWzyNqw0wKjHmk63RElJaSusKf1H4v0OnaWxyW8307oMhu6RiAsQRCfCPRR0dTkpJS5e5XCmVBB2vWiadlo1gzaHI2bWLbihX0HDqUwPj4SplILtkRK9CI3suINiPLKY2jJTtIiLonvyEIIYQQQtRQTRe/H1oWszswjgBHu11t0ZFpmUXMb85b2DdEana6Uru1dvQ9D3LhvTkOsyN+12oc9rL5nb+h/WINIZcEQrIDyoJDAx9/H6W0lONBPvYX7UYtxiI7dWh/abrH8S5WGz59FmX7VzXOaNuxfB7pO5/h6cYhhCb7lGdrXWhs4e87n+HL0785LOcbprKcr29sfwzThnD28SfKHlAu+b7TaNAAUdOeKw86eGI2ikanw7d3b3LT0/Ht3bvKAIpLdsRS0YC7uqVhnng9hKhPJEAkhBBCCFEDzlj8jl+lsKfwHXrb2c3KurOQbpO33WNVZ2Ff39nq+ZSaedzhTlcKYDZo0JXYLsMxBfkQ9X//h2/79qp2DXLUy2bg4+9j/lshu799ldxzpwiIaUqfm55F7112BTU6ncM+NI3ueZDM9+Y4/GwcZRmF5MKRNUm03lqzjLZtpaUc3/sKy7LCmP6thfDci8GIsmytMHpe+J3wXNvLkuo0OzY2iikLMLz5Bqkvv4I5JaX8OX1UVKVypfrMVTtixb71ppSGCVFPSIBICCGEEOIKlZrNHNv1Uo0Xv+G5cP6Mg73O/xLoaMv0XDiwJpH2Dhb2pYMnodPr620Zmq2eT6PDh5OxewVDVOx0dX5oT6J+3uqwkbHa7Ag1vWz03j70mDTT5vOOFu0BgweTsuAzB1lGGoxFlTPaLtdsR9l9YC8YeUF5icZ2yiLPal5mQ4CBKUm2s7V2tlF3v5l9vdEVFDssHQMpV1LLGTtiyWctRP3h+f/6CyGEEELUkf0bl7LhvN7u4vdsuLpft/QhEUC+U+bVbLfj8qH963/CXJhVL8vQ7PV8+mzIcrxL1R2n69U3Yhh+h6pGxq7MjnC0IHeUZaRMHAvzEh2ex8vO52QNRuo3lmWb2LrX/DYZGPdXpMrWmHYnHU4FgIjJ95A55/2yLxyUjoFkrDiLsxpwCyHcnwSIhBBCCA9VXzM/3JGtUqVdqZsZt6psjK3Fb2N1vY7pd+czHNz9sFO2p/Y12X7OurDfv3wukRf21LsyNJOp2GbPp7Dcsr5Dq7qrO5a1XMkdsyPsLcgdZRn5XnsNm75PsnuvFRvAp8TxPAIcZbQ5iHlqKbtfTQYNhhKlyuygy8v5GnrpmBBC1Bb5LVIIIYRwQ7YCElb2miJ74qLenX2Q9DwLMxLJ0P+1lM6DOfPncmv4OJRDe+3urGRdfBd7azAU2+9lEzrwKqdsT13kZT9AZKU7fJSwPerK0DxJ4uo5Nns+Wb8euAdMwX4YsvJVlSt5YnaEoywjR/da8vV9aPndZpfNV7l+CHy3wmnlfEIIIarPs/7FF0IIIRoAW71Tbom8gQfGznbYFLnCNucWhc3HL5CWW0RkgJE+LULRadXuzyQ+SHqedzKTQAMdT1rKP+uDsfBOZhLDs7y4Ws2BRg9Bo2Lx64ztqVPGqFvYt9njeMe0/et/osvVY90yW62qIKrB4EX++pUOt0P3LoVjPRvTatWRsgdUlCt5InuBLUf32rAJj7Hpl+5OyWhTo9WYW1EGjXa7cj4hhGhIJEAkhBBCuBF7vVPmDUlEsVgIO/Kt3abIw3a9RNfBk1hxMJ0Xf9hFWOkKfPUZFJjDOa8byvTruzG8c6O6eHsexWQqZmFGIr2PwuSVlgpBh4wA+KWHBh+znfqaS1Rn8VvT7anVLOwdlQ9Zy9AObVnqln2KbAVR2ykBBObl0FfFMQyxTWn85v816HIl6722Y/kC9m5aR+f4q+gzbFL5veaMjLasAAj0DkKbkW1zjCUiGP/efdDodJIdJIQQdUgCREIIIYSL2Sofs9c7xdrw+ENLElrsN0X+eKweZfFXfHNkNcaI9fgmawjJBPwhP2IpH//QH5glQSIHEtfMpeWxsp41lwvLhdvWKOQboCDQG2NOsVMXvzXdntrRwv7P3o3ptP6sw88g79Qh8o7+5FZ9iuw3oM7jRJA1B8q+vldPJHDAwAYfkNAbvOg+7HbOlYbSfdhI9AZD+XPOyGhTnriXZhFd7TbNbvbPmeWfuWQHCSFE3ZEAkRBCCOFC9srH/DR+NnunWJe8E5df/Eu9rTHjVsGiyA8Iys3gscVVZSJtYOHymQztOEfKzexIyzrJ5BVli+KqetkogA44NqQdHb/f7fLFr70gkqOFfbPgcFj/L4fn8D9/lrCt7tOnSE0D6vfHQlGgEa+cIrs9nwL79gMkIOFITTPaBk56CoDYt94kdfbLmC/JoDNERzeYbC0hhPAEEiASQgghXMRR+Zi3QUMPBw2Pg4rsn0MLhOdC4/1pjPuj8vPlmUhj17LxaAoD2jZyy/4y7qBFut5uLxsNYCwBn9jmxL51r9stfu0t7M0lJjYFvGa3NCjTHyIPVrNP0calmE5u5OBGDR37jbyi+8heg3ZHDagV4OZVkHrzVTT9xHHPJ6FOTTPawHHTbCGEEHVPfvsTQgghXEBN+diKHs4735BtZf9ra2E/fpXCoQEL8D0e4Xb9ZVzNVrPj839upKWK1/eN6ee2i19bC3u9wcthGdqZ3k3otvq0zWNX1aeoJLuIyGI9JcfmkbKi8n3kqGm6vQy7/i3GcuGP3+jiIGgXngsnNbn0t7PNu2SsOJ+jIBJItpYQQrg7CRAJIYQQLmAv88G6OB+4x3nnC7CTaWTNMjq17hvy8s65VX8ZV7O1hf31ocPZGZRFbxXHMDaKATxv8euoNMj7xEHAdoDIynT0d1V9ipbtTbbbNN1+b6FEvsz4nodTDVXO4XIRZn+3DdoJIYQQ7koCREIIIYQLmHbvcrj1tm8JFPpo8S602O6dEmhE72VEm5Flc4zZz4BXvp0tqv6ScS6HuG3u01/G1extYb8odRkjG8dRHHIAr8yCSkE9KCtXMkRH49urp6un7jT2SoO2/PQZzK+iTvEyB0tK6fy7/fvo5+jBfPrTDJtN083mf9jNsJu62MLr47WcCNfTBcf3dt+rJwKeF7QTQggh6lL9/I1PCCGEcCOKomBOPqFqbF58Z4y/2W543OqlssbC9nYEip58HxfenePwXPH7y/5XTX+Z+sbeFvaZfmDRQGbQNppO+xepTz9b9oRySfBCo0EDRE17zuMzUmyVBsUl3Ga3T5ECnPeH63aWfW3vPvqu6aME5R622TR98a8PMtlOhp0CTF5h4dTMWyheuQiv7MIqg3aXN6AWQgghhHpV/XsvhBBCiCtgMhXz9Yq3eOe7p/h6xVuYTMUAfLF6JsuD0lQdo9sdjxL71pvoo6IqPK6PjiL2rTcJTEggMCGB2LfexHDZGEN0NLFvvUnkw/+HOcTX5kbfClDkoyWosPJi3MraX+bYlqUAlJrN7PvjJ7b++AH7/viJUrNZ1ftxV5duYR92WWZXcD6E5kHkeVibu4vGb75R+XpERdH4zTfqdS+b8j5FVN403vr12d5NCMtzfB/F7DvIlCo+a2v/rdb7TxGea/s41t5Cyr4DtJz1KlB2H19KGlALIYQQNSMZREII4cHs7fYjXMtWL5tbw8fRp9/N/PfEt2T7awjIs71rlDXzQaPTOeyd4qi/SrOZr9jMMgLI6NOW2DUHHb4vpcjMjuXz6l0jazVb2Jv1cMaQ1aB72TirT9HQ7WX/ayvL6Lpt6uZj7S0UKw2ohRBCCKeTAJEQQngoewGJB8bOLh8nW5jXPnu9bL49lkij9cf46pnviG58kjOP2y4NuzTzQU3vFHtjrIvoyluvRxE1bRr5JedARYCoyJxOTuI/6l0jazVb2IfmlY2Dht3Lxhl9igyltp/TAoF2mqpfytpbqCEH7YQQQojaIisEIYTwQPYCEu9kJkESPDB2NjuWzyNqw0wKjHmk63RElJaSusKf1H6em/nhbuz1srngDz5F4GPeRfjVRwkcNcqlmQ/2FtFxJSaH/WU0wPlDh+m2vf41so4L70Y2Pzgc1zdGetnAlfcpsgD5Rvu76lkVG3UYikodZthZNeSgnRBCCFEbPOu3OSGEaEBKLQqbj18gLbeIyAAjfVqEotNq7AYkyhq+alnUOpG4n1qSufd5nm4cQmiyT3kQ6UJjC3/f+YzHZn64m0t72Vwu+K/eLGdD4UDRHsYzyuWZD7YW0eX9ZWZ9jIWKTQktlM07KyaA7kfKbrD61sh6U9FO2qsYZ93CXlRNzX1kuWk4fLHM4bFi7n2AjHfnqMqwE0IIIYTzSYBICCHc0LK9ybz4wy7CSlfgq8+gwBzOed1Qpl/fjZzkb2wGJKwNX18fr2Vd7ivszwpj+rcWwnMvji0LIoUxbNdLdPXAzA93Y6+XjTWI4l0C5yzp5Y+7S+aDo/4yGSlHaffhGpuvtzYgPrRlqdsGiGz16Ro2YTp7312Of7ap3m5h7yqO7qMBtzzJ3p/Wos0ssJkdZAnxJeLh/8PYrr30FhJCCCHqiKwKhBDCzSzbm8zHP/wTY8R6fJM1hGQC/pAfsZSPf+hPl0beDgMSk1dY+OZaA1N+sB1E+nisnvYbl9Jl4Jjafkv1mqNeNlrKdl+y9rJxN/b6yyyefZ+qYyhFZTuauVu/q6r6dL0/fy63G0dw3U/JNJ90L+fnvF/2XD3dwt5VrPfRjuUL2LtpHZ3jr6LPsEnoDV6A/abpmr+e1+h00ltICCGEqEPu+duqEEI0UKUWhYXLZxKUu4HHFiuE515ctJZl/mygNDNCVUDijuVlX9sKIo1bBbv6bKYLY2Q3tBroG9OPNA/vZWOrv0xs94GqGhDHdh/odjud2erTdSAW0pf/TOF2BXNKCo1f/w+pr/0bc0pK+Wv1UVFETXtOMlaqSW/wovuw2zlXGkr3YSPRGwzlzzlqmn7pZ+0uGXZCCCFEQyMBIiGEcCMbj6YQmraW+5OUSs9ZM3/OB6ZW8crK/IttP2cNIh07fJIPkp5nUdpiIpI15Yvo90+8zy2RN1TYDU1UTW2PGk/sZeOoAbECKBpgw0aOZC+jcIOPW+x05qhP1/xrNWzsBDe/9Db+HToSMGyYZKy4gGQHCSGEEO5NAkRCCOFGDh1cwPhVZcEhW5k/oTnOO9++jM1c2LiNmSurylZKBJAgkQO+vXqii4rEnJpW73rZqGlArFUgZ91vdE71qfT6utrpzF7j8NBceOIHhdfHa/E7s5IJHTpKxooLyWcthBDCHVgsCslHssjPKcYv0JtGbYLRaiv/JmexKJw7kkXBOT3njmTRpH14lePqCwkQCSGEGwk4dsBh+RhAiY8BfWGJzYCELiQES2amw/P5Z2u5+3fbfYo+tCzGNGK6lJvZYDJb8NLr8B94FdnffQcaTb3rZWO3AfEjdxF0KAWfpT8D7rPTmZrG4ZNXWNgVd9Il8xFCCCGE6zgK/hzbkca6r46Qn3Ux3d4v2JurJrahVVykjXE+/LhrT5Xj6hMJEAkhhBtpaQhWNc5yTRc0y3aUfVFFQCL6hemcemkm2owsm6VBBYFeXLfLVPayy563LqLHr1JIvG4OE4Y9UZ230SAUFOQyf84NNM4cSKvvvkMXEoLGy4A5Na18TH3pZWOvkXXi63+jXb7t19bFTmee3jhcCCGE+1CTaaJ2TEPKRKktNQ3+HNuRxrK5eysdNz+rmGVz9zL8wc7VGlff1OlvRmvXruXf//4327ZtIzk5mcWLFzNu3Ljy57///nvmzp3Ltm3bOH/+PDt27KB79+4VjlFcXMxTTz3FwoULKSwsZPDgwbz33nvExsa69s0IIYQTtO0xnjP87HBcq5sfRhmRT+rLr9hsrttMq7W5axBASu9mtPr1iM1zWBfRJ3fvgmFX9HbqlcsbeR9KXs3X4anck72QNk2bE3rDOMIeeKDe9lex1cjauoOZI2rHOUN9aBwuhBCi9jkj06T6Y2xnoqgte2qoahr8GXZ/J37/5qjdc6z76gjhTQNY95Xt35EBfv/6CC26RdS761OnAaL8/Hy6devG3XffzY033ljl8wMGDODmm2/m/vvvr/IYTzzxBEuWLGHRokWEhYUxdepURo8ezbZt29DVk1/KhRANh398X8whvmgzC6rM/LEAlhBf/OP7otHp7DZ8tb1rUDRR057j9LYlgP1//AAizP7OeXMerKrt0n0tCmg0ePUeT5tn/oHGaGyQ/VWqs9MZQKnZzMFNyynMPItPSGPaxw+74t5EVR0r36zg3aiRqtd7YuNwIYQQzuGMTBPAKWOs51NT9lSfg0j23pszgj9rFh6mKK/E7pj8rGK+eH6Dw7nmZRaTfCSLxu1CHI71JHUaIBoxYgQjRoyw+fwdd9wBwIkTJ6p8Pjs7m48//pj58+czZMgQAL744guaNGnCypUrGTZM/uQthPAMisVC4pKvGNz7OgLbdSF/46YqM380QLOZr5QHgRwFJOztGtTXz5dz81Y6nJu3l57SUgulpSUVMmjGDXqwQfQmsrVd+ulwBXy1GCxatH5+dT3NOuNopzMLYDJAl17D2bhwFk0OfEpxdhH5xXq03mZSlhtJG/BCtXc527F8HlEbZlJgzCNdpyOitJRNa7y5UNKeDuayYNTl30NWntw4XAjhes4sMaqvC3t3oyYzqOaZJoep+l+Z6o35/esjKBZY/mH9DiLVJFurRbcIhxk9aoI/jp6vrvwcO1sGeyiPLr7ftm0bJSUlJFzS2yEmJobOnTuzfv16mwGi4uJiiosvXsycnLItgUpKSigpce5N4yrWeXvq/BsquW6ep7au2etf3MV683Yi7nqDsNM5eHfoQOmF85Re1s8m4tln8Ln22mqf36tHHF5//X+zxQIWCz49e1EUZMQru6jKhT2ASQ/Tg5Zx1bvr2eCTS0SypjxA8v6J95kQPo57R8+8sjftQld63extl24BlvSxsGhQIpPyn2sQwbKqaTA/NhnN7E9t7nRmLIHdE0bwXXwhN6zyJiTPG+ueZyf9oTT9H2wttdBt6O0Vjmzruu1a8QUX9jzH041DCE32Kb8nD8RCa/MpHj14gGitFo2lcgN2AI1GQ/gzT5d/LwjnkX/XPJNcN9uO78xg/XfHyM8ylT/mF+xF/xtb0aJ7uFPHQNkiOuVYNgXZJnyDvIhuFVTlwl6umW2OPmuLRfkrcGPbqvkHKSkqtTvm0uPXZExeZjGrvzhgd8y6r45QUmLm108OVnGOsiDS0Hs70KJ7uOp7DdTdb84Y42hOx3dmsOLjyp+B9b11vCq6QuCoKs4M/vS9oTkbF59wOM7bT+cx34Nq56lRlEu7m9YdjUZTqQeR1YkTJ2jRokWlHkRffvkld999d4VgD0BCQgItWrRg7ty5VZ5rxowZzJxZeUHz5Zdf4uvrW6P3IYQQaphLzRw9/zsF5vN460NYoVtHhq6EiScbM3p1Mcm33oYpIhyf48fR5+ZiDgigsEUL0NoK5VwZ/717aTT/C6DqPkWLhhn5Ia6EnoeUSgGSjACYN0RLk2Z96d7oeqfOy10cTPuNw8d/Yer3Ve+IpQCvj9fStkUC7SOvcfX03ErmjqW0+WktobkXf604H6jhzIAetNt2ihWt0hn9V8b2pZ+jNYh0+lozBQmvoXVwj1ssFsyH/87yLG/uquKe/GyIlsEhxQSGT8MnOZmIH5ZgyM4uH1MSFET69WPI69y55m9aCOHxFAWKL+iwFGvQeit4h5ai+euHVGGKnvM7jH+NrPyvZFhcEYBTxvhEmylM0ZN1wJvSoos/B3VGC8EdivGJdl0fN3dXk2sW0rUINJC5ywdPo/WyYDFpsJUbqzMqBLUv5sJOx/caoOp+c8YYR9cktHsR2Qe9KS2y/d4cZWFVh5rPMWpQPqlr/OzOSWdUiL4mv/zec3cFBQXcdtttZGdnExgYaHOcR2cQ2aIoCho7V+q5555jypQp5V/n5OTQpEkTEhIS7H5Y7qykpIQVK1YwdOhQDAZDXU9HqCTXzfM445p9/OMLfJWZRIaXFmtaT5jZQry2CU8/+wM8o9DJyYEgm0aOJK9HD9JfeZXStMrZSk8OjCdz9kAeSqz8t4TQXJiy2MKHYzcw5I433TqD5kqv26nFv9ncLh3KfmWZvMLCzr/DyJEjnTNZTzVyJOanTexd9TV5Kafxj25Cz+smEG/wYv/aRAY+Mx2wvWNewFY90RMVOg4o+xxNpmJ+WPcBB4/vpH2L7lx/1QN4eXmzf8NPfH7BwJSkypk/obkwdbGFj8cauLNvKB3vuANl6lQKt2+nND0dXUQEPj160EF6FNaahvzvmrP+El8XGup1s5fV0KxrGAtf2AxUlQFSds0KjgX+tcat6i/zZWMK/wz6awFp+zhFx4PpHteCX5dWzg4pLdJyfodPeXYIlN1HZw6dZ/Mf2+kzoAex7cLc4j5yhZpes8zdPoTE+AIFLpmvM1lM9n431FBapCHvkD9QVebTxXvthsm9Obn7PCuWVs7YufR+A2o8Zsjd7dmw4U/sfh8dCaS0yF52i/p72+hvsJtJ5BfsTd/xLarMxLKe67pJHcuymmKrzmq6fJynsFZNOeLRAaLo6GhMJhOZmZmEhFxsDpWWlkb//v1tvs7b2xtv78oLGYPB4PH/KNaH99AQyXXzPFd6zT5Iep73sn+o0M/GYIYDsQqbQ8/w2dKZPDB2di3M2LaQESMITkiosk/R18vfYMKvZcEhWwv78asUfrruIyYMe8Kl874S1b1uLTO8VG2X3jLDS76HKft8e4++u9Ljx3f+Srs826/TAiG5cGjbL3S7ZjwfJD3PorTF5SWNB9O38eHpj7gl8gZ8zVrGrSp7na17ctwq2NNnG90M48BgwMvO7wSidjS0f9ectdMR1G3vkIZ03Y7tSLNR0mJixccH6D2mucPyoMIcxyUbBdlqypCK+ePrY3bHbPj+T1r3jOb4rvQKu2Et23WgyvvIUzlqUlzTawZgKrRfOmblONjgBWjslj6pGePoPNXh6L3lZxVzfEcGv39tv7/S+u+O4bh30lGHP5t+/+aY475A+ereu7efnuJ825l0/iHeDLipTZW9nKys3ycGg77Sz2P/EG8GTrj4fdS2dyN0ep3DcZ5C7c92jw4Q9ezZE4PBwIoVK5gwYQIAycnJ7N27l9dee62OZyeEEBU56mezcJCFRX0SmWya7vJsHFvNrk27d6kKkJzcvQvq4b4Asl26c6jd4l4pNPPBV4+yeecqZq5UCL+kXK2spDGRNt5R9FRxT547l1WzSQuhkrN2OqpOA1qhjq1gQ1kPGvsNb3evOuOiWZZxtIjOyyxm288n2Pzj8UrPXX4fWbljo2J7atqkWO016zeuJRsW/2k3aKMu2NAWqPp7uzpjBt3alt+/OeqyINLRbekUF9j/d1lNoK0w1/F8nNkXqNu1Taq8/62sQRuNtrPDoE6ruEhadItw+P1hHXf6YAbr12ym/6A+NGkf7tbfRzVVpwGivLw8jh69GL08fvw4O3fuJDQ0lKZNm3LhwgVOnTrFuXPnADh06BBQljkUHR1NUFAQ9957L1OnTiUsLIzQ0FCeeuopunTpUr6rmRCiLDDREHefcjeJa+bS8lhZCczlNMBtaxSSwzQkrpnLhKGPuX6CVVC7xb3acZ5G7Tbosl26fbHdB8L8PxyOa/PTHnZ0zWXKGtsljefCklWds3Vwq2rPUwhbahJocPYuRkIde8EGo6/BYcNbe5kKdWXLT7YXx1B2H7XoFoFWq3HLYGNNtjAvyw5yzjXzDzZy1cQ2doM21Qk2DH+w5mM0Wo3LgkgGb/crs3Y0d/8Qb3qObE5oYz+nBX+0Wo2qLeq1Wg0xbYLxPWImxs2DrM5QpwGirVu3cu2115Z/be0LdNddd/HZZ5/xww8/cPfdF1PVb7nlFgBeeOEFZsyYAcD//vc/9Ho9EyZMoLCwkMGDB/PZZ5+hk/4CQgBlJU0LMxLJ0P9Vt5wHc+bP5dbwcS4vZWro0rJO2uxno6Esi2jyCgu74k66emo29b16IufmrXQ4rmPPUS6Yjev59upJaUggmsycKnd6k+3S1YlLuI1NAa8RnKvY/BwVQJOdw7BtZY/ZKh8LVVdCT9s28Vc6XSEqqGmgQe0uRr8tsNUTo8yli3/wvOwQV3IUbOg6OFbVcRyVtLi6xMjR1kJ5mcUkH8miqKBEVcYaOO8+qu0tzNVmB6kpQ7LOTU1gR02woTpjbGWitIqLdEkQyT/Em44DYzi6Nc3mGGdTE/xxlK01cEIbtFqN04M/orI6DRBdc8012NtEbfLkyUyePNnuMYxGI2+//TZvv/22k2cnhOf7IOl53slMqtDvJtMfDsZS9ngSEiRyoRbpelXlWi3S3af6N7BvP44H+WDILqxyYQ+Q7QtJe5/j7m5xhIeFcXDTcgozz+IT0pj28cPQ6d3n/VSXRqdjyw3Nif9kd+U9NDQaNEDUtOfQyB8l7NIbvFCeuAfNrI+xQIV7ybqLWeazd5GxZwvtftpv8zhawKcECn11eBeUVnlPWgBLRDD+vSuXTLoDWdR7FkeBhqadQp12LkclH9bFf+N2IW6ZHeIu1GR1Hd6UqupYjkpaXFli5O2jo1hF75y8rCLWfW3//VuDjRX7GZW5kr5Yju5HV2YHqSlDujQo46xgg9ox9jJRHM3HGUGkgRPa0LhtCH7B3jUObKoZozb4ozZbCyT4U9s897d2IQRgu3zMXr8b6/bki1rXTb+bhsoT+9lodDpaznqVM489XilAYg3vfzhcS6GvwqHfv8O86z8UZxeRX6xH620mZbmRtAEvEDfsrjqYvXPc8dQC1kS+QszHyyD9Qvnj+qgooqY9R2BCQh3OznMMnPQUvwPaNz8lJOdimWV2kA7LY5MZOOkplr/yKGA7QGSV16cTxt8qB+2sXzf750y3DNpVZ1EvgSTXqUn5WPKxbBfNssyBDcmkn87hj28rNzRuSKVo9r4/ko9kOQw2FOWVOLWkxRUlRl2HNGHLkhN23xdAYa7JYTClOv2Mahr8GXZ/J37/xn5D5G0/q8uc9vbV2w2kVueaWblbsMHRfJwRRAIcltg5K/hZG32BRO2SAJEQHsxe+Viwb5TNfjfWXh6vj9e6Vb+b+s5T+9kEJiQQ+9abpMx+mdLUi3911UdHET1tGtf4HybqjAnNL69waps/wXne+Pw15qQ/lKb/gx3gkUEiRVHIfG8uA0fchtcd06rc6U2oN3DSU5gnPMbulYvITT5FQKOm9BlyC3qDF6C+pLHbHY+iGV9A6uyXMV9yTxqio+s0aFeT/hqXLuolO8R1alo+VlJUipePzu7OQc4sMTq0MYVDDsZcXopW3zj6/sjLKlJ1nLbxUez+1XbZUnVKWpwxxtHCvkW3CPavS3aYreHlq26nol2rT9t9Xk1fLDXBnzULDzu8ty2lDmrn/tLtOnXZQfU90FDTIJJ1jDMCm2rHSGmY55AAkRAeylH52JCUaJv9bqy9PNyt301959urJ8VBRgzZRR7XzyYwIYGAwYOrDJDcZr6OlfM7EramcqPqoDzQrPbntGY2pYMneVS52e9rvyf5l010/vYHzn/8MW3W/FblTm+ievQGL3qMuLPK5xyVNFoAU5APgX37odHpbN6TdaGm/TUuLflwde+QhspR0C4k2lfVcdr3b2Q30OCsEiPfQC8CwoykHrffiOvSUrT6do+oCbTuXGk/8GHVsmsEMa2DnVbS4owxjhbRahorG1UGiNRkGf36uf2MTjXBH7W7WBm8dZQU2w60Vjc7qKEHGtS8f1cFP6szJ1H3POc3dSFEOTXlY9ne56rV70Z2Oqt9Gp0O7dQH0Ux/0yP72Wh0uioDJPvX/0TwprI52wpGBmzRsX/9T3S5emytz9MZFIuFOQdmEORfREzraFoPGIEuMLCup1XvOSpp1ACtZr1a/j1i6550NWf018jLLOb0vvOs+dJ+fkh1e4eIqqkpH8tMKVB1LLWBhpqWGF19a1tKzRZWfOy4DDM/p7jeZaKpuWa/f32E7oOb8PuZoxfroKtwaaNid8s0sbeIVpP1YbEoDvvLOGrkbGUurpyFfilnbmEeN7SpZAfVAVcFP4XnkACREB7I3nbp1vKxDe3V/UPZN6af7HTmQl0n/I2c4Jakvvwy5pRLyrU8uJ/NsS1LaWdnHaUFQnLh0JalHhMgSsk9zWGjFnO0F4+8+waRsd3qekoNhqOSRnf7HlGzaFXbX+PYznQKc+0vuKrTO0TYpqZPDajreaI20OCM3iFnD2Wqen9/7kjn2Pb0So97wj1iK+tJzTXLyywmJMaPofd0tBtIu7RRsactbB3thqXVahxmGnW9LlZVPyNncWa/J/C8ayaEJ5EAkRAeyN526daMja7H1dVzr/zzZ94OXY9GdjqrdQUmM4ULvsCrWVNaLV9O4c5dblEaU1NKkbqdRdSOcweNgpqxbMKv7EjeTMdmPep6Og2OtaQxZ9Mmtq1YQc+hQwmMj3fL7xE1i1a1/TXUjlPTO6Q+96Bxhvwcx8EhgHb9olX1qQHXlBg1ahOsavehP3dUDg5d6tJ7xGJROHcki4Jzes4dyaoQbHA1e1lPpWb72SxWRfkltO0djU6vVd2o2NOo2Q2rpv2M1PbFqostzIUQtUcCREJ4IDXbpfsXQ6m3AW1xSaUgEpRlXuujo5jrv47RmzSM3KrITme1KDM7jc/fGc6QBcVoLRaaf/utW5TGOENs94Ew/w914zyAoijkLFmC5cwZrrvL8xpr1xcanQ7f3r3JTU/Ht3fvOg8O2cpqUBtoUNNfo13faA5tTHF4LDW9Q6w9aBo6W9fNL1Ddv2nV6VPjLPaCSGqyQ9r1bcT2Zfaz1qz3SFFBySXvzYcfd+2pszI0R6Wa4bF+qo5jvbYNPdhQ035GavpiyRbmQtQ/EiASwgOp3S495OYJ5Cz4suwL5ZK/TP/V7+bPUd0Z/dsvjNiuVCrVl53OnOvrlS/zVagJQw+FUd4D8Oncqa6n5DRxCbexKeA1gnMVm823LwRA6/jRrp6aatYeXMmZf1J6fCuDvzfjlZ2NLjCI0Nsn1fX0RB2zldXQd2xLjP7qGsKq6a/RuG2I03qHWANX9a1JcXVUdd18g7wIjfFj6D2dHH7W7tqnxlF2iNpMmz93p1eZHVWbZWi27kc1pZoXkvMdHt96zawaerChpv2MHPXFki3Mhah/JEAkhAdSuw168NAEAvr0IfXlVzCnXPyrtLXfza/Zy7lmflloSHY6q12tu15DyOZtnB/XhmY3fVTX03EqvcEL5Yl70Mz6GAtUCBJZA49rr2tE35DQOpidYx8kPc+itMVEJGsIyYMsPzh5lYWJ+8Npd/NNdTavhrywdyf2shp+nXeANr0jVQUa1PbXcFbvEN9Ar3rXpLg6bF23gmwTBdkmfv3sgKodody1T429xbbaPkWHN6Xaff7yMjRHP48cjbF3Pxp9DSpKNaHjwEbs/z3Z5phLr5lwzBl9sdQcx8rdvo+EEJVJgEgID+Tbqyf66GhKUlJslo9Zt0u3txV0i/d+xcdk+zyX73QmrtzgNuO4rvVYSizO2/HDnQyc9BS/A9o3PyUk5+Jfr7OCdKTdPZpnH3iF0tQUlKgoNFqt2+ya90HS82zemMjMlQrhuRfz6DIC4JMhF9i77MVa6cFVk4VUfV/YuxM1WQ1/7khnyN2dnNZfwxm9Q3R6DUV55irn5AlNimtKzXVLP5VDi25dVS1+3ZWtxbaaPkVq+stUXYZW5vKfR45+ZjkqH2vRPdzh+wVo3C6Epp3CPPaauaOa9sVSexwhhGeQVZ8QHkij0xE17TnOPvZ4FU9W3i7d1lbQakvV+sb0q+mUGzRFUcj5+WeMHTrg3bJlXU+n1gyc9BTmCY+xe+UicpNPEdCoKX2G3ILe4EXhnj2cvv8BfIcNYU70Ojbo08ozdjL94f0T73NL5A0ubYhuMhVzYP1ipiRVbgxsLbH80LIY0wjn9uCq6ULq0oW9ZBnVLjUNqEvNCj7+BtWBBjWLqJr2Duk5sjm/f+N4O/D62shazXUrzC0h+UhWvSx7UdOnqG18lN3m21ZqytAAuz+zht3fid+/OWr3PMd3ZTicC5T1F2rcLqTeXTN3J8EfIRoOCRAJ4YF2bd9IoybNQaOp2FuI6m2XrrZUTe04UVlO7gW+fHMCVy1KRWs20yIpEWO7dnU9rVqjN3jRY8SdlR43nTxFaXY2+9Z8x/neMPO3yhk784YkAq7bNS9x9RzGr7JfYjl+lULidXOYMOwJp5zTUfBHzULKurA/vitdsoxqmdoG1Pk5xbTtHe3URWtNeocYfQ1s/sF2vyOo342sq3PdoH4uftXcI2oCRI7K0NYuOuzwGGsWHna8G5YCRj8DRfn2d8Oy9heqj9dMCCHcgQSIhPAwObkXmL3lbq5NhauvG0SAoiPsrruuaLv06pSqiSuzYNlLfBOQQnTTUroa2uHdtm1dT6lOBI0eRalWw5xVT/HYEtdm7Nhi2r3L4W6A4blwcvcuGFbz86kpe1GzkMrLLGbbzyeqbHjcEMqHXEntTlfWca5ctNrLfDm8xfFOaOD5jaxrukOZ2nGeyt49YrEoDsvQDEadw59HBdl26tT/omardIC2fe1nNUl/ISGEqH0SIBLCwyze/ikHjHpSGyvc8ffX8DMGoNFc2S9M5aVqjz9R9kAVO51FTXuOn7bOI6jIm6sGyW5O1RXYrAl5BXq239GFsTfOu+JrVR+s1B3m5jWuzdixJ8Ls79Rxjqgpe1G7kNq23H7j+PpcPlQbqgo0FBeUqOrlcvmuSa5kKyClNvBh9Dd4bL+rqubt7acnvIk/Yx7t7tbXzZVs3SNqytA6DGikKsvIWVp2jSCmdbD0FxJCiDokASIhPMxtAx8jIDKGoqwM/H0Ca3y8wIQEePMNmzud/Vi4gTNffMX2fhYCg5txKG17nTcW9iST+jzJDXEPYlbMaLy86no6dcrVGTuO9L16IufmrVQ1zhnUlr2oUVpifxvr+lw+5GxVBhp89ZSYShnzSLdq7XTlLtQEtgD2/na2yt4v7p6JZqtUszjfzNmDWWz+4U+PvG6u5qwyNDUcNcW2Buy0Wo30FxJCiDokASIhPIy2sJiBS1MImeS8bJ7AhIQqdzpDUYgb+RpxpxRCLVqe8HqQDP1fm5jnwZz5c7k1fJxLGwt7mvzNmzF27Iivf82DeZ7O1Rk7jgT27cfxIB8M2YVoq3jeApiCfAjsq75Ju71SnepkddhbSBm8dZQUlzo8jqeXD7mCzUBDgRmArctOMO6JHh6305Wa7BCfQAOpJ3LsHscdM9HUlGoe2pxK/NhWHnfd6oK1DO30wQzWr9lM/0F9aNI+XHUZml+wF6BxmK014KY2qnb6A+kvJIQQdUkCREJ4CJOpmI3r19L+8AnOf/ABeevW0XLx9047vq2dzhr//RkOznqORb0KOa+Bjict5TtPHYyFdzKTIMl1jYU9gclUzNer3uTknkSun5+DQWugxeLv8W7Roq6nVqdcnbHjiEanI/aFl0mb8iQKFcverF+3mvWq6p5ejkp1GrUJVvVXdEcLqe4JTdiy5ITD+Ri8dB5bPuQKagIN2amFWCyKR+505Sg7xNtHT9IbO+0ewx0z0dSUaub/NW9PvG51QavVENMmGN8jZmIu+XzUBBqvmljWV89RtlaruEg0WgnYCSGEu5MAkRAe4uOk59hwYQmjD8fQp2cPgm+62SXnNQ66mueOF9D8uIYXFlgqlAiV7TylZVHrRCabXNNY2N19kPQ8CzMSydBraaJR6BNQisFSytpdH/JAi5frenp1qjYydmoiNy+Lnze+SC8q90TSR0cRPW2aqt0AwfHuZNZSnWsmtavxQqpFtwj2r0u2u0j2DfJi2Yd7sZgrNwR39/IhV1ETaLg0QOKJWQ3ObGTtLmSHMtdyFGi0/gxRM0YCdkII4f4kQCSEGzOZiklcM5e0nFMsyV3DOaORxl0jmPD6AhSl8sKvNiSumUvzExqmLq7c88S689Tr47UkrpnLhKGPuWRO7uqDpOfLMqouybT6KEFLcohCVtYPkKRp0JlWGp2OlrNe5cxjj9vM2PF/6E5y8vIICgqq9fks+uk53mqVy6hb4YnQhwnoE39FuwGqyURZ91VZqY7axZajhZSjv+o36xTKgfX2AwDuWD7kStUNNHiqmjayroudvpxRqlnfdyhzJTWBHbXBHwnYCSGEe5MAkRBu6tJMFAB04GNRiPaPBXDZblhpWSeZvKIsOGRr56nJKyzsirO/q1J9ZzIVszAjkd5HYfLKqjKtFMm0oqzfVexbb5Iy+2VKU1PLH7feW/899AFN533H1L+twsvLUKtzMbbtgvfu9fh36k/0TY9e8XFUlbxkXcxEccZCSk1zWUcBIncsH3Klhh5oUNPI2ttXT3TrsmCtq3pZ2SqLbNIhlOiWgXQYECM7lNUBNYEdCf4IIYTnkwCREG7Imomi6C7+8t3tTwuhuQqfdVqBT9LzLstEaZGuV7XzVIv0hv3jJHHNXFoeQzKtVKiqKXppbi5L//iY35vvoUNhDmfTU2kcEVGeQVcbu+ZN6ngvI9pPwKgz1ug4V5KJ4oyFVH0sH3Ild9/Cvrap6S9TXGBm3VdHaNIhxCW9rOyVah7ckMzhLak06xwuO5QJIYQQtaRhr+iEcEPWTBRFpwFrlpCicOtvFlqmQmABLOrtukyUvjH9SOMHVeMastrItFLzF3tP3aGqqqboEwZfR8byWYzu8SDLN7zForTFRCRrypuiv3/ifW6JvKHGwdGiklKK9+0j9W8PEvbAA/jfc3eNjleXmSjOKh/y1PvoShXll7Dr19MMvLk1yz/cZ3NcfQ802MtEi20fypGtqfgEGlT116opNaWaBi8tPgEG1aWaQgghhKgeCRAJ4WYS18wtLyvTWBQ6nFYIzVU4GqPBp1jh125a8vQal2WiGBvFOHVcfeXsTCs1u0/Vtx2qNBoN/zd8Oh99+yyhc5OYfR6CCy722ior1UsEarZr3vff/pOYL38lKiuHooMHajptt8xEUTunsCb+HN2exu9f15/76HKXB7+iWwfx85zdJB/NpuNVMQ0+0GAvE63P9S347l/b7L6+ur2sbAUj1ZRqFheYSTmWXa1STSGEEEKoJwEiIdxMWs4pAPocsjB5ReVeNh1PK2xupykfV9t8e/VEHx1NSUpKpcwYKGsuXOCvwadnD5fMx105M9NKzY5YUPW2wp6+Q5XJVIzvvCQ6nS67ty5lLdX70LIY04gry6CzmE18l5vEiRvgH4c7MOqh/6vxnNWU6rg6E0XNnPrf1JpvXtlKTnphpec8/T6yshVEbRcfTU5GEV2viSWssX+DDzTYykTLSSus1k5vFovCuSNZFJzTc+5IFk3ah1f4HO0FtUvNlctzq+LsUk0hhBBCXFTVTsNCiDoUGdiUPocsTP3eQthlGSmhuTD1ewt9DlmIDGzqkvlodDqipj1X1hT7ssbY1p2nMuO7q97xqb5yVqaVmjKLtYsOOxzz+9dHsFhcs9OdMyWunkPTZCrtcgZl/2ApwPhVComr51zR8fMtxYRGd0aj1dH/2bfxatasRvPNyyymtNRSXvLiF1wxaOUf4l1nQRZHc/LxM1QZHLqUp95HcDHQenmAIz+rmO3LT9L/xlaENfYHLgYa2vaOLt/SXlSjv1Z2Mcd2pPH5tPX8+NYeLuzy4ce39vD5tPUc25EG2L8ey+buJSutQNW56mvTcCGEEMIdSAaREG5m7MD7iH2ubPFrq5fNPSss9PrnfS6bU2BCArz5Bqkvv4I55WLzW11AAL6jRjLkhRdctquau1KTaWWIjsa3V0+7x1FTZlGQbXI4H0/docq0exdhebaft5bqndy9C4apPKapmMW/zWH/ue2U/HKAd0bOI9OcRZRfdLXmdnlpTFCUL4tf30ZwlC/D7u/sliUv9uZ09lCmw9d76n2kJtC64ftjtO4ZJcEgO9QGY9YsPISpsLTS49bgz7D7O/H7N0ftHmPvb2fdrlRTCCGEaGgkQCSEmzHv3kuIgwVyaG7ZOO/LmvzWpqp2nvLt1bNC5lBRYS7eRv8GGSyyZlqdfezxKp7UoIGyTCwHmVbO3FXKeixPakAcYfZ36rgPkp6/pNm1Qt8vt7D6jXlk3DqY2//2jup5VVUaY/Q3YCo0A2A2WfAyumfJi605Xcnua55CTaDVU4NfrqSmlxVQZXDoUmsWHqYor8TumMLcEvqMbsHmH4/bHFPfm4YLIYQQdU0CREK4GXN6ulPHOVNVO08BKIrC58tnsXTXV9zS8T7GjXnS5XNzB8U9O5PSDKIv26hMHxVF1LTnyjKxHHBm+UTa8Rw0Gg1/fHvUYxoQ9716IufmrVQ1zpEPkp5n88ZEZq5UCM+9WCalAEsPrqIg6XlVza5t9YSyLni7DW6Kb6CXw+O4m7rcfa221efglyup6WXVc2Qztv1sf3dGR8Ehq6AonwbfNFwIIYSoSxIgEsLN6CMinDrOFUrOnqXZ7G94vMDC4ls/Y9iQv7Hk9w9JyzlFZGBTxg168IoaCnuaP3Z9z/sJOvodLeWRvs+hDwurMtPKHjV/sfcL9gI09v+qr4Fdq87AqjOVnnLnBsSBfftxPMgHQ3ZhlU3yLEBRgDeBfe03+zaZijmwfjFTkqrun/PgMoUPvR03u1ZTqrTjl5N0HtTY4zIb3HH3NWepz8EvV3O0pbza5tJq+AV607hdiNuVagohhBANhQSIhHAz1l425tSUyts4AWg06KOiHPaycSV9RATRfo0ozDtHJ6UHo77o+VdJD2T6w/sn3ueWyBtqtDW5J2jRNo4W2R3Ia24g7MY77Y69vOzLL9Sbnb+c4qqJbR3+xf6qiW2Bqncxs+rQL5pDm1KxlNpuMFzd7aldQaPT0XLWq5x57PFKjaotf33d6qXXHAbcElfPYfyqsvd++bvT/HWs8asUEq+bw4RhT9g8Tn0uVVK7+5rZVIqX0bN+XWjUJhijv8Fu5oqnBr/qQk17WQHVuh7uWKophBBCNASe9RufEA1AeS+bx58oW8kqlyzw/+rto6aXjStpvb1p8c57fLnpff7Yu5SZX1cs6ckIgHlDEgHqdZCoW+wA5sQOcDiuqn42Gi0oFjB46xhwUxtVZRb2xhh9DRxYf7GheFXcNbARmJBA7FtvkjL7ZUpTU8sfN0RFEf38NIxt26KYTGi8bJd1mXbvIjzX5tOqm13X91IlR9kheoOO+f/YwPAHOtOodbDHZHVcOJdPSZH9vjjSz6Z6bAVt1GaiDbipDcs/tB+MlOshhBBC1C0JEAnhhgITEuB//+Xsk1MqPF6dXjaupmnahN0f/lxlSU9oLkxZbOFDi+OSHk9WsH07lvwCfOK6o/OvuomyrX42yl9VGkGRvoD9v9hb2RtzeIv94JCVuwY2bDVFz1u7luM33oTvsOtY1imTW8f9j5/Xf1KpnNEnO0fVeRw1u24IpUq27iONBn58exdFeSVs+fk4WSmFHtPLyifAQFhjP8wlpRQXlEo/m1qkNhOtVVwkGq30FxJCCCHcmQSIhHBTB3PTCFAU0OuJefnl8rIyd8ocupS9kh4t6kt6PNXxk4dJ/sfThPx5lsi//52we++pNEZNP5ttS0/QcWAMWq1GVZmFrTH1IbBRVVN0jVaLpaCAXZt/ZE4rLZ8v7EPMucrljGFt2wL7HZ7DUbPr+tyn51K27qMRf+vCqs8PcmRraqXn3LmXlV+QN+Om9MBSasFg1HtM5pOncpSJZr0/1AS+hRBCCFF3JEAkhJt688LrGP5mYbx+CB2uH1PX03HIWSU9nmrZlg8oDD1H//PQrEdclWNc2c9GTWDDN8gLY4ChRudxNf9Bg2jy0YfM3v8McUczmXzZDmXnA2BHy+/JGj2CnAAt/rkWm82uTUE+Dptda7UaBt7cmuUf7rM5pj6Xxmj1Ws4dzbI7pi57WV3ay8vH34CXj4Go5oFAWbkmlAXU3a2Msj6yBn9OH8xg/ZrN9B/UhybtwyvdF9JfSAghhHBfEiBqIEymYhLXzG1wu0p5KkVROOqlUGD04p6u19T1dFRxVKpT3XGeJtNYwMKhOk4PbULfuKoDRK7sZ6Om7EOr1bD49e2MfqQbkc0CPeav+l69exHxwwXut1HOOGQXHDm/lDYzXydlytRKza6tX7ea9aqqjLyivBLQlAUcLu1r0xBKY9y5SXdVvbwAul4Xy1UT2rp0LqKMVqshpk0wvkfMxLjxzxAhhBBCVE0CRA3AB0nPszAjkQz9X39Hz4M58+dya/i4et0w2NN9Nf4HjmUfo2/MwLqeiip9r57IuXkrVY2rj54b9S535p21O8bVZV/2yj76jGnB3rXnyM8sIuN0Hsvm7vWY/jKOdihTgEYZsFJ7iOFVNLvWR0cRPW2a6l5eaadyQYH4MS0Jj/X3iCCas7hrk25bvbwAdq86Q0ybYLe8d4UQQggh3JkEiOq5D5Ke553MJNBAx5OW8j4dB2Mpezypfu8q5ak0Gg2+nyYSFxqK7vpCCHb/bK/Avv04HuSDIbuwRiU9nkoxmYgNiLU7pi762djr+dG6VxQH/khmzZeHKr3OnfvLOCpn1AD+RWDas5vAvz9JwODB5GzaxLYVK+g5dCiB8fHV6uV13R0daN83muiWQWh1Vd3d9Zc79rJS08urLsvehBBCCCE8lQSI6jGTqZiFGYn0PgqTV1oqLKjKth3Xsqh1IpNN9XdXKU9VXFDI+Q8/gtJSAoYNxz3bUlek0eloOetVzjz2eI1LejxN8vkLXJh0B94ahcb/+Tc+nTpVOU4D9BjWjHVfHbZ5rNroZ2Or54dOr2X78pN2X+uOC+3qljNqdDp8e/cmNz0d3969r+gejGnTMHumqAlqGv0NLm3S7c5lb0IIIYQQnqxh/Sm0gUlcM5eWx2DqYgthl/213brteItjZeOEe/n4g1v5s6uGnO5t0EdG2B1rsSicPZTJ4S0pnD2UicVSuS+LqwQmJBD71pvoo6IqPZdy02DVJT2eJnHxVDh5jJLjxzFU8d6tDm5M4fdvjtCqRwR+l2WF+Yd4uzxbpzoLbXeitkyxJuWMiqJwYP05SopLHQ+ux6y9rOwpyith96rTLpqR+5a9CSGEEEJ4OskgqsfSsk4yeYUFsL3t+OQVFnbF2c8gEK632vc4B4fDgwHtiNfYztyoqklrXfeOCUxIIGDwYAq2bsOcnk7u2jX4jBhJx2uvqZP5uMJezWE+f0zPralN6BAebnNcyvFsFItCZPNAEu7rXOdNoT11oe2KcsYTuzNY9flBti09ya0vxKPTN9y/p9jrZRXdKog/d6QTEGYEKu4qVlv3tTuWvQkhhBBC1AcSIKrHWqTrVW073iJdbgN3E992DF6pOxjQ7XqbY2w1aXWH3jEanQ6/+D4ABI0eVSdzcKWJCbNpcvQnBjjIkLp2Unva9IykUetgt9jq2VMX2q4oZ9TqtQSEGmnVM7JBB4esbPWy0mggK7WAkGg/lwWs66KXlxBCCCFEQyCRgXqsb0w/0vhB1TjhXh5r/RCG/hFovLyqfL66TVpd8Vd9R4pLCnnzm4c5c34v/3lwPV5eBpeevzZd3eQarm5yjaqxse1Da3cy1aBmoe0b6OWWC21rOWNNdyizuvx7pEmHUG6bEU/dFWy6H1tBTWtwyBUB6+JCMwYvLVdNbGNzFzOonV5eQgghhBD1nQSI6jFjoxhV4345lMjQC/GEhzaq5RkJtU5OmoT5/HlafP0Vxo4dKz1fnd4xRQUlblGGdmTxfPr/byNrO2tYsHgmd098yWXnrk2K2Uzy9Bfw6dqFoPHj0V4W1FMUhYMbUmjdKxKDl3s16Lb2l7G30FYUBVOBGaO/+wX0Li9n1EdE4NurZ7Uzh9yxVNOTuGpXMVORmSVv7cQvyJuh93a0WfY2cIJcNyGEEEKIKyEBonrMt1dP9NHRlKSkVOpBZGXy1vJK5FaWfj2Ct277lV82LSAt5xSRgU0ZN+hB2d2sDmxc8R3+2VnozGYMTZtWOUZtT5g/d6ez+9czlV9fB2VozcJaocuFIYe8afPfp1xyTlf4+vWH6fr9OjKXLiV4woRKzx/flcGqzw+wbdkJbp3ufr1sbPWX8Qv2wlKq0KJ7BAYf9wpsXerScsYr4c6lmp6itnYVs1gUzh3JouCcnnNHstDrdKSfziUrrYC8zGKbZW+SOSSEEEIIcWUkQFSPaXQ6oqY9x9nHnyh7QKlcLFHcrjleygm0Wh9u+OZqMqyL1zyYM38ut4aP44Gxs103acGC42+z7VETN+e1o4N/1dt5q+0Jc3hTqt3nXbmFuf911xHzr1cJGDYMrdGIyVRM4pq5Hh+Q/E27iUMDNcRpI+mkLfv+ubRcKfdCMX4hXrTq4b69bGwttE0FZrz99Gj+apTuDqWKzuSqzJf6rjaanVfM6vLhx1178Av2pufwZjTtFEZwpC9gu+xNCCGEEEJUnwSI6rnAhAR48w1SX34Fc0pK+eP66GiCbriB9o89ys1fPcSCot/BAh1PWgjJg0x/OBgL72QmQRISJHKhVB8tuRYdvi0rl5ZZNWoTjLefnuJ8s80xRn8DRXklds91JX/Vv1IajYagsWMB+CDpeRalLSYiWVN+v71/4n1uibzB4+614uZNWRxxkoQ+TwC2ypW8CGvsV0czVKeqhfalZWVHt6exduEhCnMv3lOeXoZVW5kvDY2zm53by+ra8uMJwhpXHTgXQgghhBA1IwGiBuCj9O9p6ZtGQO9m9LzxbxgaxZT36TCZilmWv47eRxQeXKYQUHTxdRkBMG+IlkWtE5lsmu6R2R2e6IvblnEy5ySRvpE2Mza0Wg3X3t7ebu+YtvFRVZaXXc7VW5h/kPQ8mzYm8vIyhaDCi1ltZfdbIuBZAclPbl6CqdSEXqu3s7A1seLj/ej0Wo8MphzdlsbyD+tfGVZtZL40RGqanfsFq9tVTLK6hBBCCCHqjnvWOwinunB0G+3+tBC25wxB11+PX3yf8iauiWvm0vIYTE2sGBwCCM2FKYsttDhWNk64xoWXXyPgna9IWXOGz6etJ/F/O1jx8X4S/7eDj6as5dCmskwwa+8Yv+CKgTv/EG+GP9iZll0jVJ3PlVuYm0zFHFi/mKmLLQQVVnzOer8dWL8Yk8kzFuSlOTkU7t2HwaIBRaNqYWuxeNa+WBaLwu/f1L/3Bc7PfGmorM3O7ekzuoWqgE51srqEEEIIIYRzSQZRA3BN7/vZlfEtLULao9FWjAmmZZ1k8gpLla/TAhZg8goLu+JO1v5EBTkFRWQlJZFqbMXes/0rPV9SVMrKT/ejM2hp3SPSbpNWi0Vx+Fd9/xB1f9V3lsTVcxi/qupAgvV+G79KIfG6OUwY9oTL5nWlNr7/HqGfzEPftSu+s96vl+VK9bkMS03mi6u/RzyVrWbnvoFe9LuxNe3jo1UdR7K6hBBCCCHqjgSIGoAhIx+AkQ9U+VyLdD3hubZfqwXCc8vGidr39XdT8OmVQ55lot1xf3xzhJbdI8rLzapamKvZwnzghDYuLdMw7d6l6n47uXsXDHPZtK7YhpOfM9hboSREh1JPF7b1ecHujt8jnkzNrmL5WcX4BHpVOUZRFFL+zFZ1LsnqEkIIIYRwPln1N3B9Y/qRxg+qxonat7foAAc6duT6/UF2x6nN2LD1V33/EG8GTnB9c+EIs7rmsmrH1aXsvHQ+763j895aFl/9DMaS+lmuVN/LsFrFRRI/tiVbfz5BacnFbMq6+h7xdPZ2FTu2PY1fPt6HwVtHccHFBvvWZufFBWb2rD4LGsBOxaJkdQkhhBBC1A4JENVz333/L7xOp9D7hoeIbtq20vPGRjGqjqN2nKiZUddNIWy17WyGS6nN2HD0V/2MM3noDVqCo3yveN5q9b16IufmrVQ1zt35+Ybw5eiFHErbTauW3dyypM8ZGkIZVq8RzekxrJndzBdRc4c2p2IpVSoEh+Bis/OEezsR3TKIkEa+HPgj2eZxJKtLCCGEEKJ2SIConju0dgE3LCvh2JL1RK/cVOl531490UdHU5KSQlW/biuAIToa3149a32uAgYWNKd1m1b8vDXF4djqZGzY+qv+6YMX+HnOHgJCvLnh7z25cCavVhfIgX37cTzIB0N2YZUd8i2AKciHwL7un7Gm1+rpHN6ZzuGdgfpbrlRf39fl7GW+iJqzWBTSTuTYHbP++6PcPqsfOr2WZp3D3CbzUQghhBCioZAAUT0XqBg5H1iCd+fOVT6v0emImvYcZx9/ouwB5WJev/X/RU17rnzXM1G7kv/xT4oOHcZ3xDsUFNoe56yMjdBGfhh99Wh1Gr56cRP52aby56xlH85cjGl0OlrOepUzjz2OAhWCktavW8161SPut9MffIL2j7WE3HoLQWPGANCkfWh5g/BLefrC1t1KFZ1l79qzlBSX0mlgDF4+8s9hbVLb7DzlWDaN24WUZz6ePpjB+jWb6T+oD03ah3t8IFIIIYQQwp3Jb8T13CNvbgZAMZttjglMSIA33yD15Vcwp1zMXNFEhtP4H/8se17Uuu07VmPJScHXoKf/qBhWfnvO5lhnZWz4BXnTc3gz1iw8XOk5a9nH8Ac7OzUAEJiQQOxbb5Iy+2VKU1PLH9dHRxE9bZpH3G+lpaWcTHqD6FNg7tsHa8eoooISmnUJIzujkKsmtKEgx1RvypXslSpmpxeQciybdn0b1fU0VTObStm85E8Kc0vwDfSincpdtsSVuZJm51qthpg2wfgeMRNTD76HhBBCCCHcnQSIGgiN3v6lDkxIIGDwYAq2bsOcno4+IgLfXj09IpOjvvhl/3wWTM6nX4GRuYPboQ8LrfWMDYtFYevSk3bH/P71EVp0i3Dq4szW/ZZbnMX8n17k9pH/RKNx38Xg+dyDvDdSR6fTFmaNHF7+eGCYDyMf6orFotTLxWxVZVg5GYV8NXsLZpOFoEhfolvab7DuLjRaDX3HteLo1lRa9/LMDChPUt+bnQshhBBC1AcSIKrH8gvz8PNRvxuURqfDL75P+dcFO3aQnZSEbtJEItt0qI0pikuYg/zhPIQGtQKgZfcIh1tG15Tasg81O6ZV1+X3W+r547w9YxQpARrCfZoz4ro7nXo+Z9L7hRIX1pPC2DwCW7er9Hx9DA7ZEhBmpHmXcPIyi/AL9pzFvU6vpeOAGDoOkAb8rtAQmp0LIYQQQng6CRDVY5881IfORxQMY8cw8OnXqv36lFmzKN5/gC8yvub6+/5LfPfhjl8krtg/Rr/FlJICSiwlXEjO58e3d9G6VxQDbmxda+e8krKP2mL4aR2TVihkBCkcjztV6+e7EiZTMYt/m8OJ9O30atWDGxIeKn8uK60AnwAvvBtYLxuNRsO1t7dHp9eg1WmxWBTZDUxU0lCanQshhBBCeLKGtZJpQM5npRB9TiH6POAbfkXHCJl4C8u+msW+xgrGPQskQFTLkv/5T0qSUwh/+CGOpIaSl1lMZkp+rZ7Tnco+gm+6ibSvF9FkzFgGjrun1s9XXR8kPc+itMVEJGuIP6RwcOtWbjw4lzHNxvPA2Nms+fIQ545mMfTuTrTu2bBKlgzeZaWox3akVSqLrI1m5zWhKAprvjxEsy5hNOsc5taljPVNfW12LoQQQghRX0iAqJ4KC46m278/4tDyBQy/+a4rOkbIxAkENTNxv1bLiN63OHmG4lIFhQVkrvsdTUoKYfffT/fBTQhr7I+3T+32gHKnsg+try/tlvzklgv2D5KeZ/PGRGauVAjPvbhD2fDt8OHwRBSLhqDcMVjMChFN1Zd11ifHdqRVmR1SW83Or1TykWz2rj3LgQ3J3PVKf3z8vep6Sg2KvWbnQgghhBCibkmAqB5r220AbbsNqNExRva93UmzEfb8tnkhhweeolmKH207dkDnpaNF1yvL/KoOdyv7sAaHFEXh67X/w5SVR4/wnhRmnsUnpDHt44ehc9Bw3dlMpmIOrF/MlCSl0nP+hTBlsYUPLd/z6ov/oDDLQlCEr0vn5w4sFoV1Xx2xO6Y2mp1fiaAoH7oPbYpWiwSH6khVzc6FEEIIIUTd09b1BIT7M6enk7lwIRazua6nUm8du7CLz9v4ktTHC11AgEvPbS37uLzBsEZb9l9YY9dnxHz+3v2Y//URP5/4ktx1d5N24AUK1t1N6ktt2bF8nkvnkrh6DuNXlQWHLg9taAEFGL9KIem39wmOanjBIahes/O6YLEonDuSRcE5PdlphfS7oRX9bqi93l5CCCGEEEJ4IskgqocspaV89NgAAn0iuO6hfxHZquMVH0spKeHoqNEoOTn8a/9L/OPZ9fj7ecY21p5k+LWPEnS6E+G6QP747iiBYUba9onC29fgkvNfXvbhG+jFtmUnuXA2n9wLRQRHui7woSgKPRYfQX9GIX2zhv+1iyAkDzL94UJjC3/f+Qw7gLhhV1Y6WV2m3bsIz7UzQKMjLLeUk7t3wTCXTMntuFOz88tV7Ivkw4+79rhdXyQhhBBCCCHcgQSI6qG9xzbRYXM24bnZWEachlYdr3hnIY3BgP+Q69i5MZHjBvh6xX+4Z9wsF7yLhqXxgfNMVLqgtOzA/JV7URRo1iXMZQEiqFz2ERzph5dRh5eLd+WylJZyplMyOTodvQ/CsG2W8ucyAmDekDCG7XqJroMnuaTcLMJsP4PqbMxVnG5yHQGZ7rnzmiu4U7PzS3lKXyQhhBBCCCHcgQSI6iEDOs52DqHwbD7t+l1V452FGs98kYVJefTT+zB28OO1OfUGK/OjDyncvIXQmS/T94YeZKUUEBjmU6dz8g9x7WLeav/Gpaw06rj3ZOXnQnPLev58PFZP+41L6TJwTK3Pp+/VEzk3b6XN59PDu1JkDKNzq4YbaHCnZudWntQXSQghhBBCCHcgAaJ6qEPbeDp8uh5wzl/QNQYDf7/p7VqZq4D8wiyO5x4kJNSfgI5t6NGlWV1PqZJzR7LIvVBEu/joWj/XrtTNjFtV9v+r6vljAcatgl19NtOF2g8QBfbtx/EgHwzZhVU2beuyZw6pTXrQ+dU5tT4Xd+Vuzc6hen2RpGGyEEIIIYQQ0qS6XlP7F3SLpfLuTFVRSkoo3LXLGVMTlziXu4fHxhUy5d4CfLt0ruvpVHL2cCaLX9/Omi8POVxwO4PhXBbhuZWDQ1ZaIDy3bJwraHQ6Ws56FQ1lwalLKYDeUkL81NvwC67bjK+6ZqvZuV+wd52UcrlzXyQhhBBCCCHckWQQ1TOFRfn88eOXxCfczoUzpU77C3ppVhZHR4zAnJXNtw824oUnfnXmtBu0UqOBEIs3rYvbcebgBWLaBKPVuU/sNqZ1MNEtgwht7IdOX/vzah3cCrBd0lVxnGsEJiQQ+9abnJ31IqSfL39cHx1F9LRpBCYkuGwu7uzyZueX9zsrLbWgc9G97a59kYQQQgghhHBXEiCqZ37f+A3Npr3NwelvY3zzR1WvUfMXdF1wMKURoeQUZ7EvJ4V3v30KRQORgU0ZN+hBvLxkkXWl2gfEM2XUi/z62UGS3thJzxHN6DvWdcEPRzRaDeOmxKHTa7FYFM4eyqx2s/PqaNsmnjPMVTXOlQITEggYPJicTZvYtmIFbeIHs/2gH5bAaAJdOhP3dnmzc6v0U7ms/Gw/vUe1oHXP2s8mcse+SEIIIYQQQrgzCRDVM1mHdxFlAJNRQ2TjUKCKTr+XUfsX9DZzP+K2pJGc8jbxfv7ysgfzYM78udwaPo4Hxs6uwcwbrqjvvufke3MwDJ6K0c+H5l3C63pKlej02ho3O1fLv3cfzOHBaDOyqqyBtQCWiGD8e/dx2jnVylzwJSU5ORQ1bsy5kkacOXgSrVZD+76NXD4XT/PnznQunMtny0/HaRUXgaaW+xG5Y18kIYQQQggh3JkEiOqZmx/4H5Z7Sjh3eKfT/4L+6eZ3OGQsAQt0PGkhJA8y/eFgLLyTmQRJSJDoCmhPnaQkNY2e3RSuHToAjcb9Fqyu3C5co9PRbPpMzjz2OAoVexFZ/vq62T9moNHpnHI+tYqKCjk253X8M4vR3HknrUdFotPrCGvs79J5eKpeI5tTarYQN7QpGq0Gi0WxWYrmLK3iIrn2jvas+fIQltKLvdb8Q7wZOMG5gU0hhBBCCCE8nQSI6iFvH19adOsPwICbWvPLR/tsjlX7F3STqZiFGYn0PgqTV1oIz734XEYAzBuiZVHrRCabpku5WTWcSzvB3BuS6Z5cyqSObdyq95BVXWwXbu35kzr7ZcypqeWPKxpY3FdDR8sRxjPMKedSa+fBtSTGmWme2ZYgQ0vyMovoMayZZKCopNNr6T++NYDLstEAOg6IoX2/RpzYm86mP7bQf1AfmrQPl+smhBBCCCHEZdxvNSqcqk2vKIY90BmfAEOFx/1DqrezUOKaubQ8BlMXWwjLrfhcaC5MWWyhxbGycUK9g2e2sCXYyM/Nowht2rKup1Ol6mwX7kyBCQm0XvUrTefNI+Y//yFw5Eh0CgxIDeSqfpOcei41LpyxEKp/kdKgx7lwLIIf39rD59PWc2xHmsvn4sms2WiX31PWbLTa+Dy1Wg1NOoTgG2MuawIvwSEhhBBCCCEqkQyieuTs/h9Y+dZz5LWO5qb3fy0vVWrdI5KW3SvvLFSQrX5757Ssk0xeUbbJ9+VLKy1lpT+TV1jYFee455G4qGenBCbtzsB/V2eWvL2TMY92r+spVVKX24VrdDr84st6DfkN6I+xaxfa3XILWqPR6eey59iONI7/6I0fFbPjaqPErj5zdTaaopSVlblj2aYQQgghhBDuRjKI6hH9if00P6vgfyKdDYuPsf67o5Say4I61p2F2vaOJqZNMMvm7mHetPVknMl1cNQyLdL1hOdWDg5ZaYHw3LJxQp3iwgJ2z5xC09WnAPAyuue3o7tsF64PCSFs8uTy4JBFsaBYLLV6TlAf1LBYFLtjhOuz0XLPFzHv2T9Y8cm+8mCREEIIIYQQomruuSIVV8Sry3B2X98e0zVj2bHiFDtWnOLc4axK4zRaDTq9FhQ4e6jy81XpG9PPqeMauu9mT2brVb0wrssi+kwKnfd+gOHT/+O72ZPremqVWJud2+Pq7cJ/3PgRt77Tgw+/frrWz1VXJXb1kauz0ZKPZpGfbSI7vVCyiIQQQgghhHBA0j3qgcL8fH56521MZ3Lwj40n4ZFHST5cQOrJHJp0DK3yNfHXtyR+bEuCI31VncPYKMap4xqy72ZPJnxpEQc6z6LYGFL+uHdRJm2WfsN3TObG5z+ruwlext22Cy9JTsb7xff524ViPr7jZ+4qeQVvg8HxC69QXZbY1TeuzkZr1SOSgDAjpWbJHhJCCCGEEMIRCRB5uAXPTyc/uRslXmV9WlKPw/xHl+HXaBeTZr9o83XBUeoCQ1a+vXqij46mJCWlyjIzBTBER+Pbq2e1jtvQFBcW4LO6iL2d7q/8nHcwezvdT/PfPqR4SgHePtW7RrWpVVwkwx/sXGnnKS8fPYNua+vS/ju6oCCaZBoozYHHw/5eq8EhcJ8Su/rAmo1mLyPLmdloei8dMW3KgrAlJSVOOaYQQgghhBD1lQSIPNiC56eTlTEILlsflxiCycoYxILnp