\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 random 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 distributions.\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 **stop** playing, to **peek** at or **buy** a bag, and after buying, to **keep** the bag or **sell** it back. \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 from peeking. \n",
"- **Good strategy**: Here's what a good strategy should do in various situations:\n",
" - **Peek first**. If you're going to do *K* peeks eventually, it is always better to do all *K* 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 \"peek first\" idea, the remaining action choices can be simplified to just **keep** or **sell**.\n",
" - With fewer than 12 coins, nothing can be bought; the only choice is to **stop**.\n",
" - With 12 coins, buy a random bag and keep it no matter what, because selling it back would not yield enough coins to buy another bag. \n",
" - With 13 coins, buy a bag. Suppose it has *d* diamonds. Keep it if you think *d* is more than you'd get from selling it back and buying another. \n",
" - With 14 coins or more you have to think ahead, considering the value of keeping or selling on this turn, as well as on subsequent turns.\n",
" - Since the goal is to maximize diamonds, not coins, never **stop** until you've bought all the bags you can.\n",
"- **Probability distribution**: A collection of bags (stockpile or peeks) can be represented as a [**discrete probability distribution**](https://en.wikipedia.org/wiki/Probability_distribution#Discrete_probability_distribution) containing all the numbers of diamonds in the bags. \n",
"- **Stockpile**: By default, I'll say a stockpile is 10,000 bags with mean 100 diamonds.\n",
"- **Peeks**: By default, a player peeks at 1,000 bags. (That should be enough.)\n",
"- **Maximizing**: 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",
" \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": [
"# Probability distributions\n",
" \n",
"A discrete probability distribution keeps a count of how many times each value occurred. I will define `ProbDist` as a subclass of Python's `Counter` class that works as follows:\n",
"- `P = ProbDist([100, 101, 100])` (or equivalently `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": "4da99828-f783-4e84-9d93-fad5922b1449",
"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 probabilities.\"\"\"\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",
"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": [
"## Where do the values in a discrete probability distribution come from? \n",
"\n",
"One answer is that they can be generated by repeated calls to a function that returns a random value each time it is called. The function `normal` constructs a probability distributions this way; this is suitable for the merchant's stockpile. (Other distributions besides the normal/Gaussian distribution would also be suitable.) "
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "dd2b379b",
"metadata": {},
"outputs": [],
"source": [
"def normal(σ, μ=MEAN, n=N) -> ProbDist:\n",
" \"\"\"A ProbDist of n non-negative 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')"
]
},
{
"cell_type": "markdown",
"id": "88f7ae0f-15d2-42b3-b7fc-21a906e437b2",
"metadata": {},
"source": [
"Another answer is to randomly sample values from a stockpile to build a distribution that approximates the stockpile. The function `peek` does this:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "75ec4fb4-61a7-493b-befd-441826b97fc3",
"metadata": {},
"outputs": [],
"source": [
"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": "403131ad-7972-4983-a578-473068deac2d",
"metadata": {},
"source": [
"Here's an example of forming a stockpile of 10,000 bags sampled from a normal distribution with standard deviation 1 and mean 100, and then creating another distribution by peeking at 1,000 of them. You can see that 1,000 peeks does a good job of replicating the mean and standard deviation of the original stockpile."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "e864cd55-5c9c-46a5-b006-10de35f25d6e",
"metadata": {},
"outputs": [],
"source": [
"stock1 = normal(σ=1)\n",
"peek1 = peek(stock1)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"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": 8,
"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": "markdown",
"id": "7a8c4595-887a-4a1a-82b4-a198d542b62e",
"metadata": {},
"source": [
"Here is what the raw distributions look like:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "1fddb469-ed3f-4258-a545-b937bd00d204",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ProbDist({100: 3808,\n",
" 101: 2388,\n",
" 99: 2476,\n",
" 98: 611,\n",
" 97: 55,\n",
" 102: 598,\n",
" 103: 58,\n",
" 104: 3,\n",
" 96: 3})"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stock1"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "ce79bb5f-4067-4556-a157-c3c4893b4a6a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ProbDist({102: 54, 98: 61, 99: 251, 100: 390, 101: 237, 97: 3, 103: 4})"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"peek1"
]
},
{
"cell_type": "markdown",
"id": "3193d3bd-eaf7-4b9f-acc7-5102af1a313b",
"metadata": {},
"source": [
"# Strategies\n",
"\n",
"We already said that it best to do all the peeks first, and to keep buying until you run out of coins. So 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 returns a strategy function, given a distribution of peeked-at bags (and possibly additional arguments).\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`. The strategy also keeps a bag if selling it would not yield enough coins to buy another bag. "
]
},
{
"cell_type": "code",
"execution_count": 11,
"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 (d >= cutoff or c - BUY + SELL < BUY) 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": 12,
"id": "2023f0ce-4bf4-442f-87bf-a3bee5c6a4bc",
"metadata": {},
"outputs": [],
"source": [
"strategy = cutoff_strategy(peek1, 0.95) # A strategy to keep bags at least 95% as good as the mean of the peeked-at bags\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\n",
"assert strategy(12, 50) == 'keep' # Keep because if we sold, we couldn't buy another bag\n",
"assert strategy.__name__ == 'cutoff_95' # Descriptive function name"
]
},
{
"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:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"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 the 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": 14,
"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": 15,
"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": 16,
"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'{action} a {bag:3d} diamond bag (total: {sum(kept):3d} diamonds and {coins:3d} coins.')\n",
" return kept"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "562696b4-9786-4b64-ab89-9147aeb163b0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"sell a 95 diamond bag (total: 0 diamonds and 94 coins.\n",
"keep a 104 diamond bag (total: 104 diamonds and 82 coins.\n",
"sell a 97 diamond bag (total: 104 diamonds and 81 coins.\n",
"sell a 97 diamond bag (total: 104 diamonds and 80 coins.\n",
"sell a 99 diamond bag (total: 104 diamonds and 79 coins.\n",
"keep a 116 diamond bag (total: 220 diamonds and 67 coins.\n",
"sell a 97 diamond bag (total: 220 diamonds and 66 coins.\n",
"sell a 100 diamond bag (total: 220 diamonds and 65 coins.\n",
"sell a 90 diamond bag (total: 220 diamonds and 64 coins.\n",
"sell a 99 diamond bag (total: 220 diamonds and 63 coins.\n",
"keep a 105 diamond bag (total: 325 diamonds and 51 coins.\n",
"sell a 93 diamond bag (total: 325 diamonds and 50 coins.\n",
"keep a 102 diamond bag (total: 427 diamonds and 38 coins.\n",
"keep a 126 diamond bag (total: 553 diamonds and 26 coins.\n",
"sell a 81 diamond bag (total: 553 diamonds and 25 coins.\n",
"sell a 95 diamond bag (total: 553 diamonds and 24 coins.\n",
"keep a 108 diamond bag (total: 661 diamonds and 12 coins.\n",
"keep a 98 diamond bag (total: 759 diamonds and 0 coins.\n"
]
},
{
"data": {
"text/plain": [
"[104, 116, 105, 102, 126, 108, 98]"
]
},
"execution_count": 17,
"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": 18,
"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": 19,
"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": 20,
"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": 21,
"id": "abc78961",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"94.40155233086679"
]
},
"execution_count": 21,
"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": 22,
"id": "a886cf08",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"100.05930000000001"
]
},
"execution_count": 22,
"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": 23,
"id": "e4c72e13",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"74.26480822105012"
]
},
"execution_count": 23,
"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": 24,
"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": 25,
"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": 26,
"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 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": 27,
"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": 28,
"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": 29,
"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"
]
},
{
"cell_type": "markdown",
"id": "cda38c96-90b3-467d-a997-104a58e2cf94",
"metadata": {},
"source": [
"## 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"
},
{
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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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4oZxu3bp1TJw4kW7dupGRkcGAAQMICwvTuxwHBwcOHz7MmDFjGDFiBObm5vTo0YPly5fTvXv3l9XVACxatAiA+fPn8+zZM9555x1++uknnevnvAxz587lzJkzDBw4kOTkZJo0acLmzZtxc3OT07Rt25bTp08zZ84cxo4dS2JiInZ2dtSqVQs/P78XLrt8+fKcOHGCKVOmMGXKFJKTk6latSrz589n3LhxL5SngYEBP/74I+PGjWP+/PlkZmbSokULdu3ahYeHR6HHGhkZsXPnTsaMGcOwYcNQKpW0b9+eX3/99YXX3ipISbR98ODBAMybN4+ePXvi4uLC1KlTOXz4MIcOHZLTtWzZkrCwMLZu3UpiYiLlypXj7bff5ptvvqF8+fIvo3mCIAiC8NIppNxjbQVBEARB+Fe7desWrq6uLFiwoMAFmgVBEARBEARBF7EmkiAIgiAIgiAIgiAIglAkEUQSBEEQBEEQBEEQBEEQiiSmswmCIAiCIAiCIAiCIAhFEiORBEEQBEEQBEEQBEEQhCKJIJIgCIIgCIIgCIIgCIJQJBFEEgRBEARBEARBEARBEIqkLO0KvCnUajX379/H0tIShUJR2tURBEEQBEEQBEEQBEF4KSRJIiUlhYoVK2JgUPB4IxFE0tP9+/epUqVKaVdDEARBEARBEARBEAShRNy5c4fKlSsXuF8EkfRkaWkJ5HSolZVVKdfmxWRlZbF37146duyIkZFRaVdH0JM4b28ecc7eTOK8vXnEOXszifP2ZhLn7c0jztmbSZy3N8+/5ZwlJydTpUoVOfZREBFE0pNmCpuVldUbHUQyNzfHysrqjX5z/9eI8/bmEefszSTO25tHnLM3kzhvbyZx3t484py9mcR5e/P8285ZUcv3iIW1BUEQBEEQBEEQBEEQhCKJIJIgCIIgCIIgCIIgCIJQJBFEEgRBEARBEARBEARBEIok1kR6iSRJIjs7G5VKVdpV0SkrKwulUkl6evprW0chP3He3jzinL2ZxHkrXYaGhiiVyiLn4QuCIAiCIAilRwSRXpLMzEzi4uJITU0t7aoUSJIkHBwcuHPnjvgj/Q0iztubR5yzN5M4b6XP3NwcR0dHjI2NS7sqgiAIgiAIgg4iiPQSqNVqbt68iaGhIRUrVsTY2Pi1vAFRq9U8e/YMCwsLDAzETMY3hThvbx5xzt5M4ryVHkmSyMzM5OHDh9y8eZPq1auLcyAIgiAIgvAaEkGklyAzMxO1Wk2VKlUwNzcv7eoUSK1Wk5mZiampqfjj/A0iztubR5yzN5M4b6XLzMwMIyMjbt++LZ8HQRAEQRAE4fUi/kp+icRNhyAIgiC8OPF7VBAEQRAE4fUm/loTBEEQBEEQBEEQBEEQiiSCSIIgCIIgCIIgCIIgCEKRRBDpNaJSS5y8/pgdF+9x8vpjVGqptKv0Sr1Oj9RWKBRERkaWSjnr1q2jY8eO8uuBAwfSv3//QvNp06YNY8eOLYEaFs3FxYUlS5bonT4sLIyyZcuWWH1eRGBgIO+++26B+4ODg1EoFCgUimK1VRD+iw4dOiRfL7mvq8aNG7Nt27bSq5ggCIIgCILwj4kg0mti9+U43p53gL5rTjFm80X6rjnF2/MOsPtyXImVmZKSwtixY3F2dsbMzIzmzZtz5syZAtMPGzZMr5vorKwsZs+ejZubG6amprz11lvs3r270GP27dvH+++/jyS92sBZcHAw9evXz7c9Li6Ozp07v9K6AGRkZBAUFMSMGTOKddy2bdsICQkpoVoJALVr1yYuLo4PP/ywxMqIi4ujX79+uLu7Y2BgUGBgMCIiglq1amFiYkKtWrXYvn17vjQrVqzA1dUVU1NTGjVqxNGjR19K2a9aeno6gYGB1K1bF6VSWWCw7/DhwzRq1AhTU1OqVq3K119/XWTeY8aMoVGjRpiYmOj8HCgtc+bMoXnz5pibmxcYcI2NjaVr166UKVOGcuXKMXr0aDIzMwvNNyMjg48//phy5cpRpkwZunXrxt27d7XSJCYm4u/vj7W1NdbW1vj7+/P06dNild28eXPi4uLw8/PTOm7GjBl8+umnqNVq/TtDEARBEARBeK2IINJrYPflOEZ8e564pHSt7fFJ6Yz49nyJBZKGDBnCvn372LBhA5cuXaJjx460b9+ee/fu5UsbGRlJVFQUFStWLDLf6dOns2rVKpYtW0Z0dDTDhw+nR48eXLhwQWf6u3fv0q9fPyIjI5k3b94/btfL4ODggImJySsvNyIiAgsLC1q2bFms42xtbbG0tCyhWgkASqUSBweHEn0CY0ZGBuXLl2fatGm89dZbOtOcPHmS3r174+/vz2+//Ya/vz9+fn5ERUXJabZs2cLYsWOZNm0aFy5coGXLlnTu3JnY2Nh/VHZpUKlUmJmZMXr0aNq3b68zzc2bN/Hx8aFly5ZcuHCBqVOnMnr0aCIiIgrNW5IkBg0aRO/evUui6i8sMzOTXr16MWLECJ37VSoVvr6+PH/+nGPHjrF582YiIiIYP358ofmOHTuW7du3s3nzZo4dO8azZ8/o0qWL1ijQfv36cfHiRXbv3s3u3bu5ePEi/v7+xSrb2NgYBwcHzMzMtMr39fUlKSmJPXv2vEi3CIIgCIIgCK8DSdBLUlKSBEhJSUn59qWlpUnR0dFSWlqa1vbnGVnS84wsSa1Wy9syslTS84wsKT0rW5IkScpWqaVmc3+VnCf/pPPHZfJPUtO5v0rZKnW+fFW5tmVmq4psg0qlkhITEyWVSiWlpqZKhoaG0k8//aSV5q233pKmTZumte3u3btSpUqVpMuXL0vOzs7SF198UWg5jo6O0vLly7W2de/eXerfv3++tJmZmVKzZs0kQAIkQ0ND6cCBA0W2RZIk6cmTJ5K/v79UtmxZyczMTOrUqZN09epVeX9oaKhkbW0tbd++XapevbpkYmIitW/fXoqNjZX3a8rV/ISGhkqSJEmAtH37dkmSJOnmzZsSIG3ZskV6++23JVNTU8nT01O6cuWKdPr0aalRo0ZSmTJlJG9vbykhIUEu//Tp01L79u0lOzs7ycrKSmrVqpV07tw5rTbkLkeSJKlr167ShAkTtNIEBARIPj4+0syZM6Xy5ctLlpaW0ocffihlZGTIaVq3bi2NGTNGfu3s7CyFhIRI/v7+UpkyZSQnJycpMjJSSkhIkLp16yaVKVNGqlOnjnTmzBmtsn744QepVq1akrGxseTs7CwtXLhQa/+DBw+kLl26SKamppKLi4v07bff5ntPLFq0SKpTp45kbm4uVa5cWRoxYoSUkpKS77zoY+bMmdJbb70lff3111LlypUlMzMz6f3335cSExO10q1fv17y8PCQTExMJHd3d+mrr77S2n/37l3Jz89PKlu2rGRrayt169ZNunnzprx/wIABUvfu3eXXZ8+elcqXLy999tlnWvXITfO+uHDhgrwtMTFRAqT9+/fL19qLyntONfz8/KROnTppbfP29pb69Okjv27SpIk0fPhwrTQeHh7Sp59++o/K1seNGzekzp07SxYWFvmur4MHD75Qnhp5z5PGpEmTJA8PD61tw4YNk5o1a6ZXvprzm/szsrh1WrBggeTg4CDZ2tpKH330kZSZmal3HgUp6FrZtWuXZGBgIN27d0/etmnTJsnExETn7yhJkqSnT59KRkZG0ubNm+Vt9+7dkwwMDKTdu3dLkiRJ0dHREiCdOnVKTnPy5EkJkP78889il63rfAUGBkr+/v4Ftrmg36cFyczMlCIjI19KfwuvjjhvbyZx3t484py9mcR5e7Okpz6Xdi6fKK0d4yPtXD5RSk99XtpVemGFxTxyK9WRSEeOHKFr165UrFhR59owkiQRHBxMxYoVMTMzo02bNvzxxx9aaV7W8PySUCtoD7WC9vDk+d/D/FcfuU6toD3M3JHTjtM3n+QbgZSbRM6IpNM3n8jb3p53kFpBe7j28Jm87Ydzd3UcXbDs7GxUKhWmpqZa283MzDh27Jj8Wq1W4+/vz8SJE6ldu7ZeeWdkZBSZr8b48eM5deqU/FqlUtG3b1/u379fZDmBgYGcPXuWH3/8kZMnTyJJEj4+PmRlZclpUlNTmTNnDuHh4Rw/fpzk5GT69OkDQO/evRk/frw8TSkuLq7QEQkzZ85k+vTpnD9/HqVSSd++fZk0aRJLly7l6NGjXL9+naCgIDl9SkoKAwYM4OjRo5w6dYrq1avj4+NDSkpKgWUcPXoUT0/PfNuPHDlCTEwMBw8eZNOmTWzfvp1Zs2YV2j9ffPEFLVq04MKFC/j6+uLv709AQAAffPAB58+fp1q1agQEBMhTCM+dO4efnx99+vTh0qVLBAcHM2PGDMLCwrT6/NatWxw4cIAffviBFStWkJCQoFWugYEBX375JZcvXyY8PJwDBw4wadKkQutamGvXrrF161Z27twpj4wYOXKkvH/NmjVMmzaNOXPmEBMTw9y5c5kxYwbh4eFAznugbdu2WFhYcOTIEY4dO4aFhQWdOnXSOf3n0KFDtGvXjlmzZjFt2rQXrreGhYVFoT/FnTZ58uRJrTWzALy9vTlx4gSQM4rl3Llz+dJ07NhRTlOSBgwYwN27d9mzZw+///47Xbt2xdTUlNDQUGrWrAnkTA0srE/0/azRKKhPzp49q/V5UFIOHjzI9evXOXjwIOHh4YSFhWldN8OHDy/yfVDYKLG8Tp48SZ06dbRGhnp7e5ORkcG5c+d0HnPu3DmysrK0+qlixYrUqVNHfl+cPHkSa2trmjZtKqdp1qwZ1tbWWmmKW3ZuTZo0KXJqpSAIgiAIwpsgYk4g51o2wm3ZTprvvoHbsp2ca9mIiDmBpV21EqUszcKfP3/OW2+9xcCBA3nvvffy7Z8/fz6LFy8mLCyMGjVq8Nlnn9GhQweuXLkiT90ZO3YsO3fuZPPmzdjZ2TF+/Hi6dOnCuXPnMDQ0BHKG59+9e1del+fDDz/E39+fnTt3vrrGFiAhpeAA0ouk05elpSVeXl6EhIRQs2ZN7O3t2bRpE1FRUVSvXl1ON2/ePJRKJaNHj9Y7b29vbxYvXkyrVq1wc3Nj//797NixI9/C2Vu2bGHZsmX5jn/w4AF+fn4cPnxYPod5/fXXX/z4448cP36c5s2bA7Bx40aqVKlCZGQkvXr1AnLWZ1q+fLl8UxQeHk7NmjU5ffo0TZo0wcLCQp6mVJQJEybg7e0N5Kyl0rdvX/bv30+LFi0AGDx4sNaN4zvvvKN1/KpVq7CxseHw4cN06dIlX/5Pnz7l6dOnOqcMGhkZsW7dOvkGe/bs2UycOJGQkBAMDHTHgn18fBg2bBgAQUFBrFy5ksaNG8t9M3nyZLy8vHjw4AEODg4sXryYdu3ayesx1ahRg+joaBYsWEBgYCBXr17ll19+4dSpU3J/rlu3Tg4MaOReS8fV1ZWQkBBGjBjBihUrCuzbwqSnpxMeHk7lypUBWLZsGb6+vixatAgHBwdCQkJYtGgRPXv2lMuMjo5m1apVDBgwgM2bN2NgYMDatWtRKBQAhIaGUrZsWQ4dOqR1U71jxw78/f1ZtWoVffv2faH65nXx4sVC9+ed8lOU+Ph47O3ttbbZ29sTHx8PwKNHj1CpVIWmKSmXL1+Wg6aa90hYWBiVK1fG2tpartOuXbsKDe4YGRkVq9yC+iQ7O5tHjx7h6OhYzJYUj42NDcuXL8fQ0BAPDw98fX3Zv38/Q4cOBWD27NlMmDCh0Dz0mSqsoau9NjY2GBsbF3iO4+PjMTY2xsbGRmt77vdFfHw8FSpUyHdshQoVtNIUt+zcKlWqRGxsLGq1usDPLkEQBEEQhNddxJxAam6Iyrfd+hmU3RBFBIG8Ny3s1VfsFSjVIFLnzp0L/BZekiSWLFnCtGnT5JvD8PBw7O3t+e677xg2bBhJSUmsW7eODRs2yGtlfPvtt1SpUoVff/0Vb29vYmJi2L17t9ZNzZo1a/Dy8uLKlSu4u7uXWPuiZ+cEHMyM/g6EfNjKjUFvu2JokHMzW8HSVOexeeVOd2xyWwBMlX/n+36jysWu34YNGxg0aBCVKlXC0NCQhg0b0q9fP86fPw/kfHO9dOlSzp8/L99862Pp0qUMHToUDw8PFAoFbm5uDBw4kNDQUK10NjY2GBgY6Fxk1c7OrtAbjJiYGJRKpdY35nZ2dri7uxMTEyNvUyqVWiN7PDw8KFu2LDExMTRp0kTvNgHUq1dP/rfmJqpu3bpa23KPyklISCAoKIgDBw7w4MEDVCoVqampBY44SEtLA8g3igugTp06WmvxeHl58ezZM+7cuYOzs/ML11dTTwcHB2JiYujevbtWHi1atGDJkiWoVCq5z3X1Z24HDx5k7ty5REdHk5ycTHZ2Nunp6Tx//pwyZcrorGthnJyc5ACSpu1qtZorV65gaGjInTt3GDx4sHzDDjkj7aytrYGc9/G1a9fyrRmVnp7O9evX5ddRUVH89NNPfP/99/To0aPY9SxItWrVXlpeGnmvR0mS8m3TJ83L9tdff6FUKmncuLG8zdbWFg8PD37//Xe5Xwt6z/4Tutqra3tJqF27tlbA29HRkUuXLsmvK1SooDM480/oateLnOO8x+iT7z8p28zMDLVaTUZGRrEDqIIgCIIgCK+DjLRUHLfnBJDy/vVjAKgBh8goMsalYmJWcuuplpZSDSIV5ubNm8THx2uNEjAxMaF169acOHGCYcOGFTk839vbu8jh+QUFkTIyMsjIyJBfJycnAzkjW/J+g56VlYUkSajVaq2AiKkyJwgiSZJ8Q6M0AOX/giNqtRpP57I4WJnyIDkdXc8lUwAO1qZ4OpeV89bkCxJqdc5RhgqKfOKNpg6aurq6unLw4EGeP39OcnIyjo6O9OnTBxcXF9RqNUeOHCEhIQEnJyc5D5VKxfjx41myZAk3btzQWY6dnR3btm0jPT2dx48fU7FiRaZMmYKrq6tWHdu3b8/06dOZPXu21vFubm6EhoZq9VtemlFNarVa68ZFkz73udC0N29fqNVqrfR5afLQ7DM0NNTKU9e23OkHDBjAo0ePWLx4Mc7OzpiYmNCiRQsyMjK0ytMcY2Njg0Kh4PHjxzrrk7sdutqWt51KpTJfPrrakJ2dXWBf5O5nzb8L68/bt2/LI6BmzZqFra0tx44dY+jQofJNY942FEZXnXK/j7Ozs4GcUV65r/HcbVWpVDRq1IgNGzbky798+fJy293c3LCzs2PdunV07twZY2PjQuuRux2af2s+G3LX0cLCotA2vv322+zatavA9uftJwcHB+Li4rS2P3jwAHt7e9RqNba2thgaGnL//v0C0+hDV9lFMTQ0RJKkfKMOVSqVVsC4bt263L59u8B8nJ2dtYIwueukb5/Ex8ejVCqxsbEp1mej5v/F6Sdd11ru98WIESPYuHFjoflcvnxZ67NWk0fu/2vY29sTFRWltT0xMZGsrCz5PZ1XhQoVyMzM5PHjx1qjkRISEuTAbIUKFXjw4EG+4x8+fCjnW5yydZ2vR48eYW5ujomJSYGfu5IkkZWVVeBI1Nw019yrmLYovDzivL2ZxHl784hz9mYS5+31t299MG7PCt5vANim5KTz/nDOK6vXP6Xve+61DSJphsXrmqKgufl4WcPzdfn88891rjmzd+/efE9n0kyHevbsWZGPWNZlYjsXJmz/EwVoBZI0oZEJ77jw/FnB6+gUl641ecqUKUNsbCx79uxh1qxZJCcn071793w35u+//z5+fn70799fDqwVxtLSkidPnvDDDz/w7rvv5jtmzJgxHD16lIMHDwI531KHhoZiYGBQaP5OTk5kZ2dz4MABuY5Pnjzh6tWrODs7k5ycTHp6OtnZ2fKjvyFnpMTTp0+pUqUKycnJqNVqMjMzdZaVlpZGcnIyz57lfEJogm2Qs86Opi81I6bS09ORJElOc+zYMRYsWMDbb78N5DyF7tGjR6Snp2uVpykHwN3dnQsXLtCsWTN5f1ZWFpcvXyYhIUH+5v7QoUNYWFhgZWUlj/bJ3Q61Wp2vnLxl5W1XtWrVOHz4MGPGjJHTHzp0CDc3N54/f06VKlUK7E9NWUePHiU7O5ugoCC5X27duqXVV3n7qTAZGRnExsZy5coVeUrS/v37MTAwwNHRETMzMypWrMiff/5J165d8x2fnJxMzZo12bJlC6amplhZWelMk5WVhbW1NaGhoXTt2pX333+f0NBQeVpVRkYGKpVKq86a/rtx4wZVq1YFkAMfmlFlKSkpHDlypNA2mpqa6uyLvOdUw9PTk19++YVBgwbJ23bt2oWnp6ectn79+uzatYt27drJafbu3Uvnzp316veCyi6Kk5MTKpWK/fv3y+/hx48fa12XAJs2bZIDgLoolUqdZWdlZZGdnZ1vX4MGDdizZ4/W9p9//pkGDRqQlpYmn4+CaM6v5rOxsHXL9KlTZmam1rYJEybIU0sLYmFhka9dBV0r9erVY+7cuVy9elWeirtjxw5MTEyoXr26zr6rXr06RkZG/Pjjj/KIsPj4eC5fvkxQUBDJycnUrVuXpKQkDh48KF/jZ8+eJSkpiXr16pGcnFyssnX1zfnz5+W8dMnMzCQtLY0jR44U+h7Ja9++fXqnFV4f4ry9mcR5e/OIc/ZmEuft9fXorz9w0yPdg7/+KPDL4teR5h63KK9tEEnjRaZkvIyh91OmTGHcuHHy6+TkZKpUqULHjh3z3Yimp6dz584dLCwsdE5FKkqPxlaYmZkx+6cY4pP/XvvIwdqUGb416VSn6PV69CFJEikpKVhaWqJQKNizZw+SJOHu7s61a9eYPHkyHh4ejBgxAiMjI6ysrHBxcdHKw9jYGGdnZ/kGA3JG3FSqVIm5c+cCOdOC7t27R/369bl375480mj69Ok6b+I3b96Mp6cnd+7cYfny5fIaQ4Vp0KAB3bp1Y9y4caxcuRJLS0umTJlCpUqV6NOnD0ZGRpiammJkZMTUqVNZsmQJRkZGjBkzhmbNmtG2bc6UQHd3d2JjY7lx4waVK1fG0tISExMTICegZWVlJY8kKVOmjFx/TSDR0tJS3mZqaopCoZBfV6tWjYiICFq2bElycjKTJ0/GzMwsXzBDUw7kTPE8e/as1n4jIyOysrIYN24c06ZN4/bt28ybN4+RI0fKU8mUSiXGxsbycQYGBjqDJrnLytuuyZMn07RpU7788kv8/Pw4efIka9euZfny5VhZWdGoUSO8vb0ZN24cX3/9NUqlknHjxmm1qU6dOmRnZ/PNN9/QpUsXjh8/Lq8TpemrvP1UGBMTE0xNTfn4449ZsGABycnJTJ06lV69eslrd82cOZOxY8dSvnx5OnXqREZGBmfPnuXp06d88sknDB48mK+++ooBAwYQHBxM5cqViY2NZfv27UyYMIHKlStjZGSEUqnEzc2NAwcO0K5dO4YPH86mTZtQKpWYmJhgaGioVWdN/33xxRe4ubnJDwKAnMDSW2+9RcWKFalfv36R7cxNs4ZSeno6SUlJ3LhxA2NjY2rVqgXAuHHjaNOmDV9//TXdunXjxx9/5PDhwxw5ckSu3/jx4xkwYABeXl54eXmxZs0a7t69y+jRo+U0U6dO5d69e/IC5PqUXZR69erx3nvvMX78eK3r0snJiT59+qBU5vzKqVOnTrH6JDo6mszMTFJSUkhNTZVHQWr6dvTo0axdu5ZZs2YxZMgQTp48ybfffsvGjRvl9m7fvp1p06YRHR0t53vt2jWePXtGYmIimZmZXL9+ndTUVDw9PeXPgaJo3ju53xvGxsZa2/R5r+cWGxvLkydPePjwIWq1Wm5vtWrVsLCw4N1336VWrVqMGjWKefPm8eTJE2bOnMmQIUO0pn7mZmVlxaBBgwgKCqJy5crY2toyadIk6tatS7du3TA0NKRx48byNb5y5Uog5/3m6+srf+YXp2xdfXPmzBk6d+5cYJ+kp6djZmZGq1at9Pp9mpWVxb59++jQoUOx19ISSo84b28mcd7ePOKcvZnEeXv97bl7HHbrnpWTm3312nj7+LyCGr0cen+BXJxHvpUk8jzq/Pr16xIgnT9/Xitdt27dpICAAEmSJGn//v0SID158kQrTb169aSgoCBJkiRp3bp1Oh+RbG1tLa1fv17v+hX2uLviPpK4INkqtXTi2iMp8sJd6cS1R1K2Sv2P8ssr7+Ort2zZIlWtWlUyNjaWHBwcpJEjR0pPnz4tNI+8j3OXpJzHgQ8YMEB+fejQIalmzZqSiYmJZGdnJ/n7+2s9DlqXqKgoadSoUcVqz5MnTyR/f3/J2tpaMjMzk7y9vaWrV6/K+zWPx46IiJDb+c4770i3bt2S06Snp0vvvfeeVLZsWQmQQkNDJUnSfj/qepT7wYMHJUDrUfN5H8d9/vx5ydPTUzIxMZGqV68uff/99/n6L+/7PiYmRjIzM9M6DwEBAZKPj480Y8YMyc7OTrKwsJCGDBkipaeny2nyPpJd13nKW5audv3www9SrVq1JCMjI8nJyUlasGCBVh5xcXGSr6+vZGJiIjk5OUnffPNNvrIWL14sOTo6yufkm2++0eqrgh5brovm0esrVqyQKlasKJmamko9e/bMd81v3LhRql+/vmRsbCzZ2NhIrVq1krZt26ZV74CAAKlcuXKSiYmJVLVqVWno0KHy9Zz3UeT379+XatSoIfn5+UnZ2dlyPXLT9N/kyZOlChUqSNbW1tL8+fOlLl26SLa2ttKZM2eK9ah4DXIGJGr9ODs7a6X5/vvvJXd3d8nIyEjy8PCQIiIi8uXz1VdfSc7OzpKxsbHUsGFD6fDhw1r7BwwYILVu3bpYZWve9zdv3iyw/k+fPpUGDBggX5edOnWS/vrrr+J2gxZnZ2eddcvt0KFDUoMGDSRjY2PJxcVFWrlypdb+0NDQfMe0bt1aZ77Xr1+X0+T+XNBF12Psx4wZk69vi2PAgAE663Xw4EE5ze3btyVfX1/JzMxMsrW1lUaNGqX1maCr7mlpadKoUaMkW1tbyczMTOrSpYsUGxurdczjx4+l/v37S5aWlpKlpaXUv39/rc85fcvWtCN339y9e1cyMjKS7ty5U2Dbi/v7VDwG+c0kztubSZy3N484Z28mcd5ef0lPH0lHPT2ky+4eUrSOn8vuHtIxTw8pPfV5aVe1WAqLeeT22gaR1Gq15ODgIM2bN0/elpGRIVlbW0tff/21JEk5NytGRkbSli1b5DT379+XDAwMpN27d0uSJEnR0dESIEVFRclpTp06JQHSn3/+qXf9XkUQqaTlDSL92xUnWPE66dWrlzR37lz59X/tvOWmK3jzutRDVxBO4996zkJDQ6Vq1ar9a/+oyXvebt68KSmVSq3g9Jvidah73iDShAkTpKFDhxZ6jAgi/TeI8/ZmEuftzSPO2ZtJnLfXX1zKfemjibWkP9zzB5Iuu3tIf7h7SD98NqC0q1ls+gaRSvX5us+ePePixYvyFIqbN29y8eJFYmNjUSgUjB07lrlz57J9+3YuX75MYGAg5ubm9OvXDwBra2sGDx7M+PHj2b9/PxcuXOCDDz6gbt268tPaatasSadOnRg6dCinTp3i1KlTDB06lC5dupTok9kE4UUtWLCgyMWYhVfv0qVLWFhYsGLFitKuSqnZvXs3c+fO/c8Mrd69ezcffvihPHXyTVKadT969CgWFhb5FhOvUKECISEhr7w+giAIgiAILyIzM4Ot+75kecQEtu77kszMnAdvWVy4zseXKhPVzoGkPLdtTy0hxr8p700Le/UVfkVKdU2ks2fPymvTAPIaRAMGDCAsLIxJkyaRlpbGRx99RGJiIk2bNmXv3r1aj+r+4osvUCqV+Pn5kZaWRrt27QgLC9N6qsvGjRsZPXq0/BS3bt26sXz58lfUSkEoHmdnZz7++OPSrsYrUbt27QKf0rVq1apXXJuCjR49mg8++ADIeaLbf9XmzZtLuwqv1PDhw0u7Ci+sNOvu6ekpfzmUOyA+ceLEUqqRIAiCIAhC8azeMY1NjyJ5pHky+jNYueFr+ti8S4dv/0S6GUvnFh9gc/QT9q0P5sFff2BfvTYdBgVjYmZeaN5vOoUkFfAMdUFLcnIy1tbWJCUl6VxY++bNm7i6ur7QwtqvilqtJjk5GSsrK/nJWcLr79983m7fvl3goyTt7e21AsZvkn/zOfs3E+et9BX392lWVha7du3Cx8fnPzNC7t9AnLc3kzhvbx5xzt5M4ry9GqrsbP6M2kNa4j3MbCrh0dQbw/89BGb1jmksT9yR8+T03A/j+l/oZJxRJzrfsqXC+HEYmJr+a85ZYTGP3F77p7MJgvDv5ezsXNpVEARBEARBEAThP+TCnnDsT84i1fQZDw0NKa9S8WCfBQ+8ZlK7bR82PYpEMlSgkKBmrBqbZ5BoATFVFEgK2JD+C/0nnsfAWL+n+f7biCCSIAiCIAiCIAiCIAj/ehf2hPPw4mQmVrHhgbKMvN0+O5tJFyfz3b3DPFIa0OSKmsB9asql/H1skjms6WTAaXcDIg+vwq/D6FJoQekTQSRBEARBEARBEARBEP4VMjMziDy8ioTkWCpYOfFu62EYG5ugys7m+m+fMdu+HKglat3+e5TRn5UNmGBfjveTj9Ak3oTx29T58rVKhfHb1CzqCQkWsaXQsteDCCIJgiAIgiAIgiAIgvDG070g9ir6lnsXL7tmfG2npPEVicBftUcZPbKE8PYG7Hcz4rN9OQEkRZ68FYAaCNynJq515VfRnNeSCCIJgiAIgiAIgiAIgvBG0yyIjYI8o4xgeeIObt/5Fef7Bozfnn+UkW0KjNuuZmtLBeVSCn72mAFQLgXqWXiWYEtebyKIJAiCIAiCIAiCIAjCa6+gqWqZmRlsehRJ42voHGUU1t6AndWf8VUBo4wMyBll1PmMng+vT0x6Gc15I4lnGL9O1Cq4eRQu/ZDzf7WqtGv0SqlUr097FQoFkZGRpVLOunXr6Nixo/x64MCB9O/fv9B82rRpw9ixY0ughkVzcXFhyZIleqcPCwujbNmyJVafFxEYGMi7775b4P7g4GAUCgUKhaJYbRWEN43mfZ77Gp0wYQKjR/83F44UBEEQBOH1sXrHNDqFNyDi5CouR/1CxMlVdApvwOod04g8vIqq12H8djV2KdrH2abkbB/wq0S5lPwBJA0DwCpdv7ooy5f/J015o4kg0usi+kdYUgfCu0DE4Jz/L6mTs72EpKSkMHbsWJydnTEzM6N58+acOXOmwPTDhg3T6yY6KyuL2bNn4+bmhqmpKW+99Ra7d+8u9Jh9+/bx/vvvI0l6Rn5fkuDgYOrXr59ve1xcHJ07d36ldQHIyMggKCiIGTNmFOu4bdu2ERISUkK1EgBq165NXFwcH374YYmW89VXX1GzZk3MzMxwd3fnm2++0dr/ItcXwJ49e2jWrBmWlpaUL1+e9957j5s3b5ZUM/Q2ZswYGjVqhImJic5rEeDSpUu0bt0aMzMzKlWqxOzZs4v8rJgzZw7NmzfH3Nz8tQparl69mjZt2mBlZYVCoeDp06d6HbdixQpcXV0xNTWlUaNGHD16VGu/JEkEBwdTsWJFzMzMaNOmDX/88YdWmoyMDD7++GPKlStHmTJl6NatG3fv3tVKExcXl+8zftKkSYSGhr4W7xdBEARBEP6bVu+YxulTkcxaLRH8nZoxP6oJ/k7NrNUSUaciOX7lWwILGWUkAZ3P63evaWBtDYoCQk0KBUoHB8w9G71wW950Ioj0Ooj+EbYGQPJ97e3JcTnbSyiQNGTIEPbt28eGDRu4dOkSHTt2pH379ty7dy9f2sjISKKioqhYsWKR+U6fPp1Vq1axbNkyoqOjGT58OD169ODChQs609+9e5d+/foRGRnJvHnz/nG7XgYHBwdMTExeebkRERFYWFjQsmXLYh1na2uLpaVlCdVKAFAqlTg4OGBubl5iZaxcuZIpU6YQHBzMH3/8waxZsxg5ciQ7d+6U0xT3+gK4ceMG3bt355133uHixYvs2bOHR48e0bNnzxJri74kSWLQoEH07t1b5/7k5GQ6dOhAxYoVOXPmDMuWLWPhwoUsXry40HwzMzPp1asXI0aMKIlqv7DU1FQ6derE1KlT9T5my5YtjB07lmnTpnHhwgVatmxJ586diY39+6kg8+fPZ/HixSxfvpwzZ87g4OBAhw4dSEn5+6u4sWPHsn37djZv3syxY8d49uwZXbp00RoF6uDggLW1tVb5FSpUoGPHjnz99df/oOWCIAiCIAiFy8zMYOu+L1keMYGt+74kMzND3h5zYjvjChllVP5CSpGjjAral5dtQEDOP/IGkv732n7qFBSGhnrm9u8jgkglKfN5zk/ub8yzM3O2ZedcEKhVsHsyObHRvP63bfdk7altmnzVuRYEU2UVq2ppaWlEREQwf/58WrVqRbVq1QgODsbV1ZWVK1dqpb137x6jRo1i48aNGBkZFZn3hg0bmDp1Kj4+PlStWpURI0bg7e3NokWL8qXNysqiV69ePHr0CMi5QT548KBebUhMTCQgIAAbGxvMzc3p3Lkzf/31l7xfM20qMjKSGjVqYGpqSocOHbhz5468f9asWfz222/yFI6wsDBAe5rZrVu3UCgUbN26lZYtW2JmZkbjxo25evUqZ86cwdPTEwsLCzp16sTDhw/l8s+cOUOHDh0oV64c1tbWtG7dmvPnzxfaps2bN9OtWzed+2bPnk2FChWwsrJi2LBhZGZmyvvyTmdzcXHhs88+IyAgAAsLC5ydndmxYwcPHz6ke/fuWFhYULduXc6ePatVRkREBLVr18bExAQXF5d85ywhIYGuXbtiZmaGq6srGzduzFfPxYsXU7duXcqUKUOVKlX46KOPePbsWaHtLohmpNiqVauoUqUK5ubm9OrVK9/ojdDQUGrWrImpqSkeHh6sWLFCa/+9e/fo3bs3NjY22NnZ0b17d27dulVguefOnaNChQrMmTOnwDSa98XFixflbU+fPkWhUHDo0KEXaG3OtTNs2DB69+5N1apV6dOnD4MHD9YKrhbn+tI4f/48KpWKzz77DDc3Nxo2bMiECRP47bffyMrS/7Pj8ePH9OnTBxsbG/mayXvtFNeXX37JyJEjqVq1qs79GzduJD09nbCwMOrUqUPPnj2ZOnUqixcvLnQ00qxZs/jkk0+oW7fuC9UL/n7/bdiwARcXF6ytrenTp49WYKa4xo4dy6effkqzZs30Pmbx4sUMHjyYIUOGULNmTZYsWUKVKlXkz2pJkliyZAnTpk2jZ8+e1KlTh/DwcFJTU/nuu+8ASEpKYt26dSxatIj27dvToEEDvv32Wy5dusSvv/5aZB26devGpk2bXqzRgiAIgiAIRSh0qtrBlfQ8kPN3n65RRgCdT+tXjoG1tc47b8i5+1Y6OFBu+DAqLV2C0t5ea7/S3p5KS5dglWvpkf8iEUQqSXMr5vykPv5724mlOdt2Tch5fftE/hFIWqSc/bdP/L1pSd2cPB5d+Xvbxfw384XJzs5GpVJhamqqtd3MzIxjx47Jr9VqNf7+/kycOJHatWvrlXdGRkaR+WqMHz+eU6dOya9VKhV9+/bl/v3C+iRHYGAgZ8+e5ccff+TkyZNIkoSPj4/WTXFqaipz5swhPDyc48ePk5ycTJ8+fQDo3bs348ePl6cpxcXFFTgaAmDmzJlMnz6d8+fPo1Qq6du3L5MmTWLp0qUcPXqU69evExQUJKdPSUlhwIABHD16lFOnTlG9enV8fHwKvQE9evQonp75V/o/cuQIMTExHDx4kE2bNrF9+3ZmzZpVaP988cUXtGjRggsXLuDr64u/vz8BAQF88MEHnD9/nmrVqhEQECDfiJ87dw4/Pz/69OnDpUuXCA4OZsaMGVrBgcDAQG7dusWBAwf44YcfWLFiBQkJCVrlGhgY8OWXX3L58mXCw8M5cOAAkyZNKrSuhbl27Rpbt25l586d7N69m4sXLzJy5Eh5/5o1a5g2bRpz5swhJiaGuXPnMmPGDMLDw4Gc90Dbtm2xsLDgyJEjHDt2TA765Q7EaRw6dIh27doxa9Yspk2b9sL11rCwsCj0J/e0yYKundOnT8vv6+JcXxqenp4YGhoSGhqKSqUiKSmJDRs20LFjR70Cwxpjx47lxIkTbNmyhejoaIYMGQLAsmXLaNWqFQCdO3cuss3FcfLkSVq3bq01MtDb25v79+8XGgh8Wa5fv05kZCQ//fQTP/30E4cPH+b//u//5P1z584tsr15p54VR2ZmJufOndNaJw2gY8eOnDiR83vh5s2bxMfHa6UxMTGhdevWcppz586RlZWllaZixYrUqVNHTlOYJk2acOfOHW7fvv3CbREEQRAEQdClsKlqp09Fcut4RKGjjBSAuZ7fi9oGBKBQKHSOMlIoFPIoI6uOHam2/1ecwsOpuHAhTuHhVNv/638+gATi6Wyl79mDl5tOT5aWlnh5eRESEkLNmjWxt7dn06ZNREVFUb16dTndvHnzUCqVxVpU1dvbm8WLF9OqVSvc3NzYv38/O3bsyLdw9pYtW1i2bFm+4x88eICfnx+HDx/GsIBhgn/99Rc//vgjx48fp3nz5kDOiIUqVaoQGRlJr169gJyRTsuXL6dp06YAhIeHU7NmTU6fPk2TJk2wsLCQpykVZcKECXh7ewM567j07duX/fv306JFCwAGDx6sFXB55513tI5ftWoVNjY2HD58mC5duuTL/+nTpzx9+lTnlEEjIyPWrVuHhYUFtWvXZvbs2UycOJGQkBAMDHTHgn18fBg2bBgAQUFBrFy5ksaNG8t9M3nyZLy8vHjw4AEODg4sXryYdu3ayesx1ahRg+joaBYsWEBgYCBXr17ll19+4dSpU3J/rlu3jpo1a2qVm3tElKurKyEhIYwYMSLf6CB9paenEx4eTuXKlYGcgIWvry+LFi3CwcGBkJAQFi1aJE/NcnV1JTo6mlWrVjFgwAA2b96MgYEBa9euzfmFQc7IpbJly3Lo0CGtm+odO3bg7+/PqlWr6Nu37wvVN6/cI5V0MTMzk//t7e3N2rVreffdd2nYsCHnzp1j/fr1ZGVl8ejRIxwdHfW+vnJzcXFh79699OrVi2HDhqFSqfDy8mLXrl16tyM5OZmNGzeyadMmuc9WrlzJL7/8QlZWljySaO3ataSlpemdb1Hi4+NxcXHR2mb/v2+F4uPjcXV1fWll6aJWqwkLC5Oni/r7+7N//355lNrw4cPx8/MrNI9KlSq9cPmPHj1CpVLJbdawt7cnPj4eQP6/rjSaoE98fDzGxsbY2NgUmI8+bbh16xbOzs4v1hhBEARBEP6zCnuqWsyJ7YzbkX98kG0KjNuu5lfPR3qVkW1ugmFqhs5gkwQY/W+UkUn1ajyY+znZuf4GUtrbYz91ilaQSGFoSJmmTYrb1H89EUQqSVP/N5rGKNcaKs3HQLOPwOB/XW9hn/84XXKnG3sp5//Kv28+qV/407t02bBhA4MGDaJSpUoYGhrSsGFD+vXrJ0+5OnfuHEuXLuX8+fPyzbc+li5dytChQ/Hw8EChUODm5sbAgQMJDQ3VSmdjY4OBgQHq3NPy/sfOzq7A4AhATEwMSqVSDmZojnF3dycmJkbeplQqtUb2eHh4ULZsWWJiYmjSpHgfCPXq1ZP/rblZyz1Vxt7eXmtUTkJCAkFBQRw4cIAHDx6gUqlITU3VWsckN82Nd95RJgB16tTRWovHy8uLZ8+ecefOnQJv6PSpr6aeDg4OxMTE0L17d608WrRowZIlS1CpVHKf6+rP3A4ePMjcuXOJjo4mOTmZ7Oxs0tPTef78OWXKlNFZ18I4OTnJASRN29VqNVeuXMHQ0JA7d+4wePBghg4dKqfJzs6W13U5d+4c165dy7dmVHp6OtevX5dfR0VF8dNPP/H999/To0ePYtezINWqVdM77YwZM4iPj6dZs2ZIkoS9vT2BgYHMnz9fDqjqe33lFh8fz5AhQxgwYAB9+/YlJSWFoKAg3n//ffbt26fX9X39+nUkSZKDtpBzfTVp0oTff/9d3vZPAiYFyVs/zei54nwuvSgXFxet946jo6PWdW5ra4utrW2J10NXH+Tdpk+avPRJA38HO1NTU/WpriAIgiAIgmz1jmlsTthO+TgFNs8g0QK+vvU1fSr0oKxp+UKnqqmBJn/kzVG38oGDSFz5vzUccy97oFCgAK1RRpbt2pF69hzZDx+iLF8ec89G/+l1jopDBJFKkrGOG2alMWD892vn5mBVMWcRbZ2zMxU5+53/vnHTma+h/lNSNNzc3Dh8+DDPnz8nOTkZR0dHevfuLX+zf/ToURISEnBycpKPUalUjB8/niVLlhQ4laR8+fJERkaSnp7O48ePqVixIp9++mm+EQMdO3ZkxowZ+aZlubm5ER4eXuiNTUFroehzY1XQtqLknvajOT7vttwBscDAQB4+fMiSJUtwdnbGxMQELy8vnVOoICcIplAoSExM1LtOhbVDn/oCcp119V3uftbnxv327dv4+PgwfPhwQkJCsLW15dixYwwePLhYa+8URlN+7v5es2aNVkARkIMuarWaRo0a6Vy/qXyuR3O6ublhZ2fH+vXr8fX1xdjYOF/6ougaDVTU9K2WLVvyyy+/ADk36uvXr2fVqlU8ePAAR0dHVq9ejaWlJeXKlZPrrM/1ldtXX32FlZUV8+fPl7d9++23VKlShaioKL3W59G8d/K2UaVSaY0Y7Ny5c5HTt4qzRpaDg0O+kTKaIE7ekTclIe90v7zX+dy5c5k7d26hefzyyy/FXixfo1y5chgaGursA037NSMp4+PjcXR0LDBNZmYmiYmJWqOREhIStAKDBXny5Amgfc0IgiAIgiAURZ6q9qtEuZS/7y0eWUJ4+0gcDU2pW8hykwaAdRqkmRlgkqbWuR6PGsi0NsN+5EjMPTzEKKMSJoJIpc3AEDrNy3kKGwq0A0n/u1nv9H856UpImTJlKFOmDImJiezZs0e+0fT396d9+/Zaab29vfH392fgwIFF5mtqakqlSpXIysoiIiJC55SPoKAgTpw4wb59+4Ccm+iIiIgiH8ldq1YtsrOziYqKkm+AHj9+zNWrV7WmV2VnZ3P27Fl51NGVK1d4+vQpHh4eABgbGxc6DeifOHr0KCtWrMDHxweAO3fuyAuI62JsbEytWrWIjo7Ot/7J5cuXSUtLk0fynDp1CgsLC60ROv9UrVq18q2rc+LECWrUqIGhoSE1a9YssD81zp49S3Z2NosWLZJHkm3duvUf1Ss2Npb79+/L0/xOnjyJgYEBNWrUwN7enkqVKnHjxg3699c9Gq9hw4Zs2bJFXpS8IOXKlWPbtm20adOG3r17s3XrVr3WC8p9c3/jxo18+4sznU3DyMhIPrebN2+mS5cu+Ubm6XN9aaSmpuabGpo7yKYPNzc3TE1NOX78uDy9LCsri7NnzzJu3Dg53cuezubl5cXUqVPJzMyUA3t79+6lYsWK+aa5lYaSns5mbGxMo0aN2Ldvn9YIuX379skjB11dXXFwcGDfvn00aNAAyFlL6fDhw/Ki7I0aNcLIyIh9+/bJ9Y2Li+Py5ctawcWCXL58GSMjI73XxhMEQRAE4b9DlZ3Nn1F7SEu8h5lNJTyaemOoVOo1Ve2Gg36jnJ81rYPpod+R0B6xpHntFvJ/YpTRKyKCSK+DWt3A75ucp7DlXmTbqmJOAKmW7qd1/VN79uxBkiTc3d25du0aEydOxN3dXQ4Q2dnZYWdnp3WMkZERDg4OuLu7y9sCAgKoVKkSn3/+OZAzLejevXvUr1+fe/fuERwcjFqt1rm4soGBAd999x0NGzbkzp07rFixgrfeeqvIulevXp3u3bszdOhQVq1ahaWlJZ9++imVKlXSmpJlZGTExx9/zJdffomRkRGjRo2iWbNmchDExcWFmzdvcvHiRSpXroylpaXWAr7/RLVq1diwYQOenp4kJyczceJEnQGD3Ly9vTl27JjWukKQc7M+ZMgQZsyYwe3bt5k5cyajRo0qdMpfcY0fP57GjRsTEhJC7969OXnyJMuXL5fXMnJ3d6dTp04MHTqU1atXo1QqGTt2rFab3NzcyM7OZtmyZXTt2pXjx4//48eCm5qaMmDAABYuXEhycjKjR4/Gz89PHn0RHBzM6NGjsbKyonPnzmRkZHD27FkSExMZN24c/fv3Z8GCBXTv3p3Zs2dTuXJlYmNj2bZtGxMnTtQKxFWoUIEDBw7Qtm1b+vbty+bNm1EqC/+YDAkJwdHREUmSGD9+PAB//PEH1atXx8rKqljT2a5evcrp06dp2rQpiYmJLF68WF6gXEOf62v58uVs376d/fv3A+Dr68sXX3zB7Nmz5elsU6dOxdnZWQ46FMXMzIxRo0YxadIk7OzscHJyYv78+aSnpzN48GA5XXEDJteuXePZs2fEx8eTlpYmB91q1aqFsbEx/fr1Y9asWQQGBjJ16lT++usv5s6dS1BQkDwq7fTp0wQEBLB//365/NjYWJ48eUJsbCwqlUrOt1q1asVe3LswxZ3OFh8fT3x8PNeuXQPg0qVLWFpa4uTkVGA+48aNw9/fH09PT7y8vFi9ejWxsbEMHz4cyBkdNXbsWObOnUv16tWpXr06c+fOxdzcnH79+gFgbW3N4MGDGT9+PHZ2dtja2jJhwgTq1q2b78sCXY4ePSo/nVIQBEEQBEHjwp5wKhyfRUZSOs8zlBiYZBO/x5SEFjP5i8Qip6pVfJw3R93e8v8YRc9U4ufMRfXg7/WClQ72OEydKkYZvUIiiPS6qNUNPHxznsL27EHOGkjOzUt0BFJSUhJTpkzh7t272Nra8t577zFnzpxiPa0Jcm7Wcgcz0tPTmT59Ojdu3MDCwgIfHx82bNhQ4OiicuXK8cMPP7BhwwYCAwP1Ljc0NJQxY8bQpUsXMjMzadWqFbt27dKqv7m5OZMnT6Zfv37cvXuXt99+m/Xr18v733vvPbZt20bbtm15+vQpoaGhxapDYdavX8+HH35IgwYNcHJyYu7cuUyYMKHQY4YOHUrDhg1JSkqS1/QBaNWqFdWrV6dVq1ZkZGTQp08fgoODX0o9NRo2bMjWrVsJCgqSAyOzZ8/W6o/Q0FCGDBlC69atsbe357PPPpMX4gaoX78+ixcvZt68eUyZMoVWrVrx+eefExAQ8ML1qlatGj179sTHx4cnT57g4+OjtUj3kCFDMDc3Z8GCBUyaNIkyZcpQt25dORBnbm7OkSNHmDx5Mj179iQlJYVKlSrRrl07nSOTHBwcOHDgAG3atKF///7yI9IL0rJlSzp27EhGRgbTpk3D2tqa4OBgvLy8ih1QUalULFq0iCtXrmBkZETbtm05ceKE1ogbfa6vR48eaa339M477/Ddd98xf/585s+fj7m5OV5eXuzevVsOCty6dQtXV1cOHjxImzZtdNZvzpw5ZGdnExAQQHJyMp6enuzZs6fIkYOFGTJkCIcPH5Zfa4JaN2/exMXFBWtra/bt28fIkSPx9PTExsaGcePGaY1+Sk1N5cqVK1pTJoOCgrSCb5p8c7fPxcWFwMDAl34tFebrr7/WmsKreapd7s+eNm3a4OLiIi/U37t3bx4/fszs2bOJi4ujTp067Nq1S2s9tEmTJpGWlsZHH31EYmIiTZs2Ze/evVrrOX3xxRcolUr8/PxIS0ujXbt2hIWFFfgAg9w2bdpU5BMhBUEQBEH4b7mwJ5xnkdNJO2OBzTMTNF813baAjEczuGNlUeRUNbMsSDdRYJwhFTpVzaqZFwpDQzHK6DWgkApaXEbQkpycjLW1NUlJSfluPNPT07l58yaurq46F0V+XajVapKTk7GysnqpI1heV2FhYYwdO1ZrutWbwM/PjwYNGjBlyhTgv3fecgsODiYyMrLIKWGlUQ9N0OXChQvUr19fK/2beM4OHTpEjx49uHHjRr4neP0bpaWlYWtry65du2jbti3w+pw3FxcXgoODX1pAu7jyfnb+/PPPTJw4kd9//73IkXn/VHF/n2ZlZbFr1y58fHyK/QWIUHrEeXszifP25hHn7M30ppw3VXY2v46uRZUDOQGc3CON1P97/UcVqHOn6LwetqlHuUO/58tHE6io/OVSrZFGr5s35ZwVpbCYR25vxt2NIPyHLFiw4KVOtxFejkuXLmFhYaE1CurfZPfu3UydOvU/EUACOHz4MO+8844cQHpd/Pnnn1haWv6j0Xv/hIWFhTxNTuP58+eEhoaWeABJEARBEITXS2ZmBlv3fcnyiAls3fclmZkZ8r7oEz9jeTp/AAn+DjLoE0CCnKlqlb9cijLPQ1OUDvavfQDpv0j8RSgIrxlnZ2c+/vjj0q7GK1G7dm1u376tc9+qVatecW0KNnr0aD744APg3/t0qv/7v/8r7Sq8Up06daJTp06lXY18PDw8uHTpUqmVrxltl3uKW1ELhwuCIAiC8O+zesc0Nidsp3ycAptnkGgBX9/6mj4VejC0awjXz/yCeyEP3NUEljJMFBiJqWr/KiKIJPxrBQYGltp0EEE/u3bt0lrHJjd7e3ssLS1f6Xo1BdG1eLKLiwtiNrDwb1OcheAFQRAEQfh3Wr1jGqdPRTLrV4lyKX//vfvIEsLaR3L5TgStnzfVK6+HzdypdPjPIp+qBmJB7DeFCCIJglBqci8MLAiCIAiCIAhC6crMzCDmxHbG7cj/ZaltCozfrmZ3QwOe1c7QcXR+Zbt1p/J7I/R6qprwZhBBJEEQBEEQBEEQBEH4D8lIS+XX0Fmkxsdi7uBE+4EzMTEzJ/LgSnoeyAkgFbTWUccLEkffr8YTy98pm1LwVLWnVgqaduyH0shYTFX7FxFBJEEQBEEQBEEQBEH4j4iYE4jj9iiqymsaXeTc+h+J69GUTGMF5VIKP95QAqurd5DGDkIRsg412k/s0jydTRozCKWRMSCmqv2biCCSIAiCIAiCIAiCIPwHRMwJpOaGqHzbrZ9B2Q1RxHiW1SufcpIVb/efwDHAYGkoNslqeV+StSHq0YG83X/CS6q18DoRQSRBEARBEARBEARB+JdQZWfzZ9Qe0hLvYWZTCY+m3hgqlWSkpeK4PSeApGuqmgRU/uOpXmU0a9UbgLf7TyDbbzS//7qZlLhYLB2daNK+jzwCSfj3EUEkQRAEQRAEQRAEQfgXuLAnnArHZ5GRlM7zDCUGJtnE7zElocVM7l+PzjWFLT8FYJUG6WaGGKepClzrKNPaDKtmXvI2pZExDTsHvOymCK8pXe8LQSgVKpWqtKsgUygUREZGlko569ato2OupxQMHDiQ/v37F5pPmzZtGDt2bAnUsGguLi4sWbJE7/RhYWGULVu2xOrzIgIDA3n33XcL3B8cHIxCoUChUBSrrYJQWg4dOiS/Z3O/txs3bsy2bdtKr2KCIAiCIJSYC3vCeRY5ndu7TDDbY02FQ2Uw22PN7V0mPIuczrO/zuqVT0KDKjlrGuXZLpETaHIL+T+xKPZ/mAgivUZUahVn4s+w68YuzsSfQaUu2aBKSkoKY8eOxdnZGTMzM5o3b86ZM2cKTD9s2DC9bqKzsrKYPXs2bm5umJqa8tZbb7F79+5Cj9m3bx/vv/8+kpT/UZIlKTg4mPr16+fbHhcXR+fOnV9pXQAyMjIICgpixowZxTpu27ZthISElFCtBIDatWsTFxfHhx9+WKLlfPXVV9SsWRMzMzPc3d355ptv8qVZsmQJ7u7umJmZUaVKFT755BPS09MLzVeSJBYuXEiNGjUwMTGhSpUqzJ07t6SaobcxY8bQqFEjTExMdF6LAJcuXaJ169aYmZlRqVIlZs+eXehnxa1btxg8eDCurq6YmZnh5ubGzJkzyczMLKFW6G/16tW0adMGKysrFAoFT58+zZcmMTERf39/rK2tsba2xt/fP1+62NhYunbtSpkyZShXrhyjR4/Wal/z5s2Ji4vDz89P67gZM2bw6aefolarEQRBEATh30OVnU3CjjnYHbSgbJ7RRtbPwO6gBWYJd/TKK9uzHpW/XIrS3l5ru9LBnspfLsUq1xfewn+PmM72mvj19q/83+n/40HqA3mbvbk9nzb5lPbO7UukzCFDhnD58mU2bNhAxYoV+fbbb2nfvj3R0dFUqlRJK21kZCRRUVFUrFixyHynT5/Ot99+y5o1a/Dw8GDPnj306NGDEydO0KBBg3zp7969S79+/Xj06BHz5s3j008/fWltfFEODg6lUm5ERAQWFha0bNmyWMfZ2tqWUI0EDaVSWeLvi5UrVzJlyhTWrFlD48aNOX36NEOHDsXGxoauXbsCsHHjRj799FPWr19P8+bNuXr1KoGBgQB88cUXBeY9ZswY9u7dy8KFC6lbty5JSUk8evSoRNujD0mSGDRoEFFRUfz+++/59icnJ9OhQwfatm3LmTNn5PaWKVOG8ePH68zzzz//RK1Ws2rVKqpVq8bly5cZOnQoz58/Z+HChSXdpEKlpqbSqVMnOnXqxJQpU3Sm6devH3fv3pWD7x9++CH+/v7s3LkTyBm16evrS/ny5Tl27BiPHz9mwIABSJLEsmXLADA2NsbBwQEzMzMyMjLkvH19fRk6dCh79uwplUC5IAiCIAglI/rEz1iezhkdpGu9IzVQ7oohz03APCN/Gv6X5qkltB84ExMzcyzbtSP17DmyHz5EWb485p6NxAgkQYxEeh38evtXxh0apxVAAkhITWDcoXH8evvXl15mWloaERERzJ8/n1atWlGtWjWCg4NxdXVl5cqVWmnv3bvHqFGj2LhxI0ZGRkXmvWHDBqZOnYqPjw9Vq1ZlxIgReHt7s2jRonxps7Ky6NWrl3wzO336dA4ePKhXGxITEwkICMDGxgZzc3M6d+7MX3/9Je/XTJuKjIykRo0amJqa0qFDB+7cuSPvnzVrFr/99ps87SMsLAzQnmZ269YtFAoFW7dupWXLlpiZmdG4cWOuXr3KmTNn8PT0xMLCgk6dOvHw4UO5/DNnztChQwfKlSuHtbU1rVu35vz584W2afPmzXTr1k3nvtmzZ1OhQgWsrKwYNmyY1qiDvNPZXFxc+OyzzwgICMDCwgJnZ2d27NjBw4cP6d69OxYWFtStW5ezZ7WHtEZERFC7dm1MTExwcXHJd84SEhLo2rUrZmZmuLq6snHjxnz1XLx4MXXr1qVMmTJUqVKFjz76iGfPCpl8XQjNSLFVq1ZRpUoVzM3N6dWrV75RGaGhodSsWRNTU1M8PDxYsWKF1v579+7Ru3dvbGxssLOzo3v37ty6davAcs+dO0eFChWYM2dOgWk074uLFy/K254+fYpCoeDQoUMv0Nqca2fYsGH07t2bqlWr0qdPHwYPHsy8efPkNCdPnqRFixb069cPFxcXOnbsSN++ffOdy9xiYmJYuXIlO3bsoFu3bri6ulK/fn3aty9egPrx48f06dMHGxsb+ZrJe+0U15dffsnIkSOpWrWqzv0bN24kPT2dsLAw6tSpQ8+ePZk6dSqLFy8ucDRSp06dCA0NpWPHjlStWpVu3boxYcKEYk/j0rz/NmzYgIuLC9bW1vTp04eUlCKee1uIsWPH8umnn9KsWTOd+2NiYti9ezdr167Fy8sLLy8v1qxZw08//cSVK1cA2Lt3L9HR0Xz77bc0aNCA9u3bs2jRItasWUNycnKh5RsaGuLj48OmTZteuA2CIAiCIJSejLRUfl4xme+D+vLzislkpKUCcP3ML9g80x0cgpwbf5tncK2hNZATMMpNTc6x8e82xcTMHACFoSFlmjbBuosvZZo2EQEkARBBpBKVmpVKalaq1o1OliqL1KxUMlU5AQCVWsX/nf4/pHwzTkH633//d/r/tKa2afJVS39f+lnqrGLVLTs7G5VKhampqdZ2MzMzjh07Jr9Wq9X4+/szceJEateurVfeGRkZRearMX78eE6dOiW/VqlU9O3bl/v37xdZTmBgIGfPnuXHH3/k5MmTSJKEj48PWVl/90Vqaipz5swhPDyc48ePk5ycTJ8+fQDo3bs348ePl6cpxcXF0bt37wLLmzlzJtOnT+f8+fMolUr69u3LpEmTWLp0KUePHuX69esEBQXJ6VNSUhgwYABHjx7l1KlTVK9eHR8fn0JvQI8ePYqnp2e+7UeOHCEmJoaDBw+yadMmtm/fzqxZswrtny+++IIWLVpw4cIFfH198ff3JyAggA8++IDz589TrVo1AgIC5PfnuXPn8PPzo0+fPly6dIng4GBmzJihFRwIDAzk1q1bHDhwgB9++IEVK1aQkJCgVa6BgQFffvklly9fJjw8nAMHDjBp0qRC61qYa9eusXXrVnbu3Mnu3bu5ePEiI0eOlPevWbOGadOmMWfOHGJiYpg7dy4zZswgPDwcyHkPtG3bFgsLC44cOcKxY8fkoJ+u6U2HDh2iXbt2zJo1i2nTpr1wvTUsLCwK/ck9GqSga+f06dPy+/rtt9/m3LlznD59GoAbN26wa9cufH19C6zDzp07qVq1Kj/99BOurq64uLgwZMgQnjx5Uqy2jB07lhMnTrBlyxaio6MZMmQIAMuWLaNVq1YAdO7cucg2F8fJkydp3bo1JiYm8jZvb2/u379faCAwr6SkpBcasXf9+nUiIyP56aef+Omnnzh8+DD/93//J++fO3duke09evSo3uWdPHkSa2trmjZtKm9r1qwZ1tbWnDhxQk5Tp04drZGh3t7eZGRkcO7cuSLLaNKkSbHqJAiCIAjC6yFiTiDnWjai6pc/UmfrRap++SPnWjYiYk4gt+/9oVceJtXqEOPflKQ8f5I9tYQY/6a8Ny3s5Vdc+FcR09lKUNPvcm4CDvc+jK1pzs1L6B+hLLuwjPeqv0dw82DOJ5zPNwIprwepDzifcJ7GDo0B6BTRicSMRLZ32041m2oA7Li2g/drvK933SwtLfHy8iIkJISaNWtib2/Ppk2biIqKonr16nK6efPmoVQqGT16tN55e3t7s3jxYlq1aoWbmxv79+9nx44d+RbO3rJlizz1Qqu9Dx7g5+fH4cOHMSwg2v3XX3/x448/cvz4cZo3bw7kjFioUqUKkZGR9OrVC8gZ6bR8+XL5hiw8PJyaNWty+vRpmjRpgoWFhd7TlCZMmIC3tzeQMzWob9++7N+/nxYtWgAwePBgrYDLO++8o3X8qlWrsLGx4fDhw3Tp0iVf/k+fPuXp06c6pwwaGRmxbt06LCwsqF27NrNnz2bixImEhIRgYKA7Fuzj48OwYcMACAoKYuXKlTRu3Fjum8mTJ+Pl5cWDBw9wcHBg8eLFtGvXTl6PqUaNGkRHR7NgwQICAwO5evUqv/zyC6dOnZL7c926ddSsWVOr3NwjolxdXQkJCWHEiBH5RgfpKz09nfDwcCpXrgzkBCx8fX1ZtGgRDg4OhISEsGjRInr27CmXGR0dzapVqxgwYACbN2/GwMCAtWvXolDkfDcTGhpK2bJlOXTokNYi5jt27MDf359Vq1bRt2/fF6pvXrlHKuliZmYm/9vb25u1a9fy7rvv0rBhQ86dO8f69evJysri0aNHODo60qdPHx4+fMjbb7+NJElkZ2czYsSIQqeB3rhxg9u3b/P999/zzTffoFKp+OSTT3j//fc5cOCAXu1ITk5m48aNbNq0Se6zlStX8ssvv5CVlSWPJFq7di1paWl65amP+Ph4XFxctLbZ/29+fnx8PK6urkXmcf36dZYtW6ZzNGRR1Go1YWFhWFpaAuDv78/+/fvlUWrDhw/Pt+5QXnmnBxcmPj6eChUq5NteoUIF4uPj5TT2edYosLGxwdjYWE5TVH1iY2NRq9UFfn4IgiAIgvB6iZgTSM0NUfm2Wz+DshuicCt6wggAleu/TWPfQDLGpfJr6CxS42Mxd3CSp7AJQlFEEKmUPUx9WHSiYqQrjg0bNjBo0CAqVaqEoaEhDRs2pF+/fvKUq3PnzrF06VLOnz8v33zrY+nSpQwdOhQPDw8UCgVubm4MHDiQ0NBQrXQ2NjYYGBjoXODVzs6u0JubmJgYlEql1rf1dnZ2uLu7ExMTI29TKpVaI3s8PDwoW7YsMTExNGnSRO82AdSrV0/+t+YGrm7dulrbco/KSUhIICgoiAMHDvDgwQNUKhWpqanExsbqzF9z4513JApAnTp1MDf/+0Pdy8uLZ8+ecefOHZydnV+4vpp6Ojg4EBMTQ/fu3bXyaNGiBUuWLEGlUsl9rqs/czt48CBz584lOjqa5ORksrOzSU9P5/nz55QpU0ZnXQvj5OQkB5A0bVer1Vy5cgVDQ0Pu3LnD4MGDGTp0qJwmOzsba+ucobrnzp3j2rVrchBAIz09nevXr8uvo6Ki+Omnn/j+++/p0aNHsetZkGrVqumddsaMGcTHx9OsWTMkScLe3p7AwEDmz58vB1QPHTrEnDlzWLFiBU2bNuXatWuMGTMGR0fHAhdkV6vVZGRk8M0331CjRg0gJwDYqFEjrly5gru7e5F1u379OpIkyUFbyLm+mjRporWWUXECJvrK+/mjGT2nz+fS/fv36dSpE7169ZJHThWHi4uL1nvH0dFR6zq3tbV96WuS6WqXJEla2/VJUxAzMzP5PZE7iCkIgiAIwuspIy0Vx+05AaSC1jtSqEGlAAOpkPWOrBQ07dgPABMzc3w/mqcjpSAUTnwFWYKi+kUR1S8KGxMbedvA2gOJ6hfF1KZTAShvXl6vvHKn2/3ebqL6RVG17N9riHSv1l3XYYVyc3Pj8OHDcjBCM2VG883+0aNHSUhIwMnJCaVSiVKp5Pbt24wfPz7fyACtupYvT2RkJM+fP+f27dv8+eefWFhY5Bsx0LFjR503vW5uboSHhxd6M1TQWii6bqJ05VOcoJhG7vWgNMfn3ZY7IBYYGMi5c+dYsmQJJ06c4OLFi9jZ2RX4hCg7OzsUCgWJiYl616mwduhTX0Cus66+y93P+ty43759Gx8fH+rUqUNERATnzp3jq6++AtCaZvhPaMrP3d9r1qzh4sWL8s/ly5flaZJqtZpGjRpp7b948SJXr16lX79+cr5ubm54eHiwfv36F36KV97RdlC86WxmZmasX7+e1NRUbt26RWxsrBzEKFeuHJATaPL392fIkCHUrVuXHj16MHfuXD7//PMCn7jl6OiIUqmUA0iAPIKsoKBmXpr3Tt42qlQqrRGDL3s6m4ODQ77RNZogTt7ROHndv3+ftm3b4uXlxerVq4tVrkbedeDyXucvezqbg4MDDx7kH5368OFDub26+iQxMZGsrKwi+wTgyZMnmJubiwCSIAiCILxmMtJS2bN6Go8OrmbP6mnyeke/hs4qcr0jYxXEtHMDCl7vSBozCKWRcQnVXvivECORSpC5Uf7hgEaGRhgZ/n1T0rBCQ+zN7UlITdC5LpICBfbm9jSs0LDwfA30HL+oQ5kyZShTpgyJiYns2bOH+fPnAznTNvIuvOvt7Y2/vz8DBw4sMl9TU1MqVapEVlYWEREROqd8BAUFceLECfbt2wfk3ERHRETkG92SV61atcjOziYqKkoeGfH48WOuXr2qNb0qOzubs2fPyqOOrly5wtOnT/Hw8ABynmCk68b/ZTh69CgrVqzAx8cHgDt37hT6NCxjY2Nq1apFdHS01hQrgMuXL5OWliaP5Dl16hQWFhZaI3T+qVq1auVbt+rEiRPUqFEDQ0NDatasWWB/apw9e5bs7GwWLVokjyTbunXrP6pXbGws9+/fl6f5nTx5EgMDA2rUqIG9vT2VKlXixo0b9O/fX+fxDRs2ZMuWLfKi5AUpV64c27Zto02bNvTu3ZutW7fqtZB87pv5Gzdu5NtfnOlsGkZGRvK53bx5M126dJH7MzU1Nd8oPUNDQyRJKjC42qJFC7Kzs7l+/Tpubjl/XFy9ehWgwJFsebm5uWFqasrx48flIHJWVhZnz55l3LhxcrqXPZ3Ny8uLqVOnkpmZibFxzh89e/fupWLFioUGs+/du0fbtm1p1KgRoaGhJTZt62VPZ/Py8iIpKUmecgs5o+SSkpLkzzovLy/mzJlDXFwcjo6OQE6fmJiY0KhRoyLLuHz5Mg0bNiwynSAIgiAIr07EnEAct0fh9gzcAHbf4FzoTuJ6NCU5KQ7djyDJw9aSJzMGY7A0FJvkv0NJSdaGqEcH8nb/CSVUe+G/RASRSpmhgSGfNvmUcYfGoUChFUhS/C/WPLnJZAwNXv5K+Hv27EGSJNzd3bl27RoTJ07E3d1dDhDZ2dlhZ2endYyRkREODg5a018CAgKoVKkSn3/+OZBzw3Pv3j3q16/PvXv3CA4ORq1W61xc2cDAgO+++46GDRty584dVqxYwVtvvVVk3atXr0737t0ZOnQoq1atwtLSkk8//ZRKlSppTckyMjLi448/5ssvv8TIyIhRo0bRrFkz+ebMxcWFmzdvcvHiRSpXroylpaXWAr7/RLVq1diwYQOenp4kJyczceLEIr/59/b25tixY1rrCkHOzfqQIUOYMWMGt2/fZubMmYwaNeql3hiPHz+exo0bExISQu/evTl58iTLly+X1zJyd3enU6dODB06lNWrV6NUKhk7dqxWm9zc3MjOzmbZsmV07dqV48eP8/XXX/+jepmamjJgwAAWLlxIcnIyo0ePxs/PT17HKjg4mNGjR2NlZUXnzp3JyMjg7NmzJCYmMm7cOPr378+CBQvo3r07s2fPpnLlysTGxrJt2zYmTpyoFYirUKECBw4coG3btvTt25fNmzejVBb+MRkSEoKjoyOSJMmPnP/jjz+oXr06VlZWxZrOdvXqVU6fPk3Tpk1JTExk8eLF8gLlGl27dmXx4sU0aNBAns42Y8YMunXrJo8IWr58Odu3b2f//v0AtG/fnoYNGzJo0CCWLFmCWq1m5MiRdOjQQWt0UmHMzMwYNWoUkyZNws7ODicnJ+bPn096ejqDBw+W0xV3Otu1a9d49uwZ8fHxpKWlyUG3WrVqYWxsTL9+/Zg1axaBgYFMnTqVv/76i7lz5xIUFCSPSjt9+jQBAQHs37+fSpUqcf/+fdq0aYOTkxMLFy7UemqiPuufFUdxp7PFx8cTHx/PtWvXALh06RKWlpY4OTlha2tLzZo15ets1apVAHz44Yd06dJF/tzt2LEjtWrVwt/fnwULFvDkyRMmTJjA0KFDCw2Uahw9ejRfoFoQBEEQhNJT1HpH8WX1y8fcwYm3+08g2280v/+6mZS4WCwdnWjSvo8YgSS8NGI622ugvXN7FrdZTAVz7cVU7c3tWdxmMe2di/cYbn0lJSUxcuRIPDw8CAgI4O2332bv3r16jb7ILTY2lri4OPl1eno606dPp1atWvTo0YNKlSpx7NixAkcXlStXjh9++IFRo0YRGBiod7mhoaE0atSILl264OXlhSRJ7Nq1S6v+5ubmTJ48mX79+uHl5YWZmRmbN2+W97/33nt06tSJtm3bUr58+Zf62Ov169eTmJhIgwYN8Pf3Z/To0ToXzM1t6NCh7Nq1i6SkJK3trVq1onr16rRq1Qo/Pz+6du1KcHDwS6sr5IzY2bp1K5s3b6ZOnToEBQUxe/ZsrXMSGhpKlSpVaN26NT179uTDDz/UalP9+vVZvHgx8+bNo06dOmzcuFEOLr6oatWq0bNnT3x8fOjYsSN16tTRWqR7yJAhrF27lrCwMOrWrUvr1q0JCwuTp0+am5tz5MgRnJyc6NmzJzVr1mTQoEGkpaXpvOF2cHDgwIEDXLp0if79+xc5Uq1ly5Z07NiRNm3a0LVrV7p06UJwcLDOKUlFUalULFq0iLfeeosOHTqQnp7OiRMntEbcTJ8+nfHjx8vX2ODBg/H29pYDDgCPHj3SWu/JwMCAnTt3Uq5cOVq1aoWvry81a9bUuhZu3bqFQqHg0KFDBdZvzpw5+Pn5ERAQQMOGDbl27Rp79uwpcuRgYYYMGUKDBg1YtWoVV69epUGDBjRo0EB+QqO1tTX79u3j7t27eHp68tFHHzFu3Dit0U+pqalcuXJFnjK5d+9erl27xoEDB6hcuTKOjo7yT24uLi4v/Toqytdff02DBg3kNbxatWpFgwYN+PHHH+U0GzdupG7dunTs2JGOHTtSr149NmzYIO83NDTk559/xtTUlBYtWuDn58e7777LwoULiyz/3r17nDhxQq/RpIIgCIIglLyi1jsCcHwKKWb5p6lpqIEnltB+4EwAlEbGNOwcQOtB02nYOUAEkISXSiEVNP9B0JKcnIy1tTVJSUn5bjzT09O5efMmrq6uOhdF1pdKreJ8wnkepj6kvHl5GlZo+FJHIKnVapKTk7GysvpPPJEnLCyMsWPHak23ehP4+fnRoEEDpkyZAvz3zltuwcHBREZGFjklrDTqcevWLVxdXblw4QL169fXSv8mnrNDhw7Ro0cPbty4gY2NTdEHvOHS0tKwtbVl165dtG3bFngzz1tRAgMDefr0KZGRkQBMnDiRpKSkF14jqqQV9/dpVlYWu3btwsfHp9hfgAilR5y3N5M4b28ecc7eDD+vmEzVL38sMt1vXnbUO/kYCe2RIJr1jmL8m/LetLCSqaRQqH/LtVZYzCO3f8dfyf8ShgaGNHZojE9VHxo7NC6RKWzC62/BggXFXnxYKHmXLl3CwsJCaxTUv8nu3buZOnXqfyKABHD48GHeeecdOYD0b3P06FEsLCzYuHGj1vYKFSoQEhJSSrUSBEEQBCGv1Hj9HnJiWKUKMf5NScpzm/DUUgSQhFdLrIkkCK8ZZ2dnPv7449KuxitRu3Ztbt++rXNf7ulZpW306NF88MEHQM7TB/+N/u///q+0q/BKderUiU6dOpV2NUqMp6enPHIud1B64sSJpVQjQRAEQRB0MXdwAi7qlc73o3lkjEvl19BZpMbHYu7gRPuBMzExy//gJUEoKSKIJPxrBQYGFmuNJeHV27Vrl7yOTV729vZYWlq+8jVrdNG1eLKLi0uBT0MThNJmZmZWrEXdBUEQBEEoHe0HzuTc+h+xfqZ7mpCanNFGmvWOTMzM8f1o3iutoyDkJoJIgiCUGn0fLy8IgiAIgiAI/0b3Ht3k95bmtPolFTW61zuKf7epGG0kvDZEEEkQBEEQBEEQBEEQXjGVKptZO/tjrcgirZOSpseysXn29/6nljkBJLHekfA6EUEkQRAEQRAEQRAEQXjFJAW0u1aJxrtukFG3KjWPbmHf+mAe/PUH9tVr02FQsBiBJLx2xNPZBEEQBEEQBEEQBOEVUxoo6dZyKFhZ4NJnICZm5nh/OIdybT/E+8M5IoAkvJbESCRBEARBEARBEARBKEGZmRlEHl5FQnIsRplZdGkxikpO1Snb410s2rTG0Nq6tKsoCHoRQSRBEARBEARBEARBKCGrd0xj06NIHin/ngi0dv+vfGDUgjEfrEZpY1OKtROE4hHT2YTXhkqlKu0qyBQKBZGRkaVSzrp16+jYsaP8euDAgfTv37/QfNq0acPYsWNLoIZFc3FxYcmSJXqnDwsLo2zZsiVWnxcRGBjIu+++W+D+4OBgFAoFCoWiWG0VhNJy6NAh+T2b+73duHFjtm3bVnoVEwRBEIR/oczMDLbu+5LlERPYuu9LMjMz5H2rd0xjeeIOHhkq5G1G2RLDfpQ4cOc4q3dMK40qC8ILE0Gk14ikUvE86jRJP/3M86jTSCUcVElJSWHs2LE4OztjZmZG8+bNOXPmTIHphw0bVuyb6M2bN+e7idFl3759vP/++0iSpHfeL0NwcDD169fPtz0uLo7OnTu/0roAZGRkEBQUxIwZM4p13LZt2wgJCSmhWgkAtWvXJi4ujg8//LDEyoiLi6Nfv364u7tjYGBQYGAwIiKCWrVqYWJiQq1atdi+fbvW/txBL82Pg4NDoWXnDjrk/vnzzz9fVvNeSHp6OoGBgdStWxelUlngZ8nhw4dp1KgRpqamVK1ala+//rrIvM+cOUO7du0oW7YsNjY2eHt7c+nSpZfcguKbM2cOzZs3x9zcvMCAa2xsLF27dqVMmTKUK1eO0aNHk5mZKe9v3rw5cXFx+Pn5aR03Y8YMPv30U9RqdUk2QRAEQRD+M1bvmIb3hoaE3F/Dqmd7CLm/Bu8NDVm9YxqZmRlsehSJBCgkqHVbTYs/1Azaq6ZFjMTEbWq+f7BdK+gkCK87EUR6TSTv3cu1du2JHTCA+xMmEDtgANfatSd5794SK3PIkCHs27ePDRs2cOnSJTp27Ej79u25d+9evrSRkZFERUVRsWJFvfO/ffs2EyZMoGXLloWmu3v3Lv369SMyMpJ58+YVux0lwcHBARMTk1debkREBBYWFkX2WV62trZYWlqWUK0EAKVSiYODA+bmJbfAYUZGBuXLl2fatGm89dZbOtOcPHmS3r174+/vz2+//Ya/vz9+fn5ERUVppdMEvTQ/+gZHrly5onVc9erV/3G7/gmVSoWZmRmjR4+mffv2OtPcvHkTHx8fWrZsyYULF5g6dSqjR48mIiKiwHxTUlLw9vbGycmJqKgojh07hpWVFe+99x5ZWVkl1Ry9ZGZm0qtXL0aMGKFzv0qlwtfXl+fPn3Ps2DE2b95MREQE48ePl9MYGxvj4OCAmZmZ1rG+vr4kJSWxZ8+eEm2DIAiCIPwbFDbCCHSPMgJ4bKhgeeIOgr/tzSOlAU2uSny1QkXwd2rG/Kim3W8SGUo46a4g3sSQyMOrXmWzBOEfEUGk10Dy3r3cGzOW7Ph4re3ZDx5wb8zYEgkkpaWlERERwfz582nVqhXVqlUjODgYV1dXVq5cqZX23r17jBo1io0bN2JkZKRX/iqViv79+zNr1iyqVq1aYLqsrCx69erFo0ePAJg+fToHDx7Uq4zExEQCAgKwsbHB3Nyczp0789dff8n7NdOmIiMjqVGjBqampnTo0IE7d+7I+2fNmsVvv/0mj7oICwsDtKeZ3bp1C4VCwdatW2nZsiVmZmY0btyYq1evcubMGTw9PbGwsKBTp048fPhQLv/MmTN06NCBcuXKYW1tTevWrTl//nyhbdq8eTPdunXTuW/27NlUqFABKysrhg0bpjXqIO90NhcXFz777DMCAgKwsLDA2dmZHTt28PDhQ7p3746FhQV169bl7NmzWmVERERQu3ZtTExMcHFxYdGiRVr7ExIS6Nq1K2ZmZri6urJx48Z89Vy8eDF169alTJkyVKlShY8++ohnz54V2u6CaEaKrVq1iipVqmBubk6vXr14+vSpVrrQ0FBq1qyJqakpHh4erFixQmv/vXv36N27NzY2NtjZ2dG9e3du3bpVYLnnzp2jQoUKzJkzp8A0mvfFxYsX5W1Pnz5FoVBw6NChF2htznlbunQpAQEBWBewuOKSJUvo0KEDU6ZMwcPDgylTptCuXbt8IwQ1QS/NT/ny5fWqQ4UKFbSOMzQ0LFYbNAEdS0vLfKOaXqRfypQpw8qVKxk6dGiBo6m+/vprnJycWLJkCTVr1mTIkCEMGjSIhQsXFpjvlStXSExMZPbs2bi7u1O7dm2CgoJ4+PAhsbGxetdPMxVy4cKFODo6Ymdnx8iRI/9RIGrWrFl88skn1K1bV+f+vXv3Eh0dzbfffkuDBg1o3749ixYtYs2aNSQnJxeat6GhIT4+PmzatOmF6ycIgiAI/wWFjTACChxlVOu2Gv43ueIwf9Hkiprx29TYpWjnb5QNvmclmlxRk5Cs/98eglDaRBCpBKlTU1GnpmpN0ZIyM3O2/y8AIKlUPJj7OeiaxiVJgMSDOXO1prbJ+eaajiAV84YlOzsblUqFqamp1nYzMzOOHTv2d1lqNf7+/kycOJHatWvrnf/s2bMpX748gwcPLjTd+PHjOXXqlPxapVLRt29f7t+/X2QZgYGBnD17lh9//JGTJ08iSRI+Pj5aN2+pqanMmTOH8PBwjh8/TnJyMn369AGgd+/ejB8/XmvERu/evQssb+bMmUyfPp3z58+jVCrp27cvkyZNYunSpRw9epTr168TFBQkp09JSWHAgAEcPXqUU6dOUb16dXx8fEhJSSmwjKNHj+Lp6Zlv+5EjR4iJieHgwYNs2rSJ7du3M2vWrEL754svvqBFixZcuHABX19f/P39CQgI4IMPPuD8+fNUq1aNgIAA+f157tw5/Pz86NOnD5cuXSI4OJgZM2bIgTVNn9+6dYsDBw7www8/sGLFChISErTKNTAw4Msvv+Ty5cuEh4dz4MABJk2aVGhdC3Pt2jW2bt3Kzp072b17NxcvXmTkyJHy/jVr1jBt2jTmzJlDTEwMc+fOZcaMGYSHhwM574G2bdtiYWHBkSNHOHbsmBz0yx2I0zh06BDt2rVj1qxZTJv2z+eoW1hYFPpT3GmTJ0+e1FozC8Db25sTJ05obfvrr7+oWLEirq6u9OnThxs3buiVf4MGDXB0dKRdu3Z6B3RzGzBgAHfv3mXPnj38/vvvdO3aFVNTUznQBzmjpArrk+J81kDBfXL27NkCgznu7u6UK1eOdevWkZmZSVpaGuvXr8fDwwNnZ+dilX/w4EGuX7/OwYMHCQ8PJywsTOu6GT58eJHvg+IErk6ePEmdOnW0RoZ6e3uTkZHBuXPnijy+SZMmHD16tFhtFARBEIT/Es0Io8cK7eDQEwUsT9zBqu1TCN80Rucoo+Dv1Hy1QkXjqxIpCgWB+3Lu2RR5yjAgJ9YUuE9NBYvKr7qJgvDCxNPZStCVho0AqH7iOEpbWwAer1/PwyVLKdvrfRxDQkg9ey7fCCQtUs6IpNSz5yjTtAkA19q1R5WYSNWdP2Lyv6kmT7dvxybP2heFsbS0xMvLi5CQEGrWrIm9vT2bNm0iKipKa/rKvHnzUCqVjB49Wu+8jx8/zrp167RGaOiyZcsWli1blm/7gwcP8PPz4/DhwwWOgvjrr7/48ccfOX78OM2bNwdg48aNVKlShcjISHr16gXkjHRavnw5TZs2BSA8PJyaNWty+vRpmjRpgoWFhTxioygTJkzA29sbgDFjxtC3b1/2799PixYtABg8eLDWjeM777yjdfyqVauwsbHh8OHDdOnSJV/+T58+5enTpzqnDBoZGbFu3Tr5Bnv27NlMnDiRkJAQDAx0x4J9fHwYNmwYAEFBQaxcuZLGjRvLfTN58mS8vLx48OABDg4OLF68mHbt2snrMdWoUYPo6GgWLFhAYGAgV69e5ZdffuHUqVNyf65bt04ODGjkHhHl6upKSEgII0aMyDc6SF/p6emEh4dTuXLOL9dly5bh6+vLokWLcHBwICQkhEWLFtGzZ0+5zOjoaFatWsWAAQPYvHkzBgYGrF27FoUi59d3aGgoZcuW5dChQ1rBhx07duDv78+qVavo27fvC9U3r6Kug7zTjYoSHx+Pvb291jZ7e3vic32ONG3alG+++YYaNWrw4MEDPvvsM5o3b84ff/yBnZ2dznwdHR1ZvXo1jRo1IiMjgw0bNtCuXTsOHTpEq1at9Krb5cuX5aCp5j0SFhZG5cqVsba2luu9a9euQkfq6DviUaOgPsnOzubRo0c4OjrmO8bS0pJDhw7RvXt3eT2xGjVqsHXrVpTK4v1qtLGxYfny5RgaGuLh4YGvry/79+9n6NChQE5QfcKECYXmUZypwrraa2Njg7Gxsdb7oCCVKlUiNjYWtVpd4OeHIAiCIPzbZWZmEHl4FQnJsVSwcuLd1sMwNjaRRxg1vgaBv6opl+v730eWEN7egO+q/UiioYImVyXGb8u/zqBtCozfpmZrS4XW8XkZAOVSoJ5F/i+RBeF1JYJIpSw71/Snl5GuODZs2MCgQYOoVKkShoaGNGzYkH79+slTrs6dO8fSpUs5f/68fPNdlJSUFD744APWrFlDuXLlCk1rY2ODgYGBzgVe7ezsCr25iYmJQalUyjeqmmPc3d2JiYmRtymVSq2RPR4eHpQtW5aYmBiaNGmiV5s06tWrJ/9bcwOXe7qJvb291qichIQEgoKCOHDgAA8ePEClUpGamlrgiIO0tDSAfKPDAOrUqaO1Fo+XlxfPnj3jzp07BY6a0Ke+mno6ODgQExND9+7dtfJo0aIFS5YsQaVSyX2uqz9zO3jwIHPnziU6Oprk5GSys7NJT0/n+fPnlClTRmddC+Pk5CQHkDRtV6vVXLlyBUNDQ+7cucPgwYPlG3bIGWmnmQ527tw5rl27lm/NqPT0dK5fvy6/joqK4qeffuL777+nR48exa5nQapVq/bS8tLIez1KkqS1Lffoprp16+Ll5YWbmxvh4eGMGzdOZ57u7u64u7vLr728vLhz5w4LFy7UO4j0119/oVQqady4sbzN1tYWDw8Pfv/9d7lfizvSRx+6+kTXdo20tDQGDRpEixYt2LRpEyqVigULFuDn58fZs2eL9V6tXbu2VsDb0dFRaw2qChUqUKFCheI0p0i62pX3fVAQMzMz1Go1GRkZxQ5iCoIgCMK/weod09icsJ3ycQpsnkGiBXx962v6VOhBWXN7ql6H8dt1B4fGbVezqKcBv1WlyFFG3U/p+dCgxKR/1B5BeJVEEKkEuZ/PmVagyPVHut2gQdgGBMD/vulW6rlOSe501fb/mpNvrmBD2Re46XVzc+Pw4cM8f/6c5ORkHB0d6d27N66urkDO1KqEhAScnJzkY1QqFePHj2fJkiU615S5fv06t27domvXrvI2TZBIqVRy5coV3NzcAOjYsSMzZszINy1Lc7Nb2M1QQU9x03UTpSsffYNiueUeHaE5Pu+23AGxwMBAHj58yJIlS3B2dsbExAQvLy+dU6ggJwimUChITEzUu06FtUOf+sLf50dX32lNxSziphxyFlP38fFh+PDhhISEYGtry7Fjxxg8ePBLW6xYU37u/l6zZo1WQBGQb+rVajWNGjXSuX5T7nWC3NzcsLOzY/369fj6+mJsbFzsuql0PFHRwsKi0GNatmzJL7/8oncZDg4O+UabJCQk5BuZkluZMmWoW7eu1pph+mjWrBnffvut3umNjIyQJCnf9alSqbSCLLVr1+b27dsF5uPs7Mwff/yhd7kF9YlSqSxw5NV3333HrVu3OHnypByw3rhxI3Z2duzYsYN+/frpXX7ekVN5PwuGDx9eZD9GR0drfdYWxsHBId9C6omJiWRlZRX6PtB48uQJ5ubmIoAkCIIg/GupsrP5M2oPaYn3MLOphEdTbwz/d/+1esc0Tp+KZNavEuVS/v6b5ZElhLWPJKuyxNB9//u7N0++uaeg/dmzPuVSLhZYBwVgquefv/reEwrC60AEkUqQgY6nOCmMjVHkujk192yE0sGB7AcPdK+LpFCgtLfH3LNR4fkWc/pHbmXKlKFMmTIkJiayZ88e5s+fD4C/v3++pyF5e3vj7+/PwIEDdebl4eGR7ylQ06dPJyUlhaVLl1KlShWtfUFBQZw4cYJ9+/YBOd+QR0REFPhYa41atWqRnZ1NVFSUPJ3t8ePHXL16VWt6VXZ2NmfPnpVHHV25coWnT5/i4eEB5DzBSNeN/8tw9OhRVqxYgY+PDwB37tyRFxDXxdjYmFq1ahEdHZ1vfZfLly+TlpYmj444deoUFhYWWiN0/qlatWpprYcFcOLECWrUqIGhoSE1a9YssD81zp49S3Z2NosWLZJvzLdu3fqP6hUbG8v9+/fl6T6am/4aNWpgb29PpUqVuHHjBv3799d5fMOGDdmyZYu8KHlBypUrx7Zt22jTpg29e/dm69atek2ryh280LXu0