{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Here we explore methods for financial time-series forecasts that incorporate Gaussian models. We outline tools in the `phat` package that can be used to simulate such time-series.\n", "\n", "# ARMA-GARCH for Time Series #\n", "\n", "Up to now we have assumed that each daily draw from a financial time-series is both independent *and* stationary. This is likely not the case.\n", "\n", "There is much debate as to exactly how, but it is more likely that return time series are both correlated to [near-term historical returns](http://finance.martinsewell.com/stylized-facts/dependence/) and trend over various timeframes. For example, Mandelbrot's [MultiFractal Model](references.ipynb) incorporates a form of \"long memory\".\n", "\n", "Here, we will familiarize ourselves with the ARMA models accounting for correlation in the mean and GARCH models accounting for correlation in the volatility. Later on, we will incorporate the Phat distribution into these models." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we download the full S&P500 daily time series from YAHOO!.\n", "\n", "Then we find both the simple and log returns. There is much debate in finance regarding \"simple v log\" returns ([Hudson and Gregoriou (2013)](references.ipynb)). Most arguments in favor of log returns tend to [focus on their Gaussian properties](https://quantivity.wordpress.com/2011/02/21/why-log-returns/). Of course, the Gaussian distribution, and attempts to squeeze the world into it, are anathema to the study of fat tails.\n", "\n", "It is common to use log returns in ARMA-GARCH models ([Barigozzi(2014)](references.ipynb)), however, they have some limiting statistical properties and can lead to a very different mean/volatility structure.\n", "\n", "We will explore the utilization of both going forward. Note the `^GSPC` time series recently reduced to weekly data points for most the 1940s. So we will start the analysis beginning with 1950." ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "nbsphinx": "hidden" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] } ], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "import seaborn as sns; sns.set(style = 'whitegrid')" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[*********************100%***********************] 1 of 1 completed\n" ] } ], "source": [ "import numpy as np\n", "import yfinance as yf\n", "\n", "sp = yf.download('^GSPC')\n", "sp_ret = sp.Close.pct_change().loc['1950-01-01':]\n", "sp_lret = np.log1p(sp.Close.pct_change()).loc['1950-01-01':]" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "tags": [ "hide_input" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, (ax1, ax2) = plt.subplots(1,2,figsize=(18,6))\n", "\n", "ax1.plot(sp_ret)\n", "ax2.plot(sp_lret)\n", "\n", "ax1.set_title('Simple Returns')\n", "ax2.set_title('Log Returns')\n", "\n", "plt.suptitle('S&P500 Index Since 1928')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Non-Stationarity ##\n", "\n", "Stationarity is a key requirement of ARMA models. In time series, non-stationarity is usually evidenced by some trend, [either via drift from the process itself or a deterministic component of time](https://www.investopedia.com/articles/trading/07/stationary.asp).\n", "\n", "The augmented Dickey-Fuller test can be used to detect non-stationarity. The null hypothesis is *non-stationary*, so if the test statistic is *lower* than the threshold statistic, non-stationarity can be rejected.\n", "\n", "First, we will test daily prices." ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(4.466060325077834, -3.1271811390158364)" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from statsmodels.tsa.stattools import adfuller\n", "\n", "adf, p_value, _, _, crit, _ = adfuller(sp.Close, regression='ct')\n", "adf, crit['10%']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, daily S&P500 prices appear to be non-stationary. Now, we will test both simple and log returns." ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-23.524567833117075, -3.9592709501073697, 0.0)" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adf, p_value, _, _, crit, _ = adfuller(sp_lret*100, regression='ct')\n", "adf, crit['1%'], p_value" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-23.781397137877068, -3.9592709501073697, 0.0)" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adf, p_value, _, _, crit, _ = adfuller(sp_ret*100, regression='ct')\n", "adf, crit['1%'], p_value" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The outcome is the complete opposite. The test statistic is well below the 1% threshold and the p-value is zero. The outcome also seems independent of the `log` return discussion.\n", "\n", "Here we see the value in utilizing returns for financial time-series. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ARMA ##\n", "\n", "There are two approaches to formulating ARMA-GARCH models. The first is a two-step process that fits the mean process first (ARMA) and then applies GARCH to the residuals. The second fits both the mean and volatility processes simultaneously.\n", "\n", "For ARMA-fitting, there are two packages: `statsmodels` and `pmdarima`, with the latter being favored as it has an `auto_arima` function that finds the best model automatically.\n", "\n", "For GARCH, the `arch` model is used. `arch` has the ability to AR-GARCH simultaneously. Moving Average (MA) models must be fit to the residuals.\n", "\n", "We will demonstrate the two-step process. First, fit the ARMA via `pmdarima` for both simple and log returns." ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
SARIMAX Results
Dep. Variable: y No. Observations: 18109
Model: SARIMAX Log Likelihood 57956.613
Date: Sun, 09 Jan 2022 AIC -115909.227
Time: 09:30:11 BIC -115893.619
Sample: 0 HQIC -115904.096
- 18109
Covariance Type: opg
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
intercept 0.0004 7.39e-05 4.872 0.000 0.000 0.001
sigma2 9.72e-05 3.03e-07 320.893 0.000 9.66e-05 9.78e-05
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Ljung-Box (L1) (Q): 0.05 Jarque-Bera (JB): 339526.20
Prob(Q): 0.83 Prob(JB): 0.00
Heteroskedasticity (H): 3.03 Skew: -0.65
Prob(H) (two-sided): 0.00 Kurtosis: 24.17


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." ], "text/plain": [ "\n", "\"\"\"\n", " SARIMAX Results \n", "==============================================================================\n", "Dep. Variable: y No. Observations: 18109\n", "Model: SARIMAX Log Likelihood 57956.613\n", "Date: Sun, 09 Jan 2022 AIC -115909.227\n", "Time: 09:30:11 BIC -115893.619\n", "Sample: 0 HQIC -115904.096\n", " - 18109 \n", "Covariance Type: opg \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "intercept 0.0004 7.39e-05 4.872 0.000 0.000 0.001\n", "sigma2 9.72e-05 3.03e-07 320.893 0.000 9.66e-05 9.78e-05\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 0.05 Jarque-Bera (JB): 339526.20\n", "Prob(Q): 0.83 Prob(JB): 0.00\n", "Heteroskedasticity (H): 3.03 Skew: -0.65\n", "Prob(H) (two-sided): 0.00 Kurtosis: 24.17\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", "\"\"\"" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pmdarima\n", "\n", "sparmasim = pmdarima.auto_arima(sp_ret)\n", "sparmasim.summary()" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
SARIMAX Results
Dep. Variable: y No. Observations: 18109
Model: SARIMAX Log Likelihood 57883.879
Date: Sun, 09 Jan 2022 AIC -115763.758
Time: 09:30:20 BIC -115748.149
Sample: 0 HQIC -115758.626
- 18109
Covariance Type: opg
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
intercept 0.0003 7.5e-05 4.154 0.000 0.000 0.000
sigma2 9.798e-05 2.76e-07 354.629 0.000 9.74e-05 9.85e-05
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Ljung-Box (L1) (Q): 0.01 Jarque-Bera (JB): 546895.46
Prob(Q): 0.91 Prob(JB): 0.00
Heteroskedasticity (H): 3.03 Skew: -1.03
Prob(H) (two-sided): 0.00 Kurtosis: 29.84


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." ], "text/plain": [ "\n", "\"\"\"\n", " SARIMAX Results \n", "==============================================================================\n", "Dep. Variable: y No. Observations: 18109\n", "Model: SARIMAX Log Likelihood 57883.879\n", "Date: Sun, 09 Jan 2022 AIC -115763.758\n", "Time: 09:30:20 BIC -115748.149\n", "Sample: 0 HQIC -115758.626\n", " - 18109 \n", "Covariance Type: opg \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "intercept 0.0003 7.5e-05 4.154 0.000 0.000 0.000\n", "sigma2 9.798e-05 2.76e-07 354.629 0.000 9.74e-05 9.85e-05\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 0.01 Jarque-Bera (JB): 546895.46\n", "Prob(Q): 0.91 Prob(JB): 0.00\n", "Heteroskedasticity (H): 3.03 Skew: -1.03\n", "Prob(H) (two-sided): 0.00 Kurtosis: 29.84\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", "\"\"\"" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sparmalog = pmdarima.auto_arima(sp_lret)\n", "sparmalog.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, we have a strange result here. Both the simple and the log returns return a constant!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Importance of Scale ###\n", "\n", "We will see here and later on the importance of appropriate scale for ARMA and GARCH fitting. Share price returns have very small differences that impact the weighting of likelihood models. As a result, returns are often scaled by 100 (showing in percentage terms)." ] }, { "cell_type": "markdown", "metadata": { "nbsphinx": "hidden" }, "source": [ "```python\n", "sparmasim100 = pmdarima.ARIMA((2,0,2)).fit(sp_ret*100)\n", "```" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
SARIMAX Results
Dep. Variable: y No. Observations: 18109
Model: SARIMAX(2, 0, 2) Log Likelihood -25428.936
Date: Sun, 09 Jan 2022 AIC 50869.872
Time: 09:31:29 BIC 50916.697
Sample: 0 HQIC 50885.266
- 18109
Covariance Type: opg
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
intercept 0.0136 0.005 2.859 0.004 0.004 0.023
ar.L1 0.0512 0.070 0.728 0.467 -0.087 0.189
ar.L2 0.5714 0.066 8.669 0.000 0.442 0.701
ma.L1 -0.0527 0.069 -0.763 0.445 -0.188 0.083
ma.L2 -0.5976 0.065 -9.211 0.000 -0.725 -0.470
sigma2 0.9710 0.003 306.783 0.000 0.965 0.977
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 337167.61
Prob(Q): 0.97 Prob(JB): 0.00
Heteroskedasticity (H): 3.02 Skew: -0.73
Prob(H) (two-sided): 0.00 Kurtosis: 24.09


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." ], "text/plain": [ "\n", "\"\"\"\n", " SARIMAX Results \n", "==============================================================================\n", "Dep. Variable: y No. Observations: 18109\n", "Model: SARIMAX(2, 0, 2) Log Likelihood -25428.936\n", "Date: Sun, 09 Jan 2022 AIC 50869.872\n", "Time: 09:31:29 BIC 50916.697\n", "Sample: 0 HQIC 50885.266\n", " - 18109 \n", "Covariance Type: opg \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "intercept 0.0136 0.005 2.859 0.004 0.004 0.023\n", "ar.L1 0.0512 0.070 0.728 0.467 -0.087 0.189\n", "ar.L2 0.5714 0.066 8.669 0.000 0.442 0.701\n", "ma.L1 -0.0527 0.069 -0.763 0.445 -0.188 0.083\n", "ma.L2 -0.5976 0.065 -9.211 0.000 -0.725 -0.470\n", "sigma2 0.9710 0.003 306.783 0.000 0.965 0.977\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 337167.61\n", "Prob(Q): 0.97 Prob(JB): 0.00\n", "Heteroskedasticity (H): 3.02 Skew: -0.73\n", "Prob(H) (two-sided): 0.00 Kurtosis: 24.09\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", "\"\"\"" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sparmasim100 = pmdarima.auto_arima(sp_ret*100)\n", "sparmasim100.summary()" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
SARIMAX Results
Dep. Variable: y No. Observations: 18109
Model: SARIMAX(4, 0, 4) Log Likelihood -25483.385
Date: Sun, 09 Jan 2022 AIC 50986.769
Time: 09:36:36 BIC 51064.811
Sample: 0 HQIC 51012.426
- 18109
Covariance Type: opg
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
intercept 0.0173 0.005 3.655 0.000 0.008 0.027
ar.L1 -0.1248 0.056 -2.237 0.025 -0.234 -0.015
ar.L2 1.3699 0.060 22.886 0.000 1.253 1.487
ar.L3 -0.0073 0.046 -0.158 0.875 -0.097 0.083
ar.L4 -0.7844 0.046 -17.076 0.000 -0.874 -0.694
ma.L1 0.1312 0.056 2.330 0.020 0.021 0.241
ma.L2 -1.3937 0.060 -23.058 0.000 -1.512 -1.275
ma.L3 -0.0005 0.047 -0.010 0.992 -0.093 0.092
ma.L4 0.7903 0.047 16.692 0.000 0.698 0.883
sigma2 0.9777 0.003 323.204 0.000 0.972 0.984
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Ljung-Box (L1) (Q): 0.61 Jarque-Bera (JB): 532266.89
Prob(Q): 0.43 Prob(JB): 0.00
Heteroskedasticity (H): 3.02 Skew: -1.08
Prob(H) (two-sided): 0.00 Kurtosis: 29.47


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." ], "text/plain": [ "\n", "\"\"\"\n", " SARIMAX Results \n", "==============================================================================\n", "Dep. Variable: y No. Observations: 18109\n", "Model: SARIMAX(4, 0, 4) Log Likelihood -25483.385\n", "Date: Sun, 09 Jan 2022 AIC 50986.769\n", "Time: 09:36:36 BIC 51064.811\n", "Sample: 0 HQIC 51012.426\n", " - 18109 \n", "Covariance Type: opg \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "intercept 0.0173 0.005 3.655 0.000 0.008 0.027\n", "ar.L1 -0.1248 0.056 -2.237 0.025 -0.234 -0.015\n", "ar.L2 1.3699 0.060 22.886 0.000 1.253 1.487\n", "ar.L3 -0.0073 0.046 -0.158 0.875 -0.097 0.083\n", "ar.L4 -0.7844 0.046 -17.076 0.000 -0.874 -0.694\n", "ma.L1 0.1312 0.056 2.330 0.020 0.021 0.241\n", "ma.L2 -1.3937 0.060 -23.058 0.000 -1.512 -1.275\n", "ma.L3 -0.0005 0.047 -0.010 0.992 -0.093 0.092\n", "ma.L4 0.7903 0.047 16.692 0.000 0.698 0.883\n", "sigma2 0.9777 0.003 323.204 0.000 0.972 0.984\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 0.61 Jarque-Bera (JB): 532266.89\n", "Prob(Q): 0.43 Prob(JB): 0.00\n", "Heteroskedasticity (H): 3.02 Skew: -1.08\n", "Prob(H) (two-sided): 0.00 Kurtosis: 29.47\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", "\"\"\"" ] }, "execution_count": 94, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sparmalog100 = pmdarima.auto_arima(sp_lret*100)\n", "sparmalog100.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the 100x scale we see both datasets converge on an ARMA(2,2) with simple returns providing a slightly better fit. We examine the model characteristics below." ] }, { "cell_type": "code", "execution_count": 95, "metadata": { "tags": [ "hide_input" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ((ax1, ax2),(ax3, ax4)) = plt.subplots(2,2,figsize=(18,12))\n", "\n", "ax1.plot(sp_lret, label='Actual')\n", "\n", "ax1.scatter(sp_lret.index, sparmasim.resid(), c='C4', label='Fit Residuals')\n", "ax1.plot(sp_lret.index, sparmasim.predict_in_sample(), label='Predicted')\n", "ax1.set_title('Simple Actual v Model')\n", "\n", "sim_mean = sparmasim.predict_in_sample().mean()\n", "ax2.plot(sparmasim.predict_in_sample(), c='C1')\n", "ax2.axhline(sim_mean, c='C0', ls='--', label='Mean of Predictions')\n", "ax2.set_title('Simple In-Sample Predictions')\n", "\n", "ax2text = f'Mean of Sample: {(sp_ret).mean():.6f}'\n", "ax2text += '\\n'\n", "ax2text += f'Mean of Predictions: {sim_mean:.6f}'\n", "ax2.text(\n", " .25,.1, ax2text, \n", " transform=ax2.transAxes, ha='left', \n", " bbox=dict(facecolor='white', edgecolor='C1')\n", ")\n", "\n", "ax3.plot(sp_lret, label='Acutal')\n", "ax3.scatter(sp_lret.index, sparmalog.resid(), c='C4', label='Fit Residuals')\n", "ax3.plot(sp_lret.index, sparmalog.predict_in_sample(), label='Predicted')\n", "ax3.set_title('Log Actual v Model')\n", "\n", "log_mean = sparmalog.predict_in_sample().mean()\n", "ax4.plot(sparmalog.predict_in_sample(), c='C1')\n", "ax4.axhline(log_mean, c='C0', ls='--', label='Mean of Predictions')\n", "ax4.set_title('Log In-Sample Predictions')\n", "\n", "ax4text = f'Mean of Sample: {(sp_lret).mean():.6f}'\n", "ax4text += '\\n'\n", "ax4text += f'Mean of Predictions: {log_mean:.6f}'\n", "ax4.text(\n", " .25, .1, ax4text, \n", " transform=ax4.transAxes, ha='left', \n", " bbox=dict(facecolor='white', edgecolor='C1')\n", ")\n", "\n", "ax1.legend()\n", "ax2.legend()\n", "ax3.legend()\n", "ax4.legend()\n", "\n", "plt.suptitle('Unscaled Returns', y=.92)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 96, "metadata": { "tags": [ "hide_input" ] }, "outputs": [ { "data": { "image/png": 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ZtWoVhYWFTJgwgTvvvLPWesXFxVgsFpd63XHHHZx//vkAlJeXM2XKFPbu3UtJSQmxsbG89tprnHPOOYwfP55evXqxdu1ajh8/zoQJEzh+/Djr16+noqKCv/71r6SmpjJ+/Hi6d+/O1q1bKS4uZsSIEYa9O+r7t75nz55ERUVx8OBBPv30UzZt2kRhYSGpqam89tprHre7e/dunn76aSoqKjjnnHOcxyA/P5/MzEx++uknampqePXVV1mxYgVms5l+/frx/PPPM3nyZAoKCrjrrrt44YUXnOtbLBamT5/OmjVrMJvN9OnTh6eeeoq4uDgyMjIYNWoUa9as4fDhwwwZMoQ///nPlJWV8dRTT7Fv3z5MJhO9evXixRdfxGSSzumi6cjVJoSf4uPjmThxInfffTfXXnstEydO5Msvv2TgwIFERETUWn/79u3MmTOHL7/8kv/85z/ExMQwe/ZsJkyYwPvvv+9cb8eOHfz73/9m6dKl/Prrr8yZM8dlO+vXr2fBggV8+umnLFiwgLvvvtvZhc7dZ599xvDhw0lLSyMpKYn58+c73/vTn/7E4MGDWbJkCe+99x6vv/46AwYMICMjgzvvvJPbbrvNa/0/+ugjHn74Yb744guWLFlCdnY2W7du9bj+2LFjWbp0KdXV1QDMmzePm266yXDddu3a0a9fP7799lsANm7cSPfu3YmPj3eu88QTT3DZZZfx1Vdf8dlnn7Fo0SKWLFnC9u3befvtt/nkk0/48ssvXW6qFixYwC+//MIXX3zBwoULueqqq5g8ebLXegohhBCB1BzuH/Sqq6tJTExk9uzZvPXWW8yYMYOqqqpa6/Xs2ZObbrqJUaNGMXToUCZPnsx3333Hb37zG8D+QKFt27Z8/vnnLF++nN69e7sMvTx48CALFizg7bff5rXXXuPSSy9l3rx5XHHFFXzyySfO9Q4dOsRnn33G/PnzWbp0Kd99951LORryt/7rr7/GZDJx7rnnOss0f/58XnvtNa/bfeKJJxg7dixfffUVEyZM4NChQ7W2PWvWLLZt28bChQtZvHgxZWVlLF26lGnTptG1a1f++c9/uqz/zjvvUFhYyMKFC1m4cCE2m41XXnnF+X55eTmzZs1i9uzZfPLJJxw4cIBvvvmGsrIyFi5cyNy5cwH7UAshmpL0WBCiHn73u98xduxYNmzYwIYNG3j//fd5//33nT/metdccw3h4eEkJSURExPDFVdcAdi74Z04ccK53qhRo4iNjQVgxIgRfPvtt9x+++3O91esWMG+fftcxuCVlJRw4sQJEhISnMu2bdvG9u3bee+99wAYOXIkH330EbfeeislJSXs2LGDsWPHAnDmmWfy3//+16+6T58+nZUrV/KPf/yDPXv2UFlZSXl5uUsZ9Lp06ULPnj3Jzs5mwIABrFmzhpdeesnj9keMGMHChQsZOnQoCxYsYNSoUc7ARXl5OT/++CP/+te/AGjTpg2jR49m5cqVFBQUcPnll5OUlATAzTffzA8//ADAd999R25uLjfeeCMANpuNiooKv+othBBCNFQo3z8YufbaawHo1asX1dXVlJeXO3sU6k2aNIn77ruP9evXs2HDBl555RU+/vhjPv30UwYPHkyXLl34+OOP2bdvH+vXr3fJi3D99dcD9vsFwKWe69evd6538803Ex4eTnh4OIMHD+aHH35wGcLpz9/6/fv3M2LECABqamo444wz+Pvf/+7s3XnhhRcSFhbmdbvFxcXs3LmTkSNHApCenm44pHT16tWMGDGCqKgoAP76178C9lwPRlauXMljjz3mfEAyfvx4/vCHPzjf185JcnIy7du3p6SkhPT0dN544w3Gjx/PwIEDueOOOzjrrLMMty9EY5HAghB+ysnJ4aeffuLuu+/mmmuu4ZprruFPf/oTmZmZrFq1isTERJf13Z9CaH+o3JnNZue/VVWt1X3NZrMxYsQIJk6c6HxdWFjo8jQf7JHxsLAw5x/AmpoaCgsLWblyJenp6QAoiuJcf8+ePXTq1MllG4qioKqq87XFYnH++7bbbqNnz55cccUVDBkyhM2bN7usa2Ts2LEsWLCA48ePc/311ztvgIxce+21vPjiixw+fJgNGzYwZcoUZ2DBZrPV2pfNZqOmpqZWmfXH02azcffddzNu3DjA/hSmpKTEa5mFEEKIQAr1+wcjWhBBu29QVZVnnnnG+Xf5lltuoWPHjpw4cYIbb7yRQYMGMWjQIB577DGuvvpqfv75Z3Jzc/n888+57bbbyMzMJCEhgfz8fI/1dB/GYVR/T/X09W+9e44FdzExMXVuV39MjMroadmxY8ecwzuNuL9ns9lc7sP0gR3t3qdLly588803rFu3jrVr1/K73/2OyZMnM3jwYI/7ESLQZCiEEH5q164d77zzDhs3bnQuO3r0KBUVFbXG9fsjKyuL6upqqqqqmD9/Ptdcc43L+5dffjlLliyhsLAQsA93uOOOO1zWOXnyJEuWLOEf//gH2dnZZGdns3LlSoYPH85//vMf4uLi6NWrFwsWLADg8OHD3HrrrZSWlmI2m6mpqQEgMTGRbdu2oaoq5eXlzif/JSUlbN26lSeeeILf/va3FBQUsH//fq9/IMH+NGLbtm18/vnnHodBaCIiIrj++uv585//TEZGhssf5Li4OPr27evsQllaWsqCBQsYOHAgAwcOZNWqVc4s1PrhH7/5zW+YO3cup06dAuDNN9/kz3/+s9dyCCGEEIEUyvcP/njppZec3fRvvfVWYmNjef3119m9e7dznfz8fCIjI+natSs//PADo0aNYuzYsXTr1o3s7GysVqvf+120aBE2m42SkhKysrJqzfzUWH/rPW03ISGBXr16OXNGbdu2jV9++aXW5wcMGMDixYuprq7GZrMxZcoUlixZgtlsdgkYaK644gpmz56NxWLBZrPx6aefcvnll3st46xZs3jqqaf4zW9+w8SJE/nNb37jnG1EiKYiPRaE8FO3bt3429/+xhtvvMGRI0eIjIykTZs2vPjii5xzzjkcPXq0XtuNiopi3LhxnDx5kkGDBjl7HGiuuOIK7rnnHn7/+9+jKApxcXG8/fbbLr0P5s+fT/fu3enfv7/LZx944AFuuOEGfvnlF2bMmMELL7zAxx9/jKIovPTSSyQlJXHllVcydepUAMaNG8f333/Pb3/7W5KTk+nXrx+qqhIfH8+9997LqFGjSEhIIDExkYsuuoh9+/Y5uzAaiYiIYOjQoaxevZo+ffrUeSxGjBjBuHHjePbZZ2u999prr/Hiiy8yb948qquryczMZPTo0SiKwsSJE7njjjuIjY112c/YsWMpKCjgpptuQlEUzjzzTKZPn15nOYQQQohACeX7h4bo378/zz77LE8++aTzQUVSUhJ///vfiY+P5/e//z3PPfcc8+bNw2w206tXL8MGeF0qKysZM2YMZWVljBs3jgEDBrj0fGisv/Xetvv666/z1FNPMXv2bLp27co555xT6/O33HILBw8eZPTo0aiqyqWXXsr48eMpKyvDbDYzZswY3njjDef6DzzwAC+//DIjR46kpqaGPn36GN4P6Y0cOZL169czdOhQoqOj6dSpExMmTGhw3YXwh6LW1YdZCNHoJk2aRI8ePbjrrruCXRQhhBBCNBOt5f5h/Pjx3HbbbdK1X4gQJkMhhBBCCCGEEEIIUW/SY0EIIYQQQgghhBD1Jj0WhBBCCCGEEEIIUW8hk7zRZrNRVlZGeHh4wJLJCCGEEC2BqqpYLBZiY2NrTbEmAkvuR4QQQghj3u5HQiawUFZWVq8MsUIIIURrcd5559GmTZtgF6NFk/sRIYQQwjuj+5GQCSyEh4cD9kJGREQEbLtbt26ld+/eAdteqGoN9WwNdQSpZ0vSGuoIraOewa5jdXU1v/zyi/NvpWg8cj9Sf62hjtA66il1bBlaQx2hddQzVOro7X4kZAILWnfDiIgIIiMjA7rtQG8vVLWGeraGOoLUsyVpDXWE1lHPUKijdM1vfHI/0jCtoY7QOuopdWwZWkMdoXXUM5TqaHQ/IgM1hRBCCCGEEEIIUW8SWBBCCCGEEEIIIUS9hcxQCG9sNhv5+fmUlZX5/dmwsDC2b9/eCKUKLcGoZ2xsLCkpKZKhXAghhBBCiGakIe2rUNMa2ntNXcf6tPOaRWDh2LFjKIpCamqq343YsrIyYmNjG6lkoaOp62mz2Th48CDHjh2jY8eOTbZfIYQQQgghRMM0pH0ValpDe68p61jfdl6zuIpOnDhBcnJys7/oWxKTyURycjIlJSXBLooQQgghhBDCD9K+Ep7Ut53XLK4kq9UqU2yFoPDwcGpqaoJdDCGEEEIIIYQfpH0lvKlPO69ZBBZAptgKRXJOhBBCCCGEaJ7kXl54Up9ro9kEFoQQQgghhBBCCBF6JLDQAL/88gupqaksX77c63oHDhzg6aefrvd+UlNT6/1ZIYQQQgghhAhl+fn59O7dmxEjRjBy5EhuuOEGfve733HkyJF6bW/evHlMmjQJgHvuuYeCggKP67711lts3LjRr+1L+6w2CSw0wLx58xg0aBCzZ8/2ut6hQ4c4cOBAE5VKCCEC62hxBeWVlmAXQwghhDCkWmuoPn4o2MUQDdSxY0cWLlzIggULWLJkCb1792bq1KkN3u77779PcnKyx/c3bNiA1Wpt8H5au2Yx3aRe9sb9fLN+v8/rW61WzGazT+tef2lXMi7u6tO6NTU1LFq0iE8//ZRbbrmF/fv307VrV1avXs306dNRVZVOnToxY8YMpk2bRn5+Pi+88AKDBw/m7bff5uOPPwZg0qRJXHrppYwePZo33niDNWvWUFJSQmJiIjNnziQpKcnnugohRGP4/bSv6dQhlnefui7YRRFCCCFqOfb1Pyn98Wu6PvwBYW0Sg12cZql0ywpKN2c3yrbb9M2gTZ+r/f7cxRdfTHZ2NhkZGfTp04ft27cza9Ysvv/+ez788ENsNhu9evXiiSeeIDY2lgULFvDOO+8QFxdH586diYmJASAjI4OPPvqIpKQkXnjhBXJycggPD+fBBx+kurqarVu3MnnyZN5++22ioqKYMmUKJ06cICoqimeffZYLLriA/Px8Jk6cSHl5OX379g3wEWoZpMdCPa1YsYJOnTrRrVs3rrvuOmbPnk11dTVPPPEEL7/8Ml999RWpqanMnz+fyZMn07t3b55//nmP29u3bx979uxh9uzZLF++nK5du/LVV181YY2EEKK23Jx8AA4dK+PNad86XwshhBChonLfNgBsVWVBLokIFIvFQlZWFhdddBEAV155JcuXL6eoqIjPP/+c2bNns3DhQtq3b8/HH39MQUEBr732Gp9++ilz5syhrKz2tfDxxx9TXl5OVlYW//73v/nb3/7G0KFD6d27N9OmTSM1NZUnn3ySiRMnMn/+fKZOncpjjz0GwNSpUxk9ejQLFy50lkm4anY9FjIu9r1XAUBZWRmxsbEBL8e8efMYNmwYAEOHDuWJJ55g8ODBJCcnc/755wPwpz/9CYB169bVub2zzjqLJ598ki+++IK8vDw2bdpE166+11MIIQItNyefxV/kOl+XFFc4X6elpwSrWEIIIYQIsDZ9rq5Xr4JAKiwsZMSIEQBUV1fTp08fHn/8cVatWuXsJbBu3Tr27dvHTTfdBNgDEOeddx4//fQT/fr1o0OHDgBkZmaydu1al+1v2LCBm266CZPJRFJSEkuWLHF5v6ysjK1bt/LUU085l5WXl1NcXMz69euZMWMGAMOHD2fy5MmNcxCasWYXWAgFx48fZ+XKlWzdupWPPvoIVVU5efIkK1eudFmvtLS0VrRMURRUVXW+tljs45a3bt3K448/zp133smgQYMwmUwu6wkhRFPLztqJxeI65tBisZKdtVMCCyLovvrqK9555x0sFgt33nknt912m8v7e/bs4fnnn6ekpISkpCRef/114uPjg1RaIYQQddFyLBiJjIwE7MPchwwZ4mzYl5WVUVpayubNm7HZbM71w8JqN3Pdl+3bt48zzzzT+dpmsxEREeFShiNHjpCQkADgbJspiiJTdRqQoRD1sGjRIvr378/KlSvJzs7mu+++4/7772flypUUFRWxe/duAD744AM+++wzzGYzNTU1ACQmJnLgwAGqqqo4ceIEOTk5gD2Cdumll3Lrrbdy7rnnsmrVKkkiIoQIqpLiCr+WC9FUCgoKeOONN5g1axYLFy5kzpw5zr+9YL/5e+CBB7jnnntYtGgR559/Pu+9914QSyyEECIQLrvsMr755huOHz+OqqpMmTKFTz/9lPT0dDZv3kxBQQE2m42lS5fW+uwll1xCVlYWqqpy/Phxbr/9dqqrqzGbzVitVtq0acPZZ5/tDCysWrXKGbQeOHAgixYtAuDrr7+murq66SrdTEiPhXqYN2+ec7yNZty4cXzwwQe8//77/PnPf8ZisdC1a1deeeUVqqurKS0tZeLEibz66qtcddVV3HDDDXTu3Jn09HTAPpzioYceIjMzk/DwcFJTU8nPl7HMQojgiU+MNgwixCdGB6E0Qpy2evVq+vfv73yKNGjQIJYtW8ZDDz0EwLZt24iJieHKK68E4P777+fkyZPBKq4QQogA6dmzJw899BB33HEHNpuN888/n9/97ne0a9eOyZMnc+eddxIdHc25555b67Pjxo1j2rRpDB8+HIBnn32WuLg4rrjiCp5//nlefvllXn31VaZMmcIHH3xAeHg4b7zxBoqi8NxzzzFx4kRmz55NWlpaowy1b+4UNUT621dVVbF161Z69+7t7Oqi2b59uzNvgb8aK8dCqAlWPRtybvyVk5PjDMS0ZFLPlqO51zE3J5+FszezzmbvcXUJZkwmhRG39HUZCtHc6+mLYNfR29/I1ujdd9+lvLzcGeT/4osv2LJli3NasqVLlzJ//nzatWvHzz//zHnnncezzz7rDER4ox1rIUTz0fb7dzGXHafkN/dii+sQ7OI0C2FhYYaNbyE0u3fvdva6d2d0PyI9FoQQQnjkPoRQhhSKUGD0TEQ/3rWmpob169fzySefkJaWxl//+lemT5/O9OnTfd5HoIM4wQ5ONYXWUEdoHfVsbnU8sCEKSxn06tWLiA6+5QBqbnWsD2913L59e4t5+NoaHiQHo44RERG1ptb0FnyXHAtCCCEMZWftxGp1bcBZrSrZWTuDVCIh7JKTkzl27JjzdWFhIR07dnS+TkpK4qyzziItLQ2AYcOGsWXLliYvpxBCCNFaSGBBCCGEIUneKELVwIEDWbNmDUVFRVRUVPD111878ykA9OvXj6KiInbs2AFAdnY2vXr1ClZxhRCNLiRGdgvRqjU4sHDq1CmGDRvmTDS4evVqMjMz+e1vf8sbb7zR4AIKIYQIDk9JGiV5owi25ORkHnvsMSZMmMDIkSMZNmwYffr04Z577iE3N5eoqCj+9re/MXnyZG644QbWrVvHpEmTgl1sIYQQosVqUI6FzZs3M3nyZPbu3QtAZWUlTz/9NB9//DFnnnkm9913H//73/+46qqrAlFWIYQQTShjSCqLv8gFy+mpb8PDzWQMSQ1iqYSwy8zMJDMz02XZ+++/7/x33759mTt3blMXSwghhGiVGtRj4fPPP+f55593jmvcsmULZ511Fl26dCEsLIzMzEyWLVsWkIIKIYRoWmnpKQwbm+Z8HZ8YzbCxaS4zQgghhBBCCNGgwMJLL73ExRdf7HxdWFhIUlKS83XHjh0pKChoyC5CUn5+Pr1792bEiBGMHDmSG264gd/97nccOXKkXtubN2+es4vmPffc4/WYvfXWW2zcuNGv7aemytNFIUT96IMIj0y+VoIKQgghhAio/Px8UlNTee6551yWb9++ndTUVObNm9fkZTp16hSjR49mxIgR5OXlOZevW7eOfv36OduBgwcP5uGHH+bUqVP13tfMmTOZOXMmACNGjPC67lNPPcXBgweButuNTS2g003WNf2TL4ymrwgLC6OsrKze5WrIZ41UVFTQoUMHZs2a5Vw2c+ZMpkyZwowZM/zeXlVVFTU1NZSVlfHXv/4V8FzmtWvX0rdvX8P3vdUz0MdAU11dTU5OTqNs20hT7iuYpJ4tR0uqo7e6tKR6etIa6iiEEEIEQ0JCAt9//z1WqxWz2QzA0qVLadeuXVDKs337diIiIpg9e3at93r37s3HH3/sfP3444/z1ltv8fTTTzd4vwsXLvT6/rp16/jDH/4AuA7/CwUBDSzUNf2TL4zmjW7IPKuNMedndHQ0JpPJZbsDBgzg+++/JzMzkz59+rB9+3ZmzZrF999/z4cffojNZqNXr148//zzREZGsmDBAt555x3i4uLo3LkzMTExxMbGkpGRwUcffURSUhIvvPACOTk5hIeH8+CDD1JdXc327duZNm0ab7/9NlFRUUyZMoUTJ04QERHB888/zwUXXEB+fj4TJ06kvLzcOfdoY817ajS/aWNpDfMNg9SzJWkxdZxlT87rqS4tpp5eBLuO3uaNFkIIIZq72NhYevbsyYYNG+jfvz8Aq1atYuDAgc51Vq5cyVtvvUVNTQ0pKSlMnTqVxMREvvnmG2bNmkVlZSVVVVVMmzaNSy65hPHjx5OWlkZOTg5FRUVMnjy5Vu6/Y8eO8cwzz3Do0CHCwsJ47LHH6NWrF08//TTHjh3j/vvv5x//+IfXsqenp7NixQoA+vfvT69evTh27Bhz587l3//+N1lZWVitVn7zm98wceJEFEXhgw8+4PPPPycxMZG2bdvSp08fwN7TfOfOnZw4cYJnnnmGPXv2EBERwaOPPsquXbsoLCzk3nvv5dNPP+XGG2/ko48+olOnTvzlL39hzZo1KIrC8OHDuffee1m3bh3vvvsuUVFR/Prrr6SmpvLaa69RXV3Nn/70J2e7/Q9/+APXXnttg89hQAMLffv2JS8vj3379pGSksLixYu58cYbA7kLSresoHRzts/rW61WShxRr7q06ZtBmz5X+10mi8VCVlYWF110EatWreLKK6/kr3/9K7t27eLzzz9n9uzZREZGMmPGDP75z39y44038tprr7FgwQISEhK47777iImJcdnmxx9/THl5OVlZWRw/fpw777yT+fPn8+WXX/LQQw+RmprKLbfcwnPPPccFF1xAbm4ujz32GMuXL2fq1KmMHj2asWPHsmDBAubMmeN3nYQQQgghhBCtx1N//6HWst/07cwNl3ejsrqGFz5YW+v9ay/uynWXdqXkVBXTP9pQ6/2hA7pxRb/OPu1/yJAhLF++nP79+7NlyxZSU1OdPeKLioqYMWMGH330EfHx8cyePZvXXnuNqVOnMnfuXP7xj3/Qrl075s6dyz//+U8uueQSwN5OmzNnDtnZ2bz55pu1AgtTp06lf//+/O53v+PAgQPceuutLFiwwPkgt66gQnl5Of/973+59NJLASguLubee+/lsssuY+XKlWzdupW5c+eiKAoTJ05k0aJFnHPOOXz55ZfMnz8fRVG4+eabnYEFzZtvvknXrl3529/+xs6dO3nmmWeYO3cus2fP5r333iMxMdG57meffcbhw4dZtGgR1dXVjB8/nvPOO4/o6Gh++uknsrKy6NixIzfddBM//PADJSUldO7cmffee49ff/2VuXPnhl5gITIykunTp/PHP/6RqqoqrrrqKgYPHhzIXYSMwsJC5xiY6upq+vTpw+OPP86qVaucT/DXrVvHvn37uOmmmwD7hX3BBRfw008/0a9fPzp06ADYM1uvXev6Rd2wYQM33XQTJpOJpKQklixZ4vJ+WVkZW7du5amnngLAZrNRXl5OcXEx69evdw7JGD58OJMnT268AyGEEEIIIUQw1R6NLZqha665hr/+9a/YbDaysrIYMmQIS5cuBeyzER4+fJgJEyYA9rZPfHw8JpOJGTNm8MMPP5CXl8f69esxmU6nEbziiisA6NGjBydOnKi1z7Vr1zJt2jQAunTpQt++fdm8eTNxcXEey7l161ZnO7CmpsYZmNBobcE1a9awZcsWRo8eDdhnUOzUqRPHjh3jqquucvYoHzx4MDabzWUfGzZs4LXXXgPsvRg+/PBDj+VZt24do0aNwmw2Ex0dTWZmJmvWrCEjI4MePXpwxhlnANC9e3dKSkro168fr7/+OgUFBVx99dXOoRUNFZDAQnb26R4EAwYMYNGiRYHYrKE2fa72q1dBYwyFAHtiSk9jYLShHFarlSFDhjgb9mVlZVitVtasWeNy8YSF1T4N7sv27dvHmWee6Xxts9mIiIhwlqGsrIzS0lISEhKA0/kuFEXxO8+FEEKI2p59dzXXpKeQcXHXYBdFCCGEEbnnbZD/e/A3Ht+Ligjz+n58XKTX930RFxdHz549ycnJYe3atTz++OPOwILVauWiiy5y9iCoqqqirKyMsrIyxo8fz8iRI7nkkktITU3l008/dW5Ta5d5ag+55whUVRWr1Wq4rsY9x4K7qKgoZ5nvuOMOZ9Dh5MmTmM1m5syZU6stWF1d7bIN97ZgXl4eF1xwgeH+3IMS+jroUwwoioKqqpx99tlkZWXx/fff89133/Gvf/2LrKysBrcZGzQrhPDusssu45tvvuH48eOoqsqUKVP48MMPSU9PZ/PmzRQUFGCz2ZxfGL1LLrmErKwsVFXl+PHj3H777VRXV2M2m7FarbRp04azzz7bGVhYu3Ytt912GwADBw50Bne+/vrrWheqEEII/+zaeYpNvxzljc9+4s1p35Kbkx/sIgkhhBAtzpAhQ5gxYwa9e/d2aVz37duXTZs2OWdo+Pvf/84rr7zC3r17URSF+++/n/79+7Ny5co6AwN6/fv3Z+7cuQAcOHCAH3/8kQsvvDAgdenfvz8LFy6krKyMmpoa/vCHP7B8+XIGDBjAihUrKC0tpaqqim+++abWZy+++GJnG/HXX3/loYceQlEUZ1vQfT8LFizAarVSUVHBV199xWWXXeaxXJ988gkzZ85kyJAhPP/88xQVFVFaWtrg+gZ0KIRw1bNnTx566CHuuOMObDYb559/Pvfeey+RkZFMnjyZO++8k+joaM4999xanx03bhzTpk1j+PDhADz77LPExcVxxRVX8Pzzz/Pyyy/z6quvMmXKFD744APMZjNvvPEGiqLw3HPPMXHiRGbPnk1aWlqjJW4UAmB7XhGx0WF0PaNtsIsiRKPIzckn58eTztclxRUsmrMZQKbfFEIIIQLommuu4ZlnnuGRRx5xWZ6UlMRf/vIXHn30UWw2G8nJybz66qu0bduW1NRUhgwZQlRUFJdccgmHDh3yeX/PPPMMzz33nHNKy2nTptGxY0eXKSbrKyMjgx07dnDTTTdhtVq54oorGDVqFIqicMcddzBmzBjatm1Lp06dan324YcfZvLkyQwfPpywsDCmTp2KoihcffXV3HvvvXzwwQfOdW+++Wb27t3LiBEjsFgsDB8+nOuvv55169YZlmvkyJH86U9/IjMzk7CwMB566CHatm34fbyiGs0RGQRaxmtPs0Kcf/759dpuYw2FCDXBqmdDzo2/gp2Vvak0t3pmPm7vNfPVDO/z7rprbvWsj5ZSx7rOcUuppyevPrucgvJqdmLvangJ9oTA0THhTJw6qEnK4O1vpAisxjrWLf17Aq2jjtA66tnc6njgnT9iKTpEyv1vEdHet0SBza2O9eGtjk15D9/YWkN7Lxh1NLpGvP2NlKEQQgghhBcV5Ra/lgshhBBCtDYSWBBC1Jt+nLmMOxdCCCGEEKJ1ksCCEKJecnPyWfxFrvN1SXEFi7/IleCCaHGiY8L9Wi6EEEII0dpIYEEIUS/ZWTuxWFyz0losVrKzdgapREI0jsEje+E+AZPJpDB4ZK+glEcIIYQIhBBJtSdCUH2uDQksCCHqpaS4wq/lQjRXaekpdL/gdMKk+MRoRtzSV2aEEEKIkCENZH9FRUVx/PhxCS6IWlRV5fjx40RFRfn1OZluUghRL/GJ0YZBhPjE6CCURojG1eHMSPjZPsfzI5OvDXJphBBCGHPvXyY8SUlJIT8/n6NHjwa7KA1WXV1NREREsIvRqJq6jlFRUaSk+PcARQILQoh6yRiSas+xoBsOER5uJmNIahBLJYQQQggh6hIeHk63bt2CXYyAyMnJoW/fvsEuRqNqDnWUwIKf8vPzGTx4MN27d3dZ/o9//IPPP/+c3r17c+211zJ+/Hg+/vjjWp/PyMggKiqK8HB70q/S0lJ69+7N9OnTiYmJ8assn332GQC33nqry/J58+axfv16pk+f7tf2ACZNmsSll17K6NGj/f6saF20buCrZ+UA9p4KGUNSpXu4EEIIIYQQrUyLDSzk5uSTnbWTkuKKgDd4OnbsyMKFC2stf+SRR5z/Xr9+vcfPv/fee86uJdXV1YwbN44FCxYwbtw4v8rhHlAQoqmlpaeAI7Ag3cOFEEIIIYRonVpk8kZtGjxt/HdTTYM3adIk5s2bx7Rp0wAYO3ZsnZ8pLS2ltLSUhIQEAFauXMmYMWMYOXIkDz30EMXFxQC8/PLLDB8+nFGjRvH2228DMHPmTGbOnAnA4sWLGTRoEDfeeCMrVqxwbj8jI4P8fHu9161bx/jx4wF74OPWW29l1KhRZGRkkJWV5VKuU6dOce+99zJ69GhGjx7Nt99+W/8DI4QQQgghhBCixWqRPRa8TYMXiF4LhYWFjBgxwvk6MzOTu+++2/l68uTJfPzxx3zxxReGn7/33nsxm80cP36cM844g9tvv50hQ4ZQVFTEjBkz+Oijj4iPj2f27Nm89tprPPjgg6xcuZIlS5ZQVVXFM888Q1VVlXN7BQUFvPXWWyxcuJCEhATuu+++OodVfPLJJ0ybNo3u3buzZs0a/vKXvzBkyBDn+9988w2dO3fmvffe49dff2Xu3Llce608kRZCCCGEEKFKZjgQIlhaZGChsafB8zQUwlfaUIjly5fzf//3f2RkZKAoCps3b+bw4cNMmDABAJvNRnx8PMnJyURGRnLLLbdwzTXX8OijjxIZGenc3k8//USfPn3o0KEDYA90rF271msZXn31Vb777juWLVvG5s2bKSsrc3m/X79+vP766xQUFHD11Vfzhz/8od71FUIIIYQQovHIbBBCBFuLHArhabq7UJsGb9CgQVx55ZU899xzAFitVi666CIWLlzIwoULmTt3Lm+99RZhYWF88cUXPPLII5w4cYJbbrmFvLw853YURXGZgzYszDVepL1XU1PjXDZu3Di2bNlC7969uf/++2uV7eyzzyYrK4vMzEw2btzImDFjZJ5bIYQQQggRguQeVYhga5GBhYwhqYSHm12WNfU0eGaz2aUh78kjjzzCTz/9xHfffUffvn3ZtGmTM2jw97//nVdeeYWff/6Z22+/nUsuuYQnn3yS7t27uwQW0tPTyc3NpaCgAJvNxtKlS53vJSYmsnv3bgBnnoQTJ06wd+9eHnnkEa666ipWrVqF1eo6dOSTTz5h5syZDBkyhOeff56ioiJKS0sbfFyEEM3Xm9O+5cXHF/PmtG8bPWeNEEII4T/puSBEsLTIwEJaegrDxqY5eyjEJ0YzbGxak06Dd+211zJixAiXXAhG2rdvzz333MMrr7xCYmIif/nLX3j00UfJzMxk27ZtPPnkk1xwwQVceOGFDBs2jFGjRtG5c2euvPJK5zY6dOjAn//8Z+68807GjBlDXFyc872HH36Yl156iRtvvJE2bdoAkJCQwNixY7nhhhsYOXIkx48fp7KykvLycufnRo4cSV5eHpmZmdx+++089NBDtG3bNsBHSQjRnDR1QtxQcuzw6d9yCawIIYQQQrhqkTkWwB5cSEtPoaysjNjY2IBtNyUlhezsbMP3pk+f7vy3NluDO6PPPvDAAzzwwAOAfRaHjIyMWus8+eSTPPnkky7L/vjHPzr/fd1117kklNRcddVVXHXVVbWWT5o0iUmTJjlfT5kypVYd3nvvPcM6CCFaD30D2opKMSodMAU0IW6oy83JZ8+O03lotMAK0CrqH6q++uor3nnnHSwWC3feeSe33Xaby/tvv/02X375pTMoftNNN9VaRwghhBCB0WIDC0IIIRpGm7pXsxeVIlSiUIlDCVhC3FCXnbUTm811WWsKrISigoIC3njjDebNm0dERAS33HILl112Geeee65zna1bt/L666/Tr1+/IJZUCCGEaB1a5FAIIYQQDec+dW+FIzmW1sYOtYS4jaWxZxoS/lu9ejX9+/cnISGBmJgYBg0axLJly1zW2bp1K++//z6ZmZm8+OKLdQ5NFEIIIUT9NZvAgsxIEHrknAjRsrk3nPXpaJs6IW4wNZeZhlqTwsJCkpKSnK87duxIQUGB83VZWRnnn38+Tz75JPPnz+fkyZP8/e9/D0ZRhRBCiFahWQyFiIqK4vjx47Rv3x5FkWyvoUBVVY4fP05UVFSwiyKEaCTxidGGT+UVhSZPiBtMGUNS+Xj2T6e7atC6AiuhyCiwrb8/iI2N5f3333e+/v3vf8/TTz/NY4895vM+tm7d2rBCGsjJyQn4NkNNa6gjtI56Nqc6tq2swgxs27YVW+xhnz/XnOpYX62hjtA66hnqdWwWgYWUlBTy8/M5evSo35+trq4mIiKiEUoVWoJRz6ioKFJSWkfDQojWKGNIqj3HgmM4hNaUi4gwe/5QC5SWnkKHFdvgUCUAikmh78WdW01gJRQlJyezceNG5+vCwkI6duzofH3o0CFWr17NmDFjAHsgIizMv1ue3r17ExkZGZgCY78hTE9PD9j2QlFrqCO0jno2tzoeWB+JpRx69epNRPtOPn2mudWxPlpDHaF11DNU6lhVVeUx8N4sAgvh4eF069atXp/Nycmhb9++AS5R6Gkt9RRCNJ209BQO5BWxek0ecHooRFWVtVXNipCbk8+xI9XO16pNZfPGg3Tp1q5V1D8UDRw4kJkzZ1JUVER0dDRff/01U6dOdb4fFRXFq6++ymWXXUZKSgqffvop119/fRBLLIRoTDI8V4jgazY5FoQQQjSt3Jx8flx3wPA9bVaE1sDbrBAiOJKTk3nssceYMGECI0eOZNiwYfTp04d77rmH3Nxc2rVrx4svvsgDDzzA4MGDUVWV3/3ud8EuthCikcmIaSGCp1n0WBBCCNH07A1qz0+BWsusCDIrRGjKzMwkMzPTZZk+r8KgQYMYNGhQUxdLCCGEaJWkx4IQQghDdTWcW8usCIrJ+BGYp+VCCCGEEK2NBBaEEEIYqitw0FpmRVA99NrwtFwIIYQQorWRoRBCCBFCcnPyWbZkB6UlFbRPjCFjSGrQEgRmDEll4ezNLtMsai4e0LXVJC6MT4zmZHG54XIhhBBCCCE9FoQQImTk5uSz+ItcVpaU8RM2SoorWPxFLrk5+UEpT1p6CiNuqT3bzBXXnsvQMX2CUKLgyBiSisntr2V4uLnV9NgQQgghhKiLBBaEECJEZGftxGKxuiwLxdkHzjkvKdhFaFJp6Smc0zPW+To+MZphY9NaTY8NIYQQQoi6SGBBCCFCRKjNPpCbk89Xn2+ptXzd/34NQmmCq8OZkc5/PzL5WgkqCCGEEELoNEqOhQkTJnD8+HHCwuybf/HFF+nbt3Z3WiFE86bvov/mtG+Dmg+gMeXm5JOdtZOS4griE6OdXeDdlzW07opJMUwIGKzZB7KzdnKixlpr+Y6fC8nNyW+R51oIIURzJrP1CBEsAQ8sqKrKnj17WLFihTOwIIRoebR8ABotHwDQohqcWj21IQolxRUsnL0ZRQGrVXUu86XuRgEK/fqhNvtASXEFnvacnbWzRZ3nuhw7XOX8d0sOogkhhBBC1EfAW/579uxBURTuuecejh8/zk033cTtt98e6N2IVio3J59Fi3+m5mQVCUHOmN/aecsH0JLOSXbWTiosNfyEjS4onIEJm03FisrP2DgbE21Q6qy7FqCotNQAxsGI+MRow2EPwZp9ID4xmlKD2RAgeMMzGpOnwE9uTj57dpQ512upQTQhhBBCiPoKeGDh5MmTDBgwgClTplBZWcmECRPo1q0bl19+eaB3JVqZg3nlbNiwhU01Fs5EQZGbe6e6noQ3hlDLB9BYSoorsDj+fRSVMxz/rgAqgQPYuACzc11Nbk4+2QsKWDJrMfGJ0VRX1WCxWPkJGypwCeZawYiMIan2a9otYNOjZ3CSJWYMSeWjWT8ZvudrsGPp3C3krDuAalNRTArpl3UJyRklcnPyWfT5FnbW1NAZBXS/L9lZO7G6TbnZEoNoQgghhAh9qs2KYjIHuxi1BDyw0K9fP/r16wdATEwMY8aM4X//+5/PgYWtW7cGukjk5OQEfJuhqKXXc+fmUsod473LHB20LRYryxZsoZqCgO3nYF45OzeXUlFuIzrGRGrfNnTuFhOw7fvCn3N5MK+c3PUlWB1t0ZLiChbN2UReXl6jlltRQDXoJ68ovpe/OVyz0TEmKspr5xnwtG5OTo7znNRYVWy4BhzcD1lJcYXLcTjzrAjYXe2yzk/r91NDSZNfhwfzjHsrKAp06xnhUm6jc5m7/gT7d+vqblPZuGY/hUePknZpQsDL2xDZCwo4UWOlGBULKuc7Aj/LFmyhotzGCYNBIe7nTgghhBCiMVXs38bhj5/jzPFTie56QbCL4yLggYWNGzdisVgYMGAAYM+54E+uhd69exMZGVn3ij7KyckhPT09YNsLVf7WMzcnn+VLdlBeUtlkT7gbasmsxYbLK8ptATvHuTn5bNuYi8Vic25728ZTdOvWrcmOj7/n8oesb7FaYQdWyoB0zFitkLejmuFjrmi0cno6H6qKT+VvLt/NCPL54vMtUGNzNi1NJsU+pY7uKXZ4uJnBI+1TEGrn5Bgqe1FJw0SUh4RS8YnRLsfhh6xvnf/eipVemLBalUY/n0b0ZdGLiAhzKYunc7l09hIA9mGj3NFYBziwp5I7Hwitc+/t9yU+MRpbcVmt99zPXWOqqqpqlMC7EEIIIZqPijx7b8rKvVtDLrAQ8OkmS0tLeeWVV6iqquLUqVPMnz+f66+/PtC7aZFyc/J5c9q3vPj4Yt6c9q1Lxv1A7+ezOZv5X0kZRajO8cKNtb9AiY4xvlwDOf5cyxtwCBulul4R2Vk7A7aPQNOehpfi0s5t9CEJno57sPIBNJa09BSuGXye83V8YjQjbunLFded67Js2Ng0Z/BJO/bFjmuo0sO2w8PNzhkmNPrzVgFYDZY3FU/7rKqq8enzWtLJQlROuS0Ptd8bb9dzj55JWNx6LBidOyGEEEKIxhWchN6+CHiPhWuuuYbNmzczcuRIbDYb48aNcw6NEJ5pid32WyxYgK6NmD8gO2snJY5+86WotPMh8VwoSO3bhmPrT6If7Bzom3utIXUQFVC5xGDsfKgJVsI/o3wALbWxlZp2BizeRmL7GB55+loAwvcVwdc7SemayCOPXOmyvqdzEh0TDrphFWHhtYNl8YnRUHzKeHkT8tbwj4x0/dNxMK+cH7K+rZXjw9P0mUDI5UfJGJLKrDmba/2+9OiZxI/rDlDitn7fizuHTNmFEEII0cqE4MyqAe+xAPDoo4+SlZXF8uXLueOOOxpjFy2O9qQ8H5WCRn5S3lyT7nXuFsNlV3ZzvnZ/ShwIzfEpfMaQVMLDXRO4NEUDPy09hWFj05yvG+N8hArF8eutzynx6/ZCAPL3F9fqYeR+TlTs56RX3zOdy7Zj5WR5da3eQkbnrakDNrk5+SyYvRlw7QWjqaqqYencLc51c9eX8N/iU/yC1aUHVPplXVw+dxKVihDtCZSWnsLlGd0B+/nSrudtmw9jMwiObNt8uIlLKIQQwiOjpE9CtEQhfKk3SmBB+K8pG/v6RrLqYXmoOrtHBwDOOS+JRyZfG/BGrKfs+8HKyu+LYDbw9ftojPMRKhRHVFj7vuTm5LMq+1fAPlTBfTiRdk7MJvsHY2MjGDY2jV07jjq3eQo4jlpnAzs6OrxJAza5Ofks/HwLu21WLKgcMgwtwMY1+52zkTgThzre0+o0dEwfLh7Q1fmZndjYqtteqAUzu6d2BKDLWYnO67mi3GK4rqflQgghgkgJwce4QjSK0LvWJbAQIprySXnGkFTMJtdT7/5EtKnyPfitEaN0uTn5bFi7nxKDnegbhA3dR2McV32js6S4guysnaFzzloSxxOR7Kyd1Di6zGv5E9wDBGnpKXQ4w56IdvjNfUlLT6nVkNauNG25NiRKr7LCwoG8ogBXxLPsrJ0crqmhCJVDqHjLpqBNcWpEW+5taslQDWaG8MMAIYQQQrRqoXuXEvAcC6J+mnK8elp6Cmm/FJK38QBArVkhtMbNSUuNvdHUiPke/KU6vkyBjtFpdT6g2pxDUfQC8WRV28cpSw0VENDj6h5EKAmhc9YSKI4nIPpAgNHPuqfrRFXrTlb46rPLAXuAwt3GNfvp0q1dk5xLf651LadCfXJ8BOL3Tesx4Z7bob6MHnRFx4Qb9k6Ijgmv936EEEIIIRokBHvnSI+FENHU3dk7dU0E4OIBZ9Xqwq7le9iKjd2ObsuhMh5aG0KnBPjLpNW50kMUUDE1fH/aPn7Gxq4AH1f9NjZgxeZDF/tQE7K9ZNANhXBcHp4albWW6y6b7Kyd1LhdX2XAUWzswEpFucVr9/r5szY1yXHxt8Hco2cSZtcUH3UGDQLx+6YF6g4Wl7MRK8eKyxtldpvBI3thNrt+/81mhcEjewV0P0IIIQJAci0IETTSY6GR1OdJWlp6CszKAezj1RuTt3Z5s0juGOAgXV1185TZvj77cO9a7r5vTxn2fdm2xgJEGixvTC8+vrjeT41zc/L56vMtFNTUkIAScj0uTidvPH0dHPUQhNJ/94+ZXfMJnHD7TDEqxW6fL/CQ00DbRmMel9ycfKoq3cMftRWi0tZxTHbtOErapfGsXWMfruHLNRCI3zctUHcEGyr26VbDAzW7je4AaNta6/htBrDZVA7kFYXEtSmEEIKQfHorRKMI4eCZ9FhoBEvnbmH+rE0UFZejotZK7NZU6vsEuDnOjNBQddUtEHX35bjm5uSzZd0Jfi4uo8LHa8fbe419zvT7tjjKO3/WJl59drlf13t21k6Ka6zsQeVACM4a4N5joaLc4mjOuqoot7D4i1xnQMdmta+z79fjPvcE2F9Hs74xj0t21k5sNpUjjjKc9FCWYt3ykuIKOneLcb527wFldB1oM0o0RGMEQH/daTzTh3uOC1W1D08JRD2EEEIIIVoCCSwEWG5OPhvX7AfgR2z8GqShBFo34aPF5YYN1IP7TwCwcc2+OqfKg6af7q4ugY5LZwxJxWRSPG63uqqmwYEhX45rdtZOqmxwCJWdPl47Ru9p9Wjsc6bf9yZHeVVUZwPb12NWUlyBllmg2q3RGgpOPwhx5PjwMjTGYrFSgsoBXc+DNSvzqCi3OBM9+kMFNmOt1ZhvDNp2tQEZldT9XYuOCedgXrnztf73JDcnn/mzNtX6TCAa5YEOgObm5LPq21+dr/W/mTnrDhh+xtNyIYQQQojWRoZCBJjW0Cp0NCr03ZybspGkdRPe7CjHJZhdGqhbcw4C9u7c2lPmZQu2MXhkL+fTxtWOrr+BSIrWFBqSyC0tPYVlC7ZBuXEOfK2hrK1bH74cV/01on9W7O3aCWbj233fxajsxkZvTOBHt/T4xGhOFJcbLg8lWo8F1aZ67Vfwi+N7l+C2/HA9MvlagGpgPzYSsQemApHzw4inRIze1Fis5K4vcb7WD9fwFhDLWXfA64wRdQl0wlv9TB9ljmXab6anoVCBGCIlhBAiAEK4e7gQjSIEh/9Ij4UA027Kjxg0IJqykeStm3B21k6sttNPU22o2NyeMusbg+5dm4NJ9fCHQ+uhodW7PsNPjBLnHcCGNYBd8+s6rvV5Cmv0nnZ2F83Z3KhDcNz3rT1VL3P8t65GqjZcx2iWhVDpJZObk88/3/wBgLJT1eTm5Hs8H54a/Lux4T0U4Tlp4laDnAuN1aCtz/G2WGxYre7LrCxbsM3r+W9oHbSEt1ovoJjYiAYlhPT2m+ktkBNKSUaFEKLVC8HGlhCBpT3lCr1gmgQWAsxbA9Cfm/aGZsb31kB1v4HOwcaOEJv9oS7us0JkZ+2kwlLDBuzJ3MBzXfS5J159djmvPrucFx9fbLifI6gcbMKu+RlDUjG7fSvramAbvZfnOAZWq9qo57Oua9rb9+Fgnj2L/77icn50zGQB9q73jT0riq+0gNWREvsgBpuqsviLXHr0TMLkdg2Gh5tJv6xLreEumsI6AgsTpw7yuVyNEaTUevw0lDaUpaLc0uhTMqalp9Dj/GQAhozu3aDrxdtv5tnnJLos0w/XaQ6/l0IIIYRoGcp+2QBAyYYlQS5JbRJYCKDcnHyqq4y70l88oGudN73uQYSGJH30Np7f6Aa6TPfvQDWeG2P6QE9Ns5LiCqod/z7mJRDg3rOhotzCkfJqfsHq8Ymyfmlj9zpJS0/hgovauuyvrga20XundP82OgaBOC91NUTrCojs3FyKxWIlHxtWoMqx3GQykTEkleysnUGfelIbUrRL12vAYrGya8dR4hNOXwuKSaHvxZ3p0q0dYeHGP6ulPuwvIsI4KOEu0D053L8XDdqW7ljVWKwe11OUAD3tD9DDqYwhqYS5RfW0a7jouOtx2Y3rbB9CCCGEEE2h5uQxAGzlJ4Ncktokx0KAaDfmFseNtL4xOmrchT49SdM30myomFCcT939fRLnbTz/gbwidq0p8/jZQDSe3Y9HwKbJcxxY955u8YnRlPkwRl9rKP6MlXgUOmNiNzZs4GWSP7um6pp/Rtdo2HiC6Jhwr9Py6XNK1OXNad86y+5+XubP2sT8WZv8ykuhnd9qi3EgLTwijGFj0mrNDqDPgVFR7nrEyx0n12qzsWjOZvZq/euDNPVkbk6+1+7xxcrp8qs2lY1r9rNxzX7n0JnavPdYWDp3C9XVXhrijv/6EqT0V3bWTqotNeSj1poOtdrwE7ABK5dQOxBiA4qw0Q4TFovnb5WqwrIF2wJXlwb2CExLTyH/eBm5y3cArr+Z7gko9Wcp1PKAtCZfffUV77zzDhaLhTvvvJPbbrvNcL0VK1bw4osvkp2d3cQlFEIIIVqPVhdYaEiCP2+0rvg/YeM8t44g2Vk7fWq46RsxB1A5y9GUqO8TsbT0FHAEFvQN1F07jnr8TKAaz1pDZSM2OqPQCVO9gyR6e3fbo3S//FzgbCynpaeQMSSV2Z9vhhqbswFmVBftWJZhzwPQ2Y99N1XXfPepDY1oDfsKSw0KYK7jsa0W2AkLt58HFZVyIBaFSlQi8S/4owVoCjy05ixuT6r1gYgKAINrWp/o1Go9PeVhFwjIteMPrbzu9LWt9nCC9tQZojLmywwDigJdurWr1/a9KSmuoBLj3DCeQx2e7UfFl1Ia5TXxV307LBj9LejesyM4Agv638zwcJNLkki9Hj2T6lkC0RAFBQW88cYbzJs3j4iICG655RYuu+wyzj33XJf1jh07xssvvxykUgohhBABFnqpFZxaVWAhNyefRZ9vYXdNDZ1RAvcUHfuNufa8/LBbw8I9oaCn/cUnRkOxvRN7le6qCfQTMW+BikA1nvX7OIhKJ4Pl/gZ5DuaVs3bNIcDemCgprmDBZ5sA+/E8VFTOlmXbAc8zWXjLel/X99TXAFFD5Obk8/1Se+CnstLC0rlb2LXjqDOBnGpTiU+MprqqBovFyk/YCAcuNHhyDHDSMW1lP8csDVqD/yAqh1HpisJ+VM5GIcmPHjLaMaxyW35cl1Bm/qxNHMgrYuiYPs5ARD72gEFvTER7aBJ6aiiWFFfUSizaWLTybsBKkg9NVwsqZUACCvqr64Qf+/QlmaGq0ii9N+ITo6kw6PHTFF59djlgDzLU57ulXYtzP8lhxaxNzu+It+1ogaNDFgt7UUkvtuf7uDDjHMP1a2pcf9P1Z8pboFY0ntWrV9O/f38SEhIAGDRoEMuWLeOhhx5yWW/y5Mk89NBDzJgxIwilFEIIIVqPVhVYyM7aydEaK8dQsaJyrm4KxobepMcnRnPSw435Lqy0QeEMx1P7ZQu2GTaoe/RM4r9rTrl8tjG630fHhEO5e5PQvjxQjZW6pg/UP3GvAp+6u29ZX1Kr8W9vaG0hLT2F7ud3hGXbOaNTPI88frXhNoymqPP1iWdxcTnHUVEdjRBvZa2P08fE3ohRVdi4Zj+nUDEDUTbjmRa8PfPVElmewnXqQ23WhlLHf08B2nNXX2ZyUBTfktFuXLPfZZvafi2Ap3DZCbfXlagoQCRKkw2J0B+Doz7k3tjkOM4XYQrUkP9atG9sY/TeaNc+miNBCixUlFuoQqUS6vwdcA9GtmsfTf7+E873Vd13ZOHszR63ow90gb1XhsViZcXXu1z2pX3W/VrX/3qWFFfw4uOLm820vC1FYWEhSUmne4t07NiRLVu2uKzz0UcfccEFF9C3b9967WPr1q0NKqORnJycgG8z1LSGOkLrqGdzqmPbqirM2L+3tpiDPn+uOdWxvlpDHaF11DMnJ4cEm9V5rxlqdW4VgYW6xqIHIvlWxpBUPpmzGay1u0GfAE6gcobjdUW5hX3lVSTqek0cyCti88baP4R9L+7svFEN5DCOxp6MJ2NIKos+3wK6J336IIl2Y78dG5XAJT4EeWy6nsgn0OehcOxDu/n3Ujn33BPge1dvbYYIBehQj8ade7JD96fvRo0dgO26HjDtUOiOwjFsATmHJQbL9MEf/fXWo2cSmzfmY7HYOI6NPai0Nfi8u41r9nsMRHjOR3CalgzQl2skULz1bAkFJcUVLkOBGmLp3C3k7S7iUBP3rduLjaOoXIKZLT6cY/1wmjKA4gpKiiucvbsOo3IYKzEonIMJm01lwWfG+UM8nlvdRaoPcCgmxWMSFtWR9jWQPeBE3YymHtbPFvTLL7/w9ddf85///IcjR47Uax+9e/cmMjKy3mV0l5OTQ3p6esC2F4paQx2hddSzudVx/9pIairs39vwxDPq/gDNr4710RrqCK2jnlod8741oToaCcGoc1VVlcfAe4sPLBzMK2fbxlwqLTW1kpJpAjHUIC09he6bDvLzz95vYCpQsQD7UDmOyvmOG+mcdQdcukJrT6G1braBTIboaVxzRbkloF3Nw8JNaAc9OiacwSN71bqxr3T7jD+NORunpzXJzcknqmMsEPgpjMtRsemmndSuI1/LmpuTz7IF22odd/fzp22v2EsDrwiV7kCeD41A91kuwsPNzutHS8intZX00+f16JlEbk4+C2dvxmqzOcu2cc1+qlDJR6XIsb6nfLR5qBRi5QLHEA2joEI1KpvrkY/Alx4VDQ3AZQxJrZWwz53RZXYKPP7O1HXGLKi1hpZ4U5/fAKNjo+V2KKpHYEFFRalniMtTTxA4HTjRl1MLvBWish+V8zARj+K8liuc/1XphEoUivO6cz9WngJH+kSVFouV+bM2kZ21k9jYcCg1PrO/YqOYpg18CUhOTmbjxo3O14WFhXTs2NH5etmyZRw9epQbb7wRi8VCYWEh48aNY9asWcEorhCi0YXwwHMhWokWH1iwT2lnYxs2qoDuGE8n1lBL525h58+FAF5nGNiqn7ZOt9x9fLXWKVm7+dWSIR5AJQmFaN14eIDsBQUsmbXY+WRZG5dvxNNQCPBv/LanBpwWBKnSzRhQVVnDsgXbnE8Po2PCDQMc+iCP+/bdHUPlDEejJjtrJ0PvuAiouzeGvteAxYc/RKcwbsj7EsBwDwht0PWP0J+/xV9sMfx8Q+jPcExsBH37nOkcmuAe0NEHCHbtOMq2zYeptNnYjI2zUOjoOKo/Y/PYcHann3dkk2M4kJ6n2QYATnk5L4rJ84FvtNlIHFRO95QxKuEvXgIl3uoLp4dTeJOLvftbexTO9DMh6tK5W9i4Zn+tZJ2+5HbwZKOup4FeDfY8MZH1DDqoqPxaXObSq0s7p9qvmr2ngvH2q4Ao7NdRviOhrv5YGQ2JAtdpJG26ngjG+1A5iuqSdBSMgyISaAi8gQMHMnPmTIqKioiOjubrr79m6tSpzvcffvhhHn74YQDy8/OZMGGCBBWEEKKZU60WFHN4sIshPGjxgQVtSjtPTwJtjiRz2Vk7630DmJuTz8Y1+51PfT1P5Oiqirqf+GkN6pLiCqqBAlROoNLHcSOv3XSXWazOXAVa49G9jL7UzdeGitaAK7fU1Mo7YDRjgM2mUlFuoRIViiswmRTMZsVlHII+yKNtf6ulmjgU5ywC+qSWB3TDS0qKK3wa86+tq9mpa0jsQ/WYbK9Mt1/tX6rq/bjm5uSzYPZmVJvKz1hrNea1ssyftYkaVErxnHegvrQr68yUtmzeeJACbMT4MIMEnA4+7EOlAypWPD+N9+QQNvuMINifiLfx8XPbvTSytYawUWBLu/Z2YuUktZ8ie+vN4Mv0nTYgB5vhNIt1CUQGA+2c5KNypuPf7uU1qiPYh6QUYmMfKu1ROMcRnGwMKrDFx+NUbhCi0YJ5pUA3Rzl9zeuhtxcbFdiPWwynj5V2zjd89qNzo+4ZXH7BRim1gyaaX7EZ/tarqOwqLqNdgBMEC1fJyck89thjTJgwAYvFwpgxY+jTpw/33HMPDz/8MGlpacEuohBCiACqPpZP/ruP0HHkY8T1+k2wixM8/t4MNaEWH1iIjjE5gwt62g1hSY2VaBr2ZFN76ry3jqffRuPJN2PzmNFf39COT4ym0JFcTb8VxWS/6c7Fhg37TbDqeJLWTteA1AcL6prizZcu/loD7lfHzXc8CoojMaW2/Xy3+mrj8ntgIsHmmMLNeroe+nwS2vZPYp/ZoDP2JH4HPBxjfY+Gw/klvPj4YhSTQvplXRg6pk/tdR2zb+hr6q0ruD4wpV/L0zWjBUa0RrCnYJM208Ov2AyHFVT62LWvymA9/RPy3TuPkeiYAaI+3QU3+9FTQU8/IwhAaT224S4+Mdp5fEstNZig1lNt92OpzSjh3pth4ezNLtdsBSpR2HN4xHkpQ5GWbDAEuPfyWfxFLnstFto6AnLaNKOAczjPcVSM5z9oetsMgkhauEPfo0hVcf621Zd7zyd9iK3Mbbt1XauevtNl2INxJaj0kOERjSozM5PMzEyXZe+//36t9VJSUsjOzm6qYgkhhGgE1QV5AJT9sr51BxZCWIsPLKT2bcOmNadT1GnjzquxN/S3Y6MN0NNxAzh/lj3Zl6dGqRFfx9obNVy9NfG1qR9zc/KprqoxvJ3WGq76W3Ptxvak7hNaGXNz8gH7MAJPomPq7mKkbU9rbGpb0xpoNoPta09sK1BJ0CdddNTjp/UH6NKtHWnpKXWOf3bXo2cSq77dDdjrfwwbHWwmZ+8N/Xk0mn3DH8dRiXHWwbjRkJ21kypLDbux0dVt+I2edv489ajJ9aF7PBg/4d/p42eNFLp9tj5BBW/qWzazWXHpmeCe2NHbU22t98gWrJyBQkdHgj/tmi1B5RfH0I99jgCDJ3sNr/Dg0GYl0Nf9ECqHHIkRLbppRj2paGBt/P187fldfKP/3arrCjLKMaLvEbVw9mZsuovFU4m2YqW3Hz1UtO3ovzOhnAhUCCGEECIQWnxgwd1+gy7t+i7KVY4u3zE2e9fhjWv2exwn657lv6GMnk5rTyDLLDXOrO3aU7ZTqFSj0k7XcD2BymHHLbd7Y/DNad9SXVXj+Kxn1VU1zgCEJ+7Jz/Ql13om+KMGFaynp47UnuSf3r737eWs3c8pXSMhD5V2jrHwOesOOAML2jjzhqgEdum6eRtl6C8pruAk9lkX9ntoAlU6EswFgvc+KPax4xd5CXDoWVHZFzLNZldWqz3Tv6fggao6cl/o3reichJIdJyGKuyBNy3N2ylU8rDR3nEutCfR3nokNM4AgobxdEyqUAnH/rthFCA6gepzzxhPtnq4xvdjo5PBNe4tFwWc/o2z4jpcTN8TRRsKZVSnA44hEFr/hPAwkzNQC7Bkbi7VNtdeOJ6CI/6GBE5wegpXTaATygohhBBChJoWHVjIzcl36a0Arjehu91ubk85ejCAPcmjNpRAGwe/ZG4ufdI7e02M6E1BHTfv7k+nF3y2iajocOeQA+1GVduKVtZ2us/s0m1D3/ipRq2zzL9g5TzMWK0qyxZscy43mtZOS36mGDwJdU9mZqQK1TUDO/aL0WKxkZuTXyuh3EFUr88M7d2kXWmzRqg21ZlMDer/tNSdDZVyIJbT18iBvCKGjulDfGI0J4q9j6rPxcbFmBrQr8A/vszAYEOtc0iPv44FqIZVqEQAqLVbafqnyu4N7P2oHEPlAkzEGjRyte+Re1f4UFeCyi5Hz4nzMWHFnq/gTF0AyYbqnMrRU1hpVyNegQWOQK2/tDNxCvuQqi6O8+brzBXaL522tqXG5pJLp7raynHdtuozI4a7Y9jogIkjBtsK4eGQQgghhBAB0WIDC1pXV/CcYV4bQ6vd+OqfWFU6GiN5qPTFRAQK1dXWWk+787ARBnTx4Wmwp2b9T1jpZ9BsVlX90ILTbMAR3ZI9HhoG+mbtZmykYcIMhHt4Sq4PwejzMBjln9D+u2XOT2C1EdcmkiirWmf+Bs0WtzJvdZQvCoXsrJ21ekQc9nAOf8RKX0yYDeqk38OJYnuKOBNKnU9LfZXj2E5XFDoCCoqzl0t4uG+9A7Ss+v6nAvRfXQ28H7E2ypN491wb9bUFGx1RSAR7/gAdT98tC6rzCbJR3fQ9YU44/tvQp/dNRX8d64fCdNCVX19no6veKHFioB33Yx81qLUa+UdQqcFGNx973OgZTWer/Zbp93IKz0MhwHhol7s8VPaFZF8WIYQQQojG5/+dWjOxbME2bDb7UAFvGea90RIFbsZGsePflahsxOoMQhxD5QhqnV31valr/LrF8WRcv74+iaGvN+652Hx6am1YBt3UiJq09BQ6Jtvz/N9696UMHtnL8Y7BEzsfyqgd45LiCp+nALXiueGqX/ozNnKw+TS9pL/2ozqDDBp9/ghf+NMcaYw6+FsGf/gWavJNISo7sXFA953UeMrrof9+ufdKMHq6XP/sG6EhT3ctepuhRkVtcG4FX/izh58cs1a4D8XxlBPmsI+/ZydROepY15m804+SuX+/PWmq3kdCCCGEEKGmRQYWcnPynU/OPT3pdrcFq0vjXaX2sIl92Mh1NF8K3bbra5I9f/yMlRpUjz0S6qMhzQjDoRTag2PV+2waG/1MdncgrwiTj1en1iB237725FPVBWZ+bqRbf/v0elYKsbERKypqozUypPFiDwi4D2XaYXBk9ClPd2Ordf5Lm0nvBH/oex4d8XK1+NOTIFT52hvmgMEQH32fl6IGhYaFEEIEnfyIi9YihMdXtsjAgvZkfR+2WgEAT6qoHSxwp3/ffV1PWf19td3geXEZ9u7ORtMQNkR9n1K6zxaRm5PP0SP2ASWf/XM9uTn5RESYPW79ZB371U8jt3HNfsptvpXzuCP5nvvTaK3RoW9MeptZoqG0pIAq9pwQ+Y79BjoffH174LR0ZdiHFekDcfokou7fsEpUSmjZvE2ZmIfa4N+tpuRpSJs/LKhYUakyOPeN+dsghBCiiUi2XCGCpkXmWNCerPsaVDDiyyfzA9jA89T92ltX5vo64aV2FlSPORgqyi3ORI4A82dtwuo4BqdKq5g/a5PX/WoNbE9PGas4nQHegupXLgRPXaUr3IaRNBV9T5lAN1gCObSgpanB9yfx3qZcbS0ONqNjEIiA2iYJygkhhBBCNIoWGViIjgn3OYlgQ/g6zCLUeOs+vAkb52HCqltHRSUflWQU5+wHGv1tehEqCqeT4NVHNfYZLIy6tdeHp2nwhGiu31/ROALds0gIIYQQojVpkYGFQKgroWJL5t5ToAz7mPaT2Kfs03oUWDiddf0gtoB0K9+NjTYeekwIIYQQQgghRGsVylmhWmRgIRC9FY6G8Elratr0e+Wcnh7RhGtvhUCNVS+naabAE4GTZDpJlRrGSTUm2EURQgghhBAtkTQPQl6LDCyIwMoz+CbLAAOhmZywAIBHiiYEtyBCCCGEEEK0ZCEcYGmRs0IIIYQInLPDjhKvNEYq2ebDjJU3233EdVG5fn9WkpQLIYQQDSR/S0NeowQWvvrqK4YOHcr111/Pp59+2hi7EAFwprkYJZTDXkKEkAgsLt8XBZX+kbswG0wVq2f/TPP+nj3WNosXE7/EVM++SldE7uDW2NUBLlXTSjbbJ/7NjPnJ789KYEEIIRpb8/47K0RLEPDAQkFBAW+88QazZs1i4cKFzJkzh927dwd6N367PiqXSyJ+xYSNs8xHncu1hoK3G+ZYpZJk0wkinBP9ef/xUrA517kmaht/arvE8D1tv/p9n2U+Sor5uI+1Mi6HvaFjfy8CC+1NtWez7x5WwKT4rxgf+z3JphPEKEYz2qs+BB7UWg0rEzbilTKSTSc4L+ywx3L6Ilqpdtl+jFLFa4mfEKtUevlU3UzYnHXrGX6QdqZTKKiEU8Mz8fN5s91H3ByzmnBqiK51bBr2xyuSasNzbMaKgo3O5uNcFfkzYL8+I7DQ2Vzksv9zw45gwkY70ymX4xNODUmmky5ltF+39tf28+xb+cOpca4bhpUxMetoq9gn72xvKnV+nzS3xq6irVLuLI8JW61ro7O5iEfbLiVWqXS+d3ZYIX9ss4wk00mDRrpKR5P/GTwUt++VNyZsxCqVRGLh7LCjLu/FK+WASjvTKV5t9xmZ0TnO7d4Ru5JbY9fwSNtlmLESq1QSo1ShoNI7fD/nhBUwNmYtf233MdMSviBeKaez+Tj9IvIYFv0jb7b7iHBqGB69kafiF2LCRoxSSRulgjfbfcSb7T5ifOz39IvI4/LInR4CGA29kVLpaj4GqJwTVsBZ5qNkRufwRNvF3Bizjs7m47zZ7iPn2m+0+4Q3231E/4hdpJiP0yPsMEmmk7RVynmwzde82e4jl9+fcGowYWNM7Hr6R+7mkohfnddQG6VC95uqr4+33x17eSN113S8Usa9cd8Sr5RxTdQ24pQKwqmhg+H15Lqt9Ig9zu+WgsrVkT9za+wqopVqIqkmVqmkk+P9IdGbnJ+8InI710fl0id8P9FKteP3xObcrnbdaGwydkwIIZqIRHKFCJaA51hYvXo1/fv3JyEhAYBBgwaxbNkyHnrooUDvqk63xKxmQJRrUON2VjV5OQCXm/NQkh65l/TIvcEuht/+kvh5o+9jYNRuBkYFLyg2OnZj0PbtyRVRO11e679P/SN/pX/krz5tx+j8abkaQtm10T9zbfTPLsvOCjvO6+2898xqY6rkxcS5tZa/1m6W899vtPuk1vsXR+ZxcWQeADfFrqtPkeutS1gRV7qdb82tcWs8fs7bsbg9rvF+f1+M+BKAkTE5Dd5WXdfxmNgNPm3nk6LfNbgsQggh/CE9F0QLF8Kxs4D3WCgsLCQpKcn5umPHjhQUFAR6Nz5xDyoIIYQQQgghWpoQbm0J0UoEvMeCqtaOFCp+DDDdunVrwMry56Jb6BNxgOExObQ1uXadt6kK88ov4eLIPey2JJNT3Y1+EfsosMZTpYahAnk1Hbk5di15NUlsq04hQqmhramCZHMJfSP2sbaqB13Mx+keVsjiin5cEH6Qy6N+AeDHqrO4KHKfc3/ltnBiTBbyajrQLewYW6tT6B2Rzw+V57HNkkJX83F21ySjAg+3/ZqTtij21iRhVU2cGXaCUlsUJ23RnLDFctwWxzFrGxJNZZSpkcSZKjlpi6FbWCF7ajoSQQ0XR+7hgvCDmBX7+Xi/9BqSzSW0USpZVXUeJ23R3By7hvTIvRRZY2lnLmNe2SWcHXaUL8sv4fzwQySYykgwlbO04kLM2OgSVkShtS01mIighmJbLG1MlbQxVQBQbI0lXLFiQ6GDqRSTovJAm28pt4UTqdSwovICimyxRCkWKlX7spO2aG6PW8W3Fb3ItXQhUrFQaG2LRQ2jR/gRTtqi6WQupnNYMYdqEukeXkDfiP3O47qtujMKKsdtbVhf1Z3H45eSXXEBGdE/M7usP0XWOOJN5aRFHKBSDafQGk+kYuHCiH0kme1DRI5Z4+hgPgXAxqpunBteQIKpvNb19FnZAG6NPf2kdm1Vd0psMcQpldRgJr+mHQes7Tkr7BhmbGy3dCYtfD/51vb0jdjHVVE7am1zh+VM1lT2oK2pgnN1datWzUQort24K2zhVBHOcWscBdZ4Lo7cw7eVvegVfpBiW6zLcXFXZotgbdW5lNhiGB27kSo1jEilxmWdxeUXcmHEPr4sv5RH2i73uC1vbKqCSVGxqWBSYJclmR7hroHF7dWdKLbFkhJWRNew4/xc3YkEUzmdwk4416lSwwjHyvdVqc7jtqA8HQWVJFMpKlBki6OTuZiTthh213SkvekUJ2yxKKioKPSJ2M+m6rPoG7GfQ9YETtpi6B5WQHvzKSKoYW9NEt3CCzk77BhHrW3YUt2Va6O3UWaLINZUXa/616XYGkOi2fXa2m3pyLnhhX5tRzt/qyrPo1yNoEyNJD0ijzPNJ1hT1YNYpZJSNZoCa7zz+mxnOsWBmvYkmU+SYCrHhMraqnPpFnaU8yMOEkGN8xwYlbM+fq7uzGFrAtdGb6v13vbqTpwfcYgCa1s2VHWnf+QuOphPUaOaOGhN5Kww+3Ch/JpEfqo+GwWVMjWKm2PXsraqO22USo7a2nLKFsXZYUfpHZFPobUNHc2l7K3pQKKpjKUVFzI8OofVjt+8g9Z2VKgRtFEqOC/8MOeEFVKmRpJoKuOgtR1p4fuJMdmHZ6yoPJ+zwo7SLewYJ21RALX+jrjbbUnGrFjpFnaMv528nnjdezk5De9JIYQQQggRqgIeWEhOTmbjxtNduAsLC+nYsaPPn+/duzeRkZENKsOSWYsBqCKCDdXd2VDd3eO631f1dP77UEW7Wu//69TVrgus8LMlhe8qewGwlh7Ot7ZauvB5eX/n6w/9SKL+syXF+e/6Ttu3TbeNTZaza72/1dLF5fVHZVfyUdmVLsv+V3U+gOEx22aJqbXsuC2c47Y2pxc44kpFjmW+1GVDkfH5+bG6GwC7a86AKtfyeaLtb2HFxS7L11ef6/J6ccVFXrfTzlRKmS2SKiJclq+t6uHhE6cdtiY6//2/qgsA+LUmmXnll3r93Mo66uZuTvkAAJZVXOhYoqI4/98zrUxGvqnsA4TW1JF1HTdPNlvOAiDX0tW5bGP1Oa4rVbi+XFSRXq99BZ5KBDXEmSopsrUhEgvVhHk9t9pvkr921nRiWWVfr+ukmI9zXvhhCqwJ3Bq7mmdPjEH1o8PbN5VptFXKKbAleF3HF6urzvN5v+DpO5vIzppOBssv97qtSW0XEq5YmVoy2qd9X6L7d3p6w66tqqqqgAbehRCiJbGW2xPsqpbGeTAghKhbwIdCDBw4kDVr1lBUVERFRQVff/01V155Zd0fFCKEFNna1AoqhD6lzqCCaC4Uqgl3BuiqCA/quc23tie7sjfbLClMPnGTX0EFgAo1wmtQobmYfnKEz0EFIYQQTUe12HuUndq6MsglEaL1apQeC4899hgTJkzAYrEwZswY+vTpE+jdCCGEEEIIIcRpMr+vEEET8MACQGZmJpmZmY2xaSGEEEIIIYQQQoSQgA+FCAUSrAys+LpXIarRSyGEEEIIIYRolQIwk2jxqi85tX11wzckDLXIwILBxBSiAc728TLpFoAx4C3yghRCCCGEEE1Ani4Kz4pXzKJw3oxgF6PFapHtuPjE6CbZT1IL/fFy76EQ4UM9bUAHHy+nc7xsr0VekCJkhAe7ACIofOl1JYQQogVombfmAuTcNgMtsh2XMSTV5XVsPbaR7MPVm4LCuSF8CLvXs2znYaav22c7645He4Nj408nkTAvx7at/GoETdOE4xpPOx+/s5r6/C6I5smX4Khofr766iuGDh3K9ddfz6efflrr/W+++YbMzExuuOEGJk2aRHW1TEMnhBBCNJbQbRU3QFp6isvrLvWoZlcfPhPIg2d021ufoQX6xmF9ns5e4KiV+414J11tz8FEOib66ZYFavRJx3rU+QIPZ+ISzM5/n4liGBBp7c7FRDIKF2AiUrc8EMNampq/ZY7xsL4vQUXRvBidUem90rwVFBTwxhtvMGvWLBYuXMicOXPYvXu38/3y8nJefPFF/v3vf7NkyRKqqqqYP39+EEsshGgSMhxatHBKCN+ntsjAAjRsOIQvTzLPw4QpgCf2QoNT4evQgjN15ejVgFPaGxOxXup0Doqz0WVCcel50NXxb09JHOtq9IXjGhQxu73v7fPeygz2izwFE+c00uWufwrexUNZzkahTaPsvWESUejqOO/ddMfHU6M7WIwagfrrJRkFEwq9/TjHnhqW8SFWd3+cpSt7JJ6n/WlNvTU6oLj0uNI037MsAFavXk3//v1JSEggJiaGQYMGsWzZMuf7MTExZGdn06FDB8rLyzl+/Dht27YNYomFEEKIlq3FBhb0wyHqmrHA/VbDl2SFgT5w3oYHuEtBcWlUJTo+G03dUSwFzw2q6Do+2x6Tx54cbRyfTfXwfixKreOsdyFmemN2froNruOijYZIRFF3IKU3Jvro1kn0unb9nKnbfjIK5xkGiezLjQJIocKfa7CpGeUz0fdA6ej8Dnivg/Z+LK4BuZbC/XviHqDT9MREjxC+FgMpwREEjXFb3pRnXzG1vGst2AoLC0lKSnK+7tixIwUFBS7rhIeH87///Y9rrrmG4uJifvOb3zR1MYUQTU1+boUIGk8PtJq9tPQUmJUDQLjBr0xPTOzABmgNKv/6Tvnb0+pCTNQAWx379FckUAV0QuEMFEpRqXC8pwVOOrs1FIx+W9uhcA4mNmCtVzk80Y6Hp7HM0SjEoHAS1RnYMEOtUsRgf7qfiEI5UOI4XhEoXILZpdy9MTkDKamY2Kk7tu09NDS7YaK4nuegLm2wB3aMEsUpjpKGUlPOKMDUy3Gderu+o4DKximSTy5w9LAoRsXfb2IsChdiMvxN0EQ0sHxNpRsKebr6hwNRKJyDwh5UVOw9q4x+cxTsDe54oKSpChxCosHlqJyLiTxsAf5VPC39si6NtOXWSzWY/kkxmGv6qquuYt26dbz++utMmTKFGTN8zwa+devWBpXRSE5OTsC3GWpaQx2hddSzOdVRe3B0+PBh8vwod3OqY321lDqGH8ojDiguKibfoE6+1FO7TprrMcnJySFBtTnvYkOtHi02sJCbk+/3ZzqhYMW/JHZhYSaoqbuhqlK/BktHFNqicMBxG9ze2UQ9zexodPuirt4bACYTmM1msFh1yxQio8KoKLcQnxiNtcbKqVLfEmFpF1lnR8AgBoVUTEQBm90aPQqK8+l0XZ1W9cehrY/HwOxoWG7CRhj23h5HfWictgVO6l6ficJh3efSMLk01OOxN/KSUXw8M77pg4ktBg3FaOx1OeShLokoJICzIZruYSiPNgSirIkGKSYAJ/xYPw7PQ19MJrDpDk0M0Aszh7Bx0KUBfvrzRiFFX74jwRaGfahUW1RsQC4255Ccto5atUEh2iAg11ycj4ntjRAE7IGJttQ/yOuvuDYRDB3Tp0n21ZokJyezceNG5+vCwkI6duzofH3ixAm2bt3q7KWQmZnJY4895tc+evfuTWRkZN0r+ignJ4f09PSAbS8UtYY6QuuoZ3Or4x7HSKgzzzyTdj6Wu7nVsT5aUh1PRZVTuAUS2yXS061OvtZTu06a4zHR6pj3jQnVcV8XjHpUVVV5DLyH0gPUgMnNyWfxF7l+fy4Se9JG/VPws+voU1WjCyp4GgagMRtsqwsKnbzs4yxMzqEORvzpzpyKydn9O87LeiNuuZBhY9Ocr+MToxlxS18mTh3EczOG8cjkaykrs7h8Rh+h6ulWJi23gAmFOF3jpykztUfHGA8A6eBjGdzXi8K1zlEoLuf3PMx0xUSkWy4Kd1oSTKOEge5dtwEiPQQqElEMe6z0w0Q7FM7WlSPJkY9ALzw8OD8FRjOXGNVbK623cIfZ7HpkejmOlJZ41Oia9zQNYXNJ9BmBQpQjeKDlZAl35Jow+u1qqpk/6hqipP/d8nSk43w4B75+f+F0YDcCDINqgTjjRr/Vp0qrWTp3SwC2LvQGDhzImjVrKCoqoqKigq+//porr7zS+b6qqkycOJFDhw4BkJWVxUUXXRSs4gohmkzz+PstREvUIgML2Vk7sVisPnfH8PQT1BaFJLdDdD4mIqid/CyB2uObjZ64n6PLNRANnIGpVoMQak+dV58M5vrPdHD0fPAlk2haeorLzBqPTL621kwbqs3exDvbkTtA36hu4+gV4Fy3jv3pm4PRMeENSrxZa9tmhVHjLmTi1EF0O7dd4LbraLz5kyzQiJYEM8HgvBjlFQDj5IJnGCyLxz7Mpzsmwhzd3rui1EowGR5uZtjYPlw8oGvAxoL72oPGvYF3MSbD720M9rwi3mZrsVg8P5VPw2SY+8JTQs/GSvTZUNqxaVPH9zjaLXiUiolu2Gf/uFAXPG1M3noc6a937Uif40eZOqCQ5vgt9lU3xzGoT2JSX2er8XTV56w74Pc+hXfJyck89thjTJgwgZEjRzJs2DD69OnDPffcQ25uLomJiUydOpX77ruP4cOHs3fvXiZOnBjsYgshGpvBkCghWpQQvsZb5FCIkmJ79oFemJx5CIxc5Lj13uvW9I2OCae6qgartXaTOA6Fvj42mlINuiC3x0QcKluweU00577nczFRjEqUHzfFkbp1u/nYUPK1Ua+YFFSbWivwovE2hj06JpyKcnuPh35uTcuKcgsTpw7izWnfOs+jL3m8Lx7QlZx1B5wBD7DXJWNIqjMoMv6Bgbz05yVYDM6rJgyo8bKfKOwJGhOwD8VwD/h4unYUBdyHBHsKHOjf3+clLBMNzuvbqDeMOwXFsGfEsLFpzmCS1mV76pSvodTbt8euDVBa51p2l2DmJ6xej6+CwtmYOIJKoa7uJqC32/dOX5O6Gpju3xvt+vXluBlJwL8hHIFiPw6uU4P6wh701GZ00W/P//wyvtJyqvgqvo6y6N9NdvTU8KfsYSh+9XDQ8zWAoV8vQfdv/e+SCJzMzEwyMzNdlr3//vvOf1933XVcd911TV0sIYQQolVqkYGF+MRoSooriEDxekN4ulFx+qZv1LgLSUtPITcnn+ysnc7GbUN1OTuBo/tPYrOpRGLPMeDe68E9GZteOIrLU7OumNiPzWUKQ32Dvb70s2l4k35ZFzau2e/TuvohD/GJ0Twy+Vpn4MB9mIAW2NCOe7oPk3rGJ0YzdEwfn8YxW60qYdgDBCl+Thjay/GE1Ghog/2pf1qta0cf3Hjx8cWA/am8inF37Big3MfyxKFQ0cBGYXRMeK3eKACnSqsAe0PJWyaNaOyJRPW05n8C9gR5J/FPJApnoVCoC8qZvLQh4zE+ls7PmhRsuoZdeLiZvhd3ZvPGg157OXjTox55C85A4UgAGvHuAcnomHAiIsOc11uPnkns2nGUkuIKr0FSON2rKQWF/AAGGFTsOVWiqB249Yf++rvQ8b05huoc0tERz3lF9NyvAX/5+jvREYUiVCpx7Vkks0IIIUQTMUjsKloIObUhr0UGFjKGpLL4i1yfGw368IKWm0E/HCDz8YUeP6vd4LoPXXA3ZsLFHNp9nAWzN6PaVMPpE41mp7CPfVdq1SUKhfN0T3CjY1x7DtTV78BTaY0amUa0RrzWS0AxKaRf1oUu3doxf9Yml3X1Xe+1gIHROQoPNzsDG1pwyJemf4+eSXWuo9G2m+Y4duW6490J74kcPXWhdu8Z4T6URKMFfrwNSHHvC3OWrtdC13o+bdXKt2jOZpcGptmsMHhkL8PPxLaJhNIKwvAeWPCmh6M2gUocqB2/+MRo2rWP5qfdxw3Xc5+1IjIqzKXhrZ2rLt3akZ21E4pPGW6nk4+NVncdUVx6W2gCFVjQCw83M3hkL6/fW32gS+upEZ8YTXVVDZTbA0iNMfDDhD0R694GnP8OjnPQwzGcB1ynCfXWM8qde+BV/0n3IG99pDlmG+mIwn5Ul4CqzAohhBBCBEbZz6tQRz6KooTmsNXWrEUGFrSbbO1mOjomHMp9u7m1WKxkZ+10bsPT7BLaTaqWOK0uH7z5A0NvOJ+Rt/St1aDWnqYZJZKzWGyMGnehS13cn0CGh5tJ7RvHpjX2iePcZygwKrcRf5+qeeolsGzBNpd96IMDWo8E93Pk3jj3Jzi0a8dRn8vsvl19jb3V3iiocPGArn5lex88shcLPttUK5huNiuckRzHzkO1J/7riIlCrFRQe1x9HPahA0b5FfR69Eyq83jXrttZbPh6h718uE4LGoF/001eVM9mq36/NhUiIsOYOHUQAG9O+9b54xXpVv8LMKG/wrXhNe60ANB/PQQO61NqBXvC1cImmIUhOia8zqACeA505ebk88vsn+wHtxGlYSJXNwOD+x+dDigUoGLCnszzV926ZzpyInhKsukrm011Xj/6YVaauhLJ+vLLqA236YhCLIpL8kmZFUIIIZpICI8/bywnN33LsSV/p9uk2Sjm+mRla4asVgiTwEKoaZGBBTh9M71o7vds22j8RFLTGQULqrPXgf6mMztrp/Pf+ifvEZGnn4LqRWK/CT3XrVlSWlLJ4i9yGTY2jWFj02o18BZ8tglU/Y+h683+I5Ovdf7bqKt9NQXk7aimpLjCYx4G7enm9//dBYW1O6ibTAq5OfnO7vyaN6d967UR6klHFKrd6qEfauGpwaO9B67BIU8BEX+Gq7hv1/1IGR25i92S3dXVKK9r3/rAi9Y4tLWJ5H/vrjb8nLc/kWd5af5qR37zxoN06dbO6/H2ROF0w0+/rA8mfsFGOw9P5/Xqm8egHyZ2YEP79urPc0lxBXHYE4e2cfucGdeZM3zNGxIO1Hcg0QWY+LmO6QuNjoLR8Cf3qU312rn9Bvl7PvXS0lM4e8N+juzyPTDnK32NPP0ehWEPHCSj0Bl7ssl2wK+c7nFlQnHOOe2rzijO6UWjOT0rjb63lHuvKiM9MLGrHlNSKiguM5AEMhmtEEII4a7ou08AsFWWY45taCg+dFkrvbfnRPC12MCCZufmUiyW0zeHcYD7ZRnhNqxAfyOob8ycoWvElRRXMGrchbWeqvfx0ntB6w1hNMuC+42uvouvvgcFGDfIc3IKvD7l1zeG9cESPWuNjcVf5HIgr4jNGw+61FU/RKQuWqPZqNHrT0NIX883p31LRbmFZEcjVz8lob89LbTtajkP9Iy2pA8qRMeEuwR5/OWpcT9/yc8eP3MuJo7qxpX7y70XTl1yc/L54dvdHt+PRCEShTTMVHpLLuklGBSO8ewWeu4DRvTfS21IS13b0A+vqcv5mDiFWmu/3hr6Gl/OjRnXRq8n52Fio4cGbYrBsKKGaN8xDhohsOCLfrrfSv2vZl9Mhr+iJpNCZFSYczhMxpBUli3Y5tIbra+jt5Z2jHsb/K6npafUGViIxXXmijgviSLbguHMPuDf9SeEEEIIz07l/i/YRRB1aPGBhYpy70+czGal1rAC/Y1gfGK04Rjs+MToWk+/vdH24Gk9raGkMcpLUBej7u5a2fWNYfftdeH0FGwWi7XW7Aracl8bp+510S+vL2178Y7Agr6bcX0zris+JJV3n5rRU06ChsjNyWft//I8vh+J4tKg1LgvMZkUtPaoGejkFgjzVXbWTkxW+4YSUVxmcQjHreeOh20oJoWJUwfV6l2jXY8XYKrV/fwsL0GCMLPJ5XvpKUdH34s7OxMX+tuzRAuYaGIdjclkTHQGtnt5eq1gb2Ce4aUHiYJCJxQONmCYhHvPmYYKxQ6jRsMSPJ1LfYCgjYfPgu+/6xr3GVu8zcJxnluPJm0GmPr2bBJCCFF/TTGdshDCWIsPLETHmFyCC/p2pNms0O/SLl4bIj16JvHfNa43oPqbVP0T6Nyc/Fr5BTTaz5ynp+s9eia5zLJglJfAF+5PxI3Gj7vfVLs3hrSG+lkoLtN1+to4rSsxY31owYq22LuP67uE1zfjunuugw4oHHeLNOi/IJ5mUGio7KydWK2+d7nWGvNmt2skY0gq62blAHCR2zNff64hbUaVizBhApfZAhIdXdY1Rsk1FU5fQ+7X40oviVD151