9sNElmZiszovXR2M0A0Oh1R057j7ONPlD1wST8PhbImsFHTnkOj013BO2k4Vnwyk5TYm8u+uLzkRaMBRSG58U2s+GQmo//vX66foB2t4iJp0a1ys3NX7wil9fUl9j//watZM7xiYzGZiklcM5e0nFNEBjZl3KAH8fJyXrCmUZtgfIMNFGSZsNWFy9Uldp7K3bLRhBBCCCGEEBdJDyIPVZifT35yt7Ivqgo0APnJXSnMz7d7nM1L/mTes39wau95h+cMTEig8ZtvoI+KqvB4foCOxm++QWBCgvo30EBlny4pKyuz1Q9Fo6HYGEr2affMdri02XnjdiEVFvLWhuiu4D9gAF6xsXyQ9DzD5vdg1rkPmZu3nFnnPmTY/B58kPS8086l1Wq4emI7bLdol6BGdViz0S7va2X0Nzh1N7jU4zlsX36S9NPqGvELIYQQQgjR0EkGkYf66d23y8vKqqTRUOIVyk/vvs1NTz9rc1iJyYKpqJRjO9Np3jXc4XkDExIIGDyYgq3b+HPvBswh/vS8/i60ermV1NAHNIEsleM8RMaZXP749ij+oUYG39nBZef9IOl53s5MIiRfoVuGBf8iyPSHg7HwTmYSJMEDY2c75VwR6Tvp47uPvZauFBRdDAT5h3gzcEIb2eK+mlyRjXZsRxo7fjlFdloB197huvtSCCGEEEIITyWreg9VmJHnlHFdr42lSfsQmnSoupl1VTQ6HX7xfegSbydAJarU5/pb+PndA6rGeQpziYUzBzPRG7QMuLE1Rr/a7QkEYDIVszAjkYeWWrhmL2i4WPKYEQDzhmhZ1DqRyabpTik32zB3Bk33ZdL7+uvxvuMJNq7dwcChvWjWMUIyh66QNRvtciWmUvQGbY13HYtoGkDL7hE06RhWo+MIIYQQQgjRUEiJmYfyCfd3yriAUCNNO4WhuYJFrqIoFB06zPmPP0Exm6v9+oaoWadotLr8Cj2cKlAUtLp8mnWKdu3EaiC6RRADJ7Th1hfiXRIcAkhcM5eWx/grOFRRaC5MWWyhxbGycTVlNpv5smsWX12lJbd7DM27hhPYsoTYy0rsRM2d2J3Bly9s5PDm1Bofq02vKEb8rQute0p2lxBCCCGEEGpIgMhDjfq/RzGYMu0GGgymC4z6v0dVH1NRFCyl1egjY7Hw5+23kfbvf/PijN7qX9eAabUaEu6LL4tqXH7tFAU0kHBfvMcFHrpd14TAcB+XnS8t6ySTV1R9r2opa5w+eYWFtKyTNT5XgSmb/DbRLB1ooPuN99X4eMK2jLN55GUWs+e3Myi2frYJIYQQQgghaoUEiDyUj58ffo12lX1RVaAB8Gu0Gx8/P1XHO7otjYUvbmbfunOq56DR6dD07822Vhp2+5g4cny36tc2ZGVNertg8K347ecX4s3wB7t4fD+b4sLazyZrka4nPNd222gtEJ5bNq6mAn3D+Pa2VWy8cwf56RZ2/HKawjTZra82xA1tSv/xrRn7ZFyNSsxyLxRRUlzqxJkJIYQQQghR/9VpgGjt2rWMGTOGmJgYNBoNiYmJFZ5XFIUZM2YQExODj48P11xzDfv27aswpri4mEcffZTw8HD8/Py4/vrrOXPmjAvfRd2ZNPtFgsPXYCjJqvC4oSST4PA1qra4tyrIKSYzOZ/dq09zeEsKZw9lYrE4/gt+hzfnsPeWzozsdTvRUc2q+xYarFZxkfTvZ8THUIKPTw6jH+vCnS8P8OjgkGJR+P3bI3z2zO+cP6euR9aV6hvTz6nj7DFnZlK4bx9KYSHJR7PZsuQE+WdcU0rX0Oj0WuISmmLwKgvAWSwKZw9lVutnEsBvCw7y0ZNrObwlpTanK4QQQgghRL1Sp02q8/Pz6datG3fffTc33nhjpedfe+01/vvf//LZZ5/Rtm1bXnrpJYYOHcqhQ4cICAgA4IknnmDJkiUsWrSIsLAwpk6dyujRo9m2bRs6Xf3/K/+k2S9SmJ/PT++8zYUz6YTGRjDqkUfx8bupWsfx9jXg5aMnK7WQFR/vB8Av2JurJjreoenVO76+4vk3ZJFnN9FvxVwyB/Qnps0ojysru5xGqyHvfBFmk4UjW1Ipal9SaztUGRvFOHWcPds+/JDATz5F37MXwf94k7Z9o0jLqXnpmrDv2I40fltwiKK8kvLH1PxMUhSF/KxiLBaFkCh1GZRCCCGEEEKIOg4QjRgxghEjRlT5nKIovPHGGzz//POMHz8egHnz5hEVFcWXX37Jgw8+SHZ2Nh9//DHz589nyJAhAHzxxRc0adKElStXMmzYMJe9l7rk4+fH2ClT+fnnnxk5ciQGQ/WyG47tSGPlp/srPZ6fVcyyuXsZ/mBnh0EiS0EBpdnZGBo1qta5G7JtGTvxbe1Luk9BXU/FaeLHtiSkkS8H1qewbenFIIraYKNavr16oo+OpiQlpcoyMwUwREfj26tnjc+15fjn9DcqFHrlMaBDKNGtA/j556M1Pq6w7diONJbN3VvpcTU/kzQaDbf8M57cC0X4Bdd8BzshhBBCCCEaCrfd5v748eOkpKSQkJBQ/pi3tzeDBg1i/fr1PPjgg2zbto2SkpIKY2JiYujcuTPr16+3GSAqLi6muLi4/OucnBwASkpKKCkpqfI17s467+rO32JRWPfVYbtj1n11hNiOtjNAcn/8iZTp/ySluT8lTz/CdX0nVGsODdWSZn+yrq2JIXlZjPTQ++5y6adz2Ppz5ewa68J+6L0daNE93CnnCn/maVKmTK2yUbtGoyH8macxWyxgqUbj9csoisLCPhrm9jXwZtsJFX5GeOrPCnfnjJ9JAMYAHaWlZkr/akUk180zyXXzPHLNPJNcN88j18wzyXXzTPXhuqmdu9sGiFJSynpHREVFVXg8KiqKkydPlo/x8vIiJCSk0hjr66vyyiuvMHPmzEqP//LLL/j6+tZ06nVqxYoV1RpfdF5Hfpb995yfVUzigl8whlXd9NU7+RzNSsyYsrL4eecHFF3wr9YcGqrQC9dxQ2YU3qE51b5u7khRIOU3P8paR1ed17NqwT6iz+ZTg/7DFfjfPomIH5ZgyM4uf6wkKIi0MaNZk76dRj+banR8RVG4JfABMszJXEjR8dNPP5fPvT5cM3fkjJ9J9sh180xy3TyPXDPPJNfN88g180xy3TyTJ1+3ggJ1VStuGyCyunwnG0VRHO5u42jMc889x5QpU8q/zsnJoUmTJiQkJBAYGFizCdeRkpISVqxYwdChQ6tVYnZ0axqrNh9yOK5rhzha96q6pEOxWPhSf4BE1jEgpBsjR45Uff6GLLigHXtPnCMgvJihQwdVuzTQ3Zw7ksWPy/bYGaGhtEhDXNv+xLQJds5JR45EmTqVwu3bKU1PRxcRgaVjaz56O4F9WSU83eyfXNe/cn+zK/XtK9vJyywiqGsuoyde5/HXzB3V5GeSoij8/M5eAiON9BrZDJ8Ar/LnrvRnpKhbct08j1wzzyTXzfPINfNMct08U324btaqKUfcNkAUHR0NlGUJNbqkr01aWlp5VlF0dDQmk4nMzMwKWURpaWn079/f5rG9vb3x9q7cm8JgMHjsBbeq7nsIDFWXMRUY6mv3uJMfeJvJqs8qAML+WECnkxnkh7fGYBji8fdecb66bI7i/FLnvleDAa9Lvt/T336HhxYU81tX2B2wkmGDbrniQ+ceOcb5GdPx6dyFqOeepSivBFNhKRqdUi9+XrijmvxMysko5OzhLJKPabhqQjsMhsobFch180xy3TyPXDPPJNfN88g180xy3TyTJ183tfOu023u7WnRogXR0dEV0rhMJhNr1qwpD/707NkTg8FQYUxycjJ79+61GyASFzVqE+ywkat/SNkuVMK5NMkHiDr+GzqNumiuu/MLVNcQWO24K57HwAEoWi3xof15avKHNTrW0rmPU7htO+dWLQfglul9uPn5nhj8r7yvkbCvJj+TjP4GRjzYhX43tMLgVf93sRRCCCGEEMKZ6jSDKC8vj6NHL+4GdPz4cXbu3EloaChNmzbliSee4OWXX6ZNmza0adOGl19+GV9fX2677TYAgoKCuPfee5k6dSphYWGEhoby1FNP0aVLl/JdzYR9Wq2Gqya2qXLHIKuBE9o43KJcURTS//tfsn/5hbMPjOGaGx9x9lTrnS/7HEKJKyHG/zyD63oyTmBd2OdnFdsc44pgo29cHG1W/YrhryzEmvil0SlWXa/lGr9GxAE+/l7ovTVoJPZQa2ryM8nLqKdlXERtTk8IIYQQQoh6q04ziLZu3UpcXBxxcXEATJkyhbi4OKZPnw7A008/zRNPPMHDDz9Mr169OHv2LL/88gsBAQHlx/jf//7HuHHjmDBhAgMGDMDX15clS5ag08kKTq1WcZEMf7Bzpb/ae/noGHa/4y3uoaxX1PmNf2A+eYpfVr9HRqbtJuGizBHfaDaEtKHI6NmN0a2sC3t71AQbneHS4NDRszvYsPPnKzpO084DOdctjJa33O2sqQkVbP1M8g/xtrvFvRBCCCGEEOLK1WkG0TXXXINSxRbVVhqNhhkzZjBjxgybY4xGI2+//TZvv/12Lcyw4WgVF0mLbhEkH8kiN7OI1QsOYSosJSjCR/UxYh95nBd+epgdzWHH4bUMjZft7u0ZVTCNvOMKvl2y6noqTmNd2K/76kjFTCINDL2no8sX9p9+8zTbN/5Idms9/nmlFGcl4xPSmPbxw9DpHf/4mz7svfL/n51eyJGtqfiHetl5hXCWS38m5ecU4xdYln2m1WooNVvQ6Sv+faMov4Q/d6bTqFUQIdF+dTRrIYQQQgghPJfbNqkWrqfVamjcrqzZ95mDmZiLS6verdyGgEGDmNzkE15t2h0vfe32makPwvKLKPXS41vP2tlcurDPyypm/XdHKMgpwejr2oZupVlZ9H1lJX0LFL64rZCcP+4lW6sjorSU1BX+pPZ7gbhhd9l8vaIo5C7/Ba+WLfBu3ZrzZ/PYlPQnEc0C8O7owjfSgF36MwlAsSjsW3eWLT+dYPzfexAYdjGAnXw0i9XzDxIS7cttM/rWxXSFEEIIIYTwaBIgElUaMvnKVsBdW8Y7eSb1V5ulL9AqN5fjXafW9VSc7tKFfUCoEf8QbwLD1WejOYMuOJjS9s0pPrWXFK2ev0VHlT8XZTbz9M5n2AE2g0Rbfkoi4KnnUHQ6OuzcgV+wN+37N8Iv2ECqcs5F70JUoIHDm1PJzypm96ozDLz5YkmjVq8lpk0wYbH+dThBIYQQQgghPJcEiIRTmTMzyVu1CqW0lMDx41WV8TREltJSUqIV9GH+FGhsl1nWBzF1tANeqdnM4U57mDHUCxToeNJCSB5k+sPBWC1PRYXzz10v0XXwpCrv02W7X6dPI4VAvNAYDEQ1NxDVPJCSkhJ+/nlfHbwjodFoGHRbO07vv0CXaxpXeK5ZpzCadQqro5kJIYQQQgjh+WT1LuwqLjRjLi51uO20VeGuXSQ//w+yAmDh+bdpGxlPZGBTxg16EC8vKTuzyi3M5pGbigB41qfh9LQpLijBy0ePRlP7jar3b1zKe9F6eh+GySsthOdefC4jAOYN0fJBaz3tNy6ly8AxlV5/OFbHN5MN/C3oavrX+myFWqGN/AhtJD2GhBBCCCGEcDYJEAmbdq48xfrvj9FhQCOundRe1Wv84uM5F2Pgj5Zm1nllsjpvOeTBnPlzuTV8HA+MnV3Ls/YMFkoZefQuNKV69B0bRknM+u+OsmfNGa5/rDuNWgfX+vl2pW+h2TEtUxdXbvIUmgtTFlt4fbyWXaFb6ELlANGbN3/Hn9l/0iywGVDW/0bjgh3YhHqKRSHlz2xMxaUU5ZXgH3yxkbUQQgghhBCieiRAJGwKjvJFsSjkpBeqfs1Hv7zE23da0Fg0dDijEJKn/FXSA+9kJkESEiQCQvwjaFsYT1FeCTry63o6LlFcaMZssnBse7pLAkQF3gYmrygLDl0eLtACFmDyCgsHBlbdPDvMJ4wwn4slSz++u4uUP3O4+tbWtTNhUS3mklK+mr2FrJSCCo/7BXtz1cQ2Lt8xTwghhBBCCE8nASJhU2z7EO54qZ/q5sImUzELMxLpc9R2Sc+i1olMNk1v8OVmJefO0frAQkr9gsk2NozG3j2GNaV1z0hi24c4HuwEcUoT/HNtP68FwnPLxl0up6iE1Ak34xUaQswrL2No1IjC3BJMhWb0Bl3tTVqodnLv+UrBIYD8rGKWzd3L8Ac7S5BICCGEEEKIatDW9QSE+9IbdNXaeSpxzVxaHoOpiy2EXbYwt5b0tDhWNq6hy83IIPLYaqJP/IrWtbu/15mgCF+adAh1Sf8hgNYWdQ2Lqxq35MtnMB8+RMHGjegCAwG4/vHu3DYjnujWgU6dp6g+i0Vh3VdH7I75/esjWCz1uwG8EEIIIYQQziQZRMJp0rJOqirp2RV30tVTczvbMraxblIJASU5tK3rydQBi0XBYrag96q9bByvyCjHg2yM21Wym2/u0jH4QjAd/MoaIhv9DBj9DJSUlDh1nqL6ko9kkZ9VbHdMXmYxyUeyaNzONRlrQgghhBBCeDrJIBJ2lZhKWfPlIb6csRGzqdTu2BbpesJzKweHrKwlPS3SJS6ZbcllTVgrtkQ2QmlgSQ5/7khnwQsb2basdgOFvr16oo+OxtbHawE0kRH49upZ6bmB/e+gScfOxE64o1bnKK5Mfo794FB1xwkhhBBCCCEkg0g4oDdoObEng7zMYs4dyaJpJ9tlO31j+pHGDw6P2TemnzOn6JHiu91E6redy76ItdMopx6y/NX4/MjWVBq3DaYg14RfoPN3n9LodERNe46zjz9R9sBlkTgNoNx3Fxpd5Sym67vcxfVd7ir/ujDPxL615/AL9qZ173CnzVFcGb9AdT3M1I4TQgghhBBCSIBIOKDRaOg3vhVeRr3DnaeMjWJUHVPtuPosIKMYo5cFRaPFRS153EbLuAg6D2rM8V3pJL2xs/zx2th9KjAhAd58g9SXX8GcknLxCaM30U/9ndDbJ1X5upxly9AYDPj27IkuOJicjCI2/fAn/iESIHIHjdoE4xfsbbfMzD+kLOgohBBCCCGEUEcCRMKhtr2jVY2zlvSUpKRUWWamAIbo6CpLehoazdF99P/l7/jEx7OLG+p6Oi51fFc6e9ecrfR4be0+FZiQQMDgwRRs3YY5PR1dRDh+vXpVmTkEsGffVkqn/wPvnHyafj4Pvz598DLq6NC/EQaj7GDmDrRaDVdNbMOyuXttjhk4oY1TM9KEEEIIIYSo76QHkXAaa0mPRqPh8rQYhbJspKhpz9lcmDcku09tJ6upP6e98ut6Ki5VV7tPaXQ6/OL7EDR6FP7x8eX34MnUfUyZN5JDx3aVj12x62M2NykgLVKLd8uWAIRE+3HdnR24akJDbCnunlrFRTL8wc74BVcsI/MP8ZYt7oUQQgghhLgCkkEkVMm9UMSJ3RkERfjY7UNkq6Qn319Lu5f/V/a8YFXAAb6dVES/4nOMquvJuJA77T5lzsxkydMTyYpV+LTwKV5ttQKAQn+FT6/XkaBtzqBwKSdzZ63iImnRLaLsvsoprpVeVkIIIYQQQjQUEiASqhzamMymH47TsnuE3QARXCzpyd+6lY3vzeT7yBMobSKYI8GhcmF+3RixvTfB/npQtxt7veBOu09lLVrE4E2ldD0Cf065tvzxaWPmcG9BaoWxiqKUZcYJt6PVamQreyGEEEIIIZxAAkRClWadwzl9IJPG7YJVjdfodPjHxxPfZSE9FTMhfvaDSg3N2I4P8MOKnYR6+wEpDsfXF+60+1TI7beTv2EjXW6fxFVDh158QlGI9qvYd2v1Fwc5ti2NvuNa0X5AA4roCSGEEEIIIRoMCRAJVSKaBnDD1B7Vfl2Ab1AtzMbzWX75jvYZfxLYvCvn8K3r6biMO+0+pQsIoNnn88q/NpmK+W7Ve4R/8AMRyXk0ff4FQkePBqAwtwRTUSlanWQRCSGEEEIIIeonCRCJWpe7ejX569bhP/ku/Js2q+vpuAXTuT+J2ZuIsXco52g4jY/ddfepOYuf5fPMJeTptPw73Yx3Jryw/mm6lG7ggbGzGTK5AwU5Jnz8vVw6LyGEEEIIIYRwFdnFTFRLaamF1BM51XrNmTf+S+aXC/n368MpLi6spZl5liUhf7DkJhO/++6v66m4nK3dp9DA4Ls6uHz3qQ8WT2PXhh945FsFXanCzNt0/PN2HVuaangnM4kPkp7H29dASLQfRn+DS+cmhBBCCCGEEK4iASKhmqnIzCdT1/Htq1vJz1bfRDjshvGsjNOws5GOVZu/qcUZeo4DQRoSmzQhJajhlJddqlVcJHe+3J9xT8Yx9J6OBIYbQQGzqdSl8zCZivkuJZG7Vir0+FPhljUWuh1X0FkUCrzLspgWZSRiMtV+02whhBBCCCGEqEtSYiZU8zLqCYr0Jed8IUe3peETYFC1rXTk5LvxjjzN443jGNRlpAtn7L5GRs+k+3ILkZ28IOh8XU+nTly6+5RPgBeKRaFJx1CXziFxzVzO+erY3K6UgfsUxm5SAAWAjAD4bKiWrW0MLJj7PX26X02H/o1cOj8hhBBCCCGEcBUJEIlq6TyoMZuXHOf3r4+UP+YX7M1VE9vYLQ16YOR0V0zPY8Se15KmKyVIZ0SK7qBJB9cGhqzSck7R55CFoTuU/2fvvsOavNo/gH+TAAHClo3IEsG9Vx1oVaQO1NriqnVrp1pra60/X62+tVOrrbWOWl/bqtXW1Yni3quCC1yI4GCIsneS8/uDkhqWIQYh+P1cF5fy5Dzn3M9zkkBuzijzmEMW8PY2Nb4cbIncdBccjLmKJl3cayBKIiIiIiKi6scpZqSz2MgU7P/hcpkdqHLSCxC+6iJiI1MqPb/w9m3kRz99a+6Ux2nvSnTf+wba+6bWdCi1jlALCFE2YVMdnK3qY2yEGgBQegycFMVjicIOqmDu9QCN2rtA8oQXzyYiIiIiInpSmCAinajVAoc3X6u0zJEt16BWl//BPn37DsT27oPjU0fil11LqyFC45IgUpDlbo2kvIyaDqVWiTmWiA3zT+D2lbQn0l5fq3ZwzCqbHCohBeCWlokXurui97gmTyQmIiIiIiKimsAEEekk8Vp6mZFDpWWnFSDxWnq5j1m2aQ2VFEgxKcTRuB2GD9DILOidiAlj8nC9Xm5Nh1Kr3IvPREZKHi4duvNkGkzTMUGnazkiIiIiIiIjxTWISCc5mbrt4lRROTMvL1z4bCx2J/6Bbh59DRmaUfJJ64mmme4wc/ZCPrJqOpxao2VvT9i6WD6xxaBNnJweWUboWI6IiIiIiMiYMUFEOlHYyB+73Ij+szACswwVklEb7vwaLscmwUF44y4u1HQ4tYatkyVaPmv5xNqzbNcWJq6uUCYnA+WteySRIL7pMBzZlIeWyTfQMdT3icVGRERERET0JOk1xSwvLw+5uf9OjYmPj8fSpUuxe/dugwVGtYubvx0UdpUniazsi7e8fxShVBooKuOl+HMNGmUdh3M9dU2HUqtV92LVEpkMLu/P/uebUisR/fO9SfsuKMpXlXmYiIiIiIioLtErQTRo0CB8//33AID09HR07NgRixcvxqBBg/DNN98YNECqHaRSCboN86+0TNcwf0gr2eVJqNW4Pf0tXO7YETt/nG/gCI2HUqmC7blw1P/7Rzh6Kmo6nFop+WYmfv/6HE7/cbPa27IJDobHsqUwcXHROm7i4gKPZUsRNLUHRn3QCU27e1R7LERERERERDVFrylmZ8+exRdffAEA+OWXX+Di4oLIyEhs3boV//nPf/Dqq68aNEiqHfxaOyNkSjMc3nxNa8FqK3s5uob5w6+1c6XnS6RS3L8RA7OcXBw9swW9h7wNhcK6usOudZLvxePP5wthqQRGW+o2de9pk5mah/gL95EclwFXPxvkZxdBYVM8Qq2yJKS+bIKDYd2rF3LP/A3lvXswcXKCZbu2kMhkAAAzC87GJSIiIiKiuk2vTz25ubmwti7+YL979248//zzkEql6NSpE+Lj4w0aINUufq2d4dPSCZePJ2L/D5chNZVi5IJOMDWV6XS+95x5mLJ3IjIdZbhx5yKaN+pczRHXPpm597HZxwUyqDFOzhFE5fFr7QSfVk5IvpGB35ad0xxX2MnRbdijk5H6kMhkUHTsYPB6iYiIiIiIjIFeCaKGDRtix44dGDJkCHbt2oW33noLAJCSkgIbGxuDBki1j1QqQePObrh6KgmO9a2hLlIDOiaIbDt2xtdN96OeleE/4BuL+vUDMO72/0GdbI5bbdNqOpxaKe58KuKi7pU5npNegPBVFxEypVm1JInKE7k7AabmMjRq78KRREREREREVGfptQbRf/7zH8ycORPe3t7o2LEjOncuHgWye/dutG7d2qABUu0kkUow+K026PqiP+SWplU692lODgGAZaEE9oXFU8tMTPR6CdZparXA4c3XKi1zZMs1qNXVu4B1SSzHtl/HwY1XUFSoqvb2iIiIiIiIaopefw5/4YUX0LVrVyQmJqJly5aa47169cKQIUMMFhzVTQXXryPzz78gdXOF5cB+sDB/uqZZFd2+jZbb34DMyQkeAXtwPq6mI6pdEq+la61xVZ7stAIkXkuHR4B9tcaiVqrR5Bk35GUXwdyqaolQIiIiIiIiY6L3fAlXV1e4urpqHevQget3PG2EEEhPzoWts6XOiwfnnj2L1BUrEOsBJErOYNILn1RzlLXL9ZsxyHOzhrAyg6QaFlw2djmZlSeHqlrucZiYydBzdONqb4eIiIiIiKim6Zwgev7553WudNu2bXoFQ8ZFCIGN808iPTkXYe+3h1MD3XYks+rSBdcCLbHbLx9mKQdw5vfVsLD3QGDHvpCZ1P01Xk4pL+CLsXloWJCPLTUdTC2ksNFtZzddyxEREREREdGj6bwAiq2trebLxsYGe/fuxZkzZzSP//3339i7dy9sbW2rJVCqfSQSCWydLCAzkSI9JVfn80w9PFA4PBghznkYknUTKTHzkHt4HJL/2wiRu9ZXY8S1g3U9F3SNex6BiSOQn11U0+HUOm7+dlDYVZ78sbIv3vK+uglR/escERERERER1QY6D9dYt26d5v+zZs1CWFgYVq5cCZmsePcqlUqF1157jbuYPWV6jAqEuZUJTHTcxQwAIneth038OnzqaI9kk3/XH3JRKvFu1CxEAmjdd0w1RFs7vPjMK0jduB9qpYCySF3T4dQ6UqkE3Yb5I3zVxQrLdA3z13lK4+O4dOgOjm2LhX8HF/QcFVjt7REREREREdUUvbZQ+u677zBz5kxNcggAZDIZZsyYge+++85gwVHtZ2Uvr1JySKVUIvbcfzHTxRE5BRIMPqpCl0tqNIlX455Eipkujrh+7r9QKZXVGHXNytq7F34ZJxFglwgzC93v3dPEr7UzQqY0KzOSSCqToOfowCe2xX1edhGKClQABxIREREREVEdp9eCL0qlEjExMQgICNA6HhMTA7WaIyKoYtEn/sLKeiboFK3G9F8FiseAFH/6TrUG1veWYnVDEwSe+AvNuw6syVCrTWbCHXieXg9zm14wMw+r6XBqLb/WzvBp6VS8q1lGAc78eRNpSbnIepD/xGJo2csT/u1cIDPVK5dORERERERkNPRKEI0bNw7jx4/H9evX0alTJwDAiRMn8PHHH2PcuHEGDZBqv2tnknH5eBL82jihSRf3Ssueu3caXrFSTP+1bCLRIQuYsV2Nxc9Lcc7hNJqjbiaIwjP+gLJ/Icytr2NkTQdTy0mlEs1W9uYKUzxIzEGTrpU/xwzJzNwEZuZ1f+F0IiIiIiIivT75fP7553B1dcUXX3yBxMREAICbmxveffddvP322wYNkGq/jJRcJFy6D1O57JEJoly5KcZGFCeHSq8gIwWgBjA2Qo2YrqbVEmttcNU6G3sbO6K7SsYEURU0aFoPDZrWq+kwiIiIiIiI6iS9EkRSqRTvvvsu3n33XWRmZgIAF6d+ivm0coKp3AT1A+0fWba18IRVVsWPSwE4ZhWXq6v6t38XDVaoIDXlwja13cVDdwAh4NvaGZY2ZjUdDhERERERUbV57LkTTAxRPXcr1HO30qlsQ3U9JOlYrq5qlO2IC0iGqQmnLukjKS4Df/8VD782Tgjs5FatbZ3+Iw65GYVw8bFlgoiIiIiIiOo0vVZeTU5OxujRo+Hu7g4TExPIZDKtL6KKmDm7GLScMRJ//YQeB9/EgIYxNR2KUbp7NR03z6ciKiIBQlTvKCzfVk7waekIS1smh4iIiIiIqG7TawjD2LFjkZCQgLlz58LNzQ0SSenVZOhpU1SoQuL1dBTkKuHfruLkjmW7tjBxdUVRUlKZNYiA4v3MTF1dYdmubbXFWtNiU29AUU+Be4UZqLvjpKpP0+4eyLqfjxbP1q/2956gEQGPLkRERERERFQH6JUgOnLkCA4fPoxWrVoZOBwyVsk3MvDbl+egsJOjYVvnCj+4S2QyuLw/G3emTS8+8NAIEAFAIpHA5f3ZkNThkWgrWsXgQqciTLJMRGBNB2OE5BYmCBrJxA0REREREZEh6TXFzNPTs9qndpBxcfG1ha2zBeoH2kNZVHYL+4fZBAfDY9lSmLhojzQydXWFx7KlsAkOrs5Qa5wZ/NHp5iBYZ7ap6VCoEnyPIyIiIiKip4leI4iWLl2K9957D6tWrYK3t7eBQyJjZGomw0sLOutc3iY4GNa9eiH3zN9Q3rsHEycnWLZrW6dHDpWY2+ErhK+6CBtLLvD+OHIzCxG1JwG5mYXoPbaJweu/eT4VEd9Fo36gPfq92sLg9RMREREREdUmeiWIhg0bhtzcXPj5+cHS0hKmpqZajz948MAgwVHdJpHJoOjYAeqcHKRv24707dsgf2c6HOu51nRo1apw4xr4FlrB2a1jTYdi1ApyixC5OwEA4BloD4lMAoWNHG7+dpBKH39torzsIhQVqKBWcSQRERERERHVfXqPICKqSH52EcytTB9dsIRUisRPPoZUqcIqmz+x9P3z1RdcLSC9dBzeN2JRf2KHmg7FqNm7KuDXxgl3rqRjz//+3RFOYSdHt2H+8Gvt/Fj1+7d3gXtDO5S7mjoREREREVEdo1eCaMyYMYaOg+oAtUqNLYvO4P6dbLy86BlYO5jrdJ7UwgKFA3rgl4z9uGitQkbWfdha1939vQ42vQq5n0CBOhVNazoYIxYbmYLYs/fKHM9JL0D4qosImdLssZJEpmYy2LlYPk6IRERERERERkOvBBEAqFQq7NixAzExMZBIJGjSpAlCQ0MhewrWkKHySWVSyEyKh1vcS8jSOUEEAK0++gqnwv+LV9qPqtPJIQD4LtAceVIp1jpwDSJ9qdUChzdfq7TMkS3X4NPSySDTzYiIiIiIiOo6vRJE169fR79+/XDnzh0EBARACIGrV6/C09MTf/zxB/z8/AwdJxmJZ19uDEtbM1hYmVXpPIlEginPza2mqGqXl1XvQJz2wH2JLeBf09EYp8Rr6chJL6i0THZaARKvpcMjwF6vNq6eSkJhnhINmtaDjaOFXnUQEREREREZC722uZ86dSr8/Pxw69YtnD17FpGRkUhISICPjw+mTp1q6BjJiNTzsKpycqiEKCxEzslTKIyPN3BUtUtzpRcAwEKu+wgr0paTWXlyqKrlynNu7y0c3HQV9+/m6F0HERERERGRsdBrBNHBgwdx4sQJODg4aI7Vq1cPH3/8Mbp06WKw4OjpkjhvPjK2b8eZdmZoOvsrtGnavaZDMjhRVASHr15DN5kZ/BfsqelwjJbCRm7QcuXxbOwAK3tz2DgykUdERERERHWfXiOI5HI5srKyyhzPzs6GmZl+o0eo7rgRdQ8R6y4h/uL9Kp2n6NQRWZZAnHkR9kf+UE3R1azU5DsodLAErGSQ2ypqOhyj5eZvB4Vd5ckfK/viLe/11WmwH557pTnquVvpXQcREREREZGx0CtBNGDAAEyePBknT56EEAJCCJw4cQKvvPIKQkNDDR0jGZk7V9Jw9WQy4i+kVuk8m379cHh2H2R2C0D75oOrJ7gadv3BFbw8OQ+Tp+RCKtd/dMvTTiqVoNuwyhdw6hrmzwWqiYiIiIiIdKTXFLMvv/wSY8aMQefOnWFqagoAUCqVCA0NxbJlywwaIBkfvzZOMLWQQWErx9XTSVDYFI/keNSHdYmpKd5+8csnFGXNkJmbwi+1Ndxy3ZEclwmH+lz8WF9+rZ0RMqUZDm++prVgtcxUisBOro+1xb0QAhIJk0tERERERPT00CtBZGdnh507d+LatWu4fPkyhBBo0qQJGjZsaOj4yAjlZRfh8rEkrQ/tCjs5ug3z1/lDuzo/H1Lzurf2S3v/npikqIeb1+4jJZ4Josfl19oZPi2dinc1yyxAYmwGLh64g1uX0yDUAhI9RxDdS8jC9iWRqOeuwAuz2hk4aiIiIiIiotpHrwRRCX9/f/j7c59u+ldsZArCV10sczwnvQDhqy4iZEqzSpNEhbdu4dbUqchNvI2r80dhaMj0aoz2ySuMjYXN6d/hY+WJeh5tajqcOkEqlWi2svdp6QQIoEXP+nonh4DiJKeyQAVlkdpQYRIREREREdVqeiWIhBD45ZdfsH//fqSkpECt1v4QtW3bNoMER8ZFrRY4vPlapWWObLkGn5ZOFU43M3F2Rt71qzApUmNv1Ld1LkGUm5IKx6M/ws3HB+7+L6OoqKimQ6pTTM1kCBoR8Nj1eDSyw6gFnaBWCgNERUREREREVPvplSCaNm0aVq9ejZ49e8LFxYVrdRAAFE/zeWhaWXmy