Muezubl5cW+ffv45JNP5G179+6VrwNdMjIyiImJKfZT/y5cuKBzKlhBatWqhUql4tSpU/I0z0ePHuW7Ll/2dDYvLy927typtW3v3r14enoWmFdqaioGBgZaQVHNa12jI/+Jlz2dzcvLizlz5hAXFyefn71792JiYkKjRo2KODrn86Rhw4Z6lycIgiAIb5ILe8KpcHwWGUnpPM9QYmCSTfweUxJazKR22z7EnNjOuB3577tsU3JGHxU1BU1BzhS06vH6TQk3sLZGnZys972eILzuRBCplCkMDbGfOoV7Y8aCQqH94fK/mxv7qVNQFPMJSfrYs2cPkiTh7u7OtWvXmDhxIu7u7nKAyM7OLt+3+EZGRjg4OGhNewkICKBSpUp8/vnnmJqaUqdOHa1jNAGhvNsh56btu+++o2HDhty5c4cVK1YU+Gjz3KpXr0737t0ZOnQoq1atwtLSkk8//ZRKlSppTckyMjLi448/5ssvv8TIyIhRo0bRrFkzOQji4uLCzZs3uXjxIpUrV8bS0hITExP9OrAI1apVY8OGDXh6epKcnMzEiROLDBh4e3tz7NgxrXWFIGdtpyFDhjBjxgxu377NzJkzGTVq1Etdz2T8+PE0btyYkJAQevfuzcmTJ1m+fLm8lpG7uzudOnVi6NChrF69GqVSydixY7Xa5ObmRnZ2NsuWLaNr164cP36cr7/++h/Vy9TUlAEDBrBw4UKSk5MZPXo0fn5+8jpWwcHBjB49GisrKzp37kxGRgZnz54lMTGRcePG0b9/fxYsWED37t2ZPXs2lStXJjY2lm3btjFx4kStQFyFChU4cOAAbdu2pW/fvmzevLnI9XFCQkJwdHREkiT5Eet//PEH1atXx8rKqtjT2TRBp2fPnvHw4UMuXrwoBxghZz2uVq1aMW/ePLp3786OHTv49ddftQKAEyZMoGvXrjg5OZGQkMBnn31GcnIyAwYMkNNMmTKFe/fu8c033wA5T31zcXGhdu3aZGZm8u233xIREUFERITeda9atSrvv/8+H374odZ16eTkpHVdFnc6W3R0NJmZmTx58oSUlBS5j+rXrw/kjPRZvnw548aNY+jQoZw8eZJ169ZpPYFs+/btTJkyhT///BOADh06MHHiREaOHMnHH3+MWq3m888/x9DQkLZt2xarfkUp7nS22NhYnjx5QmxsLCqVSm5vtWrVsLCwoGPHjtSqVQt/f38WLFjAkydPmDBhAkOHDi00UKpx9OjRfIFqQRAEQfg3uLAnnGeR00k7Y4HNMxM0f6XetgDVw+l8d+cQPQ8UPMpIDXQ+o98UNHenRjyl8CcvA9gGBPBo+fJXfq8nCCVFrKj5GrDq2JFKS5egzDMNQWlvT6WlS7AqoT/2k5KSGDlyJB4eHgQEBPD222+zd+/eYo8CiI2NJS4u7oXrUa5cOX744QdGjRpFYGCg3seFhobSqFEjunTpgpeXF5IksWvXLq36m5ubM3nyZPr164eXlxdmZmZs3rxZ3v/ee+/RqVMn2rZtS/ny5V/qY6/Xr19PYmIiDRo0wN/fn9GjRxd5Izl06FB27dpFUpL2vOhWrVpRvXp1WrVqhZ+fH127diU4OPil1RVyRuxs3bqVzZs3U6dOHYKCgpg9e7bWOQkNDaVKlSq0bt2anj178uGHH2q1qX79+ixevJh58+ZRp04dNm7cyOeff/6P6lWtWjV69uyJj48PHTt2pE6dOlqLdA8ZMoS1a9cSFhZG3bp1ad26NWFhYfK0THNzc44cOYKTkxM9e/akZs2aDBo0iLS0NJ033A4ODhw4cIBLly7Rv3//IkeqtWzZko4dO9KmTRu6du1Kly5dCA4O5sGDBy/U3gYNGtCgQQPOnTvHd999R4MGDeTRbADNmzdn8+bNhIaGUq9ePcLCwtiyZYvWdL67d+/St29f3N3d6dmzJ8bGxpw6dUoreBMXF6e1PldmZiYTJkygXr16tGzZkmPHjvHzzz/LC5ZDzpPrFAqFzqmsGmvXrqVx48bydQnw888/F3ux6tx8fHxo0KABO3fu5NChQ3Ifabi6urJr1y4OHTpE/fr1CQkJ4csvv+S9996T0yQlJXHlyhX5tYeHBzt37uT333/Hy8uLli1bEhcXxw8//KA1+kqhUGgtmP8qBAUF0aBBA2bOnMmzZ8/k9p49exbImar5888/Y2pqSosWLfDz8+Pdd99l4cKFReZ97949Tpw4UeBoUkEQBEF43amys/nj+M+c/Wk1fxz/GVV2trw9Yccc7A5aUPaZ9jHWz8DuoAVlDh+nXEr+AJKGAWCVrl89LJs3R+ngIAeD8lEoUDo4UG74sFK51xOEkqKQClpcRvj/9u48Lspy///4e5iBYUYBEXRGU8ytMtPqaFJqWanY7tJpOW2inZPnZ5tpy0kqsdKWczK1Ti7nm0t2zLMYkKdS8WS2eFIjbTHTVk0D0QSBwGGZ+/fHxCiyzIgDw8Dr+Xj4SO77mns+wyUxvPlc111FQUGBYmJidPjw4Wo/eB45ckTff/+9unbtWuOmyP4yKio8d2s7cECWdu1k798voKm02+1WQUGBoqOjW8QdeZYsWaJJkyZVWW4VCq6//nqde+65evjhhyW1vHk7VmpqqtLT030uCQtGHT/88IO6du2qrVu3ejtiKjXXOVuyZIlmzJihL7/88oTD5lBw/Lz98MMP6tmzp7788ssqd60MJcnJycrPz1d6erok6YEHHtDhw4e1cOHC4BZWixP9flpWVqa33npLV1xxRbP8N9lcMW+hiXkLPc1xziqXqu0/fESFLouirOVyxHiWqllsbVQ4+U9qU1RzSGRIqjBJFj9++i23RchcUlrrdcKdTvX47zoV/ve/nhUlUo1dRseGRP7+rNcc5625ay5zVlfmcazm89NNM2Aym9UqcYBirrpSrRIH0NbYQv35z3/2uRkzGt/nn3+u1q1bV+mCamlWr16tmTNnhvQ3xxOxevVq3XHHHSEZIL3//vtq3bp1tQ3l27dvryeeeCJIVQEAUH+VS9V2v2WVbU2M2r/bSrY1Mdr9llVF6Y/o6zULFVtLgCR5jvsTIElSu3G3e/ZNPL7LyGSSyWTyLkE7kRUl/KyH5oI9kYAmpkuXLrr77ruDXUajqOsuXQsWLGjkamp3zz336JZbbpFU9Y5uLc2xS0Fbgj/+8Y/BLqHe+vfv7+2cOzaUfuCBB4JUEQAA9Ve5VK3z+uq/aI0pkkzrW+tQ32/kT4+Ey2pSuMuocaRbUmmMTY4775T9jDO0f+ZTKj/mJioWh0OOqQ9XCYeik5IUNXRog64oAZoSQiQ0W8nJySe0xxIaX1136XI4HIqKigr43k/10bZtW7Vt27bKsVNPPbXareyBpsJms53wpu4AAASbq6RY6xZPV3HOHtmdCRo2bpqsNru+3PimojZ7QpmaNsQ2JDm/9m+RjfvGkTItTZdx3LUqP+7+xNPeLiN/w6HKLiOgJSBEAhA0J3qXLgAAADRPK2ckq0PaJnXzboq9TVmL3lD26EQZFUfUu6j2x5okRZdIBTapdUnN/UhuSfnRJiXeP13F/S5RzoyZqjjmRigWp0POqVNrXIIG4ChCpACiKwEAgPrj+ygAtEwrZySr17JN1Y7HFEltlm3Smv5Sbz+us+c3p6j3h/vkVtUgyS1P0GTcO16W8AiWoAEngRApACo3mS0uLpbNZgtyNQAAhKbi4mJJajGbtwNAS1Ja6lL6hgXKLdij9tEJGjVkgiIirHKVFKtDmidAqmmpmlvSBdv9e45Tx9yiQ5ceVNicxYotcHuPH44xy31PsgbffL/3GF1GQP0QIgWA2WxWmzZtlJubK0my2+2e3fybGLfbrdLSUh05cqRZ3Xa8uWPeQg9zFpqYt+AxDEPFxcXKzc1VmzZtZOY3wQDQrCzMSNGK3DS1yzYptkjKay3N/2G+bmw/WqfsKz9mCVt1YZJiSqTCSKn1kZrvvuZdqpZ0kyzhESq//h59tm6FCrP3KKpDggYMu1GW8IgGenVAy0KIFCBOp1OSvEFSU2QYhkpKSmSz2ZpkyIWaMW+hhzkLTcxb8LVp08b7/RQA0DwszEjR5o/SNX2dofjCo8uWD0ZJS4alq2+hWd38uM4P57bXWf/L9blUTZIs4RH6zeW3BfBVAKhEiBQgJpNJHTp0UPv27Wu921SwlZWV6b333tNFF13EUoEQwryFHuYsNDFvwRUeHk4HEgA0M6WlLu3YmKbJGdX3vGtbKE1Jc6sszF3DI6trdd75OjSsnV9L1QA0HEKkADObzU32TbDZbFZ5ebkiIyP5ASmEMG+hhzkLTcwbAAD14yop1rrF01Wcs0d2Z4KGjZsmq82u9PXzNOYdT4BU235HklRhksKMOpaqRcl7TZaqAcFFiAQAAAAAqJeVM5LVIW3TMfsabVPWojeUPTpRpREmxRfW/tgwSRFuacsFUer/v8Jal6rljEqU1WaXxFI1INgIkQAAAAAAJ2zljGT1Wrap2vGYIqnNsk3a07O1X9dxnJaoHT0K1SFtk2KP2WQ7P8oTIF2bsiRAFQM4WYRIAAAAAIAalZa6lL5hgXIL9qh9dIJGDZmgiAirXCXF6pDmCZBqWqomSZ2+qeO2a8c4/6IbFDNosFyTa14WB6DpIEQCAAAAAFSzMCNFK3LT1C7bpNgiKa+1NP+H+bqx/Widsq/smCVsNTMb0hGbWRElFVWWqVVySyqNsSn6/AskSVabXVdOfCbgrwNA4BAiAQAAAACqWJiRos0fpWv6OkPxhUfvrnYwSlo6LF19XNHq5sd1cs/trM4bf5Chqh1LlR93f+JpmZrojYkAVFdTIAwAAAAAaKFKS13asTFNk9PcijtuY+y4Qmlymlslh/P9ulZ5/77qNHeOLA5HleMWp0Od5s5RdFJSgKoG0BjoRAIAAACAFqaivFxfbVqjkrx9ssWeojMSR8hs8fx4mL5+nsa84+k+On6/I5M8XUSDPpUOtZbaFNXcmeCWZ2Psyn2NooYOVfHHWSo/cECWdu1k79+PDiQgBBEiAQAAAEALsnXNUrX/cLpch4/oF5dFYdZy5ayJVO6gaTp3xFgd+WSL4gtrf7xJUnyRtGVglPpvLJRbVYMk969jckYlejfGNpnNapU4oOFeFIBGQYgEAAAAAC3E1jVLVZT+iEq2tFZskVW2X4/vbi1VHHhEaQXf69OfP9F5flzL0TNRO7oXqkPaJsUes8l2fpQnQLo2ZUkDvAIAwUSIBAAAAAAtQEV5uXIzZqjz+tbVzrUpkrS+tQrDlutQu3B5+onqdv5FNyhm0GC5Jhdr3eLpKs7ZI7szwbuEDUDzQ4gEAAAAAC3AlxvfVNRmzz5Ete111GazWVel3Kwjb/1LEQVHat3vqDTGpujzL5AkWW12XTnxmQasHEBTwd3ZAAAAAKAZcZUUa83CFB1cv1BrFqbIVVIsSfp2y9uKLaoeIFUySYotlMzf7lH3J5/xBkvHMn4d1/2Jp9kYG2iBmnSIVF5erkceeURdu3aVzWZTt27d9Pjjj8vtPtpaaRiGUlNT1bFjR9lsNl188cXavn17leu4XC7dfffdio+PV6tWrXTNNddo7969jf1yAAAAAKBBrZyRrKwL+6n7C6s0cPV36v7CKmVd2E8rZyTr4P7v/LqGcaRc0UlJ6jR3jiwOR5VzFqdDnebOUXRSUkOUD6CJa9LL2Z555hnNnz9fS5cuVe/evfXxxx9r3LhxiomJ0b333itJevbZZzVr1iwtWbJEp512mp588kkNHz5cO3fuVFRUlCRp0qRJWrVqlVasWKG4uDhNmTJFV111lbKysmQmPQcAAADQDKyckaxeyzZVOx5TJLVZtkn/vLC2HqSqOp0zWJIUnZSkqKFDVfxxlsoPHJClXTvZ+/ejAwlowZp0iPS///1PI0eO1JVXXilJOvXUU/Xaa6/p448/luTpQpo9e7ZSUlI0ZswYSdLSpUvlcDi0fPlyTZgwQYcPH9bLL7+sZcuWadiwYZKkV199VZ07d9a6des0YsSI4Lw4AAAAAAgQV0mxOqR5AqTjo6IwefYxGrrVUIFNiiqpeUmbW1J+tEmJSTd5j5nMZrVKHNBAVQMINU06RBo8eLDmz5+vXbt26bTTTtOnn36qDz74QLNnz5Ykff/998rJyVHSMa2UVqtVQ4YM0caNGzVhwgRlZWWprKysypiOHTvqrLPO0saNG2sNkVwul1wul/fjgoICSVJZWZnKysoa4NU2vMq6Q7X+lop5Cz3MWWhi3kIPcxaamLfQxLw1fZmLUtW9qPbzYZLii6TPh3fXWZnfyq2qe5u45QmWyu9OliETcx0kfK2FnuYyZ/7W36RDpIceekiHDx/WGWecIbPZrIqKCs2YMUO/+93vJEk5OTmSJMdx63QdDod2797tHRMREaHY2NhqYyofX5OnnnpK06dPr3Z87dq1sttD+3aVmZmZwS4B9cC8hR7mLDQxb6GHOQtNzFtoYt6aroNfb1d3P8YVmg1tvnGIer75ntoWHt02Oy/apG+uuEix0afrrbfearhC4Re+1kJPqM9ZcXGxX+OadIj0j3/8Q6+++qqWL1+u3r17a9u2bZo0aZI6duyosWPHeseZTFWbMQ3DqHbseL7GPPzww5o8ebL344KCAnXu3FlJSUmKjo6u5ysKrrKyMmVmZmr48OEKDw8PdjnwE/MWepiz0MS8hR7mLDQxb6GJeWv61uz9UFrte+NsR8/eGnHHDJU/WKov3vmninJ+VGtnZ/W79Holhkc0QqWoC19roae5zFnl6itfmnSI9MADD+hPf/qTbrzxRklSnz59tHv3bj311FMaO3asnE6nJE+3UYcOHbyPy83N9XYnOZ1OlZaWKi8vr0o3Um5urgYOHFjrc1utVlmt1mrHw8PDQ/ofhtQ8XkNLxLyFHuYsNDFvoYc5C03MW2hi3pqu4eNTlbV4ldoU1bHfUZRnXOU8nnfVuMYtEn7jay30hPqc+Vt7mO8hwVNcXKywsKolms1mud1uSVLXrl3ldDqrtI2VlpZqw4YN3oCoX79+Cg8PrzImOztbX3zxRZ0hEgAAAACECqvNru3DOkuSjOPOVe53lDMqUVZbaG/NASC4mnQn0tVXX60ZM2YoISFBvXv31tatWzVr1iyNHz9ekmcZ26RJkzRz5kz17NlTPXv21MyZM2W323XTTZ47CsTExOj222/XlClTFBcXp7Zt2+r+++9Xnz59vHdrAwAAAIBQduhwrtK77lXXttIph6qey4/yBEjXpiwJSm0Amo8mHSK98MILevTRRzVx4kTl5uaqY8eOmjBhgh577DHvmAcffFAlJSWaOHGi8vLylJiYqLVr1yoqKso75vnnn5fFYtH111+vkpISDR06VEuWLJHZbA7GywIAAACAgCpVuVpZ2+uJ8Qe0uOdf9OUX67X/6+1y9Oyt4eNT6UACEBBNOkSKiorS7NmzNXv27FrHmEwmpaamKjU1tdYxkZGReuGFF/TCCy8EvkgAAAAACDJnTEf9Y+x67Tn0vbrEdVPngcP01ltvacQVV4T0Pi0AmpYmvScSAAAAAKB25WWlMtxuFb3/gVReri5x3YJdEoBmrEl3IgEAAAAAavfk0t8qbneOhv2rUBFduqhrRrrCIiODXRaAZooQCQAAAABCRGmpS+kbFii3YI9MYeHKsHync9yGLmptVcw5ZxMgAWhQhEgAAAAAEAIWZqTotYPpOmg5uitJlNtQ4al2nbXhXRlHjgSxOgAtAXsiAQAAAEATUFrq0j8z5+rFlffrn5lzVVrq8p5bmJGiF/MydNBsqvKYojCTdoWX6OV1M2WJi2vskgG0MHQiAQAAAECQVesyKpLmLVug38WPUvLlj+m1g+kyzCbJdDRE6rLfUHi59G1HacXBdCWXPqaICGuQXgGAloAQCQAAAAAa2LF7GbWPTtCoIRO8gU9ll5FxXJfRz2aTXszL0LdLPtZBqydcMrkN9frRUGyRdM0mt7rul14eHqY1/cOUvmGBrh9+T6O/NgAtByESAAAAADQgf7uMTIbUa49bsUVSXmtpR2eTDJOUGb5XUpgG7HQrOdOt+MKj1zYklf962dyCPY390gC0MIRIAAAAAHAS/Okykkk6c/fRgOirTtKLeRn64dXtOmipOSA6GCUtGR6mzad7zk953V3tuQ1Jd6xxq7CV1P6ShEZ6xQBaKkIkAAAAAKgnf7qMzvtGSl5XPSBaOixMG3p+rQE7VWNA1LbQc3zWaEPj1hmSJNNxY8IkuSWNz3Sr/6O/b5DXCACVCJEAAAAAoBYn02X0ycvr1O1HaUpazQHR5DS3Zo02aWwdAZEh6ferDcWU1F5j2K/XK//sC1kTBwTkdQNATQiRAAAAAKAGCzNStCI3Te2yTd6AaP4P83Vj+9F+dRlt7lGoOZl1dxD5CohMUp3nj1V+4MAJvDoAOHGESAAAAABwnIUZKdr8UbqmrzMUX2h4j3sConT9kPupun1fd5fRO31NVcKl44XJ/4DIH5Z27QJ3MQCoASESAAAAgBanrmVqpaUu7diYpskZRrXHVQZEc0d+q+R3PMdqW4Y29LPqj68vc2ysKvLzJaOGa5pMsjgcsvfvF7DnA4CaECIBAAAAaFHqWqZ2x8gZSl8/T2PeqXufouS1dXcRHf+4uvgTEDn+9JD23TdZMpmqjjN5nskx9WGZzOYTeFYAOHGESAAAAABaDF/L1CTJvuunOpehncg+RWExMao4fLjGUMmQFO50+hUQRSclSWFh2j/zKZXn5HiHWByOo+cBoIERIgEAAABoVmpbqubPMrW/udM0ovWQgNXS9rbbdPDFFz0fHBcQmXRiAVF0UpKihg5V8cdZKj9wQJZ27WTv348OJACNhhAJAAAAQLNR11K1NpHt6lym5pY05h1D+bfZ/XqusNhYVeTl1dllFP/HCbL27BGwgMhkNqtV4gD/PhkAEGCESAAAAACaBV9L1U4Lb6s+Pu6WFl8o7S7+WaWtrbIUuRRWwzi3pNIYm7pPe8yzDE2qtcvIZDYTEAFoNgiRAAAAAISMk1mqtttx0K/naOeOUteZz2rvPffKUNWupcqPuz/x9AntU0RABKA5IEQCAAAAEBJOdqma45B/z3P+RTcoetBgdZo7RzkzZqpi/37vOYvTIefUqexTBKBFIkQCAAAA0OT5Wqp2SpjZ51I1W5l0JNKkiCNGncvUos+/QBL7FAHA8QiRAAAAADRpfi1Va+f261qF5/dR/Luf1blM7diQiIAIAI4iRAIAAADQJLhKirVu8XQV5+yR3ZmgYeOmyWqzK339vDqXqhmSTj3g33OcfevdMo0p9rlMDQBQHSESAAAAgKBbOSNZHdI2qVtR5ZFtylr0hrJHJqpYRYqvY6laZbBUEmmS1Y+laiazmX2MAKAeCJEAAAAABNXKGcnqtWxTteMxRVKbv2/Sf/v5d52i8/so0s+laixTA4ATR4gEAAAAoMGVlrqUvmGBcgv2qH10gkYNmaCICKtcJcXqkOYJkGpbqnbel/49B0vVAKBhESIBAAAAaFALM1K0IjdN7bJNii2S8lpL83+Yrxvbj9Yp+8qPWcJWnUlSTIl0xGZWREkFS9UAIIgIkQAAAAA0mIUZKdr8UbqmrzMUX3j07moHo6Qlw9J1rquNuvlxndxzO6vzxh9YqgYAQVRTkA8AAAAAJ6201KUdG9M0Oc2tuOM2xm5bKE1Jc6vo8CG/rlXev686zZ0ji8NR5bjF6VCnuXNYqgYAjYBOJAAAAAAnpbb9jtLXz9OYdzzdRzXtd+SWNOhTKb+VFPNL9TH6dUx+lDRs3DRZbXaWqgFAEBEiAQAAAKi3uvY7su/6SfGFtT82TFJ8kbRlYJT6byyUW1WXSrjlCZZyRiXKarNLYqkaAAQTIRIAAACAeqlrv6NXhqZp1M7Wfl3H0TNRO7oXqkPaJsUes8l2fpQnQLo2ZUmAKwcA1AchEgAAAIAT5t3vKMOodq5toXRfuqECex1tSMc4/6IbFDNosFyTi7Vu8XQV5+yR3ZngXcIGAGgaCJEAAAAAnDB/9jsyuSWXNUzhLneNd/RxSyqNsSn6/AskSVabXVdOfKYBqwYAnAzuzgYAAACgVq6SYq1ZmKKD6xdqzcIUuUqKJUmln25VfGHNm2FLnh80oo9Iewf3kEnS8f1KhjyP7f7E02yMDQAhgk4kAAAAADVaOSNZHdI2qXuR1F2SVn+nrMWr9POlfWX55ku/rhHeKUGd5t6pnBkzVbF/v/e4xemQc+pURSclNUzxAICAI0QCAAAAUM3KGcnqtWxTteNtiqQ2b3xWawfS8c6/6AZFDxqsqKFDVfxxlsoPHJClXTvZ+/ejAwkAQgwhEgAAAIAqXCXF6pDmCZCOD4sql6aVmiV3ZIQifin1a78jk9msVokDGrBqAEBDY08kAAAAAFWsWzxdsUW173dkkhRRIeUP6ct+RwDQghAiAQAAAKiiOGePX+MOti5Xp7lzZHE4qhy3OB3qNHcO+x0BQDPDcjYAAAAAVdidCZK2+TUuOimJ/Y4AoIUgRAIAAABQxbBx05S16A3FFNW8dMEtKT/KM05ivyMAaClYzgYAAACgCqvNrvUXR8okT2B0LLc8+x3ljEqU1WZv/OIAAEFDiAQAAACgmguMs7TrFKnwuJwoP0racWuirk1ZEpS6AADBw3I2AAAAAFW4jxzRKe/vUocCqf3s5/W/b9/R/q+3y9Gzt4aPT6UDCQBaKEIkAAAAAFWERUYq4eWXVfCf/6htUpJGVAzVW2+9pRFXXKHw8PBglwcACBKWswEAAADwenD+EC1YervcXTvL8fCfZArjRwYAgAffEQAAAABIkv7z3mK9bTukl4xN+vzbj4JdDgCgiSFEAgAAACBJGtx/lGasbqP7PojWeV0Sg10OAKCJYU8kAAAAAJIkW06+em49KJlMqigokLlNm2CXBABoQgiRAAAAgBauorxcJpNJEZ1OUcc//1muXbsUkZAQ7LIAAE0MIRIAAADQQpWWupS+YYE+/P51/ezO1W3d7lPS1X8IdlkAgCaKEAkAAABoZirDodyCPWofnaBRQyYoIsJaZczCjBS9djBdBy1hklWSzHps72z9kPGD7hg5Iyh1AwCaNkIkAAAAoBmpEg5JUpE0b9kC/S5+lDccWpiRohfzMmSYTZKkMLehSelu/e8M6aXT06UMESQBAKrh7mwAAABACCktdemfmXP14sr79c/MuSotdXnPVYZDB38Nhyr9bDbpxbwMLcxIUWmpS68dTJchSSbPuP5fGzp/p6Hb1xoyV0grDqZXuS4AABKdSAAAAECT4WsZWl1dRsmXP+YJh8wmmQyp1x63YoukvNbSjs4mGSZPOBS1Pt77eJPbUK8fDcX8Yujds6Qf25lUGhGmA5LSNyzQ9cPvCcJnAQDQVBEiAQAAAE2Ar2VolV1GMkln7j4aEH3VSXoxL0Nfv7JVB8PDNGCnW8mZbsUXHr32wShpyfAwbT49TNv2viNZVMs4Q/tj3dp8ephyC/Y07icAANDkESIBAAAAjaCivFxfbVqjkrx9ssWeojMSR8hs8bwd9xUQVbxeoX/mrdJ530jJ66oHREuHhen9nrs1YKc05XV3teduW+g5/twYST08AZKvce0vSWioTwUAIEQRIgEAAAANbOuapXL8b7qKI4t0wGxWu4oK7c9srf0XTFPvS27UawfTaw2IlgwL06Keq9T3W2lKWs3Bz+Q0t2aNNmnsOkOSZDpuTJgkt6TkTLf2DrpQXV76ps5x4zPd6v/o7wP06gEAzQUhEgAAANCAtq5ZqgPbHtKDp8SqbbbN22V06BS3Htj2kJbv26BudQREU/wMiH6/2lBMSe11hEmKL5S6fVKqgqK6x7UtlMo/+0LWxAEn+GoBAM0ZIRIAAABwkmrbELuivFzffvqkVufH6bF/uxVfeDQo8nQZxamL9T0lZ4ZLOrmAqK7zx6rYu9evceUHDvh3QQBAi0GIBAAAAJyEhRkpWpGbpnbZJm+X0fwf5uvG9qN1Qdz5+t/PFk3OqL3LaNWg8CpL2I53IgGRP+z9++mXDRt8jrO0axe4JwUANAuESAAAAEAdfG2IvfmjdE1fZyi+0PA+xrPZdbq+6vyeRr/jOVZTl5Eh6bL/Ba5Wc2ysKvLzJcOoftJkksXhUNuxY5X39+Uq37+/znH2/v0CVxgAoFkIC3YBAAAAQFO1dc1S5Tx+mlz//IN++c+Tcv3zD8p5/DRtXbNUpaUu7diYpslpbsUd10lUudl1fNZBxRdWD5AqmSRFVG9SqpE5NlY1RD6SPGGUxemUc9pjv174uGf89WPH1IcVFhEhx9SHfY4zmc3+FQYAaDEIkQAAAIAabF2zVEXpj2j3W1bZ1sSo/butZFsTo91vWVWU/oj+vvh2jXmn9s2uDUlDs/x7LndUK78CIpPJVGPwYzKZ5Jj6sKIvu0ynzJkti8NRZYjF4dApc2YrOilJkhSdlOTXOAAAjsVyNgAAALRYtS1VqygvV27GDHVe37raY2KKJNP61vosL8vnXkbRR/yro93YZP3815c8Hxy7xMxkkkmezqDopCQpLEz7Zz6l8pwc7xCLw3H0vDwBUdTQoSr+OEvlBw7I0q6d7P37Vess8nccAACVCJEAAADQIm1ds1TtP5wu1+Ej+sVlUZi1XDlrIpU7aJostjaK2uwJU2q7Y9qgz/17HpctXOElZTUuAXBLcrdro3b/7/8p8rTTAhYQmcxmtUoc4LM2f8cBACARIgEAAKAFqlyqVrKltWKLrLL9enx3a6niwCM60LavehXV/vgwSdYK/57LOe73OvTSPBmqGkhVftzl0ekymc0BD4gAAAg0QiQAAAC0KP4sVXN3+Eb+bB96JDJMEUfctXYZlcbY5LjzTtnPOEP7Z8z03BHtV+FOZ5UuI4mACADQtBEiAQAAoNlxlRRr3eLpKs7ZI7szQcPGTZPVZpckfbnxzTqXqklSu2z/7j9j3HCNTEvTa+0y6v7E0yfUZQQAQFNGiAQAAIBmZeWMZHVI26Ru3uVo25S16A1lj07UtSlL9O2Wt3V6HUvVJE8AVBgptTpScz+SW1J+tEmJ909Xcb9LlDNjpiqO6TKyOB1yTp1KlxEAoFkhRAIAAECzsXJGsnot21TteEyR1GbZJr1eMVYmc7hf19rd7xT1/nCf3KoaJLnlCZmMe8fLEh5BlxEAoMUgRAIAAEBIKS11KX3DAuUW7FH76ASNGjJBERFWuUqK1SHNEyDVtEzNkJTw+maVT7tP0oc+n+fUMbfo0KUHFTZnsWIL3N7jh2PMct+TrME33+89RpcRAKAlIEQCAABAyFiYkaIVuWlql21SbJGU11qa/8N83dh+tE7ZV37MErbqTPIsT/tm79eqiDKpTaFR91K1pJtkCY9Q+fX36LN1K1SYvUdRHRI0YNiNsoRHNNArBACg6SJEAgAAQEhYmJGizR+la/o6Q/GFhvf4wShp6bB09XZFqZsf1zlyYK+MSeNleuJln0vVJMkSHqHfXH5bAF8JAAChyb/bTgAAAABBVFrq0o6NaZqc5lZcYdVzcYXS5DS3XIcP+3UtuzNBg2++X4cevV2Ho6u+HT4cY9ahR2+vslQNAAB40IkEAACAJsNVUqx1i6erOGeP7M4EDRs3TVabXenr52nMO57uo+P3OzLJs9/RoE+lQ62l2KLqY6Rfl6lFScPGTZMkDb75fpaqAQBwAuoVIpWUlMgwDNntdknS7t27lZaWpjPPPFNJx9zGFAAAAPDXyhnJ6pC26Zh9jbYpa9Ebyh6dqFKLW/GFtT/WJCm+SNoyMEr9NxbWukwtZ1SirDa79zhL1QAA8F+9lrONHDlSr7zyiiQpPz9fiYmJeu655zRy5EjNmzcvoAUCAACg+Vs5I1m9lm1Sm+M2xo4pknot26SSLVv8uo6jZ6J23Jqow62rHs+PknbcmqhrU5YEpmAAAFqgenUiffLJJ3r++eclSf/+97/lcDi0detWrVy5Uo899pj+3//7fwEtEgAAAM2Xq6RYHdI2Saq+DC1Mni6iPt/6d63zL7pBMYMGyzW55mVxAACg/uoVIhUXFysqKkqStHbtWo0ZM0ZhYWE6//zztXv37oAWCAAAgObBVVKszEWpOvj1dq3Z+6GGj0+V1WbXusXTj1nCVl2YpJgSyWUNU7jLXWMrvVtSaYxN0edfIEmy2uy6cuIzDfAqAABoueoVIvXo0UPp6ekaPXq01qxZo/vuu0+SlJubq+jo6IAWCAAAgNBXud9R9yKpuySt/k5Zi1cpe3Si3C6XX9fY3y9BnTf+IENVO5YqP+7+xNMymc0Brx0AAHjUa0+kxx57TPfff79OPfVUJSYm6oILPL/xWbt2rc4999yAFrhv3z7dcsstiouLk91u1znnnKOsrCzvecMwlJqaqo4dO8pms+niiy/W9u3bq1zD5XLp7rvvVnx8vFq1aqVrrrlGe/fuDWidAAAAqJmv/Y46ZH7q13XK+/dVp7lzZHE4qhy3OB3qNHeOornBCwAADapenUi//e1vNXjwYGVnZ+vss8/2Hh86dKhGjx4dsOLy8vI0aNAgXXLJJXr77bfVvn17ffvtt2rTpo13zLPPPqtZs2ZpyZIlOu200/Tkk09q+PDh2rlzp3fJ3aRJk7Rq1SqtWLFCcXFxmjJliq666iplZWXJzG+rAAAAGoyv/Y4MSXF5hoxf/17bUrX8KHn3NYoaOlTFH2ep/MABWdq1k71/PzqQAABoBPUKkSTJ6XTK6XRWOTZgwICTLuhYzzzzjDp37qzFixd7j5166qnevxuGodmzZyslJUVjxoyRJC1dulQOh0PLly/XhAkTdPjwYb388statmyZhg0bJkl69dVX1blzZ61bt04jRoyo8bldLpdcx7RWFxQUSJLKyspUVlYW0NfZWCrrDtX6WyrmLfQwZ6GJeQs9zFloyFyUqu517HdUGSztOCdavbYVyK2qQZL71zHZ1wxQmCXcO98RvzlXEb+OKXe7Jbc74LXjKL7eQg9zFpqYt9DTXObM3/pNhmEY/gysDGn88frrr/s9ti5nnnmmRowYob1792rDhg065ZRTNHHiRP3hD3+QJH333Xfq3r27PvnkkyrL6EaOHKk2bdpo6dKleueddzR06FAdOnRIsbGx3jFnn322Ro0apenTp9f43KmpqTWeW758uex27uwBAADgj4PrF2rg6u98jtt4WTcZlnCd+e5OxR4TOh2KknYMOV3tLhzXgFUCANCyFRcX66abbtLhw4fr3Ova706kmJgY798Nw1BaWppiYmLUv39/SVJWVpby8/NPKGzy5bvvvtO8efM0efJkTZ06VZs3b9Y999wjq9Wq2267TTk5OZIkx3Hr4h0Oh/cucTk5OYqIiKgSIFWOqXx8TR5++GFNnjzZ+3FBQYE6d+6spKSkkN08vKysTJmZmRo+fLjCw8ODXQ78xLyFHuYsNDFvoYc5Cw1r9n4o+REiOXr21og7ZshVUqx3l81Qcc4e2Z0JuvjWFA2w8Qu8YOPrLfQwZ6GJeQs9zWXOKldf+eJ3iHTskrKHHnpI119/vebPn+/dU6iiokITJ04MaMDidrvVv39/zZw5U5J07rnnavv27Zo3b55uu+027ziTqeoKe8Mwqh07nq8xVqtVVqu12vHw8PCQ/ochNY/X0BIxb6GHOQtNzFvoYc6atuHjU5W1eJViiure72j4+NRf5zJGV935bOMWCb/x9RZ6mLPQxLyFnlCfM39rr9fd2RYtWqT777+/yqbUZrNZkydP1qJFi+pzyRp16NBBZ555ZpVjvXr10p49eyTJuyfT8R1Fubm53u4kp9Op0tJS5eXl1ToGAAAADcNqsyt7dKJM8gRGx6rc7yhnVKKsdBsBANDk1StEKi8v144dO6od37Fjh9wB3NRw0KBB2rlzZ5Vju3btUpcuXSRJXbt2ldPpVGZmpvd8aWmpNmzYoIEDB0qS+vXrp/Dw8CpjsrOz9cUXX3jHAAAAoOFcm7JEe4aeoYJWVY/nR0k7bk3UtSlLglIXAAA4MfW6O9u4ceM0fvx4ffPNNzr//PMlSR999JGefvppjRsXuE0P77vvPg0cOFAzZ87U9ddfr82bN2vhwoVauHChJM8ytkmTJmnmzJnq2bOnevbsqZkzZ8put+umm26S5NnL6fbbb9eUKVMUFxentm3b6v7771efPn28d2sDAABAw1n55l902offyuIyae/1g7WnYJ8cPXtr+PhUOpAAAAgh9QqR/vKXv8jpdOr5559Xdna2JM/SswcffFBTpkwJWHHnnXee0tLS9PDDD+vxxx9X165dNXv2bN18883eMQ8++KBKSko0ceJE5eXlKTExUWvXrlVUVJR3zPPPPy+LxaLrr79eJSUlGjp0qJYsWVJlOR4AAAAaxuovX5EpvkxdDodryNS5envNGo244oqQ3jsCAICWqF4hUlhYmB588EE9+OCD3h28G+qOZVdddZWuuuqqWs+bTCalpqYqNTW11jGRkZF64YUX9MILLzRAhQAAAKiNq+yI7M4e+vNNu7TovJdk4pd4AACErHqFSMcK1dvdAwAAoOFZwyM159bX5So7Imt4pMrKyoJdEgAAqKd6bay9f/9+3XrrrerYsaMsFovMZnOVPwAAAIAkle7eLaO0VNbwyGCXAgAATlK9OpGSk5O1Z88ePfroo+rQoYNMJlOg6wIAAECI+79/PqABL/1PkUcq1GneS7Kfe26wSwIAACehXiHSBx98oPfff1/nnHNOgMsBAABAc/BzXo5ez35TvYoMmV0WWXv0CHZJAADgJNVrOVvnzp1lGEagawEAAEAzcaBwv6Jbx2r6HWZ1eW25zMfcORcAAISmeoVIs2fP1p/+9Cf98MMPAS4HAAAAzcEZCWdrxe0f6t+3fqjWZ/UJdjkAACAA6rWc7YYbblBxcbG6d+8uu92u8PDwKucPHToUkOIAAAAQmtwlJQqz2RRtiwl2KQAAIEDqFSLNnj07wGUAAACguViw/C5d/NYhRZSUyvnoI7KxjyYAAM1CvUKksWPHBroOAAAAhLDSUpfSNyzQ9n0f6G3Xlzp/W4Xc5ZI5NjbYpQEAgACpV4gkSRUVFUpPT9eOHTtkMpl05pln6pprrpHZbA5kfQAAAAiyyoAot2CP2kcnaNSQCYqIsHrPL8xI0WsH03XQEiaZJEWaNOn/hemeg/3Uq0uX4BUOAAACql4h0jfffKMrrrhC+/bt0+mnny7DMLRr1y517txZb775prp37x7oOgEAANAATiggkqQiad6yBfpd/CjdMXKGFmak6MW8DBlmU5XrHmxl0rRWn+hARoruGDmjMV8SAABoIPUKke655x51795dH330kdq2bStJ+vnnn3XLLbfonnvu0ZtvvhnQIgEAAHDiKsrL9dWmNSrJ2ydb7Ck6I3GEzJajb//qGxD9bDbpxbwMVbxeoX/mrfKcN1UdI5NJMgytOJiu5NLHqgRTAAAgNNUrRNqwYUOVAEmS4uLi9PTTT2vQoEEBKw4AAAD1s3XNUjn+N13FkUU6YDarXUWF9me21v4LpuncEWNPKCAyGVKvPW7FFkl5raUdnU0yTNLy/FXK/zWAMrkN9frR0DUfuRVeIS27JEw/dAjTAYtJ6RsW6Prh9wTj0wAAAAKoXiGS1WpVYWFhteNFRUWKiIg46aIAAABQO19L0LauWaoD2x7SA51jtd/SynvcUV6uB7c9pC3lZXrtYHqtAZFM0t/zV+mwJUwDdrqVnOlW/DFv/Q5GSUuGh2nz6Z4AqaYxKf9w62+XS5tPD1NuwZ4G/5wAAICGV68Q6aqrrtIdd9yhl19+WQMGDJAkbdq0SX/84x91zTXXBLRAAAAAHOVrCVpFebm+/fRJPe6Il9yGztx9NCD6qlOYpjjiNeL7p3UwyuYzIBqw060pr7ur1dC2UJryulvPjfF8XNOYqJKjY9pfktAQnwoAANDI6hUizZ07V2PHjtUFF1yg8PBwSVJ5ebmuueYazZkzJ6AFAgAAtCR1dRlVLkGTSceFQ/Icz5AuiDtf8+MsOm+noeR1NQREw8K05gybz4Bo1mhDY9cZkjw3XDtWmCS3pOS1blXel7e2MeMz3er/6O9P/hMDAACCrl4hUps2bZSRkaGvv/5aX331lQzD0JlnnqkePXoEuj4AAIAWY2FGilbkpqldtskbEM3/Yb5ubD9ayZc/ptcOpuu8b1RrOPRaj3RZy6Qu34ZpSlotAVGafwHRxP8YspXVXmuYpPiiul9P2K/PWf7ZF7ImDvDjMwAAAJqyeoVIlXr27KmePXsGqhYAAIBmzVeX0eaP0jV9naH4QsP7mINR0tJh6frh5+3q9q3qDIeeGxOmHaftUnKmZ0xNAZEh6ferDcWU1F5nmFRngHSiyg8cCNzFAABA0NQrRDIMQ//+97+1fv165ebmyu2u+mbm9ddfD0hxAAAAzYWvLqMdG9M0OcOo9ri2hdLkNLfmj9yp5Hc8x2pdXpbp1iety6t0KR3PJNUZIDUES7t2jfuEAACgQdQrRLr33nu1cOFCXXLJJXI4HDKZjn8rAwAAgEq+uox2H/hCY96pe3nZbW9LrUprf44wSfGFUt/99oDVbY6NVUV+vmRUD7dkMsncvr1Mkspzc2sdY3E4ZO/fL2A1AQCA4KlXiPTqq6/q9ddf1xVXXBHoegAAAEKSq6RY6xZPV3HOHtmdCRo2bpqsNrtKS10+u4z+NWhXnd1DYao7QDrWGQn9lK9PfI7zFRBZHA45/vSQ9t03WTKZqo779ReIzpSpkqR9906qdYxj6sMymc0CAAChr14hUkxMjLp16xboWgAAAELSyhnJ6pC2Sd28G01vU9aiN5Q9OlEV/c+ps8vIkDTyo8DVEjVwoIpWrVJZTk6159OvzxfudPoMiBxTH1Z0UpIUFqb9M59SeU6Od4jF4Th6XpLmzPY9BgAAhLx6hUipqamaPn26Fi1aJJvNFuiaAAAAQsbKGcnqtWxTteMxRVKbZZu05esvfO5RZK3w77nCYmNVkZdXZzjUasB5ckx92NMdJFULiEw6sYAoOilJUUOHqvjjLJUfOCBLu3ay9+9XpbvInzEAACD01StEuu666/Taa6+pffv2OvXUUxUeHl7l/Cef+G6hBgAACBW1LVVzlRSrQ5onQKptL6Ne237x7zkiwxR+xK2wGs65JZXG2NR92mOe7iGp1nDIZDZ7AiA/uoP8DX9MZrNaJQ6os35/xgAAgNBWrxApOTlZWVlZuuWWW9hYGwAANGt1LVWLjHUcc7y6MElRR/x7Huf4CTr00jwZqhpIVX7c/Ymn/V9epsAGRAAAAFI9Q6Q333xTa9as0eDBgwNdDwAAQJPha6na1738W9Z/JNKkiCNGnV1GjjvvlP2MM5QzY6Yq9u/3nrc4HXJOnXrC3UMSAREAAAiseoVInTt3VnR0dKBrAQAAaHSlpS6lb1ig3II9ah+doFFDJigiwurXUrXO35T49Rz5l/aT462P6+wyqlyGRvcQAABoquoVIj333HN68MEHNX/+fJ166qkBLgkAAKBxLMxI0YrcNLXLNim2SMprLc3/Yb5ubD9ap+wr97lUzVYmlZklS0X1oEnyBE35UdLAGQvkuuwDn11GEgERAABouuoVIt1yyy0qLi5W9+7dZbfbq22sfejQoYAUBwAA0FAWZqRo80fpmr7OUHzh0U2qD0ZJS4emqe/PZnXz4zpfnt1afT8pkluqslzNLU+wlDMqUVabXVbuYAYAAEJcvUKk2bNnB7gMAACAxlNa6tKOjWmanGFUO9e2UJqcbsikcr+uFTX4Uu3ovV8d0jYp9pjOpfwoT4B0bcoS7zG6jAAAQCirV4g0duzYQNcBAAAQcK6SYq1bPF3FOXtkdyZo2LhpstrsSl8/T2Pe8QRINe13ZPz6pyhSanVEtW6InR8l7zVdk2t+LgAAgOaiXiHSsUpKSlRWVlblGJtuAwCAYFs5I1kd0jYds6/RNmUtekPZIxN1yJ2rPoW1P7YyWPrqN1Hqv7HQ51I1SbLa7Lpy4jOBfhkAAABNRk2/WPPpl19+0V133aX27durdevWio2NrfIHAAAgmFbOSFavZZvU5riNsdsUSb3+vkmF3/zg13UcPRO149ZEHW5d9Xh+lLTj1qpL1QAAAJq7enUiPfjgg1q/fr1eeukl3XbbbfrrX/+qffv2acGCBXr66acDXSMAAIDfXCXF6pC2SVL1pWomeZapXfhF9b2QanL+RTcoZtBglqoBAAConiHSqlWr9Morr+jiiy/W+PHjdeGFF6pHjx7q0qWL/v73v+vmm28OdJ0AAABerpJiZS5K1cGvt2vN3g81fHyqN9RZt3j6MUvYqjNJiimRjtjMiiipqHW/o9IYm6LPv0ASS9UAAACkei5nO3TokLp27SrJs//RoUOHJEmDBw/We++9F7jqAAAAjrNyRrKyLuyn7i+s0sDV36n7C6uUdWE/rZyRLHeFW8U5e/y6Tu65nb2dSccy5Amauj/xtExmc4CrBwAACF31CpG6deumH374QZJ05pln6p///KckT4dSmzZtAlUbAABAFbXtdRRTJPVatkkPPdxb4W3j/bpWef++6jR3jiwOR5XjFqdDnebOUXRSUqDKBgAAaBbqtZxt3Lhx+vTTTzVkyBA9/PDDuvLKK/XCCy+ovLxcs2bNCnSNAAAAde51FCZPB9E166X//fGQ2rf2bKJ9/DjJs1QtP0refY2ihg5V8cdZKj9wQJZ27WTv348OJAAAgBrUK0S67777vH+/5JJL9NVXX+njjz9W9+7ddfbZZwesOAAAgEr+7HUUXyidXuxU9uhEtVm2SW5Vbbt2/zouZ1Sidw8lk9msVokDGq5wAACAZqJeIdLxEhISlJCQEIhLAQAA1MjfvY5KD/yk6x5/TSuVrA5pmxR7TPCUH+UJkK5NWdIwRQIAADRjfodIc+fO1R133KHIyEjNnTu3zrH33HPPSRcGAABwLLszQdI2P8dJ16YskWtysdYtnq7inD2yOxO8S9gAAABw4vwOkZ5//nndfPPNioyM1PPPP1/rOJPJRIgEAAACbti4acpa9IZiimq+M8ixex1VstrsunLiM41WIwAAQHPmd4j0/fff1/h3AACAxmC12b17HRmquml2TXsdAQAAILD8DpEmT57s1ziTyaTnnnuu3gUBAADU5tqUJex1BAAAECR+h0hbt26t8nFWVpYqKip0+umnS5J27dols9msfv36BbZCAACAY+zoWKy9d56vTodsyv9xtxw9e2v4+FQ6kAAAABqY3yHS+vXrvX+fNWuWoqKitHTpUsXGxkqS8vLyNG7cOF144YWBrxIAAEDSwbxsrTK+ULHZrOnn3qn4HiM04oorFB4eHuzSAAAAmr2a9qX06bnnntNTTz3lDZAkKTY2Vk8++SRL2QAAQIMpKzisuX8L1+TVJl1x3s3BLgcAAKBFqVeIVFBQoP3791c7npubq8LCwpMuCgAAoCb2bTsVnVeqIUVdZI6MDHY5AAAALYrfy9mONXr0aI0bN07PPfeczj//fEnSRx99pAceeEBjxowJaIEAAACVoi67TJ2iomRUVAS7FAAAgBanXiHS/Pnzdf/99+uWW25RWVmZ50IWi26//Xb9+c9/DmiBAAAAkrT8P0/Jbrbpikv/qAhrpPc9CAAAABpHvUIku92ul156SX/+85/17bffyjAM9ejRQ61atQp0fQAAAHJXVGh59t+1O8KkHzO+093Xzw12SQAAAC1OvUKkSq1atVLfvn0DVQsAAECNCkvydfWmSH1vL9aoe/4Q7HIAAABapJMKkQAAABpDlNmuIVluXVRiKP4PpmCXAwAA0CIRIgEAgCbPqHCr3V13qnjrVkWe1TvY5QAAALRIhEgAAKBJ2/zpWrWy2NX79tsVF+xiAAAAWrCwYBcAAABQl4UfPaZbt/xRf142LtilAAAAtGiESAAAoMmqqChX+KFSnbbHUN9uQ4NdDgAAQIvGcjYAANBkmc0WPVpwmQ6npSnWuk8aFOyKAAAAWi46kQAAQJNmbtNG5pgYRV1ySbBLAQAAaNHoRAIAAE1KaalL6RsWaO/Br+SM7qLf3jdJ7SffJ5nNwS4NAACgRSNEAgAAAVEZ/uQW7FH76ASNGjJBERHWExqzMCNFrx1M10HLr83SB9/Xi6++ouS4Ubpj5IzGfDkAAAA4DiESAADw6YTDnyJp3rIF+l380fDH15iFGSl6MS9DhtkkSTK5DbX5RcprbdKLeRlShgiSAAAAgogQCQCAFu5kA6Ljw59KP5uPhj+SPH83SWfudiu2SMprLX3VyXO84vUK/TNvlQyzSSZD6rXHrd67DV33oaGs7tKz15m14mC6kksfq9bdBAAAgMZBiAQAQAt2sgFRTeFPZUC0o7NJMknLD6bLkHTeN1LyOrfiC49e52CUtHRYmJb3XKV8S5gG7HQrObPqmN57pPN2Gdp8epjSNyzQ9cPvafhPDAAAAKohRAIAoBmrq8uoMiA6ke6gYwMiwyQtz689/DkYJS0ZHqbNp3vOT0lzV6uvbaE0Oc2t58aESXJryuvVx1jLpCmvu/XcGCm39Z6G+lQBAADAB0IkAACaqYUZKVqRm6Z22SZv+DP/h/m6sf1oJV/+mF47mF7v7qBqAVEN4U/bQk/4M2u0obHrDEmS6bgxnuhISl7r9p48foypckymW9lDOp3cJwUAAAD1RogEAECI8tVltPmjdE1fZyi+0PA+xhMQpeuHn7er27eqd3fQiQREv19tKKak9tcRJim+qO7XGiYpvlDq27p/3QMBAADQYAiRAAAIQb66jHZsTNPkDKPa4yoDolmjdin5v/XvDgqTZEi6O8NQRPWMqcq4ugKkE5Z3OIAXAwAAwIkgRAIAoIlxlRRr3eLpKs7ZI7szQcPGTZPVZveer6vLaMmwdO0+8IXGvFN3QHTHakNRR2qvwZ/uIJNUZ4DUECzt2jXuEwIAAMCLEAkAgCZk5YxkdUjbpG7eAGebsha9oezRibo2ZYlKS111dhlNSXPr7fN2Vdm/6HhhUp0BUkMwx8aqPC+vWqgleTqaLA6HTJLKc3Mlo/prk8kki8Mhe/9+DVwpAAAAakOIBABAI6prH6OVM5LVa9mmao+JKZLaLNuklUpWab8+dXYZSdKwTxrwBdTAHBurivz8OsMfx58e0r77JnuOHTvOZJJJkjNlqiRp372TJJOp2hhJckx9WCazuUFeAwAAAHwjRAIAoJHUtY/R2KQUdUjzBEi17T/kTN+k78zuOruMJCmiwr96wmJjVRGA7iBvQFRH+BOdlCSFhWn/zKdUnpPjHWJxOI6el6Q5s32PAQAAQFAQIgEA0Ah83S2tZOsWJdWxB5FJnuVqOV//6NfzuSLDFH7E7e1OOpZbUmmMTd2nPRaQ7iB/A6LopCRFDR2q4o+zVH7ggCzt2snev1+V7iJ/xgAAACA4CJEAAAiQ2paq+drHaHKaW2/39y8csprtvgdJco6foEMvzZOhqp1NlR93f+LpgHYH+Rv+mMxmtUocUGft/owBAABA4yNEAgAgAOpaqtYmsp3Pu6UN2u7f85j69pbr02yFHy6ps8vIceedsp9xhnJmzFTF/v3e8xanQ86pUxukO4jwBwAAoHkjRAIA4CT5WqrWMyxGfXzcLS2mRCqKlFodqR40SZ5wKD9KGnZ7qlynDdPee+6ts8vIZDbTHQQAAICAIkQCAOAk+LNUrSQ8z69r7ekdq15ZeXJLVbqM3PKEQzmjEmW12WVNSlKnuXN8dhlJhD8AAAAIHEIkAAD84Cop1rrF01Wcs0d2Z4KGjZsmq82u9PXz6lyqZkiyl/n3HMMmPqt17/6fOqRtUuwxm2znR3kCpGtTlniPsQE1AAAAGhshEgAAPqyckawOaZvUzRvsbFPWojeUPTpRpREmxdexVK0yWCqxhclaUvfd0qLPv0DXDhos1+SaA6tq16bLCAAAAI2IEAkAgDqsnJGsXss2VTseUyS1WbZJX/2mjV/XKUo8S5HvfuZzHyNJstrsunLiMydbOgAAABBQNf1CFAAAyLOErUOaJ0CqaamaSVKXL/L9utbZt96tTnPnyOJwVDlucTrUae6cKvsYAQAAAE0RnUgAgBbPVVKszEWpOvj1dq3Z+6GGj0+V1WbXusXTj1nCVjN7qXTEZlZESYXPpWoms5l9jAAAABCyQqoT6amnnpLJZNKkSZO8xwzDUGpqqjp27CibzaaLL75Y27dvr/I4l8ulu+++W/Hx8WrVqpWuueYa7d27t5GrBwA0RStnJCvrwn7q/sIqDVz9nbq/sEpZF/bTyhnJKs7Z49c1cs/tLJM8S9OOVdNStcp9jGKuulKtEgcQIAEAACBkhEyItGXLFi1cuFB9+/atcvzZZ5/VrFmz9OKLL2rLli1yOp0aPny4CguP7nI6adIkpaWlacWKFfrggw9UVFSkq666ShUVFY39MgAATUjlfkdtjus2alMk9Vq2SeX7fvTrOuX9+7JUDQAAAM1eSCxnKyoq0s0336y//e1vevLJJ73HDcPQ7NmzlZKSojFjxkiSli5dKofDoeXLl2vChAk6fPiwXn75ZS1btkzDhg2TJL366qvq3Lmz1q1bpxEjRgTlNQEAgquu/Y5M8ixDS/j0Z+W19myiXdtStfwoee+exlI1AAAANGchESLdeeeduvLKKzVs2LAqIdL333+vnJwcJR3zG16r1aohQ4Zo48aNmjBhgrKyslRWVlZlTMeOHXXWWWdp48aNtYZILpdLLpfL+3FBQYEkqaysTGVlZYF+iY2isu5Qrb+lYt5CD3MWGjIXpap7HfsdhUlqWyRtGxSnsz/8WW5VDZLc8oRN2dcMUJgl3DvfEb85VxG/jil3uyW3u0HqB19roYp5C03MW+hhzkIT8xZ6msuc+Vt/kw+RVqxYoU8++URbtmypdi4nJ0eS5Dhu+YDD4dDu3bu9YyIiIhQbG1ttTOXja/LUU09p+vTp1Y6vXbtWdrv9hF9HU5KZmRnsElAPzFvoYc6atoNfb1d3P8YVR8Vo41XxOvPdnYo9JnTKj5J2DDld7fqO0VtvvdVgdcI3vtZCE/MWmpi30MOchSbmLfSE+pwVFxf7Na5Jh0g//vij7r33Xq1du1aRkZG1jjOZqi5EMAyj2rHj+Rrz8MMPa/Lkyd6PCwoK1LlzZyUlJSk6OtrPV9C0lJWVKTMzU8OHD1d4eHiwy4GfmLfQw5yFhjV7P5RWf+dznKNnb424Y4ZcJcV6d9kMFefskd2ZoItvTdEAW2j/UiHU8bUWmpi30MS8hR7mLDQxb6GnucxZ5eorX5p0iJSVlaXc3Fz169fPe6yiokLvvfeeXnzxRe3cuVOSp9uoQ4cO3jG5ubne7iSn06nS0lLl5eVV6UbKzc3VwIEDa31uq9Uqq9Va7Xh4eHhI/8OQmsdraImYt9DDnDVtw8enKmvxKp/7HQ0fn/rrXMboqjufbdwi4Re+1kIT8xaamLfQw5yFJuYt9IT6nPlbe5O+O9vQoUP1+eefa9u2bd4//fv3180336xt27apW7ducjqdVdrGSktLtWHDBm9A1K9fP4WHh1cZk52drS+++KLOEAkA0LxZbXZlj06USZJx3LnK/Y5yRiXKSrcRAAAAIKmJdyJFRUXprLPOqnKsVatWiouL8x6fNGmSZs6cqZ49e6pnz56aOXOm7Ha7brrpJklSTEyMbr/9dk2ZMkVxcXFq27at7r//fvXp08d7tzYAQMt0bcoSvVxytU5f843iCo8ez4/yBEjXpiwJWm0AAABAU9OkQyR/PPjggyopKdHEiROVl5enxMRErV27VlFRUd4xzz//vCwWi66//nqVlJRo6NChWrJkiczcdhkAWrzbn1wlV0qxMhelav/X2+Xo2VvDx6fSgQQAAAAcJ+RCpHfffbfKxyaTSampqUpNTa31MZGRkXrhhRf0wgsvNGxxAICQ4i4pkcxmWW12jbhjht566y2NuOKKkF7PDgAAADSUJr0nEgAADWl16u3a0b+/cp57LtilAAAAAE0eIRIAoEUqKytV7q6tCist046cz4JdDgAAANDkhdxyNgAAAuGng3u09vIorRnwixbclBrscgAAAIAmjxAJANAidenQQ8vv2KzSMpciwq0qKysLdkkAAABAk8ZyNgBAixYRbg12CQAAAEBIIEQCALQ42fu/19d3/F65s55X+aFDwS4HAAAACAmESACAFufVFVNU/t6HOvC3hTJZWNkNAAAA+IMQCQDQ4nxjydELV4dp54WdZI6ODnY5AAAAQEjg168AgBZn/sQP9eGXa9W5bfdglwIAAACEDEIkAECLYzKZNLj3iGCXAQAAAIQUlrMBAFqUkq++0uFVq1SelxfsUgAAAICQQicSAKDFyCs4qH89MVoXZkm2qy7XqX+ZFeySAAAAgJBBJxIAoMV4/d0X9XXbMO1tJ8VeOizY5QAAAAAhhU4kAECLMeqSifq3Wdp+SZGGXX55sMsBAAAAQgohEgCgxYiLaq8JV6YGuwwAAAAgJLGcDQDQYpTt2yfDMIJdBgAAABCSCJEAAC3CC6/+P311eZK+GjxIZT/9FOxyAAAAgJBDiAQAaNZKS136Z+YcffTjBlW43XId+UUWpzPYZQEAAAAhhz2RAABNTmmpS+kbFii3YI/aRydo1JAJioiwnvC4hRkpeu1gug5awqSOZo2/z9DpB8t0yapHdcfIGY35kgAAAICQR4gEAAiYivJyfbVpjUry9skWe4rOSBwhs6Xqt5oTCn4kqUiat2yBfhc/qkrw42vcwowUvZiXIcNs8j6mzGLSdkeYtudlSBkiSAIAAABOACESAMAvvsKfrWuWyvG/6SqOLNIBs1ntKiq0P7O19l8wTeeOGCvJ/+BHJunM3W7FFkl5raWvOslz/Nfgx9e4itcr9M+8VTLMJpkMqdeeo2N2dDZJJmnFwXQllz5WY4cTAAAAgOoIkQAAPvkKf7auWaoD2x7Sg6fEqm22zRvYHDrFrQe2PaStkrYc2eVX8HPeN1LyOrfiC48+/8EoaemwMK3oka6bfnlIyw+m1zpuybAwLe+5SvmWMA3Y6VZyZg1jhodp8+lhSt+wQNcPv6dRPocAAABAqCNEAgDU2WXkq+vHSHMr7ut/a3V+nB77t1vxhW7vdT3hT5yGf/qEXouz1hkQLeq5Sn2/laakuY8vT20Lpclpbj03JkzPr5yo7nWMm/LrOMmtKa/XMuZ1t54bI+W23nPynzwAAACghSBEAoBmzp89iFbkpqldtskbEM3/Yb5ubD9ayZc/ptfq6PpZOixM/+jxhs7+2aLJGbWHP/NGhatbft0B0azRJo1dZ0iSTMeN8URCUnKmWys771NyprvucWvdMnsuVee1sod0qvNzBwAAAOAoQiQAaMbqCogq9xba/FG6pq8zFF9oeB/nCYjS9f3Bz9TNR3fQrNEmjXnHc6y2wOb6dZJJtQc/hqTfrzYUU1L7awmTFF8o/fZfBYor9DGuqPbzx16rb+v+dQ8EAAAA4EWIBAAhzNcytLoCooqKCu3a9IYmZxjVrusNiEZ9q+T/1t4dZEia+B9DtrLaa/Qn1DFJdQZIx4r/xaLqFddT3uFAXQkAAABo9giRACBE+VqGtmNjWp0B0QJ3hn5bRweRIen3a+ruDjJJdQZIDSHmiiuU/9qKgFzL0q5dQK4DAAAAtASESAAQgnx1Ge0+8IXGvFP3/kK3vi21Kq39OU6kOyhQzLGxKs/Lq1az5Am1wp1OOR5+WEXr31VZTk6t4ywOh0ySynNzJaOGviWTSRaHQ/b+/QJaPwAAANCchQW7AABAzVwlxXrzpYf0r8d+pzdfekiukmJJniVsOzamaXKau9reQJVdRqeu3qX4wuoBUqUw1R0gnaiKmNaqvmuSh1tSeXyMLA5HrcvQDEkWp1POaY/JZDJJpuMqN5lkMpnkmPqwwiIi5Jj6cJ3jnClT5UiZ6j12/BhJnmuYzSfwKgEAAICWjU4kAGiCVs5IVoe0Term3Utom7IWvaHs0Ymq6H9OnV1GknTB9sDVEhYbqwof3UGn/Okh7Z10n4zjaqr8uMtjj0uS9t076dcTx8RJJpNM8oQ60UlJUliY9s98SuU5Od4hFofj6HnJ8985s32O82sMAAAAAL8QIgFAE7NyRrJ6LdtU7XhMkdRm2Sa9/e0m9anj7mSSvLe396W0VYQsv5TW2JbqllQaY1P3aY9p332TPQfrCH86zQ3T/hkzVb5/v3dIuNN5wqFOdFKSooYOVfHHWSo/cECWdu1k79+vWteQP+P8vRYAAAAA3wiRAKCRuUqKtW7xdBXn7JHdmaBh46bJarN7z3VI8wRIte1lNPgTP58nMkzhR9x1B0TTZ9bZQdT9iadPqDsoUKGOyWxWq8QBPl+jP+P8vRYAAACAuhEiAUAjqmuZ2rUpS7Tu5dRjzlUXJin6iH/P5Rw/QYdemuczIOo0N0w5M2aq4pgOIovTIefUqSfcHUSoAwAAADRfhEgA0Eh8LVObmXe2Evf5d8v5I5EmRRwx6uwyctx5p+xnnNGoAREAAACA5osQCQACyFVSrMxFqTr49Xat2fuhho9PldVm92uZ2oUbSpU9PFYdt+7z+Tz5l/aT462P6+wyMpnNBEQAAAAAAoYQCQACpHKpWvciqbskrf5OWYtXKXt0oiJjHT6XqcUXSj/GRCuvtac7qbYuo/woaeCMBXJd9oHPLiOJgAgAAABAYBAiAUAA+Fqq9uOpVr+uE/5LsbJHJ6rNsk1yq2qQ5JanyyhnVKKsNrus3HkMAAAAQCMiRAKAk+TPUrWOu11+XcvuTNCVE5/RSnm6mmKP6V7Kj/IESNemLPEeo8sIAAAAQGMhRAKAk7Ru8XSfS9XCDMllkSLKqwdN0tFlasPGTZMkXZuyRK7JxVq3eLqKc/bI7kzQsHHTZLXZG+IlAAAAAIBPhEgAcJKKc/b4Ne6rvq3V95Min8vUKlltdl058ZlAlgoAAAAA9VbTvq0AgBNgdyb4NS5q8KXacWuiDreuejw/Stpxa9VlagAAAADQ1NCJBAAnadi4acpa9IbPO6pVLkdjmRoAAACAUESIBAAnyWqz+31HtcrxLFMDAAAAEGpYzgYAAXBtyhLtuDVRv9iqHmepGgAAAIDmgk4kAAiQUXfO1q5lF8iQtOXSLorr3VfDx6eyVA0AAABAs0CIBAABUrZ/v6w9e8hwG2oz4g8accUVCg8PD3ZZAAAAABAQhEgAECDPfjRNluuidfW5E6Tv8oJdDgAAAAAEFCESAARAeXmZ1lZ8rsPmMJ2W+7nC1SnYJQEAAABAQLGxNgAEwC8lBbrU0ldnuyI17LzfBbscAAAAAAg4OpEAIADCtnyqW5fsV8w1N6uVLSrY5QAAAABAwNGJBAABULxps8p/ylZFfn6wSwEAAACABkEnEgCcpF9KivR+7zBd9OLziu50arDLAQAAAIAGQYgEACdp7UevanreMjly3Vp7yWeqcLuDXRIAAAAABBzL2QDgJOUW7FWbCkNdKqIUZjYHuxwAAAAAaBB0IgHASbqhop+uNXVX2YV9g10KAAAAADQYOpEA4CTlvfqqDjzzrOzf5QS7FAAAAABoMHQiAcBJKCstVfSVV8ocHyf7eecFuxwAAAAAaDB0IgHASZj6yjX6fcXzeuuyWIU72ge7HAAAAABoMIRIAHASdhn79I1VKjPKg10KAAAAADQolrMBwEn4c7cnlXlwg6684I5glwIAAAAADYoQCQDqqaKgQBV3T9VQi0WdNjwa7HIAAAAAoEERIgFAPZX++KPMcW1ltreSJTY22OUAAAAAQIMiRAKAenp0433qcufZ+l3i3cEuBQAAAAAaHBtrA0A9bP3qA62JyNbLR95VeZQ92OUAAAAAQIOjEwkA6iEiwqrhFQn6paJIzvjOwS4HAAAAABocIRIA1EOXvSW6a5VVMVeODnYpAAAAANAoWM4GAPXwy0eb5NqxQ6W7dwe7FAAAAABoFHQiAcAJ+mbP5/qxb6zOefYZRXbpEuxyAAAAAKBRECIBwAn6x4Y/a4V7q847YteiazYFuxwAAAAAaBSESAAgqbTUpfQNC5RbsEftoxM0asgERURYaxzzdfFOhUcY6hRJFxIAAACAloMQCUCTdSLBzsmMWZiRotcOpuug5ddt4oqkecsW6Hfxo3THyBnVxiT+4Nb5ZdLWhC+0MCPFOwYAAAAAmjNCJACNzp/g50SDnbrGrMhNU7tsk2KLpLzW0vwf5uvG9qN1x8gZWpiRohfzMiSTdOZut3fMV53kOZ7hufSxY25e75YzX/rrldKL0Z4xBEkAAAAAmjtCJAB+C1TXT12hTuWYEw12ahuz+aN0TV9nKL7Q8NZwMEpaOixdFRUV+mfeKp33jZS8zq34Qh03Jkyv9UiXpBrH3PSudCTC0Ioe6Uoufaza5wIAAAAAmhNCJAB+8Tf88dX1U1eoI0nJlz+m1w6m1zvYqRyzrEe6zv3a0OT0o89TqW2hNDnNrfnGG+oWZtKUNHetY54b4+lyqmlMzC9Hx6RvWKDrh99zop9WAAAAAAgZhEgAJEmukmKtWzxdxTl7ZHcmaNi4abLa7JLkV/gj+e762bXpDU3OqD3U+Zs7TSsj49Xt25pDG3+Cncoxs0abdN1/Pc9lOm5MmCS3pOvWGZKp7jHJa93ek7WOyXTr03N3V6sFAAAAAJoTQiSgBagoL9dXm9aoJG+fbLGn6IzEETJbjn75r5yRrA5pm9StqPLINmUtekPZoxN19QMLtGNjms/wR1KdY150Z+h373iO1RbGjHnH0OqETI1f665znK9gx5B01xuGrBW1f07CJMUX1X7+hMYUSl0P8L9TAAAAAM0bP/UAzdzWNUvV/sPpch0+ol9cFoVZy5WzJlK5g6bp3BFjtXJGsnot21TtcTFFUptlm/RyweUa807d3Tpj/mv4DHXu+I98hzqF0iUZ2WpbR3DjT7BjUt3P1RDO73hB4z4hAAAAADQyQiSgGdu6ZqmK0h9RyZbWii2yyvbr8d2tpYoDj2hLqUsd0jwBUm0B0W/WZCv6SO3PEehQJ0ZRkup4wiYqskPHYJcAAAAAAA0qLNgFADg5rpJivfnSQ/rXY7/Tmy89JFdJsSTPErbcjBmKW99abY4LeWKKpLj1rfX1K39RbFH1AKlSmFRngNQQEn57S8CuVdoqQtV3TfJwSzoSHSmLw6Hqi/A8DElmh8PnGIvTKXv/fidbLgAAAAA0aXQiASGsrr2MTrtwtKI2myXVvsTsnM/NjVesPKGO5ZfSGtNrt6TSGJvaJSerYPlrKsvJqTHcMiRZHA6ZJJXt31/rmHCnU6f86SHtnXSfDFX9HFR+3P3JZyRJ++6d9OuJY6Iik0kmSc6UqT7HOKY+LJO5cT+XAAAAANDY6EQCQlTlXkY1dRn1WrZJny+eWWeXkUm1nzveEZvZZ0ePKyay7jExNnWd8YxMUrWuHm+o88TTCouI8IQyJpNkOq5Ck0kmk0nOlKlypEytc4xj6sOKvuwydZo7RxaHo8oQi9OhTnPnKDopSdFJSTplzuzqYxwOnTJntt9jAAAAAKC5oxMJaMJcJcXKXJSqg19v15q9H2r4+FRZbXa5Sorr3MvIkNRja4Ffz1EUKdmP1JwouyXlR0m9pj2tnPsf8NnRs/eee2sf88TTik5KUqe5YcqZMVMV+/d7x1icDjmnTvWGMdFJSdKc2do/8ymV5+QcHedweMKhytDGjzHRSUmKGjpUxR9nqfzAAVnatZO9f78qnUOBGgMAAAAAzVmTDpGeeuopvf766/rqq69ks9k0cOBAPfPMMzr99NO9YwzD0PTp07Vw4ULl5eUpMTFRf/3rX9W7d2/vGJfLpfvvv1+vvfaaSkpKNHToUL300kvq1KlTMF4W4JfKpWrdi6TukrT6O2UtXqXs0YmKjHUcs4StOpOkKD/3Mvp2YIL6vrNHblUNkty/XidnVKIGXXWVLBERPsOfTnPn+BUQ+RPGBDLYMZnNapU4oM7PQ6DGAAAAAEBz1aRDpA0bNujOO+/Ueeedp/LycqWkpCgpKUlffvmlWrVqJUl69tlnNWvWLC1ZskSnnXaannzySQ0fPlw7d+5UVFSUJGnSpElatWqVVqxYobi4OE2ZMkVXXXWVsrKyZKaLAE1Q5VK148UUSW2WbdLXvWw1PKo6n11G0Sb9ds4qZTx7hzqkbVLsMcFUfpQnQLo2ZYmkxg91/B1HsAMAAAAAjaNJh0irV6+u8vHixYvVvn17ZWVl6aKLLpJhGJo9e7ZSUlI0ZswYSdLSpUvlcDi0fPlyTZgwQYcPH9bLL7+sZcuWadiwYZKkV199VZ07d9a6des0YsSIRn9dQF18LVVzS3L+UOLXtb6/sLvOyvy21i4j497xsoRH6NqUJXJNLta6xdNVnLNHdmeCho2bJqvNXuV6hDoAAAAA0HI16RDpeIcPH5YktW3bVpL0/fffKycnR0nHbGprtVo1ZMgQbdy4URMmTFBWVpbKysqqjOnYsaPOOussbdy4sdYQyeVyyeVyeT8uKPDsL1NWVqaysrKAv7bGUFl3qNbfUmQuSlX3OpaqhUmKLpEKI6VWPvYyumLG35U1YIHCX1iq2IKj214fjjar7O7bNPD6e73/HsIs4Ur6w5NVrsO/lfrhay00MW+hhzkLTcxbaGLeQg9zFpqYt9DTXObM3/pNhmEcf6OkJskwDI0cOVJ5eXl6//33JUkbN27UoEGDtG/fPnXs2NE79o477tDu3bu1Zs0aLV++XOPGjasSCElSUlKSunbtqgULFtT4fKmpqZo+fXq148uXL5fdbq/hEUBgHFy/UANXf+dz3NZzInXOtiMyVHOX0carTle7C8d5jlWUq+Cbj+Qu/FlhUXGK7nG+wswhlSEDAAAAABpIcXGxbrrpJh0+fFjR0dG1jguZnyLvuusuffbZZ/rggw+qnTMdd4tvwzCqHTuerzEPP/ywJk+e7P24oKBAnTt3VlJSUp2f0KasrKxMmZmZGj58uMLDw4NdDmqxZu+Hkh8hUvSFw/Vl7/3qmLG52l5G2dcM0Ng//d9xj7gmsIWiVnythSbmLfQwZ6GJeQtNzFvoYc5CE/MWeprLnFWuvvIlJEKku+++W2+88Ybee++9KndUczqdkqScnBx16NDBezw3N1cOh8M7prS0VHl5eYqNja0yZuDAgbU+p9VqldVqrXY8PDw8pP9hSM3jNTRnw8enKmvxKsUU1b1Ubfj4VFltdrnu972XEYKDr7XQxLyFHuYsNDFvoYl5Cz3MWWhi3kJPqM+Zv7XX9DNqk2EYhu666y69/vrreuedd9S1a9cq57t27Sqn06nMzEzvsdLSUm3YsMEbEPXr10/h4eFVxmRnZ+uLL76oM0QCgsVqsyt7dKJn4+vjzlUuVcsZlegNiqw2u66c+Iyue/w1XTnxGQIkAAAAAECDaNKdSHfeeaeWL1+ujIwMRUVFKScnR5IUExMjm80mk8mkSZMmaebMmerZs6d69uypmTNnym6366abbvKOvf322zVlyhTFxcWpbdu2uv/++9WnTx/v3dqApubalCVa8+0VStj4fZXj+VGeAOnalCXBKQwAAAAA0GI16RBp3rx5kqSLL764yvHFixcrOTlZkvTggw+qpKREEydOVF5enhITE7V27VpFRUV5xz///POyWCy6/vrrVVJSoqFDh2rJkiUym82N9VKAE3bp00t0+L339PkH6fpOeXL07O1dwgYAAAAAQGNr0iGSPzeOM5lMSk1NVWpqaq1jIiMj9cILL+iFF14IYHVAwwpv317xv/2tBo8cqYK33tKIK64I6TW2AAAAAIDQ1qT3RAJaqr25P2jakuv073Vzg10KAAAAAACSCJGAJunD1QuUs+NL/euzBcEuBQAAAAAASYRIQJPUYdchTcpwK/kda7BLAQAAAABAUhPfEwloqfqeO0J5Xx3SgCuuCHYpAAAAAABIIkQCmqQ2145Rm2vHSJLKysqCXA0AAAAAACxnA5qcnIN7lXPwx2CXAQAAAABAFYRIQBPzypuPaMSqy3T3wouDXQoAAAAAAF4sZwOamM6Z2zV/h1s7BwW7EgAAAAAAjqITCWhiBpp6qc0v0gV9rw12KQAAAAAAeNGJBDQxnf/vbzry5ZeK6NIl2KUAAAAAAOBFiAQ0MWFWq+znnhvsMgAAAAAAqIIQCWhCnlx2i3JK9mj4abdo5MV3BLscAAAAAAC82BMJaEJsH2xTbNbPyvlqc7BLAQAAAACgCjqRgCbk0i9sivy5SGWXDgh2KQAAAAAAVEGIBDQRhmGoyx13qXjbNnW4/MZglwMAAAAAQBWESEATYTKZ1HbsWLUdOzbYpQAAAAAAUA17IgFNxPK3n9W7W9JUVlYa7FIAAAAAAKiGTiSgCXBXVOitrUu0Kz5MDxVm69pLJwa7JAAAAAAAqiBEApqA3J/36f7XDIWXVcjx7/ODXQ4AAAAAANWwnA1oAuLcEWrd/hSZW7VSXK+zg10OAAAAAADV0IkENAHhTqd6/HedKgoKZDKbg10OAAAAAADV0IkENAGVm2mbo6ODXAkAAAAAADUjRAKC7EDeTxqy7FzdtOBcHcrfH+xyAAAAAACoESESEGTvvrdM0xa7dem6I4ptHRfscgAAAAAAqBEhEhBkw2MGKOGA1D87SiYL25QBAAAAAJomfmIFgizqN/1kfumvMo4cCXYpAAAAAADUihAJCDJzdLSiLr002GUAAAAAAFAnlrMBQZT15QY9+H9XaNmbTwW7FAAAAAAA6kSIBARJRXm5Nq7+s0q/2K3N2/6uivLyYJcEAAAAAECtWM6GJq201KX0DQuUW7BH7aMTNGrIBEVEWEN+zNY1S+X433R1z3Fr2Ls2HexQof1lp2n/BdN07oixJ/tpAwAAAAAg4AiREHD+hCiS5Cop1rrF01Wcs0d2Z4KGjZsmq83uPb8wI0UrctPULtuk2CIpr7U0/4f5urH9aN0xckbIjtm6ZqkObHtID54Sq/N/Mskcb+i7OLMeP8WsB7Y9pK0SQRIAAAAAoMkhRMIJCUTwI0krZySrQ9omdSuqPLJNWYveUPboRF2bskQLM1K0+aN0TV9nKL7Q8D7uYJS0dFi69+NQG3P7ldP17adPanV+nB77t9s7LuGgdNZuaemwOI349En1HXqzzBa+PAEAAAAATQc/pcLLV0AUiODnjpEztHJGsnot21Tt+WOKpDbLNulfFbdpxy8fa3KGUW1M20Jpcppbf3OnSVKjjJln/Dom/eSv81mbfvrfzxZNznDXOu7lkRad8dHb6jP46mpjAAAAAAAIFkIkSPIdEAUq+Mm76F51SPNcx3TcuDBJbkkd39iiMb+erG3MmP8a3pN1jak8V9MYw8/r3LTGkOkk6zEk3bTW0H+6vqJR79R9rVHvSJ8O2Kw+IkQCAAAAADQdhEjwHRCV3apT/vOxpNqDjw5vbNG1voKWdwwtcY/SZUWqVZiktnWcrxwTH4AxJj+v06YkMM/VplhybstVfKGPaxVKP/2UX/cFAQAAAABoZGHBLgCNw1VSrDULU3Rw/UKtWZgiV0mx93h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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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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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qWCpkb5eNI48zduxYHDhwAPv27Wt0jJUrV7bsBbMjJiYG/v7++OWXXxrdvmbNGk0fp6EPP/wQsizXf52dnY3t27djzJgxACzhTo8ePbBv3z6br9GgQYMQEhLSose+8sorcfDgQWRmZja6ffny5ZAkCWPHjnX4mNbv+eCDDxrdLnKtrCGE9T1j9eabbzp8Hmq0fu69evVCXFyc3etpT1BQEK666io8/fTTqKmpwYEDB1QfS8uf4bb23HPPYd68efj73//erPG0kp49eyIpKQnvvPOO3Sl2QUFBGDJkCFavXt3ozxez2YwVK1bgoosuQs+ePVv9HJo+pqPXi4iI3B93ABERkVvYv39/sylgAJCUlISoqCiUl5fj5ptvRmJiIl5//XX4+flh1apVGDhwIO6880588cUXjb5Pr9cjNTUVM2fOhNlsxqJFi2A0GpGenl6/5l//+hdGjhyJUaNGYfr06ejatStKS0tx/PhxrF27tj7wefTRR/Hxxx/j2muvxZw5c5CSkoLKykps2bIF11xzDcaOHYuQkBAkJCRgzZo1uPLKKxEREYGOHTuia9euDj3OO++8g4kTJ2L+/Pn1U8AOHz6s6WstSRKmTZuGd955B0lJSejfvz8yMjI0D5oays/Px/XXX497770XJSUlmDt3Lvz9/esnlAGWAOSqq67ChAkTcMcdd6BTp04oLCzEoUOHkJmZiU8++aRFj/3YY49h+fLlmDhxIp599lkkJCTg66+/xuuvv47p06e36MPz+PHjcfnll2PWrFkoLy/HoEGD8OOPP+L9999X/d7evXsjKSkJc+bMgSzLiIiIwNq1a9uk1Ebr567T6fDcc8/hnnvuqb+excXFmDdvXrOSrXvvvRcBAQEYMWIE4uLikJubixdeeAFhYWEYPHiw6mNp+TPcEgcPHqyfgJWbm4uKigp8+umnAIDk5GQkJycDAF5++WU888wzSEtLw8SJE5v1HRo6dKji47z22muYNGkShg4disceewxdunTB77//jvXr19cHjC+88AJSU1MxduxYPPHEE/Dz88Prr7+O/fv348MPP9RkZ1NrrxcREXkAFzagJiIiUpwCBkD+z3/+I8uyLE+bNk0ODAyUDxw40Oj7P/nkExmA/Morr8iyfGGC0KJFi+T09HT5oosukv38/OQBAwbI69evb/b4WVlZ8l133SV36tRJ9vX1laOiouThw4fL8+fPb7SuqKhIfuSRR+QuXbrIvr6+cnR0tDxx4kT58OHD9Ws2bdokDxgwQDYYDDIA+fbbb3f4cQ4ePCinpqbK/v7+ckREhHz33XfLa9ascWgK2NmzZ22+xg2nUJWUlMj33HOPHBMTIwcFBcmTJk2ST548aXcKWNNj3n777XJQUFCzcxg9erTcp0+f+q+tU4nef/99+eGHH5ajoqJkg8Egjxo1yuaEpH379sk333yzHB0dLfv6+sqxsbHyFVdcIb/xxhvNns+uXbsUX4+GsrOz5alTp8qRkZGyr6+v3KtXL/mll16qnyxmJToFTJZlubi4WL7rrrvk8PBwOTAwUE5NTZUPHz4sNAXMep1DQkLkDh06yDfddJP8+++/a/76iz5368/NSy+91OyYTc9JlmX5v//9r9yjRw/Zz89P7tmzp/zOO+/It99+e6NJWe+99548duxYOSYmRvbz85Pj4+Plm2++Wf7ll18UXtW2+Rm2vg8/+eQTxcduyPra2/qn4esxevRoxT/DROzYsUO+6qqr5LCwMNlgMMhJSUnyY4891mjN1q1b5SuuuEIOCgqSAwIC5KFDh8pr165ttMbeFDBb7xXr87Nq6fUiIiLPIclyg/27REREHu7kyZNITEzESy+9hCeeeMLVp0NEDuLPMBERUdtgDyAiIiIiIiIiIi/HAIiIiIiIiIiIyMuxBIyIiIiIiIiIyMtxBxARERERERERkZdjAERERERERERE5OUYABEREREREREReTkfV59AWzObzThz5gxCQkIgSZKrT4eIiIiIiIiISBOyLKO0tBTx8fHQ6ZT3+Hh9AHTmzBl07tzZ1adBRERERERERNQmTp06hYsuukhxjdcHQCEhIQAsL0ZoaKiLz6ZlamtrsWHDBowfPx6+vr6uPh0SxOvmmXjdPA+vmWfidfM8vGaeidfNM/G6eR5eM8/kDdfNaDSic+fO9dmHEq8PgKxlX6GhoR4dAAUGBiI0NNRj35TtEa+bZ+J18zy8Zp6J183z8Jp5Jl43z8Tr5nl4zTyTN103kZY3bAJNREREREREROTlGAAREREREREREXk5BkBERERERERERF6OARARERERERERkZdjAERERERERERE5OUYABEREREREREReTkGQEREREREREREXo4BEBERERERERGRl2MARERERERERETk5RgAERERERERERF5OQZARERERERERERejgEQEREREREREZGXYwBEREREREREROTlfFx9AkREREREREREakxmGRlZhcgvrUJ0iD9SEiOg10ktWmcyy9iZVYg95yREZhViWPdom8fyJgyAiIiIiIiIiKjNiAYySmvW7c9B+tqDyCmpqr8tLswfcyclI61vnEPrGq/RY/mx3TaP5W0YABERERERERG1M1qEMiJrHA9kmq9Ztz8H01dkQm7yHHJLqjB9RSaWThsovA6A0LG8EQMgIiIiIiIiIhfTuryprUMZkTVaBDKvTR2A574+1Ox+AJABSADS1x7EFb1jkL72oOK6eV8egHz+a6VjpSbHemU5GAMgIiIiIiIiohYS6SXjuvKm5mu02iWjtkYkuJn35QEAkt01APC3z35BebXJxooL63JKqjBi4bc4W1ajuC7XWG33/obHysgqxLCkSMW1nogBEBEREREREbU72u+ksd1Lxp3Km7QKZZ5Zsx86Sad4nMdW7UN1ndnGigvr1AIZAIrhT0NK4Y+j8kur1Bd5IAZARERERERE5DHcpQTKncqbALHgRqtQJr9UOWyRAcXHaQu3DumMD3ae0uRY0SH+mhzH3TAAIiIiIiIiohZzVjNhwLOCG7VARoJ4edP7O042ej62iAQ3zg5ltBIR5Iei8hqbr6UEIDbMH3Mn9cV3h88it6TK7rqYUAMACXlG+2tiwyzvPW/EAIiIiIiIiKgdcpedNI6scUZw88ya/VALbv6+Zj8Ky2ttrLiwTqTfjGh5U3ZhhdA6d6MW3IgGMv+YmIwHV2ZCQuMGztZ34txJyfDz0WHupGRMX2F/3bzJfQBAcc3cScle2QAaYABERERERETkdTylBEp0TWpyrOqEp7lfHkBtnaxYAiUS3IiUNykdoy0kRARqdiwtQhmtghvRQCatbxyW6gY2ez/GNnnPpvWNw9Jp6utE1ngjBkBERERERERuwhkTpdylBAqCax75aC96xwYrlkDJAPIESqCcHdyIEClv+suwrvjvtixNypu0CGW0Dm5EApm0vnFITY5V3bUmss66ZsfxfGzYuhPjRw2x+bPmbRgAERERERERtULb9Ldpm4lSWgU3sz77BWUqvWtEetKI9q355Q+j6jpn89TyJi1DGa2CG9FwR6+ThMazi6zT6yQMSYxAwSEZQ2w8ljdiAERERERERO2Su/XAccaunKe/2I+iitb1rgGgGP60hQl9Y7Buf54mx3JWcOPO5U1ahTJaBjei4Q61HAMgIiIiIiLyKO4S3GjVA0ekv43IrpxHP96LGpOtFRfWKYU/7uwvQ7pi36kStymB8oTyJmeFMgxuPAcDICIiIiIichueEtyo7bYBgL9/sR96nfI0qfS1B7Fy5++q/W1EduUohT9twZnNhIcmRbplCZRILxlXlTcxlKGmGAAREREREVGrtE0PHAtXNS82y1AOd1SmSQHAuTL1aVI5JVWQZc8LbpzdTFivk9yyBAoQ6yXDQIbcAQMgIiIiIiKyy1164Lhb82Itp0kN794RqzNPa3IskYlS7lgCJTqW2x1LoIg8BQMgIiIiIiIv5CnjxEV74MxZ/SuMVXV2n6+7Ni8WceOAi7DjRIFT+tu4oneNlqENwOCGqKUYABEREREReRjHghv3Hic+c9U+vPQnqPbAUQp/XEWrUipX9Ldxx500DG2I2hYDICIiIiIiN+IOu3JEwp0nP9+PksrWjxOvqDHhh6P5quu05E49cFzV3wZgKEPU3jAAIiIiIiJqJZEGxyLr3GVXzt8+/QXlNcp9cpTCH0f5++mF1rlbcKNlKRXgmolSRNR+MAAiIiIiIlKgRRNkkXVahDuzV/+KUg365CiFP21h/MWx2HAgT7EHjrsGN23R34YTpYioLTAAIiIiIqJ2yxnlVlqEOwDw9Bf7UVShXHKlFP60BWf2wHHn4IalVETkCRgAEREREZFXcodyq/S1B9E3PgzPrDmguO7va/arjhVXCn/agjPHiTvSA4fBDRFRyzAAIiIiIiKP4+pwBwCe+nw/ilWaIOeUVGHki98rPhcZUA1/HOGsPjlt2QOHwQ0RkfYYABERERGR04g0S3Z1uCO6I0cp/GkrztyV44px4gCDGyKitsIAiIiIiIhaTSTYEWmW7Ixw55GP96LWZGvFhXVa7sh5+uqL8fz/Dqmu0yLccUWfHIA7coiIPAEDICIiIiJSZDLL2JlViD3nJERmFTYbSy0a7Kg1SwagGu6kf3Ww1Y2SlcIfR4mENrcP74p3fsxq9YSrluzK4ThxIiKyYgBERERE1I45Vm6lx/Jjux2egpWaHIv0tfaDGwnAP77YD0iSWzVK1mpHjp+PTtMJV44ENxwnTkREVgyAiIiIiLyUO/TSmfvlAYT4+zZ6DFtrz5bVKD4XZzdKbosdOc4uuSIiImqIARARERGRB3KHcEdtR44MIM9YjR0nClrzVB3minBHJLRhuENERK7EAIiIiIjIzbhDuDN79a8oraqze46O7chxbs8dV4Q7oqENwx0iInIVBkBERERETuTqcAcAnl6zH0UqO3eUwh9HDevWEZ9lnlZsghwTagAgIc/o/EbJ3JFDRETtAQMgIiIiIidxh7IsAIrhj6NEduQMTYpUbYI8b3IfAHBJo2SGO0RE1B4wACIiIiLSiNLuHi127mhblqVOq3IrvU4SboLMRslERERtgwEQERERkQq1si1AeXePyBh0kZ07WpZlObuXDiAW3DDcISIiahsMgIiIiKhda21PHusapd09j47roToG3R137mhdbgWIBTcMd4iIiLTHAIiIiIi8Vls3XF46bSBG94zGvC+Vd/cs+/GkZs/JVeHOjuP52LB1J8aPGoJh3aO5I4eIiMjDMAAiIiIij+TqaVoSgEc+2ovqOrPiecoAiivFdve4684dvU7CkMQIFBySMcTOzh4iIiJybwyAiIiIyOM4Y1T6nNW/wqjScFkt/GkoPMAXJZW1bhnucOcOERGR92MARERERG6nLadpiTZcVgp/GrprRFe8I1DideeIRCzZdJThDhEREbmESwOgrl27Ijs7u9ntM2bMwGuvvQZZlpGeno633noLRUVFGDJkCF577TX06dPHBWdLREREWjCZZezMKsSecxIiswqb9ZNp7TStWZ/9grJqk93H17rh8pW9Y/DN/lzkllQp7u556Iru6BUbzHCHiIiIXMKlAdCuXbtgMl34BW3//v1ITU3FTTfdBAB48cUXsXjxYrz77rvo2bMn5s+fj9TUVBw5cgQhISGuOm0iIiKyw7G+PHosP7bbodItkWlaSuGPo0R68gxNisTcScmYvkK5dEuvkxjuEBERkcu4NACKiopq9PXChQuRlJSE0aNHQ5ZlLFmyBE8//TRuuOEGAMB7772HmJgYrFy5Evfff78rTpmIiIjscEZfHnecpmUNdpZOUy/dAhjuEBERkWu4TQ+gmpoarFixAjNnzoQkSfjtt9+Qm5uL8ePH168xGAwYPXo0tm/fbjcAqq6uRnV1df3XRqMRAFBbW4vaWu22ezuT9bw99fzbK143z8Tr5nl4zZzDZJaxO7sI+aXViA4xYFBCh0a7VtYfyMNfP9pnN9z51839sGDdkVb35RGephXoi6IKpYbLBjyZ1guPfPyL3XDn6at6IfXijvi/P/fH/P8dRq7xwu8XsWEGPH1Vb1zZq2P9e+/KXh0xpscom6+TN7w/+bPmmXjdPBOvm+fhNfNM3nDdHDl3SZZlW78bOd2qVaswdepU/P7774iPj8f27dsxYsQInD59GvHx8fXr7rvvPmRnZ2P9+vU2jzNv3jykp6c3u33lypUIDAxss/MnIiLyVGYZOGGUYKwFQn2BpFAZDSuS9hVIWH1Sh+KaCzeG+8m4oasZ/SNlmGUgPVOP4hrgQnzSkAyDDqg2azM6PNBHRkWd/ccK9wOu72rGsqO687dJje4HgLt6Ws5d7blZqb1GRERERK5QUVGBqVOnoqSkBKGhoYpr3WYH0Ntvv42rrrqqUdgDAJLU+LcrWZab3dbQk08+iZkzZ9Z/bTQa0blzZ4wfP171xXBXtbW12LhxI1JTU+Hr6+vq0yFBvG6eidfN8/Catc76A3l4oenullAD/n51b0zoE4P1B/KwbEfznT0lNRKWHdXj//7cH5GBvij+abfCo0ioFp+Wrurey7vj39+dAGBr546E+Tf0x4Q+MbjsQF6znTtxYf54+irLcwOAqwHMUtndRBb8WfNMvG6eidfN8/CaeSZvuG7WqicRbhEAZWdnY9OmTVi9enX9bbGxsQCA3NxcxMVdqJvPz89HTEyM3WMZDAYYDIZmt/v6+nrsBbXyhufQHvG6eSZeN8/Da2ab2jh1W2VbecZq/PWjfXht6gA8/439si0AmPP5ATx3XV/NzlekL8/D43rh4vgw1X4711x6Ea7q10m14bIvgJE97f9uQY3xZ80z8bp5Jl43z8Nr5pk8+bo5ct5uEQAtW7YM0dHRmDhxYv1tiYmJiI2NxcaNGzFgwAAAlj5BW7ZswaJFi1x1qkRERB6jtePURXrylFXXobCsWnGNldZNlzlNi4iIiEicywMgs9mMZcuW4fbbb4ePz4XTkSQJjz76KBYsWIAePXqgR48eWLBgAQIDAzF16lQXnjEREZF7UNvd09px6mrhj1VEkB/iwvyRW1LV6nAnrW8cluo4TYuIiIhIay4PgDZt2oTff/8dd911V7P7Zs2ahcrKSsyYMQNFRUUYMmQINmzYgJCQEBecKRERkfMohTtA63f3vPr9cc3ONTYsAHMnJWP6Cm3CHdHdPUREREQkzuUB0Pjx42FvEJkkSZg3bx7mzZvn3JMiIiJyIaVwJ61vnOLungdWZOL+y7up7u6pNYkNARUp27KGM0uniYc7O47nY8PWnRg/agiGdY9m6RYRERFRG3N5AERERNTetKZ067WpA/Dc14cUGzO/t+Ok0HmE+vugtKpOk548gPjOHb1OwpDECBQckjGEO3uIiIiInIIBEBERkRM5ozFzVa3YzPW7R3bDkk1HNevJA3DnDhEREZG7YgBERESkodbs7vnrFd01a8wcHuCLkspaxd09D13RHb1ig9mTh4iIiKgdYABERESkkdbu7vm/77RrzHzniETV3T0cp05ERETUfjAAIiIiEtSa3T0Pjk1S3d0jSqQxs+juHoDhDhEREVF7wACIiIhIQGt29wDAsh9PCj2OSOmWaGNmlm4RERERkRUDICIiaveUdvYA6rt7Hh3XQ3F3DwCU15iEzkWkdMuRxszc3UNEREREAAMgIiJq55R29qT1jYPJLKv27tFydw8bMxMRERFRW2AAREREXq01fXv+fculWLP3jGrvnuJKsclcbMxMRERERK7CAIiIiLxWa6dyLfjfYZRVOX/sOsBwh4iIiIi0xQCIiIg8lsksY2dWIfackxCZVYhh3aOFdvc8sCITY3tFqe7sySmpwqR+cVj7S47quWi9u4eIiIioXTGbgOztQFkeEBwDJAwHdHrH1zhwLCl7GzoV7oCUHQp0u9z2sbwIAyAiIvJIjXf36LH82G6HpnJ9f+Ss0ONc0Tsau7OLkFtSxd09RERE5D20Cly0WHPwS2DdbMB45sJtofFA2iIgebL4GgeP5WM8g0EAkL3U9rG8DAMgIiJyS63p3SMylUtUbFgA5k5KxvQVHLtOREREbUjj3S1OCVy0WHPwS2DVbUDT3+yMOZbbb15u+VptjdbH8kIMgIiIyO20pncPoO1ULmuAs3Qax64TERG1O1qVEmkRyIiuc1bgosWaP70LbHiy+f0A6rsyfjP7/N+6KaxZNwfomWZ53kq/Ja59FPA1qB+r90SvLAdjAERERE7Xmt09j1ypvrtH66lcAMeuExERtTln7oARWaNVKZEWgYxWwY1Wgcs3swHZ3MrjAPjifqBO6fc6GSg9o3D/+TXG08Cu/zR+jW2pLAAqBY6VvR1IHKXyuJ6HARARETlVaydzvbv9pNDjaD2VC+DuHiIiIpucFbaIrvOkXTIigYzQ7hYJ+OqxBl/bWfO/x4GKczbub7BOJHDRZA1Uwh8HFZ3U7lhledody40wACIiIqdR293zwJgk1clcWu/u4c4eIiLySm64S8YtdsA4c5fMVzMBuU55jUggYzwN7HxTZXeLrHIc0TUerENX7Y4VHKPdsdwIAyAiItKUvfIuk1lW7d2zdPMJocfQencPd/YQEVGbc6C8ySn9ZNxll4yWO2BEQpk1DwFS078earJGq10yFWoTRx0IZArFfkfySIEdgYoC2L4mEhASZ7muxhz7a0LjgcH3AjteVV4neqyE4S19Nm6NARAREWlGqbwrLMBPs8lc3N1DRERO44LypjbvJwO4zy6ZtX8Fqo027m+wTqi/i2AoU12ivsYdd8lEdtfuWFoELlqtCY0HJiwAPrnD8rWt3+yuWmT531W32V+TthDw8bP8HCitEz2WFzaABhgAERGRA1rSvDmnpAoPrMjE3SO6Cj0Gd/cQEZEqljfZXqNVKPPlw4BOp7xGq10yiuFPA1r2d3E3aoFMaDyQch/w02vuE7hotSZtoeX9Ly2383O08MLP2s0Ca5Ini60TWeOFGAAREZGQljZvtvp872mhx3F0d8+O4/nYsHUnxo8agmHdo7m7h4jIXWk14aldljfBMr7ax0/5WFqFMlVF6mucvUtGy/4uIpy1S0YkkNF6d4uWgYtWa5InW0avK/3si6xx8Fh1v/2AvVvX49JRE+Bjq9zSyzAAIiIiVWrNmx8dpz6avbC8FhFBfigqr9F0d8+QxAgUHJIxhKVdRERtw50mPLlVedOsBl/bWSPa4Fd0fLUiNy1dEiGyA0ar/i7utkvGkUBGy90tWgUuWgY3Or366HWRNQ4cS04YidMHjOifMNLrwx+AARAREUG5tEutebMEYNmPJ4Ue57pL47Hsx5Ps3UNE5Azu0kxYqxIorcqbvpkFmGoU1kBwJ02Owv3n14gGMp5a3qRV815n7oBx110ybbC7xWmBi5bBDbUpBkBERO2cUmlXWt84ZGQVajaaPTU5FimJEezdQ0SkRMMdNy5vJqzlhCetyptUgxt4dnmTO5UuufMOGI13ySiWEmkZyIiuY+BCNjAAIiLyci1p3Gwt7XostSc+yvhd6HFEmjdbH5u7e4jI67hTfxu3aSYMYM0MoLbcxv0N1hlPA+9MUJ/wxPImzy1dcscdMBrvklEtJWIgQ26AARARkRdraeNma2nX+zuycbasWuixRJs3A9zdQ0QexpP622hVJvXVoyqNgEV220Al/GmgulRsnTN5YnmTu5YuuesOGIYy1M4wACIi8lKtbdwsAzhbVo2/XtEdq3adQn5ptWbNm4mInMIZzYud3d8GsvIap02B0tglfwI2v6C+juVN7tfgF2DYQuQhGAAREXkwe+Vdao2bAWDJpmNCj9E9Ohjp1/bB9BWZbN5MRM7hrKlTrQ13tBzx/fWjQGVrd9y4aZmUSAnUyJlA5nssb3J2PxkGN0TtCgMgIiIPpVTeFRbgpzqW3dav17ZEh/hjWFIklk4byObNRNR67hDcaFVKJVImJTzi28k7bkS4WwlUOypvYj8ZImoLDICIiDyQWnnXXSO6Ch0nLMAXRoHGzQC4u4eoPdNinDjgPsGNUPPiB4DaSrsviUNlUs4e8e2s4MZVJVAsbyIiahEGQEREbqo15V2f7z0t9Bh3OdC4GeDuHiKv5Ixx4tY1zmhe/MX9QJ3SDkjR5sVK4Y+DREd8e2pw4+wJTwDLm4iIWoABEBGRG2pteVdheS0igvxQVF7Dxs1E7ZkzGhwD6mt6T1TpgaNh82LF8KcNaDXi25ODG1dMeCIiIocxACIicjNalXddd2k8lv14ko2biTyRO0yv0nKc+LZXVHrgeHDzYnftb+OOzYSJiMilGAAREbkRtfIuCeLlXanJsUhJjGDjZiJ34w5NkEXCHa125FQUnA9RnMiZzYvdtb8NwGbCRETUCAMgIiIXsNffJyOrULG8S4alvCsswBcllbU21zRs3qzXSdzdQ+RM7lByJRLufH4fYKpWeCIa78jpmQYcXae+zlN74LhrfxsiIqIGGAARETmZUn+f7IIKoWPcOLATlv14EoB682bu7iHSgDMmXImWXMl1CmsAfP0YUFmo8GRklfCnDQyZDuT+4n7BjZbNi9nfhoiI3BwDICIiJ1Lq7/PAikzh4zhS3kXUrjmjl451TavCHQBrZgC15QpPRnB6lWL44yCtduQkjnJZDxynNi8mIiJyYwyAiIg01tLx7dL5f3x9dKiuM9s8Nsu7iBpwh146QhOuINBPByrhTxvQosGx6I4cnd5lPXBYSkVERGTBAIiISEOtGd8un/9nxpjuWLLpaP1tVizvonbFU3rprJsD+IWoTLiC8ydcaTW9SssdOQCDGyIiIhdiAEREpBF75V0558u7JiTHCB2na8dALJ02kOVd5L3MJkjZ29CpcAek7FCg6Whqdxlf/umdAGzvxqtfZzwNZP8o8KQFuev0Kq3GiQMMboiIiFyEARARkQNaUt5l9d2RfKHHiA7xx7CkSJZ3kWcS3LnjYzyDQQCQvdR9x5cr/kQ3IPpj6cySK62nV3GcOBERkcdjAEREJKg15V0AUGuSERHkh6LyGnsf/+r7+wAs7yI34y5TsL56GKgqUThRjceXi0gYCYR+4NxdOa6YXkVEREQejQEQEZEApeld01dk4q4RXYWOc92l8Vj240l7H/8a9fchchq3mIIluHNHMfxpAyK7drSecMXpVURERNQGGAAREakQmd71+d7TQsfi+HZyOmc0U1adgiUY7mi5c8eZvXS0nnAFsAkyERERaY4BEBHReSazjJ1ZhdhzTkJkViGGdY+GXichI6tQdXpXYXmtcHkXx7eT0zijJOvrx4G8gypTsJwc7riilw7AXTlERETk1hgAERGhaX8fPZYf213f36e0qk7oGI6Ud7G/D2lCaXePs0qyyvOBLS9o8Wws3HF8OSdcERERkRdgAERE7Z5af58ZY5OEjsPyLtJUa0q3nF2SFRwLlOWqr3N2uMNeOkRERET1GAARUbsm0t/nsz1/IMTgg9Jq2zuBWN5FDmvrvjxj5ji3JOv6N4E10507BYu9dIiIiIgcwgCIiLyeySzbDWRE+vvkGqvx2LieWLLpaP1tVizvombaOtxRLd0CsNnJJVmumIIFMLghIiIicgADICLyao17+1hYe/tM6BOLH46eFTpO146BWDptIMu7SJkzwh3V0i0HaFWS1YIpWHW//YC9W9fj0lET4NPtcoY7RERERG2MARAReS213j4PXdEdS7ecEDpWdIg/hiVFsryrvXN502WIhz/+HYCqYjuP1wYlWYBDO3fkhJE4fcCI/gkjbTdTJiIiIiJNMQAiIq8k0tvn0z1/oHdMMH4vqkRljUl1fDvA8i6vpVa2BbSy6TKALx8CakoVTkLjvjxDp58vBXNiSRbAnTtEREREbooBEBF5NHv9fUR6++SUVOHlm4bAWFWL6Ssyhca3kxdSK9uyrlFsuvykStNlqIQ/DhIp3br8CSD6YvbbISIiIiIADICIyIMp9fepqjULHeNsWTWuvbQT+/t4s9aUbd28XGx3z86l2p2v1n15GO4QERERERgAEZGHUurv88CKTHQI9BU6TnSIPwAgrW8cUpNjseN4PjZs3Ynxo4ZgWPdo7vxxd2YTpOxt6FS4A1J2KNC0mXCryrYkYN0cy5dqu3sqi8TOV6twx5G+PAx3iIiIiAgMgIjIA6n19wGAoora+hIukd4+gKW/z5DECBQckjGEzZ3d3/lwx8d4BoMAIHupYxO3hj2kEuzIgPE0kLNX7HwCOgCVxc0fD0CbhDuO9OUhIiIionaPARAReRy1/j5WM8Yk4fXNJ9jbx1O19cStHf8ndh6STmzdEBc0XebuHiIiIiISJPhbbds5ffo0pk2bhsjISAQGBuLSSy/Fnj176u+XZRnz5s1DfHw8AgICMGbMGBw4cMCFZ0xEzmIyy9hxogBr9p7GjhMFMJktH6rzS9XDHwDoGRuCpdMGIjbMv9HtsWH+WDptIHv7uJLZBGRtBX791PK/ZlPj+w9+CSzpC7x3DfDZ3Zb/XdLXcrvZpFK6JQNfP6a+u0dUwkhLQAN7YaEEhHayNF2+eTkQ2uR9FRpvub1huPPofuD2r4Ab37b876O/Ni7bAi6EO5f8yfK/3NlDRERERK3g0h1ARUVFGDFiBMaOHYtvvvkG0dHROHHiBMLDw+vXvPjii1i8eDHeffdd9OzZE/Pnz0dqaiqOHDmCkJAQ1508EbUpew2eZ4xJgiSJ7dqJDvHHsKRIpCbH2pwURi6iNnVLi4lblYVi5yJStpU4ynJuq24Dmy4TERERkadyaQC0aNEidO7cGcuWLau/rWvXrvX/LssylixZgqeffho33HADAOC9995DTEwMVq5cifvvv9/Zp0xETmCvwXNOSRX+seYA4sP8ERvmj7ySKqH+PnqdhGFJkW192mTV1qVbWk7cEinbsgY7N7PpMhERERF5LpcGQF9++SUmTJiAm266CVu2bEGnTp0wY8YM3HvvvQCArKws5ObmYvz48fXfYzAYMHr0aGzfvt1mAFRdXY3q6ur6r41GIwCgtrYWtbW1bfyM2ob1vD31/NsrXreWMZllzPvygGKBTkF5DdInXYwnPz9gt7/P01f1gtlU16yySA2vW+tIh7+CfsNTkEovhCRySDxM4xdA7nkVfL6xlG41338lW2794gFIdZUKjyALT9ySAyOBikJINt5N8vndPXXDHoEU2bP5OYfGw5T6POQeVwHW90KPq4Ck8ZBO7agPt+TOwyyBD98vDuPPmufhNfNMvG6eidfN8/CaeSZvuG6OnLsky7IDjRC05e9v6csxc+ZM3HTTTcjIyMCjjz6KN998E7fddhu2b9+OESNG4PTp04iPj6//vvvuuw/Z2dlYv359s2POmzcP6enpzW5fuXIlAgMD2+7JEJFDzDJwwijBWAuE+gJJoTJ0EnCsRMKrB9V7nTyUbEJFHbD6pA7FNRfihHA/GTd0NaN/pMv+aPNushmRZUfgX1uMKt9wFAT3qm+SHFe8C4OzLI2VGwY81itxOPZ6XJz7uSanUaMPgq+p3GZXHhlApW8E9neaisEnX7V7PrsS/4qc8MGqz4uIiIiIyF1VVFRg6tSpKCkpQWhoqOJalwZAfn5+GDRoELZv315/28MPP4xdu3Zhx44d9QHQmTNnEBd3oanmvffei1OnTmHdunXNjmlrB1Dnzp1x7tw51RfDXdXW1mLjxo1ITU2Fr6+vq0+HBPG62bf+QB7m/+8wco0XflZjQw34+9W9UWMyY+Ynv6oeY/FNl2BSvziYzDJ2Zxchv7Qa0SEGDEro0Kr+Prxu9qnu7nl1AFB6xm4og4AOkAR376gxXT4buh9etJxXgx0+1r1FphuXQe59je1zDu1k2d3T+xpNzoVahj9rnofXzDPxunkmXjfPw2vmmbzhuhmNRnTs2FEoAHJpCVhcXBySk5Mb3XbxxRfjs88+AwDExsYCAHJzcxsFQPn5+YiJibF5TIPBAIPB0Ox2X19fj72gVt7wHNojXrfG1u3PwV8/2tesKCfXWI2HPtqHx8b1EDpOXHiQ5bUFMLKn7T8PWqPdXTelvj2ApXfPZ3eiaW8eqTQHPp/daWnMXGq/MbMECJduIbAjUFHQ7LHqjxQaD/2Y2UBs32Y9eaTzPXl8rD15Lrke6DO50XOTEobDhxO13Ea7+1nzArxmnonXzTPxunkeXjPP5MnXzZHzdmkANGLECBw5cqTRbUePHkVCQgIAIDExEbGxsdi4cSMGDBgAAKipqcGWLVuwaNEip58vEbWOySwjfe1Bxf4+K3f+jthQf+QZxRo8kwbUpnKpjl13oDGzyNStCQuAT+6A6MStut9+wN6t63HpqAnw6XY5J24REREREdng0gYHjz32GH766ScsWLAAx48fx8qVK/HWW2/hwQcfBABIkoRHH30UCxYswOeff479+/fjjjvuQGBgIKZOnerKUyeiFsjIKmw01t2WvNJq3JLSBQCalRJZv547KZlj3B1hNgFZW4FfP7X8b8PO2NapXE3Hqluncu1+F9jwD5Wx6+KNmTFk+vl/sXN10xYCfa6zTNwKjWu8JDTecnuTiVtywkicjhgGOWFk8/CHiIiIiIgAuHgH0ODBg/H555/jySefxLPPPovExEQsWbIEt956a/2aWbNmobKyEjNmzEBRURGGDBmCDRs2ICQkxIVnTkRKTGYZGVmFyC+tQnSIZbeOXichv1Q5/LHq2jEQS6cNRPrag40Co9gwf8ydlIy0vnEK302NKO3u6T1RfWfPd8+eL8cSILK75/IngOiL1cepn9/do1iWRkREREREwlwaAAHANddcg2uusd+IU5IkzJs3D/PmzXPeSRFRi63bn9MsuIk7H9xEh/gLHSM6xB/DkiKRmhxrM0iiBpR691h39zQNZKy7e/pPUd/ZU1EARCQBhSfUz2XIdGDzCxAt3VINd1i6RURERESkGZcHQETkPdbtz8H0FZnN9n/klFRh+opMvDZ1AOLC/O2WgTXt76PXSRiWFNm2J+3JWrW7B8C+j8QeZ8wcYNNcS3Ckxe4egOEOEREREZGTMQAiIk2oNXiWATz39SH8Y2IyHlyZWX+bFfv72NCa3T1jnlTZ3eOAkDhLqLTqNmi2u4eIiIiIiJyKARARaUKkwXNOSRU6BPmxv4+I1vbu0XIqlzXAuXk5d/cQEREREXkoBkBEpAnRBs/5pVW49tJO7O/Tmt09g+7SdiqXSN8egLt7iIiIiIg8GAMgInKIvQlfjjR4Btp5f5/W7u75ZZXY42g5lcuKu3uIiIiIiDwSAyAiEqY04Ss1ORbhAb4orqy1+b1NGzx7tdbs7hl8j/runppSsfPQeioXERERERF5LAZARCREbcLX0mkD8cINl2DGB+28wXNrJ3Pt+o/Y42i9u4c7e4iIiIiIvBoDICJSpTbhCwDS1x7EttlXtO8Gz86czMXdPURERERE5AAGQESkSm3ClwzLTqCMrEKk9Y3z7gbP9sq7zCbnTubi7h4iIiIiInIAAyAiqmevwXOuUXzCF+DFDZ6VyrsCOjh/Mhd39xARERERkSAGQEQEQLnBc3l1ndAxRCeBeSS18q6Bt4kdh7t7iIiIiIjIBRgAEZHdBs+55xs8vzZ1AIL89CivMdn8fq+Z8GU2Qcrehk6FOyBlhwLdLhcv7zr8tdhjcHcPERERERG5AAMgonZOqcHz+WgDz319CC/9qT8eXOnFE77Ol3f5GM9gEABkL3WsvKviHGAIBapLwd09RERERETkbhgAEbVzog2eOwT5ee+EL8Xyrr8AQdFixxkwDfhpKbi7h4iIiIiI3A0DIKJ2ztq4WWTdtZd28swJX/Ymd1nvUyzvAlCeL/Y4va4Gugzj7h4iIiIiInI7DICI2jk/H53QOmuDZ4+b8KU0uSt5siUYUizvOi8g4vwUL4XyLmuwxN09RERERETkZhgAEbUD9sa7A8DBM0bF7/XoBs9qpV3DHgLiB4gdq/+fxcq7AO7uISIiIiIit8MAiMjLKY13T+sbh4eu6I4dJwqwO7vIXrTh3g2e7ZV3iZR27XgNmPqJ2OM4Ut5FRERERETkZhgAEXkxe+Pdc86Pd186bSDS+sbh0+nDbQZFbt/gWam8S3VyFwDIQE2p5XuMOWB5FxEREREReSsGQEReSmm8O2CJOtLXHkRqciz0OglpfeM8q8GzYnnXbcDQ6WLHkc2WwGjVbWB5FxEREREReSux7q9E5HHUxrsDlp1AGVmF9V9bGzxfe2knDEuKdN/wR7W8SwZ+WSV2rOAYS/nWzcuB0CY7nULjLbezvIuIiIiIiDwcdwAReSlHxru7LXv9fUQmd1WcAwI7AhUFUC3tAiwhT++JqPvtB+zduh6XjpoAn26Xs7yLiIiIiIi8AgMgIg9nb8KXdWy7GtF1TqfU38dUI3aMfjeLT+4CAJ0ecsJInD5gRP+EkQx/iIiIiIjIazAAIvJgShO+UpNj0THYD+fKbIclbj3eXa2/z5gnxY7DyV1EREREREQAGAAReSyRCV/zr+uL6SsyAbjhePcWj2+XgD3vni/vOmfn4JzcRURERERE1BADICIPJDrha9vsK7B02kD3G+/eqvHtMlB6BhjzFLD5hQu31ePkLiIiIiIioqYYABF5IEcmfLndeHe18q4OXcWOE5lkmdDF8i4iIiIiIiJVDICIPJCjE76s491dTqS8qyhL7FjBMZZdPSzvIiIiIiIiUsUAiMgDuf2ErxaPbz8fDPmHA1UlEBrfzvIuIiIiIiIiVQyAiNyYvRHvKYkRCPX3gbGqzub3uXTCl1J/nzqxnUu4dKpj49uJiIiIiIhIEQMgIjelNOI9rW8cFt3YD9M/yLQXkbhmwpfd/j5ngFV/AToNEjsOx7cTERERERFpigEQkRsSGfF+1SVxeMOdJnwp9vc57/RuICQOKM21s47j24mIiIiIiNoCAyAiNyM64j01OdY1E75a3N/nvMvuPD++XaC8i/19iIiIiIiINMEAiMjNODLifVhSpHMnfCn19zHViB2D49uJiIiIiIicjgEQkZtxdMS706j19xnzlNhxOL6diIiIiIjI6RgAEbkZl454t1feJdLfZ8+7ll08xhw76zi+nYiIiIiIyFUYABG5mZTECESHGJBfWm3z/jYb8a5U3hXQQb2/T+kZyy4g0f4+RERERERE5DQ6V58AUXtlMsvYcaIAa/aexo4TBagzmQEAep2EZ6/tA+DCSHerNhvxbi3vahryGHMstx/5n9hxrP19QptMIAuNt9zO/j5EREREREQuwR1ARC6wbn9Os/Htfj46zBiThEfH9URaXyeOeFcs75IBSMAvq8SOxf4+REREREREbokBEJGTrdufg+krMpvFLTV1ZizZdAzdo4NxTb94bUe82+vtAwiMb5eBinNAYEegogDs70NEREREROR5GAAROZHJLCN97UGlVsp4/utDuKpvHPQ6SZsR70q9fZInA2ePiB2n383AT0vB/j5EREREROQKJrMJmfmZOFtxFlGBURgYPRB6G59BRNaZzCbsztuNfTX7EJ0XjZT4FJvH8iYMgIicKCOrsFFJly05JVXIyCpsffADKIxuP9/b58a3gY3PiB2r19VAl2F2wqSF7O9DRERERORBREMSd1mzKXsTFmYsRF5FXv1tMYExmJMyB+MSxjm0rumaT779xOaxvA0DICInyi9VDn8cXadIpLfPxn8AfW8AfvkYMNXYOVCD8i6dnv19iIiIiIgcpFVIotWxWhKSuHLNpuxNmLl5JuQmn23yK/Ixc/NMLB6zWHgdAKFjeSMGQEROFB3ir+k6APb7+4j09jGeBvreCPQYf36n0Pnb69ko72J/HyIiIiJyc87euaJUSqRVSKLVsbQKSZy15p+j/4kXd73Y7H4AkCFDgoRFGYtweafLsTBjoeK6hTsXAhJUjzW281ivLAdjAETkRCmJEYgL80duSZW9VsqIDbM0exai1N+nrlrsGBUFwCV/soxpZ3kXERERETnImWGLyDpX7lxpWkqk5Y4ULY4lEqaIhCQia57/6XnI5/+vpccBgGe2P4Py2vJm9zdcl1uRi+u/vL7RtbK1Lq/S/v0Nj5WZn4nBsYMV13oiBkBEbcBklrEzqxB7zkmIzCpEpw7B+HDX75iT1htzJyVj+opMe62UMXdSstikL7X+PgEdxE42OMbyv8mTWd5FRERE5AE8rS+LM3fAuNPuFq3ClkUZizAsbhie3/m8YlAiEqY8ve1pVJnst5sQDUlE1pyrOtfq4wBQDH8a+r30d6F1Is5WnNXsWO6EARCRxtbtz0H62oPnmz3rsfzYbugkwCwDIQYf/PXKHlg6bWCDNRaxYf6YOykZaX3j1B9EpL9PZTGaT+xqqMnodoDlXUREREQtoPXuFmeUE3laKZHI42kRuADA/J/mQy/pVY9TZapSPU5RdVGz+xuuE92RsnTfUpyrVA5URMIUpfDH001MnIivs77W5FhRgVGaHMfdMAAi0tC6/TmYviKz2X8GzOdviAoxAADS+sYhNTkWGVmFyC+tQnSIpeyr2c6f1vT3gQyMfBzYtrjBbVYc3U5ERETezdN2wNha11blRFqs0SpsEVkzd/tc+On8VPu7zNs+D6W1pc3ub7hOJCQpqCpQvF/0OErhj6POVnrnjhRRHQwdUFxdbPP6S5AQExiDZ4c/i915u5FfkW93XXRANCBBcU1MYAwGRg9sk+fhagyAiDRiMstIX3tQab8N/vXtMdw0qDP0Ogl6naQ86l2L/j4xyeztQ0RERG7BGyccObO/i1blRC/sfAFmmFsd3Dy59UnUmO1NkRUPSUTWGGuMeGXPK6r9XZTCH0/Xt2Nf/C/rf5ocSy1MEQlJ2mINZCDOmITA2lBU+BqRE3oCkCw/c38b/Dc8seUJ6GQdYo3d6tfkhv4GWZIxO2U2/Hz8MCdlDmZunml33ZwhcwBAcc3slNle2QAaYABEpJmMrMJGJV1NyQBySqqQkVWoHPwACv19zgCr/gLE9BU7qeAYS0kXe/sQERGRDe60S0Z0nbuUJWnWTDdjIcIN4Xh2x7OK67QqJ8qvzFddIxLKKIU/bSHQN9Cpj6cVLcKWmMAYTOk5Be8deE+T3S1qYYpISKL1mv/77F0MP3k9gmsu9DEt8yvC9q6f469j7sC4hHFIP7oYx78uQ2B1aP2aSoMRSROD6/98GJcwDulx6utE1ngjBkBEGskvFaunrV9nr7xLsb/PeXn7geBYy/faXNekvw97+xAREXkVdxpNrUUg424Tjp7d8SzMsvIuGa0CmbyKPNy5/k7VdVqWE3mitMQ0/HLuF9V17rS7pWHYIkFqtE4635JBdEeKlrtbRMMUrYIUtTUnfs7H+KN3NnsVg2rCMf7onUgsvAQnCvNxZrUOgQhttCagOhRnVgMnovKRNCAaJ35WXwdA6FjeiAEQkUaiQ/zF1ymVdwV0UOnvc96gu4DNL6B5o2f29yEiInI2dy9vclUvGZFAZlHGIlze6XLF/i4AMG/7POgknVNCGbWwRetAJsg3SHjSkTtxVtgiugNGq8BFqzXWsGWxtBgLdy6CPje4fo05thyzh8xyKEjRaneLViGJFmuOR+Zh2yfHG1yhxtcUALZ+fBRodm9jP3x0FCGRAefX2rf146OorTYrrtm26hgS+0dBJzKZ2cMwACLSQHWdCXFh/ogL80duSZW9PTmIDfNHStU24JPbYXd8+9DpYg8amcT+PkRERK3UHsubtNwlI5//P3trRAKZ3IpcfHz0Y8X+LgBQUlOieL8n75J58NIH8eKuF1XXefLuFmfsgNE6cNFqTWJhP0zLnIvy4gtlc0Fn/JDYoyeQAKFARqvdLRcCF/tEAheRNd+9fwh6nU5xzZYPj6KqrFZxTcPXzZ6Kkhp8smCX6jqRY5UVVSPnWDE69eqgutbTMAAicpDJLDea3tW3UyhmfJCJY3lleOiK7vjHF/vt7cnB3Gt6Qb8+FbbLts7f9ssqsRNhfx8iImrH3KVRsDuVNwHA8z89rxrcuOMumVPGU0Lr3I0z+7u0ReDSmjWOhC2Lxzh3B4wWgQug3Q6YdW/uR1PlxTVY9+Z+TLi3j2ogs23VMSRc0hFbPz6muE4klNn07iGYapV3wIiEJCJraipMAEyKa9TCH0fofCSY6xTaaDig3Cg4dMfDMAAicsC6/TlIX3uwUbPnmBADdJKEkspaJEUFY+m0gXjuy1/RuWwfolGMfITjVHB//GPyJUgLOq5e3lVxDgjsCFQUgP19iIjI23hScAM4p7zJOpmpylSlGO6oBTcAcK7qnOL97rpLpnNoZ82O5cyyJC0Cmaa7W4QCFxvvbev9gFjgotUatbBFZI3WO2BaG7iI7oCRVbIGkeNsXHZQNbQoK6rGZy/uRnmxcighEsqohT+ebNh1SfjxU+VrKyoo1KDJcdwNAyAiQev252D6isxmvwLkl1ZDBjBrQi/LdK+DX2KC/2xINReCHtk/HpJuEVAmOC2h383AT0vB/j5EROQO1JoJW9eoBTueFNws3LlQcVQ2oB7IWMubhn04THVcttpkJgBuGdyIUAtk2mrCkVN3wGgQyIxLGCe8bnSnMfhh1y4UFJQgMjIMlw8eDF+fCx/ttAhlRNac+DlfMWxJu98yudZZO2B++Oio4hwVQLuSI63WiO5YqatW3knjyfyDfRWvSVC4HwBJMQAL7mBA3zEXYe+mU4rrRI8V1yNc4Mw9jyTLarmlZzMajQgLC0NJSQlCQ0PVv8EN1dbW4n//+x+uvvpq+Pr6uvp02iWTWcbIRd/ZHfNu7e+zbXIZ9Lb6+1iDmzFPApsXqD/g7V8BlUU2+vt0Yn+fNsafN8/Da+aZeN2cw11221jX2AplrB+mlYIb6xprcKPUKyYmIAaQoLjGT+fn9BHW7sYVu2QA2AxSmpbJKa0DoLrGeqym78nYwNhGoYzwGpVABgBq6+oUA5kTP+dj68dHGwcp4X4YNaVno2lDIussa441+gAbFG7AqCk96nfJ2ApcrJRCGUfWWIMbpQ/SgeF+gGzpz2KP2od/q4ETuiBz/e+q67zVkEmJ2Lk2S5NjaRG4aLUmuIMBI/7UA+v/0/r3rJbvf0+aAuZI5uHSAGjevHlIT09vdFtMTAxyc3MBALIsIz09HW+99RaKioowZMgQvPbaa+jTp4/wYzAAIi3sOFGAW/7zk+IaHcw4FPEEDBW5dlZIQEgcYK4Fys/aXxMaDzz664WR8Ozv41T8efM8vGaeiddNmbsEN1qENovHLMbYzmMx4bMJiqFMhCECvnpfu2skSAjxC4Gxxmj3GO7qnr734L/7/6vJsbTqOSMSygDqYYvIGtFABnAglBE4llooI7LGWYGMVh9cRUIZrT64+/rpUFvjvHKixEs7Imuvcomjp1ILZII7GHDrc8Ow4u873Cpw0WqN9f3f9OcouIMBI2/uofiz1nSN6DrRY3kCjwqAPv30U2zatKn+Nr1ej6ioKADAokWL8Pzzz+Pdd99Fz549MX/+fPzwww84cuQIQkJChB6DARBpYc3e03jko72Ka4bqDuIjv/nqBxvz1Pnx7YDN8q6bl3OHjwvx583z8Jp5pvZ83TwluFHbbWMNG+rkOhRUFdh9vrGBsXhuxHO4d+O9qq+NJxIpb/r6+q9x9edXO203DeCCXTIaBTKi68SCG/uhjMgaZwUyjny4N5uAylKF3TRBvqgq166prjsZfE1X7PrqpCbH8sQdMFrvbtEqJNEybDGbZeQcK0a5sRpBoZYyrKaj2EXWOHKsU4fPYfuWDAwfnYLOvTt65Oh3jwqAvvjiC+zdu7fZfbIsIz4+Ho8++ihmz54NAKiurkZMTAwWLVqE+++/3+Yxq6urUV194Y1lNBrRuXNnnDt3zqMDoI0bNyI1NbXd/ZLsLnZmFWLaO7sV10zWbce//V5VPVbddW8CegP0G56CVNqgT1BoJ5hSn4fc+5pWny+1HH/ePA+vmWfytOtmMpvw89mfca7yHDoGdMSAqAHNduSIrPv21Ld4ac9LyK+40O8lOjAaf7vsb7iy85X49tS3mLV1lt1Q5sVRljHRSmsWjlyIlzNfbvQYTUUHWH7hVuo746vzRa1Zmw+S9/S5B/89oM0OGK2oBTdRAZa/kDxbedZ+aBMYjZkDZmLOj5Z+MbbClhdHvdjo2iqtA6C6xnqspu+jmMAYPHHZE7iy85UAbL/Xmq4BxN7btXV12LZnDwoLjYiICMXIyy6zGcgorcnaew7bPzvRbCfN8BuTkHhpR4fWqa3J2nsOG98+BHtS774YABTXjLuzN3Z8/ptiD5fAMD8AyuVNfgF61FSq927xD/ZBVVmd6jpvpR7IGDBl7iB8nL5L9ZpIknLvnaBwA4bekIhv3zlsd43Ie0TLNdb3bfP3tQHDb+wm8DPSeJ3oscxmGbknSlBRUoPAMD/EJoXZDEmctcYVPO33EVuMRiM6duzoGQHQSy+9hLCwMBgMBgwZMgQLFixAt27d8NtvvyEpKQmZmZkYMGBA/fdce+21CA8Px3vvvWf3mE3LygBg5cqVCAwMbLPnQt7tVBnw2kE9LP/9tvUHlYyr/fbidd1Lqsfa1v1JFIRcDMhmRJYdgX9tMap8w1EQ3AuQdFqfOhFRu2aWzThZdxKlcilCpBB09ekKXZM/a9XWHKg5gK8rv4ZRvlB6FCqFYmLARPTx6yO87kDNAXxY8aHdc50SMAXfVH3T6PubCkUoIEFxjT/8UQXbPetcZbRhNLZUb9HkWIFSICrkCrv3i7xGYVIYrgq4Ch9VfGR3zS2BtwCA4jW7JfCW+mvb9NqHSWG4OuBq1fdI03WixxJ5b5vMZvx+9iyqquvgb/BBl6go6HWN18gyUF2oh7lags4gwxBhgtTgV53KXB8UHzLAVHXh+/T+ZoRfXI2A2DqhNZW5Pij42f/8PQ1/j7J8DIkcUCW8DoDimohLq1By2ABTlQR7v7PpDJa15mr7a6ADYHb9h1N3p/Mzw1zTutda7y8jrHc1Cvc65z3S8FitfW9ruQZQ/3l0ZJ3oscjzVVRUYOrUqe4fAH3zzTeoqKhAz549kZeXh/nz5+Pw4cM4cOAAjhw5ghEjRuD06dOIj4+v/5777rsP2dnZWL9+vc1jcgcQaS3XWIVrXt2OkkrLH8525nJh9fBsDMh8EjLs/efN0t+n7sFM9vFxY/x58zy8Zp5Ji+vW2t02ImtEduSIrFPblSNBQrgh3GOnPKl544o38MxPz+Bshf3dNFruuAHccyeN6DqRHTdqf5vuSTtpRHd3GIJ8oNNLqDTa3yniqSVQF4+KxaGt9vpIOkZtN43ILhln76Txhh0wfxwpQMaPmUgZMRAX9Yr0mB0w7Z03/B7pyA4gl46Bv+qqq+r//ZJLLsGwYcOQlJSE9957D0OHDgUASE1iSlmWm93WkMFggMFgaHa7r6+vx15QK294Du7OZJaRkVWI/NIqRIf4IyUxAhdFBOPPKV2w87dC/GVYAhavO4jOZfsQjWLkIxyngvvjH5MvwYC+E4HqXZAOrIatmEgCgLSF8DX423xsci/8efM8vGaeyd51a22fnE3Zm2wGMmcrzmLW1ln1fVKU1vxz9D/xzz3/VBwDvnDXQgyLH6a4ToKEp358CibZfhmIDNktwx+tGg4P7TQUT6Y8qThS+8khTwJQGc19/vr6+fqpjt320fuorknrlobUrqmK7zWRNQDgC18Mu2iY6muqN/ugS3lvRBqrEWQ2wC/e0OhD4IVeGTUA/FGAGpz5KtPh3jW2PnCXF9dg49uH6vuEKK2ZcG8fbP/sN8Xnsv2zE7D9114XbPvkhMDI7Woc+TFPdWR2dbl6iZQ7hj8iDX4vn9Ibv/9a5JR+Mpf/uScA5T4xImus7zdfXx/V/i56H73qmp6D49D9sljVvi0i60SPBQAJyVF2n6Mja7pc3BH7s+rQ5eKOdn8fETkOuYYn/x7pyHm3KACqrKyELMv1JVXZ2dn4/PPPkZycjPHjx7fkkACAoKAgXHLJJTh27Biuu+46AEBubi7i4uLq1+Tn5yMmJqbFj0Fkz7r9OUhfe7DRqPe4MH/MnZSMOWm9UV1nhv+xr3GD/2xINQ169xjiIekWAZgM3LQM6HO9jfHt8RzfTkTtguj0qt15u7GvZh+i86KREp/icLhjq3lxfkU+Zm6eWd+8WCmQWbhzISBBMdyZ/9N81VCmoKoAb/7ypuJ0KxmyYvjTFrSeFGU3kBli2YmjFNrMTpkNvU6PcQnjsHjMYtVQRmTNuIRxGNt5rOJ7TWQNAOh1egyOHaz4ekrQIb6kO8KMnRFUa4AU3bxkW6ThaEubDpcXV2Pdm/sVG7xa11ibDivZ+vFRqAU3Wz48KhDcKAc2AITGewNAyblKoXXOpEWjYJFAZuTNPeDjo8OoKT1UAhf1UMYaqEi6vqqBS9r92qxJGhCNxP5Riu9/kTUAoNNJ6NSrg93n58g60WMRtSctCoCuvfZa3HDDDXjggQdQXFyMIUOGwNfXF+fOncPixYsxffr0Fp1MdXU1Dh06hFGjRiExMRGxsbHYuHFjfQ+gmpoabNmyBYsWLWrR8YnsWbc/B9NXZDb7FTi3pArTV2Ri6bSBSNPtAlbdBqnp9v7SM8Cq2y5M70qeDPSeiLrffsDeretx6agJ8Ol2Ocu+iMijiQQ7LZle9cm3n2ga7gBA+o50xVHhMmTkVdoPbKxEd+ScKTujvkiQuwU34xLGYbGkTWgDeGZwo8U0KesaZwQ33y0/hNpq5dHcWgY3WgnrGKDZsZwV3GgdyCQNiHa7UEbL4IaBDJHrtSgAyszMxCuvvAIA+PTTTxETE4Off/4Zn332GZ555hnhAOiJJ57ApEmT0KVLF+Tn52P+/PkwGo24/fbbIUkSHn30USxYsAA9evRAjx49sGDBAgQGBmLq1KktOW0im0xmGelrD9r4NRr1/Xye+/JXTPCf3Sz8aWTdHKD3REvQo9NDThiJ0weM6J8wkuEPEbk1rcaSKwU3SmPHHdm5I7IrRyn8aQuXxV6Gb099q7pOZFy4OwY31kAm40wGNu7YiNRhqc12bYmGNoBYcCOyxhnBjRY7ctLu74vE/lHY+vExxeez+YMjqK5QLnESCW7Uwh9XECmB6jvmIuzddMopJVCu2EkjGqRY1ymNpnZ2KMPghsh7tCgAqqioQEhICABgw4YNuOGGG6DT6TB06FBkZ2cLH+ePP/7ALbfcgnPnziEqKgpDhw7FTz/9hISEBADArFmzUFlZiRkzZqCoqAhDhgzBhg0b6h+bSAsZWYWNyr6akgF0LtvXqOzL5irjaSB7O5A4SvNzJCJqKS166agFO2M7j8XCjIWtKrmSIGHWD7Pcrk+OSGgzpecUvHfgvVbvymmr4Ear3TaDYgYh3y8fg2IGtTjYAcRKpVob7rhTKdWG/x5At4FRiqEFANXwxxVYAuW68qb4HuEIPFaHeDt9axjKEFFLtCgA6t69O7744gtcf/31WL9+PR577DEAlv48jkza+ugj+6M3AUsD6Hnz5mHevHktOU0iIfml6qNyo1EsdrAy9ZICIiKttHW4I7IjZ1HGIgT7Bqv2wFErudK6T46zSqlmp8yGn48f5qTM0WxXjrPLpESDGzVa9MARWeOsUiqteuCYTTLys0tV12mJJVAsbyIisqVFAdAzzzyDqVOn4rHHHsOVV16JYcMsEw82bNhQ36+HyFNEh6hP5cpHuNjBgtmgnIi04Q7hjkgvndyKXOzK26XBMxbnjqVUog2OPTW4MZtlnDlWjIozPjhzrLhZSYoWPXC02pXj7ObFIjp1D4MxX73JsacGN21RAsXghohIey0KgP70pz9h5MiRyMnJQf/+/etvv/LKK3H99ddrdnJEzjC4awf46iTUmm3395EAnAruD9k3GlJ5vp2jSJZJXwnD2+w8ich7uDrcAYC52+eirLbM7jnKkMV76Si0R3OUFuGOK0qpHFmnVXAjQvs+OQH4at+vDpdbifTA+eGjo5Ck1jc4dnbzYhE9B8fi94PKI749ObjhhCciIs/QogAIAGJjYxEbG9votpSUlFafEJGz+eh1mDm+FxatOwwdzEjRHUY0ipGPcOwx90QdfPCPyZdA0r1smfYFoPGnnfO/3KQtZLNnInJ5uCPaKFkp/HFUSlwK1pxYo1hOpWXJlbuWUjmyTo039cnZtuoY/AJ8VHvgVJS4X4NjrXbkxPfqoNrfpq2CG3dqJkxERK4lHADdcMMNwgddvXp1i06GyFWmj0nCkKpt6PRTOmJQUH97HXQ42n8OkvtOBDDZMup93WzA2KAhdGi8JfxJnuz8Eycip3KHcGfO1jmoNdv/QKp1o2SRHTmDYgap9sBpi5IrdyulEuUO06tEghuRHTlbVh5FVbnyjpuyomqcOeLc5t3uVkql00nC/W203nHDZsJERGQlHACFhYXV/7ssy/j8888RFhaGQYMGAQD27NmD4uJih4IiImcymWVkZBUiv7QK0SEGbD9RgCmDO+OiDoHAwS8x8KdHmn3A8YEZyfsWAL0utgQ8yZMto96zt1saPgfHWMq+uPOHyKOpBTuANuHOol2LFMuynt3xLEpqSuyepwxZMfxxlFblVnqdXrgHjrP75Dibp+zKEemTI7IjRy38sZKVcySHiIwUd8dSKoA7boiIyLWEA6Bly5bV//vs2bNx880344033oBeb/llzGQyYcaMGQ5NASNylnX7c5C+9mCzce8f/PQ7fpw1GgHrZgOQ7cwDkYB1cyzBj05v+Yej3ok8Rmt37VjXKIU7C0YuwOI9i1tdlqUU/jjK2b10AMdKrjLOZGDjjo1IHZaKlPgUtw93tJhw5azpVe7YJ+eiHh1wODxXcceNliPF3bUHDsDghoiIXKdFPYDeeecdbNu2rT78AQC9Xo+ZM2di+PDheOmllzQ7QaLWWrc/B9NXZNrsUVpYUYNft/8PKQ1LupqRAeNpy64fBj9EbsVkNmF33m7sq9mH6LzoZkFCa3ftLB6zGGM7j8XCjIWKO3ee3Pak4nm6oizL2b10rERLrgbFDEK+Xz4GxQyyeRxn0qoky12mV7lbnxzRHjhtMVKc06SIiIguaFEAVFdXh0OHDqFXr16Nbj906BDMZuf+0kGkxGSWkb72oN0BNRKAr7bvhVD78rI89TVEpBlHd+588u0nmk/KmrN1Dl694tVG4Uhbc9dwx9125IhyRkmWyISrTe8egqnWvXblOKtPjqM9cLQcKc7ghoiI6IIWBUB33nkn7rrrLhw/fhxDhw4FAPz0009YuHAh7rzzTk1PkKg1MrIKm5V9NSQDOFoRBPgJHCw4RrPzImrvnNFMWanfjmhJVrWpGrvydrXy2V7AcEdbbR3uiOza2bTsIK6e0U91wpVa+KM1d+yTA7hmpDgRERFZtCgA+uc//4nY2Fi88soryMnJAQDExcVh1qxZePzxxzU9QaLWyC+1H/5YZZh7o9I/BgFV+YDNvUKSZdJXwnDNz4+oPXLGpKxZP8yCSTbZPQeHSrLsbSFsguGOttwh3BEpyaqrMeP3AwWKaxzhzF05zu6TY8VdOURERK7RogBIp9Nh1qxZmDVrFoxGIwCw+TO5pegQf8X741CAHETi9yFz0WvLg7AUhTX88Hb+F9e0hZz0RSRIaXePFmVZ6dvTYaw12n18GbJi+OOolLgUrDmxBvkV+Qx3NGI2yzhzrBgVZ3xw5lgxOvfu6PRw59t3D6HOySVZ7rgrx5EdOacOn8P2LRkYPjql2TUDGNoQERG5uxYFQA0x+CF3lpIYgbgwf+SWVEGCGSm6w4hGMfIRDlmW8a7fS3jX5yZ0H/0aEBMCrJsNNGwIHRpvCX+SJ7vuSRC5kdaUbqk1UxYty1IKfxwlsmtnUMwgzEmZg5mbZzLcEeDYzp0AfLXvV83DHZEpWGrhjyMSkiNxbFe+x+7KEd2RE98jHIHH6hBvZ2cPERERubcWBUB5eXl44okn8O233yI/Px+y3PgXZ5NJu795JWqNgvJqzJ2UjC9WvoFnfJcjXiqsv88oByBAqsGNUX9AD7Ml5Ok90TLtqyzP0vMnYTh3/hCd19rSrduSb1Nspuyuk7L0Or0l3BnTvsMddxmDLlKWpeUULK0mXLnz9CoiIiJqH1oUAN1xxx34/fff8Y9//ANxcXGQJP4tELmfA2dKcNMbO7Ao+SSW+v2r2YfAYKkSMoDoEbddCHl0eo56p3ZJZGdPa0u33jv4nmbn6+x+O0D7DnecNQZ94zsHYTYpN13SsixLi5IsRydccXoVERERuUqLAqBt27Zh69atuPTSSzU+HSLtfHcoH1U1tRhx7CUAMnRN7rd8LQEbnwH6XM+dPtRuqe3sMZlNiqVbAIRKt0S5azNloH2GO1qNQd+y8iiqypXDG7XwxxFahTtaT7gCGNwQERGRa7QoAOrcuXOzsi8id/PXK3vgMvkAIradU1glA8bTlrIv7vwhL9WapsyLxyxGmCFMsXQLgHD4E+YXBmON0e3CHU8MdgD3mJS1bdUx+AX4qI5BVwt/HOHscEfrCVdERERErtCiAGjJkiWYM2cO3nzzTXTt2lXjUyJyjMksIyOrEPmlVYgO8UdKYgT0538pHx5TJ3aQMuUPt0Tuqi2bMgPAooxFeGTgI5qd77TkaXh97+uahjsZZzKwccdGpA5LRUp8CsMdDcOd7z84gpoK5T9Hy4qqceaIdr2b3DXcYbBDREREnq5FAdCUKVNQUVGBpKQkBAYGwtfXt9H9hYWFdr6TSFvr9ucgfe1B5JRU1d8W4KvHohsvweRLO1kaOYsQXUfkRlrblHlq76mqO3tyK3KFd/eIlG7de8m96B7eXdOdO4NiBiHfLx+DYgbZLNtyR24R7rx/GDVVykMb1MIfK1mwFSDDHSIiIiLXafEOICJXW7c/B9NXZDb7qFlZa8LDH+2Fn48OacnDLaPcjTmAjQ+lgGS5P2G4E86YyDGtKd1Sa8osQcLq46uFzqODoQNiAmOQX5Gv2UQtlmW5flKWWvjjiIt6dMDh8FynjkFnuENERETkmBYFQLfffrvW50HkEJNZRvragzYjHQCQAKSvPYhU/yPQG0IB5Jy/VW6yCkDaQjaAJrfT2tKtv2/7OypNlXaPL0NGZZ39+xuKCbI87szNMzWbqMVwpzFHwp1N7x6CqVZ5zLmzJ2W5Ygw6wHCHiIiIyBEtCoAAwGQy4YsvvsChQ4cgSRKSk5MxefJk6PX8IE1tLyOrsFHZV1MygPySctSu+Tv0pdlAzzQg9xfAeObCotB4S/iTPLntT5ioidbs7pnRf4Zq6ZZS+NOQSFNm67ktHqPtRC1P44xwZ/PKI6guVy67Ugt/HOHKMeinDp/D9i0ZGD46BZ17d2S4Q0RERNTGWhQAHT9+HFdffTVOnz6NXr16QZZlHD16FJ07d8bXX3+NpKQkrc+TqJH8Uvvhj5UJemwbshTj8t8DJv0b0Ptapn2V5Vl6/iQM584fahNt2ZhZgoQVh1Zodq4iTZmt5+7NpVsiO3ucUZalFv44wt3HoMf3CEfgsTrE25mmRURERETaalEA9PDDDyMpKQk//fQTIiIiAAAFBQWYNm0aHn74YXz99deaniRRU9Eh/kLrguJ6AyPfunADR71TG2ttY+Zrk65V3N0jQ0ZJTYnQuWjZlNnKW8MdpZ09ZrOMrR8fU3wMdyzL4hh0IiIiImqoRQHQli1bGoU/ABAZGYmFCxdixIgRmp0ckT0piRGIC/NHTkkVdDAjRXcY0ShGPsLRRcrFXnNPlIZ2R0pihPrBiBzQ1o2Zvzn5jdB5iJRuad2U2RO1tmwr9e5kBIUaFJsbA+5ZlsV+O0RERETUUIsCIIPBgNLS0ma3l5WVwc/Pr9UnRaRGr5Mwd1Iyvlj5Bp7xXY54qbD+PlkGquGDnWP/Bz3LCsgBJrMJu/N2Y1/NPkTnRSMlPkWz0i0AeHrb06gyKfWuklFtUg4arERKt9pDU2YlmjRcXnYIV95+sWbnxHCHiIiIiFylRQHQNddcg/vuuw9vv/02UlJSAAA7d+7EAw88gMmT2VCXnCNNtwsT/P7V/AO3BBhQh9Ghua45MfJITcOdT779xKHSLZHGzErhT0Miu3tES7e8eXcPYCnvOnOsGBVnfHDmWHF9M2GRsi2RnjyyWUa5USyUY7hDRERERO6sRQHQv//9b9x+++0YNmwYfH19AQB1dXWYPHky/vWvf2l6gkRNmc0yHvlwN178428IgIyme3wk6/9f9yTQ+xo2eiahpsytLd1yRWNmb27KLKJxeVcAvtr3a315l3+gr2rZlmhPnqBQPwSFK5eBMdwhIiIiInfXogAoPDwca9aswbFjx3D48GHIsozk5GR0795d6/Mjamb1z6dx9sBmBPgp7fCRAeNpy9QvNn5u19SaMpvMJtWpW3O2zkGt2X5Y4MrGzN4a7gDKzZvVyrsS+mrX/ys43B+jpvSw+XhWDHeIiIiIyN21KACy6tGjB3r06KHVuRAJmdQ/DoZDfoBy6w6LMuWSHPJ8rW3KHOwbrDp1Syn8aYiNmbWj1Lw5sX+UannXmWPFQo8jUrZlDWfS7me4Q0RERESeq0UBkCzL+PTTT/H9998jPz8fZnPj6SerV6/W5OSITGYZGVmFyC+tQnSIP1ISI2Dw0WPSiIFiAVBwTJufI7lOa5syP7HlCVydeLVm58PGzOJas7vn4uGxquVdtdVm+Br0qK022V0jWrZlPS+GO0RERETkyVoUAD3yyCN46623MHbsWMTExECSOGmJtLdufw7S1x5ETsmFxrmxYf6YNykZacnDgdB4wJgD2PiAD0iW+xOGO+18SXut2d0j0pRZhoyTxpNC56Jl6RZ397Rud8+h7WIN3i8eGYdfvv3D7v2OlG1ZMdwhIiIiIk/VogBoxYoVWL16Na6+Wru/OSdqaN3+HExfkdnso3ZuSRWmr8jE0mkDkZa2CFh1GyxtnxuuPB9Ipi1kA2gP1trdPaJNmW/pfQv+7+f/Q35FvlNLt7x5d48Std09gyd1Vd3dI6pbvyjEdw/XrGyLiIiIiMiTtSgACgsLQ7du3bQ+FyIAlrKv9LUHbe7rsfrXlzswfuhh6G58G9j4d8B45sKdofGW8Cd5cpufK7UNLXb3iDZljg+Ox5yUOZi5eSZLtzRir7xLZDT7L9/Z37HTkCHIB9XldXbvb9i7h2VbREREREQtDIDmzZuH9PR0vPPOOwgICND6nKidy8gqbFT21ZQM4MHKN6D7YSeQfB3w6H7LtK+yPEvPn4Th3PnjAeyVd4lM5RLd3SPSlNn6uIvHqIc77b10S4RSeZfIaHalUKeh/mM7I+OrLLv3N+zdw3CHiIiIiKiFAdBNN92EDz/8ENHR0ejatSt8fX0b3Z+ZmanJyVH7lF9qP/yxWmMagSuDsxEw8jFL2MNR7x5FqbwrzBCmOpVLdHePSFNma3hjDXcyzmRg446NSB2WipT4FJZuNdGa5s3dBnQUegyR3T2XXd0VEZ2ChHv3EBERERG1dy0KgO644w7s2bMH06ZNYxNo0lx0iL/qmo3mQdh3/X0YGh/nhDMiLSmVdz22+TFEGCKEjiOyu0e0KbOVXqfHoJhByPfLx6CYQdzZ00RrmzefPlos9Diiu3usvXtOHT6H7VsyMHx0Cjr37sjePURERERENrQoAPr666+xfv16jBw5UuvzIUJKYgTiwvyRU1IFHcxI0R1GNIqRjzDsMyehCv6IDfPH4O6xrj5VsqOl5V0AUFhdKPQYort7WLYlRmlnD6C+u6dr/45C5V2GQB9UV2i3u0enkxDfIxyBx+oQz8bNRERERER2tSgA6ty5M0JDQ7U+FyIAgF4nYe6kZHy+8g3M9V2OeOlCIFAn6/BK3Y24ZNJz0PODnltqTXmXlda7e9p72ZYapZ09SQOihZo3n9x3Tuixeg2LVR3N3nB3DydzERERERFpo0UB0Msvv4xZs2bhjTfeQNeuXTU+JSIgTbcLE/z+1SwA8JHMeML3E0i6yQA45cvd2CvvyqvIw2ObH8NfLv6L0HEmJ03GikMruLtHI63p25N2f1+h5s2iREezA2zeTERERESkpRYFQNOmTUNFRQWSkpIQGBjYrAl0YaFYCQeRTWYTsG42JMiw9Xf9EiRg3Ryg90RO+3IjSuVdVmtOrBE61tguYzEwZmC7392jVpYlsqa1fXs2f3AEI2/qIXS+Wo9mJyIiIiIi7bQoAFqyZInGp0FkIcsy/m/Ze3jYeEZpFWA8bRn9zulfTmevv09mfqZqeZexxogOhg4ori4WGs3uqbt72jq4se6SUVujtrtn8KSuqjt7qspqUVlaI/S8OZqdiIiIiMh9tSgAuv3227U+DyIAwI/HC3D8xAnAT2BxmXovGdKWUn+fGpNYSHBNt2uEyrsA99zd4w7BTdr9fQFAcc2Ee/tg2yfHFZ/LL9/Z78XTUECIL4LCDYphEUezExERERG5txYFQA1VVlaitra20W1sEE0tNSwpElUjBwIZAouDY9r8fOgCpf4+MzfPxIz+M4SO40h5l7txl+Bm68dHAZsFkhdsfOcgzCb75XgAFMu1GgoO98eoKT1snrcVmzcTEREREbm3FgVA5eXlmD17NlatWoWCgoJm95tMplafGLVPep2EcWnXAYf/DhhzAJv9ZCQgNB5IGO7ks2u/RPr7fHr0U8QExiC/It9jy7vMZhlnjhWj4owPzhwrRufeHYWbJYsEN5s/OAxJUg5Ctnx4FFVltYpryovVd1uphT9WjvTtSbu/L5s3ExERERF5qBYFQLNmzcL333+P119/Hbfddhtee+01nD59Gm+++SYWLlyo9TlSO2CsqkWwn4/lw7ZOD6QtAlbdBssuh4YfZM9/eE5byAbQbaCl/X1kyMirzMODlz6I1/e+7pHlXY139wTgq32/OtQsWSS4qSpT33GjdgytOdK3h7t7iIiIiIg8V4sCoLVr12L58uUYM2YM7rrrLowaNQrdu3dHQkICPvjgA9x6661anyd5IZNZRkZWIfJLq7Dip2xU15nx4p/6oXdsKJA8Gbh5ObBuNtCwIXRovCX8SeYIeK0p9ffZf85+6U9DXUK6YPGYxR5X3qXaLHmiWLNkd+Mf7Kt4Xi3p28PdPUREREREnqlFAVBhYSESExMBWPr9WMe+jxw5EtOnT9fu7Mhrrdufg/S1B5FTUtXo9u3HC9A7KhDYthgYdDfw6H7LtK+yPEvPn4Th3PnTBuz198mvyMfMzTNx68VioW5UYBQGxw52y/Iue8xmWXV3zy+bxZola0UtuAkK9wMgqTZlHvGnHlj/H/btISIiIiKiFgZA3bp1w8mTJ5GQkIDk5GSsWrUKKSkpWLt2LcLDwzU+RfI26/bnYPqKTJvdZJ776iCGFHyOPj8/D+z7EHhoN0e9tzGl/j4yZEiQsPHkRuHx7YD7lXcpTe7KOVasurtHtFmys4KbUVN6ArDdTNrKuntH0rFvDxERERERtTAAuvPOO7Fv3z6MHj0aTz75JCZOnIj/+7//Q11dHRYvXqz1OZIXMZllpK89qNBKGHh1vw9ej+kL6bI7uNvHCdqiv487UZrc1e3SKPxxtEjoOCLNkp0d3Ig0ZebuHiIiIiIiAloYAD322GP1/z527FgcPnwYu3fvRlJSEvr376/ZyZH3ycgqbFb21ZAM4JvSJPx08+cYlhTpvBPzcvaaOwPAKeMpoWN4Yn8ftd4+iZdGIWvvWaFjiTRLdnZwIxrucHcPERERERG1KABqqkuXLujSpYsWhyIvl19qP/xptK68lrt/NKLU3DkqMAov7n5R6Die1t9HpLdP7oliSHrAR69DbY3Z7jpHmiU7O7hhuENERERERCKEA6B///vfuO++++Dv749///vfimsffvjhVp8YeafoEH+79833eRt7zD3xhXmE4joSp9bc+YVRL8BP54cqqQom2WTzGO7e38cekd4+laW1uHrGJTCbZNWyLEeaJTO4ISIiIiIidyMcAL3yyiu49dZb4e/vj1deecXuOkmSGACRXSmJEYgL80duSRUkmJGiO4xoFKOjVIxpPt/iz/L3+MOvD1ISI1x9qh5PpLnzkj1L8PaEt/FbyW/425a/1d9n5e79fQD7DZ7Ljcrhj1VttQk9B8cKlWUBDG6IiIiIiMgzCQdAWVlZNv+dyBF6nYS5k5Lxxco38IzvcsRLhfX3GeUA/Gjug7uvHQc9G9S2mkhz59yKXBRXF2NC1wnQS3qP6u8D2G/wfOm4zsjad07oGEGhBgAXyrJOHT6H7VsyMHx0Cjr37shmyURERERE5BWEA6CZM2cKrZMkCS+//HKLT4i8X4+C77HU71/NdqYES5VI0++BpNsFYLJrTs4D2WvwfLZCrLmxdd24hHEe098HUG7w/OOnxwEAOr0Es8n+zLngDpYdQ1Y6nYT4HuEIPFaHeE7KIiIiIiIiLyIcAP3888+Nvt6zZw9MJhN69eoFADh69Cj0ej0uu+wybc+QvEpxWSWCvvs7ZEmGrsl99V+vmwP0nsgm0ALsNXh+eODD+Pjwx0LHiAqMqv93T+nvI9Lg2cdPh5RJidj+2Qm7a6y9fYiIiIiIiLxd08/gdn3//ff1/0yaNAljxozBH3/8gczMTGRmZuLUqVMYO3YsJk6c2KITeeGFFyBJEh599NH622RZxrx58xAfH4+AgACMGTMGBw4caNHxyT0UHtyCWKlA4Y0nA8bTQPZ2J56VZ7I2eG5a5pVfkY+/b/s7zlUql0BJkBAbGFvf3NmTiDR4rqsxI7pLKNLu74ugcEOj+4I7GJB2f99GvX2IiIiIiIi8WYvGwL/88svYsGEDOnS40Ai1Q4cOmD9/PsaPH4/HH3/coePt2rULb731Fvr169fo9hdffBGLFy/Gu+++i549e2L+/PlITU3FkSNHEBIS0pJTJxfrFlAmtrDMfu8aEmvwXG2qxuzBs/Hirhfrb7fyhObOQOsbPJcbq9FzcKzQ5C4iIiIiIiJv1qIAyGg0Ii8vD3369Gl0e35+PkpLSx06VllZGW699Vb85z//wfz58+tvl2UZS5YswdNPP40bbrgBAPDee+8hJiYGK1euxP3339+SUydXC47Rdp2Xs9ffR6TBc0FVAXpF9MLiMYs9rrkzYL/Bc8o1iaipqhM6hrXBMyd3ERERERFRe9eiAOj666/HnXfeiZdffhlDhw4FAPz000/429/+Vh/WiHrwwQcxceJEjBs3rlEAlJWVhdzcXIwfP77+NoPBgNGjR2P79u12A6Dq6mpUV1/4wGg0GgEAtbW1qK2tdejc3IX1vD31/AHAWFmLX04bMSJxEHxD4oHSHEg2d69IQGg86uIHAx78fIHWX7dvT32Ll/a8hPyK/PrbogOj8bfL/oayGrGdVLmluUjrmoaRk0fi57M/41zlOXQM6IgBUQOg1+nd9j2VtfccNr59qNnt5cXV+H7FYej9JASG+aGipMbuMYLCDejYNcjh5+gNP2/tDa+ZZ+J18zy8Zp6J180z8bp5Hl4zz+QN182Rc5dkWbY/IseOiooKPPHEE3jnnXfqH8zHxwd33303XnrpJQQFBQkd56OPPsLzzz+PXbt2wd/fH2PGjMGll16KJUuWYPv27RgxYgROnz6N+Pj4+u+57777kJ2djfXr19s85rx585Cent7s9pUrVyIwMNDRp0oa+eaUDuv+0GFIlBlPROzAoOzXAAANi3Csb8RdiX9FTrj7NyJuSwdqDuDDig/t3q+DDmaYVY9zV9Bd6ObbTctTa3OyDORuDoKpSkLjd0j9CkACwnpXoeSQ//nbmr+TIgdUISBWbKcQERERERGRJ6qoqMDUqVNRUlKC0NBQxbUt2gEUGBiI119/HS+99BJOnDgBWZbRvXt34eAHAE6dOoVHHnkEGzZsgL+/v911ktT4A6Asy81ua+jJJ59sNLLeaDSic+fOGD9+vOqL4a5qa2uxceNGpKamwtfX19Wn0yLHvj0OQ+5J3HpFPwwsOw6c8gN8/YFq44VFoZ1gSn0eA3pfgwGuO1XNtPS6mcwm/PvLfyuuMcOMAJ8AVNVV2ewDJEFCdGA0pk+a7tY9fmw5c6wYX637VWGFBMjAqNQUVA+vw/bPTqC8+MJOoKBwfwy/sRsSL+3Yosf3hp+39obXzDPxunkeXjPPxOvmmXjdPA+vmWfyhutmrXoS0aIAyCooKKhZ42ZRe/bsQX5+fqOx8SaTCT/88ANeffVVHDlyBACQm5uLuLi4+jX5+fmIibHfH8ZgMMBgMDS73dfX12MvqJUnP4cn0i7GbSMS0THQD7qPdwLmGmDCYqBDV0vD5+AYSAnD4eNhYYUIe9fNXn+fvbl7G5V92XNHnzvwxr43IEGy2eB5Tsoc+Bvsh6vuqrrcJLyu5+A4dL8stk0aPHvyz1t7xWvmmXjdPA+vmWfidfNMvG6eh9fMM3nydXPkvFsVALXGlVdeiV9/bfy3/HfeeSd69+6N2bNno1u3boiNjcXGjRsxYIBlP0hNTQ22bNmCRYsWueKUyQEms4yMrELkl1YhOsQfKYkRiA45H0bc8iFwfBOQdCWgsz8Q3pttyt5kszHznJQ5qDHZ72vTUNfQrh7b4FmJtXGz6Do2eCYiIiIiIlLnsgAoJCQEffv2bXRbUFAQIiMj629/9NFHsWDBAvTo0QM9evTAggULEBgYiKlTp7rilEnQuv05SF97EDklVfW3xYX5Y+6kZKT1jQMkCeiR6sIzdK1N2Zswc/PMZqVbeRV5eGzzY3ig3wNCx4kKjMLg2MEY23mszZ1E7s7WiHdJAiI7ByMo3NBo+ldTwR0s64mIiIiIiEiMywIgEbNmzUJlZSVmzJiBoqIiDBkyBBs2bEBISIirT43sWLc/B9NXZDbrSpNbUoENK/8F6c8zMKFfF5ecmzOZzCbsztuNfTX7EJ0XjZT4FOh1epjMJizMWGizb4/VysMrERMYg/yKfLv9fWICYzAweiAAQK/TY3CsZzXNtjniPcwPgeEGGAJ8MPKmHlj/n/12v3/kzT00KfMiIiIiIiJqL9wqANq8eXOjryVJwrx58zBv3jyXnA85xmSWkb72oM1o40/6H/CS71vY//kmmPpkQK/33tKvpuVdn3z7SX15V5ghrFG5li3GGiP+kvwXvL73dbv9fWanzPaIXT62nPg5H+vebB7ulJfUoLykBjqdhKHXJSHt/r7NQqLgDgaMvLkHkgZEO/OUiYiIiIiIPJ5bBUDk2TKyChuVfTVULfuhQA7BmtrBKD1ZhGFJkU4+O+3Ya94M2C/vyq/Ix8zNMzHt4mlCj9ElpItX9vcxm2Vs/fiY4hpDsC+iuoQgpmsoEvtHtUmDZyIiIiIiovaGARBpJr/0QvijgxkpusOIRjHyEY6vzEOxubo/KmFA31LbIZEnUGrePLbzWLvlXTJkSJDw1W9fCT2Op/f3sSfnWLFibx8AqDTWIOdYMTr16sAGz0RERERERBphAESasU75mqDLwFzf5YiXCuvvOyNHIL32Nqw3p1yYBuZh1Hb33JZ8m2J5lwwZRdVF6GDogOLqYq/t76Ok3Kgc/ji6joiIiIiIiMR4byMWcrqUxAj8OXgvlvouQSwKG90Xi0Is9V2CPwfvRUpihIvOsOWUmjdbb/voyEdCx7qm2zUALvTzsfKG/j5qHB3xTkRERERERNpgAESa0cOMub7LAQBN27RYv57ruxx6mJ18Zq2XmZ+purun2iS2a2Vsl7FYPGYxogMbNzKOCYzB4jGLPba/j4jYpDAEhSuHOxzxTkREREREpD2WgJF2srcjoDIXsNOjVyfBcn/2diBxlHPPrZXOVpwVWhfmFwZjjVG1vEuv03tdfx81xnOV+N/SX9Dn8nhkfJlldx1HvBMREREREWmPARBpp0x5vLnD69xIVGCU0LppydOEx7d7W3+fhsxmudn0rl3/O4mC0+WQdGcx4d6+2PYJR7wTERERERE5CwMg0kxtQDR8RRYGx7T1qWhu/7n98JF8UCfX2bzfurvn3kvuRffw7l43vt0RJ37Ox9aPG4c7QeEGDL8xCToJSJnUDUHhBnQbwBHvREREREREzsIAiDTzv9KuGCxHIE4qtFMFJgGh8UDCcCefmYXJbGpRyVVJdQnePfBuffijtrtnXMI4jO08FhlnMrBxx0akDktFSnyKV5d3WZ34OR/r3tzf7Pby4mpsfPsg0u7vW98