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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Generative Model Tutorial\n", | |
"\n", | |
"In this lecture you'll learn:\n", | |
"\n", | |
"* How to build generative models that take into account knowledge we have about the data generation process\n", | |
"* How can apply Bayes formula to reason backwards from observed data to unobservable hidden causes\n", | |
"* How to model time-varying processes\n", | |
"* How to iteratively improve a model\n", | |
"\n", | |
"This notebooks explains the model powering https://rt.live with its nowcast of the effective reproduction number. It is based on [version 1.0.0](https://github.com/rtcovidlive/covid-model/commit/50bf8e4ace5b973b3d323f058ad613d4b02f4c2f) of the model.\n", | |
"\n", | |
"## What is Rt?\n", | |
"$R_0$ (\"R-naught\") describes the reproduction factor of a disease -- i.e. how many other people does one infected person pass the disease to. If this quantity is larger than 1 we have an epidemic on our hands, as is the case for COVID-19. \n", | |
"\n", | |
"$R_0$ assumes, however, that there are no counter-measures being implemented to curb spread of the virus. Thus, the more critical measure to track is $R_e(t)$ -- the time-changing effective reproduction factor, i.e. on a given day $t$, how many people does one person infect. \n", | |
"\n", | |
"As lockdowns and social distancing measures are put in place we expect this quantity to drop, ideally below the critical quantity of 1 because then, over time, the disease would just wimper out.\n", | |
"\n", | |
"Usually we'd extract $R_e(t)$ from something like an [SIR (susceptible-infected-recovered) model](https://en.wikipedia.org/wiki/Compartmental_models_in_epidemiology) or an SEIR (which adds an exposed category), which are classic epidemiological compartment models. \n", | |
"\n", | |
"An SIR model is in fact what `rt.live` used in the beginning. However, SIR/SEIR models are also just approximations of the real thing and come with quite a few assumptions baked in. The current model is simpler and makes fewer assumptions. In addition, the SIR model is described as an ODE which causes various technical problems. Solving the ODE is quite time-intensive and while closed-form approximations exist and are faster, we found that they are quite unreliable.\n", | |
"\n", | |
"Instead, the current model uses a simple generative logic to explain how a initial pool of infected people spreads the disease at each time-point, according to the current reproduction factor.\n", | |
"\n", | |
"## The generative model\n", | |
"\n", | |
"We need the package from the rtlive repo to download data and get our distributions." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>country</th>\n", | |
" <th>state</th>\n", | |
" <th>type</th>\n", | |
" <th>confirmed</th>\n", | |
" <th>critical_estimate</th>\n", | |
" <th>days_since_100</th>\n", | |
" <th>deaths</th>\n", | |
" <th>new_cases</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>date</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>2020-03-28</th>\n", | |
" <td>Afghanistan</td>\n", | |
" <td>NaN</td>\n", | |
" <td>confirmed</td>\n", | |
" <td>106</td>\n", | |
" <td>5.3</td>\n", | |
" <td>0.0</td>\n", | |
" <td>2</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2020-03-29</th>\n", | |
" <td>Afghanistan</td>\n", | |
" <td>NaN</td>\n", | |
" <td>confirmed</td>\n", | |
" <td>114</td>\n", | |
" <td>5.7</td>\n", | |
" <td>1.0</td>\n", | |
" <td>4</td>\n", | |
" <td>8.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2020-03-30</th>\n", | |
" <td>Afghanistan</td>\n", | |
" <td>NaN</td>\n", | |
" <td>confirmed</td>\n", | |
" <td>114</td>\n", | |
" <td>5.7</td>\n", | |
" <td>2.0</td>\n", | |
" <td>4</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2020-03-31</th>\n", | |
" <td>Afghanistan</td>\n", | |
" <td>NaN</td>\n", | |
" <td>confirmed</td>\n", | |
" <td>166</td>\n", | |
" <td>8.3</td>\n", | |
" <td>3.0</td>\n", | |
" <td>4</td>\n", | |
" <td>52.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2020-04-01</th>\n", | |
" <td>Afghanistan</td>\n", | |
" <td>NaN</td>\n", | |
" <td>confirmed</td>\n", | |
" <td>192</td>\n", | |
" <td>9.6</td>\n", | |
" <td>4.0</td>\n", | |
" <td>4</td>\n", | |
" <td>26.0</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" country state type confirmed critical_estimate \\\n", | |
"date \n", | |
"2020-03-28 Afghanistan NaN confirmed 106 5.3 \n", | |
"2020-03-29 Afghanistan NaN confirmed 114 5.7 \n", | |
"2020-03-30 Afghanistan NaN confirmed 114 5.7 \n", | |
"2020-03-31 Afghanistan NaN confirmed 166 8.3 \n", | |
"2020-04-01 Afghanistan NaN confirmed 192 9.6 \n", | |
"\n", | |
" days_since_100 deaths new_cases \n", | |
"date \n", | |
"2020-03-28 0.0 2 NaN \n", | |
"2020-03-29 1.0 4 8.0 \n", | |
"2020-03-30 2.0 4 0.0 \n", | |
"2020-03-31 3.0 4 52.0 \n", | |
"2020-04-01 4.0 4 26.0 " | |
] | |
}, | |
"execution_count": 1, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"import warnings\n", | |
"\n", | |
"warnings.simplefilter(action=\"ignore\", category=FutureWarning)\n", | |
"\n", | |
"import arviz as az\n", | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"import pymc3 as pm\n", | |
"import seaborn as sns\n", | |
"import theano\n", | |
"import theano.tensor as tt\n", | |
"\n", | |
"sns.set_context(\"talk\")\n", | |
"import covid.data\n", | |
"import covid.patients\n", | |
"import load_covid_data\n", | |
"from covid.data import get_and_process_covidtracking_data, summarize_inference_data\n", | |
"from covid.models.generative import GenerativeModel\n", | |
"from covid.patients import get_delay_distribution\n", | |
"from matplotlib import pyplot as plt\n", | |
"from scipy import stats\n", | |
"\n", | |
"covid.data.np = np\n", | |
"%config InlineBackend.figure_format = 'retina'\n", | |
"\n", | |
"# Monkey-patch get_delay_distribution\n", | |
"def _get_delay_distribution():\n", | |
" import pathlib\n", | |
"\n", | |
" return pd.read_csv(pathlib.Path(\"..\") / \"data\" / \"p_delay.csv\", squeeze=True)\n", | |
"\n", | |
"\n", | |
"covid.patients.get_delay_distribution = _get_delay_distribution\n", | |
"import covid.models.generative\n", | |
"\n", | |
"covid.models.generative.get_delay_distribution = _get_delay_distribution\n", | |
"\n", | |
"# There is a bug in the prior sampling of the GaussianRandomWalk,\n", | |
"# this monkey-patches a fix. This should be fixed soon in PyMC3.\n", | |
"def _random(self, sigma, mu, size, sample_shape):\n", | |
" \"\"\"Implement a Gaussian random walk as a cumulative sum of normals.\"\"\"\n", | |
" if size[len(sample_shape)] == sample_shape:\n", | |
" axis = len(sample_shape)\n", | |
" else:\n", | |
" axis = len(size) - 1\n", | |
" rv = stats.norm(mu, sigma)\n", | |
" data = rv.rvs(size).cumsum(axis=axis)\n", | |
" data = np.array(data)\n", | |
" if len(data.shape) > 1:\n", | |
" for i in range(data.shape[0]):\n", | |
" data[i] = data[i] - data[i][0]\n", | |
" else:\n", | |
" data = data - data[0]\n", | |
" return data\n", | |
"\n", | |
"\n", | |
"pm.GaussianRandomWalk._random = _random\n", | |
"\n", | |
"sampler_kwargs = {\n", | |
" \"chains\": 4,\n", | |
" \"cores\": 4,\n", | |
" \"return_inferencedata\": True,\n", | |
" \"random_seed\": 42,\n", | |
"}\n", | |
"np.random.seed(sampler_kwargs[\"random_seed\"])\n", | |
"\n", | |
"df = load_covid_data.load_data(drop_states=True, filter_n_days_100=2)\n", | |
"countries = df.country.unique()\n", | |
"n_countries = len(countries)\n", | |
"df = df.loc[lambda x: (x.days_since_100 >= 0)]\n", | |
"df[\"new_cases\"] = df.confirmed.diff()\n", | |
"df.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"p_delay = covid.models.generative.get_delay_distribution()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"While before we looked at cumulative confirmed cases, it makes more sense to look at new daily cases. This also gets around the problem that our previous models all allowed cases to also go down over time, while the data generating process did not allow that." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 720x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 537, | |
"width": 674 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"country = \"US\"\n", | |
"df_country = df.loc[lambda x: (x.country == country)].iloc[1:151]\n", | |
"\n", | |
"fig, ax = plt.subplots(figsize=(10, 8))\n", | |
"new_cases = df_country.new_cases\n", | |
"new_cases.plot(ax=ax)\n", | |
"ax.set(ylabel=\"New cases\", title=country)\n", | |
"sns.despine()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Let's assume that for an idealized disease we start with a single infected patient (primary infection) on day $0$ that is infectous for a single day only and on that day goes on to infect 2 people (secondary infection) which become sick the next day. This disease thus has a reproduction factor $R_0$ of 2. We could write that on day $t$ the number of newly infected $y_t$ is:\n", | |
"\n", | |
"$$ y_t = y_{t-1} \\cdot R_0 $$\n", | |
"\n", | |
"Quite simple. This logic gives rise to the classic exponential growth pattern we see in epidemics:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Code optimized for readability, not speed\n", | |
"n_days = 10\n", | |
"ts = np.arange(n_days)\n", | |
"R0 = 2\n", | |
"y = np.zeros(n_days)\n", | |
"\n", | |
"y[0] = 1 # starting with 1 infected\n", | |
"for t in ts[1:]:\n", | |
" y[t] = y[t - 1] * R0" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 519, | |
"width": 748 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(figsize=(12, 8))\n", | |
"ax.plot(ts, y)\n", | |
"ax.set(\n", | |
" xlabel=\"time\",\n", | |
" ylabel=\"newly infected\",\n", | |
" title=\"Growth of idealized disease with $R_0 = 2$\",\n", | |
")\n", | |
"sns.despine();" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Building a model\n", | |
"\n", | |
"In order to build this recursive nature into `PyMC3` we need to loop inside our model. Because PyMC3 compiles everything to `theano` we can't just use a Python loop. Fortunately, `theano` has its own looping logic in the form of `scan`. Unfortunately, the syntax is quite confusing. Do not worry about all the individual arguments too much, but see that our generative logic is implemented as a lambda function passed to `fn`. `scan` will then loop through `sequences` and update `y` in every iteration.\n", | |
"\n", | |
"Here we also make use of `Deterministic` for the first time. All that does is to save a variable of your model in the trace. If you have any expression consisting of other random variables it's often convenient to record them along with the parameter posteriors." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"len_observed = len(new_cases)\n", | |
"\n", | |
"with pm.Model() as model_r0:\n", | |
" # r0 can only be positive\n", | |
" r0 = pm.Lognormal(\"r0\", np.log(0.2), 0.1)\n", | |
"\n", | |
" # Define a seed population\n", | |
" seed = pm.Exponential(\"seed\", 0.01)\n", | |
" y0 = tt.zeros(len_observed)\n", | |
" y0 = tt.set_subtensor(y0[0], seed)\n", | |
" # Apply the recursive algorithm from above\n", | |
" outputs, _ = theano.scan(\n", | |
" fn=lambda t, y, r0: tt.set_subtensor(y[t], tt.sum(r0 * y)),\n", | |
" sequences=[tt.arange(1, len_observed)],\n", | |
" outputs_info=y0,\n", | |
" non_sequences=r0,\n", | |
" n_steps=len_observed - 1,\n", | |
" )\n", | |
" infections = pm.Deterministic(\"infections\", outputs[-1])\n", | |
"\n", | |
" # Stop infections from taking on unreasonably large values that break\n", | |
" # the NegativeBinomial\n", | |
" infections = tt.clip(infections, 0, 10_000_000)\n", | |
"\n", | |
" # Likelihood\n", | |
" pm.NegativeBinomial(\n", | |
" \"obs\", infections, alpha=pm.Gamma(\"alpha\", mu=6, sigma=1), observed=new_cases\n", | |
" )" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"with model_r0:\n", | |
" prior_pred_r0 = pm.sample_prior_predictive()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 288, | |
"width": 448 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.plot(prior_pred_r0[\"infections\"].T, color=\"0.5\", alpha=0.05)\n", | |
"plt.plot(new_cases.values)\n", | |
"plt.ylim(0, 100_000)\n", | |
"plt.xlabel(\"Days\")\n", | |
"plt.ylabel(\"New cases\");" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"Auto-assigning NUTS sampler...\n", | |
"Initializing NUTS using jitter+adapt_diag...\n", | |
"Sequential sampling (1 chains in 1 job)\n", | |
"NUTS: [alpha, seed, r0]\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
"<style>\n", | |
" /* Turns off some styling */\n", | |
" progress {\n", | |
" /* gets rid of default border in Firefox and Opera. */\n", | |
" border: none;\n", | |
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n", | |
" background-size: auto;\n", | |
" }\n", | |
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", | |
" background: #F44336;\n", | |
" }\n", | |
"</style>\n" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
" <div>\n", | |
" <progress value='2000' class='' max='2000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n", | |
" 100.00% [2000/2000 00:37<00:00 Sampling chain 0, 0 divergences]\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"Sampling 1 chain for 1_000 tune and 1_000 draw iterations (1_000 + 1_000 draws total) took 37 seconds.\n", | |
"Only one chain was sampled, this makes it impossible to run some convergence checks\n" | |
] | |
} | |
], | |
"source": [ | |
"with model_r0:\n", | |
" trace = pm.sample(chains=1, cores=1)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"Got error No model on context stack. trying to find log_likelihood in translation.\n", | |
"Got error No model on context stack. trying to find log_likelihood in translation.\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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ygych+cuGiIiIiIiIiKjgGKQlSonGE3j/T/ZibDoOAHj79Stx88bmArfKHyWhAD7zuq34y5vXZp77r3uO4Z9+eRCxeKKALSMiIiIiIiIiIgZpiVI+d99x7GsfBABcsrgaH3nxxsI2yGdCCPztCzfgU6/ajECqvO6PnzqHv/jBLoxPxwrbOCIiIiIiIiKiBYxBWiIAu9oG8LWHTwEAIuEAvvjGbYiEi7MOrZ03X7MC33zrdpSlPt/9R7vxxm88iZ6RqQK3jIiIiIiIyBlWbiOi+YZBWlrwJqbj+Nuf7kMi9SX/Ty+5BGubqwrbqDx73iUt+N8/vxYNFSUAgH0dQ3jZFx/LZBITEREREREREdHsYZCWFrz/vOcozvSOAQBuWNuIN1+zosAtmh3bltXiF++9HqsaKwAAncOTuO3rT+BnuzoK3DIiIiIiIiJrEkylJaL5hUFaWtCePN2H/3n8LACgqjSE/3jtFgTSBVsXgBUNFfjle3fgueubAADTsQT+9qf78LFfH0KUA4oREREREdEcxXIHRDTfMEhLC9bEdBx/97N9mcf/8rJLsbS2rIAtKoya8jC+8/ar8J6b1mSe++7Os3jzN5/CxaGJAraMiIiIiIiIiGhhYJCWFqwvPnAC7f3JIOQtG5tx25WtBW5R4QQDAh9+0UZ8+U1XZAYUe/psP17yhUfx4NHuAreOiIiIFqLhySh2nxtA1/BkoZtCRHOA1KXOMpGWiOYbBmlpQTrZPYJvPnoaAFBeEsQnX7kZQiycMgdm/mTLYtz1vuuxuilZp3ZgPIp3fPcZ/NvdR1j+gIiIiGbV4yd60d4/jidP9xW6KUQ0B7C8ARHNdwzS0oIjpcQ///IgovHkt/wHn78OSxZgmQMzGxdV4zd/eQNeffnSzHNff+Q0Xv/1J3B+kOUPiIiIaHZM8wYxEWkwRktE8x2DtLTg/HLveTx5uh8AsKGlCu/YsarALZp7KkpD+MzrtuK/XrslU/5g97lBvOQLj+KPh7sK3DoiIiJaaPTdnIlo4TGUO+B5gYjmGQZpaUEZmojiU787knn8yVdtRjjIw0BFCIHbti/Dr/9yB9Y1VwJIrr/bv/8sPvnbw5iOMbuFiIiIZgdjMUTE0wARzXeMTtGC8t/3HEPv6DQA4LYrW3HVyvoCt2juW9dShV//5Q143faZgdW+9dgZ3Pb1J9DeP17AlhEREdFCweAMEelv1vC8QETzDYO0tGDs7xjED59qAwDUlIXxkRdvLHCLikdZSRD/+dqt+OzrtqK8JFn+YF/7IP7kjkdxz6HOAreOiIiI5rtCdmuWUnIAVaI5QDIsS0TzHIO0tCDEExL/dNfBzN3Xj7x4IxoqSwvbqCL06ita8eu/vAEbF1UBAIYnY/iLH+zCx39ziOUPiIiIKG8KFZqJJyTuP9KNew51YnB8ukCtICJAkUnLmC0RzTMM0tKC8OOn2nDg/BAA4PLltXj99mUFblHxWttciV++bwfeePXMOvyfx8/itV/biXN9LH9ARERE/itUMOZc/zjGpmOIJySeOTtQmEYQERHRgsAgLc173SOT+M97jgEAAgL45Cs3IxAQBW5VcYuEg/i3V2/BF96wDRWp8gf7O4bwJ198FH84eLHArSMiIqL5plDdnLVlDiai8YK0gYhMMJOWiOYZBmlp3vu3u49iZDIGAHjb9SuxaUlNgVs0f7xi21L85q9uwCWLqwEAI5MxvPuHu/HRXx3EVIwXMkREROSPudCtmbf4iQprLpwHiIjyiUFamtd2nurFXXvOAwCaq0rx1y9YX+AWzT+rmypx13uvx5uvWZ557ntPtOE1X92Jtr6xAraMiIiIKDcMChHNHQndAcmBxIhovmGQluat6VgC//LLg5nH//LSS1EVCRewRfNXJBzEp151Gb70pstRWRoCABw8P4yX3vEYHj3RU+DWERERUbErVLBUGwQSTKUlIiKiPGKQluatbz56Gqd6kpmcz1nXiJduWVzgFs1/L92yBL/9qxuwaUmq/MFUDO/4n2fwk6fPFbhlREREC9vwZBQHzw9haDxa6KZ4os+gKwTBggdEBaU/C8yB0wIRka8YpKV5qb1/HF984AQAoCQYwMdfvgmC6Q+zYmVjBX7x3uvx6iuWAgBiCYmP/OIA/uMPR5FI8JcUERFRITx8rAenekbx5Jm+QjfFk0L9gtAGgfhTkqiwJKOyRDTPMUhL89LHf3MIk9HkaLzvvmkNVjdVFrhFC0tpKIjP3LYVH3r+TA3grz50Cn/1kz2Y5MjIREREsy6diVqs38MMzrh3YXACO0/2omdkqtBNIfKFIZO2IK0gIsofBmlp3rn3UCf+eKQbALC8vhzvvWlNgVu0MAkh8IHnr8PnXr8VJcHkqeZ3+y/iTd98En2jvFggIiKaLcUYyNAHZedEJm2B2uDVM2f70TM6hZ2negvdFCJf8F4NEc13DNLSvDI+HcPHf3M48/jjr9iESDhYwBbRqy5vxQ/eeTVqypKDtu0+N4jbvvYEOgbGC9wyIiKihaEYs1D1TZ4LH4HlDuaP0akYnjrdh1M9o67fG09I7GsfxMHzQ0V5bOXTZDSe3/JmhvMC1z8RzS8M0tK8csf9J3F+cAIA8OLNi3DzhuYCt4gA4JrVDfjFe6/HioZyAMDp3jG85qs7cbxrpMAtIyIimv+KsSS8YaCwHD+DlBJPnOrDg0e7MT4d894OmheeOduPzuFJHDw/hIlpdyVATnaP4mzfGE71jKKtj0kHaQfPD+GeQ52493Cn63XqlCzKfgFkRkqJi0MTGJ4szgEtifKBQVqaN050jeBbj54GAJSXBPH/XnZpgVtEWmuaKvGzd1+PTUuqAQBdw1O47WtPYFdbf4FbRkRERHONPrCca3CmvX8C3SOTGJ6MYs+5QY9zYSrtfDE8MRMUchO0B4DO4cnMv3tZwisjnZU8FUugS7OO/OTzvRsqsDO9Y3j6TD8ePtaDaDxR6OYQzQkM0tK8IKXEP//yIGKpX/Qfev56LK4pK3CrSK+pqhQ/+fNrce3qegDA0EQUb/7WU3jwaHeBW0ZERDSPFWEkQx+UzTWhdTw6E4gbHPeWtcVyB/NTnNnSvstXBjq31Pxy4PwQgOT+whseREkM0tK8cNee83jqTDIjc+OiKrx9x8rCNohMVUXC+O47rsYLN7UAACajCbzr+8/irj0dBW4ZERHR/FSMgQ2/M+ayBgBjsJU04sVYD2SOy9caNQwoyE03bwj2VCACwCAtzQND41F8+u4jmceffOVmhIPcteeySDiIr7z5Srzx6mUAgFhC4kN37sO3HztT4JYRERHRXGAcOCy3aExWkBbAVCzuqA6i/n00/+QSpGWMUC1fA3pxfc9fc+nm2fBkFHvbB5ndSwXBSBYVvf++9xh6R6cBAK/b3ortK+sL3CJyIhgQ+PSrLsNf3rw289wnfnsY//mHoxyplYiIaIHTd5f285dBXEo8cKQbDx7tRueQde1MDlQ0/7kN0s6hWNKcla+f8sYMex6f88VcOq4eOd6Dtr4xPH6yt9BNoQWIQVoqavvaB/HDp9oAALXlYXzkxZcUuEXkhhACf/vCDfh/L50Z5O0rD53CP/ziAGIsHk9ERLRg6YO0uda41AZz4gmJ6dTvjKfO9Dmeh5hLqV7kmxjLHfgub+UOGJSdt0anYnMmUYclUKiQGKSlohVPJAcLS5/LP/KijaivKClso8iTP7thFT7/+m0IBZIXPz95ph3v+/FuTEbjBW4ZERHRfFB8F5yGFuf4Ebxe+7Pcwexp7x/Hs2f7MeKgDEWutAH3QxeG50xwaL7I18BhhvMAN9u8ceD8UGaMGaKFjEFaKlo/fqotMyLkFctr8brtywrcIsrFKy9fim++bTsi4eRp6Z5DXXj7/zw9Kz/UiYiIaG6Rug41+YrF2GXHaoNNxZRIW2xBx1g8gd3nBnB+cAJPnc5/oCadGAAk11XXMGtP+mm2YrQ09+Ry7ukati4/Q7QQMEhLRalnZAr/ec8xAEBAAJ985WUIBIrolzMp3byhGT+6/VrUlIUBAE+e7scbvvEkukf4hU1ERLSQ6Ls15xr0MXu/3c9H9nqdHdOaMldj07G8Ly+gi7j3jS3sIO10LIEHj3XjoWPdiPpQcmz2atLSXNIxMI7fH+zEoQtDnueR4EmXFjgGaakofezXhzAymfwB9/brV+HSJdUFbhH55coVdfjpu6/DouoIgGQXtFd9eSeOXBwucMuIiIhotuiv0/NVizJomx5brJm0hW6BO7MdlwnpovPlJaHZbcAcc/jiMIYnohiaiOJY50jO88tXuQPWpJ3bdrUNIBpP4GT3qOd5cAvTQscgLRWdPxzsxO8OXAQALK6J4EMvWFfgFpHf1rdU4efvvR5rmioAAOcHJ/Dar+7EA0e7CtwyIiKi4lOMF736LrM5Z9KarAX7cge5LbdQiq3Z+Qjqnekdw4NHu9E5ZOyRFdQFafVB24VmdHIme3lsKv+ZzF4ZMmmLbUdfQLxmxOoH7ZqOJbDzVC+eOdvPLFtaEBikpaIyNB7Fv/zqYObxp161GVWRcAFbRPmytLYMv3jPDly/pgEAMDYdx+3fexbfeexM0dVZIyIiIneMmbS58VzuQNMQwaHD8kZfg9gP+zsGMTwZxVNn+gyv6cukuflpWUwZ1bNF/9s8bwOH0ZwwHUsYgql6MZvXza7n9DfUDl0YQs/IFC4MTqCtf9xdQ4mKEIO0VFQ+ffcR9Iwka0a9ctsS3LKxpcAtonyqKQ/je392Nd54dXJQuIQE/vW3h/HPvzzoS70sIiIimpuMNWnzVO7AJkqbFWcoouDcnnMDhW6CK7Md1NOXufDajV5KYHgyil1tA8qM3WKhXR1+bInZGjiM5Q9mX8/IFO493In7DndZXo95DeLq952+0enMv4cnOKA0zX8M0lLRePxkL+58th0AUF9Rgv/3sk0FbhHNhnAwgE+/6jL800suyfyA/NFT5/Bn330GQ/yiJiIislcEcYzB8Wk8eLQbBzqSA8743a3Z7O36AaQM7yvCjMDB8WmcH5wodDNcKXTmZS6Lf+JUHzoGxpUZuwvFbA3oxe7uhdXeP46dp3oRT0hMxeI43TNmOm3c5qAyC+LqzwXax8xiJ72hiei8Oy8wSEtFYXw6ho/8Yn/m8cdevgn1FSUFbBHNJiEE3nXjanzjLdtRXhIEADx6ohev+vLjONrJAcWIiIiK3WMnezE8GcXp3lGMTcUMF+o5B2lNZmB30Z917Vck14ET0Xihm+DabF9j6zMwcwkST2rWd7EGC7SHgR/x8nwF3fWBvSK8h1LUdusy9NOZtKNTMTx+sjfrtXjcWyatVambQpScKcYbdQvFkYvDeOhYN54601/opviKQVoqCp+59zja+5MZAc+/pBkv27K4wC2iQnjBpS346buvw6LqCADgdO8YXvGlx3HnM+f4BUpEROTQXPzO1AZfYgmpyMzLrc1m77Yrd6BdbqGzPZ0qxjjhbK/bfGV+RhMLsxyXoQxBnjanXXYmza705tjfPoje0ams12I2x4JZENfqBl0hMmm5y81dx7tGAADdI8VbakaFQVqa83afG8B3Hj8DAKgqDeETr9xsOxIvzV+bltTgV3+5A1evrAcATMUS+PDPD+Cv/2/fnB6NloiIiJwJCOsLdS/MBw5zXpO2WC7WizGb065+pd/yFVQs2hhtVk3a3FdGvm4EGTJp87IUciq9r/ToArSAfUB92qSerfFtxbeVpZQ4cnEYhy4MFeX5mAqLQVqa06ZicXz4Z/szJ+t/eMklWFxTVthGUcG1VEfw43ddg/fetCbz3F17zuPlX3oMRy6y/AEREZHWbGW5+SUgxKzVuLQP0s4seY6vtoxiyfjV8rvNdkFC/et+BRXtsgf9NB1L4MLgxJwYTNewPvO0nNkO5pO19GZXnUfttpV5kNb8Bp3d+TofvOxxHQMTON41gpPdozjdO+p7m8i5Y50j2HNuANOxwp8nnWKQlua0rzx4Cie6kye2a1fX4w1XLStwi2iuCAUD+PsXbcT/vOMq1JWHAQCnesbwii8/jh882TYnu3ISERHNBcXwDWnMpM211er321Q7yFpusfy2UMVG5nrb/Y5t6j+uPpvNcOPCp+XOZhDx2bP9eOZsP/54uCvnAITITqV1bdbKHRhq0s7t/Xq+S6/9snDQ8JrdsRA12WfnQxy+a3im+/35wfnVFb+Y9IxM4WjnMM71j+PghaFCN8cxBmlpztrfMYgvP3gSAFAaCuDfX70FAbtf0rTg3LyhGXd/4Dm4amUdgGRWwb/88iDe88PdGBqPFrh1RERE5JaE/92aTcsd2NWk1ZY7yLENs0WVlTrXY1l+1xrVz80wSJE+iOtbJu3sreh0F/PpeAKPnugpaMDSEBSfpXIHNDdEPARpzTJpDTfoNP8uTE3amRb0jU7hwWPdmVqoZrTt5I2Ewhkcn878u71/vIAtcYdBWpqTJqbj+OCdezM/dP7uhRuwsrGiwK2iuWpxTRn+913X4v23rM18Kf7hUCdecsej2NU2v0Z7JCIiylU+LhqllGjrG0PnkD9ZQ4aYWp6uc93VpC2Oi+1iaWda3+gU9ncM+jpP/TowBn681zy2GmE+ZjOifb6MTsUwGfWeTStyS6Q1UK3PeELi2bP92NU24LlOJwcOm1vSx1koaDwm7G5YmGV/649V7eOCBGk1/37sZC+GJ6I4cnHYZh+eaSj32Nmh+t4r1mGMGKSlOenTdx/B6Z4xAMD1axrwZztWFbhFNNeFggH89a0b8KPbr0FzVSkA4PzgBF739Sfx5QdP8s47EdECI4RoFUJ8RwhxQQgxJYQ4K4T4vBCizuH7G4QQtwsh7hJCnBRCTAghhoQQjwkh3imEMP0dLYS4XghxtxCiXwgxLoTYL4T4oBDCmG40T5ztG8fe9kE8daYv554sUkpFJl5u3+Ne351d7iCnJswaZbmD2W+GY4+d7PV9nvrPa/c70K9tW8ggYiEDEsagt3E9HDw/hPODE+gYGMfFYW83cwxlK+byju3Q0EQUxzpHMDEdL3RTXEtvDlXmtNdMWquTldUNkrShiSgOdAz51qPSbB+zyhbPOhbnwT5aDNSbozijtAzS0pzz4NFu/ODJNgBAdSSE/75tK8sckGPXr2nE7z/wHNy8oQlA8gfCf91zDG/9zlPo9viDkIiIiosQYg2AXQDeAeBpAJ8DcBrABwA8IYRocDCb2wB8E8A1AJ4C8HkAPwewGcC3APyfEMawiBDiFQAeAXAjgLsAfBlASaoNP8nlc/klH9eMRzUDd54fnHD1XlVGkrEmrbd25fr+rEza3Jowa9TlDoql9f7Qf1x98NSv7vn69RovUCYtkFuQNium5MNHUM3ibN9Y5t+jkzFP852PSRcPHevG0c5hPHHa/5sVs8Usc9qK05q02nk72cefONWH072jeOh4t/3EOXCWR2u8gUH5MZ/WMoO0NKf0jU7h7362P/P4E6/cjCW1ZQVsERWjhspSfPttV+Gf/+QShFPdbx4/2YeX3PEYnjzdV+DWERHRLPgKgGYA75dSvlJK+REp5S1IBko3APiUg3kcB/ByAK1SyjdLKf9BSvlnADYCaAfwGgCv1r5BCFGNZGA3DuAmKeU7pZR/B2AbgCcAvFYI8QZfPuEck0vdwD3tg4Z56QeSyt8FmN2ciy+TVhUcKZKmAwAU9z5c0wdGZisDM+b3CGgu+PWZvASV9Mu2a4tqoCkn5mOQNm3EY+C6sJLbw0smbdTkhoZlTVoHLZqK+ZuRnD4e3Nzo0p7DiuV7o9jNpxuRDNLSnCGlxD/84gB6U0XwX751CV6xbWmBW0XFKhAQuP05q/Hz91yPFQ3lAIDe0Sm8+VtP4RuPnJpXJ3IiIpohhFgN4FYAZ5HMYtX6KIAxAG8RQlgWu5dSPiCl/I2UMqF7vhPA11IPb9K97bUAmgD8REr5rOY9kwD+OfXwPY4/jE8MhQPm2Fdgx4BxQA/9hXquwRmv3/vat+VrMCS/qZpZqKZPRuO4ODThavv50YHOkElrMxCdb+UOijSI6EdgXMtQV1S3XrweS3YZ0bmSUmJkMpo5X4xNxRA165ZPmfWv2u+nTDJl08xKgxh7UXivSWtW91are3gS7f3jpt8R6af15RmK5OtgwVBtjmKtSRsqdAOI0n76bAfuPdwFAFhcE8EnXrG5wC2i+WBLay1++1c34O9+uh9/ONSJeELi03cfxd72QXzmtm0oK5m35QGJiBaqW1J/71UEWEeEEI8jGcS9FsD9HpeRLnanT31KL/sPivc8AmAcwPVCiFIp5ZTVAoQQZz22La018y99llse8irddklNUwVApDReqB/vGkFpKIDVTZXe2mf2vM2qkCb/nstUAbBDF4ZwyeJq5Sjs+bTzVC9GJmNY01SJzUtrHL3HbjA3L4zBPX+Chnp2gyXNVdmj0ec+P/0soroMY89B2jyuXyklHjzWjZHJGKrLwrh0cTWePN2H0lAQL7i0BUGW3zNIbw3V5rSrsWsXFFVztw0mY3GUhMzzEocno3gi1csyISVWNJjfu9UHna2+R52WD5FS5nyDZGI6jj3tA6gqDeOyVmfn2PloPgXNmUlLc8LZ3jF8/DeHMo8/c9tW1JSHC9gimk+qImF89U+vwD++ZGPmB9bdBzrxhm8+mcncJiKieWND6u9xk9dPpP6u9zJzIUQIwFtTD/XBWNNlSyljAM4gmSSx2sGiVuT4X1HchRw3uZBXxWIOnB/yvBzvNWm15Q6K4ypQte7O9Y9jn66sRN7bkZCZLtynekYdvy8fmbR25TP82rKzlUk71/ZFuxq/MV3Xdq+rydgVXj2jc33jOHh+CCOTzgePGp6IZfbX4YlopkTaVCyOTo5roZTeHKqg+/i0dfkGs13A8YBcDkxGrQPFHf0z9dMPXxi2mNJ+Xlradpp9nra+Mdx9oBNHO62Xa2fPuQH0jEzhdO8oekZ4XTsfMEhLBTcZjeN9P96NsdSP9NtvWIXr1zYWuFU03wgh8Oc3rsGPbr8G9RUlAIB97YN49Vd24rSLCwciIprz0qkkZhG99PO1Huf/70gOHna3lPKeWV62R/mvx+k1O1d5IS/9D3aZtc+2Iq2h1ubcCo6pmK272Q40OVlTqkHj8lGT1q6bvLt6k+av5SuTdnB8GoPj05nHfpe08H0wet1M9EFar8eRfj4qI5NR7GkfwKmeUTxwtBsnu539zrc6hwXz1G+6GM4nVtLtV+32k7GE8vieebPZPK2W56JxAKai1uUOAppoWPocYbZN9POyaovQHFFmk+1tH0QskcCxzhHLNtrp0SQcjU0VY11jf6iO32LNfWeQlgruU787gkOpO1ebl1bjb1+4weYdRN5du7oBv3jP9ViZqlN7rn8cr/nqTuxq6y9wy4iIaJakf7e7vjoWQrwfwN8AOArgLXledluO//k7eooLwsWlkVkmre/BCw8BAUBVH9Gn9uRRsdTOBdR1Kf0IiBkzaa1zZ93EVrXz1r8tH5m0Q+NRPHy8B4+c6EX/2LRyucnnCrfd9cvWPzaWO/C2HCfH49BEdvbsoQvOMvCt2pQeiNhvRXSoKqWbrzrnSCkxYZF9ara/+nn+sst+1Z5r0tvfbBA8uxq7WoWqhVqsNVj9UOzHkhaDtFRQv91/AT94sg0AUFUawpffdMWs18qihWdlYwV+8d4duGJ5LQBgYDyKN37zKdx/pKuwDSMiIj+kr8jNirNV66ZzRAjxPgBfAHAYwM1SStXdPd+WLaVcmct/ADrcfL5ceb1AUgVjJaTnII6f1G2b+5xkG84GJ4F2VUAm4MMVqvvgqbd1NhuZ1heHJzLzflJTP9NP2TVp3c/brryEsdyBt/Y7GcOrJOhtB7L63H4PrJZZZl7mOntkJrCp/iRWmZ1mq9v6UHW3xuwy27XbNf0ZjLdzks+4KXeQ9f5Z3MhubpDS3MUgLRXMmd4xfOTnBzKP//01WyyLdRP5qb6iBD9+17V44aYWAMnRP9/9w10M1BIRFb9jqb9mNWfXpf6a1aw1EEJ8EMCXABxEMkDb6XbZqVq2q5AcbOy002UXIzfxDLMLWFVQrdRiABjb5Zgu3/wKWt2lfO6HVeZKG520Il9N1a8DQ+DFUEPV+bytApr5yKQtDc0ksKQH2vO73IGVwfFpPHK8Bye6nHfL1jclpovael1Pxpq0qmk8zdryffk6pvSfx7I8wBwkITE6FTPNMh22qAlstkrdnpOt2O1nqvrXhnOHSSatZbmDrPnO3jZlJm22fN1cyTcGaakgJqNxvO9HuzGaurv21utW4E+2LC5wq2ihiYSD+Mqbr8Sbr1kOAIjGJQO1RETF78HU31uFEFm/dYUQVQB2AJgA8KSTmQkhPgzgcwD2Ihmg7baY/IHU3xcpXrsRQDmAnVLKWR3dwy5ApZJISHQOTdqO0J0rZbdtqb5QD+WQYuklxuJnAGg2zZU2OgnC5Ks0g3Gfdxe09bocVfmGXKnCDMru5T4tRT+fh4/3YGB8GocvDpsGvfTP2g0c5sdAfma8boNClIvQNzUf+08+DY1HLa+bhictMmlNnvdQxtaUXZA2qIjSmr1jKuZi4DDt8VRcm7QoxOKJvP82KSQGaakgPvHbwzh8caYO7T++5JICt4gWqmBA4BOv2Iw/vXYmUPueH+7Gg0etrsGJiGiuklKeAnAvgJUA3qd7+eMAKgB8X0o5BgBCiLAQYqMQYo1+XkKIf0FyoLBdAJ4npey1WfzPAPQCeIMQYrtmPhEAn0w9/KrrD1UAJ7pH8dSZPjx8vNtRFpl2Cj9yV1TX1vm41rWapzoQxitup/TrKpGQ6BgYx+8PdmbqhCq3sw+r2FCGwO51jwudjZrFc6nGsNO26CfTZ9J6+UxOs0y9ZqNaDljlaY729OvhRFdxDWY8bVN/YtQqSGuywq3OsbY1xHXb3i7oHVBkWpqdOwyZtBbtzMq2t2yBO3bnqSJNHHUlnpC4/2g37j2c3aFpLp0ncxUqdANo4blrTwd+9NQ5AKxDS3NDICDwry/fDAD44ZPnMB1Plj744e3X4KqV9QVuHRERefBeADsB3CGEeB6AIwCuAXAzkmUO/kkz7dLU621IBnYBAEKItwH4VyQH4HoUwPsVXefOSim/m34gpRwWQrwLyWDtQ0KInwDoB/ByABtSz9/p14f0ykmg8Whn8mb6VCyBsek4Kkvzc9mg7LYN9cV1Ll2OzT6z25HEi+E6cK4GkmMJiV1tAwCAk92j2LSkJi/lAQAYIiPGwIsugOxTF/l8fB5VVrDfpTiyTm0ujwn1srMfR32oSavOujc+q98GTq8z58KxfaJ7BJcsrirabtp6UYsgrmkmrUXc92jnMEYmo9hucn2mn2d7/zguXVxtug+4Wc1TUW/lDlTTub2RIKXEoyd6MT4dx/VrG1AdCbt6/3xyfmDCcX3gYj2KmElLs+p41wj+8RcHM4//6zbWoaW5IR2ofePVyYzaqVgC7/zuM5mLVCIiKh6pbNrtAL6LZHD2bwCsAXAHgOuklH0OZrMq9TcI4IMAPqr47+2KZf8SwHMBPALgNQD+CkAUwF8DeIOcAwVD3bbAyYWO9mO5qklrM8J3aSiIqkgoNW1S/9g07j/ShYPnnY/95vSa+MjFYTxyvAdDE9GizcyZK822y6ZMTqMKxvuwbN1+ZVZn0mx6p/T7SD66q6tGm/d94DDTZevLRHjMpDUEaZ22bIbTALh+3aiyJZ28Tyt/tZNnb1m58vLVpQ/OZ89P/bzdvn1+cAKD49NZz53pHcO9hzpxrn/cMP2+9kHbdma1y+TcYVcyRSur3IFiSrfniY6BCQyMT2MqFseuswPmyy2y4L6UEjEnowFqqL5HAJObOB7aZEZKiX3tg9jbPpi/m4spzKSlWTM6FcO7f7gLE6k7H7ffsAov2sw6tDR3BAICn3zlZgxPRPG7AxcxPBnD277zNH727uuxrL680M0jIiIXpJTtAN7hYLqzUMQopJQfA/Axj8t+HMBLvLx3LnIa5PDCLCMwnWkUEMYRqx890QMAGO0ZxbqWyqyBlcyXY9+1dmwqhuOpwZEeOqYuezRXAyhac7WJ+pHWpZR5K2thW+7AZnrnC9LPJx9BWmNwKJ8BCe0xoe/ObppJq3us3676wIqX9aQKdqnmog+gOC7R4HLZfvC/tnD+eNm1zQJqqTl6Xs60rvTA/o7BrL9ancOT9jO0WL7U/XVL9XncBvm09XCtBmMrdIg2npDoHZ1CfUUJwkHrfNBEQuKh492YmE5gx9oG1JaXOFqG2ZpT3/Dz72g60zuGs31jAICycBAbFlX5Nm89ZtLSrJBS4sM/34/TPckde/uKOnz4xRsL3Coio2BA4LOv34odaxsAAF3DU3jbd57G0IT5FyIREVExyX8QwPxSMZGQ6B6ZzFxkm2dTJf8GhMjMLpesMyeTmY1Qnt0uf9deNJ7A3vZBX3vuzIFkbQDGbRNXDB41ewOH2UzvohnavduQSesuKcwR42eR6uBeDqvSLANvMursA7ktJ+ElE83p59PP2unxUIjjRhlsnyPHr56XVsUT0rRrv9nHPN07iuHJKCajcZzrM2bGAv4NjuhmVbupY21XkzbfmZiFcuD8EJ483Yenz/TbTnt+cAIjkzHEEgk8edp++jSnN4rMnvOqd3Qme7t7xF3g3y0GaWlWfG/nWfxu/0UAQENFCb70pits764QFUppKIivv2U7LltaAwA43TuGD/xkz7z9QiUionkux68v91lk5tMf6xrBE6f68Pgp8zHYJGaCX8GAsBh33kWQ1s2VndV83E1u6+jFEbT1jeFY5wi6XGZ8mbFrY//YNC4MTuDREz04cjE7OHy2dwy7zw3kZeRsQyYtTDIJfQhS2XXT99qNX29WatIqMvvyGcfTzls/or3XQKl+r/Sr3IGTLEWny7L8bHla38WUSev1hkrURff0tIMdQ3j6TD/2tA+YvDd/a0lVXkS1zFxaoC934FdgvtDVDtpSmaa9o1O202rrFevPM9acB/3n6P0OW4ySUd7tPjeAT919BECyy9odb7wci2oiBW4VkbXK0hC+/fbtWFSd3FcfOtaD/773WIFbRURE5J4qE8/V+90GMi2mT5cTGJ6IJrOsTCZOZ1/ZDcDitUamV35nuXUMzGSK9Y1OW0zpj56RKTx6ogfPnO1H/9g0jneNZAZhGZ+OYV/HINr7x7H7nDo4YqVjYBwPH+/BxaEJAMZto+86n5BSOUiQH2vY0P1esxzVNvQ+cFh+gi3WyzBZTh4CEvrtYxqos8kydJOFaMbpO/RtdFzuwGKyfMV6iimw5LVd+nrEaVbbpWd0CgPj5ufDfGbSGr5TpPm0TuarPN+4HjjM2XT60kBzmdf6ue72wzl6MNlgkJbyqn9sGn/5o92ZouF//YL12LG2scCtInKmuSqCb7z1SpSEkqfKrz50Cr/ed6HArSIiIppdbi9zpmIJ7DzZi6dO91lejJpdpCe7wSf/HQyIzMWcBAyDjDi9YDPLcOwZncoEKZ0Ejtyui0RCYnQq5mhau4BzNJ5wVn7JYjYHzg8ankuvm7GpmWwmJ5lQervaBjA4Pp3p6qpfndGYcdvlrdyBIc4iTV9LPuetHYaSDrMxcBik74E87efXztsQIDZ5b++YcX852ztm+j4vQTb1vmJ8zmsmbUEGCnR446ljYBz3HurEye7RWWiUmtf1o8+gdyIStq4z7jbIaUZZ59jZfQiboL51+/T7qKtyK4VOl3XIr21kmK/ZbBXPWzXhdM8odrX1Z/UaiSekod5xITBIS3kTT0h84Cd7cGEo2XXr5g1NeO9NawvcKiJ3trTW4t9ffVnm8d//bJ+hayAREVExcXvp5DaAdapnFD2jU+gcnswMtKFiGqTFTIat0OQGSWmsG+s0cGDVDX13m/OsUbdxiidO9+H+I104kcog1nN6vS2lxMPHevDQsW6c7R3L6io6OD6NE5qMWLMAgRDCVeaq6mLV6b5wtHPYsK2i+gA7/K+tqp23m3l6XaZ+fVjtZ9OxBB481o2Hj/cY1oUVVSatupu89xXnNO6h2v6HLgzj4Pkhw/P7OgYzARD927wE/KRq31XMxmtXcqup8hW/dbr/72obwEQ0jkMXjOt5rjPb163WqV198LyW+zA8lqllGjNsD54fwj2HOtHtslSNYR9120gT2nPAyGS0oKX67G5Yeb4xZlbuQPf87nMDptfso1MxHDg/hI6BCexJ9RqJxhO473AX7j3ciaHxwo5FwyAt5c2XHjiJR08k640trS3D516/DYFAcdz5IdJ69RWtuP2GVQCSAyi870e7HWfFEBERFYORyShOdI0oa5Hmcpk3Mmn+fZnstm3yWupvQMwEMiVkJhDppm0XhyYMXe21etxkjbpYGUMT0UxG6mHTG7yairsW8x6aiGJsOrku93UM4p5DnRiejEJKicdO9uLwxeHMBanZfLTrUsssYHbv4U6MaEYSP9s7ht8f7MyUrLByrHMEe3X1JPXbQEpjd3rf6OMp0vSl1HNeAwZGZhlkhy8OY3gimgqqe8+IlNIso9XzLE3Xj7F2r9GpHvPPMp7aZw3BbA+NdRrYVa1/J1l9VvPPVw3UwoXQ3POcSWtS7sA6KG69LL+ynnMpwxFNJHCqZxST0TieON1nOV89/XnP7zIpbX1jeOBoNx450eN5HvrvWjv6Y8wqQDyWCpJ6YfqbQfP8VCyO9n71oHMAMKr5XZL+/j/VM4qpWBzxhPTcNr8wSEt58cjxHnz+/uMAgHBQ4CtvvgK15SUFbhWRdx958UZcvaoeQHIgsX+668CcHX2ViIjIiurr6+HjPTh8cRhPnDYO6JXL113Q4gZ9Qkp18ENqLlpFdp29AV2Gi13bovGEo5GmnXITrOkcys6uOt41YnjO8XJ1i40nJHa3DWBsOp65GD5ncVGanofqJrPZOownJPa2D2Ye7+sYRDSeUGYnqX4T6QP0UV2wxrzcgfXFvZMsVLNsOLO2et3HVe03C0AOa0pVpAPuTsxGuYPs5WnXlXVbbOel+6tahlO5ZM07eWchftZ7yih2kKE4OD6tnC6Xrtyea9KaDRyWwwr3L/M0WywhlfWUVW3NJUs1b5m0qRmlz9vDE1FPiUVHO4dxz6HOTJapE/oB4qz27X2a7xW3nJSjsO05oVjj2nI/03H/B850g0Fa8t2FwQl84Cd7MgfH/3vppdi6rLagbSLKVSgYwBffeDkaKpI3G3619wJ+8kx7gVtFRETkj/QFpzLzNYcryIBFf/6ESSat9to3IMRMJq1MDnzlpm1uupU7caxzBM+e7XeUZTQ6lR1QPnJxGE+d6cvKVs6lvOD4dBxjLoKu5jWAzVei06COk4CFflskpLtyB90jk/jjkS7cf6TLUJs4M89Eumuy+TyV2a+eg7Sq59Qz0z6fvncxNBE1ZKBNprq1pwP6qtINykCzm4Y7fLdhMQ4Woq2ZmX6/odyBh8NSta5VzVEFyZ3sn1bHQb4CuKr52mZh2ry+v2MIDx/vwS5dGZczvWP4/cGL2NXm7aaVVdBtfUuV6WuqTNpcE13cBrej8QS6RyYNx5qqXIlql3e7neyaFzfJLs6V8paXh3V9rDPZW8Luxp+W/hizzKRV9NhxyrTcgYvPqWqa9vspHAxk5tnWN2aZlZsPDNKSr6ZjCbzvx7szWQ6v2LYEf3rtigK3isgfLdURfO712zIXVB/99SEcvsD6tEREVGQ0FyiT0bjtYDS5dPW1y6S1e15gpiCARLL+qn7aiek4OgbGDYG7joFxPHbCmBlsxsmn7ByexPnBCezvsO8OaVZXsV/zGbRrx+21dDwhDUH1hCLIYMe+Xqu0rbnopPu6fuCwQxeGXXUrfeZMMug0FUugfWAi83zHwDieOduPuw9czNQTNAQ2tf9WBly87ePqkdtNps16JHC8awQPHevGzlPZXaX3tg/iZPconjrTh2g8YQgoSMO8zNvilGm5A8N6tF+G6ojXv89LBqlZRqaeuu6ygyCtx9dyoWqX3bqxCzin64CfH5zIen5/xyAAoGNgQv8WR8yWWhoK4JLF1agpCytfz0fdabfvf/J0H5441WdRdiYpmUmrX5Z677E659kOHKbI1rWSy+qarQRx/QBx+SplM2hSL9ZNJq2q/Ik2SFuSCtJeGJrE3vZB7D43gO4Rb71gvGCQlnz1b78/gj3nBgEAa5sr8elXXVY0IxASOXHj+ia8LzUA3nQsgff/ZI+yfh8REVEx2H1uwHYwmrxlkSXMsho1GYcBbVaeNNY1BfDIiWTW2EHdjdP0YDtOROMJV5/z4pB9oCPfo0QnpDRk0k7G4q6DdVZBISGStfr0NRcN83DwUaO6C2OzdWjWGm2QLp76dzwhsattABcGJxCNJzAVS+CZs/2WtSbVgTH79gPJ48WuhnE8dePgTO9YVsa1tg0BgUzZiL6xqUzQ4PzgBLo0AfGpWELR/VqdgexEPCFxrHME+9oHMTxpPziOl3IH2uz5zLrWZ9K6aL6UEgfPDynLlqjaowqeOWl3IcodKG8Y2LzHj3qsTmr06pkt1qq3BGByQ8H10rO5WQfhYAD9Y8kbY/r6yfq5xOLqLyXV8qzWoX7yZ8/2Y+epXkzF4sr5+VXzuJCl+PQZ017qTtvpH5vO1Hm3Yrd/qF7WBmlDqSDtKc0NbKubI+394zjRNeLbQG0M0pJvfrf/Iv7n8bMAgPKSIL72p1egojRU2EYR5cEHn78OV62sAwCc7B7Fv/3+SIFbRERE5Jz2gtBQPkA5vXdWFy1xaaz/B2RfQInM/8znnw6EtaUyyLyIxU3q4+bASZBWqAJaLuizCyem4+4zaW1eP+Sg15CTLMd4jqlV2mBQ+npatX+NTccMn0k7mfr63X6tdQ5NOur2mpAST57uw/6OQTyhyZLVfnx9YCudhfbs2exApFC0zLT7tW3LgPMDEzjaOYyzfWOZxBr9e7XzNgaT7Klidsbt4Xwv7RqeshycTE8ZUHOwPMuBw/IU/PIyWz8CQV7mYLYO0vuyWWKW+hyf22dw0/3cTVmCWML4PWB2vLnZh88PTqBnZCpzLi30/pRISN8Cimn67wC/BnfT0g9GqWV13tJTvZ79fe2s7ZPROH63/yJ2nxvA4YvDvpVFYJCWfHGqZxR//7N9mcf//potWNtsXpuGqJiFggF87vXbUJW6CfH9J9pw/5GuAreKiIjIH3Z1+9ywuhBMmHQjzSp3IETWwGFW0+Zi2mUmrZOeYvqs3zQn6zMWT2DnyV7sPNWrrJM4M6/sx2YlFqz4k5lnP43ZKO9p6XVq1hxt6Qz7TClVaNNqesuXAagHXVOJxWUmS1WbrapdhH73MTtOEoobGTJh/fmnYwmc6xtX1k3WZpZrS4eYzc6wFh2sqKyPlk6kVQTDnLKq/6w6MpQlKOZoJq26FIB1Q9xkKJple6qWOxmN41TPqLLOdfI96mWk92WzM6LXGwpWRqdi6HOQUQm4W1+xuHpQPtV+5iXI2Zu6KWooYeLmu8f1UrNNxeK493AX7j3UiYnpOPpGpzwPaKmlP79bZxpbf+D2/nHs7xg0HPtWJeazBoe0mPfpnlHsS5X+SOsemcz67nRayv5k92hWcFpbOiqXevgM0lLOJqNx/OWP92QKQL/tuhV4+dYlBW4VUX611pXjk6/anHn89z/b7ygbiYiIqNDsB6Zxnz1nRnuBrL8wSwagVMuf+bcQ1oNr+ZUN5LbcQdAmSBuLJ8wDb5prN7OatEc7R9AzOoWekSmc6B4xvajVL8JsnepFwkHNgs2nMwuQGwbccbBQu22VjsGahaSzM2ml6bQBIVx30/eaIapiFlTMHjgse2b6kdFn3qMoOQCTQJIEBsamcd/hLuxpH1CWB3AWkJ+ZRv9ZJJLZ2hcGJ0y3Z3Z2+Eybs9sqTQd/03N7E8Fr1qN1Jq2rJjimmu3jJ3sta0C7KVVgFgxXfdYnT/fh4PkhPHqiR/kes3NQ+mntLq3aB1TvycXp3jHLds0sy3mwMJZIKG5MuN+n7G565CPL1ElbxqZieOR4suzCdDyBp8704bGTvXjqTJ9poNbpTVq/yh1MRuPYfW4AZ3rHsPtcduas5XrTvCQtTi2qOuhP6OqCO/1dMaCrka/tRZ7LTxMGaSln/3b3kUxNpS2tNfjHP7mkwC0imh2v2LYUr7p8KQCgb2waf/ezfQWtBUREROSE3TeV20FNLOeluVJRZw+pst6yg1lWsTG/grRuyx0Eba6izLJogexuocqu4VJmde8enoiZXvAZAt8JwEnIcV1z5cx7bCYvUXxY/XucbAd9TVo9u9qWqkzaqCI71667fa5dl+2Y1UG2+o0Yj5uV/lCMNm8SNGrrG8MjJ3oy+9fA+DT2tg9mTWP2OVXL7hudMgwqmJASj5zowTNn+zPXf3ra9Z+erWrTO82mtZrK7iaP1XRzgWq9T8USljWg3WQhm29v43NDE9HM8pXvMVmG6nnteJHKbGEfSsuEU+clP7dtTHEcmrU1h0TJvA2qZbUuYvEEHj7eg/HpmUzp9DYHYAiIOpmnlnZeQPI7oW90Cqd7Rh3fkAGQlcmtT4CyDLhn/Vs9ndM68XbfB/1j09jXPojqSPZgeRWlQZN3uMMgLeXknkOd+N4TbQCAqtIQvvTGK1Aa8mfnJCoGH3/FJrTWlQEAHjrWg++njgciIqJi5edFr/ZiRx/IM8v61F6ICViXFlAFB8enY6Zdds1MxxKuMl/sAopWF4NmAc30s2192XXtAsL8otMQLHWQSVsaCihr4ZoGIxx0yXYSpLW7kZ3JpDWZTBv4iSckDl8YVpabUmXSarMP1V3kLZvmitmAstplqGrSqoJvCakoPwL1Z+gbmzY819Y3hoHU89OxhCHoqp2nvp2qTNxYfKYG9KmeUeU21X6yp84ka/OqprO6kZHVNpcbx0sJAbP3zbzfVRMc8zJfNzcUzAK6fi5XtW61PQ3Msr5zFUqdEHKZlf69fgTAk/O1Xu+G3io+7V/K5aaeGpyIWnbBN3vNSdPO9Y3jdG/2uWUyGsdjJ3tx4PwQjlwccTCXJO3NOENbrBJpNa+Zbcb0wG12nHyfne0bMwSmAzb7vVMM0pJn5wcn8Pc/2595/OlXX4blDeUFbBHR7KuOhPH512/LXDh86u4jON7l/IuIiIhotqUvqs2yW/wceVrbBVI/X7Naq9rro4AQ1uUOdPMcnYrh/iPduP9ot6t2TsbiroJBVheSgP2AaWnZWYfJ5/X18oQi6Kh/T5qTAI4QQpfplp6ZcdqEVA8wowoO5ypTk9bk9YAuk/ZEt/r3VnKwLWNgM/Nv8ziGL8ZNgrSJrCBC9hJjCXV5DFXdZml6c0PdnslUYEK/X9m9VxVE1bdbtZvrb6qc6TUGMwD7GsVWy0i7ODRhCC45za7VK0S2rdUyd57qVd5ssjq3OL154iVz3Cz7UzUnVTa139IBsVx6Merfqip3AKn+DPp12z82nbmhYlteRfe69iifmI7j4Pkh38ropedtV6LHjJN9ZY9iQK/+sZljXh/AtWLVd8bp94xZmyejzm4MOV2O0zrlbjFIS57E4gl84H/3ZL5w33DVMryMdWhpgdq+sh5/ecs6AMkshff/7x7LQQ6IiIjmgsdPqbvUnu4Zy34ih4ts7cWS0+yh7IHDjK9rs1X0WYb72weVgy3ZmYq6q0kbsAnSWs3KaXAqsyxhta50jy0GGZuZX/ZgbM+e7cfFoQnl+8yzq3TBOh/KTtgFEbSvWy1OFdTWPla91fWAWBb05Q7S68bqWIjFpXJdq7LNpeL9gPlnSG/rC4MTtm1Pz9+MPlCnaofNoZHhtAu01aYZmYwZSjqoBw6z375WU/jRPV/Fql09I1P445Euw+ezHoxR9zgh0T82jba+Md107j/P6JQx0A5oatJqjhAhsm+omL0nFzN1qf2jGjjM7HjTP/foiR48dLzb5lxiPBcA2evjSOcwTvWMYuep3kxWvtP1ZXWDwuk2Nw4c6mzZxuV6fKPF+cMyk1Y7cJjZDSuH1+dev8+yl+t9z2SQljz5/B9P4Nm25B2Ttc2V+OjLNhW4RUSF9f5b1uLy5bUAkoN9/Pc9xwrbICIiIhPpS4fBcWP3aABZ9VC105vOz+LKKX0hnUhIQ4ah6cBhutiN/potpIkC6TNeVBl7TiQzaZ1PbxdQtJqXNsiiDWyYZpAKYXrBq//8qoGmjPMzBr+fPtNvkk2pnpl+Wj9qAwcC6Xmr56XNXrZanhDGdZl9AW/2mfwJ98R1O3B6G2nnru9WHU+YZCwnjO2S0iTQ7KGtMtM2bxlqqv3SacKeVY3iqVgcjxzvwROn+rJqOKvog8+queY6cFi+OFmiIcBqsTr0n2E8GsejJ3oUtYkdNlBjaEKdNag6buzKwfixru32C6syOWn6/T6WMNYmNzveVMfryGQMY9Nx8/q9JgFT7aP2/plyN24yUPXzmVlmOjBs//5YPOHoGHfC8za2eJvTkiRm53KnQVqn32f6xfh1DmGQllx7/GQvvvzQSQDJmlZfetPlKCthHVpa2ELBAD7/+m2oSB0L33rsDB470VvgVhEREeXO7rrD6npmbCoGKSUeOt6Nx09mfy8mA4rWGUqqcgfai299VqrTOpd6U9GEy4HD7DJpzefltk5kQAjTuemzEY92DtsGL8xKSKhrtTprq5tajmbsgiral60ynZI1ac2zwewCKLnS74LPnOnHQ8eyM+z0+20sIZWDoKmGszMrd+AlQJB5i+atVvNxMqig9VB/M6IWdZsPnh/CwPg0ukcmcaZ3zHQ6FWX7Hawayyy9PMVvvdwYsOqKrf/spl3mPXyekUmTTFrFc/YDh+Uuk0lrMjMn3fsN57F4Qtk4N9nZcQc9JayOMe1gVKOTycC49izgtmpB+p3OblR4C+Arl+s5Rusxi1Xzb7PPcKTTWUlCr8HW9LuicXc17vUYpCVXBsam8aE792YOuv/3skuxcVF1YRtFNEesaKjAR18+k1X+Nz/dmxmsgYiIaK6QJsFR0+ltLpqsLmim4wkcujCMkUljFpaq3ma6fWnJ7Mrsq9JgwLorrReTUXeZtHYXyk4zaZ3Es4QwD0o6Ha1aPz9Vppubz+9XtpWWvozFsc4R7GrrR99oMtCkDbpYBeMDqkxaJ0E6V601p8/C6hmdMmR460sbxBIJZXBdlRktoT5+zT6j1b6a7hmpZdmdXpEBbFyg+fK0rG4m9I3O/H52m6WtmtxJjUmnI8f7yUsgx7omrf6xelq741X1PrMsRNWs7AZQ8iNrPX1Tw+z7Kegg0qXqEWA4d5gswWwzxBIJ85tbJu/VTh8Kzqy7dOkUs9Wlv0lndV5wco6ejMXzlkmbPo/bv0/9vN0+o33dfOA2Z5/F473ezGd+8rS6lJRTDNKSY1JK/MMvDqA7dUfuJZctwpuuXl7gVhHNLbdd2YoXb14EAOgansI/3nXAt+5zREREfnETHLD7GrN7/bRJJlwiYZ8RKGDM+tRefPvRzR4ApmLGbp6Wclgn5sEp9Zusug57yRw2z6R1buepPvSPeQ+kqWiDsF0jkzjaOYyOgYlMIFGbaavKOk0Tihq+TuoV2v1ec9J9GnAW1DAEaeNSWas4YdL9WrW6zZZq1eqLQxMYnYoZ3mt2U8BYXsM4ndNEP6ttmAs3AeysafLQFttlerhGSK/zs71jeOBoFy4OTRheczoPM6pztmnpE9Wa0w4cpnl6fDqGqZg/43bYZtIG3Ie64ibfSarnzGqLx01uPmoZ6r5qX9M8mLQI0o5Px/C7AxdN5zPznDTM18yDR7sxFbMfiC/7dbOAaPbjx04662FqNj83vTVy/TryOhBm+m39OSZpMUhLjv1sVwf+cKgTALCoOoJ/e9UWxz9WiBYKIQQ+/arL0FJdCgD4/cFO/PTZjgK3ioiIaIaEdBWQtL3g9JCVlXyf+gJfP3CY/tdmVsalTzdClaN6W7C7CLS6TM+uSaubr2LGgYC/9TIDQphk0jpfxvh0DEc7hzOPfalJq2nShKZ+8UygYmYZZgOaAelgqj6YqHlgFqR13FJrToIJ+vVlWpNWSmPWHdSDjHlNCphSZJGbfQZ9G5WJtA6vD60G0PO6Lcwyyx119bbMUDV/rW90CjtP9eK8w4HZ0s71jePwxWH7CXXS22BfxyBGJmN4+kx/5jXDwGEmzbbK5ASS5SaGNeUNYnGL7FDbTNrkBANj0/jjkW7cf6TbUJ/cC7uyLo4yaXV7WjLAarwp4rQEAmAe6M3MC9bfH9p9dSqWQDyh/r5+/KSzbM3MMh2eo092Z9fBtTt2zM4VAyY17+2YLc3uOyarpE2O35dSSkfryzgAnPtBS1UYpCVH2vvH8fHfHM48/szrtqKmPGzxDqKFq66iBJ+5bVvm8cd+cwhnXdbTIiIiyhvprmu73UWH1wBdQkrlFZl2dslBrszLHXjtlqhsj4vPYV8CwuK9Jq91DExgZMpYFkJA+FoTM6AIfFu1a+Z92e8aHJ8J4vgRpM0eEd74uvYpqyDt8EQUhy5kB7+cdYV11k47Ti7SjcFOqQx2qOo2SwlDtlsuTnaPGtaJWWBGHxdT3lSwiNEGLQb90zJ7qbWuHBsWVRmef+xEL36z7wJ+f/Ci4l02g20lJKZj7m7SZC37ZC96Rqbw7NlksDQaT+BM7xi6hyct36e9yeGG6lhLd6/Wbzez41JComNgHHvbBzE+HVOu7+7hme7pVlnPzVWlhue0u0C6CWf6xiBl8gbDgY4h5bzsan1r2Z1znGTSOrk5kYzRGp8323+dnAsta2brXjMrMzE+bfyuMMsCHhqP4qjDeqz69msfnekdS54vHN4w88K01q+b72cfzuVxKW0HIlUNAOdH5x4GaclWPCHxoTv3YjT1o/HPdqzCjrWNBW4V0dx2w7pG3H7DKgDA+HQcH7xzr+9fYkRERF65yqS1mVR1sVpeEkJrXbmnNmgvAIUwDkOk7RZvl03lhv4CvbI0hJUNFagpMyYm2GbSOqxvqQ9A7zk3YJj+dM+or78hhBDKbEe7i2B9kDYaT+DC4ASklJ67h2bPf+bf+n2jc2gypwvvrERa00xaHyPhNvRLSg7Yo86kVQVN/OoyDgCdw5NZAXfAPDDkpF6l1cBhoawbLMZ9enB8OhV8Um+LTUuqsbS2zPB839iUqwHPZtog8ccjXbjnUCe6LIKqTveMaDyBR473YH/HIJ4805+VEa434XCkeUNbFIH7ruHJ5GBFun1FX7M0bSqawK62AbT1jWFX2wCOdRkDeNpMWrOyKg0VpdjSWmt4PvtUkWyT9vwxpggwAkDIRYmC9PnabLOHg84DvmnxuPNyB2bny2Rgzzw4Dii+P7KCtNkvqeqlm3+/qILMyYE7VUFdFcP5JvWwe3gS+zsGcejCENr6xjOvR2M+nzdNZmf3HSMt1qHeumbjjR69Uz2jrnuwSOlTr5Kc50Dz3tcePpWpBbW+pRJ//6INBW4RUXH4uxdtwMbU3f697YP44gMnC9wiIiKiVGaQj9dVqmy6YAAoCwet26FOpM26gFVdZge0A4f5eP9Tf3EVCgawdVktLl1sHCTXfhATq9c0QWjda6rMnel4wvGo1E4ks5ONz9tdkKq6Dz9zth9n+8ZdZSGbERZlLJ4604eJqLMgg1JqduPTMTxyokc9SQ6Bd9fNMcxL3aX54PmhTKKM9r1uBoxz0mr9svecG1ROp7+RoS53YL4cbaBOH/frHpnEw8d78ICiLqYXJZodVhUQBpK9RSeixsGS9Jxu+sHxaGZ7SSlNg5EAUB3x1ivVLOs6FjeWxoiaHJfacgP9Y9M4rgjSagd7NAv23rCuEWUlxvO8NlCfbkLQQRmMkItM2pjNwGElTuod6KjqyXYNTyoDhGb7zMnuUeVAmYC23IH+xsvMY1UpFENZBrMMacXTbk/Nxizf5GNtOY/TvTMlEfy8UQoYz1fp5cdtalhr15Hd8VxeEkRlachymmMevnOT5WkYpKU8O9AxhM/ddxxA8kT3+ddfjojND24iSioNBXHHGy9HaSh5qv3SAyewq63f5l1ERET552smreIqUAhhm8mUkA4GDlMMcuW0y7Rb+sBHZjGqQbZsA3oWr7lrVmp+/n3OQEBdk9buYt6s1uihC0O+DeCWaYviut8s8OFE+gL+wqB1F3Qrfn5EVe1Qp7EOt+UOvOw62izK7HmpAzhaVrE47bGrD+48cyaZFGS1LwVMssDtlmWWiO5mMCIn9Jmz2rq7Ukqc7B7JlEDzOrSLKrsaAKIJ4+CHZsFpJ4G17C7t7taTNtY6GY3jXN+4o0zOoIvs11gigc6hSdP9JewgSKvKWh3R7fvt/eM4cN5YnsFqFdp1k7cs9aGYVj+5m++9E4oAvBX9vNMPzY4nnw8h05IddsdqViatzTKCJt+BVRHrwK0dv2rHM0hLpiam4/jgnXsyB8Tf3Loely4xZhIQkbn1LVX4hxdvBJD8EvvgnXsNX/5ERESzySyD1XR6m6lVF4wBIWwvklUZQkD2hU6yfmr2xVTWwGE+XiHqs8XSy1F139a2ezIax5g+29Fqnbm4mMwH85q0Npm0JlGlUCDgU03amX/7OVAakAwy7W1PdtU1Y7XI8emYr20yDjjj/DNLaT5AlnJ6H/cyQ5afy3IHwEywR1WX146bwGY4NHP+UQUlz/SOWe4P2Zytw0ldGQrtcpPLG8a+jkF0j3gv35Ew6VKdzKTNft4suOo26Oq63IpmO/WPTWNP+wA6bWr0AkDYRbkDIJlhb1bf1lGQVrFdVRmUw4qgq5cbhAkpsfNkr2F+VjVp9QOHWdUoVz1tFzDWMzsus7Pgs28++MksIO1mADO7aQMmX4LNVRFnjTRjcmy6xSAtmfr33x/BqZ7knb5rVtXj9uesLnCLiIrT265fieeubwIAtPdP4J/uOuj7FxoREZEbfmbSqjKKAgIoCVlfapzrH0f/mHEEaO3yBGwyaX0M0urnlV6uKjCUbuNkNI77Dnfhj0e6MKSp62mdSZu/C1wnhPCWSWs2qE95SdDXjOZkW/yd32Q0jra+7EFcS4IBLKqeuSg3W2Zb3xjuO9yFIxetB3pymuGZXFb2Y+mim+x03JgxacXPVanfzqqyCFarQcqZLu36zDgnzVTtt2a0AT/9OSoaT2B/x6DjeanW4XQsgYO6DEt9Jq328ememf3v4uBk1nlgfYt9jcyZtqhrQEfjCeNAWCbBWP2xYMesJq0Zu0C9mUDA3XEEAD2jU8rnS0L288nl2PB6g1DVXu2c9LNN3sw0Pqfix7FuqH+b+qs9/2vPP359Bae/C/WzSx+7dpm0hy4MZbaJ3Xowu1FZrijd4YaEP99dDNKS0kPHuvG9J9oAJNO+P/v6ba5GWySiGUII/NdtW9BQUQIA+PW+C/jx0+cK3CoiIlqoJCSki2tuu0sOr5m0ZrLLHRhf1/4k9bO7srHcgcj6q5We9FjnSKa9ezVBH6tWuemWmQ8Bob5Ctbu4NIudxBMz3a9LQwHPXUZVI8Ln0/VrGrPKuJktcm/7oKP5ublU0gfnkwOHOXuvNovWSdDSz1WpCnbq2bUomAqe6oNcTm5YmAVXVEKarvP6TFq3N3dUUz9zth+nekazntMPBnb44nCmdIT2PBkQM9mQZeGgq+BQQqrrc0YVwXu/6oWaBXvN5BI2cFOX1nz5wtUgZF74eWNKZgU9jZm0uZQ7cMtscMDsUiXOs1adSs9Gfx6IJRIYGo866omaztZ20itEdTOgwqZOrZ1kTdqcZgGAQVpS6B+bxt/9bH/m8SdesVk5iiYROddcFcHnXr8tc4Hz8d8cNtx9JyIimg3JcgduMvGsp1UFDITwNnALoBs4TBmkNR9gKhdmQVpVyCC93KyLVYcXrlZdW2dDQKiDKHaBK7OEjalYIvPegBCes+jyWe5AubxA9r6U67Zwk+WpJ00GDlPRbicnAS0/9zEnwaGARZskZgag0x47ZgNT6bnJstTWxPa/fEYCvYqMSFUZioMdQxgcn8akJoB7unc0U3LA7TFjNnBYVDFwWC60s3JS7kC/adxmxKb5kRgWCghH88lldfldhzvNWK9aQt9Ss5usTr/XrQLYhs+Vemh2rvTr2ErPRz+7ruEpPHS829VAXnabJlmX3fh8JJRbJm3CuKk8YZCWskgp8U93HUDPSPJL56VbFuMV25YUuFVE88ON65vwVzevBZD8Efe+H+82HZiBiIgon9xcX0oku4s/cLQL9x7qRMfAuG5expkFhcjKZHPXtuyMM33wK3/lDvQ1aZN/rcodZBE2r6dfS/09fGE4p8GwvDIbfMm+i2j2exoqSgEkAzjp7RB0k+poYVKXkZgPAd2gdOn9/MnTfTh8wbq0gXp+OTRGOg+marMjHQWifIwlOenibdUiKWUmk1Z77O5xkK1sldmuog1E6TNBXWfS6iY3O25V8x2fjuPJ08aBg6dS9WuFcFdr12zgsFg84WuNbm2wyUm5A/068no42A046UQwYN+TIxpPuC77kC8SyX3nZPeooiat8cal9maJto6q02Pd6rtZNahherkqbs4v6fq4qrekl6Ofn/O60TPnBrtgtdmNEa+/WdLMSpG4xSAtZfn57vP4/cFOAMCi6gg+9crLPN8FIyKjDzx/Pa5b3QAAaOsbx9/9dJ+/P6iIiIhsuK2blkhIPHy8ByOTMUxE49hzbjDru0tZ7iAgbGvSmrbPptyBWW28XOkDOZmatOphtnR/da9aZtJKdAyM40S3u1G3/ZK8QDWyHWxFtzHSwZSElJkgTiDgNY8W0IZ10gkjuRA2JTf0A6FJCexqG0DX8CROdI9gcDxZL9lp2Y5crpmSg0E5m1YboJv1IK0Pg3vpa9KOTcVwYXDC8XydruasmzkmXbi9Mgvyqp4XYiYgq+J2t5FSfc6NxiVGp/y76aMNdLktdwC4/1xpQR/KFISDAdNjI31u9nIjJl+kBE52jyoDkrGEsdaw23OAnlUg3DCoIdIZrup9wM2x9NCxbtP5ZJaTQypqelXYVfkICnUmbTCgvoHplNvfVmYYpKWM9v5xfOzXhzKP//u2ragpDxewRUTzTzAg8IU3bkNjZTL75J5DXfjSgycL3CoiIlpo3FxInOoZy8psTEiJ3rGZIJoqMBEQyWCMlwse7QWWPtsx/Vw+GD+HyPqjpYrRaCezWrsSyS6chRIIqNeh3T6hDwZog/DpdedHPUmn7IITi2siljUGDRmMElld2KdSXdcjYWeXzLnsl31jU7g4ZB+oBJDpJg84DNL6WJXWWQaqdbmDTLablEgkJAbGjYMHWi3bTZA2vX70QRu3a0S/Ds2OFS81slWDI1pJSKksMTMZi+N4l383frTrzEu5A6/HQ9iHc0gyk9YsSJv8e3aOZNECyf3raKc6aHyqZyxzwyhNu/9pzwGdQ5OOMk9Lgubd+vXHeHpRql37yMVhxzW706YUJUHsluNUutSKbX31AJSnqaCiDMKKhgrHgXApjfWDvWCQlgAkD8a/+b99mbtv79ixEjesayxwq4jmp+aqCL7y5isyFzKfve847jvcVeBWERHRQiGTRWkdU2WB9Y3OXDSqs8eSAdpSD9m0WQOHwXjx77VmoV3AWB9gSU+uWpxZ/TwgGdDQrh89KWen5qoZs6CQfSZt9mNVhqnZgCyO2uXybfpMWL2ASbaU9nVt3q8+EJf+neY02DRb8WntdnIyOJJ0UUrBjn5gLBW79ZA9oJc0DdqYz9/ZihZiZh/RD6DlZuBEwHicmwWrvRzXyZsFznee/rFpdI9MGp7vGHAW5HdK+0mclDvQv9fr4WB3fney/a1q0ubzzOv13Lf33KDpa1JKw3FnFqQdnoziZHf2YHYqVr1czAYO0+/a0XjC000BuyDtbNRpD5qUOwgKYfheCQcFNi2pcTRfv861DNISAOCbj57G02eTtXLWNVfiwy/aWOAWEc1vV6+qx8devinz+EN37sXJAnV7JCKihSfXSjvaAXJUAYv0hY6bUcvTsuvvGS+m7IJzZuzepb84TU/vtH5rerrHTvYqgyiad/s+6ExNmXnvt0pdNmnApAamk8FWsudjnEku5Q7cvs8uIBIMWA/IlOzaOvNYv02tC1oYWQ2Y5Sdttq+TnuES/pY8sGO1XaQ0litxW3/YedB8JlCnH9DLrG6k03m7yaS1y0IVJuVHrJxXlIfwO7il/YxRl4F0wHvA0u44cjLbUDBgWqYkn0HAylJvA085ufmhlVXuwMN6dnPzdCbDNXu9ef0OUw2ul57/dCyBAw4G1jY7Ts3aqqfKmC0NBZLfX4YgbcDxDbiESSkStxikJRy+MIzP3HsMQPJOwedevw2RcG4j2xGRvTdfsxxvvHoZAGB0KoZ3fX8X+secdfkiIiLyyo9MTu37VfNKX0SVefhNqa9Ja+hG6/EKxm0GbvpizWlFWoFkQGZ4wn5QUL+DtLXlJShRBCXWt1ShvqIk67mSUEAZvLSrka8PBpjVC56t4SzsM+6sAzr61/UX124zu/wqw6Gaz7L6cuW0zjJp5axmbtutBW1JjOEJZ5l/Wk4PY4GZfWQiGseDx7ozx53Z+ggGBFqqkwMxpf8CxiC3Wc1L1b5ilymcj8OlosS8zIdT2o+SDj6rzjFmPB0O0n59NFaWojRk/b0SDgrT0iv5OhKCAeHoePSDdv/zVpPWfZBWv2u7za5OM6vPnJDScWaueZa0eQ8XLVX2elnqmDGU9QkGHJ/bk+daR5NaYpB2gZuMxvHBO/dkaht98PnrsXmps3RuIsqNEAIff/lmXLmiDgBwpncMt3/vmVkZ0ZiIiBY2PwfOMRssB4CnG//a2akujryWO3D7tplMWuNrUko8e7bfMOCRk/Uqpf9BWlVAckVDBS5ZXG24GC0NBU1KOFgvw0nNSbNRs51wm3m3pDZi+brZAGnpZemztCems39/pQNudoPQzCzP2XR2VLWcGytKldM6ibUkB7PxoWEOWW9GmbXfHL7ofvAmp/uJENld3ocnopk6pGaHaUAIXLOqHjdvbMbGRVWm8/YjW26mnd4H2TKjGqXeaZftGemAl8xkA7sJ7nnOqLcrlxEQuHljk+X3QGkoiJBpJq3HhtlInlfzf4cqIWXW/uf3wGF66cCn/rvtwaPdrpcLmGfSSiQHEXTCdD07zaRV1LqvSPX6MZT1CQUcH58JljsgP/z3PcdwvCt593L7ijq8+7lrCtwiooWlJBTA1/70SiyrLwMA7D43iA/+ZK/vF29ERERaXq4jtFlU6a+pjoFxnOsfN0ybvtgqMyl3sHFRtelyDDVpda97Lnfg8n2Z0eRNwg36LsdCOFuvEv4HaZN1ZtXt1D9bGlJnBtldXOrXg2pxi2singNObt62rL4cG1rMg2hAMnhhVnsxfSGubWvncHaJivQmchqQ8ytAI4QwDJ4UNAmqBB1m0vo5eJgduyC9NoA45CDr3HM7hDGA1TmU3MZW+7oQAtWRsLJecd/oFO473IX9HYMOlu+8LIP3IiFqqmCq290zvf9rB6oLu+gm77Xcgd2ZQIhkQLS2rMR0mvRgf6r14ORY8NL2SNh5t/hc6HvCuA3S1leUmAawVdL7gZPToF2GM2BRk9ZFYq7ZR1b1cFnTVKl4v/GIS/9W0ZfbcJNJC0jHN/WsMEi7gO082YtvPXYGQPLOwWdft81zZgIReddUVYrvveNq1JUn68n94VAnPvHbw7NSOJ2IiBae5OAW7t9XqhnlPj0Qz9GL6u6J6cFozWrfbVhUZdolV3sBGlBkvHit/en2XenLOLcjr9vJRyatEMbPZ5YJXBpWZwa5bZJqMyypLctL922t6kgYVyyvsw00BAMClRH1Ppa+6Na2VZ8VPRGN47ETvY57OPmVRBcMCMM+bjbivVmXbi03x3tVJITyHLvKW60HKbPbnM/u4dqatGnpUiSOAu+at6Ynf+xkL8annWX7OS0NIODvoHNCqLv6u72uSE+u7dbuJgPT6znOfl0I2+lKUz04VLENJ6vh2lX19hPplxkK5qd2hY5EdmkaN/GbpqpSXLOqwV0mbXrgMAfB7etWN9gGalU3ddPzd1z/26ImbVvfGNo1y1jbrAjSKnorpEsz6eftJkib8KGUFMAg7YI1NBHF3/50X+bxR1+2Ccsb1LWOiCj/VjdV4ltv2565mP3uzrP43B9PFLhVREQ0X3m5kAgFZi5W0m/XDoqjrZu5PpXlaBWoMMsOzCIy/8vwmrHoviZt9l/b6SEcBTolpHKAoVwEhDCsF7NM4NJQEEII1JZnZ6K578Kty/bMpKdav8ssOO94szqcLiCE6bIyQVqLhe7vGETf2JTp62bzzFVAGINhZvuuk33azcBhAsYBddyyWw3a9RTzI+3MrB0wZt2nA45mh5+2Xmaum9Px4Ew+B/YCigxiAK6D7+nviCnNTQonmZJpXretXRZr5mWrIG0onUnrfOXuWNuI1rpy7Fjb6GmbtNaVzUq5A6kvd+BimUtqylASCrj6Lsxkpzq5rxGwP24mo3Hlja+Ei5tJVjVp97YPZj0XEAJXLK8zttVw8zIV2NcPHBZyfk70o94/wCDtgvXRXx3EhVR3j1svbcFt21sL3CIiunJFPb7whsszXwR33H8Cn//j8cI2ioiI5h0J+4GErlvTYHguFJzJTOsdncJv9l3IBD0aKkpxxfI6XLOqAVtaa7G0NlnGx+pi0EkWoKpeo/eatF4zcJ2/z8kFWkLaj/juVkBxcWyWCZxef9evaUBT1UytU7cXl/rNMJOdar2+zEoQOOV0awQEsj6f/jXA31qg+v2yrty8O7YVVcDdLOPUUZDWJHCgClykl58Lq+0vkd/sWa2AEMrarI+e6MHopLNs2Fw4rd8qoEiDz4EqgxgAykuCuGJ5HVY2VDiqT5veY7Td0x0HnuE9k9ZuVaRft9pP07XQVfua2WmuvrwEV66oQ2Ol+pxhZdOS6lnpRZB2pmcs829HNztT0uvMLrCrDcZnanM7+H6wqgNux9X3j1m5A8UsQgGBZfXlhuC/fv9J79uGmrTBgOPyFwnpT2EZBmkXoN/su4Bf7r0AAGisLMG/vfqyHGrGEJGfXrR5ET7zuq2Zi4bP//EE7rifGbVEROQvqwuJsnBQmTGlzaQF9GUJkn8X1USwqrEi013bqku6kwBTUHHRVxIMoLWuzPa9emY/d9Of1Szr13EmrXBWVy85AnT2Fsj1t7gqsGcnHAxkBSTcdoc2XvQ6X66K42xPh58zGBCIhIO4dnUDNugGgVKVO8iV/vM7uQmhIkT2OhJCIGqSlegsk9YYOLhxXRPqKhRBZMVNEbfs3u8mqJRrO1THRP/YNI52qgcs0wYhte/0VMPbYUAzINzdCHIyv9Y6Yw9ZgWSwauuyWqxtrrQd1DF9PtAGaSPh/IeP7M5jwubYFUJoMmk91qR1sT2qIiGsbU6eX7yW4nFLW4LCTSatkyxkIHs7p2PtTmLuAt5v8kjpol6wyWT6p4WYKR3z3HVNWFZfjuvXNGbaqpU+Xg2lZoLOaw3rS1F4xSDtAnNhcAL//MuDmcf/8ZotaPBwt4iI8udVl7fiv147E6j97H3H8V/3HGWNWiIi8oW0GYFYKOrAAtmZtHpmF6dW3U2dZNQFFbXjhEj2PlnRUGH7/uz3qduyeWk1XrFtKV582eLsIE1qcqcXnQLeuzq6yVBTCQaM2XiqZuuDFtpJ3PZO1m/y9Pq1u6A1C145XXfOM2mTU7ZUR7BxUXXWZ0/ven4mqhiC1h4DNsFAdsBdAKgsVXdVdxKg0WfSrmmqRF1FiXI7Cfhzw8CqLV4H/nNLCHdZu6WhALYtU2cXe+E0SGt2vvVKCIGmqlJDprTQNcdJzVwpZVYJCKflDnK5ZLFbF5lMWpPja9OSmWNdtQ3M2qZdrpvtIXTH6mwqCwdN626rpNdZmU2AXhvAn1lf9hs1+X3tuDlZYomEk0UgIMyDufrfNdpa3jXlyVrm6d4V+namjwft+Sv9e8fpOTF5A9bRpJYYpF1AYvEE3v+/ezKjaL7x6uV43iUtBW4VEam89spW/MdrtmS+QL784Cn83c/2+949koiIFia7CwnVJUkoIGB2XW8WvLUKkjjJAgwFjDlN6e/G8hLn9REB5wGtzHLS5QJcLMOvIK3bQJlqPaVZZcJplzNmMyCSduC4ipKQIdvMaYtVwaHVjZWOu4k6XTUNldmZotrdLT+ZtNlz85pJGxAi6+aGEMmgyZUrjAFEJ8dQQkqc1nSPzszX5NPnuk4sBw6DzNtA1fr5BoSAm8oKL9y0CItqIpnH2mPDSydmp/VQVYP+5SK9H+oDlIZlOFjo+cEJTEZnzh8VmpsFft3g8FwrXPHa5qU1WNM0M1CU6lxjtiW9fp6sGyqzHKW9ZWOzq5se6VVdFQljTVMlasrC2NJaa5hOe1MoXbbCafDR6zp4+kw/ekbta4AHhDC9oagvsWHVFv35L72vaHeZ9DnczTruGFAPjOYGg7QLyOf/eALPtg0AANY0VeBfXnpJgVtERFZet30ZPve6bZkviJ/t6sC7vv8sxqbyX0eLiIjmLwnrYKJZNl0oYF6bzew62zqT1v7CR3UBn764ctut0snk2rXiduAwCPWF7DWrGtBSHTG+oKHPUHObbajPvtTSDvwT0S3HzWIW10TQWFmK0lAQV62qN7zXyWBcgDF4tG1ZLS5ZXOVqcCs7jZWlhoGStO2aaauzZTphqNGbQ7kD7X6fvtHRWleOKl3WnNOatG19M0Faq8+u33aNlaXYqgjiWLFrkdfg9eU2Wa76G0LJm0rOl2XI2Nf821O5A8c1af3N6E5/ZONAgsYgtp1dbQNZ+05VJISNi6pRUxbGc9Y25t5YZO8P0kG70oE41TrTP6POpHVS7sA57bl6NktIRsJBhIIBd1m/mk+2eWkNbtrQjJqysGE6bTD+TO8YpJSOjoFkTdr8rgMB80C7mzrIhu8vRdZsZl908ZFGfbhOZ5B2gXj8ZC++/NBJAMmT1ZfedIXrER6JaPa98vKl+M7br0JFKlvooWM9eM1Xd2b9YCIiInLLS9AhHBSmARazC2uri1a7AEq61IExGKh+f3OVdSDUrClZGXPaTFox8/qVK+qwpLbMthauKgDQUFmCa1c3YJFFoDYYEFnZtHbxHX131WQAPXua9DaZ1HZX1r3PzeV0QAjsWNuIF25qQU1Z2BCEnCkhYD0ffeB+RUMFQsGA47JOToISqlqUAcXFtz6gkEvZCT8zabVrIjur1v0yTvWMZs/fYjsJ3fPhYCAru9QJq2NeSm81aW9a34zlDcY6q1qhgMCli6sRCQexuKYMjZWlnreBH5yXO8hPJq0xs1i3XA/zDQcD2LCoCjdtaDbUNPb6GYzBZOvpJ1I3nZTlOnRvVt0k9Lt4nCpD3w9W3xdel6VaZ6rnmjUDLsYSCYxPxx0OHJb/bGIhzG8yxwxBWvPGOGlneuDB2T6NMEi7APSMTOGDd+7N/Oj8fy+9FJcsri5so4jIsRvXN+HOv7gOjalue0c7R/CyLz6GB492F7hlRERUjFQDV2mZBQ2ssjWdZqxVlIRw1cp6AFCOvK6VDrDoA2npNugXed2aBrx0yxKsa84eJCrNyWjrZt2aW+vKcdXKely2tNbqzYgr1quTNSNEdgBVH0wFgMU1ZbhlYzM2LqrGtWsasl6z2jbaJumDu24yv/SZsvp32g3ok2ZWAsNxuQMH06g2dXYwJTUvk8C2F/r3ep1XQAjE4jNrQzv4nj7D2ku2brqrsCrjTdVku9jMpbrrSruP7aUmbU25MdtPTwhgXUsVXrhpEa5eVY+AxTHhhPatXgJ7hapJm96s+nOyoTyJy2Xa3cDwGvzUfw/YtWsyFaR1cu5yU5NWy01d0XzUpA0FAti0tCbzXaniJXCozj42PldRGsoafC6WsP7NMNMmYw15vwkhTLehm0zaes1NBm19e+08ggFjndrZwCDtPJdISPz1/+1Fz0iyvsdLLluEN1+zvMCtIiK3Ni+twV3v3YHNS5M/hIcnY/iz7z2Dz957DDHWqSUiIpfsrrdUFyXJUY7dZdLqPf/SFiypTWaj2mW5mXXLDpgEbwHrgUucDZQz82/V/EtCAdNBnBJSvV6FLripIpC9PvRlCdY0VWLrshpURcLYsKgKVbo2hIPmtXsva60BkLzwX9OcPdiam0tPu4CmMJkOyK5xWF2mXn+Oyx042NecjhCvl0u9VH3s2eu8ggFkjUGgzQbUztMqMG8lPTK8WfO0e5KUEmUlQUOZhbRF1RFXGZUS6vWytNaYob6qsQJ15SWGAbDMqNaFm4HD9PTrwa2ycBB15TPrxuxzCKjPNV6ZZdLqV4/bZapuHPnBeB6xbtf4tEUmre6x8hh0sCnd1CDWLsKPWF5deQlu3dSCytKQ5TnEr0xa/YBy6eCstub7qZ5RjE7ad+MPWNRG90ty/urt4yZIu7imDM9d34TrVjdgy9KazPNZN8gC6RvCDNKSj77y0Ek8eqIXANBaV4Z/e/WWWa2VQkT+WVZfjp+9+3q89spWAMmLmTseOInXfO0JnOll+QMiInJGwjogJky6LIaC5gFQLxcxQZsAil2mrdmFtKotlaWhrBGrtcyWYvaRQibB3r6xqawLvJn2WM8PSAbAszN4side2ViRVbdW/3s+XRpCK/2wuSqCm9Y345aNzYbat7lcFpgHbY0z3dJaiw2LqnD1qnrT7eB00DUnbXZSSgMwZqJ6rSML2Jc7uHqVeVacVjgYyDo+tTcXskYe97jxpmPpIK2zrDoAeO76ZtP5mWVUmz3Wr5fqSFiZ/b64pgw3rm/CsnrrMgemDYExcK7f/9PsakZ7IZAsD3L5sjpct7rB9HMIn+sdZMrB2JQRcLur22XS6mfndLvpA+l2u/Xa5srU8uwzwVW9J5wEYN3E5LXnDD+CeQkpM+22nJ+D7xU99TGf7YrltQCyj9P2/vFMmQkvy/BTQAjTTOeB8WlX86otL0FzdSRrG6q+h1Uf6ZpVDcYnNZz03DHDIO089uCxbnzmvuMAkgfZl950hbIwNBEVj0g4iP967RZ88pWbM1149rUP4iVfeBQ/fLINCTf9c4iIaMGyCohpu/5pBQPC9ELNKii2cVGyF4i+xp5dkCkdxDWbzOwj6KevjoSxY22jo9HWswYOM5kmbPFZT3SPKNqTzvw1V1dekrVNDINQ2TRdVZNWG8SoKQ+jrMQYoHKT92SYv0mQVrW9wkGBjYuqsbimzHRfcT5wmD1VoED7Eyl9/ayfKpcapnYDhy2uKTMNEmqFgwFcuiR5zAghsFFTTkC77rzG9tJBWmVNWt0NmvQqszq+rQbcArKPl7BiMK91LZXJ/VMXvHe7KVTbXP/c5akAlNali6tx5Qpjlqt+PbjNphWB5Hpb3lCOZosgsIC7QJudTDkYXaTHcKy7XKbT8g1pm5fUYEtrLRbXWNfx1rfTbLsvqS3D+pYqrGlKBWmVmbTZTzZWlmZ6bqRJab8tnd4wsmqvV9G4+fdA9nLT3yvOG6D6VGY3VXIZ+DCfhDD/rugfcxekVYklZnoxWGXSOr0R6AWDtPPU2d4xfOB/98zUoX3Zpdi2rLagbSIifwgh8KfXrsBv/+qGTB2wiWgc//zLg7jt60/gaOdwgVtIRERzmTSpnQok67StMgnShgMBTE6rg7RW1yMbFlXheZe0GDIJ7QYQSl8gmV2QmV1G69uyoqEckXDQUWZLU+XMgCmVJl28zTJpAeuRna0uXmvKw5ngAwAs12Wh2WUnee367uYthpqWJjUuVbPUTmsWCHXaxdhJr0DVBbL2BkNZOJSal+59OdUwtc4YVS1PpSQUQH1FCW5c14SbNjRllYrInqU6s92ui39dRVjZXi+EMIaI9PvhioaKTBbmVavqIUT2IHnpLNYb1zdZzsdOPGFf/qulOplVrrW4tsz23CClu67UgPMYaECxDnORXm12Gapul6rqJWClJBTAqsYK0/IwyTYJRTvU7VpeX45LFldntpXT3eOqlfXYsGgmU1vCvuasq0xaTUOs9tnWunLbgSeBmZsogHWgz0sM0M2NBrNzYTgYwI3rmpSvJZfhulmuJDNp87cQVSatal3bBWFzOb0ySDsPjU3F8Bc/2IXhVN2Q117Zirdcu6LArSIiv61vqcIv37cD77lpTeaLYFfbAP7kjsfwqd8dxvBktLANJCKiOcvsYm1DS1Wyrpwq+BMUmXqWenZZN5WlIdcj06cveM2WafYZzIJPZoEY7eTbltWioaIUy+rLTTPA7MowmMt+35bWWgDJLNrqSAjL6pJBiMuW1lhm3inbpNhmTi4SXQVpbbJ7M0FadYqbZrocM2kdtFkVLNHuLxWlwVSzsqfzs9yBk67FKunyBnUVJaiOZPeCdNK+ykjIMJhXWkVJKKu0gCoLVvuMk21it9+FgwLPu6QFt166CI2pmyCbltSgqaoUN6xtNA26uQ3STsec7UD6QcicLsXsxpYZp+1PZi/7F6Y1q0mbazd0r5mB2iCtvi64mxsZdjcDrN8784KU0jbg7i6TdmbeVqu4NBTAlSvsS55oMzmt65gL22Xmwmx7BwQMdai13B4nrgnvg9Q5ob1Zmq7Pq9rXImF35T/cYJB2npFS4u9/vh/HupJdrba01uCTr9zMOrRE81RJKIAPv2gj7nrvDmxKdY2LJyS++egZPPc/H8S3HzuDqZizGkJERLRQSNNMovTzqiyrUCCQCSzqeclAtAsapIOhZplF2m6sWzXtMuRlpZbjpNxBWUkQN6xrtBysKOxxMCL9x13VWIHnX9KCG9Y2QgiBQEBgfUsVVmsuEtPs1pVqwBYnW8TNNYJhgB8HQUk3/C13YP16uvSDvsleyx0oM0qVASj7+VtldQZ1ASHVcRoQwPKG7EzsRdURbFtWi+df2pLVbV3fRFVJDCtmbcieRiAcDGTNe1l9Oa5f04gGTea6ITPb5WEWVdzMyaV+cfZ7JRwk6rpedmbuHgJbDRWlyufNjkP9s/rM9YqSkHLfS2fpr2sxnpecWFZflhxgrrwE23TlJpyUqMjwcBNKNa0E0DU8aTl9rWbAt/IS80xgwHkmrbe67faZtFZzXV5fnjUPq14gzpdt/TnyXXpPwPnxsqTWfa3p5fXl2LSkBpcvq0NTVfIYU226snAQly6uRkNFaVZgF8j9u5BB2nnm64+cxu/2XwQANFSU4Gt/eqVpcX4imj+2LavFr963Ax992aWZO9YD41F84reH8bzPPIxf7T3PerVERAQgGQwz+05IX7ibZdKuqC/HFcvrDJl6fl+Aal/XZj1pa3pGwkE8Z10Ttq+sxwpNUMo4WnhS2GVNRTNeM2lV76ooDTnKjnSWFasPonprk9NpjXVzhek89W25fFkdasrCuHb1zOArZuUO9DWSvawLvXT9UyeB1bTtK+uxqlFdCkQo2qW6ceEok9ZiP83K2rOYhz7guaW1VllrWj/d6qbKrBlrt0ljpTooaBc8c3pqyDWTVpX9qM1ETmfFOZWdfZnfTFovP9E3L61W7udmu7BhUt0ygwGBWzY2o04XoHzBpS14waUthqxup4QQuGZ1A25c34Qq3TyUPQAcztddJu0MKYGLQ9ZB2srSEK5cUYd1zVW4bGmN5bTaZVptcqf39rTHmeVXQzpIa5VtKwR2rGlEWTiI1rpy5fhE2lrQ2hufVpm0QPZ5ubosnKnr7LYsSD6l6+G7EQgIrG2uzLrRpV/HGxZVQQiBdS1VuGFdo+HcmMugYQBgfVuAisrdBy7iP/5wFEDyoPrSm64wFMomovkrFAzgHTtW4U+2LMYd95/A/z7djnhComNgAh/4yV5845HT+MiLN+I5FnWEiIhoYTALOKSvr1QXwMkLaoFl9eWGATq8JJfaZd+msxpXN1XgdO8YpJSGAX7qFd0uzYJEZhmwbmsz5pJt6ZWTgI9xEn+Cv2bTmgWFbaodAEhmeuqzPc2u7bctq0Vb35jF3IxUm2jz0hocPD+E6rLwTBdsB4HV1royLKopw5KaCEIBgTO9Y4ZpVBmlpaEAGitL0Ts6lclAd7K+rW4CaIOmIrlQY1sUtWrtAi7paawGmd6+sg5dQ1M42jmcqe+rCk57zbDWT5dLfeC0ilSwbXA8apoJ6rR9eQ0+Wcx6eX05zvWPG54vLwnh5g1NON41io6BmdfNzjP65/WLlJCIhIOoKQtjYDx5fheAo8HunIrobkDo90spnZUsSLfNMI3pZ9csAxIxkxI6Wq115UCd/WBU2Zm0zqZTWdtciaHxKLZoxhHKNTNXIFma4NZNi0ynCQYEbljbiP6x6azAq3mGefL5TUuqUVsWRl1FSdZ5I+/lDhzavrLe9WB3TumDv/pzdmmOy2Um7Tyxq60fH7xz78xAYS+9FNetabB+ExHNS81VEXzylZfhvg/diJdcNvOlfOjCMN7y7afxhm88gUdP9HjqWkVERMUvOVJ58t+GC/fUC8GAMHTh006rv4DzUq/QLrCbvggtLwnhlo3NuGlDszIoa/a+tPTFvZNyB0646TKa3Q7vVKt3+8p6VEfCmdIMngYOc9Equ0zdme633j6p/ndJaSiIa1Ylr2eqNUGA8Wnzwdlm2mJsw5qmSty0oRnPSZWXULVVtR83V0WwtLYsWZLCtCu5uibw9Wsa8IJLWzIZuE42kVU5De0qUgVI08vQt9PsxoJ2snJVqQPN8kpDQSxvKEeprpemft7hgP74c0Y/nV/V+lrryrF5aU1WsHHH2kZUlISwpqnSNJCj7yLv9nez0+NRSqC6LJTJVNXfiKopC+Pmjc2K8zFQFQmjQXdOdHoq1n+c9GPt0x4ru5gKBQNZx5iyJIjJHmN3MyD5XjPZG9NNvN3uZkH2OjKfNn2caAcx09q0pAbXr23UDRRoH6S1TLZ1uC80VJZiXUtV1rFg9rnTmywcDGBlY4Xhxo5fPTcbK0sz5Qa0nM7dj5s8Wum26I9DwJg5y0xawpneMdz+vWcz9br+bMcqvO36lYVtFBEV3OqmSnzlzVdiz7kB/Nvvj+LpM/0AgCdP9+PJ00/jsqU1eM9Na/DCTYs8DwZARETFKd01OCAA7aDd2gv3zUtrMhmseoYgrYcLIrsLGe0yrEYId8qv7zqvwd5crhlVAYmltWVYquk15yXI5XSVqLtV64O2wnS5TrKItXtZa115VrBqUXUEwxPJAVEnpu1r7ZstTh9QcJJxqg0kWdUvVQWRhBBZNS1HJq0DzDVlYcd1Ya1Wqf4lszIO2kM7ElYPpmZ8T/b5oLwkhJUNFbgwOIGWmggqI9nHqptu/17e50VjZSmef2mLq/fEXAafVM2/bk0DTnSNond0KvNcMntU4LnrmzAZi6O8JIRdbQOZ1xMyWbahymS9eh0gTF8eIv1Q+7zXGy5WIqEgxlI3WpQlQUwzabO5OZ1r55lwW7rCZjlOMmlLQwEsr0/2HFjfXIWqSBjTsQT2dwxaztvquyZzU0w3STgYyNRnzmX7mZ0z7HYvq3VbFg6iNBzE4Lh1dnJDRSmuW92AyVgcJ7pGcX5wYqbmtMNN5/cNhmtWNWBoIoq6cmNvA/12yvWGMDNpi1z38CTe/j9PY2A8+aPlRZsW4Z/+5JICt4qI5pLLl9fhzj+/Ft95+/bM4GIAcOD8EN77o914wWcfxp3PnMsamIWIiOYvqckk0l8k6y/cb1zXiGX15dixtjHreX23VS9d+SPhIFY3ViISDioHJPMao9FfXM50w/d20anntPtvfUVJVokh7QVzPgb1NavFa0k3kVn9RdW8jEETR3lsprTBP318YE1TZaYL6dpm+wGMHAcGdY+VQVrNU2Y3I5JZrdaZxk7YlaTSxyfMtovTZU9run2XKcYxsYuHpJezdVktXnzZYlyxvM7YLd3jjQC391SazGrmeqRdfDSWwL72QcvpnQwe1FwVwY61jVmB+3QJi0BAKAepkpkbaurjW9/VWjud1bnKWO4ge3lZC/GR9jtGVdrDNEhrclPI0Xs1/5aQyvrFZuwyqFuqZgan0repOhLGCy5twfMuacn0wAgEBJbWljm68Whdb1b9vPYcZlbn2wnz7HvrncKqLIgQAq119uU46yrCmeNh67JaLKpxPwBYyOcobTAgUF9Rovz8+hvOuZZZYCZtERsYm8Zbvv002vqSNWguX16Lz79hGzPiiMhACIFbNrbg5g3NeOREL77y4Ek8lcqsPd07hg///AA+d98J3P6cVXjj1ctR4UPGEhERzU3ai9R0jdn2VM3D2rLsrrO15SW4YrmxxEAoGEAoEEAsNeS515+fl7XW4LLWGoxOGTMMvWbS5fuXcCTs7ALs8uV1WRfi2o/jpI2RcBCTUfusUdX8k4/tl6IPqK1sqEAwILBXF5BSzcpNUNjJpsyKDeneUBIK4DnrmjA2FVN2gfWyPNVy1EFaTXDdZNOrysN62Q/truO0ASPTzyi83QRIBwjt3uo0cGv22Cmnx39jZSkqSkNYb1Jz1ivtOuzRZL6aMWa0Wsxb829VDDAgROYcnX7ZbL3ql6udbsfaBpztHcdSRWBMH3xMP/YjRmsVHJzSJIXUlZcYsiqd7ruq9WteKkETuLQYOFPF6pisryhBjSaz0jCpgDLw7if9+goHBSaT+Xuus7+1zOtY5/YN2+zg/G3YpzX/dhp4VmW85ovf5Q6YSVukRiajeNv/PI1jXSMAkneUv/XW7ZluKkREKunuVHf+xXX4+Xuux/Mvmenq1Tk8iU/+7gh2/McD+K97jqLTZuRTIiIqTvGE1GRnAZuX1GB1YyW2tNZmXXDaec76RkTCQTRUlDqqFWtFddnn9WLQ2A3f/bKtOP29bRmkcbDQHWsbsbqx0pDFbMZLooahi3lAYEVDhWG0alXww6x7unLUdQdr2S44VFEaQnN1xFEQx/lgVdmP7bpfW5X10C8zH931teGJZB1cb+tapTZ17NsFEPVLs53C63FssT+naxWHAgFcvaoe25bV+h4Mc9tqfeah0yxIVVZnVj1ck8Ec0/PXZwxqp6uKhHFZa43y/GyoSav7q1qmH9I1WUOBAFY0lGNV08xgVWuaK0zXuzH+6S2T9sD5IVc1aasiYaxurERNWRjXrc4e80efDetkcDO7tuZKu81yqQ9rtu0rS73HmwRm1qcVq2PJSRL0TRua89JbxSlm0i5A49MxvPN7z2J/xxAAYFl9GX74zmvQ4HMXDyKa365cUYdvvW07jnWO4OsPn8Kv9l1APCExOB7Flx88ha8/fBov3bIY77xhNS5rVXd/JCKi4hOLS6R7OQeEQEko4Ok8Xx0J44UWo0bnynsGnn4+/l6sOc2Sse7+b9+mytKQq+1ilX1k3g5nlFlrJpl9Xld3Y1UpxvqSGdW1Dm8WLK4pw8WhCcPzzuug2mfSagOz5oFwYbgwz0uQNjtK62vWuNN17lY+OnkuqongpvXNKA0Hcs5a84tVUFkvKwirmpcQiKdeSZiUO0gzZPA6XB36jMRMTVpNYC8f+/CapkpEQkHUlIURCQcRCQexfWU9pJRYXFNmmiTiJEPb9OjUvDAZjTsuWZOWPg/rezbob9i5WV35CiFqg/ZWpQfs56NuYV15bjdkgeT6PN07avq6VS8NJ0Ha6sjshzm12e+xuPf1DjCTtugMT0bx1m8/nRkAqKW6FD9657We6nQQEQHJO9qfff02PPS3N+Gt163I1CSLJSR+ufcCXvalx3Db13biDwcv5vRlT0REc0M0npi58J8jVwNOutM7n5nlw1ljNRBSPpJ8jMFp7/MyZK056FpsGZR20JZLF1ejpTqC1rryzCA7drYuq8HGRdW4fk12trHTeJk+EKEKtGUPDGTWndpYBiMf21jbVVg7aJzVcqsj5sHXxTXJeVSUhDKBq6ysNVUIMasshV2LvWf22qkpD+e1F6mb7RcQwtXYDnaZgaqglNk+7XXgMONys8srJNvpaFapiZ1NFgwILG8oz+q1sbS2DK115ZbLNJxv1PUOlMamsoOrUzHnZWSslBpqs+uaY7EC83VJpf1Oz+W6zeymQy69ZpzuT1YlPOw+0fVrGguSRasdlDLX8qPMpC0i/WPTeOt3nsLB88MAgIaKEvzwnddgeYOzHzFERFaW1ZfjX1+xGX/9gvX436fb8f0nzuJi6m72M2cH8MzZAbTWleHt16/E665aZvmjn4iI5q5oXJoORjOXeL3OcVvuwG1WVfI9gazaiipWA5fkY60bs4/sl2I6ErfhrargpW4Kk0xaIYQhmKFSEgrgWl13YjuloWCm+7R+mU7oszBV5Qy069Xs4lsgOWq9nQ2LqnCsc8RR21Ra68owMhlDPCGxpqlSGWxKt/C565twcWgSKyyuFbe01qCpqhQt1c57ZGozhsOKfdx4c8LxrItOVSSEipIQNi6qRtfITAaoXd3k7FViPAYbq0pxYTCZIZ7uUm+2TxtuNDhc34ZyB+lMWm3dY2ez8pXpMnUvNKQGcbIb2AuAbRkfbYDNDf1NAjffp04HL9NmaDqhPYeZnt89WtdchVqbTNorV9RhV9uA7bysvkOtgpx227vUYc14v21bXouHj/UgFBBY2ZhbfG6O3DsnO51Dk3j915/IBGgX10Twf+++DutajD9KiIhyUVtegvfctAaP/P3NuOONl2PrstrMax0DE/jk747guk/fj4/9+hDa+sYK11AiIvKke2Qyc3E0V4K0qoDibAwctqKhwlUd3rTr1zZieX05rlvdgE1LqpXTWF1o5ieT1v1MEyZxZkNtRQeZzunH+vdGQoFZyWzavrIeQDIrtLHSWbZXOGgf4NLGIc02qRDCkHmm2h7rmnO7dhNC4NIl1bistQbBgDCpy5l8rra8BJcsrras1RoJB7GqsSJrGm1AXZWpuiW17JJgAOsXGWtLGto0N04xrjnZZ5fXl+Oa1Q2oKQ9jRUM5IuEgSkMBXL6szvG8VcmOly2tQUNFKZbUlmFZfTLb2WkmrdObTvrAnzT8w/9SMU44XWYkHMStl7ZkPWd2Y2pRtbrXcUVJCFtbax3fHCoJZpfXqNJ1q9c33axkAOB8UC+reaho94dce0Bqt8X6lipcavJdp9VaV46b1jcrX9PW8L1hXRNWNFQopzOW7nG+Dgr1myZd/un5l7Z4uvGrxUzaInD4wjDe+b1nMhltKxrK8cN3XoNlDrsBERF5EQ4G8PKtS/DyrUuwq20A33n8DP5wsBPxhMTYdBzf3XkW33viLJ5/SQvecu0K3LC20VU9LiKifBJCtAL4VwAvAtAA4CKAXwL4uJTSPs0jOY/XAngugG0AtgKoAvAjKeWfmky/EsAZi1neKaV8g7NP4K/qsjAmp+OYjmdH5eZKkFbFr1HhzS7wtrbWYmWj+iLRTnUkjMuXJwMxzdURHLowbPsep6NSe2XVRdSMWYaWIRvWwTTpxeufLyuZnYGNl9aWoeaSFpSFg44DPfrpVO/LLlMhcM2qBlwcmkD3yFSmRqWT9WM2nd9yPaQ3Lq5KXXdKbF5irIlcFQnj1ksXISCAkIN6sHP5HJMr7WcrDQXxgktaIIR9oFF7qKoOwUg4iBvWZZfwMLvpow/ilTs83vSLvXRxMgBXURpCz+gUAOPAWLPBtNyB4nmnNWGDAYHLl9VhT3v2V395adDVd0AgIHDNqnpcGJxEQ2UJqnS9CvXfNVYBVqeDel2+vA5PnekDkAwS67/D9bT7iZsMXJWqSAjDE1EAyTJJTqlufJaFg9jSWpt5XFkawqYl1cqEH7tyB42VpehN7aN6hbwUzXXAsDQGaee4B4524a9+vAdj08kfAOtbKvHDd16DZpO7QURE+XDlijpcuaIO5wcn8P2dZ/Hjp89hZDIGKYH7DnfhvsNdWF5fjjdcvQy3XbnMtpsXEVE+CSHWANgJoBnArwAcBXA1gA8AeJEQYoeUss/BrP4ZyeDsKIAOABsdNmEfkgFhvYMO3++rSDiIG9c14XcHLhpemyv31vysSetkgBnA366gpaGgbZ3D7MX5v+L1n9NJXbzmqtLMhf8Vy2ey/8yyZLOXpw5w6qcsy2PdUL1cg0pO9sNFNREsqolg58nemSCtw/3X75vZ+Yh/loaSGYoS5vuQVTDCSYC/WNh1pzcO2uXw5oBmrTjprp9ui5PnrTKntbSLLQkGMnWgNy6uQt/YFAQENi6e/V67ZmvQyZq1WpX6mtGAuryJnYbKUtMB2/Wb3+omhvZaKR0gV1lUE8F1axpQEgxgb/sgpiecB2lzHcDqimV1eOh4NwCYZr06cdP6ZlSXhQz7qulgeBbbRUrgiuV1uPdwp/L1+XBTiEHaOUpKiW8/dgafvvtIpgvEjrUN+Mqbr/RcM4WIKFdLa8vwDy+5BO9/3jr8fHcH/ufxszjTm7wDeq5/HP/5h2P47L3HceumFrxu+zLcsLbRUZYFEZHPvoJkgPb9Usovpp8UQnwWwIcAfArAux3M50NIBmdPIplR+6DD5e+VUn7MTYPzKSCSF26qYEAhurM65T1Iq8+kVXOayZQP+Vjt+oCRk26yoWAAN21oxvh0LCvwsLgmgotDE5nHTgZoMqtJm8/BnfymDkabTKx4/upV9dhzbhBLasvM69c6rKPplR+7lp/BZDfnmBvWNuJs3zhWecxw95uA9UBFXs9RS2oj6BtLZgI6HQDc6SZRBSPVZj7Z8obyzDYvDQVxy8YWszflndNgtIrVjTLVjQX/b5pkz09fTkUrEg7ihrWNGJuKo7VOPQhgWnOV8wQ97T6Z61dcTXkYN21Ili7IKQZlkl1utnas6rkDEmUlQZSFg5iI+jMA3FzDIO0cNDwZxd//dD/+cGjm7sAbrlqGT7xys6G4PRFRIVSUhvDW61biT69ZgcdP9eLHT53DfYe7EEtIxBISdx/oxN0HOtFQUYKXblmMV1y+FJcvq53TwQAimh+EEKsB3ArgLIAv617+KIA/B/AWIcTfSCktC2tLKTNB2fl6/pormbQqXttm2FSax8GAyNTp8zdGaz8zbVwuH6tdn33kdITpspKgoSTBsvpy7D430zW4MmJ/2ZgODlTrLuYbHNaHnQsCIhkofOxkb+Y588HCjM8vrinDos0Ry/OFNvAXDgZcdSN2otCnKv3i3RzHVlmKc5HXUdxXNVZgMprc7ssdljB0GhB2+l2VfT6aO18EbjNpm6pK0TOSDHhb3RCqioQRCQcz2e+A/99/xpq01rGb5P7ubxvWNlfiTO8YElLiiuW1Oc/PjwRBs11SFSQPCGH4Psoqd2DzVctMWvLdwfNDeN+Pd6OtbxxA8sTx4RdtxJ/fuHreXhwQUfEKBASes64Jz1nXhO6RSfz02Q785JlzaO9PZt/0jU3je0+04XtPtGFZfRlesXUpXr5tCdZz0EMiyp9bUn/vlVJmRT+klCNCiMeRDOJeC+D+PLVhiRDiL5CshdsH4Akp5X43MxBCnM2xDa1OJorm2B0yn7z+9rWqSRsUAvFUiCzXQVXc0takzcfvev087QIETuaXzvg0ywjTjtCdHnCquSqCG9Y2YmQyhorSUNGVQNIHCc0u+q0GEbOiHa1dAGipjqBreBKtde7HG1EvqrDXjE7q/BYLYZNKm0u2v5NBmJwua/vKepzsHsW6ZucRv+bqCDoGkjEHL4Mn5ovbVXrF8jrsOTeIitIgGi0C/MGAwM0bmvH7gzNlf/wO6OnnZpVJmy+RcBA3b2zGdCyB+oriuUEGJMtuXL2q3pD1bDVAot5cvvHsFIO0c0QsnsDXHj6FL9x/IvNjuamqFHe84XJct8bZaINERIXUXBXB+25ei/c8dw2eON2HX+09j98f7MTIZAwA0N4/gS89eBJfevAkVjdW4PmXtuD5l7TgyhV1njMRiIgUNqT+Hjd5/QSSQdr1yF+Q9gWp/zKEEA8BeJuU8pzDeazwu1FNlaWZAWHS/M7i80pd09PjvCzmHQgIIJVIleugKlr6WakuIPOeSWuoj5nb/BorSjL7i1mdyytW1OFMzxgqSkNZI6gXW0ZkWnrE9TVNlTjVM4rK0pDvv1G0sxMiWfd/YGy6KNeXitXxN9/M1qB4gPV6XFpbhqW11l3m9TYvrUYsnkAkHHT93kIw+/yRcNBxvKQkFEBFSQhj07HUPP0+tnU3ymapF3Q6I786NZBZZWkImEOnE6dreePiauV5UD9wmNU8mUlLvjjWOYK//ek+HDg/lHnu+jUN+MIbLi+6O89ERIGAwI61jdixthH/+orNeOhYD3619zzuP9qN6VS2zeneMXzjkdP4xiOnUVcexi0bW/CCS5vxnHVNqCjASLJENK+khyMfMnk9/XxtHpY9DuATSA4adjr13BYAHwNwM4D7hRDb7Mos5MvWZbU4dGE4q9ZoOguy0FSZMl4vtgwjfmv+rS0JkM9MWrsBafJxHamPJeZaJu2y1ho8frIXpaGgaZfs5qqIq3qJc1F5SQjjqaBNep1dsrgaDZUlqCs3z0TzGuDJfptAOBjwPCi0OsPM06zyZo41xxW7U0TFLAZp/Q4+lYaCuGb13EsGy3fpBe3NKz9v1AGKIO0sJaHcuL4JnUOTczbYbln+RdNjw6ymsKrcgdks59r5zwteCRfQ2FQMX3rwJL716OlM9mxJKIC/fsF6vOs5q5lZRkRFLxIO4kWbF+FFmxdheDKKPxzsxL2HOvHoid5MYGBgPIqf7+7Az3d3oCQUwLWrG3DjukbcuL4J65ori7qbHBHNSemTiu8ROillN4D/p3v6ESHErQAeA3ANgNsBfMHB7NpybE4rgKwIQkVpCFevqsfRzmEc6xwBMHcyaVW8BiWsfkNvXFyFXW3JWqsrGtx3L3dqraLbcb6LK+jr++Ua1KmKhPHCTYvm/ffwNavrsbttAPUVJZn6i8GAwOIa64CH19WiXZ+5rlqp2KsKvbX0n6mYM9vsBnibzcFxF3powK94atbAWn7fqPP5RplTlaUh5XdOMSgPBzOZzek6zXram2VLaq1vaM2H7ysGaQtASonfHbiIT/3uCC4OTWae39pag/++bSvWsVYjEc1D1ZEwXrd9GV63fRnGp2N47EQv7jvchQeOdqNvbBoAMB1L4JHjPXjkeA/wuyNoqS5N1bxtxA1rG+dNV0Aiyqt0pmyNyevVuunyTkoZE0J8C8kg7Y1wEKSVUq7MZZmpmrbKkgklmgtHvzOJvFJdVwmfrm+12cLpTKNQIIBaiyxJt/RrURmkldqatL4tOiMfWVzz4YLXTnVkZgRzN7yuGWHyby/CipoWc22bzbHmFK1iDnb7wa9vKu1NPL97U+hvEIYKUJN2LrJaC1taa/DE6T4AwKqGCuU0LdURrGuuwkQ0jk1Lkj/t5vPhwCDtLJJS4qHjPfj8fcexr2PmuqCiJIgPPH8d/mzHqlm9G0dEVCjlJSHcumkRbt20CPGExJ5zA7jvcBf+eKQLp3pmegF3DU/hZ7s68LNdHQCAjYuqcP2aRly/pgFXr67P1F4iItI4lvq73uT1dam/ZjVr86Un9Vd9FTKLmqsjQKrM1lweyDGXoMSGRVWZbGFtFo4QwtMATW6sb6lSZvNqwwH56NKrL7GgGjmb/ON19wxkZdLmto0CAYHLltZklc0r9FbXf6b5Gly8ZLG7gb9yNdeP5zVNlegZSdawXt2YQ1Znnj9mVskbn29S6stf5DOTdo7cX3XE6hTQXB3BNasaEBDWA9jpB9rLd1mMQmKQdhbEExL3H+nCVx46hb3tg1mvvXzrEvzjSy7BopriruVERORVMCCwfWU9tq+sxz+85BKcH5zAYyd68MiJXjx+sheD49HMtEc7R3C0cwTfefwMAgK4rLUW161uwDWr63HF8rpMN0UiWtAeTP29VQgRkFJm0iiFEFUAdgCYAPDkLLfr2tTf05ZTzYLKVNmDkckYVjUWPGYMQH1dnktMYn1zFcLB5CAxszm4jxWZHaX13TyNhRUFN4FIbfKrH5us2EZwLyZl4SAmosY6mTvWNqKB6z1LS3UEV66oAwDfYxvVkXByMCwfaIPdCZ+r/QiRHJfjydN9qI6EUR3xN9xWW16CoYnkdVFVESWq2AVUGQvLxiBtHg2OT+Onz3bge0+cRcfARNZrV62sw9/eumFOFusmIiqkpbVleP1Vy/H6q5YjnpA4eH4IjxzvweOnerH73GBm8LGEBPa1D2Jf+yC+9vApCAFsaKnClSvqsH1lHbavqEdrXdmc6/ZHRPklpTwlhLgXwK0A3gfgi5qXP45kJuvX04N3CSHCANYAiEopT+WybCHENQD2SCmndc/fAuBDqYc/zGUZfllcU4bFZgUh5ohcMvACAYE1TbNXo08bgDVvtqbcQR7awPEsZtd0bGZ7loScZ8xpAxZ+/ETR/86Zaz97ijmTdsOiKpzuHcOGlio8c7Y/83xjgcpvbWmtRVvfmCGrcK7wo5eC/jR2y8ZmlJf4F7bKKneQh3TUxspS/MlliwH4X3rk0sXVGJqIIhQQRVuD1jfFe1qxxSCtz6ZjCTx4rBt37T6PB452Y1o3GMMVy2vx1y/YgB1rGxg4ICKyEQwIbF1Wi63LavFXz1uHyWgcu9sGsPNUH3ae6sW+jqFMPSkpZzJtf/TUOQBAc1Uptq+sw5Ur6rG1tQaXLqn29YceEc1Z7wWwE8AdQojnATiCZD3Ym5Esc/BPmmmXpl5vA7BSOxMhxCsBvDL1cFHq73VCiO+m/t0rpfxbzVv+A8AmIcRDADpSz20BcEvq3/8ipdzp/WPNX6rfxfPtp3J2IDf/5Q4ov7QjkbsK0gr1v73SB7XmWjfgYt4tVzRUYEWqTmZNWRhDE9Gs8imzbVVjxZzp/ZAvVZEwqsvCGJ6I4vJldb5njLZURXBhMJlAtzhPGZz5ivOUhAJ47vqmvMw7n/KxOor4tGKLV6o+uDA4gUeO9+Dh4z147GQvRiZjWa8HAwIv2rwIb79+JbavqGNwlojIo0g4iOvXNuL6tY0ANmB0KoZnzvZj19kBPNvWj73tg1kjg3aPTOHuA524+0AngOSPhDVNlbhsaQ0uXVyNdS2V2LCoCouqIzw3E80jqWza7QD+FcCLALwEwEUAdwD4uJSy3+r9GtsAvE333OrUf0AysKsN0v4AwKsAXAXgxQDCALoA/B+AL0kpH3X9YRawYsrAkw6Gtcl3CcG5XrNyvpnWDEhX4qL2pN+/N+b6cTLX2+fUtasb0Dk0ya7Zs+C565owHo37VuJAa1l9GYYno4gn5Kz2tiB/zefrNgZpXZJSomNgAgfOD2F32wAeOdGD412jymmX15fjVZcvxRuuXobFNWWz3FIiovmvsjSEmzc04+bUqMzReAKHLgzj2bP92NU2gGfbBjKDGADJLKaT3aM42T2Ku/aczzxfFQlhfUsV1rdUpv5WYU1TJVqqS+f1jwCi+UxK2Q7gHQ6mOwuTpAwp5ccAfMzFMr8N4NtOp6cZ6pq0xXn+NctkzMqkzXcbinTdFRNtj8nSsPMgrTaW7kfWq/44mWubfo41x7NIOIiV8zyLda4IBEReArRA8ty4eekcr/VDCxqDtCYmo3GcH5xAW98Y2vrG0dY3jhPdIzh4fjhTrFllSU0EN29sxqsuX4ormTVLRDSrwsEAti2rxbZltbj9Ockba+f6x7Hn3CAOnh/CgfNDOHRhGKNT2T0eRiZj2NU2gF1tA1nPV5QEsaa5EqsbK7CmqRKrmyqxprkCKxsqEAnPjYFoiIjmq/mWGLqoOoKLQ8lutkvr8pPAcdXKepwfnMC6hV6vcBakyy0B7jJps4KqvtSkzX0e+TTX20dE+cVyB+4smCDtmd4x3HOoE9OxRPK/ePLvVCyByWgcA+PTGBibRt9Y8u/YtHEUR5WSUADXrKrHc9c34aYNTVjTVMnALBHRHCGEyNQTe+XlSwEAiUQycHusawTHO0dwrGsEJ7pGcapnFLFEdmfUsek49ncMYX/HkG6+QGtdWTJw25gM3CaDuBVoqmT2LRGRW6rTZjGdS69cUYenzySraKxoUA+es6y+DOPRGBIJYFVDfjLyltSWYUkte/DNhtJQAFOpkgdlJc5v3AqTf3s15zNp51qDiGhW5aNO9nw+rSyYIO2JrhH8+++P5jyfVY0V2Ly0BpctrcbmpTW4fFmdqy9lIiIqrEBAYGVjBVY2VuCFmxZlnp+OJXC2bwzHu0ZwvGsUp3tGcapnDGd6R7Pq3ALJLqvt/RNo75/AQ8d6sl6rioSwpqkSGxdVYdOSamxaWoNLFlXzu4KIyIIQApFwEJNRZ4kSc83imjJcv6YRpeGAaU8LIQQ2Lpqbo7KTe9tX1uPJ032oioSxqNp5nVK/g5b62c21gcOIiPw2n89zCyZI62TEzcrSEOoqwqivKEV9eRiLaiJYXl+BFQ3lWF5fjpWNFXmrjUJERIVVEgpk6tFqJRISF4YmcKpnLBW4HcXpnjGc6hlF1/CUYT4jkzHsbR/E3vbBzHMBAaxuqsSmJdXYvKQGW5fVYvPSapSX8DuFiCjtBZe04Df7LxS6GZ41VZUWugk0ixorS/GiTYsQclHqAMgu4+HHYHLB+ZxSRkRFbzZOUYF5VGt4wVwdbmmtxQ/eeTVKggGUhJL/lYYCKAkGEQkHUFMeRmmIWU5ERJQtEBBorStHa105nru+Keu1kckozvSOZQVuT3WP4UzvWNaAIgnNgGW/2psMQAQEsL6lCltba7F1WS22LqvB+pYqhF1e7BERzReBgMCapkqc6hl1lZlIVChuA7RAdmA2HMj9O9+QScuYLRHNIfk4JQU1d7uW1JbhiuV1Wc8VswUTpK2vKMFz1jXZT0hERORQVSSMLa212NJam/V8NJ7AqZ5RHDo/jEMXhnHowhAOXxzGyOTMgGUJCRztHMHRzhHc+Ww7ACASDmDzkhpsaU0Gbbctq8Xy+nLWcyOiBWPTkmosqy9HFXuv0TwVi8+EaUPB3L/f9b8R+JOBiOaSfFzHXNZagweOJns0Xrq4et4EaIEFFKQlIiKaLeFgABsXVWPjomq85srkc1JKtPdPYP/5QexrH8S+9iEcOD+ECU39xcloAs+2DeDZtoHMc7Xl4WS2bWsyeLthURWW1pYhMI9+jBARpQkhUFMWLnQziPImmpjpaRP2IUirpx9IjIiokPJxRqosDeHWS1sAwLQOfLFikJaIiGgWCCGwvKEcyxvK8dItSwAAsXgCJ7pHk0HbjkHsbR/C8a4RxBMzWTaD41E8fLwHDx+fGaCsLBzE2uZKrGupxPqWKqxrrsTKxgosrS2bdz9UiIiI5pOsTFofyh3oRVjCj4gWgPl6zcMgLRERUYGEggFcsrgalyyuxhuuXg4AmJiO49CFIextH8S+jiHsax/Euf7xrPdNROM4cD6ZiavXWFmK1roytNaVYWldGZbWlqGhohT1FSVoqCxBfUUJ6spL5lW3ICIiomIRi2szafMQpC1hbXsimjuY3O8Og7RERERzSFlJENtX1mP7yvrMc/1j09jXPojDF4dxomsEx7tGcapnFFOxhOH9vaNT6B2dwt72QdNlCAHUloVRUxZGZSSEytIQKkvDqIqEUJV6XFEaQnlJEGXhIMo0f8tLgoiEk4/LS0KZ58NBwdq5KYmExGQsjonpOCaicUxG45iMJjARzX5uKpZAIiERlxIJmXxfbXkYr9i2tNAfgYiI8mQ6nt9yB2XzNLuMiIoTrw/cYZCWiIhojquvKMHNG5tx88bmzHPxhER7/ziOd43gRPcoOgbG0TEwgfODEzg/MKEM4KZJCQyMRzEwHvWtjcGAyA7oav5dXhJEaTiAkmAAJaHUf8Hs50pD2X9LgsHMtOFAMgAcEMnR3wMi+YNPIFl7LyAEhEj9O5D8m/45GEtIxNP/SYlEQiKWmPkblxLxuEQ0nsBkLBlMnYrGMRlLYCqafi4ZUM381QRaJ6LJ59PB14loHNMW697OxkVVDNISES0QoXxk0jJIS0RUtBikJSIiKkLBgMDKxgqsbKzArZuyX5NSond0Gh0D4+gcmkTf2DT6U/8l/z2FvtFpjEzGMDIZxehUDJoyuJ7EExKjUzGMTsVym9ECl5A5bggiIprT6itK0D82DSA5+I3f8lFCwa2b1jfjXP84ljeUF7opRERFhUFaIiKieUYIgaaqUjRVlTqaXkqJiWgco5MxjEzFMDqZDLZqs0PT/x6fjmcyR9P/Hp+OpaZLYCL97+nUNNE45mPcUQhkMoYjqazhSDgw81jzt6xE+1wg87g0FEBACAQDIpURDFRFOKo9EdF8dvnyOuxqG0BtWdjx97SdFQ0VaOsbw5LaMl/ml6ua8jAuK68pdDOIqEDKwkFMROOFbkZRYpCWiIhogRNCoLwkhPKSEJrtJ3dFSompWAJTsQSmYwlMxZLlAKbjycfTmedT02Q9nywvEEul+SYSqdqtUkKm6rhKaJ/LngYAQgGBYFAgmAqGBgOpf2ueCwiBklAAkVQQtTSU/JsOpEbCQURCyfIMkVAQkZJkmQbW2CIiIrcqS0N47vomX+e5tbUGK+rLUVPGG31EVHjXr23E6Z5RLK6ZGzeOigmDtERERJQ3QohU8JM18oiIiPJBCIG6ipJCN4OICEDyZtSW1tpCN6MoFb5gDREREREREREREdECxiAtERERERERERERUQExSEtERERERERERERUQAzSEhERERERERERERWQkKnRj2d9wUJMAigFgGAwiNbW1oK0g4iIiGgh6ejoQDweTz+cklJGCtkeyg/+1iYiIiKafbn81i5kkDYGgEM9ExERERVOXEoZKnQjyH/8rU1ERERUcK5+a7PcARERERHR/MMALREREVERKWTmxBiAitS/YwA6C9gWN1ox86M3DqCjgG2hJG6TuYnbZe7hNpl7uE3mpvm+XRZh5jfgWCEbQnklAQjN47ZCNYTyar6fryiJ23n+4zZeGLidFwbPv7ULFqSVUtYUatm5EEKcBbAi9bBDSrmycK0hgNtkruJ2mXu4TeYebpO5iduF5olzmNmP27gfz088Xy0M3M7zH7fxwsDtTHZY7oCIiIiIiIiIiIiogBikJSIiIiIiIiIiIiogBmmJiIiIiIiIiIiICohBWiIiIiIiIiIiIqICYpCWiIiIiIiIiIiIqIAYpCUiIiIiIiIiIiIqIAZpiYiIiIiIiIiIiAqIQVoiojlGCPGQEEIKIW4qdFuIiIiIiOYL/s4mormMQVoiIiIiIiIiIiKiAmKQloiIiIiIiIiIiKiAGKQlIiIiIiIiIiIiKiAGaYloXhNCrBdCfEMIcUwIMSaEGBJCnBBC3CmEeIli+hcKIX4thOgSQkwLIS4KIf5XCHGZxTIahBCfFEIcEEKMppazWwjxISFE2OQ9VUKI/xRCnBVCTAohzggh/ksIUeHn5yciIiIiygf+ziYi8leo0A0gIsoXIcQ2AI8DKAdwGMDvUy+1AngFAAngbs30XwDwfgAxAM8A6ACwFsAbALxSCPEaKWVm+tR7LgPwBwBLUtM/hOQNsGsAfBbAnwghXiKlnNa8pwrAwwAuBzCYakMAwF8AuBFA3J81QET0/9k77zg5ijPv/2rC5qzd1Upa5SwQIBRAImNjGxvO5g4Mtsk2GJxt7s7nO6fz2ef3nOM5kA0YbOPAGUwyGQRKCJRzDptzmp1Q7x89PdvTXd1dHSbtPl8+y2h6ukJXdapfPfU8BEEQBOE/9J5NEAThPyTSEgQxnvkslBfHL3LOv6P9gTFWDWCh5vvtUF4ctwO4knO+S/PbFQB+D+Ahxtgcznl3cnsZgMegvDh+CcD3OOex5G91AH4H4J0A/h3A1zXF/xeUF8dNAN7FOe9KppkC4DkAi306foIgCIIgCILIBPSeTRAE4TPk7oAgiPFMY/LzGf0PnPNezvl6AGCMBQF8FcqMf9qLY3LfPwP4FYAaANdqfroRwGwAj3DO/5/64phM0wXgBgBRAJ9kjLFkWWUAPpbc7TPqi2MyzUkA/+L2YAmCIAiCIAgiS9B7NkEQhM+QSOsQzvkszjlL/s3KdX0I6pN8JU/6ZWPy8xeMsXcxxopN9lsGoAnAFv2Lo4aXkp+rNdtUX1u/EyXgnJ8AsBdAPYD5yc3LAZQDOMQ5XytI8wSAbpM6eCJP+oTQQH2Sn1C/EOMBOo8nBtTPE4M87Wd6z/aRPO1jwmeonwk7yN0BQRDjme9A8T11IYCnAUQYY5sBvADgAc75zuR+s5OfpzPGuE2eDZp/q+n+nJzAt0u3B8C05PdDFvseBlBrlyFBEARBEARB5Ah6zyYIgvAZEmkJghi3cM4HAVzEGFsN4N0AzoUyQ382gC8yxu7gnP8IY6sKjkHxVWWF1gJATfc4gE6bdPrfrV5Sbd9ECYIgCIIgCCJX0Hs2QRCE/5BISxDEuIdz/jqA1wEguRTrJgA/B/BdxtjvARxN7nqMc36jg6yPAlgE4Gec86cl0xxPfs6y2GeGgzoQBEEQBEEQRE6g92yCIAj/IJ+0BEFMKDjnEc75LwFsgTJRdQqADVBm4FcwxmZbpdfxZPLzKgdpNgEYBDCbMXa2/kfG2KWgJVgEQRAEQRBEgUHv2QRBEN4gkZYgiHELY+wTjLEFgu2LMBZg4AjnPArgG1BeJh9jjK0QpClnjH2IMbZYs/lOKLP8NzPGvsoYKxWkO5UxdpP6nXM+BOCe5NefMMZqNftOBvA9xwdKEARBEARBEFmE3rMJgiD8h3Fu57ubIAiiMGGMvQXgdAD7AWyDMrM+FcA5AMIA7uSc36rZ/wcAPg/Fj9XWZLoAgOlQlluVAbiUc/6UJs1SKL6yZkCxEtgKoAVKFNtZyb91nPOzNWkqAbySrFs3lAALAQDvgOKLKwbFp9dFnPMX/WoPgiAIgiAIgvADes8mCILwHxJpCYIYtzDGLgNwOYCzADQDqITyYrcDwK8APMZ1N0HG2PkAbofygjkZwDCAkwDeBvB/yTSDujTVAD4B4P0AFgMoAdAOZfb/WQCPcs636NJUAfgqgA8my2kB8MfktscBXAB6eSQIgiAIgiDyEHrPJgiCyACc8wnzB+XhcQ+AEwAiAA4B+BGAWgd5XAngp1Bm5/qgzAQ+6LAedyfTcQDzct0uE7VPoET2vAHAiwC6oLwkHATwewALct02E7FfABQD+CSA9QA6AAwA2AngJwBm5rpdCrlPAEwC8DEAfwawL3m+9wJ4FcBHAQQs0q4B8LfkdTIExc/Y5wAEc90uuf7LRb9AWUL4RQDPQxmgjAJoBfAYlAFHzttlovWJST70rKe/nP358Rynv6z1lat7jptnM5T33vXJ96teKO/Al+W6DSbqH4DrNM+Jj1E/j68/AOdBEYZPJu/DJwE8A+C91M/j4w/A+5J9eix57z4A4A8AVpvsT/1Mf/bnVa4rkLUDBeZCGcRyAH8B8P+gDHA5lGUPkyTzeSuZph+KeORIpIUy26imn9ADt1z2CZQZ2L9qyvoZgG8DuD95c52wN75c9QsUP1WvJvfbCUXg/R6Al5LbegAsyXX7FGqfALgtuf8JAA8lz/d7ku3KATyK5OoKXbr3Q1kWNgBFdPpuskwO4A+5bpuJ2C8AHkn+th2Kpcq3Afwp2U8cwGdy3TYTrU8EedCznv5y9ufXc5z+stZfbp4Djp/NUN6pOJTJvR8C+DmU5eMcwKdy3Q4T7Q/KEv8ezXPCINJSPxfuH4AvJ9u8HcC9AP4bwK+hBFH7DvVz4f8B+J9ke3cAuCv5rH0UivFEAsC11M/05+rcynUFsnagwNPJk/nTuu0/SG7/pWQ+F0GxYmIALoQDkRZAA5SlFo9AmQGZ0AO3XPZJ8gbHkw9MkaVaONftM9H6BUrkVg7g7/o+AfCfyd/uyXX7FGqfALgYinCkb9smAEeS+fyT7rcqAG1QZv9XaLaXAFibTHNNrttnAvbLjQCWCfK6AMqLYQTAlFy3z0TqE91+9Kynv5z++fUcp7+s9Zeje46bZzMU6y0OxVK3VrN9FpQB/wiAWblui4nyB+Xd+O9QfLJ+FwKRlvq5cP8wNqZ5FkCl4Pew5t/UzwX4l7w/x5Pve4263y5K9s8B6mf6c/OX8wpk5SCBOckT/KDgBagSymzGIIByh/leCGci7Z+TF/IkTPCBWy77BIqFSRzKsgFLa6iJ9pfjfvlicp/PC347M/nbX3PdRuOlT3T5/HuyjJ/qtt+c3H6/IM3Fyd9eynUbTbR+sUnzDGxExPH6ly99Qs96+svlXzauA/rLan8a7jluns0AfpPcfpMgzTeSv/1nro93ovwB+CwUS7vzAXwdYpGW+rkA/6AEKDuQvM82SOxP/VyAf1D8MHMoPpRFv/cB6Kd+pj83fwFMDC5Ofj7DOU9of+Cc9wN4DUo0ybP1Cf2CMXYjgA8AuI1z3pmpcgqIXPbJh6A8QO8HUMUYu5Yx9iXG2K2MsXkZKK+QyGW/bE9+XsoY09+bLkt+/j0D5eY72eiTaPIzZlL2UzDyMhRfSmsYY8Ueyi5UctkvfqcZL+S8T+hZT+QBOX/nJXxFdM9x82y2SvOkbh8igzDGFkNZFv1jzvnLFrtSPxcmawDMhuJ3tJsx9j7G2BcZY59ljK0W7E/9XJjshbJ6bRVjrF77QzI4XiXSx63Uz4Q0E0WkXZj83GPy+97k54JMFM4Ymwngx1CsCP+SiTIKkFz2ycrkZzWUZUYPQHF78CsAexhjP2eMBTNQbiGQy355AopfzUsAbGWM/Zgx9l3G2PNQ/Dr9FIrv4IlGRvuEMRYCcH3yq/4lwLRsznkMiqVWCIrl1kQjl/1ilmYmgHdAedGzGviNV3LaJ/SsJ/KEnL7zEv5hcc9x9GxmjJUDmAZggHN+UlAUnRNZItmnD0BxY/HvNrtTPxcm6jizFcCbAB6HIsr/CMBaxthLjLEGzf7UzwUI57wLyirQyQB2MMZ+zRj7NmPs91BWtT0L4OOaJNTPhDQTRaStTn72mvyubq/xu+CkReD9UJaXfcbv/AuYnPUJgMbk5zcAbASwFMps1zugiLafAPCVDJRbCOSsXzjnHMCVUJZ9LYRyvfwzFL8+LwP4Lec87ne5BUCm++T/ATgVwN84509nuexCJpf9YiA58/4QgGIAX+ecd7sst5DJWZ/Qs57II+i+PX4wu+c47WM6J/KHrwJYBuBGzvmwzb7Uz4WJOs68DUApgHdCGWeeCsVf+PkA/qDZn/q5QOGc/wjAP0IRV28B8G9Q/BEfBXAf57xNszv1MyHNRBFp7WDJT56BvD8PJZjLLRN00OyWTPaJaiV7EsAVnPNtnPMBzvnzUETCBIAvMMaKMlB2oZOxfmGMlQD4HRRh9pMApkB5QL0XwEwALzPG3u93ueMA133CGPsMgDugRBa9LptlTwCy1i9Jy/8HAJwD5Rr6ntMyJwiZ7BN61hOFAt23CwCPz2e3fUznRAZhjK2CYj37fc75635kmfykfs4v1HEmA3Al5/y55DhzO4ArABwDcIGJ6wMR1M95CmPsXwE8CuA+KDFvygEsh+KT+CHG2HecZJf8pH4mJoxIq840VJv8XqXbzxcYY/MBfAvAvZzzv/mZ9zggJ32SRB1AP6Wfxeacvw1luUElgMUZKDvfyWW/qLOP/8E5/xXnvIVz3sc5fxKKeB6GspR4opGRPmGMfRJKe+4AcFFy2U5Wyh4n5LJftPsHATwI5dr5PYBrk1bpE5Gc9Ak964k8g+7bBY7Ec8BpH9vtb2exRXhE4+ZgD+RX61E/FybqOPNAclyZIjnuVK3iVyU/qZ8LEMbYhQD+B8D/cc6/wDk/wDkf4py/CUWMPw7gDsaY6hKO+pmQZqKItLuTn2Y+O+YnP838d7nlFChLT29ijHHtHxSLGwDYm9z2AZ/Lzndy1SfasntMflcfrqUZKDvfyWW/qMHBXtD/kHzJ6QIwkzE2KQNl5zO+9wlj7HNQ/PtugzIAbHFadnLAMRtKMJMDsmWPI3LZL+r+IQAPA7gGwG8BfDjp12qikqs+oWc9kU/k8jlOeETynuPo2cw5H4QiGFQwxqYI8qNzIvNUQOmvxQBGdM+JryX3uTO57UfJ79TPhYnTcSb1c2FiNW4dArAeita2LLmZ+pmQhuXK4IYx1gvFJBxQTkjLwahHQlAcL8egnOxpVQEwPfnvo3BmMl4CxVn0IIAOwe9FUCwyRZRCWQ4xBGV5fT+UCIEThVz1CaC0fSOAYQBtgt9nJOtwDMBE84Gay36ZCsVathXAiOD3mcnPIw7LLnT87pMqALVQ7jetUO4/ZlQAmARxv6l9GkFm79/5Si77RaURyv3M6rqaSOSqTwrxWd8Epb0AYJBzbmapQRQYjLG5APYBOASgDunv2q1w/xwnMo/sPcfNs7keyrnQCcV3tpYaKFZZvTAXlghvMCjXo4ii5F8EQBTK+GQI1M+FSgDKfZZDGbPoUd/dOqD0LfVzYVIH5d3PrJ2boEzgt0G5pqmfJx6u37VzKdLGMOazhSAIgiAIgsg+cc55yH43olBgjD0N4F1QRL6JsmqOIAiCIAgiH3H0rk0vbgRBEARBEAQxfvgEFOsdes8nCIIgCIIoIHJpSTsCxQQcwWAQzc3NOakHQRAEQRDEROLYsWOIx1PefCKc85Jc1ofwH8bYdCiBUIMAvWsTBEEQBEFkCy/v2rlc3taCpI/J5uZmHDp0KIdVIQiCIAiCmBjMmjULhw8fVr9ORJ/S4x7O+VHG2DHQuzZBEARBEERW8fKuTcugCIIgCIIgCIIgCIIgCIIgcgiJtARBEARBEARBEARBEARBEDmERFqCIAiCIAiCIAiCIAiCIIgcQiItQYxTOOeIxOJIJHITHJAgCIIgCIIgCIIgCIKQI5eBwwiC8IlILI61+zux/mAXth7rxf72AXQNjiISSwAAioIBTKstxfzGCpw+vQYXLGjAkilVCARYjmtOEARBEAShwDnHSDSB0qJgrqviikSC47X9HYhEE1g9dxLKi2moRRAEQRCEPPTmQBAFzJtHuvGbtYfw951tGIjETPcbjSdwsGMQBzsG8cyOVnz36d2YUl2Cq1ZMx9Urp2NaTWkWa00QBEEQBGHkjQNdaOsfwdJp1ZjTUJHr6jjmcNcQugZHAQBvHe3BOfPqc1wjgiAIgiAKCRJpCaIAeXVvB77/7G5sPtIj/H16XSkaKopRVRpGPMExGInhUOfYwAEATvaO4CfP7cXPnt+Ly0+fitsvnItFTVVZOgKCIAiCIIgxOOdo6x8BAGw93luQIu3waDz17/6RaA5rQhAEQRBEIUIiLUEUEHta+/GNv+7Aq/s60rY3VZXg3adMxsWLJ+OM6TWoLg0L07f1jeC1/R14bmcbntnRitFYAgkOPPbWCTz21glcsWwavnTpIjRWlWTjcAiCIAiCIMYNHBQHgCAIgiAI95BISxAFQCQWx8+f34dfvLQf0fjYAODMGTW45bw5uGTJZISC9nEAG6tKcMWyZlyxrBk9Q6P445vHcfcrB3CiV7Fc+fPm43h2Rys++475uPGcWQhL5EkQBEEQBOEVPg70zfFwDARBEARB5A4SaQkiz9nfPoBPPvQmdrX0p7YtnFyJL166EBctbARj7oJ/1ZQV4aPnzsZ1Z8/EXzYfx/ef3Y3WvggGIjF862878afNx/Hja87AgsmVfh0KQRAEQRDEBIGCsxLEeGBoNIayIpJNCILIDmQmRxB5zJ/ePIbLf/pqSqAtCQfwpUsX4YnPnIuLF012LdBqKQoF8MGV0/HcHRfi4xfMQSig5LnzZB8u++mruOfVg0gkyDSEIAiCIAiCIIiJw5tHuvHsjlbsPNmX66oQBDFBIJGWIPKQ0VgCX3x0C77w+7cxlAxCcVpzNZ767Pn4+AVzpVwbOKWiOIQvXboYT33ufJwxvSZVj288vgM33rcB3ZqgYwRBEARBEH4y3qaDfZhHJwgixxztGgKgxAUhCILIBiTSEkSe0TcSxU33rcfvNh5NbfvYubPx6G1rMKu+POPlz2uswKO3rcbn3jkfwaRV7ct72nH5z17F9hO9GS+fIAiCIAiCIAiCIAhiokEiLUHkESd7h/HBX76O1/Z1AlCsW++8fgW+fNkSFIWyd7mGggF87p0L8OhtqzGtphQAcKx7GP/0i7V47K3jWasHQRAEQRAEQRAEQRDERIBEWoLIE3ae7MMVP1+b8j/bVFWCP9y2GpcsmZyzOi2bUYu/fvpcrJk7CQAwEk3gs4+8hW89sQOxeCJn9SIIgiAIYnzBeeE7PBgHh0AQBEEQRA4hkZYg8oD1B7vwwV++jpa+EQDAwsmV+PMn12DxlKoc1wyoKy/Cb25ehY+dOzu17c5XDuKW32zEQCSWw5oRBEEQBEHkJ+SSliAIgiAIp5BISxA5Zu2+Dtxwz3r0JwXPc+ZNwh9uX40p1aU5rtkYoWAAX75sCX58zRkoCSu3jRd2tyvCcu9IjmtHEARBEEShMx6MUPm4OAqCIAiCIHIFibQEkUNe2tOOm+7bgOFoHADwvtOm4N4bV6GqJJzjmol5/xnT8PuPr0ZDZTEAYMfJPnzg569hx4m+HNeMIAiCIAgif2CMbGkJgiAIgnAGibQEkSP+vqMVt9y/EZGY4tv1H5dNw4+vPiOrAcLccFpzDf78iTVYMLkCANDSN4KrfrkWL+xqy3HNCIIgCIIgCIIgCIIgCpP8VoMIYpzy1LYW3PbgJowmg29dvWI6vnvV6QgFC+OSbK4tw6O3r8F58+sBAIOjcXz0/g144PVDua0YQRAEQRAFyXgIuqU9BrKjJQiCIAjCKYWhCBHEOOKFXW349MNvIpZQ3uSvO3smvv2PSxEMFNbrfFVJGPfcuBIfWjUdAJDgwFce245vPr4DicQ4GGkRBEEQBEEQ4562/hEc7BhEnN5fCQv4eJhJIggi7yGRliCyyNr9HbjtwU2IxpWH/I1rZuEb7z8FgQITaFXCwQD++4ql+LdLF6W23fXqQXzioTcxPBrPYc0IgiAIgiAIwpqh0Rhe39+JLcd6sKe1P9fVIfIY0mgJgsgGJNISRJbYdLgLH9P4oP3Qqhn42uVLCj6wBGMMt10wFz//8Jkpf7pPbW/BNXe+gY6BSI5rRxAEQRBEIcBR+AqI9ggK/PVuwtDeP/aumk2RlladFR5xUmkJgsgCJNISRBbYeqwXN96zAUNJ69Irlk3Dtz5wasELtFred9oUPHzLWagrLwIAvH20B1f872vY1zaQ45oRBEEQBEEQhBGWA+/B3YOjeHp7C17b10FL6AsI6iqCILIBibQEkWH2tQ3g+nvWoT8SAwBcemoTvnvlaQXr4sCK5TPr8Kfb12B2fTkA4GjXMP7pF2vxxoHOHNeMIAiCIAiCIHLP+kNdGI0n0DEQQWsfrTorFBKk0hIEkQVIpCWIDHKydxjX370O3UNRAMBFCxvw42uWIRQcv5ferPpy/On2NVg5qxYA0DscxXV3r8PvNx7Ncc0IgiAIgshXxoP+obWKHEeLpQifGYmOxW2IxCiGQ6EwHu5RBEHkP+NXKSKIHNM9OIrr7l6PE70jAICVs2rxi2uXp/y2jmdqy4vwwEfPwuWnTwUAROMc//roFvzX4zsQiydyXDuCIAiCIAiCyL2YTq5pCweypCUIIhuMf7WIIHLA0GgMN9+/IeWPdVFTJe66YSVKwsEc1yx7lISD+PHVZ+DTF89Lbbv71YO4+f6N6B2O5rBmBEEQxHiAMXYlY+ynjLFXGGN9jDHOGHvQZN9Zyd/N/h6xKOcGxth6xtgAY6yXMfYiY+wyi/1LGWP/yRjbzRgbYYy1McZ+zxhb7MdxE/lLWuCwHPg6JQqPOKm0BQOJtARBZINQritAEOONaDyBTzz0JjYf6QEANNeW4jc3r0J1aTi3FcsBgQDDHe9aiAWTK/Evj76NkWgCL+9pxxX/+xruun4F5jRU5LqKBEEQROHyZQCnAxgAcAzAIok0bwP4i2D7NtHOjLHvAbgjmf+dAIoAXAPgr4yxT3POf6bbvxjAswDOAbARwI8BTAdwFYD3McYu5pyvk6gnQRDjFMZYyjUGCX+FA+npBEFkAxJpCcJHEgllWf+Lu9sBAPUVyrL/xqqSHNcst1x++lTMmlSOWx/YiJO9IzjQPoj3//w1/PRDy3DhwsZcV48gCIIoTD4PRTzdB+ACAC9IpHmLc/51mcwZY2ugCLT7AazknHcnt38XwCYA32OMPc45P6RJ9gUoAu2jAK7mnCeSaX4HRRy+hzG2VN1OjC9IbyNkCDKGWPJkIUvawoHTBU4QRBYgdwcE4ROcc3zziZ348+bjAICK4hDuu2kVZteX57hm+cHS5mo89qlzsGxGDQCgfySGm+7bgO8/s5teUAmCIAjHcM5f4Jzv5ZkbOd+W/PyWKtAmyz0E4OcAigHcpG5njDFNmn/VCrGc88cAvAJgCRRBmRjvkLcDwgRt/GB6By4cqKsIgsgGJNIShE/84qX9uOe1gwCAomAAv75uOU6dVp3jWuUXjZUlePiWs/FPZzYDUCxOfvr8Plx39zq090dyXDuCIAhiAjCVMfZxxti/Jz9Ps9j34uTnU4LfntTtAwBzAcwAsIdzflAyjSmMsUNe/gA0y5STL5CRGjFRCGiildF5XziQawqCILIBuTsgCB94ZP0RfOep3QCUKLE/vuYMrJlXn+Na5Scl4SC+d9VpWD6zFl//63aMxhJYu78T7/vJK/jJh5bh7DmTcl1FgiAIYvxySfIvBWPsRQA3cM6PaLaVA5gGYIBzflKQz97k5wLNtoXJzz0mZYvSWDFTcj8ibyARp9BgObB4DgbGCo2T8FcwUFcRBJENyJKWIDzy9PYW/Puft6a+f/MDp+LSpVNyWKP8hzGGD581A3+6fQ1mTioDALT1R/ChO9/At5/ciZFoPMc1JAiCIMYZQwD+C8ByALXJP9WP7YUAnksKsyrqUphek/zU7TUe0xAmFLr/R/J2QJihtaQldwf5i/4eVOj3JIIgCgOypCUID7xxoBOffnhzykfRHZcswEfOIsMXWU6dVo2/fvpc/OsftuCp7S3gHPjVSwfwwq42/OCDZ5C7CIIgCMIXOOdtAL6q2/wyY+xdAF4FcBaAjwH4sdOsHeyrKjOyaQ47rIueZgBBj3lkDZ4BK1TOOVguTCUJwoJAgETaQoS6iiCIbECWtAThkh0n+nDL/RsxGlPigtyweiY+dfG8HNeq8KgqCeMX156Jb11xKsqKlLHkntYBfODnr+Enz+1FNE4BsAmCIIjMwDmPAbgr+fV8zU+q1avZbKHIatYuTZUgjVXdZnn5A3BMppx8xavRWt9IFE9vb8Ure9uzZgGnLYbE4cIgF/2k0WgRo/fcgoF80hIEkQ1IpCUIFxzpHML196xHfyQGALj89Kn42uWn0Au5Sxhj+MhZM/HkZ8/Dylm1AIBYguMHz+7BP/zsNWw51pPbChIEQRDjmfbkZ8rdAed8EMBxABWMMZEPo/nJT63/2d3JTzOfs6I0RBK9/uFVDtlwsAuRWBxdg6M43jPsMTfCjJFoHPvbB9DWN5LrqhQM2nM9RuaZeYv+nkQiLUEQ2YBEWoJwSFv/CK67Zx06BiIAgPPm1+P7V52etnSJcMfMSeV45NbV+Pf3LkJRULk97TzZhw/8/DV864kdGBqN5biGBEEQxDjk7OTnAd3255Of7xGkuVS3DwDsB3AEwALG2GzJNIQJXq1fByJj7wzROIkrmWL9wS5sO96L1w90ojP5bkxYoxX76MwsHEijJQgiG5BISxAO6BuJ4sZ7NuBw5xAA4PTpNfjltctRFKJLyS+CAYZbz5+Lv332XKyYqVjVJjhw5ysHcdH3XsQfNx1DgqwOCIIgCAcwxs5ijBUJtl8M4PPJrw/qfv5l8vM/GGO1mjSzAHwSQATAvep2rqiKaprvMMYCmjTvB3AegB0AXvJ0MBOEQnzSa+s8Uabuu4dGU//uH6HJdBm0Yp9frjgOdw7iqW0nsb99wJf8CCNkSUsQRDagwGEEIclINI5b7t+IHSf7AABzGspx740rUV5Ml1EmmNdYid9/fDUeWncY//PUbgxEYmjti+COP7yN+18/hK9ctgQrZ9XlupoEQRBEjmCMfQDAB5Jfm5Kfqxlj9yX/3cE5/+fkv/8HwCmMsRcx5qv1NAAXJ//9Fc75Wm3+nPO1jLEfAPgCgC2MsUcBFAG4GkAdgE9zzg/pqvUDAJcBuBLAOsbYcwBmALgKwBCAmznn5IRSgF7+eHZHK86ZV4/q0rDnvCeKYEo4JxfnhjZInh+y32gsgbeO9gAAth3vxdyGCh9yJfR9Q0HeCCL7DERiKAsHDauW4wmOTYe7wRhw5oxaBMfRqmYy/yMICeIJjs8+shnrDnYBAJqqSvDAR89CXbnBKIfwkUCA4brVs/DsF87HFcumpbZvOdaLq375Oj7x0CYcSVo1EwRBEBOOMwDckPx7d3LbHM22KzX7PgBgHYCVAG4B8AkoPmJ/D+B8zvk3RQVwzu8AcCOAFgC3ArgewHYAl3POfybYPwLgnQC+AaAGipXuJQD+AmAl53ydu0OdeETjCWxIvncVCumBw3JXj1xBEpYcCe00jcdG45zj1X3t9jtmmWPdQ3hpTztO9o4ff9BDo/FcV2FCQUH1iAPtA3huZyte3ddh+G1Paz9O9g7jRM8w9rWNrxUEZAJIEDZwzvHlv2zF09tbAQDVpWE88NFVmFZTmuOaTRymVJfih1efgRvWzMJ/Pb4Dmw53AwD+trUFz2xvxVUrmvHJi+ahubYsxzUlCIIgsgXn/OsAvi65790A7nZZzv0A7new/zCAryX/CA8M+uSLfiIKprnAr6X72SQX54afy+YjsYTBzUQiwXMeK0N9V19/sAvvP2Oazd6FAbnzyB5vHOhEe38EK2fVoam6JNfVIXLE1uO9ABS3OpFYHMWhYOq3rsExVztatzvjAbKkJQgbvv/MHjy8/igAoCQcwD03rsT8yZU5rtXE5IzpNXj0ttX46YeWpUTyWILj4fVHcdH3XsSX/rSVIjgTBEEQRAGSSYGPkcMDIo/gaf/2dt6LROZogiwQ/UB/T9IGIyQyx2Akhta+ESQ4x7qDnb7l2zcSRd9I1Lf8iOyif0VIW7mS3apkHBJpCcKCe149iJ+9sA8AEAow/OLa5Vg+s9YmFZFJGGO4/PSpeO6OC/Af712MSUmXE9E4x8Prj+DC776A//gzibUEQRAEQWQXragzEYXhwrOjzQ3a8yQTcxOxOPVEJhgajZFf2iwQz8BF0TcSxQu72vDCrrasCbWRGLnHINxBIi1BmPCXzcfxjcd3pL5/96rTcNHCxhzWiNBSEg7ilvPn4JUvXoR/f++iNLH2oXWKWPvFR7eMOx81BEEQBEHkJyTfEDJodb6JINIWqrApqjVZ0xYmO070pf699Vhvxst762gPntrWgn1t/Rkvi1CMuMYTJNIShIAXd7fhn//wdur7Vy5bgiuWNeewRoQZZUUh3Hr+XLzyxYvwpUsXpYK5ReMcv9t4FJf88CXc+puN2HioqyB9pREEQRDERCCTT+hsjd/y5TWjvT+C9v5I1svNl+PPd7Q+ab02majNR/Ms4FI0z+rjBRJpC5OA5iGQjUmDw52DAIDtGnGY8BevrmLyGQocRhA6Nh/pxu0PvolY8gZ++4Vz8dFzZ+e4VoQdZUUhfPyCubj27Jl48I3DuOvVg2jvj4Bz4JkdrXhmRytOn16Dj547G5ee2oRwkOaoCIIgCILwD+2gMVeGPZ0DEazdr0TCPm9+Q2rymsgfeJolrf9CQyzPfNLGCtSSVsQABQ/LOJmY7NEO+zLhToHILePMkJYsaQlCy762ftx03wYMRxUfMh9c0Yx/fffCHNeKcEJ5sSLWvvKvF+Hb/7gUs+vLU7+9fbQHn3l4M87/zgv41Uv70TtMzuMJgiAIYryTtQFchpexy7C7ZWx57a4W71ZcvUNRbD3Wi94hmXemwhM/vPQT5xwneoYdv0/6aUkrIt/cHURj+SUayyI6NwZHSaQtRLSWtIlxNGkwkbAKHNY1OIptx3vRP04Cw5FISxBJTvQM47q716Mn+RJ6yZLJ+O8rlo47HycThZJwEB9aNQN//8IF+NV1y7Fqdl3qt5O9I/j2k7uw+tvP4WuPbcOhjsEc1pQgCIIgiPFg3JQPh6CtQ8CHd9gX97ThQMcAXtzTZixL12njoQ+dcKhzCBsOdeGVve0YkhTv/G4zUfp8cy8QzTPLXi8Uqn/dbBBPcGw81IWNh7ryrp2Cgey6OyD8Z3drP94+2iO8v41E49jfPoDX9nXkoGb+Q+4OCAJA9+Aorrt7HU72jgAAVs2uw08/tAwhWhJf8AQDDO8+pQnvPqUJW4/14u5XD+DxLScRS3AMjcZx/+uH8Zs3DuOdiyfjY+fOxqrZdSTMEwRBEMQ4IlvP9bRl7DmSbLVWmn6ItFaMV1E2nuDoGRpFW38EnQOjOG16NapKwob9jnQNpfbffqIPK2fVGfbRkw19KJpvlrR5Vh8vkBWmOfvaBnC8ZxgAUFESwqKmKtN9T/QM40TPMBY0VQqvLb9Js6TN8I1rPMVA2dXSh0MdQzituRpTa0pzWhfVzy9jwGnNNcInbKRArfb1kAJFTHgGIzHcdN8G7G9XLvzFU6pw1w0rUBIO5rhmhN8sba7Gj65Zhle/eDFuv3AuqkuVlwLOgWd3tOLqX7+By3/2Kp7YcpJewgiCIAiCcEQ+BDLR6gPZnnPO/dE7R1Tn9Qe78Oq+Duxp7UfnYASv7+8Upi0vGhsrdA2OSpVnFIi8tZronMuH81BLLM8se2URtSP5MzWnc3AsWKHd9bDhUBeO9wzjtb3ZsXxMt6TNbFnj5RRJJDh2t/QjEotjw6GuXFcnxdGu4VxXIeOQSEtMaEZjCdz+0Jt462gPAGB6XSnuv2llVmb0iNzRVF2CL75nEV7/0sX4r/efkua3dtvxPnzyt2/iXT96GX/ZfLxgXywJgiAIoqDI4MA2G1plLJ5IEyZyNVBPt6TNbFnjRIsw0NY/kvZ9JBmrQk/QRQNb+VV0gyh9volE48uSNtc1KHy0lqajWRpnpYm0mbakzWju2WMkJr7v5QvjyWJZD4m0xIQlkeD4l0ffxst72gEA9RVFeODms9BYVZLjmhHZoqwohOtWz8JzX7gAd12/AmfPGVumtq9tAJ/73Vt45w9ewqObjpFYSxAEQRBZppDcDx3Q+bfP1fAxfdya3fYrxDGzl4G+dtGVbEvrLWkLsMlcUJhHKTo1yJLWO7lYrKh1d5BpcS/T7hSyxdBofou04xkSaYkJCecc33h8Bx576wQAoKI4hPtuWoVZGotKYuIQCDC8c8lkPHLravzpE2tw0cKG1G+HOofwz394G+/+0cvkBoEgCIIgskgmJMZ4gmPLsR5sP9Hr62D9QHt+BCHVLtHOuCXtOBEj3OPc/6/vlrQSZeSafKuPF2gc4B3b+0YGmjib833j5XwfznORdpw0sxASaYkJyf++uB/3rT0EACgKBnDn9Stw6rTq3FaKyAvOnFGLe29ahb9+6ly8a8nk1Pb97YP45G/fxGU/fRUv7GqjgQlBEARB+IjI/6NfA2ttzrtb+nGwYxD72gZSAWP9oCiUXtlcvSdoi8144DDD98J7N/LSTWmWtMmm7h2KYu3+DhzqEIv2Rktajz5p6X00q4wXK8lc4rfOPRpLoGfI2gduNrutEO+DIoZN3LwQmYdEWmLC8fD6I/ju07sBKBYGP/nQGVg9d1KOa0XkG0ubq/Hr61fg8U+fi4sXNaa27zjZh5vu24Ab7t2A/e0DOawhQRAEQRAyaIUsNUI0IB/sSYaiYHrA2VwN00XCIZEZRMLPK/va0d4fwdvHehAXqFEGYTsDJ0q+iUT5VRtvRGIJHGgfsBUFCXOcnp9RC5dznHO8uLsNL+1pT7u355LxouNrfXG7dT0k8ufdOxzFa/s6sK+t31WeqarkYTsf7hzEse4hz/mQSEtMKJ7adhL/8eetqe/fumIp3nPqlBzWiMh3Tp1WjXtuXIk/3r46zWfty3va8Z4fvYxvP7kTA5FYDmtIEARBEOMTlgGHB9pANSXhoMWezigK5cewKj1wWIYtaX1eup8POLFM1ba12tRaYVZkdem3T9pCcHcwnojGE9h6vBcv7WkXivCEPU7Pzye3tWDtvg7hb91D0ZTFpxoI3KRUZ4USaf3k5kmyv30AT29vwYZDXWnbX9/fgY6BCLaf6DMNyliIHOoYxFtHe7DpcDd6h6Ke8sqPtwmCyAKv7+/EZx55K2Vh8M/vWoAPrZqR20oRBcPymXV4+Jazcf/NqzC3QfFdHI1z/OqlA7j4ey/iya0nc1xDgiAIgihcRAN339wdmIzPi30UVg0ibY40AT8FOjvBUm8RNx7EQSfHkCbSSsoY46GNnDJejzkSGz8CUz7DOUf7QASDHoxi9OfgW0d70DfiTUgzY7y4xPB6FNuO9wIATvQMp22PxMYmSq2spAuNt4/1pP7d1u/NlRKJtMSEYNvxXtzym40YTd4UblwzC5+8aF6Oa0UUGowxXLCgAU9+9nz8+3sXobxIscBp64/g9ofexCd/+yY6ByI5riVBEARBjA8yvVo/4GNkrVCmo3RJwn20pB0nWoMlBmtgR4md5S1K49Sn7GAkhoMdgymBcCL0Ua6wa9tMW6qPV9yKmF5OdX3aw52DeGFXW0ob8JPxck1q702ZPKRDHYN4dW+HY/dD+ebWRUtZcchTehJpiXHPoY5B3HjvhtSS9H84fSq+etkS175VCKIoFMCt58/FC/98IT5wxtTU9ie2nMS7fvgyntrWksPaEQRBEEThIRpuFdKrmlHsy1HgMM2/Ax5HenZHYHbMI9E4Xt3bgSe3nsTLe9rzPkq4FmfuDjTpJPtbtJ+TMl/b14Etx3qw9VivmmHek89iihfeONCJBLk8cIzd6W52vogeB14fEQdNAvx5YbycEdrjyFSAQg7FArVzMIJX9rZnpIxsoL8PeG0vEmmJcU1L7wiuvXsdOpLWjecvaMD3rjrdV8sJYuLSWFWCH12zDPfcuAKTq4oBAJ2Do7jtwU344qNbPC3LIQiCIAjCH9Txkn7g5OfAM1+W/rtZgi+Tlwzq7id6htE5GMFoPIHuoVFfAqlkCyeam534KPpdlL9sMw9GYin/m8d1S4jd5Ed4o3c4ikN5EqyqkHBrSevFctmsyEwEGxs37g6ycBhuykjFDcujZjb4GvdYNxJpiXFL9+Aorrt7HY51Ky8xZ0yvwS8+cmbeBHYgxg8XL5qMZz5/Aa5c3pza9ruNR/G+n7xi48SeIAiCIAhz/J1Uz6TRW74MGLXH6NUS2e0x6QMqjeax30GDuO7ADi7NklZSfPUyMdA5YFwOXAhWqvlybThFpm37R8ggwyn6VjVOnmWiTHGmw9G479bQhXq+ZxKz+14mLHQzZfVrhd/vFqRWEeOSgUgMN963AXvbBgAACydX4r6bVqLco38QgjCjujSM7111On557ZmoKQsDAA51DuGqX67FA68fyskDgyAIgiAKBdFz0rfAYckBeibFAKPw4F/eTuBplrQe87KzFJU8xkT+arQG3AYOk85fcpuI/ohcoKN8E27H8yvwOD60FC29I3h6ewt2nOjzJT+DmxQPfqH9sFr1vQ/HzUmR+QPRT+j1j0Sxr60fI1FrFzn9I9GUK0s9ubjf+L2ShkRaYtwxEo3j1t9sxNtJC8bpdaX4zUdXoaasKLcVIyYE7zl1Cp767Pk4Z94kAEA0zvGVx7bjXx7dYvvAIQiCIAhiDL/saFPuDnzKT1yGXO6JBEd7f0QY1TqR4NjXNoBDPvlJ9Hq8bgea+mSxPFZpPQ2mbSxpZcuTPXfkrXXl6kJYI9OOE8EIY93BToxE49jb1u/P8eqyiMue/yJ/zrJFWuzot3uCfJskcYuvk5gmeen7/oXd7dh+og/rD3ZZ5rfugPnvuXA34bdPehJpiXFFLJ7AZx7ejLX7OwEADZXFePCjZ2FyVUmOa0ZMJJqqS/DAzWfhjksWpKyAHt10DFf98nVLH2IEQRAEQWSOTI7dDJa0JvvtaunH2v0dqXdVLYc6B7H9RC/ePtaDtr4R3+voFKPFm7VrALP2zfaguXMg4jhSuIpbS1qhhaykICtbpKgdC0EOGi+ilYjxe2QukLWs153HRn+eZkvj7fMyrZrFbn7fnsZLLLlsHIbeklbt++4h6/v34Ki5m5FctL+ddbhTSKQlxg2JBMe//WkrntnRCgCoKgnhgY+uwsxJ5TmuGTERCQQYPv2O+bjnhpWoKlHcbGw93ovLf/qq7ewgQRAEQRQCA5EY/r6jFa/v7/RsYSVKzXzyd8BTnxl0d2AjaKrsbesHAPQIBqHaIERuJnXb+tOFXa/HZyeAmP2s355Nl7Rdg6N4dV8HXtnbjt5hOfcAWpwIytpdxeKrnKjqxQpXuJ/cbhkjGz5G84XxfGwiZI/XKmihnWsYR03qi2Gv3z5pM3dSROMJrN3XgTcOdPruSzeTmNXUzSHYvRbkYlLIMNHgMT8SaYlxAecc33xiJx7ddAwAUBoO4t6bVmFRU1WOa0ZMdC5a1Ij/+9S5WNRUCUAZPFx71zr839snclwzgiAIgvDGhkNdGByNoa1/BCd7/bf89DdsWKYFFeeDNL8H8xsPdevq4K9wblfdlO9fXcpsujvYfqI39e89rf22+8taQGuJJzh6hkZtl2nLuiIYHo0L3V/oEVrSTjSVMANEYnHsaukzWK/LLsIvZE70DOPlPe04YTIpFImlu2rz42j157HemtIM0V6yIp/VvVDmEtrT2o/X93ea+kFNLytz7DzZh/aBCFr7RrC/fSCDJWVnAiITQnMubomy1uCykEhLjAt+9vw+3PPaQQBAOMjw6+uXY/nM2hzXiiAUZtWX40+fWIP3Lm0CoEQ5/szDm/GLF/fTyzVBEARRsPRpLBVHY/4Lcb4FDjNbPuvjcNrN49zvVwAZoc8JdtZB0sv0s2hJqxV8Ai7OH5n3srX7O/DSnva0WANCC1nBNpHQ+uKeNjy3s832GtLqGaqVudgyN7fvloX2arv1WC92t/Tj9QOdju9jhXasejYc6kL30Cg2HBKv8hsZTW8PP84tfRZGgUs+Lz/cHdgxEIlh58k+tPWPYIPEashMunfRunFxs1LACUaLePfHZZZWVqB3VpbvWdqXqfvu9bBIpCUKnvvXHsL3n90DQHkZ+/E1y3De/IYc14og0ikrCuFnHzoTHz9/Tmrb/zy1C199bHtBLVchCIIgCBFBN4qYBtHAyi+R1qoM3/KWKMvo09VfwsH0oZ3s8W473ovX9nVgUGclJuvCQb+/frdsWtJqBZKAxAmkPya7VzLOudDfrVdXBJFYHAc67Czj6H0xE2hdi+ivAZWK4pBw+3jvkeGo/5a0+skxaWvYDPlktrt2h0fH2qBvREIYdVmpfW0D2HioK608K/x+Ptqxu7UfT249iaNdQ47TmjWJbNA4J+QkcJjhEUeWtMQE5i+bj+Nr/7c99f3b/7gU7106JYc1IghzAgGGL713Mf7r/aekrDseeOMwPv/7t3y3fiEIgiCIbBLwKNKKsPJr6AR1uOTFYkvEm0e68dzOVvQORaXyiuis9PT10R6vm6oVh5wP7boHR7G/fQAdAxFsPJzuLkFfCaMQbWKhbGMpl0m0r1OuJg5sRVoHWTl0T9A9aC0ApVnSWtQnG63NObewUNfvm/n6ZALt8VWWhHNYk9yRCRHNcF+xCUhokgyAP8vlffdJ6yJN/0gU20/04njPMDbp78M5Qt+0u1v6MRpP4M0j/tUvI+4OfM9Rpkx/3y1IpCUKlr/vaMUdf3g79f3f37sIV6+ckcMaEYQc162ehV9dtwJFycHUY2+dwO0PbkpbNkcQBEEQhUQw22Y9UCzgnt/VisOagFsiUhaePpbdMzSKo11DGIjE8PoBUeA0Y2n6CVm/9Y+ScNBx/kOadw99MDPbwGE231Vi8ewMm+MJjiFN1O8AYxiMxLDlWI8hqJoZoyaT5qqYYN4mclZ+Vk1qZ6Xnd4AxtwyPxvHMjlY8v6ttwhgZlITFsolMWx/pHMLfd7TiSKdzC8RMEYnF064VM/Qimh/nll6Xy8SSdz1W9fb7enEzKTUYGbsPdw5GHKc/0TOMtfs70N7vPG02MGsSd5MA1u8aubCk1Z/CXmtAIi1RkLxxoBOf/O2bqZv6Jy+ai1vPn5vjWhGEPJcsmYz7b1qF8iJlQPX3nW244Z716JdZRkMQBEEQeYZXQ1o31kwbD3WhfySGt472uCzTPVqr2EgsLrVkV+/v0m8LLjeWtPp+23a8NyXMOLWIVIVq43Lm7Aya9YF0AozhjQOdONgxiNf3dwrT6Gtmdi6NWWObl2/04Sjaxzy93WS9th3VOZFcRDLfcqwHI9E4BiIx7G01umiQtYzMR8xqysAwa1K5cX+Jc3vz0W4Mjsaw+ahigTgaS2B3S78hUFm2GInG8eyOVjy7o9VxWj/60tbdgUkRoqaW9klrFThMKgd5XPkn91iLDYe60N4fwdr9HZ7y0ZKN63bc+KT1eZUOibREwbH1WC8+dv/G1MvxR86agX9+18Ic14ognLN67iQ8fOvZqC1TllCtO9iFj9y1Dr1DJNQSBEEQmadnaNQQvdstuZZhRqJx7G3tN7FGTIqHPo7ejEG17AdpeitNvweTTGfNLDPI1ruU2N8+gAMdimWym2MUbY/5MBBv6x/BC7vasK/N3G/rzpN9ad+DAZYWjV1maa2ZdWHCRIBW4VzQHkJXBO7bQihICbPL7NWotb7W+yz1ykg0jsOdgzlbXaYVjfStePr0GsyuTxdq3ZzaO072YVdLH14/0OnbcQ5EYtL38r2tA0JxTHR/9NtFjJKndblOivCjPnbPBaeLRPy8+joGIvj7jlZsO97rY66SeDgQ2YmaTLgrz0XgRKMlrbc6kEhLFBT72gZww73rUy9cl58+Fd94/6mGl1KCKBROa67B7z++GpOrigEAW4714tq7SaglCIIgMsvRriG8tKcdL+xq88evX0ZcF8pnuu5gF3ac7MMLu9pMrVqMlqHuK20nyIlydrLs313VnAsqIgvolt4RYXpbS1qT7fGEuf9SWdYd6EJf0m+jrPWVLo6aY/cDWlIirZkwDTmrPk/NkOuZkCT6qQA9Ti2wtbxxoBNvHe3BGwfEls+Zxuw8VYeaZUXpAcTciDFa9yx9w2Pv+30jURztGjI9vznnONk7bJiI6hiI4LmdrXhuZ5vBWl9E1EQZEwu3ttk5xmmwvrGExk1GEdl8EsVBtp4wq0MiwbG/fQDHuuXdXry2rwODozHsbx/AzpN90kHFco3seZOZwGG+Z2kL+aQlJizHe4Zx3d3rUhFVL1zYgO9fdbrnaMIEkWvmT67Eo7etwbSaUgDA1uMk1BIEQRCZRQ3+EYkl0CmIVu8Uz0sjHS4N16P1pypr4ekFyRW6aegtSg318eoywsXxiQwd1L60FVYdlOd14KwVYwYlfGkCxmPz4nYhJfRbZCFjTWVXg80WQXm0+Vv5Wc60IZm2Xf0uqzcpWvYOZ/YduH8kmhpTarETjQyXi8Pj1wuhXLP9hV1tePNIN3a39AvTHuwYxPqDXXh5T3uahfjGQ10AFJ/Xdv65AfPrWnTsmTiV9MXoy3VyTumvObP7jFWWZuXtPNmHdQc6HQujZvkd7R7CtuO92HS4G50DEak0Wva09pv6zM4Efs4njd0/039x4+7AzjbPD0vavpEoth3vNfhpNy/T+rtTSKQlCoKOgQiuu2sdTiZn9lfOqsUvPrI8FXiJIAqd6XVleOTWs0moJQiCILJOkd7k0AX5FMHdVECVsHaVLsNGWBC1Rzzh3CdtppduWg147Uo2sx4SVTnm47rWgRFJkVb3XSzSyrXvmChqbqknszTcTig+0jVkumxdW7b6L2kPCBYkEjxV5mgsgW3He/HW0R7TOAnadpURifPo1gBACXz2/K42vLK33RBoKc3dgaDiXk2DzIIHai1q97aJRdqWpA/beILjbY3vZO3kj4zmZSpkSlmq2udvR4uNL17Ta0x8tqV9czURI0jSMzSKPa39aOkbSU1oSmdneBYoG7SuWg7lURA5M7z0tb4fEpwjFk+Yto2f+GFJu+FgF/a3D+ClPe2SZfpwHmoghYvIe/pGorj+7vUp/1hLplThrhtWorQoaJOSIAoLEmoJgiCInODDoqRsWFzJYrpc2MdaGoUovYWcsSxbS1odR7uG8OS2FoOvVdM62dTRKc4FmqQFruDY/fQ9OBgRi7Rh3WSDn+2htoW5pZ6cFaJMHczaKt2S1p9zOZ7geG5XG57Z3orOgQgOdQ5if/sADncOYvsJ8XmnFfbzaXJGhk2Hu/HMjpbUd70AZ3eeGv0+O0N/D1DPKxnPfSXhsbGv1pJW61da5h5n5t5Gxt2B13voQCSGEz3DujLc52m0pDWbRDEvQ3RMgx7cCphNXpVq+i9XPped4Kf/7Gd3tOKZHa3o1927MxI4zIfnvFNf5n7fB0mkJfKa4dE4PnbfRuxIvpzOri/H/TevQnVpOMc1I4jMIBJqb7xvfdrDgiAIgiByjdGS1Nsoxb2NoxEzcdEYsGbs3/0jUew40YcjnUNSx+JmeaPeJ61dkjePdCMaT2BPq9iyzq5OXrEVoh2U5zmQikbFGjIRUEI6F2gyfeTcJ60TS1p3Z7WZ0CTKXygOO2jqI11DGBqNIcE5Nh/pSbPoNFvqmyYKCpfI+3tv8Iu+kaitP1Bbdwe6704PLaa3pFXz1am0e1v78cre9rQ+SLNg1pTrVDQ305xE553fUevbBFa0nCuuBXac6EMiwR25q5G9D1tVW9Qedpo55xwdAxHhhJFZHbQGZqoLhZFoHJsOd+Ngh72bikJC1AbReMIwKWIl0rq+b/h8uxmRCMjnt8U5ibRE3hKNJ/CJhzZhfdLPTlNVCR746Co0VBbnuGYEkVn0Qu3mIz245f6NBTHrShAEQeQ/BssQFwMKg2/FDOgwbgdpBotVEx+r20/0Yn+7sgR146Fu7G3rx+aj3WjX+QsUYfCjqPtdbumwv40mG1E7PY3Fbzb7mv3uRQw1I02IMtlHb0nry1JoXU5OxR5DPjL7SP7gx+mj9bc5Gk9gWPOuaRaYWbtZ6pgtfjvSOYS3jvZk5R03ErU35047R0Tina5JnE4+RPUTNSaWtDtO9qFrcBSv7O2wqo6SNi0/+zqYB7YS7GufnSNEsWSOdA1hT2s/9rb146CFT11RXWSXmWs3T60pRXEoqPnNmCZgY9q8+WgPXtvXgb/vbDX4lzXc55Of2jLV62z9wS4c6x5Ch8QzJ9t4MXI1Ow9HdBNsVmW4vb/tlpzUlEXGJ7HfFuck0hJ5STzBccfv38YLuxU/IHXlRXjwY6vQXFuW45oRRHaYXleGhz52VmpS4vUDnfjEQ29KRW0lCIIgCC2jsfSAMpGYc9+oepwu3bfDqW9NK4HT3N2BkW3HezEQiaVFTB+M2A/KjCK1vZWsUTy2wl95pHdICYSiD8hkZokZT3CDmO+lRl6PJk07M+n7UNDaklZoKShbfiL9U5SPzDkgJ+RKWtLCTBCXb21tIKKiYCBNkDC7jtJ90rrv2f6RKDYf7cbhzkFpa3EvyCytNlvarGp2DNbnmB1638x26bV9nr6v2T1O4hhNdhEGDvM+n5eGSPzUCpQne0YclWG8xu3TLJ1WjTkN5WN5CPaxcz9xtGvMIlsfeNM4eWUsQe3XbsnAVIWG2XmoP8esLNfNBHc7K+euwVFfJ0CHJSaQ9MV1e3RVSCItkXdwzvG1/9uG/3v7BACgojiE+29ahXmNlTmuGUFkl1n15XjoY2ehtkxx7/H8rjZ8/vdvZcR/D0EQBDF+iSU43jrakwpa48eEn1Ew8v/ZZGnlafGbQVy0sPAE0oP2KPvJCB3OBUw762OrwadcnfRpxv794p427G8fwIu723Q7GfPpHhrFE1tPpgW6kamTlbWpk0HzsW7Fsi4tiJOgHD2hgPXQ1svrU8rdgUVPW7V/apsHEc24tNv7VacNZBUKMoxo7g3ReELcbzaRw2SXoGuXeIuWe8v4gnSCjAhp6+7AYEnrDL3Lk1S+UqnFgq1TdwdmZ432njYYiWHLsR7sakn3S+xV/BJZ0spiJXaafdekTv2LMXPr402Hu/HynnZHlt12S93H7ovpPwyN5rcrO9m+5pyjdziatr/pRIDeJ7PFNe7l8tdPiHpBypJW17c9Q6Oexusk0hJ5x/ef2YMH3zgCACgKBXDn9SuwtLk6x7UiiNywYHIlfnPzWagsDgEAnthyEl/84xbfX1wJgiCI8c9wNI7h0TiiOmuuBHcuiMgIUpnESkzRR1C3wxBxXaZ8G5cRogGuQaBx0GZu2teT5SvnadbF6jbZtG7r0jsUxabD3dh5sg8H2sdEYm2eZtXQC0CG3XwQac0FVC7lbkLKZ6hJIXoxqLVfvETayWFqJ2wSgmPQih2cc2w63I12TbmSZ4Rhy0AklibMaoMqaevjJ3GBQKovI31iQCPsmcioTkVLw71GnUCSSGtelDPh00w80p532473CoXzTFjSGspw0KYGQVRw6z/SOYRj3WPByhiYzn2KksnJ3mEc6x5C99Ao3jraY1qm/vrUu4mw8lutJd9XR1r1wlPbWlJuHrYe78WLu9vw5pGesbSSfWglZHq5/v00aFJXG+j9SWsRFadfseQEEmmJvOKuVw7gZy/sA6C8aP38w2di9dxJOa4VQeSWpc3VuOemlakX2Ec3HcM3Ht+RN4EYCIIgiMLghV1teGZHC1p1wVvW7u/Ak9taHPnFM1iFeqyb2LrLPFerR2CXbgnpmBAiTqQfLMs8Xw0WQRlKk6qT1D7Oe8HJWFa/q+G7RV6yh3qyb0xM2dVitgReVixO/y4OjCRXr5Q1nOXyXJNEDsvT1nMgEsPafR3Y1dJnyH/joS6hoKsmH40l8PKedvxt60lTdwJadwciIVI7sXCid8QQeMvtq2i3bol4ZYkxKLTsuZlIcOxvHzANChaNJ9A/EjW4GgBEln3WZTm1pLUSvQFtQDqbjHRlaf8toXua5qMlnrSIbOkdQceA82X4Mt0lY0hr1hbiJ4T1PXVoNIbNR7sFKY1OrmXc3AAQTHJaPwtNj6eAh3GRWByHky4fVDFfe/3JXrtu3B1I5eujSJtIAJ0DETy1vQUv7WkXT0L63Jkk0hJ5w+83HsU3n9iZ+v7dK0/DJUsm57BGBJE/rJxVhzuvX4GiZFCM+9Yews+TExoEQRAE4QT9MvZ4giOWSOC1fR0mKYwYo377P+K0dGlg8WOXmcBgkmTUxLrNCplozkaBxrnFrll5QiSseb0gu4xdKKZI1iUaG9vPGAjMplwbS1Yvg/4xdwf2+8jkY72P8tnWN4LndraifSCC3S39iAiijFtld7BjEN1Do4jGE9htInhHbay9tILUwIggkr3L4HT6dhCJd7L9daBjENuO92LT4W706CZoEgmO53e14fldbSlRyaoMuzL1wdS055zI0s7OejJVnszl7XIfo/sXcUbDo3G8uLsN6w52CgVt2TpY4fdCQH1++v4TCa+MyQUiNEO/IsLuvjgWuFK/3R8yZrRjk60+CJiTtCqF4O4glkjg9QOdiCc4eoZG0SZYweD3eU0iLZEXPLWtBf/2xy2p71+7fAn+8czmHNaIIPKPc+fX46cfXpZ6kf3eM3vw8Pojua0UQRAEMSGxWe3vC1Z5Wo1LDcv0kzmZDaT0EddlBlxaSx3GmNTxG4Vd81SygmjaPhJ1MKbxr+fU4xEL1nJ5aEXBcNC9/0oRon6VPX61/lYinl+B1hKcYyQax+sHOqX21aMeU7plG8cLu9sMVvTaKovy0gpSsu4bRNu6B0dxomc4dY7o+yIucLUgK9JqrYRP9qYfX/tAJOVfVO97WoTWsk/k91V/Rqqna4eJpZ3+CPQTQo4s2c3qpt1HV+LBjkE8vvUkth3vNdRZz/GeYfEPaZWQqanA4pgbAxE6RWYiTL+LyPUNQ3qbHeseduR6QC/Syvpnd3L/d0LmNFrrjK2EUDvfzjL75YslbTzB0/ITu1MiS1pinLF2Xwc+8/Dm1EPqs++Yj5vOmZ3bShFEnvLuU5rw31csTX3/jz9vxVPbWnJYI4IgiNzAGLuSMfZTxtgrjLE+xhhnjD1ok2YNY+xvjLEuxtgQY2wLY+xzjDGjQ8SxNDcwxtYzxgYYY72MsRcZY5dZ7F/KGPtPxthuxtgIY6yNMfZ7xthiL8ebb8hYkjrBaXqrAZxedLVzd2D0SevMIpJBPODWbzJYYNmW4qxOxjQS+zirhO6rWWKRcJhOW/8INh3uMlg+atvI1JJWslQzizZZGiqKU/+WsXiUChwmUYUE53h5T7tEDa37eFBn6dY3HMUbOuFXK6aJRBetdajweCTqODQax8t727HhUBeOJK1ZRfcPo3sKicx1eel9njoVeuyERL34qOb/1pGelKXdCY1QrL8v6C2XZQLSpfJK+/eYqK217tVXf8uxHnCuuIPQl6knU4GJ4wllguCZHa0YiFgL5cpxyedtd80JRVrG0trsWPcQNh3uli5TL7Qf7R7C33e0ppb9G33UJj91+fjV2sb7XnbEXzNhu2twFK/slbt/WZ1yZtei3ppdhN8irR1kSUuMK94+2oNbfrMxdbO7cc0sfO6d83NcK4LIb65ZNQP/8u6FAJSHwmce2Wx46SYIgpgAfBnApwCcAeC43c6MsfcDeBnA+QD+DODnAIoA/BDAIyZpvgfgPgBTANwJ4EEASwH8lTH2KcH+xQCeBfBVAH0Afgzg7wCuALCRMXaWg+PLa4wDff8H+G7dHZj9ZpZEL5zIjHG143TG5I7e4MfXkRWd8338tr61E5KsftULB6/v78Sx7mG8sjfdxYZ24B9KLh3aq/OnKuvj0U17aAlo1uCPWdKa7y9jUScjxkVjHMOS0eWF5zqHMJCZHaL9ozbqg0wZ3RohXg3IZAi+xI0tIyuwiixeU989BNUSla7PT919SNNfe1r7sf1ELyKxuCGPIV2/OvJJq9knnuCp4E3aGmnbzKxvzIPfSdTBxX3+YMcg+kdiiMTi2H6iz3F6q7LtXJyYCYn6s6Ktf0S4nwi9K4h4gmNwNIYtx3pM6ymqa6aQKaaldwRPbWvBDg/9YRagc+1+926TtHgRPr2ItPo6yTy3/e5aEmmJnLGvrR833rs+Nct7xbJp+OplS6RmRwhiovOJC+fixjWzACgvILfcv9HTg5YgCKIA+TyABQCqANxutSNjrAqKyBoHcCHn/KOc83+BIvC+DuBKxtg1ujRrANwBYD+A0zjnn+ecfxLAcgBdAL7HGJulK+oLAM4B8CiAszjnX+ScfxjAlQDKANzDGBsX799m1kJ+YiUIuBmDmSUxLkG2z1w7cAswJmVlqF/aqT8+q3dgLwKKtVsF+Ya00+U7BiIYiMQcWVwmOEdL70hKtBuNj4lYqmXnjpPp7zem0dNh3b5OA4cFA1oLRY6OgQh6LZbMy1iXy5y3jgLKmbS1m+tDpLlYRTRXyzJuc255Fk8YRWUuuQJdb9XuBbPl1+qlafSdq+xfFh5bjNE3HMW+tgFsOdZr6B+9ywX1PirTXQYBMp7A+oNdacK0VvweiZr5lTUTb+1r4eY+PyI54ZAqw6w1ZO4rug36ezuQdHfg4UTR+s0WYTqJJLmfU+xcPohYd7ATkVgce9v609LHEzzVX7aWtPEEDncOGrb7ZcXqyd2Bh7SGFTBSlrT+vgCNi5dEovA41j2Ea+9aj+4h5UH1jkWN+M6Vp6XNWBMEYQ5jDF+9bAkuP30qAKA/EsMN967HUUFQBIIgiPEI5/wFzvleLqcyXQmgAcAjnPONmjxGoFjkAkah97bk57c4592aNIegWOEWA7hJ3c4UhU1N86+cj0kMnPPHALwCYAmACyTqm/fYRbR2ilDsscjUjbholsaNhWuaxR0HREegLn81zddBo7kL0KRs8Gsppl028WSQpojAeu1A+yCOdQ8hkeAG4W/dwU7sSy7H1or/ZoN92cNxu3xeRbt0vq0/gtf2dWBXi/mEuJw1pMQEgKNzW+6cNk9vXa52k7Aol1ZlQncHun3cCC1ejX1si9RlH4kl0NI7gpKw0WPOiZ5hW/FmzJJWahbGwGg8kSY4qv3ePxLFMzvE7tDMTg0ZMSo7tqDyGC2y03/Xu74BkoHDPMj5m492W/5u9jwxWvb705pG8ddZvmq/x+IJPLujFc/saEX34KhUX6uW8ZnAk0gr6HdZ3NyHyJKWKHg6BiK47u71aEk6rl81uw4//8iZpn6nCIIQEwgwfP+q03He/HoAQHt/BNfdvQ4dA8aokwRBEBOci5OfTwl+exnAEIA1SXcFMmme1O0DAHMBzACwh3N+UDKNKYyxQ17+APgWgVWxjrS2SvTbkgSwFgRcWdKapJHxJapHa/GZ4GI/ittP9KZ996DR4kSP/XJcK2tV0zQeuk0srHPhe8jJ3mFsOtyNo91DQjFoZ9JaVjsgNhONTOtscywyfoO1aC1pZSbBZSYuZJrbSYAlYTA07uR61E42CNrHtnx3J5A+XTzBfbmneF2QmT75IhD4BOLeuoOd6Bx09+7tyGpaYh/1+jnUYTxfx4K2iXMyW76uz2P7iV48t7MVnZLjDafdKGuJmkjwlJ4wtk/6XqbuDjJkF8Y5t7hvWQvK7stM/+40X/WcP9Q5pLjo4BwbDnVlzT2DGWYB7mS6LpZIoHc46sqq13BvMvFxb5XGK6SKEVllIBLDjfeuT1kWnDK1CnfdsEI4+0gQhD1FoQB+ce1ynNZcDUB5wN5473oMRGI5rhlBEEResTD5uUf/A+c8BuAggBCAOQDAGCsHMA3AAOf8pCC/vcnPBTJlWKSxYqbHP19errYdVwbk+sAqRqsgP0qTx5m4IWfNJrs/kD7455BcriyxHN6M7Sd6MWjzbDfLP2PLal3k2zMUFS5BFpURTyScWUzb/e6wvkGHSo5R7BeJwvaVcGRJa+riQi69nYahra/YJ6ioTvYYhSXjRIcrkdZxinRM3R0kc3Yq7tkdgtr+VrupfWAqXnLjv6MChUv9zUvgsEgsgX1tAxiIxPDqPjnfo2782Arz0WXT1m8UifX7mAcO86VKBhJcYEmbPH6DyJyhh6bT9k5Z0mrOmWjcXa/5Kex6aZ99bQN4cXcbXpYMYKbFjbsDUVW9nGIk0hJZYzSWwG0PbMK248pM+ez6ctx/8ypUlYRzXDOCKGwqikO498aVmFNfDgDYdrwPtz2wyXT2mCAIYgJSnfzsNfld3V7jcn+3afIeNSr48Z7htGXqMv43le0cB9oHsP5gF070DJuW41TQcjOAs6qjzH4A0DcSxfO7WtOW9HNutAJUUQfsomOxtHAVbOscGBVsNUfNwy9LWv2ubobxx7qHLd9PtJpKNM6FIuJwNIZtx3ttg/3IiH5WxxBwOFKWuSZk2ttOjE8rU9CUHNxS6NVa6tpdR9pf3QqywjpIWM260WgCOvXNqRhnZ8XsVHixu0bG7g8S+wjy0vvDtrrf+CGfxRwuIx+IxAxuX+yQLSESM/q61ac1sw4Wu8Xw3kJxgTsXs8kyryLtmMDvbfJMtRTVptM3T3EogKpSo2YT1Lmq9FN39tI+auDFvuGoY5/IdvcmtwEhnUAiLZEVEgmOf3n07dSMW2NlMX5z8yrUVxTbpCQIQoZJFcW4/+ZVaKxUrqlX93Xgjj+87WjJHEEQxARGHWk4vWk62d9pGYc9/jkbmSSxsqZSYwkAAqtBk8NqH4hg6/FenOwdxtsu/NeZBoly0PJDySC1ZnXUH4vV4PBI5xD6R4wimlm7DY4q+8oIXHYCkBNBLW27RTIng0s/BuCxRMLyPNAeY4JzvLzHaAnVPxLD/vYBvL6/E4kENxW6jIHDnNVVL0DYIdM+MlU41m0+mWHMz7lVpFbAtauz/e/uTgrjNeePiHW0eygtuJtjwUrr7kDwu1Oft7LtZ3Udqv0lyisUYGn9qf5b1P1+WG46FaPeOtLjvAyze76m7A2HuoT+UPXjHrNDFkq0PtzfEtw4QaJ+M7g78GhLI7tSIp7glhNjqtV1mkir+V5RHMK7T2lCg0C3Md5z3XPG9Bo015alvpu1j9MyGFP87W463I23j/a49tmbqpfw2nJYKRtC/mZHEGL++2878dhbJwAAlcUh3HfTKkyvK7NJRRCEE6bXleH