{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "3b49ae63",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"sns.set()\n",
"\n",
"import pymc as pm\n",
"import bambi as bmb\n",
"import arviz as az\n",
"import statsmodels.api as sm"
]
},
{
"cell_type": "markdown",
"id": "dd3c9215",
"metadata": {},
"source": [
"# Generalized Linear Models"
]
},
{
"cell_type": "markdown",
"id": "db48812d",
"metadata": {},
"source": [
"In this section, we'll learn about an extension to linear regression called **generalized linear models**, or GLMs. In particular, GLMs are similar to linear regression, with two important extensions:\n",
"\n",
"1. Instead of using the result of $X\\beta$ as the average prediction, we'll apply a nonlinear function called the inverse link function or $g^{-1}$ first, so that our average prediction becomes $g^{-1}(X\\beta)$. While we can use any arbitrary function here, we'll see several examples that are particularly useful.\n",
"\n",
"2. Instead of assuming a normal distribution around the average prediction as our model for the likelihood of the data, we'll allow for arbitrary likelihood distributions (but still centered around the average prediction $g^{-1}(X\\beta)$).\n",
"\n",
"We'll work through an example that demonstrates why these kinds of models are useful, and how choosing different inverse link functions and likelihood models can change the prediction results we get."
]
},
{
"cell_type": "markdown",
"id": "4d209ecc",
"metadata": {},
"source": [
"## Linear Regression from Bayesian and frequentist perspectives"
]
},
{
"cell_type": "markdown",
"id": "06dcb7b2",
"metadata": {},
"source": [
"For the rest of this section, we'll work with a dataset that contains the number of wind turbines built in each state since the year 2000, focusing on Oklahoma. It contains the following columns:\n",
"* `t_built`: the number of turbines built each year\n",
"* `t_cap`: the power capacity added that year\n",
"* `year`: the year, stored as the number of years since 2000\n",
"* `totals`: the total number of turbines in the state built since 2000\n",
"* `log_totals`: the log of the total."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "105c8f3f",
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
t_state
\n",
"
t_built
\n",
"
t_cap
\n",
"
year
\n",
"
totals
\n",
"
log_totals
\n",
"
\n",
" \n",
" \n",
"
\n",
"
361
\n",
"
OK
\n",
"
1
\n",
"
100.0
\n",
"
1.0
\n",
"
1
\n",
"
0.000000
\n",
"
\n",
"
\n",
"
362
\n",
"
OK
\n",
"
113
\n",
"
176250.0
\n",
"
3.0
\n",
"
114
\n",
"
4.736198
\n",
"
\n",
"
\n",
"
363
\n",
"
OK
\n",
"
182
\n",
"
298200.0
\n",
"
5.0
\n",
"
296
\n",
"
5.690359
\n",
"
\n",
"
\n",
"
364
\n",
"
OK
\n",
"
40
\n",
"
60000.0
\n",
"
6.0
\n",
"
336
\n",
"
5.817111
\n",
"
\n",
"
\n",
"
365
\n",
"
OK
\n",
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85
\n",
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154500.0
\n",
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7.0
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421
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6.042633
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\n",
" \n",
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\n",
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"
],
"text/plain": [
" t_state t_built t_cap year totals log_totals\n",
"361 OK 1 100.0 1.0 1 0.000000\n",
"362 OK 113 176250.0 3.0 114 4.736198\n",
"363 OK 182 298200.0 5.0 296 5.690359\n",
"364 OK 40 60000.0 6.0 336 5.817111\n",
"365 OK 85 154500.0 7.0 421 6.042633"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"turbines = pd.read_csv('turbines.csv')\n",
"# The \"year\" column contains how many years since the year 2000\n",
"turbines['year'] = turbines['p_year'] - 2000\n",
"turbines = turbines.drop('p_year', axis=1)\n",
"turbines.head()\n",
"\n",
"ok_filter = (turbines.t_state == 'OK') & (turbines.year >= 0)\n",
"\n",
"# Turbines in Oklahoma from 2000 on\n",
"ok_filter = (turbines.t_state == 'OK') & (turbines.year >= 0)\n",
"ok_turbines = turbines[ok_filter].sort_values('year')\n",
"ok_turbines[\"totals\"] = np.cumsum(ok_turbines[\"t_built\"])\n",
"# Log-transform the counts, too\n",
"ok_turbines[\"log_totals\"] = np.log(ok_turbines[\"totals\"])\n",
"ok_turbines.head(n=5)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "7630de39",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ok_turbines.plot('year', 'totals');"
]
},
{
"cell_type": "markdown",
"id": "6a8c11d0",
"metadata": {},
"source": [
"From looking at this data, we can immediately see that linear regression might not be a good fit: the relationship between the two variables seems exponential rather than linear. We can address this in one of two ways:\n",
"\n",
"1. Log-transform our output data, so that we're predicting $\\log($turbine count$)$, and then use a linear model.\n",
"2. Incorporate the exponential relationship into our model.\n",
"\n",
"We'll start with the first approach and see that it does reasonably well, and then see how GLMs can help us do even better by taking the second approach."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "b64165c5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ok_turbines.plot('year', 'log_totals');"
]
},
{
"cell_type": "markdown",
"id": "6b414392",
"metadata": {},
"source": [
"With the exception of the outlier at the first year ($t=0$, at the year 2000), a linear model seems like a good fit here. \n",
"\n",
"Since linear regression is a statistical model where we are estimating an unknown (model coefficients) from random data, we can approach it from either a frequentist or Bayesian paradigm. Let's see how a linear model for the log-counts will work under each of these settings."
]
},
{
"cell_type": "markdown",
"id": "dc8ba5c3",
"metadata": {},
"source": [
"### Turbine Data Linear Regression: Frequentist Approach"
]
},
{
"cell_type": "markdown",
"id": "2ccafac9",
"metadata": {},
"source": [
"In the frequentist paradigm, we treat our unknown coefficients as fixed, and estimate them using maximum likelihood (or similar techniques). While using `scikit-learn` as we saw in the previous section was a perfectly valid way to implement linear regression in a frequentist paradigm, it doesn't support many of the generalized linear models we'll want to use throughout this chapter. So, we'll instead use the `statsmodels` package in this chapter (imported using `import statsmodels as sm`). \n",
"\n",
"We'll primarily use the `sm.GLM` class, which takes in an array or series for `y`, an array or dataframe for `X`, and a model family: we'll explore more of these families later, but for now we'll stick to OLS, which we can implement with `sm.families.Gaussian()`. In order include an intercept in our model, we need to augment our data by applying the `sm.add_constant()` function.\n",
"\n",
"Here's what the model above would look like:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "2e36db5f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Generalized Linear Model Regression Results \n",
"==============================================================================\n",
"Dep. Variable: totals No. Observations: 17\n",
"Model: GLM Df Residuals: 15\n",
"Model Family: Gaussian Df Model: 1\n",
"Link Function: Identity Scale: 1.1810\n",
"Method: IRLS Log-Likelihood: -24.472\n",
"Date: Mon, 21 Oct 2024 Deviance: 17.716\n",
"Time: 11:20:11 Pearson chi2: 17.7\n",
"No. Iterations: 3 Pseudo R-squ. (CS): 0.9131\n",
"Covariance Type: nonrobust \n",
"==============================================================================\n",
" coef std err z P>|z| [0.025 0.975]\n",
"------------------------------------------------------------------------------\n",
"const 3.2602 0.590 5.526 0.000 2.104 4.417\n",
"year 0.3023 0.047 6.435 0.000 0.210 0.394\n",
"==============================================================================\n"
]
}
],
"source": [
"gaussian_model_intercept = sm.GLM(\n",
" np.log(ok_turbines.totals), sm.add_constant(ok_turbines.year),\n",
" family=sm.families.Gaussian()\n",
")\n",
"gaussian_results = gaussian_model_intercept.fit()\n",
"print(gaussian_results.summary())"
]
},
{
"cell_type": "markdown",
"id": "254a81ef",
"metadata": {},
"source": [
"The model output shows us some useful information about the model at the top, and then information about the estimated coefficient(s) at the bottom:\n",
"* `coef`, the coefficient itself,\n",
"* `std err`, the [standard error](https://en.wikipedia.org/wiki/Standard_error) (i.e., standard deviation of the estimator)\n",
"* `z`, the $z$-score for the coefficient for a hypothesis test where the null hypothesis states that it is 0,\n",
"* `P>|z|`, the $p$-value for the hypothesis test above, and\n",
"* `[0.025` and `0.975]`, the lower and upper bounds for a $95\\%$ confidence interval for the estimated coefficient."
]
},
{
"cell_type": "markdown",
"id": "66346171",
"metadata": {},
"source": [
"This model tells us that we can predict the log of the number of turbines $N$ in any year $t$ as follows:\n",
"\n",
"$$\n",
"\\log(N) = 3.26 + 0.30 \\times t\n",
"$$\n",
"\n",
"In most cases, we're more interested in the actual turbine count, rather than the log: so, we can exponentiate both sides to obtain:\n",
"\n",
"$$\n",
"N = e^{3.26} e^{0.3t}\n",
"$$\n",
"\n",
"This also tells us that according to this model, each year, the number of turbines is multiplied by $e^{0.3}$, or roughly $1.35$.\n",
"\n",
"We can also visualize this prediction:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "aa73510c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ok_turbines['pred_freq'] = np.exp(3.2602 + 0.3023 * ok_turbines['year'])\n",
"\n",
"plt.plot(ok_turbines['year'], ok_turbines['totals'], label='Actual count')\n",
"plt.plot(ok_turbines['year'], ok_turbines['pred_freq'], label='Predicted count')\n",
"plt.legend();"
]
},
{
"cell_type": "markdown",
"id": "c5fa79fe",
"metadata": {},
"source": [
"We can see that the predictions from this model are reasonable from 2000-2016, but then start to diverge from reality after that."
]
},
{
"cell_type": "markdown",
"id": "d7947ad0",
"metadata": {},
"source": [
"### Turbine Data Linear Regression: Bayesian Approach"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "5baba46c",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
t_state
\n",
"
t_built
\n",
"
t_cap
\n",
"
year
\n",
"
totals
\n",
"
log_totals
\n",
"
pred_freq
\n",
"
\n",
" \n",
" \n",
"
\n",
"
361
\n",
"
OK
\n",
"
1
\n",
"
100.0
\n",
"
1.0
\n",
"
1
\n",
"
0.000000
\n",
"
35.251215
\n",
"
\n",
"
\n",
"
362
\n",
"
OK
\n",
"
113
\n",
"
176250.0
\n",
"
3.0
\n",
"
114
\n",
"
4.736198
\n",
"
64.528049
\n",
"
\n",
"
\n",
"
363
\n",
"
OK
\n",
"
182
\n",
"
298200.0
\n",
"
5.0
\n",
"
296
\n",
"
5.690359
\n",
"
118.119875
\n",
"
\n",
"
\n",
"
364
\n",
"
OK
\n",
"
40
\n",
"
60000.0
\n",
"
6.0
\n",
"
336
\n",
"
5.817111
\n",
"
159.812300
\n",
"
\n",
"
\n",
"
365
\n",
"
OK
\n",
"
85
\n",
"
154500.0
\n",
"
7.0
\n",
"
421
\n",
"
6.042633
\n",
"
216.220777
\n",
"
\n",
"
\n",
"
366
\n",
"
OK
\n",
"
91
\n",
"
141900.0
\n",
"
8.0
\n",
"
512
\n",
"
6.238325
\n",
"
292.539588
\n",
"
\n",
"
\n",
"
367
\n",
"
OK
\n",
"
153
\n",
"
299100.0
\n",
"
9.0
\n",
"
665
\n",
"
6.499787
\n",
"
395.796425
\n",
"
\n",
"
\n",
"
368
\n",
"
OK
\n",
"
195
\n",
"
352260.0
\n",
"
10.0
\n",
"
860
\n",
"
6.756932
\n",
"
535.499523
\n",
"
\n",
"
\n",
"
369
\n",
"
OK
\n",
"
257
\n",
"
524900.0
\n",
"
11.0
\n",
"
1117
\n",
"
7.018402
\n",
"
724.513214
\n",
"
\n",
"
\n",
"
370
\n",
"
OK
\n",
"
596
\n",
"
1127050.0
\n",
"
12.0
\n",
"
1713
\n",
"
7.446001
\n",
"
980.242510
\n",
"
\n",
"
\n",
"
371
\n",
"
OK
\n",
"
369
\n",
"
648100.0
\n",
"
14.0
\n",
"
2082
\n",
"
7.641084
\n",
"
1794.353376
\n",
"
\n",
"
\n",
"
372
\n",
"
OK
\n",
"
710
\n",
"
1399960.0
\n",
"
15.0
\n",
"
2792
\n",
"
7.934513
\n",
"
2427.701005
\n",
"
\n",
"
\n",
"
373
\n",
"
OK
\n",
"
602
\n",
"
1457525.0
\n",
"
16.0
\n",
"
3394
\n",
"
8.129764
\n",
"
3284.599481
\n",
"
\n",
"
\n",
"
374
\n",
"
OK
\n",
"
323
\n",
"
850725.0
\n",
"
17.0
\n",
"
3717
\n",
"
8.220672
\n",
"
4443.954890
\n",
"
\n",
"
\n",
"
375
\n",
"
OK
\n",
"
272
\n",
"
543245.0
\n",
"
18.0
\n",
"
3989
\n",
"
8.291296
\n",
"
6012.524565
\n",
"
\n",
"
\n",
"
376
\n",
"
OK
\n",
"
33
\n",
"
100050.0
\n",
"
19.0
\n",
"
4022
\n",
"
8.299535
\n",
"
8134.747659
\n",
"
\n",
"
\n",
"
377
\n",
"
OK
\n",
"
440
\n",
"
1120550.0
\n",
"
20.0
\n",
"
4462
\n",
"
8.403352
\n",
"
11006.045591
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" t_state t_built t_cap year totals log_totals pred_freq\n",
"361 OK 1 100.0 1.0 1 0.000000 35.251215\n",
"362 OK 113 176250.0 3.0 114 4.736198 64.528049\n",
"363 OK 182 298200.0 5.0 296 5.690359 118.119875\n",
"364 OK 40 60000.0 6.0 336 5.817111 159.812300\n",
"365 OK 85 154500.0 7.0 421 6.042633 216.220777\n",
"366 OK 91 141900.0 8.0 512 6.238325 292.539588\n",
"367 OK 153 299100.0 9.0 665 6.499787 395.796425\n",
"368 OK 195 352260.0 10.0 860 6.756932 535.499523\n",
"369 OK 257 524900.0 11.0 1117 7.018402 724.513214\n",
"370 OK 596 1127050.0 12.0 1713 7.446001 980.242510\n",
"371 OK 369 648100.0 14.0 2082 7.641084 1794.353376\n",
"372 OK 710 1399960.0 15.0 2792 7.934513 2427.701005\n",
"373 OK 602 1457525.0 16.0 3394 8.129764 3284.599481\n",
"374 OK 323 850725.0 17.0 3717 8.220672 4443.954890\n",
"375 OK 272 543245.0 18.0 3989 8.291296 6012.524565\n",
"376 OK 33 100050.0 19.0 4022 8.299535 8134.747659\n",
"377 OK 440 1120550.0 20.0 4462 8.403352 11006.045591"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ok_turbines"
]
},
{
"cell_type": "markdown",
"id": "f0c4b4b6",
"metadata": {},
"source": [
"In the Bayesian paradigm, we treat our unknown coefficients as random, and compute the posterior distribution over them, conditioned on the data we observe. While we could implement the entire model in PyMC, the Bambi package provides a convenient layer on top of PyMC that lets us specify our models with less code. We'll use the `bmb.Model` class, which takes a formula, a dataframe, and a model family (for now, we'll stick with the `gaussian` family for OLS). The formula takes the form `y ~ predictor1 + predictor2 + ...`, where each variables is a column names from the provided dataframe. Here's how we implement the model from above:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "a7aa7e68",
"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: [sigma, Intercept, year]\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "8ec68c45ad5e4a00893ca1530656e2d4",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n"
],
"text/plain": []
},
"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 1 seconds.\n"
]
}
],
"source": [
"# The y-values are in the column `log_totals`, and the x-values are in the column `year`. So:\n",
"gaussian_model = bmb.Model(formula='log_totals ~ year', data=ok_turbines, family=\"gaussian\")\n",
"gaussian_trace = gaussian_model.fit(random_seed=0)"
]
},
{
"cell_type": "markdown",
"id": "07cc3d12",
"metadata": {},
"source": [
"We can see the results using the `arviz` function `plot_trace`:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "4047f501",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"az.plot_trace(gaussian_trace)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "b4548a3b",
"metadata": {},
"source": [
"The first two rows each represent one coefficient. The third row, `log_totals_sigma`, is the estimated standard deviation of the data points around the average prediction. The left column shows the posterior distribution for that coefficient (by using [KDE](https://en.wikipedia.org/wiki/Kernel_density_estimation) on the histogram of samples), and the right shows the trajectory of samples obtained during HMC.\n",
"\n",
"Looking at the posterior distribution for the coefficient of `year` (second row), we see that the results are similar to the frequentist version: the MAP and LMSE estimates are around 0.3, By examining the histogram, we should expect that under the posterior, this coefficient will usually be between $0.2$ to $0.4$, with values outside this range fairly unlikely. This uncertainty is reasonable: since we're only estimating these coefficients from seventeen data points, it makes sense to have some uncertainty in the coefficients we estimate. Just as before, we can interpret these estimates in the context of the data: each year, the number of turbines increases by a multiplicative factor of about $1.3$.\n",
"\n",
"When we use sampling for inference, we can think of each sample as one regression line: each sample has a value of `intercept`, a value of the coefficient for `year`, and an estimated $\\sigma$ for the residuals. We can therefore plot each sample as a line:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "d5621969",
"metadata": {},
"outputs": [],
"source": [
"def identity(x):\n",
" return x\n",
"\n",
"def plot_posterior_samples(trace, turbines_df, num_lines=40, show_logy=True):\n",
" f, ax = plt.subplots(1, 1)\n",
" intercept = trace.posterior['Intercept'].values.flatten()\n",
" slope = trace.posterior['year'].values.flatten()\n",
" indices = np.random.choice(np.arange(slope.size), num_lines, replace=False)\n",
" if show_logy:\n",
" y_func = identity\n",
" else:\n",
" y_func = np.exp\n",
"\n",
" for i in indices:\n",
" pred = y_func(intercept[i] + slope[i] * turbines_df['year'])\n",
" ax.plot(turbines_df['year'], pred, color='gray', alpha=0.3)\n",
"\n",
" ax.scatter(turbines_df['year'], y_func(turbines_df['log_totals']))\n",
" ax.set_xlabel('Years since 2000')\n",
" if show_logy:\n",
" ax.set_ylabel('log(turbine count)')\n",
" else:\n",
" ax.set_ylabel('turbine count')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "8cb57dfd",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_posterior_samples(gaussian_trace, ok_turbines, show_logy=False)"
]
},
{
"cell_type": "markdown",
"id": "9cc502bb",
"metadata": {},
"source": [
"These plots help us see that many of the lines have too high of a slope in the log-scale, likely due to the outlier at $t=0$. This corresponds to a too-fast exponential rise after 2016 when looking at the counts.\n",
"\n",
"It's important to note that this only shows us the uncertainty in the **average** prediction `intercept + coefficient * year`: it doesn't show us the uncertainty in the variation around the average prediction. Specifically, remember that we obtain predictions in linear regression by assuming $y \\sim \\mathcal{N}(X\\beta, \\sigma^2 I)$. These lines show us the uncertainty in the average prediction $X\\beta$, but don't show us how large the estimated variance $\\sigma$ is: we'll come back to that later."
]
},
{
"cell_type": "markdown",
"id": "86c32abe",
"metadata": {},
"source": [
"**Exercise**: *How might you construct similar plots to visualize the uncertainty for the frequentist results from earlier?*"
]
},
{
"cell_type": "markdown",
"id": "a1ad9fec",
"metadata": {},
"source": [
"#### Where are the Priors?"
]
},
{
"cell_type": "markdown",
"id": "1314bc5d",
"metadata": {},
"source": [
"You may have noticed that we just implemented a Bayesian model, but never specified any priors. In this case, Bambi chooses \"sensible\" defaults for us, inspired by the R library `rstanarm`. These defaults are chosen to be weak, uninformative priors that don't encode much information about what the coefficients should be.\n",
"\n",
"You can read more about these default choices at the [`rstanarm` documentation](https://cran.r-project.org/web/packages/rstanarm/vignettes/priors.html#default-weakly-informative-prior-distributions)."
]
},
{
"cell_type": "markdown",
"id": "aad4c740",
"metadata": {},
"source": [
"### Linear regression summary"
]
},
{
"cell_type": "markdown",
"id": "4f6ee0c6",
"metadata": {},
"source": [
"We saw that linear regression can be implemented in both frequentist and Bayesian paradigms: at the end of the day, both approaches give us estimated coefficients, along with some measure of uncertainty. We can use those coefficients to interpret the model (as we saw above), and to make predictions for new data points. \n",
"\n",
"We saw that when making predictions with linear regression, we start by multiplying each feature by its corresponding coefficient, adding them all up to obtain an average prediction, and assuming some randomness around that average.\n",
"\n",
"In order to determine the coefficients from data, we can take either a frequentist or Bayesian approach. In the frequentist paradigm, we estimated them using frequentist methods like MLE, and in the Bayesian paradigm we approximated the posterior distribution over the coefficients (conditioned on the observed data) using samples.\n",
"\n",
"For the remainder of this chapter, we'll move back and forth between frequentist and Bayesian paradigms to illustrate ideas in each one."
]
},
{
"cell_type": "markdown",
"id": "56009c7e",
"metadata": {},
"source": [
"## Beyond Linear Regression: GLMs"
]
},
{
"cell_type": "markdown",
"id": "7299f0b2",
"metadata": {},
"source": [
"The regression model above works somewhat well for years before 2016, but it doesn't account for the fact that the variable we're predicting is a whole number (meaning that it takes values $0, 1, 2, 3, \\ldots$). When we say that $y|\\beta \\sim N(X\\beta, \\sigma^2 I)$, and use log-transformed data for $y$, we're implicitly saying that $y$ can never be 0. We'll start by asking the question: can we use a different likelihood that is designed specifically for this kind of data? In answering this, we'll explore two examples of generalized linear models: Poisson regression and negative binomial regression.\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "9ce9ed22",
"metadata": {},
"source": [
"### Poisson regression"
]
},
{
"cell_type": "markdown",
"id": "d7b3a078",
"metadata": {},
"source": [
"*You may find it helpful to review [Section 7.1 of the Data 140 textbook](http://prob140.org/textbook/content/Chapter_07/01_Poisson_Distribution.html), which covers the Poisson distribution.*\n",
"\n",
"Recall that the [Poisson distribution](https://en.wikipedia.org/wiki/Poisson_distribution) is a distribution over counts and count-like values. It has one *positive* parameter $\\lambda$ that represents its mean (and variance, too).\n",
"\n",
"In Poisson regression, we're going to assume a Poisson likelihood for each $y_i$, and we'll use the linear combination $x_i^T\\beta$ to help determine the parameter. The Poisson distribution is only defined for positive values of the parameter, but $x_i^T\\beta$ could be negative. There are several ways to make the possibly-negative value into a positive one so we can use it for the parameter (e.g., take absolute value, square, etc.), but inspired by our log-transformation of the outputs in the previous section, we'll exponentiate.\n",
"\n",
"So, we'll use $\\exp(x_i^T \\beta)$ as the mean. We can write out our likelihood for the observed data points $y_i$:\n",
"\n",
"$$\n",
"y_i | \\beta \\sim \\text{Poisson}(\\exp(x_i^T \\beta))\n",
"$$\n",
"\n",
"As before, we can use this likelihood model to estimate the coefficients $\\beta$ in either a frequentist or Bayesian setting. In this section, we'll choose to take a Bayesian approach, mostly so that we can take advantage of the function `plot_posterior_samples` that we wrote in the last section to help us visualize the uncertainty in our model.\n",
"\n",
"Using Bambi, switching from linear regression to Poisson regression is quite straightforward:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "5862300a",
"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: [Intercept, year]\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b433785cb1f34999b280a71766a59848",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n"
],
"text/plain": []
},
"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 1 seconds.\n"
]
}
],
"source": [
"poisson_model = bmb.Model(formula='totals ~ year', data=ok_turbines, family='poisson')\n",
"poisson_trace = poisson_model.fit(random_seed=0)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "91fb65d1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"az.plot_trace(poisson_trace)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "8755d395",
"metadata": {},
"source": [
"Comparing this to the results from the Gaussian model, we can see that the posterior distributions for the two coefficients are **much** narrower. On top of that, the values of the coefficient for `year` seem much smaller: whereas before the posterior was centered around $0.3$, now it looks like the entire distribution is narrowly distributed around 0.183."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "842d06d5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.2008144080808307"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.exp(0.183)"
]
},
{
"cell_type": "markdown",
"id": "cf1e0f03",
"metadata": {},
"source": [
"This corresponds to only a $20\\%$ average growth rate, compared to our $35\\%$ average growth rate from the earlier model. The lower growth rate seems reasonable: recall that the resulting curve(s) from linear regression grew too fast, especially after 2016. But, the degree of certainty in the results is concerning: given that we only have 17 data points, our results should have a lot more uncertainty in them. We can visualize how \"overconfident\" the model is by plotting each sample as a line/curve using the `plot_posterior_samples` function:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "657d6709",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_posterior_samples(poisson_trace, ok_turbines, show_logy=False)"
]
},
{
"cell_type": "markdown",
"id": "14f440de",
"metadata": {},
"source": [
"Just as before, it's important to remember that these lines only show us the estimated uncertainty in the average prediction $X\\beta$: we aren't visualizing any of the uncertainty shown by the Poisson model itself.\n",
"\n",
"Why are the results so different? \n",
"\n",
"Let's think about the implicit assumptions we're making when choosing a Poisson likelihood. In particular, one important property of the Poisson distribution is that its mean is equal to its variance. So, while the linear model could allow for an average prediction of $\\log(N) = 4$ with a variance of $1.5$, the Poisson distribution requires that the mean and variance must be the same. \n",
"\n",
"This problem is compounded by the fact that the Poisson distribution is modeling the true counts rather than the log-counts: in other words, consider 2018, when the number of turbines was about 4000. A Poisson distribution with mean 4000 has a variance of 4000, or in other words, a standard deviation of only around 63. \n",
"\n",
"Clearly, the Poisson is a poor choice for fitting this data! When a model assumes a lower variance than is actually present in the data, like this Poisson model does, we say that the data are **overdispersed**: this means that they're too spread out relative to the model's assumptions). In order to solve this problem, we should choose a different distribution that gives us the ability to control the variance as well as the mean.\n",
"\n",
"This wasn't a problem with the normal likelihood earlier: because the normal distribution has two separate parameters for mean and variance, we can choose them separately to reflect the fact that the variance may be higher than the mean."
]
},
{
"cell_type": "markdown",
"id": "56148b37",
"metadata": {},
"source": [
"### Negative binomial regression\n",
"\n",
"The [negative binomial distribution](https://en.wikipedia.org/wiki/Negative_binomial_distribution) is also a distribution over counts, but it allows for more complexity than the Poisson distribution. We can think of it one of two ways:\n",
"\n",
"* It's the sum of $r$ [Geometric random variables], each with parameter $p$ (success probability).\n",
"* It's like a Poisson distribution if the mean parameter ($\\lambda$ above) were also random.\n",
"\n",
"There are several different ways to parametrize the negative binomial. How do we choose which one to use? There are two answers:\n",
"\n",
"1. We want a parametrization that lets us choose the mean, since we want the mean value for $y_i$ to be $\\exp(x_i^T \\beta)$ (in other words, we want to do almost the same thing as we just did with Poisson regression, but we want to use a negative binomial distribution instead of a Poisson distribution for the observed values).\n",
"2. Since we're using PyMC through Bambi, we're limited to whichever parametrization(s) it supports.\n",
"\n",
"Even though the form of the distribution is significantly more complex and manipulating it involves more work, using it in our regression model requires only a tiny change to what we were doing before:"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "2d650f55",
"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, Intercept, year]\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "7d471b977951421caaf8587eeb2d0315",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n"
],
"text/plain": []
},
"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 1 seconds.\n"
]
}
],
"source": [
"negbin_model = bmb.Model(formula='totals ~ year', data=ok_turbines, family='negativebinomial')\n",
"negbin_trace = negbin_model.fit(random_seed=0)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "024ef57c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"63.245553203367585"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.sqrt(4000)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "94d59900",
"metadata": {},
"outputs": [
{
"data": {
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pred_freq
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\n",
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361
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OK
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1
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100.0
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1.0
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1
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0.000000
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35.251215
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3.0
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114
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4.736198
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64.528049
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5.0
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296
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5.690359
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118.119875
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7.0
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421
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6.042633
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216.220777
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366
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OK
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91
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141900.0
\n",
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8.0
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512
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6.238325
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292.539588
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299100.0
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9.0
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665
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6.499787
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395.796425
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368
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195
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352260.0
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10.0
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860
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6.756932
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535.499523
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\n",
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369
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OK
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257
\n",
"
524900.0
\n",
"
11.0
\n",
"
1117
\n",
"
7.018402
\n",
"
724.513214
\n",
"
\n",
"
\n",
"
370
\n",
"
OK
\n",
"
596
\n",
"
1127050.0
\n",
"
12.0
\n",
"
1713
\n",
"
7.446001
\n",
"
980.242510
\n",
"
\n",
"
\n",
"
371
\n",
"
OK
\n",
"
369
\n",
"
648100.0
\n",
"
14.0
\n",
"
2082
\n",
"
7.641084
\n",
"
1794.353376
\n",
"
\n",
"
\n",
"
372
\n",
"
OK
\n",
"
710
\n",
"
1399960.0
\n",
"
15.0
\n",
"
2792
\n",
"
7.934513
\n",
"
2427.701005
\n",
"
\n",
"
\n",
"
373
\n",
"
OK
\n",
"
602
\n",
"
1457525.0
\n",
"
16.0
\n",
"
3394
\n",
"
8.129764
\n",
"
3284.599481
\n",
"
\n",
"
\n",
"
374
\n",
"
OK
\n",
"
323
\n",
"
850725.0
\n",
"
17.0
\n",
"
3717
\n",
"
8.220672
\n",
"
4443.954890
\n",
"
\n",
"
\n",
"
375
\n",
"
OK
\n",
"
272
\n",
"
543245.0
\n",
"
18.0
\n",
"
3989
\n",
"
8.291296
\n",
"
6012.524565
\n",
"
\n",
"
\n",
"
376
\n",
"
OK
\n",
"
33
\n",
"
100050.0
\n",
"
19.0
\n",
"
4022
\n",
"
8.299535
\n",
"
8134.747659
\n",
"
\n",
"
\n",
"
377
\n",
"
OK
\n",
"
440
\n",
"
1120550.0
\n",
"
20.0
\n",
"
4462
\n",
"
8.403352
\n",
"
11006.045591
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" t_state t_built t_cap year totals log_totals pred_freq\n",
"361 OK 1 100.0 1.0 1 0.000000 35.251215\n",
"362 OK 113 176250.0 3.0 114 4.736198 64.528049\n",
"363 OK 182 298200.0 5.0 296 5.690359 118.119875\n",
"364 OK 40 60000.0 6.0 336 5.817111 159.812300\n",
"365 OK 85 154500.0 7.0 421 6.042633 216.220777\n",
"366 OK 91 141900.0 8.0 512 6.238325 292.539588\n",
"367 OK 153 299100.0 9.0 665 6.499787 395.796425\n",
"368 OK 195 352260.0 10.0 860 6.756932 535.499523\n",
"369 OK 257 524900.0 11.0 1117 7.018402 724.513214\n",
"370 OK 596 1127050.0 12.0 1713 7.446001 980.242510\n",
"371 OK 369 648100.0 14.0 2082 7.641084 1794.353376\n",
"372 OK 710 1399960.0 15.0 2792 7.934513 2427.701005\n",
"373 OK 602 1457525.0 16.0 3394 8.129764 3284.599481\n",
"374 OK 323 850725.0 17.0 3717 8.220672 4443.954890\n",
"375 OK 272 543245.0 18.0 3989 8.291296 6012.524565\n",
"376 OK 33 100050.0 19.0 4022 8.299535 8134.747659\n",
"377 OK 440 1120550.0 20.0 4462 8.403352 11006.045591"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ok_turbines"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "733bf46a",
"metadata": {},
"outputs": [
{
"data": {
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t17RdgflybGo8KwFR5CE29Ku888bO3/XHzXLuAgEBgspDFJqv3eudm+X8XQ0OIZA1CwLPQ5I233ln5+7Gh438bxBODubw5UeHYVjUPFzgOezoTWBbdxxbumNIxYKIRyREQyIEgUc0FkKprDSt4xfffASfe+QiAOAd/2E3wiERb3zBdhiWDd10oBs2DNOGbtrQTBu6QX/WDfo7cQge/OljePTkNB4/O4uzowWcHS1g77NJvO6ebTiysx33HOrB5ckyTg3l8cm/fQofe9dtSMdD6368GAwGg8FYKY7j4M///M/x8z//84jFYi2XMQwDt956Kz760Y9iz549ePLJJ/HhD38Y0WgUr33ta69624lE+Kq/y1h7otEgACCZjCAZCy74nJ2/65cb/dwlSjo0iyCZjCAVX3jtXu/c6OfvarBsB9FoEJGQiN7u5EY3Z1HYubtxYeLTdYxlO/jO0xOYKcj48SlqBr6tO45X3DGAO/d3LVpCVRR5pNNRxAI8LFes4nkOswUFpZqBA9vSuH1fJziOw0+9ZOeK2+PlDu/qT+INL9iOv3noHMbnarg0WcalL55CT1sEswUFO/sSCEo8siUNv/N3z+CPPvQCZkLOYDAYjE3Lk08+ibm5uSWjmO6//37cf//9/u8vetGLcP/99+Ob3/zmNYlPlYoKe4mqtK3QDAsBUQDPMz+PtUZ205bKZQWOWS9hLgg8EonwVZ0/xsZys5y7kUlqOF4qySCWtczS1w83y/m7GhxC0JcOgec5FIvyRjdnAezcXb8kEuEVRawx8ek65vPfuYQfPj8NgEY6ffCNB3H8QPdVrStXUvG1H49A4Dk88Mo9V2VA1/idzlQYH3v37XAcgmcuzuHhx8cwPkdT/4anK/5ypZqB//XFk/iF+4+wvGMGg8FgbEq+/e1v41WvehUikciiy/zrv/7rgignwzAQDF5bRIFtO/5E0UpQdQsnh3IIB0TcsrvjmrbNWB7boefGtFqfpys9fzcKNdXEbF7B9t74dVvS/UY/d961ay1y7V7v3Ojn72pJRAJwCIFh2uA3qeE4O3c3Ltfn24CBTEHBmZECAOq5dOf+rqsWngBgOi9DEDi8+vgW9He2Tim4Gniew/ED3fjEB+7ER952FAOd0QXLnB8p4rvPTqJY1VZtuwwGg8FgrBbPPvss7rzzziWXqdVq+J3f+R2cO3cOjuPgBz/4AR566CG84x3vWKdWUhSNRjCoxo0TybCZkVxhJcSq+DZxZiSPXEXFxNxCz1HG5oJsdAMY68rQdBnPXJxDTTU3uimM6xRCrv6pwUJNriMs28FXfzyC3f1J/L+HzkHWLNy6uwMPvGoPItcYNXR0Vwd+74N3IxxYm0uC4zgc3dWBwzvb8eS5DL786DByZSo2EdBKfV/98Qje9aq9OLano6VvAoPBYDAYG8Hk5CS6uroW/P3YsWP45Cc/ifvuuw/ve9/7oCgKfvEXfxH5fB5btmzBpz71Kdxxxx3r2tZNOpF9wyKJPEzbYSXLF8Fk0QubnmsYRzKuM0zLRr5Cx1+bNerpaihUNFyaLKE7HcGO3sRGN+eGplDRMDhVRjIawL6t6Sv+PhOfrhNMy8ZffPUsTlzOgePoi+IVtw/gp1+x55o8HSzb8cOhU+sg+PAch3sO9eCOfV34wfNT+PpPRn3l3XYI/v7bF/G5Ry7i7kM9eNGRXuzdmrqhHo4MBoPBuP44ceLEsn/nOA4f+tCH8KEPfWi9mtUSJoKsL4d2tIEQan/AqCMJAkzbRijAIsIYjM2CaVGlMRkNIhaWNrg1q0ehQr33MkWFiU9rTE014RCCYk2/qu8z8ek6wDBt/Mm/ncK5UWoMSAhwy652cBygm/Y1eSV95hvnQQC8+9V7EQ2t30NIEnm86o4teNGRXnzzyTE8/PgYHHfmxSHAY2dm8diZWaTjQRw/0IU79nVhZ1+CdaoZDAaDwVgC9ppcX8Zma6goBvZtSTHvygbaEkFkisoNNcC9UbmWFBrG9UVA4rGrLwlJvLGcd9LxIKqqge704r6MjM3BjXXl3YBYtoO/+OpZnBstwutP/tSLd2B0torvPzflh05eDT85NYMnzmVwYby4YSG34aCIN79kF37v5+7G0V3t/t9DAQE9bWEUqzq+/dQE/uBzz6FUMzamkQwGg8FgXCcw7Wl9MUwbmmGxAfwisEnDzU+A+ZXdNIgCj/ZkCPGIBOcGema1J0M4tqcTfR0LvYUZmws2RbOJIYTgsw+fx/ODOXCg3kj3v2gH3vjCHXjR0T5cHC9i4CrNwYcmS/jMw+fBAfjZ1x/c8Jmp7nQE/99bj+L5wRz+7psXUFFMzBZUvOSWHtRUC52pMNJxmhao6hYePTmN/3BbPySRvTAZDAaDwfBgg/31xbAc8BzHBvDzUHRqeK8ZFgDm47kZEXgeHLDhYwDG+jI2W0WmqGDvQAptidBGN+emwDBtFKs6QgHhuvc1vlbNkkU+bWIeenwMj5/NUI8nAK+/Zxve+MLtAGh44d2Heq5qvXNFBb/7mSdhWg7e/NKdOLSjbfUafQ1wHIdjezrx3//zC3BgWxoCz+HRk7N47lIOF8dL/nIPPzGGL3xvEL/x10/i+cHcxjWYwWAwGIzNxnWuPeXKKsZmqxvdjBVDCAEhLN1xPlWFRquzqPXNC4vWu/lQdQuZogIA1+QZvNmQNRNPnc/g0kRpo5vSEs2wMTJbQbbEKrsz8WmTcuJyFl9+dJhGPBHghYd78IZ7tuFbT43DMO2rXu9cUcEffu455MoaXnC4B6+7e9vqNXqVCEgCHvzpY/i9n7sbeweSAIDR2Sq+8L3LMEwbLzjcg8M725Ara/iTfz2Ff/7uZVg2q6bCYDAYDMb1Xjd9cKqMmYIM1Y2c2ezcsrsDdx3shsCzLnUjIbd6cjTEkiw2Kw4hsBznmsYV1zuW7WwKEW62oOCZC3NupODaoRn0XHelIutSaGq9yJZUOISgUN2c4o6s0eJauYq6wS3ZeNibchMyla3hr752DgDtQ+7fmsL7Xrsf33pqAl/8/hA+951LV71uw3RQUQy88GgfPnjfwU0dnt+VCuPX3nUb7jpIy1t/+6kJfPwzT+HpC3P46NtuwYfuP4xwUMQjT0/gDz//HEpX6brPYDAYDAZjc7EJxoMLGJmp4MTlbJNXytB0Gc9enPMr9zIo8QhN5UpEAxvcEsZyVOSbMzrNtGw8c3EOF8aKG90UjM5WYDkO5oprK05EQiJ29ibQkbyx0u2iIQkBUcC27vhGN6UlziZ8n10tpGGG62qEWyY+bTJU3cL//dJp6O4sRE9bBB/6qSMQBR73HOrGsT0deP09VxatVJENKBpV0ge6YvjN996BX3337dfFLJ2XiieJPLZ0xTBXVPGVH43gN/76SRzYlsJ/+8Cd2N4Tx/B0BX/+lTObYvaCwWAwGIy1wCEENdWEoi0udCz2FizVdMzkZejG9RHlsBnnxjJFBbppQ9Prx9C2CcxNEj2xmRB5HgFRAL8ZTySjiWDg5vQrqyr0OVpWNo/4ttZV6IKSgM5UGLHw9Ws4PjJTWZCa3ZkK47a9neht3zjDcUUz/fH7fG7Up+DVXEEsFnaTMTRVRq5MQwYjQQEfedtR3wiwKx3Bh99ydEXrUTQL58eKODmUw5PnMnjB4R687979AIDtvQmIwuYXnjyOH+jG/q1pxCMSvvzoMB56fAyzBQW//GeP4SNvO4r/+u7b8A+PXMKr79yyqSO5GAwGg8G4Fmyb4MxIHpGg1FQhtolFBhRjs1WohgWe59AdWP9y1GeG81B0C7ft7byu+iCN3H1wodeml+ZxnY7jVh2HEGi6hc5UiIoarFu2aTm8ox0cR6NGGJuDtRafAGAqJ2MyW8OO3gS60+v/LrhW5ooqRIHHtp7NE+XkOASnhvMAWr8nbiSa3nUEV/yMZ+LTJqMtEYLAc3Acgv/0psPoSkcwla2huy0CUeD9Wc+KbKAqG3AIfMPwQkXD5x65hFJNx3im5ivaAZGHyPNwHHLdmst5YdtvfukuSBKPr/14FKbl4I/+6Xm87u6t+MBr9/vCk2U7uDBWxOGdi3TMGQwGg8G4DtENCxXZhKyaAJZ/xzmE+JEnXn/R2aD4/5obreU4BFhBoAWbS7o+GZwso1DVsK0rhrG5Gvrao0hEWOrdUozOVmCYDvZuSa3rdm+2KneFioaybPiRP5uFxqhJbo3VWlkzkSlQw3HhOn3I7tuaWiD2m5aD5wdzCAeEDRn/2Rv0Xq0qBsZmq9jVn0Q4uP6yjkMI+Cu8Zpn4tEmwbAe2TfDpr5yBaTl4zfGtOLKzHYpm4b//4wlopo1YWEJFNpou8K5UGH/48/cAoFULvOpv0ZCIQzvacHhHO27Z3Y74DfLi1w0b331mErZD0J0OI1NU8fAT4zg/WsSvvPNWREISPvfIJTx6chr3v3gH3viC7SwaisFgMBg3BIphYc6tVLQYTZOSDWXYtnXHIasmktGNMZkNSgJ004a4DjP7NyuW7aBcMxCPSAhIG5NK5RkaW25f9XpN7VlPZl0xgBCyrn1WRTOhaBaiYWlDBq7rTU01kSkqiIWlTSU+rVbRJFW3cG60CEnkcHhne8uU15pqwrQdDHTG0JEKr8p2rxVFMxGQhBVHxA5NVWDadlOEUaaowHYc1LTNWYAquEbP4/NjRTiEYGSmgoPbN0f1+uW48Z801wEOIfif//w8SjUdmaKKoCTg+ctZvOM/7Ibqhi4Pz1RRrOqIhSWkYgEkogEkIgG0NxjGJSIB/OZ770A8IqE9Ebpuo5yWIhgQ8KvvPIbR2SpeeKQHn/vOJXz/uSmMzFbxX/78cfzau47h2J4OPHFuFl/50QjyZQ3vec2+6zbEn8FgMBgMj7BbQWypd1rjWL/x53Q8iHR8A6sbuW25nnsmT5ybBQDcsqtjwWB9M0gso7NV5Moq4uGAHxW/3nhi02S2Bo7jUJGZEXsjDiEolDUkY8F1SbFaCi9NaEdv4qYQn+KRAAZ4zheeNsvktGU3GDhfw5NE0SyYtg3TBgzT9itONhIPB7CjN7HuqZaZggLDcrClK9b0d0UzcWo4j6Ak4NiezhWtKyjxmD/ElUQeksCjvzPW+ksbjHd/rfbkj/e8Xc/3z2J9jJVy4z9prgMmMlVcnir7ofCeWZlu2mhPhvDr77kds3kVnenwki8qnuewsy+xLm3eSAa6YhhwH17vefU+JKMBfO3Ho1B0C5/87NP4j68/iF974Db8ny+exI9OzaBY1fGf3cp4DAaDwWBcr0RCInYPJFsOKlrRmM5RqunQDBtt8eCGRMVcaQTMZg6Y2SRj1gV4ZvJVdeMMlInbl9V0G5IogN8cwRUtUXULpZqOaEhat6p8MzkZE9lak0DoRQVehX3K6rCJ77XVJF/RqDgbCSC8gTr8fBZ46FztepqqkLVeJhISEQmJIISsa6TdyGwFANDfGW2KyKq5BbEWM+qej2nZiIYlROaN6brTkU3tXxUKUnFtrQowbFwKJat2d90xnqniz79y1heeDu9owyfefyd+92fvguTObPI8j77O6IbPkGxGhqbKePjxMfR3RBAOCnAI8NcPncPjZ2bxX999O3raIjgzUsDv/8OzmMzWNrq5DAaDwWBcNSvxA2kUnEamqxiZoZ3+0ZkqRmcrKG9QWXXTTS0xrc2ZFrES7j7Yg7sP9rQW/zaBWhYJ0XattW/MUngiowMC07IRCW6e9Kb5VGQDY5mqn/a2HtRUGgnWKBBu1PnyBusbf+WuD+GgiGQ0CElwffA2wT1Lqbfjmp6OK9ydTEHBk+czmM7J17K1K2JLZwy9bdFrFl9My0GmqKBY1VepZYtj2Q4KFQ2VFVVDXPrgm5aDimxAM6zVaZyLdw93t62f8LYSkXMpmJqxwfzw5DTmSioA4AWHevDL77gV23ri+N5zU/idv38GE3NMMFmK7rYI+jujuOtQD37/5+5BV5pOsf37s5P4/L9fwkfedhT7t6YwW1A2zGSVwWAwGIzVQNZMVBUTebcq7nJkigoyrkeU1+c3VjjDvFbcqG/izbBf27pp9ae18hdZCd5ghAM9JteSRrTWeL5Uqr66A8IrRTPd7a/zodooX7CNoi0eRCQoQtE29nzPZy1O+2LCmud7BWBd7Vn6O2Mtq9NJV2iLEpAE7NuSRl9ndMFnz13K4sSl7FW3cT6G6eDSZAlT2WsX6WTVxNB0vaL9ajHQGcMtuzoQj2yMyH811y7LQ9pAfnRqGiPTdEayOx3Ge+7dB4A+MJ4fzGE8U2WCyTLEwhI+9q7b/aiwT/7McXzryXE8fnYWZ4YL+OMvnMQvvPkIDMvGVrdTVlMM/PD5KRzf382iyRgMBoNx3VBT6pWKVkLj+GNbTxwV2UBqI32fFqEsGzAte03N0B2HVguOR6RN4/Wy2nAcEBCFDe3bBCQBlu7AdmilRdte3X6sQwhm8gra4sFrtlNIRgNQEiEk1ynlbjnIOifeeVvaPBFAa4tpOZgpyOhIhDfEbHuxquPNaXdXfy4ao6ZarSVToBFDim5hW3ccve0LBZy1QjdsOIQgFBCanr+iG4XWFg8t9tUmRIHHWKYKzbBwfH+3fzxn8jIMa3UnVkx3fWV5+Sir5U6b4Ub8ZooKdvSunkWOJPL+MVw3mjyfrvx6ZeLTBvD8YA7JaAD//N3LUHUbHIAPvvGQP1PFcRx+5R23YnCq3FIlZjTT2MmazSt4+sIcPviGg3josVGcHMrjd//+afzCTx31l/nKD4fwhX+/hH/8ziXcursDR3a1Y3tPAl3p8Jrl4jIYDAaDca1w8zQF3bQxMVdDQOTR1xGFKPDNZqAgkATat0jFgkjFNoHw1KKvOpuXUazpOLyjXiJ7tcfDw9MV5CoqtnbF0ddxdYMuz3D86M4OP8XNYzOM31Xdxp6B5LqbCTdydFc7RmYqGJmuoCsdWfUok7miiom5KibnarjrYPeiyzkOge2QJYW4WFjCnoHUqrbvesEhBONz1Y1uxroiCBwGOmPr5u/VSKGi4dJkCTt6EkumSK3WY2T+80g3bd93aXtPYt0jZU4M0oikO/d3NfkTXc3+SgIPW1gYtSfyPLZ0r57huOBGZa1EGFtuP9ZK4J3OyRifq66rmHitWikTn9aZoakyPv3lM+C4uu/BG16wfYFROM9z2LsltQEtvL75yZkZTOdknB0p4D++4QB++U8fg2k5+N9fPImffsUe3Hv3Vty+vxuXxgs4PZTH42czePxsBgAQCgh47737/NKdsmYiHBBvyKqBDAaDwbj+iAQl7B5I+r/rpo1cmabuxyMBpONBP82JGsrW0+2KVR2GaaMtEdrQyJhWaVhef6hQ0ZqWXE28WezlyprLmgmB51Zs6r6ZGMtUUZb1luLYusMBAFn1QZdnqr5cOt/zgzkYlo079nUtWh1S0SxUFAOxsORXQJtPWTbAAdckWORKKrIlFfu2plt+Hg6IUA1rfQXMa6xYNR9Vt2A7ZNHjuBmYysooVDUcjrW3/HwmL0NWraZn7Kpt2/VXGstUl/bnuZZz0XAi5993osChpy0CSRTQs47+QMvhRUYWqitLR6upJqJhEX0d0abxWW97dNXFl1hYwt0HezZ1ZKAnIGvGxqbTXwnX35v1OqYiG/jTL51u6vj0tEXwxhduBwCUazo++80LePvLd1/1rNzNzjtfsQe7+5O4c38XOI7DL775CH58ahrPD+bwT9+9jNmigl9652346NtvRaVm4ORgDpenyhibrWAyKyMeqXcu/vE7l3FmJI9bd3fgZcf6VzVMksFgMBiMa2W5PrFlO34qwuhsBbppQxR4tCdXluKwFrRqs2dGnimqa7bdaFhCWTEWVElqxHEITrvl572JqEZa/c1jPSMJCCGYzslIx0PNIpN7cM1lBLa1bJdu2rBtUk/p2pCWwL/uDfeab0VZ1jGWqaIjGcbu/taCw/mxAoClz/1yDM9U4BCyqEnyRgfdr8Y5OjmUA+BGtvCb09IiEhRhmBJs22kpQo9l6EC+X4+ua4XsRnHjmrSnRX4GAIHnsb2HjmMKFQ2XJ8voaYssmmEzMlMBIVi1Kup97VEQggXXhnmFqXKKbmG2oEDgeaTXOIXccQjKsgFB4JCILCM+b7A+daXVZK+JaxSumfi0ThBC8JmHz6MsGwgHRd/c8Gdef8B/KX776QmcGsqjPRHCe16zbyObe93CcxyOH6iHYXemQnjhkV686s4t+NMvncb3n5vCXEnDL/zUYURCIu453IN7DtMOheOQppk03bRRU0386NQMfnRqBvu3pvDAK/dioGv1QjoZDAaDwVgpBNS41HdraTXT3fBfvqwh5ooitNNvb7i5cissd/ab5wBvKLIRfXn7Knw2BZ4HBywqcKw2hBBkSyomsjVMZGstRZHzY4VrEksm5mqQVRN7t6auyI7AtBw8P0hFiFQsuCANdGNYvP1e22qKuaYt6EyFkSkqi0bSKxtwT5JVDn0KSSL0DS5msBwDXTGAA86PF7GjN4GA2NpwfS0sOJY6xM1pTNdwLpZSn1yqioFMQQFBa/8pj3xZg0PIqolPnu/ufLznpnfMHYcsKUglIwHsHUghFKifO82wwIHD4FQZqm7h2N6OVRFATcvBxYki4uEADu1oW3LZjS6ssJ62MWQlF9oSMPFpnfjec1M4NZRHLCz5ZVZfdqyvaablzS/ZiUQkgJfe2rdRzbyh0A0bf/yF51GsGviv774ND7xyD/7ya+dwdjiPT/zNU/jo229pCj2lD+H6zfuLbz6CqmLgqfNz+M7TE7gwXsJ/++zTeOMLt+ONL9jO0vEYDAaDsa5UZAMzeQWJKBWUnBbjR/9PpDmiYltPHKWqjkRsc5gre1BvHhqFsJazt2WZlsuuquaqmg0f3dm+bgMPzzcmvsgsfGMrHEKuekAylaOVlss144qiC7zzF48EaFUx3Vr1iLDVPNapWAA1NbRkSh0H7pqFRcHtL07nZSzlDbyuA8gmb7hr59Y9HauwlrUnIAmIhaWWVdZiIQk1zVz/SLRVuqSXkgR008aJy/VKcDt7E+hKL55+x3nlKlcJw6SG40FpnuG4yCMoCkgn6HPmmYtzCIUCOLw91XI9wYCAy5MlKLqFY3s6IQicL3h7XMtrpPG56YnCVdVY9nvLbXOtK5BuVPTk1RzqzRkXeYNRqGj4tx8OAYA/KxALi3jrS3c3LScKPO69a+u6hnreyAQDAu570Q4cP9iFHb0JHNzehu29VHnPllT89t8+jXOjhSXXEY8E8IrbB/C7H7wLb3/5bogCh8HJ0noWI2EwGAzGTYqXXuVXvvV7uJz/ub+s5/Xk/07/RYJ08J+MBrCtJ758+sAasZiH0sRczf+ZtBDTluJKogRkjU78XW2UiWU7eOLcLJ44N+tPIgJAsaZjaKrii1tryZBbIbmqtN7WakVQDHTSCO/KFe6TqyGC5zg/qmSgRUn09WSpQVkkJGHvltSSHjirIXZV3eulqhgtU+94joPI86s2qakbdtM1uiwbHp22PhimjUREwsHtbWhLtEg99gJK12DbXkXFxYRjj9XS3+ff/43V07d1x5f15jJtZ1UnA567nMXzgzk/ytUjEQng2N5OPyXQ84Baqkomz3O+oNt4sgSex86+5FWLxY5D8NT5DM6PFf3tAEBH8tonKzwRfq2KQXDrODC90vf0fJj4tA5wHIf9W9PoaYv4pprvf+0BREIiHELwhe9dxlxp7XwObmZefLQPH3zDQfA8h3gkgI+87RbcurcTADVn+5///Dy+f2Jq2fV4wuBvve8OfPCNh1hVPAaDwWCsOYZpY2y2isksFWhikQB2DyRxYFsL42JfdaobjgPNhuNzRWVZw+21wpv5nd9ZHeiKLuq3sxSDU2U8fWHOj5pajmSUzqynljSOXrwnvVgnWzdsVFUDlrX2x3VZQanh4xUelpbE3YHplV4r3mBV0y0UazpMc2OutZWiaCYyRQWKtrRQY9rXlk7WKBYu5se1mt3Kc2MFnBnJr/jeCASuPSpjPFPF2dECNGPzpfV6DE9X8PxgDpre+nxekWB3hURdb7Zoi0IA15bE1PDdpjTs5s9CAQFdqQj6XGPuyBIiyFoabM+/zi3bwdhsFbMFZcnlPEo1HdGQhH1b05BE3n/mhAMi7tzfha5riGr1AkTKMhWIExEJxw90X3PqYU01IWsWbtnVcUXFxHTTxtB0eUWp8hsW+XQV1woTn9aBdDyIe+/a4t9Yh7ancZsrgDx2ehbffmoCf/nVM5vaTf96xgvvrMgG/vBzz2Frd9wvz0sA/MO3L+Ifv3NpRS/p/oYSraWajr/62tllOy0MBoPBYFwN3mS1Nyjy+gl5typcOCj66SPCIrO9smbCIQQjMxUMz1RQXWN/m8VYrLi2wPMIB0UQ58oqo+XKKhxCIKsrG+yGg4L7/9VFl0sij7sP9uDugz1NUQP5ioaAKCAV3/h0xsZ9u5Y+pddvutJVeANB3bIxnatBNSw/6me1WM2ucqGqY2SmsqjR/Vr0y1tFZTiEwGwwwa7IBp65MIenzmdgXIWPEn8F5y8SFK9pwO4xnZdRVQwYm1hwDAdFxEISbKe14bjHurtqXGsoSctVNq+H4zjs7Etga3ccFcXAU+czGJwqL9uc1aKnjQpf869/y3YwU5CRmSc+LUZVMTFTkP2xF89xGOiILV1BcIV40VQxV5gjoPfiSkTJpY7ZmZE8Tg/noWgW7CsQ9HNlDdmSilx58UqA3qTORvkRX82lwvK71hDHoVU/gpKAv//WRQD0gfbuBjPxuw91Y6Yg4/j+7qYcWMbqU6hqqCgGJrM1fOj+Q4iFJHz3uUkAwL8/O4nZgoKff9PhFZcn/uL3h/DEuQwKFQ2//I5bEVjjfF4Gg8Fg3Jw0GmErWr0kezgo4vZ9XU3LNiXmEdopnpyr+cJAVbkyH5/VwCEEJbl1pS/dtHF6OI9SzcDeLSlky1QIWO2B/8rS+K58vablQBS4TVHha2dfAqpuoaoa1zSAPOdWeLvStBvScJ3aDk1YG5utonsJb5lrpaaaODdawM6+xBWnx3iDzVJVB3rXonUUkedhuROcksDDXuS4Og4B4Yl//EWevyoTfP8ZsMSwot6E1Rl7hCQRmmltauuQbT1xZAoKzo4WsKUztiD6h+c48BwHaREj8muBgB6j4DJRZtcW+bT8MhXFwFxBXdITrjHVlBCyKuNTL61uQXvc1F51XsQcIa2vzPZEEOGg4E8A8DyHzjS97y9NlFBVTBze0bbscW5F/b6hW7ZtggvjRUSCEo7ual/ht1uj6hYuT5XQ1x7F1hWm3gk8vR6FBjXUdhzkyhra4iFIIo/9W9PX5O93NTS9m1m1u83F42dn8S/fH8SbXrQTWVe1vPeurU0vYVHg8baX7V5sFYxVZHtPAp/4wJ3Yva0dck3DA6/ag3hUwld+NAIAODNSwO/9wzP4/956dEkTPo93vWovprI1XJos4y+/dha/8OYjLB2PwWAwGKuG90bx/C+KVR3TORmppUzD3c6gIPCQRB4V2QAhdDJsZ2/S9x5ZV9w2iW6UUyMXx4oYma5iS1cM/Z3Ruvi0zCqTkQDKigFJXJno43kylWpGa7+XFWyzFbfv67zi79iOs2ZilShwkARhVbyKvEGGl/axrLDAcQiKAnTLpgM4ArTFWx/r1WLCFVYHp8otxaelBuSpWBAV2UBsGQP3azULDodEVBUDR3d2YGKuimKttRDrRYV0JMIQBA47eq8u3cdLfVuJGKHopj9Rfi1cL4bjksgjGpIgtnhuEAJw1xj2VFNNSCK/4HgalgPNtFqeE7LoL1dGs+db82eqbuHkUN2Ye3d/clGx1vuuuYqpxKZlwyFAQOSbxKzG5+B8D8NWPkaRkISx2SqGpyu4ZXcHgpKA5y/nmp53rUTzmbyMTFHFtu74opMv3va973sRT4q+gsinZT53CAEIjRBcrPLffHraIgv86MYzNWSKCgoVHQe2pTdc7GWG45sI3bTxpUeHUVVMmKYN03KQiAbwhhdsBwB84/FR5MrM52m96W2P+hFKqk5ftu959V7/8TaTV/C7f/8sLo4Xl11XJCTio++4FV2pME5czuGhx0bXruEMBoPBuPlwX05eWng8ImGgK4ZUjHaea6qJsdkq5krqomkkpuWAgAoH23riSMbWN+oJoLPTx/d349jejgWz6JZdr3Z3RaXarzA1zBuQL+mfscS6VN3yDccrDR4+2ZKKsyMFFCqLp0Y0MpWT8bSbUqVoV+aPs9y+qrqFLV0x3La3Y1GD95VwZGd70/ZODuWaBq6LkYxS8+AtXXHwHAdCCPqv0HBc0cwr8pq6Fq0gHBSxb2sa/R1Lt3G1zHyX0hsDooCKYmBouoKdfYmrFp4aWcq0ufFin80vnvJ0brSAE5eya1qJcilU3cJ4proqXnWmZSMalnB4R9uCaDzbcVCRDeimtWKvrFbrPzOSb6oq55GOBbG7r7X4v2qVB1sUoGi1jS1d8SWNrwkBaoqJmbyCqax8LS1y10fw7KUsTlzOwpgnaHmVW6MhaeVRfm6EGuBGC7r7ynMcdvcnWwoyhaoOzbD8whOt8LbfuIxlO6uSlgpc+blVdQuTc7Wmd4sniHkRY3MlFU+dz/i+kOsO83zaPHzvuUkUqzpu2d2OR09NAwB++hV7EAqIePZiFv/2w2H87y+e2rCHOQP466+fxRe+NwjddPDz9x/2wxprqon/8c/P40fueVuKZDSAX3zzEQREHl/90QjODOfXutkMBoPBuEnwI5/cTnFXOoJ7Dvbgjv001a6mUv+L4emy7wvh9Spo6r/jp97IqolsSW2qerSe0ApFC7udghsgUJENTGYaBjrLNdMzVl9hl97b9pKpSCs1HG/42bIJVMOCtcLjOjFXBUBnwlcy0XUlDE6VcWo4v6Ci1JVS9wy6uvXwHD3OV5quo2gmTg1Tf5QVb2tZ9WnhPhBC8JPT03ji3CzmisrigqT7Vc28RhNtdz2WTRbcf94xth0H335qHBfHi1dUOdEhBLMFBbpxZd5Qjac2vITdhGE5kDULtWW84jJFBRfGildcIXE5zo4UMJ2XMZ27dhHk0mQZJy5nW4rck1kZmaKC2bxy1b5VS0UK0dTj5f2DVivdeP5qwkEBnckwutMR9HdEl4yYIYS4qVxXnnrbikYBa+HdWp9EWEk6V7GqIxoScXB7GkFJ8IXCaIiagy8WzRVy0/AiVxApFJR48Bx3zZ5P9YVWvGkAtODIZK7WVCGz3Y3a9QTz4ekyHEL87V+aKOHJc5lFK6KuBvNPU0U2cGmitGIdiolPa4Bu2vjWk+MA6A03k1ewd0sKxw/QzuLRXW145R0DeOCVe1ia1gbylpfuwtFd7XjJLX24c38XPvL2W7B7IIm3vWwXCAE++/AF/MO3Ly5r9jjQFcP77t0PAuCLPxhigiKDwWDcQDz88MM4ePAgjh075v978MEHWy77wx/+EG984xtx66234rWvfS2+//3vX+PW3dndhvfK6eE8Tg3RwXlzdSPS9D8dCBHvQ8wVVVyaKF3RwHYlEEJQqGjLpmgMT1dw4lJ2wcyzwPNIxgIoVDVMZKsr3m7Z7VyvtMrc1m5qyJpYIu1wqdd3JCT6huPeOgghmMpd/YzzYpXPFm3fMqMXr/1DU+VrqqLsdU2vdAjuOISm1zgEve0RDHTGUFUMKJoF01peHKm5kWBXEgHXkQwjJInY0tU6laXVERvLVDExR02Lh2cqyC5yrOZ731wpDiEoVnW/zPqZkTxKi6TcFSo6IkERmmHDsGyMzFTwzIU5zBYUKJqF4elKy3ssW1QxOlu5IsEOAETXL+bQ9jZ0pcKwbKdlpbqaYmJ0toIzI4Ul7/GRmQpKsr5kZEkrljuunlfW/IiZqyESFBENSXAcKvY1btsTzRS9dWrctWKYNnJltaWQsWqC07yfLdvxhVWO47CrP4kdvdQX7ukLc4uK35LIY1t3HANdMSSXSvFeIZPuM7KvIfvEwxOP6HOj9b40UpZ1TOdlqG7FQo7j0NceRecy0Ult8RAGOmJLim7eiDzlVkaVNRO66SBfaX3PLsZi5/NKU6FLNXpNNgrs3rOZ57mW2ylUNRCQFRUWOTtawOBka9P5lUII9QgsVLUVRwwyz6c14IcnplBVTHQkQ/5M5AOv3OPPAEmigAdeuXcjm8gAFY0+8rZb/N/3bUnhYw8cA8/z2NIdw1985Qy+f2IKlyZK+E9vOoSBzsUrCdxzuAeqYeGO/V1MUGQwGIwbiNOnT+NNb3oT/uAP/mDJ5UZHR/HhD38Yf/zHf4yXvexleOSRR/CRj3wEjzzyCLq7u69y66QpFaFQ0VBVzQahqWHJef3Qxg4rAR1sjsxUUKrpeP0926+yPQuZK6kYmak0mbLON0A1LQdzJZrasyDyA/VOf+NH+YqGoekyDmxLX1MKmYffGncbimYiIAktq4+tFIcQVGWTHutVHLHOFhTEwlJTVb2VQdtQknVUFOOq00WeH8wBZOXCnkeurGJ4poJ4OICOZBjjmRqqKh1AhQMibtm9tC/Q1ZyJdDy4pIF+q9OSKagQBR411UIkJCFb0lr6sFyr0fJMXsHEXBWpaBDbuuMYy1SbrnegPsgWBR7hkIBEJICRmQoAGoHmOATnRguwXLFkV3+yaRueUbN1BaliVcXA8HQFuweSiIYkEEJwcjAP07axdyDle6JVFAOXJ0sghIAQB7bjQFrkLHmG41dSzKBQ0XBpsoQDW9PLpgNL13CfeuzoTSBf1nBqOIfetqgvCi7kau/lxa8Xy3YQkkREl7mnr+kxMs/06dRQHoZlN/k7VWQDxaq+pFDAcRxknVZmWyxSiBAqpSw35vHeVTzHtbzHvMkQ03ZWNHnfkQwjGqo/G0WBR297BIQAQ9NllGsG9m9NLygetdxzAmg26q+pJnTDwVS2tsBXsFjVMZOXsWcg5X+2FpUxvYycxmsmU1QxnZXRlYrMe/83b18Qlj4vDiGoKgaqAHYjueSysmaCA4dISKRieEOk6NXsN4t8WmUM08Y33ain7T30JnvRkR5s7Y7jB89PrdgTgLG+GKaN//tvp/HlH43Ql3tfEulECJGQiKmcjN/5u2fwvecml7zJ/sNtA0gsYlrJYDAYjOuT06dP4/Dhw8su9+Uvfxl33HEHXvnKV0IURbzuda/DnXfeiS984QtXvW3TcjDqDkQBKkpMZWt+CkqzQWsznumt51fTmQwhGQv46QerhazSjmjVLd/9xLlZXJ4ozVuKti4SlBCPBDA2W0WmSMUow7T9Gd7G/ckUFeimvajniJd+sFKDYE/EcwiBolk41RBB5rfyCvvRFdlApqhgJi9flTlvKzPuimK4kSYLI1ks22kS7wghUPV6VFFj+5cayM3kZVyaKC3pOTWZkzE0XYZu2miLhxBfQf/G22QyFsCegRSiYRGGYSNX0lbN53RlVQuXXqi3PQLTshEOCkhFg+hOtxbpeI7zjaOvZmjpRdM0VnpcrGk8T4UmyyIQeR49bREcP9CNvo5oy+gfy3agm83RIh7euVos0mJstgrVsDA0RcVoWbNg2vQaUhvS94Ymy7AcgrJsgCzRdoAajt99sOeKhOLhafpsG5ldPOKxr52mF0VD4qr4PokCh0hQXGA4znPciqtdL0Y4KOCWXR04trtehMBxCEZnKxifq117+uYyzNOeEA2JaIuHkIwGoGgWfnRqGs9emsNEtop9W9LYtzW96LoqNQMjM1XMtPADsx0HJy7n8MyFuWV967w28RwH07KXvDebnlmLLBYLSyhWdZwezvtRXScH83juchbZkgrDsls+++aKCk4N5ZBbIiLU+1q+omF4uoLLUyUAC9MpL04UUVGMplTQRbKyfQIrLIzRyEBXDHcf7GmaRChVdZi2g5GZ8pLPeGEJUVA37aYIvPHM0hHHp4fzODWcQ1mm7yZjBVGsS8HEp1WG5zn81Et24p5D3ThxOYdgQMBbXrYb50cL+PtvXcSn/vG5qzayY6wdcyUVlydLeOZiFpphQzNo2HhfexRvfOF22DbB5x65hD/90ull82iLVR1/9qXTyBQWN3BkMBgMxubHcRycPXsWP/jBD/Dyl78cL3nJS/Bbv/VbKJcXhqoPDg5i797mqObdu3fjwoUL19aGhg5m48wtafB58H6n/zd/X7dszORkaKaNzlQY0bCEuaLiR1dcDaZl+z4Ulu1A0y2A1NsqawvLZgPUC8i0bMwUZH/7Xsee47jWnelF+tC+CfQKxYjhqQpsm6CiGH71ooWd6MVXVlEM33Dcm61PxoLoaYugKx1e0ky6kcZIgYC08Eve58lo8yy9QwhGZ6oYbjhvtkNwciiHs6NX5h1VVUwUqtqi0TI8x4EH0NcRhWk52LslhUPb25Zdbz1ygMPZkQIAGtFQqukr8GbCUoEji1KR6Xk5N1pY0A5gcSFqW08cR3a2Y/+2NAa6Fo9sv5LrbAHe/aCayPuTz/NW5GfGEuiGjel8DeGQ2LI0fePhmc7JOHE56wuPjQba3nKLjU29yCZFN3FhvIjZfMMger532Ro6SXjXxFI+dKLAIySJqKomnrk4h4m5a0hztWyEgyKO7GxHf0d00ciRq4574jiEgyKCrsCfL2uYmKthtqA0jQkm52o4M5L3BYBmzeXqD/j8fdi3NY29W1KQRAEOIajIBqayMpKRpSchVN3yiyq0ShM1TMcXeZRl0iw5AIe2t8FyHDx7iY6x6DpoammjV1mTsL6k/x7x3xW24zQ9x/b0p1pGjBarOhTdWhC14z3TxzNV//hVFROGafsBBY0FCS6MFTE8TQWYpjYuoz5FQhIIAYLiyid/LJtGXs0V69fOvi0pmkI4Lxtn/r2+1FU0nqmiWNH94z2dX5mfWqvU6asJ+GJpd6uMKPBoSwSRr2iwHYL77t6GZDSAcCCJlx/rx94tqTUrr8u4egY6Y/iVd96KjkQI4aCIcFDEx951G3ieQzQk4cjOdvzFV87gxOUcLk8+iQdeuQd3HexuGZL9o5PTePZSFiVZx3991+0r63AxGAwGY9NRKBRw8OBBvOY1r8Gf/MmfoFgs4td+7dfw4IMP4q/+6q+alpVlGeFwcwRFKBSColzbRATHUaNuUeSxpTuOI7vaYZgOJEkAL9RNvAWBLiO4f7NsB7rlIBgQoBk2CDEREAXEwhLGMnQAN9BFPTBGZiogBNjZt7IKWz8+PY3ZvIpb9rRjMksHVy862out3XE4hCAwr4NtEwKB58ELPASB99ssijxu29eFYFDApfGSv6+NiO5+zYeArlMQuJafN2JYNqbyMgSeQ0cqDHFeGzwa2yYI3LyS4Bx4nkOxokM3LJghEUFJ8NOFJElcsK7G/z06U2HfkkFosW/e+QsGhKbPLNvx+xNeGwmhP5uWA1Hkm64HAOAFrmVaTFU1IfA8FN3yhYhGOI5Df1cMR3a2IxoWMZWlx65/CfsBoG4qbzsEmmnDsgnCIQl9nTFs644te55EUWh5XlodH28ZRbcg8DxkzfK/YztO0zLz16WZNsZmq5A1C0FJRDwqNUXseOeM4ziYtuPff1fan/Oup2LNQCIahMDzGJutgRCCnX0Jv11t8RA0Q0apZsB2CGJhqflaargmvb8bFm2X97/UsJ+yRo9JYN415CGKfPN91lgMgK8fe3r90OPAc3zL69WjVNORKahoSwSX9d/xkER6rXDc4ue7PRVCWzKEybkaBJ7HbEHBjmWeU4vde+fGCpBVC7fv74TU8KwE6PNEM2wIPLfkfl4JnlAs8Dwchz6vcmXVjxatKAZS8WBTO3j+6rfdeF7nPxeTsQDaUyE6sd4ZQ3wJ7zve5GDZBDzPQdGtBe0R7Ybrh1/++Vsrqv7ykkT37/JkCaWaAd20/ehC3n3G0p9bH4dCRUM8GsBOt6qdZtBrPR6RcNit0rnUsWlLhPz1eucEAMA1L3P34R7YjoNj+zohcJx/LTl+Zb3m+6Hx2M9/Vnh/P7QzhZC0MOpuMRxCMJ1XEA3TZygAhMMSUvEgImGp+X0lck1FPZZ6L5o2QaEqA2he3nvfXZ4oQTdtHNzRBg6NxToWvp8FoXUhkaVg4tMqohkWOI7DX3/9HKqKiUREwqvv3AIACEgC3vOafRvcQsZS7Oqr57w6DsHEXA0H3Zm+7nQY6UQQW7piODmUx199/RyeOJfBe169D+3J5o7b6+7ZhucuZTE0VcE3nxxbVW8NBoPBYKwfHR0d+PznP+//Hg6H8eCDD+Ltb387arUaYrFY02ea1pxar2kaotErKzXfCAEQCIiIRoNIp+l6YrEQdMNGKhUBBAG6A6iahbZ0BOl0FBXdRrRmQlZNBIMi4tEAIkEJsm6hKJtIxMN+ekl7ewxBScCpERo5E09QYcZ2CIoVDelEyPedaMSwAU7goZoE4UgAQXe9nR2tTZ813ULUjeThJNH/OZ2OIg3A4XlM5zWEAoL/mUciEfb3vRFhqoJolMPW/vSyooBh2tjSk8B0TkZnexTJeAjRoua3wUMMGohGqTCXSkWb1ptORxGOhnBhtIBczUSuZmLftrTf3sXamUg0D8SjRQ2qRQcws2UNEHgc3d3pR1XHE/QYJOetz7QcBINuWfKGYxSPBGA7DtLpKDrbVeiGDcO0YVoOkslIS0+rcJgOPEVJatnmaDQIUeTR35uEKPA4O0Yj/Q7tiSzpg1QzHESrBiDwCIcDUAwbvCCAFwiSyUjLbTVigUe0QNNiFls2XtEhG46/TM1wUJDNpu+MzVQwnpWRiASQTEYW+Alpg3lEIgHwgoCZkoZgJIDeVschFvSPdSoVWSBmLEcsp8ACh1BQq58znoMkCIhE6vd0PK8gaTgwbALLJtjal4JiORibqaArHUF/TwKlqo7tAyn/O9ZoyV9nVBKbrr9kIgwCgp6u1iJNvmY2XUOxaAheAEosFmp61kgBEaLlIJkIIZmKLOpD5j1DbPDLnmePRKIGQaWeaYt9Z/hCBjXFxK6BJIzJMrrSy19H9fU333vdHdQQPZmIQBJ5mITznwOCwCEYlMABaG+LIhJamd8ajQbhIIk8FM3E0+cyAICX3jbgH+Pb9nfh3Egemm6D5zj0dYcxlZXR3RVHOh1takc8Hlrx/s2nIJuIKlTYisVCKKkWMgUFO/uS6GqLYs/WdiRiCsSgiHMTZUSCIo7t6/K/r5s2Bieox1coJIFwXNO7x0NS69dPq8/nc2aMXqvbehPo7abXZEfVgElkRED86MJ4IoxwWPGPQ6tzMFfRUVIsbOkLIp0IwbRs7NtBEA6KS7ZjJzh0qyZ62uuV/izb8fcjEglha38ao3My9V+LBqGoJiYyVUSCIvZto+PB9rSKYLCMcDiARLzhGS0KLZ8VhBBEo0EYpo1QOIh0PLSk6XkjQ5P0uPV1Rv3tDM/WYDgEkUgQqVQE0WgQkZCIW/Z1w2zYn0Ri8fskGKrAAddUkbTpfTdThWMRpJL0ee8fo2hw4fs5GfGvXX6FIhQTn1YJQgj+8HPPQdEt32H+rS/bjVNDeewdSC5rpMfYXPztNy/gx6dn8LNvOIAXHO7Fj07NYGiqAknk8fp7tuHJcxmcGsrjN//mSbz1pbvw8tv6/dlFUeDxs284iN/+u6fxlR+N4NbdHcvOFjIYDAZj83HhwgU89NBD+JVf+RW/k2YYBnieRyDQPHO8d+9enD17tulvg4ODK/KLWgrDsCDLOopFGZmCgulMBY5DUCjUwPM89vTWBZ9iUUalrEKWdciqCV0zIXI0KsETITK5Grb1xGlqRVmBKPCQXU+aYpF2vIemypgrquhui7SMhoqHRMSCArqSQQzVNIQlHqZuoFhsSN8hxD9mmrsPAFAqKU3bA4BYgMex3W0oVXX/M49KgEexuHCWvlrTYJgOSiV5RcbQIkdg6CYKRQUCIQvaAFDfqsa/zxe1snm5qX3PnZvF5ckSOACz2Sr2bklhey89XoLAI5EIo1JRYTd41bTHJIy5XiKDk2U4po14UMDFcfq3PQNJyLKOYVlHd7Led7RsB7qbLtjYhqM70n57B9roYPvUUA6yaiFfqC2IQmv8fokHisXm/ilxj022pGJwrIB779qKUkVFrqRie2cEiSX6s6UyPbc8cSArJhTVgGk5qMgGggLXtD+tqFS0luelkWq1eZlyRV3wnbGpEnTdRFY3USopcOZ57Ri6CY7Q60GWdVwcziERrB8n79zJtfr1WHDvjSuhVtUgywY0jW6H4wDLtEFsB6pK7xdCCHJ5GZZpIxWVYNsET5+ZBsfRwWHA3aQs69DV+j3m2DbkBt+WiyM62qJ0sF6raQC3+DEcmijAtuv5MiIIZM+fSuJRdCuc1WoaTNOCbdlQFAOlogxTay3K2JYFTbcR64ktut35eM8pYPG2FksKDNNxj6UOJcgvu/7F7r3uZBBlAfjeU2PoSIWQigX988vzgK6biIUl6KoBXV1ZVdDHz8wCoIWHFM1quha9e9PSTWiqAVm1wHFAUAQ4x0GtoqHIAaVy/RquBls/71ZCpdpwL5QU3y8vLHKQOILhiSIUzUSxrCIg8rDCUtOxlFUTY1MlmJYNXTOhGxZq7runEVk1m7YTDy6eSmY7DqpVDRwHJENC/fo16bEKh0TfN6pYVKCqBsLhACpVreU5CLnPEUMzUHR9yhIhAYQQnDg3g0JVx56B5AKPOglAKixCU3RoSj1lfP6zUJZ1CDyHJ09NIVvScG60AA4c3v+6/YiFJdimBR4EmmqgUlVx4pyKimKiOxVGvihDEoWmZ0WppmNipgzTcqCoBnb1J5vS+JbCf562h/3j9tTZGTq5YFjoTASwo5uKRuWyAst2EBQ4VBQDuqqj2CIbmxCCQlGB7TjIFjV0t4XBcVzz+86yEeCBclkBIfX3xfz3HwCUSvW/EcfBShydmPi0SpwbK2K8IQ+5py2CvvYI/uDzzyEZC+APfu5uSFeQ58nYWI7t6cCF8SJ2utFQr71rKwgh+NIPh/GNx8dw711bQRyCR56ZwOe/cwlPnJvF++7d7+fgDnTF8KYX7cC//XAYn/3mBfz6u1n6HYPBYFxvpFIpfP7zn0cymcQHPvABzM3N4Y/+6I/wUz/1UwvEp/vuuw+f/exn8fDDD+PVr341HnnkETz11FP4jd/4jWtqAyGE+lpYDiYyVYy55ryaYaOVt69lO74PhuNQz432RBAcR1MpghLvL2PbDkCAO/e7s99uhTMa/eTQAUoLI22/PLbrj5gtqjg/WsRsQYWsmSAOgWE52N2fRH9nDKbp1L9j2v7PluXguYtZZIoKju3tQG97FBcnmnvM1IS5RRvs+nFZTnxyHIJkNIgdvQkIPB3U246D9kSoad2W5TSV/p6fTuDYTpNvp+MQOA6BYdmQFROT2doCLw7bdpq2MVdQ/HWEg4K/D43HpPHnRiJBEeDqx99xCGTFpCkWDcIIcUvJm4YDHhymcjKiIREpVziq76OzYBuOe70VKhpCQQGlqo5MXoasWTg9nMddB3sWPc7EIfAK/5mWDdOkaZ8cOJRr+rLV87xz2mrfPSy7+fi0Ol49bWEkIhLCIbHlPva0RTA8XUYwGkQoICAWklBTjAVm2YTQ+0XRLbqOK/Q3UTQLtuNA1gzohoW7D/Vgcq4GRbf8827ZDmTXN4cDTcVKRCT0tcewzS1cNDRV9u9Xb18iQQEVWUc4INYr3lmeMTkdlOtuStJ8QpKAimmAAwcCAtOym657bz2OTZCOBf37pdWx9Diyo57ytNIqid6zbanveKbS2aLqHjOCUlVHQOQRkARUZAPnxgoQeR537O9q+u78e49uk5o/8+BgN1w7tk3vJ3IFVR7nt9+y7Jb7M56pYianIBoWwXOc7/9UqupIRgPzruHWz7uVYFv19tiWg1hYguMQtCdCKFV1jMyUYZgOYhEJLz824G/bQ3efzRzHwXbc4gbOwuNhNrRXN+wl2+vdr0FJgKpZEN30Ltt7B7nr6u+IwTRt34fIthy0sjKPBEVM52SMzlRwYFsakZCEZy9mfcN8gHpSzW9ToaJhKiejKx32/dEar3vDpBGjlu2gUDaQiAVgmnWBd3S6gm09cfS1R9HbTr9v2w5m3XMpKwbGZquIRaSmZ0WhrCFbUhEKCHBsgpHpMrob0lLLNR3ZkoadfYkF48StXXFscd8n47NVJGMBBCUemm5BVk04NkHYfWZ5+7urYbKo1Xnx9tm2CYo1FWVZR29HBIZp+++QgmsdZNuk6XmrauYC32rv2i1WddgrNIBi5kOrxLfcCnce73r1XvR3xnDP4R7ce3wrE56uM47t7cTvffBu9LTRBwzHcXj9Pdvx4bccRTAg4FtPjmMqL+Mjb7sFA50xDE1V8MnPPo1//cEQdJM+AF9zfCu2dsUwPF3Bd5+b3MjdYTAYDMZV0NPTg7/8y7/Ed7/7XRw/fhxvectbcOTIEXz84x8HABw7dgxf+9rXAAC7du3Cn/3Zn+Ev//Ivceedd+LTn/40/u///b/YsWPHqrWnsW/Hg0OppmMqW0NFNuqVoOaZ1yaiAegmFZS60mHEIhI0d7BqmIsMGtwNLSbp2A7BbEHBictZcOCQLauYyNZQrNAZ0FyZdl4nsgvNged7Cys6NWMu14ymKIXl8AbYnvH5UpwfKyBbUuEQQgcTbhu4eXtIQGf1p7IyciWaSqDqFh2QVDScGspjcLLsiwXpeAi97VG0J0IQxJVNMIWDItKxILZ1x9GRWui35DWpt23h7HhPe8TvlwCAols4MZjFmGuWqxkWVJ1GVwBUSDJMGxNzVVwYXzgN3tLo2f1TKhbEQGeMDkLc07JctbHe9ihu39eFrlQYUznZ9QGiYpu+2LW2ingmxNGQhI4ULcneCg7U6/PwzjYc3tEGAuD5wZxvJL9w6Stn0q1uVlNMFKs6xudq4FxhrtUaTdNBVTGRLaoQBcEXnoD6NV5sMH/2ngWecXR/x8II+0Yz50aiIQmWRXzD5MbLoPGauGVPB/o7o4iGRBjmtVW4akWjH9ly15ZXMTBTVHBmhFY3A+A/yxYzz2/EsqkIcnRXO7b1xJu0RO/bumEvaIvSYtANLNQiG3/3nhlDU2VM52XkK/Uqa/myhums7Le92au69QDeIQRjs9WmKmUL21P/LsdzOLAtjUM72hCUBNgOQSISAAFBKhqAJCy8CgMij45kGB2uD1w8EgDXQiloNDa3Wz1DGuB5Dge3tUE3bTx7ac4XEytulpAn7nBAk3ixlOG44xDYDoFD6HFuFJ72DqSQiCy87wsVmnKpNhiOz7/uy27VVcuNCoy6KaaxsISSrNPiDiMFDE9XFryrvFS6mlI/P57JO0Cvq1b7dH68iFxFRXaRKnyzBQWXJkoYn6vi9HAefR1U/PLM0ItVHc9cmPMnpZajsXKft7/ZYrNdwM6+JHb3J2HZTtO5bvW+IKDnIF/WYFkrE59Y5NMqMDFX86t6AMCBbfWqID/zugPLlnxlbE4ksZ6v+6VHh7GrL4lb93TgN95zO/70S6dxZriAsdkq3nfvfmQKCr764xE8/MQYnjqfwXtesw9HdrbjA687gK/+eAS37elcZmsMBoPB2IwcP34c//zP/9zysxMnTjT9/uIXvxgvfvGLV23bAVHArr4kCAgIIehMhbGrL4mh6TKeuphBdzrid1p72iLY3pPwu7de38OyHSgarV5UqGjoaYsg1OB5AQAjMxUIPIet3XTA6/daFhl3z+YVTGVrCEoCwq4Pke04OLSzDfGwhMlsDXOLdKbn94kcQj0/JrM15Ctakw/FSljJsoWKjjHXu8MzRQeA2vxKTYTO/qu6hZpqImXYODmUA0Bnob1NkfpBRjRMj2WrSkCtmMkrkFUT23riLdO4vP79/FlwxyFQdQsCzyHgGfS6DcqWVPR3RHFutAjDsrG7L4lkNABR4P02hxuiegY6Y5jM1iC2GIB6x6YrHca+rWmEJAHeFbHS3iwVWYjf7vZkaFEh6IpZMOJ32+bQSKNYWGquHubOygs8h4RrspyvaBiZqVJfNEnAdE6GKHKYytaQjNar+lm241dGvNKuvFdByhNJaZScFy1Tj24RBR7pWBDjmRpyZXrPREPNw7N0PIhsWW0Sa7yqYTWVFhKoKAbOjhSwd0tq0UMF0PN7YbyITEFBMhZEOhZo8qDxBpjFKr1nFN2CadGB/lLjGd20MZmtISgKS1YPbKTRT250pordA8kllqYkowFUFMO/nr1otY55/k6tODtSgGpYuGNfF0SBaz4+XsSN40DRLX9w70VWxUItDK3dKKmGx4GPrJo4P1aght0C33T9e2KiJ0zMK3fXkmxJxUxBxkxBxt2LRB96qyGEoKaYqKk0jdAhBJmCQos+gIei2zg1nHePQ/0ZFAqI2N2fRNkVORd7tDY2cbkJA57j6vuJ+vPaE9FU3UI0IiHnvpuWI1/WEAmJ2NYTR1AS/JS9ZDSI/VtTTdtoxHs+NxZYmC+iec/ctmQQR3a0IVPU0JUKNx0HWTNphNy89XemwmhLBMHznH8ehqbKmMrR54AgcEs+QC2HThTYDmm6H6eyMsqy4b9n2uIhmJaD7T0JGKbtRwo77uTD0HQFPKi4Fw4KOLqro3k7Dem2zdUe6z9XZAPFqgZZtZBO1CO8W55pcuXPRhb5tAp884mxpt/vPNDd8kZjXJ8MTpXxjcfH8HffugDdtDHQGcN/+8CdeNHRXlQVE3/6pdOYLSj4r+++DUd3tSNX1vC//uUk/uKrZ5CMBfBLbz26wJScwWAwGIxl4eoiBPH/eSOM5k7fbEGBbtr1QT8h0N1UAlHgkCtpmMzKtMJZnL6TCCE4OZjDycEcpvOyH9EzV6SD4Jlc60p9kkirawUkAZbjgONo9Z+gJCAgCQv6PYt1Th1C01zA0Wip2YKyYoFDEnjwHId0fAWemm5zFN2CYztNXlRN7US9cx5wK3F5jM9VcevuDuzqT/imy96xDgdp6hbPcSuKELEcB+fHin6Z8maxxKum1Pwd3bQxlZUxnqn5242ERLQnQghJor8eWbUwlZPRngxBaqi65DRsJLUCH1Ke4xCUeH8ibiU4DlkYNaJbqMrGkqXdPa5msta0HNQUE4WqhjMjeSiahUxRweBkGbN5BTYBLk4UcW6sPklcrhngOVoxbnCq7B8jWWu+HpqjOlbeNsO0oZs0HalY1V0RkMMzFzN+dFWrqJmASKscxiMB5MsanruUxfB0BVu7Yzi8o91P9wGoiT+Fw217O1FTTFRVKjD762zVZEKjMApVDVXFwFRORmNQjxd9cnGiCM2wMDlHReGx2cqi0UkOIThxOYtsSUWmuPLqno1iWqGqLfhc1kzIqtXkT9XTFsHdB3twy+4Ob3cgqxbOjuZxfrTgCyetCAdFRIJUnHSc5gdoU1RH40DcLQSwQKgGfRaPZaqYmFsY4SkINF0zU1ABAvQ1+Px4fkRTeRmnXHG7xaabMK8gctB2CIamyzgzksfJwRwujpdQqGpQdBPpRBC242BkuoofPD/V9D3LdnB5soRiVUd7IgSQpaMjvW0th3dN9LbVzb7b3Od2tys4aYbVfP8vstp8RcNktuY/Z0WBQ29bFG3xoOuT1nrM3Z4Ko7ct6orplIAk4JZdHTi8ox1HdrZTwZ6n75UTgzlcnCjCcpym6z7oVZucdz4cQtCWCDU9W73JlBVBCE4PF3ByKOcfh5GZCizHQUey/r4uVDRUZROiwC049qbloKoYKCuGe76tBc/USEjE/q1pgMAvPJKOB9B4wGXNxGxRgUMIipW6nkEWiXxaKkqtFUx8ukYKFQ1Pnc/4v9+2rwNf+O4gPvm3TzeF9jGuX/YMpPDee/fhl9561C8HGgqI+JnXHcCH7j+MaEjEj07N4I//5SSOH+jCf37TISRjATx1fg6/8ddP4PvPTcIhBDXVxKWJ0sbuDIPBYDCuG2zbQc0d/BBCo59Uw4JhOSAtIhEaQ+/zZQ3Fqo5CRUe+YUBaUQx/0GfbdH1ef6U+c+7937pT2ZUOY6Arhu62CDgsTF9bSOtBHiHE/ygZCyIeDiwYdPgpZA5Bvqz5g8vFdIpWA+TudIQOpgDYhEaWdCTDiEcCmJir1VNZCPGjMUSBQyQk4o6GalCENE8o5isaBiepOXtbMkQ76y3SAB1CfHFwh2sQr5s2sm5qX2Pn3ROJWqUs1pep/7xnIIVb93QgFBBBCMFMvgbVsDA5R2fcvYG73iCKBSUBO3oSLSMNvOM6nZfxzSfG4GD5AaHHxFwNz1ycQ001/UgPRbOo4LJK87BTORmzecU/TrNFBbGI5E/y1TTTPwc1N8WyIhuYmKv6kUWSxCMWlnzRyQsAC0rzhkUN+7uSiWTboYO/8bkqxjM1zBQUqLoNw3RwYBs1n/buqUaRuKZaAAjaU2Hs7k9ifK6KoekyDIumgEmigFhYarbw8L2BHTxxbhYEBDt7E01ibL6iNtzbBHNFBablQBA4dCTDbptJ0z3ZlF1GqCBXruk0MmSJYxBzz/fOhsrRy9GY0hWUFoqTp4ZymMnLfiVIYGFEIAjBjBtlVlaMput8Pnu3pLC7P4FnL80t6I8LYr2cfNNlvsQ1b9ukLmSh+XkZDYk4uqsDuweSCIdE6IaNwckyqoqJ7rYwdg8kIfIcFQhWsD1PKJCE5UVcnuN8kUc1LAQkHge3tSEdC8EwbRQrOvXwmiegWLaDfEVDpqhC0W1UFAOtshlJ03cWNrgxCpSmxTkQeR5bGiLivPvJO58iz2MR/a+J7nQYO3oTvpgdkAT0d0bRngxhMltbNH22KxXGtp64HzUK0EkWw/XGmn9dZQo0urdQ0VGsNggwAEJBYcHymm5DN2z3uVRvvfduMVfg4zX/0va+0+F6RBECzORlZIoKStWF+9h4zAJe9s68ZUSBRyIaQGMrOY5rep9KIo9kNEiFt0aPw1Y6ZOMXV/iMZ2l314jtEEgi7/opcHjrS3chKI6iPRlecSlFxubnZbf2N/0+nZPR1xHFHfu7sHdrCl/83iB+cmYWDz8xjt/+meM4tKMdX350GN97bhL/8MglPHk+g5m8Atsm+L0P3sWqHzIYDAZjWWyHYKagYGdfAoTQDvHknOynOswXYBpnQr2fHULNtgXehOMavzoNA18A2NGXWDSVw1tu/sDTsh0IPA8CQDctFKoaTg/nEQ2JmM5Rnx9PECDz1uX/7NBQfp6j/daltA3LdnB5qoRYSEIyFoRDCP3nEJwdLUDkOezsS+LEYBbtiRD2DKT87xJCkIoHkYoFIQk8RIHH9p44nrk4h6piICBSMaKxQ07cnrTAc7hlVwc4rrW/1EBXDBxHhShJ5FsOMjIFBWOZKqZzAgY66xEQVovz2DLSAM2dfOKGi9luqoYo8lA0C5cnSyjVDDc1BOjvjMJYpD2aaTeloDRsCUA9JagiG0hGAyAwfLNzfpEIA+/cxsIS+jqiKFZ1xMIiOI5HVV7cq6a+X8sugppK04m6QQdkAs/7flccx4EHjY4Zy1QRDYvgOCqAVWomfnJ6Fq+/ZxtCEjUib0+FIPI80vEgRmerTdc4IQRnR/LIlzVs702sqNLdxfESKorRNDDk3OMiChwag2e8XbUs6llDCBU8eY6DwHPoaYv4abBTWWpSvrUrjqA76PaOvydcBkUBXa6Rcls8hJm8jJHpCmbyCu4+2IN8WcPwTAU8xy3wDVrM18X7KSiJSEQCLYUGgIodh3e2o1jV3XMuXVHEHN3GQlGF4zh0JEN+2XqATvpnCgqCAQHbexL+/VaqGZAEAbGQir4lKkx7x60k6/6xBGiKczwiQdObxStniYtyfsRHNCTh0PY28Dy9P7woG9OikUY8T6OAdoapKXQoIFLhniy+Tr997rpi4cXHll5TG4s0xCMB9HfQ58D4XBWGRaNhD2xrw+6GZyRQT+WMhESgskR7GtPV5on9mYKCkdkKdvQm0J2O+O+hgPve4YgndtC/06hZDn0d0SWPtUcyFkRhpoKprIy9W1KIhSWcGS5Aa6ho2SoVsFzTMTFXQ3uS+vRZtoPR2QrCARF7t6RQlnVEgiIsh/oXqXrdgLuxXe3JMLQWAudktoaJuRpSsUDTc8xLCyRY+HybzNYwm1fQkQqBANjSTT32vGt0z0AShCRRdav+cRz86qXD02X0N7xLSHMgH9oTIV+0AoDLkyXkKxr62qN1EXARsa9Y1ZEvqSi57wAvHdY7Z6WqjoDEIxKiUYRV2aDR0isMgGKRT9fIMxfmfBPF1961FT1tUXzwjYdw/4tXz2CUsbn49lPj+K2/eRKPnZkBACQiAfzHNxzEg++8Fe965R7wPJ0tvfNAF97+it3oTodxaaIMRbOg6BY+951LG7wHDAaDwbjeIIQKSoQQ1xdpYWQSh3oH1OukJqNB6G4lm0Q0iFhY8lNcFsuY8ASStkQIlu3gqfMZnB8r+p87DoFu0OpXjkOgaDY03YZm0H+mRf/X3epF4YBIo5rQ3D/1orkAt/KavbBT70VVeSKKl/7iDQiyZVphryjryFU0OIQ0RXoBgGrU0xFLNR2GaTct09gmL51jfK4K3bAxPFNBWTZQqOh4fjCHwcmyP3jvTEWwszcBTbcxMlNBrqQiHl1YJt0b1BmW3TRA8KJPGs+jIPAwTQeqZmFwqoyRmUqL40b/L1V1PPTYKHIllV4b7ueyaiFXUqEZdksxqyTryJXVloM9UeBxdGeH74+kahZ63AELBw5PX5jDhYZroRUcx4G447+t3XG3gtaSX3H3cfnRixeZRq87C5LAIREJYDxTo/5nHBCLSOhKU8NxQgj2bUkhGBBQVQxcHC+CEILutgju2NuJ2/d1oiNFxZqh6bK/HU/kWomhvYeXouWlrwZEHsTd76piNqfKztvVcJAKEdN5GZIg+MITQKPg8hUNM4V6yfsFaZmWjVxZRalWLyOfKaq+OKO616BDaBWrUk2H6Q7SmwTheddENCQiEhJRlg1/+cWgXm8KBidLSy7n0bipVuLerbs7cMvudj9NGKDpxcWa7lcZ854LxaqGQlVb1GsOgBtFxmOXG53VnKJHn6vggFxJWdLY2/9Gw+EghHoGxSMBREOSnwI1nZVRqGgQBbq/HckQdN1GpqAgFBQWXPOL6S8rvX9qiolSTYduWkhGAji0vQ2hgOhHQAZEAbv7U7j7UA/6O5qLGgREHh2JMIIBAaqnlDa0x7JpClpjE/WGinEA/BTEmZwCxyGoKgZ626JQdNOPigSoWAjQZ+PxA93o64jO8yBa/Flg27TCqJfm2yg87R1ItUzFLlR11DQTSkOUr2E4OD2cx7/9cAgnLuVwaYLe/55gFneNyxtT6c4M0/RObx0eno+it1/zCQdFCK647FGRDdRU07/nktEgUtFggzBHheJTg3k/au72fZ3obougpz268Fpp+ENHKoyBzpi/vYJbDGQ6L+PCeAltiaDf5mJVbzrPu/uTfjqk1FhFldBrIFfWMO2m5BMAxarhTwatBBaacw1UFQNf/ckIACAcEPCSW/r8z5YKTWVc3ySjAUgi74fwexzY3tb0+xd/MIihqQo+/OYjuDBewneemQAAPHsxix+dnMaLG64XBoPBYDDmExAF7BlIwXYcGJaNnvYIdNOGaTtNxqYeXekwHeSiPlixLBuKZoH4sTx1vNLi+bKKyWwNA27EgJdSwHH1UudluT5Qm8nLyFc0CDyH2/d2IhUPIB6WsKuPpnJNzNVwciiHiUwN8h4D8UgQkZCIqmosMDndvy0FSeAxU5BhO8SPDHbcdCBPPFk0Isj9u6yaODdagG5avqjjUarqmMzWEAtL2NHXg6pi+qIObYeXNlPvv1sWTUnMllRkoaIzGfYHm/7yAIIBgQ48OQ6lmtFykNjYJxyZrW9XaPDz8uhKhfH85SxyZQ2hIPXPSseDTX4b3vYlkUexqmN4puKXDxd4jgqTWDiA8yLYvLHiVFbGzobS3AAd8ERCInrbI4iFJSQiAVyaLMEwbUiigIggoqy0HmB5gw/bdlBzZ+tFgUYWtYqyokJqwwFrjABrEW1H21df9MJ4ESMzFfeesKFo3nrp/7Zr0t6YIlOWDVqJca6GcFDEtu44hmfcQWdDZI/lprYCtL9v2c6y0U/d6QgyRcUXFLxILID6tzQe68ZryNuj6bwC3bCxtYua4meLKtLxIPrao5jOy/PSWxcemyfOZiDwAM/zEAUOpuUs8DWj58aEZtgIBURIAhU8nQZjdICmEQluBE8kJKIzFWpZIc3bF8umaX2qTr2uVnK8QKggO5tXfLHco6aaODWUQ0AScHRnO04N5WE5XrQlQcQtdHB2NA+gnv5lLFLhDwBOD+WhWzYO72hHX3sUumn7USy6YaPiRueNZWrIljXcfbAH6XgQ03m5pWF+o3BEU3LrnxWrGi5Nlql5eVTClu44xmarfopXdzACRaNm5CsZtJuWg0hQ9P2iWkLg+uYR7OlPodcVl4pVHRcniuA4Wnigtz3SMtIsEpKweyCJXElFezKEqayMZKy+vecv52A5DvZtSTd9T9VtxMLNUUI8T1P+BqfKTcvyDeIxQO+5mbyMimwsOhnSSK6sIhwUcPveTkii4ItZ6VgQe7akwIEKYJZNsLU75l+DXlU97znJcbStVcVERyqEqmIgFhYhSQK6UmF0pkJULEyFITSc2LEMrTio6FQ0smwHk3M17NuaRnsyRCdUWrSbA41kijRcR55Y7dgEIPR5JmsmbtvT6Ue6lWo6LPfAVBUTosgjHpEQDtYLQQD0WvSOn+MQnB8toqqY9XTfhmXLso5UlEYB+9G3DZ+ruoViVYdlEURD9XuYFgeZByEQBA6abq04s5pFPl0llu3gv//jcw0hecDvf+65FSnljOubuw/14FM//wLs21p/+M7v4BFC8Mrbt+CO/V24ZU8HfvqVe/DgO2/1FeTPfvMCfnJ6dl3bzWAwGIzrl9PDecwWFBimg4lMDZbtIJ0I+ubXiUgAyVjA70SqbvqIYlgISjwM00GxpjcZpSZjAXCgA/LJbA35sgbHadHBnIfX9wlIPKZzMiSBx7aeOBLRAAIS9cPw0g3OjtAoGV80aPSXIQQhSYQk0vaZpuMrB4WqhtHZqt9BXwxvb3ieDs3LNWOB75O37ZpqQnc9UFrhRZUBtDPeaJKdLas4uCONXf0JfwBo2Q5m8gpCAcH/XqvBr1epqLctuuAzgM6Wj8xUoLnluL1oDu9IXRgvYrjBz8v7eyIaQDoeRFAUIIm0alooIFLjXaBJvOtrjzaIOfRvngdSK4ISjXgRBA7ZkuZX+DVNB8loa+sAryukGTZm3MiUbIlGWDVWcCOEij+Pn53F5YYomflRca3Y2hXH9t44BJ6DYdmYydUwma0hV6KRL7JiIusajo9MV3BxooSxTN3vqdGjZ7Yg4/JUqWW0yfwon/nXlGU7qCgG9Ibz3dMeQaGiwzTpCnXTbkp7bNq/eduzbSq2BSTqyTI2Sw2hHzsz69t4NIobe7fQ6J14JOCLUiXXm6nRI2n+vnmSF8dRj6toWGxKBbUdWqigUNUwlqlC5DmUqjocQprS35ra7hA8e2mOpt3VNOimg3OjzdFxnvdpU/ooCEpV+kyamudxVlUM1BQDJ91ow139dH+T0QDuPtiDo7vmVZ5roFTV/QiN5nEZcSPmTNgOgcDX90d2RXZnnreVt0zLypSNRu2u39cT52bxxLlZ8DznXzPRkNTkr5aMBKFoph9l2Sg+LXbdG6ZNCyYsodA0fjKZreHCeBFnhvP+sY2GqTeaKAh49OQ0nji7cBwyOFnG4HTZT59sjPqhzxVuQRsbPY6TbsRkQBSaUr9rqomORNgX8bzopFBQwMhMBc9eyjZNcFRkA5cmSgvuu2xJo5GAZRr9Jgk8utMRpOJBWvDBcjCdlzFXUpqKf3W4huPBhlRIAhrtFQtJiEcCyJV1EIdWA3UI3a9CRWt6B3n3YlUxQYj3viGYysp1kb3FKbJsKtAGWqSjeqdU1kzoDVG6g1NlTOdldCZD6OuIojsdxnRWRk1prrgXC0vY3lOPlCSuqFuW9UWvF46rv5fS8SDOjRaQc6MGFd2C5ThwQJrEMuI+A3h3ggOgEZXZkgrddFqKbq1gkU9XyVPnM5jKee79EfR1RhENSX4nkHFjk2wIq//RyWk8eymL/3TfoYYOAoe7DnbjroPd/nIcxzV1Zv7mG+fwzMUMfu6Nh5g/GIPBYDAWYLlRCnSWkxqk5ss0lWZrZwzd6Yg/k9uIbTs0BQmAqjv+ACwaEqFqFsQ0nW0PBUQIPFfvkNs2nrpQL6JSqOotUxj8kHxRgMBzCAWp4FE33qXClGHSDqysmX6aTJOprBtp5A1OvEgLAL5vjqItLN7SWFHOE7OiIcmd+V8YJdWRoj4d2aIK0yaIzuurNY6lvIHndE7Gc5dzOLa7AyfdilQcmr2OskUF03kFHMfBsqlZeUUxm7w2Gtc/P5AnV1YRi0iYyFRh2wTFqgZNt+spa10xTOeouXYsKC5YHwC0J0M4trcTAB00PXFuFoWKBsed2fcW9fbLcciS5re6aePSRAkj0xWAA8iOeoSO5RosLypOevvpGXnzHIpVDdFwAEU3xamqGDg7WoCmWyjVDPQ0CHKNZ81xAFU3EQmJTWLAbEFBRTHQlQ6DEIKSbMB2gGhQcCNpnKbILNshmMrW/MiYWFiCalhIxYJ+5Jlh2m4kYUPk07xB73zx4fJEyd+OF4VRrGgoVDTkyho6U2Hohu1vIxUPNB23+el34ZCIvckwClUNF8YKCAWpLxUaog0az7vv+eQQNwUXK0IUePS0RRFpOEbNPk80msM7FnNlFTXNdEWHxdcbDdGInq5UGJLILYjmGZutIlNUsLUrjrZEEAFJACE0tTceCTSl1gH0ep2Yk1Gs6SjJBga6Y+5+N293frEDWTdxfqyIbM1ALi/Ddhzfzy4eDULRFDzy9AR2DySbRFTvOULTkeqis7c9WTUxOFXG9p54Sy8ghzQfx2Q0gFt2dfiRjgXXE84wHaTiAZRkEZpheAed/kfIoobpSz1D4pEAfYYT6tekaFRgJ24Kck9bBAe2tSEWknBpooSKbKCimE2CMEAFmVxFxYWxIkSB+uA1RpH2d0ab7hGeo+e5UXzqSkdQVeh9GwmK2NGTwJPnZlFTqWdZpqhA0SxE3GMsaxYsiyx4Zl8cL1FfobyIgQaj8p62CNLxIIamyhAEDqndHdjWHQcBjaCazMqQVRPRsNR0fuYXV/A+CwYE7NmSwkU36siyHYAD5ooKciUNZbdSZ9J9Xgg8j4DIQ+A5jM5UkCurEHgehltZVhL5lunDqm7i8mQJopD2vdmazi/ou262oGAsU8PeLSn/PdeRCqHmtu35wTz13eM57OpP4sC2NkgCbVckKKIjEUZZ1v0IYst2EOAXRrnNFVVkSyoCogBZMxEOiBicLrvRW0A8HEBe0FGs6X70m3c4BZ6D6Z4zzRVEeX7lWV9sxHsVOI6Drzw64v/+jlfsxpGd7SsqN8m4sbBsB99+egKzeQWT2VqTwel8dvQm8HP3HcRjZ2ZxZpjmC58czOPD//tR3La3Ey862oeD29MrMrVkMBgMxo2P49AOtZeuMzlHjYfT8SC4hln7glt+uisd8QUdnufg2A5EAehpj4LjgJAkIBwSQVDvKHIch4GuGPZvTTfNyiqahY6WhtTNiAKPUlXHBZ12YLf3JjA6W4FtE+zsT4DnOD+dKRqSEA+LmCu5+0ccnBstIFNUEAtL1Hx2npmN3aLc0nOXs/Vj1DDASMcD6EyFFkZoEBoZFhQFjM9W0JUKzf/Yh+OoYGHrNoanyji6ow1Hd3aA54GZ/MIy8lu74siWFZRrFgReWDA4BOrRDI2GzY5D3KqFBAe3t/mz0FO5GlLxAGIRCW3xMAY66zPaQzNlaIYNnqPflzXTF9JU3cLJoRymsjV3QovzhT26Y3SZhx4bhW7a2N4bb1k5y1uvZ3JLI4YIutvC6ElHEQjwqCgGLowVsb03jlCgPpTwzIO9UxgMCNjZl0RFMfwoBC8Nh+epn0nTYLvhXE7nZMwUZIg8h2BA9I2cy7IBRTOBdNhfXOSpCRpx97M7HcFUtgZVtyC5ERjJWBABiYck8NDc6A1vgJaKBTGRrTVFslhWfSY/GQ0u6Jt5Hkp97XXxLFvUms53IzzH4e6DPcgUFMgarW4HNKe7BCQBmYKCqmLiroPdOP7ybvAc7SsCzdFY3v1rWE6z0OMZFy1B43osa6HgIQo82pNhzBUUdCbD4DkOxaqOqWzVF6M1w0JQommhosDjyM52cKCpRK3SyOaKVAyfytUwPldFPBJAsaKDF2hltvkG5RxfF7BkzcSse+/ZDsHQVBk8z2FHb2LB97wgALWFaA1SPzT0HLkRaobtpyfOH0B7ldMsx3GFBrrd+jqAUECAJPDINWyzcUhYlg2omgXDtBEMCBjLVEFQN8b2Fi1UdMzkFDqpME8s8XzjJrI19HfGYNkOzo4UUK4ZtCrn/npVTst2YNsEk1kZPOe2lxAMTVcwV1JRU00c2t62IOXW8wvzhE1VtyBrpl9pzxNw8mV6nUdCImqq2SQ+pePBprYYlo3ZgkojbUKin+7c5l5HrWuy1fHG1qpuoVDV0RYPoqoYmJyroastAssmuDSR972cTNOpj8cbVltTTYzNVpGKBdDfGUNQEnzPQcty6l5yhGA6J0NW6/ukGTZGpivYPZB0Dd9DCAdEVGQDqmYjFuGRK2tQdAsdqVDrNEq3otzwTKWl+ATAFftCvifj/q1pOIT4z06e4xAOCKhpDmSVpmw2BkMEA4JvDp4pKDAsx41Cpmm2AYn3r29CqNgYDopIRCTcursD0QgtulGoatBMC9u64zAbfBg9Xydv8sJ2CIKSgFBAREeSa/nuawUTn66Cr/1kFDnXqHLPQII+cDkO4iK50IwbF1Hg8bF33YaL40VfeFrgYeASDAi4+2AP7j7Yg5GZMi6MlfDQ46NQdRvPXMzimYtZREMibt/XiTv3d2P/tlRTSDCDwWAwbl6oJ4WEYEBAUBJQlXU8dV5GdzriGxErmuX7/YAAZdlELBJAJMShMxX2BxGeoJMtKX4p5QvjRRzd2eFvbzonwyEEXQ2DoKfOZRCNSH4HlAOHgFtpjRABim5CMyxYNqHpO4aNgMgjEhZxbE8neI5rSgmSVQuaadEKP+CaTJRTsQBK7sBqKTzBgA4aFMyVVMTCkjsbS1coiVRsyJVVEACnhvIQGwetDZ5PHEdTxToSdMZ/eLqCno4oaoqJMyN5VGQD3W1hxCMB9LRHMTlXw3RWRmwJLxbTFZ3mSnXxajqnIFtSsbM3QcfEbr+BRqPxcIiDibkaAhKPLd0xXBwr+VWhABoBVFNMBCQdOEQHAp7XDs9xIBzxo9sAmoaj6pYvNDgOAVpUbQ8FqJ9KTTHdKCPXQwwcLMcGICFToNFY47NAZzriCxK7+pPY1Z/0z7GiWdjRm4Dt1KPN/EgVDhBFvkk8aByyeZF7FyfK2NWfQKGqoSMZRjDAo6rQ608SeT/NRdEt2v8CkIhI/uB9e3ccswUZAs9ja3cMgsCBgKAtHsKxPZ2QRB75sooL4zyiIcEXFGyH1BtEyIK+nWU7AKEpk7ppY89Ayje79q5Zum8iwkER7YkQeJ76d8matSCKSBJ5FCoaxudqaEsEQUD8+9m7RxujQ4ZcEc+w5kXKrCAESuCp0BAQeXAch8uTZd9c2TsTnqBA4BojKyZmiyr6qzoEnsO5sQJ626LY1pjuAypmTWSr2NZgmA7Aj86ybBqpVahoyLn3ajAgNKUDA9RQfUtXDKGyinhDkYSaavppUDt6EwsiZiRx4UVdUQxarc+xwXHAy47149JECTVVRiQkYmKuBkUzEQlJVMxznx011cRog0cb0OwLJrrpxhwARTdxabyIYICmHRumjZpmYjorQ9EtJGM0uqsjGcSFsZJb1QzIlTRomo1AgPcH760G8fMFjclsDVO5Giqyie29cRBXGKDPYgLLIuhMhxEKCm4KIPEF5VBAQK6sNYlPimbizEgBosAhGpag6RZS8SBqqolON5LzqfMZSALvV0uLBCVXfKpfg3MlFTxotKkXedXXQb0Kh2cqvmgpu0JdJCT5z6RCRUNnit633n3opUiPzFTcSpI6wkERphudpxu2LzwBwNbuGJ46n4Fp2tjpGst7666qhr8+UeBBCBWRL02WGlIEaXVJQohvtJ9ouDc40KqUkZCIco1WACUgvkdTrqTBsggwP2C46XEyf5xIny/xSMAtSkGX5HkOPGj65mS2BkngkYwFEHXvGYD2Cy5PlpGOB31RFECTeDk0VcbkXA19HVGIPA9B4AAQSCIP2yaQNcs3QyeEYHd/EnNFFUPTZXQkQjBMG3NFFR2pMBqHpY5D0/Co4CuxyKe15LlL9Rm3uaKGUs1oGZbOuDmIhSXcvq+u8v/gxBQujJfwwKv2NinSjezoTWJHbxKvvGML/u5bF/DYGZp3rWgWHj05g0dPzuD192zDW166a132gcFgMBibm4psIhwU0REWkSvRQWoqTr1DPKipOOemb9AOebGquWHyNgyTYHtvjJr1coCi0SiauaIG0R2Uz6dxzHNpsoTdA0lMztUwV1TdFJ4wbHeheFhCdzoMDnS2dXKuBo4DdvYl0etGiPjRDKqJc2NFBCUBkZAEgeNgO45vNF2PXnJn4Q0Lg5NlJKMBdKbDDe2j6ytVdYzNViHwHHTTdlMTPH8PguHpClTdhqLRCmYHt7VBFJsNv5v3n2B7TwJV1YAybSEWkvx0OE/wIgA4vp5mBrQeOM6vTAbAj7TwIiA80ai3PYKRmQqmsjWIAgdJpOkUpZqOXFlDLCxBFHmauiTy0AwbT5ydRSgoYjRThapZ6EpHEAvTQUoiEkA6FkSxRkuJ7x5IQhJ4mHbrCnQcx0ESBXoeOQ4diTAUNQvTccCBRox5gtHwTAWFmo5jezr91E3dtPHcpaw/O65oJg5uTyMVa442C4gCtvfEsbu/PkBsqqzlHmQvIsGzJ/Am5XyRyHYrJhIC0Y3kIqCz+jxHcGooj5pi+SXqi27Jdc837dCONlwYKyJX1nBoe9ofFDamJl6cKKGimDiysw2RkORHAOimjbkSvQ/2DKTQ0x7BbJEKXSGJR76qAYQKrpGQ6EZaNO9qrqxB0SwIPIfZggKe4xANidAMGxcniggHWg/V5kcItjiEzX8n1AtKFHhkSzo0w/YrZmqG1SQ+eSmkXmSewFNBghDiizRAPSqFECo2l2q6n2bWqhw9QH2m+jtiGJmpoFDRUarpkEQB0ZCOW/fUxW/ejWTjwNUDuQjQngwiW9YQc9sgCDxyZRWaQSNCw8GF4tO50QLuPtiDyxNlVBQTewZSflSPJDY/SxTNhKpL2NIV95+tPW0RP23YQzMsXBgvoVTTfUHRIQSFio6OVAjZoorLUyVfGBnoiGFiroqybKIs0+gwgeOQjAUh6yYUo+FZ2+LGJASoKVR4c5y6F0/CFb2fvZj17xlR5NHXGUFPWxTZsoqq6+nHczTFOhIUwfPNz/a5kuofu1hI9A2kGz3NHELc6nb0i6LAQRL4psi5sdkqHIcgnQhC1W2MZ2qoyAZ62yPQDAsCT8+/F1GmGZa/vkJF98WntgQ9pl4kWzgooqIYyJVV7B5IYWdfAjzP+ZUl2+Ih7OxLIOOmrQUDAu480I2aauLsSMF/tvd31FP4ABopxXFApUZTeUWBQ0971PXwMmHZBDwHX+yxHOrdpOgWNNNGWyIE3bQw0BmF5dCIs8XuzcXwBNMLYwUMTVcw0BnDPYeal9F0G45EoOo22pJB7O5PQtEsnB8r+hUsq4qBmTytMliWDXSkQtjVl0RAErClKw6AYGS2jPZ4GPFoo5dT/bnBcRxsh0BWTcTCAcSjAd+PcK6o+FVQAXr/O4QgHpFwdrQAw3LQOqarGRZWcYWMzlYwmaUzjKmohB29CaRiS1QeYNxUOA7Bvz87iWcuzvlhqUsxOlvBpYkSXnv3VlqSF8CO3jj2b03hNtfDAQC+9OgwPv/IJd8MjsFgMBg3B7rhYDonIyjx2NYbR65Ey4l7HfbGGdRGX5ZYmBqQR0MBKJqJSxNljMxUkCko2OL6pwQkHsf2dPrCxnzT33xZa0oh8maNBZ5DOCBCMyzIqoVkNICudAQ1zcb4XM2PGnDcSIdsScNMXsbp4TydLYabgkbojHF7IohSTcdcSaOVf9Aw3nS3L/Ac+jtjTQa4zZ/zcNwIGMN0mlLcPAFD0U0aKUJAo8Xmj9TdlMWOVAhbe+I4fqDbF8Fqmok9W5LY2ZdAwu24m6aDTEFFMhZAQBQgCvxCDxrNxFiGmoVv6awPfCSRB+f+f2a4gNGZKuaKKp2NdyMJvAHT5amSb+A9mashV1LBcxzaEiHEwhIEgUNA4OC4JcjDQRG9bRF/YOoNhrxTmYzRSkdLBckEAyKiYREBSUBJ1lGuGRifq0LTbaRdfx7v655QQwhBTTH8/eppi9BotKLaVDULoAPpwakyxjMLjdQbkUQeumFD5HloBh3kbe+J+wKYYdnQTRth1xtKEnmMzVbx5LkMTg3mMTJTQVmm5sS6QcuzV2QDBATD02Vcmizh8lQFNdVEtcGcujHChaYHWsi4qWNeulRNNTGTk5F1I9o6kiGomoVSjaaTOQ4doBHQc/qNJ0YxOFn2d5YQgmcvzmFwsoyaalJxICAgHg5grqhibLbaVJWx2XA8tfjJa8ATBSuygUyBVrX00iN726Po74z6kS0ehmn7XmvZkgZZowKBJ7p6opWXkmNYDp65OIeZvIyqYqC/I9rkgWuYdkMVNA7xiIS5korJnOx7gbUSvg2TnlvLIjBNB5NZGVXFwvH93Ti8kxqOx8MSHBqEhmJVX7LwkyTykEQ33dOwkS/rmM7JUA0LXqCb1wqe46C70ViNwpN3Lxmmg5piolwzMDpThaKa2N2f9KNkGosadKUjiEZEVBTTj/YCgZ821Z0OIxQQ/O173ySEYGi6jLHZKnST+gEpmoVMUYHp+gtxHBXHrIacUQ4cJrMyhmfKmMrKmMrRcWs4KKArHQbP0zTKy5N1Q2/RFXVzJSrktSVCMC2nSWzwKgxaDe8ejqOTFl7kle04ICC4NFF2BXaCmmJidLYKVbMRCYnIllXoJq1y2BYP+gJdsKHAQzgkoS0e8tNdPVP8qmJiYq7qX4s8z1HD8VgAosDDcp9FumGDgEZMZYpUkOlORxAM0PUpmoVwUMCu/iR60vQeSCeCkEQe23vifhQQrWhXvzKS0QAch2BkuoqASKvFcaApoqlYEO3JkP++AeBnRTUGqXjXWEhyBXWBbqtQofeCNzFxaaKEU0N5EAJs64mjpy2CqmZAVi0EJIGagntRu260YqGqYa6oYK5EI2stm6YUBgM0Qikgiujt8KLL4B5TA89cmMMT52gghKbbKFR11ztS89P+DNNBrqT5EwGOQ1Cu6ciVVKia3dRXWAoW+XQF6KaNOfcBxPMcfuO9dyAWCbRMsWLcnPA8h994zx04N1rww1kdh2AyW8PWeSHIAFX5c2UNj52exYffegSf+cYFjMxUsa0n7newHULw6MlpyKqJ192zzf/uYul9DAaDwbhxsBwHimZBAR3AyroJ2ya+SMPPi7px3OgKbzaa5wBZdxAKCO6Mre2/OxwCP9JC1hZWUiKkOdXH+153WwT9nTEMT1d8n5CgRI1WTdMBCdDvSAIHh3DQdBNjGToolERaIc8wbX+W23ZoSlxjplPOncDxvE4kgYfjEIiB5sgGb8hF01qCmHLTBRsrLTmEoLc9gnxF8zvrFdmAHLeo11JDNArPcwgIVBgamq7QMu/D1HOHazjeE3M1aDoVJEIBAQe2pRcYmQNYdCJqW0/cH/h56TCeaOelPG3viiNT0mDbDgICDw3UiL2mWFANG1u6YkhEA7h1dwdm8gr1RKoZGJoqIxqUMNAVg6yZ/uBB1kxavUk2cGBbumWKkqJZ+P6JSYzMVBALB7CnITKJcwWTskJTUVTdQiggQNFMxMISLowVka9q6EqHkS/TaoWlmo6qYqA9GaZ+S25EHjgqCjamarQavDiEVsbrSJZQlg1k3Uij9mTINcamQqsXQUFTRGhf3bQJ3LEmbIdgbLaKHb0JBCUB8YZzVarSa7gsG7AdByKoIX/jvUVQ97yxGu69qlr3xOE83ykA5ZqJ9kQQuTJdd09bGDN5BcRNd4mERTgOQbGqo6IY6CNRtCeDiIZEZMsaOBDwPL9kFEV7IoR8pfn6aly6PRlCQKL3jSegcKDRdaEALRbQquCNQ+oDYG/fvTQkgD4XJrMyZvMKdvYm4NgOQpIAkeeRjocQnHddnR0p+D/P5hVoho2qbEASOAQlEX0dUcTDVOSoyPT6tWwHs67/Vaao0OhAx4FmWjAs208nlSSeRm26B36+f1Vj+u32ngSKNR0/OT3jV94zTMdNb+QQJgAIXVeppiPVIqulPUH/phsW9IZjNDZXRV9HFCXZQBIBtCVCuHNfNy5Pldz9ViGJNOWppz2CzlQIhYoOSaL+WpZDMJNXEAyImM4r6EjRyMNsSYWm27CJg4psIBEN4NRQDslY0I9YmS94A/RezRSoWJqOB7F/axqRgIhLkyVohg1J4GFYNLpnOldDWyIE26bHg0Zz0eu7UXzqaQvDtEP19EA0VDFF87vCth3M5BSEg5Ir7gloT4T8SoSGRY/7icFcy6ISyUjAFwnDbkELgKZjb+uOU/GqoEASefR3REFAo7eGXbE2IFJxvSIb/vOuMS3NsqkfUioewJ0HunzhxSNXVjFbUJEr0VTtLTwVvyazMsqyjlhYRK6s0Ws4IELTbYSCNgKi0KIwAKGpbo1hjxxNEZwrKeDcP4nu9eEJ9aWajrFMFbGw4JrV2yiWdZimg2JZQzrR2rswEBAAmUNVoRUVvWNH0+Ed6K5wWZENdLrFODwch8C0HQQCPCYzNdgOgWbYiIVpQQHvuQHQZ3O5ZqCiUIN75vm0BvzL9wbxxDlaBeY1x7egPRle5huMm5H5xn+Pn53F33zjPN70oh1404t2NC1718FunBrK4/Gzs/juM1P4rffejj/78hkMTVfw23/7NH7xLUewqy+JT7z/Toxn6kaPFcXAf//HE3jNnVtwz+EeZlLOYDAYNygBkUcqFoBm2sgVNRSrOlTdRr6qIRELLOzwEToLSn01TFQtB5GQAEmkPkjxiATO7aU6joNTw3n0uj5C3e108FQPQiCugTkduOfKGvX7mKcRmJYNy3EQEHm0p8KYmqtBFHik40FkSyqqqomAJKA7HUEoKEDRLN9LRDds6uHCUZNg3bAhChxU3YJqWIiEqLGrQ4CZvIy2eAhtyYZZ5IaefiwiIRkNQBDc1AHNxOnhPIoVOpDsaYsgU1Tc/apXN6un3dHolWQ0AN2wMZOX0Z0O48jOdvAch9HZqr9N3bD9CCXNsGGYDqLhhRkz0RBNfYuFJd8XKleiEU4CTysEbu2O+V7IE3M1pONBJKISkvEgtvYkUKrpOD9aRL5CS8cnowGYbuRARyqEmkorfGWKKlTdhmk5GJ2tYEt3DPmK5htMF2u6P7ve3xHDoR0LJ8Vo6pAGzbChGSrGMjXs25r204vKsoFSTUdiWxoV2XA9ZoD/kI7QAZTAoy0ZQlsqhMmcjEQkAIfQlJLGKoAhSYBt01StxmpW8/HSfi5PltGZCiNTUJFOBNGO+mA3KPFIRsOwHGqgm4oF3UgSmjKWcCeKOY5DOCigpy2CwalyfbAm8SjLBkamK8iXdfR1inAIFYnCQQGFigHNsBHyUm/c4xkOiDi8s82P8pktyLAd4gtzsmb6UVKNdKaoibcDmmLa6BkbcCtISqKArV3xRb3DHYdgZ18CAVHwPd8AOtilfUXiezpNzNV8TyVRqAt+im7hwngRbbEgOtMRzBVVxCMiLo4X0ZWOIFdWacUxd/DvRSflyypUzXLNjGn6GQHBzr4kRmcrECQO7Q0DY91qHNzS/+PRAGKRAPWEC4n+Mbg0UYLlOLgwWqQV9DgOluWgopiwHBsV2cB4pgZJ5DHQGUW2qPrpgQC9F7MlFZmSBhAHpaqOvg5apc27xzwajalDAQHxiIhcWQcBvZakFn1rr6rn2FwNU3nZPaZU6OAIh1iYZsWEgqLvA2RaDmZyMnTT9vvrBFSIzxbVptTpptRTNxVX1S0kohIUnRYY8CJQeI5WJJ3/zDEt2/evi7hRkIQAkzkZpZoBzaBebAe2pXF5kqYOXhwvIepGpAVEHopOI1kujBVxcHsakZDkG2VnPCGTaxC+SHO0YKGqIyDxvlcX9QfikCtr6G2PoFSTMf/ibkzxK1Q0XBwvIRwU0ZWmFREB+jy1HYKR6YqbskxwdrSAUlVHpqhAFAQkIpLvOQUA/Z0xxMMSzo0WYFoOetsjfkSg4wrW4YCIqZyMcFDEyHQFFdkEBzcKlaub9EeCAkQhhECAx3RWhgYq9ozPVVFRguhuC8O2bXgSi9cGSeAXxPY5DvE9sECAzhT1Vwq44m1A4tHXHsXoTBWRsASB5/xr6txYEbv6kijXDPo+sFyT+bkaYmEJNdUAx9PnXr6iYXy2CtN93hqmA94V/wkIYiEJR3e1IxEN+BNBparupuA5fmSr41BPMf8aJkBJMaAZpv9sXAlMfFohY7NVfP/ElP/73Qd6NrA1jOsJL8R4X0OItGZY/qzNu1+9F5cnS3h+MIcju9rxXx44hr/71kU8dmYWn/r8CXzgtftxz+GeppDNk5dzmM7J+Ow3L+Drj43ivhfuwAuO9KzY7I3BYDAYmx8CGhIv8NTgNBwSATdLSXEjZLxZTUWzaPUdg4oBik5T4v5/9v482pI1PesDfzFPezrzyfHOt27Ngwqp0NiAbEtmcGFskLxohGxBt2XotrppY7BNW27TbXkt06aXlw1tBA0IGtsyo0wJGzNosGqQVNO9t+6UN+fMM+15xxzxff3H+0Wck1WFdFtLpoTqvGtpqTJv5sm9Y0fEju/5nuf3uK4NBRxuS6QgDj0+/doxW4apsU7rfkdzcMHZAAK/bo2TqqjaftHdasVqVfVV8FnRkuUtZdVSGyZI08oOa7foS/Mab8/Gpmvpao3DQv6ejSzqHp6lXNmJWaZVH0V66+GS3bEsZmfr4gnxqapV/28MQo+9SUjguaA1R2bnf7oqmAwCbAu0OndydJOE4kJ5+9GSVmlZ3Bou0jDyeO7amONZxit35zSNVKUDvdB1tsh5NE37BdLF2TFi1mffOOWRWawuNhXrvKIohbtzsJ30D+/aiB4vXBkzW4nYmIQeGt27zEAcHkqLWLZKa7PT3zly5Li89WDZ16mXVftEfOh0mQHbX/3Es+iZT22ruLKTGK5Nzdmi6F1p53E+3Z83ZdVy+9Gatx+uKOuWycD/6g1oFj3TqptfKrVh21b/PFWaWnPXEaElCl3SLm5lWYSBw2QQmKiJj4VEsiwLnrs24RfeOCEOXK7tJrz36W1OFwU//9oxk0FgYOnJE+9pmZbMli7rrGaU+L3zaTIIKGr53KbLnON5LlGlUch8VaItzfY44GianwO89TmQXCl4+srQHEdtFn5ybMcDH+vLtI9uod+0EnMDmCRfFkNF01kpThY5V4ybrps4lEatt01zotbipotDj6ZV3Dtec2N/yK2Hq/4za1pFXjb9IvRL9+acLHIOtuNelKobxQeenQCal+/McP4Jz6PdtesZscl1LKqm/QqNbX8rBkvjOhGbrCYtaupGcTTNCD0H33fY24qoGsXBVsTxTPeicFUrgsCjLOV9p0XdNz9qBGT+xoMF66whNvDqsSdOkM5pebgdPxGf6lo766bls28t5PM1P9N1hK23Mwp53zPbjBOf41lG6Ds8Ok2pW9VHy/YnEQ9OUqq6YWcS8fajFQ/P0j5C14kicM7UUQCWxDhPFzllJfG1ztV1/2TTR7dAnGt107I7idjfihjEPnUr7tfQd9geBnzDi3sc7iScLHIDcBd+k23Leb1MhcW1yWu+8PaUb3hxn8++eUocuEyGAYt1yTA+3/zoInfdSMOahWuJu26T133TpWNcV77rMF8Xcr/+stkUsvmwTEVUysuG9z+3wzD2pc1PaxITA8yKhrNlQV62DCK5b3duKsexiBynB9Ufz8R5966bE9K85u1HazZ5jesI8H97GHKaC1drMvC5dyyCE1q+n45M9PbKdkRZK2ykGXNvElE3EsPe5DXDJMDCIgxcNplEegdaWvu+cGvKc9dGrPOaVSoMNcuyGISe+fxNrBELx7EMBD3FtqXoLK8Ucejy4GzD6SIXQcqS9/bgNKVpFdd2k/47s6gaqkbE1GHkc/9kzcF2zIs3J/3fdxwbx7ax0Dx3dUzgOrxyZyai4pc5opteUNe0reodtOqXuH9fnEvx6R2M1pq/9Pde63+9Ow77vOTlXM4vN7/xvYd85MW9J75Q/tR/+3lsy+IHP/4+RonPH/zt7+U/+Su/yP/377/JM1eG/Bu/9d1c3xvw3/3Dt/ivf+JVHpxu+F3f8Vz/oPdtH7zKwXbM3/qZ23zp7pw//3e/xN//hft87295gXfd3PpavdXLuZzLuZzL+VUe25JYiWV2KnfHIfN1iUaiac9dkye+R2cpRdmQxJ6IOWZR4Jr/cTTPsBFOTRK65FXL7iji7vGKtGh46abEsKTBSGJaCo1WuocOd3P/OGW+Limqpo/taDTX9wbc3B+glYhE02VBq4RF0bmtzv8HoIVD8vThDrWpjA8DpxdibOMyGA98quYrHSRKaV6/t6BqJEZw5/GK8SBgfzuWCF8nogUOtx4tn9hZ7xZqu6OI7VHIzMSXuphe4DtcHScUtbQhuYbQ27Sqd9woLQ4zz3VwbYs7Ryuu7yXCzrIsRuOY5abk3vGmd39oY79Ic3F5bbKGvFxxfX9AHLgoLYvltx+temHmYCumafQ530NrJsOQySAgrxq++PaUxaY0IqWD74rr7eHZBs912B4FPffk4rG/e7RmaxSglWZsov7SGGcRRy6jxGd3EvHFW1OwNIPoSXFtFIsbYn8S8fLbU6pGcf94zSD22ZsYXosFk4GAby8ylVzH5ukroyeeWTpR8CJSYH8r4mSeM4hccXKEHmsDXca1xd2X1QZ6rcjMgg6EDxN5LoFZdKdFw+v35tx5vGaVVcLJseF0njOMfd791FaPTNBKokPday6qlgenG96TbPduJsfGsDjlPO3cHxrN2arANy2LWdGw2Jy3PN49Eif7Z988Na1fIvA+PE1ZZzWH2xH6l1jJvXJ7JmBjy2KRlk/8t7YVptUw8mhbTVmrJxojm1Zxy8D3m7Y1kHZZcKZlw8PTNY9OUzRyrwg9B9+1iQKX/KvEoywLbuwl3D3ecPdoxSqtaGr1FUKi0tqwwBz2xhEns4w0F2fY3cdrfNfhvc/s9Oyiq3ux/KxWodCG4aPBEgFpGPtkeU1WyufvGpdX3Sh8z2F3HBJ5cX/NKK15/d6csmq5uT9kHPuked27uVolwGbbtkFLRO8ij0xpzSIt+ekvPhY3H5pB5LLYSBR0nPiss5oXb/g8mmbmehB3pG1bTBKfdV6z2FQksUu1bpmvS546HPLK7Zm4m2JfRP7mQiMlYCEAaNe0nWnj1GpaLa2kSnN1L8H3BP7t2BZbI182LHyXQeTx+v05liUbCuOBvMZDUwIRBy5ZKYJWHHgss4pN3jCKn3TrKK3ZFLW09C0LNHDNuGZBWFAXY473Tza4ttXfdzWaqzsJH3lhl8fTlLbVXyFsdLNKK27sD1hsKo5n6QVenUfdaIaRh2OLa05pzSDy2N+KemcwlMIcbDR3j9f994s4OoXL1rSasmp4dCY/33Mlbnttd0CjWmarkpuHA5bm+1YjQhOW2TxRGse1GCcBL96Y8PBMInlfuregaqTNcHsYsMkkPpgEHnHgkFeycXQ8l9bQxaZktip4NJW21uarHJOiko0miUJ6Eps0EebpqiAJXRzb6oWhU1NOcfH4pkXNbF0yir1evOwE7bpW3H68IgpcfNcmL+U1O86TzsxukshlPAhoWtksKUzb6DuZy6zOO5ife+WI24/lBhT6Nv/+7/uGy5jT5fz/NReFp3VWsdyULNYlAwMmfP76mI9/2zM0reInP3UPy7L4rm+6yf/xX/0AUeDwiU/d4//133+h3zkDgU3+X773w/zRf+3DPHU45N7xhh/5q5/lv/jrX+zrfi/nci7nci7nn+0R6LMti/XDIZ4ru5RVrXjqcGgiFSIOlVXL/eMN01VJHHiMBz5x4BL5DlnesMmbfne6aRQDA+vd5DUPTjfcergUK74WZ83j05QHpxuJq1jW+bOPeRZNi4aybhkPfG4eDGSX/NaUzQXOkG1LTOPRNON4nokwYIFj2SgEOH5tL8G25ec7ltXH2eLQ5WA7pmkUD042X35o0Bq2hxI5OJnnLNOKNK9N7ET3EZZOzEiLWpgw+sIu7Zc9VwtkHT7w3A4ffdd+LwA1reJwOxHgePxk25cgds+b8+6fbgRkXDas85rlBYGge12WBa2WxrTbj1d87s0zThc5WstC86Jx5K2HCx6ePfn+07zpWShd3C3wHGzLJisbw7ThnB91MOojK93rfDxL+cKtM750b96fF91hsS2JEPmOxduPl7z9cMWD080T8bOdscCLbz1esSkE5p7Xivm6ZLoqzXlX4zrWV/BzFuuSWw+XvHJ7yr3jNau04gtvnX1Fq1jn6O5e9/5WyFOHQ4ETG6fV2kQBl2nNnaMVbz1ccDTLWKYVj6YZr9ye8cb9JUpp1kZwUFpTlC2PzzKaVjGKPQax1y9yldZUjcKxLD7w3K4sTJXm8TTlbCXPWMeLnPsnG9Z5dYGjplmlnRgG02UpkZgLx71bCIM4spZpReC7xnkizXKt0tw7EiGom51RQFlJk+Ptx6seZH9xLPvLnQoSK+pmk9ds8grbstgZSQxSBFQbz8RVtaVZrEuJv1YNmWF7dQLwB5/f5WArwjGulgcnKW8/WvELxt1Xt8KyujjTZSGiVyH3oOmqpDKtlB3r7eXb0/7P143iF9845VOvnhD6DntbImYGvsuHX9xjEHq8fHtGmje9ELNKK0Lf4cpOwngQPCFiai3RJ8eRiGUYuLxwfdK3J2ZF8wTL63iW9cy7ulZoJeL/OPZ56eaE67sJUeCRdTB2xC342TfOOJ4Li6gTAraHAYPEx7Yt8qKhqTVni4LTpTji3v3UNqHv4pn2zUcmRtmdi2nRUFSNnIOtNg4ml3UmjLLxQMTlTSZNnlWtOJ2XPDxJeePBgi/cOqOoGuqmZWcccuvhip/+/EP+p8/c62OzF8+Ps0VOWTecLs/XEp5rf4XLTphP5+7Hk1nOyTzvXYh1o8x3h/z5JPBIIo87R+veJXoxsXGRP1ZUjYl4yX0oCuR6/8efe8zPvXKEY9u4ro3v2uxNIhLDJOoia3nZ9psFnZu0qhQWApDv7jNXdhOquhX2H6aN1RK8yTKt2GS1OT8lqiaAe81iUxF4Dq7j4LpSdjE20HPHtvoobAcwl2tSszeJ+3u2OIflHnC2LNhklTmunXi37r/3bhwMuLqbMF+XfQFA97EVZcN0KTzD7ZEAz5frkrcfr/j8m6dPfGKuY7M9ijjcSvrzc74u+cLbU47nGXeOVuRVCyZyx4XPWD6X1rAT5dcS42x7cfmdzKWC8stMXjb8tf/5rf7X3/ObX2CUfCWA7nIu553OMPb5v//Bj/F/+p4P9Tfdh6cb/u4n7/CRF3f5gd/2nv7PfuC5Xf69/+1H2d+K+MKtKf/xX/p5w6s4n3fd3OI/+L6P8m/81nczGfj84hun/Ik/9yk+8cm7F6yRl3M5l3M5l/PP4jStIs0baRs7XqORXd+bh0N+43sPSSKPb3r3Ic9cHUnEDolcdBBRy1SmgziAuqiN59okoVRux+ahf7mpWGYlheEG1Y1iuan6xYkFfSXU4Y60qXWNTWdLeYCuW0Vt+DJx6PaLgfMIjzykuq4FZkGoNAxjj1HikZq4RTeWJS1Ibz5YfEWTlefaYMlu7yDycE3td5abiJN5PFdKc800zUWhtLgFnrRLTZdF/3ObRo6141jcO9lwNMt4z1Pb5pgqsMyuvvnuXmUVj6cpeSELO/hKaPbpl20GxYHL0SwzrWZeH8eBrvWIPvp3sBXh2sKTcV27f2bQF352Erq8cH2MbVlkZcMw9pguCxHg0P3rsWxhZnUCV/8yO7HlPEmB0poHZxs+/9YZZ4YR1XSLcH2+6GmVoigbogu8j52hz+445N7xmnsnG2olC/fT+ZeB181KJSsbVlnFnaOViWc+6a7pANJ5Ka1nj88y0qLGsizKupXz2bx+C7hztOnfW1W1KKXYFA1ZWRt+mbg1Li6kH89SlmnFybyLIMkxyMuGk0Xef7Z1q7h7vOZ0XuA5Do5tM4x9ru8OCD2nP9Z5Ke7CTtRx3SeR0HHoMk4kPrTJKqbLEtB88IU9RonPw1NxFlaN6lkzFhYPzlI++9bpBYDw+TOeVjAZ+ozN+7r48b71cNmzd2zLIg5c9rciWdAj51tRi5BclHI8k8glCcVlYxteVjeB57BMJTraKsXxPKMwEamybol8h9m6JL3AMrIAx7J4NE351KvH+K5jHGnCJLq+l/TusbpSfOnunGVaS7vbLCMzsb/u+viFN054ZFrcZkboykrh0QwiD99zKKrGiHWaBydrWqW5vpcwWxdYFn0bJNAzc+qm5dHZhtfuzWmUiNp3j9dUTct3fsMNvvn9V9jfimmUFj6SabWbGO7O2VK4a5NhwEde3OfpwxGTYUBtzuNFWjIZ+tLMl9UUZdsD4Fslr2O2Kpku8/7+pZVGaYko1kpR1W3fGBf5wstqW/1ESYPv2bRa0zSKx9OUBycpgedytsiYrgqyquHl2zPuHa97sbJtNZu8lu+OC7ex7pzaHYdc3xsQh12jn3OhlRQ2uUSl7/SGDYc4dGlajWtb7IwFsv7oLGVoxJ6LZo66aXuu3XJTcTTLmK9K7h5vyMuGttX4rnDbPvjCDi9cH7PJa67vDZgk4mQ7Mmskz7WlFKJqwIKnDobsb4nYmuY1yjh6lepcjPI6unPweJaLIJSLs04p2bCwbHECuY7Nxmx03D9e88b9ed+0101rmjXzqqGqWx5PM5LQ5YZhUN09Wvf3wdZECT3XJjQtCWWtKCsR8Lrv0bceLvm82agIPIcru3H/vW4jzuj9SUQYONSNegIm7jjyXVlUDfdPN7x2b0FeSVz/ogK5SeV7DSzqVj/xnVY38mxQ1XJv7WKMnuu84xKsy9jdLzN/62du9w8lo8Tn2z549Wv8ii7n18M4ts3+BfDm249W1I3AGrsb8XJTMow9ru4m/Pu/76P8mb/1Mq/emfMf/8Wf5wc//j7e/fQ5q8G2LL7l/Vf46Lv2+R8+eYdPfPIe/90/usUnXz3m93/3S080PFzO5VzO5VzOPyujZTEVe8I7mWU9OHhrGFA3CjcQIHdX1z6IvF7gaVpFXbf4nsNk6BtnjDwgdgBmy5JGo4+955BB5PJzrx6xSmsc2+IDz+/w/DWBCAsA/Lwy3TdCV+A5EiMrapab0nClXDxXFoGrrGKZVX0DVqtkASmtQJplWvELr58S+i5aiVMKI47VdUvgOdw/2eC5FotFSeS7NI02C3rZnT1bFhxux/iuzSiWiJ66ILCUxq1zsB1Lu1/kMluV1HVrmp4CdkYh9083PYC1KBtuPVwSejbve2aH5abi/um6+1iA81hMVYtQFwU82SD3VWIInZugqGThmBc1hzsxSeixMwpNpC5AKxhGPs9cEd7UGw8WLDcVWSkcrHVWsUxLAs9BtbBIpcVOImEWTat7sQXEtdEJGd05dOGt9P9Lm5ddlC2VpZhvCnaGIVWruLGXcLzIe57KalOxymqGkc/BToRW4tJANwK1tRve+8w+WSGOpIPtqF+gjGKfs2XBclPRKi2Lqwuf1zqvCH23d9CkBrR+ssg5sCMmg0AWzeZcGSWeCDADv2cTdUKhY4PjO+RVw8PTDU8dDvpFJ8gCeJVK1PHqzpxvnUS9ayw0QkpRtv3icp3V7E1CdsZDosDhxesT7h1v+mM5TgIRRLQ2Ao8AxJ+5MuTxNO2vu7ppSY2ocjLPJe7TtL2T7anDcyC8Za4xEME2NKLDJAlYpCUPpyn7WyH3jjbiILlw6n25C8lzbcpaobWJ3DSKT796Qhy63DvZMBn6hL7EFQ+8WOJxBsw8XRXM1iXzdcn+JGKdNayymtB3CX2JRnYC9RffnvKx9wgjd5j4OI5wlaLApWkVSehhIVFK17WYLgsWm4oocIRvdsEdlhcCflZKcTRN+8+4MXyf2rjXxgOfxabk3mlKWYrIsDM+b+CrasX+VoTr2EwvHBdxwynqxuZ4nmNZFgdb54iVplVMVwW3Hi25+3jNMq2wbYn5hYFDGEhj6DKt8D0B1U9XBVXTcnV3xIOTTR8zu3O0Nrw4YR/dN+6WtKhN42Xbu+HOr0lhHF3ZiSlrxWv350SBw9XdhFHs90wz20D1u2MXeA6ToVwr83XJ6aKgrFrZPEh8lIlFO47dC6++ict6rs18VZDmFc9cGfaFAQ9PN/15c/9k04sfL97Y6sWOTgzb5DWtUvi+fCfMVgWOZVHFndPo/LxsWik78H2XOHRZpzUbc6/p/twqq9keBvzCa6csNyW5iYa1SrPJairTzHZ1N+lZgUPDUnpwuuH+SYpG4tpSiFFIS2ha9t9JD6cbNkYEt873GtC6c51FAiFvUrSJaHeu0KZVrNOa6/sDsqJmmVbGGSVx4qN5xm946aBf63ViV9UqJoPAOIblH3z26oisaHr3qmtfYEhlFTtjcQOuNuL8vLoTsT+J2BoGZFWDa1tPJrWMgKmUMm2NbR+pGw8Cru1JhPJTrx4zX5fCm1LyGldZxSj2cQwfsihbZutSyjnq7jN6Z7G7S/Hpl5hHZyl//+fv97/+vu9612W1/eX8rzLf9sGrvP+5nV7ZfjxN+b/9xZ8n8Bz+7X/1gzx1OOSHfvcH+Wv/81v8z7/wgP/sv/k83/udL/CbP3Ltyd0o3+Ff/vbn+MZ3H/AXP/Eatx6t+MxrJ5fi0+VczuVczj+jM10WBJ7NKPGf0DLKuuVTrx7z7qe2+t33broWNcu2iHyHJPTEgeHIQzBaGsJevj3D9wQ0en0/YZVW4jzRUNXyIP35t86YrcsLvCH5N04XuURmlGKTG5eVJTujbWtTN8pAz2vKssUyFeadK8oy0YaqVji2MK2WacV46Pf/Vl61TFcisESBh2WVnC5zHMfi+etj8rLm7tHGuJikTSkwVdAivJw7n6amsrz7MwAPpxmR75DmDTsjcSVNVwWzVckwlsW2bVtc3Yk5nkvEyvdsErPzPx5IW1dVK1zzc20b3nqwZDIIviqA1bElKlK3mtBzsCz6mnmtoWoUX7oz5103x6RFTXrUYHjUhL5N6AtE9myZS3W21iyzEqXOPxvXtRiELlrrnvfz86+d9qKTiFDd59kdIxFb6rrFtuHaXkLbah6dZRwb99buOMTCwnU7OHzGMPYwpgHWmQgLt03duTjoWuab0kCt3fPqdkucMF2j2MWn67pRLNYVcM5Jcl0bz7UZJwF5KY6nKDhfWAsvSzNMfJ69MuYzrx0ziFxAgNuB55hFaQxYhL5LErtc2U44XeRUtYDvu2tJad03S63TiqxseHSWcbAdMVsXVPdaPvT8LrNlyetqTt3IdZVEnvCRzja0LSYya8kxugBnruqWh6cpoS/nwGJdMl3lrPOG0HPkuEqdGCDix2Jd0ijNrXTF9jh4oohmbMS3r3C8azjYlpbA/s8OfG49WpFmtfn5IkxaCKNqvip72P/1/YGJd8m59PA05WyZU9WKvGrIL7ibosBla+Rz/2iD0zdiyflVVi3TZcH2MJBjOU2lya2SxXVkyXHQWnMyz4kDlypUvfunahRRIODoT75yjOfa2Jbw0E4XOREGQF63LNOawMCoQRbce5OInXHI1jDglbdnvHZvztky7+Og8jJlYZ4Yp0+rdW9AEIEww3UsThc5Rd0ySXxGiWkUW+YMAuErHc9yPNfBc2xhvp2sKeuWsmnZ5BL9TSKXrVFAUbW8cX+B59oioOQ1W0MRw/vFvLmXTdcFd0/WvOvGBNcWt9Pjaca2aRb0XJv9rYjAuL5evDG6sKFdEYXnLY5yrPsfL3/fRHdbR8TrQeShtGad1tw/2TA3YkP32XbxtON5w/YwYDIMJfoYOMLIQ+4rpYlX3nq0xMLqNyQk9q24GMTan0SSMDKizslUnExF1fSvs1GKom6IQ4+6lWjdeOCzyWq2RyGPp5tesHnzwZKtYcDRLCUwDZi2cU1u8lpi2q1ibxyiTWth1wbnOhalgXt3LYeObcnGywVRSinN7liEuaNpxtYo4PE0ZTIIGA/8XmC3bXh0mvKyP+UDz+1eOO/kMhyEnnF6ym+++6ktyqplmVV89o1TmlYzTnxsxL14/2SDbcH9Y3F4Xdsd8vKdmdzDLYutUfhEoYNlwdYwxLLkuaL7zEeJz8FWJGzBVnF9L+FskbPYVAzNc0dWNMbJ5tFJsrYl33my4fLOhCe4FJ/+iaO05i/95Gv9g8PhdsyHX9j72r6oy/l1PZPB+UNEZrgURdXyhbenPHU4xLFtvvc7X+D6XsKP/Y9v8Ff+pzd4eLrhX/vnXvwKBtn1vQF/7Pd+Az/zxcd803sO+t9fbp7c/bqcy7mcy7mcX7vjOrKzHXh2/zwiAo/iwWmK0vD04ZBBFGLbEu3RWqJhnmtj2RaeLVXdZW31gOy6VlzdTaialtBzcR2bV2/P+p1tpTWN2SmPAg/bOnf5KLM4TItamuaQhWXgOWwNArYGUkM9GfjMViVKyWKna2Oz7C4ypPsmtzMjsNmOJW10+pyV2LVmPZ6mpEXD/uS8wt1zHa7uJRxNM+briuWm7kWfzsEDkJU1J4tcYhuezdEs6xdR1/cStkdB7xLq3FRo2dC5e7TikWmjAlmYBN55FCrwXYaJx2QYcGN/YADUsii7GFfIisb8X43jSBTSdaWZSSMvuGkVy7Vwqz7/1rTHPDx/bULTCmdkaHafx4mP0jBbFmRFwyaTRbJjW+yNIxzDStmbxBxuR/z8ayd9K5wyvJBNJjGV3XFI3Spevj2VSBvC8hmEHlXTcvdohW1ZvWsuDlxSww+bDHyu7Q4om7aP0FkISN5zbdZZTWLYOFnR9OKTbVlc208uxDLPd86/nPsEEpWzbYskdDhbFrStIvQ9As9msZE2PaWE0dQHAy2LZ6+MOJplfXzvZF6wzirjyPDZGoQSZY19ktDlyo4svCRKqSiqloOtiKxshNNl4jpVIzv/90/XzDceh9tJf761SnhP3fnStBcW+hqm68JA1D0sLHxPWE9vPViiWkUyCnrAcSfKLdYlt4/WPHM4ompalpuKyUBcT0rpJ5u2Yv+J2J1jnzchrsx7T/OGslYERmzr0qRxKM1knVCZFTWxKSio6raHrXcjXB8jMNUNdx6LEOo4cl9YGHeR7znsTkKS0CMr295NZVkWL9+esrcVMb5wbgSei+9JS5friOAZBS51LVFg17FolTw7b3IRHbaHQd9Wd/NgiDLRU5Aa+y+8PeV0kWPZEr/1UqePm1qI2GAZYVI+u/PI0tmyEFaU7zAe+BTznOmqZHcS4rsWp4uCrUEoop1tcfvxCscWR87OOGR3HJHma8pGXH1No9gdhRxux6S5xEIdE7H1XBvfO2dsdeUJbSuOzqZVRAYwXZQttx+taJQ2XK4W37XZHgUcTGJeuTPrBbR9w83yXJtNVhP5LmXT4isbN/IZxB5bw4BVWtK0bf+5PZpm3H686tv9HOtcMBbnVMvDs4yzZcH9kw2H2zHvf3aHVVbxpTtzqloReh5lZRr3ArcvxFBfptCfLQviJCDyHeLA4WASs/jCI6TvQVxao8TDd+X+UjUOs3XDzijEdx2my4KsbLHXpQC3W3EV3nqwYpT4fOiFXaaLoneBakveyDKrOdxJCHzXiHmaTd4wjEWIik1jX6s0dasoa3kvrRaw+NXdhFYpgdZbFo5tkxU1V/cSlhfKBpZpxaao+6KE0Lf775blRqK/O0ZM7NyEWdlQVK2B6Yuz+N1PbfEzX3ws11LZUFaKeVqSlxLxW2e1iJHmO/3KTtJH18dJ0EdubdsmdOX+c/doTRKd/5tl3XBzMCAva2ilmKGLyu6MRWgMPIetYcDJPP+Kz/KfNJfMp3/C/INfeMAbD5b9r//3/9J7v4av5nK+3ua5axP+8L/8fhzb4m/81Nv87Z+9TVE1/F///KfJy5Y/8j0fYhB5/KPPPeJH/uov9i09F8e2Lb79g1f7B/j7Jxv+jT/5P/E3f/rtf9pv53Iu53Iu53J+BWNbUguOEX/2tyJsA/62TbOT0hrbFsiphr4V72A7ZhTLQ7pliVPpdC4xp6KWqmmQppwHp2s+f2vKp189Juw4MK3i8VQeKPe2op4ndbbMzQJIm8WaOB72JiFx5OEYaK5vXD2ObbO/FdOahYNjixOkqluu7STS3oTuXVICUtVEgcvV3QQsWaA6jk0cOEQXmruSyMMxEbTOfZMV8vDdsYkenaV97Kiomj66VBgWjG9gxW8+WLAwsUHfE9FvfxL1EOK6UVzdjXnu2ojdSdjDcR3bIvQcRrHEIJWSau4rO+dihFLSSrXYlFSNtJ9JdXxD1Qgk/niec7IQ0eXLm/3eergQ90TVSrROaTxXWsg2mcDJB5EnjV+2ZUQaj/Eg6F1gHZ8LJNI1jn1m64K6FsZMv9DW3blnEYcurm2TFS1p0XA0ywxDxRLIujZwZsNZmQz8vtnK95w+rtG0isBzn6hiP1vmvPVg1TOesrKWqNVXGY24xEA4KLZjkRpng9by2eSFLMDunWz43JsCLl+sS958sGCVVSw2FVUtAkr32a+zmvvHa7MClZ+VlTVfuHVG1bTUZgG+P4k53I7ZGgW0rSYtGu4db/jirTOW64p1VvfcnLppWW5KHEsEE/n8Rci4e7Tm0VlK20rsZW4chX08tBZw1SQR8en+8ZrjmbRUuq5N5Du8fn/OMi05mqU8Nsyj9z6z3UOZu8+4E10i3+F0kXM8FxbROpN4rOtI3BbrXHTFgsh3DeNJXtNsVfbC0yaXyvgXb0y4tiexLd+3aRrNsYFNr9O6Z2TdO1nzs688Ji8bHpxsRIgMvZ4xV1YCYm9bxTqtLizSNWlRkxv2nOuK23B3HDIeBOyOw17cu3u8RimJZT46y3Adm8PtWASOCw2dtx+vaRqFba6P7WEgwpER30JfIsme4XSBCOCd4Hhk2DZR4PYuOs+1ma4Kjuc5YeA+4d4LPZeiasmrhk0mrhHHbBAEnrTI3T5ac+94zQef2yby5ecebEVc2xtQ1M2FDWONUjAaBBJZq1t2x1EPetZgGEbyedWt5nRR8PbjJXeOVhzNMuO2EyHMtsVxdjzPWG7k/O0mK2paBUnoUjVynlZ1y9my6Fl6tx4ujZhpEXgOvidlF6/fWzBdFZwsBLh+sV0UBIwNTzLEtsfhE3+mc+Z2f667Z8i9VRsgetEL4V3RwmQQcHU34bmrIwLP6QW3qlG0SvHwbMMyFUGqk0gc2+YDz+7gm0bH8cDn2l6CZcHeJCIOHNOmJ9fT0ojcR9OMvGzkmvNdfM+haRXD2Gd/K8Jx7P4c7c8JoyZvDeX9vvlgQVbWLFMRiTT0/L/uvH357Smv35ujtebKbsy1vYS8bKmalsYI3HnZsDMM2d8KUUrxnqe3WGfC7Zqtij6emkTyfSrPDvSbCeusoqxbXr0z4/Es5a2HS1PG0FA3EoO8yBqUjayWxbroG0DrpjXi9TtLh12KT19lFuuC/+YfnEPGf+8//yI3D4a/xN+4nMv51Z8PvbDHv/2vfpDAc/ibP32b//JvvMzDU7kxvOvmFn/i+z7KzYMBtx6u+A//wmd4+e3pL/nzBB53DtW7nMu5nMu5nF/boxGHUJoLFLQ0TAllIjDXdhPiQDgrtm3hGBu8ZcF8VUiTVlaRl02/w9894H7x1oymkRiBZQuou2qUAK4RcUbEIovJIMBzzG68cURMBj5J5F144JT/f7bIma6Kvs21VZrTRU7dKB6epigtESnHCFCObdE0+gk4qtYi6gSew5XtRHgjoxDfc3reEAgfap1J284kCdg3DpWyFqg6WoQez3XYNbvJrTp3eOyMAhariqNpyhffnjLr4NqtRGzysmHPQGqV0kyXBetUXCHXTLV5Bw8/3I7wXJu8anBdxyxyZJnTNSYDbA0lppOEHutM2EhF1RIHLqHnGn6JcGyEsSHf2Z6puy/rtm+TEuizLOgPdiKSUFg6p4ucyrQ8dc13ti3so+4z2R6GXNlJzO9b/a71YlPSmla3l9+e9oJQF9M5WxbMlgWDQOJ2J/Oc+UYaArumrVHik1eyW7/OatKiQSOC5dkiZ7rMe+BvN/PVVxee5uuS03lBVjZUVctbD5emjl5iaOu87hljXY16537Jq4ZbD1dsspqmUUaEyciK84VpVjYorUkMh+jzb075/FtTbj1Y9own25bFqNYSc5RIjs3ZsmCd1xRVK65DNE0jkboocIxzwcF15RraZDUaCDxXhCYM/Fhr5puSdVYRhx6ny5zVpqRshGemoHdh9ULRhWtZHH0O+1sxg8jrbx7jgd/z4EoTo3Udm91JxPYoNG4wI5ChuwQerdL9xmVRyflWVtJKp5SI3YPIx3fN9WgiSp1YUDeqFx4W64qzZYHn2mRFw2ffPGW+LgCJIkaGxRb4Tr9Qrhtp2yvrlqxo+sbAzLjRylqdi6UX1rsbE6Eaxj4n84xHZylV0/b3oIdnqUSATWZqZxT2f90xxQeLTUVW1OyMxZX03DWB+aPlPvzM4YjAl+t7nPi9M3MYeShEbC3rlu1xwM2DAU8fDNkeB6yyCmXuI3HgnbtdUmH3hIGD6wjT5+2HS37u5SPefLAw7YCaKHRQSgD0D6cZ66yiaeWaUoYt5rkSLww8eU1Hs7w/V7SWe15eNDRGJG8NTDoMBBy+TisBxee1+d6pGcU+hzsxrVIiOmxKlBZVpTt2Va1Ybkpx/qQ1J/OCL9ya0rQSWevOqfHANwDvC3HaL1uTlFXLvaMVTaOYrwvun6ScGOHUNSUZ44GIputMmiv3t4TR9taDJb/45mnPvuret1JwuJNQtxJpPpqlrNKKmwcDosDlcCvGti3uPF6z3JTcerRknVacLMRVqrRc17ZtcTLPmZlz07bFXTqIPB5PMyMqn/PmLAvm5n4Kco1sDUUkc2zhEyYm0te0GiwR7UPf4ac//4gvvj3lF9845bV7C8OjkvvzbFXy8DQlLSrqRpHEwme7d7Lpz6fAk59ZlA15KZsWoRHJmlb1m0lK6ScaBx9PU+48XglzsVEsjMOycwa6jvy+FD4oabytWhzH5h1qT5fi01ebrGx61fHpwwH/mw9f+xq/osv5ep33PrPNH/meD5GELi/fnvEb33vA7/5NzwGwO4n4nt/8PB95cZdNXvP//G8/z9/4qbf/ibbHb3z3Af/FH/lN/Nbf+FT/e28/Wn1FM8/lXM7lXM7l/NoYcR8J0NV1bWbrklUqdv2u4tuyLdZ5TWuiGLvjSNg8xglVVi1Kg+9L61bH2EmLivsna7SWBeBLN7e4tp+YCJgsZrcGwoI4nmVUdUvo2RxuxexOwh5UCiIcbfKKvBSRYxT7Jv7QcLrIUUoZx0jN41nK0Uyg1bl5UDcpDqqqA4VrikoiXDf2B+IQAWarQirQjahTlG2/iBd3jM0glBih1lJ/3n3HOa608sWBg4VFErpMhgGzdcHd43Ufd9GIE6NqZLe/boSBEUciGExX5XmDnRbHxCqtePvRynxmmk1W8dTB8Lx57ML37LkbQPcC2Sjx+eDzO+xOIrOQFOBuHLp86Pkd0rxmGHmMEr8XtVapQGY7fsnJLJc4WdbQtorlRuDND89SThfSfrc2oNrTRc4yq3j3U1vCMPFsThY5TavIyxalNEXVsspq8qrh6q64XLaHPq5jasLbtm84fHyW9W1etiOLEs+2aVrNKJZWt7wQkeX24zWv3VsQB66IWeZY2o7F0SxjlVW9cwaEF6OMiNg1L82WBVWtuHssu+6h7zIZ+BJJ8T20Vv3n0wmNvm9TNoqqlkbDUeJ1f4QocJltShabitK0PM7XcvwGkUTOzpYFR9OMR2cbAt9hdxySRAK43jXuDW0cEljirpHrSFw701VBWtQUlawxxgO/d3U0jYgIlgVN09K04mz7F37DDZ6/PuZknvN4mvZi07uf3uLm/lDiYZr+5/TNhubYBZ5DoxSNiZF6rjgkXceWcyo+5yKFnriRRNyV1z1KPOLQIQrk+A1Ceb+zdcEyLWlaxcu3Z3iOze5YBK1ucVpeiKx5rs213YSibFhnNa5rM4hchrHPMPaZDIInXS5ti2Wcd0kkjqKsaDhbFUxXIm47Zp2WF+dtiK3SBkBeszBte/eONszXRe9YcgwrKsvFWaWRSJXwjuz+GXprGOCYe5xjXGJ12/LpLx1x+/HKRBNbNoU0s22KRgR61zHOS3nvi02FawsUumklplw1cq+WjQOLWw9XTBeFuDWVxL06ofL1+wtO5rkIcK3mxv6A3XHI2bIQzpwnTD/L8NM818a1BQBelFK0sGXcYkeznFVaUbfCz+o+r8ZcV3ePNxKnNVEygNNlwWJd0jbSkhYHLjf3jSHDknPMdWwmw4DQF2FonPg9lN51bCJfXFTPXh0zX5ecLPJeAAbdOxFBOH8nixwLePn2nC++fSb3B8MDi0Nhod07XpPmtbn/pHzp3ox7J2uqWpFEbt9sN4w9DrcjfE9YXdNVQdOKmzf0Haarso8ybgphW83WJYtUBDLbtvBdB9u2+pICEXdE7N7k58L23aO1iE1GEBxEHo9OpWG0qBosyyIMHK7tDIhD2WioWyV8Kq053JYGSgu4c7Tqo7ldHNl15XsLxBW5yZq+ee50XnBmYPJKKTxXXFuua7PcFDw6S1nnNdf3RITTJnodhx5Ycv1f3x0QuC6PziTiDudcK8uQ1yfDgMBsQmWFtHp2Yv87pWJfMp++yvie0+92fM9vefEJRfByLuef9jx3bcwP/+vfyH/zD97ie7/zxX5XKy9r/tLfe4PjWcbHv+0ZPvHJe/yd/+UOb9xf8AO/7T3sfJmVFUT5n89TlNK8fm/Of/pXP8uHXtjl93/3SwwvVM5ezuVczuVcztd+lBbg81OHA7aHAQ9P0/6/lbXEgiykirsxTUqWJREd37UpKwvflwYfgXpLU43vOb3LKK8kPuDYwoRK8+YCK6nh733mvgg2lk0YONw7XnO2yPGMwGPbFlkhcOIk9PqWsMW6pK5lpz7wPUDAtdNFYUDj0pyl0f3PAtkpHkRe3yT12TfPGA38/oHatiAvGmbLQhqmjAvIdWxpSYo88rLhzuP1OdwaeTC2bQtLWedihnnW8z2Hw22Ps1Xeiy7D2CcrajZF3TMtilJ4Kr4nC2zPlcjHfC1xvS5ed7Yq+eSrR7z3xf2v4LBWTUsYdDBiqeG+CPHtqrwBjqcZZ3NpsUsLcXSlhbgRhClFHzdste7dbbZjY2lpD4sCt28VbFr5Mxaae0drru9Lu9FyU/GZ104A3ccinz4c8uaDJZtcXt85R0heW1WfE86FBWOOs4aibvsI6Pue3eaTrxxTNW3v2It05/zRfQ36JAk4nYsA1iqgEaB1alxbVavYijwmg0DcS2VNGNhMBmHfjhYFLlHosjX0hQe2G/PgNDVCZ8NsWWJ5NrtbwuDxXYdBLD/z5187McdHDmJeNLi2cL/uHa/7n7EzDnn2yqh3yXWjTa6mu3aKqjWNfyJudItGZUQbYUGJOLdKa5RSWJZD3WqyssT3bLaGAbNVQZo3pEVDUTUMI4FcjxIftCzWP//WFI0wweqmBfOZnxpBowPkp2ax2LGIlBbAs20LaLxzGklZQEtoXBhF1fbCMBoen6UcTXMGkbgA4wtR2O79D2Ovd92g5bwXl5pHY6KnjokAdc6PLuLqOjZOKGwbpTQPTgX0Hwcum6KmqhRR6OBisTMOpUET2B2Fwrpxiv7CCHwRR1rTJvbSzTG+6/DZN085WxY8fWXUu7zWeYVS0tL28tszTuaZcQgpZutSnIS+i1LisrIscW2CsNfGiSdRZEvYQ6PEY7EueXC64WiWUzWNMLWyhmHssTWOuHey5tW7M/KqJTYiBsC9kw2rrBbXqAFqn86EV9U9rysNjnUuOq6ymv1JxCqryIqGYewSGfB60yqWaYll3DqjRNhxWYERjxWJESsc2+oFhVVameMu9/RWy31YKXHKdU7T8cDnwdkGLIl4HWxHPDhpqWvFMHbJy5Zbjxa9U64xN4xNXuM6FmfLnIOtGK01ke/geTbaMMHi0KE1rXxh4NAquX58V6NaTYtmP/LwHYeqbcmLBh1Io+ruJGRvEvPwbMPxvOivw2s7CfdPNrx+b4bvOX1DZFnJeb/Oaiw0q6yW1kOtqRp6YT7w5Rg0rQitvmfLe9KgtDI8JJtN3rHjGgLPMe4qaXRsjJsvKxrGScBkIK2FTStcxZv7A569OmYQuXzx9pSyannh+oTX781JIo+ibnEs4Y11r0nu2RXDSNpTA89loUoeTVP8ZcFHXtzry0ACz+6/t67uxeY9KOPKlfvule1E3NZaHFKR7xL5LllRk5VmY8ex+zvgO5lL8enCzNcFFvDnfuJVNGIv62oHL+dyvpazPQr5Nz/+vv7X02XBn/jRT3Fjf8BkMOFf/NhNPvquff6rv/Uyr99f8Cf+/Kf5ff/Cu56AjX/5uK7Nzjjks2+e8fbjT/MHftt7eM/T2/803s7lXM7lXM7lvINxHVugzJ7dO4JCX3Zhm0ZxOi/YFA1PHw75rm+8yat351hoCtN247oWtBJjqRuFYwsrKg4kppSXhuWCsD6WF+IQbasoWoUF5JXCsXXf0lVULamS6NNV04q2Nwl5+nCE59ls8prcwKcd2zIAVgvHF8D21jAgK5qeTzOIPRZr2bHGMHB810EpcWe94I97WC3A8TwnK5snvrMenqWs1hU3DhKiwGOxKRnGXu/+OpplspgxjonFpsK2Uoq6ZRBLQ5nvOn39dBy64i5alxyFsjgTELsicty+FQnEtbPKpFZ7sSlpW8XZUhaR7Ze5kZtWM4x8Tpe58GfMwvvl2zOu7SUcbsU8ON5wssg5mmf4rgiFWmvOlrnEn5RmexTiGdfC6SLvHWCD2GN/EvVsqw4SLFwSWXAME49lVnHveENZSROV0sLEGsY+gecwjH3GAx/bsgwY3u2dMh3jxDMxmOQCRyUtahxHBDrf9XseVVnb/WvpFl9XdxO2R8KgcRyLmwcDpktpfDuZZ33duWdZsjCsRcByHRulwHdthrFNq1QvXGxy+QwsSyKCII1OPT3HLDDvHa/7Nrs0q3Edmzj0eOpgiGVZnCwLsrTGKWyGsSzGBpHLwSRCm+NcNS31umWdVWwPg3Pg+AUhRSkMoLhlexT2saN1VhMFLov0HMi9TGscW6Dsk4G0TBXluYMoMnHVs0XBOPHZFDXTpbiAyqblbFEIuyY5L7C5ePY1raZqFKlxuVmWRRJ4+J6N59kcTTM2eY3nWtiWHG/XtRmYRkONZjQIuGVcfrZtkRoguTgGNXllYrEX9u3zqmFrGDCKPWzbZp4WRmxqmTbiXszMeWNbFq5t901wOBJ5zEuJoXaxWwurdwCmpolLA+u0pihb3v/iHqET90dAtZqHpymDyOODz+8ShR5B1vROJ2kCkyZFx7ZYmBikZVkkkdezyTZezSD22GRSDNRFkTTaOFV8fE8E+U1e9SL/3nbI0VmG1pYwnzQs05LxIGCTVdLmpgMWmwrHEbfN1PBctZIY9Wgg79+2JLI4jDweT1OKWsSLYexx/2TN1jAkDl0mSYjjioh/ushZpxW+J2UQjml268optHFchp7TO7666+V0keP7Dq2JsEls0Tj1WsWVnZinD0fcebwmLxryouXWgyXLVCJbWkvBwiPTjmkyqmzymkHkkRV1f+1sDQMCc/+2LIudcUDkC+x7bxKRFg2uY3FlJ6