DiCPeiYiIiIiInIcBEGkmv7QOL5jvwL/1i23cez4SSlsIaByEiAQ7m7I32dyVMydlTqNdObaOFWYIw7K0Zfj+9+/RJaQLFu1apLq7R6/TY1DMIOT75WNQzKB2Ef6YzTK2fnxMcc22VceQ2D+KO32IiIiIiIicjAEQaebey7uhZNBTqN4qwz/jNcBUc+HO0HhL+JM8WdPHFAl2NmVvwszNM5s1Zs6vyMfMzTPrJ2+pHavbJd0AAFd0uaJdNW8WlXOsuFHZly1lRdXIOVbMnT9EREREREROxgCINBUW6AtMmAek/sMy7assz9LzJ2G45jt/RIKdsZ3HYmHGQptTuWTIkCBhUcYimGUzntjyRLN1eRV5jUIiQKx5s9ks48yxYlSc8cGZY8Xo3Luj1+96KTcqhz+OriMiIiIiIiLtMACiViutqkV5tQmxYf4XbtTpNRn1bq+8y2Q2qQY7C3YuQK25ttGOHltrcytykb4j3eaxrBZlLMLYzmOFdvo0boIcgK/2/YqgcANGTfHuCVdBoQZN1xEREREREZF2GABRq3286xRe+OYw3k7ahjGX9gL6/xnwaf2HfKWSrDBDmGqwc7byLN7Y+0b9bZIsIc6YhMDaUFT4GpETegKyZAl9jDVGxTW5FbnIzM9U3fmj1AR53Zv7kXZ/X68NgfxDfC2tnuznaAjuYJn2RURERERERM7FAIha7WCOEWHmEow8/TZwqgqISAQSL2/VMdXKu6ZdPE3oONbJXYkF/TDi5A0IrrnQe6bMrwg/dl2NrMhfhNacrTgLwFLeZWt8eXtvgnw2u1Qx/AGAkTf38MrnTkRERERE5O4YAFGrLb75UhwZFgtz9t+BP34Curau9EutvAsAvvrtq/rblHb2PDPsGby2ejlSjt7Q7FhBNeEYf/Qu/NhnFcpryzD+6F1212zo+Q6iAqOalHedX3O+vMsQ6NOumyD3HhYHvwAfVFfUYueXWY1ei+AOBoy82btL4IiIiIiIiNwZAyDSRK/OsUDnvwL4a6uPlZmfqVjeBQBF1UXoYOiADme6YPjJ65vt2tne9XNUdM7DwKjLMOJkGWoBSGi880SCBBkyRmffjLKasvrbbK0Zlf0nhP3RGev+a7+8yz/YV+j5eXoT5IY7oAyBvojvHg5fg6U3UrdLowAAvYbG2dwlRURERERERK7BAIhazFhVC4OPDgYfbad7WUut1FyrmwbD0aRmtwfVhCP16J2I6ylj//enUVfaNNa5QIIEUxkQgBC7jyNBQmB1GLZ+pFzeVVVWK3TentwE2dYOKL2PhLF/uRi9hsTW36bTSV65y4mIiIiIiMhTMQAih5nMMjKyCvGfrb/h55Nn8VnnT9Bt3H1AwjAHj2N7wldUYJTq90qyhNDdPVADM2Bj1w4g49wGH+TWnHDonJSIBDz+Qb6oKre/zpObINtrcG2qk7Fp2UH4+OlY4kVEREREROSmGACRQ9btz0H62oPIKakCAEzSbUe3U6tR88H38PvbYcDXX+UIFkoTvsZ2HouYwBjkVeTZ7O8DCehTMxg1RhlNw58LJNTVmGEI1KO6wtTKZy2u59AY/PLtH3bv7zf2Io8shWrvDa6JiIiIiIg8HQMgErZufw6mr8hs1Jr5F7kbPqwbi+zaWFx6pAhpfeNUj2NvwldeRR5mbp6JxWMWY07KHPz7s2U2p3Jt7/o5/tTrFuRmqp/zqCk9sePz3xSbMweF+wGQFNf4B/sK7QDq1i8K8d3Dm5VJ+frrUVtlwoFtZ9BvbGfofXXqJ+9Gco4Vt+sG10RERERERJ6OARAJMZllpK89CBmADmak6A4jGsXIRzierrsbMnSIXXsQqcmx0CvsAFGa8AVYpnwtyliE17u9jwlH72q2yjKV604Un/YDoB7IBIf7Y9SUHjZLl6xGTekJAIprRt/SE9s+Oa4YgljLu3Q6CYn9o3Dq8Dls35KB4aNTEHVRGNYs+RmDrurqceEPIN642tMbXBMREREREXkrBkAkJCOrEDklVZigy8Bc3+WIlwrr7zsjRyC99jasL0lBRlYhhiVF2j2OyISvvPI8bP74EJrP5LpwS1V5rXC/HZ1OQtr9fZvtymk6mlxtjaSTFEOikTf3qC9/0ukkxPcIR+CxOsT3CIevry+m/D3FY8ujRBtXe3KDayIiIiIiIm/GAIiE5Jdawp+lvkua3ReLQiz1XYLptY8iv/RSxeOITPiKMyad7++j7JKxnbDrq5N2728YyCQNiEZi/yjF0eRqa5IGRAsFSfY0fKzaGhPKS6pRXljtEaPS43qEIyjcILQDioiIiIiIiNwPAyASEh3ki7m+ywEATTMKnQSYZWCu7/vIDnpQ8TgiE74Ca0OFzik8JtChQEZkNLnaGpEgSU1xXgXWLPkZ5SU1kM0Xgq6gcANGTVEPklxBp5NUS+kaBm5ERERERETkXhgAkZAU/WHoG5R9NaWTgHgUIEZ/GID9AGNg9EBEBUThbKXtnUASJPiHiL0tg0IN6NSrQ6sDGUeJBElKzhwvRllR85005cXVWPfmfqTd39etQqCju3IREhHQ6h1QRERERERE5DoMgEiIvjxfk3V6nR5PDXkKj21+rNmI99zQ3wAAd4y9BTm/iZcbtTaQcSazWUbG2izFNe40Tv3s76X49r1DgAzcOOsyTXZAERERERERkfMxACIxwTGtXmcym6DX6TEuYRyejXsFx78uQ2D1hXKvSr9ShIUFw0cXj5E3R2L9W95XbuTu49TNZrlRuBPZORiJ/aJgNpkR1TkEgGcFbkRERERERGTBAIjEJAxHVUAsDJW5zSZzWUhAaDyQMByAJezJzM/E2YqziAqMQlVdFV7JfAWvX/k6yo/qcGa1DoFo3OsnoCYENWeBo0W5uCwtwSvLjdx5nPqJn/Obvd5B4ZbXu+slkZA8MHAjIiIiIiIiCwZAJEanx/Lw6bi3Yi6aJ0Dnb0hbCOj02JS9CQszFjYa966X9DDJJiz7ZRni1lyu+FCGQF+EdgxAeHSg15UbOTpOvemOnLZ6/id+zrfZ4Lm8uBrr33K/vkRERERERETkGAZAJGzwVbfj5y8yMKBoHSTZdOGO0HhL+JM8GZuyN2Hm5pmQ0XiMu+n8+t41A3FGpQSq0lhTXwLlbeVGouPUoxJCsPt/Wdj/w5lmO3JaMilMKUgym2Vs/fiY4ve7U18iIiIiIiIichwDIBI2oEsH4OGVgKkOyN4OlOdbev4kDAd0epjMJizMWNgs/LGSIGHNL//DYFyr+liuKIFyBtFx6pvePYSsvc0npdmaFKa2S8heaZc1SHL3vkRERERERETUegyAyHF6H6Bb8zKuzPzMRmVfTcmQkSP/LvQQoqVSnkhtnHrXfh3x7bKDisew7sjJ2ndWMdxRKu1a9+Z+XP7nnvj9YKHQeXtrKEdERERERNQeMAAiVefKqvHpjwdx7UVliEseCUi2y4DOVjTfsdJUTugJ6ENkmErtlxI1HPHurZTGqZ8+UoTaGrPi95cVVWPP/04i46vmI+Wt4c6Ee/tg2yfHFY+T8VUWqspqhc7Zm0M5IiIiIiIib6dz9QmQ+/vfrznI+uEDxH1yDfDRVLvrogKjVI+lN/ui8xh/xTWeOuLdUdb+Rj0Hx9b3OwLEd9rs+/6U4v3frzisWtpVVVaLTr3CYQhSzoLbQyhHRERERETkzRgAkarOEYG4rGMd6nT+QOcUu+sGRg9ETGAMJHuD4mUJV528C/lbZAy9rhuCwhvvKAnuYOC0KYjvtKkur1O8v6bSpHi/VfLIeIyd1ltxTXsJ5YiIiIiIiLwVS8BI1dhe0UCvJUD1c4Bsu8EzAOh1etzT9x4syFgACVKjZtASJBjqApEo90ZVeS3iu4djwPgErxrxrhWRSWGGIB/VAEhUUKgBnXp1UOxL1N5DOSIiIiIiIk/HAIjEGUIU7z5YcBALdy3EZTGX4ZTxD+hzgxFYG4oKXyPMseWYPWYWLo8ZjdzfShDXPRwAOFXKBpFJYf2uuAi71p5UPZZ/sK9ij5+GpV1KfYmIiIiIiIjIszEAIkXfHszF8HgdAsLVd4Dsyt0Fs2xGl3N9MHr/3Sgvrqm/L+iMHxJ79IRfgg+6JEe25Sl7BbVJYYn9o3Bwa47iLqHgDgaM+FMPrP+P8sj5hgGPtS8REREREREReRcGQGTX4VwjXn3/I4w2pMOUfC30Ny2zOwEMAG7vczsuOnsxDn9UhnLUNLqvvLgG697czx4/DlDbkaO2S8hauiXpWNpFRERERETU3jEAIrvyjNWYEHQMPnVmwMdPMfwBALNZxql1yiPFt606hsT+USwrEqS0I0dtl5A13GFpFxERERERETEAIrtG94zC5U+/itLTDyLE39fmGlmW8d6B93Bd9+tQni2rjh0vK6pGzrFilhlpRDTcYWkXERERERFR+8YAiBRJkoSQi5Ib3WYym5CZn4mzFWdxtOgo3t7/NlYeXoklnZcJHbPcqBwSkWMY7hAREREREZEaBkBkU76xClHBfpB0uka3b8rehIUZC5FXkVd/m17S47LoyxAWHih07KBQg6bnSkRERO2PbDKhYvce1J09C5+oKAQOugySXu/wGvJMvP7tG69/+yV6XXn9bWMARI2YzDJ2nDiHWSu2YLU0GwH9b0DYpOcBHz9syt6EmZtnQobc6HvMshlfZ32NKzpfiaDwANXJVNax40RERK3BDwDtl3HDBuQteAF1ubn1t/nExiLmqScROn688BpyT2o/t7z+3kvkz2xef++lxc++I+vaIwZAVG/d/hykrz2InJIq/Fm/A7G+53D0lw3Y0WMmUpOjsTBjYbPwBwBkyJAg4cXdi/D6Te9jw38O2n2MpmPHiYiIWoIfALyb0ocA44YNOP3Io4Dc+HeSurw8y+3/WgIAqmv4HnBPaj+3vP7eS/TPdV5/76TFz74j69orBkAEwBL+TF+RCQlmDNUdRpXsi0W1N+OYfBG+XZGJJ67VNyr7akqGjNyKXBR3OoW0+/vih4+OoqLkwih4jh0nIiJHMABov5Q+BIRceSXyFrzQ7LoCqL8t9/kFkBp83WyNJCFvwQsIufJK7gZzM2o/2/Iri5G/cJHy9X/2Oct1Fbz+3CXoHkT+XG+Ln39ef+dpzX/XVX/2z1/X4DFjlN8jtq7/rl0I2bsXFVFRCB0yxOuvPwMggsksI33tQYzXZWCu73LES4X1952RI+BTa8aynUGAQJ/hsxVnMXjAYI4dJyKnEPkPN3+58zytCgAkiQGAB1P7ENDxoQcbvS9sMeXZ/wsrAIAsoy43FxW79yBoSAr/jHAipddaNpnUf7bTn4W5qEjxMUznzqmcxIXrbyop5i5BJ7J3/UWufd6CFwAfX01//nn9nafVwf7Tf4e5vNz+A5y/rkeHDYcssK7p9Y8DcObDj5DfDq4/AyBCRlYh+pX+gKW+S5rdF4tCvO67BFNLb8UBlQCoV/4QBFdEAuBkKiJqew1/mbD3H26WAHketQAg4p57lD8AyDIDADfXmg+Bhcvf1+w8ak6d4gdAJ1L787hi9x7Vn2218McRxZ99BuPatdwl6CRK118fFq567etyc1H5yy+anU/xmjUwfv45r78TaBHsK4Y/DSiGPw2UfvcdipYvb5fXnwEQId9Yjrm+ywEATTfp6CTALAMv1a3Dn30TUFpbYLMPUFhlFEb/NgUHXq9Av7kVCI8RmwhGRGQPS4DaH5EAoGjFCs0eryb7JAMAJ1P6EKgLDlEPAEpKNDuXs6+8AlNhIf+McALV8o5/voSijz527jl9+aXtO7hLUHNq19+3a1eh42hZS1D6zTfcJaohdwn2O9x5B4qWvau6ruSzz9rt9WcAROhe8Wujsq+mdBLQGQW4J/J+vJL7ASRIjUIgCRJkSUZIkg4d/SMY/hBRq7EEyLvZK90T2QEgV1Zqdh61ubnInTuPAYCTKH4IfPgRSAaD0HF0YWEwG422f74lCfroaEgA6vLzba8BAJ0OcnU1/4xwApEPgPkv/ROy2Sx0PH2HDjAVF7fu+vv6ArW1CifNXYKOak0AUPv770KPEThkCEq++AJ1eXmtu/4+Psr/LeH1d0hrd3eJBvtqP/s+MTGIfuwxlH6zTvE9ogsPV95N2OT6exudq0+AXO/ikAqhdcPDg5AcmYxwQ3ij22MCY5Ce9jTueOJKpN3Xtw3OkIjaE+uHxKa/MFg/lJ974w2hEqA6pTKgBv9xByy/uJbvzEDJV1+jfGcGZJNJi6dCNhg3bMDxK8fhzF13I+7Dj3Dmrrtx/MpxKFm7FqXffit0DF1YGCDZ+btgSYI+JgY+MTH215w/RslnqxV7DuQteIHvBY2ofggELIGMgIjbbrP8S9Pre/7r2KefQszTT9lfI0noOGMGzGVlCifMPyMcZe81Egl263JzEf7nKdB36KD4s+0TG4vYuc/Uf930fkDs+neYeovQc6o7e7b+z6zfb78dZ554Ar/ffjuOXzkOxg0bhI7RHii9RiLXHyYTdCEhqtc+KGUwYp56sv62pmsAwet/61Sh58Xrr07td7bizz8XOo7af9dFfvZjnnoSOj8/1fdI2ORJQudUd/as0DpPwx1ABF1IrNC6D4p+wYGCA0jtkopbLr4FZyvOIiowCgOjB0Kvs6TgPn5Mw4mo5UT+prDgrf9o9nh1ebnsE+RESjtAzvxtlvBxIm67DedefdXyy1zDYzX4AACcLwG0sybitr/g3P+9av9B+DfADlN6jVQ/BJ4n8je8HR+4H4Ye3Zv/3MbENP65/dcSu2vkGoXdHw3Unc3nnxEClF4juapK6BiGLgmITZ+n+HNb/5rrdK26/vqwcBS9t1z1nKoOH0Lhf99udjt3CV6gtrMvOHWc0HHCbrjB0pNF4dpLer3l9Va4tlpe//yXX0ZdTk6z23n9LUR+ZyvduFHoWGr/XXfkZ1/tPSJ6/X2iooTO3dMwACIgYTgQGg/ZmAPJRn8fGRKk0HjcOWQ2/I58iMlJk9Evqh8A4PiefPyc+Tv6j+sCX4Y/RCTI3gdFoRIgwV0CImpO/WH5hYMlQG1OZAcIdDrow8LcKwDIz2MAIEDtNRL9m9TQyZOFPwSGXHmlYiintKZ8Z4bQ+eQ+9xzMJcZmt/PPiAvUAgBdcLDQcXyioizlFgIf7lt7/WWTCT6xsaqlREUfrLR9siwTBCD253rZd98LHSvkiisQeNlA9T/X4ZzrLwUG2gx/6p9bO7r+rfqdrbwckp8f5Joa22sc/O+6yLVXWydy/X1iYhA46DKHXytPwACIAJ0exjHzEfLlXZDRuMGaDMnyddpCJHZIwt+H/h1ms4zTR4pQWliFH1cfR1VpLXz89Lh0XBfXnD8ReRSlD4rm0lKhY+hCQizlG63oAaCLjETxqlXsAeIkQjtAzGZ0mDZN9W8BnRkA5C1cBFNBQbPbGQBcoBYAFPTvL/yLtCMfAiW9XrU/g701gYMuU/8AGBBgM/wBwD8jzhMJAMxlZc1/nhtq8mFL9ANea66/pNcj5qknFXcbdbjpJsufRfZ4eZ+QhlocAACAySS0s896TJFrD7T99Q+fMgVF77xj/+Dt5Por7u6zF+o0EX7LLZZgH2j1f9cBsWuvtE7k+lvPyRsxACIAwHpzCrqbkjBAf6LR7VJoPJC2EEieDAA48XM+tn58DOXFF/4GXqeXEBjm59TzJSLPZPeDYm6u5W+KQ0OFjhNxxx2tLwGaeotDJUCAcokLWdh7jUR3gPglJKCTyPZ+tHEAcJ7JyABAiUgAULVvH2oLC+ATE2M/lG3hh8CWEvkAEHHH7Sh4fan9g7STD4BKREv7Ih94AAVvvGH5QuDDlugHvNZQKxMRLxP0zj4hVsoBgNhrJLqzD3DOtQfErr9Cm+B63nz9VXf3RUQIHUfrYF8LwqWEXogBEAEAukQEwhjZDxXlRQic8AxgCAGCY4CE4fj65Doc3v0yRtdeg53vnW72vWaTjI1vH4TeR4ekAdEuOHtqz/iB3HMoflA8z2w0Qh8ZaXM0MwCXlADVZGUhaEgKy4AE2HqN9B0j4X9xMiLuvFPoGNYyELcIAO65G4X/+a/9gzAAEA4AoqdPhy44WPhvXBkAuJfWBruGpCThYNeZtNgl6K19QgD18e0dH3pQ6DiOBADOxOtvn9DuvsJCSAEBlj5fbhDsO8p6/Y07d2LPxo24LDW1fiqpN3NpALR06VIsXboUJ0+eBAD06dMHzzzzDK666ioAgCzLSE9Px1tvvYWioiIMGTIEr732Gvr06ePCs/ZOQ7pFAo++C5jN9R3yAcs1+O+v/8WJohMI2H8JlN4y21b9P3vnGRbF1Tbgewu9ifSiYEPsgth7FLDHHsUaE02xl0QlFsCSaIyvGl/9TGKCMRpTjEYTXhWNBTu2qLH3RlGkSIfd/X7gbljYhtKZOxdX3DNnznlmzpyZOc885Sa1mjkgFmvPuiIgUBT0KXcMXZALSqLygaELRdugoCK5AOl6cBfHy138f1Yisbbi8cxZQqwgHWhbKMieJZAWFYXUzbVIPveCAqBiYOixi4xNyuUXV2EBqB9tz1qHqVNQ5OYa1EZpKXZfhddxE6zMcUIMUQAk/vxLubLsexWE8deMoe9s1UeNJOHrb8qNYr+oiCQSzFu25MXTp5i3bFnm12NpUKYKIHd3dz777DPq1q0LwKZNm3jzzTc5f/48jRo1Yvny5axcuZLw8HC8vLxYvHgx/v7+XL9+HSsrq7IUvfIiFhcqmuY7jd1Rf6FI1X25pCZmEXMzCbf6tiUlnUAVQp9yR99XKeWCXLDaKH1K2wVI34P7tVyApFJsBg8hbvnnQqwgHRhi3ZW6/wDO8z7h8fQZ5crnXlAAGIZCJiM9OhqrCxdId3BQKVsNPXZlPUNjPJQmwgJQO7rcdmPmBiNxcDBYAQDlcwGoDZ1Wgi+pzHFCDFEAyOLisJ882aCPNlCJxr8SxYl5bes+r/rl0rpPQDtlqgDq27ev2u8lS5awfv16Tp48ScOGDVm1ahWffPIJAwcOBPIURE5OTmzdupX33nuvLESulFx+nIy70QuqOboX2iYSiehcozMu9eoTeeSK3rbSUoovO49A5UaXVY4+5Y7iPyuJ/2yZ3gU5cnneYlOw2ig1NCrcnJywe+cdTOrXN6iN8uQC5PbFF4gtLUjcWDgNsArBDciwhcKzZ0hsq5fLF0VBAaCb/PPaBXjy4zbinZ2xGzcOcbVqRT5HFWURWFUWgNowRLErS0zE6ZNg4sIWVcpzpNVqrRJ9SCrNjzYVDV1Wi44fzSLr5k3knTsjNjEpQylfHW3vbDb9+mHevp1BbZRn6z4BzZSbGEAymYxffvmFtLQ02rZty927d4mNjSUg303DxMSEzp07c/z4ca0KoKysLLLypQhOeRm8MScnh5wcw0y5yxtKuUtK/s+2/MkP6R+QUr0pZu9FgrjwZDWxMGwCm1hIKux5Lm5KetwqMqn79/P0s2XI4uJUZRInJxzmzMaia1dilyzVaXL85OPZoCvzwMsFeUxomF4lkWmnTqoHlEImI/X0aawuXOCFrS2WrVoJD68ikLp/P7EzZmpUuMUtXYp9yEIkTk7I9HwpNmrWVDVvjH19UIaYz5XL89xUC/A6c82sa1ecV35R6HqUOjlhP/tjzN7oyouICIPayoqNwbiKzvesWC2pcjXUs+rVC49OnUg9fZoLBw/SvGtX1Vwrj/dL+9kf513XWha39rM/1nptVga0zuvYWOKWLgWpFIc5s3m6ZGmlPEe67hF2s2Zi0rp1ubxu8/Oq98j06Gj9LiC5uUg8PHTfR7t2LffnSBdmXbvi0akTGefOIXv6FImDA2a+vogkElKOn8DUpzkiafEvqUrjPVLX+5i4uoEW/dVtMWvZUus5qshjD9rH/8l775Nx6hTZ8fE4zpsHVKx3f13vbAlff01udnaJvLOVRyrSuGmjKLKLFAodav1S4NKlS7Rt25bMzEwsLS3ZunUrvXr14vjx47Rv357Hjx/j6uqqqj9hwgTu37/P3r17NbYXEhJCaGhoofKtW7dibm5eYsdRUcnMhX8unyJM8V/iLBpw0muuatuhzENYiixpZtwMKUbEHrJAlilCPVG8EgUSUwXOXdKU73sCAhqxvHwZl80/AOpXkvJGlODfHfvI/aUmz8MJ48moUwfLy5dx2LUbo+Rk1bYcGxue9utLauPGpSZPhUUup9Zny5AmJ2u5Q4DMwoL4/m/ismUroHn8Y0aNLJvzLZdjdvcu0hcvyLWyIqNWLZVLrNnt29T46mu9TSivpUpLFT5Hmu4PuZaWpHl7EzdkcBlKVsIYMK8VUin3Zs7A9MmTyn0PLXD9K0RinHbuJKN2LeL79y9r6UoEqwsXcPlxm956McOH8aJ5c533iMqIw65d2B47ztOePUns0rmsxSky+t7HYkYE4bD7D6QpKVrnf66NDXfnzK7U46wN8xs3cP75F2KGvUXGy3AmFQYD7u1yMzPiBg4on+9sAoVIT08nKCiI5ORkrPVk1C1zBVB2djYPHjwgKSmJ7du3880333D48GGSkpJo3749T548wcXFRVV//PjxPHz4kD179mhsT5MFUI0aNXj27Jnek1FeycnJITIyEn9/f4yMjEqkj8S4R9iKU8HBO+93ZiI9d/YkW57Nxu4b8XH04e6FZ0RuvKq1Df93GlCruX2JyFcRKY1xq2goZDLuBfZQ+9JUEJG1NQptaZdLAKdlnyEyNtb4FUSVUnzlF1h2715qMlVE0qOjeTLuHb31XL/diDw5ufCXYmdn7Gd//ErnuaTnmuq61fMVzGPP/yqtxZjGr8SOjpj5+GBcpza2EyYU+RxVtHukQiZTfQFWZOcQP38+SKV47NqFUY3CLtSVgaLMa/OWLdXOUX4LgMpIRvQZHo8bh6R6dTwi/kRsYVHWImlF31zTNm5FHf+qRsqOncQvXIjtO+Owmzq12NsvyXuk3vexl/dsu49mETfro5c7Fbbuq+rvR/KMDMRmZsC/VuQFLVvLkuKY28X9zlYeqWjvI5pISUnB3t7eIAVQmbuAGRsbq4JA+/n5ER0dzerVq5k9ezYAsbGxagqg+Ph4nJyctLZnYmKCiQY/TCMjowo7oEpK8hgc3WsBIJPLOBd/jkcvHtG/bn8SMhJo6doSkUiEa93quDewJeFRKhkv/jUzs7Q1ocPQekIKeC1UhmuvuEg7d16n8gcwWPkjsbVFlpSkdbEprlYNeWKi3naMHZ2ImTtXp6vYs2XLqRYQgEgiETKKaeO5/nOtrGfbpzfVAgKK/TyW2FwzMsL5k2C9cUCMTU2Lv+9yQMq+fRoVpLL4eFL37gWRiGp9+77yOaow90gjI4zb/RsTIX3/fiT2dhhZmFcM+V+FIsxrIyOjQueoMmPUri3yJYux6t4diY1NWYtjEJrmmqYYIBI7O4zcXKmxfr1B8Z2qQtpkTVQfMhiLZs0wre9Vov2UxD1S7/vYS1d6E3uHShvfp1h4OS4p+/YRt3gJufHxuABxP24joYzjROlKgoKBGS5L8p2tPFJh3kc0UBS5y1wBVBCFQkFWVha1atXC2dmZyMhIfHx8gDxrocOHD7Ns2bIylrJyIJMrEIvyAj0D7L+/n89Of0Zc+r8PBCdzJw48OEB3j+5cO/GER1cTcalrQ+C7tUlLycLC2gSXetWE1O8CarxuQEGxjQ3ylBSdL5xOc2brzCbkvHAB8Z8t0/viCgrdMQ7yBfiVJSdV6kCQr0NRMwFVlCCwSrQFghRbmOOydGmlHX9DgsCKbWwwrlkTk1q1yl2K75LEfd1/K+ULcH6KOq+rGtUGDSprEV4LbQkXZAkJyBISeDx7dpUOgq0PkUikpvypSB+IDH0fy336FJs+vYUAvzpI2bePx1MKW4CVZcIRXdn7Hk+div2kSQa1U1Hf2QR0U6YKoODgYHr27EmNGjV48eIF27Zt49ChQ+zZsweRSMS0adNYunQp9erVo169eixduhRzc3OCgoLKUuxKw1/X4nn4azBt7NJ50q4LMy7+FwXqN4r49HhmHJrByi4radygJYmx6Xg2tRdSvQtoRdcXB0MXCdVHj9abUtQ6IADEYp2LTZFYrPfFVZbw3CCZXvx1gMTvN1f5jGKaXnAVMlmVyJaUP3116qFDPP/uOxQiMZadOpW1aCWGIdm95ElJqgxo5THFd0lRmY5J07zOvncPSTWbSj+vi4uMy/9g4lUPsbGx/srlAEOUu9nXb2DVrZtgAWIASTt2EBsahiIzU1VWHj4QaVVKGRi0WlAA6EY1jzRu/DfhiFW3bqX2zNA7txWQ+PMvSJ2cyNXjti3c2ysnZaoAiouLY9SoUcTExGBjY0PTpk3Zs2cP/v7+AHz88cdkZGTw4YcfkpiYSOvWrdm3bx9WVlZlKXal4fD1ON7LPYzr06dMufawkPIHQIECESKWnV7GnkF78B/XqAwkFago6P7iMA3X/6zMW0xoW1C+fODYv/8eJvXq6n3h1LfY1JW+U9lO2qnThh3brt16M4qV5gO+LNCk3BOZmWHk6krt33dWiS/Fypdg85Z+KGS52PTpg7iSun5B0b4SK6lqC4XchAQSNn6LbVAQxu5uZS1OkdHoAmRbDdmLVExq1cLxo494MmtWpZ7Xr0v8ihUkfLMRx1kzsXv33bIWxyAMUe7mPn1K+pmzVUqx+yqk7NtHzNzgQuVl/YFI1wc5qy6dQSqBXJnmnQUFgEHonUf5rMiL+7moTblnyNyWxcVhP3my3o+twhyvnJSpAmjjxo06t4tEIkJCQggJCSkdgaoY83o35Jr9Kq7H/U5c2kmt9RQoiE2P5Vz8OVo6V70gfwKGof+Lg4L4z5b967r1skxFgQeOoS+c+hab+trRa7kCiCwskOmKJ1SCD/jygjblniIjg+zbt3n633U4Tp1SZVyARGIxzsGFX/grG4ILkH5i5s0n9eBB5C9e4LIorKzFKRJaXYASk/L+IZFg0a6tYAGiB+OXsSyzHz0m7dTpCqEkKapyt6opdg2lPFqAgI4Pci+VUm6rV+E46yPiP/tMUAC8BkWdR8XlJqhLuacwML6PsYeHcG+vopS7GEACpYepsZTmHfsQcUcMUdoVQKY5ltR/2pLYp0/BuRQFFKhQGPQ1MTYWiW11gx84xfXCqasdkUSi13Kl2uBBJG76Xm8/hr4IVDQMcRVI3rEDh0kThS/FFRRtL6Um9eoKLkB6sBv/LrkJCVgF+Je1KEXCkHktS0pCYm2tmtcpp05xNjKSFv7+VTbwryZs+vVD9jyR599/T9K2f9OmlxsXoOhorC5cIN3BQTVugnK3eChLCxCtXeqa2/mUUnUP7MfI1UVQALwGRZlHupQ2+c+1PiWRPuWe/aSJBstk0bqV8M5WBREUQAI4mOu+edWPb0XbB2/yfJcEmpSSUAIVjoocUFCfq5jEpppBCqDK+qJsqHJP+YJblb4Uy5KTSfzxR7IfPsR1yZKyFueV0PhS6uSEibc32bdu4TBlMjGfzBO+EmvB3NcXz5+2qRIqVBReZV6bt2zJi6dPMW/ZskqPeUFe7N9P/Oefl7sYcfnntgvw5MdtxNnbY+brg9vKlYJytxh4FTfZ4uKVXYDyKaWEjzavhyFW5FJnZ2SJz/Os3/XcI/QpiQxR7iX+/AsSe3tkz55pFrrA3K5K72wCeQgKoCrKst+j6fZiF14dB+Hr7oOTuRPx6fEa4wC9ME0g0foJnTt1KX1BBSoMFT0LlK4v3AqZrEq/KJflC255R5aczNPVa0ChwO6ddzGpXausRSoSur4k5r5MESySSAQzcT1UNOUPCPO6uDDU2qK8uADJnj0jdV8kcZ9+ViXitpU0RX33KQ0XoJQ/IwxqQ3Dve30MsSJ3nDObuM+W6b1HIJfrVBLJP/uUzEuX9Sr31OL7KPsoIJMwt6s2ggKoCpKYls2903/gZ7SGnIQ/kUw9x5xWc5h+aHqhuiJE3LW7yORBY2lUs+IFtxQoPcz9WiCpVg1ZUpLmChVASaLtC7chD/jK/DAVXAW0Y1yzJnbvvoNJvXoVLgCwIS5AkmrVsO7TB5FEInwl1oMiN5fk3X+Q/eghFq1al/vzJMzr4qHCuQC9JDVyH87BcwXl7mtSlAyYKXv3EvfpZ3pdgEC76x7odwEyqV/fINmFuV08GGJFbsg9ImZhiE4l0dMvVuZl7TIAIb6PgC4EBVAVRCwS0btVQ67eakuDRm0B6O7RHWdzZ2LT1W9QTuZOzG41m+4e3ctCVIFyiLavVyKJBOewUB5PmVoplSTaHvBiS0tcliyu1A/TqpDi/XVwnDmzrEV4JQzKFJIvxbvwlVg3mZcvEzN3LgAJ/12nKi/rODCa7tmZly6RfuG8MK+LgQrpAgTkxgsZvooDQz8Qvdh/IK9OATS5CWpy3YtXZu/q1k2vxVnO06eIq9kgT04R5nYpocuKPPmPPw1qQ56crH2jQkFufDymTZuSefGi3raE+D4CuhAUQFUQG3Mj+rz5FvCWqiw9Jx03KzcSMhL4ossXZORmYCuyxyHRg1ruwhcCgTw0pgE3NsY5LJRq/fvnvbysWV1pvzjkf1FOPXSI5999BxIJll26lLVoJUbCt99h1qxplbaAqqwILkDFS46WL7NlGQdGY4p3B/u8LF+5udiNf5eEbzaW2byWyWTk5BiWsaa8InNwQO7iorderoM9mZmZQJ7iJuPyP8ieP0dSvTpmjRsV+TynHj3Ks6++Qvb03zgfEgd77CdMQJGTa5BM6c+fI3kpk6RZU5QSZOXkQAUfl9LEuFMnHL5co3U8jNq25d7IkdrHRCTiyTffYNS+PWknTuS5C4lEkK9+tkjEw08/w/xIFNkFthVEDtiOHEfili15BRrmtm3wXGGcSwBxkyZkJCYibtJEdX4NvUcYgsXYsWSFf4fsWYJW5Z7E3g5x40aq+40wt/WTk5ODVColMzMTmUxW1uJoxMjICEkxPY9FCoUO+9BKQEpKCjY2NiQnJ2NtbV3W4rwSOTk5RERE0KtXL4yMjEq0r9TsVCyNLQH4+6+HHP35JjUa2NJvqk+J9lsZKc1xKw20mRwrcVuzWrW4KS4f97LA0HFT5ObyaMpUrLp1w7pvH8TGxqUoZfGjacxSIv7Hk48+QmxuTu2IP8m4eNGgDBalTXmYa4rcXF7s30/K3r24rVhRIa73tFOneTBmjN56NTdtKhHLn/IwbsWFQibjVrfu2q0uXn5xr3tgf6ldG1rv2S+VPaZNm+Lx3bekHjtm8LwurjFTKBTExsaSpM1luCKhUJATFw9y3YsGkYkJkurVUWRmIktOUa8vliCxsUZsZmZQl/KMDGSJiVq3i62skL94obcdiZ0dYhMTg/oUMACFAnl2NsjlIBbnvReIRMizspAlJOjdXWJnl6ec1XMtGYLE1hbgta81gaKhUCjIyMjAzMzs39hwhtwjxOK860YPEjs7kMt1zn+Jra0wvkVE47iVQ6pVq4azs7NGGYui8xAsgKoQMrmCXRce8/TBNRp61aWttwcSsfoFpFT+QN47opmVEbWaCRZAVR1D4gnkD3JZFVxFRFIpNdb9t6zFKBa0BZN0/GgW5m3bYNG6DUbOzhg5OwvmxFpQ5OYSGxKKLCmJF716Ye1f/lOCC659xUd5iwNjSGDi3Ph4RKamZeICpFT+ODo6Ym5uXq5fuA1B5uBATkyMjhoixJYWSKys8urZVddYy8jeHomVFZC3IJGnZ6CQ5SKSSBGb5y1MFAoF2ffuoZBqf4UXSY3A0gpFrvYv/SIjI4w9PSv8ua8I5KakkCsW660nqV4dmQH1DMHIzR2JhbnW60igZJDL5aSmpmJpaYk431jqu0dIXVyQPXuGQod1Tv45K3vxgtwC9UVGRkjz3UMEDEfbuJUXFAoF6enpxL+0NHZ5TYsyQQFURdhzOYbQ3VeISc7kV+MQmpy/y2yjj+jefzRdvG2RiCQYSdS/5jXtWoNGHd2o5EZiAgZQ1HTBAhUHXcEkn8z6CLeVK7Hu2UNVXhWUe6+C2NQUu/HvIk9Lw6xJE9JOnS73SrLUQ4ewfOMNkn78UXDte03KmztdURVSpTmvZTKZSvljZ2dXKn2WOKamyIyNyYmNLbQgM3J2RmRsjMjIiKzbt3UuLkTPn2Nib488JYWc2FjEGtpCIgWZLM9iQBtyGVJHR50BY41dXZEIVgKlgixXRrYBi0qpkZFBiiJldlKt242MMKlu+6+iRxjnUkMul5OdnY2pqan6XNdzj5DY2CAzNib74UOtbavNWVNTFPb2yNPSUeTmIJIaIbao+Mr0skLruJUjzF6OfXx8PI6Ojq/lDiYogKoAey7H8MEP5xAhp4P4Mh7EYiLK4WSqE9t/OMeowMfsjwlndKPRTGjyHjE3k0hLycLC2gSXetWQlNOJIFB6lLfFTXlCkZPDi4MHkb9IpdqggWUtTpEwKH3xsmVYBfgLSgADsHvnHVL27ePesOHlyk1Ok3tf1vXrPJo6DWQy7CdNIumXXypl3K7Soqwyamlzty3P92xlzB9zc/NS77skkdjYILa21rogk6Wm6fy6D3nPk9ynTzUqbhQ5OWQ/fIjUQKWZyNgY4xo1dC44BUoHsYU5IiMjvdYdYgsLMGBOSuzsdCr3jLS4iAiULfruERIbG4zB4DkrEomQWFqU5iEIlDHK52ZOTo6gABLQjkyuIHT3FQLEp1lo9D2uoueqbT+bhBKWM5rd1++Qa/YCyb1qfP/jcdKSslR1LKqZ0PGtetTxcSx22SpynJiqhpAuWDupUVE8njIVSfXq2PTtg6gCxQIqb24rFR19qXnLSxBgqbMzTnPnUm3IYOQvUrF/bwL2778n3I9fg6K60xXH80/j2Do5YRXgr7Lg0kdZ3rMr4wJV14JMlztWfvQp5WQGxk0SSY2QWFogtrZGlpZGekoK5tbWSCwsKuW5L8+IRCKMnJ11WncYOTsjtrAwSFEkdXBAbGIiKPcqIPqUNvqURAJVm+K6DgQFUCXn9N3nNH1xhPVGqwptc+Y564xW8f6DqbRt8Q7p/5OTTZZanbSkLPZsuEyP9xoXqxJI66KkwBdnQUlUPlAtbvQEOK2KsUIsO3bEtGFDLNq3R56djaQCKYDKs5VARcMga6p8cbJKA50KqWnTcFv1H6y6d1fJIyj5Xh1DUkHbBg3n4YcfYt2jB09Xr3ktKzFdY5u4+QcwNs5zAXr6VIjvVE4QSQ0Mmq3H7V4hkxnkAiS2yPtSLBKJEJubI8/NRVwJ4i1VVAy17jBEUSQSiQRFQSVGsOwRKGkE355KTnxKGguNvgegQLxn1e+F0i1kHdf9wDj6803kcsNjASlkMtJOnSb5jz9JO3Va7UVF+eJaUJmg/Eqesm+fqt6tbt15MGYMT2bN4sGYMdzq1l21XaD0UC5uEIkKf1mu4rFCREZGeG7/FceZM5BYWurfoRwhWHYVH0WxpioN9CqkgLhPPysVWaoK1gEBuK1ehdTJSa1c6uSE239Wkrz9N9IOHyFmbrDe5x9of44aEpRfbGKCw8yZeT+Ee3a5QOkGpLuSYeMhqVYNQGu64rJwARKJROzcubNM+tm4cSMBFcBdVWJjg4mXF8aetTByd8fYsxYmXl5qFjsSGxuMa9QodK2IjIwwrlFDra5SUSCtVg2JZcladukbX8+XwYlFIlHlyO4nIFCCjB07VjVflPPq0qVLuLu7k5aWVuL9CwqgSk7d9Eu4ip4XUv4oEYuAHCdkabpTTqYmZhFzM8mgPnUpbgxalCz9lJQ9ewxSEgmUPM/+7/948ddfuhc3ZeDaUp6oqF/czP1aIHXUYdknEiF1dhasBAygvFlTlTeFVFXBOiCAugf2U3PTJlxXrKDmpk3UPbAf6x49cP3PfxBpS7md7/mnkMl0PkcNCcovf/ECI2fnSn/PlskVnLidwO8XHnPidgKyInyoelUeP37MyJEjsbOzw9zcnObNm3P2rPo8unr1Kv369cPGxgYrKyvatGnDw4cP84I4a+DKrVsMnz6dBj0CMW/ShLWbN+uUQWxlzeFbtwiaNUstUYcmJUFxExISQvPmzQuVx8TE0LNnzxLrVxtZWVksWLCA+fPnq8rS0tKYPXs2tWvXxtTUFAcHB7p06cIff/yhquPp6cmqVasM7ufQoUOqBZtIJMLBwYGePXvy999/G9yGp6cnq1ev1qu0USqKjDw9yaleHSNPz0KKovJIWFgYMTEx2JSgnL/99huBgYHY29sjEom4cOFCoTrvvfcederUwczMDAcHB958802uXbums92QkBC18RWJRDhrma+lyT///MOgQYNUCjZ91+ynn36KSCRi2rRpauUhISF4e3tjYWGBra0t3bt359SpU3r7T0pKYuLEibi4uGBqakqDBg2IiIh4jSN6fWJiYggKCqJ+/fqIxeJCx6pk+/btNGzYEBMTExo2bMiOHTv0tn3p0iU6d+6MmZkZbm5uhIWFFUqGdPjwYVq0aIGpqSm1a9fm//7v/4rc9+rVq4kpkBWuSZMmtGrViv/85z965XxdBBewSk4Dq3St2zJFIiY4O9A2zg0S9beVlpKlt46+GBj2kyYatCiJDQ0z2JVCcBMrOVKPHePpqtUgElF71+9lki64IpF54wY5jx5j9UbXshbFMMRipE5OmoNJClYCRaK8WVOVN4VUVUJbRi35ixcosnQ8R18+/5793waerV1b+DkaG8vjKVOxHTPaIDlynz7Fpk/vSnvPzp/dVImLjSkL+zakR+PXS5GrjcTERNq3b0/Xrl353//+h6OjI7dv36baS4scgNu3b9OhQwfeeecdQkNDsbGx4erVq5iammp1A8rIzaVOgwa8NW4cM6ZO1SmDyMiIJ4nPGTV+PM+ePWPVbzv4eOqUMncBKqvF8vbt27G0tKRjx46qsvfff5/Tp0+zdu1aGjZsSEJCAsePHychIeG1+7t+/TrW1tY8ePCAKVOm0KNHD65du1bsSo+K6LpnZWVV4tdBWloa7du3Z8iQIYwfP15jnRYtWjBixAhq1qzJ8+fPCQkJISAggLt37+oMnNuoUSP279+v+v06QXaLi/T0dGrXrs2QIUOYPn26zrrR0dF89dVXNG3atNA2Ly8v1q5dS+3atcnIyOA///kPAQEB3Lp1Cwct7yXZ2dn4+/vj6OjIr7/+iru7Ow8fPsSqjNPMZ2Vl4eDgwCeffKJVWXLixAneeustFi1axIABA9ixYwdDhw7l6NGjtG7dWuM+KSkpBAYG0rVrV6Kjo7lx4wZjx47FwsKCmS8tau/evUuvXr0YP348P/zwA8eOHePDDz/EwcGBQYMGGdy3jY2NxnvG22+/zfvvv8/cuXNL9PoTLIAqOWIr7Tfik6amnDc15YiVfsUOgIW1li+XLzHEuuf597q/aimRJerQSOX7ci24iRUvBV0OzFu0wDZoONXffhuTevWAfxc3Nn16q9IHC0DayZPc7fcmMQsW6M30Ul4QiURUGzoEkakpkgKZZSqTlUBpoIyTpSv4bklYU2lzEzI0GLng3ld6GKpsS/jqK53uXcm7dhvUjnJsK+M9W5ndNL/yByA2OZMPfjjHnssxWvZ8PZYtW0aNGjX47rvvaNWqFZ6ennTr1o06deqo6nzyySf06tWL5cuX4+PjQ+3atenduzeOL60tNbkBtR80iC/WrGH48OGYmJrqFsLOjqFDh/Ls2TMAFiwKI+r8eYNcgBITExk9ejS2traYm5vTs2dPbt68qdoeHh5OtWrV2LlzJ15eXpiamuLv78/DlzFpwsPDCQ0N5e+//1ZZSYSHhwPqLkL37t1DJBLx888/07FjR8zMzGjZsiU3btwgOjoaPz8/LC0t6dGjB0/zzYvo6Gj8/f2xt7fHxsaGzp07c+7cOZ3HtG3bNvr166dWtnv3boKDg+nVqxeenp60aNGCyZMnM2bMGAC6dOnC/fv3mT59uuo4DMXR0RFnZ2datWrFF198QWxsLCdPngTg+PHjdOrUCTMzM2rUqMGUKVNU7hy6+tS1nz48PT1ZtGgRQUFBWFpa4urqypdffqlWJzk5mQkTJuDo6Ii1tTVvvPFGIcul3bt3q1k1hIaGkpubq7XfsLAwnJycNFrgKNFkLbZq1So8PT0NOjZNjBo1igULFtC9e3etdSZMmECnTp3w9PTE19eXxYsX8/DhQ+7du6ezbalUirOzs+pPm2JEF/v376dLly6YmZkVsih6FVq2bMnnn3/OsGHDMNFmQQqkpqYyYsQIvv76a2xtbQttDwoKonv37tSuXZtGjRqxcuVKUlJSuHjxotY2v/32W54/f87OnTtp3749Hh4edOjQgWbNmhXpGEQiEd988w0DBgzA3NycevXqsWvXriK1kR+lJd3o0aO1Kl5XrVqFv78/c+fOxdvbm7lz59KtWzedFlS//PILmZmZhIeH07hxYwYOHEhwcDArV65UWQH93//9HzVr1mTVqlU0aNCAd999l3HjxrFixYrX6ltJYGAgCQkJHD58uEjnpKgICqDKjkc7sHZFQeEbT/OsLEKePmeg0R3MrXUvFixt81LC68IQlwN5crIhUhtEyl7BTaw40aRMu92jJ+Zt2uD40ayyFq/cY96iBVIXF8x9fZGlpJS1OAZjO2QI9Q4fot6Rw4XdVgTlj8Go4mSBViWQRccOxbr41qUAT96tR0kguPeVOoYq23RaCQHyxEQktrbalY0VeGzTs3NJz85VM7nPzpWTnp1LVm6eclOZ3VSTikxZFrL7ipo7mLLd/LEMc2TyIsu3a9cu/Pz8GDJkCI6Ojvj4+PD111+rtsvlcv7880+8vLwIDAzE0dGR1q1bF4qdojN2i1iMpFo1rTFgPg4LUykcIC8O0PDhw3ny5Ile+d9++23OnDnDrl27OHHiBAqFgl69epGT76NFeno6S5YsYdOmTRw7doyUlBSGDRsGwFtvvcXMmTNp1KgRMTExxMTE8NZbb2ntb+HChcybN49z584hlUoZPnw4H3/8MatXryYqKorbt2+zYMECVf0XL14wZswYoqKiOHnyJPXq1aNXr168ePFCax9RUVH4+fmplTk7OxMREaF1v99++w13d3eVy1JBVwxDMTMzA/JSMl+6dInAwEAGDhzIxYsX+emnnzh69CiTJk3S2ae+/Qzh888/p2nTppw7d465c+cyffp0IiMjAVAoFPTu3ZvY2FgiIiI4e/Ysvr6+dOvWjefP8zID7927l5EjRzJlyhSuXLnChg0bCA8PZ8mSJYX6UigUTJ06lY0bN3L06FGN7oBFYcuWLVhaWur827Jlyyu3n5aWxnfffUetWrWoUaOGzro3b97E1dWVWrVqMWzYMO7cuVOkvp4/f87QoUOpU6cOZ86c4dChQ9SrV48mTZqw+aVb54MHD/Qe7/vvv1/k45w4cSK9e/fWqRhTkp2dzVdffYWNjY1OZc6uXbto27YtEydOxMnJicaNG7N06VKtscd0ERoaytChQ7l48SK9evVixIgRqusP0HtOiupeeuLEiUJxwQIDAzl+/LjWfaKjo+nUqZOaoi0wMJAnT56olIfa2j1z5ozqPvoqfSsxNjamWbNmREVF6a37OgguYJUdsQR6LEP082gUiBDle2WykSsYlJoGvdZzKd6TI9tuaG2mw9B6iLUFEnqJoV83xTY2yFNStGYmEVerhlyXBdBLkrb+qHlDGWXcqcjoc90TLEH0IzIyos7ePYjLYRawgm6SRi7OSJ2cEL98yCnjCghZoF4P64AAWL2qUIZDia0txnXq4BISoip7XddVfXPWKTiY7Fu3yL57V2tWKsG9r3QxJFW82NraoA8l1v36kfj995VubBsu2AvA2XndsbPMuz99deQ2K/bdYFjLGnw2qCmn7z4vZPmTHwV5lkCn7z6nbZ08y8YOyw7yPC2bfdM74eWU577w69lHDG9Vs0jy3blzh/Xr1zNjxgyCg4M5ffo0U6ZMwcTEhNGjRxMfH09qaiqfffYZixcvZtmyZezZs4eBAwdy8OBBOnfubFA/YjMzTLy8CmV4+vnnnwtZdwDExcUxdOhQDh8+rNVt4Pbt2+zevZtjx47Rrl07IG/xXaNGDXbu3MmQIUOAPGXG2rVrVa4KmzZtokGDBpw+fZpWrVphaWmpspTQx6xZswgMDARg6tSpDB8+nAMHDtC+fXsA3nnnHZUFEcAbb7yhtv+GDRuwtbXl8OHD9OnTp1D7SUlJJCUl4erqqlb+1VdfMWLECOzs7GjWrBkdOnRg8ODBqn6rV6+ORCJ5LZelhIQEQkNDsbKyolWrVsyaNYugoCBVPJJ69eqxZs0aOnfuzPr167X2+fnnn2vd77///a9BsrRv3545c+YAea4+x44d4z//+Q/+/v4cPHiQS5cuER8fr1rYrlixgp07d/Lrr78yYcIElixZwpw5c1QWUrVr12bRokV8/PHHLFy4UNVPbm4uo0eP5syZMxw7dgx3d/dXOnf56devn1aXHCVOBeKYGcK6dev4+OOPSUtLw9vbm8jISIx1vJ+1bt2a77//Hi8vL+Li4li8eDHt2rXjn3/+wa6AhbQ2tm7dikQi4csvv8TZ2RmxWMzq1avp16+fSiHg6uqq02oKwNra2uDjhDwruHPnzhEdHa2z3h9//MGwYcNIT0/HxcWFyMhI7O3ttda/c+cOf/31FyNGjCAiIoKbN28yceJEcnNz1RS3hjB27FiGDx8OwNKlS/nyyy85ffo0PXr0ANB7TpTKVkOJjY0tdN04OTkRq8NQIT4+Xs2aU7mPsr1atWppbTc3N5dnz57h4uLySn3nx83NTa+12usiKICqAGl1enHKbjjtU/7AJOdfywSRtSv0+Awa9qNJQzCzMibq5xukJ2er6ljamtBhaD2DUsBLHLTfRPJTffTovPgGWl5cnRcuIP6zZTpfkhGJQK7j610+NzHlolaIFaSZ8pi+uqKiVP6Up2stZd++QgoJJBKM3N3x+P57jJz0z20BwzEkTlbK3n3ELVmiFntJUxpwbdeRIXM2YeNG6h7Yz4sDBwqNv9TJqUgpxwWKB0NSxVcfPYpnX67V25bVG29g3sK3So5t/Avtyp9XqVcU5HI5fn5+LF26FAAfHx/++ecf1q9fz+jRo5G/fC958803VfE6mjdvzvHjx/m///s/gxVAoDkVtK2tLWKxWNVPfuzs7BCLtRv2X79+HalUqrbYtrOzo379+ly9elVVJpVK1SxqvL29qVatGlevXqVVq6J9JMgfi0S5IGrSpIlaWXy++2B8fDwLFizgr7/+Ii4uDplMRnp6Og8ePNDYfkZGBgCmBdzmOnXqxJ07dzh58iTHjh3jr7/+YvXq1YSGhqoFi34VlEqPtLQ06tWrxy+//IKjoyNnz57l1q1batYqCoUCuVzO3bt3adCggcb29O3n5uamV6a2bdsW+q10Nzl79iypqamFlBgZGRncvn1bVSc6OlrN4kcmk5GZmUl6ejrm5uYATJ8+HRMTE06ePKlTcVAUrKysSiSmzIgRI/D39ycmJoYVK1YwdOhQjh07VuhaUZLfwqRJkya0bduWOnXqsGnTJmbMmGFQnzdv3qR58+aq8wV5yrnc3FyuXr2Ko6MjUqmUunXrvt7B5ePhw4dMnTqVffv2aT02JV27duXChQs8e/aMr7/+mqFDh3Lq1CmVe2pB5HI5jo6OfPXVV0gkElq0aMGTJ0/4/PPPi6wAyn8vsLCwwMrKSm3uF+c5UVLQ7U6hUOh1xdO0T8HyV61jqBugmZkZ6enaY/gWB4ICqApw4WESJvF/YyJJgTYfgJsfu9PuYeLUmA7unVDepuq2cKS2jwMxN5NIS8nCwjrP7aug5Y+2RYn8RapuQUQipE5O2L//Hib16up8cRWJxTpfkm1Hjsz7+qkHpVWSpkWwpgVXVaQo2YIECxH9pOzbR9xi/Yv70pJFk5UIMhk59++Tduwo1QYOLFWZqgLaggCDckwKB3lVWu7w0tpO1z1LYlPN4DkrBG4vX2izElM+/6y6dSPpl191fgCROjmpxrCyje2VsDxrETOjf49hQqc6jOtQC8nLdxFHKz0xcl6Sv97R2XmB+U2l/7Y7uEXRrRdcXFxo2LChWlmDBg3Yvn07APb29kilUo11jh49WuT+ChIQEMD8+fMJDQ1VK1cuVF8lzoimhYmmdl6lbaN8bmzK/QuW5VdmjR07lqdPn7Jq1So8PDwwMTGhbdu2ZGf/+2EyP3Z2dohEIhI1WI0bGRnRsWNHOnbsyJw5c1i8eDFhYWHMnj1bpyWIPqKiorC2tsbBwUHNUkMul/Pee+8xZcqUQvvUrKnd0kzXfu7u7mRmvpoiU3m+5XI5Li4uHDp0qFAdZfByuVxOaGgoAzW8D+RXKvj7+/Pjjz+yd+9eRowY8UpyFXQf2rJlC++9957OfTZs2FDk/pRBduvVq0ebNm2wtbVlx44dKisUfVhYWNCkSRO1GFn6MDIyKnR8yt9Ky7wHDx4Uuj8UZOTIkRozS2ni7NmzxMfH06LFvy6/MpmMI0eOsHbtWrKyslR9W1hYULduXerWrUubNm2oV68eGzduZO7cuRrbdnFxwcjISM2qsEGDBsTGxpKdnV2keWRU0KW1wNy3tLTUuX/Hjh353//+Z3B/zs7OhSxu4uPjdVqTOTo6atwH/lVga2tXKpWqlKyv0nd+nj9/XsgSqbgRFEBVABcbUx57dOBJihTXFm+jsPfiy+2BxFzfxHyT1Xg