+m1fhg796Hf0jMfz17ROoryjCVy9b4jmQAkEQRIGjWrFWm/xepdvPbv9q3X5uyrCEcz5LZj8zkn5pZzpNF0skEAyIPSX0DI2iITkZKGtJOzI6NtKyWubuFCeCQ2vfCDYc6hIOMgHR8lRznPq4Gx6No6okbOq/1Qm2x6wfMHNxOs45GGPYfqIX+9oGHNVBlL9TrFwy6evaNxI12VPheM8w3j7Wg4aKYluLsrFl4xxvHunG8GgCpUXmNktO3R1YWWQPjcaw40SfpTW5G8ysda3OrXiCQ/U0Z9eFdueo2/Nafx0lODf0nxt/kl2Do3hxdxsuO20qggHmWFQ0K1I9FZy+TdtdszLHmBLjBL8FAyytzgkLy1w/REineWgFc7/oGIhIX0dm/S+6tP0Q2hKcm1ob67d6Fc3NrrME59h4qAsj0QTOnFmD1/Z1YjgaxzlzJ2GS4BmonjPa+ijto3wPBJipiwg/fdMHGEN1aRjHuq3zUp9fTp6fh7uGcKxb8dNcXhzCvMYK031Fz0ur30X7APDk74AsaYmM8+uX9+OuVw8CAIqCAfz6+hVYMrXKJhVBEG5YPKUKd16/AkUh5fZ+72uH8MuXDuS4VgRBEDlnd/LT4A+WMRYCMBtADMABAOCcDwI4DqCCMTZFkN/85KfW/6xpGRZp8g6rVGxCEQABAABJREFU5azaSNmyKzVkB212/hbb+kbwzPaWVDAupwPqEz3Dpr7lZAVnwF7UaqgoxtyGsQFgTDAAlilHhL0lrfzxcc4dC7R+L+nU42b1z5tHuhFPBhAajFgbj6vZn+gdwbHuYXQORiytVgMOLWmtqr/pcDeO+yzQKmUKzitYi39qGs65IxHWT+FPX248YfRJ60XD6k+K+05PKbtrzLFPWpvfU/ckix2tXBiEgulildX9xh9LWme4sRExK0OtvpVVqMEa2zT4lLFifrRPPGEMHGYWsM2zSGuy/Vj3MI73KPe353a2YWhUCfxp5kM4KrxIxtxosNQW+8702oTa88VUpIUz/ZPzdFdBdkEg7Y5B9Jzy25KWRFoio/x58zH89992AVAuuh9efQZWz52U41oRxPjm7DmT8JNrzoA6tvifp3bhDxuP5rZSBEEQueX55Od7BL+dD6AMwFrOuTYSiVWaS3X7AMB+AEcALGCMzZZMk3doB5hWFiTGIEni/OysUuxQ9379gGINtK9tQIkE72JUJGuZ5yn4CQNqysZ896n+Cf1ZSuts/7Gl1Lrtbuuj73MXWVjhJGCWCKPvwHTU9hgQuKsQEXLq7kBvyav53jXozJ+wdJmm1515Ghk/qPr8o/EEDnQYRX23vk9F9dP3vxcRy0rYlEmnpDX+LiNUabErvmMggpFo3Np63+Q6BoBgIJDWbjGBf9Fc4vAS8ozRxYm4IUTisV/36LhOGeaGf4zt660scV/3j0QN+1hh55NWXY0pk5eXiTzG0n1Km7WPm36qKB5zINBv4/Pb7jjF9fL3giORlsgYL+1px7/8YUvq+9cvPwXvO01kjEIQhN+859Qp+Mb7T019/7c/bcXzu1pzWCOCIIic8iiADgDXMMZWqBsZYyUAvpn8+gtdml8mP/+DMVarSTMLwCcBRADcq27nihqgpvkOYyygSfN+AOcB2AHgJR+OJ2OIrLJEyATTULbr83dfH+02NwM1aZHWYX20MDCENBGn1DYUBhvRbbKzOjNbZtnWN4Lh0bipf0CeMKbxQaP1Hb+jnRsnGZyV49Qnrd5qLxtCmdk5YRl0L2Ge1pBXstd3t/SblC9RSWE6Y8I+3dJ4LyJWykDVYR4Jk7Zjhn9IIlF+x0DE2npfPa8E+wRZuruDWCJh2v/+uDtwlokbH76mqyok0ht9pYsR1cqP+09CYElrVhdPk4GiDCUQBVuLqT5pNRkyTfZOrVbdwlj6FIh5+3DTZ+Wp06oNwQM5VyzOrfLVbrM7BLGVuk0ih5BPWiIjbDvei9sf3JS6SX3yorm4Yc2s3FaKICYY1549E+39Efz4ub2IJzg+8dCbeOhjZ2P5zFr7xARBEHkOY+wDAD6Q/NqU/FzNGLsv+e8Ozvk/AwDnvI8xdgsUsfZFxtgjALoA/AOAhcntv9Pmzzlfyxj7AYAvANjCGHsUQBGAqwHUAfg05/yQrlo/AHAZgCsBrGOMPQdgBoCrAAwBuJlzvWSWX2gHGwZfrVy7n/lvKgc7BrHteLoLXqdjGdH+CW7vq1SEvCWt+W/aLJqqStDSN5L2O2Pp4p6V1aKVVCraX7R090CyjYtDQVOrNaGFqYvRtHE5ur8jU+3xTa8rAwNwxGZpanp9dN/1v8OZlaFWbJfBzpI3E5iVYWWVbGWZacg/uZPZEmFROTLtKxI6Nh3utt1HFlV4cpNHggNBk2vJqWWozHQI59b7jfWXcZ/OwYhhWyzBMxY4zKkY5c6Q1n09rfxCpyGomBsfyHpimkCG+joYXDH4pNE66ddILIHiULrPedFxa32+OtHZPS5CkbKktSIUYKgoDqW9H3Bw0zYajSXw2r4OROMJnDe/AaVFQalAbHr8npAjS1rCd070DOPm+zakIul+cEUz/vldC3NcK4KYmHzunfPxoVUzAAAj0QQ+ev8G7GsTW0MQBEEUGGcAuCH59+7ktjmabVdqd+ac/wXABQBeBvBPAD4NIApFhL2GCxQnzvkdAG4E0ALgVgDXA9gO4HLO+c8E+0cAvBPANwDUAPg8gEsA/AXASs75OrcH6zclYXFwMG0z6AcjBzoGsO14r9CSVd94PUOj2HKsxzJ/tyQ4x/525wGvZJfTWw96x34TWVoyAGGNwmO1/NiNlZ8eVQSPxOIYjqZbSam7C33SOitaSWcTmMsr2noGGUM46GyoaoiqrrekTShLgY90DUrl59SSNhdLzM3cDVgJHKq7BylL2uQuZkIN5+5cj0gJuR5ULC/L/lMTK4KrxI1lqB32y6udHUssbgzCBiDp5sTrSSqXXm0lvVWjp5Il6r71eC/ePtpjm0ZUL6uVI7IIg2OqIq0PgfHSsjVNbt7mcYHP+ZhgIlGxpHV+v/fq7kDbLWbtw7m52xEGlmY1q+5v5pt44+Eu9I1EMRyN43DyuWDrpztDEyBayJKW8JX+kShuvm8D2vqVWb3zFzTgW1cspcjyBJEjGGP45gdORddgBE9vb0XPUBTX370ef/zEGkypLs119QiCIFzDOf86gK87TPMagPc6THM/gPsd7D8M4GvJv7ylOBTASNS49FE71BANWve3D6CiOGTra7ZjQOyD02woY7rEVbDd7WDaD0taLaL3W8ZYWsApK8HH6VE4HQimLEdF27n7d/N9bQM42jWEqtKw/c4O0IqsAcZciKQ6UVZ34PEEx4u726Xb0alPWq/+l90gPKW5tcC5+Wg3GAMaKo2R3o352x9DnHMEtKKJD8Kkmq9bVLHMnSWtSJxNfvqQlx6rJf6Ac8E5lkiYWtJ6PSWd3nodGqMD8D7ZcahzEIumVKI4FMy6u4Oog6BmVqtBdpzow8KmSsuyzO7vVkQFaqV6fmmPnzHNBE2ytWStwt3CwMDYWAZDo2LfsVZF6FeyqPuL+ratbwTt/WOW6GPtYF1P0X3Jj8CgWsiSlvCNaDyBTzz0JnYlfRYtaqrEzz+8zPEsOEEQ/hIMMPz4mmVYNasOgBLV+IZ71qN3yPlSUYIgCGJ8UGTyfqYdWJiJmm39EcNARv89ZmK64nTgIhoYuh1My6azEte0PwktaRkQTvNJax44zLocc4snp4gtad1bP24/0Yu+kSiOdcu7IpDKX3PKMOZcJDXkpzvEwdGYo3MnaLbm3aw8m++ZwOxw7I7zzSPdvln+urkeZSZMYgKrPy0neobxmknE+pSw6bhm1nVzanckUz632U/1Iyp7LLG4eHm3Wwt6LU772mmgNcB+Ik+mD+z8Losm2OzONxlElrTqvVZfl1adqxwte9v6Da509Iz5XZavdyxu9Fcscn+SHjhMLcc+fy9CN2NAtWbi73jPsHA/u+dXUNe3vcNR4QTaLp2f7eJQIPWbFYc7B/HM9pb0YJA+3+xJPSN8gXOOrz62Da/sVR6Uk6uKcc+NK1FZ4u8MO0EQ7igJB3HnDSuwcLIyK7undQAf+80GoRUVQRAEMf4Jh0xEWs1ow0xoBURCRvp3swGvzCBOO4DmHIjpBr5ul0H7EjhM82+R0B2NJcQ+aR2WI6rq0a4hU+siIalBvOAnF02YadFRa6EUDDi3pNWjP9ecnjfeLWkdJXeFUIyD0S+mCGeWceZtYXGbENI3EkXvsL2hgN29YsOhLnQMGH2yAorxEODOmjlVblpSlvy//+4O7AK9jUSdHUssYaLGcu/WolbJRb/lajGtepxml0GmLGlHrSxpHeZlJeICVueDeUmKSJu+TeROg4G5CxzmYF89DEBlSRiTyq0t/DmsLcL17g42HurCQCT9uTk0Gkf3UPpqn4TosjdhOBrH4c4xtzl+3+pJpCV84ZcvHcDD648CAMqKgrj7hpWYWkNLqQkin6guDeP+m1dhWvLa3HCoG59+eLNh8EsQBEGMf8wsabWYiS/KUkhrQSrq8NmijyytRW9B6jqivA/uDrS/1ZQZjRESPF3cU+tutRwynlBEGq0AZDYAf3Wv2HLQCr/EQzsxySvaegYYcxy4yyo/wLklslN/msa2ybxKa25JO/Zvs1WNMs0hI+QafAHbpNH6DLXM14PPzr6kCOzmdLUSnZ1b0tpXwO4wVYMKaUvaRMIkAr0f7g4yew0B/kxujAmPZpa0xm1+BQ7Tk6qCw+yrbIzdzLK1sgiOJRIC393qZ5pKa3zGW9ZGYceJPom9TEj2SXHY+r5vZRHOmPic07o1AMTvJ2PCvlxH9Wgmmvz2SUsiLeGZv759Av/z1C4ASsTLn3/4TJw6rTrHtSIIQkRTdQnuv3kVapMDy2d3tOLf/rTVU3AGgiAIovCoKy8S/6B5HFhZ0uofG/qnSNRkoCgzltGPsfQDKreDaT8Ch2kHriKRdlptKQIBlrIGTlnSCq1ZOfpGonhmewte2N2W1t5mhzgcjTu2CBZZTrkXat2lkyEtcFjAubsBPfq6Wp3PIpzqS4ZrIguvVsLAYTqLyZWz6nDW7ElSaUV52eH0ekxbJuxjvlraByIYHo27mtDx4gvXgFRW1tdjSqS12KdYszJCZC0JKL6IrfygyuC0afx0D+Gk7AS3Pr9FFtG+iLRCdwfqp7P8ba/PlLiavtnq/N16vBdHuvRuaoxWx2mtk3J3YF9/O+tfK9Q+kRH2zcV3htoyk3cbDaK+FlvQm1NVMhbey+9hNIm0hCc2He7CHX94O/X9P99/Ki5a1JjDGhEEYce8xgrcfeNKlCYjez+66Ri++cTOrAS4IAiCIHLPkilVpkvJtYMNs0FrIsFxsjfdX5z+ETJs4k5HZqCablFqrIfb55WsJaWlUKD5d0komLL2rC4N44IFDZhdXw4ACCfbN1WmINOWvhG8sKsNo/EE+kdiaUvArYRip2KjwZLWJn8z9OKf3yTSfNIy333SWi1FFuHckjb9+46TfRl/tzI7pU9o/DkGAwyippSzpFWuN6um0E+i+HXIXkWznuFRV76XRS5K3C7blzkEW0va1HlrvmOTJhhwLCH2Sds/EsO6A132FbLAad+6sqS16TN9HURlJBLcul0zZEkrmpxU7wFO286uOmbtZPd42Ha8V1iO2fGPBQ7LLGo32rm5sevWmZPKbMsSCdnqJtnTQJuF3/d5EmkJ1xztGsKtv9mUeuG59fw5uO7smTmuFUEQMpw5oxa/vn45wkkrlXteO4ifPLcvx7UiCIIgskFpUdBUdEj3SSseeLT2G/1Aagcp8QRPLTc27mdSrtaKJy1QPDcMfN1ausmuGrG2pB37N2PAufPqsWByJVbOqkONxoJHHWjG1cBhgqGllUWh3l+eFmlLWhNLK87dSFfJtC7TyZBmScv890k76jAwkFOBSXTeHOsWB7/xC1FPjkQTaYJ/gIkDJcl05uHOQTy5rcUyhsFr+zpwpHPMOs8uW9mg0vGE4lv3cOcgevT+I2V87nLn/nKVdP6d5bJ+f62KjEhY0oY1VuexeMJUaHI6waMnk5M0dqhtqa+BaDInzsVCtYrQ3YEPx9bWb25J6lyklRSrdbs57eMxcXIsI9EERaa7Xu0SfeAvPXbXJ2MM8xsrLfcRNVHKRYbkU069xkZjCd/bhkRawhX9I1F89P4N6Ey+XL7nlCb823sW5bhWBEE44bz5DfjJNctS1hU//Pse3PPqwdxWiiAIgsg4jDHTADjawcbwqIk1rMgKRfNb1+Co6QBTKnCYrj76QadbgydpSymL3dJ85zKG6rIwFk+pQnlxKG0/NXiJKjD7uRxS3iJYLdtoSetGiLITk7yi90kb9tknrdNjdqoRi87tQSeB3lwgOhX010vA1JJWrj1k/EtvPtotlRfgQKTlHPvaBvDW0R68tKc9rR4ydU/YCHVmqNeXH+e6TB48+Z9tfSzy0Ppvtt/bPU7b063FvojuoSjiCW4Q6AOCkzuRsHYhIbq0/bCkFaHm6rQt7HYfW6SRvqNMUL70cozPCe0kq9pWlSXpzzgviHziqxNJXibnVH3Xbn5N7LM5/dMOzjnW7uvAU9tbUm5ESpKrVL1CIi3hmHiC4zMPb8ae1gEAwKnTqvCDq08X3iAJgshvLl06Bf/vn05Lff/G4zvw6KZjOawRQRAEkUu045NIzNx6zpCOK++IL+5ux9r95sGtZMY/Wqs/DuOgya0fddlBsqUljWTRqmiiBnHx0zov7tAi1GhJ607CsROTvKLVFgMB5c8LXptcaH3qsDyzyRC/kDmvyotCwmPJpVWkilUbxxIcu1rGAhFprcvNfF5rcXt4IrFOrWVJOGgb0CmtDjL72OwUjSfAbQRnrbCliNOSFXSIPt94guPtoz3YdrxXeG9wUw+zwzzcOYiNh4zuGkSWl/aWtJnxSSvCoavTFPaWtP7U187dgcrchgrUVxSjpqwIc+orPJUZEom0yU9PIm0yF7tbt5VPWtl2HYjE0D4QSdvfjXsPESTSEo7577/txAu72wEAjZXFuOv6lSgr8m9mhSCI7PLBFdPx5fctTn3/4h+34OntLTmsEUEQBJFJGMwHMeqAY9vxXkdLtTk4TvQM2wamMXV3oK2frm76QZNbcUnCIFDJ32I/tWQ7AU+1FowlEopVl1zRUkhb0gqWsSo/uBewsmpJK2lxaUYmBWURovNSxgrVC3b9MbehwtQnbaZax07k0AZXOr252nQ/w2SMKnZxjud3tUnUQ9wnU2tKBXtryrWp/7nz61FdKifUygg+e1r7caLHOuBSzMYyVLvkP5Hw5zoVWTvqz5p9bQM41DmI/e0DQvctfvvqbOkbMfSPSNSzExxFd+9MT1o4zd7uGMZWr7irz1g+4hUXKloL13Pm1eOCBQ0Ih7yJkSFBUMgxn7SeslbyspkcE7WtU9/BouewXzaLJNISjnh4/RHcnVwOXRwK4K4bVqCpuiTHtSIIwisfO28OPnPxPADKg+vTv92M1/aZW0IRBEEQhY3VWOJk7zD2tw84y5ADozKClMQAKN3dgVGccGvxJOurzyp3tS52Y7EizSB2NO6vzzppn7TJT6PW5c6UNtvuDjz7pM2sPmosT9A2+9sH0DtknLjwemxjZVp3SFmRsvxWNKmwdn+nL3VQsfJbqyWabKj6iuJUEFsRehFETdczFJW6ljnEwub02jKc1lxjW66ZyB8OBlBXbh9BHgA2He6W2s/KlymgWORb9bTRktb7hTqtthQXLGjArEnlmrzT9znRaz2R56YadpMrI1GjOw89dkK1HxaPsnmMHY+zxpD1Seu5p5MZjMbMRFrzst1gdu9ThVUvfSOb1MrdgeyxiSYgfDKkJZGWkGft/g585S/bUt+//8HTLR9wBEEUFp+/ZAFuXDMLgDKgvOU3G7H5iNzLJUEQBFE4MAZTlXHb8T509JsHrTKDA6lgstb72Y+AAgZ3B3pLWqe1c4aV9Zdaf7vBmNYKNBpP+GrV6TwwDNd9d2dlypFZ61RtvwaYOCCQs/yya0lrdt6sl1yi7a5M699VQURoSetz+zy9vQUv72m3PUPUcsPBgKW7PL3oq95fZJvOzJK2KBTA7PpynDJVbMUrdHegKzTTbiz0RBOJVLs1VBSjsTLdSEorfJkdt1MCjKGmrAiNVcWpbU5dzfjpk1ZF7+dZdC3ZCdV+XH6yEy2v7+9E73DU98BhkVgcbx3tkb6Om2vLhNs5lH41c2/k923U9NpJbg558HOj5uzKJ23C2qJYj9C9Dbk7ILLJwY5B3P7gm6mZxc+/cwEuO21qjmtFEISfMMbw1cuW4B+XTQMADI3GccM967H1WG+Oa0YQBEFki0gsjgMd8la06qCEc+W5YYepuwPND9pxjsh6M9Pim5kOEYnFNZa0cu4OAMV/pt+WtCPROFr7rK3vUss39dvh0sJNYNXsJ2liA/M+4M20mK/HrG2GBMHD/IrlYXctqBMefvlKtKN7aDQt6JAVoSBzJFarIq1s20ViCRzpGjJsLw4p12ZVqdhdn4ylepaaM0VUOwHGjKJ7SGdJ6wepIEzQ5i2XlkPx2TkQ8T9w3lAk/Tkj0vTsfNL6gZNr6iWJyQs9MgtTDncOSrex2WXDuXKtmNdD5BpAqkghZpOManN68kXO0j5MEbVt3OR5aYboWvDrtkAiLWFL71AUH71/QypS4OWnT8Vn3jEvx7UiCCITBAIM37nyNFyyZDIAoG8khmvvXodtx0moJQiCGC+w5H9eCQbGRBYOLrXcWWbgnDb2FViFZXrwHYnFDcey7kAnntrWkgpe5NiS1scqR+Mcr+ztwBsH5Jar69vLLgiRk7z8RJuzP6Jili1pHZTnmyWtXTmB7Iq0gPw5Eg5YW9LqGY0p/p1lU+xu7RduL0qKtGZ9oIpSeRBXLYXWlQwDM0xgaK06ZX1W2yE6Z/TnuFVfrD/orzsNFSlLWhs/4FaXg6wvbCcuSzjnjv1Ty7q1kVnBct78BtN7QIJbP7tFlrqZXFGRq8Bhpj7cTRDtR4HDiKwQiyfwyd++iQPtgwCAM6bX4LtXnuabKTdBEPlHKBjAzz68DBcvagQA9A5Hce3d67DjRJ9NSoIgCKIQYMwfS7BwMJDKJ8HlfFLKDH+0AjIXDAez4Wv0uZ1tqcFvPMHRorNatfVJqxnoj8YSUgNpWfpHokLrTD1qu+nbK8HdyZccmZU9dYa0nsm2Ja2T89KLEFFfMbb83C6yuLotm0M32XYPBZ35HW7tG8HT21vw2j458c9sGbgqwpmVLXR3oP+e5aHw+oNjLjOYwJJW75PWD0Tnjry/TqB/xH8rWsD4nBEGDuMc3OJ6tBLT5EVaqd1cY9WP2qDtMr7g68qLTI+ZAxgxcXWg1EOQJgP3VrV2ItF9XmMFJlc5iYNkfYGKfdIq22Jx9yKtX5BIS1jyX4/vwKvJ4EFTqkvw6+uWo8TCwTtBEOOD4lAQ//uRM3HBggYASpCGj9z1BnaeJKGWIAii0LFwSeuIcHBMTuWcS1lwacc18QTH0a4hdA2Opol/2jFaghvFlmz4Go0lEjjcOZj6tx5bS1pN4LCdJ/uw+ah/Pt6jkoNItVENlrQmAZVss+PA/jbnrjCk89ecBX4YhPhxnly4oDEj5Xk5PDPRTJSnunQ4Hy1ptZb4MgyOxjAaT5j6znSKmRWvzH0s2z5p08s2Xh9plrSy9wcb1Cy1JWXj3uu0CFE/xhOi6b0xrHovHJTr20xfU1aWtOXFY3qM7PPArLqcc0MwNi2iPtdOFLnCwp+rSHQvLwpJ9UvKRYcLS1p1k1OLZy0csAyGKAuJtIQpD75xGPe/fhiAcrLdef0KNDqawSAIopApCQfxq+uW47z59QCA7qEoPnLXOuxuES8fIwiCICYWWkva3uGowcJJJLRtPtKNjYe6EE9w7Grpw5tHuvHK3vaUICpKpx9PyS4D9Urc0rJG3iftsGTUe1lkLJYt4eLlqlWlYctk3UOjQh+fZjiVMLRagB8uW/04TarLwlg6rdr38rwEx9GKQ9oyRcJhMBeWtJIaRzDAvPmfdEFdedFY+XbuDizyyeWiUsaYoXzt+aQV1TwtHWdGlVbeJ627i89NMDuxuwPruloJrEUZcHfghrhFW1QUj1nSyoqKppa03DoPkUjbVF2ChU2VUuXqMQs8n7Kk1bVrbVkRmqpLpCbumO7TDFHbqsfpSaTlHGfNmeQ6vQqJtISQtfs68LX/2576/sOrT8epki8oBEGMH0qSEzTnzlOE2q7BUXz4zjewx8TPF0EQBFEA+BCUCVBWXYjyKSsKYdXsOpwytcrw23A0juM9wzjRM4zuwbEAQ9qlsdoxmsh/ajasuYAxsUlkWWfXfCGLAbysCGCGrEirCiVGS1oIFajmmlLL/DoHRqXKVXEqYmjr6YelohvBR4R2abFf5XnRd9JFWq31sXHfTPqkbagsFlrUyV6fIYeWtE7R35vqyouwqGnsnuTI3QGz/p5NFHcH6RXQit3a+5WX9h2zpNW4n8mGJa1DgdfU3YFFXS190oYkRdoMnwRW9ddaa0oHDjM5LA5uaX1tVo1FTVW47LSpjp5nFyxowOz6cnH9NEFItZy/oAEl4SCqbSYRgbHHmt37TUJwjfcNRzEQicmvVDEpv7o0jPPmN7jOAyCRlhBwsGMQtz/0ZuoBdcclC/CeU6fkuFYEQeQKVahdM1eZGexMCrXk+oAgCKJw8WN4WRwKYGq1UdgrLw5iSnWp5eBtb1s/OgcjJnXT+qQ1DtqyJtKmLGkF7g5s0loNEitL7AebVow49G+rH49yE5+0dqKq03b3Ykmbw9XkBsqK5ZavOmkdJwGzDGm1kxia7aIcAymR1nVxpigBrIzbZU+TAHPmk9Yr581vQEPlmKhsEDqT32Us9b1OInhZLs5g7M80S1pN/b2dZ8a0+r41vc95uEU7vb0LRdoEt7Sktbo/y/qk9dK2MpgZdBaHgqjVWIT3DY9Ndp4y1dyozsqS1uqct7rvBwMMp02vMf1dj5XQqlbPrJ4y14xaVVtLWpPjfW5nK072DtuWY14B5cPrqUEiLZFG73AUH71/A3qTF/s/nD4Vn7p4Xo5rRRBEriktCuKuG1bg7Dl1AICOgVFc/avXseFQl01KgiAIIt8wE1ecUhQKYGlzNSaVpw+eVMHASoCxCiqj97lptKR1UVkXqOWKLeusG9BqkOZVmJK1ZlN30+9v5pPWrl5Ol4F6sdbOdYzi+Y1jS3kri0O2riAAhz5p4b59tOl4miWtlbsD/xs0ILDoBBxY0gZZcum+t7o1mbjjs7tO9Oe7av2u+qDeaPGO67U5Z9SVuU7LmFEk1h5L3DdLWqOrjGxNkDlBdN/qHIi4rqtbdwee/bTqED13zp4zCecvqEexibWv1S3c7DfOrV0r2E1aODnDrK519XyrLgujvqIYwQDD6rljrgOqS8O2Arp6zdv6pM3QeaxagXudxCGRlkgRiyfwqd++iQPtik+w05ur8Z0rT8vIQ50giMKjrCiEe25cmbKo7RuJ4dq71uG5na05rhlBEASRC9SBYmVJ+nJwdRwVkgzAoidNpBUIilaDxnPm1bt6dw0GWJq/SmBMDBa6O7DJzzp6uLt2cbtkXWxJazymIsllvrI41aLT3R3kFq2/RcYYzptXj1mTxMt0VZxMHnixwjMT063cHWSCUDDgSaRV6+a1hpMqiux3sihfRe2TBOfoHEi38teLLlZ1niJYXaDH7b0xVRtBcrUv0twdePJJq5Y2hqy25VYE6x2O4pDGP7kMonNwOBp37J5FxW3gsNU++CLVIrqOJleVoKwoJG3tq8XsuZjgHHELR9J29zW/pCLtuXrOvHpceuoUNFamT8CUF1u7npG9B8v6zXYNWdISfvHNJ3bilb0dAJQZyTuvX4ESH6LTEQQxfigrCuHem1bi0lObAACRWAK3PrAJf9x0LMc1IwiCIGQRWWK5oTj5nmgQO9QozW4tBbV1487cHdRXFOOC+Q24YIEzn3BnTK9BcSj9vfdw5yBGYwmhvz67Q7MSVEMuBtgLJlda+rkVYWZJu7dtQCi21JUXSfn9k8WpqJweOExJq/VfqJ8McEtDZbGleNVQYfw9FAzYWtM68dfJ4H4cb5ZO6O4gg8Y2RcGAUIiXFUrU+4PXOso0++IpRv/YelKWtHFu6+fTqsoyh6O/1zhB5JNWW66dn2JjOnnRX1aAt/Jx6jdml/KoywBQpUVyfWMm8vuFfuWCVrA0exbIWKrq4bDuL7v7ml/3GP0hie7RFbYirZwla8YsacndAeEnv113BPetPQQAKAkHcNcNK9BosnSEIIiJTXEoiJ99+Ex8+KwZABSLpjv+8DbueuVAjmtGEARByMBS//OGakmrH6Sp7g7ciJFKfmP/TojcHdiMvavLwqgpc2ZdFwyIrdN2t/Snlj9rsRuXWv3uVGwtDQexYHKlY6s4tdX0olnP0CgiAr+2DAwXLGjAmTNqU9vsrEetcDp2T/Ovmky7eEoVFk+pwlmzJ/lmPFIUDLiapPAzaBJj7i3QzEQRobuDDFrShkNiVwWy7aTeJ0RVbK517w5ARFO1/bhWbat4gguvj3TM21Wmxc2Wq8vAILZ6V0VvrSWtTE+YnSJq32r7WH8vMTtW0eqDTGEmTFpZh1qhFwIXT6nC3IYKw35OJiFrHT6PRCybUZP6dygYEB43A3DhwkY0CFwvWLo7sPRJa10vv+4wMitg7CbqEpLuDkSBw/wg5RPXo3BNIi2B1/d34quPbUt9/8EHz8Cp08ydThMEQQQDDN/6wKn4tMZn9Tef2In/9+SurER+JQiCILzhh/GLKjQYLYog3C5Lms9NwcJ8rWirXZbuhWCACQexbf0jJu4OrI/N2pLWWbvMqi9HMMAcp1Ofx6Ln8qhIpGVK20+vK8NpzTVYPKUK8xqN4oQsTi3L0t0dKGnDwQAWTK5EU3WJL9bfap659+bG0o6nOCQWXYQpTXYTNbdsF7gRwMNeLWmDRhFQZU59OZZOq8aZM2oNbkj0yAmR9g2hWreOxhMYGo2n/aZP7sSStro0jFWz69K2eXEtwhgTirxquU7fw83ERqb7BJxY0hrvLzLWzG4w6wo3hrTFoYDBlUBDRTEmC4zXnDzf5k+uwAULGnDhwka8/4xpOGu2M9cIc+orDNdonYnwW10aFgbzMg8cxi0tS2373MW9VORuRwa7yQ3ZlSAywQG1QQZlGbPk9QaJtBOcw52DuP2hTamXz8+/cwHeu3RKjmtFEEQhwBjDHe9aiK9dviS17Zcv7ce/PLpFOPgjCIIg8gM/4g2UhIOoLFEGRHqDWXXwamcxumBypXAgZBc4TDug9LJsWIsygDXWNxJLiJc+27o7MP9NG4ldBjWroMN0KqIBuCgImLbKs+vLXVnvmuUnA3e4TNst4WDAum5mFmc+1iGgs6SdVFGMdy2ZLCUmOvFJK3OtM8YMfjhl0oUDYp+0siLhWFAzQd6hAOY0VGB6XZltmzRKiCkyp1OZZpl7z5C1P1Pr/MZ+rSwJ4cKFjQZLyrCJP18ZGMRilbDPJLrCbDIl5ZNW87Ns8MCoTgSbOanc1p+o32hXQKjtvWx6rUUKoLTIWEczq3fRdWg22RFkDDVlY+5k9EntViyIyp85yWhtru4nEt71/aydlOgaHE1tO2VqurGenUibSZcqTsqaXFWSeifxGjisOBTE4qb0SQWZ1Tlqrl7bhETaCUzfSBQfvX8jeoaiAIDLTpuCz7xjnk0qgiCIdG46ZzZ+dPUZqcH4o5uO4bq716F70J3DfoIgCCLzeB1WacVV/YBEHSDaCXzBABP6k9Qm4zCKPtrv4eDYkuvmWvuAPWaETNwdROMJHO0aMmy3az9LS1qXwqdjn7SGf4whtA72ebm8jLVS+v7auhh/N6vK3IYKzKmXt/hVzhnz382WJvu5UEjf1gyKwHO+hC9lU3cHHq5qJ4GxVMIhJqyLrL9H9dwS5aE9162uperScEqYscIsD9XPZ31FcZov0t7hqGV+ViK2VtRSJ1bEArplERZliy1xRcco41/Vbtm+V9cgRcEAlkypQjhDrjfMqq+9/5zWXI33LZ2CGQJhU0tFcdDQjsykBUTefM6ZV4859cb7keF6132fP9n5igXR0n+1psLzTfe9OCyWAuc1VjhaVZ3NRQlWz6MZdWN9azfJZOfuYFFTpaF9nDx/verWJNJOUGLxBD7z8GbsaxsAoNy4vnfV6b5YVhAEMfH4wLJpuPvGlSk/TusOduEff7EWB9oHclwzgiAIQg+Dd2vaUo3FkH7gJGtJG2DMRMgbS8c5NyyfTqSJeQwXLmzA0mnVntx1MSYWnKz2t8Jqqb9TtwVqWW4FU1ETHxZEUBcKER7OE6du/0TuDmQw8ydshpmo11BZjKaqEiyYLHahIetHVMZSWm+3rdZfpotN99Ftl/Xryjk3pJU518zcRsiK2aGUSCvOW8WqKs21pVJnitn5sXxmLVbMqsOKWbVp9zQvaIMwhS2EaLeiOgMTriAQtVNjZbHt5JVZ28jUT6arFzZVoigUyKh/ZBHaiSjGmJT7FbN7g+h+L+rTiuIQljZXo64ifaLHGFxTl79NW4uuKZHVrlql4lAgJeIuSlqE6usbFtynIjHFzYeT+342+9XqnUJbZbsaaSeSRNd9KGh8H5B5P/BrIo9E2gkI5xxf/+t2vLi7HQAwuaoYd16/wjdn/ARBTEwuWNCAP96+BtNqlJfBgx2DuOJ/12Ltvo4c14wgCILQ4secvJWlmzpoY4xZBvoIBZjQ6i7NkpYbBz7xNDEPqCoJY05DhSfXB8GAM8lEZl+zQZ1jdwdMTefQkjbZTLJ+JEV4iVju1JLWLiq9mTDudGmpYgVuTHP27Ek4a84kU9GhubbU1j+qUh/7OpgtoZZ1TyDcrvtu5a95SvWYcCcSOmWOoaI4ZOLuwD6tVjSzW0puLQLJCfRm50hRKIBpNaUoDgXT3B3YYVWk9rxP3QuFdbIvRyjuOrCkDQYYls+sw/vPmJayGtYTDhr9sKrlKP8wr5+MawuvgSTtMLtzxzViuextrLIkZDyfmJm/Z4uJOBtR1uk9S/SctJo0YozhnHn1WD13EhYkrXT1jx2rKkyrLU2dE3p/ynoy1a8irJ5H2vPA1t2B5hrVB4oDxM9ouS5T8iV3B4Rj7nrlIB584wgAZebgrutXCp1hEwRBOGVhUyUe+9Q5ODMZgbR3OIrr7lmPO18+QAHFCIIg8givOq2ViKL9vmZuPabXiS36FHcH9svu9SKjrO/SM2fUokoykEiQObPG9CIMObWkVXFvSSv3/DUPSCX+wW78wDl3ZASiraaZOCXCiUYwOxmEzc0YmjGG8+Y3CCO9p+9nn5fx+MzFPGNa8/ppsbKGO3VaFc6cUYtpNaVYMLnSdjm2ypkzatFcW4Zl02tREg4ahB9Azt2BVsSyE6atflfEbvtWk7l0zNxcqOVYfdcS1Zj6q9e69tptqCi2zUPF7JoXbbcTu81E+wBjuEDgZiOl0VqKtOa/peqQbAO93+NMo/WfK2sZampJK7gyre7HRbqbkl5cNLhUsBUVRYEerRMVh4JorCxJ7eekzHAwgIsXNeKCBQ1pEzoi3LrvcYNVP6Zb0srXqUwk0gosaWVQrwdyd0A44smtJ/HfT+4EoJw8P/nQMixtdr80jCAIQk99RTF+e8vZeP8ZUwEos5Xf+ttO3P7gm+gbsfbxRRAEQWQeJml9ZoXW0sRKpC0JB1MrLPQEA0wYgVubmzBwmCaN1UBqel0ZLlrYKCUUBgLOrF9kBoFmY1enLgTUvZ1a4KpWPbJTpGaDfjMxYlpNKS5c0IgyQbAdQBHr5jaMBcSx6wetdZOoRLNWk+m3M6bX4J2LJ+O05hrz/H3TGmQzMlp+yRyL2T6GJdQWWQUYw/S6MqyYVYfKkrDAklacuLw4hOUza1O+Pd0GDgukCSrWWIlhsi0t1a4BhnmNcr5Bra5/rQXnmE9aReBf1FSFM2fWpnKxYvXcSUJrdFX4ndtQAcZYys2LnU9pM5GUMYiDejH7WspYy6sinr4f/XSzeO68ekP+o1qRVkJIrK8oRkWx0ZKWMQgbwVKk1Vm5GgRSh7dyyXhtlte8cVrIuk1KwkGpYFl6QVoGt3Y71pa07igR+OYNB8SuXOxQD8vrmU0i7QRi85FufO53b6Uuiq9etgSXLJmc20oRBDEuKQkH8aOrz8CXLl2Ueol5ansL/uGnr2Lnyb4c144gCILwEmQIGLOOAswDh42VZZJHgAkjVGvz4+AGlVHv7sAOmX0cC6cSu/u1PN+tT1q1mbyuZDG33ASqy8Km4k+CK0LSwqZKLJlSZWt5a+fuwLx+9pMOAcbShCgvApFdUsaApVL+kY3nsRcLbTc+FFPl63aVnWAQ7Sbr7mCsLOt6+mGoJ9sUshMhVvlpfaFqrQzryouwsKkyNVlhV6fGyhKhFby6DP3UaUowLNWyW9RO2v5y6g6mptReoBscjdnuo9639D5Q/ZJoGQMmVRTjHYsmY3lKAE/Hrl8XNlVizdxJ4vwh7iur81Yv0tpdN3bnQkxgSQvAcLzWAe3sy3TjMsiLSxynWD4DNT85qZLoPA8KLGllslQvV3J3QEhxtGsIt/xmIyIx5QK/cc0s3HTO7BzXiiCI8QxjDB+/YC5++7GzUlHAD3UO4Yr/fQ0PvnGY3B8QBEHkCh/GVFrxQT9w0g/0rCw0RUvHtbsrlrTpv6c9PzyIWvq6OLOklSnXPLGbsqz8+1phMr6Xxqyuar+aPc0552CMYVFTFeZPrrRts7RudeTuwCz+unlaL5eAzATHnIYKnDffuIRcizouA8b8IsqJ/+LtRpHWPA9RBHsZjH4tjelk3GsEHYm0FtZzEg3GGJMW5c1EICeifkzg7kCYp3SO6WgtF7X1NfNJm0pn4sNUVI9z59Wn9vdq8ZoKEJdhMa+0KGjqrsBOey8KBlLHKboWRDW3ylPv49c4CeLs+jO7h8sGBwSMVs+i88XO/6wT1FULfmIZOMymDa38Uq+YlX7cIYc+6lVOa1at2l0k1kAi7QSgdyiKm+7bgI6BUQDAOxc34iuXLclxrQiCmCicNWcSnvj0uakH/0g0gS//ZRtuvm8D2vpHclw7giCIiYfix1F+/yrBwDfNJ60us5Ii6wGqNl0wwDC7vly8AxQBkFss2JdyOyAx4mES1phOMRN8AgxYMrVKOh+1XnZR2vWoreYlcBhgIdI6zMeufdV6motCJu0pIf4Yfa7a72Oel/XvI1H7COn6LlGXFcudzyIBmxlEWUs3AXrRWvd9cDQuTKfPU7TcXSZenPaatOs+S5HWvihHVnWy+1qdA3ETS1o9Vs00w8SPN2AUAK3q5NaP9aSk31zA+5yeufDtMWMBZodrZ0mrvfaN14ZY5Hcy0aZvA1FaK1cbMn6eAeu+0gY9XDKlynCc9RXFUoERZXESiE8W6wkb7Rfj72bXYoABU6tLDPs6nVQoDQdTz2ivExsk0o5zRmMJ3PbgJuxrGwCgOIn/8TXLXN+wCYIg3NBYVYLffuwsfOLCuamH6Au72/GeH72Cp7e35LZyBEEQhCWz6stxzrz6tG3aAY9+/GuwpDXJV3WZYLVMm3NuKfp4cTvgJi8VKSHKJMOScBBzGypw8aJGuXqpQaUYQ7VkIDQtalWtooFbYSuySGrAdgKkKm6ZSrSmFqT2fefEX6tfWPmd5OBp10lNmdKvcu4O5Lbpz3ttED275ddmq5305/SQYLm7zKRAWt10hesnhZyIzSK8iGnm5Zrvp7UgtAu6JGL5zFqcbmGFaOZeJBo3trsfY36v695MRWWfHB5o8zfra7t2sNH3hNuKQoGUqGnn3sQuaBdjwMLJlThlqtgtTELmgSPIV1/fCxY04MwZtYo/Y5s6eqGxssQ3dxZaZP1TOwn0pvjoT/8tlDynmmtLwRizvB5VptaUpov9tinMIZF2HJNIcPzro2/j9QOdAJQZgntuWCl2DE4QBJFhQsEA/vU9i/C7W1enZhq7Bkfx8Qc24XOPbEZ7fyTHNSQIgpgYMDgTqRgUKxstaZa0dgNgs4EzE4u0ae4OYC36eAm05HY/wNq6V8UsOzPRQiYfJ6KL3ietG3+D+vK1qO1VKmkxZde86vJ/p5a7Mv6E3S7vF9ZDMqmdJe3ymbWoKg1jyZSq1Dnh9nwOSizpP2t2HebUV2D1nElGKzHZY9KlEy2hlwscxoT/BoxLrr3qjE6Sy557VnnOrCvDmTNqcc68estxt1kzTSovTvVPY6VRsAubTLb0DI0atsncL+z0v7hA/HWCtg6qhbAiaHnKFgBQXRrG5KqxZ5PZ8VpZNAPp17TB6h7ia54BOGduPS5e1Ig5Arc9WvTFi/ydhoIBzGusFPpplwnQJkNNWRGm15UhEDCuHDET/91wxvQa3/LSYj1hY24NDVi4HrE47OUz6/CeU5owy2K1j1WZbiGRdpzCOcc3n9iJv7x1AoDi5+iem1ai0cZhP0EQRKZZNbsOT372PHxwRXNq21/eOoGLv/8iHnj9kG8vIgRBEIQ/CAc8AXvrpVR6k+3qgEtviZtuSWst+siMi6SXMMvtBsCbJa2KGys3rfBXU1aEZdNrsbCpUrivKiSrdQ0EGM6cUeu8TFMLJIXFTVWuLHz1jLk7EP9uJkKWFAWlgnmlb5DL2wtW/csBNFQW46KFjZg/eaz/ZGph5qrB7hDKikJY2lwtHA9aidaLmqoQYAzTakoNEwxzGypQVpQuRMpdG9p/j32pKy8yCJvWEd2NvxknfTJhSWv+WyDAML2uzDCxZUTcUNq8z5heY3B9UGQyyVMaNk6W6NtiUrmxTpGY2LWFSkVJyJNFrlYgPb25BufNb8ByF/chAAYr0wsWNNiKc4zZL13XnkeGWwUz8VObzNfMD+558xtQX1GM05trbN2taH8X9W9dhZwbAmeTT+n7+rXS+vz5DcrEXSZMaS1gJv9ObWNiv/N2twczX87G8t1NfIkgkXac8ouX9uOe1w4CUC70X1+/HIua5H1fEQRBZJLKkjC+c+Xp+NV1y9GYDCrWPxLDVx7bjn/839ew5VhPbitIEAQxjmHMPtCSFruANCXhYGrZ57LpxsG3mWaTEmktB7DcMlq8lLsDyWN1IubILOm2E2nLikKYWlOKYIDhrNmTUsGj9GgHiVqxgQGYManM9B1fFcvUugaYuZ9AK1cIpseR3FxdFja4wxDuLtm80bh8pLPTm2uEPpMNZevOAb/0A2kfiTrMJh7cns92lnp2WOkz8xor8L6lUwzBdQDl2n/n4ka8Y/Hk1Dan14a2qiKB12kbOwmgpsfO4jJVrg9nkIyb0dKiIJbpBE0zS/ylzdWGY9cfz4pZtWjQicfDUWuRNhhgOH9Bg6vl8AGdhXcgwFBXXqRYcjrOTTE8U4XmUCBguGeL6ijTp9qVEQYBFeIJELtc68qLcM68eqEVppW7kWKB2L5kipyO46SLnPiwtkP77CoR1D8bWFlDA0obC0Xa5KcamNPseZKJiTwzaN37OOR3G47gO0/tBqBcfD/50BlYM9f+xYkgCCLbvPuUJqyZOwk/eHYP7l97CAkOvH2sF//ws9dw+elTccclC6SWmBAEQRDmiIwIvY439APfc+fVIxJLCAdoZqKNqbsDzb85t7bMkwq0JGtJ66BN5JZ02+ezclYdEgmOQIChpiyM3uEoBiMxbD3em9pHK6BqB9J2NeCco70/khKDAiaWRACwxkJkNV8C7uwk8ips6VOf1lyTekewj+yty8vGJ6sV2kjroQDDqG45+LQaxaWTpbsDk+0yQoDI1UaApbeAU0FNX+7quZOw7XgvmmvLpNyZaI9VxpJWW5w2e9F1JWvJJspP+S7fFmbtL/Ih6pVRk8kIu7zN+mNKdSneu7QEj285YbpvSTiINfPqcbBjMGUQIbOCraokjOl1ZTjcOWi7rxarJfRu2pAxRWg+1j2c5uZARXTNZSoWj5dzwOp80ltEr5pdJy18OrKj1VXCSzudNWcSth7rRX1FUcr9jdU92WMsSyFW1tCAch8IBoCY7rJT2+HsOZNwsncEU038SGvP5eJQIOWeJxOQJe044+ntLfjSn7amvn/zA0vxnlOn5LBGBEEQ1lSWhPG1y0/B/33q3DQfRn99+wTe+YOX8JW/bENb/0juKkgQBFHoeByjCq3VdAM6xpjpQFIv0qp+OAMpS1p9eelCpKVlnozloeRo2kkzyQwyReWuFFgjqu1QEg5iclWJoR213+0ELQBpy8+P9wyPuRGAWLBaPWeSpTWq2dg9XWizbz2vwpY+fbmD6OFWEwFO0Z6PjDGcM68eNWVFWDC5EmfOqMXpyXeZUNBo6afit0ihF1ictrV+/8bKEly8aDIWTBa70rBKLzOBoRXT0q53QdKmqhJTf8ri5e3p3/XuVCzrJW1Jm12aaxWXB3ZuRYzngbimJWHnMpAbDS/opPElYFCeM/MaK4RuBkRuDaQsaTXnncg1gdiS1v1ZYPVMMvRhhs42fa4hD31VURzC6rmT0ly36JEJvuWJNEtawc/M3MIWUJ6bcxsqTH2sL076Dg8GGM6b3+BDhc0hkXYcse5AJz798ObU7OUdlyzAh8+akdtKEQRBSHLqtGr86fY1+O6Vp2FqteJzKpbgeOCNw7jgOy/ivx7fgdY+EmsJgiC8ovjYc7K/svfcZHCUhko7X4s6dMKL3g+nZeAwbi1oyQgHsuKCE4s7p343AeDiRY2YWmMf7V3veiDdR6F9HbUTnsOjY0uZGWNggtGfaHmtFjPhyrm1pqPdjel1x64VaeyWutpFV3eC9nwMMCWo3gULGrB4ShWm15WlLUcPm5587lXaqpKwQcjXC0lOBbVsi45aMW2mxufqvEZjAKZggGH13EkoLzIuAhb1tf5+4UTkkglCl8zUMzMniVeKiep7WnM1ls+sxdlzJnkvGEBZ2PmCarPr3ew4ADuB1HkjynSPwd2FD5a0Yp+0nrPV5JWemXZSQiZIpYqTsB76dvLb4ljfPpleGZn2DDDxVS26vmWfYyXhIC5ZMhnvPqXJMiCgH5BIO05462gPPnr/Rowmza5vWD0Tn7p4Xo5rRRAE4YxAgOGqFdPx/D9fiC+/bzFqy5QB2HA0jrtfPYjz/ucF/Meft+Jo11COa0oQBFG4KD72HCwBTn6eMrUK589vwFmznQkFkyqKU8KjyGet0Yfk2Pd4gqeWBU8qLzZEO5c5DrtBumoV42TQLeV3U1euWYAZPfrl3Wb1N6tBRXEoZRU1ovE3GWAmPvlsjjtk4gMzLQ/bPXxwd6BLbmYNyCAQHAxf3Yu22r63G+Cb+Q/1YkkbYAwXLGgwbNPi1H+incgtUydn+4/9e1JFMVbOqsOy6bVorhVPYlSXhrF8pvHeIULvRsCRn06TU93o09i7oLV0WjVOmVptLEuQdTgYQHNtmW/+PqtKQymrXPWePKdeEcjNJpJEfVwcCli6NLAM+uaiCd2ItHI+ab2X6yer505COBhAVUkYkyvlA787EXT1x2TmrzzfWDW7DlUl4bTJSMD+GcQgvr6d9G04GDC9p4vKcwv5pB0HbDvei+vuXoeBSAwAcNlpU/C1y0/JqnNjgiAIPykJB/Gx8+bg6pXTcecrB3HvawfRPxLDaDyBh9YdwSMbjuLSU5tw7dkzcdbsOrrfEQRBOMTJXVMd9DLGUFsuF2VaSzDAcOHCRgyNxlMBxtLy1415tHUbHI2llk9XlIQQCjC09Yv3NcNqn6k1pak6ORFe/PJJK8JsaTegG1CaVKE4FEBxKIDYaAJ9I9Gx+gSYsE521TQTQ3nasn+bTHxGH5BI3yzhQADxRLpArcVLfdNEWpvxeshEwPLi7YAxoCQURHEoiEhMOUblGhW3h2SuHtK6ca+QnkDGwly85NweJwKylyXfTgkGGJprS7H9RG/adq+X0vnzG3CgY8DSwpUxhvPnN2A4Gk9ZBZ46rQrT60pNXSqIBS5m2WbSlsmSuPFB7tVClLmc3PJCdWkY7zmlyXSJvhleJn/UwFl+kanmmVJdiilJv7FvHe0ZKy/dlNYA1++Tx5BIW+DsPNmHa+9eh/4RRaC9ZMlk/PDqM3wx6ycIgsg1lSVhfOGSBfjYebPxwOuHcferB9E1OIp4guPxLSfx+JaTmN9YgetWz8QVy6ZJWykRBEFMZMx87Fnt75WScNDUCsxqKXq/RmSsKA7plv7L1U3aJ62D43Trk1YGrSWt4Xgl0gcCDMXhAAZHdfWBc4tHQBEE7RAdqxqFXUXG+tgKrVVwhc1y03CQIWm/IqyfvrZOBHq9T1rremTGkhZIF5/0OpkXVxRuTlvnlrRuZGRzoayqNIy+4SgqS0KpcbGbsmR3jSX8CRok9p3p7YZbW16E5eVG39d6AgGWtmybMYaaMvNJOKFQCcDKsNBK83ZzlFLubQIMGLtVSAnFdpNuohwy5StWxY2e4+S2ou9PkTuRTKGvp2jy1inaoxF1OeficyEfdVtyd1DA7G3tx7V3rUPPkPLyetHCBvzsw8ukTbAJgiAKhaqSMD550Ty8+sWL8JXLlqQiJwPA3rYBfPWx7Tjrv5/Dl/60BRsPdUlZOBEEQUwUnI5B9D5nMz2GMQZ1GvuuFVwqS0KoKg2Z7muev/lvdgM7M2R8/3mxIlsxqw5NVSVYPTfdtUR6ULWxSpw5oxbFoSCWTKkCILbGZYwJj9FObzILpGLVBLPryw3L070+mvs1qqveJ6A+cJXees5wDniypNXm606k1bu0sMIs6Jk264Cub50ahKZdB57scOVwY08k8qes1nX1nEk4rbkGa+bWeyrLzOpS382jPkV2z7TQ5yeipgkwZhkczOoe6EaMduPuwLMlLcT3zXwU95yMf/T1z6WR35kzau13ssHGkBYJzk0mGjJ13O7zJUvaAmVPaz8+ctc6dCanyM+bX49fXLvccnkUQRBEoVNWFMJHz52NG9fMwkt72vDA64fx4p52cA4Mjcbx8PqjeHj9UcyoK8MVy6bhimXTMu6oniAIohCxGiCvmVuPx946rtk5s3UxuDswKa+iOIRSQcAk2/wthQLtv91ZU5rhxXBiWk1p2oSkCG0VpteVYbomAJM++BigiBWitgiHrI/bjR/M0wSRvD1b0o7KW9Lql2DbiamOBHqNSmsnxOv9dYaDAQQYsKjJPAq6lnPm1aOyJISntrUY6qo9XwOMpVk8VzlcWZSel6OkShqHidxZ0ppTEg5itsn7noxP5dS+kscxqWJsIqskHEyz8naCG/cjuUIYkC9g3WZWAqm747RPFTP4JJawpLUq0cTlQD72k5Nb7KSk9WqAMaycZW957Sd15UUYGlUm3U5rrvElEJdWbBUGFIR3n7TZgkTaAmTrsV5cf886dCctaM+eU4dfX7fCN0fiBEEQ+U4wwHDxosm4eNFkHO0awkPrjuD3G4+iKzlxdaRrCD9+bi9+/NxeLJ1WjUuXNuHSU6eYvsATBDExYIwdAjDT5OdWznmTIM0aAF8GcDaAEgD7ANwD4Kecc+HInDF2A4BPAlgCZeHlZgDf45w/7vUYckHGl3VauDvQ7lNWFMyY9ZVShnyeMoJjkY346QZtjlZVEI0LQgKRtrm2FGU2y1zNfdJaJvO8v55Tp1XjzSPdAIBZ9WW6X9OPS+8LVn8OeDmn0y1prffVC/XvPkW5xcha9wUYMxjhqNeAXiCe01COeIIjzjnmN1ZI5Z/KMy1/R0nT6iVryedKpHW5VNnML7BsGYBRkKsoDmHlrDoMRmIoCgXSfGM6we0x5QKxX1ZmLcT67ZNWIruFTZXYerw39d2rJa2IABNPeOUaJ/fYxqoSXLSoEUXBQEZ0JKuqnDqtCpFoHOFQALMm6e/l7pCxpA0KzPHzsR9JpC0wNhzqws33bkgt9zl7Th3uvmGl6TIkgiCI8c70ujL826WL8IVLFuDF3W348+bjeG5nWyq679bjvdh6vBffeWo3Fk+pwntPbcKlS6dgnsMBDEEQ44ZeAD8SbB/Qb2CMvR/AHwGMAPgdgC4AlwP4IYBzAFwlSPM9AHcAOAbgTgBFAK4B8FfG2Kc55z/z5Sg84DzIT2bqoaIXm0SDpoqSUGrAf8b0Grx1tAc1ZUVSg0vrQZjG+sZnMToTLshk+0IUqTsoCBy2OOkewYriUBANFcVoH4ikbTcTb83waknbXFuKQIChNBy0FZb11n36vjUEEnNQD+7AJ61eIHQqGFntrc0rwTlKwkEsba52lH+qnLSC3Ns4yvawm/hcolqJtp01exLWHexMfZe1jlVpqCxGe3/Edj812NnRriFH+WvR16w45G4iKhuYuTuwur9aC7jO6yCTpF7nrkem+61uTaLkU2tK8jIGEHcYktCpxb1fFIeCWDPP6JrEL4TnFhdb/LvtRdEz0ZeMQSJtQfHK3nbc8puNGIkqwsNFCxvwi2uXkwUtQRAEFP9u7zqlCe86pQm9Q1E8vvUEHn/7JNYd7ExZvew82YedJ/vw/Wf3YMHkClx66hS8d+kULJhckbcvxQRB+E4P5/zrdjsxxqqgiKxxABdyzjcmt38FwPMArmSMXcM5f0STZg0UgXY/gJWc8+7k9u8C2ATge4yxxznnh/w9JDusBSs7Mm1poh84iYrTLm+fOakcDZXFUgGtzPIT/eb3mDvTcSKshuMiA45QgBmedbJ9u3ruJPQNx8DBse14H+rKixwH6/TqLZ4xZuoCQn8Y+iXuBlHWwzntxJJWawXrtxW49reEjJNkq3LSlgq7yyPAmLQQ7+aeIkwj2NRUXZL2Xe/6wo6zZ09C/0gML+5pc5TODfpDOnd+5oQrr4jaP8CAuEWfu/HLXV0axmAkLgzOJnMN6espd66ZH4OozOZa79afXtxkaKkqCaMvGWBzIru+TLekFbk74GL3Ii7vd2fOrMXT21tMf/fyOkEibYHw5NaT+Owjb6Usw963dAp+ePUZjpzOEwRBTBSqy8L4yFkz8ZGzZqJjIIJntrfiyW0nsXZ/J+LJgcye1gHsaVVcIsypL8c7FjfiHYsnY8XMWkf+ywiCGLdcCaABwG9UgRYAOOcjjLEvA3gOwO0AHtGkuS35+S1VoE2mOcQY+zmArwC4CcDXMl15P8n0FJbe2ko0wNILsnaWlFqkBSHdbnXlRSk3Om5wssxaFm3bWC0tN7Ok1SPbNowxVJcpoqxbIUkr4DkR9Nygt5700yettl/txmJTa0pwrLsIg5G4tB/atHol+3tRUxV2tfRhctWYAKkVwDxqtGkWeG7PWidWfK4Chwk1WvuM9H6B7QgExs51TUGO6iWLXgAsyuP3T5EVYoAxhC0600ofN2u3knAQ8QTHQMQo0sqcNzIrM7wiO0FoxTnz6nGkc8jW97gdK2fXYf3BTlQUhw0TFBMJu3tBIiG+T7qdsCsJB1EUDKT0OT8hkbYAuPvVg/jmEztSZvhXLW/G//un0zLiX4UgCGK8UV9RjA+fNQMfPmsGugdH8eyOVjyx9SRe29eBWPJpfaBjEAdeOYg7XzmI6tIwLlzYgHcsnowLFjSgujQ3S4EIgsgYxYyxawHMADAIYAuAlwX+ZS9Ofj4lyONlAEMA1jDGijnnEYk0T0IRaS+GhEib9J/rheaxzPR5K5+qCDm7vhwHOwYt6uKxJjYYB9X+1sEycFjav9P3O29+Q3oANYdkQnBpqCzGgQ7FM4c2UJgefYA1QCzSZnM8oRWVK0pCOKO5Bj3DURzqGExZgrlFfxR6gdzOWtuJ4cvSadXoGIggwJitu4jiUBDnzW+QztuMhU2VmFpTkmZRrj0mK2tGGXiadbC7c6KurMh6+a8Gv1YvyfmkzV/hU49TQTmbCN1NMOWeVFkSQv9IzPC7deAw8W8BxkzdD8iI8nph2Ewo1vpQduruoNihqxcRFcUhLJlq725GJp+LF032nE+hY3cv4DD2ZSZXUXp5tpJIm8fEExzffGIH7n3tUGrbzefMxpfftzgvfaAQBEHkO7XlRfjgyun44Mrp6B2K4tmdrXhy60m8uq8DkZgyE9o7HMVjb53AY2+dQDDAsHJWLd65eDLesXgyBR4jiPFBE4AHdNsOMsZu4py/pNm2MPm5R58B5zzGGDsI4BQAcwDsZIyVA5gGYIBzflJQ7t7k5wLJepoFOHOM2VvjWbMnoXtoFPUVxdYibaYDh+nHuya+D13nb2kFxyz301p8loaDGE4uT5V5HmTC3UFTdQkWT6lCJJqwDA7FGMOk8mJ0Do6JZmJLWt+raIpeCKwtL0JteRGm1pTgYMcgdrf0+1aWUz+kTvqqvDiEd5/SBIYsCICaw9C7lwikWdJ6FGm1Rbo8JxY0VaJ9n5xI6y5wmOMkAJyfC07xU+jJZ9dbsbjxHGNQXKhctLAR//f2CcPv7txamDsfkMlOP+ln5nKhujSMniFlpYSV+0hR8mJazWxLBhdKCLE7NRKcY0pNKY73DKe2WVmBOy5f73KHRNrxx0g0js8+shlPb28FoHT6l9+3BB89d3aOa0YQBDE+qC4L48rlzbhyeTOGR+N4dV8HntvZiud2taUCRsQTHG8c6MIbB7rwzSd2Yk5DuSLYLmrEcnKLQBCFyL0AXgGwHUA/FIH1UwBuBfAkY2w15/zt5L5qBJ5ek7zU7TUu988Z6tChKBRIWz5tmyBDyCxPdRNoSKWhshgQyeYOqSwJY8nUKvSPxKSCT2bKJ+2CyXLL5lfOrsVT28Z85ol8c2ZTFDLz5VocCqK5tsyTSNtUXZKK6H7K1CoEbU6YzoF0NxZOrZ4z7W9Yxap70gKHefR3kB4MzV0eIlFidn05GBhKi4LYfmLs1ujK3YHgRiSTjR9uR6wmqpqqSlAcCiASS2DFrDrPZeUrjVXFCAZYym0YMNaPjDGhexhLkdbkp0CAWbpysUM/GWVm3LZ8Zi1e39+J0nAQzbXOXA7ks5g+UdH2icj1CufAtJpS7NH48PXzPu6nKE0ibR5ysncYtz34Jt4+2gNAman50dVn4NKlU3JbMYIgiHFKaVEQlyyZjEuWTEYiwbH1eC+e29mKv+9sw46Tfan9DrQP4tftB/Drlw+gpiyMCxY04MKFDTh/fgMmVRRblEAQRD7AOf9P3aZtAG5jjA1ACfj1dQBXSGanjgicvprL7n/YYb56mgEIzYNEA8xFTVXY1zaAUwTLLzPu7sDgk1awj4dK1JQVpUQUPWnuDgRlMIZUjwWYs4Ax2qXLmQ6+JkIfRCbXrtL0Pmm1eK1ZWVEI58yrx1AkjubadGspEaEAg9bmM1yAlnHa7ox7FGm1yd1azovOr6bqEjRWlqC1byRtu1+WtDJiWaZXAgQDDBctasRINOHKRZZq8e7VN2mmKQkH8c7Fk/Hi7rbUvVQrgJ49ZxL+tjV9NszqntM3LHZxEmTMkyWtbHDEiuIQLlli7yZAzU8VoevpfT8v0fayqM9V4b+0KJgSaYN56l6ERNo84/X9nfjUb99EZ3IWqrYsjLtuWIHlM8fvrBxBEEQ+EQgwnD69BqdPr8EX3rUQJ3qG8dyuNjy3sxVr93diNPli2jM05haBMcVHnSrant5cQ1a2BFFY/BKKSHu+Zptq9lVt3B0AUKXbz25/O0vbNDjns2T2MyPp01baZcLCpkosmFwhFiq9VEQCfZlisdRbLSpLwogI/GU6ydZpHRhjOGN6DY51D9v6Ls0GmV72bUdFcQityX9XlqQPQ/0QkOsrioGkgbOd9eTCpkq8eSQV2y9vAzZZHUVdeVHKTYn3gEFpKq0rRJbaY7/JWTdaIRJeZHLxY37ELihacShomBSRZeXsWnQMjKKxMv/Fv5JwECXh4JhIq2nbcDCA6tIwejXiq5vJNSt/r27dJ/jByll1aO0bmdDBufIZ7alREg4a3P2oV3BDZXFq0mhqtX8TI37Ow5JImydwznH3qwfx7Sd3pWZC5zdW4NfXryAfiARBEDlkak0prjt7Jq47eyYGI7GUW4Tnd7WjIzng5xzYcqwXW4714qfP70NVSQjnzW/ABUkrW3qhI4i8py35qX3p2g1gBRQfspu0OzPGQgBmA4gBOAAAnPNBxthxANMYY1MEfmnnJz8NPm6zjdlYIl+WcIp9w3rL0w8fgm6aZ+akcsyclB/v8pm2GpqW9PdndrwLmypThih60bokHERDZTE6BkaxbHqN57pYCYaAEnRNK9IWIs21ZegejCISi2NRk7dJAD8Ch1k1uX7i2o0oLqqVWVXLikIYGlUCWZW4FE/TyKB/zeJQMO+taLVozxW7CTY3bmpKw0Ffl477tYqhJBzMm3t5IWA3seE3+nPvnHmTsOVYLw51KhNZ6kqOWZPKU245ZNwW5QISafOAvpEo/uPP2/BXjbPt9y2dgu9ceRrKi6mLCIIg8gU1WMi7T2lCIsGx/UQfXtrThpf2tOPNIz2pSba+kRie2HoSTySXfS2YXIHz5jfgvPn1OGv2JJQW+TBgIAjCT1YnPw9otj0P4CMA3gPgYd3+5wMoA/Ay5zyiS3NdMs29ujSXavbJKXmixZoiWp7sdaBtZuVmtxRa+Z0n6+CpCjlHtWpbPXcS9rUOYHaDv4LDmTNqMbehAjVl4iXf4WAAFyxoME2/Zm49IrG4a4tELTJWw9pAcF7dBeSKpc1mhvvOSAsc5jKPsMjncTI3fX/oLallcHILWDW7Dm8e7kZdeRGqTc5Hwh1Wbkv0WP3eUFmcigGhpTQchJkq7uYqpYDrExPGWNp4Sz1tlaDQ/qxSn9dYkXKLJ+XfXxJSAHPMGwc6ccfv3075TQow4IvvWYRbz5+TN9YMBEEQhJFAgGFpczWWNlfjUxfPR+9wFGv3deClPe14cXc7WjT+1/a0DmBP6wDufvUgioIBrJxdi/PnN+C8+Q1Y1FRJL5AEkQUYY6cAOMk579JtnwngZ8mvD2p+ehTA/wC4hjH2U875xuT+JQC+mdznF7pifglFpP0PxthfOOfdyTSzAHwSQARG8ZbQwQTWV16Xw0+vK8WBjgHDdmfWPoV9r1bbsLFS8RPqN4EAQ215kac8/BBoAblgURUloZRIm61AYE7JlnScbh3pLo9AgIExcdAnfX+UhJ33s9gVi7iy1aVhXLSo0XEZZhSohp8RzAIAAkrwcy1W9+0zptfg2R2thu3FOkvayVUl6BocRSjA0ODCH6wXf+ZEYVOhMXjMhC/huQ0VYEx5btV5fPZpIZE2R4xE4/jBs3tw5ysHUjehuvIi/OSaZTh3fn1uK0cQBEE4pro0jEuXTsGlS6eAc469bQN4cXcbXtnbgfUHu1L+u0bjCby2rxOv7evEt5/chfqKYpw3vx7nza/HufPrMzJwJggCAHAVgH9jjL0A4CCAfgBzAbwPQAmAvwH4nroz57yPMXYLFLH2RcbYIwC6APwDgIXJ7b/TFsA5X8sY+wGALwDYwhh7FEARgKsB1AH4NOf8UCYPUoR+iJrvhgBOljXLUlNWhBWz6jA8GsfRrqFU4BBRMDGzcgt9Pi3XgcOyiZ27AwA4rbkGL+5uQ5AxzG2c2MuYnVhHWhEKMETjY3mpWYmsbN1gEIEnzimdN1idK3qR1upcKisSS1GlOgG/qiSMVbPqwOHuHjaBbnt5hXbCzc2kjB9MrSlFc20phkbjOMMHNzp6AgGGeY2VvudLIm0OePtoD774xy3Y1dKf2vbOxY349j+ehoYCcBhOEARBWMMYw4LJlVgwuRK3nj8XI9E41h/swit72/HK3o60+3/HQAR/3nwcf958HACwqKkS5y9QXCOsnFWXsxcbghiHvABFXF0Gxb1BOYAeAK8CeADAA1xnAsY5/wtj7AIA/wHgn6CIufugiLA/0e+fTHMHY2wLgE8BuBVAAsCbAL7LOX88M4c2vhCJyH74FVT9PnYMRFIirV5U0KOITub1yneWTKnCjpN9qC0ryltr0UwgI+ZUJF0YBRjLWwHbT9+csuV4aYmg5nrREggo70VHu4ZwugexZMz5SPJ7lrot2/4185mZk8qwO/ke6zXYWSgQQCwxNlFWHAqgKBQw9LGXFWe0Wi03VJeGMae+Ap2DESybUZuRMk6ZWo3tJ3rRXGvu03n5TH9cG2QTEmmzSPfgKL7z9G48suFI6kFYVhTEVy9bgqtXTi/IFz+CIAjCnpJwEOcvaMD5SV98rX0jeHVvR0q0VQOpAMCuln7saunHr18+gOJQAKtm1+H8+Upas8jrBEHYwzl/CcBLLtK9BuC9DtPcD+B+p2XlE+rgp7wolLZkMBuI7nJ+BX8B0q16ItExgaCmNJzyU3pacw0AZRl8IfstnT+5Eo1VJVnvw1wTlgySNpGEayvSREgPl5re96z22+IpVYaAcU4JMJZmyZktclBk3jK/sRKJBFAcDqDRxg+nXYC4YADQLmY4b77ynjyjrgz72xX3NF6Xqfv57CCc4ZfPbDPmNVagubZ03Bm0TKyndY6IxhN4eP0R/ODZPegZiqa2r5hZi+9/8HSKEkgQBDHBmFxVgn9a3ox/Wt6MRIJjZ0sfXkmKthsOdmM0rryxRmKJ5PYOfOtvOzGtphTvXNyIixdPxtlz6nzz3UcQxDjHxRh1bkM5qkvDqCoNZX1ySFScT6ulAQAl4bHMRmJjZn+BAMP5CxowEIlhUtK/nFbEi8WtXSPkK9WlEy9wUiFPaBYFA6n3ADuRyy/SLWndt93gaLoZbTjkb/1DQZYm6mWrl0mjHSMYYFgy1V5sr68otg3aphVQq0rCqaDpi5qUJeSlRUHPK43JJ+34ZrwJtACJtBmFc44ntp7E957ejUOdQ6ntdeVF+Lf3LMKVy5vJ/J4gCGKCEwgwnDK1GqdMrcZtF8zF0GgM6w524ZU9imi7t20s0M3xnmHc//ph3P/6YZQXBXHe/Aa8Y3EjLlrUmBGH+ARBTFwYYzlzwyUyWPXTGqq+ohi7oSzXVV0gqJSEg2mDPm3AI62vTSL/mVZTiuM9w1jY5L/PwEyyZl49thzrQUNlcVp08kzCLYJBOctnLKOK4hCqSvydICgKBtJclBSyGD/eWT7Tfol7KMiAqGh7AKdOy6wVphWVJSH0j8RyVj4xsSGRNgMkEhzP7GjBz17Yh23H+1LbAwz40KoZ+Jd3L0RNmX/R3wiCIIjxQ1lRCBctbMRFC5WoxCd7h/HKng68sLsNL+9pT1mpDI7G8dT2Fjy1vQWMAcum1+CSJU249NQmzKqnFRoEQRQuouXMfou0i5qq0D8StV1+rV02H00UpiXtRGX5zFosmlJVcK4eqkvDqWXf2aKxqhidgxEAQL2HyZlggKXcgqyeO8mXumnRu6fImiUt+TtwTLGEFXXafT2P9PbVc+pxpGsITdUUzJfIPoX1xMpzRqJxPL7lJH750n7s01g+AcAlSybjX9+9EPMnF9ZMLkEQBJFbplSX4oMrp+ODK6cjEotj3YEuPLezFX/f2YbjPcMAFAuYN4/04M0jPfifp3ZhyZQqvHdpE967dArmNFTk+AgIgsg1eTT2lYIngKaqErT0jaS2+b1kVda6MhTQujsgoaaQYIwVnECbK+Y2VGAwEkOAMczxMNG7bEYtNh/pxrSaUpQV+d/2el/DWQscRpe+FMtn1mLrsf/P3n3HOXLX9x9/fyRtu958Pttn37nb2MaYYmNMcUnAlAAmkARiWkILhJKQUMIPYiAJoQUTSOgtJgklIXQXbFxw72effb6+V3y3d7e9qs18f3/M7K5WK+1Ku9KOyuv5eOh0O5ry1XdGo+989J3Pd0AnrF5UUi/nRCXz2FRQR2u87nrgo3HwrVUBWw4O6gf37tX/PfSkBvO6xV9w4ir9zYtO17M21t+ocgCA2tKWmByA7KqXO209NKSbthzWTVsO6aF9/RMXEY8fHNTjBwf1uRu26Yx1S/Xis4/RS85Zxw+FAGrWuetXaNP+fnW0xLWsI6HzT1yln286MPG6RXQt3wg5aYHZxGNWkRHYj1vRoWOXt1ctDUFiWk