SoGh6eCsB7lHh4rkVainCqNDSuYpPDvaM1y1Tuh3vjiKpR/PzrJ8JGqtoeWj9KfGnUHPgcz3JC32MIJpIu7qwucqZMfK1VwoA72IpxXRulKzxHzsU0l9eal9pA+GUD53SRsz0KWGV1B1wjK2pO5vLdNk58At8hiX2SyMWxbXFtLeV8iUOPsjmP+nbw9M6NpRSkRtTSWjFbln1j4kVXU1G1psDCBg2ff2tqXFot9YV4/50jiY0PE4/ZKicKvf5nyL/r9DiAdzKX4pMZpTV/8i//AvN12V8Av+2bn+53Cy7ncn4tze3HK+pW91D8/8Of/hmeuzbmynbMdFmQlw1/9m+/wuffOuN7v/OFr+pqeu7qmP/w+7+Rv/w/vs6nXj3mP/trn+O7PnaT3/ltz35Fe97lXM7lXM7l/NMfy7K4sTc0O/Ate5PQ7IzL4jD0HXGGWBav3plx72TDZOizWFc9TDgvZec1L1ug7RcM+1sRz18f8Yuvn1E1iluPVlRNK9EvBH6stSz0o8DpRRQRaARY7DhW70xJIk9YSYuctlVYtoGEh7a4ZkxEDS4KMvL/bawelA4WSncP9ook8sjrtq/O7v5+06gnFua2gZAIFFjEkFuPVmRF00cHslIEryR0aZSIdJu8ZrrMWTpVD5EN/IjAdQg8l6rJ+1c6HvjEgWeaoDRgSYzItphvCkaRQL3zSsDqs1XRO2lARJhNXtO12zm2ReQ7LDdV3+C1O4wE6o1Zl1jCVaobaXKLQ4kPBZ4ji2PEVQIiNnaM5W4H/2yZ89y1ER9+YZfX7y1oWt1/Dq/fWxg4sICOfU/cWHtd/M93KaqGk3mO59kmEqe4tpvw3LUxtx6tBHKOuMmkRl4x8MRtV7eKs0VB4Dkow5aJTePeKq17XtXGcJNmq5J7J+Luk/ruDsArC2DPtWlaxcFW1Le01Ua80CY607UuVY3CsWGdNaYJ75y70jXCNW3Tc20mgwDftclMBChwHXJd4aD7OJHvOdx6tMSxJGYkbK6WYaLxPIemaBiEHvNNKVBfV4SxslIUtWLLPgeQd2uNjumljGuiE5jn64of/8e3KKqGpw9HnBmxsqoVr92b4xsIt+/bXN8fcrrIOVtITPRolnG4I4XoZSnQ68B18D2bompoWxEaBrHPZOhTNS2RaXhrWkUUeAQevTjnmOhRmjfcerhglAjfqG2FDVU1Lafz3IjTiq2RiMsdWPzhaUZWNKxNK12IyxJhtQXGRdipVatM7l0WFkfTtHdnJZFHXsj16Xl2r22VdSuR3rwhCRsCX1ws00XBzb2kbyd8eJai6c4DzfXdBBvwPRvXCPEWVs9i0lpTN5qDrah3Acl9QPfPyN092HHk73mOQ1bWDOOYa7sD7hytRQQoG8NIE+epcm3m66JvnosCl9zcm7ZHAWley/uwHOrmvPVuFHt9JPjKTtKf+xYWN55JxFm6KhknAbYtLlLXsWi1ZnsQsDaOzkZpVmkp9yKtSSKPutV9jMz3bULPwTLNkXWriW2b0JPrr2laPM8BLDzXIYkcvvDWGdNVTlUrVlkFWnhWnfuniwBOxgFNq5iuCpSGceJTGMG/+yxt22bTtjRti1Z2f4xPl9Lm2LSKnXGEeDhFxPrcm2cMI59nrg55PM1ZbErhFhZNf/y6VkmQ6KNlSeS7E4oX64rIF4ai61jY9rmTsW4Uq7QmDBzyssFzLRGMNxVNW8n72LT9fQkDgk8ij6pRBL5AzW/sDfjS3bk40QxgvxN3p+vC3KOEr5jmFW8+WHBlO8GyhBd1ZviJRdWShG4fyXNMGceVnYRbD5emTdVilATiBitl08i2MqLAZWckjtFHZymTgc/PvnzEJq/JSnG6Ljaaomz7Eo6yaQ27UZNEPq3WRmSX46iMS+2dzKX4ZCYz2d3uJJsMfL77m576pf/S5VzO12g++tI+77o54We++Jgv3pry1sMVr9ye9f/9n/vodT792gmffPWYT3/phBdvTPjWDxzyzR+68cRFH4cuf/C3v4f3P7vNX/4f3+ATn7zHq3fm/O9+x3s53I7/6b+xy7mcy7mcy3liuoYfkKjCZBCglGacBBxsR9w/XnN1JyGvGnm4tixGsSfuoKKhbtUTkO60ELEoLxvSXHbRh7FHXrW0xk2SFy2ea1GYqM14EPSNcftbMSeLnN1JaAQtEVUK08RWG2ZO5Ltsj8SJMF9LjCj0HaJAeBHdYmsYi+Nmk8lrDHwRusS1Io6XUeST5Y1ZnCiJ+Jl4HcD2KOhFmLJWDGKXw+2Ytx4uma8LAt/lxl7C6/cX0vZkyeJDG0GiqkUgyIz4lBU1aeAKI8u1WKVVH120LWmUGhgG1MLEBC0siqrpoeAC2Fb9Aq6bvGxYpuJuaA0DBiAMhM1SVLU57nB1J+H20UoavxxZ6HWcGjk3xMW8FYRYiAuli6CtsgqNgHe7SFroy9/PCjlXfMsxQF6JbMp7EjD1veONiIhmPVHXBoKe+EyGAZaFVNsbuPadx6veIXWwFXHneE1Vtdw9XvfCRl5Ig5LvOoDGd0QoOF3kHE2z/jh3QmQcOmSFuPiUFkEpr9qeVZIVDY+mqWH10EdPupmvZXFXm4VmHLpmofTk9XW6zHn+2piiarl3JBG78SjsOVXKdN1nRUVVayxalmlFFIgotT+JcW2L6aqgamUhHQW+idaJ82SdVjQGxD2IPYpKYP4dG6mqFftb4oyar0qKUlhXSmuu7MQmEijCxzDyJJJY1LhuIOemedsaEWcrI5jMNyVVJQ7GQeTRtJqtoS9uONdmmVYCPVeavGrxPBvXkejlYiO/X/o2Nw+GHM0ypquyd8ikrQi7lnn9CtjfjogDl9NFQei72Dbsb0Wm3VFxNE0lHhk4BL4IaKHvmFhYzSCU6Jpji1gsLo4K33NJi5rdccR8XZKV0soWmqayqlGkhbjTAGbLnMR3GMRuL4SEvgg5r99b8OBsg4U4Frvz+nSRUVSK1oDZuyKATrCwbdgZR4bbRR+VhQvtjmmF7zgkkUtZNxxsx4T+eVFC1bRsD0NOlwWtMi4aJc5ERHunVfD8tRGB7/KFW1MRnFrVC3WluX+CuF1sx2KY+CgtccfOveI6FpYtAomFxcFWZOJ/co3bltUDrrt7+WTgs9jIe3AciYxKw1nTFxNUrcIz4vejsw3X9hLefrQmLdr++Fs2PS9svpY20ih0xEVUi9vSdYxjBg1K3FF50eB6DmVpigq0gMXHg4DdYcTtR2tC32a6lHbFVSZMLduSBr/ZqugFRDne545Qx7ZoWsViU5CXcq8YODaToc90KRs0y7TimatDslJE96oWPlYcuOJANtF2paCsmz72fGYciKtUsTeJ+xbLi42LwnITt+Hp/Lyl3EK4bzYiTiahy9myZJVWHM1ybj9eE/kOi6zkdJ7jGhG+Ngy7wLcJfZcsb/piDte1OZ7lnG7nJIFH4JfmOtMczzMjWln98wDm/jAwIm8XST+aZtw4GEjM2NEEnhSFqFbTKtULs4Fpc3wncyk+mRnEPi89tcXPv3YKwO//7peeOHkv53J+rc0wFoH0u7/pKeqm5f5JyqNpyjqt+Be+8Sa//Vue4Uf+yi/y8CzltXtzXrs358/9xJd44fqYj73ngG9+3xXTimTxze+7wvPXxvzZv/0qtx+v+OG/8Bn+tX/uBb71/VfesZJ9OZdzOZfz63Fee+01fuRHfoRXXnkFz/P4lm/5Fv7df/ffZXv7K2PKP/ADP8CnPvUpXPf88epP/+k/zbd/+7f/iv7tplU8nqW8+6kt7p9sOHmU9zudFhZ1qzmZZ6RFw+NpKjvLg0B4UI0yDKcaLIvtUWAYHyJkrbKadS5xj/2tSIC6jeJwOyYOKpZpydYw7BvvuhknUpWeFw22baO0wrEECHwyzxkPZGErTgBxTaVFQ9MIRHwy8Ln1cEVa1L2YMt9UBAbcHQbOE8fAc+2eyTE1/BugBxe3rca3bSOcOQwil3XWYAGhWdw2rWac+Lx4fYzS0qC2zqpeFBHQsWWiOwL8zcuNOKyUxCK66I/8eXEDNGZBKC6flghZgNaNRB0enqy5c7TmsamAT4JzOGvbyjGqa8W1/YTIdznYjnnj/sIIAxZJ7HGwFVM3ikHkEYcur96Z4dgwWxeUdYvndi6QznnUEnhOzxkZxcIN6tg9x7OUvGo53JGYiBxDiQk+E40YRj550VDUEtsIfIdRIk6yUeSRGPfF42nKvZMN2rSkdZu3o0Rie5WJfzx9OOTRmTQHRoFL2TTS8GQih2lRE/kurRIuVbdoVkrcT+OBnA+TQcB0mZOXDVprabrSArJXDgS+Tas0o9gjLWqqBvPaxKHn2JYR7uSFPnM45LaJk7RKczzLqFvN0Dj4OvEGrSnrhqyUa8q2z90ak4HPOInRSvOlu3MqA//teGUdxN73HGxbhF9pQ7S4tiuCcQegj0JhE50nVzTvfWabx9OM+ycpIJG2YeSzO444W57fC1qlsS50SHmOje3YoFqiwDX8GqsHlmtAKTlrGsN/8TKHyPDhRgMP13YkyqlF3HUcS7g4QFGKm6eqlfDLXIck9lBKE3quERfp71NR6BB4NmeL4onrMQyEl7YdhuLsMzHSomop67z/GYtNjUVNo4R9pJSiaUQwzZQiCgRoLW5CcRz6vstsXXAyV4wGvrw3IC3F7dNF8DomWlY0vcDXtJooEIaP0ppJEjBdFxJnzUVMD3wHtDaRWHp3aFmJMPTwNKVVEpvcZFXvEgFZ/PuuxPUCz+nvK5b5cHLjNhSXkcK2baq84bQWwWIQuZzMc4axJ0KDIwI5aAPGlnNFKc1hEPc8oZN5ztoAssfmmhYGoI1jiysuK4VL1Ykqi41wsBxHoplXdgVHkxo4t7ibHMNS0hxux1R1y9zE5sAiCRzyGmxLRCKlJIbm+haB6wgnCU3oOeSFtHOGrt27SJUSEWeViTu0qFuOZzlnyxzPdUhL4YBJPLZhbxIYB5mI7K5hi6V5jVbatJFaLNMKpeAaIl7nZUPVtFiPxVHZ3dNcx6Y1LuC8bNga+mjEQSmReInYdQ1xy01pCg20iZHLZ1+3LbcfrUlL+e7qNots22JrFPTOznVWA3J+bw0DiqrpN2yUFvGmrOTeL02fci3Hocd4EPDeZzy+cOvMiN+Km4dDskqA+MusQhewyRtcUw7iOMKDbJU23y1SZNEi7Z4XixS0KchIixoXmyg4d2++0+Xi1734tFiX1E3L249WvfD0vme2+cBzu1/jV3Y5l/POx3Mdnr064tmro/73BpHHD/z29/DDf+Ez2NY5DPTNB0vefLCkVZrv/OiN/s/vb8X8sd/7Ef7Wz9zm7/7cXf7C332Nl9+e8fu+612X8dPLuZzL+bqcoij4gR/4AX737/7d/Nk/+2dJ05Q/+kf/KH/8j/9x/syf+TNf8edffvllfvRHf5Rv/MZv/FX595XS3D/e8JEX9gwIV3Zis7Jhti5xUmHbdJtlStNDTOfr0uz0agaRxKpqw3wBET8W61LqnV2bdSacpis7MY/OMkBEmqoR/kPoOQS+w1sPl4aP4fWg3/mmEm6PbdGaCING+FCbXJwFSeSx2FTsjEKJNxmxJ6+k+tvx7Z75cjyThWdWyuL8qlnwRL64jeLAMYs/YVOtq5baNHo5rghs//jzj2hbZfgpNhuzuNSIq0Zrccq4ro1rG5FKKRbrivm6ZBgLWLgyjKU7RyvaViJYjmNR14aXYdkipBkXRFm3LDcVnmtz5/Ga03kOluAd0qJ5gsFTlCJmOJbF2MDRu5hjVStO5znD2OXKTkwSebz1cNGzcrq68qGJdSgljqJhLJ/LMPIIAof9rYi7RyuWWc3uKARLHFSrjbBJbKAFlmnNrUcrru4mRIG4ME7mBalxhVgAlohCs3XJqakhBxHvxoOA0Hd4+nDIF9+eChvGgvc/u4tjT3nl9pyzZY7vOFjheRX6bQOG11rEUoN3kghgWtE0Gte1CD2HlWEzdZXvcdg5aBx2RiHNQHN9LyGvWm49XLI9CoSXY6IjRdWCtpgMfXzzd4q6ZXOasikkjhYH0rC2yYXhpbWAuTvhaRB5uK6Dr4XBZFlw/3RDVbeMEh/fdXuhqnOTbA19buwPeDzNcIww1UHZ+1YpMK1bGte2GMY+rmXTtC1lJUKWNk63YSICmeMIGPrhado7WbTWbI8CbHP/GMYegWcLX8aMNnyvqmkIfVe4W1h961aaNWSFKQNwBYJ++/GacSLx2UVa9TCpvGiYJEEfayzNNd+0ygDOpYSgMi6NrYHNOpfGxSs7iQgkWzHromKV1pSV8M0aI7gCrAyvJw5djmdyD+wWukkocbZh7JkmSDm3BpGH7zqczDPCwGForq/Qk1r6rBDnZ2jAz0nkiZCpNHHo4Bk3VXcfto0LsxPiy6plmPi0Shsnaduf04Fvs85rfMfmbJGhQM4142YLPBF8It+lbNo+DlyZaNdk4LPOK+YrEWPDwGGceD23qGmFxaO1CFFJ5HG2EGFqFPtUpv3yym6CbxxKD043PaNONCGLwLWl4bFW+K6wiCwLE+cSlo/EluW86jh5m1zuJd31P9+UjGIfy5Jze3cS4bl2z6waDUKCSmKXEmezzhlPo5D7p5uetTyIhSc02YpYpiVZKY6zompZ5TVV06IVVEqA9UoLdNxxxB05WxfMNyVXdxO2hkHvLGxa4cLZ5vtgNAhMS6uwCePQpaibXki/yOobD0RsrhvFzihgayi8qaUR2BxLgxG4G+OwLCqJineCnjRaltSNIol8tgZBL+Z299CDUcw6rThbFFi2sBkd20Ir2NQ1WdGyNfIZhLIB4LkCX19uxPFq23KPEEHbIg49HEuYdrV5LogChxWQFzXDxO+F8lEs8dusaPpSDaVEaMrK5sLxsFhuKnxzX7jomnqn83UtPhVlw3/0//kM05UA+gCu7ib83n/+xa/xK7ucy/nVmdBzeO/TW7x4Y4Lj2Pydn71NWSscww1ojLX43vGamwdDXMfmd33Hc7z36W3+6594lc+8dsKtR0v+g+/7Df2D8eVczuVcztfLPHr0iJdeeol/69/6t3AcB9/3+T2/5/fw7/w7/85X/Nn79++zXC55z3ve86v27/cVy46FVvLw7zpie2+M7X0YycN61Uh84fE0lUp6QFtaHtxrxTqXSvA+BmDJAr9uNYPI5+7xGss630FvTAW01rBuaupAHASOJQuH5aZbEEqU5WArNsBecczkRWMW79LEdg4lRXaeDeQ7LyW6kERe7xRpjftFK42yYVPUEttpFVe2BSLcxS32JhEPTjdopYXbYmC2Glk8hb7spt85WpvGOxFa2lb1AG3LtohCj7yqsW0MdDYwO9CwyWpc2wgBdctuHJCVLfN1yZXtGO9CRXvH8WiV4v7xmnVWSbzP6RZcxrFR1MSBh2WJi6uLwuxPIsq65e2HK45mKWUT9k2EZan68yEK3I7byyqtGMU+O+OAslbsjiM2ubT0XdmJma1z0qLhqcMhD083pIVwPZabklbRtzTZtnBsbMciskSE6Zxc0mrY9JyYbvEoziiJmGk0d46WpCbWFwcu02XOize2uPVoJXXjtogJ1/YSokBEnqIUPtDWMGCdWszWAsjt4nHdIggw4o0c3zSvqVtNh9cOfAHzdoKOOCzkXG5bESctI7beerjsYzGBb1PVLTcPhviezbNXRrz1aM1yU6AUfSzMN+wqZaBNVS3smty4gDxXwMOrLJWFrt3Fc1qz8HNJ85xNLou5i89VrdIcTUV0jZOufdLEWszrHsYew8jjwckGx7FJnCeXcYEvLppbj1bmurK4sTegqM9zho5tMV8XVI3umTGeY/VuC9u4GDSy4G8M16k7jp0bvns9jm2DBbtj4dEtN2UvNm2y2ojhEu0JA4d1XvUFCOu8Qmm4d7LuXXazlbCQLFscFUqfv/YocFhn8uvu/NNaeE9R4IpjrZGIYRy4wrAby/WUhCJ+N63i6UP5nCvj7GpaaVLzXVnAuwbGXVYtVuJzbS/hZJEzWxdsj0Le9+wObz9aUtUtvidCVVE2tFobUR6W66pnDPmuzfW9hOmykPu01qbhEA62Y7JiTVE1KOWD4VJt8gbXtYksI4RYlojSjbjNIt8lrxo2ufxfYNx1jm2zyWqqRlE3wiBabCqU1iL8WBCEbi98dYJZB4qPAqffrA48G9fx+zisUgLYblpFcyG72phiComm1uxvhfJvtpr5uhBxGXHH7k0i+TeUtOJpxF3WRcEtSzYhktDl2m5C3WpOF5kpobCN8GixOw5pWsXDs7QX40axz3RdUJp78yD00Fq+F7oY2Us3t3h4uuF0Lswpo8MJ/Dx0jfjvUZo4ceA5rFOJMLetRGAdV+KDoS+tpUqDG4i7ynNtVmnFJq/6a8mxLRrMOW8+951RQKfgai3x9CMr5a2HK0Lf4XA7NrFcEVqTwGVmzs04lO/OLloPkJct00XBMPIpq+7+p3Bdh3HgMVh6Elc1YmL3GCAxZ/l+OZplKCUMsFYpAk+OR1rINe10zxJZZZh8MqPYYxD7PTvrl5uva/Hp3tGa2aqQG0yt+LYPXOH7/8V3f61f1uVczq/aHGzH/J+/58OyI+o7/PbveJ5/77/8GR6cpvz4P77FP/rcQ775fYf8nf/lDr/hpX1+7z//LgaRx0tPbfHD//o38hc/8Rq2LfyQy7mcy7mcr7d59tln+XN/7s898Xt/7+/9Pd773vd+xZ/94he/SJIk/NAP/RBf/OIX2d3d5ff//t/Pv/Kv/Cu/4n/fQnZdV1nFnZM1e5OI6SqXGI+lSAtlnDsiDDi2xfYgwPMstlVA3SpsxP10MsupGtWzLw62Ila+yyqreHi26blS83VFZnhQUSjxOpD4SJ7XjC40acmztUUSuAZiGvBoKgLNKjWgY89hFPummU1Rq9aAj8/hyiI0yfvtHCqjxGcQ+SShSxy4HE8zQl9cLuu8YrmRhqTxIDBV7cq0nsl7dhy7j551C4+8FKaNbQFOXwRP0ypuP17iew7bpvEqClwW66qPc3muje/aHGzFfVzKtkW48Qw7py1U70iRSI9AYFOz4y88JkBL7MS2wPekVa+oZNd627CGwCw6tXA3AGxHFvlaQ9OaJjdXFsriHtKY4iMGkcdkKAsR35V2w7ZVbA1DNAWDyEOZ+JHWcLAdkYQeadmwNwnZZPLZ9c6BRpFmNbYj4Nva/L7nWGwyYYt5rs3CQI73tyK0grtHa67tKcZJ0EfqhA9W98ySbppG0ShNYCJSnbslDj0eTQVE3gGiOwdR0wikWKJTbb+AUkpeW1Y2ZEWL79smzngeSeycSePEE3i3YUdpDWEgYPfKEpGyc8EUVdtHXjZG0KV7rVpYN60SQQfLxrLkdc1WBVvDsH+vZdWSe+K8axrVC22OY/WxxM++KWUASeQCIt4orZmbWIxjR30Dl9YKt2MTWVbv8DtZ5CIwGI6W59gUgO9aTAy/KzcxusOtmNm6MEKMRVEJy2mdV1SNxIEc2+JgEpFXTb9ozcua+VrYUZZlMUq8voGrakSw6CD5AFq31I3cU1wT+dkYcVkj7YC2sgwbSFwtnmMzSny2hiGLdcFsXYozsZFyA4lACdA+LxtOFjlJ4GBbFqeLnAcnG/YmsVyTvkPouwSeCD1dxMxxLByc3sWRG1F0uhI4t0Tncj78/B5107DKRDhNCykYcF3Z2HUd+ay0AteWkoDQOPQC32Gc+Nw73tC0IswFrjSYBp5DMIkAeDxNcWxppV5ndc9n0sZ9tT0OOJkL92dvEnEyy1jntQgi5jjPVmXPeAs8G214gHWrqZuW+ars7+OdcCDXimZnGEgMUWvKuhXQe88dk8jgZOj3G9mN0ixTKRz40t0Foe8Ib9BsYHTRxLptqdMWpZW0wdkWSkNbK1a6NhEwm+WmxHVstkY+tmkivLE/4NU7M6q64VidC6GeaxP5DlnZ4DsOFYqibLARods1sTTfE5er0vQuyzhyTRwSqqZ7bxJTn60K0/JIL45u8obZOsVzbQaRxyoVl9/1/QFp0WC1ip1xyHRZ9OfVMPa5tuszXeXiDlaas0Vu2mbP3XWluccErsPuOGK6LvqY8GQQUFYtjZIihy7KN0pMA6ThhS3Tqm8vbDUcbsc8PEt7ZuMqrbm2GxMGLuus4mwp7ukHpxt5DbUiCkSwq2xhGoqIKm8myxsTKRTXcd0qHFtcU5exu19mmlbxX/2NL/Tq7vYw4Ht+ywtf2xd1OZfzv9J0O91bw4DtUcijacbzV0e88WDJ3/7ZO1gWfPpLJ7x2b8EP/NZ3875ndxhEHj/4O9/3xE7Xq3dm7E0i9syX4+VczuVcztfLaK35z//z/5x/+A//IT/2Yz/2Ff+9qio+9KEP8UM/9EO88MILfOpTn+IP/+E/TJIkfPd3f/ev6N90HJvAc7l/vGG2KgXqqwAt3IpRIvEc35cFk+fafeSnNYBsz3VwHAHhWoZ7MR4E2JZNUTdUddtziLSGsmmEEWOJe7YwrB6JqMnidxC5/fNTXjYoT2CjZSULEa0FwNu1ZQE9b0YZqHnbinNkZxxSNYqzRQZYppHHwrFtQt8mMKwiw3zmztEax5YFru85TJd5D7o+3I6l7c53wYJ1VvURHd+T96DacxfNKJFd/TQXeLPOanZGIYPIw7asvonqbJn37okwcJmnZS/KlKYhCmB3HKERpIPSEHoeniM8lTiUWIplWbiuw2QoxyYv5DMAGMamTbAWp9Eg8nhwmlI3LTvjkLbQTJciOsliVHgmhzsxu5OQe8drBpFERKpGnGsdRysvWx6eCefGdYTd0hzrnlPSttq0CGrmq4q8ant+TOA52JYsQpXWbA0CiZK0puHIML+qWhZHz18bsUwrFmnF41nKIq1YbMTNVNaK0Bexsm3VE068Lt7TGude58ZyLIvUQHC71zNKfELP4XSZM4x8mhaB1pvzxLbFYWdXsiiysXANn0tifU5/3q8yaWHL8ob5pmSTVWjLFtGpFvfAzijkztG6r6TPTEzPsuQ6jY3QsVhXBK5pQOugvLUA5M+WBUnkmWuSnn/TNVCOEo/Id0mLhsIA8OXaaUkCqVxfZxVbg4BVJvHQ0JdFJJZA4eWat9kaBLiOzdlS3FSuI4tlKS0IqVvFjYMhvufw1oMlgSduxOHA49aDpbiPrAbLEm7WIJKoT1G1jAbisDkP4sgK3XUEfJwEHnHg4Tg2WokrJSsb2kyTlTWObfcNcdujgG9+/xU+86VjEULRqBayujFiqsC4xS3YMIj8/l7QHXutNI25F4V+0EfjunuRht79crAd82CaGUHOYhi5PcTftizWRmQaxHI/dWz5ubZloW0Ru1utqBpxLwkc3TbfAS1lIxG2yBfnoOfYhIHL0Zm0NSql+7gvFr2DM3AccYoCqlU4dseDahmEHpaNQOtNs19VC/dqkzdMBnKO+q4y7k+rFwI6kaVqFHtbkZy3xkk4M4IEWBxsRzw42chxMxEt27YZJz5JJMfRtmQ9sT2KeOpwxNEsJS8LbMuirAx83pLjaFkwGQYmjm0bgcsS0d64Z2ulelD3wDAHGyWRy/snKQfbEXeO1hRVyzgJCHwby4hwO6OQR2fS1Om7Equcr+S+LPd7hyBw+v+9PxGR9f7phsWmpGkVN/aH2LaIsLeP1jSNNAli+Sh1HvcEcdG2rWa2LgWAnvi4vsOV3YRVKkKoa1s0ts2Vnbh3zYI4J5XW2Ja0G8Ym0uk6Fk0r9zyAqm5JIo849iQ+uCqozHeBRjhN0tgox1l4jHYvXAJ9WUOrICtqU1gh99Tr+wPWWU1WtlzZHfDgNMW2rXNXqOHwCRRe7rVKawIDM5f4p3xOycBmmYoQn1ctI/cSOP5LzlsPlnz6tWPeur/oLcu2bV3Wy1/Or/uxLIs/8r0f5uHphoMtAZv+zZ9+m9fuLQCx7v+p//bz/OaPXOP3/OYXBBjrdjsoBf/l33gZDfw//uDH+of3y7mcy7mcX++z2Wz4Y3/sj/HKK6/wYz/2Y7zrXe/6ij/z8Y9/nI9//OP9r7/1W7+Vj3/843ziE5/4FYtPAI5rU7RS5X48P4fw+p7s5KZFSxS2uKYaezwMTQW08CU0bb9rnhVNDwPHhtK0qrUanru+heda7IwjZqsjPM/h+ZsT7jwWKHMSw3gUMYxc1iZWt8lrHMfGsi3KRvPgLKNuFa55EG4NZ8OywDW7+I7rMJ/nFLUs1FqVi9PFEl5UFEpzXl4ptGXha4uq1bietLiBOEsCA6nOSmF/jIchoyRg2zHA3bLBKhosu4uNKbbHsnHSgdgHic+NwyGPzlKKusVzHLRtMR4GNI1iUwikdWcS4bsipu1MIqbrEs9rJQZi3BqeJwyMw92EJPZ5fJYyXWbM1hVl0/KbPnqDu0drWsMTUWZR7ro2QSBi2c4k4nhZGHEqYF20jIcB40HAtb0Br96essykga2pFQqLrXGI7zqcLQuWaU2jMOyVlrmJIQam5t1xHOabiqJsmI1L4thjPAxZbkrKVvH83oCiag3MWlq36lazMw4YJdKgaFmwPYkJiro/H+ebSlryDDsnCn3KFpy8IcKjBRolPK6q1Vi2Zr6pqGpZKD97bcRqUzFdFTRK9yDkyTDsRb6N4WU1SpO4jnlPEIUe41EoEU1ENDiaZfJc7zoEvovniwhgWTBdFbhKE4ceruOwTEtcV5hIm7ymVZowgKoWl18UiqUgDL2+3exwN+HByYbxIKTrKww8m+Wmom4VO1sx67QES+NaDlGIoUlbIv6MQsaDwNTdt1RNi+867G7FWFgooxyMBwGbvJa4qGvL9aLh+uEIx7GYrwrqVpPXLRbyeWlNf/2BHJ+qbgkDF9dzCEzkdZVVKHO/ONxreHSaUrWag0nC4a78vLIRAPF4EBo+TkUUepS16gXXJJLITVa1hIYPOkjknJ0MfI7nOVpptBEQi7o1oo/H1f0hjm3xTR+4RgtU7VHPyvF8AbB3eIjFumS+kZhe08r1JoKIRakEVu44Nod7Ax4cb1DG+dGYe6dTtQI0V0hRAoJfiSOPg92EJPQoDZcI2yI2MeAWG99EsQJf3G7/6HOPOdyJsWyLvBL30iDysF0bq9U0WjOIfbmeZxmWcx4RTSKPulFsjUKS0OVklqEtcdtoNJ5tU2hQrQhUGlgXDZ5nS3zSgiT2wbZxPYfdwGU0CClqxdCxaVZy/3AcOSZyPXoUZUvVSlGC0sJaGiY+edlyusjIypYo8KgaKSMYxj6ni5xNKaJvHHl4vsPV3YQ4dBkPQ+ZpRdlkRL7LYBCCbbMzjmhbaa1LmxbLsimMqLI79JmtCizbJs0q4shjNArxF+JkSyKfQeTy6CwlDlxOFgW5EYhPVyVH85KbhyOysiH0HWxb7kdVrZhvKlIj1nqewzPXxmjdCcsR26OQ03nG1jjiaJ5j2TbLrCb0HA53fOHZAW0rXDXLttkeRyilWWcVrmuTRALn9sx3qes5xJHPaBBw72iN0oYJ6Mm11sV1w8CnahqwLWzH4fkbW7x5f854EBLU8pqfOhyhWmlDbJTieFFwthBh/XA3olUY8VyeCebrAseRVjvHkXsdyL0+ClyuH9jcP16jLIvBwAfrnM1o2RapcRfbtiVOStdmMghYpeLm8z1xrlkmhpeXDXnVsjUM2Y89adQ0EfqmhVXePLHZ9EvN15349NbDJf/JX/nFc6ihke0/+tL+Zbvd5XzdzMFWDMCLNyb8vu96if/sr32uh0QC/INffMhPff4Rv/Pbn+W7v+kpQGyj3/bBK/2OyeVczuVcztfD3Lt3jz/wB/4AV69e5cd//Me/assdwI//+I9/hcupqiqCIPiqf/6dTKs0bz9Y8E3vOUA1HmeeQ1HJzrV2LFQrsOjFuhTauK25uZ+Q5g2ns1RiANAv4jq+ZdMoHhyv++a7pmlpG4Vr28yXOZHvCjPKNPeIq8GiHPiczVJToy4Pmr4rDUDzVd67hZpGFoxV1fT8HYGYWvi1Q9O02Ba9q8CyoDHxjdWmpDINUtK+Y7EzDvFsC8fqhCeBBCsDJm5bhQ08fZCggc+/dcbpopAdXfP+lVIo8+surtXULXXdopUywHDN0emGrVHIOPb61xn7LkXVkOYVaVbStBrHklaxvKjFnQCs64ZgIQBypaR63nMt4sDn/tGKWw+WZEVtnGE281VJqxSjJMC2BALbNgJc3hmGRJ7N2TzDsyFNPY7ONpwtctBI5KVsiHyH03nOal1iaahriQwqCxMhbFhu5FhUVUNRNuRlw5v35+xvxUxijzyvQWnKsqGsGhLfoXVtziqBJmdFzd446I/fg+OVnJ/m19r83S6aeO94xSaryMuWYeyxWBWs04pxIq1jjm1ho6lrWWDvDAOW69JE8jr2jEQG08w0xJlmsCD0SIuKrKgYxPJnqqrlXTcnzNcFedGwM5LI6Tj2CD1p8bJt4RrtjULiUBrglFISIWxalmVF6LtYNjRtSxS6FGVFUVo9uHsceziOgJqHkcs4ceU8U4o8x/CTXALXYlq3hp+GiZB6Pcy3bRTzZU5ZN3ieMKw0Ct+R2GJjGvO04TE5tkXo2Mw3hcQqtWYc+azWhYi4Zc0w8okGPsu0Issrw6CSpr3AXKN50XBtL8FCMwwd0rTks6cbIt+RlsC85sHRimVaifsLcCyboqxZp8IwqioBiYO4jtpGMV3m5ryVSvs37825updQlufioWPJfUaZkoJNrnl4vCYOXU7P1lhKQOtZXlGULcPEY3sYkBUCl/cdEeTm67I/7+S+IrFfjazrAsci9CyySlNWDVuDkLOluV9puVcs1wUrI2Sv05IocLFxTSudAqXRJnK2yUqu7SY4ttw3tdI0SjFfFsaN17VXKiLXxQkNk6+xyfOK+SpnbaJWRdWy2pQkoccw9sQ1UjZgBPQ4cLBcaAz4+mxxvtlwuB3TKnEozpY5k8ST+5fW3D+S63EQeTx7dUSa1zRNS+hL46jrWKzTEs91cW2LyHdIAofFpsVzLIqyJc3OP1OtNKfzzNwnJdaompayVswXOVOtmS9yWiXtkJn5nrEBG81kFLByBEydtyLSl2XDsWk4bRvTxtq2zBc5Td2ilaauGkbbEWfLQu5hSpHmcn9crgtOZhtUC54FZVlTty1KCRepblraVvUOoPkiJ4k8ru8OQGuW68Lcp4TtFAcudavYZBVvP5wTujZ5Li10C3Nfti0RgyzElaRVSRx51FVDbu7xg8AhDFzGxq3k2vDWvTmbrMJ3QiaJT1m3zBYFaSGbNZ5jkeUiWGJO5SyrGEY+NVqOT9XgORZKKWrTYPrc1RF1rVilFSvLNHgWAjUPPBHa66rh6f0Bj2cpSeAwnefUTUqa1+b73mKxLklzaXuNQg/Pttga+ISeTeVaiE5miaPRkfiyhTQAxr6cT1oLlM+1hS1VVaovIfjl5utOfJIv/XPAF8DVnZjf+W3PfA1f1eVcztduDrdj/tN/8zcKrG5V8Hd+9jY///opTav57/7hLb50Z853fOgqhzsiWH3wuZ3+7/7cy0eMEp/3PvPVF2OXczmXczn/LM9yueT7vu/7+NjHPsaf/JN/sucefLXZbDb8qT/1p3jqqad46aWX+Kmf+il+4id+gh/90R/9Ff/72myUiZVedjhlN7WrblaME5+sENaHbcH94w2OTd8apQEpajqHRAN9dAUEki1xIK93R2mlOVsWDEMB23bQZqUkzlJUsiMq9n95rb6p7e7iWY7hndiWQHe3RyGhb5Mb6ClobEteRBw61I3wq5aGxQOgDXi8RfdRPq21NCfZ0va2yWvQmrtHa9Z53YOOLUviEgpZ+HUu9/QCU8l3JSpUNwLU3R6GhL7DOAmIQ3FXLVNZqDatLHKGiU8chiI6lJpx4hlXTcViXTEZ+gLmlpo7BgOP249XlFXLOPEZxR6ny0L4VDbS9IaIHFkpFen72yHzVck6r9luWpq2pbfrA89fG3O2lAXV1DiVruzGOLY4fBabkihwSIsa37UpypbdScjjaUYmyT0Wm5JB7DFKXHzXNe9HFjKObTGMfI7LjLZVwgTRwlZabkq2RwGeI81rygDIbctinVWmpclmENk94DvwJIoWBg6LdUUSuuxNQnF3mIa2zLSkgSz0wUKZ87bjdiktC+Km1TSqlIWRZZHmNanZQGtbzd44Yr4uqFuB8q/zxkSeJM41MW4ArQS2vEordschUehgWzathsenG1zH6lkqAKFvYMS+RE9dx2K+ln93ELlS6V5Iw2N3fbWtsK32tyJm64IHp2scWwSsNJdF5mQQ8OBkQ9W0fZMZSJSzVcJ9apRPUbYiFitxLealHDPPuGS62GLdCA/IsmSj8fV7C5qqJStrNrlEvSZDcU8F2zF7k4DFuqRp6ZsH60Y4UkUpbgxHW+Z8FWfa1jDA90XcurY7wXNt3niwNK4s47zUmkHoicg4CnEdcZl1d9KyavjbP/M2q7QW0ducY77rsDUKqOoc17X78gWJhtJfCx1YfRh5LNOKh6epxISbmqaG7/jgFT716jH3DWh/sSpolSYKHLKiRSlMY+DG8G4cExFTnC5ydkchNw9HPDxLma0EQH+4LaytLi7rezbD2GcYe2yNfI7OcuabkmVaUpRt/987IU5pEfCEgyQRzqZRHBwOGcY+bz1cUtbNE/frtJACgdmq7Ns6NZpNUdM0umehdQ11Wmtsy+LqbsxsVZAaZ8rW0Mc1XL3aRHPlu0b+nThw+gY00OcRPlNQEQYu803BZlazN4mwrScjX5Y5B49nGVWjGBmRDeT1jhL5tQhFIgB1xyWJPbK8ZhiLEDKKQzzPZhhJRPBkLhscI9O6eH13wKNpStMootAh8MXhVTeKTSGitWPbnC5zmkY2zruIq21bJJ57XqqRVybSdi6uTowgI/FjOF3kVHVjIsLCLEsLEQ7f++w2D042nMxziq6AwLGFU+jZHM+E26eVZp1WDGNpXZytJVqHpTlZ5P3n0UHvldYUpfAcd8chSmmqpu03fzqmVlHJeaa1xnFgfxLRNK2c47rjSsmnIG2Owlr0XQvXtRmEHmlRMzXi7jCW9tfAc3CM0JWEco01SpnrICYrmj6+WV8QhX+p+boSnxabkr/4k68/Icx5rs2/+fH3PUFtv5zL+Xoby5IFQhwO+MHf+X4enGz4mz/9Nq/fX/Dy7Rkv3571zSBp0fDeZ3Y4WeT8+b/7JVqleenmhD/4O97LZPAr3+G/nMu5nMv5tTZ//a//dR49esQnPvEJfvInf/KJ//bZz36WD3/4w/zwD/8wv+N3/A6+7/u+jyzL+EN/6A8xnU65ceMGP/IjP8JHP/rRX/G/7zo2V3YSpquS5aaUti3Hwmm1cUtYPHU45P5JSlGJy8Q3Cwvfc/A8W9gdFhLn0arn4XiuzfX9hJO5VJefzDJmjm3gxpjFhmMeQjVlXVNUUvV8PM96QO0g9Ih8YW60rQhWANd2EzSyACoqaZ2aDAKatiUvzvlDAxNlkCaemjj0WBrxKPQdeT2WhX1hJWYh4oTtSWtPHLokkcBv61p22nvYa+LRNIpFXUlUwsRzQASNR9NUOEK+Q1VJ61Lku4S+y2Tgc7ooqOq2XwwkoYdSiummwnUEXq6xTE27+dxsiyvbCRoL35WFQVEKoPz562Ncx+Z0WeD7IrZtcmlAKitppyqqlk0mzYYAs2VJWclCYDKUWvutYWgWiS3LVKq2tTb1TVyAdQeutCftJOyMQtKiMW6zrrWwwvcc3v3UiAenAqa9sZeYWJMIiMu0IjFCCWCYWLZZqFvsDARQXhkXiNSuQxR4TJc5ceDx1JUhL16bMN8UrNM5aIvFRhZ8W4OAKHSxDaNMOD9yHKpaEYeOEZgaAsOLsoxzzvyTrLOKsjqPsJV127NLOqhvB1Ava8XxPGd7JLB6x7a4vjcgDOTfwYgroh1qtgchc+OUmZo2toPtWBwVRpQCYdxssprVpqI2529rmsu0hu1RQBy4rFxHnBrm42qN0BMG4tLSStNamuVGYoAHWyF7W5FEchrFfF2ySgUCfrYUMWVrGAigWMuxUwZIXDfiKBzFPrZjoVpNXjXsmghq6MvnLOKgTd22hL4syvNSGRaSRHTLSj6LJHRJDDsMDbO1tGG979md/tyLQ5dNJudlUTWoUrM9jsjKxnCSBErftIpVWht4uUCopekO3ry/NPeOEK1dqloJFL+oaFvIShEq5POv+2u0bhXD2Cc1TV6eJ9w1reFsmeM6gpTYGbs0Br5dNcJQigKvF8bjwO1F0WVaoZSc+7uTCM+1+vPdtW3iUO6b02UJlnzWad6QFTm+a5MELk0rr7VrGGuVoqrlvuB7DjcOBtIAWjU8OkuxLLkfdBf11Z2EshLBIwwc3Ox8M6SqxcUjn6eAw0Vc01I0EbmgIQpdYaOpmlPjrHJti8aIeeusNjHUish3AAtLyeu7tptwdSfmU1+qGCUO1/cSceFkcnwWmwoLOFnkUhgAJKZBrlXCjBslPg+zFMeRTYrTeS4Ci7nn1Z5EsOtGU7dOL7Jtm/veySKXz8KIa8NY7vt+FzvzbLM5Ite/Ze7NwkWye/G+alo81yP0nf5emeZNL8wALDYVUeAQu+J87X7mRVGwVYqzZc7uMuR0UZCVDVujkChsyOuGoLC5eThkuZHjY9tQVcpE4MQ1q5Rw9oJAihZc2yZwHYmAItFRaR2V99MYId4CruyIALTJTDzXFjH+vuF37YxDTuf5E6/56k7CaODz5v0lTSvfiw/OUuETWpbERy35d2xTKrC/FXH/NGWdyXPAZBCIwGqifL7r9OaeX26+LsSnvGz4H37uDl+6O+9p7938vu96F9f2Bl+jV3Y5l/Nrc67vD/hDv+sDNK3ipz73iL/y99/oH95+5guPma8Kvv2DV/nIi3t85jUBlf/x//cn+e6PPcX1vYTPvXnGN7/vkHfd3Poav5PLuZzLuZxf+Xz/938/3//93/9P/O+f/exn+/9tWRY/+IM/yA/+4A/+qv37HVh5uSnNTqvs8ktNs8Vk6PMN7zrg/vGt3mGyMw555facdVYyNs10tiWOhXUui9dh7BEGNud9bzCIfdaZRF7yqunB2/tXh7x2dwFaFhKRL4+OUeCA1oat45qfJQ+fvuewM+7iTRXFLGdvIpDjydBHM+DeyQal4ObBgGVaMV3kjJOAnVFA1bR9RElErqZ3e3XOnEHkSgxkU0mTE5qqlWatYeKzyqRNbZPV+J6AjWfrklZpdscSB3IcaafSWuO5log4ocvNg4EsgB0BemdFwzCWWF7barKqMY4GA+zunVyymN/fjkWIsmC5KZ+oQddaczRNpdIb+ia9spLv2LJW1K3mrYcrfOMKEki5DZUIAQrY5BVJKPXZw1ja0JZpxbW9AVnRkBUCjm+V5nArpmlEcGlaRRSIsFbVLcfzgu2hzUs3t1lsKgJPwMd7W5HwdRrdn0MgDrUkdo2LQRbToQH7KiXCpu/aLNOGppW2rTiUtrf2iqasJBY4iqXFEQQiP4jEURSbOvnzJnfz/h2bva2IceyRmZiJNErJ66pq1QPER4nfw+blmEo73e445M7Rqm9fK6qW41mGUuIaa3MB88ehy+GuCAFVLU15IFD1ulHEobggxolPFLho3RAFImzlZUMYuLKINYvuplUUtVxX7745YWcccv9407uTAEq3lWtDi4ARBbIA9lxxXoS+uP4Otn1ZrK5L6lZJm5wRfVdZRVo0DCIR6EAErFVasT0OuBkmvH5/Iedb3fLMlZFpcyuYr+U89V2H6SpnEPmkhUD25c+b1kDPwcI4IWLXuFjkc717vOZwO0YcjTatkuZHhUDTg7zmOz96g0+9ekRlwPNF1XCwHaM1vPlgziByqVvNfF1RN6208JkigdOlOF9EQLbYm0QUdUvgOiw3FbFnsz+JeHi24X0vbPHgaMVnXjvmsWGAJYHbw95BhKSm1Tw8FdEmTuTzysuaycDvY4vLtDRwc4vtcUhVt9SNCKU7o/MGQ6U09082jM3fLeuW8cAnDETIrJvWsMcs4xKSJtJB5DKMfQOptnBNoULTuv05p5S4nJQSZ19uft8y198w9lBKzl8RW+R61Ehz4yjywdIcTTPiwOv5SCCNqk8NfB5PM+pa9e10Wkus8WAnQWuN69jsTiK2BoFhB9lM1yVpXhN4DnEg52hTCvh/exQQBS7bI5f7JxuJPG6q3nkkEG+Fr0XEt00hQ92ICJmXLeu8YrYqeepwIBsDgUNZyc/Zm4QSaw7dXlju7tnyHeWyTiXedm0vAWCT16SFOB1femrCc1dHtFrz9qO1ucZbRokUYuRVQ1E55GXDeBBwYATgi4Kz6zg0bcPdo3UvYklrpsMmr8ndlqaRe/zeRMo1TsscR+zITzTElWXLKPFwbJtNUffH03dt0lyu4+mqEEeiYxN4tsDWt31sS+7tk8E5FqVR4ioLjMCWRB5ZUXOyyGm1JjWsMhB35vYwYJTI5lLdCF8sLxuwLDzHIg4cGleadbv21DRvSEKX8djvvwN/ufm6EJ/+4k++xqe/dALQc55Gic9HXtrn2z94lbZ9hyHFy7mcr7NxHZtvef8V5puSn/zUPal9Bl65M+eVO3OiwOHFGxNcx+K1uwv+xk+93X8BPHN11ItPr92dczTP+NDzu5fuqMu5nMu5nHc4rdIUdSvtNbUWB5MFnoEGv3Rjwr2jFVHgEiGLmTSv0chixTHOmWHiU5QNZdVSQB9ZKc1iKApcBpGLY5s4uv1H7QABAABJREFUgWkX+i3fcJ1X784IA4erYcKzV0fMVjk745C6EYjxIPJQWsSQsmxpDHfDdSzysuHBiTRYPZ5mFFVjeFHSZKe0/P4yrfA8h1UqC4phLI1tnQOhc1nlZSMOIcPAAIzTQRvWlEabdrw4cKhdWaj6nkvTKJ65MsK1LapWdqs9E7nrHDJdu133g22s/sF9ZyTul8B3+o3Mrr2qbTWeJwLReOATeA7zVcmDs5Rh7DGKfcNs0dw93oAWIdF1bWnVcmzm64pWq77JqItXTgYBTx0OiQKXu0fKuHsabj1Ycbgbc2NvyPEsIy0alpsaz82IQ1nA5KW4s8RRIrvVWwOf5bokKxtu7CfM1hWOY3E8z9gaBiw2UitfVhIxdGyLGtgZCXRcI4t2C4ujLkoCJJFLVVfYts1kGHA8z4kChxv7CeusZrmpuHe8Zp1XJjIiUPi2VcShZ2rhhYni2BbYsD3sFvZyHu+MBSweBSKCds1/3WfhuvJ3vQsFQrYtzzKubfdiTxefrS+IXF3tvMRLNUFQmOY8TVmpvoHPMxGqblEfBg7HswzHlgVrWSv2tzxWWddKZZGE4tqJfAfXOLv2t6LeJWhZIiB0TgPfk9c3Sjx2hgG2bXMyz8mKhhv7EVd2Yj796rEBjMu1sTWUBrwuoti5N/a2QppWqt2nhnvlODahJ5B7ATdb7G1F/eJfYqYW28NA3DZ1w8lchEeJs1pMV3XfTua50kqZ5jV3lzlNqzncjtkahr27BmSB69gCNj6Z51zfT3jPU9u8endGVStu7A+4c7ShyEs5vp5D4DmczIWP1SqN7Vq9u891bPJ1ifLkGOyMQg52IqpWxOu0aGgbESrERajxWsXILLi7aGQUOESBi+NY1LWCQFx4vmf3jCnXtjnYCtlkFUulGUQCcp+tCq7sJkwGPg/PxIFqZzVjU0dvmWhn3WgR73xN5EsUOQzOI8p10zJbFliWJe+3aQnNPa47b9dpjWPLefHM1SE32gEPTzecLUsmg8DcR6SNzbZtQt8iiTw+/MIuJ/Och6cpQB8njo2DcGcUcv90g+PY7E0iE5+S+1paNniuRSuceGGlaYVrS6nFciMMvFHisz0K+5/VthIV2+Q1meHB5aXEclepuHSeOhyyPZI1wRv3l33Uc5PXeK5lmFMaHNVvlCglscXAtzldFESBNMllppAgCR3i0OF9z+7w5v0lm6w2DknF9kii0kp17X2WEYfPI5TdhIG4ebsIY9tqru4mrPOayohjcp+28V0P27Z7Xp1lQeA75rVB3TSUtcIxjuNrewnrvOojnGfLoj8XRcQ3Ti7LIgpcxgO/d152cfm6UYwSn1HsUrdyH5iYRnPMPfqth0u2BgHbo0C+L7URJLU0M8ahx9YwZGsIRdWYa8QyfEZZyzVaE7i2if9bIu65IipPhhGaHMe2sLD6DYpfbr4uxKff+huf4otvTylNVe93f+wmv+2bn+Zgf0S2KXjHhKzLuZyvwwl8h9/1Hc/xLe+/wk/8L3f45CtHFyq2W964vwBgaB6gu+zvT/zsHWbLguevj/lHn3vE5948I/6XXJ4+HLLOpaZ0ZxS+Y6X8ci7nci7n622U1ljAjYMhWmu+cGvaQ7gHocetRyvSvObmwZBB7HE8zRglPpNBSJrLw/Thdsz7nt3m5bdnhIGL44g4VJSyONsdh+xNYmwLHtciQHiO8Hm+dHfGOq3MLrg4OI5muYH7SmzrcCfh4enGAJwlHhD6Dp5rs1jkTFeFYT6JKJQVNbblGQaKcFWKSqJydaNYbCqWpgmtY29sDQOqWpmIRdtzsOpSlAPftcmKFs+1sCyX+To1EFpxqQw9m2Hk4ZpIQrfpqLUsShy7i5Cd858CIwCEnuzwtkrec1rUEo1wRNhSlqZtWwN2Fx7Jncfr/rV3u/CdWyT0JE5R1C0D1yavWpzQ5vr+gLqR99y0EkWrmpa9SYTr2kyXBTPTblbXihwRE21bFphpIYsHz7E52IoZRh4PTjY0SjNbSQvb1iBgMgzxzjK2BgFaGZdFF13xbF64MWa+KjldFiw2lamFt/omte645WVt3hf4rsNJnjMe+Nw8GEhkxrg1nr06ZhCJE2lmYPJXdhIGkcexiecoLY1SGs3eJGKd12gTF5JFey3sMCCrhWX2aJXStsI3sSyB0qdFQ1m3fOx9B3z61WNWF+rOd8YSUzzYjnt3j2NbjAc+S/M+40AW5VHokBeNuKcahWWVRKG4+Tom1e44ZHsUYgGR75GXdX8Mt0cRq6xmnXXAcY9B7LE9Co2Y1QoA+AJvR9g5Lo4tjKq6VVzZSXoXjUCCG6paBLsk8nAqG9+T8yUKHN51c8KnXz0hL1tqwwHaGcnfP5nXzNfyepQSXtzjs5T9rYjnr41591PbRsgoOJ7n+K7F1jDEcSDfiAsl8G08E9OzLIuyaqURyxIRo2oUvuewWOfM3OIrNhst26Ioa+4ercgM163jWw1CaWR8+9GaqlI4xqlm2/LeQRbuFhabrGaU+CSRyyZ3hJ8VS6tbN2leCyDZxE5t22JrEJLmVR9nWmUV20Np8tsaSltld806tk3oOayyul98t0oLZF1JQU/ou8ISVnJvsshM3byW96c1eSVu05FxoVaVIvIk3rc7CZivS/JS9YJ/XtY8e23EySzndJn3kdydUUBrlGnPtnh4mvL89Qme53KwJW6q3UnE/lbEK7dnbPKawHPZn4SME58vvj017zfo75ndhrJlWcLvch1GsQgdWtOXEHmOTRKK6H7r0YqzRc6VnQGjxCMJXbKy5blrY+4dbwh9l51RiGNbNEoir7vjkIenKZ5rU9VNj/HYGgZoRAR0HIu6VYS+OJe6YoKiabD58nWChWPb2LbEQjt2n2ObWJ0l97Xr+4lE78x3lW02VwaRRxJ67IwijucZWSnfgyLaigAT+i47w5C1X5l7gittsonHo7PuuIlwZ9mWOO5ON9w93ph7vTjKNnmNYztkZUNVtyYyHTAZCL+pE++6pjjfOOYAJoOAmwcDNllNEno8fThk9yzl9fsL6lZzsB1xuiy4f5wyHvgkgdt/3xjaI7N1Qavle7loRTDLupIPc7zBYmccEPgOi7UIv4FxXA1iT7h+RqS3LWE/JYHHtZ2E0HOoG8V46PUu1F9uft2KT0rpXqUbJQGD0CUvW77x3fv8ru94TtofPIfsa/1CL+dy/hmZw+2YH/ht7+Hj3/oM//jzj/jsm2f81o89RVrU/NwrR9w2ddzdzNYlP/FzdwF4z1Nb/OYPX+ODz+3y3//jW/z9X3gAyI375sGQDz63w/ue2eHZa6N3rJxfzuVczuX8eh/XtrixP+Da3oA7j1f9YqFpZLEyWxVMBj4v3pj0UNJJEnD/5ByUDOLq8Iy4A/LwvTEOlPEgYHvoc/dk00cAuodIjfBTBMRqassN56VrsXMszIJLHpy7n1FULau07nfXfU/4Rt3C1bYsQs9mahY4UeBxsB2zSiuyUha7IM6M0HP6xUoSeDw425i4gCxKIwM611qbBZtp2PNsRonPrgEdPzjb9Mwcie6JaCOcHEeeHaEXtywDV16Z6MY4EfGrVbp/yLdti52JiApVrYw7S8SXg50E37HPF1sDcRbteA6tUkS+7GofbMekecOdxzlpIc1ltm1Rt8IUigJX+DIWBiIvYsMo9siLuv9c33VjzG/6yHWO5zmPzlIWmwrflZa0JlM8e2XMU4cDjmbijtoZBYTG6RX4DgPX42iWmtY2cajk5rwq6wbXcVhsSuoLToFnrg6pTZOiMg6BwPDGIt/pq8O7xdV7ntqiVYqHp1LR7sUSa/Q9+fdu/P/Ye+84O6767v8zfW6v25u0WnXbkmxZxg1jgzEBTDeEEgIkEEJJIMGUEP+e50mCY54UWgjJE5IQSuhgYyC0BDDgKjfZ6l3by+1t+vz+ODOzu9qiXUmr3ZW+b7/8knTv3HvPzJlyzud8v59vcxTD+TomSlowCWPRS8w7zHHcQDS0HAft2RjGiizaxk910gwb6biKcp0JBBFVhONdO6osoK7bQepTSBFgWl60XEiEJHFoz0YRjyl4aM9QILhFFAldzVGcHK2wfffOcxcsaqBcZwKZYPOoNoygCppPxhOrRnJ1HBkowXURpMjInhdNoaJDFHnophN4lqViCvMoEti5HFakYMm82jAh8jzScTaZBsci0Bq6FUTL5EQNfR0JnBiZ3p5qnZ3T40W2SHh8qIyRfI3tL8dSRDXdRpEzkI6r4IfL8Hea49h9qVwzUC01oNjMR41F8jAhwbAcNAxriim3gKgq4UB/EYWqCZHnUKmZODpYwtHBEniew21Xd+HYYAm6V51Q9FLUmO8UD0XmYZqThQRkkUUH+uKkX81TkQTICrte17bFocgChnN1VBsmqprJor7gpcGCXcuFig5ZFpCIyFBkAb3tcew+wLJmmtMR9I9VUKxokCUhuC78NK9KwzP45oHOligsL3rHN2DmOCZyjhcbgTF8rqwhEZXxvG3t+O8nBtm+8hxkQYBjuxjK1bziCuz8b0mHMV7S0ByTwXEs3dmwbBTKmufbxiMelhGLSDC8+0E6pqCrOY7RfMOLLLSAmIJqw0QyysQsy3ZQ1y3EPM88XxB1HNc7vg7GCg1k4kycEbwbvGXbcBwRHMcjGua9PuHhgAn1+bIGw4vki4fZOctEQEC0XcRCLKq0XGP3r5AsoCkcQkO3EIvIUEUedd1CezoMSZr0ZQ6rLFI1FpLQlgmjUNGhmzbaMmGYlotilfmeDY7XYDssmrVYNWCazKRblUVkEiEkIjJ2bW7Gjx49BU5nGVG5ksYWfLxrO5tUIUlc8LzgvOuCRVmySqvt2Qg2dKUQC0v4tuez5BNRJbZQFJbQ2RTBvhMFSAKLls0kFIwXmDBk2Y4XdYjgfh+PMD+qWFhCuWawuZHL7jc8zyEVZs8138gcAIZzdaQTLF3efyZbNnumJaIycmUdsbDkRT4KULwIMD9auVwzMVHUgpRDw2JFEkKKFFTGjXoFPvxnJMBE4Z6WOBbKRSk+WbaDz937LEbydfzhKy/D/7tvL8ZLfriaS5NbgjgHsskQXn3TOrz6pnXBJOIFO7tw36+P49H9o5goacFA2OdgfxEvvW4NJImt7m7ry+DZY3mWgjBSwcmRCr73mxN44dVduOPmdWz1giAI4pKHg27aeOrQOCzHhbesyyJCvCpBhuf/wIy6DRRrOjKJEFzXhek40DzzWuZN40ISWRTA1rUZNHQTsihgvKShoTND1ZFcDaLnTwHAW61mgg2LFGETr7yXpiTLArpbYrBsVn2LVQSyg88mYzIcB9i6NoNcsYGSFw0ymmfpew1PULAd5l9jWDYiIeZ1Eg2LuHJDE/O7qJueeTAbw1UbbDXYnwDyHGDYbpCGFA2JkCUBrakwVEWEJPCo1U2vmhwbD9Z0C1FVRE23UKzqUCUR414Jcd+DqOGtEnMc87yIhpnhOMcxvxbTcRANSVAkHseHK7AdF73tMYyXdcRCbOU7rLCUtK6mCLJJFSdHKtB0G2FFQlhhZb/3nygElZc073d5zypirMBSlzqzUVQbJoo15ucVUkQM5+ooVHTEwxI4np0H5XoJ0ZCEeEhCNqUiGZVhWi4SMRlhVUI6piIekXF4sIhcSYMoME+weFjC4wdr3iSLw9q2OEbyNTR0ZhQcUQVU6qyUvMCzlJBsIsQmzi6H4Xzd84HiWBSRzTy3apqFZFSGwLP0rP0nyhjK1ZCJq14FRTaWWN+ZQFsmgtFCA14ACTTD8gRMVg1QlphZt28UXqkznyoWIcIMnEdydQxN1NDQmfdVQ2cRHS3pMApVjYkb3GSqiCQyk2F/AjpRauD67R14+tA4dMNGPCwjrIrgeHhiCIv6KVV1lOtmEImoyDwiqoiJkgZJFBBWWZpLuWZCFDSgi513tiegJaJyIDTJXtqgKPAskm9KZBnA/FoiXrqY5KXT1hrM00vkFVi2i0iIRfkIXnWuhpcGVGuYXqQLSx/TDBuSxISdWJj5TBmmjVRMYSmBiVBQwTCkCAipIhyHeRYlIszDqCmhQjdYxJ9pO6g1TOZnBBb9FwvLMC3mEaV7BsWSyDPPJlYBAaOFOmJ+eho4HDhVBMdzsF0XEi8Ex8Z22J+97XHPG6oIwI9QYulZdc0KIhpFgUd3SwyGzu4ZbZkIShXDM6qGF2XDzPibkiFohg3bYgKqIHhiiQus8xZEK3UzOOf8Sn8Cz4yYFYkJskcGSuA4FtkoqqI3QWfnKMeySANTcteLaB0cr0HgWNSJaTloSoQQUoXgeo+HZWTiCgoVA2FFAgdWIbNYNaDIPBqaHZhg244L2/NlkiWBpYNJAo4MFAKPItcFGoYNw2Tp1n4ql+qJ4T6yJDAxE8zLSZUFbO5JoVw3MJxjqXtrW2PIJEMYK9SDczpf1oNKpOz6daGqIsKqhKhqI5NQUanrGJxg4rdu2F61RpauGudZWpnjpZv794WIIgVCtH89uJis9BZWJURDkldFU4ZmsPu8btrM18tiwmAiKrP7ufdsSkQV7NzYhIOniqjpJtJxFcP5GmRRQDquYihXR0s65BnqM1HKtBzUdRbNNil2W6hr5qRI5D+9OXYsO7NRxCMyhibYsWsYFoYn6jC8dG9R4FH1rlGAiaeZuArDYsURHNcNBF3/mi9VdTx7PM+KCUSZuKXpNip1w1uYYZ5oIa9wgiyx9MRsIoSQwvzy6roTRFLnyhokYdJfzq8aOFbQkPXGE5LICpJU6ob3Odbea7e2QDcXVukOuEjFp0JFx97jeRiWg4/9x+7ggERUES+9ds3yNo4gLiKmpsy9/Ia1ePkNa+G6Lo4PV/Dk4XE8cWgcw7k6bMfF//3qk4iHJaxti6PaMPHeV1/OQtgtF/tO5PHYgTH85LF+7DuRx/952y78as8w1rTG0N0SW8Y9JAiCWD4c10WupLNqUY4LVRG9qmmsck9rOux5HdmBjw3Aqvv2j9WQijHjbSHOwwWLhqhpbOLdnol4JdoFjOZZRSbDsmGagN6wgmIsvlGzP7Er15iPUCahIBFVkC/pyFdYio3lDYpZ1TIePa0x5Msa8mWdTfK9FeyQxFZ2UzEZPMfh+HAJppeyY3gTzmxCxYbuRFDNiPfSfIqun/LHPLBs20Gl7qA5GUJ7JoKGxkQ0v9pXUzKEzuYo+seq4LxJuSLzSEQUREMS8zUSeBSrzIzc8VIUOA4QOCbmAEBbJoSGzrx/ahrznwEHtCTD4MCqgckiM0KPhmUUayYEkUd3SwSuPy73npmG5SCsMh8qF2yy5aeHyCITMioNA47tIlfUsK4zAcd1IYo8Ko1JI22e5wMzbMt2goiL3vY4Hj84jsFcDXXDQl9nApWaybycTBst6RCyCRUDYxWIIlvJd70KeqWaAc2wkIwoiITEYDGJ9/w+WtJhJgipzGT+1GgV2aSKVFzBmOfv45tlN3Qb5boBgeMwXmxAkUScGK6A45jZsOu6iEdVVBtsUtacYmbVxarOzk3fGdqbcjLTdg6Sl83QkmIRDGWvApOqSFANB5W6AUHgg3NJM4DmpAhJ5FCuscpc8bCXzlbVUa6Z6GgKB74yrjcBziZVlCqeAXkmgvFiIyhxni/r0EM2q3SmiEjFVVb9rmogEWGT3ERERl1nAoHvgdaWCeP4sIy6J/aqsgAX7NpuSYehGzaODpVgOyxlpinFJn7xsBxEJFo2q4yoeymozDi+jjVKDK3pCCp1Vm1PkZlhf6XGKsFlE6pn2M+jKRVGd3MUIe9Y6qaFpkQIiYgC3XQg8hwGJ5jwWKlXEVaZf40qC9jQmcQV6zLYcySH/rEq6poNK8ZM+6sNEyFFhCRwEHiWqiVLrOR8Q7eQ8ape2q7jVU1kFTsrNROFiob1nQlwLhBSBZRqJnKlhhelxqFUNdDwfOUAJtD6YWCyxPYPQOB1J/AcBseqQYRPSGUG8pIn8jHTfQfpGCtAUG2YKFg6M3xusGi87pYYyjVmBC546VXMfJsLzMYlz+Q6HVehykIg0EgCS1uq1M1AdGdtFYIIqIkSm/Q3p8K4aXs78hUdh/qLcAHEIiJa0xE4ThmSxLzbACYm8ryEeJgPjKK7WmK4cn0TcuUGNnenMDhRhSjwXhQUOx7xCEsP5TkeU6UCVRbQ8Mz6WaQLu04VSYBm2mjNsKp2Nd0KKqAqiuBVVnXA834k6GTUUNircqfKXioYB9Q0ExzPIxWVsa4jgXLdhCwJSMclKLIA23ZhmBZEUcRYvgZFYpFo3S1RHB4osXuKMWmUXqmbgOsiHpG8Sqos4lQQOIgCF5imR8Mi+jqTiKgiBsaqmCg1vGqOFmSJLVKYtgNJdBALyZ4BvMSEec/PyE/5NFiZWYRV0TOlF5Av6ag02Ll5enyLb3Y+sL+KtnQYxRpLK7cdF+m4imiYiVK+oJlURUhegQoAGBirQvK87E6OVnBitArHE5H9FOBYSMaatjhOjlQC8Yv3hM9kTMVovgbLdpBNhNDXmfBEMC44h8eLGgydpahGQxJa0yEcHiijLRsBDxaNpXqLTOWaAd10IBl2kMLYnArj4KkiFspFKT41JUN4++1b8C/375smPN35+h00kSWIJYbjOPS2x9HbHserb1qH4VwNTxwax9NHcjg6VMLTR3MAgE9+cw86myLY0JXE+s4EXntzH+5/8AQ6miIoVg186ccHYTsu2jJhvPLGXuzc1LzMe0YQBHFh8SOCeI4DNyUgtKMpilhYxMBYDRNlDQLPo7MpgtZ0GCP5OmSRC0rFA5NpdDzPokeKVR1jhQZEkQu+OxFRkIwpODFcCVLKAJZm0JIOQxA4FCuGZ6AdxqmxGrpbYmywz3OQJQHZsIT+0UqQVleoMPNq07JxarQCgefQkY2A43lIMg9FEqCkRIwW6rAtB5pXyU4QmK9EX0cS48WGZ3TKSpPbNjetpHPDYB5AkZDMKs2lVBSrOvuOkBSYiLMqWayKlO89wkVEpOMqRgv1ILIppEpBJSqOQ1BJKaLKqGkNJMISjhgs0mDLmpTnk8FMuyWRiVURlQ3iDc/sOBlVIHu+TQ3DguuwamCalyLG8xyaEiHUNBMj+TqSUQXZhIqxgoZImE0GupvjKNVYNbPB8ap3jFl0hCIJkCURw/k6Dg8Usa49wSreeROsVExBqcrSOYYnaiiUdUQUEVesyyJX1hBRmWl8WBWRiioYylmwbAejuQZCsgjDcrC2LQbZWxE/vXI0SxsRggmPIgloToVQrhmQRVbRiuM4qDKL6LFtNmkpVnWoMou6MC0HubLOvJ5MFg0Vj8tB6lJYEQPfkWwihLo2GX3HhJsQBJ5HKSYHKUZhlYlnqix4oiJgmux4v/DqLli2ix8+zOwBChUDssQmthMlDQ88OYhSxYAqs3ROkedQ9ISUXZtbsPd4DpphY11nAgLHUmv6R6uoNAxEvWgiywFaM2EvEpCJTyFFZB5jsoieligODZQg8CylThJ5rGmNYShXA8dZiKoSylUduumgUjehyswYe8e6LH7x1KCXksUFKY2+WbhlO0hEWFpVrcHOA15g6bqWzYQCnueC+4LAcUhEZCbUNkWRTaoYztUwNFGHCzfwIwJYBbGQIuJgfxG24wSFnDjAE3MsSKLgRayIUGUxmCSDY9vEwhJEgcfmNSls7EphaKKG3QfHgsgPSeKDtNu4V3xAEDjkyxosB4Drz/C54PwA4EWHTlZm5HkOVY1FTfrRmH7EmwsXsbCMQkWHKovYtakZTxwex2ixAbgsysq2XQxN1DBeqnvXKKtiOVFuQJZ4xEIyM6h33cAY2nXZooHfH87krgfEQhKaUyGMFhqeQGSjtz2OSEhi13jD83PjOMRDrIrYcK4WpOCpCouMUWQB7dkoomERmYTKqpjKPDLePQ0AmpMhlGpM7CjXdHafCwvobolgRGQRo+GQBEVmwtxESUNXcxTt2TCGc3UoXioiz3NoDoVQqpne8eUwNFHHWKEOWRLQlokgGVOQ8CJ8bIdV5qxpJqK6FBRnqDZMKLLAzK6jKp49kYMqC+gfM6CbtrfIYAX9J4oceJ5HZ1MUDd3yfKiY8Fr3qv9xnA4OFZTrOlo8j8OmRAgP7xtBQ2d+glPPCZ5jHmEN3fKeL2DnQlWH6TAPwKnbd7fGEFYETBQ1CCKP5pSKaoNFXbVlwoioEsqDRiAOAp4/mdfpgT+aJ4xFwxIUSUDS89/SDAtRVYYgcOgfraCmWUhEFOatCHYOCRIXXB+OAxiOg7ZsJBDqLZtVPvSFV//armtm8PzkeaB/rAqeYxUCw6rIjqth4dSo5hW5cDBR0tHbzopzjHtFEdoyYQgCj2qdjQGakyFcuaEJpZqBPUdyGCku3MjoohGfBieq+PJPDuHNt21EuWbg3354IMh5bUuH8cd3XOGtqBAEcSFpy0TwkmsjeMm1a1DTTDx9ZAI/f3IQE0UNA+M1DIzX8D9PDAJgaRKSyOEXTw7g+svb8Mi+UQzn6vjHe5/FjvVZvPLGXqgKC+FuzYQXnZ5X10yM5usIK34ZYhYhwMwmlWkTLoIgiOXGF1nWdyYADnh47wgAtlLNeelCEcUNfGIUr8pyT0scV21sxi+fHkLY86oZnGAryabN6m+PFtjEYm1rHE2JEMCxiWVfZwITJQ1HBkvo60hM+l8kQoiF2MTCdV0v7UqAIvEolDmvBDUr18PMeR3kShorye55UBSrOqJhCXAdaLrt+UwYCCsiyraBumYhE1cheUanTx+ZgGE6SMZlJKIyOK+yncCzKkW+8CQKPBzP36M1E8GJkSoauoVoiJkcMx8nDpIgQBRcuA6LGvKrUJmWg0SEVSwqlDVWMYhDECEhCn75bBah4kcE7FjfBM2w8UyDLar4Jq913QpSUbJeVIVhORicqHoCgYF4WMJE2Q7aFg1JGCs2EAvLaMtGIIt8kJpRqZvoH6ugpjNTcVbOHhAEHpLI/IQcx0VfZwKpqIJsUkVUlZBNqCjXDBzqL8K0WKRJNMT8o+q6hV2bWzA4XkW+okMUWUeHVRHpuAKRZ1FWTHgEUp6/iF9lcCqabmM0V4cgcOhtT6DWYJE20bAEWeJRtx1k4iramyLgwap5uXC9qCoOPS1x5CsN6KYJRRS9PhVQrhuBYBOPsJRBgWPRAIWyjqrGJrK6aaOzKYJt65qw70QeqaiCgfEadMNGocrSRde2x1l1OY5Dd3MMbZkIag0T2aSKQplVNEtEFFQbBsKKgFxZY6INL6JQ0ZGOG2jNhNGRjWBjVxKbe5IYL2o4NVZBQ2dpiBFVYiKkIKApGfKEGXZ+xkIiIqoE12WV7gzTxra+JkyUmMGvLAkIqyIkkUdzMoRDAyXIko22cAR6SWORTobtiVrsPItFJPbbAocrNzShORkCwCaY+YrmGT/ziEdYxOJwru6JxxLWtMQgijz62hOwPBNkzvvscL6GnuaYl/LGogurDRORMIsCdFxWqbBcNz1PGpZm5YsKYZWlzapeBNzUc8ZP60nGZKxrTwBg1SszcRWyl/4liyyqUzeZyFCqGt52THBsGBZioox4REJnUxTjRQ3drVFEvbQ2f+KdiMgQeA5lLyojm1Cxtp1FiNieSbvjyoiqEtqyEbTma7AdF3Xd9AzEgZOjFfAcD55zIAisnxI2E4Q0w/Y82piYJIsCNvckMTBWCa6lhm5CN2wgLAfHgOOYYBqSRVQa7L7niwiO63rpmEzcGC9psB0moKoK81jy0yWZSFhHVJUBh8OhgSLa0hH0tMax90Qe+bKOlkwYHM9jvMQ8mFpSYSRjMhMnLRZdx3HMUy2bjGAkV/fEfClYrNANGyP5Ojb1pGDZDk6NVRHzBCtB4Fj1OCBIIZNEAREvrVMSObQkwwirIsZLDVaUwhM0HdfFmtYYMokQ9h4vAABEkUNHUwwnhktIx9j525RgQmoqpiBX1pjXmV/wwRu2Ww4TVk2TRYtetiYNDkwIj3npqq7rIqKK2Lwmhd425lFkWDbWtMaDCDRV5DFR0gKPKhalySLvwqoIVRICYU8UebSkQjA8H7J0TA2ERxaFNyk5DoxXUaoyP0NZEhD25iB+wYZoWEQyqmBwooZ63cREseFFj7H8Y57nsGN9FrmyHoiIHdkwilUdmmGjWNFhWA5i3rzIn874XndRVWIpmoYdXJcA8+cNImk5zotEU6DKLHqxRQhDlQWk4yGUvN/NxFVkk8zDznFcCKKXSrtALgrx6ZljOXz623tg2y7+5qtPolI3gxzGzWtSeOfLLgvybAmCWD4iqoTrLmvDdZe1wXVdTJQ07DuRx3/+7LBXXtXCnqN57DmaDz7jr0A/eXgCTx6eQFuGrcbccfM6vGhXNziOwwNPD+HZYzncdk13MJj54cMn8dDeEbzh+euxeU0aAPDFH+7HD35zHO9+5WW4aiOLpPrpY/34r0dO4XdftBE3be8AAJwaraBcM7ChKxmsKBIEQVxoBJ75dvhjWN/wWzdZGk9dM6DIIjqbIljTyiZVALCuI8G8d7wAoQ2d7L44kqszP4uYAp5jkQ+CyEGrsWgQwzTQlg2xsvPeZ5l1B0tFs7yqb1PTSHrbE+hqjuHkaBnDuTpkgRmb+2nZiiygNRNGJqZOjsWmmJWqEpuo64YNKSJ4qYA8ciWWpuW6LhRRCMquxyMy9p8swLUcSAIPJRGCblhQFRahMzBeDVIY/JQx1h5m3uy6Lg71l9CUCsG2XRQqmmdWjSA10PdpCSkiilUdusGMVwHW7nUdcRimg56WGFv1z4bx6P6xwBRc90QxnmM+I4oooBE3UdNshFVmWOxXQvOPUzQkegebHRdRZJO3hm5hoqyhORlmVQEFHjpsNCXVIF3OH/YnwnLwvAupzFzXj5jheRthlXk0NTxRRjNsJKIKFFlEe2YyzVL2IleaU6xffKN1F0zM62iKoKaZKHrV0zTDRqnGJoQnRioIeSbx2XiIiU8ai0JKRNgEvFJnk7CmhIqdm5pxaKAIw2Jm2mvb4jg0UIRmWKh50QV+qtt1W1twdKiMXFkDuMmy4UoQ+eOdXqdNhKIhFuXgOi7iYSaEHh4oQRQ47PJ+v1wzsaEziZOj7BrSLRcThTpMiYciMS+l1nQ4MNaVROaF4zguBseZAX5rJoxSzYYGZohc1y0Ylg2eZ8E6iixgJF/HWL4Oy3GDqCXTdsBzwKH+IiaKbIIeVphBdyqmIKyK6B9l6TfRkBSI0jzHIRWT0dEUxbqOBHiOCdVPHh7HeLEB13GR8CrOSV71RnaMmFgsSXwgFj1+cAyW7QZ9JIqTi3GtmQhOjpYDzy4AgbE8BxaJk02EEFZE5ADPQJ+JLoZlBxXWOr1UXhZ5xaNSNzFebODR/aOsfy9rRW97AsO5Gk6OVoJovGrDhG0zv7qmZBiWXWXtdOFF/4SDFGR2XFi7ZUnAtvY4To5WWaUxz6Mp4qUa+vto2S4Gxque/xlLtbu8N4OHPLG/IxvB0aEyxosNhFUJl61Nw3HdINXIjyQTBR4hhXlzcRyb8OcrmlcxcvJ4tmejCCkiRJFDJh5CpV7GRJFVGdQNllbIvJwc1HUmsNoOkIoqTMjiJqtnJqMyLMtBRBVRrZtQ26aPWW3bRa3BRFwATCjwlAndZIbwhuGgNRNGMqqgKRHCeImlz/rCxeB4FeC4INJO8PzuFLgIKxJiYQkcgKZEKEj/9k3pR/N15CsaClUWubZrUzP6Pa8rdm2LKNeMQLhXJTHw6XIc1l/hkAwUGkjHVWQTIYx43nKiwKNUZSmmbekwVImJYVesywSL05LAYShXg2ZYyHrirO9b5ouUTPwXvQqrFnien1K4DME9uTUTQbVmIKKIEDjOq1hpB8czFVNQqhlIxRTw/GTkk/8b/r3esth1kS9rwb1NEnkcGyqjUGYLNqmYEgTROI6f/h7G1jUp7DmWg+u4QeVx9gPsD99oPBVVocgiM/k/VQh8C13XDUzjAVYpMB1TMZKvM28yjkO+rCOkWOjrTEJomKyiqiqiVGORpumYis3d6eDzANCUCgWRWWdi1Soyruti74k8fvTIKew7wdRSnudQrDKzrzfeugGbelJoy4TJYJwgViAcx8zwbtregesua8PTRybwwNND2HsiH1SXEbzKSP5KAsCqOQDAN39+FN994Bgz5TOdwDhxy5o0kjEFg+NVDI7XgtcBoLM5io1dSajy5K2vKRVCb3s8WEkGgF88OYhfPDWEt/zWJjx3W/tSHgaCIIi54Vi60USRVeFpSqpQFRHpmALDdKDIAixP6BkrNjBRZpMGf1Dd5aUxl+usKhaAIA2trzOBtnQE+0/mkS9rkEQe6zoS6MzGwLmTKTm8F2V0wqto6ldt0ry0GP/e2dUcxcFTBfzPE4OBB8ra9jh4b9DLzJ6np2sBbJIbEZjvEIs0YanbQxM1aIaNbCIEQWDeNTzHUhDDigjHtbC+M4mWVAjlugFFZh4k/oSFVe1izw5B4IMoFD8lT+CAkCrCrDHDaD9NiaUQTk6gWDl5VtkoEZWhSCxdoVRrYGCiir6OJNIxFZm4wkrCu4BuOYERLscBhs18peIRHs/Z0oqH940EZcz9ibIoMrGhUjdQbZhwwSwjKnUTdc0CL3CIR2Vs7ErgV8+MBM9J3fPDsjH9WRkPyywaRRJw5YasFzHBqjoVjungADx9dMJLTxQ9k9rJyQsAxMISOrMRlOoG8mUtKPntzlK8hw8qA+pIReOIR2RYtssEuSnnpN8fAJBOqFjXkcAzx/LgOLayrxl2ICZZNks7jYRY6tZYUcP29VkcPMXG/Wzi5gYeTSdGyjg5WvYimExohuW970IzLLhAEPXMIq9ctKajqOs2nIw7LWWlNRNCvsTGG/GIHETvPbx/BMmogp0bm1Gs6hiaqCPrmfO7DotKaugW1rbGcXSoBMdh3jSuC7jdblCxCgAmig1YtoOIl1LI0mdcRMIS0qbqmbezPlzTGkM6rqJU07H74DhaUiHUNFaJcJ0XbZaMKcgmQ1jfkWBVw6ZE2ySjChpJC5YX2WNYDiJAcF0wM3AXxZoORWSC8M6NzZgoNwJDdw5Alycg+ZGBqiICnI3LejMYzdfRlAxB4Jnp+JFCKTCLj0fk4NhLIqsAeXSwBMvLS5NEHvmKjvLhCTSnQrAtVsWu0jDRlmHpboMTVfR1xBFWBQg8q67IeyLzRIEVMJC9aBV2bXFsgu6nwYGlr2mev1FrKgyR47GpJ4UDpwqwbH87Fo2VTaio1P10Kpa2yXPsnmVZDkKqANMSA184P72wIxuBZTEvpqFcNUjJDa4VjnlRVermtIh7VRICo33eS6tNRGQko0rgN2aYdiAenBypIOKJh7x3Hce9Pvf90o4NlVDXbcTDzJRb1y2YqgTDYCl2pZoRGHZv6EqyQgc8h1xJYxF6lo1ag/kFdmQjXkEICW3pMBRZgAtgU3cqiNw86T0ndK+QhCKxVNFMQsXa1hj6upLoaYvjxEgZhYrOTNA9YUyRBES8yMxMXMVYgXnG+kfIddm17Iu+LGWZpRZGwxIaho2uliiSMQW+XZwL5mPVkgzDsG1ohoNYGBjJ15GOseu2UNGCtF+e49DiLTSwiCYuEOFch1UhLNXMoA0s2MWPdgohEpIQUsSgwlyLl3XV28aeaRwXwlCujnyZeYsJPIeaZmJo3IVu2bBdF6mIjJ7WGE6NVT1fQNersMeeKS2pEPOXwiS+X51/n5VlAQ7coOqmJDI/RdsFeGHyk23pEGqePx2LVOORiqloGCxlu68jiVLNQFMyhKFcDYrMKpnGI5Ln56jB8YT0qff4+VhV4lO5buDkSAV7j+fx2P6xYBAjCkyBZVUwePzxq68IVn4Iglj5SCKPnZuasXNTM0pVHY/sG8WjB8ZwbKgcbJOIyGhNhxENs6oX+ZKG4Xwdo15VEADYfXAcuw+OT/vuf//hftz7q+NIxRS0ZCJY0x5H/1gV1YaJTFzFzo3NeJ4X8eSzoYvdbLf3ZYPXvvbfh+G6wEuu7QkGhARBEEuNL5gAwPa+Js/4MwqAQ2s6hGPDFVi2DZ6bHNL5woAsi6hqdRSqOjiepcuYJquW1JaOwPUm7syzhYk6nc3RYOWbA4f2bAQD45MlpBNhBbW6iXB25hByXUcCe47loPmr7N5gNCSL0wpUAFPKNAscDg2UkPcikNIxBTzPKp+Va2awXTKmgMekx01WZhPytkwYuw+OQ7RcdLRGMZKvwzCZt0alzgQe3/NDkng4DhNmrr2sFdWGiZFcHeMlNn40bYDnmLDSmg5jwkuD001W7U0UeVy2NoOfPd6PYlXHcK6Ovo4kRIHH9vVN6B+rsQihKSKQv9rsMzhRQ6lmBB401YY38RIFREMSRgsNlCoGdNOC4kVw+RXCRF6E5X2VvyrelGT+Lk1JFVN+BlvXsrSTfFULUgzBsSgNP4prKkIgNrKpXjQkocmLFEAd0yb0fqVbgEW5jHo+VabloDkdYlFlLosW23OMpSTWGhZODlcQCbFqgazvWZRccyoUmN+b3g4qkoBsQsWxoTJ4jk3S2jNhSALzR+J5DhMlDbIoeFWhbEwUtcDIudawYDusIqTAW4hoNlJRGSO5GuIRGVeub0K5buCXTw1BM2xcf3krRvJ1tugFoKslholCHZWagfUdLHJwKF/HSK4Ox3FxarSCsWIDnc0RpGMqRIGDYTrIxBUMTNSYj1pUBqrMrDeTYP3Tkg4FwqPvncUipJhnS2smzERMwBPPGFdvakG/5/VVrOpeJAUbGx0ZLCIZVdDXnkA2GcK6jgTGig1WjMATVJoSKuJhiYnIHDBR1JCKsmvNsl3UdVZVMBsOBSmYw/k6To1WkIwqSMcUdtw2NOGJw+PBNcyqbcno60ygryMBnufw8D4WMaTIAmSJx8auZCDsPWdLK8o1I6iuOZyvYVtfFuWaEXjXWJaNSsPAaKGBWsPEmlbm1xsLyShWDURUCYbFqoz50VGKzCq0mQ6LAgKYgHRylBlni54AXWtMHtM1rXGs70wG5et9RJHHk4fHIYvMXFvzqvXxXkSOv01vWwLHhsqB0OGLFN0tzJ9NkUVs6klD4DmvIqUM23GhSHzQ7lKNVSfr60yw9FmXpc/arov2pggiioTjw2VYjgvDK0oQRNDYLkSJx+aeNCuW4LiBmBUJiWhCCLrOxPNkJIITI2WYtgO3rKElFfYqoLIFjo4s26+QImJtWxym5QTCYDw06VUEsIWGjmwE1YYFzWS+SU3JEPMcmnIcDdMO0knXtsVRrOgYLzTQkg4HCqzlMFHfbzPHcShVDBi6BctxIAh8UMhgKFeDJLHIUQAIKw40jkNLJuJ57dme7xzvRckxM21FFCEIPFyLVb8TeHYP9PvctNn++f5lfZ0JHB8qw/aiV3s7EyhWdHQ0RZArswi1SEhEJCShyUttBgCOx7RMq56WWCBMggNiERmiyHleX+y3BX7SO6xSM5CMKGhJh8HzHNa0xnDEM1pXJAFHBsroH2Oeit0tUYgCK5zht10U+EC4t20WqTySY8dOFLhgkWJq5JN/DHxxtLslit72hCf8u0HUmCzyyCZYdcNaw8SeYznEw7InzgLt3vmzEFaF+PSZb+/BgVOFwHzudPwbayau4h0v24L1nckL2DqCIM4niaiCF+7qxgt3dWOi2MBjB8fw2P4xnBipoFQzsKk7iQ++4UqcHKngr7/yeJCrnE2o6GmNsfQAy0GxoqNQ1VGs6JgoaZgoaUG1jNOJhdkqTls2grVtcfS2xbFrc8vkg8my8as9Q7BsFy+/YU3wuakDcIIgiKXAtBy0ZyOwbRfZZCiYJABMuBjO1ZgZbDKMmDcY9O3wdm2eLNTA85wXeWAFETKJCIuUODVWCTw+xCmropf1phFRJQzlaiy9w3bR2RzFZb1p7D2eD3wrAGCi1ECpamB9ZxKlKRFOve2JoFre+o4kxoqNIHwfALasTaPhpXblyzp2bGjCpu4kJJFnZbE54OmjOWQTKkzTCQSWlkwYHMdWsIdzNTaZUkU0J1mEVW9bDMO5BkSeeQ/BSynobolibVsCisx8stoyEYx5kVxdzREMTtQhCHyQxlj0xAN/8hxRRTR8byphMsVFlVgUDgBMTT5oSYUQUSUcHSrBshzsOTKBXFlDNMRSclrTTOBJJxQcHwEiioByXUc6GYckOOhujUIW2YSruzWGWoOVBPd/Kx1X0deRgOn5xfhIooBt67OBEGB41c803WIVyEQWZZBNhNAyZSKWjikYK9TRno2gUjcxNFGFJE737LEdFpWiymKQaiEKPJqSIVy3tQ2242Ikz87L1nQYY/kGq2IlMOEkE1eRiYdQrOr47gPH0JYJo9owcXy4jPZMBB1NEQgCh2s2t+DhvaNo8s57P4Ws3YvA4D1hzq/AGA2zqANBYH5I5ZoReG8JPNjENaYgpLAKV7WGBU234cINhIOe1hj2HM3h4WeHoYg8ultjEDwxZmi85k282cTPr9TWnAwFZdB9o3OAFUCKheXAoywdU1CsTVY9EwQWAT5ebCAZlaHK/LTqbb5X7ebuFCzHwXixgYZuBp/nOObZEvMWxEzbwfHhMibK2kyxl+eQiCoIhxoYK7AJuX9N+H5Vqiygz0vR9b8/GWWT20REQSIy6Y3JgYmHsiQgE2VRf2mv+ltHNorBiSo2diVRrhsz/DRdb9+7mqPo8YSl3QfGYDkOwooE20WQNqWbNo4PlSFLPJIxBZk48zlyHCacSyKPTd0pr8Iej1LNQDapIlc1oUhCcJ70tseRiipwXQTimi/knD6KG803EI/IkEUeh/orMEzHu15YVbWuJhZd88yxHDqbouhtj0ORhCCFKhVTkIqpqGkmetviGC9pKFT04LzgeNbvqixgvNgIhGjAj3hiKWkCz+5XJ8cqgM2EVFUWkfLSGOH1Aau8pkzbh3UdCRwfLmPzlhQOnSrCdl2cGGULugLHvJB6WmLgeQ4bupPBteXjixiyyPyJDNNhixNNUZSqBrLJEAqVIgAE/ZsradOiasBxaGgmNN1GrcVE/3gViiigJR2eljJ2ehSl651gEVWCZU1W0AOA7evS2MMBPS1RPPD0MOq65aXAMd+sbFIF753X/jXA8ZOLHWFVxDVbWgAAdW1SiIyHZWTiKjTPGDwSkhALy+hqYv5wvujYkY2gf2xyMcaP6svGQ0hEZRwfLk+7D/sYBqtGKkts8cjxnueZBFs8GC9oSMYUlGosGgwuEA1LQYCNIgnYsiaFfEULKgm2psOo65OFF3rb48Fvs8WRWnAdKZKAumCzFN8pAqHfVP+5X6mbODZcRldzzPOKZPsqetVre1qiODpYhmU7yCRUZOIqmlOhac+IM7EqxCfTdmBZLNx8bVscAsfh8UNjMLzVkbAq4rU39+HGK9poIkgQFxHZZAi/dU0PfuuaHowVG9h9YCwIh+1pjeGVN/biW784ilhYCgQmALh2ayv+5HXbATBviUJFZ+HBgoBTg0XkvIHAhBc9NV5o4NBACYcGSvjlU0MA4BnxxrCpJ4Wta9L4i7ftwqmxarCK0dAtfOxLj+PGK9pw267uC39wCIK46OE44Iq+DDhwzCB8SurGkYESxop1JoxwHEQv5QyYXH0WpvhObO5J4+hACaosBJV4UjGFVWyTmHdGVGWrwpxXhjni3e94jkM2yUQUFoXleh4y7MsN08aRQSbuhxUx8IUBANETCHiRQyahotowUarp2LomjVRMRUgRsaEryUqd1020psOB116wauwRCYmoazbScQURVfIqqLH98YUznucQC0sIyRJEUQuqiwFssbKnJYKta9PYdyIPjmOr6ZbNUht4nkNPSywQmvxpaTwsT05kOGYOztLoJtvHcex4GaaOtkwUx0fKSERl9HUmYXlm34/sH0GurDHfIYGtJEe9NBm/+pn3w2wBBBweOziKYkXH4EQNx4bLyMRVvPDqLuw+OBb8riILMBvOrJMeH8Oyocgs4iJf1qDIYpBuNzU9a8eGLDIJ5gHSP1pBXbfQlokEE3SBA2yXRUhMnbz556so8BgrsFLzlsUMfrtbo0hElKDaU1gWvdLxrieaAYWqjlxZQ29bHM2pMGIhCSO5BvMzao8Hx7+umTgxUoHjVcVTPU+xa7a0BhNmx3Vx6FQJIVkMzIGZeTE7F1s8wc92XHQ2R1jUlDd+aEqGsHNTM/onaoipk+mIPn40T0s6hNYp1h7lmoGjQ6VAGEhGFMTCEvrHq4FReSIio+hFulQbJprTYVS96yYZUyDyIVgOiwDrao4y361kGIkoEzryZS1IUQKAsCzBhYtcScMNl7dBFHg8fXQCJ0YqzOTeZL5Hqiwg7kXwwQUcx4HtVebiOCYoXt6bmbafvvdaNqnCddhEuCUdmlLBi0XJ3XB5G+q6hYmSFohPXc1RNKdCUCQBDd1CvqKj3zPhHs3Xsfd4HrLM4+pNLVB41mfb12dhWg5CiogDJwuIhiSsbYtB4P1rXEBLMoK6bqIlFQKHMBSZTYhDihT0QyfYRDmdduGaNp44xK6T5lQoqHI39Xz18dOSARb1p0gCYl7qqO2wog4cmJDR4aUeXrWhmVURm2XuWdNMWJaL4XwNDd1m16jlBPdonucmK2QqQhD5JQo8Nq9No6azlLy6ZqGzKQrbYZExBa+ypqoKqDTYvX62mW9LKozmZAgcx6GuW+gfqyIWltHQmck+xwOSb049S/v98z4TZwu7llexsrMpimTUxLPHc4iqTOz1BcSu5ihOjFQgS4IXpcVSY6MhOQgg8YWPqfcqP0LV9oJJskkVLQkVgsCh2jDR5FXsU0QB2WQYt1wZ9gRbVl2vvSkSFCZg/cqEJz86lDutr338Lo+FZciSgA3dScBl9wA/EqizOTrtM5FZPKQ5jgtE25F8HTWN7Y8wRXQ9NVaZ5j3oeznqBvOMasuGAyG9XDNRrBpoz0bQ3RKD41VTDKsS2jMRVL3vT8dUZsLu3buu6M3gmeN52I6DkGcq7jguWtNhREIS6poFzZgcHyRjcnA+mha774gCj85sFDEvym3LmjRcxw2i3k6NVVGs6djcnZohWC6UVSE+veQ5a3Bk4CkkIgrquoW9x/OBweDzr+rES67tCU44giAuTpqTIbz4OT3TXjNMVuXlrb+1CWFVwhOHxvHLp4aw70Qen//+PrRnIxgvNgJBiT3k2cRIEnhcf3kb/ug1V8CyHfxqzzAeeGoQDcNGXbNQ00wcOFXEgVNF3Pur4wgrIjb3pHBiuALXdVGuGRiaqOHAyQJuvKINYc8HgwRwgiDOF4okYENXCo/sZYa8fmnmsUIdE+UGGrqFde1xdLfGmJ+H52Uy231IFNjAX5GYN1LFS/2JqBIuW5vBRKkRTJzZBG1y4HzZ2jRG8g3EwiKODpWDiPOpE6mpba7r00UJH8t2MJxnwoQqT1Yd9VeVz8TmnjQkkQ+EFxbJFMNwjpmlarodeAzJMo9t67LT0kDWtsaxoTOJZ4/loHvbmRYrre1HcURUOZhg+PvlAuhujgXmqm2ZCCzHmSbaAMCOvibUDQuxEKt6Fo2qwXshRfS2r0H2jNNrjcm0QuZRxHy8upqj6G6OYTRfRyamBka/IVkIBJ6pLMTbdGNnAk2pMAzTxprWGI573iynm8QKPB9MHNsyEZiWDVkWUGPzG4giD8OrEBuPsCgQPxLAP+98wceyHWzuSaO7OY7+8cqMNrWkw7jMEySTkTQ6m6MQBB5bPeuMJw+PQzdt9LbFg+OkeV4ywGQ1SN6L5Jh6PEwvhSt4jWdRaIZlQ/KOnyoLUGTWF/EI8zJLRBWWruYCjjV7xoUk8jOq7aqygJZUGLIoMC8bMJGif7yKkCKidco53pIOockNIR1TcQxMfNINGydyFYQUEdmEGhxLfxKsSEIgtqbjKoYmapC8imIpL5rLPw4Cxyb3osCE5KZkCFvWpINKet994PiMynDzwfHA5p5UcN6JPPON8ytudsZVhOTp8zBFEnConxnHr+9MBuLT8ZEyi35LqpgoaSh6i4MTpQZaUmGsbYujPRtBsaYHwrTf973tMew7UUA0JGNDVxLVholTo1Uko/KMe0h7NopCoYarNjRjU1cKpu3g6ND06Pep+37lxiYUqhpG8w2k4wp2rG/C4YEiACZclWbxq5NOu3ZOh1UANaDpdiBO6IaNntYYhibYfTCTCOHIQBGqwvzdUjEFo7kaDg+U0NUURUcmgpAsIhNXcWiAeZ31NMcgiTzGCw24rosjgyWIAo+u5iirWjhFKAcmM4RkkUdEDQXCkmk6sBwXNc0MhEMfVRHQlo4EIsTUe05EFdGeicC0WdEF/71sMoSs5w1kmMyTqK5b0A0HSS+1LnjGONNFwLDCfN0iIQmW4xdcYH5rmbiKdEydJiDxHIe2bBiOzTzWuptj4DkejusE2/npqxzHFhJO1+b9+6brMC8pw3QCgRpgqdCnM1VQ8r3epuLfk7b3ZafdW32PKN/HtqMpirpmThPhoiEJE6UGizKMshRNnufAg8O69viM35oUgpmJvKqI2LmxCYblYM/RyQqs0dP6kPcKanDgggg0VRaDYm1TBbf4ac84zvtvVjVvgaw4xUY3bHzsS7sRC8u4bVc3To4yjyfNcIJVtWhIwguu6sQtV3XOWJEgCOLS4fbr1+JF13QHN951HQkcGSzh8EAJDz47MmN703JQsgyAPfPxwNND6OtIoK8zAct2cHK0OuMzAJCMyqjUTTx+aByPH5ruKfX00Rze88lfIRGV0dMSg2bYeM3z1qGvIzHrdxEEQSwUf/Lgui5Eng8Gj34VN82wUdctxEIy+kergUfH6eIE+xIuWPNvSYeDCngAG4z6KT7+YNi0JyfeYVVCbzsbb2UTzJ8nX9GCgbYoMCNtgFXs8hF5fppH3pE5Up/PxMauFGqa6XmUzIxc6OtIeKu9olfNSkJElTCSr6OuWejrSGBzTxqyyGO82IAg8IjJAhRRwFGuBEViqSACz+OKdZkZ3w9M97TY0JVA/1htWvoLALQ3sW0mio1ZBcBt61h0hz+58b09AOb1EwlJsGwHHVk2+NcMJvww02Ygm2CphaezEPFJ8ox/eY5V2EpGFbSmIzP2AZhMxeB4ZlzrH+P2TNgzKPZMpMMSMgkV2QQTEvxqs2ta4yjXDMQ9s+R4WIYi88E4HmBG9d3NMdQ0ExMn8kjH1KAalY8iCbDs6Wk3QTQez0p++xNXx3HxzLEcRIHH1rVp1DQThsmid0zLQcLzUvFFV78NHMdSFyWRR1s6jLAqYWDcRjyioFbTYTtOEDW1tjWOum4FJsLHh8so1Qxs6EwgFpa9yBILA+PVIBolqkqoamYwuQbYdS1wLCIj56XMSF51Qw4sJS2iSqhpZhDtvbYtDlHgMFKog+c4bOvLolDVoOs2rt3aGlzzl61NI6wIODxQgqIIiKlykF7HcxzWtsWxa0szRJ5HRzY657kjCkxgsx1nxns7NzWjVDOw/2QepZqOzT2pWb8jX9GC79rck4YkcNhzLMcmv2DXScOwoBnsWvSFYt+T6+RIBcmYjKOe/2dYlbBz02QqsWk5KNX0IN1tNiSRpev59yVFEqCbNmIhedq+815EI9LApu4kTIulAjPfMxcAiyBSpYVPncOqiIYuoikRCiJ/QoqA9kwkEJ9iIQm3XNkJzbACgabasGB7Zv2RkIS13nXF8xx0Yxzt2TDGvWgXnudQrpsIKQIODRSxa1PLDF1g6r9dTN4vhnJ18DywuTs5o+0RVUKkdfY5NueJ/nPhpxFyHAdZZBUAWzMRbOia/B2/IqUkCDBdG7GIjGRERiwiI1cxZqkUN/tvCQKPWJhVGHTcyepwp7WY+Tlhuvrk33urmgmO4zAwVkUsLOGazS1exb3w6V/kRQGr4MAFXlU+jusGCy/MY2yy0Ru7UxjO1ZGJKzg2XMZwrhaYfBcrOnJlHZetTSMaYmm6Ozc24cTIpGDvRwGn4iqqmonmZBiqLASirx//xnkCtOIVzZgahXxFXxaD41U4rsvS7D0xWzMt9LTGmCddauY+TyWbUGHZDmSRx1ihDhcsUmwxxd1WjPj01OEJfOPnR1Cu6ajrNoAa9p8sBO8rEo/L12Vx3dZWXNabnn1gRRDEJcfpecYffuOVmChpGJqoYShX88q86p4HlIHalIHnSL6Okue/8JwtLXjmaA7PHs/jt5/fh/ZsBJbt4r5fHcd4qYGOpghkkVV8KZQ16Nbk043jgFLVwHGnjErdhOO4ePDZYfz40X6saY1hW18Wm3tSFKFJEMRZcdXGpulihi9epMK4vDcLUeTRlFRRqOpY2zr7pMCP/GTVbJRFeTRMxY92uGpD04zoDwDTok2mThQB5t/iY9ozJ7VzwTxUlOD3p7YFADKJyRXoHeubgr/XdQuVBivj7ZeQ72yKIpuwA/+VvSfyEAVW4We21WUAgUH05H44qDQMjBcbsy+CzjEOFwUeO/qagrS+asPEAa9yW1iRkE1MF19YSrmArWvTaE1HZo204AB0tURRPm6gt21m++NhGeW6EURpKbKATXOIBQAzwS7WZkZ5yCKPnp40HMfFaKGOk6MVtGfDiKgiK7XueZ8A0/sLYOdEqWqgWNXRkY1iXVscYe+4hVURl/dmZp28bFmTnhFRrMgCNvewSBbdYOlMqagCzbDQmGLQbVkuGpqFRExCIiIjEVUg8BwMw0aHJxLyPDctYiY8RdiaiiIJQWrRVPwIr6n+NSFl0lMGYMbvtmcEffou8sLkpJqJaUowTtjUnYLrukEKqiTygc8UwNK6ZFFANh6adg5KooBomHm5GaYdnIv+77jedyleat98TBV6T+8f/18juToe3T/KRK/T0mQv780EAmBCnJyoxyMyupqjaE1HUK4bs05ei1UduYqG8VJjzugsRRKC6pdnwv/+7uYYDg8Wp92ngn3iOMTCMmqaheMj42hPR1gEis2KNGzpSk8Tp+ejty0eeJLCRSC83ryjAzzPMQEqV0NTUg2Ef5+2TBgt6VAgoozm63BcF/GwhGwyFAhPALsue9sTqGmW53M0sy1Tx56W5UCRWFRTayqMhmHPEH3PFV9E5MB8XDuboggrAoZydYS8yL3etjiOD5fR0xrDM0dzaM9E0JoOM8E0asE2rXnTiP39LFR0RFQRYYVFHharOlQv5cyPHtq+PovWdBi5UgOiMN2/bvIL2R+VuglZEtA7x7MgpIgwDCe4h09r0yzt86lpJuIRCRu9e1ddsxAPy0hEZOw/mYcqC6hrJt764k2TaeLWzHO0PRNGzKtc6KfDu64bpNH6NCVDaEqGEA1N9r3rutixvgl7jk7gYH8RPMfhFTdmcXKELa5EQ9IZszfiERm5soanj04AYNdV8yLPnxUzExovNjCarwdu+tm4grZMFO3ZMDZ2p7CmNUaCE0EQZ4TjuOCmu21KtTpR5JFKRTA6VkapaqCmmag1zGA1OxaWcfWmZqTjKnasbwqq/PziyUH0j1Vxao6oKN8MEJjMW//afx8Gz3HoH6uif6yKX+0ZBs+zsNmta9PYuakZ7QtMMyEIgphrQChJzGyW5ziEVWlahU6f9R1JNAwLsiSgPRvxBvRzDzB5jkNbOgJZmn/Mdbp4NV5soFI3g9S009NwAGaCW6rqKFYNZOIzUxYWy2xRGVOp1NniwrQIB56bVpGoJR3CwFgNhmWzsvFTEP20u9PmQIPjtfkbNsecqVDRoRkWsgkV0pRIDwCBR8dU0nF1RjrMbERUCbs2t8z63qaeFHTDXvDix+kTfd+fKBKaFGbaMhE0JUMQBZaiFw3JEGYRV3zGSxoO9hcBsBQfP3prvNjAwHgV7dnInCvus537V6zLQjMsjBc1jBXrLKKL5yCLQrCfyZiMumZC4Fk6Jc8B+bIOWRaQiMzvVSKcdgySs0SHASwtx3bcecUPFpnNed97WoojxyEdUwPD4OZUGL3tcbiuO6vQONtkfP/JPMp1Azs3NkMUeJwcqcDxorVa0mEcGyxBt+wZ+6TPkVI4lWk/N+XjTx2ZQKGisQgLWYDjuqhq1kyPNlVC5LTTNySLaOjsnJFEfs5+T8dZpbKmhIpjI+VZtwmrInZubF5Q6uCathjasxGEVRGHBzFNqPTpaYmh1rCC6moT5QaODpYQj8hY35nAtr7Mgq0VfEGJ+WFNVmX2/aK6W2JoToWgznKf9H33AABeRI5p29jUPSkab+pOodYwwfM80jEVrem5FxPWtcfR0K0g2ioRVWYVU88X0RAT8IJdABPs+8cqSEUVpOPM62+LX5meg1f8QEUsIsOwa+BlPqjyOht+oYWRXB1VjWUmpGPqtMUHfxwfUSWIAo+W9PRx99Tngp9id6b7pAugOR1CtW6iMztdvOU4LogWPN2JKxFhZuIhWcA1m1vw2IExVBsm1rbFkYmrLHWwNQ6e47wKnczHEZj+LGURp1MirryL9PSzUuBnRmbB9VOGWZEB5sklYuOU82ohCDyLEoyFZIgCt+BrwmfFiE+3Xt2Fm6/s8A4GeaYQBLE0yJIwY1XW58Zt7bhxW/u01953xzbYjoNCRUeupCFX1jCcq2NwvIbBiSrGi9q07SOqOC1UFgB4jlUkOTzAUgJ//OgpdDXH8OE3Xonjw2VEQhLG8nUvtWX21RaCIAifBcy1AqZGBfW0xnB8uIzOpvnF77OZmPh+Kt3NUURD0qwpC9EQW7HtaJrx1qIIKyLqujVjgD8X840rYyEZksgmh6dP0GWJVf+aWtUOANJxBYUKS0GY/Qdnf/lgP4tyMkwHPa2xIF1oqqH5QlnbFsdovjGtf2eD57hFRd1KU1b0t65JY6KkodowAzNgH39BuK5PRhzNtQ/xsMR8sHhmWBykk4JFw5nmwqPgADaBkkRvgguWeqPKIq7cMHlixcIymlIORN/UWRWhyizy70zHbEZ1tjkiMHZsWPyJ3NkUxcD4pEfWxu4k+seqnq9kct6IxFhIxgjqiIdlZBOqZ0DPJtj+RNr3VPPTYB3XZS4t3vs8x2FNa3yG19fpuK4bpCm1pSPTJuqaYQWneCamwAECv7kzcfm6DPafKODoUAlX9GbmDCzw0ycd151TfAIW5lnlf1/gTRQPzUjBAia954RhDoWKjmRUhusyI2xJFM5qfspxrJ9b0qEZgvxswhMApOJsfBoJolZYH8YjMuJhGamYgmRUwXO3dcD0KqjNh8Cz87+vMxGcF0uJL5IGx4vjgnQ0c5Zonit6s8iXNTSlQpAlAddeHke10kC+rE+7H51ONsGi/goVHSdHK3Pej5V5FlI2dCbB8xyqdQNrFzD+9hdXomFphhk5wBakbQczngGbe1JwXDe4jsKKiKpmQjNYamUkJKEjG4Fh2njy8DiiqoQNXUlmRj7LsxRgEaX9U+4l05jlXPXPeM1kvmPqGc6buWjLROZNuzwTK0Z8AubwKCAIglhmBJ5VJTo9JQJgg7ChiTpOjVVwarSKl1+/BsWqgT3HcvjBgydgWKySj59uwnNAQ7dxarSC7z94HL95ZgSjBTbxUWUBd9zch44sCz/+8D8/hNZ0GP/fW64GwAaD/3L/PiRjCl57c1/Qhj1HJxALy1g7S8oFQRAXN4vxWmhJhdGUCC14wrYYZJGVNY+FZbSfZlJ6vtmyJo2hiVqwsn0mZskODNi6Ns3Ka9v2gseh3S2xeQff/ve0njZpCMkiGoYVRP5IorDgyI3TaUmFz+jPcTZMNdSVRSGYw5hzRMpMN/qe/TtjYRlXbmyCIgnTjnE2roIHkK/oKFT0WReF5sOdY9UfAJqSKvPaMSyEFPa7C40ka0qGoDtASGSeNcpZTtJmY6r4BLBzqbMpCp7nYNsuTo1WoHjm5aeTSagQxTQiXql1P+XG8YyJAaCrefp52ZwKBwbtPq3pxZ03s4rRvimzZ4Ydiyzsmuc5LojqWoiYs5j720Lpm+J3Nxtr2+JY28Ym93tP5JGIyGfdDsdhnmUCzweRLGciHpbR0xoLIuZ2bGgCXHYsgmgh+CIsj+PDZYwW6tjUnUJylgpkswltS4k5pcqcj19Rzze/nkpYFRFWJ4Uc2TPXTyzgnFJlEW0ZkfnnzdFH84lz/v2grlkzFh9mwz5DunjglzfLe7O1r+CZovtRkb7lkCSyiM35xvX+db2mNY6Np/l2zRaNebqIHjlL3+wzGe2fiRUlPhEEQaw2VFlEb3t8WsSSH9LclFRxbKiMNa0xHB0s4/hwOYiK0gwb33ng+LTv0gwbX/rxwWmvjeTq+Kf7nsV4sQGR53F4sARF4mHZDkKyCFUR8M2fH0U0JOH9r92GWsOEwHP4jx8dRCIq47U398EFEB6vY2ishHhYwYauJB4/OIa6bsF2XHBgkyXfU2LLmlSwIjcwVg0qYAgCC9XlvWog8YgcTCRKVR224wYP3qmDnUREPmt/GYIg5iYelhctXCyF8ARgWtTJUiMK/IJWXjd0JmF41ezmo6eFTXxmVCwN/jp90N7QLRgmS2WbbWITUkSs64ijNROBY06m92ybJS1ypS28SlPaIwgcmpNhWJY7Z1ntkCLisrUZNHRr3iJAEXXmezzPQTNt5CvazBSRBeAv3JzuycW+m8dYvo6e1jg0w5pRmXA+eJ7DtvVNePrACE6NVgKz9vNFRzaKUlUPUmZ5T2TQLBtDORa5NJewOHVCzrOwGkw9hTqmGOObloOhidpZtf1MwpA/UVdlYdYIkPnoao4iGVMW3K5N3akFxjieX0SBDwTus71tFrzUsUREnla04ExMneCzfp57Wz+9+FB/cdb023hYRkc2Os18eikJKQKK1cngG0nkkY4r2BWbaYZ+vphN2OnIRmHZzoLusQtt15muC7/a6pm286PDxosNZBMh5Msa8mUNosiDN7kFLSaLAo8NnUkIAo/4aaJeNCShMxtFvqIFUWenB3Au5p54PiHxiSAIYol4zpbWIMT5usvaYFoOHj80hv0nCjg5UsFYsQHtDKHqmmnj0f1j017TTQc/2z0w7bVqw8Rf/sfuaa+NFRv42Jcen/aaIHDY3J3Cof4ijFnCnwHgms3NaE6FsXNTMz7z7T2YKGmzbvfCq7uQSai4dmsr/vbrT83pg3LZ2jSSUQWvf8F6fPPnR1CsGsiXNURCIl5+w1p0NEURUSU8fnAMAs8vyleBIC5FsgkVsbA8bzoBgQVFuQCY03B3rrS+sUIDw/kaetsTs5qtigIHWRIgCDycmbrIisZfXOA5LkhVOlOkiJ9OeTa0pEJIROSzii7SjLlTebqb2cTTtBxcvan5rJ4pIVlEKqpAOceV/tPpao7OavZ9viNUOM5bWJondWk+NnQmZ40GaUtHoBkWetsTGM7VsPvAGHrb4wu+3kKKuChBbLZontVCazqMkXwdm3tSMzyxFsJ8lfx81nUkMDBWnTPCR5bObC5/PomEJHQ3R7F1bQaFso6mhDpvxbqlYjH7vND7QzIqIxNXFx2leTrxiIy6zqIyTcuB47poGDa2TolsOxM8z817zXU2R9HZHMXD+1j1b//+sqUnjXxFQ3Pq/BrNLxQSnwiCIC4QkshPE6QANngeKzTY/8UGxosNFMo6ClUd1bqJ97z6MuiGjScPT+C/H2eCU09rDIblwDDsaVVPFoJtu3j2eH7ebR7xxK77Hzwx73Y/eawfAPDVnx2edzv/9379zPCM9/affBIAW9Tzh92t6ZBXLpbH0EQd4JiApUgiZIlHrqRBkQV0NUUge6/JogBZ4r1qLxx4z2dBknjEYlXUqjps24HluLBtF7bjwLZdWN6ftuPCsh3Yjgvb/9P/399+yr9licfLrl97zgMQgjgbJFGgaMILyOkrxr7vhzhHOIRu2Nh/ooCq7qAzszwD/HNBFFh07YxIsCXgXM7lllQYo4V6UKJ+2nvpMAzTQcab+J4NTanQqr7HiwKPqzaefUTiXBPbqWl4lvccna163MXE2cqCa1rj6G6OLTridMf6JtQa5nRz6TmIqNKiTaOXkh19TXBcFyFFXFD7VwLiAgVajuOwvjM55/tt6UjwfJiP7uaYZ+mhQhJ5lKpG4PW1VPjPsXhEDiqTLgckPhEEQSwjqiye0T8EADb1sCp5luVgs7cyops2vvfr48zwVbdgmA4My4Zu2uzvpvd3i/3dsl38xdt2wQVQ10x85tvPoK5buP26HvA8j7pm4We7+xc1yIqGWBlrcKwcsGW7SEZkREISXEyWCAamh0U7k/l5cDF9YDeSb+B0njg0MeO1xw+OL6Kl558ta9K4+rRS8isNx3GhGfOXLF5qXNf1UjKZL8mZUqAIYqWzti2G9mx4TsPg1c62vsyquE4TERmm5czqXcJz3JJW9FoKzmQCvhJpTYfguO6qFunmIx1Tka9oZx3ZB5xdqrMiCefVa+xCcqHS+84nmbiKcs1E5hwFoIXec3iemxaZdaYiCBcTF+dTkyAI4iLk9NUWRWIG5WdCFHmkUhGMT1TgOpMr2R9+05XQDRvrOlhKheu6WNMWg2k5U/5n4lXwb5utcFqWA8t28bsv2hh4gXzm23swkq/jrt/dGUzK7vzH36BYNVjE0AIEkI+8cQfasxH86w8O4NnjOVj2uYkmPAc8/+puaJqJY0NlDOVqkEUez93WAVHgcGigiP7RKsCxwYc/RCxUdbguq2rlmy2UqjoycRWvvaUPEVXCU0fG8f7PHMK69jje9arLwXMcvvbfh/Ho/lE4jovUlFXjSo0dg0RUDnyzKnUTvW0xvOW3NkOWBPx6zzB+ursfnU0RvPlFm6B4r/3PEwPQDBubupNQZAE8z2HfiQKqdQPP2dqKsFdm/MFnRpCvavg/b92FdFzF4EQN//jdZzCcq+Nv3nUdMnEVA2NVjBYazKTWZR5d7E/v744Ly3GDvl/TGsfWtUzs3Hcij988M4KdG5uCKk+/enoIv3hqEKbFosNMyzs/bJedK5YzbRXwd27biJt3dJxTnxLEhWKuNCiO4+YVnsKqhPVdSXS1JdCoz10ufKWyGoQnAAs2EF8tSKKAK3qz52zoeyEJqxL6OuZPy1zNrO9MQDejK1po9g3HN3QmL6rr4ULCcdxFX216Gdcgp7FyrySCIAjivCIKPCx3MjS+s2l6PjzHcbh269mX4X3vq6+Y8drfvOt6AEzUmCpcTQpZbuDLYdoOOptjCCki/ug1V+CpwxOYKDWwoSsJ03JQaZj4zTPDiIclGJYD3bAxOFELorosm+XN+393XWbw+0ev24FCoYa/+c8nMDhRA8/zeP0L1gMA/uqLuwPvq+FcfUb7hyamv1bXqkG1mZ/t7kepZuCJwxOBaDWar6NYZeaf5fpMs5dSzZj277FCA2984UbIkoCB8Sr6x9j/r3v+eiiSgAOnCoFJ/Uh+Zvt+8NDJGa/5/idPHhrHcK4+Lbz6V57AtVBecFVnID6NFRp4aO8ImlOhQHwq1QwcH67M+JzAcxBFHiFFhCiwaCeex1mX9iWI5UASeeimfcZS5rORTahQFXFVik/E8hFWaWq2kjiT0LwS8J/5c/l4Epc2GzqT6B+rTitGsJys7KuJIAiCuCjgeQ4Kv7gw8u3rZ1aG2j5Ltai5sGwH0hRD5t97yRZopj2tWtDbXrwZYwWWGpiJh8B5XlHDuRoc10V3cwwcx1I4To5WphnPvu7567G1Nw2B54Jost976RY8dWQChmlje182CLffc2QCdcPGrk1N4DgetuPgiYPjsGwHsud3cuvOLiQiMmSJD0Sa23Z1oz0TgWHZaEmFwfHMt6tcM2B6FQ8B5kFj2jY2diXR4pXRXtsex227unDz1T1oSamwLAfrOxOwHScw//SNhTkenl8WIPJe5UORR8+UdNAr1mXwp7+9HS1TDJZvubIT11/eBkHgIHnmxKLAkWE8cVHQkY1iotRAd/PqSt8iCOLSobc9jqZ6aFbvM4JYaRGinOsuLAjLth3k87NXMlqN+GkohUIN1iWmFNO+075favsOXNr7T/t+ae47cGnufzodgbDCytefC5dS311MXIrX3sUC9d3qhvpv9UJ9t3pZ6Njr4hmdEQRBEARBEARBEARBECsOEp8IgiAIgiAIgiAIgiCIJYPEJ4IgCIIgCIIgCIIgCGLJWLDnk+u6cJwVUqPvPCEIPGz70swnpX2nfb8UuZT3n/b90tx34NLbf56/uAzPL6W+u9i41K69iwnqu9UN9d/qhfpudbLQsdeCxSeCIAiCIAiCIAiCIAiCWCyUdkcQBEEQBEEQBEEQBEEsGSQ+EQRBEARBEARBEARBEEsGiU8EQRAEQRAEQRAEQRDEkkHiE0EQBEEQBEEQBEEQBLFkkPhEEARBEARBEARBEARBLBkkPhEEQRAEQRAEQRAEQRBLBolPBEEQBEEQBEEQBEEQxJJB4hNBEARBEARBEARBEASxZJD4RBAEQRAEQRAEQRAEQSwZJD4RBEEQBEEQBEEQBEEQSwaJTwRBEARBEARBEARBEMSSQeITQRAEQRAEQRAEQRAEsWRcsuJTPp/HrbfeikceeWS5m3LBOHDgAN761rdi165duP766/HBD34Q+Xx+uZt1wXjooYdwxx134Morr8T111+Pv/zLv4SmacvdrAuKbdv4nd/5HXz4wx9e7qZcMH74wx9iy5Yt2LFjR/D/nXfeudzNumAUi0V88IMfxDXXXIOrr74a73rXuzA2NrbczVpyvve9703r8x07duCyyy7DZZddttxNuyDs3bsXb3zjG7Fz507ccMMN+Ku/+isYhrHczSIWSC6Xw7ve9S7s3LkT11xzDT72sY/BsqzlbhbhMd946umnn8Ydd9yBHTt24JZbbsE3v/nNaZ/97ne/i1tvvRXbt2/Hq171Kjz55JPLsQuXPLONh6jvVj7zjWmo/1Y2841LqO8uIdxLkN27d7sveMEL3A0bNrgPP/zwcjfngtBoNNzrr7/e/dSnPuXquu7m83n37W9/u/sHf/AHy920C0Iul3Mvv/xy99vf/rZr27Y7OjrqvvSlL3U/9alPLXfTLiif/OQn3U2bNrkf+tCHlrspF4x77rnH/fCHP7zczVg23vSmN7nvfve73VKp5FYqFfc973mP+453vGO5m3XBGRkZca+//nr33nvvXe6mLDm2bbvXX3+9+x//8R+ubdvu8PCwe9ttt7n/8A//sNxNIxbIm970JvdP//RP3Xq97p46dcp9yUte4v7Lv/zLcjeLcOcfTxWLRXfXrl3ul7/8Zdc0TffBBx90d+zY4T799NOu67ruww8/7O7YscPdvXu3axiG++///u/uNddc49br9WXeq0uP08dD1Herg7nGNNR/K5v5xiXUd5cWl1zk03e/+1184AMfwPvf//7lbsoFZWhoCJs2bcK73/1uyLKMVCqF173udXjssceWu2kXhHQ6jQcffBCvetWrwHEcisUidF1HOp1e7qZdMB566CH85Cc/wQtf+MLlbsoF5Zlnnrlkol1O59lnn8XTTz+Ne+65B/F4HNFoFH/5l3+JD3zgA8vdtAuK67q488478bznPQ8vf/nLl7s5S06pVML4+Dgcx4HrugAAnucRCoWWuWXEQjh58iQeffRR3HnnnQiFQujq6sK73vUufOUrX1nuphGYfzz1k5/8BMlkEm984xshiiKuvfZa3H777UHfffOb38RLXvISXHXVVZAkCW95y1uQSqXwwx/+cJn36tJitvEQ9d3KZ74xDfXfyma+cQn13aXFJSc+3XDDDfjpT3+KF7/4xcvdlAtKb28vPv/5z0MQhOC1H//4x9i6desyturCEo1GAQA33XQTbr/9djQ1NeFVr3rVMrfqwpDL5fDRj34Uf/d3f3dJTUAdx8HevXvxi1/8AjfffDOe+9zn4q677kKpVFrupl0Q9uzZg76+PnzjG9/ArbfeihtuuAEf//jH0dTUtNxNu6Dcd999OHLkyCWTbppKpfCWt7wFH//4x3H55Zfjpptuwpo1a/CWt7xluZtGLIDDhw8jmUyipaUleG3dunUYGhpCuVxexpYRwPzjqcOHD2PDhg3Ttu/r68OBAwcAAEeOHJn3fWLpmWs8RH238plvTEP9t7KZb1xCfXdpccmJT01NTRBFcbmbsay4rotPfOIT+PnPf46PfvSjy92cC85PfvITPPDAA+B5Hn/0R3+03M1ZchzHwZ133om3vvWt2LRp03I354KSz+exZcsW3HbbbfjhD3+Ir33tazhx4sQl4/lUKpVw8OBBnDhxAt/97ndx7733YnR0FB/60IeWu2kXDMdx8LnPfQ7vfOc7AwH6YsdxHKiqirvuugtPPfUUvv/97+Po0aP49Kc/vdxNIxZArVabsUjg/7tery9Hk4g5OH08NVvfqaoa9NuZ3ieWlvnGQ9R3K5/5xjTUfyub+cYl1HeXFpec+HSpU61W8Ud/9Ee4//778eUvfxkbN25c7iZdcFRVRUtLC+6880786le/uuijYP75n/8Zsizjd37nd5a7KRecbDaLr3zlK3jNa16DUCiE9vZ23HnnnXjggQdQrVaXu3lLjizLAICPfvSjiEajyGazeN/73odf/vKXqNVqy9y6C8MjjzyCsbExvOY1r1nuplwwfvrTn+LHP/4x3vCGN0CWZaxfvx7vfve78dWvfnW5m0YsgHA4jEajMe01/9+RSGQ5mkTMwmzjqVAoNKOQiaZpQb+d6X1iaZlvPER9t/KZb0zjui713wpmvnEJXXuXFiQ+XUKcOnUKr371q1GtVvGtb33rkhKennjiCbzoRS+aVu3JMAxIknTRp6Hdd999ePTRR7Fz507s3LkT3//+9/H9738fO3fuXO6mLTkHDhzA3/7t3wb55QDrd57ng0HMxUxfXx8cx4FpmsFrjuMAwLRjcjHz4x//GLfeeivC4fByN+WCMTw8PKOynSiKkCRpmVpELIb169ejWCxiYmIieO3o0aNobW1FLBZbxpYRPnONpzZs2IDDhw9P2/bIkSNYv349ANa3871PLC3zjYeo71Y+841pNm/eTP23gplvXELX3qUFiU+XCKVSCb/7u7+LK6+8Ev/6r/96SRltA8DGjRuhaRr+7u/+DoZhYHBwEB//+Mfxmte85qIXIX70ox/hiSeewO7du7F792689KUvxUtf+lLs3r17uZu25CSTSXzlK1/B5z//eViWhaGhIfzN3/wNXvnKV170/Q4A1113Hbq6uvBnf/ZnqNVqyOfz+MQnPoEXvOAFl0wK2uOPP46rr756uZtxQbnhhhswPj6Of/qnf4Jt2+jv78fnPvc53H777cvdNGIBrFmzBldddRXuvvtuVKtV9Pf34x//8R8vqei9lcx846lbb70VExMT+MIXvgDTNPHwww/j/vvvx6tf/WoAwGte8xrcf//9ePjhh2GaJr7whS8gl8vh1ltvXa7duaSYbzxEfbfymW9M89KXvpT6bwUz37iErr1LC869VJa/Z2Hjxo344he/iGuuuWa5m7Lk/Pu//zvuuecehEIhcBw37b0nn3xymVp1YTly5AjuvvtuPPPMM4jFYrj99tuDajWXEr7p8j333LPMLbkwPProo/j7v/97HDp0CIqi4CUveQnuvPNOKIqy3E27IIyOjuKee+7BY489Bl3Xccstt+CjH/0o4vH4cjftgrBjxw588pOfxE033bTcTbmgPPjgg/jkJz+JY8eOIRaL4WUve9kleb9brUxMTOAv/uIv8Mgjj4DnebziFa/ABz7wgWkm18TycKbx1DPPPIOPfexjOHToENLpNN71rndNK25y33334XOf+xxGR0fR19eHP//zP8e2bdsu9G4QmDkeor5b+cw3pqH+W9nMNy6hvrt0uKTFJ4IgCIIgCIIgCIIgCGJpobQ7giAIgiAIgiAIgiAIYskg8YkgCIIgCIIgCIIgCIJYMkh8IgiCIAiCIAiCIAiCIJYMEp8IgiAIgiAIgiAIgiCIJYPEJ4IgCIIgCIIgCIIgCGLJIPGJIAiCIAiCIAiCIAiCWDJIfCIIgiAIgiAIgiAIgiCWDBKfCIIgCIIgCIIgCIIgiCWDxCeCIAiCIAiCIAiCIAhiySDxiSAIgiAIgiAIgiAIglgySHwiCIIgCIIgCIIgCIIglgwSnwiCIAiCIAiCIAiCIIglg8QngiAIgiAIgiAIgiAIYskg8YkgCIIgCIIgCIIgCIJYMkh8IgiCIAiCIAiCIAiCIJYMEp8IgiAIgiAIgiAIgiCIJYPEJ4IgCIIgCIIgCIIgCGLJIPGJIAiCIAiCIAiCIAiCWDJIfCIIgiAIgiAIgiAIgiCWDBKfCIIgCIIgCIIgCIIgiCWDxCeCIAI+/OEP43d+53cWvP33vvc95PP5JWzR+eGBBx7A0aNHl7sZBEEQBEEQM6DxF0EQlwIkPhEEcVY89thjuPPOO1Gv15e7KfMyNDSEt7/97ZiYmFjuphAEQRAEQZwTNP4iCGK1QuITQRBnheM4y92EBbFa2kkQBEEQBHEmVsu4ZrW0kyCICweJTwRBzMott9yCz3/+8/jDP/xDbNu2Dddffz3+4R/+AQDwyCOP4M1vfjMA4PnPfz6+853vAAB2796N17/+9bjiiitwyy234O677562Mrdx40Z88pOfxPOe9zzccMMNGBgYgGma+NSnPoWbb74Z27Ztwx133IFHHnkk+Mzhw4fxe7/3e9i+fTtuvPFGfOQjH5kWan7LLbfgn//5n/F7v/d7uOKKK3DrrbfiW9/6FgBgYGAAz3/+8wEAb37zm/GZz3xmaQ8aQRAEQRDEOUDjL4IgLlZIfCIIYk4+/elP47nPfS7uvfdevP71r8dnPvMZPPLII9ixY0cwkPjmN7+JF7/4xdi/fz/e9ra34eabb8b3vvc93HPPPUFo+FS+8Y1v4LOf/Sw++9nPorOzE3fffTe+9rWv4SMf+Qjuv/9+7Ny5E3/wB3+AwcFBjI6O4k1vehP6+vrwne98B5/97GcxPDyM3//934dt28F3/sM//AN27NiBe++9F2984xtx11134Uc/+hHa2trwzW9+EwDwmc98Bm9729su3MEjCIIgCII4C2j8RRDExYi43A0gCGLl8tznPhevf/3rAQDvec978MUvfhFPPfUUrrnmGiQSCQBAOp2Gqqr413/9V9x44414xzveAQBYs2YN7rnnHrzsZS/D0aNHsW7dOgDAy1/+cmzduhUAUK1W8c1vfhN33XUXXvjCFwIAPvjBD4LneVQqFfzXf/0X2tra8JGPfCRo06c+9Slce+21+PWvf42bbroJAHD99dfjPe95DwCgt7cXe/bswRe+8AW86EUvQjqdBgAkEglEIpGlPmQEQRAEQRDnBI2/CIK4GCHxiSCIOVm7du20f0ejUZimOeu2+/fvx8mTJ7Fjx44Z700d/HR1dQWvHz9+HKZpYtu2bcFrHMcFq3V///d/j0OHDs34TsdxcOzYsWDwc80110x7f/v27fj5z3++0N0kCIIgCIJYMdD4iyCIixESnwiCmBNZlme85rrurNs6joPbb78d73znO2e8l8lkgr+rqhr8XZKkeX/fcRw85znPwf/6X/9rxnv+yh8AiOL0W5njOOB5yiomCIIgCGL1QeMvgiAuRujuQBDEWcFx3LR/r1+/HkePHkVPT0/wf71ex1//9V+jUCjM+h09PT2QJAnPPvvstNdf+tKX4utf/zrWr1+PY8eOoa2tLfjOcDiMu+++G6dOnQq2f+aZZ6Z9/oknnsCWLVtmbSdBEARBEMRqhcZfBEGsVkh8IgjirAiHwwCAAwcOoFar4W1vexv27t2Lv/qrv8LRo0fxxBNP4M4778TY2Bg6Ojpm/Y5QKIQ3velN+NSnPoWf//znOHXqFO655x6MjIzgxhtvxBve8AaUy2V88IMfxIEDB7Bv3z68//3vx8GDB9Hb2xt8zw9+8AN85StfwYkTJ/D5z38eP/3pTwPvA7+dhw8fRqVSWeKjQhAEQRAEsXTQ+IsgiNUKiU8EQZwVGzZswM0334z3ve99+PrXv47t27fj85//PJ599lm84hWvwLvf/W5s2bIF//Iv/zJvCPaf/Mmf4GUvexnuuusuvOxlL8OePXvwb//2b2hvb0dXVxe+/OUvo1Qq4bd/+7fxlre8BfF4HF/84hcRjUaD73jFK16Bn/zkJ7j99ttx33334dOf/jRuvPFGAEAqlcIdd9yBj3/84/jUpz615MeFIAiCIAhiqaDxF0EQqxXOnSuBmCAIYhVwyy234JWvfCXe+973LndTCIIgCIIgLglo/EUQxGKhyCeCIAiCIAiCIAiCIAhiySDxiSAIgiAIgiAIgiAIglgyKO2OIAiCIAiCIAiCIAiCWDIo8okgCIIgCIIgCIIgCIJYMkh8IgiCIAiCIAiCIAiCIJYMEp8IgiAIgiAIgiAIgiCIJYPEJ4IgCIIgCIIgCIIgCGLJEBe6oeu6cJwL603O89wF/82VDh2TmdAxmQkdk5nQMZkOHY+Z0DGZyWo8JjzPgeO45W7GeWE5xl7E+WM1Xj8Eg/pudUP9t3qhvludLHTstWDxyXFc5PO1c2rUYhBFHqlUBOVyHZblXLDfXcnQMZkJHZOZ0DGZCR2T6dDxmAkdk5ms1mOSTkcgCBeH+MRx3Ko7/gRjtV4/BPXdaof6b/VCfbd6WejYi9LuCIIgCIIgCIIgCIIgiCWDxCeCIAiCIAiCIAiCIAhiySDxiSAIgiAIgiAIgiAIglgyFuz5RBDExcOp0Qr2nsgjX9ahGRbiERmt6TC29KSRSajL3TyCIAiCuKTRTRuj+TraMhFIIq0VEwRBEKsfEp8I4hLjx4+ewtf/58is7z1nawvecfvWC9wigiAIgiCmcmSwhErdgGk5WNeRWO7mEARBEMQ5Q+ITQVxiXLEug18+NYRrtrSgPRuBIgkoVXWcGqvisrXpYLuH9o6gUNHx/Ks6oUjCMraYIAhi9VAsFnH33Xfjl7/8JRzHwdVXX43//b//N5qbm5e7acQqIhGWUakbiIal5W4KQRDEktPQLYg2j9RyN4RYUkh8IoiLnNFCHV/56SH8/ku2IB6R0ZaJ4GNvvwYcN3c5TNtx8O1fHkW+rOOnu/vxsuvW4MZt7RAFCv0nCIKYj/e+971IJBL46U9/Cp7n8ZGPfAR33XUX/vmf/3m5m0asQs5cuJogCGL18/TRCQg8j/ZWivS8mCHxiSAuYkbydfz1lx9HpW7ix4+dwh3P6wOAeYUnABB4Hu+/Yxu++6vjeOLQOL70k0P48WP9eNVze7FzUzN4joPruqg2TJTrJqp1A44LiAIHRRKQiimIhqQz/g5BEMTFxLPPPounn34aDz74IKLRKADgL//yLzE+Pr7MLSNWG47rAgC8PwiCIAhi1UPiE0FcpBQrOv7+60+hUjdxwxVteNVzexf1+Y6mKN7zqstxbKiMb/3iCA6cKuKf7tuLtl8fR2s6jKODJZTr5pyflyUebekI1rTFsLYtjo3dSTQnQyRIEQRx0bJnzx709fXhG9/4Br761a+i0WjgxhtvxIc+9KGz/k6BIk5XJX6/nW3/jRUbEHgeuYqGjubo+WwacQbOte+I5YX6b3UiCjxkz+aD+u7ihcQngrgIMUwbf/+NpzBR0nDVxia85UWbwPNnJ/qsbYvh1qu7UKobGJ6oYzjH/uc4oCUVQiqmIB6RwfMcLMuBZtjIV3TkShpOjlZwcrSCXz41BADIxFVc0ZfB9Ze1YW1bjIQogiAuKkqlEg4ePIjLLrsM3/3ud6FpGj74wQ/iQx/60Fmn3cXjofPcSuJCcrb9F4kocF0gGpaQSkXOc6uIhUDX3uqG+m91EY2oEAQ2L6C+O3+YlgNR4FbMnIvEJ4K4CPm3+/fixHAF69rjeMftW85aeHr2WA7f+PlRDIxXAQCZuIKdm5txRW8Wa9ti+H/f24ehXA2bulO4enMz2jKTA2TXdTFe0nBiuIyjg2XsP5nHwHgNP39iED9/YhBtmTBesLMLN1zeCkkkQ3OCIFY/siwDAD760Y9CURREo1G8733vw2tf+1rUajVEIosXEcrlBmzbOd9NJZYYQeARj4fOuv8cy0ZdsyDzQKFQW4IWEnNxrn1HLC/Uf6uTSlUDz3OwHRe1qkZ9dx4wLBuPHxhHPCJj65SiUktBPB5aUMQaiU8EcZFR00w8um8EEVXEO19+2VkJOzXNxJd+fBCP7h8DAPS0xPCSa3tw5YamQMgyLRs1zcRYoYF7f30c93rpeOs7E+jrTOC6y1rRnAyhORnCrs0tAIBSVcej+8fwm2eGcWqsii/9+CDu+/VxvGhXN55/VSckkcJsCYJYvfT19cFxHJimCUVRAACOwwbQ7lma99i2A8uiQfhq5Wz7Lx1TUKkbiKgi9f8yQdfe6ob6b3VhOw4AHo7jUN+dJ4plHbbjoFDRVszxJPGJIC4yIqqET77/eThwbByZhLroz58cqeCz330GEyUNiaiM1z9/Pa7e1DwjXFMSBXzkTVdhYLyKR/eP4bEDYxjJ1zGSr+PR/WO44fI2AOxh8vGvPIl0XEE2EUI2oeI1z1uHmmbh4b0jePpoDt/4+RH84slBvPaWPuxYn10xoaEEQRCL4brrrkNXVxf+7M/+DH/9138NXdfxiU98Ai94wQsCA3KCIAiCIGbHoSIL5w17BR5MEp8I4iLCX1mPR2Ss70wuWuX+zTPD+I8fHYRlO9ixPovfe8lmhFVp3s90NkXRnAzh5h0dcF0XRwZLGJqo4Qv/dQCtmTCu3tiMI4MlYHDmZ8OKiL942y58/X8OY++JAv7hO89gc08Kb37RRrSkwotqO0EQxHIjSRK+9KUv4Z577sFtt90GXddxyy234KMf/ehyN41YZWiGDQAwzJWxWk0QqxnXdXF0sIx0XEE6vviF2ZWGaTlwXTcw6L4YiIVl1DULzgoUTFYrK/FYkvhEEBcJ+07k8V8Pn8RbX7J5weakruvCsBw4joOfPjaAe399HDzH4Y6b1+FFu7oXFIF0cqSCv/ribqzvTOCDb7gSu+Iq8mUNH/jHB9HXmcBtV3fjnndei1MjFXzuvmfRmgpjTVscuVIDsiygszmKP3nddvx6zzD+/b8OYP/JAu76/CN4/fPX43k7OigKiiCIVUVLSws+8YlPLHcziFXOeLEBAKg0jGVuCUGsfopVAxPlBibKDTxnS+tyN+ecefwQs8W4GPbFxzfeONsUdWImFPlEEMSSYJg2vvijgxgrNnB4oISNvU2zblfXLPz8yQEcGShhKFdDoWLAOs3QLxVTcGq0iv965BTWtMawvjMZeDG5rouDp4o4PFjC7detAQB0NEWCinc+8YiMP37NFVBlATzPoTkZgqZbCCsielpjePvtWwAApZqBe391DNdubUU8IkMWeRiWA8t28aWfHMKDz47g/a/ddsboK4IgCIK4mGhJhTGcr6EtTZXuCOJcWYkRIOcDx3HPuqjQSqOmWQAu3r5aDkh8IghiSfifJwYxVmxg69o0rrts+iqI67pB9JDAc7jv1ycCwSmsiBAFDpphgwPA8xxyZQ25fRoe2TcKAPjke2+AJDJh6cDJAv7x3mdR0yzs2tSMlnQYosDj4++8dlqEkijw2NaXndaO7pYYPvXHN0LTreC13QfG8L3fnEC+rONtL9mMT//xjXh0/xjuf/AExosNHB0q408++xv80auvwJY1S1ulgSAIgrh0GM7VUK4Z6GyOIrICFzhcsEkDBf8SxLlzsV5H9kUiPrmuC8txIPD8ihRMVisrUcgj8YkgVjl1zcIPHjoBDsDrbumbJgLtPjCG+359HO9/7Tak4yoUWcDvvmgjmpIhdGTDuP/Bk/jJY/2IhiR86A070J6NoFg1MDBexanRCvIVHYZlo9owwXMc/vbrTyGiSnjrb21CKqbAsh3kShqaU6EFtZXnuGlRTJf1pnH7dWtw1UYWqSVLAmSJxwuu6oAgcPj6/xyFYTr45Lf24F0vvwzb12fn+mqCIAiCWDB1zUKhqqM1vTL9Bf3ME8pAIYhzJ6RcnFPelSgunA1T90KRBTRMa85tiYWzEoW8i/NKJIhLiB8/ego1zcK1W1vQ2TS9mtKh/iIGJ2p4ZP8ofuuaHgDA9V4Vunt/dQw/eawfYUXEB357Ozq8z6ZiClIxBZf3ZrDn6ATu+vyjeO62dty6sxPb+7KIhSXcuK0dAHBkoIS7v/w4oiEJve1xZj6eCqElFUJLOoxERJ7Xs6klFcYrn9sb/Nt1Xdz36+MYztXxoTfswCfeez0+//39eOrwBD7znT34nRduxPWXtwVpgARBEARxNnQ2RdGSDkOVV6Zh71iBeT4N5WpnVbmWIIhJQop4UfkjJSIKSjV9RYoL54IiC1BlEY2avtxNuShYieIkiU8EsYop1wz85LF+CDyHl9/IRBzNmFwteM3z1mHb+iy2npay9tDeEXzvNyegyAL+5HXb0d0Sm/X7u5pjEAUOiswjmwzhva++Ytr7pmWjpzWGgbEq9hzNYc/R3LT3FVlAayqM1kwYrekw1rTGZqTjTYXjOPz+S7fgycMT2NidAgC891WX4z9+dAC/3jOML/74IL77q2P48zfvRFNyYdFWBEEQBHE648UGhnI19LbFkaXnCUEQqwjBS7VzLpbQSG83Vn8C4crCdlZetVQSnwhiFWM7LnaszyKiSmhOhvDIvlF85aeHcPe7rkcyJEKWhBnC09GhEv79hwfAAXjny7aitz0evOe6Lh58dgS7NjdDEgWkYgo+/s7rEFZnv1VsXpPG/3pLGrpp49RoBcO5OkYLdYzlG+zPQgMnRys4OVoBwNLsfPHp5EgFX/+fw9jWl8Vtu7qD71zbFsfatsk2HThZwANPD6M1HcJooYFK3cSff/4RfOB127G+K3mejiRBEMSlwROHxmFYNnZtbgF/sRqhzILjuqhrFiKqCI7jwHFY0fuvygIahgVRoEhfgjhXapqJ0XwDsbC06hcvXe9eBqzMtKpzQTOY1cdK5+hQCWFFRFtmZReEWInnB4lPBLGKScUUvONlW+G4Ln7+xAC+9JND4AAcPFnANZtmVrzLlzX8w7efgWU7eO3NfTOikL7zwDH84KGT6B+r4refvx4A5hSepqJIAtZ3JrG+Mzntdcd1USjrGCnUMZKrIxmdrIjXP1bFgVNF9LYngteODpVwdLCMa7a0IOFVz0vFVezc2ISdm5qRTaj4+H8+CdNy8PH/fAJ/8rrtZEROEASxCAzLBuBVSRJWrvhyvjkxXMFYsY7etjiaU2HwPId4RF6x1VTbMmEcGy4jFlqZ7SOI1YSm2xgr1jFWxKoXnyzbgeZ5Itn28kS2DOdqiIQkxMPymTdeAO4U16daw4S8gh9NpmVjvMjSole6+ERpdwRBnDdMywm8j362ewBf++/DEHgOf/jKy3DbtWtQKNSmba8bNj797T0o1Qxcf3krbtvVNeM7b9rejn0n8rhmS8t5aSPPccgkVGQS6owIrGu2NGNNawyRKQPr/3l8EA/tHcE3/ucIdqxnEVF9nQm865WXB9v8n7dejbv+9VHYjou/+/pT+JPXbZ/x3QRBEMTsxMIyBI4L0jYuFcaKdQBAoaKjORVGtWEiX9FWrOH4hUI3bdi2u6CFJp+6ZmFgvIrulihUmaYSxMrHvVjS04BpXqrLIS5UG2aQ0XC+fLQ4nLZPK9OKD8DqKgLhRz4J/MqJoKUnBkGsQoYmavj4fz6Bl9+wFook4Gv/fRiiwOM9r7ocV26cGfHkuC7+9Qf7cGq0ir7OBN582yZwHAfDtPHT3f24bVc3RIFHNhHCn79557wm4ecLSRTQ2TzdIP0FOzuhKgIe3TeKxw+N4/FD41jXEcern7sOm3qYB1QypiAZlZEr63Bd4BNffwp/9fvXoHWFrz4QBEGsBC51sV4S2aymsymK1nQYIUVEQ7egysIFefYtFM1gEWrmEkc2PHl4HACwc2PzglP8jg2VUNVYaswGSn8/a1zXxdHBMkSRw5rW+Jk/QJw1U68i13VX1LW+WESBR297ArmStiwFeBRJQGs6DEU6fwoRz3PoaopiKFf3hMLV2z8rCV98Wkkp5iQ+EcQq5Lu/OoZK3cSxoTIe3jsKjgP+8OVbccW6zKzbf+/Xx7H74DgycQXveeXlwcPqP350EA/tHYFpOXiFZ1i+nA9k3+/pdTf34cFnR/Djx/pxdLCM//vVJ7FrczNee3Mf0nEVd7/jWhzsL+Cf7t2Lum7hq/99GC+6phubey7tSRVBEAQxP6KXalhtmDg5UoEk8mgYFjqz0RkLIsvJcI5FatUukP/JYiYna9vjqGkWpQSeBybKDSiigDUXTyG2FcnUyCfXBVbQXPysaE6G0LxM6YOSyC+JWMp70bhMMDm3DirVDBwZKGF9V+K8pQb68KsoatgJIp9WTptXTgwWQRAL4vhwGY8fHEdEFfHYgTE4rovffdEm7NgwM+IJAB7dP8oq20kC3vvqKxCPTN6EX37jWmzvy+Km7R0XqvkLQpYEPG9HBz729mvw+y/djERExqP7x/DRf3kEP9vdD0HgcNnaDP7i93Yhm1DxzLE8/uarT+FXewaXu+kEQRArFsd1se9EHrsPjKGhW2f+wGlMlFgxidWWwjK1vVMXWFxMMWRdOWNzAEA2qQLAkgtiihcJtpj994uchBRawz4X/LPSOovUqbpmwfT824gzM/WWtdorxFm2g0JFR01b+cbcC8V1XTR0z4/wPPRPtWHCtO0lEe9FgcdztrSet5TDpWQlPt9IfCKIVcZ3fnkUALs5m5aDVz63F8/d1j7rtseHy/jXH+wHALz99i1oz0bw08f6g9KbzckQ/ug1VyAVUy5M4xcJz3G47rI23P2O5+CFV3fBsGz8588O4//+55PIlzWk4yo++IYdiHheFV/92RHkyo1lbjVBEMTKxLYdlOsGLMeBdRbpXP1jVRwfLmO1Td0se7LF/kqwZTtIRmWsa49jfUcS6Zi6XM2bnQs8Z1jM7ziuC8dxzyhC2o6DiWJjRZb7Xkks9vhYtoM9xybw+KHxJWrRxcf0yKfVdgebTkO3cLC/gP0nCme1iHCu1DULD+8bwRPn8fyzHTfw5TsvDxivjy3LWRXV85YKdwU+rUl8IohVxP6TBew9UYAocGjoNp6ztQUvvbZn1m0LFR2f+fYemJaDV9/Uiys3NOGLPzqIr/73YXzv1ycubMPPkZAi4refvx5//uad6GiK4FB/Ec8ezwMAsokQ7nrL1ZBEHpph43//22MoVDQ8fnBsmVtNEASxsuA4DrGQjHRMnVbsYaG0psPobIqupEXUBTJFfPImJZW6iVxZgyDwyCTURRluXwgu1JRB96JnToxUFvyZgycLePTA6Bk/c3yogiNDJfSPVc+pjRctZ9nJpkVi3mJJTIn6X6jWV64bKFX1JWrR2eNrZ5bjYKxw4RdcfR864xwi72zHgW7awSLIVD0wHj33NDn/6/aezOPZ4zkY5vS2Oq6LsWIDE6XFHz/LdnDgZAHHhsrn3M6lZJqovYI0KBKfCGKV4Louvu1FPVm2i57WGN7yok2zejTppo1PffNpFKsGnrO1BS9+DhOoXnJtDzb3pHDjFW0XtO3ni7Vtcfx/v7sTb/2tTdP2oTkZwl2/uxMCz6GmWfjI/3sYn/3us/jBQyeWr7EEQRArDFHgsXVtGhu6kmdlQFqs6ChVjVVn1jst5caLfOpsimJLTxqiwOHxg+PY6y1orBRyJQ0ALphws5hUF98Mva7NH3Ux4UUir+bIA8t2MJKvL1rwaegWjgyWoJtzT9D9qASqGLj0hFUJ12xuwXO2tEKRF2aUve9EHvtPFZa4ZXPjp0kfHihOe31q5FZkGUTziCqiKRlCV9PZpwRPFDU8eXgco/n6tNfDqojUeYhC9UW5QoWJh6cXbnAcF8eGSjgyWFr0d1u2g2JNn4zUWqHY9gpSnKZAdzuCWCW4AJ5/VSdUaRgcz+Gtv7UJ8iyVJlzXxae/9iSODZWxpjWGTd3JwFyxJR3Gna/fceEbfx6RRAE3TkkzfOrwBH7zzDB+76Wb8ZE3XYW7v7QbhulAEnlcu3Xl52MTBEGsFmqatSr9UqY22Z6Sdnd4oAiO42DaNszG+ffPKZQ1nBqtIB6WET1Lc+4LdrQX8UMbu5OoNMwF75MsruC66WdgoqThxEgZluUsyn/rYH8RmmHBNG1snqPCpHuBUysvdRYrmicjyqRnzjJRrhsQ+emxIn6TWlJhZJfBdFwUeKxrT5yX75q8N5/f43x6T3OnvXIu/bpaHoFT93Elpd9R5BNBrBJ4jsO1W1vxgdfvwJ++bjvS8dlXBu7/zQk88NQg0jEFXc1RfOG/DuK+Xx+/wK29MDiui+88cAyPHxrHgZNF9LbH8Z5XXQGAhaV/9b8Ps+0cF7mzCK0lCIK4mHAcF8eHy3jy0DiKZ5FO0tUSRUc2suoEqKkD76lRA7bjBqkjfec4mSpWdew5OgHNsKa9NjheQ/0sfFlULzpDCCpALU2q1fqOJIDFTf3CqoSWVBgRdWHi0/ksyb5YynUDB08Vztmcm1tktaiNXUls6ExibfuZq4I1DGvV+xBdSEzLgWZYi7om8mUNJ0cqizLp3tSTwta1y1dF2Y/SPP3M8M+VVRaAOo0RL+Jp+LTIp7pmoVg5/6mOpx8rgefQkY1ibdv5r9q3HDiziGm5sjb5jxV0eyHxiSBWAcWKjh88dOKMxoKPHxzDt35xFLIk4H2v3YbbdnWjuzmKqzc3X6CWXlh4jsMHXr8db3vxZmxfnwUAbF+fxR03rwMAPH5wHD965CT+/Yf78f5P/BID5DtBEMQlTMOwMFqoQ7fsGR4YC2E0X0f/eHXWge5KZra0u2rDDES0VFRBNDy7kFKps5LdZzJoP9RfRF23cHyKD8hIjk2sKjVj0W3u9FJaIqqEQ/1FPHZg7Kz67ExIIpsKLEb8cF33jALk9AqDc29X1ywcGyovmY/RvhN5FKo6hibOLkUmE1dxRW8GzcnFpQKFFBHpuLrglLrF7L9/aGsNE+X64s+tC43jusiVtCAF6lwZmqjhqSMTKFYWvu/luoHhfA3PHMuhfBbX43IRUaVpflXA5D2sUNGXJaW1Ujfw8L4RPHV44qy/QxTYfcdP/556OylUtNk+sigEgX3vXLceUeDR1RxFSyq86O9eaTpxoaLj0QOjgaAHsGtuOLcy0wJJfCKIFY5lO7jrXx/Bt395DJ+779k5tzs+XMa/3L8PAPC+396ONW1xtGcj+F9vvToYxF6MxMMybpji//To/lFs7knhdTf3QeA5fOPnRzGcq8PF5CCbIAjiUoT3DMezidCc0bPz0ZwKozMbXXUr7tPLrLM/p05A4xF5TpFg74k8JsoNDI7X5v0NP0Kprk8KRL5YdDaikX+MXbjIe5OxJZlo+r+ziAnVvpMFPLp/FCfnMRyf+n3zffe+E3mMFes4NbZww/Oz4WzTTmzHQUO3Z4hDdc3E0cESxornJ6p6MdGELtxgcnlscGWbHgOsyubhwSIO9p8f/yS/L48PL3zfp98DFnasnzw8jt0HxpYt0lMUeFzem8GGruS01/0zUTftC2Y4PjVyUPc83/IVDSdHyqichQDanGLpgk2eqDs1JfJ8HO5AvPdSg2f7zkJFx1ihfl77d2C8ilOjS3cvc1wXxao+bQFoaII9m06MTF4PlZoB23GClOeVpJfRTIwgVji/fGoINc1CPCzhNTetm3WbXEnDp7+1B4blgOOAgdHJCJ/VZgx7LgyMVfEv9+/D//3PJ7GuM4F3veIy8ByHQ/1FvPG2jWhJL36FgyAI4mIhpIjobY8jGpLOaBY9G7myhlxZQ6k6c7JR10wUKvoKrcQ1PdUOYCmE3c0xdDXHMJKrY/cZIotON6w9Hd/E2LQnv6MtGwHAxK3F4htVT/XtCCnn36p134nFG60b3uRzvknnQv1GLC91yjSX5rxpS7M+CJ/lsSvXTRweLCJXnh61o5sOxksN1OYQBA+cLODhfSPzCiQLFehm+5zrHV/NXPx1vBS4rot8WZvj+j+/49Cp1d4Wtj2LvLIsd9rnz4Ru2rAcZ1lTIvefLOBQf3Haa1PbcyG8fI4NlfH4oXGUPME+EZXRkgojHpExnKuf1bPk9DNCEnn0dbDU5/NxvDmOY9fJHJ5Slu3gYH8Bx4bLZ2HMPff2A+NVDOVqZx0d7DguLHvuc25ovIYDp6ZX2pt6Duw5OgHLdqB712GT5wm2kqK1SHwiiBWMbti4/8ETAIA/vmMbultiM7Zp6BY+9a2nUaoZ2LYug5AsntVA92KgoymC23Z1QzNs/P3Xn0I8IuPF13YDAD737Wew93geruvi/gdPUOlngiAuSRq6hRMj5SCaZjFU6yb2nczj0EBxxoRjOFfHwf4C6ovwVLlQTJ0H+KvcAs9hOFdH/1gFusUmmbOtgBumA9Nyzij8zGaqHfg2CYsfbp8crcAwbTx7NAcAUERh1jYYpo1qwzxn0W9N68zxxVxs6klhTWscPfN8ZuqxXM6JD+97NS1gIa5SN2Z4Amme3cHpaZfRkITN3ak503b8ifr80Wqze5GdCZb2OP3fFwrLdmZNQR0vaTg0UMT+k7OJmax9C/UIO9+MFxsYnKii/wzRdTXNxJ6juSCiLxaWEVWlZVvEdV0XpZo+w59vqrCx0K4fzdfx1OEJTJyF/6lf1c2vwCmJAta2xdGcDAHc4qL2fGzvM1NFat8U/Hycza7rnibSTWfq/XKx3Tv1fj7XtTdflcv5ePTAKHYfHEOlPvt9wz8X/EqirBGTf63rFiZK2jRfsNPN1pcbqnZHECuYz39/L8o1A1dtbJrVFM92HHzuvmcxMF7Dpu4k3v2qy2HaDro7UigU5k8RuBjhOA6vvqkXHAf84KGT+PtvPIU33roBAs/Bdlz83deewitvXIvvPnAMv3lmGB97+zUQeNLgCYK4NLBsB2PFBk6NVsCDw5rWmc8Vy3bgOC4EgZtxf1zbFkOu3IDjuNAMC+EpZb5Lq8RHxY8Y4cBNi1LasiY9I/VON20UKhocx8UVvZl5v3e2lW4u8DNZ/HQqFVXwzLEcMgm2cj1bdVsAeOZYHqZtQ5XEwPtwMXDgIArcnN8/GyFFPKMYdzYT5KXAn3YtpA/2elFgN1wxWVHXT6c8PXLKsh0M5+qIhCSE1ZnWBpf3ZlDXzXkFl6mixmICJVx3yoTfZXPPCzW9fOLQOHiOw85N071E/QiwszHXX2o0w4brTgodc50LrgvUdROKxO57W+eoUnihMDyBhD9NHVnM9eQ4LgbGqxgrNmDZDls0OD+F6oKUv9FCA22ZyKI+O+r5E40XG1jbFofjutOKNZwrpZoB10HwjDr9mIkCh/ZMBIosBP5TC0WRBDxny/zVtA3TPqdI1TnvVxwLTChWdYwXG2hKhmYIa7phBwsfU5IZz7ot5xuadRHECuXxg2N4/BAz83vZ9WtnvO+6Lr7wXwfw7LE8YiEJ73rl5RAFHrHwpRn15MNxHF713F68+Dk9aOg2vvLTQ3j5jez4WbaD+x88jusvb8M7bt9KwhNBEJcUlbqJAycLMExnmjnpVAbHa3ji8PisZr7jRQ35MvObsE6bLfsVzRZqsHwhmboy7/99aiWgTFxFSJ4pvvir47aLMy6Pz7b67xe5mGsVez44joPluPADdyoNY46KbX5FrLObXLhnIV0sRMiZFnUwz/ZhhYkzyizH/1xxXRcDE1XwHId0bPEeZwDzprlsbQbpuDLju4s1fc60u7AqIpsIzTkBtWwHuw+OBf9enOfTpIjqYnbhc6lwFmA2fzr+5ucrJXe+n3ddF8WKPi06a6GRh/5nVoqQzoGJnsno9HNv2vE/Q1cM5WoYytVw2Evd04zp9xDXdWHPEfU5F4WKjof3jaB/rHqayOyedcSPaTroH/cyEs7T6ey47px3NkkU0N0SOyvD8YWwVB6zbNHEQaVuzhlVaVh2cAh1y8HRwdK0bI9K3cDuA2OL8kw7n9DMiyBWINWGic9/fz8AYGN3El3NM1fVvvPAMfzmmREAzIvCPoMfxaWEHwH1W8/pRkO38aOHT+F6byVTMxw8e2wC8SmVjVZb5SaCIIizQRJ5xKMy4hEZmcTsk3FZ4hFVpaBa0FSyCRWpmAKO52Y8c3rb49i6Jg1JOn9DS99H5pxT+abc4v3oh6mpLALPQ5olbc62HTaZcnHGNsz2HPE9pM7kFzVrk113xnc29PNf7Q5gPlVHh0oL3n7fCeZnNJ+x7tR0Gs2wUdfMWSe4vqhztp5M82F5Xi6qLMBdZGSFplt46NkRPLKPeYGdLpyYtouoKiERlXFypILRwsIrSzV0KzAJ9lmc59Nk2p3ruhiaqJ2xGvJCOJNw4PffmYQKy3YwXmwE56+/tTGreLp4xFnuTT4TJQ37TxbwzJHJSmwCzyE2RzXLqfjH0PFStvYcncCTh8fPWOlyqZAlAVesy6Kvc3qokjQ17esMSo0vNvnXo33aPWVwoobHDoxhfBHG5X50W8OwpvklnRip4MnD48iXF5/SPXU/kjFlni3nJl/WAsHfjw4MCjfMcs5W6gbGi40ZXn+uZ+o9F4Zp49hQGf1j1Rnfy3McRJ5HeAEppnuO5vDwvpFZny1z9irHnuORkBgs+Jy+a4Y56RklcJ5YPWUby3ZhOQ5GC/Xzct9YLCQ+EcQKw3VdfPHHB6GbNpqTIfz+SzbP2OZnu/vxg4dOQpUFvOmFG/Cnr9uORPTsbtYXKxzH4TU3rcOLrulGXbew58g4Wj3D8VLNxN9+/SmUqjp+8ugp/N3Xn1qhJrkEQRDnj2hIwnM2t6I5NXe1u3hERns2gogqTpt0Oa6LibIG03ZYKvMsJq22457XhZDxYgOHBop45tjiTbGnMnWC4EdudLfEsLYtjs6mKKoNA48fHJ9Rgt12XBimA8AN3nNdF4cHihg7TWyYa0LuV0UbGF+cz2CpZsBxXIyXJidy8qzC3tknXE09LvoUE/EzVdXzJ2vzRYhMneMOjFex51gO1izP2XNNF3NcFxNeStHp+K8JAo8nDo/jqSNzl4Y/fRLpT9I1w8KhgSLGi9Mn1Lppo6qZaOg2hvO1GVEEB08xgW62ioBPH53AUO508Wny90+OVDA4Mbd1gusCUwO3h3I1PHv83K6RoYkanjw8juHcuVs2jBYaODpUmjSzP8/re90tMUiCMKuXTdkzwfev10JFw6nRCjiOw7qOOHZtbkFqDnGDP63iWl23oJs2HMdF/1gVTx2eOOuoqLOpeAkAh/qLMwzHW9LhICXwjKLlae/bp5m0+2ml8wmK6ZiKat2E7bLPZuMqWlJhpGMqBGGyF3xRyljkeNowbRaJ6gKxsISsZ5K9WA4NFDEwUUVDt1BtGHBd5kUIzDwFLdvB/pMFHB0qTRMdAaCmWTg6TxVJzbQxVqxjcKI6Q8xz3YV7SNV1dp89PRptPjiwqMdaw5pyn57eBs2wJ6u6NkzUNXOaOf/Ue+Vifvt8sfJiowniEuehvSPYfWAMqZiCu96yc4ZfwKP7R/GfPzsMUeDw3lddjs3LnJO+kuE4Dnc8bx3+f/b+M9iWLD3PA5/0mdsef851datuma6qrm40GmigYURPgiZADglxQiQlcTgKajQhDYcRHMYoYhQcjWIUI5GcHxIjoCGpoEjRAKIAkqIFDdBwBNCmTFeXu94du71Jb+fHtzLPOddUVQPd6Aa5v4gb1+2zd+6VK1fm967XZHnJT7++j6FrWKaGbRoMphF/8X95i6qqGExj7p8sm6SNVa1qVav6N7XqpvVpzcbJJGIwC7m40eJwEnJpq8OVnQ5VVbEM0wakeDRp6mQacjwJeenyGhu9b4yEqt4U+LUmOj3602VZ0fEsOp7FyTRsmqZ6TJK0oEJSh2r5RB3ksQizJvVv54xk42nBW4sgJc0KjsdhE//9UTUP0tMNEXVMFzbaHy5p/FUMUfWEP9e+Rx/mafLy1XVmfvKhu/tnWVuebbLWdk7Nv89UDRL8auU6B8OAg5FPv2U/9jxUAzrLMCWK8yce71mPs7M/VzeQcVrQaVmPzcF+2+blZ9aBU0PmszVVzImPAvLqKs/4ER1NBAC6tPVkH52qqnBtUzG6To/n11I1c2s4e9y/p6oq7p8s2ei6WIbeMMrOVtezOJnKua7XCF8xOj7q+r3+YEqWl7z67MYT58iT6rkL3cfWMDFDP/23ySLmZ944YLKIMQyNV5/doKoq9KdYLpwDDTToejZVJXPjaBxQVhUnk/DrHuuHA5+Dkc8Ll/ps9T8+sFJVFZNl/Jjnkxzr1wfb6rpGlBSYuk5RluiahqZpDZvyURAiL0ritKAoKxzL4HgSUlYVL15aw7HFcLwoK0bzqJGWthyTZZg2jJyPW+/cneDHKUlafizW0/7AbzYQnlQ1oHYOUH5kCiZZ0cwf2zK4uT9jvIj57k/scOPh7MOlxR/6XxVZIZsVHxX+dHmrQ5jktL2Pb8SvAaaps9l32XoKezkriua+cTwKWITZuXOSFyVUcGW3+1Qg9qPqa3fGBHHGZ1/c/rr8AmHFfFrVqr6tajSL+Fv/4gYA/9Hve+Ux4On9+1P+yj98F4Af+NSFFfD0MUrTNP6DH/oEP/AdF5n5Kesdl//yT3yOl66scTAMsE2DP/2HP70Cnla1qlX9hqosL5gs4o/d3II8dAZRzuEw4M7Bk2VWHc9ko+sy9QUUOBgJY0fXNK5d7NNr25Rl9RjzqfaQ+nofRD+szj7/P9pofn3pYOf/fvbYa7nJZ1/cZq3jcDQO+Mmfv83PvXVIUVbYlk4FjZ9i3fKtf5gPy5mqx+PS9scz5A3jjPfvT9gfKgaKajI/blMOtRl28JFyIV2ThhxoGqpaNvJh5TkmFzbbH9qEnz0/bc/EtgyCJ0Sy13LHD2vUyrLijRtD3rk7fuz/lorpMle/PzhZNmbGZ0kJl3c6vPLs+mM/f+PhjDduDknOSBrPnsq6x+888jxm6Bonk/Cp3mmfurbJtYt9rl183NT/SVV/5qNMig977VrHoaPkZGc9ZvKi/LqZNjuKbfIkD5zxIuZ4EvLe/YlE2D+h+7aVZ1fLNT9UFne2DpXk697JEj/OyJTM9aOY6HlR0vGsx9ibX7k+4P17pwwwP8roeBZFWZGkBeN5TPSEOXjj4Yz9gX8O0NE1jU8+t8Fr1zYxdL0BOn418tB5IEDkowmhH1U1IGQa+jkZbpoVDcD3Uevg2XN1MPRZRhlfvTXm9etDyqpqvO8eZX2O5jFf/uCEX/jqYXMPqKrzn1df/7W59dcjHa19rK5d6LHVd3FMMf5ehhnTj0hi3R/5jzEHQYBPqNdK7Xzi5iOvNQ2dCxttrl3o4TlmMw6zZUKq0k+fVhWQ5xVpWpzz4avHpqrg7dujhoX3tLq80+GlK2tPBOueegVpGllePvK5j78syUqZ84sEjfN+aw8HPrcO5r/qlMyyqppU0CcB0R9VK/BpVav6NqmyrPgf//F7xGmhGDrnL8+7Rwv+0k++TVmpm+IKePrYpesaf+aPfpZXn12n27JwbJM/9SOf5sp2h3vHS37mjYNzO96rWtWqVvXtXn4kcqDB1+HVMVnE4jGR5BTl455CIM3vZBk/1ihpmsZ4HjOex+RF+ViTXIMWnSfs4vpR9nU3XvB0Y915kPKV68PHpG9Pq8clVSUHo4Bb+3MqoNeym8SjOBWZTc2iqEUldV+a5cJiipKC/aE8xMOTPZ8816TfsfnUtU22P6aURNM0NDSuXejS9Sws1cgPpuETPYvqZK6zpsr3T5bcP1ly7wmSr0fLbXxDThunb0S0/NnxGM4i3r8/eaK3yWbf5cp2p2kcn1ia+AXl+Yc3OkVZcjgOuHu8UH8/z77qPSGQpW4Q8+q8xLSuftvhk89uPNHaYOonjzXtdbVdi521JxuOPwpcwun4fxwPyqqqSPMCw9Ca9zp7yj64P+WNm8OnGNQ/7T157H3q6rcdrl3o8fKVtca36dFrytA1Wo6JbRqPNcPnLuMzf3k48CnKshnDLCt48+aQd+48DjKerXtHS964OcQ/Y+T/pEa6rCr6HZvL2x10XWO6TPjZtw4YzU/XzCwvmSzjxpgennx+TAX+RmnOV2+NGM4+/rrb9WTenU0H/bjl2iZpXvDF90+atebh0Ofmwexj/fwyzBr/LU2DV66uN+BKGOdn0iDP/9zB0CeIc+V/Jf9mGhp5UTKaRbxxYyiS0uoUGJ88Bcj6qHpmt8unn9/Cc2Qt+rj+U4+C6/VX0DTQtUcSJB/5go5lcHWve469CnD0FDD5/AdV3Dte8GDgc/Ph+U0cU9cJ45w4E7Dz66myqvjkcxu8ema9yYuSu0eLBuzREE+nRZA1jN0nrRhhkvFw4J9ez2eu65rluPwIcOypVcn6tt5xzqQJfnwQagU+rWpV3yb1U196wI19WcS6LYurZ+ik94+X/H9//C3itOD3fd9V/vz/+fsei7ld1YeXZRr8X//wd/B/+yPfScezOJoE+HFG2zV548aQn/jCbX769X3+87/yy+ceTFa1qlWt6tuxHMtgd71Ft/XxGxrLNOgqoKXXsrhzuGD0SBNlGTrtpxiOb/Qc1ro2uq499rD56rMbfOKZtSd+7rt3J7x/f/qxj7OupzGf3r8/oSjLxs/DjzIORsHHZoEVpSRijRYRQZxRlFXTQNUP65apkxclGz2Hja7TbEyEiXhtjBcxR6OguV+UVUVRVkyXScM66bVtDF1nb6P1xDjv/aHP9QfTc5IzzzH53ld3eenKGssoo6oqNrouYZzzlevDx7yFXn1ug+95eZdPXTvdkOq3bTquxdrHkAc1hrzUv1cf2Ui8c0eMcg8+xMeqOPMetqVj6Bptz+LWwfycD9J61+HSducpflZSSVqws9b6SPaYhsZW36XtWJSPgKvXH8748geDp4M75wCSM++pye7+o2bZfpTRUQDT11uPgnu6pjUf/yioKyyH8tw5KYFlkInkUDHkzjKw/F8FK6G+vrK8xI+yc0bElqmzs946Jw969J2LoqLlWE8En8/W2Z+7utdtJJlFXjWMl+QjQLOazXPncNEcdz1u586v+uNZ1lCSlU9ktp19X9c2KcuKd+9NePv2mCwvm/XBDzOiNOedu2Nu7s++rpS4J3lUfVh5jslnXthirS1ARG2C7dpmw078qI/3o4y5YrGud52GpQTCoHqaIfdGz8U29SYlsp4TaV6yjDLSvGAWJPTbdiP/qtlCH8fYv/k49fnnzsOHfKmz//fotVJ/bpKWPH+pD9VpiuYTAZo4ZzSPiNO8GeOPwzCtOGUaus7peGqaxne/vMPnXt7h0lbnqUmXddW+cHN1Xt+5M+bGgxndM9fQ0TjkZBryNQXIahp4jkHbM09n09n7ZCnrd1HIPa0GVM8OVT1u946+vqCEunRd41PXNvmEkh1XVcVbt0Yf2+trBT6talXfBnX/eMnf//k7zd9/5Dc/31D1H5ws+Qs/9gZhkvO7PneFP/Sbrj3VKHZVH16ec5oOEca5NAl5iWMb/NSXHvDlD07ww4x7Rx+9W7yqVa1qVd+qGswiRvOIo3HAO3cmHyuNqShLDEPj2sUez17oouk6o0X02E6v55pc3u6cewAG2YEdz2PKUiQLj/bwpqFRVo8b61ZVpXwwvn5W6Ud5xdR9yDJMeThYPnUn99EGsSgrrux2eOnyGpe3Ouiaxps3hgxmEY5l0Gvb2KbeNP7jedwYDZdlxe5Gi6NxcIb1JFHlw2nEeB6fJsdVMu7v3Z/ywRPANz/MmPrJE03ak+ZBXpjQaV4Sp/ljzYKuaei6dg7Q2Op7vHZt8yONe/Oi5Ku3xs1Y1o1dXpYf2gDWTcZ48fREqPPMp5jRPEZHWBFnv8PJNORX3jvmi++fPJUpkCqD3yeZPVfVKVim6xpUGkGS8WCwpN+xeWZHNvKiNH/MbLlS8pH4kcSns989TguuP5xyMjkP0h6OAsXckdc+ypZ5796EX373yYmA9c9s9lzarsUzu92GGffoXL17tOD1G4PzkkV1TYE0sLf25+dYYZ9/dY/Pv7r31Ob3SYBJzeR58+aId+6O+ertx83Zz/3YI28RZwWjRUSY5I9dt6N5xGASkabFuZ/b22jxHS9sMQ9T7h4vmCyfPp+edBxxljfvV4/pWdlvhTB/JsuEJFP+cdX5ozvrp2RoGj3Pou2ZFGXJMkwJk4y8KBsWYQ1wHwwDjsfhY+D9k6pmrXyUDOtJdWt/rkAeh09cWQPEC+y1axt0XOsc+PGkWgZpM583eq4wG6lZXAVH45AsKx8DRJ+70OMTV9YxTY2pH5NmOYNZRJqV7K63uLDRpuVYjBcJSVowXSYs/JSq5KlJqmerHos7hwtuH855/96UZ3dFovphq/7Zufu0cIuyqhSgWxEnBUlWPAbSZXnJrYM5tw7mLIL0FIT7mLLXq3tdXrjc5+ru47LaXtvmlavrTcjR02rqJ1RVxdfujkmzAj/KOBwHLIKkOWdPSojUNI0gynk48Hnn7ri5/+dFyZ3DBUfjkKoSNmI9987KRc+yXH+VyrumaoZwbcz/cWplOL6qVX2LK80K/so/ere5cV672OP7XhOjzwcnS/7833mDMJHdiZevrn1D6PD/tldVVfzDf30XkBvQxc0Wx5OQmw/n/NHf+eKKVbaqVa3q27aqquLO4ZxlmHEyCVnrOMz85CONbD94MGMZprQci6oEP0zRsB97QD4cBYwXcSPHAgEMXNtgEaYNS+dRcGI4izkY+Vy72D/HBtE07akmxR/9Xc9/70c/N84EUGi5Fttr3tMNuR/56KKoGs+RJJOY+rwsKYqSftthveswmEa0PRtUVPVp0yOx7dOF3rxt/czdbQtgt7MmYxqnwpLK8hJNE3bK2fHud2zannWuYV6GKQ9OfO4dLziZhIxNnd2NFq5tkBflY16QWV6QFxWWqT+RXfVRVbMVXrzcf4xp9uB4yVrHaUxpF0HKzE945eoak2X6of43Z/sQ1xY/lwoBLnVNEzBU188BTrcP509sXFuuxSeurD9mRxCnOTcezojSovFWOpoEZHnJ3E/R9zRhVFUAFY5pnGM2REnBZJGQ56VKNTz97q5tsrvhUZUVJVVj1D/zE248nBHEGbalN2NQP5ulWcGDwZI3bgyFYfgE9lntAdR2LcaLGHOhNfPiUTaHYxm0HIsP7k+xTJ3veGHrXNPYMNY+Zhd5MAp4OFjy2nOb51hKhq6TFWWzQdc9I1GcLhOuP5xSlaCdCSzQzzB5+i2baxd6uI75GIiYZiVRmtMta+P28+buNfj3qwnKrI+j9nEzHzGOn/spfpgRRClbfZeygocnS6I45+pet2GH6JrGjf05ByOfNC9Zf36TjmudY7nIMVZYZ97/43h01ZLjmoH0cStOc8bLGA2NV66e9ytzbZPXrm1SlhWDaYhp6E/cmD6ahMz8hN11Dz/K+OqtEXGas9FzeffumCjNMQ2NT7+w1fxMEGfcPVrScU3yvMIPM+ZBhmHoxGnOetfh6l6XNJeUurISCWWY5Fim/lTfv8lCQPznLpwCNrqmNcDnTF0XH4Y+ncWP87IiTnMmi4S9zRa6pp16NWmn18iTZIBRmjdpc55jcldtOn8Uk62qqkbqDOcZWyeTkCST9VjToO2arHedxtfu0Xpmp8sX3z8miHKiOKeoKq4/mOGHGb/zc1fY6ntYj6zpmqZh6BobPYdlmIFGY25ez8U0k82QilN/w7PrQ/3HsqrIi4K8KD/y3rEIU/K8VABmRZjkvHt3QtuzeOly/0N/9tFagU+rWtW3uGZ+QlFWEl1dVvzR3/ESuqaxP/D5iz/+FmFS8OLlPssw44VLa9/qw/03oiQF7wX++ZceMJxG7I8CvuulbV6/MeQnf+4On7iyzuWdDmGc/6o0+qta1apW9c2qNC8pigrT0Om3bWzL+FjAjm3qFEWFH8lD5MEooOOlbPZEUlbLE3otm6riHBvkvfsTvveVXZ6/2Ge6lHvW2Wf0LC8bU1r3CY3Hy1fXP3KHNUpyDkcBl3c6TQN8HnyS358kS/ra7RHv3pvw8jPrvHx1nV7LxnNMqqpiPI/PsIjUe5x548NRQF6WfOq5DTzH4t7Jkrdvj7EMaWjTvMAy9cao+OJWm6NJwDN7p9L4+gG/7Vq0XYueAqGWgQBPyzBlvetwNAoakCHNCo5Vs3JWTuZHGcsoxY+zxo+qTtx65eomGz2XRZhy8+Gczb7DdJmQZAWuZfKZF6WBvH0wZziPVPLg01kI9TC0HAvPMc8xg/ww42Qqko86+e6tmyMOxwEvX13nM2ea1boGyltmb6N1bhd8e81jNI84GPp8+vnNcz9jnAGDntb4WaYubLKq4rtf3pXXliL1GC8SlmHKWkeM8B8OfMqyYkMBZjWz5bm9Ppe226RZ0TTHLddE02ROZWeQj6oSFtW1i32KouJkGjZ+UR8ophFAp2U1836iJGN5UXIyidB1jbWuADJPq8PRqWmyJOxpT2RehElGEOW0PbMZp7qZ3NtsYZsG22un53myiFmGGVtr7mNg5cOBNNkn05COd9o0rncdjiY5n31p+zEAsGYz5mWJpVC4mZ8QRALg1P9352jBWttp1pL6e4mPGKBp567po3HA/uB0DOq50G9//Qlc9dw9u0FbVSJBzYuCktMmPCtKTqZhc+w16+xkGpJmJZNFQhjnvHZN5mpZVgRKaqaOVP69+nj+aG3XZB6mT00ne1IlWcEX3ztpEkTl84TREyovppZjEqc5d5QU90kJlbXRdL9jE8YZbVcM2OOkIIgykrSg33bOgSjv35sy8xPGiwjPsdA0jTQTgPatW8KIu7DZZqqYag8HS1lvkRP9pHQ+gBv7MwC2+i7dlkUQZ1y72COIc04mIZahk2YFR+OA3f6T58B55lPF+/tTkrygqio8x+Srt0YiFXzk/hQlOf2O3RybZejsKilptyVS8qIU6WiY5I3cMIgzRrOYS9tt8qLk7dtjLm93+M4XtqmoGtCmKMvGay5NC5ZRxmbf5VVn46ng08WtNq5lUpYQJDlrbRvHMmh71rlQgcNxwFbvdEMnTnPyosJzlPRSLV2WobO32cLQNfEtzM8D6uN5fC7drqoqvnZHwi2ePHcKHgx8poukAfW+5+VdkqxoZIBUPMaC/qhadVWrWtW3uHbWW/yWz1zk737hNj/w2h7XLvY4GPr8hR9/Ez/K+K2fvcS//ztfoiirX9Wu5qqeXC9dWeOlK2vsD33+q7/+Zd66NeLf+fQFfuHtI/67n/gqv+2zl/knv3yf//sf+yxXdj5ePPaqVrWqVX2zyzb1c74/7aI895D5tHrx8hqLIOVL7w/YXnOb1Lrr+zOe2e02DaNhaEyWMWlWnvPhqRA27nge49nGuSagpv33WvZjTI/6dU9KwJosYsIk5/J2h5v7c8IkI82KJsn1Sbu1j0oM67jvujm6e6YRG0wj7h4vSNMC2zbQNUlAKgoB39Ks4PJ2h0WY8rW7E/otm7ysMOtGxDUpo5IgyrhztODiVhvPMZksEtUkmOoYzicJ6ZrG93/qAp7a+d7baKGhcXFLgKfBNOTO0aJpgM42a2sdh/snS7qeze66R9s1T1ku9Y51KTLGsyDg2fNRN4WH4+Cp4FNZVQRRqkAP+TdD17FNgzQvcCydrZ6Hd2YDxlCGw0+TptxRcsNHwac0L7jxcE5VQVZIdPtLSkIEwkA6HAZ8+oXNR9+yGd+b+zOK8hR8qkHICmGflFV1zjsLBEx4cOKzve5xaavN+/ekUf2ul3awTEkQa3x4njCf6++y2XOfKGEL45wkK8/5o9XG75aps9ZxnvhzFzYEwKwbunmYcjAKuLzdeSKT5klBKPXLXNtURs2nx1A3+Wle8OLlNcI4Y7xIzjE2HgUI6vnzJNxgs+9SIdfjfSUjvP5gimHoDcBl6Bq9lk3LNc+B4RUwmIeNbPQs+HT/ZElVSaLkWcDpwuaHy5WeyOJQA7IMU/odm7mf8PyLm1zcbHNzf8abN4fy2goGk6jBJvKixFZsnYdDYYEcK4+dl66ssdX3KKuKI5Wu1u86LENhmlTwxKQyEDuNIM548XK/AR+6rQ/3wzpbZz23bMvgV947xrEMvvPFbe4dL1iEKS9dXjuf6KYAzPNjpWR2lcYyEuZrnsu1EqcFz+x02V53lUG3rI1ZIcC4ZejYpo6OiWXqwr7MS968OeLu0ZLJIqbXsmg5JhoCiq11RML5Yd5fhq6fW7d21j02ew5v3xmzCFPCrORTz6498WdrU3OA43HQ+IOFiTCgQHyS9jZazTy5f7yk3xaA6SzDUNe0BhDUNY0Cmstod13AngcnPqN5xNwXdlVZVSyClAcKxG05IlM/+31PFJPr1fUWziPA0yJIcSyjud+u9xz6pc08SDEMGWPbNM6Zp9fjVP89TgsWQcreeouSqvFi03WtOY5HgfwwzhuT+ukybj7jLKP40bmTF9U5Y31T1ynV/aLlWLRckxcu9R+TLX9UrcCnVa3qW1SRoqeahs4Pfc8zbK95PH+pz8Eo4C/82Jssw4zvemmLP/Y7X0LTtI8dXbuqr68ub3f43d/zDP/4l+8zD1K+++UdvvLBgJ9+fZ84zbl3vFiBT6ta1aq+bUpTHj8AHc/CsYxzrI0Pq/EixrF1gjjn4lYLQxc21Fm5mmWIlKgsz5t3PzzxGS9i+h0bw9AJ44z9gU+vI+bWn3x24zGz1qqqeOf2mIdDn6u73YZJUNf9kyVJVnBBPdQD50xLzzGfqLh9OGd/4JOpqHVAAW8ajqU3jWC9a+06Jq5l4toGcVpgGjo392dMFwmeY6BrOt/32h5BJMlAH0QZl7Y6jVRQ12Fvs827d8STY+anTBYxk0VMv22fAZ/kQKfLhPvHS1xLwLkwzkizklef3WiYM4vwtHEZz2O6LZsoyRuQwnNMPv/qHu/dmzBZxGyte+yse9w5XPDevQkbPZctxQoIo5zRPKbtmuee6J+/1OfhwGfzQ1hPdw8XHI9D/DhD0zSuP5jyiWfWMQ2NNAfTNHjuYhdDPwUsttc8DF0jTHJ+5b1jru52ubD5uAl47fNV12SR0G1ZjQdJbQYuxvWQpHkDIj2pRrOYjmc95kMG4JgG3ZZF17MxdI1uy8bQ5TrJ85KiLOm4FrcPF3zwYMozu13iNMcybZK0UH/WcR157zjJ+coHQxZxwc37E3RNzPRrBlzdrMVpwVrH5pndLv3OKeBqqO/0YTK4sz1eUVRkeUlelMz8hKOxyAZrqdfFrTa2pTegT1VVlE94//BMA7jecZj6SQMEH01CfvmdYyxT57tf3mE4ix4by3rsgzjn/ftHeLZBWpR86tombddib6NFlOTcP1mKmX3XIU4K8rzkxsOZNPeanN9zTMwKsqwU/7NCoT+qrmx3GEwjvu+TFzANSaOL0ifHzFeVmPn32va5ZMf6/RrD8QripGDiR7ytwede3iHNS7qexTLKBDxQfkP3jhfsrHk8HPpyHcYCZOiaBCrcOphzMo0wNI2jcch616Ffib+Vpp2aOz+pjiYBB0OfmS+eSONlwqXNNsN5zO66d07W+KSyTR3HlkS2ekDK5jvK7zf2Z7Qck09cWWcZpnzx/RM+cWX9HLsFKtBkztWgT/3zhqERZTlv3BgxmEZsr3nN2NiWyGPXug6RUgG0XJMsLxnNY5IsZzJPOBiWfPK5TfH6qgTMi5+SGu1aJnGW46rvdWWnwzt3JsTZnE9cEVlhkhZc3Ok9kSk7XSbnroNbB3MBebuOyA9nyktO6VLrt6hB+rP3p3fujknzgjjLeWanS6VYZZYh95H6tXleNgEJLz2zxnN7PTQN7h4vGsDuxv6MT525t7nq56/sdM6RBrK85L37EzqexWvPbXLj4Yxb+3NsS6fbsgnirFkrG88nJQeuGWwaAjAlmSQW6rrG4TigKEq2+i439mc4ltGM5ym2Lu93PA4Johyra1CWFS9dXeeiuuc9Wmc3n9Y6DhdUcIZp6A2D9f7xUlL1vg5uxIpGsapVfQuqqir+2j99n//6b77OaBahaRrf9YkdoiTnL/zYmyzCjLWOzVdvj59oUrqqb2zVi+7hKOB//1ue59m9LpNlwqef3+QHP3XhW3x0q1rVqlZ1vl66vMalrTa6dprK9lF1a3/GzE9Y7zp0POuMgXHF+w+mzc6+aepc3e2y3j0PXIzmEX4kQIVl6pxMI/ZHPuN5jK5rOJZBUQrgUh9PnBYsopTpMsGPs3O7sVGSc/doSZwU6JrGZSU9Wztj3Hx+V1921MuKcxHrcZozXcYswqxh6dTNY79t85kXt9jbaDf/Xksw4rQgLSSu/sGJz/3jJaN5TKmYGFleKFCvYhak3D1cEKc5x5OI3fUW8yDl1v6cvmJAAE1q0SJImfsJcz8hyws8Be5lecl79ybcORB2VpJJzHv2BOZabWx8Mo64f7JkpoCtN28OubkvP3//ZMlkET1mar3edfj085uPAUM1gAUwnEckmchdkrRofGnqbiWMMn7x7SN+4e1DvnprpJ5VYDSPG/nRcCYshP2Bz/3jRdMc155EaVaQ5SWHo4BlmOHaJrapczwJOZqEhHHOwShofu5Je2zTZcKtgxkzFRAC0oS/e1e+R5oXLENJ4rItg72NVsP2athRVcUyTM+wpaQWYcrl7Y5iapX4YcbhKKSqKvYHPg9Olsz8lA8eTDka1Y2tHGSmmmxdExC4BhcN/dSf59a+gKWPVrdlc3W3y+WtDn6UMVnGWIbOeBGzPwrIzpgMv3dvwlu3Ro+MbYWtGBV3Dufc2p+fM2P/xDPrfP7VPXZVjHzNvtA0GpbkozNupthyv/j2IXePFvz824cATZre2TqZhiyDlGsXe9w9Epnq0STgaBJy73jJYBo2bK2yqs41ptkZY/RL2x2+86Vt0rxogGiA/VHwGHPjZBpxY3/G9Qcz1jsODwc+x2M5V3lRNufWsw0xWVZz6XgS8M6dMVM/5dJ2m531U1bV8SQkK04ZUzVc0XZNnr/Yb/79/smiYZyArFE18PRhcuIokdcvAjG1v3W4YDSPeFddgx9WtTR07qfCtGrZfPp5kbqelcvWHnX1en44Pn++atZVdca3rFS+RS3HYjiNGulUDTxpmsYzZ4DleZASJTlFCYsow9A1rmx3idNC1sajefN5H2Y6XZTCNNR1TaV3Drh7POd4HPL69QFZVrK70eI3f/bSE5UeY8V6ipOc2wcLpouY8SIhy8T3rwZYbMtQAK0aS1P85vpnWLlFUTKaxdw+EKP7XIVGrHcddtY8uRec+S4Vwtjc3Wih65oAkR2nWbvPyoe31z0ubXeY+wnv3p0QpTmjWcSdw/m5FM7JMmZ3w8OzBdiL4owkF0YaCiQcKObRMlLXt7rnB5GEJgVRxjKQtW3qi1z0/rHP/RORQmqaJkCp+ipJVtBr2/RaNnlRYVvGOXuRGpwtqwpD15sUwPfuTXjn7vix83s0CaiqqpGlf5xagU+rWtW3oOJUTC7H85h3702oFKX3z/+dN1kEKT/wqT1++3df5uJWu7kBruqbV3/gB5/jsy9tM5rH/Og/eIc/+cOv0m/bvHVrzL/88kPgPAV6Vata1aq+VXUw9MlLkcR1PIs4leb7STvwyzBtEuDqpKIwzkVmYugMZxG3Dxd8+f0Tvvz+ABAg4Re/dsRg8ngEcxjnTVNZN3uubXA8CTkcB7x3b8LPf/WQr1wfND9jGvqpYe+ZQ7x3vGRvw8M0dGWiqp97X3iavOZ823z94YxllKGhYSn0YhYkfPH9kwbAOU1DkyZiskxI80IkJZomSXxVhWsbfPLZdUxT2GEHQwFGTF0jK0puH8xIspxuWzySDF2XlDN1bOs9B8cyuLzT4fqDGfePl5xMI37urX1evz5oGgjbMhrj2ivbnXMP/5NFzPv3pwxmEYNpxOFYUrXCVEzRPcdspCZ1I1Dv7JdVhR9lhPF51lpdg1nIIkwpSkmsCpO8+VUnFdYmvEeTkIcDXxl652RFyXgRo2sah6NQyU3aYpA+XPILbx+xPxSgpaykwdofBgymoTIh1nnl6jqjecxgGnL/eMG79yYcjYOmqT8cPz7nrj+ckmRidFuzw6bLRJLOkEas1zpN/UqzgijJFTgg73H7YMFkEePaxjmJnIBhwlJ4+86I4TxqEqhqIKIGFE1TJIc1KOLZBrsbHvtDn5/42VtNA37rYM4vfPWQWAEPT0pgvH0w5/7xEk3TsE2dXsvGtU2Gs4iqrM6x/1zbwDL1ZpOsrCqoRArX79inc095Xj1aNbi1veZxYaPN/tDn7pE07mfrrHQHaMCtmnH0K+8dN34/QZwzWSYswoRfefeIe8cLBpNIWC9JztFY5k5dtmnw/KUew2nIT33x/rnPjZKcN64P+eqtUXO9vnN7zJs3z6ft2aaOqYuB+zISDzXHNrj+cM5Xrg+adWm6TBjMoubc/+LbRywjWQctQz8PKFRyftJUxns0Ox2TtmfRUR5u9ZzRNAEwLFNXa+55ye3Tqt+xGzbm2c/fH/gcjQPmQfrYBoIkN0paH8ArV08N9+v3ePXZdTb7Lm/eGKJpFZ97eYdPKslyM26W2MJrlYA+ZSVJli3XwnMNNvsupqnh2uflYTUQs6fWiSwX+fF0ETFZxqx1HGHB6lrDdNvoCVAxD5JG+nu2sqKQ5NNHwHY/yshLYdC9fXvET3/5wRPncpqJt1MNtI6XSSMX2+g5p8CiWgdPtWswmISM5qcSskTdC6mgc2b9FRl3zMk0ZDiPuPFwKgmdE1mP7x4tuPFg1txTPn1tk+98YfuxsIswyvjpN/Z58+aQL78/4Ggi/nmLIG081F68tEa3ZbPWERZhVlRkynOsrCq+8sGgCSeoZbI1QWmj52DqGm/eHDGYhXiOgWMZaNrpuTzHsDwznqahY1k6SVZw73jJ7YNT8PDe4YKv3R7z8ESu30vbbXbWWhyOAr5yfUhWFMqovOTduxOORiFpXjzGev6wWoFPq1rVt6A8x+Q/+0OvURQlf+OnrvPVWyP+/I+9yVwBT3/i977C7/v8s/y5P/65c8aNq/rmlK5r/Mc//CrPX+px73jJf/O33+A/+n2vYBoa/8sXbvHjP32TP/ujv9RQb1e1qlWt6tezqqriZBKSZgVxJpsXHc/m6l6Prb7LRs95olnzu/cmzS67NEoibdI0aWrSvKQsJSnNV4BFp2WR5SWD+fkI8brZbrsmRVE2KTxBnHPz4awBrwxdZ7ZMiJKsYdPsbbT45LMbzcNwEIvRbRDlzPyEOD0F9882YY/K7sqyIn+kKcmLqpH71GbKtSH0jYczvvyBmPaC7OgnaYEfZiyCjAfqAXvmJ6AayxsP540RdJwUHE+ihj1wMo14//6UrZ7H97+2xyevbXD94axptD1bPJ7W1I54qRqZ6w/nvH9/yvX7M47HofIokp388SI+t8u/DDMG05DRNBLWiPp3y9C5uNWWXe9QpGtbay5nRUozP+Gf/so9vvDmAb/y3vG5ca3nx9xPef/+DMvUaXs2n31pWzGzTmUqXc9uGl1d0xrj8kUgZuhbay7dls1GT9LD6kYxbeLshZFUA0BrHQfPNnk48HEdg/Weg65rHE8CdF0jUJs7k0cAEaCRJR6NAu4fL0mzovkuwnqpiDOZS3lR8nDgczAMSHPxxKKS3Xld0/nU85tsdF3yvCDLhQGQ5AW39udESc56x6HftjmZRtw7WIj/zyRkukxoORZfuT5o5pKpkr9u7c9JsoJ37kwoKwHcpn5CWZVs9l2eVYbjcz/h9esD9gdL4lSYPr/0tSP2R4GKgj+VjZ1tvDueRZaVDdvvrGyq7Vpc3GpzYbNFXlZ86YMTwjhnMA356dcfcu9owQf3p4RJThBlWJbOzE+YLRMORucZMrUXztW9Ltcu9ui0LJK0oNuyG6Zb3TQvgpQ7h3PeujHCsU22111MU0fXwI8zHPvUDy3JCg6GATM/JSvKc75cR+OAr90ZMV7EBFFOUZS8eGmN9Z7b+IrFaU4QZ/TaNt/98g5Xdjpsdl0826QsSw4U4OnYBpe3OmjUPkdS613xpHJtgyQtTtPQ1Pf54MGUo8n5sRjNY965O+HZCz0+dW3zjPRUa7yAADEx1zTCOGMRpufActc26Sjj6DjNmSxjDoY+02XCZs8VcHbk8969Ce/fnzymcsjzkkjJQl1bGCyn/jzyGl3TeOPmgJ//6iG/8PYxJ5Pza3Y9fzZ6LpWmGKGIT1WFgEtBlDZs0LqqqiJJC+4fCxvNtgw0TRLiLEOOxTS1xuS+7lMc22hA0hp0raWHjVw1KfjFrx02IGRZVGz0XBzLRNMhiHKOxyG/8u4xN/dnzP2kAY2OJyFfuz1u1pmNrkPbNcmKAg2tub+czCIqTgFkQ9c4moT8/FuHzXc0DY1e2+byTof+GbZtVpTNPejhic/BKCSIhe3lRyknU5Eqx4kEfxiG/liflmUlQ+VDKH8vmnPW8SxaKgRgs+/y/MU+Lc/EMMQzzTT1Bsg6K4U7K5MN4lxSF9Ua3W87XNru0PYsdje85njitBDg8cykqY9DQ7wHB9OI4TxqvvOXPhhw92jBaB4TxiLrDqKUJBUWaxjnLIOUr6jNlPqzPm7aJqzAp1Wt6te18uJ0gf+Jn71NlBZ87uUd/ua/uMHcT/meV3b5Pd9ztUG4vx4keVW/trItgz/1I5/GsWRH68d/5ib/4Q99gqqCL7xxQJTm50x+V7WqVa3q16umy4S7xwveuDlUaUxxk0TWck2e3eud8+Z5tOrd+ZmfMJrF5EXFJ66uN/40NTUf5OHYjzIWKhY8VElEtVRC/D7KhoGUZQV5KQa2W32PMMkZzmP+xZcecvNg1hiU1ruyRVnytTtj4iwnjAV8SrKSwfSU9TJZxNx4ODvHcsrzkruHS5GJnKlSGYO3HANTgUTPXujy+Vf3MHS4/mDGe/cmIg/UtAa8CuKMZZhSlhVxWqgmsWB/6DcR8mvKOyXOBNjYWvNwbZPRIqLbsvHDlHmQMPNjNc7y3oswJVWAQcsxWeuIEXuQZPhRxjxIOFEgRrdlc+dw0YAa612Hk2moTKSrx4yhF0HK1I+ZLVM0tIaVYegafigeUzXoVINrx5OQL71/wu2DBV+9NeLBiYASZVmyCFJi5ddSnelMHMvAcwzCOOdn3thnuoiJU2G1FMWpP5PG4943tX/K9pqwc3qKLTKexzw49hlOYzV3SpI0p1BMiCeao1cyB5cqbSw7wz6qPzHLSvaHIpOr/682l89ykcfFac4nrqzz7F6XG/tz3rwpkfMzxWwqq4ogzsgK8YlKC5kTWS4x5HlRUBRV83rPMYgSAcLq+ZJmRQNOGLqwve4dLRjOIt5/MOXe8YK3bo0ZzkJJiBwHRHHGdJlw72TJeseRZEN1LY9mEQ+HvjDbgKu7XUyj9skq0HV4ZleazpGS57xzd8zPf/WIo3HIGzeH5KWwkeKsIMtK5Vsl58iPMsZzOReP+lBVlSQHtj2LzZ7LlZ0uz51NeCzrKPeS+0d+8/ka4nVTS7a+8sGAKMkZz2N21ltc2mor3yoxLx/OY5I0p+0apHnJeteh17bISzkPhyMx/16ekdruD332hz7dtk2/7fDpa1ts9t1m7cnyAjRJAvxtn73Eq1c3hFk2jxnPY6pK5m+sgOhM+foM1NpSKuZbDYYqshlocPtoySJI2eg5VGrev31nzHv3JufYJZ95YYvXrm1iGBqObTZsFF3TaDlm89ooKRjPY96+Mz4HvO+PgkZm5tkGX/lgwBffPyHLT4HKZZThBxm2pVOTS8uy4mAU8OUPBrJZkRb4YQrK8+jFS2tc2u5w/2TJl94bYOg6mz0X80y/kRcVB8OACmi5Fq6lSxpcXtJti8H4GzdGzP1EvNs0AUI1NPGfQ9apJC14OPT54P6Uu0cLirwiTPJmrhVFRVpUbPQcPvPCFhc22pimznQZN2bX7z+YcutA5GoHQ59FmDUm2Mso42Qa8eDEZxEkjwVv1EtSDebUzDqQZ/6ddY+1jn1u7bpzOG88FOW8C8iz3nXQ1BiVZcW94wV3jxa8f2/KdJk0566qZH4Gcc4nn93gyk6HTzyzzmvPbfDJZze4f7JsZNJVVXHncMEiEOayrsPl7TYXtjz2NlrNfduxjHOJeWGccTQKCeJcbRxozfvVput14l1daa7W+rRgosDnoqzOHLdck55ikG71XZKs4GQaMlkkVAj7UAM0XcOzTS5tdfjksxuYhv7UpNIn1Qp8WtWqfh3rH/zCXf7L/+lLfOGNfX753RM6nsWtgxnTZcLnP7lLr2Xx//obX+aNG8Nv9aH+W1ndls2f+fc+A8DhKOTW/pzf9bkrZEXJZs/le17Z/dYe4KpWtap/K8sPU0azqAFLQACa2TJhqmLBH5VaXX8w5f17M5K04MsfDBhOQ0xDwJ/JIqEoSnoti07LQtelESiKkg/uT7FMvTH1rf16gqTAc0z6HRvT0IhSieqeLBKGUzHjvbDRYroUYKVunIIw4527E/7VG/viu6MkGllWsoxSNnsuLUcertNUGClv3hwxVE1F3RhkefmYZCNKhBWxt+E9ljgkpanxE+BCU+ypUnkABSqyHKSZnipfobrZEI8Q+cyirMjzopEbBLEASYsga/w0okSAuskiQXoF2Rk3DZ21jo2h61zZ6eDZpmrANCaLhMEsbMAoy9R5ZrfL7kabZZgxUxITabQEbKwqrWGRXN5u89yFLp96fqMxj68qMc49VJKee8cLklQizJehAA5pXlJVwjQokYY7zQrSrODe0QI/zNhZb5GkOfeOl0wV6LLZdzgaiY/OyTQETQCIoqyaBruqBHxxLANTJTgVxWkaXV7I752WhWnozUabaegcjQNevz5sWDbLKMXQRVZzaauDbeoN2HXnYAGVJMw5lsH+IKDr2az3HCbKDyVUQNxoHvGv3z5sGte5n3L9wYwwzqmAshAgIM0KLMPghcsic9I1kclNlgLczvwUQwFAhq6x3nOIUnmPt26NmCxiNDQ1XyrmYdp870Z+ijxvtBwT1zbptW1s06CtfGvq5vzW4ZyiKHnhcp9L223ansTeV1ScTEP2B0HDrhgpEGkwjZqxaymZ4sxPcS2DtY6NY8nnbfRc3rk75ubBjCwvTj3gKmlUuy2bnXVPQF1D59JWm0WYMw9S2p7JRs9lvWvTbdtyTWraEyPX6+9SN8YPBn4DClza6jCZx1SIIiBTG7RnGT61/9VkGfPWrRH3j5cN6DiaxZK85ZrnQNqyOguKCvNIGHOnXnTDWYSvfMAeBT33NiSB8nAccP3BVJhflTTNcSJriW2JzGkwjZ7qc1SvVfVa+MyOmNOL/E3JNx2T6TKhKMtzUrWDoU+c5Kx3HZahyNJs02iYb1lW8lNfvM+N/RmWaeA5Jj/z+j5v3RoynkcUpTCnTF2j7VmYpgBDw3lEmotRvB9ltF2LmZ/wcPCoV5RcZ/sDn/EiQUMjKyqOJ2Hj7Xc4jjANHc81qVTqaF22pfP6jQHjecx0mfBL7xxz93jBcBZyMBCp7d2jBdNlTFXKOaqoMA2tWR/PgnlxWjwWSBBEsgYXZcXBOOBIyXarqmK6SMT7CzFW39to8eyF7jmAL88lRdOPMy5sPB6c8Imra+yte+S5MFgP1BhVnPJEwyTj+sNpA2w9OF4yXSZ4ylTdsSUQ5GQa8nAQUFXgR3Kt/cLbh7x1a0hZCIsqTkoMXcPQ9HPfdW9DPAZvH0piqHhalRRFSb9jE6dZA55Ol0mzptXfvf6znMuYMMqaOetYhrD7DJGgf/alHV643Me2DUxDMaTmIf22zbMXeniu+Nt9xwtbXNnpKM8nkTF+XABqBT6talW/TvX+vQn/7Ffuswgy/skv3wPkpjxdpnzu5R3+j7/3ZbotSS66utv98Ddb1TetXri0xu//gWcB+Pm3j7iw2eKTz4pPxV/5R+9SltXK/2lVq1rVr2vFWcnMT7l3vOTu4ZznLvTY7HvkucS8v31nxLv3JmKgm5dkecEX3ztmMAsZzmLyvOTBMEDTNNY6Dp2WxckkZDSX9Lv8TJMUpwU76y16KnGn3gk1dNk5NnQNW5mLH41D5kHSmKLmpbBuDP30gTdMhOG0f+Lz7r3paYqQevjd7LtYpkFRlhyMAt69OyVKMg5GPsfTqPH30HSRSdSJdmla8NVbY44nIeNFIj5Oquk2NI00L+i2LJ6/1OfCZptlkLKM8iYu2nNM1joOSSZ+FYFqCDIlF6vHsapE8lY/YDuWpAT93FsH3NqfN6AYiGTOsgzmfkKnZfPilTUsQ9JqK0DXhH2gaRrbax7dlkWmGDXi3ZWeGZ/yHBspy4vGs2tvw2N7zWXmJ+KXpXyzTFPn8k6byzttui0b1zYaOc++apwMJTfJ8hJNQzysPIvRXJr7h4OA6TLhvftTyrIiUXPjxkMxrA8iYdFUiBRUA8aLRBrZMzHfFRWH45CjccjBUEAw1zHYXnNJspLhVMJWQuXPBLKzfv9kSVYUvHN30hggp1nB4Ug8W/JCJIt1c1az0i5uttjd8BRgpDH3E0kU1gUIipKCu8dL7hwu+I7nN2l5JnePTk3S0aTJs0yDBydLBlNhfhSlpBLe3p9jGBoasNax0TRhZA0mEdNlyuEooCrFy2x300PTtAboqtkIG12X5y/22Op7DWiyteaxCFKGswhNMRHrJq6sKjH0vjXmlWfWG1NzeY3Mja9cHzSyQTHArtjd8Lh2qdcw91zHIExybh8umibZNozm/bK85EjJ8O4eLRofrs2e2zTKwnoMGUxCNDR21j2e2e0CYtDv2gZlWRKlGfeOJEmxLCvipBC/nFlEr22jaRp3D+fomjCkLm51yPOSk2nEwxOfN2+OeO/ulIOhgFRtz2pkx8NZyLv3xkzmEcfjkONxwGgecf3BlOsPpkyWNVNJxm+gZLL3jpZMFjFZVkv5lG9dJZ42Gz2Hq3tddtY9PMdgvetw7UKPopBEtdp0XYB6WQtsU7zsgjjj4lab731l95x89q1bI96+PVJjIAEHDwbCevmZNw4aUK0GzRZBylu3ho3H2M6a+OHNlilZUdBviURW/OIETM1U0qdrG5xMI06mIQfDkIubbS5uttW/i8+brkkSZFVVxGlOorzRhov4MZWFZepc3euy2XMayWZelGJYrsa2peTXWV4QRjlhmjdAqFyzJbf259w9XjRr+FAFLCVnNhDarsnDwZKb+3OuXeyx1nHY3WwLCKNAXkBJU9WlqpIGc+XHZ+oa233vjAQMxsu4YfWdNes/BcBLRouYo3HIF985OQec1fXwZMlokYhXVSXevFUFVQnP7vXOJWHXHl1ZUdJr21zYbONHmQpDEJDMj9Nzx/NwEOBHOUGSU5QlizAVmVucn5Oc3z9ZEkQpD098qrLC1HX8KMePlel4LOdz5idNemb9GfNlwsxPRAaryT2o37FVMIPD9prIUut5WFXC7ry9P+PukTBJey3xMtS1JxvKV4isuCwe/78n1Qp8WtWqfh1qGab81X/8HhXwiWfWmCxTbCXv+s4Xt/iTP/wqpmHwwz/wHP/tf/J9bPafHo+8qm9+/YEffK4BAP/nf36d3/pdl9lZ93j79pi/9Pfe5s/+6C9x64xB36pWtapVfTNroUxHIyUrKUthqaz3HK7sdFhXhqX3jhfc2p9h6MImabsmrq1Lk1JWIqdBmFQPBj5FUZKkJUkmzJXBLGR/GLA/WDJeCABx/8THjzLuHC45VP40ZytUjdUyTHn33gTPMdle87i03eZwFAg7BpH83dqfNQ+5nm3w3IUeV3c76jumzIKUgZIkCTOnbAClsqrYXnMpCjFbL5EH6arxyJHEnbKs+Jk39vm7P3OTI9UA3ztZ8uDEJ0pyLFOM2rf6Li9e7vHVWyO6LfGE6bQsLm11MIzaqFnkBgK46cSJGHJ7joljmadNm3rm3uy58uBfVdw5nPPevSn3j5fcPhBD5hv7YjQtso0lfpSp8RCw5t17E96/N+F4HPLgeCngiZLVvXRljW7Lou2ZArDUIFVRkuUiX5PfCy5vtZkHkjIYJhmbXbdhFXQ8i4dDH8fSmfsp44Wk17Vck4pTr5Ywzng48InSnJZjcnN/3siSiqLCNAwubrYb0Gut4zSmymLkLLvrpiEJg6apUxQV06XI/DTg3tGC/UHQSNnmQdoAL2lecO9I5Cn9jk3HM1kEGR/cn4q31xlJTbdlgQZTP2E4j1gECUVZKbmKMpnWpNG1LDGTNxT7JM9LqlJ+D5Mcy9DYWnOxTJ2+AgcFhKrotSzWuzZzP2URZGytyfn2oxQ/yhgqQGAZnpoKg2J1VBWmKYbZlqU3x6+p43Jtg4eDpZKyVYRxzu2DOVlRkOYF/+JLD/jld48VyKR8edR1W8vI7hwuCNXmWN0k5kVJr2Wzu+6x3nWYLhOOJyGjRdQkqmVF1aRM1tenoQm7bh4kDKYRf+/nb7M/DGi5Br2W1chVQYAYzzY4nkQMJjH7w4Cb+3NuPJw1qYp5LmvWbJlwMjtlZ7m2TpIJ0GqZujCA/KQJUdjoOgymMfeOl5xMInRNY+ZnVFSEScFoFjP1E6Z+Qp5Xjdl9Xe/emzDzUxZnZHs1SNTxTNK0IEkLuUanEctQ5n2Wlw0zzDR0TFNXBuBybh+c+OLXlRZcvz87kx56es6zXBgtl7c7wibVNfxI5sJcyZpH8+hcal596Fd2Ojyz00HX5Vx+4pn15r3lGjkFjIaziDDO6LYtLmx6bK0JMGibOi3HbNI2UdfcGzdGpHkp0uAgZTiNuLxzmgIo17DIUAfTED8Sc/WWa1KWsjZmeYljG8KQ1eR91zqnqXt5IaC8Bg0j0jJ0krTEsU7hB03TCOKchwOft26MGM1iHp4sKMqKZZCxP/C5tT/HD9MmmMGxjOY8l5VI/nY2PJ7b62Eaksb6yjPrdFW63SJICeOMg2HAjYczdX6KxkftzvGCf/WVh43XX11+JN6Emqbhx7mS+C05mgQMpxEPBz4XN9p85wvb9Fo2r54xe795MOenX9/n4cmSN2+OWQQpQZSzve41xuzbax62qXMwDFgogG7up9w5mnM0DhrTfxAvNdPUmAViRl57mM2DlKoSv8H6PLc9E9NUYJL6+YWfMlkIIF9WlWzMXOyhado5P9uHwzr5NaLlCtOyrCoGc7l/xUpqXJZVA/rWzycft8yPfsmqVrWqX0tVVcVf/2cfMPNTPv/qLld22rxzd0Kalbx2bYP/5A+8RhBljeFdneayqm9daZrG/+VHPsV//pd/mbyo+Kv/8F3+4x/+JH/1H7/HV2+NAdkdfOFS/1t8pKta1ar+bahE7SjrmsZ4EWOZOttrHnsbsrv67F6PNC8J4ox5w54RllOSFiyjnJIKW7FATF1jGYoUp9c1sC0BqE7Gkdr5TJksE3RNmoiyrNhdr3BskXfkRUmeF1TIg75zJtra1HUqhBVVM4Y6rkVeSTMiJtoaw3lInBbM/YQf+JRJnBSYhkaSlriOqSRxAJIyVuTSIBaVyGQ6nsVm3+VkEinvpYy8rJqfPZ5EXNjsMFCx8C3PapL3BICyORhKY3Vlt81v/ewlsqLgZBIzDwRgCuOcftvGMHTWujaObeDYBq4j5uuaJo3NZJGw0RfTd0M79RpJlR9WnubcOxbPwLlK9ttec9EQ02XxxRJpyN2jBUGcswhSPMdkqy/AUcez6LZsRrOIQLGMqkq8WbJcjLFdy2SumpPa2HxnzWOt57C30SJJC6Z+QpwUDOcRUSxgXK9toyGm7WlWgidMs/kyEc+lJFdgjphsb3RdXn5mja01j2UoyWPLIOVrd8bsrntUVE0z1W1ZpFlJyzF5MPBFauaYbPRd9kcBmnZqrBvEGes9h6qSxKzJIqHTMgniQlL8kpgvf3DCp1/YapoqXRk+j+YxbddmrpLwtvstAW4Us22z5zbyqlv7c24oIHQ4j3AsgyjNWes44h0UF0RxrkAW0PUK19b54MFMDKs1Dc8xBSRKMspSoIA6ZW8RZFimzkbPYb1jE8TSsEVJzmQRixxPJYL5UUbHs/Bsg7Qom4j1ZSieXr2WzTLMOBgHaIbWsMqqSgDdtgIEwjjHjzIBgiwxd68Bk0vbbaK0oNsWnzKAk0nIVeXhFKc5/Y7NYBZy9UKXsqw4HAUNMFOzAgH2ByF3j3xsSzyvwrjAMGQ84jRvWFBpJqC0H2VkRYWmyRytWZFZXjCax9w6WJDmJa5jcGmrzQcPpgqsozHmr1Szu9V3Wes6Ii8dybNyRUVVwtaay9fuyPNZVYGuAKbtvvuE5M569mgCwit2UlnJvJ0HKV948wDXNtE1AZ+vXeyRZQX7w4C1roAaeS5sTccyePPmkB947UIDCp/1EcoUQAwo7zjxNgKRS7Y9UzGpjMZv6NbBgvfvT5n6CU4j05XrYn/gEyvwLlFjDNBvCyg1nkuQwfaaS5oXBHHRmIqXirUF4Ng6FRBnxTnJZG3kfzQOz7GZBLw3aDmmbBCo/xtMI57b6ypmE3S8teZaiBIBtv0o49rFHmVZNVJigDiR6+5kGlKWcs5zdTMp1S9A5IWGzmbPoeWapHnJ9pon65KjM5hEyni/5Nm9HsNZpK4dSRJchBm9ltbIUy1Dp6dSS+8cLvCjnONJyN5GS+4JOx0eHPuNdO/UAL/AtiT8wTDEeN2xDfLidDzyUvz+ylKSK3ttkS8mecH2WgvT0LhzKGzFtY66b6jjMU1JwEzSnJkfyxzURZ6d5SUXtzosQpEiB4mAY/2OTV6WlBX0OxZzP+NkErHZc9nbaDNexM09ybFkk8UyDY7GAb2WzdEk4MJmizQviWJha+1ttLBNScSdLpJmXVqEMVlRcOdowckkZLpMiZKiYVl+nFp1uata1Te5fvbNA968OWKr7/Ijv/kaf+nvfY2yrHjl6jr/2R/8FK/fGPA3/tl1/vjv/gSf/+Tet/pwV6Vqo+fy7/+uT/CFN/YZzCJarsn/6fd/kv/uJ97GNDRevLwCnla1qlX9+tSpLMloGjqQHfzR/FSa9mhluYA7bc+SRjkX4+atvoeh60RZgRnlbK25+GGmknYMRvOIshS5TpmJ+WhRVKRZyVs3R7xwqc94IewSQ9dwHZPBNOQ7rm2yve5yNA5J0hzLsxs5lqMZaGjCaEAArkWQEia5NJRV1ezedj0BWdKsIElz7h4lPLPT4cpuRwzT85KqlOa7rCo0XZoAQxOgqte2G9+WoqzEMDovm4f0ySJhOIuwLR3POfUr0TSN+IyseqvvNFLrlmNwYbMlJqyTiBvxnCgRzxQ/ku9kGXojJ7x/siSMC4pC/HNOG14BpS5ttxlMJRI+jPMmzeo7XtjiJ3/uNmUpkjLb1Nnd8EjSHE0TxnRxNhFQ/V4UFblxmkpWy9LWug62IayL6TJhGaV0WxaRYigIO2zE517ewbb0xsC8LMsm5SxJi8Y03I+yRrY49xPeuDniaCzmtTM/kYa2kiPrtSxevLRGVc25f7JgEaQiW1dMHVQC19kI+SIruTsUb5K9jRbrXYcwyUjzShqg8vR60HXxPwqinP1BQFmKX1GSikTol985YRGmPLPTkUQt22AZZByNg0YqWpUipzrLFDqeBFRovHSlz96GxzxIiZKSo0mIqWvofY2tvivm5+pUxGnBIszY7rlM/QTTFK+vt26NORgGXNlpk2Qlo3nEeC4GxcNZzDNKulPPm0r5FW30XJFYKdPtliO+RrXspz7epkGvTk3f7x0vCNMc09DZXffwo0zS5HoVnmuR5yW2ZTQm91+9NcK2DJZByva6p/xlFjwY+Lx2bYN+y2lYU/W6YujC2EuznDCRBE7XNlmGmTBgIp1llGFbhjKhFgAvSYWd9+YtYbkMpxGmrlEWyvA9LxRDUxr26TLGj8S4v6eYLB3PYr3rNKDr/sin0zKZKi+7wtA5HPgkScp6W8bxbKJZPXaRStHbHwTkZdGcR8vUcG2TsirxHEPJXWUMa9ClZk8VZcnJJCFKcr7rpR1arsk8SLm5PyfLSqqqwlGA98OB37DxxNRdjsfUNZ672OPCRgtHXQvDWUQQZ0oSBe/fnzJZxIwWMXeOFuysecz8pLlGZQ6V6poO8OOMjmsx89MmTdGPMgHSOw6GoTGzDFquAOqmoRMnOVlRoqFxPAkb9mJdRQEd18DQtSalVNfl+j0chyTKl8mPMgHLNBr5MoiEcjwX8LVm5izCDNQ6nRcljmVi6BpFCcfjkLwQ6XfbNZn5KZZpYBkGWS7HZRqyrg1mEf22TZIKA7gsxcNQwg90Wq7Mn0tb4u1kW3oTnKCrwI36HjddJvRVymOmgFHHtmi5ZnPfaDsR2+seiyDjnTtjFmHaAIejWYxnG7Q9izbivba15jGcRRwMfdY6tpLkCZurozYS8qKk7Vp4tskHD6Zcfzjn2oUeF7fbrHUcZn7CwdAnjHOCOMdSmyldT5Ipl2GKa5vMOT1vu+seDwYit1zriJn/Iki5tT+X8IH63Jbnwb5FmHHz4ZSxSr2r1AZJXpxKDNe7Ln6YC/D1MSV3sAKfVrWqb2o9OFny4z9zC13T+Hd/8zX+f//buzw48Xnxcp8/9SOfxrYMxvOYLC+fYJS6qm91/abvuMgPfvoCk3nM1pok2Py7v+V5fuJnb/OXfvJr/Ln/w+fQNBrfhFWtalWr+kZWmhe8fWvUeN94rkHbaxEnYnw9mEakea527WlkCXlRcjQOWAQZmz2XqpIEI8OQprnlmERajllpGLrsdBuGRpzmRGmBruvoOlzYbDGex0SJMHHSvCTPS47HYdM4VRUYmjxg3z1Z8rVbI8KkwLGFXZRmJVEc4bkSJ/3mzSGOZTAPUhZBwrWLffJCvIzG84gKuLTVJk5yWp5FmpeMZjEfPJhx+2BOGGdESU63lTTm5S3XpONauI5JllfN/fTaxR4HI78Zz/vHCybzmFJ5f0QJSu4kyVKaBnlekRUll7ddrux0OBwH4g8yTyjuTRvJwXrXUV5COZalkxcVQZQwV+bOhq6TF0qCUpZsdh1M00BDHvQ9x2RTARUiORIvKFN5QhlGRR5V2KbBzE8ZzmJp+DVIU/HI2dtoYdsGQZSxu9mi69lESdEw5UCizae+GD3XIGWp5oNpiEn0Ikz5ubcOePnqGqVqHk1do+PZTBYJcVrQcpVBvWdiWwb7Q78xtD4ahae+V4EYMk8WiUhCULJF02jkMtsbHqauYxk6ax2rYT61XYujaUBViW/J4Sjg6m5X5Ik66LqMZaq8uK5d7HFzf0bLNcnPJPDZlo5t6kRpRlmWytQ5Jk7lz7VvY1GUeK7F5a0OrmtIEt8sJklL9rbbDKYhiyhjo+vi2JL01Mgd81Ji622dftsCTSOKM1q7ncZ7Jc0Kpgtp0u8cLbm01SZJVVx5mKJpkJUlW67JgxOfoiyxDB1Nl6ZSkrig5QhIZCqpYM1+Wu86FCr9zzA1SoWb2pZBkOS0XBPb0kmzgskyxtBPvYokPS5kd70lTMaibCR/h6MAP8zwHIPhNKIqaT5rESTstlu0XYuNnothGBSFSOXK8tTQv25FT+WHAjwHcc7946VqYIVN2W6ZGJrGPEjptR0mi5TJPObL109IswLTMPBck+NxiGHoPH+xd26dvH+8xDEN0rxgb6NNp2VyMksYTmPWOy66KMPwXJMkPb0+9kcBXc/CMCAvaNYhzzGgEiBq5icYukaUCJhQs/q6ij2y1nY4mUSKVVfxtTtjjscBVCIjDZO8SRXc7nvqWCT4Ic8FHDGUPG5vo9WAZA9OlqR5Scu1hAkZpo3E2LEMui0LXdfQdWHKHE0i4rTgZBqxveYSJTnHE1/J0GxcxUwbz2PxLes6aJpG27E5mUka5jM7HZKsZKvvYpo6nZbVyN2WoQBKy0gSIamE1WRZOq5dMZhG2KbIE2fLhA113wnjnAcDH9MQn8Agzqi0it31FidKxps2zCsZl17LYTiPOBwHGJrG5Z0OFacBE1Fa4NkGcZozDzK6nsVaOxB/O01SIe8fL5n5Cd22haHkxmtdm0WQythmJbcO5ioQwWwCBFzHwNAkobBJWKwkmKHfknMWxDmWKR5mFRUPT3y2+p58T13YnjvrXsP8KkphMk7mMbZtsAxzFWZBs7ExWSYsAwGNakAdBAS6yKkc1o8yui2rYZa2XIOZn5Cp67dOLaz9r3Rd48p2m8NxSJzmTJcxmqbRceU9tvourz23SRBnIh28uim+f4uYZZA256wsKzb7Lm1P7lu3NPFty3JhXvmPBJ58WK3Ap1Wt6ptUYZzzo3//HbK85Ic+d4W//I/eo6rg2b0uf/oPf0ezMPy+73uW73lll20Fbqzq26t0TWNrzeNoHJBmBf22zXe/vM1XPhjy3/6dN5guEv7E7315lYS3qlWt6htecZLz1q0ReV6i6xphnPPchZ4AG3nBPExxNJPjaUSelzx/STwc4vTUnLXbthp3EMvUefHKGn6YEY5zHNOgbgptS+dkGuFaBq6lN8bNuUriiZQExzTE4ydRu9l16tvOmsdsmaDrOlA0fhWabJKS5cI42l4T5kmcFGz2PC5vtzEMnTDOmS7F82cZpczDjHVDZ3erTVXBRsfhNrIjDjBZRKT5aXpVUVSs95xml12JkxrGRpzm3DtaSjy1Y2CbBnlRECbiaRQlEl1vKEPhNMsbdoJrG4Sx7Czbpk5RSTJaoZpVAHvLIIiVibCu8cxulzidEpYVhiYm7VQaL1zuc/9k2ew0J6kAiXEqxtmZAtRC9V5+lHH1QpfxLGIeZBiGRr9tkxUqLdByWYQppiESCdcWI+mOZ3GoJH3jecxwFingRHxYat8YV/n+xFnBcBZTKoaEyP1Oy48zKmQsNHIubnUIIpGm6TrNecnLig/uS0LY0Tjgg3tThouYRZDiOjq2aVLk0tBMlwmeYwjbpTQJk1xkRLF4yugK5ArjnDSVTbqLGy2Jga8EHF0EAmjomoYfSvJhzbgwNGGw2JbOySRFN3TMouTlq2vceDjHtnT6LZvtvkec51zYanH9/ox5kNDr2BRFyXyZogF7Gx69tsVM/T3JCtK8VFIhSfCrG8StvpyT8SIhL0sFNmp0WxamrhMmYhSs6+IT9qhfkGnqxGnB/nDJws+I05y1riugTiWsNM82iZKYo0nEZs+h13IaQ/YXL3ewx3IND6ZiKF1VktiVKFacrmnsbnjcPpzT8Uw6ns3cj1kEi4bhVINUAuy5dFo2vbZDGIsfU69lk2Zq/ps6w1nMMsxwHXWdKGZklIgZtaXYYGV5mui33nUakKeWg3mOQcs1SbJSWDKGmL6XZYWua3TbFssgIyuLhpHxcCDgXWGVZFmJoUNWVtw+mDfeVHsbLTGWnspnZ7mYPBelMEQ6mcTQu7ZJt20yD+IGBLBMGTfPNokzAbB6bYe1rsPuhodrGwL6xadecWVV8eBkSZjk5EVFmOSsK4nZs3u9BjCIk4KfffOAWwcLfsd3XebSdodey2oCINKsoO2aPPNMl7fvjAnjnO2+R9sTELMCup7VXEuXtju8eWMoQKbyZDschURJxmAaYRgalqkx91OGc0nrCyLxQVvr2rQ9i7Wuw2Aaomtas/kB4rOHkj4nmdyXilKA3zDJ6Zk2QZyz0TsFTIqioioL2bRApJAdz1bgk/hflVWFZxvYpsiL7x3KBkelTK7vHy+J1Dhe221zPBZmloD55amnVyWpbvWfdU2joxhLk2XCxc2WWh8KkqzAj3I2+xr9jvgAAhRVxQcPpgxmoUqi1CmrFDSaazWIBMQCAXsNXaMqSwpEEn9hs93MPdvS5X6hVtSiFBbuZBkTJXKvjpIcX0nebEvHVcB+17MasAxko6jlmM2crmXpSSr/n0KzKd72TD54MGEeiLdgfb/Mi4qW8r8zDZ28ECBuGWYYuvi9Wer+nWTCoESXc1wK7sgiyHjv3pi8qOi17WYj4uPUCnxa1aq+CVVVFf/TP32fwSzi089v8q/fORLfC8/iz/x7n8FzTNKsaMweV8DTt3fdP17yX//N1/Ecg2WY8e98xwWe2e3w4ERucLUJ66pWtapVfTPKtQ2SvCBOCu4cLHhmt0vLNVgOMxzbaGRLi1CMkMuywnMNZTYszJJZIGajw2mEbUrs+txPiLOSlmNAZeLYOjM/xY+ENXEyER+O4TzGUb5Qbc+m7Zr4kezEB7HIqJK0JCsKZYitNfc30xBzbGEwyOePFjEbXZe1ts39E19YAxqNl41nmwrwyTANAd3uHi8xFPtFDJZFcpEXIndzTHnojtNC/I9sg7dvj2m54t2UZIWAcJX8Mg0NTTNEoqWVGKaGVgkjYB4kLMKMu8cLXFtYTCDNSpwWrHUcFmGKZxsNuLW77mFoGseGxitX17l/spSoc0NrkqUMJQ8E8Q20TfEOGS+iJnr8wfGSMM4bjxjHMdjsuWz1Xd67N6Es1ZhqGpmKt16EGWGc02sLYLIIU3oti62ey3rXpu3KLnvtLZMX4kWSFyVxVtA1LTquxcXtNkGcc2Gjja6JdLBOZTN0AQ0MlQwYpzkaGpUmjKba6Fr1phyOJDEtTgts5X/Ub4t0pChL9gcBtqUzWSRNY7TedXj+Yo8vvT8gjHO6LYtYsRwSWxIRCwXAVIjBdm2qXFUV/Y4NSr4YZ4WKhy956+ZYAJyOw3ges67S/mIFqI4XCUUlTVQQC7Og07IIo9p8PSdWcjHPEX+zMMnZWfNYRil5VCq5li7Nva4pxktOnheNH0zbtdCR5g4E6AzjjH7bwTJ12egaBVimztEoaNiKeVmxCBKixKOqKiaLRPmuVU1owFpXa4yhrylZbJTkzPwE05Dxny4TqMSo2zT0BpT2IznWIhcGFQjw5NgmaVaiazm3Dhb0WiLjqmV3iyA9lR5qUFYlpqnRb1sKtJL/ONs464bGzE/Z7Dlouvh1CetQUiEjFWDgWAb3jhbousbzF8XmwI8zXrjUZziNsSyN2UxALcMQxkyqzqkYKjtM5iEnU/H0CuOM+VK8cs76MaVZ2cj3bFPYeKYm0qlZkCopmErYVP5hwiSVtEhD19DQmg2Ces2rKrkeDEOn37YZzZOGqVQUFUmaczD0G4P/JJP5dTAKOByHaLp4wN0/XmKaWuPXVMth/TjjnXuTxret27LY7rvsbXh4tsHWmkuayTEug4SOK9IuDWHHBHFOy5UEs+kyoeUYjBcJF7ZaHE9CLmyK99FkIbIr09RxLJ00E7bg85f6xKmA94au4dg6SVo0MrsolZTTfsdid73FMsoYzEK2+h6bfa85B1UlDF9D15kHwqo6GC7RgJZjYBqGpLnlmhprWceEuakDAmTO/aSRZdqWgWMpkBONrJCEv7KEkVpzk6wgSWW+FoWAb4OpJE7GifiY5XlJkOQECIC2CFJariHzvRI5csu1uLrbpawqLFOYnUlWsD/wOVTXsKbBdl/A8O11DyrxCmy7krhaA7z19Tj3U4IooyorlpHcA+uwEMvQ6Hccui1LgUUaaBW2Sq0tK5E3juYRfiS+bMswpSyh17bUXJPzefVCl8k85lfePaHlGJxMQlquxVjNh7KU7+KYcm7SvCRKMvJSznEQ5eRlxXSZ4NgG2seMsVuBT6ta1Teh/uVX9nn9xpDNnksUZ/iR6KL/H//Bd9F2LQ5HAX/+x97kD/+W5/mBT134Vh/uqj6irux2eP5ij+sPZ/TaNr/tOy/T9kz+q7/+lXPx0qta1apW9Y2ujmcp81ah0s/9hHfvpfzw9z/LYBqJWaySG90+WNBr2WIWnEnCWJSIpGGt4xLGKceTEMc2MXSah/22I6yTqV/Q8SwsU1dNRMlGzyZeyO5s3WAkmbCWjicBFCW2qeM6OkmYN4yHetcboO1YuJZBmAhIYhrS5B1PJY3uZBKy2XfpehZFWanEsIyWa5DmFWleMJpFHI5FfrS1Jg/0smsrD8F+LA/Ha21bNXcFYZxx92hBkgkAsNXvMA8kuryWaIHI4K7t9ciKgmWYkaYlriWbDeKTIqyVurnveCagsdl32Og5LAIXTdNIi5K2Z2FbRhNRn+QFOiIpMnSN6w9mzP2UvU0P1zZpuSbjhbAQui2bqR83wJOmQdsxORwFbPc9uspDaxmligUjjbSha2i6pvxdDCBgoe5LLdfi8naXfsfG0DWWQYZn6w2b4dWr68yClLI4TRzTdWFchXGuDLclzr0G0bbWXDzb4PbhogGC6koymUOmodN2TXptC9cRf5rJIlYsuIqrl1rc2BeAwjbFc2buSyR8r2WRFyX9ti3SxrQgUwy88SJu5JyTRSKG5dBcB0GcSapWVhDGAqImpQBDW31XMdwElKoq8OOcQjWZyyAV/xtdp6zAs2UM06zkaBKgaWLiXyFyyAqYLVMxyzd1bEtv2Ft1gqLhWpLmBjwYLOm1bEqE3ZTlIp+0TYMk07h/sqTj2biOML5sZQYfxjmZoXP3eMF3f2KbiZ+QZGUzH4uy5PbBEuWFzmQuTLPxIlbgkdY0qotApeFV1RmfKTH21g1Y6ziEkZyXLCt49kKPRSDMukWQirdNVqJpGh88mGKZBv22xVpbgL1+22ZnzUNTPjpxIn5hjZxTA8vSWOtK0y1JZNLsb/ZcYdDEwhGpGlBL5K22KdKtbstkq+cxnMUNA6TXslnr2MqsPyPO5Lu1XQEm65QvhT2LR5ZifWqazPEgzjB1nSXgJ3kje6zLMg2CKAVNwzQMwlhMqouyIkhy7h4uiBM59qwomfsphi7XYKU87WZ+wkbXZaYS+pKsRFfnsaqEqbW74RHGeQNeX95qU5QVByOfIM4ZTCIsQ5c1Nc4JIvlFpWEYBi3X4ngcSkqfIb524g2l0fZMNE0SKC1T5M+Z8gATJqJAA3OVjjaai1m1pkGUVOr6EEC97VkNq+usH1vtiZUrVDJT94jNnswL2dSoBExWTM96cyMr5FxrlQQw+VGGH5Vs9l12NmSjvjYLL0pJllyEWcP86bcdLm23m+u2olJpgDVTNyfPxdjftiQso9+2WUbC5quZqGVVy2vlXlNVwpTTNA3HVt5rgGFoGKbGS3trzP2UeZiQZiUPTnxyBYaiwXpHwElHAVSHo4AoyXn12XVsQyeIMzTPZh6k6IZGkOSKoZVjGpbI4tq28tqTMIrmPumYwjy1AWQjSBiHBdcu9Hjj5ghUOqTnyPpm6nIe0qxkMItwLZFlBorVqGsaSVE06XYgjKkvvT/gWKX+1fLnIMmpqJpz+VG1Ap9WtapvcGV5wb/88kMMXcwqf/ndEwD+5A+/yu6GRJm+f3/KUj0YrOrbv3RN40/83pf5c3/tSyyDlIqKrb7Hf/oHX+Mv/vhb/J1/eYNLW+0mvrve8V/Vqla1ql9r+XHG4TCg41m0PZPjiaTI/exbh4SxpEsZuka3ZdNyJR2tjl8OoozDMuTydpuLW22+8sGASEVHtz1LJc/BIkqxDAPT0JQnjNY8rEdJwdaay2gm96tuy8LQNS5utQliSdeq48m318SsOM2E7dJtW42flGEIO6bXtoizkjCR3d4oyXBtMQtG09jZ8DiZRlimznrX4Wjso2sannMK8ldNByml6SivJEhzxYABHg584kSZxtoGlmVgmBpZIc0TlQB6aSYSRh1pyuokKqABRBxbGpU4FQBms+8xXSZomgAztWE4wPUHU8Ika5hWjiMeRFkujZCOyPJ0TSeIU/JcGEK9tjChp36Ka+k4tsHUT/AskdIlmTANahZE2zUxDaMxrPVVA+VHktYXxBmHo4Be26LXsnnv3kSAJEtkhJ5jMJxHxEmBpsFsKQbuM1+eT/JSdtRrT618WTY79LqmNazfJC0aKwGA9Y7Des/FiTNarsW2MkdeRjm+8joaL2w1fw321lvNzw9mEYNZTMuVMa09g8QXSlK4slyAo9pI2bGMponSFPXKsgwWQSavQeQrZVWx0XM4noS0XZE15XnJ8xf7vHtvIg26BpqpCQNJPwVQ80LSwtK8YKsvTXA9hwBcSxeD9I7DL7173IBwUSIyms2eK/5ZScFm32XuShMZJQVHkxCoGvDoeCLjHMYiFaz9h652bI4nIVtdlzjJG1D0LNPGNHTeuDlkOIubZlBTMqNe28EydIIkx7F0DlVS28kkJEoL9jZa5IVcC0GUo+vQcU0BGlzllaW+b5YL08hXXkT1OlSUGuNFQllUwugyREIZpTltT7x11jsOs2WCH2dNaptl6GSFeOqAsIx6HZu5n3I8CvFcE9OE0SxiOI1wlLx07qfoOkyWMUkmvm95UbJUcrLNvkPXs5n5SbPmVJUkEhqG1qQtJplId3NEJlWvn2er5RqM5kXjuyRePplc05rG69cHpLnICzd7jgKfdOXrI4B1qVhTSVbQciyiWNiiaS4yzoNhwHSZkCv/rLZnYVkGo3nMncNFYzZdVhVxWpCd8Xcrywo/TjkaBQxnEa89t8HbtyWp8vmLfXRdfKgEoEsU4KUAZ61muxnYps6946Wwb854+9mWwUbXxTJ18dmyDZHHapJgaJrCci0rSSD0wwxN0ygKAW1sS1cSy1St1cprrIKtNQ9Dj8mKiuNJiKlJipwfSZpktyVANJW8793DBVlZoqNRlXJ9hLGAps/ToyrFH67ftkiyQq3RAvC9eWvE9pqL55iUZUW/4zBR7J3n9nq8fmMgwI46/y3HPAPAlFSVprz1CuaBpH2+n005Hoc4jqHmg/j4rfc8PNtkoyehHvtDn15LDMAl7VXYg45t4LkaWeHRbVkcjUOCKFdAYUW/beM4JllRMl3GDYux3qjY6DosowxD13Hs03Vre13e7/R1LjM/Vr5VenNup0r2muYlpgqdCBMVYKGAvSwXmXleyDlve5bcG5tNrhX4tKpVfUvKMg3+iz/+3fyTX7rLv3r9AIDvf22P7z3jCfTbv+syz17o8qyKuV3Vt3/trLf4kd/8PD/2r27y1/7J+/wX/+F38/qNIT/46Qv83FuH/Pc/8VXKCl65us5/+gc/1dCvV7WqVa3qV1uGrjOZS4MsXtNinFoUQnVP0oKtNYc68MjUdfodm/FCjK/lPeTn6h1NFdJEoIxLgyjHD3MsUyQaeVFhWwZJVtJtWbQcq/FngXo3OlcMBDEE15URtmkKWCB+SNJEJFlBNAnJS2EdSCpYyjIUhkqnZaHrOkmakWYVo1nEWtuhqiruHflYyiC5XlNtS2e6SOi27Ib1UJYVtqXTsi0sSz8jSdApVVMepwXHygOpbjar6tSYde4nSiIhn7O70eJoFEgSmvJrcSyj8YUClOmrAFPP7tqEkYq7t4zGb0SOT0y+N/ouhq6ppDC4dTDlZBJiGiKD1DSR/T1/sSdR9IsYDY1ZkKKNfJJUZJRlVeErj5OddZexksZ0WlbjUXXvSCSDpiFSytEsapgJfq5YWZnIzoTZIr45miZykyjJMQ051pNxROCJxPPiZotKfXddk0bzLIvMtQ26bYuLmy3uHS/RDY0Lmx5f+eCEIBKwRcx45fU1eALCtrp7tFCJYpJi5VjCtjN0DcuRmPfalLfbkpSnCpFjBnHO3ppHSdUY4Nb90DLKSI6XXNhsU5Zitu5YOoYmP7vesxtWH4hPjmvqDbDXciwWQcZ6xxHQRclhHNvAtsRcv+VaxJkY9i+CFEMDNBnDKBUpZWYUjOexMB1UM0xVMQ/keCWtTxgvliHmvnGaE4Q5u+st4qzAMOV6diyD0hTz+rONXxiLX1kNJkSJNLFUFVtrHvoykUTEoqIyRbZZVSiAUAAakFj2mZ+yDFIubrUYzET6CMK2ciydTsvmaBTy3j0xe267Yspd+/+0XJFORmlBmhdoFcrjLYVKQCfdkcS06SImVUwTP1JJb7qYspPkVLEYvdfyIc8xGqA5iPNzTPS2Z7HwE0Br2HH1ENWAF4j81lQplTVY11EMzCAWSZmmaTiWgavWirwQg+2iLLmy02G6FInXRs9F1zWGs4i1jkO3FTeJcbqt0fUMwiRl6icYhs73v7bHL7591HgCubbJQm1whkkuY1lpnEwi1rsOpiFr22bfwbHMcwA8wCxIQBNwxtRl7iaZ+O/VAIQfZYzmCW3HkEFBUwb4Gc9d6DXXWpYJm6/bstQ1IeDUIkxxTKNZD01da+SO9VrcckyWYSLAlK5x92iJaWi0XWHxGoYYeidpTlbU4HGhrhXQFJtvPJdrwnUMFkHCwVDWdNc2yJSUtTmPpgaasKwOTgIG84g4yxnNDcUAOx2nvCgVsCasyijJhZGojPsdWzyclpGGplVESrK31XcIkpworlNAS6Dk+oMpL1xZI0wyLEvj8nZbkQskaOHqXhfPEvl3UVbc2J+pCSn3pdE8wrFNXENv0hQ7ntWkK4bkChiWJD5T10RqmksSIMBoEZMXFWVZ4tom612Htmc25w0Q0/NFjK7LXMnzkk7LJkrEE6qrJPphnDWsQscWaWb9Plf3unz62hbHo6AB5ypo0jg/Tq3Ap1Wt6htU9Q3Z0HUenCz5mTcEeNrsufzx3/0yINTh+uKsNeyr+o1Tv/27LvP6BwNu7M/56z/1Ab/y7gmGrvHacxu8c3eCaWjsbrT4mOvvqla1qlV9ZOWFeJqgACTxM7GaJqVO6qlrEaScqAh1w9C4uNVhrW1z+1D8U1zj9NHPNHTxLVGNeFFWbPVcCmVq6kcZMz9ms+/hOgZxUuBHEnf99u0RQZQrKV6pGnB5eJVkMk12R12LySJpPjNSZui2qdP2LAxdpEXTSpK0YgUA1NKBqqpwbYNFkDYm6Lr0GU2JMXFJ0a1wDY0qlQGRZtEiy4UNhKYRJ7nsMtsS/968h9rdNQ3pVG1Tx7akcXcdkyCuATebCng4WBLGArS1HJPtvkeoAJtIeaTsbno8OFrQ61ikWcncT+i3HfK8YLKIWQQZWV4xD2K211xc22Q8j8VzKsiaY6nTAfOiIi0KXMtAEyI1+8OgYQVpiN9OVkgDkuYFcZJzMglOk5sQ74+yFLlcXpS0PbPxyolj8dxZ79qYhk6UFkBBmJwabIMkCpaVGEDblnjZpGlBVMFPv75PXpTsD3yiOGfpp8wCkYromvjX1B5RXc8mTDI6nt3I/OScFmhxRpJqTfO7t9ni4nab4UzYWlUFSc00UWbBn7y2wTt3x6SZsN0ub7c5nkREaY6f5hyNQ67sioyp17YJorwxz06sgpOJvHev4zBRYJmwQ1Keu9AVgCbIGradoWtNHLyrZLF76x6jecxkmdJri4zVV42k2RawrZbz7G228MO0kbomaYFlaBiGjmEIW+TKdoc4LXAdYZoczSMixVYbzWIuqvh4qgrXMel6pwmCIHM5Uey+bttuvGUWQYIf6aqBFT+duZ80DCzb0jmaBOR5yWyZ4Nkm3ZbVSDH9KCfLhCkUKouJlqsAsywnX5Z4lsEykrRMTYFTxxNhXLVdU0yco4xFcJ5lZFuGuvbNxmh87qckmUj0hBVy+lxtmxqGrrPecbBNgzCVY0uznDiROSSNtzTimqYaZmWW7zk6hVOp68NWkqIK05T0s2WYkqQ2pqGRylJCGOcMZhEXNj3GiwTXMRogdX8YqCRrYbgto0xJzWRDYDyPFduraFh1RVEbdwsQBSLfE5aUQWkapEXJetcVLyrbgIDGe0rWsRzNMbFMWd87noB/tw8FjI6SgjwvcboObddksjxdmx1Lp9sWT79gzWXup+S6MNx6Ska6VMmTvbYlzNW0xFUASF6W2Greomm0XRPDEF+3oqylezJfQPCX9a6w12Z+woXNNpNFgmnqjGanXqod18QyDcIkxtDF5267Pr6yQtdEyltvuNzIZ1gS40quy4ZNlpcKiNMbeWHNvDpSiaZrHUkwbbsCYBaleOMVpYD9fvo9zWYAAQAASURBVJQrr0BZk+t5OPNTojiXTZSs5NrFNnlRMVLsu1J9WWHHqgVOMVfFdFy8kwz1vr223Xz/oiyx0Imzgsk8ZhllXNlpMwtSCdooq4YtWFcY51zeaVMUFe/cGavkSrP+WIpCpONBmaoES9kI2uwJkDgPUjxHNlrEeLzCNHWVzihegPEZ4K+qwLb1R7HQp9YKfFrVqr5B9b9+4Tb7Q5/f871X+dG//w5lBX/gB5/lu17awTIlyefP/503+D2fv8r3vrpKRvuNWCK/e4X/51/7Eqau88d+54v87X95kw8eTLm42eJwHDYpMata1apW9WutOiEOoNd2CKKcoijJipKsLBs5gkiL5OFbAKoSXYedNU+Zei/F2LhjK/8jeUy0TZGXGIY8OBq6ztRPlN+S2QAgB0O/aaryssICZSZ8CtrYpsFsmbLRdbAsT5k0F3iuiWVmDe3fj4SxsbPewnMM5kHWNF5nv3fHk8allsAkeYFlSpJfFpToht40p5lihlVURHHB4ShsPDo2uk4T6U0ljBfXNhQIJBHxII12lpW0XNlVH83FW6goSzzHZIrsFC/ClJ01D8vQ8RxpKPKybOSGpor1Hsyixgw5zUrVeFbMg4S2Z/HVW2NA4qttS29kcnFaoGu1NKdiq++iaWCVBhqnrK1a7hclBQtf5HICOEl8e0XVMG4OhmGT8tfxLDZ7DkfjkLny/+m3LTzHbLxdtvoSTz+cxQr4hFryFqXiaTScRfQU860sJZ1sukiwLB0/Uue0rDBNjYmKq88LAWuKqiKMZY6FSX4KelTCYHNtBdZkJZZr4DkGbddSLCQaI3G0irZrYluGSqSqCCIBuVpOTsezMAydTkuA1Hr+PTzx6XeEObcIxHdIzKBpxgDANAwMQ4y9cwUMiM+NSK8kNUxX4xFzMgkxDL2R+ID4FhVlRZwIMGMZBstIPs80NGFuVdq5FDfD0CXhzLSoyoq8LJn5Cbf2F+ysS6qkH2WUhcibTiYRbVdS2OKsbEJsammPoQsIbCupXZqVFKUYoF9Yl4h4y9Qb7zgQlkNVyfWdlyXv3ZuRF8JO0TUN1xa/tUIx/OK0oOWauJZOURRMFwKoBUrCq+uyVlVVJQmRlUbX05vUwEfLMjUFDMrfa+ajZeoiGTJEIptlIhMqS9C1qjEu77cd8kxYloauCWNM1wgSkRB6QpgSU+lYfFltU8c0NI7GIm12bDELj9O8mStbfY8HsS9eW1VFlpXkBedkRzVwX5vtGyoYIVJeYHGaM5xG3NqfNYw3mW/ynYRxatLv2Dw48UmyAnPT4GQakmQlmz0H2zJOkz2VJK7jWbi2JKW1XZEglqX4edWvixJZB9AE0JP0w5LnLnQxTYOHJ34TcKFrsAgzsqzE12Q9DWLx3rqy3eHe0UKZexvCIkWk21UlDKgagNI0MeivWZkt12xM+B1bzMPLSlg9yyjDNGW+BklGVQoAZxoaOjTAqaEbCqAVM/AsPx1HrYKddY+OZ/LmjTG2Sm8tCgGqui37dM46YmhelhVZHnNrf05eljimpBfO/JSWYzbXs2ObWJaYcVNVrHdtum2bZ3e7PBz4pHnBBw+mjXy5KCTVdK1tY9uyjhVFSJzmdFyTbstmfxhgKHbdyTRiMIvYWfNU0IN88Ggek2XC+tM0jfWuw0SlIdabJeJJJfMviDLCWOZkXpTMg0SYu5qwBC9stgjjHD+SYzT0SoHZEcsoa66Fet7MlFn/YBYxnIXM/ESM5RMJz5ot03NG/h9WK/BpVav6BlSSFrxzd8JkEfM//IN3SLKC/90PPsfv/8Hnmtd89faIBwOfL71/wve8snNuV2pVv3Fqd6PF//tPfm/j+VCW8GM/fZPhLKbjWXzxvROe2e3w6ee3uP5gym/77OVv8RGvalWr+o1aEkkuDW7bFUNQG2E/2KaOhobrGKR5wXSZMJzGjRTONg0my4SyrJgFEh9+Vh4FoGuS/HM0FvNTAEOXrizLhWFQg1AYYjiuK2+jtmuj6xm2aaBrkjblxxltxxQDZb1oHpwdFUUdp5I4V5aS2PXJa+ssgozpMiY5s5MqMiJwTWFmZVlJmpakQL8j5sWhAmr2NlvousbxODy3wwsC4ByOg4ZNUypG15XtDmleMklOG5Yr220WigXjRxl6W2MeiBQviDI816AoqkbKhiaJfv2OjaVrTBYxeVk2yU9VVYmxeSGSFE3TmuY+y8XvxbJ0wignzUuWgaQM5kWJpZKaiqJid8Pj5sM5tmVyZafNZt/lzsGcOBPG1XgRi8SpJUltGlpj2t5yTTa6HmGSnR43EGcl3bYtu+26xta6R1GI5FHTNJFHaSrVKxffpzStZZklvbaNZRgMlqECYXTmauMly0oG06iRNXqOxeWtDnlRUlQpSSpgp0iCBLRreyZRmmPoYkSPRiOnAtl977SshjWlqYSuOBG/nDDOmrjzh4MAX/3dsWTOdzyb3U2YLiT5zVagna5rTfpwmOQN4AACkl3e6XBzf0aei2QsiHPCOGukkwJ2iQdPry1G82EsLJ9e28YwhNVXm6R3WyaaLswaP8pIs5JZIUwP1zIa1iDKIHu945BkJYejsEkS2+g5lBVNI12vEzXro9OyGklunJ6ms9mWRpKWBJHInurUxOcv9xnMoia9zbWlqa8UaNF2zUbSJnVqEH04klRJyxS5b5TkoOlUSopq6OIFZKmkNECBqxr9OnEwKcQUXYFTSarAqEo7x+gM47wBpOu5nOVpM9frtMBu2+ThcIlhGHiuhWMLKOPYGXlWEqankru8EDAF5HuLj1VBWUJhlFzdW2ez5/LgZMl616Gkal4P4oUTGjn5JMDQdW49nIOm8crVNfaHvpI56+S5eDR1XbsxvD5OosbP7PR4TmV/e5stxnPxXZPNgUqZvmcMZhFt10JDWKtFIYCermt0Wx6LIGO2SNhZcxtgryxLilIA62UoQRNZVqn1XOSe9+9NGqme55gESa5S/NT3zUssU85dHSxRKelYXUlaoOtls9YtwkwCCEwd2xDZXlFUzH2ZT7vrtR5ONgYMTdaMrmvSK23mS5Eoxmkh9ws/wzJ1JW+VcIJ5kDafX0uXbdPgZCIecEVZkUa5uofKfWnmSwjBRtcliDOmyxTT1BhMhTUsEkEB5vKiZG+z1ST7bXYdMVivKoazGCp4OAjI8qLx6sryUzN1SVOMcGydZ3a7AoRVOssoY6PniuG/us9rmoCQUZo3Hoz9jgBN8yBlrdtVyalyL64Zno5t4DmydqTquiqrio2uQxDJfUHuTYYwUHVZ57NcjtHQNSaLhCQr6LdtlShbUih/J1PXxKDeT5owgeb6rCqSvODjdrUr8GlVq/oGlGMb/Ok//Gn+m7/1BpNlwqWtNr/re66ce833fXKPbsvimd3uCnj6DV418ATwmz5zkaKs+LtfuAWZLOD/6xdu88+/+IBFmLGz7vHac5vfwqNd1apW9Ru3hNmR5sJ86LdtJouEIMkaqv14FuNHYqzcaZmsdR3KUnY7B9OI0SKm17bZ22gxmIZKXCMyI8PU6ao0vaNxKJ5NuXjoSIy7YnuoBvRs7a23GC+FbRMlEqu91nXIC/EVKSvxohnPxajcUjupEmcv73X7YKGaV+M0tap9Khm6ttfl9tGy2a2P0wIqAUxc0yRJi2ZH1jBEdqMhzX2U5lDSAE8gza1jGQxnMYswJUnFiLYCSqDXshrj7fouHajUOs+t49ZLkvR0LOZ+eoYuI8fgR7mSDMp/GSpiPVUNWVHAZ17cwtA17h4vFFgjwJVtCSvAc4RRcDSSZsi1dLb7HstI4t/LUky1JWbdVkwoeaxfqGZM12AeyA61eFuJv89oIQ1TnaQWRjlXd7vESc4ySvEjGRfT1MjzqjE11jSahmo4Uylfypi67YohfhDljVRQ12S2TZcxZSkNUZSK2bUYpxcEcW38LCOeFWJq69h6831AUtOqEhZhyt56C9vUiRNJtANJhaqP0Q9zum2Lk8kc1xYZS9u1iB3xd1n4BRe3WkwWCbZt0nZNjsahAl9MWo5JrprLTssmTiOoxDMlSnK6nkWm4tlRnlHKwgXLlJQvP5ImOUrE2LftiZ9P3TS3XYu5LxHoaVri2SaWobPV8xTQIHNmppiIAL2O3VxbRVlimCKZqwEA09TpuKYAc+p66ijfl0wZCdcsENMQKdmNhzNmSmrnuQauZZJkeZNA51jC4qplN6ahcWGzxXgRN8yIohTZq2XoWMp43LVFYmkpyZ+moeRxgmQkmUh187I6B06V6vquqNhacxjNTpmJNVvMNg2RQylfq1wBvJOFJEWGUU5R5WSOwe6mR1XBZs+mqjTSPG/Go6oqkYxVNEBeXXlRMVnEbPVdMrWm6boAyJpilS4C8a2aLtPmOADuHCwIYvHZEnZYpVLOSvK8UHJeOV9tz8S1RFacqWsrTDJGs0hJXkWm5weZAphkbXYsYdDVklugAURClfw5mMaKTVWxvdZCQ5LkllFGntebEoYKLhBTfF0XAKn2TGs559d+SzGCRrNYQBTlZQYihw4TYXsdTUKCWHy7ctH4Yho6LcdieEZSd+/Yp+3J52eFyLvCOKPfskjiDDSYzBMSr+DZvR6ubXE0FlP2LC+YlxUt1yLPS5UASuN/VwNvRVGJF2DbZrZMSPKSliOfWaifnwepAO2GRpjkTZIk0NxT58sUw9Aa6XntEWca4pNUh3TYhk6aF9i2jqnrvHSlz8MTn6wouXO4kDkELMOMk1lEtyVAu6nrXNnpsIxSxmreP3+ph2nobPRccpUYKdehMgdX6aQg3ljrHWG11mwoS/nWyfEY9Fs2rm0wXaYKRJI12rH0JoCk5co6XkusNUM2WkwFOBZliWMLiG9bRnMsK9ndqlb161D1w4WuafyP/+g9JstEJZWEDGcxV3Y6516/AiH+zapffPuIv/uFW/zZP/Kd/Eh5jZ/8uTvNw1icFXz+k7u8+uzGt/goV7WqVf1GLU3X6LXshhVSieboMaNZ1xb50kbX5ZVn1rh3vGQwlV1fzxYz62WYqtQciypRccrAetdRhqfC7IkSaTp1U6frWHS98zvLpilSjeEiptcS3w9dlyazKiumYdYwLnRlYG6aGkUqkqq2a+FHmcjAbJOLmy1mKhXK0E9lebalc/NgIZIX5XlSVRJbXpYVnmsy9aXZopCH57ZrYlni1ZTnJekZ5EnTIE5zxosYxzptHHptkSLuDwJMQ9hZpqFzabvDjf2ZRIsrOQwIOKLpGpyRCbZciRw3dY1S+Sid3Qa2lH+Ua1eNp0gtBxrOxCzcscTEd73rNObQYr5cKYBDY6T8oKZLMQhfnjkvAvYZTfR23fxW1amJugBnpyyFNJPd8TDJuXM8F78h0yDNRa5lmTqYVcN+EAabzjJMFftLfbYaZtPQ6bctHFskQyeTkI2eo2RkZQNkpFnRgKdnwznE90iOrygFILAMjSQrRc5VamRZyWSZCNjliomvGKBLs2ybBmg5yyBrwL9SNW3LUMAeYSmZ6HpKbcHSck10DcqiYmvdE5+eMCPLC3Y2PJHpJDlpphOqlDHXMtjquZQ9Bw0agELXNOUVUyiPMo2Fn5LkwvKpQTxNnVfT0Gk7JmGaK+C4asyCBYRCMZU0kdD4AnZcu9jnYBw0aYMCKunNXLVMjfWuMHdqX5aNnqMA0owKGEzC5vxlWUlV5k0zWxQiE83zipYr536t4+C5Jt3cVsmDIkcLY5kvz11wqQDXMSnKsgEHq0qkV428T6tUapykKdbR8Z4j5tMzP8VWjXXN0gqTAjMTGWyciq/a3kaLWwcCMuqaGGUXKtwgiHNlii+eQI6tU5QQxHLdtF0T1zaIsxLX1htPM88RcGgZZtw+mIu8Ly9VyEFOVXLqoVbLK5Wc0NA1glhYNgAzP5X1zDSwlHn+hc12M+f3NlqUVcWdwwXLMKWwdJahADq9toOhi/RxTioAQv0+WYGh69iuMJ9MU2O2TInSvJlbW+sudw4lyc4wdAbTsPEwc2wD1xIGZ1VVPDhZcu1ij/vHS7JcQL21rk3LERmyrgvLJoxzqsonzQqyssTU9WZNMU1Z89e6NpE670VRMpymdDyL5y70eDjwxajcqCipSNOykWsJKCPsnKNxQJLKuuM5InN7OFg27LDaT3Cs2DpJJteapvy5irJkGcq9xLF11rsupi5zbzCNiMhV2meszpVi6Vk6RqZRoeNZBnlRil8Zcq+slJyu5dKwO8fzpDGj13XwXJEHm6o/XOs43DlcMJ4n9NqWki5qzbypqzYUP8uIO5mGXNhsNyBRDZr2WhZZUShPJq1JQQxVGEjHc/BsQ11zhvJ6EunnWEn5DV1jc6NFWZZ4joVt6uwX5amnZCWgr2xuCCPZNE7luZ5tMprHjzGqP6r0j37Jqla1qidVXpT86N//Gv+fv/U6f/l/e4cb+/NGI//DP/AsV3Y6FGXJf/8Tb/PGjeG3+nBX9U0o2SHO+Gv/5H1+6Hue4Q/9pmvSiGnykH//eEmsokrrCOxVrWpVq/q4ZWga2+uukqxJQ7Kz5rHedRrqvGHoja+gGEDrbPY91nuOMhTX8MOMRMmm6nSxVPlDlIrZ1PFMPFdSkRxL59qFHp5tMvMTNDRMU6j2e+stup7NIkiZLBImi5iRSsYplTcToLxGKpHKKPlNyzExFMDTeGF0XXpti5ZrCgOpFP+UuZ8p02ND+SuZuI4AZJd22piGzlrXYa3jEKXC1KiQ9Kyykh30i1ttOp4pKXDIznKcFI3Jdu2tAsLeyJShqq7LPb7fdpQnD81YdTxLAA5VVVU1u99FWUmal2qMPMdsIsYB5Uejk2Q5tw/m3DtaiswoEzNcV/kuCXtGIuFty+DiZpswyUmyHFMZ+tagUb07DQK8CGNJZ2fdI0olxUrkdlUjgwSUoawYzeuaxnSRsoxyif7OStquyfaaS6mQiZpdU8uSHAXwddqmADd1R6HYLrqmYRk6Dwc+43nMcCayxLW2oxomkQx1VDoZCGOj9miqPX1K9bm1V1lelCLdVKwk1zHptW121l2211z2NlsS764aos2+i2nqSoIq53Zn3RO5Yd+j37Ga9Lt+xyHJC/ZPfAH7ZhFBnLNUfl7rXZeNnoOpixeZYdRNvDTHdVPWci3Wu45i01TEqTCk6nPrOUYjXVnviIm168g8B8Vg6DoATaR5y5UEyvoxovY2WobpabNaVaSKNdfv2PQ7Dn6U0VVjXBbCVKxZRps9p/EccmydvBDQMUpOwYSyrFhT5vOubbLWcUjS03Szs5KrLBevtDDOGC/Eo2ZDNeyLUAySLUsnzsQ3KCsE6K3NxOs0sNqjStO15voM45xCsVs8W/yOJFlTmHRyPjR6bYeWMjK3TZ3RPCbJCo7GAcsgJUxOGS2GoZMrnPjSVocrO236HbvxTzIMTRlsCyBSS7BA1qV6Tei3LXRDQ9NlHItKQN5lmJ1LGpsuYgzjtPV2bYPnL/WJk5zDUUCUFI1vT8e1Gnkb0FxftcH69prHRtchywvKquTChoeuCxBl2zLHbMNgs++SZgUHA5/xIhagqBKWZ6d1mmRaKSmnY4knU8s1qEoaKVhZVlimAKGLICUvS6wzwJNhaGz2XDzH5KXLfTb7Hm3ndE13LYNAsananiUG/Zbcb/odh37HAir6HVvYZvnpOO+sezi2wcEoZLyIyYuSzb5Lt2Wzu+42BuEChpYN+FhVslkgYR25zBUFEpWVvLYsBcytqoquZ2HoIjVvuybb6y4txQrLy1L87tS1lisJdl1rXZt+x+bqXo9LW21ankVRyHzxbFMltkrAgq4J01bTNCrlHZXnpQKKNPoduznOOCk4GPqNBL9eX1xHADO5V6ZkubAPl2GmNjN0SuXxdXYjJE5zLEtjuy9rGRpMlglhkjVjdTwORU6vy8ZW2zPxHIPBNGrA5GWYMlKs5goaCebHqRXzaVWr+lVUVVX8z//8Oh88mNFtWTw48SUOOBPTvt/7+asAfO3OhLdujZgsYz7zwta5Hb5V/cavH/rcM3zlgyF3jxb8sy8+4Ie//1lsU+fHf+YWGnA0Dvkf/sHX+OO/52X+27/9Jp95YYs/8jteXM2DVa1qVR+rirJiPI/Fw8nSWe86zFTik+cYXNhsKbNXYZXEac50GTPzUyxDZ3fdYxGmpLmYC6d5wWSRyIOtkoOdTEOoZBfT0EslLSo4mYaKnaIRqijmqoL1rkvbs4jSgsE0JFapWwBJJubRLc+kUI1s/VCaq6ZgskhUlLTJ9lqLjivmqLnynqiThNK8wDB0Nns2h+OAQMWoa7rGeJ5IVDZ1o2pSVqUC6ApGc0m10jUB56Ikx/7/s/ffYZakCXkn+gtvThxv0ldlZfmq9mYM42EY7OCGRcIMy7ALciv2Wd3VXVboCq2utMuuxK60SNwLV0gCSYCE1TBYAQKGYVz3THtf3qTPk8fHCXv/+CIiT2ZlVVdVV3dXT8f7PDPdnXnynDgRX5jv/V6jysKKh5hImbpKwRQTRhA5K0EYY5tSVpeuqjJlR6NU0Flru5nqpGhr2TGabzpc2Rhk/y3LMqahsLw5pOQYoglsHKIlzYKaKtQXm51x9nDv2GLVuTsUlrpaUZBeURxTLRnMNx1GSTZOuz/OspuiKBatXkn9fGr7iqIoIxzsxIYFYlKTTn5tXWU5aUWUJUlMNuOdRiovCFlrj1Bk8X6lgo4fhDsr+rIkrCBhRCwBsVBpBRG4452MoHrSvFZydCqOjoRQAg3HIqA6TIizUUIK1ssWtaJNZzDO1OS2qVC0DVRF1IGnE8lOf4yhC3KzaOsZAWRown6pJYTpyA2ISdUVomksisU4CyMR6p+Gh6dQZDlRC0SEoYSmxmx2R0zXBPHZH/kYusrG9ghZkdlOQtUVWcJJrEbpOZOSOrYpVArjJFS+VjLxgzDJz4kIQqHQKtq6ULMoO7aYoSvyWUqJRUfXFPojP8uWKST2Wc/3M5LZD8R1AU3YuxRZIgwjeuNAqNeKBgVLqHzMRPmYKktS218QxGz3hFJITSx0ot05Jgh2QrbTc1dThMpvre3S7o1pVSxGY6EWEjbOCMfSUWRoViwGowDXC4QCyQsz5Zdja5mNLrX8IQm7mx/GSSV8wFp7lClMJKSsPa/kGPi+sOVqqsjiapTF8bEMUTggScI22x/5bCZNYiBIctNQ6Q29ZBzJSZaRIEt7Q584jjKbFZC0Z6a2T5/e0M9eDzFBFKPKgoFc3x7i+TEzdYs/e+IKAzfIChIApmomiixzZL6cWNRE46Ysy/SHPmbSytcZeBlROByLhkpBXiWlB+0RUSzIgRhhqUJOVaAhpeR6ECdtghsdl35iM9ZUmWZVE+Sdt5PJlbYF1koG/aGf2bBsU6Vc0IVSduhnNi3CiOmaRaNssdUZE0QR1aKBFwRcXB2gKXJyXRXW7TAEKxT5VqaV5KBJMo2yhev1Rc6VLKyXYRShqTopu9IZegSByEBK1cGKLAjaetkkImZ9a4RjqdeQJXEMvYGHaShZrlgci3ZWQ1OoFk36o1ShKyXXUZHHJUtgaCoycnYuyxLZvnz63BYjN8A0FA5MFVAUYadVTZnFmRJnl7vECCvgytaQKI5ZaDpsdt0kdwq2um52Dxx7IbWSyZX1vrCgJosFkiTuZ+l9oaCLhZJ2X+TjVRyhVrQNlam6uMZe3RgwSJo4D82I69Zg5Cd2TEESBmHMxrZLb+ghmk51/KSFd+SG+ElG4M3ObHLlU44ct4Hf+dwF/vyp5UzirimCeDI0hR/+6OnswfCBIw3+5nfcy1/91ntywuErELIs8YPfdBJVkfjkn5/j8lqfj7zjAB//yLHMFfPs+Ta/9Icvi5rjQd6ElyPH2wFhGPLxj3+cH/3RH31N75MGItuGSqtiMU4sJ7ONAvcfadBImtJqJYtmxRJB336Emlh5XC/KLDVFW8vUl/2hLwJNVfEg3ahYvPe+GZH9keREjD3RbCUCwsV7pE1FUpLd0ihbSTuZkjyEi0mBmhAtUjLR0VVhfegNhSLCMhRqJSvLfxqNReAziNXgetmgaOsstBwGrp+0donJuaUriRVAI0wn6wUdS9fY7ntsJ8HLiixlAcqeH2FqQrXhWGpGMqQ5NOnnpj8fjYPMAuEHIqS5XNBxbI25hs09S/WkZU0ESqd2a3HMyBSvcRwLEinJzpIloeZJiRlFkQUBEgriLM1XGiRWsiiCsp1kA8ViEp6NsSjGD4USxDDkzM6W2s+2B8KOYmhyoloR9kuBOGuxM3WF2UYhy6zxgxjPF01UmipjJMccSGwtMFOzODpfJo7jJPxWQpIl+klgu6bJREkIcq1kcniuRKtiQQQbnRHVokHJ1hgkFsv0vQE8L0gC7TUsXU2Oi4KmSsw2ChycLqJr4tnL9UQgbrs3Zm17xGbXpT/0s8wgNVHM1Yom9aKJqYvmvNQlkqqp0mD1zsBnqmYzU7cTG08S55XstSjaUZ4UE8vpZnfMenuEmqh0glAoJKIIpus2tZI5MdaErVBVRDj2dm9Mp+8nle8xxYJGISEN/TBirlmgWTF3Ze6kSrTByEsatwAJNrZdBqMga4dMM5dSS1Gab3NpbUBv6BNFghSrFExmGwXKBZ2CqTJdtzg8VxLnTdJkWbCE6jAIIjY7LhLCBtcZ+KiyILZsUygJU3tWqaBRcUTIuqKI18iSsA2GUYSqCvLs6obI79F1hemazWyjkI0HTVUS62ScXcNSVV9KAAtbXpRZf+sloXxSkmuQmdjLTF2o06aqNlNVO7Pxjjxhv/ISxebYE9ei4cinXjLF+J0tMV1PSmbiWOQi+VGmShIEiSB6jSQ4XigoE490Qr57gbim9obCSry8OWK942bXPvEdVRRZwQ9jXrjQRgJqRYPpqs3R+bJQUcawvr0TWB7HcGGlL/KL0iyj5NqQWhlTokVXxL/rqpypZqJYfO+BK1rOTEOE94tzSU6ywkRQdUqwmppCoyKUQY2yhSKJMoB2b8xLF7fx/JCiJYghTVWoV03kpHVwZWvA6pZLGApKWCjpxD4YjgOspLSiVbWol0xMXaY78FATtWLaQiogJeNAWHItQ5QTtKoWpYJQj0WRINs6fU80j8ZxEs6uUTA0oepFNLmKVj6x30QWmlAlNcsmsiSsxqYh8vNA3GfCKCaKImIpzhTBXpKTZ5kK7jhImv80LFOnWjRJygCRiJP7uy1UlYqEKoswclWRKRW0TCnpJGM+TtR/xUJqhxOB40rSCDh0AwbDICOIUkI5CAXBZZsapi5KPUS7pvgOK1tD/MSKrqki5N7QFUqWljl7ekOxsDD2QjwvSu6V8eSheFXk5FOOHLeIzz+3mmX7pHJTO/Hmf/eHjzJVs3e9/sFjTab3/CzHVw7mGgW+9b2HCKOYn/2tZ/GDkA89NM8PfuNJPvjgLEVL5csvb/De+2b4oY+eykjI3IKXI8dXLv75P//nPPbYY6/5fXRV4cTBKqWCIA36I59Of8xmZ8SZKx1eudLh7NUu2/0xuipzYrHGyYOVrCFJWKTEtSaOY7oDEUwexXFmyZuu2YnMX6VY0JJAYhGeDSKU2jaVTL2x1XOpFnWWZko4pko1ke4HQYRja5ldQNcUmmWLgqmhKGSrqI4lWsHMpO5bkqBRsZIGLvGQn64Yl2yN6ZrNTL3ATN1iabbEbKPAXMNB1xRkSc6CYS1TTG4tQ80CXIUSTJD+URwzXbOSSamwMboJcTKJMIoZe1Fm2xq6gqAo2ppYDbY0xl5Aq2pl+VWTJRRFSyeM07/dURFUHX2nLl4WBJ9tCEtDyRYKBFkWCizHVCkVxAP/atulN/KYqtrZwhZA2dZxx2Hy3iYgWqgMTaFU0CgmY2ZlS1glXE8omVwvoNP3WdkaUipoiQ1SKA4UWQRWp9usq8L+1ayY6KqwZWmKjG1q2f4ZpxOQRJ2nyMK+ZpqCMEpfV7R1tgfCHlIw1V2B4yDsa0VbJ4ZE7be7CcwPxERV1xSmq1Y2mfaCSOTzDHxRb59kvyiylGRGydn3KTtCGZIeF8sQY6ZUSGxpE+1/QRjtUkakZOZ236NaMvj29y1hJCSoqoqA7UbF5NhChWrRyPKZhkkT3tJMibEfZvXnlq5kkzYvayY0ODJXolo0qDg6lqFmodPiXNQoWqIRbuiGyIrMsQMV6iWDoq1lhI+StC8WTJVa2ZwgWyU0TUZVhYpyMPLZ7LlJ06WEpinUSyaGJprflCTg27G0jCRMiRJDE2STJJHYl4SyRpIkBq7IHVtoORycLmFqCqosrD4z9QK2oWUh15KUWAjlneuNY4nzSkIQTmmQuSRJLLQcXrq4zWgcUnY0NFWhUUlJCiWzAokxJUgzWZapVyxht1QTW2hCUKZk9g4Rk5AKioSZEP+9oS8CwhWRj5SG2JcdEd48dAM6Az9TaqXHSqjUJA5MFbFNJbPrOpZGuaAltjELXZUTwkzCMjRW2gPccSDq7MMI0xSkz3TNZnG6iJKoj1KbcAoJKBWMJGA6zf0S710vGdRKJhVHFyo4RaabLIjKkkSjbHJouoRtiuD7GDJbWRDG6KrMwamiaDbzhLrU9cLEdryT6xVGIjewMxgLRSSiJGBlYyiUfIhr6tgPMXSRHxTHMUVbp1QQlvB2z8U0FHojH9cP2OyOGbi+OF8kQbxtdl2CIKIzGHNprUd/5GEZgiArF4zElijGm2NpWdaaOM/F9ajsiHtXuaBjGEp2f0pbONs9jyCKWZwpYhgKg5FPt++hKULBGEXinjwai4bLcsHAC8Ik+w0Ozji8795Zjh+o0KxYmJrKEy+vc2VDZGYJ0tylWjQ4Ml9C1xQOzZRwLI12d5xZoBVZolW1ePBoM7Onp422lqFSL5tZy6s3MSZqJUMoa1Obo6Fmr+v0x6jJ4lY6rtNrRCkpsAiCmNm6aIZNcxhVRRCPhibILlUVZGichJXfDHLyKUeOW8DLl7f5ud9+HgmyEMPv/dpj/M3vuI8PPzLP++6bIYpjfuaTz/LkKxtv9ubmeIPwDe88yLH5MpfXB3zuuVUA3nvfDN//dSf4kf/qfjRV5vc+f5EvvyzGRH/k87/9+y9x5mrnzdzsHDlyvA747Gc/yx/8wR/wkY985LW/mUTW+BUjlC0jT9iTLq72s3r17kC08OiqCKs1NIX+yKNeMtGTSWNn4AnFkKVl+R5xLIK7ZVni3NVO9sA5XbPRNEGOpKvQkkRWn77VHTP0AqolE0tXkRFWFlUR1rbRxEq+l4T1dgZethochhHtrksUweJ0iZm6zeJUiamqTW/k4yUZSpIkrF2aotCsWFmdeMESapbUSrW+PeLQTJHZxs5CT9qil6pcNFWEe6c5MUM3oDcKMhWX2K44U48cW6gwVbWQkxD0MAnu9kOhUpEksQAliICA6ZpNs2LihWGWC1O0dUq2yH4qO8LmUy9bmIaS2aW2ui6uH2JqCgemizx4rM7CVJFa0czeJ7UwppM8IMn00ZhvOsw3ClQdg9lGgVrJxNRVdEUE1KfkIwhFVjo5DpMMkVQlk2ZA6Ul+TqpyII5xxyEDN6Ds6IRRzEZHEFppbpFQcwWJbU9MZGxDw9BUYbcMYvojL7GjCKKmaIs8G6GUEwoRQxdKsFSJIQggMdkN4yhrTrMSck7XBBHmWBqGLsLsh4lqTWSciWwsLxBqlk7fIwjjTDUh7DuC1BDqAnGsfT+iUbFoVEwKpprkg+nJBNxhvinUOXpC1tSKZtIUJTHbcBJ7kggdT61chYQcJTmPhS1r51Rfa7tsdcest91EmaJkr00DpKeqNkqiSjR1JVHwaNRLFrONAtN10QIYJASAF4TUSyazdZswjFBkMFSZkq2jazJTNRtFFsoIzxdjY+xHVBwjU7oYiR0uDfM3NDnLb3v3PdM8cLSB54sMqM7AzyrY270x24kCpF42QZKStkoRYnx4tszXPDTP4dky9ZKRTdyDUEx0h26QZZqVCjq1ooHnh2xsjzLVnlB0SRybLydkkggZT0UxBUPNMsWqjsGpxSrEsLw54Oxyj6EbYJtapogEQUwIZZ5BGEZsdEZs90QmkKEpWSC/rsrJtVN8lq7KiT1NkHVpMx6QOCPULPstzRybadhUi4IUqhbFNsw2ClhJgUSQkHrbPZf1jossSyxMOZw4WBEtchOlB4oi0Rl4jP2A/tDLcpoMTeHUYo3FmXLSKBdlrXjpeBz7If1RQK1kJOSFCJIf+xG6LhYKUpuimjSTbnXHrGwNMXVVWNGSZkSAimNQKej4viCnBq44JzVVSQhe0d4pIf6mnBDlkiShyCLvaqvjsrY5YjNp1Uu3NYpEQ6GlixbYsR9l18e0LVAs0LgcmHIS+6ApiFKEldS2VNxxQHfgM3AFeaQkOXGSJNoFQTRF1otGRtxbpiCnUgJWTlRgBVNDlkXG4NJsmZItrstzDYfpuk3B0qgUDBQlCSlPSO4oIsk4E9l4q1sj1rdHRLHIviIZz6WCzoPHmkzVrEz04HoivL9aNDi9WMuUY2kmVdo2K1RqIjTcD4TCbDQW5F/B1KiVzIncPXbyFxN1mK6KkoFa0aDs7GRNpuTmbMPOcrFuFjn5lCPHTWK1PeSnfu1pIVtMqq+/9pEFvubheZZmS3zPh48hSRLPnd/i88+t8h//yyvZg2OOr2zIssQPffQ0P/iNJ3nvvTO7fnd4tsxHv0pkgP3sJ5/jlcsd/vypZV653OE/f/HSm7G5OXLkeJ2wubnJj/3Yj/GTP/mTWJb16n/waoiFxL9RFg+IFcegUTZRFKFIsQ2hmjENFTlpuZJlCctUKZg6B6eL2Jawm6WKoNNLNWbqtnDryCQZFsIGVLTEJK9cMJiu2VSKBoaucOpQjYPTJYq2nj18yrLE8+e3WG+PcBOp/n2HGyiJtSwNLq+VTKJIhHCburDujP2Ioi3UGscPVnnPvTPJ60VjlesJ+1hag/3ue6aoV2yKtghiVWSZWtmgWRUtZIausL7tYulapuhK268KhiAqkMALRbB3motiJPXttqmJyY3ErsnzgaliZvvpJ/kvpq6yujUSbbeJiqRgakL1LMlCpaHIHJ0v8+57Z3BsYdeTZZFJYxuqsAkaSkaepd9hru5QLVoMRz4XVvsAWc19dygUXml7miAkxKpzuahjmSp6sjptGSpLs6XM4jf2RROSmlgnZBkWppws3FlO1EqyLLKYgjCmVbV4x+kpxn6EmxB2g1GQWcS2+8LW16pa2XhIm97G4ygJSA9Z2RpyYa3H1fWByBuxtKzGveToTNftJEdG/F2WFYNouQtCEegehjHrbZcr6wNcTzR9pY13pq5QL4lQ4mrRzEKbLV0RTVFIIlcsjBIrlppZCFM1mq4qVByDoRtwNlkYUhJ7nJyoeaZqBWYbDoosauFbVSvZ74KoHY2DzIJaLhgi5wuRZxVLEpWisLMULC2rhS8VBHkmssljeiOfKBJKkLX2CE1VWJwuMtsoZA2SZmKzKVgqXhBm+16RZXRNhCVXiwYzdYf+UGRTpSUDUQwVR2dhyuE7P3SEcsEQxyxpQjxzpcNTZzYxdIX5lpOFUMuSjGMKtY6EhJxkZM3WCyJjS0qthamFUqLdF4oVOclnGo6DzJb3ypUOq+0RH3p4jkdOTrHZddnueVxaE+PE0EQgdRpwPXTFeEqD471E4WYbGo2KxVyjkCjj5Mye6hR0akWh/FJkCS8Q6k85ITlkSSKMIrZ7Y0oFgyPzZUoFjRMHqhxfrCTW1hhNE/u2aItMo3pSdNAsW2hJqLcIhVczUj9NwJElEdLtBWFC4olrQRiBKkti7EtCUVa0deaaIlNMlDwIsssPYnpDj8FIKBSbFZuHjzepFHWcxPKoKeI6rqoyuq4I1ZUkyI0vvbjO2eUOA9dnMPJBAk1Rsly8qapFtaijaUL9k45fWRKB2KmV0LHF+ZqWVshIeEnwe8HSxOcWdGYaNgVLz/KookhYiQ1dYWm2LPLZYjgwXeToQplqycjUdaahommKaBSVQdeVrGnNNNSs1U5JLMGOJSx2uirsy+n1KUaQ4mlTnyJJGLrMQsthvulQL5s0E1VgGnovlJAyhibuq7NNh5lGgam6nYwbcW+xDRUvIdZMXez/e5bqOJbGTL3Ag8daTNUKdPpj+iNhXdR1YVM/PFdC00SeUiVRYgr1rbAkRhHUS2ZC0otr4WbH5dhChZXNUXaNrTgG7d6Yjc6Ii6u9bKylasJ0kUjYUcVxkRNr+XyrwFTNEi2zSnovkagWDfxA2O8cS+fAlEOrZvO175jn/Q/MYuk792ehGNXFeFakxJJ8c481eeB4jhw3gf7I55/+ylP0Rz4lW6M79Dm9WE2C2KJdjO89h+r88EdPMd9ybokJzvHWRr1s8t77doinyXrrg9OlzBf+f//aU/zYxx+iYKo8cqL1Zm1ujhw57jCiKOJv/+2/zSc+8QlOnDhxR97TDyNW2i6qrlI0VLxQKF48P+Sli9vohkzRMXj3vTOUHJ1nXtlE04VVxzBUPvToQQoFg8trfey0ll6WGQdpy5xJoWCgqjLzLYfuc6sMvYjxtouqyklNtUJ3FDDyQhRFoVkrUC2KHJsvvrAmQo11hVbNYeRHlByThiZTLui4XpQFhwdRSBDHjIMI01CZqhc4OFukWi3QG4dMt4qMgghrLPJQNFWhXLIoWBpnV/pcWusx2yxw79EW/ZHPlfU+hq5SSVZuSwWD7nCMlEw0io5Jpy9sJSPXp1owxcRFlqmWTMqOTrNsMfJCBuMQNSE9DEOlN/BY745570MLPHlmEwDH1jk8X+aplzdo1WzRRKWptHtiZX4cxhiGgm0YNKo2QSiChZu1Ar2BJ/KzFIlYEkoIP4xRkWhWbIoFDdvU6Y8Dwo5LIhBDUWRqFYul2QrdgWgWHCQTuma9gKSIDCFZUTiYTOrWk0B5SVGolCxGrs9gHBBHMcWCjqop6KrM0lyV4VioccM4becTREiExEyzSLloMVUv0B/5VEsmrh8yHIpMFEVVKGsKuqYSIVGyNaIY+kMPx9G5cmGAosjMNB2Rb6LI6Kog+pxkbGiaKv6nKiILZ+BxtCmenVbbIsh77AdomsKB6XJy/CSa9QIrbaFImW44wmIXRqxtjbBNjXLJxHUDTh5uYNs6QRwzVSuw2h6iKKCpCqqmYOga2/1xlqlU1gyQJKolC0OTCUIVz4+Ybjqiwa035r6CQXfg8emnl9nue1lAtixJbA88tvoeXhijqDIxEgdmSmz3xrh+SL1io6pizKiqQrEgSGFTV6gmAc6DrRGWqaGoCrEUYls6uq5ydWOAH0GlbFJyDEAiRMIpGJmNEODqep+RF1J2DEJg6IuAZ6egY0Uih0uSZUoFk0iSsC1hdSw7BlfWewSROEdLjoEXRhRsHdcP6Y18JEmiYOnMtAqEYUQhaS50CjqdvieUEbaOG4jv73oBYYzY7iT7qu8GxJKEZemYlo5TtDhVsjlztYcXxtRKFm6ibhNW3wBZkZEVGUWRUVWF4VioXBxNwTI1vEiiXLZwL2xTK5mMvEgQOa2iCMVGwrRUplsO9aqNDNiWRrvn4o6FZa5RtemPfHRd5crmkAePN0GSsEyNcslis+ehqLKwFmsqh+fLhGHMRhJWL0sy8mAsMpoqNqtJmP+xhSpxHLM9EEq3ZsUWqiNFxk4InqDjMj9VxDJUCgWTZsXGC/pZmL4fxhRsle2hz1bHZbZZ4MhCBT+MGSfHN2XN7zvaYnGmxHPntuj2PYZehK6rWKaOYWhc3ehj6WqWO6dpCg+cmEpIpIj2wGNjW1gXU6vV5rZo6SuXTIZeSN0VtjpFlqgUTYJAjLeDMyXWt4b0RqI5TdUUpsuCTEMSCx1Ls2WcgsHVjT4DN6RSNDEMiXPLPRRFTloC+2iawokDVa5sDDBNDUkKkeQos5ilCy01VZCqlqUn8VoxhqbSrAmbmxNGrG+PCCNBNDq2zlTdSQg4mSubg6TNLmaYlAgYurCVlR0TXZeZqtpcXhsgJcTpQ8ebXFjpiqw3RebgTIn5qWIWmm/oCqtbQ9Y6Y7aeW+MvffgYXrSTQWfoXYZjPyHRJdoDj1LBIB75ol1RkZltOXh+xND1AYlXlnusd130RGls2wYxoCgKpaJJLMlsdl2KieJVkSVKCRF/dXOI3xNFFbquUS3bnD5UY237Ipu9Mf2EGKyULMaBUI3GErzzvlkeOj7Fdm/MU1+6ShhDtWzRG3pCPakryBLUyzYrmzulG6+GfGacI8erYOyF/LNffZLVrSGlgk536HNgSnhgP/mZ8/zhY5eB3Rk+7zo9zXzTebM2OcebjMdeWOOf/epTmfLt3qU6/+iH3smHHpyjP/L5Z7/6NA8ea2be64Hr809/5cldjUk5cuR4a+FnfuZn0HWdj3/843fsPVVFQpPB1mRWN/osr/dQiVEAVQZDk3EMhbqj0++NWVnv0+6M8L2QXt/lqRdXIQrxvAApihmNfIZDD12RaJYMFqccBoMx/tgnGPusrPeRESv3G+0hG+0hruuzvjkgDEPmGja+H9Ltu4xGHmEQE4YRUgyX17q8eGGLmZrF0kxR1MzHEaYqVAaGJhRBpYJGq2xi6TLjccCTL6zw/JkN3JGHglBOTFUtbFMhCgIGgzGqDP2Bx2DgUTIVDk87XF7psNEeoisSB1sOl1Y7XF7pEQYRcRQhxxFSLL6z54c4lopjqhRMjWpB410nW2LlW4bB0KNkacImE0X4fkjghzz7ynrSxBfhmCreOMD3QxxDQYpjAj9gPPbxvYCx6xP4Ib4fMh4HhEGIqigEvmjgW90csN0ds7YpQl3DMIJYNJoNRz7rm33WNgdcWumystlPWtYidEVmeb1HtzdmPA6wNBmZGF0RY6DbH3P+SoeV9T5j10eOY148t8Url9p0ui5RFGFrMqosZd9rOPJRpJiCoRIGEYYqxtlU1USRwXV91jb7dHsjgiDEUGUUCVw3wA8CKkUDU5VxxyGe52fvudEWE24/aXOLwoive3SBr3tknoqt0R+M6fbHTFdMWhWDOIro9l1KtoqtC6WLrSu0yiY1R/xsuzsmDCICP8B1PcZjnygImalZ1Io6zZKO7weMRj79gctw5NHuuLhegCpBo6hTtnVMTWZppohjqcgSBH6IKkPJVrN93euP0WSJWsng6IEqlYLYZt8L8T1xXHs9F2/sY2oKvhcgE1O2NQxVxtQU2p0Rm9tD+oMxBVNltmqJzwsiOj0XmZh6ycD1AnqDMds9NxlTKq2KSRRFeF5Ap+fSKOqMXI8rqz0CPyQMQt51osl01UIiZnW9TxREtDsjLlztcOFqhzAMicKI3mDM8lqP7e4I3xPkY7cn9v92d8xg5LGxNaTqCAXGTM1KVHsSVUcXAcuIc1g0yQkSd+R6GLKEpSk8f3YTKQopWUKBRhzje2GyreK6oMoSURhR0BUCX6hkAj9kPPYZDMZ84emrPPXiKooE7zzRYmmmiOcFwqIbiwB+dxzQG3jCVjnys3Mn8EPGXsDG1gDfC6jYGgVDhjimVNCxkuvjeOzjjnyUOObUgQqOpTIe+5BM0lsVk+HIo17Uk9r7kJX1PicPVjnYKtDtuRQMBVOV2e64hH6IPw4YDsYUbRVTUwiCEJkYWYLhSJwT4nrg0+6O0JIgac8LWNsciH2RjOVeX4zxuqOzsdWnXNAwNYXt3ohuf4ypyShIKMTEkRhHK2s9cZ1LbK+BHxIEETNVkwtXOnR7LlVHQ5UEIbzRHuCNfSxNIZFz0h+Ie4E78nj5fJsLVzsYikzgh0jEFAyFRtFAlsAyZPr9Me3OCEuXKRgKJVuj3RnR6Y1xXR/CiCAIWN8asLE9yq6HxBGNosFszUquFwHd/pjhyKM7GCfHAsbjgLEvrJCGKvPu01Pct1TF0hQMTaZaEOPU9wP85No7HgfIcYyhyshSTL1o8J57pjAVmW7fpaDLTJVNVBkUSSwSbW4PCb2AZkkoiYuWjiZLVIs6nh8Q+CGdnsuXX1rj6loPzw+EYlKTKdkqo5GH54n2OMdSkeKI5fUenZ7LhavbnL3Upt8fJ8ckZKpscGyuhBzHuCOPwA+o2hpxMo6JYsbJsYmiiCgU/xPXJw3HVBiNPAI/SvZpQKc3EgosL+DkgQpmcl9Ir2V+EKEQoybj0fNEq+RGe8jKeo84DBm5HsLBKqzV61sDXDcgjiJx7ugy7faAyysdRq6f3AskSpZKbzimbIvPX28P8P2d1ttXQ04+5cjxKvjZ33qWM1e6lAs63YFHvWRw71Kdly93mGsW+JqH5+gNPf7Bzz/Gs+e33uzNzfEmI4wiPvUX53nqzCa/+idnsp+3qjbf87VHuXepzsrWkL/3c1/IvNl/9Nhlnjqzyaf+4vybtNU5cuR4rfhP/+k/8YUvfIFHHnmERx55hE996lN86lOf4pFHHrnt95QkiWMLFdyJgNezy72s9jiOYiQZiGMqjs58q4CmyERxjGmoXNnoQyxxaKZIEEasbA3oD0VOVNnRk4BY8aAaRzEjT1Rkl2xNNJbFosXHNlUOTZcomCr9oScIgSjivsM1aiWxAjt0RcuYOw7RFZnpqs1HHlmgVRHhzRLgmCr1opnY9xSiMObiag8vCEVTlC6qpx1Lo54oJcJItEodmStnYd9BkpcUI5rpwihKsoJiojjGsTSaFWF7TFf4bV3l3qUaUzWT7tDn2XNbrLYHxMm+m6nbNMom5YKBZSiizSwJbPeCkJm6LQiVOMYLQzY6I9baw6wNSVi6pEQJE7G6NWS9PWSr6xKFkcjKSbZPVaTMNqWrIuQ7DdMtWCqWqQq7nSKzuT3C0pWsPjyMYh440mBpRjRfxYi2o7EfiupxRYRgR1FMhLAZVYsmpxZryTxHbIOuyczUhQqj3RtTLxksTpeYbxawDDWrfk8DgcNITGo0TaZRMhmOfUZjn97QQ9NEVpScTO4kOWlGTLKtHEvDNBRG45Du0GPgigym7f6YdtdNcqcUkWkyDjh7pYNtaFmLmSyL9j4QmS9RFNMoWcw1CyJ/zA1Y3hzQHfqsb4+QBf/AY8+vcW65K+yfZYO5VkE0MmoytZKR2UZalSTAXAJVlWiUTCQkLF3Y18JkIUnsKxddkzm+UKFZMYUivqDRrJocaBUoGKJy3vMj3LHIlDl5sMLidJF2b4wXCAuhIGxEuLypK1kGj1DxiSBrKSlLCyNxzGZqNmlznaGJ7CZVEWMuimNKtk7B1CEJ8A4i0do1VbVEJlWSR6SpEnPNAr4fUikYEMcMx35yDgrVx3p7JNrhKjZmFgwtLJuGIXJ6aiUDVRYtXLWSsKGlYzxtFJupi7/vDT1kGczkPE3HlAxZ6HsYiSa8VsXENhSaVQvHEoHItqFQtFTqJRNVkTLrYn/kZdZYLwjpDrxs4a9ZMVFVaWcMJ3lfpST/5vh8hXefnqJZtiCGtfYICTG++kOfB480ksB9i4eONqmXRYZeGIvtXN4aUE5y3Y4tlDg45TBbtwWBkO6DJCR9cbqElTTupWMpjkUW2H2H63zowTkkJNbaIzY6I0aeKAkIwiizSU7XbWaTvLHUogygKVL2eZ4XcmWtJ0K7dSWxyElZdmCtqGfZTGmrqKmpPHiswSPHm8w2bFpVi6ojWgPT7K+ipUEkrgndgYciizExGgdEkchjCyPRkqkq4gRMj7OAyFOql8xsWw1NYXNbNFSWHZFDNl21Gbo+fhCxsjnk2FyVkwerWYNlGMZEoThGvh+xsT3CC0KqRT0Lne8OPLb7rmj8i2LCWFjbnGSBIYoiLFPlyFwZx9IIwlA0syJl98/eUCw6bHXG2fhJrz1r7SHLmwP8QFjvVjaHLG8I4ma757HdHzN0fQ7NFnnffTMESQh4GAlLYBAJ2/JmV2QQTlVtFloin6po60TEbHZEEUDaICgjsThTFPtThnZ3TIxoFk0zGSuOQRCkrX6BsFTWLA5OOYmSWXy39ByoJ6phVZaTa6EIvXcslelaAUWSCYKIkSvIQVNXs+tAo2yyNF1CV0WzaVo2cTPIyaccOV4FH3pojnrJpDMQTQrf+t5D/O7nLqIqEj/80dNoqsLjL61zYaXHnz5x9c3e3BxvMhRZ5q9/+z1YhsoffPESj72wtut3/803nUSRJbb7Y/7ez32eMIz45q9a5Ls+dITv+8ixN3HLc+TI8Vrwe7/3e3zpS1/iscce47HHHuObv/mb+eZv/ubX1HonSSJIdqMzSpudUWSJcRASx9AfBaiKzLPntnju/Ba1ophsVRydoetnuUYAWz1hpUgDp5GEKkGVZQxVFpYCLxQNS0HEkbkypxarSSaJRLNqoqlKll9CDFM1m4ePt2hWLA5MFVEVme3+mJcud7i6OUBWRI6FH4gKa0PbIVYurw/ojzzuW2pwaKbEdM0miqDddVEVmen6Tni4yEiJslBfEOHLUvK7y+t93nV6mrlGgYpjYOpKlkmUIo5jXr7cYeQmpEdvzMrmUFh5FJnNjgh6HYx8ZhsOR+crbCeB7oNRYjVTkuDbSLT3pVAUkXOlSFKWy5NW2fthzFTN5sFjTQ5MFWmURGX32AsJo5jVtrCpkNTCS0hUCoZoyDJU/FBYF/WkXcgPIq5sCBJRU2TqJTML8g3DGNtUMXWVA1NO1j409kNcP9hVhS0hSI20CUlRRAOfrinUSsZOKHKSmaSpIqC6VbHZ7o8BkRECIqR+fdsFCY7OV2hVRBOgoauMXB8/CKkVRWBxrWgw9gIUWdg6qwnJGEVCrbLeGeGHEf2hj51kOklJztWhmRKL0yVAWN0PThWZaxayRuGipaFpIgcmHefbfY+BK5Q0l1cHWROiqojJkrAWKVSLonmsVjQFsbA54NxyD1UVwdDFhOhJ4xTkJFcFxKRsumajKCKEWgROy7h+lDRfSVnr3tgXFe5xDAemHBoVi2bVolmxsJPvamiKaKqM46SZTueBow0+9NCcsOwpwq5535E6uqZgmypTNYtDs0UOTDkoMtlYTW19UQTEMFO3OTRbQpEkRl4gWiZjMcZtQ03yy6wsS6pgaYzG4t9F45zIlnvX6Wk+/PAC9bLJZkdk22iqxKHpIoamEMfinN/qukRxcvlKyKtJGLqIIAjDiOfPb7GyOcxy5S6v9fGCEMtQmGnYgjwlzsg5kjGczXkliYErvoeqCCIHBAlVK5koskSn77G8OWDo+niBIN8iBDEnSeKcXWg5STNiyELL4ZETLe4/UufUYg1TVwjDmPlmgWbZZr7l8N77ZlhoFvnwIwc4fqCaBdqLTRLnTsnW2Isk6gdDF2SeJItwddHkKa4hMdB3/YzEaZRN7jlU497DdSxTFEKcPlRLWglVHn9pndX2iLEvbHSGrnBoukSrYjH2IyxT49BMkVbFouyIVsbpus3idImFVjGLixDXTOgMxsiSCNefqlvZeZtee/1A5Cyl1xYJKbmmiFy1OI7Z6o65sj6kVjQ5MldmaaZEyRLlBV4QCvuYLONYOqoqZwHsl9f6bA/GWRMiQG/oidB0IAgFibTWHtEb+lSKBpap8sy5Tba6gjSSZGlXIyCIDLFzy12eeHmdi6s9OgOPKIzxgp1GPNsU4yvNhEvvo5oqZ22sabtfdqxlWGg5LDQdHj7eYqZeYLYuyEIleeOtrisyBJPcuzAh61fbw4Q0jQmDGD+MaPfEfSqMIlw/4Nh8GdtUKVp6Mn4kakWThdaO0ybdmigmyQkU50uzbCWZUCJn7KkzmxyeK2Xbq8gS1aJJrWQIa3TSZAmC1DpxsJoUQ4j7/qGZEsWCxlyzwGyzwEPHGlnO2ashJ59y5NgHkxY6CVFZK0sSH/+64/zan54limO+92uPZSf8Bx+Y4698y2l+8BvvTM5Hjrc2WlWb//abTwLwc7/zPMsTXuhSQed/+K77kSRY33b58X/9BaI45uvfeSCbzIzGAT/5y1/m7NXum7L9OXLkuDuQtoKVC/quVcVqUaxYh1GErYvJs5G0YwF0Br6olgbSWUHREqHatinCt2VJ1CQ/fLzJycUaqiwyVXRNtNbVikb24A1CQWQZCsRiMpU+Z2qqzMAV1jaRkxNlxRyOqbE0Xc6UKGVHZ64h8mLccUCzKibcjqVxZX3A8uaAGDGpaFUs3nVqmoePiWy8kq0zUyugpY1RNYuKIzJTPD9iq+tiaCKcXVVkTF2lZGvMtQqcOFDJJgndoc/YC7MA3bTpZ2VrxMrmMMkmEc1Zh2ZKOLZ4wL642icIIlpVi4Eb8M5TU3z44XkOzRRZnC7yoYfmObZQSZQNEo+cbFJLbB0PHWsKUkEXgcBmUgm+00YniWZCdYc46Q29bB8vzVR2asJjoWZp98cZOZa2f8WxaEcS4c9SZpcydCVRJIjXFZK67o3OCG2C6PP8iIeONvnoVy3y0NEmmirUWYdmiyJsF3DHAYORn4Xtgmgv1FSJo/MVjsyVaVbsLHD888+v8hfPrNDueSzNlFicKdF3A9a3xQQ5VWGEUUx34BEnY8oPRcNUuspuGSrzTQdVTb6DpXF4rpyF0FuGSqmgc3qxmqneZFmQXa2KldSEyxxdKDNVszk4XcRICAxdk5lrFjg8X6Y79Hj+fJt2xxXjOYjp9D1MXeH0oRqOrSUqGxGcDySB2j69oU8UkTVVVR2dWslElWV6I5+pmiUaFBOSMorgyHyZ99wzw2y9gKYKMtFOlGcrm0OU5Jwt2bogfyWJ+abD++6doVW1s4m5aPISIeyHZkscP1DJCEQ/jIliERwvK4IcsE2VR463MuIuDXWOIhHs7gUiS6hRMTl5sIokiYa7oq1lSjCAiys9uoNxFuIvyXI2UQ9DoZLRVXE+dod+RhwYWtriKVQlF1f7bHbHLG8NKZgqizMOxaRkIYrB80Vrmu+LdkldFdcoEJPhMFEcqkkgc3/os9lxWWuPGLgBrWRMrG+Psm0fuAGvXOkIkkZTOD5f5sh8GUMXzY/9kc9Ll7bZ7Igmwu7Qy+YHVcfkQw/Ncc+hOuWCweJMCctQOTBVzL4b7DSnWebOz/SEvJkkelIV00zNTkoFdqboaWj6WntEd+Bx71IdXRWElWNplBydRtnC1NWkhVLkGa1sDljZHNLuj+m5PqYhmstMQ82C9EXb5G46ICX2rKTsoljQKdoajbLFbMPOQvObZbFP/SDKCMD0niHIesGuhWGMY6uZ6uvQTJlq0aDsCPVNStjHSeOlnYSyj8ZBdq6kmMw3Kxd0bEPN7kEAl9f6DBJyKAgjao5B1TGYSUggsW2iQXQy6qLsiAKM9JqgqQplR08IdnjvvbOUHRGmXisZiTJRytSKU1VxHqmqRLGgs90fMxqHCVG/c40euKJQoDf0s22RJBh7kVCRxUKRlip/ARpli3ecnKJRtjISFcgCx7/w/Gr2/dNjqcgSnh9w5kqX8YQlruIYSJLEcOxn4/TiWp/R2EeWyAik9B6S/s2JA1WOJOdHum0vX+qgqQqHZksULJ2b5J5y8ilHjr2I45hf+S9n+ORnznFlvc9P/+bTxMD3feQon35ymc7A4z33TvP++2fpJvYFgHeemsoexHLkePBok29690GRGfYrT+0aK6cWa/x333EvAFc3hvy/f/4x/GBnhf7PnrzKs+fb/M7nLrzh250jR447g5/4iZ/gJ37iJ17z++iqIh6MCxpzjQIHphyqjpE12iBJnDxYZaHlsD0YE4Yx3aRqe6ZeoJJMhOtlS7RzGUq2PJq2GAFoaqK48ENUVRJKm8TyBLDREcqpmbrNkbnyrm2cbRSYazjEsVCknF6sUXVMvvjCGuvdIRJSYjHRiGPwkoafRvIQm4bHaqogOKZrNtPJZCH9/JTQKiXKlYWmw4mDVZqVnYf0WsmknExWlWSFV08mSnNNJ6uvFwHBEu86OUW6M8SK8I4ipjsY88CROtWimOAFQUwQRVlDHcB0vcB77p3lkRNTXF7rI8kk7Xkqq+1RokrRuLzeZ+wJJYIsiUD0sR8ydEVL1NJsEcfWWJotJe1vUlajbukqsw2b+w/Xs30FMBjvTMKKSbV7oyyC1Eu2ThzB6UNV7jtSw0iO5Uy9QKNs0qraBGGEOw5x/RA7yR8MI9E2Vy9bNCpWpuBIJ1hh0loly6IuXksr7yWJimMyVbM5MFVkrT3EsbRsNd0LQkxD5ehChWPzZfTkOKdkmJkEK4sxqXJwukg5sf0ItZTJwekiprHzjLXeHvHnTy2zvj1CU0W74EyjQKVosDRbwkoIPkUWajxdVZJGOZHleWGlR7sr1HHnV3q8cGGbcbpPJYmSI9qepISkLZga69suQbL/z1zpZJXriixq7rf7gqDwPKFgsAwtU+2tbonzYK5ZQJJgs+tm9rCtrptNDjVVkMAS4jyRZYnDs2UeOtaE5GeuH6IkjW7pZLNVtTi2UKZU0FloORmpqsiysCJKIvB9MBStf1vdMc+c3RK5cqrMXMNhti7KBAaun52LaZPe0A0YeQF+GGXqsyiOGY6FckWWhPULSEKVFVpViyAUygvXC4gRBCcIe2kKQcwmhEfSFmioChtdl+7AZ3GqmJ2nraqodh/7YqwutIrMNx3ixOKlqqKRLE6Oo+sFgrCQSBRIogGvaIsojd5IPJuFYcQwqbGfqtrcc6jOK1c6XFkf0O17vHK1w3p7lG1/SoLuRXqupaSqnEy1D8+WKCTNdLahsjhTpDihhkqvc1Eci+PRsplr2tTLohBi6AZ0Bx4XVvs8fXaLsR8k6lefbt+jaGvUyyaH50ocmi1h6Eqm0PGCkE5vjKEoiXJHqL4k4L7DdWxz99wlJZ90VVy/pqs2WtKwWjCFpfmr7pnmHaemaFUtCraWKQpBbFMUizGpqhJzTZsohqubg2ysSxL0Bh69ocd8UxCvg5HPlbUBA9fHHYdikUSWdpF06b86lsb8lMNMvZC0RYpfZMpehPpvruVwZL68a7ylNtGUsLENcf2ZbRR2jlvyQek/y47B0mwZXVWolUwqjiFCvQs6B6aKHD9Qyd5flSW6A48r632+mLgf0vPUD6JErSeuqTM1W7SI+qINsjfwafdEmHtKfs01nYyEqxUNCqaaEHIxsiysdOn311QpsdLt7LN2b5ztQ8+PmLhs4wURfigaTjd74539DBmh2O6N+cLzq7ST36ekb0okp/voZku28plyjhx7sL494o+/fBlZkvjTL19hNA75hnce4IMPzouKXUXi+z5ynD/44iV++7MX+JGP3ceR+fKrv3GOtx2+/X1LXFkf8MQrG3z6yat807sXs989eLTJD37jCf7V77zApbU+//AXHuPvfPwRDE3hI48uoGsKjxxvZq+fbM/LkSPH2wsztQLuOMgm33aiAtnsihYiQ1c4t9xlrT2i6ogMF1MXzWVK8kC4o+jduY7o6s7DYvrgaGgKTqLCLNo6q1siByVMcjbmZ5wsR+n+ww1WtoY0KxYLTYc/ffIqmiIJEkaCOIxRZGEbCiIxKZ2qWmiqIATSFe209r7iGIRRzOlDtUypkD7YrrZdDKPPQksQAmXHQEI8AB+YdhLllsgeEddLMYlKV30rSXbLVs9lrmGzNFdhYcrJrDnVosFqe4Qii8lrs2rx9LktwjBGVncysvbuLwA/COkNxwSRmAQM3QAtaXZb7rlsdoR1pt0b01qwGHkBRmKXOjhVxDY1gtDL9oepy9l3L9paVoM9+ZnyxP3ANFSWZkscnivz2ItisjPyApplk87AZ77lcKDlcH6lhyxLHJuvUC3qXFzpA3DPoQZr7SH18g6RtwtJ1pXIGlKYbRRoVkxWNkeTLwHgyTMbSJKYHC60HN5//yzt3pgXL7UBMflpVUS49WZXEJrzrQK6qvDypW2M5LuXCzrnIzF+SgVNWKkmJlSbHZeLaz0WWg5bXZeSrTPfKDAYB2iqzMKUQ71kEiNsj4oscc9SLTmGvUy9pCpSZp95+uwWpYLO0kyRZl2E8cdJAHU/ivH8kIgYVUoJomT8yhJFW8f1QlwvZDQOqJcMDs4UGXshSmLXS8nNRtnMbGgg9lXZ0bmw2uPofJnVrVFSAS8lDXMaT76ygSxLLM2WE0vZUIT9y+B6IcubQwxN4T33zvDYi2tsDV0sQ+H+ww16I596yaA3HNMdCoVWrSjj+gG6ZvFdHzqCJEm0e2NURcIPhSU0LUVxx4Lo8LyIuUaB4weqbHVdXrq8jW2qzNQLyLLIVZMlqCbWnfSaszRT4urmkLEfomkyU47BqYNVzi7vqLsPz5WzPC5Icq6iWGT5lE38MKJgavRHPkvTJS6siXr5gikInUrynuvbLmvbI7qDMVMVMyOLZIQFcb7lCDJmMCaMY+olk8FInAfpM9Z0zcYyVCxdxTY1XrjUZmm2hKLIeGGEKQm10ND1eersJqos89CxZkagW4ZCu5ecFzKUbZEtNqm+ARFCn57ziiwz3xQNZ7WSi2WoPHdui97QZ2m2TNHSOXu1gyLDcOyz3h6JRraCno2hI3Nl1rZdZEl857Kjsd33KFk6Iy+gUtyxuNaLJkfnKxyeu3b+YpuaaEZLjoWiSBnlHhMLBVCi1DtxoMr2YIyZkDaSLMinesnIlKlBGPHQoRoX1wZc3RgwVbMTdaNQ11m6ykyjwNq2UDpWi4YI1k73T/Lh0zUbRYYrG8Mdm9+ex+LpmiDWB6OAeqISMjSNVsXmwnIvO86aKlMvmrjj1F4qcq0MTaGHj2OpdAc+iiIxlRCe6dV38iMbZYOFlkN3sLPAbOoqrhcyiUJC8FUcne2+J+zEsrAYGrrK5XUIoji7RtSKJnJiw5xUfr3/gTmeP9/mlSsd4lgQ30Vb5GV5fkS1aLIRuoIIllJCXyFGqEUhzu4dnYGXEaBpdlymsJZ2SL+B6xPFMdNVm2pREJydF71d96BbQU4+5cixB62qzV//1nv493/4EuvbLo+caPGxDx4G4NhChb+18AAgmGDXC3Z5u3PkmIQsS/yVbznNZ59b4QP3z17z+/feN4vrBfziH77CpbUB/+jfPsaPfd8jGLrChx6cy17negH/1398km9690HuO9x4I79Cjhw53mR4iSrSNrVMWWAbKp2+l02qZUmoWkaeaH8q2jqzDTE5SJ8PDV3BSEOME+jajlVPqAVibENlrlkQOR4JZFlMCuebDueWu8zUCrzjxBSyLHJ4UjTLFq4f8MrlDo2ysOts9z1sU5AHMaIaPEpyKFY2hzTKVvZwvTRTouwYu/KU0gfgalGnUTIJozhTzGwPxskkA0xD2A+9hGwaexEbnZHIxZIlFlpFCoaKoYmV62bZEnaavpt9jipLSZixmj1YB2GMpsJcw2ZhqsgLF9oEYUx/5PPc+S26A48jc2W6A59hQnzESLR7HrOtHQuKlSijBTFhEkVC4VAu6FQdg6KlZyqMg1MlpmsFXrzYZn3b5dxyl6XZUvI+u1fmQUzUgyDCD0Jm6gU2uy4VR2ezO2Zla5h9jusJ9YTrBdRLZQ5MOciyJLYhWc0GsTr/zLnNXeMwiuKElDOZqlkJAShykIIw3j2WSFfCk4m1srOtpYJOb+TvHoeqwsGpIrWSOPZnrnaoFU1m6jaX1weQ2FuUCfItVTIMRgEDN0BVZbZXPEbjgOm6zea2y3bPo1YSk6VHjrdQFZm1pJFPSgjPUkHn5MEKL17aTjJsYrQJC2u1aLDZGdHzfFw/zAjAetFgZWuImVi0bF1kKxUMjfOrggiuD30KlsqjJ6bwj4U8+cpmUq8uM9MosNUdZfvE1FXecWKKqxsDVtsjJElMejVVZnG6yLPntrJ92h/59Ee+UKYYWrLPxTFKz6Wt7pgDraLIbPJCFmeKdIcetZKBpspUSyZLM6VdhGa1aPDA0SZPn9vKiJG5hsPalghxlyRpJ8MmUffYppZNWBVVSjKrVDQlpmCpqIoIMz55oEKnb7PRdSlYOv1RwHzTyc6LSmFHOVN1DNrdMc2KhZH83tBEeH2jbNLue5lCRUosxPccqnNlvS/q6ccB3dGOMhBAkoUKKr2eShLoisJMXVhqnQnlTjo2JVmQv4amcGy+wmbX5fxKNxvja4mFL4iiXYzEPYfqnEuIjlrJ5ORijf0QTbDZsizslC9caLO6NaJU0JMsJKFkue9InRgRhC4hyHfTUBI7sbhmeUEkAqLHopTBKIp9FCPuH0EkMsiKtsZsw8ksl5NoVWzWtoecXqxxLvmuaVh2b0LB7wUhYz+kYKq7VGDpv6XfrOzoHGg5XFzroybjw/UCtvvi3LR0lTCOKdpCUbXZGbHdG4t2VFXklsVSnB2XOPmEhabDaBxyZb3PRmdENSHWbFPF8yPKzs71DGBptsTK1oCzV7sJqS+sihtdl6ItQv5FWcTECoMkFHHpPS49t1a2BsQxuH6AhMy5lS69oZ8ROZoqc3yhvGNVh+x8BnGevXBxm62uS3dk8d7DDSqOzsXVvrAmxjGdwZj7jjToDT0aJSvbpCCI6I28bIzqmiwWo1oOF1f7yJJQJ1/ZGGAkhJRtqplVNQyjTGVnmyqDJBsyjHYTeRI7/50O04PTRVpVOysVuNmA8b3IbXc5ciAeDJ89vyVWwvyQ3/ncBda3XU4cqPChB+f4zU+f23WTAPhLX32EH//EOzh+oPombXWOtwIMXeGDD8xlE6jVrWHmewf48CMH+M4PLgFweW3A//rvHsf1dj80PfbCOi9f7vBHj1/ZlUeWI0eOr3yEYczy1mDXPag39AkikXNUtHVeuNDmxUttSraw+QRBhOsF11gWIJ10i5+lD8YpVEWm3R9ndqI4I7sUqslKLAgLnLzPg+eFlR7riZJoo+MySKw6j55soaoyW51xRrAANKupukn896W1Po+/uMZTZzauueeOvYjlreGuzA812aCt7piqY2S2NUGkiIlEvWRk+VNpAPlae8SV9f4u5QWI/J3NrkupoPPwsSZHZsuZGkjXhcLjHaem+OqH55AksQjVGXhcXu9jmyqzjQKtqk2rajJ0hY1C1xQqjsFUzaJeMpmu2TQrFp2Bx/r2iM8+t8rK1pBW1WJptsw9h+rMNgrIklgJB/DDkKfPbBJGcTapSvd/vWwyGPlcWuuz1h5RsETYOPFO09/ADVhLVF0lW88sHAVTw9TUa46lLLMrrB3IVvJlSeLeQ3UeONIQKo9kRT8dZvMNJ2nqE+SE6wWYmsJ0zebkwRpzTYd7l+q7xqUXhLx8ZZsDU8VMIeB6IfNNh1NJ3tDYj3ZNdpoVC8fSMHSRYyMCjsXvwjBi5IkmqtQauNUb8/TZTTr9nfGXWssOTBVpVqwkw4WJLC5hXX3oWIvZZkGoEaSd/V6yNExdSVroxDhcT3K0RuOAgeujyCJryjKEgs3zQ9EU6AYcX6hm6oz0mI4TciSKYgxdYbom2gcfOdHiwaNNugOP/sjHMTUaFRMQbY2H5kq869RUtn22qSLLQk1YdQziGIqWTjHJOdOSoP290DWFI3Ni3CtJCPfA9ak6Bo8ca7KYTMTLjsGDR5scnHLwA0H0GprCA0fqDF3ROnh1Y8hae0QQCjvcbLOQWJtk1raHzDYK2fnVKJvYpspoHDLXdCgXdMZ+yGAkyJZayWDoCttftWRk48efCIlea4+IJXEdK0+QWbBDzm11x1xY6TEaC7vpoZkSh2ZKu66FGXkqC9XOiQMVaiWTQzMlNEXeaUZMrj8LreIuMlidVJTukXmEYURv6LO6NcrIn1pxR3FYLYnzuzsQBFvaPPjKpW0xHhsF3nlqilrSyAg7188ojllpD1jZHKGqckYaaKqcKQfTVs6pqpUReJNYmi3x8LEWUxPE1NJsESDLmEv30cXVHpfX+7vOKTnZJ9s9D98PaVVseiOfy2v97EBkZKUsZfY/gCOzZWabTnJsd+5RhqoIZU8g7KsgCO2xL8hEXVWYrduYulg0mCTV2hNWsuMLVdF4F8ecX+5xcXVHCaUmhQtBFFG0NSxTo2hp2T0qfV36JUxD4aGjTRani0RRnG0XQK1kUC9bTCW5hNm+kVIyfufYbHfHKJnCUZRFxAjbe3otnCT33InrsiSJRs5DMyWhMEty11I7nJIciyhRHaebnx6jg1NF7jlUx7E0YU/fteiz831LBZ35hiPyIoG1bVHOcbtujFz5lONtjziO+fU/O8tvf/YC3/qeRS6tD3jpcoeFlsNf/pqj/JNffoL+yE+qqmMOTjm0qjaSJDHXKLz6B+TIkeDMlQ7/5398goePtfiBbzyR3Yi+8V2LuF7Ip/7iApfW+vxv/+5L/Oj3PpRJ3t973wymrnB0oZJd7NMK3xw5cnxlY7/TXFVlDkwVGbo+x+bLnF/poSWr+GFS5by6NYKl3e1ScSzWjRenity3VN+l8ACwjaTmXVMJIrGCDtCs2Mw1Ra5T0Tayh+JJRJGoa0/FwJoq06xYzDYKdAfCZjAa7zw4LzSdbCU4va51Bh6aKrPRcekNvIxoqRSEEqKc1IanqJYMVtpD+iOfS+t9nr/YZqZmU3VM3LEIk1VkGcfWk0a7Id2BUMccmilTsnW2ezsTp2rRzCZlrhfSqFgZ2ZXaKtIH9HTiN1WzsA2VkwdrvHR5m6sbQxoVM6lot6kVdB440uDccpfFmQhdV+gNRKaOOw5QFMREVpEz9dGltT7PnN9i6AZUiwZH5ys8fUYokaZrovXL0hWKtghwb3fFBMufCIIu2qLFTk2sQFEsSArH1DlxUCyaHZ4tEyWBz5MTCUWWecfJKUbjgKfPblJ1DGYbBa4mAb2qKtPujdE1hbKt0xv4lAo6Dx1tsr49ylrDhuOAJ17ZEGOobGWEgB+ICV5/5HP/kXqWJyZN/P9Wz6XdG1MwVCxFWKsmFVSVopEFpRcsnUbZZGVzSD3e2Qe2Kew8kASluz6uFzBTt9nouNSLBl4QESGUaYamJMqAnc85OFXki8+vst52d6nDjh+ocvxANclbgT994gr9kYehicBwx9ohm166tE3Z0TMraLNsUbDUrNnMD6NMOWYbahYSL84NdqE/8lFlmYWWQ8HUGI4D5poO9x+uY01MHmcbBR440hB5WorEeByKsO3E3rrf8+vG9ohXrnboDDxcL0yydERe3D2HahyYKl6jKDlztZvYJ2OiGHrDnYa77sCjVNBF6YokiHRLVzm/0qXs6LueYZ4+J8Z7SiouzpR44dI2haStb+QFhFHMcCQynEbjgHpZnGdSQhiOA7HN5YLBatK+mCIls3sD0ZYWJ/t26Abcu1RHVWSeOivGanrNVFWZ5c0hmqrg2EI56Fgq6dmfkUx7iPJ+EiYNULR29tdcw2Flc4CiyBRtDcfS2eqNd2U/FUxhVw3CiOXNIUVbTwhAkVs1SRfucCEJCYUkgt0lH0NTMvK574p9Vy+ZGbl5I+JAS75X0dbpDT30hEGTJn4mJSSSZagMxwH1osnSXJkvPrea7W9TF3bgzz+3iuuJAoFyci1O8e7T06xtDyEWJNdm18U2Q6LEkjeVBLBPL9tcXO1nh/Tyep+SZVCwtCwA/f7DdZ47v0W7P6ZSMNhOgvBTxEk2kgRZ7lkUwdD1k3EkcWKhwtiPWN8eUbA0TF3FD4SdO70uzDYL3LfUwLE0ukOPqmNkJQcHWsUs//dAq4g5QWpOXldSAq438lFkiYHr0xuI43V8ocyJg9Xs/jzZIpeSeJoi7OxbPZenzmzsjAl2hmN6iF1PnCupQjbdDFWRcSwZS1cYeeHk6ZIR8SAs0JNkbmpVv03hU04+5Xh7I4pjfuk/v8wffekypq5wca3Pl1/eoFE2+aGPnuKnf+MZ+iOfDz4wi6Ur/ONfeoJayeAf/dC7dknMc+S4GdimiqYq/PnTyyDBD3z9iexm9B3vP8zIC/ijx65waa3Pz/3281koOcAjJ1rZv4/9kJ/491/iAw/M8oH7Z/MsqBw5voKxX32xBHT6Y1wvJI5Fvf3y5oDe0COM40TxRLaiCmTV25IEh+fL2SrmJOYbhazKWpJ2Pyxvdl2OzleuURRk2yQJO4EXRIRJOPjyxoCRF9KomIIwmQiMnpyvpZ8ThFGWBTKpHojjmGrJ4MTB2q73mK7a9Ec+G4n9xdJFTsdcs8BqO12JjrOAW11XGI5F3pIsCyt9+iCtqiJoPA1Tfu58m3eemsKxtMyqsvf7plAUkd0x13AYeyGqLAKUTV3h3FqPqxsD5psOK1vDzMKSvudco8A9i3Wh9PBCxkFIFEXZcS/ZOnrScgYiLBfAMTWm6zaeH3Fy0WZhymFxpkS5oHN2ucvBmRJRDNN1O2sx27HKyfhBxAtJDtM7Tk5dM8okdiY6UcxEKLGwfUXJRKY78HAsjQNTDrqmJLaVa8fs5IRzbXskLF3NAksz5R3ySZKysOMgjCEWSpyHjjUpmFqW3wMipHtj26XiGJQdLQvB3+iI43n/kTpH5ytsbLuYukqtZHJ1c0AQxBQsjYKlEYYx48Dj3BVBoNRLBpalZxNaXxUkgWkIFcLibAl3vFuZnB6XvuvTHfjIksTijKi2b1UtBkOfrZ7LVs9NMo2ULPx/7AVc3RwIe1xyPs7UC5xarLGefI/JcRaEEf1E9VhIAsUtXWXkBbvC2LNjmJISssRgLJSQ3YHHyQO1fZ9h0wyuRsWkWTE5Nl+mNwoIwoihG+4691KMXJEtZugqh6aLBGFEJ1HtuF5IqSCUE2EUU7L1bMxdq8gU/0yb8mYbBb7tfYcghvMrPfquT8EUzW6bHZfe0OfeJIRfnlBz6qqwolVLBiqwirgOxLHYDwemi8RxzNmrXcaeyPtJw9kNVWEchJm9U5GlpDUs5MyVDkEUMVMrUEhy2FIifJdVC9G+J/LRRItiioWWg2UovHKlc82xTSFLYn8VLV0UF2yJcTDyQixD2bXf0uumhLgeHJgqMtOw6Q19zlztZOfvfk+IN/PUeOpglTgmG4tiR6bbmViZEzv4XLOAIssYE2OklhRKHJ0v8/LlbRHWv8c+e2imxELLYXVryIW1Ple3BnhBjEzMwekdRdlMvcBKQsZtdl10RUXXZZE/V7ZoVoVysZcQblaSgzd5Dxt5IZIMKlKWvRQEMYa+c203DRXblLJWRBFY71NO8qvS756OmZKtU1qsUXIMLq31smMahBEXk1yyd52a3nW8QJDMY0vDMlTOXOlwcbVHp+/hByHPnW8TRqLlDmC7P+YgQn0mWiM9FFk0FQ7iIGtyFYIxMWanqjt29jCKk0bIAWM/RJblXWq7uaaTLCbIDHeEYtlY29gecXa5y2yjwHzTYWm2xOW1PtM1m+cvtq83fK6LnHzK8bZFGEX8m995gc88s4JjaTx0rMmfPXmVoq3xN779Hn7ut59nZWvIPUs1vudrj4lmnNPT3H+knhNPOW4LM/UCf/u7H+Qf/+KX+POnlnHHAT/00dPZKtP3fM0x3HHEZ55e5syVDuvbo2w1ZRIvXGhzcbXHF59f4/33z95su2mOHDnegkgfZk1NxfWDLOOlXDAoWFGmBrmyLqx5uqrgJCHAuqqIPBJ2JhuyJO1qiJvEPUs1IkTmykZ3lK1ch2FMq3JtPsju7ZQ4Ol9hvTNiqzPGSeqyVUWibOscmSuzvLljTZicrsnZA7sgSFJVR4ow2j25m/xMgEbF4l2npkVz2XIXWZZoVSxeudKhO/SzLJyZus18s0CpYPDOU1OJJUq8x2RjXGfoZa12UzWLWmjsanNKP7tU0AnCiNl6gSiOGY0DYVWcuCh3BmOWtwZsdl0Grk8QRNRLJmZiqVmcLlEvm8RxzJdfWQeETcJJJiYnF6tJeOzOe9qGRqVosN4eMQ5CtnpuNsFpVXdsfYoiMVUrcnCqyOMvre3aZ5MW7v3uIXEM7aQmPNq1/xPVrSRlY8+xNIqW2D/LWwNkWUzuKkUj265J1EsmG50RrYp97QR8YrV9dWtIFAviKm1Ea5QtOn2PzW2XzmAsSM5N8Zm2oRCEEaoic+pgjYUph4WWaDkMwojpms3YC7Pv1apYGLrCZkJ+BVHMQtXioWNNqtUC7faAIGlm9IKIiq2z4UfXEJEgrFOdnsdcwwHIVAv1koUbiPM2tdQbuiya1oYelqleM74nJ6kpCXn2alcoRBAqrivrA6olg/sO19lO2qhgZ6K71XV5/vwWR+YrxDGJPVEnisnUL3sxXS9kCryUOOgn9tE4HiUZp+J7dQYez1/YomjrPHisSRzDcBzQ2RziWDqKvNNid3S+jKYqrLZF7ECtZFzz2Q8fa/GCuXsim06QL6z0kvBp0XIoyxKnl2o8cryVVNWLfXRqsYYiSzx3vk21aFK2FF6+vA2QNYJN2okcW9ulvpKS/R5FMbIiMRqHGJrCytYws0/NNAocmBJEgJaQKMtbAw5OF3cdv4ePNZNGyOsn3KSqys2OuyuM/EBLtF9udEeUHZ2KY2Sv3UV6p+STBPcsCSLOQORwXVjtkehgklZFhTCOr1HF3AhpLtq5CXtyapuO4lg095nOdf8+LbSoFA0Wp0tZg9qurCApzR6URBMeErWSju+F2b0ujCIOtIpM12y+/NIGm10Xy9yZh03X7V33i/T77Z2rrbWH1IsmWz2XEwdrPPXKBoPIZy92ZR+lKxfsv8/8IKIzGGcq4RST9vAUk197um4zGAtCVddEE2faKOoFEXFC+Lt+sGse0KiYrG0PsU1BRCqKTKtqc2mtJ3L9/IiyI5oc0/2cWqjjZGGqXtIpTSwiVYoG/ZFPwdKolc1dBCOI8zqKY9FAiFDnpZEzpxdrPHt+i0rh2nP6esjJpxxvS/hBxM9+8lkef2mdsqPzVaen+d3PX8TQFP6777iX//DHr3BhpcfhuRL/9defyFbsfuijp97kLc/xVsdco8D//H0P809++Qkee3Gd0fhJ/vq335v4sSU+8Y0nCMOIzz23yv/xi1/iRz52H7WyuevGev+RBv/T9zxEs2JNhOJGN