\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:\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 (1) the number of coins you have, (2) if you just bought a bag, the number of diamonds in it, and (3) what you have learned about the distribution of diamonds from peeking. 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",
"- **Good strategy**: 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** until you have 11 or fewer coins (not enough to buy a bag). With 12 coins, buy a bag and keep it no matter what, because selling it back won't give you enough coins to buy another bag.\n",
" - **Peek first**: If you're going to do *K* peeks eventually, it is always better to do all *K* 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. Once we accept the \"use the coins\" and \"peek first\" ideas, the remaining action choices are just **keep** or **sell**.\n",
" - **Maximize expected 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 number of diamonds obtained starting from a given situation, averaged over all possible random selections of bags from the stockpile. \n",
"- **Probability distribution**: Bags can be represented as a collection of integer diamond counts: which counts are possible, and how often did each occur. This is called a [**discrete probability distribution**](https://en.wikipedia.org/wiki/Probability_distribution#Discrete_probability_distribution).\n",
"- **Stockpile**: By default, I'll say a stockpile is 10,000 bags with mean 100 diamonds per bag.\n",
"- **Peeks**: By default, a player peeks at 1,000 bags. (That should be plenty, but I'll test to make sure.)\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": [
"from typing import *\n",
"from statistics import mean, stdev\n",
"import matplotlib.pyplot as plt\n",
"import functools\n",
"import random\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",
"N = 10_000 # Default number of bags in the merchant's stockpile\n",
"K = 1_000 # 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, so essentially we want to represent a collection of integers, and how often each of those integers appears. I implement this with the class `ProbDist`, a subclass of Python's `Counter` class, that works as follows:\n",
"- `P = ProbDist([100, 101, 100])` (or `P = ProbDist({100: 2, 101: 1})`) makes a distribution `P` with 3 samples.\n",
"- `P(d)` gives the *probability* of `d` diamonds (e.g. `P(100) == 2/3`).\n",
"- `P[d]` gives the *count* of `d` diamonds (e.g. `P[100] == 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.\"\"\"\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 {val: count} mapping.\"\n",
" super().__init__(samples)\n",
" values = list(self.elements())\n",
" self.__dict__.update(μ=mean(values), σ=stdev(values), n=len(values), 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 the stockpile:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "28786f50-8834-4b40-9faf-54dada711091",
"metadata": {},
"outputs": [],
"source": [
"def normal(σ, μ=MEAN, n=N) -> ProbDist:\n",
" \"\"\"A ProbDist of `n` integers 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, k=K) -> ProbDist:\n",
" \"\"\"A ProbDist formed by peeking at k values sampled randomly from stockpile.\"\"\"\n",
" values = random.choices(list(stockpile.elements()), k=k)\n",
" return ProbDist(values, stockpile.name + '_peek')"
]
},
{
"cell_type": "markdown",
"id": "07b5c3b6-b3e2-444e-b6cb-5dee7e6e2fd8",
"metadata": {},
"source": [
"We see that a `peek` at 1,000 bags does a good job of capturing the statistics of a stockpile:"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "e864cd55-5c9c-46a5-b006-10de35f25d6e",
"metadata": {},
"outputs": [],
"source": [
"stock1 = normal(σ=1)\n",
"peek1 = peek(stock1)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "5bb94ae2-8c73-43b4-8431-036572b6a3d7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"normal[μ=100.0, σ=1.0, n=10,000]\n"
]
}
],
"source": [
"print(stock1)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "5259d068-a6b1-4277-a8e6-eed5c3239186",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"normal_peek[μ=100.0, σ=1.0, n=1,000]\n"
]
}
],
"source": [
"print(peek1)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "1fddb469-ed3f-4258-a545-b937bd00d204",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[(100, 3808),\n",
" (99, 2476),\n",
" (101, 2388),\n",
" (98, 611),\n",
" (102, 598),\n",
" (103, 58),\n",
" (97, 55),\n",
" (104, 3),\n",
" (96, 3)]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stock1.most_common()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "ce79bb5f-4067-4556-a157-c3c4893b4a6a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[(100, 390), (99, 251), (101, 237), (98, 61), (102, 54), (103, 4), (97, 3)]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"peek1.most_common()"
]
},
{
"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 automatically 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 with `c` coins should keep a bag with `d` diamonds, 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": 43,
"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(13, 92) == 'sell' # 92 is below the cutoff; sell it back\n",
"assert strategy(23, 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. That 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 simple enough that it is feasible to do an exact expected value calculation, as long as we remember to cache intermediate results for efficiency:"
]
},
{
"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 works 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 as follows: "
]
},
{
"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 estimation 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(10) # A stockpile with standard deviation 10 (and mean 100)\n",
"peek10 = peek(stock10) # A probability distribution formed by peeking at some bags\n",
"\n",
"optimal = optimal_strategy(peek10) # The optimal strategy with respect to peek10\n",
"assert 99 < peek10.μ < 101 # The mean of peek10 should be somewhere around 100\n",
"assert 9 < peek10.σ < 11 # The standard ddeviation 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(23, 103) == 'sell' # 103 is an above average bag, but we have 10 chances to do better; sell it\n",
"assert optimal(23, 115) == 'keep' # Even with 10 more chances, it is tough to beat a bag with 115 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": 44,
"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": 45,
"id": "562696b4-9786-4b64-ab89-9147aeb163b0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"102 diamond bag: sell it (total: 0 diamonds and 94 coins.\n",
"105 diamond bag: keep it (total: 105 diamonds and 82 coins.\n",
" 92 diamond bag: sell it (total: 105 diamonds and 81 coins.\n",
"112 diamond bag: keep it (total: 217 diamonds and 69 coins.\n",
"100 diamond bag: sell it (total: 217 diamonds and 68 coins.\n",
" 89 diamond bag: sell it (total: 217 diamonds and 67 coins.\n",
"109 diamond bag: keep it (total: 326 diamonds and 55 coins.\n",
"106 diamond bag: keep it (total: 432 diamonds and 43 coins.\n",
"112 diamond bag: keep it (total: 544 diamonds and 31 coins.\n",
"111 diamond bag: keep it (total: 655 diamonds and 19 coins.\n",
" 99 diamond bag: keep it (total: 754 diamonds and 7 coins.\n"
]
},
{
"data": {
"text/plain": [
"[105, 112, 109, 106, 112, 111, 99]"
]
},
"execution_count": 45,
"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 ...\n",
"\n",
"___\n",
"\n",
"# Visualizing a Strategy\n",
"\n",
"I have some remaining questions! \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": [
"We notice three 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 96 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 69 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": [
"94.40155233086679"
]
},
"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***–it means that when you start with a number of coins that has a non-zero remainder mod 12, you won't be able to buy a full additional bag, and by default the average takes into account all remainders mod 12. We can look at 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": [
"100.05930000000001"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"metric(optimal10, stock10, range(12, 100, 12))"
]
},
{
"cell_type": "markdown",
"id": "e6238e63",
"metadata": {},
"source": [
"And we can look at just the coins that are equal to 11 mode 12; that should give a lower value:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "e4c72e13",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"74.26480822105012"
]
},
"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",
" ks=[K], coins=COINS, divide=False):\n",
" \"\"\"Plot the expected number of diamonds for different stockpiles, strategies, and coins.\"\"\"\n",
" peeks = {(stock, k): peek(stock, k) for stock in stockpiles for k in ks} # precompute peeks\n",
" for per_coins in ('', ' per 12 coins'):\n",
" for k in ks: # k is the number of peeks\n",
" for stock in stockpiles:\n",
" for strategy_fn in strategy_fns:\n",
" strategy = strategy_fn(peeks[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__}({peeks[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 with 1,000 peeks at the `stock10` stockpile:"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "30b2777e-66a7-41cc-b4db-0a7091e2f13f",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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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 over 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",
"text/plain": [
""
]
},
"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=N) -> 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",
"bimodal = ProbDist(normal(2.5, 92, n=6*N) + normal(2.5, 112, n=4*N), 'bimodal')\n",
"shapes3 = [bimodal, normal(10, n=10*N), uniform(semiwidth=17, n=10*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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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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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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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"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": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def dominates(S1: Strategy, S2: Strategy, P, coins=COINS) -> bool:\n",
" \"\"\"Is strategy S1 always as good or better than S2?\"\"\"\n",
" return all(E(P, S1, c) >= E(P, S2, c) for c in coins)\n",
" \n",
"all(dominates(optimal_strategy(P), best_cutoff_strategy(P), P)\n",
" for P in [stock1, stock10, stock33] + shapes3)"
]
},
{
"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 1,000. 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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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_E([stock33], ks=(10_000, 1000, 100, 10))"
]
},
{
"cell_type": "markdown",
"id": "eaae39f7-3246-4b35-b4b0-4d7967a5d673",
"metadata": {},
"source": [
"There is hardly any difference between 10,000 samples and 100 samples! **I found this very surprising!** \n",
"\n",
"We have to go all the way down to 10 samples before we see a noticable dropoff in expected value. I guess this is saying that 100 samples is enough 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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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_E([bimodal], ks=(10_000, 1000, 100, 10))"
]
},
{
"cell_type": "markdown",
"id": "3cf2483c",
"metadata": {},
"source": [
"Still not much difference. \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: 8192,\n",
" 4: 4096,\n",
" 8: 2048,\n",
" 16: 1024,\n",
" 32: 512,\n",
" 64: 256,\n",
" 128: 128,\n",
" 256: 64,\n",
" 512: 32,\n",
" 1024: 16,\n",
" 2048: 8,\n",
" 4096: 4,\n",
" 8192: 2,\n",
" 16384: 1})"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def st_pete(limit=14) -> 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",
"st_pete()"
]
},
{
"cell_type": "markdown",
"id": "ab87d632-c268-46ff-9a7b-70ca6aafba51",
"metadata": {},
"source": [
"The mean of this distribution is equal to the `limit` (by default 14):"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "f2363afd-f898-4ff5-846b-b3814c306b33",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"St_Pete[μ=14.0, σ=180.5, n=16,383]\n"
]
}
],
"source": [
"print(st_pete())"
]
},
{
"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 variatioon 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": 37,
"id": "f9038f93",
"metadata": {},
"outputs": [],
"source": [
"random.seed(42)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "08c9d6b4-a31a-4d90-8dad-8d86fa6a33c8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Dhw+Xy61du5ZPP/2Url27kpqaypAhQwgODta5HTs7O44cOcK4ceMYOXIkZmZm9OjRgxUrVtCtW7dX9VYDsHjxYgAWLFhAUlIS7777Lnv27NGYr+ZV+OKLLzh9+jRDhw4lMTGRxo0bs3nzZpydneUybdu25dSpU8ybN4/x48fz9OlTrK2tcXNzo0+fPoVu28bGhuPHjzNt2jSmTZtGYmIi1apVY8GCBUycOLFQderp6bFr1y4mTpzIggULSEtLo3nz5uzduxdXV9c8zzU0NGT37t2MGzeOESNGYGBgQLt27fjjjz8KnetKm6K49g8//BCA+fPn07NnT5ycnJg+fTpHjhzh8OHDcrmWLVsSHBzML7/8wtOnT6lQoQItWrTgxx9/xMbG5lVcniAIgiC8cgop+xxZQRAEQRBKrdu3b1O1alUWLlyoNdmxIAiCIAiCIGgichAJgiAIgiAIgiAIgiC85USASBAEQRAEQRAEQRAE4S0nlpgJgiAIgiAIgiAIgiC85cQMIkEQBEEQBEEQBEEQhLecCBAJgiAIgiAIgiAIgiC85USASBAEQRAEQRAEQRAE4S1nUNIdeB0olUoePHiAhYUFCoWipLsjCIIgCIIgCIIgCILwSkiSxLNnz3BwcEBPT/s8IREgAh48eECVKlVKuhuCIAiCIAiCIAiCIAhF4p9//qFy5cpaXxcBIsDCwgLIerMsLS1LuDeFk56ezoEDB2jfvj2GhoYl3R1BR2LcSh8xZqWTGLfSSYxb6SPGrHQS41b6iDErncS4lU5vwrglJiZSpUoVOfahjQgQgbyszNLSslQHiMzMzLC0tCy1H9q3kRi30keMWekkxq10EuNW+ogxK53EuJU+YsxKJzFupdObNG75pdQRSaoFQRAEQRAEQRAEQRDeciJAJAiCIAiCIAiCIAiC8JYTASJBEARBEARBEARBEIS3nMhBpCNJksjIyCAzM7Oku6JReno6BgYGpKSkvLZ9FHIT41b6iDErncS4FS99fX0MDAzyXecuCIIgCIIgvD5EgEgHaWlpREdHk5ycXNJd0UqSJOzs7Pjnn3/EP8hLETFupY8Ys9JJjFvxMzMzw97eHiMjo5LuiiAIgiAIgqADESDKh1Kp5NatW+jr6+Pg4ICRkdFreXOhVCpJSkrC3NwcPT2xcrC0EONW+ogxK53EuBUfSZJIS0vj0aNH3Lp1CxcXF/GeC4IgCIIglAIiQJSPtLQ0lEolVapUwczMrKS7o5VSqSQtLQ0TExPxD/FSRIxb6SPGrHQS41a8TE1NMTQ05M6dO/L7LgiCIAiCILzexL+SdSRuKARBEARBd+LvTUEQBEEQhNJF/OtNEARBEARBEARBEAThLScCRIIgCIIgCIIgCIIgCG85ESAqJplKifCbceyMuE/4zTgylVJJd6lYvU7bSisUCnbs2FEi7axdu5b27dsXedtvs/zG18nJCYVCgUKhID4+vtj6JQilkb+/v/x9UX2vIiMjqVy5Ms+fPy/ZzgmCIAiCIAivlAgQFYN9l6JpMf8g/decYNzmCPqvOUGL+QfZdym6SNu9f/8+AwcOxNraGjMzMxo0aMDZs2fVyly+fJmuXbtiZWWFhYUFTZs25e7du1rr/Ouvv3j//fflm+ylS5fm24+QkBB69eqFJBVvUCwgIIAGDRrkOh4dHU3Hjh2LtS8AqampzJo1i5kzZ8rHnj9/zuzZs6levTomJibY2NjQpk0b9uzZI5dxcnLS6X1WOXz4sHxDp1AosLGxoWPHjly4cEHnOgraZmkTFBREdHQ0VlZWRdbGtm3b8PHxoUKFCigUCiIiInKVGTFiBM7OzpiammJjY0O3bt24cuVKnvUGBASoja9CocDOzq6IrkJ3Bf3Z8OWXX6JQKBg/frza8YCAAFxdXSlTpgzlypWjXbt2nDx5Mt/24+PjGTVqFPb29piYmFCrVi327t37Elf08qKjo/Hz86NmzZro6enlulaVrVu34ubmhrGxMW5ubmzfvj3fuiMjI2ndujWmpqZUqlSJoKCgXD9jjxw5QsOGDTExMaFatWp8++23BW572bJlREer/11Vt25dGjduzNdff51vPwVBEARBEITSQwSIiti+S9GM/Okc0QkpasdjElIY+dO5IgsSPX36lObNm2NoaMj//vc/oqKiWLx4MWXLlpXL3Lx5kxYtWuDq6srhw4e5cOECM2fOzHO3meTkZKpVq8ZXX32l003pvXv38PPzY8eOHcyfP/9VXNpLs7Ozw9jYuNjb3bp1K+bm5rRs2VI+NnLkSPbu3cvy5cu5cuUK+/bt4/333ycuLu6l27t69SrR0dH8/vvvPH36lA4dOpCQkPDS9b4JLCwssLOzQ6FQFFkbz58/p3nz5nz11VdayzRs2JB169Zx+fJl9u/fjyRJtG/fPt8Zd7Vr1yY6Olp+REZGvuruF1hBfjacPn2a7777jnr16uV6rUaNGqxYsYLIyEiOHTuGk5MT7du359GjR1rrS0tLw9vbm9u3b/Pbb79x9epV1qxZQ6VKlV76ul5GamoqNjY2fP7559SvX19jmfDwcPr27cugQYO4cOECgwYNok+fPnkGxRITE/H29sbBwYHTp0/zzTffsGjRIpYsWSKXuXXrFr6+vrRs2ZLz588zffp0xo4dy9atWwvUtpWVlcbxHDp0KKtWrXqtZocKgiAIgiAIL0kSpISEBAmQEhIScr324sULKSoqSnrx4oXa8eep6dLz1HRJqVTKx1LTM6XnqelSSnqGJEmSlJGplJp+8YfkOGWPxofTlD1Sky/+kDIylbnqzcx2LC0jM99ryMzMlJ4+fSplZmaVnTJlitSiRYs8z+nbt680cODAfOvWxtHRUfr666+1vp6WliY1bdpUAiRA0tfXlw4ePKhT3U+ePJEGDRoklS1bVjI1NZU6dOggXbt2TX593bp1kpWVlbR9+3bJxcVFMjY2ltq1ayfdvXtXfl3Vruqxbt06SZIkCZC2b98uSZIk3bp1SwKkLVu2SC1atJBMTEwkT09P6erVq9KpU6ekhg0bSmXKlJF8fHyk2NhYuf1Tp05J7dq1k6ytrSVLS0upVatW0tmzZ9WuIXs7kiRJXbp0kSZPnqxWxsrKSlq5cqU8bjm1bt0613Xk59ChQxIgPX36VD527NgxCZD27dsnSZIkhYWFSS1btpRMTEykypUrS2PGjJGSkpLybTOv8/Lj6OgoBQUFSf3795fKlCkj2dvbS8uXL1crEx8fLw0bNkyysbGRLCwspLZt20oRERFqZXbt2iV5eHhIxsbGUtWqVaWAgAApPT1dfj3n+x4YGCjZ2tpK58+fl/uR83M7e/ZsqX79+mrHvv76a8nR0THXdeT8ruVH9RlTtZ+XCxcuSIB048YNrWU09bUwQkJCJA8PD8nIyKjAn7H85PWz4dmzZ5KLi4sUEhIitW7dWho3blyedal+Pv/xxx9ay6xatUqqVq2alJaWprWMLuMGSGvWrJG6d+8umZqaStWrV5d27tyZZ/90pe1a+/TpI3Xo0EHtmI+Pj9SvXz+tda1cuVKysrKSUlJS5GNffvml5ODgIP+d9Nlnn0murq5q540YMUJq2rRpodrO+b1KTU2VjI2NpT///FNrP7X9/VkQaWlp0o4dO/IcW+H1IsasdBLjVvqIMSudxLiVPhmZSin0aow08/udUujVGLV799Ikr5hHdmIGUSG5zdqP26z9PHmeJh/77uhN3GbtZ/bOvwA4detJrplD2UlkzSQ6deuJfKzF/EO4zdrPjUdJ8rHfzt4rcP927dqFp6cnvXv3xtbWFnd3d9asWSO/rlQq+f3336lRowY+Pj7Y2trSpEmTV5qbZ9KkSZw4cUJ+npmZSf/+/Xnw4EG+5/r7+3PmzBl27dpFeHg4kiTh6+tLenq6XCY5OZl58+axfv16wsLCSExMpF+/fgD07duXSZMmqc206Nu3r9b2Zs+ezYwZMzh37hwGBgb079+fzz77jGXLlhEaGsrNmzeZNWuWXP7Zs2cMGTKE0NBQTpw4gYuLC76