/aevsJqrGtX7lI61cuKnn+asVozzluuR59cmDi+wSoJxyxc7S3Z1TXP9alXz5yQJv2D0x7/ZLTj9K7LjlFzyQ4CwCoAjPTGeuW6Yx1y/SuS07RkaGUrn+sS9duPqi7dvZM5HR8omtIT3QN6Qs3btPJRy3Wi88+RpefvU5nHbuMXG4AasbGNYu1rKNFS9oKD1QW1QjduRf4qxaTrgyYTTXbFgs1kFo+etJWR+4dEpVMKXHSUUu0vKNFS9oXfuBLYL4I0pZoOJXV/Z29untXr27ZelhPdA1Nm2dZe0JXnHec/uT8E2bNbwUAQCUdtbRNVz57g6589gb1DKd0w+OH9OtHD+rOnT0T+eF2HhnRl2/eoS/fvEPrV3bo8rPW6cXnrNN5x69kIEsAkZspCBrVCN3HrejQocGkhlOezlkf3UA2AKSWRETpDkSUthpyB2asdMrv1QyoizpFkLaAZMbTjsPDQe+jg4O6f0+fHn1yYOIiN98FJ67Sa88/QZefvW7KaLAAAERh9ZI2vfb8E/Ta809Q30hav3n8kK7dfFC37+ieGJ18f9+Yvnn7bn3z9t1au7RNLzprnS4/e50uOHHVtNsJAdS7+v8RJqrOUGamZ2zgzjigFuQPHFZNyzpaNDiWkSR1cI1fFbl3SHh0VwYkNVGQdmA0o13dwxrLeEpmPI2lfY1lPA0nMzo0lNKhgaS6BpPqGkiqs2dEReKxkoKcPReetFovOuto/f5T1jHqHwCgZq1c3Dox8NhgMqObnzis6zZ36ZatRzSW8SRJh4dSuubuPbrm7j1asahFv3/m0br87HV67qlr1JbgwgRA9KJKdwCgduSnO6jmaeFZG1fpvs5eLWtPaO0yrverIXfgsGTYJgWaXdMEae/a1a13fP/BOS0bj5nOOW65nn3Saj37pFV65sZVjBQKAKg7y9pb9IqnHadXPO04jaU93brtiK7bfFA3bTmsoVQw8GX/aEY/fmC/fvzAfi1pS+iSM9bqxWev0/NOXaOl7S0RvwMAzYqMLAAWsiftkraELjl97YJtrxmtWdqqXd3h/0lPAEhqoiBtWwm3KJgFJ4cT1yzWGeuW6ox1y3T6uqU6Y91SLSYoCwBoIB2tcV1+dpDiIJ31defObl23uUs3PH5IvSNpSUE+9l9sOqBfbDqgeMz0tONX6KJT1uh5p67R045fsaAXSwDmrhHim3GitEDTy81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Kgq+/55y7qdrryZm/s+Q3Udh6SXFJWrZ6hd726Q9MvLCkd1ito2NyJmUTMSkWl3xfLpaQM1+JTFZ+LKbkkg7FM1m1D49KJplMzmJBoNMkJykmk5NTz9q1SsSD64qMc+oYDS6824fHZF4YSImZ/Jgp3dGhRCarlmRaI8uXKLO4TZYzLNfi7n4lly2S1zr1NtGsfK3oGZIfM2XbWhTLeGofHpMfiynb0qbWdErm+8q0xCST4p5TpqVdLu5pbGXxXoZLjvSpJRUMBJVub1W2JaG45yvd1q7sorYp8y7qG1I8k1UsnZZNXEYVuJ5yJj8Rl9/WKpMUS2fkt8YlX0ok05IFfXoz7S0aWrFczjct7+tTayYj34JlZcHo9eZlZc6UWdQmr6VF8XRGMd8UTwdlznS0yVlMsWxWiUxGg2tWyCWm98Xx01ktHR5Vqr1N2XhMrRlPiUxSiVRWiXAfjS5domwiLnO+EmlPLaMpxSSl21okk/xYQuZlFPc9xT1fMV8yJ5kzZVviyrQmNL4r4+mUBtetDl5zTqu6epXqaNPIssVqTaa1eHBY2bYWjaxaopibGnhYerhXMc+T4jHJ8yXnZJ7kt7YG//c9SU7ZlkRQV85kflpxX0qks8q0tWj4qMnBwFqGR7VkYFhyTpnWhIbXrp66u5y0cv9hBYUP38CU6/0g+JhtjWto7cr8Fyfn8jyt7OqR35KQH48pns4q4fnKxk2mmDLhjwxtY0n58Zgy7a2KZTJKZLOKmZSNJ5Rta5Nls4pns4plncaWdGh0xWJJTvFkVst6B+XHYhpaN3WwsyXdAzLPk4vH5MxkMsXSacWywQ8RZjE5Sen2uPy4KZFxinuezJf61q+ZOJ4987V6f/fEMTywaplca0yWcVrR3SdTTH48JrmgfF48poF1KxXLG+5maVePzJd8M2VaWjS2cpFi8bicpMRoUkv7ByZ6yksuOD/IFHe+PIvLi8WU8HyZc/ISMWVa4xpZvlzxnB9JnKTl+4/IxU0xOTlz8uNxDa5ZqZjF5Juv+FhWK7r7gk+pBfvXwjQqikm+TC5mSrW3K7liycSe9c2XnBRPeVraPaiYC89jzsLDxE2cA724FPOdzA+2Mb6t8R+BLJxmcoo5JznJd8F+6D92ZXD8mxQfHlPb6Khicop5LjiGMr78eEzpjja1pNJKpDMyBfXmFAsqwUmeOZmcFI/Jb4nLMp7M8yUzeYngPWfa2pTIBMdWcNybYs4PRiqKmfxYXJYNlolls5OfB5P8WEz9x66ZcuQ7c3Jy0z6/4/W3uH9UbUNjCksW7iNTzDkdWrdWrYnp507fnJb0DEtySi7ukN829YcHP+Nped+Q4l4mfO9OI8uWKtXRpraxpDJLWyUl5EzylNWy7mHFs768lhYlkinF/cltZhe3aHDliuBdptNa1j2gsY4OpVdOBvNax5Lq6BtScmm7xpYtUcwFNbCkq08uZvLa4ools3IWU8LLKuaknuOWK+ESE3W09HCfpJgSmcz47tLwymXKLmqR86TVB3qU84USnM/C71lJyrQk1L9mhRSTlvaNqH00KWfB52Zo+VJllrTKOWn5kQG1pNLy4i1KL+mQZbNqTaVk4THnYhZ8z8fC4zWbDT7LsZjM9xXzfcn5yrYklGrvUEsqrdZkKjj7mU1875sk84PzshSTi8XkEjFl4gmllrSrfSSpllRKbvyjLUm+C9bhgmMm29GmgRVLtWgspbbhMcUz2fAz46R4XC4ek2WyQbWMV4XFNLakXSMrOyRnU845HT0DahtLTnw+vXhc/UetVDwRzJOVr6MO9AT1bzGNLumQ4jG1Do+pxfPkJRLKtibky9Q+OiZzTk4xeW2tkjxZJqvU0iXyLabEyJha0xklfF9+LCa/vUXm+Yql0jI5+SZ97urvqr9/4o6CstraTRWk/dJHPqMfv2Cj+uIrqr4tAECJTIpZbfdKqlcWi6uttQrDK6Nqjmtv1U/OO6Wq2yBIO5WZfVbS30j6G+fc5wu8/mVJ75L0TufcV6q9npz5K9ZIzw/SAgAAoDq+/sHPaLCnf/zPstraTZXuIBn31BdfoSOxyt7eBQBATfIlJdNRlwKodeNdLIuNdDM+fcUCracpmXNhz6Cp4s5TzDllYk112YIF0pr1lF6gHLKojGLnCtSOdi+lTCwhz2b/bK3uHVXPKnK2AuOaqrXT7sW10uuPuhgAgFz0pK0aetLWn+MYBbgWjUcD5tuztdz17Jl9lhlNpDuIeb7WdHbJly9vyWKZhbc+yinmBbelWiwuP2aKp7NyMZM5U8I5ZeMW3Dqdf2t/ePvk+CQLc1F68bhinqdExpMfN/mxmFw8psl7900xeXLO5MeczBJyvid/eESJWEL+kkUav6GyZTSpTCoti/tSa5tce4diY2nFfE9mpkxHi8zFgttaTUr4wZ2O8WxQsGxLTNl4TC2ep5jnFEsm5be2yWuJK55Jy7eYYr4vk8lrbZl4M77FlUhnFEun5McT8r2sYr4vf3G7zJMUi8nFpaK3vCu4ddmcUzyZkheLSS1xxbJ+Tn0ETE7OjynmfFksuM077nuS5+TiQcqDiftLFd427YLbVJWIBzc9Z7NBOoW2Njkz+fGYYulUeHu7KeYH6/ITQeqA1mRSvsVl8pRtaw/ef9wmyhPzg9u3g416Mie1JLMy58trjcu3hGLZ8f0b3r5qUsw5JdJZeXFTtq1VMT+4ZTc+mpLfmpDiMVnWKZ6Vsu1B2ozgeIsrNjYi5zn5izukRMvkreRZJxferupikudMMd+fuMk1nvXlxWPKtsbUkvblYgoDeCZzviyZkp9olSWCaePBPfN8xVNJeSNJLVm+JLilerye3cR/JiveWVAmM/lmSmR9+TEXpF5QTInhkeA23bZ2+S0JWdYLPiKJmHwzxT1PioW3G4cpQ8x3SqQ9+S1xebF4mMbBybysYr7kt8YnPovm+VI6I9fWKguP97jnK5HOyMmUXdQm30yxrK+WdFbOTJn2hMIkJTnHpinm+UG9JYJ7l108JhczxT0/SJcQi8mPBekS/LA+EmNpeR1tkvPlFNz6Pv55MwXvS84pNjyqhCf5LXFlFrUp5jzF/SC1h+dJbnRQLS1t8lrbZPG4XM5HyLnxAGxMcecp7nxlYgn5Cm6TbxnzpZiTl07Lj/nSksXyLEg3YM7C+pO8eEzxTEZuZESxRIu8xW3SRIqEqadh50xmTuY5uViQYsDSablES3B8OF/e0qVS2E6drMvwOArvSjbfhfs2OK9OpFMYT+Ywnl9bFqzLXHB8Oif5UksyLVNC6cWtE+fW8QwC43VkCt6fH4tNlD/3ObgNP5jZ953iGj/enOKZ4P9eixTzNPmZDb4F5PzwWDCnWCxMxxCPhbd8B/vPPD9IFeAkLybFs57MNyXGRuRiwbkos6gtOCbGxrTIxeSWLpaL28T3w3huBt+C7wRLpRQfTWnlSIfMmVrGRuXaWpReHOQ0b0l5yrTHFU958lpiMj+mmJcJb9GPh7lWYkFSCRdTzGUl3ymeHJUpJku0KNOWkLOYsnFT3Jv+9WvOV3w0JbW0yE/EZPKD/eQrKLs/cYO/4qNJeTHJLe4I9/14+gZfiaynbCxIs+BiQUoHy+R8vk3BeSDcv+acXMaT394WZpRwmvKBGD/1OJNZcKz4siDrQHh8OeX8Pxac78254LvcTMr6k8dImKogOOfG5MeCFChyviwrefGEnAW5wGPmctJ1WPhex4/+8F+b/CyZk5T1ZWZKZDJKt7cG+XqnZHAI33eQt0BePCb5Ti2+C1MQTN0vnpMScvLDtA4K32cs6wefqXhcvsXGk35MWcd4nVjGk2JBObx4XDFzcp4LjkcL6tKLx+ScU8zzFctk5RLxMC1ETM75wXnBxYPzYfjNk3AZebGYfIXfR+ls8B0Xi4d7JWh3zVVTBWnf/Y8f0LujLgQAAABqyXgP12JJS5flzVft9UiS5puGIje12PLlK/XBT35xPqsDAABACb75lR/m5qQtC12XAAAA0My2hs+nFXn91PB52wKtBwAAAE2IIC0AAACa2c3h8wvNpuZeMbOlki6SNCbp7gVaDwAAAJoQQVoAAAA0LefcTkk3SNoo6V15L39c0mJJ/+GcG5EkM2sxszPM7OT5rAcAAADI1VQ5aQEAAIAC3inpTkn/amaXSdoi6QJJlyhIT/CRnHmPC1/foyAgO9f1AAAAABNsfKTBBd+wWVJSmyTF43GtX78+knIAAAA0k/3798vzvPE/U8659ijLUyvM7HhJn5B0uaTVkg5K+qmkjzvnenPm2yhpt6Q9hQb3KnU91UZbGwAAYOHNp60dZZA2KykeycYBAAAgSZ5zjjurGhBtbQAAgMiV1dYmJy0AAADQeAjQAgAA1JEoe06MKBhAQZKykrqqvL31mmysepL2V3l7qC3sf3AMNDf2f3Nj/0+1TpNtQAaxalxOkuX8vSeqgqCqOL81B/Zz42MfNwf2c3OYc1s7siCtc275Qm7PzDolbQj/3F8ohxgaF/sfHAPNjf3f3Nj/aFJ7NXncF8yfi/rH+a05sJ8bH/u4ObCfMRvSHQAAAAAAAABAhAjSAgAAAAAAAECECNICAAAAAAAAQIQI0gIAAAAAAABAhAjSAgAAAAAAAECECNICAAAAAAAAQIQI0gIAAAAAAABAhAjSAmhqZvZdM3Nm9qYKre+WcH0XV2J9AAAAQD2inQ0A5SFICwAAAAAAAAARIkgLAAAAAAAAABEiSAsAAAAAAAAAESJIC6ChmNnvmdm/mdkmM+sxs5SZ7ZG0psz1TOTQMrOnmdnPzKzbzEbN7D4zu7KEdTzLzH5lZr1mNmZm95vZa4rMe4GZfTac55CZpc3sgJn9j5k9u5yyAwAAAJVWrJ1tZt8zszPLWA/tbAAogCAtgEbzVUl/Jikl6TZJv5aUlrR4juu7QNJdkp4i6TeS7pH0dEnXmNk/zbDciyXdIekkSb+VtFnSMyT9yMxeV2D+f5T0PgXn5Xsk/VxSj6Q/lHR7sUYnAAAAsECKtbPfIOl+M3tumeujnQ0AOQjSAmg075e0zjl3vnPuCufcFZJOU9AQm4t3SPqKpNOdc691zl0i6WJJY5I+bGbPK7Lc30r6S+fcmc65VzvnniXpw+Fr/1Bg/s9JOs4593Tn3MvDZc6R9HJJvqSvmtmiOb4HAAAAYL6KtbPfIWmRpK+bmZWxPtrZAJCDIC2AhuKc+5lzbiBvmpM0nDOppYxV7pf0Ieecn7O+3yloUErSe4ss9yPn3Nfzpn1eUr+kE81sQ14Zr3POHc5fiXPuF5J+LGmVpEvKKDcAAABQMcXa2c65r0m6U9KZCnrFlop2NgDkSERdgIXinNsYdRkQHfZ/czGz9ZJeKukMScskxSXdIul5Cm6L+ssyVvc/zrl0genXSPprSS8osty1+ROccxkz26XgNq5jJe3JK/caSS+TdLakFZo8R58dPp8m6VdllB0hzgHNjf2PZsRx3xzYz82hlvZzkXa2JK0Ln0+T9FiJq6OdHaqlfYzqYT9jNk0TpAXQHMzs45L+TjOf35aVscrOWaavMbM251wq7/V9RZYbCp/bciea2dsl/YuCW8WKKafcAAAAQMXQzgaA6iLdAYCGYWZ/KOljCvJYvVXSyZIWOefMOWeS/nt81jJW68qcPs6f5fUJZvZMBbd1tSjIsXWGpCWSYmG5PzU+a6nrBAAAACqFdjYAVB89aQE0kvGRWf/OOffNAq+fMod1biwy/cTwuafAr/vlerWChuG/Ouc+V+D1uZQbAAAAqBTa2QBQZfSkBdBIVoXP026BMrMzJZ03h3W+2swKDTT2p+HzrXNYZ76Zyn2UpN+vwDYAAACAuaKdDQBVRpAWQCN5Inx+m5m1jk80s7WSvqe53T1wvKR/MrOJ86WZXSTpneGfX5pjWXONl/uNZrY0ZztLJX1bweAGAAAAQFRoZwNAlRGkBdBIrpY0IOklknaa2Y/N7JeSdirIPfXTOazzq5LeLekJM/svM/utgl/1F0n6jHPulgqU+zsKft0/T9IuM/uJmf2fgkETnqmgAQkAAABE5WrRzgaAqiJIC6BhOOd2SXq6pB+Ek/5A0pmSvi7pQgUNy3LdI+k5krZJujxcz8OS3uic++A8iyxJcs71KWgkfl3BqLQvDf/+iYL3U2wEWwAAAKDqaGcDQPWZc7MNnFj/zGy9pE8oOPGvlnRQwS99Hw9P2mhAZrZa0hUKvojPkXScpLSkRxX8ovod51zJI4OiMZjZ6yX9R/jnW4sMfCAz+66kN0p6s3PuuwtTOlSLmT1P0vsUXAisktSr4FxwtXPu1xEWDVVmZi+V9F5JT9FkG+ABSf/inLsryrIB1ULbt37Mtb1qZs+R9P8kPVtSu6QdCnoEfsk55xXZ1hslvUvB+dCT9JCkzznnflnht4USlNImbdT93Azt7HLano26nxtduW1M9jNK0fA9ac3sZAUflDdLulfSFyTtUvBhuitsGKExvUbSNyRdoOBX2qsl/a+ksyV9U9KPzMwiKx0WnJkdryC31XDUZcHCMbP/J+k2Sc+XdJ2kz0v6haSVki6OrmSoNjP7tKRfKugpc52kL0p6UNIrJN1hZldGWDygKmj71p2y26tm9gpNfq/9n6R/k9SqYF//QAWY2eckfVfSMeH2vq8gKPwLM/vLCr8nzKKUNin7uX6V0/ZkP9enctuY7GeUzDnX0A9J10tykt6dN/1fwulfjbqMPKq27y9VcBtOLG/6Okl7w/3/h1GXk8eCHQ8m6UYFebM+G+7/t8ww/3fDed4Uddl5zGu/vybcj7+RtLTA6y1Rl5FH1fb9OgU9Drokrc177ZLwuNgVdTl58Kj0g7ZvfT3Kba9KWibpsKSUpGfmTG+XdGc4/5/kres54fQdklbmTN8oqUdSUtLGqOuiWR6ltEkbfT83cju7nLZno+/nRn2U28ZkP/Mo59HQPWnN7CRJL1SQFPzf8l7+e0kjkl5vZosXuGhYAM653zrnfuHybhFzznUpSFIv0YuumbxHwYXQmxV89tHgwpGCPy1pVNLrnHND+fM45zILXjAslA0K7hi6xzl3OPcF59zNCvLSHRVFwYBqoe1bf+bQXn21gnPXD5xz9+fMn1RwG60k/UXeZt4RPv+jy0l34ZzrVHCctCloH2FhlNImZT/XoTm0PdnP9ancNib7GSVr6CCtgi8/SbqhQMNnSNIdCkaOfPZCFwyRG/9yzEZaCiwIMztT0j9L+qJz7rZSlnHOvck5Z65B82Q1iedIOlHSryX1mdlLzeyDZvZeM7sw4rKh+rYryOt4vpmtyX3BzJ4vaamCnkxAI6Ht21gKtVfH9/F1Bea/TUFw6Dlm1lbiMtfmzYMqKqNN2tD7uYHb2eW2PRt6PzewctuY7GeULBF1Aars9PB5W5HXtyvobXCapJsWpESInJklJL0h/LPQSQ8NJNzf1yi4ZfDvIi4OFtazwudDCnJEnZP7opndJunVzrkjC10wVJ9zrtfMPqjgFu/HzeynCm4PO1nSyxXchvj26EoIVAVt3wYxQ3u16D52zmXNbLeksySdJGlL2Gv6OEnDzrmDBTa1PXw+rSIFR1FltknZz/Wp3LYn+7kOzaGNyX5GyRo9SLs8fB4o8vr49BXVLwpqyD8rGIzh186566MuDKruY5LOk/Rc59xY1IXBglobPr9D0m5Jv6dgUJYNCgZweJGkH4u0Jw3LOXe1mXUqGDn3rTkv7ZD03fxb1IAGQNu3cRRrr5a7jzkmakc5bVL2c30qt+3Jfq5TZbYx2c8oWaOnO5jN+EipLtJSYMGY2XskvV/SE5JeH3FxUGVmdr6Cngqfd87dFXV5sODi4bMp6LVwk3Nu2Dn3mKQrJO2X9AJSHzQuM/uApP9RMEDJyZIWS3qGgpHu/9PMPhNd6YBI0PatA/Nsr851H3NMVFEV2qTs59pU6bYn+7lGVbiNyX7GhEYP0o7/wrC8yOvL8uZDAzOzd0n6oqTHJV3inOuNuEioopxbyrZJ+mjExUE0xpPs73LObcp9IezBMt4z6fwFLRUWhJldrGDwjp875/7aObfLOTfqnHtQwYXSk5LeHw60BDQK2r51roT2arn7eLb5Z+uxhXmaY5uU/Vyfym17sp/r0BzamOxnlKzRg7Rbw+diuTpODZ+L5e1CgzCz90n6sqTNChq8XdGWCAtgiYLP/pmSkmbmxh8KRriWpG+E066OqpCoqvHvgP4ir483pDuqXxRE4GXh8835LzjnRiXdq6AddN5CFgqoMtq+dazE9mrRfRwGA09UMNDYLklyzo0oCBgsMbNjCqyPY6L65tImZT/Xp3Lbnuzn+lRuG5P9jJKZc9H0kDazAQVdwqXggKxG0CyhIOFyVsFBPqUIko4P/79PdBVvZMskrVQwAuMhSf7Ms6NBmKRVRV5rDR8pBSMnjykYVRONJabgPO8UDNKRb62CRnK3pJEFLBcWxioFo+sOqPDF0jpJbZIOKzgHNJN1mhyXYMQ5V6ynRlMxs/WSPiHpckmrJR2U9FNJH3fO9c2w6EzrfL2k/wj/fKtz7psVKOpM2ztZQT68TgWfgdy29iHR9q1lpbZXlyg4PkcUfH/lapd0tIL2Te611RoFx0KPpOG8ZVYo6JVV7FyJ+ZtLm5T9XJ/KbXuyn+tTuW1M9nPzmXNbO8ogbVaTOVsAAACw8DznXKMPJDurMLh5p4IL6J8pyAV6vqRLFPSAucg511PmOo+X9KiC9u4SLUCQNtzu9ZJeqCDI1+h3zQEAANSystraNNwAAADQ7P5dQYD2Pc65VzrnPuScu1TSFySdLukfy1mZmZmk7yjoAfPVShd2Fu9U0HuHdj4AAEAdibInbVJBF3DF43GtX78+knIAAAA0k/3798vzvPE/U8659ijLE7VwYI+dClIEnOyc83NeW6og7YFJWhvmiStlne9VEOC9WNKlCvJOLkhP2nD7x0varfCuNdraAAAAC2M+be0ob2/rkrRBktavX6/Ozs4IiwIAANAcNm7cqD179oz/yUCaQRBVkm7IDdBKknNuyMzuUJA+4NmSbpptZWZ2pqR/lvRF59xtZnbpbMsUWU/nXJYrhLY2AADAwphPW7vpc5ABAACgqZ0ePhcbJXm7giDtaZolSBuO0nyNggFj/m6e5dowz+UBAABQRwjSAgAAoJmNj7g7UOT18ekrSljXxySdJ+m5zrmxeZYLAAAATYQgLQAAAFCchc8zDuRgZucr6D37eefcXRXY7p7ZZ5nReoU5aQEAAFD7CNICqBnOOR0ZSql7OK2xjKeYSWuXteuoJW1qTTBINQCgKsZ7yi4v8vqyvPmmyUlzsE3SRytRKOfcxvksH+a0JWUCAFRAMuMpHjO1xLkmAVA9BGkBRGp394hueKxLv33isLYcHNRgMjttnnjMdOKaxXrKMct00SmrdekZR+uopW0RlBYA0IC2hs+nFXn91PC5WM5aSVqSs3zSzArN8w0z+4aCAcXeV24hAQDR6B1J6/Yd3WqNmy4782gCtQCqhiAtgAXnnNMdO3r0lVt36I4dPbPO7/lOOw4Pa8fhYf180wGZPaqnHb9CLz3nGL3q6eu1anHrApQaANCgbg6fX2hmMeecP/6CmS2VdJGkMUl3z7COlKRvFXnt6Qry1N6uICBciVQIAIAFcl9nr5xzSmWd9vSM6JS1S6MuEoAGRZAWwILacXhI/++nm3X3rt5pr52ydolOO3qJjl3eoUWtcWV8p8ODKe3tHdETXUMaCnvZOic9tLdfD+3t12eu26oXnnW0Xnv+CbrwpNWKxQr2XgIAoCDn3E4zu0HSCyW9S9KXcl7+uKTFkr7mnBuRJDNrkXSypIxzbme4jjFJbym0fjO7SkGQ9nvOuW9W630AAKojnZ347U6eP8OMADBPBGkBLAjPd/ryb3foyzdvV8abHHvlzGOW6U8vOEG//5SjdfSy9qLLOxf0pr1xy2HduOWQHtzbJ+ektOfrl48c1C8fOaiNqxfpz593kl7zjPVqb2GsFABAyd4p6U5J/2pml0naIukCSZcoSHPwkZx5jwtf3yNp48IWEwAQpSe6BrV+ZYcWtxFKAVB5nFkAVF3PcErv/cHDun1H98S0049eqg+/5Ay94LSjVCR33xRmplOPXqpTj16qv7j4ZB0cGNOP7tuvH92/T0/2j0mSOntG9dGfbtYXb9ymN190oq589gYt72ip2vsCADSGsDftMyV9QtLlkl4i6aCkf5X0cefc9Ns/AABN6aG9/XruqWuiLgaABmTOudnnqsaGc0ac3bBhgzo7OyMpB4Dq2nF4SG/41r06MJCUJLUmYnr/75+mP3vuiRVJuu/5Trfv6NZ/3bNHNzx+SLmntMWtcb3xORv1tuefpBWLyFsLAJK0ceNG7dmzZ/zPPc65jREWB1VCWxsAKuMXmw7Iz7nIaInH9JJzjomwRABq2Xza2vSkBVA1D+/r15u/c6/6RjOSpPUrO/TVK5+hs49bXrFtxGOmF5x2lF5w2lHadWRY3/jdLv3vA08q7fkaSXv691t26pq79ujPnnui/uy5J9KzFgAAAFXlnCvpTjHUp4j6uQFoAvPvxgYABTywp1d/+o27JwK0529cpV+++7kVDdDmO+moJfrUq56q2z94id7+gpO0qDXISzuUyuqLN23X8z79W335t9s1nMpWrQwAAABoXg/s6dW1m7t0eCgZdVFQJU5EaQFUB0FaABX36P4Bvenb92kk7UmSfu/MtfqPPz9/wVIOrF3Wrg+/+Ez97gOX6O3PP0ntLcGpbjCZ1edu2KYXfOZm/cddncowPCsAAAAqZCSV1f6+MWU8X3ft7Im6OKgSetICqBaCtAAqavuhIb3+2/doKOyt+uKz1+krVz5D7S3xBS/L6iVt+vBLztRtH7hEb75oo1oTwSmvZyStj/3sMb3oC7fp+se6FFVubgAAADQOjzYlAGAeCNICqJgjQym96Tv3qT9McXDJ6Ufpi39yXkUGCJuPtUvb9fd/cJZu+9tL9NrzT1AsTBG2q3tEb7/mAf3R1+7SQ3v7Ii0jAAAAgNpHKB5AtRCkBVARY2lPb/nefXqyf0xSkIP2K1c+Y6L3ai1Yt7xdn3rVObr+fc/XZWesnZh+X2efrvj3O/X+H21Sz3AqwhICAAAAqGXchQegWmonegKgbjnn9Lf/s0mb9g9Ikk5as1hff0M0KQ5KcerRS/WtNz1L//XWC3T2ccsmpv/vg/t16edv1X/ds1e+T+MLAAAAAAAsDIK0AObt23d06pePHJQkrVzUou+8+VkLNkjYfDzn5DX6+bueq3/5o3O1ZkmbJGlgLKO/+79H9aqv3KktBwcjLiEAAADqhUVdAABAXSNIC2Be7t3dq0/9eoskKWbSv73u6dqwenHEpSpdLGZ61dPX66b3v0BvuHCDLGxdP7yvX6/48h36+m076VULAAAAAACqiiAtgDk7PJjUu/7rQWXDIObfvugMPeeUNRGXam6Wd7ToE684Wz9710U657jlkqS05+uffv2E/vSb9+hAmGsXAAAAAACg0gjSApgTz3d6938/pCNDwUBbLzrraL3jBSdFXKr5e+r6Ffrpuy7S377odCViQbfau3b16PKrb9PPNx2IuHQAAAAAAKAREaQFMCdfvXWn7tndK0k6cc1iffY158qsMTJxxWOmd11yin7yzufopDVB6obBZFbv+e+H9L4fPKThVDbiEgIAAAAAgEZCkBZA2Tbt69cXfrNNktQSN335dedpWXtLxKWqvKeuX6Ffvue5uvLZJ0xM++nDB3TFv92hnUeGIywZAAAAAABoJARpAZRlJJXV+374cE4e2tN11rHLIy5V9SxqTegfXnmOvv2mZ2r14lZJ0vbDw3rFl+/Q9Y91RVw6AAAAAADQCAjSAijLP/zqce3uHpEkPefk1XrLc+s/D20pLj3jaP3yPc/V045fIUkaTmX19mse0Jdu2i7nXLSFAwAAQORoETYm9iuAhUKQFkDJbtpySP997z5J0vKOFn3+j85VLNYYeWhLcczyDv3w7c/W6y6YTH/w+d9s04f+91FlPD/CkgEAAAAAgHpGkBZASfpH0/rQTx6d+PufrjhHxyzviLBE0WhLxPVPV5yjf7zibMXDAPUP79+nP/vufRpKZiIuHQAAAKLCzVUAgPkgSAugJFf9/DEdGUpJkv7g3GP10qceE3GJovWnF2zQN9/4TC1ujUuSfre9W6/7xj3qH01HXDIAAACgtnEXGgBMR5AWwKyu29ylnz58QJK0ZkmbPvHysyIuUW245PS1+tE7LtTRy9okSY8+OaDXfuMe9QynIi4ZAAAAFlyT9KQ9PJjUrduOaF/v6JyWf3hfv67d3DUxzgUAIECQFsCMeoZT+sj/TaY5+NSrztHKxa0Rlqi2nHXscv3vXzxHx68KUj9sOTio137jbh0eSkZcMgAAAKDy7trVo/7RtB7c2zen5ff0jMg5p0f291e2YABQ5wjSApjRx372mHpGglv4X/X04/T7Tzk64hLVnvUrF+mHb7tQJ65ZLEnadmhYf/L1u3VokEAtAABAs3DN0pUWQFPwfKeDA2NKZb2oi9I0CNICKOoXmw7oV48elCStW9auv/8D0hwUc+yKDv3gbc/WyUcFgdpdR0b0x1+7ix61AAAATYKBwwA0kkefHNC9u3t1546eqIvSNAjSAijo8FBSH/3Z5om///kPz9HyjpYIS1T7jl7Wrh+87UKddvQSSVJnz6je+O37NDCWibhkAAAAQPQckWygbuzpCfJGDya5nl0oBGkBTOOc00d/uln9o8HJ+E+edbwuPn1txKWqD0ctbdN/v3WyR+2Wg4N6y/fu01iaW0QAAAAaGeHH2TVKjNb3G+SNAKgpBGkBTHPt5i5d/9ghSdKxy9v1kZeeGXGJ6svqJW265s8v0LHL2yVJ93X26V3/9aAynh9xyQAAAFAt9BKdXaPUkM++jsRgMqMhenWigRGkBTBF30haH8tJc/CpP3yqlraT5qBcx67o0H/8+QVatbhVkvTbJw7rYz/bTOMdAAAATatRgpt0pF14A2MZ3fzEYf32icMaTmWjLk7T4Tp2YRCkBTDFJ3/5uLqH05KkP3z6er3gtKMiLlH9OmXtEn33zc/Sota4JOm/792nr9+2K+JSAQAAoBoIYcyuUeI8jRJsrieP7h+Y+P9jTw7MMCeqgUN+YRCkBTDh5q2H9ZOHnpQkrVnSpo++jDQH8/XU9Sv05dedp5gFf3/q2id07aMHoy0UAAAAEAHXIKFsgrRoNhzxC4MgLQBJ0lAyo4/85NGJvz/5irO0YlFrhCVqHJeecbQ+9rKnTPz9vh8+rE37+qMrEAAAACqOuN3sGqWOPPIdLDizqEvQ3Eh3sDAI0gKQJH36uid0YCApSXrx2ev04nOOibhEjeVNF52oNz1noyQplfX1tmvu1+GhZLSFAgAAACJUr4Efn/GAI1WfR019i6LON+3r1/WPdal7OBXB1qNBkBaA7tnVo+/fvVeStLyjRR9/xVkRl6gxffRlT9Elpwc5fg8NpvQX339Q6SwtPAAAgEbQKLfyV1N+moB67ZDq1WlwGZirhT7kx9KeOntGlMx4umtnz8JuPEIEaYEml8x4+lBOmoOPvuwpWru0PcISNa54zHT1n5ynE9csliQ9sKdPV/3isYhLBQBA5Yyms3pgT5/29oxGXRQANSg/0FMPuV0L9fath3I3mtxsB1T/wlvoH6FSWW/i/830eSNICzS5L/xmm3Z3j0iSnn/aUfrDpx8XcYka2/KOFn3jDc/QkraEJOm/7tmr/7pnb8SlAgCgMh7a26/9faN6aF+fkhlv9gWARtI8cYQJ5aYryJ+7XoMvfr12AQbylHpn50J+VJ/sH9Ot244s3AZrCEFaoIltfnJA3/jdLknS4ta4/umKs2VkZK+6U9Yu1Rf++GkTf1/1i8f0+IHB6AoEAECF5OaNG05lIyxJYemsrzt3dOve3b0EWVBxHFGzyw/K1mmMlnQHaAj7ekd13WNdunNnd9RFmeD7Tg/v7Y+6GJEhSAs0qazn60M/eWQiD9QHLj9D61cuirZQTeT3n3K03nPZqZKCC8a//O8HNZquvYtZAADmqhbzrj92YEBHhlM6ODCmzp6RqIsD1L1yY5X583t1+mNJnRa7YZD/uTIe3Nsn55yODKU0MJaZcd6F+l2idzStbIGR+crutV+nP6QQpAWa1Hfv7NTmJ4Pem+edsEJXPntDxCVqPu+59BSdv3GVJGnXkRFd9XPy0wIAGkfWq70LpJ7h9MT/h5L8ODqbdNbXgf6xmgy416K5xAQynq/Dg0l1do/ogT29NdkDvaIizEnr+U5DyZkDUaWiJ34EuOGzqvpH0zO+vlCf1d6RwuXIlNGmGE1n9ZvHD+mWrYfr7ocggrRAE9rXO6rP37BNkpSImT71qnMUj/Gtt9AS8Ziu/pOnaXlHiyTpR/fv1883HYi4VAAAVEbuoB+1Ivcis9kyPGU8v+w8wffv6dV9nb16YE9flUrVWObSu+/+zj7dtatHm/b3a3/fmO7ZVV+jmJf7jvPraKHiJ8453bL1sH77xGHt653/wIb1FvipFVnPV2f3yKwBQSyMtsRkSLBvdJaetNUuTKjYD7xpr/QfCx/e26+xjKeBsczE+Dv1giAt0GScc/rozzZrLGykv/0FJ+mMdcsiLlXzOnZFhz776qdO/P2RnzxakYYjAABRSMQmLy8ePzioHYeHIizNdLmXfrEmitKms75ufPyQbnj8UFnBkSNDQY7hw0PJahWt6eXXbb31pC33luL82OZC3ZLcP5qZqNsH95b+o0Ox8pGTtjT7+0Z1y9bDOtA/Jkl6omtIm/b369ZtR5SZJejmnKPHcpUtak1M/L+U/bEQiv3YlSrjR8bBnDtl6m0QU4K0QJP59aNdumVrMFLixtWL9O5LT424RHjhWev0hguDdBNDqaze/d8PzfolCQBALWqJTw18bu0ajqgkhVXzItP3nX63/YhufPxQzeWZ3909orTnyzmn+zvrs1dsPaRcIG43u/zP4ELF4OYaVC22WL3mu1xoD+zp08BYRvd19kqSdh6Z/E6YKeWM7zvdsvWIbni8ayJFheXmO6D6KyL3t8rZAuILVeW5H63cMXPK671evwcIQVqgiQynsvrELyfznv7jFeeovSUeYYkw7u9ecqbOWLdUkvTwvv6JdBQAANSTlsTUy4us79dUMCO3KJXuSbu3d1S9I2mNpLN6cE9/Rdc9X7kXt/X4Q/Du7hFdu/ngRKAHtaP8dAdTLVSey7lup9hSdfgxqqie4ZSu29xVVq/kfDOdgTt7RjSYzCiV9Um3UkW5ge/ZYqBRfJXn/vCbneMvOjN91aeyXs31tCVICzSRq3+zTYcGg9vWXvG0Y3XRKWsiLhHGtbfE9eXXnaf2luC0/NVbd+p3249EXCoAAMqTKJDjvpzBPqot9xovVuEroVROT8/+MfItVtIj+/slSQf6x2o6yFw7R/rCKTdwkz//tkMLlBJljjunaLqDJr8N//Yd3UplPe3rHZ1zio6Zgme5+UdHUrUVRGtUs/6gumD5oyf/nztuTqU/c8mMp9+EaYAGxiozoGAlEKQFmsSWg4P6zp2dkqSlbQl95CVnRlsgTHPK2qW66g/Omvj7r364Sd3DqQhLBABAeQpd49VSUG3KwGEVHio8Nz5dawEca6C7hEfqLGcrpsrPNzme97ga0llfe3pGNJrOzjmtQrHFFqoHcD3wivwQN9t50GaI0uaenwvlKKX2KyO3bmftSbtAtZ67ndw89+V85nJnLfZdv7VrSJ7v5JzTpn39ZZezWgjSAk3A953+3083T3xRvv+Fp2ntsvaIS4VC/vhZx+ulTz1GktQ9nNKH/vfRmrpNFACAmRT6xqqlIO3UgcMqu+5YpVcYsVoLNI+bKY9l1MoeRKtG67gc5QZuFrJZ+9DePj28r1+3b++ee7qDIosRpJ1d/rk//5wyU0/aKT8sudnnL6UstXpOi1Julcx2TC/UIZ+7nUR8/j1piy2Xmz6hlgYCJEgLNIH/eXD/RC6fs45dpiufvSHiEqEYM9OnXnWOjlvRIUm6ccsh/fiB/RGXCgCA0hS6yEvXUpA2tydthXPSzjXH7UL8GFso4DGbhQhoPLS3T9c/1qWeMu4cmuut1bWoGQN9C/mWuwaTkqSxjDfnPoDFgtAE/GaXX0dZf27fBfOt6dF0Vjc+fkjXP9bVUOePSsj9/pk1SFvtwhTYTtzmH6Td1T2sgdFC6Qxy76ypHQRpgQbXN5LWp369RVLQQP+HV56tRJyPfi1b1t6iz77mqRN/f+IXj2tf72iEJQIAoEQF0x3UZjCjwjHaKReTpXpgT5+u29ylw0PJyhZmBqX2fKx2AHE4ldXe3lElM55u39E947xticmBbnNz/9aacqusEeJ8ZeekLXTr+gJEbvN7LZe6zWJxxWYMsJcrf6CnrJe/D4ovm3s2Hd9XU6eVXo6DA0mlPV8Zz9c9u3pKX7AJ5FbjrClpF+iYz93OlJ605aQ7yPv73gKDTk5JiVDpBsE8EKkBGtxnrt+qvvCXo9eef4LOO2FlxCVCKZ5z8hr92UUnSgouYt7/400NcUscAKCxFQpclNNLciHNp+frI/v79cj+/infzeWubiztaX/fqNKer7t29uiOHd1TRpkeTGb08L7+igRw55J/t9pBqOwce1g3UhqoZgz0FXrLC1EN+dt49MmBkpYrdidADd0gULPyP+P5QduZVDJmlnuupydtnhnSHeSfa6M4W+XmpJ1P7/XR9PT9nru22gnREqQFGtqDe/v0g/v2SpJWLW7VB150esQlQjk+cPnpOmXtEknSvbt79a3bd0dcIgAAZlYo2LK7e0RPdA0ufGFmMdeLsp1HRrS7O3z0jEyur8wV5vcK6h5OTRm85Pbt3drTM6K7ds6/51ctpjvgt+eFvfW/UuYbJC8UmJ5tjc45dQ+n5jUCe/52d3ePFJlzqmI5taNMdzAwlqmLzhv5dTStzmZ8C5ULm+WnC2+kH3rmK7dn+3AqO6Vu8qtpoaot9zCJ5+y8OWbLKGpqT9rKrns+CNICDSrr+froTzdPnHw+/OIztGJRa7SFQlnaW+L6wh89TYnwy+mz12/V1q6hiEsFAEBxxXoG1uL311wvyg4NTvZsPTw42Uu4Ehewh3NGuo96wLVqx4BKDZRs7RpSKjvZw7iWwyvTgxozl7Yee9LON3BTuCftzCt57MCg7tjRrVu2HtaB/rHyNhiaa12ni6TXiGrfPdE1qFu2Htbdu2v/tv3MLDlpZ0q9UsmgWf6uKqdHb605PJSs6N0p+XXzUM4Phfm1VO4ggXOXk+4gNsd0ByXMOiVHfQ31pSVICzSo79+9R48dCHqtPGvjSv3h09dHXCLMxTnrl+s9l50qKbjd6q9/9HDRxiIAAFEbv+Rpb4nPOF81PH5gUDdtOaTHD5TWa3euMZbc3mDx/C5a81StS+ApuRxLXKbaPfVKXXt+L+xajmvmBzFmK2uxQF899JKspNne7f6+ybEZeobTc9rGXKs098eSZe0tE/+PKtA3/oPXkaHaTCOTKz/dQX5P2nI/y7l5Q+cTMKzXQd+ODKV0184e3b6ju8hAWOXL3we546BM+/Fkgaotd7Px3Jy0Fe5KOyXdQe3EaAnSAo3o8GBSn79hm6Tg4uGTrzxbsQpfRGDhvPPik3Xu8SskBT0J/vWm7dEWCACAIsYv6loTC3uZMZLKavvhIQ2Hz4Xyz1VKbm+e3LFYKxE8dM7J85329JR2K3Y1ldNrqVpye9BOir5clVIsVlTLPWwL9a7b1zuqe3b1lHTcFkx3MMvbzY31lVo3+YG4udZpbpD2rOOWTfwAVQuB9Fq5bb9YwHTWgcNmWGclr1zzt1OvPWkfOzCZR3nHkcrcnTLT52L6Z33htUzJSVv6cqUE8aekOyinUFVGkBZoQP/46y0aCpOi/9lFG3XGumURlwjzkYjH9C9/dK7aW4JT9r/fskMP7u2LuFQAgGYxlvbUO1Ja77Xxi565Dso1V/mpATJeCRdoc9yWP6Un7eTlVLk9u4rV0PbDQ3o455bTSpiak7a0clY7UFjK6pOZ6VflNRKXKqjsjmdFZqiFAHmpUhlfD+7tU9dgUg/v69dY2tNgMqMtBwcLDtI037dW6nGZf2v9XHtPprOTy7XGY4qHH6ZaCPTVymFSrCpmy0k707nIKvgdkr8dr4Tvh2YxU01ElZM2dzO5d6tUugf0lO/sGorSEqQFGswDe3r1s4cPSJLWLWvXe3/vtIhLhEo4+agl+vCLz5QUNIT++ocPV7WXEAAAUhD8/O0Th/W77Ud0cGD2XJDjlzwmacPqxRPTW+PVveyYFjApMx9dOXIvFHNvVCp3UKNiWy+UvzeKHnOVHqQlXynvqXBP2tqTzHi6Z1ePHj+Yn5ph5vdYLBhb7bqfj/z3lMpLw5XO+vrdtm5tOzSk3207Mn35Aus8MpzSjY8f0paDs6cqKTVOk1+Hcw7S5vwA1BKPTdx+XQu3zNdKML/YcZ4fUJ9vYHuucdv8rWZq+QO2wGY6hKalb1mgvrS5ZYrZZMC+nB8OS5p1Soy2dqK0BGmBBuL7Tp/45ZaJvz/8kjO0pC0RYYlQSa9/9gY979Q1kqTOnlF96tdPRFwiAECj29c7OtEj7d7dvbPOP34RFTPTmccsnZje1lLdy478W4+reTGZe6E43mP48FCy5NHix5UTeJ1/LGbqBehY2tMDe/rUOUOZCwWABkYzumnLIT1UgTt6SnlLqUI9aee95crbdmhIXYPJaT26ZytrqcGtShlMZrS3Z3ReAcb8JfPL6uQmzhnpAvcnF3rP93f2aiSd1bZDQ7MOmFfq5ya/J+1c6rRvJD0lhUNLTk/aWgjS1kiMtuhxnh8Lzd93M/finPnNzee918K+K0cy46mze6TgnQXzVyj9iAuf86dXYfMFTBnQy2xi8LDxIH/fSFrXP9al+ztnb5PMuJ2c/5OTFkBV/GzTk9oU3h533gkr9PJzj422QKioWMz0mVc/Vcvag8D7NXfv0a0FeigAABCV8WtfM6ktEdei1uA7q9odl/IDiiWN7DzXbeW8l0TYq+7+zulBy9kCAeVsv9LXxg/u7dP+vlFt2h/cnl5IoZybd+3q1nAqq729o/MeuKa0dAfTy1YrgSlJ2nF4WL994lDRAP3sA4cVnl6NHpKe73TzE4f10L6+knqsFpNftGlB2lmKPts7m22A3IXsSXv/nsnPdSIWU0s8N2AUfW/MKHIXJzNeydcf0wP4U83ci7Ny8rfzZP+Yrtvcpc1PDhReoMbcs7tXm/b3V+XOgkL7oFiP54U62nI3b5r8MXT8O+nOnT1KZjw92T+m/tG5DSQokZMWQJWNprP69LVbJ/7+2MueUtFcPqgNxyzv0CdfefbE3x/4n03z+nICAGA+PN9N6fUy/v/xJsh4OoBqX9xNy3VYzW0V6ElbKAA0a5C2jELON91BfpOwe3hyZPihVOFga6EAUO6t7SlvfgGDUno7599KLy1M6odU1isYIM6VzHh67MCAhpJzTz9VtCdtFXr65eaH3XlkuGLrLTcP72z7L39wqXylBlsr0ZM2N7XYora4zKyqOTLLFcUPFpv29U+79ihWjtkC+DOdA+Yb7J9p7n29o0plPe08Mhz5PixFNa/1Cr378f02vSftwteV2WRe2vF9lfvZLvajTmnZDqb22J2vSh1LBGmBBvH123apazApSXrl047VeSesjLhEqJaXn3usXnrOMZKkQ4MpffRnj0VcIgBAM+ofTeu6zV26eeth+XnB2vH8buPXPdXu8VXOgDST88xtW65AkLbQqmYNQhZ5OTcINMusJZvp8rNYh8BZ63SehSql/qPqKfibxw/phscPaTBZvLfw/r5ScjTPXP5SB1yqhEr13ch/T9MDcbP9PfP6CwX/c7dZaqBo+qBVJS1W1Ph2aylIG8Xno69AD/pix/n0VOGll7fQfp7rITxTNdVCj+goFTqGugaSGkt703PSVvhwG0pmdHgoWSANxtTgaWsiCFsmK9yTeEpP2nmeHx/Y06dfP3pQT/bP/r0wG4K0QAM4ODCmr926S5LU3hLTBy4/I+ISoZrMTP/wyrN11NI2SdIvNh3QzzcdiLhUAIBmc+/uXmV9X0PJrPb3jU25IB+PY4z3Tql2LGEhe9JONZ+eYIVnSBQK0lbxDRUdvGoOKSTKUUqAqdAs1Y6Lbe0amugh/uj+4rdDj6Rm70G7r3d0xteL1UGhweNqxfR0B3mv582ff+v0XNId5K6i1P2ff1yXMvDhTNYubZdUe0Ha0XRWNz9xWPfs6omkp6Okojs1//ieFg9dqHQHM7wW9T7M5/lOT/aPTaShqXb5Ch0yD+/r141bDmkk5c0671ylsp5u2XpEd+3smf6DV7id8fbDota4pKAu8lM+HMm5K6RcuW9nPjHajOdrf9+ofOfmnSdXIkgLNITPXrdVY+EtWW97/sk6dkVHxCVCta1c3KrPvPqpE39/9Keb1TWQjLBEAIBmM5ZzO3ja86cN9iFNXvhUO3gwt4Di/Ms0n7dVbNl4rPKXaDPdylns1vrZYgPzrb1ayi2bK3fgqkIDX40rZaT6xw7MnPu1WJB2uIQAcK2YLdg+vUf2zOvLD9I6N7WXfqm9R2dLm1CuU49eIikvSBvxQew76dH9AxpMZtQ1mNS+3vn34ptrOQrJP+/PlqN26rIzb7NSAy+W8jmulFLKvOXgoO7v7NVt24O8v7PlaJ53mYpM952bkhYnmLdydXWgPzlxPDyYNxBl/lY6WuIT/8/Pob7j8LB6R6angyjtbprcNsussxdV6UA6QVqgzm3a16+fPPSkJOnoZW16xwtOirhEWCiXnL5Wr7vgBEnSwFhGH/jfR6L7BR0AUFdGUtkKf2e4gj1pZ0oHUEn5sbRCF5Pl3nZdivFVFKrLueZULNiTtoo1WOwCc7bsBvOtv5J60hactnBtnRnTRFTgACqey3Peq14w+UH+/PeUHwSbrd7yA+OzDVRWTCU+3+M/bhy1pE1tiSBQFMuJ5ngVDgSXyzmn/rHJ9AMzpeeoajlKTHdQTsC+0DrnGkib6Zwx132YzHh6/MCgDg+W1klmJJXVDY8f0s1bD88Y1BvPF53MeMp6/ow/FFXCTO2A/LsFKtlkKPQ9l7+d8TnGe9JK0miBgS63HZrbnQdT387co7SVvvwmSAvUMeecPvnLxyf+/sCLzpgYRRnN4SMvOVMbVi+SJN227Yi+f8/eiEsEAKh1Ww4O6sYth6aMXO6c00N7+3RfZ++UnoSlci4/j9zU54XOSVvIbLdll6Ks3luzbKHYugrmpJ1n9c1U7tLTHVR2H5YSiCy4zSrHxabcApsTFfJ9pyNDqcnBayoQoCv2ufCd084jw+rsHpn3NsZVavfNnu5g6oT8IFi5PWnzj89S30clgvkuP1okKRGvrZ60rfHJkE6hgfYqb/p7fnhvv27ddmRaUC8/gD9tX84jXUylzLUn7UN7+7X98JDu2tVT0nfmQ3v7lcx4GhzLaHeJn+us76rak3a2c/pIXkC0nJoaS3vacnBQfQV6uUpSbKYgbbil8dNvbnyjUJB2znLe0Hx60lY6rzFBWqCOXbu5a+IC66nrl+uK846LuERYaIvbEvr8a86d6LH0T7/aUvIXPwCgOY33OjnQP6ZseHG5p2dUe3tHdaB/TE8cLK1XSv4t9FOv94LXYnPMSVvu6PbTgrQFFq9EoHhPz9QcozP2BKtgT9r5yt9WfvCx4DKzVOl867OUoG+holU7djNlMJmc6Q/v79edO7v1QNj2nsv77xpI6qYthyZ6yxU7zDOer81PDmjT/v6Ct/LOSZUqblo9TOtJm9czdpaC5Ae8puU1XaCetIUGQpSmfj6jHnTKOaeWnCDteN0d6B/TjsNDC5ZvNe356h9N6768fJz5QdnZel2X+ppU3uE807pmqqOs56t7OFXwHHl4aLIHbTIze+AwN4VJKfOPl62aPWlnq+PRaT1pS6/1e3b3aNuhoYm0DflK6Uk73n4YHzhMKvyZm/OAcrk/LM9xHVLxwTfniiAtUKeynq/PXb914u//99KnzPiLFBrXMzeu0ttfcLKkID/gX//o4YmLbgAAZjIQ3iqbe8ts7sXnTHJbHU5TL/gmBg4L/y4noNUznNJ1j3Xpjh3dJS8zLRhQKLiXH0uaQ/xiYGzq7cQz9gSbZV1Ft1+gOVfpXmVxyw00ldaTttzXZ1Na/GjheyoWy1M4PgjY+ABUc+mBd8/uHg2nstr8ZDAgWSl1eKACo4UX2tbt27tLDhblyj/mZ81JW2ZP2Gm/t8zSc7eYUmbLH4So2HZzj4Mp6Q4iHzhMasnp2ZvxfA0mM7qvs1ePHRjUrvDHgIUy7fyYVz3l1Ffh42pu17oz56QtfM2UzHi6eesR3bGjW48+WXwAwWrynFOmmj1pZ3l9WuqRMtadfyyUY3w743s7XqXP3NTP+NzjKPnnuJ7h1Ly+uQjSAnXqxw/s166wx+TvnblW55+4KuISIUp/9Xun6cxjlkkKbqf52m27Ii4RAKAezOdCKveaxrmpF9UTA4flzFRqL5w7dga3j3YPp3RkqLSRm0u5cKvE7c/lDFA22/stmsexwDX5fMueX5Scznel56TND5bNM3ZQ2sAupU2rpCnpDmYICnkV6D5VSh3k5mOcj/xjt2ckNafg06zHxSyBudnecv78c+9JO/t8123umgi+T1s+5/+5R0FuOpKocwc759SSmNqTNncg4S1dc8vVWSn5+2p6uoOFMWNO2iI7cU/PqEbTQU/Szp6ReacdmEsM0PNcVQc2KzeFTe7s5QRLS8nZvuXgoG7eelib9vVPq+vcsTQLnXZH0552d4+U/aNTsbsmypVfF7fvmNsPYOMI0gJ1aCzt6eobt0kKTvh/86LTIy4RotaaiOkLf3zuRF6qL/xm20QvDQAAxuVfLI3nd5vSK7bEa6/cAJbLuwyeHDis/PXmlrHUC8FpgaCCA4dp1nlmU8718qyzFpmhUM+uig9MUkJP2tnqZyF60haapdoDh+Xmmp3pPZaak7ZYIMT33ZzrYC4KrefwYKr8QE3e37MFUfPradYe2tOCtHnbLzVIW9Jc00eWn9zu5Bpy71aMlZAqZKH4buq5O511U9JFtER8l2V+9eSf2mbal5U8583ck7bwi/m9rHfO0Cu5lF6Yc/mOzfpuTrnADw6MqbN7ZMrx2TWQnHaXTPmHb7DAloOD+tWjB7U9Z8Cu0XRW+3pHlfH8aQHKQm8h/zyw7dCQBscy6uwZmQiOj1dr7g8jhfJADyYzemR/v+7vLPxZnixH8R8J5pOTtlA7ZT7HL0FaoA59765OHRoMepZccd5xOmPdsohLhFpwxrplev8LT5MUfKn/9Y8enteveACAxpPJC5iMX9AXu0CZ6TojvydtoRyOU3KfzuGqpdQYQ7m99eaqvJ60M6+r2Mv5+yh33sODSd2zq0fdw6X1MC62tSkXvUV6hM4W1J5/kHZuyzsXpB64c2e3tlahp2Ampz5myjlaavmLBUJ850pax1xv7+0bSeuxAwMTgzkV2lTW93XTlsMTabJSWW9iAMFDg0nduaNbm/b1z7idaYG4/N6TswweVe76Sk53MM9zQLFedlM/O9EGaQeTGfWPTt4NkfH8KWUqNAjhQpq1J+1M58/8843vNOU85krP7TqTYj+25O/aig7iV+JPCJ5f/k9SA6MZ3bu7V5v292tP2Eu8Zzile3b36K6dwXfHwGhG9+zq0f6+wr3Ii5Y7LMy2Q0Nyzunxg4MTr9269Yge3Nunm7Yc1g2PH5qyXKHzXGnva2pue2nmOxh6Rmb+XpzrDz6zqfQAggRpgTozMJrRv9+8Q1Iwmudf/d5pEZcIteQtzztJ528MUl9sOzSsz9+wdZYlAADNJH9QnkK9iHKnlN77deoF0Pg1VW4gt5rxjGnB01LmmUN5pg18M9Ol5mxB2mI9aQvklR+/mLxrV4+6BpOz5usdTmWnXIDmbyu3Z2ChoLA0e33Nd3+WEqAsFlh8eF+/jgyl9ETXoHrKDljPLDcH5Ey9ZUu9DbnY+/ScK6k3bqk9dvPdtv2Idhwe1t27eiQVD0iMpLMTKdR2HRmZGEDw7l09OjKcUmfPiA4NTvbAy1/PbMdJfj3N1vt0WiAv7+NQemB0fgfoHTsnP2O557HZevXNle877ToyPCVdwWy2HBzUYHIySOs7N+XznDuoWOWUHviddqyUdYt83t95rw8mM7r+sa6JgTDnqni6l6nT055fclCv0PucS85Tz7myv6eezMlh/UQYRO3MGfDy0f0D+t2OI+oaTJad7sQpuKM3n58zwFkq683YY3ViWglvrFBP2vl870y/46YyKt2jniAtUGe+ettODSaDX8T/9Nkn6PhViyIuEWpJPGb63GvO1eIwf9k3b9890TgHACA/4DPRkzY3dcGU4F7xi49pl5wFgrRT0h3M5ZIoXD6d9WfMCTi9J+3stx/OKUhbxjpme7/FXs/M84Jv26Eh3bTlkO7ZPTnSev4ac/ddsSDFbMWYb0/aUhYvtB/T2ak9UPtG555XuZDc+iiaCsK5koOFvnPacXhID+f1SHWutIDjfHtrjo8qP9Naxj9bg0VyVA8lswWnS7MHbfPLP1twOz/gMX1QwNLqYz6HZ/dwKq8uqp/uYMeRYT365IDu2d0zcbv3XOT+yJOIV74n7UyDreXL7/RYzjkjf07PLxyw3JLTm7PoumbYbLHe8qUMPjk53U083769W9c91jXtx6O5pDvwvPxEQoWNpb2J/Z47//ihurhtMq/1YDIz53OKc/r/7b13nCRHff7/VE/cNJvT3e7dXs660+kUTjrlgEgm2BiMycYYg0Ek45/B2GBjG74GG2HA2GAQySIaDIggJCQkJKGcdUGX8+3d7W2OM1O/P3p6trunOs7szuzu877XvOa2p0N1dXXN1NOfej4YGg/e3yojaX0UQZU4LOxDK0CRCE2q/x+UUkfUU6QlZA5xanAcX73vAACgJh7BO69eWeYSkUpkSXM1PvKS9QD0L5z3fucJ9I9OlrlUhBBCKgH7IMVpcLG3dxhPHum3TGe0I2wCrMXDMf+hWfwNXl4BgfGpDO7YeQq/ePakY6IzP3YHQQ+fyUo8eaTfIgIEmR5pX3VsMoNDpgQ0XgN+yzLfR50WLczRj277cx5geohpsyDSqoUS68KBsdL+xjHv3UlQDDIoHxidwrPHB3HorHW6dCbrLymQm+UCABw9N4pHD53L2xo44Xa9jPt1xIc4aN+L14MLe/k9I2k9Eofpx/ARhe25hjMT9sRFMxRJOzA2haPnRpHNSks/c2YofJseNVkAlNruwM2XVYWXVYVb9RXOjgjvRu22pduDGK8yTe9f59zoFM6OTGAqk8X9+6xBMtbvS3+ks1nPBI2nhyZw+3MnccfOXoWQrR804iOKtyOVzLcXpwhsCYkhRT/jdT5+PGlVGNHHmiby/y/me+fwWbu9g1T8Lzi0OyBkAXPznc9jfErvqf/0iuVoqU2UuUSkUnn1hd24bl07AODEwDg+8L2nSua7QwghZO5i9zI1olLMY7ixqQyePT6Ag2e9PPisAqz5W0YZSRtGpBXA0XNjmMpNNX3kYJ9yPT+iWeEUTPdtnjmm18GeU0P5eismcdh9e8/giSP9+URFQaqj2K/wgugj059+I2ntZSg2esg82HaaCqy6RvYBsZNwHxZrdJVU2k+cHfEvog06RKFmSuBJO5XJ4tFD53D03CgePDAtCqmEULdDRTQBKSVGJpyiJE1ihm0/hYm+3CNpvQQNP5GzvhKuFdE87edkbp8Riz9mEVF96Szu3t2LRw+dKxA/k7HwMs24aTp6VCut3BM0KbGXv7BbH+x35kPch6WD64wHp4dlimVOl9vYh/k7ptiHWIDhSeu+H2PG5EQ6g2PnxiyfGU3VTzNNxCK4dm07rlrdhvZUUrmOlFDOaAlzrkEiaYHp+87rnnMb7/bbHuiVamjMSFpCFij7Tw/jOw8fAQA018Tx1suXl7lEpJIRQuBf/uA8dNbrX7J37DyFr91/sLyFIoQQUlaOnhst8O+ze9QGwa6rqSJptSIThwlYo8GGHaIF/SSkCRLFBcAiUhvTvQMlvrF9aEQpGhGugR6ehhwDSikxMDaF53ut19088Hf2ZHTfdxDvTBUWkdZpJUUZ7OUdGk/jN3tO4/69Z0oy/dwuiqg8e4NYSUUdohll1t/UXbdoW/P2ZksCtbDpFkmrP5xxjBR0KWahqGr9/MCZEfzOlOwuqMiiOravhzJFxMbZ69x8BYVJQfGKcnTDnOTIPmOhmFZsny1RTgqvpfe1PTM8gTt3nipIaiWlen3NR7SwR4tTLlX1JV7fYW4PIKyJNv1dYT+etOYy2dc3DunnfhEAquIR1FfHHCOwnSxagpQxv41niexe0Pq750Mel3MtEP5N/x8YmwqdiI4iLSELlE//ak++A/iLa1aiNhEtc4lIpdNYE8fNrzk/H8X0Tz/bFfgJOCGEkPlBJivxzLFC6wK/yY+8kNIu0urvYaZ42vEzVdNXQi+HAhw9N4pnjw+4et4akW2BIsEcPwlOWMFJSiijj82n4dQGvM51eCJdlJ2SKtFcWPpHJ/NJrorFPpB3axd+cBIVMj59bV1FByeBybY4ncm6CimaJlzPUzr+oYp4LDzQqcFxPHW0H4C3oGHXGIMKzk7lCoK9jBaxyBxJ6/Mgx/vHsO/0sO+HCKWIwizlfsLiJeCruG/vGeXDOKe2Pj6l28gU47OqIognrVE0exnMop/F9904hkeZg/qvSqmOvPVnLTD9fyfdW0ItGnv6rysfmgYtU87uwKvOXD53s0XqH53EHTtPhervKdISsgB5+ugAbnvqBACgq7EKr714SZlLROYKFy1rwnuuWw1Af7L+rlsfd4xCIoQQMn8ZGJvKJ3xprkmgoToOQI+kfeRgX6ioSEsiFNvgzZgebB6YHj03ivv3nimwXPDCPtBXDYjsAzM/A8l9p4fx4P6zePTQOezt1ZP2ZLJ6kqcjfXbvOn0QZ0+sVIwGEiiQVoZLUiShjj42HzsrJXoHx/HooXMYMCXh8jPdeG9vMI9K6/7MkbROdgfBGFVkHvfLsf4x/PzpEwXiwUQm/D4B5wG87knrLQiEeZBib+tph6RLZlQRw3727eU7ajA0nkY26y1MF3jYBhHLAq7jRIFIa2qfFk9aH9fmzPAEHj7Yh2eODeBY/5jn+kBxGeyt+ync0fOnhvDzp08UeCTPBN52B/7RI2nVWzxxpB+7Tw4pP9O3Df4wLYjYaaxrF1X7HZIaSqlHmN/29AnXxGeZrD9LlOlyWNu9FsDHVTgkx7PsX4bzXw2fOKzwvvMax7rdk4PjUzg1OD6d6M12jTNZGepBH0VaQhYg/++Xu/L/f9/1q5GIRlzWJsTKO69eie3LmwHoPwg+8qNn6E9LCCELDPMgqS2VQFVs+rfEsf4xXwmD7AiLlYF1oGIM8sxjvd0nh3B6eAL37T0T6DheiYSkwttT9S2n+uo7aUqudfTcKPb2DuPZ44N531iDs8OT+M2e04HKbfc29VMex30hXFSc0zbm5VOZLB7YfxZHz43iiVy0o14+7zot5jfp6aFpsd6uCUgpse/0cGBBv5hs9o8c7FNOFfcrXjrhFA2narcqMi5Crn3zM8MT6B0aL5iGP5nJevh/uounbsUssBFxOY6bpYKZ545PC1dhpp17lcMLt0jaoBYuZvHwUEHiIjWlsO0A1NftuRODmMxk8cSR/pIcw/nYsqAPKbScCShAunxut3Sxb+v4mcOHQaI/jfOytxtL/2VqQ+NTGTx1tB9ZKQssiMycGBjH0XP+hH2jzKoS+mlOTm3czJnhiVB2B+rvY18q7XSZfCbB84qk/d3+szjSN5Yrg6pcvg5j3W+Jx9UUaQmpcO7bewb3Pq8PZta01+FlWxaXuURkrhHRBD7zmi1oqtGjpn74+DH84LFjZS4VIYRUFkKILiHEV4QQx4UQE0KIg0KIzwghGgPs45NCiDuFEEeEEGNCiD4hxONCiL8TQjTPZPm9sFsRFCNmGZj3YI/4iSg8acOgEie9EhPl18tK9I1M5gUPP4LKrpPqqCanrOaug//cp1JKnFaIjUFEJF3Q8726aTunsqkx2xfY11ENquPRcMPJwfEpiyBqbyWnhyZCWTQ5+b8WQ9F2B06RtFL686R1Wcfepu/bewYP7DuLnbZ2nM64t5+sdPenNrdVezMouD9dqmt0MlNgZ6Di+d4hPHywD8MT6YqwOzBjjqRVJ2iTODEwlr+XzEJdqkq3q0tnsnjogDoJor6PwEVWUg67A6OfUEdAFxNJG/5c3B8yOD1EUa3rfhy7QGiOpDX3TH4fPk2kMyXxjfflSWsRRNXrDIxNFUSyPnronGd0q1Scgr1EVbFIwUM/VeIwL/yc6+NHzmEqk1Ve+zA/WUod/ESRlpAKRkqJT/5iOor2gzeucTTyJsSN9lQSn/7Dzfm/P/KjZxwHnIQQstAQQqwA8CiANwN4CMC/AdgP4CYADwQQWN8LoAbArwDcDOBbANIAPgrgKSFEd2lL7h+7FUGsBFm/7YlQrMcoXMfME0f68dzxQaQ9BqB2r1tjmRlVFIuUEo8cOod7nz+Nx3MRYzMhV7gOznIfPXNsEA/ssyaayviYfm7fVSkjaf3sys809rC/Swds04CFraGMhLQtiJQ4mz1QXHI9oHD6vsFDB/ow5iNRjZvo4PSR3b5E96R1F3vdItDMp+Al3ru107HJjC+LB0D3cX3+1JDy/MMGmvptr/Yymh82qewOslmZ78uO9Y/hoQN9+M2e0wWJiIz97HaJngQK63BgbApD4+qp8+77sf1d4mnZKjIBHooF7QP9rD+ZzirajHeU+NC4NXGUsvyOUbf6B/bjTpnakb2PM2Ncl2LFPnv0snHIUtkdACjwIT96bhRPezxQsz+QHJ/KWGweLl3RguvXtyNhe+gnHO47N/z2LwfPhLf7mMpkcWpwPH+9S/0shJmHCKlgfv7MSTx1VO/0ti1txDVr28pcIjKXuXpNG952xXL81z37MTaVwTu/9Rh+9M7LkIzRPoMQsuD5AoA2AO+WUv67sVAI8a/Qhdd/BPB2H/tJSSkLzF2FEP8I4EMA/hrAO0pS4oBYBFQA1Yni+37zOC5rE1ONqYlOgz3DD7F/dBKXrmxxPY6X3YFqTCYBnBjQpzQePTeKlto4quOlH/q4R9Lq7D9T+FA0nc0GFo1LORD0Iwb4EXjCRup5ZaAPK1ZUYiRtsdGMujili/rGffXc8UH0Do1jWUuNcht7LTx88BzWdtY5lzHrbqtgvgcLRFnbZm6nG9RWZSKtjnbzEy1XTLXbLS7s3VhEE7nZA3q04317z2BkIoNLljfj0UPn8uvZva2Nc+kbcU+4Zz7n/ad1v2whBK4NOBa0112pEkW6MZ7OojaiBW73E+mMMrmlgT6V332fA2NTuPf504hqGq5d14ZYRMtv67hf6DMu7n1et7OpS0bR1VitbneOnrQ69gc6fvuxdFYirolQDx+EEJbjWBIywl+yLX0/0/8POgPG7tVux374Z49bRd2IJnRB1nZY859+y+TXH3ZwPHyOlkcOnkPv0Di6m6qxdUljyTykDRhJS0iFks5k8alf7s7//VcvXOv6BI4QP3zghjXY3N0AANh1cgj/9LOd5S0QIYSUGSHEcgA3ADgI4PO2j/8OwAiA1wsh1GqICZVAm+O7ufdVIYtZNFa7A4HaRDjB0tFawOZpaWhlXj9dVDYAZiRkgQhUkLleIS7Zx8ZPHxuYkam/roN/l8+CZu0+0T+OI+f8+Vn6KYPT0Q1RQ9/WupZKoAibMKVQ+PSO2i0X+04Puyb38SLotbYzlcnil8+ewu3PncL4VAYjE2k83zuEgbEpR19R+7VKZ70jad28d908F73sSMwEjUrOZtURvn72U4wnrT3Cv0CkzS1IZ7N4/HC/nhRNSpwaHLfcQ/Y6NU7Fq30bdSilzEcpSilxbtRd3LVTcA+HuLEm0hnsPz2MQZ+RvE/lfK39dbfTKz19dABH3fo4H/t77NA5ZLISE+kMDuQiJftGJt0TtkmraDg0nsbOE4PKJIRO95Cx2F6/Q+Np/OKZEzg7POGQGtG6XZjvKGsCT/WHfjxTrSJt4GK4Yq83e0K1/O8FlzL5jqT12d+OFZFksndI/6lnPIQptd0BI2kJqVC+9+hR7M99uVy7tg0X9jSVuURkPhCPavj315yPF3/2XgxNpPH1Bw7h4mXNePF5neUuGiGElItrcu+3S2l1TpNSDgkh7oMu4l4C4M6Qx3hp7v0pvxsIIQ6GPJZBl/Efc1Spvm+gJqRIe9vTJ9DTXI3zuhos0yOzNs9UQ8QoeqwnCweYoxNp7Dk1hNbaBLqbqh08MAvFidmIIrOWwPl46WxhUh03VNG4KuwRU0HtDszjYPsqYbxBpZTKIAO7SGvfTaUlOHVL7uNFKTJ/T6R1QeH5U8PoaqwKdUw3XVNK93JaImltnxUmDnMmaBI2e0JCg9/tP4slTdU4f4mzZXgxTch+SGHryTRNABn9GOao2Il0BlFNwJg1b1y36f1Oi69uPHt8EIsaqhCPWGPqfM7ktqw/OD6FkYk0OlJJ31PBzTx1dADH+8d8z0QYndDPOajdgauQilx/6rFLs5CczkiMT2XyEbLO+1VHGKseBDjdIkZfr9rPRDqL33oky5zKZlGFSKg2KwTy9aJvP70TAf08zEkaHffjYXeQiGqYCDmrwH5a9t0bx7Yf11ymiM/w0ozP79ZRH1H9Tt9fdkr904IiLSEVyPhUBp+5Yw8AvRP7yxvXlLlEZD6xpLka//z7m/AX//M4AOCD338SazvrsKK1tswlI4SQsmB8ye5x+Px56CLtavgUaYUQHwBQC6AewDYAO6ALtJ8IUK6lAdZ1ZWIqY8kQrQmBmng4uwMpJQ6cGcF5XQ0FyYSsXnjC8l4MdpHmoYN9yGQljvSNoqM+6eBJWzgNNFNkRKMa5326jRMz2WLi/AoZGp/CwTOjaK9PWMvgsL6TgGIeJHtNa3daZnB6aAKPHOxDS12iINjAbndgL03YuqkwbRdAaaeYT2bCR3+5e9tK1ynRboJbEE9acxns96dyfVkYSW9wuG8U5y9pRCYrsfPEICYzWXQ1VqGtLqmXy3XP7tjvTnsQn/EQyl6n5n4WQIHn8LT3qHcZnjwygK1LG6zbB7YQyOKuXb0AgPO6GtBYHbN8nslKzwjF4znx1I+oBQCRXFJKP80+yNmEubePewi/xn79erQ7tdcH9p3Flu6G0A9kgiS3tKMLmbl2Bbs3vMDzp/w94POKWu1qrA6dz8R+XvaHHkIrLIP9b792B1npz+/dzQ9cSon79p7F8EQa21c0o74q5rguUFzUvgraHRBSgdxy/0GcGtSfeL1iy2Ks7UiVuURkvvGS8xbhjdv18f/IZAZ//s1Hff/4IoSQeUZ97t0p84WxvCHAPj8A3SrhPdAF2l8AuEFK6R7SM0MURIWJ4sXTyXTWMhCyR9IaY7xip01KuE/ZHZ3IOCYWCiIehS6fyy7djqZPP7cuC+oDaOaZY4PYf2a4IEGZk6jgT6T13satTu/fdwaTmSyO94+hb2QSu04O5iO6VZG0xgOAo+dGfV+rVW1Wn9VSD5ZLQSkiaQ2imhb6DL1EWt+RtLbV7A9J3IRXs42AH/9gPaGZ85MAKSX29g5j3+lhHOkbxQP7zuYjMouJxlb1mWYMEctLgJ+YspbdWN1POx0Ymyy4Jn6mrZsx191TR/sLIpm92maYpHlD42ncufMUHjpw1nPdIKcjEUzUFcLfAxIJb6HawG13TxzpDxWpDASPMDdjTeBprSMB4Plef7MArOKu9bM1HXVoTyVDl/HZ4za7GAfv2QLx1vz/ICJtsOIVcKRvDGdHJjCRzuBJk6VMOpNVWnKU+qcFRVpCKoyB0Sl84a69AIBYROC9168uc4nIfOXDL16PLTl/2j2nhvHhHz5TcdMLCSGkAjBGBr47SCllh5RSAOgA8EoAywE8LoTYGuC4h4p8OYaJGIOdYhJpTaQzlgFr38gk9puibIxBr5+Bldt3j9c07LEptUirXDYTIi2ck7K4nZdqSmYsEl6kNTzyVOULghD6+dy/7wyGJ6wPb8PYHRg8ebQfu08O4aEDfRibzCgiaSUOnR3FU0f78eihc+gb9ue9mYxZh7NOxRmbzBSdACwspRRp/YpJynIU4UlrbuN2CaQgwZzt757maTvvSR8ibUQT+YcFUkrPNmaP7nvkYJ+eaM11K3cK711rWY3rkMlKV0uXcVu0XiYr8djhcxjykbRoIp3Fgwf6LMsGPBI0eeGWhPHs8AQe3H8Wpwan+xKvhFAqpJQYnkj7Oscg52Mkz/OLEP78SbNS7WuuXtcj8jvkvV4qT1rAeq8Gee5nvhb2B4ZrO1IF1htBGBybwlmT/3yBrUF+5o1twxA+uZls8XY55u8+czt++tiAJTEgELxd+oEiLSEVxhfv2ZfPNvjHFy9Fd1N1mUtE5ivxqIbP//HW/NSnHz5+DN968HCZS0UIIbOOESlb7/B5yraeb6SUp6SUP4Rul9AM4OsBtu0p5gXgqNO+jcHO0ubwvzEm0oWJiMwCjDHo8jOwcot2Gp5I4+SgUz42fQquSnxSCooz5Ekb1PcVUIsHEZ9TblU4ieEyoC4pJXDw7IjSw1BpdyBlLqravW7NYs/A2JRSMN1t8n31SihnkIh523acHprAr3aewq939RaIZgYz1TaA0todFBMNnnGNSPXwpA1id2Daz5qOOqxsm7bTMl/3eLSwvS9qqMK1a9tRlbuumay70OZUrNuePpFP6uOHU4PjePJIP0Zy4ox9v/bbK5qPpM26isH2hxG9Q+OBymUXSYNsq8LukWu+5o8eOoeTg+P43f6z+WuqSp5VSk4MjGHIZ0KyMC1fJb521ls9naWUviOGve6/sEkCjXIW21VICfSb2ow9MtWNppq46+dFfD0BsAqf9lI5Jg7z8MlVkcnKouvR3B6Mh6cT6QwOK+6/dNb7QVJQKNISUkGcGhzHV+87AACoiUfwF9esLHOJyHxncUMVbn7N+fkfn3//k+fyWVkJIWSBsDv37jR1ZVXu3cmz1hMp5SEAzwHYIIRoCbufUmEMfFYW4UU+kc66DoSmB13eAytDKDgzPIFnjlm1cHPWbRV7e4eVAluYSNowdgNSug+sncRLlSetn+nfTvuudhArg8YTZqXEyIRamFHV39FzY/j5Mydw+3OnHAVQVZnsYobd09gvUU1YREDVHg73jUJKPeP708fU7WkmrDAM3KL0ti9vxur2OsfP7UxlgiWcM+OmQ3lFE/aNTE6LaR6HN98PAsJyX5lFS1VkXn1VDFXxSD5SNSulu0DssDxoROPv9p/FwbMj+anN9vvGfmdGTWWf7YSExfCEaeo2oHu2nsslPjN7dA7lBLXZOLddJ/1Pxw/SnwkIZXS4vZuVKLRfcSuDG3YR3C9Gew1zb5u/tnqHxi39sIT09b22uKEKS0yBYar+MFqkSmsuh1PisAIbBKH+vxu63UER9hGwibS5h0kn+tUPi0vtLw9QpCWkorj5zucxnvMueuvly9FSm/DYgpDiuWJ1K266VtcgJjNZ/Pk3H8v/YCOEkAXAXbn3G4QQlt/GQog6AJcBGAPwuyKPsyj3PrOhST7I+8VqAus7w/neT0xl4KbWaE7TFxXoiT4k7tt7JnBikrGpjDLSViXseEU5hbGEdYvCchNwVclNgk5lN2/vJGSFmX7rVA9u+xqfyuDkgHPEsxkpFT6mCBdFJgTQXDP9e1klcpjPxymR0ExYYeT37XJiEU0EanfFRIm5ibC6/Yb79r/e1evLRsCaQNBa/+a6iCkiafMPd3Lv2ay7V26pbbqMCG57VdmFrqjJmmQuW4U9d2IQ9zx/uiCa1bAbCeNJGxS/zT+MFKZqOwXeqhKY9BkB6/UwZyKkpYohhoe7t6dr0G4fkclKxHzYFGzrabJEtqtOs9hIWovgaveedXioa/6r1InD3FA9TDrlMKMnw0haQuYvB86M4DsPHwGgTzf40yuWl7lEZCHx7mtW4YrVrQCAY/1jeO93n5jRqX+EEFIpSCn3AbgdQA+Ad9o+/hiAGgBfl1KOAIAQIiaEWCuEWGFeMbesw75/IYQmhPhHAG0A7pdSnrOvM9uYp8ZrIT0uJ9KFia/MTHvSeu8r7UMgckMlvKm+w7yOESqSFlBOgdQ/cxaYVNE+QSNpLcdyOLmgkXASzmKxl2DjV+g0RHnLcUMOrDVhFTlVu/BTr+XQ2RJRzTNruJ10xttawgkvsdOPoO913wP2SFrnPkAlHhl903QkrXu5zwxPzoiQaD+ik93BfGHPKWs060gumfBs+Tj7isKXwe5T3ZM2a1sm0N1UjTUd09HrkwHuqZnqJ8JE0hqrun1tDYxNhYruVRWj2Ehay+8Oh4jZgghbyzb+7Q6KQcKayM241/scApgy9mxtJSB8tgBCSEn51O27853KX1y9ErUJ3p5k9tA0gc+8egte8tl7cXxgHHfvPo3P3bUX7752lffGhBAy93kHgPsBfFYIcS2AnQAuBnA1dJuDD5vWXZz7/BB0YdfgRgD/IoS4B8A+AGcBtAO4EnrisJMA/nRGz8In5rFOGGES0AU7t3GJsVs/+z87PImaptL+7gljdxCmJqSE4+wTPZLWKcK1cCAcOJLW9H+ncWlQAUtK52vmtS+/D3fdhOugCFivm5R6OY/3j2FgbAr1VTHP6LT+0Un8Zs/pwMcOS3U8is3d9aiviiEa0QL5Rp4envDt12vHTbDPKqKbw2J/+ODUnlR2B8aaxjZZD/E4aOS9X+xt0X6NihWsKo2JKeu9bUQSz0Yk7dhUBr967pTnelmFFpaMRVwF3imHtrO2I4XDZ0cxNpUJ5CNrtItSR08b9Rxkt8aqM/G4oKM+icgxgUxWYuuSRgDFJS0EbMKsg91BYUIxh4+rKqoAAF8USURBVO1dKDaSVkqruJ+VwMEzIwX+0gbPHB2wWIWUAqpAhFQATx8dwG1PnQCge8L88SVLylwishBpqonjC6+7AK/64v2Yykj82x17cP6SBly+qrXcRSOEkBlFSrlPCLENwN9DF1tfBOAEgM8C+JiUss9t+xx3APgv6PYImwE0ABiBLvJ+A8Bnfe5nxtFcIlr84pUsI4jdwVNH+7GoIem9YgBUgpNXhE0ouwNITDjZHcBZeNxzaqjgs/ZU0jVJmp1j58awuLEKEU24iMFBR6vSsR68our8inxOYmEYkTaiCdtxJZ49PohDZ0d87+OBfWcDHzcsV61pQyoZtUSIhXxOEhg3EV1C+hLZ/fiCWiJphbMEHY8WfmKPwM9K6SounwkpWDuRzHk7eyUOi0Vm6aIFIKKJ0FGE9mn6xj2l8nQtNU4Rinbs7e6ylS1oqo7jxOA4HjlY+NUqoIikNf9fTCd/84tRvaWebGjUf5A+cCaj/+NRDVetacPoZBqtJbJftPQEtrLbbU6mtzH933ckbXEe4xLWPmdwfAq9Q87fy2Efmrkxvx4BETIHkVLin362M//3+65fjUTUO1MtITPBlu4GfOQl6wHoX/43ffsJR/82QgiZT0gpj0gp3yyl7JRSxqWUS6WUN9mFVSnlQSmlkFL22JY/I6V8p5Ryi5SyRUoZlVLWSykvlFJ+tFIEWsAqzIaNpPXysDT263f/YyXOIq4ad3sN3MKO69zES79Ro12N1eioDyZUP37kXH6aspNoENjuwGV1p0giA79aR9gM6CpE7p+BlHpkbBC8zquUaKJQbJgtuc+cXd1OJuueoCu/no8oNXPbFsK5D1DZHRjrRkzbGO1FFXmbdEiYF5ZEzpfTHilpP4ViowpLTSyiYfvyZl/+oyrs90AmdzPbRc5yYk4umIhqaKlNQNOE6+xTu8hs9UUtRJUPxtx+jeOXOpLWiGQO0l0bZQj7HW7gtH1tIoq2uqRvcdQLw/7nrl29BcJm/qGubZswicOKTeSVzVq/o/wmxCwlFGkJKTN37zmNB/brT/DXdtTh5ecvLnOJyELn9Zcsxe9t1vPb9I1M4p3/89iseVIRQgiZecyilh9P2i3dDQWD/3TGfSCUj4zxWaYwCVfcphyroqO8osxCiXXSWaSV0n+Sp5VttaEiKvecGsr5uZYmktYt+tcrqs68ndtxSzmFWtiagIS3CFysZ2ExlErwKDVuSe7M+IlQsyQOQzBPWqM/MvdLxr0cVyQaM9pSTTyKdT6SIPrV1rxWCyuGzhTXrG1Dc20CW5c0oqe5xpJMzw/2PiyT1eu21NO4i2Hf6eGCxFiAs2AuRGGfbv3uK9wmoWhjZv9h4x4pdQ8ynvONLU5eDMdlK1tm5ThSAvtPD2NwvPAaOnnSmn9BBEscFr4e9ej98o57K6t3IWSBkclKfOJnu/J///WL1lXck1my8BBC4J9fuQkr22oBAI8f7rdEexNCCJnbmIUtPz87NCEKfp/okbTqgZAQIi9G+RWl9vYG95aMukw5VolJM5EQczKTdRSuZIBjukUceuEmOnoJlvZjSum8vykvuwPTdm6D3FJGrtoThwHeInApB+Ad9kzxHqjut0rQbdMu97MZmfUWqMy7MfoCez8Q0YQy+ZaxSHUvRBXCqNHmYlGtJGMoo+heYrRb31MOjOrqqE9ic3cDFjdWBdrefr4nBsbwi2dOukZfzzZWW4Tp+ndK4jaVKWzT1kjawu1UDwI0i0grLe+lwoikDbJbo7stpv9Y2lyDppp4+B0EQAIYHFe3p+n+wflkAnnSBiuahdmcWeEERVpCysgPHjuK3blpajtWtuCKVbPzJIsQL2oSUXzxdVtRHdenkd1y/0H84NGjZS4VIYSQUmAe6/gRBjWFoDLlInSZpyr7HUCG8ZZ084VUjbNKlRiprS6Zrze3CGAZIBmTQHiRdshh4At4R40WiLSQjrYFnonDTOfqJg57ib1B0IQicZjHOZcqkvbiZc2u0+1VDyjU17j8gp/fae1+otTM9eskvTgJa9M2KYWfxVxUmpgmLP1OWKans7uvF9SyY6aFMHu76mmuxpqOuqL2WWohcqZw6jdVMxyE4x86KsvBqEKkLXXVTKQzuRkRwbctptnPZs8jpfScmWk/lzDWTF5WTF5UwuxRirSElImxyQw+fftuAHqH9P+9cG3FToEiC5OVbXX4f39wXv7vv/7h03jySH/5CkQIIaQkaAFF1IgQBVFsbiJFKTxv/eBmdzA6WShcFivORTSBK1e34qJlTfl6cxNph8anAkTSitBJ3FRTgA28okbt0Yf6tHd1mT09aU3buZWplMmINFuU5lQm6ykiBvXpdSIe1VzvHych0k4l/Pz3ErYN/Dx0MK9hnJu9H9CEUCpEbl7WbpGysahWkr7GOD37WdpPu6E6Fmi/YQTk6rj/HO+FXp4C3Y3VgY85VzBXp9N95mWho9pKZXdgjqSdSd16Ip0NFOVvxIsWU6aZ/H62I6UuRruhasfT//d3nKye3TA0qt8Osw1FWkLKxFfuO4BTg3rUyCu2LMbGxfVlLhEhhbzkvEX486tWANCfLP7ZNx51zXBJCCGk8rGItD5iaTQNOM/2O8Ut8s4ysApRPr8EnXJcbGRYVBNoqI4jok0nq3ITBA/3jeLhg+d87Vv37iycFu6HYiJpO+uTlugxCW8hzkksy2T1+ugdGsfDimzrBpOZ0vlc2rU+P363pbK9iAjhev+o6mk2RZEg+PVwzPqI9rN60hq2J9Z1NIe6M6pMWXcuIm1UE0qP0aAYyam86qMuGUN9lX+hNsx9HUQIVu2/qgRJ1arjUVy/vr3o/ZQay2wQTd1vqgRBayIqf3YHUYVIOxNi7cDYVLAkVSUoS9Bm2VWE8C9d/Nuny2OzRTH97T+Strjverfv09mCIi0hZeDs8AT+4+59APQvg/fdsLrMJSLEmQ/csAZXrWkFAJwcHMc7vslEYoQQMpcJOjDThEBjTRyXr2rNLzNH3tkjWmcrklaV7d2NYgdfXlE9mxbXY0VrrWWZ38io6YjD4OUaUiRimT6+t+B6zdq2/LR9KaWniBmLaLiwp6lg+WQ6izt29uKBfWddt59Ml07hELB60vqJ0vUbSevVdoXmfi+p7DhU68+2bFvMPelH+zBXr1O7jmiFXsLmsqk/Azrr1V6rsUhpImn9iNAGy1tqvVfKEdQvt6kmHig5mWr3fpJCehHRgpe9HKiiaccmVYKn+wNEVSStWSjcf2YYJwfGZ8QK4uGDfRhVllmNX/9kN4LeMhsWpbC+M4VFDcE8jwG9nEGjm2PRMCJtOdKvlRaKtISUgc/e+XzeiP3Nl/YU9VSKkJkmognc/JrzsbylBgDwyKFz+LsfP1vmUhFCCAmLeazjZzhjDFKbauJ5b0VzpJl9EG+JcHUZVxUrqqgSCc0kXlOWk7EIOuuDJZIyMKIKw9SJUzIWwJ8nbTyqoS45PbXavMmGRamCbRJRTTlIPzsyUTBVtLG60IvTHO1arNWX7klrtTvwwq/thZc45XWtIorQTtU2s2135teGQYUfQUi9js3uQFPHIBv1o657gQt7GtFamyj4pFQirYR6prTqlCIBIvn9Vvnq9jps7mrAhT1Nga7TTLUhTQhXWxn7urOFKhGdnTFFVKo1krZwv7GoVuAfHLMJtw8eOOv5rdmiaKNeZLISh/tGfa/vZM0RBD8zacwkYxGsaq8LFEVu8OTRfs/+w35NzA8qAiUOmyN+yk5QpCVkltnbO4RvPngYAFBfFcM7rlpZ5hIR4k19VQz/9YYLUJvQB3G3PnQY3/zdoTKXihBCSBiCDszMg2/VYNguJpjXdxtYRTVRVJRWMWJTGMxaherI0Ug4uwLA2bvTD24+f15Ro8bhzG3CHP2rKo8quY4Tqizz5oF6sdcwYssc5memTzorMTg+hd8+fwa7Tw45rud1LbyKrkp0pdpmtuMUhRDYvqJZGTXohZ+kPH4iaZ3qzrjHVHWvCb3stclCr9ZopFR2B9J3ZKJfn9mIJnxHtS5pqkZPSw2SsYjvSFq3PkcV8R6EqKb56qM1IdBcOy1u2mc5hBVwW+vUYqd9b37bsrD8v7BMMU3DkiZr8JRqxoaXCJhKxnDl6lZctjJYUnDjAZJfYVwvS6BDWAh7z8yUBmq/JjGvL10FU5ks7veYzVHpUKQlZJb5+G078x3we65bhfqAxvOElIuVbXX4zKu35H9wf/THz+LB/XP7S5AQQhYi5jF3jZ/kNKb1VYNHe0SZeR03AUEIBJrSazmmJmbd39PL7iCqaUULbqXWnd28g/XjFU4vNzRaPZmZQqSN+b9mXpYUxU6ltrevQZP1w7rOwihgQPekfeRgH86OTGDXyUHHfXsVLRGNuCcOU5x7MRGPazvU5xOUeFSgrS6JF2zowJWrW703MKHn5HFXaCyetA6JwCIO/stuicPybVVxlwmHbYKie9L6W9dv240I4ethRFNNHDWJ6f7Yr+e221qLGqqKmrFpdOVu57q+M4Vr101bpgCFfUSYhzHndzf6tpQI47+rai4RTRTsS3XuXsH4QgAN1XFfEbUpRVRqMqZ53pvTicOKsDsI+Y1VSkOBHSYhuyCSNoTdAaCO5rdbEVUyFGkJmUXu2t2Lu3efBgCsaK3B6y5ZWuYSERKM69a3433X6R7K6azEO771GI71j5W5VIQQQoJgHuzUJKJY2lzjur55bKTS3OxCnHlQ6z42F4F9ZfPHEKWJnAuCdZCoiCiOqH02/VBMJK0bhr2WE4ZvqvmoRiStHrlYuE2QCEyvdVW+rUFxqrKaRFTZvtJZ6cuf2E2YWtxQZUkgp8IeBeh0bf1e8o5U0jGyMAibuxpyxxWor4oFup7prMTxfv8JZI1TK0gc5mF3oIw4FtZ362fCd2SrGxJqgUclSvkVaTXNn2WAva36FTa95DJVOVe11SnXtbdRo9xu/VJtMorqeNTiZW1fP4w/bmNNzPHesC9Puoi0ZisXa9JMK4b1i/3hiiqZmJcwGuThk8oSJh7V0FAdd7xOehly776PVEi58xjGIxqaXYRsq91BcYXdsCiFq9a0udZppUCRlpBZYiqTxcd/+lz+7795yfrQ0SOElJO/uGYlXrixAwBwdmQSf/aNRxzM+QkhhFQi9rHOshYPkdb0f5XPpj0LuXmA6iZiaUVE0mpliKT1EoFimhY6MinvSWue3Rni/OqrYoHqxah/87GMGV8RoRYhg9gdqAQOM8kA+3LC6WwTUfVU7YzPZG5uwtL5Sxr1Y7tU9bKWGovw5ig4+Wwzmla8UFEdj1pEESEEljS53/9mnj81hN6hACKtw8MHTTgkDstVl0rUdDv3UkXSOlkdqK6RXyFuw6KUr6hY+/78eid7CoaKelnXWYdLV7RY2mcsoqHD5qltfOx2CKNuzOW1n0sYAV0I/72pm0jrKJDbdm48rLA/OFI96Jn0OUMBcG8ndckoNixKFfT1Rpnd2o1R234DaZ0sRMJQKruDgoc3tgVhPGmdj6U/lIpHw+9o4+L64grhEypEhMwS3/rdIew7PQIAuHJ1K65e01bmEhESDiEEPvWqzVjboT+JfObYID7wvSc9s0ETQgipDOwDQlXmdXP0kdkSQRX52FxjjYSxiLQu4yEhROhIymgZRFpzPSntDiIitMHodJSgc6SXH7oaq3DxMv8+lIYIYD4fQ2xxEimDRF66ifCttQlUJ3zYbXjgJGY7i7T+9uvUvla31+X369UEzbZmxf5M0hzsJ4JgT4oE+J9WD6iTMbmRl9kK+hi18JlPHKYok1skLRDeX3Npc02+D5OyUKhNRDWlt7JbpGtTTRybFtdj65LGfNS1F36SYYXBvp8Ni+ohhEBrXQJV8WlxU9W+jIdybtPbjU3M4n97yi72Bj+XiPDfnzrZHQghHL+P7O0vkduHvc9SPWjy8r42H+cKB9uCRDSCq9e0IRbRkLQdw/hedGtjhjjv10NZta+w9iul86S1Ht9eHOtDLu+y2tudiiAPhlNJ6wNoVdTzTECRlpBZ4OzwBP7tjucB6F9SH3nJujKXiJDiqElE8V+v35aPnrrt6RP4xC92lblUhBBCwmAf/LxwYyeuXN2GrUsacc3aNotY11lvFSuiWmE27KhfkRZq304nzAOmrsbqkvq3buluwCaPKBnNEiFcSDFJsIxBrzXpWsjoszCRtKZlhhDnFO1oCI8dRQ6Ity5tLEnSLOdI2oiyDtM+I2mdov/chB47dYnpNusU8ej3ckW08HYabseyt9t1nanctRdoDZGlXnU8+2E1BwHOuF6qe8nVk1aEj6Td3FWf70skrAJUa20C16xtV4qMbsLjRcuasLy1Ft1N1RAKT1qVP6Z9f4sbqnK+x8VddPuDMLNlhjnKVBOF9W7cA+6RtDrLW2rQ3VSN7qZqrLSdXxi7A72JqLezRxmbxWYzEVsfZv6/vUjTkbR2wbSwD5vKFFaIeb206fNUMoZ6he+sENPfvfZIYKMtuNlkSNu7F6prELZllcqT1l4ke1M3P0Dy04T8PPQNItLar8ts5SqlSEvILPCJn+/CwJieyOD1lyzFyjnghUKIF0uaq/Ffr9+Wf8r5X/fsx9fuP1jeQhFCCAmMfdwR0fToo+6matTZIkmaauJoq9PFuapYBOcvaSiINLJ60jqParJSKqeSGvu3c8XqVly6ogXXrmvHmo66kkbSLmqoQpuH6GjxM1RMTxUOoqYTq9v134N1yWi+DjUXEcEPTsKqE0b2bHUSncJl25c358Xyzd0N6FJEGBpENc1RuK6KRZCMRXxHgalQJT0zE49qShXC7zRy51nS/h5CAFYrEFWCoCDokY7u63h5n6ruGfs2tYkorl/fjhvWtxfc/0ExjlYYoelgdyCmPy/Yl+sDH+ErWlN15YVJMJZSWtpkXTLmaNnhdjzV+ZpRTZu2PxSIRrT8dSgG+4Mw8z1p76u9yq0inxxOE9i6pBFblzQWCILh7A6cr7n9Hm6uiSu/SzSbeG/ubux9uHGd7eesuv5PHe0vWGauV/uDIJXQbi6LvZ80hEQ/Ue5OD3/sDwJU16DckbT29mYX5WMBI2l9eT8HmAlibwthHjaEgSItITPMIwf78L1HjwIAWmoTeO/1q8tcIkJKx0XLmvDpP9yc//ujP3kWtz97sowlIoQQYsdroBdU7Lx4WROuWduGGzZ0YFFDoUjnJtKaB9JZac3ePL2N+rgRTZ+iW5ubIl9KkVYTArWJKFa2OWeANmsA9iNHFQm43Njc1YC1Hbov5I6V09NhgwiAKjR1gKIj022jcCs9is+6zCxkJ2MRXLC0yTGDeURzHtQaA+WSiLQuZ6wSbvyKtP4iad3paqzC2o4UljRV4/zuBs/9uZZH846S3rAo5erPqdra3j/EoxqSORG96Ii53K5VnrR2jOhdwCOSVnESboKeH8zlMetrbvt0i5wv6B98iEfqByXC9Xr6wR5daO6f7dfeXkx/Iq16ueF1XhWLhLI70Fw8adO2e1jTBNrrCx+y2b3LrSKtdd0pBwsDv/Yu5rq0l099HtPrOFlduM7OkO5+xPaIUZWFSFjN0e5DHxb7NXC73/wI/U7tzOy7H8Sux/71Ye+3ti5pnBELBIq0hMwg6UwWf/OjZ/J/f/jFa5XTHQiZy7x08yJ86EVrAeg/ft797cfx+OFzZS4VIYQQA6/BTVBxQ9OEa4SdNXGYFXNUl5RSOfXQb7RKWA9K5b5yh9ywqN5xOqTFL9ZWxFje29W77JeuaEFPS03eF9Ic2WM99ZDCRhi7A8Um5y9p8LUPZ5HW+QIZg12//rDqfejvbqe7SiG6Z7LSl2jkpx16VbUQAms66nD+kkY0OAzm/V4ve1SgQVtdEq11CXQ1VmFpczXWtDvP2FNH0npHDobFkNnsh1UJcBarD6VIC+W+VNsHxbxlxueDA7frZi9LmMRhpcIuEDtF0malVETS6u9uNeJU6vWdKVywtBE7VrWEfODk3JepHu7UKfytI7boc/N29j2rfIcB9YMeFeYkiPZ9e52//dob3ydubUJCuka0FnjNOzwYCcPihiosba5BZ32V0rrDLwUibYB1Vajus/WdKZzX1ZD/22/iS9VsHXudSjkz9y1FWkJmkFvuP4hdJ4cA6FEnL9+yuMwlImRm+NPLl+MN25cCAMansnjr1x7BobMjZS4VIYQQwFtsKmFAKgD3xGHmQVRWqgfAfosTZoC52kHAMosBTtXldjxDkPRTItdiWz4LHsWoe3P6Xz/mEAG8ur0O1fGoLwFxTUcddqxsweWrWi3X003bMHyM/frDqnArmyEctKWS2NxltWVIZ93FDQOn6y1c/ppJnLLdV8UjuHRFCy5Y2gShmLJu3UfhMvt0eL+ilB/ynrR2wUgRFWxut+oIQqOtqs8vWkTUqbmPNEdahxWxCvo9HzflTIm0rpG0dluCgr9zicNcbhin+zAa0dDVWK33I4FKrKMF7MtqkwqR1sXH2b58Ub1apPX70HBTV33+/lvTYf2eUbVZc5UWJu9UWy/Yt3frxuz3dVBfZTeEENjS3YCLljUhGQvfX9jbjquliR+RVnE+9j7Bj2/txcuasbpNJdJa/85Kfw/8gkKRlpAZ4uTAOD6TSxYW1QQ+/vKNRRu/E1KpCCHwdy/dgOvWtQEAzo5M4k1ffRh9I5NlLhkhhBABPdEWoE725JX8qKhju9gdZBwiaf1HFgYv97rOlOegyun45kikAtHJwx/Vsn/Xz4q7FnqEov99iHy5rdsYlhJ+99Rcm0BTTdyXH3EqGcuL5UHcDuwRgU6XcVFDFdZ3pvJ/97TU5AVMQBfh/NgsOLUTi91BCW6dILtQ2wTY/g44wi/w4CyhSOtkSaES4MximKru3SJpdbsDge0rmrGmow4bFrknASzY3vT/kYm0Zb9hcJq+7oZbf3Z+d2Po62IX6ywzAkxnLuEv+tKOH40qzBhYBOzLUorZHUa7MDDf9WZHgobquKX9betpQlUsgg2L9H7E3J/UJaNY35nCFpt9SV0yhhvWt+P69e2ojlsFY686KvQ49xFJK93tYjpt9g9D4+mCdUphGVSMvlG4pfO+VGXtbqq2/K2avVFoqeBd3o76JDSt0OfaXgYJRtISMmeQUuJvfvQ0hnNf8n+yYxlWuUw9ImQ+ENEEPvtH52Nzl/7D+MCZEbz1aw9jdLLwRwEhhJDZZUt3Ay5d0YJtPU0Fn5X6GXLWxfPTHOmi2x2Ej+4ppd2BGaejW71IbYM3Tb1chZs8aD71MHatUU1AeNSLypPPXuoaxdRhP1ij9DTLO6BHuF69ti0/pd7u3eiG3R817wNsK3xHKqmMfjPa3kQ64+t4zgJVaW+YIPefal0/fq9un9mjz0qZHKchZ/OmEmTtD2jMZVN5uLpHCOufpZIxrO1IFQhUXph3/aQpKVSpfK/9eNK69XtLmqtx48aOUJHCbpGDwtbfFNgd+Ig69NPneVVjQ3UcV65uLfwgQPXXKDzFIy6etObvKfu9vrihCjds6Mgn+17eWotNi+uxfXkzrlnbjlXtdfnZAGYML2c7Ku92c29mv/TGveFkvaM6H1VZ1pnE5VqVHUQJ7vVi7pGCxGEuu7Kvu6ylBhttD2NUkbTFiMgqu4MLc7+hIprA4oYqirSEzBV++tQJ3LGzFwDQ3VSFm65bVeYSETI7VMej+O83XYjuJv3HyGOH+/Fn33gU41P+BkSEEEJmBiPpljpCrfhBhtXb0Hk9e1RXzIdg6ETYcnuJn077tdRdEZG0btFPbr63ftA0b8nk0pUtWN5SqxZFctQkIqHKYBb4DF3KnLSlrc7qX+sk6MciGrYuabQss1fb+d36536j7YzrqoooU+FnmrSzoB8gmjmAEuWUcMuMq3+o4lB+/FLDsHFxfb49FESWClEoDpv+VPVTeesExbHsywrFH4Hty5sdy+p0vUr1AMvPAyU/0ZZh+jw/ArGOwpM297cxE0NdMO89V3mIyxEhlHlbgp6uOeLV2K+5nZkf0Ji9h73qPqIJLG+ttSRODHKP97TU4Jq1bRbbFavdgTryOhmLoNPBhiErpWdivxWttWipTSARjWBVe6F3bGlE2vDb2qvQzVYjogmsbKtFMhbB9uXNOK+rwZd/tqp8bXX6dVT505o91lWJ9BY1VOGylS24eo3+sNFPtHlQKNISUmL6Ribx0R8/m//7n19xXsGUB0LmMy21CXztzRehpVZ/wnzv82fwrlsfx1Qx2UEIIYTMGKUYYjSZkiK5edTZo7pUU3hVQsTyFsUAU7Ge228uvwlDnDQNtwFtkMGumw2r+ZS8oqhURBVen3ZSyRg2ddVbElnZN/FbV+5l0cu/flEKV61uw/Xr2y0iB2D1/zToaqzG5ataCpZL2zqNuUg2e9mdIkH9+IKa8ZfZ3kHQnyGLM9Vu7eV0EzpU91ZshkLSzcJcQSSt0Nup+f73iuDNWyf4qFr7Ojco2p5lfcdjeh/LD+bzXKyIqgSgjMz0Ux6vpNR+I2mBwrZkNI2Ni63ip9s+VKxsqy2I5EzYEiaq7qWg1V/ocSrQUK2uH/NtEsqOIeD6dcmYZYaCWWB1ShwGABcta3J8oHZ6aML1mBFN4LKVLbhxY4eyHkrRT5Uq2hywJpJU7XfDonq8YEOH671sR/UQbOvSBmxaXI/LVlof3CRjEWzrmX44aK8fo5201Cby15KRtITMAf7hp8/hbM6H8w+3dWGH4kcmIfOd5a21+PpbLkYqZ+L/q+dO4QPfe1I5GCOEEFJeSjHG2rKkAbWJKJprEuh2ibqyR3WpPWmtf6eqYljbWWgbpZqKu2Nl4e+ujYvr0VaXxKW5AZnXN5FTZKNZZLCvEdH8C0hukYte0YReaFphhKIfnM45qOWC2c/TLMLUV8eUAnpGcYC1HXWoS8ZQFZ8W+WoTUYv4mFIkCTJwOns/U7ct6zvUo0Xccdg2yCUIcv+phIvGGqv44nbNlHYJmkBdrj57mmsKV1DgFN1nxizSFgrp+ru5jr3E4ul9OEfZ5vdvW+BlE+AsNLlfHL/3qBACV61uw8bF9flM8+Zjbl3SiDqFp6pbOavjUXQ3Vecjyt2O7fiZ2ZNWqhKe6dckEY2g3UEY81MDyVgEmxZbp6ZbZw04RTIX9+UU0QQaq9Xit3lGQ5i+NkzRnPpZL7FcFTE6NpXBo4fO+T62Mgq/BGpgMZfI3leZx4lhvseAwocdqvIlohEsb60tuOeWNldbHlD6sX4pJnGaExRpCSkhd+3qxQ8fPwYAaK1L4MMvWl/mEhFSPtYvSuFrb7kINblB1v89cRx/86OnXSM8CCGEzD6lSGxaHY/i2nXt2LGqxXVgYxco/dgvrGqrVYq59ihcIQSq4pGCac0rWmuxfUWzMrGMCqfqqDMJg06JgZwG4YsaqlCVm7pqnk6pOHr+f2G+LaNauCnRTpsEfbhqXt9PZKDd7iBVNR1t1lKbQFdjNVLJGC5aZvVSNte/b0/WgBXq3Iynd+R0qCC+rkEipu3HW9uRyk/dNTDfY/b7y6lU25e34IKljVi/yDli0kxHKunZb5hFdqcEguZL4iV2uEXSqhKTBcGPtYWKIEJSfXUMK1pr84LbFatb0dVYhUuWNxckQPJTzqaaGLYuaUS9Q6SomQt7mtCRSuKKVc4WJ6okSJZkiQ7b+e1v3NqLY5I+X3t2JqLpXrVGtLHZesXcV4XRA8MkebQ8lDBHkTt8nzh9rsJrHVXUbLk9ae2zLM3CeVhv7AttvvtB9mI/Fzd/fYOe5ppQXtGu5Sjp3ghZwPSNTOKDP3gq//c/vGyDry9NQuYz5y9pxJffeGE+mubWh47gwz96xteXHiGEkPmHryznthGKL49YTA/GvMQjr4eFTtvXxJ0jab2mYjdUxXDDho4CsdGONXFY8O9KTeH1WQxu/rkqlpjEptY6NzFax7z3xQ1VBSLSBUsbcfXatoKIJ/cEM+rlg+NTnuWx4ieSVr1OEOHCy6/TCU0IrOkojDDvSCWRqoohohX6sDq17ap4BF2N1b4F4/qqGC5xacuaEJZI6uq49RyN62n+PWgXOuwJ7tw8aVXHD4LTdfR6SFGMQFVfFcMFS5scI1RVmK9fkJ/SixqqcPHy5rxFyPT+pv+vShxm7ouL9e11e2DgdM8W+/zQOJ9Lljfj4mXNlkRTRdsdhChbT3M1ElENQgiLmOj1oMnP96ZXv68SPUthVWDfhz1i2o3hCas/eLoEkbSqh7d+sR/SbCWyORcBbyca0XD9unbcuLHD93E8y1GyPRGygJFS4kP/+3TeF+almxfhxo2dZS4VIZXB9hXN+OLrLsj7K/3Pg4fx/u89iTQ9agkhZMHhZ+DlNzLSLigZqxUbHeSUaMQ8yHWanup0ZL/jRPOAMszEk6gmoIWIpi1VJO2ajjosba7BhT1NvqKLLljaCEC/xhsX1/v2/XWN8HPYhXn7tR2p/LRzJ/wE5DqtY88y74ZdjKxzsXKwRJq5TBG/anUrXrChA822qO1S2UcmYhraUklHP9RkLGJpy/Yp50aUrUWUsUXZ2yPi3Np0gedtiR5UeCW+nQk/SjesD3GK399iUyKr9YtSBXVstqdxjDb2Gatoj+Q0+7OOOdRzmGhVM8b5JGMRdNRb+/Bi7Q7CEI1ouG5dO25Y326ZaWB/NmL/nvTzvekniVZBpHQpImlth62K+3/oZO8XLNHNIctm3y5In2cXdFvrEtjS3YCtSxrR0+JsBaNpAoloBCta/ff7blCkJaQE/OCxY/jFsycB6E+vP/6yjWUuESGVxdVr2/Cfr78g/wPih48fwzv/5zFLllVCCCHzH9Wg0B7tV5hkyHl/qimjxQ477ULF5q6GvJjohHFe0YiGDkVknN9oHvO5ZiWwLSdUxSMaXrix01NYzJfDLGj6SYDlUGtBJ75Ux6PY0t2ARQ7Jkey0p5LYsbIFV69t8xR1L17WDCH0wbB5eriXH6mBEUXXWB3H6vZaS9SvCqdacxPHNi6ux8bF9ehp9jd9HSgUFS5Y2oSe5hpLJniDrCWxjvM+hRDKqNhSRM4JU5Ss0/7s0cFOyZssQpltX04Cc9CoR3MEvFN0usobGQAm0u4BBaUSg/1iru9S5HlIJWO4ZHkztnQ3YGlTtULsnv5/0Q+gbM3R7PE9YouoDLpvJ9z6vqLtDkKWLRrRCvo6J/scp89V+BJp7ceZgUhaP33Mmo46pJIxbLDZq5gfWNX4TLxufpCg8nsPcoaqRGFLm2t825FsWJTC1WvbAhxRDUVaQorkSN8oPvrjZ/N/f+pVm2lzQIiCa9a245Y3X5if8vbLZ0/hT7/+KMYmKdQSQshCwZ44DEBBpmb7IM9tgGoWI43/FStd2I/W2ZAsGAAXemBO/33Rsia8eFOnbX2/xzZH0kosbqjClatbcfXaNsSjmqsFgiZEvq7M4pGfQbPTKn4iN4uluTZRkPldRWtdAteva8d169osIkZBRneH7XtaanDD+g7sWNkCIUSJosis+1jSVI0VrbVF+TxXxyPY7CB0m6/HbGSkV2FM1wZcRNq49X4xoswSUc1i+WFO0mP+vwrj3lAeUbHwspUtWN6i+1F74WTrsdIjMq7L58OIUmH2s/bj+eyH9lQSS5troGmF94SvSFqfjcougJmjsI12tKajDhFNeE6Z93vvuvVZZo07lI93Se4m9fHD3Nv2af4q7MnaSvGQoVDY9N5mbYcuZtofxKxqr0UyFkEiquG8Ln+2CZcsb0JEE0hVxYp6QAoU/x0nhECdj+8yz3IUvQdCFjCZrMT7v/tk3k/lzZf1YMeqwqzChBCdS1e04JtvvTiflfmePafx2i//DmeGJ8pcMkIIIUB4f0y/+IrqLIjMcV7XHC1obFZsgspC0U8RnWNbZBcNoyF98cyrGSJCQ3U8H3llPzPzfs2CdbREIm1n/fSg1x71VA6q4pGCurXjdr5V8YhvYcLpmknTVbDfLyWJVM29qwIlpUVYCrHvgNuohNOYKVotVaUWJKpihcs3Lq7HjRs70Vk/LWxesLQRQggkYxHL1HsVxvmqzkF1j7bUJrCpq94yrd4JVZ/RXJMo8HC1s6K1Fstban09ZCgFK9tqsbihCosaqgJZavjFPaJT3Xh82x3YGmxXY1X+/jFmCKztSOFFGzuxPCeO2691W10SbXV69L0fFM8E88zGAyi/BL2XV7TWFnigJnx8dztZxhRDwpbwr5i6TEQjuH5dO25Y3+E7GVdzbQI3bujAVatblX12kNKUokpKkYiVIi0hRfCle/fjoYN9APQvzb+6cW2ZS0RI5bN1SSNufdslaM798H38cD9e8YX7sLd3qMwlI4SQhctVa9qwur0Ol/kc/IbFPO1ZlfQIUNkdOA96rFO69fWqTdMkm2u8k1cVel+6lwco9BH1GvD6jqS1rFgoHNm1JPPqZvExYhFpfRzXoYR1yRi2L2/G+d2NlszolUzYMbIqCkuF+RrYE2KFHZ5ftrIFNfEoVrXV5UVolXBYrLAUdJsVrTWW+8m+j3WdKTRUx9Fg85asSfgTWFrrErhhfTuuW9fu+QBnJoU0lSDeUe/dHjRNYFNXPbZ0N5S+UAoimsC2niZc2NM0Iz6qbvssNpLWvl40ouGatW24bl27pa4t3t+2O2pJczW2r2guaG9OuD10tNxLZVbFgrbteFQriJz1E0lrXsVnjkBP7A9yir1PNS14hG80ojmKo0HKM9v2JU5QpCUkJA8f7MO//HI3AD1a4TOv3uL7iQ8hC50Ni+rxvbdvz3u2Hekbwyu/cD/u33umzCUjhJCFSX1VDOs6U76izoohlhuYX7C0EavanERa/x53VlFBH3RXxSM4r6sBXY1Vnl6yy1tqC6aVF0byFh7fyE6fL4fCC89rHyqsdgeqNawLzbu1RtJOD/OCijn2829LJbGkubokEUKzQdhymqfhA/48aQu9JUMdGi21CVy3vh3rTdHKquufmWVhSU901GaJFDW3p1hEw5WrW3Hl6lZsXdKIVFKfcrw4gA1AMhbx1UanPae9I9v9Yuwzq1Bpg2SX9+MHOhdw9TkOuNyO6kFWNKK5fucU+k37PFgOp8R2ACzfP34f0Jgxt4+2uuDbmwksSmqioJ/z0wbN25TqoYf93q0QnXOaAOUpVXTxhkX1RdXv/OhNCJllzgxP4C/+57G84fhfvmANNnp45xBCrCxvrcX/vuMyXNijD6AHx9N4w1cewncfPlLmkhFCCJlJ6pIxdDVWOwoz9rGNPeGMmXh0emVzpvhlLTW4YGmTZ6Zp1TjKT6b42qRVWPCMpPU5XjMLbyqN1izcCSEsgpVzJG2wwWLFDbIDEnZsLISwRF7br7HffZQKlUjbavJwXNzgPzmZQZji2f17ndp6d1M1rl7bhouXN3taUoTC1e7AH+d3Wx/aGPtSJQ4L8nBDlaRtLuLWVxQbqRhGtIoIqxiZ9PAttmN/mGZmZVst1nemcMHSRt+RuWY0TeDyVa1Y15nC+UsaAm9v2VfAqlG1N1+RtEL9HVFKKu1hXpDilKpKVrbVIhkL3yfMj96EkFkkk5W46duP49Sg7qF5/fp2vO2K5WUuFSFzk6aaOL751ovxsi2LAOgD7A/+4Cl86IdPY3yKCcUIIWQ+YEQstdZ5Ww8AiiQqLuuaI0ZLke0c8Deoq7MJeF5Rjb6nBJvOVpXMSFrWtQ4qLUnUTMv9RGlVkj9jsRRT/guWNqK1LoEVrbWWJE1mpE0+N2wgUi5Re2FoS00ff8MiPRikq1H3Il3WUjMjnqR+mClxxxOX29uvMNTdVIVUsjBhlUoQD3KedvuTuYqrSOu03PcDqBD2HJrA+s46NFbHcV5Xg6dHMDAdFdtYHXe9hhFNYFV7Hboagz/sMGiqiWN1e13Rs2mD9llRxcyNWNR7H5aHdzMm0s7IbkMTpDiVIjDPjsM1IfOIz9yxB/ftPQtA/6L/1Ks2V8wNTchcJBGN4DOv3oKe5hrcfOfzAID/efAwnj46gC/88VZ0N4X/8UQIIaT8rOusw6KGpEUccSOI3YFqsBoE1b79/K6zZ3D2Sp5TTOIwM9ZIWuv65igp84POqlgE/R7HtezXV0krlyDlX9ZSgwNnRtCeE3aq4hFcusLdl9ku6G1YVI/WugSafAhIQUjGIrh8VStGJtJ5+wAhRF6wnU3Mp1wukdaIdi1m2CWEQFsqgcHxKQDTDzlUD0SC2B2Y728/PtiVSjhP2pltDyvb6rDSwRpHxZYlDegdnPD9ULASCCrSqq6Tn2huJ3ucUiKzM7Lb0ARpn5Uyi2R+PPIhZJa4a3cv/v3XewHovi//8ccXuHrdEEL8IYTAe69fjS++7oL8wPfpYwN4yb//Fnft6i1z6QghhBSDEAIN1fHQkTv+E4cFx56Z2ut4BsY5ue3Hsr7P8pirSJU4yhzFKSAsgqG5fu0ibU+zHu25vEUdfWkWqeZ68EEQwWPT4npcvqq1IHlcECKaQGd9VUECnVLQVBNHd1N1yaLe1D7Hfjac/u9sto+uxmlvWyMZWbEZ3C3bufjcBhWjr1rThrUdKU8f7ErG7ZTnSoR9IhpBd1P1vM4VY7RX8zWJ+TCpNs828WOP4Jdtuf6zvipWMMuk3ME2QVpt2WYJ2KBIS4hPDp0dwXu/80T+74/93gb60BJSYm7c2IEfv2sH1uYyfg+MTeHNtzyMv//Jc7Q/IISQBUKBJ63LuKnYaKBqhWet3z1evKwJ7akkVrTWekYJ+8+A7r6iPZLWKcLRLF7XJqPY3N2A69a1Y1OX92/XOaLFOBKk/EIINNW4T4u2U2z09lzE8nBgFk9/0+IGrOmow8XLml1F8CBlWtFamxe3tuUE1U2KMV00YGa2+qoY1nTUefpgVzLC5AFrT4ZVLnuNhYDdQsULo7u6fFUL2uqS2Lqk0dcX12R6Osw1VkKLjsUNVXjBhg5csaq14F7cuqQRW7obSnasoAR5uFApDygp0hLig8HxKfzJ1x5B/6g+Neb3t3bhNRd2l7lUhMxPlrXU4IfvuAyv3Lo4v+wr9x3Aiz97L5480l++ghFCCJkV7MOkmYykrY4Xur/5HdQlYxFcsrzZ10N7v/v0WstuS+DkJXteVwOEEKiKRdCdi0Z0y6JuiaT1VdLKZabG2RFNIBGNYEXr3BWrwkbSlssOIx7VsLYjhY76acFQdXwvuxEzyVgE161rx1Vr2tCc8x2ur45h+/LmgmMvRK5a04qNi+uxdWmDZXkyFsGOle5WICQkPu5LYzYEMJ0QraE6ju0rmtHdVG3xRXbyxzaLtKWMpAX09qFpQil0un33zDTlSBxWLPSkJcSDTFbi3bc+jr29wwCA87rq8Y+v2FgxT1oImY9UxSP49Ks2Y/vyZnzsJ89heCKNfadH8Mr/uB/vvGoF3nXtqnmTSZcQQog7bgOnYqMalZG0M/ATz+8uvX5fWm0JgKzJ/88cDdpal8AN69sRi2i+okQttglz/DfuTJX/BRs6oAlRMVNiy0W5x0DKwwcsUlU8gipY7/22VBJrO1I4MTCGxQ1VczoithhSyZjjzID5bCFQVny03/WLUqhJRNBQHVc+QEjGItjS3YDTQxNY15lS7mMyM/2FMZvJ7ubKd0qllJMjXEI8+Oef7cTdu08DANpTCXzpDdv4BUXILCCEwKu2deMX77kclyzXvY4yWYnP/novXv75+7Dr5GCZS0gIIWQ2cE0cFnBKsh3VA78ZEWl97nRRw3TE4NYlXt6WwuJba9cOk7GIb0HREpE7x0eIMzXM9it4VzJBp1Xnt6ugxHJBomaDsqajDletacOqdv+Jqoh/VuUSgJmjQgnQUpPIz+pw8seORTSsbKtDS61zQrSlzTXY1tPkK3J1NoNd5kq3SZGWkDnAdx4+jC//9gAAIBnT8KU3bMtnfyWEzA5djdX4n7degr99yfr8U99njw/ixZ/9Lf7pZzsxMpEucwkJIYSUEnuSJLekSbEQkbTblzejuSbhmOBnJgZqfneZiEZwzdo2bF/RbEmaZNBYM52szCzoAsWV2yzdzaQINhuU8vqt60xBEwIbFs2PPBSh7Q5M/68QHcNCJZaJFLJ+UQov2NCBzWX0KK1ENE3g6jWtuHZdOxY1FPb7pcLsvWy2EJlp5sp3SqX0IxRpCXHggX1n8Tc/eib/96detRnndTWUr0CELGA0TeAtO5bhtndfnv9hl8lK/Nc9+3H9v/4Gv3jmpDILNiGEkLnBhabs0PUOfnoqoiGigdpSSexY1YKuRnXWabPIV6qp3UH2UpeMoa0uqTz24oYqrGitRVdjdcGU1mKiPGUlhUoWSSkH2qvb6/DiTZ1zOmnSmo7pqNDWOucoPDekxbO4vA1E1czneJOdM1SVYDYpZ6SqiUY01M6wd2tPcw3O727E5ata5/V1uLCnCZoQ6KyvCnSelSLS0pOWEAXPHR/E277+CKYy+g+Sm65dhZect6jMpSKErGyrxQ/evh1ff+AQ/vVXezA8kcbxgXG8/ZuP4uo1rfjQi9ZxihohhMxBFuWyQyeiGrIBnrlFZ2AeZaUM1JxwSlRWVCTtPPKkLbVnqlsk91xgVVsdYjkBKGwCn0qPpCWzg6YJXLWmDXfv7i13UUgINE1gSbP64WQp2bS4Hof6RrFhkdobd6ZZ1FCFtrpE4Ie4xdonlYrKKAUhFcSRvlG88asPYSg3hfplWxbhpmtXlblUhBCDaETDW3Yswx3vuxIvPq8zv/yu3afxgs/cg7/+36fQOzhexhISQggJQzIWgRDB4vRKnaHazlzSo4qpCrMIN8c1SWIjogmsaK0tyrKtoiYrqSJpqRzPGvVVsbx/6mwmnyJzh+Wttbh6TRva6nJ9ThluT78C7eWrWtFUE8fGxfUV4znOu4oQE2eHJ/CGrzyE00MTAIDLV7XgX/5g85x/gk7IfKSjPonPv3YrvvaWi7C8RU9AkJXArQ8dwVWfuhv/9qs99KslhJB5jqYJNFTrPq2lmpJumfk/h34CFhMB22ES8JxsIMhCpnJUWtVjnDl0m84LLlvZjPWdKVy+qrXcRSFzgJr4tOVAd1Nlfb801cRx+apWrGitHEsb2h0QkmNkIo233PIwDpwZAaCH6f/H6y5AnE8ICalorlzdil++9wp8+6HD+Mwdz+PsyCRGJzO4+c7n8a0HD+PPr1qBP754ybz2XiKEkPlEUK1x+/Jm9I9NotUl63UQZAUJUkEoRqTtaqzC2FQGWSnRMwvTYcncIpWM4fSwHsRSHS/v7ylVM59LD1PmA9XxKO3FiG+iEQ2Xr2pF38gkllSYSFuJUH0iBMBkOos//9ZjePLoAACgp7kaX33zhTNu3k0IKQ2xiIbXb+/B3X95Ff7i6pVIxvSvtzPDE/iHnz6HHZ+8C1++dz9GJxlZSwghlU7QqcvxqOaYaKvossyhGL1ipmoKIbC6vQ5rO1KcOk4K2NzdgJp4FE01cfQ015S7OAXMpfuUkIVIU00cK9tqGQDnA9YQWfBkshJ/+f0ncc+e0wCAltoEvv6Wi9FSomgMQsjsUZeM4QMvWIO7P3A1Xr2tOz9gPTM8gY/fthPb//nX+MTPd+HEwFiZS0oIIaRSmbN2BwvYnsv43c4Ai5mhJhHFdevbcfmq1rK3s4XbygkhCwGKtGRBk81K/NUPnsL/PXEcgP7D7pY3XzgrWQ8JITNHR30Sn/yD83DX+6/Cq7d157N/D4xN4Yu/2YfLP3kXbvr243j88DnIisqGQQghpNxYRNryFSMwC1ijxbaeRmzpbsBlK1vKXRQyw6givefSwxRCCHGDIi1ZsGSzEh/+0dP4/qNHAQDJmIYvvWEbNi6uL3PJCCGlYklztS7WfuAqvOnSnryPWjor8X9PHMcrvnA/bvzMvfjKbw/g3MhkmUtLCCFkPrG5qwEAkIhG0JhLbjaTLOQp34loBEuba+g/vwBYuK2cELIQ4HwQsiCRUuKjP3kWtz50BIDuZfalN2zD9hXNZS4ZIWQm6G6qxkd/bwPee/1qfOfhw7jlvoM4PjAOANh9agh//9Pn8Imf78L1G9rx6m3duHRFM6IRPsckhJCFiDlxWDERekubq1GbjKI2EZ2VKeILOZKWLByYOIwQMp+hSEsWHHoE7TO49aHDAIBYROA/X3cBLl/VWuaSEUJmmvqqGN52xQq85bJl+NVzp/Dth4/gnudPQ0pgMpPFbU+dwG1PnUBTTRwv2NCOGzd24tIVzYhRsCWEkAWD1QWnuGRcs5rjgEIVWQAs5IhxQsj8hyItWVCkM1l88PtP4X8fPwZAF2g//9qtuHptW5lLRgiZTaIRDS/c1IkXburEsf4xfP+Ro/juI0dwrF9PKNY3MolbHzqCWx86gvqqGK5f344XbOjAjpUtqIpzKiUhhMw0q9vrcPDMCDZ10YbKLxrDCckChcItIWS+QJGWLBimMlm859tP4LanTwDQLQ7+83UXUKAlZIGzuKEKN123Cu+6ZiXu33cWP3nyOH753En0j04B0JONff/Ro/j+o0eRiGrYsbIF161vx7Vr29CWSpa59IQQMj9Z15nC2o46ZZKgmaY9lcS+08MAgOWtNbN+/LBQpiILAtodEELmMRRpyYJgIp3BO7/1OO7YeQoAUBWL4Mtv3MYMsISQPJomsGNVC3asasHHMxvx4P4+/OyZE/jlMydxNpdUbCKdxZ27enHnrl4AwOauely3rh3XrmvHus7yiAmEEDJfKVef2lqXwOauBkyks1jZWluWMoSB30FkIaD0pJ39YhBCyIxAkZbMewbGpvC2rz+CBw/0AQBqE1F85U0X4qJlTWUuGSGkUolFtLxg+w8v24iHD/bhzp2ncMfOXhw4M5Jf78mjA3jy6AA+/as9WNxQhevWteHade24eHkTElHaIhBCyFylp2VuRNC21CZwZngCAFBNOx6yAFAJsnxAQQiZL1CkJfOaEwNjeONXHsKeU/qUtVQyiq+95SKcv6SxzCUjhMwVIprAJcubccnyZnz4xeux7/Qw7njuFO7YeQqPHjqHbC7BzLH+MXztgUP42gOHUJuI4orVLXqU7dp21FfHynsShBBC5iVblzRi96khNNfEkYxRpCXzHwqyhJD5DEVaMm/ZfXIIb/rqQzgxMA4A6KxP4mtvuQir2+vKXDJCyFxmRWstVlxZiz+7cgX6RiZx165e3LnrFH6z+zRGJjMAgOGJNH729En87OmTiEc13LihA6++sBvblzdD0zi4IIQQUhqq4hFs6W4odzEIKSv8ZUUImS9QpCXzkgf2ncXbvvEIhsbTAIA17XW45S0XorO+qswlI4TMJ5pq4vj9C7rw+xd0YSKdwYP7+3DHzlO4c2cvjvWPAQAm01n8+Mnj+PGTx9HdVIU/vKAbr714CZprE2UuPSGEEELI3EJtdzDrxSCEkBmBIi2ZV0gp8Y3fHcLf/+Q5pHNzkC9Z3oT/fP021FdxujEhZOZIRCO4YnUrrljdio/9nsTOE0P4xTMn8P1Hj+J4LqL/SN8YPv2rPfjcXXvxyq1d+JMdy7Cybe4kpSGEEEIIKSexiFbuIhBCyIxBkZbMGybSGfztj57Fdx45kl/20s2L8KlXnccEPoSQWUUIgfWLUli/KIWbrluN3+49g+8+fAS3P3cSUxmJiXQWtz50GLc+dBjXrm3DO65eiQuW0iubEEIIIcSNeFRDTTyKkcl0fhl9agkh8wWKtGRecKRvFO+69XE8caQfgD7l5QM3rME7rlrBL21CSFmJaAJXrm7FlatbcWZ4At/83SF844FDODsyCQC4c1cv7tzViytWt+K9161iYkNCCCGEEBd6Wmrw7PGBcheDEEJKDkVaMuf5xTMn8cHvP4nBnP9sXSKKm/9oC65Z217mkhFCiJWW2gTec91qvP3KFfjh48fw5Xv3Y9/pEQDAPXtO4549p3HVmla87/rVOK+robyFJYQQQgipQCJMwkoImadQpCVzlol0Bv/8s1245f6D+WVr2uvwhddtxYpWejwSQiqXZCyCP7poCV69rRs/f+Ykbr5zD/acGgYA3L37NO7efRov3tSJD7xgDZa11JS5tIQQQgghlQM1WkLIfIUiLZmT7D45hPd99wk8e3wwv+yPLurG375kA6ri9J8lhMwNNE3gxed14oUbO3Db0ydw853PY2+vLtbe9vQJ/OLZk3jNhd246dpVaEsly1xaQgghhJDyo9HOjhAyT6FIS+YUk+ksvnD3Xnz+rr2YykgAQE08gn965Sa8bMviMpeOEELCoWkCL928CC/a1IkfP3kMn759D46eG0MmK/GtBw/jfx87hj/ZsQxvu3I5UslYuYtLCCGEEFI2NIbSEkLmKRRpyZzhkYN9+PAPn8HuU0P5Zed11ePm15zP6cCEkHlBRBN4xfldeNGmTnzrd4fx779+HudGpzA2lcHn7tqLbz14CO+8eiVev30pElHOGiCEEELIwoMaLSFkvkKRllQ8x/vH8Imf78KPnzyeX5aIanjf9avxJzuWIRrRylg6QggpPYloBG/ZsQyv2taFL92zH1+69wDGpjI4NzqFj9+2E1+97yDed/1qvPz8xUyeQQghhJAFRYR2B4SQeQpFWlKxnBuZxJd/ux///dsDGJ/K5pdftKwJn3jlJixncjBCyDynLhnD+25Yg9dtX4rP3vk8vv3QEaSzEsf6x/D+7z2JL927H++9fjWuX9fOqX+EEEIIWRAIirSEkHkKRVpScZwZnsCX7t2PbzxwCKOTmfzyzvok/vpF6/DS8zr5xUwIWVC01SXx8Zdvwp/sWI5P3b4btz11AgCw6+QQ/uwbj2JlWy3efuUKvGzLIsQ4u4AQQggh8xjOIiKEzFco0pKK4amj/bjl/oP46ZMnMJmZjpytjkfw1h3L8ParVqA6ziZLCFm4LGupwedfuxV/dkU/PvmLXbhv71kAwN7eYXzge0/iX2/frdskXNCN+momGCOEEELI/IMaLSFkvkLFi5SVM8MTuO2pE/jfx4/hySP9ls9q4hG88dIevPXy5WiqiZengIQQUoGc19WAb731Ejx8sA//cfc+/HpXLwDg+MA4Pn7bTvzLL3fjJectwmsv7sbWJY2cfUAIIYSQeQMtnggh8xWKtGTWOXx2FHfv6cUdO3tx394zyGSl5fP2VAJ/fPFSvGH7UjRUU5wlhBAnLuxpwoVvasLOE4P44m/24SdPHkdWAhPpLH7w2FH84LGjWNxQhRdu7MALN3Xi/O4GDmwIIYQQMqfR+PCZEDJPoUhLZhQpJQ73jeKRg+fw6OFz+N3+s9h/ekS57kXLmvCG7Uvxgg0d9FQkhJAArOtM4ebXnI+/fMEafOfhI/jOw0fQOzQBADjWP4Yv//YAvvzbA+hIJXHF6hZcsrwZ21c0o7O+qswlJ4QQQggJRoQiLSFknkKRlpSMofEp7Ds9gudPDWFv7zD2nBrC08cGcGZ40nGb1e21eNmWxfi9zYvQ3VQ9i6UlhJD5R1djNd5/wxq8+9pVuHNnL37y1HH8emcvxqb0JIwnB8fx3UeO4ruPHAWgJ2Rc35nC+kUpbFiUwpqOFLoaq/igjBBCCCEVCzVaQsh8hSIt8UU2K9E3OokT/eM41j+Ko+fGcKx/TH/P/X9gbMpzP1WxCC5Z3oSr1rThqjWtWNpcMwulJ4SQhUUsouHGjR24cWMHxiYz+M2eXvzs6ZO4a3cvhsbT+fVODIzjxMA47sx52gJ6xuSuxir0NNdgaXM1OuqTaK9Loj2VRHsqgfb6JOoSUfrcknmHEKILwN8DuBFAM4ATAH4E4GNSynM+tm8G8AoALwawCcBiAJMAngbwVQBflVJmnfdACCHEDxFaNxFC5ikUaRc4Ukr0j07h1NA4Tg1O4NTgOHoH9f/35pb1Do6jd2gCaZt3rB8W1Sdx/tJGbFvaiAuWNmJdZ4oRWoQQMotUxSO4cWMnbtzYiUxW4rnjg3hg/xk8dKAPzxwbxMnBccv6mazEobOjOHR21HmfsQjaUwm01SXRWpdAS208956wvDfXxpGIRmb6FCuabFZiaDyN/rFJDIxNoX90CmNTGaQzElOZLKYyWaSzxv8lGqtjeOXWrnIXe8EhhFgB4H4AbQD+D8AuABcBuAnAjUKIy6SUZz128yoA/wFd3L0LwGEA7QBeCeDLAF4ohHiVlDL4DypCCCF56ElLCJmvUKSdp0gpMTiexmmT+JoXYS2C7AQmM8UFddQloljcWIXFDVXoaanB6vZarGyrw8q2WtRXxUp0RoQQQoologls6qrHpq56vO2KFQCAs8MT2HliCM8eH8C+08M4eHYUB8+M5D1tVYxNZfT1XIRcg1QyahFu86/c34bQ21QTr9jIGCklxqeyFqG1f3QKg2NTlmUDY9Mv4+/B8SkEkeTWdaYo0paHL0AXaN8tpfx3Y6EQ4l8BvBfAPwJ4u8c+9gD4PQC3mSNmhRAfAvAQgN+HLtj+oLRFJ4SQhUWF/lwghJCiWTAi7eOHz+Gff7YLEU0gGhGIagLRiIZYRCCiaYhpAsl4BNWxCKrjEVQnoqiOR1AVi6A6nvt/PJJflsy/NCRjkRmNDs1mJYYn0xgaT2NwTB8UDub+f250EmeGJ3FmeAJnhydwZngy/16s+AoAyZimT3GtS6ItlUBHKpkXZBc3VqGrsZpCLCGEzGGaaxPYsSqBHataLMtHJ9M40jeWe8inz6g4NTiOkwPjODU0gVMD4zgz7D3LYnA8jcHxNPY5JI000IReltbaBBprYqiviqG+Kp57118N1fp7XTKKZCyCeERDIqYhHtEQj2rQhICELqoCgFGyTEZibCqD0ckMxnPvY1MZjE2mMTqZ0SNdc6Jq/9gkBvL/z4muo1Ml+U71w9QsHYdMI4RYDuAGAAcBfN728d8BeBuA1wsh3i+ldGzIUspfOyw/KYT4InSh9ypQpCWEkKKg5RIhZL6yYETac6OTeOhg34ztP6oJi3BbZfp/IhrxNDfPZCUm0lmMT2Uwkc5iIp3BxFQWY1MZDE+kA0Xh+CEe0dCWSuQ9BtvMfoPGshR9BwkhZKFSHY9iTUcd1nTUOa6TzUoMjE3h9PAEzgxN4PTwBE7n3s8MTVqW941MIuMi6GYl9G1dInjnCnWJKFImUdl4N0Tn6rj+cDcaEYjn3mO5B8d1ST74LAPX5N5vt3vGSimHhBD3QRdxLwFwZ8hjGMb9ade1TAghDoY8lgFDsgkhhBBC5hALRqSVUhcm09ksQlirepLOSgxPpDE84fu394xQl4iiuTaOllrdC1AXXPWppHkRti6JhuoYxVdCCCFFoWkCjTVxNNbEsbrdWcwFphNQnskJub2DJlE39+odGsfpoQkMjpf3uxQA4lENDQqBtVB4NUf6xpFKRhGl9/pcY03ufY/D589DF2lXI4RIK4SIAnhD7s9fBNh0adBjEUIIIYSQucuCEWmvXdeOPf/4QgD6QDGdlUhn9SQdmVzCjrFJYwqkPv1xZGL6/8ZnxlRJ4zU2lcH4VNa0LIvxtL7++FQG4+ksJtPeUxeFAJLRCBIxDYmobqGQiOpRuKmqKOoSMaSqokglY0jlpnqmkvog0RBkW2oTSMYWdoIWQgghlYmmCbTU6t60azvc181kJYbG1R6vA2NTGBpPYzI360R/179rZc7gQEDkZ7AIoU+LNOyMdGujKKriGqriUVTFIqhLRnOC7LQQy+/TBUV97n3A4XNjeUPI/X8CwEYAP5NS/jLkPgghhJhoTyVxanAcS5qqy10UQggpGQtGpDWjaQJxTSCO8kS62JP6Sjk9iCSEEEIWOhFNoKE6jobqeLmLQggAGD/QAs/FEkK8G8D7AewC8PqAmx8KejwbXQD4tIEQMi/ZtrQRfaOTaKlJlLsohBBSMhakSFtu7GIstVlCCCGEkLJhRMrWO3yesq3nCyHEOwHcDOA5ANdKKQMlR5BS9gRZX3H8g6BlAiFknhKNaGirS5a7GIQQUlJomkYIIYQQQhYyu3Pvqx0+X5V7d/KsLUAI8R4AnwPwDICrpZQnQ5eOEEIIIYQsCCjSEkIIIYSQhcxdufcbhBCW38ZCiDoAlwEYA/A7PzsTQvwVgH8D8AR0gba3dEUlhBBCCCHzFYq0hBBCCCFkwSKl3AfgdgA9AN5p+/hjAGoAfF1KOQIAQoiYEGKtEGKFfV9CiI9ATxT2KHSLgzMzWXZCCCGEEDJ/oCctIYQQQghZ6LwDwP0APiuEuBbATgAXA7gaus3Bh03rLs59fgi6sAsAEEK8EcDfA8gAuBfAuxVJYQ9KKW+ZkTMghBBCCCFzGiFl4ES1pTmwEOMAEgAQiUTQ1dVVlnIQQgghhCwkjh49ikwmY/w5IaVk5hUAQohu6CLrjQCaAZwA8CMAHzMn/RJC9AA4AOCQObmXEOKjAP7O4zC/kVJeVcJiO8Lf2oQQQgghs08xv7XLKdKmAUTKcnBCCCGEEAIAGSklZ1bNQ/hbmxBCCCGk7AT6rU1PWkIIIYQQQuYfFGgJIYQQQuYQ5YycGIGeiAEA0gBOzsIxuzD9gzUD4OgsHHOuwLpxhnWjhvXiDOvGGdaNM6wbZ1g3zoSpmw5M/wYcmYlCkYpAAjCb4h4qV0HIjML+cWHA6zz/4TVeGPA6LwxC/9Yum0grpayf7WMKIQ4CWJr786jZR2yhw7pxhnWjhvXiDOvGGdaNM6wbZ1g3zrBuiAuHMd02DrFtzE/YBywMeJ3nP7zGCwNeZ+IF7Q4IIYQQQgghhBBCCCGkjFCkJYQQQgghhBBCCCGEkDJCkZYQQgghhBBCCCGEEELKCEVaQgghhBBCCCGEEEIIKSMUaQkhhBBCCCGEEEIIIaSMUKQlhBBCCCGEEEIIIYSQMkKRlhBCCCGEEEIIIYQQQsoIRVpCCCGEEEIIIYQQQggpIxRpCSGEEEIIIYQQQgghpIxQpCWEEEIIIYQQQgghhJAyQpGWEEIIIYQQQgghhBBCyghFWkIIIYQQQgghhBBCCCkjFGkJIYQQQgghhBBCCCGkjFCkJYQQQgghhBBCCCGEkDJCkZYQQgghhBBCCCGEEELKiJBSlrsMhBBCCCGEEEIIIYQQsmBhJC0hhBBCCCGEEEIIIYSUEYq0hBBCCCGEEEIIIYQQUkYo0hJCCCGEEEIIIYQQQkgZoUhLCCGEEEIIIYQQQgghZYQiLSGEEEIIIYQQQgghhJQRirSEEEIIIYQQQgghhBBSRijSEkIIIYQQQgghhBBCSBmpOJFWCNElhPiKEOK4EGJCCHFQCPEZIUSjz+2bhRBvFUL8UAixVwgxJoQYEEL8VgjxJ0IIx3MWQlwqhPiZEKJPCDEqhHhKCPEeIUTEZZs3CiEeEkIM545ztxDiJWHO3eO8Zr1ehBCrhBB/JYT4tRDiiBBiUghxSgjxf0KIqx2O8yYhhHR5vb3YulAcsxx10+Nxnt92Od6stJncscpRN7d41I0UQtxp22bOtZvcPj4phLgzd3+M5fqOx4UQfyeEaHbZrmL7mtyxZr1uxALpb3L7CFo3C6K/ye0jaN1UfH9TinpR7PP1pvK+1WW9iu5ryMwxE+2OzAwi5NiF9/fcx09fzus8dxFCXC6E+IEQ4kSuHz4hhLhdCPEixbq8znMQIcSLc9f0aK7v3i+E+J4QYrvD+rzOxBMhpSx3GfIIIVYAuB9AG4D/A7ALwEUArgawG8BlUsqzHvt4O4D/AHACwF0ADgNoB/BKAPUAfgDgVdJ24kKIl+U+GwfwHQB9AF4KYA2A70spX6U41qcAvB/AUQDfBxAH8BoATQDeJaX8XOBKUJ9TWepF6AP/VwN4DsBvodfJGgC/ByAC4CYp5Wdtx3kTgK/myvmEoig/lVI+4vvkPShj3fQAOADgSQA/Uuz2GSnl9xXHmpU2kztWuerm5QC2OOzy9QCWA/hLKeWnTNu8CXOs3eT2MwngMej3SC+AGgCXANgG4DiAS6SUR2zbVGxfkztWWepmofQ3uf0ErZseLID+JrefoHXzclRwf1OqerHtsxvA09Dvi1oAfyql/LJivYrua8jMMRPtjswcIX9r8f6e4/jpy3md5y5CiL8B8A8AzgD4KfT7uwXA+QDuklJ+0LQur/McRAjxSQAfBHAW+u/zMwBWQh+7RAG8QUr5TdP6vM7EH1LKinkB+CUACb3BmZf/a275F33s4xrojV2zLe+A/qNHAvh922cp6IPBCQDbTMuT0H/kSgCvsW1zaW75XgCNpuU90G/UcQA9c7xe3gTgfMW+rgQwmauvTsU2EsCb5nmb6cktvyVAWWetzZSzblz21QBgNNduWuZ6u8mtn3RY/o+5/XzBtryi+5oy182C6G9C1s2C6G/C1I3LfiqivylVvZi2EwDuALAPwL/k9vFWxXoV39fwNXfaHV8zfr0C/dbi/T33X376cl7nufsC8KrcdfgVgDrF5zFe57n9yvXPGQAnAbTZPrs6d3328zrzFeZV9gLkC6JHu0jo0UL2Hyl1AIYBjACoKeIYH8od499ty9+SW/41xTbX5D77jW3513PL36zY5u9zn31sLteLxza3w1nYna3BbznbTA+Ciyaz0mbKXTcu678rt/6tis/mW7vZnDvGr2zLK7avKXfdeGyzUPobp3bD/iZgu6mE/mYm6gXATQCyAK4A8FE4i7QV3dfwNbfaHV9lvZ4Fv7V4f8/9l5++nNd5br6g20nuz/WzrT7W53Wegy8AF+fq+f8cPh8EMMTrzFeYVyV50l6Te79dSpk1fyClHAJwH4Bq6NMewzKVe087HPsXim3ugR6Nc6kQIuFzm5/b1imGctZLMdtsyfmr/H85v6Wu8MVzpBLqZpEQ4s+EEB/KvZ/no7wz3WbM+6mkdvOnuff/cllnvrSbl+ben3I4diX2Neb9lKNu3Fgo/Y1X3Szk/iZou6mE/qak9SKEWAfgEwBullLe4/PYldrXkJljNu5HMnuovv94f89hAvTlvM5zk0sBLAPwMwDncp6lfyWEuMnBp5TXeW7yPPSZfhcJIVrMHwghroD+UPQO02JeZ+KbaLkLYGJN7n2Pw+fPA7gBwGoAdzqs44gQIgrgDbk/7Q3d8dhSyrQQ4gCADdCjE3YKIWoALAYwLKU84VBW5MpaLOWsF6dtlgK4Fnpn4vTj4ibb3xkhxJcBvEdKOR60nA5UQt1cn3uZt7sbwBullIdNy2azzQCVUTfm9bcD2ARgj5TyLpdV52S7EUJ8ALqfWD1078wd0MWkT/g9dgX0Na7lMx1vpurGaft529+EqJsF098U024qqL8pWb3k+txvQJ/6/KFijl0hfQ2ZOWb0+5/MHi6/tXh/z1EC9uW8znOTC3Pvp6B77G8yfyiEuAfAH0gpT+cW8TrPQaSUfUKIv4JuI/ScEOJH0C0IVkD3pP0VgD8zbcLrTHxTSSJtfe59wOFzY3lDyP1/AsBGAD+TUv6yyGPPdFnNlLNeCsg93fkWgASAD0opz9lWOQB9munt0A2u66EPrv8ZekeVAvDakGW1U866GYVuBv8j6FNaAOA86FOWrgZwpxBii5RyZJbKaqei2g2At+Xev+Tw+VxvNx+AnuTD4BfQp1Kftq1XyX3NTB3Pb90UsAD6G791sxD7m9DtBpXT35SyXv4WerKRHVLKsRk49my3GTJz8FrOH5x+a/H+nrsE6ct5necmbbn3t0P/vXEdgAcBLAXwaQAvAPA9AFfl1uN1nqNIKT8jhDgI4CuYnsEF6B6yt0gpe03LeJ2JbyrJ7sALkXuXgTcU4t3Qs+Ltgp7tebaOHbisIZi1ehFCRKA//b0MekbCT9nXkVL+Rkr5OSnlHinlqJTyhJTye9CFhHMA/kgIsTloWUMyY3UjpeyVUv6tlPIxKWV/7nUP9OiUB6FndnxriDLPRpsBZrfd1AP4Q+hTQm5RrTPX242UskNKKaCbyL8S+lPQx4UQW2f62CHXD8us1c1C6G/81s1C7G+KaDdzqb/xVS9CiIugR1x9Wkr5wGweW8FstRkyc4T+/iezR5FjF97fFcgM9OW8zpVJJPcuoEfM3imlHJZSPgvgFdAfDl/pYH2ggte5QhFCfBDA96H/3lwBoAbABdADKr4lhPh/QXaXe+d1JhUl0hpPA+odPk/Z1vOFEOKdAG4G8ByAq6WUfSU4ttf6Xk8+glDOejGvHwHwTejZKr8L4HVSyiAD7iPQvXkA3SS/FFRE3ZiRUqYBfDn3p/k8Z7PN+DnebNbN66D73/2vlPJMkOPNpXYDAFLKU1LKH0IXz5qhG74Xc+x50W4AX3WTZyH1N0CwurFtN6/7GyBU3VRSf1N0vZimxu4B8JEZPPZstxkyc8zY/UhmBx+/tXh/zzFC9uW8znMTY9bXfinlk+YPctHTRlT8Rbl3Xuc5iBDiKgCfBPBjKeX7pJT7cw/+H4Muxh8D8H4hxPLcJrzOxDeVJNLuzr07+Wqsyr07eWwVIIR4D4DPAXgG+o+ck0GPnftSXQbdsH8/AOSmlB4DUCuE6CxFWV0oZ70Y60cB3ArgNQD+B8Brc+JAUIxpqjUhtlVR9rpxoOA8Z7nNAJVVN8b0j//0eywbFd9u7EgpD0EfXG2wmclXcl/jWr5SHc+lbgAsrP7GjlfdODAv+xs7AeqmkvqbUtRLbW77dQDGhRDSeAH4u9w6X8ot+4yfY1dIX0Nmjhm/H8nM4fO3Fu/vuUeYvpzXeW5iXLd+h88NEbfKtj6v89ziJbn3gtwHUspRAA9B19rOzy3mdSa+qSSR1mjgNwghLOUSQtRBn/I6BuB3fnaWM3L+NwBPQP+R0+uy+q9z7zcqPrsCelTO/VLKCZ/bvNC2TjGUs14ghIhDD+N/FfQIptdLKTNBTsDExbn3/a5r+aesdeOCkTHZfp6z1WaACqkbIcTFADZDT+Bzt6+SF1LR7caFRbl38/1SyX0NUN66WVD9jQvKunFh3vU3LrjWTQX2N6WolwkA/+3wejy3zm9zf5unz1Z6X0Nmjtm6H0mJCfBbi/f33CNMX87rPDe5B7rYtir3u9bOxtz7wdw7r/PcJJF7b3X43Fg+mXvndSb+kVJWzAt6+L8E8C7b8n/NLf+iaVkMwFoAKxT7+Uhu/UcANPk4bgp69MwEgG2m5UkA9+f29RrbNpfmlu8F0Gha3gM9s984gJ45Xi8JALfltvkyAM3HNpcrlgkAf53bz2kAqXnQZi4GEFcsvyZ37SWAS8vVZspZN7Zt/zu37fvnW7vJLetQ7FsD8I+5/dxn+6yi+5oy182C6G9C1s2C6G/C1I1tvYrrb0pRLy77/mhuH29VfFbxfQ1fM/cK0u74qowXAvzW4v09v15OfTmv89x9QbfskgA+blt+PYAs9CjbBl7nufuCnv9AAjgJYLHtsxfmrvMYgGZeZ76CvkTuQlcEQogV0BtpG4D/A7AT+uD0auih3JdKKc/m1u2BnjHxkJSyx7SPN0I3b84A+HeofToOSilvsR375dAjuMYBfBtAH4DfA7Amt/wPpa2yhBCfBvA+6Abg3wcQB/Bq6L5575JSfi5ENRRQrnoRQnwVwJsAnAHwBaiNqe+Wpoil3LSdPQAehh6iXw89amMj9Azlr5BS3h7k/N0oY93cDWADgLuhX39Az7Z+Te7/H5FSflxR3llpM7ljle1+ym2bAnAcuvCwWLr4Q87RdvMeAP8C/Yn5Puhflu0AroSe5OgkgGullM/Zjv1yVGhfkztWWepmAfU370HwurkbC6O/eQ9C3FO5bSuyvylFvbjs+6PQp8n+qZTyy4rPX44K7mvIzBGk3ZHyE/J36MvB+3te4NaX8zrPTYQQbQDug57Y9V7oU9+XQvcqldCtvL5nWv/l4HWeU+RmqvwSwHUAhgD8EPrv1HXQrRAEgPdIKW82bfNy8DoTP5RbJba/AHQD+CqAE9DDww9BN89vsq3XA72TO2hb/tHccrfX3Q7Hvgx60pBz0J98PA3gvQAiLuV9I/SB3gj0G/Q3AF4yH+oFuiDgtc1Hbdv8S64OjkPvgEahZ6b9HIDl86XNAPgTAD+FPlVlGPpTscPQs9AXRGmVo81UwP3057nPb/VRzrnYbjYC+Dz0aYlnoE9tGshd24/a92PbtmL7mnLVDRZOfxOmbhZKf1PMPVWx/U2x9eKy34/CIZLWtE5F9zV8zdzLb7vjq/wvhPytxft7fry8+nJe57n5AtAEffbCgVwffBb6Q7NLeJ3nxwt6YMB7oNsHDUL/3doL/Tf7DbzOfIV9VVQkLSGEEEIIIYQQQgghhCw0KilxGCGEEEIIIYQQQgghhCw4KNISQgghhBBCCCGEEEJIGaFISwghhBBCCCGEEEIIIWWEIi0hhBBCCCGEEEIIIYSUEYq0hBBCCCGEEEIIIYQQUkYo0hJCCCGEEEIIIYQQQkgZoUhLCCGEEEIIIYQQQgghZYQiLSGEEEIIIYQQQgghhJQRirSEEEIIIYQQQgghhBBSRijSEkIIIYQQQgghhBBCSBmhSEsIIYQQQgghhBBCCCFlhCItIYQQQgghhBBCCCGElBGKtIQQQgghhBBCCCGEEFJGKNISQgghhBBCCCGEEEJIGaFISwghhBBCCCGEEEIIIWWEIi0hhBBCCCGEEEIIIYSUEYq0hBBCCCGEEEIIIYQQUkb+f8iHPPLIfILcAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<Figure size 864x576 with 8 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 485, | |
"width": 692 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"az.plot_trace(trace, compact=True);" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
"<style>\n", | |
" /* Turns off some styling */\n", | |
" progress {\n", | |
" /* gets rid of default border in Firefox and Opera. */\n", | |
" border: none;\n", | |
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n", | |
" background-size: auto;\n", | |
" }\n", | |
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", | |
" background: #F44336;\n", | |
" }\n", | |
"</style>\n" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
" <div>\n", | |
" <progress value='1000' class='' max='1000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n", | |
" 100.00% [1000/1000 00:02<00:00]\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"with model_r0:\n", | |
" post_pred = pm.sample_posterior_predictive(trace)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Time-varying reproduction\n", | |
"\n", | |
"However, as we discussed we care more about the effective reproduction rate as a function of time $R_e(t)$. We can just switch that into our idealized generative model:\n", | |
"\n", | |
"$$ y_t = y_{t-1} \\cdot R_e(t) $$" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": { | |
"code_folding": [] | |
}, | |
"outputs": [], | |
"source": [ | |
"n_days = 10\n", | |
"ts = np.arange(n_days)\n", | |
"Rt = np.linspace(2, 1, n_days) # Assuming Re(t) goes from 2 to 1\n", | |
"y = np.zeros(n_days)\n", | |
"\n", | |
"y[0] = 1 # starting with 1 infected\n", | |
"for t in ts[1:]:\n", | |
" y[t] = y[t - 1] * Rt[t]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 519, | |
"width": 738 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(figsize=(12, 8))\n", | |
"ax.plot(ts, y)\n", | |
"ax.set(\n", | |
" xlabel=\"time\",\n", | |
" ylabel=\"newly infected\",\n", | |
" title=\"Growth of idealized disease with $R_e(t)$ going from 2 to 1\",\n", | |
")\n", | |
"sns.despine();" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"You can see that on the last day, where $R_e(t)$ is 1 we get the same number of newly infected as on the previous day, because every infected infects just one more person.\n", | |
"\n", | |
"The implicit assumption in the generative process above is that an infected person is only infectious for a single day and that it then takes just one day to infect other people.\n", | |
"\n", | |
"### Building a model\n", | |
"\n", | |
"What type of prior would set for this time-varying reproduction factor $R_e(t)$? The prior information we do have is that it won't change dramatically from one day to the next. We encode this information with a *random-walk prior*:\n", | |
"\n", | |
"$$ R_e(t) \\sim \\mathcal{N}(R_e(t-1), \\sigma) $$\n", | |
"\n", | |
"where $\\sigma$ controls the step-width of the random-walk. Fortunately we already have this distribution included in PyMC3. As we know that the reproduction-factor can only be positive, we take the `exp` of the unconstrained random-walk (which will then be in log-space) to make it positive.\n", | |
"\n", | |
"The model thus becomes:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 281, | |
"width": 411 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Generative process in log-space\n", | |
"N = 50\n", | |
"r_log = np.zeros(N)\n", | |
"sigma = 0.035\n", | |
"for i in range(1, N):\n", | |
" r_log[i] = stats.norm(r_log[i - 1], sigma).rvs()\n", | |
"\n", | |
"r = np.exp(r_log)\n", | |
"plt.plot(r)\n", | |
"plt.ylabel(\"$R_e(t)$\")\n", | |
"plt.xlabel(\"t\");" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"with pm.Model() as model_r_t:\n", | |
" log_r_t = pm.GaussianRandomWalk(\"log_r_t\", sigma=0.035, shape=len_observed)\n", | |
" r_t = pm.Deterministic(\"r_t\", pm.math.exp(log_r_t))\n", | |
"\n", | |
" seed = pm.Exponential(\"seed\", 0.01)\n", | |
" y0 = tt.zeros(len_observed)\n", | |
" y0 = tt.set_subtensor(y0[0], seed)\n", | |
" outputs, _ = theano.scan(\n", | |
" fn=lambda t, y, r_t: tt.set_subtensor(y[t], tt.sum(r_t * y)),\n", | |
" sequences=[tt.arange(1, len_observed)],\n", | |
" outputs_info=y0,\n", | |
" non_sequences=r_t,\n", | |
" n_steps=len_observed - 1,\n", | |
" )\n", | |
" infections = pm.Deterministic(\"infections\", outputs[-1])\n", | |
"\n", | |
" infections = tt.clip(infections, 0, 10_000_000)\n", | |
"\n", | |
" # Likelihood\n", | |
" pm.NegativeBinomial(\n", | |
" \"obs\", infections, alpha=pm.Gamma(\"alpha\", mu=6, sigma=1), observed=new_cases\n", | |
" )" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(0.0, 100000.0)" | |
] | |
}, | |
"execution_count": 17, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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UuFhtIiIiIpqWt8Fqcv3P88qhf3Xbp0oIEQLw78qhH0gph7TT1iu3d3h4/giAXS6P55g0K3jdz4pVKiIiIqLE8jZYTfpbAFaziusAPCuEuEEIsUwIUS6EWC6EeDPiYeHqyfP+BOCjhrHWKLf1apibE8rttRyTcsHvVutA6tWmRFMBWbkiIiIiyvN261LKh4UQ1wC4E0A9gLMnb5u0AfgOgM9JKcOG+xuU2x0eL0GdMjeXYyYmhDjqcWw3izJ8fEFL1u48G/QQJKU0BiO3ClUuQh8RERFRIcrrYAUAUsoHhRBLAXxi8ss0HTAK4DcAfuoSqgBAbcAw6vHp1fNMDRyKeUyTpclPIS9ysb7K9HymqYHZrEhxSiERERHNVvk+FRBCiOUAfgjgU4iHqlbEq1bfmvyzdfL4+wDsFEL8o8tQ5crtCY9PP67crjDcX8xjko/8CiDJpvS5hSh9A2G3MYmIiIiKVV5XrIQQmwH8EfFpgOMA/hrAd6SUUeWcIID3A/gigDIA/yyEGJNS/pc23Jhyu9TjJZQpt02VnmIe0+SYx/PcLIK5IklZpFen9LClBiy/uwIylBEREdFskbfBSghRDuDniIcqAHi/lPIH+nmTIeubQogxAN+dPPw5IcSPJzsLWtQugV4rMOp5epfBYh/TQUq5zOPYRpNrtIpyOmGupsip7dVN66uSBR31OhmKiIiIiKbl81TAGwGsnLy9zxSqNLcB2D95uxTA27X71Q2Emzxeg3qevgFxsY9JWaaGllwErVSm9mWjaQXXVxEREdFsls/B6krl9kPJTpbxd20PK4e2aKfsU24v8XgN6nn7DPcX85iUZbFYDFJKRCKR5CenKVHFKRgMut7HjYKJiIiIEsvnYLVAud3j8THdyu067b6Xldubkw00uXZrk8vjOSZllV6tykXzCv14Oh0AGaqIiIiI4vI5WKkNEzztowT7fk192n1q1WutECLZlLgtAKomb48DeNJwTjGPSQUo0ea+nKpHRERElL58DlbHldtXJDtZxN8hqucdUu+XUu4HsNc6HcDNSYZ8l3L7D1JKRwOHYh6T/OF3uHELVtafsVjMWLlK1G6diIiIiPI7WP1Bub1eCKE3o9DdDGCt8v39hnO+odz+uBBinmkgIcQ6ALcoh76e4HmLeUzKolw2r7DCk9vGwPq5JlZ3QU4HJCIiIsrvYPVbTHf5A4BvCyHeK4SwXbMQIiiE+ACA/1UOb5dSPmwY81YARydvzwdwrxCiRRtvPYDfYHpT3ceklL9LcJ3FPCZlmZ+BKlEAUp9X7QBoPYbVKiIiIqLE8nYfKyllRAjxLsQ3CK6Y/Po2gM8KIZ5AvAX4XAAXA1ioPLQP9qls6pgTQogbADwGoBLAeQAOCSEeBNAGYBmAbZgOnO1wtm3nmFSQklWWTNP91D2v1D9zdU1EREREhSJvgxUASCmfEkK8AsAPAayaPNyC+B5XJrsAvE1K6drFTkq5QwhxDYAfId5SvAzAdS5j3SSlPOHhOot2TMo+q+16tnnZt8qtOyADEBEREVFieR2sgKlwtQHA6ye/tgBoRrxr3RDi1ZbtAO4CcI+UMulOplLKx4QQmwC8G/GQtgrx6lcXgD0A7gBwu5RyPIXrLNoxKXv8bLWuUxtXJGrD7nWcZDidkIiIiGazvA9WACClDAP4+eRXtsYcAPCVyS+OSbNesvDEqhQRERFR+vK5eQVRUbGmAPpVtZJSQgiBQCCQtAug21RA9boYxIiIiIimMVgR5QG1E180GvXlOTKZ1pds/ysiIiKiYsdgRZSH1KCVTaYgpDevMFXLuD6KiIiIKDEGK6I8kYvwYnqOTJtPsGpFRERExGBFlFes8JKLipXeWj3Zuiu/r4eIiIhyaywcxT0vtuKhfZ2cnZIFBdEVkKgYqD/Q/Pjh5hZirE2ATQ0qdPyhS0RENDuEozFc/7XHsa9jEADw1q1L8B9v3DTDV1XYWLEiKkJeK0VW6Eo0BvexIiIiKjx/3Ns5FaoA4GfPnsDp4YkZvKLCx2BFVOT0gKQGJb01uxWOOIWPiIiosO1vH7R9H41JnOobnaGrmR0YrIiKhGlvKjVM+bWui4iIiPLPidMjjmPdQ+MzcCWzB4MVUR5RNwnONr0iZW0YbB1LVI3iND4iIqLZ5USvszrVM8SpgJlgsCLKE1agmqm26+lItAaLiIiI8pepYtUzzIpVJviuiCjP5Cpc6dSpgURERDR7RaIxtPWPOY6zYpUZBiuiPJDrIGUFKL3VunUtyQKWvh8WERERFY62/jFEY873Ht0MVhlhsCLKA3qw8itoJVs/5fa8fk1TZCgjIiLKvRO9zmmAAKcCZorBiiiPWM0rckVKaVsnZQo6pimCDERERESF67hbsGLFKiMMVkR5IhfNKxKto0oUoKxryuTa2FmQiIgoP5gaVwBAD9utZ4TBiihPzFTwMG0MbPo+0WOJiIiocJharQNA9/AEPwjNAIMVUZ7IVbt1L80pLH52CmQoIyIimhluFauJSAxD45EcX83swWBFlEf8DFapjOu1KyDDERERUeFxq1gBXGeVCQYrojySjbVMqfASjGZqXy0iIiLKvtGJKLoTrKViZ8D0MVgR5aGZrFqlUoVixYqIiKiwnHSZBmjhXlbpY7AiKiJuDSrU42r7ddNj0sWqFxER0cxzW19l4VTA9DFYEeWBXEwB9NJmXUqJWCxmPI+bAxMRERW+4z3JghWnAqYrNNMXQES56wioU0OV1/VWRERElLmJSAw/eeY4ugbHceOWRVjaUJWT5z1x2r1xBQD0DLNilS4GK6I841fAMgWnZHtXubVbZ7WJiIgoMx/7+Yv49YutAIDvPX4ED398G+bXlPn+vCd6k1SsGKzSxqmARHnAmoIXi8VytpeVSaqbBOvrsdJ5TiIiomJzengC9+xsnfp+eCKKO587mZPnTlqx4lTAtDFYEeUJK3hYAStX1PVVbtfFUERERJQ9u1sHoP9qff74ad+fV0qJk8kqVmxekTYGK6IiIqVM2MRC/9PPKX+cTkhERMVq16l+x7EXTvT5/kFm/2gYg+ORhOdwH6v0MVgR5QH9B+lMVIgCgYDn9VQMRUREROl7qdUZrDoHx9HWP+br857odU4DXNpQafu+d3gC0RhnqqSDwYooD6jTAP1uXmGNbapImZ6b0wCJiIiya7ehYgUAzx/v8/V5TXtYnb243vZ9TAJ9I5wOmA4GK6I8ooYev8ZWqdP+vAQo9ZxUr5EBjYiICBgYC+Ooy15SL5zwd53VccP6Kj1YAdnrDDgWjuJLf9iP9//gWfzs2ROz/r0A260T5QH1B41Vtco2KzwlW0OVqDOgn8GPiIgo38RiEkJk9/fe7lMDrvf5XrHSglVlaRCrG2sc53UPjWNNk/N4qr74+/249dHDAIAH9nSgtjyEa85YkPG4+YoVK6IiYYWqVNdM+fXpEsMZERHlq7FwFH/54x1Y8ff34oovPIxdJ81T99Kx27C+yrLrVD/CUf86A+ut1hfPqcS8mlLHednqDPiL50/Zvr/zuVMuZ84ODFZEeURda+U3NdhYgcuvfaxme+mfiIhml1+/0Irf7GwDABzrGcG//nZP1sZ+yWV9FQCMR2LY1z6YtefS6a3WF8+tQEOVc1PibOxl1T00js5B+ziJ/u6zAYMVUR6YyU2BEzFNA9SPExERzTbbj/bavn/u2Omsdcp7qdV9KiCQ2X5WkWgMR7qHMRaOOu6LxSROahWrRXMqMaeyBPqv9WyssXq5zfn3bB8YQ+egv50PZxKDFVEemMmKjtotkIGJiIgI6NAqLZGYzEoVZ3g8gkNdQwnPef5EX1pjdw2O47VfexzbvvAwtv7bH3D708ds7y86B8cxoU0zXDy3EqFgAHMq7dMBu7MwFdAUrIDZXbVisCLKI35WrhKNqwYqt+l9nM5HRETFonPAWVVpzcIeUy+3DUD/dap/pvlCmg0sfvTUsakwMzAWwT/84iXcctt2dA6MQUqJ5445K2GL51QAABqq7MEqGyHy5TbzlMadWVyvlm/YFZAoD+j7WOXqOdVOgamsr8pGZYvVMSIiylcdhmDV1jdqbE2eClO1ZtvaRvxxb+fU94e7h9E/EkZdZUlKY+8yjP3wvi5c/aVH0VRTjn0dzqCzeG58c+CG6lIcmL4E36YCAqxYEZHPctFu3cRUnUq1gYUXrHYREVGhGI9EcXok7DjeloWKlb6+qqIkiDdsbnGc98LJvpTHPmnY/BcA+kbCxlAVDAglWNkbWGRasRqPRHGw0zzlcTZXrBisiGaYHjpy0RHQy3WYjrOBBRERzXadA+ZQ0dY/ajyeCr1as2FhLbYsm+M4L9UGFlI6G1Mkc92mBagui09em+eYCphZxepg5xAiLs0+OgfHjRXB2YDBiihP+N0Z0BSE1BBnTQtMdywiIqLZwO1Nf6YVq7FwFAe0Ks4ZC2uxoK4CTbX2itELKTawOD0SxsiEsxOgSUt9BT529Rr8941nTR3TK1aD4xFjZ0Gv3NZXWbK5L1g+4RorojyQizVWbhsDBwKBqftM0wC9Nr3IxvUQERHNtA7XilVmwWpv+6CjZfvGljoAwNmL63H/7o6p4y+c6EupW69pGuCnrl2HJw/34OF9XagpD+HVmxbgDZtbcN6yuQgE7OM2VDs3Ce4dnsDC+gpPz69zW19l2XmqH1duaEpr7HzGYEWUJ/wMV24/mNWNgROdo16fl3F1XGNFRESFwq1i1Z5hsDI1bdg0Gaw2L5ljC1Z9I2Ec7RnB8nlVnsY2TQO8YEUDPnD5SgyPR1BZGkz4O9u8SbB/wWq2NrDgVECiPOPHlEC9859b9YqIiKjYdbhsYNs+MJbRJsG7W+1hojQUwKrGagAwdhtMZZ2VqWLVMtlKvaoslPR3/DxDxap7OL0GFlLK5BWrk/2z8kNXBiuiGab/YPHjB43+A9V6DvV4sopVsvOIiIhmA7fmFdGYRHea3fImIjE8r+1Ptb65BiXB+FvxTS110Gbn4RfPn/I8vl6xKi8JOPamSkRfYwWk38CiY2Dc0VWxrsLeOr57aNx1ymUhY7AimmFSyqkmErlaX6VXrhJ1+5uNnygRERG5SdSxrrUvtc57BzoG8a+/2YML/uNB7G23N3Sw1lcB8arS+csbbPc/dqAb+w1t0k30YLVoTmVKH4Sa1lil23LdVK0ytZTfmUZL+XzHYEWUJ3IRsNTnUnn54ZvtVuusfBERUT5KFKxSWWf11QcP4KovPorv/OkIeg0b7p6xsM72/bsvXuY453uPH/X0XKccwSq1tVE1ZSGUBu2xIN1NgvcYgtWbtyx2HDNtaFzoGKyI8ohfLdcDgYCn/bFMGwZn43pY9SIiokKRaIpaq8dg1dY/ii/+Yb/r/ZWlQVxzRrPt2JXrm7B4rj0Q3b3jJE4nCTjxPazsa6xSDVZCCEfVKt1pj3rFam5VKdYvqMHCunLbcQYrIvKFFajUr2xKpzrk5TGsOhER0WwyNB7B0HjE9f42j1MBXzzRD1OfCyGAS1fPw10fvAhztTVQwYDAuy5cZjs2Honhx88cT/hcfSNhDGt7WC2aU+npOlV6sEp3jZUerNYvqIEQApsW2St0u2ZhAwsGK6IZpv5QsW7n6geNFYysSpX6vNYxP8ITAxkREeWjzgTTAAGgLcn9lsPdQ45jf7ltFR79+Db88D3nY/2CWuPj3nzeYlSVBm3HfvDkUYSj7rNOTK3WU61YAc6W6z0eugJGojHc8cxx/M/v9+Ng5yDGwlEc6R62nbO+Of533dRiD1Y9wxMZ7w2Wb7iPFdEMU/evyiV181+3jYDVAGRal8WAREREs0myTnVeK1ZHuuzhorY8hI9evSbp783a8hLcuGUxbnviqO2a7t3VhuvPdjaAAMyt1nNVsfrU3bvw8+dOAgC+8dBB3LhlkaNSZ4XITYvqHY/febI/7b2y8hErVkR5wFS1yvb4pj2svOxnpYcuhikiIpqtOl32sLJ4bV6hV22Wz6/2/Pvz3Rctg35qoiYW2apYzdNarvcMTSR8TzI8HsHdSkv4SEziJ8+ccJw3Fay0ihUw+zYKZrAiKhKmipgQwjYNMFGoMu195dVsm0NNRESzU6KOgADQMTjuaZNgPVitmFfl+RqWzavCK9c12Y69cKIPzx0zbxisV6xS3cPKoj9mIhrDYIL1ZnvbB5P+tygJiqlNkOdWlaJFq07pmyYXOgYrojzjx5RAU2DyWoliKCIiomKRbCpgNCbRNZj4nP6RsKNV+fIUghUA/NklyxzHfv2CecPgTPewsqS6SbBpvyrdyvnVKA1Nx411zTW2+4/1OKcxFjIGK6Ii4Rau3O7P5bUQERHlg2QVKwBo7U+8zupIz7Dj2Ir5qQWrC1c0OB5j2h8KMAWr9NYsmTYJThQivQSrDVqTjiUN9rVfJ0+PeqoAFgoGK6IZprdX96tCZJrKl6g5hWlPKxXDERERzTZ6sKrUOvQByddZHe5ydgRMtWIlhMBZWrOHfe2Djt/V2djDytJcW+441pYgROpBr66iBCVB+3uDK9Y12r5fMtcerCaiMU9htlAwWBHNsFyEKrV1ulqp0qtWbs/vdpzhioiIZhN9KqCp4UJrks6A+voqAFjWkFqwAoC12rS5gbEI2rUQkq09rABgYZ0zkLX2mUNPLCaxr33QduyqDU24888vwoUrGtBcW473X7YC12mbIC9tcF7bbJoOyHbrRHlASolYLObL5sDJnhdIXp1SsXkFERHNRlJKR/Vk/YJaPH+8DxPKPlJJK1ZasGquLUdVWepvufVgBcQbRixQAlC2OgICQG1FCJWlQYwoQa3dpWJ1rHfEdh4Qn/Z31uJ6/OT9F7g+h16xAoATvSO4cGVDWtecb1ixIsojfgcrveV6onbr+p+ZdAV0ew4iIqJ8MTAawXjE3kCqua4czXX2KXLJNrXV97BKdRqgZW2TM1jt16pE2drDCoj/btb/rq0uf1fT+iq3TY+TXdvx3tlTsWKwIioSpg19g8Gg7X69cuW2cbB6PxER0WzQYdjDqrnWGawSNa+QUhr2sEovWC2oK0dNub3SpU+/O2WYlphuxQpwTgd0W2NlClZ6owqT8pKgYy3XMQYrIso2q1rl9wbBJlaAMrVfd7ueVKYPEhER5TtTE4XG2jIs1IJVoqmAHQPjGA3bp8ilsoeVSgjhaE++r0OvWNmDT7p7WFkW6NU5lzVWerBaWFeOusoST8+hTwdkxWoGCSEuF0J8XQixUwjRLYQYE0IcE0I8KYT4khDidUKIpP+ChRC1QogPCyEeEUK0To5zXAhxvxDiFiGEs5k/xyQf6Gur/AhW+ka/6rQ+6z5TRcuS67VfREREuWbaw6qpthwLtE1tOwbGEIma95w0dQRMtdW6ao02HfBA55DtuZ0dAdPbw8qi/117hicwpgVFAHi5zR7wvEwDtCzWgtWJWRSsCqZ5hRBiOYBvAniV4e4lk18XAPhrADcCuDPBWJcAuH3yMarFk19XA/iIEOImKeXLHq+vaMekzKnVKr8DjNu6Kj+n9TGUERFRvjNVrJpqyx1VnJgEuobGbU0kLHrjCgBYPq867WvSK1YTkRiO9Y5g5fz4mNnaw8qiV+eA+H+XpUpXw/6RsGMKYirBSu8M2Ds8gcGxMGrKvVW88llBVKyEEGcAeAb2ULULwE8B3ArgJwB2AIh4GOscAPdhOlhMAPgdgP8D8BAA62OAMwE8KIRYxDEpV2Ix8ydgmUoWmkzBys+gxbVZRESUb/RgVVUaRHVZyBig3NqQ6+urQgGRUdjRK1bA9Dqr+B5W2Q1W+noywPl3fbk9vcYVFlNnwNkyHTDvK1ZCiIUAHgQwb/LQ/QA+IqXcazi3DsD1AI66jFUK4C4AVux+DsDrpZQnlXM2ALgHwAoACxCv7lye4PqKdkzKrpmoVKVzPFWsVhERUSHQg1XTZJMFvWIFuK+z0oPVkrmVKAmmX8dY1+wMLHvbB3HdpgXoHw1jaNxeU0i3I6BlYb0zmOkNLPa0moKVMwC6WWLYy+p4zwg2LnTuGVZoCqFi9XUA1rbNtwO4zhSqAEBK2S+l/IGU8lmXsT4AYNnk7Z7JsU6qJ0gp9wB4LQBrou1lQohrE1xfMY9JWeLn+qpErEpVsu5/gPPaWHUiIqLZRF9jlShYuXXLc3QETLNxhaWussTRRc9quZ7NPaws5r+rVrHSGldUlARtUwWTmc0Vq7wOVkKIVwJ4/eS3xwH8uZQyk7lSf6Hc/ryUstN00mTAuM3lcRyTsiqXocptDZdbaDJ1CyQiIpqNOh0Vq3gvr7lVpSgN2d8ym/aymojEHAEhk8YVljUunQGzuYeVpaa8BDXaZsZ6iNSnAq5trkEw4P3D1oaqUlSWBm3HGKxy4wPK7S9JKZ2tVjwSQqwBsE459P0kD1Hvv1II4Vh5WMxjUvbkomlFov2rMh2LiIio0MViEp2D5oqVEMLZhtxQsTpxegTRmP13eSaNKyx6A4ujPcMYC0eNFasWw1S+VDk2RFbWWEWiMezvsL8dT2V9FRD/7zlbW67nbbCafDN/vXLoJxkOuU25vU9K2Z7k/O0ArHpuOYALOSb5KRqN5rQ6pFalEt2f6HHphiyGMyIiyie9IxOIaKGoUZmCp0/HM1WsjnSZOgJmXrFaqzWwkBI40DHkCFZloQDmVae/h5VFb7neqvxdD3cPYyJinzy2IYX1VRYGq9zbAsD613FQStkuhJgjhPikEOJZIcRpIcSIEOKIEOInQojrEw0GYL1ye0eyJ5dSRhDvPGh6PMckX0gpfe8MmGivKi/HUsVphERElG/C0Rj++Z7duOp/HsE//GIXdp3sd5xjTQUEnE0ddp7sx7u++wx+uv04Tg9PAHCurwKyMxVwbbMzuOxu7ccj+7tsxxbNqcjKB5d6y3W1OqevrwJSr1gBzmB16vSo695ghSSfuwJuUW7vEUJcjHh79RbtvGWTXzcJIf4E4E1Syg7DeGuU28c9XsMJxPfGAoC1HJP8lqvpgPoGwaZzEl0bK05ERFTIvvHQIXzv8aMA4pvu3rH9hOOcJqVKpU8FjMYkHtnfhUf2d+Eff7Ubf3vVGhztsQerytIgGmvKkKlVjdUIiPj+WZYvP3jAUTU7a3F9xs8FwNFevm8kjNGJKCpKg9hjCFbr0ghW+l5WkZhEW/+YY/PgQpPPwWqxcrsWwG8A1E9+/xyAnQBKAFyEeHtwALgEwONCiC1Syj5tvAbltil4mahT5uYa7i/mMR2EEEc9ju2m6PfN8itYqeOaAlIgEEAsFkta1SIiIip0Ukrcsd3+ObO+NgqwT/+7aOU8fOPhQ8bxxiMx/Mfv9qIkaP/duXxeVVZ+n5aXBLGsocq2+bAeqoQA3nfpCv2haVlQb+6CuGJ+NV5uG7QdXzK3EtVlqccJU4A63jvCYOWjeuX2FZN/dgG4UUr5iHWHiP+L/XMAXwUQBLASwNcAvEMbT109aO6R6aSeZ1p9WMxjmiz1eB4pYrEYYrFYTtZXJapOpbpBMMMXEREVot2tA8Y1Urr5SrXp4lUN+PArVuGbDx9yrMWyhKP24yvmZ6/319rmGluw0r1hc0taU/JM3Fqux4OVvWKVyv5VKreW6xenNVr+yOc1Vvqk1BiA69VQBQAy7psAPqEcfqsQYrX2ePVfyYTHa1Dbw5jarBTzmOSDXK5HCgQCCAaDCfey8is8MZQREdFM+f2e5JN36itLUF4y3UFXCIGPXr0Wz336Kvz3jWfhyvWNjhbsumw0rrCY1llZSkMBfPTq7K3a0KcCAkBr3yg6B8bQpXVO3LAgvU19F82phP5W4FhP4TewyOeKlf5Rwi+klE8mOP/LAP4WwELEA+ObAPyHy3heW6aoE2NNlZ5iHtPkmMfz3CxCvOpIWaaHJn06oKlaZlqTBcQDWSrYvIKIiPLJH15OHqzcQlFdZQluOHcRbjh3EfpHwvjIT5/HQ/u6jOeuyGawanIPVu++aFlW2qxbFhqnAo5h+9HTjuMbF6ZXJSsNBbCwrgKn+qbfYp6YBZ0B8zlY6XtW/SrRyVLKiBDitwDeN3noogTjef3Xp55n2kOrmMd0kFIu8zi20eQaraKaTqiHnZnYjDed6lEmrdaJiIhmSmvfKHa32qez3XTeYqyYX4Uv3L8fE9EYggGB93tYr1RXWYLvvOs8fP7+ffjfR5zrr7LREdDiVrGqLQ/hL65YmbXnAYDK0hDqKkrQPxqeOtbWP4qeIXu1SgjgvGWeluEbLZlbaQtWx3rdpzoWinwOVj3a93s8POZl5fZC7b5e5XaTx2tQz+s13F/MY1IWWW3Wo9Go78+VKBTpzStYbSIiotnkQUO16lUbm7FtXSNef3YLnjzcg/ULarEmQYVIFQwIfPLadVjXXINP3LUT45N7PK1urMYZC9ObJmeytKEKZaHA1PiWD21bhfrKzPeu0i2oK9eC1RjatXVpa5tqUFdZkvZzLJlbiScPT7/dP86pgL7aq33vpWqitirRa5P7AFwzeXuJx2tQz9tnuL+Yx6QssxpYEBERkT8e0NZXVZQEceHKePPkxtpyXH+2vquPN6/f3IIzWmrxwyePoawkiPdftgKBQPZmdgQDAusW1OLFE31TxxbWleNdFy3L2nOoFtSVY2/79Nvqfe2DaB+wB6vzl6dfrQKAJVrL9YGxCPpHwhmFtZmWz80rdmvfe2mton68oO/0plazNicbSAgRBLDJ5fEck7JGn/7nR7hSG1S43Sel9LyPVTauh4iIKJcGx8J46rB9QtRla+bZmlRkYlVjDf75+jPw99etx7zqzPev0r3nkuVTt0MBgc+9/oysXbtugbZmq61/DPrbgK3LG5AJU2fAQp8OmM8VqxcRnw5o/V/bgPj+VYmsV27rO709pNxeK4RoctlI2LIF050JxwGYGmcU85iURVZoicVyt+u4Gm4CgYBjGqLevCLdYMUqHBER5YNH93c7WqJfud7rComZ97qzFqK5thzbj/bighUNOHfpHN+ea6Gh5bruvOWZPb9by/UzF9VnNO5MytuKlZQyCuDXyqHXJTp/sspynXLoUW28/ZieXigA3JzkEt6l3P6DlNIxFbGYx6TsUqcB+r1JsB7e3J4vUYVL/TNVrFYREdFM0LsBBgTwinWNM3Q16dm6fC4+tG2Vr6EKAJoNLddVK+ZVobEmefhKxC1YFbK8DVaTvgrAetf3BiHE+QnO/TAAa2LsOICfGs75hnL740KIeaaBhBDrANyiHPp6guct5jEpQ1bIyVU3QLfnMB1XW7Tr7dnVP4mIiPJdJBrDH/d22o6du3QOGnyYsjcbJKtYbc1wfRUQ3yusptw+ea7QG1jkdbCSUj4P4PbJb4MAfi2EuFQ9R8S9H8DnlcNfl1K2Goa8FcDRydvzAdwrhLCtUhRCrAfwG0xvqvuYlPJ3CS6zmMekLFBDS64aWKjrqbysryIiIipkzx47betyBxTWNMBc09dY6bIRrIQQjqpVoVes8nmNleVDAM6c/GoE8KgQYjuAXQBKEN+vSm3g/wSAT5kGklJOCCFuAPAYgEoA5wE4JIR4EEAbgGUAtmE6cLYDeHuiiyvmMSl71IqVn8FKD09CCNuGv17DFUMYEREVkt/vcS4tv3IDg5WbBTmoWAHA0oZK275iDFY+k1IOCCGuBnAbpluGnzf5pbsDwHuklBMJxtshhLgGwI8QbyleBvvaLMsuADdJKfUmGByTskpf+5TtYKUHJ33tlNueVcn2svIarti8goiIZtozR+xbcq6YV4WV8700nC5O5SVBzK0qRe+w8y11S30FFs1xro9Kx2KtYtXaN4qJSAylobyeVOcq74MVAEx2sLtWCPFqAO8AsBXAAgBRAK0AHgHwPSmlp+51UsrHhBCbALwbwI0AVgGYC6AL8Y2I7wBwu5Ry3HUQjkk+yMVUQCtYqYHLmgpoClzW/dl8fiIiolzqGbK/rTlrcf3MXEgBaa4tNwarbFWrAOC8pXPRe+4ElsytxJKGSiyZW4ksbv+VcwURrCxSyt8C+G2WxhoA8JXJr6wo5jEpPXpgicViWW+5rjah0I/rQUpdd+UWgBiMiIio0Ojrq+oLeBPaXFlYX449bQOO4+cty16wunJD06yaklmYdTaiWcJaW+XnBsFqZUqXSkjilD4iIipE4WgMwxP2vRrrKhisklng0nI9mxWr2YbBiijP5HNFyEtFS8dARkREM2lAq1YBDFZeLKh3NrBoqCrFyvlVM3A1hYHBimiG5TJ4mPajMn3vZX1VPgdAIiIiiz4NEGCw8sLUGXDr8rn8/Z8AgxVRHjBNCcz2+JZEgSoX+AOZiIhyicEqPaapgJwGmBiDFVEeUINPNBpNcGZ2JGtMkcpUPyIionzWx2CVlk0tdagum+5zVxIUeOW62dNowg8MVkQzSG2vHolEst4R0GI1sDAFplQCFMMWERHlwsBYGLc+cgi3PnII/SPOYJTSWAxWaakqC+GLbzkbi+ZUoLGmDP/2hk1Y0pCd/atmq4Jqt0402/kxFTBZkDJtGmy6HmuvK/UxXrB5BRERpSIWk7jxm09iX8cgAOAXz5/Cbz58CULB9OoBnAqYvqs2NOGqWdQO3W+sWBHNMKtKNRMBxApHbuu7rD2wrPtYsSIiIr89e+z0VKgCgL3tg3jsQHfa45kqXrUMVuQDBiuiPKFOC8wmUxgybQysPncgELAd068rkzVYDGdERJTIvnbnprSPHuhKezy9YlUWCqC8JJj2eERuGKyI8ogfa6z0UGRVoNRqldvzZhqCOA2QiIhSdaBzyHHsT5lUrLRgVV/JahX5g8GKaAbpbdb9DiKmSpXFqlKZ7iMiIsqVg4ZgdaBzCG39owkf19o3ip0n+xCO2j8s1IMV11eRXxisiGZQrgKViRWkrC+rcyDgrFTpa6wYuoiIyC+mYAUg4TqrXzx/Eld8/mG87muP443feAJD45Gp+xisKFcYrIhmmLW2yq9wpYYgdQqgGqQSPbdbUwuusSIiomzrHw2jc3DceJ9bsJJS4vP37cPEZKVq16l+/ObFVtuYKgYr8guDFVEe8LtiZWo+of6p36euv8rF9REREQHu1SoA+NOBLsRizt9Hp0fCaO0fsx3b2z7dVVDfx4odAckvDFZEecLPqpUu3Sl9qZ7PQEZERKk4lCBYnR4JY3ers2PgqdPOtVfdQ9NVrz5WrChHGKyIZlCijnzZpFah3P5UWdMEWbEiIqJcOtA5mPB+U9v1U30jjmM9QxMAgHA0hpGJqO0+BivyC4MVUR7QuwNmW7K9rFJ5nNfHEhERpSrRVEAAeMwQrE4mqFjp66sABivyD4MV0QxSK1Z+Va/0zX/V44kCkt70Qj/O5hVERJRtB7sSB6vnjp3GsNLxDwBO9TFYUX5gsCIqYsnCU6Y4hZCIiLwanYg6qk8L6spt34ejEk8f6bEdM62xOj0SRjgaMwYrbhBMfmGwIsoDVst1v5mqV4nWXDEYERFRrhzqGoL+a+cdFyx1nPfofnvbdVPFCgBOD0+wYkU5xWBFNMNyEV705wgEArY9rXQMV0RElGuHDNMAL1k1D2uaqm3H9HVWbsGqa2jc0WodYLAi/zBYEc0gNbT43bhCX1Olhyq3kOW2voprpYiIKJsOdDiD1crGaly6er7t2KGu4akwNTweQd+IMzwBQPeQuWLFfazILwxWRDNIbVgRjUZzXh1KFJTcQl+mgYqBjIiITPSOgAvrylFdFsKlq+c5zn32aC8AoNWlWgUA3YPj6DeELlasyC8MVkQzzO9W64B7dSoQCEytu0pUzUo2nhtOIyQiIq/0joArG+NTAM9dOsdxrlXdOpkgWPUMjzs2By4vCaAsFMz0UomMGKyIZoheEYpGownOTp/asMIKUKZgZJ0jhJgKXKaxiIiIsi0cjeFo97Dt2KrJYFVTXoKW+grbffs64hsJmzoCWkxTAVmtIj8xWBHNsFxUrKznUYNRMBi0HdefXw1jOu5hRURE2XSsZxiRmP33zerGmunbWgOLA1awSjYVkMGKcojBiigPWO3W/QhXySpPbs9pnZOL0EdERMVNX18FTFesAGBNU43tvmO9IxgLRxNWrLqGGKwot0IzfQFExUyfDuhHgEnWeTCVKhIrTkRElA0TkRheau3HnMpSLJ9XZewIqAar1Y32ipWU8TCWqGLVMzSBmPZ7r66iNMMrJ3LHYEU0g9RpgH5VhdS1U6bv3ZpXJLoeNq8gIqJ0jUeieNu3n8Zzx04DAN54TgsGxyK2cxqqSjG3ajoErW22V6wAYH/HYJI1VuMIBuy/r1ixIj8xWBHNENOaplwGEauJhamhRSDgPkuYe1gREVEm/vhy51SoAoC7d5xynLNSq1Ct0r4HgD2tA+gYHHN9np7hCZQG7b/PGKzIT1xjRTTD1IqVtaeVn6yuf0A8QOnVKv3a9Mdm+txERFTc9rYPJj1HD1KVpSEsnmvvDPjogS4k+jwyGpMYDds77jJYkZ8YrIhmiFqh8rNapU75A6b3rkplrypO6SMiIsvgWBgf//mL2PaFh/HJu3ZiaDyS/EGK9n73KpNl1XxnhWpNo3064H7Duqxk6io4WYv8w2BFNMP0gOXH+CbqdD/1HH0tlgkrT0RExetbjx7Gz587iSPdw7hj+wl8709HUnp820DyYKW3VweANYZ1Vqmqq2TFivzDYEU0g9TwkqtpgOrtRAEpUZt2Nq8gIipej+zvsn3/0L7OlB7f3u/ecAIASoMBbFxY5zi+xhC2UsWpgOQnBiuiGeZ3xcort66A2VxnxUoXEVHh6xwYt33f5mFqX6Lzrz2jGVeubwQACAF89Oo1to6AltWNiStWoUDy3zEMVuQnTjQlmiGm/aWi0ajb6Rlzq1bpYccUfkxTBYmIqPjEYhLdQ/Zg1TEwhkg0hlAw+ef1Q+MRR2v1jQtr8ZevWI2Tp0dQXhLEvOoy42NXNVYjIICYy2eQq5tqsK99wPV+gMGK/MWKFdEM8ruBRaK26Sq3aX+cykdERKrTIxOIaMklJoHOwXGXR9iZpgEuqIt3+1s0p9I1VAFAeUkQSxuqXO9fMrfCWOlScYNg8hODFdEMUdusR6NR37sCmtqqq5WrYDBoOz/RWKxaEREVJ7cA1ZZk3dT0ec5pgwvqyj0//2rDflaWlvrEwQxgxYr8xWBFlAf8areuT/9Tb6uBy7SOyjqWSVMNVryIiGaXLpdg1drnbZ2VKVg1pxCs1jS5r7NqmVOBhmr3ilRFSRClIb71Jf/wXxdRETNN90tUlfKy/1Wy5yMiosKVacXKtIdVKsHK1Ibd0lJfnrBixWoV+Y3BimiGqJWiWCzma7t1vVGG2x5WQPLww1brRETFq3PQXJnyXrGyB7C6ihJUlnrvpbY2wV5WyaYCMliR3xisiGaQHq6yTa8+6RUn9bgVttT73cIRK09ERMXJbSpgumusUllfBQDL51Uh6NJWvWVOBYMVzSgGK6IZ5NfaKosVpKzn0AOWl6l9udi4mIiICoP7VEBvFSt9KmCqwaosFMSyhkrH8YqSIOZUliRcY1XLYEU+Y7AimiH69Dy/mlfEYjHj5r+JGlvox4iIiACgayC7zSuaJ1utp8LUwKJlTgWEEJjPihXNIAYrohnk5x5W6vgqvSOg6X71z2THU8GwRkRU2NzWWHUPjWM8kniT+5GJCPpHw7ZjqVasAJdgVR8PaJwKSDOJwYqoiFhBKhgMJlxvlWq3wETPRUREs4fbGisA6OhPvElwpntYWdwqVgAwr8Z9KiCDFfmNwYpohuhVqlwEES+hKNH+VqmMQ0REs8vweATDE+5VqdYkDSxMrdYXpDUV0Nly3apYNVS5V6zqKxmsyF8MVkQzSEqJWCyWkw2Crecz3Z8oKLHyREREgHvjCkuyzoCZbg5sWT6vCovm2APZhSsbAACloQBqy83t21mxIr8xWBHNkFw0rwDsU/tMAUp9XreGFvp4RERUfBJNAwSSN7BoNwSvdIJVKBjA5990FpY2VKKmLIS/uXINzlkyZ+r+eTXmqhWDFfnN+45sRJR1VrUK8KcylKjzn1u1KhAIJGxuka3rISKiwuLWuMKSasWqpjyE6rL03opeuLIBj3x8m/G+edVlONw17DjOduvkNwYrohmmTgf0a3yL20bAXiQKY8mel4iICl+nS6t1S1uSipUerBamsb7KC7eW66xYkd84FZBohljT//zeJBjwNsXPjb65MBERFaeuoSRTAZNsEuzcwyr1aYBeuG0SzGBFfmOwIppBfu9jpUoUjKwqVjrnEhFRcUhasUraFdB+fzqt1r1w28uKwYr8xndIRDPMz2mAFlPjCn0fK+uY9ac1RZGIiAhIvsaqbySMUZd27GPhKE6P2DcH9qtiZQpWFSVBlIb4tpf8xX9hRDNEr1L5FWL0UCWEMG4QbPGzIsXphEREhStZV0DAfS8r8x5WfgUr51RAVqsoFxisiGaY35UhvcOfFbQCgUDK66dSCUZsXkFENLvowUrfSwpwb2BhClzpbA7shandOjcHplxgsCKaQX6vrTIFIatSpU/70+9XrzHZmOleCxERFYZwNIae4QnbsbMW1zvOy4uKVZUzWLHVOuUCgxXRDLFCld+t1hONbd3vttbKdIwBiYio+HQbOgKetajOccyqWI1HonjyUA86BuLf6x0BAR/XWNVwKiDNDO5jRZQHctEV0KLvZWVag5XrayIiovxmWl+1ZG4l6itL0Kc0pWjrH0XX4Dhe//XHcapvFKGAwNfffo6jYlVdFkJNuT9hp7I0hMrSIEaURhoMVpQLrFgRzQB1vZN+LJustVuBQMBRcbLWWOmhSl+TlS6GMiKi2cPUan1+TbljnVRr/xi+cP8+nOqLTwmMxCQ+/vMXsadtwHaeX9MALecsmWP73jRtkSjbGKyIZog1BdDPAGLq8KcGqVgslnQaoN7ggmusiIiKT6ehYtVYU4aFWkDa3z6IX75wynZsYCyC546dth3zaxqg5RPXrMPiufHQ98p1jXjD5hZfn48IKPCpgEKIuwG8QTn0iJTyCo+PrQXwLgBvArAawFwAnQBeBnAHgB9LKZP3FeWYlAErWEUikZw+J+CcEpjoXBUDEhFR8TFNBZxfU4YF9faA1D6QeK8ri98Vq02L6vDQR69AJCZRFgrwdxflRMEGKyHE62EPVak89hIAtwNYot21ePLragAfEULcJKV8mWOSn/xsYKFO9VPHtwKVnxUzTgUkIpo99M2Ba8tDKC8Jpt0yvdmnVuuqUDCAUND3pyGaUpDBarLi8rU0H3sOgPsAVE0emgDwIIBWACsAXI74FMkzATwohNgqpTzJMclPfgUcva26/mXRpwy6bRycyebB/LSQiKhw6VMB50/uFbWwPr3Kk98VK6KZUJDBCsB/AGgBEAbwawA3eHmQEKIUwF2YDhbPAXi9Gh6EEBsA3IN40FiAeHXnco5JfohG4x2L/Gy5rgoEAggGpz++c1s3xY6ARESk0qcCNtbEg1G6FSsGK5qNCq55hRDiQgB/PvntfwN4KYWHfwDAssnbPQCu0ysyUso9AF4LwPoJcpkQ4lqOSdkkpZwKVep+Vrnk1v3PrXlFqhjMiIhmD0ewqp2sWCUIVq9c14hLV88z3pduICPKZwUVrIQQJQC+jfh1HwXwuRSH+Avl9uellJ2mkyYDxm0uj+OYlDVqZSjXwcpi2sPKooYjdgUkIipOUkpHsJpfHQ9WTXVlro+75eLl+MxrNiAYcP7897srINFMKKhgBeCTADZO3v6QlHLE6wOFEGsArFMOfT/JQ9T7rxRCVHNM8oMVrvyo8Fh7VZmYApW19sq0z5a+LisRVquIiGaP/tEwJqL2D/+silVZKIh51c5wtbqxGhevasCaphq843x7v6ylDZWoLS/U1ShE7gomWAkh1gL4h8lv75RS3pviENuU2/uklO1Jzt8OYHjydjmACzkmZYsaXKLRqG9TAU1ByFR5SraXVbLjREQ0e5n3sJquOJkaWLz74mVTvzM+9qq1uGDFXABAVWkQn7xmHX+f0KxUEMFKxF993wJQBmAQwF+nMcx65faOZCdLKSMAdrk8nmNSVvk1DdA0lQ+IV7LcApbb2qtM8ZcoEVFh6hww72FlWTK30nZfXUUJ3rh50dT3NeUl+NF7zscjH78Cj/7dNly7aYF/F0s0gwoiWAF4L4DLJm9/WkrZmsYYa5Tbxz0+5oRyey3HpGzRK1R+rq/SA5Q+3c8UeExTAZNtJmx6PBERFb6uIeemv41KsLrhnEW2+/7qlatRUWrfQCoUDGBpQxUaDNMGiWaLvJ/gKoRoBvBfk98+B+DraQ7VoNzu8PgYdcrcXI6ZmBDiqMex3SxKfsrsk+vW5upeVKl2BGTViYio+CSrWG1b14gfvmcrHtnXhbOX1OPVrEhRkcr7YAXgKwDqAcQAfEBKGU1zHLUBw6jHx6jnmRo4FPOYJks9nkeT/G6zHovFbJUmtw2DLX4GJ4YyIqLCpK+xKg0FUFdRYjt26er5uHT1/FxeFlHeyeupgEKI1wK4cfLbr0kpn8tgOHVl5YTHx6g/SUwbLhTzmJQFVqjKVat1NUxZ0wG9dP5LtdU6pwISEc0eerCaX13GD8uIDPK2YjXZ4tua9tcK4NMZDqlOEC71+Bh1IrCp0lPMY5oc83iem0UAgknPmgXUQOP3VEB97ETT+6zbsVjMdl38BUpEVLy6Bu1rrNRpgEQ0LW+DFYB/B7B48vZfSykHMxxvSLnttQKjnjdkuL+Yx3SQUi7zOLbR5BqtoplOqIcrP7jtY+U2/S9ZZSqVvawSPScREeWfSDSGUNA+mUlKicNdw7ZjjQxWREZ5GayEEOcA+NDkt/dKKe/MwrC9yu0mj49Rz+s13F/MY1IGrLVVfm4ObAUZtbW6el+yEOXWqt0LTgUkIioc24/24iN3vIDOwTHcdN4S/Mv1G6d+7u861e+YCrhuQe1MXCZR3svLYAXgTEyv/1othHgqwblqJ7lztHPfKaU8MHl7H4BrJm/btwB3p563z3B/MY9JWWCFqmg03Z4syccH3BtV6IEpEAggEAg41nxlWm1itYqIKD9JKfGpu3fhVF981v8PnzqGc5bW4w2T+1D9fo+zmfCV6xtzeo1EhSJfg5VqdQrn1gA4X/m+Srn9snJ7c7KBhBBBAJtcHs8xKStisVjOGlcA8YATDAYRDMaXsqXaTp0BiYhodhkYjeBgp33G/4+fPu4arJpry7GppS5n10dUSPK6K2CWPaTcXiuESDYlbgumg9k4gCc5JmWTFWr8ClamDX1NXQCTXZ/K6xorTgUkIioM7QPOzX+3Hz2NI93DONE7gr3t9iXuV25o5IdsRC7yMlhJKW+TUgovXwD+WXnoI9r9Lyhj7gewd/JbAeDmJJfxLuX2H6SUjgYOxTwmZSYXmwKbQpDebt3tMfraL04FJCKanUzBCgDufO4EHjBMA7xqQ7Pfl0RUsPIyWPnoG8rtjwsh5plOEkKsA3CLcujrpvM4JqVLDS5+hSx1TCklhBBTGwZbQUdKOVXZsljBioiIZr+OfnOwuuu5U7j/pXbbseqyEC5YMTcXl0VUkIotWN0K4Ojk7fkA7hVCtKgnCCHWA/gNpjfVfUxK+TuOSX7wczqgGpDUKlUwGExrCqD6ZzIMZkREhcGtYtU+MIZnjtqbAl++dj7KQkWx3SRRWgqheUXWSCknhBA3AHgMQCWA8wAcEkI8CKANwDIA2zAdONsBvJ1jkh+sSpVfa6xMlSe1Bbvp/ETVqkym83EqIBFRfnILViZXb/C6YwtRcSqqYAUAUsodQohrAPwI8ZbiZQCuM5y6C8BNUsoTHJP84udUQMDZuMJL8wlT6DKNR0REhc9tKqAuGBC4Yg3brBMlUnTBCgCklI8JITYBeDeAGwGsAjAXQBeAPQDuAHC7lHLcdRCOSRmwKlVWtSqXLdctVnVK39tKX5tlHU8FpwISERUGrxWr85fPRV1lic9XQ1TYCj5YSSk/C+CzaTxuAMBXJr+ydS1FOyalzgofuegQaAUotQW723NmusYq0eOJiCi/dHgMVldxGiBRUsXWvIIoL6hhyu+ugPr0P72BhXqfOg2QVSciotktHI2he2jCdsztczAGK6LkGKyIZliu1lhZrPBkTT/UNxJO1NiClSciotmjc9A56/+ajc59qtYvqMWiOZW5uCSigsZgRTSDYrFYTjYKNt12O2aqpKUSqIptKmD/SBg/fPIo7t3VhliMVT4iKhzthsYVr9/cgiVz7SHqNWcuyNUlERW0gl9jRVSI1NCiNrHIJnUTYH3an1vQ4ebAqRkaj+CqLz4y9anva89aiK/cdPasDpJENHuY1lctrKvAl246G+/+7jMYGItg6/K5eM8ly2fg6ogKD4MVUY6p+1dFo1FfpwKaxg4EAlMByjTtj1MBvfvFjpO2qTT3vNiKrcvm4J0XLpu5iyIi8shUsWqqK0NjTTl2fOYqdA6OY2F9xQxcGVFh4lRAohlgBSv1Tz+YGldY9LVV+gbB6jVxKqDZ88f7HMf+9bcv42DnYO4vZpYbHo/gD3s6sK+d/22JskWvWIUCAvOqyuK3gwGGKqIUMVgRzRB1c2C/K1amcGVaP+UWrMjsxZN9jmPjkRj++o4XMBHJ/d5ks1Xv8ASu/J9H8N4fPItrv/wo7njm+ExfEtGsoO9h1VhThkBgdn4QRpQLDFZEOaYHlmg06svzqOu29I5/VoBKFp7SrVoVg8GxMA53Dxvv2906gP/+/b4cX9HsdftTx9A2OWUpJoGv/vHgDF8R0eygTwVsqiufoSshmh0YrIhmkDUNMBfVIT1cBQIBBINBz4/zusaqWKYC7jrVj0T/27716GE8eagndxc0i71wos/2/am+UQyPR2bmYohmEX0qYHMtgxVRJhisiGaIVVHyqysgYJ/2ZzWtUO8zBR59emKmoWg2hioA2HmyP+H9UgKfunsnW7BnwV7Duqq2/tEZuBKi2UNK6ZgK2MRgRZQRBiuiHLMaVljVqmg06luwMgUqU9c/IB6A1AoW11gltksLVrXlIaxpqrYdO9ozgj1tA7m8rFmnfySMU33OENXa5+xmRkTeDYxGMBa2/+5p5lRAoowwWBHNECtg+SUQCNiqTqYmFabwpB/XpxAmUyyBTG9ccdbievzL9Wc4zjNVW8i7ve3mYNpqCFtE5J1erQI4FZAoUwxWRDNADS9+rLFym+KXaKNgt82DORXQqWdoHCdP29/Yn7moDmctqof+193nEgzIG7dgymBFlBlTsOJUQKLMMFgR5Zgeqvykh5pgMDg13U9vw65en9fxitXOU871VWcuqkdFaRBL51bajvtdsZJS4sGXO/Bvv92DB3a3+/pcM+Fll6mUrYaNTYnIuw7Da4hTAYkyw2BFNEOsqYB+rbFSK1DqND63DYPV80zTFL2GqmKYCrjzhDNYnbWoHgCwtrnGdnx/h7/B6tcvtuI9338W337sCN7/w+dw946Tvj5frr3MihWRLzgVkCj7GKyIckytVll7WPkxFdCtTboVoGKxWMKNg01jpnsts81ObX1VY03Z1Ce9a5trbfd1DIyjb2TCt2v5vz8dsX1/xzMnfHuuXIvGJPa7BKs2VqyIMqIHq9ryECpKk2/BQUTuQjN9AUTFRm9nbnUHzCarOYVagdKbT1jhSn+MW/OKQglIUkr0j4ZxvHdk6mt0IoqrNjThzMmqUqbj61MB1XHXaRUrID4d8IIVDRk/t+708AR2adeyr2PQdZpnoTnWM4zRsHkD7da+0Vnz9ySaCZ36HlacBkiUMQYrohwzBatsc3uzqU8LVAUCAQQCAUSj0YyqVjM5FfC5Y734+M934nD3sOO+r/7xIN54Tgs+ee06NNak/waifWAMXYPjtmNnLqqbuq1PBQSAfT4Fq8cPdTs2Ke4fDaNraDyjv2O+SLQ+bTwSQ+/wBBqqy3J4RUSzB/ewIso+BiuiHNO7AfoRREzT/6w/1SqWum+Vfm2mx6Z7Lbmwv2MQ7/7udgyOR1zPuXvHKTywuwMfuXI13nXRMpQEU58N/aJhfZUarJY1VKEsFMB4ZDow+9XA4k8Huo3HD3YOZTVYtfeP4cdPH8MhLbA2VJXi5guXYlWjM0xmw94ke4C19o0xWBG5iMUkAgH3n7/t/fYPiLi+iihzDFZEM8SaAuhXsLKo4+vVKrdGFvo5+d64omtwHLd8L3GosgyNR/Cvv30Zd+84hR++Z6vtjXksJvHlBw/goX2d2Ly4Hp+6bj