11zmiNHjrcQkgfWdIIqSyLHYqvrUi2ZWa7DgSnRfpda1zRNRlVlQl/8na4pSQD5tTlQKRRFTiaKMhtJGLIsS9xzqEbpJh4u06yoUkGnWbU4tlABxPXJ9cNdnztJfqTfYapqMdu81g7UTyqx92be7f0aWpJZNRqHyBMWLTHplGiULb79/YfxAmEBmZwYqorEO05Oie/hBqRP4JIkVpj340hsUyiKZhL711bPJQhjDHasK1qSpaEnLXyuH3JotsTZ5S6qKmeKlcl9k7bdKbLEWntEs2whJ1tQMDXuTSaal9f71+yr9L36Q5/ljQHnrvZoTZCN6adoqsx9S40sSHovnkkCrmFnwjldswnDSBBfSUD3cBxgm9quY2FoMhI6U9chLKtFgwePNNE1OQl6l3cyviYmPukEaXL7UoXTM+c2qZdMwlDYBntDj94QiCXeeXIK1wv54gtrlG2dk4s1dFkQfUEYCQsT4Fgq69suo7HIjlFkeV8iTlVlTF1ltT3iHSdb++4vWZYoF3W0RLlzeK5M0dZolE1ISI8vv7wBSZ5UTMx2f4xlqtfka02+/U4bmvinH0Ssb7uYiR2tZOv7zoq3umNKtqiTn6paRIt1oiRU2FD3f1bYa68BYdFrlU3CWDQVpi4yWRIqI0tXqJUKyJLE1Y0BmioLq1EMliEsZKoixn6zbPHBB2Z56dI2s43dpEUpaYSbtDamODJfJpbg6FyZrd6Yte0R5YJ+zTNPaQ9BvJUouWRZNHmlB9exNN573wyDUbAr66lRNpNMpInvXzRwbI2l2RK9oU9lYvvU6+xH4hhNE+f93rFScQy0hDBIA7zT6xsIVeDK1pBj8xVA2DRTVWTy1hlMXUFVdmccDV2fIIw5dbDKytaQ/jDKxrQfhNyYcr55KLLEaCzsj7apZlYzJykCUOSd5kJZkrLcorJj7GqtTJ9hr2z2KVo6VcdnreOiKVJCmgmb14XVHlNVO1sU0BQRRn7uahdLV7l3qb6btN3nnGhVba5s9HnoWJO5pkOjbPInX75Crbx7zNVLFgenQmHzk3b21EzdZn17lJGPIPLQXrnSwfOj7HoG4vpaL5mZQirdJykKpoY7Djk8K1oHDU3h6qZYQFIUcT1M88gm/y5OngNS/rhcENbrS2s9GhWLqmMgyxLnlrvZM0N6bIIwRlNkji5Ud80pTh6sZopTTZF37NvJx6b3srTkYRJFW+fBo03RzHnNb/dHTj7leNvB9QJ++jee4ZlzWzTKJu+/f4Zf/7NzqIrM3/zYvYRhzEuXOsw1ChQtjX/yy0/wP3/vQ7tY4hw5XgumajZ/5+MP85P/4QmePd/mdz53gY99QDQqypLED37TSaI45gvPr/EPfv4xpmoWP/q9D++6iaWTOhAPFP/o3z7OfYcbfOt7F7OJXI4cOd76SB/p/HBnghpGMX4YESWqpnPLXda3R9QTRcF0vcD9hxtYhppZ0oAs5+R6D4lDN+CFi20aJQtVljPVlHyT15RBMom6tNbnwmovu051+h5nrnR2XZv22u7uW6pjJ/khe3F4tkxv6F9jFbwm9FyCQ9PCarG+PRIhsopQ6KQvNTShdEktEekD+miiGtveJ9NqL3bCW6UkH0Pi9GINCdgeeMSxeMGhmRL3LtWJopjOwMMxJ4iGON63+cfQdj6/P/J3KZ/SfexfR72SIoxiBm6AIku79nW63ZIk3fB77p27yZKEY2vYhlCLpGIdM9nWvcfzoWMNHFvHS4iVvSqENNNoL9I2MtcLmarauzJKxOfEhFFMqyJUJTONAmevdjNV0U6jVrjri2x2XJa3BkwlyrAUuiqChk8mOVjpxPKVS9ucvdzm6FyZWtEkCAVhdLM298l7dIr0L8NQKGuyQOg9JMrkNC7LZ0kmgJ4fZWHX6XNptWjwyPHWrvdILXJFS0eShBItikSr2N7cphvBMlSmajbt/niXXapo6zx0rEkcx3zm6WWurA84NFviwJTDy5e3M9UMwJkrXTa6I5ZmSrSqNvcfaV7zOWEUsTRbQlevHRdFW+SJdfpjukPvumNnEp3+mOFwjCRJzDYKWTYXiHPqnkP1a/5mvrmbEJOlnWtBrWRmarAU11vwS62869sj5lu731NVZB5OjpXnhwzcILMagiDQ4njnfHG9kGfPbdEoW9mxSGGbGoszGnMT2/3UWZENd3yhQqtiYSYNp+ISImUk7+2kNcTAfUsNEfKtKbx0aZutnstU1c4a4VIFjKEp2Xe4ujFgc9ulXhaFC2P/2ms8gKbJWKaG0vM4cbDCQrLvdFWhaOloqkx/5GMaCrapcmCqKBSnXpCQUteeN5NYaAklpB+EPPHyBqausDhTwvUCpKQxsJnk/GmaTKUowvnTtzV1NVugSJGqu7b7Y1pVK9sCy1A5mhCI2TZNbJSqCHI93qMyavfGaKosVHP7kJvpda1oaaJJ0r52bjoai4KJxZkifhDRrIj3SfOv9r5vev2JE/XubMPZpQosWBqz9UJm9d2L/YLrb4ScfMrxtkJn4PFPf+VJLqz0mKnbfPWDc/ziH76MIkv89W+/h1NJHerf+PZ7ODhd5Bd+/0WCIKQ38nPyKccdRbVo8KPf+xCf/Mw5vuU9i7t+pyoyP/TRU8QxfPGFNVa2RixvDq65kaW4uNoXlc9aG4lDr//G58iR4w3D3knC2I+olYxEmh8nrTPi4bVRtjg8V9nz9zs2qwMth4eONa87gdZUmbKtiyafuSYXVnp0Bt5NkTGTCCOhHkiLEbwgzCxTYRiJQFhn9z3VNjV0VdmXfGpWrH0tyHu/R2/gsdF1aZRMZusFFqeL9Ed+ZrXxg4jL6/0sD8rS1UxRpO43W0GEBF/Z6NOq7vn8fbJXUmueY+uZxTCd0MqymPjpukwYpjXV+39mqnwieUXR0imY6i670mTOzH4LDnPNArN1O1HtKMw3HIIoojGxH7sDjxj2zfGaXG13TA3XC4niOLFeCaXd8+d96mWTsR9mP1dkmTCKRBCxG/DMuZ2g9DRPay9SkhN2SKzu0KM/SkPnd7bliy+sEcUx7zg5RSsJrJ+piZybiqNnY7Uz2LHWAYy8gP7IR1fHu8ZStWiw0HSwTZU4JlPeXFnvEwQRw3HAuatdNrpuprraDycP1riy3qc7UUd/PQzHAY6tZU2BunZ9cjcd42nIv67KTFdtjsyXd2UwTRIhjbKFqancf2SnVXA0FnbDzuD627e2PeLs1Q6NsrXru+5MkK/9m5cvd7iyPhBkeBxz7mqPdn+MY2kULBVLVzMV5WRm1148/pKwnB6aLu0iWCbhh+J4+H6Es09m3SQ6/TFaQjpLkrCyXlepdB0cmCoyGoccnC7SHXii9a9oZEqS61nq0sn9q0V06BMETQpJklhtD7N9PkgyjGol45p27UPTJTpJmcNeGJqSKG90CkZiwxMuvNtGwRTB/3ZCHzQrFls9l9qEGkzXlGyhNN0Pa9sj6hWTckJMaYoi8rT27L8oilEV0SRn6Wo2vutlkyCKOLfcZTDyRSukH+H5IX5iY95bwLNfG2sKSZJw/YCxLxoPQZDhKSGZ2gwNXRGW3xvsE9vUeOR4i8deFLbmdPfGcUw/CRNPF00mtzF9XUoIDV2f3tBHU2QOTDtZg+ZepFlUfhTxde84kG1/iqEbMA5CDrSKHJwqoSr9zC5n6AqydC1pOjkG19qiKXFpdscuXbL1fUmuvZhUG98IOfmU422D5c0B/9d/fJKNjniA+MADs/zr33kBJPivv/44YSIzDMKIB4+JVZm/8i2n8YLougGrOXK8FjiWxvd8+Fj23ytbQ16+vM377ptFkWX+yrecRlUkPvvsKj/1a0/z33/nfRze5+H38FyZH/+BR0UobXLDdb0ge0DKkSPHWxd7eaJGWUj5L672MQ2FOBZ5TJoiZ5kl+/19EMZcWBG5EKf3WfUHsRrbGXoEUcx808lWs28WRUvPLFqSJKqfdW0nLNvSFWYaJcbe/uHF1ZJoKNqrQLge9u6bIBT2K8fUmKrZPHCkwWeeWc6yXqI4zognVZY5tVjl8ZeSpqDrPDcvtBzmGoVrJjOpdUmR5X2bRyVJTL7mW44I2gUWp8Uq+1RNrGq7XriLeDm9WMMPomzCmUJRJB442uTgdCmb0FmGytKMsO/taxVTZN53/xwQoyryNQqMOI557oKw1u2XyzT5nlEstiGIdvKfCqbGIydamdUznVg+cKSRBMcrTHy1fYPz94Ohi2r1qaqFOw6SOvudGXOq3EhzeUCoiadqu98nVZCkKpnUZjJ0fT733AoAjxxvoSoyl9b7RHHMsbnKNXPzKIrRVGFZvdG8vVzQ6fS1G5JP1ZLB+vaIqmPgT+ycG6mp0nGXPoemdq7KDdRL+5FkA9en6hhEcXx9m/7Evk3RH/lsJ0TeftvZHXiMg3CnRl4VNjBNUTjQdDh+oMKFFUFIVfax1O3FjQibckHn5IEaQRTdxIKwGHGpAmtS+WTso67aD5ah8sDRBgDPntuiN/KQJQmzJq5dsizRrFyb67Q0W+LqxjBrY7wVyJJQE6bneZgUBUzXr7Uji3G/+zMePtZCSgiGlKz63HMrIhfJULMxfCvKp1SRunefV/fJdKuXTRZaDls9NzuWzYrFueUOYy8U1+ekkVDZc01NFYxDL9odcs7EmJSEHU+RoT8K0FSZmXrhmrF5o+dfVRFNrOvbIxoVE2Oo7LrnLE4XWZwu8vkkR+3V+DpVkTPSPV1U8YKIZ89vISHxzlNCLTX5fQ/NlohjmG8WhIKsL1oP11WZy6sDTh3Y/x49if0sqqNxgKxIHF0oZwTmVtdltlnIlGR7D32qvJMkiZlG4bqLBK+GG+WbTSKfmeR4W2CjM+J//bePM3ADHjrW5D33TPP/+U/PEMUx3/01R/iTJ65y9mqX99w7zfmVHn/n+x7GMtTkf2/21ud4OyCMIn7q155ieXPIS5e2+b6PHMfQFP6bbz6FbWj80Zcu83/84pc4PFfhr3zr6WsI0cmwyiCM+N///ZeZbxb4vq87fsuS2Bw5ctw92JV3M1vOlCuPnmwRBJHI9xl5XFrvMxc716xQxnufnG8465Ao2nqW/3CrOLZQ5vL6gIurPVoVK/uoUkHn8GyZgqkiS9K+xJPYtOQPbnJ1Xt+jZAiTL5sGAC/OlFhJyCZZktAUmWPzFWFXSK6hfmIBmazk3ov9VtEbFQvTUHdZZvZi79eYzGZJfydLu61McG3Aerpb9k42WlWb8yu9nbykPdjPtnGzmFQl+EGYBGiH12xb2dEpO3oWwq0lNjYQxM9+xNaNIEsSDx4TFquLaz1cP9hFlDx0tHlTGYfVokHFMXYC+3VFZMbEMe726JrXn73SpT/0WZwucerQDpMVhhFhHOEnSsMbYe9kei8OTZeoOgZFW+OVK93Evhhn5GSK3YHH6T8lTi3WePnSNroic265y3RNNBlu98e8kLROpfv74mqPwchncaaUZUqmTXS9ob/vxLVZEdauyTyY8YQddXK7RuOAp85sEhOz0HS4sjGYeB+bRslkcUbUzu8Xcr8XNzNO/CDizHKHcsHY9cyzL7L9BjJSkrO1+3e3gmbVYuD61xQPHJ69lujTVGVXAPmtwNAVDkw5yTET+3lptox1k9fk/c75lBg+dbDKcxeStsFb2gmvfvxSRLFoVjN1FSU57tM1C0UW9svlzSHHFiocnCleYzm2DRXPD6mWDDRl5/sGoWjVBKG+avfGNMoWVzfFmAsniNz7DzfojfYf33s/q2SLZsu9Y0mSJC6v97myPqBRuVZVtR8MTWE4jjIVahbyPXEXmLyPVAoGDyVCh/5I3IOKto6uygTXKdgAcd/pr/jM1PYf/4oiExMThHFWphHGe+8nu7+PNkHGLjSdXfep1wM5+ZTjbYF6yeTBo00MXeH+w3X++a8/TRDGfPNXLfKHj19mfdtlcabIZtdlZXPIy5c73Hf41VnnHDnuFBRZ5vs+cpyf+eSzfObpFc4v9/hr33YPs40C3/O1R6kUdX7tT8/ywsU2f/9ffYEf/8Sj1135XGuPaPfHqIr0qg/DOXLkuLsxeQZPPrxOVXceEIu2zuJ0aV/7RUr0pH/Zu4EyQ5aFTex2rxuaqnBoppSpi9IH8XQx59VgaApVx7hp8svUVY7NV7LXTyo2/CDk+QttiEWrVSUJYq2VTKIoZnVriKbK9JIH/8Fo/xySG8G5TgYG7Ci/ljcHNMvXWgbTLKT95jWKLHF4rsSZK91d7Vx70Rl41yWeXg2SJImQ3uu896QVrFG2slDkvZ+X1tPfzPG9HholK2vOm9y+w7Nlqo6x6/vvZ1XaD/2Rz7Pnt6gVTY4tVLAMlUMzJXpDj7XtnTB9EDk2IzdA15Rsgn1kocLzZ9ZpVoSF7WbG5Ey9QKNiXff8SccfiJDfVIHl+tfP75o8PiVb5/4jDS6s9OgNPWolE8sQGVJ7kU7M/WAnJFxTZWxDvS4pKUnSNeRKqaBRskW49+RClmWo1Msmnh/iebvJM8tQqJXN7L3S8/IGc+qbgiRJouXzZjLZxB8k9fNi3KYOh70B7zeDVsXKLJyvJzp9j3MrXRaaDvNNh9n6tarLW0Z2zk6ymjf/52mT29ANKDs3Pg88PyQIIwqWipaMF0WWubw2QFGkrAVuMPKvufbMNgtM1Wy8CI7P7ahvekM/a6hMSTNVlYkioeaNI3GNgpu/18zUCzckMIduQBiJMoMbLTCkSA9Ren00VIVa0dw1Vq93HJdmSyzNiu97YaXLaBzuynicxHTNpmTru4LyJ6HIEkEUM3R9js5XcL2QeOL0PL5Q3ffvXm0b7yRy8inHVzTavTHVonhw+YFvOMGz5zf5qV9/Gj+IeP99M/zx45cZjgMePNrghz96Gi8IWd92s4tAjhxvJE4erPK/fOJRfuaTz/LCxW3+wc9/ke//uuN81T0zfNO7F3EsjZ//vRfpDDz+7r/8PH//E49mN9xJzDYK/IMffAd+sLM63B/52InqIEeOHG8dTE6803+/st7n0nqfZsXi8Gz5hg/ctqlSKRhsdK5Ve+yF50c8f2Erawi7XTxyvCVsUbf4ILtf29arYTIEePLT0ur3gqXtCheO45j17RHnVkSuh20obHFzIeO3gvSwXVrrZ+TTU2c2GI4DlmZK2XxwPzXB3kbC6+3FdPemlfS3ir315JOYXA0/OF3khUQxsRc7qpb9ibQ0CPxGNpgj89eqRyxDYWm2fI267WYxmb0C4nnw6uZgV0ZKej+0TTXLX0ox13SwVUEgLs2V0PWbmIDKEoZ8G6rBPUNg9zm/+3eKLIlstoKRqc1qJYOHC61dr71vqUHf3ckrdSxNNPI5xjU5MTeCpipZHupepPY+P4hQX0iz00RRwWSmW2rb2+6Nr3t+C9IiRtfk66raLEPNguFfDWmxQrNiIydE5m3ytG8oLFNlqmpn4c6dgceLl9q0KvZtz00KlmjdU5VXv6bsh/mWw6W1HiMv5PqpZwKKLFF1DCxD3XWsdU0hGEe4idL0gSONXX9n6SojTxDA1YKxK5tucrujWIwROcnwC6OYvvvqOWt78ez5LTw/5MGj14bfX17rs9VzaVUsdE2+KdI0Jee3e2OmajaGrlxTOhDdxBt5fsRoHNywOOhG96rUHt3uj5FliUMzJTY7LkEUicWdV1GE7V0EeD2Qk085viIRxzG/8idn+NMnrvI/f99DzDcdnj2/xU/92jMEYcS9SzU+/dQyMeIk/m+/+ZTIGdCVa1Z9cuR4I1F2DP7Hv/wgn/zMOX7rM+f5l596njCMed/9s3zggTnKjs4///VnGLoBf/f/93l+7PsfyXzck5j05gdhxD/9lScxNIW/9m333FTuQo4cOe4+pGTOZlIhvtlx97V97IVjaVno742CelVFylqVXgtURYY32e2bTuAHrk+nP6ac5N2cTZq3QGRUFMoWXhBdt8nndvHAkQZuCKPhOPtZGqY+9iMKpsrA3T+bLwwjzi/30m9y3cl4OkHZa4W7E9hr87nepCSdTI68YF8y64lXRKZWmq90s9jsjjm/0mWhVWSu8SoWq33gmJoIqk+Iv+E4oDf0CK9jryzZOt2hh7PPM2C5oHN5/fZJvteCvQtGkiTtqnpPf6apu19nJ+HQKapFg1JBJ4xEaLx8OyTZPnjxYhtZlrJr04PHGkTR/vav+AZ+2i+9nASOz5R2qTpvH2J7Ds+WmG8WssbOZtm640TzncTecOc0OP/V2i1vhHS8BOHN5Yxdg7Qh7yZeqqnKNcHoAEVbYzj2szbDverFew+LRtAvv7yRbN/O7ybvRymZ3R14KLKMrso3zD+7HoSyKdrfwisJErVR1jANdd+g/evBS64vURwzTNpG0+0vWKItdD8CqNMfE0Yx77tvlu3B+JZVdkdmy2x2XcqOzvmV3q7fpfeHG11/Tx6ssdlx9y32uNO4e8++HDleAyRpx808GPk8dWYjs9r95a8+QhTDixe3aVYsNroul9f7120Sy5HjjYYsS3zb+5Y4Ol/htz5zjkdP7lQoP3Ckyf/yiUf5h7/wOGM/5H/5N1/kRz52L/cdblz3/boDj9FYSIhvN8slR44cbx5qRZOtnps9BN/qCv6kAulGf6qpyg0bvd5K2J2bs5MllRJPuqpw+lCN3lC0WM03bi7k/GahawpTrQLt9iDL9KkURKB6rWTw7numWW+P9s2GidmZKCoTE/u9SO1dN7OifquoFg1magXKiYLlRivxACN3f/JpvuHg30RG016YurCt3GzWzV7IsrSLmE0VVPJ1vsexhQqdvke1dO3E8HZCml8Lrme1fa04OFVMGufuzHuGkWiulJC4b6mRBEHL3OKh3oWbDS1+NRRtjWpBY6pq7zrm+5W23M1Ir/WtO0DI3a7y/VazskbjAC+Idlk800XSqb2toRPbNtmWNrmpk9eO9903y2gcMNcUoeYHpou3FZBdLuhs9VwGIz9p1NzBfGJ5vBWkZRup2mvshTxzbhNVlnnkhHiGlyVp30iXc8vdzKr+8LEW9fKtk9yNikWjYiUWyd3kU0r6Xq/RFW5PdXy7yMmnHF9RmJT5f+yDh/ngg3NcXO3zM598hiCM+fb3HeLUYo25ZoGHjjdRk+rj/axLOXK82Th9qMapxWo2cVptD3nqlU0+/Mg8/8dfezd/7+e+QGfg8U9/5Sm+4Z0H+NgHD+/7cFErmfy9H3iUwcjPbuLtnovnh7kNL0eOtwBS61B6f0tVKDc7oZflnQWZ10Mlc7cgVS/pqrKbKJgIHz46V0FRpGy13ChblAv6LpvZ6wVpgjycrhWYvk5o7OQc4UbBxel4SBsG7yQkSdr12a+2cGFc5/d7W/ZuFhXHuC1Fw/Vgm2rSCinta9NRFfm6kz7fF0Sg692++mQ/SEjExLvytZJf7PzrHbxH94Y+Wz2XWslAU1/7RHNlSxC5rerNqYluFHJ9q8H0N8J8y8ENYpamC7vybt6KqJdNoZi5E2qt2xxKl9f7ALjjVx//URzz4sVtXD/g2Hwls0WrinzD9tStrsvYDzNCXVeVXaR6Gs5ftLVrGv5uldgGEVzuB/quYoVJPH+hjR9E3HOodlMEcEqypadrahW8mXy69Dnc1NXXnNN6o2293nd9o5GTTzm+YnBlY8BP/8bTfOIbTnJkvowsSTx/oc2/+d0Xstf8zucu8Pnn1/j7n3j0DQkOzJHjtWKyJebnPvU8r1zp8Oz5LX7wG0/yv/+1d/OPfuFxLq31+d3PX+T5C23+5sfu21fSa2hKFhYaRhH/+Oe/RLc/5r//zvtva5UlR44cbxzSsNX0IfXwbJnzy10O3GSj0uTzaGpb+EqEY2mcXqztatiCnf0mSRL1skkQRqy1h2iqyMB4PYinZ85uEkltqgWNmVtsD5pUAGx1XaI43neh4I3I50gxXbfxg+ia+0W64q+/AeTda0HB1Fia1YiiGMNQb6gC2ItuEtI/SHJd7hQaFZP17dE1ioNdyqc7eIhtQyUI9duarO8HQ5MpWjtNh9fD8YUqVzcGzDZe3xatFAsth2q1wOefukIcxzdlTb5bIWx4d+a93oirRRju5Dpdj5DeDy9d3gaur7B84EiD0TjAnlBX2rrKs+e3rmtluxHmmg5z18Y9AeJ5uzf0iOObVx6mr0v5Mk1VePhY66au0Qeni7fdjrgXWdPoBOlVtnU6Q29XDtubibuDAsuR4zXi2XNb/K//9nGWN4f8+dNXAfjdz13YRTwZukKtZHJ0vnzDSuUcOe5GSJLEd3/4KK2qxVNnNvnxf/UFXrnc4cc/8SjvPDkFwPmVHn/nZz/Lnz159YYNSKNxmGU0lAp3NuckR44crx/SB1zLUDm5WLthYPSuv5OkG9rtvpJQtHU0Vd410ZrkbeI4pt0bc3a5y4uX9g/RvhNIG7VWNncq6FMScbs33vdvUuiKgppMIjoD7waB4xInD9a4d+n1b+eVEyXU3oa/dN/ebuveGw1ZlmhVrF1B9a+G1LJ3a/X0N49r9tw+JQN3AvMth1OLtdec6ZaiUbY4faj2qu6BatHg9KHaDUlezw8ZjYM7ZiEduj6bHZf17VcvWribsdV1+fxzq1zYk+NzO7iTY+nVUDC1m74/7UVpH/uXrinX2OOWZsscnCkyuI3A8XPLXZ54ZSNr35vElY0BURzfMKNsL9JCj05/59quqfIb7i6QJYlHjre4fyLQ/ehChRMHqm9IntPNIFc+5XjL4z9//gL/4lefJIxivu4dC3znBw7zy3/0Mn/wxUvZaw7Plvihj56iVjLv2IpPjhxvNA7NlPjxH3iUf/cHL/LZZ1f5yV9+gm9410F+8JtOMNuw+Y1Pn2PsR/yb332Bv3h6me//+hPM7hPU6lga//CvvodLV9rZw2AnacbIA/dz5Lh7cbsPspqmvO0stpIkoSkKfhjuIg1evtxhq+e+7p//4LEmz5zf3nfC92pTGlmWWJwu8srlDhLSDSeNb1ROx/WQqoLGfnjHSI27Danay77NyfT1ME5sfJ5/fTvT3XzexnHMS5e2UVX5NauL0sDxpZnSHck36g/vrErtzUJn4BETZ2T2m4mbUzLttF/eDuplkwePt2i3B69KRDq2xskDNSzj1lWXrhfiegFBdK0YIQxvfePnGw6XN/q3RGpPYrs/JorirKH9tWDvPFdVbi+U/fXCV+ZdIsfbAlEc8yt//Aq/9RfnkSWJj3/dcd5//wz/5ndf4DNPr2SvW5wu8qPf99CrhmXmyPFWgGWo/NBHT3P6UI1/+wcv8Tufu4Akwcc+cJhayWSjM+KLL6zz0uUOP/6vvsBHHl3gm969eE1egJJULgdBRBTF/Mwnn2Vla8j/4y89wNwtBi3myJHj9cXpxRpBGN+2zapc0Dk4XeLgdJHqXfQQ+nrDNhQ6w3CX8iklnkxN5fiByuv22TtWv9v42zvptXqDcCMC5a0OU1dfl/tiStx1Bt4uwuV6qr27DWEU0+6PUWSZw7N35j3v1Ni/maydtwLS4994E+MRqo5Buz++RvW4H9LtHY59/CB83bP0btVul6JZNglDEYq+F3546+6Y+ZbDbKNwW+N3eXPAhVWhbHvHyak3xB75ZiInn3K8JeH5If/qd57nC8+vYRkqf+M77iUMIv5f//ILrGwN0TWZ2XqBr7pnmq9+aP4t+SCXI8eN8FX3zHB4rsyv/skZvv6dBwB4z70zAHzTuxf5/S9c5Dc/fY7f/fxFPv3UMt/2vkN84IHZfUlYP4woOwbdoU/jLpHl5siRYwd3QpF4O3X1b3WcXKwRx/GuleSjcxUkidteob4TeLVnkrfSI8vSTIm19ijPDrwNqLJMEEW78llgN+F0Nz+/DkZCXXQnWnTfeXLqjtrC7khA912AWsnEMtQ79n0OThVvWU03mT16KxiOQ8q3SD69Ue7dtB1uP4S3QT7B7Z+rk+P+7j3b7xy+Ms7MHG8rbHVd/vmvP835lR71ksnf/+F389knL/OL//llQEg2/9Z33c90zX5D/c05crzRmKra/I1vvzf7782Oyy//0ct894ePMlW1CaOYoqXRG/n8uz94iT96/DLf9aEjPHR8d8qioSn88EdPMRwH2UNwZ+Ax9oI7In/PkSNHjjcDz19oE0Uxpw/Vsp9lgePbI3T19bMjPHVmE2R5l4Xj5IEqq+0R07Ubk/zps0u9bF63mvxuQatq5/eJ20S9bLLaHt5QUXIXc0+oqoxjanfkHLrTz+u6pnDv4TrSWyOK7LoQgeN3zlo7U7/1RYg0F2nsh9xKLPbtHdE3/4DdjvLptWC6ZjN9i6UUb2Xk5FOOtxRevrzNv/iNZ+gOPOYaBb7na4/y07/6JM+f3wKgWTH5se9/5I5eqHPkeKvgk585x+MvrfP8hTbf9r5D3LtU46sfmqdU0PkPf/wKL13a5p/96lMcX6jw8W88xUJjZ1IjSVIWDhnFMT/3qed4+UqHv/Vd93N0vvImfaMcOXLkuH0MXZ9gT35HHMd0Bx5nr3aAO1vxvvdzJHZPpcqOcU1o7n5IlQnVopETO1/BsAyVcsHIwuVTTGa23M2LqAVT4547FHbvByFRBJp250KaHUsjeIsXDG1sjzi73GW2UWD+TYpEKDs6bvs2WlJv4TBausrIC+4Ku+RCq8jzF7Y48hZuSbybkZNPOd4yeOrMBj/1a08TRjGL00XOr/T4J7/8RCbRvOdQjR/5zvvyQPEcb1t8z9ceQ1cV/uhLl/nFP3yZ4wtlpms2UzWb/+d3P8D/9z89y/mVHi9e2ubv/sxfcHS+zLe89xCnDlZ3PeDGccyBqSKbXZeFVp7/lCNHjrcm0hVsP4iyCuqXLm1nrXNvBG7VqgK77Rt3L/WQ47XieoqHyRybu9l2F0YRZ650MTTlNVfFP/5SEjg+W6aV2/8zdIc+URzjjt+8TLX08fBmSMHJl9zKyL1nqUYUxeh3wML5WlEu6HfcBvpq2E7uSXdTMPjrhZx8yvGWwXyzQKtqcWqxxmMvrAI73uDv+urDfN2jB+7qFaIcOV5vGJrC937kGI+ebPHzv/cCL17q8Hf/5ef5mofnOdByeOzFdQxN4T33THNupcfLlzv85C8/wZG5Mt/y3kVOL9aQJAlFlvnODx7mW96zmK1CdYce69uj19xokyNHjhxvNCYfDVLiydRVjs2/Ba5n+XPN2w6qInNktkwQxXd1210UiQB/TZFfM/l0eLbM2vaIeukrf/J9K1CTkomK89ZwdEw2i97KnEyRZRSZu6Yc6o2cT/aGHi9cbAOvnxL3bkJOPuW4q7HWHhLH8BufPsvZq13+wX/zDp45u8kfPX4ZgIKp8j99/6MstgpveWltjhx3CscWKvz9T7yD3/3cBX7n8xfY7Lh8+/uXuLwx4Pe/cJHPPLPC4kyJb/qqRb704hqvXOnwf/6HJzk0U+Qb3nmQh441kWUpI57iOOZf//bzPH12i//uO+7lgaONN/kb5siRI8fNY3IecWy+QhTF1Mvm6zrBuGNv/UYl8Oa4q/BWKP9QFAlTVykXXjsx0qxYNN8C3/mNRrVooGsKhZtomnu9sLI1BEQW6KsWNdzmda839BiOg7dlccHbTTiRk0857lqcX+nyj3/py0xVbXpDj7Ef8idfvsJv/cV5AA7PlfibH7uPwwfrtNuDN3djc+S4y6CpMt/y3kO87/5Z4jjG0BS+60NHUBWZzz6zzPnlLueXu9xzqMajJ1o89uI655Z7/PRvPkOravH17zjAe+6dzmpy7z1cZ6Pjvq7V5Dly5MhxJ3HyYA3fD3etpr+ZLXe3gzDKyaccdydkSeKBI/li1OuJoq3fkbbTO4Fbb8m7+dc+m2T39kc+M1NvAUXqHYRjaW8LxVOKnHzKcdeh0x/zqc9e4PiBMoamcGmtL3Kephz+4385A8DXv+MA3/GBJUwjH8I5ctwIk9kRQRjx6Sev0hl4GJqMJEk8c26LZ85tcWSuzDe9+yAvXmzzypUuv/D7L/Kbnz7LVz80zwcemM3+mU7i+iOfVy53chVUjhw57lrcCUXG7SOtJ39t7xLlyqccOd62WG0PubTaZ65ZuK2mujuBUwdrLG8OmGu++udL1/n3m0UY5te7r3TkM/ccdxWePb/Fuasd/ujxy/zpE1cIwhhJAlNXOL/ap2hrfOIbTuYT3hw5bgOqIvO3/tID/O7nLvDFF9YII2FV1VSZV650eOVKh1JB56vumWbo+jzxyia/+efn+K2/OM+jJ1t8zcPzWebTz//eCzz+4jo/8A0neP/9s2/m18qRI0eOuw6yBBHQeI02kihPFMiR422L3tAniCKG7m20zd0hlAo6pZsk8iVJolww6AzG3A799Halnjr9MZIk3fR+fisjJ59yvOlwvYAvvbjOK1e7/MmXr2SNNEEYUy0atHtjXC/kgSMNfuAbTrwtTswcOV4vLLQc/vp33EusKPzWn77Cf/nSZTa7Y6pFg9lGgefObTFwfX7om0/RHfr87ucu8PnnVvncs+J/h2aKfPDBOR490WJj2+Xh4803+yvlyJEjx10HRZaIYpi9CbXAjRDltrscOd62MJPszaL95mU+3TISteat2O6aFYv17RG1t2HgfBzHPJ8HjufI8cYgjCL+zs9+ju2+B4BtqkiAY6qMvJB2b4xjafzlrznCu09Pv+1C2XLkeL1QK5l8y3sP8fXvOMBz57cIwpgHjjbY6Ix48uUNfuSf/TlH58sYuowXRDxwpMHK1pBzyz3OLb+AoSk8crzJ5bU+RxcqDN2AX//TM3zLew+9Lapic+TIkeNGkCRJLOO/Ru4ozKVPOXK8bVF2dBSliPMmBo7fKlw/vOW/OTRTYqpqU36LtPrdSUiSxGy9gKLcHU1/rzdy8inHG44wivD9iOcvtvmlP3w5I54ePNbg3aem+c0/P8fVDREg/p57pvmurz5y14Tt5cjxlQZZlrhnqZ79d6NsISsytqny4qXt7Ofnlrs8fLzJhx+e53e/cJHNjstnnlnhM8+s4FgqFcfg8ro4b7//60+80V8jR44cOe4qiKwmic2uy+xryGrJlU85crx9cTcFjt8sxgn5JMs3LxiQJQnH0t62IoMDU8U3exPeMOTkU443FOeXu/yzX32KsR/iejvM+MmDFeIIfvo3nwHg4FSRv/TVRzhxsPpmbWqOHG9bfOjBOT5w/yxnr3Z58swGT53Z5NJanz/+0hW+/+uOM1Oz2ey42ev7o4D+SOQRfOaZZVbbIx492WK6ZnN4tpxZaXPkyJHj7YIoikGSuLI+eE3kU5gHjufI8bbF8uaAK+sDFqYcpqr2m705N4WSraPIEkZiGcyRYxI5+ZTjdUccx4zGAX/wxUv8/hcvMZ4gneolE8dSef7CNiCauT72gSXedXr6lis9c+TIcecgyxJH5sscmS/zsQ8cZqvr8tSZTR442uCDD87RHXj841/6Mlc2BmiKTBBGxIAfxDx/oc3zF4R/XQIePdnioWNNji1Ucktejhw53hZYmi3TcQMaxdtTLSzNlDi73GWu4dzhLcuRI8dbBZ4fESSOkbcKTi3W3uxNyHEXIyefcrxuiOKY3/rzc3z55Q0+/nXH+eRnzme/m67ZGJrMhdU+m11BOn39Ow/wgftn0XOmPEeOuw61kskHH5zL/rtoa5w+VMMLQta3d1RQEqBrClEc4weCkPrC82t84fk1AHRVplYyePfpaQ7PlVmcLmKbb50sgxw5cuS4GdimytxMmXZ7QBDc+sSxVbVpVKx8IS5HjrcxpmoWQRTRrFpv9qbcNEbjgDiOMQ01v37luAY5+ZTjjmOzM+Knfv1prm4MCEIhF2/3xnz4kXmurPe5ujFkZWsIiArib3z3Qd5zz0xuzcmR4y0ESZL4y19zlL/8NUdZ3x7x/IU2z53f4rnzbVwv5Kf/1vvpDT2+/NI6v/25iwD0hx5eELGyNeI3Pn0uey9TV2iUTZZmS5w8WOPgdJFWxbqlvIAcOXLk+EpDPnHLkePtDVNXOTxbfrM345bw5JkNAB4+1kRWc0FBjt3Iyacctw0/iLi01ufcssiFiSJ4+fI2/sQKn6UrPHKyxZ88cYXnL7TT9k1OHKjwgQfmePh4E/Vtku6fI8dXKpoVi2bF4v33zxLFMRvbI1RFplo0efBYi3//hy+zX2yJIktoioTrhVxeH3B5fcCfPbkMgCxBrWRwcLrE0bkyCy2H+ZbzlgvezJEjR44cOXLkeLvh7RoenuPGyMmnHK8Kzw9ZbY9Y3hywvDnk6saAi6s91jvuvi0smioz17AJopgrawM+nUwmHUvjvffO8P4HZpmuvTVC83LkyHFrkCWJ1kQoZrVo8C/+h/dn147lzSFXNwestUeoskSlqPPUmS2OzJV45Uo3+7soho3OmI3OOo+/uJ793NIVZhsFFmeKLE6XWGg5zNQLuXIyR44cOXLkyJHjTYYqy0RxnIsLcuyLnHzKAYhQ8N7QR1NlLEMMi9/89Fn+4pkVNjsu1+taMXWFe5fqdIce7e6Ydn+MH0ScX+kDgnB6+HiTR463OH6gkl+IcuR4G8LUVQ7NlDg0U7rmd6NxwAsX2xxoFXnilQ02OiP+/KllBm6AIkuEewjukRdy5mqXM1e7wJXs546l0SibzDcdyo7O0fkyC60iFUfPV99y5MiRI0eOHDly5HiTkZNPbzOEUcTGtsvy1pB6yWShJVpUfuPTZ/nUX1zguz50mIWWg6YquF7IxkSdegoJMHQZ14twvZAvvrCW/U6RJY4vVDi1WOXUYo3FmSKKnBNOOXLk2B+WofLg0SYAX/PwvPjnQ/Nc3hhw6mCVMIpp98f84h+8xIuXtvnIo/O8cHGb9W2X/sjP3qc/8umPfM6v9Ha9vwTIMkQRnFqscniuzEzd5vxKj63umG977yFmGqIG/ekzG1y62uH4QoVSQdj7Bq6PBHlwZo4cOXLkyJEjx6sgiET8ShzH+eJfjmuQk09vAuI4JghjNFVmuz/m0lqfra6LIkvMNR0UWUKSJJ47v4lj6bzn3hmCMGLsh/zSHz8BUcx/9cEj2fv9wu+/iCTBxz9yHBAtc//yt55j4Po8eLTJypYI+H7p0jauF2Z/N1O36Q19xn6IkgT7/sf/cib7/fUy4mLA9SIUWaJVtVhoOSzNlFiaLXNgysnb6nLkyPGa0KhYNCo7zS6WofI/fveDxElwVPow89mnl3nspXUOtIqoqsTADXjylQ2WN4fZ38ZAmMTQPXu+zbPn27s+6/EX11AUGVNX8ANBqB+aKTJds2lWbM4td3j67BY/8p33sjRbxjZUfusz53nu/Bbf87XHMjXX4y+uc3WjzztPT9NKtn2tPaQ38pmpFbBNcbsduD5BGFMw1VwJmiNHjhw5cuT4ikQcQ8495diLu4p8SoOqZRmU+O4draNxwM988lnqJZPv/vBR4jjG8yP+7197inrJ5Ie/5TQgspL+4S88RsUx+Ft/6YHsZ3/1J/+UZsXkf/+rX8ULF9r87G89d93PKhUE+fT0mU1+6tefzn7++5+/iCRJKIqEH0So/3/2/jvOkqu888c/FW++t3NPzjPSjEbSjBgUECByUACRDRgvcsIrbAyLBfoZe73fxbBidx3Axl7bGOw1mCQWDJIAEQQSSEJpNDOa2NMzncPNqXI4vz9OVfXtMLl7umf6eb9eoOnuunVPnToVzuc8z+eRRFQbFg4NlGE5U4bfB06UT7nv1gmaM8ffRVFEZ0pBezaO9rSKzmwC7ZkYOrIxrOhIorcjSZMngiAuGjNX0G66eiVuunrltN/d8ZINGCtpGCtoGMo3MFbUMFkxUNfsqPpmKwz82dNaKOHkeAMnx6dHUH3u/gOYyX1ffhaKIiGTUAAAkxUD+aoBx/WRjMk4PlrDSEHD6168Flesa0MmoeInz47gV4cncfedO3HdFd0QBQFfefgYHtk7it9/69XYtbULAPC1n/Thkb2j+MCbrsJ127rPq79OB2MMPmPwgoWQM61OMsZgB+KcZbuRr5fPGH51cBKG7cK0PRgW/69pubBcH3ffuTPax3/951/h1pvW48YdK+b9eAiCIAiCWEIs3ak8sYgIjM1Vg2g2nuejXNYWtDGfu38/nj9ejH4WBG5eKwgCRJH/WxQEiKIAUQDeestmvPzaVQCAB58YwKP7xvBrr94apXB857ET2NtXhAA+weBHyhD8B4h+z3941XVrorSPn+0dxQ+eGsKbbt6Al+zkk5sHHh/Az58fg88YKg0LoiDAP033hX4lgsA9TxzXQ0yRYFguJElEJqFAM114vg/PY4DAP8MYbxML+kCAAN9np/RdOlsUiRsB97QnIMsiKnULiZiEjmwca7vTWNWVRCapIp1QkEool4SwJMsi2ttTqFQ0uC2Tx+UM9clsqE+ms1z7w7I9FGoGilUTlaaFasPC6u4UetoTmCgb2Hu8gKcP5bGqM4lUQoHvMzQNB5MV46K2Uwj+jzHuqydLIgQBcD0Gw3KhSALiMRmSKGJlZxKMMTiuj4myPu35wQUmvs+4KsHzGBzPg+NOf5pkkgo2rsxClkT8/luvBsAFuT/951/BcX0YlgvL8aKKhZIo4B/veQUEQQBjDL/9Px+Zs5ohAPzDH70iMoP/vb/4Gd75yi141XVr5r/TWujoSEG6BJ5fZ8tyu04vF5brffZygM7dpQ2dv8XlyUMTAIAbtveec9odnbtLl7N991pSkU/ZlIquXHzaC7Pr+fB9/rPPGP/ZZWAM01aqG7qDQtWE3RL1U6qZGM43z/r7G7od/VszHeQrBnTTnfa7Un3KA+l0whOHQZG4AGVYbnA8/L++66PcsGZuPmtlnrUoZZIkoCuXQEwRAcZQ1x105RJY25NCJqkipkpIqDKyKSUSkTJJFam4TDm3BEEse2KqhDXdaazpTs/625Y1bbjjli0olZqwbC8STEaLGoYmGmiaDrTAV6qu26hrNjTThWl5sF0vEHZ8rO5KIa5KsBwPlYaFatNGTBEhSSJkUYAiiyjVrVnf30rrAglPlfam/d3xGBydx6tWm6ffV4jnMUiSAEkU4MxYymjoDvb3l6ZVDJQlAYWKAQhATJGQSaqIKxLiMQlxVYbnM8gSXxy67aYNXBBTZcRj/DkU/jdM6QaAz37oZZAlehYRBEEQBEEsR5ZU5FMr56p8htFD/OWav0AblgvH83nOKQAI/L+hEBPqMcFPUGQBSmB05Ho+PJ9BEoUoAsjz/Wh1N4xIinYQiGOex+D5DJ7PU+HCynGa6aBct5CKy0gnFHg+Q7FmYLJiwHV9uJ4P1+Mv8+ELPH/RlxFXJaQTCtJJldTgGZBCPhvqk9lQn0yH+mM2C9EnrufDdjxIkohY4IWnmy4004EocH2JL67wyCXb8aIFiK5cHB4DLNvFREmH5zO4vg8BQvD8AWRJxKruNN8XYxgv6ZBEEaLIU7IlgW8jSWLkTeX7DEP5qZRCoSUuXhCAdb2Z6GePMfR2Z1Ct6pfUOKHIJ2IpQPfZSxc6d5c2dP4Wl/GSBsf1p71PnC107i5dLsnIpwtBEkXMPN5ETEZi7s3PiCyJswy3T1u1TQBECKc06U7FFaTiyrTfre3JYG3PuV+YBEEQxNKHP0emPzeScTkyHz9bzvY5saprdkTXTERRwIYV2bPaX0yRKGqWIAiCIIizZmVnarGbQCxhLp+lQYIgCIIgCIIgCIIgCGLJQeITQRAEQRAEQRAEQRAEsWCQ+EQQBEEQBEEQBEEQBEEsGGdtOM4Yg++f1abzhiSJ8DwyG2uF+mQ21CezoT6ZDfXJdKg/ZkN9MptLsU9EUbisvKoutf4nprgUrx+CQ+fu0obO36ULnbtLk7N99zpr8YkgCIIgCIIgCIIgCIIgzhVKuyMIgiAIgiAIgiAIgiAWDBKfCIIgCIIgCIIgCIIgiAWDxCeCIAiCIAiCIAiCIAhiwSDxiSAIgiAIgiAIgiAIglgwSHwiCIIgCIIgCIIgCIIgFgwSnwiCIAiCIAiCIAiCIIgFg8QngiAIgiAIgiAIgiAIYsEg8YkgCIIgCIIgCIIgCIJYMEh8IgiCIAiCIAiCIAiCIBYMEp8IgiAIgiAIgiAIgiCIBYPEJ4IgCIIgCIIgCIIgCGLBIPGJIAiCIAiCIAiCIAiCWDAWVXw6cuQI7rrrLlx//fW4+eab8bGPfQzlcnnObX/7t38bV199NXbv3h3979FHH73ILV54nnjiCbzjHe/Addddh5tvvhmf/OQnYZrmnNv+/Oc/xx133IFdu3bhjW98Ix555JGL3NqLw7n0yXIZJwDgeR7e97734d577z3lNstljIScTZ8slzHy0EMPYceOHdOO85577plz2+UyTs6lT5bLOKlWq/jYxz6GG264AS9+8Ytx9913I5/Pz7ntchknS4FSqYS7774be/bswQ033IBPfepTcF13sZtFBJzu/XXfvn14xzvegd27d+NVr3oVvvnNb0777Le//W289rWvxa5du/DWt74Ve/fuXYxDWPbM9b5A527pc7pnFp2/pc3Bgwfx3ve+F3v27MFLX/pS/Pmf/zls2wZA525ZwRYJwzDYzTffzD772c8yy7JYuVxmv/M7v8M+8IEPzLn9DTfcwH71q19d5FZeXEqlErv66qvZt771LeZ5HpucnGS33347++xnPztr25MnT7Krr76a/ehHP2KO47AHH3yQXXPNNWxiYmIRWr5wnEufMLY8xknIX//1X7Mrr7ySffzjH5/z78tljLRypj5hbPmMkfvuu4/de++9Z9xuOY2Ts+0TxpbPOPn1X/919sEPfpDVajXWaDTY7//+77Pf/d3fnbXdchonS4Ff//VfZx/96EeZrutsaGiI3Xbbbeyf/umfFrtZBDv9+2u1WmXXX389+/KXv8wcx2GPP/442717N9u3bx9jjLEnn3yS7d69mz3zzDPMtm32pS99id1www1M1/VFPqrlx8z3BTp3lwanembR+VvaeJ7Hbr75Zvav//qvzPM8Nj4+zl7/+tezv/3bv6Vzt8xYtMinsbExXHnllfjgBz8IVVXR3t6Od73rXXj66adnbTs8PIxarYYdO3YsQksvHh0dHXj88cfx1re+FYIgoFqtwrIsdHR0zNr229/+Nvbs2YPXvOY1kGUZt956K1784hfj61//+iK0fOE4lz5ZLuME4NFgDz/8MF73utedcpvlMkZCzqZPltMYOXDgAHbu3HnG7ZbTODnbPlku4+SFF17Avn37cN999yGbzSKdTuOTn/wk/uiP/mjWtstpnCw2g4ODeOqpp3DPPfcgkUhg7dq1uPvuu/GVr3xlsZtG4PTvrw8//DDa2trw3ve+F7Is46abbsIdd9wRnbtvfvObuO222/CiF70IiqLg/e9/P9rb2/HQQw8t8lEtL+Z6X6Bzt/Q53TOLzt/SplaroVAowPd9MMYAAKIoIpFI0LlbZiya+LRp0yZ84QtfgCRJ0e9++MMf4qqrrpq17YEDB5BKpfCRj3wEN954I26//Xbcf//9F7O5F410Og0AuOWWW3DHHXegu7sbb33rW2dtd/z4cWzbtm3a77Zs2YIjR45clHZeTM62T5bLOCmVSvjEJz6Bv/iLv0AikTjldstpjJxtnyyXMeL7Pg4ePIif/exneOUrX4mXv/zl+NM//VPUarVZ2y6XcXIufbJcxsn+/fuxZcsWfOMb38BrX/tavPSlL8VnPvMZdHd3z9p2uYyTpUBfXx/a2trQ29sb/W7z5s0YGxtDvV5fxJYRwOnfX/v6+k57ndB1tPic6n2Bzt3S53TPLDp/S5v29na8//3vx2c+8xlcffXVuOWWW7Bhwwa8//3vp3O3zFgShuOMMfzVX/0VHnnkEXziE5+Y9XfbtrFr1y585CMfwWOPPYZ7770Xn/rUp/D9739/EVp7cXj44Yfx6KOPQhRFfOhDH5r1d03TZk2y4/E4dF2/WE286JypT5bDOPF9H/fccw/uuusuXHnllafddrmMkXPpk+UwRgCgXC5jx44deP3rX4+HHnoIX/va1zAwMDCnv9FyGSfn0ifLZZzUajUcPXoUAwMD+Pa3v43vfOc7mJycxMc//vFZ2y6XcbIUmKuvw5+pv5cWM99fz3Sd0HW0uJzufYHO3dLndM8sOn9LG9/3EY/H8ad/+qd4/vnn8cADD6C/vx+f+9zn6NwtMxZdfGo2m/jQhz6E733ve/jyl7+MK664YtY2d955J77whS9gx44dUBQFL33pS3HnnXdedhOBVuLxOHp7e3HPPffgsccem7U6n0gkZplum6aJVCp1MZt5UTlTnyyHcfIP//APUFUV73vf+8647XIZI+fSJ8thjABAV1cXvvKVr+Dtb387EokEVq1ahXvuuQePPvooms3mtG2Xyzg5lz5ZLuNEVVUAwCc+8Qmk02l0dXXhwx/+MH7+859D07Rp2y6XcbIUSCaTMAxj2u/Cn6m/lw5zvb+e6Tqh62hxOd37Ap27pc/pnlmMMTp/S5gf/ehH+OEPf4j3vOc9UFUVW7duxQc/+EF89atfpWtvmbGo4tPQ0BDe9ra3odls4v77759TeAKA+++/f9ZLv23biMViF6OZF43nnnsOb3jDGyLnf4Afp6IosxTfbdu2oa+vb9rvjh8/jq1bt16Utl4szqVPlsM4+Y//+A889dRT2LNnD/bs2YMHHngADzzwAPbs2TNr2+UyRs6lT5bDGAF4Jab//b//d5RXD/DjFEUxenkLWS7j5Fz6ZLmMky1btsD3fTiOE/3O930AmNZPwPIZJ0uBrVu3olqtolgsRr/r7+/HihUrkMlkFrFlRMip3l/PdJ1s3bqVrqNF5HTvC3Tulj6ne2Zt376dzt8SZnx8fNpcDgBkWYaiKHTtLTcWy+m8Wq2yV7ziFezee+9lnueddtsvfelL7KabbmIHDx5knuexRx55hF1zzTXs6aefvkitvTg0m012yy23sE9/+tPMsiw2MjLC3v72t7M/+7M/m7Xt8ePH2dVXX80efPDBqPLQ1VdfzU6cOHHxG76AnEufLJdx0srHP/7xU1Z2Wy5jZCan65PlMkbGx8fZrl272D/+4z8yx3HY6Ogoe+c738n++I//eNa2y2WcnEufLJdxYts2e+1rX8v+4A/+gDWbTVYqldhv/MZvsA9+8IOztl0u42Sp8O53v5t95CMfYY1GI6p297nPfW6xm0Ww07+/lstltmfPHvalL32J2bbNnnjiCbZ79272xBNPMMZYVMXpiSeeiKo2vfjFL2aVSmURjoRofV+gc7f0Od0zi87f0qavr4/t3LmT/f3f/z1zXZcNDQ2x22+/nd1333107pYZiyY+ffGLX2Tbtm1j1157Ldu1a9e0/zHG2K5du9h//Md/MMYY832fff7zn2evfOUr2TXXXMNuu+029v3vf3+xmr6g9PX1sbvuuovt2bOHvfKVr2R/+Zd/ySzLYoxN7xPGGHv00UfZm970JrZr1y522223sZ/97GeL1ewF5Wz7ZDmNk5CZQstyHSOtnK5PltMY+dWvfsXe9a53sd27d7Mbb7yRffKTn2SmaTLGlu84Ods+WU7jZGJign34wx9mN998M9uzZw/72Mc+xmq1GmNs+Y6TpUChUGB/8Ad/wK6//np24403svvuu4+5rrvYzSLYmd9f9+/fH91nXv3qV7Nvfetb0z7/ne98h73+9a9nu3btYm9/+9vZ888/vxiHQbDZ7wt07pY+p3tm0flb2vzyl79k73jHO9iLXvQi9opXvGLafI7O3fJBYGxGbD1BEARBEARBEARBEARBzBOLbjhOEARBEARBEARBEARBXL6Q+EQQBEEQBEEQBEEQBEEsGCQ+EQRBEARBEARBEARBEAsGiU8EQRAEQRAEQRAEQRDEgkHiE0EQBEEQBEEQBEEQBLFgkPhEEARBEARBEARBEARBLBgkPhEEQRAEQRAEQRAEQRALBolPBEEQBEEQBEEQBEEQxIJB4hNBEARBEARBEARBEASxYJD4RBAEQRAEQRAEQRAEQSwYJD4RBEEQBEEQBEEQBEEQCwaJTwRBEARBEARBEARBEMSCQeITQRAEQRAEQRAEQRAEsWCQ+EQQBEEQBEEQBEEQBEEsGCQ+EQRBEARBEARBEARBEAsGiU8EQRAEQRAEQRAEQRDEgkHiE0EQBEEQBEEQBEEQBLFgkPhEEARBEARBEARBEARBLBgkPhEEQRAEQRAEQRAEQRALBolPBEEQBEEQBEEQBEEQxIJB4hNBEARBEARBEARBEASxYJD4RBAEQRAEQRAEQRAEQSwYJD4RBEEQBEEQBEEQBEEQCwaJTwRBXDCf+tSn8NrXvnba74rFIq666io89dRTeOaZZ/Dud78b11xzDV71qlfh05/+NHRdj7bt6+vD3Xffjeuvvx47d+7Eq1/9anzxi1+M/n7vvffiQx/6EN7//vfjuuuuw5e+9KWLdmwEQRAEQRBLDXr3IgjiUoPEJ4IgLpi3ve1tGBoawt69e6PfPfDAA1ixYgXS6TR+8zd/E6985Svx3e9+F/fddx+efvpp3HPPPQAAwzBw1113IZfL4atf/SoeeOABvPGNb8RnPvMZHDlyJNrfD3/4Q9xyyy24//77ceutt170YyQIgiAIglgq0LsXQRCXGgJjjC12IwiCuPR5y1vegl27duHP/uzPAAB33nknXvOa12BgYACGYeDzn/98tO3Ro0fxpje9CQ899BDa29tx//33473vfS9SqRQAwLZtXH311fif//N/4s1vfjPuvfde/OxnP8OTTz65KMdGEARBEASx1KB3L4IgLiXkxW4AQRCXB29961vx+c9/Hn/8x3+MkydP4siRI/jbv/1bfOADH8Dg4CB279496zP9/f143eteh/e85z148MEHceTIEQwODuLw4cMAAM/zom3Xrl170Y6FIAiCIAhiqUPvXgRBXEqQ+EQQxLxw++234zOf+Qx++ctf4umnn8aLX/xirFmzBr7v44477sDv/d7vzfpMZ2cnCoUC3vWud6GzsxOvetWrcNNNN+Hqq6/GLbfcMm3beDx+sQ6FIAiCIAhiyUPvXgRBXEqQ+EQQxLzQ3t6OV73qVfjhD3+I5557Lnrh2bp1K/r7+7F+/fpo28OHD+Ozn/0sPvGJT+DHP/4xqtUqfvjDH0JRFAA8NBwAKCuYIAiCIAhibujdiyCISwkyHCcIYt5429vehoceegj5fB6vf/3rAQC/+Zu/iYMHD+LP//zP0d/fj+eeew733HMP8vk8Vq9ejRUrVsAwDPzgBz/A2NgYHnvsMXzkIx8BwP0HCIIgCIIgiLmhdy+CIC4VKPKJIIh546UvfSnS6TRe/vKXI5lMAgB27dqFL3zhC/jsZz+LO++8E+l0Gi972cvw8Y9/HKIo4g1veAMOHjyI++67D81mE6tXr8Y73/lOPPzwwzhw4ADe/e53L/JREQRBEARBLE3o3YsgiEsFqnZHEMS80Ww28dKXvhRf+MIXsGfPnsVuDkEQBEEQxGUNvXsRBHGpQJFPBEFcMLVaDU8++SQefPBBbNq0iV5+CIIgCIIgFhB69yII4lKDxCeCIC4Y27bxiU98Ap2dnfjc5z632M0hCIIgCIK4rKF3L4IgLjUo7Y4gCIIgCIIgCIIgCIJYMKjaHUEQBEEQBEEQBEEQBLFgkPhEEARBEARBEARBEARBLBgkPhEEQRAEQRAEQRAEQRALBolPBEEQBEEQBEEQBEEQxIJx1tXuGGPw/cvbm1wUhcv+GC8m1J/zD/Xp/EL9Ob9Qf84/1KfnjigKEARhsZsxLyyHd6/LGbp+L13o3F3a0Pm7dKFzd2lytu9eZy0++T5DuaxdUKOWMrIsor09hXpdh+v6i92cSx7qz/mH+nR+of6cX6g/5x/q0/OjoyMFSbo8xCdBEOj8X6LQ9XvpQufu0obO36ULnbtLl7N996K0O4IgCIIgCIIgCIIgCGLBIPGJIAiCIAiCIAiCIAiCWDBIfCIIgiAIgiAIgiAIgiAWjLP2fCIIglhsxksajg1XMVrQYNoeRFFALqViXW8G29bmkEmqi91EgiAIgiAIgiDOEtN2ka8YWLcis9hNIRYYEp8IgljS+D7Dk4cm8PBTwxjKN0+5nSAAO9a347dv34FcOnYRW0gQBEEQBEEQxPlwZLAK03HBAHR3kQB1OUPiE0EQSxbL9vA/vvxsJDr1diSxe0sX1vWmkYwr8Hwf1YaF46N1HDhRQrVpI5Oain5ijF02JdcJgiAIgiAI4rIjeFVnbHGbQSw8JD4RBLEksR0Ph4cqAICetgT+0xuuwJXr2/H4CxP41x8cRSapoDMbR0c2jg0rM3jti9cgk1QhBmLToYEyvv3YCbzvdVdgXS+tohAEQRAEQRDEUqMrG8dIsYlMUlnsphALDIlPBEEsKfpGqvjeLwfQN1KD5XgAgD1XdGP7hg4A4OKSABRrJoo1EwDwxMEJAMDNV6/Ab922AwDws72j6B+tY6yokfhEEASxDNFNB67HkE2RHyBBEARBLDYkPhEEsSSYrOj44oOH0TdSAwDIkoDdW7uwY0MHtq7JRdvdtHMFbtq5Apbtodwwka8YOD5aw5GhCrauaYu2u25bN2KqhOu2dUW/K9dNdGTjF+2YCIIgiMVj/4kSAOD6K3shipSCTRAEsRTRLRcA4Lj+IreEWGhIfCIIYkmQiisYK2pIxflt6WPv3o21p4lYiqkSVnamsLIzhWu3dM36+8NPD2NgooFDAxXceuN6pOIyvvjQEbznNVvxit2rF+w4CIIgiKWFzxhEkPhEEASx0FQaFhhj57TYW27wTIam4SxUs4glAolPBEEsGsdHauhpTyCbUpFOKPj4e6/Dys4k6k0Htufh6FAF1aYNw3Lhej4YgGRMRiquIBmXkU2p6G6LQxLFWft+3+uvwHd/cRL7+kv4yo+OIZtS4fs+/u8Pj2K40MT7Xn/FxT9ggiAI4qIRkyVYrgeJop4IgiAuCn0jVfiM4cYdK876M73tSUxWdPS0JxawZcRSgMQngiAWhUf2juIrDx/DVRvbsbo7jYZmo2E4GJxooKbZZ70fRRaxpjuFdb0Z7NzYiZ2bOhBTJGxcmcUfvuNanByv4+s/PY5jw9Vo+0eeG8Vk2cCf/c6NC3R0BEEQxGLjB5WTqOopQRDExcEPStb5PjvrdGdG9+plA4lPBEFcVHzG8JWHj+GRvaMAgAMnyjhwohz9XRCArlwc7ZkY2tIx5NIqkjEZisyjm3TLhW660EwXlYaJkYKGk+MNnBxv4OfPj0GVRVy3rRuvetEabF6VxcaVWXzsPbvx2L4xfP2nx/Hya1fh4MkyDg2U8Yn/8zg+8o5rkFDpVkgQBHG54Xi8aMW5TIIIgiCI8yeuyjBt95zSnRm4+kR36csfmnERBDHvOK4fiUUA8LWf9GG8pOPl16zE1x85HlWpA/iDhgHYtaULt964Hmt70oip0ll/l88YClUD/aM17D1WxIGTJTx5aBJPHprEhhUZ3PmyTbh6Uwdu2bUaOzd2oj0Tg3Gzi8/evx/Hh6v49P99Fv/lXbvQnonNYw8QBEEQSwXH8xETz/65QhAEQZwf5yMgFaoGAF58aOO6jvltELGkIPGJIIh55d9/fAyP7RvHJ3/renS18dzt/rEa+kfrOBBUHgKAtrQC0/Zh2h5efGUPfu/NV51XuK0oCOhtT6K3PYmX7FwJw3Lx5MEJ/OS5UQxMNPDX39yHHRva8b7XX4He9iQAbm5+x80b8Nlv7sdoUcP/+PKzuPe911ElPIIgiMsQFuZ0XET6RqpwhmpY25Wg6FqCOAOG5cLzGRIxaU4fT+LSwbB55bpFuO0SlwB0dRMEMa8okgjGGIbzTRSrBv7+Oy+gf7QOgKfUJeMy/uv798CwPJi2hxUdCdx165UQBAFGUGr1QkjEZLzyujX45G9dj7vv3Ime9gQODVTwX//5KTz4xAD8wARksqxH/y7WTPzvrz2Pun72XlMEQRDE0iabVAHMPQkK7/8LhecxuJ6PE2P18/p8tWnh2aMFqv5ELAuG8028cLIEw/IWuynEvHH291hF4pGpskTSxOUOLcUQBHFBPHu0AMf1cONVvKrFG29cjzfeuB5PHJzAP37vECzHQzap4M0v24QNvWlkUzEMTTZgOT5UWcQfvO0axFUZuungj/7ucVyzuRMfeNP5RUG1IggC9lzZg2u3dOKBxwfx0JOD+NbPT+DIUBUfeNNVeMMN65FNx/F/vn0AADBR1vFXX9+He969G8k43RoJgiAudcLnyEzxyXY8PNdXQEcmjm1r2xbku7esyeHQUO28P39kqAIAGJioY+fGzvlqFkEsSVIJBQCoMuVlxLlEPq3sTGIo36D372UAnWGCIM6byYqOv/vOASiyiB0bOpBNqbAdD//w3YPoG6lBFARct60bd916JVJx/mIxWdbxhQcPAQB++/YdWNmZAgCMFjXIkghFFqMJg+V4cFwf6eCl5HxQZAlvefkmXL+9B3/3nRdw8GQZ/9+XnsKH37kLt710E0zTwb98/wgEAZAkgV58CIIgLhNqmhX8a/osyLS94O9LP9pVoupPxDxRrBoo1ExcsbZtyRnwpxMKEqo0zS+UuLShrDtiLugKJwjivOltT+Idr9iCD9xxFbIpFQdOlPDfvvQ0+kZqWNOdxmv2rMFzxwr41s9PAAAs28Pnv30AhuXhDTesw54re6J9bV3Thr/44EvwjlduiX73+IFxfPTzv8QTBycuuK2ru9P4k9/Ygz1XdKNUt/Dpf3sGB0+U8KoXrcFbXrYRjAH5io6GsfQnIwRBLG98xlCum/B8f7GbckkwM8MunVCwc2Mndm5cOGPbcNX/Qn1PlppIQFy6lBsWapoFfR4sDuab0UITx0aqcFy6p102nMO9Tzf5mPQ8kqwud0h8IgjinKhrNvpGqtHPb7hhHa7d2oVvP3oCf/2NfWgaDl6xaxXecMNaPPz0MGRJwA3be8AYw7/+4AhGChquXNeGt92yada+FVmKPDoAoGm6EAB0tFSie+rwJB58YgCVhjXr82ciEZPxn+/ciVtvXA/D8vBf/+Fx7O0r4PaXbMAtu1bh6k2daEvHUGlYeOKFCxe8CIIgFoLhST5ROzneWOymXBLMjGgVRYFHWsQWLgHgyCBPm7tQL0MyXybmE3GJRtKl4goySRVLtHnEecDOQX0q1nm1u9CsnJgfXG/pibmUdkcQxFljOx7+19f2olAx8PH3XoeNK7OwHQ//9MAhPHu0gJgi4TfecAWyKRV//Y19EAD87h1X4Yp17Xhs/xiePDSJtrSKD7x551m9UN/xkg149XWrEVOnSmR//1dDGJxoYNeWLrQHotT//cERTJR1/NZtO9CZ4xXrjg1X4Xk+Nq3OIaZMfV4QBLz9FZuRTan42k/68Nlv7Mfv3LED73vdFRAEwPMZ7vvKsyhWTbRnYrhyffv8diJBEMQFEqaTnY8Iv1wIK9zFZGmWyOS4PsaKGuKqhN6O5MJ8/zzthyKfiPliofzN5gPH89HQbViOj7h65u2Jpc+5RH22pWKoahZWBVYcxIWjmQ4OnCihK5vAljW5xW5OBIlPBEGcNaoi4YbtvTg8WMGqrhTquo2/uX8/+sfq6MzG8eF3XAPXY7jv35+D5zP8+uu2Ral1L9rWgwP9Jbzu+nXIpc7+zSIZn+739M5XbsHgRCPyigKA46N1jBSakFu8Ar75s+PoH63jvt+7CT1tCQDAj58ZhiKLuH57L269aT16OlP4m28+j3/63iGoiojdW7shSwJeuXs1nj5SwObV2QvpLoIgiAWhuy2BwclGdG8jZhPOe+YqXtE0HIyXNQBYMPFpviAfQmK+6B+rwbBcbFvTBrVlUW4pkIrL8LwYZInG+3LkdPdr4vyoNrmNSLFuYAtIfCII4hLl9pdswBtvXIdS3cJffu155KsGNqzI4A/ffg0SMRn/v398Epbt4faXbMCrrlsTfS4Zl3H3W66+4O/fvr4d22dEI9373t2oNCxkklNC1a4tXejOJaYJXT96ZhiFqoldW7sBAK+9YT103cYXHjiEv//OQXzknddiy+osHn56GNWmjRdOlLF7W/cFt5kgCGI+kYJy1BQVc2rCyCfTceG4HhR59mQ7LO+9QC0AgAtKI9JNB03Dmaf2EOeLbrooVA1kkgo6svHFbs55Y1gumoazJI2gkzEZMWV2lCKxNHBc/5zN4M/J745d+P2SmE42mBN1ZJbWPYsSyQmCOC2e7+Nfvn8YQ5NT3iLFqonPfOU55KsGdm3pwsffcx1y6RhURcL7Xn8FXh2YeLuej6/86BjKdXNB25iMK1jdnZ7mZXDbTRvwu2+6alrK3btfvQ1vffmmSJByPR+/PDCOPVd0w/V8fO5b+zFS0PCe12wDAHzhwcM4eLKEH/xqaEHbTxAEcS6Edzp2oW7WlzGtXaOZ031EMkkFV23owI4NSzuteqyoYyhPvl6LjWm7GC9rl0R1xNMRV7iwYwXVHpcSAxMNHBupwp9ZHeA8YYzh6FAVo0VtXva3WFiOh7puw3YW75ydGKvj2WN51M9h/MuiiETs7MX9ms73PV66tM/XUmKpRpGR+EQQxGl5/MAEHt03ji8+eBg+Yxgvabjv359DpWHhxh29+OBbd0JRpm4lu7Z04b2v3QZBEPDTZ0fwk2dH8M8PHl7EI5hi19Yu3P6SDdHPzx8r4PBgBXXNxu03rYdle/irb+zDhhUZvO7Fa2FYLj57/35845Hj2HussHgNJwiCaKFQ5easxdrCCvuXMq1RYTM1OlkSkUmqCxplQbrg5UMqoWDLqhy6L/E013AuuhRF62xKRSapzlvbNNNFuW5i+BIXb4tVA4cGyovq75ev6gCA0lksJIfnTxKF8xI/znT6GWPQTGdJjuGlhh/0kW66GC9p0c+LDcU2EgRxWl56zUo0DQfXbevGeFHD//rqXtR1BzfvXIG7bt0OnzF89pv7cNXGDrz++nXTPvvK69agVLfw6j1rTrH3xWXP9l786fv3ICZLWNmZRMNw8PPnx/DZ+/fhY++5DkeHqhgMIr6++NBh/H8rMpd0yD1BEJcHuXQMdd3Gqi4yZz0VoiCgtz2JyYo+a6LietxwPKYsnOH4fCBJAqbi3Ij5otKwEFfPPsXLcjwMTjbRkY0hnVDO/IGzZGiygXzFwKZV2YvybrF5dQ6bVy8d75eZNHQbTcNFe+bC02EXM1JoPhFFgRfoWcTbQFyRYTou4uqZz0t0pz3H9oqCAJ+xM6aSD002MV7WsK4nQ8+/M9DQecr2kaEKTMeF7zOs7k4vcqso8okgiFPAovxrAW+8cT1cn+Ez/86Fp5ddsxJ33bYdAPCFBw7hhZNlPLpvDNaMh70ii3j3a7YuaVPcrWvasKorBUEQ8K5XbUFclTBa1PGP3z2E37p9e5Tjrpku/vnBw7TaQhDE4hPenxe5GUudMBV75m27rtkYK2k4OVFf8Dacz+q/5/Py2AJAIVTzjGm7ODpcwb7+4tl/iAGO58Hz5vdcjJU0uL6Pcv3iRLUcG67i4EB5yURAtJKMyWhLzZ/h+OUiPgH8fnA+6YhHhyroH61d8Pe3ZbhVRewcTOotxzsnv7r1vRkAOKOvVD6I+g2jfxeCybKOpw5PXvIpgHIg5Lkef54YSyTdlsQngiBmUawa+NS/PYvRQhMAv8n/xdf2omk4eMWuVfhPb7wSAoB///ExPHU4j45sDB991y7EFAnVpoX/9dW90WcvJWzHx4rOJGRJwMGBMp48OIl3vnILrt/eg972BA4PVvDY/vHFbiZBEMucpTd1nD9sx4PleBcs9LueH1W0YzN6LJzInctk6lwJm79hReacPxtoT3ADsYMWPeYP9zwEJM3kk+hifX4nvL3tPOquM3dxIqo1w0FDt5ekaB1TeRRiJnn21ZBPR2eOL3qKS9T35mxJxmT0tieRPMcUYcvxUGlaKNQufMwKmFvEnwtRENCZjUMUhGn3LcYYSjUTjutfUFu62/i10tO+cIvans/gMzZrQX2hWCgxOBTycml+TS2V5wiJTwRBzOJHz4zgxFgdj+4bR61p4S++9jyqTRs3XdWLX3/9FRAFAd/95QB++two0gkFH33XLnRk47BsD5+9fz8OD1bww6eHF/swzplsSsUn3vcifPTXdiMRk/DQk4NIqBI+8Kar8Ju3bYcA4Os/7VtwA3WCIIhWnjw0gScPTUSiSTXw/5jvyB0WvHAvZtTAkaEq9vYVzkskaMXzWyc+0/+WS8ewY0MHrly3cIbjoeDV1XbuwsK0SRsu7eAn3XRR1+x5m/j4wcTwfDkfLcJcoIiBi31ec+kYACxJ4/T+0Rr6Rqrztj9FFnHTzhXYtaUL/WM1GJZ75g8tQeKqjK5cHMn4uaV76i1FFi5U8Am9nmz37K6DrWvacP323mlC4mTFQN9oFceGq3N+JiwKcaZrQhK5dBFWfF0IwoitibK+YN8R4vk+njo8iSODFQA86mo434yilc4Hx/Wi6NlWlspzhMQngiBm8a5Xb8Fdt16JW29ah7/4+vNRVbu7bt0OURDw0+dG8B+/OImYIuHD77gWKztT8H2Gf/juQQxONLBldQ7ve922xT6M80ISRVyxtg2/ffsOAMA/P3QY//qDI9iyOoebr14Jw/Lwf394dMmsIBAEsXyY64VyPrEdH3v7CugbufBUjfMlGZORjCkXXHK79R6tzkjlUGQR2QU2HA+DrYTziDOZJq5c4o+avpEqDg2Wp4mBF8JTRybx1OHJ845KCM95TF64qLdz5WIF5wTz9nmrKDeftKW5n9aFTLrn4sRYHYWqsaj3tAthsqLj4EAZ1ea5pWbq5lTKm3OWotGpSAReT2cTlcYYQ02zZ6Xc1YL2N4y5hc/Q1PxM558tcMp5sWpEItvFiJozLP5dVW1qQWm02ET5PA3mfZ/h2WMF7D1WjK7zUDxfKvMWEp8IgogIb0yiIOD67b342/93ACMFDVesbcPvvfkqyMFKg266kCUBv//Wq7FpVRYA8LWf9OH540V0t8Xx+2+7GsoSerE7H3Zv7cbLrlkJxoAnXpjE0GQTTx+ZhCgA+/tLeOLgxGI3kSCIZUa46rtQiCKQSSywKHMGHM+HbjmwnQubhIbv2TFFmiV8+D7DSL6JyQVc2Q4FpLBoxTl9Njh0QQBkSTijCe9Spi0dQ+cMM+15ScE5z3mUKAjnJQguBOGEeyH9a1pZ35vBDdt7583c3HE9HB4oY3DiwivKyZKIum5HUZ0Xgu8zHB0qY39/Ec8fL2KsqM27qHWxkCURkiies3Bgt1xb9gVGPoW+dWdzG/J8hsOD5VleU2cSPOMqf+as7j69iXhd5+LVSH7+rT1sx8PxsRqGgnt26EO1kIT6lml7eO5YIXpusfMUiEPhzPV9uME+rEh8urC2zhckPhEEAYBXXfnv//oMxooafJ/hH797EP2jdaxfkcGH3n4N1BZvjNtfsgF//js34qqNHQCAB58YwI+fHUEqLuPD77gW2XnK2V9sfuMNV2DDijQcz8fDTw9h99ZuhM+Dr/6475xXogiCIM4HSRQhi2IkQqzs5C/o7UEazXzhegye719wJMZwvomjQ5Xz+qwqi4gr8yd+nRir49hINfLtAYBq08JIsbmghuPXbO4CwFfSQ4bzTew7XkRDP33aEwNPLWPs0g58mizrKNdN5NKxaPEKAEo1E32j1fMaI2E0gqqc/xTm+u092L2t+7w/P99cLDHsyNCp057OB9v1UdPtyFvtQkjEJOSS6hkNp8+Gff1FPHsoj2rDhuexYMH00pzyypIAz/fPWYxvFdwvVHxqLUB0JsJNDNud9o4cpsnlUnM/s8I9nynaqCfwSUvG53+BZNZXX8BlyRiDabtnjNCUJRGMAfmKAc1wkIhJ2HNFz3l7WrWKfDPFwjMJmBcrMurSvBIJgph3fvrcCAYnGtjbV8DXftqHvX1FdOXi+Mg7rkUiJuPoUAX7+0vR9mEFu0eeG8G3fn4CqiziD952TTQpuhyQRBF/+I5dyKVVPHFwEmu6U1FEgGa6+MqPji1yCwmCWGhKpRLuvvtu7NmzBzfccAM+9alPwXVn+4f4vo+/+Zu/wS233ILdu3fjjjvuwEMPPTQvbZj5UhhO0OY7EooxBt1yo5XS82WyrKPStM4r2mBdbxpXbWy/4MlF2GWG7cJx/WnHFEbcJGMyPN/HRFm/YF+UmSiyiJ2bO7F1TVv0O9v1YNjuGVPQLNvDiVEujHkeW5JpUmeD6zNYrjer/fHgOXo+goAoCDx66TwVUs108NTh/LyKMJcKxZoRRY7MB6Fh/3ykJ6mKhNXd6ciX6kIwLQ8M3HQ79F5T5qmK3sUmrsrobkuc8/3Qa7n3Xui9rRaMmVLtzH6nkiiip40LRK2PrRWdSaztyWB9bxoA8NThSeztK0R/Dzc901gKUwAFQeB+cro9b+no4T0lHnzHuVTrK1QNPHu0ANPm7wa26+P540X0neE+o0hicI/3oSgidm3phiyJ531/a/VKDCMcQ6H+dE8R1/PxzNHCvFRHPBMkPhEEAQD4jddfid+6bTsUScSPn+FRTB9557XIplQcHargr765D3/7//ZjsjKVpvDECxP48sPHIIkCPvjWq7FtbdviHcACkUup+M9v3glREPCtR09EppWCABSr5iVrYkkQxNnx4Q9/GMlkEo899hjuv/9+PPHEE/iXf/mXWdt95StfwXe+8x3827/9G/bu3Yv/8l/+Cz760Y9iaGjogtvgMwbX96dWUYP30plV3E6F5/vYd7x4xiqk8ZiMazZ1Yf15VGhr5XyjUgzLxS8PTODxFybmoQIQi/6jzZhEtGdi2L6+A9vWtmEkr2FggkdHzRdhtb7OXAJtmanJdDImoyuXOGOVvWlm6WCXbMrQ6q4Udm/pRiouTzuGcHIXjudizZizkAdjs83FGc4uAuNU8GgyBsYYJgJz3+OjNTx7tDDNJ2eipGHf8eK8i5IXQkO30TdSPWPk3FzUNZ7SNjTZmLeiKbIk4sYdK3D99t4L3teRoQqOz+PEd6ZgL12i4lNMldDbnkQ2dW4ZBW6r4DtPES1nu5fw8gzPgW46GJpoIJdSI+P0mdXkQtFmtHj6KLow+pcxhqNDFRwaKE8zV58PQi2rUDXOOhqof6wGx/MigS4s2tE0Ty9gCQKwfX1btHA/WdYxkm+e94LD6Z4VpzuUhu7A830UagZcz1/QoiMkPhHEMifyeRIFJGIyvv7T45Gf08rOFI4NV/HX39wP2/Fxx80bo9LAzxzJ458fPAwIwO++6SpcvalzMQ9jQdm2tg1vf8VmMMZDoHdv7QJjQFcuFr1EEwRx+TE4OIinnnoK99xzDxKJBNauXYu7774bX/nKV2Zt+973vhff+973sG7dOti2jXK5jEQigXh8/sqohxPhiRJfBKicpT9KpW7BsF0Mn0F88jyG/SeKF2zOG4oDw5NNHB6snPXkoKHbqDTMeTGnVlrS91orxk2UdTzXV0C1YSGuymjoNp+Yz1MadaVhYW9fAT96ZhhPH5ruDdjQHRRrxhmPb+bEY6HingzLXfAFlLGShoMDZTT0qUmYKAqQRTES6Y6P1uYU/w6eLOOpw5PTBCjP9+H5PsZLGg4PlOcUh/JVA88cyc85kQ3feSpNCyfGahgtNlGo6nA8LzL/BYCjwbjNVxa+4tVMdNPBCydKs67vgwNllOom8ufhEVXTbEiiCMPypgsT88DBgTIOD55fmi3Az0lHJj5LpLxQWoWDpZB2Z1guRvLNs75vA8B4ScMLJ0uon2OFQs9rFbAvHr7PUK5PP76JsoGqZk0b03KQSj6TM4k9+Qof+9WmDSvwNzLOI1JXN13UZkTnhvcSs0V4OdtnUVeOZ4OkA9sRWRKhSNIsv7uQfEXH3r4Cxko6TNtDZzaO7lwcBwfKGC40cGLs/FLC57p+wufJ6fq2tZLhM0fzeK6vsGBpeIt/JRIEsWgcH63hk//6DCbLOgYm6vjH7x4EA/Cbt23HFevacWy4ir/6xj5Yjoc7X7YRd7xkAwDguWMF/J//OAifMbz/DVfixVf2LOpxXAxef/1a7NrSBTdIgWjPxOB6DI7rX7IpEQRBnJ6+vj60tbWht3dqZX/z5s0YGxtDvT795VAURSSTSfziF7/Atddei0984hP4wz/8Q/T0XNj9sfUFMJyEh5Ezm1flzvh5y+YmqmeDIADpuIJE7MJE9dBfSTMd1DTrrCO0DMuDLIko103UmheWHqTIElZ2hukfLGrDQODzNF7WMFnWUW1YyFcMFKt8xfeZI3m8cHIqxbyu2Tg6VDnrCJiJEhc88mUDuulOS7s425f5VrGFMSzY7HFffxH7+otntS1jDPmqcc5V5pJxGR2ZOOSWyJPhySZc34fP2Gn7NYwa8OaYUJ0YraOm23NHTPk8UtCdY9+tXbl5VQ6bV+XQ256C4/rQTGfW8QmCcNGq0YVUmjaapoOjw5U5x0yrsHAqmoaDSmNqcs0YQ3s2hs2rcujOzY8grpkOjgxWMDzZQE07f/FWEAQk4zIqTQuleYrKmnnZLAWT+ULVwEixiaPDpxfqLMfDeElDpWFBCQzHz1WQn3bNXOD9I6wMeTaFD1zPh+NNN7juaU9AFAQYthfdH4Gp+9y5pM2FETln+0w5FYMTdRweqkyLip261vh/i1XzrO/9U75Y/OdETMaLruielnYN8P5hjKGu8XvNZFnHcKGJYs1EoWbylFHGC2+cjrkqGPo+gxPcG9b3ZqJ7Y3A6kK8aODk+t6g11yLEQllALV45E4IgFp2fPjuCgYkGnjmax0+fG4Xt+njLyzfhxh0rcHykhr/6Jhee3vzSjXjTzRujz63oSCKTVPCWl2/Cy65dtYhHcPEQBAG/dft2/LcvPo19/SW86eYNMCwXP3pmBL/YP4bfun0Htqw+80SQIIhLB03TkEhMN/4Mf9Z1HdlsdtZnrr/+ehw4cABPP/007r77bnR3d+PWW2897zaIohh5O0miAFkWIUoCNyGX+f9Ox0RZjz4/WdYxWdGxujs957aW40GUBKQSyhn3ezrC79u0JgtZlBBXpWjiUqwaGClo2LGhfVohCwAoN0zYLhcllLM4tjMhy9ykXRRESBLfX297EsUgNWIo34QatE1VJMiyCEHk1eXC7z4aiEfjZT2q7joXPmP41cFJDEzUsWFFFlesa4MoCqhqdrSvuu5AEkU0TQcNw0bfcA3XbulC5wwxIGwDAIiSAFESzrkvHNfHwHgdK7tSSCcUDOebEACs6eHnnjEWnadT7dv1fDx9OA8A2Lw6i8GJBmKqhOtazLqrTQvluomNK7Oz0uHGSxryFQNrezNoDyIAykHkTuRXJgiz2lGoGoir0tS4D8ZCa5vXrU5BEAR0tsVntT+MiBiYqGNFZxKphBL9LaweBgBd7TwFMmM4GCk2MVrUwABsW9cOgE+2FUWEdxZ9dT5Exzfj/CryVBsFUYiidsLfsTnawQXWKc+cMBJp8+osetqTUBQRk2UdsixCOUPa59nCGNAwHJQbFjpziQvqm1RcQXsmjkRMnnM/rufj5HgdqzpTSCUUuJ7P/b/mEEREUQAYpv9dnN9zdz4I4uyxPhe65WKkoKEzF0dHkLZrOd45tZ8JU+PlfO4frazqTmFosglVOfM92W+5VsJx3ZaJQZElKLLEx7Msom7YEMD/feREJfpMpWFhaKKOtqQy5/5lWZrldSif5fEZlouhyQbW9WbQNF1Iohi1p3XfosCvv7puo6bZgHDmsWM6HiRRhM+mtg2F7HCxyPV87O0rIh2M31BUZIwf98pYEl3tceze2g1VEef0dCzVTPSNVMEYF/U2B/OO/tEa8hUDiZgEVZEQj8nR/VIU+VgoNyxkkia2zmGR4vls1vdJsjBnG1rJV3S0ZWJQz6HCOYlPBLGM+a3bt2PHhnY8sncUlYaFG3f04vab1gMAHn9hHJbt4U03b8CbX7px2udWdaXw6d+9cVHLcS8GqbiC/3znTvyPLz+LBx4fgM+AVFyGZrr41aEJEp8I4jIjmUzCMKanuIQ/p1JzF1dQVR52f9NNN+HNb34zvve9712Q+JTJxJEKKwTJMtKZBLJNBw3TQ1tbEu1tp6+KY3pAWXPgej4sj6HUdLBz29xtF2QLEJtQYyra28+/eETYXo+JqDZsrFuZQXuGiw/7T1YgyhI0h6G3Z/p3TNYsQBSxfUMHNq7rOO/vB/hEozJSQyymIJFQkM0m0N6ewvXtKQxN1HFyrI5MUkXTsBGL6UjEVXR1ppHLNqDIUnT84bGk0rHT9onj+kilYpBkCalUDMm4DNv1kYirs/aVySTwwycGwABUdAdbNkylrfs+Q81wEYvxyVcirqKtLRl5pfDv8qC0vOz3DfPV+R0bp/ZzbKiCyZqJkZKOO162GZWTXIzYEFOQSapgjGHrhg7IknjK4zItN2qzIMvRv1u33x/s14WInvYkGroN3XTR25FE1XAh1W1kMvHoM/0TzanxDCDdMr7b21M86iPYZ/T7thRURYLvs+h361e3T/PTaqVNczBRNVEsGcjXbVy3qm3qj8H5AYBkKoZETEF7ewonJnhKaiyuIptNRB47m9Z1YLKko2F6WNmVuqDrYiat46F1vw3LQ6rBI/8y2QTiKp9IhtvHEwqUuIp0IKrppoOnD02iLRPDtVu7p+27qzON9lwCpsfgIY/e9uS8HUMmm8BQUUcqqSJ9muvDsFyUagZWdaXnFIt8nwGShJUrssicolry0cEyDIdhsKjj5mtW4efPjUAUBbxs1+pZ2yYSKnokEablRddRLpeY13N3PpSC+zaAU7alaTgoBNdIOh1Hb08GniCiPRtHe2B7cSYYY4jHp/oxvPeFfwPOzTetaftINZ1p+zkVpj11z8jmkmhvT6LWtOAE78vZbAKZbAKVJo84am9PIZFswhemRI6TY3XcfO2qOVMl2+sWLI9h67o29A1VAQC53NmN6RNHJmF5wFjFxJb1HWjqDnq6MyhWDazqTkON83u4IItIxpTg2RFDIhWLnl+nQpIrSMkyhODZ4fsMjz0/irgq4YadKwEA1YaFVCoGBm4kL0geRFFApWGi3LQhKRK2rGlDd1d62v29Fc3xkUzy/tVsPzpu7WQFqVQMXW0JrOhMwnF9eD5DKmVh7cosUqkYMin+/blcctZ1mCjoSM0IpmprS502XbVQMTBRtVBsOLj5HAIRltfMkSAIAHxlIqwYc3iwgpPjDWxcmcH733hl9ED69dddgR0bOvCiK/iLzBMHJ3DoZBl33bo98odajmxalcU7X7kFX/1JH5IxGbfdtB7f/eUANlygQS9BEEuPrVu3olqtolgsoqurCwDQ39+PFStWIJOZfs3fd999AIB77703+p1t22hra7ugNtTqBrQgpeXQ8QIGRipQJBGaZuOpA2O4aeeK036+0eCfdz0fluVA0yxUKnObunq+j/XdKaiKeMptTodmOjAtD9WaAUUWkS8B5bqFpCIAQTRKTBJQrptw7fis73BtF5bl4IW+AnZvnhJSDMuFaXtobxEbQr+ijlN4atQ1G5WqActyoOsiajUdseA9WhWAdV1JxGMSnp2sw7IcNDUB1aoetT1sW9j3jTP0ief7SKkikooETbOgSoAgiNANe9a+6nUDpsUnX7o+dT5eOFFC03DQ25GAFfzdMERUKjoawep+tWHh6FAVq7tTWNfLx2DfQBkAsLJtqi+aTRPjhSYcx0e+UI++e3CkEkW+daX5BDX8fsYYT/WRRWSSKorVqbFXloTo3639EP6uVNGgCAxPvMB9rnZv60IuLuHKtVnYloOJfB0xRYKhW9Ba/J9KZY33V9C/huVCC1I1PZ9BAFCpalBlCZ7vR983ma9jdIKhUDVwxbo2xFV5WpsqNQO5pIzJYgOVChe1NIOnuoT7+MmvBhFTJKQTCl44UcS63gxkgaFeN7D7ih7U6wYMzUI9vIay6hmvC9fzUalbXCxKykjFT20U3ZaUMVrQ4GWm77f1mi+VNCTj8rRjN00bBywHq7tTyCRVWLYHx3ZgGkK0n2s28ugt+D4qFQ3NhomEKqJaM3DsRBHd51nKfSbXbGyHYztoNi2Uy02UaiaKNRObV2dhOT6ScRnPHMnD83i/ruxMzRJAHJenuybjMq7dwu+zluNNM+a3TX7v2rAyg1K5OedYDDEMG4mEihVtcZSqOuKqhGbj1Pe9U6GbLg4PlrFxZfaU95lzIRxHp2o3ABzoL0VV1rIJCbpmIh0TIfreWbXftF24no9m04z6t1aTUUnw6+OZI3lIooDdLdGLZ6JvsBTd11NnKCZh2VPXV62qQxUYjgxWMDBaRVs6hoQsolRuRve3SkWDxKbGNgNQNxyMT9YjcVUzHIyXdOTSKhqaDU2zYOn21P20ZkT39tNRqeqwHR+O7WDzijS6MypeOJZHpWFhZLyGjauyqNYMuJ4HGQieCybqNSN6fp2KsC1+8FxrGny8atrUua5rU202LBf9o3Ws6OTismU7aGoiRifrOHBMwoYVmTkFwol8I9pH2H+t36+KQL7YhGG5WN+bhqZZMAwHmiTCNPm9tVxpzopoqtT0Wd6M5bIWVdadi3JFnzaes9kEpLPwVlues0eCWMa8cLKEbz96Ah948048eySPJw5Ooi2t4vffeg0GJxtIxhWs7kpBFAXsCbycbMfD//t5P8oNCy+7dtVlWdXuXHjNnjU4NlzFs8cKQWlVD//+4+PYvr5jXl5QCIJYGmzYsAEvetGL8OlPfxr//b//d1QqFfzd3/0d3v72t8/ads+ePfijP/ojvPrVr8aLXvQi/OxnP8NDDz2EL37xixfUBtf1p3liNHQb2aQa/W6mr02lYSGTVKIVSyf4vOdzfzrvFF44AHB4oIxnjxWwbU0brt/RC99nODFWR1dbHG1nUQJ9oqhjvKzBsl0osgrNcBFXJWSSClyXV9ARBS7UMJ/Nasem1VkcGqgAbPrfnj3KU792b+lGLCjyEP7u2s1dcy6GhMft+wyiKETfX6lbODZSQSahYuemTlQaFnyfodq04Lo+9lzRM61fw372vFP3W8j63gzGSxo838fhgQo2r22H39Lf0b5avAIdZ+rv1YaFatNCNqmiKxdHvmLA931YlovnBstIqDLSSQWe72Mk38SqoEJSuF/H8aIJiyqLYD5DLq2CMWBdTxonJ+pw3anvs2wPPmNR/zmuh+/+4iQA4I6XbMCRoUqwLwmj+QaKdRM97Ylp/RB+t244MC03+tm0PMiiiHLVxPGxGlZ2pLB+RQaiIEwbz1bwGd8XorZ5vo+G7qBUN5GOK3AdHyIEuN7UtdA3WkOhakASBLSnY1jVNRX54DgeVFlCKi5jQ28GruujUgvbkUQmoaCqWfA8H54k8HRPx4dhefA8FvnlhOc8qcpY2ZFEQpXPOAZ008WRoTIGJxrwfIYbd/Ri8+q2qeN1PJiWi5gqQQj6z58xtlqvect2ocoiHNeLfteeiaOu2WhPx5BQZYgCvw7Cz86FZXsQEAjEthtt57geDg9WkYzJ2LJmdvS26/k4MVaHIovYuHJ22qnPWOQXc2igHBlKe76PSsNCb3sy8unRDAcHT5RQaVrTrlvP85FN8tTQXEpFNqXi0EAZve3J6DuNYJxIggDLmuoLfk+ZPkkPry1FFtEdCLJnc/2WaiZ8xtCZi0MUBAyM15GvGBiebOL2wPP0bBiabEAShVnpzV7L+G29VltJxmTUNAvJmIzuXAKD4w3kqzq2rWmD5XhcwDnN4u+hkxU0NBsQWCQEtF7zYVW5M/VFK7bN+7szE5v2uckKr8y2ujuNFR08Kqt1nDpBn0uiAN9n0M0gAtfyonP0i/1jkEUx+oxmuCg3LDz4xADe8rJNEAUBmuFgoqwBYPz69P1pfXm6Z1orrsuC601AQ7Nhuz6qTQuO62FgzEBXLo6RQgO24yMRM+H7vNKo5/k4PlKFAOGUlWCTMRkNw0YiJkX9LQpALh2bdr8N2zxaaKJUN2DYDq7b1o1sQkFbOhalzpmWO8svCuCRca33z5nPFsfx0J5WkU0q8ILnvW46yCQVNHQb1aYM2/ahzBhCtuNN2y/ft3dapzTmT31vvWkjmz07QZsMxwlimfHTZ0dxcryBnz47gvt/1g9FFvEHb7sGhaqBv/z6Pvyvr+6dVcZXVST80a/txu+9eeeyF54Avlp3161XoisXR/9YHVtW52BYLv7bl57C33/nhQWrEEEQxMXnc5/7HFzXxatf/Wq8853vxMte9jLcfffdAIDdu3fju9/9LgDgNa95Df7kT/4Ef/Inf4IXv/jF+PznP4+/+Zu/wXXXXXdB3y9LfHLdiuv5aGizSziX6yaODlci0QDg5sshZ0q1qAYRKGE1rGLNQLFuRPubWfZ+JtP+zhh0ywkmHyKahoPn+gqYDKqHzbUrWRQRV0Q4LsNkWY/22dAceB43kbYcb5pp6imNeIMvyKYULsCAT/76Rqs4Od7A88eLGJyoTzOTth0Pzx7N48hZVu5ijPEoLi+cyE+ZO3uR0fOZ9xFS02wUayYGxmtIB54niizBC7YxbBcdQfpHWF1pjkMGwCfgrs+iSOep8ufB3xnD3uMF7OsvRm1o/Xx5RkWuSpOn052qwMZYScOzRwuzjktVJS6SBCb2Kzqnpw6F52+m0bcsiUjFFUiSELWrta+aug1JFCBJs31/GAMSMQkrOpKRn1Y8JqO3PYlMUoUscf+o8FASaii+TU2+jo9U8fThSVQaFpJxGXXdjsbkXAxONIJxyXdarpvIVww8c2SqT3yfYXCigUODFQznT1N5csZ5bO2nTFJFT1sSKzuTSMZlHB6s4OfPj+EX+8enXRe66aCu2dHYNG0uXKzqTKG3Y+oc2K4P3XJQrM9dQa+u2Sg3TExWdFSb1rTzX21aODpYQTOIZLOdqf4LzY4nZ1QLnHk8AD/XgsD96V44MWX2P1nRI2PlUMCSJQHD+UZUkODpw/k537kmShr6hquYKOsYLWjT2nYqhgtN9I/Vpu1vssyPOxRtzgRjDGMlbc7KomNFDaMFDZW6hZ8/PzqnyfP6FRm8aFsPetqT0E0uPEqiiELVwOBkAwdPlqNt81UD/aPTi0nolgMGRMbTAO/HAydKGDiF2fRMPN9HuW7CsFw0DSd6bsxKwWKIivCcojMAACs7k+jIxNGeiQVDe/r2bovooSoSqg0LkyUdzx3Lw/N9ZJIK1vVkYFgeqkHVv8NDFaztySCTVKdFyJ2OuCrBdRnGihoODZRxeLAM0/Kgmy4qTQsTZT0aJ+G58QMvtYkyX1g5FVHl8KCv0gkFL7qiZ5odR2slutAAP9w+lVTQkYmhMxsDfO41eGy4Oqt6XbJFeGQ+LwAVjolClT+rhwtN5NKxaN+G5UXtmyzrs66XwYkGjo/UZj3fz+Rx37qfun72BUIo8okglhl3v2UnfvLsCL7zi5NgAO5645WwHQ9//c39sBwPb7xhXZRz//zxInZu5J4QvR3JaS8sy51ki/9T+PBvGi6ePpLHVRs78PJlYsROEJc7XV1d+NznPjfn3/bu3Tvt57e//e1zRkVdCIIgIBVXUGlOiQHphIKTZgOZGaas4YuqIkk8MqY7Fb1QSuKZq3aV6iaqDStacS3U+AS6pz2BSsPC0eEKtqzKoWsOnynX83FwoAzfY1AUEYmYjGu2dHLnW2BWqXBv1osuw2ixiWrT5lFWQVtrTRt13YLjcoPh46O1aQsk4Qt2rWlhtKihKxdHT3sSjuejXLMQ7oh/HRfywm7omzFxY0CwWjz7rZsFx3hkqIIVHUl05RKYKOsYnGwgk1SxbU0bnnhhHEP5Jjavzp5RqNu2tg2O63FT26aFXDoG0w4n2tMnHK2ioRQILa0TvmgiIwpoGg7GihokQUBnNoZMUuWfCfYRfmpmKXYBfOKXS6vwfRal/gC8DHc4+Z5ZNSyhyjCCvymyGJXsZgBGixqKVQPrejNRymQmMfeYDYkpErava4cWVgoUpipbyZKIzmwcpbqJNT1pNHWeRjdzMmU7LhzHR/9YHemkgo5MHHFVQkc2DkUSsWl1DKu6k/jRUyMo1Xy4no9ETIZuOpFoOJpvwvUYFxKDKJ5U4tTTpvGyBhZU7xMEAbbrQ1WkKFIPAAYmGjgxXoPj+BAERJXd9BkiROvRhGMxrsq4YXsvak0b/WM1dGa5OTevJsknkLnUVIrf/kDE2bgii96OJDzGMF7kKXytkULhOGhLzR3Z2DrOjgxVsHNjZ5QOZdkeKk0L4yUNiaaMTatyaEvFUNUsMIZZ9xvb8TBe5mlwM8+7JImIBb/PJlWIggCfMQznNWxalUWlacGwPPzk2REwxu8fXFTmAqs048sMy4VtIxLGPHZm8Skc4+FwCj+biss4Oc4r+q3ryUyLspvJ6arSaaYTpQunEwryFWPOSBrH9XBirIaYImJtTyaKBASmCzUnxmowLBeduanI1PYgeqaVyTI3hS5U9WnecafixFgdpbqJumYjm1LB/Lkr3XXm4ujIxiG1VLKctv4Q/DeuyujI8fZ1ZGKQRBGbVmWRrxhgjEX3t4mSDlEU0NmWwOBYDfmygfGSjjXdaSRiMobyDcQVCabnQ5JErO5KYfWMc1HTeAXMudLWetsT6B+rQRK55ciWNblpbZ8rooz5mHZBctGa4ZkjBcRUCbuCNNGwMqdhe1EhDcfllevUFsPxkE2rs9AsB8mYDNdlsO3AoymhYG1PCkKRR2R2NGPTFhqklvMgSQJs14vOTa1pIxWXo+3qGi8GMfPMVZsWOrLxSEwcL2lBRKaHumZDkgR0tyXOWCWx9Yqqaza84LycCYp8IohlAGNs2urXT58bgWV7uO2m9WhLx6Kqdne+bCPeFJiL/+BXQ/jc/fvxpYeOLGbTlzQbV2bxrldtBQOmlSb/+k/6UGtap/4gQRDEOTBzEidJAhqGHUWLsCD1JXzx7x+rYqTYxGRZj1Yvo9Xr01SvKdUs1HUnEorGixrqmg3L9nB4sIz+kToOnCzN+VnfZ6g2LNiuB99jgADkywYGJ+oYK2oYnGzAsqeiW2ZNZRgXF9oyMey5ohu9gbkuFwMEuL4Pxng6VyuDk3UUqwYshws5J8brvAJbw0K5YcK0XdiuF4kIPkPkd9OWjkWV0DpzccQUXilo5sQ4pFw30TQcHB+todq00DdSg2m5aOj8XITRBj5j0ydhwTO4NXJIFAQ4HsN4UcdEuBodRSUBJ0Z5lILtePBbJpxhJIgVHNPhwQo6s3HcsKMXAHDwZBnlhomJqg6A+2vtO17EibEaREHAig5+7IIA9LQlsaYrHYkRw/kGapqNREyeNhHzWqIbJso8GsX1fAxNNqZFLLUKFfmKDsfxYNjTo6UEgafgFCpGkM4zfYYjigJy6RgYYxguNGHaU2lVgiBEVZW6sgkoQTXDumajaTh48tAEHj84jmf7ijg6XMVooYkTgcCoGQ4OD5ZxdKiC544WsP94CQ2DT1Qbuo2JkoZGUN2qVThkDHj2aIELXqeoEhnS0B2U6yZMy4UoCMil1GmRXqW6CVkU0D9a415PwXjpniHmtopp7oy+G8o30TdSnebPEg8Errmil8IJZkzmVfuyM0SmmCJhTXd6WhsODZTxo2eG0TTsWSJquW5G7QttBnzGRRfb9aJxY88xLkp1C2NFXgGx9RrzfQZFEoP0VxvFKveGAqZP2N2gEmY1uCdN9desww5+33IeWy7pWtPCkcEK8lUufgxONDA40Yj+Ho5J0+F9vGlVDrXQ2+YM73anE5/SCQU9wb2HnWJmb1gujo/WMFbUsO94CQ89OQgBQFeQPphLqVFUjm66GC1o0yJdN6/O4ZrNXYjN8Gbixz/36oNuOni+rxi9t4aiaC14DhRrBhgYJmZE/o0WNDx7LI9KfXqfWLYHw/Ki+1m1aSGT4JYeKztTvCrjHGJW0+CegWGKpR+IuQCi4zEdDyN5LWq3ZjrTzvN4UcNkRUfDmB0ZDIGPFQaeapxJqIgrElIJGZtX5+YUrMLIpxDP52IZA5tTnGldGNl3vITnjxenPtsi+KuyhJ72BDpzcWimg8mKjsmyjoGJOoby2tQiw4zvaB3rMUXC5lW5yHM2FLrX92awt6+A5/qKqDUduD4XxBMxCbbr4fBgBUcDs/bwGAF+fTUNJ4oqPNMCSmtjXM+H651h+wASnwhiGfDovjH8jy8/h3xFx999+wAKVRO7t3Zh+4Z2/PX9+2A7Pt7y8k14081cePreL0/iG48chyKLuPGq3kVu/dLmVdetxp4re2BYHrqC8H7D9vDvP+5b5JYRBHE5YDnerBSOtrSK7lwchuXi0MkSBicb2NdfRLHGJw2iKIAxBtvxoRkOBsYb0Wr4KVMkAKQSMrpycXS3xZGvGkgGq6hxVUZDs8HAUKrNPflSZBEbVvAIl3CiZDkearqNoXwDmuFgtDiVttA0pk8aRJELC3FFQv/YVESSH+yHt5tNm8xbtofJioHjYzVoLZPxI0OVyAvDdrgBdOhfVdMsNDQHKztT2Lgyi1CLC1/2HdeHYbs4NDCV3hLSkY3jqg0d2LWlC03dQdNwMFLQkIrJUCQRmaSCzlwcAoRZ85ITY3WU62YQyWVjYKIRpSZVmhbqmh21pSMTC45N5yvSwUR7smTgp3tHAfBJzkRZR02zpqU8hJPb9b0Z1DQTx4arUepTIiZBkkT4jEWpTq2TZcv2uAeVx7C2m0/+K3ULJ8fr0XYsOB+PvzCB4XwThwcrGJxowAmEgY5MHJ7H8OTBSUxWdFy3tRvxmBSJVJNlbmzr+j5WdvLJ6IYVWWxZNZWeMlHWUaqbYIxPaibKGp4+kodpu2BgqNQtHBwoY7ykw7Z92K4fTVKLVQOlqoFKg/dtKN74jAuvksSFzDDyzvMZRgpN5KsGcukY2jOxaddIaHxuWi4GJxqzIvj4GPOi9EufMdQ0e84UV8YY6roDWRJhWC7aMzFcv713VjRYKzOvV1UWsaozDVURUa6bSMYUCEJ4zU9td+OOFbhxxwp05uJgjCGdUHDD9l7IkjAtFS6mcvEpTE8E+FidLOuoafYsYaem2fjV4UmUaiYqTQsxRcLanhQ//0FbyzULAxPNqK/C/yqyiI5sjPvWtExULcdD30gVk8E9amiyibHilAm+43qoNnhKcEc2jtiMSmBzzZEZm5GGGvxQrBoo1S1UNQum5UIQeH8Uqi3CXfA5URTgBL5AV6xtR297Eut7T19cxjvNBJyLp/winxlBGHJ0uAo9KLAgiAIEQQiiF0WU6xZGCxr29Re5yBlEahktgjwfg/608TdXi1qFhRPjdRi2g8NDFV5tr2JMG3eh2DVTlJeDqnDyDFPq4XwTkxUd7dlY9HPDcKIKbo7jo6k7UGUJyaAaYVN3+H1OQHBsfnQOSzUTfSMtUaoCP48PPjmIff3FaemycovPVb6iT2uzFUQc+j7D6u4UrtrYERwXQ7luoTxDRJMlEZmEgtb1Gs+fEuJDcbKVsNfrmg03ENBCWu/TDcNGrcnTYjevznERynKgGS6qLSnPM6M6W4/VcX30j9UwEqTwht89ktcwkm8G2zIwn0URZozxc98akRmubZxKbHJcD5rpRN8dLqS0CsCne6+YCaXdEcRljs8YHn9hAoMTDXztJ8dxJKiS81u3bcfnvnUAtuPjrS/fhNtfsgGMMfy/R0/gwScGoSoi/vBt12D7hgsrd325IwgC3v+GKzE00UC+amDX5g4cGa7h6SN5vOR4MarcQhAEcT7MfKnryiVwZLCGw0MVaKaLTEoFCyYa4Yt2sWoiGZOhKmL0Ah5OAE+3Mi9AQLFu4uRYA3XdiSKuPN/H1rVtyKT0U5a3FwQB1aaNatPCNVu6UK3z6KPutgTW9aRRbvD9hkxWdMQUaVoKy4qOJAYn6rOMev3ghd9ngBKkSYzkNWiGg9U9SQASTo7XUW5YUEQRqiLCdjwk4zJ00wUDn8SEqQVcBOPRFmFaYHise67oxq8OT/IoqrE6BiYaWBkIXrIkRmnpoYADAIm4gpgqYW1PGj4LJicz0k9CoSeTVHFirI4TYzW0pVV0BikVpu3C8xlkSUBMFdEw+MQ/jD7wfYaGYU+Lghuc5P1pux6eOZLHNS0VAkVBwGhBR7FmIpcy0JaJoVS38NThSYgCLygyVtDgg2FNTwqSKOLocBWlugkvmKwAU1EQU/sFDvSXUajyqoDhpL2pO7hqUwdPvQuEpkrTgm65ODLEo7NWd6XRNB0wxiM4YqoERRYjs+KwHwYm6oFwwOB7Ph7dNw5ZFjFZ1tHQbaQSCkzbRaFqIJdS0Z6NIZ1QsHV1G7JJFUOTTciSiGRMhmF5ODZcRTalwvV9xEU+9WGR+MQj62RRgKqIsGwPpVrLMTNgTTePDtNMB4cGy7hxx/QKk4OTDZTrFkQRyCZVxFUJgsA9WERRwPVX9kbikCBwkVcQ+HiaaZYNTBdNwjTAct3E8dEautsSuGZzJw4OlPhkGjzicE1PKooWnMlEWcfJ8To004UoTJ/A+j7DwYEyYooUeXqmEjI000Glbk0TpSzHi9Jw+8e4R4znMZTqock4w3hZQ6FqcFP8QhPtJr9ftIGnu4bCeGvkligK6MjEIUsCUnEZrudHkUGMBcJtw0LcdPGSq1fAnHmOMBVx2NCnRO1pE3fGj/vZYwU4rof2TByFqom1PenABH+64AjwKMtq08Jwvombdq6YVm3zVMw0bfYZg2V7iKvcRDpcIGjOFZkDHh1l2i7iMQmewa/5p4/koSoiPI8hk1SQTipwXH9O0e3JgxPQLRe5lApFluAzxlO7PC6qJ2JSIEJM5UX2j9Rg2C42rMzihZO82p7r+tE9zA6FxRnfl04omCzrqNTNKOUzbJMqixjNayg1THRkYmgaNo4OVaDK/DjCKKrX7FmD46M17jnkMximC8YYRIGLW2FUb5jaW65bgSDI74ua7qKmWehu42N/0+osNq/O4vhoDaW6iYbhYHMgbI8Gizim7cFxfdR1OzIUrzZ5VF7kVaeIMC0PuXQMyZgMx/VRrBnobU+iMxeDYbrTBJxcUkWtRVwygujHMGXOsNxIfLJdD8eHazBtD7LEI5K6cgl4HkO+UkapbsLxfP5snNHnx0er0EwXq7tT0UKDqkhoTnCvL58BfaMVjBV1rOhIwvf5Ao4XCEbhORIwdX2s7ExgYKI+yzsrPJfDeQ35qo6OTBzb1rah3LBwYqyGasOK3gdmRoidDop8IojLHFEQ8Ee/thuvvG4Vnj9eRDqh4ENvuwbJOP/vb966PRKevv7T43jwiUHEVQkffdcuEp7OkmRcxn++cydkScS+/qnV8n/5wZE5DSUJgiDOBtvxoMoitq1pQ09bEjvWd2DL6hwY475OnRke1dDbnsC2NW1R+g3zuWG3LImRQBKWTFZPUyrbsFzI4lTUTjgfsx0fqixBFAV0naaiZzIuIxWXUaoZ8BiDZjpA4HnR257E6u7p/hytwobPGAzbRTalom+4OhV5FIoEjPHjCyZMnsejVxRJQr5i8GgBy0XDsHF4sAJVkZCKyXxSyaYmgSOFJizbhWa6GCtqcL1AKGlYMCwXe/t4moQAgQt3rs8/l2/i8GCZp4bYbvCyzdCWVqNoBtvhExnGGPwZr+Jb17Rhy+o2yLKAsaLGo2kcXhFp6+oc941a24Zta9vh+lxkXNGRRHdbAsyf8kUJvRdnevSEaYnhhMFyvMAPCZGvSa1p8ep+jK+G94/XMDBeh2bw51SYkmlYbiQozIVhO7NKcIeimyKLU0beMZmnUqZiyFd07D9RRDal4oYdvbhhx4pIeAwNb3lqJP+wIHAfoIbB+9p1/aDa3VTkgeV4KNRMjBc1DOUbyKYUdGbjgeG4jN6OJBIxiVezc330tienpcjzdvOIMAagqTnoG63iyFAl+g4WjI3Dg5Xp0TEtdGTiSMQk6KaL/rE6ClUzEjT8wPSd74unX1YaNrygwuK+48XTGpl7gf+WFVR1kyURybiMdb1Z9LYnUKiZGC1qeOZIPppch+cwrIxVbliwXR8TJR3tmVhUJZGfSxfjJR3jpamoxJ62JNavyKBpOtMmpKMFLUpfiykSGpqD8ZKOgfEGJssGv858hmLdgOPyogiawaN4RvMa9CA1uNywcHCwFEXuxBQJ6aQC3XTRNJ3o2vFcBlkW0NCdyF8tJktRmfha0+J9HIy3kXwTz/cVkK/okeAcMlHRYbsexssaxss6qg0TjsdTvFyfi13ROWdBMYHG1P3pqUN57O0rYGiyMU04KtfNSCAOz5dhuTgxVke1YeL4SA37+ouoNi00TTeKYmzF9xmP6mMMKzqSuHJdO1IxLjDJogjH9aMoyZgiI5NUTymE5asGJsoGjg3XImFz48osVEVCpWFFbZ8ZFdaaMrW6JwWPMQznmxic4JX7HHf6Hc31fDDfR0O3sf9EEfkgmq51qycPTeLIYAW+z+cipu1hON+c5r8VenZZtodizUBVsxBXeASu7zP0j9WmeaK1pnO6LkPfSBX9o1NG6uNFDf2BZxUw5dsF8OtUAJBQJZTqJg4NlKFbLuq6A8N0cOBECd1tCaiKiLU9aUiSgGrTChYBLGiGi719BfzkmVH0jVRxdKiCYo3fE0KRloFHpZ6cqCOVULBpFa/WaLdWCPW4UKMH/l8D43wRoSMXQybBRbwopX7G+TVs/hkwnuY7VtQiIc+yPZ4613LMDCzwSGs534Gv4dOH83hk7ygGJ5ro7Uigpz0BscUbMpSTwlTvcD5jBv+dmY54tlDkE0FcpoThloosoX+0hp/tHYMkCvi1V2+JDOmScRkvvWYlfMbwlYeP4ZG9o0jGZPyXd+2KbpjE2bF+RQbvfs1W/NsPj0KRRHR2xTFa1PDtR0/gPa/dttjNIwjiEsTzGTTTRUeWG8oeG67CcX1ohg3H8+BaodaZAAD7YklEQVT5AgbGG7hqQyfa0iqOB6kJqirB8xmODlUikSCd4FXftq9vj4SCmdWLLIebl4YVdbRgolKsmTAdF5tX5ZBNzZ0iFHouyRKPfMkkVazvzUUrv4IgzBIsUi3mt6GvVKFqoqk7ODlex44NHVHUEMAjRVpTeCRHgOfzqK62TAzdbYloItM0HIyVdJQbJjJJOYg64ZEVkiTAsrmpbyJ4HqqKBMb4qnQuFcP63jQe+tUQ6pqN7rYEqg1e8ap/tIZqkxvx1jUbKzqTMCyegvDDp4bQNBzsubJ7lvOuD4bObAyjBQ2iKASpCw7GShoMy0FnLoENKzJ49lgBxaqBhu4gHuP95Qd9kEkqkdnzTMN2/jUM+SqfiBwdqiCTVKaV0E7GZRSrJizbw8/3j6GpO0GKDxf90kkFqYQMVeaRZDPTacIxadpeFImxsjMJ2/VQqlk4MVYPPJl42xqajRNjNWxYkUXTcJCvGtixXoQiixic4CXkV3Skokn+ptXZqNt004UbRHf4jEGUeVrm+hVxvnIu8OgKQRCQrxrIplW0p2MYL2vIppRIBFBkbmQdUwQk0nFUGyZMi090O7IxCIIA03KhyAJKDS4arZoKIIPv82NUZHFWRb6QXFrF6u40dMuF5wKCJEAUBG44rkyPblIVCT4Y8hUDyZjMjdMNB60GB60xBJbj4YXAZ+3GHStQrBl44WSZVxDLxoMoNX5ewkn6ZFnHU4cn0d2ewNqeDERBQLlmota0kK8Y0/x2ChUD+YqOtrTK+yQTh+1yz55NK7PoyMbR05ZEvqrD91nUtkxSxXC+CcN20NDtoA0+AN7fjIGn8LYnoJkO+kfrmKhoyKViUYqeYXmIB5UGpeD+4HkscsAXRH7vEYLzIAgCvv3YSfiMi+GF6vQovdArSTddrOzmUYiphAzNcKEZDo88qvKx1paKoROAE0SEJGMyH2cIvXZ4xFAyLiOmSpis6Dh5qI5kXMburV246aqVYIzh2EgVALDnih7IkhhEr/C0tb6RWnSdVpv2Kc2pXjhZhmba8DygUDPQ3ZZAoaZDNx2kkwpcdyrqqK5baOgqhgtNtGdiSMRkXLmuLdpXMq6gabgQxaAKZBDAFPrGWbYHxmw4rgdZEuH6PkRh+nWuylJkkg0AmeB6Yoyh1uRpvqNFDQlVRncuDlURcWK8jp72JCzLgevxdO9QMK/r3BQ/rDoainyJmByJ/dyM3YPPgNXdadiOh0rDQkc2htFCM7pPM8YgikIwHvh5mqzoUVpZTbOnpbe1GoqHBuOjxSYXfDoQCJlT5yWXVmHaLo6P1KDIUmRgno4r8H2+eHNsqIpCzcSqriTGSzp/xoUFHdhUVFutaUX93BqFF3qccZN4AZbjoVg1kYrLyCQVpBJK4HvFZn0uTNfUA1+sockmNrdU1CvUjFkCp+/7UdVbvjgClBsmhiYasF0fyZgM2/WwdXUbBPD2c182/pm1PWmkE0oU9Rs1KUiJ7MjGTptuOhMSnwjiMoQxhn/5/hHkqzre/Zpt+LvvvADPZ3jLyzbimz/rx8NPD+Nj774OybgM32f4lx8cwS/2jyOdUPBHv7YL686Q007MzSt2rcLRoQqeOpyPXlJ//OwIbrxqBYl5BEGcF67nw3E99I3UMDBRx2ipCc9nsGw/inSq6zb2Hiug3OBVwDauysIwXUDgZq8AojQfSRTRN1xFpWlFE6YQ3+c+UabjIpmQoxd33XQwMFGHaXmYLOu4+eqVEAQBo4UmRgtNXLm+A7WmhabuIB4IX7m0ANvxcHK8jqo21YZWWoUsMXp5Z+jMxafSfYJonnCxPPRmiqt8shhW12GMoVA1sK4njXhMhiwKUbUhPxAw4qqElV0pFAO/mkRciiY1CCJg0gkFI/kGwHiUSlWzkK/okEQRqipGhsPNYIITphJVGmZUCYkxFkVPVBoWfnV4Aru2dOPIUAUNw0FMEZGKK7AcFw3NwUTFxJqeLB5+ehgnx+tQZBGTZQPphIzOTCKKrNJMF0OTDazpSaOh2ShUDSRiMtJB1cPWua0gTLnK6BZPl8oklSj6YFVXCtmUAkkSojQsxoBMQkUqziMPqoH5NgvCSOq6g3RCQUO3oSoSOrNxpOIKfINBEfnYcgNTd8f1UagaaA8EkuFCI/Izac/Gka/pKNet6QbYbCoVpKnbyFcNtKdjkCQB6QT3NlJkETs2dPCJT517ZRm2C9vx8Oi+MQxM1NGVS6ChWTjQX8KKTu7Tc+hkGQwC4qqMkUITrufDcnyIYmh+LMKwPMRUMfK18hnDyYk6DMtDrWmfUni1He451ZaOIZtU4Xg+6pqF9gwXpVhUT5BH+XiuP014DSPAXM+HaXvReaw2LZRqJhRZjFLqhiabODpcQVyV0NOWgABuOC5LAk8xDdpc02ykkyoEAD1tCRwVBYiSMKuSoiyLaM/EkIzLOD5aw6aVDKWaiYmyjiuCNLxWz5vWdEUeucSjsRzXh+V4SMZEJFSeppRNq8imVHi+j1gg7oaf96eyvni6sCggl1Yhi9yTrFq3UWma2LQqF0WGcI9nhskyF9C44fzUuA8rwumWi1RSQaVm8OIHAU7Lv8PKjL86OIlG4EHV3Z4IIpD4PtsyMTRNBz25BE5ONNDQbZi2i6GJBm7csSKKaDMsD88czWNNdxqqLPJIIfDIvVXtCQwXmnOmV4aEEX2Ox9AMosX6R+vobktAFAQk4hKEQE/RTRfluskrAooCF8dahKKOTAyqLHJPK9tDtWmiodkYK+nwg3THatPGeEmHIksYzjemVdDj55ZF6Z5GkCrYkY1hy+ocDg9VeEVHCDhRrMFyuMl8ezaGockGhvNN2I6Huu6guy3Bq67pNjyPV3JjQaomMP15EAqituNhYKKBtpQKSQwiKmeIdqos4prNXXjq8CQUWUKxyiPMtq5tmyY8AcDanunzmfA7Y6qEVEzBYLXORZaWtoSm4j3tCcRUCX3DNXg+Q08wPlyPQQC/7ks1A0OTdZwYayAek8AYgySKaGgOjo9UIUDA9Tt6phWa8ALhTJXFQGA14Po+0gkZsiSgWDOgyhKKVQPVhoUr1/OFn9boIifwtMqkZFy5rh2HBsvRWJpJWyYOoUVwDgXk3o4kKg0LxZoJ2/Vgu14Qaemi3DDR1CxkkwqScSWqkpiv6FFlPwYetVqu8+v0VIU6ZkJpdwRxGWLaHsZKGopVE//0vYNoGg5uvnoFfnFgHLWmjTXdaZ5P7vv4wgOH8Iv948imVHz8PbtJeLoABEHAf3rDlejtSMJ2/ehZ9pffeP6sb8oEQRCtNHQbzx4rYDjfRLluYbzIvZLaMiogAJtXZ+G4PjdRDl5Oe9sSwYR8alW7UrcxXtKw/0QpSkmYaWwaVyV05eJIB6H/4QQ5FLCahoNizYwmA08dzqNvlKeVjBQ1rO5OI5dSo787HouEp1rTRv9oHWu60tFEutV0N6ZKiKsyBAgo1KbSm8J92a6Hhj5VfasjF0Nnlptbr+5OBea1XEjSTRcjBQ16YMTLfL6ftT3cSyoZV7C2h7cj7LPxkoZ//3EfXugv4+REA/tPlNCRjvE2CnyVviMzlXIYzofGSzqaugNZFpGIy1BlEUOTTbjBZKs9w6Nrfr53lFe18wHT8eExPoGTJAGFio7RQhMDEw14wao4wCfRkxUDiizBcfxIHGRBlEtNs6dVoGKMV4EDgI5sDJrlwrA8OA4voS0E/WnaHmRZACAgFVeilBDH8+B4PiAAG1ZmsaozBd3k3kqSxCN/ynUz8uDqziWQS6uoNW0kEzJWdCZx7eYu+IxhtNhEXXewrjuNmCLy6A0AwwUtinbYtaULV2+aSu9nLTE/6aSKbFKBqkiRCJpLq0jHFTgOF9Dqmg3H9ZFJqGgaDjTTjVbrdYsb5PJoCAcQBBRrJlq9qquBYNrQbTR0h6dgufw6SMTkqLJioWJEbQhFBNfzcXiwEnjF8PQkw3ThMz7Wu9oSEMAF0P7ReuRRNFnm5e7bgqiVcJ+e72Pf8SKeP16IovsqDZ5WtqIjiSvWtcF2PLSlVazvzWBgvI5fHhhvSVMU0NsxNZ63rMkhEZMwXtIgCEBnNsajjjw/SrFzXJ6G2pmLIxHji5GDEw2Ml7j3jeW4ODhQjqKFWsd9XbN5hEXwC1Hkhs6MMZ5Gl1BQqvHKf9kgTUxRxOhdKK5IyAY+QbrpYnC8zk2og7TgcsPEeIkbgRu2i5giobcjrBSHKGWvqTstQi8XzeKqBMvyIAlCFM0pCAKySRW7t3ZiVWcScVXC0EQT+0+UYAeGyglV4mKnyAW1jkwcSVWGbrlwPT8S7xuGG10DAFANIvdGCnxhIDyujkwsih60HG9WsblwtF+3rRs3bO8FGEPDtGEFApgSRPblUmp0b6s2uDH2RFmPhO6aZuGFkzyN0ff5fVWEgJFCI9qWBe0NRYjwGhVFgV/zmBIGRwtNFGtmlLpoWC6YP3XuZUnA9vXt2LmpE7WmjUrQprGSBsf1kYjJ6GlLQLecaH/hfTJMgQ7Pe/hvWeTppJIkQjMcFKoGHC+Izm0NIg1Ey7Z08IxKyPB8HwdOzF2FVWoRXSoN/vx0XB9re9IwbBcN3Yl8AQGgb6SGSt1CtWnhmSN5jOSbcIPoWi4+eujIxqDIvL3DBQ3PHC1EohdjfJFnKN+AZrkYLTWnpUPHVe7DpVsu8lUDhsmjMyVRwJHhGgo1M0rDbegORvLNwMfLge8z5ILjNiwXQ5NNHB6oTivk0UrYR35LBFUyriARRBsO55to6A4SMRkCgF8emORRe4xXI31hsIK67sBxPeimi1LNwInx+lRFP8afURC4gfrZQpFPBHEZkojJ+Ni7d+Nv/99+HB6sYtuaHEaLGgpVE7u2dOGuW68EAPyf/ziIZ48W0J6J4Z53755m+kmcH4mYjLvv3Ik//7/PRKvJuunim48cx7tfQ+l3BEGcG9FqvcBf+pNxJaqO1jQcuB5Phcim1EgsOniyAlURccW6dgxO1IEKnxxqhgvDdCAFE6Km6aALwYSOcd+KI4NViGID29byUP72TCzyG0knFPS2J6NUKNv1okmYIHOhrNq0uNGtz1dnV7QnoZkupGASxX00HNi2j5pmRxFO1aaF7lwCY0UtSN3itK72mrYX+RMNjjdg2B7WdKeC1BQuRAzlm9BMBzFVjOZ6odmz6zHYNjeOzSRVZJNeVJJbM12k4grMwJw9GZMxWeWV2YpVE+u3ZbGyM4UjQxWeRtFyjkJvnK5sAnXN5pNSgUESBWxbmwPzGX763CjqQZW9fFVHvenwFDdFxFhJR9OYQEcmhlxahevyCm5Nw4Eo8NSRNb3pyGA8jCyaCWuRb2pNC3ZQ3SmXimF1VwqFmglVFnl6R0JBqcbTYcKZkWFxI2ffY3j2SAE7N3VADM6bKIReIT7qGpDLCDgyVIHt+hBFAd1tCSRi3H/LDLx9GroDCMD+EyWU6yZSCQUnJxroSMeQTsqwXG78m1BlGMGEO+zYeEzilQqbGjIJJfK/KtVNPHesCAi8DHvDcLB5TRZiEIFju9wk2nEZUgkJ3W1xuB5PweNV6biJ9kRJhwBu6B4GfiiyiNYK8A3DxkjehqKISMeVaSk8Y0UNNY0LT/yaYPx6CrzAdNNFpWHCtD1MlAx0ZOMQRC5MhekzvBIdv5aaBi+BnkkqU9GIQX94HsPzx4u8GmQQ7VhpcEP/9jSPHOvMxnH1po5ZC12O5yMZl7F1bRsauoOm6UTRT6H59Ui+GVSbFGHaPkaLGrJJFYcHK+jIxqN03lRCjoTjsCCBLIk8VSnoXxZcp2E6rCzxAgDFmol0UuERTxAQU6VIyJMlEbrpYuPKLNozMbAg9appOJgs69i5sRO2ywXH9SsycD0/qJYJQJjyDUolZBRrUz+HQiRjPFKFm72ryKS8SICPqxI8j2+ryiI6conISJpHDGmIqzJqTTvwMBMQVyUe4RdVCZvqb89jUXSNz1jkv2PZbhDVxqNqJFEIIlg91DQLkihgb18RluMhneBjQAuilHSTm0lnkyrigWeZKvP0r2rTxvb1bcimVBwaKOPkOD9Xrf3LGBduw4IMTY+nVdkuT3uUBAEupoQd0/ZgRG3l6b65lIrV3SmMlzUIAo+4SiczMG0PTdNBJoi+dDw/6HcWCc6Oyw3EC1UDcVXCyYk66rqNbFLl6WCSAFnmkWwCAMv1edqZ5yOdUGDZPLIw9HsyLL7ADgAJVYbr+qjpdiR2AQgif3k/+4xh33Het6WgSuCKjiRcr8VjDvx8hL5u4eJNrWnDtDw0TBttZgwxVcTqzhQX7BhQrhnwvDh2be2KBNHw2hUEXtmvNe0upkiBGMQ3Mx0PbakYknEFrutjaKLBKxs2THRm45BlLnju7y/hirXtkWDtBUKU5/voyMZQ06zAt4ynMMYVnjq5aVUWuulEQmlclYLI3KlrI0x3Da+b6BB8fgxDk00UagakGdF7renBmuHMXVZxDkh8IojLiPGShu62BGRJxPd/NYjDg1V05WKIqTKOnShh48osPvDmqyKzxk2rshicaOCed+9Gd1tikVt/+bC2J4273ngl/vF7h6LfPX+8iF979dY5yy8TBEGcitCjIZdSo4pCEyUdosC9ZCzbw9qeNE+XSsgYK+p44UQZYpCiFE5GxWCyk0mpUVpwODkAplINGBhsm6/0M4bI80SReaqYIPIX1nDiVdN4VbiVnUnIgV+U5wOu56Fh2LAdDwcD8/Cbr16JFR1JvqJcaML1PGxalYXvMxweqKBQM9CVjaPWrKNvpMqjAQIMy8XJ8Rpsh5sQux5PDRmYqCMXRCuEK/iiwIUPx+N+FtWmhZF8E7IswHLdyMDXtl2kAx8LgEcnTKtWFfzT9Rgmqzo0y0GxbqK3bcrHCuAv+8eGa6jrNizHQyapROkmh0820JWLY1V3CqmEglRcjryvPI8hEVOwoiMB3wcUha+m15o2tq7JYaKsY2VnCookYjQop51NqlAkcZbIoJsunjmSjybOpRqf0AoCMFLkglw2pXLfqwQXAfJBtbh4MKGJqxIEcCP446M1ZFMqEjEJibjEhTvXg+8DHVkFnu9jYFJHVzYGzXTRN8Ir5aXiCo/MS/MKdIokIpdUowgQ5vtoy6hY251G/1gNL5woo6ctAUWZSp/k/+Am6k3dgQAgXzawuisFx/FQaZpIByXQVZlXpao1bYgSor6JqRKyqRhsh5cjX9WZRDbFqxI6gWCWSfL2OcFkF0BUDr7SMKPIwMmyDgaGjkw8iBzjY2h4solKwwp8s7hHje/xyLKYKgUl3E3opoNS3URd59FnluMjk+Q+RMOTGsp1M4o6b/V/EgJvsBdOlhBTZazpTmGs1IQAAe2ZWJASZaCh27BcH4OTTWxayVP8HZeXeVdkEfkKj1iQZREr2pPoaY8H1wn3uwo9YvIGT6tsz8R4OmWLqlJtWGgaNjoyccRUCbIo8PS6wGDf9RicQNTKphQMTTSizzd1J6oqlozxlM7WKMJkXIaq8lRTxhh62nik1/5+HiE3VmqiptmoNmys7k6joXED9lggHIWeV+t6MlAkbiY9VtDgODyqJBHj0TGu60M3HDQNB5WGhbZ0DH4QNdXQLRwfrSNbNdCZTWDDygwG803UtTCV2IfSWu3S54uNiiTC8314vg9JFHn6XFBJrX+0jkyQqjleNlCoGvB9fi9n4JP7wckGDg2Uo/Qy2/GQ6UyiadioNiwkYnIg5HKxJpeKYeOqLHJJFc/1FXj6qO2jyrj4rpsuRIm3I7y3uT6v5mZYLuyEB8N0cWyoiqbp4LptXWi55IJjY5HQ47i8QqgocpEwm1RRqBroG6kiGVeCqDE3EnEsmws8sihEkV6SJEJgXAQfnGzAtDwIALraptLBFEmEKvMKlZWmDUnknmmCIACMp3cBiES7fcdL8Dx+H28aDtqzMTx1KI+Gzj36RosaZEnEaFHD6q7U1DPP85GIy6gERuJWcK2G10s2qaKu21y8kXk6qyzxKpgsxdPdu1YlMFk1MFHWIUsCqk0Tmm5DksUoTTmmSuhVk7jpKl4ZM7xbhx5nMUUKFheEIFqSLxa4nh9UDOULBys7UujIcYFZM1uMxBlDXJFQ1308fSSPWsNCpWHzKD2XgSm8MqAs8cjPUBwUBe4XqArcN8sOhDvX85FLqqjUecRbb0cSOze2I5tUeSQWA05ONMDAI4jDBR2A+z5VzmFuQ+ITQVwmjOSbuO8rz2FdbxovvWYlHnh8EDFVwvb1HXhs/zi62+L4w7dfE3lHAMAbb1iPV+xaHSnpxPxx41UrMFbS8MDjgxAAFKomnj6Sx/Xbe8/4WYIgCCCogmR5GBhvwAfDppUZbtwtiXBcbs56aLCCtd0pdGRiqGk2vGCikU2qKDdMlGsmhOBFHsA0s+Eopc3xcHS4ikqDez+YLheOKnULdY1H9ciiCEkSMFbQ0J6OY+vaHFZ38eiEpuEEpsgCcqkYetp56t7GVRkMjDWi75sMKiL1j9UCMYO/knu+DzMwmPU8H7rloFTjIgiPvFFQbVooVHn0jAwJmZQSGSxbtgdVlmA53Cw8k1BgBfuuNCzEVAljxSYyKRUNnVdqc1w/8sUBuFDn+wySICKuStiwIoNnjuYBAKu7k4H5NeMl2z0fkiBCCgK0LNvDRFnDybEaFEUK/BSBfX1FwPeRisvwXF5Rq67bUVW5REwOoiQEyDKgNR0oEo8SGZpsQpIErOhMRpXrgBafHJdX2gtLjnMha+pZHkV2KBJPi9DtKB2oods4OjQ1kSnWDKzsTOGGHb0wLBeHByvcODcwAZ4o6+BzSQGZlIxETMbwZBOO40Mz3WjyX2lYOHiyxMVAiac8HRup4bpt3VCPFbjACR5hMVrScWyYT2AHJxtRRF0yrmDbmrag4hyilBQfDEeHa6hrNlIJGbl0DKbtQRJdHB2qQjddxFQRuVQMHZl4IBB5KFQNXmbe8bAyHcN4UUdnLhZFGAmCDUnjIp3r8gmfZjooNabSSHIpBbY7FVX2/PEiREFA03BQ122023xyGAwP+IzvIxWX0NB5KqAicxPycPxVmhb8MW5O7foeOnPxIHXQwcrOJJJxJfKVmazwaIy13WkIEFBpWFjZmQJjwEhBizyDhvMNxBQJtSb3A3NcH525OFZ3pjFe1FGqGdBMByNFDW+6eSMEUUDD4MKQEaTPcM8aAXZglAwA3e0JNA0e6RSKPooiYlV3CiP5ZlBVL/TnCQylBQEAQ2cuhlrTRrnBq4Wl4gqSCT7ZHy9pyKZUFKu8YlxN42mQTnCtuJ4PSRS4B01QfXF4soG6Zkdipc+4CP3cyRIGxutBJKgNWZHgOl4Urcb7iqfZuR5DrkV0rgUphKbtI5NU0IcaTozXYFgOMkkVvs+NqbMpNeqXatPEWJFXICzWeDXB9T0ZFOsm6poTRb4l4xJPWbVdqLKEasPiaXRxGbrl4JkjeW6uDh5R1d2WQE2zoZtTptGePxWhs6KTR555bCp6xmc+qg0HuXQM2XSM96HnR9469aYNy/GhKiJMx4Ms8Yqm/B7oROOaBaFkrTpCuWGhqbuRqC0gELMavFJjTJH5osUMXyY38DUKo3GyKQUduRhMx4UkitjW3cajgMIUPMtDTJFg2ly8d11+LuqaDbclylOSBLgWr0Aaj8nIJlUU6yYcx8d4WYui4vIVA+2B/1VMlXDVhg48eWgSEyUdK7sSaOguOnPxKC1PD4pGdOXiUIPiAqoiRqJvsc6NvBOqjMcPTqDSMKFIXJyybB/5momVQfZImBpn2R6auoNKw0QluB9LkoC2dIwLpz6DJPKUcsP0IEp8YaAtiGb0fd5/WpDunk2pqASCuB+Eqbmeh2rDioReAUAyzp9BgoCoEuNkxYAQ9LOiO0gnVMRVXsGWm727PPU0JqNUN1GsGVHU9dqeNI8MrPDUyY5sHFeua8f3fnmS3zc9Blki8Ykglh2pBPcQaEvH8K/fPwIBwAfuuAq9HQmMFDT8zh07oMgi/uLrz+N1L16LazZ3AQAJTwvInS/bhLGijueOFdCeUVGsGnjq8CQJUARBnBW246FUN+D5PFJDD1aYGRgczw8mp3yCf2S4hoZuY2VnEmIQwaQZLuqaA48x5FIx+D5DpW5CVaRg5ZK/XA5MNFBtWBicaMByfIA5ODFaR6VuIR6To/SQsCjSaLGJrWtyKNe5P4Tp8MpkosAnWZkkn6Q9dWgSmsnLpIeT2hXtPN1BVaSoXLjr8bQMUQBqhgNVlqBIIo4OV6FIfMJUa9oYK2hY05NGTJGihZQps2EblaYFz+OpYZmkCtvxggguxl+2FRltPTG4ro984GMkCDxqSBIFyDIXnjKiip62BG+XyFfsKw0L1QZPx2M+g808SD4X9cL0GjEQlTJJFfmyATWmQLNcHB4oB9W5jKhvOrKxKMopGZORiivoG6lFaRma6UIQgBOjdcRVCSN57sMzWTH4BE4QkcvEoQWVuq7e2IEDJ8vR2FFkCa5ug4ELVbLEI7VC/45UQonMbweDiomhCJCMy1AVITrnofijKiLaUlzkVGURssSP33F9aKYDUVAwUtB41cDAzLtYM1BrWty8vWGhuy0B2/WgBylpoZFtsW7g2DBP81rZmQqiQ7h/UGhUDPBonfW9GWxf34EfFAcBTJUlDyf9a3vTYAyYKOtIxmR0ZONIqDL6x+oo101MVHT0tCV42g9jEIXA0BxCFA0xWmjCsV2s7ExCEEU0dQOCMCVYZFO8KlYYXZiIycilGTeD120Uqya2rs1htKDDcrj/EAOCynsiYoqEsZLOo3GsqagM2/bxwskytgQVrASRp7tyvzU+oa40rMijLa5IEGLcl4hHu/FjdD0fpboJj/Fz47geJisGknE+vh7bN4Yr1rUhEZNhO9zry/f4PcPzeMRUGJ2US6lRlcUQJxBjx4oaLNuHLIvwGIuq0gE84iUZlzE00Yw+x8DN6V2fp1KdGKtjcKKORjAhDiPQPJ+h2rSRjitRKhS/J/qRFxHARddSw0ShaqCq8e0BHqXjOt40IUW3vSgVT7McJOIyfM9HLC7zyXcg/nW3JYLKfrwIQW97EqW6Cdv1MVbUsbIrieOjvDCAZXvQDQeaaUPTHfS0J6LqjUP5JnJpfr+paTZiihSlzcUUCeMlPjYMywtSW3mkW6OlomdHRoXPhMhjiG/vIqFKU1VARREMHiRRwBVrc+jKxtE/XkM1EFDFwMxdAII0ORdrumLcCyu4/zYNB9Wmha5cApLIx6fleADjX9I0HIwU+PEwBGb4dRM1zUEyJkXnQ5J4mm49qoDIYNseelbnsGlVDoblYmC8jpPjvICFGnh5uR6/X/D7jwIEY6uhV5GKK+hujyOT5BGT+aoBOxDkw0qAuuVgvOgHUUxckCw3zMi0PYxYMx1u6K8qIno7Ejg5VofsCgBj6GqLc2GOceGzPRND03AwWtCianGO66FYM7lQHRMgOPy6LdUMZJNK5PnUlYvj0GAZjx0Yw+5t3XBdfo2IgsBTs8HQ256ALAvQLReiCHSkY2A+g2G7SMZl5Cs68hUjSqk3TDeKfmIM/FmuSljdncZoockXCARANz14PhBXLCTjfJHG9/k1zRjQlubicialolDh0Yam7cH1eSXBuMrT5rUgQnBgvI7u9gSSMRnlmol8lVdzLNQMZJNqJHCdLTTrJIjLhPZMDL/3ph34X197Ho7H8LZbNmHXVi4w/clvvAiCIOCZI3kcGqjAtD3s3NR52uobxIUjCgJ+5/Yd+B9ffhZD+Sbu//kJADx/fvv6jjN8miCI5Q4DYNt89V8UhCB1wptKgRN46oLleBjOa5Gg0dOeCKIhuGjlBZ43w4UmdMtFT1scHbk4DFvG04cnMV7WUa6bMCy+8ms5HhimzGnDSISQsKT1aFHjJs+uD8dlWNGhoiuXiJ4tmulEHk3hhL5YN7BpZRYN3Zla4WV88hMaFjd0B6m4jFojrCzn8vQOy+G+HgIiI2/GWJQ2oZlOENnFRRVJEiFLXCRZ2ZXCzo0dODJYgQCgLR0L0mMc7lcBPjGTJQFduQROjteRiitc9CpqWN2dQqFi8MpSAmCYDmzXRy6loisXRzYpBRPUoLJcSkFXewrDE3xluq45MGwu+piWi6bBV5lFUcB4SYckCJF/UntajSKKeCqOD9v1IEliZP7ellaDsuncvDY0ltcMFxNlDS+6ogs/f34M5bqFRIz7f+gGj3rxfYZkUNa7WDVRrJko1Q3opgPb8dDUeH90ZHl6mSJzTx7D9pCIOXAc3k7D9JBOipHJsMd86LqH0SL3NoopIrbubgvERQEe46v4R4eqyCSUyL8ojOwYK2mQJD7xtV0/iPBzMVrgYzudUCEI3OclGZOj6mbhvx3XhyxJAAMahgNJEqEoYhS1AQGwXR9SkJo3HPiDaaYD3wfSSRmJmBRFmTiB71YmqcIPUp94tIIA1/WwZU2OC40VHfWgz/zQvBnc70USeTVBFwALjjOhykgluKiiKmKUTitLYpRyY1h8kiyKwKquJA6drGAo38TG1VlsEgVopotS3YLtedA0B4okQRT4RJhHzKWjyCXb5WJsIsYjS8JS8I/9/9n783Db8ru8D/ysedzzPuOd61bdGlQqqaQSEgKM2wNq28DjgThxm7gdGw9Nx+DhSXe7O2n7cRsPIaHxgJ04jweSEHBbGLdjY3CDjREgkEBDSaWahzud+ex5zVP/8f2tdW8BaRTbTUlwvjxQ3OHcs8/aa629fu/vfT/vZw8IPIvL2yGzVUZeliw3BUla4lji/oiSgkA1HEapnA+BY5FkFWlW4tpyDuuyfqeqxc3VNPKzttf/cpODJj9PXtTsTgWOPl9lpIXwc6KsoK9EglfvLYV3VdcYymK4O/a7iGAbO7VNnXvHG5abnJNZzMa1xAWoFuIPp2gtQ2MUiujSui7RRBCs13IPGoQ2NCKiNIqttjf1yQqB/3uOQaTuGWfLtIv7tjHbYeh0kTV4INIErsUmybuShVb0ubLd43SR4LsmxaYSwLUSyCxTQ9c1KT7Q5Bo6OIu6TYgHz/AaZ4uE2SrFsSbsjn10Te/YTOdLOf4NrUNFzklD1wh9ETaP05LjWdLdkzXt7S5ZV91jT+YJL96ZUZXS6tZGe1tOXwtKb52kTS0tmZnaoLAtg+2Rx3JTUFY5UVoQeia6Jg6cqm6I0gLL0KhrrXPv1E3D9b0+gSvXfuCY2LbBctNGE0WstC2dYeiwiqSF743DFbcuD5itMu6eSGNhVlRc2+1zcBoLoN4xGPdcTEPnfJmSFSVxWnFwFhP6FklWkOTiThQ2oNltWEjrY0WaC7+uvaflZc1inZPaFVXZSNmBqSsnVNbdY7ZHHrsjmzSwOTyPWSU5uXJYraKia6O8NPU5nsd4jkHft9nEEj2NspLlJu3eM8cySfOq28AIPGk4zYsKzzG62PXAt3nzYKU2cuSeOVNOY1MxoO6drjlR96j1YU7oWfTU1711uGK2yjoQftM06F+k++lCfLqYi/kynk1S8GM/f5dv+KrrpHnF3/5/v8A6Lnj/41vM1xlFWWGZRrcL9dwT2/yRb3iKd18IT79q49gG3/4fvIe/9D/8QheD+IEff5X//A98oON+XMzFXMzF/HJj6BqaLkwIQ3/AGJqtU9ZJQdM0DEOHdVlQ1TWPXR5wbafP6/dX3cLTcw2KqFb12bKjO9/kxFnF6TwRpxN08N5VXJDlFTcv9YGYNKuYDjyOZw8adeK04HgeiTNGa50ZJZqm88bBktvHa67u9FjHBVtDl0A5N4qq5s7xhkptk7etXklWduycTVIKM8nQeeXugkHPURwl2f21TJ0kLVmshZGxM/FwbQND1ylrEdkKVRtd1yi4qvAtkqzgs2+ccXye4NgiSrSLY88xOF+JM+doFlPVdbfLfDyPubwdUjcN803GMLQVB0b4LsLA0XHV4j7LJe5VNRq7E2niu3e6VgKdz4kGy0ha1izToKYhVTGPSd8lcC2O5olqmJKvqeqma0xrF/YHZxvSvObqTsOPf/oeqyiXGJeK3ESpRKVazmOUl5iGhmGJeEkD477LqGfzmdfOeP61c4pKuDFRVvLktRHXd3vMVilRImJYmpVUtcDvu7gWIpzomiytdU0WjY3i6bxyb84yytHRSAtxaFSKRwQCIhZ3gsXn3zjn8nYojjXo3h8NOijNZ147Q9c1ZqsMTZMFnGnIQnDSdzldijPCsUR8TLKSVZxTqMiUr9x8DU3HL3PUOeTYJlFaMBm41JW4FVoeTF0Jb21/6nPvNGKumDx18wCMf7bMlHDRiLujEGaOYxsMeg7zVSouo66lTs7/oqhVc1dFktc4tsDTixKiNBWHm2vy8y+esj30eONgyXjg4pgGq6rANjWu7vTYGXksouztQHolYum6Rl1LLC4rJKqaZNL41bZV1XWD71nKaVnwufOI6cDj4CxWcdWYycCl51k8f09cKZe3AqKkUNdcrRhIIjzdPdmwiB5qx0pL1knJILDZGnis4ozj86jjJ2nAYpOj6xqBa2JawqmyLZ3FOmfYc+R6VwtdUzGd5Fg+eK6tlIDTHuc2lNQKka1A5DkmZ4uUfuCI6NM0nK9SgcHXDWlW8OlXTnnl7pLQN0myiripuH28Rtc0TheJuEl6NtsDn7KuO/Gova8GrsXZMuncQf3A5myZKjeSJvFi3WO+yruvNQyNsm44W2bEWSVifJSz2ORUVc35ImW+zrBMnWWcKeehxgtvnks5gHL0FaVqsKRhFDpUqimzVMdluRFRwXPkXGgF2TSvJJalGgO3hx6zVcZM8bSaBraGLhqwSaR50/dMciXStEJqllf4rglo/PDP3hZo+bkIZdOBy9Vtj37oqGivxqTvUGsamyjHdU18dYxpxH37k585YJUUPLLfZ38a4Nomg9AmSgpcB5JU3K6BZ5HlJZ9//ZzL04A3j1YsNzl5UXO+TLmkHFSOZUizYd/Bs025F+k6gSfCXaLij3FaUqnNANvUwRX4fF7U9AO9i+q9ebiirGqO1OelY5tEWdEJvltDj7yomG9yBoHFbJWyO55wacti0nf50U/cIS9qTCNjENrddWyZBvdPF+RFxTOPTsVprGs4hk6SVZS1CNYCtRcB8LHLA6ZDjyg5J1cOu8AVoa7jR2nI9aug8aX6PIuSQoR8Gs4WaSfMyjn49pZcUz2jfLFzIT5dzMV8Gc/f/+EX+fSrZ2iaxst35hyexzxxdcjBWcQvvHzK1tDjQ+/a5fbRqovZtfC7i/nVm1HP4U//h+/hO/77nyfOxKHwP/7Ll/mDv+2JCwD5xVzMxfwvTtPAm0dLdE3H0A2qqu52WHUddDTKWkChZW130aS2Ka3nWURxCTSEnkmoODetMFWrxWBZ1exPAw7OJEImC1UdS9dJqRiGFvO1gWMbeLaJa5uczEQIaaGs2kPqQNtSJQtYiUfoChx7vkwl+pVVHM1kl/3wPOqieYPAlt1fFatYbjIcy6Bof3a1eMhKafE6niWcLVLGPVkILdYSFVxuii6qaBgaL9+dc/t4RZ6rFjndepsr4nSRUlUNs2UqToha4nbi4JHIXAtor+tGNV/pzNcZn3rlVCCzloCJ60aanubrDNfScS2D6UCg4tOBJy1jmjhAArUwsy0T1zIwTZ1EOUAK1Sb4hbdmzDc5odvuMqOOc6mimRmv3l2opjyJss2jHGQtzSaVJqKeZ5EXsjuvafIzt1DqpoE4L7t4GI00sg17wkkSF0nDJhXnXNPAJtE6B0qSCdPGsQ3GA4fAM1UcThYmWV6iaRpaLa6zazshd042naMuLypefGtO4Jlc3g7FfaI+Hy1TV5D0poMqv3RnzqTvYpjCQIszEUINQ6euJfp4ZSfgtXvLztGW5VUnjJm6ptxAJtOBRPSqquH20YrAs5mOPELPwjYN7p9GD7GDagEERznHc+Eq5WUlle1Zia61fLWGxVr4VA2wPwm4f7YhySqKqmF75NP3LVZxweF5TOhZREnJbJUrFpgmDYXzlDvHK0DElbKqeP1giWubuLbBKsrRNTm+qzjvGC6eI99Xe6gB0TQ0JgOH0LfoeRY93+LgPO42xsqqJkpKbuz36Hu24kGJQKcrB1eDiIWXtwJGPYcsr1ioRb3ryHWzPfK5pwD5NFDXNYNAIqhNA0Uh0aXTZaIWzo2Cy5fEWUnTNASeTT+wOwfN7aM1USoOSIloPWjEHPVdru2EHM9iBqEjsSZ1kTzc3lVVtSpUqMnKmgBpTivKik2iWuo0aUe7fxaRPxTb03W5lgxDoyxFCLZMcRcFrsHV7R6744BX7s7VeyV/v67lnraOMtZJKdyoolL3IBXbrRs2D1XVi+hQEacVpquTFSIaz1YZaV5xfa+n3q+GvCg5msWkeY1paPQCmxfvzAGN/YnP2TLFsQz8niPCs64pvpE4GTUkgrbc5ASe1UUuTUNg9IFn4VoGnivxzNk6U1yz1tEkYsfB2QbbEgGrdf+0YP/AtaiqmqISV2gb87QtgwZ483BJlIjbbtx32aQltRIUQ0/KG/amPus4x1DQ88Um7xxEiYooD32HLI+7TYckq5hvMj7x4jF10yjXj7iWXru7JC8k7mboGsezpLsGpKHR4GyRYho6jiUOyjyvQHHNQKDcRVlzPItZRjm7E5/bx2spQ9CEEUYDL91ZYOoa+9OA3bHLGwdL+oHFKipYJwXu/SWubeDYsoHSIFHi7ZHPWBULxFlJksl5sI5zcWv1Xc6XCXeONx0D7WFHVdBFUB8SZWvZgMrLmtk6k8/ZvCLwLAxdZ50XlHXDs49v8dS1Ma/cXXROxlWUoz+0Zx66Vnd9hQ9Fo3+ludh2v5iL+TKe//A3P8YHntjm4GzDS3cWXJoGXY78yWsj3ndryl/9vk/xN37wc7x8Z/5Ov9xf17M3CfhTv/e9WOpD4GPPH/KPfuL1d/hVXczFXMyX9kiLlPAmNE7mCYtNxjoqqKuGvBS4blEKyPn1gyWv3lswW6VqAWeyPfJxLJPZOme5EaB3+wA5CGxqtROeq3hV3Ygb4PbRmtNl0nGGtkceX/uefebrjJN5TFnXjEJXHuYzqW8/WyZkKoJVKGBsoQCwi03WCQdH6kHfNDSSrOSTL56w3OQkmfBMsrzqhAuQB+amblhEGW8erYizUkWstA4Ye7KI8V2Tspbfdx5iolRVw+v3l+RFzSrKMM0WMlswHTzg2ri2ROp8x+Dmpb7AupHFSZKW3SK+UK4cTRN2RvvM3Tq5bFNna+gKYDzKaTT5C75r8ulXT4jTAtsUgHtRNhJd0lqwcsr5MmMd5+iaxqjncjJPiJKCupHFUdXUilUkO9izlYhI6kWpXX+pvTdN7W0V2K5j4DnSgNYKKvdPpU3Ms01xKai/f/90w4tvzTlZxKRKtHIsHdeWxr6qbrra8LqW2OIyyjlUTVNRUvCJLxyLqGbopHnZtdStk5J1lD9wc9F0zVnHCka+isWV4bvCKKsbuR6SXGKLzzw65rHLA8qqJk4LivJBVbimwXJTdK4YgdM/gAufLlOitODmpQGWqZPmFXFWdHGylpsGsjgPPYutoUfTaBydRxQKQP7m0ZplJO1cpuKlLDcCAG4XdDQCgG8aOlaZLFiLrt5ewMxNJ+LkhfBwNknRwacvbQWAWpgOXXZGHnFWYtsCtV5uct46XHH/dMO9kw3nS4Ff140IoWleMVUMHM8xefTy8G0uhvZaopHv0TYUrpMHVe2WIe/DciNsMMvUWUXilDlfZV3Dpa5rhJ7JoOfIMdC0LprVNt7NV+J29B1T2jt1ESyyXInOtiEx1kUsUPNKIrniDpLXk+YVX3jrnDeP1tLMaenYljioHo6NNernWEXChputEgWyboSRU4mw2bKtylLuQUUp7CxNk3uNiM5ax52a9B22xz4n85jX7i9YxwVRWrJY552wn5c166TsOFnHs7hzaM6WwpI6nomQOVDteC0HrKob4qRkHRUURYVni7Dp2QY9X9ozKyUQarrGtO+pQ9NwY6+Pobdistyv+oFN37dUQUNJlJacLBJMU0SurKgwdBFf1u19u6p543DFXIkVrqUrQaOh71viACqlTXDUc5TQVCv3YtMxr0LXYr5KyStxIMZpyeffPOd8Kc6aOCuJkpLxwMW29K797dJWwO446KJucSb3vKqW8yHN5f2LMonPbhJxlZoqLvzSnQVvHkr7YpyWrOKCt5RzTdM0GuUEXGyyzgmcF7WKbUsM21dstE0iLt3lJufO0VpaOataMZJKxRe0uLTlo2mQ5vJ7SV5SVDWffPGUdVywiXNc1yBwLfKi4niRsElK1RRqM+67JMoxVdYNn371lCgtWCciNrZcrkLxulqHVHsNZ0UlrMSHhNj2erl/uhHXqopZCzur7gDkVVXz2t0lh+cxbxyuyIqavKi5d7JR4H/590oVOUQTd3BevL2B9X9pLpxPF3MxX2azinIFGtTYHnrsjD3+2c/cZtRzeNeNMf/yk3eZDlx+59fc4K9836eZrzOefmTMDVW/ezHv3Ny8NOD/+Luf4a/9o8/SAD/yc3cIPYvf/qFr7/RLu5iLuZgvwakbWS6bht65D0CajsqqUUKANE8dz2WhoOvyd0NXCRBqt95WbqcGOJ4lqlnJJa9qNE1jHeUCWm0b6KoCDU214wg89qM/8TqH5zHD0GZ75KEbGkUBeSEModapAxJjun8WKbeWxIxcWyfwbGk1c0x2JwF3jteMeo6KujXEeYXvWIx6LnXddAvdrJB/o65ktd4uugxddrk3iTT2BG4LfdWwTauLbem6xEBMU4dMo6lb15begbcdWydOZXe/rBoCXxqDbMtAU2wTxzK6ivqqblRjmtYBoNFA03Tm6xTTMthscpYbg9CzWKwzorTsxIyqrlknOY7tdTyeKCm76E2clZzMEzRdomwL1RhGA1oj7JbQs7v3TBbEDUeKnQRtHK7pFqFtzbltGaCcRPDATeVaJqFXdW2EVdV04odu6ViGwWydMe5JY1y7KG8Xnyi3R1XVZEVNWpTd+5jltTSRmS6LdSaCyTIjUCJGUUq746v3l+JoyCr6gQ5ojPoO66hgGSnOSN3whbfmXNkOOZyJM6soa07nicR9iorN+QbTMMRhFDUs4wINiT01TcNauYY8x6QfWBKjVE6uo/OYOM2pA3EKbGJZPN8+kQVny2kqy5pVlPPY5SGbRBZzbavg5S2fpoZ7Z/I1SSYOLEfXO2EHRJDS0LooTFHURHEBExj3Hbgvf2+mBCyAVVKQKiaTOLR0TuZxpzPapggfjm3Q9yzunmyoG/Btk7QoSXNZRA8CW84p7UEU7c7JBseS4y7V8XJul3XTuTkcW9x8rXjYvu7WCSdAe2GT3dNbB5uG54gr5PbxGg1xomS58GgGgc35MiXNawyjUf//A6en3BMfuDsts43QCYvIUC6bvKiZDD1GoeJxxTmubXbRIwDLMKQlrZRft4B/ATxb3TXY98V9tVStkuuowHdNxn1xfaVFTbXOyHJxtfd8ceqUKCGtFFEjVtd9WdUUVUNT1ZwuEkLPxjI1slzg8miaMOgacc0XVUVdiyPm8nZAnEmMU9d0yqrCNA2u74a8dbRhnRQcziKBnFeymbA38TmeJyRZyWwtUPXTRYJpGFim1kVzi7IiL2qqKqXnm5Sq4S8r5PMhyzPOewmmeg/rpug4Z55jqNcjQt29kw2WKVG0iWIIbpsey03ebRzohsbZKiFJKyWKiQvwfJWwSQvFmJKiCRHnE3q+3M/tzMDQRYBzTYPXD1dUtdbdywrVWjkdOLiWyXyTdaLMw6D60LO4eyLxOE3dPzuhu27wHAPXfiCVLGNx+LUOn01Scu90QwPsjj2qWjZ8bl4a8MbhklS5+jQ0xRisus2YdQw9X3hi9842nTu0UQ6tQgmScVqxPfJAsf90vWG2yhj3MhGIDRF51e0eQxeubJyW3D5ek+ci6LetoW1U/GimOGPKnZbkEr8dhRJzn60zPvb8gbCibFOKJ+TDlmXLt/Mt+oHN1e2Qz7x2xhc7F+LTxVzMl9EcnG34c3/3Ezz72JTf91se42PPH/LPfuY2rm3wkQ9c4Qf+1WvYls7v+ppH+OsffZ4oLfmKJ7f5lq9/qotZXMw7O8/cnPAtX/8U/90/+wIgi7kbuz2evH4BIL+Yi7mYt4+uyeJH0zQ2Sd49XHu2QeiaTAYejqUTK2gytHXxYs3XdY35Omdv6ssCQde73ckW3PsVT24TJQUvvDnrALWtdd82ddK4UNGUlEx9zSC0cW2za5hLs4pBaDMIHFZxrhrnGpoa8lIWrnEqzpOhipR4jsnRecyHn96VXdXTDSeLFF2DTVJ3DIrAtagbcShYlo6l3EKmLvDgjVrM7E993jhYoWmaYs6AY+tsjYSxYeg613Z63D3Z4Fo6vdDuFsq6romohXxtUcJnXj1jOpB42WyVcfNSH8PQ2RmZGIbGK3cWVKrZa3voomlaJ7IIy0nYQstCYklRKi4DkMXyrMgY9mzFboqkUa5pOsi0sHlksV3mElFx1WK7bho2qThaiqImK8puIW6aOmlWMvSsjp/j2gIc72IRmixQqrohXmb0fBPfkcjlA8eZOHGSvOwiRJahd+dA4QswfNRzOVsmuJZOrZwGDVrXendlK+xWdiIgCGS6XUi2wpll6mhUOLY8q/iOQakaHZdRztkiYRy6nKqo6LAnUPb7p1Kv3kYiLVNnHRcYhjTYTQcOhqFTVDWrpMBUKoZAeGs+9copiRISs7ym71vCkMkk3rWOi074vHe26Z6lmqbB0DQV2xGuVMtKgYeiLorV1i66NV3Htw109Vq3Ri6jUHhDaV5hmhKvMg2duycbTEPj1tUBqyjv4jHbqo3tbJmQFzUbhPeTl5XAmJV7ZzpwSfOKT796hmMZNDS8dbRiscnZHXsso4LlJseyDELPZL6WRXtVNcRVhe8aAthHtfSp42ab8trOl2knNgNdBGqTlvQDi+u7PQX2blhuCnzX4PKWq2JE4kQSoLhOlJZybDUN19Ypq6aLWbbCUz9oo7JVB+4GEYwAFcONSYsKP7PYGbpkhXDJhqHNu26MqWk4WyQcnMUCC6dlR0mpQ1U15EXF1tBjOvAkJlYKS8y2dGktMzSubIe8dm8JTcMmFvGurOX4DUOb5SbHMDTipEDTdHxXhAzbNAi9VvTVGPcloto6n8qyBk25xgKbk0WMY4lLcmfs88KbkmJICxGgBqHdsXziVMSlQoG9X7m74PWDFfuTkLPFUhpQ05KibCjKEtsSkbSuRWhuHWVy/UgTaKNYgZ5q6auqhtk6RaONWku7mq5XZIWIHpqCvW+Skn4o4uzCz5VYIs7JvKy6zxnLFEh4Kzg3VOIYVULMm4crDF3crLZpqMY2G13XGfQsztc2c1VO4at4oGsbuI6Jbci/bShXnTTOyWfb8SzpRCc0+by1TIm3tz9rlpdUpYiqpq5T6jWOZVI3DUn6QMwsSrle0rzk1btz7p9G5KXcN3q+hesYnM6T7mcGlFhd02hQleKSTTJxDS6jTG0AyHEa9V0aUvW5Le/R6SIRMc7S8Yw2pmirspEHTti6ERbiIHSwLY2yajhbxGiaxtbI4/Aspm6EEei7Jp5jskkKNnHBOi7w3ZJJ34W31Y6I46tlWUkElS9qLsSni7mYL6PJi5q0qFhEOZ96+ZT//kde7hrVvvdHXgLgtz53he/90ZfIi5rf/L7L/L7f+tgFXPxLbL7y6V0c2+Bv/uPPAfDXPvo83/WffrWCMl7MxVzMxcjYlkGUikuhLGvKulYxHQE3ny4SdkYeRSFCQT+w8dRObVk37Aw98rImTgoGgThkSrXrDHC+zBiETueEqeqG9Uoe4ncnHrYl0ap+YKndU6Oz4B+eyyIvUw/6piErjiQrhblBQ1bUDHwLz5VYWeCbXTvS2TKhqmteeGuG7whrhEbcXu0C4cpWiKZpHM/jriobwHU0dE3nbJWJ8GLonC5SZI+5YRUV6Lo8ELeupqIohVfSNBiGhmOJUHA0iwE6Z4NriwOpbppOoGsQvonvGDR1w439PsPQFqeSEpQAVrEsONOiIooLDFM500xd8XiERSTunwcujbgUt5NpaAS+BTSdA6oBac7re9imToMA37NcILO2IY4hy5TXWVXixsrLunNz7E58dF3jZCbQaBoIXJPTRUo/ELj00TxmHRWsKbAsHVOX99J6yNnVIC6gtu0wzSoGgYNrm4pTJO1ktimLdHQYhE7H6/Fdi6KusTRUjLB5Gx9mZ+wBGpqOcuoJ7FhDWpx6voXvWlimuL7OlykLPRNeEgWOI26+KBVJIfQsHNsUsSMtxe3miChYlBVVrRElpTQKto4/JXhc3gp5/Z4cP9PQKBq5xkqECTNbZeRV3bmolptMINXqjJmtRHAchcLaMQ0D134g7pi6uH58x6Ioa85WqWr5qyiR13B4FrGtYPNJVnXtiJYp338VFWi6cuOpSJjvGXiWqcROaZs0dHGOJWnJWrGGhJ8kMdhikxElwjDrBzZ1XbNJSnGu5RL/a91J/cDGc01mq5TFJsNzLQLPxNA0srKW5jpgvha3yTqSWDCIeLnc5BycR4p1VLNJJLIUeha1KeKHxJ1ESNAAy9LxHYl3GYaOsxERdB3nWIZLVguLR95LuRbzsuZ8lTEMHSlEiAvOVymha7E0f2nUcGfkSatflJPmAqw2DJ35Jusa2wLPBE3DNHSOZ7FEm9Q9IvAsbHXd6Zour10lXquqxrbMLtK3SRrSosasBaK9jHLlMCxF/Aws+oFDlped69BzDG4fbVSBgloP5CXni0axo+R7DkOHKC3ZxDlN3bBJStZxzmQgInE7ArdviFXTozjPhCN2vswwjJZZJffR6dATR15adG7anm+T5CV5LvcE1xEoOjyAvy/WuSqCKFjFyl1b1WRFxajnYKomVxCXpmdD6+NsYfwAdS3Nf0lWqXt02bWjbg09TENX/KmGUc9nf+Lzyt0Ftm3gO5Y4kDTZnAk8E98VILlty2eE65idkNrzbQxdY7ZKidMK25L3Zm/iY2RyrAPXYr5OWW5EfDHUZ9A6lpisuL/EmWoaApUf9RyaRppf23tzkpX0XJvcFJfyMlJRuFyOwjB0eHR/wJtHwn1rmX2F2mSyLYGltyJYpYQnxzLYHrkSKS1r5puMJJUyjzSv8B2J6jqqmbB1hPqqObAtJWi/50oJkk0NoWeSq4bHpmk4/UUi9K80Fyudi7mYL6O5vtfnz/8nH+DwLOKv/+Dz1E3DH/4dT/LsrS3GqiXhR37uDlXd8Du/5gbf8OHrF0DrL9F5360t/ug3PsXf+adfIC9r/sL3fpK/+C0fvHCoXczFXEw3TSMizTB0GAYOUVZ09fIa4rRZx9KA9DBgt6pq5STQ5EG2kcalS1uBCFlVG12p+NzrM4pSnEsNDZouRhVN05itcvKyxndlMXT/dINtyy78MhJ+1MC3VGSgYthzcSyDJKu6uFum2DWGIUyMqhSBpF3cGro0+KyTAtvSFbRaGDzt965rVFxFiWeaLs6XpFA8FnlId0y9A6YDrKKC6cDp4jyHZxFRWuLZBklWKK6OiBwgzpx2MdmKRvJGwGyZEtkG20OPLBcQr2lIE9rpIhUgcQ3HswzPFhfRfCWMlOnAxXfMzkXS863u+3lO6woD1zZVixzsTwNO5gmWobGOCsahy7tujNmZpHz2tTPWibTh7YycbgGUqV1xkMietLlJFGOm2gTrWoScs2XKKsplsdHukqspiho/tEmLEtcyGfaUcFmJ+CkxDxHwTuZxF1WzTIkT7k8D7p1G1HUjLgNLx9BhFIqLbzJwWUY5pqFxrMQ/qSsXkLUiP4vTSsXYsrwSNo2BineabI88yrKhqCQmOPItqUzX9a4JbL7KOpHUNGShK1XwBpYpkTzPNXn17rJzaMWpOFl6gUXgmCw2ORvFR7E1OSfaaI+0QolIe7ZMhaWieFtpVpE54iQbBDbzVUqt4ndXd0I8xxQBTUGcW8ebnHINw55Lz7e4f7qhrqU0wLUN1rE0XZqGhqkLLH4d51zd6WEYGkfn4mTwHZOyqpkpZlE/sLGLimHgkLYNZuuM41nSnUMA13Z7aLSNmqiokbgYk6zCd+pOZLBNnTzXutbGSmjPlCoCWasI7CAUkc0wZOEuEVadJBfejO8anMzlOjINvWt4NAxxQc3X0ki323PxbIO3jtZKGNGwMDFNcS0NAmnkClxLxA7lPDmYRcw3wqtZxeIO0pW4rqn2SU3TME2DJqt47d6Scd992/24rhtMXWexyURwN3XIVZNhYOPZBllRqdckeIw0L1UBQc2o3+Pu8VraKqsaDZ2Ds1hg+GqhjwaPXhpwPEs6Fx0IXLyF4k8GjhKr9U789lyDQAmZqyhD1zVu7Pd562jN3dMNg1BEYjRUvLjsImimqdPzbXzXZBXnpLk4EF3H6FyT04FLnJYslEjvWKqcouXyVc3bOFu+Yq2ZhoZlmtKe5xhkWUWNnOemoVMajXIY5vR9aU3NlCvMNERQlfOlUSUSjTpeNas4J0oLxj2nEyo3qgX2bJmyjAoGwDou0DXoBbYIpcpluoqlwS0vKpJU4OOBZxN6InTeP4uUW1S1hSYFaVnhOQ66BpemIdd2dF66M+d8lZIXdVdq4NomWyOXuoZj5cxLs4T33JyyiNQmhYLdW6oZ0LVM4rRQx7DCMnVuXhqoTaemE+nitGQQivija8IjbK+V+SajruHGfo+qEjdipriEZV0rJ1VNlIoLbr6W+8mo54gbbB5jGjrTgcvpIu2ieu1/B77NMmrw1FqlLIUF9TBX6leai1XOxVzMl/i8cbDiR37uTvfrTVLwPT/0ecqq4T/6TY/yVe/eA+DVewt+7gvH1HXDH/jI43zjV924EJ6+xOdDT+3yxNUBILbxP/f3PkGWl7/CV13MxVzMr5dpAd2GLmJLC08uSnnwzAppjTMMWdC7tqGA1CI6FKXUL3uugaFrb4MLDwKboqhZRiJKzNcZm1i+l++YRMp2X5Syk5oXFYahYxt611jU820GgY2uCyz78FQarny3jeoIZ6JQ7KAkLTrAuYxEmc6WKa5tsD8JMJRAYBo6m6RksU7xXHFl5XmtFucNlqFT1g94RUlesjv20ZAd+dZlsI4FPtsCZVthbaPihNsjD8vQCT2zWzA5ts6T10a4liy+Lm0FioEDJ4uEl24vVMOSptxpBWVZS6scsgsui+b2fSpVDKIRtkop0QrLMAg9m76CDCd5ia5LK9t8nWEa0jYHIs589rUz3jxYUZQ1gWOyO/FwLIkBtrXfqEDSJn4Asy5LiUHKosjoWgBLBRUT6HDKZODQDywlyAmwe53kzJbiskmyir4SztpjvooLFY2Uv3++zFgpAHeSl7zw1qwDwK9UI9w6lvNABEp5TtGQOMgmLikUvD7NpakxcE2JDCWF4qUULDcZ04GL5xqd6FgoaK4IOfLvBgqgXpaNgqTLOQ+Nan5qsA2jc+Q9zI2hgUWUoWnS7OQ7EoWq6kacJo64R0olDBVKnFMpURRnG3jQ2Neynu4cb3jraM1cCU8Pj67L189XGS+9NZdWrLjg+l6fYeiwM/Z55tEJexO/g1jX6numaUmay31jthYujDhhClzLUPwyiQ3qht6Jre1omgi9tm107KpaCTSmOqbH8wRTiUhVLdGbZZShaxrDwKZUC+FaCZVy39LQdZ3zZdq5t1abAh0BkbduRRFHpSxgE+eAlA2kecVinfHGwVKcg4bWOTLjTAG+s7c/PyVZie9K65+4HCPeOFhztkhpaPAcq2t6BDhfZcRpwTKSyHKaKWHME9fSuO9iq+jXwVmMpUs7m6nrLDcCdA99m7JqsEyD2Srt3p8kL3nrYCnQ7rKm51kMQnE5pgpsrmmyMTnuu0rce7ilTFpNQYTlFlz/4GetOhG4rAQ+fn2n112rOuJWspQb82GtwNCFL2UZOpbRiqtNd60tNhmv3V92ESvTkCIEaLomuHamAw/XNghdS72P8jMIE67BMAWUvTP2VARQ4q3zdaaEr5JAucaKSiKTdVMTejaGoXFzf4BpiABYVRLLi9KS5Sbv3J4ni4RVXHTXWlk18vPE4gRcRUUn+Ge5RAFrBZ5vY8BFJYKLaeiMeg6OpaM+ejB0iewtNlknaFfq7/cCi6s7oZQYZCVx9kBAnPQdEbgck2HPwbYMLk17rOJcBDJd+HOTgUvgWXiOoYoJMnFVqeNfVk0XGW9FtEa90Y5qTC3KmsUm65xjqNduW+Kaqhu6zZB2AiXgzVcCgE/ykiSrFPi/xjEFRC9xZhFmdbUJIVxKvqi5cD5dzMV8CU9eVPyNH3yeZZRz81KfS2nFf/X9nyYrKr7xq66zSQu+71++jOuY/POP38Y0NP7oN7yL557Yfqdf+sV8kfOb33+V+6cvCSjyPOZP/82f5v/5bV+FbV7cni/mYi6mYdhzuL7b67g0IIvDYejilvJQmGYV457LKs45nMWKa/NgUWloOkezWKzxTdt4ZnYP4CALtVS13sR13bFxAO6fRhI9UlXrVdV0zhIRk+R7mao1rFSNeo5lEOcVloqUgDwstzEP2zJYxTnDwCFwFWciKRiqRW9V18RZg23qLDcFgStxogZZgBWVLNgMBYi1bYNR3xFIt6ZJQ1FZEWcScRj3HdVUpWErMUBTTpiikpasrKjR0BiEttSU2wa7E591XFDVTQezzsu6A4efLxOqmk7cmQwc7hxvOgFquZHGpuUm72I0u+MHcQzXNoV/UwkzR1xAIiq+dbjuHHBRKp8LWV5hmXL8sqLCUSLZMsrFdaLOk6ZpGIS2coA8iIjVahGSZFXHqXoYiG2ZegeffngMXWNr5HPneE1Z1UwGLkkqC/yqkvMQRChranF7bJQzqB/YymEjsTzXNilLcTz0fBvHNiAXh9b+1GfSd7l7vMFzTQU8VvBeTeI3eVlLk1sN842AgBebnPunUQfq3yQFjqVzbTfkeBZzeC4OBMMQkSpKBIY+6jkMQnF3JXmFpsOdw5VyodXqeEgL3UotYCUCKO9bUdQMpg5VLaJWqZrTfMfEMg3iNGO+SrFMHc812cR5txgHuR5t1Rqn6zDuufQCSzVL0TF0GhWnWcc5ayDJJYIU+lJ5fjwXF1lb8lbXDwS3Bjm2o77NKhJ3SKJaF1txryjl379/GqHr4ibcGnnUKkoZZ5Viyeni+qtqmvJBwQANb4uhShTQ4nyVqvPnAcA7L2scW9x5WV6j6dDzrK4hbq6Es6KsOzdYe11omqY4dDVo0PctorTANg0qr+6iqXkhIq7nGF07o+cYnaBuWzpxJhG0tkAgzR7Amcu6ph/asgFgaF3UzzSE4eS5JnVdczLPGYS2cLXUtZfl0hynKzZd23qnaeIk2xp6Kj6VEqXiJjIVZ6ll78k9TWe+FlfQqOeQlzWGDq5jqgilclI2IrDtjT2u7oTMVbnBILQEuh/aAhpX9/Vx3+l4WuO+S5wWnC5SAs9E1+Uccm2DRDUBJlmFRo6madzYH7Az8njjYImvRPvaahQvr8Z1zE74aRoReVsWWZZXSoCWe6GmnJFt/DbNK/a3bPKiZh1nwjSL5b1tBbeeb6s2UIkHL1UR0yB05HPJENi5rkFVizsn9My3tR/GiksmriiNPBfwduuyrOpGxcnl+pgbOsPAZq0+o7KiYrbKpMHSkr8D2ts4SOcraXiVOJvBySIlUdeQoWv0fGn+jFOJi/Z9W5zChTTeHc9i5uuM00UijqWqUZ8vbhcbN9XPmhU1kWJa+Y4IpFku/LW8qOkH4orbJMJ1clWz6YlynoaexW989jIv3pnzU589YB0XanNF6yLMcVqQmNI0mualCG6GlH+0TX9fzFysbi7mYr6Ex7YM/ug3PMUr95aM+w7/97/zM0RpyW95/2WubId8zw99HsPQuhvSn/jd774AV3+Zzfsf3+KZm2P+zWcO+J9+7FWSvOJP/vWf5jv/D19J4Nm/8j9wMRdzMb9mp24k1jJbp+JMSgqKqubxK0N2xj47I49/9vHb0jimOE6XpgHjnssbh0s2sYgurmNgW3on2vRNW8FcZeE2X2eUylnU801MQy3QmgZXCRy5issBXXQhV0wYELfGzf0Br95bkBc1visP+0VR4z60w7q/FVBWD6JxgWPS9y32pj6ff0Nguuuk6Pg2VdVQVfLvD0Ib3zO7BYNnm507ydA1NnEuO/eK4WNb8nMXCkhtKKdC2/izSQqStKQf2MSZPKQ3NFQ13Dlad06oN++viNICxzK5ealPnJbcOd4IVL2RxdulachbR2s0nS5y+PCslYujZbOYptHtGmeF8IjkOGqMB9Ls1rpwQHa746wUgUcDTX8Qu3RtoxMmi6omTisCz2SiHBSpEqjaxbWt6rybRvhYpqHRCwUQfft4Q1ULjNs0tI6hI+djIy6vqkbXdepaXF55KYB3EHBzXTVS8V2LkGKriM4wdDhbJqyiHMc2cWyjExZ6SgikEVaY55gdm2y+zjqQsbxuupr1toEQhCEVK+fDMHQ6kbVdFJmKRWWpuGQ7d443tDDd3XFAAxyeR50gaujy94tSAZMdee+2hh6LTU7alJytUhWL0VRUSQQM3zHFcZGV7E8DFusUyxSumGXqXJr6bJLyIVeJjqbiNGUlfDXbEkdKVct1k2QCOhZ+jSzoNY1O2OwHEiX0HIO8qMmVCHJtJ+TO6YaVik7N9QzQmA495fQpVTRNHEiBa/KV79olySteubvAssSp0qjz2TYNpkOXVSTut1WUUUYSi2pdKWlRqpitakazTbKyFSkMyrIm12qaWtxml7dDIuW4EdbUg/dpMnBEfFOgZk05xLrIoAbztUSxhj0HTb0XNBpNA/uTgKysOvHNNnV05W6R+JcS0XVNRE4NHFMnUuBrTZcoaENDXjacLhICJRLpGipaZtIPDDpwty5i6TB0JWLVCiie1bF5BoFNg8RJX3hzzv404JH9PrZh8Lk3zxkFFoOeg6FL5Hkd5yzjAt954CoLfRPHNqVUQkWWX7ozI81rJj2LLBNuYFpVGLrGjf2QgzNpejtfpp2Qr2sC6tc0jUZtItRKwClNOY73jtekWUXgm+R5rRhqrQNONg8krtm2vYHuaso1pIoZavlscxRHz1CNrnKvLMiLsrs3xFlJvUzJior5JufSNEDXdJJchG/HMgg8i00i94NQOXIlot50DXbthoFjG7iWXIOtOxTk9QxCm6Nz4Xn5rsk6EqGpBZy399o2ZiYbG+LqA8jSirOFOIfae8yo53RiZLuBYhg6vhJb0TT2J54IclmFrreQ84bFOsNzTcY9l7yQVk9XuZtsy2CTyP3ENDQM3VCRYtn0yMoK2zRY1zl5oXWxYtc2ubwdQtN0sP6tkSdtsMrN23ImARV71NCV2xHEWZtXFZ5hqriq9kVjQy7Ep4u5mC/Bma3SLmv+5PUxO2Ofv/J9n2K2yvjqZ/b4De/d5zv+h18A4A/9tif5+BeO+D2/4SbXdnvv5Mu+mH/LsUyD3/LcFTTg+37sVdK84s98z8/wl/7oh34Jc+BiLuZifv2MrtGJA55jSaQukcX56TKhrBqu7oQk7cOsss0fzSLFWRJeTlHUREh9t++Z1A0cz2NVpS18prbwIMlrAlcgprOVQMwHgc2dkw1FKYvhWsVgWjHKtuSB17H17gF/d+ILoLmsFWhVFnB11XRpEoF/C2RKnFEicAWOAMoHga0cA0kXARqGDrkSvKJEmB2+gr8meckwcCSGoAQKxzZERHLk29aNRAhz5X5YxSLotQtky9Kpq4ZVXKLrpapnF2GqrArePFixPw2USyknTjVC3+7A1Ks4fwhc+0AYkD83uLzV6zqDZNFkkuVlt4P8nkcnxFnFS7fnXQRPwNmy2Oh5cDQTOLgOKtaDakmi43k1SEuc7xg4pqHidQV1IwLVOi7YGsnnS1ZUXdRvpb4m8CyBclcP1CfTkGZFkAV6XdfUTSPOluYBJyuvxEWgNxL/EQ5JzaVpgKHTOeWu7/WZrSQK6XsiRlWq9e1smbI/CThXok4LiRfHF6S5iEyG/qAxrKobdEOEOQ1phfQckzcP1yKm6RquZ3UuFl3xzVpIOpqmgOC1HHPLIFaLdkv9ear+HZAWxN2x1zl7dNUspesam0jOQdPUyRXXpedbjHsOB2cR6zinrCT+0kDnFgRIs5LQFYHXU5GXVVrw2sGSvbGPpsH9k4ikqBgGNpYlUcNBaDAKHRrE9eS7JofnEaahdyJIppxDmi5CZ17ULDc5tqUzCGzyUs6FphGn1GsHS0LXIs5KcROVIibUtYgtljpv2+Mj4gIdc06PhS3XzjIS15dj6eiaLmwyFVHsBTbbI49XNzmjvghNuqZ1x9W1Jf5mW3Ke1LWcZ2leyevJKlybB+2Mpq5g1Bov3l5QVjWeLWLgJi25c7Jhf+IzX+eqdEEcbnkl7h3L1JmtczIFeUZdO2Wl3FgKzOw5BoFrMwgsDs/jzjFiKOdcWdXYSiDQNK2rsl/HOY6KiYKIh5em4qC6vBXyU5875GyZoGsaV3dDFpuC0DNVu6MAx4UBJjHEvUnA1tDlnnKq5grIvU6E6eM5Jqu4EKaTpVNVApYHOqfbuC9thJECkdc1nYtV7oENoWfj2jq7I184Z61I4dnK6WN1BRZN0zAdeEz6DndPI3FmqtjY1R0plDhbyvWjaRrDUPhNc3VNgYglLfOobqTlsY1yN8pV1d5zNU02NBy7dYXqHTesPa93Jz7XdkI+98YM2xZXptHFDeW9DzwTDY2TubC3Fpuc7bGnij8acWuqjZlxz6GsZSOm51vd9awp91jomawiOcdGoaviw2X3erZHHld3epzMYhabFWlWirsrKbCVI8xzDMY9h9NlSlaUhIFHz7ewDK27n4Jca1op9/RR6KJpcL4S51Qbs0vzEtcyWCc5mgZbQ5ff8J59fMdkts4IlJhomiI6xqlELzUN3n9ri6KsefXuglR9NhqaRvO/gvJywXy6mIv5EptfePmE/8t/+3F+6vlDQD6ov/MHPsPZMuUr373H7/stj/HXf/BzZHnF13/4Gl/59C5/+ve+90J4+jKfsqp5+e6isx7nZc2f/Ts/y92T9Tv8yi7mYi7mnZoGeVDcJCWOJbuyji217mlaEacFoWfhK75RU0NWCuD4fJmyjnO1wCjQdZ1RT+JNpRIs2ggRiFAjzT+yKNU1gbrWjdQ8mwqKatuyc6yrhbpri/PoypZ8Bum6uGXSTPhFhqFj6Dp7k4Bx32GTFFSVRKZaN8R8nTFfZ2i6xN2u7vYIPbP7s+VGIjTnq5TjWawiauLM8V2JzKyTQjmqtC5e0fMtkrQizUVoOlkmnMyTrqlN7rcieGWFtHm1ohWIo1jEKllcCRNI3D+6LiKHrkud+iLKKKuaKJHYjueYWJZU1VuGzt7E57ErA0Z9h6KsWEQZ56tUYjCaLOAnCkyeZiWPXxl2IN04Kzrnj21JPNA0NQy1yz0I7S5q5dkGtq3LwqyRhaJhaqzijCgpZVGhgLvLjUSoWsZO4IlbRhx3Wnc8peXMUovphkHgcOvqEN+1SLIKQ7l02n9ja+jxFU/t8MzNCe97bIuBb5Fk4u7ZHvlMBy6Xt0K++uk9nrg2RNM0Ds9iZiuJOcZZQZpVxJk4asZ9h+nAZWvosTf1GfddaZHSNWHOGBIDcywD2zSZ9BxcR5q/0kxg420EqhV4Rj2bnZHP1tCjH9i0GlsbrTIMXRxEipEl4qGKRel0Ys4iysiKunPnBZ7VOQ5BFrO2abA39YkSATavYrlue77FYiOtcIErAPW8EG7NTMVap0O3i1GuNgWrSMSDBhFfyqrpHHBV1XTxtenAYXvk8cilvrxvtbjctgYeg1BaMVsxR5opK3XvkNYry5T7zHwlrkhdk2NTlrVAxRE2WlmJwGao80jOfUPcfYrbVla1in9pnUPPsUwGoYWh6+KavNTHtQzOlim6BqYukdabl/pSLpAWRAom7Tvi6rOVe8U0dCYDRzHLbAaBw0gxaVIVoUrzkkSJ1q2jLMsr7p5ELKOsE4TbNkJdseqyosTUNfV+g+9aXbTWd83O+TkMpYlRwM8i1pS1cIQOZzHrJBcQfSP3lrwQlo5lSnNfG3Otm4adscdCCcHyehvSvGbUc/Fdi8AVZ9v+NCRORXhbbHIRGGxDnIWmwaOXBuSFiJqjnsOT10eK26NzcBoLgFyNqZo0NQ1u7Pc77tDexGMYCp+ojdKJ+7HpBJ+8FK6Y3rkQtS4K7FptQ6IUEVimTt3UXZNnW3xQPBQrk2ZVOY8GoZyLj+wP6AfSito2OAJsEmF+teUBui4Q9roWgatSGyCxanrb3woY9xyKomaxztGR9zZT78104LIz8tgdB8Jjq+V5XDh5Fcs4V8UOcq8bhQ5bQ+FXnc5T0rxie+gSuCaXtwMmfZfZKuuYe9tjD8s0GIQWeVlTFBU9z+pimUAnBA9CG88xus/n9rNtkwjDbXfkYxpynbYCYJpXrGJxDsu1phGq0o6iaqgaiXafLBJev7/qNmI04K2jNSeLmKppePRyH9eS96BRYi5InPW5J7YVi1A+GxPlbvxioeMX4tPFXMyX2DTCJKVUEMf/6gc+zfEs5pmbE/7M/+79fM8//hxniwTXNvjIB66+0y/3Yv49jWnoXVXyb/uQuKCKsuYvfu/P8+Jbs3f65V3MxVzMOzDts9z2yMNzrA6QXDcNm7TgZKHEFBWVKeua86VAcx1LIk21qrbWkIWBoXaPRwpk3Y5j6RjtirmBg1lEUdYcnSfcPl4TuCbjnoNniyPg2m7vbcyKsq5463DNwLcJXHnwFTCtQ9WoxZ+Co7fNTrquK6i0OHcqld3aJAVVI69dQxwMui7Cx0o5SgJPdphnq4y5gs96ttnFRvqBLGxbqK/UQvOgkroW9w+NLJ6uboed0zT0TG7uD5j0XKlq92WRpiGv/fBM3A2eaoMyTV2xPERMc23ZiV9tMlmoa0CjoQP3TjbMNyJ+xamIQZ4j/Ji9aUCcVRycRdw+XuM5Brtjj7qWBTGNLNb6vk3gWpi6LPrLsu4a4gahI1FJxcdpaFRUQlOvTcQl4SU1mOpzx3ctyqqh71uKgSXRxDSXiFfLVxqGDpOBy7XtHl/zzB6TnqMgxiZV03B0njBfpfQ9G9syOJxFFFWDrumdy2J/GqBpDS/fW2CZwjBpGomZni6Sjv0l7CRpj2oBuiezhIECtDsKin1lO+x29TX1f1zbwLENJfLY6rRuOtFT0zUCT4StUeiwP/Hp+xZHs5hNUjIM5VwHgQB7jsEotLmyFfL0jTHvf2KLnm8Jt6mRdq/AsfAsA9uS98I05ZgbhpyTLQQf5PivokKxpEzQNHzXYtizGffFSVfXsrhuWTftz11U0hqn67rE4FrgOArMvcmYr3MOzyOSVEQ3ifSUXNkJVbW80bGR0GAycLFVFBQa9qYegWuR5qVA+tX/BXleubITcmW796ARUnvwnyeujRj2HGlMs1uejwjFeSGOla2h27WAeYoH5Ck4/OXtkDgtmK8z7hxv2MQFVSlRzlfuLgl9i35osz3yuza+lvEGcilkignVttn5jtX9eRuH8mxDsZXkldeNCG8NYCmIv4ammhH1DvJsGnp3To1CaQk7Xwlw3XdNJj25j3T18418zygRrlLdwNWdkMtbIRvlRGrvS4NAHDVzFY009AfQ7K94chvPNnEsnZ2RrwRruY9XlUSo6rphe+Qx7DlYSjAyDR1NiSyXtqRl8WE3mq7L921dSZ4jrKNNXGApx1NRClfQUsDwvKi6xsM2lmfqeif826YIKJ7iC7m2Qc+zOoHlynaIhkainG9xKmJzkpciOPccaSXN5fwf90UAG4S2sKiyqr3lkSuR0HdFLI6zQjnljI7f5dg6j18d4Tum3KuTEtMU4TMvZZPF0KVMY3voMe474roztO59bN1XEm2WYgTHNiTuqD47ZTPAwTQMTF0nU8LcqCf8NBFgZfOHpuHSVkjft5mtsq4QpG0lbM+19v3tBTbTgcvNS315f5QIWKkSj6KsxOXayKbNbJXJZ6h6T0olMoWeTfIQm20Q2Nw+XnfnyXKTM1/nbBR/8MpWqK5lg8evjoQxpmkdnF5DXH4XwPGLuZgv03nuiW2u7/XwHYvv/IFPc/804omrQ77tm57h9tGKl27PsQyNJ66Nukaai/m1Md/8dY93Dy/vu7XN3/qhzzNfZ/zX//Az/McfeZyvfe+ld/olXszFXMyv5jQP/lvX0r416jkCh85LHNNQwGj5a8t1jueaDEOXeZR2lfKBYl4UpdRTy0OiRs8z1Y61xEFKtUu8jLKOtwFwPEvYGrisVGRGV/EaxzZJ1gJdHYZu19jTNLJQHIaOuCfWmXJImSpCITyZYc9Rdn4N1zHRdOGE1LVUkUdJwaXtAP0sZqka1Kqq6RrgWqe/cKEaxn2newB+4toI15bYUQtPffLakFfvLUUsCEzVECVOMcPUCUwdR7WP5WWFbRkde6p1HrUtYQCWIQypluWha3B4HivxpsZ3LaKkIPBM6qbh4DxmpXbOdyc+aVFJZNGyGYY2WgNfuDMnSks8x+R4nnS7yaYlboLtoUvg2VL73Yl4WscS0ZWLqo1rWmrxeXkr4Og87gQgELeEcLAc1YonQoiu6/QUW0uiSIqNAviuyWyVcudkzW//0DXuX4k4nMUURcXtY2k73B552KZOlBRYhpyjVS3soUI1AJ4uUs4WKcsoJ/Qsru/1yIua1+4v3nbutcdX1yDOKzzbwDB0ep4tImXdcOd4zSbJu8WerqDk908lfhq4lmLzwNKQ5r6irNnUEpEchja2bbCOckA4OLNVijl8EHsfBCoGpsvisHUzvXGwIs0rRj2N0LfQda1r29sauGyNXOarnCgp6IcOH3hymxfemPG5N8479tnWwKEsKw5OI0Y9ce/oOhycKYC4rhrw0GiahlxFOW313oZe6ywrycuay1shTdMol2NDz7dYbnICTyDvLSMtSkuu7fZYxyWXpyGmofGZ1wSKnOYpdd3Q920mA5fZOkNbybHwHYFMf+CJbb7w1oyiFBdhZIiYUKsoVKw4ae05rGnSUNeyjkxDCguKUqDSrm1ydB5JlK6oMYyK82XK7tiXlq5KYmTLdUZW1p1w0UbiNmnZicntgnu+TlnHwkpybZOqrjv+2ZXtHq8fLrEtvft9AVmLUO8o11uiOGtt7NhU7Zh7kzGhZ/Ha/aXEF6OM0LPY3wp56fasA4aHnjh2NJqO2XNlu9eJb65jUBR11zy5Pwm4dxLJvUfTWCc5oSdNi7tjvwOxa5oIB55jsljnJGnJ6ULiqqeL5EFzHBK9irOc5abAtQ22FKtrUIkwraGJwKxiYEUpwsruyGO+yoiTCkPPubYT0gvEafnm4RrL0sVtaUmEMklLTEMnSgtWqmFx0neUIC/iiggq4rbTVEmDaWjEmbTWNWg888iEO8cr8vIBqL0VeBwlLEdpie8YSlAuqetEOHqGQVk1+I5FWdcYhnCMtkceJ/OYvEE56IxOUGxTB8NQxPTzVYpta4S1RdM0mIbOIJDPnUjdd9YKPD7qOTy636co5ee5dxrhOHoX19Y1AZk7psHheUxeyGeLaUhj5v2zjWoNFSedrmmkeUmUlm/jJY5CB+oGXddZJzlmpqufTSdJq4759uDxQYpBWi5gmlcd9/DGXsgXbi+oa+HrvXJ3wTd8+EZXXnAyi9E1lFNNIq+2JaJr00Bd1eLgCkSc1R5q9vyV5kJ8upiL+RKYn3r+kMA1efbWFiCtAt/1Dz/L7aM1j14a8G3f9Ax5WXPr6oj/6x94jqZuuLHf727EF/NrYx7eFb25P+Cv/vEP8cMfv80/+am3+N4feZnTRcLv+dqbXXXtxVzMxfzaHkM5h9Kioo7E9eI7Bpe3e5RlzdbIZbbMiFXzzHjgkOU1exOPvKxIXWHN2JbesYjWcdGxbLKiYncsMajFJodlwtZOyOv3ZZXZxtDSvCLJK9ZJ0bFUQGJttoI4z5Ypo55DklXEWdUJQ51dX/3e1e1JtyjdnXjcP5PF2Sh0efHODNA6Z4KGQJ3rumEQCrS1Oza6jjMUkeN4HmMaGtOBR5QW+K7B6TzBsQ2u7vQ4OIsoqppbl4e8cbBWDWbSXAZat0CzLZ2+b1PWNXdPIiZ9h92Rx/3zqIumebaBZcmCpyxrer4sWndGPrqWYOgSXwkcU1qfVMTt4CxS8S35fralKziupZq3DOqqIU1LxqELOhydx91xdEyTnmpiitNS2o5UjbZEWIT/dbpIulYvzzE5OItVVbih3DLiVAg9WdjGqp3QNnW2Rx5vHamot6Z1ogXQOQGitJQqdw2O5wkfetcu/+rT95gtU1lElzVbI48f/4V7RFnBB5/c4dJWAJrA2auq4fA8pqoaHFvvfj7L0Ol5Fq/dl18PAotQwW0X65y8LHFsg8euDAg9SzXrSfRnk0sDYt2AoRZupVMrsHyFaeo4psn+NOClO3Nhtai4lm83rKKcke6IYGdKg5Ys2CTCU1UNV7ZDhqHDK3cX7E8D1TioM+4JJ6l1kui6Rs+zCDwL29LxLJPYrjiaxei6uAsDV2DqpqZxfa/Ple0et482OPYD+DQN3Tn3+JUhhqETugLrrhs4XYowWSlYs6Xcd6ahMRm4IqhZBgdnEVEq148GfOH2nLISAWUUOuSFLM57ylUVejZJJi5F1za4sh3y3OPbXN/t809/6k3KqmadFFgriRhd3gopyobJwGUTi6hnWwa+YzAdeGySnFUk3CTT0Dr20TopGIaOxByTgtkqY9QTV9yo57KOcpJcxKU2BpgVFWkmzWBt7ErX5T5pWTqOJtynoqyxzIbQF8HR0DV2hh63rgzIikoEeMC2dWxTzllD07oCgb5vEbg2SV4oWHlDmlWq3VPEomu7feBBrLLn2RhG6yI0O3HB0DUMXafvmcSZsN0Gimu0jKTp8sqOiIXHs0RA2UnBeOCwSYTfNAwcdsY+hiFCQOsMbEXENg5qWTquZdIgIlbrBqwbSJWAXDWNamYTrEffd4izgga5F5mGtMedzBP6/gMWEkj0q1AQbNsyCH1TCUMaZVkTpQVxXtELRKBtWXL3zyJu7PVxbJNv/PAN3jxacbZMWSfCl5uvcwY9Gx8R0NO8pKwq5YZsKFXkup0Wqr2KFEgbce62nzVbQ4+tkXwGCpxfRLiTeUxaVPQ8u4vkSTmDnCOeYzIdurx6b0nZupsU1L9vGWyPXAXTrztBNS9rzpYpw9Cm3Q7ZJDnrSCLNhq4Jp6us5evqhunAR9fh3ulGcalMoKBQUcayqikq2QgSgU6ivtOhq+J5Fa5lsk6k5bPdFEjyElPXu1jspO+qWK+ufj6DpmnYpLLp4NoGliEuwlzFznuerZotBfie5TXny7SLDTa1iL5nqxTb1PE9h52Rx8ki7q7JX2kuxKeLuZh3eI5mMX//X7yIZer8l3/8w7i2wd/4wc/x2v0l13Z6/Inf/W6+/8de5cXbc777T/9Gbl0Zdtnei/m1OVFa8D/9f17F0DV+1294hJ/+/BGni5Qf/tk7LNY5f/C3P/FFt0pczMVczJfvtA/ZaSZCh63gqb5jchLHvHW0ZnfkK2B2xTOPTLBMQ8VQHvw7l7cCzpcZJ4v4QYNQIsJL3TS4jsmWqbNJiq51LXBNDENYN3XTqKYiaf1qgeVNA1d3eiw3uVSYVxJ/AFlEgoBPpwOpFfccgxv7A14/WKHrGrZpcuvyEMMQUSNwLPJCqtF1XXg3rm1ybbePpWv87Isn5IUwXAaB0wF8NU3g13FW0g8cXrm3IEkrPMdk3C+5NA2I05L5Jldtdk3HWAGp4z6Zy665axs0lThfZquUvYnP6TztHvjrRsOxTHRNnEfnq5RBaHO6TNifBtw5WTPpuRJj0XXiRHgma+U4mw6kWUwcNw6Tvsud4w1ZXnF9t8d/9Fse4+7xhk1asFg/qOq+sh2wP/GJs5LXD5asYtnF3h37HM4iAUSvMrK8ltij06hIn0TGUiVa2aahhC+N7ZG4H/q+zXyTdQ6XVZRzvkwp6wesq+nAI06LTvDSNHGD9f0azzYYD1wMxR8JXRvfM0iLimHP4YU3ZmySkt2JR+jZnMxjer7N5a2Qr/vAiJ98/oAsr3j60pg7J2uitOKR/V7HI9M0OfeaRuKT83XeCXmygLapLaBuSPKStKgYIBs6nmOSZKXA112Jvm0PPeoGDs42nC1TDEOiMuO+w/kqpW4aJgOP0DNl4aXg1nVd09QNn3rlDN81GQY2t66OyMtaQZgNkrziynaP2Sbl9XsrxgOXad9R/DNp3MrU+2LqGjd2+4DE8lp3TpQWJOr87Ps2lmkIE029D2eLlEa1iE0GDoNAFozTgQjP73l0i9vHIiLWdYOGxu7IExi9OoZVLVa2QrHT2qr5y9sBs1XSXRu+a/DCmzPqGqYDh1HP4YW3ZiRZyd2TNYFnUyN8sVtXhuJ8UvFQQxduXAsEtwwRkALPxLNlQX6W5JSlisYp9+BciRtpIUUIV7ZDLEPnzaMVmWvy7GNTPv3aOaUCw2uaJiwj2yArxHFomAI0H/Qs1nHO+TpFQ/HgWr5XUXdxOsOQGKajnHKObbCKJdKrQce58xzjbZFly9R59PIA1zZxTJ1lnHdOGVtxlCxDw7GNruDBtQ2Wm5y7xxGOpXO2SNkaety6MmQQ2l2kaxUXqmXT4GgW8/r9JY/s93nx9lxefy4wczRpedwd+2yr1rK9iY+pS4yqacA2RYia9F0lWBmUldy/ChXLfvTygCvbIWXVcHQeUVQVR7MEx9Lxxx5JVrLYZIz7Er/bUcBxQ9dIlCBjqriiaUpQMy0k+mvoGifzmKqqVUzXIC8lPjcIbWxDJ1cuNte1VCOnw+F5LNy7hzhPeSEOyHZuXR0yCh3ePFwpl6QIwHlRE3jiwEvyiuNZQlU23Njrs46zjgPlOxbjfthFH4ehTd1I46W4iTRmqwxLNXtuj318xyDNa04XiSotEIdh28JpmRLJtk2JdqLBdOiRpHJOL9biAjuaxexOfEGtxLl8ljUNOyNf7q+hjW0a3ecpyIZOkpcdi3B/GnC6SLFMm6qu2cS1AvPrXN/t8crdJXUjjtPQt9gdedTqIgh9i75vM+45srGtNYx6LnEWoesNtml07bCWqZMWNYNQnkPyvKKnXKZXtntf9Mb4xerlYi7mHZ7dsc83f93jfMvveArfNflb/+TzvHh7zqWtgD/+O9/F3/yhz/Gx5w9ZRTnHs/idfrkX86swVd3w+TfP+dwb51imzrd/0zMd6+FnXjjiv/z+T3WclIu5mIv5tTttpCb0LVkc91yGgcPxLCFW8YaH25LedWPCVzy1g+canC4TiZDoGh98aoeblwZsj33VRCR18XlZczxLmK9TfNcSB1QkD8Voci/ybIl7aMqC71g613fDbpdZB1xbx3NNHr00ZHccdLv+V3ZCAtci9EzGfYfdic/toxVxVnK+SvmFl0/IClmsG5os0HbHPo5lcnWnh64JOP21e0sWsTBgEiV+SHuevIamlurzWu0cb+KCVZyrP0RFCms+8YWjrlVvnRTiijE0qqrqdrLLSpwbji18kURVZBu6wFfLquJ82QpVsofbinZxVrJQ7VgtcPl0nuBY4sCa9F10XWPac2iQyFW7kdA0YBg604FHXlXCEPItTFOTVjpNhAvPMXFMA8uQxdf22GPcc7pmQd81GYR2J7xsDz1sy2C2yjqGU3v8NrGwjdoonKZpJIrzkeYVrS/JsnRC31R8HBHNHtnrc2Ovz+3jNaeLVJxVurilHtnvc3mrx60rA6YDVeFtigNka+jS9222hx6GoTHuC0T58DziM6+f85ved4UPvWunY+oADHuOYiDJe7SM2nYy2clP8pJJz2U69JgOZBHvWu3+eoNlyIJua+hyfbfH3jTg0lbAU9fHPHKpT+hZ1HXD3jTg5n5fHEfAdOB27hHDkCa09lqr60ZFUHWu7/aVaCWL+7NlSl1J21zPMzFNnUBFr948XBElBdO+y5VtceW9eHumFu46J/O4g2vruohD83XaAcBbV2DLZ3Fts2OVyXE2OF0krCJp02vf76dvjJkOXCYDOUa+Y2KbOsNQXDVVU7NJckahw6OXh/R8OX+itGKTFmxScXKYSpDWNA1d09FBNa+JqDQdugwDSxrL1rlEXpW4VtNQFDWBa7E/9fE9sxND+4HN2SLldJmy3GSkRQloym3UcDiLiLMS1xY22ibOFROsJnAsTMNQQouIcq4l56uvYrOGrlM1lRLP5V3cGXk8st8X8Ul/4JzJipL7pxKFyhWoHkQAferaiL1pwGv3lrx2b9k5A1EFDnLr1EAdoxaQPV9nFFXFpO/yDR++oeK84gjNipLqobbDa7s95psHDCBNgygpWcW5xDLVteE5ItBtYrknLqKMR/b7rOJclQnI62iB3jtjj7wQITZJS3ZGAgD3bIPpwBXByhBh6Ppuj52hz/7EZ9iTTQDPMbEMjdN5QlmKYCevQ9rRiqrBsXTSXBxP7fv62OUhaDBWonxRCptMQxpdWzFvEFjcujqi51l4yhHW/pkw9swuUqsr3p1jGwTKsbQ79vEcuf+dzGNOFwlnC3HtzFYppqHz1I0RH356l6pWsT/ANEXE3iRy3fUDm3Hf6RpW5XVqVIqh2Iqphq4xCh0ubYUYurjodE2j71sMQpunbow7IHiclmg0EiPOax69PABQx0Hca0leUdXyZ7/7ax/h8naIZ0vrZa2i7EUlTLc4LUFDbdRonfOybSds7//D0BGAvyGC0ZWtgE1a8ubBmqOZHKM3D1egyYbS2SKhaRpuXuoz6kmLaOsKGwR2x7h66qoIpVkhLaltC+oXMxfi08VczDs0bVsCwP/m2Us8e2vKf/tPX+D518/ZGfv8ga+7xXf9w88KnwJ46saIx64M36FXezG/mtP3bf7E73mG/8e3fFD4AdOQP/effAV7Ex+A1+6t+D/97Z/pdk4u5mIu5tfmVLWAwSd9T7UkSR15g8BH6w7ALX/WD2zhN6n/AVkY2KahmBmoP9d5z80pw0DadFZRwcFZxCP7fa7v9ukHUpmtAUle8Z6bE0AWt4FnEXo2t64OuXmpz940IC9qYVlUFb4Ck1umzq3LQ/qBRVk3LDYZdSUP77ri1VjKGdDzLK7u9Li+1+PGXo+dsS8wb0serE1DYN2ZAvO2Tg9TrdYawDQ0Hrs8QNPkOMiiIMC2dI7nCbNVhq7piqGhqfhaxajnUlQNo9BhZ+gBUj39/se3eNeNMY5lsD/xub7bY3vksTsJyKtaFr2uyajnMAwcPNfsOCytA+DO0ZKqlvhG+1o3ccFrBys0NDaxREwCz6SvNhg04LV7S165u2AUOgxDR0DnecW90w2Ldc67ro87gUneFwHrhr44e6paHGdNA08/MuH6TttEKOdVo4DjJ2rXXgN2Rj7TvoenoMxVLfGq9gC/fGchDqytkOee2ObmpQGeY3Sw++NZTJZX0oylYpnruODu8ZrtkcCr13HexbJsJeq8dm/JYp1i6Dr3TzeE3gNgczsaIvZskpJX764Y9RzKStrKHEu4La14A7JQtSydG3t9kqwS0dW3OV2kHJzHHJ1Ls55l6thKNEODs0XC6VJYR1lRYqg4k+sYjHtu14733ONbPHNzgmnozFYSczR0jWFgq4r5Wl2rlnDOLFNF8YR3Jo1VBW8erro40f7Ux9B1Ri3oWHHG5utMwclFyJGmRRHtBqFNXtYsNyIsNk3DG/eXfPKlU07mCXcVgwtEPGvUNRx6lhKUxel3aRpSlNJAhiZi39bQZdSzO4FBV8Ki71j0PZt+YPPEtQFWxx59QBvu+bbEzQxNojmuCC19X47BqOfw7GNbEuspSkxDI80rylraIqPuehF2VFk1JFnFpOdybafHW4drRn1xfLm2ye7EZ6zA263DJ85ysqJifxowHXiUVc3r91fcPlqLSOuI+2rSd+l5lrpuxX21TgR8DXQNfgC3rgyYDL3u130lyp8vU+6erDsBYBDafN1zV9gaeviuiWXpVLWIB0lWMFsn3LzcZxi6Coitd1/73kenhJ7F+VLOC/OhKNMzj8g5Z5oSR94eeR2QfNRzeff1Cf02mpvJfUWu5UY1wEkcrihrqkYcbyAi7pPXR29rvxv1XUxT5+A8ViUA4ho1TR3H1ukFtjQVagKob1RDJmiqefMBoL49jk9cG1E1DT3P4tpOD9c20XSNvKiYrTL1PpcMew43L/Wpm6YTW3Vdzt2+4l5tDV0cSydwLSaq2TD05byWAlG9Y0s5qhRiZ+x156apSxy9rKQRbhVJPLSNBIO4f3Ud5ZaVuNs6kkhdG292bAPPNdgZeYSeJTD6wObm/oCea3Fjr09VNzz3xDbve2xbYoTqZ+r5NpOBg+foZArsr2saOyO/Y/XJldVwvkg5nSdsD/wO9G2bOo5lkmaV4h7WXcS6qKrOMdpC4oc9B9OU+2XykINVzjMRz0Lf7jhWGhKPDVyzE7MCFYV+7PKQraGnBDf5PHnoFvD/cy7Ep4u5mHdgXro95//83/wML98R62zdNPy9f/4Sv/DyKZO+yzd++Drf/dHPcboQ6/Mje33+09/zzAXr59fRPHpp8DYG1CCw+c//wHNc2wkBacD5z/6bn+GNw9U79RIv5mJ+Xcz5+Tnf+q3fynPPPccHP/hBvuM7voOy/OWdh9///d/PRz7yEZ599lk+8pGP8H3f933/zt9f17VuoQ4wVRXjvmt21dijnlTRtzv0jq2zM/To+fLw21bFa2hoalGYlRX9QJrN2vXNMzen9HyLKH1g6R8ENqerFMsUwGteivCyPfTYmwSE3gPIctumd7ZMKKsa1zYZ9mzipGBn5OM6Bk9dn/D41VHHcTmZx5RV0zk7jmYxTdMuOHR5mLaFz2SaGr4rcYaH1jXy0K7DIHR472NTnrw2UgtD2VFuQbCPXRmyv+VL25dyNgWqncqxDS5thwKyTovOXappGr4SDlpnS8+TWIj5UL38WEWrNOXWyIoa2xImSlU30kS4SlnFOVFadDv6B2cxw9Dh2ce2eWS3z7/+9H0y1SS1VpyuhoZNkndQ9bNV2rk06locNl//4euMew5Xd0LGfYfQtzong6ZpXNkK2Rp42NaD97uqGs6WCUUloPFLWwG2aTAKHTzHEneR3Tq+5D25utMjSQteeGvWLQzb4+TY0lzXRvOitGCTltSNqpa3xJUTZwWaBgenEZ986Zi6lnN4EDr8m88ccPdkI7ERtciXSJrerWdDz+I9j07ZGXnKjaFjqZ/zfJUSpaopzNCY9F0Vo3MJPZOtgQhhs1WmXDkPpqgexAxNUydVAN+xgoAbpqaa4oTpc2U7ZNhzWUa5xBtdafXSNPnePc/m+m5fVbEX2KbB04+M2ZsEnYurbhp2xz4f+Ypr/MZn97l1ZYTnmjgKEGyb8nO3MUMNjavbIXsTn2u7IZaps9yI0HI8T1R8Ve4XXRMdcDpPVdmANGO1j5OPXR5wY69PP3Do+Rb3TyMOTjecK6fcjd0+77+1Tc+z2Z+GbI99xgOXy1sBk77XLUaF+yORo9YZAiI4ta/dscyOIeTYBk9eHSo4Oh3HrGWZBp7J1tDrHBmAih1rzNYpm6Ts/q7nGDx2SZwklWLmJGnFJi44WyYcnEfqXH0gtsRZyev3l7x1tJYoUWDTUxEtXZPmO8cyOhA1yGu8c7Rmo0D8LTR9vs4UKFw2CC9NQ3kfXJOnHxnz7kcmVLWApwehy9F5Io1ufRHph2ErBJqdmBR4wl/amwRc3+spIUsaPDVV+HB5O2TSdxgEFltDj6ppuHe64Sue3OHrP3yddz8yEReYY+A7prQvqvd9e+QzHXrsjHyee3yrc/h108jXNU2DYWgsNjnzVY5pSJTLMnU2Sa7cZeJudZR4FXg2W0O3E7IBrmyFEs/tuRimiMOGId5KQxdOme+YnM4T0rxiMvAoH3Kp7U8DpkOPUc9mf+oTehbDnpyzD9yw8r1WUcEykpKL0BORbKA2bepaztXAtxgE4sadDpzO1ejaBreP11RVw/WdPj3flhY/aZtg1HPQdbm3nS4SFuuMdSTten3f7hr2fNdkvslI8oInro148toI2zKI0oKiqtmkhbrHGdw/jYmzUolRHlFS/pL1Xntv8lxxEZuG1n1Gl5Wcv1kh0T3bMtA1napquHe2UQUaEo8+X4rQvzP2pcnVM9kZ+WySottIGfdd4WR54rI1DaOLt7abK1lR49sG+1s+/cB5W3virzQX4tPFXMw7MK/cW7CKC+4cb2iahv/xR1/m4y8cMQgsvuqZXf7uP3+xu5lO+g7f9h880+3mXMyvr0nzkr/7z77AT372AM8x+S/+9x/gq969C8jC4Tu+9+f52PMH7/CrvJiL+bU7f/JP/kl83+djH/sYH/3oR/n4xz/OP/gH/+CX/L0f+7Ef47u+67v4q3/1r/KpT32Kv/JX/grf/d3fzY/+6I/+W39vxzK4ttsj9CQStzf1efbWlG/48HU+8Pg2j14acOvKkEcvDXn21la3GIvSkseuDnnq+qSzzWuauAs2SU6eV6RpyWKTc22nj+uYbI9ElHn08oC6lkjYu29OpJa7qJn0Hdr1/yZ5YLEf9Rx2Rj5PXB3yrutj9qaBAE4NWSD5jkQGhz2H7ZHPpP+gwr7nW1zZ7jEIxbHVtp+1rB9L7cxriINid+Qz6rlomoZtPPhMfPL6mCevTUjysotxPHtryrOPTbFMeQiXqBCKXSMLo92xz9e+9xKPXxsCEGcFVdOQpCX3TqIuUpNmJSslVLS4vdCzOn5U+/p7vsXuxKPnWTx6ecCo5zIKHZqm4ehcRDbXNhgEztuYXItNxjLKME1piRoEjkC1lUNaQ0NXEcvQtYhTiemUlURH2l/XjbCrorRgfxKwNwmYrVPKquHaXo9HLw/YmwRsjTwVqxJBsWnAMYWpZFqaArWH3Njrked1B6nfxAWLTcbpMqWqag7Oo+7ZxLWNzmlhmTqLjcSibl0Z4tki1lze7pFkFfO1uAwMQ1Muu6pjcCVZSayef9pa9vtnmy5qt63qyoUfVJOqxqxx32VbcY0Oz4QtA+L4Kcoax9I7+H577O8erzuWkrzPEhUSx4HGIsq6xWdR1FyahlzZCUhVjMaydG5e6uO3i2y1tt8eeWwNxQnhuQZlLS6tuWqG1BXc2jT0TsQ1DZ29ScBlJSz5jrCOLm2FXN4K2Z8E4gDURRgLfRFAxemhsTP2ubQV8MzNCV/9nn0evTxgV4khAPNNSlnVHM8T5WQpsE1p8PIccSs6tkGujufOyGd/GtDzrY5rNFunfEHxnmzVGDcduOxPAxzbJCtKjmcxx/OYrKhEDdDEtSdRMInNTvoeL7w5YxA6/J6vvckwfMBQeu7xLXq+Rc+zePqRSRcxcx2jEzfirCRKctAEXXHz0oDHrgzR0Dp4PtA5YnqeiDOtkNT+t3Xd5IUUKkSqUGHad3lUxTEDJeJO+g5RWgoTLc47jo+ApsUxdWNvwFc8uYPvmkSJiAy2YWCqeNao53BlK1ROTQH8e47J9d0+j14e0PdsfuGVE+6dbpj0hQfXD23efWPKb3rfZXnN6hxrf0Zxqwkg37NNHMugH9iqtc1gEAjHShw/D6KFviM8M02DNw4EAN5OVTfcPdlgqEjpuCcuI9cWOPsbB2tO5glFIa67TZKLG7QV8XyLUc95cF0gbjrXMbm22+t+T1efD5ukpKprolSJ1klJUdXdZoprG3z46T0CRxpKN0mJZerqvDOYrTOqqukE8tY9tDsWkcpSrYpH54m0xqrjV5S1Ko5oME2tK2kQSLy4fmq1cRD6FqFv49gmPd8m9OR9N01dAcXl7zVI7PutwzVvHKyYrTJ2RuIQSpUz1HdNZsuMVMHQUSw33zVYxxmv3l9wcBp1AnXrY7ZMnaZuWyNtdZ8VkdhzTSYDB9uS+7iuSaSvKB5sEDQPOZOkwc7gxt6AraHXvS/XdnuM+w5xWmLoco7qhvx93zHREF7hG4dLjuax4gxWDB6KSf9KcwEcv5iLeQfmG7/qBk9eG/HY5SEf/YnX+YnPHBB6Jo9fHfFPf+qtblfSc0z+1O99b/fhezG//ubeacTPvHDEy3cXfNW79zANnT/8O57i5n6f//mnbzPfZPz9H36Jtw7XfPPX3bpwx13Mxfx7nNu3b/OJT3yCn/zJn8TzPK5cucK3fuu38p3f+Z18y7d8y9v+7vHxMX/kj/wR3vve9wLw7LPP8sEPfpBPfvKTfOQjH/m3+v4tq8QydYbKKWOZBndOltw+WnNwFoEGH3pq95f9+jaO59qmEl5qAlciawfnsYJUp0yHrsTjqprbR5tu8TDsOR0YGU0jyQWE2y7qAPYmAWkurXk932YQ2PK1oTiBPLXgeOaRCa4jsSPbehCPChQb6Wges0kLlptcQZjpFh+7E5+b+wNsS1wGqeKJJIW4JQJPHubfOlrT920VU6u5fxqha9IYGKUCbReXjzjHdsa+cIo8C13TeOHNGZ5tdvfRNlpxtkwpypr9aUA5F9GnrGrqWpxHY8Vy0tEwFFvjfJkyGbhkWcHu2GMZ5TTzhCvbIVlR0fdtZiuJrEVJyeF5zKWpiAxocO9kwyYp8JWzZH8cSARz6KEfLFknBe5Di7t+KBGksqrZHkl88K2jNZO+0y2Uhj2nW2Q+emnQgYb3poFaKGqqjjzh/Y9v8bHnD7m8HXA0S/BdcTYsNpkSTjTG/YrHrw2xbZ2yFC4PyGJ/byoi0WKT8sq9BXFWMh04nC8TNrHwq77y6T3SrOSffOxN8lKiHpe3xE23NfA4WyTSwgjC7tJl17x1tKV5CY0spMd9uT4MXaNWoqVjGYx7Oi/dmRMlBYEnPKqnHxmLm0aJsmgahuKk+I404XmusJrcxuD6Xo8rO0EXUX3t/oLAtRiGNtd2etzY72MrThQa+I7F2TKhaYRzk2bSuDfuy3k4CG2quhFWmiOtVbNVSuBZZHnbJqixNXSZDFxuH644igqg6c7N2TLl1XtL9icBw1AEqL1Jn/1J0C36f/HTQBsnkuMkMbyylibGNw6WBK7EX28frxn4Nh94cpvpUEDz988i1rG4Ne6dbnj9/pKebzMduPiuLNjTTBbXSVqRqWKATDHT5FYk4lClnB9FVXN4HomYbKlmOEOiVNOhh2ebXJoG3Lo6ZHfs88mXTuQ8VmJVK7jousb904jJwOFsmWDbBjuTgKvbIXUj12+UFvQUw6c9CoNA4oNV02BqGuhQrDIs02B3HOBYGW8drhhuObxxsFIgaR3flRZQHY2r2z2u7fQZ9uzufgWwScXdhwZJUXVCoW3rqtkuZr7KCF0Ly9JZRQVrLafniwtqGDrcPhIBQ9eEZWXbBo/s9dU9t3XfNqR5iWsbvO/xLaYD7xe960rA1ySW1jL92ra49n2K0pLpwFUsL/nzJC/fFu1t+VlVJYDzQeiQ5BVF1WAZOqniY2V5JQ2i2gP33WKd8dqBnK/jnstsnXYOmFbwlfY0i91JgGVoXVsgyHooSgrhHpU1W0OPR/b6LKKMtw7XaJrEHVdRjqacSXFacnk7YDp0OJ2nDEMHU72eSrHBQl+EyRbgPRm4TPouaHBlO+QTLx7TAHFaMQwcbFvi3pf3QuabjLKu5Z6vg1+bHM9rAeabBnXdcPPSoOPXBZ7JDeWE/Pjnj/A9k9k6Y2fscWUnZBVl3DmOOkfp5a1AOYHp3MumqdH37S5qC9JQaVvSFnoyj1lFBYOgxHctru4ElHXDfP1AXCyruhP7e57F9b1+F8FcbDLGPZeTWcru2GMVZ+SFbFxN912J7+sifpmGRKXb+PwXOxfi08VczK/SrOOcOCvZGclO1GOXh/zLT97lh3/2Nq6tsz3y+cSLJ4SexYee2uEnPnOfb/1dT7+t4eBifv3No5cG/NFveBdPXB2+reHuNz57md/wnn3+2kef53NvzPjXn77Pa/eX/Nlvft/bcvsXczEX828/r776KsPhkJ2dne73bt68ycHBAavVin6/3/3+7//9v/9tX3t+fs4nP/lJ/uyf/bP/Tq+h+UVPdZuk4JMvnpBkJZ5j0jSyS61pcHlLYrl13fDm4RrfMbi63UPXNZ6+MeFkFjOtG1YbibD1fJivUx4J5OeI0oLZKmUUOsK7UJBXgXvLQquo6rfFKSxT59FLA9JcVWQrR4epdo/bv9OKKGjw/se3eeXeQnarS/kBTUPHs028sdndw5pGYjwn8wTPNgk8cf2UVUPV1GhItGkdF13cQFNw1VI1kzUIu2OdFCLCoXGsxJRh6NAgIv/5KpVIBRp6B9I1iFNZPNuWQa1eTxuh2hq4FHX9tkV+XTdq0WWQVyV5VbM/DXnvoy7/+jMHTIceB6cR8420+u2MfQ7OIqZK0GsZOg8fO5BFQT+w6fsW454r7C6NziU2W2U8dX3EwXnEI3t9jmaxsFTWGc89scPd4zWbtGA6cInSkr1JwPk64a3DNb3A5sp2iKYJM+fyVsik7/GhJ3c4msVEyQmDQM6J81XJILB57vEdQs/Edy3GfZef+8JRFwPRNI3HLo0YBBKXal1wp/NUnHGGxCmLouKVewvqpsZUHBbHfhDNmg7FyVSWIvY1DWRqweU6BqO+y2Kddi6cRy8NeOtwTeBJzfvu2KeuG166M5d2Nx6Ai28q8c1QjkCQuvasqHjzaENNiWPqD0U3BWZvWzqTvhzDJKt4/f6K2SolSkqu7oQS9VokqkVO5/A8Bg1uXR5yuky4fxqxNfR476NTDmcxJ/OEs2XKcp2zNw04V0UB7fm/iQsWyvU17LlM+x6ObXC2TKgagZ5fG3ncPdkwUV9zvkxZRTk9xQCzLb0TnqZ9F5A2MoA3D1c4lrhHQATKR/b7XJqGbKvn1TSXVrR+YLFqYHvoMQhtfMfsjl1R1liWNFRqaCzjDF3XWCi3l2sb1CpOa5k6Opq45hrYGnoUZcXZKuXO8Vq+3zLjiasj+r6NqWu8dGfBOiroBRa+LW2YeVExHQiL6/NvniumjY5jGvRCRxrzshLLkKhp64ZrF+1lVfOBJ7Y5nSdSHW+JEKnRcG0n5GSeMAjFEWabOrUCMZuGwcFZhDc2qZuG7eEvFnxk2tbR4/MYU0Wx6roBXThRcVZ2bp2iFEF9W0G+X3xr1r0nm6RgGee4hdm5/JZKRLp1ZcjpIuXyVsDhefxLxCdfRTivqaicpj5PXr+/7Nx3VV2Rl3UnbGqaxtWdULWIPmCptTe6Yc/BUEyy7v3ULEJPBBvLNDhbpl3c0rVMbNvAUU2s7aaIcMSkVdWz5ZrdGXlc3ZVjDLJWaj+LVnFBkpXdPXGTyGdD+2+h9DhNQ0XERRibDlyG4ds5cnFSMN9INK8f2N29q/0533V9TF2LQLmMcvkZVawaxYH7wOUdhqFw3u6fbqibhsC1OqZT4Nk0TcP9kw2Xt0Lhv41NdoBrOz1+4MdfZRWJgJpmFcuNCGuGrqvvYXJ5W2DmddWoNlebe6cb8lI5/FRDnecYBJ4ljjVD6z5vdV3acfNCoOxni5TFOqOsajZJwesHS87XKc89vo1paEwHHvfPNnzVM7uUZc0ydjg4i1Rbo6bYkRIRbZqGR/b7VBVEWdEJWL/SXKxQLuZifhWmKCv+xj/+HEfnMf/Z73uWK9shH3/hiB/48VcxDakrfeNgxf404Nu/6Rm2hh7/2w9e7RpMLubX93zwqZ1f9vd1XedP/d738l//w0/zwptz7p5s+DPf8zP83/7j97E/DX+VX+XFXMyvvYmiCM97+8N8++s4jt8mPj08p6en/LE/9sd4+umn+fqv//p/p9fQQkPbaavgDdU6FaUVJ4sEXYPrew8cQ5oGjm1yVdnphz2HvWnI8TzGNKsOPj0deuRFTejpmKbOpS2J+izW2du+7+NXh4AsVh9+UDdNnXWc88JbwjAcBDY3Lw2YDgVYKyyYmqpp3sYVkQhIjW5oKrpgPWiVMuUhv0IW8K5jsjfx+djzh8w3GZe3Qoahzb2TiP1pwAtvzVjEBZd2elimwYee3qVuGm4frXnrcEVWNtIaGFho5yKELNcZJ47ZQacDz+L6TkiS1zi2xJFAFmm2KfDznm+rhXGKaWi4rkmTCZi6jTwOAofQt7m0FfLpV88k3rJOec9jUz741A6v3lsQ5yVFJYvZqoJrO30F8Bbmy2ydkuRSGd7CpwHun0V4jsmtq0Pun0aq/U/cBuIokzr3e2eRsGt0cTJNBuKg+exrZxi6zo19cQhYCvreD2wevTwkycruPS+rmmVcsI4LdiY+l7cCRqFLo8Gzj06ZDgWW3C5Yv+LJXXT9GF2T42maUiFfVjU7o4CzRcJsnXLJDRkGNqOei24IbPnyVkiuINCmarFq1HmvaRq6ARo6UZpzvky5sdfHsU0euzTg/pnJJhHO0JWdHreuDlWzWCOwerVo1JWD0DR0LHWcDF1ic0cziY/cO90QpyWPXx1i2SazeayEE6s7hu97fIvX7y155d5SXX+Fug40ac/S5JifLlPVJOdxuki5eWnAILRpEFB1qmJ4IqqKsJoVFaZpKFFGoxc43D/dyOKzkWv11tUhJ/MEyxC+Wt1Ic2OaSSOjbmjcP4o4W6bEacklJUgfzSJ0XVg3rfhS1Q1V1TCZuuL4U3y5NqbaukQ8V87LsqoxTblPbI98nrg+4tW7SwxdJ3AlVtQPhHszUxD5umroeVIN77smtlUT+jbvfWzKvdMNZ4uU9z+xRV5UvPDmTEWDCxxLZ3caoGuaqrwvqdV9Q9elqa5phIE27DldJXyooO7zVYprCuvHNHXyUrhjpiFwb13TKEoBaF/eCTlfpaSZcJmirCTwLC5vy/1yEDhc2+1jmTrXdqSJTtdjYRbpGndPN+RFxc1Lg06okdcpfD3T1Lm60+NkHrPY5Fzd6bEz8Xk0HZKrJs2sENfY7sTHsgwWUY6uaSL0qOvkqRtjTHXNttfpziTg8naPOC3ZGnnde9ZOy+Mz1b+haTqaDp4rbL+6abAbaRl9+H6/SQqOZzGhL26441ms2hWlBCLwLKq6QU9kA+DGfp9nHplwupRyB9vSGaviAHH9ucwHGSfzBNeW66/nW8yO5TxxbYm8tQKTaepdVPCR/X4XNXUso7tPHp5H0sqpi0B8EkkLqTRQ+hzNJCrcbvoDwksy5Tg4loFl6909on3fQD47Gxr2p4Hi9knBxOWdnrhvi4rbJyv2t/YY9RxGfYd1XPDBd+3w8y+eUpQ198/WEksr6u59aZEqrm3w7K0pP/4L94kU/0kisAajnkTqru/1Jd58FoMBthJdHUs2aEx1jsVZSVbUDEJxSEvj3QMhseUhTvqeFG+0nxem0Z1btir3aM8taSE1+bkvHJMXNZe3QkzDwFL39ht7ffKy4q3DNblW4dTGF528uBCfLuZifhVG1zWubIfkRcXW0OXzb5zz9/75i2ga/LFvfIpx3+X/9a9e42vfsy+ARbgQni7ml0xeVHz/j7/KY5cHfPjpve73//TvfS9//Qef57OvnZNkJf/F3/0Ef/C3PcHXPLP/Dr7ai7mYL//xfZ8kSd72e+2vg+CXd6V+5jOf4du//dt57rnn+Mt/+S9jmv9uj1qPXZ/w2t1F9+v9nT7+a+fkZU0/sGk0jScemeI7JiP1kP3uWzuYtskHntxhNHzw4B0EDkFWkRbS3rM98vFcE5qGIHAYDQOss5jj85hllLO/0+seKK/sD3n59px1Wr3t82k0CnA8m+BYIlf3ZrJQrIBnn9zFeGPOvbMVL99b8VXv2e8WZ7euj1lHOWHgMBoFTDc5DRpRUhAG8u/7nsk6KrBskxtXxxwuMmEYFTWmZaIZOv2+Sz90iLIK17UYDv3uOJxvCnphjqMA5b7vYJg6jmNh2SZ7Wz32dvr4txcMei7vurXN2SLhzfsrBir+47oWgQLJNmhYtsETN6R1Sjd0bl7pdbGK9hh/9XsvYegaP/n8IXlVc/8sxnQsoqJmGZfEWcX1vYBNUnC2znhkf8Bw6DMZeKR1w6deOsUwU0zLoKgbfN9mvk7p+TZB4LBOK9B1ru0PiPMK1zEIQ5fBwON8k7PYZJQ1bE8CtsYho5Gcq2G4QTMKPvjMPj/z/AGOa6EbJlf2BoxGAW5WEgRrBqHN1rTHySrn1XtLXMciDFx2t3uYtskmq5nfW/GBp3a6HfamaejdlwKM0Thgk9dUaFRo+I4pr7NqMG2TPC0pgYNZwiopubw3IM8rHNvg/U9sS+vUWUQQOJjLFMex6IU1RV0TBg5h6DIeB4QnEe46JytrygZs1+ZslbGOcjzP4nxTiOPCsdjxLLZHPkHg0Atd5lGOoevcujFlZyvjs6+ecbbKiLKK3am4FDZxgVHXvP+pHSZDiWh6vsPxMsP3Eq7uhEyHPp9++YThwGM8CqirBscxGc5jAs/ixpUxcXFOf+DxFc9c6s6Tn/iFu6BpOI7Jtf0BX//Vj/DTnz3AsitqNLZUdHIZFdQII6ofOmxNQ7IagiBmMvSxLYNVXHLj0pAgcHj02pRGMzhf5/T7DoESUZ2oYGcSEmclVdWwjnOquuHWjTHX9gaUaCw3Oa5t8MqdOZus4tmn5DnDD13O1gWBZ3I8i5ltcoLAYTwK2Mtrjs/jzlXhuCa3j9YMei5X9waYps4vvHTC2SLBcy1Ms+q+Nikb0A21INe5dW3C6/cXGKuMydhnPAr4xAtHpLl8TaNL26Zlarhuwu7Ep993GY0CxiOfOC3ph24Xz/JdC8cxOV+rqKglTr0bocNinTEcuPT7PqOBz7sf2+LO0YrzVYZtG2xv9ZhMQj7/+hmgEWWVuMUMHdMycRxLzqWex+n9JQDDYdC5cp57eo9a0+j5No9cNlQ8SZxSQeDwyNUxw6GP55gSUwuE1zOZhMIK8+S170wCdF3j0k6fS3sCVe/PU3Kl/w97Du95bIuDsw2BK3y9h2d3q8c6ylgm4licDD3KpuHa/gDQmA5dzlcZ04HXnSsA6DpRXklLY+BgWgamZXB9f0joW6yTgreO1tSIKDIceNiezeZkI8fFt3n2yV2ef+1Mos+jgHCZEakXHlgmQeBw/dKIOC/wHZM3D1ZoaUFd1wwHHs8+uUtR1gxCAbN/8N37rJTTMwgc/KSg3QdxPZuyjnAci9/6oWvsjAP+yU++3h1bgJ2JzxPXxgDsbfWYb3L2t0Ic12J/u8f5MiUIHHbG8hmyinL6PReON/RDl0u7fYY9FzSNl+8sWMc5V3b7BKHLdByyNZXPyu2zhCQtOVYRZ8cxGY0kKvn8m7JJ8+zj23zg6Uu8cSjxasM08QODMHAwLZPBwOfKTo/zZcIyeQDz7vVcRkOPO6cb+oE0i5YNOI6F59k4tkW/J78GOJjFnC0zKdcIHHanIcu4wPdt3vvYFtsKPD6ZiEi9SiuCqKDX9xj3XQzzHMuWz9pAfVY7ltF9pni+w2qTcbZM0fQL8eliLuZLZgxd55t/6y2youLgLOZ7fujzVHXDN3/dLd7/+DZHs5iD84j/7p9/gZ2Jz429X343/WJ+fc+bhyt+8jMHfP6NGR94Yqd7yNE0jW//pvfwQ//mdf7nj9+maeB7/8VLbA08nrg2eodf9cVczJfvPPbYYywWC87OzphOpwC8/vrr7O7u0uv1fsnf/+hHP8pf/It/kW/7tm/jD/2hP/Tv5TX0HAO9EegzQLRJ2eo7NA287/EtXnhzxhdeO+Urn95lPhcBaOAafMXjW+hN0/0ewOn5htN5zDIqyIuKuqz4XV97U4SVBtbrhPU65XwRk2QlUZQ9YMzMI+4eLrl/vMLUGgxd532Pb3X//uOX+2R5xfHZmtU6xdRgs065tuWTpjlRlDGfR534ZOsarqmz3sjvL5cJtqlRWjqbTcpzT27z5sGKNMlxTZ3FIibPCvKskAWFo9NzTWwdru+GeJYBdc1qlWBpjbgifJP+jRFNVRHFBVGUsViloIFnm4SOQZbkJElOlhVs1imrdcpqI/97eSskjnPqqqauNDxbdojTvOJ8IfDawNbRf1E2crGIsEyDwDU5Pt9QmTUf+4W75EVFlhVYukaWFWSZvKdJkpFEGfO65uw8wrd0fNvkpIiJmgbX0omTAsfUGHgmL9+ZS0Rl6LDVd7DUMYtdg+U65c7RmmEo7K32uAOsVtIktVxGRFFGVdckSc7x6YY3fAvfMYmiDL2pqSY+u0OHSd/hdJEw7dncvr9gsckwDXGqvfzGWee2A2gqgZ+vljGv350RxRIVrMoK3zEYBTZ3D1esooyqqAhciyjOWJrKUdHoNGXFdl9e92yVEkU5myRnvkqZ9By+7rlL5GVDHKVEUcbZIma5yRiHNvN5xHyVstxkTGiIoowogr5nShOZphFFGUmcUZUV6yznh3/qdRIVH3ItHd82yDJhbVWlsIt+/oUj3nVjrOI5FXEk5wt1g97UFEVJnsK2cixUdcPZeU0UZRwcr4iijDeijJ3+g8V9zzV417UhZdUw8i3Wq4QoylRTW04UyXWyN/bYG3u8TzWSZUnOep2QpQWmDnlWUFc6WwObx670qfKCR3ZDtgfiovjEF4STFMcZo8Di8GTNySJh3HN49PKQSWBRpDmuoTErSpZpTpzklEX1tnvHjR1ZbN6+vyDLCuIoY7mMiTbyPtgGck6VJetNSt2AqUmM9P7xiiSrcAxxhUXqa8eBxdA3+Rcfv02clVzdDtkf+0RxziRwWCxifFvnfB7zrhtj3jpaE0UZw55Dnhcslgm2DvN5RBxnRElJmhUUqiWtKitiVbBwZSvg2l4P35VGtbUGTVWz2SRs9W3my5gkLRiq5rg8lQazLCvI85qDU+HJnZxFuI5JlhWkSd6dhwDrVdzdLy3gg09s8ckXTzCA7YGjGvAs6rIiiTI8Q4OywtHhmRvyrFakOfM0p+eYDAOLOM557MqQq1t+935sNg++p6nJPd4zNOqiZD5/exPrYpl07rxKbYDHiUkcZViGRlPXBI6BZ2ndvwlwNIuJs4KeY5AkGWVR0Vg6jqlxfL7BsQwS1QyYpAWBrfPznz+kqmt815J7bs8iURHS89mGO4dLyrLm2m6P20dr+XlVa+DhyQZLg7pqQIPNJqOuagxgs5YNH8eAvZHHW0dyTfVck5NzOSYmDaPQxjQ0QsdgNo9Ik4K8rIiijMeuDJn2ne4YJknOMJD7z+EJBLbBSqe7Vt+4O+fpR8Z4ts7WwOXWlSGW+vOyKGnqirqquXe0ZrPJed+tLdnkAA5P1tw5WnM0i9keeQx9i/k8YhXl3TH+qU/dBWBr4GAAlgHzRUKc5MwWCet1wtzWef7Vs84t1Q9s+YzepFi6hqlBmhU4ps7AN2nKmtA18CydUWBxNIvJ8oq6qqiKiqevDVmuE8pCfj0OLfaGstHTHpdXb5+TFzVfeO2U557Y5pGdkCTJqSs5jstF/LYWzaFn4psa94/XNPUXR366EJ8u5mL+/ziffOmEG3s9pgMPTdOYrzO++x99VlpAkJv7ySLhO7//06zjgq997z7Xd3/pguZiLgbg8asj/vDXP8kTV0dvu/m387u+9iZbI5+/98MvUjfwN3/oc3z3n/jqrunqYi7mYv7XzfXr13n/+9/PX/pLf4m/8Bf+AvP5nL/1t/4W3/RN3/RL/u6P/uiP8uf//J/nb//tv83XfM3X/Ht7DVVV41gGi/rBwsAwNJZRzs++cESWV4z6ws/5xdd5/YswoHkp4oBGQ+AKa+OtwxWPqrhIXQsvpq6l2aZumg46pSEA57qWyvFh6GCoSB2AoYnDZXfkc7pI2BlJVXbb+lU3DU3dUCruy97Y5+W7c67t9CjLmlTxLLK8Yjrw0FWrTqXaiapKog8aqDY+jX5gEbhW1/CG+rOffv6QhoZxTxYN+5OAN4sVVV0rp4HAdau6pixrFpucxTrjp54/ZDpwu5ahk3kiTWVFRVaUPHFtxP7E5+A8Yh3n1JVOlBWEvvX296yU+M6lrR4o2GtV1ypCo3HneM2oJ412T14bEXoSJynLmv1xwO7I59LU542DpQLFNwwCm/9ve28eHcdV5v1/a+99U2tfLG/yHluO4yQkQPYMZGFJAkNCXgJMYAjDMgMkOcOP8w7MwLBMgAn7AEOGF4awQwKBELYEside4iTebcm29rX37uqqur8/blepW92SJbllS/LzOcdHVquq+tatW8v91vN8n6aIB36PAt0wIYsiBkczaIh4MBTjHlaiIIBZDHUhF1yqjBODKTTWeJxjZPfRky/2O33FGO/jIz0xbFpZg2jQBT1vIp7U8XLXKEbjfDxYFk9bGh7PojbM+y6dNZxtA9xLx7S4obSdLqjKIgbHMhhL5HDOyigyeh7JjM4jKtwyljcG8NLRUeTyBta318AyGQzDQmutD621PixvCDh+UrIkoCHCRRCr0G4B3IDarsrGGIPHJaPG70JdyI2+0RT8hbLqeZP7zTAGnL+uHqOJHJ56qR95w0JrHTfuVmUBhSFaqAgl8kpcmXyh2hOcfT8+mIDfI2NZvb9Q+YyLS7FkDscHE0hnDfjdsjOGi/sqGnAjFtaRyuYRT3PDcdPi7bMsy1kHANa0hkvONfu4WRaD161AKpg8i5hYxqVIYBYmvtvk5t+mxRDxa4XnUr79nqEkXu4ahVpIf60LuREOaM62srqB/tE03Br3LJIEASZjsEx+veAiJq9Y5la58fZYLItoUINP5lX5kpk8JIl7GtljxBB4tbm8YcI0LWR1E5IkIOTVUBtywTAsNIQ9qAu6eWqVKMC0LER8GtyqBEnifWoYFjJZ/v2yIMKjCWis9cKjSMgbJiyLIaMb3LRbEp1rSG3IBUUSURt0I5szMRrPojbk5n0DoKs3jp7BJDwuBYm0jkzWQH3EDcuy0FTjQW3IjZBPw7Y1tRAEoeCrVXrNtftfkUWnMp4kCugf4Wmz9WEPAl4VfYXfW+p8CHhUaIoIPW8hb1jI6gZePDwCv1dFc9QLWeQG5BZjyBsWnn6pHy5Nxob2CCZjjxO7LaZlFc5lC4m0zv30NAmZXB6NNRPRvJIIuFWeyigzoLMjCqHgM7e2NYx4SkdNwIVEJg9ZEjEwmkZXfxy1Ie5JZhgWXAoX4INeFUbeQq5gku7RZHgKRvuZHK+Q59NkJLMGmqM8jdA0LYyMZzASz6EmoCHo07iHX2F/TItfYyyLoT7ixprWEMaTOWiyxP2Rsvx42/cNy7RKzj/D5KmXPrcClyIhmzdQG3JhbVsIL3WN8mMmidi6uhaqLDnXYYBBVXj1vaGxTMFji1eXMwwLLxwexq4DQ47HXH3Yg9UtQRgG97VrqfXCrfFU4RNDSfSPpiEL/N6byurI5MzCvYVfB8N+DdmcAaNw3AzGK6xKouCYztdHXI4xfLFPMGO8am3Ao6KtwQfLYljbGsbBY+MQBPD7cVGf2O3t6o+jJeyFYVhorvXixFASh3rGsbI5CNMs9TgE+H6b1uSnjakh8Ykg5olDPTF845cvIeRX8anbL0Aqa+DzP9yFZCaP89fX4cDxGBprPPjc/+7EWCKHC9bX49ar1pBIQExLcbodwB+OxaIxc/E5jfC6ZHzl53uQzhr49ZNd2Ns1hje8agXWtFEUFEHMlnvvvRef+MQncPnll0MURbz+9a/HHXfcAYBXtPv4xz+O66+/Hl/+8pdhmibe//73l6x/3XXX4ROf+MQptaGl1oucbvIHSwE42hvnk8iAy6mO2tWfOGnUrNeloDnqxViCvwnWdQtD41zACPk08OJMBZPYSYULREFAfcSNYwNKmbEoY8wxHu5oCyFiVwwqUGxQbhP2awWT0wkhPehVEQ24saKJ74dQ9Jhr/1+aFNovCAL0vIV4SkfErxXS45jTrsLKDryEeQgZPQ8w7m0U8asYHEtzob5o4WjQheODPJKCMYZUNg9NlRFP5eHWZEQLvhhhn4axZK6kTQAXCcN+DZmC6NMQ9hQqsLlw8MQ4GiK8HHjxfd9+e57VFQiF/Y0EXBiNZ8EKk6UN7RH0DKdgWBYv+R7jkVySxD1mWuv8SGXzyOoGhmITaaOKJCJvWs5PURTQ0RpCLKU7RrLpnIFEWkdT1IP6sAe9w+lCSXKdp4HEswh5NbQ3+ktKqfM2G87+R4Mu52XaaJx7ZEkCsLo5BLeqwLSsgskxr3ZlWSJiyVxZibaAV8WrtzQ5lcpsREHAtjV1ODGYRFY3C1W6BKxuCcEwTXg0BS51wmNMlkW01E14IWqK5Jg9R4Mux5NFlkTURzyorfGib3DCQyeW0lEb4i8SI34XVEVEOmvgxEAKA2MZBH0T7ROKzJgNkyEacDtpdDZ500Iqm8eJwRSyOk+Fk6QJfy+bZCaP/pEU9LwBRZYQ9mv8HC2cNnUhNxRFRDo3EfEyGudeW7aQMhzj53jPcBKGwdAYdSNQSEUSBQF9w2kMj2cQ8vN0qVdvaSpph5630D+ahkeVeYVEkZ8lgiA4L1MnBDaGkFdDrnBM2hv8hQqUwPJGP0I+FekibzFBEBAt2E3IIi8UEAlqWNEUnDjWhbbY53PeNJHKGhhP6vC7Nac/Ae5PVR/xIBhww6eJ2Ns1yk21TS5EhHwaDvXEIAgCPJriPD+11vnQM5wEAET8GgzTwlAsg0jAhbxhIRpyQ5VEhH0ujKVycGky2up9Jc9flVAkEccGEkhlDZy/rh4jiSxEgRcIGE1k4dZkBLwqMjkT8bTuiAG2eGtfy8ZTuYJY6EVbvR9t9fzc4n57o8gXIozKvr/kRSWvamf3VU43nfuHLV7YRAIuNEe96BlOAQyoCbicMbaiKQBBENAzzAs12IUuiscMY/zYrq8giAkC/75ERsfyxgC8LgU+F/c86x1JO8t1DySRzuVhWjz1zhaB7H0yTAuSKCDk41X6Wuv8GE/mkEjr6O6PQxDgjM/Jc6tMzkT/aBormwJY3hTA3u5RNNZ4HQNzG69bgSKJ3HvRrrAJfplSFBFtDT54XRN9p+ctBL0aMnoetSE3PC7ZuU6qiuQIfCGfhhNDfLwpCt9+3rDgd8uoD7sdC5bmqBcRv4bdh4ed74ildAwW7tuqwv0I+T4Z6BniEUwdrSGnQuBQIotQIeoyXIh47B1O4o87etAY9eDyra3OthsiHkT83KzfxudWKr7wtpFlkZv6U9odQZxZ2hv8uHBjPTpaQzBMC/f8cCdG4jlsW1OL26/dgKHxDD7/o10YiWexbU0t3nntuhmfuARhmBb+9/cHYVkMb/ubUtGys6MWH3zTZnz5p3vwy792AQC+8cBLuPXqNehcXXuGWkwQi5NoNIp777234t927tzp/P/BBx+ctzYosuSk0GYL0QsAkEjpXHwAnJ/TIYkiLwEu8kljJMBLXttvxj0uBfU1btTDjdFYrmz9+rAHbfV+pHM8ncHGtJjzcLx+WaTE4NUWpgQBZYJWsfC0oinIIxeKPhOKn3cLlzhRLH0IFgUg4FXQFPVidQt/4D5/XT0P2CqsU3x9jIbc2NBeSOHJcGGpc3UthEKVu0Qqj/qIG36PiqYaL0biGTRHvTAZn7i21HpxpDeO1EgaXpcCQeQVmZ7ZN1BoZtF9vKB9Bf38wT+e1hHyqvC4ZCSzPPWRT9ImVrEshr5RngIkFAylGyIeJNM60lkDz+wdwNq2MIAUooEJQUMQJnSbnuEUGJsQVmw6O2qd6lVPvdzvHJ+SPiq0WZVlLG/U8ORLfLkTQ0msaQth04oaeDQZQa82ZXUjXolPwMBoGhZj3Fg4ISGRyWNrjReWxXB8KAlNlpAzTLgUyRG+Kj8GVf4eWRJLO8/pi4LZbmFjzVEfGiKesuXsdUVRwJrWMLoHElAVCe2NfgSDHhz0qlALhuzeosl5R2sIvSMpnBjkZcZtU+ni/W+p8yKe4tEkNcFyD093QRiLBDT0DhuoL1TmG01ksX1tPbxuHtH35Ev9UCQRXYVoue1r6wvrc7P8ZDYPSRewrujl0oET4wCA8aSOVc1B1ARcCPpUHDg2juf2D8KtyRAEOMKnXRFNFAR4XTIUWSppqy3iuV0S0roxEQ0pAOuWRXBsIIHlDX7oBjdWdmuyc+66NBlbO6LYc2QUjAGrW4IQRbHIEBlIpLjAYFdqW1ZfOQPAFnj7RngUVt7QESyIkh5NRjpnOCIKj47hkWH1YTcGxtI41BOHxQC/R0E2Z6KlttS3b3mDHwdOxDA0nnGupz63inQuD6kg/PJiCBPH+WRsXFGDvd3c5+fEUBJul4zxpI4NyyMwLeacnz63jNG46HyvS5MRCWjY0F4Dw7QwmsiW+TkBXIjRFKlMPLIJeFSMFarmGSZD/0gayUwerXU+NNV6EfSoYGBOhUnelwrWtIYQKwhaoijAMC3ohaqf9vm1oimATM7AquYATgynEAlozt80ZWqxgguX/P+SIGBgLI2h8Yxz3O0eThfSknXDrqIJrGgMOhGchsGwvCmA1oKonNNNx8useDtA+WVCFAVexVCREPSqOLejDoos4nBvrGQdURCwdU0tREFAz1CSR6tF3Nh/LObsSzGbVtagdzgFRREQ9KpcXCs6NumsAVHk98KVTTwiilmAyXhUrtejoj7iKZkPujUZq5tD8Lq5n5q7UHnOpUpoqfMhl+P3YrVwDfK5laKxyX9mcxP367BPhSj4cKgnVnEMFwtPhmkh5OP74XEpJfdnpy8FAVs7ap3vPxkkPhHEPCFLIt7x2nXIGxY++4Od6B1OI+BR8M5r10MUBTz98gCGxrPoXB3Fu67fUFJlgiBORiyp4/n93MvhdRcvR9hf+lCycXkN/vFNm/GFH+2GXkgr+dJP9+CKbS1406WrKt5ACIJY+MiSiMYaPpHuG0nDtBiWNwRKBJ/pkEQRecNA3rCwrN6P1jqfE5mkyCJWtQTxl129SGdNRIIT1xXDtHC4J4ZYMgdFmSwATTzAZvMmiuOvDNNyhKnz19VPGd2ryCIUlG63NPKpsP+T1AlRFAqV6QTnId9OD5m8bvE6tSE3/B6eshT0aXh1ZzMM08LBEzHsPzaG5Y1BSJLoRCWE/O5CSXEBbk3CyuYAIACKJJV+V4n2xBBP5ZDVTWxeGcX+42MYGANCXg0rm4KwLFY2KRqOZ3F8MIGjfYlCahmPuPJ5VLg1PikI+TRcsL7B6d+wX4Ms8ZQzMD7xTud4amTxtV4UuMBWjGFMpFUapoVERi/ptIhfw3Asi5Bfg0vlaXL7j43haH8cm1bUlLz1b476nGgiUeATLdNiEL18sm8fn8aCiXIk4MLOg0Ml7ak0PqZ7MRfyqUgV9sm0LIAxDI1l8erOJuiFqAdbXJ2MvVXTYiVRUna1SIBHnjXVeLnZdBGqIqIp6sWK5gA0TXIqe9n77lJ5RapKwhPAo+IALhqvagki7NMQCWgwzIATZbCsgVfWSmV1XgGvqG32GM7mTHg9MhqKUqYifi4qy4VoBPv5YE1bCLm8gWTGwMqmoBNd0VjjgUeTkc2bFYUfVZFw/rp65A0LI/FCSpFgn3sqNq2oQTKT51XqVAn7j40hVUjjEjAxmZUlEZIklo3J4ULqni3ETI6om4wALqq6VMmJkvRoCtI5A57COWIxLuyosojufn4uCYXvW9cewQFlHHuPjaFzda1ThVMoVEQcS+awQgqgoyUESRKxt3vUOReLcSIrp0FTJHS0hNA3knbEdwbmpNza1IU9qCu6hqeyPHIm4FGQN3n6nS1Y5g0TecPiUS+qPO1LxbqIG8lMHumc4VQ51AqVzc5bWwdNkZw0M5uQT+ViZCEIyWIMuTwrCC+8jYd7Y0hnDVx9fhsCHhV+r4b9x8acPlrRHMRUGEX9yAAEPSpEQZgQLyaf7nYAayH6tmuAC46OgGkvVpQibkcr2denyZt0qRLqwzwyKVcodsCXK4+2te9vTiXYZA5d/by4wrlrJvU9A0SRr+PS5BLRO29YeOEIvxdesL4BtSE3wn4NsWQOB3tiqAm4MFKIErUZiWVxsGccYZ+GmmAYrBCFFgvpyOUt5HQTGd2ApvHKdSubA4UKd0JJRHIqk5/Yr8KbitdesAwBT2lE6WQYA44PJeGZIq2zZJszhMQngqgimZyB7z9yADdeshIhnwaLMXz5Z3twpJdfpHxuXuJWUyRcd1E7Aj4VF21sJCGAmDU1QRf+8U2beYUrf/nbMIB7RP3Tm7fgCz/ejZxuQpYE/P65E3h8Tx8+cONmdLSGTm+jCYI4ZWRJxKWdLRBF7tfUP5qe8T0kkzMQT+WQ0y241Bz2Hx/DOSujJcswi6dmGObkiRaPPEhl8whIaokgIIoCtqyKIqebZSl2xQ+ls00rnyzqdLSEMBrPcS8q+3MIaIp6oSoixhM5qLJY8uZ28nYAPjGoFAkjSyL3rarh3kqYsLxCe30ADREPLMb3dzSWAwNDR2vISfmyWHmfZXUL6ZyBofEM3KqMjM69rYLeyg/9tlAigqecZXMGBAjI5y24NQnrl5VOAORJk/nNq6PYeXCoUBpcKQhz5QQ9KsZTOo4NJhAtpJOV9Fnh5+qWECw2jpVNE5Ki3cbh8Sy8DRPiU2tRWlsipTuiTsinYdPKCFYVJqSiKDjpJ3Khgpmkm1jeGKgoNKWzBjI5s0x4BICmGi/ihQgNAdyLqDbsQsCjYjTOq03xaEGr7CWfvbV4SnfSc4DS8XK0L45kNo+OllBJlUexEDHkc6sAUhhNZIvWP/k4FwUB56yIonsggVghpUoQBCiTRK4tq6OwGMMzewdK1gW4cBUJuJAreCXZTHVvFwQBmZwJ3TAdE2MA8HvUkoqNU61r71ZbvR+dq2pLROd0No/ekRTqQm4YJnOEDkEQsG5ZBO0NfoiCWCFtFlBkAabORSrZmrr/Wmt9yOgm94jLmwh4VSfizEnNK5IP/B4V7oLgY0+4BaE0dbdYmCz+Vntc2v5aoiA40UHNUS9cqlwxnbgSXjePKAUATZamFCSLqQ97+LVd5u0o9mPqHU6jb5SnV9UEXFjdEppyO5IgIhzQEIaGw4WqfLYILEvlxwOYSGszi6+zArCmNYSmqA/d/QkMjWeQzOSx/9gYljUEUBfiqWIDY2m01vocQa8Y+/rnViUcL4gh3f0JbFtbB79XxZ7DI/y7CsvXhTwYHE8jUmTUXzw2nNO58JGTYiwI0FQe3RfwKhM7UMS6tjBePDqC8YSOWFBHnVqaFlvSkAKWxce1AC6QaqpUdm8xLcYjzEbTMEwLG5fXOFFp+aJoYYBfd0yLOQKZpkqQRe5JNhrPIhJwYWCMK4B21B8r7EpjjQd63sLxwSQaIsURsBPRnLm8BVZI3Cy+N9nniqpIJRGblZAlAe0NgRlHNc0EEp8Ioor8+sluPPFiPyyL4fbr1uObD7yMF4/yNwrtDX68+/oNGEvk4HMrEAQBl2xpPskWCWJq2htK/V3sm1UxHa0hfPjNW/D5H+1CJmdCkfnD52e+vwM3X9mBy89tOZ1NJgiiCoiigJFYFnuOjEAUBaybIv1pMlbhTahp8Tfv3gqpGrFkHsubApAmPVXLkgBNlhD0caPstiKhAZiI9JiMLIk4Z0UNZlgIp4TSlAAeKRP2axiOT/hy2BOQkVgWY8kcwgGtXHxC+YS3mLFEjlciKpg/A/wttatglAzwCVs05HYEjVgqxyt6SRPeNWCsbOIc8CrI5PJIZw1sWV0q9FWiJuBCwMN9RvZ2j/EqbeAvHNa0haZMr7FxKRL8bhV1QTdqwx743JUf9de1R2BYFp61RY1JfeJU7ZJFRAJaiXDTFPUidkx3opwqIUkCZIm//R8cy5T4yxTj9yjImy601fnRWOOpnMokwIn6mozd/3IhlWtlU9CZKNniwFgyh5FYtiSyZPI+F3+rWDLB5f/PTzLmzeQMjCdzJRM/Z1sCnPSmVU1Bx9OomKxu4lhBeOLrTH0Ol/WJwKPUeodT2Nheg3PW1cwoBcxe163JmEHQTuWVwY9tcaQYACdVjzGgJqhBnHS43FrlcSsIAlpqfWCM+1f1jaR5ifsK4mxzwVvoUE9RalThZzzFz9tMLg+vu3Td9sYAT2/CREro1Hs30a4jvXHEUrlCkZdijzB3iX/YySiOkOrsmJn1wfLGABoibuwuCDJ2pCPAzwXbHwuMYefBIXg0uaKvZ7GY63HJSGUMJ21WlSv79NiCVHGqFsD73+9REU/zSLzWWu51ly8It7ZQksqWVtyz2bSyBqZpQZElpzKaYU2Y6BuWBa9bwZplYSQTWbQ3+lEbck15zasNubkH3aR0RAFwxFzH9m/Sbvq9KlYXjNOLI+2mi5iNp3XsOzYGWRLRVEjZnCxoH+mLgYFBFkU01nhLouVURUJbnd8R5l7u5vNDO2U2lclDlSUMxbJOu31uBfG0XhaR6NZkNNVo8HuVipkzzvWgwv7b35/K5E96PxGmeFFzKpD4RBBV5HUXt8OyGF574TJ89+H9eGYfT4vqaAni9us34N6fvICRWBZ337J1VjcugpgOxhh++MdDeHRXL/7pzZvL3oKtbA7iw3/biXvu3+WEpadzJr7/yAGYloWrzms7Mw0nCGLOCAJ/yA941Iq+N5VwazKaol4k0nmsaAqUCdgA91mSRREhn4axZGk0R0ONB8lMHi21vrK3/jndhMVYxWgAj2v6B9ypqJTOVjxxtKvEZXUDsZQd/TL9dgD+YJ7McM8l2x9nMi5FgqZKjnG0LT6IooBUJg/TYlAV0UlrEAXArPD9iiyiNuRxJisnQ5F56o/9NtzvVREJqIin8xXftJfvq4BNK2pm9F1S0UQ8OCnyxf4eu1/jBcNtgB/PdYUJ+VQEvRraCwb4fSMpCIoEdQofGEEAkhkd6ZxacTLkdys4f119xXXbG/wQBB6NAsBpI2BP0LzoHUlVFGeEKdSn4kVtkaXY0BsAVjYFcWwgiZ6hFCRJhL9I8BAK4wsABsYyFcUnizGMF5W2P5nlZ+fqWmcZQeAt1/MWxpK5sjGXy5uIJbkp9uS0ms0ro2VphjOl9Hws/VbJSX1kWNUcwsGecedvrJCyxqOOKoyBQkQSA5AzzLL0tgqLl7VDVURk84AglG/fpUjQNImLKULpfpSIL0X/ZYw5wqDHpSDs1zA0zkXvRFEK00ywd2fGAmGBqSJai1P0srqBXYeGSyL3ilnRFHBSE594sQ9HMnH4PSpkSYDHpZRF4xS3c/L5ah+VllofWmp9eK4wxxmKZR1hcDpEQYBYuGa4Ne57N/mFhSpLznVFFIRpI/JWt4SwslD5tAQBPOVW4CKx162UnSPprIEjvTFE/JXFrY6WUHk0qO1nJYvcC8mrlRtxM+6zpckyzl1TV+LFKEtiSTW6xogXI/Gsc613qTJEEYUABb6MLQROiEkMsaSO4VgWl25tQXtjAId7YkhmS8ekJApOdb6S9cEF/75R4Gh/3EmjPJ2Q+EQQVcCuOKbIEt502Sr84PcH8OiuXgDAhvYI3nntOnzxR7txfDCJjtZQycMRQZwqvGqLDFEUpny4Wd4YwEfe0ol7ChUXawIaxpI67v/DIQyNZfG3V6wi3zGCWETIEhcoGJjjc3IyGms8MEwLfo9aUo2umJVNQe5HxBhe7jKdSTRff2oBZech7t1TnGZgk8ubYIxVjIyajqkiFFY0BaHnTafK0sBoxkkrqLTO5M9EsWAeW1Shrr0hAJfKI52aCp5EAPfdsYom616X4pieu1VemWi6tkqiiGhIRV3IjURah563EPAqUwo3hskrEMaLqlcxxre96+AQPJqCbWvrKq5rM5bIoX8khWjIPeXzxniSR3vldBM+t4qWOl9JCpK9/3Z6VkafEF8kkftrVUrZsREEAf2jaQgAOlrCWLssVPEekymId2PJHGIpHdsriEzTRQWpijRt2tFE5EP5NlRFRE3ABd2w4C8SSIvvo7Ikcn+wSWPa51YgywJcioJs3ihNaxFQEHl1x59tMuaktNaTpeoVpzEJgGOmXmndgdE0ekdSkEWxbKzMNFVsOtyVzuOiCAttkrCV1c1pfd+Ko3pqQ+6TeylV6KrVLSEe4TaeQXJS5I0kCmWC1aqmINI5Y1K/VhgjsgRNkZBITVwHJ0fBnYwyU/8ZoshSSd9UwqXKWNManpGYGA26YJpcrBmJZ7FyUqSmnTrsKoyRmoALiiziSG8cFmNOJb5qEPZrGIplnPTjCW3l5CF5562tc87rSpFboiDAMBlECEhmDERDFe4BAq92ODk90KXyyNFKwl/Qqzri7YtHRyq2TShcG73u8gqCk1nW4MeyBr+zz5oqYVVzsOTctvfPvr4U985oPIvmqLdk+Yn94z/rQh5YVrpkfIR8GsI+rWJ04emAxCeCOEWe2zeIR547jve+cRMCHhU/+fMhPPLcCQDA5lU1eMdr1+HzP9yNY4NJdLQE8cGbzim7MRPEqXLdRe145eamKf2fAH6j+8hbOvEf9/PKi5tWRHCkN44/7DiBgz3juPMtnXOOUCAI4vRiWgzRkIZo0D1tBEoxbfV+RINuuDUJeYOb2E5+czsaz2I4lkVd2I11y8I4cDyG+rAbFmM4dCIGRRaxvLE8YsqGixml1xHbVPpkE6nJVIp8Anh6zkyWm+ozURAQ8mlQZAmKLEKWBNSF3BBFoSyFY3lDACeGk87DuyKLuGhTAwRwYcLx2Kjwxc11Pjz/chKWZWE8mcO+Y7zqVWud34nUmUw6a6B7IIGuPu4VmUjpWN0cgiDwY2OnqUxHJmcgltYrplXadPUlkM0bSKTzBd8iOJN6lyI7+7N2WRhdfQmsaJwwED7cG8NIPIv17ZEpDWvtCDHuYyRO+XIjWyRqTfbMOlXyhuV441QqFe73qLiksxmSWFqtzm6zvV5rra/EUwngflzr2sKAAOztHiuZNIsi94OyPZkqMXlPZ6NLCMLEeKu0XkutD6bFqv6ic1ImTwl2BbLReA7tDaUpQsXnxskEmJn41/lcCkw/Q3NRNKEii6gLuTGeKK/SKYlCmchSKRqNFe2ZIAhY1Rx0xm02PzFOI9M8Z1XCEUBntdbU6Hnu2SUVPOqme+4D+DW5dyRVEGLcqAu5oSjcW6hYQN68MlpSMVBVJESDbifNcSyZc8bz3u4x9A4nEQm44Q1wOSEadGM4lpnyxUYlJg+HRDqPg8fHEPVNLYyc7EWpS5XQFPWibyTlRB5N/h6PS8aKpgDyhgXDnKiy2ljjnfKcBbh4a0fDjqdyTvCBs11NRiKtn9Q0v5gSX8RJQlIqw7+reyCBxhovWKHtiE0U31jRGMChnhjcquykpBf7Ovk9aonoLIpCxRTN0wWJTwRxCjDG8Mhzx3HwRAyHT8RwpC+Oh546BgDYtqYWb/ubNfiPH+5G90ACq1qC+MBNm2f95pcgZoIgCCUPIH/a2YNVzcESA1iAG8LeefNWfO4HO7HnyCi2rIriUE8MxwaSuPPrT+L/3nYeReYRxCIg5FNx/rqGWc1osjnuMyOJAvdH8mllD6HpnMHLentVhHyaU5HJYswxVV5W7y9747x5ZRS5vAmvq/weF/Rqc5p4lUQrTLOFk5maT/5EEID6iAc53YRpWdOK7rYgUjzBUCuIffafiwWUVS0hxGJp9A6nMDSewfr2CIbGM2icJtXB51EQ8buQSOUxMJZGRjdRF+aV+eJpvaSq2lQkClFTngrHwmZNWwiDYxmYFkPe5BFu9vLFQkrAo+KclaVpfHYExFg8N6X4lMsbYKxUKKmEnRYHANFAde89xREqPk/lY2xPysojLuzILxM7Dg5hRWOgxDNKlkQEfRoYY/BoSongKokiOlpCFQWvqZiuot9kTibgiKIwrUA8V+xzsFgwtLHTTxlYmRiuqRK2r6ufMqrl2EACmZyBFU2BGQnp9RHPlOlClcVnwVl+uoqbUlFEI8DFSV50gDkeSx5NnnEKrc1cI5/samWCgJK5w1gih6OFamv1Yc9Jj3XetDAwlq54vS9GU6VpX47bx39gNI1YKoeaoAutdV40Rflz5sqmAJqj3hlF19kRlbnCuCm+vs82ssxpvywhZ5iQCpXepELFO779cnqHeaGADe2RkvS+PYdHYDFWMQoTQGlRAFa68dY6LvwOjmXw1Mv9OGdFdNrrsE1xZcWTIUsiGmo8TqqjW5OxaUUNhsczjvhkn0d21cuFFPRAORYEcQoIgoB/etMWvPcNG3GkN4ZfP9kNgIeE3vGGTfjFX7vQ3Z/AquYg/vGmzVUJdyaIk7G3axT/7+H9+OKPd1fM52+OenHXzZ0I+VTsOjSM5loPJFFAOmvg//vW0zhU5NVAEMTCxC6nPBsfEYsxxNM6MrpZ9jbUxp4MTJ4MC5gQEeyJZjFuTXaiiSazblkYa5dNPemZipJKPNPsZomHS6XlisUpTERBvHBkBC91jWEklnUmwJMZjfNIiuwUnio29rR68vGwRQnTZAh4VKxsCk4rNIiCgI7WEDYVBB9VFiEKArwuBZtW1Dj+LdPh96gIeNQy4/Vi3JqMZQ1+J/Khd5j7IkX8rpNOluyJ/HSRSrLIK2m5tel9qtrq/Wit45EyUwlEc0VTRSiShJqA66TnSbkwYAsG/LepfIgEQcA5K8uPy3hSx0tdoxgsmDCXrVf2+2zEJ/5zeaO/vNT7fDIL7WT9skhJZUZREKaMWOkdSXHj6lmIDvGUXpKa6jSxwnEWRQFS4d90AlDYr+GC9Q3YvIoXBtjXPYadh4ZgWgzr28OoC3mwvj0ya+8m2+M1NE00TyUMk2H34WHsOjRc8nmlNKvpsM/xqcbw6uYQVjeHZrw9QQAUScSKpiDa6gMlRRdmOs8ZKVxXbU+5ku3PNUasKDIvb1qQRaHIWL90m4zxohvRgLvkOqnnTRiWNe21TZElaIX73OShIEsiAl7VKYQx02jOSMCFoFd19t2JSKtwWRIE/mJh8vWy+L5SF3Y7nl0ttd6qm4afCjQTJog5EE/pcGvcFE9TednUbzzwEgDgvLW1eM/rNwIAbnz1SkiigNddvJyEJ+K0sXZZGFed14r17VMbwjbWeHHXLTwCav+xGNa1h3D4RBy6YeHfv7cDd7x+I85dM72vCEEQiwuPJmPzyigkUZhSmLAfYMtLogtoqvEinTPKUpAAXkbaMBk0VZr15Gwqir1lptui/TcueJRPcCsZDI/GszALKWy2OXLQWy7INUU96OpPnDSVZCK6YeKzY/1xHOmNI+BRUReeXVSPWlxCvhA95J1hWnRT1FtibDsdG9ojeKlr4m17Ip1H3pxeaPN7FKxtC1eMALPRVAnLC4LMyaJ67L/OxO9lNkiiiHPX1M5puxOmy3wfZxuNMTjORafBsUx5lb0KzCrtrvBTkri4drqYzVld7CfDGIOetyAImFYQnSnprOFUCpucyjtd2q1lMZiWNWN/S9vnTBS4OfeKprmJo/ZYqnTdnI6pxkSJR/oMNikXvjee5hU9J19HaoLTX9vs6ET7GlZseD5XPC4Z6dxEtKUii2iq8WJgLHOSNacm5NOQyRnIGxZ6h1KQJKGQDuou66dMzsCxwQRCXq3E96l/tLJYPBlbx6skZvpcMlpqfZDE8qqQJ+PcNbUwLQalIOhNvg8zMCQzeQyMZtAS9aGtqApe8bIuVcLyxiD2HxurXr5nlaDZMEHMklQ2j8/dvxMBj4p/eOMmDI5l8B8/2AXDZLh4UwPeckUHYikdQa8KTZXwt5evPtNNJs4yBEEoG3dD45mydLr6sAd33bwVn/3fndjbNY51bSF09SeQ0U38aUcPNq+Kzsh/gSCIxYEonvzN9PLGwJRpHNNVaX3+APd16mgJTeuZMRvcRUbq00Us2H9rrvVWFDqKP7H/fLQvUbJMxO+q2DcznWjZVkzF7RyL58AYn4ifSp/M59zBMe512s1OGnkgSSL8HmVakVEUBfSPpCGK05fqPjaQcNLu+kfS05raz5WZpjutaws7USWSJGLL6igSaR2j8dyMhT+bNa1hDI1nEJ1iYu+eVCRgNil6JftzGieWTmW5adJOK5E3LKcgwWx93yphC3uVqA97MBrPYVnRNUwQBAzHMhhP6BBFAVtX11YUwXK6ia7+OLxuBS21PsiiyD19ZhlpNJlKqbszQZbEiv1V4qE1gwEgFT3HHR9IzjoKta3ej+Zab1WL0gS8KoZjGQS93C5CFAUEfRoGxjKzEmKLyeQMxNO6Uzih+LhN3qZdqGcuYqhpWdMK9B6XMmf/VFkSUXx6tdR6kc4aEy8T2EQE23gyVyI+FUfEyZIIodjDbE6tmR9IfCKIWWJ7HTDGcN9v9uGFw8PI5S1cdV4rrr+oHV/40W6ksnnc+ZZOBH2zMyUkiPngmb0D+K8HXsaNl6zE35zfVvK32pAbd9+yFZ/9wQ7sPTaOtW0hDIxmsLd7DPuPjWNNWwjAzExACYJYHBw4Pn5S4/BKHDoRgygK06Z+zdWvoxIzNVJXFRF+jzrlBL7EbLjwgN5Y48HAaBpetwK/R0Ek4DqlqAxWYYK5fkUN8noe6Wweo/HsrASoYwNJADwNZLZeMbPBmuSGnDdPfvy6+hIYHE9jbVu4zKDdRoCAZCYPWRKmnSDbwhMA5CqkiZ9OJj+zuTUZkiDA755Io5kpYb82rRG0Iks4Z0UNXjgyAo8mz+oee4a0JwDcVqLS8WyOepHKGBUj7k42fIMeFbG0PmNP1OkC2XxuBeevr0dNjQ9jYynn+4t9+qc6n0YTWYwlcxhL5tBS66uab9aJQX4uV0oTnAvTiSoVl59UvXEuTBaedh8ahmUxdHbMMe3TjhSt8NlcsdfmHlnc/8mOappcp4GnHQfAGAMrqvrnc3NRPThNJTjDrG6EZjF9IynkCpVcZUmEIkvYsDxSsowt/pYJXJOa1dEaRkbnHlgLSX0i8YkgZknQp+Gum7fiiRf7cP8fDgEALt/agusvascXf/ICDvXE0N7gn9VbLIKYT0RBgCwLU76BrQm6cFfBhHzfsXF0tAZxwyUrsL49jP/57T4MjWdxxxs2zvrNL0EQC4tc3sThnhjiaZ17VjTObn3bzLS90V/2Fn/TihroeQs+d3UfLde2hcvK0k8mGnQjGpw6ra3UE4r/0hT1oi7shp63oCriKQvsTnRD0WZ4lTcBo4kcFFmalfhkV9eawqalatgV+Gajb+UK/lexpD61+CTwdB9ZEqeNHAl6NcRS5RXKFgoDY2l0DySmrVA4V2yxc7Zz7mLxZz6FyUpMFf1SaZI8U9a1R8qqhk2Hfa5OlfY5ebyJgnDSiphA+bl2snS0maI7L62rsrmSfpqclnUyZPnUx8tYIuekJM6VdMFfz/6ZNyzsPz7Ox/Mcm2gXWjAtBr+XC5qrm0OQZbEs0hAAjvbGkc0b2L623hkTkYAL5/m16SNt59a8GdE9wCNyw35XRQFsWYMf8bSOCzc0lKVy+z3cwyrk5+tpqrQg56IkPhHEDDBMC394/gQuP7cFsiRicCyDBx/vAgBcsKEeb3z1cvznj1/AoRMxLKv340N/u4VK1hMLhm1r67C6NVRyI9PzZslb/kjA5XhAHTgegySKWNcWweGeOMYSOSTSOolPBLHIsSxuOC6LIla1BOe8nbxhlfhkAIDXpcBbnblaCVOJG7OheLJePFk7Pph0qkB5XQrqI+4ZR1tNhk3hAVIX9iCW1GddRdRXuN763afnujsbk99o0IVYKjetYCWKApY18JSQ6ZbzexRHfKqdRkA8U8zVv6y7P4G+0RSWNwSmrMxmk9GNWYkvp1lvOi3Mpp/rw27IkjDjc6o2xD1/7GvJVN9Vbc8xm+ZaL04MJad8AThbisW1maYE+twKj0SsQuqcIHB/vVOpjGyLmLaQyBiDxRg0mRuZp5LZU2tj4Wdd2F3x/GOMIeRXkTfk8uIaJy1OcEpNmxFTjUW/R8UrNlZ+ayQIQsl9fbbpmacLEp8IYgb84A8H8acdPegdTiHs1/DwM8eRy5u4YlsL3vjKFfjiT17AgRMxtNX58KG/3UKTdGLBUSw87To0jO/+dh9uv26DU0Yd4A9md968Ff9x/07s7R7DNx58CZef24zvPnwAP/3zEbz7dRso/Y4gFjGaKuGcFdxwfC6llxsjXmR1o2qG4qeLkqiHwkSjZziFgUIlMjvVJhJwQZnjkzFDZV8Xj0ueU0SIpkoI+7UST4/5xI4MOHcGaTQBr4o1reEyAbIYUZiYxM0kOifs06qW5lRNQn4N0YwbkWlS6Cphj62BscyU4tNcT6PTHe200FAVaVbeYD63gg3tNc4xmar7agIunBhKojFS3Qi3hogHNQFX1aJQirWSmUY+hXwakpl8VdoQ8mnYtvbUCtI013oR8KrwFyq22cdEUyWoioTUNOtOhd+tIpHR4VIlZAoVWdMVKpgCPHqzfzQNv2d2FQg5vLEebWHP9Up0xgV0ySDxiSBmwGu2t+FobxzP7ht0Sky//pXLcd0r2vHfv96LA8fH0Vrnw4ff0umUVSaIhcpLR0cxntSRzOTL/hb0qvjIWzpxz/27cOD4OLK6gUhAw/MHhvD1X74ISRTR2RGtimkoQRCnF161ae6PfnYky2JGKsxyjg+WGo4LEJzS1KdCNXWBmqALLbVTm7xXA03m3ii2KfhMIr9UWYTiU6evQFjsMzPNBHkkxiMcVEU6ZWPn+UBTJKxqnn2U4MqmIIbGM9NWOSyORpiNoLvYtKd5CiiaFUrRi7OpxDu3JmP7uvqqi+vcRLp6L+4qedidDDt1eaG8QDyZr9JcWN8eBmO8T7wuGcMxTFltThAEuFSZp5/Pkonur/7AdikysnkDnipUSF+oL4lIfCKIKcjlTSgFr4JDPTEcH0w6FQZuvaoDl25tAQC8/pUrkM4ZuO01a0l4IhYFt1zZgfPX15c8UKezeSdVNODhAtTnf7gLXf0JRIMuhP0adhwYBgA8u28Qg2MZXPeK9rP+DSxBLDYSaR19I2lE/Bqis0ybONoXB2OY1nB8ISJWmKw1R30YGs+gpZZHOXhcSlUmZtV64E9l+Rv70US2pGz9fMEw85fjxwaS6BtNYXVzaEpfnOJ+mK79tndMTj+zZuPVpibomrFnkGuW4XaL7a6ryCL8bvWUhO9TZaan5UKdsBdTLDjNtAKdUXDclqVT3z/LYth5cBhuTcL69rn5fE1FKmOguy+OgGsuotCEt1djjReRgGvK6ExVFrGs3j+n/rDF1Kmiqk6Fc1bWwDCtUyp+YSOUpN0tHEh8IogKJNI6/vMnL6Ctnpda/f3zJwDw8NZ3X78BG5ZHHM+cmqAL77vhnDPcYoKYHcXC04tHR/C1X7yIt161Bhdu4BFNPreCO2/uxNd+8RL2HBmB1yUj6FURS+kQBeAXfzmKgdEMbnvNmjl7pBAEcXoxTAsvdY0CmPqN8HTYaSvLG/2LSnguMRwvTNxa63xorateVJEsijAsa07pjJXIFkSZZLo8QrWa2BXmLItBnOFEzJ50JTL6lAJLcZ+7q/AWf0lS6CM2ywiKxXTuAby9czUjrxb1EQ+iIXdVxJczzVwMx1uiPvjdSlWE7GQmj7xpIp+upmA8sR+6YQI49evodGnBFmPYf3wMLlXGllXRWW1XlgSIgjAvAQeiKEAVl/YzNd0NCKICqayB/tE0eoZSTlUXn1vGh97ciZqgC/9x/0743Cred8OmBRPCShBzpbs/gWzOLHvj51JlvP/GTfje7w7g0V29UCTBMa30aDKefKkfvSMpvPcNG9EwC/8FgiDODMUmptOlA50M02KLahJXqdpdMQNjaeQNC401nhlHEkxmfXsY/aOZqglaLbU+nBhKwjvPEdWiIMBibFapXBE/r1CnTPP8IwhCwT9q8YyT043dM/Zz5qxXJGYMT307062oDsWXqJmm3WmqhDp1euP7mSJL4rykzZ1u6kKeOd3HBEHAeWvrFoUIPJfr+3xD4hNBVGA4loFpMueBoK3eh3980xYAwGf/dwdODKWwsikAPW+R+EQseq65sB1bVkXRVFRGevehYWxYHoEsifg/V69BNOjCTx89gnwmj/XtYbz9NWvx9V++hMO9cXz8O8/iPW/YhFdvIwGKIBYysiRi04oaiAW/i9lSF/JAz5cL1Qsd4SSRAkf74gB4Fa253tI9LgUrmqonFLkKb+1nW0p9tnSuroVlsVmJbkGfio6W0EkjmmYSFdvREsLRvgTa6ufX22opsdjOv4XCbCoKLmQkUcT56+phWmzerw+V8Li4N1Y1kSQB0aAbY4ncaanMJoniKaWPLwbhCSi0k7EF4btmQ+ITQRR4bHcv+oZTsBjwyHPHnc8v7WzCW67owHgyh8//cDf6R9NY2xbC+244h0LJiSVDc5Gp7cET4/jPn7yA1S1B3H3LVgiCgGsubEdtyI3//vVevNw1hh/+8RA+cNM5+P4jB/H0ywO45wc70TeWwZXnNp/BvSAIYjoEQTilaqyLzevJpniCVmnO0FrrQyprLKgU4tM1V5hL9SuXKs9JvKxEJOBCJFCdEvSLDUEQUBtyQ11A426pMhrP4sCJcQBYEgVTBEFYVNGnJ0MUBIR9GsYSOYrsqyJ2V5L4RBALjHhaxw//cNApzQnwssN//7qN2LSiBkf74rj3Jy8gltJxzsoa3PH6jVUxgyOIhYjPrWBNawgXbmxw3u4wxrB9XT3qwx58+Wcv4Ln9Q+geSCKe0rGqOYBjA0l8/7f7sOfgEN7x2nWnxSCXIIjZMzieQTypo6HGM2vPiu7+BAzLwsqm2Vf/OpMUv6Wu9BDePM8V5eZC7zAvNp6qUJX0THN8MIme4SRWNAVRN0vTeqKUuZxLC7Ao4ILHsBbQ7LsK5A0LFmPT+hoRhCgKgMWj/hYKlC9EEADAUBLyvW5ZGP/+rguxaUUN8oaFr/x8D2IpHRdvasQ/vHETCU/Ekqaxxos7b+7Exec0Op9975ED+PavXkbIp+JjbzsPHa0hDI1noOdNHOqJY117GI1RL144PIJ//Z9nkTeWVuUiglgKWIzhSG8Mw3F+7s6WvtEUhsYzJd5Riw3DtM50E2aEXQVuIU6abUFsIQpjBFGJpabXPX9gEDsPDi3qa3ExlsVwsGccwNI7VmcS+73LQhonFPlEnLU8v38IOw4MQpIEPL9/GJmcgYBHwc1XdpQYySmyiHddtwH7j4/j2guXLZo8X4I4FQRhIus+p5t4ft8gdMPCmy5bBb9HxYf/dgt++MdD+EOhEuTuQyM4f309ljf40VbnW1DpKwRBlOP3zD46MeJ3IZc3F/V9cLGIT363ikRGR8innemmlOH3qhhP5ch64IyxeM8/ojo01XiRN61FfS0upjgyp6Xej3QyewZbs3QQneyFM9yQIuiuQZyVpLN5/NeDLyFvTDyEXrKlCTdcshJel4JMzsCfd/Xg6u1tEAUBHa0hdLSGzlyDCeIMoqkSPvWuC9Ddn3AmrLm8iVQmjxsvWYlfPd6FbN7E0y8PoLXOhxsvWems+9unj2HdsjCWNfjPVPMJgiggCgI2Lq+BKMzN62cx3wfb6vw4NphAfaQ6FZ/mG7cmI5HR56Wc96kS8WvQFPGU/MMI4nSyNCSaCdrql9Yzla2huTQJmiIhfWabs2SwxcmFlHZH4hNx1sAYg26Y2N89jgee6HKEp6aoB++6fgPa6viF/GhfHN988GX0j6YhiyKuPK/1TDabIBYEHpeCde0R5/fHdvfiqZcHcLEs4hN/tx1f/cWL6OpL4PhgEl/5+R7cfctWdPUl8KM/HYLfo+Bz73kFpasSxAJgIYoZp4OmqBd1YfeiqVC7kAMa3JpMUU9nkIU8NgiCWDhIEolPBHFG6B9N4Qs/3I3RRA5mwT+hudaLN1+6ChtX1ADg5n0PPH4Uv3nqGCzGsGF5BBduXPwVMQhiPrhsawtUWcL69jCiQTf+79vPwzcefBlP7enH4Z44Pvnd5/H2167FW65YDZ9bcYQnw7QWzeSPIJYiJwaTyBkm2ur8c4p+WswspmtPIs39lGKpHML+hZd6RxCLChLsFjS20UM2Z6J3OAn3EqrkdyZRF+A9nsQnYknDGMNju3vxoz8dRibHzTsVWcQ7XrsW562rhygIYIzhxaOjuP8PB9E3koaqiLjpktW4dGuzkytLEEQpmiLh8nNbnN9FQcDx/iQAoLHGg67+BD7+nWfRWOPFP715s7PcNx54CQKAmy5dhVqqkkQQp50Tw/w8batbeBXeiAnSOS4+2SIUQdjQs+nsifhd2LxSgUSlAhc8et6CW6JI+WqwEF8wkfhELEm6+uP4fw/vR/9oxhGdRAG4+JxGvPXKNZCLTsa8YeG/H9qLWFLHmtYQ3v7atagLLw5PCIJYKAiCgH++7Tw89vxxXLGtBb99+hh+9ugR9Ayn8KGvPIHLtzbjtRcuw6GeGGJJHbsOjeDq7a147QXLKH2DIM4A0iKKAjobaYx40TeaQmAOxvDE0kZTJbREfXTvnAWiKFB/EWcdygK8z9NZSCwpYikdDz3Zhd8/f8Jx9hcEYNvaOtz2N2vh1mQe6XRkBH6PimUNfqiKhFuu6AADsG1N7ZKpHEEQp5u2hgCueUU7DMPCNRe2oy7kxtd++RIA4A87evDkywN486Wr0D2QwGO7+/DrJ7vx1xf68LqLl+PicxoXVUoMQSxWNrRHIAgCRU8scDSVv/mXF+Cba+LM00KRi8QSQhCAgEdFKmtQhmQVocgngpgHRmIZ/OyxIzgxlMKJoeSE6ARgy+oo3vY3axDwahgaz+CPO07giRf70TeSRufqKN53wzkAuDhFEER1OW9dPZY3BvDQ0934y+4+pLMGvvObfQCAc1ZEoKkynt03iO8+vB8PPdWN6y5qxys2NkASF97NkiCWCn6KpCEIgiAWEIIgIOzXuPhE6lPV8CzAiqQkPhGLDsO0MBrPwuNS8MSL/fj9c8cxHMs6fxdFARdvasAbXrUSAoCHnurGniMj6BuZKNy5rN6P7evqz0DrCeLsIhpy4/9cvRY3XrIS33pwL3YdGgYAvHBkFFtWRfHWKzvw1z196OpP4DsP7cNDT3bjtRcswwUbGhbkGxvi7GNkZAQf+9jH8Mwzz0CSJFx//fW46667IMtTP0I9/PDD+OxnP4s//OEPp7GlxFJiYJQ/syRSOhD1nuHWEARBzC9WoSAUpYRXD59bwarmIDzawhGhSHwiFjyWxSAWDALHk1nc9fWnIIAhbzDYhSM9qgzdNNFa50Nd2I3bXrMOAJDOGvj9cydgMYb6iAedq6O4YH09Wut8lF5HEKcRj6bg/Teeg7FEDo/v6cXvnzuBXYeGsevQsHN+14VcGBjL4Du/2YefPHoYd9+yFY01NOkiziwf/OAHUV9fj7/85S8YHh7Ge97zHtx33334u7/7u7Jl8/k87rvvPnzxi19EfT294CDmTlY3AQB50zrDLSEIgphfGGM4PpSEJIpkCl9losGFVdyHxCdiQWFZFkbiOSTSecTTOfz4T4cxGs9ifXsEvcMpxFI68kb5g1ha56biR/sSONqXwFuu0BHwqPC4ZPz96zagrcGPOqqsRRBnnLBfw7WvWI6rzmvD4y/24f7fH3ImV4PjWQS9KlyqhLFEDp/87nO48+ataKnzoasvgeWNfhKNidNKd3c3nnnmGTz22GNwu91obW3FHXfcgc997nMVxad3vOMd0DQNt99+Ox544IEz0GJiqeD3KIindTIcJwjirCIScCGVzJ58QWJRQuITcdpJZfPoGUqhqz+O0XgOsZSOd123Ht944CXsOTwC3bBgWqxknZ0HeaqOKACbV9Ygb1ro6ksg4FVQE3Ah4NUQCWioD3tQH3HDrU6U6CQ/J4JYeKiKhEs7W/DKzU146Mlu/GlHD2IpvfCPL2Na3J/m5a5RfP6Hu1EfdmPrmlpce2E7Va0hTgsHDx5EKBQqiWJauXIlent7EY/HEQgESpb/3Oc+h4aGBvzsZz+rWhsoBWFxYh+3uR6/oI/7nwR8KpmOn2ZO9dgRZxY6fosTSRTh0mSoioQsHbslCz29E/NOIq3jxGASv36qG73DKYwn9bJl3vDKFRgazyCjm5ClypENq1uC+PvXbUTYr813kwmCOE3IoojrL1qO6y9ajt7hJB54vAu7Dw0jl7dgWsBdX38CzQW/k4GxDB5++hjGE/waosgiFElAZ0ct1i0LU1QUUXVSqRTc7tKoWfv3dDpdJj41NDRUvQ2BAEXtLmbmevzG0gZiGQPBoAfhsKfKrSJmAp17ixs6fosLr1eDqvDgATp2SxcSn4iqkcubeHRnD148OgpBFNAzlMK//t12fPvXe/HC4RFEgy7EkjpqQ27oeRPpnIHGGg+SaR13f+NJZzuGORH15NYkbFkVRefqWmxYHqFoB4JYwjRFffj7122EYVrYc2QEz+4bxK6Dw+geSDrLWAx48qX+kvX+vKsXV53XilUtQbxwaBh5k2FVcwArmoKIBt1waxIJU8Sc8Hg8yGQyJZ/Zv3u9p8ePLB7PwCTfn0WHJIkIBNxzPn49/TGk0nmc6ItBFdjJVyCqxqkeO+LMQsdvcZJK5ZARBaSzeRi6QcdukREIuGcUbUgzeWJGjCdzGBzLoCnqhc/NHfN/81Q3nnp5ACuaAujuT+D4YLIkXU4QgCO9cUSDLrTV+xDwKAh4FPSNZpDJcY+mY0WTSgAQBQGt9T5sXB7BllVRLG8MOGbEBEGcHciSiM7VtehcXYu8YeHlrlG8cHgEe44MYziWK1vetBh+8/Qx4OmJz554cUKgUmUB9REv/ulNmxH0aUhn83h8Tz9Cfg1hn4aQT0XQp1F1PaKM1atXY3x8HMPDw4hGowCAw4cPo6GhAX6//7S0wTQtGBW8DonFwVyPXyypg4EhlszR8T9D0Lm3uKHjt7gwLQuACMbo2C1lSHw6y8kbJsaSOvxuxYkq+ssLvdh1cBjXX7Qcyxr4w/VPHz2Mx/f045ItTcjoJv5mexvGkjkcH0yCMYYTQymosgivWwazGERRhGFauOf+XWXfKUsCVjQF4HUpOHhiHK11Pmxoj2BNWwjLGwNOyCVBEIQii9i8KorNq6IA1mBwLI0Xj47iwPFxHOmNYzh2clNK3WA4PpjEfb/dhw/cuBl/2tmDnz56pGw5jyZjZXMQ//imzQB4yvAfd/Qg4FW5eO5VEfCoCBRM0SmaaunT3t6Oc889F5/61KfwiU98AmNjY/jqV7+KG2+88Uw3jVjiREMuDI1nEPSS4ThBEGcPVO1uaUPi0xIlntbRM5iExQCPix/mPUdGcPBEDBesr0dTwUPl1092YceBYbzpkpXYtKoGYZ8Lh07EsPPgMBJpHYbJkMjkMRrnE7w/7+oFAOw4MASrEOV0Yoi7A+uGBX2SSl0bcqM56kXQp2LHgSFsWlGD216zFrIkwmIMAkATOIIgZkxd2IPLwh5ctrUFABBL6TjaG8fh3hh6hlI4MZSoGB0FALsPjeBDX3kc8dSE75zXLcPvVjA4lkU6Z2Bv9yj+4/6dWNbgR96w8PvnTlTcVlu9D//y9u0AeGTozx49UipSFYSqoE+F/xSqVTE2EU2ayRkYiWXh1mTUBF1z3iYxO+6991584hOfwOWXXw5RFPH6178ed9xxBwCgs7MTH//4x3H99def4VYSSw1X4UUcvZAjCOJsQprC+5dYGgis+Ml2GkzTwuhoal4b89Wf78Geo6OQRQGyLEIWRaiKCI9LxhtftRLrloUBADsPDmE4loXPrZT9m+vbaFkWEQ57MTaWqkqY35939eBnjx6BYVpgDJAl7uIvCIBlARZjUGUJkiRAFATkDROmxeBSJSiyBEHgHkqGYcHjUqDIIgRBQCqbR1Y3EPRqvKKbIGAsnkUspaOhxgO/R4UAoG8kjZH46S1TKUsCfG4FQZ+GupAbW9bU4ZWbGihsskpUe4ye7VB/VpeF1J+5vIn+kTR6h1MYGs9M/ItlMZaoLEzNlqBPxVuv7MDWjlp861d7y3yonOW8Kv7+dRvQ0RrCSDyLr/3iJWR1A/VhN1Y2BxHwqIilcnh+/zAu2tSAK7a1AuAC/zceeAmveUU7bnjlcuR0E7sPDeMrP38Rl2xpwk2XroKeN5EzLOi6iZxhIp+3YJgW8oaFtcvCTjTrky/2YzSRxRXntkIrVAL98Z8PIZ7SwRgXuBjj96VKv29fX4cL1pcaaTPGYJgMecNC3rSQz5vIm7xSaUutDwBgmBZ2HxpB3jCd5da0htBc+Pt8EYl4l1SVo4VwThGz51SviT1DSRwfSmJ5QwD1ETIcP50spPsZMXvo+C1Odh0cRt60cPVFKxCPpenYLTJm+uy1oCKfbNEolzeRyholf8sbpvP/J/b04/kDQxW38a7r1uOCDfwh+TdPd+NwTxweTYaqiFBlif9UuIm1Hf2zt3sMw7EMPB4N6bQOy7JgWQx5k2HD8ohTaemZvQM4eDyGvDnxgG8/UF9xbkshLQT45V+P4vfPHS/Zh1weAMyStqZQuo8AEE/nyz4bq1AdLp4qX26yf9Jc8GgyGqMeKJKIofEMNEXC2mVh1AZdMC1gcCyNUMCFmoCGiF+D163Ao8kIejVnUgOUXvgJgiBOJ5oiYVmD30kbLiZvmBiOZTE0nsV4MoexBP83Gs9iaCyN8aSO3AweeGJJHV/5+YsQBQFW0TscRRahySKShet/LKXjM/+7EwD3wbMX7RtJY9ehkZJt9o2m8OATXUhlDGebDzx2BA88Vpoi+OddvU4U6lS8+bJVuHp7GwDgd88eQ/dAEobBoKoiDJPh0V29SGfL70GVONQTwx939OCf33ouAB5Z+4/3/hWV3lx5XTK+9MFXAQBMk+ErP99T8vdbr+qYd/GJIJYC9gvE8WSOxCeCIJY8tm8wpd0tbRaU+PSe1290/s8Yg2kx6AUhKlCUtnDROY1ob/Qjmckjmc7zn9k8khkDQZ/mLGenj1UiGnQ54tNfX+ib8q31O167zhGf9naP4dEpHvg7V0ed/2dyBlJZA4LATyBBEOBWJUiSiOsvaodbk3FsIIlc3sSzewfAAOh5q2C0xicy11ywDM21XhwfTGI8mcPjeyq379LOZrxycyMYY3jq5UE88uzxisudv64O176iHbIs4uWuUTy2qxcBr4awX0V92IOGiAf1EQ9qQ24y3SUIYsmiyBIaa7xorJm6UplhWogldYwlcxhP5BBP60imdaSyJpKZPEbiGYwlcjAtHvmT1XlkDwDnpUQlThZnrOctmCYrEbMmIwpA0MfLEYsCF7Eq8acdJxzx6cKNDegeOIRfPn60bLmAV8G7r9vgRNZ+5ecvli2TzOQxMDrxPaosIuBVochiyT9VlkoqkiqyiMu3tkCRRciyCFUWsbwpMH0nEAQBAPC6FaRzBryFIi8EQRBLmbxpQhJpDrrUWVBpd9VmpJBikc4ZyBsm9yTK85/nrKhx3iQ9v38IvSMpuFwKMhkdlsUgigIUScSmFTVoqeNvabv64xiJZSFL/EFakSYeusN+DV4Xf0AwTKsgPFXnBMobJnJ5C2YhpcH5Z1pOmpu9v4NjaZgWc9L6NFWCS5Xg96hOlbrTAYW8Vh/q0+pC/VldqD/hRMTqhuVE6woQYGeCC4IAy2IwLQsmY2CFazljDA0Rr5NePZbIwbIYQgENmktFz0AcsXgOumlClSV0tIYAAPGUjide7HfStgEucDEAfreCK8/jKXzpbB5/eP4EZEmEJImQJQGSKECWRLg1GVs7ap32d/UlykQlpSAcKfLi8J6htDtiIXCq10SLMSTTefg9Cnljnmbofra4oeO3ODkxlIQii9jYUU/HbhEy02evJS0+zQa6UFUX6s/qQ31aXag/qwv1Z/WhPp0bJD4RCwE6fxcvdOwWN3T8Fi907BYvM332WjpPZwRBEARBEARBEARBEMSCg8QngiAIgiAIgiAIgiAIYt4g8YkgCIIgCIIgCIIgCIKYN2bs+cQYg2XNaNFFiySJME3KL60W1J/Vh/q0ulB/Vhfqz+pDfTp7xEKV2aUCHf/FC52/ixc6dosbOn6LFzp2i5OZPnvNWHwiCIIgCIIgCIIgCIIgiNlCaXcEQRAEQRAEQRAEQRDEvEHiE0EQBEEQBEEQBEEQBDFvkPhEEARBEARBEARBEARBzBskPhEEQRAEQRAEQRAEQRDzBolPBEEQBEEQBEEQBEEQxLxB4hNBEARBEARBEARBEAQxb5D4RBAEQRAEQRAEQRAEQcwbJD4RBEEQBEEQBEEQBEEQ8waJTwRBEARBEARBEARBEMS8QeITQRAEQRAEQRAEQRAEMW+Q+EQQBEEQBEEQBEEQBEHMGyQ+EQRBEARBEARBEARBEPPGkhafRkZGcMcdd2Dbtm04//zz8clPfhKGYUy7zsMPP4zLL7+87PNvfvObeNWrXoUtW7bg1ltvxZEjR+ar2QuWavWnZVno7OzEli1b0NnZ6fxLp9Pz2fwFyWz69Ac/+AGuvvpqdHZ24uqrr8b3v//9kr/TGK1ef9IY5cy0Py3Lwpe+9CW8+tWvRmdnJ6677jo89NBDJcvQ+ORUq09pjC5t5nK/JU4f+/btw9vf/nZs374dF110Ee68806Mjo4CAHbv3o2bbroJnZ2duOyyy/DjH/+4ZN2f//znuPLKK7Flyxa88Y1vxM6dO8/ELpz1mKaJW2+9FXfffbfzGR27hc/4+DjuvPNOnH/++TjvvPNwxx13YHBwEAAdv4XOSy+9hFtuuQXbtm3DxRdfjH/7t3+DrusA6NidVbAlzFvf+lb2oQ99iKXTaXbs2DF2zTXXsG9+85sVl9V1nf3Xf/0XW79+Pbv00ktL/vazn/2MvfKVr2QHDhxg2WyW/fu//zu75pprmGVZp2M3FgzV6s/9+/ezDRs2sFwudzqavaCZaZ8+8sgjbNu2bWznzp3Msiy2Y8cOtm3bNvbb3/6WMUZj1KZa/UljlDPT/vzud7/LLrvsMtbd3c0YY+yPf/wjW7t2rfM7jc8JqtWnNEaXNrO53xKnl0wmwy666CL2n//5nyyXy7HR0VF2++23s3e/+91sfHycbd++nX3ve99j+XyePfHEE6yzs5Pt3r2bMcbYU089xTo7O9lzzz3HdF1n3/nOd9j555/P0un0Gd6rs48vfvGLbO3ateyuu+5ijDE6douEt771rey9730vi8ViLJFIsH/4h39g73rXu+j4LXBM02QXXXQR+5//+R9mmibr6+tjV199Nfvyl79Mx+4sY8lGPnV3d+OZZ57BRz7yEbjdbrS2tuKOO+4oixaxecc73oGnn34at99+e9nffvSjH+Hmm2/G6tWroWkaPvShD6G3txdPP/30fO/GgqGa/blnzx6sWbMGqqrOd7MXNLPp04GBAdx+++3YsmULBEFAZ2cnzj//fDz77LMAaIwC1e1PGqOz689bbrkFDz74INra2qDrOkZHR+F2u+FyuQDQ+LSpZp/SGF26zPZ+S5xeent7sXbtWrz3ve+FqqoIh8N485vfjGeffRa/+93vEAqFcMstt0CWZVx44YW47rrrnGP34x//GNdccw3OPfdcKIqC2267DeFwuCxSlJhfnnzySfzud7/DVVdd5XxGx27h8+KLL2L37t349Kc/jUAgAJ/Ph3/913/Fhz/8YTp+C5xYLIahoSFYlgXGGABAFEW43W46dmcZS1Z8OnjwIEKhEOrr653PVq5cid7eXsTj8bLlP/e5z+Fb3/oW2trayv526NAhdHR0OL8rioL29nbs27dvfhq/AKlmf+7Zswe5XA433HADLrjgAtxyyy3YsWPHvLZ/ITKbPr3lllvwrne9y/l9ZGQEzz77LDZu3AiAxihQ3f6kMTq7/hRFER6PB3/961+xefNmfPSjH8UHPvAB1NXVAaDxaVPNPqUxunSZ7f2WOL2sWLEC3/rWtyBJkvPZww8/jA0bNuDgwYMl1zoAWLVqlXOtm3wtnPx3Yv4ZGRnBRz/6Udxzzz1wu93O53TsFj4vvPACVq1ahR/96Ee48sorcfHFF+Mzn/kMamtr6fgtcMLhMG677TZ85jOfwaZNm/DqV78a7e3tuO222+jYnWUsWfEplUqV3FQAOL9X8sRoaGiY1bZcLtdZ5a1Rzf50uVw455xz8NWvfhV//vOfcdlll+Gd73wnjh8/Xt1GL3Bm26c2Q0NDuP3227Fx40Zce+21U26Lxujc+5PG6Nz6c/v27dizZw++853v4Itf/KLzVorGJ6eafUpjdOky12sZcfphjOELX/gC/vSnP+GjH/3oSa91dC08s1iWhY985CN4+9vfjrVr15b8jY7dwicWi2H//v3o6urCz3/+c/ziF7/AwMAA7rrrLjp+CxzLsuByufCxj30Mu3btwq9+9SscPnwY9957Lx27s4wlKz55PB5kMpmSz+zfvV7vrLbldruRzWZLPstms7PezmKmmv15991341Of+hTq6+vhcrnwzne+E01NTXj00Uer1t7FwFz6dNeuXbjxxhuxfPlyfO1rX4MsywBojALV7U8ao3PrT1VVnZDp173udXjwwQcB0Pi0qWaf0hhdulTzfkvMH8lkEu9///vx4IMP4nvf+x7WrFlz0msdXQvPLN/4xjegqipuvfXWsr/RsVv42GnmH/3oR+Hz+RCNRvHBD34Qjz76KBhjdPwWMI888ggefvhh3HzzzVBVFatXr8Z73/te/OAHP6Bz7yxjyYpPq1evxvj4OIaHh53PDh8+jIaGBvj9/llv6+DBg87v+XweXV1dZSGAS5lq9ucXvvAFvPzyyyWf6boOTdOq0tbFwmz79Cc/+Qluu+02vO1tb8M999xT4vVCY7S6/UljdHb9+elPfxqf/vSnSz7TdR2hUMjZ1tk+PoHq9imN0aVLNe+3xPxw7Ngx3HDDDUgmk/jJT36CNWvWAAA6OjpKrnUATxlZvXo1gPJr4eS/E/PLL3/5SzzzzDPYtm0btm3bhl/96lf41a9+hW3bttGxWwSsWrUKlmUhn887n1mWBQBYt24dHb8FTF9fn1PZzkaWZSiKQufeWcaSFZ/a29tx7rnn4lOf+hSSySSOHz+Or371q7jxxhtnva0bbrgB3/ve97Bv3z7kcjncc889iEaj2LZt2zy0fGFSzf48cOAAPvnJT2JoaAi6ruPLX/4ykskkrrzyynlo+cJlNn368MMP41/+5V/wpS99Ce94xzvK/k5jtLr9SWN0dv25bds23H///Xj22WdhWRb++Mc/4qGHHsJNN90EgManTTX7lMbo0qWa91ui+sRiMbztbW/D1q1b8e1vfxuRSMT525VXXonh4WHcd999yOfzeOqpp/Dggw/ihhtuAADceOONePDBB/HUU08hn8/jvvvuw8jICJ23p4nf/va32LFjB5577jk899xzuPbaa3Httdfiueeeo2O3CHjFK16B1tZW/PM//zNSqRRGR0fxhS98AVdccQWuvfZaOn4LmIsvvhhDQ0P4+te/DtM0cfz4cXzta1/DddddR+fe2cYZrrY3rwwNDbH3ve99bPv27eyCCy5gn/70p5lhGIwxxrZs2cJ++ctflq3z05/+lF166aUln1mWxb797W+zyy67jG3ZsoXdeuut7MiRI6dlHxYS1erPsbExdvfdd7MLL7zQ6c+9e/eeln1YaMy0T6+99lq2du1atmXLlpJ/H/vYxxhjNEZtqtWfNEY5sznnf/zjH7OrrrqKbd26lb3xjW9kjz32mPM3Gp8TVKtPaYwubaYbJ8SZ5b//+79ZR0cH27x5c9k9hDHGXnjhBfbmN7+ZdXZ2sssvv5z99Kc/LVn/F7/4Bbv66qvZli1b2I033sh27dp1JnaDYIzddddd7K677nJ+p2O38Onv72cf/OAH2UUXXcS2bdvG7rzzThaLxRhjdPwWOo8//ji76aab2LnnnssuueQS9vnPf57lcjnGGB27swmBsUK9Q4IgCIIgCIIgCIIgCIKoMks27Y4gCIIgCIIgCIIgCII485D4RBAEQRAEQRAEQRAEQcwbJD4RBEEQBEEQBEEQBEEQ8waJTwRBEARBEARBEARBEMS8QeITQRAEQRAEQRAEQRAEMW+Q+EQQBEEQBEEQBEEQBEHMGyQ+EQRBEARBEARBEARBEPMGiU8EQRAEQRAEQRAEQRDEvEHiE0EQBEEQBEEQBEEQBDFvkPhEEARBEARBEARBEARBzBskPhEEQRAEQRAEQRAEQRDzBolPBEEQBEEQBEEQBEEQxLzx/wOB2DcU0TA8LgAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"az.plot_trace(negbin_trace)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "f230b3aa",
"metadata": {},
"source": [
"Here, the posterior distribution for the `year` coefficient has a wider spread, and the mean is around $0.24$:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "b6597c6a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.2712491503214047"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.exp(0.24)"
]
},
{
"cell_type": "markdown",
"id": "d2340f3f",
"metadata": {},
"source": [
"This corresponds to a growth rate around 27%. We can visualize the uncertainty in our inference for the coefficients:"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "8c63d1b1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_posterior_samples(negbin_trace, ok_turbines, show_logy=True)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "aa4cff29",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_posterior_samples(negbin_trace, ok_turbines, show_logy=False)"
]
},
{
"cell_type": "markdown",
"id": "f58fd472",
"metadata": {},
"source": [
"This seems to be a much better overall fit: the uncertainty in the various lines/curves matches up with the observed data, indicating that most of the prediction lines are somewhat reasonable given the observed data. It's important once again to remember that the uncertainty visualized here is only in the average prediction, and that we aren't visualizing the uncertainty in the estimated variance from the negative binomial model.\n",
"\n",
"Comparing the Poisson model and the negative binomial model, both are very similar:\n",
"* oth models took a linear combination of the features and coefficients, with somewhat similar coefficient values\n",
"* Both models transformed the result of the linear combination using an exponential function\n",
"\n",
"The key difference was our likelihood model for the observed data points around the average prediction: the Poisson model assumed a Poisson distribution, whose variance is determined by the mean. The negative binomial model, on the other hand, assumed a negative binomial distribution, whose variance could be inferred from the data as a separate variable in our model. This enabled the negative binomial model to better capture the uncertainty in the average prediction.\n",
"\n",
"**Exercise**: *Implement Poisson and negative binomial regression in the frequentist paradigm using `statsmodels`. Are the results similar?*\n",
"\n",
"*Hint: you may find it helpful to use `sm.families.Poisson()` and `sm.families.NegativeBinomial()`.*"
]
},
{
"cell_type": "markdown",
"id": "32722737",
"metadata": {},
"source": [
"## Generalized Linear Models"
]
},
{
"cell_type": "markdown",
"id": "f08d1c4d",
"metadata": {},
"source": [
"By now, you've seen four different versions of regression in the Bayesian setting:\n",
"\n",
"* Linear regression, for predicting real-valued outputs\n",
"* Logistic regression, for predicting binary outputs (classification)\n",
"* Poisson regression, for predicting counts\n",
"* Negative binomial regression, for predicting counts\n",
"\n",
"Let's review what they had in common and what was different between them:\n",
"\n",
"1. For all four, computing our prediction for $y_i$ begins with computing $x_i^T \\beta$. This part is a *linear* function of $x_i$, even if we do something nonlinear with it later.\n",
" \n",
"2. Each one had a different function that we used to compute the average value of $y_i$ from $x_i^T \\beta$. Since this function links the linearly transformed input $x$ to the output $y$, you might expect us to call it the **link function**: this would make a lot of sense. However, the convention is to do the opposite, and call it the **inverse link function**. As you might expect from this name, the **link function** is the inverse of the inverse link function.\n",
"\n",
"3. For each one, we used a different distribution for the likelihood of the data points. In all cases, the the mean of this distribution was always output of the inverse link function above.\n",
"\n",
"The following table summarizes the different choices of likelihood and link function for the four versions that we've seen:\n",
"\n",
"| Regression | Inverse link function | Link function | Likelihood |\n",
"| :-- | :-- | :-- | :-- |\n",
"| Linear | identity | identity | Gaussian |\n",
"| Logistic | sigmoid | [logit](https://en.wikipedia.org/wiki/Logit) | Bernoulli |\n",
"| Poisson | exponential | log | Poisson |\n",
"| Negative binomial | exponential | log | Negative binomial |\n",
" \n",
"These ideas form the basis for what are known as Generalized Linear Models, or GLMs. Once we choose a link function and a likelihood distribution, our model is fully specified, and we can approximate the posterior distribution over the coefficients in $\\beta$.\n",
"\n",
"\n",
"### GLM Workflow\n",
"\n",
"When making predictions with a GLM, here's a general sequence to follow:\n",
"\n",
"1. **Formulate your prediction problem** by determining what you're trying to predict ($y$) and what you're using to predict it ($x$). This depends on the real-world problem that you're trying to solve, and what data might be available to help you solve it.\n",
"\n",
"2. **Gather training data** in the form of $(x, y)$ pairs. This may require searching through publicly available data, private or proprietary datasets you have access to, or even going out and gathering new data or paying for data to be gathered. It's important to make sure that any data $x$ that you gather will be useful in predicting $y$. At this step, it's also helpful to determine any features you may want to compute, especially features that might be derived from existing columns in $x$.\n",
"\n",
"3. **Choose a link function and likelihood model** that make sense for your data. For example, if your output is binary, then logistic regression might make sense. If your outputs are count-valued, then Poisson or negative binomial regression might be a good fit. You can see more possibilities at the [Wikipedia page for generalized linear models](https://en.wikipedia.org/wiki/Generalized_linear_model#Link_function).\n",
"\n",
"4. **Fit the model using training data**: this usually involves using Bambi, statsmodels, or `scikit-learn` or another package to computationally determine the coefficients of the model that work on the training dataset.\n",
"\n",
"5. **Check that your model is actually a good fit for the data**: this step, often called model checking, involves making sure that the model makes and will make good predictions on your dataset. We'll spend the next section exploring model checking.\n",
"\n",
"6. **Interpret the coefficients**: one benefit of GLMs is that the coefficients have an intuitive interpretation. In linear regression, a coefficient tells us how much the output is predicted to increase if the corresponding predictor increases by a certain amount. We saw earlier in this section that in Poisson and negative binomial regression (or in linear regression with log-transformed $y$-values), the coefficients indicate a multiplicative increase by a factor of $\\exp(\\beta)$. In logistic regression, the coefficients tell us how much the log-odds increases.\n",
"\n",
"7. **Generate new predictions** from new $x$-values for new data where $y$ is unknown. Usually, we use prediction models to help us make predictions for future data points. These predictions are made by multiplying the coefficients that we learned in step 4 by the predictors for the new points and applying the inverse link function. This is usually handled computationally: most packages that you can use to fit models also have the ability to predict for new data points.\n",
"\n",
"8. **Report uncertainty** for coefficients and new predictions: since we fit our models using random data that come with some inherent uncertainty, anything we derive from that data also has uncertainty. This includes the estimated coefficients that we fit in step 4 and interpreted in step 6, as well as the new predictions that we made in step 7. We'll spend more time on quantifying uncertainty later this chapter."
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