+vjx79kxrG6GhoXh6eqods7OzIyQkROt527Zto3LlyvKSqJxLPXRlamoKQHp6OpGRkfj4+NCzZ08uXrzIli1bOHbsGKNHj86zzfzO08XChQupV68e586dY9q0aUyYMIGQkBAAJEmiU6dOxMTEsHfvXs6ePYuHhwfvvfceT55kfUf279/PwIEDGTt2LFFRUaxevZrg4GDmzZuXqy1Jkhg3bhxr167l2LFjGpcbFsTGjRsxNzfH0tKSypUrY2lpibm5udpj48aNha7/+fPnrFu3jqpVq1KlSpU8y16/fh0HBweqVq1Kv379+PvvvwvU1pMnT+jVqxc1atTg3LlzHD58GBcXF+rWrcuGDRsAuHv3bq7ry/n4+OOPC3ydo0aNolOnTrRr1y7fsmlpaXz33XdYWVlpnYEDWT/vvLy8GDVqFBUrVqROnTp88cUXhZrdEhgYSJ8+fbh48SK+vr4MGDBA/vwB+b4nBV2+Gh4enisvmY+PD8ePH8/znNatW6vNhPTx8eHBgwfcvn07z3rPnDkj/xwtTNsqRkZG1K9fn9DQ0HzLCoIgCIIglEaqVDEDfzjDj9f1GfjDmWJJFVOSDEq6A2+y2Gfag0OFKVcQf//9N6tWrWLixIlMnz6dU6dOMXbsWIyNjRk8eDCxsbEkJSXx1VdfMXfuXObPn8++ffvo2bMnhw4donXr1i/V/pYtW/jmm29yHX/48CF9+vThyJEj6Ovrazz3+vXr7Nq1i7CwMJo1awZk3ZxXqVKFHTt20Lt3byAr2LFixQqaNGkCwPr166lVqxanTp2icePGmJubY2BgoNNSuMmTJ+Pj4wPAuHHj6N+/P3/++SfNmzcH4MMPPyQ4OFgu/+6776qdv3r1asqVK8eRI0fo3Llzrvrj4+OJj4/HwcFB7fi3337LgAEDsLGxoX79+rRo0YJevXrJ7ZYvXx59fX15SVRhxMXFERgYiIWFBY0bN2by5Mn4+fnJ+VBcXFxYvnw5rVu3ZtWqVVrbXLhwYZ7n5bU0UaV58+ZMnToVyFpKFBYWxtdff423tzeHDh0iMjKS2NhY+cZ30aJF7Nixg99++43hw4czb948pk6dypAhQwCoVq0ac+bM4bPPPmP27NlyOxkZGQwePJgzZ84QFhZG5cqVC/XeZde1a1eaNGmCUqkkKSkJc3Nz9PTUY+wVK1YscL0rV67ks88+4/nz57i6uhISEoKRkZHW8k2aNOHHH3+kRo0aPHz4kLlz59KsWTP++usvrK2tdWrz559/Rl9fn7Vr12JmZgZk5Zrp2rWrHDBwcHDQmDcpO0tLS90u8l+bN2/m3LlznD59Os9ye/bsoV+/fiQnJ2Nvb09ISAgVKlTQWv7vv//m4MGDDBgwgL1793L9+nVGjRpFRkaGWmBXF/7+/vTv3x+AL774gm+++YZTp07RoUMHgHzfE1UwVlcxMTG5PjcVK1YkJiYmz3OcnJxynaN6rWrVqlrrzcjI4PHjx9jb2xeq7ewqVaokB6QEQRAEQRDeJKpUMTmz6KpSxawa6EGHOvYl0reiJAJEhRQVlBVMMDX8L8gxvJUzH7Soir5eVl4TW4v8b5hzljs2pS0AJgb/1durYcFvbpVKJZ6ennzxxRcAuLu789dff7Fq1SoGDx6MUqkEoFu3bkyYMAGABg0acPz4cb799tuXDhCVK1cOPT09uZ3srK2tc91YZ3f58mUMDAzkwI/qnJo1a3L58mX5mIGBgdqMHFdXV8qWLcvly5dp3LhxgfqbPReK6oapbt26asdiY2Pl57GxscyaNYuDBw/y8OFDMjMzSU5O1prg+8WLFwC5giitWrUiIiKCqKgowsPDOXjwIMuWLSMwMFAtmXVhqIIiz58/x8XFhV9//RVbW1vOnj3LjRs31Ga7SJKEUqnk1q1b1KpVS2N9hT0vOy8vr1zPVcmMz549S1JSUq4gx4sXL7h586Zc5vTp02ozhjIzM0lJSSE5OVkOdkyYMAFjY2NOnDiRZ2ChICwsLLCwsECpVJKYmIilpWWen2NdDRgwAG9vb6Kjo1m0aBF9+vQhLCxMa8At+wyVunXr4uXlhbOzM+vXr2fixIk6tXn9+nUaNGggv1+QFbzLyMjg8uXL2NraYmBgQPXq1V/u4rL5559/GDduHAcOHMg3mNi2bVsiIiJ4/Pgxa9askfPi2NraaiyvVCqxtbXlu+++Q19fn4YNG/LgwQMWLlxY4ABR9p8FZcqUwcLCQu27/yrfE5WcubAkSco3P5amc3IeL2wZXXNzmZqakpycrFNZQRAEQRCE0iJTKRG4OypXcAiyVgEpgMDdUXi72cn3/m8KESAqJDOj3G+dkYEeRtnyfjeuWh57KxNiElI0frgUgJ2VCY2rls+zXkP9gt+E2tvb4+bmpnasVq1acoLSChUqYGBgoLHMsWPHCtxeTu3bt2fmzJkEBgaqHVfdyOZ1AyJp2e1M042LpnoKk3jY0NAw1/k5j2UPdvn7+/Po0SOWLl2Ko6MjxsbGeHl5kZb235LD7KytrVEoFDx9+lRj2y1btqR169ZMnTqVuXPnEhQUxJQpU/KcSZKf0NBQLC0tsbGxUZvpoVQqGTFiBGPHjs11zjvvvKO1vsKelx/V+61UKrG3t+fw4cO5yqiSqyuVSgIDA+nZs2euMtmDDt7e3mzatIn9+/czYMCAQvUr5/KkjRs3MmLEiDzPWb16dYHbs7KywsrKChcXF5o2bUq5cuXYvn27PIslP2XKlKFu3bpcv35d5zYNDQ1zXZ/quWpm3927d3P9fMhp4MCBGnfG0uTs2bPExsbSsGFDtTaPHj3KihUrSE1NldsuU6YM1atXp3r16jRt2hQXFxfWrl3LtGnTNNZtb2+PoaGh2qzEWrVqERMTQ1paWoG+R9m/95D7u29ubp7n+S1btuR///ufzu3Z2dnlmrETGxub52w0befAfwFubWUMDAzkIGxh2s7uyZMnODs761RWEARBEAThdZKplDh16wmxz1Kwtci6J1cFe3RJFRP9b6oYL2fdZvCXFiJAVIT09RTM7uLGyJ/OoQC1IJEqhDG7i1uRRB2bN2/O1atX1Y5du3YNR0dHICt/RKNGjfIs87JmzZrF8ePH5RwzpqambN26VW0nNU3c3NzIyMjg5MmT8hKzuLg4rl27pjZLJSMjgzNnzsizha5evUp8fDyurq7yNRbVDjuhoaGsXLkSX19fIGt2xOPHj7WWNzIyws3NjaioqFw5P3JSXX9KSgpGRkaFvo6qVatqfK89PDz466+/8pwJoalNXc7LT/acVKrnqvHy8PAgJiYGAwODXMtnsvfh6tWr+faha9eudOnSBT8/P/T19eXcVHl5+PCh2vOceX2KaolZTpIkkZqaqnP51NRULl++rLY7Xn5q167N2rVref78OWXKlAEgLCwMPT09atSoAbz6JWbvvfdert3Whg4diqurK1OmTNG65BTyf0+aN2/Ozz//jFKplMfk2rVr2Nvbv1SQVZNXvcTMy8uLkJAQeSYnwIEDB+SffdrOmT59ulrw68CBAzg4OMjfHS8vL3bv3q123oEDB/D09JSDYIVpO7tLly7Rq1cvncoKgiAIgiC8LvZdiiZwd5RaEMjeyoRZnd2wNDXkYWLJpYopaSJAVMQ61LFn1UCPXB9AOysTZndxK7J1ixMmTKBZs2Z88cUX9OnTh1OnTvHdd9/x3XffyWU+/fRT+vbtS6tWrWjbti379u1j9+7dajM4Bg8eTKVKlfjyyy+BrKSxUVFR8n/fv3+fiIgIzM3Nc9206+np8fPPP+Ph4cE///zDypUr80w0q+Li4kK3bt0YNmwYq1evxsLCgqlTp1KpUiW6desmlzM0NGTMmDEsX74cQ0NDRo8eTdOmTeWAkZOTE7du3SIiIoLKlStjYWHxyra3r169Ohs2bMDT05PExEQ+/fTTfG8MfXx8OHbsmJzDB7JyGXXr1o0WLVpgY2NDVFQU06dPp23btvLNt5OTE0ePHqVfv34YGxu/9JKpKVOm0LRpU0aNGsWwYcMoU6YMly9fJiQkRM4bpalNXc7LT1hYGAsWLKB79+6EhITw66+/8vvvvwPQrl07vLy86N69O/Pnz6dmzZo8ePCAvXv30r17dzw9PZk1axadO3emSpUq9O7dGz09PS5evEhkZCRz585Va6tHjx5s2LCBQYMGYWBgkO+NbExMDEFBQQwcOJDz58+zYcMGFAoFV65cwdXVtcBLzJ48ecLdu3flpOyqYKydnR12dnb8/fffbNmyhfbt22NjY8P9+/eZP38+pqamcuARsgIrPXr0kJOBT548mS5duvDOO+8QGxvL3LlzSUxMlPMy6aJ///7Mnj2bIUOGEBAQwKNHjxg7diz+/v7yMq6CLjHL72eDhYUFderUUTunTJkyWFtby8efP3/OvHnz6Nq1K/b29sTFxbFy5Uru3bsn5x6D3D+XRo4cyTfffMO4ceMYM2YM169f54svvtA42+1lFTRAqgooJSUl8ejRIyIiIuSAMWTlPGvVqhXz58+nW7du7Ny5kz/++CPPmZx+fn4EBgbi7+/P9OnT5eudNWuWPCPv448/ZsWKFUycOJFhw4YRHh7O2rVr2bRpk1xPYdpWuX37Nvfv39cp2bggCIIgCMLrIs/cQhvPATD2Pd3+vadrSplSpeg2Uis9CrPNfUFlZCql4zceSzvO35OO33j8yrfH07SF8+7du6U6depIxsbGkqurq/Tdd9/lOm/t2rVS9erVJRMTE6l+/frSjh071F5v3bq1NGTIEPm5asvunI/WrVtr7dvJkyel0aNHF+h6VNvcW1lZSaamppKPj4/Gbe63bt0qVatWTTIyMpLeffdd6fbt23KZlJQU6f3335fKli2b7zb32bcg17RNvKo9lXPnzkmenp6SsbGx5OLiIv3666+5tvYmx7bQly9flkxNTaX4+Hj52Lx586RGjRpJ5cuXl0xMTKRq1apJY8eOlR4/fiyXCQ8Pl+rVqycZGxsXepv7nE6dOiV5e3tL5ubmUpkyZaR69epJ8+bNy7fN/M7Li6OjoxQYGCj16dNHMjMzkypWrCgtXbpUrUxiYqI0ZswYycHBQTI0NJSqVKkiDRgwQLp7965cZt++fVKzZs0kU1NTydLSUmrcuLHaZzvn+75lyxbJxMRE2rp1q9wPTdvc16lTRxowYIBkYmIi1apVS9qyZYtUoUIFqVOnTmpldd3mft26dRq/K7Nnz5YkSZLu378vdezYUbK1tZUMDQ2lypUrS35+ftKVK1dyvW+qcyRJkvr27SvZ29tLhoaGkoODg9SzZ0/pr7/+ynU9jo6Oefbvr7/+kt59913JxMREKl++vDR8+HApKSkpz3PyUpifDTm3fn/x4oXUo0cPycHBQTIyMpLs7e2lrl27SqdOncp1XvafS5IkScePH5eaNGkiGRsbS9WqVZPmzZsnZWRkyK+vXbtWAvLd5j77Z0eSJMnKykr+2VEYmt6TnGPz66+/SjVr1pQMDQ0lV1dX+bOqovosZXfx4kWpZcuWkrGxsWRnZycFBATIW9yrHD58WHJ3d5eMjIwkJycnadWqVbn6l1/b2a8j+3vzxRdfSD4+Pnleu9jm/u0kxqx0EuNW+ogxK53EuBUPbffeGZlKqekXf0iOU/ZofThN2SOtOXpDavrFH5JTHmWafvFHqdryXtdt7hWSpCXhy1skMTERKysrEhISci2ZSElJ4datW1StWlWnXZpKyqtOnPu6Cw4OZvz48cTHx5d0VwqkT58+uLu7y7lU3qZxc3JyYvz48WozqF6XfgQEBLBjx458lw9B6Rgzf39/ALWd9952s2fP5s8//+To0aOv7bhpExAQwOHDhzXm5youCoWC7du30717d1JTU3FxcWHTpk3yjouavIq/P9PT09m7dy++vr658kMJrycxZqWTGLfSR4xZ6STGrehpWz42u4sbVqZG9F9zIo+zs2wa1pSEF2mM/ClrRpGmVDGlbRezvGIe2ZWufyULQim3cOHCfJPcCkVvypQpmJubk5CQUNJdKRJHjhxhzpw5Jd2N18qBAwdyJc0vLfbv38+CBQtKpO2PP/4418+sO3fu8Pnnn+cZHBIEQRAEQShuquVjORNMq7am/yMqRsuZ6mKfpcipYuys1H/JZWdlUuqCQwUhchAJQjFydHRkzJgxL1VHx44dCQ0N1fja9OnTmT59+kvVXxihoaFq26/nlJSUVIy9yduRI0dIT08HsraufxPdunWrpLvw2gkLCyMxMbGku1Eo4eHhJdZ2UFAQkydPBrJ2iwOoUaOGnMxcEARBEAThdZDf1vQA287f16kuVW6hDnXs8XazI/xGLAdCT9K+ZRO8qtu+cVvbZycCREKp5O/vLy+jedt8//33vHjxQuNr5cuXL+beZPH09Mx3edbt27eLpS/50bRLX0BAAAEBAcXfGUF4zdna2sqJywVBEARBEEqatu3p89uaHuBpcjrlyxjx9HmaxkCSgqwZQo2r/ndPpa+noEnV8sRdlmjyb1tvMhEgEoRSplKlSiXdhVxMTU0LvLuTIAiCIAiCIAiCrvLKL5SaodSpju4NHFgXdhsFmnMLze7i9sYHgfIichAJgiAIgiAIgiAIgvDayi+/0O3Hz3Wqx9vN7q3MLaQrMYNIEARBEARBEARBEITXUn75hRTAplN3sbM0ISZR8zKz7MvH9PUUeLvZaVyq9rYTASJBEARBEARBEARBEEpUYfMLSUBMYioT2tVg6R/X5GMqmpaP6esp8HK2LpoLKcVEgEgQBEEQBEEQBEEQhBKTV36hF+m65RdyqmDGqoEeueqx+7eet335mC5EgEgQBEEQBEEQBEEQhBKhyi+UcwmZKr9Qb8/KOtVja2GCl7O1WD72EkSS6uKizIRboRD5W9afysyS7lGxysx8fa5XoVCwY8eOEmln7dq1tG/fvsjbfpvlN75OTk4oFAoUCgXx8fHF1i9B0CQgIED+PC5duhSA2NhYbGxsuH//fsl2ThAEQRAEoYjll18I4Oi1Rxjpaw/wKMiabaTanl61fKxbg0p4OVuL4FABiABRcYjaBUvrwPrOsPXDrD+X1sk6XkSy33SoHnZ2dmplHj58iL+/Pw4ODpiZmdGhQweuX7+eZ73BwcG56lUoFKSkaF8TGhISQq9evZAkTV/7ohMQEECDBg1yHY+OjqZjx47F2heA1NRUZs2axcyZM+Vjz58/Z/bs2VSvXh0TExNsbGxo06YNe/bskcs4OTnJN466OHz4sNrY2NjY0LFjRy5cuKBzHQVts7QJCgoiOjoaKyurImujMN+v7DZv3oxCoaB79+5F1kddRUdH4+fnR82aNdHT02P8+PEayy1dupSaNWtiampKlSpVmDBhQp4/GwAkSWLRokXUqFEDY2NjqlSpwhdffFEEV1Ew48aNo2HDhhgbG2v8OQIQGRlJ69atMTU1pVKlSgQFBan9nNPlfZs8eTLR0dFUrvzfb8ZsbW0ZNGgQs2fPftWXJQiCIAiCUCIylRLhN+PYGXGf8JtxZCqz/s2ka36hUW2ro+C/fEIqYnv6V0ssMStqUbvgl8GQMyaaGJ11vM+P4Na1SJquXbs2f/zxh/xcX19f/m9JkujevTuGhobs3LkTS0tLlixZQrt27YiKiqJMmTJa67W0tOTq1atqx0xMTDSWvXfvHn5+fjx+/Jj58+czderUl7yql5czUFZctm7dirm5OS1btpSPjRw5kpMnT7J8+XLq1KlDXFwcx48fJy4u7qXbu3r1KpaWlty9e5exY8fSoUMHrly5UqRBkdLCwsKiSD8HL/P9Arhz5w6TJ09W+6yUpNTUVGxsbPj888/5+uuvNZbZuHEjU6dO5YcffqBZs2Zcu3YNf39/AK3nQFYg5sCBAyxatIi6deuSkJDA48ePi+IyCkSSJD744ANOnjzJxYsXc72emJiIt7c3bdu25fTp0/L1lilThkmTJgG6vW/m5uaYm5ur/XwGGDp0KI0bN2bhwoWUK1fu1V+gIAiCIAhCMckrv1Dss1Sd6nCqUEbkFyoGYgZRYaU9z3pknxWTkZZ1LOPfD7kyE/ZNIVdwCP47tm+K+nIzVb3KbIm4MtML1UUDAwPs7Ozkh42Njfza9evXOXHiBKtWraJRo0bUrFmTlStXkpSUxKZNm/KsVzUbKftDk/T0dHr37i3f7M2YMYNDhw7p1PenT58yePBgypUrh5mZGR07dlSbfREcHEzZsmXZsWMHNWrUwMTEBG9vb/755x/59cDAQC5cuCDPpAkODpb7r1qCdPv2bRQKBb/88gstW7bE1NSURo0ace3aNU6fPo2npyfm5uZ06NCBR48eye2fPn0ab29vKlSogJWVFa1bt+bcuXN5XtPmzZvp2lU9GLhnzx4mTpyIr68vTk5ONGzYkDFjxjBkyBAA2rRpw507d5gwYYJ8HbqytbXFzs6Oxo0bs3jxYmJiYjhx4gQAx48fp1WrVvJMj7Fjx/L8+fN828zrvPw4OTkxZ84c/Pz8MDc3x8HBgW+++UatTEJCAsOHD8fW1hZLS0vefffdXDOfdu/eTcOGDTExMaFatWoEBgaSkZGhtd2goCAqVqxIRESE1jKaZpstXboUJycnna4tp5f5fmVmZjJgwAACAwOpVq1aodo/f/48rVq1wszMLNdsv9u3bxe4PicnJ5YtW8bgwYO1BhjDw8Np3rw5fn5+ODk50b59e/r378+ZM2e01nv58mVWrVrFzp076dq1K1WrVqVBgwa0a9euQP1r06YNY8eO5bPPPqN8+fLY2dkREBBQoDpyWr58OaNGjdI6Bhs3biQlJYXg4GDq1KlDz549mT59OkuWLJFnEenyvmlTt25d7Ozs2L59+0tdhyAIgiAIQklS5RfKOUsoJiGFj386x+ydf+lUj62FCR3q2HNsyrtsGtaUZf0asGlYU45NeVcEh14hESAqrC8csh7J2WZ6HF+WdWzv5Kznd45D4oM8KpGyXr9z/L9DS+tm1fE42wydiI2F6uL169dxcHCgatWq9OvXj7///lt+LTU1K4iVfeaPvr4+RkZGHDt2LM96k5KScHR0pHLlynTu3Jnz589rLDdp0iQ5IAFZN779+/fnwYO83pMs/v7+nDlzhl27dhEeHo4kSfj6+pKe/l+wLDk5mXnz5rF+/XrCwsJITEykX79+APTt25dJkyZRu3ZtoqOjiY6Opm/fvlrbmz17NjNmzODcuXMYGBjQv39/PvvsM5YtW0ZoaCg3b95k1qxZcvlnz54xZMgQQkNDOXHiBC4uLvj6+vLs2TOtbYSGhuLp6al2zM7OjpCQEK3nbdu2jcqVK8tLoqKjo/N97zQxNTUFsoJ2kZGR+Pj40LNnTy5evMiWLVs4duwYo0ePzrPN/M7TxcKFC6lXrx7nzp1j2rRpTJgwgZCQECBrxkanTp2IiYlh7969nD17Fg8PD9577z2ePHkCwP79+xk4cCBjx44lKiqK1atXExwczLx583K1JUkS48aNY+3atRw7dkzrMiFdbdy4EXNzcywtLalcuTKWlpby7A/VY+PGrO/qy3y/goKCsLGx4cMPPyxUP9PT0+nVqxcGBgaEhYVx6tQpmjRpgp2dHRs2bJADxTn7nvNR0GWYLVq04OzZs5w6dQqAv//+m71799KpUyet5+zevZtq1aqxZ88eqlatipOTEx999JE83gWxfv16ypQpw8mTJ1mwYAFBQUHyZwvA19dX67ipHgURHh5O69atMTY2lo/5+Pjw4MGDQgXhNGncuDGhoaGvpC5BEARBEITipkt+IQkw0lfkWjqmIvILFS+xxKwoJT18teUKoEmTJvz444/UqFGDhw8fMnfuXJo1a8Zff/2FtbU1rq6uODo6Mm3aNFavXk2ZMmVYsmQJMTExeQYhXF1dCQ4Opm7duiQmJrJs2TKaN2/OhQsXcHFxkctt2bIl1+wQyMrL0qdPH44cOZJrSYXK9evX2bVrF2FhYTRr1gzIujmvUqUKO3bsoHfv3kDWjfCKFSto0qQJkHWDWKtWLU6dOkXjxo0xNzeXZ1HlZ/Lkyfj4+ABZS1769+/Pn3/+SfPmzQH48MMP5RlIAO+++67a+atXr6ZcuXIcOXKEzp0756o/Pj6e+Ph4HBwc1I5/++23DBgwABsbG+rXr0+LFi3o1auX3G758uXR19d/qSVRcXFxBAYGYmFhQePGjZk8eTJ+fn5yPhQXFxeWL19O69atWbVqldY2Fy5cmOd52pYZZte8eXN5mWGNGjUICwvj66+/xtvbm0OHDhEZGUlsbKx8071o0SJ27NjBb7/9xvDhw5k3bx5Tp06VZ1hVq1aNOXPm8Nlnn6nla8nIyGDw4MGcOXOGsLAwtfwuhdW1a1eaNGmCUqkkKSkJc3Nz9PTUY+wVK1YEKPT3KywsjLVr1+Y52yk/+/fv586dOxw9epRKlSoBsG7dOtzc3HBzc5OXt+XXhiqoqKt+/frx6NEjWrRogSRJZGRkMHLkyDyXlf7999/cuXOHX3/9lR9//JHMzEwmTJhAr169OHjwYIHar1evnvwZcHFxYcWKFfz55594e3sDsGbNGh49eqRx3AojJiYm1wwz1fjHxMRQtWrVl26jUqVKWgPwgiAIgiAIr4tMpaRx17D88gupjGrrwtI/rqFAfe2NyC9U/ESAqLCm/zsLxtDsv2PNxkHTT0Dv37fVvKJudWUvNz4y60+DbDdnDQYUuHvZf/tft25dvLy8cHZ2Zv369UycOBFDQ0O2bt3Khx9+KAcE2rVrl++sgaZNm9K0aVP5efPmzfHw8OCbb75h+fLl8vFy5cqhp6eHMvtSuX9ZW1vneYN2+fJlDAwM5MCP6pyaNWty+fJl+ZiBgYHajBxXV1fKli3L5cuXady4cZ7XkVO9evXk/1bd5NWtW1ftWGxsrPw8NjaWWbNmcfDgQR4+fEhmZibJycncvXtXY/0vXrwAcudqatWqFREREURFRREeHs7BgwdZtmwZgYGBasmsC0MVFHn+/DkuLi78+uuv2NracvbsWW7cuCHPdoGs2TZKpZJbt25Rq1YtjfUV9rzsvLy8cj1XJcM+e/YsSUlJWFtbq5V58eIFN2/elMucPn1abcZQZmYmKSkpJCcnY2aW9X2cMGECxsbGnDhxggoVKuTbL11YWFhgYWGBUqkkMTERS0tLrZ/jwny/nj17xsCBA1mzZs1L9fn69es4OjrKwSGAWrVqUa5cOSIjI/Hw8ACgevXqhW5Dk8OHDzNv3jxWrlxJkyZNuHHjBuPGjcPe3l7rZ1mpVJKamioHsyFrp7+GDRty9epVatasqXP72b/DAPb29mrf2UqVKmFhYZHnuBVUziWfqqVlBVkKmhdTU1OSk5NfSV2CIAiCIAhFQVt+oZmd3EhJ120na6cKZiK/0GtCBIgKy0hDklkDI8Dov+eOzcDSISshtcaJdYqs1x2b5V2vvuFLdhbKlClD3bp11fL4NGzYkIiICBISEkhLS8PGxoYmTZrkWgaVFz09PRo1apRrd6b27dszc+ZMAgMD1Y6rglR53UBp2+1MkqRc52mqpzA3Z4aG/73HqvNzHsse7PL39+fRo0csXboUR0dHjI2N8fLyIi0tTWP91tbWKBQKnj59qrHtli1b0rp1a6ZOncrcuXMJCgpiypQpGBkZaahNN6GhoVhaWmJjY4OlpaV8XKlUMmLECMaOHZvrnHfeeUdrfYU9Lz+q91upVGJvb8/hw4dzlSlbtqxcJjAwkJ49e+Yqkz345u3tzaZNm9i/fz8DBhQ8wApZgafsNm7cyIgRI/I8Z/Xq1XJ7Bf1+3bx5k9u3b9OlSxf5mOozZ2BgwNWrV3F2ds6334aGhrn6rrqe7LP28ltS1bJlS/73v//l257KzJkzGTRoEB999BGQFWB9/vw5w4cP5/PPP9cYlLG3t8fAwEAODgFyoPHu3bsFChBl/75C7u+sr6+vTstndWVnZ0dMTIzaMVVAShVkfllPnjxRyx0nCIIgCILwOlHlF8p59xadkMInP5+jTQ3dfulpa2GCl7M13m52GmciCcVHBIiKkp4+dJj/7y5mWibMdfgqq1wRS01N5fLlyxp3RVIlT71+/Tpnzpxhzpw5OtcrSRIRERFqs21UZs2axfHjx+U8IKampmzdulW+2dfGzc2NjIwMTp48KS8xi4uL49q1a2qzVDIyMjhz5ow8W+jq1avEx8fj6uoKgJGRkcYb5VchNDSUlStX4uvrC8A///yT585LRkZGuLm5ERUVRfv27fOsW3X9KSkpGBkZFfo6qlatqvG99vDw4K+//spzBommNnU5Lz/Zc1KpnqvGy8PDg5iYGAwMDLQmh/bw8ODq1av59qFr16506dIFPz8/9PX15dxUeXn4UH2pZ/acXao6dV1ilp2u3y9XV1ciIyPVjs2YMYNnz56xbNkyqlSpku81QNbuhffu3ePu3bty4O7SpUskJiaqfX9e9RKz5OTkXO+Hvr4+kiRpDfo2b96cjIwMbt68KQe/rl27BoCjo2OB2s/Pq15i5uXlxfTp00lLS5MDuQcOHMDBwaHQyc1zunTpEm3atHkldQmCIAiCILxKeeUXUjl24zF2liY8TEzRNl0COw35hYSSIwJERc2ta9ZW9vumqCestnTICg4V0Rb3kydPpkuXLrzzzjvExsYyd+5cEhMT5dwtAL/++is2Nja88847REZGMm7cOLp3764WwBg8eDCVKlXiyy+/BCAwMJCmTZvi4uJCYmIiy5cvJyIigv/7v//L1Qc9PT1+/vlnPDw8+Oeff1i5ciX169fPt+8uLi5069aNYcOGsXr1aiwsLJg6dSqVKlWiW7ducjlDQ0PGjBnD8uXLMTQ0ZPTo0TRt2lQOGDk5OXHr1i0iIiKoXLkyFhYWagllX0b16tXZsGEDnp6eJCYm8umnn+Z7Q+3j48OxY8fkHD6QlcuoW7dutGjRAhsbG6Kiopg+fTpt27aVZ/04OTlx9OhR+vXrh7Gx8UsvmZoyZQpNmzZl1KhRDBs2jDJlynD58mVCQkLkvFGa2tTlvPyEhYWxYMECunfvTkhICL/++iu///47AO3atcPLy4vu3bszf/58atasyYMHD9i7dy/du3fH09OTWbNm0blzZ6pUqULv3r3R09Pj4sWLREZGMnfuXLW2evTowYYNGxg0aBAGBgb06tUrz77FxMQQFBTEwIEDOX/+PBs2bEChUHDlyhVcXV0LtMQMCv79MjExoU6dOmp1qAJ8OY/npU2bNnh4eDBw4ECWLl1KRkYGn3zyCe+++y4NGzaUyxU00KcKKCUlJfHo0SMiIiLkwCdAly5dWLJkCe7u7vISs5kzZ9K1a1d55tKKFSvYvn07f/75J5A15h4eHnzwwQcsXboUpVLJqFGj8Pb2VptV9CoUdInZjRs3SEpKIiYmhhcvXsjX7+bmhpGREX5+fgQGBuLv78/06dO5fv06X3zxBbNmzVKbxZjf+6ZNcnIyZ8+e5Ysvvij0NQuCIAiCILysl8kvlKGE/o3fEfmFShERICoObl3BtVPWbmVJD7NyDjk2K9KZQ/fu3aN///48fvwYGxsbmjZtyokTJ9R+Kx8dHc3EiRN5+PAh9vb2DB48OFeukLt376rdTMXHxzN8+HBiYmKwsrLC3d2do0ePas35U6FCBX777Tc2bNiAv7+/zv1ft24d48aNo3PnzqSlpdGqVSv27t2rtozEzMyMKVOm4Ofnx71792jRogU//PCD/Pr777/Ptm3baNu2LfHx8axbt65AfcjLDz/8wPDhw3F3d+edd97hiy++YPLkyXmeM2zYMDw8PEhISJBnlbRv355NmzYxd+5ckpOTcXBwoHPnzmo7pgUFBTFixAicnZ1JTU3VOhtDV/Xq1ePIkSN8/vnntGzZEkmScHZ2VtvlTVObupyXn0mTJnH27Fk5afbixYvl5OAKhYK9e/fy+eef88EHH/Do0SPs7Oxo1aqVPDPHx8eHPXv2EBQUxIIFCzA0NMTV1VVe1pRTr169UCqVDBo0CD09PY1L01Tq1KnDtWvXqF27NlWrVuX7779n1KhRTJ48mT179uh8jSqF+X7pIjg4mKFDh2r9HCgUCrZv387o0aNp1aoVenp6dOzYUecgnjbu7u7yf589e5aff/4ZR0dHeceuGTNmoFAomDFjBvfv38fGxoYuXbqo5Yt6/PixnE8KsoLIu3fvZsyYMbRq1YoyZcrQsWNHFi9eLJe5ffs2VatW5dChQ8U6m+ajjz7iyJEj8nPV9d+6dQsnJyesrKwICQlh1KhReHp6Uq5cOSZOnMjEiRPV6snvfdNm586dvPPOOxpnfQqCIAiCIBQHbfmFZndxIzUjd65ZTUR+odJFIb3s3eYbIDExESsrKxISEtRytQCkpKRw69YtqlatqtMuTSVF11kNb4rg4GDGjx9PfHx8SXelQPr06YO7uzvTpk0D3q5xc3JyYvz48WozqF6XfgQEBLBjxw6ddg8r6TELCAjg8OHDGnM1vYkOHz5Mjx49+PvvvylXrlyh6ynpcctPzs9l48aNGT9+PH5+fiXbsZfwKv7+TE9PZ+/evfj6+ubKMyW8nsSYlU5i3EofMWalU2kaN235hVQmtHPh6z+ua3n1P5uGNcXL2VrrTKTSoDSNmzZ5xTyye/3+lSwIb7CFCxfmmxxYKHpTpkzB3NychISEku5Kge3fv58FCxaUdDeKzb59+5g+ffpLBYdeZ1988QXm5uZqOyDGxsbSq1cv+vfvX4I9EwRBEAThbaVLfqFNp+5iZ2mCthCPgqzZRjnzC3VrUAkvZ+tSExx624glZoJQjBwdHRkzZsxL1dGxY0dCQ0M1vjZ9+nSmT5/+UvUXRmhoaJ5buBdkd6iiduTIEdLT04GsretLm/Dw8JLuQrH66quvSroLRerjjz+mT58+APKOZba2tnz22Wcl2S1BEARBEN4CL5NfKCYxlQntaoj8Qm8YESASSiV/f/9Xlk+otPn+++958eKFxtfKly9fzL3J4unpme/yrPxyrhQXTbtjBQQEEBAQUPydEd565cuXL7HvrSAIgiAIb6888wuli/xCbysRIBKEUqZSpUol3YVcTE1NC7wrliAIgiAIgiAIxU9bfqGYhBRG/nSO8e1cdKrH1sIEL2drvN3sSm1+IUFdieYgcnJyQqFQ5HqMGjUKAEmSCAgIwMHBAVNTU9q0acNff/2lVkdqaipjxoyhQoUKlClThq5du3Lv3r2SuBxBEARBEARBEARBKFGZSonwm3HsjLhP+M04MpWS2mva8gupjon8Qm+vEg0QnT59mujoaPkREhICQO/evQFYsGABS5YsYcWKFZw+fRo7Ozu8vb159uyZXMf48ePZvn07mzdv5tixYyQlJdG5c2cyMzNL5JoEQRAEQRAEQRAEoSTsuxRNi/kH6b/mBOM2R9B/zQlazD/IvkvRAITffJxnfiGJrPxC/Ru/A5ArSCTyC73ZSjRAZGNjg52dnfzYs2cPzs7OtG7dGkmSWLp0KZ9//jk9e/akTp06rF+/nuTkZH7++WcAEhISWLt2LYsXL6Zdu3a4u7vz008/ERkZyR9//FGSlyYIgiAIgiAIgiAIxUa1dCxnAEi1dGzbuXuM/vm8TnWp8gvZWZmoHbezMmHVQA+RX+gN9drkIEpLS+Onn35i4sSJKBQK/v77b2JiYmjfvr1cxtjYmNatW3P8+HFGjBjB2bNnSU9PVyvj4OBAnTp1OH78OD4+PhrbSk1NJTU1VX6emJgIQHp6ury7kUp6ejqSJKFUKlEqdUvWVRIkSZL/fJ37KagT41b6iDErncS4FT+lUokkSaSnp6Ovr1+oOlR/J+f8u1l4fYkxK53EuJU+YsxKp6Ict0ylRMCuv7QuHVMAC/dfwd7KmPgX+bdvbWZAk6rlaePSkjN3nhL7LBVbC2M8Hcuhr6d4qz57b8L3Tde+vzYBoh07dhAfHy/vTBUTEwNAxYoV1cpVrFiRO3fuyGWMjIwoV65crjKq8zX58ssvCQwMzHX8wIEDmJmZqR0zMDDAzs6OpKQk0tLSCnxdxS378juh9BDjVvqIMSudxLgVn7S0NF68eMHRo0fJyMh4qbpUS9CF0kOMWekkxq30EWNWOr3MuCkluJmoIDEdLA3B2VJCTwHXExTEJGr/hYwERCek0s4mmQdGeiSkQe4FZFklyxrBo6gT7L3831F9IA7Yf1nDKW+J0vx9S05O1qncaxMgWrt2LR07dsTBwUHtuEKh/qGVJCnXsZzyKzNt2jQmTpwoP09MTKRKlSq0b98eS0tLtbIpKSn8888/mJubY2JikrOq14YkSTx79gwLC4t835+SkJmZWejfIL9q+vr6bN26le7duxd7O2vXruWXX35h//79wOs/bqVRfuNbrVo1OcgcFxdH2bJlC1S/GLPSqSTGLTg4mA8//BCAsWPH8vXXX5OamkrNmjXZunUrDRs2LJZ+lJSUlBRMTU1p1apVof/+TE9PJyQkBG9vbwwNDV9xD4WiIMasdBLjVvqIMSudXnbc9v/1kC/3XiEm8b/VMHaWxszwdaVaphKiIvOtw929AU089Riz+QKA2owjxb//P7dnfXxqV9Rw9tvpTfi+qVZN5ee1CBDduXOHP/74g23btsnH7OzsgKxZQvb2/61vjI2NlWcV2dnZkZaWxtOnT9VmEcXGxtKsWTOt7RkbG2NsbJzruKGhYa4Bz8zMRKFQoKenh55e4VM2ZSozORd7jkfJj7Axs8HD1gN9vVcXMFEtmVD1Nbsvv/yS6dOnM27cOJYuXar22uXLl5kyZQpHjhxBqVRSu3ZtfvnlF9555x2N7aSnp/Pll1+yfv167t+/T82aNZk/fz4dOnTQ2reQkBBWrlzJtm3bivWGOiAggB07dhAREaF2PDo6mnLlyr3UeOoq++cmNTWVgIAANm/eLB979uwZs2fPZvfu3Tx48AALCwtq167N5MmT6dy5M5C129/48eMZP368Tm0ePnyYtm3bys8rVKiAp6cnX331FfXr19epjoK2+brJ7/saFBTEsGHDKFeuXIE/k3l917Lz9/dn/fr1aseaNGnCiRMn8qx/69atzJw5k5s3b+Ls7My8efPo0aNHgfpYFFJTUwkKCuKnn34iJiaGypUr8/nnn/PBBx/ke25cXBz169fn/v37PH36tMBBuVch+7h9+eWX/P7770RERGBkZER8fHyu8nfv3mXUqFEcPHgQU1NT/Pz8WLRoEUZGRnKZyMhIRo8ezalTpyhfvjwjRoxg5syZ8meqf//++Pr60rNnT/nzYmpqyuTJk5k2bdobnytPT08PhUKh8e/WgnoVdQjFS4xZ6STGrfQRY1Y6FWbc9l2KZszmC7mWkD1MTGX05gs4VyijUz32Zcvg5WyNgYE+gbuj1PIV2VmZMLuLm8gvpEVp/r7p2u/XIkC0bt06bG1t6dSpk3ysatWq2NnZERISgru7O5A1Xf3IkSPMnz8fgIYNG2JoaEhISAh9+vQBsm7+L126xIIFC4r/QrT4484ffHXqKx4mP5SPVTSryNTGU2nn2K5I2z59+jTfffcd9erVy/XazZs3adGiBR9++CGBgYFYWVlx+fLlPH/TO2PGDH766SfWrFmDq6sr+/fvp0ePHhw/flwep+zu3buHn58fjx8/Zv78+UydOvWVXl9hqIKPxW3r1q2Ym5vTsmVL+djIkSM5efIky5cvp06dOsTFxXH8+HHi4uJeur2rV69iaWnJ3bt3GTt2LB06dODKlStYWVm9dN2lnYWFRbF8Djp06MC6devk59mDC5qEh4fTt29f5syZQ48ePdi+fTt9+vTh2LFjNGnSpKi7m6c+ffrw8OFD1q5dS/Xq1YmNjdV52dCHH35IvXr1uH//fhH3UjdpaWn07t0bLy8v1q5dm+v1zMxMOnXqhI2NDceOHSMuLo4hQ4YgSRLffPMNkPVbGG9vb9q2bcvp06e5du0a/v7+lClThkmTJgFgamqKqalprnEfMGAAn376KZcvX6ZWrVpFf8GCIAiCIJRq+W1NrwBuPn6eZx0KsgJAqq3pO9Sxx9vNjlO3nhD7LAVbi6zXxM5kb7cS3cUMsn6ru27dOoYMGYKBwX/xKoVCwfjx4/niiy/Yvn07ly5dwt/fHzMzM/z8/ACwsrLiww8/ZNKkSfz555+cP3+egQMHUrduXdq1K9rAi67+uPMHEw9PVAsOAcQmxzLx8ET+uFN0v0FOSkpiwIABrFmzJleeJoDPP/8cX19fFixYgLu7O9WqVaNTp07Y2tpqrXPDhg1Mnz4dX19fqlWrxsiRI/Hx8WHx4sW5yqanp9O7d28eP34MZAWXDh06pFPfnz59yuDBgylXrhxmZmZ07NiR69evy68HBwdTtmxZduzYQY0aNTAxMcHb25t//vlHfj0wMJALFy6gUChQKBQEBwcDWZ+tHTt2AHD79m0UCgW//PILLVu2xNTUlEaNGnHt2jVOnz6Np6cn5ubmdOjQgUePHsntnz59Gm9vbypUqICVlRWtW7fm3LlzeV7T5s2b6dq1q9qxPXv2MHHiRHx9fXFycqJhw4aMGTOGIUOGANCmTRvu3LnDhAkT5OvQla2tLXZ2djRu3JjFixcTExMjz145fvw4rVq1wtTUlCpVqjB27FieP3+eb5t5nZcfJycn5syZg5+fH+bm5jg4OMg32yoJCQkMHz4cW1tbLC0teffdd7lw4YJamd27d9OwYUNMTEyoVq0agYGBeQYqgoKCqFixYq6ZZNkFBATQoEEDtWNLly7FyclJp2vTxtjYWG2nxvLly+dZfunSpXh7ezNt2jRcXV2ZNm0a7733Xq6Zf/k5f/48rVq1wszMTB5D1eP27dsFvo59+/Zx5MgR9u7dS7t27XBycqJx48Z5ztRUWbVqFfHx8UyePLnA7ULWTKzu3buzaNEi7O3tsba2ZtSoUS+VJDAwMJAJEyZQt25dja8fOHCAqKgofvrpJ9zd3WnXrh2LFy9mzZo18vTcjRs3kpKSQnBwMHXq1KFnz55Mnz6dJUuWyAmxtbG2tqZZs2Zs2rSp0NcgCIIgCMKbJ1MpEX4zjp0R9wm/GUemMuvfFKduPcl3a3qAIV6OKNB9a3p9PQVeztZ0a1AJL2drERwSSj5A9Mcff3D37l2NyxQ+++wzxo8fzyeffIKnpyf379/nwIEDWFhYyGW+/vprunfvTp8+fWjevDlmZmbs3r27yPPdJKcnk5yerHYjkJ6ZTnJ6MmmZWcmsM5WZfHXqKyQNsV7p3/99deorMpWZuepVSv/tspOuLNyN0KhRo+jUqZPGYJlSqeT333+nRo0a+Pj4YGtrS5MmTeTAiTapqam5ZhiZmppy7NixXGUnTZqktpwmMzOT/v378+DBg3z77u/vz5kzZ9i1axfh4eFIkoSvr6/aTWFycjLz5s1j/fr1hIWFkZiYSL9+/QDo27cvkyZNonbt2kRHRxMdHU3fvn21tjd79mxmzJjBuXPnMDAwoH///nz22WcsW7aM0NBQbt68yaxZs+Tyz549Y8iQIYSGhnLixAlcXFzw9fXNMwFuaGgonp6easdUs+S0nbdt2zYqV65MUFCQfB2FYWpqCmQF7SIjI/Hx8aFnz55cvHiRLVu2cOzYMUaPHp1nm/mdp4uFCxdSr149zp07x7Rp05gwYYKc7E2SJDp16kRMTAx79+7l7NmzeHh48N577/HkyRMA9u/fz8CBAxk7dixRUVGsXr2a4OBg5s2bl6stSZIYN24ca9eu5dixY7kCQAW1ceNGzM3NsbS0pHLlylhaWmJubq722Lhxo9o5hw8fxtbWlho1ajBs2DBiY2PzbCM8PFxtV0YAHx8fjh8/rnM/09PT6dWrFwYGBoSFhXHq1CmaNGmCnZ0dGzZswMbGBiBX33M+OnbsKNe5a9cuPD09WbBgAZUqVaJGjRpMnjyZFy9e5NmXqKgogoKC+PHHH19qSeehQ4e4efMmhw4dYv369QQHB8sBX4CPP/443+u5e/euzu2Fh4dTp04dtZx4Pj4+pKamcvbsWblM69at1ZYr+/j48ODBA52CcI0bNyY0NFTnPgmCIAiC8GbbdymaFvMP0n/NCcZtjqD/mhO0mH+QfZeiiX2mPTiUnYdjObE1vfBSSnyJWfv27bX+tlWhUBAQEEBAQIDW801MTPjmm29yzUQoak1+zlrucaTvEcqbZM0KWPfXOr45/w3vu7xPQLMAzsWeyzVzKKeHyQ85F3uORnaNAOiwtQNPU5+yvet2qperDsDOGzvpVaNXgfq3efNmzp07x+nTpzW+HhsbS1JSEl999RVz585l/vz57Nu3j549e3Lo0CFat26t8TwfHx+WLFlCq1atcHZ25s8//2Tnzp1kZmaqlduyZYvGMXn48CF9+vThyJEjWoN4169fZ9euXYSFhckzFDZu3EiVKlXYsWMHvXv3BrJuhFesWCEvvVm/fj21atXi1KlTNG7cGHNzc3kXuvxMnjwZHx8fAMaNG0f//v35888/ad68OZC1RCb7Dem7776rdv7q1aspV64cR44ckXMHZRcfH098fHyuJOzffvstAwYMwMbGhvr169OiRQt69eolt1u+fHn09fVfaklUXFwcgYGBWFhY0LhxYyZPnoyfn5+cX8jFxYXly5fTunVrVq1apbXNhQsX5nmeLklomzdvLi8zrFGjBmFhYXz99dd4e3tz6NAhIiMjiY2NlW+6Fy1axI4dO/jtt98YPnw48+bNY+rUqfIMq2rVqjFnzhw+++wzZs+eLbeTkZHB4MGDOXPmDGFhYVSuXLlQ7112Xbt2pUmTJiiVSpKSkjA3N88V9Mi+62LHjh3p3bs3jo6O3Lp1i5kzZ/Luu+9y9uxZjTnQICvnmqadG/PalTGn/fv3c+fOHY4ePUqlSpWArGW8bm5uuLm5UaZM1vr0vGZUwX9BRYC///6bY8eOYWJiwvbt23n8+DGffPIJT5484YcfftB4fmpqKv3792fhwoW88847/P333zpfQ07lypVjxYoV6Ovr4+rqSqdOnfjzzz8ZNmwYkDVLLL8ZSg4ODjrv3qBpHMqVK4eRkZE8FjExMblmmKnOiYmJoWrVqnm2UalSpULN5hIEQRAE4c2z71I0I386l2taQUxCCh//dI42NSroVI+thQleztZi6ZhQaCUeIHqTPUp+lH+hApTT1T///MO4ceM4cOCA1pt2VcLWbt26MWHCBAAaNGjA8ePH+fbbb7UGiJYtW8awYcNwdXVFoVDg7OzM0KFD1fKsAHISaFU72VlbW+c5m+Dy5csYGBio5VyxtramZs2aXL78376KBgYGajNyXF1dKVu2LJcvX6Zx48Za69cke44m1U1e9uUnFStWVJv9ERsby6xZszh48CAPHz4kMzOT5ORkrbMUVDMtco5Hq1atiIiIICoqivDwcA4ePMiyZcsIDAxk5syZBbqGnFRBkefPn+Pi4sKvv/6Kra0tZ8+e5caNG2qzXSRJQqlUcuvWLa05UQp7XnZeXl65nquWT509e5akpCSsra3Vyrx48YKbN2/KZU6fPq02YygzM5OUlBSSk5MxMzMDYMKECRgbG3PixAkqVNDtL9T8WFhYYGFhgVKpJDExEUtLyzw/x9lnrNWpUwdPT08cHR35/fff6dmzp9bzCrNzY3bXr1/H0dFRDg4B1KpVi3LlyhEZGYmHhwcA1atX17lOpVKJQqFg48aNcg6rJUuW0KtXL/7v//5PLZikMm3aNGrVqsXAgQN1bkeb2rVrqwWU7e3tiYz8b5cOW1vbPJfGqq6hIDS95znHQtNYaTs3J1NTU50DVoIgCIIgvLnyyy8EcOTaYypaGhObmKqxXM78QqqlY4JQUCJAVEgn/U4CYGrw343R0NpDGVhrIAZ6WW+rjZmNTnVlL7fv/X0AmBj8F0joVr1bgfp29uxZYmNj1bZQzszM5OjRo6xYsYLU1FQqVKiAgYEBbm5uaufWqlVL43Ixua82NuzYsYOUlBTi4uJwcHBg6tSpuX5b3r59e2bOnElgYKDacWdnZ9avX5/nDZS2GWWabpQ11VOYndKyZ3VXnZ/zWPYbTH9/fx49esTSpUtxdHTE2NgYLy8v0tLSNNZvbW2NQqHg6dOnGttu2bIlrVu3ZurUqcydO5egoCCmTJmSb1LjvISGhmJpaYmNjQ2WlpbycaVSyYgRIxg7dmyuc7TtXvcy5+VH9X4rlUrs7e05fPhwrjKqXa+USiWBgYEaAyzZg2/e3t5s2rSJ/fv3M2DAgEL1K+esuI0bNzJixIg8z1m9erXW9uzt7XF0dFTLpZWTnZ1drtlC2Xdu1IWhoWGuvkPW9WQPspibm+dZT8uWLfnf//4n971SpUpqCc5r1aqFJEncu3cPFxeXXOcfPHiQyMhIfvvtN+C/73WFChX4/PPPc/1syO+assv5ffz444/56aef8qzj0qVLOu+eZmdnx8mTJ9WOPX36lPT0dLVdNDWNFaDTeD158kRe7icIgiAIwpsvUylx8tYTzj5WYH3rCV7VbdHXU+SbXwiyAkV9PavwzcEbKNC0NX3u/EKCUBgiQFRIZoZmuY4Z6htiqP/fjYyHrQcVzSoSmxyrMQ+RAgUVzSriYeuRd716BdtK77333lP77TrA0KFDcXV1ZcqUKejr66Ovr0+jRo24evWqWrlr167h6OiYbxsmJiZUqlSJ9PR0tm7dKu8il92sWbM4fvy4nGPG1NSUrVu35nuT5ubmRkZGBidPnpSXmMXFxXHt2jW1WSoZGRmcOXNGni109epV4uPjcXV1BbJ2jNJ0o/wqhIaGsnLlSnx9fYGsWVuqZNyaGBkZ4ebmRlRUVK4cMzmprj8lJQUjI6NCX0fVqlU1vtceHh789ddfec4g0dSmLuflJ+cW7ydOnJDHy8PDg5iYGAwMDLQmh/bw8ODq1av59qFr16506dIFPz8/9PX15dxUeXn4UH05aM4lUQVdYpZTXFwc//zzD/b22td+e3l5ERISIs/qg6yEybokg1apXbs29+7d4+7du3Lg7tKlSyQmJqp9fwqyxKx58+b8+uuv8nVD1s8KPT09rcv3tm7dqpaj6PTp03zwwQeEhobi7Oys8/Xo4lUvMfPy8mLevHlER0fL43XgwAGMjY3lwLuXlxfTp08nLS1NDuQeOHAABwcHnZKbX7p0SePOj4IgCIIgvHn2XYrOtqW8Pj9eP4P9v1vKp2boNsvZ2dacVQM9xNb0QpESAaIipK+nz9TGU5l4eCIKFGpBIsW/sd4pjaegr/dqE2pbWFhQp04dtWNlypTB2tpa7finn35K3759adWqFW3btmXfvn3s3r1bbQbH4MGDqVSpEl9++SUAJ0+e5P79+zRo0ID79+8TEBCAUqnks88+y9UPPT09fv75Zzw8PPjnn39YuXIl9evXz7f/Li4udOvWjWHDhrF69WosLCyYOnUqlSpVolu3/2ZTGRoaMmbMGJYvX46hoSGjR4+madOmcsDIycmJW7duERERQeXKlbGwsNCa+6WgqlevzoYNG/D09CQxMZFPP/1U4zKb7Hx8fDh27Jicwweychl169aNFi1aYGNjQ1RUFNOnT6dt27byrB8nJyeOHj1Kv379MDY2fuklU1OmTKFp06aMGjWKYcOGUaZMGS5fvkxISIicN0pTm7qcl5+wsDAWLFhA9+7dCQkJ4ddff+X3338HoF27dnh5edG9e3fmz59PzZo1efDgAXv37qV79+54enoya9YsOnfuTJUqVejduzd6enpcvHiRyMhI5s6dq9ZWjx492LBhA4MGDcLAwIBevfLO4xUTE0NQUBADBw7k/PnzbNiwAYVCwZUrV3B1dS3QErOkpCQCAgJ4//33sbe35/bt20yfPp0KFSrQo0cPuVzO79e4ceNo1aoV8+fPp1u3buzcuZM//vgjz1l9ObVp0wYPDw8GDhzI0qVLycjI4JNPPuHdd99Vm1VYkECfn58fc+bMYejQoQQGBvL48WM+/fRTPvjgA/lzv337dqZNm8aVK1cAcgWBVAHUWrVq6TyTR1cFXWJ29+5dnjx5wt27d8nMzJSDZdWrV8fc3Jz27dvj5ubGoEGDWLhwIU+ePGHy5MkMGzZM/l76+fkRGBiIv78/06dP5/r163zxxRfMmjVLp1mMoaGhzJkzp/AXLQiCIAhCqaAtv1D0v/mFJrTLPRNbE5FfSCgOJb6L2ZuunWM7lrRZgq2Z+s1LRbOKLGmzhHaOuXcYKy49evTg22+/ZcGCBdStW5fvv/+erVu30qJFC7nM3bt31XbOSklJYcaMGbi5udGjRw8qVarEsWPHtN7wVahQgd9++43Ro0fj7++vc9/WrVtHw4YN6dy5M15eXkiSxN69e9WWmpiZmTFlyhT8/Pzw8vLC1NSUzZs3y6+///77dOjQgbZt22JjY/NKt5T+4YcfePr0Ke7u7gwaNIixY8fme4M6bNgw9u7dS0JCgnysffv2bNq0iQ4dOlCrVi3GjBmDj48Pv/zyi1wmKCiI27dv4+zs/EqWpNSrV48jR45w/fp1WrZsibu7OzNnzlSb2aKpTV3Oy8+kSZM4e/Ys7u7uzJkzh8WLF8vJwRUKBXv37qVVq1Z88MEH1KhRg379+nH79m15Zo6Pjw979uwhJCSERo0a0bRpU5YsWaJ11luvXr1Yv349gwYNYtu2bXn2rU6dOly7do3atWszc+ZMvv/+e4yMjAq1Pbu+vj6RkZF069aNGjVqMGTIEGrUqEF4eLjaLow5v1/NmjVj8+bNrFu3jnr16hEcHMyWLVvU8nEFBwfnGYBQKBRs374da2trWrVqRbt27XB2dn6pz7+5uTkhISHEx8fj6enJgAED6NKlC8uXL5fLJCQk5JqRqAuFQqGWAL44zJo1C3d3d2bPnk1SUhLu7u64u7tz5swZIGv8fv/9d0xMTGjevDl9+vShe/fuLFq0SK7DysqKkJAQ7t27h6enJ5988gkTJ05k4sSJ+bYfHh5OQkJCvkFLQRAEQRBKt7zyC6lsOnUXO0uTXFvTqygAew35hcTW9EJRUEjaEr68RRITE7GysiIhIUEtVwtkBURu3bpF1apVddqlSZtMZSbnYs/xKPkRNmY2eNh6vNKZQ7omzn1TBAcHM378eOLj40u6KwXSp08f3N3dmTZtGvB2jZuTkxPjx49Xm0H1uvQjICCAHTt25LvsCkp+zAICAjh8+LDGXE2lze3bt3FxcSEqKkpjHqNXqSTHrU2bNjRo0EBOyN67d2/c3d2ZPn16sfajuL2Kvz/T09PZu3cvvr6+uXJRCa8nMWalkxi30keM2eslUylpnNUTfjOO/mtO5Hv+hHY1WPrHNUBzfiGxRX3JehO+b3nFPLJ7s+9IXyP6evo0smuEbzVfGtk1euXLyoTSYeHChfkmBxaK3pQpUzA3N1ebzVVa7N+/nwULFpR0N16Jffv2MXz48CIPDpWUjRs3Ym5uTmhoqHwsNTWV+vXrq+WZEgRBEASh9Np3KZoW8w/Sf80Jxm2OoP+aE7SYf5B9l6KJfZZ38mkVpwpmrBrogZ2V+i9U7KxMRHCopCkzUdw5RqUn4SjuHANl0eS4fV2IHESCUIwcHR0ZM2bMS9XRsWNHtRvO7KZPn14isxJCQ0Pp2LGj1teTkpKKsTd5O3LkCOnp6QBqy71Ki/Dw8JLuwivz8ccfl3QXipQqsTn8txOfsbExM2bMKMFeCYIgCILwqmjLLxSTkMLIn84xXuQXKt2idsG+KRgkPsAT4M4qsHSADvPBrWtJ965IiACRUCr5+/sXKKfRm+T7779X2x0qu/Llyxdzb7J4enrmuzzr9u3bxdKX/GjKVxQQEEBAQEDxd0Z4o6kSmwuCIAiC8ObJK7+QRNbysE2n7lLR0piHiaka61CQNUsoZ34h4TUQtQt+GQw5RzgxOut4nx/fyCCRCBAJQilTqVKlku5CLqampgXaFUsQBEEQBEEQSgNt+YVO3Xqitt18ThIQk5iab36h2V3cxCyhkqDMhDvHIekhmFcEx2agSgOjzIR9U8gVHALk8N++qeDa6b9z3hAiQCQIgiAIgiAIgiAIOey7FE3g7ii1QJC9lQmzu7ix52J0Hmf+R5VfKGc9dv/WI/ILlYB/l46R+OC/Y9mXjt05rv5aLhIk3s8qV7VlkXe3OIkAkSAIgiAIgiAIgiBkk19+IZeKum08kz2/UPiNWA6EnqR9yyZ4VbcVM4dKgi5Lxy7v0q2upIevvHslTexiJgiCIAiCIAiCIAj/yi+/EEBcUiplTQ3RFuJRkDXbKHt+oSZVy9OwgkQTkXy6ZOS7dIyspWPJT3Wrz7ziq+rZa0MEiARBEARBEARBEIS3TqZSIvxmHDsj7hN+M45MZVaQQJf8QnHP0xnavCpAriCRyC9UwpSZcCsUIn/L+lO1Nb2uS8dqdQbTcuQeWRUFWFbKylv0hhFLzARBEARBEARBEIS3iqb8QnaWJvRqWIlTt3SbQSLyC72G8sovlKF5N7lcjC2gy/J/l6Ip0JhevMNXb1yCahAziIRikpmZWdJdkCkUCnbs2FEi7axdu5b27dsXedtvs/zG18nJCYVCgUKhID4+vtj6JbxZDh8+LH+OunfvLh9v1KgR27ZtK7mOCYIgCIKQL1V+oZyzhB4mprDi0E1O3X6iUz22FiZ0qGPPsSnvsmlYU5b1a8CmYU05NuVdERwqCar8QjlnCanyC/1vim71mFfMSlbd50ewzDGOlg5v7Bb3IAJExUbKzOT5yVMk7Pmd5ydPIRVxwOTLL7+kUaNGWFhYYGtrS/fu3bl69apamaSkJEaPHk3lypUxNTWlVq1arFq1Ks96g4OD5Zui7I+UFO1TMENCQujVqxeSpGmtZ9EJCAigQYMGuY5HR0fTsWPHYu0LQGpqKrNmzWLmzJnysefPnzN79myqV6+OiYkJNjY2tGnThj179shlnJycWLp0qc7tZL9xVSgU2NjY0LFjRy5cuKBzHQVts7QJCgoiOjoaKyurImsjICAAV1dXypQpQ7ly5WjXrh0nT57M85xt27bh6elJ2bJlKVOmDA0aNGDDhg1F1kddRUdH4+fnR82aNdHT02P8+PE6nXf69Gnee+89ypYtS7ly5Wjfvj0RERFF2lddzJs3j2bNmmFmZkbZsmU1lhk3bhwNGzbE2NhY48+RZs2aER0dTZ8+fdSOz5w5k6lTp6JUKoug54IgCIIg6ELb0jHVa/nlFzIz1MPG3LhA+YW8nK3p1qASXs7WYllZUdK2fEyX/EIv8gv85Vg65tYVxl8iY+AOzjiOJGPgDhgf+cYGh0AEiIpF4oED3HivHXeHDOHB5MncHTKEG++1I/HAgSJr88iRI4waNYoTJ04QEhJCRkYG7du35/nz53KZCRMmsG/fPn766ScuX77MhAkTGDNmDDt37syzbktLS6Kjo9UeJiYmGsveu3cPPz8/duzYwfz581/pNRaWnZ0dxsbGxd7u1q1bMTc3p2XL/7ZCHDlyJHv37mX58uVcuXKFffv28f777xMXF/fS7V29epXo6Gh+//13nj59SocOHUhISHjpet8EFhYW2NnZoVAU3V/eNWrUYMWKFURGRnLs2DGcnJxo3749jx490npO+fLl+fzzzwkPD+fixYsMHTqUoUOHsn///iLrpy5SU1OxsbHh888/p379+jqd8+zZM3x8fHjnnXc4efIkx44dw9LSEh8fH9LT04u4x3lLS0ujd+/ejBw5UmsZSZL44IMP6Nu3r8bXjYyMsLOzw9TUVO14p06dSEhIKPExEwRBEIS31b5L0bSYf5D+a04wbnME/decoMX8g+y7lLUtfX75hQCS05UMbOoIiPxCr5WoXbC0DqzvDFs/zPpzaZ2s47rkF0KCFpPIGkUtI5tz6ZiePpJjC+6X90JybPFGLivLTgSIiljigQPcHzeejJgYteMZDx9yf9z4IgsS7du3D39/f2rXrk39+vVZt24dd+/e5ezZs3KZ8PBwhgwZQps2bXBycmL48OHUr1+fM2fO5Fm3QqHAzs5O7aFJeno6vXv35vHjxwDMmDGDQ4cO6dT/p0+fMnjwYMqVK4eZmRkdO3bk+vXr8uvBwcGULVuWHTt2UKNGDUxMTPD29uaff/6RXw8MDOTChQvyTJrg4GC5/6olSLdv30ahUPDLL7/QsmVLTE1NadSoEdeuXeP06dN4enpibm5Ohw4d1G7sT58+jbe3NxUqVMDKyorWrVtz7ty5PK9p8+bNdO2qHm3es2cPEydOxNfXFycnJxo2bMiYMWMYMmQIAG3atOHOnTtMmDBBvg5d2draYmdnR+PGjVm8eDExMTGcOHECgOPHj9OqVStMTU2pUqUKY8eOlYOHebWZ13n5cXJyYs6cOfj5+WFubo6DgwPffPONWpmEhASGDx+Ora0tlpaWvPvuu7lmPu3evZuGDRtiYmJCtWrVCAwMJCMjQ2u7QUFBVKxYMc+ZK5pmmy1duhQnJyedrk0TPz8/2rVrR7Vq1ahduzZLliwhMTGRixcvaj2nTZs29OjRg1q1auHs7My4ceOoV68ex44dK1Db58+fp1WrVpiZmeWa7Xf79u0CX4uTkxPLli1j8ODBOs+6unr1Kk+fPiUoKIiaNWtSu3ZtZs+eTWxsLHfv3tW5bX9/f7p3786iRYuwt7fH2tqaUaNGvVSQKTAwkAkTJlC3bl2tZZYvX86oUaOoVq1agerW19fH19eXTZs2Fbp/giAIgiAUjralYzEJKXz80zkW7LtC7LO8g0MqqvxCdlbqvwi3szJh1UAPsYSsuOW5fGwQnNdx1n1Ft7dy6ZiuRICokJTJySiTk9WWTUlpaVnH09Kynmdm8vCLL0HT0iopK4L5cN4XasvN5HqzLU+QXsFv21UzR8qXLy8fa9GiBbt27eL+/ftIksShQ4e4du0aPj4+edaVlJSEo6MjlStXpnPnzpw/f15juUmTJskBCcjKQ9S/f38ePMgrspvF39+fM2fOsGvXLsLDw5EkCV9fX7WbwuTkZObNm8f69esJCwsjMTGRfv36AdC3b18mTZpE7dq15VlO2mYCAMyePZsZM2Zw7tw5DAwM6N+/P5999hnLli0jNDSUmzdvMmvWLLn8s2fPGDJkCKGhoZw4cQIXFxd8fX159uyZ1jZCQ0Px9PRUO2ZnZ0dISIjW87Zt20blypXlJVHR0dH5vneaqGY5pKenExkZiY+PDz179uTixYts2bKFY8eOMXr06DzbzO88XSxcuJB69epx7tw5pk2bxoQJEwgJCQGyZmx06tSJmJgY9u7dy9mzZ/Hw8OC9997jyZOs6aD79+9n4MCBjB07lqioKFavXk1wcDDz5s3L1ZYkSYwbN461a9dy7NgxjcuECmLjxo2Ym5tjaWlJ5cqVsbS0xNzcXO2xceNGjeempaXx3XffYWVlpfMMHEmS+PPPP7l69SqtWrXSuZ/p6en06tULAwMDwsLCOHXqFE2aNMHOzo4NGzZgY2MDkKvvOR8vuwyzZs2aVKhQgbVr15KWlsaLFy9Yu3YttWvXxtHRsUB1HTp0iJs3b3Lo0CHWr19PcHCwHPAF+Pjjj/O9noIEpV5W48aNCQ0NLbb2BEEQBEHQbenYysM3MTXQbQaIyC9UAl5m+dil7bq1ocovNP4SDNkD76/N+vMNXzqmK7GLWSFd9WgIgMvxMAz+DbrE/fADj5Yuo2zvXtjPmUPymbO5Zg6pkbJmEiWfOUuZJo0BuPFeOzKfPqXa7l0Yu7gAEL99O+Vy5LkoCEmSmDhxIi1atKBOnTry8eXLlzNs2DAqV66MgYEBenp6fP/997Ro0UJrXa6urgQHB1O3bl0SExNZtmwZzZs358KFC7j821+ALVu25JodAvDw4UP69OnDkSNH0NfX/MP5+vXr7Nq1i7CwMJo1y1r/uXHjRqpUqcKOHTvo3bs3kHUjvGLFCpo0aQLA+vXrqVWrFqdOnaJx48aYm5tjYGCgdYZTdpMnT5YDY+PGjaN///78+eefNG/eHIAPP/xQ7Yb03XffVTt/9erVlCtXjiNHjtC5c+dc9cfHxxMfH4+Dg4Pa8W+//ZYBAwZgY2ND/fr1adGiBb169ZLbLV++PPr6+vKSqMKIi4sjMDAQCwsLGjduzOTJk/Hz85PzyLi4uLB8+XJat27NqlWrtLa5cOHCPM/Ttswwu+bNmzN16lQgawlWWFgYX3/9Nd7e3hw6dIjIyEhiY2PlJYCLFi1ix44d/PbbbwwfPpx58+YxdepUeYZVtWrVmDNnDp999hmzZ8+W28nIyGDw4MGcOXOGsLAwKleuXKj3LruuXbvSpEkTlEolSUlJmJubo6enHmOvWLGi2vM9e/bQr18/kpOTsbe3JyQkhAoVKuTZTkJCApUqVSI1NRV9fX1WrlyJt7e3zv3cv38/d+7c4ejRo1SqVAmAdevW4ebmhpubG2XKlAHINxdQzqVTBWVhYcHhw4fp1q0bc+bMAbLGfP/+/RgYFOyvnnLlyrFixQr09fVxdXWlU6dO/PnnnwwbNgzImiU2efLkPOtwcHAgOTm5cBdTQJUqVeLu3bsolcpcnxFBEARBEF5OplLi1K0nxD5LwdYiKw+Qvp5Cp6VjAPEpadhbmRCTkKIx3KAga5ZQzvxCQhHLa/cx03L5LB8DlGlgZg3JT9AcSFJk1afKL6SnD1Vbaij3dhMBoiKUkUeukcKUK6zRo0dz8eLFXMtUli9fzokTJ9i1axeOjo4cPXqUTz75BHt7e9q1a6exrqZNm9K0aVP5efPmzfHw8OCbb75h+fLl8vFy5cqhp6enMVGrtbV1njdNly9fxsDAQA78qM6pWbMmly9flo8ZGBiozchxdXWlbNmyXL58mcaNG+fxjuRWr149+b9VN/nZl59UrFiR2NhY+XlsbCyzZs3i4MGDPHz4kMzMTJKTk7XOUnjx4gVAriBKq1atiIiIICoqivDwcA4ePMiyZcsIDAxUS2ZdGKqgyPPnz3FxceHXX3/F1taWs2fPcuPGDbXZLpIkoVQquXXrFrVq1dJYX2HPy87LyyvXc1Uy7LNnz5KUlIS1tfpfwC9evODmzZtymdOnT6vNGMrMzCQlJYXk5GTMzMyArPxaxsbGnDhxIt+AjK4sLCywsLBAqVSSmJiIpaVlvjf/bdu2JSIigsePH7NmzRr69OnDyZMnsbW1zbOdiIgIkpKS+PPPP5k4cSLVqlWjTZs2OvXz+vXrODo6ysEhgFq1alGuXDkiIyPx8PAAoHr16jrVV1gvXrzggw8+oHnz5mzatInMzEwWLVqEr68vp0+fLlAAqnbt2moBZXt7eyIjI+Xntra2eb6nQLEmjTY1NUWpVJKamvrSgTZBEARBEP6jaWt6+3+3lE/N0O3vemMDfWZ3cWPkT+e0bWAu8gsVN9XysZyBHdXuY021541UU68vnFjF27Y1/askAkSFVPNcVi4fRbZ//Ft/8AHlBw+Gf387bvDvUo78ZC9X/c8/surNFkgo26NHofs5ZswYdu3axdGjR9VmUbx48YLp06ezfft2OnXqBGQFSSIiIli0aJHWAFFOenp6NGrUSC0/EED79u2ZOXMmgYGBasednZ1Zv359nrl0tO12JklSrvM01VOYxMOGhoa5zs95LPsNpr+/P48ePWLp0qU4OjpibGyMl5cXaf8uL8zJ2toahULB06dPNbbdsmVLWrduzdSpU5k7dy5BQUFMmTIFIyOjAl+LSmhoKJaWltjY2GBpaSkfVyqVjBgxgrFjx+Y655133tFaX2HPy4/q/VYqldjb23P48OFcZVQ7TSmVSgIDA+nZs2euMtmDb97e3mzatIn9+/czYMCAQvUrM8dOgxs3bmTEiBF5nrN69Wq19sqUKUP16tWpXr06TZs2xcXFhbVr1zJt2jStdejp6cnBmwYNGnD58mW+/PJLnQNEhoaGufquup7sQRZzc/M862nZsiX/+9//dGpTk59//pnbt28THh4uB9J+/vlnypUrx86dO+XloLrI/l2E3N/Hjz/+mJ9++inPOi5duqR1x7JX7cmTJ5iZmYngkCAIgiC8Qqr8QjnvFGISUhj50znGt3PReF5OthYmeDlbs2qgR65gk92/wSaxhKwY5bt8TAEXf9Gtrpq+8I6XlplIX4klZDoQAaJC0vt3pkJ2CiMjFNlu6M08G2JgZ0fGw4ea8xApFBhUrIiZZ8O8681xc6QLSZIYM2YM27dv5/Dhw1StWlXt9fT0dNLT03PNgNDX1y/Qb9olSSIiIkJjstdZs2Zx/PhxOceMqakpW7duzfcmzc3NjYyMDE6ePCkvMYuLi+PatWtqs1QyMjI4c+aMPFvo6tWrxMfH4+rqCmTtMqTpRvlVCA0NZeXKlfj6+gLwzz//yMm4NTEyMsLNzY2oqCjat2+fZ92q609JScHIyKjQ11G1alWN77WHhwd//fVXnjNINLWpy3n5yZ6TSvVcNV4eHh7ExMRgYGCgNTm0h4cHV69ezbcPXbt2pUuXLvj5+aGvr69TMOLhw4dqz//+++9cdRZ0iVlOkiSRmpqab19e5pzatWtz79497t69KwfuLl26RGJiotr3p6iXmCUnJ6Onp6cWsFU9f9WzeV63JWaXLl2SZ2oJgiAIgvDydMkvtOnUXewsTXiYqNvSsQ517PF2s9O4XE0oAsrMrJ3Gkh5m5QFybJY1m0eX3ceSH4NZBUiOI9/lY3r64NpJc1tCvkSAqAgp9PWpOH0a98eNB4VCPUj0701TxenTUGjJxfMyRo0axc8//8zOnTuxsLAg5t9cSFZWVpiammJpaUnr1q359NNPMTU1xdHRkSNHjvDjjz+yZMkSuZ7BgwdTqVIlvvzySyBr9x/VTIjExESWL19OREQE//d//5erD3p6evz88894eHjwzz//sHLlSp0S9Lq4uNCtWzeGDRvG6tWrsbCwYOrUqVSqVIlu3brJ5QwNDRkzZgzLly/H0NCQ0aNH07RpUzlg5OTkxK1bt4iIiKBy5cpYWFi8su3tq1evzoYNG/D09CQxMVF+H/Pi4+PDsWPH5Bw+kJXLqFu3brRo0QIbGxuioqKYPn06bdu2lWf9ODk5cfToUfr164exsfFLL5maMmUKTZs2ZdSoUQwbNowyZcpw+fJlQkJC5LxRmtrU5bz8hIWFsWDBArp3705ISAi//vorv//+OwDt2rXDy8uL7t27M3/+fGrWrMmDBw/Yu3cv3bt3x9PTk1mzZtG5c2eqVKlC79690dPT4+LFi0RGRjJ37ly1tnr06MGGDRsYNGgQBgYG9OrVK8++xcTEEBQUxMCBAzl//jwbNmxAoVBw5coVXF1dC7TE7Pnz58ybN4+uXbtib29PXFwcK1eu5N69e3IOLcj9/fryyy/x9PTE2dmZtLQ09u7dy48//siqVat0en8hayc0Dw8PBg4cyNKlS8nIyOCTTz7h3XffpWHD/4LRBQ30qQJKSUlJPHr0iIiICDnwCbB9+3amTZvGlStXgKxZXJ9++imjRo1izJgxKJVKvvrqKwwMDGjbtm2B2s5PQZeY3b17lydPnnD37l0yMzPla6tevbo8s+rGjRskJSURExPDixcv5DJubm75zuwLDQ3NNxAsCIIgCEJuL5NfKCYxlQntarD0j2s6Lx0T+YWKSV75hdJ0/AVevT66Lx8T+YUKTWTPLGKW7dtTadlSDHLMLDCoWJFKy5ZiWUQ3EatWrSIhIYE2bdpgb28vP7Zs2SKX2bx5M40aNWLAgAG4ubnx1VdfMW/ePD7++GO5zN27d9V2zoqPj2f48OHUqlWL9u3bc//+fY4ePao150+FChX47bffGD16NP7+/jr3f926dTRs2JDOnTvj5eWFJEns3btXbamJmZkZU6ZMwc/PDy8vL0xNTdm8ebP8+vvvv0+HDh1o27YtNjY2r3Tb6R9++IGnT5/i7u7OoEGDGDt2bL43qMOGDWPv3r3yjnKQtRRv06ZNdOjQgVq1ajFmzBh8fHz45Zf/plEGBQVx+/ZtnJ2d5R2oXka9evU4cuQI169fp2XLlri7uzNz5kzs7f+bSqupTV3Oy8+kSZM4e/Ys7u7uzJkzh8WLF8vJwRUKBXv37qVVq1Z88MEH1KhRg379+nH79m15Zo6Pjw979uwhJCSERo0a0bRpU5YsWaJ1V6xevXqxfv16Bg0axLZt2/LsW506dbh27Rq1a9dm5syZfP/99xgZGeU7M0UTfX19rly5wvvvv0+NGjXo3Lkzjx49IjQ0lNq1a8vlcn6/nj9/zieffELt2rVp1qwZv/32Gz/99BMfffSRXCY4ODjPZZQKhYLt27djbW1Nq1ataNeuHc7Ozi/9+Xd3d8fd3Z2zZ8/y888/4+7uLs+gg6zk2levXpWfu7q6snv3bi5evIiXlxctW7bkwYMH7Nu3T+0zo1Ao1BLAF4dZs2bh7u7O7NmzSUpKkq/tzJkzcpmPPvoId3d3Vq9ezbVr1+Qy+e3CeP/+fY4fP87QoUOL+jIEQRAE4Y2y71I0LeYfpP+aE4zbHEH/NSdoMf8g+y5Fi63pS7M8t6cfDHHXdKunpq/Ynr4YKCRtCV/eIomJiVhZWZGQkKCWqwUgJSWFW7duUbVqVZ12adJGyszM2tXs0SMMbGww82z4SmcOFSRx7psgODiY8ePHEx8fX9JdKZA+ffrg7u4u56B5m8bNycmJ8ePHq82gel36ERAQwI4dO/JddgUlP2YBAQEcPnxYY66m0ub27du4uLgQFRWltgtiUSiqcfP39yc+Pp4dO3YA8Omnn5KQkMB33333ytoorV7F35/p6ens3bsXX1/fXLmohNeTGLPSSYxb6fOmjZm2/EKqX4mNb+fC139cz3laLpuGNcXL2VrrTKSS9qaNm0zb8jFlJiytk8cSMgVY2ENqAqQ9117G0iFrG3pVncW8fOxNGLe8Yh7ZiSVmxUShry9vZS+8vRYuXMiuXbtKuhtvvSlTpjBjxgzu37+PlZVVSXenQPbv38+yZctKuhuvxL59+xg+fHiRB4eKQmhoKB07diQ1NVVO9A9Zy90KM+tMEARBEN5W+eUXUvBffqGYRM0zicTW9CXopbanl+DZA2gzHQ5/+d8xmVg+VtxEgEgQipGjoyNjxox5qTo6duxIaGioxtemT5/O9OnTX6r+wlDdLGuTlJRUjL3J25EjR0hPTweytpQvbcLDw0u6C69M9uWspY2np6c84yz7jnCffvppCfVIEARBEF5vhc0vJKGeX0h1TEVsTV+C8tyefhCUd9atHmvnrGViYvexEicCREKp5O/vX6CcRm+S77//nhcvXmh8rXz58sXcmyzZb5a1uX37drH0JT+a8hUFBAQQEBBQ/J0RSi1TU9OX2tFPEARBEN4m+y5F59pS3v7fLeW1zQrKSZVfSGxN/5rId3t64MlN3eoyr5g1K0jsPlbiRIBIEEqZSpUqlXQXchE3y4IgCIIgCIIm2vILxSSkMPKnc9Svottyf1sLE7ycrcXW9MWt0NvT/8ukLKQkkO/29CCWj70GRIBIEARBEARBEARBeOV0yS907+kLjPQVpGVq3jtJ5BcqQdryC7UL1L2OBn66b08vlLg3e9skQRAEQRAEQRAEoUhlKiXCb8axM+I+4TfjyFRmBQJ0yS/0OCmNUW1dUPBfPiEVkV+oBGndnv4BbBsGNw/qVo/Ynr5UETOIBEEQBEEQBEEQhELRll9oZic3zv3zVKc6RH6hEpLX9vRa8wv9K2pXVpAnMVpLuWzLx/T0RX6hUkIEiARBEARBEARBEIQCyyu/0Cc/n9O5HpFfqAS81Pb0QPpzaD7u3+3pdVg+JvILlQoiQCQIgiAIgiAIgiAUSH75hVQsTQx4lpKhbY6JyC9UErRuT/8g63jTkbrVI7anf+OIHERCscjMzCzpLsgUCgU7duwokXbWrl1L+/bti7ztt1l+4+vk5IRCoUChUBAfH19s/RLeLIcPH5Y/R927d5ePN2rUiG3btpVcxwRBEAThFStsfiGVD1tUA0R+oWKlzIRboRD5W9afykz11/JbPnbxF93aMa+YFQQafwmG7IH312b9OT5SBIdKKREgKiZKpcT9q0+5djqG+1efolTm8YV8xb788ksUCgXjx4/XWmbEiBEoFAqWLl2ab31Lly6lZs2amJqaUqVKFSZMmEBKiva/HEJCQujVqxeSVHzXDBAQEECDBg1yHY+OjqZjx47F2heA1NRUZs2axcyZM+Vjz58/Z/bs2VSvXh0TExNsbGxo06YNe/bskcs4OTnpNC4q2W9cFQoFNjY2dOzYkQsXLuhcR0HbLG2CgoKIjo7Gykq3bVVfVlF+v4pbWFgYBgYGGr9bmgQHB1OvXj1MTEyws7Nj9OjRRdtBHcybN49mzZphZmZG2bJlNZa5e/cuXbp0oUyZMlSoUIGxY8eSlpYmv96sWTOio6Pp06eP2nkzZ85k6tSpKJXKorwEQRAEQSgW+y5F02L+QfqvOcG4zRH0X3OCFvMPsvXsPWKf6fbvE1V+ITsrE7XjdlYmrBroIfILvWpRu2BpHVjfGbZ+mPXn0jpZx0GH7eklSH4MZhXIHdZTUYBlpdzb09ftlfWnyC1UaoklZsXg5vlYQrdc53l8qnysTFljWvZ1wdndtkjbPn36NN999x316tXTWmbHjh2cPHkSBweHfOvbuHEjU6dO5YcffqBZs2Zcu3YNf39/AL7++utc5e/du4efnx+PHz9m/vz5TJ06tdDX8qrY2dmVSLtbt27F3Nycli3/W3s7cuRITp48yfLly6lTpw5xcXEcP36cuLi4l27v6tWrWFpacvfuXcaOHUuHDh24cuVKsQVFXmcWFhbF9jkoyu9XcUtISGDw4MG89957PHz4MN/yS5YsYfHixSxcuJAmTZqQkpLC33//XQw9zVtaWhq9e/fGy8uLtWvX5no9MzOTTp06YWNjw7Fjx4iLi2PIkCFIksQ333wDgJGREXZ2dpiampKa+t/P9k6dOjFs2DD2799fIoFoQRAEQXhVtOUXik5IYdKvF/iwuZNO9Yj8QsVI69Kx6KzjfX6Eu8d1q6teH7E9/VtIzCAqYjfPx7Jv9SW14BDA8/hU9q2+xM3zsUXWdlJSEgMGDGDNmjWUK1dOY5n79+8zevRoNm7ciKGhYb51hoeH07x5c/z8/HBycqJ9+/b079+fM2fO5Cqbnp5O7969efz4MQAzZszg0KFDOvX96dOnDB48mHLlymFmZkbHjh25fv26/HpwcDBly5Zlx44d1KhRAxMTE7y9vfnnn3/k1wMDA7lw4YI8kyY4OBhQX4J0+/ZtFAoFv/zyCy1btsTU1JRGjRpx7do1Tp8+jaenJ+bm5nTo0IFHjx7J7Z8+fRpvb28qVKiAlZUVrVu35ty5vBPxbd68ma5d1ada7tmzh4kTJ+Lr64uTkxMNGzZkzJgxDBkyBIA2bdpw584dJkyYIF+HrmxtbbGzs6Nx48YsXryYmJgYTpw4AcDx48dp1aqVPEtl7NixPH/+PN828zovP05OTsyZMwc/Pz/Mzc1xcHCQb7ZVEhISGD58OLa2tlhaWvLuu+/mmvm0e/duGjZsiImJCdWqVSMwMJCMjAyt7QYFBVGxYkUiIiK0ltE022zp0qU4OTnpdG3aFOX3Ky/nz5+nVatWmJmZqc0mUygU3L59u5BXkzUTys/PDy8vr3zLPn36lBkzZvDjjz/i5+eHs7MztWvXpkuXLgVq09/fn+7du7No0SLs7e2xtrZm1KhRpKenF/YyCAwMZMKECdStW1fj6wcOHCAqKoqffvoJd3d32rVrx+LFi1mzZg2JiYl51q2vr4+vry+bNm0qdP8EQRAEobhoWz6WV34hlV/P3sPO0iSvOSbYa8gv1K1BJbycrUVw6FXLc+nYv8f2TQXHFrrVJ7anfyuJAFEhpadmkp6aqbZsKjNDSXpqJpnpWUsLlEqJ0C3XtVUBQOiW62rLzeR6sx3LzCzcUoVRo0bRqVMn2rVrp/F1pVLJoEGD+PTTT6ldu7ZOdbZo0YKzZ89y6tQpAP7++2/27t1Lp06dcpWdNGmSHJCArN/K9+/fnwcP8smIT9ZN4ZkzZ9i1axfh4eFIkoSvr6/aTWFycjLz5s1j/fr1hIWFkZiYSL9+/QDo27cvkyZNonbt2kRHRxMdHU3fvn21tjd79mxmzJjBuXPnMDAwoH///nz22WcsW7aM0NBQbt68yaxZs+Tyz549Y8iQIYSGhnLixAlcXFzw9fXl2bNnWtsIDQ3F09NT7ZidnR0hISFaz9u2bRuVK1eWl0RFR0fn+95pYmpqCmQF7SIjI/Hx8aFnz55cvHiRLVu2cOzYMXnpj7Y28ztPFwsXLqRevXqcO3eOadOmMWHCBEJCQgCQJIlOnToRExPD3r17OXv2LB4eHrz33ns8efIEgP379zNw4EDGjh1LVFQUq1evJjg4mHnz5uVqS5Ikxo0bx9q1azl27JjOS6K02bhxI+bm5lhaWlK5cmUsLS0xNzdXe2zcuFEuX9TfL23S09Pp1asXBgYGhIWFcerUKZo0aYKdnR0bNmzAxsYGIFffcz5yzn5Zt24dN2/eZPbs2Tr1IyQkBKVSyf3796lVqxaVK1emT58+chC3IA4dOsTNmzf/n707j2+qTNsHfp2kbbrvOxRaSgELgqxlVRAoiigO4+AooKKvsrixDQiOCjMKojOAy4j6/hxRGeHVcRllXFgURNlbURGwqFAQugBd0jZt0ibn90ea0CXnnKdtaJv0+n4+7zvtSfKckx5a7M1zXze+/PJLvPHGG9iwYYOz4AsAs2fP1nw/p0+fFj7f3r170adPn3q7viZMmACz2YysrCzN1w8ZMgS7d+9u0nskIiJqbUrtY58dyRPKFzJW1eC2IV0AMF+oVSnlC4m0jhnPAn7BQEgChNrHmC/U4bDFrJlefXgXAODuZ0ciIMQPAPDt1tPY/9GvSB+RgDEzrkDeiZJGO4caqigxI+9ECTr1tO/wefPRPagqr8YfHx+CqMRgAMDxPXnoPapTk65v8+bNyM7OxsGDBxWfs3r1avj4+OChhx4SXvePf/wjzp8/j5EjR0KWZdTU1GDOnDmNWsf+7//+r9HuEAAoKCjA1KlTsWvXLuj1rrcknjhxAh999BG++eYbDB9u72v917/+haSkJHz44Yf4wx/+AMD+i/CLL76IjIwMAMAbb7yBK664AgcOHMCQIUMQHBwMHx8foVaiRYsWYcKECQCAhx9+GLfddht27NiBESNGAADuueeeer+QXnvttfVe/8orryAiIgK7du3CpEmTGq1fUlKCkpKSRm1GL7/8MqZNm4aYmBj069cPI0eOxC233OI8b2RkJPR6fYtaoi5evIgVK1YgJCQEQ4YMwaJFi3D77bc7M6nS0tLw/PPP45prrsH69esVz/nss8+qvs7f39/F2esbMWKE889Kjx498M0332Dt2rUYP348vvzyS/zwww8oLCyEwWAAAPztb3/Dhx9+iH//+9+477778NRTT+GRRx5x7rDq1q0b/vrXv2Lx4sX1Chc1NTW44447cOjQIXzzzTfo3Llzs752dd10003IyMiAzWZDeXk5goODodPVr7HHxcU5P76c319qPv/8c+Tm5uKrr75Cp072nxuvv/460tPTkZ6ejqCgIABQ3VEFXCoqAvbvyUceeQS7d++Gj4/YXxu//vorbDYbVq5cieeeew5hYWH485//jPHjx+P777+Hn5+f8HuKiIjAiy++CL1ej169euGGG27Ajh07cO+99wKw7xJbtGiR6hqJiYkwmUxC58vPz693Lx3X4Ofnh/z8fM3Xd+rUCadPn4bNZmv0Z4SIiKg9UBtPP2djNu4WbB9z5Aut+PhovYJSfJg/nrgxnflC7qY2mt54VmwN0wXg+mdqW9E4np7qY4HoMqowqheHmvo8UWfOnMHDDz+MrVu3Kv7SnpWVheeeew7Z2dlNalvauXMnnnrqKbz00kvIyMjAzz//jIcffhgJCQn1wpcjIiKg0+lcBrVGRUWp/tJ07Ngx+Pj4OAs/jtf07NkTx44dcx7z8fGptyOnV69eCA8Px7FjxzBkyBDh9wSgXkaT4xfDuu0ncXFxKCy81A5YWFiIxx9/HF988QUKCgpgtVphMpkUdylUVlYCQKP7cfXVV+Pw4cM4evQo9u7diy+++ALPPfccVqxYUe/r2RyOokhFRQXS0tLw7rvvIjY2FllZWfj555/r7XaRZRk2mw0nT57EFVdc4XK95r6uroatScOGDXMGN2dlZaG8vBxRUfVHm1ZWVuKXX35xPufgwYP1dgxZrVZUVVXBZDIhMDAQADB//nwYDAbs27cP0dHRmtclIiQkBCEhIbDZbDAajQgNDVX8c3y5v7/UnDhxAl27dnUWhwDgiiuuQEREBH744QcMGDAAANC9e3eh9axWK26//XasWLECPXr0EH4vNpsN1dXVeP75552T+zZt2oT4+Hh8+eWXzoKsiN69e9crKCckJOCHH35wfh4bG4vYWPU8t6aGRru6b7IsC93PgIAA2Gw2mM3meoU2IiKi9kBrPL0E4IPDYsUG5gu1Iq18oSix/7ZDcJy94MPx9OQCC0TNdN9z1wAAfPwu/YLYP7ML+o1Ngq72h2FQqEForbrPu+Mp+44ZH99L6/Ya3rTKe1ZWFgoLCzFw4EDnMavViq+++govvvgizGYzdu/ejcLCQnTp0qXecxYuXIh169Yp5pQ89thjmDFjBv7nf/4HgL2IUlFRgfvuuw+PPvqo8xfmzMxMPPbYY1ixYkW916empuKNN95Q/SVLadqZq1/OXK3TlF/IHermwzhe3/BY3V8w77rrLpw/fx7r1q1D165dYTAYMGzYsHpTjuqKioqCJEkoLi52ee5Ro0bhmmuuwSOPPIInn3wSf/nLX7BkyZIm7bJoaPfu3QgNDUVMTAxCQ0Odx202G2bNmuVyZ0vdPw8NNfd1Whxfb5vNhoSEBOzcubPRcxyTpmw2G1asWIEpU6Y0ek7d4tv48eOxadMmfP7555g2bVqzrstqtdb7/F//+hdmzZql+ppXXnkF06ZNu+zfX2p8fX0bXbvj/HWLLMHBwarrjBo1Cp9++inKyspw6NAhfPvtt852QpvNBlmW4ePjg61btzbaUQfYizgAkJ6e7jwWExOD6OjoJrV7Od5TXQ2/H2fPno2NGzeqrnHkyBHFiWUNxcfHY//+/fWOFRcXo7q6utHOIleKiooQGBjI4hAREbUpq012WbTRah+TARRVVCMyyA/FFRaXhSQJ9l1CDfOFqIVsVnurWHmBvZDTdbh9B49mvpAEVFwA9H6A1fXvI/bWscRLk8fSbwJ63eD6fNRhsUDUTL6Gxt84eh8d9HW+oglp4QgKN6i2mQVHGJCQFq6+rr5pLQpjx46t96/rADBz5kz06tULS5YsgV6vx4wZMxplE02YMAEzZszAzJkzFdc2mUyNfknV6/WQZblRYefxxx/Hnj17nBkzAQEBeO+99zR/SUtPT0dNTQ3279/vbDG7ePEicnJy6u1SqampwaFDh5y7hX766SeUlJSgV69eAOxThlz9ouwOu3fvxksvvYSJEycCsO/acoRxu+Ln54f09HQcPXrUuZtCieP9V1VVwc/Pr9nvIyUlxeXXesCAAfjxxx9Vd5C4OqfI67TUzaRyfO64XwMGDEB+fj58fHwUw6EHDBiAn376SfMabrrpJtx44424/fbbodfrndlUahpO5Wo4baspLWat8f2lpHfv3vjtt99w+vRpZ4HqyJEjMBqN9b5/RFvMQkNDG/08eemll/DFF1/g3//+N1JSUly+3tEm+dNPPzl3sxUVFeHChQvo2rWr0HsR5e4Ws2HDhuGpp55CXl6es9C1detWGAyGeoV3JUeOHHHu1CIiImoLnx3Ja9T2lVDb9mWyiP135c1XJeL1b04pNSExX8jd1NrHAiK084WqioHRy4Cdqy4dc1KYPMb2MWqgzQtEZ8+exZIlS/Dpp5+isrISPXr0wGuvveb8j3BZlrFixQq8+uqrKC4uRkZGBv7xj3/UC301m81YtGgRNm3ahMrKSowdOxYvvfSSW3JHWkKnkzDq1jR89soRxeeMnJrm3HHkLiEhIejTp0+9Y0FBQYiKinIej4qKatTK4+vri/j4ePTs2dN57I477kCnTp2wapX9B82NN96INWvWoH///s4WmMceeww33XRTo0whnU6Ht99+GwMGDMCZM2fw0ksvoV+/fprXn5aWhsmTJ+Pee+/FK6+8gpCQEDzyyCPo1KkTJk+eXO96H3zwQTz//PPw9fXFAw88gKFDhzoLRsnJyTh58iQOHz6Mzp07IyQkxJlt01Ldu3fHW2+9hUGDBsFoNOJPf/qT5m6BCRMm4Ouvv3Zm+AD2LKPJkydj5MiRiImJwdGjR7Fs2TKMGTPGuesnOTkZX331Ff74xz/CYDC0uGVqyZIlGDp0KO6//37ce++9CAoKwrFjx7Bt2zZnbpSrc4q8Tss333yDZ555BjfffDO2bduGd999F//9738BAOPGjcOwYcNw8803Y/Xq1ejZsyfOnTuHTz75BDfffDMGDRqExx9/HJMmTUJSUhL+8Ic/QKfT4fvvv8cPP/yAJ598st65fve73+Gtt97CjBkz4OPjg1tuuUX12vLz8/GXv/wF06dPx7fffou33noLkiTh+PHj6NWrV5NazFrj+0vJ6NGjMWDAAEyfPh3r1q1DTU0N5s6di2uvvbZecUO00KfT6Rr9PImNjYW/v3+94x988AGWLl2K48ePA7BnTE2ePBkPP/wwXn31VYSGhmLp0qXo1asXxowZI3RuUU1tMTt9+jSKiopw+vRpWK1WZ7Gse/fuCA4ORmZmJtLT0zFjxgw8++yzKCoqwqJFi3DvvffW242nZPfu3ZqFYCIiostFK19o2lCxnd/j0+MxJCWS+UKtQbV9bAYQLviPa1GpbB2jFmnT9Mzi4mKMGDECvr6++PTTT3H06FH8/e9/r7fr4ZlnnsGaNWvw4osv4uDBg4iPj8f48ePrTX2aN28ePvjgA2zevBlff/01ysvLMWnSpMu2e6QpUvvH4rpZfRAUXr8wERxhwHWz+iC1v/ovNW3t9OnT9SZn/fnPf8bChQvx5z//Genp6bjnnnswYcIEvPLKKy5fHx0djX//+9944IEHcNdddwmf9/XXX8fAgQMxadIkDBs2DLIs45NPPqnXahIYGIglS5Y4x24HBARg8+bNzsd///vf47rrrsOYMWMQExPj1rHT//znP1FcXIz+/ftjxowZeOihhzR/Qb333nvxySefoLS01HksMzMTmzZtwnXXXYcrrrgCDz74ICZMmIB33nnH+Zy//OUvOHXqFFJTU50TqFqib9++2LVrF06cOIFRo0ahf//+eOyxx5w7JZTOKfI6LQsXLkRWVhb69++Pv/71r/j73//uzKKRJAmffPIJrr76atx9993o0aMH/vjHP+LUqVPOnTkTJkzAli1bsG3bNgwePBhDhw7FmjVrFHek3HLLLXjjjTcwY8YMvP/++6rX1qdPH+Tk5KB379547LHH8P/+3/+Dn5+f5s6UlmjO99eGDRtU2yglScIHH3yAqKgoXH311Rg3bhxSU1Mv+9j10tJS/PTTT/WOvfnmm8jIyMANN9yAa665Br6+vvjss88atW/WDYBvDY8//jj69++PJ554AuXl5ejfvz/69++PQ4cOAbDv2vrvf/8Lf39/jBgxAlOnTsXNN9+Mv/3tb5prnz17Fnv27FHdKUZERHS5aOULAcD2owXw91H+NbDuePrr+iTg6yXXYtO9Q/HcH6/CpnuH4usl17I41Bw2K6Tcr9GpaC+k3K8vTR8TGU9fkit2juA4Th6jFpFk0b6Fy+CRRx7BN998ozgOWJZlJCYmYt68eViyZAkA+26huLg4rF69GrNmzUJpaSliYmLw1ltvOceYnzt3DklJSfjkk0+EglCNRiPCwsJQWlra6F+Hq6qqcPLkSaSkpAhNaVJis8n2qWZGM4JC7W1l7tw5JLKrwZts2LAB8+bNQ0lJSVtfSpNMnToV/fv3x9KlSwF0rPuWnJyMefPm1dtB1V6uY/ny5fjwww81266Atr9ny5cvx86dO11mNXmaU6dOIS0tDUePHkVaWtplPdflum933XUXSkpK8OGHHwIA/vSnP6G0tBSvvvqq287hqdzx92d1dTU++eQTTJw4sVEWFbVPvGeeiffNs1htMvb+XIitu/cjc1QGhnWPdbZ67f3lIm77330aKwDzx/XAuu05AFy3j62fPoBFIHfSah97o/EU5EYCIoHKYrguJNXmC837gRlCl4E3/IxUq3nU1aYtZh999BEmTJiAP/zhD9i1axc6deqEuXPnOkcXnzx5Evn5+fW26hsMBlxzzTXYs2cPZs2ahaysLFRXV9d7TmJiIvr06YM9e/a4LBCZzWaYzZdygYxGIwD7ja+urq733OrqauekpqZOwWkoIS2szmcybDb31eYcdT7HtXo7x3v0tPe6evVqfPzxx87r7mj3rb28zyVLluDPf/4zzpw5g7CwMOd9ELm2tr5nn3/+OdauXdsuvo4t9cknn+Dee+9FamrqZX8/7r5vu3fvxg033ACz2YyJEyc614yJicGCBQu84v60lCPMvLq6WrhFsiHH38kN/26m9ov3zDPxvnmOz38swJOfHEe+0QxAjzdPHEJ8qAF/ntgLE3rH4chvjQeiuJIUYcALf+xXZy27+DADHr2+F8b2jOafBzeRjm+B/r2ZAGTU3R4g104fsw2ZBZG/Ja1X/gG6A68CkCDVKRI5VrWOfwqy1QZY+d8g7uYNPyNFr71NC0S//vor1q9fjwULFmDZsmU4cOAAHnroIRgMBtxxxx3Iz88HgEZTY+Li4pCba99ml5+fDz8/P0RERDR6juP1Da1atarRdC3AHkLqGJPt4OPjg/j4eJSXlytOqGpP6rbeebOqqirIsuws7nmKiIgI3HHHHY2uuyn37ZZbbmkU9uwwf/58LFy4sEXX2Bx79uzB1KlTFR//7bffYLPZUFVV1eb37KOPPkJNTQ0AOP8Mmc1mWK3WJl1bW32vffrppwDQ5l9Hd7j99tsBtO57cdd969GjB7766isA9ow3x3u47777AHjH/Wkpi8WCyspKfPXVV87vueZyDDsgz8F75pl439q37y5K+GeOYxfspVJDvrEKD2w+jNEJNuzM09V7TMmvPx5GWpiMJenAL0YJxmog1BdIDa2ANTcLnwh2NJEG2YbMHxdA36A4BAASZMgAqrP+JVQg2lsUCb+UB3Dlb/9CQHWR83ilbwSOdJ6GvF91wK+fuPPqqQFP/hkpOqylTVvM/Pz8MGjQIOzZs8d57KGHHsLBgwexd+9e7NmzByNGjMC5c+fq5Zzce++9OHPmDD777DO8/fbbmDlzZr0dQYB9zHVqaipefvnlRud1tYMoKSkJFy5ccNlidubMGSQnJ7eoxexyk2UZZWVlCAkJadaYd2obzblvZ8+eRWVlpcvHIiMjERkZ6c5LFFJZWYmzZ88qPt6SyWftDb/XPBPvW+urqqrCqVOnkJSU1KIWs23btmH8+PEeu6W7o+E980y8b+2f1SZj9N+/qrfbpy4JQGyIARcrzNBJOlRbbSrj6Q34csHVnEDmTjYrpDN7nePi5aRhgE4PKfdr+Gy8WfPlcmAUYCqqtzPI+Vht+1jN/dnOkfeuzkWXjzf8jDQajYiOjm7fLWYJCQlIT0+vd+yKK67Ae++9BwCIj48HYN8lVLdAVFhY6NxVFB8fD4vFguLi4nq7iAoLC50j0hsyGAwup1n5+vo2uuFWqxWSJEGn07XrjBhHO4PjWskzNOe+JSUlXc5LapagoCD06NGjrS+jVfB7zTPxvrU+nU4HSZJc/t3aVO5Yg1oX75ln4n1re1abjAMni1BYVoXYEHtQtF4n4dAvFxWLQ4A9laagzIyXpw8AAMzZmK0ynr43/A1+l+stdDxq+UJWsQ4Uqe+twL71gIu7JgHAdU/D1+D4xxZfoLt7J8KSGE/+GSl63W36X8kjRoxoNPUmJyfHOZEoJSUF8fHx9bZyWSwW7Nq1y1n8GThwIHx9fes9Jy8vD0eOHFEsEDVHG260IiIi8jj8e5OIqGk+O5KHkau/wG3/uw8Pbz6M2/53H0au/gKfHclDfqnr3eMNmWtsuK5PAtZPH4D4sPq7N+PD/Bk+7W6O8fR1i0NA7Xj6O4CLv4it03OifTx9aIN7E5poP84JZNRK2nQH0fz58zF8+HCsXLkSU6dOxYEDB/Dqq686p79IkoR58+Zh5cqVSEtLQ1paGlauXInAwEBndkVYWBjuueceLFy4EFFRUYiMjMSiRYtw5ZVXYty4cS2+RkelzWQyISAgoMXrERERdQSOXndP/Zc2IqLW9NmRPMzZmN2owSi/tAqzN2YjyCDWQhQbYi8KXdcnAePT413uRqImslmB3D3Oli50He5s9VIfTy8BWRuA4Hig3HU2rnP6mGPNXje4PhdRK2nTAtHgwYPxwQcfYOnSpfjLX/6ClJQUrFu3DtOmTXM+Z/HixaisrMTcuXNRXFyMjIwMbN26FSEhIc7nrF27Fj4+Ppg6dSoqKysxduxYbNiwodlTU+rS6/UIDw9HYWEhACAwMLBd5lfYbDZYLBZUVVWxfcKD8L55Ht4zz8T71npkWYbJZEJhYSHCw8Pd8ncxEZE3s9pkrPj4qGKZAQAqzFb46CRYbbJKtpC9COSg10kYlhp1Ga64A1FrH/MLabxzqB4ZKDsHjF4G7Fx16ZhT7e+U1z19qQik0wMpo9z4Boiapk0LRAAwadIkTJo0SfFxSZKwfPlyLF++XPE5/v7+eOGFF/DCCy9chiu8lIXkKBK1R7Iso7KyEgEBAe2ygEWu8b55Ht4zz8T71vrCw8Odf38SEZFyvtCBk0XIK63SfP2c0d3w4he/qGQLpXOHkDs52scaluQc7WM+ggMYolLtbWIuC01Ps32M2pU2LxB5AkmSkJCQgNjYWFRXV7f15bhUXV2Nr776CldffTW383sQ3jfPw3vmmXjfWpevry93DhER1fHZkTys+PhovUJQQpg/nrgxHeYam9Aa3WNDsH76gEbrxNeuw2yhZmhJ+5itRuwcwXH2XUG9bkDNr1/h8O7PcdWoCfDpdjXbx6jdYYGoCfR6fbv9D169Xo+amhr4+/vzlx8PwvvmeXjPPBPvGxERtRWlfKG82nyhaUPEJtTGhvhjWGoUxqfHY+/Phdi6ez8yR2VgWPdY7hxqDrX2sYAI7fYxWzVQO57edSGpTr4QAOj0kLuOxNkfjejXdSSLQ9QuMYiBiIiIiIjoMlDLF3J4L/ss4kP9oVTikWDfbeTIF9LrJGSkRGJgtIwMBk83j+r0sRnA3n+IrdP31toPGt4DF/lCRB6ABSIiIiIiIqIWsNpk7P3lIv5z+Cz2/nIRVpu9JCSSL1RVY8NtQ7oAUCwzMF/InTTbxwCc+FxsLY6nJy/DFjMiIiIiIqJmcke+UHJ0IPOF3EkpWwiwH1dtHwMg28TbxzienrwIC0RERERERETNoJYvNGdjNuaNSxNap26+kKtJZ9QEatlC6TfZizgi+t4K7FsPKM2N43h68kIsEBERERERETWRVr6QDGDTgdOID/VHgbFKaR8K4hvkCw1LjbpMV9wBKI6mP2fPFpqwEojvK7ZWz4lAl2EcT08dCgtERERERERECqw22eWuHpF8oXyjGfPH9cC67TlK+1CYL9RUzRpNX+vLlcDik/YijzFP4blsH6OOiwUiIiIiIiIiF9TyhcrNNUJrMF/IjVo0mh6ApRw4s9/+/HfuANvHiOpjgYiIiIiIiKgBpXyhfOYLtQ3F9rE8+/Ghc8TWKS8ArrzFPmWM7WNE9bBAREREREREHZJS+5havpAM+z6TTQdOIzbEgPNlZuYLuUuz2sdq78j374idIzjO/r/pN7F9jKgBFoiIiIiIiKjDUWsfCwvwU80XksF8IbdrUfuYDJguAIHRgOkiNLOFHNg+RlSPrq0vgIiIiIiIqDU52scaFoHyS6swe2M2Fr37ndA6jnyh+DD/esfjw/yxfvoA5guJcrSPNSwCOdrHst4QW6fv1NoPGhblXGQLEVEj3EFEREREREQdhkj72NmSSqG1mC/kBiLtYz9vF1uLo+mJWoQFIiIiIiIi8jrNHU/vKFOEB/iitLKa+ULuopQvlLtHu32sqhjwCwYsFeBoeqLLhwUiIiIiIiLyKmr5QuYam9AaUwZ0wuvfnGK+kDuo5QuV5YutMeAOYN96cDQ90eXDAhEREREREXkNpfH0ebX5QkNrd/1oGZ8ejyEpkY0KTfG1hSbmCwlSHU8/Q3wdto8RXXYsEBERERERkVdQyxdy2HeyCHGhBhQatcfT63US84VENHs8fS3fQKC6UuF5bB8jai0sEBERERERkcdQyhYCoJkv5PDHwUl4fsfPQu1jzBfS0KLx9LVGzAN2rgLbx4jaFgtERERERETkEdSyha7rk4DCMu3iEAB0iwnG+ukD2D7WUlrtY0Pniq0TlQpMfZPtY0RtjAUiIiIiIiJq95SyhfJrs4Ueua4X+iWFC63F8fRN0JL2scObxM4RHGffFcT2MaI2xQIRERERERG1a2rZQo5ja7fn4IflE5AQ5o/80iqOp3eHlraPVRUDgdGA6SI084UAto8RtTFdW18AERERERERYC8E7f3lIv5z+Cz2/nIRVpu9qCCSLWSusSErtwhP3JgO4FKekAPH0zeRo32sYRHImGc//tMnYuv0nVr7gcIdqZsvRERtijuIiIiIiIiozanlC5lrbEJrFJaZMfmqTswXainN9jEJ+P4dsbU4np7IY7BAREREREREbUopXyivtApzNmZj3rg0oXViQ/wBANf1SWC+kAilfKHcPRrtYzJguiDePsbx9EQegQUiIiIiIiJqM2r5QoC99LDpwGnEh/qjwCiWLQQwX0iTWr7QhRyxNfpOBfatB8fTE3kHZhAREREREdFl15J8oXyjGbcN6QKA2UJuoZUv9MsXYuv0nGgfTx/aoG0vNNF+nO1jRB6FO4iIiIiIiOiycke+UHJ0ILOFmqLZ4+kl4MIJwDcAqK5UWJztY0TeiAUiIiIiIiK6bJTyhfKbkS80LDWK2UIi1NrH/MO184UqCoHRy4Cdqy4dc2L7GJG3YoGIiIiIiIguC7V8odq9Kth04DRigv1wvtzico2G+ULMFtLgaB9r+FU35gHvzAB8g8TWiUq1t4lx+hhRh8ECERERERERtYjVJrvc1aOVLyTDni80f1wPrNue4zzmwHwhF2xWSLlfo1PRXki5oUC3qy/t5NFsHwNQXSF2nuA4+64gto8RdRgsEBERERERUbMp5Qs9dkM6snKLhdZgvpCg2tYxH+M5DAKA3PWXWsfSbxIYT18rMAowFUFzPD3A9jGiDoQFIiIiIiIiaha1fKH7385GiL/YrxvMFxKg2jp2B3DT84BvoNhafW8VH09P1IFZbVYcKjiE7yzfIbYgFkMSh0Dvxd8bLBAREREREVGTieQLAUCQQY8Ks9XlGswXEiTSOvbfhcC0f4ut13Mi0GUY84WIVGzP3Y6nDzyNAlMBAODdHe8iLjAOjwx5BOO6jmvjq7s8WCAiIiIiIiJFLckXMlbVMF+oKZRG04u0jlktgLncXuQx5kGzfYzj6YkUbc/djgU7F0Bu8H1UaCrEgp0LsGb0Gq8sErFARERERERELinlCz1wbXcczysTWoP5QoLURtNbXU94a6Sm0v78d+6AUPsY84Wog7LarMguzMZ503nEBMZgQOwAZ+uY1WbF0weeblQcAgAZMiRIWH1gNcYkjfG6djMWiIiIiIiIqBGlfKG80io8+sERiO75Yb6QAMV8oXP246OXiq3jmDzG8fREihq2jgGo1zqWXZhd77GGZMjIN+UjuzAbg+MHt8YltxoWiIiIiIiIOiirTcb+k0XIuiAh6mQRhnWPhV4nqeYLOfjoJIQF+uJiuUWpmYn5QnUptY+p5gvBfjxrg3jrGGAvArF9jDootd1Baq1j83fOR6+IXsKtY+dN591+7W2NBSIiIiIiog6ofvuYHm+eOISE2ravsAA/1XwhAKi2yZgxNBnrtucoNTMxX8hBrX0sIEI7X6jsHDB6GbBzFYQnj7F9jDogtd1BY5LGqLaOAcDx4uNIDU91HpdkCQnGVARWh8Lka0Re6C+QJftzYwJjLvO7aX0sEBERERERdTBq4+lnb8zGPSOShdZhvpAArfH0Q2eLrROVytYxIhVawdJz+81VbR1zGJY4DIcKDiHoTDyGn/odgi0RzsfK/YqxJ/kDmJIKMCB2gNvfQ1tjgYiIiIiIqAPRGk8PAB8cPiu0FvOFajWrfUwGIAHfvyt2Dke+UK8bUPPrVzi8+3NcNWoCfLpdzdYx6jCU2se0gqUBYOOxjULn8NX54v6wR3B2R+OfYUGWcIzPmYlOfWSvC6gGWCAiIiIiIvJKzR1PDwBFFdWIDPJDcQXzhTS1