71aNxZ3fEYhFisQi3+oWDhynRtSix8vfHzNeXjHPn9Jql61uU6HtJlthUM0gBJLGtRtKOncQEB2t1laCKuzcJ2YKKj5R9+3g8Rf/ivjTQaSXykqdrvsTmzTcr9IKxIqGQyYhbXDimQt7Gf63tkMt5PH2G5nvWlKmYNGlsUH/KOatLISVQ+uh7/umzEsrv3lXZxtbcuPBrqbFUjHG+kJWtalXHxcaU2ORMjXGARICzjSmtalXX2a6RpOhhMNu3b8/169fVym7cuIGHh0eerMbGtGzZUmed12XBggUcP35cFePFzMyM7du3q2Ui00T9+vXJzc3l1KlTKhewhIQEbty4oWadkpuby5kzZ1TWPtevXycpKQlvb2/VMb5KDBBDiIqKYt26dfTq1QvIs25QBrvWhLGxMQ0bNuTKlSuFYm4UpGHDhuTm5pKZmYmxsfErH0etWrU0nmtfX1/++ecfnZYMmvrUtZ9cLjdIAZQ/JpTyt3K8fH19iY2NRSqVag2+7Ovry/Xr1/VaYfTr14++ffsSFBSERCJRxYbSRVxcnNrvgnF1SsoFrCAKhYIsPfHV8pOVlcXVq1fVssvpo1GjRmzcuJG0tDSVcvDYsWOIxWK8vLyA4ncB69atG5cuXVIre/vtt/H29mb27Nk6M0npOyft27dn69atyOVylXXhjRs3cHFxeS0lqiaK2wWsbdu2REZGqmVO27dvn+rep4mWLVuyePFiNeXWvn37cHV1Vc2dtm3bsrtAjMV9+/bh5+enUnK9St/5uXz5MoMHDzao7qsiKICqALUdLKn97nLV76zcTAI9Azl/8x8SokREyW5SzdGcmo10+7gaEifGY8sPvIiMNMgsXd+Lq66XZIVMpjeWgtTJiexHj4hbGKK5A8G9CSh/6asrKiqFi8aNpX+t6bXsAsGyq5RJP3NWzTKsEC8td2JDw3RmU8y6dNmg/oQ5W37R9fzT9wGkKn+wAJCIRSzs25APfjiHCNSUQEoblYV9G6oshoqT6dOn065dO5YuXcrQoUM5ffo0X331FV999ZWqzkcffcRbb71Fp06d6Nq1K3v27GH37t1qFhijR4/Gzc2NTz/Ne2ZkZ2dz5coV1b8fP37MhQsXsLS0LLQoF4vFbN26FV9fXx4+fMi6desMyspTp04d+vXrx/jx49mwYQNWVlbMmTMHNzc33nzzTVU9IyMjJk+ezJo1azAyMmLSpEm0adNGpRDy9PTk7t27XLhwAXd3d6ysrHRmJyoKdevWZfPmzfj5+ZGSksJHH32kd+EXGBjI0aNHVTF0IC/j1vDhw/Hz88POzo4rV64QHBxM165dVYtrT09Pjhw5osqu9LouTbNnz6ZNmzZMnDiR8ePHY2FhwdWrV4mMjFTFbdLUp679Vq9ebVDfx44dY/ny5fTv35/IyEh++eUX/vzzTwC6d+9O27Zt6d+/P8uWLaN+/fo8efKEiIgI+vfvj5+fHwsWLKBPnz7UqFGDIUOGIBaLuXjxIpcuXWLx4sVqfQ0YMIDNmzczatQopFKp3oVqbGwsYWFhjBw5kvPnz7N582ZEIhHXrl3D29u7yC5gz58/58GDB6qg50plqzJz1507d/jpp58ICAjAwcGBx48fs2zZMszMzFSKRchTnAwYMEAVbHvWrFn07duXmjVrEh8fz+LFi0lJSVHFRTKE4cOHs3DhQj788EMWLVpEQkICU6ZMYezYsSo3q6K6gOm7N1hZWdG4sfpHIQsLC+zs7FTlaWlpLFmyhH79+uHi4kJCQgLr1q3j0aNHqthfUPi+9MEHH/Dll18ydepUJk+ezM2bN1m6dKlGa7XXpaguYEqFUWpqKk+fPuXChQsqhTDkxRzr1KkTy5Yt48033+T3339n//79Oi0xBw8ezOeff87YsWMJDg5WHe+CBQtUFnXvv/8+a9euZcaMGYwfP54TJ06wceNGfvzx37i0r9K3knv37vH48WODgnm/DkIWsCqIqdSUmX4z+f6tjXR8ywuv1k7UaFhd5z6GpHhXfrm2Dgig7oH9xZJRSFv6Wp0Zd/J9JX0REaG7g3yuElUVc78WhVKAq1GBM8qUJkVxpSsNBMuu8oeh51pmQBB8sYVFpcwCJZBHcT5HKyM9GruwfqQvzjbq7mDONqasH+lLj8YuJdJvy5Yt2bFjBz/++CONGzdm0aJFrFq1Ss09ZcCAAfzf//0fy5cvp0mTJnzzzTds376dDh06qOo8ePBALfPUkydP8PHxwcfHRxWzxMfHh3fffVejHPb29vz6669MmjSJsWPHGiz/t99+S4sWLejTpw9t27ZFoVAQERGh5p5hbm7O7NmzCQoKom3btpiZmbFt2zbV9kGDBtGjRw+6du2Kg4OD2sLndfn2229JTEzEx8eHUaNGMWXKFK3xSZSMHz+eiIgIkvMFTw8MDGTTpk0EBATQoEEDJk+eTGBgID///LOqTlhYGPfu3aNOnTqvlO67IE2bNuXw4cPcvHmTjh074uPjw/z583Fx+fda1NSnIfvpY+bMmZw9exYfHx8WLVrEF198oQq+LRKJiIiIoFOnTowbNw4vLy+GDRvGvXv3VJY1gYGB/PHHH0RGRtKyZUvatGnDypUrtVqtDR48mE2bNjFq1Ch+++03nbI1btyYGzdu0KhRI+bPn88333yDsbExs2a9WnbZXbt24ePjQ+/evQEYNmwYPj4+KpcpU1NToqKi6NWrF3Xr1mXo0KFYWFhw/PhxtWvp9u3batZljx49Yvjw4dSvX5+BAwdibGzMyZMn1c5BSEiIzhT2pqamREREkJSUROvWrRk8eDD+/v6sWbPmlY4Vin5v0IREIuHatWsMGjQILy8v+vTpw9OnT4mKiqJRo0aqegXvSzVq1GDfvn1ER0fTtGlTpkyZwtSpU1UBxwHCw8NfOcX966A8J2fPnmXr1q34+PioKfjatWvHtm3b+O6772jatCnh4eH89NNPatZmBWW3sbFh7969PHr0CD8/Pz788ENmzJihFgOqVq1aREREcOjQIZo3b86iRYtYs2YNgwYNKlLf2vjxxx8JCAgoNotRbYgUCh3+AZWAlJQUbGxsSE5OLnJU9fJCTk4OERER9OrVq5APpT6evsgi6dE1atdrhET66gZfaadO88AALXjNTZtK1ZpAX2yf5D/+4Mmsj/S247piBTZ9ehdr8N7XGbfS5k7/AWRdu1Z4w8sbY1XKAvaq45b8x588MeCFRnmtlTTldc6WBBVlrhk6JoZgO2bMv26wGtyEKsKcrSjjJvAvxTFmmZmZ3L17l1q1aukNWqoPmVzB6bvPiX+RiaNVnttXSVj+VHTkcjkpKSlYW1vrDBQdHh7OtGnTSEpKKj3hioGhQ4fi4+OjNZZJRcWQcfP09GTatGlqFlBlgSY5QkJC2Llzp173noqCUtmaP3NdQQyda5WFkJAQDh06pDHGVHknv+xlNW4ikYgdO3bQv39/srKyqFevHj/++KMqY2FBdD0/i6LzEFzAKjl7/n7A4MjuZEqMMZ50nP9dvkls7HNqubnTpXUrjAxUCpVXawJ9sRSkDoZlOJI6OFTpQNFuX6zgyUcfkxMfjyzfFxHB5cBwysqVTpPSUpGdjZmvj0FukoKVSOlhUBrwatWQG2ABVJWzQAkIKJGIRapU7wJVl88//5xdu3aVtRhVntmzZzNv3jweP36MjY1NWYtT7Bw+fJgjR46UtRjlir179xrsqljeKEvZ33//fX744Qe1svv37/PJJ59oVf4UJ4ICqJIjSbqLDAkRinbcDz2PeZY1YM8NMrn4UwS1+5gzIEC/n2F5jhOjK5aCIQsuqZMTOU8eEzM3uNDmqhIo2qROHWr9tr1cpS+vaOi91qDY3XI0KS0l1asjkkio/s64IgWTFSh5DEkD7rxwAfGfLauyWaAEBAQEioqHhweTJ09+rTZ69uxJVFSUxm3BwcEEBxd+RyxpoqKiVK5OmkhN1ZN9txQ5fPgwOTk5ACWS1r08cPfu3bIWodxx4sSJshbhlSlL2cPCwlRukEp3Ty8vL1Ww8JJGUABVcoL6BLBduon4nVIKhtEzybbg8W+wg/16lUDmfi2QODgg02bhU06tCQxZcDnOmU3sJ/M0N1DJA0XLMzMR5zMhrGwZZUoTndcagEhUrAoXbUHZZc+fA5CwcSP1DhzATQgmW64wJMCvSCyuslmgBAQEyo6xY8cWKaZQZeKbb74hIyND47bq1XXHySwp/Pz8OHLkCJaWllrdUu7du1e6QmlBU8ySkJAQQkJCSl8YAYFyjqOjo974ZiWJoACq5OTk5nLnfxmYYYUIdb94ESIUKLj15wty3sjV6Q4mkkioPnYMTz9foWFj+bYm0LfgEtvYIE9L095AvuC9lWmhlf3wIfeGvoXdO+Oo/vbb5XLsKhpar7V8roTyjAxynz3DyNX1lS03DEnxLhJLQCLR6yYpUProGxMhC5SAgIBA6eLm5lbWIhTCzMyM2rVrV5l4MgICAqWDoACq5ByJjn7p9qUZESLMs2w4Eh1Nt7ZtdbZl/847GDk6ErdseYWLE6NrwZX8x58GtaGMb1RZ3KSSfv4FWWIiqceOUf2dd8panEqDrmtNnp3No0mTybh4EZGxMbKEBNV+muJNabvWDErxHhenUloKViLlD31jIijuBAQEBAQEBAQEihtBAVSJCf/5FzKv7gOG662bkJCstw6ATd++WPfqVSEXJdoWXEWJb1SZAkU7TJ+Gce3amDVpXCYpHCsz2q41eVoaWffuIX/xotC2gvGmdF1riuwcg+QQUrxXbATFnYCAgICAgICAQHEiKIAqMYo7h6knv4mG5N6FsLPTHq0/7rNlmLdpjVWXLkDlW5QYGrxXlvicx9NnFKpTEQJFa7MkqTagf1mLVqWQWFtDjhblTb54U8jlmq+12FgeT5mK/eRJBvVXFkHZBQQEBAQEBAQEBATKJ4JDaSWm6+APMW/Um3TjZBRoVmwoUJBukkynli01bk89coTn4eE8mjiJ7EePSlLcMkMZvDfvRwFLGJEIRCIc58wm7rNlmhVEL8viln6KQiYrYWmLTsq+fdzq1p0HY8bwZNYsHowZw603upGyb19Zi1blSD9zltz4eO0VXsabig0N0xnf5/mWrUidnApfr0pEomLPOCYgICAgICAgICAgULERFECVGM+6DWk79CPq9slLx1hQCaT8Xbe3ldYA0OYtW1L97bexe+cdjN3dS1bgMsQ6IAC31avyFtX5kDo55ZXbVtcdcyVfoOjyhDJTVEHZc+PieDxlqqAEKmUMdcmSJSbq3C5//pxqQ4fm/dCktKT8BmUXEBAQEBAQEBAQECgbBBewKsCAgO7sYD+3/kxVCwidYZJC3d5WaingNbkKOc3+GIUOa4TKQnEGii4P6M0UVYnT25dXitMly9jDQ0jxLiAgICAgICAgICBgMIIFUCUl8s+fOLfvB1KT8rJ1DQjozrQv+uA9xgyHPtl4jzFj2hd91ZQ/Gl2FunUnZd++KhMkWBnfyKZPb1X2JChaoOjygt5MUeXUaqkyo4w3pct1S2xra1BbUgcHrAMCqHtgPzU3bcJ1xQpqbtpE3QP7BeWPgIBA1UAug7tRcOnXvP/Ly58bdkkiK0du5yKRiJ07d5ZJPxs3biRAeO6VKPrG19PTE5FIhEgkIikpqdTkEhDQREhIiOp6XLVqFQDx8fE4ODjw+PHjshWuHCAogCohOTI5pqf/i+/xiaSf2cLypVtYve5HYp7F061tW4b26UG3tm3V3L60ugrFxvJ46rQq7ypkyMK9vMVcMdQaqTxZLVV29MabApwXLijStaZNaSkgICBQqbmyC1Y1hk19YPs7ef9f1TivvITIv6hQ/jk7O6vViYuLY+zYsbi6umJubk6PHj24efOmznbDw8MLtSsSicjMzNS6T2RkJIMHDy51C+2QkBCaN29eqDwmJoaePXuWqiwAWVlZLFiwgPnz56vK0tLSmD17NrVr18bU1BQHBwe6dOnCH3/8oarj6empWhgawqFDh9TGxsHBgZ49e/L3338b3EZR+6xohIWFERMTg42N9sQyr8urzK/8bNu2DZFIRP/+/UtMRkOJiYkhKCiI+vXrIxaLmTZtmsZ6q1aton79+piZmVGjRg2mT5+u894AoFAoWLFiBV5eXpiYmFCjRg2WLl1aAkdRNKZOnUqLFi0wMTHReB8BuHTpEp07d8bMzAw3NzfCwsLU7nOGnLdZs2YRExODe77wJY6OjowaNYqFCxcW92FVOAQFUCUkPUuGwqEhDyU1SLZvgsUDFyQXHbS+JOh1FaL8BjguLXQu3F9S3mKuVESrpaqAvnhTNj166FUSlbdrTUBAQKBUubILfh4NKU/Uy1Ni8spLUAnUqFEjYmJiVH+XLl1SbVMoFPTv3587d+7w+++/c/78eTw8POjevTtpaWk627W2tlZrNyYmBlNTU411Hz16RFBQEDt37mTZsmXFenyvirOzMyYmJqXe7/bt27G0tKRjx46qsvfff5+dO3eydu1arl27xp49exg0aBAJCQmv3d/169eJiYnhzz//JDExkR49epCcnPza7VYGrKyscHZ2LjGvgdeZXwD3799n1qxZatdKWZKVlYWDgwOffPIJzZo101hny5YtzJkzh4ULF3L16lU2btzITz/9xNy5c3W2PXXqVL755htWrFjBtWvX2L17N61alX0GZ4VCwbhx43jrrbc0bk9JScHf3x9XV1eio6P58ssvWbFiBStXrlTVMeS8WVpa4uzsjKTAu/Lbb7/Nli1bSNQTa7OyIyiAKiE25kZ0mvR/1Jh/GRev1jj3lyFqkYCHi5vG+oKrkGFoXbg7OuBWDlPAm/u1KCSrGuXQaqmqoM91S5+SqLxdawICAgLFQnZa3l/+D1K52XlluVl5v+Uy2DMbNGY3fVm2Z7a6O5iyXbn83zJZziuJKJVKcXZ2Vv055PuIcvPmTU6ePMn69etp2bIl9evXZ926daSmpvLjjz/qbFdpTZT/TxM5OTkMGTKEZ8/yXPznzZvHwYMHDZI9MTGR0aNHY2tri7m5OT179lSznggPD6datWrs3LkTLy8vTE1N8ff35+HDh6rtoaGh/P333ypLmPDwcJX8Shehe/fuIRKJ+Pnnn+nYsSNmZma0bNmSGzduEB0djZ+fH5aWlvTo0YOn+ayQo6Oj8ff3x97eHhsbGzp37sy5c+d0HtO2bdvo16+fWtnu3bsJDg6mV69eeHp60qJFCyZPnsyYMWMA6NKlC/fv32f69Omq4zAUR0dHnJ2dadWqFV988QWxsbGcPHkSgOPHj9OpUyeVpcaUKVNUigldferaTx+enp4sWrSIoKAgLC0tcXV15csvv1Srk5yczIQJE3B0dMTa2po33nijkOXS7t27adGiBaamptSuXZvQ0FByc3O19hsWFoaTkxMXLlzQWkeTtdiqVavw9PQ06NgK8jrzSyaTMWLECEJDQ6ldu/Yr9X/+/Hk6deqEubl5IWu9e/fuFbk9T09PVq9ezejRo7VaTZ04cYL27dsTFBSEp6cnAQEBDB8+nDNnzmht9+rVq6xfv57ff/+dfv36UatWLZo3b0737t217qOJLl26MGXKFD7++GOqV6+Os7MzISEhRWqjIGvWrGHixIlax2DLli1kZmYSHh5O48aNGThwIMHBwaxcuVJlyGDIedNGkyZNcHZ2ZseOHa91HBUdQQFUybE0t2BQD38mjtesaQXBVagoaFy4HzxYpgtyhUxG2qnTJP/xJ2mnTqsstUQSCU6fBGveSbAkKXP0uW4J8X0EBASqHEtd8/7S81lqHF+dVxYxK+/3/eOFLX/UUORtv3/836JVTfLaeHb937ILW15JxJs3b+Lq6kqtWrUYNmwYd+7cUW3LyspTUuW33JFIJBgbG3P06FGd7aampuLh4YG7uzt9+vTh/PnzGuvNnDlTpXCAvIXt8OHDefJE1znJ4+233+bMmTPs2rWLEydOoFAo6NWrFzk5/yrD0tPTWbJkCZs2beLYsWOkpKQwbNgwAN566y1mzpypZgWl7Us+wMKFC5k3bx7nzp1DKpUyfPhwPv74Y1avXk1UVBS3b99mwYIFqvovXrxgzJgxREVFcfLkSerVq0evXr148eKF1j6ioqLw8/NTK3N2diYiIkLrfr/99hvu7u4ql6WYmBi9504TZmZmQJ5S7tKlSwQGBjJw4EAuXrzITz/9xNGjR5k0aZLOPvXtZwiff/45TZs25dy5c8ydO5fp06cTGRkJ5Flc9O7dm9jYWCIiIjh79iy+vr5069aN58+fA7B3715GjhzJlClTuHLlChs2bCA8PJwlS5YU6kuhUDB16lQ2btzI0aNHtbrxGMqWLVuwtLTU+bdlS95cfZ35FRYWhoODA++8884ryZmTk8PgwYORSqUcO3aM06dP07p1a5ydndm8ebNKEWxtbY27uzvW1tYaj6WobpIdOnTg7NmznD59GoA7d+4QERFB7969te6ze/duateuzR9//EGtWrXw9PTk3XffVY13Udi0aRMWFhacOnWK5cuXExYWprq2AHr27Kl3/IrCiRMn6Ny5s5o1YWBgIE+ePHklJZsmWrVqRVRUVLG0VVERsoBVMhQKBfFxT3By1mztownBVahoKBfuBVHI5YjEpatTTdm3r1AWKImtLZZdu+K6dEmesmDNaiFTVAVF27UmICAgUGVJjSveekWgdevWfP/993h5eREXF8fixYtp164d//zzD3Z2dnh7e+Ph4cHcuXPZsGEDFhYWrFy5ktjYWJ1KBm9vb8LDw2nSpAkpKSmsXr2a9u3b8/fff1OvXj1VvZ9++qmQdQfkxUUZOnQohw8fLuTyoOT27dvs3r2bY8eO0a5dOyBv8V2jRg127tzJkCFDgLyF7tq1a2ndujWQtwBs0KABp0+fplWrVlhaWqqsoPQxa9YsAgMDgTyXlOHDh3PgwAHat28PwDvvvKOyIAJ444031PbfsGEDtra2HD58mD59+hRqPykpiaSkJFxdXdXKv/rqK0aMGIGdnR3NmjWjQ4cODB48WNVv9erVkUgkKpelVyEhIYHQ0FCsrKxo1aoVs2bNIigoSBWPpF69eqxZs4bOnTuzfv16rX1+/vnnWvf773//a5As7du3Z86cOQB4eXlx7Ngx/vOf/+Dv78/Bgwe5dOkS8fHxqkX1ihUr2LlzJ7/++isTJkxgyZIlzJkzR2UhVbt2bRYtWsTHH3+sFi8lNzeX0aNHc+bMGY4dO6YWX+VV6devn+pa04bTS2voV51fx44dY+PGjTqtlfSxd+9e7t+/z5EjR3Bzy1tjfffddzRs2JCGDRtiYWEBwLlz50hNTcXS0hKxhjWBUmloKMOGDePp06d06NABhUJBbm4uH3zwgWq8NXHnzh3u37/PL7/8wvfff49MJmP69OkMHjyYv/76q0j9N23aVHUN1KtXj7Vr13LgwAH8/f0B+Oabb8jIyChSm7qIjY0tZCGmHP/Y2Fhq1ar12n24ublpVbBXFQQFUCXjwdNk7Nb7EiO25njzZWTKjPHv0hbH6nZa91EGONbqBiYSIXVyElyFtJCbmMiz/64j69Ytan73ballTFMG7i4Yu0mWmEjyb79h5OaGw8QPdaa3FxAQEBAQKDcEv7RiMTL/t6zdVGjzIYhfvrJa6nBtzk/+etNexumR5lt8NR9RZPHyf71v0qQJbdu2pU6dOmzatIkZM2ZgZGTE9u3beeedd1QL/u7du+v96t+mTRvatGmj+t2+fXt8fX358ssvWbNmjarc1tYWsViMPL8r20vs7Ow0LjiVXL9+HalUqrbYtrOzo379+ly9elVVJpVK1SxqvL29qVatGlevXi1yDJGmTZuq/q1cxDVp0kStLD4+XvU7Pj6eBQsW8NdffxEXF4dMJiM9PZ0HDx5obF+58CwYK6lTp07cuXOHkydPcuzYMf766y9Wr15NaGioWrDoV0Gp9EhLS6NevXr88ssvODo6cvbsWW7duqWyVoG8j7JyuZy7d+/SoEEDje3p20+pbNBF27ZtC/1WBps+e/Ysqamp2NmprwMyMjK4ffu2qk50dLSaxY9MJiMzM5P09HTMzfPm4/Tp0zExMeHkyZPY29vrlcsQrKyssLKyMqjuq8yvFy9eMHLkSL7++uvXkvnmzZt4eHiojUeDBg2wtbXl0qVL+Pr6AlC3bl1SUlKwtrbWOR8N5dChQyxZsoR169bRunVrbt26xdSpU3FxcdF6LcvlcrKyslTKasjLlNeiRQuuX79O/fr1De4//xwGcHFxUZuzhlyfRaXgOkrp+lVc6yszMzPS09OLpa2KiqAAqmQ8vnURN7JRkM7NYzlYpVTjf7JjjBnST+s+ygDHj6dM1bBRcBXShyI7m6RffkGRlUXG+QuY+/qUfJ8GBO5O+uVn7N9/D5FEIliSCAgICAiUf4wtCpdJjQHjf397tANr17yAzxrjAInytnu0092uxOg1hQULCwuaNGmiFkenRYsWXLhwgeTkZLKzs3FwcKB169aF3JR0IRaLadmyZaHsRgEBAcyfP5/Q0FC1cqUS6lUWSAqFotB+mtp5lbaNjP49x8r9C5blV2aNHTuWp0+fsmrVKjw8PDAxMaFt27ZkZ2drbN/Ozg6RSKQxoKuRkREdO3akY8eOzJkzh8WLFxMWFsbs2bMxNjbW0JphREVFYW1tjYODA9bW1qpyuVzOe++9x5QpUwrtU7NmTa3t6drP3d1db7YnbSjPt1wux8XFhUOHDhWqU61aNVWd0NBQBg4cWKhOfuWav78/P/74I3v37mXEiKIrUCFPsZSfLVu28N577+ncZ8OGDar+ijq/bt++zb179+jbt6+qTHnNSaVSrl+/Tp06dfTKbWRkVEh25fHkt7rLf01oomPHjvzvf//T25+S+fPnM2rUKN59910gT4GalpbGhAkT+OSTTzQqmVxcXJBKpSrlD6BSQD548KBICqD88xUKz9mePXvqdadKTU01uD9nZ2diCxgkKBVOTrrimhaB58+fq8Vuq4oICqBKRrt2nUhrfIekR1ewOfmE5GtPGdC1q979rAMCYPUqYkPDkOXzERVchfRj5OSE09w5GHt4lIryBwwI3A3kxsaRfuasoPgREBAQEKg8iCXQY1leti9EqCuBXiopenyWV6+EycrK4urVqxqzCimDk968eZMzZ86waNEig9tVKBRcuHBBzVpGyYIFCzh+/LgqDoeZmRnbt29XLea1Ub9+fXJzczl16pTKBSwhIYEbN26oWafk5uZy5swZlbXP9evXSUpKwtvbGwBjY2ONC+HiICoqinXr1tGrVy8AHj58qAp2rQljY2MaNmzIlStXCNDzntqwYUNyc3PJzMzE2Nj4lY+jVq1aGs+1r68v//zzD3Xr1tUpb8E+de0nl8sNUgDljwml/K0cL19fX2JjY5FKpVqDL/v6+nL9+nWdskOeu1bfvn0JCgpCIpGoYkPpIi5O3RUzf8wsZZuGuoDlx9D55e3trZapD/ICp7948YLVq1dTo0YNvccAedn/Hj16xIMHD1QKvcuXL5OSkqI2f4rbBSw9Pb1QOxKJBIVCoTW7c/v27cnNzeX27dsq5daNGzcA8PDwKFL/+ihuF7C2bdsSHBxMdna2SlG7b98+XF1dXzl4eEEuX75Mly5diqWtioqgAKqEWFjbYtGwPR80LNp+1oGBWHXvLrgKvQK2BjwEixMhcLeAgICAQJWlYT8Y+n1etq/8AaGtXfOUPw21Wz2/DrNmzaJv377UrFmT+Ph4Fi9eTEpKiip2CsAvv/yCg4MDNWvW5NKlS0ydOpX+/furKShGjx6Nm5sbn376KQChoaG0adOGevXqkZKSwpo1a7hw4YLGGDBisZitW7fi6+vLw4cPWbdundZUyPmpU6cO/fr1Y/z48WzYsAErKyvmzJmDm5sbb775pqqekZERkydPZs2aNRgZGTFp0iTatGmjUgh5enpy9+5dLly4gLu7O1ZWVsWW/r1u3bps3rwZPz8/UlJS+Oijj/QumAMDAzl69Kgqhg7kZS8aPnw4fn5+2NnZceXKFYKDg+natavKQsPT05MjR44wbNgwTExMXtulafbs2bRp04aJEycyfvx4LCwsuHr1KpGRkaq4TZr61LXf6tWrDer72LFjLF++nP79+xMZGckvv/zCn3/+CUD37t1p27Yt/fv3Z9myZdSvX58nT54QERFB//798fPzY8GCBfTp04caNWowZMgQxGIxFy9e5NKlSyxevFitrwEDBrB582ZGjRqFVCpl8ODBOmWLjY0lLCyMkSNHcv78eTZv3oxIJOLatWt4e3sXyQUMij6/TE1Nady4sVobSgVewXJddOnSBV9fX0aOHMmqVavIzc3lww8/5I033qBFi39DZBTVBUwZlyg1NZWnT59y4cIFlWIToG/fvqxcuRIfHx+VC9j8+fPp16+fyvJo7dq17NixgwMHDgB5Y+7r68u4ceNYtWoVcrmciRMn4u/vr2YVVBwU1QXs1q1bpKamEhsbS0ZGhur4GzZsiLGxMUFBQYSGhjJ27FiCg4O5efMmS5cuZcGCBWpWiPrOmzbS09M5e/YsS5cuLZLclQ1BASSghuAq9PrIs7JKPBi0ELhbQEBAQKBK07AfePfOy/aVGpcX88ejXYla/jx69Ijhw4fz7NkzHBwcaNOmDSdPnlT7qh4TE8OMGTOIi4vDxcWF0aNHF4rV8eDBA7XFYVJSEhMmTCA2NhYbGxt8fHw4cuSI1pg79vb2/Prrr2zevJmxY8caLP+3337L9OnT6dOnD9nZ2XTq1ImIiAg1Nw9zc3Nmz55NUFAQjx49okOHDnz77beq7YMGDeK3336ja9euJCUl8d133xVJBn3yTZgwAR8fH2rWrMnSpUuZNWuWzn3Gjx+Pr68vycnJKquQwMBANm3aRHBwMOnp6bi6utKnTx+1jGNhYWG899571KlTh6ysLK3WFIbStGlTDh8+zCeffELHjh1RKBTUqVNHLUuapj4N2U8fM2fO5OzZs6qg1F988YUq+LZIJCIiIoJPPvmEcePG8fTpU5ydnenUqZPKsiYwMJA//viDsLAwli9fjpGREd7e3iq3o4IMHjwYuVzOqFGjEIvFGl3HlDRu3JgbN27QqFEjatWqxTfffMPEiROZNWsWf/zxh8HHqORV5pchhIeH8/bbb2u9DkQiETt27GDSpEl06tQJsVhMz549NQZlLwo+Pv96Dpw9e5atW7fi4eGhyng1b948RCIR8+bN4/Hjxzg4ONC3b1+1eE3Pnj1TxXOCPCXx7t27mTx5Mp06dcLCwoKePXvyxRdfqOrcu3ePWrVqcfDgwVK1hnn33Xc5fPiw6rfy+O/evYunpyc2NjZERkYyceJE/Pz8sLW1ZcaMGcyYMUOtHX3nTRu///47NWvW1Gi1WZUQKV73jlfOSUlJwcbGhuTkZL1+meWVnJwcIiIi6NWrVyFfzPxcOH0YxeHlxLp1wbxeFzr4+mrNBpGf7Pv3eTRpMjb9+1N93NulFsS4MpLyv/8Rt/xz7N59B6uhQw0aN10oZDKNFlkKmYxb3bqTGxenOQ7Qy8DddQ/sFyy4ioih802g/CCMWcVEGLeKR3GMWWZmJnfv3qVWrVqFgvcKlAxyudwgq4Tw8HCmTZtGUlJS6QlXDAwdOhQfHx/mzp1b1qIUK4aMm6enJ9OmTVOzgCoLNMkREhLCzp07Xyv7VmkREhLCoUOHNMZKKgqGzrWy5tChQwwYMIA7d+5ga2tb1uKUGAWvy1atWjFt2jSCgoLU6lWUcdP1/CyKzqP8HqGAwchyc/nn2J9kHv4PPmlHuXw9icsbX/DF5z8atH/yrt1k3bxJ2okTgvLnNZElJZEbE0PSbztIP30aqwsXSI+ORvEKfuYp+/Zxq1t3HowZw5NZs3gwZgy3unbl/ugxyF+8wCn45YtOwTETAncLCAgICAgIVBE+//xzLC0ty1qMKs/s2bOxtLQkOTm5rEUpMnv37mX58uVlLUapsWfPHoKDgyut8mfp0qVYWlqqZRCMj49n8ODBDB8+vAwlKx8ILmAVnPN7N+F6IpRGJKjKjHPTyZZk4u5t2KSuPmY0UmcnjEsglV9Vo9rgwWRevUrq4SM8eeddXIAnP24j3tm5UDBtbdY9oD3Fe278U3Ljn/JgwnvU+vknWL2KuKWfqgWEFgJ3CwgICAgICFQVPDw8mDx58mu1oSubUXBwMMHBwa/V/qsQFRVF7969tW4vSnalkubw4cPk5OQAFCmmT3nhxIkTZS1CqfLZZ5+VtQglyvvvv8/QoUMBVBm/HB0d+fjjj8tSrHKDoACqwJzfu4lmx1+mjcxnBDJZ+i1p9pu5bGSYJltibY3tkCElIGHV48XBgyT98mthxU1cXJ5CZ/UqrAMCSNm3r7Di5qWSyKpbN70p3nOePEEhk2EdEIBVt25C4G4BAQEBAQGB12Ls2LHFFs+noqErm1H16tVLWZo8/Pz8OHLkiNaMUoDemCelhabsUiEhIYSEhJS+MAJVnurVq5fZvK0ICAqgCoosNxfXE6EAiAt4AIlFYKHIoVb0YmSBo5FIhWEuDRQymXbFjUIBIlHedrmcx9NnaFUS2U+aqDfFu+zZM1WKdyFwt4CAgICAgIDAq1PUbEalgZmZGbVr1y73cUkEBAQqFsLdpIJy7dRenEhQU/7IFfBYUQ3IUwI5k8C1U3u1tiHPyuLxrI9IiYx8pRg1AuqknzmrW3GjUJAbG8vjmbO0K4kUCp5/v9mg/oQU7wICAgICAgICAgICAgKGIpiGVFAyEh+r/p2jEHOEZtyU1Sfn2RDSLP/hY4sFiEXq9QqSevAQKX/8QfqZM1h161YaYldqDFbI6FG2yQ0MniekeBcQEBAQEBAQEBAQEBAwFEEBVEExs80zVd2h6MSt52Mxz8kL+CwGzNLq87tFJwZwRFVPE6YNvKn+zjik1e0QCaalr01xKmTENjbIU1J0png392tRbP0JCAgICAgICAgICAgIVG6EVX8Fxbt1ID8oAnkcNw2znGpq2yQKIx7HTWOzIhDv1oFa2zD28MDpo4+we2dcCUtbNTD3a4HU2blwWnYlIhFiA9MtVh89WrVPwTZASPEuICAgICAgICAgICAgUDQEBVAFRQ7EJA4HQIS6kkD5OzZxGPLSFqwKI5JIcAqe+/KHZsWN88IFepVEUmdn7N9/D7fVq5A6Oaltljo54fYyk5iAgICAgICAgICAgICAgKEICqAKypHoaMyzbQopf5SIEGGeXY0j0dEatz///nsyb9woSRGrJNYBAToVNzY9euhVEimte6wDAqh7YD81N23CdcUKam7aRN0D+wXlj4CAgICAACCTy4iOjSbiTgTRsdHI5FUroYWsHCXwEIlE7Ny5s0z62bhxIwHCu1GJom98PT09EYlEiEQikpKSSk0ugapHeHi46lqbNm0aAFlZWdSsWZOzZ8+WrXAVBEEBVEFJSDAsULCmell37hK39FPuDhhIbmJicYtW5VEqbly/3UjM8GG4frtRTXGjT0mUX8GjTPFu06e3KuW7gICAgIBAVWf//f0Ebg9k3N5xzI6azbi94wjcHsj++/tLpf9PP/1UbQGSn6tXr9KvXz9sbGywsrKiTZs2PHjwQGtbOTk5hIWFUadOHUxNTWnWrBl79uzR2X9kZCSDBw9GoSlWYAkSEhJC8+bNC5XHxMTQs2fPUpUF8hZ+CxYsYP78+aqytLQ0Zs+eTe3atTE1NcXBwYEuXbrwxx9/qOp4enqyatUqg/s5dOiQatEpEolwcHCgZ8+e/P333wa3UdQ+KxphYWHExMRgY2NTYn2MHTtWbRxEIhFt2rTRu9/27dtp2LAhJiYmNGzYkB07dpSYjEUhKyuLTz75BA8PD0xMTKhTpw7ffvutQfsmJCTg7u5ebpRuS5YsoV27dpibm1OtWjWNdR48eEDfvn2xsLDA3t6eKVOmkJ2drVbn0qVLdO7cGTMzM9zc3AgLC1O7z7311lvExMTQtm1bVZmJiQmzZs1i9uzZJXJslY0yVQB9+umntGzZEisrKxwdHenfvz/Xr19Xq6NQKAgJCcHV1RUzMzO6dOnCP//8U0YSlx/s7Ay7uWqqp8jNwbJ7N6ze6IrUwJg0AkVDJJFg3rIlL5o3x7xly0KKG8G6R0BAQEBA4NXYf38/Mw7NIC49Tq08Pj2eGYdmlLgSKDo6mq+++oqmTZsW2nb79m06dOiAt7c3hw4d4u+//2b+/PmYmppqbW/evHls2LCBL7/8kitXrvD+++8zYMAAzp8/r7H+o0ePCAoKYufOnSxbtqzYjut1cHZ2xsTEpNT73b59O5aWlnTs2FFV9v7777Nz507Wrl3LtWvX2LNnD4MGDSIhIeG1+7t+/ToxMTH8+eefJCYm0qNHD5INzN5a2bGyssLZ2RmRtjAHxUSPHj2IiYlR/UVEROisf+LECd566y1GjRrF33//zahRoxg6dCinTp0qUTkNYejQoRw4cICNGzdy/fp1fvzxR7y9vQ3a95133tF4DyorsrOzGTJkCB988IHG7TKZjN69e5OWlsbRo0fZtm0b27dvZ+bMmao6KSkp+Pv74+rqSnR0NF9++SUrVqxg5cqVqjpmZmY4OztjbGys1v6IESOIiori6tWrJXOAlYgyVQAdPnyYiRMncvLkSSIjI8nNzSUgIIC0tDRVneXLl7Ny5UrWrl1LdHQ0zs7O+Pv78+LFizKUvOzp1LIl6SYpKND85UeBgnSTZDq1bPlvmUxG2qnTZN24SfVRo3HNN5kESh/BukdAQEBAQOBf0nPSSc9JV/vamyPLIT0nnWxZ3ldimVzGZ6c/0/j+o3j532enP1NzB1O2K1f8GxkxR57zSjKmpqYyYsQIvv76a2w1fET75JNP6NWrF8uXL8fHx4fatWvTu3dvHB0dtba5efNmgoOD6dWrF7Vr1+aDDz4gMDCQL774olDdnJwchgwZwrNnz4A85dHBgwcNkj0xMZHRo0dja2uLubk5PXv25ObNm6rt4eHhVKtWjZ07d+Ll5YWpqSn+/v48fPhQtT00NJS///5bZX0RHh4OqLsI3bt3D5FIxM8//0zHjh0xMzOjZcuW3Lhxg+joaPz8/LC0tKRHjx48ffpU1X90dDT+/v7Y29tjY2ND586dOXfunM5j2rZtG/369VMr2717t+p8enp60qJFCyZPnsyYMWMA6NKlC/fv32f69Omq4zAUR0dHnJ2dadWqFV988QWxsbGcPHkSgOPHj9OpUyfMzMyoUaMGU6ZMUa1pdPWpaz99eHp6smjRIoKCgrC0tMTV1ZUvv/xSrU5ycjITJkzA0dERa2tr3njjjUKWS7t376ZFixaYmppSu3ZtQkNDyc3N1dpvWFgYTk5OXLhwQWsdTdZiq1atwtPT06Bj04aJiQnOzs6qv+rVq+usv2rVKvz9/Zk7dy7e3t7MnTuXbt26Fdka6/z583Tq1Alzc/NCVkj37t0r8nHs2bOHw4cPExERQffu3fH09KRVq1a0a9dO777r168nKSmJWbNmFblfyLOk6t+/PytWrMDFxQU7OzsmTpxITs6r3RcBQkNDmT59Ok2aNNG4fd++fVy5coUffvgBHx8funfvzhdffMHXX39NSkoKAFu2bCEzM5Pw8HAaN27MwIEDCQ4OZuXKlXqtHe3s7GjXrh0//vjjKx9DVaFMFUB79uxh7NixNGrUiGbNmvHdd9/x4MEDlf+eQqFg1apVfPLJJwwcOJDGjRuzadMm0tPT2bp1a1mKXuYYSaXU7W0JUOglSPm7bm8rjKRSAFL27eNWt+48GDOGJ7Nm8WDMGG77B5Cyb1/pCi4gICAgICAgoIHWW1vTemtrErP+dU//7p/vaL21NUtPLQXgXPy5QpY/BYlLj+Nc/L+Kgx7be9B6a2vuJN1Rlf1+6/dXknHixIn07t2b7t27F9oml8v5888/8fLyIjAwEEdHR1q3bq03Nk5WVlYhCyEzMzOOHj1aqO7MmTNVCgfI+6o+fPhwnjx5olf2t99+mzNnzrBr1y5OnDiBQqGgV69eaou+9PR0lixZwqZNmzh27BgpKSkMGzYMyHO9mDlzJo0aNVJZX7z11lta+1u4cCHz5s3j3LlzSKVShg8fzscff8zq1auJiori9u3bLFiwQFX/xYsXjBkzhqioKE6ePEm9evXo1auXzo++UVFR+Pn5qZU5OzsTERGhdb/ffvsNd3d3lctSTEyM3nOnCTMzMyBPKXfp0iUCAwMZOHAgFy9e5KeffuLo0aNMmjRJZ5/69jOEzz//nKZNm3Lu3Dnmzp3L9OnTiYyMBPLWUr179yY2NpaIiAjOnj2Lr68v3bp14/nz5wDs3buXkSNHMmXKFK5cucKGDRsIDw9nyZIlhfpSKBRMnTqVjRs3cvToUY3ugEVhy5YtWFpa6vzbsmWL2j6HDh3C0dERLy8vxo8fT3x8vM4+Tpw4UShGVGBgIMePHzdYzpycHAYPHoxUKuXYsWOcPn2a1q1b4+zszObNm3FwcADA2toad3d3rK2tNR5LfjfJXbt24efnx/Lly3Fzc8PLy4tZs2aRkZGhU5YrV64QFhbG999/j1j86kv5gwcPcvv2bQ4ePMimTZsIDw9XKXQhz5JO39jocm0tyIkTJ2jcuDGurq6qssDAQLKyslRr/xMnTtC5c2c1a8LAwECePHlikJKtVatWREVFGSxTVUVa1gLkR2lCqdTk3r17l9jYWLVJa2JiQufOnTl+/DjvvfdeoTaysrLIyspS/VZqFHNycl5Lq1mWKOUuKH+frp35Xf4Xd/+XgXmWtao8wySFWj3N6dP1DXJyckjdv5/YGTOhgOY0Ny6Ox1OnIVv5BZYaXmQEXg9t4yZQvhHGreIhjFnFRBi3ikdxjFlOTg4KhQK5XI5crjlXaf5tyq++yn3i03Qv9pTEp8UXal+uUG9XW//a2LZtG+fOnePUqVMa24mNjSU1NZXPPvuMRYsW8emnn7J3714GDhzIgQMH6Ny5s8Z2AwICWLlyJR06dKBOnTocOHCA33//HZlMpibjTz/9VMi6AyAuLo6hQ4dy8OBBJBqsiRUKBbdv32b37t1ERUWpLAw2b96Mh4cHv/32G0OGDEEul5OTk8OaNWto3bo1AN999x2NGjXi5MmTtGrVCgsLC6RSqZpFk1JG5bgpf8+YMQN/f38AJk+ezIgRI4iMjFTF7hg3bhybNm1S1e/SpYua3OvXr+fnn3/m4MGD9OnTR60/uVxOUlISSUlJODs7q52n//u//2PUqFHY2dnRrFkz2rdvz6BBg2jfvj0A1apVQyKRYGlpqToOfddCwWNMSEggJCQEKysr/Pz8+Oijjxg+fDhTpkwBoE6dOqxatYquXbvy3//+V2ufy5cv17rf2rVrVeOnS7527drx8ccfA1C3bl2OHj3KypUr6datG3/99ReXLl0iNjZWtahevnw5O3fu5Oeff2bChAksWbKE2bNnM2rUKCDPqig0NJQ5c+aoxVbKzs5m1KhRnD17lqioKNzd3dXkKiincu7qKuvTp49eKy8nJydV/cDAQAYNGoSHhwd3795l4cKFvPHGG0RHR2t1QYyNjcXBwUFNDgcHB2JjYw2+B/zvf//j/v37HDp0CDc3NyAv+Hjjxo3x9vbGzMwMuVzO2bNnSUtLw8LCQqNlmbIe5LmLHj16FBMTE7Zv386zZ8+YNGkSCQkJbNy4UaMcWVlZDB8+nGXLluHu7s6tW7cA9XumISgUCmxtbVmzZg0SiQQvLy969erF/v37eeedd4A8C64ZM2bobKfg3FPKkv//SmJiYnB0dFQrt7GxwdjYmCdPniCXy4mJicHT07PQWAE8efIEDw+PQseRv66rqyv37t0r8r294HOmvCKXy1EoFOTk5BS61xfluVxuFEAK7karBgAAVcBJREFUhYIZM2bQoUMHGjduDORNWMib+PlxcnLi/v37Gtv59NNPCQ0NLVS+b98+zM3Ni1nq0kWpzc9PbuwVFE4pPJfaIzUxw8xMSh0HByRZmXk+sXI5tT5bhlShKJwvTJFnK/QwJJS7mZnwGlpkAe1oGjeB8o8wbhUPYcwqJsK4VTxeZ8ykUinOzs6kpqYWCv65r3eeVbIkS0JKdt4HvIE1BtLPrR8SkYSUlBTMFYa9y5krzFUfAX/q/hMAJiITVVlXh66qfxvCo0ePmDZtGtu3byc7O5vs7Gxyc3PJzs5WtaP8kNmzZ0/GjRsHwAcffMCRI0dYu3YtPj4+GttetGgRU6dOpWHDhohEImrVqkVQUBBbt25Vk9HExASxWKxxgWJtbU1qaqpWd6br168jlUpp0KCBqk0jIyPq1q3L33//TWBgIJmZmUilUry8vFR1XF1dsbGx4fz583h7e5OVlYVMJtN47jIyMkhJSSE1NRXIU2Yo61lZWQF5ygVlmbW1NXFxcarfT58+ZenSpURFRREfn6fAS09P58aNG2r9KftRWn4UlKd58+acO3eO6OhoTp06RVRUFGvWrGHu3Ll89NFHQN5CKjMz0+BrID09HYCaNWsCeYGm69Spw3fffYepqSlnzpzhzp07ah4KysXkpUuXqF+/vsY+de13+fJl6tevr9MCSi6X4+vrq9amj48P69evJyUlhePHj5OamqpaROc/h1evXiUlJYWzZ88SHR3N0qVLVdtlMhmZmZnExsaq1k/Tp0/HxMSEyMhIrK2t1frUdGyarpXMzEzkcrlamS73SOX5UNbPb0FTs2ZNtm3bRtOmTfn111/p27ev1jYKypaeno5IJDJ4/C9fvkyNGjWwsrJS7ePm5ka1atWIjo6mbt26QOE1qybyGyeIRCLWrVunCpy9aNEixowZw9KlS1UWZvn55JNPqFOnDv369SMlJUV1Xb548aJI1kA5OTl4eXmpuRra2dlx5coVlXympqY6Y5fBv/MiP5mZmWpjlr/PgmMPeeOrHB+ZTEZOTo5aHeW/09PT1coL3n+VpKWlFenenp/yHmImOzubjIwMjhw5UshFU9NYaKPcKIAmTZrExYsXNZq7FnyYKRQKrQ+4uXPnqmkrU1JSqFGjBgEBAVhbW2vcp7yTk5NDZGQk/v7+GBkZqW07tzqcJ0/exiLXkmbjbWhdIBhYenQ0T3QEpxMBRsnJdHFywjxfvCCB10fXuAmUX4Rxq3gIY1YxEcat4lEcY5aZmcnDhw+xtLQstLiwRv97WgfLDjiddyI+PV5jHCARIhzNHeng2QGJWGJwu/q4ceMGT58+pWvXrqoymUzG8ePH+frrr8nIyKBWrVpIpVKaNWum9s7ZpEkTjh07pvU91Nramt27d5OZmUlCQgKurq7MnTuXWrVqqe3Tv39/5s2bR1hYmNr+derU4YcfftCafSl/7Axra2u1L8disRhTU1Osra1V42FjY6O2mBSJRJiZmWFtbY2JiQkSiUTjsSjrWFrmhSioVq2aqp6FhQWQZ+WvLDMzM0OhUKh+Dx8+nGfPnrFq1SpVVqT27dsX6k/Zj6mpKSKRiOzsbI3y9OjRgx49egB5GYoWLVrE/PnzMTY2VjtuQ1AqQQ4fPoy1tTUODg6F9p0wYQKTJ08utG/NmjV19qltvxo1apCVlYWVlZXWdY9YLMbExEStTVNTU9U5MzY2xsXFhb/++qvQvsrxkcvlhISEMGDAgEJ1HB0dVddCQEAA27Zt4/jx44wYMaKQHAWPTdO1YmRkhFgsVpVt2bJFa9BgJevXry/UnxJra2s8PDx4/Pix1rF0dnYmJSVFbXtqaipOTk4Gj7+VlZXatapELpdjYWGhKtfXXocOHVRBq93d3XFzc6NGjRqq7b6+virliSZl0rFjx7h06RL29vbAv3O7Tp06BAcHExISYtDxGBkZqeaREqWCWVn2wQcfFHK/K8jly5dVSlElynlZ8FzUqFGD8+fPq5UnJiaSk5ODp6cn1tbWuLm58fz5c7U6t2/fBqB27dpq5VKpFGNjY7WyjIwMVayroqBQKHjx4oXOuVYeyMzMxMzMjE6dOhV6fhZF6VUuFECTJ09m165dHDlyBHd3d1W5s7MzkGcJ5OLioiqPj4/XqmE1MTHRaAJoZGRU4V8wNR3DC7vGZMTGoMhyoUWjdoWP8bmBad6fJ1b481NeqQzXXlVEGLeKhzBmFRNh3CoerzNmMpkMkUiEWCx+pfgVYrGYOa3mMOPQDESI1JRAope2znNazcFIWrzXlL+/P5cuXVIre/vtt/H29mb27Nmqc6IMdpz/2G7evImHh4fe4zU3N8fc3JycnBx+++03hg4dWmifhQsXcuLECZUVlpmZGdu3b9cZCFcul1O/fn1yc3OJjo5WuYAlJCRw48YNGjZsqBqP3Nxczp07R6tWrYA8y6GkpCRVHRMTE2QymcZjUbah3Fbw37rKAI4ePcq6detU7l4PHz7k2bNnquulYD+mpqY0bNiQa9euqRQ92mjUqJHKYsDU1BRjY2PkcrnB16CyXp06dTSmuPb19eXKlSt4eXlpbUNTn7r2k8vlZGVlFTr+gpw6dUpt+6lTp/D29kYsFtOiRQtiY2MxNjbWGnzZ19eXGzdu6JQd4M0336Rfv34EBQVhZGSkig2lpKCcIpGIuLg4tbK7d+8C/57P/v37q6Xz1oSTk5PW409ISODhw4e4urpqrdO2bVv279+vZiAQGRlJu3btDB7/xo0b8+jRIx49eqRSeFy+fJmUlBQaNWqkaufcuXOkpqZiaWmpsW0zMzNVeYcOHfj1119JT09XKU1v3bqFWCymZs2aGvffvn27Woyg6Ohoxo0bR1RUFHXq1DH4eJTBqwuOF/w7NosWLVJZzGnD3d29UJ8F57WSdu3asXTpUuLi4lTr+v3792NiYkLLli0Ri8W0a9eO4OBgcnNzVVm+9u/fj6urK7Vr1y6knCl4DP/88w8+Pj5FfrYorSr1zbWyRiwWIxKJND6Di/JMLlMFkEKhYPLkyezYsYNDhw5Rq1Ytte21atXC2dmZyMhIldlsdnY2hw8fLjdpL8ua7m8vojtofYhJ7HRHxlciLWAaKiAgICAgICBQHunu0Z2VXVby2enP1AJCO5k7MbvVbLp7FH9cQysrK1WIAiUWFhbY2dmplX/00Ue89dZbdOrUia5du7Jnzx52797NoUOHVHVGjx6Nm5sbn376KZC3YH/8+DHNmzfn8ePHhISEIJfLVXFd8iMWi9m6dSu+vr48fPiQdevW0axZM73yK91Gxo8fz4YNG7CysmLOnDm4ubnx5ptvquoZGRkxefJk1qxZg5GREZMmTaJNmzYqhZCnpyd3797lwoULuLu7Y2VlVWzp3+vWrcvmzZvx8/MjJSWFjz76SKMbTH4CAwM5evQo06ZNU5V16dKF4cOH4+fnp3JrCQ4OpmvXrirLAE9PT44cOcKwYcMwMTFRWVS8KrNnz6ZNmzZMnDiR8ePHY2FhwdWrV4mMjFTFbdLUp679Vq9ebVDfx44dY/ny5fTv35/IyEh++eUX/vzzTwC6d+9O27Zt6d+/P8uWLaN+/fo8efKEiIgI+vfvj5+fHwsWLKBPnz7UqFGDIUOGIBaLuXjxIpcuXWLx4sVqfQ0YMIDNmzczatQopFIpgwcP1ilbbGwsYWFhjBw5kvPnz7N582ZEIhHXrl3D29sbKysrlXugPlJTUwkJCWHQoEG4uLhw7949goODsbe3V7NeKji/pk6dSqdOnVi2bBlvvvkmv//+O/v379fodaKNLl264Ovry8iRI1m1ahW5ubl8+OGHvPHGG7Ro0UJVr27duiprI32KhKCgIBYtWsTbb79NaGgoz54946OPPmLcuHGq637Hjh3MnTuXa9euAXnzOD/KbIANGjTQqJh8HRwdHfW65+XnwYMHPH/+nAcPHiCTyVQZ4urWrYulpSUBAQE0bNiQUaNG8fnnn/P8+XNmzZrF+PHjVfMyKCiI0NBQxo4dS3BwMDdv3mTp0qUsWLDAIMucqKgoFi1a9ErHW5UoUxXXxIkT+eGHH9i6dStWVlbExsYSGxur0myKRCKmTZvG0qVL2bFjB5cvX2bs2LGYm5sTFBRUlqKXOzTdZBQyGUk//6x7R5EIqbMz5n4tdNcTEBAQEBAQECgndPfozt5Be/k28FuWdVzGt4HfsmfQnhJR/hSFAQMG8H//938sX76cJk2a8M0337B9+3Y6dOigqvPgwQO1zFOZmZnMmzePhg0bMmDAANzc3Dh69KjWBZ29vT2//vorkyZNYuzYsQbL9u2339KiRQv69OlD27ZtUSgUREREqH05Njc3Z/bs2QQFBdG2bVvMzMzYtm2bavugQYPo0aMHXbt2xcHBoVhTLn/77bckJibi4+PDqFGjmDJlit4F6Pjx44mIiFDFX4I8pdCmTZsICAigQYMGTJ48mcDAQH7O904cFhbGvXv3qFOnTqH4OK9C06ZNOXz4MDdv3qRjx474+Pgwf/58NQ8GTX0asp8+Zs6cydmzZ/Hx8WHRokV88cUXBAYGAnlrqYiICDp16sS4cePw8vJi2LBh3Lt3T+VNERgYyB9//EFkZCQtW7akTZs2rFy5slDAXSWDBw9m06ZNjBo1it9++02nbI0bN+bGjRs0atSI+fPn880332BsbPxK6cslEgmXLl3izTffxMvLizFjxuDl5cWJEyfUlEgF51e7du3Ytm0b3333HU2bNiU