3KS+zhU19fBdinAgYDAqubqvHSqelQ4EfLdSklHksQrC5aOS8rzzM6EcU7/+9pHOgcMt5/53Mnccf7L8jKNEvdnrbEgfRU3yg2KaGWiOI/x/730UP434cPIRgQ+MxrNuCN5yyynROOxtAzrAUrTgUkyhibVxDlmN5u3Wpg4ZdEXQD18wqx1fpYOIr3//BZnEqxS9yetgF8/aFDtmO3PXEUX37wAHae7Mf3nzyGf/jFS47H7Txpr1gtnluBuVWltmNrm+wNLPZ3DGU9dB7pHnb9Ox/oMIegdNy546RrqAKAkYko/uy27TjW45x+mSm3zYEtbf3sDEikGh6P4IO3P4f/um8fBsYiOD0Sxqfu3oXeYXsDnc7Bccc0Yk4FJMocgxVRjlmtzGdijRUQr1qZ7tenCXoZK9NryVQsJvHRn7+I54/32Y4HAwKfu34jfv2XF+O5T1+Jf7l+I2rLnQX6X71wCuFobGqs7z5u77B3146TeElpDiGldFSsTJUavYHF0Hgk5eCXzJ8OmqtVQLxilQ3RmMR3ta6DJt1DE7j5u8+ge2g86bleDYyFHZsw69hynWjaid4R3PDNJ3D/7g7b8fFIDDuOnbYdazftYcVgRZQxBiuiGeRHqAKmg5E1jc8KN26NK6xz1EBlGiNZSMr1VMBvPHwQv93Z5jj+L9dvxDsvXIYzF9WjoboMN1+4DA997ApcvaHJdl7P8AQeO9AFANh+tNf4Rv4/79s7dftozwgGxuzTDc8yTEVza2CRTW7TAAEkrDCl4g8vd+CIYV3VyvlVKNXWpx3rGcGf3bYdwx6mY3rh5b8XNwkmitt+tBfXf/1x1/Wch7rsPxM6DHtYsWJFlDkGK6IcUhtWWKHKz3ClBx2r81+ix5iuKR+nAQ6NR/CNhw85jr/3kuV4+/lLHccbqsvwD69e7zj+i+dbAcSrUyaPHejG45PVoQd2tzvu39RS7zhmClbZbGARjsbw5KEe1/u7h7Kzd9Z3HjvsOPbD95yPBz96Bb7y1rOh/7PYebIfH/7J81kJ2KbGFfOq7VMuWbEiiq8xff8PnnVM91PpwcpUsWqqYyMYokwxWBHNEGt9VS66Alr7/aihyrRBsNsUQfXPdK7FDy+d6sfIhH192lUbmvCp65zhybK0oQrnLKm3HXtgdzu6Bsdx7y5naLL8v9/txX0vtdmqVwAgBIzNExprylBfWWI7ls2K1Ysn+jCUpDKU6XTA54+fxvaj9ulDl66ehw0L4+vHrjljAT772o2Ox/1xb2fCappXeuOK0lAAF2oNOdr6WLEi+vlzJ3B6JJzwnENd9sqzXrEKBQTmVTFYEWWKwYpoBlhhyu/GFYB9mp8ekqygpYefdMNeLqcCvnTK2fb8U9euQzBBe2EAeIPWHWs8EsNHf/5iwqCy61Q/Pnj7DsS0v941G5tRXeZcuyWEwNome9Uqm8HKS3DJdDrgdx5zrq1676UrbN+/66Jl+OAVKx3nWdMrM6E3rljbVIPFcypsxzoGx6bWyBEVq3t32adDl4UCjp8/BzvtDXT0Pawaa8oStmYnIm8YrIhySJ0GGIvFEIlkZz2KiV6NSjQF0DrHNH3Qy2Nnwu5W+xvv6rIQljVUJX3cazYtQEh7A/HofnsQMBXZ9MzYUl+Bz77OWbGx6A0sDnUNYSKSnRCgB5f5NWWOQJmoYtU7PIE7njmOR/Z3GcPwid4R/O4l+5u1tU01uGy1s4X7371qLZY1VNqO7Umy/1QysZh0BNF1zTVYWG8PVlKa14oQFYvjPSO2rR0A4PqzF+J1Zy+0HesfDaNHmSqoTwVsYqt1oqzIv3dLREXCtBlvtrhN6Us0rU+fOpit6/JzKqBqw8JaT5+4zqkqxRVrGxOec/ma+XjlOvdzGqpK8cP3bE242Htts73leiQmcbg786YSA2NhvKi1fL9s9XxHuHGrWPUOT+Cq/3kEn7x7F9713WfwhQf2Oc757uNHHNW591663PXfzRkt9umQu1sHMvr3c7x3xDHNc/2CWiysd/73buV0QCpiv93lbN5z3aYFWDm/2nH8kPIzQf9Agh0BibKDwYooh9Qwpbdd95tVeVKnBepTARO1YfcSkHL1dxmZiDgWY5+x0PtGsW/Y3JLw/hvOWYS/u2adsXJVVRrEbbdsxQrDGxeVX50BnzzUg6iWei5dPQ+rGu3Xc7DD/Fw/e/aE7ZPrbz92BKNKiBkYC+Nn20/YHtNYU+b4BFxlrbuy9I2EM+rYZ9q/at0CZ8UKYAMLKm76NMC6ihJcvMr58wCYXmclpXRMBWRHQKLsYLAiyjG1855fzStU+jQ+t4BkHS+EPaxebhtwVFTOaKk1n2zwyvWNqDGsjQKAmvIQrtrQhLXNNXjjZvt6rNJgAN++eYuxYYXOr2D1J8P6qotXzcPqRvvztfaPGdeNPX/c3pBiIhLDi8reXA/v68KwVi1610XLUBYKul7TRkOo3dOa/nRAvXEFAKxvrsWCOkOw4ibBVKSO94xgl1a5v3pDE0qCASxtqHRMebY+jOobCWMsbJ+W3MypgERZwWBFNANM+0Vlkz6tDwCCwaDrOirrMZlOT8xVxUpfUwDAMR0tkfKSIK7btMB432vOXIDykniI+Mxr1uOsxfUA4q2+v/H2c3DRKuc6I5PqshAWac0WshGsHtc2Bl6/oBbza8qwuinx1B/LrpPOph/PHu2duv3UYXsb94AA3rZ1ScJr2rDAGWp3tzqfx6s/aWvImmvLMaeqFLXlIUezEFasqFjd+5JhGuCZ8Z9rJcEAlmjTg61g9YK2yTkALJ5T6ThGRKkzf2RLRL5QuwGqe1nlgrXGKhAI2DoEqver16iek2/NK/T1VeUlAayYl7xxher1m1vw02dPOI7foHQNrK8sxd0fvAgdA2OorSgxdgBMZF1zjW3T4Uz3suoYGMNhbcPeS1Y1AIBxTcXBzqGpYAjE97cyTdFT26o/rQWrjQvrMKeqVH+IzfyaMjTWlKFzcHzqmN5cxKvWvlHsON5nO3bBirkA4v9GF9SV29aPseU6FSt9GmBteQgXK1sSrJxfjcNKm3UrWG0/0gvduUvn+HSVRMUlv94tERUBKSUikcjU+io/wpXeEVClBit1bVUhTQV8SXvTvmFBLULB1H6cnb98LhZq01+WNlQ63mAEAwIL6ytSDlWAczrgqb5RDI4l3m8mEb2aBAAXrpwOVvp/br2BhT5tyLLj2GlEYxJdg+OO/W7OXz7X07Vt1NZZpTsV8L6XnPuJqdVFfZ3VKVasqAid6B3BTq36fPXGZpSGpn8O6h+2nDw9irFwFM9q+9MtnlvBqYBEWcJgRZRD+hRAv5pX6IFJ/V4PVep5iaYJ5kvzirFwFAe0xgypTAO0BAICH3rFKtuxD79idVbD4Jom5zqr546dNpzpzVOH7Z80BwSwZVk8+FSUBh3TeQ522v87vWSYBggAg+MR7GsfxNNHnMHt/BUNnq5NX2d1qm8UfSMTLme70z+FryoN4rI186e+14NVWwZNMogKlf46AYBXa9ObV863V/GljFfN9amA5y3z9uEJESXHqYBEOaQGF782B7YqUmqAsr5CoZCxSmU9zrpGnV+Vp3Ts7xhEROtckUpHQNXbti5BRUkQTx3uwcWr5uH6sxN3C0zV5sXO6TW/fqE1Ybv3zsEx/PtvX8bJ06O4aesSvOnc6amJesVqU0sdastLpr5f1ViN470jU9/re1ntdKlYAcCzx3pxoMN+vhDAVo9vuvTOgEC8auV1TRoQ31vnWS14vnJ909SaNwCOKmP/aBhD45G0KopEhco4DVB7rZk6A/5ix0nHfnpeX+NElBx/ExHNAKtS5UdXQHVKn2mzX+s+VTBo7viWqA17KteSTabpbBtT6AioEkLgjecswhvPWZT85DQsaajEWYvqbPtO3b+7HSMTEVSWOn/8DoyFcdOtT02to3r22GksrCvHRavmob1/DEe09VUXaNWk1Y3V+OPezqnvj/eOYCwcnQom+to01bNHTzvanK9vrkVdZYnLI+z0qYBAfJ1VKsHq/t2JpwECzooVALT1jWK1oTpIxUlKifFIzBbIZ5NjPcOOveyu2mCfBgjAuCXEL54/5Ti2hcGKKGs4FZAoh6ywo4aebK+xUqf7Wd+b7nd7nHqtpscnkoupgHpHwNJgwNFqPJ/oVbDhiSh+v6fDcV4sJvG3P33B0Zzi//50BACM0/T0YLVS+4Q6JjG1eL1rcDzhtLnHDnRhv1axOn+F9zdci+dUOlrY72lLbZ2VvtlpZWkQV6ydbzu2wLRJcJamA/YMjWNf+yBiei9/Khj9o2G8+3vbse4z9+GKzz/kqNoWuvFIFH/z0xccx199ZrPjWF1FCebXlNmODYzZt2BoqCp1TBkkovQxWBHlkB5c/NzHSh83EAggFApNHU+0v5UpVKVTffKjYqW38V7bXOP4pDafvPashQhq+8n80vCp8dceOog/vNzpOP7Qvk50DIw5pgEGAwJbltmnGq42TP05ONkJLFG1CgBOjzibapy/3Nv6KiC+Zm291nY9lZbrnYNj2H7UvobsFesaHVWHFp82Cb7ruZO44D8exKu+9Ci2/ffDePBlZ/il/PeTZ47jkf3xdv1He0bwvh88i7GwP9OuZ8Jnf73H0TWzoaoUl6yabzw/WWjasmxOXk31Jip0+ftuhGgWs6pUfjSvCAQCU+unrL2rgMQhR50KaKqg5UvjinA0hr1tmTeuyKX5NWW4RJsO9+iBbnQPTbcmf2hvJ774h/3Gx8ckcOdzJ/HkIXuwOqOlDjXl9ml6pjUVBycbfegdxLzY6rEjoEVfZ3Woa9jzm9r7X2qH/k/ItNeYqXtZW4bBaiwcxWfv2Y1wNH4Bx3pG8J7vP4tbvveMY/ol5Te9lfiR7mF846GDM3Q12fXjp4/jJ88cdxz/zGs2uH64ZNqGQcXGFUTZxWBFlEPq9D+/2q3rU/pMHQJN+1ip1+f2+Jl2oGMIE1H7f68z0lxflUtv2GyfDhiNSfzmxVYAwNHuYfzVHc87QoXqtieO4mjPiO3YBYZpejXlJWiutQcPq2Klr02bU1mCQIL/pWubajA3yf5VOj1YRWPS86bI9+6yr68qLwk4pgECQFkoiHnV9ulNpzLcy+qpwz0Y1KZIAcBD+7rwqi8+iq/98UDONr+mzLQPOP8tfPORQ44OmYXmuWOn8U+/fslx/JaLl+H1m92b7jBYEeUWgxVRDqnBys8Ngr2slVKPqxUrPVRlEqiyHcZeMkwtS7cjYC5dvbEJlaX2KW2/eKEVBzuH8PbvPG18U6/qUjbetejrqyyrm+xvpB4/2IPBsTB2neqzHT936RxjJ7/p8VN/w+XWwCKZ7qFxxxqyV6xrNDb4AIAWbZ1VW39mFauH93W53jcRjeELD+x3BD/KTx2GYBWOSvz93S8V7Nq508MT+OCPnpuqqFrOXz4Xf3/d+oSPNVWxLZWlQeNrlojSx2BFlCOmapDbvlHZeC69lbr1lSxouQWrZCEpF5/o79aqLsGAcGzCm48qS0N41Ub74vIXT/ThDd943LHBbU1ZCF972+aE4wUDwvWTZn2D4/7RMP77gf3oGLCHs00t9diy1D08ed2/SrW6sQYlQfu/Ey/rrO7f3Q79Pe+1ZzinAVoW1NnXWWW6xuqhfc61bbqfPnsio+cg/41HougeMu+d9szRXvysQP8ffu/xI+jUPlxZWFeOr7/9HJQk2Rhdb2ij2rykPuWN1YkoMb6iiHJI7Qjo5+bAVoBSN/3VA5Jpg+B8p09nW91YXTAtlU3TdUyVqi++5Wy85syFCT9J3tRS57pv09vOX4Iybb3FbU8cdY6xqDbhNKBU11cBQGnI2aHRS2fAu3fYm3mUhQJ4xTr3vb70luut/WOIplmNONI9jGPaNMuLVjagUeum9vjBbvQMOSuHlD86BxL///n3e182Vn/zWSwmcedzJ23HSkMB/O87z3VMiTVZUFuOCpefkZwGSJR9DFZEOaaGKr+mAqrURhbW93rQMnUE1O+b6a6A0Zh0vEnP98YVqotXNiR8IxQMCPzXDWfiyg1NAIA3b1nseq7bNEAAaKwpx9vPX5r0es5oqXN0FbSsaqz29KbNRA+Ee9sGE4aePa0DeE7bFHjb2kZUJdjwd/Fce7CaiMSw4/hpl7MTe2ivs1r14Vesxj+82j7FKhqT+N1LnA6Yz0zrq1QDYxH89wP7cnQ12fHk4R7HdgLvunApzlxU7+nxgYDACpfOgNwYmCj7GKyIckSfaudXq3V1eqEajKypgNYxvd266RpTqWT5PRXwUNcQxsJa44oCWh8QCgbwurMWGu+rKAni2zefizefNx2mXn92i2unrwtXJp6m94HLVyRsQd9cW47GmnI01ZZjydxKx/3np1GtsujBajQcxZFu972EfvT0Mcext56/JOFzXGzYdNi0N5gX+jTA6rIQtiybgyvXN6G8xP7f8NeTDUeyRUqJI93Dtg6RlL52w35meoOW3+5sK6hGJD83TF9807nuH7qYmBpYhAICZy+pT/eyiMgFgxVRDlmhJxqN+jYV0NRiXQ1RsVjM0TnQrXmFJR+mCe445qxIbFpUOBUrwNkdEIjvQXPH+y/AK9Y12Y7XVZbgmo3OTT+DAYEtS82VJktTbTneep77my/1v5upapXO+irLBkMzkRdPmNdZDY6FHXt6LW2oxKWG4KRa3ViNpQ32QPjA7vaUX08jExE8fdjenvuSVfNQEgygqiyEV2r/T7Yf7c24UYYlGpP4s9u2Y9sXHsZF/++P+N7jR7IybjEzNa545wX26u3geMSx3jBfDYyFcd9ue5X0zEV1Ka8rNQWrjS11rs1hiCh9DFZEOeZ3xcpteqEarkzt1NXHqvebKlteZTOQ6VO9SoICGwugI6Bq06I6vHXrdOBZPq8Kd33wIpy1uN54/lsM4ejMRXUJp8lZ/vyKlSh1WZi+SZlCeYG2CbAQwAUZVKzWL3C+6fviH/ZjYMy5AfEvnj+FkQn7PldvP38JAon6wCP+7+rqDfbQc7RnBAc73StjJk8c7HG079+2brrF+2vPsjfQkDJe8ciG3+/pwEOT3QgnIjH88z17cIdhjyLyrk2rWJUGA7hktbNl/+Gu1P6dpOr08AT++Z7d+LPbtmdU5bx3Z5ujSv+mcxelPM7KRudUwK0u04CJKDMMVkQ5ok6zU7+yTZ3qZ62lCgaDUwHJOqYGJmuKoM46Jx82CN5xvM/2/caFdQXTuEL1L9efgZ++/wJ8653n4oG/uQzL5pnXPwDAhSsaHJWZV6x1b+qgWlBXgRu3mN+EqRWr1529EMuVa3j7+UvQWOvchNermvISR+OLk6dH8U+/2m07JqXEj56yTwMsDQVwo8dpTldtcFbzHkhxOuDD+53rq65Q/vtesbbR0STkniwFq+eO9TqO/f0vduGB3f6v4yqkqXCp0NdYNdWVYaVhfdEhnzd9/vSvXsL3Hj+KP+7txF/95HlHVdYrR9OKYACvPdM8nTiR9QucU6a3Lk+/Kk1E7hisiHJIbVzhV8XKeh5TV0B9CqD+GNPtdCtW2axW9Y+EHdWIc5YU5ieuJcEAzl/RgKs3NidtlRwICHzpLWdPvbk/c1Ed3nPpcs/P9cErViJkqP6oFavykiB++1eX4EtvORvfu+U8fO76MzyP7+YfX7PB0Xb9F8+fwq9emH6D+cyRXuzvsP8/fe2ZCzHH46bE5y6d49jAOJVgJaXEQ3vt+1dtWFCLJiVUlpcEcfVGe2XsxRN9OK51EUzHoS7nm/uYBD78k+ex/agzdGVDx8AY3nzrk9jwj/fjQ7fvwNB44v3T/NDWP4p//c0efPqXu7DHwx5nqdDXWDXXlmPx3ErHa8DPilXv8ATu3WUP3//4q5eM0xQTOdI9jGe16c9Xbmj0/PpQrZxfjVcqXTbXL6jFNsPm20SUOQYrohxSW637GawAe+XKtNbK1H7dbRrhTK+xev6Ec33VOUvrc38hM2Dzkjl4/h+vwkMfuwK/+tDFKa2LWDSn0jF1aOX8KkfHv8rSEF6/uQXb1jZm5f/1GS11+OjVax3HP/2Ll3CiNx5KfvS0c9rbOy5I3LRCFQwI25tFIB56vL6BPdg55NhDTJ0GaHmtoeHIPTszb2LhNm1xPBLDe27bjn3tgxk/h+7v796FZ470YjQcxW93teETd+7MafUqFpP48x/twHf+dAQ/euo43vF/T2e8B5nKEazqKlASDGCJVvU9bAi12fLYgS7o/0kHxiL41N27UvpvfZdWrQLSmwZoufWd5+LLN52N/3rTmbj7gxdx/yoin/CVRZQj1i9VtWLlF7UyZZr6Z50DTHcLdBvHKz/foD2vTQMECrdilY6SYADL51WlFXo+cc06rJtc7F5ZGnS0EffL+y9dgQu1JhiD4xG89dtP4f0/eBb3vWT/VP+Mllqc7bLWzM1V2jorwHt3QNOmwNsM0ywvWTUP9ZUltmP3ZNgdcCwcxYnT7lWvgbEI3vKtJ/HMkexVro71DONBrbX8b3e14a4d6U1TS8eLJ/vw4om+qe97hyfwrUcPZ2XsWEyic1CvWMU/QFgxz9684XCCLpWZenhfl/H4H/d2ev5vHY1J3LXDHqzm15ThMsN6Ma9CwQCuP7sFb96yGBWlhTeFmqhQMFgR5ZC+tsqvNVb6bat6lahypU8FVM+d6T2s9MYVzbXljk1iyWxOVSl+9ZcX4zcfvgSPf+IVju6DfgkEBP77zWehrsIeSk6eHsUDezoQjtr/7b/j/KUp/5u5dPV8R0t0L8GqrX8Uv3zeHo7qKkqMwa4kGMC1Z9ibWOxtH8SBjvQrSoe7hh1VDV3fSBhv/85TuHuHs3KRjh+7NMb4p1+9hGM9/q45sjx12BkU79h+PCsbL/cMTzj+TVnTOvV1VidPj2IsnP0PtmIxiUf2m4MVAPzzPbs9dZV84lC3oxHHGze3sMpEVAD4KiXKEXVTYOsr21UrNSSpYUqdEqiGJova2CLdsOdXxSoWk3hB+ZQbKJ5pgNlSFgrijJa6tNZnZGJhfQX+/Q2bkp5XUx7C685OfVF+RWkQl2qf4j95qAeDhg6EAHDy9Aj+4Re7cPl/PezYbPqyNfNd37jq3QGBeLUnXQcNa3z+5so1jrVA4ajE3/7sRfzPA/syen2NR6K481lzQBueiOIjP30Bkaj/m5U/faTHcWwsHMP3nzia8dimKaAL6uIfvugb5EoJHMvCOjndzlP96B2ecL1/cCyCT96VfEqgvkYLAG7IYBogEeUOgxVRjlkBy8+ugDq1u5/azMJ0n5fx0r2OdBzsGsLgmH2RfTFNAyx0rz5zga3FvMnbz1+a9p46+nTAiWgMD+/rQv9oGEe6h/GrF07hH3/1Eq778mO47L8ewu1PH3e0WAeAVxjWV1nOX96A+TX2dWkvamE/Fab1Vbdcsgy3vvNcVBqmaX3ljwfxD798Ke3nu393B3oSvOF//ngfvvrHg2mP70UkGsOzR51rJQHg+08ey7iRhl7hAYDmusmpgIZ9nPxoYPGwYXqpvlH3I/u7cH+Szo9/Otht+37jwlqsaUpt7yoimhncHY4ox9TNgd2aRaRLX1ulHlfbr6vT+6yKlr6Hlbr2Kp1269kKVqaNgTczWBWUf339JqxfUIunDvege2gCvcPxLwFg27pGfPTqNWmP/cp1jQiIeEc9y4d/8nxKY2xYUIvrNjmrUpZgQODsxfW2aYYHUtwzS3VIe2xjTRlqy0vwyvVN+NkHLsR7vr/dsYntj58+jvdestwYEpL58dPHkp7z1T8ewBVr5/v22trTNuAanvpHw7jjmeN476Ur0h5fb7UOxJtXAMAKw5YGh31ouf6Qtr6qsaYMn7hmHT768xdtx3+7qx3XnGH+93a8ZwQneu3TBS9fww5+RIWCwYooR9QQZYUrv1hVKTUYqdUq0wbBmQQhPxtX6OurSoMBnNHi3JeF8lcwIHDzhctw84XLsj52Q3UZtiydi2fSaFHeUFWK91+2AjdfuAxlocQL+lc3VtuC1cnToxiZiCSstA2NR7DzZB+WNVTZ1gTqFatVjdNh6YyWOvzqQ5fgPd/fjt1aO/IXT/alHKwOdg451jZtWzsfzXUV+Imy7iomgW8+fAjfunlLSuN79bRhfZXq248dxjsvXJr0/4ObDq1iJUQ82ADA3KpS1FWUoH90eorooSxXrHqGxrHzZJ/t2BVr5+ON57Tgh08ds01n3tvm3mZer1YB8QYqRFQYOBWQKMesNut+hCurKmWibhLsdjzdduvZnEKoc2wM3FKb9psvmp1M3QETmVddhk+/ej0e+8Q2fODylZ66pK1ucgYat5bpQLz199X/8wje9u2nccXnH54KZZFoDEe0aokarACgua4cP37vBY4x96bRgv0nhqYVbzt/KT7zmvWOSs4Th3p8W2tlWl+l6hgYT3sjXcA5FbChqmxqnzghhGOdVbZbrj92oNvRkOSKye0LNi+ptz9397Br84zHtWBVFgrgnKWs0BMVCgYrohyymlb4MQ1QpTeuCAaDjqCTrFKldhGcKaaNgTcv5psMsnvjOS2oLXevHAkR3xT1nRcsxVffuhl/+sQ2vPfSFSmt61rd6FzjcqDDPVh99/EjaJ18sz8RjeHf730ZUkqcOD3qWOOlBysAqKsswZK59v2XUt3baiwcdbTtXlBXjm1r56OyNIR3XrjUdt/QeAS7TvWn9BxeRGPS0Tp+w4Ja6HtX3/rIYURj6VW/9eYVC+rKbd87Wq53DWW10q637w8GBC6erDStb7ZX2KMxaQzlsZjEE4fswWrr8rkoL+EHSUSFglMBiXLEClJquMo2tfKkBiN9HytTV8BIJOK4Lq/TBP2qWBXzxsDkXUN1GX75oYvx46ePY3giijmVJaivLEF9ZSkW1lXgrMV1qCkvST5QAivnV0MI2KoSidZZPX3YXqE50j2Moz0jxjfUq1ym961trsHx3unudakGq3t3taFvxN4h8S3nLZ7qfnjRSucUsycO9WR9ndXe9gEMaA1o3rC5BbtOVePXyp5gh7uH8ej+Lmxb59xPLBm9jbnVat2iV6wGxiLoGZ5wbJadjmhM4lGtzfq5S+dMbTWwboEzlO9tH8QZLXW2Y3vaBnBa+/9l+n9ERPmLwYooh6z1TX6vsVLXVAkhEAqFHB0B1S+3YJRJ1SobwUqfBgiwIyCZrZhfjU+/ZoNv41eUBrFoToWtscDBTnPQGQtHHeujAODR/V0YmXBOATNVrABgXXONbV1XW/8Y+kfCqKv0FhJ//LR9GmAwIHDTeUumvl/TVI2GqlJbx8AnD/XgQ9tWeRrfK9P6qvNXzMUlq+fZghUQnwqXTrDSm33oFSt9LysgPh0wG8Fq58k+RyC6Yu10w4nVjTWOBiv72p3/PvRpgADXVxEVGk4FJMoBtVOfdduPYKUGp2AwPn1ED0em6pVp7VWqz6vK1hTC57kxMOURfTqgW8Vqd2s/IoYpbY/u73JUrGrKQ45W7pZ1zc4mLXuVN+T9o2F8/aGD+I97X3ZUs/a1D+JZraPmK9Y1olkJHEIIXLiywXbO9qO9GI9kd389fX1VdVkIGxbUYv2CWkfgee64uSV7IoNjYUfHwWZ9KqChKnikOzsNLPRugABwxZrpcFhRGsQybT2bab2c3riivrIEGxayUQ9RIcn7YCWE2CCE+IgQ4k4hxF4hxIAQYkII0SWEeFoI8XkhxPo0xq0VQnxYCPGIEKJVCDEmhDguhLhfCHGLECLlj7GKeUxKzlpXZW0K7Eew0itVaqgyTQVU27Cr+2up93mR7rTGL9y/D2f80/14xRcexrNaV7dYTOIFrWLFaYA0k/QGFsd7R4xNCJ43VFqB+DS7l7WOcKsaq10/iFjb7JxCtq8j/oZcSom/+ekL+Pz9+3Dro4fxlm89iWM90w0ZTC3W337+EscxfarZeCTmev3piBnWV21ZNmdqOuK5WmOG3acGXBs7uDFtDqxPBVzaUOlY05WNBhYPvtzhaBDSVFuG9dr0v3Xa/8uX2+zBajwSxXbtZ+BFKxsQ1C+aiPJa3gYrIcRVQojdAHYD+CKAGwCsBVADoATAPABbAXwMwB4hxLeFEM5av3nsSwDsAvAVAJcBWACgDMBiAFcD+C6AZ1IJbMU8JiWnVqyi0ahvUwH1yhQQD1RW8wp1Y2D1PNN0wEzasHt5zKP7u/C1hw5iaDyCw93D+Ls7dyKmfMp/sGsIg+PcGJjyh16xktLctvt5l82DR8NR7NGDVYL26csaKh0bzFqVjiPdw/jj3umGCX0jYfz3A/sBACMTEdy9w95hb9GcCly22rkf0kVaxQqIB8BsOdA55Jgmd/7y6efUg9VENIbdrak10GjvH3cc06cCloWCWDTH3gzkUAbB6ljPMN5z23a85/vPomvQ/vxXrGl0/AzUq4/dQ+PoHpp+3I5jfRgL238nXMxpgEQFJ2+DFYBzAagT5mMAngfwMwDfAvBrAH3K/e8FcJ8QIuE8ISHEOQDuA2B9dDcB4HcA/g/AQ5PPAwBnAnhQCLEo2YUW85iUGrWBhZ97P+kVK3U/KzVcmUKVWrHyGqrS+bvcu6vN9v3h7mG0KgvQ9U/2ATjaFhPl0mrDWihTMwq90pqI2/oqAAgFA47ntKb8mdbj3LOzFXvbB/CbF9scH0q8desSBAzVj6UNlViohZAnDGOny9Rm/fwVc6du68EKAJ4zbAqeiN64AnBWrABnA4vDaU4F/NULp3DVFx/Fg3s7jfdfd6Zz81+9YgXYm5GY/n9ezMYVRAUnn4OV5XkAHwQwT0p5jpTyLVLKD0gprwewCMDnlXMvAfA5t4GEEKUA7gJg/XR9DsBKKeV1Usr3SilfAWATgMOT9y8AcHuiiyvmMSk11jQ7fcpdNlnBTQhh6wyohiS99bp1n6mClm7zCi+PefyQ842E+gmy6dPk1U3ONydEubLSEIL2d9indHUMjOFUn/ONvptEwQpwTgfc1z4IKSUeP+gMLFIC//3AftyuTQMMBQRu3GL+nCy+zsr+Bv6FE30Y1oJZup7SuiNWlgaxSemGt2Je9VT3PEuqwco0FVBfY2U9l+p4zwjCKe7btad1AB/7+YuYiDgfFxDAX71iFS5b7QxE6xc410qpHx7p66ta6iuwtKFSfwgR5bl8Dlb7Abx+Mkz9r5TS8ZNWSjkspfw7AF9SDn9YCFGnnzvpAwCWTd7uAXCdlNK2yYeUcg+A1wKwavSXCSGuTXCdxTwmeaR3A/Sz3boaavTqk9rcwjqunqfeTmV9VarNK473jNi6q1kOK9Oq9ClWjTVlqM2wZTZRJqrLQmjRmqfoe1mluj4pWbDS90AaGo/gRO8onjxsnq73+z0dePGkfSrdqzY2o7HGGTQs+nTASEw61vukQ0rn+qpzl86Z2rgXAAIB5wa6O473pfTzsV0LVjVlIVSXOZse6xWrSEzihNLOPpmJSAwf+/mLCEed17Z1+Vz89q8uxd9evdb486+lvgJV2kbU1rTOgbEwdp7ss913yap5M76PIBGlLm+DlZTybinlrzye/lnEp7UBQCmAV7qc9xfK7c9LKY11/MmAcZvL4zgmpc2qClkNLPwYXw1T1p+mdVXWn1bzCr1xhXWfH7/cTdUqwB6mDmlTrFYmWItClCt6ENKnApr2XnNTGgo41v3oTA0s7n7+JPpHw4azzd5maFqh0jsDAvG265na2z6I7qEJ27ELVjif61xt7WTX4DhOnvZe9WvvtwerJkO1CnAGKyC1BhZff+igY41cQ1UpvnzT2fjp+y8wVqUsgYBw/L+0Ojw+dagHehPJiw1VLyLKf3kbrFIhpexHvMmFZZl+jhBiDYB1yqHvJxlWvf9KIYTjXV0xj0mpU6cB+lmx0itO1tQ/a7pfpq3VdelsDmxaTwAAhzrjb3JiMYkj3fY3PCsbPfWmIfKVvubpaM+wrT25vr5qQV05SoLm18OKeVVJu76Z1ub86Clnxz83y+dV4UJDmFEtrK/Acq0deDYaWPzy+VOOYxco66ssma6z0itWeuMKi+nDGa/rrF461Y+vP3TQcfyrb92M689u8fQB1DoteB3oGEIkGsPD+53t2k1NRYgo/82KYDVJfXcXNNy/Tbm9T0rZnmS87QCsd3blAC7kmJQufX1VJBLxtXmFRe0MaFWf1KmAVsdAfX2VWuXKdsUqFpOun4ZbFatTfaMY19YwsGJF+WCNts4vJjH1IUAkGsNObRreBSsasGWpM0wA5jVbuvk1ZZijbQisV4EShbO3bl1sbFqh06tWL7X2o3/Ee1VMF4nGcLcWrBbWlePsxc4Qddbiekcr9JSClV6xMjSuAOLTifXpeF4qVuORKD728xcde5PdfOFSXJRC5771Wkgej8Tw4sl+RwBd11yTlY2LiSj3ZkWwmtx3abVy6IThNLV9+I5kY0opI4i3JTc9nmNSWtSugH5MB1S7/1khSq1YJQpzpiqal+pWqhWrfR2D6BmeMN7XOTiOwbGwsYU1gxXlg1VNzn+H1jqrfR2DGNX2YNq8pB6XrXG2OQcSt1q3COGcQqZ71cYmnLW43nG8NBjAm85dnPQ5AGeFRErgi3/Yjx89dQw/e/aEYwPiZB470O1oQ/7GcxYZQ2BVWcgxjW6Hx42CJyIxR9B0q1gJIRwbBXsJVl998KBjQ98lcyvxiWvWuTzCbK1hw+d/uWc3Ribs/2auP7slpXGJKH/MimCF+B5X1m8eCeCPhnPWKLePG+43UQPaWo5JmdA7AvoRrNTwZIWbUChkW0eldwgMBAJZr1gleozbNEDL4a5hY0dAL5/uE/nN1GziwOQ6K1Pjis2L5+Byt2Dl8d+0vgeS7qKV8/Dxq50/pq/d1Iy5VaWensO09um2J47i0798CX93505c8+VH8X9/OuJpLAC487mTjmM3nOu+g4e+R93LbQPGzoSdg2N427efwoZ/vA9//sPnjIHPrWIFONdZHeoaSviBU9fgOG599JDj+OffdCaqDA0yEjEFZL3RSGVpEG/bmnhNHBHlr9R+KuShyX2r/k05dKdLYwb1t0aHx+HVKXOmuRzFPKaDEOKox7HdzNp9s9SmFX6usYpGo45wpTaisO63qOeq15PJHlbprq+yHOoaclSsKkqCWJDgzRJRrtSWl6C5tty2rudgZ/zNvR6sykIBrFtQg1BAYH5NmaOC4z1YJa5YXbxqHpY1VOLqDU14YE/H1HN/8IqVnsYHgHnVZVjXXOOozFikBD73mz1orCnDa89amHCsvpEJ/H6P/VfNlqVzHOu4VOcunYMfKmvHYhJ48USfY6rdP/1q99T6r/t2txu7FzYn+FmhV757hiew82S/seIHAA/v63R0Abzl4mU4P8m6NZO6ihK01FckbMf/5i2LUVfJ7qdEhWo2VKy+jOlmFWMAPu1ynvrT1Gu7IfU802/AYh7TZGmGX6a1cbOG1WY9Fov5vsZK7+YXDAanjutrrNSGF26PTySVv0c4GsPTRxK3cT7UNeToCLhifpWndSJEubBamw64f3IqoN4R8MxFdSgJxl9Ll622V60CAgmDhirRVMCW+gosa6iEEAJfeetmfPxVa/HWrUtw+3vPT1rp0r3GsLGt7qM/fzFpK/Z7XmzFhLY/1JsSVKsAbw0sTvSO4L7d9iXCpmnFpj2sLBevcgainz5rWj0Q99gB+wdBJUGBv71qjcvZySUKyUIAf3bx8rTHJqKZV9DBSgjxXgDvUw59VEq53+V09SeteYGHk/rxYoXh/mIek9JgVav8oLdXt6pU6obAUkqEQiHbY9SKVTod/lI5/4UTfY71BLpDnc6pgPq6CKKZpFeajnYPo2tw3LFe52ylCnLTVvtap6s2NKG8xNtnSXrDDNVFKxumXnPlJUF8aNsq/McbN2HLMk8TDWzed9kKvPrMBSgNur81mIjE8L4fPGvbc06nTwMsLwnguiShbdGcCsyvsTds0NdZ3f70cXj5HCdRsDpnyRzHdMB7XmjFqOHnUiwmHRv3nrt0Dmoy2E9v3QL3/5ev2tCMJdwUmKigFexUQCHE1QC+oRy6XUr5DbfzEa9mWbxNOgfUn/KmSk8xj2nivQew2SLM0qqVOhXQ+vKD3vUPmO7857aRr7pxsPoYr9MBU6lYmaYBLppTYduz5oUTfegesk+ZWmnYf4ZopqxutL85jsSksbX4ZmXd0HnL5uLLN52NO587icVzK41rotxUlYWwZG4ljhs2s704ha50yZSFgvj6287BWDiK8XAMkVgMnYPjeOf/PWN7TfaNhPHu723Ht2/e4qim7e8YdKwbumZjc9LNvYUQOGdJPe7fPT2FcMfxPsRiEoGAwFg4ip9uT75EuCQoMLfS/decEAJv3rIY/+93e6eODY5H8LuX2vDGc+xVtd2tA+jVKmKXrjavl/PK1MDC8r7LWK0iKnQFGayEEOcDuBuA9ZP6AQB/luRh6sdrXisw6nmmj+eKeUwHKeUyj2MbTa7RWprJGPnMmgboV+MKlVWtAmD7Uw9L+jRAfZ1Vus/t5omD9jbrTbVluHJ9E2574ujUMX1PGoAdASm/6FMBAeDf7n3ZcWzzknrb99ef3ZJ2x7d1zTXGYOXHfkflJcGpalpDdRm+++4teMutT9k6Hh7vHcGrvvQoNi+px03nLcZFK+dhPBLD9x4/6hjPa2fCc5fOsQWr/tEwDncPYVVjDX67sw2nPbR/b6otTzpt+I3ntODz9+9DVGmf/rNnTziC1aMHnPtLuTUi8UpvuW45e3G9o4EHERWegpsKKIQ4A8C9AKyPsJ8C8EYpZbIpbuqk8CaPT6eeZ5pUXsxjUgrUToB+Na5Qp/tZf6rTAvVugTp1iqLatj0RtyqYyfB4xLEG5eKV8zx1+2OwonyibxJs0lxbjgV12ZtFbVqbs7qxGo05aOpy5qJ6fO1tmx17TQHxhh2fuGsXLv2vh3Dl/zyCnzxjryotrCt37JHlxrTO6ifPxNc//UDbFDkggPde4qzwLPUwla6xphzb1jbajj11uBfHeuxTOR/TgtXcqlJsWJDaujXd8nlVxqmW77t0Rdb3DCSi3CuoYCWEWAXg95juUrcLwHVSyuQbUQD7lNtee5mq5+0z3F/MY5JHVviIROKtg61wlW362ipgutW6aYqgel421lYlc9eOk47uWhetmpd0mp9IYZE/US7UV5Y61gPprt3UnNXnNE0hy+Y0wGReub4J//y6jSk/zm3vKpONC+tQGrK/Lfm/Px3BZ375El480Wc7ftWGJnz6NRvwqWun95ISAnj7+d4mPbx5i7OZxs+fnV4bNjwecTTPuGTVvIyb6ISCAaxptgfzRXMq8KqNXj/zJKJ8VjDBSgixGMAfAFi/rQ4AuEpK6XV7dnWexmYPzxcEsMnl8RyTPNOn2vk1FVCvHunNLKzb6qa/+qbBepXLS8VKpz8mGpP4z/v24h9/tdtx7sWrGpJWo1rqK1BROiuX3lEBO9ulPXdJUODGcxfhbzLoHGdy5qI6x7FLV+cuWAHAOy9chi/fdDZa6r1V4oRIvHeVrrwkiJvOc04b/KFWrQKAmy9cBgD4wOUr8eu/vBifvHYdfvr+C3HdpuSdDQFg27pGzKu2h+M7nzs5NT3wqcM9jg+C3DZ6TtW7Jq/d8slr1yGUoGEIERWOglhjJYRoRDxUWR9FnQBwpZTS655MAPCQcnutEKIpyeO3YHq64TiAJzkmZcLaw8r6M9tM1Sj1T7eKld6pMJONgXWDY2F85I4X8OBe59ZyW5fNxYK6CkgpUV0WwpBhM1CA0wApP/3ltlV45kgv+kfDEAI4f/lcXH92C649oxn1CZonpGvx3ErceO4i/Hyy497W5XMd09ly4fqzW/DaMxfi8UPduOOZE3hgT7sjgADxUPWxq9emXG3+1LXr8eLJfkeFSrVyfpVtbdmZi+px5qL6lJ6nJBjADee04NZHD08dax8Yw6MHurBtbaOjzTqQvSB7wzmLUFtRgqcO9+DilfNw5QZWq4hmi7wPVkKIOYhP/7M+/utEPFQlbw+kkFLuF0LsBbAOgABwM4DPJ3jIu5Tbf5BSOho4FPOY5J2+vioajU5NC/SLul+VXnkyVbJM67LUypabRBWrvpEJvOXWp7Cvw7nh6LzqMvz7GzdNnb9yfpWjk5iFwYry0VmL6/HQx67Aoa4hLJlbiaYcrHX6rzediTec04LxcAyXrs58Wlq6AgGBS1fPx6Wr56NnaBxPHOrB8HgEFaVBVJQEUVEaxNqmmrTWf1WUBvGdm7fgjd98HCd6zQ1p33nB0qx88HPjlsW2YAUAP3n6OLatbXQ0rljbVJO1/8eBgMCrNjbjVRuzO12UiGZeXteehRBViDeqOHPy0GnEp/+57VWVjNqO/eNCCOPHT0KIdQBuUQ59nWNSuqxgZVWF/NocWN+TCpjeANj6ss6z/rQCmDqNUN08OJOpgN97/KgxVJ3RUotf/+XFtr2AEoWnlY1cX0X5aW5VKc5bNjcnoQqIv7YuWjkP29Y15s3UsYbqMrz2rIW4aesSXH92C67e2IxLV8/PqKnG/JoyfO/dW1FX4WzRXlkaxBtTmF6YyKrGakfDjAf2dOAzv3zJsSdZrqddElFhyo+fzAZCiDIAvwJwweShIQDXSil3ZjDsrQCOTt6eD+BeIYSt960QYj2A32B6U93HpJS/45iUKataFQ4nbxmcDjUYWYHJ2sNKvV9l2sPK6/5VJurjnjdM5XnNmQvw8w9chIXaGo1EnQFZsSIqPqsaq/Gtd57r6KD3hs0tSffESsVbtnhb05Wt9VVENLvl81TAzwF4pfL9HgDvFEK808Njn5JS/kg/KKWcEELcAOAxAJUAzgNwSAjxIIA2AMsAbMN04GwH8PZET1TMY5I3VrXKaljhZ1dAKySp0/msPycmJhAKhRxTAa3272owy6R5heWgVq26dPU8fPWtm41jJuoMyGBFVJzOX9GAr7z1bHz0Zy9ieCKK5fOq8NEUNlb24g3ntOCHTx3DrlPmqcgAUBoKYOvyua73ExFZ8jlY6atyt05+eVENwBGsAEBKuUMIcc3k/UsAlAG4znDqLgA3SSlPJHuyYh6TklOn5+khJptMgaikpMR1rZQacPTmFZlWrAbHwmjtt2/0e/bietdx3cJTTXkI86qz3wiAiArDNWcswNblDWjtG8W65pqsT4EsCQbw/T/bind852nsaRswnnP+8rlTGyYTESWSt1MB/SSlfAzxduJ/DeBPiFdnJgCcQrxRxnsAnCel3MMxKVsikchU4wo/2q3ra6P0qpV1jmmNlVuwSrViZZ1/sNPZ72RVgul+SxoqjXvdrJxfzU0ziYrc3KpSnNFS59u6srlVpfjx+87HGS3mzX8vW81pgETkTd5WrKSU7wbwbh/HHwDwlckvjkm+UStV1pTAbAcraxqg2qQCsDegiEajqKiYXtsUDAaN1bNUKlZulbcDhmC1urHGdZyyUBCL51TgaM+I7TinARJRLtRXluL291yAd373aezUOpRevpbBioi8KcqKFVGu6NMA/ZwKqD4fAGO1SqW2Wjc9zvQYt+fSx9QrVgEBrEiwjgowhyh2BCSiXKmrLMEP33O+bT3VW7Ysxpom9w+FiIhUeVuxIpoN9GBlNa7IdvMKt+l+wWDQeNt6jH6N+uPTdUBrXLG0oSrpGoWVjdWOjYRZsSKiXKqrKMEd77sAzxztRWkogM2L62f6koiogDBYEfnMCizW2io/11cJIaam+FlByrpPD3OmphaZdgS0HrO/w16xSrS+auocQ4jy8jgiomwKBAQuWNEw05dBRAWIUwGJfKRuDiyl9LXVukpts65+mcKSdT1qUHLrJOjlOobHIzjVN2o7vtpDQHrVxmZUlU5Xtc5aVIcV8zgVkIiIiAoDK1ZEPrLCit/BSqVXnYQQU1UytbIVCoUc0xLVdVnp7mF1qMvQuKIpebCqqyzB3X9xMb77pyOoLg/hL65YyY6AREREVDAYrIh8pgaqSCTi2x5W6ubAQLzqFAwGp1qqW+dZ9KqUurGwl0DjNhXwQEdqHQFVa5tr8J9vOtPTuURERET5hFMBiXykTgWMxWIIh8O+VazUQGX9aYUkNXCp9+l7WCXqIuj1+fVW60KwCQURERHNfgxWRD7Sg5VfzSv0ahUA2xor63t9E2Hrsek+p4neEXDxnEpUlCbuCEhERERU6BisiHwmpZyaAujHVEB13yn1Oa11VFbo0qcJAtNrv6zH6EEs1esAnBUrL40riIiIiAodgxWRT9RAY7Va92MPKwC2MGTdDoVCtuvQzw8Gg8YNi712BNTHFEJgdCKKE6dHbMdXc3NNIiIiKgIMVkQ+s4KUVa3K9lTAQCCAWCxmq1ABQElJydReVlY1Sl0/pQY86zFe11iZwpoQAoe6hqAX5FixIiIiomLAYEXkEzV8WNWqcDjsS7BSg5K6lkptXKEGJb1boEV/bKK/m04IgQOdg47jXlqtExERERU6BisiH1nhympaYTWw8OM5hBAIBuNNItRW60C8aqZWo6zz9M2B1amEaQUrQ6t1dgQkIiKiYsBgReQTtSmEtYeVH+ur1DCl7kOlrrGyghZg3wRYvUZ9U2EvfzdVvGJlD1Yt9RWoKuN2eURERDT7MVgR+cTUvMKPzYH1qX7WbavDn9seVtZj1T+9dgQ0TSEEgINasFrDaYBERERUJBisiHxkVauklL6sr1JZDSwATDWtsKpUKrc9rDKpWAkhMBaO4ljPsO04OwISERFRsWCwIvKJur5KbbeebWqDCqtCZVWr1Ol+evMKAI52614aV1h/N/0aDncNI6YV5FaxIyAREREVCQYrIp9YgUVtt+5HxUqfAgjE97AybQIMTDe2sKYmZq1xhakjIIMVERERFQkGKyIfWU0rIpGI71MB1cATCoUQDAZta6es0KTubaXyMgVQfx71sfr6KoAVKyIiIioeDFZEPlAbV6ht1iORSFafxwpC1rQ/68/S0lLbXlVWqLLOtTYV1itZ6VasJiIx/GZnm+3Ywrpy1JSXZPT3IyIiIioUDFZEPlE7AsZisamvbLICknXb+tOaCmjaNFjfHFidCuileYWp0vWNRw7jSLe9ccU5S+dk4W9IREREVBgYrIh8YIUPayrgxMRE1qtV6nOZKk/WPlZ6QworgJlarSebChiLSfQOj9uOHe4ewTcfPmg7FgwIfPCKlen+lYiIiIgKDnfuJPKB2rgiHA4jHA771hHQqkyVlpZObQxsVZ1isZgtMAWDwam1V9b1eN0ceH/HIG753nac6hvF+uZq/O2Vq3Dpqgb846/3IBy1V7FuuWgZNi6sy/rfl4iIiChfMVgR+cQKL9baKr8qVurzAc7uftb+VmrFSg9Want2U7CSUuJvfvoCTvWNAgBebh/C+370AtY1V2Nvu71pxcK6cvzNVWt8+3sSERER5SNOBSTygd64wgpY2WYFISnlVAv1kpKSqZbq+voptXGFdZ3W/YkaVzx77DR2tw44juuhCgA++7qNqCrjZzZERERUXBisiHygV6smJiaM3fSy8TxWxUkIgWAwONW4Qp0KaFGPq10B1Y6CpmD1/SeOerqeqzc04eqNzVn5uxEREREVEgYrIp9YHQGj0agvrdYB2EKTtT9VSUm8xbk6DVDtGKhWrEzj6MGqY2AM973UnvRaqkqD+OzrNqb9dyEiIiIqZAxWRD6wKlZWq3U/11jp+09ZVSu1GYW6ObC6h5VpA2E9WP346eOIxOzVths2L0RLfbnt2CevW4+F9RW+/B2JiIiI8h0XQhD5QN/DKhwO+7LGynoeq1qlT+dTO/4B9jVZ+vorawzVRCSGHz9z3HasriKEz1y3FgEB/HJnO3a3DuHSNfPwmjMXZv3vR0RERFQoGKyIskwNVVag8rMjoLXGCsBUtcpqXGGFJSswhUIh29oqK3gFg0EAzmrV/bvb0TVo37fqhs0tqCiNn/+2rUum9ssiIiIiKmacCkiUZdb6JStQWWus/KB2BFQrT1aA0vensgKXdT1WsHJrXPGDJ49qzwe87bwW2/MTEREREYMVUdZZFSu1ahUOh317LjUYlZSU2Kb1WfcD9sYV6jW6Bas9rQPYfvS07fkuXz0Pi+dWTn3PYEVEREQUx2BFlGV644qxsTFfpgJa0/eA6cpVWVnZVFAyra8KBAKIRqO21u9uTSt++NRRx3O+fesi2/cMVkRERERxDFZEWWZVgsLh8NQeVn5MBdRbqVu3rTVP1tordf2V1YJd7wior8UaC0fx6xdabc+3tKESl6xsmPrebc8rIiIiomLEYEWUReoUO2tt1cTEhK/NK9SOgCUlJbYpf24dAa11YOo0QOt7AHj8YDeGJ+xh8K3nLUIgMB2kGKqIiIiIpjFYEWWRVQWKRqNTFSvrz2xTA5UVjvSKlb45sBDC0bjC2tsKmA5LvzNsCHztxibb9wxWRERERNMYrIiyyKoExWKxqUqVX1MBreexAlYoFLK1WlcrUQCmjqut1gE4GleEozH84eUO2/OcuagOzbVltmMMVkRERETTGKyIskitWEUiEYyOjk6FLT9YociqPul7WKmVrGAwaGtcoTa3UIPVM0d60Tdi72L4qg2NxucmIiIioji+MyLKIrXNejQaxfj4uC/VKrVaZAUca32VxVpjZZ0fDAYdmwMHg0FH44r7DNMAr1pvD1ZsXEFERERkx2BFlCVq4wpr76pwOOxLsLICVCgUmgo5ZWVlU0EpFovZpgJalaxYLGYLV1aoAjDZMVDi/t32YLW2qRpL51YYn5+IiIiI4kIzfQFEs4UVVqxqlbW+yo/NgfVmE9a0v1AoZOv4p94PIGnjiudPnEbn4Ljtua7e2Ox4flariIiIiOz4sTNRlqjBamJiAuPj4xgbG8PExIRvz2VVrILBIEpLS22bBqvdAtVOgdafplbrpmmAXF9FRERElBzfHRFliVUpstZWjY2NIRaL+dJqXW08AWAqPAUCAUdTCitgqR0BrWvd3zWCZ4/1YSIaP36fNg1waUMlVs+vtB3j+ioiIiIiJ04FJMoSa1Nga++q8fFxXzoC6t3+hBAoKSmZClbWtaht1NXj1tc3n2zHHS90AwDqKkLYtrYRJ3pHbc/1KsM0QFariIiIiJz4DokoC6ywYlWoJiYmpqYDZpsabKxpgCUlJY71UlZVybrPuj4pJfZ2jk6FKgDoH43gly+0Op6L0wCJiIiIvOE7JKIssKbYWV0Ao9Gob+urrDbq1vqqQCCA0tJSlJSUIBqN2jYNVqcIWlMSY7EYbnu2M+nzNNeW44wFNY7jDFZERERETnyHRJQF6sbA4XB4KlT5sb5KXVdlrZ+qqKiYalBhBR9rKqAVsqxr3N0+jKeODyV9nldtbIK+lIqhioiIiMiM75KIssCaZhcOhzE6OorR0VFfQxUQ7wgopZyqVqnhCbB3BbSmAMZiMXx3u7Na1VBVavs+FBC46bzFtvGsMYmIiIjIic0riLLAalxhBauRkRFfpgHqDSmCwSDKy8tRWlpq6wQITK+/CoVCiEajkFJiV9swtp+wV6vWNdfgNx++BE8c6sFvdrbi9EgYbz9/CdY0VTvCIbsBEhEREZkxWBFlSG1aEYlEMDo66tvGwBarchQMBlFWVgYAUxUrK3Cp+1fFYjHEYjH839POfao+cuUahIIBXLZmPi5bM3/quH79andBIiIiIrLjuySiDFkt1cPhMEZGRmzhyg9WYAoGgwgGg6ioqJgKUur6qkAgMDVdUEqJ508N4dmT9mrVhgU1eNXGJsdzWGFRf14iIiIiMmOwIsqQVQ2amJiYmgboR5t1AI6KVFlZGUpLSxEMBm3nqUHLCknfecrZTv0jr1xtDEzRaNRxjNUqIiIiInd8p0SUASu0WI0rxsbGfFtfBdg7AVrdAPUpemq1KhAIIBaLYfuxfjx/atg21hkLa3DlBu/VKj28EREREdE0BiuiDFgBRK1WDQ8PY2xszJfns6pVgUAAJSUlqKiomGpoIaWcmh5onWs11fi2oVr1V69YaaxCWR0EVQxVRERERIkxWBFlwJoyFw6HMTQ0NDUN0I9W6wCmuvypHQH1/auscGUFq2eO9ePFVnu16qyWWmxb25jw76TiNEAiIiKixPhuiShNVlOIaDSK8fHxqWqVX+urrCl/Vkv18vJyWyVJnyZoTQP81pPOatWHX7HSWIVyq1axcQURERFRYgxWRGmyKjvWNMDh4WFfpwFaVSirI2B1dbVt7yp1mqD155NH+rCrzV6t2ryoFpeuavDctILTAImIiIiSY7AiSpPVtGJ8fByDg4MYHBzE6OiobxUraxogAJSUlNimAQL2ipUVhr715CnHOH81Wa3Sg5WpaYVVISMiIiKixBisiNJgTZkbGxvD6OgoBgcHMTAwgNHRUd+e0wpOoVAIFRUVKC8vnwo9VtUqFAohFApBCIE/HT6N3e0jtjHOXVKHi1Y2GKtQrFYRERERpY/BiigN0WgUUkqMjo7i9OnT6O3t9bXNulWtCgaDKCkpQW1t7VRzCqsVujX9DwAmYsCtTxg6AW5bMRW8VLFYzBGs9DbuREREROSO75qIUmRNmbP2rOrv75/qCOiXUCiEkpIShEIhVFdXo7KycqrJhBV+rMA0MB7Dh+/ch32d9us5b2kdLlw5zxGWpJTGLoasVhERERF5x2BVpIQQtUKIDwshHhFCtAohxoQQx4UQ9wshbhFClM30NearcDgMKSWGhobQ09OD7u5u9PX1+VatUqf3WdWqUCgEKeXUeirrvtaBMP78zgPYqTWsAIAPX7HCuLYqEok4OgFyQ2AiIiKi1ISSn0KzjRDiEgC3A1ii3bV48utqAB8RQtwkpXw519eXz6wQYk0B7OzsxOnTpzE0NOTbc1rhqaysDHV1daioqJg6bjWvCIZCeOr4IP7rkXb0jTqrTzec3YzzVzQ4qlXRaNTRsAKIN8cgIiIiIu8YrIqMEOIcAPcBqJo8NAHgQQCtAFYAuBzxSuaZAB4UQmyVUp6ciWvNN9Y6pHA4jP7+fnR1daGnpwf9/f0Ih8O+PKc6BbCsrAw1NTVTe2eVlpbi9JjEw8eG8PtDw2gbNF/DO89biE9eu9axtioWixmnAJrWYBERERFRYgxWRUQIUQrgLkyHqucAvF4NTkKIDQDuQTxkLUC8snV5ji8171jrkMLhMHp7e9He3o7W1lZ0d3djeNg57S4brC5/paWlKCsrQ21tLcrKyhCNRhEIBvHj3SP41b4hxKTL4wF87JXL8e6LlqIkFLJVq6LRqOu6Kk4BJCIiIkod11gVlw8AWDZ5uwfAdXo1Skq5B8BrAVibMV0mhLg2Z1eYh6xQNTExge7ubpw4cQJHjx5FR0eHb6EKwNS6qdLSUpSXl6O2thYTExMIBoP49eEofrHXPVSVBgX+83Wr8K4Ll6CkpAQlJSVTVahIJGIMVVxXRURERJQ+Bqvi8hfK7c9LKTtNJ02Gq9tcHldUYrEYwuEwxsfH0dbWhr179+LAgQM4ceKEr+uqAEztVWV1AozFYggEAtjbF8Bde907EK5vrMCtb16HV21snppGKISAlBLhcNi4XxUAW/giIiIiotRwKmCREEKsAbBOOfT9JA/5PuIVLgC4UghRLaX0N0nMEKt9uun42NgYenp6cOrUKRw7dgxtbW0YHBzM+jWEZQA9sUr0ygoMxcowJCow3FeBidMBLKoGrqsOYS2AEZThq8/2Ox5fXRrA1Wvq8er1c3DGojkoKytDaWnpVBOKcDhs/DsC01MOGaqIiIiI0sdgVTy2Kbf3SSnbk5y/HcAw4uuxygFcCOD3Pl3bjOro6MDp06cdx8PhMI4cOYLjx4+jr6/PNZh4ISUwLEsxIMswJkMYRwhjMoQhWYbuWBX6ZDniq6Kc9vQDe14AzmuOoXdsEIMT9vl/y+aU4RtvWI6qshAqKyunqlTBYNDYSl1ldRZkqCIiIiLKDINV8Viv3N6R7GQpZUQIsQvABcrjZ2Ww+ub/3goJgQAk9HwhJTCGEIZkBYZlKaJSICRiKEEUJZN/hpTbMQQwJEsxLEsxJEvRHytHj6xEb6wSExm+3La3O9dFVZQE8NmrWlBREkBpaSkCgcDUWqlEgQqIN6qw2rUTERERUWb4rqp4rFFuH/f4mBOYDlZrs3s5+eNQtAF/Ci8HAAQQQxBy6s9xhBDN46WIf3tJE5bOKUd5eflUkwvTJsAqa+qfvqcVEREREaWPwap4NCi3Ozw+Rp0uODfZyUKIo6lckMFS68bJkyexbNmyDIfzprtvEGMyf14KAkBAxL8kgIjLDMTK0gD+5fYQPieEp6l8nO5HREREFHfypK0xdnM2xsyfd5Pkt2rl9qjHx6jnVbueNW1p8lO8iUajOHbsWLaGm5UGJ7+IiIiIKCNZyUScC1Q8ypXbEx4fM67crsjitRARERERzSqsWBWPMeV2qcfHlCm3vVS5Mi0xLUF8JlwUQAT2qYh+WwTA2h03CuBkgnOJih1fL0Te8fVClJpcvWaaMZ2FhrMxIINV8VD3oPJafVLPS7qHlZRyWSoXlE8m14dZUxlPFvLfhchvfL0QecfXC1FqCvk1w6mAxaNXud3k8THqeb2uZxERERERFTkGq+KxT7m9xONj1PP2uZ5FRERERFTkGKyKx8vK7c3JThZCBAFscnk8EREREREpGKyKx0PK7bVCiGTTAbcAqJq8PQ7gSV+uioiIiIhoFmCwKhJSyv0A9k5+KwDcnOQh71Ju/0FKmbR5BRERERFRsWKwKi7fUG5/XAgxz3SSEGIdgFuUQ1/39aqIiIiIiAocg1VxuRXA0cnb8wHcK4RoUU8QQqwH8BtMbyj8mJTydzm7QiIiIiKiAsR9rIqIlHJCCHEDgMcAVAI4D8AhIcSDANoALAOwDdOBux3A22fgUomIiIiICgqDVZGRUu4QQlwD4EeIt1MvA3Cd4dRdAG6SUp7I5fURERERERUiBqsiJKV8TAixCcC7AdwIYBWAuQC6AOwBcAeA26WU4zN2kUREREREBYTBqkhJKQcAfGXyi4iIiIiIMsDmFURERERERBlisCIiIiIiIsoQgxUREREREVGGGKyIiIiIiIgyJKSUM30NREREREREBY0VKyIiIiIiogwxWBEREREREWWIwYqIiIiIiChDDFZEREREREQZYrAiIiIiIiLKEIMVERERERFRhhisiIiIiIiIMsRgRUVLCFErhPiwEOIRIUSrEGJMCHFcCHG/EOIWIUTZTF8jkV+EEJ8VQsgUvy7xODZfW1QQhBClQojzhBAfEkL8QAixVwgRU/7NfzbNcbP+GuDrivJBNl8zfv4emhw/56+ZULYHJCoEky/M2wEs0e5aPPl1NYCPCCFuklK+nOvrIypUfG1RoRBC3AzgWwCy+ubKj9cAX1eUD/x6zfhhpl4zDFZUdIQQ5wC4D0DV5KEJAA8CaAWwAsDliFdzzwTwoBBiq5Ty5ExcK1GObAfwjIfzWhPdydcWFZi5yH6oyvprgK8ryiNZf80osvJ7CJjZ1wyDFRUVIUQpgLsw/WJ7DsDr1ReUEGIDgHsQf/EtQPwTj8tzfKlEuXSvlPKzmQzA1xYVsBMAnla+/hPAhakO4sdrgK8rylNZec1oMv49BMz8a4ZrrKjYfADAssnbPQCu0z+lkFLuAfBaAOOThy4TQlybsyskKkx8bVGhuRPAQinlEinljVLKL0gpH0P80+10+PEa4OuK8km2XzN+mNHXDIMVFZu/UG5/XkrZaTpp8kV3m8vjiMiJry0qKFLKk1LKtiwO6cdrgK8ryhs+vGb8MKOvGQYrKhpCiDUA1imHvp/kIer9VwohqrN/VUSFj68tKnZ+vAb4uiJKTT68ZhisqJhsU27vk1K2Jzl/O4DhydvlyHz+MNFsxdcWFTs/XgN8XRGlZsZfMwxWVEzWK7d3JDtZShkBsMvl8USzSZMQ4mYhxOeEEP8jhPiMEOIdQgi9Ta0bvrao2PnxGuDriopJpr+HgDx4zbArIBWTNcrt4x4fcwLABZO312b3cojyxp9PfjkIIR4E8Bkp5ZMJHs/XFhU7P14DfF1RMcn09xCQB68ZVqyomDQotzs8PkYtI8/N4rUQFYpXAnhMCPGRBOfwtUXFzo/XAF9XRHFefg8BefCaYbCiYqIuShz1+Bj1PC4EptlmD4B/RnxeehOAUgD1ALYC+A8AA5PnBQF8UQjxTpdx+NqiYufHa4CvKyoG2fo9BOTBa4ZTAamYlCu3ve65MK7crsjitRDNtK+4bMbYj/iC3u1CiO8A+B2mp1d8RQjxGynlae0xfG1RsfPjNcDXFc122fw9BOTBa4YVKyomY8rtUo+PKVNue/30gyjvSSl7PZxzGPFNFK1fUPUA3ms4la8tKnZ+vAb4uqJZLcu/h4A8eM0wWFExGVJue/1UQj1vyPUsollKSrkfwB3KoWsMp/G1RcXOj9cAX1dE8Px7CMiD1wyDFRUT9ZORJo+PUc9L+skK0Sz1oHLb1I6Wry0qdn68Bvi6IpqW7PcQkAevGQYrKib7lNte90VQz9vnehbR7KZ2TWow3M/XFhU7P14DfF0RTUv2ewjIg9cMgxUVk5eV25uTnSyECALY5PJ4omJSqdweNtzP1xYVOz9eA3xdEU1L9nsIyIPXDIMVFZOHlNtrhRDJysRbAFRN3h4HkGxjOqLZSv0F1Wa4n68tKnZ+vAb4uiKaluz3EJAHrxkGKyoak4sf905+KwDcnOQh71Ju/0FKyYXAVHSEECEAb1cOPaqfw9cWFTs/XgN8XRHFefk9BOTHa4bBiorNN5TbHxdCzDOdJIRYB+AW5dDXfb0qohwSQqSyCeL/A7BS+f52l/P42qJi58drgK8rmpV8+j0EzPBrhsGKis2tAI5O3p6P/9/e3atGFUVRAF4bBAvBQuwUsRDB1kJEULC1sRIsfQXJA+iTCKL2FqJYJw/gD1gKIviDhWAjgrItZiBRkoieuZPEfF8zzHBnz20WZ9Zl5tzkcVUd23hAVZ1J8ijrN5pb7e4nSztDmN5KVT2tqqtVdXCzA6rqeFXdS7Ky4eWH3b22xUzZYr+bIgNyxf9qinUo2eHMVHcvYg7sGVV1Nslq1v8I+S2zbTzfJzmZ5HLWLzp8SHKuu98u+TRhMlV1O8mt+dOvSV4keZ3kS2b39Did2W/PD2x42/Mkl7r7yzZzZYs9paqebfLyqaz/7+Jjft2NLEnedfeVLeYtPANyxW6yqMxMtQ7NZ+9YZhQr9qWqupjkfrbfjvNlkuvd/Wo5ZwXL8duC9ic/ktxJcrO7t9qJaeNs2WLPqKp/+RL0prtPbjNz4RmQK3aLRWVmynVoPn9HMqNYsW9V1eEkN5Jcy+xqy5Ekn5K8yuwO3w+6+9uOnSBMpKoOJTmf5ML88USSo5ll4HuSz5nlYC3J3e5+85fzZYs9YYpiNZ+78AzIFbvBAovVpOvQ/DOWnhnFCgAAYJDNKwAAAAYpVgAAAIMUKwAAgEGKFQAAwCDFCgAAYJBiBQAAMEixAgAAGKRYAQAADFKsAAAABilWAAAAgxQrAACAQYoVAADAIMUKAABgkGIFAAAwSLECAAAYpFgBAAAMUqwAAAAGKVYAAACDFCsAAIBBihUAAMCgn2cc6tBSaHswAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 267, | |
"width": 427 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"with model_r_t:\n", | |
" prior_pred = pm.sample_prior_predictive()\n", | |
"\n", | |
"plt.plot(prior_pred[\"infections\"].T, color=\"0.5\", alpha=0.05)\n", | |
"plt.plot(new_cases.values)\n", | |
"plt.ylim(0, 100_000)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"Auto-assigning NUTS sampler...\n", | |
"Initializing NUTS using jitter+adapt_diag...\n", | |
"Multiprocess sampling (4 chains in 4 jobs)\n", | |
"NUTS: [alpha, seed, log_r_t]\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
"<style>\n", | |
" /* Turns off some styling */\n", | |
" progress {\n", | |
" /* gets rid of default border in Firefox and Opera. */\n", | |
" border: none;\n", | |
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n", | |
" background-size: auto;\n", | |
" }\n", | |
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", | |
" background: #F44336;\n", | |
" }\n", | |
"</style>\n" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
" <div>\n", | |
" <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n", | |
" 100.00% [8000/8000 23:22<00:00 Sampling 4 chains, 0 divergences]\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1421 seconds.\n" | |
] | |
} | |
], | |
"source": [ | |
"with model_r_t:\n", | |
" trace = pm.sample(**sampler_kwargs)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 240, | |
"width": 358 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"az.plot_energy(trace);" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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"metadata": { | |
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"width": 390 | |
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], | |
"source": [ | |
"post_rt = trace.posterior[\"r_t\"].sel(chain=0).to_dataframe()[\"r_t\"].unstack().T\n", | |
"\n", | |
"plt.plot(post_rt, color=\"0.5\", alpha=0.1);" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/usr/local/Caskroom/miniconda/base/envs/pymc3_env/lib/python3.9/site-packages/pymc3/sampling.py:1689: UserWarning: samples parameter is smaller than nchains times ndraws, some draws and/or chains may not be represented in the returned posterior predictive sample\n", | |
" warnings.warn(\n" | |
] | |
}, | |
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