qH1MBkwXgMAowFQEoXwhnR5y15E4+6MR/bqOZHGIOgy19rEwQ5jm7qBSS6nzY7XWsWj/aBz9ohoSqoAGcfxSbYun8csA2MbJ0HlZIZwFIiIiIiIiL6M0nv6JG9NhrrEJrXHzVYl4/ZtTzBdSo9U+ljJabJ2+twL71kM4X4jICzU3XHrBzgWYfsV0oXOE+YUhKi9ZtXUs3piKgyXfoWFx6BIJ5cVm5J0oQaeeEQrP8UwsEBEREREReRG1fKE5G7Mxb1ya0Drj0+MxJCWS+UJKNNvHAJz8UmytnhOBLsOYL0QdVkvCpSVI2PLrFucxtd1B0/xnw5rT+GeXo3UsRAccPHVS6JorjOamvs12jwUiIiIiIiIvoZUvJAHYdOA04kP9kW903WZWt31Mr5OYL6SUL5S7R3v6GAD4BgLVldBsH9PpOZqeOiSt3UH3XnmvavuYDBnF5mKEG8IRca4LRpya4np3UOdCBOxPRgXMUGodKz8uoRxGoesOCjUIv0dPwQIREREREZGHaW6+kAwg32jG/HE9sG57jvOYg6v2MeYLKeQLWS1iawy8S7x9jKPpyUu1JFz61R9eFTrHzboZMOSkNjru2B0UHSfjYokFaq1jAHDV+M44caAQFaXK3+PBEQYkpIULXZcn0bXlyZcvXw5Jkur9X3x8vPNxWZaxfPlyJCYmIiAgAKNHj8aPP/5Ybw2z2YwHH3wQ0dHRCAoKwk033YTffvuttd8KEREREVGr+OxIHkau/gK3/e8+PLz5MG77330YufoLfHYkD0fPlWovgEvj6ePD/Osdjw/zx/rpA9g+BlzKF2q4S8h4Dnhnhv1xET0n2sfThzb4moYm2o+zfYy83Pbc7Zjw3gTc/fndWLJ7Ce7+/G5MeG8CtuduR3ZhttDoeQdJlpBY2h3dLwxAYml3SLLkPB56KA0SHLuB6rym9kjZIV+hc8R0CcWoP/ZQfc7IqWleF1ANtIMdRL1798b27dudn+v1l7ZQPvPMM1izZg02bNiAHj164Mknn8T48ePx008/ISQkBAAwb948fPzxx9i8eTOioqKwcOFCTJo0CVlZWfXWIiIiIiLydFr5QhndIoXWqTuefu/Phdi6ez8yR2VgWPdYto9pjqev9dOn9iKPMU/heWwfI1JrH5u/c77bwqUDgw2wGB2NtK5IsFRahc4VFGpAp54RuG5WH+z+vxOoKLmUNRQcYcDIqWlI7R8rtJanafMCkY+PT71dQw6yLGPdunV49NFHMWXKFADAG2+8gbi4OLz99tuYNWsWSktL8dprr+Gtt97CuHHjAAAbN25EUlIStm/fjgkTJrTqeyEiIiIiulxE8oV+PV8Og49OcVKZq/H0GSmRuHhMRkZHyxZq0Xh6ADYLMOAuYOcqsH2MOrKWtI999LPYTjytcOmIwTJKBNYxBPnAXFGj+Hjd1rHU/rFI6ReDM8cvYM+uAxh+zRAk9Yr2yp1DDm1eIDpx4gQSExNhMBiQkZGBlStXolu3bjh58iTy8/ORmZnpfK7BYMA111yDPXv2YNasWcjKykJ1dXW95yQmJqJPnz7Ys2ePYoHIbDbDbL5UBTQa7SFU1dXVqK6uvkzv9PJyXLenXn9HxfvmeXjPPBPvm2fiffM8vGctZ7XJOJRbjMIyM2JDDBjUNcJZtNkvkC9UWGbBw9em4vkvfnEec3D8SvPo9T1hs9bAVvuP6R3xvknHt0D/3kwAcr39BnLteHrbkFkQ2dtTE94V+P3r0G9dBqnsUkFJDk2EdfxTkNOuBy7D17Uj3jNv4I33bceZHXg261kUmgqdx2IDY/GngX9CmF+YZvuYsdqICEMESswlgIxG08cgAbEBcZrh0lVHDQC0v659rklE1ienFR8fNqUbrNYaWOtsNopJDkLgiRrEJAc1esxTiP6Zk2RZVtk3eXl9+umnMJlM6NGjBwoKCvDkk0/i+PHj+PHHH/HTTz9hxIgROHv2LBITE52vue+++5Cbm4vPP/8cb7/9NmbOnFmv2AMAmZmZSElJwSuvvOLyvMuXL8eKFSsaHX/77bcRGBjo3jdJRERERCTgu4sS3j+lQ4nl0i9A4X4ypiTb0CdCxge5OuzO144QvSPNCh8Jimv1i2qz//xvXbINUeU/wb+6BFW+4bgY3BOQdIBsQ+aPC+BfXeSyGUUGYNaHwN9apnmKr7svxcWQK5TPReThbLINp2pOoUwuQ4gUgmSfZOhq/2z/aPkRm0ybFF87zG8Y9lr2ap5jmN8w5OdVuJw+9k3y+xgRPAzB2ema6+j8bLBZ7ClEjcnQ+8uIH12BqgIflBwzwFp16XtU729D+BVmBMQr7y7yZCaTCbfffjtKS0sRGhqq+Lw23UF0/fXXOz++8sorMWzYMKSmpuKNN97A0KFDAQCSVP/myrLc6FhDWs9ZunQpFixY4PzcaDQiKSkJmZmZql+s9qy6uhrbtm3D+PHj4esrFr5FbY/3zfPwnnkm3jfPxPvmeXjPmu/zHwvw+t7vGjVilFokvJ6jR3pCCH7M1y5YAEDmqAxkpERiscpupLq88b5Jx7c03tUTkghr5kogIBw+h4uUXwvA31oGOTAKMBVBctkeY88XyvjDvDo5QpPc+yZUeOM96wg87b6p7Q4a3Wk0nv/oecXXSpBwXDp+6XNZarQ7SJbs31s3x9yBk7vMjb7TgizhmJBzNyISglAMk+b1pg/vjCM7lVpDJVw7LR0pV0UDAGw2Gfm/lMJUakFgmB/iU8MUW8c87b654uia0tLmLWZ1BQUF4corr8SJEydw8803AwDy8/ORkHCp17CwsBBxcXEAgPj4eFgsFhQXFyMiIqLec4YPH654HoPBAIPB0Oi4r6+vx95wB294Dx0R75vn4T3zTLxvnon3zfPwnjWN1SbjqU9/Us0WOltShaggX1RbZZRV1ShFIiM+zN8ZNO0LYGSPOOHr8Jr7dvQjoLZ9rC6pLA8+780E+t0mtIzU91bF8fQSAFz3NHwN/i5f21q85p51MJ5w37bnbsfi3Ysb5QedN53H4t2LManbpHqFo4ZkyCg2FyPCEIGIc10Uw6VNnQtRuB1oPHvs0pGyC8qttXV17x+Hzj0jhYOlu6bHCK3r4An3TYnodberApHZbMaxY8cwatQopKSkID4+Htu2bUP//v0BABaLBbt27cLq1asBAAMHDoSvry+2bduGqVOnAgDy8vJw5MgRPPPMM232PoiIiIiIGrLaZBw4WYTCsirEhtiDovU6CQcEsoVKKqvx1t1DUGGpwZyN2UqRyHjixvSOFTTdkOr0sdpy24mtYmv1nAh0GaYQZP00x9OTx2tuuLQECf89+V+hc0zWTYchJ7XRcUe4dGSEjOISi+oaNdU24XBpnU5CSr8Y5J0oQYXRjKDQS8dJW5sWiBYtWoQbb7wRXbp0QWFhIZ588kkYjUbceeedkCQJ8+bNw8qVK5GWloa0tDSsXLkSgYGBuP322wEAYWFhuOeee7Bw4UJERUUhMjISixYtwpVXXumcakZERERE1NY+O5KHFR8frVcISgjzxxM3pqPQaFZ55SVFJgsmX9UJ66cPaLRWfO1a1/VpPOXH6yiNpgfsx1Wnj8mA6QLgHwZUGcHx9NRRbc/djqcPPF0vRDouMA6PDHkEYQb1cGkZMupGGSu1j0myhNBDabDABqVw6ZIDYlldPYfG4/sdvyk+PnJqmrMIpNNJ6NQzQvG5pKxNC0S//fYbbrvtNly4cAExMTEYOnQo9u3bh65duwIAFi9ejMrKSsydOxfFxcXIyMjA1q1bERIS4lxj7dq18PHxwdSpU1FZWYmxY8diw4YN0Ov5Q5uIiIiI2t5nR/IwZ2N2o1JEfmkVZm/MFl4nNsTeznRdnwSMT493uRvJ66mNpr/iRuD0PrF1rpqm2D4GgOPpyaMp7Qxy2J67HQt2Lmi0Q6jAVID5O+fjms7XCJ0nzC8MUXnJiu1jgcEGWIyORllXJIiOzOrWNwaJ3cOF28eoedq0QLR582bVxyVJwvLly7F8+XLF5/j7++OFF17ACy+84OarIyIiIiJqGatNxoqPjyo2PDmE+PugXCNbaEhKpPOYXidhWGqUm6+2nTv6EfDOHWi066d2ND3SbwKO/kdsLbaPkZdS2xk0rus41fYxh6/Pfu38WC1cepr/bFhzGu9adLSPRQyWUSJwzWwfaz/aVQYREREREZEnam6+kMP/jOyGddtzmC2k1D4mki2UuwfQ+QF6H6C6UuG5bB8j76W0M6jQVIgFOxdgzeg1mu1jAGCVrULh0gH7k1EBM5Tax6qOGQBUa153vzFJOLDlpOLjbB9rPSwQERERERG1gFq+kLnGJrRGcnQgs4XU2scCIrSzhSrOA7e9A1jNtTuN2D5G3qe5wdIAsPrAajw84GGh82iGS0c5wqWV28eqyqvhH+yLqnLlIlFwhAEDJyYjslMQ28faARaIiIiIiIiaSSlfKK82X2je2DShdWJD/DEsNapjZwspto/NABL7i61jKQOuvAWY+ibbx8jrtCRYGgDyTfkoNhc7P29JuHT5t74ArJrX3CMjTihcOrV/LNvH2gEWiIiIiIiImkEtX8jhjT0nER/qjwJjlVC+kFdnCzW7fQzAuW/FzhEcZ//f9JvYPkZeRat9bPoV04XWiTBEIC4wDkFn4lsULl1dpV0cApoWLs32sbbHAhERERERkYqW5AsVV9Zg/gjmC7WsfayW6Gh6B7aPkYdpbvuYBAlbft0idI64oDjcH/YIzu5o/DPH0T4W0EmGdnIaw6W9EQtEREREREQKmC/kBlrTx4bOEVunKaPpiTxMS9rHZMgoNhcjwhCBYnOxy9YxSPb1rorujx+/2A8JVVAMlz6rE7pmhkt7HxaIiIiIiIhcUMsXmrMxG/PGMV9Ik0j72PfviK3F0fTkwaw2Kw4VHMJ3lu8QWxCLIYlDoK8taKq1j83fOR+dgzsLnWNSt0n45uvvFVvHHhx9Fwp/Katt9VJuHwMAvwA9LJXKbWQMl/ZOLBARERERUYel1D4mki+06cBp5gs5KOUL5e7Rbh8zXQACowHTRXA0PXmjhruD3t3xrnN30JikMZrtY+fKL30PKQVLA0C/8pEIyhnYaKUgSzgyc2Yi5LsUVCSYIaLX8ASGS3dALBARERERUYek1j4WFuCnmi8kA8g3mjF/XA/mC6nlC1ktYmv0nSrePsZsIfIgWuHSc/rN0WwfkyEj1C8U0XkpiruDTJ0LkbfVPnWs4U8cx5Fvt+bihgf6CV03w6U7JhaIiIiIiKjDUWofy69tH7v2CrHWCOYLaeQLjV4qtg7bx8iDNTdcGgBeP/K60Dmm6O+EISe10XFHsHR0nIyLJeoFWWuNDEkGgsIN9Yo+DTFcuuNigYiIiIiIOhS19jHHYOfs3GKhtTpEvlCzx9NLQNYGICQBKMtTWJztY+TZWhIuDQCV1krnx0rtY5IsIfRQGiyw7xCqyxEsXZ7tB0B5opiDqdyCUbem4bNXjig+h+HSHRcLRERERETklZo7nl4GUGyqRkSgL0pM1R07X6hF4+lloOwcMHoZsHPVpWNObB+j9k9pdxCg3T42/YrpQucI8wtDVF6yYvtYYLABFqOjfO2KpDpuvq6gUAM69YzAdbP6MFyaGmGBiIiIiIi8jlq+UIVZ7Bep3/XvhNe/OdVx84W02sdieomtE5UKTH2T7WPkcdR2B4mES2/5dYvzmFq49DT/2bDmNG5HdbSPhfSUUS5wvYYgH9VCkaN1DADDpcklFoiIiIiIyKuo5QvN3pgNf1+d0Drj0+MxJCXSu/OFbFZIuV+jU9FeSLmhQLerxdvHin4VO0dwnH1XENvHyINo7Q6a1W+WZrh0sbkYEYYIRJzrohouHbA/GRVoPHre0T5myfUFoDxy3qHfmCQc2HJS8fG6rWMA28eoMRaIiIiIiMhraOULAUBVtQ0+taPstdrH9DrJe/OFatvHfIznMAgActc3rX3Magb8w4GqUmiOpwfYPkbtTnPDpSVIwuHSk3XTBcOlldvHLFVW+Br0qDYrF4mCIwwYODEZkZ2C2DpGzcYCERERERF5nObmCzncPyYVz+/4Wah9zCvzhbTax/pMEVvnqtvFx9MTtSMtCZeWIcNsvVSAaUm49MWvxXY0XjEyAd/v+E3xccfuILaOUUuwQEREREREHkUtX8hcYxNao1tMcMcdT6/ZPgbgyPtia3E8PXkgtfax+TvnY0zSGKF13BEu7fLb0IVufWOQ2D1caHcQW8eouVggIiIiIiKPoZQvlFebL/T7AZ2E1unQ4+lz92i0jwGADPhHAFUl0Gwf43h6amfUJo9ptY8BwJdnvhQ6j1a4dMRgGSUC6xgCfWA2aYdL63QSdwfRZcUCERERERF5BLV8IYePvzuH+FB/FBirOJ5eaTy91SK2xlW3ibePMV+I2gm11rFxXcchuzBbtX3MIcwvDEaLEZDRqH0MEhAXEK8ZLl11zACgWvNc/a4VD5fm7iC6nFggIiIiIqJ2QylbCIBQvpDFKuO2IV2wbnsOx9M3yhc6B7wzAxi9TGwdto9RO6S2O0irdeypEU/BRyf2K/BNqTfhm6+/V2wfu2fQXTijES5dVV4N/2BfVJUrF4kYLk3tCQtERERERNQuqGULXdcnAYVl2uHTAJAcHej9+UJK7WOq+UK1sjbYizzGPIXnsX2M2ie13UFjksZoto49c/AZ/O2avzmPK4VLA0C/8pEIyhnYaLUgSzgyc2YiolMSzkA5NNqhR0Ycw6XJY7BARERERERtTitb6Lk/XoXYEH+htbw+X0itfUxzPD2AsnP2XUQ7V4HtY+Qp1HYHLdi5AHP7zdVsHSu1lEKSJMQFxiHoTLzi7iBT50LkbbVPHmv4E8NxJOegdpsawHBp8iwsEBERERFRmxLJFnr8Pz/i4KPjkBDmj/zSDpwvpDWefugcsXWiUoGpb7J9jNoVpfYxrWBpCRI2HtsodI6LlRdxf9gjOLujcbHYES4dHiyjtEQ9q0u0faxuuPSZ4xewZ9cBDL9mCJJ6RXN3ELU7LBARERERUatQyhcSyRYqraxGVm4xnrgxHXM2ZntvvpBS65jjMdXx9BLw/Tti5wmOs+8K6nUDan79Cod3f46rRk2AT7er2T5GbUKtfSzMEKa6O0iGjFJLqfNztdaxaP9oHP2iGhKqoBQuXZqtE7pm0fYxwL47KDEtHIEnapDI1jFqp1ggIiIiIqLLTi1fyFxjE1qjsKwKk6/q5L35QmqtY+k3CYynlwHTBSAwGjBdhGa+EADo9JC7jsTZH43o13Uki0PUJrTax0Z1FmtxDPMLQ1ResnLrWFIB4o2pOFjyHdTCpUU1pX2MyBM0q0BUWVkJWZYRGBgIAMjNzcUHH3yA9PR0ZGZmuvUCiYiIiMizqeULzdmYjXnj0oTWcWQQXdcnwfvyhbRax25eD+R8JrZW36ni4+mJWklL2sf2ndsndI5p/rNhzWlcJHa0jsUkyKgq0x47DwCGIB+YK2oUH2/YPsZwafIGzSoQTZ48GVOmTMHs2bNRUlKCjIwM+Pr64sKFC1izZg3mzBHsfSYiIiIir6aVLyQD2HTgNOJD/VFgFMsWArwsX0ikdWzHCqDigth6HE9P7UxL28csNgv89f6osla5bB+DBMQFxCNgfzIqYIZS69iFXToY+vkKXXO/MUk4sOWk4uMN28cYLk3eoFkFouzsbKxduxYA8O9//xtxcXH49ttv8d577+Hxxx9ngYiIiIiog7HaZOw/WYSsCxKiThZhWPdY4XyhfKMZ88f1wLrtOd6bLQQo5wuJtI6V5QH9pwPHtgBVpeB4empPlHYHAcrtYwWmAszfOR99ovoIneMPPf6Ab77+XrF97J5Bd+FMiQVarWOVRguCwg31WsIaCo4wYODEZER2CmL7GHUozSoQmUwmhISEAAC2bt2KKVOmQKfTYejQocjNzXXrBRIRERFR+1Y/X0iPN08ccuYLFZYp/xJWV3J0oPdmCwHq+UI1Yl8jdBsDpE2obUXjeHpqH9R2B41JGqPYPuZw5OIR58dq4dL9ykciKGdgo5WCLOHIzJmJiKQknIFyYLSDTi9h1K1p+OyVI4rPcewOSu0fy/Yx6lCaVSDq3r07PvzwQ/zud7/D559/jvnz5wMACgsLERoa6tYLJCIiIqL2SylfKL82X+ihsd2F1okN8cew1CjvyxYCNPKFZthDpUU4Jo9xPD21E1rh0nP7zVVtH3OIMEQg4lwX5XDpzoXI22qDo1msLseRnP3a5wGAoFADOvWMwHWz+gjtDmL7GHUkzSoQPf7447j99tsxf/58jB07FsOGDQNg303Uv39/t14gEREREbUtpfH0avlCtck5+L+DZxAZ5IeiCovLtRvmC3lstpBS+5hmvhDsk8ckPSDbFJ7XYPJY+k1sH6NW09xwaQDYeGyj0Dkm66bDkJPa6LgjXDoySkZxieufIQ5V5dXwD/ZFVblyCLUjWBoAdwcRudCsAtEtt9yCkSNHIi8vD/369XMeHzt2LH73u9+57eKIiIiIqG2pjacPC/BTzReSUT9fyHHMwWvyhdTaxwIiNPKFao14GPh6LYQnj7F9jFpBS8KlAaDUUur8WKl9TJIlhB5KgwX2HUJ1OcKlTd/5AVCeKObQIyMO3+9QbjOrGywNcHcQUUPNKhABQHx8POLj4+sdGzJkSIsviIiIiIjaB7X2sdkbs9Gnk1i0gFfnC2m1j2UIDm+J683WMWp1zQmXdrSPXZ98vdA5wvzCEJWXrNg+FhhsgMXo2HPoigSzSbs4BADd+sYgsXs4g6WJmkm4QDRlyhThRd9///1mXQwRERERtQ9a7WMAcOSsUWgtr80XEmkfO/wvsbUc+UJsHaNW0txwaRkyJEjYm7fXeUwtXHqa/2xYcxoXgR3tY4YYQL15zM4Q5ANzhXKhyNE+ptNJbB0jaibhAlFYWJjzY1mW8cEHHyAsLAyDBg0CAGRlZaGkpKRJhSQiIiIialtK+UIi4+kBINjggwpzjVJyjnfnC2mOpwdgNtpDqE0XIZQvxNYxagVau4Pu7H2navuYDBnF5mKE+oUiOi9FNVw6YH8yKmCGUvuY5bxY4abfmCQc2HJS8fG67WNsHSNqHuEC0euvv+78eMmSJZg6dSpefvll6PX2f9GwWq2YO3cup5gREREReQi1fCFzjU1ojamDOuP1b04pJed4d76QVWTfA4C+U4F96yGcL0TkBi0Jl97w4wahc0zR36kaLh0dJ+NiiQVq7WMA4BfgA0ul+u6ggROTEdkpiO1jRJdRszKI/vnPf+Lrr792FocAQK/XY8GCBRg+fDieffZZt10gEREREbmfVr7Q7wd0ElpnfHo8hqREdrB8oXP246OXiq3TcyLQZRjzhajVtDRcuq6WhEuXZ4uFS/caHi8ULs3JY0SXV7MKRDU1NTh27Bh69uxZ7/ixY8dgs4n9axMRERERtQ2RfKH/HD6L+FB/FBirNNvH9DoJ49PjsffnQmzdvR+ZozIwrHusZ+wcatZ4+lpZG+xFHmOewvPqtI/p9MwXolah1j42f+d8zLhihtA6bgmXVskMqqsp4dJsHyO6fJpVIJo5cybuvvtu/Pzzzxg6dCgAYN++fXj66acxc+ZMt14gERERETVPS/KFamzArYM74/kdPwu1j+l1EjJSInHxmIwMTwmfVmsf8wvRyBeSgbJzwOhlwM5VEGofY74QuYHVZsWhgkP4zvIdYgtiMSRxiHPymEj72JZftwidRytcOmKwjBKBdRguTeQ5mlUg+tvf/ob4+HisXbsWeXl5AICEhAQsXrwYCxcudOsFEhEREVHTuSNfqFtMcAcdT38HkHK12DpRqRxPT62mYevYuzvedbaOjes6DtmF2ZrtY8XmYkQYIlBiLgFkNGofgwTEBcRrhktXHTMAqNa8ZoZLE3mOZhWIdDodFi9ejMWLF8NotI83ZTg1ERERUfuglC+UV1qFORuzMW9cmtA6Hj+evlntY7UtM/k/iJ2D4+nJjZSCpQHl1rECUwEW7FyANaPXwCIYnD6p2yR88/X3iu1jdw+8C79phEtXlVfDP8gHVRq7gxguTeQ5mlUgqouFISIiIqL2Qy1fCLCXPzYdOC2cLwR46Hh6tfaxgAjt9rHKIiAwCjAVgePpqTWoBUuPSRqj2DoG2NvHVh9Yjb+O+KvzmFK4NAD0Kx+JoJyBjVYLsoQjM2cmCnJ9AFg1r7nHUIZLE3mTZhWICgoKsGjRIuzYsQOFhYWQ5fo/WqxW7R8mRERERNR8LckXyjeaMX9cD6zbnuOd4+lV28dmAFFiO6jQ91aOp6dWoRYsvWDnAszsM1OzdSzflA9JkhAXGIegM/GKu4NMnQuRt9U+eazhd7jjSLVZ7Pc5hksTeZdmFYjuuusunD59Go899hgSEhIgSR76Hw9EREREHsgd+ULJ0YHemS+k2T4G4OIJsbU4np7cSKl9TCtYWoKETcc2CZ3jYuVF3B/2CM7uaPz7mSNcOipWRlGJdiuaf7AvqsqVM4YYLk3kfZpVIPr666+xe/duXHXVVW6+HCIiIiJSo5QvlM98Iftuntw9Gu1jtfzDgapScDw9tQa19rEwQ5jq7iAZMiqtlc7P1VrHov2jcfSLakioglK4dNkhXwi1j2XECbWPAdwdROQtmlUgSkpKatRW1lKrVq3CsmXL8PDDD2PdunUAAFmWsWLFCrz66qsoLi5GRkYG/vGPf6B3797O15nNZixatAibNm1CZWUlxo4di5deegmdO3d26/URERERtTW1fKHaaGVsOnAasSEGFJaZXTzL2/OFngas2lOVAABX3S7ePsZ8IdLQnHDpQlMh5u+cj6tirhI6R5hfGKLykpVbx5IKEG9MxcGS76AWLl1d5f72MSLyDs0qEK1btw6PPPIIXnnlFSQnJ7f4Ig4ePIhXX30Vffv2rXf8mWeewZo1a7Bhwwb06NEDTz75JMaPH4+ffvoJISEhAIB58+bh448/xubNmxEVFYWFCxdi0qRJyMrKgl7Pf9khIiIiz9PcfCEZ9fOFHMccvDtf6Jz9+OilYuuwfYzcpLnh0o5jh88fdh5T2x00zX82rDmNWz8drWOd+sioKhMrkBqCfGDWmD7G9jGijqdZBaJbb70VJpMJqampCAwMhK+vb73Hi4qKhNcqLy/HtGnT8L//+7948sknncdlWca6devw6KOPYsqUKQCAN954A3FxcXj77bcxa9YslJaW4rXXXsNbb72FcePGAQA2btyIpKQkbN++HRMmTGjO2yMiIiJqM0r5Qo/dkI69v14UWsOj84WUWsccjynmC9U68L/2Io8xT+F5bB8j99EKl57bb65muDQAhPqFIjovRTVYOmB/MipghlLrmPHLAATc6Sd03f3GJOHAlpOKj7N9jKhjavYOIne5//77ccMNN2DcuHH1CkQnT55Efn4+MjMznccMBgOuueYa7NmzB7NmzUJWVhaqq6vrPScxMRF9+vTBnj17FAtEZrMZZvOlbZJGoxEAUF1djepqwW3J7Yzjuj31+jsq3jfPw3vmmXjfPFNHvG+f/1iABzd/5zJf6P63sxEV5OvydQ1FBfogIyUSo9NG4VBuMQrLzIgNMWBQ1wjoddJl+5q29J5Jx7dAv3UZpLJLO3rkkERYM1dC7jUJUu7X8NHKFzJdgPXqJdB99Qzsvzpf+mrKtb9YW8c/BdlqA6y1gd6dh156fd3jHURH/F5rCqvNim/Pf4sLlRcQHRCN/jH9neHSqw6sUt0d9Naxt4TOcbNuBgJyGueHOXYHRcZYUVxigVrrWHmxGdaaGgSF+6FCJYQ6KNyAvuM7ISzOH3ve+6Xec4PCDRj++27o0ieCfx4uA36veSZvuG+i196sAtGdd97ZnJc1snnzZmRnZ+PgwYONHsvPzwcAxMXF1TseFxeH3Nxc53P8/PwQERHR6DmO17uyatUqrFixotHxrVu3IjAwsMnvoz3Ztm1bW18CNQPvm+fhPfNMvG+eqaPcN5sMrMjW1/5aWf+XQLn2/1dUWeCvB+wRIq5+UZQR7gecP7oPnxy7dFQP4CKAz4+5eMll0Jx7llByEINPvtD4gbJz0L93Fw6mPAidrQaDBNb6NtcIW8oDuPK3fyGg+tLO9krfCBzpPA15v+qAXz9p8jV6u47yvdYUP1p+xH8r/wujbHQeC5VCcUPADQiQAlBoKlR9vdFy6XVK7WOSLCFgT7L9OS52B8mQUXJAJ3S9e3cfhH8KUPGtv3OFS+w/SfxTSvDZZ58CAMKHAgFFetjMEnQGGYbIMhw7dwHHBHLeqfn4veaZPPm+mUwmoec1q0AEAFarFR9++CGOHTsGSZKQnp6Om266STj358yZM3j44YexdetW+Pv7Kz5Pkhr8B5IsNzrWkNZzli5digULFjg/NxqNSEpKQmZmJkJDQ4Wuv72prq7Gtm3bMH78+EYtf9R+8b55Ht4zz8T75pm88b5ZbbLLHT0AsP9kEUr2HVJ5tYRKK/Dwtal4/otfALjKF5Lw5JR+mNA7zsXrLz/Ne2azQjqz19nOJScNs7dz2azwefERAI3LXo4I6cEX34d10gtA7nrN67hq1ATIXUcCtj+jps75fJOGob9Oj/4tfqfexRu/19xhx5kd2Lx7c6MdQmVyGTabNuOPPf8I/KS9jlb7WECwHySzcmuYBAlytVjmz/BrhiAxLRwnD19wsTvIH8N/3w0pV0ULrUXux+81z+QN983RNaWlWQWin3/+GRMnTsTZs2fRs2dPyLKMnJwcJCUl4b///S9SU1M118jKykJhYSEGDhzoPGa1WvHVV1/hxRdfxE8/2X/a5ufnIyHhUp98YWGhc1dRfHw8LBYLiouL6+0iKiwsxPDhwxXPbTAYYDAYGh339fX12Bvu4A3voSPiffM8vGeeiffNM3nLfVPKFnrixnT0jA/Fh98p736uq1tsSLvPF3J5zxQnj60GAiKAMuUtCxIAGM/CR68Xyhfy6XZ1bY6QL9B9TMvfUAfhLd9rTaE0fcxqs+JvWX9TbB+TIOGzU58JnWO6/xzVcOngNBkVAuuIBEsn9YqGTiehx+AEdB8Yz3Dpdqojfq95A0++b6LX3awC0UMPPYTU1FTs27cPkZH2EakXL17E9OnT8dBDD+G///2v5hpjx47FDz/8UO/YzJkz0atXLyxZsgTdunVDfHw8tm3bhv797f/OY7FYsGvXLqxevRoAMHDgQPj6+mLbtm2YOnUqACAvLw9HjhzBM88805y3RkREROR2nx3Jw5yN2S6zhWZvzIZOsreYiYgN8cew1CiMT493OemsXVKcPJZnPz50jtg6pgv2gtI7d0BoPD2RCrXpY2GGMNVwaRkyis3FCPYNRnl1ucv2MUhAXEC8Zrh0xQmx9rGmBEsDDJcmoqZrVoFo165d9YpDABAVFYWnn34aI0aMEFojJCQEffr0qXcsKCgIUVFRzuPz5s3DypUrkZaWhrS0NKxcuRKBgYG4/fbbAQBhYWG45557sHDhQkRFRSEyMhKLFi3ClVde6ZxqRkRERNSWrDYZKz4+6nK/iwz7r4x+eh2GdovEkXNGXCy3KO2NQXyYvRAEAHqdhGGpUZfvwt1FdfJY7Vfg+3fE1gqOA1JGAVPf5Hh60qS0OwhQnz42f+d8RAeItWH9rvvv8M3X3yu2j90z6C6c0QiXBgC9rw7WauVw9OAIAwZOTEZkpyDs/r8TqCgx13ts5NQ0pPaPFbpmIiIlzSoQGQwGlJWVNTpeXl4OPz+x0YoiFi9ejMrKSsydOxfFxcXIyMjA1q1bERIS4nzO2rVr4ePjg6lTp6KyshJjx47Fhg0bhLOQiIiIiNzBapNd7ug5cLKoXitYQzKAqhobZl3THaWVFszZmK20NwZP3JjefncJ2ayQcr9Gp6K9kHJDAUebV+6e+oWcRmT7zqCASKCyGJqj6QF7EYjj6UmF2u6gMUlj8PSBp1Wnj12ovOA8phQuDQD9ykciKGdgo5WCLOHIzJmJiM5JOIPfNK+399WJ+H6H8vMcu4NS+8cipV8Mzhy/gD27DmD4NUOcbWVERC3VrALRpEmTcN999+G1117DkCFDAAD79+/H7NmzcdNNzf9Xm507d9b7XJIkLF++HMuXL1d8jb+/P1544QW88IKLqRdERERErUApX2jZxCuQr1IcqquwrAqTr+rU7vOFXKrNF/IxnrNPGctdfylfqCxPbI1+fwT2rYdw65hOb99NRNSA2u6gBTsXYG6/uartYw5hfmGIyktW3B1k6lyIvK02NJ49dunIT/sEs8X6xiCxe7jQ7iCdTkJiWjgCT9QgkblCRORGzSoQPf/887jzzjsxbNgwZ9hRTU0NbrrpJjz33HNuvUAiIiKi9kwpXyivtAoPbvoWYf5i/7kVG2Kf6npdnwTvyhcS1XMi0GUYW8dIk1rrmNVm1dwdtPHYRqHz/E5/Bww5jYfvOMKlo+NkXKwzJcwVs6kG/sG+qCqvVnxOcMSlAOmUfjEMliaiNtOsAlF4eDj+85//4MSJEzh+/DhkWUZ6ejq6d+/u7usjIiIianNK7WNq+UIOxqoaxAQbcKHcLJQtBLTDfCGb1XU7l0i+kM7X/iatSr9I12kf0+nZOkaq1FrHxnUdh+zCbM3dQaWWUufHSu1jkiwh9FAaLLDvEKrLES5dnu0HQHmqmEOPjDih9jGAwdJE1LaaVSBycIRHExEREXkrtfH0YQF+qvlCgL1MMn1oV6zbnuOZ2UJa4+m18oVsFmD0MmDnqkvHnFy0j7F1jBRotY6tGb0GFsVCZH1a7WOBwQZYjI4YeVck1ZHzdTWlfYyIqC01q0AkyzL+/e9/48svv0RhYSFstvqJ+++//75bLo6IiIioLamNp5+zMRt3j0gWWic5OtBzs4UU28dmAKljxdaJSuXkMRKi1D4m0jq2+sBq/HXEX4XOM81/Nqw5jb/vHO1j/rGA2cXrGjIE+agWitg+RkSepFkFoocffhivvvoqxowZg7i4OEgSf7ARERGRd9EaTw8AHxw+K7RWbIg/hqVGtc9soWa3jwH49UuxczjG07N9jFSotY+FGcI0W8fyTfmQJAlxgXEoNBUCMhq1j0EC4gLiEbA/GRUwQ6l9zHJB7Puy35gkHNhyUvFxto8RkSdpVoFo48aNeP/99zFx4kR3Xw8RERFRq2rueHoAKKqoRmSQH4orLEL5Qu0uW6hF7WMAZBsQGAWYiiA0np7tYx2aWri0VvvY79N+L3SOi5UX8ciQR/DCexsU28fuGXQXzpRYoNY+JtsAX389qqusiucKjjBg4MRkRHYKYvsYEXmFZhWIwsLC0K1bN3dfCxEREVGrUssXMtfYVF55yc1XJeL1b055Xr6Q1vSxoXPE1ul7a9PG01OHpLY7aEzSGNX2MQkSdpze4TymFCwNADGBMYjM64rMnJmNVguyhCMzZyZsUgSAEs1rvmJEglC4dGr/WLaPEZFXaFaBaPny5VixYgX++c9/IiAgwN3XRERERHTZaeULzRsnNohjfHo8hqREela+kEj72PfviK3F8fSkQWt30B96/EG1fUyGjGJzMcIN4Yg811VxZ5ApqQBXRffHv9bth6NZrC7HkbwTJULX3ZRwabaPEZE3aFaB6A9/+AM2bdqE2NhYJCcnw9fXt97j2dnZbrk4IiIiostBK19IArDpwGnEhRpQYHQdVVu3fUyvkzwrXyh3j3b7mOkCEBgNmC5Cs32sdjx9za9f4fDuz3HVqAnw6XY1dw51IC0Jl34nR6wYebNuBgw5qY2OO4KlO/WRUfhLWb1ijis2G+Af7Iuq8mrF5zBcmog6omYViO666y5kZWVh+vTpDKkmIiKidqu5+UIygHyjGfPH9cC67TnOYw6u2sc8Kl/IUi62Rt+p4u1jOj3kriNx9kcj+nUdyeJQB9LScOm6lNrHJFlC6KE0WGCDUrC08csAlN8sMnsM6JERJ9Q+BnB3EBF1HM0qEP33v//F559/jpEjR7r7eoiIiIjcQi1fqNysPJa6Lu8cT38HMPoRsXXYPkZoXrh0gakA83fOx4wrZgidI8wvDFF5yYrtY4HBBliMjv19rkgoLzajsswidL6mtI8REXUUzSoQJSUlITQ01N3XQkREROQWWvlC3WODhNbxzvH0EpD1BhAQCVQWKSzeuH2M4+k7puaGSzts+XWL82O1cOlp/rNhzWlccHW0j0UMlgVipYGAEF8EhRtU28zYPkZE5FqzCkR///vfsXjxYrz88stITk528yURERERNZ9IvtD5MjN0EmBT+L3Wo8fTG0I08oVkoOwcMHoZsHPVpWNOrtvHOJ6+49EKl57bb65m+1ixuRgRhghEnOuiHC7duRAB+5NRATOU2seqjhkAKGcGOQSH+2PUrWn47JUjis9h+xgRkWvNKhBNnz4dJpMJqampCAwMbBRSXVSk9K9RRERERO7RknyhksoazBubhud2nHAec/Ds8fQzAB/BCbNRqcDUN9k+1sFZbVYcKjiE7yzfIbYgFkMShwiFS0uQsPHYRqFzTNZNVw2XjoqRUVRigVr7WFV5dZOCpa+b1YftY0RETdSsAtG6devcfBlERERE4tTyhc4UVQqtkRIT1H7zhVrSPlYj9v4RHGffFcT2sQ6rYfvYuzveFQ6XliGj1FLq/Lwl4dJF3+iErrcpwdKp/WPZPkZE1ETNKhDdeeed7r4OIiIiIiFq+UKzN2YLr9Nu84XU2scCIrTbxwAgMAowFUFzPD3A9rEOSq19bP7O+bgq5iqhddwRLi2qqcHSbB8jImqaZhWI6qqsrER1df2tngywJiIiostBK1/IIcTfB+VVNUrlkfabL6TVPjZwptg6fW8VH09PXktp+phW+xgAHD5/WOgcWuHS4f1llLp4XUOGQB+YTcrTBRksTUR0+TWrQFRRUYElS5bgnXfewcWLFxs9brVaW3xhRERE1HFZbTL2nyxC1gUJUSeLMKx7rFC+kMP/jOyGddtzlMoj7TNfSLN9DMD374itxfH0HZ7a9DGt9jGHQJ9AmGpMLtvHIAFxAfEa4dKA6agegE3zXP2uTcKBLScVH2ewNBHR5desAtHixYvx5Zdf4qWXXsIdd9yBf/zjHzh79ixeeeUVPP300+6+RiIiIupA6ucL6fHmiUNICPPH45PSYbFq/6IJAMnRge0zX0gpWwiwH1dtHwNQXQEERgOmi9BsH+N4eq+mtDsIUG4fKzAVYP7O+fh92u+FzvH7tN/jm6+/V2wfu2fQXTijGi4NVJttQuHSAycmI7JTEIOliYjaULMKRB9//DHefPNNjB49GnfffTdGjRqF7t27o2vXrvjXv/6FadOmufs6iYiIqANQyhfKK63CnH9l48ExjSchudIu84XUsoXSb7IXcUT0nSrePsZ8Ia+ktjtoTNIYxfYxh09Pfur8WClcGgD6lY9EUM7ARisFWcKRmTMTEUlJOAPl0GgH0XBpBksTEbWtZhWIioqKkJKSAsCeN+QYaz9y5EjMmTPHfVdHREREHYZavpDDm/tyER/qjwJjlWflCylmC52zZwtNfcu+w0cE28c6NLVw6QU7F2Buv7ma7WOmGhMiDBGIONdFcXeQqXMh8rbaJ481LM84juTsFytqNiVcmu1jRERtp1kFom7duuHUqVPo2rUr0tPT8c4772DIkCH4+OOPER4e7uZLJCIiIm9htcmKO3pE8oVKK2tw94h2mi/UrNH0tT5ZBMw7Yi/yGPMUnsv2sY5ArXVMK1xagoSNxzYKnWeybjoMOY135DnCpcMCZBhLLKprVJVXC7WPMVyaiMgzNKtANHPmTHz33Xe45pprsHTpUtxwww144YUXUFNTgzVr1rj7GomIiMgL1M8WskuokwlUWKYdPg2003yhFo2mh73Ic2a//fnv3AG2j3VMaq1j47qOQ3ZhturuIBkySi2XZoYptY9JsoTQQ2mwwL5DqC6p9s9exY96qBY1a4m2jwHcHURE1N41q0A0f/5858djxozB8ePHcejQIaSmpqJfv35uuzgiIiLyDmrZQrM3ZuPl6QMQG+IvtFa7yxdSHU1/BzBUsP2+vAC48hZg6ptsH/NSzQmWdrSOrRm9Bm8efVPoPGF+YYjKS1ZsHwsMNsBilKEcLi3BWqNdHAKa1j5GRETtW7MKRA116dIFXbp0ccdSRERE5GVEsoWe+OhH7F58LRLC/JFf2g7zhZrVPlb7C7joaHpHBlH6TWwf80LNDZZ2tI6tPrAaPSJ6OI+rhUtP858Na07jnXSO9rGAzjJE9usZgnxgrqhRfJztY0RE3kW4QPT888/jvvvug7+/P55//nnV5z700EMtvjAiIiLyLEr5QiLZQgVGM7Jyi/HEjemYszG7feULtah9TAZMF8RH0zuwfcyraO0OmtNvjmbrWL4pHw8NeAhHLx5F6NlOquHSAfuTUQEzXLePAVW/iX0P9RuThANbTio+zvYxIiLvIlwgWrt2LaZNmwZ/f3+sXbtW8XmSJLFARERE1MGo5QuZa2xCaxSWVWHyVZ3aV76QVvtYWqbYOk0ZTU8eSal9TCtYGgDWf7de6Bx6SY+HIh7F2S8bF3gcu4Oi42RcLLFAuX3Mzj/IF1UV6uHSAycmI7JTENvHiIg6COEC0cmTJ11+TERERB2bWr7QnI3ZmDcuTWgdRwbRdX0SMD49Hnt/LsTW3fuROSoDw7rHtv7OIZH2sZO7xNbiaHqvptY+FmYI0xw7X7d4pNY6Fu0fjaNfVENCFZTCpcuz/QAot4U59BgqFi6d2j+W7WNERB2EcIFowYIFQs+TJAl///vfm31BRERE1P4otY+J5AttOnAa8aH+KDCKZQsB9nyhjJRIXDwmI+Nyh08r5Qvl7tFuH6upAnwDgepKcDR9x6TWPjZ/53zMuGKG0DqhfqGIzktRbh1LKkC8MRUHS76DWri0WmZQXU0Jl2b7GBFRxyBcIPr222/rfZ6VlQWr1YqePXsCAHJycqDX6zFw4ED3XiERERG1KbX2sbAAP9V8IRlAvtGM+eN6YN32nPaVLQSo5wtVlYitMfAu8fYxZgt5pJa0j33868dC55juP0c1WLpTHxlFv1UIrdXUcOkzxy9gz64DGH7NECT1iubuICKiDkq4QPTll186P16zZg1CQkLwxhtvICLC/q8JxcXFmDlzJkaN4n/0EBEReQul9rH82vaxq3tEC62THB3YvrKFAI18oRmATvA/k9g+5tVa2j5WYi5BhCECJeYSQEaj9jFIQFxAvEawtAzjlwEIvz1Q6JqbGi6dmBaOwBM1SGTrGBFRh9asMfd///vfsXXrVmdxCAAiIiLw5JNPIjMzEwsXLnTbBRIREVHbUGsfq03gwbenS4TWig3xx7DUKIxPj3fZqnbZNHs8PQBbjX1KWWWJwvPYPuYNlHYHAdrTx6ZfMV3oHJO6TcI3X3+v2D52z6C7cEY1WFpCebEZPj46+Af7oqqc4dJEROR+zSoQGY1GFBQUoHfv3vWOFxYWoqyszC0XRkRERK2juePpZQDGqhqE+vugrKpGKF9Ir5MwLDXqsryPRlo0nr5Wxhxg5yqwfcw7qe0OGpM0RrV9TIKELb9ucR5TC5fuVz4SQTkDG60UZAlHZs5MVJQHATBpXq+p3ILR03ris1eOKD6H4dJERNRczSoQ/e53v8PMmTPx97//HUOHDgUA7Nu3D3/6058wZcoUt14gERERXT7uGE9/y8DOeP2bU+0rX0irfWzoXLF1olKBqW+yfcwLae0OurXHrartYzJkFJuLEWGIQMS5Lsrh0p0LkbfVBkezWF2OIyWFlULXHBRqQKeeEbhuVh+GSxMRkds1q0D08ssvY9GiRZg+fTqqq+1bXH18fHDPPffg2WefdesFEhER0eWhli80e2M2EsP8hdYZnx6PISmRrZ8v1JL2se/fETtHcJx9VxDbxzxSc8OlJUjYnLNZ6ByTddNhyEltdNwRLh0VI6OoxKK6hq1GhiHQB2aTdrA0AO4OIiKiy6JZBaLAwEC89NJLePbZZ/HLL79AlmV0794dQUFB7r4+IiIiugy08oUA4FxpFfz0Eqqtrn6Nrt8+ptdJrZsv1NL2MdMFIDAaMF2EZr4QwPYxD9SScOmGf+KV2sckWULooTRYYN8hVO81tXvqSvbp4frPWH09h8Xj+x2/KT5eN1ga4O4gIqKWkK1WmA5loeb8efjExCBw0EBIev7DT7MKRA5BQUHo27evu66FiIiI3Ky5+UIOdw5Pxv/bfVKofazV8oVU28fuAIbOEVun71Tx8fTU7jQnXLrAVID5O+djYvJEoXOE+YUhKi9ZsX0sMNgAi9ER2e6KBJtVuzgEAN36xiCxeziDpYmILjPj1q0oWLkKNfn5zmM+8fGIW7YUoZmZ9Z4rW60wHTyIkMOHYYqJQWhGhlcXklpUICIiIqL2yx35Qn06hbWv8fSa7WOSePsYx9N7rOaGSztff3q782O1cOlp/rNhzWn8Z9zRPhYxWEaJwPUagnxgrtBuH9PpJLaOERG1kNruIOPWrTj78DxArv93RE1Bgf34c+ucRaK6haQEAOc2bUahQiHJW7BARERE5IWU8oXyavOFZl/dTWidthxPL+V+jU5FeyHlhgLdrrbv5sndo9E+Jte2j0UBpiJwPL330QqXnttvrmr7GABYbBahcOmA/cmogBlK7WNVxwwAlEfOO/Qbk4QDW04qPl63fYytY0REzae2Oyhk7FgUrFzVqDgEwH5MklCwchVCxo5F2Y4dwoUkb8ICERERkZdRyxdy2Lg/F/Gh/igwVrXb8fQ+xnMYBAC56y/t6jn/k9gafW8Vbx9jvlC7otY6JhIuvfHYRqHziIdLK7ePVZVXwz/YF1XlykWi4AgDBk5MRmSnILaPERG1UEt2B0Xff3+9wlHjxWXU5OejYM1alH38sVAhydvazVggIiIi8lAtyRcqN1tx76hUrNue40Hj6e8EfAPE1mH7mEdSax0b13UcsguzNcOlSy2lzs9bEi5ddsgXgFXzmntkxAmFS3PyGBFRy7RodxCAojffEDpP8WuvqT+htpBkOpSFoIwhwtfvCVggIiIi8kDuyBdKjg5s/XwhpdH0jse08oUkHeATANRUKpyA7WOeSqt1bM3oNThy4YjQWu4Il642axeHgKaFS7N9jIioeTR3Bz2gsTsIgM1YJnQu386dUf2bcuHfee7z54XW8yQsEBEREXkYtXyhORuzMW9cmtA6rZ4vpDaaPv0msXwhSzkwehmwc9WlY05sH2vvlNrHRFrHVh9YjRu73Sh0Hq1w6aAUGSaBdQyBPjCbGC5NRNQalNrHZKtVMzuo6M23hM6hCwuDzWh0vZYkwScuDvF//QvOzLxbcy2fmBihc3oSFoiIiIg8iFa+kAxg04HT7S9fSGs0fY/rAFlsxwaiUoGpb7J9zMOotY+FGcI0W8fyTfnoHd0bwb7BKK8ud9k+BgmIC4jXDJc2ndQJXXO/axkuTUTUGtTax/Rh4ZrZQbbSUuXH64i84w5cePFFQJLqF4kk+8/yuGVLETRkCHzi41FTUKBaSAocNFDonJ6EBSIiIqJ2qCX5QvlGM+aP69H6+UJK7WOarWMAcj4FdH5i5wmOs+8KYvtYu2K1WXGo4BC+s3yH2IJYDEkc4gyXVmsfm79zPnqE9xA6h9lqxl9H/BUvvLdBsX3snkF34YxGuDQA+AXoYalULkoyXJqIqHVotY8Z+vQWWkdkd1D07FkwpHVvXIyKi6s3vj5u2VL7NakUkrwtoBpggYiIiKjdUcsXulhuEVqj1fOF1NrHAiI0WsdqXb0IyNoAlOVBczw9wPaxdqTh7qB3d7zr3B00JmmMavsYAOSU5DiPKQVLA0BMYAwi87oiM2dmo9WCLOHIzJmJiKQknIF2dkSv4QkMlyYiamMi7WPmIz8KrSWyO0jS6xGamYmQsWMVp6EBsBeKnlunWUjyNm1aIFq/fj3Wr1+PU6dOAQB69+6Nxx9/HNdffz0AQJZlrFixAq+++iqKi4uRkZGBf/zjH+jd+1IF0Ww2Y9GiRdi0aRMqKysxduxYvPTSS+jcuXNbvCUiIqIWUcoXym/P+UJa7WNDZomtE5UKXL+6di2B8fTULmiFS8/tN1e1fcwh2DcYMfndMOLUFJc7g0xJBbgquj/+tW4/HM1idTmO5OzXPhfAcGkiotaklC9kOpSl2T4GALqgINhMJrfsDgIASa/XnEDmKCQZ9+9H1rZtGDh+PEIzMrxy55BDmxaIOnfujKeffhrdu3cHALzxxhuYPHkyvv32W/Tu3RvPPPMM1qxZgw0bNqBHjx548sknMX78ePz0008ICQkBAMybNw8ff/wxNm/ejKioKCxcuBCTJk1CVlYW9F5844iIyPuo5Qs55i1tOnAaUUF+uFjheidRq+cLibSPHf6X2FqO1jHmC7U7zQ2XBoANP24QOsctPjNhyEltdNwRLN2pj4zCX8rqFXNcqSqvhn+wL6rKqxWfw3BpIqLWo5YvJFuUf1bXFXbLLSh+80237A5qCkmvR+DgwSg7fx6Bgwd7dXEIaOMC0Y031p9E8dRTT2H9+vXYt28f0tPTsW7dOjz66KOYMmUKAHsBKS4uDm+//TZmzZqF0tJSvPbaa3jrrbcwbtw4AMDGjRuRlJSE7du3Y8KECS7PazabYTZf+o8Lo9EIAKiurkZ1tdgf0PbGcd2eev0dFe+b5+E980zt7b5ZbTIO5RajsMyM2BADBnWNgF4nYb9GvpAMe77Qw9em4vkvfnEec3D8Svvo9T1hs9bAJpj5LMRmhXRmrzPvR04aBuj0kHK/ho9W+5ilDHJgFGAqguSykGBvHatJHAxUVwNp1wOpmbCe/BpH9m5Hn2HjoE8Zad851E7uYUey48wOPJv1LApNhc5jsYGx+NPAPyHMTz1cGgAqaiqcHyu1j0myhJCD3VHtLIVe4giWLv0iAKU3icweA7oPisGRncp/LodN6QartQbW2u+R2G7BAIIBoN7xjqK9/Ywkbbxnnqkj3rfy7duRv2Bh43yh/HycfehhGPr0EVon4JqrYbiqH84/vRrWgkt/7/jExSF6yWIEjBlT7+vqN6A/HMmGNTYbYLM1+z14w30TvXZJll3t0Wp9VqsV7777Lu688058++238Pf3R2pqKrKzs9G/f3/n8yZPnozw8HC88cYb+OKLLzB27FgUFRUhIuLStt9+/frh5ptvxooVK1yea/ny5S4fe/vttxEYGOj+N0dERFTru4sS3j+lQ4nl0i/B4X4yJnSy4XCRhJ9Ktacr3ZFmhY8El+tMSbahX5R7/2pPKDmIK3/7FwKqi5zHKn0j8UPnadDZajAod73mGj/HTEDq+c8B1P/133GlB1MeRF74YDdeNbnDj5Yfscm0SfHxYX7DsNeyV3OdACkA8RfSXLaPfZP8Pnx8JYz9UXukcGivKhiP+2s+L3qICXK1hJJjBlirLn1P6f1tCL/CjIB45dH1RETkJjYbUp5eDZ/SUsWxATIAa0gI9GVlLp8jA6gJC8PJR5YAOh1gsyHg5En4lJWhJiQElSkp9uOkymQy4fbbb0dpaSlCQ0MVn9fmIdU//PADhg0bhqqqKgQHB+ODDz5Aeno69uzZAwCIi4ur9/y4uDjk5uYCAPLz8+Hn51evOOR4Tr5KH+PSpUuxYMEC5+dGoxFJSUnIzMxU/WK1Z9XV1di2bRvGjx8PX1/ftr4cEsT75nl4zzxTe7lvn/9YgNf3ftdoD02pRcL/nRTfspw5KgMZKZFYrLATyZ2k41ugf+9FNGwh868uwuCTL8J29WIgV3ud5AlzYK28Dfqty4Cyuq1jnWAd/xT695qE/g1e017um7ez2qz49vy3uFB5AdEB0egf09/ZPvb8R88rvk6ChOPScaFz3Bn0AOQ9nRodtwdL343gXjZUuHhdQwMH98WB/FOoKFEOaw8KN+DmaSOh00mw2WTk/1IKU6kFgWF+iE8NY/uYC/xe8zy8Z56po90308GDOKcxfl4CEDN9Oopfftl+oEH7mAQgafkTuKK2Y6gteMN9c3RNaWnzAlHPnj1x+PBhlJSU4L333sOdd96JXbt2OR+XpPp/icuy3OhYQ1rPMRgMMBgMjY77+vp67A138Ib30BHxvnke3jPP1Jb3zWqT8dSnP6nmCwX56eHno0exyaI0wwvxYf4Y1j0Wep0EXwAje8S5eGYTqY2n37YMrvKFHH/L6r99y54PpNhmZm8f8+l2tX3N3jfVO5fUdTh8NEKn+f12+TScPgbAOX0szBBWr62sIRkyis3FiDBEoNhc7LJ9DBIQFxCPoIPdUAEzlNrHLCd9AWhv/w+LDsKoW3vgs1eOKD5n1K1pMBj8nJ93TY/RXJfs+L3meXjPPJO33TelAGoUFQu9PiA1FYEeMDHMk++b6HW3eYHIz8/PGVI9aNAgHDx4EM899xyWLFkCwL5LKCHh0ijewsJC566i+Ph4WCwWFBcX19tFVFhYiOHDh7fiuyAiIrIXgZQmhh0QyBcqt1gx/+pUrNueozTDC0/cmO7eXUItGk8v23cDjV4G7FxV5500uOq6k8c4mr5VKYVLA9rTx9LCxSbmTeo2Cd98/T2Gn/qdy+lj9wy6C2dKLGhYHLpEQrXZBr2vDtZq5SJR3WDp62b1EZo+RkREl5fLAOq4OEQ/cD/8unQVWsMnJgZBGUPcGi5NzdPmBaKGZFmG2WxGSkoK4uPjsW3bNmcGkcViwa5du7B69WoAwMCBA+Hr64tt27Zh6tSpAIC8vDwcOXIEzzzzTJu9ByIi6ng+O5KHFR8frVcESgjzx7KJvVBjk3HkN/Ut1g7J0YFYP31Ao7Xiw/zxxI3puK5Pgsqrm0hrPH3vKWLrRKVy8lg7pLY7aEzSGNXpYxIk/Fb+m/OYUrg0APQrH4mgnIGNVrK3j81EaXEggErN6+19dSK+3/Gb4uMjp6Y528NS+8dy+hgRURszbt2Ksw/PaxxAXVCA/MceR+LatfCJj0dNQYHqePrAQQPtnwqMnqfLq00LRMuWLcP111+PpKQklJWVYfPmzdi5cyc+++wzSJKEefPmYeXKlUhLS0NaWhpWrlyJwMBA3H777QCAsLAw3HPPPVi4cCGioqIQGRmJRYsW4corr3RONSMiIrrcPjuShzkbsxv9gpxfWoUHNx0GACSGaQfrAkBsiD+GpUZhfHq84m6kJlFrH1MdTy8BJ3eKncMxnr7XDa7PRa1ObXfQ/J3zcVuv21Snj8mQYaoxIdwQjshzXRV3B5k6FyJvqw2OZrG6HEeM57WLQwDQrW8MEruHC+8M0ukkdOoZ0XAZIiJqBbLVioKVq1wXfmoVrlyJuEeX4ez8BZrj6al9aNMCUUFBAWbMmIG8vDyEhYWhb9+++OyzzzB+/HgAwOLFi1FZWYm5c+eiuLgYGRkZ2Lp1K0JCQpxrrF27Fj4+Ppg6dSoqKysxduxYbNiwAXr+ISMiIjdSah+z2mSs+PioaraQXidh6uDO2HzgDAqMZtV8oSEpkUDta4alRrXsolvaPma6aH9eZQlcF5Ls+ULoWtvWzfaxVqXUPma1WVV3BwHA5uObhc5xs24GDDmpjY4HWcIxPmcmouNkXFQJjHbwD/JFVYXyiN267WPcGURE1H4o5QuZDmXVaytzpeb8eegjItHJA/KFyK5NC0Svvfaa6uOSJGH58uVYvny54nP8/f3xwgsv4IUXXnDz1REREdkptY89cWM6wgL8NLOFamwyMlKi0Ss+FHM2ZrdOvpBW+1i30WLr9LsN2Le+9io18oWo1WiFS6vtDgJQr3ik1D4myRJCD6XBAvsOoboc4dLl2X4AtEfG9xgaJ9w+xp1BRNRaFMOVCYBCvlB8POKWLYVsUS7611Vz/jzCJt3AfCEP0e4yiIiIiNoTtfax2Ruz8cfBSULrFJZVYfJVnVonX0izfQzAr1+KrdVzItBlGPOFWllzwqULTAVYsHMBpl8xXegcYX5hiMpLVmwfCww2wGJ07INzRYK5Qrs4BDS9fYyIqCVECj9qxY+6u1o6ahFJMV8oPx9nH56H6AfuF1rHJ8Y+SZL5Qp6BBSIiIiIFWu1jAPDh4bNCa8WG2DOIruuTcPnzhXL3aLSP1fINAqpN0Gwf0+mZL9SKmhsuDdh3Bm35dYvzc7Vw6Wn+s2HNaVyUdLSPRQyQUSJwvYYgH9VCEdvHiKg1iRR+1MKVzz48D3huHUIzMztsEUkkX6j4nXfhExeHmsJCoQBq8gwsEBERUYenlC+kNZoeAKqqbYgM8kNxhUUoWwhohXwhq3YmDABg4J3i7WPMF2oVWqPn7+5zt2b7WLG5GBGGCESc66IaLh2wPxkVMEOpfawqxwBAu4Wg35gkHNhyUvFxto8RUWsRKfyEjB2rXPyQZUCS7I/bbPZwZTcVkTyJZr6QLMNaUIDoBx/EhRdfZAC1F2GBiIiIOjS1fCFzjU1ojZuvSsTr35xqnWwhQCVf6Bzwzgzg6sVi67B9rNWptY5phUtLkPDOT+8InWeybrpquHRkhIziEgvU2seqyquFdgcNnJiMyE5BbB8jolahtFtHddeLLAMSULByFXQhIZrFj5r8fOSvWOG2IpKnqTl/Xuh5fl27MoDay7BAREREHZZavtCcjdmYNy5NaJ3x6fEYkhLp3myhZo2nr3Xgf+1FHmOewvPYPtYW1FrHxnUdh+zCbM3R82XVZc7PWxIuXbxfJ3TNPYfGC4VLp/aPRUq/GJw5fgF7dh3A8GuGIKlXNNvHiMit1Hbr6MPCNQo/9vwc0/4DQueyFpeorGUvIp1bukyziBQydmy73UWjVGzTh4cJvd4nJgZBGUMYQO1FWCAiIqIOSSRfaNOB04gP9UeBsUqzfUyvk9yXLdSi8fQAqoqBoXOAnavA9rH2Qat1bHa/2fj+/PdCa7kjXFpUU8KldToJiWnhCDxRg0RmCxGRm2m1j0XcMaPVr0murFR50F5EMh3KapfhzGrFtpCxYyEFBkI2mVy/uEG+EAOovQcLRERE5NWsNhn7TxYh64KEqJNFGNY9VjhfKN9oxvxxPbBue45Q+5jbsoXUxtMPnSO2TlQqMPVNto+1IqX2MZHWsdd+eA0Wm1h2lGa49GCGSxORZ2p++5iE0o8+FjpHYEYGSj/8EDUFBYrhyrrwcNiKi1v4buxE27Vak9aEsk7PrUPCiuU4t3iJ/QHmC3UYLBAREZHXqp8vpMebJw5dyheqFssXSo4OdP9o+ma1j9XuCPleLIMGwXH2XUFsH2sVau1jYYYwzdYxi82CUYmjcOTiEZSYSwAZjdrHIAFxAfHa4dLHGC5NRJ6nZe1jMmzFxfbCTkmJ6+fU7noJGjIYccuW2gskCuHK8U88jsKnV7uliOQY895eiEwoK1i5Ct13bIdkMDBfqINhgYiIiLySu/KFYkP8MSw1qp20j8mA6QIQGA2YLkIzXwhg+5ibqIVLK7WPFZgKMH/nfAxPHC50jkmpkzClxxS88N4GxfaxewbdhTMC4dL+wb6oKlcuEjFcmojaE9X2sYcehqFXL6F1wiZPRvGbb9o/Udn1EpqZCWiEK0s6XYuLSG015l1pJxYgNqHM0RoXmpnJfKEOhgUiIiLyOlr5QhLs+UIRgb4oNrn+JbrhePpWaR9LGye2Tt+p4uPpqcXUdgeNSRqj2D7msO/cPufHSsHSABATGIPIvK7IzJnZaLUgSzgyc2YiIikJZ6AcGu3QIyOuSeHSbB8jorYi0j5mPn5caK2Qa69F4MABQrtetIof7igixS1bCrmmxvk+TAcPIuTwYZhiYhCakXFZCi1qO7FCMzNx/oUXhNZxtMYxX6hjYYGIiIg8ltUmu9zVo5UvJKN+vpDjmMNlGU8v0j6Wu8/FYy5wPH2r0QqXnttvrmr7GADYYEOEIQIR57oo7gwyJRXgquj++Ne6/XA0i9XlOJKzX/1cDk0Nl2b7GBFdbkq7WkR2tACALjgYtooKzd06kl4vvOtFq/jR0iJSyLhxOLtgISynTsFaVISawkIkADi3aTMK6xRtmkJtd5BWkDeeWwf/3r1ReeiQ5nnaW2sctQ4WiIiIyCPVzxeyc+QLnbxQIbSG2/OFlLKFAPtxrfYxSxngFwxYKsDx9K2nJeHSG49tFDrHZN10GHJSGx13BEsnpMnY+94v9Yo5roi2jzFcmojaE7VdLbJFOzMNAMJ+/3t7+5jKbh1HocSdu15aUkQy//wzyr74ArA0HkJQt2jjKBKpFX8A7cljWjuxClaugoUAZwAAcD9JREFUQsp/PkTZJ5+g5sKFdtcaR22PBSIiIvI4WvlCkuDvv27NF1LLFrriRuCs9r/WAQAG3CHePsZ8oRZrabh0qaXU+blS+5gkSwg9lAYLbFAKljbu9ke+8azQNYu2jwHcHUREbU91YtZDD8N/8CChdZrSPtbalIpIfikp0IeEwHrxYuMX1SnahIwdi7IdO1Rbw7R2B0Xed59QtpD5+E+Ie+zPmq1xzBnqmFggIiIijyKSL2Tw0UGWgaoa15PK3J4vpJUtFNUNuPiL2FpsH3Or5oRLO9rHxnUVy4QK8wtDVF6yYvtYYLABFqPjT6crEkxGC6K7BOPC6XLN8zWlfYyIqC2JTMyqOngIPrGx9swbN7aPtQemQ1mui0MOtUWbCy+/ggsvvqhY/JHXrkHh06tVdwcVvfKK0DXVnD+PsEk3aOYrUcfEAhEREbVLLckXqqy2uT9fqCWj6Y3nAMkHMAQDVaUKz2X7mLs1N1za0T62P2+/85hauPQ0/9mw5jRuR3S0j/nHAuqNY3ZXjU3C3g9+VW0zY/sYEbVHzc4XqhV261RcfPEfrd4+drk5gp61FL35pnLxB0D+8hWwlZQoL6BSgGvIkS3ECWXkCgtERETU7ijlCy29vhfOFFcKreHWfKGWjqavrgRu2wRYa2p3GrF97HLT2h00q+8szfYxo8WIYN9gxOR3w4hTU1yHS3cuRMD+ZFTADKX2MXOhWNEmONwfo25Nw2evHFF8DtvHiKi9cUe+kKFrMjp54Y4W0aBnW2mp+uNqxaE6dGFhsBmNwtlCnlRso9bBAhEREbUrSvlCeaVVeGjzYQT46oTWqZsvtPfnQmzdvR+ZozIwrHts03YOqbaPzbC3hImwmIArbwGmvsn2MTdpbrg0ALz8/ctC57jFZ6ZquHR0nIyLJRaotY8BgF+ADyyVNYrnqbsz6LpZfdg+RkQeQStfKPrBB4TW8YmJQVDGEK/b0RI4aCB84uNRU1CgWLTRhYZqFohERd5xh71VjdlC1EwsEBERUbuhli/kYK62ITrYDxfLLUqNWo3yhTJSInHxmIwMpfDpZrePAfjpU7E3Fxxn/9/0m9g+5gYtCZduqCXh0uXZfgCUCz8OvYbHCwdLp/aPZfsYEbV7IvlCxe+8C5+4ONQUFgrtavG2HS2SXo+4ZUtVA6Ej75iBCy+8qLmWPiIC1pIS1a9j9OxZMKR197qdWNR6WCAiIqJW19x8IQCwAZgxNBnrtucoNWo1LV+oRe1jsF9BQCRQWQzNbCEHto+1iFb72PQrpgut445waXOFdnEIaHqwNNvHiKi9E8kXshYUIPrBBzv0rpbQzEzVQOiQsWNR8u6/VXcZ+cTFIe6RJTg7f4Hm15HZQtQSLBAREVGrUsoXevSGK2C1iYUsui1fSGv62NA5Yuv0+6P4aHoSYrVZcajgEL6zfIfYglgMSRwi3D625dctQufQCpeOGCyjRGAdQ5CPaqGIwdJE5MmUAqhFA5j9unb1ynyhpnAUbYz79yNr2zYMHD8eoRkZzqKN1i4j59dJpxP6OnrbTixqPSwQERFRq1HLF3rg7W8xf1ya0Dp184Vc7UQSItI+9v07YmtxNL1bNWwfe3fHu01qHys2FyPCEIEScwkgo1H7GCQgLiBeM1y66pgBgHbAar8xSTiw5aTi4wyWJmq/lIofZKcWQC0awOyt+UJNJen1CBw8GGXnzyNw8OB6711rl5Gj+MPdQXS5sUBERERuo9Q65nhMK1/o7f2nER/qjwJjlXC+0LDUKPWLslkh5X6NTkV7IeWGAt2utu/myd2j3T5mugAERgOmi+BoevdQCpZ2cFf72KRuk/DN198rto/dM+gunNEIl64qr4Yh0Admk/ruoIETkxHZKYjB0kTtjFbxR634UXc3RkctIqkGUD88D4lr19jzhQoUivZeni/kbqLFH34d6XJigYiIiNxCqXXM0fIlki9UUGbG/HE93J4v5GM8h0EAkLv+Ur6Q1SK2Rt+p4u1jzBZSpRYsPa7rOM32MQlSvfYxpXBpAOhXPhJBOQMbrRRkCUdmzkwUFRoAaP8Z6DlMLFyawdJE7YtW8Uex+FFQYD/+3Drn8zpiEUkkgLrw6dWIW/qIPRcH6JD5Qu7G4g+1NRaIiIioxZRax/JLqzBnYzbWTx8Ac41NaK1WyxcavVRsHbaPuYXWzqBnrnkG503nVdvHZMjO9rGIc10UdweZOhcib6t98ljD8ozjSEWJWIGwKeHSbB8jah+0ij/y2jUofHq16+KHLAOSZC+O2Gz24oebikieRDOAWpZRk58PfURkh88XIvImLBAREVGLqLWOOY6t+Pgo/vaHfkLrNSlfqNnj6SUga4N9SlllscKVsH2sqZTax0R2Bq3YswLl1eVC55msmw5DTmqj445w6eg4GRcFCkAi7WMMlyZqf9R266jufKkt/uSv+AtsxUo/++EsfuSv+IvbikjtVUsDqGvOn0fYpBuYi0PkJVggIiIiIS0ZTZ9XWmUPCw7zR36pm/KFWjSeXgbKzgGjlwE7V106Vu9qwPaxJlBrH9MKlpYho7y6HP56f1RZ7X+WlNrHJFlC6KE0WGDfIVSXI1y6PMsXgFXzmkXbxwDuDiJqL7R264jsfFEtDtVhFSginV30J80iUsjYse2yWKL2tYSv2K+JjqBqtkYReQcWiIiISJNavpBo69iFCjOeuDEdczZmtzxfSKt9LLqH0DUhKhWY+ibbx1pIrX1s/s75GJM0Rmidx4c9jueyn0PQmXjF9rHAYAMsxtpdYC5JMJu0i0NA09rHiKjtieQGlX7wYeteVI3yLkRHEcl0KKvdFU+0vpaJa9dA8veHXKXwD0ANAqiJyDuwQERERKq08oXmNXE0fYvzhUTaxy78JHRNCI6z7wpi+5im5raPAcCXZ74UOkd8UDzuD3sEZ3c0Lv442sciBssoEVjLEOQDcwXbx4g8jVLLk0jrWMHKVfBJEMup00dEwFpS4no9SYIuPFx4p5EW0Xat1iLytSx8ejXi/7ICeUseuXTcgQHURF6LBSIiIlKklS8kAdh04DQig/xQVOE686Vh69h1fRJali+kOZ6+9mr9w4AqI1wXkurkCwFsH9PQkvYxh1C/UJRZyuythg1axyDZ17squj9+/GI/JFRBqX2s6pgBQLXm+fqNScKBLScVH2f7GFH7o9bypA8LFwpNjrjzDlSfPGkv/rhSu/Ml7pEl9uwgSXJZ/Ih/4nEUPr3aPsK9hUUkRxtWa1MqtokGUPvGxTOAmqiDYYGIiIianS8kA8g3mjF/XBrWbT/hPOag1DrW7Hyh8U8CFrEgY1w1TXw8fQentDsIUG4fKzAVYP7O+ZhxxQyhc0xOnYxvvv5esXXswdF3oeAXY22rl3L7WFV5NfyDfVFVrlwkCo4wYODEZER2CmL7GJGHUG15euhhGNLThdbxjYlF/F9W2NcCFHe+hGZmAjqdavFD0uns67SgiFS3DUstXNvd1IptVmOZ0BoMoCbqeFggIiLq4NyRL5QcHeSe0fSASr7QOeC9u4GkYWLrcDy9ELXdQWOSxii2jzls+XWL82OlYGkA6Fc+EkE5AxutFGQJR2bOTKQUXYmdH4i1BvbIiBMKl07tH8v2MSIPoNnyBMB89KjQWj4xMfa8H4GdL6GZmarFj9DMTM11tIpIccuW4uI//wnU1KD4/95RDNd2J618IV1oqNA6DKAm6nhYICIi6sC08oVSooOE1mnSaHqgmePpa509ZC/yGPMUntd4PH3Nr1/h8O7PcdWoCfDpdjV3DtVSC5desHMB7r3yXs32sWJzMSIMEYg410Vxd5CpcyHyttqnjjX80+A48vU7JxCRGIjSwkrN625KuDTbx4jaj2a3PNXSBQfDVlEhtFtHq/jjfJlG8aOlRSTJxxfn/77G5dp1w7WbUiSSrVaYDh5EyOHDMMXEIDQjw3k9IvlCck01oNcDVoVAfwZQE3VYLBAREXVQIvlCBUb1X9abPJoeaOF4egC2amDAXbXj6QXax3R6yF1H4uyPRvTrOrLDFYeaGy4tQcLmnzYLnWOybjoMOamNjjuCpaOiZRSVuM6ocigvNmPELd1RdLYCFSrPZbg0kWdSa3mSLdq5YgAQ9vvfo/jNN1V369QtALlr50tLikjWsjJIBgNks7nxC+uEa4eMHesM41YratX9OiYAOLdpMwrr7EQSyReSK0yIevABXHzxH5euw/lmGUBN1JGxQERE5OVaki9UYbFh1tUpePWrk85jDk0eTQ+ot4+9cwcwdI7YOhxPL6Ql4dIyZBgtRufnSu1jkiwh9FAaLLDvEKrLESxdtEcndL02m4xRt/bAZ68cUXwOw6WJPI9iy1N+Ps4+9DDCpk4VWifk2msROHBAuwxNVioiVR095ro45FAbCG06lAVraYliES00M1Ozdazy7rtRU6C9EwsADF2TGUBNRI2wQERE5MXU8oUqq8XyhdITw8TzhZRaxxyPqbaPycD374i9MY6nB9C8cOlCUyHm75yPlNAUoXOE+YUhKi9ZsX0sMNgAi9Gx58wV8R09QaEGdOoZgetm9WG4NJGXUG15qlX60UfwiYtDTWGhZvuYpNd7VGiy6Ij7sh3bUfzmW41fX1v8kdeuQeHTq1Vzmopeew3QiRXkHVlNnvS1JKLLjwUiIiIvpZYvNHtjNoL8xP4DUDhfSK11LP0mgfH0AEwXgMBowHQRHE+vrrnh0o5jJ42XRsCrhUtP858Na07jkHFH+1jEYBklAtdrCPSB2VSj+LijdQyAM1z6zPEL2LPrAIZfMwRJvaLZPkbUjrUoX6iqCuH33osLL74o1D7mSaHJoiPuSz/8j+sHar8W+ctXwFZSorlO8LhxqPr2W9RcuCCU1eRJX0siuvxYICIi8kJa+UIAUGGxItTfB2VVNUqlGPF8IcXWsTz78alv2nf5iOg7lePpNWiFS8/tN1czXBoAQvxCEJPXTTVcOmB/MirQePS8o32s6qgBgHZ+SL9rk3Bgy0nFx+u2jgH29rHEtHAEnqhBIrOFiNo1d+QL+XXt6pUtT4GDBsInPh41BQWKBRtdeDhsxcWq64gUhwB7HlLYpBs0J6txlxARuSK2B5GIiNolq03G3l8u4j+Hz2LvLxdhtdn/Q1ArX8jh7hH2NqPGk6XshPKFVFvHao999ggQ3UPzegDYx9NPfRMIbbBrJTTRfryD5AtZbVYczD+IT379BAfzD8JqszqPq+0OkiFj47GNQuf4vf4ujM+ZiSBLeL3jjt1B91Qvrg2MVm4fq6qohn+wr+p5giMMGDgxGdfN6oOgcEOjx66b1YetY0QeypGL03CXUE1+Ps4+PA+W3FNC6/jExCA0MxPdd2xHlzfeQOLf/oYub7yB7ju2e2xxCLDv0IlbtrT2kwY/S2s/D7vpRredz/F17PTcOvjExdV/LC4OnZo4MY2IOhbuICIi8lBq+ULmGrF8oZSYoJbnC2m2jsmA8az9XzFDEoEy8fH0HTVfqCXh0gBQail1ftyScOnybD8Aym1hDj0y4vD9jt8UH3fsDnK0jnHyGJF30MwXkmUUv/OucL4Q4J0tT6GZmYDK7ih9WDiK33hTcx19RASsJSVCX0e1yWpEREpYICIi8kBK+UJ5tflC88elCa3jlnyhsjyxizZdAK5fXduKJjaeviPmC2m1j02/YrrQOu4IlzZXaBeHAKBb3xgkdg8XCpbm5DEi7yGSL2QtKED0gw8K5wt5K7WCjWy1arah+cTFIe6RJTg7f4Hw19Ebi21EdHmxQERE5GHU8oUc3tqXi/hQfxQYqy5/vlDqOLELd0we43h6xeljWu1jEiRs+XWL81hLwqUDk2RUClyrIchHtVDkCJfW6STuDiLyUkoB1KITurw1X6iplAo2jjY0rdyg0MxMQKfr8F9HIrp8WCAiImqnrDbZ5a4ekXyhC+UWzB/XA+u25yjt1amfL6TUPqaZLyQBBT8Aej/AalG4mgaTx9JvYvuYQvtYsG+wavuYDBnF5mKEG8IRca4LRpya0uxw6cozYjGE/caIh0tzdxB5IqXiB9mpBVCLTujiSHVtWm1ojuKPYyeScf9+ZG3bhoHjxyM0I4NfRyJyCxaIiIjaIXfkCyVHB4rlC6m1jwVEaOcLlecDo5cBO1ddOuakMHnMS9vHlHYGOai1j83fOR++OvWwZ4ebdTNgyEltdNyxOyg6TsZFjXBpAPDx06HGovznyREuHdkpSKh9jMjTqBU/6u7GECkieWOhyRFA3bDtqabAHkCduHYN9FFRsF686HqBDpAv5E6iuUGSXo/AwYNRdv48AgcP9vg/Z0TUfrBARETUzqjlC83ZmI157swXUm0fm2EvEImISu3wrWNqO4PGdR0n1D5Wbbs0Drol4dLGA74ArJrXnD4qkeHS5NXUijbKxY8C+/HaaU8iRSTRQpMnUQ2grt1AWvj0asQ/9md7Lg7QYfOF3IlFNCJqSywQERG1IyL5QpsOnG5avhBsGKY7CugLAF0cgOEARNrHAFQWi124I1+og7aOaQVLPzbsMSQGJWq2jwFAhCECEee6tChcutqsXRwCGC5N3k2taBMydqxK8UMGJMn+uM1mL36oFJEACBWaPI1mALUsoyY/H/qISOYLERF5iTYtEK1atQrvv/8+jh8/joCAAAwfPhyrV69Gz549nc+RZRkrVqzAq6++iuLiYmRkZOAf//gHevfu7XyO2WzGokWLsGnTJlRWVmLs2LF46aWX0Llz57Z4W0REmpqbLyQDyDeaxfOFWtQ+VisgsrZQpDGaHvDa1jGg+cHSAPCXvX/Bnel3Oo+rhUtP1k1XbR+LGCyjROB6GS5N3q4lu4OiH7hfqPiRv+IvqkWk/CefgtQwVLjBcwpWrkLI2LHtdheNbLXCdPAgQg4fhikmxplnU3O+UOj1NefPI2zSDcwXIiLyAm1aINq1axfuv/9+DB48GDU1NXj00UeRmZmJo0ePIigoCADwzDPPYM2aNdiwYQN69OiBJ598EuPHj8dPP/2EkJAQAMC8efPw8ccfY/PmzYiKisLChQsxadIkZGVlQc+/mIionVHLF9r3q0KOQwNC+UJa08eGzhG74H5/BPath9Boei+l1j4WZghT3RnkcMp4CgCQcrGvy3Dpb5Lfx6nIHzTbx6qOGQBUQwvDpcmbtXR3UNGbbwmdx1qssotSlmEt1Cii1BaaTIey2mXbUN2vYwKAc5s2o7D261j5ww9CaziCqtkaRUTk+dq0QPTZZ5/V+/z1119HbGwssrKycPXVV0OWZaxbtw6PPvoopkyZAgB44403EBcXh7fffhuzZs1CaWkpXnvtNbz11lsYN84+annjxo1ISkrC9u3bMWHChFZ/X0RESpTyhfJr84XuGN5VaB1nvlCvGBzf/zkqi88iIKITemVcA72Pj1j72PfviF10z4lAl2FenS+kFi6t1D5WYCrA/J3zMeOKGULnuC75OhiPyxiSM6XRY0GWcGTm3I2crt9oto9VlVfDP9gXVeXKRSKGS5M3U90d9NDDCLr6as3dQbbS0st7kQ2IjoNvTVq7rOKffBLQ6QCbQpB9gwBqIiLyfO0qg6i09i/ryEh7bsbJkyeRn5+PzDq9ywaDAddccw327NmDWbNmISsrC9XV1fWek5iYiD59+mDPnj0uC0Rmsxlm86X/WDYajQCA6upqVFdr/6tse+S4bk+9/o6K983ziNwzq03GodxiFJaZERtiwKCuEdDrJFhtMpZ/9KPawHh8fiQPUUF+KKqwqOQLGdC/cwhqfvgA+q3L0LvsUtFG3peImsyVQEA4fLTax0wXIAdGAaYiSC7bo+ztYzWJg+07hFIzIZ3Z68wXkpOG2Y97wJ9ftfu248wOPJv1LApNl3YCxAbG4k8D/4TRnUZj1YFVLtvHHLb8usX5sVrrWKRvJIafmoIaOHYDXSJBggwZPc+MEHo/3QfF4MhO5fs7bEo3WK016NInArelD0b+L6UwlVoQGOaH+NQw6HSSR/zc4c9Iz+OOeyZbrajMzob1/HnoY2IQMGCAs1VJtlqR/9RK5d1BACq++kroPLqwMNiMRtdrSRJ04eGwqe0gaorIiHb151jz6yhJuPDCC4h96ikULlt26bhDbQB19JLFqLHZlItIdNnw56Nn4n3zTN5w30SvXZJlV38ztD5ZljF58mQUFxdj9+7dAIA9e/ZgxIgROHv2LBITE53Pve+++5Cbm4vPP/8cb7/9NmbOnFmv4AMAmZmZSElJwSuvvNLoXMuXL8eKFSsaHX/77bcRGBjo5ndGRB3JdxclvH9KhxLLpQJAuJ+MKck2BOiBfxzTbsW6vrMVn/6mq/2sbiHB/uP67h42XKc/gMEnX1B4BvBLzAR0P/+55rl+jpmA1NrnuVrnYMqDyAsfrLmOp/rR8iM2mTYpPn6t4Vp8Yf5Cc51AKRBxF7orto4VRefigerFuHgw2C3XHT3EBLlaQskxA6xVOudxvb8N4VeYERCvnD1E1J4FHzmCmI8+hm+dHT7VYWE4f9ONKO/TBwG//IKkV//XLee6MH4corZtB+D651/etNsRs+W/8CktdbmnTwZQExoKSIBPqVH5OWFhOPnIEvtunNZmsyHg5En4lJWhJiQElSkpgE4n/HU8c9+90FdWqt4TIiJq/0wmE26//XaUlpYiNDRU8XntZgfRAw88gO+//x5ff/11o8ckqf5fubIsNzrWkNpzli5digULFjg/NxqNSEpKQmZmpuoXqz2rrq7Gtm3bMH78ePj6+rb15ZAg3jfPo3bPPv+xAK/v/a7RXpNSi4R/5ugRGeQLkeyY8cOuwg16HZ785DjyjZeK3wlh/nj0+l6YcEU0fF5cAqBxI5I9pUZCakWW0PtJnjAH1srboN+6DCir2z7WCdbxT6F/r0noL7RS+2W1WXEw7yC+PPglxgweg8EJg53h0s9/9Lzi6yRIOCQfEjrHLYaZCMhJa3Tc0ToWGWdFgqELLkI7FNwQ6AOzSbnAExRuwM3TRkKnk2CzyS53B3kL/oz0PC25Z+XbtyN/478a7WrxNRqR+NZGhN99Nww9e0A78Ut7d5BPXBwynn0WFV9+ifNPr4a14NKqvvHxiF6yGGnjxqF80CDkL1hof6DBDhoJQNKK5QCg+pzOy5Yi4cJFhE27HQAUd0e5W/n27Y3emz4uDtF/WoSqyiqINNkNSk1FyMSJkBcubHTdVzDns03x56Nn4n3zTN5w3xxdU1raRYHowQcfxEcffYSvvvqq3uSx+Ph4AEB+fj4SEhKcxwsLCxEXF+d8jsViQXFxMSIiIuo9Z/jw4S7PZzAYYDAYGh339fX12Bvu4A3voSPiffM8De+Z1SbjqU9/Ukv8QVGF2NbOhPAgDEuNwvV94hvkC4225wud3F2/mNOABBkwXQACo+3/q/AshCbCp9vV9jax3jfVG08vdR0OHy8Inm4YLv3urnfrhUvXbStrSIYMo+XSX6ZK7WOSLCE8q6dqsHTxbh+YgsQmAvW7Vj1cetStaTAY/Jyfd02PEVrXk/FnpOdp6j2TrVZcWP2MautYyT//icS//U1ovcg77sCFF1+0t0K5aI2KW7YUfv7+8Lv+eoRnZipO34q4/nro9XrNEe5qzynbug3GLVtQ8eWXqP7tN5fB2u4eBW/cutVetGrw9bQWFqJg0Z+E1zHEJ9jvo68v/BT+u5raFn8+eibeN8/kyfdN9LrbtEAkyzIefPBBfPDBB9i5cydSUlLqPZ6SkoL4+Hhs27YN/fvb/w3bYrFg165dWL16NQBg4MCB8PX1xbZt2zB16lQAQF5eHo4cOYJnnnmmdd8QEXk1q03G/pNFyLogIepkEYZ1j7WPkgc0x9M7RAT6osRUrZIvZB95j6MfQf/ZEvSumyO0v3Y8vVnsXwDQd2rt9DFAc/qYF46nVwqXLjQVYv7O+RgYKxasGuYXhqi8ZAw/9btG7WN7kj9AYLBBM1gaAKI6BaO00ISKEoviuRguTd5OaTS96VCWerB0rZrSEvjEx6OmoEB1d1D07FkwpHXXLOwA2tO3QjMzNUe4qz7HZkPZjh2oPNR4R6IjEBrPrXNek9LXSPRrKVutmlPcoNdD8vODbDK5ftMMoCYi6pDatEB0//334+2338Z//vMfhISEIL/2L/CwsDAEBARAkiTMmzcPK1euRFpaGtLS0rBy5UoEBgbi9ttvdz73nnvuwcKFCxEVFYXIyEgsWrQIV155pXOqGRFRS9UfTa/HmycOOUfTX9cnAYVl2sUhAPhd/054/ZtTSgPj8cSN6dAf/1h9PH1oAoR04OljVpsVTx942mW4tONYVuGlNjy1cOlp/rNhzWn8NQ+yhGN8zkxEDJRRInCtvUclQu+jw2evHFF8jmP0fGr/WKT0i0HeiRJUGM0ICjUgIS3cq9rHqONRG00vW8R2WPqEhSNu2VJ7UUVld5Ck1wsVdkSJjHBXek7I+PHQr1yFmsrKxi+qLdgUrFyFkLFjUbZjh+LXqG5RS+1rqQ8L15zihpoaRM2ZY99l5TjmfCP1v45ERNRxtGmBaP16+79sjx49ut7x119/HXfddRcAYPHixaisrMTcuXNRXFyMjIwMbN26FSEhIc7nr127Fj4+Ppg6dSoqKysxduxYbNiwAXr+pUZEbqA2mn72xmxc0yMGtwzs7PK1DY1Pj8eQlEj89aMfkFT+HWJRgkKE40xwPzx205W4Lj0WWKc2nl4CqsoASQ/IVoWz2NvH0HW4fWdQrxvqtY85j3u4hu1jAOq1j9U9riTAJwAJBT0UdweZOhciYH8yKmCG6/YxoOJHHwBK9+KSoFADOvWMwHWz+gjtDtLpJHTqGeFqKSKPozhSPT8fZx96GNEPPiC0jk9MjL0I89w6t+wOag2mQ1moKVRpMZVl1OTn48LLr9gLNgpj5x27jLS+lkHXXCN0XX5du6KT4NeRiIg6hjZvMdMiSRKWL1+O5cuXKz7H398fL7zwAl544QU3Xh0Rkb2tbMXHR1WzhXblnEfP+GAkhPkjv7RKs31Mf/xjTPBfAslSZzy9fyIk3WogN6L+bh9XZ7WUAaOXAjufbnAljjPBK9rHlHYHAcrtYwWmAszfOR+3X3G70Dlu9f0fGHJSGx137A6KjpNxscQC5fYxoLrKCv9gX1SVK++ACI6w7wACwN1B1OGotjzVKn7nXfjExdkLKSqtY46WJ3fuDrrcas6fF3rexVdeUc1gKli5CsGjR2t+LSv27BE6n6PYFjJ2LIz79yNr2zYMHD8eoRkZ7fLrSEREl1+7CKkmImprVpuMAyeLUFhWhdiQ2kKOThLOFkoIC8ATN6ZjzsZsofYxqUFhQzLmAe/MADoNErvgqO7A1De9tn1MbXfQmKQxiu1jDh///LHzY7Vw6dBDaarh0uXZfgC0R8b3yIjD9zt+U3zc0TrmwN1B5I1kqxWmgwcRcvgwTDExzkKDSL6QtaAA0Q8+qBksXbdw0R52B4nwiRELkpctyvlkgH2HUPHbm7SzmqqroY+IgLWkRKjYJun1CBw8GGXnzyNw8GAWh4iIOjAWiIiow6ufL2TnyBcy19iE1ogM8sN1fRKwfvqARmvFO7KKNNvHAJwVG6uO4Dj7riAvbB/7/+3deXhTZfo38O9JmqZJabovFAplKSBbZZdFWQoVBcFhRFxYBJ2BYQcXFEdBZmSbGSyKoM6Mo8iL+HMBER2wOIIiylIEQZECoiJ0A7ovSZqc9480oSU5S2lpmub7mWuuy57z5DnPyaE0vbnv+5FrLr1wz0LMTJ6pWD5WbC1GuD4c4Rdb1am5tLlUOTgEAG27RyO+fRgbS5Pfqt4TpzmAi29vQW4t+ws11ZInY+9eio21NSYT7IXKG89bzp9XdU3TmDHI37hRdbCNiIgIYICIiPycUn+hBcOTVM0TExIEABjZtTlGdIq+Znv6wVe3p5ctH6tiiADK8+E5kFStvxDQ5MrHlJpLCxCw6eQmVdcYq5koWz4W0kFEiYp59MEBsoEiZ/mYRiOwdIz8kmRPnKreOVGzZ6map3rJky+UjqklaLWKjbUjJk/CpZfWKc4VmJCg6pohw4bB2Ktnkwu2ERHRjcUAERH5LTX9hd7c/zPiTEHIKVLuLQRAfnt6m3z5gEvyfVXb00sUq1XvL+SD6tJcWoSIQsvVf2WvS/lY2VktPAfhakoemoCDO85Jnq9ePsbSMfI3arZUd/UXypH43vZQ8uQLpWO1YUpNlW2sHZKSgoJ335PNMgqIjUX4A/fjyhtvKI5zBtWaWrCNiIhuLAaIiKjJq0t/oStlViwY3gZpuzPlewtpBOCH7RLb01909Bcasljdgpvw9vRK5WOJpkRV84QGhiIyK7FO5WN2mwitTgObVbqMsFm4Hr3uTEREi2CWjxF5oNhfSBRr9heqOubiRyVPSo21lbKMYhc/BU1goKpxzjmbYrCNiIhuHAaIiKhJq4/+QolRRmyY2FN6a/quzQG7zRHQkctIyXjDEeQpypIY5/vb08vtPKamfOx8sbr+Gg8GzYAts7nb8dqWj3W5LV5Vc2nuPEb+TrTZPAY21O7Q1VT7C9WWXMBGKcvI+R6pHUdERFRbDBARUZMl11/oT5uOYH4t+gv1N38lvTU9xjgCOUr9hYovOrKI9qyAqvIxH+svJFc6Nrz1cGTkZCiWj1WKlQgJDEGJpQQQ4VY+BgGINcTBcCARpTDDc/kYUHJaXeCmNs2lWT7WdEkFP8ihegNqp4CqBtTl359QNUdT7S9U35SyjGo7joiIqDYYICKiJkmpv5AA4O2DvyLOFITsIs9lZq7+QhX7gHenSGxNP9mx3bza/kKR7Xx2e3q57CC50rEFexagjakNEkMTVV3n7nZ346t930mWjz3c+yGcL7BAunwMgAgENdOhokR69yQ2lyZAPvhRPRNDTRCpKQaalBpQx/31r+6lTtX5QX+h+qb2PeJ7SURE9Y0BIiLyadfbX0gEkF1kxoLhHZC2OxMa2NFH86OrfOyQvRPs0GDJ6I7Q7hoB2a3pdz4J3L1B3YJ9dHt6ueygoQlDZUvHAOBc0TmYbWa3854klwxCcGYvt9mCLWFIzZyK8IQEnId0WZhTh36xqsrHAGYHNWVyQRul4AfWpsGUmqoqiKQ20ORL1DSgvvTSS2i+ehWynlh09biTH/UXIiIiagoYICIinyXXXyi3SF0wIjHKiA+GXkL8188hFpddx3MQiYv9l6BHs3PKpWNFFxy/FKntLwT4VPmYUmPpmckzZUvHnOb0nIO0jDTkluXKlo9lferYeeza/B3nkcwDytcCalc+Rk2TXNAmJCVFMfiRs3wFYLfjwoKFskEkAKoCTb5GTQPqyuxs6GJi2V+IiIioCWCAiIh8klJ/oT/e1lbVPJ3y96Dj1/Pcgh8xuILYr+cB1mnqFlR2ybGV/f9Nhi9uTy9VPqbUWBoA3jr5lqpraKDBk32fxEvvvyFZPjat10P4rUC+XK+ixFrr8rHzP17C/r0HMWBwXyR0imL5WBNRl+ygqNmzVAU/sp9bJh1EApD9l79C0GgUA00hKSmNNotG6n00nzmj6vWVeXkIHT0KISkpKDpwABnp6eg1YgRM/fo12nsmIiIidwwQEZHPUdNf6MOjF2AKCkBRRaXHOQQA8SYdOnz7VwCih2yVqpl++FDdopylYz7YX0iufCxUH6qYHVRkKXL9tyAKbplBouB4UtHGaERktUZq5lTJ8rGQyOYAZH5pr1Lb8rH4pDAYT1cinr2Fmoy6ZgddWveyquvY8vPlzyvt4lUVaCo7nNEo+8VIvY/hEycib+1aVXMEREcDcPTEMfbpg+K8PBj79GFwiIiIyMcwQEREjdaN7i/0wi1lEL6QKx8THZlB+lDAXARVpWOdxzS6/kLX21x64Z6FmHjTRFXXCA0MRWRWomRmUFlCDm6O6oH/l3YAcuVj545fhhosH/Nv9ZEd1NDUbgffkOTex7x//APa6GhHgMwqka13TQNqIiIi8m0MEBFRoyTVX+jJOzrhm5/UBREU+wuFq/wrsMeDwDcboLp0rBH1F6pLc2kBAnb8tEPVdR4MmgFbZnO348GWMIzInIr4LiIyv8mpEczx5HrKx7j7WNMk2mwoO3QIIUePoiw62lWupNg4GcDl/7yh6hoakwn24mLPcwkCNGFhsCtkEKnlzLJpaFLlY2oaUAsA4levxsWFC68ed2IDaiIioiaHASIianTk+gvN23JU9Tzy/YXmAhqduok63gm06u+TpWNy2UF/Sv6TbPmYCBH55nyE68ORb873WD7mbCxtOJCIUphx7dbzQlVQLXdHALKsp1Stm7uPUfWyp+YALr69BblV5WPa0DD57CAAYkmJqutETJmCS+vWuW/TXhX8iFvyLHJXrkJlTo5kEEkbEwMBQGVurmRmkhAUBF28I4Aq1zepvsmV4Sm+j6KIytxcBEREsAE1ERGRn2CAiIgaFTX9hbQawBAYgJKKSgiwo2+18rGD9k4QoVHRXwiA3QoIWkC0Q7F8TKMFOo1C5U9f4OiXu3DzrbcjoO1tXm86XZfm0huObVB1jdFtR+Orfd9Jlo893PshnC+w4Nrg0FUCbFY7BE3VW62A5WP+Tal8LHzyJFXzaEJDYS8qkgzsBMTGImrGdOiT2ssGPwSNxrEeqSDS04sBQHqMKEKsqMDFxx5HxLRpyFnhOWBT34EWyfcxOxsX5s6DvlMnVfNUb0DdUIEtIiIi8g4GiIjIK+rSX6jSDjwyqC1O/m8TntVtRLxwxXX+ohiBZdbJmHZLD4X+QlVuewLYuxKqysc0WoitB+HC90VIbj3I68GhujaX9hQ88iS5ZBCCM3tJNpZuFh0PIEtxnqEPdsKBj87JlpmxfMy/qSl7Ktz+kaq5IiZPls0OcpZGmVJTZYMfptRUQE0GjcSYyOl/RNGOjxGSkoIL8+dLBr6wNq1GkEhNptF1lY9VMf/4o6r3sXoD6sbYZJuIiIjqDwNERNTgpPoL/eFWdVvTA0B/y1eYG7jWLcgRJ1zBhsA0CGUPq5soqr3P7jwmVT62YM8C3NvhXlXzmAJNKLYUAyIky8eyPrVDrrH0j18rB4cAwBRlwK0TkrDz1ROSY1g+1vTJBT7KDmcolj3Z8/OhDQ+X3l2sFtlBrpcoBD+UgkhKY8LGj8fZ4SNkA185y1cgJCUFglYrWxrmXHedyseqaMPCYCsslM2yYgNqIiIi/8EAERE1KKn+QlmFFVi24wd0iTcpzqGBHcknVkDwUD6mcf7HsS3qFuTcnr6R7TwG1K18bPvZ7aquManzJPz3s30qysekiXYgKFiHilJ1jaVHTu/K8jE/pRT4KD92VNU8pjFjkL9xo+OLOmQH1YaaDBqpMeUZR5T7/WRno+xwBmyFBbIldlibBgCy5WPhUyaruCPANHas431UyLIiIiIi/8AAERHVO6nyMbn+Qk5nc4sRZwpCTlGFZH+hkSE/QV+m8K/j1lLAGAWUXYaq7ekb0c5jQN3LxypsFQjXh6PAXCCdHWSMRUrl3bBlJkmWj4UnJOA8pBtGO3W4RX1j6XY9Ylg+5oeUegthbRrMZ39SNVfIsGEw9upZL9lBDUHtFve5aWmw/vqrbKZR9vPLHX3UZMrH1Jbh1eZ9JCIioqaPASIiqldS5WNL7uqMUEOgbH8hAKioFHF/31ay/YWm92gJHFSxmO731m57+gYklR0ESJeP5ZTlYOGehZh400RV11BqLj37tofw1atnIVc+lnlAPhDlVNvG0iwf8y9qegvlLF+BhNf/jeJduyBWSPw9Ua3sSdBqfaZxstot7iu+/VZ+gCjClqP8PekqwysoUCwf86X3kYiIiG4sBoiIqN7IbU//p01HMG1goqp5pPoLNReuYEPgWgjGp9QtqJFuTy+XHTQ0Yahk+ZjTjp92uP7b09bzouB4rVJzacOhBJQWyGcHVZRYEdRMh4oSdeVjzAzyb1L9hdT0FqrMzoYt7xLiV69yZBRVHXfxUPbUGLKD1DD27oWAuDhU5uRIBmy04WEw9OiJks8+q5drusrwVJSP+cr7SERERDcWA0REVC+UtqcHgK1HL7iOaTyUj9mhke0v5Po64w1HkKcoC4rlY1Xb0zeW/kJyzaUX7lmI8R3Gy5aPiRCRb85HuD4c4RdbSWYHlbXMVWwufVJlc+kO/dSXjzEzyH/J9Rey/PyLqjmcW6qr2jXMhwhaLWIXP+UIfEkEbOKWLoU2NKzeAkQsHyMiIqLaYoCIiFST6i0EQHF7egC4UmpFRHAg+pbvkywfCzKGKPQXEoHii8CQxcCeFVC7PX1D9he63ubSAgR8ePZD1zG57KCxmonQZ7ZzmyfYEoYRmVMRESoiX6G5tKXcpup+als+Rv5Hqb+QJjJS1TzOUixnc+miAweQkZ6OXiNGwNSvn0+XPZlSUxUDX6LNppxpFBMDAUBlbi7Lx4iIiKheMUBERKrI9RYa2bU5covlg0NOT7bOxD1n09yOx+EK1uvSkBN7O3DB/XVuIts1yu3p69JcWoQIs80RgGlzuTsG/jzOLTvoq8QP8HPEcZgOJ8ECR4ZQdUJVwCz/kAZq6IMDYC6tlDzP8jFSoqa/kGixQAjSQ6wwu48BPG6pLmi1MPbpg+K8PBj79GkSQQ2lXdVUZRo9vRgAZMewfIyIiIiuBwNERKRIqbfQhok9ERMS5DouVz42NvtFCMK1YQ1AIwAiBDTPz1C3KC9sT2+z23A45zCOWY4hJicGfeP7uhpLA/LNpRfsWYCksCTXMbnsoC6Ft2BQ5n1u13f0DpqGk22+gKVIhPu76Jpd9T0lD03AwR3nJM+zfIyc6tJfSCwqQtScObi0bp3rmIufbamuFLBRk2kEoMmV4REREZH3MUBERLKUegsJAJ776AfsfXwoIoMD0bt8H5ZIlI9pgiNky8cEiEDZpUa5Pf21mUHvfvauKzNoeOvhsuVjTqcLTgNQzg669Zd7qt5b9+wgESK6Zt0Gu4o1q8kO6nVnIiJaBLN8jGTJ9Rey5eermiOwdWu0YFBDFaVMI7VjiIiIiGqDASIiAiDdX0ipt5AIIKuwAhm/5ONffS8ieX+a25g4XMEGXRrKdS0A6c2wrmpk29MrNZZeM2RNjfIxueygrkX9MTBzgts1nNlBPybuA0p1MrlBAuzqqvlUZwe16xHD8jGSJNtfaO48QKOunDEgOhrB/foyqKGSmtIwlo8RERFRfWKAiIhk+wuZK6/mqkiVjgFAblEpxn6/EqJk+RhgLFPTXAhe2Z7+ehtLA8DzB57Ho70eBaCcHTTg3DgA0tlBnbMGyeQgXVXf2UH+Xj4mVT51I8b4EsX+QgBgt0PTrBnspaWKTZMBBjWIiIiIGisGiIj8nFJ/odlDHTtl3a456LF07DnrZOyy90X7suNA0UXlrjhBYUBFIRrT9vR1aSwNAJfKLyHfnI82l7sjNXOa23lndtChlp9AUxYoOY8AAaJED99rMTuo/siVTznLnuprjK9R7C9UJWLqVEd/IRVNk4mIiIiocWKAiMiPqekv9G7GbxgbeBgvCGluY5ylY8t0c3FTSHd1F735AfXlY/XUX0gqOwhQLh+beNPEqyuUKR0L04Xj1l/GV92J5+yg3r/doWq9zA6qX6LNhrJDhxBy9CjKoqNrbJeutD071qYBQL2MacxBIqnMp8q8PFWvZ38hIiIiIt/HABGRH6hLf6HconL81bQJMDtKxarTVCULLKl8EULg2+oW08DlY3LZQUMThsqWjwkQsOOnHQDkS8fORX4H46VIGM3lkusQqv6nBrOD6k/1rJ7mAC6+vQW5VVk9ISkpituzZz+/3PHU6jgmZ/kKhKSkNMosGqnMp+g5sxHQsqWqOdhfiIiIiMj3MUBE1MTJ9RcqrriapSLVX6iv5keEWHIld04XnMdzTjiCPEVZaCzlY0rZQY90e0S2fEyEiHxzProWDcDAzHvdzjtLx450/ggtNIn4EScV16Q3BsBcxuyg+iLX80cpOyhq9izF7dltOfLlhWrHVGZno+xwRqPrvSP5HmVnI+vpPyPi4YcREBeHypwc9hciIiIiauIYICJqwuT6C83YdAQ6rSO6I9dfSA/pYEYNEW2BkauA/5uMxlA+ptRcWoCA10+8fnWFEuVjgihgwLnfVd2FROnYmbsQnKpXtd7kYcwOqi9yPX8Us4MAXNn4VkMtFQBUl2vVN6kgmmwD6ir5mzcjfsVyXFiwkP2FiIiIiJo4BoiImig1/YVsdhF3aA/i5YA0tzFxuIJXdGn4p/Y+wO522l2zWEfA596NjaJ8TKm5tAgRNtEGQL58zBxQptxY2gIIIhAcpq+R8XMtZgfVnzpnBwGwFxbewBW6C4iObtDrAfJBNG1omOJ7JJaXQxsewf5CRERERH6AASIiH6emv5BU+Zgg2rE6eLNsf6FJgZ8DgSpLxwBHEKieyseut7n0gj0LcHvr21Vdo0vhLRiUeZ/bcWf52NmEg6rmKSux4NYJSdj56gnJMcwOqp3rynyp6vmjNjtIExoKe1GRZPmUNiYGAoDK3NzrHwNHUMZZhiV3b/VJKYgWPnmSqnkq8/IQOnoU+wsRERERNXEMEBH5MLn+QiVmR2mYXPlYIZop9hcyVOQAtywG9qyAqtIxoF7Kx+rSXBoAPvv1s6urlCkfu/WXe6oyqjyXj3W41FdVAlWwSY8WHcMxcnpXZgfVgzplvoii6uygiMmTZbdnj3t6MYCqHcquZ0wVZxmWvaICBR9sxeXXXvN4b9WzcdQEka47iAagcPtHqt4jZ+YT+wsRERERNW0MEBH5KKn+QllV/YXaRBlxu+YgNujS3F7r3J7+ddtIdReLbNfgpWNyzaVnJs+ULR8DgEqxEuH6cIRfbIUBP//OrXxsf+JWGJvpgVKd5N5iAgTYy4GgZjpUlFglr9Us3JEBBIDZQfVANvNl7jwENI9TNY9SdlBAbCyiZkyHPqm9cvmUmhIrT2OuCfxcmL8AJXv2uC3HmdWDtWkwpabKBsicc9W1fMyenw9teDhsBQWqGlATERERUdPGABGRD6reX0iqfOyXSyXYEvQWIHouH7OLwLiA/eou6OwvVI87j9WlufSmk5tUXWOsZiL0me3cjgdbwjAicyqatRNRqmKeDv1i8d1nv0med5aOOTE7SFldMl8qs+QDH05K2UHOrB5Taqpi+VR9jLGbzSjdL/E9V1Ual7N8BWC3O5pCS5SGYW0aAMiWj4X+fpyq98g0ZgzyN25kA2oiIiIiYoCIqDFT6i+kVD4Wi8uS5WMaAYhAEWCMAsouQ1V/oXraeayuzaULLVfLh+TKx0yHk2CBHde+CUJVqVxlViCgYpe2tt2jEd8+TFXpGCmra+YLUM/ZQVBXPlXXMeVHj0G0WKRfLIqozM5G9nPLZPsrZT+/3PEnWmZM8Wf/k12nU8iwYTD26skG1ERERETEABFRYyXXX8hcaVcsHzsjtlB3oe73At9sgOr+QnWkVD52Z5s7Vc0TGhiKyKxE2fIxS5FzvzZPBJjLKqE3BsBcJh0kcpaPaTQC2iRH4/yPl7B/70EMGNwXCZ2iWDpWS5LlY9nZuDB3HsKnTFY1T+jdd6vKfHFm9RQdOICM9HT0GjECpn79vJIVo3abe1t+vvRJUYQtR768EqIIe34+NCYT7MXFiuVjglbLBtRERERExAARUWPk7C8kwI5bqpePFXbCjE1HsDClLZboNgKQLh9rJ1xQd7GOdwKt+tdrf6G6lI998dsXqq7xYNAM2DKbux13lo8FRgDSXYOu6tg/TnX5mEYjID4pDMbTlYhnXyGP5Bory5aPVSncuk3VdWqT+SJotTD26YPivDwY+/TxWuCjobe5D/3d71SXj7EBNRERERExQETkJTa7iAPnriDjkoDIc1fQv30MtBrB1V8oVaZ87McDp2scv5YzbiHqQyGYi6BYPqbR1lt/obqWjxVbixGkDUKFrcJj+RgEINYQB8OBRJTCDKnyMesVdcEblo/VH6XGymWHM5QbJxcVqW6c7GuZL8bevRAQF4fKnBzJe9OEhcEul0FUCywfIyIiIqLaYICIyAtqlo9psfH0YVf5WKghEN2Lv5AsH3tFl4ZtFQNUffcKPR5UXz5WT1vTS5WPLdizAO3D2quaZ3yH8fhq33eS5WMP934I5wsskCsfA1Dr8jHuPHb9ZHceq2qsLFrU5HTVrnGyL2W+CFotYhc/5Xg/JO4tbsmzyF25SjaIpI2JgQCgMje3yQXRiIiIiMh7NN5eAJG/cZaP5RSW4RbNDxij2Y9bND8gt7AMf9p0BJ99f0G2fEwQgDu0h9RdrOOdju3pTdeUYpniHcdrWT5ms9twKPsQPvnpExzKPgSb3VbjnFz5GACcKTij6jrJJYOQmjkVwZawGseDLWFIzZyK8JxWqubp2F9+O/Rry8dadAxHhz5xaNExnMGhWlDceUwUkbN8BbSREarmCxk2DC3WpiEgNrbG8YDYWLSo2gbeV5lSU2XvLXTkSMQufspxULjmz6AziPT0YsQ+vVh2jKcgWujoUQju15fBISIiIiLyyKsZRF988QX+9re/ISMjA1lZWdi6dSvuvvtu13lRFPHcc8/htddeQ35+Pvr164eXX34ZXbp0cY0xm8147LHH8Pbbb6O8vBwpKSlYv349WrZs6YU7IpKnVD62zDoZvxzNlC0fA4AgwQqrPgI6cz4aqnxMrnRseOvhOJJ7RLZ8zMkUaEKxpdhjIEmAgFhDHLI+tcNZLHbteQDIPKB8HYDlY/VNqr+QmtIxx3lBscTKHzJfnI2zpe7NlJoKrE1TLg1TM4aIiIiISCWvBohKS0uRnJyMqVOn4ve//73b+dWrV2PNmjV444030KFDB/z1r3/FiBEjcOrUKYSEhAAA5s+fj48++ghbtmxBZGQkHn30UYwePRoZGRnQNoFfJMg3yW1PL1c+tl6XhtctI1V9Z2pvngAceAUNUT6mVDr2aK9HEWNUF2wZ224sNp3cBI2oQVxRW1d/oWzTTxAFEXPinqgqH5NWUWJFUDMdKkqkS5ZYPla/5PoLqS0ds12+rFhi5avlY7WldG9KQSS1Y4iIiIiI1PJqgOiOO+7AHXfc4fGcKIpIS0vD008/jXHjxgEA3nzzTcTGxmLz5s2YPn06CgsL8e9//xtvvfUWhg8fDgDYtGkTEhISsHv3btx+++0Ndi9ETnLb05eZLYq7j92t3a/qOppOoxyZQPW0+9j17jwGAOuOrsO6YetUXWdoq6FIKuiJMx+XwGg2uY6X64vQblQzdDJ0xXn8oDhPh36xtdp9rEXHcMmxJE+pv1DU7Fmq5gmIjnYERZj5ooqaAFlTDqIRERERUcNqtE2qz507h+zsbKRW+2VBr9dj8ODB2L9/P6ZPn46MjAxYrdYaY+Lj49G1a1fs379fMkBkNpthNl8tNykqKgIAWK1WWK3q/iW8sXGu21fX31Ts+j4Hc7Ycc9ue/lBhJ/xp0xHcGXIa4xR2H4tCESxV5WOCx6CMo3ysMr6PIzOoXSqE81+7ysfEhP6O47X4s/DZ+c/wt4y/Ibcs13UsxhiDx3s9jtBA+Z3HAMBsM6OyshIxxhjkleVJlo/FGGMQ8ms8Ln5QDCNMNc4bzCZc/ABofmeJqjW36hKO2MQQ7H//LEqrZRwFh+kx4Pdt0apr+A35fvC37zXRZkP288ul+wsJAvL/711oo6Jgu3TJ8yRVpWO65O6wWq0wDB2K1rfdhvIjR2DLy4M2OhqGnj0haLU37H31t+fWVPC5+R4+M9/E5+Z7+Mx8E5+bb2oKz03t2gVR9PSpv+EJglCjB9H+/fsxcOBAXLhwAfHx8a5xf/zjH/HLL79g165d2Lx5M6ZOnVoj2AMAqampaNOmDV599VWP11q6dCmee+45t+ObN2+G0Wisv5siv2IXgeeOaNGv8pDk9vQdNBfxaMD/Kc51Jvp2tMvbBaDmPl3Ob9ZDbeYgK6xPvaz7e8v3eLvsbcnz/QP742vL14rzjDeORwACZOe633A/Ivb3ha1CgOcdyERo9I67tJulx2iDRMQNKXVVKZmvaGE3C9DoRegjbG59e+n6Gc6eRcJr/1Qcd2nEcESm7wbg+c9s1qSJKOnatf4XSEREREREssrKyvDAAw+gsLAQJpNJclyjzSByEq75TU8URbdj11Ia89RTT2HhwoWur4uKipCQkIDU1FTZN6sxs1qtSE9Px4gRI6DT6by9nCbNZhdx+Jd85BabEROiR+/W4dBqBBw4dwX9Dq6X7C+0QZeG9ZXqyr4Sb/8TbOX3