0wqQeC1dM+KjNKlcDnwwE2/c+Rzu5tYoLMyHmVndmWp24MafyOqthNTkATghs/rpu5aQiakMds6W1RARERERERFR7aRXgujHH3/Etm3b0K9fP0PHQ0YsJ7Py5JCu5Zo9Pw5/Fo2A3LTuJIZK3DS9j+/amaNloRIv1XQwdVhBbhHO7k5A8o0MDHqrNZPYREREREREj6BXgsjW1ha+vr6GjoWMnMJGt23bdSlXF5NDANCr60swWdYX0mwF7l5Lg5O3VU2HVCcJNXB+/20oC1S4cyUN9QMdqnR+3PlUZD/Ih0cjezi4K6opSiIiIiIiotpDqs9J8+fPxwcffIC8vDxDx0NGzM3fDgq7ypM/VvbFW94/Stb+/bj73mzc2v071CqVgSKseY1N/GAjbAC1BFKZXi8/0oG5lSm6PO+Hfq82h0ej8qczVib6yF0c+ukq7l5PN3xwREREREREtZBeI4hefPFFbNq0Cc7OzvD29oapqanW42fPnjVIcGRcpFIJug3zL3cXsxJdw/wrXKD6YZm7dyNzxw78cXcHOtqp0K3DIEOGWmOydoWj9V9fwrJ3Xzh59oAadSf5Vds0C6qv97luDW0hlUrg4MZ1iIiIiIiI6OmgV4Jo7Nix+Pvvv/HSSy9xkWrS4tfaGSFTmuHw5mtaC1Yr7OToNsy/0i3uH2bbfwD+uP07jgYKiNg/60yC6MbNyzBTALnqNMhMpVAXMUH0JFR1seo2wV7VGA0REREREVHto1eC6I8//sCuXbvQtWtXQ8dDdYBfa2f4tHRC4rV07Pr2IvKyitDzpQB4NXPUuQ6rrl3gZ/kBZls6wDI1G2d+Xw0Lew8EduwLmYleT9ta4Qe3k9j3WgEGqG6jRU0H85S4ejoJp3+PQ4tnPSG3NIHCpniaoy4j2YiIiIiIiJ4Wen3S9vT0hI2NjaFjoTpEKpXAI8AeIZObwdJWDlsniyrX4XAvCy7HZ+KOeTbuyWRwUqmQHGGF5M7z0LrvmGqIuvoJK3u0udEKDhb1UVSoApijqHaXDt9FenIeDm26qjlW1RFtREREREREdZ1eq+QuXrwY7777Lm7evGngcKiucfe3h52zZZWnIUbuWo97kbMwy1yOr3KcMMvZEePdXPCypxz3omYhctf6aoq4en085Ad0uNUflldbQq0SNR1OnRcbmYK7V9PLHM9JL0D4qouIjUwp+1hGAVZNPYAf/u8YhGAfERERERHR00GvEUQvvfQScnNz4efnB0tLyzKLVD948MAgwdHTSaVUIvbcf7GlqB4+2KBGtlyNtX0F0qwkuFxfipkujph77r9o0WuU0U03y/7hJ3hJ1JA18IGJqRRqwTWIqotaLXB487VKyxzZcg0+LZ20ppvlZRVBWahGUYGK66sREREREdFTQ69P10uXLjVwGFSXJUTfx80L99GovQtcfW0fWT76xF9YWc8EPlcF1BLAqgCY9qsAIJBqDazvLcXqhiYIPPEXmncdWP0XYEB5F8/Bb/8uuMyZA5kJF6muTonX0rUWSi9PdloBEq+lwyPAXnPM3s0SLy3shKIC9g0RERERET099EoQjRljnOu/UM24eioZV04kwcxcplOC6Ny90/CKleKtneoyjzlkATO2q7H4eSnOOZxGcxhXgmiv2TEouqlhr4xHcE0HU8flZFaeHKqonEwmha0Tt7cnIiIiIqKny2PPz8nLy0NRUZHWMS5gTQ/zbeUEM7kM9QMddCqfKzfF2Iji5FDpCT5SAGoAYyPUiOlqWvrUWm9nozzcMDPDO056Lf9FVaCwkRu0HBERERERUV2mV4IoJycHs2bNwpYtW3D//v0yj6tUnJpB//Jt5QTfVk46l28tPGGVVfHjUgCOWcXljE2I20So/moMlb0Z0K+mo6nb3PztoLCTVzrNzMq+eMv7h925koYHiTlw8bGBsxeT3URERERE9HTQaxjDu+++i3379mHFihWQy+X49ttv8cEHH8Dd3R3ff/+9oWOkp0xDdT2DlqtNBtj0hkRlApna+EY/GRupVIJuw/wrLdM1zF9rgWoAuP53Cg79dBVx51KrMzwiIiIiIqJaRa8E0W+//YYVK1bghRdegImJCbp164b/+7//w6JFi7BhwwZDx0h1gBACmal5uJdQydCgf5g5u+hUp67lapP8D99F5xNz0bePWU2H8lTwa+2MkCnNoLDTnkZmZS9HnwlN4Nfaucw5jp5W8G3tBEdPqycVJhERERERUY3Ta4rZgwcP4OPjA6B4vaGSbe27du2KV1991XDRUZ1x5WQS9v4vBu7+dhjydptKy1q2awsTV1cUJSWVWYMIAAQAU1dXWLZrWy2xVqecwkyYSXJhYl3TkTw9/Fo7w6elU/GuZpkFsLQxw+0raTi06SocPazh4K7QKt+0mweadvOooWiJiIiIiIhqhl4jiHx9fXHz5k0AQJMmTbBlyxYAxSOL7OzsDBUb1SGuPraQSiWQSItHE1VGIpPB5f3ZkEgkgKRUikgigUQiKX5cJqvGiA1PrVJh7Jg0jJtaiAfOXBj5SZJKJfAIsEej9q6oH+CAB3dyUJCrxOXjiTUdGhERERERUa2g1wiicePG4dy5cwgKCsLs2bPRv39/fPXVV1AqlViyZImhY6Q6wNbZAhO/6A5TuW5JHZvgYGDZUiQv+gjKpCTNcRMXF7i8P7v4cSOTV5gDmzxX1M8IRO5tc6BBTUf09Oo4yBcBHV2rtHg6ERERERFRXaZXguitt97S/L9nz564fPkyzpw5Az8/P7Rs2dJgwVHdIZFIdE4OlbAJDoZ1r17IPfM38q9cRt7ZSAhrK9xr5Apj3FvK0twai5uswKlNt5FglYuWz9R0RE+veu5WqOdedo0hoRZYM+MQ5JYmCHu/PSysuFYUERERERE9HfRKEJXWoEEDNGjA4RCkGyFE8fQxHUhkMig6doDM1gYpiz5CoQmwymUXVrxxqpqjNDxRWAiTLZtQ38QP7r7eNR0O/UOoBQrzlZBbmiI/twhF+SoU5atgZmGQt0ciIiIiIiKjoPMnoC+//BKTJ0+Gubk5vvzyy0rLTp069bEDo7qnIE+JPeuicS8hC6MXdobMVPclsOQBAUh7tjX+Z3MOt0xyoFKqIDMxrjWIlNk5MN/7ExoBCFx2sabDIQCJsRk4sOEy7F0tETK5OeSWpnhpYWfk5xRBJtNriTYiIiIiIiKjpHOC6IsvvsCoUaNgbm6OL774osJyEonEoAmirKwszJ07F9u3b0dKSgpat26NZcuWoX379gCKR6N88MEHWL16NdLS0tCxY0d8/fXXaNq0qcFiIMMwM5chOS4DeVlFSI7PhHtDO53PlUgkaPfld7h/5mf0bRdmdMkhAIi8chTxXQVMVHI0NrIFtusqM3MZHiTmICe9APk5RTBXmMLWyQK2ThY1HRoREREREdETpXOCKC4urtz/V7eJEyfi4sWL+OGHH+Du7o4ff/wRvXv3RnR0NDw8PPDpp59iyZIl+N///odGjRrhv//9L/r06YMrV67A2pp7idcmEokEPUYFQmErh1ODsuu/PIqZiTkGdhpdDZE9GUmFiVjYzRSuRSo8X9PBEACgnocVgic0RYMmDpBbmtZ0OERERERERDVG5wTRjBkzdConkUiwePFivQN6WF5eHrZu3YqdO3eie/fuAID58+djx44d+Oabb7Bw4UIsXboUc+bMwfPPF3/kXr9+PVxcXLBx40ZMmTLFIHGQ4TzurlFFKSnIOXIUiq5dYOrsbKConoymjTtjRGQBrG82xOk/4tC+v09Nh0QA/Nu5AADUaoHoI3eQdCMTTg2s0bxHfUiluq2VRUREREREZOx0ThBFRkZqff/3339DpVIhICAAAHD16lXIZDK0bdvWYMEplUqoVCqYm5trHbewsMCRI0cQFxeHpKQkBD+05blcLkdQUBCOHTtWYYKooKAABQUFmu8zMzMBAEVFRSgqKjJY/E9SSdzGGr+ubr05FQXnzuH3XlI8N3U9AnyNZ9c8T/MG6GTZETEF2SgqVGo93+p6v9V2cVGpOLY1FjnphQCAKyeSELk7Hs8M9YNPK0etsuwz48R+M07sN+PDPjNO7Dfjwz4zTuw341QX+k3X2CVCCFHVypcsWYIDBw5g/fr1sLe3BwCkpaVh3Lhx6NatG95+++2qVlmhZ555BmZmZti4cSNcXFywadMmvPzyy/D398e6devQpUsX3LlzB+7u7ppzJk+ejPj4eOzatavcOufPn48PPvigzPGNGzfC0tLSYLFT+QrSpChINYGFqxKm1uoqneuwbx9yz0VgW0cJXBu0QJv6w6spSsOzvHYNzus3I8fNB0kTXoLMvMovPaoGeUkmuB9ZkoR+eMRQcf/Ua50PC1flE4+LiIiIiIjIEHJzczFy5EhkZGTAxsamwnJ6JYg8PDywe/fuMgtBX7x4EcHBwbh7927VI65AbGwsxo8fj0OHDkEmk6FNmzZo1KgRzp49i2+//RZdunTB3bt34ebmpjln0qRJuHXrFsLDw8uts7wRRJ6enkhNTa30ZtVmRUVFiIiIQJ8+fWBqWrvXUtm9Jho3z99Hh1BvtOrjWaVzhRD45s+5yCvKxuAOk+Hn3qSaojS8a5t+gHrJl1DX90Dj7TsAGFe/1UVqtcCmeac0I4fKo7CTY8QH7TXTzdhnxon9ZpzYb8aHfWac2G/Gh31mnNhvxqku9FtmZiYcHR0fmSDSeYpZ6cqTk5PLJIhSUlKQlZWlT5UV8vPzw8GDB5GTk4PMzEy4ublh2LBh8PHxgaurKwAgKSlJK0GUkpICFxeXCuuUy+WQy+Vljpuamhpth5cwhmvwbeUMUzMZnDxt9Ip12uBPqiGq6veb7Ai2TStCu4IH+LrUdRtDv9VFd66kVZocAoCc9AKk3syBR4C91nH2mXFivxkn9pvxYZ8ZJ/ab8WGfGSf2m3Ey5n7TNW6pPpUPGTIE48aNwy+//ILbt2/j9u3b+OWXXzBhwgTNYtGGplAo4ObmhrS0NOzatQuDBg3SJIkiIiI05QoLC3Hw4EE888wz1RIHPb7Gz7gheGIzeDd3fHThCgi1GkUpKQaMqvpJFAo4ZjSDbVY3pKfk1nQ4BCAns+DRhapQjoiIiIiIyFjpNYJo5cqVmDlzJl566SXNYkcmJiaYMGECPvvsM4MGuGvXLgghEBAQgOvXr+Odd95BQEAAxo0bB4lEgunTp2PRokXw9/eHv78/Fi1aBEtLS4wcOdKgcVDtkXv2LBJefRVZFsDFqb0x7vkPazoknbzW7yN4f3UR92JzkRyXCTtnrndV0xQ2ZUcSPk45IiIiIiIiY6VXgsjS0hIrVqzAZ599htjYWAgh0LBhQygUCkPHh4yMDMyePRu3b9+Gg4MDhg4dig8//FAzROrdd99FXl4eXnvtNaSlpaFjx47YvXs3rK2tDR4LGVZ+ThEKcpWwdbKo0nlm3t5QZ2ZCmg/svb0T42AcCSJx5BTqJcTCzKkBrB3MH30CVTs3fzso7OTISa94hJCVvRxu/nZPLigiIiIiIqIaoFeCqIRCoUCLFi0MFUu5wsLCEBYWVuHjEokE8+fPx/z586s1DjKsmGOJ2PdDDLya1cOA16u2Vb2JgwNkXy3CrBtz0cTEE0qlEiYmj/VUfiLyo2Pgvms57IYPg5t/35oOhwBIpRJ0G+aP8FUXKyzTNcxfs0A1ERERERFRXVX7P1VTnVTPQwEIICMlD1dPJUFhWzxKQ9cP4gG9hyBCDIZEYjwf3MOTd8G6gxRSk7sIrelgSMOvtTNCpjTD4c3XtEYSWdnL0TXMH36tnWswOiIiIiIioieDCSKqEZmp+bC0NUN6ci4ivosGULydeLdhun8gN6bkEAAcrH8PJxtKMUyWxwRRLePX2hk+LZ2QeC0dOZkFUNhULWFJRERERERk7JggoicuNjIFu9aUndKTk16A8FUXETKlmU5JogcbNiAzfBeS+rVDqyGTYG5etbWMnrTOzYcicIcnbOCA+3ezUc/dqqZDoodIpZIyW9kTERERERE9LfTa5p5IX2q1wOHN1yotc2TLNajV4pF15Z4+jbzTp7F770pEHNtgqBCrzZhGY2GndEVRpqymQyEiIiIiIiLSwgQRPVGJ19Ir3TEKALLTCpB4Lf2RddmHhWHXs+Y41EyC66nnDBRh9UmcPx8tDy5AcOs02DrW7tFORERERERE9HThFDN6onIyK08OVaWc4pln0NttNUY6eCE2VYadUXfgbG2ODj4OkNXCtWPuJ9+BIi8RZuaZMDHjKCIiIiIiIiKqPZggoidKYSM3aLnbOfUxedNZ1FNFwNIkFblKR9yX9cF/QlsipJnb44RqcAv7XENaiMA0z0J41XQwRERERERERA9hgoieKDd/Oyjs5JVOM7OyL95B6lHCLybi+23vo23+SagLJTjUvHjGpKMyHGt/7QxgYa1KEqXJzOHwoCXU1q5QqwV3yCIiIiIiIqJag2sQ0RMllUrQbZh/pWW6hvk/MnmiUgts2vUBhDiF17YJjI1Qo8slFZrEq/FAAlxxP4FNuz6ASofFrp+U1c/9jJ6xo3B3nzWYGiIiIiIiIqLahAkieuL8WjsjZEozKOy0p5FZWJvqvMX9ietJSLA7DKtcAaUUsCoApv0qMH+jGsu/UaPDFYFbdodx4npSdV1GlZmt3w4X+QN4+Cog4eghIiIiIiIiqkWYIKIa4dfaGS8vegaD32oN90Z2AAD/Di46JYcA4MrVTfCNBd7aKSBTaz/mkAXM2K6GT2xxudoi/7etaLprLkIG2dd0KERERERERERauAYR1RipVAKPAHu0zFVCKpXAydNa53OFMgljI4ozQ6XH4kgBqAGMjVDjaofaMYIoKysd0f7pMC00gaulKcxrOiAiIiIiIiKihzBBRDXOt7UTfFs7VemcFtkWsMqq+HEpAMcswDzb4vGCM5AHWSmY+2zxgL3TLq41HA0RERERERGRNk4xI6PU0KaNQctVN2trW/RR98DYqA+w99trNR0OERERERERkRYmiKjWUBWpkZaUo1NZMxfdtq/XtVx1s7d0xJuBM2CeZ4esB/k1HQ4RERERERGRFiaIqFa4dysL3759CDu+iIQQj96a3rJdW5i4uqKikgKAiasrLNu1NWic+lKm3kfWpKFoE/UFeowKqOlwiIiIiIiIiLQwQUS1gr2rJYQAhAByMwofWV4ik8Hl/dmQSCSApNQy1RIJJBJJ8eMyWTVFXDUpd+JhqsyDbd4tuPrY1nQ4RERERERERFq4SDXVCiamMoyc1xHW9cyLkz46sAkOBpYtRfKij6BM+ne3MhMXF7i8P7v48Vri6L0jWD0T8MlTYk1NB0NERERERERUChNEVGvYOFZ9xzGb4GBY9+qF3DN/I/9yDLL27EVefjYOSm9gYDXEqC+1GZCvdIMk3xsp8Zlw9rKp6ZCIiIiIiIiINDjFjIyeRCaDomMH2A4YgNwzp4ELMfj+4jIolcqaDk2jf5eJmOvxCVrGvoSoiISaDoeIiIiIiIhICxNEVKv8HX4TWxadxt1r6VU+16RePdjNmon/vCxFjsIU8XevGD5APZnGJcLhxFk42RTA3k1R0+EQERERERERaeEUM6pV7t/Jwb2ELNyKeQB3f7sqn+8+dgK+eNAL9R28DR7b4yiMi4PV1qXo0K4tvPv/WNPhEBEREREREWlhgohqlWbdPeDVrB48GzvoXUdtSw4BwJ6rf8K8pQmEfTa8azoYIiIiIiIiolKYIKJaRZ9RQ6XlX76MrIg9kHfqCFmTACgUNb8g9N9W8fi1HxBUmIH+NR0MERERERERUSlMEFGd8+CHH5CxdRsOHP8ahQN6YtrIFTUdEpo17QP1gXaon94C0UfvokkX95oOiYiIiIiIiEiDi1RTrZOfXYQrJ5Nw+USiXufbBAfjZoAVTntLEZ0VaeDo9DOs5QT0chwEpFkhP7uopsMhIiIiIiIi0sIRRFTrJMamY8+6aNg6WSCwk1uVz7cKCoKz22L0uhWJQV3GV0OEVZe6ciXsvt+JLv1egE+bTjUdDhEREREREZEWJoio1vFoZA9nL2t4BNhDpVJDJqv6QLe2jbqjbaPu1RCdfpLiYqHITYKJLAW2TpY1HQ4RERERERGRFiaIqNYxszDBi7PbP3Y9qqws5EfHQNGxgwGiejzfBpzE3QCBPlap8K/pYIiIiIiIiIhK4RpEVCcVJSfjaqfOuDluDGYu7QC1Sl2j8aSamyJDFQC10ge5mYU1GgsRERERERFRaUwQUa0lhMD9O9lQq0WVzzV1cYHU3Q2J9kB0US6O/v1bNUSou4XPf49R6W9BfaoNkm9m1mgsRERERERERKUxQUS1khACG+efxE8LTyH1VpZedTTcuhW/T/ZHx/rt4ekZaOAIq8Zh999wzEpFPSdTmCtMazQWIiIiIiIiotK4BhHVShKJBHYulsh+kI+MlDw4e9lUuQ6ZjQ2Wjvm1GqKruszf/4DfqVPwWLIYNn62NR0OERERERERkRYmiKjW6jEyAOYKU8hMH2+gmxACKCqCxMzMQJFVXaTpZSiayKFCDprVWBRERERERERE5WOCiGothZ0carXAnStpyMksgMJGDjd/O0ilEp3rSP/lF6R8/TVuN3VE/gvPoV+P8dUYccU+75KNDJkUX7vKa6R9IiIiIiIiosowQUS1VmxkCg5vvoac9ALNMYWdHN2G+cOvtbNulUgkUCUmIUOahIjLt2osQRRg3Qg+Z0Jx564Dsn0KYGXPRBERERERERHVHlykmmql2MgUhK+6qJUcAoCc9AKEr7qI2MgUneqxevZZ3HpjEJa9KEWeVILlW2diS8SXKCwsePTJBrRm0GbUy/HGg/jC4ilvRERERERERLUIE0RU66jVAoc3X6u0zJEt16BWPzrRYmJvjxseEkhMgTPybKzK3oWFd9eg7w9tsHrnHEOF/EjXunZDs8hv0GuQMyysuYsZERERERER1S5MEFGtk3gtvczIodKy0wqQeC39kXWt3jkHKzJ+Q6pMe92i+zIJlqftfCJJovz8PKhyc+B4/wL8WjrAxFRW7W0SERERERERVQUTRFTr5GTqNv3rUeUKCwuwKXUHZEqBvn+rMf9HJbpdUKFJvBr4Z/DRT6k7qn26Weyt81jwShGWTlbDxMWlWtsiIiIiIiIi0gcXqaZaR2Gj2wLOjyq34+AqpJpI0fGyGuP2CEgF0OSWACCQag38r48UpwKk2HFwFcL6TDVA5OUrUOXhsqUC3kpvJN3MhpufbbW1RURERERERKQPjiCiWsfN3w4Ku8qTP1b2xVveVyYlMwEdrqgxY7saklLLFTlkAW9vU6PDFTVSMhMeM+LKBfp1wLKOy9Hn8hv49cuoam2LiIiIiIiISB9MEFGtI5VK0G2Yf6Vluob5QyqVVFrG2ao+xkaoAQClS0pRPMtsbIQazlb19Q9WB/KcQjT46zxsLQrh4Kao1raIiIiIiIiI9MEpZlQr+bV2RsiUZji8+ZrWgtUWNmYIGtEIfq2dH1lHX6t2uJu1qsLHpQAcs4AWVu0MEXKFlPfvI//bZehga4tGJ09Ua1tERERERERE+mCCiGotv9bO8GnpVLyrWWYBFDbF08oeNXJIIy3DsOX0dOLiPhQ1NodEbo5G1doSERERERERkX6YIKJaTSqVwCPAXq9zTZycDFpOXxeVV7BysBJNCjLQq1pbIiIiIiIiItIP1yAio5KdVoAHiTk6lbVs1xYmrq6ApOIRRyaurrBs19ZQ4ZXLx68t2uW0QYeb7+DwlqvV2hYRERERERGRPpggIqNx6fAdrJ99FMe3XdepvEQmg8v7s//5RjtJJP455vL+bEhkMsMGWspzLYdjTsfPYP7AFfcSsqq1LSIiIiIiIiJ9MEFERsPFxxaQAEWFagghHn0CAJvgYHgsWwoTFxet46aurvBYthQ2wcHVEaqWzN//QNakoWiLE2j3nHe1t0dERERERERUVVyDiIxGPQ8Fxn/WFRZWZlU6zyY4GNa9eiH3zN9Q3rsHEycnmHk1gMzBoZoi1ZZ86ybMc1NhmXcFDZrWeyJtEhEREREREVUFE0RkNCQSSZWTQ5pzZTIoOnYAANyeNh1Zu3bh0BA31O8zEv2fnWjIMMv4Bbtwa5IKjaT3EVCtLRERERERERHph1PMyCip1ULnaWalmTg6AgASU5Ox/9pGQ4ZVrlSFGpHWLsgw80Tm/bxqb4+IiIiIiIioqjiCiIyKEAL7friMuHP3MPSdtrB3VVS5jnoTJ2BfYyWupP2FHq5dqyFKba+FLkPHv+KRekiCv+3i0XNUYLW3SURERERERFQVTBCRUZFIJMh+kI+CHCUSLj3QK0Fk6uaGkS/Mx0jMN3yA5XCLSYFn3APkWzvB0lq/KXJERERERERE1YkJIjI6HQb4oP0AH7j62NR0KDrJ2rMX9hs3ot9rr8IptEdNh0NERERERERUBhNEZHTcGto9dh1FySm4t2wZsq9exokRTTB6yAeQSKtnSa5Tqadg42+JTGTBqVpaICIiIiIiIno8XKSankpShSUyfv0VqovR2HhzO05E7q62tr5vloA3XyjEOa/8amuDiIiIiIiI6HEwQURGKfN+Hs78dRORuxP0Ol9mZQXXOe/juxflUFoDd9JvGDjCf7k6NEbQ3QGQx3TBzQup1dYOERERERERkb44xYyMUnpSLk7uvAGFnRyt+nhCIpFUuQ77ESMwM6MHnG1c9TpfV8tf+Al/rbyAG1H3kJ1WUG3tEBEREREREemLCSIySu6N7ODb2gmejR2gVgvIZPoleFxs3QwcWVnxY8fB7lYBOo+aBHd/u2pvj4iIiIiIiKiqmCAio2RiKsNzU5o/dj2Ft28ja9cumHp5I7upD9zdfA0QnbasxETY3YmHi7eAg5vC4PUTERERERERPS4miOiplvn7H7i3dClifIA/Bllg7StnDd7G6t43YFGkxhhHGRwMXjsRERERERHR4+Mi1WTUCvOVuBF1DwW5RXqdb927FwpbNMLBQCmizQqQmZVm0PjUKhUOOJnhuL03iopsUVSgMmj9RERERERERIbABBEZte2Lz+KvlReQEP1Ar/PlDRuixeYdaPHcaPz2wj7YWNsbNkCpBIt7foFRt9/DkTUPkBKfadj6iYiIiIiIiAyAU8zIqHkGOqAwTwm1Suhdh0QiwYTg9wwY1b+kEinaHkrGgyJHZFtZwlQuq5Z2iIiIiIiIiB4HE0Rk1DqG+qLjYF8kXc/A1dNJUNjI4eZvB6m0aruaqfPzkXX0GG6bZCMvKwkW9h4I7NgXMpPHe4kIIZC8aBFaCAH/w4dg4mTzWPURERERERERVQcmiMio3byYisObryEnvUBzTGEnR7dh/vBr7axTHUIIxDzbA9IHGdg8VAU3pzy0yy9AcoQVkjvPQ+u+Y/SO78b187jnawGZ2hRSBXcwIyIiIiIiotqJCSIyWrGRKQhfdbHM8Zz0AoSvuoiQKc10ShJF7f4eKocU5BfJcVdtiu32cgCAi1KJd6NmIRLQO0kUmxqNt8MKUU+ZjwOWlnrVQURERERERFTduEg1GSW1WuDw5muVljmy5RrU6srXJlIplYg991+8NtACr74mxcnAf18SKTIZZro44vq5/0KlVOoVZz0nd7jDGkE3XsfutZdQmKdfPURERERERETViQkiMkqJ19K1ppWVJzutAInX0istE33iL6ysZ4I8uQQSSNAkXo0ul9RoEq8G/sktra5ngugTf+kVZ9uGQfhz5BE43w/EtdPJetVBREREREREVN04xYyMUk5m5ckhXcudu3caySYm6HBFjbERajhm/ftYqjXwvz5SnAowwbl7p9EcA6scZ/6Vq7g5djya+vaC/fiJMDFjTpaIiIiIiIhqH35aJaOksJEbpFyuhRwdrqjx9jY16mVpP+aQBby9TY0OV9TItdCtvdLuJ96FSLsPlzuH0bKXJ6QyvuSIiIiIiIio9uGnVTJKbv52UNhVnrSxsi/e8r4yLZr0xNgINQBAUuoxKYpnmY2NUKNFk556xbn79g788FIRdvXM0et8IiIiIiIioieBCSIySlKpBN2G+VdapmuYP6TS0mkfbU3vSuCYVTY5pGkHgGNWcTl93DfNwZ8e1rjm4IysB/l61UFERERERERU3ZggIqPl19oZIVOalRlJZGIq1XmLe3XqA53a0rVcac+HzMacgAVocukt/PLJGb3qICIiIiIiIqpuXKSajJpfa2f4tHRC4rV0JMVlIC0pFy17ecLJ01qn802cnAxarjSPVAERXYh9ZgrILfhyIyIiIiIiotqJn1jJ6EmlEngE2MMjwL7K51q2awsTV1cok5MBIco8LgCYurrCsl1bvWLLPXUKhZ8vwHN9eqP+/K/0qoOIiIiIiIioujFBRE81iUwGl/dn48606YBEopUkKvmf03uzIJHJ9Kr/5LVDsPGyQrpZIeo/frhERER1kkqlQlFRUU2H8dQqKiqCiYkJ8vPzoVKpajoc0gH7zDix34yTMfSbqakpZHp+Zn0YE0RUpwi1QHJ8JhIu3ke7/j6PXKQaAGyCg4FlS5G86CMok5I0xzMsgR29TfBKM2/Y6RnPr64XcXhkPoYgDZ31rIOIiKiuEkIgKSkJ6enpNR3KU00IAVdXV9y6dQsSiX4bc9CTxT4zTuw342Qs/WZnZwdXV9fHipEJIqpT1GqB3748h8I8JTwbO8CtoZ1O59kEB8O6Vy/knvkbynv3YOLkBHMvG3ziGvhY8dg6N4L/rQy4Zj2PqD0JaNW7wWPVR0REVJeUJIecnZ1haWlZq3/xrsvUajWys7NhZWUFqZR72BgD9plxYr8Zp9reb0II5ObmIiUlBQDg5uamd11MEFGdIjORolF7F+TnFsHErGpD7CQyGRQdO2i+9zFAPB8NXovoo3ex/4fLuG2bxgQRERHRP1QqlSY5VK9evZoO56mmVqtRWFgIc3PzWvnhh8pinxkn9ptxMoZ+s7CwAACkpKTA2dlZ7+lmTBBRnRM0MsAg9eTHxCBz1y5YjghDjkQNF+eqryKU/NlnKNgfidY9hsG5UzODxEVERFQXlKw5ZGlpWcOREBERGb+Sn6dFRUVMEBEZ2t1330XBtev4In4VpI298eHkv6pcx4MbN2F+IxIug3rAva1zNURJRERk3DitjIiI6PEZ4udp7RwfRWQA+dlFSL2dpff5NqGhSGnmhlgHGS7jjl51bPU8hJ0vFuK8Q7recRARERERERFVNyaIqE66eSEV3717BHvXx+hdh+OkSWj63UYM6DwOP449oVcdx5wFfvFyRJalPQrzlXrHQkRERPQ4asvWzDdv3oREIkFUVFSNtDN37lxMnjy5Wtuubt7e3li2bFlNh6GhS59KJBJIJBLY2dk9sbiIjFWPHj00r5mS19Xvv/+O1q1bQ61WV2vbtTpBpFQq8X//93/w8fGBhYUFfH19sWDBAq2bIoTA/Pnz4e7uDgsLC/To0QOXLl2qwaipNnDxtgGEgBBAUYH+vxA52rji5d5vw8JMv/URpvb6HK+o3kfKb344/cdNveMgIiKiiqnUAsdj72Nn1B0cj70PlVpUa3uHDh3CwIED4e7uDolEgh07dpQpo8vvqLGxsRgyZAicnJxgY2ODsLAwJCcnV9r2Rx99hPbt28Pa2hrOzs4YPHgwrly5Uuk5a9euxfTp06t6mY9t7NixGDx4sNYxT09PJCYmolmzJ782Y3JyMpYtW4b333//ibdNwLp163D16tVqbWP16tXo0aMHbGxsIJFIkJ6eXqZMWloaRo8eDVtbW9ja2mL06NFlyk2bNg1t27aFXC5Hq1atdGq7oKAAb775JhwdHaFQKBAaGorbt28//kU9pvnz5yMwMBAKhQL29vbo3bs3Tp48qVVmypQp8PPzg4WFBZycnDBo0CBcvny50np1eR+sCZcuXcLQoUPh7e0NiUSCpUuXlltuxYoV8PHxgbm5Odq2bYvDhw8/su6DBw+ibdu2MDc3h6+vL1auXFmmzNatW9GkSRPI5XI0adIE27dvr3Lb27Ztw6lTp7SODRgwABKJBBs3bnxknI+jVieIPvnkE6xcuRLLly9HTEwMPv30U3z22Wf46quvNGU+/fRTLFmyBMuXL8fp06fh6uqKPn36ICtL/6lFZPwsrM0w5uMuGP5/HWAq12+BrhKqzEzknDz16ILl6BInh2+GOaQyCUxMa/XLjYiIyCiFX0xE10/2YcSaE5j2UxRGrDmBrp/sQ/jFxGprMycnBy1btsTy5csrLPOo31FzcnIQHBwMiUSCffv24ejRoygsLMTAgQMr/QvxwYMH8frrr+PEiROIiIiAUqlEcHAwcnJyyi0fFRWFN954A8uXL8dPP/30eBduADKZDK6urjAxefJLoa5duxadO3eGt7d3tbZTsgA7abOzs4Ozc/WuyZmbm4uQkJBKk4AjR45EVFQUwsPDER4ejqioKIwePVqrjBAC48ePx7Bhw3Rue/r06di+fTt++uknHDlyBNnZ2RgwYECNj95r1KgRli9fjgsXLuDIkSPw9vZGcHAw7t27pynTtm1brFu3DjExMdi1axeEEAgODq40dl3eB2tCbm4ufH198fHHH8PV1bXcMps3b8b06dMxZ84cREZGolu3bnjuueeQkJBQYb3x8fEYMGAAunXrhsjISLz//vuYOnUqtm7dqilz/PhxDBs2DKNHj8a5c+cwevRohIWFaSXkdGnbwcEBTk5OZWIYN26cVi6kWoharH///mL8+PFax55//nnx0ksvCSGEUKvVwtXVVXz88ceax/Pz84Wtra1YuXKlzu1kZGQIACIjI8MwgdeAwsJCsWPHDlFYWFjTodQpBQkJIrpZc3GhaWPx8pfNRMShDVU6P3bAQBEdECiyjx0TarW6zOPsN+PDPjNO7DfjxH4zPlXps7y8PBEdHS3y8vL0bu+vC3eF96zfhVepL+9/vv66cFfvunUFQGzfvl3rmC6/o+7atUtIpVKt3z8fPHggAIiIiAid209JSREAxMGDB8s8lpaWJnx9fQUAAUAoFAoRHR1dppxKpRJpaWlCpVJpjsXHx4vQ0FChUCiEtbW1ePHFF0VSUpLm8Xnz5omWLVuKlStXivr16wsLCwvxwgsviLS0NM3jJe2WfO3fv1/ExcUJACIyMlIIIcT+/fsFABEeHi5atWolzM3NRc+ePUVycrL4888/RWBgoLC2thbDhw8XOTk5mvb/+usv0aVLF2FrayscHBxE//79xfXr1zWPl25HCCGaN28uli9frnXtQUFB4s033xTvvPOOsLe3Fy4uLmLevHlaZXS9F2vXrhU+Pj5CIpEItVotAIiVK1eK/v37CwsLCxEYGCiOHTsmrl27JoKCgoSlpaXo1KmTVtzXr18XoaGhwtnZWSgUCtGuXbsyzwcvLy+xZMmSMn1WHgBixYoVIiQkRJibmwtvb2+xZcsWrTK3b98WYWFhws7OTjg4OIjQ0FARFxenVea7774TgYGBQi6Xi4CAAPH1119XeK9VKpWYOHGi8Pf3Fzdv3tTEUfp1MmbMGDFo0CCtY9OmTRNBQUGVXpMuSp5XJc/HEtHR0QKAOHHihObY8ePHBQBx+fLlMvWU9O2jpKenC1NTU/HTTz9pjt25c0dIpVIRHh6uOVbea620pUuXCh8fHyGTybReP4a4L0L8+9l3z549FZY5d+6cAKD13KxMef2ri5LnztatW0WPHj2EhYWFaNGihTh27FiV6yqPl5eX+OKLL8oc79Chg3jllVe0jgUGBor33nuv3HpUKpWYOnWqCAwM1Do+ZcoU0alTJ833YWFhIiQkRKtM3759xfDhw6vcdnnvYTdv3hQARGxsbLlxVvZzVdecR63exaxr165YuXIlrl69ikaNGuHcuXM4cuSIZphYXFwckpKSEBwcrDlHLpcjKCgIx44dw5QpU8qtt6CgAAUFBZrvMzMzARRn+401418St7HGX52EWkAIAalMjxE8Li4wcXFBSt5dJBcK7I/5EUGdXtTpVKVSiVuyVFi4WyPLBDBTll2DiP1mfNhnxon9ZpzYb8anKn1WVFQEIQTUanWZETO5hcU/My1MZZpdWQqVaijVasikEshNZFCpBeb/Go3yJpMJABIA83+9hF6BzpBJJVr1mpvIIP3nWJFKDVN9fkd4SOlruHHjBpKSktC7d2/NcVNTU3Tv3h1Hjx7FpEmTkJeXB4lEAlNTU00ZMzMzSKVSHD58GM8++6xObaelpQEoHp1RehmGMWPG4MaNG5pjOTk5GDp0KE6cOAErKyutsiX/qtVqCCEwePBgKBQK7N+/H0qlEm+88QaGDRuGffv2acpev34dW7Zswc6dO5GZmYlJkybhtddew48//ogZM2YgOjoamZmZ+O677wAU/1X87t27WvesJOb58+fjyy+/hKWlJYYPH46wsDCYmZnhxx9/RHZ2NoYOHYovv/wS7777LgAgKysL06dPR/PmzZGTk4N58+ZhyJAhOHv2LKRSqabekjbS0tJw8eJFtGnTpszzbf369Xjrrbdw/PhxHD9+HOPHj0fnzp3Rp0+fKt2LzZs34+eff4ZMJtO0sXDhQnz++ef4/PPP8d5772HkyJHw9fXFrFmz0KBBA0ycOBGvv/46/vzzTwDFn0tCQkKwYMECmJub4/vvv8fAgQMRExODBg0aVNhnlZk7dy4WLVqEL774Aj/++CNGjBiBJk2aoHHjxsjNzUXPnj3RtWtXHDhwACYmJvjwww8REhKCqKgomJmZYc2aNfjggw/w5ZdfonXr1oiMjMSUKVNgYWGBMWPGaN3r/Px8jBo1Cjdu3MChQ4fg7Oxcpi8evobS8ZdcV8mxjz76CB999FGl1/fHH3+gW7duWscqavPo0aOwtbVF+/btNcc7dOgAW1tbHDlyBP7+/lr1lI6nIqdPn0ZRUZHWa97V1RXNmjXD0aNH0adPH636Kuq3ffv2Yfr06Vi0aBGef/55nDp1Cq+++ir69euHCRMmQK1WY8OGDXj11Vcrjeebb77BqFGjyhwvLCzEqlWrYGtri+bNm5cbQ05ODr777jv4+PjAw8ND5zVvynsv1+UcAJgzZw4+/fRT+Pv74//+7/8wYsQIXL16FSYmJkhISHjklNRRo0bhm2++Kfex0ve6sLAQf//9N959912t43369MGxY8fKvQYhBE6fPo0+ffqUOWft2rUoKCiAqakpjh8/junTp2uVCQ4OxrJly6BWq6vUdnnPYU9PTzg7O+PgwYPljoQsef8ub5t7XX+XqtUJolmzZiEjIwOBgYGQyWRQqVT48MMPMWLECABAUlISAMDFxUXrPBcXF8THx1dY70cffYQPPvigzPHdu3fD0lK/tWZqi4iIiJoOoVbJumGKrJtmsPUvgMJTv0WipRPG41zOCTQuugUf616aH+CPkleYjQ+HFA8jn33zOhR3Uyosy34zPuwz48R+M07sN+OjS5+ZmJjA1dUV2dnZKCws1Hqs1cdHAQD7pnaAg6UpAGDNsVv4+lAChrR0wbznGuJ0fAaSMvMrrF8ASMoswIFLt9HeyxYA0HPZSaTlKfHLhNZo6FT8O9/WqCQMbVX+NARd5eXlaf7gCBSvLQQAlpaWWscdHBxw69YtZGZmomnTprC0tMSMGTMwd+5czZpFarUa8fHxWudVeI1CYNq0aejUqRMaNGigdc7SpUvx66+/ljknJiYG48aNw9q1a8s8VjL9bf/+/Th//jyioqJQv359AMDXX3+Nzp0748CBA2jTpg0KCgqQn5+PL7/8Eh4eHgCKf8ceNmwY5s2bBxcXF5iYmEAmk2l+v87Pz0d2djaA4g+hmZmZyM3NBQC89957aN68OYDiKUALFixAZGSk5kPQwIEDsWfPHrzyyisAoPnAXeKLL76Av78/Tp06hSZNmpRpJzo6GkIIWFtba90npVKJJk2aaNZoGjx4ML766iv89ddf6Nixo873orCwEF9//TUcHR217uWIESMQEhICAHj99dcRHByMt99+G507dwYATJw4EW+88YYmJh8fH/j4+Gjie+edd7Bt2zZs2bJFs7i2Wq3W/LFbl2U1QkNDERYWBgCYOXMmdu3ahSVLlmDx4sX48ccfAQCLFy/WJGOXLl0Kb29v/Pnnn3j22WexcOFCLFiwAL179wYA9O7dG6+++iq++eYbDBkyRHOvk5OT8fbbbyMvLw87duyAubm51r0u/TopKiqCUqnUOlZYWKh1bOTIkXjuuecqvT43N7cyr5eS51VWVhak0n8TwPHx8XB0dCxT3tHRsdzXXUFBAVQq1SNfj3FxcTAzM4NMJtMqW69ePSQkJJQ5v6J+++qrr9CrVy9NAmjgwIE4c+YM9u7di44dOyIzMxM9evTAoUOHKo3HyclJq83w8HBMnDgRubm5cHV1xbZt22BmZqZV5ttvv8X8+fORk5ODRo0aYevWrcjPz0d+fsXvsw8r3b+6KHnuvPbaa5ok38yZM9G5c2dERUWhUaNGsLKyeuT1ln5dlyhJWj78WGJiIlQqFaysrLSO29ra4u7duxVeQ0pKCmxtbbUet7KyglKpRFxcHFxdXZGUlFQmFmtrayQlJSEzM7NKbZd+Dyvh6uqKq1evlhtnYWEh8vLycOjQIShLDU4oeU08Sq1OEG3evBk//vgjNm7ciKZNmyIqKgrTp0+Hu7s7xowZoylX8mZWQghR5tjDZs+ejRkzZmi+z8zMhKenJ4KDg2FjY2P4C3kCioqKEBERgT59+sDU1LSmw6k1zoYn4MyVeNiZ1Eeffk30ricEL1T5nNSMJCz/Ywl87z4DZ4/WaNzKDc7e2s8v9pvxYZ8ZJ/abcWK/GZ+q9Fl+fj5u3boFKysrmJubl1vG2soKNlZyAIC5vPhfM1NT2NjYIEedrVNMOWqZ5ve7kt8PrawUsLGxBgBYWGQ89u9/FhYWWnUoFAoAgI2NjdZxExMTmJiYaI5v2bIFr7/+OlatWgWpVIrhw4ejTZs2ZeqryBtvvIGYmBgcOnSoTHl3d/cKz3N3d9cqL4RAVlYWrK2tIZFIkJCQAE9PTzRp8u/vTh06dICdnR0SEhLQo0cPyOVyNGjQAI0bN9aU6dWrF9RqNe7evQt/f3+YmppqrrdEycglhUIBGxsbTfKoU6dOmnINGjSApaUlWrRooTnP09MT586d05SJjY3Ff/7zH5w8eRKpqamav7A/ePAANjY2ZdopSRKULAj+cJ+0aNFC65iHhwcyMoqfF7reCy8vL/j6+pa51+3atdPUXfJ4+/btNce8vb01H8BtbGyQk5ODBQsW4I8//sDdu3ehVCqRl5eHe/fuac6RSqWQ//N6KOmzynTv3l3r+rp06aK5l9HR0bhx4wY8PT21zsnPz0diYiIKCgpw584dTJ06VWuhc6VSCVtbW617PXnyZNSvXx979uwp94/upZ/X5T0/zMzMtI7Z2NjAy8ur0usrT0n71tbWWvWbm5tDJpOVeb1IJJJyX3dyubzc8uVdW0m8Dyvpq5LjpV9rpd28eRNDhw7Vqqdnz55YsWIFLC0tNfemJCmrq/79++Ps2bNITU3Ft99+iwkTJuD48eNaa0JNmDABAwcORGJiIhYvXoyJEyfi8OHDFb4/l3cPqvpeWvLc6dChg+bcklFcubm5mmMODg5VqreEVCqFubm5VlwliRcrKyut45X1dcnIr9J1lTzPHn6vt7S0LPOck0gksLGxqVLbpd/DHj6uUqnKjTM/Px8WFhbo3r17mX7TNXlXqxNE77zzDt577z0MHz4cANC8eXPEx8fjo48+wpgxYzSLTiUlJcHNzU1zXkpKSplRRQ+Ty+WaN9WHmZqaGv0voHXhGgypcWd3uPrYoX6APWSPuUi0EALqnBzIHhqSXRk3R08cGfM3di6NxJVjKWgQ6AhT//L7hv1mfNhnxon9ZpzYb8ZHlz5TqVSQSCSQSqVaf+EHgOgFfQFoTzGbEtQQE7r5QiYtPsfFxkKnWFxsLDT1H3mveNrWw1PMXmznWab9qip9DSXJmZSUFK0Pcvfu3YOrq6umbEhICGJjY5GamgoTExPY2dnB1dUVvr6+j4zpzTffxG+//YZDhw5pTT0qMXnyZBw7dgzr16/XOt65c2csWbJEq/6S5EpJf5T+fwkhBGQyGaRSqaZfHi5TMqXh4TKl6yn5f8k9K/leLpdr/i+TyWBqalrmPLVarTk2aNAgeHp6Ys2aNXB3d4darUazZs2gVCq16i35f8kH4YyMjDKfE0qm9j3clhCiSvdCoVCU22elr6uiYyXtzpo1C7t27cLnn3+Ohg0bwsLCAi+88AKKioq06i+5/+XFVlrp5+fD/SKEQNu2bbFhw4Yy5zk5OWmSV2vWrEHHjh21Hi+5/pK6+/Xrhx9//BGnTp0qd4pkZXGUKHkulhxbtGgRFi1aVOn1/fXXX2WmmJXu/xJubm5ITk4uc89KvzYfjvHh+iri7u6OwsJCZGRkwN7eXqveLl26aM4v77X2sJIppw8/VvJcNDExgVQqxYYNGypcSqXEqlWrtKaYWVtbw9raGo0aNcIzzzwDf39/rFu3DrNnz9aUsbe3h729PQICAvDMM8/A3t4eO3fu1MzeeZTy3st1OQeo/DWRkJCglaAtz0svvVTujmJA2Xvt7OwMmUyGlJQUreP37t2Di4tLudegVqvh7Oxc5rlT8t7t5OQEqVQKV1fXMvWmpqZq6q1K2xU9hx88eABnZ+dy4yx5PyrvZ7Cuv0fV6gRRbm5umQt/eE6vj48PXF1dERERgdatWwMoHlZ18OBBfPLJJ088Xqp9bBwtYOOo2y+Qlcnatw+JCxbinps5wnuo8MHE8EeuaSSUSsT26w8H+5ZwCRuPeh66JZaIiIiedpZmZX9FNTORwuyhDXg7+DjAzdYcSRn55a5DJAHgamuODj7//uW5vHofd/2h8lT1d9SSaUn79u1DSkoKQkNDK6xbCIE333wT27dvx4EDB7SmI5X2zTff4OzZs7hw4QKA4g/8W7ZseeQHhSZNmiAhIQG3bt3SjCyJjo5GRkaG1oihhIQE3L17V5MQO378OKRSKRo1agSgOPFSHTs43b9/HzExMVi1apUmMXDkyJFKz/Hz89OMmCmJTxe63gtDOXz4MMaOHYshQ4YAKB7tcPPmzceq88SJE3j55Ze1vi95XrZp0wabN2+Gs7NzuSMSbG1t4eHhgRs3bpS7ps3DXn31VTRr1gyhoaH4448/EBQU9MjYSpYMKfHwmlkA8Morr2imx1WkKqNpOnfujIyMDJw6dQodOnQAAJw8eRIZGRl45plndK6ntLZt28LU1BQRERGaeBMTE3Hx4kV8+umnOtfTtGlTHD16VOvY0aNH0ahRI83n4tDQ0DLJutIqGywBFL+PPLwmr75lngR3d3dERUVVWqYqI5fMzMzQtm1bREREaF5nQPHU6EGDBlV4Xvv27ctMn969ezfatWuneU/t3LkzIiIi8NZbb2mVKXlu6dt2ifz8fMTGxmpev9WhVieIBg4ciA8//BANGjRA06ZNERkZiSVLlmD8+PEAirOBJYt4+fv7w9/fH4sWLYKlpSVGjhxZw9FTXSKzs4cqKQnIBnb2lcHhp9dgam4FZ5sGGBw0BWZmZUekZaeloyghAY4JCQj4fiGk5YxaIyIiIv3IpBLMG9gEr/54FhJAK0lUMnFj3sAmmgWqDSk7OxvXr1/XfB8XF4eoqCg4ODigQYMGOv+Oum7dOjRu3BhOTk44fvw4pk2bhrfeegsBAQGaMr169cKQIUPwxhtvAChex2bjxo3YuXOnZm0LoPiDfMk0lxIWFhbYunUr2rVrh5ycHGzatEmzjk5levfujRYtWmDUqFFYunQplEolXnvtNQQFBaFdu3aacubm5hgzZgw+//xzZGZmYurUqQgLC9OM8vf29sauXbtw5coV1KtXD7a2tnrc7bLs7e1Rr149rF69Gm5ubkhISMB7771X6TlSqRS9e/fGkSNHMHjwYJ3b0vVeGErDhg2xbds2DBw4EBKJBHPnzq3ywr+l/fzzz2jXrh26du2KDRs24NSpU5o1qEaNGoXPPvsMgwYNwoIFC1C/fn0kJCRg27ZteOedd1C/fn3Mnz8fU6dOhY2NDZ577jkUFBTgzJkzSEtL01q2Ayge2aZSqTBgwAD89ddf6Nq1a6WxnTp1CmvWrEGvXr2wb98+7Nq1C35+frh58ya8vb3h4OBQpelFSUlJSEpK0rw+L1y4AGtrazRo0AAODg5o3LgxQkJCMGnSJKxatQpA8Wi7AQMGaL3url+/juzsbCQlJSEvL0+ToGjSpAnMzMxw584d9OrVC99//71mkesJEybg7bffRr169eDg4ICZM2eiefPmmrWbdPH222+jTZs2WLhwIYYNG4bjx49jxYoVmliBf0cD6SInJwcffvghQkND4ebmhvv372PFihW4ffs2XnyxeOOdGzduYPPmzQgODoaTkxPu3LmDTz75BBYWFujXr5+mrtLvRY96HzQUExMTNGzYUOfyhYWFiI6O1vz/zp07iIqKgpWVlaaeGTNmYPTo0WjXrh06d+6M1atXIyEhQbPGWXnGjx+Pb7/9FjNmzMCkSZNw/PhxrF27Fps2bdKUmTZtGrp3745PPvkEgwYNws6dO7Fnzx6tBLY+bZc4ceIE5HK5Zg2zalHpHmc1LDMzU0ybNk00aNBAmJubC19fXzFnzhxRUFCgKaNWq8W8efOEq6urkMvlonv37uLChQtVaofb3NdtykKViIyIFz9/dFrEHL8rbl9+IFSqslvOV0atUonMvftE2NetRbvvmohm/2um+erxbROxasf7Zc7ZvXed+GyOr/hmZuNyt7gXgv1mjNhnxon9ZpzYb8bnSW9zL0TxVvedFu3R2ua+06I91brFfckW2qW/xowZoymjy++os2bNEi4uLsLU1FT4+/uLxYsXl/mdwcvLS2vb9fLaBSDWrVtXYbzbt28XixYtqvDxx9nmfsWKFcLd3V2Ym5uL559/Xjx48EBTJiUlRfTp00dYWVk9cpv7h7cjX7dunbC1tdWKsfR24xEREaJx48ZCLpeLFi1aiAMHDmhttV3eFtHh4eHCw8ND6zqDgoLEtGnTtNoaNGiQVl/qei9KezieimIqff1xcXGiZ8+ewsLCQnh6eorly5eXibGq29x//fXXok+fPkIulwsvLy+xadMmrTKJiYni5ZdfFo6OjkIulwtfX18xadIkrc9GGzZsEK1atRJmZmbC3t5edO/eXWzbtq3C61q8eLGwtrYWR48eLfdeCFG8zf2zzz4r+vbtK8zMzESHDh3E999/L6ytrcWrr75a6XVVZN68eY98fdy/f1+MGjVKWFtbC2trazFq1Cit558Qxc+L8uqJi4vTuub9+/drzsnLyxNvvPGGcHBwEBYWFmLAgAEiISGhTL0jRoyotN927NghmjZtKkxNTUWDBg3E4sWL9boXJTENGTJEuLu7CzMzM+Hm5iZCQ0PFqVOnNGXu3LkjnnvuOeHs7CxMTU1F/fr1xciRI8Xly5e16ir9XqTL++C8efOEl5dXhfGV99xJS0src2+roqTO0l9BQUFa5b7++mvh5eUlzMzMRJs2bcTBgwe1Hn849pL3yH379onWrVsLMzMz4e3tLb755psy7f/8888iICBAmJqaisDAQLF169YyZR7V9sPX8fC9mTx5spgyZUqF126Ibe4lQojyRuU+VTIzM2Fra6tZjM4YFRUV4c8//0S/fv24TkMp1/9Owa5vL2r9aVFhJ0e3Yf7wa+1c8YmlrN45B8vTdhZX89CicpJ/XkJv2A/C5EEfao5v2b0YCxP/B/9cBTaNPQJT+b/rHZRgvxkf9plxYr8ZJ/ab8alKn+Xn5yMuLg4+Pj46L4JaEZVa4FTcA6Rk5cPZunhaWXWMHKqr1Go1MjMztRZzfpT58+djx44dj5z6UZsIIdCpUydMnz5d53VVaitd+0wikWD79u1VGjVVHcqLY+zYsUhPT8eOHTtqLK4nzdvbG++++y5eeeWVx177zBiMHTsWAPC///2vRuPQx8Ox6/Me+bhu3rwJHx8fREZGolWrVrh37x4CAwNx5syZCqcWV/ZzVdecR91/VtJTLTYyBbvWaCeHACAnvQDhqy4iNrLirecfVlhYgE2pO8okhwBA/PP9T6k7UFj47zzdrp2HY1abGegTuxDfvnUI92/rttsKERERVY1MKkFnv3oY1MoDnf3qMTlE5ZJIJFi9enWZ7Z/pyRgxYoROUxzrqsuXL8Pa2lqzAdPT4ODBg1i4cGFNh6GXmoz9ueeeQ9OmTbWOxcXFYcWKFZWuO2cItXoNIqLHoVYLHN58rdIyR7Zcg09LpzIje0rbcXAVUk2k6HJJjR7nVDjnK0GatQRpVkCMpwRCKsE9Ewl2HFyFsD5TAQDOSkuE3nHDliIZCoDH3kWNiIiIiB5Py5Yt0bJly5oOwyC2bNlSZg2gEl5eXrh06dITjqhi164V/07+8A5VT5vAwECcO3dO5+3G64K4uLiaDkFvNRn7t99+i7y8PADQrOfUoUMHzcLq1YkJIqqzEq+lIye98pX3s9MKkHgtHR4B9pWWS8lMAAAEXVCjZTzQMr5kOiuQag38r48UpwKkmnIAUHj9Ou5Mfws9fHzg89vvj0xCERERERmL+fPnY/78+TUdxlPtueeeQ48ePSrcLh0onlZXG5S3yLAxTjsiehKqsjOfoTFBRHVWTqZu2zLqUs7ZpgE6/K1Gy7jitNDDqR6HLODtbWosfh5w7vnviv2RF4/C1N0aEltTNDTh6CEiIiIiMhxra2t4eHg8FWvZENGTwXcTqrMUNrptK69LuUFdJ2LC7uItRkuPA5KiOGk0PkKNQV0nao5HSI9jwpg8fPvsfR0jJiIiIiIiIqoZTBBRneXmbweFXeXJHyt7Odz87R5Zl/L8Rdhnl00OlZCieCSR8vzFf+t2bgBLlRxeKcNwbNt1qFVq3YMnIiIiIiIieoKYIKI6SyqVoNsw/0rLdA3z12ltIOW9ezq1+XC5mc99hgMvHoPt7aaI3J0ACdcgIiIiIiIiolqKCSKq0/xaOyNkSrMyI4ms7OUImdIMfq2ddarHxMmpyuUydu5EwpjRaOx4D637NIBEwgQRERERERER1U5cpJrqPL/WzvBp6VS8q1lmARQ2cijs5ahKvsayXVuYuLpCmZwMlLcbhEQCExcXWLZrqzn0IC4e6ujzaOjviwZDhxngSoiIiIiIiIiqB0cQ0VNBKpXAI8Aejdq7IvlmJjb85wTO/BWv8/kSmQwu78/+55tSmaV/vnd5fzYkMpnm8G+5P+PgwEKccEl57PiJiIiIiIiIqhMTRPTUcfGxASRAQU5Rlc6zCQ6Gx7KlMHFx0Tpu4uICj2VLYRMcrHU80jEfK5paId7ZnAtUExERVSe1Cog7DFz4pfhftaqmI6p1VKracU9u3rwJiUSCqKioGmln7ty5mDx5crW2Xd28vb2xbNmymg5DQ5c+lUgkkEgksLOze2JxEdVGY8eO1bweduzYAQC4cOEC6tevj5ycnJoNDkwQ0VPIvaEdxn7cBf1ebVHlc22Cg9Fw7x40WL8e7p9/DvdlS+Hyn7mw7t0bBfn5WmVH9voPXnN4DZZHhmLTglOGCp+IiIgeFv0rsLQZsH4AsHVC8b9LmxUfryaHDh3CwIED4e7urvVL/sOEEJg/fz7c3d1hYWGBHj164NKlS1plYmNjMWTIEDg5OcHGxgZhYWFITk6utO2PPvoI7du3h7W1NZydnTF48GBcuXKl0nPWrl2L6dOnV/UyH9vYsWMxePBgrWOenp5ITExEs2bNnng8ycnJWLZsGd5///0n3jYB69atw9WrV6u1jdWrV6NHjx6wsbGBRCJBenp6mTJpaWkYPXo0bG1tYWtri9GjR5cpl5CQgIEDB0KhUMDR0RFTp05FYWFhpW336NFD88G/5Gv48OEGvDr9zJ8/H4GBgVAoFLC3t0fv3r1x8uRJrTK63LfSlEol/u///g8+Pj6wsLCAr68vFixYALW6Zv8wfunSJQwdOhTe3t6QSCRYunSpTudduHABQUFBsLCwgIeHBxYsWABRammRgwcPom3btjA3N4evry9WrlxZpp6tW7eiSZMmkMvlaNKkCbZv3671+LJly5CYmKh1rHnz5ujQoQO++OKLql1sNWCCiJ46EqkEClv5owtWdL5MBkXHDrBo1hR3p7+FhKlvYviKZlj1y3Stcl3zfNEzLwAAYGLGlxoREZHBRf8KbHkZyLyrfTwzsfh4NSWJcnJy0LJlSyxfvrzCMp9++imWLFmC5cuX4/Tp03B1dUWfPn2QlZWlqSM4OBgSiQT79u3D0aNHUVhYiIEDB1b6AevgwYN4/fXXceLECURERECpVCI4OLjCvzxHRUXhjTfewPLly/HTTz893oUbgEwmg6urK0xMnvxSqGvXrkXnzp3h7e1dre0UFVVtlPrTws7ODs7Oum0Qo6/c3FyEhIRUmgQcOXIkoqKiEB4ejvDwcERFRWH06NGax1UqFfr374+cnBwcOXIEP/30E7Zu3Yq33377ke1PmjQJiYmJmq9Vq1YZ5LoeR6NGjbB8+XJcuHABR44cgbe3N4KDg3Hvod2XdblvpX3yySdYuXIlli9fjpiYGHz66af47LPP8NVXX1XHZegsNzcXvr6++Pjjj+Hq6qrTOZmZmejTpw/c3d1x+vRpfPXVV/j888+xZMkSTZn4+HgMGDAA3bp1Q2RkJN5//31MnToVW7du1ZQ5fvw4hg0bhtGjR+PcuXMYPXo0wsLCtBJytra25cY1btw4fPPNNzU/2lOQyMjIEABERkZGTYeit8LCQrFjxw5RWFhY06EYlaJCpVAWqfQ6V61Wi+shz4kDz7YRfRY3FWO/aa31+K3p08WlgMYi+bsfREFuUbl1sN+MD/vMOLHfjBP7zfhUpc/y8vJEdHS0yMvLK/tgQXbxl1r977GiguJjRfnF36uUQiwOFGKeTQVftsWPq5Rl61U99LNf+XjPLwBi+/btWsfUarVwdXUVH3/8seZYfn6+sLW1FStXrhRCCLFr1y4hlUq1fv988OCBACAiIiJ0bj8lJUUAEAcPHizzWFpamvD19RUABAChUChEdHR0mXIqlUqkpaUJ1UP3JT4+XoSGhgqFQiGsra3Fiy++KJKSkjSPz5s3T7Rs2VKsXLlS1K9fX1hYWIgXXnhBpKWlaR4vabfka//+/SIuLk4AEJGRkUIIIfbv3y8AiPDwcNGqVSthbm4uevbsKZKTk8Wff/4pAgMDhbW1tRg+fLjIycnRtP/XX3+JLl26CFtbW+Hg4CD69+8vrl+/rnm8dDtCCNG8eXOxfPlyrWsPCgoSb775pnjnnXeEvb29cHFxEfPmzdMqo+u9WLt2rfDx8RESiUSo1WoBQKxcuVL0799fWFhYiMDAQHHs2DFx7do1ERQUJCwtLUWnTp204r5+/boIDQ0Vzs7OQqFQiHbt2pV5Pnh5eYklS5aU6bPyABArVqwQISEhwtzcXHh7e4stW7Zolbl9+7YICwsTdnZ2wsHBQYSGhoq4uDitMt99950IDAwUcrlcBAQEiK+//rrCe61SqcTEiROFv7+/uHnzpiaO0q+TMWPGiEGDBmkdmzZtmggKCqr0mnRR8rwqeT6WiI6OFgDEiRMnNMeOHz8uAIjLly8LIYT4888/hVQqFXfu3NGU2bRpk5DL5ZV+XgwKChLTpk2rNK7yXmulLV26VPj4+AiZTKb1+jHEfRHi38++e/bsKfNYRfetPP379xfjx4/XOvb888+Ll156SedYSp47W7duFT169BAWFhaiRYsW4tixYzrXURkvLy/xxRdfPLLcihUrhK2trcjPz9cc++ijj4S7u7tQq9VCpVKJqVOnisDAQK3zpkyZIjp16qT5PiwsTISEhGiV6du3rxg+fHiZNku/JgoKCoRcLhd79+7V8erKquznqq45Dw5roKfWiR2xWPfOEcSdS9XrfIlEAp+tv8B+zdfo0+BZLArbqfX4jfvXke9khSxZEcwsuGEgERGRzha5F3/l3v/32LFlxcf+nFn8ffyxsiOHtIjix+OP/XtoafPiOlIfmpIVtcGgoQNAXFwckpKSEPzQ+oRyuRxBQUE4dqw4noKCAkgkEsjl/45qNjc3h1QqxZEjR3RuKyMjAwDg4OCgdVwIgbFjx+LGjRuaYzk5ORg6dCiys7MrrVMIgcGDB+PBgwc4ePAgIiIiEBsbi2HDtHdlvX79OrZs2YLffvtNMxLj9ddfBwDMnDkTYWFhCAkJ0YymeOaZZypsc/78+Vi+fDmOHTuGW7duISwsDEuXLsXGjRvxxx9/ICIiQmtkQk5ODmbMmIHTp09j7969kEqlGDJkSIWjr9LS0nDx4kW0a9euzGPr16+HQqHAyZMn8emnn2LBggWIiIjQ615s3bpVay2ehQsX4uWXX0ZUVBQCAwMxcuRITJkyBbNnz8aZM2cAAG+88YamfHZ2Nvr164c9e/YgMjISffv2xcCBA5GQkFDhvXuUuXPnYujQoTh37hxeeukljBgxAjExMQCKR1v07NkTVlZWOHToEI4cOQIrKyuEhIRoplStWbMGc+bMwYcffoiYmBgsWrQIc+fOxfr168u0VVhYiLCwMJw5cwZHjhyBl5eX3nEDwKJFi2BlZVXp1+HDh3Wu7/jx47C1tUXHjh01xzp16gRbW1vNa/P48eNo1qwZ3N3dNWX69u2LgoIC/P3335XWv2HDBjg6OqJp06aYOXOmZsSgrvbt24fp06dj8uTJiImJwY8//giFQoGwsDDMmTNH08aj7smGDeW/rxUWFmL16tWwtbVFy5YtqxRbaV27dsXevXs10wbPnTuHI0eOoF+/flWua86cOZg5cyaioqLQqFEjjBgxAkqlEkDxdL9HXe8rr7zyWNdy/PhxBAUFab0f9+3bF3fv3sXNmzcBAKdPn0afPn20zuvbty/OnDmjGTV4/Phxrff9kjIlz63KmJmZoWXLllV6PlcHfmqlp5YQQGG+CgnR99GwrX7DXaWWlmjh2wktfDuVeeyDoBtI6SXFZ/5m8HvcYImIiEhbduVr9VS5nAElJSUBAFxKbWzh4uKC+PjiXVQ7deoEhUKBWbNmYdGiRRBCYNasWVCr1WXWp6iIEAIzZsxA165dy6zp8+mnn2Lnzp1lzomJicGkSZOwadOmCuvds2cPzp8/j7i4OHh6egIAfvjhBzRt2hSnT59G+/btAQD5+flYv3496tevDwD46quv0L9/fyxevBiurq6wsLBAQUGBTtM8/vvf/6JLly4AgAkTJmD27NmIjY2Fr68vAOCFF17A/v37MWvWLADA0KFDtc5fu3YtnJ2dER0dXe76RvHx8RBCaH3oL9GiRQvMmzcPAODv74/ly5dj79696NOnj873orCwED/88AOcnJy06h43bhzCwsIAALNmzULnzp0xd+5c9O3bFwAwbdo0jBs3TlO+ZcuWWh/c//vf/2L79u349ddftRJJVfHiiy9i4sSJAIoTViXJthUrVuCnn36CVCrFt99+C8k/O/OuW7cOdnZ2OHDgAIKDg7Fw4UIsXrwYzz//PADAx8cH0dHRWLVqFcaMGaNpJzs7G/3790deXh4OHDgAW1tbveJ92CuvvKK5fxXx8PDQub6kpKRyp7k5OztrXrdJSUllXrv29vYwMzPTlCnPqFGj4OPjA1dXV1y8eBGzZ8/GuXPnNMlGXaxYsQIhISF47733ABQ/H8+fP4/w8HBNciI0NFQrwVWe0vH//vvvGD58OHJzc+Hm5oaIiAg4OjrqHFd5Zs2ahYyMDAQGBkImk0GlUuHDDz/EiBEjqlzXzJkz0b9/fwDABx98gKZNm+L69esIDAyEu7v7Ixe1t7Gx0ecSNJKSkspMPS25h0lJSfDy8kJKSkq57+lKpRKpqalwc3Mr97nj4uJS6fPmYR4eHpqEVE1hgoieWk27ucOrWT24+T3+Dy9RVATlgwcwfegNQWliAZcsN+Rddsc102T4t3OppAYiIiLSeP+fkUGmlv8ee2Ya0Ok1QPrPr69WOv5cfbjc9AvF/5pY/Hus1Sj943yEkg/cJYQQmmNOTk74+eef8eqrr+LLL7+EVCrFiBEj0KZNG8hkMp3qf+ONN3D+/PlyRxzVq1evwvNKJzFKi4mJgaenpyYhAgBNmjSBnZ0dYmJiNEmRBg0aaJJDANC5c2eo1WpcuXJF57U/SrRo8e/mIS4uLrC0tNQkh0qOnTr176YfsbGxmDt3Lk6cOIHU1FTNyKGEhIRyE0R5eXkAikdpVdY2ALi5uSElJQWA7vfCy8ur3Pta+rqA4gVpHz6Wn5+PzMxM2NjYICcnBx988AF+//133L17F0qlEnl5eY81gqhz585lvi/5wP3333/j+vXrsLa21iqTn5+P2NhY3Lt3D7du3cKECRMwadIkzeNKpbJMAmjEiBGoX78+9u7dC0tLSxiCg4NDmdFxj6v06xLQfm3qWqa0h+9Ps2bN4O/vj3bt2uHs2bNo06aNTrFdu3YNL7zwgtaxLl26YMmSJVAqlTAxMYG1tXWZ/nqUnj17IioqCqmpqVizZo1mXZzHWRNq8+bN+PHHH7Fx40Y0bdoUUVFRmD59Otzd3bUSh7p4+HXi5uYGAEhJSUFgYCBMTEzQsGFDvePUVXnv16WP61umsufNwywsLJCbm6t70NWAU8zoqWXjaAF3fztIpLq9YCuSfeQornXrjr/HvoDJK9vh+JlwAMDBMWfwWeBy3D0pEBd17xG1EBERkYaZovjr4V+qTcyKj5n8MwXA6xnAxh1ART/HJYCNR3G50vVKH/oVWGZq6Og1yZHSfzUu/Rfo4OBgxMbGIiUlBampqfjhhx9w584d+Pj4PLKNN998E7/++iv279+vlaQpMXHixHI/pHXu3BmLFy+utO6KPtA86oNOyWO6fhh6mKnpv/0gkUi0vi859vD0sYEDB+L+/ftYs2YNTp48qVkEtqKdpkpGS6SlpVXadum2dL0XCoVCp+uq6FhJe++88w62bt2KDz/8EIcPH0ZUVBSaN2/+yB20qurhdtu2bYuoqCitr6tXr2LkyJGauNasWaP1+MWLF3HixAmtOvv164fz58+XOV4VpRfoNfQUM1dX13J3Crx3757mtenq6lrmtZuWloaioqIyo0Mq06ZNG5iamuLatWs6n2NqalrmHqhUKkilUkj/ed/SZ4qZQqFAw4YN0alTJ6xduxYmJiZYu3atznGV55133sF7772H4cOHo3nz5hg9ejTeeustfPTRR1Wuq7LXxJOYYlZen5ckiUv6tXelpAAAb9JJREFU/OFRZg+XMTEx0STkK6pH1+fNgwcPHpnAr24cQUT0mOQ+3lClp0NaJMFZmRQeUd+gc7sQ3J46DeoMUzR9JgyuTSv+Kx4RERHpQSoDQj4p3q0MEhSv41rinw/uIR8Xl3vCSqaZREREoHXr1gCKExcHDx7EJ598UqZ8SfJi3759SElJQWhoaIV1CyHw5ptvYvv27Thw4EClyaRvvvkGZ8+exYULxSOnnJycsGXLljIJkdKaNGmChIQE3Lp1SzNyJjo6GhkZGWjcuLGmXEJCAu7evauZtnX8+HFIpVI0atQIQPGaGtWxI8/9+/cRExODVatWoVu3bgDwyHWb/Pz8YGNjg+joaE18utD1XhjK4cOHMXbsWAwZMgRA8bStx51ycuLECbz88sta35c8L9u0aYPNmzfD2dm53Gk6tra28PDwwI0bNzBqVOWj7V599VU0a9YMoaGh+OOPPxAUFPTI2Ep/mH54zSzA8FPMOnfujIyMDJw6dQodOnQAAJw8eRIZGRmaNbI6d+6MDz/8EImJiZrRLLt374ZcLkfbtm11buvSpUsoKirS1KGLpk2b4ujRo1rHjh49ikaNGmkSRPpMMStNCIGCggKd4ypPbm6uJqYSMpnM4NvcP4kpZp07d8b777+PwsJCmJmZASjuc3d3d3h7e0MIgfbt25eZLrh79260a9dO857auXNnRERE4K233tIqU9n6aw+7ePFimRFkTxoTRPRUU6sFInfHI/bsPYROawVzRdX/imjq4QHvnzbh+9vb0S31LHq3fRUqlRrZUedgmZKMJu+MhUUz3X8wEBERkY6ahAJh3wPhs7QXrLZxL04ONak40fI4srOzcf36dc33cXFxiIqKgoODAxo0aACJRILp06dj0aJF8Pf3h7+/PxYtWgRLS0uMHDlSc966devQuHFjODk54fjx45g2bRreeustBAQEaMr06tULQ4YM0aw/8/rrr2Pjxo3YuXMnrK2tNR+wbW1tYWHx0NQ5FE9X2Lp1K9q1a4ecnBxs2rSp3NFGpfXu3RstWrTAqFGjsHTpUiiVSrz22msICgrSWuTZ3NwcY8aMweeff47MzExMnToVYWFhmhFU3t7e2LVrF65cuYJ69eoZZE0aoHg9mHr16mH16tVwc3NDQkKCZs2WikilUvTu3RtHjhzB4MGDdW5L13thKA0bNsS2bdswcOBASCQSzJ0797E/cP/8889o164dunbtig0bNuDUqVOa0SOjRo3CZ599hkGDBmHBggWoX78+EhISsG3bNrzzzjuoX78+5s+fj6lTp8LGxgbPPfccCgoKcObMGaSlpWHGjBlabb355ptQqVQYMGAA/vrrL3Tt2rXS2E6dOoU1a9agV69e2LdvH3bt2gU/Pz/cvHkT3t7eVZ5ilpSUhKSkJM3r88KFC7C2tkaDBg3g4OCAxo0bIyQkBJMmTdJsQT958mQMGDBA87oLDg5GkyZNMHr0aHz22Wd48OABZs6ciUmTJmkSEXfu3EGvXr3w/fffo0OHDoiNjcWGDRvQr18/ODo6Ijo6Gm+//TZat26tWVtLF2+//TbatGmDhQsXYtiwYTh+/DhWrFihiRVAlaaY5eTk4MMPP0RoaCjc3Nxw//59rFixArdv38aLL76o830Dyr4XDRw4EB9++CEaNGiApk2bIjIyEkuWLMH48eN1vl5dVHWKWWFhIaKjozX/v3PnDqKiomBlZVVhPSNHjsQHH3yAsWPH4v3338e1a9ewaNEi/Oc//4FEIoEQAuPHj8e3336LGTNmYNKkSTh+/DjWrl2rtZ7btGnT0L17d3zyyScYNGgQdu7ciT179ui08cDNmzdx584d9O7dW+drrRZ676FWh3Cb+6fbpoUnxfIpe8Wlw3ceXVhHCXeuim/e8RXfveknCu7fr7Ac+834sM+ME/vNOLHfjI/BtrmvKpVSiBuHhDj/c/G/D29tXw1KtoIu/TVmzBhNGbVaLebNmydcXV2FXC4X3bt3FxcuXNCqZ9asWcLFxUWYmpoKf39/sXjxYqFWq7XKeHl5aW27Xl67AMS6desqjHf79u1i0aJFFT7+ONvcr1ixQri7uwtzc3Px/PPPiwcPHmjKpKSkiD59+ggrK6tHbnP/8Lba69atE7a2tloxlrRXIiIiQjRu3FjI5XLRokULceDAAa1to8vb5j48PFx4eHhoXWd5W5MPGjRIqy91vRelPRxPRTGVvv64uDjRs2dPYWFhITw9PcXy5cvLxFjVbe6//vpr0adPHyGXy4WXl5fYtGmTVpnExETx8ssvC0dHRyGXy4Wvr6+YNGmS1mejDRs2iFatWgkzMzNhb28vunfvLrZt21bhdS1evFhYW1uLo0ePlnsvhCje5v7ZZ58Vffv2FWZmZqJDhw7i+++/F9bW1uLVV1+t9LoqMm/evEe+Pu7fvy9GjRolrK2thbW1tRg1alSZbd3j4+NF//79hYWFhXBwcBBvvPGG1hboJde8f/9+IYQQCQkJonv37sLBwUGYmZkJPz8/MXXqVHG/1OeAoKAgMWLEiEr7bceOHaJp06bC1NRUNGjQQCxevFiveyFE8fvskCFDhLu7uzAzMxNubm4iNDRUnDp1SqucLvet9HtRZmammDZtmmjQoIEwNzcXvr6+Ys6cOaKgoECrXi8vrwrjK++5k5aWpnVvq6qkztJfQUFBmjLr1q0TpVMh58+fF926dRNyuVy4urqK+fPna96PS94j9+3bJ1q3bi3MzMyEt7e3+Oabb8q0//PPP4uAgABhamoqAgMDxdatW8uNs/RrYtGiRaJv3756XXMJQ2xzL/knuKdaZmYmbG1tkZGR8djD02pKUVER/vzzT/Tr1++Rw4ZJ27UzySjKV8G3tZNeI4hKE2o1Ll0/iRHHJ8NMLcGZsecqnIvPfjM+7DPjxH4zTuw341OVPsvPz0dcXBx8fHzKXTiYnhy1Wq1ZJLn0lJGKzJ8/Hzt27Hjk1I/aRAiBTp06Yfr06XrttFSb6NpnEokE27dvr9KoqepQXhxjx45Feno6duzYUWNxPWne3t5499138corr+j8WjNmY8eOBQD873//q9E4Sps/fz4OHDiAAwcO6FRen/fIR3n4NVFQUAB/f39s2rSpSiPOSqvs56quOQ9OMaOnnqF2F8uMiMD91WuQ4u+IbT5xmNR0BKQnfLDi1f3oOMgX7Z7zNkg7RERERFR1EokEq1evxvnz52s6lKfSiBEjUK9ePdy+fbumQ6kRly9fhrW1NYYPH17ToTwxBw8exKFDh2o6jDJ27dqFZcuW1Ujbr7zyCn788UetY/Hx8ZgzZ85jJYcMhQkiIgNRZ2Yi/8IFpCUD4f4yvBF+DCLPCUVwgYDhF2gkIiIioqpp2bIlWrZsWdNhGMSWLVvKrAFUwsvLC5cuXXrCEVWsZCcvmezJLxpfWwQGBuLcuXPIzMys6VCemLi4uJoOoVzHjx+vsbYXLFiAmTNnAoBmAfNGjRpVafH86sQEEREAZZEK8RfuI/V2NjqG+upVh3WfPlDn5eOTe0tgl5ePrltioZJ+hfHTLbHjViFe3PkcJg/60MCRExERET158+fPx/z582s6jKfac889hx49epQ75aVkimdtWU2kvMWBa9u0I6InwdnZGc7OzjUdRoWYICICkJ+tRPjqiwAAC2tT1HO3gpu/HaTS8tcOKo/Mxga/WEfjrLIA1jnATWdApi5CnjwH+UJgedpOYCeYJCIiIiKix2ZtbQ0PD4+nYi0bInoymCAiApB8MwMmZlIoC9U4vLl4CKzCTo5uw/zh11q3DG9hYQE2pe6AkEmQaSXFuxP+/WEtJBJIhMBPqTswtvA/MDOTV8t1EBEREREREemD6WZ66sVGpiB81UUoC9Vax3PSCxC+6iJiI1N0qmfHwVVINZGi+U2BN3Yq0eusGgMiO6DvxV6wy3GEkEhwz0SKHQdXVcdlEBEREREREemNCSJ6qqnVQjNiqCJHtlyDWv3o+dspmQkAgBcOq9E9GpiyS43GKV3gkxWK97Y5osMVtVY5IiIiIiIiotqCCSJ6qiVeS0dOekGlZbLTCpB4Lf2RdTnbNECHK2oE3gFK0klOqefhlngUjmn38fY2NTpcUcPZpsHjB05ERERERERkQFyDiJ5qOZmVJ4eqUm5Q14moP/sbAEDJ0tbeCbs0j6sBjI9Qo93ciVUNk4iIiIiIiKhacQQRPdUUNrotFq1LOeX5i7DP/jc5VJoUgENWcTkiIiIyHJVahdNJp/HnjT9xOuk0VGpVTYdU66hUteOe3Lx5ExKJBFFRUTXSzty5czF58uRqbbu6eXt7Y9myZTUdhoYufSqRSCCRSGBnZ/fE4iKqbt7e3prndnp6OgBg+fLlCA0NrdnAHgMTRPRUc/O3g8Ku8uSPlb0cbv52j6xLee+eTm3qWo6IiIgebU/8HvTd2hfjd43HrMOzMH7XePTd2hd74vdUW5uHDh3CwIED4e7uDolEgh07dpQpI4TA/Pnz4e7uDgsLC/To0QOXLl3SKhMbG4shQ4bAyckJNjY2CAsLQ3JycqVtf/TRR2jfvj2sra3h7OyMwYMH48qVK5Wes3btWkyfPr2ql/nYxo4di8GDB2sd8/T0RGJiIpo1a/bE40lOTsayZcvw/vvvP/G2CVi3bh2uXr1arW2sXr0aPXr0gI2NjdaH9oelpaVh9OjRsLW1ha2tLUaPHl2m3LRp09C2bVvI5XK0atXqke0+ePAAb775JgICAmBpaYkGDRpg6tSpyMjIMMyF6amoqAizZs1C8+bNoVAo4O7ujpdffhl3797VKqfPe9HDPvroI0gkkhp5nynt0qVLGDp0qCZ5s3Tp0nLLrVixAj4+PjA3N0fbtm1x+PBhrccffg9XKBQYMGBAmffw06dPY+vWrVrHJk2ahNOnT+PIkSMGva4nhQkieqpJpRJ0G+ZfaZmuYf6QSisaF/QvEyenMscOdfkUB7suRp55vUrLERERUdXtid+DGQdmIDlX+4NMSm4KZhyYUW1JopycHLRs2RLLly+vsMynn36KJUuWYPny5Th9+jRcXV3Rp08fZGVlaeoIDg6GRCLBvn37cPToURQWFmLgwIFQq9UV1nvw4EG8/vrrOHHiBCIiIqBUKhEcHIycnJxyy0dFReGNN97A8uXL8dNPPz3ehRuATCaDq6srTEye/EoXa9euRefOneHt7V2t7RQVFVVr/cbKzs4Ozs7O1dpGbm4uQkJCKk0Cjhw5ElFRUQgPD0d4eDiioqIwevRorTJCCIwfPx7Dhg3Tqd27d+/i7t27+Pzzz3HhwgX873//Q3h4OCZMmPBY1/O4cnNzcfbsWcydOxdnz57Ftm3bcPXqVa0RLvq+F5U4ffo0Vq9ejRYtWlTnpegsNzcXvr6++Pjjj+Hq6lpumc2bN2P69OmYM2cOIiMj0a1bNzz33HNISPh3M6GH38NPnjwJZ2dn9O3bV/MeDgBOTk5wcHDQqlsul2PkyJH46quvqucCq5sgkZGRIQCIjIyMmg5Fb4WFhWLHjh2isLCwpkMxStfPJot1s46I5VP2ar7WzToiLhy4pXMdaqVSXA3qIaIDG4vogEARHRAovp60WyyfsldENu8oogMbi6tBPYRaqdScw34zPuwz48R+M07sN+NTlT7Ly8sT0dHRIi8vr8xjOYU5IqcwR6jV6n/rVhaKnMIcUaAsEEIIoVQpRa8tvUSz/zWr8KvXll5CqVKWqVelVv1br+rxnl8AxPbt27WOqdVq4erqKj7++GPNsfz8fGFraytWrlwphBBi165dQiqVav3++eDBAwFARERE6Nx+SkqKACAOHjxY5rG0tDTh6+srULx/hlAoFCI6OrpMOZVKJdLS0oRK9e99iY+PF6GhoUKhUAhra2vx4osviqSkJM3j8+bNEy1bthQrV64U9evXFxYWFuKFF14QaWlpmsdL2i352r9/v4iLixMARGRkpBBCiP379wsAIjw8XLRq1UqYm5uLnj17iuTkZPHnn3+KwMBAYW1tLYYPHy5ycnI07f/111+iS5cuwtbWVjg4OIj+/fuL69evax4v3Y4QQjRv3lwsX75c69qDgoLEm2++Kd555x1hb28vXFxcxLx587TK6Hov1q5dK3x8fIREIhHq4i1wxcqVK0X//v2FhYWFCAwMFMeOHRPXrl0TQUFBwtLSUnTq1Ekr7uvXr4vQ0FDh7OwsFAqFaNeuXZnng5eXl1iyZEmZPisPALFixQoREhIizM3Nhbe3t9iyZYtWmdu3b4uwsDBhZ2cnHBwcRGhoqIiLi9Mq891334nAwEAhl8tFQECA+Prrryu81yqVSkycOFH4+/uLmzdvauIo/ToZM2aMGDRokNaxadOmiaCgoEqvSRclz6uS52OJ6OhoAUCcOHFCc+z48eMCgLh8+XKZekr6Vh9btmwRZmZmoqioSHOsvNdaaUuXLhU+Pj5CJpNpvX4McV+EEOLUqVMCgIiPjxdCPN57UVZWlvD39xcREREiKChITJs2rUqxlDx3tm7dKnr06CEsLCxEixYtxLFjx6p8XeXx8vISX3zxRZnjHTp0EK+88orWscDAQPHee+8JIcq+h6tUKpGUlKT1Hl6ivOfagQMHhJmZmcjNzTXIdeiqsp+ruuY8OIKICIBfa2e8vOgZDH6rNfpMaII2IV7IyyrErctpOtchkcng8v7sf74pHnH0zIm56HRiHkyLsgEALu/PhkQmM3j8REREdUnHjR3RcWNHpBX8+3N43aV16LixIxadXAQAOJtytszIodKSc5NxNuWs5vuQrSHouLEjbqTf0BzbeX2ngaMH4uLikJSUhODgYM0xuVyOoKAgHDt2DABQUFAAiUQCufzfqe7m5uaQSqVVmppQMoWl9F+xhRAYO3Ysbtz491pzcnIwdOhQZGdnV1qnEAKDBw/GgwcPcPDgQURERCA2NrbMaIrr169jy5Yt+O233zQjMV5//XUAwMyZMxEWFoaQkBAkJiYiMTERzzzzTIVtzp8/H8uXL8exY8dw69YthIWFYenSpdi4cSP++OMPREREaP1FPicnBzNmzMDp06exd+9eSKVSDBkypMIRD2lpabh48SLatWtX5rH169dDoVDg5MmT+PTTT7FgwQJERETodS+2bt2qtRbPwoUL8fLLLyMqKgqBgYEYOXIkpkyZgtmzZ+PMmTMAgDfeeENTPjs7G/369cOePXsQGRmJvn37YuDAgVojG6pq7ty5GDp0KM6dO4eXXnoJI0aMQExMDIDi0RY9e/aElZUVDh06hCNHjsDKygohISEoLCwEAKxZswZz5szBhx9+iJiYGCxatAhz587F+vXry7RVWFiIsLAwnDlzBkeOHIGXl5fecQPAokWLYGVlVelX6alBlTl+/DhsbW3RsWNHzbFOnTrB1tZW89o0lIyMDNjY2FRptNy+ffswffp0TJ48GTExMfjxxx+hUCgQFhaGOXPmAAA2bNjwyHuyYcOGSuN6eD2ox3kvev3119G/f3/07t1b52ssz5w5czBz5kxERUWhUaNGGDFiBJRKJQAgISHhkdf7yiuv6NxWYWEh/v77b633ZwAIDg7WPAcqeg/v3r27Ts+Tdu3aoaioCKdOndI5rtqCu5gR/UMqlcAjwB4AkOqWjbPh8chMzYNaLXSaYgYANsHBwLKlSF70EZRJSZAXFv/SZuLqCpf3Zxc/TkRERI/tXq5ua/rpWs6QkpKSAAAuLi5ax11cXBAfHw+g+EOpQqHArFmzsGjRIgghMGvWLKjVaiQmJurUjhACM2bMQNeuXcus6fPpp59i586yya+YmBhMmjQJmzZtqrDePXv24Pz584iLi4OnpycA4IcffkDTpk1x+vRptG/fHgCQn5+P9evXo379+gCAr776Cv3798fixYvh6uoKCwsLFBQUVDjN42H//e9/0aVLFwDAhAkTMHv2bMTGxsLX1xcA8MILL2D//v2YNWsWAGDo0KFa569duxbOzs6Ijo4ud32j+Ph4CCHg7u5e5rEWLVpg3rx5AAB/f38sX74ce/fuRZ8+fXS+F4WFhfjhhx/gVGopgXHjxiEsLAwAMGvWLHTu3Blz585F3759ARSvdTNu3DhN+ZYtW6Jly5Za92X79u349ddftRJJVfHiiy9i4sTiXXQXLlyoSbatWLECP/30E6RSKb799ltI/vkD57p162BnZ4cDBw4gODgYCxcuxOLFi/H8888DAHx8fBAdHY1Vq1ZhzJgxmnays7PRv39/5OXl4cCBA7C1tdUr3oe98sormvtXEQ8PD53rS0pKKneam7Ozs+Z1awj379/HwoULMWXKlCqdt2LFCoSEhOC9994DUPx8PH/+PMLDw9GnTx8AQGhoqFaCqzyl33tK5Ofn47333sPIkSNhY2MDQP/3op9++glnz57F6dOnq3SN5Zk5cyb69+8PAPjggw/QtGlTXL9+HYGBgXB3d3/kovYl16KL1NRUqFSqct+fS54Dlb2H65KsVSgUsLOzw82bNxEUFKRzbLUBE0RE5XCsb4XhczvAwV2h+WGpK5vgYFj36oXcM39Dee8eTJycYNmuLUcOERER6ejkyJMAAAsTC82xcU3H4aXGL8FEWvzrq5Olbmv6PVwufGg4AMDcxFxzbFDDQY8db0VK/w4hhNAcc3Jyws//397dx8WU/v8Df810Z7pX1JTuEyWJxIpWEbmNFUossm533bUWsbafFptdi2W3ZWNttO73s2qtXZKbchchEbUhkZXkJtL9zVy/P/p2tmmmmpKm0fv5ePR4NOdcc877nGvOmXPec13X+e03fPzxx/j+++/B5/Ph5+cHJycnKMl4zTBv3jzcuHFD6q/8+vr6Ut4Bbt11SU1NhampKZcQAYAuXbpAV1cXqampXFLEzMyMSw4BgIuLC0QiEdLS0mRKClVXffwSQ0NDqKurc8mhqmnVf41PT09HUFAQLl68iGfPnnEthzIzM6UmiIqKigBUtoyoa90AYGRkhJycHACy7wtzc3Op+7XmdgGAg4OD2LTi4mLk5eVBW1sbBQUF+PLLL3HkyBFkZWWhvLwcRUVFb9SCyMXFReJ11Q331atXcffuXWhpaYmVKS4uRnp6Op4+fYqHDx9i+vTpmDlzJje/vLxcIgHk5+cHExMTnDx5Eurq6o2Otzo9PT2J1nFvStq1ffVj803l5eVhxIgR6NKlC5d4lNWdO3cwbtw4sWn9+vXDxo0bUV5eDmVlZWhpaUnUlyzKysowYcIEiEQibNmyhZvemHPRw4cPsXDhQhw/flzqMdVQ1Y8TIyMjAEBOTg5sbW2hrKyMjh07vvE6aqrr/NyQMrURCAQoLCx8syDlgBJEhNRCv4Nmo9/LU1KCSjcnpJ15BJUiJThQcogQQgiRmbqK5M2lipIKVJRUuNdOBk4wVDdETmEOGJhEeR54MFQ3hJOBU93L5atITHtTVcmR7Oxs7mYHqLzhqf6LtKenJ9LT0/Hs2TMoKytDV1cXQqEQlpaW9a5j/vz5OHz4MM6cOSOWpKkyY8YMnDt3TqIbkIuLCzZs2FDnsmu7Carv5qhqXmNutFVU/qsHHo8n9rpqWvXuY15eXjA1NcX27dthbGwMkUiErl27ct2iamrXrh2Ayq5mNRM5da1L1n2hoaEh03bVNq1qfUuWLEF0dDTWr1+Pjh07QiAQYNy4cbVuV2NVX2/Pnj2ldklq3749iouLAVR2M6vZaqVm8mD48OHYvXs3Ll68iIEDBzYqroqKCrHXISEhCAkJqfM9R48exfvvvy/T8oVCodSncz19+rTWVjcN8fr1awwdOhSampqIjIyU+GzVR0VFRWIfVFRUgM/ng8+vHB1mz5499bZMCgsLw6RJk7jXZWVl8PHxQUZGBk6dOiXR4qah56KrV68iJycHPXv2FIvzzJkzCA0NRUlJicyJ7qrtrlLzmMjMzESXLl3qfP+HH36In376SaZ1tWvXDkpKShItxqqfn2U9h9flxYsX9SbjWyJKEBFSDyZiqCgXQVm1YUmewteliI9Mh0obJTi4S164EUIIIaTxlPhKWNZ7GRbFLgIPPLEkEQ+VNxiBvQOhxG/+H2ksLS0hFAoRExODHj16AKjsghQXF4dvvvlGonxV8uLUqVPIyckRe8JQTYwxzJ8/H5GRkYiNja0zmbR161YkJiYiOTkZQOUN/8GDB+u9ae3SpQsyMzPx8OFDruVMSkoKXr16BTs7O65cZmYmsrKyuG5b8fHx4PP56NSpEwBAVVVV4ma3KTx//hypqakICwvjEgP1jZVibW0NbW1tpKSkcPHJQtZ90VTOnj0Lf39/jBkzBkBlt6379++/0TIvXryIKVOmiL2u+lw6OTnhwIEDMDAwkNpNR0dHBx06dMC9e/fEEg7SfPzxx+jatStGjRqFv/76S6auNTVv0quPmQU0fRczFxcXvHr1CgkJCejduzcA4NKlS3j16lWdY2TJIi8vD0OGDIGamhoOHz7cqJY19vb2OH/+vNi08+fPo1OnTlyCqKFdzKqSQ3fu3MHp06frbF0o67nIw8ODO69UmTZtGmxtbREYGNig5FB9mrqLmaqqKnr27ImYmBjuOAOAmJgYjB5d2aK0tnP4mTNnpJ7Da0pPT0dxcTH3XkVCCSJC6pB2KRuX/riHzi5CvOdlVf8bqlFRVYJtHyH4Sk3TXJUQQggh4gaZD8JG9434OuFrsQGrDdUNEdg7EIPM32zg1Nrk5+fj7t273OuMjAwkJSVBT08PZmZm4PF4CAgIQEhICGxsbGBjY4OQkBCoq6tj4sSJ3PvCw8NhZ2eH9u3bIz4+HgsXLsSnn36Kzp07c2U8PDwwZswYbvyZuXPnYu/evfjjjz+gpaXF3WDr6OhAIPivSx5Q2cXh999/h7OzMwoKCrBv3z6prY1qGjRoELp164ZJkyZh06ZNKC8vxyeffAI3NzexQZ7btGmDqVOnYv369cjLy8OCBQvg4+PD/fpuYWGB6OhopKWlQV9fv0nGpAGAtm3bQl9fH9u2bYORkREyMzO5MVtqw+fzMWjQIJw7dw4ffPCBzOuSdV80lY4dO+LQoUPw8vICj8dDUFCQTI8ar8tvv/0GZ2dnuLq6Ys+ePUhISMCOHTsAAJMmTcK3336L0aNHY9WqVTAxMUFmZiYOHTqEJUuWwMTEBMHBwViwYAG0tbUxbNgwlJSU4MqVK8jNzcWiRYvE1jV//nxUVFRg5MiROHr0KFxdXeuMLSEhAdu3b4eHhwdOnTqF6OhoWFtb4/79+7CwsGhwF7Ps7GxkZ2dzx2dycjK0tLRgZmYGPT092NnZYejQoZg5cybCwsIAALNmzcLIkSPFjru7d+8iPz8f2dnZKCoq4hIUXbp0gaqqKh49egQPDw9ERESgd+/eeP36NTw9PVFYWIjdu3cjLy8PeXl5ACoTs7ImTD777DM4OTlh9erV8PX1RXx8PLZs2cLFCqBBXczKy8sxbtw4JCYm4siRI6ioqODOGXp6elBVVQXQ8HORlpaWRFdODQ0N6OvrS+3i+SYa2sWstLQUKSkp3P+PHj1CUlISNDU1ueUsWrQIkydPhrOzM1xcXLBt2zZkZmZyg13XPIdbW1tj1apVEufw2pw9exZWVlawtrZuxBbLWVM9Uk2R0WPuSW3SLj1mobNPsn2rL72V5VO9KR6qM8VE9aaYqN4UT1M95r6hyivKWcLjBPZX+l8s4XGC2KPt34aqxxrX/Js6dSpXRiQSsZUrVzKhUMjU1NRY//79WXJysthyAgMDmaGhIVNRUWE2NjZsw4YNTCQSiZUxNzcXe+y6tPUCYOHh4bXGGxkZyUJCQmqd/yaPud+yZQszNjZmbdq0Yd7e3uzFixdcmZycHDZ48GCmqalZ72Puqz8iOjw8nOno6IjFWPNx4zExMczOzo6pqamxbt26sdjYWLFHqUt7zP2xY8dYhw4dxLZT2qO5R48eLVaXsu6LmqrHU1tMNbc/IyODDRgwgAkEAmZqaspCQ0MlYmzoY+5//PFHNnjwYKampsbMzc3Zvn37xMo8fvyYTZkyhbVr146pqakxKysrNnPmTLF7oz179rDu3bszVVVV1rZtW9a/f3926NChWrdrw4YNTEtLi50/f17qvmCs8jH3AwcOZEOGDGGqqqqsd+/eLCIigmlpabGPP/64zu2qzcqVK+s9Pp4/f84mTZrEtLS0mJaWFps0aZLY54+xys+FtOVkZGSIbfPp06cZY7WfE6q/p2q5fn5+ddZbVFQUs7e3ZyoqKszMzIxt2LChUfuiepzS/qpiZ6xx56KapB1LK1euZObm5vXGV/2zk5ubKxFfQ9S2zW5ubmLlfvzxR2Zubs5UVVWZk5MTi4uLE5tf8xzet29fdv36dYn1STuHeXp6srVr1zYq/jfRFI+55zHGJDtttzJ5eXnQ0dHhHkWoiMrKyvD3339j+PDhDe7rSmpXVlqB+zeewbJbuwZ3MZNp+VRvCofqTDFRvSkmqjfF05A6Ky4uRkZGBiwtLZtkkFPSeCKRiBskuaobS32Cg4MRFRVVb9ePloQxhj59+iAgIAB+fn7yDueNyFpnPB4PkZGRDWo19TZIi8Pf3x8vX75EVFSU3OJqbhYWFli6dCnmzJkj87GmyPz9/QEAO3fulGscb6qu4y02NhYDBgxAbm4udHV1cfPmTXh4eOD27dtN1mpSVnV9r8qa86AuZoTUQUVVCTbObz5gHSGEEEIIkS8ej4dt27bhxo0b8g6lVfLz84O+vj7+/fdfeYciF//88w+0tLQwYcIEeYfSbOLi4nDmzBl5h/HW2NvbS4yblZWVhYiIiGZPDjUVShAR8pY8uPkcMb/cgqGlDrzmO8o7HEIIIYSQVs/R0RGOju/GddnBgwclxgCqYm5ujlu3bjVzRLW7c+cOAMknn7Umtra2uH79Ojc2UWuQkZEh7xDeqr///htlZWUA/hso29PTU54hvTFKEBEig3tJT5Ec+y+69u8AaycDmd5TVlKBksJylJc2/dM7CCGEEELkKTg4GMHBwfIOo1UbNmwY3N3dpXZVquri2VJGE5E2yLCidzsixNzcXN4hNDlKEBEigyf38/DvP7lQVlWSOUFkZq+HicHvga/07vcvJoQQQgghzUtLSwsdOnRoFWPZEEKaByWICJGBnYsRlFX46PyeUOb3qLZRhqqQDjFCCCGEEEIIIS0f3b0SIgNdQ3X0GmEp7zAIIYQQQgghhJC3ghJEhLwlOQ/y8CQjD/odNGBs01be4RBCCCGEEEIIIbWiBBEhDZCd8Qr/XHgMoZUO+Mo8aGirwchGF3w+T6Lsg5vPkfBnBuzfN6YEESGEEEIIIYSQFo0SRIQ0wJn9t/H0wWvcOpvFTdPQVcP7vjaw7iE+eLWuoTqserRHO1Ot5g6TEEIIIYQQQghpEBrynhAZpV/LwdMHryWmF7wswbGwm0i/liM23cbZEMNmO6Br/w7NFSIhhBDSKrGKChRcSsCrI3+h4FICWEWFvENqcSpayD65f/8+eDwekpKS5LKeoKAgzJo1662u+22zsLDA5s2b5R0GR5Y65fF44PF40NXVbba4CHkT7u7u3Oe26rN95MgR9OjRAyKRSL7BvUWUICJEBiIRw9kDd+osc+7gHYhErJkiIoQQQggA5B0/jrseg5A5dSqyFi9G5tSpuOsxCHnHj7+1dZ45cwZeXl4wNjYGj8dDVFSURBnGGIKDg2FsbAyBQAB3d3fcunVLrEx6ejrGjBmD9u3bQ1tbGz4+Pnjy5Mkbr7umHTt2ICAgoAFb2DT8/f3xwQcfiE0zNTXF48eP0bVr12aP58mTJ9i8eTM+//zzZl83AcLDw3H79u23uo5t27bB3d0d2tra4PF4ePnypUSZ3NxcTJ48GTo6OtDR0cHkyZPFyu3cuZNLDNT8y8nJkVheleoJhaq/CRMmvIWtlF1ZWRkCAwPh4OAADQ0NGBsbY8qUKcjKyhIrl52djcmTJ0MoFEJDQwNOTk743//+V+eyg4ODJbZXKJT9ic9vy61btzB27FhYWFiAx+Nh06ZNUstt2bIFlpaWaNOmDXr27ImzZ8+KzT906BASEhLEpo0cORI8Hg979+59W+HLHSWICJHB4zsvUfCypM4y+bkleHznZfMERAghhBDkHT+ORwsDUJ6dLTa9/MkTPFoY8NaSRAUFBXB0dERoaGitZdatW4eNGzciNDQUly9fhlAoxODBg/H69WtuGZ6enuDxeDh16hTOnz+P0tJSeHl51fnrtCzrri4pKQnz5s1DaGgo9u/f37ANfQuUlJQgFAqhrNz8I13s2LEDLi4usLCweKvrKSsre6vLV1S6urowMDCov+AbKCwsxNChQ+tMAk6cOBFJSUk4duwYjh07hqSkJEyePJmb7+vri8ePH4v9DRkyBG5ubvXGP3PmTLH3hYWFNdm2NUZhYSESExMRFBSExMREHDp0CLdv38aoUaPEyk2ePBlpaWk4fPgwkpOT4e3tDV9fX1y7dq3O5dvb24ttb3Jy8tvcHJkUFhbCysoKX3/9da0JqwMHDiAgIAArVqzAtWvX8P7772PYsGHIzMzkyujp6aF9+/YS7502bRp++OGHtxa/vFGCiBAZFOTVnRySVi52zz/Ytfw8Ui9k1fEOQgghhNQkKiyEqLAQjP3XMpeVllZOLy2tfF1RgSchawEmpfUuYwAYnnwVItbdjFtutQQMa8TN/LBhw7BmzRp4e3tLnc8Yw6ZNm7BixQp4e3uja9eu2LVrFwoLC7lfns+fP4/79+9j586dcHBwgIODA8LDw3H58mWcOnWq0euu7uXLlxg7diyKi4sBADNmzEBqaqpM25iZmYnRo0dDU1NTauum4OBgdO/eHWFhYTA1NYW6ujrGjx/PtcQIDg7Grl278Mcff3CtC2JjYyW6I8XGxoLH4yE6Oho9evSAQCDAwIEDkZOTg6NHj8LOzg7a2trw8/NDYWEht/5jx47B1dUVurq60NfXx8iRI5Genl7nNu3fv1/ixtjd3R0LFizA0qVLoaenB6FQiODg4Ebti19++QVWVlZQU1MDYww8Hg9hYWEYOXIk1NXVYWdnh/j4eNy9exfu7u7Q0NCAi4uLWNzp6ekYPXo0DA0NoampiV69euHEiRMy1Zk0PB4PW7duxbBhwyAQCGBpaYnffvtNrMyjR4/g6+uLtm3bQl9fH6NHj8b9+/fFyoSHh8POzg5t2rSBra0ttmzZUus6RSIRZs6ciU6dOuHBgwe1lpPWwiwgIADu7u4N3Uyx9y9btgx9+vSROj81NRXHjh3Dzz//DBcXF7i4uGD79u04cuQI0tLSAAACgQBCoZD7U1JSwqlTpzB9+vR616+uri72Xh0dnQZvw+bNm2FlZQVlZWWx1jmN2S86OjqIiYmBj48POnfujD59+uCHH37A1atXxZIh8fHxmD9/Pnr37g0rKyt88cUX0NXVRWJiYp3LV1ZWFtteaQmVulSdDw4dOoQBAwZAXV0djo6OiI+Pb/C2VunVqxe+/fZbTJgwAWpqalLLbNy4EdOnT8eMGTNgZ2eHTZs2wdTUFFu3bq13+aNGjUJCQgLu3bvX6BhbMkoQESIDDW3pJ5e6yhW9LkN+bgkqyqnbGSGEENIQaU49kebUExW5udy057/8gjSnnniyejUAoPDKVYmWQ2JYZUuiwitXuUl3PQYhzaknSqvdkL+MjGzy+DMyMpCdnQ1PT09umpqaGtzc3HDhwgUAQElJCXg8ntgNTJs2bcDn83Hu3Lk3joExBn9/f7GbmIKCAowdOxb5+fn1vveDDz7AixcvEBcXh5iYGKSnp8PX11es3N27d3Hw4EH8+eefXEuMuXPnAgAWL14MHx8fDB06lGtd0Ldv31rXGRwcjNDQUFy4cAEPHz6Ej48PNm3ahL179+Kvv/5CTEyM2K/2BQUFWLRoES5fvoyTJ0+Cz+djzJgxtba+ys3Nxc2bN+Hs7Cwxb9euXdDQ0MClS5ewbt06rFq1CjExMY3aF7///rvYWDyrV6/GlClTkJSUBFtbW0ycOBGzZ8/G8uXLceXKFQDAvHnzuPL5+fkYPnw4Tpw4gWvXrmHIkCHw8vISu5lvqKCgIIwdOxbXr1/Hhx9+CD8/Py5RWFhYiAEDBkBTUxNnzpzBuXPnoKmpiaFDh6L0/5Kx27dvx4oVK/DVV18hNTUVISEhCAoKwq5duyTWVVpaCh8fH1y5cgXnzp2Dubl5o+MGgJCQEGhqatb5V7NrUF3i4+Oho6OD9957j5vWp08f6OjocMdmTREREVBXV8e4cePqXf6ePXvQrl072NvbY/HixVyLQVmdOnUKAQEBmDVrFlJTU7F7925oaGjAx8cHK1as4NZR3z7Zs2dPret49eqVxHhQrq6uOHDgAF68eAGRSIT9+/ejpKSk3qTUnTt3YGxsDEtLS0yYMKHRSZMVK1Zg8eLFSEpKQqdOneDn54fy8nIAlQna+rZ3zpw5Mq+rtLQUV69eFTs/A4Cnp2etn4HqzM3NYWBg0KDPnSKhp5gRIgMjG11o6KrV2c1Ms23lI++r9BvfEc7DLaChK1tyiRBCCCGyK3/6tEnLNaXs/0tcGRoaik03NDTkWlT06dMHGhoaCAwMREhICBhjCAwMhEgkwuPHj984hnXr1uGPP/6QmJ6amoqZM2di3759tb73xIkTuHHjBjIyMmBqagoA+PXXX2Fvb4/Lly+jV69eAIDi4mLs2rULJiYmAIAffvgBI0aMwIYNGyAUCiEQCFBSUiLTuCRr1qxBv379AADTp0/H8uXLkZ6eDisrKwDAuHHjcPr0aQQGBgIAxo4dK/b+HTt2wMDAACkpKVLHN3rw4AEYYzA2NpaY161bN6xcuRIAYGNjg9DQUJw8eRKDBw+WeV+Ulpbi119/lWhBMW3aNPj4+AAAAgMD4eLigqCgIAwZMgQAsHDhQkybNo0r7+joCEdHR7H9EhkZicOHD4slkhpi/PjxmDFjBoDKhFVVsm3Lli3Yv38/+Hw+fv75Z/B4PACVrYV0dXURGxsLT09PrF69Ghs2bOBarVlaWiIlJQVhYWGYOnUqt578/HyMGDECRUVFiI2NbVTrmZrmzJnD7b/adOgg+wNhsrOzpXYTMzAw4I7bmn755RdMnDgRAoGgzmVPmjQJlpaWEAqFuHnzJpYvX47r169zyUZZbNmyBUOHDsWyZcsAVH4eb9y4gWPHjmHw4MEAKluwVE9wSVPz3FOluLgYy5Ytw8SJE6Gtrc1NP3DgAHx9faGvrw9lZWWoq6sjMjIS1tbWta7jvffeQ0REBDp16oQnT55gzZo16Nu3L27dugV9fX2ZtxmoTCiPGDECAPDll1/C3t4ed+/eha2tLYyNjesd1L76ttTn2bNnqKiokHp+ru0zUFOHDh0kWtm9KyhBRIgM+Hwe3ve1wbGwm7WWcfWxAZ/P415r6wuAhp0bCSGEEAKgc2Jlqx9etRsy/Y8+gt6UKcD/jV2jLGNXhurlOp6s7KrDa9OGm6Y7Zswbx1ubqhvuKlXdjgCgffv2+O233/Dxxx/j+++/B5/Ph5+fH5ycnKCkpPTG667rBq2+biCpqakwNTXlEiIA0KVLF+jq6iI1NZVLipiZmXHJIQBwcXGBSCRCWlpagwer7datG/e/oaEh1NXVueRQ1bTqA8amp6cjKCgIFy9exLNnz7iWQ5mZmVITREVFRQAqW2nVtW4AMDIy4gYjlnVfmJubS92vNbcLABwcHMSmFRcXIy8vD9ra2igoKMCXX36JI0eOICsrC+Xl5SgqKnqjFkQuLi4Sr6tuuK9evYq7d+9CS0tLrExxcTHS09Px9OlTPHz4ENOnT8fMmTO5+eXl5RIJID8/P5iYmODkyZNQV1dvdLzV6enpQU9Pr0mWVaXmcQmIH5vVxcfHIyUlBREREfUut/r+6dq1K2xsbODs7IzExEQ4OTnJFNudO3ckWir169cPGzduRHl5OZSVlaGlpSVRX7IoKyvDhAkTIBKJJLoIfvHFF8jNzcWJEyfQrl07REVFYfz48Th79qzY57W6YcOGcf87ODjAxcUF1tbW2LVrFxYtWtSg2KofJ0ZGRgCAnJwc2NraQllZGR07dmzQ8mRR1/m5PgKBQKzL67uEEkSEyMi6hwGGzu6KswfuiLUk0myrBlcfG1j3eLuD7hFCCCGtBV/KzSVPVRU8VVXutbpzTygLhSh/8kT6OEQ8HpQNDaHu3LPu5aqoNE3Q1VQlR7Kzs7mbHaDyhqf6r9aenp5IT0/Hs2fPoKysDF1dXQiFQlhaWr5xDDNmzMC5c+ckugG5uLhgw4YNdb63thul+m6gqubJepNVnUq1euDxeGKvq6ZV7z7m5eUFU1NTbN++HcbGxhCJROjatSvXLaqmdu3aAajsalYzkVPXumTdFxoaGjJtV23Tqta3ZMkSREdHY/369ejYsSMEAgHGjRtX63Y1VvX19uzZU2qXpPbt23PjV23fvl2i1UrNRObw4cOxe/duXLx4EQMHDmxUXBXVxgwDKruYhYSE1Pmeo0eP4v3335dp+UKhUOqTAp8+fSq11c3PP/+M7t27o2fPnhLz6uPk5AQVFRXcuXNH5gSRioqKxD6oqKgAn88Hn185OsyePXswe/bsOpcTFhaGSZMmca/Lysrg4+ODjIwMnDp1SqzFTXp6OkJDQ3Hz5k3Y29sDqGzJdvbsWfz444/46aefZIpdQ0MDDg4OuHOn7ic/S1PXMZGZmYkuXbrU+f4PP/xQ5jjbtWsHJSUlidZCNc/PdXnx4kWDx1tSFJQgIqQBrHsYwNKxfeVTzfJKINBUQVlxBUzsJH/ZSE/MQXlp5TwNHepmRgghhDQlnpISDD9fjkcLAwAeTzxJ9H83GIafLwevCVrjNFRVN5OYmBj06NEDQGUXpLi4OHzzzTcS5auSF6dOnUJOTo7EQMqNtXXrViQmJnJPFmrfvj0OHjwokRCpqUuXLsjMzMTDhw+5ljMpKSl49eoV7OzsuHKZmZnIysrium3Fx8eDz+ejU6dOAABVVVWJm92m8Pz5c6SmpiIsLIxLDNQ3bpO1tTW0tbWRkpLCxScLWfdFUzl79iz8/f0x5v9atuXn579xV5aLFy9iypQpYq+rPpdOTk44cOAADAwMpHbT0dHRQYcOHXDv3j2xhIM0H3/8Mbp27YpRo0bhr7/+gpubW72x1bxJrzmGTVN3MXNxccGrV6+QkJCA3r17AwAuXbqEV69eSYyRlZ+fj4MHD2Lt2rUyL7+6W7duoaysTCxJXB97e3ucP39ebNr58+fRqVMnLkHU0C5mVcmhO3fu4PTp0xKtC6tawlQtv4qSklKdT1SsqaSkBKmpqTIn62TV1F3MVFVV0bNnT8TExHDHGQDExMRg9OjR9b6/qnVd1TH0rqEEESENxOfz0KFzWwBA1HeJeJT2Eu6TOsP+ffEvp4t/3MPLJ4UY81kPShARQgghb4G2pyeweROehKwVG7Ba2dAQhp8vr5z/FuTn5+Pu3bvc64yMDCQlJUFPTw9mZmbg8XgICAhASEgIbGxsYGNjg5CQEKirq2PixInc+6qeDNW+fXvEx8dj4cKF+PTTT9G5c2eujIeHB8aMGcONP1PfuqsTCAT4/fff4ezsjIKCAuzbt0+sS1htBg0ahG7dumHSpEnYtGkTysvL8cknn8DNzU1skOc2bdpg6tSpWL9+PfLy8rBgwQL4+PhwLagsLCwQHR2NtLQ06OvrN8mYNAC4p21t27YNRkZGyMzM5MZsqQ2fz8egQYNw7tw5iSdn1UXWfdFUOnbsiEOHDsHLyws8Hg9BQUENukmX5rfffoOzszNcXV2xZ88eJCQkYMeOHQAqx8359ttvMXr0aKxatQomJibIzMzEoUOHsGTJEpiYmCA4OBgLFiyAtrY2hg0bhpKSEly5cgW5ubkSXYnmz5+PiooKjBw5EkePHoWrq2udsSUkJGD79u3w8PDAqVOnEB0dDWtra9y/fx8WFhYN7mKWnZ2N7Oxs7hhJTk6GlpYWzMzMoKenBzs7OwwdOhQzZ87kHkE/a9YsjBw5Uuy4AyrH5SkvL5eaGHv06BE8PDwQERGB3r17Iz09HXv27MHw4cPRrl07pKSk4LPPPkOPHj24sbVk8dlnn8HJyQmrV6+Gr68v4uPjsWXLFi5WAA3qYlZeXo5x48YhMTERR44cQUVFBZeU09PTg6qqKmxtbdGxY0fMnj0b69evh76+PqKiohATE4MjR45wy6p5Llq8eDG8vLxgZmaGnJwcrFmzBnl5eWLjUjWFhnYxKy0tRUpKCvf/o0ePkJSUBE1NTW45ixYtwuTJk+Hs7AwXFxds27YNmZmZMg12ffHiRaipqUl03XxnMMJevXrFALBXr17JO5RGKy0tZVFRUay0tFTeobQqidEP2I7FZ9iN0w8l5p2KSGF/bL7Gnmfl1/p+qjfFQ3WmmKjeFBPVm+JpSJ0VFRWxlJQUVlRU9MbrFZWXs/yLl9jLP4+w/IuXmKi8/I2XWZfTp08zABJ/U6dO/S8mkYitXLmSCYVCpqamxvr378+Sk5PFlhMYGMgMDQ2ZiooKs7GxYRs2bGAikUisjLm5OVu5cmWD1l1TZGQkCwkJqXV+RUUFy83NZRUVFdy0Bw8esFGjRjENDQ2mpaXFxo8fz7Kzs7n5K1euZI6OjmzLli3M2NiYtWnThnl7e7MXL15wZXJyctjgwYOZpqYmA8BOnz7NMjIyGAB27do1se3Jzc3l3hceHs50dHTEYqxaX5WYmBhmZ2fH1NTUWLdu3VhsbCwDwCIjIxljTGI9jDF27Ngx1qFDB7HtdHNzYwsXLhRb1+jRo8X2p6z7oqbq8dQWU83tz8jIYAMGDGACgYCZmpqy0NBQiRjNzc3Zxo0bJepMGgDsxx9/ZIMHD2ZqamrM3Nyc7du3T6zM48eP2ZQpU1i7du2Ympoas7KyYjNnzhS7N9qzZw/r3r07U1VVZW3btmX9+/dnhw4dqnW7NmzYwLS0tNj58+el7gvGGJs6dSobOHAgGzJkCFNVVWW9e/dmERERTEtLi3388cd1bldtVq5cKfX4CA8P58o8f/6cTZo0iWlpaTEtLS02adIksc9fFRcXFzZx4kSp66na5tOnTzPGGMvMzGT9+/dnenp6TFVVlVlbW7MFCxaw58+fi73Pzc2N+fn51VlvUVFRzN7enqmoqDAzMzO2YcOGBu+HmnFK+6uKnTHGbt++zby9vZmBgQFTV1dn3bp1YxEREWLLqnku8vX1ZUZGRkxFRYUZGxszb29vduvWLbH3rFy5kpmbm9cbX/XPTm5urkR8TbHNbm5uYuV+/PFHZm5uzlRVVZmTkxOLi4urdVlXr17ljrdZs2ax2bNnNyq2t62u71VZcx48xqR12m5d8vLyoKOjg1evXjWoeVpLUlZWhr///hvDhw+vt9kwaTplpRXg83lQUubXX1ja+6neFA7VmWKielNMVG+KpyF1VlxcjIyMDFhaWkodOJg0H5FIxA2SXLObSW2Cg4MRFRVVb9ePloQxhj59+iAgIAB+fn7yDueNyFpnPB4PkZGRDWo19TZIi8Pf3x8vX75EVFSU3OJqbhYWFli6dCnmzJkj87GmyPz9/QEAO3fulGscjXX//n1YWlri6tWrsLKyQklJCbp06YIrV640yVhxTa2u71VZcx7v/qeSkLdIRVWp0ckhQgghhBDSfHg8HrZt24by8nJ5h9IqVT3lrLX6559/oKWlhQkTJsg7lGYTFxeH1atXyzuMRhk2bBg3aHeVjIwMbNmypUUmh5oKjUFESBN5kVUArXZtoKLa/INhEkIIIYSQ+jk6OsLR0VHeYTSJgwcP1vo4cXNzc9y6dauZI6pd1ZOtaj75rDWxtbXF9evXkZeXJ+9Qmk1GRoa8Q2i0n3/+GUVFRQAAExMTFBcXo3fv3ujTp4+cI3u7KEFESBM4vuMW7lx+Ao+pdrB1MQITMfwaFA9lFT68l/REGw3qGkEIIYSQd0dwcDCCg4PlHUarNmzYMLi7u0vtqlTVxbOljCYibZBhRe12RFqH6k/HE4lEKC4ulmM0zYcSRIQ0AT1jDfD4PLx6WpllrigX4fXzypMIX4knz9AIIYQQQsg7SEtLCx06dGgVY9kQQpoHJYgIaQJd+3eAXV8j7nH2fGU+xgU6o6K8AsrU5YwQQgghhBBCSAtHCSJCmkDNLmR8Pg+Glor5RDxCCCGEEEIIIa0PtUckpImVFJWjolwk7zAIIYQQQgghhBCZUQsiQppQfFQ6bpx6iH5jO0JVXRmqbZRh4dBO3mERQgghhBBCCCF1ogQRIU2Ir8RDeakIN89m4fm/+dDQVYP/15QgIoQQQgghhBDSslEXM0KaUNf+HeC9pCcGTeuCdqaa0NBVw6O0XIhELeMRo4QQQsi7SCRieJSWi9uXs+l7txYVFRXyDgEAcP/+ffB4PCQlJcllPUFBQZg1a9ZbXffbZmFhgc2bN8s7DI4sdcrj8cDj8aCrq9tscRFSG39/f+4zGRUVBQBITk6GiYkJCgoK5BucnFGCiJAmpKGjhsK8Ehz54TqePcxHzv08RH13DRGfX0D6tRx5h0cIIYS8c9Kv5SDi8wuI+u4aYnakNMv37pkzZ+Dl5QVjY2OxG4zqGGMIDg6GsbExBAIB3N3dcevWLanLY4xh2LBhtS6ruuDgYO7GpupPKBTW+Z4dO3YgICBAxq1rOv7+/vjggw/EppmamuLx48fo2rVrs8fz5MkTbN68GZ9//nmzr5sA4eHhuH379ltdx7Zt2+Du7g5tbW3weDy8fPlSbP79+/cxffp0WFpaQiAQwNraGitXrkRpaSlXZufOnRLHWNVfTk7t55WSkhLMnz8f7dq1g4aGBkaNGoV///33bW2qTMrKyhAYGAgHBwdoaGjA2NgYU6ZMQVZWlli57OxsTJ48GUKhEBoaGnBycsL//ve/epf/6NEjfPjhh9DX14e6ujq6d++Oq1evvq3NkcmhQ4fg7OwMXV1daGhooHv37vj111/FymzevBmPHz8Wm+bg4IDevXvju+++a85wWxxKEBHShNKv5eBY2E0UvCwRm17wsgTHwm5SkogQQghpQvL63i0oKICjoyNCQ0NrLbNu3Tps3LgRoaGhuHz5MoRCIQYPHozXr19LlN20aRN4PJ7M67e3t8fjx4+5v+Tk5FrLJiUlYd68eQgNDcX+/ftlXsfboqSkBKFQCGXl5h/pYseOHXBxcYGFhcVbXU9ZWdlbXb6i0tXVhYGBwVtdR2FhIYYOHVprEvCff/6BSCRCWFgYbt26he+++w4//fSTWHlfX1+x4+vx48cYMmQI3Nzc6ow/ICAAkZGR2L9/P86dO4f8/HyMHDlSrq33CgsLkZiYiKCgICQmJuLQoUO4ffs2Ro0aJVZu8uTJSEtLw+HDh5GcnAxvb2/4+vri2rVrtS47NzcX/fr1g4qKCo4ePYqUlBRs2LBB7q3E9PT0sGLFCsTHx+PGjRuYNm0apk2bhujoaK6Mjo6O1MT6tGnTsHXr1hbT4lIeKEFESBMRiRjOHrhTZ5lzB+9Qs3dCCCGkHmUlFSgrqQBj/31nVpSLUFZSgYqyyieFyvK9e/aA+Pcut9xq0yoqGv7k0WHDhmHNmjXw9vaWOp8xhk2bNmHFihXw9vZG165dsWvXLhQWFmLv3r1iZa9fv46NGzfil19+kXn9ysrKEAqF3F/79u2llnv58iXGjh2L4uJiAMCMGTOQmpoq0zoyMzMxevRoaGpqQltbGz4+Pnjy5Ak3Pzg4GN27d0dYWBhMTU2hrq6O8ePHcy02goODsWvXLvzxxx9c64vY2FiJ7kixsbHg8XiIjo5Gjx49IBAIMHDgQOTk5ODo0aOws7ODtrY2/Pz8UFhYyK3/2LFjcHV1ha6uLvT19TFy5Eikp6fXuU379++XuDF2d3fHggULsHTpUujp6UEoFCI4OLhR++KXX36BlZUV1NTUwBgDj8dDWFgYRo4cCXV1ddjZ2SE+Ph53796Fu7s7NDQ04OLiIhZ3eno6Ro8eDUNDQ2hqaqJXr144ceKETHUmDY/Hw9atWzFs2DAIBAJYWlrit99+Eyvz6NEj+Pr6om3bttDX18fo0aNx//59sTLh4eGws7NDmzZtYGtriy1bttS6TpFIhJkzZ6JTp0548OBBreWktTALCAiAu7t7QzdT7P3Lli1Dnz59pM4fOnQowsPD4enpCSsrK4waNQqLFy/GoUOHuDICgUDs+FJSUsKpU6cwffr0Wtf76tUr7NixAxs2bMCgQYPQo0cP7N69G8nJyQ2uv82bN8PKygrKyspirZcas190dHQQExMDHx8fdO7cGX369MEPP/yAq1evIjMzkysXHx+P+fPno3fv3rCyssIXX3wBXV1dJCYm1rrsb775BqampggPD0fv3r1hYWEBDw8PWFtbyxxf1fng0KFDGDBgANTV1eHo6Ij4+PgGb2sVd3d3jBkzBnZ2drC2tsbChQvRrVs3nDt3rt73DhkyBM+fP0dcXFyj16/oKEFESBN5fOelxC+YNeXnluDxnZfNExAhhBCioLYtjMO2hXEozv+vJca145nYtjAOZ/anAZDte7fgpfj3bsSKC9i2MA4vsv8bY+KfC4+lvPPNZGRkIDs7G56entw0NTU1uLm54cKFC9y0wsJC+Pn5ITQ0tN5uYtXduXMHxsbGsLS0xIQJE3Dv3j2JMowx+Pv7i80rKCjA2LFjkZ+fX+fyGWP44IMP8OLFC8TFxSEmJgbp6enw9fUVK3f37l0cPHgQf/75J44dO4akpCTMnTsXALB48WL4+Phg6NChXCuMvn371rrO4OBghIaG4sKFC3j48CF8fHywadMm7N27F3/99RdiYmLwww8/iG3LokWLcPnyZZw8eRJ8Ph9jxoyBSCQ94Zebm4ubN2/C2dlZYt6uXbugoaGBS5cuYd26dVi1ahViYmIatS9+//13sbF4Vq9ejSlTpiApKQm2traYOHEiZs+ejeXLl+PKlSsAgHnz5nHl8/PzMXz4cJw4cQLXrl3DkCFD4OXlJXYz31BBQUEYO3Ysrl+/jg8//BB+fn5corCwsBADBgyApqYmzpw5g3PnzkFTUxNDhw7lul1t374dK1aswFdffYXU1FSEhIQgKCgIu3btklhXaWkpfHx8cOXKFZw7dw7m5uaNjhsAQkJCoKmpWeff2bNn32gdr169gp6eXq3zIyIioK6ujnHjxtVa5urVqygrKxM75o2NjdG1a1exY74+p06dQkBAAGbNmoXU1FTs3r0bGhoa8PHxwYoVKwAAe/bsqXef7Nmzp87trTkelKurKw4cOIAXL15AJBJh//79KCkpqTMpdfjwYTg7O2P8+PEwMDBAjx49sH37dpm3tboVK1Zg8eLFSEpKQqdOneDn54fy8nIAlQna+rZ3zpw5UpfLGMPJkyeRlpaG/v371xuHqqoqHB0d3/gzpcjoKWaENJGCvLovUhtajhBCCCG1a8nfu9nZ2QAAQ0NDsemGhoZiLSo+/fRT9O3bF6NHj5Z52e+99x4iIiLQqVMnPHnyBGvWrEHfvn1x69Yt6Ovrc+XWrVuHP/74Q+L9qampmDlzJvbt21frOk6cOIEbN24gIyMDpqamAIBff/0V9vb2uHz5Mnr16gUAKC4uxq5du2BiYgIA+OGHHzBixAhs2LABQqEQAoEAJSUlMiW/1qxZg379+gEApk+fjuXLlyM9PR1WVlYAgHHjxuH06dMIDAwEAIwdO1bs/Tt27ICBgQFSUlKkjm/04MEDMMZgbGwsMa9bt25YuXIlAMDGxgahoaE4efIkBg8eLPO+KC0txa+//irRmmvatGnw8fEBAAQGBsLFxQVBQUEYMmQIAGDhwoWYNm0aV97R0RGOjo5i+yUyMhKHDx8WSyQ1xPjx4zFjxgwAlQmrqmTbli1bsH//fvD5fPz8889cN8fw8HDo6uoiNjYWnp6eWL16NTZs2MC1mLO0tERKSgrCwsIwdepUbj35+fkYMWIEioqKEBsbCx0dnUbFW92cOXO4/VebDh06NHr56enp+OGHH7Bhw4Zay/zyyy+YOHEiBAJBrWWys7OhqqqKtm3bik03NDTkzgey2LJlC4YOHYply5YBqPw83rhxA8eOHcPgwYMBAKNGjcJ7771X53JqnnuqFBcXY9myZZg4cSK0tbW56QcOHICvry/09fWhrKwMdXV1REZG1tka6N69e9i6dSsWLVqEzz//HAkJCViwYAHU1NQwZcoUmbcZqEwojxgxAgDw5Zdfwt7eHnfv3oWtrS2MjY3rHdS++rYAlUmwDh06oKSkBEpKStiyZQu3/+rToUMHiRZ0rQkliAhpIhraak1ajhBCCGmtZm12AwAoq/7X2L2HpxkcPUzB51fexDbme3fKV5UtWJRV/luubV+jN463NjXHFarqdgRU/vp+6tSpOsf4kGbYsGHc/w4ODnBxcYG1tTV27dqFRYsWcfOqJ4tqqq1LWpXU1FSYmppyCREA6NKlC3R1dZGamsolRczMzLjkEAC4uLhAJBIhLS2tQS2igMokTRVDQ0Ooq6tzyaGqaQkJCdzr9PR0BAUF4eLFi3j27BnXcigzM1NqgqioqAgA0KZNmzrXDQBGRkbcYMSy7gtzc3Op+7XmdgGV9VZ9WnFxMfLy8qCtrY2CggJ8+eWXOHLkCLKyslBeXo6ioqI3akHk4uIi8brqhvvq1au4e/cutLS0xMoUFxcjPT0dT58+xcOHDzF9+nTMnDmTm19eXi6RAPLz84OJiQlOnjwJdXX1RsdbnZ6eXp2te95EVlYWhg4dKpZAqyk+Ph4pKSmIiIho1DqqH/OyuHPnjkRLpX79+mHjxo0oLy+HsrIytLS0JOpLFmVlZZgwYQJEIpFEF8EvvvgCubm5OHHiBNq1a4eoqCiMHz8eZ8+eFfu8VicSieDs7IyQkBAAQI8ePXDr1i1s3bq1wQmi6seJkVHlOTknJwe2trZQVlZGx44dG7Q8LS0tJCUlIT8/HydPnsSiRYtgZWUlUzc9gUAg1p21taEEESFNxMhGFxq6anU2d9dsqwYjG93mC4oQQghRQCpqShLTlJT5UKp25dqY712py1Vq+hEXqpIj2dnZ3M0OUHnDU5UkOHXqFNLT0yUGdB07dizef/99xMbGyrQuDQ0NODg44M4d8fGYZsyYgXPnzkl0A3JxcamztQRQ+01tfTe7VfMackNcRUVFRWw51V9XTavefczLywumpqbYvn07jI2NIRKJ0LVrV7GnUVXXrl07AJVdzWomcupal6z7QkNDQ6btqm1a1fqWLFmC6OhorF+/Hh07doRAIMC4ceNq3a7Gqr7enj17Su2S1L59e278qu3bt0u0WlFSEj+ehg8fjt27d+PixYsYOHBgo+KqOThwSEgIl4CozdGjR/H+++83aD1ZWVkYMGAAXFxcsG3btlrL/fzzz+jevTt69uxZ5/KEQiFKS0uRm5sr1oooJyenzq6VNamoqEjsg4qKCvD5fPD5leeqPXv2YPbs2XUuJywsDJMmTeJel5WVwcfHBxkZGTh16pRYi5v09HSEhobi5s2bsLe3BwCum9WPP/6In376Seo6jIyM0KVLF7FpdnZ2+P3332Xe3ip1HROZmZkS66npww8/FIuTz+dzSaXu3bsjNTUVa9eulSlB9OLFiwaNo/SuoQQRIU2Ez+fhfV8bHAu7WWsZVx8b7pdPQgghhDReS/7etbS0hFAoRExMDHr06AGgsgtSXFwcvvnmGwDAsmXLJFotODg44LvvvoOXl5fM6yopKUFqaqrUG+StW7ciMTGRe8pZ+/btcfDgQYmESE1dunRBZmYmHj58yLWcSUlJwatXr2BnZ8eVy8zMRFZWFtdtKz4+Hnw+H506dQJQOZ7H23ga0PPnz5GamoqwsDBuu+sbgNba2hra2tpISUnh4pOFrPuiqZw9exb+/v4YM2YMgMpuW2/a3eXixYtiLTouXrzIfS6dnJxw4MABGBgYSHTTASoHOe7QoQPu3bsnlnCQ5uOPP0bXrl0xatQo/PXXX3Bzc6s3tprdr2qOp/U2upg9evQIAwYMQM+ePREeHs4lXmrKz8/HwYMHsXbt2nqX2bNnT6ioqHADQgPA48ePcfPmTaxbt07m2Ozt7XH+/HmxaefPn0enTp24OBvaxawqOXTnzh2cPn1aonVhVWuZmvtBSUmp1jG9gMqWTWlpaWLTbt++/cbjTtXUmC5mNTHGUFIiW3fjmzdv1jne1LuOEkSENCHrHgYYOrsrzh64I/aLpmZbNbj62MC6x9t9tCchhBDSmsjrezc/Px93797lXmdkZCApKQl6enowMzMDj8dDQEAAQkJCYGNjAxsbG4SEhEBdXR0TJ04EAO4JSTWZmZnB0tKSe+3h4YExY8Zw488sXrwYXl5eMDMzQ05ODtasWYO8vDyxsWCqCAQC/P7773B2dkZBQQH27dsn1iWsNoMGDUK3bt0wadIkbNq0CeXl5fjkk0/g5uYmNshzmzZtMHXqVKxfvx55eXlYsGABfHx8uO2ysLBAdHQ00tLSoK+v3yRj0gDgnra1bds2GBkZITMzkxuzpTZ8Ph+DBg3CuXPnJJ6cVRdZ90VT6dixIw4dOgQvLy/weDwEBQXVeZMui99++w3Ozs5wdXXFnj17kJCQgB07dgAAJk2ahG+//RajR4/GqlWrYGJigszMTBw6dAhLliyBiYkJgoODsWDBAmhra2PYsGEoKSnBlStXkJubK9atEQDmz5+PiooKjBw5EkePHoWrq2udsSUkJGD79u3w8PDAqVOnEB0dDWtra9y/fx8WFhYN7mKWnZ2N7Oxs7vhMTk6GlpYWzMzMoKenh6ysLLi7u8PMzAzr16/H06dPuffWPB4PHDiA8vJyqYmxR48ewcPDAxEREejduzd0dHQwffp0fPbZZ9DX14eenh4WL14MBwcHDBo0SOb4P/vsMzg5OWH16tXw9fVFfHw8tmzZgrCwMK5MQ7qYlZeXY9y4cUhMTMSRI0dQUVHBJeX09PSgqqoKW1tbdOzYEbNnz8b69euhr6+PqKgoxMTE4MiRI9yyap6LqsZQCwkJgY+PDxISErBt27Y6W2Q1RkO7mK1duxbOzs6wtrZGaWkp/v77b0RERGDr1q31vvf+/ft49OhRg+rsXUMJIkKamHUPA1g6tq98ukpeCTS0K5u3U8shQgghpOnJ43v3ypUrGDBgAPe66iZ56tSp2LlzJwBg6dKlKCoqwieffILc3Fy89957OH78eIPHDklPT8ezZ8+41//++y/8/Pzw7NkztG/fHn369MHFixdr/dXexsYGu3btQmpqKjw8PGRaJ4/HQ1RUFObPn4/+/fuDz+dj6NChYk8RAyqTGd7e3hg+fDhevHiB4cOHi41tMnPmTMTGxsLZ2Rn5+fk4ffo0LCwsGrT90vD5fOzfvx8LFixA165d0blzZ3z//ff1dh+ZNWsWpk+fjnXr1tXaaqQmWfdFU/nuu+/w0UcfoW/fvmjXrh0CAwORl5f3Rsv88ssvsX//fnzyyScQCoXYs2cP12VHXV0dZ86cQWBgILy9vfH69Wt06NABHh4eXKuMGTNmQF1dHd9++y2WLl3KdWsMCAiQur6AgACIRCIMHz4cx44dq7OL1YABA/D7779j3rx56N69O8LDwzF37lysW7dOYpwcWfz000/48ssvuddVT64KDw+Hv78/jh8/jrt37+Lu3bsSyVLGmNjrHTt2wNvbW2LgaaCyVU5aWprYWDXfffcdlJWV4ePjg6KiInh4eGDnzp1iXfEGDhwIY2Nj7N69W2r83bp1w++//44VK1Zg9erVMDIywpo1azB58uQG7wug8nxx+PBhAJVdrao7ffo03N3doaKigr///hvLli2Dl5cX8vPz0bFjR+zatQvDhw/nytc8F/Xq1QuRkZFYvnw5Vq1aBUtLS2zatEksoRYcHIydO3c266DPBQUF+OSTT/Dvv/9CIBDA1tYWu3fvlnjyoDT79u2Dp6dnk7eCUiQ8VvNIaIXy8vKgo6ODV69e1ds8raUqKyvD33//jeHDh9fbbJi0HFRviofqTDFRvSkmqjfF05A6Ky4uRkZGBiwtLaUOHEyaj0gk4gZJljVxEhwcjKioqHq7frQkjDH06dMHAQEB8PPzk3c4b0TWOuPxeIiMjGxQq6m3QVoc/v7+ePnyJaKiouQWV3OzsLDA0qVLMWfOHJmPNUXm7+8PAFzivKWp/rksKSmBjY0N9u3bxz1RsUpjzpHyUNf3qqw5j5a7df/HwsICPB5P4m/u3LkAKk/0wcHBMDY2hkAggLu7O27duiXnqAkhhBBCCCEtCY/Hw7Zt21BeXi7vUFqlqqectVb//PMPtLS0MGHCBHmH0mzi4uKwevVqeYchYc6cOdDU1BSb9uDBA6xYsUIiOdTatPguZpcvXxYb3O7mzZsYPHgwxo8fDwBYt24dNm7ciJ07d6JTp05Ys2YNBg8ejLS0tEY9/o8QQgghhBDybnJ0dISjo6O8w2gSBw8elBgDqIq5uXmL+tG86il7NZ981prY2tri+vXrb9xlUJFkZGTIOwSpVq1ahcWLFwMA96TJTp06NWgA+3dVi08Q1XwM5ddffw1ra2u4ubmBMYZNmzZhxYoV8Pb2BgDs2rULhoaG2Lt3b72P/yOEEEIIIYQ0XHBwMIKDg+UdRqs2bNgwuLu7S+3yUtXFs6WMJiJtkOGW2u2IvPsMDAxgYEAPD5KmxSeIqistLcXu3buxaNEi8Hg83Lt3D9nZ2fD09OTKqKmpwc3NDRcuXKg1QVRSUiL2mLuqLG5ZWRnKysre7ka8JVVxK2r8rRXVm+KhOlNMVG+KiepN8TSkzsrKysAYg0gkeuOnNJE3U5VEqKoP0vIxxqClpQVjY2PweNIHZKe6bHnoWFNMilJvIpEIjDGUlZVJtNaT9VpKoQapPnjwICZOnIjMzEwYGxvjwoUL6NevHx49egRjY2Ou3KxZs/DgwQNER0dLXU5wcLDY6PZV9u7dC3V19bcWPyGEEEIIqaSsrAyhUAgTExOoqanJOxxCCCFEoZWUlODff/9Fdna2xFhrhYWFmDhxYr2DVCtUC6IdO3Zg2LBhYskgABJZc8ZYrZl0AFi+fLlYf928vDyYmprC09NToZ9iFhMTg8GDB9OTXhQI1ZvioTpTTFRvionqTfE0pM4qKipw79498Pl8hb3+elcwxvD69WtoaWnVeQ1NWg6qM8VE9aaYFKXenj9/DoFAAA8PD4kWRLKOfaUwCaIHDx7gxIkTOHToEDdNKBQCALKzs7nBpQAgJycHhoaGtS5LTU1N6i9VKioqCn8B+i5sQ2tE9aZ4qM4UE9WbYqJ6Uzyy1JmKigratm2LZ8+egc/nQ11dvUVfeL/LRCIRSktLUVJS0qIf4Uz+Q3WmmKjeFFNLrzfGGAoLC/Hs2TO0bdtW4hH3AGS+jlKYBFF4eDgMDAwwYsQIbpqlpSWEQiFiYmLQo0cPAJXjFMXFxeGbb76RV6iEEEIIIUQGVT/25eTkyDmS1o0xhqKiIggEAkrSKQiqM8VE9aaYFKXedHV1ue/VxlKIBJFIJEJ4eDimTp0KZeX/QubxeAgICEBISAhsbGxgY2ODkJAQqKurY+LEiXKMmBBCCCGE1IfH48HIyAgGBgY0GLkclZWV4cyZM+jfvz+11lMQVGeKiepNMSlCvamoqEh0K2sMhUgQnThxApmZmfjoo48k5i1duhRFRUX45JNPkJubi/feew/Hjx+HlpaWHCIlhBBCCCENpaSk1CQXtqRxlJSUUF5ejjZt2rTYmx8ijupMMVG9KabWVG8KkSDy9PREbQ9b4/F4CA4ORnBwcPMGRQghhBBCCCGEEPKOaHkjLBFCCCGEEEIIIYSQZkUJIkIIIYQQQgghhJBWTiG6mL1tVd3X8vLy5BxJ45WVlaGwsBB5eXnvfL/IdwnVm+KhOlNMVG+KiepN8VCdKSaqN8VDdaaYqN4U07tQb1W5jtqG7qlCCSIAr1+/BgCYmprKORJCCCGEEEIIIYSQpvf69Wvo6OjUOp/H6kshtQIikQhZWVnQ0tICj8eTdziNkpeXB1NTUzx8+BDa2tryDofIiOpN8VCdKSaqN8VE9aZ4qM4UE9Wb4qE6U0xUb4rpXag3xhhev34NY2Nj8Pm1jzRELYgA8Pl8mJiYyDuMJqGtra2wH9rWjOpN8VCdKSaqN8VE9aZ4qM4UE9Wb4qE6U0xUb4pJ0eutrpZDVWiQakIIIYQQQgghhJBWjhJEhBBCCCGEEEIIIa0cJYjeEWpqali5ciXU1NTkHQppAKo3xUN1ppio3hQT1ZvioTpTTFRviofqTDFRvSmm1lRvNEg1IYQQQgghhBBCSCtHLYgIIYQQQgghhBBCWjlKEBFCCCGEEEIIIYS0cpQgIoQQQgghhBBCCGnlKEFECCGEEEIIIYQQ0spRgkjBnDlzBl5eXjA2NgaPx0NUVBQ3r6ysDIGBgXBwcICGhgaMjY0xZcoUZGVlyS9ggrVr16JXr17Q0tKCgYEBPvjgA6SlpdVafvbs2eDxeNi0aVPzBUkkbN26Fd26dYO2tja0tbXh4uKCo0ePipVJTU3FqFGjoKOjAy0tLfTp0weZmZlyipjUtHbtWvB4PAQEBHDT8vPzMW/ePJiYmEAgEMDOzg5bt26VX5AEAPDo0SN8+OGH0NfXh7q6Orp3746rV69y8xljCA4OhrGxMQQCAdzd3XHr1i05Rty6WVhYgMfjSfzNnTuXrkVasPLycnzxxRewtLSEQCCAlZUVVq1aBZFIJLU8XY+0DK9fv0ZAQADMzc0hEAjQt29fXL58WawMXY/IV133Z4Bs32HZ2dmYPHkyhEIhNDQ04OTkhP/973/NuBWtT1PcV5eUlGD+/Plo164dNDQ0MGrUKPz777/NvCVNixJECqagoACOjo4IDQ2VmFdYWIjExEQEBQUhMTERhw4dwu3btzFq1Cg5REqqxMXFYe7cubh48SJiYmJQXl4OT09PFBQUSJSNiorCpUuXYGxsLIdISXUmJib4+uuvceXKFVy5cgUDBw7E6NGjuS/09PR0uLq6wtbWFrGxsbh+/TqCgoLQpk0bOUdOAODy5cvYtm0bunXrJjb9008/xbFjx7B7926kpqbi008/xfz58/HHH3/IKVKSm5uLfv36QUVFBUePHkVKSgo2bNgAXV1drsy6deuwceNGhIaG4vLlyxAKhRg8eDBev34tv8BbscuXL+Px48fcX0xMDABg/PjxdC3Sgn3zzTf46aefEBoaitTUVKxbtw7ffvstfvjhB4mydD3ScsyYMQMxMTH49ddfkZycDE9PTwwaNAiPHj0CQNcjLUFd92eAbN9hkydPRlpaGg4fPozk5GR4e3vD19cX165da67NaHWa4r46ICAAkZGR2L9/P86dO4f8/HyMHDkSFRUVzbUZTY8RhQWARUZG1lkmISGBAWAPHjxonqBIvXJychgAFhcXJzb933//ZR06dGA3b95k5ubm7LvvvpNPgKRWbdu2ZT///DNjjDFfX1/24YcfyjkiIs3r16+ZjY0Ni4mJYW5ubmzhwoXcPHt7e7Zq1Sqx8k5OTuyLL75o5ihJlcDAQObq6lrrfJFIxIRCIfv666+5acXFxUxHR4f99NNPzREiqcfChQuZtbU1E4lEUufTtUjLMGLECPbRRx+JTfP29pb4LqPrkZajsLCQKSkpsSNHjohNd3R0ZCtWrGCM0fVIS1Pz/kzW7zANDQ0WEREhtiw9PT3uupO8XY25r3758iVTUVFh+/fv58o8evSI8fl8duzYsbcZ7ltFLYjeca9evQKPxxP7JZbI16tXrwAAenp63DSRSITJkydjyZIlsLe3l1dopBYVFRXYv38/CgoK4OLiApFIhL/++gudOnXCkCFDYGBggPfee0+iSTGRj7lz52LEiBEYNGiQxDxXV1ccPnwYjx49AmMMp0+fxu3btzFkyBA5REoA4PDhw3B2dsb48eNhYGCAHj16YPv27dz8jIwMZGdnw9PTk5umpqYGNzc3XLhwQR4hk2pKS0uxe/dufPTRR+DxeFLL0LVIy+Dq6oqTJ0/i9u3bAIDr16/j3LlzGD58OFeGrkdalvLyclRUVEi0BhIIBDh37hxdjygAWb/DXF1dceDAAbx48QIikQj79+9HSUkJ3N3d5RA1kabmd9nVq1dRVlYmVrfGxsbo2rWrQl+fUILoHVZcXIxly5Zh4sSJ0NbWlnc4BJV9kBctWgRXV1d07dqVm/7NN99AWVkZCxYskGN0pKbk5GRoampCTU0Nc+bMQWRkJLp06YKcnBzk5+fj66+/xtChQ3H8+HGMGTMG3t7eiIuLk3fYrdr+/fuRmJiItWvXSp3//fffo0uXLjAxMYGqqiqGDh2KLVu2wNXVtZkjJVXu3buHrVu3wsbGBtHR0ZgzZw4WLFiAiIgIAJXjMgCAoaGh2PsMDQ25eUR+oqKi8PLlS/j7+0udT9ciLUdgYCD8/Pxga2sLFRUV9OjRAwEBAfDz8+PK0PVIy6KlpQUXFxesXr0aWVlZqKiowO7du3Hp0iU8fvyYrkcUgKzfYQcOHEB5eTn09fWhpqaG2bNnIzIyEtbW1s0aL5FO2ndZdnY2VFVV0bZtW7Gyin59oizvAMjbUVZWhgkTJkAkEmHLli3yDof8n3nz5uHGjRs4d+4cN+3q1avYvHkzEhMTa/31lchH586dkZSUhJcvX+L333/H1KlTERcXx/1yMHr0aHz66acAgO7du+PChQv46aef4ObmJseoW6+HDx9i4cKFOH78eK1jL3z//fe4ePEiDh8+DHNzc5w5cwaffPIJjIyMpLY4Im+fSCSCs7MzQkJCAAA9evTArVu3sHXrVkyZMoUrV/P8yBijc2YLsGPHDgwbNkzqWDV0LdKyHDhwALt378bevXthb2+PpKQkBAQEwNjYGFOnTqXrkRbq119/xUcffYQOHTpASUkJTk5OmDhxIhITE7kBxul6pOWr7zvsiy++QG5uLk6cOIF27dohKioK48ePx9mzZ+Hg4NDc4ZJqGvpdpujXJ9SC6B1UVlYGHx8fZGRkICYmhn6xayHmz5+Pw4cP4/Tp0zAxMeGmnz17Fjk5OTAzM4OysjKUlZXx4MEDfPbZZ7CwsJBfwASqqqro2LEjnJ2dsXbtWjg6OmLz5s1o164dlJWV0aVLF7HydnZ29NQQObp69SpycnLQs2dP7liKi4vD999/D2VlZRQUFODzzz/Hxo0b4eXlhW7dumHevHnw9fXF+vXr5R1+q2VkZFTnsSQUCgFA4te4nJwciV9kSfN68OABTpw4gRkzZkjMo2uRlmfJkiVYtmwZJkyYAAcHB0yePBmffvop1+KSrkdaJmtra8TFxSE/Px8PHz5EQkICysrKYGlpSdcjCkCW77D09HSEhobil19+gYeHBxwdHbFy5Uo4Ozvjxx9/bPaYyX/q+i4TCoUoLS1Fbm6u2HsU/fqEEkTvmKoP8Z07d3DixAno6+vLO6RWjzGGefPm4dChQzh16hQsLS3F5k+ePBk3btxAUlIS92dsbIwlS5YgOjpaTlETaRhjKCkpgaqqKnr16oW0tDSx+bdv34a5ubmcoiMeHh5ITk4WO5acnZ0xadIkJCUloaKiAmVlZeDzxb/6lJSUan3MM3n7+vXrV+exZGlpCaFQyD0pC6gc9yYuLg59+/Zt1liJuPDwcBgYGGDEiBFi0+lapGUqLCys8/xH1yMtm4aGBoyMjJCbm4vo6GiMHj2arkcUgCzfYYWFhQBA1yctTH3fZT179oSKiopY3T5+/Bg3b95U6OsT6mKmYPLz83H37l3udUZGBpKSkqCnpwdjY2OMGzcOiYmJOHLkCCoqKrhstZ6eHlRVVeUVdqs2d+5c7N27F3/88Qe0tLS4OtHR0YFAIIC+vr7ECUdFRQVCoRCdO3eWR8gEwOeff45hw4bB1NQUr1+/xv79+xEbG4tjx44BqPwl1tfXF/3798eAAQNw7Ngx/Pnnn4iNjZVv4K2YlpaW2NheQOUFtb6+Pjfdzc0NS5YsgUAggLm5OeLi4hAREYGNGzfKI2QC4NNPP0Xfvn0REhICHx8fJCQkYNu2bdi2bRuAymb5AQEBCAkJgY2NDWxsbBASEgJ1dXVMnDhRztG3XiKRCOHh4Zg6dSqUlf+7nCwvL6drkRbKy8sLX331FczMzGBvb49r165h48aN+OijjwCArkdaqOjoaDDG0LlzZ9y9exdLlixB586dMW3aNAB0PdIS1HV/ZmZmVu93mK2tLTp27IjZs2dj/fr10NfXR1RUFGJiYnDkyBF5bdY7703vq3V0dDB9+nR89tln0NfXh56eHhYvXgwHBwfFHrZAfg9QI41x+vRpBkDib+rUqSwjI0PqPADs9OnT8g691aqtTsLDw2t9Dz1WVv4++ugjZm5uzlRVVVn79u2Zh4cHO378uFiZHTt2sI4dO7I2bdowR0dHFhUVJadoSW1qPub+8ePHzN/fnxkbG7M2bdqwzp07sw0bNtT6eG7SPP7880/WtWtXpqamxmxtbdm2bdvE5otEIrZy5UomFAqZmpoa69+/P0tOTpZTtIQxxqKjoxkAlpaWJjadrkVarry8PLZw4UJmZmbG2rRpw6ysrNiKFStYSUlJre+h6xH5O3DgALOysmKqqqpMKBSyuXPnspcvX4qVoesR+arr/owx2b7Dbt++zby9vZmBgQFTV1dn3bp1k3jsPWlaTXFfXVRUxObNm8f09PSYQCBgI0eOZJmZmfLbqCbAY4yxt5d+IoQQQgghhBBCCCEtHY1BRAghhBBCCCGEENLKUYKIEEIIIYQQQgghpJWjBBEhhBBCCCGEEEJIK0cJIkIIIYQQQgghhJBWjhJEhBBCCCGEEEIIIa0cJYgIIYQQQgghhBBCWjlKEBFCCCGEEEIIIYS0cpQgIoQQQgghhBBCCGnlKEFECCGEENKM/P398cEHH8g7DEIIIYQQMTzGGJN3EIQQQgghrcWrV6/AGIOurq68QyGEEEII4VCCiBBCCCGEEEIIIaSVoy5mhBBCCCENJBKJ8M0336Bjx45QU1ODmZkZvvrqKwBAcnIyBg4cCIFAAH19fcyaNQv5+fnce2t2MXN3d8eCBQuwdOlS6OnpQSgUIjg4WGx9wcHBMDMzg5qaGoyNjbFgwYLm2ExCCCGEtCKUICKEEEIIaaDly5fjm2++QVBQEFJSUrB3714YGhqisLAQQ4cORdu2bXH58mX89ttvOHHiBObNm1fn8nbt2gUNDQ1cunQJ69atw6pVqxATEwMA+N///ofvvvsOYWFhuHPnDqKiouDg4NAcm0kIIYSQVoS6mBFCCCGENMDr16/Rvn17hIaGYsaMGWLztm/fjsDAQDx8+BAaGhoAgL///hteXl7IysqCoaEh/P398fLlS0RFRQGobEFUUVGBs2fPcsvp3bs3Bg4ciK+//hobN25EWFgYbt68CRUVlWbbTkIIIYS0LtSCiBBCCCGkAVJTU1FSUgIPDw+p8xwdHbnkEAD069cPIpEIaWlptS6zW7duYq+NjIyQk5MDABg/fjyKiopgZWWFmTNnIjIyEuXl5U20NYQQQgghlShBRAghhBDSAAKBoNZ5jDHweDyp82qbDkCiZRCPx4NIJAIAmJqaIi0tDT/++CMEAgE++eQT9O/fH2VlZY2InhBCCCFEOkoQEUIIIYQ0gI2NDQQCAU6ePCkxr0uXLkhKSkJBQQE37fz58+Dz+ejUqVOj1ykQCDBq1Ch8//33iI2NRXx8PJKTkxu9PEIIIYSQmpTlHQAhhBBCiCJp06YNAgMDsXTpUqiqqqJfv354+vQpbt26hUmTJmHlypWYOnUqgoOD8fTpU8yfPx+TJ0+GoaFho9a3c+dOVFRU4L333oO6ujp+/fVXCAQCmJubN/GWEUIIIaQ1owQRIYQQQkgDBQUFQVlZGf/v//0/ZGVlwcjICHPmzIG6ujqio6OxcOFC9OrVC+rq6hg7diw2btzY6HXp6uri66+/xqJFi1BRUQEHBwf8+eef0NfXb8ItIoQQQkhrR08xI4QQQgghhBBCCGnlaAwiQgghhBBCCCGEkFaOEkSEEEIIIYQQQgghrRwliAghhBBCCCGEEEJaOUoQEUIIIYQQQgghhLRylCAihBBCCCGEEEIIaeUoQUQIIYQQQgghhBDSylGCiBBCCCGEEEIIIaSVowQRIYQQQgghhBBCSCtHCSJCCCGEEEIIIYSQVo4SRIQQQgghhBBCCCGtHCWICCGEEEIIIYQQQlq5/w+pBNgBi+q2ngAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_E([stock33], peeks=(10_000, 1000, 100, 10, 3))" ] }, { "cell_type": "markdown", "id": "eaae39f7-3246-4b35-b4b0-4d7967a5d673", "metadata": {}, "source": [ "There is hardly any difference between 10,000 peeks and 100 peeks! **I found this very surprising!** \n", "\n", "We have to go all the way down to 10 peeks (and then 3) before we see a noticable dropoff in expected value. I guess this is saying that 100 samples is plenty to get the general idea that the distribution has a mean of somewhere near 100, and a standard deviation somewhere near 33.\n", "\n", "Maybe there would be more of a difference if the distribution was harder to predict. Maybe the bimodal distribution?" ] }, { "cell_type": "code", "execution_count": 34, "id": "0cfbc714", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_E([bimodal], peeks=(10_000, 1000, 100, 10, 3))" ] }, { "cell_type": "markdown", "id": "3cf2483c", "metadata": {}, "source": [ "Still not much difference until we get down to just 3 peeks. \n", "\n", "Let's try a distribution that is even more skewed: the distribution from Bernoulli's [St. Petersburg Paradox](https://en.wikipedia.org/wiki/St._Petersburg_paradox), in which the the payoff is $2^d$ with probability $2^{-d}$ for all values of $d$ from 1 up to a limit." ] }, { "cell_type": "code", "execution_count": 35, "id": "408aec40", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ProbDist({2: 32768,\n", " 4: 16384,\n", " 8: 8192,\n", " 16: 4096,\n", " 32: 2048,\n", " 64: 1024,\n", " 128: 512,\n", " 256: 256,\n", " 512: 128,\n", " 1024: 64,\n", " 2048: 32,\n", " 4096: 16,\n", " 8192: 8,\n", " 16384: 4,\n", " 32768: 2,\n", " 65536: 1})" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def st_pete(limit=16) -> ProbDist:\n", " \"\"\"The St. Petersburg distribution.\"\"\"\n", " return ProbDist({2 ** i: 2 ** (limit - i) for i in range(1, limit + 1)}, 'St_Pete')\n", "\n", "S = st_pete()\n", "S" ] }, { "cell_type": "markdown", "id": "ab87d632-c268-46ff-9a7b-70ca6aafba51", "metadata": {}, "source": [ "The mean of this distribution is equal to the `limit` (by default 16):" ] }, { "cell_type": "markdown", "id": "525b0c9a-dc51-4864-a918-2d4e75112452", "metadata": {}, "source": [ "I'll compare 10,000 peeks to two mid-size sets of peeks (101 and 100), and two small sizes (11 and 10). There is a lot of variation from one run to the next, so I'll set the random seed to a value that gives a representative result, but you can rerun the cell to get different plots:" ] }, { "cell_type": "code", "execution_count": 36, "id": "f9038f93", "metadata": {}, "outputs": [], "source": [ "random.seed(42)" ] }, { "cell_type": "code", "execution_count": 37, "id": "08c9d6b4-a31a-4d90-8dad-8d86fa6a33c8", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_E([st_pete()], peeks=(10_000, 101, 100, 11, 10, 3))" ] }, { "cell_type": "markdown", "id": "a40fd3a5-6644-4dcd-90ef-74ca276fe186", "metadata": {}, "source": [ "The collection of 10,000 peeks gives a very good estimate of the mean and standard deviation, but the smaller samples severely underestimate both the mean and the standard deviation of the distribution, and this misrepresentation of the true distribution leads to a yield of fewer diamonds.\n", "\n", "Let's see what the optimal strategy looks like for this distribution. " ] }, { "cell_type": "code", "execution_count": 38, "id": "fb65b4e2-2861-46c7-9d38-ddc9d6184002", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "P = st_pete()\n", "plot_strategy(P, optimal_strategy(P)) " ] }, { "cell_type": "markdown", "id": "6a264a3a-13dc-42bf-a3f4-b9b6bd44ef11", "metadata": {}, "source": [ "This plot seems to be saying that up to 24 coins the shape is similar to the optimal strategy on other distributions, but once we get to 30 coins or more, the strategy is to sell back any bag under 94 diamonds (even though the mean is just 16 diamonds).\n", "\n", "# Conclusions\n", "\n", "Two main conclusions:\n", "\n", "- It is straightforward to implement an optimal strategy for a simple game like this. (For more complex games, it can still be straightforward to *write* the code, but infeasible to *run* it in a reasonable amount of time.) \n", "- It takes more work to come up with good visualizations to really understand what is going on." ] } ], "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": 5 }