Sb6UC7Tgdec06tXjvge84ITzzlUAH7FI39HEkDT9URgVJQSNUdc196JoDr75E/M4KA7zO4NKYkjBOeervaEjw2/k3YbGqtQK8224oRX/LnGF0bGUNSWeX4rmj0pfJURiP6m1iTSWHELX0lmCCEEMHSGuMKMhOGCBEtPrCQ2reNPceCwfAAq1Vl146jHru25+bkuwwJ0PS9uLPhjaO+EeXezV57kubp6bqWgLAzSq3b9EA3IDKGpLL+sx89/hBpmeM7ugUcfG2cBqrR517m+bM2oVB7LvqGzBGvbcmE69NO94SF0Di9FQBHXgy7DtSevtFdZxSiwSWhnfMadmssgf9BHS2IYzQdqz/bMBIZFUZ1ZY3he85zYVKcSQkPvf09P+cVcc55tWf+qE/OCL3cnHznEB9PjKYWbevDtjth4hBWv45cT0wYHRlt+I/exQO6BrzxWp8cE2djohor7mlHveXVcH9H//vgaapWT2osVucgBaOZdp6bMczwc2npKcQt3kbFSXsa0vBwk+HfiNP1qZv0UBBCCBFUrTBxpQgtLT6w0LlbDN26dWO1QYMLvD+Fz87aaTh7gC+zEPg7HEBbt1MD8xL4Ii09hQ7f/sLJgtJa72ndyTdvPNigHgcNbfQZbW/x3M1Yqms31RrSJTwc+/SEXRzHPRn79I5x4NJYaoyGnEa7VrTZReJQqcL1SehzM4Y5s9mb3IIrRvV35iCoR2PHvcdJArWnSfR0feu3YSQ8wgyVNbSJj6KqxD7V4TkolHG6MWqzqc7yarEvpRH+WGrf7/ZuPVW0qVPdvwNgfxJ/XqNMzng66aTqdqy7YqLALczVGLMM9HHUy4Ti0xShnR3nKwqFEl2ZE+r4nP5Mujf8/fndyM3Jx2KxEQeUgsvwKF9ERYc5k2fU1NiIoHZg5SJM2Ki7a218YnSDcq8IIYQIEHl4L0TQtIp5OrzdqEbHeJ6WRWs49cNEPz/Hq2cMSSU83PU5l7fGuafGcWNlFI9rc3rUsLaP+MRoho1NY+iYPgwbm1ZrebCfxPVKb+vXMfWFyZGEUOv63BETl2B2eVI9atyFjTpdnPu1EoXikpRQG+rhzzX1yORreW7GMMNEoXVJS09h2Ng0537boDjzKiicbkR5++7Utc+7H/mN89/tMdE1CD9F2ve4Gwrpuv2rNrXWd0ALbJio3cj0N+ThPmOMv7wdd3/k5uSzaePpoSAmt2EubcDld8+dFgRNQXEJtrgnbQ0P95TYsGHHwVMSWt/p8rSorvlCtJKZUVwS6Roxm5WQGJYihBBCCBFMLb7HgrsoFMpQfaq49lTWvTu0L419rWGl9ZSo68lxY+Ql8DZlZFlplcu6o8ZdWOfME8Gm9T4J1BCLup66A0THRDT6cdC2v/iLLS4zmGjSL+visl4gh5jUXSbXa9JkOt2IGjyyl8fs+tq0pd5oSe5qLXcENHJz8jl04AQAcz/KwZZ5QUDrqp1/xS1UoJ89QNvf0uU7+fnrHXVu8+IBXenSrV2t2Qr0Ev0IRRj90lRX1fh0fL3RhoFUW4yHpVzsaFr7kgTLhOIyLEcfLvD2HTO61v3hS4DXn6lyO2OiDBtdMfk1RarVqnIgryjkfi+FaC5sliqw2TBFytSsIgBkNIAQQdMqAgv6BvZZjsR/0Y5fHk/T4UHDG/tp6SnOMe91dZMNdKPRffy4fspIgGOFpwzfC/Wb40AGPLxNz6mx1tga3IjzhVavpXO3kLN2P6p6uku+vrdEUwZ89NfkkeIyALr16OBcnpae4rEB7XkGEUeuERW6dI9m/+7ajcP0y7o4r18tqeWp0qqAX6P+fL+790yCr3dgNpvAWjtpoKJAev+uznOVlp7CqomLsOryf1w8oKtLglY4PfOEJ0Z9E6xW1a/pQ41ow0C0fkvuT+UbklVbH1jIGJJq71ngYQaGhny3fAkMevttq6p0/e2PRqGvWzaFiAgz1dV1DwvZuGY/Xbq1C/nfTyFC0f637sVWeYpznvky2EURoplqHeM/VKvuYYgEkEJSiw8sHMwrZ9vG0w1qM4rLGGBvvQ+a8gmxtr9AbVufH0KjTRkJEOH4DQp3e6813Ri7n9/omHBqLFaXJ6nV1TVNGnQZOqYPyd0spKenN/q+fKFdkwv+9yv/XLSVDslxLu97Csx5avDpUyWkXZpAx6Qk5/Sm+kDKm9O+9Xj9Buo8+PP91oZCJHdqy6grurNw9uZa73fp1s75OjcnH5tbUtGhY/rUCizE6P4y6ntQuEtEoZ3utT/ThxrRPp+M4hh6c9qocRe6TKFrlMjUG/1wCu1Y/tdDjpuGnE8tMGSUdFGfiNLousnNyae0pKrW51y2EW5i0v8NqZWIV2MCZ9JVaFhdhGjNbJWep34VQvijZbe2qwt0U7O3jlhKs9PiAws7N5d67HLrS++DUBwS4AutUdALE1UGy7WAgn6+9oY2Vpoj9/OrJUhs50joF4vSbIIu3oa+BIzbD7nRdH9aHgavm3FsZ+iYPob5K7Rr8UxM7MLmHBIQ6Gu0Pt/vZQu21Qoa2GwqyxZsc85sYDTbRG5Ovten7I9MvtZjI9Y9L0NDc6/ogxgJbsu1Y6J9F+oSHRNuGGDSckHoe26B61CQhpzPtPQUDuQVkbtmL6Dag1aO0+Lpd09jD7B66SnimOZSq4dR/dLdeje0xt9PIYQQQghNi0/eWFHueRxvKCQkbCxawyMGxeVGPj4xuskTRTYnWuMgAYVLMDuHzIR6o8HT0Bd9sKEx9lnlYepITwG70xNYeg81a9eidh60PCehcI1qjUytWRnmtlzrLeRe0uysnYYJOPVMPvwiNzT3CviWCNSXfUTHhNOr75mG7xktvwSzy7SQDTmfp6cDtl9L+nwd4Sgus0S476ekuML5u9jOIIeO/m/D4JG9MJvrfgoUCtemEEKIlv3UXohQ1uIDC9ExxlXUnsy1VN4aDhlDUjGb3DO3N7yx0hI016BLXUNfAkb39zo7a2etJ/eahn63/J1VJRjOdBwM92SMWhAqFROpbrPJaDNuaNyvK5sjDtrZw41RoGZo0crhbeYXX/bRq++Zzul326GgHyhT17S8DT2f2jUf6zhWnrrfGe0nOibceWYi3Ja7z6SSlp7C8Jv7ei1LqF2bQgghWpHWOCxA4kchqcUPhUjt24ZtG0+5jMNtDTeBdY0fPy/3EAdyDwN1z1jRmjTG7BxNQWvM9sZEhcHyxtynkVefXc7gkb3qfU01dX4Tf2hd47W/aYpuObjOJtNW9zlfglPaZ42SOrrP3NJQgRjmtXnjQed3pbtbnNro+tDqF4jzqW2/syMhr1G+Cq95M9z+W1+hdG0KIYRo+a1s1WZFMRn0fpTGtgiyFh9Y0KYo9HXax5bEW8MhuVM85B7miut6cPuQ85u4ZKErlBu03mgNqWgUly74getpUfsPtbd8ARXlFuOkl1r2Rh/+7odqfpPBI3uxaM5ml4yGZrPC4JG9AM+zjWQMSTUcsuK+zvxZm5xJAfXd9EMxz4fFYkUxKagGPVeMrr26Zsfxh3b9mVCIdVte134qyi10RMHC6Z4n2nIjnnr++LIvIYQQIlDKdqyl4MtXSbn3r0QkdQl2cYKn5cePmqUWPxQCXBs27t1cWytFopoepaWn8Mjka3luxrBmc7001dAB/YwFdW3baChGS7jutK7xUdH2HgqRkWEMv7mvyzSc+mEG+s8ZDVlxXwcgEoV0THQIcnLViAjjfBD6WSRUm4rZbTX9teeeVDRQeT8acs3HJ0ZjQqELJsw+5HzwdOxDPfeKEEK0Pi3gRsOLsp3rAKg68muQSyJEba0isCA8k4Bfy+DLmPnG2KfW/V8Tj2uXeE8Nr+Z63WnlTktP4crrewDQ77KutY6zFpy6YZxrAkP9kJWeHn5+tXNoQnEJ5AQjz0d1tXEQRD9LRXxiNGmXxhtee7k5+fbeHQ4lxRUsmrM5IMGFhlzz/gQlvJU11HOvCCGEEAC26kr2vHQjJ9YuDHZRRAvW4odCCGMtO57bOjXm0IFDB0oAWLtyD2W5Bc7hIYNH9mKlbirB89ym4HNveDlnhVCba2jhtPpUQT9kxZNQyvMREWEGg+CCya3nSjUFDB9zRa31li3YhtXqeqCs1tNTczZUfa95f4Y8ab1uOqFwyC0k1qNnUj1KLYQQQjQta8VJAE5uWEpC/xFBLo1okBDu/hvwwMKCBQt47bXXaN++PQBXX301jz32WKB3IwKkJTTwROPKzcnn582Hna+1qSzB0UDTBRb0mkPSy0Dw5/fdU/4FvVDJ87F07haPPRb00tJTyMkpMHzPU84CT8ubkq9BCa2XidFprmvmCyGEEEKI1iLggYXc3FwmTZrEsGHDAr1pEUihG+wSISY7a6dzHkStA7yWP8G9YRbIrP8tkXvQIDomHMrtjfc3p33rPGahkLgyZ90BwD7rwv5mO3il4bwlKZUcC0IIEWJC+Gluc6OqKid++II2fTMIa9sh2MVxoaK22qaMaqkKdhE8apTAwr59+3jvvfc477zzePbZZ4mPj6/7g0KIkFRSXEEHFGqAM+pIJlhnhvzm/gdf18Onvp19tKCB0QwRhjNpBIk200OkwdSXrYk2U4cRybEghBAi+Hz4G12PP+OWYwcoXjmH8l05dP79y/5voBEVfvka0d36EH+pPMgOJQEPLCQlJXHvvffSp08fXn/9dV588UVmzJjh8+e3bt0a6CKRk5Nj+O+m1BT79Wcfhw7Zx1odPnyEnJzm89QtWOevqYVSPaNjTFSU2+jkFhuOjjGxaO73LssWzf2ezt1iPG6rusoeZc3N3Uq7NmEhVU9vDh6vBqCsvNxZ5vyDpQAUFBSQk1N39Ni9rtkLCrBYbFyAiRrHMovFyrIFW6jGeGhBU1IU4+DJ2W7XgVYvf89lczn3AO06hnOosPY5jm/fvOohhBCiJfPh4Y0/D3gcNwG2mup6lqfxlO/OoXx3jgQWQky9AwtZWVn83//9n8uyc845h//85z/O13fffTfXXXedX9vt3bs3kZGR9S1WLTk5OUSQDNgze/+QdaJpu2jPsu83PT29UXeTk5Pj1z5+Lf4FNp/kjDPOID39gkYsWeD4W8fmKtTqGUG+YTLBXn07s3njQZd1t208Rbdu3Tx+v6KWfwNl5fTu3ZtD+3aEVD29aXugGJYXEhsT4yzzvpO74acSkpOTSU/vbfg5faPTva5LZi0GINbtRqCi3BYSx6Ugbwsb1+yvdZsS7jZTRXp6usdr9oesbw17tmifay5+yPoWqB1YKDne+L/tmqqqqkYJvAshhBAAe166kbg+19Ax86FgF0U0U/WebnLIkCGsXLnS5X8zZ850CSyoqkpYWHAnnjiYV27Y3ThQc6k3V829R7poOp6m9du142itJIRa7oW6qK24a73GUzf6UOleP3RMH6B270n9T0ddyTn9mdYxlEmOhdD01VdfMXToUK6//no+/fTTWu//97//ZcSIEQwfPpwHH3yQkpKSIJRSCCFCgW/3Xae2fNfI5RAtWb0DC0ZiYmL44IMP2LzZPm/5J598wvXXXx/IXfht5+ZSZ+NHu731tfHTGsisEMIXaekpPDL5Wp6bMYxHJl9LWnpKvRpbSjNPtaN6eeWv5trobqv7d109v7SglEYLSoVCDgl/hHoQqDUqKCjgjTfeYNasWSxcuJA5c+awe/du5/unTp1iypQpvPfeeyxatIjU1FRmzpwZxBILIUQg1fd+qnnfh4nQFtDAgtls5q9//StTpkxhyJAhbNu2jYkTJwZyF36rKLdnsz8fE2m66sqTJiEapjU1trwFRJR6dv/x1BMklBrd0THhtZZpx8LX86yvjxaUam569Ezya7lofKtXr6Z///4kJCQQExPDoEGDWLZsmfN9i8XClClTSE5OBiA1NZXDhw972pwQQjRf8pBQhIiAj1O4+OKLmT9/fqA3W29a4rk4t4ZBS2z8CNGUMoak2ocZueVe8OmJeyv5G3gwr9z5b/10kppQmFbSm8Eje/HvWT/VWm42KyHfsyKQdu04anjJbtt82DlkRDStwsJCkpJOB3Y6duzIli1bnK8TExOdOZ4qKyt57733GD9+vF/7aOxk0k1KtRG3cQ6V5wykpv1Zjborf+uYWM/PBVtzK299NKc6atfRoUOH2ONDuc0lh1Ai4ppVHQFijh8nEti7dy/V1XEAxFutmIDNmzejhkfV+kxOTg6m8hPEA1XVVR7r7P5dNJUWEg9UVlSExHFKNFjmb4L+5vp7o8nJyXE5DqFWj+AmQGgCqX3bsG3jqVqJ51rTTbER7SmrBDlFfWkN4tWzTv+o1fnE3RHfawmXXV3fndycfHLXnx7THWrTSTZEv0u7NPs6+MNTD7eKcgu5Ofmt6liECqNhfEa9h0pLS3nwwQfp2bMno0aN8msfjZFMOlhJS2tOnWD/8jyiKos469F/Ndp+6lPHPY6OJs0poWuoJVluDM2tjtp11KlzZxJ9KPeel/4CwDnPfNmYxQq4wvwfOHUYzj77bNqk2eu59zszthroe+GFmKNiXdbXzqOl+AgHVkJkRKTH8+r+Xawu3Ef+KoiKjqZHCFwLe5bVXqaV1dfrtTn+3mi0OuqPQzDq4S2ZdECHQoSizt1iQr67cTDICCsRCO7fI2/fq9ycfEqK7E/wP/z7Gpen+c2FUTDB03cpO2snVkc8M86xrLnld1m2YJth/bZtbl1dyr31cGtO57MlSU5O5tixY87XhYWFdOzY0WWdwsJCxo0bR8+ePXnppZeauoghpiWEc4UQDSYNANGIWnyPBQj97sbBJLcaoink5tinrLTa7Fdc6clKctdX0a1bM3naW48/xNpT7nRMLh9vTvldKsotfi1vqTKGpPLzrB+dr7vpzmhzOp8tycCBA5k5cyZFRUVER0fz9ddfM3XqVOf7VquV+++/nyFDhvDggw8GsaShRloVQrQ0tir7gxq1qhzceiwI0ZRaRWBB1CbTTYqmlJ21E4vFSjhQhf3W1mq1L28WgQUDdQXl4hOjKSmucAsrSH6X5igtPQXT7B/BnguYDrrOfnI+gyM5OZnHHnuMCRMmYLFYGDNmDH369OGee+7h4Ycf5siRI/z8889YrVaWL18O2Ic2tNqeC/IUQYgWr+bkMcLi60gqLL8FjaaqYC9V+Ttomz442EUJGgkstHIy3aRoCtpT3XMxUYxKlKOx3RKe9noK0mUMSWXRnE3O4RAg+V2as46dIsnPr3RZJuczuDIzM8nMzHRZ9v777wOQlpbGjh07glEsIURQtZYnZ3L/HmoOfvA4QKsOLLT4HAvBlJuT7/z3m9O+dXkdfK3lh1eEAu2pbjgKHZvz014//o6npaeQdml8s87vYjTdpLflLVmbBNc6N8fzKVozaYSIluHAu49w5PPpwS5GSPLpYaHb7X/V4T1UHvylri3Xu0yidZEeC41EG1OuCbWM8EcOngBgzf/2cGpLQa1p8ISoD6MpFeH01JT62VnMZprN016jMJwvf8A7d4th+JgrAl+gJjJ4ZC8+mv2TcwgA2KeaHDyyV/AKFQKemzEs2EUQon5kHKRo5izH8rEc8/ygTrVUNWFpgikw3+WD/5oINL/ZMURokh4LjUQbU64XKhnhc3Py+XnzEedrLegRWj0qRHPgfs14upbS0lNqzc6Sdmm8BLNCXFp6Ct3Pcx2v6e9Uk6Hdc8t38rxGNGsy7FG0EidWzQ12EYLGaMrdAG25kbYbeNbyk+x56UZO/bwq2EVplSSw0Ei0sePdUOgUYhnEs7N2EunIzq/ljg2VoIdoXoyuGU/XUlp6Co9MvpbnZgzjkcnX0rlbTFMUMSB2by8E4MihEmfjuODgSQBWffdrs24we5Obk8+eXcddlm3eeNDnumo9tyIdryWIKVo71Wphz//dTOmWFUEqQfNpIAhRX621Uelb3rT6/AY0n8BktaM3S+H814NcktZJAguNRHsy2wETnUNsTHlJcQXxKKRhor2ubKEQ9BDNi6drpiVdS7k5+az87y7n65LiChbO3kxe7mEAomm5DebsrJ1YrafHQbTFvyCk1nOrNybSHb81EsQUrZm1ogxsNRRlfxTsooiGsNVQ9N2n2Kor615XNLnSzd8GuwhCtEoSWGgkGUNSCQ83uywLlQziWnAjSqbBEw2kv2YuwWy4vLnLztpJeI2NGKCr4yfTZlOJtylcgIn2ju9RS2wwuweIFA/L6/q8CcVl2s1mGXhqPg9sRAhTTPbfENVmrWPNxipAcHbb0kQe+IkTq+dxYlXjjkuvKtjLnpdupDJfZjhpCgfefYTi778IdjFCUHB+OFRrDVVH8vz9VKOUJVRVHz8Y7CK4kMBCIzEaUx4qGcRDOeghmheja6alXUslxRWYUOiFmTZuf1xjUVCae4PZC08BIl8DRw39vBAtjsnxt9dm875ewLWum+1G5zh/qtXSqLup+PUnAMp2rm/U/Qg7y7F8ilfODnYx6s1rjoUG5FmxHN0flOnpj3/7EQf/+QSWokNNvu/mIv8fDwe7CC5kVohGlJaeEhKBBHdambKzdtqHRSRGy6wQol7S0lNgVo7zdUu8luITo30OGLS0BnPGkFQ+nrMZdMMh/AkcGc0G0tICT0L4Q7vxV5s8sCCaJWdDUQJDIkDqmeCxunAfkclnB7Ysdag6tBuwJ2QMb9epSfct6kcCC61UqAY9RPPVUqfgM2ocm0wKigJW6+mbvZbYYE5LT+GyQyVsX2H/4x4WZvar51VLCmLKbb0IDMdNfbCGQogAkV8EEXoatVdBMH6z6hVXk/FewSSBBSGE8MJT49hoWXNsMNel23lJ4AgsnNW9vd91lCCmELWpQWuYyk13YDXe8VStNVjLShwvGm03ornxEjzwPt2k/xdR2Y51zn9by09ybNn7JAwcRVjbDn5vq37qE1loGV+Win3bOPzJc3R58G+EJ57hdV1bTTXUWDBFxXpdrylIYEEIIergqXEsDebWo/TE6bHUb077tsUGkkQLFYTx0a1D4x3Xo0vf5dSW7Ebfj2imDIMIgQ10VR48nZD6yOxp/D979x0VxdXGAfi3jY40BRXsUew9osYSsYI0W2yxJrbYYu8lKvZu1C8aNfYSC4LdaKyoUTQqSayIiCK9l63z/YGMLFvYXRZ2F97nHI/MzJ079+5smXnnFgAQJ75HpcGL9XocVdiuY0zp7jqWE/0cCRd/ReVhgeDyzQAA6U/+BJAbYCgssPB+1wyIE6JRc17xDiarCRq8kRBCiEqRLxPYv9++Tix1U2pq4mlYNHJiROxyaZ1elJQggzVYoBYL+lG8ryMjleQLKhCiO4cLy5FwYafe8jPEII6mRibKQcKl3RpPR5tw8VeIPkZAHP+OXcfhfLpF1yCoIk4wnmsRCiwQQghR6mlYNO7d+DzVk1giLZM31FfPP4fg02+7+ad1pXF6UVISDHNRbriuF6VV8b6exjAzAUeYgZS7p8vMjaRMIio8kYlKC7sAU+sGxcikn2/MGfluGfmJEqIhyUiB3dWNyPgv1Cga96T+dQZp988i9a8zmu2g9jNmWueNAguEEEKUunr+OSRS+Wh5WbyhVjUrSGmbXpSUIANdK2p6WEYmRfLN3yETldx7nJEU79SNxaN4TqTICJ5AWv8dhKQr+yCOjzJ0UUpE+t9XDF0ElvBjhN7fA++2T9BTTsV/5y5JjUfCuV8gis17sMEg9sRqpWmjf5mMqC1jwBVlIfHSHo2PERHYB+mPi6dVECOV5P6v9YCX+b9PjCBCogMKLBBCCFGKbqhzqZpGtLRNL0pKUElfM2p5vIx/byP5xhEk/XmweMqjhDg1rtjyznr1EDKxsNjy1wdpdvrnp+YFz5cBWg1wJLmvl/Y3RybKiOr5ftcMRP8yWYc9dX+fKGuZIlHymZTlZOl8DE0IYyMR9fNYpD/OF+gp7P0vk3z+W4tYX9qjy9oVTlO6djn7tJs46cPnoIdpNVigwAIhRHf5m8RvWnalzDWRL+3ohjqXp5c7uAV+LUvj9KKkZGX8exsxh34q0WNK0hIKTwSAEYs+/V+SN+PFcwUt/PgGH48GIvHSbr3lafU896Jfn6/P2/XDEbN/odJtpvnssmS8+2Uy4s9sM3QxTIoo8T0iAvsg+82TzyuVBFbEiR8U9419A5mw+IIL4uQYhXWat2ZijGtqSk0DggXSvds+Md+SaUUWKLBACNHJ07BonPn9KbtMA9qVPp5e7uDz5H8myuINdaMWbqjT2JZdtnOwhE+/RjQrBNGdTIK4U+vlL+yLla63piV3USuMeVUs+cpyMgAov2EpqryR2/VF+OGlXvMrCn56LAAg590zdp1MLDSqMRcYRgZxQrT8022d8zKeemmkCOXNefsPgNzgpi5kQv23WkwPv4GYTzNPFPTxaKDej1ecOFpPk5mXzrSCCMpQYIEQopOr559DLJaPcJfF/velWaMWbvDoUINd5vN5ZfaG2sXNAgDgVN4ak+d3LpOvASHFKfPfUHw8ttLouyyUjAI3JAa86RXFRgIAxMkfEbl6ENL//sNgZSko+drhEjsWI5MaR7cQNc3sCwZHNJ2VwBjEn96E7NePipaJtp+TItzHM4yMHUtBXb7p4TeQ+uCCzsfJm3JTlPgB3KwUnfMpKRRYIITohPrflw01apdn/65W07HM31Cb2DMtUoowDIOUu6chyUjRZWe9l0ffsl7ez/33+qGhi2J4CufL8OdPnPgegPzo/DkfXhl0NoXMZ3eVb5AVPkWfOspaL0T9PBZvVg8qUr56ocVnOenaIYV1nHyBCWMKEhmSTCLSusVKwrlf8GZlf6XbUu+FAMgNxsWf3oTEi5pN9ynLTle5Lfp/E2F3w/i7/FBggRCiE+p/Xza8efm5T/brF/FYs+BimezuYvoNFImpE8W+QdKVfYja9J3qJ2V6Y7gbWY4eP22S1Ph8/cGL4VNsAgEbdRhGkxtwRu6/vJdRkpaID3tmIeHcL4j+dTqS/jzA7iFKiMbbzaMgyUjWa3lVlq2A7MinGo8nooyyG25pehJQ7J87LShpuZBeYDDC4hwLoXTgQJIaj8hVA5H+8JJWe6oLyuS97jmRT1WmkZf7Pi7pMXeKAwUWCCE68fRyh0DAk1tXFvvfl2ZPw6Jx+8/Xcuuys8QIPvq4zAUXTPv2gZQG+YMJqQ/OF+uxMp5eBwBI0uL1lqckPVnDpuT6CwBE/TwWscdzp6mT5WTqLd/SIP3JNbxZ3k/j2TiYApEFmTD39cx4eg2i2DdICT3Fpk396wyk6UnIenFfn0XWStSWMVru8flbvuANuqExUjEkaYmFpssIvwGGYZD15vGnJ/CKnyVxciwS//hN2VGKXE5jk/02XO12DocDcVLu2CsZz+7ovwAcw95mi1PiEHtqfYlO5UuBBUKIThq1cINPv0bsMg1oV/pcCPoHFkrWS6VMmR1Lg1ouEGPAFHPf6Zx3/wEARPHv9JKfJD0ZUZu/R/yZrYUnLqYPmSj2jd7zZEz4ZizjnxsAAHG8+iAx2yjj0x8cbabSK+YWHdLsjGLJ11DjfLxZMxjRu2YorI8L3oKoLaM1aqmU8eRPfDy0BBlP/lR+rhiZRrOZSNLVtDbRdTrFYibNTIHw/Qt2WfiheAaE1ZiGr1NhHxNRgmYPctIe/SHXNSnhwg5k/nsb2ZElNUgwBRYIIUWQP4hAA9qVPtlZYpjnu8q3z/c3jaVBiA70daNVYhf2+jmONCsVwOeWECVxTH1hGAaJV/dDGBNRosfMLzsyHIlX9ul1PIPsiMcAgJx3/+otz8/Un8P3v81B7Kn1RT6Kuj7pRWKgJ82MKAeij4rvs7yWHxnhN5Dxz81PiZV3YxGn5LZAkaQmaPU98WblgM95JH9E1Obv1aQ2rs9ofvm75ORX6BgKxREE0/h9pPrY4pQ4RP8yWaNcEs5tR/L1I5pkW2wosEAIIUQtDgA7AM75LiZoLA1CSlj+C9+SCiwY4v7B2J6GSiVIvROED3vnluBB5e8IxPFRSL17GmnF0AUm5738FJcyUTZkos+BY/Z05L3/tDg/7E0wgKxXD5H58gEAQPj+BTI1nOpQ+PENhDGvC0+oAsPIkBZ2Qavm4Mb2FsyTcOHzIIDxwVuQ/vQ6JOlJStOKk2N0rsi7bePVJzDS10cVcWoc3izvi3SNApvaycnXQqIgrVr3qKDtlMTSrDRlJSlyOTRFgQVCCCFKWVoJAAAtwUMd8OQGVStrY2nERuc2PU9MyMSmZVfK3BgTxNhoeaFYyNM4hpEh6c+Dus04oQF9XGAXRpz8sViaxqvt7lBcg/mpOCQj1f90h4xIvvVZ5JpvEbnmW7l12VH/Ivb4qtwFLc5lXpcaAPh4NBCxx1ZoXb73u6bj/e6ZWu+XJyP8BhIu7ETyreNKt0cE9oE46YPcay6Ki0KOnprRR6zsj5R7wXrJq6DMf28rTCmZcut3AJ9aNxTDjTSQO+aDKRHFRQGAQjAr//tTVx9+m6Nm6+fPSkRgHx272BSl2UHJN1mgwAIhhBClegQ0AI+neBHZsk3VMtXt5WlYNF48+dzkNjU5G2d+f0rBBQMLCQmBt7c3unbtioMHD6pMN2vWLJw8ebIES6a7zBf3EXMkUMVWxTnqpWoGJGSkYnw4sBDSzFTFbZ+a9+c9xc2OfIqU0JNIOPe/Ail1DwgIP75B7Im1nwZs1D2fvLKKkz+qTfdu23i83zVd5+OoKUDufxoNPKlFtlIJIgL7IP7sdmVble5THPEZTVqIZ/4XqlFeKXeCcv8opjhSpg6DQcpysj79rzrolP1WsTvIhz2ztD6WUlIJkv7YW6QsGFVdYDgcte8JlfsVUcrtU4Un0hEjLoYyq2tto+IFFCfF4OOxFciJLsJ4UgXylqkKfKr9EGr3Ycp+/QgJl3aDYRi2u1NJNsGhwAIhhBClGrVwg1//Jmy3BzsHS/Qa1BTefRsbuGQl6+r555B+6s6a9/MsFkvL7ACWxiA2NhYbNmzAoUOHcPr0aRw9ehSvXr1SSDN27FhcuHDBQKXUXPrjqxDFv0Ps7yuR/fqh8kQFekK82zYeb9cNVZln4pV9yHn7D95uHImCN6qxx1bkNu/fNy93xacn4YxULN8XWYMLUmlOJtIeXlLowxx3eiMyn93JfVqozXVtgWOKE98j9U4QPv6+qtBdJan6m8UiD/vUV6OpGTWXN4tCwWnrZMJsqHvSKEqIhjA2EhGBfZCt8XR26hT2VFPzp55JV/cXrSiFiP19pQ57ad+FQ18K7devfYYKq+JOb9bvMTQgE2ZCJhay9ZOkJSA76h/9ZK7Hz1nS1f25XQPy8tTwPSBKfI932ycg6+UDxAVtULo9v4jAPlp3WdCYlm9baWYK0u6f/TR9Zsm3WOCX+BEJIYSYjEYt3MpU6wRlVA1USQNYGk5oaChat24Ne3t7AED37t1x4cIFTJgwgU0TEhKCzp07s2mMmUazJchdJHIgzUxRm1qcpPoJf94N6ee+65+nEpRrPq3kRkaalQ6OwAxcgTkAIOHsdmQ+uwMzl+oFipu77/td0+E2eqPasubHKXglnVcGPbcY0FTB11mcEqs2vUyUg7QH52HX2g8cLk9lurwBLQH5G9DItd/Csoaq4C1HbiC31PvnYFm9kYq0pZu6vu1ymM/vbZVUbEq5EwRx4gekP76iVdk+H1u/wShlhB9eFp5Iz2Q5GYhcPQgOXw+Cw1d98G7bBDBSMWrOO1HkvPU9SGrGP7fAt3XMXVAymKL00wCg+T+PktSEzwmUfIaj/zdJ8TjKWvXoJZilWx6aTiOrb0VusbBp0yZs2bKFXU5LS8Po0aPh5eWFwYMHIz5e/9FjQgghpKSoGqiSBrA0nLi4OFSoUIFddnZ2Rmys/A3f999/j379+pV00bQmEykGqJQ96SysJQEjk7KzBjAyqVzLB3UPTiMC+3zuZsDhQJLy+YJUmp6okP7thuF4n6+ZeN6NtzSj4PR0hT8tY5TdeClUzXBPnAGAkX0uozQnE++2/sAuW9dtrZA++fphJP15ABn/3FKbb/6BGFNu/i63TdU0n2kFWjcUfE1EiR+0fkpeWBcTbZ96iuKjkPX8HrustyfZBajv264oI/x6ITNRKNYz6ep+jYIK4uSPyHx2T3FDEQMLDMNAFB+Vr4TGMb2p9NNYLBnhuVOWqhpzQSYWIuVOkFbdiEQJ+pni9jOG/Uzkf1/mSTj3CwBArOIzx+Hm3ipL0hLVTvuY/uhyUQuqlCZTgxaqBL87dW6xkJ6ejhUrVuDs2bP4/vvPU5Js3LgRLVu2xI4dOxAUFITAwEBs3LhRH2UlhBBCSpynlzuOHnkE5LtGFAh4ZW4AS2Oi7OZJ3wMEhoeH6zU/AHj0999wKLDu74dhsC+w7mFYmMLFID8pCraf/s7f5DwsLAwAYP3oOMxiXyC5x1xwstPk8vznn3DY5UtvL5PJ3b8nXD0IDoDUtDSkCJ/BPN+2vPzzOCD3IjwsLAwcURbsPw2A9uHsL0DH8Wx6u4xU9unVP//+K3d8tk7xr9k65Xn56jUk+YaF4KbHww5ATna2QllYDMO+rvnTFHyt87aVu/kLZBa2yPhykPL8AHAzE2Ee9RCC2BfIe2b5+MFfcq9rckoKoguUyerDO5gDiHz9EiKRjcr885ctLjwUgnzLikGaXJICQYCUlBS8/3R8XnI0yt3bh6x63SCs1lLlcQsenxFmqX3NEhOTwPAEsGCPmYr3YWHseSkoescUueWY/QuR3GOu3PnJ+/vR9UuQWdkBXNW3I3lpX64fCdXtP5QLCwuD+bt3sAIgy8lE5r+3EVa1o1y+APD27VtwxDmw0jDPguwvrQJHJkVyjwIzh0glSt+XqhR87f859Qus/vt8w8rIGLnPbdanWTZKmijuLYDPn0lVdbR8/ics3tzBu7hkiNzUd6HMyyM9LU3us1BU76LeQWaRDFWfRKkwk31N/z2wEjIrB0itndjvpZycnNw6XlgOABA7VNG4fEKhUO49++TpEzAW5RTSlcvOZtPlfz0BQBT7Ri5twe2qpNwNZuv18uUrSJJLpsWXzoGFK1euoHr16hgxYoTc+mvXrrGDKPn4+GDJkiUQi8UQCPT5NiGEEEJKRqMWbnj07ys8/jv3bsfOwRKeXu5lvouIIbm4uODBg88X1XFxcXB2dtbrMRo2bAhzc/PCE2ooLCwMzZo2RWSBB6BNmjTB24Lr6lSHTCyEmZMruy47ygIxfynm26JFCwBAxKcL3xYtWkCSloCofD0aGjRogOhPM/81ql4R77lcuYepXB4PjASwt7NDVsTfSvPPE3Hh8/qIwD7sejMuwBFlo0GNyjCvWBMRFz4PLNmgQQNEf3qA37R+HUgzUmBWoQoyn4kRW+B+q3bt2rCq1YxdFsVHIfo2YGFpidoFysK+Nm+eIEZJeSMKDK/x+bVKBC8zUaFuMmE20v6+DLtWPni7YYTCYGtVs94g/2RuZh+foW6BPOI//oX0aMCFl43yDeuBa654u5rz/gU+5Fu2EGdAl8t+BwcH9vjpT9IQD8CZL4RzwXqJhYj6eSwq+IyHde3coEP+16aW5D3sPfwU1gOAYzlr8KztkfbpwbktT4a6LVqw50UTLVq0kH/ffPrb7tYvsG7QDi4BU1Tum5eWl604CGlhGlSyQ46oEpKeyZclf74AUK1adYg+RkDZRH0F5X/PiJM/5o6N8umJvML7SSxE5GUA4KBFixZgZFJkvXoIq9otlQZCC772znwx8r8DOVwOdHqjFBMLCwvUznc+mzdvDlHcW5h/6haVEP8QaW+AqpVdYNeiBWQSEbh8MwBA5vN7MHetA75N7m1yXh7WZnzoc/jGKlXcwLNxQNzfyrfndr3KDVRbvM0dHLTSoEWIeaC8joJkzVtUWFhYQJz1eblxo8bgl3NSSPfuvgXEn74um9b9Am/VDAuU//OjDiffF3ztOrVhVaOJpsUulFAoVBl41zmwEBAQAABy3SAA+eaJfD4fNjY2SEpKgouLi0b5FscTAk2ihKVBWahnWagjYJr11KXMplhPbZWFOgKlv57OrhbA36mwtuWjnZc9RIhFWJj6vtak+LRt2xZbtmxBUlISLC0tcenSJSxdutTQxSqU0obMSlZGbRkDAPJ9ljVsBZ16/6zcjXlByvoHM8JPV78cbhHGMuDA9q/9eH81QbGvdb6bqPe7ZkKSGoea807obXA7pojTPsrEQoBhkPTnAaSFXYAsJ1PpCO5p989qnGfGk2vIjgxHtYm/KGzLfv233LKqFgra+fQaf3pNZRIRRLFvIRNlgW/rBFlWGpKu7GMDC/kl/bEXdq18ld7sFnxthTGvPk2bp58WQpn/3ALUBBaKQpuZHYQf3xSeqIB32yZA7Qcz36CBMokI73+dDnHiezgH/AibBu3lkirro5/x9FqB/LQuYrESJ76XGzA17cF5JF7ahUqDF8OyeiN2/IKUu6fBt6uA2N9XwnXkaphVqIrY46sBQOG7QvTxNfQp8fIe2DbxVJ1ASXcViZIuYCUl5U7xzbhREgoNLJw/fx4rVsjPO1uzZk389ttvGh+Ey9V8KIfieEJQMIJYGpWFepaFOgImWM9DuX3OtC2zydVTB2WhjkDZqOeFq3cB5D6BMERd1T0hKItcXFwwZcoUDB06FGKxGH379kXjxo0xatQoTJo0CY0amdCAdhr2w1Y5VVkBiZd2Q9jo6wLH0PCORMm9Ys67/2BRpZ7CenFSjMI6XkaCwrqCJPkGFdPXdHgyiWI/ZG0GL4tcndslwubT6yZ8X4QB8fK91tI05a+H/vrKc5T+KU76gHfbJ7LLbmM25R5XLIQwNhLJ1w4pLZXSN4BMprD+4+GlkAlVT3VqioTvNZvlh2EYgJF9GpizkPMo+xxYSL5xFOJPswlIPo1RkEeanY64k+sKP7isaAG04pB04yj7d+KlXQAAcXJsbmDhU8BMmpaArE9jviTf/B32X/VRzKgYpT++qlX6+JCf2b/FiR8g/PBKTWrVZCJNx0f4/D5KvReiNmXC+R1al0NhQNxiVGhgwcvLC15eXhpn6OzsjISEBFSsWBESiQQZGRkmMSIzIYQQUjgje2RUhvn6+sLX11du3c6dOxXSrVypyxR1xkWSkQKJFk+1ZTm63vQpXoCKEt8rDSy82z5BYV2e9CfXCs03d7UG88pr8JFLuXlcYd27n8cVuh8jEct1/WBfNx3H65BkpGg02F/BsRJ0pqSY4uRYiOLkm2vnDSQpSUtA7PHVkCiZ2SLh7P/g1P07hfXKBtjM+TSuRnGRZCQjatP3qDSkeFohiRI/yC2n3gvWeN83y/sCUHzSDuTeZDt26M8uM/lmNBHFRqrMk5EoH/zQdH1qNSPKYdfk3dxmvbyPrJf3DVIqXX04uEin/aQZSZol1OKyIu3hRZ3KUlKKPCtEQR07dkRQUBAA4Ny5c2jZsiWNr0AIIcSkGWhAelJKxAVvgf2lVUq3afI0LWrTd0i8qBg0UangvbmmI4srfaNr9ubPPy1jUoEn4sqyzQi/qWIkdvXHY6QSvN00Chn/3cm3TrOWD7ICr0PS9UOI/f1z4EmcrNgKQxvvf52mUbq80fT1KeOf3AEPhO+fK7yEKbc+zzqhLKgAAOmPryjtJiOw16wrszriFO2mvst6ldu1LvnGkSIfuyBJajyi/zdRbp1YzWj/2ki5eUxuOX9Xhmy5sUvk7yTzz/xQWoiTYiD6+HnqSGO/IS7VTGFWCFUmT56M2bNno2fPnrC1tcXatWv1fQhCCCGEEJOR8fSaytvlpD8P6P14BZ+Axp/drnNeWS8fwLpOK6T/fRl2bXpptI+yaSoLiju9UfkGVS/Up4tjaXY6pBlJSLy4Ezb12nzaptlzsrebvkeN6Z9n1JCkyZeTvcHU8UI8f3AlP0YqhiQjGRwOV6e+/KpxwEglkGaly00vmr/fuzYkSrpuZL74q8hjWMQc+PzEN/WB+pHnGJkUCZ/erzlv9T9VZWqYBiPfaSBNg3wSL+/RLDM9jTViLNIf/wmejSZzF5gGRqzP4SSBuJCtyHiSG1B27DJc+bS7epQV8Tcsq5dM98AiBxYmTpSP+tnb2+N///tfUbMlhBBCjEYpu+4jJkTVHPF5hDERMK9UU25ddoGZHQpOWaaKssH7sl78hY/piRDGvIa5ax2N8lGSsxYpVadlGBniQ7awKSVpCeCXK69xIIAdpDJvWcUNM0fDQAWQ2+e5vNdotWnerBygcX5a4XAQf2arQgsIjW9oNSBN17A5txr5x9VQ1vKGYRhwOByIU+OQodCNRr9S7wTpJZ+EC8pbEEkzU8GzVjYRZ+mU8eRPhXXC98/lWiuo3f+fmwoDWRodPd34SzNTwC/nxAYVACDpj99yv8OKUeqdIDh5DinWY+TRe1cIQgghpPSiPhGk5EgyUgq9KX2/e4bejidVMTaDMCZ3pHZG1xkjtGgBkBP9HG9WD4I0MxVZr8IgywsGMAykaYnIjnicW9bMFERtGYOM8JsKARF1wZi88QYAIOv5PaVp8pria6KwJt7STO2nSdSUNDOlWLpVlLSEs9sREdgH734eh+R8gwGaImFcJGSiHKQ/vWboohiUpucx7eGlYi6J8fiwd56hi1Ds9N4VghBCCCGEFF3UJsXB9IpTYdMeSpKLf4rVlNCTYCQiZD67i4QLn0dAV9UPPuXuaYWuH6KE9yrzjwvaoJ+C5hMR2Ad8h4pKt8kKtJLQp5yo4h1EsaRoMuClqfh4aElu1xw1T7klKQW6qlCTuDJBZcCzFA3iRC0WCCGEEEIIOIVMD55w/pcSKETuRbZQw+4botg3ClNfyrLT9V6swuhtpgdtFHPfbKKjQs5L2oNzSL1/FhGBfT61AirbgYW8FlFlgUyUrbiyFAWWqMUCIYQQQkgJyIl8augiFMIYnjflBhbSH13WaW9JWiJiDi7WY3mKqvTcNBD9SbqSO4ho7Ik1yHphWtMv6tv73TMNXYQSE3tincI6phQFFozhF4QQQgghpNSLPbHG0EUwDG2a+haxVXDUFvUDKZa0rNd/G7oIxAjlNYsv60GFsjZuUXbEI4V1msyiYyoosEAIIYQQYsIiAvvoJR9xMTXnl2UrHxRSGUaUo3Jb/DnTm3Us8dIuQxeBEEJKBAUWCCGEEA2VojGWCFHAiFXf1BeFvmauKDiNJiHEtOVE/WPoIhA9osACIYQQQgghhBBCdEaBBUIIIYQQQgghhOiMAguEEEIIIYQQQgjRGQUWCCGEkELERuf2PU+Iy8CmZVfwNCzawCUihBBCCDEefEMXgBBCCDFmT8Oi8e5pOpzAQUVwkJqcjTO/PwUANGrhZuDSEUIIIYQYHrVYIIQQQtS4ev45ZDIOaoILq09zbovFUlw9/9zAJSOEEEIIMQ7UYoEQQghRIzU5W6v1pHRYvf8BskQMu9yuiSt6flUDOSIJfvr1rkL6zi2rokurqkjNEGLlvvty23LSuuEr8xdobh6JZKkVDmS2U9i/k8W/aGgWjVhpORzLbK2wvZvlU7gLYhAtccCprC8VtvtYPkINQTzeiCvgTHYzhe29rO7DjZ+M5+JKuJTdSGH7N9Z34cJLQ7jIDX/m1FfY/q31LTjwsvBQWB23hXUUto+wuQ4brhD3hLXwl7CWwvYxtldgxpHiZo47/hZVU9g+sdwlAMDV7Pr4RyzfEkjAkWKs7RUAwMXsRnghriS33YojxHe21wEAIVnNECmpILfdjpuFoTa3AAAnM1vivdRRbnsFXhoGWOee0yOZrREvLSe33ZWXhN7WDwAA+zLaIVVmJbe9Oj8evlaPAAC70jsiizGX215HEIPulrmtnP6X3hlihie3vYEgGp6W/wIAtqR1Q0FNzd6ivcVziBgefknvrLC9lflreJi/RobMHHsyOipsp/cevfcAeu+V5ffezqCniPiQKrfdtYINJvRrCgD4+fe/8T4+Q257zcp2GBWQ+5qtOxiGhNTcax4rMw68m1ko1AWgFguEEEKIWnYOllqtJ4QQQggpazgMwzCFJyt+QqEQ4eHhaNiwIczNzQvfQUNhYWFo0aKF3vIzVmWhnmWhjoDp1dN32mkAQMg6f632M7V66qIs1BEo/fV8GhaN4KN/Qyr9vE4g4MGnX6MSG2OhuH4jiaLieK0jAvvoJR9CCCFEWzXnndBbXup+I6nFAiGEEKJGoxZuaNTKjm2hYOdgWaJBBUIIIYQQY0djLBBCCCGFcK1hBb++7Q1dDEIIIYQQo0QtFgghhBBCCCGEEKIzCiwQQgghhBBCCCFEZxRYIIQQQgghRo9jblV4IuQOVMa3cy7m0hBCCMmPxlgghBBCCCFGr+r47Xi7fhgAoLzXGFjVaQWZMAtcgTmitoyWS8vIpMqyIIQQUkyoxQIhhBBCCDE6HDNLuWWepQ37d7nm3cC3sYeZU2Xwyzmx622bdM79QyYpkTISQoguqk7eZegi6B0FFgghhBBickJCQuDt7Y2uXbvi4MGDCtv/++8/9OnTB927d8e8efMgkZjmjabryNVyy+aVaxuoJCWv6oT/KayrMn47Kg5cqLC+4sCFqDxiFSr4/AAA4NmWL/bymQLHLsMMXQRCCuXs/6Ohi1Di+Db2MHOubuhi6BUFFgghhBBiUmJjY7FhwwYcOnQIp0+fxtGjR/Hq1Su5NDNmzMCCBQtw8eJFMAyDY8eOGai0+Z6ia6nK+O0wr1SLXbas0RiuI1bqnF9hqk39rUj7iyrW0yp99RkH1G7nWdqg2pQ9cusE9s6wqtlEIa1VzSawqPwFu1yx/1w4956uMm+uVblCy2dZq1mhaYydmaOroYtQJpm51EDNeScMXQxSDKzrf1XkPOzb9dVDSYwPBRYIIYQQYlJCQ0PRunVr2Nvbw8rKCt27d8eFCxfY7e/fv0dOTg6aNm0KAOjdu7fc9pLm1P07nfbL3/QfAOw8/HLz6zYSdq18ilwuxePZKl3PtbAudF/ruq2R2dBbq+NxC3R1UIZjZqFVnnn4NvawqddG5XaH9t+o3FZpyBI495oKZ9+JcOwyDDXmHtepDIZiXulzgIVvRy03SlrNeSfg9v1aQxfDqLj0mSG3LHCsxP5dfdZhMGBKukg6c+k1tch5OHYc+Okv06m3JmjwRkIIIYSYlLi4OFSoUIFddnZ2xpMnT1Rur1ChAmJjY7U6Rnh4eNELmo+5e2dYPb+icfqMpr3wKPw/AIDDp3UvX7+BJEWWu+DYGJyva8D+2hZ2H5m5DbjCDJ3LGBYWBp7HUPAyk2AdfoZdL5FIlT6Jklo7gZeZiIxmfZBcoRag5YCJYWFhbN3yE1ZuhGx3T4SFhQFSCZsmLCxMq/wBKM0fAN6kCCHtNgsOl1YpbPs3PgeABfDsFcB3BR4+VJmPJlI6ToDdja3gMMV/EyGxqQARzGAGIPuL9ngaFa9R2WUCS3DF2cVdPI2ltxgA27Ajhi6GTvK/TzV57bO/aA/LVzeLr0BG4GV0LPLaCIkr1EKOpQMskmIAAI8eP4XZhzcoPHxpHJR9b8kElkjt+AMc/lincR4AYM2xgJmey6fueMWNAguEEEIIMSmMkhs0Doej8XZNNGzYEObm5toXToUwmUSrwELjnt+yf0d8amxRt0lzmLtUl0sX8Smw4Nx7GqzrtEJc0AZkPrurUxlbtGgBoAWy3zxBTL7AAl/AVzoWok3Fash+nYi6Hl/DzKkywu6Fstt41vaQZqYUerwIJQ1JnKvVglPbDgAAmUSEyMv5y6eddLOJiA/eIrfOdeRq1KxUKzfvSwDAQd6Tw2pTf0NNJS03okLLQ5KWoPZY9m17ISX0lML65u06QdK0GXKi/kHcqfVa10EbX4zdgIRLu5ER8y+qNWwJmwYtEXGx8P34AgGsG3yF9L//KNbyaap2ndr4WDL3QkXCs3WEND2JXXb9bi1qVqzBLhd8f7uNWg9wech6+QBJV/cDABr0/xERgbmBBZ6NI6QZSSgNrL5ogaxXYeDbVUDTLv7I/qImLKrUA4fHR8Kl3UiLAqzcPVCzRQukm2ci/knheRoav1x5pd9bfD4fLTzaIkKDwIK5W132u0zWsD6Sbx5F6r0QdrtlzSbIjnjMLnME5mDEQp3L7NJ3Jmq6a//dqYpQKFQZeKeuEIQQQggxKS4uLkhI+HyTFxcXB2dnZ5Xb4+Pj5bYbBFf1s5was46AwxPA9XvlF6UV/CfDrGJNhaACkHsDz7erAJt6bcHh8WHbxLPIRWUYWYE1yoMyzv6T4ez/I8ycKivLRWGNRZV6sHL3KPT4+btkcFQcW1O2jb5WWJc3bgWHywMAOHYZqvTY+VWZ8D/UmPu7yuNYuXvAsdO3qPTtT0q3823sYcP2zS5anfKzrttabplrbgmnLkNh19pPYZs6fBsHCJw0H4+hxqwj4Nk4Kqy3qtNK4zzU4VkWPgaG4XHgOmw5u8S1tIF5vqCCMmbO1WBW3g32bQJQrnl3mLvWkU+g8NkzHc69pqLSkKXsslP37wHkvicBwLJ6I3B4ed+Dud8PllXrf1o0ji4BHEEhwWRO0W6dq/24G67DAtnl3M/rcLk0Lr2myS27Dl+p9XHK9xyHCj7jUWP2EVhr8J2rLxRYIIQQQohJadu2Le7cuYOkpCRkZ2fj0qVL6NChA7vd1dUV5ubmbPPPoKAgue3GhsMXoMbsIzB3qQ4zlxoKg4PZNuwAt+/WKN232o+75GZP0MuAgzL5mxunriNQwXeCQjKepQ1sGrb/vCLfzYF9u37s31a1WyqkKd9jtMrDF8f4EcpwuDzUnHcCdl/2LDwthwOORjcV6oMGVSfvQrUfd4Fn66Q2naaUvVY8S1s4dR6W7yZOvQq+E1BxwHy9lIeRajb7SuV8N+TK5N2MGgvbZt0U1lXw+SE3qPcpeGVVq7nK/R07DYZt0y5y68p7jYbr8BVy6xSDeqbDzLna50ABAL5dBTh2+hYu38xRSOvwVV9Y12urEAi1aVg839PVp6sfKDZPtSl7YK9m/JW8j7dV7S8BgP1eZDTsBqZy0FguDxZV6uV+Lgp8bs2cq6Ly8BXIqdEajgWCEKqUa9oFtk08weEJNEqvLxRYIIQQQohJcXFxwZQpUzB06FAEBATAx8cHjRs3xqhRo/D06VMAwNq1a7FixQp4eXkhOzsbQ4cOLSTX4pd/hgdV3L5fW6TBwfLf/Dp2+lZNSoBX7vPAfjxre/bv/Dc3NeedgG2jjrBt3AnOvaepv7D91N2EX6487Fp6savtWvuzf+cFIiyVzOzAZqPhDbEp4tvYg2dth2qTduglPzPn6kWefcC2cSfwbR0hcKio+U4q4ifZrx8Wuqtzn+mwcHNXub3igPlyg/uVFKs6X6rcZtu4I/u3mUsNVJ38K3tTbOZSDQDAU3LTaPVFC3D4ZrBv2xsVeo5TmT/H3AoAUGnAAp3KbmjVpv4Gs/Jucus4HA7s2/aCwE6xtRjP2g4uvaeB+6nexT2IoTaBKrtWPrCu11bpNvuvPs3m8Om7jmNmAXPXOnD2m6RR3qq65NWccwyVhy5T+bmwcK2DbHdP2Hv4FnoM15HKg9AlofR+cxNCCCGk1PL19YWvr/xF1s6dO9m/69ati+PHjWs0f/PKtSGMeV1ix1PXrNex02DYNPoaUZtHAQAsqtRlt1lWbaB0H5tPF9sWlb9Azrv/FBPwzeHU/XtYfaH8yS3DMLCp1xY28z5ftDt1G4nES7vVVEL1Jr3RYvyNvH7jqvPSQ3nUqOAzHvFntrLLbDPzWs2Q/fqR1vkJ8t0MWru3gp2HH1LvBWu2s7Z15fJQffp+cD+9LysPXYYP+xRbSlgVwzSf5XuOQ8LZ7eqLJ1A+A0nlfE3XzV3d4TpcfWuL/Cr2n6tROreRq5D26A+YFdKVwhhVnfyryi5EmrL6ogUEFarA/qs+yAi/oaeSaY/D5YIrsIZL72mICPw8Zky5Vj4o33VEvoSf3/wFW53w7SpAkhovt07V+CtKy1DE7hbmlWoWaf+ioMACIYQQQkgJcPQcgrQww017CQDlWnrBtmkXJeM1fL5QLuzpnkWVerCoUk/ptvwtFdic1dy4C5zcVG4rOZrfIVfsPxd/Xw1BuTu/FTkvXXAtbJSur/jNHLXdEAROrhAnvldY79Chv9yyeeUvFNIop309OQJzNqgA5DadV/Bp3At9K9e0S6GBBWWBOIvqjWDhVhc50c8+rVHyZF0PD9sFjpXh1Fm+VVXFb+Yi683fSLt/TuV+ZhVrQvQxougF0JFFtYbg28jPkVBx4AKlrTfU4VnaosrojXosmfbcRq2X6zqQf2BO6/zdufIrcO6rTdsHDpeHyDWDAQDlmndHdtQ/cPh6cKEtyFglEUwtJkXuCrFp0yZs2fJ5tN379+/Dw8MD/v7+8Pf3x5w5iv1qCCGEEELKGq6Z8ieiJUngUFHpIJDGfzGrhwJyuHJPn9nVWs4YotSnsSN0yUtQ3o3te+1cSDcYrqXySfk4XJ7cTXt+lYevROWhivXWlNLxMHSop+KTWMU8rOu10TpfbfFsHOHSZyZSOk9B1Ymfu6Q4dR4Kh/bygZbP51N1ffl2uVPb8h30032jfI9R4PAEsPyiGcp3+05tWteRq/VyTF197srwmVXNpjCvqPtTc6UBp2KS/1gFj1tt0k7UnHcCNeedgGX1RnLb8rrBFOzexrOwlvuet27QDlXGbNLye8Hov4xV0jmwkJ6ejrlz52L3bvnma0+fPsXIkSNx+vRpnD59GitWrFCRAyGEEEJI2SIob9gn9KoGh1MYnV6vx1TzSLfQa+hPCfRw82/n4QsLt7qFJyyMsuqwdZQvp1MhN4YAwLWwhmW1hmw+Zs5VVaa1qFJfozzl9nGtDZ6VrcrWDoWXT/HmkaOkZUFhA+85+xfoh67klHL5ZuzfZi7F0y2g2uSdsK7rAUZgCX65z4Noci2s4dChwMB9GrzvrOu2RqXBi1GuRXe9lK9cix6oMfsIG4hRdvP+uXgc8JWMYaCOZY3GRSpffjb1lY9FUBR5s5MUFmTTVsHBM4FP03+q2KaOde2WqDnvBAT26l97C12+V3X8rivvPRZVxqtvlVPcdA4sXLlyBdWrV8eIESPk1j99+hS3b99GQEAAxo4di5iYmCIXkhBCCCGkNKg8ZJnaGwX90rzZtl2rwgcFK058excAAEdFP3d9UNWHXmtKgjNys2Pkw7O2U5mN06c+2xaVa8vdTLiN2oByKmaq4HA4sPvSW5vS5st3HSoOVD84YF4Xl6w6Xxean1mFKgA+DwLq7D9ZZdrKQwNh9UWLAmsVb6DyBxNch68o9CbYbcwm2H/Vp9CyArmBA66WYwFYfVGgCbySIBmHw8mdSlEfLV+UKTRf7fpimBWhNUF+NeYcg00D5e97vdDTFJS2TToDyG0JokzNeSfUDqxZFCU5EC2/XPlCAx3FXgZddwwICAAAuW4QAGBra4uePXuiS5cuOHz4MKZMmYIjR45onG94eLiuRVIpb7qp0q4s1LMs1BEwzXrqUmZTrKe2ykIdgbJRz7JQR1L8eFa2qDZtLyQpcXi3bXzxHizfhfnnPvbyF+tuYzZBkpZYLDdFjp0GI/3xVfV5fyqOwMEFriNXqX6qXoTy8R0qQpL8EVZ1VPST1hKnQGBBblYGLYpp18oHFlUbwKxCFcQFb/60NvcFMaug2GqhyriftS2qHH658uDnmwlEaRpbR9ScdwJhYWGwenENQO6go3kqDloIaUYyAMCl1zTkxLyChVtdMKIc9QdX9rooOaf5n/pz+AJUGrQI6U+vIT54i0JaADAr7wbHrweBZ+OIxIs7FbZb12uDzP/uAMidSlBbVrVbqCxrSTFzro6cqH+02sehQ38k3ziqdJuqz6Nda39I05PAt6uAlNCThR5DWasVvWDLV7TAAt/OGVUnfH6CbzKzzRjwvVZUhb7C58+fV+jOULNmTfz2229K0y9ZsoT9e+DAgVi3bh3S09Nha6tZhLBhw4YwN1c9irG2wsLC0KJFwQhp6VMW6lkW6giYYD0PRQOA1mU2uXrqoCzUESgb9TR0HYVCYbEE3olhcDhcCBwqwqn7KFi4FV8XBLnB6PIuVgs8BTQr76YwTZy+2LftDfu2vZXPIJGHvUnnqBhZvuhPLbmCT83rCxltXT9zvsvfFPBs7NWmNi84CwCj8Edurnwzg0zBCEBuGkrLag3ZG0quhTWsanyaNlTNDCQCx0owc66u0bGU3axyOPLrLKo1QM5bzW60XXpPV5t3YdhpWPX09FwX9q398THqH1jWbIbsCGUzfyjeiDq0/0ZlYEFV9Ctv8MikPw/oWFI9+fRdpbYLVQGZDXuizpcdYF75C0QE5rZgKbQlSxFnXyg+ugUW8sb6MKRCAwteXl7w8lIc4VcZmUyGX375BaNHjwaP9/nDy+ebSISIEEIIIaSE2LXsUaz52zbxRMK5/xXrMfRG1VM69t5C96d4mtyflO85DhZV6ut8DNanephVrAWnLkNVTt2paj9GRSCl4CBx+lJoH/BPN1/WdVsj89ldrW/OzSvXhuuIlSry1vCccj/fADr3ngbLao0Qte0HMMIsrcqiC1UDYpYoPT3BzyNwqqx2u23zbkh7eAnOvafh46ElatMWB3aQTy0CCyK3JgozmpRrpt24Cfrk+t1anacW1rX1WHEFiLWh1zt+LpeLy5cvo1q1avD29kZQUBCaNGkCS0v10xYRQgghhBD9KramyjpTNubD5xYLSn26yNZ8GkTV1F2wl9Ny8LZCj8Xlfh6QUQMWbnWR+c8tCPQ0s4Am5LpwKFF14g5wPg2m6BwwBYxYqNfjczQMFlnXbc3+bVMvd7DAapN/VTrWhS7MK9Uq/CbQkM3TCzu2is1uo9YjeqfiAIgCx0qwqv0lsl7eV7qfwM4Z1aftU3tItzGb1JdJHwzYSqSozCvWUGyNpAWrOq2Q9eIvPZaoZOi9KcGqVauwYMECbN26FY6Ojli92rDToBBCCCGEkE8McrFe+BgLKuMKPD4qD18Js0Kesqqn7zrr/zUs16IHrGo1k+t2IHdEA5y3/DMmcHj8Yu2j7tJvttLZJ4DcAFnBIIhiSwLdX59K3y6BrARaP+hboTMZqOjakzszStHeT8X5dNzqi+bICL8BM5fqMKtYE6KPESjvNQYJ53/RaH/X79ZoFlQ14rEMLKs3KpuBhYkTJ8ot165dW6vBGgkhhBBCiP5YVGuInLcFxuTQc3Nqfclr+s9R09/ZwrW2ym2aHaSQ6IXW+WlzTM1wOBy5oIJVbfUDTZpX+gLCmFdaHUPuePmmdTSYfKfDus6XBisG18wCXDPFGUMKG+iy5H1+wZy6fw+7lrld1Xk2DpCkxCmkFjgqBqlcv1+nNOdyLTXr9l4SbBq0h9UXLcE1t2Q/R9p0BTLX06wXhsS1sNY4revI1ch6ZRyDS9PgB4QQQgghpUjFb+awI/cbOwu3uuBalYN9u77FfzC9PaBUFzTQ04j2Ng5qt1f69ifIcjJ1yrva1L3gcI1h4Do9PjHOF8jRZnBHdew8DDsFax7LGo1RrkUP2LftjZTbJ5D28CLyv3Y8q3JK91MWrFPVHYhXyPtNDrf4bx+55gW70RdH6wLjbbGQ9/nPm/5VHfNKtYptDBZtUWCBEEIIIaQU4ZpZgGugGQS0xbO0QXUdpgFUJurnsZCkxqvcHr1jil6OU3DuirxR6PMTxrxWul5Xwuhnes2vMA4AIi4UPR/hh5calVufdcsfVFCXb2F1TLy8B4mX5d+byurDt6uAqhOKb5BUDpeH8j1G6Su33P+K0LVGVZcVUgxMZYrMT0yrtIQQQgghRGeGGGIhbxo06zqtivU4ktT4QgckJETfSjLgo2rWEG1yAABz1zpG03xeHWv3VhDFvgHPVosWFZoy3gYLJosCC4QQQgghpZxF5ToQx78r0kjluuKXc0L1afvAMacnnYToQ1HHHbT/qjeSrx/WT2GKkX27vijX0gs8y4LthIgxosACIYQQQkgpZ+XeCg4d+suN9F+StBmMjBCiO9cRq9RszY1IqBss1ZhwONxiCypoOt2pIQicXAEANg3aGbgk2qHAAiGEEEJIaccwWgUVOOZWYExwCj5CSjPHDgMgy86ATaOOSrdXnbwLfBv7Yi2DqgEgDaXigPlITpEZuhh6xS/nhBpzjmk2baYRMY1wFSGEEEII0ZrVFy102q/K2C1wG7Vez6UpWdHR0XB3d8fgwYMVts2ZMwfu7u5ISkoyQMk+W7RoETw9PbFhwwaFbSdPnkTv3r3h5+eHnj17Yt68eUhPTy/2Mt27dw8+Pj5FyuPx48fo3bs3vLy8MGzYMMTFKU6HqC6dSCTCwoUL4e3tDW9vb6xcuRJSqRQAkJOTgyVLliAgIADdu3fHr7/+qvVxTRXP2g4uvaeBa5Zv1oR8wy4UFlRgmNJ1Aw4AVrWaGboIxUKToELlYYElUBLNUWCBEEIIIaSU4lraAAA4fDOt9uPb2MPMuVpxFKlEmZubIzIyEu/fv2fXZWVlISzMOAauO3r0KA4dOoQpU+RnrHjy5Am2bt2K3bt3Izg4GMHBweDxeFi8eLFhCqoFkUiESZMmYd68eTh//jy6d++OefPmaZXu4MGDSEpKwpkzZxAcHIxHjx7h/PnzAIC1a9ciNTUVJ06cwPHjx3Ho0CH8/fffGh+3LMlo1gfOfaazy1yBdt8DpZqRtbzQVP7WKhZudQ1YEkUUWCCEEEIIKaXKd/sOTl1HwLJGY0MXxSB4PB68vLwQEhLCrrt06RI6d+4sl+7q1avo168fAgICMGDAADx69AgAkJCQgB9++AH9+/eHp6cnhgwZgsTERACAp6cntmzZgkGDBqFTp05YvXq10jK8fPkSQ4YMga+vL/z8/BAUFAQAGDRoEBiGwahRo/DgwQO5feLj48EwDHJycth6TJ48Gf369dOoXOvXr4efnx86dOiA33//HXPmzIGfnx969+6N2NhYNt3y5cvRu3dvdO3aFYcOHVIou0gkwvLly9GrVy/4+flh9uzZyMjIAAAcPnxY6Y3706dPYWNjgxYtclvL9O3bF3fu3EFycrLG6UaMGIENGzaAy+UiJSUFaWlpsLOzA8MwOH36NCZNmgQejwdbW1vs3bsXNWvW1Pi4pY6a+2Oxizts6rYB36FiyZWHFCuetZ2hi6ASBRYIIYQQQkoproU17Fr5GF2/6JIUEBCA4OBgdjkoKAi9evVilyMjI7Fhwwbs2LEDQUFBWLp0KSZOnIisrCycPXsWTZs2xdGjR3HlyhVYWFjg9OnT7L5ZWVk4dOgQjhw5ggMHDuDdu3dyx5ZIJBg3bhyGDBmCkJAQ7Ny5E+vXr8ejR4/YG/m9e/eiZcuWcvt16NABzZo1g6enJ3r16oUlS5bg6dOn8PDwAIBCyyUUChEcHIzZs2dj4cKFGDZsGIKDg1GpUiWcOnWKTZeTk4MTJ05g//792Lx5M54/fy5Xjh07doDH4+HkyZMIDg6Gs7Mz1q5dCwAYOHAgAgMVm2J//PgRFSt+vpE1MzODo6MjG9DQNJ1AIMDatWvRtWtXlC9fHi1btkRSUhIyMzMRGhqKIUOGwN/fH1evXkW5cuU0Pm6po8EMlPat/QEAPBtV0zZq8/1Qdr9LiHo0eCMhhBBCCCm1GjZsCC6Xi/DwcDg5OSEzMxN16tRht9++fRtxcXEYPnw4u47D4SAqKgrDhg3DgwcPsGfPHkRGRuLly5do0qQJmy6v5YOLiwucnJyQmpqKKlWqsNsjIyMhFArRrVs3Nl23bt1w8+ZNNGumum+4QCDAunXrMHPmTNy7dw/379/HrFmz0KZNG2zcuLHQcuUdr0qVKihfvjzq1s1tMl21alWkpqay6QYNGgQOh4OKFSuiffv2uH37Nho0aMBuv3btGtLT0xEaGgoAEIvFcHJSPwioTKa8Hz+Px9M63fTp0zF58mQsWLAAixcvxtSpUyGVShEVFYW9e/ciKSkJQ4YMgaurq8bHLYvKNe+Gcs27qdxu9mkWAo2U4SClcTDe158CC4QQQgghpFTz8/NDcHAwHB0d4e/vL7dNJpOxN+x5YmJi4OzsjDVr1uDJkyfo06cPPDw8IJFIwDCfHxGbm5uzf3M4HLlteXkXxDAMJBKJ2vIeP34cDg4O6Ny5M/z8/ODn54dx48bB09MTSUlJ2LVrl9pymZl97ksvEAhUHofP/3wrIJPJwOXKN2aWyWSYO3cuOnbM7dedmZkJoVCotuyVKlVCfHw8uywWi5GcnAwXFxeN04WFhcHR0RE1atSAQCBAr169sGzZMjg4OEAgEMDf3x9cLhfly5fH119/jUePHqFTp04aHbe0cuk7S6f9XL9bC/OKNbTYw3hvbLVCARK9o64QhBBCCCGkVPP398eFCxdw7tw5hRkPWrdujdu3b+P169cAgOvXr8PPzw9CoRC3bt3CsGHDEBAQACcnJ4SGhrKzE2gi78b40qVLAIDY2FhcvHgRbdu2Vbsfl8vF2rVr8fHjR3ZdZGQkXF1dYWdnV+Ry5ckb7+HDhw+4ffs2OnToILe9Xbt2OHjwIEQiEWQyGRYsWID169XPFtKkSROkpKTg4cOHAIATJ06gadOmKFeunMbp7t69ixUrVkAikUAmkyEkJAQeHh4wMzNDp06d2G4fed0iGjVqpPFxSa5yzbvDuddUjYMKZs5VAQDWdVsXZ7G0Unn4Sp32s6hSD84BUwpPSLRCLRYIIYQQQkip5uLiglq1asHW1hb29vZy22rXro0lS5Zg6tSpYBgGfD4f27dvh5WVFcaPH4/Vq1dj27Zt4PF4aN68OaKiojQ+rkAgwLZt27Bs2TJs2bIFUqkU48ePR+vW6m/OevfujezsbIwaNQoikQgcDgfVq1fHr7/+Ch6PV+Ry5YmOjkbv3r2Rk5OD+fPno2bNmnJP/X/44QesWrUKvXr1glQqRb169TB79mwAuYM3hoeHK4yzIBAI8PPPP2PJkiXIzs6Gvb09Vq1aBSA3sDJ69Gjs2LEDLi4uKtONGjUKy5cvZ1smNG/eHNOmTQMALF26FIGBgfD29oZUKoWvry969OgBACrzK82s6nyJrJf3ISjvptV+5b1Ga5XerEI1iOKiYF75C632K04WrrV12q/y0GV6LkkJMuKWFhRYIIQQQgghpY6bmxs7uwMA7NmzR257/oEKvby84OXlpZBHt27d2PEKCrp69ara5Tx169bFgQMHlG4rOFhifoMHD8bgwYOVbtO0XI0aNZJbnjVLvrn8d999h0aNGsmt8/DwwJkzZwAAFhYWWLRokdLjDBw4UGXZGzdujOPHjyusd3FxkRtkUlU6MzMzlVNr2tvbY82aNVodtzQr17QzbOp/Ba6ZRbEeh8kbJdKIb2yJYVFXCEIIIYSYlA8fPmDw4MHo0aMHxo0bh8zMTJVpb9++jWHDhpVg6QghpGQVd1ABAPBpDA+OgcZY4JpbGeS4RHMUWCCEEEKISfnpp58waNAgXLhwAQ0bNsS2bdsU0shkMuzevRtTp05VOVo8IWXZ1atXFVorEFIoAzVYcB1Z+ru1mDoKLBBCCCHEZIjFYty/fx/du3cHkNsX/cKFCwrpXr9+jdevX2Pp0qUlXURCCCF6xi9XwdBFIIWgwAIhhBBCTEZycjJsbGzYafIqVKiA2NhYhXS1a9dGYGAg7OzsSrqIxEhER0fD3d1d6TgFc+bMgbu7O5KSkgxQss8WLVoET09PbNiwQW79yZMn0aJFC/j7+yMgIAD+/v4YMGCA3JgRumrWrBmio6Px9OlTTJo0SW3aJ0+eYOHChQCgUXp9k0qlWLZsGXr06IGuXbvi8OHDWqe7e/cuevfuDT8/P3zzzTd48uQJu+3+/fv45ptv4Ofnh8GDB+Pdu3dy+cbExKB9+/YGf58YikW1hp8X2OlMaYwFohwN3kgIIYQQo3T+/HmsWLFCbl316tUV0nGKYTCx8PBwvecZFham9zyNjSHr6KBknbm5OSIjI/H+/Xu4uroCALKysozmXBw9ehTXrl1DxYoVFba1bNkSv/zyC7t89epVTJw4EdeuXWMDa0XRqFEjbN68WW2aV69esYE7TdLr25EjR/D27VucOXMGmZmZ6N+/Pxo0aIDGjRtrlK5u3bqYMmUKdu3ahfr16+PPP//EjBkzcPHiRXz8+BETJkzA7t270aBBA+zduxeLFy/Grl27AOROxbl582bExcUVWk5jeT8pU6Sy1fODw9vc78IEMR+WAF7FJECaY4D6MjKFz3j+umlSz7z9jfl8qRMWFgbLj7GwyLdsTCiwQAghhBCjpGykfrFYDA8PD0ilUvB4PMTHx8PZ2Vnvx27YsCHMzc31ll9YWBhatGiht/yMkaHrGKHYIwY8Hg9eXl4ICQnB2LFjAQCXLl1C586dsXv3bjbd1atXsX37dojFYlhYWGDWrFlo1qwZEhISsHDhQiQmJiI+Ph6urq7YuHEjnJyc4OnpiV69euHOnTuIiYmBl5cXZs6cqVCGly9fYsmSJUhJSQGHw8HIkSMREBCAQYMGgWEYjBo1CosWLULLli3V1q9NmzaIj49HWloaVq9ejZSUFLx79w5ff/01Jk+ejLVr1+L+/fuQSqWoX78+5s+fDxsbGzx48ABLly4Fh8NBo0aN2DFH7t27h6VLl7I348uWLcPDhw/B4/HQpUsXDBw4EJs3b0Z6ejrmzJmDgIAANn16ejp++uknPHv2DBwOB+3bt8fUqVPB5/PRqFEjjB49Grdv30ZcXByGDh2K4cOHIz4+HrNmzUJycjIAoGPHjvjxxx8BAP7+/li2bJnCmA9//PEHvvnmG/D5fNjZ2aFnz54IDg5WCCyoS3fjxg0IBAIwDIN3797BwSH39vLChQto3749GjRoAAAYMGAA2rVrByB3Wsw//vgDO3bsQM+ePdWeFwBG+9nWx2cy73NVv98ECD/0QE03dz2UTMeyXJRfzqubpvXMq4uxni918uqYlPYfUt7krjNEPYRCocrAO3WFIIQQQojJEAgEaNmyJc6dOwcg96lihw4dDFwqYswCAgIQHBzMLgcFBaFXr17scmRkJDZs2IAdO3YgKCgIS5cuxcSJE5GVlYWzZ8+iadOmOHr0KK5cuQILCwu56RKzsrJw6NAhHDlyBAcOHFBoSi+RSDBu3DgMGTIEISEh2LlzJ9avX49Hjx7h0KFDAIC9e/cWGlRgGAZHjx5FnTp14OjoCADIycnB2bNnMWPGDOzYsQM8Hg8nT55EcHAwnJ2dsXbtWohEIkyePBmzZ89GUFAQPDw8kJOTo5D/5s2bIRQKce7cOQQFBeHhw4eIiorCpEmT0LJlS4WWQ8uWLYO9vT1CQkJw4sQJPH/+nA3UiEQiODg44MiRI9i8eTPWrVsHoVCIY8eOwc3NDadOncLBgwfx9u1bpKenAwBOnz6tdCDJmJgYVKpUiV2uWLEiPn78qFU6gUCAhIQEdOjQAatXr8b3338PIPe8W1lZYcqUKQgICMCPP/4IMzMzALnTYv7888/44osv1J6XsoTD5cHCgEEFksum0deGLoJK1GKBEEIIISZl0aJFmD17NrZv345KlSph/fr1AIDDhw8jLi4OkydPNnAJiTFp2LAhuFwuwsPD4eTkhMzMTNSpU4fdnvdkffjw4ew6DoeDqKgoDBs2DA8ePMCePXsQGRmJly9fokmTJmy6zp07A8i9EXVyckJqaiqqVKnCbo+MjIRQKES3bt3YdN26dcPNmzfRrFkzteV+8OAB/P39weFwIBKJULNmTbmuCPmfVl67dg3p6ekIDQ0FkNuyx8nJCS9evACfz0ebNm0AAD4+PuyYCfmFhoZizpw54PF44PF4OHDgAIDcsR6UuXHjBg4fPgwOhwMzMzMMGDAAe/fuxejRo+VelwYNGkAkEiErKwvt27fH6NGjERMTg7Zt22LatGmwtbVV+xowbL/+z7hcxeeihaUrX748bt68iX/++QfDhw9HrVq1IJFI8Oeff+LgwYOoXr069u3bhwkTJsgFjggxNjxre0MXQSUKLBBCCCHEpLi6umL//v0K6wcOHKiwzsPDAx4eHiVRLGLE/Pz8EBwcDEdHR/j7+8ttk8lkaNOmDTZu3Miui4mJgbOzM9asWYMnT56gT58+8PDwgEQikbuJzd9dhsPhKNzgKpvqlGEYSCSSQstccIyFgqysrOSOM3fuXHTs2BEAkJmZCaFQiJiYGIUyKRufgc/ny41VEhMTAwsLC4V0+Y9XcDl/nfJel7w8GYZB48aNceXKFdy5cwd3795Fv379sHXrVjRv3lzlcSpVqoT4+Hh2OTY2Vul4FKrSpaen4+7du+jatSsAsOMuvHjxAs7OzmjWrBk7bkvfvn0RGBiInJwctXUvayoNXgyZSLGVCzGQYhhTSF+oKwQhhBBCCCnV/P39ceHCBZw7dw4+Pj5y21q3bo3bt2/j9evXAIDr16/Dz88PQqEQt27dwrBhwxAQEAAnJyeEhoZCKpVqfNwaNWpAIBDg0qVLAHJveC9evIi2bdvqr3IA2rVrh4MHD0IkEkEmk2HBggVYv3496tSpA4ZhcP36dQDAlStXkJqaqrB/mzZtcOrUKchkMohEIkyaNAn3798Hj8dTGgTJOx7DMBCJRDh27FihdVq7di22bduGLl26YN68efjiiy8QGRmpdp/OnTvjxIkTkEgkSEtLw9mzZ9GlSxeN03G5XMydO5cd5O7ly5eIiIhAkyZN0LVrVzx8+JDtvnLp0iXUrl2bggoFWFZvBOs6Xxq6GMQEUIsFQgghhBBSqrm4uKBWrVqwtbWFvb293LbatWtjyZIlmDp1KhiGAZ/Px/bt22FlZYXx48dj9erV2LZtG3g8Hpo3b46oqCiNjysQCLBt2zYsW7YMW7ZsgVQqxfjx49G6dWu91u+HH37AqlWr0KtXL0ilUtSrVw+zZ8+GQCDA1q1bsXjxYqxfvx716tWDk5OTwv4TJkxAYGAg/P39IZVK4e3tjW7duiEqKgobN27E+PHjMXToUDb9/PnzsWzZMvj6+kIsFqN9+/bs4JiqDBs2DLNnz4aPjw/MzMzg7u7OBnlUDd44cOBAREVFwd/fH2KxGP3790erVq0AAJs2bQIATJ48WW26rVu3Yvny5ZBIJDAzM8PatWtRsWJFVKxYEYsXL8aECRMgkUhQrlw5Nk9SOpXvMQocAQWOiguHUdYpyQDyRpikUZh1UxbqWRbqCJhePX2n5fZFDFnnX0hKeaZWT12UhToCZaOehq5jcf1GEkV0PaI7Q9cxIrAPas47YbDjk7LJmN93hv5M6ltEYB+55bzXvbTVU5m8OkpzMvF2XW6QzxDvO3W/kdQVghBCCCGEEEIIMXLGO8ICBRYIIYQQQgghhBBSBBRYIIQQQgghhBBCiM4osEAIIYQQQgghhBg7I55ukmaFIIQQQgghJo9vV0FhcDdCihvfroKhi0CIUaDAAiGEEEIIMXlVJ/yvRI5TlkagL83KQh0JKUk6d4UICwtDnz594O/vj2HDhuH9+/cAgLS0NIwePRpeXl4YPHgw4uPj9VZYQgghhBBCCCGEGBedAwszZsxAYGAgTp8+DV9fXyxbtgwAsHHjRrRs2RLnz59Hv379EBgYqLfCEkIIIYQQQgghZZPxjrGgU2BBJBJh8uTJqFu3LgDA3d0dMTExAIBr167B19cXAODj44MbN25ALBbrqbiEEEIIIYQQQsqaCj7jUWnIUkMXg6ig0xgLZmZm8Pf3BwDIZDL8/PPP6NKlCwAgLi4OFSrkDmLC5/NhY2ODpKQkuLi4aJR3eHi4LkVSKywsTO95GqOyUM+yUEfANOupS5lNsZ7aKgt1BMpGPctCHQkhhBBjZdvE09BFIGoUGlg4f/48VqxYIbeuZs2a+O233yASiTB79mxIJBKMGTNGZR5cruYNIxo2bAhzc3ON0xemrAzMUhbqWRbqCJhgPQ9FA4DWZTa5euqgLNQRKBv1NHQdhUJhsQTeCSGEEGI6OGYWhi6CSoUGFry8vODl5aWwPjMzE+PGjYO9vT22b98OgUAAAHB2dkZCQgIqVqwIiUSCjIwM2Nvb673ghBDDexoWzf69adkVeHq5o1ELNwOWiBBCCCGEkNKJwyllYywAuYM3VqtWDZs2bYKZmRm7vmPHjggKCgIAnDt3Di1btmSDDoSQ0uNpWDTO/P6UXU5NzsaZ35/KBRsIIYQQQgjRp0pDlqJ8j1GGLgYpQKcxFv79919cuXIFX3zxBQICAgDktlTYuXMnJk+ejNmzZ6Nnz56wtbXF2rVr9VleQoiRuHr+OcRiKewA2HwaoVYsluLq+efUaoEQQgghhBQLy6r1YVm1vqGLQQrQKbBQv359PH/+XOk2e3t7/O9//ytSoQghxi81ORsAUAc8pesJIYQQQggh+uXoOQQCx8qGLoYCnQILhBBi52CpNIhg52BpgNIQQgghhBBS+tm3CTB0EZTSeYwFQkjZ5unlDoFAvrWCQMCDp5e7gUpECCGEEEIIMQRqsUAI0UneOApXzz9HanI27BwsaVYIQgghhBBCyiAKLBBCdNaohRsFEgghhBBCCCnjqCsEIYQQQgghhBBCdEaBBUIIIYQQQgghhOiMAguEEEIIIYQQQgjRGQUWCCGEEEIIIYQQojMKLBBCCCHEpHz48AGDBw9Gjx49MG7cOGRmZiqkiYuLw3fffQd/f3/06tULd+7cMUBJCSGEkLKBAguEEEIIMSk//fQTBg0ahAsXLqBhw4bYtm2bQprVq1ejU6dOOH36NNatW4fp06dDKpUaoLSEEEJI6UeBBUIIIYSYDLFYjPv376N79+4AgN69e+PChQsK6bp16wZfX18AQLVq1SAUCpGVlVWiZSWEEELKCr6hC5CHYRgAgEgk0nveQqFQ73kao7JQz7JQR4DqWZqUhToCZaOehqxj3m9j3m9lWZacnAwbGxvw+bmXMBUqVEBsbKxCum7durF/79q1C/Xq1YOtrW2h+ee9xuHh4Xoq8WdhYWF6z9PYlIU6AmWjnlTH0qEs1BEoG/U0pjoqux4xmsCCWCwGALx48ULveRfHxYExKgv1LAt1BKiepUlZqCNQNuppDHUUi8WwsLAwdDFKzPnz57FixQq5ddWrV1dIx+FwVObx22+/4ejRozhw4IBGx8y7HiGEEEKIcsquRziMkTz+kMlkyMzMhEAgUHuBQAghhJQ1DMNALBbD2toaXG7Z7sUoFovh4eGB+/fvg8fjISYmBt9++y2uXLmikHb16tW4fv06du3ahYoVK2qUP12PEEIIIcqpux4xmhYLXC5XoyaKhBBCSFlUlloqqCMQCNCyZUucO3cOvr6+CAoKQocOHRTS/fbbb7h37x4OHz6McuXKaZw/XY8QQgghqqm6HjGaFguEEEIIIZp4//49Zs+ejcTERFSqVAnr16+HnZ0dDh8+jLi4OEyaNAmtWrWCjY2NXFBhx44dcHFxMWDJCSGEkNKJAguEEEIIIYQQQgjRWdnuqEkIIYQQQgghhJAiocACIYQQQgghhBBCdEaBBUIIIYQQQgghhOiMAguEEEIIIYQQQgjRGQUWCCGEEEIIIYQQojMKLBBCCCGEEEIIIURnJhtYyMjIgI+PD6KjowEAJ0+ehLe3N3x9fbFs2TJIJBIAQFBQENq1awd/f3/4+/tjw4YNAIAPHz5g8ODB6NGjB8aNG4fMzEyD1UUdTesZFxeH0aNHIyAgAAMGDGDTp6WlYfTo0fDy8sLgwYMRHx9vsLqookkdExMT2XPo7+8PT09PNGvWDIBp1BHQ/FxGR0dj8ODB8Pf3x5AhQ/D+/XsAgEgkwowZM+Dl5YVevXrh9evXBquLKprW8cmTJ+jTpw98fX0xZswY9pyZQh1//vln9OzZEz179sTq1asBAKGhofD19UW3bt3Y7xgA+O+//9CnTx90794d8+bNY+tvCt8/2tQzz6xZs3Dy5El2ubTV848//oC/vz/8/Pzwww8/IDU1FYBp1JMYTkhICLy9vdG1a1ccPHjQ0MXRmrLPyJw5c9CtWzf2N/ny5csAtP8uNCZDhw5Fz5492To9fvxY5bkzxXr+/vvvctdRLVq0wJIlS0rNuSx4/aGv32VjusYsWMejR4/Cx8cHvr6+mDNnDkQiEYDcz2ynTp3Yc5r33jWVa5KC9dTXe9SY6pm/jtevX5f7bLZu3RpjxowBYILnkjFBf//9N+Pj48M0aNCAeffuHfP69Wumffv2TGxsLMMwDLNo0SJm9+7dDMMwzJIlS5iQkBCFPEaPHs2cOXOGYRiG+fnnn5nVq1eXXAU0pE09hw0bxhw6dIhhGIY5dOgQM3nyZIZhGOann35ifvnlF4ZhGObUqVPsemOhTR3zSKVS5ttvv2WCg4MZhjH+OjKMdvWcPn06c/DgQYZhGGbfvn3MtGnTGIZhmF9//ZVZsGABwzAM89dffzF9+/Y1QE1U07SOMpmM6dixI3Pnzh2GYRjm7NmzzJgxYxiGMf463r59m+nfvz8jFAoZkUjEDB06lAkJCWE6duzIREVFMWKxmBk5ciRz7do1hmEYpmfPnsyjR48YhmGYOXPmsOfV2L9/tK3nx48fmTFjxjCNGzdmTpw4weZTmuqZnp7OfPXVV8zHjx8ZhmGYjRs3MkuXLmUYxvjrSQzn48ePTKdOnZjk5GQmMzOT8fX1ZV6+fGnoYmlM2Wfk0qVLjI+PD/vdnic7O1vr70JjIZPJmK+++ooRi8XsOlXnzpTrmefFixdM165dmcTExFJxLgtef+hSflXf48ZyjVmwjhEREUzXrl2Z9PR0RiaTMTNnzmT27NnDMAzDjBkzhnn48KFCHqZwTVKwngzD6O09aiz1VFbHPHFxcUznzp2ZN2/eMAxjeufSJFssHDt2DIsWLYKzszMA4Pnz52jatCm73KlTJ/zxxx8AgKdPnyIoKAh+fn6YPn06UlNTIRaLcf/+fXTv3h0A0Lt3b1y4cMEwlVFD03omJSXh2bNnGDBgAACgT58++PHHHwEA165dg6+vLwDAx8cHN27cgFgsLvnKqKDNucxz4sQJWFpasvUy9joC2tVTJpMhIyMDAJCdnQ0LCwsAufX08/MDAHz55ZdITk7Ghw8fSroqKmlax+TkZOTk5KB169bs+lu3bkEkEhl9HStUqIDZs2fDzMwMAoEAtWrVQmRkJKpVq4YqVaqAz+fD19cXFy5cwPv375GTk4OmTZsC+Pw9YwrfP9rUE8h9Itu5c2d4eXmxeZS2eorFYixevBguLi4AAHd3d8TExJhEPYnhhIaGonXr1rC3t4eVlRW6d+9uUu8PZZ+RDx8+4MOHD1iwYAF8fX2xefNmyGQyPHnyRKvvQmMSEREBDoeDUaNGwc/PDwcOHFB57ky5nnkWL16MKVOmwMLColScy4LXH9qWX933uLFcYxaso5mZGRYvXgwbGxtwOBzUqVOHvV4KDw/Hzp074evriyVLlkAoFJrMNUnBemZlZenlPWpM9SxYx/xWr16NAQMGoHr16gBM71yaZGAhMDAQLVu2ZJfr1q2Lx48fIyYmBlKpFBcuXEBCQgKA3B/FiRMn4vTp06hUqRKWLFmC5ORk2NjYgM/ns2liY2MNUhd1NK3nu3fvULlyZSxfvhx+fn6YNGkSBAIBgNwuEhUqVAAA8Pl82NjYICkpySD1UUabcwkAUqkU27dvx7Rp09h1xl5HQLt6Tp48Gb/99hvat2+P3bt3Y9SoUQDk6wnkvm8/fvxYshVRQ9M6Ojg4wMrKCrdu3QIAnD17FmKxGMnJyUZfx9q1a7Nf5JGRkTh37hw4HI5cmZ2dnREbG6u0LrGxsSbx/aNNPQHg+++/R79+/eTyKG31dHBwQJcuXQAAOTk52LFjB7p06WIS9SSGU/B7IP/nxhQo+4y0b98erVu3xvLly3Hs2DE8ePAAx48fV1lXVd+FxiQtLQ1t2rTB1q1b8dtvv+HIkSP48OGDRvUxpXoCucGunJwceHl5ITExsVScy4LXH9qWX933uLFcYxaso6urK9q2bQsASEpKwsGDB9G5c2dkZmaiXr16mDVrFk6dOoW0tDRs27bNZK5JCtZTX+9RY6pnwTrmiYyMxF9//YWhQ4cCgEmeS5MMLBRUo0YNTJs2DePGjcPgwYPh7u7O3lhv3boVTZo0AYfDwffff48bN26AYRiFPDgcTkkXW2uq6imRSPDvv/+ibdu2CA4ORufOnTF79myV+XC5xnva1Z1LALh58yZq1KgBd3d3tfkYcx0B9fWcNWsWlixZgps3b+Knn37ChAkTlL5nAeOup6o6cjgcbN68Gb/88gsCAgKQnp4Oe3t7ufOcnzHW8eXLlxg5ciRmzZqFqlWrKmzncDgqv2dM6ftHk3qqUlrrmZ6ejlGjRqFu3bro1auXSdWTlLzS8v7I/xmpWbMmtm7dCicnJ1haWmLIkCG4fv26SX/nNWvWDKtXr4aVlRUcHR3Rt29fbN68WSFdafhuP3LkCEaMGAEAqFKlSqk7l4Dqz52+6mVM1yWxsbEYNmwY+vTpAw8PD1hbW2Pnzp2oVq0a+Hw+Ro4cadLnVF/vUWOvJ5A7ZsagQYNgZmYGACZ5Lo3nk1EEQqEQjRs3RlBQEI4cOYLKlSujSpUqSE9Px2+//camYxgGfD4fjo6OyMjIgFQqBQDEx8crbY5ibFTVs0KFCrC2tkanTp0A5DbVevLkCYDcCF7ek3CJRIKMjAzY29sbqgqFUlXHPH/88Qe8vb3l9jG1OgKq65mUlISIiAj2yWj37t0RHx+P5ORkODs7yw0aZOzvW3Xnks/nY//+/QgKCkKvXr0gk8lgb29vEnUMCwvD8OHDMW3aNPTq1QsuLi5yrWri4uLg7OyssD6vLqby/aNpPVUpjfWMi4vDoEGDULduXQQGBgIwnXoSw9D2c2OMCn5Gnj9/josXL7Lb866ttP0uNCYPHjzAnTt32GWGYeDq6qpRfUypniKRCPfv34enpycAlMpzCaj+3Onyu2zM15ivX7/GwIED0atXL4wfPx5A7uB9x48fZ9OoOqemck2ir/eosdcTAK5cuSJ3j2OK57JUBBaysrIwbNgwZGRkQCQSYf/+/fD29oaVlRV+/fVXPH78GABw4MABdO3aFQKBAC1btsS5c+cA5M4c0aFDB0NWQSOq6lm1alW4uLjg+vXrAIA///wTDRo0AAB07NgRQUFBAIBz586hZcuWKp8MGwNVdczz999/KzQfMrU6Aqrr6eDgAHNzczx48ABA7gWdtbU1HB0d0bFjR5w+fRpA7kWQubk5KleubMhqqKXuXM6dO5cNfu3evRs9evQAl8s1+jrGxMRg/PjxWLt2LXr27AkAaNKkCd68eYO3b99CKpXizJkz6NChA1xdXWFubo6wsDAAn79nTOH7R5t6qlLa6imVSjF27Fh4eXlh3rx57FMAU6gnMZy2bdvizp07SEpKQnZ2Ni5dumRS7w9lnxGGYbB8+XJ2zKqjR4+ia9euWn8XGpP09HSsXr0aQqEQGRkZOHXqFNasWaP03JlyPZ8/f47q1avDysoKQOk8l4B+f5eN9RozIyMD3333HSZPnoyRI0ey6y0sLLBmzRq8e/cODMPg4MGD6Nq1q8lek+jrPWrs9UxKSkJOTo7cw1STPJfFPDhkserUqRM7muaxY8cYb29vplu3bszmzZvZNPfv32cCAgKYHj16MGPHjmXS0tIYhmGY6Oho5ttvv2W8vLyYkSNHMikpKQapgyY0qefr16+Zb7/9lunZsyfTv39/djTR5ORkZsyYMYy3tzfTv39/hdFHjYUmdWQYhmncuDGTk5Mjt85U6sgwmtXz8ePHTN++fRkfHx+mf//+zD///MMwDMPk5OQwM2fOZLy9vZmAgAAmPDzcIHUojKZ1DAgIYLp3785MmjSJSU9PZxjG+Ou4dOlSpmnTpoyfnx/779ChQ0xoaCjj6+vLdOvWjQkMDGRkMhnDMAzz33//MX369GF69OjBTJ06lREKhQzDGP/3j7b1zDNr1iy5WSFKUz0vXbrEuLu7y6WdO3cuwzDGX09iWMHBwUzPnj2Zbt26MTt27DB0cbSi6jNy4MABxsvLi+natSuzZs0aNr2234XGZMOGDUyPHj2Ybt26Mb/99hvDMKrPnanW8+zZs8yPP/4ot640ncv81x/6+l02tmvMvDru2bOHadCggdxnc+PGjQzDMMyFCxfY9+3s2bPZOprSNUn+c6mv96ix1TN/HR8/fsz069dPIY2pnUsOw6jovE0IIYQQQgghhBBSiFLRFYIQQgghhBBCCCGGQYEFQgghhBBCCCGE6IwCC4QQQgghhBBCCNEZBRYIIYQQQgghhBCiMwosEEIIIYQQQgghRGcUWCCEEEIIIYQQQojOKLBACCGEEEIIIYQQnVFggRBCCCGEEEIIITqjwAIhhBBCCCGEEEJ0RoEFQgghhBBCCCGE6IwCC4QQQgghhBBCCNEZBRYIIYQQQgghhBCiMwosEEIIIYQQQgghRGcUWCCEEEIIIYQQQojOKLBACCGEEEIIIYQQnVFggRBCCCGEEEIIITqjwAIhhBBCCCGEEEJ0RoEFQgghhBBCCCGE6IwCC4QQQgghhBBCCNEZBRYIIYQQQgghhBCiMwosEEIIIYQQQgghRGcUWCCEEEIIIYQQQojOKLBACCGEEEIIIYQQnVFggRBCCCGEEEIIITqjwAIhhBBCCCGEEEJ0RoEFQgghhBBCCCGE6IwCC4QQQgghhBBCCNEZBRYI0bPo6Gg0a9asWI9x9epVuLu74+zZsxqlf/LkCRYuXFikY3p6euLp06c67Xvy5Em4u7tj06ZNcusZhkHnzp3h4+OjdZ7NmjVDdHS02jRbtmzBkiVLtM6bEEIIKWnFff0we/Zs7Nq1S+v9Xr9+jdGjR8PX1xe+vr749ttv8eDBg2IooSJdrj3c3d3h6+sLf39/BAQEwMfHB7/88kuRy7JkyRJs2bIFADBq1Ci8evVKbfqRI0ciKSlJ4/SEmDq+oQtACNHe4cOH4evri71796Jnz56Fpn/16hViY2NLoGSqVa5cGSEhIZg8eTK77sGDB8jJyYGlpaUBS0YIIYQQVSZNmoQff/wRXbt2BQDcv38fY8aMwZUrV2Bvb2/Ywqmwd+9eODo6AgAyMjLg7++POnXqoFOnTnrJf+fOnYWmuX37tlbpCTF1FFggpASlp6fjp59+wrNnz8DhcNC+fXtMnToVfD4f169fx9q1a8HlclGvXj2Ehobi0KFDcHNzk8vj3bt3uHfvHv788094e3vj0aNH7BOOzMxMLFu2DA8fPgSPx0OXLl0wcOBAbN68Genp6ZgzZw4CAgKwdOlSnDlzBgBw7949djkhIQELFy5EYmIi4uPj4erqio0bN8LJyUlpfW7duoVVq1YhJCQEAJCWlobOnTvjjz/+gJ2dnVzaOnXqICYmBg8fPkTz5s0BAKdOnYKfnx9u3rwJABCLxVi5ciXu3LkDHo+Hxo0bY86cObCxscGDBw+wdOlScDgcNGrUCDKZjM376tWr2L59O8RiMSwsLDBr1qxibzVCCCGElBR9XD/kN2TIEDRt2hQPHz5ETEwMWrRogVWrVoHLVWzMHB8fj6ysLHb5yy+/xMaNG8Hj8QAA//vf//DHH39AKBQiOzsbs2bNQteuXbFlyxZERUXh3bt3iIuLQ+PGjfHVV18hKCgI0dHRmDFjBnx8fLBlyxa8fPkSCQkJSExMRN26dREYGAgbGxu5cuj6W29jY4OGDRsiIiICVlZWCAwMhJWVFbKysnD8+HHcunVLab4ZGRmYN28enj17BmdnZ/B4PLRo0QJAbkuKTZs2oVGjRjh+/Dj27NkDLpcLBwcHrFq1Cps3bwYADBs2DDt27MDgwYPZ9EePHsX+/fvB5XJRvnx5LFiwADVq1MDs2bNhY2OD58+f4+PHj6hZsybWr18Pa2trbN68GZcvX4ZAIICDgwNWrFgBZ2fnwt84hJQg6gpBSAlatmwZ7O3tERISghMnTuD58+fYvXs3kpOTMXPmTKxZswanT5+Gh4eHyhYGR44cwddffw0nJyd4e3tj79697LbNmzdDKBTi3LlzCAoKwsOHDxEVFYVJkyahZcuWWLFihdrynT17Fk2bNsXRo0dx5coVWFhY4PTp0yrTf/XVV8jMzGSbKZ45cwYdO3ZUCCrkCQgIYPPLzs5GWFgY2rdvz27fvn074uLicPr0aZw+fRoymQyrV6+GSCTC5MmTMXv2bAQFBcHDwwM5OTkAgMjISGzYsAE7duxAUFAQli5diokTJ8pdBBFCCCGmTB/XDwVFRUVh//79CA4Oxt27d/HXX38pTbdw4UIsW7YM7dq1w+TJk3HgwAE0atQItra2eP/+PUJDQ3HgwAGEhIRgypQp7E01AISFhWHnzp04d+4cQkND8fr1axw8eBALFixguxUAwOPHj7F582acP38efD4fW7dulStDUX7rIyIicP/+fXz55ZcAgJcvX2LdunUIDg7Ghw8fVOa7efNmWFhY4MKFC9i0aRPevHmjkPezZ8+wdu1a/PrrrwgJCYGnpye2b9/OXm/t3bsXlSpVYtPfuXMHv/76K/bt24fg4GD4+Phg/PjxYBgGABAeHo5du3bh3LlziIuLw4ULFxATE4O9e/fixIkTOHnyJL766is8efKk0HoTUtIosEBICbpx4wa+/fZbcDgcmJmZYcCAAbhx4wYe3toZ1AAA4bRJREFUPHiAWrVqoW7dugCAXr16KUTqAUAkEuHEiRMICAhg012+fBkxMTEAgNDQUPTt2xc8Hg9mZmY4cOAAPDw8NC7fsGHD0Lx5c+zZsweLFy/Gy5cv1f5oczgc9O3bF6dOnQKQO5ZCv379VKb39fXF5cuXIRaLcfnyZXh6erJPPPJenwEDBkAgEIDL5WLIkCG4efMmXrx4AT6fjzZt2gAAfHx8YG1tDSC3qWFcXByGDx8Of39/TJ8+HRwOB1FRURrXmxBCCDFmRb1+UKZTp07gcrmwsbFBtWrVkJqaqjSdj48Pbt26hdWrV6NmzZo4ceIEevbsiejoaLi6urItF9euXYsjR44gMzOT3bdt27awtbWFhYUFnJ2d2YcJVatWRUpKCpuuR48eKF++PLhcLvr27Ytbt27JlUHb3/phw4bB398fvr6+mD17NmbOnInGjRsDACpVqgRXV9dC871z5w4CAgLA4XDg6OjIdgXJ786dO2jXrh0bPBg+fLjasZ1u3rwJb29vtptG7969ERsby44Z1b59e5iZmUEgEKBOnTpITU2Fi4sL6tati169emHVqlWoV68eunTpovIYhBgKdYUgpATlb76ftyyRSMDj8dhodR5lzRHPnz+PtLQ0LF26FMuWLQOQe3O/f/9+zJw5E3w+HxwOh00fExMDCwsLuTw4HI7cscRiMfv3mjVr8OTJE/Tp0wceHh6QSCQK5SqoT58+CAgIQL9+/ZCenq42kFGhQgXUr18f169fR1BQEGbPno3k5GS51yM/mUwGsVisUGYA4PP5bJo2bdpg48aNcvV2dnbG5cuX1ZadEEIIMQVFvX5QJv/1Qd7v7OHDh3HkyBEAQMOGDTFy5EicOnUK06dPR9u2bdG2bVtMnjwZI0aMwMWLF9G6dWv88MMPGD58OL766it8+eWX+Omnn9h8zczM5I6Z99tdUP6HDDKZTKEO6n7rlck/xkJBVlZWGueb/7XNX8b86/Jfd+Xk5OD9+/eoVauW0mMru6ZiGAYSiQSA8nPC5XJx4MABPH36FHfu3MHy5cvh4eGB+fPnKz0GIYZCLRYIKUHt2rXDwYMHwTAMRCIRjh07hrZt26J58+aIjIzEs2fPAAAXL15EWlqa3I8VkDto49ixY/Hnn3/i6tWruHr1KhYvXozff/8dWVlZaNOmDU6dOgWZTAaRSIRJkybh/v374PF47I+Wo6MjPnz4gMTERDAMgz/++IPN/9atWxg2bBgCAgLg5OSE0NBQSKVStXVycXFBkyZNsHDhQvTt27fQ1yAgIAB79uxBeno66tSpI7etffv2OHLkCMRiMWQyGQ4ePIivvvoKderUAcMwuH79OgDgypUr7JOV1q1b4/bt23j9+jUA4Pr16/Dz84NQKCy0LIQQQogpKOr1g6YGDhzIdkcMDAxE+fLlcezYMVy4cIFNk5KSgoSEBNSvXx/3799Hw4YNMWLECLRq1QpXrlwp9LpBmStXriA9PR0ymQzHjh1TGGSxuH7r1eXbvn17HD9+HDKZDKmpqbhy5YrC/h4eHrhz5w7i4uIA5HZXXbNmDQDIXXvladeuHc6dO8fOFnHixAnY29ujWrVqKsv47Nkz+Pj4oFatWhgzZgyGDx+O58+fF6nehBQHarFASDHIyspSGFDoyJEjmD9/PpYtWwZfX1+IxWK0b98eY8eOhZmZGdavX49Zs2aBy+WiYcOG4PP5crMlPHv2DP/99x+2bdsml29AQAC2b9+OU6dOYcKECQgMDIS/vz+kUim8vb3RrVs3REVFYePGjRg/fjy2bt2KAQMGoE+fPqhQoQK+/vprNq/x48dj9erV2LZtG3g8Hpo3b65Rl4J+/fph8uTJ2L59e6Fpu3TpgkWLFmHKlCkK28aNG4dVq1YhICAAEokEjRs3xoIFCyAQCLB161YsXrwY69evR7169dgBJWvXro0lS5Zg6tSpYBgGfD4f27dvl3siQQghhJiC4rh+KAo7Ozvs3bsX69atw+rVq2FpaQkzMzN89913aNOmDWrXro1Lly7B29sbAoEAbdq0QWpqKjIyMrQ6Tvny5TFq1CgkJyfjyy+/xNixY+W2F9dvvbp8J06ciEWLFsHLywuOjo4KD0OA3KktZ8yYge+//x5AbsvM5cuXAwC6du2KQYMGyV23ffXVVxg+fDiGDRsGmUwGR0dH/PLLL2pbmdStWxdeXl7o06cPrKysYGFhQa0ViFHiMIW1cyaEFLuMjAxs27YNEydOhKWlJf755x+MGTMGN2/e1PmpAyGEEEJKt9Jw/bBlyxYkJydj4cKFhi4KIaQIqMUCIUbAxsYGAoEAffv2BZ/PB5/Px8aNG03mooAQQgghJY+uHwghxoJaLBBCCCGEEEIIIURnNHgjIYQQQgghhBBCdGY0XSFkMhkyMzMhEAio+RYhhBCSD8MwEIvFsLa21ngqOaIbuh4hhBBClFN3PWI0gYXMzEy8ePHC0MUghBBCjFadOnVga2tr6GKUanQ9QgghhKin7HrEaAILAoEAQG4hzczM9JZveHg4GjZsqLf8jFVZqGdZqCNA9SxNykIdgbJRT0PXUSQS4cWLF+xvJSk+dD2iu7JQR6Bs1JPqWDqUhToCZaOexlJHddcjRhNYyGtuaGZmBnNzc73mre/8jFVZqGdZqCNA9SxNykIdgbJRT2OoIzXNL350PVI0ZaGOQNmoJ9WxdCgLdQTKRj2NqY7KrkeooyYhhBBCCCGEEEJ0RoEFQgghhBBCCCGE6MxoukKoIxaLER0djZycHK335fP5+O+//4qhVMbFEPW0sLCAm5sb9fklhBBCCCGEkDLMJAIL0dHRsLW1RfXq1bXuX5qZmQlra+tiKpnxKOl6MgyDxMREREdHo0aNGiV2XEIIIYQQZaJ+HgtJanyxH8cBQMSFYj+MQVEdNcO3q4CqE/6nl/IQYupMIrCQk5OjU1CBFB8OhwMnJyfExxf/DzghhBBCSGEkqfGoOe+EoYtBypCIwD6GLgIhRsNkxligoILxoXNCCCGEEEIIIcRkAguEEEIIIYQQQggxPhRYKIIXL17A3d0dFy9e1Gn/9PR0/PDDD4Wmc3d31yl/QgghpLQKCQmBt7c3unbtioMHDyps/+eff9CnTx/4+flhzJgxSEtLM0ApCSGEkLKBAgtFcPLkSXTv3h1HjhzRaf/U1FQ8e/ZMz6UihBBCSrfY2Fhs2LABhw4dwunTp3H06FG8evVKLk1gYCAmTZqE4OBg1KhRA7t27TJQaYmhREdHw93dHYMHD1bYNmfOHLi7uyMpKckAJfts0aJF8PT0xIYNGxS2nTx5Er1794afnx969uyJefPmIT09vdjLdO/ePfj4+BQpj8ePH6N3797w8vLCsGHDEBcXp1U6kUiEhQsXwtvbG97e3li5ciWkUqncvrdu3YK/v79Cnps2bcKSJUuKVH5CiPYosKAjiUSC4OBgTJkyBf/++y+ioqIAAKGhofDz84Ovry/GjBmDjIwMnDx5ErNnz2b3HTJkCO7du4dly5YhLi4O48ePBwBs2LAB33zzDbp3744BAwbQwIiEEKPw9FUCYpOyDF0MQlihoaFo3bo17O3tYWVlhe7du+PCBfnh3WUyGTIzMwEA2dnZsLCwMERRiYGZm5sjMjIS79+/Z9dlZWUhLCzMgKX67OjRozh06BCmTJkit/7JkyfYunUrdu/ejeDgYAQHB4PH42Hx4sWGKagWRCIRJk2ahHnz5uH8+fPo3r075s2bp1W6gwcPIikpCWfOnEFwcDAePXqE8+fPA8gd1H3Dhg348ccf5YINHz9+xKRJk7B79+6SqSghBsAwDDL+uQWZRGTooigwiVkh8rv6IAqX/4rSOL1UKgWPx9MobddWVeHZsqpGaa9du4bKlSujRo0a6NKlC44cOYIff/wR06dPx65du1CvXj2sX78ep06dUjkN5Pz58zF06FBs3boVb9++RUREBI4cOQIul4uZM2ciJCQEI0eO1LiuhBCib0/DojH3UO4FeBcHG3h6uaNRCzcDl4qUdXFxcahQoQK77OzsjCdPnsilmT17NkaMGIHly5fD0tISx44d0+oY4eHheilrfsZyM1ucDFlHByXreDwevLy8EBISgrFjxwIALl26hM6dO8vdgF69ehXbt2+HWCyGhYUFZs2ahWbNmiEhIQELFy5EYmIi4uPj4erqio0bN8LJyQmenp7o1asX7ty5g5iYGHh5eWHmzJkKZXj58iWWLFmClJQUcDgcjBw5EgEBARg0aBAYhsGoUaOwaNEitGzZkt0nPj4eDMMgJyeHrcfkyZPx8uVLACi0XD4+Prh27RpSUlIwceJEPHz4EP/88w/4fD62b98OFxcXeHp6okuXLnjw4AHS09MxYsQIDBo0SK7sIpEIa9euxf379yGVSlG/fn3Mnz8fNjY2OHz4MMLDwxEYGCi3z9OnT2FjY4MWLVoAAPr27Yvly5cjOTkZDg4OGqUbMWIEvv32W3C5XCQlJSEtLQ12dnYAclsqZGdnY/ny5di8eTOb3/Hjx9GiRQvUrFmzRLs+Gfvn2tjLpy9loZ5hYWHgJ76B7f3DyKnWEtn1uhm6SHJMLrBgLE6ePMk2E/P29sb06dPRo0cPuLi4oF69egCAqVOnsmkLU61aNcyaNQu///473rx5g7///htVq2oW5CCEkOLwNCwaZ35/yi6nJmezyxRcIIbEMIzCuvwzFeXk5GDevHnYu3cvGjdujD179mDWrFnYsWOHxsdo2LAhzM3N9VJeIPeCMO8GqrQydB0jLihfHxAQgJkzZ7KBhaCgIMydO5cNLERGRmLDhg3Yt28fHBwc8PLlS4wYMQKXLl3C2bNn0bRpU4wePRoMw2D06NE4ffo0++AnKysLhw4dQmxsLLp27YqBAweiSpUq7LElEgnGjRuHmTNnolu3boiNjUW/fv1QrVo1HDp0CO7u7ti7dy8cHR3lytyhQwecO3cOnp6ecHd3R7NmzdChQwd07NgRAAotl1AoRHBwMM6dO4dp06bh1KlTqFu3LsaPH49Tp06xr0VOTg5OnDiB2NhYBAQEKJy/HTt2gMfj4eTJk+BwOFi/fj3Wrl2LxYsXY+DAgUpf748fP6JixYrsspmZGRwdHREbGysXWCgsnUAgwNq1a3Hw4EE0bNiQDbx06dIFXbp0wb179+SOO2HCBADAli1blL8Riokxf64N/ZksKWWhnnl1zHgmQtx9wNGCh4oGqLNQKFQZeDe5wIJnS81bFQBAZmamyhYDukpMTMSNGzcQHh6Offv2gWEYpKWl4caNG3Lp0tPTkZmZCQ6HI3cRJBaLFfIMDw/HtGnTMHz4cHTv3h1cLlfphRMhhJSUq+efQyyW79MqFktx9fxzCiwQg3JxccGDBw/Y5bi4ODg7O7PLL168gLm5ORo3bgwA6N+/PzZt2lTi5STGoWHDhuByuQgPD4eTkxMyMzNRp04ddvvt27cRFxeH4cOHs+s4HA6ioqIwbNgwPHjwAHv27EFkZCRevnyJJk2asOk6d+4MIPc96eTkhNTUVLnAQmRkJIRCIbp168am69atG27evIlmzZqpLLNAIMC6deswc+ZM3Lt3D/fv38esWbPQpk0bbNy4sdBy5R2vSpUqKF++POrWrQsAqFq1KlJTU9l0gwYNAofDQcWKFdG+fXvcvn0bDRo0YLdfu3YN6enpCA0NBZB7Devk5KT29ZbJZErXF2xBrEm66dOnY/LkyViwYAEWL16MVatWqT02IcRwTC6wYAyCg4PRunVr/Prrr+y6LVu24MaNG0hKSsKrV6/wxRdfsNubNWuG169fg2EYREdH4/nz5wAAPp8PiUQCALh//z5atWqFgQMHIj09HYsXL0anTp1KvnKEEPJJanK2VusJKSlt27bFli1bkJSUBEtLS1y6dAlLly5lt1erVg0fP35EREQEatasiStXrqBRo0YGLDExND8/PwQHB8PR0VFhwD+ZTMbesOeJiYmBs7Mz1qxZgydPnqBPnz7w8PCARCKRe/CTv1VLwQdJeXkXxDAMe/2nyvHjx+Hg4IDOnTvDz88Pfn5+GDduHDw9PZGUlIRdu3apLZeZmRn7t0AgUHkcPv/zrYBMJgOXKz/8mkwmw9y5c9mWEpmZmRAKhWrLXqlSJblxwsRiMZKTk+Hi4qJxurCwMDg6OqJGjRoQCATo1asXli1bpva4hBDDosEbdXDy5EmFPmiDBg3C8+fPsWbNGsycORO+vr549eoVRo8ejbZt26JSpUro0aMHAgMD2aY6Tk5OqFy5MoYMGQJvb288e/YMvr6+GDZsGNzd3REdHW2I6hFCCADAzsFSq/WElBQXFxdMmTIFQ4cORUBAAHx8fNC4cWOMGjUKT58+hZ2dHVasWIEff/wRvr6+OHHiBJYvX27oYhMD8vf3x4ULF3Du3DmFGQ9at26N27dv4/Xr1wCA69evw8/PD0KhELdu3cKwYcMQEBAAJycnhIaGKsxOoE7ejfGlS5cA5M5ocvHiRbRt21btflwuF2vXrsXHjx/ZdZGRkXB1dYWdnV2Ry5UnKCgIAPDhwwfcvn0bHTp0kNverl07HDx4ECKRCDKZDAsWLMD69evV5tmkSROkpKTg4cOHAIATJ06gadOmKFeunMbp7t69ixUrVkAikUAmkyEkJAQeHh5a148QUnKK3GIhIyMDAwYMwP/+9z+4ubkhNDQUK1asgFAohJeXl8Iot6VBSEiIwjonJyc8fvwYgPIxFVT198o/VeXvv/+uNE1eCwdCCClJtetWwIM7ioPl1q5bQUlqQkqWr68vfH195dbt3LmT/btjx47sU1ZCXFxcUKtWLdja2sLe3l5uW+3atbFkyRJMnToVDMOwAxxaWVlh/PjxWL16NbZt2wYej4fmzZuzM4FpQiAQYNu2bVi2bBm2bNkCqVSK8ePHo3Xr1mr36927N7KzszFq1CiIRCJwOBxUr14dv/76K3g8XpHLlSc6Ohq9e/dGTk4O5s+fj5o1a8q1Ivjhhx+watUq9OrVC1KpFPXq1WNnOlM1eKNAIMDPP/+MJUuWIDs7G/b29mwXhtjYWIwePRo7duyAi4uLynSjRo3C8uXL4e/vDy6Xi+bNm2PatGla148QUnKKFFh4/Pgx5s+fj8jISAC5A8DMnTsX+/fvR6VKlTBmzBhcv36dftgJIcQEvXymfMpbVesJIcSYuLm54dGjR+zynj175Lbnf3Dj5eUFLy8vhTy6devGjldQ0NWrV9Uu56lbty4OHDigdJu6h0eDBw/G4MGDlW7TtFyNGjWSW541a5Zc2u+++06hm5CHhwfOnDkDALCwsMCiRYuUHkfV4I0A0LhxYxw/flxhvYuLC06fPl1oOjMzs0Kn1sxfzvwmTpyodj9CSPEoUleIY8eOYdGiReyASU+ePEG1atVQpUoV8Pl8+Pr6KswrTQghxDTQGAuEEEIIIUQTRWqxULDpk7J5pWNjY7XKU9n0FXw+H5mZmboVEijSvqbEEPUUiUQlOm9sWZijFqB6liamXEdLKy6ysxQHHrO04irUy5TrqamyUEdCSNmhqoUFIYToQq+zQhQ2r7QmlM0b/d9//+k8ZWRxTDdpjAxVTzMzM7npjYpTWZijFqB6liamXkczROPM70+BfFNOCgQ89AhoJDfdpKnXUxOGrqO6eaMJIcpFR0ejc+fOaNmyJQ4ePCi3bc6cOTh58iTu3LkDR0dHA5UQWLRoEW7evAlfX1+5cclOnjyJwMBAuLm5sbNNWFpaYtasWWqnqdREs2bNEBISguTkZOzcuRObN29WmfbJkyc4fvw4lixZgqdPnxaaXt+kUilWrFiBW7duQSqVYuTIkUq7YKhLd/fuXaxevRoSiQQWFhaYP38+OxUtkPuQbMyYMejfvz969OgBABgwYACysz+3znvz5g2++eYbzJ8/v5hrTIjp0mtgwcXFBQkJCexywXmlCSGEmI684EHoodwn9XYOlvD0cpcLKhBCiDEzNzdHZGQk3r9/D1dXVwBAVlaW0bRAOnr0KK5du4aKFSsqbGvZsiV++eUXdvnq1auYOHEirl27JjdNpK4aNWpUaJDg1atXbOtjTdLr25EjR/D27VucOXMGmZmZ6N+/Pxo0aCAXGFCXrm7dupgyZQp27dqF+vXr488//8SMGTNw8eJFAMCjR4/w008/ISIiAv3795fLL8+VK1ewbt06TJ48uWQqTYiJ0ut0k02aNMGbN2/w9u1bSKVSnDlzRmHaGkIIIaYjfxBh8vzOFFQghJgUHo8HLy8vuRm9Ll26hM6dO8ulu3r1Kvr164eAgAAMGDCAHfQxISEBP/zwA/r37w9PT08MGTIEiYmJAABPT09s2bIFgwYNQqdOnbB69WqlZXj58iWGDBkCX19f+Pn5sVM8Dho0CAzDYNSoUXjw4EGhdWnTpg3i4+ORlpaG2bNnY+zYsejZsyfWrFkDkUiE5cuXo1evXvDz88Ps2bORkZEBAHjw4AH8/f0REBCABQsWQCbL7eJ27949durNzMxMzJkzB927d4e3tzfWr1+PmJgYbN68GQ8ePMCcOXPk0qenp2P69Onw8fGBr68v2yIAyA1AbNmyBQMGDICnpyd+++03AEB8fDxGjhyJXr16oVevXti4cSNbN39/fzx9+lShzn/88Qd69+4NPp8POzs79OzZE8HBwRqnMzMzw40bN1C/fn0wDIN3797BwcGB3W///v348ccfVba+TUlJwaJFi7Bq1SrY2toWeo4IKcv0GlgwNzfHypUrMXHiRHh7e6NmzZpskyJCCCGEEEJKWkBAgNzNaFBQEHr16sUuR0ZGYsOGDdixYweCgoKwdOlSTJw4EVlZWTh79iyaNm2Ko0eP4sqVK7CwsJCb1SArKwuHDh3CkSNHcODAAbx7907u2BKJBOPGjcOQIUMQEhKCnTt3Yv369Xj06BEOHToEANi7dy9atmyptg4Mw+Do0aOoU6cO23UjJycHZ8+exYwZM7Bjxw7weDycPHkSwcHBcHZ2xtq1ayESiTB58mTMnj0bQUFB8PDwQE5OjkL+mzdvhlAoxLlz5xAUFISHDx8iKioKkyZNQsuWLbFixQq59MuWLYO9vT1CQkJw4sQJPH/+HLt37waQ27XAwcEBR44cwebNm7Fu3ToIhUIcO3YMbm5uOHXqFA4ePIi3b98iPT0dAHD69GmF2SkAICYmBpUqVWKXK1asiI8fP2qVTiAQICEhAR06dMDq1avx/fffs+nWr1+Pr7/+WuXrvnPnTnTs2FFp2Qgh8vTSFSL/4C9t2rRRGkksTaKjo9GjRw/UqlULHA4HYrEYzs7OWLFihdKmbIU5efIk/vrrL6xcuRKjRo3CsmXL4OLiojTt5s2b0bZt20J/gPJzd3dXO50RIYQQQkhp1bBhQ3C5XISHh8PJyQmZmZmoU6cOu/327duIi4vD8OHD2XUcDgdRUVEYNmwYHjx4gD179iAyMhIvX76Ue7qd1/LBxcUFTk5OSE1NRZUqVdjtkZGREAqF7NSQLi4u6NatG27evFnoWAl5LQ04HA5EIhFq1qwp1xUh/7gv165dQ3p6OkJDQwEAYrEYTk5OePHiBfh8Ptq0aQMA8PHxwcKFCxWOFRoaijlz5oDH44HH47HTY548eVJp2W7cuIHDhw+Dw+HAzMwMAwYMwN69ezF69Gi516VBgwYQiUTIyspC+/btMXr0aMTExKBt27aYNm1aoa0AlI3fxuUqPhctLF358uVx8+ZN/PPPPxg+fDhq1aqFGjVqqD12XjBE1WtACJGn1zEWyhJnZ2e5iPW6deuwdOlSbN26tUj57ty5U+32+/fvw8PDo0jHIIQQQggpS/z8/BAcHAxHR0f4+/vLbZPJZGjTpo1c0/yYmBg4OztjzZo1ePLkCfr06QMPDw9IJBK5m9j8A47nDbJYMO+CGIZhuw2oU3CMhYKsrKzkjjN37lx07NgRQG7XBqFQiJiYGIUyKRufgc/nyw24HhMTAwsLC5XHLlgvmUwmV6e81yUvT4Zh0LhxY1y5cgV37tzB3bt30a9fP2zduhXNmzdXeZxKlSohPj6eXY6NjVX6EE9VuvT0dNy9exddu3YFAHbchRcvXhQaWLhx4wbq1q0rFygihKhmcoGF9CfXkP5Y8+lxpFIpUnk8jdLaNvGEbeOvdSpXy5YtcfXqVXh6eqJx48b477//cOjQIdy8eRN79+6FTCZDgwYNsGjRIpibmyMoKAjbt2+HjY0NXF1d2R8HT09P7Nu3DxUqVMBPP/2EsLAwCAQC/PDDDxCJRAgPD8f8+fPx888/w8LCAosXL0ZKSgrMzMywaNEi1K9fH9HR0ZgxYwaysrJKbMYGQggp7c6HvkHd6o6oUdnO0EUhhGjJ398f/fr1g729Pfbt2ye3rXXr1ti8eTNev36NWrVq4fr165g+fTquX7+OW7duYeLEiejSpQtiY2MRGhqqEJhQp0aNGhAIBLh06RK6deuG2NhYXLx4EWvXrtVr/dq1a4eDBw+iTZs24PP5WLBgAaysrLBo0SIwDIPr16+jY8eOuHLlClJTUxX2b9OmDU6dOsUGTyZNmoRRo0aBx+MpDYLkHW/u3LkQi8U4duwY2rZtq7aMa9euBcMwmDFjBjp37oznz58jMjJSbWChc+fOOHHiBDp16sR2Tfnpp580TsflcjF37lw4OjqiRYsWePnyJSIiIjS6Pv7rr7/Ylh6EkMLpdYyFskosFuP8+fPsF2OHDh1w8eJFJCUl4dixYzhy5AhOnz4NJycn7Nq1C7GxsVi7di0OHjyIo0ePIjMzUyHP/fv3IysrC+fPn8eePXuwdetWeHt7o2HDhli2bBnc3d0xa9YszJgxA6dOncL8+fPZaYqWLl2K3r174/Tp02q/rAkhhGgmWyTDthNPMGndNUMXhRCiAxcXF9SqVQvVq1eHvb293LbatWtjyZIlmDp1Kvz8/LBp0yZs374dVlZWGD9+PFavXo3evXtjwoQJaN68OaKiojQ+rkAgwLZt27Bv3z74+vpixIgRGD9+PFq3bq3X+v3www9wdXVFr1694O3tDYZhMHv2bAgEAmzduhWbNm2Cv78/Ll++DCcnJ4X9J0yYAIFAwA7y2LFjR3Tr1g3NmjVDREQExo8fL5d+/vz5SEpKgq+vL3x9fVGjRg2MHTtWbRmHDRuGZ8+ewcfHB3369IGbmxs7GKSqwRsHDhyIKlWqwN/fH3379kXfvn3RqlUrAMCmTZuwadMmtemsra2xdetWLF++HP7+/pg7dy7Wrl2rUdflt2/fsjOJEEIKZ3ItFmwbf61Vq4LMzExYW1vrvRxxcXFsxFokEqFx48aYNm0abt++zUZB7927h7dv3+Kbb74BkBuAqF+/Ph49eoRmzZqhfPnyAABfX1/cvXtXLv/79+/jm2++AZfLRYUKFXD27FmFeoWHh2POnDkAcpugZWVlITk5GX/99RfWrVsHILfpH825S4rTg/9iUc7aDHWqOhSemBATFf5vOvv3pmVXaNpNQkyAm5sbO7sDAOzZs0due/7xp7y8vODl5aWQR7du3djxEQrKP8aYsuU8devWZccsKEjVGFi9e/dG7969lW4DgJUrV8otW1hYYNGiRUrTNm7cWOk4AW5ubjhz5gyA3G4VgYGBCmmqVq2KP//8k13OS+/g4MBeaxZUsE75l3ft2qV0n/zdi/Pj8/mYN2+e0m35p39Ul65Vq1Y4ceKE0m159u/fr7Bux44davchhMgzucCCsSg4xkJ+ef3KpFIpvLy82Bv7zMxMSKVS3LlzR65vmqq+bvm9fftWbrRbmUwGMzMztgyZmZlIT09no/B5/ek4HI5cnzlC9O2nX3ODYiHrNG8aSogpeRoWjYhnn1uWpSZn48zvuU/WKLhACCGEEEJdIYqVh4cHLl++jMTERDAMg8WLF2Pv3r1o0aIFHj9+jNjYWMhkMpw7d05h3y+//BLnz58HwzBITEzEt99+C5FIBB6PB6lUCltbW1SvXp0NLNy9exeDBw8GALRt25admePSpUsQiUQlV2lCCCllrp5/joLjr4nFUlw9T7PtEEIIIYQAFFgoVnXr1sWECRMwbNgw9OzZEzKZDKNHj0b58uUxf/58DB8+HH379oWNjY3CvoMGDYKVlRX8/PwwfPhwLFiwADY2Nmjfvj0WLVqEhw8fYs2aNTh+/Dh8fX2xZcsWbNiwARwOBwsXLsTFixfh6+uL69evF0tXEEKA3Ce5eTYtuyK3TEhpkZqcrdV6QgghhJCyhrpC6MDNzU1lP7qC6/v164d+/foppOvRowd69Oihdv8lS5YobP/uu+/w3Xffsct5fcLyjyXh4uIiN+Lx8uXL1VWHEJ08DYtmm4MD1DyclF4cLgeQKc6RzuFSNzNCCCGEEIACC4QQHV09/xxisVRuXV7zcAoskNKEURJUULeeEGIYfLsKiAjsY+hikDKEb1fB0EUgxGhQYIEQohNqHk7KCjsHS6QlZyldTwgxHlUn/K9EjhMWFoYWLVqUyLEMhepICNEWjbFACNGJqpsqutkipY2nlzu4BX4tBQIePL3cDVMgQgghhBAjQ4EFQohOPL3cIRDw5NbRzRYpjRq1cEPNup8HwbVzsIRPv0bU5YcQQggh5BPqCkEI0UneTVXooTAAuTdbnl7udLNFSqXylcyBf9MBAJPndzZwaQghhBBCjAu1WCCE6Cx/EGHy/M4UVCCEEEIIIaQMohYLWoqOjkaPHj1Qq1YtufX/+9//cOzYMTRs2BCdO3fGkCFD2Kkg8/P09ISFhQUEAgEAID09HQ0bNsTKlSthZWWlVVkOHz4MABg4cKDc+pMnT+Kvv/7CypUrtcoPAGbPno1WrVqhd+/eWu9LCCGEEEIIIaTsocCCDpydnXH69GmF9ZMnT2b//uuvv1Tuv2PHDri55T7ZFYlEGDRoEIKCgjBo0CCtylEwoEAIIYQQQgghhJS0UhtYeBoWjavnnyM1ObvE+n7nPe3/999/AQD9+vXD77//rnaf9PR0pKenw97eHgBw48YNbN68GRKJBG5ubli6dCkcHBywatUq3L59GzweD507d8aECROwZcsWAMDEiRNx5swZ7N69GzY2NnB1dWVbP3h6emLfvn1wc3PDvXv38PPPP2P//v3466+/sGHDBuTk5CA1NRUzZsyAl5cXW66MjAxMnToVCQkJAIDx48ejc2fqV0xIWbZp2ZUS/U41Jgxj6BIQQghRRZKRjMxn92DXsoehi0JImVUqAwtPw6Jx5venEIulAIDU5Gyc+f0pAOjlQjguLg7+/v7ssq+vL77//nt2ef78+di/f7/KoMLo0aPB4/GQmJiIihUr4ttvv4WXlxeSkpKwbt067Nu3D3Z2djhy5AjWrl2LH374ATdu3MDZs2chFAoxb948CIVCNr/Y2Fhs3rwZp0+fhr29PcaMGVNot4oDBw5g2bJlqFWrFu7cuYPly5fLBRYuX74MV1dX7NixA69fv8bx48cpsEBIGZeanM3+r8/vVEIIIaQoYk+shTD6GaxqNv4/e2ceH0V9/vHPzB7Jbu6QA0g4EsAgEFAD4n2gFqIgKGC9qraWVutBrbXaetazXlVq1VbrzxtvhYoEVFIvRI5VIFzhPhIgCbmTTbLHzO+P3dnMzs7szu7OZq/n/Xopmes7z3fmO7PzPN/ngCF3aLTFIYikJCENC9VVtR6jgoDd7kR1Va0mH8FKoRBqEUIhVq5cicceewzTpk0DwzDYtGkTjhw5gmuuuQYAwHEcsrKyUFhYiJSUFFx++eU499xz8fvf/x4pKSme9n766SdMnDgReXl5AFyGjh9++MGvDE8++ST+97//YcWKFdi0aRO6u7u9tp944on4+9//joaGBpxzzjm46aabQu4vQRCJgQ08GsCjGIym79R4gGGiLQFBEAShBNfjqtrDc1yUJSGI5CUhq0IIs2pq10eL6dOn46yzzsJ9990HAHA6nTjppJOwdOlSLF26FB9++CH+8Y9/QK/X44MPPsDChQvR1taGyy+/HPv27fO0wzAMeJGfrl7vbS8StjkcDs+6K6+8Eps3b8aECRNwww03+Mg2cuRIVFVVYdasWdiwYQPmzZvndQ6CIJKDGkud5+994HAUPDrdy7H2TiUIgiAIgiCiQ0IaFrJyTEGtjwQ6nc5LkVdi4cKF+Omnn/C///0PkyZNwsaNGz1GgxdeeAFPPPEEtm3bhquvvhpTpkzBnXfeiVGjRnkZFioqKlBTU4OGhgZwHIfly5d7tuXk5GD37t0AgFWrVgEA2trasH//fixcuBBnn302Vq9eDafT28PjrbfewnPPPYfKykrcf//9aGlpQWdnJwiCSB6EsDKBXsn2gXynRptjR/rDzxY9vMrL4EIQBEEQBJHsJKRhYVplGQwGndc6g0GHaZVlAybDeeedh9mzZ3vlQpBj0KBBWLBgAZ544gnk5OTg0Ucfxe9//3vMmjULW7duxZ133olx48bhhBNOwMyZM3HJJZegqKgIZ511lqeNvLw8/OlPf8J1112HefPmIT093bPt1ltvxSOPPIK5c+ciIyMDAJCdnY358+fjoosuwpw5c9Dc3Ize3l5YrVbPcXPmzMG+ffswa9YsXH311bj55puRmZmp8VUiCCKWkYaViX2WBvqdGk1qLHXYu6M/XEzIMUHGBYIgCIIgCBcJmWNBiPmNRFWI4uJiVFdXy27729/+5vlbqNggRe7YG2+8ETfeeCMAVxWHadOm+exz55134s477/Rad8stt3j+Pv/8870SSgqcffbZOPvss33W33XXXbjrrrs8yw888IBPH1566SXZPhAEkRz4C3WYNLkoafIrVFfVQhq2m2w5JmKRTz/9FC+++CLsdjuuu+46XHXVVV7b9+7di/vvvx/t7e3Iz8/H3//+d2RlZUVJWoIgCIJIbBLSsAC4jAvlFcXo7u5GWlpatMUhCIKIO0xmA3qsds+yXbRt04Z6DCvJTQrFOl7y9iQTDQ0NeOaZZ/Dxxx/DaDTi8ssvx9SpUzF69GgArtxCN954I+6++26cddZZeOqpp/DSSy/hjjvuiLLkBEEQBJGYJGQoBEEQBBFZhBn7ZCAW8vYQ3nz//fc45ZRTkJ2dDbPZjOnTp2PFihWe7Vu3boXZbPaEDd5www0+Hg0EQRAEQWgHGRYIgiAIWcTeCnIky4z9tMoySKtNsiyTNDkmYpHGxkbk5+d7lgsKCtDQ0OBZPnjwIPLy8nDnnXdi1qxZuP/++2E2m6MhKkEQAwlVMCOIqBE3oRA8z4OhQuIxBZWfJIjEJivH5Nd4kCwz9of2tUD6tuM4Hof2tSRFKEgsIvf7I/5GcDgcWLduHd566y2Ul5fj2Wefxd/+9jevPEKB2LJliyayirFYLJq3GWskQx+B5OhnPPUxs7cXOgBbt20Fl96o+rh46mOoJEMfgeTop8VigeHoXqQDaGtrRX2M9TkuDAupqalobm7GoEGDyLgQI/A8j+bmZqSmpkZbFIIgIsS0yjJ8snij3+3JgGXtIcX1F86bOMDSEABQWFiIDRs2eJYbGxtRUFDgWc7Pz8eIESNQXl4OAJg5cyZuvfXWoM4xYcIEpKSkaCMwXB+EFRUVmrUXiyRDH4Hk6Ge89fHQBhPs3cD4ceNhzB+m6ph462MoJEMfgeTop9DH7h12NGwEsrNzMDYKfe7r61M0vMeFYaG4uBh1dXVoamoK+libzQaj0RgBqWKLaPQzNTUVxcU0W0cQWlJjqcN7S7eit9uGYTlmzSrahEJ5RTEO7WvB+jX7fLZNPnV40szW85y8d5bSeiLynHbaaXjuuefQ0tICk8mEzz//HA899JBn+4knnoiWlhbs2LEDY8eORXV1NcaPHx9FiQmCIAgisYkLw4LBYEBJSUlIx1osFkyaNEljiWKPZOknQSQyNZY6LPugBpvsNgBAZmsPln1QAwBRU+KHleQCEsPCmeeNxoUXHh8VeaIBwzKAjBGBYcmDLloUFhbitttuwzXXXAO73Y558+Zh4sSJWLBgAW699VaUl5fj+eefxz333IOenh4MHjwYTzzxRLTFJgiCIIiw4H2CM2OHiBgWrrnmGjQ3N0OvdzX/4IMPktJLEAlIjaXO8/eih1dFdXY9ktRY6lBdVYv21h5k5Zgi1s/qqlrY7U6vdUL1hWhcV8HQkexUTB2G6jUHZNcT0WPWrFmYNWuW17qXX37Z8/ekSZPw4YcfDrRYBEEQBJGUaG5Y4Hkee/fuxVdffeUxLBAEkXhIlc72GJhdjwRCPwWFX+jnoX0t2LWjKShjQyADhVKixGhVX6iuqkWn3eGzft13+zE7iTwWXF4bvoaFYSW5UZCGIAiCIAgi9tBc89+7dy8YhsGCBQvQ3NyMyy67DFdffbXWpyEIIsrE2ux6pFDq54Y1Bz3LaowqSgYK8TEMy8jG7UfL5b69tQdyBSf7+hyosdQl1H0GlA0/1VW1svsn2lgnCIIgCIIIFc0NCx0dHTj11FPxwAMPoLe3F9dccw1KSkpw+umna30qIgmpsdThs2Xb0dfRi+woJ7aLJQbKVV9MrM2uR4r21h44weNHcBgFBrlgAbhi3PaBxxAwMIEJaFQRDBScOzaOlTkm1pIEZuWY0Nlqld2mVqle/uFmWNYeAs/xYFgGFVOHxWQlBX+Gn2QZ6wRBEPFP7MafE0Sio7lh4cQTT8SJJ54IADCbzZg3bx6+/vpr1YYFqhsdOonez/p9Vqxb+xM2cRyGggHT2oP/vrcR+/btQ1GJOdriaUow97J+nxU169rhdE+qtw/QdWEYQKaUPBhGvfzxMGZNZhYtVtfFrQcPwfm9G0AzePSCxzjoALiuvdCn+n1W1G7qxGeLl8FkZtFj5QAAG8HBCWCKzDHi/aQyRONaZQ0C6lrlt4nlBuTvZc26Nhzc3a988xyPDWsOorGpCeUnZ2stblhUL2lAn92JveBRJDIWrViyGSYzi3ar0+eYaN0XgiAIgiCIWENzw8KGDRtgt9tx6qmnAnDlXAgm1wLVjQ6NYPsZjRnucKleshw9bp2ry22RdjqBfTtsuHjemZqdJ9rXJth7+V3VKjidgNOdJ1YPJiLXRcpni5fJrud5qJI/Xp5NI+rw/vubAYevwi8lK8eEiooK1FjqsHVDDWx2J3oAQGQskKqnwjHCuZZ9UANIQi/GTypGRcXAz/J/V7VKcZtYbqV7ufzdzwD0ZzBm4ArpOLS3F9fdGFv3/rPFy9ANoBU87OBxvNvw02PlcMmVJ2DROz96TYQZDDrMmFM+YO8Gf3WjCYIgCAGq1kMQ0YLVusHOzk488cQT6OvrQ1dXFz755BNccMEFWp8mIamx1GHRw6vw4O3LsOjhVV4Z97U+z6fvb8aBVit48B6X30idTyvkZnIBbd2RBXdooc14uDaCrJvA4SdwPusjRVaOKaj18Up5RTHOmT7Gs5yVY8LkU4dDr/N+fRoMOkyrLAPQH/ZwBDy2gkO3H9fMMWPzvc41aXKRZ3k9XKETmzbUR2UM+htDQl/9IYRwbAGHDaKxGa3QDn/4G8/lFcXIzjd6rZs5f+CMCgRBEARBELGO5oaFc889F2effTbmzJmDuXPnYu7cuZ7QCEIZQaFtabXCGWFlv7qqFo0OJ3aBw1G3wiPEescyJrP8cNVSkRUUwvVw4pBbEYr1ayP0X24mPJJMqyyDwaDzWidWrhOJ48YPBgDkFaRj4T3n4cJ5E3H6eaM826WKpqCQC541cgkQBaRGg107mry2c4jOGPT37klJ0atSqoWkk71Bth8NplWWKRqLaix12N/U57UvGRUIgiAIgiD60dywAAC///3vUVVVhZUrV+Laa6+NxCkSDkGh3QQOP0ZYoXVlencpPDbJ+limbFKG31liLRBfg6OiWeZYvjbRUvDLK4oxc365ZznZZnFHjS0AABQPz8HCe87z6reSUUdc3aFHwagXK4kC/b17OCfnZRio32fFA/d/jj/f/qmXt1XF1GGKbcSaJ1B5RTFOn+ZrLAKApe9uQp/IyWLpu5tiSnaCIAiCIJKDnj0bXf/u3RRdQWTQPMcCERqC0iCddY6EMpGVY0JDa7fs+limqMSMqamDsO1/uwAgIvkPsnJMstdcq2sTifwNwvHfL3YlkRvIvBDlFcWA+7wL7zkv4ueLJfZsbwQA1B1sxaKHV3ld82mVZV65Eni4jD3ispVbwGEMWGSD8Yw5f8rqQD6fNZY6HGm1wgSgUyaMw+7gsPTd/h+0mnXtsLizh5pE1RSE6g/r1+wDAGyEE1lgUAI2JkuTlpblA1/UonhEDhbeehYA4Ml7V4KThG5wHI8VS7bGlOwEQRAEQSQ+vfWuiR/eLucPGl0i4rFABM9AxqtPqyyDjhVK5rmQznAPVL6HYBk5Og8AUHpcvs8scbjUWOpg7eqT3SaOgw+n/UjlbxBfh/bWHlRX1cbMPUskhCoYNZY6rK7eA8BVHUJ6LwVvDp3bQyEtzYiZ88thMhu82hO8FoT1cl4Cgo+DFmNQDTWWOrz53iZsBYcm8GhWyA/BcTyWfbAZ1VW1nookAmIvDHFpSTuAYzHsCcTIJP3qscoHsiitJwiCIAgiNumt3wlb44Foi5GwkGEhRhhId/byimKUnzTUsyx1YRcU4OZWK/piNLmj1jl/hT4ftTuw3sdvxDfuPRSEcBcOPGwa57aQ3ptYvGeJRHVVLRxO72Si0ntZXlGMvMGuCjezLnMp1329Dtn2eqx2PHnvSr+KthZjUA3VVbXodlsKAqn9djsXVuhGuIbTSBlAYy+1JEEQBKEOeoMTyhx+7c+oe/kP0RYjYaFQiBhhoN3Zhw7PATYcwuRTR+B38yZ5bRMU4K3gYAMwBbqYcVvmI/SDIfRZaXZWi5lVoY1d4NAB13XVqm2xQrsbToyKUVdzf0S7zGcwtLf2yI4Un3spsoBVV9XCyUmMEXAleOwCj8EBZsAHanY/2PMwLCNb5SGQ0SBcw6lgDLTaHagHj+GtVk8IRqjjZm+tO7zlQH94i8lskPVOkHqfEARBEARBJDNkWIgQoShJAxmvzviZ8hcUC5vC+mgiuKIz/joQAoH6poUSIeRv6JBZL6Z+nxXfVa0KauyI5W+F696lYGDv2YO3LwvZICAoicfsDmSg3+MCCF1JjCQMy6CF8y1/yrCM17N/jPUu/9kiMUc0gEeDe91g97pmyJdVBeCTy0FrhBn/QOa7NvDIdFtNeI6HTgevBDGBjAZaGI4EY+ABcGgFkAkGuWEY08ThLUD/GJw0uQg/rTvkkwBn/KQhIctOEARBEASRaFAoRARY/uFmfLJ4I5pbreCiGErgz024/mAbAGDDmgM+2wYy30PIaBwLMRB9UxPuUmOpw+a1bdjW2o2eIMaOkuEj0v0Sy2Vzy/vJ4o148t6VQY336qpatNod2AkOdXFQApXneE9lFel6cR4Np3sm/91XN7i2q2h7r5+92lt78N/3IleRQLjejW4Z5BI3AvAYQwDXGCs/OctrWRpaJWXM2PywjSNaV89QCm/ZtaMJJ57sW91CWiaUIAiCIAgimSHDgsbUWOqwYc1B8ODxEzjsjnDpSH9yLPugBg2tVnRKFNQaSx22WOoBABx84/GjVb4wXMKJtxb6pmSv0CJRm5ryjNVVtejjgMPgUaty7NRY6nxi9xkALMtE/J6J5doEDjx49IFHj9UelDGtvbUHQg96Yzi5n4C4bKQUV0iN69mX7tUVwrl4AOvhxDH3eHA6XRUJIoFwvYUUpj3wb8NjGPgdYzWWOnyyeKPP+g1rDmL5h5tDlhPQ3gDqz1Ahl98ilg1fBEEQBEEkKHzs5hEhw4LGCB+a9W7lqF20bSCVJMFNuAYcdkgUVHGsd7NodniJuza7GgU42kiVnXArLgTqm+DiHi7i88hVtRCPEV5hvZTqqlqfcniAK2v/oX0toQurAqlcx8BjMzh0gQ9K8YplL5kaSx3e/NcPAIDW5m7UWOrAc/6zfewFj1bRHkKyzqYQcoQIxoh60bGRqkgQ7PXmeeDQvhbUrOt/04mfPX/337L2UMhyAtobQMV975as19o7giAIgiAIItGgHAsaI3xoSmOpgeA+2sOJVxfLoWZ9F3gYAKRw8I5rH6B8D8HAK1jpBENKJ3ikAWDBqEpeKI6HZxj4+Kr/CCeOBwuT9NpEiKwcE461WgGJKP7Gjtw9tQEwwjUzPKwkN2IyZ+WYgNb+efhO97+94JEOJqDiVWOpw6rlO3CszTcZYix4yQgGq067y5+Cc4c6mMwGwOpbPUQpkeFB8MgPYFRQShK4y0/OBS2psdTB1idftcIfG9Yc9FlntzuxYslWvwYQuesUDMKY3v3BRsDuhDnNiJmzx4c81qdVluGd9zYBonAIYQyuWLJV9n4bDGSbJwiCIAiCAMhjQVNqLHV+XaQDKUlalgz0NwMs3bYdHDZHIGQjUqXgAN/kje2tPegDjx3gsD+AK71Yrk8Wb0RrqxV28LKeRU70x5sPhOvztMoy6CRPZSAFWy6/Qq1IGY2UzDWWOli7+vzu488gUr/PlcV/a5sVm8B5chYwcPVJb2DxyeKNmo+dYBAMVodFY8pud7rl9B6DOh2DkaU5im0dCmBYuOOh6dDp1b2Sta5IIBhQtPCEEDw1eqz2iFdOKK8oxpjjCwEAlZdOCMuAVl5RjDPOG+1ZFntqOezeRoVWzzuBozwLBEEQBEEQII8FzRA+zIVZOKkKMfnU4QE/euUUwFBLBk6rLHPNsIs+iMUK6p53flKM0dHCvVe4HoISplWWfyXVLCvHhCPumX6rJLGcnFztdgf0AIxgcAA8joFHhQo7W6Rdn8srirF95x5YNrQBCD17vniOWyqz2EtDUPx6rPagztV/f5Vn0+USU4orpVi7e2G382h33y9hrpwHYOtzoMc9cxzNChFKHkhyCrjTyWPfbuXQk0Aqe42lDn7skh4YBpgxZ3zgHYNAMKA4wau2NreDR5ZMBobd4HASWOjA+CjkUoTQq7DQMJHr6OMLgM93APD21JKO8zpwyHGXi42nkq4EQRAJT+yGnxNEwpN0hoVQykCqQfgwbwaHbMmXrslswIY1B7FrR5Pf84kVwA5RObdQlFnhHN+7wxnEfa2x1Pl972oR1y5cj2PgkAEGKSpDEwKxf9cxAMCu7Q1epfemVZbh3fc3AQ5fN2Y5uba6E+tNhs6jNKr5LRqImP8hI0zAhjaYTAa/YSjCWFYzyyxcKwBeBh/xscEo8MJ19A1g6GfS5CKvygBSQ5MUcQ4Bp5PHJrd5ZAp0moydYAk0Ey1XFQKAV24Fb/yPsBVLtvo11DAAjEYdLpqnfb6T9tYe2MFjo0zYhdLbZyc4TIFOdtsecDgOOtjtHEpG52L9bt/kh4Crz5r1JciPSbnfgpT8tKBPS3kWCIIgYgCNy5ATBBE8SWVYEJSbZrsDGdB2JrS9tQdd4LEXPAZJtgnKW6DziePVj4JDpvujPVRlVilPQnVVrWKuAq3i2ttbe8CDxz7wMIDHCe6+iD/CgzXy1O+zYu3aw17n+O97mwC4+lrfYsXmFdvBQHmmXyk5otyyUr/EBo3I0P/j6JUDwh2/n5Vjwpix+di0oR577HakAihQmGd2gkczePCtrrADvYH15KLYBQ7jwGI3OIwGi9QgjD/CdWyUXDWxUi3E3l84b6JXDow94FDuntH233vfc2oyw60C4V1x1G0YExD3VqyCC6kcGTA4JNrSFsQ51RiI7I7I5FvIyjHhqNvjRwvELfnz4uix2sN+njrcY/HDtyz48bMdqtoS7m+33eHymHG/m0+YVhr0+SMd7kEQBEEQBOEhho1oSWVYqK6qRYvdgVpwGAIGxRrNogOuD/MO94e5TUbZSgFgdp9vxZKtsgr1mLH5+HKNd0G6SCSw8zfDplX1h6wcE9rc18MuWQ/0f9jb3Enx1Bh5tlo64C5m4VH1hNJ75RXFLjfmFdsxuCgLC/9wjqJc0v4H83jaRKU7/ckaKjWWOny7vBEA0Ntjx3/f2wSb0+Vdwbr73t7a41HaG9xjrUChvQNuw0IqGGTanR6PgcPg4ITLpbsHwBHwKFHpIVNjqQPDyEfSSNVeQU6hzXpwsMOVdT9ToX3p2cVK+0CFRAiGEFdehP6OKmWU2A4O3QAqwGrpme9FH1wJD8XGNK3IHaStYSEY2lt78NHin/DB4p8wKMcclJGhxlKHw4e8K1J8sngjlryzERWnDMeF8ybKHifc31pw6AWQAx6wO7Hh+wOy+0sTu/aq7RxBEAQxMMRwCT6C0JQYHutJYVgQz/oKSm5vgAR/wTKtsgxvSTKKC+wWuXQDrlm6JqsNZvQr1If2tWDThnqfY6Xu5FqEcbgy2vuqSCazQTNlZVplGT59f7NiaILwYb/fnd9Ajbu73dZ/z9rgUjgZMP0zvSqeM7ncE/6jwPtpAYc94FEGFpkhGKSk5feks++CseWIWzYOLsPJj+BgAJAOIBsM8sCiG7wqBdbhvihK89w2mXVi4494vLm8JOpgt3PoAY/DKmXYsOagoiFCDunIFPo/cQBDIoJ9JwjlCQfiVe908vhk8UZUV9Vq4jmz/MPN2Le7BZ0DHJjaAh7N4DAGOuxwG2amBDDaCWOytdWKnBwzerptsPPuXBwAHOCQCgZZPOPlMSNFuL/ivB4A0NXZP/rEz6e/sdtjtYddxYcgCILQiNidzCWIhCfhDQv1+6zYuqEGfXaH4mezFnHz5RXFGLWxHtu2HfW7nx08HHDNcOaCwSi3F4Nl7SGv8muCIrhrhys2WetkiAPx3tUbWM+Xu8lswIw5/aXghA/7Y5K74i9UQooT/QO4xlKH1AJXfLQ/DyFp7gk12MGDB+/J6m91579Qq3zWWOpkS+8J9w+Ap59Af/UAsTHADqAVLu+XPADbwixBKBwtKMRi48qYsfmosdRh6bubwLnHpOAlYQePVvA4EEAJ3QcePeAwzB2iIaeYOcDjJxX94OBtbFDjURGuAU7Os0UNfVA2LgRS253gg7qrobwD5K6NoIAHuqdas0fU227ReiWvLsD1zDTaHdgNDuNarUgD4wm7aAaPZgAAjxPAwgCXcWHDmoM+40Dp/oqfg6Xv9nuGSMuqijkMDo3gcUIUk4wSBEEQBEFEm4Q3LNRu6oTdzmEnOHQCGCWJRWdZRpNQg+UfbkbtNpcLu7fztDcbvT6m+/eS1nTvdP8rfPxWV9XCZnfgKHjkSpIhAkD1kgZ8tniZZ2Z5144mRcVIKZa7x2oPKoZdSYETjCB9dodn375eB1Ys2YpPFm9EVo4JJrNBVg5pqIS/ZH9t4JHnNpFUV9Wi8pqTAARnNFE2N/XTCpeyL53dVxPiJO1HjUh1ERQoh53zbNeSPj99k6pI4twIu3Y0YeumI+jjOGx051/IcV/VWnfohBqOgscw99+1cCJNcmf8uZNb/cgulHSVG38AQjbAidvzh+ApI8dWP6aBQHf4RxVmhd1wggGDbACDwAblwbH8w83YsOYgbOBhgPe1CZX1cEIH4CRJEkcnXGFDxhBNmD1WO45YbcgUySnkBxGqiHSD9xlTAlYAWXB5pjWAx3B3jhEAnmSvUs8lwLtMq5Pj8NHin1BdVYvcQb6GBbs7zEicdNRfqBtBEARBEEQik/CGhR6r60OxU2E7x4XvVlxjqcOGNQc9ipz8vJYvrtlNZSUF6Fe021t7YANQ5/6YnSBKhrjsgxp02Z2uWV1R/L1URqFv0nhhMcEoYcs+qIHV7vBKDgj0hzk0iU7CcTysVptLmWztAcsyPnKIjTxCG7vcCulQt0FIHMKyzz17L1wHgcYjnX5dk8XhCGJF4hB4xWR7bWIjkPAv779cXo2lDkve3QSe47EDrvsjNU4IxhUHeHQCSFU4fyjw6DeyCDI3goMpgLInXEvhiu4GhwqwcEC5QoASR8FhMFh0wFXpJEPlcf4UdJ7jFT14BOVzF5xog29FiUDGMDUGng1+qiH4Q+kdFAytAAAeLYAnSay/cqJig8uGNQfRBA77wSMfDEa6jZPhItcCB2CTyuvULfMy6nInFy0AgxFuOUORdbfbEJYPBoxoHAjP7Pp3fvS403RI5NgFDu1whWfIGZt2g5N911utNhyw9iHX7dVEXgwEQRAEQSQDCW9YMJlZj3FBTJvnXx5pcH2cL313k8dlPZiZJkFRDeRKLFee7kdwqFD4+BZyEtRY6lyztG6vBunntd3uxBZw4OBSpHjwOOJWHsQyekpN+hFT7QyooPjvcXuCZLk/3MUu/wcl/W1xV80YAxbZMnqj2ANA+JBvg+seDYXLqKBUKNNkNmDPDpfHiMPJAdB57ing/VEvVhLE6eqkYRlixK744r3k2gf6DS+CJ0ogpXIPOHTIrJdTuuSQK/vY7Ul72M8Bv/40ylhCDL04BB6DRcvCdQhNChdZOSbP+OsGDx3gqWghKJ9tkmOEihJK3gxCe4Lxoxm8VzUIKcfAITqpDn0RhwkJfdxpt7u8TNx9FJ4t4flpAo+RUZBVDrmwHsHXSep1w4H3MlgGi/jZP7Svxas6Tpc0LCtAW0oG5G64nrN28BgTpVKpBEEQSUvs5rUjiIQn4Q0LZZMysHFN/yeioGrxcMU07wIHM4Dx0IHjeK/SkEpKoxS1sdhtMm87f+rapMlFAOBRUP29K8XtdAGoB+/1oSyUSbT1uT7Zj/hpTU1/lJKf9VhdGQnkWhAUsR7wyJZR2pxO3vMBLhcqIZdoUMz3X+31nGcPOIwCC47rrxohYDTqAFvoM7X14MG6Z+KVPF6qq2rRY3dgEzgcp1AKUoxStQG1uRS2y+y3N8RfV95twInky2FnGDkibH0Oz9gQro+amXHBe2Q9nO6qMC7vhk8WbwTgCgfZDQ7FYNz9V75+A52PwB/trT148PZlXuuOwTspaiD8hZ6ooTXI4xtCvP9i45/03SPGlZfDd4tghBHCQqTHyLEezqA8VISzit9XWiQIJgiCIPwQwyX4CCJZSHjDQkuTtzq6V+bDVFDqeHeYgRNAARhwHPyGSUiz/IeLNCu75YeD2LrpCOx2JzrBe5Qx4dXZ5J41HSFSXOvAeYwG0g9l8cetnCLrBA8d+uPX/SFNfiaW/KgfzwIl7OBh8JMQkQvQXo/V7qVItIBHCXiw4qoRAN588XvYwjAqCEhn4qUuz+2tPeiC6x4cUVBZWsF7cheES6Ae7QaHchUGDsD1XBzVUHH2bxILHrncHA7w0IOBwcDC6eS9Br/dHWdfxDGesKMj4CE8zUfAoQ48hri39XraVCa81Jna4XB7bPgLpzoKDhlgYIR8n4TSo+GwW+GKrIcTE2TGndSbSYkueL+XGkXH1bs9meRk3+N+Y4hTvoqr0lh+OIge8F7Gid4wx6kQ1nbYfS3EHi30vUsQBEEQRKKT0IaF5R9uxsHdyjNFm90fgMKHaRtccfuAS3nPg/vj0F0b/bMPazCxosgrMaLTvb9OhYK4X+HDtRc8UsFgh+TjnOchCivgPFuFVoT2horaFXsiiE0qHXBVMvDHj6KY6BVLtnrWL3p4lY9hRUh+xsjMhnb7rPGlHbyX+343gGz33zWWOh/lUXptBMRKh+82eFSaRQ+v8tyzAxqphZ1ud+chYKBzu+IveWcjPlm80St0RYnd4HASWE1i79VQE6DfHHi0A9irsdrszzsmGI6BQxYYGGTu90/usWu3c2BZ7+373LHymWCQKdOuYASTCyeJZQ64qxEAwGAwsIKHFcCJotl1J4RqJvJ94+GdfDAShNK+cAedcD37ZWChB6M6xwcv+RfoT6wIuN6t4pwKWhjS6sGjAJANaYrhktMEQRAEQRCaoG4KMw4REioCwE6V83HiCgEOuGalt4NDG1zlBm02JzasOYgjrf1zUT+C86r0EJKsKo63Sf5eL+rTFoXjxV4JteDQCM4nQZkSYsVemI0XezGUVxRj5vxysDrXEErPSIHJbFDVNuByhT8kksWVKM21vOyDzT7lJbshb7D4EZxiHgIvL4pWq8cjpFEjRWqH2ztkj0gGQYGQVvlQ4kdw2AUuYJiHGK09AAQs4LBbZMDSCq0U133u53E/OL8eLJzo2lvdxhIlxM98m/tff7k2YolGiWLcAdd7q120PtC4CpRHQAuCCZNogStURXwPrHAlggwFaeWRHqsd/33PFeImfj/a4T8sV+pNJscR8CHLSYTGp59+igsvvBAXXHAB3n77bcX9vvrqK0ybNm0AJSMIgiCI5CNhDQuffehyS28LoFgISJU1HvAkCdsFDtvAwQYejeCwFRyaRR+QHHwTf2mBMIPaIXLZlcPfNjEHwHtVQQgGcWlLgfKKYhQUuvL8X/HrkzFjznj3Ft9r0a7i+ghx3nY75yrvppIGhbbF5qQt4LADHFoi8OHfDnjGh6u6Q/BjIZgjgjFCJBp9cD2XFnBepTsB+USXYr8XB1zeC2JiKVeCVojDEvzlTrCD93hcxQp73LK3SOTyl/9ADVvBefZ1On09VAI9s0oeU0T0aGhowDPPPIPFixdj6dKleO+997B7926f/Y4dO4bHH388ChISBEEQRHKRkIaFGksdbDYn7HAlZ1TDBncZNjHiJWHWTFBEpPvKJc8LBpvMh+0WcGgNwxigRKjKhFxZu6YGlyP/O/9ZBwCKXgs7A2ZJ8DaQ7Nvdonpm3gleNj5aSOwnVhr2RFCR2gQOtW4Dhg28R6nT+oyk4riQzkZvc3u9iHNttHrde85rJtzpNgQlGuLx4S+Bp9rEoLFC4DdIsO31Y4d6Ay0RG3z//fc45ZRTkJ2dDbPZjOnTp2PFihU++91zzz24+eaboyAhQRAEQSQXCZljQZhZDzdEwR8cQlfQ5VByoVVKihYOUoUsGIR8CwCw5J2NcPIu+bo6+zzZ9ZWuiuBZoDQ7eBQ8homW1SZ4awPQJnOdhDUDOdsoBMmI76dczHU4KIW+EL7VJvyVJuyE9vcmnrABXuFIsc5WDcb9YXDQw+UFJi0XGX5KV2IgaWxsRH5+vme5oKAAmzdv9trnjTfewLhx4zBp0qSBFo8gCIIgko6ENCxoUdpLzef2j3Gq4PmbqTzoLrcnnb3rBg8TXNdWMCBIsYMHg/5YdSX8haYIbdS6K16ESy2pC4QCar2ZEhnf+hqxSzgGUQF/+T6oIGR8wctkxGRE5Td27tyJzz//HK+99hqOHj0a0jm2bNkSsnxKWCwWzduMNZKhj0By9DOe+pjZ0wMdgK3btoI71KT6uHjqY6gkQx8Bdf3MCWLfWMRisSCzt9eTpjvW+pGQhgWGZVQnzyO8aQDvk7OgFzy2gUMhGAyXZOQXlP8u8Ko9DPzRBle5Ty2MCkByz0gTBKEtpxh34YAzD0ecOYF3JiJKYWEhNmzY4FlubGxEQUGBZ3nFihVoamrC3LlzYbfb0djYiCuvvBKLFy9WfY4JEyYgJSVFM5ktFgsqKio0ay8WSYY+AsnRz3jr4yGLCfYuYPy4cTAWjFB1TLz1MRSSoY+A+n7udUfMxeM1Efp4aEMq7G63y2j0o6+vT9HwnpA5FrQwKmhVIi8REGY1G8BjO5zY464eIE6cpoVRAXDlrogn92wCyGc7kMloZQoiiNjlivQ1uCvr02iLQQA47bTTsGbNGrS0tKCnpweff/45zjrrLM/2W2+9FStXrsTSpUvx0ksvoaCgICijAkEQ8Ubgsu8EQUSWhDQsENoizlHQBVfG9mBKyBGJzT3ZS/BQzofRFoOIYTIZK4bqWqMtBpFAFBYW4rbbbsM111yDOXPmYObMmZg4cSIWLFiAmpqaaItHEARBEElHQoZCEARBEJGChwFO2IP4+RAMTwtbromUUBEnjdEiywOhJbNmzcKsWbO81r388ss++xUXF6O6unqgxCIIgiCIpCQiHguffvopLrzwQlxwwQV4++23I3GKuIEFB0OMFjIbrT8KhhLYERrBqhxLsfo8BKLCuNdLucxmu7Eo9w2U6hvca3gY4JA8UzxK9Q0+s/VDdK241LwOSmliU2DHKSm7METXihTYtO1IALLZbq9lBjwW5b6BRblv4HhDPRblvomnchejSNcSdNupjC1uw2b0ovvKgEOlaWPcjmWCIIjEgzxpCSLaaO6x0NDQgGeeeQYff/wxjEYjLr/8ckydOhWjR4/W+lSq0MMJJ1jMM69FG2dGC5eOa9K/g6VvJD6xToETDKx8KnLYLrRy6bJtnGDcj/GGOvxkG4kd9qHgfOwxrhk8DgycYGF0f2zaocMzuW8BAB5pm40mLgNDda1o5dKQx3ahwZkFDgxYcOiDEQCQAhsKdR1o5dJg5Y1wevJ+8jDCARsMnuVK0yYccORhm70YKbDBBj14iWyl+gacn7oF/+k610vuSYYD+FXG1wCAlT3lWNs3Gs1cOsQxagx46MDB4ZFBDlcVB150nBF2jDPU44gzG3m6TuywD3X3g0ca04duPtWzr4npAwsevbwBOnCe/qUxveh235c2zuzpVwbTgz9mLcMn1imotQ+Bndf7yGeEHXbovWQS0MGJIbo2jNQ3wcTYsctRCCuXgruzl2Jx12lo5024MWOVZ/+/tl2CIbp27HfkoUjXCh3DocGZiRYuw7NPKmODndfBCdZz/QyeMaB3j600mBgbAAYXmX7Cmam1+Ht7Jax8Cpq4TAAuxTyFsaPCuA9lhiP4r7UCKYwdd2R9hlc7z8JB5yAcbziMbfYijNAdw6Vp6/FR98lIZWxYZxuF8YZ6LMj4n0euL3vGY13fKPTwRnTwJhjhAA8GDrAoYDtgZBw46r5HrrHoPXYymB6U6hthZvtwespOWGwlaHJmAuCxz1GAe7M+wac9J3n2fyb3LXzXexwc0GGS4QBW95Uhi7XiQ+vJnusyxbgHV6evxqKO6QCAPl6PAl0Hrkv/Fj/0jcLq3jKckVqLJmcmqnvHIYVx4JHs99HLG/CxdQrW20Z5yThC14QZps34oncC9joKAbjG7RBdK9KZXhxx5qCTN/mMA4F8tgMnGvfjIvNGvNJ5DgyMAxZbKbKYbjjBws7rYWQcyGG7cU36dwCA/+s8G5vtw/DX7I8AAAszV6KqZyIqTf2l7nbaB2OTbTjmp63zOp+N1+GYMwND9W0AgLNTd3i23dM6H2MNh3F1+mpZWZ/vuAA3ZnwBlgHW95Xire7TcX7qFrRxZpxgPID3u09BB2+GDk7MMv+I7bYi1DqGyrTEe+4HAx4LM1bgP13n4CTjfpyTug2DdN0yx7i4QfRs/ClrGQBgRc9EtDjTcWX6955t73SfCktfCYbrm3HQMciz/vGcd13bu05FC5cOI+PAdvtQmBkbstluHHLm4QTjfvRwRhxw5qGPNyCLtaKTS4UTOrDgMM5QDx047HPkww4dcthu3Jm1DGv7RmFqyh4cc6bj0fbZcILFBMMhbLEPg1Ls7dkp23GBqQbPdFSihUvDs+739VZbEb7qHQcTY0ORvgVf9R6PM0X3Sthvhmkzvuo9HnvtBdjpGAKOZzBC3wQ9w2GHfSjg991JEARBaA/lWkgWrLstYHQGmEomRluUAYXrVf5OizYML1ezKQw++eQTrF+/Ho8++igA4PnnnwfP87j55pv9HidkmNQiC/ODt7s+eEeaV+OM1J1htUUQBEEQofBWyy89f9/39Myw2tLyN5LwT6SudTJkZ0+GPgLJ0c946+Ohl34Pe9MhFC94BsaC4aqOibc+hkIi93HvI3MBAKV3f6S+KoTomHhD6KPQByA6/fD3G6l5KERjYyPy8/M9ywUFBWhoaPBzROQgowJBEARBEARBEER84+hsxd5H5qL30I7AOxNRQfNQCDkHCIZR75akVBczFP7YciVuyVyJEfrmgPvaeB122Ieihzeij9fjJON+LLFOxkzzT8hm+2OCt9uH4HjDEc/yNlsRODCYYKxTLdcPfaNxSspur3V77fkYqW9CF5+KTNY3SdhhR7bHfRoAPrWeiFnmnwC43HbHG+sBAD2cAbWOISjStSJf1+nTThtnRr0jB/sd+bjIvNFrW6vTjBydq69WzgAz6yo0+VXv8aixDcNFpp+Qwjiwuu84dHAmDNM3o9GZiVJ9I+qcg5DHdqCbT0U7Z8Yv3G7jctQ5clDnzMUpKXvQ7EzHIJ2rGOtG23DssRfCyDhQrGuBjuFQqm/Efkc+MtkeDJe5jzZeByPjxDtdp8LE2jDHbPFs22Irxl5HAdKYPtigw2BdOzieQUXKfkXZIoH4/hCRpc6Rg2K9fPWBTi4VvbwBX/eOxby09aixFaM8iOc2HjnkyMUwfQuOOLIxRPT+AFzjsonLxDmp26MjXBD08gbU2IZhSspeTdrbYR+CsaL3eCRY3TvGa9lisSjsSRAEQWgH5VpIVHoPunTE9g3LkTpsbJSlIeTQ3LBQWFiIDRs2eJYbGxtRUFCg+ngtXA8/W+wKhbBDj793XATAlWwrlXGghzcilbGBAY8eXvk8H1mnAoBPTLdWvNN9WthtfNlbHtbx622lAIA2Lg0MeJncEd4s6qz0Wq6xu1zNNshcow0tpQHP/0736WpF9WKU/iiOOLNhFeVqEPhf7/iAx7/RLdQ6F2LN+2POAVdugYdzPgAA3NX6c7/jJBRK9Q24JeNz3N56VcBrDsCTDFCcP4MFBx04r8z8V6Stxikpe/Bo28UYrGvHZvswn5wbYgxwBJXZX0oG04NuPsWTRwQIPes/Cw4cWAxiO1Goa8c2e7FnWypjgxEOdPBm1e0Fyg/ybd/xQcs4Rn8Edc5B6OGN7jU8fp+xAjscQ7C2bzQKde3o4lLRxpmRy3ajkctEL2/EXPNanJVaiwfaLkUO2w0DnGjjzMhie3DYmQ0j48QofYPnXcOCw/3ZH3sMms90zECDMxt9vF7VeAFcOUo4sCJZlfnEOsVrOQV29EGP36RXY4l1Mpq5dPw9Vz4J792t89HlzmFhZvpwS8ZKrO0bja/6jof4mVqU+wYA4N3uU3CZeS1ua70aocTBvtV9hnvc6mSPN8CBXLYLDVx20G0LzDWvxQ99o1HvdOWGEMbmeEMdfpPhqizwaudZGG+sQy7bjec6f6bYF/GVDdcVVXA9JAiCIOSg3AoEEW00NyycdtppeO6559DS0gKTyYTPP/8cDz30kNanCRpe9JHdq+JjOxkQJ6uUS3QYq+xxDNaoJUbyr4tO3oQ/tlzpTsapffK1vY5C3Nb6C9X7yxkHOLA+SuY73ad7jDVqFKtwjAoAfJIihlNKUOhLM5eBZlFiTMD1vPYiuGfWlaRS23u3yzFEsobBsyJjm/h56nL2X5uPrFM9hkrxPp57xAMttv71HFjc3zYvLFm7ZYxuaulzJ1B9qes8z7rH22cB4NHGmZHDdmOeeR0+753oMSoAgJVPweMdF8u2uaJnImaYNmNN33FY03dcyLIB/setHfqwjApAv1FZQBibO+39752N9pHYaB8Z1nkIgiAIQgt4ngd4Dgyb4AmDyRkl5omIx8Jtt92Ga665Bna7HfPmzcPEicmVrZOIf8JVupOJdX2lOMm4P9piEBHksDPH87fVmerjvRSIqp4TUNVzgsZSDSz0TiAIgiBikdav30Xb6g8x8k+LwRoSP7lv97bV4GcvjLYYhAwR+VKaNWsWZs2aFYmmCYKIMd7uPgNvd58RbTEIIuIcdWZhu60o2mIQBEEQhIeOnz4HAPC2XiAJDAsAAI6LtgSEDDQFQwRkJBjsD+B/lArAN+UkQRBE4vBY++xoi0AQBEEQBBGTaF5uMhYwmQ3RFiGhyFORf4EHcKLK4ZTuZxtZugiCIAiCIAiCUIKz90VbBEKGhDQszJgTuDKAFowDC/V56uOHMrAoFBkTGJWGBb3KBJBDE3PYxT2hp/uLH4bGUZJSQjvy6b4TBEEQRFzDi7ynGz9+KoqSEEokpIZXXlHstVwSwkflRBWXJhWRVZLDNVqMDUG2DACZYDBMcs3KRW2NA4siMF5KmlaJWkdoqACUkjKhmmzEf6EmNeNdHHlIyiZBEARBJBY8T6UDkoGe/TXRFoGQISENCwCQldNfBi0lBAUi0DFZAHQaKiYjZdoqC+H2HBfGLR0CxnNOqZdCKhgIASZpYDAULIpE5xKMIEqFbtTOhhsUrukgP9d6isJZB4nkmwIdKqI43NWEk0SDKdDhRLAYBdbLSDY+Dl8N6QByAu4VmNFx2HeBLNHf8dsL7cmUWZck6a0IgiCSAiY2P7MIDVHjQU1El4T99pxWWeb5O1BV1zTJ8hgVl2WIxpcuX6Y9pdACqSeDoASaAGSF8dAVgfH70E4Ai0kK/R7uXq/kaj4CLPxlvhgHFseL2pbmYVBSzP0ZHACgAIzHY4WN0AtJnFtC6foMBoPjwaI4Bl+KejBgwSA3BmUTGCwjm/jeHw8WDBiMDvC0i1tRGlPx/FIUv0cMUFaexwZ4HhOJUjDIBRtVQwJ98BIEQRCxSMv/3kbrt+9HWwxV8Jr5RxORIp6/of0iDocwB/AGMEq2GyMgTymYsFzzxR/FpWC9ZuAEVSpNRfs5cCnxcgSyBOrB+Fyr/mNdDFZoOx0uw4cSaWCQDsazz2CwXmERmWB8ZpIngUWpe122QrsjwCJPEsahNWIDkBGMrAeFyd0/rQ1SWpPt/jfWXt3iqzYIDEaBRY7ouqtN+pkLBkPA4ESwSA8wlmOdDJl12fB+zpQMb+lwPT9ZslsTC8Gg6M/kNDzCd73ilOERbZ8gCIIgQgkDafv+Y7R+814EpCEGgr7Du3HknQfBOx3RFgVAAhsWaix1frczMn8LngtqDAvCo5uZpW4eLAMMMkL8eBV//JeDhUliAkhxz4ZL8xPInY0FE9AAwbKAwRDIzyM4WDAYCRZ5YJABV5/kcl/o3Yp5DhifGeUcybJ4xnW0251/FFiMA6uYIyMNjMfDI5zBL706RWBkjRYFYFCkodISTvLBIaJjSxXkHQOdYmiJgJZJHoMdZWa4xo1a7wqp9xEDBsVg/SYalVPYY5ExbuOKoBTnwNU/oc8MXONFKfdErLsUBvJGCpV80TtAwAgm6LEYDBfOmxjB1gmCIIhkwdZ0CAdfuAlOa6dnHZMsbnGUP8OHxmX/RM/eTbA3H462KAAS1LBQY6nDsg+CT+pR4FZqBaUjF0zAmdDO9v5yJ1LFV4rcbH+gV8FJYP3GfAtJFtPd7uz+yBMlZfRX8nH25Sdg5vxyz3JWjgmTTx3uyVuRlWOC0ej9GS6WUGoQEAwjKWBQAhYsGBwHnZcngRyB+iNWjBi3spnrNpxIc2SIS5AKf7FQn8dilKQ96QznULBeBptJYHEiWIyQ5C6QMsFtDJFDLnlnkcJVGazgKSHk7hgrqmCSA1f+CTUeLpFGzrgh98wJkrJQrxBPBItshesiEAnvpIFAD1eOl9FgUeg2ppW4r6URLoPCGHd4SKgGzXAI5J2lxnhTquLZ9OcFpUQeGFkvNi1Qkmf5h5sjcj6CIAjCRbLonG3ffwxH61FY91g869R4KnC2Hux9ZC5aV38cSfGIJEetB3FcUV1VC7vdqXp/pU9MQeFbj/62CsGgAbwnNEF4lLPhmjUX7ytHJoAO999mwCuvgBhBGZcmiJS+OlL9fCCzkr9LVCrRnjCSxa6X1sJ7zvPZ58HblwEQFBzvpIsj3Qr+TnAAoutartMxuPjnk1BeUYwXHv8fjjV2e21Xa1mTe2WPBQurQtCAUsiIFJM7/EMPFrXu6yVgBiPbfiaAdsk6udndbLhi7vPdyw4AqeB9DB0Ggw6TJhfhx7WHwHHa/DJPgS7gswD4jt8TwGIPOHRK9hMMANlexiT/iI1LIxQU7OPAYovkugOuvBk/yayPFaQv7jR4G9mkXjL5YNAFHmPAogt8xL0VTGCgBw8lx7yxovGhA+CE97tRDSVg0AegR2XgzgiwOABOsdqOvyuSBqDbz/b+/RhZeSxrD5HXAkEQxACQNLP3Mvjru7PH9WXV+eNK5Jx+6UCJpC1JfG/jhYT0WGhv7QHgmo0u9PO5eDxYrzKKAiazATqd/HHD3PHZaipNyFUhOA6sxw2XgWtWXm4OWrquBCzSEFwmc/GsnFJSQSniahpqOBE6TJTMCDNgVCeRHCu6HkoyqJHcYPDdKyvH5DEqAMDv7jw3YDtqLG0ZcCm4GWBQKJFOaezIvQsDuV4rxX3LVSNRMwOrB4Ny6Hz2nTm/HBfOm4jZl0/yXHu9Xt14CeYVfzzYgPfSIHNNAZeh5iSwskkcgcD3rcAdQiRFbp2rvdj88TLCZSQJtvrLSLCYAB1SwHhVS4lkL4NNJKvkuSPHOEnuFDWkg8F46EJK4hrIG01ALsQOAHiNDHYEkYhw9j5wfT3RFoMg4p6EL7WZ6P0LhRi7JgnpsZCVY0J7aw8ywSDTzwdhf/I2901hGNz31EwArnCK6qpaj5FCgFERHiEg/oAdPjIbjQc7wHGACTyGwjeHQBEY1CvMvmWAwTiRKpoPFu3gPK63BgOgNxjQY7XLHq9WURJX0/CHyax8rkBk5Zhg63Ogx2r3mUXOyjFh4T3neTwixqnIXi8coxbhKuYFOW8rzHrLKaMGgw4z55ejvKLYa+xk5ZgwrbIM5RXFnj6dABY9kA9HYQHPPHkgtSkfDJrCTLNoMhs8hpfyimLP3w898DnQGTgRTD4YNEpkYET/ire4wnUQ0A8gxx2+IPV4UCrvmoHgDAEGgw56Axvy+AWAyWCxIUiPBiMAW8hn7KdAxphlTNGjvbUHJrMBtj4HnE5148LovkuDweCohik7ebiMsDyAFo3aHQsWPeDRCN7z3ssGg8Mq2mdZJixvHLWjq1D0TIoNgwwbm4YqgogFDv5jAbjebpTe/VG0RSESgIRXrmVIFi+N9h+WyK7vO7pvYAWJRWJkCCSkYWFaZRmWfVCjOhxCuBc6lkGNpc6jYAlK1qzblyoeK7hoB4pXn3vNZBze3Ywl724COMgm9JNLiscw8sYoQfkSsNsBvUgDD3V8iatp+GPGnPFY+u4mr491lmUwojQH+3a3eO07UqQICUYAIQ+G+B4ZDDqPYUMwDqnJAzBmbH7AfcTnb2/tQYXb7CM2G+WDQZsfJUWq0InbFIwHgLeCLoZhGfAcDwMYRWNJGuAVBpAHBsfcMuUod0uWQD+tOh2DGXPGy27r7HTlDjEDsAZ5XuEqCWU4f4xwSEEgA4xY8RbuFYCA74gCGaOJgD+TlJIBYRxYbNT4Wgj3UDzexIYtJUODJ+eItc8js9YYwGAUGLSoCIlRQjCelbqNehlgUCDaHkyeEH/GUC1KUZa6jY5DwOAIeK9xWTF1mAZnIIjEhOtVE2hEEP5JEt06KvCcEwwbyRTH6rA1HpRdX//KH4EZfxlgaQg5EtKwIHxkiz+uYQ38cetwcp6kj0IbStUlhI9UocpAoACC/yz6DhdedDzmXD7JR6ERZtOyfeZ4XUYFg0EX0EhiMvfPwI7xI48gd7jvX+k1FivXj921HHZ7vwIlzr8geID4Ox4Izji0a0eTarml7TKi6+1PuZILfZl86vCg4qYrpg7DhjXyL0UlRoJBJ3j0AT65EYRYcbnqGmLExhyl6y0lPSMF6JR3TTUA6FUhu+BhIBduFAqCYUbweOmw2rzOI1AOFn2i5R6rHXc8NF22zeqqWqC1S3ZbqMr2xBC8GUKBYeAV6iMgNWwp3fcaSx12vvsTEGE3/TJJ/hDpj04GgDb0V7EQeyAMcxvh1FYBUYLjeBhT9LjjoelY9PAqtLf2eLWoRTJHIcRkqFtmcd4Tyq9AEARBxCONnz6Prs3VGHbTCzBkF0ZbHM3oObgNrN6IlKGjoy1KQpGQhgWg/+P6vx9+i60b5BUHgXz3rHAmGNjtTlRX1XopvgLiD0Vjit4zCyr3USqtNtDZ3otlH9Rg5vxyzJxf7vOhv+SdjWB5r6hcz1+TJhdh144mxRlIg0GHsknp2LfDhvbWHq8Ed2IMBh1mzBmPTxZvVLwWgseG2KCy6OFVskqo0sy83qCD3e5KktYn2SbOn6B0vLAN8DYOKc02SsNV/CFtV3ql5K7ceLBe9ziQUq6EoFyIjQtGow4XzSvH7qMdqK3e5XMM4w4fkIMFApaGBPo9OvxdbynDRuRg/RbXdZW6yQvVNGrBIdPPrL6AvwSj/jgBLHaA8xgxeI7HfU+7QpUevH0ZMuBSPKUhRalgvLx/lPKGCNfjS7dHkq9ZTz1jwGIXODAIrozjCDA4EMRZ00Vt87w6DyOl+15eUYyR6w/i6C71hjm1iHvkLxwtD65ymX1wGYiKwOAwnJ4xL6wLBqmniVBGWHhPTKss8/sOFBgGBofc7QQjAQvGK7dPsHlrCIIgiNDh+pLZAyb0iQJHRzP0mYN81ndtrgYAtH7zPgouviXk9oPF3taAnv1bkHmC+lDnYDjy5r0AQCFYGpOwhgWB2k2dXrPncq7d6ZKwArGiKv5bXP6svbUHl1x5gs+supCwUS5BmGC0WHjPeT4f+tIPXfEs7K4dTV45BORmIG1oQElJieIsv1gZ9vdRveyDGhza14JNG+q9+ir15PCHYAAYL6P0qs3hIJxLON+ih1ehx2pHNlyzm2LX5WDjl4V2n7x3JXqt3k7rci2JjQomsyGofA5SLpw3UXb2cvdn2xSPGQkWdeBkQ2XUsGlDPYaV5Ko2KtRY6rBreyMA+euhd+cumQIdesP4EVPKzi9gkOQzEStoQkiLUjJHTxui8JpAjAOLNpmKCWoqAmSqaF8PeMavgJzR6CSwiuEjJRorrIMK0oEIGBbUMNmTxJbxGgv+8qoYjTrYbE5k5ZgwZmw+LD8c9PqOGutOcisYFsTvdeF6BXoHAq6xORgsDrnDOEwBzE7ScrQCwYw/giAIInQEN/kjb96XhMpi+F53nN2/L2pXzVcYdP610JnVfPGEz+HX74azqxUZ5WeD0SW8uqoBsRELlPB3qsfq/YGu5rJLFRg5V+msHJPP7Dcgb1AA+j9JlWbXpTPyw2TCBwTkZiAtlgbZ8AJBdrEyLO1THhhPIkG73QnL2kM+Wcylnhz+EJQ+uT4GO8svILSXDxZt4LxnbkN05XY6ArurS2dLlXIShEONpQ4/fK2ceCYdDMbKGGmkI41lGa/MiEJOiGDuHeAaP4zT1ZBciUZxUjp/iTWFcSAOYRDG3SQZ5dFfBRe9jvVS0ORCZYSymYJ3T7CeJWYw3kYktzJZCAYGMD7lQMUwcCUFHeanDwwYjFFRhtNf4Ij4/aKFwhrNnyElzw65vAlK91Ls/ZMB+fEK+Cr4cu918ZHS0At/RrDJYGX7EqpnE0FEAp5z4tALN2PQ+dcibewp0RaHIKKOvfUomAT2bnC0N0GXmadpmweevR6lf/lA0zaVcFqDKUBNxAoJb1hw5R5QVgik2cKlH6BjxubjyzXeH6DifcRKfo2lDiuWbPWbbV7t7Lo4y30wM5NSo8OXMoknp1WWYd07P3qyQpZIVBlBUR8CBlbRLJ3akAMlpS8cpVxQUrMAFINBvuj6hJpx3WbzVvBywaBZMispjrMPxzDij+qqWjid6mPyhYeWlYyRaZVlWLvYAsA3RCKYcJH21h6kgMFEsDACqBNdkwIwXmNTrlIDA9c9kfPs+Fo0HqXK2FCJZ4gxRe9R/k47t9Tr2gfK0aEWpRwqgKviQDlYpIJBVwDPDAYMThJdc3HSTX+I90iBb+iQP2JBYc2Ad7JRAX/eNUplKA0GFhzH+4R5CdVW5FCTP0dubEyrLMNq97MihzS8xh/ScRxs7hWCGAic1k442htxbMVLZFggEp7e+l1ILRrjd59DL9yELAA47awBkSmSOLvbXP92tkKfnoPWb95H67fvIX/mTYCrlx4cHcdCPxEf+fxRRJDEWBWUhDcslE3KcOVYUEgCmJKq98kYLzYUiEMCBCZNLlKMWRbWC6UFBQQFVWl2XTBGFILxmRfV2pW2vKIYeat2oqNBTiXoT5JXLDE4qDVwaKX0iRHiohl31nUx4dSIF7ckzgUg5/gcCW8FQFDkXeS4kzX6oxgMUuByqxfwKPEKylIwxinBiNOfsDL466t0T1JT9bD3ypexFN8LodLB4X9+i237WjCqrMBn/2ByRsghVCaRg2UZMAyQKvPakCsTKqUELJrhDOrKjQMrW00iBwxaJS1FIm5fTSlQKWOhw0440S5Z76/8p9QjQ5pQMpj3hkP0XpfzVhByckgpryhG2rIt6OlQZ8pRkwubYRlUTB1GRgWCIIgoc/i1u1SFQ8SG87h22JrrYG9rQOu37wEAeg5uB4aeAt5hR+ePXwQ4OnGuhrO7HWB10JnUfLHFO+7vwxgpi5LwhoWiEjNKSkrwvYLCFShjvFy+AjVVCKThAMKslpJCIOw/XKZGfSRmJtMzUgAZw4LgTr5pQ71iKUg1hKv0ybW37MNNsNt8VbVwlCwDXA/BCPd1LwCDg+CRCXgpS5G6D0D/vT8JLFi4FKQeUaw/wzK498mLPNnsdWC8cgsE6n+w907qcZIlSd4oltlfn2RlMeqAXgcys1LR2+5S6kaAQRe8vR8GYjZeeL5zALSK1jMsg9mXT/LsI+5nCnwTs2qF3p1Tgpdc69FgfcInIhG3f4K7XzowAcM1AHgMfCkSM1yWwv4C4p8+qeIfzHujxlIHu53zeE0ohUEokZpqAESGBSMAqa/ZiWDhROCEnELlFYKIXWJrVosgiHCR/12yNR7o38O9S+t3H6Dt+4896zmHDaw+EoWmY4MDz/4KACVmjAaR+UKOMfx9qHrqucsgKBQngMWJksSNgZhWWQaDwXuey5+Cp7R/pGbJxQhKYFaOCTPnl+PCeRMxc365z/pou16Pr8gM6poGwmQ2gAWDE6HzxFQXgsUU6LxmXCN9H4R7rwPjTmTHeErXAf2z/8GMqXDuXXlFMWbOL/csZ4LxyR0QSIkKdE+uX3iG5wevAKxXYlRxaEskPbyE53gUWJwkud6CgrvwnvNw39MzXYY4uIxQ0jwqwdqIR4X52jUYWE2exRpLHTZu6A8F0YHxMu6ko9/YIIfg0TQMDMaI9hsp+ttgiNxPjLhiTyhIjfviTyxBaj0Y2VKzUoTKKwQR6zi7pf5FBEEkCvaWI7Iz106r90Sio61xoEQiQqT1m/ex95G54GMs1CEQCe+xAHjHUaeCQTd4VR0XZmUNkg9LNTPkwoe/4CkRyK03EuED/kpGit87ckqi1h4HWiB4n2h1jWbMGY+l727yyrEhxWjUY+a8yBpVhLaXvLtJNoRAnM0eUDdGwp09La8o9pmtB1xKtCCPvxKgahg2yoSDu32NdBVThwFwjd/Dh9oAAB++YQE3a5ym98GTXBKMl6u73PM9+dQRWP/5DlVtTqssw5J3NynGFeSCwR6VMsrlKuA43lMWNlSEMBCbXT4spcJtPlFTOpMF4xWWIzYlzJw/0WUAUEiAGw5qDLxKpXJdePetCCy6wWEYWNncIf74ad2hoCqvEARBJDqOjmM4+Nxvoc8uwPCbXoy2OAmI7/di27fvI/vMy0RrFH7LZJRVhgHqX70LKcVlyLvglxrJqB1cn7SmX2IjhLMEJMbsDglvWKjfZ8XWDf1x1CPAYBAYd8Z3+FWMlJIQqp0hL68o9sS8q1H0tFTmpfHj0pKR3Z39LsD+P75jCy2vkVRRF7xXeqx2l8u+zYEL504YkOsinCPQeBtIg4/c+GdZxiPPjDnjFcv2KVehEIU7nJyNgvx8TxUScYy6MH6FpJZdnX1BlTwNtX9Kz/eosfnA5zug07FQihLQ6Riv52i9JPxKmigWECog+DFsyaxzOvmgqnzIIYSBCLk9jJKPD6XqNmoQGxYEGb+UCUULd5Y/UDgO4L9Ubl+v97vfBAaTJNkU1BrPtLgnRPB8+umnePHFF2G323Hdddfhqquu8tr+5Zdf4rnnngPP8yguLsZjjz2GrKxAwToEERv07NsMW9NBZJ0snysm1uk74jKh0+z4wCKeEBCSOqql7/Au9B3e5TEscPZgUkpHlmNVL/ndbji6HUAFeK7/I83R0Qx95qAISxYjUI6FgaF2Uyfs9v6pQx0Yrxhgf7NmkfAiGCjk8kMIZQcBoKvRVWInBf4/vhMdOUW9xlKHf3y4CQCwcuk25DPauJ6rkQUAVizZjB4rF/XxJh7/R1td46V0TJ5nfXlFsaJhIZDCJxjLL5w3UTbZnb/xGynDkr/rzbhf2IVDM5HV5ZDtnzFF71e22ZdP8qkaIy5vKfagkJIPBtmi9cFU+ZBDOL7QHXqTIdkuJHAFXIkLA2dc6EdqlBAbWMVs2lAf1iy/YBiSS8wrrrAhN25qLHXobPf/wWQyG3DHQ9N9EvEKGOHtURLuPSGCo6GhAc888ww+/vhjGI1GXH755Zg6dSpGjx4NAOjq6sIDDzyAjz76CIWFhVi0aBGee+453HPPPVGWPErE2KwWEZgji/8KADCPPgmG3KFRliYEaMxFB9FPsHW3BRg93ddxIUaU0GBwWv2HcelbXV7affU7PesOPvebhM+z4OhsBgD07t8C46CiKEuTBIYFf6Um1XgfxGJIgBqEj9wJkkzz7a09qK6qBetWGga53zZaK23xijBTnmXncBSAzmofUKNLeUUxbGhARUVF0Mf6C30JR57yimIs+XoPXvnvFgwq6M+wq1SqURwu4bPN/VsWKGRMGL9FYLEbHMyS9VoRyvOtJINgMPBXbWLGnPGKyvDCe87DQ39cJnttRiK0Ci1KiI0YmZL1gneVkCw0EEajzqd0q7BejlyN3jnlFcU4tK8FNWv2A+BdY8t97aQVNqT9cBlYlQehOK+KkteC1LshEpU6CGW+//57nHLKKcjOzgYATJ8+HStWrMDNN98MALDb7XjggQdQWFgIACgrK8Onn34aLXEJImQOvXgLSv7yocfAHT/En2Wh99AOtHz1NvJn3gRDzuBoizPAxOb4su7diIb3HwNrzgy8MxB3OQnChXd7lRxb8RIyK+SLEQwkCW9YMJlZWeMCwzIxkZAwUgiKgwkMTDLr5aAZt/6Z8kwwmOJWHOLB6BIo9CUS+Euep2SwU/uzJYzTTDA4SaTAxYLyJszmG+CqImAUrQf6x1A6XNUKBKqraj1Kuzj3ijj/gJrfw3ASlgqoCQMRSrwGQqdnARnDgk7vm7hxikQZD+ed018O2HXRxNdOqLAhIB037a09yAWDevDIk8mhIzbK+Qv5ERDCYIiBo7GxEfn5/eE0BQUF2Lx5s2c5JycH559/PgCgt7cXL730En7xi18EdY4tW7ZoI6wIi0W+QlWkYXq7PLlQIi1DsO3nhHhctIm0vDmiv7d8+jpsReWK+0aKUPvIdh1D1nf9rusDcW9zJMuBzik37nJWPAoA2PveU+iacoWG0mmHuaUFKQD279sPm80lu7jvhw8fgfRL6VhTkyf0EQC2bt0KtvcHOAaN8By7ZcsWj0e3cE3Y7hafSk8D9Zxm8zwYAPXL/wM9AM7a4Xd/ffN+WCwW6FoPeU2YSOUNdpxEC0HOjd98Di49z7PeYrH49EHgxzXfgjeaFbYODAlvWCiblIGtG7q8ZggNBl1CGxUA/4pDdVUt6t2u7WJiQWmLNvFqdBmI0AEAXpYBf9dEMDqE6+YeTsnTSMCjv0rHYDA4BN4ToiCsF67LGLDoBbDNncVRzRgSDCrD3G0LMIxLcdYqPEZNGIi/UBcBg4H1zOYPBuPlJaAmN0E47xxhzGeAQSdchh55GX3HjclsAGN1Wfn1kvXSfDiBroPJbMCMOeMT+vckFpGblZKb0e3s7MTvfvc7jB07FpdccklQ55gwYQJSUlIC76gSi8USkjeaFjg6W3HwK9ffkZTBXx/b1n4Kc+kJMOYP81q/d0Xk5dKaSN1Lp7UDOvfMrHBdAGBoGotBA3x9xH3k+qxo+eY9DDr3ajB65WpqAk2fvehlWB+Ieyu+XmrOKTfuhHWZmRkoi9Hx2LC/Gt2HgeFDC5HlltFrrBQVoXW39zF5+fnoPNS/XJLSi5bv3kH26XPR5l43YcIEHPrW9bdwTXoObMGRb73bEl8v3mFXNR5CYe/nDMAD+q4mVfvru5pQUVGB3kNmHF7bv146DoIdJ9FCkLPU7PTcZ+GZlPZBYGTfIeSeemXEZevr61M0vCd8ucmiErNX6bxYKZ0YaYSSgXJlB6dVlkHHet/6WFDaYgElRSfWjS6C0joRLMqCLI0aKv6uieAxoRQuwQdwkfQ3fqNNoDEi/KsD407O2L9dzrNEzLTKMrBsf3JZAZZlcMmVJ2DhPedpmmNCKKcZarscx3uSng4D61VKM9AzE+47R7h2Q8GgHKzXNVMzbnSSf/3h757f8dD0mBiXyUZhYSGOHTvmWW5sbERBQYHXPo2NjbjyyisxduxYPPLIIwMtoiy804FDL96C7p3roy3KgMLzPFq+fA31r94VbVFilt76nTjwzC/RtfU7GcOZ9u7dvMOOI+88hL6j+wLu2/rNe+hYtwwdG1d5rbcdq8PeR+ai5+A2zeVTi3W3BX1H9mrbqIzh0tZ4wJOQMpp07/gBAND23Yeqj+n88XOv5a6ar11trO7PPyBOeihg3aU8m29rPIB9j1+Orh1rVMsxMEQvpKPv6F40fPRkSGV9OXufT1nQYOnatjqs47Ug4T0WgOCrMyQKSvHj5RXFOK7mMA7VHAGg3SxoIhCrM+WBEGa6U8B4ubtpZxDx/ZEN5Cov6zHhSbIQ+IyxmN+EgThpYH+IlXiMyI0hYb2cZ4mY8opirFiyFWara+4/362oR6vqgMHAyuaDEHA63QkedYBTtJvSMyOMUy3eOeI8EamS9YHe8z1WO/LBgANQIPoIUfKyGDM2H1+u8S6ZGQ/vhUTmtNNOw3PPPYeWlhaYTCZ8/vnneOihhzzbnU4nbrjhBlRWVuJ3v/tdFCX1xmnthL3lMI4t/xfSjpuCvY/MRWbFDOTNWBBt0QYE3t4bbRE0o2vbahhyhyJlcIkm7dmaXFPK1r0bkTbuNE3a9Ef37g3o2bsRDc31GH7zv/zu61E6ee/Q4p59rkTX3du/h2n4uP4NA5gP4uh7j2reptwnSt3LfwCAmEkGyPPKOeQCIVftgXd6l5+2HatD+9r/KrYhGFmsuyxIH3tqyLJoThRTRdS/cgcA17Ub9ttFQR17+PW7YWvYF9b4cgYIFxkIEt5jgZCncKgraurM88doOgsa78TyTLk/plWWwWDwnnuNhOIjrligdE3E73TpjHzc5Z6SQRgjqSbXTL0xRe81RqRjSHycGg+SHqsdBneOj1zR1YxGOI7eID+fnydRxstPzlJ8ZqReK1p5XoQz5rNyTGDAYDBYryoWcoa4/lwO3kyaXBTz74VEprCwELfddhuuueYazJkzBzNnzsTEiROxYMEC1NTUoLq6Gtu2bcPKlSsxe/ZszJ49G3fffXe0xRa9IHlwva6QxA6Lgl+rpkQ7oVm0z689jZ/8HfWv/FGz9hjBk5TnfGfMI3D5OtYvBwA42tW5mgclSAwk0Out3xX6wTEgv1YIeSPEOFqPBjzu6Hux4eUVLrbmwwN+TvsxeW9df9gaAnsOxQNJ4bFA+BLExHHSEYsz5YGIVmlUafLBIWA8lUY822WI13EnyF1eUYyzunqx679bcdLU4T7XWRhDFosF6xf3/8AIs+yTwCqWcFRKsBqNcBylGfwSSchDUYkZF88702e/SCYVDWfMB+OZJHiZ6AGI53N27QjmY5yIBLNmzcKsWbO81r388ssAgPLycuzYsSMaYgXAnZOF53H47b8O3GkTSFFKdLpqvkb+zJuiLYaE+JsVOPzaXSi9+yM4OppR9/JtGHrNwzDmD1d5dOw/L1pXCena6p1MgXc4FPYEOFsPmpY9L+ypyfl5zglndwf0Ge7UhDKhGerwvi49ezfCOCi+yrXyTtG3V5zNyGluWFiyZAmeeuopDBo0CABwzjnn4LbbbtP6NESYxNcwJdQQSYPI4UOueLEfvtmL7poGjwI3rbIMXy7uj8ErFimccoqaMO6SrRyQQH8YhfIPZqyE4yjlx5AyrbIMNjTIbot0UtFQx3wwRgnByFPoriIhXU8QwSBWBmxHg4/X7tz8FUylJ0Cfnq2hVOHD8xwYJnmcYNnuFk3a4Z0OgGV9r90A5FgIBc7m60LvIja/Kps+exGGQUXgervRYVkZNyFHfUf3gtEbYcxT/n1zdreju3Yd0spO9t4QoiLavmaJd/td8mPcae2Es6s1pHP449iKl9H50xcYecdbYI2hTaR0bf8e+oxBGks28HRv/8Hzt6PDlUuo99B26FsOAFBONhkLT6HmvwI1NTW46667sHTpUixdupSMCjFOsip4hHpqLHXYtumIZ1mcmFGqiAklF+MlhCQcQnl0pGESQuJDAFj08CrPNY2FcJwVS7YCCPxD5U+uWK6yojZ5ZbwmdCVinBBeII6uVjR9+hwa3n8sAgKFTtf277Hv0fn+XY4T7FvD0LhTk3b2/e3naFzyrM96IUzGQwSuH+8MYkbY/UPQ+tXbkkZ85WpcugidG78MQzJfWr99H3sfmYujHzyOlq/fVX1c58Yv0bLqdddCMNeQB5qW/wv7/nZ5kJKGD885Uf/KHaj798KA+7av/0xmbWTVywPPXOeV36Hv8G4/e7sqiqjBunOda39b6HlYmj9/NaTjeg5sCeu8chz4hzZGLMHgc/iNe5Cx7m2/+3J9VtjbGjU5b6ho7rFQU1ODAwcO4KWXXsJxxx2He++9F1lZ0iqoRNSJBbMWERdUV9WC5Vw/IoIarDTrfO+TFw2wdNEn2MkBYZY9UJhAtI0yQhjEMDDYF+JsmVAmU259vCCXrBNwJXQkiKDxDP4Qnim3a7AjArOF4dC97XsAQoxwqv+d/dD2w1KkFJbAVDJRI8kiiIaKfve21cAlf4D4w+zYype9T+dUdksPlb76Wv878Bwc7U3QZ6l414ne6V1bvglPMBlav3kPgEv5tO5ch9yzI6zw8xw6f/oiqEPa1ixBS/WbGPmnxWANoZWp7d65Hg0f/C2II+TK7oZ06qBo+u8/PH/7yyfQveMHNHz0JIZe9zekFo2JvGCA7wUIcEEc7U048tb9SDv+NBReertmYjg7W9C1Y01oiS3Z0Of9W799HwWzbg75+HDR3LCQn5+P3/zmN5g4cSL+/ve/48EHH8TTTz+t+nilupjhYLFYZP8eSAbivMGc43C9K3PokSNHYbFEf/ZQLdG6fwNNLPWzvbUHg9xpG6XJBKVyBpLbZnNVO6jZsgW56fqY6qc/6ptdcnd3d3tkrqtzlQVqaGiAxaLkHtqPtK/VSxpglyirdrsTK5ZsVgwtiAZ6MPCnBAn9kruXSt/ePB9bYzwQQ0YYcWC3d74Jy9qDcKAdRSXmKElFxCfhJzhydjaD53nNY6xDxTN7GcbHMAC0rHoDgLZZ93mH3RVqwKopLBs7cH3e32XdO9YMuBu/aefXOLjybxh+y0sB9+1Yvxx9R/ag6FrtKzTIYWs6iL6G/Ugf75vbR4lAZa7V0rXlW6SNP8Pn+WtftwwAwPV0hWxYaF/3adjyCdVFIomt8YDC+oOoe/k2FN/wDxgHFcHqrhpi3bUhKMPC0Q+fCEkuZ08HrLt/DOoYzuZ61mxNBwEAfQ37waaYYMguDEkGMY0fPYX0UN5nMfJuD4WQDQtVVVV47DFvd7zS0lK89tprnuVf//rXOP/884Nqd8KECUhJCe2BlMNisaCiogJwJ1CrqFCOTYkIA3ReTz9Vsqd1J7C5A0OGDEZFxbjAB8QAwfYxXom1fn5XtcpjXBCTlWOCEYUA+q3VRhT6nWlPWfEF0G1F+YQJqN+/I6b66Y/MQ63Aykakmc0emQ907AZ+akdhYSEqKibIHidWnqV9/Wyx6yNkoiSRY4+Vi4nrUr1kpWzyxlLJOKioqFAcs0If5YiFPqqleslKn3U8B9RussomrYwEfX19ETG8EwOMqCpEsIhrnHdt/RYZE84K4mjv8zm729GxcRWyT7skfAOF27DAxGChsX2PX47UEeORMnQMcs68LGSFz5dIh3ZEP3Qk5cB6AK6xIoZ3OuDoOAZDzmCv9X11tWjfUCXbVodlJTJO+plmxrC6l1xh1kHF02t0SRuXPovBKWaYx/T/hnF91v68AyH20dndjt4DW8OWLxIeI4HgnQ4cWfwgnN1tAIDuHWthPP1S2JtdFZXaVn+I3HOuCNCK67rZGvbDWrs2NEGcDrR990FQh3C93qEa9f9xeS2U3v0RrLssSCkug86UrnBsN2wtR5A6dLTfc7SvX47mz18J2ZslOGOJa6A7u9vR9NmLyJ91s6L8kSDkX4HKykp88803Xv8999xzXoYFnueh10e/8IQ4CZkQx0y4SLCwRyICKJX1GzM238uVH4An90IgaNz1x+ingIFZRSWNgWbGnPGy63VByCrOIaFmfayiVB1DaT1BKON6fkKJ53W09XsyOVrD82pq/PSfaP3q7cDu8GoQXuhheiwI9B3Zq0k7Ar0HtqJ9zRK0//BfzdpkNP4R62vYj/a1IvkkzTu723Hsi1fB2QN7x4WC3Aw0wwnhF97CNC55BodeuAmOrjafY5pX/ke2/WMrXkLvoe3hiumD2vh9rXH2dnktH3lXuTSjde+mgOFLnK0HB579lSayaQHvCO637fAb96D34FaPIcEDx8kf4Ad7y5HAOwVDgGfVulvee9LZ3Y6j7z+Kho+eVDz26PuP4fCrdwYMVWr7/mMAMrlThHP1dEnWeBunQin92bb2v7DuWo8Df78WfMgVNoJHU/Oy2WzGf/7zH2za5HJ9eeutt3DBBRdoeYqgqd9nlY1jTnbjQhx72RADjFIywV07mhQz/ivRX+aULAtKBpuBrv6ghOB5In1ViCUOJOuMOePBst4tsCyjaLQgiKRB8qHn6GwN+HEqfm9KS8MFpv857K5dB67P/YGrgYJs3bXBfQo/HxZBnMfWJO9mHS5eJdzChO3tCOt4nudh3fOTZ7n+P7dLlHvf69Wxbhk6NlSh7uXbsfeRuV4J9MKl7uU/KCbzds1Ci8bPDlfG+uYvXw0qATgvYxTprd+J+tf+jDYNjT7KAqi/XmIjSNOyF3y2S6si9NWJS9tKlMJ3HsThN+7xez7lahvRYd/jweWw6Du8K0KSaIv4mRMQlH6l9X1H5Kv32Jrr+8dJoOcgwPb+0p0aIJxKdM6evRu1az8AmhoWdDodnn32WTzwwAOorKzE1q1bcccdd2h5iqCp3dTpUX6EubVAyk8yQVUhCDXIZdCP5Yz/kYL3sxQssVL9wR8M66soZIg+mgLJWl5RjNmXT/IsZ+WYMPvySTHVRzUkiucFEQMoKN8H//FrNC1/UXUzPjODARAnA+z4cYVnJrFz81fY98RVsjNa9rZGOK1BKNCafU9EZubD1rBfs7ZSDvkqKMHQtfl/OPruw4rbe/Ztll3f8dMXsDXuBwA4O5q1/YZTULyPviefN6F763dhn/Lwa39GX/3O/soNEUSpUkX7hiocfP53ysdtWuWzrqX6TcX9nd2+3gmO1qMqJAyF2Jwl9LzmQpjFbFv9obbCAOg9tAN1L/8Bdj+eXvZjdV4eQR0/fg4A4G094Bw2n/2PvHlfCJLIXw9puFHb95+E0LaL7lDDSDRC8ziFyZMn45NPQr8gWtNjdb0oJ4L16mwiKz8EMRBk5Zhkn6NYceXXEsbPj3c4MaOxUP3BHxVTh+HLNfKzh2rvc3lFMbDY5Wq48J7zNJNtIBk/aQj2rNnvs37w0IyBF4aIa/y9Lay163As9VV0rFsmm8DQ33soENad6z1/806HxwggKFtcbzccnS0w5g/zJDo89PyNAICCS/6A9HGnBzxH5+b/ASXyz7hQi10VEdKVrLst4Dln0Ikc+47uQ/0rf8SQq/8K0wjffDqOjmawqWawRvW/faGWhBMrqAf/eQMG/ex6ZE25UNWxHT99ibTjpkCXliXrHcM7HUFfG8HIoYbeQ9uhzxwEY/5w2e3N1W/CPLoCpuHeeb/a1kbWm0EI32j89DlN2mtc8iyG3eCqmmBv8VOC1YvABiKntRONomoMrsO4oJMVDiS9B7cFfYxUyQ6Xzs3/Q/PnrwAAmiXVVqRwPZ2y61u/WoxB51/nva/I2NDx40qkFo8NLIzCu43R9T93XVu/he2ovJcEEDhMhbf1uA3C4jE1cAao2Mu0ozEms6uLKWCCig0mCMI/objyMxpkRI8n6vf1x3/GY36XYSW5sut1OiZmQjYGgl07mmTX79vdEnf3lIgy/gyRDIOOdcoJT6UofWDamg+D53k4u9ux99H56D20w2cf6Uy3dfePqP/P7Wj95n2ffRs/+Tvs7YEVYd5hB2OzyuZIEMcQx4Kn5IF/LED9q3d5rWtd/TGOffEqurZ+B57n0b1zPfY/fY0nBrvbbZyRXveDz/0Gh9+4NzgBNLoGYs8Gztbj43nS17Af1r0b4WhvwrHlL+Loh4/DdqxOfkY0hNCKrs1fqd63bfVHnqSLcrSvWYIjb/pex5Yv/XgzaDiWgumLP8Sz3odevMXzt7/QFVvjQdn1Tmsn9j4yFwee+y1av3kXPXu8jQi9B7eFFH8faZwKuQSige1oMDlb5N/Pjq5WNH/5Gg48e73s9uYvXkX9q3fKH9vZioAfvUy/Ot645Fm/u6oJUzmy+EFJ+2RY0IyySRkxHcccLWKlTBURvwiu/GICuvInkF0h0PdMjaUONev6Le/xmN9lxRL5DNUsy8S0p4XW+PNwo7A6Qi2MrQe8ymRmapTvzk3VPut69teg7l+3oGvz/9BzaBvAcz4zvr0HtvrkG3B0tgAA+o7sBgCfmHfe3j87d+zzV2RzPHDWdmSsewv1/xdmCCzj+2lq3WUJLiwjAM7OFq+48KMfPI7Wr95Gx7plaFzyDLq3f4+W6jddnhzt3obF5i9f82nP1rDPa5l32rH3kbno+Ene/d7eElwoiyIiZXX/k1ej8ZO/e22u/8/tOPrOQ578HI6OZtT9eyFav3lXpi3XP5y9D3sfmeu9TcNvxq4da9C6+iPYFcIDgjE8Hav6t1ZiaYbSldr36Hw/R8n3ufmL/wMAODuOocOyIjzBBpD2NUuiLUJISHNnCDAMi/a1n3qqXgSDo7M5sBeGhvlSANf7SJysVvOEmH5IeMNCUYk55uOYo0kMTBwQcYz0OfL3XNVY6tDe4prBf/2FNV6z+fGC3POi9BFRXVULp3vyKNe9V7zld1GqemC3a/sjGOtk5ZgUjWEUVkeowdnbjezqZ9Dyv7f97CV+mwT+cZYqYFxvN7q2rQbgTjjmpwl7k3SG1L2zW4H0iXnnODitHeCddnSsXy47q9Z3ZA90XQohD8Eoi59555rg+qw4+v6jirH+Ah2Wleit36n6PGKsO9d5n7OnS1GZtjUdCtieUMKu5Sv5+929fU2QEsojNVR17/hBVjFXF0bjOq593WdaiKZI40dPofWrxTj0wk2y25VyIcgRiqIXCkEllwzFCKPwfESqCgghj5LXgbiE595H5uLIuw+DV1mR5LCoTaU8L2oNzqEihIIMBNGvBTkAxHocczQQXntkVyAGghpLHZZ9UAMn547r7ehFzbo+lJTUxcezGcJ3gqBwToFOdn28QL5NrrCfbYv7XVDHiGzyFFZHqKFnn6taVudPn/vZS/SLzPM+D5+0mo6jrQG9h7YjddjxAID9T1/Tv629CY0fP6VaPiEHA8Owsopp3csuF3bzcVO81neLcjfI0fLVOzDkFMKQN0x2u9y5eEmiNCEfQKDM88dWvAQAsvkpgkaca8AtY8e6ZdBnDFI1uyj0K9LeoVxPB5zWDujMmZ519mOHYMwfDtux4LzjDr95H7JPn4tWBWPIQHFs+b+QPuEssIaUqMohpme/bzLNYyv/g6yTZ8KQM9hrvdTDxeuYL14Fb+tF/kU3qjqvNcqJ+CKBrekgWKMJtubDsDUdRPbUWdEWKWh6ZKpLqOHouw973k885wQYBgzDJpQXecJ7LBDyJNAYJuKA6qpa2O1OCJ8JLACnM77dyAMZ5ZQUTlJE44/yimJk5fZXgMh2a3wUVkeopfHjpwPuo1TjXIn2tf9VLGMnrs3udIc5+EOstMuFWHjalRgSGj74m+x+gpt72+oP0bTseYkM/W/Pvjr534C9j8yFvc2dwV1ifOA5J+pf+4ts6bhA2JoOKZaX80LhI6ll1euqZhf7M9tH9mOr78geHHjml17r6l76A2xNB1H374WedYEMQIDLfVrJGCWesR0IQkn6p4a9j8xFd+06NH4aXHk/OUWyY0OVoteFEh3rlqFz45foO7w7qOPiEWmZxp79NTiy+EHUvXQbDv7zBhx950G0uMOKbM314FR6AAwUUgOnVgheKAee+SXq/nWr61wJ5D5OhoUkJ5EGMxG7CLP0o8BiFBikuD+24m32Xg4lI920yjLoJAm2400RpTKL/RQM9Z49o7A6IqKE7M7uS7A15o999oKq/Q4sWqC47dALN6H12w88yw0fPSG7nz9XbyHppLSihK3pEPrqa9EUQhb/+v/cHiAcxQXDMLB7Zvy970WgZHBOayc6NlQpbuds2v/uta8Xhy/waJDkWvC4Qof4zcdpmN9CDQ0fPYWe/TXorPlK+7Y/fBxdm5WNZ8HiUIjL90dfUAkF45P6//uT13LDx097PLek1P3r1ogp8rFG61eL0bX9e3C93aLcB4mjiyVFKES0ECdpW/TwKkyrLIuhj1ByWSC0R2mcC6Up9WA8+QaE9YlKeUUx9u3bh307bGhv7UFWjinG3gGBmTFnPN549ydANEGn0zGYMWd89ISKAe57ema0RSASHM7eB51O3Scaz/OaudKqqf4g4Ozy7wkhmyAQLo8IhtUjdfjx4Pr8eGm4leAmUc4FnnOi/j+3q5ZRDXKKvq1ZObmiNPGllAP/+LXsvlxvNxhjKtp/+DQEKf3T/Pn/eS3bFfJAODubNT93JODtvTjy9gPRFkMVcsk8OXsfGL1R+SCpgScJJvmUSjkmG+3rlgHS6j8JdPvJsBAhhJhyASEjPOA/wd1AcbS+DQCw5uu96NrcEHcKDxEbSCscKI3zaZVlWPZBDez2/lJYOh3iavYegCQEOvAvQVGJGRfPOzOCAkWW8opinHK4HTu+6nfbvPjnk+hdQRAR5sDT13jF4vYe3OZVstFr379fh+G3aJMdn5GpyKA10uSMSvQc2ApGp/dK0Ccupyh+B4vj2rm+HrRvqIKxYHjAc/Q17Ic+PcdnvTg7fK9Kjw/O3ufKC+DOCQH0h7fwDjv2P30N9DmDkT7uDFXtEfFB99bvfNbtf+JK5J53reIx1r0bkVkxHb2HdyNlcElSGBaUcHS1RVuEqMLzfNwY/NRAhoUIIcSUixEywkf7o7zGUodtm/rL/MSa0YOIH+RyJMiNc+Hv6qpaz+x9yVhj3Iy3ZPbvGTkmDxAZFuLlnmlN8n72EdGi5at3YCwcCdvRvX7zAnC9Xdj/5FWanNN2TKMyiBrQtbna12VdpIBx1g7sfewyFP3qCS8vhuZVbwRIktmP/Vid7LUVGzCUZv+l7H/iSoy47VXZbUL8uKP1aECPByIx6PQTbmHduQ59Dfs9FQMK5981UGLFHAcXXR9tEaJKx4Yqn3CveIYMCxFCHFPeJ/okjYWY8uqqWqS4s/OnudfFitGDiC+UxrPceml1FovF4rNPrLJ7u8s9+Ojhdk+4R0O9K+Z09f/2oH3j0YT1+tm/y/sHr8YSXCWPGksdzCwDK8fHYEgYQcQuQgJANjV94E7KOQLvE0U4qdcG58ThV72VMr/hFRIalzwju97eHFrd9/rX/uyzjuecaK5+w7Pc/sPSkNom4otABilrbX+JU1vjgUiLQ8QoPft8K47EM2RYiBBCTLkrnjy2YsrbW3uQBQblYJEqki0WjB5EfJGVYwJafd1zY2Gca0WNpQ7ffNnvCtve2oOl725CqzvxgAmJ6/VTY6nD2m/3e5YzgaD6KYSEHc+53oOJep0IIpJwvfIhEMlIq6faQj+R8ACwHd0TeCcZHK1Hfdbte+yycMUhEpDWb9/r//vrd6IoCRFNrLsCV2yJJ6gqRISYVlkGg8E7JXysZIQXlL5UiYN3IimDxMAgHs9T4BrvsTLOtaK6qhYGB4dUAMPcr0yO45HFMRgHFoPcz5Hg9ZNIVFfVwunsz9zIILh+CiFhLBiw8X6dKBaCIKJO54+BQxy6t60eAEkIgiAIKWRYiBDlFcWYOb/co6zHUmmyWDZ6EPGFXPWHWBnnWtHe2gMWDMqhQ6bEGJcGxqsEXKJ5/QQT6hKJ42MJsisQBEEQBEEoQ6EQEUQaUx4ryCXSo7hnIlwStQSfENakdt9EwtV3q+x69cf7XrtEu04EQRAEQRDJDhkWkpRYNXoQRKwhVyqTZRkwDOB09s9jJ6LXz7TKMrz53iZAFA4RTD/lrl0iXieCIAiCIIhkh0IhCIIg/CAX1jT78km4+OeTYjLUSUvKK4ox9cyRnmW9XhdUP2M5JCxYOtv6E8QtengVaix1UZSGIAiCIAgitiCPBYIgiAAoefjEo4IcLAzDBN7JD4ngHVVjqUPT4T7PMlW3IAiCIAiC8IYMCwRBEIQsNZY6rP1mn2fZ7nAmpUJdXVWLVJ6BOIWjUN0ima5DsvHEmxtgtfXf8zMmFeGi00vQa3Pgr//5wWf/8yYPx/knD0d7Vx/+9oZ3CbHejp/h9JSdOCllP1qdZrzVfYbP8eembsMEYx0anJl4v/sUn+0/M9WgzHAEdY4cfGKd4rN9puknlBiasM+ej2U9J/psv8S8HsX6VtTah+DznnKf7Zel/YBCXQe22Irxv95xPtuvTvsOOTorfuwbidV9x/ls/2X610hn+7C2bxTW9Y3y2f7bjFUwMk5821uGjbYRPttvyXRVfKjuGYetdu/nysA4cUPGKgDAyp5y7LQP8dpuZvpwfcbXAIBPrSdivyPfa3sWa8U16d8BAD7unox6Z67X9nxdBy5Pc93Td7tPQZMz02t7ka4Fl6ZtAAC80XUG2jmz1/aR+ibMMv8EAHil82xY+RSv7ccZjmC6yfXu/FfnebDz3gm0xxvqMM20DQDwXMfPIOUE4wGcmVoLG6/DvzvP89l+csoeTE3Zgy4uBa92ne2zncYejT2Axl4yj72Xl9Rg7+F2r+1F+em4ef4JAIB/frAR9U3epY1Lh2ZhwRzXNXv6bQuOtbtyZpmNDC48MdWnLwCFQhAEQRAKVFfVwiHKrwDEcbnIMGhv7YHwKZciWU8QBEEQBEEADM/zMVFFq6+vD1u2bMGECROQkpIS+ACVWCwWVFRUaNZerJIM/UyGPgLx189Zty8FAHz69Oygjou3foZCvPfxwduXoR08dsJlXMgEUAbXbIe4Cki89zMQix5ehYZWK2rAIQXARPc1yMoxYeE9vjM4kSBSv5GEL5G41nsfmatJOwRBEAQRLKV3f6RZW/5+I8ljgSCIkBEnsKOEdomHUlnIZCsXOa2yDKzk15KqWxAEQRAEQfRDhgWCIEKixlLnibcH+hPakXEhcZhWWQa9zvtnIhkV6vKKYpRNzPAsx3N1i0Ti008/xYUXXogLLrgAb7/9ts/27du3Y+7cuZg+fTruvvtuOByOKEhJEARBEMkBGRYIggiJ6qpa2O1Or3XJGH+fyJRXFGPqWSWe5WDLTSYShcWuREW5eWlYeM95SXkNYomGhgY888wzWLx4MZYuXYr33nsPu3fv9trnjjvuwL333ouVK1eC53m8//77UZKWIAiCIBIfMiwQBBESSonrKKFdYlEyJs/z94jS3KRVqGMiGRHh4fvvv8cpp5yC7OxsmM1mTJ8+HStWrPBsr6+vR29vL0444QQAwKWXXuq1nSAIgiAIbaFykwRBhERWjknWiJBs8fdEcsFEWwACANDY2Ij8/P7SWgUFBdi8ebPi9vz8fDQ0NAR1ji1btoQvqJsczVpKbnpGnQHTnu88y7bBx8N4dLvsvjzoeSUIggBcSbYHAjIsEAQREtMqy1w5FkThEMkYf5/o7Nt1zPP3np1NePLelZgxZ3zSei4QsYFcQSuGYVRvV4OmVSHIWUITxl58PQ48029YGHv9wzjw7PVIGToG1l3rvfbVmTPBWTsGWkSCIIiYQ8vKXUJVCDkoFIIgiJAoryjGzPnlnmVKaJd41FjqsOarPV7reqx2/Pe9TZSkk4gqhYWFOHas3+jV2NiIgoICxe1NTU1e2wcac9nUkI5LLz8HxsGlGHTBLwOf47iTQzpHOBRd/+QAn7HfOFRy17sAgBG/fwWDL7vLd08mdj5x82feBABgzZlRloQgYo/sM+ZHWwRCI2LnrUsQRNwhNiJQQrvEo7qqFjITv3A6+aRN0km5FmKD0047DWvWrEFLSwt6enrw+eef46yzzvJsLyoqQkpKisf9c8mSJV7b44Xcsy9H8fVPInNyJXLOutzvvoy0JuoAYBhUNODnHPa75zHiD6+D0Rm81qcMHQPGaELa2FMBAJlTLgrYlqDwS0kbewpShx0PABj887+olm3wFffKrk+feC4GX3EfBv/8btVtEYmNIXdotEWIGXLP9v9uI+IHMiwQBEEQsrS39iBDtMxItiUTFKsdWxQWFuK2227DNddcgzlz5mDmzJmYOHEiFixYgJoaVxncp556Co899hgqKyvR09ODa665JmryZk25MKzjGVaH7NMu8btP7nnXInXEhKDa1dowYCs4TnZ96shyn3UpQ8fANOrE4E7AMDDkDIbOlO6zqeiXf0PJHW8h48TzAQBpYyYHbC5t3OnudiWfwwyLodc8jNK7P4J5tHoXYkPOYAWxGZhLJyF16GjkX3yL6va0RsmQQgw8w258zvP30GsfiaIkA0PKkFHRFoEYAMiwQBAEQcjCsAwYkUo9UvSTkWxJOo/W9QIAWo51Y9HDqygUJAaYNWsWli1bhpUrV2LBggUAgJdffhnl5S4lduzYsfjwww9RVVWFp59+GkajMWqymkZMgHXs+cEfKFJ4GZ3/tFiG7AIMnn9nUM3rMnKDFmnYTS94/mYN/TkoGKPyOyFjgq+3SNrxp2HI5fcEdW45g4IUc+kJKL37IxgLhqtuV3pt02XkBYDSuz/y244+O3C4TcqQ0arlChXzcVNk13sMKUrHjZE/jggOxmjCoOkLFLfr0rK9llOLx0ZYougTjVCtSJA77ReatqdLD/4dHMuQYYEgCIKQhedcjv8lYHA8WBhFRoZkStJZY6nDzs2dnuX21h4s+6CGjAtEUHBm5doQct4I2WfMD0nxF5MydIzf7QWz1M2em487GcNv/Q9G3PYqDNmFXtuG3/oyAIDRGyAOFhp+y7/9tqnPyve7PbNihirZwkIm1qv07o+QJlHMc8+9GgWzfx+wObm8DlJDAmOIvIGL0Yd2Dtc9jB3iQRnVS7xU0svPQckdbyFr8gxFQxRjTAUAsCnmsM8fL8ag7NMuwZCrHlA0vklDm2KVrFNmh3W8cO8Bl5FWl2B5V8I2LCxatAjPPdfvztPR0YHf/OY3qKysxFVXXYWmpqZwT0EQBEFEAcErIQ8s0kVGBZPZkFT5NKqrasFx3uvsdmfS5pkgQsNeoKzkG0VuwnkzfoPCuXcg9+zL/VeycM+y69KyYSp1hRQwhhSA1Xl2CRTTr88cJLteqpgOnn8n9Bk5no9gRuSpALeMDMN4JSHRZ+Z58hTIn0R5U+ndHyFvxgIMvfZRDL/1P3774A+p0ucjgsEIY2EJCmYv9Ltf9mmXIH3Cmf73OX0eAKBw3p+81medNsdr2ZBVgIJLb/fbVjjknH2F13LeRTdG7FyRpnDeHdEWISDDf/e813IwLv/DbnoBw25+UXF79ulzA7YRa8YgAEg7/lSfZ59hdTCNLEfmZPmwMD4OMhilHX9q0NWFpOiz8mE+7mQM+tmv3Eba2O93MIRsWOjs7MRf/vIX/N///Z/X+meffRaTJ09GVVUV5s+fj0ceSfy4IYIgiERkWmUZDAad1zqDQYcZc8ZHSaLooJRPItnyTBADQ2bFdKSNPSXgfrluBbLo+icx5ApXSAHD6lD65/e99lOqSFFy13uy64ff8m8Mv+Ulv+cu/u2zGHzFfZK1DISP5NzzXPksBl95H0bc9hr0Ii+HYCpkpBaXQZ+h7OkR8Phh3i7m6ePPxMg73+mXmGFR/OunVF1vfwz95ePIOesyAIA+K3A4RPrxp4V1PgBIKer3Giv+7SLP39mSGdX0AOEPsUwsVfZQSzBjSWfKgEFmvAy56gEMX/gKMiZN01K0ASNt7KkYes3Dstuyp87y8uQYcdtrAICMiecOhGhhkTpsXEjHiQ2Jg+fdicHz70SWO7lsSrGv92c4xtRoE/ITu2rVKowcORK//KV3CaSvvvoKs2bNAgDMnDkT33zzDex2e3hSEgRBEAOOUFJU8FxI1pKiSvkkki3PBBE7DPvd88g6ZTZG3v4G9AHCJZQUS6WcDfrMPOjMSmlbXRiyCmAuneRaEE+4ud2ZjXmudwSrN0JnzgAj8qLQmVxts4ZURJrMk6Z7LRsLR4INMUzAH6lDR3v10QuFCUlT6Qmand+YV4whV97vMtro9B4vEvH5xbPfUo+U/Fk3uzdEKk0tg5K/fIii659C4WV/Drh33oU3ID+AF0kohOvGLsWQ75vHw9/zOPLOd2DIHYK86b/2265pZDn06dkw5Az2m9ej4NLbYcjT/vc444QQ8sGICJQPBgDYVO98KWkhluQdSDInVwLwDmcIVAq46PqnXIZEt5FMl5bltT3vZ79CpiS5r84cOJdMMATKraIlge+8AnPmzAEArzAIwFVLOj/fFTen1+uRnp6OlpYWFBYWSpuQZcuWLaGKpIhQbirRSYZ+JkMfgfjsZygyx2M/gyUR+nhGZTaAbACADQ2wWBp89kmEfipRMtaIprVWQBQOodO51idyv4kBRBpro0DejAXQped4qg8wqWkBj0mTiVMv+uXjQQin3lXXOm46CkaN96s0D7rgOhgLSzRVrJVILfKuUmEaOTHi5/SBl7+3Q664F3sfCezqrkTa2Knoq6/FILeSaiqZCFOJq38pBSPRvfU7z/kF5ZTneWROuQjpE87C4Vf7E30a80cAAMyjTkT3ttUhy6RE5skXgWEYpAwuQcrgEpTe/RGse34C73Sg4YO/ee2bOux4ZJ54geYyAMCg867BoPOuCfq6pw4fh96D23zW61Q8f2JYvRHDbvxnUMf4I/3408CXOdH27fuBdw4CY8GIkI7TpedAn1WgmDw0HhCelf1PXwuutwuAy5DLGFI9YRBFv3wcdf/2NXylFJWhr947RNLgzinB6PTgHTZIDbWMzuB5/pQYcdurOPCMfwNGrBDQsFBVVYXHHnvMa11paSlee+011Sdhg6itPGHCBKSkpATeUSUWiwUVFepLBcUrydDPZOgjEIf9XOxKYBeszHHXzxBIhj4Cid/PigqgrecrbNrYDgYuT4VplWUD6rnR19cXEcM7ERuoTeIWUkJDmUnolKHqKxMMvuwvAfboNzzwRjNyT73CZw9D7hDP36zRhKzJA5CYUQ73tRhy9V9hazoUHRk0IvOE833CHgSyTp2N7p3r0Vdf6+WdwDAM8n72K5/9U4aUYsTtb0CXmobmL17zKFQCeTMW4NgKV5LOYb97HodeCK5spZwfhFmh1GjO2ZcH1XakGfmnxejcuMrHsGDIH+4J+Ykmip4yUcBYMAJDrrhX5d7u90YM1XIW58cYefvrHgOUtIysMa8Y6ROnoWtztXovH39hPT7GR+824ynBY0CNv7KyEt98843Xf/6MCgUFBTh27BgAwOFwoKurC9nZ2VrJSxAEQRADTmGxy/VxUH4aFt5zXtKFgxCRJWKz94znf/2w3nNK4tJ3xsGlnr8H//wvyD7zMpjHqDQa+vnAlrr/Rg+XjKYRE5DldmsOFiFJozL9hhZGb4RpxISQziNHZsUMZJ1yMUrv/gisn9lyhmEx9NqHMfJPi1Un9xNm36XJHwEgXRT/bsgZjGE3vYiiXz2pXnAVylfqcHf8ukyljkjRN7Qcg3/uMpzlnHOl7D6sIQWZMoawYb95xuMRYxp1EgB45RKRoiYEJHbwfw/ESVGNhSWiLeqtBHnTF4A1Z/oYVU0lk1S3ESzesvqSdfKsEFr132fBsMe4J9l5GQ8mr/K2DOv/XZqZF1CijEnnoej6IJ5PDdE8K8rZZ5+NJUuWAACWL1+OyZMnw2CIvYylBEEQBEEQsUC4mcZ9EBsPJG3nnPVzr+VhN/wDw295CUOvfRRDrrzfs948ugK5kn1lGUBFMBSG3/wvTdvLPecKtJ++IOB+xsISlNz5TtBGldThyslx82YswKDzrlXVDsOwYA3BewALyjIvlP/T6T1KkYAhuwApQ0qlh/qTJuAeedN/jdQRE5AiCV9RIufsK7wSiOZO+0UQ8riwTpwF8+gKlN79EXL8VGCQJpGU5gfIrHDl8hh8uXIVlrQxk4OWLy4QvV8MOerC3gEgfcKZGHnbqx6PC0EBZ1Mik7toxO1vYNDP/IcTBKr84o33e4/RG2WHuWDY85fUlRXlbBhy9QN+z6omnMuQX4yUwaUwDlZfoUQrNDcsLFy4EBs3bsRFF12ExYsX4777pFmDCYIgCIIgCDGsKV0zzwXWKCiUDBhWh4JL/+g9KybeNzUN+sxBSC0ug84UTtIw/8pj0fVPonjBM2G0Hxr6rPwg9tbQwBOEwaVg7h89fw+5+q8BE8JFkpQhpSi45A9oO3chhl73N5Tc8TYYXeAJQr/VRFQYzowFIzD06r8qGkPSJ/ZXSMg+7RLknDGvP4EofJX9yOJ9b9PGTEbp3R/BOKgo7JbFVUuiRpDGwuzTLgEAnxKTgwIkqRSTOnwccqf9AnkX3hDUudUSMB+GTKjCkF88hKHX/U1mZ/Fx4rHt+jtt7Kk+uw2+4h4UzP590Hk5pBTMChyGlHXyTABA9ikXu1YMoPE35OSNArfccovXcnZ2Nv71L22twwRBEAQRTWJ8UpZIAEb+4XXN2iqYvRCt337gmf1LP/5U2I7u0az9UEgZHMwMt7YYC4bD1njQr4I7+LK/wJAXvmIYCuljT0Wj+2+GYZB18kw0f/FqVGQB3JVELBakFo3xu58uPRfOrhYArmoiimjgkZN54nmumHaEb0TIPfdq9DXsQ2vYUmmPXNUSfWYeHB3HNDuH+biTYd25Lqw2GJ0BvNMOhmGRc+bPoc8qQNo47zKqwXgfMAyD7FPnhCWTEv1VEeTHYd6FN/gYRQDANDxweUnB48JUOglcjys3iVyYkj49R51HBI+wnxePh03EqrwoE7ZhgSAIgiCShxjKNEUQCphHV8A8eqASqsZeEjYpagyDqnNJqCUKH/UDzgB0sfg3zwBgYBg0VLM2hRn2uiCq+hgLRsLWuB+Ad5I/rcicciE61i/XvF05ApWoDeg5xfMYfMU9OPLW/QDDgNEbkHnSz7QTUGOEcKTUYWN9tuWc9fMQq5C4XiqMTo9hv3seuvQc2FuOoPmL/0Pm5Ep0bvwyDIlDf7DyZ/Z7NJhHnYiU4rIBTYiqeSgEQRAEQSQu5LpAxCdZUy+GuWyq5gqALj0H5uNORuGlfwy8c9RwKwEDoOwbclwVMHLOmB/xc8UL5jAS8hnzh8OYPwwMq0P2aZcCgKqElOayqQD6Q2FSRyjnrlBD3oW/9fwduFJKCO3/7HpPqUMpQg6HUDEOLvWbWNJn/7zAyYk94TFxYEDLPfdqAL65Mlwrw1eFDTmDwRpSkFI4EkOvfhAphSNDbotNMYX1nsqY1B8yxKaYUXTto5qE6KiFDAsEQRAEEYA4+HYi4oDhC1+J2rl15kwMnvenMPMo+MKwOgyefydSi8s0bVeKPls5+Zl6tHqQXYYKfWYeRt7xltcWNsWE0rs/QtrYqRqdK/YRJ1GUw1QSOOGcGrJPn4vs0y5B5omBjWMGtyI96IJfYcQfXsOQy9WWQVTArYCmDBmlutKGVmSdegmG3/KSy/AQkiLMBP0jJlcdxAvBDSgCP44jbn9Ds7ayps7yn8Q0VPk1nmMYfNlfwJrSYRhAI0AkIMMCQRAEQRDEAKBPz/b8PezmF6MnSAyTMtQ3rn/otY+iKFASNX9EKEkKY0wFa4xMFnufc8nE3scKxgHKTcEaU5F77tWqFPucc65A3oU3wnzcFOhMGZoZA6KRb4dhGOgzB4VxvGSFTCdYc6bXstrQE4b1F1UfmtIeToLDIVc/6LVsGOTf+0KNd4YsQtlIVhtV2jymAiP/8HpIlVwEGENq4J0iDBkWCIIgCIIgBhiDn/JjyYxepmRdanFZ0GUbxWSfMtvVdlbgGvDqiLwLk7QSQ2bFjIifM3hi15WL1RuReeL5AxL+MqCEZNnwvga8mul2f9eNYZBSfByypl6Mgtm3hiBPZBhy5f0wSUNeAtz+tLLQPIt4zulqntGFdHwk8Ol7FKDkjQRBEAQRAKoKQRADQ/q4MzRvM2PSNK/Y4/DR5oUw/JZ/A+4Z32E3vQDe3ic6g/c5cqddrck5QyXjhPPDTEinjHnM5Ii0GyzmsqngHXb07PlRcZ/o2ylCG3v6rHw4Wo+q3j9tzBRkTr4QHRt8E0qmlZ0MhmEx6PxrQ5IlUsiF3CiV2Q0XjweMPjKqNJuaDq63y7OcP/MmHK1e7PeYvAtvjIgswUAeCwRBEAShmqh/VRJEwlJ690dIO25KtMVQT5hapj4zzxMeY8guhDF/uPKp2OjOjOZfdKNPckEhEahceT21lPzlAxTOvyss2bRi8Lw/Ycjld2va5pBfPIhhNz6nWXtCUsrMyZXqD2IYFF5ye/+yjG0iteg470N0euRNv162OV1ajqrTGvOHqRZRSuG8P8E06kTPctrxp4bUjlz5Ti0YdP51yD59LtKOOzki7adKSl1mTJqGjrP8Gw6YCBk5goEMCwRBEARBEANE0a+eQMGc26ItRuwgSopHiIgDL6ns0+ei5C8fhpVngmHYxAtXEGEaPh6GXO1KZerTsgEEzh0gzcmhM2eIlnwHl7FghKrzZ592KbJOvkjVvkIlCqGaRzCklU3FkMvv8SxnnHC+3/27Tpwb9DnCQWfKQO45V0bd4BdrkGGBIAiCIAhigEgZMgrp4/vd/c2jK6IoTfQZcvVfAVC4UTzCMExAo4Ah1OR4Kim6/kkMvtJ/VYqg2/zVEz7rPL3UoDxhOKjKjwAE702j8gHMmDRNtTKtS03DyNvfQM45ASpMaACfcAp++Lk0okH0fSYIgiAIgiCSkJF/fDOms/0PBKnFZcg8aTqyps6KtigxBlla1JAyuBQA0PGTdvkf5LxnjENKkTV1FjInX6jZecIhkN3APOok8DwHa+1apE8403vjAFrxwgmTCQZndmQNWANOnFpaybBAEARBEAQRBdgUc7RFiDoMq0Ne5W+iLUbsIVIsdG7390iQUlQWsbYTCVeywuuiLYZqCmYvBKM3wLJ+HUoma5O3JGvqLOhzBmvSVtDwPPQ5gxUTUPIxUGpRTM5Zl4Oz94beABkWCIIgCCKxSeBQYIIggib+XwgMGxnX/tTh46HPzkf21NkRaT9ZYQKMuaJfPQmec/RXLWB1PuEqPMeFdO5oGFZMpZPQs3cTAGDo1X/Fwed+O+AyhELOmfPDa0AXgooeAx8olGOBIAiCIAiCIGKUcLLrK5E6shyAfIk+LWBTzSiYdQuMBcqVLiKFqfSEAT/nQJFz9hXImDQN6RPP9awTV09IGVLqU+HBBz40w0K0YVPUhVVkVsyIsCSRJ3XYWABAevk5qo+JvlmBDAsEQRAEEZCGOpdL47HGLix6eBVqLHVRloggiGjBpechfeI5KLxkYKp7FM69Q/M2jXkuY0XkYuAHWM3R+HQFc36Podc+qm2jGqAzZyB/5k1gDSmedcHmaeE5BwDAkDsUQ697DABgGnWCZjJqS/A3NvOk6RGQY6Bx9Zs1pas+YqDyWfiVIdoCEARBEEQsU2Opw66aTs9ye2sPln1QQ8YFgkhWGNY1G58fudn4ol8+7vk7MgpDhGO4B9otW+PupI8/E6nF8ZV/InOKusSSOnMWACDr5IuQWnQcSu/+CKbh4yMpmjaoHVKxMHUfJvqsPACAwV2yU4nht/5nIMRRDeVYIAiCIAg/VFfVwinxHLXbnaiuqkV5RYJloiYIIiZIGVI6QGeKkBYW1eRz8Zn4LmTc11qtcUBnSkfp3R/5rGdNGeAddk1F04wgxhOjM0RQkIEhrewUDLnqAaSO8H9P9Rk5AySROsiwQBAEQRB+aG/tQQqAVAAjRI5+7a09UZOJIAiCUCDJ7Ar9HVZnJMo6RT6h5ojfvxKD1QhCMHy5vWX0AWb7YxmGYWBy50GJJ8iwQBAEQRB+yMoxob21B+XQ+awnCIKISyKtQA50KITX6WJNOR4gVF5ycX4Gr8NZnez6aOJdtSTYMaU8Dgrn3wV765GQZIpNYiP+g3IsEARBEIQfplWWQSf53jIYdJhWGV/xtwRBEAmLWIeMuVn3CJPA3c278AZkTq6EqXSSpu2aSiYie+rFmrYZLQb//G4M+90/oy0GADIsEARBEIRfyiuKUX5ylsdDISvHhJnzyym/AkEQRAySwHq2LDlnzIMuLRupw8dFWxTN0WfkIm/6r13eFAPtBRMnmEefBEPO4GiLAYBCIQiCIAgiIEUlZlw878xoi0G4OXz4MO644w40NzejpKQETz31FNLSvDPnNzY24s9//jOOHTsGlmXxpz/9CaeeemqUJCYIYqAwJaCC7Y+UoaNd+REiSPrEcyPafkTwZ2EiI0VEII8FgiAIgiDiir/+9a+48sorsWLFCkyYMAEvvPCCzz5PPPEEzj33XCxduhRPP/00/vjHP8LpdEZBWoKIPTJOOA8AYB4zOSLtCyUNBwyRnpgRj0pwjJMyuCTaIqiHjAZRgwwLBEEQBEHEDXa7HevXr8f06dMBAJdeeilWrFjhs9/PfvYzzJo1CwAwYsQI9PX1wWq1DqisBBGrpAwuRendH8GQXaBpu+njXZ5dqUVjNG03ILz4z2QLhiDEsIZUAEBK8XGK+8RiospEgEIhCIIgCIKIG1pbW5Geng693vUJk5+fj4aGBp/9fvazn3n+fuWVV3D88ccjIyND9Xm2bNkSvrASLBaL5m3GGsnQR2Bg+ilUqI/WNQ3lvGzOWKSbNmOXVQ9+AOU2HjoAIRhqy+YacOZsVcclw3gV+hjKeBKO2d/cBUe0r5XT7pFHDnG/dKddj9a0XNRJZBaO//GnjZqLNxBYLBavaxBr45cMCwRBEARBxCRVVVV47LHHvNaNHDnSZz/Gj+vra6+9hvfeew9vvfVWUOeeMGECUlLky7KFgsViQUVFhWbtxSLJ0Edg4Pq51+2IE41rGlYfz56hrTAq6GBbcWyr6+9JJ58KNsUc8JhkGK/iPoYynoRjJs34udaiBQ1n78P+L5S3q+lXNJ+pcBHu5V6Rg140+tHX16doeCfDAkEQBEEQMUllZSUqKyu91tntdkydOhVOpxM6nQ5NTU0oKJB3537iiSfw9ddf4+2338bgwbGRNZsgiAjgti2mjz9TlVGBiEMod0LMQzkWCIIgCIKIGwwGAyZPnozly5cDAJYsWYKzzjrLZ7/XXnsNa9euxTvvvENGBYJIdNxpFRi9IbpyxDi6jNxoi0AkMOSxQBAEQRBEXHH//ffjrrvuwosvvoghQ4bg73//OwDgnXfeQWNjI2699VY8//zzSE9Pxy9+8QvPcS+99BIKCwujJTZBEBGHZrWVGPnHNwFKWkhEEDIsEARBEAQRVxQVFeHNN9/0WX/FFVd4/l6/fv1AikQQRExAFSGUoBARItKQYYEgCIIgCIIgiPiFHBUiQu551yJ12PHRFoOIE8iwQBAEQRAEQRBE/EKOChEh+5SLoy2CB4asRzFP2IaFRYsWgWVZ3HLLLQBcroc333yzJ1HSuHHjfEpFEQRBEARBEAShTNr4M2DIGRJtMeIMUj4TFZ6sRzFPyIaFzs5OPPbYY/jss8/w61//2rO+pqYGv/rVr/Db3/5WEwEJgiAIgiAIItkonHNbtEWIQ0j5THh0esDpiLYUhAwhl5tctWoVRo4ciV/+8pde62tqarB69WrMmTMHN9xwA44cORK2kARBEARBEARBELKQo0LCIw6FYPTGKEpCKBGyx8KcOXMAAM8995zX+oyMDFx00UU4//zz8c477+C2227Du+++q7rdLVu2hCqSIhaLRfM2Y5Fk6Gcy9BGIz36GInM89jNYkqGPQHL0Mxn6SBAEQRCxiDgUYuQf38S+v/08itIQcgQ0LFRVVfnkSCgtLcVrr70mu/+