Q/vpYqC4evlYC9hGPI8enUajR63WbMO3ed/iUvklRBmi0CO6h6t87MXtL8q+9kfhR1XXGNF/BHrH9kbP8z3xt8N/R0B2iKu/kC2uBI/1fhQ3VfTCjv8dl5lFgN0soNedrZDxya+SY4Y92Bltbo5Sta76puZ7TbTZPGbHNGZSay7+5BOoaQneZfhwCHfeibyVq2DLufoKXVwcohY9gaSqMmBv4d+RvonPzffwmfkmPjffw2fmm/jcfFNTeG7OqikljTZAFBfn2J46OzsbzZtf3aI7NzcXsVXbA8fFxcFisSA/Px/h4eE1xgwYMEBybr1eD71e73Zcp9P57AN3agr30JjtPJGFv2w/joSSY67ysfPNkvHMmG7Iyi9V7C80LmAfzIHhCLQUSJaPCaZ4BLS9zVEm1mVMjd3HhNYDEFCPu4+F6kNrlJV5km/OR7g+HAXmAumdx4yx6BvfF1qNFkmFPTHpyNKaZV8XA5GU1AE5F9SVj0U0b4aR07s26O5jUjt0uY05ehQhR4/CGh0NQ79+bmPkmjk31v46cmuuPPezqjn0cc0R3K8vwlJTG3XTZP4d6Zv43HwPn5lv4nPzPXxmvonPzTf58nNTu+5GGyBq06YN4uLikJ6ejh49HLkSFosFe/fuxapVqwAAvXr1gk6nQ3p6Ou69914AQFZWFk6cOIHVq1d7be3UNO08kYVtm1/Bu7qNiA+sVj5mjsBzmyejBEZMDZTvLxSPK/i103y0+m6tIxhULeAiOjdxr+XuY1LNpQH53ccW7lmIlFYpqu59dNvR2HRyU9WKr87l3HZ+Ud9F0Gq0OPttLna+esLt9aUFFux89QTi2qnL0As26dGiY3iD7T6mJqhTfUxzABff3oJcD2PkmjljbVqjCxIprTl0wgT5CaptTQ+waTIRERERka/yaoCopKQEZ86ccX197tw5HD16FBEREWjVqhXmz5+P5cuXIykpCUlJSVi+fDmMRiMeeOABAEBoaCgefvhhPProo4iMjERERAQee+wxdOvWzbWrGVF9sNlF7Nn2OtZLlI+9oktDKdyz0jxp2b4r0GkjhGt2HxOuY/cxueygoQlDZXcfEyAgIydD1XWGthqKnrE9PV5rUd9FGN56OOx2EV++c1p2nsK8cgQEalBpsUuOcW5PD9Tf7mNy2UFqgjoAFMeEpKQgZ/kK2WbOOctXICQlpcEzaqTuX7TZFNdcumcPwu67DwXvvHP1uJOHremJiIiIiMg3eTVAdPjwYQwdOtT1tbMv0JQpU/DGG2/giSeeQHl5OWbOnIn8/Hz069cPn376KUJCQlyveeGFFxAQEIB7770X5eXlSElJwRtvvAEtf1mhWrLZRRw8dwW5xRWICQlC3zYR0FZlqxw8m4e51n8BkC4fayaYr53SI01InCMrqNMoVP70BY5+uQs333r71bIylZSygyZ1niS7+5gIUXX5mDMraXCLIfji0CFcvlyIyMhQ3NanD3QBjr9Gsk4X1CgH86S8yIq+o9vg4I5zkmOqb0+vhlJpmFx2kJqgTvbzyx15UlJjAOQsXwFNSEiNa3gaW5mdjbLDGQ2aYSN3/9rQMFVrNt1xB4IH9OfW9ERERERETZhXA0RDhgyB3CZqgiBg6dKlWLp0qeSYoKAgvPTSS3jppZduwArJX8j1Fkq5KRa2n7+qsSvZtZzxDDX9hdC6qj+WRgux9SBc+L4Iya0HeQwOSZWP2ew22ewgANj4w0ZV916b8rGrPYECkYdynP/wAG6dkIRWnSNx6oBMoKGa0FhDvfUXUioNU8oOipr5J8UASfWGy1Iqs7NRduCgqjVX5uU5plbR80iN686OmjsPusRE1WsOHT0KISkpjbq/EBERERERXb9G24OIqKEo9RZKC++PF2/OVzXX5bZ3I/7HN9T1F1Kg1FxaLjuoNlzlYwdWQZvdzLXzmD2uFIv6PYHhrYfL9BYyY+erJxAWa0RBTpmq69Wmv1BdSsPEF9Ygd+Uq2cyfSy+vV7Xm+hQQHa26kfUNzY4CYP35Z9VrBthfiIiIiIioKWOAiPyamt5C5SXrUWR7StV8sX3HAd2HqeovZLPbcDjnMI5ZjiEmJ8a1CxggXz62YM8CTLppkqr1hAaGoshSpFg+9vOxy5h4ZInbzmNtkjrAnqDcW6i82IJmEYGwVthhLquUHFeb/kJ1Lg17bhns+eoCe/XB2K8fCrdtQ2VOjud1AdBGR8OWfwUXFixUbGRd5+yo2bPks6OqaEwm2IuLPa/5mgbURERERETUdDFARH5Bqr+QUm8hUQSMggWFl8+g3BAHfVm22zjA0YPIbIyDIXGgI0Oo06ga29Oj9YAamUPXZge9+9m7qptLA8COn3aouu+JnSdi/dH10IgaxBW1dWUHZZt+giiIWNR3EX4+dll257E+oxMVewuZyypx+x9vhqW80uNcTmr7C9U5+CGKqoNDmtBQ2IuKJAMk2pgYCAAqc3NlgyjBffsgdvFTjnULgnszZ1FE7NOLkSOX1VTVyBp2u2wQSU121JWNb6m6/9Df/Q75Gzd6XjPYgJqIiIiIyF8wQERNnlx/oWZZ38j2Fqr6HRlnY1IwqMdIiP83GXaI0FQbY4ejX5bhrr+5gkA2AEcMQcgTjYg2BKEnAOev2M7sIIhAfFH7q0Eb8Scs3LMQM5NnKpaPVW8uDRFoXtTONU+W6SwgOMrR/tDtD4jNaY8zH5fAaL66xXy5vgjtRjXDsIQUbNywX/Zahz/+Wfa8a85iCzr0iVPdX6guO2td/vfrqtakRsTkybi0bp1kgCTu6cUAIB34wdUgiik1FVibJtnMWW1T6Kw/P1Pn7Ch7YaH8jVcJGTYMxl492YCaiIiIiMjPMUBETZpSf6G7u0WpmidGKAI6T4Vw70bArXysBYRq5WNqtp5PvNwNA38eh2aWqyVWJYH52J+4FZtObro6tyi4BX9EwRE4GN12NL7a9x0G/Pw7j/PMGfIQfj52GRc/0MCIq8EhADCYTbj4AXDYek4xO0imj3wNwSY9AKBdjxjF/kJ13VlLLFPX70gbHg5bQYFs5k/UjOnQJ7VXDpDIBH6qB1FMqamSzZwLd3ysat32khLpk/WYHeUsHxO0WjagJiIiIiLycwwQkc+TKh+T6y/UvKq/0Oun71F1jXZt2zn+o/MYCNeUjwnVyseUtp6fkTwDxvOxSM2c5naNYEsYRmROxad4HYWR36HN5e4eg0hfJX6Ac5HfIblkEIIze7kVogVbwpCaORWJl7riy3flewd997/fVN2/3higurcQIN9fSLJ8LDsbF+bOQ2BSe1VrUtM7J/bJRY5SLRWZP0oBEueYogMHkJGejl4jRsDUr5/HIIpUM2dns+eGopQdVb18jA2oiYiIiIj8GwNE5NPkysdC9VrJ/kLO0rFxtv+iWB+DYHOucm+hKlLlY9W3npfK/Hnl6Ct48OcljjWg5gWd28wP+HkcggOCMTBzgtt6HMGfaTjY9QNkfWr3MMvVI59v+hGWcpvs+2culQ76VJc8LAEHd5yTPH9tb6HrKh+rYjl9RtWaIqZMUQx+mFJTAY1GVeaPmgCJoNXC2KcPivPyYOzTp9YZNsbevRAQFyfdyFoQoAkLU5UhVK/ZUURERERE5PcYICKfJVc+tmzzZAzo2h79ZfoLAUC4UIqTbaei048vq+ottPuX3W7bwdviSvBkv0WureflMn/MAWU1jl9LgIAQSzgG/XQPREgHkfr9OA6llRbPk1RRCg456YMDZANFzcL16HVnIiJaBKvqLVSn8rEqmrAwRw+degh+qMkOaiiCVivfyBpA3JJnkbtylWwQqb6zo4iIiIiIiBggIp+ktD39el0aNp8epWoubVR7CPduhG3nImRYLiNPq0W0zYYegVEIuKa30Evvv4ERP8+oGfw5k48Xf/sPBg1KRpvL3SXLx1Izp6FIf1ndDVYEuGUGOQkQAHWJP6okD1WXHaS2t5Bc+Vj4lMmq1hQ6dqyqnbXUBj8aU/mUUiNrU2oqBI1GsSl2fWdHERERERGRf2OAiBq1692e3i4CI+1fQjLKUk27tu2wW2vBypYtoc3u5MgM0ldlBgUbMRyO8rGNO7ZiROZUt9c7gz9fBbyLgT+PAyCd+RNsDr2u9+F6BTXToaLEKnm+ttlBgmhHWMFpNMvLQ4A9GoLYC8792dSUjxVu/0jVumuzs5YvBj+UAltqgkhq5iEiIiIiIlKLASJqtOqyPb1GAKJQhNKAMBisBRAF4EiQ3pUd1LPCDKGqv9BXmgq89P5Gj5lBL/32BvB7wKQzocupYQCkgz99f7wLgXaD5JoECAiArqrhsxWeo1cigpoFygZ1nNQEfwbek4Rd/zwhOaa22UFSpWOm1FSUHjyoWD5mz89X1TvHH3bWUgps+WJ2FBERERER+S4GiKhRUuov1DlGj0Eq5ils/zvs//UdrIoIh7as49XsoKhTWHQlH8NGrcLGjz+UzAwakTkVG3d8gDGdRyn2DpILDlXXsX8cvvtMavcwAYPv74B9756R3X5ebfCnXY8YCJquqrKDrmvnsZwcx/G1aRAt8j2RnExjxqgqHwMY/PD3+yciIiIioobDABE1Omr6C31YMOTqeLhnBzlzLE60bYuXLw7DiO/cm0avS/wAmeYLiplBnU8NQ2HzMgBB9XJ/bbtHI759mGzQRtAI2Plq/QR/1GQHyZEtHRNFQBCQs3wFmq9Yrmq+2pSPERERERERUcNggIgaHTX9hfqJx2AXNPjMoMeqyAi37KAnLl/BAIRi06FTGCHRNHpE5jQcq/gMyZabJNfi3FXMYLWgQsXa1ZR9OYMzbZKjcf7HS9i/9yAGDO6LhE5RrqBNux4xGDm9/oI/ctlBTlJb05cdzpAvHRPFqvOC4hbu/lI+RkRERERE5GsYICKvsVVW4scDu1CefwGG8Bbo1O92aAMCYPv5K8X+QvHIx5vtx+CDXBtGfPd7t+yglxPfx+kuUejy8WAA0tlBHS7comqt4eEhKA6pgLXYfS4AECFCFwIMvq+jqp4/gCNoE58UBuPpSsR7COrUZ/BHiVx/IdGi3A8JAGyXLytu4c7yMSIiIiIiosaJASLyim93vYn4r59DF1zd9j0nPRLfdn4Spy7kufoLSZWP2QB8eikQIzIfcJvbkR30ME4UfIWuCn2DDLZmqtbbpVUndHjAhp2vHocIsUaQyPE1MPyBbrXq+aNGfQR/lCj1Fwp/8EFV8wRERzsCPip23yIiIiIiIqLGhQEianDf7noTyfvnOr6olgwTLV7G7d8/jr5iMKABdhsNWBnhXj725JUrMNlEdP/pzqopPGcHdc1V08YagN4G0ayRzQxq2SECGo2AkdO74ct3MlFacLUhc7PwINxajz1/bgSp8jE1/YWK0tMhBAZKN6GuVjoGcOt1IiIiIiIiX8QAETUoW2Ul4r9+DgAgCsCha7KDIAIRmlJ8ajTi5YChHsvHXkx8HwPFEsVdxdTqPaItDu/4WTYzqHpvoIYq+6ovcuVj2tAwxf5CtpwcRM6ehcsvr3cdc/FQOgawfIyIiIiIiMjXMEBEN4RUf6EfD+xCF1zG7mDp7KChZeV4U3c7Rpya5DZvsCUMqZkP41T8V+ikZiEqsoP63NkWUS1CFDODnBpT8AeQzg4CFMrH5s6D8ZZ+qq6hT2yDFiwdIyIiIiIiarIYIKJ6J9Vf6FSPp2HQ2LDbaMBLAcM8Zge9lPg+fgzdh+7n7gIgXT7WKjdZ1VrUZge16xGDxK4ROPfxQZTkFKFZrAltRvWFVuf+LSIXkKnNmPoglx0UkpIiXz4GoOybA6qu4+wvxNIxIiIiIiKipokBIqpXcv2FYo4sxKGQodgoDMGIzIfdXutsLn08Pg7dFcrHjJUhsAdZIVQEXF92UJget07o4MoOqh5o0QOwAvgpLc4tO0YuIOMcp2YMUBVEOnQIIUePoiw6GqZ+/WoVaFJqLh01e5Z8+Zjz/TQYIFZUKG5ND7B0jIiIiIiIqKligIjqjVJ/IQ0Ai+UAumSvAyCdHZSUM0TV9ZrfbETONxbF7KDovKMY8M1KXKpoBnOgCXpLEaKCShA97EkAqYqBFqxNgylV3TgAqudyBpGaA7j49hbk1iLQpCY76MrGt1S9j2H33ov8jRtVbU1PRERERERETRMDRFRr19tf6IkrV3DK2k2xubTaref73tIZReIRfLOvBGZdqOt4kLUItwxqhnY9YmoEdapf1SYIuDBvPsQX1iB35SrZXbxylq9AsyFDFHf7yn5+OWC1Ks4Fux0XFiysU6BJTXaQvbBQ9rxTyLBhMPbqyf5CREREREREfowBIqoVqf5CF/svgc1qlu0vtC7xfejFZhii5kIqmkubfslA6er5GCACBWHtXdlBYYVnIewXUdhcIfgDIHvpc7AXFEivQxRRmZ2NzIGDIBYXy46z5eTI31PVXNnPLZMNImUt+wsEUZQdozY7SBMaCntRkWL5mKDVsr8QERERERGRH2OAiFRz9heyAThkuFo+dnP5ZUTvn4uvW/1Btr9QaubDsMOu6lrd24j47iQAiK5SJwCA6CgfG3BTJfJWrHR9HV5wuuYEgoDs55bBnp8vex3Z4FA1ssGhWrLJrUkUYb90SWExoursoIjJk3Fp3TpV5WPsL0REREREROS/GCAiVZz9hXYbDVgdFY6cgKt/dGIrK7HoUj5suR+iS9ZKANL9hQARgN3RpEhwzw6CKEKntyB229/QtTIGp9uPhznoaiaS3pyPpDPvIeDrk6i0WNxfX20epeBQbYRPmYL8N9+st/nqg5rsoKgZ06FPas/yMSIiIiIiIpLFABGp8uOBXcgyluGxmChAFBBf2N7RX0hXhKyQM1gYG4WJWfGK/YW0CEDrnHT8EjPcVS7lUhXouCnzfdiysxCDLERf+q5m+VjBGQjwEBCpA214OGwFBbKBlphHF6J41y5U5uRIjtPGxEAAUJmbKzlGExZWb4ErtdlBptRUlo8RERERERGRLAaIyEWq+TQAlF45j5WR4Ui80h0Df3bvL3SkRTpO2fTopeI6wZfPo2vePyWzg6IuHXMdEyC6l4/VgprgT+yTixxNo2UCLZrAQMQufsrROFpiXNzTiwFAfsySZ5G7clWdA021zQ5i+RgRERERERHJYYCIADj6C8XsX4ZsJOCyGIFI4QrCPp2L3AHPosftU/BzkAXGwp5IzZzm9tpgSxhuPTceRbrLHmZ2p7cUIbzgdJ2zg+or+GNKTQU0GsVAiyk1FVibphyQURgjaDR1DjQxO4iIiIiIiIjqEwNEhG93vYlzX72H3fmrYbQ6MnryABzR5aPdV28AAAxt2mDgRy0ASPcXamYNRaA5H5bAMMn+QnpzPsIKzlS9Tjo7yBvBHzWBFjXjlMbUV6DJdbvMDiIiIiIiIqI6YoDIz9kqK/H9/o9RkDsfhmvOGaxhuJg7H6X7X0Vcs3loZjFLzuPoL6RDi4v7cC5xtGR/oaQz70FrCnE0V/Y4kfeCP2oDLWrGKY1xrqnowAFkpKej14gRMPXrV6tAExEREREREVF9YYDIz32//7/IujIBBkhnBuVcuR9xp/MBGBXnM5Tnoev30v2FYi4dQ8ScOY7mykCjC/40JEGrhbFPHxTn5cHYp4/HwE9jXDcRERERERE1PQwQ+YmKigq898H/Q8GVAoRFhOGecQ8iKCgIR06fhtF6s+TrBAgwWEORfeZbAD0UrxOECoRd/sFzfyEBCIiLU91c2ZeDP0RERERERES+hAEiP/DKq2koPpEAo7UNBACFAF76+mOEdD0PaJWzggBAsJVBX5EPsz5Mtr9Q4sjeKHjrBwgCavYXus7mygz+EBEREREREd14Gm8vgG6sV15NQ+W33WC0hNU4brSEofLbbii4XKFqnviYKCSdedfxxbWNo6v1FzKlDEOLtWkIiI2tMSQgNhYt1qZ5bK4cOnoUgvv1ZW8dIiIiIiIiIi9hBlETVlFRgYqjCdCJcM/6EQQIooigcy2hs+TDqguTzQy6SVuJkoAc4Id/4XS7e9z7C519H/EBOa4sIDZXJiIiIiIiIvIdDBA1Ye+99xZ0YjvAQ9wHACAI0CECLS98pLjzWMifFiC4U0dUzpvv6C8U2u5qf6HCsxAgInZtmisIxNIwIiIiIiIiIt/BErMmoLy0FB+u+Qdydn+BD9f8A+WlpQAAy6nzql7v3HlMby6ocVxvzkfX7/+JmEvHYMu7BFNqKlqsTYMuNgbhBacRl5uB8ILT0MXGuJWPEREREREREZHvYAaRj/t/Tz+L0qxkWAMd2To554C35uxEcPNjQKlZ1Rx6SxHCC0573nkMjiyigOhoAOp3FiMiIiIiIiIi38EAkQ/7f08/i4JLgwFdzeNWXRgKLg1GtOYTmG0W2DU62f5CEcJliFU9iWrsPAYAgoCA2FgYe/e6eojlY0RERERERERNCkvMfFR5aSlKs5IdX3hoQA0ABRX9kfTTZscxiZ3HEi9uR/ySZ2TncW5NT0RERERERERNEwNEPurjl1+CNTDcc2YQAAgCrPoIVHSNle0v1PexiTCNHKl6a3oiIiIiIiIianpYYuajyi+VqBqXr9fjtmenIe75FbhsDnH1F4oMKkbzZ59yBX/YW4iIiIiIiIjIfzFA5KMMUc1QVKRunNrgD3sLEREREREREfknBoh81KhZc/DWnJ2w6sIkG1DrrPkYNWsOAAZ/iIiIiIiIiEgaexD5KENwsGMre0CyAXVw8+9gCA5u4JURERERERERka9pMgGi9evXo02bNggKCkKvXr3w5ZdfentJN9yDzy9DWNRe6KwFNY7rrPkIi9qLB59f5p2FEREREREREZFPaRIlZu+88w7mz5+P9evXY+DAgXj11Vdxxx134IcffkCrVq28vbwb6sHnl6G8tBQfr3sJV37LQ0TLaIyaPQeG4Hu8vTQiIiIiIiIi8hFNIoNozZo1ePjhh/HII4/gpptuQlpaGhISErBhwwZvL61BGIKDMXbho4gdfhvGLnyUZWVEREREREREVCs+n0FksViQkZGBJ598ssbx1NRU7N+/3+NrzGYzzGaz6+uiqu3ArFYrrFbrjVvsDeRct6+u31/xufkePjPfxOfmm/jcfA+fmW/ic/M9fGa+ic/NNzWF56Z27YIoXtvh2LdcvHgRLVq0wFdffYUBAwa4ji9fvhxvvvkmTp065faapUuX4rnnnnM7vnnzZhiNxhu6XiIiIiIiIiKihlJWVoYHHngAhYWFMJlMkuN8PoPISbhmq3dRFN2OOT311FNYuHCh6+uioiIkJCQgNTVV9s1qzKxWK9LT0zFixAjodDpvL4dU4nPzPXxmvonPzTfxufkePjPfxOfme/jMfBOfm29qCs/NWTWlxOcDRFFRUdBqtcjOzq5xPDc3F7GxsR5fo9frodfr3Y7rdDqffeBOTeEe/BGfm+/hM/NNfG6+ic/N9/CZ+SY+N9/DZ+ab+Nx8ky8/N7Xr9vkm1YGBgejVqxfS09NrHE9PT69RckZERERERERERJ75fAYRACxcuBCTJk1C79690b9/f7z22mv49ddfMWPGDG8vjYiIiIiIiIio0WsSAaIJEybg8uXLWLZsGbKystC1a1d88sknaN26tbeXRkRERERERETU6DWJABEAzJw5EzNnzvT2MoiIiIiIiIiIfI7P9yAiIiIiIiIiIqK6YYCIiIiIiIiIiMjPMUBEREREREREROTnGCAiIiIiIiIiIvJzDBAREREREREREfm5JrOLWV2IoggAKCoq8vJKrp/VakVZWRmKioqg0+m8vRxSic/N9/CZ+SY+N9/E5+Z7+Mx8E5+b7+Ez8018br6pKTw3Z6zDGfuQwgARgOLiYgBAQkKCl1dCRERERERERFT/iouLERoaKnleEJVCSH7Abrfj4sWLCAkJgSAI3l7OdSkqKkJCQgLOnz8Pk8nk7eWQSnxuvofPzDfxufkmPjffw2fmm/jcfA+fmW/ic/NNTeG5iaKI4uJixMfHQ6OR7jTEDCIAGo0GLVu29PYy6oXJZPLZP7T+jM/N9/CZ+SY+N9/E5+Z7+Mx8E5+b7+Ez8018br7J15+bXOaQE5tUExERERERERH5OQaIiIiIiIiIiIj8HANETYRer8eSJUug1+u9vRSqBT4338Nn5pv43HwTn5vv4TPzTXxuvofPzDfxufkmf3pubFJNREREREREROTnmEFEREREREREROTnGCAiIiIiIiIiIvJzDBAREREREREREfk5BoiIiIiIiIiIiPwcA0Q+5osvvsBdd92F+Ph4CIKAbdu2uc5ZrVYsWrQI3bp1Q3BwMOLj4zF58mRcvHjRewsmrFixAn369EFISAhiYmJw991349SpU5Ljp0+fDkEQkJaW1nCLJDcbNmxA9+7dYTKZYDKZ0L9/f/z3v/+tMebkyZMYM2YMQkNDERISgltuuQW//vqrl1ZM11qxYgUEQcD8+fNdx0pKSjB79my0bNkSBoMBN910EzZs2OC9RRIA4MKFC5g4cSIiIyNhNBpx8803IyMjw3VeFEUsXboU8fHxMBgMGDJkCL7//nsvrti/JSYmQhAEt//PmjWLn0UascrKSvz5z39GmzZtYDAY0LZtWyxbtgx2u93jeH4eaRyKi4sxf/58tG7dGgaDAQMGDMChQ4dqjOHnEe+S+/0MUPczLDs7G5MmTUJcXByCg4PRs2dPvPfeew14F/6nPn6vNpvNmDNnDqKiohAcHIwxY8bgt99+a+A7qV8MEPmY0tJSJCcnY926dW7nysrKcOTIETzzzDM4cuQIPvjgA2RmZmLMmDFeWCk57d27F7NmzcI333yD9PR0VFZWIjU1FaWlpW5jt23bhgMHDiA+Pt4LK6XqWrZsiZUrV+Lw4cM4fPgwhg0bhrFjx7p+oJ89exaDBg1Cp06dsGfPHhw7dgzPPPMMgoKCvLxyAoBDhw7htddeQ/fu3WscX7BgAXbu3IlNmzbh5MmTWLBgAebMmYMPP/zQSyul/Px8DBw4EDqdDv/973/xww8/4B//+AfCwsJcY1avXo01a9Zg3bp1OHToEOLi4jBixAgUFxd7b+F+7NChQ8jKynL9Pz09HQAwfvx4fhZpxFatWoVXXnkF69atw8mTJ7F69Wr87W9/w0svveQ2lp9HGo9HHnkE6enpeOutt3D8+HGkpqZi+PDhuHDhAgB+HmkM5H4/A9T9DJs0aRJOnTqF7du34/jx4xg3bhwmTJiAb7/9tqFuw+/Ux+/V8+fPx9atW7Flyxbs27cPJSUlGD16NGw2W0PdRv0TyWcBELdu3So75uDBgyIA8ZdffmmYRZGi3NxcEYC4d+/eGsd/++03sUWLFuKJEyfE1q1biy+88IJ3FkiSwsPDxX/961+iKIrihAkTxIkTJ3p5ReRJcXGxmJSUJKanp4uDBw8W582b5zrXpUsXcdmyZTXG9+zZU/zzn//cwKskp0WLFomDBg2SPG+328W4uDhx5cqVrmMVFRViaGio+MorrzTEEknBvHnzxHbt2ol2u93jeX4WaRxGjRolTps2rcaxcePGuf0s4+eRxqOsrEzUarXijh07ahxPTk4Wn376aVEU+Xmksbn29zO1P8OCg4PFjRs31pgrIiLC9bmTbqzr+b26oKBA1Ol04pYtW1xjLly4IGo0GnHnzp03crk3FDOImrjCwkIIglDjX2LJuwoLCwEAERERrmN2ux2TJk3C448/ji5dunhraSTBZrNhy5YtKC0tRf/+/WG32/Hxxx+jQ4cOuP322xETE4N+/fq5pRSTd8yaNQujRo3C8OHD3c4NGjQI27dvx4ULFyCKIj7//HNkZmbi9ttv98JKCQC2b9+O3r17Y/z48YiJiUGPHj3wz3/+03X+3LlzyM7ORmpqquuYXq/H4MGDsX//fm8smaqxWCzYtGkTpk2bBkEQPI7hZ5HGYdCgQfjss8+QmZkJADh27Bj27duHO++80zWGn0cal8rKSthsNrdsIIPBgH379vHziA9Q+zNs0KBBeOedd3DlyhXY7XZs2bIFZrMZQ4YM8cKqyZNrf5ZlZGTAarXWeLbx8fHo2rWrT38+YYCoCauoqMCTTz6JBx54ACaTydvLIThqkBcuXIhBgwaha9euruOrVq1CQEAA5s6d68XV0bWOHz+OZs2aQa/XY8aMGdi6dSs6d+6M3NxclJSUYOXKlRg5ciQ+/fRT/O53v8O4ceOwd+9eby/br23ZsgVHjhzBihUrPJ5/8cUX0blzZ7Rs2RKBgYEYOXIk1q9fj0GDBjXwSsnpp59+woYNG5CUlIRdu3ZhxowZmDt3LjZu3AjA0ZcBAGJjY2u8LjY21nWOvGfbtm0oKCjAQw895PE8P4s0HosWLcL999+PTp06QafToUePHpg/fz7uv/9+1xh+HmlcQkJC0L9/f/zlL3/BxYsXYbPZsGnTJhw4cABZWVn8POID1P4Me+edd1BZWYnIyEjo9XpMnz4dW7duRbt27Rp0veSZp59l2dnZCAwMRHh4eI2xvv75JMDbC6Abw2q14r777oPdbsf69eu9vRyqMnv2bHz33XfYt2+f61hGRgbWrl2LI0eOSP7rK3lHx44dcfToURQUFOD999/HlClTsHfvXte/HIwdOxYLFiwAANx8883Yv38/XnnlFQwePNiLq/Zf58+fx7x58/Dpp59K9l548cUX8c0332D79u1o3bo1vvjiC8ycORPNmzf3mHFEN57dbkfv3r2xfPlyAECPHj3w/fffY8OGDZg8ebJr3LV/P4qiyL8zG4F///vfuOOOOzz2quFnkcblnXfewaZNm7B582Z06dIFR48exfz58xEfH48pU6bw80gj9dZbb2HatGlo0aIFtFotevbsiQceeABHjhxxNRjn55HGT+ln2J///Gfk5+dj9+7diIqKwrZt2zB+/Hh8+eWX6NatW0Mvl6qp7c8yX/98wgyiJshqteLee+/FuXPnkJ6ezn+xayTmzJmD7du34/PPP0fLli1dx7/88kvk5uaiVatWCAgIQEBAAH755Rc8+uijSExM9N6CCYGBgWjfvj169+6NFStWIDk5GWvXrkVUVBQCAgLQuXPnGuNvuukm7hriRRkZGcjNzUWvXr1c30t79+7Fiy++iICAAJSWlmLx4sVYs2YN7rrrLnTv3h2zZ8/GhAkT8Pe//93by/dbzZs3l/1eiouLAwC3f43Lzc11+xdZali//PILdu/ejUceecTtHD+LND6PP/44nnzySdx3333o1q0bJk2ahAULFrgyLvl5pHFq164d9u7di5KSEpw/fx4HDx6E1WpFmzZt+HnEB6j5GXb27FmsW7cOr7/+OlJSUpCcnIwlS5agd+/eePnllxt8zXSV3M+yuLg4WCwW5Ofn13iNr38+YYCoiXH+IT59+jR2796NyMhIby/J74miiNmzZ+ODDz7A//73P7Rp06bG+UmTJuG7777D0aNHXf+Pj4/H448/jl27dnlp1eSJKIowm80IDAxEnz59cOrUqRrnMzMz0bp1ay+tjlJSUnD8+PEa30u9e/fGgw8+iKNHj8Jms8FqtUKjqfmjT6vVSm7zTDfewIEDZb+X2rRpg7i4ONdOWYCj783evXsxYMCABl0r1fSf//wHMTExGDVqVI3j/CzSOJWVlcn+/cfPI41bcHAwmjdvjvz8fOzatQtjx47l5xEfoOZnWFlZGQDw80kjo/SzrFevXtDpdDWebVZWFk6cOOHTn09YYuZjSkpKcObMGdfX586dw9GjRxEREYH4+Hjcc889OHLkCHbs2AGbzeaKVkdERCAwMNBby/Zrs2bNwubNm/Hhhx8iJCTE9UxCQ0NhMBgQGRnp9heOTqdDXFwcOnbs6I0lE4DFixfjjjvuQEJCAoqLi7Flyxbs2bMHO3fuBOD4l9gJEybgtttuw9ChQ7Fz50589NFH2LNnj3cX7sdCQkJq9PYCHB+oIyMjXccHDx6Mxx9/HAaDAa1bt8bevXuxceNGrFmzxhtLJgALFizAgAEDsHz5ctx77704ePAgXnvtNbz22msAHGn58+fPx/Lly5GUlISkpCQsX74cRqMRDzzwgJdX77/sdjv+85//YMqUKQgIuPpxsrKykp9FGqm77roLzz//PFq1aoUuXbrg22+/xZo1azBt2jQA4OeRRmrXrl0QRREdO3bEmTNn8Pjjj6Njx46YOnUqAH4eaQzkfj9r1aqV4s+wTp06oX379pg+fTr+/ve/IzIyEtu2bUN6ejp27Njhrdtq8ur6e3VoaCgefvhhPProo4iMjERERAQee+wxdOvWzbfbFnhvAzW6Hp9//rkIwO3/U6ZMEc+dO+fxHADx888/9/bS/ZbUM/nPf/4j+RpuK+t906ZNE1u3bi0GBgaK0dHRYkpKivjpp5/WGPPvf/9bbN++vRgUFCQmJyeL27Zt89JqScq129xnZWWJDz30kBgfHy8GBQWJHTt2FP/xj39Ibs9NDeOjjz4Su3btKur1erFTp07ia6+9VuO83W4XlyxZIsbFxYl6vV687bbbxOPHj3tptSSKorhr1y4RgHjq1Kkax/lZpPEqKioS582bJ7Zq1UoMCgoS27ZtKz799NOi2WyWfA0/j3jfO++8I7Zt21YMDAwU4+LixFmzZokFBQU1xvDziHfJ/X4miup+hmVmZorjxo0TY2JiRKPRKHbv3t1t23uqX/Xxe3V5ebk4e/ZsMSIiQjQYDOLo0aPFX3/91Xs3VQ8EURTFGxd+IiIiIiIiIiKixo49iIiIiIiIiIiI/BwDREREREREREREfo4BIiIiIiIiIiIiP8cAERERERERERGRn2OAiIiIiIiIiIjIzzFARERERERERETk5xggIiIiIiIiIiLycwwQERERERERERH5OQaIiIiIiBrQQw89hLvvvtvbyyAiIiKqQRBFUfT2IoiIiIj8RWFhIURRRFhYmLeXQkREROTCABERERERERERkZ9jiRkRERFRLdntdqxatQrt27eHXq9Hq1at8PzzzwMAjh8/jmHDhsFgMCAyMhJ//OMfUVJS4nrttSVmQ4YMwdy5c/HEE08gIiICcXFxWLp0aY3rLV26FK1atYJer0d8fDzmzp3bELdJREREfoQBIiIiIqJaeuqpp7Bq1So888wz+OGHH7B582bExsairKwMI0eORHh4OA4dOoR3330Xu3fvxuzZs2Xne/PNNxEcHIwDBw5g9erVWLZsGdLT0wEA7733Hl544QW8+uqrOH36NLZt24Zu3bo1xG0SERGRH2GJGREREVEtFBcXIzo6GuvWrcMjjzxS49w///lPLFq0COfPn0dwcDAA4JNPPsFdd92FixcvIjY2Fg899BAKCgqwbds2AI4MIpvNhi+//NI1T9++fTFs2DCsXLkSa9aswauvvooTJ05Ap9M12H0SERGRf2EGEREREVEtnDx5EmazGSkpKR7PJScnu4JDADBw4EDY7XacOnVKcs7u3bvX+Lp58+bIzc0FAIwfPx7l5eVo27Yt/vCHP2Dr1q2orKysp7shIiIicmCAiIiIiKgWDAaD5DlRFCEIgsdzUscBuGUGCYIAu90OAEhISMCpU6fw8ssvw2AwYObMmbjttttgtVqvY/VEREREnjFARERERFQLSUlJMBgM+Oyzz9zOde7cGUePHkVpaanr2FdffQWNRoMOHTpc9zUNBgPGjBmDF198EXv27MHXX3+N48ePX/d8RERERNcK8PYCiIiIiHxJUFAQFi1ahCeeeAKBgYEYOHAg8vLy8P333+PBBx/EkiVLMGXKFCxduhR5eXmYM2cOJk2ahNjY2Ou63htvvAGbzYZ+/frBaDTirbfegsFgQOvWrev5zoiIiMifMUBEREREVEvPPPMMAgIC8Oyzz+LixYto3rw5ZsyYAaPRiF27dmHevHno06cPjEYjfv/732PNmjXXfa2wsDCsXLkSCxcuhM1mQ7du3fDRRx8hMjKyHu+IiIiI/B13MSMiIiIiIiIi8nPsQURERERERERE5OcYICIiIiIiIiIi8nMMEBERERERERER+TkGiIiIiIiIiIiI/BwDREREREREREREfo4BIiIiIiIiIiIiP8cAERERERERERGRn2OAiIiIiIiIiIjIzzFARERERERERETk5xggIiIiIiIiIiLycwwQERERERERERH5uf8PD0WY4+40v0cAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_E([st_pete()], ks=(10_000, 101, 100, 11, 10))"
]
},
{
"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 therefore don't yield as many diamonds.\n",
"\n",
"Let's see what the optimal strategy looks like for this distribution. "
]
},
{
"cell_type": "code",
"execution_count": 39,
"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": [
"I don't fully understand this plot, but it 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 36 coins, the strategy is to sell back any bag under about 440 diamonds, regardless of how many coins are left.\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
}