8PJyffvpJFegcIDw8XKeCQSQSsWPHDuzs7OjUqRPdu3enTp06r3X9W1paEhkZSVJSEn5+fowYMYK+ffuyZs0aVZ3k5GSuX79e5LZFIpFaRq/SYMGCBfj4+LBw4UJSU1Px8fHBx8eHM2fOAHnj9+eff2Jqakr79u0ZOnSoKhW9EhsbGyIjI3n06BF+fn58+OGHzJgxQ28wasjLIJacnKxXKSkAIkV+x+DS7lzLRPvuu+9UDzSFQkFoaCgbNmwgMTGR1q1b89///rfQVxhtpKSkYGNjQ3JycoWOARQREUGvXr3UHtKZ6akYGZsiFolIP3OW3KdPkTo4YO7XAtFL/+74FStI+C4cZDIQidQzgb08/26rV2FdID2iwOujbdwEyjfCuFU8hDGrmAjjVvEojjHLzMzk7t271KpVS2+AUYHiQRl4VZ9VQnh4ONOmTSMpKan0hCsGhg4dio+PD3Pnzi1rUYoVQ8bN09OTadOmqVlAlQWa5AgJCWHnzp0qS5DyTEhICIcOHVKz1HsVDJ1rJcm9e/eoV68eV65coV69emUiQ2nQpUsXmjdvzqpVqwAYMmQIPj4+BAcHF7mt8jBuhqDr+VkUnUeZu4DpQyQSERISYnBQq6rEuU0fcfpiF2xTkml6+TtMs5IAkDo74xQ8F+uAABxmzsS6bz+y798jbumn5L7MrAYgdXJS1RMQEBAQEBAQEBCoaHz++efs2rWrrMWo8syePZt58+bx+PFjrQHJyyt79+412OWuvLNnzx4mTJhQaZU/W7Zs4b333iMjI4PmzZsDeRnnmjVrxvTp08tWuApCuQgCLfBqZF+8i5FiCGkW1THKSVWV58bG8njqNHhp2WNa3wvT+l5Ydeum1VJIQEBAQEBAQEBAoKLh4eGhMYtWUejZsydRUVEatwUHB7+SVcHrEhUVRe/evbVuT01N1bqttDl8+DA5OTkABsf0KU+cOHGirEUoNt5///2yFqFE6devn8p9T+kma2Jiwrx588pQqoqFoACqoChkMlyuZGKeuoRMM3sk8twCFRTELf0Uq27dVEoekUSCRetWZSCtgICAgICAgIBAeWbs2LFFiilUmfjmm2/UsivlR1eGtZLEz8+PI0eOaM0oBXnuPuUBTfGCBA8OgZKgKIHDBTQjKIAqKOlnziKPi8MKsEp7orFObmws6WfOCkofAQEBAQEBAQEBAS24ubmVtQiFMDMzo3bt2uU+LomAgEDFQribVFBynz4t1noCAgICAgICAgICAgICAgKVF0EBVEG5c/c8dz16EG/fHJlYuyGXtBhSWwoICAgICAgICAgICAgICFRsBAVQBeVJ+jXu1urL5UbjAFHhCiIRUmdnzP1alLpsAgICAgICAgICAgICAgIC5QshBlAFReHZhtxHp3F9LEYiz1HfKMpTCDkFzxWyfAkICAgICAgICAgICAgICAgKoIpKn7cmwVuQsm8fcYsdyY2PV22TOjnhFDwX64CAMpRQQEBAQEBAQEBAQEBAQECgvCC4gFVwrAMCqHvwL2pu2oTrihXU3LSJugf2C8ofAQEBAQEBgUqNQiYj7dRpkv/4k7RTp1HIZGUtUqkiK0fHKxKJ2LlzZ5n0s3HjRgKE994SRd/4enp6IhKJEIlEJCUllZpcApWLQ4cOqa6j/v37q8pbtmzJb7/9VnaCVTIEBVAFJP7JfS5f+Vv1WySRYNG6FTZ9emPRupXg9iUgICAgICBQqUnZt49b3brzYMwYnsyaxYMxY7jVrTsp+/aVWJ+ffvopLVu2xMrKCkdHR/r378/169fV6qSmpjJp0iTc3d0xMzOjQYMGrF+/Xme74eHhqkVP/r/MzEyt+0RGRjJ48GAUCkWxHJuhhISE0Lx580LlMTEx9OzZs1RlAcjKymLBggXMnz9fVZaWlsbs2bOpXbs2pqamODg40KVLF/744w9VHU9PT1atWmVwP/kXpiKRCAcHB3r27Mnff/+tf+dX7LOiERYWRkxMDDY2NiXWR0hICN7e3lhYWGBra0v37t05deqUzn1+++03/Pz8qFatGhYWFjRv3pzNmzeXmIyGEhMTQ1BQEPXr10csFjNt2jSD9ouOjqZbt25Uq1YNW1tbAgICuHDhQonKaghLliyhXbt2mJubU61aNY11pk6dSosWLTAxMdF4H2nXrh0xMTEMHTpUrXz+/PnMmTMHuVxeApJXPQQFUAXk5G8rObwmgeVTthPz5Zck//47stS0shZLQEBAQEBAQKDESdm3j8dTp5EbG6tWnhsXx+Op00pMCXT48GEmTpzIyZMniYyMJDc3l4CAANLS/n0Hmz59Onv27OGHH37g6tWrTJ8+ncmTJ/P777/rbNva2pqYmBi1P1NTU411Hz16RFBQEDt37mTZsmXFeoyvirOzMyYmJqXe7/bt27G0tKRjx46qsvfff5+dO3eydu1arl27xp49exg0aBAJCQmv3d/169eJiYnhzz//JDExkR49epCcnPza7VYGrKyscHZ2RiTSkJymmPDy8mLt2rVcunSJo0eP4unpSUBAAE+fPtW6T/Xq1fnkk084ceIEFy9e5O233+btt99m7969JSanIWRlZeHg4MAnn3xCs2bNDNrnxYsXBAYGUrNmTU6dOsXRo0extrYmMDCQnJwc/Q2UINnZ2QwZMoQPPvhAax2FQsG4ceN46623NG43NjbG2dkZMzMztfLevXuTnJxc5mNWWRAUQBWQp2m5yJEjF2eTtOErnsyeg+z56z/UBAQEBAQEBATKCnl6OvL0dDWrFkV2dl55dnbeb5mMuKWfgibLF4UCUBC3ZKmaO5iq3XxfjxWvsFjas2cPY8eOpVGjRjRr1ozvvvuOBw8ecPbsWVWdEydOMGbMGLp06YKnpycTJkygWbNmnDlzRmfbIpEIZ2dntT9N5OTkMGTIEJ49ewbAvHnzOHjwoEHyJyYmMnr0aGxtbTE3N6dnz57cvHlTtT08PJxq1aqxc+dOvLy8MDU1xd/fn4cPH6q2h4aG8vfff6ssYcLDw1XyK12E7t27h0gk4ueff6Zjx46YmZnRsmVLbty4QXR0NH5+flhaWtKjRw+1hXt0dDT+/v7Y29tjY2ND586dOXfunM5j2rZtG/369VMr2717N8HBwfTq1QtPT09atGjB5MmTGTNmDABdunTh/v37TJ8+XXUchuLo6IizszOtWrXiiy++IDY2lpMnTwJw/PhxOnXqhJmZGTVq1GDKlCkq5aCuPnXtpw9PT08WLVpEUFAQlpaWuLq68uWXX6rVSU5OZsKECTg6OmJtbc0bb7xRyHJp9+7dtGjRAlNTU2rXrk1oaCi5ubla+w0LC8PJyUmn5Ykma7FVq1bh6elp0LFpIigoiO7du1O7dm0aNWrEypUrSUlJ4eLFi1r36dKlCwMGDKBBgwbUqVOHqVOn0rRpU44ePVqkvs+fP0+nTp0wNzcvZK137969Ih+Lp6cnq1evZvTo0QZbTV2/fp3ExETCwsKoX78+jRo1YuHChcTHx/PgwQOD+x47diz9+/dnxYoVuLi4YGdnx8SJE19LiRQaGsr06dNp0qSJ1jpr1qxh4sSJ1K5du0htSyQSevXqxY8//vjK8gn8i6AAqoC8M/u/DA1riP+wGtiNfxergACMa9Ysa7EEBAQEBAQEBF6Z674tuO7bAllioqos4dtvue7bgrhFiwBIP3O2kOWPGoo8S6D0M/8qZW5168513xZk376tKkvaseO15VVaflSvXl1V1qFDB3bt2sXjx49RKBQcPHiQGzduEBgYqLOt1NRUPDw8cHd3p0+fPpw/f15jvZkzZ6oUDpAXB2j48OE8efJEr7xvv/02Z86cYdeuXZw4cQKFQkGvXr3UFn3p6eksWbKETZs2cezYMVJSUhg2bBgAb731FjNnzqRRo0YqKyVtX/IBFi5cyLx58zh37hxSqZThw4fz8ccfs3r1aqKiorh9+zYLFixQ1X/x4gVjxowhKiqKkydPUq9ePXr16sWLFy+09hEVFYWfn59ambOzMxEREVr3++2333B3d1e5LMXExOg9d5pQWink5ORw6dIlAgMDGThwIBcvXuSnn37i6NGjTJo0SWef+vYzhM8//5ymTZty7tw55s6dy/Tp04mMjATyLC569+5NbGwsERERnD17Fl9fX7p168bz588B2Lt3LyNHjmTKlClcuXKFDRs2EB4ezpIlSwr1pVAomDp1Khs3buTo0aMa3XiKwpYtW7C0tNT5t2XLFo37Zmdn89VXX2FjY2OwBY1CoeDAgQNcv36dTp06GSxnTk4OgwcPRiqVcuzYMU6fPk3r1q1xdnZm8+bNODg4AHmWfO7u7lhbW2s8ltd1k6xfvz729vZs3LiR7OxsMjIy2LhxI40aNcLDw6NIbR08eJDbt29z8OBBNm3aRHh4uEqhC3mWdPrGpihKp9elVatWREVFlVp/lRkhC1gFxcnRFSdHV2jToaxFERAQEBAQEBAoFXJ1uHq8Sr1XRaFQMGPGDDp06EDjxo1V5WvWrGH8+PG4u7sjlUoRi8V88803dOig/X3N29ub8PBwmjRpQkpKCqtXr6Z9+/b8/fff1KtXT1Xvp59+KmTdARAXF8fQoUM5fPgwEi1xIG/fvs3u3bs5duwY7dq1A/IW3zVq1GDnzp0MGTIEyFvorl27ltatWwOwadMmGjRowOnTp2nVqhWWlpZIpVKtFkr5mTVrlkrxNXXqVIYPH86BAwdo3749AO+8847agvONN95Q23/Dhg3Y2tpy+PBh+vTpU6j9pKQkkpKScHV1VSv/6quvGDFiBHZ2djRr1owOHTowePBgVb/Vq1dHIpGoXJZehYSEBEJDQ7GysqJVq1bMmjWLoKAgVRyXevXqsWbNGjp37sz69eu19vn5559r3e+///2vQbK0b9+eOXPmAHkuUseOHeM///kP/v7+HDx4kEuXLhEfH69y0VuxYgU7d+7k119/ZcKECSxZsoQ5c+aoLKRq167NokWL+Pjjj1m4cKGqn9zcXEaPHs2ZM2c4duwY7u7ur3Tu8tOvXz/VtaYNJycntd9//PEHw4YNIz09HRcXFyIjI7G3t9fZRnJyMm5ubmRlZSGRSFi3bh3+/v4Gy7l3717u37/PkSNHcHNzA+C7776jYcOGNGzYEAsLCwDOnTtHamoqlpaWiMWF7SwKujYVFSsrKw4dOsSbb77JopdKcS8vL/bu3YtUWrRlva2tLWvXrkUikeDt7U3v3r05cOAA48ePB/KsvGbNmqWzjYJzryRxc3PjwYMHyOVyjedWwHAEBZCAgICAgICAgECZU/9cntWOKN8iyW7cOKqPHg0vFzfSl1/a9ZG/Xt0D+/PazRdTp9qAAa8l66RJk7h48WIhN5I1a9Zw8uRJdu3ahYeHB0eOHOHDDz/ExcWF7t27a2yrTZs2tGnTRvW7ffv2+Pr68uWXX7JmzRpVua2tLWKxWGMgVDs7O52LouvXryOVStUW23Z2dtSvX5+rV6+qyqRSqZpFjbe3N9WqVePq1au0atVKxxkpTNOmTVX/Vi7i87uHODk5ER8fr/odHx/PggUL+Ouvv4iLi0Mmk5Genq7VyiAjIwOgUKykTp06cefOHU6ePMmxY8f466+/WL16NaGhoWrBol8FpdIjLS2NevXq8csvv+Do6MjZs2e5deuWmrWKQqFALpdz9+5dGjRooLE9ffsplQ26aNu2baHfymDTZ8+eJTU1FTs7O7U6GRkZ3H5pEXf27Fmio6PVLH5kMhmZmZmkp6djbm4O5MW3MjEx4eTJk3oVLoZiZWWFlZVVkfbp2rUrFy5c4NmzZ3z99dcMHTqUU6dO4ejoqLOfCxcukJqayoEDB5gxYwa1a9emS5cuBvV58+ZNPDw81MajQYMG2NracunSJXx9fQGoW7cuKSkpWFtbl4iSIiMjg3HjxtG+fXt+/PFHZDIZK1asoFevXkRHRxdJwdSoUSM1hbGLiwuXLl1S/XZ0dNR5TksbMzMz5HI5WVlZr61Iq+oICqAKxt6f13D6nAJr82ze7R+IeePGiAQtqICAgICAgEAFR/xyoZkfkbExImNj1W9zvxZInZ3JjYvTHAdIJELq5IS5Xwvd7RoZvbKckydPZteuXRw5ckTNCiIjI4Pg4GB27NhB7969gTwlyIULF1ixYoVWBVBBxGIxLVu2VIvPAxAQEMD8+fMJDQ1VK69Tpw6bNm16peC7CoWi0H6a2nmVto3ynWPl/gXL8iuzxo4dy9OnT1m1ahUeHh6YmJjQtm1bsl/GfyqInZ0dIpGIxHwug/n77tixIx07dmTOnDksXryYsLAwZs+ejXG+66moREVFYW1tjYODA9bW1qpyuVzOe++9x5QpUwrtU1NHmAZd+7m7u+vMBKcL5fmWy+W4uLhw6NChQnWUmZrkcjmhoaEMHDiwUJ38yjV/f39+/PFH9u7dy4gRI15JLlm+2FyQZ4X23nvv6dxnw4YNav1ZWFhQt25d6tatS5s2bahXrx4bN25k7ty5WtsQi8XUrVsXgObNm3P16lU+/fRTgxVARkZGhWRXHk9+JUr+a0ITHTt25H//+59BfWpi69at3Lt3jxMnTqgUTFu3bsXW1pbff/9d5a5pCEYF7oEF5+P777/PDz/8oLONK1eu6Ly+i5Pnz59jbm4uKH+KAUEBVMG4d/sm1ZMGwPNYHgx9C9sRI3CeP6+sxRIQEBAQEBAQKHFEEglOwXN5PHUaiETqSqCXi16n4LmItLhCvQ4KhYLJkyezY8cODh06RK1atdS25+TkkJOTU+jLv0QiKVL6YoVCwYULFzQGU12wYAHHjx9XxXgxMzNj+/btWtMuK6lfvz65ubmcOnVK5QKWkJDAjRs31KxTcnNzOXPmjMra5/r16yQlJeHt7Q3kZenRtBAuDqKioli3bh29evUC4OHDh6pg15owNjamYcOGXLlyhYCAAJ1tN2zYkNzcXDIzMzE2Nn7l46hVq5bGc+3r68s///yjUjJok7dgn7r2k8vlBimA8seEUv5Wjpevry+xsbFIpVKtwZd9fX25fv26Ttkhz12rb9++BAUFIZFIDFI2xMXFqf2+c+dOoTaL6gJWEIVCQVZWll5ZXmefRo0a8ejRIx48eKBSeFy+fJmUlBS1+VPSLmDp6emIxWI1hazyd3GnSC9vLmCXL19WWVoJvB6CAqiCUcunE+cVp/C4n47Y3BzzIprjCggICAgICAhUZKwDAmD1KuKWfqoWEFrq5IRT8Ny87SXAxIkT2bp1K7///jtWVlbEvuzbxsYGMzMzrK2t6dy5Mx999BFmZmZ4eHhw+PBhvv/+e1auXKlqZ/To0bi5ufHpp58CedlzlJYMKSkprFmzhgsXLmiMASMWi9m6dSu+vr48fPiQdevWGRQAt06dOvTr14/x48ezYcMGrKysmDNnDm5ubrz55puqekZGRkyePJk1a9ZgZGTEpEmTaNOmjUoh5Onpyd27d7lw4QLu7u5YWVkVW/r3unXrsnnzZvz8/EhJSVGdR10EBgZy9OhRVQwdyMv6NHz4cPz8/LCzs+PKlSsEBwfTtWtXlYWGp6cnR44cYdiwYZiYmLy2S9Ps2bNp06YNEydOZPz48VhYWHD16lUiIyNVcZs09alrv9WrVxvU97Fjx1i+fDn9+/cnMjKSX375hT///BOA7t2707ZtW/r378+yZcuoX78+T548ISIigv79++Pn58eCBQvo06cPNWrUYMiQIYjFYi5evMilS5dYvHixWl8DBgxg8+bNjBo1CqlUyuDBg3XKFhsbS1hYGCNHjuT8+fNs3rwZkUjEtWvX8Pb2LpILWFpaGkuWLKFfv364uLiQkJDAunXrePTokSqGFRSeX59++il+fn7UqVOH7OxsIiIi+P7771m/fr1B/ULeNeXr68vIkSNZtWoVubm5fPjhh7zxxhu0aPGvtWFRXcCUWdRSU1N5+vQpFy5cUCk2AXbs2MHcuXO5du0akGeF9dFHHzFx4kQmT56MXC7ns88+QyqV0rVrV4OPxxCK6gL24MEDnj9/zoMHD5DJZKpjq1u3LpaWlgDcunWL1NRUYmNjycjIUNVp2LChXsu8qKgovYpeAQNRVHKSk5MVgCI5ObmsRXllsrOzFTt37lRkZ2erlcuyshTyrKwykkpAH9rGTaB8I4xbxUMYs4qJMG4Vj+IYs4yMDMWVK1cUGRkZry2PPDdXkXrylCJp9x+K1JOnFPLc/2/vzuOiKvc/gH+GfdgXxQFREEVwwySyVBTTXHHLXBJDyZvLTRC4SriLdtXUNDXTpMy99FcmV81AMkTcETQxDc0lNwxNdhSHmef3BzE5MsCoyDD4eb9evl5yznPO+R4ezpxzvvMsJc+8z8oA0Phv/fr1qjKZmZkiODhYODs7CzMzM+Hp6SmWLl0qlEqlqoy/v78YPXq06ufw8HDRuHFjYWJiIurXry969uwpjhw5Umksx48fFyEhIVrFrVAoRHZ2trh7964ICgoSNjY2QiqVil69eokLFy6oyq1fv17Y2NiIHTt2CHd3d2FiYiK6desmrl69qirz4MED8dZbbwlbW1u1cwcgdu7cKYQQ4sqVKwKAOHXqlGq7xMREAUBkZ2eXO16ZtLQ04evrK0xNTYWHh4f49ttvhaurq/jkk09UZR49jhBCnD9/XkilUpGTk6NatmDBAtGhQwdhb28vzMzMhLu7u5g0aZK4e/euqszRo0eFt7e3MDU1Fdq8DmmK/3EnTpwQPXr0EJaWlsLCwkJ4e3uL+fPnV3nMirYrqzeFQlHhMV1dXcXcuXPFsGHDhLm5uWjQoIFYvny5Wpm8vDwRGhoqnJ2dhbGxsWjUqJEYOXKkuHbtmqpMXFyc6Nixo5BKpcLa2lq0b99exMTEqNY//nvfvn27MDMzEzt27FDF8Wg9CSHEnDlzROvWrcXIkSOFmZmZaNGihdi+fbuoV6+eCAgIqPCcKnL//n3x5ptvCmdnZ2FiYiKcnJzEgAEDxIkTJ9TKPX59zZgxQzRr1kyYmZkJOzs70aFDB7Ft2za1bdavX1/l38GNGzfEoEGDhIWFhbCyshLDhg0Tf/75p1oZbersUZo+T1xdXSuNa9++faJTp07CxsZG2NnZiW7duomjR4+W2++jn0uPGz16tBg4cKDasrCwMOHv769V3BXtU9P5JCYmqsr4+/trLHPlypVK47tx44YwNjYW169ff+r4KvOk9aYrld0/nyTnIRFCUwfquiMvLw82NjbIzc2tsl9mbSWXy7F371707du3XH9Nqr1Yb/qJ9aZ/WGf6ifWmf6qjzh48eIArV66gSZMm5QbvpedDqVRq1Sphw4YNCA8PR05OTs0FVw2GDRuGdu3aVToGjD7Spt7c3NwQHh6u1gJKFzTFER0djdjYWFUrj9osOjoaBw4c0DhW0pPQ9lp7nq5evQoPDw+cO3dObRZBfRIcHIycnBzExsYCACIjI5Gbm4uYmJjncrzaUG/aqOz++SQ5j9p7hlTO+bMp2PZ/G3Hz6sWqCxMRERER1XFLlixRdTEh3YmKioKlpSVyc3N1HcoTi4+Px+LFi3UdRrWIi4vDuHHj9DL5k5ycDEtLS7VZ8YDS7mhl097Ts+MYQHrk8P5dUP7eE/t2n0A3wwVo9PkaGPDbMyIiIiJ6Qbm6uiI0NPSZ9tGnTx8kJydrXDd9+nRMnz79mfb/NJKTk1WzyWlSUFBQg9FULikpCXK5HACeeFr32uDo0aO6DqHaTJgwQdchPDVfX19Vi7FHk7qRkZE6iqhuYgJIj8iFMYQkG1b516EQ2Uz+EBEREVG1CA4ORnBwsK7D0Ikvv/wS9+/f17jO3t6+hqMp5evri4MHD1Y4oxRQ2t2nNnB1dS23LDo6GtHR0TUfDOktqVRa5Wx09OyYANIj/w6fDWNjY+T+9huMizgKOhERERHRs2rYsKGuQyhHKpXC3d291o9LQkT6hQkgPWTj5aXrEIiIiIiIiIhIjzCdTERERERERERUx7EFkJ64eP4YPt+bA2v57xgeFQQzz+a6DomIiIiIiIiI9ARbAOmJ4kIDGEgawSLbEvIb13UdDhERERERERHpEbYA0hMN3JxhqjwAW5EHiw4ddB0OEREREREREekRtgCq5e4XFuJ/y5ZCefoypNbm6LRsPgzMzXUdFhEREZFOKZUCNzOycSHlNm5mZEOpFLoOqUYpFApdh6AikUgQGxurk+OsW7cOPXtydtznqar6dXNzg0QigUQiQU5OTo3FRXXLgQMHVH9HgwYNUi1/5ZVX8P333+susDqGCaBabOuM2dgcGoc/r7SHXB6AP6+0x+bQOGydMVvXoRERERHpzKVTWdg0/QhiPzmFhHXnEPvJKWyafgSXTmXVyPEXLlwIiUSC8PDwCsuMHz8eEokEy5cvr3J/y5cvh6enJ6RSKRo1aoSIiAg8ePCgwvIJCQkYMmQIhKjZpFd0dDReeumlcsszMzPRp0+fGo0FAIqLizF79mzMmjVLtaywsBBRUVFwd3eHmZkZ6tevj65du2LPnj2qMm5ublrVS5lHX0wlEgnq16+PPn364JdfftF6H096TH0zb948ZGZmwsbGpkaO9zyvr5p2+PBhGBkZaby2NNmwYQO8vb1hZmYGmUyGkJCQ5xugFubPn4+OHTvC3Nwctra2Gstcu3YN/fv3h4WFBerVq4dJkybh4cOHqvUdO3ZEZmYmhg0bprbdrFmzMHXqVCiVyud5Ci8MJoBqqa0zZiPnrj/kxrZqy+XGtsi5688kEBEREb2QLp3KQtzasyjMKVZbXphTjLi1Z597EiglJQUxMTHw9vausExsbCyOHz8OZ2fnKve3detWTJ06FXPmzMH58+exbt06bN++HdOmTdNY/saNGwgMDERsbCwWLVr01OdRnWQyGUxNTWv8uDt27IClpSU6d+6sWjZhwgTExsZi1apV+O233xAXF4e33noLf/311zMfLyMjA5mZmfjhhx+QnZ2N3r17Izc395n3WxdYWVlBJpNBIpE892M9z+urpuXm5mLUqFHo3r27VuWXLVuGGTNmYOrUqfj111+xf/9+9OrV6zlHWbWHDx9i6NCh+Pe//61xvUKhQEBAAAoLC3Ho0CFs27YNO3bswOTJk1VlTExMIJPJIJVK1bYNCAhAbm4u4uPjn+s5vCiYAKqF7hcWojCzbekPj3+I/v1zYaY37hcW1nBkRERERM+HvFgBebFCrVWLokQJebECCnnpN79KpUDy9ouV7id5+0W17mCq/T6yTKF4um+SCwoKMHLkSHzxxRews7PTWObmzZsICQnB1q1bYWxsXOU+jx49ik6dOiEwMBBubm7o2bMnRowYgZMnT5YrK5fLMXToUNy9excAMHPmTCQmJmoVe3Z2NkaNGgU7OzuYm5ujT58+uHjxn9/lhg0bYGtri9jYWDRv3hxmZmbo0aMHrl+/rlo/d+5c/PLLL6qWMBs2bACg3kXo6tWrkEgk+L//+z907twZUqkUr7zyCi5cuICUlBT4+vrC0tISvXv3xp07d1THT0lJQY8ePVCvXj3Y2NjA398faWlplZ7Ttm3bMGDAALVlu3fvxvTp09G3b1+4ubnh5ZdfRmhoKEaPHg0A6Nq1K/744w9ERESozkNbjo6OkMlkaN++PZYuXYrbt2/j2LFjAIAjR46gS5cuqlYmkyZNQuHfz+qVHbOy7ari5uaGDz/8EIGBgbC0tISzszM+/fRTtTK5ubkYN24cHB0dYW1tjW7dupVrubR79268/PLLMDMzg7u7O+bOnYuSkpIKjztv3jw0aNAAp0+frrCMptZiy5cvh5ubm1bnVpHneX1V5tSpU+jSpQvMzc3VWoNJJBJcvXr1Kc+mtCVTYGAgOmgxxmt2djZmzpyJTZs2ITAwEE2bNkWrVq3Qv3//JzpmcHAwBg0ahI8//hhOTk5wcHDAxIkTIZfLn/Y0MHfuXERERKBNmzYa1+/btw/nzp3Dli1b0K5dO7zxxhtYunQpvvjiC+Tl5VW6b0NDQ/Tt2xfffPPNU8dH/2ACqBb64bNPITexK5/8KSORQG5ijx8++1TzeiIiIiI9ExOWhJiwJDwo+Ocl5NS+a4gJS8LBbRkAgMyLOeVa/jyuMKcYmRdzVD9vmnEEMWFJuHf7n5fq345kPlWMEydOREBAAN544w2N65VKJYKCghAZGYlWrVpptU8/Pz+kpqbixIkTAIDLly9j7969CAgIKFd28uTJqoQDUPqt+ogRI3Dr1q0qj/Puu+/i5MmT2LVrF44ePQohBPr27av20ldUVIT58+dj48aNOHz4MPLy8vD2228DAIYPH47JkyejVatWyMzMRGZmJoYPH17h8ebMmYOZM2ciLS0NRkZGGDFiBD744AOsWLECycnJuHTpEmbP/qdFe35+PkaPHo3k5GQcO3YMHh4e6Nu3L/Lz8ys8RnJyMnx9fdWWyWQy7N27t8Ltvv/+e7i4uKi6LGVmPt3fQlkrBblcjvT0dPTq1QuDBw/GmTNnsH37dhw6dEjVNaeiY1a1nTaWLFkCb29vpKWlYdq0aYiIiEBCQgIAQAiBgIAA3L59G3v37kVqaip8fHzQvXt33Lt3DwAQHx+Pd955B5MmTcK5c+ewdu1abNiwAfPnzy93LCEEwsLCsG7dOhw6dEjrLksV2bp1KywtLSv9t3XrVlX55319VUQul2PIkCEwMjLC4cOHceLECbz66quQyWTYvHkz6tevDwCwtraGi4sLrK2tNZ7L490k169fj0uXLmHOnDlaxZGQkAClUombN2+iRYsWcHFxwbBhw1RJ2ieRmJiIS5cuITExERs3bsSGDRtUCV2gtCVdVXVz7do1rY939OhRtG7dWq3VVq9evVBcXIzU1NQqt2/fvj2Sk5Of6BxJM84CVgvdv1tQreWIiIiI6oLCvMqTP09a7kls27YNaWlpSElJqbDMokWLYGRkhEmTJmm937fffht37tyBn58fhBAoKSnBv//9b0ydOlWt3Pbt28u17gCAP//8E8OGDUNSUhIMDQ01HuPSpUvYvXs3Dh8+jI4dOwIofflu1KgRYmNjMXToUAClL7qrVq3Cq6++CgDYuHEjWrRogRMnTqB9+/awtLSEkZERZDJZlec1ZcoUVdeUsLAwjBgxAvv370enTp0AAP/617/UXji7deumtv3atWthZ2eHpKQk9OvXr9z+c3JykJOTU64bUExMDEaOHAkHBwe0bdsWfn5+GDJkiOq49vb2MDQ0VHVZehp//fUX5s6dCysrK7Rv3x5TpkxBYGCgakwoDw8PrFy5Ev7+/lizZk2Fx1yyZEmF23322WdaxdKpUyfV30rz5s1x+PBhfPLJJ+jRowcSExORnp6OrKwsVRe9jz/+GLGxsfjuu+8wbtw4zJ8/H1OnTlW1kHJ3d8eHH36IDz74QC0xUVJSglGjRuHkyZM4fPgwXFxcnup396gBAwao/tYq0qBBA9X/n+f1VZn4+Hj88ccfOHjwIBo2bAigNHnTsmVLtGzZEhYWFgCAtLQ0FBQUwNLSEgYG5dtZPNq16eLFi5g6dSqSk5NhZKTdK/nly5ehVCqxYMECrFixAjY2Npg5cyZ69OiBM2fOwMTEROtzsrOzw6pVq2BoaAgvLy8EBARg//79GDt2LIDSVl5TpkypdB/adMErc/v2bbW6LIvBxMQEt2/frnL7hg0b4tq1a1AqlRp/t6Q9JoBqIWk9S1TREk5VjoiIiKguGLfCHwBgZPLPw327no3RtnsjGBiUtoq2sNZunJlHy42aX5rwMDL+Z79eHZ2eKLbr168jLCwM+/btg5mZmcYyqampWLFiBdLS0p6oW9GBAwcwf/58rF69Gq+++ip+//13hIWFwcnJSW1wYzs7OxgYGGgcCNXBwaHSl6KMjAwYGRmpvWw7ODjA09MT58+fVy0zMjJSa1Hj5eUFW1tbnD9/Hu3bt9f6nACojZFU9uL3aPeQBg0aICvrn/GasrKyMHv2bPz888/4888/oVAoUFRUVGErg/v37wNAufro0qULLl++jGPHjuHw4cP4+eefsWLFCsydO1ft9/k0ypIehYWF8PDwwLfffgtHR0ekpqbi999/V2utIoSAUqnElStX0KJFC437q2q7smRDZR7vOtShQwfVwMipqakoKCiAg4ODWpn79+/j0qVLqjIpKSlqLX4UCgUePHiAoqIimP89+3BERARMTU1x7Ngx1KtXr8q4tGFlZQUrKyutyj7v66syFy9ehKurq1p9tGjRAnZ2dkhPT4ePjw8AoFmzZsjLy4O1tXWl16NCoUBgYCDmzp2L5s2ba30uSqUScrkcK1euVM18980330AmkyExMfGJxgJq1aqVWsLYyckJ6enpqp8dHR3h6Oio9f60oanehBBa1adUKoVSqURxcXG5MYLoyTABVAsFTAzF5tC40gGgNV0QQsBYno2AiaE1HhsRERHR82BsWr71iqGRAQwfeVp18rCFha1ppd3ALO1M4eRhW/l+DZ/sG+TU1FRkZWXh5ZdfVi1TKBQ4ePAgVq1aheLiYiQnJyMrKwuNGzdWKzN58mQsX768wnFCZs2ahaCgILz33nsASpMkhYWFGDduHGbMmKF6kezZsydmzZqFuXPnqm3ftGlTbNy48akG39X08qVpP0+z70fHZynb/vFljyazgoODcefOHSxfvhyurq4wNTVFhw4d1GYJepSDgwMkEgmys7M1Hrtz587o3Lkzpk6div/+97+YN28eoqKinqiVxOOSk5NhbW2N+vXrw9raWrVcqVRi/PjxGlumPPr38LjKtnNxcXnqmarKft9KpRJOTk44cOBAuTJlMzUplUrMnTsXgwcPLlfm0eRajx498M033yA+Ph4jR458qrgUCoXaz1u3bsX48eMr3Wbt2rUYOXLkc7++KmNsbFwu9rLjP5pEefRvQpPOnTvjxx9/RH5+Pk6ePIlTp06puvsplUoIIWBkZIR9+/aVaxEHlCZpAKBly5aqZfXr10e9evWeqDtW2Tk96vHrccKECdiyZUul+zh37lylf9+PkslkOH78uNqy7OxsyOXyci2DNLl37x7Mzc2Z/KkGTADVQlILC1g4/YKcu/6AEOpJoL8HRrRwOgOpxRAdRUhERERU8wwMJOg83ANxa89WWMZvmIeqxVB16d69u9q340DpmDpeXl6IioqCoaEhgoKCyo0N1KtXLwQFBeHdd9+tcN9FRUXlXkINDQ0hhCg3zfvs2bNx5MgR1RgvUqkUO3bsqHDa5TKenp4oKSnB8ePHVV3A/vrrL1y4cEGtdUpJSQlOnjypau2TkZGBnJwceHl5ASidpUfTi3B1SE5OxurVq9G3b18Apa2uyga71sTExAQtW7bEuXPnVK0hKtKyZUuUlJTgwYMHMDExeerzaNKkicbftY+PD3799Vc0a9as0ngfP2Zl2ymVSq0SQI+OCVX2c1l9+fj44Pbt2zAyMqpw8GUfHx9kZGRUGjtQ2l2rf//+CAwMhKGhoWpsqMr8+eefaj9fvny53D617QJWE9dXRVq1aoUbN27g2rVrqoTH2bNnkZeXp3b9aNsFzNrautznyerVq/Hzzz/ju+++Q5MmTTTGUdaNMSMjQ9Ua7d69e7h79y5cXV21OhdtVXcXsA4dOmD+/PnIzMxUJbL27dsHU1NTtcR6Rc6ePatqaUXPhgmgWmrk/HnYOmM2CjPblg4I/TdjeTYsnM5g5Px5OoyOiIiISDeatnNE7/Gtkbz9olpLIEs7U/gN80DTdtXbbQEo7arSunVrtWUWFhZwcHBQLXdwcCjX1cbY2BgymQyenp6qZaNGjULDhg2xcOFCAED//v2xbNkytGvXTtVFZdasWRgwYEC5MX0MDAzw9ddfw8fHB9evX8fq1avRtm3bKuNv2rQpBgwYgLFjx2Lt2rWwsrLC1KlT0bBhQwwcOFAt3tDQUKxcuRLGxsYICQnBa6+9pkoIubm54cqVKzh9+jRcXFxgZWVVbdO/N2vWDJs3b4avry/y8vIQGRlZ5bf9vXr1wqFDh1Rj6AClM26NGDECvr6+cHBwwLlz5zB9+nS8/vrrqhYabm5uOHjwIN5++22Ympo+c5emqKgovPbaa5g4cSLGjh0LCwsLnD9/HgkJCapxmzQds7LtVqxYodWxDx8+jMWLF2PQoEFISEjAt99+ix9++AEA8MYbb6BDhw4YNGgQFi1aBE9PT9y6dQt79+7FoEGD4Ovri9mzZ6Nfv35o1KgRhg4dCgMDA5w5cwbp6en473//q3asN998E5s3b0ZQUBCMjIwwZEjlX0bfvn0b8+bNwzvvvINTp05h8+bNkEgk+O233+Dl5fVEXcBq4vqqSNeuXeHj44N33nkHy5cvR0lJCd5//31069ZNLXmhbRcwAwODcp8njo6OMDMzU1u+c+dOTJs2Db/99huA0jGeBg4ciLCwMMTExMDa2hrTpk2Dl5cXXn/9da3ORVtP2gXs2rVruHfvHq5duwaFQqGaIa5Zs2awtLREz5490bJlSwQFBWHJkiW4d+8epkyZgrFjx1bZcgooTRBXlegl7TABVIuNnD8P9wsL8cOqT3Hvxh3Yu9RHQEgoW/4QERHRC61pO0c0aVu/dFawvGJYWJd2+6rulj/Pw7Vr19ReDmfOnAmJRIKZM2fi5s2bqF+/Pvr3769xFiYAqFevHr777jts3rwZwcHBWh/3q6++QkREBPr164eHDx+iS5cu2Lt3r1pXEHNzc0RFRSEwMBA3btyAn58fvvrqK9X6t956C99//z1ef/115OTkYP369U8UQ1XxjRs3Du3atUPjxo2xYMGCKlsgjB07Fj4+PsjNzYWNjQ2A0qTQxo0bMX36dBQVFcHZ2Rn9+vVTm3Fs3rx5GD9+PJo2bYri4mKtW4JUxNvbG0lJSZgxYwY6d+4MIQSaNm2qNkuapmNqs11VJk+ejNTUVNWg1EuXLlWNBSORSLB3717MmDEDY8aMwZ07dyCTydClSxdVy5pevXphz549mDdvHhYvXgxjY2N4eXmpukw9bsiQIarZuAwMDDR2HSvTunVrXLhwAa1atUKTJk3w5ZdfYuLEiZgyZQr27Nmj9Tk+iae5vjZs2IB33323wr8DiUSCnTt3IiQkBF26dIGBgQH69OmjcVD26pSbm4uMjAy1ZZs2bUJERAQCAgJgYGAAf39/xMXFleteWZ3XpjZmz56NjRs3qn5u164dgNLZxrp27QpDQ0P88MMPeP/999GpUydIpVIEBgbi448/rnLfN2/exJEjR6rskkbakYhn/cSr5fLy8mBjY4Pc3Fytsou1kVwux969e9G3b99y/TWp9mK96SfWm/5hnekn1pv+qY46e/DgAa5cuYImTZpUOJgyVS+lUqlVq4QNGzYgPDwcOTk5NRdcNRg2bBjatWuHadOm6TqUaqVNvbm5uSE8PFytBZQuaIojOjoasbGxqpYgtVl0dDQOHDigcaykJ6HttfY8Xb16FR4eHjh37hw8PDx0EsOzCg4ORk5ODmJjYwEAkZGRyM3NRUxMzHM5Xm2oN21Udv98kpxH7T1DIiIiIiKiSixZsgSWlpwZV9eioqJgaWmJ3NxcXYfyxOLj47F48WJdh1Et4uLiMG7cOL1M/iQnJ8PS0lJtVjygtDvahx9+qKOo6h52ASMiIiIiIr3k6uqK0NBnmxm3T58+SE5O1rhu+vTpmD59+jPt/2kkJycjICCgwvUFBQU1GE3lkpKSIJfLAUDrMX1qk6NHj+o6hGozYcIEXYfw1Hx9fVUtxh5N6kZGRuooorqJCSAiIiIiohdccHBwjY4ZUpt8+eWXuH//vsZ19vb2NRxNKV9fXxw8eLDCGaUAVDj1eU3TNANVdHQ0oqOjaz4Y0ltSqbTK2ejo2TEBREREREREL6yGDRvqOoRypFIp3N3da/24JESkX/hpQkREREQ1qo7PQUJERFStquu+yQQQEREREdWIstnDioqKdBwJERGR/ii7bz7rzKnsAkZERERENcLQ0BC2trbIysoCAJibm0Mikeg4qrpNqVTi4cOHePDgAbsS6RHWm/5hnemn2l5vQggUFRUhKysLtra2MDQ0fKb9MQFERERERDVGJpMBgCoJRM+XEAL379+HVCplsk2PsN70D+tMP+lLvdna2qrun8+CCSAiIiIiqjESiQROTk5wdHRUTR1Nz49cLsfBgwfRpUuXZ+46QDWH9aZ/WGf6SR/qzdjY+Jlb/pRhAoiIiIiIapyhoWG1PdBSxQwNDVFSUgIzM7Na+3JD5bHe9A/rTD+9aPVW+zq5ERERERERERFRtWICiIiIiIiIiIiojmMCiIiIiIiIiIiojqvzYwAJIQAAeXl5Oo7k6cnlchQVFSEvL++F6JdYV7De9BPrTf+wzvQT603/sM70E+tNP7He9A/rTD/VhXory3WU5T4qU+cTQPn5+QCARo0a6TgSIiIiIiIiIqLql5+fDxsbm0rLSIQ2aSI9plQqcevWLVhZWUEikeg6nKeSl5eHRo0a4fr167C2ttZ1OKQl1pt+Yr3pH9aZfmK96R/WmX5ivekn1pv+YZ3pp7pQb0II5Ofnw9nZGQYGlY/yU+dbABkYGMDFxUXXYVQLa2trvf2jfJGx3vQT603/sM70E+tN/7DO9BPrTT+x3vQP60w/6Xu9VdXypwwHgSYiIiIiIiIiquOYACIiIiIiIiIiquOYANIDpqammDNnDkxNTXUdCj0B1pt+Yr3pH9aZfmK96R/WmX5ivekn1pv+YZ3ppxet3ur8INBERERERERERC86tgAiIiIiIiIiIqrjmAAiIiIiIiIiIqrjmAAiIiIiIiIiIqrjmAAiIiIiIiIiIqrjmACqRQ4ePIj+/fvD2dkZEokEsbGxqnVyuRxRUVFo06YNLCws4OzsjFGjRuHWrVu6C5iwcOFCvPLKK7CysoKjoyMGDRqEjIyMCsuPHz8eEokEy5cvr7kgqZw1a9bA29sb1tbWsLa2RocOHfDjjz+qlTl//jwGDBgAGxsbWFlZ4bXXXsO1a9d0FDE9buHChZBIJAgPD1ctKygoQEhICFxcXCCVStGiRQusWbNGd0ESAODmzZt455134ODgAHNzc7z00ktITU1VrRdCIDo6Gs7OzpBKpejatSt+/fVXHUZMbm5ukEgk5f5NnDiRzyO1VElJCWbOnIkmTZpAKpXC3d0d8+bNg1Kp1FiezyO1R35+PsLDw+Hq6gqpVIqOHTsiJSVFrQyfSXSnsvczQLt72O3btxEUFASZTAYLCwv4+Pjgu+++q8GzePFUx3t1cXExQkNDUa9ePVhYWGDAgAG4ceNGDZ9J9WMCqBYpLCxE27ZtsWrVqnLrioqKkJaWhlmzZiEtLQ3ff/89Lly4gAEDBuggUiqTlJSEiRMn4tixY0hISEBJSQl69uyJwsLCcmVjY2Nx/PhxODs76yBSepSLiws++ugjnDx5EidPnkS3bt0wcOBA1Q370qVL8PPzg5eXFw4cOIBffvkFs2bNgpmZmY4jJwBISUlBTEwMvL291ZZHREQgLi4OW7Zswfnz5xEREYHQ0FD873//01GklJ2djU6dOsHY2Bg//vgjzp07h6VLl8LW1lZVZvHixVi2bBlWrVqFlJQUyGQy9OjRA/n5+boL/AWXkpKCzMxM1b+EhAQAwNChQ/k8UkstWrQIn3/+OVatWoXz589j8eLFWLJkCT799NNyZfk8Uru89957SEhIwObNm5Geno6ePXvijTfewM2bNwHwmUTXKns/A7S7hwUFBSEjIwO7du1Ceno6Bg8ejOHDh+PUqVM1dRovnOp4rw4PD8fOnTuxbds2HDp0CAUFBejXrx8UCkVNncbzIahWAiB27txZaZkTJ04IAOKPP/6omaCoSllZWQKASEpKUlt+48YN0bBhQ3H27Fnh6uoqPvnkE90ESBWys7MTX375pRBCiOHDh4t33nlHxxGRJvn5+cLDw0MkJCQIf39/ERYWplrXqlUrMW/ePLXyPj4+YubMmTUcJZWJiooSfn5+Fa5XKpVCJpOJjz76SLXswYMHwsbGRnz++ec1ESJpISwsTDRt2lQolUqN6/k8onsBAQFizJgxassGDx5c7l7G55HapaioSBgaGoo9e/aoLW/btq2YMWOGEILPJLXJ4+9n2t7DLCwsxKZNm9T2ZW9vr3rupOfrad6rc3JyhLGxsdi2bZuqzM2bN4WBgYGIi4t7nuE+d2wBpMdyc3MhkUjUvkkl3crNzQUA2Nvbq5YplUoEBQUhMjISrVq10lVoVAGFQoFt27ahsLAQHTp0gFKpxA8//IDmzZujV69ecHR0xKuvvlquyS/pxsSJExEQEIA33nij3Do/Pz/s2rULN2/ehBACiYmJuHDhAnr16qWDSAkAdu3aBV9fXwwdOhSOjo5o164dvvjiC9X6K1eu4Pbt2+jZs6dqmampKfz9/XHkyBFdhEyPefjwIbZs2YIxY8ZAIpFoLMPnEd3z8/PD/v37ceHCBQDAL7/8gkOHDqFv376qMnweqX1KSkqgUCjKteaRSqU4dOgQn0lqOW3vYX5+fti+fTvu3bsHpVKJbdu2obi4GF27dtVB1KTJ4/ex1NRUyOVytbp1dnZG69at9f75hAkgPfXgwQNMnToVgYGBsLa21nU4hNI+wP/5z3/g5+eH1q1bq5YvWrQIRkZGmDRpkg6jo8elp6fD0tISpqammDBhAnbu3ImWLVsiKysLBQUF+Oijj9C7d2/s27cPb775JgYPHoykpCRdh/1C27ZtG9LS0rBw4UKN61euXImWLVvCxcUFJiYm6N27N1avXg0/P78ajpTKXL58GWvWrIGHhwfi4+MxYcIETJo0CZs2bQJQOi4CADRo0EBtuwYNGqjWkW7FxsYiJycHwcHBGtfzeaR2iIqKwogRI+Dl5QVjY2O0a9cO4eHhGDFihKoMn0dqHysrK3To0AEffvghbt26BYVCgS1btuD48ePIzMzkM0ktp+09bPv27SgpKYGDgwNMTU0xfvx47Ny5E02bNq3ReEkzTfex27dvw8TEBHZ2dmpl68LziZGuA6AnJ5fL8fbbb0OpVGL16tW6Dof+FhISgjNnzuDQoUOqZampqVixYgXS0tIq/OaUdMPT0xOnT59GTk4OduzYgdGjRyMpKUmV+R84cCAiIiIAAC+99BKOHDmCzz//HP7+/jqM+sV1/fp1hIWFYd++fRWOe7By5UocO3YMu3btgqurKw4ePIj3338fTk5OGlsM0fOnVCrh6+uLBQsWAADatWuHX3/9FWvWrMGoUaNU5R7/fBRC8DOzlli3bh369OmjcbwYPo/UHtu3b8eWLVvw9ddfo1WrVjh9+jTCw8Ph7OyM0aNH83mkFtu8eTPGjBmDhg0bwtDQED4+PggMDERaWppqEG8+k9RuVd3DZs6ciezsbPz000+oV68eYmNjMXToUCQnJ6NNmzY1HS494knvY3Xh+YQtgPSMXC7HsGHDcOXKFSQkJPDbtloiNDQUu3btQmJiIlxcXFTLk5OTkZWVhcaNG8PIyAhGRkb4448/MHnyZLi5uekuYIKJiQmaNWsGX19fLFy4EG3btsWKFStQr149GBkZoWXLlmrlW7RowRk3dCg1NRVZWVl4+eWXVddSUlISVq5cCSMjIxQWFmL69OlYtmwZ+vfvD29vb4SEhGD48OH4+OOPdR3+C8vJyanSa0kmkwFAuW/TsrKyyn2jSjXvjz/+wE8//YT33nuv3Do+j9QukZGRmDp1Kt5++220adMGQUFBiIiIULWY5PNI7dW0aVMkJSWhoKAA169fx4kTJyCXy9GkSRM+k9Ry2tzDLl26hFWrVuGrr75C9+7d0bZtW8yZMwe+vr747LPPajxm+kdl9zGZTIaHDx8iOztbbZu68HzCBJAeKfsjvXjxIn766Sc4ODjoOqQXnhACISEh+P777/Hzzz+jSZMmauuDgoJw5swZnD59WvXP2dkZkZGRiI+P11HUpIkQAsXFxTAxMcErr7yCjIwMtfUXLlyAq6urjqKj7t27Iz09Xe1a8vX1xciRI3H69GkoFArI5XIYGKjf1gwNDSucBpmev06dOlV6LTVp0gQymUw1yxRQOuZMUlISOnbsWKOxUnnr16+Ho6MjAgIC1JbzeaT2KSoqqvTzj88jtZ+FhQWcnJyQnZ2N+Ph4DBw4kM8ktZw297CioiIA4PNJLVPVfezll1+GsbGxWt1mZmbi7Nmzev98wi5gtUhBQQF+//131c9XrlzB6dOnYW9vD2dnZwwZMgRpaWnYs2cPFAqFKttsb28PExMTXYX9Qps4cSK+/vpr/O9//4OVlZWqTmxsbCCVSuHg4FDuA8XY2BgymQyenp66CJkATJ8+HX369EGjRo2Qn5+Pbdu24cCBA4iLiwNQ+k3q8OHD0aVLF7z++uuIi4vD7t27ceDAAd0G/gKzsrJSG1sLKH1YdnBwUC339/dHZGQkpFIpXF1dkZSUhE2bNmHZsmW6CJkAREREoGPHjliwYAGGDRuGEydOICYmBjExMQBKm82Hh4djwYIF8PDwgIeHBxYsWABzc3MEBgbqOPoXm1KpxPr16zF69GgYGf3zuFhSUsLnkVqof//+mD9/Pho3boxWrVrh1KlTWLZsGcaMGQMAfB6pxeLj4yGEgKenJ37//XdERkbC09MT7777LgA+k+haZe9njRs3rvIe5uXlhWbNmmH8+PH4+OOP4eDggNjYWCQkJGDPnj26Oq0671nfq21sbPCvf/0LkydPhoODA+zt7TFlyhS0adNG/4cV0N0EZPS4xMREAaDcv9GjR4srV65oXAdAJCYm6jr0F1ZFdbJ+/foKt+G0q7o3ZswY4erqKkxMTET9+vVF9+7dxb59+9TKrFu3TjRr1kyYmZmJtm3bitjYWB1FSxV5fBr4zMxMERwcLJydnYWZmZnw9PQUS5curXDqaqoZu3fvFq1btxampqbCy8tLxMTEqK1XKpVizpw5QiaTCVNTU9GlSxeRnp6uo2ipTHx8vAAgMjIy1JbzeaR2ysvLE2FhYaJx48bCzMxMuLu7ixkzZoji4uIKt+HzSO2wfft24e7uLkxMTIRMJhMTJ04UOTk5amX4TKI7lb2fCaHdPezChQti8ODBwtHRUZibmwtvb+9y08JT9aqO9+r79++LkJAQYW9vL6RSqejXr5+4du2a7k6qmkiEEOL5pZeIiIiIiIiIiEjXOAYQEREREREREVEdxwQQEREREREREVEdxwQQEREREREREVEdxwQQEREREREREVEdxwQQEREREREREVEdxwQQEREREREREVEdxwQQEREREREREVEdxwQQEREREREREVEdxwQQERERUTUJDg7GoEGDdB0GERERUTkSIYTQdRBEREREdUFubi6EELC1tdV1KERERERqmAAiIiIiIiIiIqrj2AWMiIiI6BFKpRKLFi1Cs2bNYGpqisaNG2P+/PkAgPT0dHTr1g1SqRQODg4YN24cCgoKVNs+3gWsa9eumDRpEj744APY29tDJpMhOjpa7XjR0dFo3LgxTE1N4ezsjEmTJtXEaRIREdELhgkgIiIiokdMmzYNixYtwqxZs3Du3Dl8/fXXaNCgAYqKitC7d2/Y2dkhJSUF3377LX766SeEhIRUur+NGzfCwsICx48fx+LFizFv3jwkJCQAAL777jt88sknWLt2LS5evIjY2Fi0adOmJk6TiIiIXjDsAkZERET0t/z8fNSvXx+rVq3Ce++9p7buiy++QFRUFK5fvw4LCwsAwN69e9G/f3/cunULDRo0QHBwMHJychAbGwugtAWQQqFAcnKyaj/t27dHt27d8NFHH2HZsmVYu3Ytzp49C2Nj4xo7TyIiInrxsAUQERER0d/Onz+P4uJidO/eXeO6tm3bqpI/ANCpUycolUpkZGRUuE9vb2+1n52cnJCVlQUAGDp0KO7fvw93d3eMHTsWO3fuRElJSTWdDREREdE/mAAiIiIi+ptUKq1wnRACEolE47qKlgMo17JHIpFAqVQCABo1aoSMjAx89tlnkEqleP/999GlSxfI5fKniJ6IiIioYkwAEREREf3Nw8MDUqkU+/fvL7euZcuWOH36NAoLC1XLDh8+DAMDAzRv3vypjymVSjFgwACsXLkSBw4cwNGjR5Genv7U+yMiIiLSxEjXARARERHVFmZmZoiKisIHH3wAExMTdOrUCXfu3MGvv/6KkSNHYs6cORg9ejSio6Nx584dhIaGIigoCA0aNHiq423YsAEKhQKvvvoqzM3NsXnzZkilUri6ulbzmREREdGLjgkgIiIiokfMmjULRkZGmD17Nm7dugUnJydMmDAB5ubmiI+PR1hYGF555RWYm5vjrbfewrJly576WLa2tvjoo4/wn//8BwqFAm3atMHu3bvh4OBQjWdERERExFnAiIiIiIiIiIjqPI4BRERERERERERUxzEBRERERERERERUxzEBRERERERERERUxzEBRERERERERERUxzEBRERERERERERUxzEBRERERERERERUxzEBRERERERERERUxzEBRERERERERERUxzEBRERERERERERUxzEBRERERERERERUxzEBRERERERERERUx/0/sRCZweV9TAYAAAAASUVORK5CYII=\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
}