DDz7o+fuKK67A008/jc7OTmRkZKgSaMKECUhJSVG1rxosFgsqKio0ay9WSYZ+JkMfgTjs5+I6AAha5rjrZwgkQx+B5OhntPvY19cXEcM7QRBEQkAREEkFo6P6A7FIwLtSWVmJyspKVY1xHId///vf+M1vfgOdTtd/Ej3dfIIgCIIgCIIgCCJ4lKpCmEonoXWAZSHkCTnHgmxjLIsvvvgCK1euBAAsWbIEkyZNgslk0vI0BEEQBEEQBEEQLijHQtIy5Ir7oi0C4UZzV4LHH38c9957L55//nnk5ubiiSee0PoUBEEQBEEQBEEQRLKg00GXlo3cc6+KtiSEAmEbFm655Rav5TFjxgSVrJEgCIIgCIIgCCJkKMdCwsMwLEb8/pVoi0H4QdNQCIIgCIIgCIIgCIIgkgsyLBAEQRAEQRAEEb9QjgWCiDpkWCAIgiAIgiAIgiAIImTIsEAQBEEQBEEQRPxCORYIIuqQYYEgCIIgCIIgCIIgiJAhwwJBEARBEARBEPEL5VggiKhDhgWCIAiCIAiCIAgibsg5+4poi0BIIMMCQRAEQRAEQRDxC+VYSDpyzpiH0rs/irYYA46pZFK0RVCEDAsEQRAEQRAEQRAEEeMwOn20RVCEDAsEQRAEQRAEQcQvlGOBIKIOGRYIgiAIgiAIgiAIIsbh+diN+yHDAkEQBEEQBEEQ8Uvs6loEkTTEbpAGQRAEQRAEQRAEQWjAkKv/CnBctMUIC4aJ3bgfMiwQBEEQBEEQBBG/xK6uRcQQphEToi1CQkOhEARBEARBEARBEARBhAwZFgiCIAiCIAiCIAiCCBkyLBAEQRAEQRAEQRAEETJkWCAIgiAIgiAIgiAIImTIsEAQBEEQBEEQBEEQRMiQYYEgCIIgiLjh8OHDuOqqqzBjxgzceOON6O7uVty3q6sL559/PtauXTuAEhIEQRBE8kGGBYIgCIIg4oa//vWvuPLKK7FixQpMmDABL7zwguK+Dz30EDo6OgZQOoIgCIJITsiwQBAEQRBEXGC327F+/XpMnz4dAHDppZdixYoVsvsuX74caWlpKCsrG0gRCYIgCCIp0UdbAIIgCIIgCDW0trYiPT0der3r8yU/Px8NDQ0++x0+fBivv/46Xn/9dSxYsCCkc23ZsiUsWeWwWCyatxlrJEMfgeToZzz10Vh3AGkAjh1rxsEg5I6nPoZKMvQRSI5+WiwWpLW3wyhajiXIsEAQBEEQRMxRVVWFxx57zGvdyJEjffZjGMZrmeM43H333bj33nuRmpoa8vknTJiAlJSUkI+XYrFYUFFRoVl7sUgy9BFIjn7GWx87dK04tgXIyxuEfJVyx1sfQyEZ+ggkRz+FPh7dvRLWJte6aPS5r69P0fBOhgWCIAiCIGKOyspKVFZWeq2z2+2YOnUqnE4ndDodmpqaUFBQ4LXP3r17sXfvXtx9990AgIMHD+Kee+7BQw89hFNOOWXA5CcIYgDhoy0AQRBkWCAIgiAIIi4wGAyYPHkyli9fjlmzZmHJkiU466yzvPYZPXo0vv76a8/yL37xC9x8882YOnXqQItLEARBEEkDJW8kCIIgCCJuuP/++/H+++/jwgsvxIYNG/D73/8eAPDOO+9g0aJF0RWOIIjowATehSASgdSR5dEWQRHyWCAIgiAIIm4oKirCm2++6bP+iiuukN1fbl+CIAiCiEcYVhdtERQhjwWCIAiCIAiCIOIXyrFAEFGHDAsEQRAEQRAEQRAEQYQMGRYIgiAIgiAIgohfKMcCQUSdkHMsWCwWPProo3A4HMjOzsajjz6KoqIidHR04I9//CMOHTqE3NxcPPvss8jPz9dSZoIgCIIgiAHHbrejrq4Ovb29QR+r1+uxffv2CEgVOyRDHwHlfqampqK4uBgGgyEKUhEEQUSXkA0Ld9xxB1544QWMHTsWH374IR5++GG8+OKLePbZZzF58mS89NJLWLJkCR555BE8++yzGopMEARBEAQx8NTV1SEjIwMjR44EwwQ3Rdrd3Y20tLQISRYbJEMfAfl+8jyP5uZm1NXVoaSkJEqSJTGUY4Egok5IoRA2mw0LFy7E2LFjAQBlZWU4cuQIAOCrr77CrFmzAAAzZ87EN998A7vdrpG4BEEQBEEQ0aG3txeDBg0K2qhAJD4Mw2DQoEEhebMQBEEkAiF5LBiNRsyePRsAwHEc/vnPf+L8888HADQ2NnpCH/R6PdLT09HS0oLCwkJVbW/ZsiUUkfxisVg0bzMWSYZ+JkMfgfjsZygyx2M/gyUZ+ggkRz+ToY9EYMioQChBYyOK0KUniKgT0LBQVVWFxx57zGtdaWkpXnvtNdhsNtx1111wOBz47W9/q9gGy6p3jJgwYQJSUlJU7x8Ii8WCiooKzdqLVZKhn8nQRyAO+7m4DgCCljnu+hkCydBHIDn6Ge0+9vX1RcTwThAEQRAEoQUBDQuVlZWorKz0Wd/d3Y0bb7wR2dnZePHFFz2JagoKCnDs2DEMHjwYDocDXV1dyM7O1lxwgiAIgiCIZKaurg4zZszAqFGjwDAM7HY7CgoK8Nhjj2Hw4MFBt/fxxx9j3bp1+Nvf/oYFCxbg4YcfVvQ4/cc//oHTTjsNkydPVt1+WVkZamtrg5aLIAiCiH1CLjd5xx13YMSIEVi0aBGMRqNn/dlnn40lS5YAAJYvX47JkydTdlyCIAiCIIgIUFBQgKVLl2LJkiX47LPPMGHCBDz00ENht/vyyy/7DWNdv349nE5n2OchCC0wj6oAYzQhc8pF0RaFICJLDIdchZRjYdu2bVi1ahVGjx6NOXPmAHD9sL388stYuHAh7rrrLlx00UXIyMjAU089paW8BEEQBEEQUadz81fo3FSten+n04l2nU7VvhmTpiFj4jkhyTV58mRUV1dj2rRpmDhxIrZv347Fixfj22+/xeuvvw6O4zB+/Hjcf//9SElJwZIlS/Diiy8iPT0dRUVFMJvNAIBp06bhjTfeQH5+Pv7617/CYrHAYDDgd7/7HWw2G7Zs2YJ77rkH//znP5GamooHHngALS0tMJvNuPfeezFu3DjU1dXhjjvugNVqxaRJk0LqD0GoQZ+Rg5I73oq2GASR1IRkWBg3bpyiK1t2djb+9a9/hSUUQRAEQRAEERx2ux1VVVU46aSTsHr1apx11ll49tlnsWvXLrz//vt49913kZKSgqeffhqvvPIK5s6di6eeegpLlixBdnY2fvvb33oMCwJvvvkmrFYrqqqq0NzcjOuuuw6ffPIJPvroI9x8880oKyvD5Zdfjvvuuw8jRozAkSNHcNNNN2HlypV46KGHcOmll2L+/PlYsmQJ3nvvvShdGYIgCCLShGRYIAiCIAiCSGYyJp4TlFdBd3c30tLSNJejsbHRU6nLZrNh4sSJuP3227F69WqPl8DatWtx4MABXHbZZQBcBohx48bhp59+woknnoi8vDwAwKxZs/DDDz94tb9+/XpcdtllYFkW+fn5+Oyzz3z6tWXLFvz5z38Gx3FgWRZWqxWtra1Yt24dnn76aQDAxRdfjHvuuUfz/hMEQRCxARkWCIIgCIIg4hQhx4IcQpUtp9OJyspKj2Lf3d0Np9OJNWvWgOM4z/56ve9noXTdgQMHMGTIEM8yx3EwGo1YunSpx3hy9OhRT+JunucBuEoxUjlGgiCIxCXk5I0EQRAEQRBE7DN16lR88cUXaG5uBs/zeOCBB/D666+joqICmzZtQkNDAziOw/Lly32OnTJlCqqqqsDzPJqbm3H11VfDZrNBp9PB6XQiIyMDI0eO9Bg3Vq9ejauuugoAcNppp+G///0vAODzzz+HzWYbuE4TBEEQAwp5LBAEQRAEQSQwY8eOxc0334xrr70WHMfh+OOPx29+8xukpKTgnnvuwXXXXQeTyYTRo0f7HHvllVfi4YcfxsUXXwwAuPfee5Geno4zzzwT999/Px5//HE8+eSTeOCBB/DSSy8hJSUFzzzzDBiGwX333Yc77rgD7777LsrLyyMSCkIQBEHEBmRYIAiCIAiCiEOKi4tRXS1fmUK6fv78+Zg/f77PfjNmzMCMGTP8Hv/ggw/6bL/++utx/fXXe5bffPNNnzwShYWFeOONNzzLjz76qJ/eEARBEPEMhUIQBEEQBEEQBEEQRKzjzlsTi5BhgSAIgiAIgiAIgiCIkCHDAkEQBEEQBEEQBEHEOKwxNdoiKEKGBYIgCIIgCIIgCIKIcdLKprr+YGJPjY89iQiCIAiCIAiCIAiC8MZtUGAMxigL4gsZFgiCIAiCIAiCIAiCCBkyLBAEQRAEQcQZdXV1KCsrw3333ee1fvv27SgrK8PHH3884DJ1dXXh0ksvxezZs7Fv3z7P+rVr1+LEE0/E7NmzMWfOHMyYMQO33norurq6Qj7Xc889h+eeew4AMHv2bL/7/vnPf0Z9fT0AYMGCBWhoaAj5vARBEIQ8ZFggCIIgCIKIQ7Kzs/Htt9/C6XR61i1fvhy5ublRkae2thZGoxFLly5FSUmJ17YJEyZg6dKlWLJkCVasWAGDwYB//OMfmpx36dKlfrevXbsWvLtE28svv4zCwkJNzksQBEH0o4+2AARBEARBEETwpKWlYezYsVi/fj1OOeUUAMDq1atx2mmnefb55ptv8I9//AMOhwPFxcV46KGHkJOTg6qqKrz66qvo7e1FX18fHn74YUyZMgW/+MUvUF5eDovFgpb/b+/Oo6K67/+PPwcBUalbKyYYjSZV9GhcqlY0LkXDMuyICRq3hiqYmrobFxKjuPR30CTGBhONVY+KAYsRNYpbU7dKFElEaQ1JUVMMCAqogMKMw+f3h1+msgwBRJmB9+Mcz3Eud+58Xnzu/cyH99x7JzeXd955hxEjRpR53Vu3bhEWFkZGRgbW1tbMnj2bnj17smzZMnJzc5k2bRqffvpplW3v378/x48fB8DZ2ZmePXty69YtYmNj2bJlC/Hx8RgMBoYOHcr8+fPRaDRs2rSJXbt20aZNG1q2bEnv3r0BcHJyIjU1ldu3bxMWFsaVK1ewtbVl4cKFXLp0iezsbEJCQoiKiiIwMJBt27bh6OjIqlWrSEhIQKPR4OvrS0hICGfPnmXDhg3Y2dmRlpaGk5MTa9asQafTMWfOHG7duoXBYGDGjBmMGjWqDntTCCEsmxQWhBC1dinpuvH/H634OyO1TrzU/7l6bJEQQjw9i9afrrBsaJ8OeL3chSLdA5Zt+tq43GAw0KRJE0YN6MQrv+3EnYJi/t+2xArP9xzchWH9OlS7DVqtlsOHD+Ps7MzFixdxcnIyfjqfm5vL+++/z7Zt22jVqhXR0dGsWbOG5cuXEx0dzaeffkrbtm2JjY3lr3/9KwMHDgRAr9cTExPDV199xUcffVShsLB8+XKcnZ154403SE9PZ9y4ccTFxbFkyRI2bdr0s0WFe/fucezYMX77298CkJeXR0hICIMGDeLkyZOkpKQQGxuLRqNh/vz57Nu3jxdeeIHdu3ezZ88eNBoNQUFBxsJCqY8++ohOnToRGRlJamoqS5YsISYmhujoaDZu3EibNm2M637++edkZmayb98+dDodEydOpFu3bjRr1oxvv/2W+Ph4HBwceO211zh9+jR37tyhQ4cObNy4kUuXLnHw4EEpLAghxCOksCCEqJVLSdf58m+XjI/v5N03PpbighBCPB0uLi6sXbuWkpIS4uPj0Wq1HDx4EIDk5GQyMzOZNGkSACUlJbRq1QorKysiIyP56quvuHr1KufOncPK6n9Xxw4bNgyArl27cvv27Qqv+fXXX7NixQoAOnbsSJ8+fUhOTsba2vS0MiUlxXgvhAcPHhgLE6X69OkDQEJCAhcvXmT06NEAFBUV4ejoyK1btxgxYgQtWrQAwMPDg5KSkjKvkZiYyJo1a4CHZzHExMSYbM/Zs2cJCAigSZMmNGvWDB8fHxISEhg5ciRdu3blmWeeAeDFF1/kzp079OvXjw8++ICsrCwGDx7M9OnTTW5bCCEaIyksCCFq5av4VPR6Q5ller2Br+JTpbAghGgU/vzHoSZ/ZmdrXebnhYWFxj+KAVrZN63y+dVlb29P9+7dSUpK4uuvv2bu3LnGwoLBYOA3v/mN8QyC4uJiCgsLKSwsJDAwED8/PwYOHIiTkxNRUVHGbTZt2hQAjUZT6WuWnhHx6GODwVBlYaFXr15s377d5M/t7OyMbZ48ebKx6HD37l2aNGlCTExMmUKCtbU1Op2uzDbKv35aWlqFez2UKl+UKM0A/8sPD38HSik6d+5MfHw8p06d4ujRo0RFRREfH2/ydySEEE/E/405TVq0rt92VEJu3iiEqJU7efcB6IoVPR8ZSkqXCyGEeDq0Wi3vv/8+vXr1KvPHdZ8+fbhw4YLxGxrWr19PREQE165dw8rKimnTpuHs7MzJkyfL3ADy5zg7OxMbGwtAeno633zzDX379q2TLM7Ozuzdu5fCwkIePHjA9OnTOXz4MIMHD+b48ePk5+dTXFzM0aNHKzx3wIABxqJKWloaU6dORaPR0KRJkwr5nJ2diYuLw2AwcP/+ffbv38+gQYNMtmvHjh385S9/QavVsmjRInJzc8nPz6+TzEIIUV1Wtna0856O44Rl9d2UCuSMBSFErbRq04w7efdpjabCciGEeJIyMjKYP38+OTk5dOnShTVr1pQ5GwBAp9MRERHB+fPn0ev1LFq0iKFDH/8MAXPk4uJCWFgYM2fOLLO8Xbt2rFq1ilmzZlFSUkL79u1ZvXo1LVu2pEePHmi1Wuzs7Bg4cCAZGRnVfr2wsDCWLFli/ErLFStW4ODgwOXLlx87y8iRI/nuu+947bXXMBgMDBs2jICAADQaDZMnT2bMmDG0bNkSR0fHCs+dMWMG77zzDr6+vlhbWxMREYFGo+F3v/sdISEhbNq0ybhuUFAQ165dw8/PD71ej6+vL66urpw9e7bSdvn7+zNnzhx8fHywsrLirbfeomXLlo+dVwghauoXfUbWdxMqpVHlz2erJ8XFxaSkpNCrV68yp6A9rqSkJPr3719n2zNXjSFnY8gIlpOz9B4Lj14OYWPTBO9XX6rWpRCWkvNxNIaM0Dhy1nfGJ/UeaalCQ0Px9fXFy8uLyMhI7t27x/z588uss379etLS0lizZg3/+c9/CA4O5uTJkz976npVv+vLly/To0ePWrW5/KUQDVFjyAhV53ycfcSc1PeY9zRIxoajMeQ0l4xVvUfKpRBCiFp5qf9zeL/6kvEMhVZtmlW7qCCEELWl1+tJTEzE3d0dgNGjR3Po0KEK68XHxxtPhe/atStbtmypcG8AIYQQQtQNuRRCCFFrL/V/TgoJQoinKi8vD3t7e+O9BNq1a0dWVlaF9X788UcSExNZvHgxNjY2zJ49m1//+tfVfp2UlJQKy6ytrSksLKx12x/nuZaiMWQE0zl1Oh1JSUlPuTVPRkPJURXJ2HA0hpzmnlEKC0IIIYQwS/Hx8fz5z38us6xz584V1qvs8gaDwcCNGzfYvXs3qampTJkyhfj4eH7xi19U67VNXQpR21P9G8NlAo0hI1Sd09bW1vjVmZbMXE67fpIkY8PRGHKaS8bSSyEqI4UFIYQQQpglrVaLVqsts0yv1zNo0CAMBgNNmjTh5s2bODg4VHjur371K7y8vNBoNHTv3p1nnnmGq1ev0rt378dqk1JKvmJQVEoutRFCNGZyjwUhhBBCWAwbG5syXysYFxfH8OHDK6zn4uJiXCc9PZ3MzEy6dOnyWK9tZ2dHTk6O/AEpKlBKkZOTg52dXX03RQgh6oWcsSCEEEIIi/Lee++xcOFCPvnkE5599lk++OADAD7//HOys7OZOXMm8+bNIzw8HC8vL+DhVyJW9zIIU5577jmuX7/OzZs3a/xcnU6Hra3tY72+uWsMGcF0Tjs7O557Tu47JIRonKSwIIQQQgiL0qFDB7Zv315h+bhx44z/t7e3JyIiok5f18bGptZnPSQlJTWIa++r0hgyQuPJKYQQNSGXQgghhBBCCCGEEKLWpLAghBBCCCGEEEKIWjObSyFKb4Sk0+nqfNvFxcV1vk1z1BhyNoaMIDkbksaQERpHzvrMWPreKDcNfPJkPvJ4GkNGaBw5JWPD0BgyQuPIaQ4Zq5qPaJSZzFLy8/P5/vvv67sZQgghhNnq1q3bY9+AUFRN5iNCCCFE1Sqbj5hNYaGkpITCwkJsbGzk+6GFEEKIRyil0Ov1tGjRAisruYrxSZL5iBBCCFG5quYjZlNYEEIIIYQQQgghhOWRjz2EEEIIIYQQQghRa1JYEEIIIYQQQgghRK1JYUEIIYQQQgghhBC1JoUFIYQQQgghhBBC1JoUFoQQQgghhBBCCFFrUlgQQgghhBBCCCFErUlhQQghhBBCCCGEELUmhQUhhBBCCCGEEELUmsUWFgoKCvD29ub69esAfPHFF3h6euLj48OKFSt48OABAHFxcQwdOhQ/Pz/8/Pz48MMPAcjIyGD8+PF4eHjw5ptvUlhYWG9ZqlLdnNnZ2YSEhODv78/YsWON69+9e5eQkBC0Wi3jx4/n5s2b9ZbFlOpkzMnJMfahn58fI0eOpF+/foBlZITq9+X169cZP348fn5+TJw4kZ9++gkAnU7H/Pnz0Wq1BAQEkJaWVm9ZTKluxosXLxIYGIiPjw+hoaHGPrOEjB9//DFeXl54eXkREREBwJkzZ/Dx8cHNzc04xgBcvnyZwMBA3N3dCQsLM+a3hPGnJjlLLViwgC+++ML4uKHlPHbsGH5+fvj6+vLHP/6RO3fuAJaRU9Sf/fv34+npiaurK1FRUfXdnBqr7BhZtGgRbm5uxvfko0ePAjUfC83JpEmT8PLyMmZKTk422XeWmPNvf/tbmXlU//79CQ8PbzB9WX7+UVfvy+Y0xyyfMSYmBm9vb3x8fFi0aBE6nQ54eMy6uLgY+7R037WUOUn5nHW1j5pTzkcznjhxosyx6ezsTGhoKGCBfaks0IULF5S3t7fq2bOnSk9PV2lpaWrYsGEqKytLKaXUe++9pzZv3qyUUio8PFzt37+/wjZCQkLUl19+qZRS6uOPP1YRERFPL0A11STn5MmT1c6dO5VSSu3cuVPNnDlTKaXUsmXL1IYNG5RSSu3Zs8e43FzUJGMpg8GgJkyYoPbt26eUMv+MStUs57x581RUVJRSSqlt27apuXPnKqWU2rRpk3r33XeVUkqdO3dOjRkzph6SmFbdjCUlJWrEiBEqISFBKaXUgQMHVGhoqFLK/DP+85//VEFBQaq4uFjpdDo1adIktX//fjVixAj13//+V+n1ehUcHKyOHz+ulFLKy8tLffvtt0oppRYtWmTsV3Mff2qa88aNGyo0NFT17t1b7d6927idhpQzPz9fvfzyy+rGjRtKKaXWrl2rli9frpQy/5yi/ty4cUO5uLiovLw8VVhYqHx8fNQPP/xQ382qtsqOkSNHjihvb2/j2F7q/v37NR4LzUVJSYl6+eWXlV6vNy4z1XeWnLPU999/r1xdXVVOTk6D6Mvy84/atN/UOG4uc8zyGa9cuaJcXV1Vfn6+KikpUW+//bbasmWLUkqp0NBQ9c0331TYhiXMScrnVErV2T5qLjkry1gqOztbjRo1Sl29elUpZXl9aZFnLOzatYv33nsPBwcHAFJTU+nbt6/xsYuLC8eOHQPg0qVLxMXF4evry7x587hz5w56vZ7ExETc3d0BGD16NIcOHaqfMFWobs7c3Fy+++47xo4dC0BgYCCzZs0C4Pjx4/j4+ADg7e3NyZMn0ev1Tz+MCTXpy1K7d++mWbNmxlzmnhFqlrOkpISCggIA7t+/j52dHfAwp6+vLwADBw4kLy+PjIyMpx3FpOpmzMvLo6ioCGdnZ+Py06dPo9PpzD5ju3btWLhwIba2ttjY2PDiiy9y7do1nn/+eTp27Ii1tTU+Pj4cOnSIn376iaKiIvr27Qv8b5yxhPGnJjnh4Seyo0aNQqvVGrfR0HLq9XqWLl1K+/btAXByciIzM9Micor6c+bMGZydnWndujXNmzfH3d3dovaPyo6RjIwMMjIyePfdd/Hx8WHdunWUlJRw8eLFGo2F5uTKlStoNBqmTp2Kr68vO3bsMNl3lpyz1NKlS5k9ezZ2dnYNoi/Lzz9q2v6qxnFzmWOWz2hra8vSpUuxt7dHo9HQrVs343wpJSWFzz77DB8fH8LDwykuLraYOUn5nPfu3auTfdSccpbP+KiIiAjGjh1L586dAcvrS4ssLKxcuZIBAwYYH3fv3p3k5GQyMzMxGAwcOnSIW7duAQ/fFP/0pz+xd+9enn32WcLDw8nLy8Pe3h5ra2vjOllZWfWSpSrVzZmeno6joyOrVq3C19eXGTNmYGNjAzy8RKJdu3YAWFtbY29vT25ubr3kqUxN+hLAYDDwySefMHfuXOMyc88INcs5c+ZMtm7dyrBhw9i8eTNTp04FyuaEh/vtjRs3nm6QKlQ3Y5s2bWjevDmnT58G4MCBA+j1evLy8sw+Y9euXY0D+bVr1zh48CAajaZMmx0cHMjKyqo0S1ZWlkWMPzXJCTBlyhReffXVMttoaDnbtGnDK6+8AkBRUREbN27klVdesYicov6UHwcePW4sQWXHyLBhw3B2dmbVqlXs2rWL8+fPExsbazKrqbHQnNy9e5fBgwcTGRnJ1q1biY6OJiMjo1p5LCknPCx2FRUVodVqycnJaRB9WX7+UdP2VzWOm8scs3zGDh06MGTIEAByc3OJiopi1KhRFBYW0qNHDxYsWMCePXu4e/cu69evt5g5SfmcdbWPmlPO8hlLXbt2jXPnzjFp0iQAi+xLiywslNelSxfmzp3Lm2++yfjx43FycjL+YR0ZGUmfPn3QaDRMmTKFkydPopSqsA2NRvO0m11jpnI+ePCAf//73wwZMoR9+/YxatQoFi5caHI7Vlbm2+1V9SXAqVOn6NKlC05OTlVux5wzQtU5FyxYQHh4OKdOnWLZsmW89dZble6zYN45TWXUaDSsW7eODRs24O/vT35+Pq1bty7Tz48yx4w//PADwcHBLFiwgE6dOlX4uUajMTnOWNL4U52cpjTUnPn5+UydOpXu3bsTEBBgUTnF09dQ9o9Hj5EXXniByMhIfvnLX9KsWTMmTpzIiRMnLHrM69evHxERETRv3py2bdsyZswY1q1bV2G9hjC2R0dH88YbbwDQsWPHBteXYPq4q6tc5jQvycrKYvLkyQQGBjJo0CBatGjBZ599xvPPP4+1tTXBwcEW3ad1tY+ae054eM+M119/HVtbWwCL7EvzOTIeQ3FxMb179yYuLo7o6GgcHR3p2LEj+fn5bN261bieUgpra2vatm1LQUEBBoMBgJs3b1Z6Ooq5MZWzXbt2tGjRAhcXF+DhqVoXL14EHlbwSj8Jf/DgAQUFBbRu3bq+IvwsUxlLHTt2DE9PzzLPsbSMYDpnbm4uV65cMX4y6u7uzs2bN8nLy8PBwaHMTYPMfb+tqi+tra3Zvn07cXFxBAQEUFJSQuvWrS0iY1JSEr///e+ZO3cuAQEBtG/fvsxZNdnZ2Tg4OFRYXprFUsaf6uY0pSHmzM7O5vXXX6d79+6sXLkSsJycon7U9LgxR+WPkdTUVA4fPmz8eencqqZjoTk5f/48CQkJxsdKKTp06FCtPJaUU6fTkZiYyMiRIwEaZF+C6eOuNu/L5jzHTEtLY9y4cQQEBDB9+nTg4c37YmNjjeuY6lNLmZPU1T5q7jkB/v73v5f5G8cS+7JBFBbu3bvH5MmTKSgoQKfTsX37djw9PWnevDmbNm0iOTkZgB07duDq6oqNjQ0DBgzg4MGDwMNvjhg+fHh9RqgWUzk7depE+/btOXHiBAD/+Mc/6NmzJwAjRowgLi4OgIMHDzJgwACTnwybA1MZS124cKHC6UOWlhFM52zTpg1Nmzbl/PnzwMMJXYsWLWjbti0jRoxg7969wMNJUNOmTXF0dKzPGFWqqi8XL15sLH5t3rwZDw8PrKyszD5jZmYm06dPZ82aNXh5eQHQp08frl69yo8//ojBYODLL79k+PDhdOjQgaZNm5KUlAT8b5yxhPGnJjlNaWg5DQYD06ZNQ6vVEhYWZvwUwBJyivozZMgQEhISyM3N5f79+xw5csSi9o/KjhGlFKtWrTLesyomJgZXV9caj4XmJD8/n4iICIqLiykoKGDPnj2sXr260r6z5Jypqal07tyZ5s2bAw2zL6Fu35fNdY5ZUFDAH/7wB2bOnElwcLBxuZ2dHatXryY9PR2lFFFRUbi6ulrsnKSu9lFzz5mbm0tRUVGZD1Mtsi+f8M0hnygXFxfj3TR37dqlPD09lZubm1q3bp1xncTEROXv7688PDzUtGnT1N27d5VSSl2/fl1NmDBBabVaFRwcrG7fvl0vGaqjOjnT0tLUhAkTlJeXlwoKCjLeTTQvL0+FhoYqT09PFRQUVOHuo+aiOhmVUqp3796qqKiozDJLyahU9XImJyerMWPGKG9vbxUUFKT+9a9/KaWUKioqUm+//bby9PRU/v7+KiUlpV4y/JzqZvT391fu7u5qxowZKj8/Xyll/hmXL1+u+vbtq3x9fY3/du7cqc6cOaN8fHyUm5ubWrlypSopKVFKKXX58mUVGBioPDw81Jw5c1RxcbFSyvzHn5rmLLVgwYIy3wrRkHIeOXJEOTk5lVl38eLFSinzzynq1759+5SXl5dyc3NTGzdurO/m1IipY2THjh1Kq9UqV1dXtXr1auP6NR0LzcmHH36oPDw8lJubm9q6datSynTfWWrOAwcOqFmzZpVZ1pD68tH5R129L5vbHLM045YtW1TPnj3LHJtr165VSil16NAh4367cOFCY0ZLmpM82pd1tY+aW85HMyYnJ6tXX321wjqW1pcapUxcvC2EEEIIIYQQQgjxMxrEpRBCCCGEEEIIIYSoH1JYEEIIIYQQQgghRK1JYUEIIYQQQgghhBC1JoUFIYQQQgghhBBC1JoUFoQQQgghhBBCCFFrUlgQQgghhBBCCCFErUlhQQghhBBCCCGEELX2/wH+Yzw+0wxI4QAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ((ax1, ax2),(ax3, ax4)) = plt.subplots(2,2,figsize=(18,12))\n", "\n", "ax1.plot(sp_ret*100, label='Actual')\n", "ax1.scatter(sp_ret.index, sparmasim100.resid(), c='C4', label='Fit Residuals')\n", "ax1.plot(sp_ret.index, sparmasim100.predict_in_sample(), label='Predicted')\n", "ax1.set_title('Simple Actual v Model')\n", "\n", "sim100_mean = sparmasim100.predict_in_sample().mean()\n", "ax2.plot(sparmasim100.predict_in_sample(), c='C1', label='Predicted')\n", "ax2.axhline(sim100_mean, c='C0', ls='--', label='Mean of Predictions')\n", "ax2.set_title('Simple In-Sample Predictions')\n", "\n", "ax2text = f'Mean of Sample: {(sp_ret*100).mean():.4f}'\n", "ax2text += '\\n'\n", "ax2text += f'Mean of Predictions: {sim100_mean:.4f}'\n", "ax2.text(\n", " .25,.1, ax2text, \n", " transform=ax2.transAxes, ha='left', \n", " bbox=dict(facecolor='white', edgecolor='C1')\n", ")\n", "\n", "ax3.plot(sp_lret*100, label='Acutal')\n", "ax3.scatter(sp_lret.index, sparmalog100.resid(), c='C4', label='Fit Residuals')\n", "ax3.plot(sp_lret.index, sparmalog100.predict_in_sample(), label='Predicted')\n", "ax3.set_title('Log Actual v Model')\n", "\n", "log100_mean = sparmalog100.predict_in_sample().mean()\n", "ax4.plot(sparmalog100.predict_in_sample(), c='C1', label='Predicted')\n", "ax4.axhline(log100_mean, c='C0', ls='--', label='Mean of Predictions')\n", "ax4.set_title('Log In-Sample Predictions')\n", "\n", "ax4text = f'Mean of Sample: {(sp_lret*100).mean():.4f}'\n", "ax4text += '\\n'\n", "ax4text += f'Mean of Predictions: {log100_mean:.4f}'\n", "ax4.text(\n", " .25, .9, ax4text, \n", " transform=ax4.transAxes, ha='left', \n", " bbox=dict(facecolor='white', edgecolor='C1')\n", ")\n", "\n", "ax1.legend()\n", "ax2.legend()\n", "ax3.legend()\n", "ax4.legend(loc='lower left')\n", "\n", "plt.suptitle('Percentage Returns', y=.92)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What we can see from the left-hand charts above is that the ARMA model is generally quite poor at predicting the daily fluctuations in share prices. The residuals are very large and the ARMAs account for only that very thin strip within the actual fluctations.\n", "\n", "*However*, on the right-hand charts we can see that the ARMA processes account for *essentially all of the time series mean*." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## GARCH Forecasting ##\n", "\n", "We currently have a model describing the stationary and dependent mean process of our time-series. The resulting residuals should have a near-zero, constant mean. \n", "\n", "But we can also see this model is very poor at describing daily returns. So now we look to incorporate volatility dependence via GARCH. This can be done by fitting a GARCH model to the residuals of the ARMA fit. \n", "\n", "We will focus strictly on scaled simple returns." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "\n", "data = pd.Series(sparmasim100.resid(), index=sp_ret.index)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use the `arch_model` class from the `arch` package, which defaults to GARCH(1,1)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.01977812138048156, -6.663614539820898e-05)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import arch\n", "\n", "model = arch.arch_model(data, p=1, q=1)\n", "model_fit = model.fit(disp='off')\n", "model_fit.params.mu, sparmasim100.resid().mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This prodcues an interesting value in the mean. We expected a near-zero mean and ended up with a ~0.02%. By incorporating conditional volatility, we have essentially revealed a larger mean process within the residuals (or picked up an artifact therein).\n", "\n", "The `model_fit` object can be used to forecast future residual values." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "pred = model_fit.forecast(horizon=100, simulations=1, method='simulation', reindex=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see a single 100-day forecast below, resulting from the small, positive mean and the dynamic variance." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "tags": [ "hide_input" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6))\n", "plt.plot(pred.simulations.values[0,0], label='Forecast Values')\n", "plt.plot(pred.mean.iloc[0].values, label='Mean')\n", "plt.plot(pred.variance.iloc[0].values, label='Variance')\n", "\n", "\n", "plt.ylabel('Daily\\nReturn\\n(%)', loc='center', rotation='horizontal', labelpad=14)\n", "plt.title('100 Day Single Forecast of Residuals')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can show how a forecast compares with actual data, by fitting against a past subset and projecting forward from the last fitted date." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "model = arch.arch_model(data[:-100], p=1, q=1)\n", "model_fit = model.fit(disp='off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "GARCH models incorporate a stochastic error term generated from standard Gaussian white noise, so the value of any single simulation is minimal. Below we show the deviation of four forecasts relative to the actual." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "tags": [ "hide_input" ] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2,2,figsize=(18,14))\n", "\n", "for ax in axs.flatten():\n", " pred = model_fit.forecast(horizon=100, simulations=1, method='simulation', reindex=False)\n", " ax.plot(data[-100:], label='Actual')\n", " ax.plot(data[-100:].index, pred.variance.iloc[0].values, label='Variance')\n", " ax.set_ylabel('Daily\\nReturn\\n(%)', loc='center', rotation='horizontal', labelpad=14)\n", " ax.legend()\n", " \n", "plt.suptitle('100 Day Forecasts of Residuals', y=.92)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Projection with Expanding Window ###\n", "\n", "We can arrive at a better fit to the data if we use a window-process. Time-series models can be fit either over the entire time-series or over a window. The intent is to capture any changes in the parameters of the series over time.\n", "\n", "An expanding window approach fits the model on an ever-increasing window over a chosen increment. Below we show an expanding window incremented daily." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "dda7b61afe4147d285c0897e735db3e3", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/100 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1,2,figsize=(18,6))\n", "\n", "ax1.plot(data[-n:])\n", "ax1.plot(data.index[-n:], means_)\n", "ax1.plot(data.index[-n:], vars_)\n", "\n", "ax2.plot(data.index[-n:], means_, c='C1')\n", "\n", "ax1.set_title('Actual Returns')\n", "ax2.set_title('Mean of Returns')\n", "\n", "plt.suptitle('1-Day Expanding Window Fit')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see this is especially true over a longer time period. Here we increase to 5,000 days." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "946425de05764b6c95a9cf1d90ab1893", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/5000 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1,2,figsize=(18,6))\n", "\n", "ax1.plot(data[-n:])\n", "ax1.plot(data.index[-n:], means_)\n", "ax1.plot(data.index[-n:], vars_)\n", "\n", "ax2.plot(data.index[-n:], means_, c='C1')\n", "\n", "ax1.set_title('Actual Returns')\n", "ax2.set_title('Mean of Returns')\n", "\n", "plt.suptitle('1-Day Expanding Window Fit')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see the variance captures the spikes in daily changes very nicely. The mean does change but in a narrow range." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feed Forward for Out-of-Sample Projections ###\n", "\n", "Instead of using a multi-horizon forecast via the `forecast` method of `arch`, the forecast can be created by refitting a new model that incorporates the most recent forecast. We will show this process on just the last 20 years of data." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "n = 252\n", "window = 5040\n", "foredata = data[-window:].copy()\n", "foredata = np.concatenate((foredata, np.zeros(n)*np.nan))" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "01a69cf2526049e4ad8d550d28957770", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/252 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start = data.size - window\n", "x_hist = np.arange(start, start + window)\n", "x_proj = pd.date_range(start=data.index[-1] + pd.Timedelta(days=1), periods=n, freq='B')\n", "\n", "plt.figure(figsize=(10,6))\n", "plt.plot(data.iloc[start:], label='Actual')\n", "plt.plot(x_proj, foredata[-n:], c='C4', label='Projection')\n", "plt.ylabel('Daily\\nReturn\\n(%)', loc='center', rotation='horizontal', labelpad=14)\n", " \n", "plt.legend()\n", "plt.title('1-Day Feed Forward Simulation')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fixed Windows ###\n", "\n", "Instead of an expanding window, a fixed window can be rolled forward. The observations may or may not overlap. This approach more directly captures state changes in the model that may occur over time, although it does also clip information.\n", "\n", "First, we show a fixed window on recent data (same as above) incremented forward daily for the last 252 days. This will utilize the same feed-forward forecast used above." ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [], "source": [ "import scipy.stats as scist\n", "\n", "n = 252\n", "window = 5040\n", "foredata = data[-window:].copy()\n", "foredata = np.concatenate((foredata, np.zeros(n)*np.nan))" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d19c7ff288a945ae966f6e0d26da2802", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/252 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start = data.size - window\n", "x_hist = np.arange(start, start + window)\n", "x_proj = pd.date_range(start=data.index[-1] + pd.Timedelta(days=1), periods=n, freq='B')\n", "\n", "plt.figure(figsize=(10,6))\n", "plt.plot(data.iloc[start:], label='Actual')\n", "plt.plot(x_proj, foredata[-n:], c='C4', label='Projection')\n", "\n", "plt.ylabel('Daily\\nReturn\\n(%)', loc='center', rotation='horizontal', labelpad=14)\n", " \n", "plt.legend()\n", "plt.title('Fixed Window 1-Day Feed Forward')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fixed Window Across Entire Time Series ###\n", "\n", "We will expand the above to fit a fixed window across the entire time series. We will drop two years of data with each shift in the window. This results in a window of ~13 years." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "n_windows = 13\n", "drop = 252*5\n", "window = data.size - n_windows*drop\n", "\n", "windex = np.array([np.arange(drop*i+1, drop*i + window) for i in range(n_windows + 1)])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "824c06dc858345b39ff16067401e518b", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/14 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(7,2,figsize=(18,6*6))\n", "axs = axs.flatten()\n", "for i in range(n_windows+1):\n", " axs[i].plot(data[windex[i]], label='Actual')\n", " axs[i].plot(data[windex[i]].index, vars_[i], zorder=3, label='Volatility') \n", " axs[i].scatter(data[windex[i]].index, resids[i], c='C4', zorder=3, s=5, label='Residuals')\n", " \n", " axs[i].legend()\n", " \n", "plt.suptitle('Actuals v Residuals for Rolling Fixed Window', y=.9)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Garchcaster ##\n", "\n", "`Garchaster` is a model for integrated ARMA-GARCH forecasting in `phat`.\n", "\n", "Forecasting residuals is helpful but our goal is to develop a fulsome price simulation. To do that, we have to also incorporate the mean process in the ARMA model. In ARMA-GARCH both the mean and variance in the current period are functions of the residual in the prior period. So *both* ARMA and GARCH must be produced in conjunction at each step in the forecast.\n", "\n", "The full ARMA-GARCH system looks as follows:\n", "\n", "$$\n", "y_t = \\mu_t + \\epsilon_t\n", "\\\\\\mu_t = \\phi_0 + \\sum\\limits_{i=1}^m\\phi_iy_{t-i} + \\sum\\limits_{j=1}^n\\theta_j\\epsilon_{t-j} + \\epsilon_t\n", "$$\n", "$$\n", "\\\\\\epsilon_t = e_t\\sigma_t\n", "$$\n", "$$\n", "\\\\\\sigma_t^2 = \\alpha_0 + \\sum\\limits_{l=1}^p\\beta_l\\sigma_{t-l}^2 + \\sum\\limits_{k=1}^q\\alpha_k\\epsilon_{t-k}^2\n", "$$\n", "\n", "*Note this does not exhaust the bevy of GARCH extensions: HARCH, FIGARCH, GJR-GARCH, etc.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `arch` package has a `forecast` method built-in to its results object, however, we developed our own forecasting class to allow for some greater flexibility: `Garchcaster`. The class uses **Numba** to speed up processing time.\n", "\n", "We will simulate 252 days of price movement 10,000 times.\n", "\n", "`Garchcaster` requires the following inputs:\n", "\n", "+ ARMA parameters\n", "+ GARCH parameters\n", "+ Standardized residuals from a GARCH fit\n", "+ Conditional volaities from a GARCH fit\n", "+ Residuals from a GARCH fit\n", "+ Number of periods in the forecast\n", "+ Number of iterations / simulations" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [], "source": [ "import phat as ph\n", "\n", "days = 252\n", "sims = 10000\n", "mod = ph.Garchcaster(\n", " arma=sparmasim100.params()[:5],\n", " garch=model_fit.params.values,\n", " y=data.values.copy(), \n", " vols=model_fit.conditional_volatility.copy(),\n", " resids=model_fit.resid.copy(),\n", " iters=sims,\n", " periods=days,\n", ")\n", "rets = mod.forecast()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `GarchcastResults` container has a number of chart devices available to inspect the data, including converting the daily returns into price. Below we show four sample iterations of the 252 day forecast, assuming the starting price of the asset was $100." ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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iRKxfvx433ngj7r33Xjz00EM49thj8fLLL+Mvf/kLZFnGgAEDcN9992Ho0KG+4zj++OP39WUkCABUc0QQvowfPx4bNmwAAMyZMwfnnXceXnzxRbz99tvYuXMn3n//fd/tDjvsMJx00kl49dVXAQCffPIJKioqfAOjRCKBWbNmYebMmTj55JNx/vnnY/To0fif//kfAMCf//xnKIqCV155Ba+++iqqqqpw//334+yzz8YZZ5yByy+/vKC0urKyMrzxxhu47LLLAADbt2/HM888g1dffRWffPIJPvvsMyxfvhyfffYZXn31VbzyyisYMWIE1q9f351LRxAEQexHNm3ahOXLl2PatGk477zzMG/ePLS0tOCdd95BNBrFvHnz8PLLLwOw0uOyLd+2bRseeOAB/PnPf8bcuXPxy1/+Ej/+8Y+RTCZx9913Y+TIkQUFRolEAnPnzsWUKVP4siOPPBJvvvkmzj77bL7siy++wP33348nn3wSr732Gs444ww89thjWccRi8V6+coRhD+kHBGED5IkIRwOAwBuuukmfPzxx3jiiSewbds21NfX5/wjfemll+K3v/0tLr30Urz44ou4+OKLfdcT0+o++ugj3HTTTfj617/O1Zr3338fHR0dWLRoEQArp9wvfzsfkydPdv3+zW9+E7Iso6SkBKNGjUJbWxtOOukkKIqCiy66CKeccgqmTp2KiRMndvlYBEEQxP7l+eefx+mnn46KigpUVFRg+PDhePHFF3HuuefigQcewGWXXYaTTz4Z//Ef/4FRo0ZBlmXf5c8++yzq6+tx+eWX831LkoTt27fnHcPTTz/NHwrquo6vfvWruPHGG/nr3u8hAFi8eDFOOeUUDB06FAD4cXONI18GBkH0BhQcEYQPq1at4mYJN954I3Rdx7Rp03D66adjz549ME0z67Ynn3wy4vE4Fi9ejKVLl+K+++7Le7xvfOMb+P73v48bb7wRb775JkpLS2EYBm699VacdtppAIBoNIpkMpmxrSRJrvGk02nX65FIxPU7C/rEbcvKyjBv3jwsW7YMn3zyCX7yk59g9uzZri8ngiAI4sAiFoth7ty5CIVCOOOMMwAAnZ2dePbZZ3HllVfinXfewaeffopPPvkE3//+93HbbbfhnHPO8V1uGAZOOukkPPjgg3z/e/bsQVVVFZYuXZpzHN6aIy/e7yEAUBQFkiTx3xOJBHbt2pVzHASxP6C0OoLwsHXrVjz66KO44oorAAALFy7Ef/7nf2L69OmQJAkrVqyArutZt5ckCZdccgl+9rOfYcaMGQiFQgUd94orrkBZWRkvYD3llFPw7LPPIpVKwTAM3H777dyoQVEUaJoGABgwYADWrFkD0zQRi8WwcOHCLp/ze++9h8svvxzHH388fvzjH+O8887DF1980eX9EARBEPuP1157DQMGDMBHH32EBQsWYMGCBXj33XcRi8Xw5JNP4qc//SlOOeUU3HTTTTjllFOwceNGPPfcc77LTzzxRHz88cfYvHkzAOCDDz7At771LSSTSSiKkvHgradMmTIFixcvRn19PQDghRdewG9/+9uc4yCI/QEpR0S/h9X+AIAsywiFQrjxxhtx+umnAwBuuOEG/Od//ifKy8tRVFSEr371q3nTDM4//3zcd999+O53v1vwOFRVxe23346rrroKF110EX70ox/hvvvuw/nnnw9d1/GVr3wFt9xyCwDg1FNPxS9/+UsAwCWXXIKPPvoI//Zv/4bq6mocf/zxOZUtP0499VR8+OGHmDFjBiKRCMrLy/n+CYIgiAOT559/Ht///vehKApfVlZWhssuuwzvvvsuRowYgenTp6OoqAiHHXYYZs+eDVVV8dlnn2UsLy8vx1133YUbb7wRpmkiEAjgscceQyQSwZFHHglFUfDtb38bL730kkvx6S7jxo3DTTfdhKuuugoAUFlZiV/96leorq7OOg6C2B9IZldnUQRB5OWf//wn/vGPf+DJJ5/s66EQBEEQBEEQBULKEUH0MpdddhkaGxt9m+URBEEQBEEQBy6kHBEEQRAEQRAEQYAMGQiCIAiCIAiCIABQcEQQBEEQBEEQBAHgEKo5MgwD0WgUqqr2iosKQRAE0XVM00Q6nUZxcTFkmZ6/idD3FEEQRN+T73vqkAmOotEoNmzY0NfDIAiCIAAcddRRKC0t7ethHFDQ9xRBEMSBQ7bvqUMmOFJVFYB1osFgsFv7WL16NSZMmNCbwzqooPPv3+cP0DWg8+/5+adSKWzYsIH/TSYc6Huq5/T38wfoGtD50/nv6++pQyY4YikKwWAQoVCo2/vpybaHAnT+/fv8AboGdP69c/6UNpYJfU/1Dv39/AG6BnT+dP69QbbvKUoIJwiCIAiCIAiCAAVHBEEQBEEQBEEQAHoYHL322muYPn06zj77bDz77LNZ17v55pvxyiuv8N93796NSy+9FOeccw6uvfZaRKNRAEB7ezt+8IMfYNq0abj00kvR0NDQk+ERBEEQBEEQBEEUTLeDo7q6OjzwwAN47rnnMG/ePLz44ovYtGlTxjrXXHMN5s+f71p+55134pJLLsH8+fMxYcIEPProowCABx98EJMnT8abb76Jiy66CPfcc093h0cQBEEQBEEQBNEluh0cLVq0CCeeeCIqKioQiUQwderUjCDotddew5lnnolp06bxZel0GkuWLMHUqVMBABdccAHf7v3338fMmTMBADNmzMCHH36IdDrd3SESBEEQBEEQBEEUTLfd6urr61FZWcl/r6qqwsqVK13rXHXVVQCA2tpavqylpQUlJSUIBKxDV1ZWoq6uLmOfgUAAJSUlaG5uRnV1dcHjWr16dfdOyEYca3+Ezr9/nz9A14DOv3+fP0EQBNG/6XZwZJpmxrJCrFu7ul1XO6xPmDCh2xZ/tbW1qKmp6da2hwJ0/v37/AG6BnT+PT//ZDLZ44dUBEEQBNFXdDutrrq6Go2Njfz3+vp6VFVV5d1u4MCB6OzshK7rAICGhga+XVVVFd+npmno7OxERUVFd4dIEARBEARBEARRMN0Ojk4++WQsXrwYzc3NiMfjePvtt3Hqqafm3U5VVUyePBlvvPEGAGDu3Ll8u9NOOw1z584FALzxxhuYPHkydVknCILoRZ5+fQ1e+2hLXw+DIAiCIArmw8934o4/L4bhk4HW2/RIObrhhhswe/ZsnHfeeZgxYwYmTpyIq6++GqtWrcq57R133IE5c+Zg+vTpWLp0KX7yk58AAK6//nosX74c5557Lp577jn8/Oc/7+7wCIIgCB+WrKvDio3UJoEgCII4ePh/r63BsvX12LI3uc+P1e2aIwCYOXMmd5djPPHEExnr/frXv3b9PmzYMDzzzDMZ61VUVOBPf/pTT4ZEEARB5EDXzf3y5I0gCIIgeosJRwzGB5/vxGcbOvHdfXysHjWBJQiCIA4uDMOEYVBwRBAEQRw8mLC+tzbsSqChJb5Pj0XBEUEQRD9CNwyQcEQQBEEcTKQ1g/+8dXfbPj0WBUcEQRD9CJ2UI4IgCOIgI5XWMbiiCABQ3xLbp8ei4IggCKIfoRtUc0QQBEEcXKQ1A5UVRVBkoJ7S6giCIIjeggwZCIIgiIONVFpHKKigvDiABlKOCIIgiN7CMAxKqyMIgiAOKlKagWBAQUWxQoYMBEEQRO+hGyYZMhAEQRAHFWlNh6rKKI8oVHNEEARB9B5kyEAQBEEcbKTSBoIBGeXFAbR0JJFK6/vsWBQcEQRB9CPIkIEgCII42EhrOoKqlVYHAI2t+y61joIjgiCIfoJpWqoRBUcEQRDEwUQqbUANyCi3g6N9WXdEwRFBEEQ/QbfT6Uwjz4oEQRAEcQDhGDIEAOzbXkcUHBEEQfQTWHBEyhFBEARxsGCaJjdkKIsoCAUVxJLaPjteYJ/tmSAIgjig0HVLMtLJkIEgCII4QPnLa2uwclMDfv+T0yBJEjTdclkNBhQosoQHfnIaBpWH99nxSTkiCILoJzCXOpOUoww6OzsxY8YM7Ny507X82WefxWWXXcZ/3717Ny699FKcc845uPbaaxGNRvf3UAmCIA5pXnl/EzbtbMPSdXUALDMGAAiqVtgyoroUkbC6z45PwRFBEEQ/gafVkXLkYsWKFbj44ouxbds21/JNmzbh8ccfdy278847cckll2D+/PmYMGECHn300f04UoIgiEOf8aMGAAD++sY6mKaJVNrKelADyn45PgVHBEEQ/QRuyECxkYs5c+bgjjvuQFVVFV+WSqXw85//HNdffz1flk6nsWTJEkydOhUAcMEFF2D+/Pn7fbwEQRCHMuw7atuedqunEVOOAvsnbKGaI4IgiH6CrlvfODpFRy7uueeejGW/+93vcOGFF2L48OF8WUtLC0pKShAIWF+dlZWVqKur6/LxVq9e3f3BAqitre3R9gc7/f38AboGdP6H9vm3dXTyn5fULuc/79y5HQMPj+zz86fgiCAIop+gG1ZqAtUc5ebjjz/Gnj178NOf/hSffvopX+533SRJ6vL+J0yYgFAo1K2x1dbWoqamplvbHgr09/MH6BrQ+R/656/+awGCAR0pzcDoMeOgBmTg9TqMO3IMkN7T4/NPJpM5H1JRcEQQBNFPMKjmqCBef/11bNy4EbNmzUIsFkNjYyN+8pOf4Le//S06Ozuh6zoURUFDQ4MrFY8gCILoOZpuoKw4iMa2BOIJDQhb4UpQVYD0vj8+BUcEQRD9BDJkKIx7772X//zpp5/i4YcfxoMPPggAmDx5Mt544w3MnDkTc+fOxamnntpHoyQIgjg0SWsGykpCaGxLIJpIQ1EshV4NyNh33Y0cyJCBIAiin0CGDD3njjvuwJw5czB9+nQsXboUP/nJT/p6SARBEIcUTDkCgFhCQ0qzUsKD+8mtjpQjgiCIfgI1gc3NggULMpZNmTIFU6ZM4b8PGzYMzzzzzP4cFkEQRL8irRkoL7bqMmPJNErSVk8jVd0/mg4pRwRBEL3Ie7U78Mp7m/p6GL7o1ASWIAiCOMDRdANlJZZyFE9oSKeZcnQQWHm/9tpreOyxx5BOp3H55Zfj0ksvdb2+bt063Hbbbejs7MTkyZNx5513oq2tDVdccQVfp6OjAy0tLfj888+xZMkS/Nd//ReGDBkCADj66KNdud8EQRAHOguX78aO+g5c8M2xfT2UDLghAwVHBEEQxAFKWjMQDioIqoqdVmf3OVIP8LS6uro6PPDAA3jllVcQDAbxve99D1OmTMHYsc6E4KabbsLdd9+NSZMm4dZbb8WcOXNwySWXYN68eQAAwzDwH//xH7jhhhsAAKtWrcIVV1yBH/7whz08LYIgiL5BMwy0R1N9PQxfsilHaU0HZdoRBEEQfY1umDAME6oiIxIOIJZ0ao7U/aQcdfsoixYtwoknnoiKigpEIhFMnTrV1Sl8165dSCQSmDRpEgD/TuJ///vfUVRUhJkzZwKwgqOPP/4Y5513Hq655hrs2bOnu8MjCILoE3TdQDSe5vU9BxKsz5F3aE/OW41fPvVJH4yIIAiCIBw0+wsqEJARCQUQS6SRTh8kylF9fT0qKyv571VVVVi5cmXW172dxHVdx2OPPYbHHnuMLystLcW5556Ls846C88//zxuuOEGvPDCC10aF3Ue7xl0/v37/AG6Bj09/9a2dgDAwk+WoiS8f/6QF8rmPQkA1t9f8Tw3b29EU7sGYEi/f/8JgiCIvkMTVKJIOOByq9tfylG3g6N8ncLzvf7RRx9h9OjRGDduHF9211138Z8vvvhi/O53v0NHRwdKS0sLHhd1Hu8+dP79+/wBuga9cf4vLvoIQDNGjxmPkUPKemdgvYS5rg54rxGA5DrPfy7/BB2JTgDY553HCYIgCCIbaRYIKTIiYdWlHKn7ycq72yFYdXU1Ghsb+e/19fWuTuHe172dxN99911Mnz6d/24YBh577DHouu46TiBAbuMEQRw8sNS1A7HuKJshg26YZNJAEARB9DliWl1RyFGOAooERZbybN07dDs4Ovnkk7F48WI0NzcjHo/j7bffdnUKHzZsGEKhEE/R8HYSX758OSZPnuwMRJbxzjvv4K233uLrH3fccSgqKuruEAmCIPY7mm4FGR2xAy84YoGbabrVfcMwqfcRQRAE0eekhRS64iLVNmTQ95tqBPRQObrhhhswe/ZsnHfeeZgxYwYmTpyIq6++GqtWrQIA3H///bj33nsxbdo0xONxzJ49m2+/Y8cObtnNuO+++/DXv/4V5557Lv7+97/j7rvv7u7wCIIg+gSmzuRSjrbubsOaLU37a0gcMQASYyHDdgciCIIgiL6EK0eKZcgQT6SRThsI7qcGsEAP+xzNnDmTO80xnnjiCf7z+PHj8fLLL/tuu2LFioxlRx55ZJcNGAiCIA4k2B/2XMHR82+vR11TDA/99+n7aVQWuu4EQJZyZKUo6BQcEQRBEAcAonJUZBsyJNMHiXJEEARBZMICkFzBUVozkEzrWV/fV7iUI8/PVHNEEARB9DUu5SisQjdMRONpBPeTUx1AwRFBEESvUoghg6YbfL2esmlHK255ZCFSBQRbhnBMb3AkqkoEQRAE0RekPVbeANDamdxvPY4ACo4IgiB6Fa0A5cgwTN7Loads3NmKNVua0NaZ3wDCXXNkCssNUo4IgiCIPod9N7KaIwBo60zutx5HAAVHBEEQvQpTZHK51Wm6Aa2XanzY8fx6y3nJbsgAqjkiCIIg+py0LipHKgArOCLliCAI4iClEEMGvReVo2y9i3yPm2HIAL4tBUcEQRBEX5MWlSM7rS6e1PerckQdVgmCIApE1w2YsP5oZ12ngJojvRdrjlhQVEhWXDZDBt0wqM8RQRAE0edoQs2RJKl8eZDc6giCIPYvuxs6sbcld93O43NX4Z6/fJZzHabORONp6Lp/AKQbJq9N6ildUY5yGTJQzRFBEATR17C0ukBAxoDSEGSr48TB0+eIIAjiUOGvb6zD1p0tOPes7Os0tMTR2BrPuR/NMBGxezN0xNKoKA1lrqObPP2up/DgqADlJ7shgwnTLKxuiSAIgiD2FdytTlEwoCyMh286A4tW7cZxYyv32xgoOCIIggCQTOtIabmDA9M0c6afmXbtTjhoBUfZAiDDMGCaVlCisMdi3cRJq+ticCQMzVGfejQUgiAIgugRvM9RwPpuHFFdiu9Wj9uvY6C0OoIgCLDAJvc6hmHmDEJY8MHk/2xqDkup6w31yHGry79uNkMGnYIjgiAI4gDA6XO0/2qMvFBwRBAEAcAE8poS5HN1Y9uzP+rZ6njYetlqkrpCl9zqxJoj0a2uC3bgBEEQBLGv4MqR0rOsip5AwRFBEAQA08idMgdYqWi54gdd6M9grZ8lOLLXS/eCnbfeBbc6I0vNEfuZlCOCIAiiLyHliCAI4gDBNIF8BnKGafJgxA+WLhe0g6NswRZXjnohGumKciQ65LmsvPXCAyyCIAiC2FdougFZQo/rcXsCBUcEQRCwA5880VH+miP3E698ylFvNILtSkqcns3KmylHJB0RBEEQfUhaMxDoQ9UIoOCIIIgDhLkfbMbiVbv77PjMPS4XhpGn5sgOrlRmyJCn5kjzOEBouoFXP9rcpVokNpyuWnmLQyNDBoIgCOJAQNMNqH1YbwRQcEQQxAHCGx9vxQef7+qz45swkS8m0c0C3erypNVxtzqPcrRuazOemLsa67Y1Fzpsrgb1qOaoC453BEEQBLGvSGtGn9YbARQcEQRxgKAZRp+mdbHAIJd6ZClH2ffhGDLkTqsz7J14j8UKUbtSi9Qlt7psNUdd2AdBEARB7Cs0zehTpzqAgiOCIA4QNK1vgyN27Fy9h0zTzBlAaF63Op91DcPk6WveY7E0u65chy71OfKx8maNa61lBR+WIAiCIHodUo4IgiBsND2/lfa+hKXL5TJJyFtzxPscZbfyFs9R09yvM+WpKwIOrzkqyJAhs+ZIHKJJ0RFBEATRh2i6gUCAlCOCIAhoutGnaV1mFjVHxMijHLG0taCaPa1ONFvwGjJ0J72ta251mWl17jqkgg9LEARBEL1OWjOgKqQcEQRBWMFRvkZD+xAT+dPqCrXyDuZIq3MrR163uh4ERwUY3OWrM6KSI4IgCKIvIeWIIAjCRu9j5cipA8plyICcjnZs20CBaXXeNEKmKnWp5sgsPKASDRlYkCcqWWTIQBAEQfQlB33N0WuvvYbp06fj7LPPxrPPPpvx+rp163DhhRdi6tSp+NnPfgZN0wAAc+fOxSmnnIJZs2Zh1qxZeOCBBwAAu3fvxqWXXopzzjkH1157LaLRaE+GRxDEQYJumxTsr5qj1xduyeipxGuOckQ/+a28mXLE0up81hH2n86iHBWSIsfokludjyGDeMn7c1pdZ2cnZsyYgZ07dwIAnnvuOZx77rmYPn067rvvPv6eZPteIwiCIHqOph/EbnV1dXV44IEH8Nxzz2HevHl48cUXsWnTJtc6N910E26//Xa89dZbME0Tc+bMAQCsWrUKt9xyC+bNm4d58+bhhhtuAADceeeduOSSSzB//nxMmDABjz76aA9OjSCIgwUti2Ki60ZGANEbPP6PVfjV00tcy1haWr60uoKawBaYVqdn1Byx65Bj8D5jAgp1qxOUI4ON2TlYfxWOVqxYgYsvvhjbtm0DAOzYsQNPP/00XnrpJbz22mv4/PPP8fHHHwPI/r1GEARB9Jy0ph+8ytGiRYtw4oknoqKiApFIBFOnTsX8+fP567t27UIikcCkSZMAABdccAF/fdWqVZg7dy6+9a1v4X/+53/Q1taGdDqNJUuWYOrUqRnrEwTRt2i6gXc+/bJbVtufr69HWtNzrpMtneyxV1bi3v/7rMvH7A5GgW51XWkC63e9xODLeyy9GzVHehfS6gzDhCxLWbfrr2l1c+bMwR133IGqqioAwIgRI/DPf/4TkUgE7e3t6OzsRFlZWc7vNYIgCKLnaLrZ58pRoLsb1tfXo7Kykv9eVVWFlStXZn29srISdXV1/Ocf/OAHmDhxIn7/+9/jrrvuws0334ySkhIEAoGM9bvC6tWru3tKAIDa2toebX+wQ+ffv88f8L8Gm/ck8Mx7jYi27sKIwaGC99UW1fDAvL248OSBOPbwSNb1ogkreGrv7HQdf/OXjWiPafvsfRH3G4vHAQCr16xFa53/OSZTKRgmsHTpUkhS5h/v9TutfezebaVmbdi4CUpil2udpvY0/3nTlq0oRT3/fduXHQCAzZu3IKLvLegcmptbAAAbN26CEt+Vc93WtnbIEmAA2LBhI8zOHWiPOYGrYfTPz8A999yTsUxVVcyZMwf33XcfJk6ciPHjx2PNmjVZv9e6An1P9Yz+fv4AXQM6/0P3/Ds6YyhW0znPcV+ff7eDI7+np+JkIdfrjzzyCF921VVX4ayzzsL//u//5txfoUyYMAGhUOGTN5Ha2lrU1NR0a9tDATr//nn+bZ1JPDlvNa69cCLWrVnpew30NXuB9xoxevSROO6oSp+9+LOjrgPAXlQNHY6amtFZ12tuTwCv7EFROOI6/rylixBNx3r/fXnOCl5OOOEE/ncmvGABgDTGHjkOxxwxyHczZV49gBROOKGGKzAiCXU38GETjhwzGvi0BaOPOAI1Ew9zrbN9bzvwujWhHjFiJGpqDuevbW3bCHzehlGHH46amhEFncqbKz4FEMcRR4xBzbFDc677wscfItTZCS2expgxY1Bz9BDUt8SAuXsAWGl1Pb3WyWSyx5P/A4XvfOc7uOCCC/DTn/4UDz/8ME4//fSMdeh7av/S388foGtA539on78y/x1UVQ7Meo69cf75vqe6nVZXXV2NxsZG/nt9fT1PSfB7vaGhAVVVVejo6MDTTz/Nl5umiUAggIEDB6KzsxO6rrvWJwhi37L+yxa8v2wnvtzTkXUdlgqWtNPjEkkNqzY1Zl3fu10qnTutjqWXeWtwTDPTtKA3iSacYvpCDBnMPClszIpczdXnKIeVt9MEtutudYX2OVIVd8qfu89R/0yr87Jnzx7+ZDIQCODcc8/F+vXrs36vEQRBEL2DdjDXHJ188slYvHgxmpubEY/H8fbbb+PUU0/lrw8bNgyhUIh/wcydOxennnoqIpEInnzySaxYsQIA8Le//Q1nn302VFXF5MmT8cYbb7jWJwhi35KyA56czU3tCXQ6bU3e31+2Ez/708fojKezbgM4gU0ylSc4YjVHnjEYppmzBqintHUmnWMVaMgAZA9EWFNXNZeVt2CnrXkNKHwClnx01ZCB24yb7u0L3Ud/oKOjAzfddBPa29thmibeeust1NTUZP1eIwiCIHqHtHYQ1xxVV1fjhhtuwOzZs5FOp/Htb38bEydOxNVXX43rrrsOxx57LO6//37cdtttiEajOProozF79mwoioIHH3wQv/jFL5BIJHD44YfjN7/5DQDgjjvuwC233ILHHnsMQ4cOxe9///teO1GCIPxhAUxOFzb7NRZIxZMaTDO3eQHgBALJfMpRNrc6w8xr5tATWjuSGFZZAkBQjnIZMrDeQIYJ1ed1pvzkbgKb3ZDBCRILPAG4FaAddR0IBRVUDfCv7zJE5Ug4F/46RUcAgKOOOgo/+MEP8L3vfQ+KomDy5Mn4/ve/DwC+32sEQRBE76Dpfa8cdTs4AoCZM2di5syZrmVPPPEE/3n8+PF4+eWXM7abPHky/vGPf2QsHzZsGJ555pmeDIkgiC6SShcQHPH0OOv/bEqPF56Olzc4ypyoA1bAsi/T6loF5Ygd2avmiDBRKdtps/GrgexpdZpLOcriVtfNJrA/+s0CAMBrv5uVZXwGV454iqArOCr4sIckCxYs4D9/73vfw/e+972MdbJ9rxEEQRA950BQjnrUBJYgiIMfpszoBaTVsdohPU96GUPzBFX51vMGBYZhIq0bXarBKQRWQy+m1RWkHOVJe9O8fY581hOXaZr7dRYssbF0xlJ459Mvs58InHTAgmqOdDNjbGKAS8IRQRAE0VfougFNNxBSD9KaI4IgDg26klbHAiknmMm974INGXRmyOBVjqx/3uX5aOtMYuOOlqyvl0aCAKy0OgY7RM6aozyGDCxlLsgMGXzWE/fvNaAwPMrRxyv34A9zlqOpLV7AmPyP4R6fmFZnLxOUrP6uHBEEQRB9R0fMqmMuLQ726TgoOCKIfg43ZCgkrY65yhXYrJSn1RVqyOCtOTJZUGa9/ttnluKPc5bn3BcAzP1gM+748+Ksr8u2dNTqpxwVYMiQ7VrpBShHYqDnTRnUDHegw8aSK7XQzySirjnmPz7RkMFHOepOk1+CIAiC6A3ao9Z3cnlx91od9BYUHBFEP4c50OVSZ7xpdVqBltNawYYM/jVHhuEOjj5cvgtvf/olonlc8uJJDZ3xdNbxsYBAVI5MgwVHWbYpwLiAXZfcbnWicmT6vuaYJeR/b/yCo90NnVnWNTKsvEXliNLqCIIgiL6iLZoCAJSRckQQRF/C1KCcVt46C47ck/VClaNC0+q8wYTJlSP39u8v2+m7n6a2OAzDhKYbOXsksWG3+RkyZFGOCqnNYeMP2oYMfnVcufoceYPOQuzFdSGtLhy0jrurIeq/rqAc+fVsIrc6giAIoq9oZ8FRCQVHBEH0IelC0uoMllbnrTnKPZnWC3Sr8yomDK9yFAlbBptvf5JpUtDWmcRV97yDJWv35nXJY4FBVwwZzALSz5jq5KSuZa7j6nPkCXq8bnV+6o4XUTkqKbIMxnc3+itHLkMGH7c6io0IgiCIvqKdlCOC2H+Ypokn5q7Chu3Zi/T7KyzwKCStjqfg6WxCnmffXHHKoxxpWdLqTPcY2X78Jv/t0RQ03URrZ5LvL1utk+mTVsfrfLK4TBTSD0g3DCiyBNl2w/OvOcqRVuepOWLrFloHxbbLllbna8ggjIdKjgiCIIi+gtUcMdOkvoKCI6JfkNYMvPrRFtSuq+vroRxwsIAjtyGDf81R3rQ6rTBDhnQOK2/Aev90w+TKjH//IIMfkwU4WZUj+/9YUsuo2fHaa3vHku34gHWdFEWGbEdH/m51trqkSNmbwHrSFnMqR0JaHft5V3324CjDkEEYAqXVEQRBEH1FezSFopDCHV/7CgqO+imabqC5PdHXw9hvMOUhV4PP/kqqICtvd1pdoc1K+XYFptVlKkdOzRHbR0CRfFUu9h6ndTNvUMYCIdO0AiTrXKzXstccidtnOQ/DhCJLUFhwlMOtLqQqmU1gPUERs/bOpmaJxzBNk59XY1sCy9bX+6xrZJhFiMoRxUYEQRBEX9EeTaGsj53qAAqO+i3/WrId1/z6Xzktgg8leHDUT863K2hdMWTgQSYzDsi9b3bd87vV5TNkMHigUxQK5AyONLuJHJA9ODJMoDRi1efEuPMdc6vLEhwVklanGwgoErcK91uPBSOhoJLZBJYZMrDAhStHBaTVmSYMw8TUE0ehemAEf3ltjW/aHkurM31qjvL1rSIIgiCIfUV7Z6rP640ACo76La2dScSTWt4n+ocK4sSZcMPuga7VHBWWVse2S6ZzX3fRPtsvfS2tGXycRaFAxnqAE+RpusGDuWRa8z2eaZgoKbL+AEcTaftcwLf3o5C0Os0wochCWp2vlTdTjgIZipDhCYrY79nsxQHnGpumtX5QVXDJ1HHYtqcd679sdu3bNAWzCG4XTm51BEEQRN/THk1ScHSooBtm3r4rBxosXae/KEe8mSYFRxkUlFbnseTOVfsjoglGCrl6IokBiXuybv2f1g2uPrHgyBvMpYWao3Qe5cgEUFxk7Yd9dp0msFlqjgqwvNZ1A4oiQZIkSFJuQwZLOcpm5W0fJ0/TWXEspmkZMsiShMMGlwAAEknn/Nn1Uj1OeoVYlBMEQRDEvsI0rRYcVlodBUeHBO9+th1X/+qdg0qV0PlE8OAZc09Ie2pl9jX1LbGM3jwHKlpBNUcsra6rTWCd+yuVIxAX13MFITmUI92juqSFseWzEDdNEyW2G04sobnOJVvqZUGGDIZlyABYQYpvWh1XjhSfJrDuYEg38n9ORWMFwzQhSUDAHoM76LR+DijZrbypJI8gCILY37y8YCN+dN8CtFHN0aFDc1scHbG0q2fKgY63f8yhzv5Mq9MNEz++/z28uWjbPj9Wb8ACnpw1Ryw46qKVt6jC5ErhFNfTfQIlKziylmdPq3OUn0JqjlhPoIy0uiyFN4X0A9J1k5sxyLKU05AhqPooR4Y76OxqnyPTNoRgqXOiUmp4lCPTJ60uX7BLEARBEL3Ntj3t2NMURTKlo7yPG8ACFBz1CmxywZpXHQwYBTyRPpQQbZ73NcmUhlhCO2jcAFnQkUs54mmJHuUoV52SuB6Q287brRw5y7khQ9pxqysK+wdHad0Zm8ZrjvIrR05anT2WbMpRliawbyzaih/f/561rWEZMgBWcOR3fVjwFwr6uNXp7oCFf05zudVxK28ThmlCliU+BvHhR2ZaHRkyEARBEH2P2HOQ0uoOEdjE7mBSjvT+qhzth9kfCwJypZEdSPCUw1x1LV7lyKNwZMOVVpdDORLVIt1H7UjrBpL2OMPBLDVHPm512Y5pmkCxHWQx5cjMk2qareZoV30ntu9th2maVs2RnCetzjAhS1aQ4lWEdI8LYHfc6iRJctLqhHuQnRdPq/Ok7nnPiyAIgiD2By0UHB16sMlFW+fBoxw5wdHBURfTUxwr730/+WNqxcHiBJjuVs2RMyHPhUs5ynE90tlqjpghg1BzFMlmyMD6HGmCW52PWsWCoJCqIBiQEYt7ao6yGTJkCSJ0wzJC0HTDrjnKnVan6QZkWUZAkTMeTnivayFudU5aHbghA1OHNJ9A06k5yjwvio0IgiCI/U1rR5KnuleUhPt4NECgrwdwKHBwp9X1j9kQdzLbD2mECXtCniuN7ECCu9UV4CaX8lh5m3kupxiM5gqORIUjm5U373OULa1OUI64W53PMdlmkiwhUqR2y8pbPG+2fiKlQ9dNBETlKEvNUUCRoChShqmEc129NUf50+pYQChnMWRg10cNyJClbFbeWQ9DEARBEL2OphvoiKXw3bOOwqihZRg3akBfD4mUo96ATVzaogdjWt3BMYHvKVoXDBk+XrEb79Xu6PaxkilLicgVDCRS/v13+oK0Pc6cdtFCjZpumIUrR8LkP2danXBsvzQvUTnKllanCQEwd6vzC1DtfUoAisOqj5V3trQ68WfRQMJRqXTD4D2OFFnyDTZ02zRBVWQfK287YPEELlpOVY/9b/0gy/7KEQuOAorVh8m3CSxJRwRBEMR+hJWkDKoowjcmDePfoX0JBUe9AFeODqK0Oj/lKJrQ8adXVh6SAVNX3OreWLQVr360pdvHYkFRtuBow/YWfO9nb6CuOdbtY/QWpmkW1udIeC2t6Xwinjc40sTgKPu1T2dRjkwhiE963OoyrbwdJz2tEOVIklBcFCjckCFrWp1zLE03uWojy9mawBpQFBmKIkPTTbz72ZfojKVcx/D+X0jNEVeOZKfmKO1Tc6QGZEiCquV2q8t6GIIgCILodVi9UUVJ31t4Myg46gXYpOTgUo7c7mMAsK0+iX9+vBVf7unoq2HtM7oSHKXSOld/ugNLq8umlGzc0QrdMNHUFu/2MbrDn15Zid88s9S1zGWhXYBbHWBdS61AK2/dMLmKUbBbXR7lKJuVN685EgwZctUcSZKlHMUSmstYopC0OvFnUTkyDMHKO0danWI7yrV2JvHQi8vx/15b4zq2twlszpojpnjZn2lJknivJU0zsHV3G1ZvbnSUo4ClHHlrjuQsShdBEARB7CuYU92AUgqODinYpORgMmTgky5NnBxb/+dKBztYcay888/+0rrBA5zukMxTc8QUo3QOJWVfsKu+Ezvq3IGvGBwXklYHWEEfUzIKUY6Kw1aRZa77Ss8SpDn3qRUcSZJlge1dzzoXx649l5W3wYMjp+ZI3FVWQwbhXF3BlMFqjjRouuE2ZMjSBFZRZK7uWPtj5+5W8XQfdSdjXF7lSJKgyBJkWUJaN/D82+vx+D9WudzqxMCNjTGgyNTniCAIgtivsOCogoKjg5f2aAp7m6KuZYbODBkOJuXIfiKvZ06ODxaXta7QFSvvVNpAItnz4CjbdaxnwdF+7jGV1o2MlEkx1a2QJrBsG15zlEdqSOsGIraBQk5DhnxudbqBZFpHUFV4D59M5Ujsc5Sr5sj6T5acmqOuK0fOclfNkSutLotbnWHYypHz57d6UMQ+tjtgccwW8o+Jjdv2g0DATttLpnQkU3oOQwZnOfU5IgiCIPYnLR1WT8hDJq3utddew/Tp03H22Wfj2WefzXh93bp1uPDCCzF16lT87Gc/g6ZZqUq1tbW48MILMWvWLPzHf/wHdu3aBQBYsmQJpkyZglmzZmHWrFn46U9/2pPh7ROenb8Odz31iWtZbyhHf1+wEf94f1OPxualrjmW9Umw4wKWORE9FJUjUVXIh6YZPUqry2fIUNcctce0f6+zrhu8boeRKlA5cvUrEmqO8ikNum4gYttz5gq6/dLqvGpVKq0jGFAgS5K9b68hgxPcmznuZVE5Ki5SES0wrS5bPyC2PJl2GzIwdeadT7/E0nV1zra641bHCNqph7rhDYrymURkqmzs+qiKZDn3aVZQzGuOmCEDv87gyymtjiAIgtgfGIaJV97biC/3dKAopCAcOnAMtLsdHNXV1eGBBx7Ac889h3nz5uHFF1/Epk3uyf1NN92E22+/HW+99RZM08ScOXP48nvuuQfz5s3DzJkzcffddwMAVq1ahSuuuALz5s3DvHnzcO+99/bg1PYNbdFUhmU3m8B0xFI5019y8dGKXfh0zd4ej4+xtymKq3/1DlZtbvR9nbtg+UyOD0XlSHQyy0dK05HSjILeS8Mw8cI769ERc+6JfH2OeFpdgU1iV2xowJK1Pb83NB/lSAwWc52vy5BBVI7yXCJNN3iz1UKDI3YsMWCxao4MhFSZ19N4lS52bmJKpH/NkfW/JEkoDgeQSuse4wL/kzJN/+BIVKk0j3KkmyZeeX8T5i/e5qxvWH2OVEE50nQTpt3EFXCswv3stkX8lSM7OAooVjqiptuqoVNzJEmS4IjH0u0kSqsjCIIg9gs76zvwl9fX4oPPdx4QvY1Euh0cLVq0CCeeeCIqKioQiUQwdepUzJ8/n7++a9cuJBIJTJo0CQBwwQUXYP78+UilUrj++usxfvx4AMC4ceOwZ88eAFZw9PHHH+O8887DNddcw5cfSFhPsD29SYQmjJ2xwtWjtGZg8ardME0T0Xi6V4OS1s4kTBNo6/AfD1eOXLUe1v8HS38eL5t3tmLjjhbf1xxDhgJqjjQ22bUUoLc++RKrNvkHmV982Yxn53+BB5//nC/jNUc+NUWxRBodMcsdLZd7m8hLCzbghXfWF7RuLjTdzLjHUllc4rwYuomgatX6JMWaozzRkaabCAcDkKR8hgyZCojhCY5YWh2b/HuVI/a+uYKjdKYCKBoyROx6qE77PbHGUrhKI/6cTHsMGey0Ok03XNbtOleOxODIcF+DjCaw+dPq2PWQbOUowJSjtGGnQnqUI8GQQbZrlEg5IgiCIPYHHcL37oFUbwT0oAlsfX09Kisr+e9VVVVYuXJl1tcrKytRV1eHYDCIWbNmAQAMw8DDDz+Ms846CwBQWlqKc889F2eddRaef/553HDDDXjhhRe6NK7Vq1d395QAWCl/uWhsakUypbnWa2lp5T8v+uxzVJWrBR1r5bYYXlnUjGunV6OtIwFTT+c9fqFsrbNyODdu3oyIkak6NNtj3vbldtTWWj+zCdmmLdswMOAfDOwv3lrWil1NKVxxdlXB2/zfvxqgG6bvNjt2tQEAEslUzmtcW1uLRNL6wH629HOUFin4y2u7MbIyhO9+Y1DG+ntbrOBz4/YGvt9tO1rtY2W+n2x9ANi8ZSsGKA15z6uhqQ2Gmf/ezEdnNIZkSnftZ1eTM566+gZg9ADf43REowjIJlIA1qz9gj8Q2Lx5CyJ6dlWrMxpDRE0joEjYvnM3amv97cvb2hyjiLVr16GjIeQK3JqaW6DIEnRNx+ZNG631vvgCsWbnD2pDU7N1zFhCGHci43xiSWu/O3fuQFHQClA+W7aCv57tHtm819nvpk2boSZ3AwBa29oBABs3b0UsnkBrazNqa2uRTCTQ3JJGLJ5GY7PzN6O5pRWJhI7NW51eWjt37cbSWucaNDVb+2hpte7bvXvrfceUEALsRvv8d+7YjtraZuh6GnvrG9HemUIqrWHDxs0AgPVfrIWmpVFfb92zu3e3QoKJdDoFwwz12t8ggiAIgsiGmHEzoOwQCY780i/YE8tCXk+lUrjlllugaRp++MMfAgDuuusu/vrFF1+M3/3ud+jo6EBpaWnB45owYQJCoe5d5NraWtTU1ORc54WPP4RhJjFp0vH8ye8rn30MwDJjGD5qLI4dM7ig421oWg+gGYeNOALJdB0CaiTv8QvFXFcHoBHDR4xCTc2ojNdfrV0MIIHq6qGoqbFUvI/Xvg8AqB4yDDU1Y3tlHN3BNE384rlXAaBL1+PZjz4AdMN3m2U7VwHoACQ56z7Z+2+8aNXAHTX+aAwZWIz4C7sApch3u807W4E369Eec4675MuVADqhG8Ck40/gSgIAfLp6D4B6AMDQYcNRUzMm73nJ7/4LQSX7uAtFfetdGKbmunfDW5qAt6zxDBo0CID/9Qu+8y8oAQOxZAwjRo0GYAXPh48ejZoThmc9ZuCtd1A1eCB2NtWjYuBg1NQc57veMx++j2BAQ0ozcORR43DMEYMQT2rAHCsAiRSXWoqRomH8+HHAgkYceeSRmDjWeQDz6jLrntZ0CYCl4JjIvG5tnUng77sxauRIVFYU4R+LP8PIw8eCvS/w2QYApC/qgQXWeY8efQRqjjsMAPD8wg8BpFBVfRiUjVtQXVWJmppJKP7gfZSVhVHf1oqAGuT7nLd0EWRVgxSMALACosrKakyceBQ/3/LyCtTU1ODvn34M1CUxYOAg1NQcnzGmzlgKeMnaprSsHEAchx8+CjU1h6P43X+hrLwM9e2t0A0Nw0eMAha3YNJxExH+6CMMGmTtc/mu1QhsjiNSFIZp+r//XSGZTPb4IRVBEARxaNNhl6j88Pxj8ZXDB/bxaNx0O62uuroajY2OulBfX4+qqqqsrzc0NPDXo9EorrrqKmiahsceewyqqsIwDDz22GPQdXfqTSBw4BRoAU4qVNpTq1FeEgQAtLYX7ljHXMvqW+IwzN51L2N1L/lcrsRjshqEvjZk2F7XvT5LCduVyw+tQEMGKw3KcR+LJtIwDJO7qXjxs1oWx+BNYxMbvxZiDgEA8aRWUK1UPphxiKjIiDVI+eyiWX+heFJzLc95TN2EokgIBZWcaaO6kLbnZ8jA+hyFggoPNjMMGTy9rIqL1Lw1R+GgfU4J65wCSmFW3tmawOp2ihrgTatzX2dFllA1oMgZu2G43mP2cClfzZG4nP0s87Q6GZrm1Jkl7PdNtfsc6cJ1ViitjiAIgtiPsLS6MyaPwJjhFX07GA/dDo5OPvlkLF68GM3NzYjH43j77bdx6qmn8teHDRuGUMhJ0Zg7dy5//aabbsKoUaPw0EMPIRi0ggpZlvHOO+/grbfe4usfd9xxKCoqwoEECxzEAELTDQwZWAwAaGj1Txvyg02UmTW41ovuZWxSmC3g4lberpoT6/++NGRYu7UJ7y110o26UiCeTGlZAzvHyju/9TQjkdQtlQFWB2e/sYgTePa6WF/ivZbb6zp4EJDqQnDUXaMPERY8iGMqtOZIM4yMQALI//5ouoGAIiMcVHLao6c1A0FVdo3Dbchgu9WpQnCUpc8RozisIqUZGecl1hzJnn0pslWnk++9dhshOMG0aMigSBIPtpOe4CigyLj0nPH43fWnojQShOYxAGGfRT2PkYgrSPMYMgQCMnerA4CYHRwxQwaxrkmWJMiSU4dEEARBEPuSjlgKiizxB68HEt0eUXV1NW644QbMnj0b6XQa3/72tzFx4kRcffXVuO6663Dsscfi/vvvx2233YZoNIqjjz4as2fPxtq1a/Gvf/0LY8eOxXnnnQfAqld64okncN999+H222/HI488goEDB+I3v/lNb51nr8Em317lqKIkhOJwAA0t8YL3xSyddzda/xdaoF8IbAKcrekpmxj5WSj3lXK0u7ETNz+80LVM002oASnLFm4sowD/800LBgLsyb3vesK5J1Iav07JlI54UuMF/AxxQtseTaG8JOS6fuKkuK0zifeX7cTXJw7FB8t2FuRWZ5omEkkNJUWF1bHlwrG6FpSjtPf9978uum6iyHadiyULD4503YCqyLyfUPaxGQipAQBJXzUurRkwTCCoynzyn+FW5wkgIkW2S56m88AO4G2OIEkSWKYvO1ZAkZBMm3YA474Wuk8gbC13lCPD7mEEOE1gdd1AwuNupwYCUAMKjho5AAHFUnH8ej15Lb29uAwZDLchg6pYwRELgFlQ61h529uZlrqXrS8TQRAEQfQ2HbEUSouDrpKbA4UehWszZ87EzJkzXcueeOIJ/vP48ePx8ssvu14/+uijsX69v/PWkUce2WUDhv0NCzrE/jC6bk2IKgdEUF9gcKTrBhrbrFQtphz1ZlodG6eepasje8rsUo5M97b7m3a7T9Tkr1RD1w18vqEBaU2HGihM4Eyk9KyTO5dltW5AkRXf9cTrkUjprnSo1o6kT3DkrF/XHLOCI5dbmvPz6wu3IpnSceEZR+LjlXsKCo6SKR2GmTvlrVB0nlbnjImlXCkys3b2/yNlGCaKgplpdfluWU03oCgySiJBtGZJTQSs9yRsB4DewMAap6WsWMqR3RMoS1odo9h+r5IpT3BksvSzTOWIBURM8WLrr93anD2tTlCO0prXrc7al6lb+5EkiStHDMUOYnQftzonUMyWHiucf4aVt9UElgX8onIkNoHlypE9XoIgCILY13TG0iiN9PzB776gR01g+yM8OEq7lSNFkVA1IIL6lsLS6hpa43wiv7eRNQXt/ZqjbHUtfsoRb2bZQyvvvU1R3PfXJbzGoVDY5O2iM4/ElGOGACj8mpimaU9O/fsTufvYZN+nmGaWTGlojzo1ZC0dmfVk4oR2j/0+Zqs5en/ZDtSMr8KoIWVQA3JBTWBZIJJNOegKudLqwkElbxNYJn3HupBWl9YsBaakSEVnTuXIqTligbu467Ru1xwJaXXe8XqvZ7EdbHmVUCcAkISGsnavH5kFR86+v9jWglseWYiN21t89uGkarZ1JqHpBkoidqqwZKXoGaZ1LmIdoKhcqooMXTddAZC37qqQOih2jyhCzZGlflqvxxJpSBKE+iIhOJIly8CiH+fVdXZ2YsaMGdi5cycA4MUXX8SMGTMwc+ZM/PSnP0UqZT28ydbcnCAIoj9gmibe+mQbYons3+mF0BFLodT+vjzQoOCoC5im6dvg05rsyKgcUISGAoMjsTA/ak82DcPMaqDQVVjwlq3GxrfmyF61p2l1N/3xIyxcsRvb9rZ3aTsWTBWFAlBZXU6BqYbimP2UL1GVEyeac97dgMWrnH5a4gQ7kdLR1ulYTfqZMoiB2F47TTKZ1hEOOj2BAOu9bWiJY/Rh5QCAYEAuKPDjwVEvPNJn94J4fZiqELKDo52NSazclGkvrhsmwiHrnMQ/iLkm06ZpTfgDimwFR7HcaXXckMHT40eWrPS/jD5HnmuS9gQQETsN0Bvsm8ivHIn3QdQ+X7H5s1+tD1ONK0pYHaX7vmPjYA9TGIoiIe1RjkzPNchnrGLt11pHsv+qBxTZFcjGEhoCimynEzopdCzNVJb6ryHDihUrcPHFF2Pbtm0AgK1bt+Kpp57CCy+8gFdffRWGYeC5554DkL25OUEQRH9gd2MUD7+0Ap+s7lkvUgqODhGsQm3rZ2/NkaUcFSGa0HLWVjCYU131wIhreW+pR6l8ypFPc8neqDlq60yi1VZYzC6eSlwIjoJ2Kl0h6grgngD7KV9aFuXojUVbsXD5Lv67N62uLZrkdSktPk6E4iS5rilmb6ehtNj6wLP3oS1q1dIMLre6QKsFBkdMTSukeW0uDMPk76+ojrGfQ8EAdMPEB6utjtVedMNEMKBkTLhzNo41TJimlcZVHFG5858fVs0Rc6uzt7evbSioOIYMATmrcuQ1NMmmHIludd6ao3DQWiCaTviloLprjqyfmWpcXmK1EpAlyRWIshRN9jCFEVBk6Lrh+Sy69y0+zMgWpLF7hLvVBSTXecSTGk9RlYXgiJrAAnPmzMEdd9zBHVWDwSB+8YtfoKSkBJIk4aijjsLu3buzNjcnCILoL7A5bq4HnoXQEUuj5ABNqzvwLCIOYJKCiuF2qzN5zRFgpcwV5ymgr2uOQZaAI4aVu1SktG4g3Atj5cFRF9zq2Ko9qTl657Pt/Oe03rX9xP2UowKDxWx1PnwsYnAkBgdpHXHBXS6dkVaXQmVFEZraEv7KkRC0sDEkUzoGlofR0BLny5rs+rKB5Zb7YqHBkaMc9WzWKqosHdEUbv/TIlx93gQ+hnBQgWFazmqanpkmpOsGFEVCOKi40uNyDUvjaoyMcDAA07SCPT9zCUs5kl1jZZP3kBpAZzwFTTcRcilH+d3qAB/liNUcyU4gYdg3f8RWx9qjKRxW6T4P8b5yKTb2tuw4PDiSJZfhBXMx9FOONN10u9V5lCP2OX71w814feEW/OXnUzPH4TFkCCiyyzwjbitHbGwsruLKUT9Oq7vnnntcvw8bNgzDhg0DADQ3N+PZZ5/Fvffem7W5eVfZ183KD3X6+/kDdA3o/Pvu/LfWWfOZjVu2o7a4tdv7aetIINbR0q1z2dfnT8FRF/BLRwIAw04dqrT7ltS3xHD40DJ7QukvzjW2xTGwLIyKEnfD2t5SjpJ5giM+6XKl1WWmXXWVXfWd/OdsTnnZYIFAWFCOCh2LaJ+dTGVO7l1pdYZbOclWI5RI6WjvtBzodMPkipiIy9JZcC0rizDlyFrW1GqlXA3iypHSxZqjnt0XovK0va4Dyzc2YO3WZm7OEFQV7uSX9BzLSo8zocgywqGASxnNNZlm9xarOQKspqXe4Mi0g7KMPkf2voNBBVqnyceZKzgK2OYGALgJg/c6O2qLxPfFAqDikHXftQudu9m1T2UJjryqnhgcieYXCSHQFWuOmHLkMmTwKEbstab2BJqF+1D3CdIUwZBBHLNbOYJvzVF/VY6yUVdXh6uuugoXXnghpkyZgmXLlmWs0x2npX3drPxQpr+fP0DXgM6/b89fW70HQCMqBlaipmZCt/aRSutIP7cTY0ePQE3NUV3atjfOP1+zckqr6wKuSbQrTcuaXFQx5agljnVbm/GdW/+JlnZ/h65YQkOkSOXpV4zeS6tj/VHy1Bz5pPL0xJDBzwmtUOJJDbIsIRiQEQwo9j4Kux4JH+Vo5aYG7LAbymo+ypFpWk5eovuaO61OQ1s0ifKSEAaUhvwNGeyLFlQVaJppWW+ndJQVh+yxWPtusu+DQUJaXSGqGEuL0g2zR0/1xSCZBXnReBrptMFT1azUu8yAlE2Y/ZWj3CYOgDX5Z9K5nymDzhUixfU72zVbDsDVBDbTkMFw9Utg1uMZ95C9mSxBMGSwFkbCdnAk1Jqxz5BffZ44XkZ5sWPIUGhanaabPLgWFRxunGI4qX2GcC+4g3OTb8/2KxJLpl3KkegKqMiy1eeI3Oo4mzdvxsUXX4zzzz8f//mf/wkgd3NzgiCI/kDc/i4rpIQkGx32A0hyqzsEcLl8iYYMtjVvRUkIAUVGQ0sMe5o6kdIMNLT6W3vHkxqKQoGMG6OrAUXWsWqFpdX5K0eFzZDaOpO8SSojrRm8jqOr1uSJlI6ioAJJkqCqXVOO3IYMBmKJNO566lPc8cRidMbTXFUAnMmuppswTHdg5U6rswwZyoqDqCgN5zRkCKkKNN2w9mmYKLOL8lkqZlNbArIsoaLUCY6y1YOJiIFbT3rQuIIj+z2LJtJIpXWothpjmCZ02/Uvlkjjut+9h007W12KhKUcCTUvOU6BHVOxDRkAIOqTo8zWy1CO2LUNCsGRaOXtappqqVssIAKAoqB/gM3uc3fNkbVOsZ1W1+GjHLnS6nwMGQArPTFsB2iWclSAIYPdeJbtJxiQM9LqdB6gsc91ZnDEtmfnpHqDo4SjHLkMGXTByrufptV56ezsxJVXXonrr78eV1xxBV+eq7k5QRBEf4BlQYj1x12F1St5BYIDBQqOuoBrAp7RN8eaXJSXBNEeTfFJcTzLzeMER/tGOSo0rU4MYNiPTO3Ix8MvLcdDL37uWpbWDETsyaGmGXhz8Ta8sWhrQfuLJzT+5L+rypHXkGHRyt1IpnQ0tsbx+D9WIq0bKLInvuyasIlmIkvNUSKloz1qBUcDSkO+hgxs0hoKWsERu+6lEbchQ2NrHANLQ66Up67UHAE9qzsSU7aYchRLaOhMpFFcpEKWJOi6oxw1tMaxdXc7vtzTzo+ryDKKggHEk861zplWZx9TVSRub+2nHLH1gh7liE3U2SS/oiSEyUdX+7rVsfc0IipHIX/liA2ZBQTiMcNBK71MDI78XP7YebOUQ0aZkCYry17lyDHXcKXVBWTohuFcr4DMlSn+EIPds/bfFRYI+Vl5O4YM7j/v4gMCWXKrU7LSvw0ZvLz88stobGzE//t//w+zZs3CrFmz8NBDDwEA7r//ftx7772YNm0a4vE4Zs+e3cejJQiC2H+w77JoD6y8uXJUdGAGR1Rz1AWy1RyJNQRBVUEyrfN14z71L4A16R1YFuZRM5sseydydc0x/OW1NfjxdyblNXnwG2v24CjTgYtNtJIFKkft0VTGhD2V1lEUVhFNaEhrBt6v3QHdMHHOiYfjtYVbcPbXRmY0UmXEkxp/8s+Vo+641aU1vLtkB4ZVFuOYIwbjo+W7UBSynuh3xNL8mjCFLJEUg17r56KQgrbOJFJpHeUlIRim6QqiGKJylNYMXu9UVsyUI2t/zW0JDLLNGACr5qgQSVoMjkS7664i3gdM7YvG0+iMW03YuHJkKzCxuJPOx4MjRXKpOEDutDpdTKtjNUeC6sTHpjHlSHbtkwXwJ04YgnGjBuC7Zx2FkkiQXzdRtRKNJRjZ0ur4mH3S6iRIKC0Ouh3hctQcsf8lyQq6mI03YPUbEi8PUyhZjSIjIMtccQTs4Mizf64c2WPRPK8DTrAoS/5pdWzfAFwNX3XdgCKxPkcZm/QrFixYAAC4/PLLcfnll/uu49fcnCAIor/AHvr3pM8RD45IOTr4EZUj8WfReCGkKkiJwVGWRqhcObKj5gGl1hNn70Ru2Rd1+HjlbixZ1zVHJMfK23+2wyZGrrS6LDVHy9bX+xoC6D59mdKawfvLaLqBlGYgnTawva4DT85bjdov6rOOOZ7SeBE9U44KTfETA5c9jVGs2dKEMyaPRNXAIsSTGr/ebFzWvrMrR6WRoGPNXBxESFV8a7FYkMnS6tg6xeEAFEE5aGqPY1CF40NYcM3Rvkir63DS6jpiKZQWBXnNEQuE2B8u8T1WZMlV0wPkDo7YRF5Mq/Oz/tSFawhkBh5DB5fgym9N4OqTU3PknBMPjvyUI93AjroObNrRar3gqxw5KWllnuDIcavLrDlir7FjlXuUI5FsypHlVudYeasBhas6jpW3+2EGe0/EhxPcyjtLzZG4zOppJChHMqXVEQRBEPlxao66n1bXYc8FDlQrbwqOuoBLOdIcu2HDBAL2hIRNolnwlMgWHCU0REIBlBZbN0YFD46s7eZ9uBkrNjZwm+9lX3Q1OGJPmLPVHNmTLVdanZPCw37eUdeBO/682Deo0Q0zw/AhrencQjmtGdA0K9WMTQxz1VS50urUrvU5EuuGdtRZjnlHDCvnxgjxpO4ER3bAyFSitObUezBFsCQSxF67b1HVwAiCquIbDHLlyJNWFwoqCAWdgKqx1ascdT2trie9jsRtWWpbNJ5Gp91ngE2M2e3SHrUCKEO4FxRFdikzAHIqDY5bnYxQUEFAkXzT6tJcOfI3ZFA8QQar1xEDA7aPIt+0Oh1/fWMtHnl5uXVOvObIcRrjypFkBcZ+NUd+yhF7jamhFTmCI3fNUWafI11Mq/MEiFpGzZFfWp1j6MD248VRjtyOeHI/bwJLEARBFAab18aTPVCOosyQgZSjgx7xyTGbKLEJmqw4aXUpzeDBiZ9yZJomTyFjN0ZFiaUqsEneS//agNcXbsFeOzj6fH1Dl5QDXnPkqY264u638dHyXVmsvJ3tWZDAUpj85FNDNzPS9lKa4UpnSqV1pDWd10qkc9h7i+qO2kXlSFR1GtssE4yy4iB3DgOAIluV2rSzFY/9fYVrGxZcsWCxTPjAHjGsnCtZ3h5KXkMGlqIXCgZ4imUskUY8qWFQmaMcBQNKYcGR2Iw0l/tBHvzSK2MJDZ3xFEoiQV5zpNuTbaacWAGw25BBJNc9ya5NQJEgSRJKitxBB4O9D6xeyGvl7XVK5r2JXKpJ9uBI0wzEkxovHhWbwPK0OiE9LkM58gQm1j7cyk6xfc+XCfebLHmVIx2maaXPua28JZdbXTCg8M+iwY/jVY780urc18tXORINGYT0Rd7niNzqCIIgiByweW20B4YMHbGU3QOxe6UC+xoKjgqkqS3udqtjkxR70hKwHbRCQU/NUTJT+Uhr1tP4olAAZcVB/Pu08TjjqyNc+02lrVSguuYYZFlCa2cSW3a3FTxe8Sk1X5bW0dASx+7GTt8msIZnXcBJBfJLAdMMd28WwCoYj4TcaXWptCEEa9mVoERKNGTomnIk9jZqtB0CSyNB12Q1bBsyLF61G28s2oZmwWadn6cdjDGpd3BFEUojQV5r4w3WXIYMmsnNLEKqgpCqYMuuNtzyyEIAwPCqEr5doW51YhNP77XuCn5pkZ2xFDpi7pojRzlygiN2XyiylPGHLGdanaAcAUBxkeqrHLFrH7FT77yGDF4Fxq/PEbtPshkyiPegKQRdzFFbDDzLioP8qRYgKkeZnxXNqxyV5k6rE+u3GI5yxNLq5IxaIxagsc8hC6T8giOeVhfI7L+juprAupUjhdLqCIIgiDyw4CiZ0rPWteeD1Tt3p0/c/oCCowLY0xjF93/5Nmrt1DbRhYpNXhSuHMlIpnLXHLFlRaEAJEnCd88ah1FDSgE4E8q0ZmBPYxR7Gjox5ZghAIBVmxoz9uVl5aYGrN7cKNQcZdZlaJqZMbkD3AXubCLJgiw/lUMXnnY7x9Dt83LS6lKacz3SOSb4buWIGTIUWnOkQw3IkCUxOFJdNSBs3612DxtRHUikdHTEdX6erL7liMPKAQChLNbirj5HhlNzFFIVBFUFG3e0oq45huu+Mwlfs99Hdn6FmE10xa3uszV7ceXdb/van/ul5DV3JGEYJkqKgnaBvlNzJAZH7rQ6t3KUM62OGTLY72VJRPW18mZqG1NfMs0O3H88JbtWyDetTrDyDqoKJMm6h1Kazt8bl1tdhnIkoTRiKUcseGB1RS7rcOYmZ19XZpaSq+ZI/CIR+xwpdp8jrrSJVt4sgGFGDF7lyOcNYOfktfJm+2briNeZ1RxRbEQQBEHkQqzT7q6dd3s0xedZByIUHBVAY2scpgls2WUpN6UR1UlvEWyOATutLu3UHImT27bOJK7/3fvYaBeGixNNlkamaToMO5XJMC3ZctzIASgKKXzSn41oPI17n16C//vnWiEYybQ7FmuKxKBHF2ZGbCKZyBEcGT41OCnNgBqQoSpWTQ0LjPh4ctUcJXWetqUossvQIB/JtI6wXeeTSOmQJetpvls5svbdbru1icHRsi/q8bt/7MGXe9sRDDhS7+hhZQCcehhvWh3vxaMq0DSDX29Vlfm6Z351JM6eMso1ye9ezZGzfkcshe17213rLt/YgPqWODdcEPF7usPGXhpRBUMGZ/8AbItpMa1O8d2HH2wCz1TVkiLV162OK0e2+uJ1q1N8nixZaYBC4K8ztzrnM6XIknMfCspRzpojWIqjbpj82nvvcUkS091Me+y2IUOxEBx5hp1I6vycAqJyJDNDBqfmyDRNnoIH5Kg58tlfTrc6lyED+PVQeM0RRUcEQRBEdsR5SXcd6zpjadf87ECDgqMCYG9+Q4sVnJQUqXyixZ28FMeQQQwGREOGzbvasGV3G5ZvaADgfsqt8jQyI2MiWz0ogoFlRWhqy2xCKvL6wi3ojKfR0pF00v5cwZGjFomTO+cJsrMvNv5kjqBG7M3CSGs6gqqCQEC20urS1jrM3UTTDKzc1IC5H2x270u36pPEmpGgWlgAAVgTbCuVzdq+2FZDSiJBXoPBao7YtRHrX1jgu6OuA2rAUUhG28pRtuCITY6DqnW+bLxqQEa9XS/2b1NGZYxXtWuOcvUJAqw/Qmzim0zreOD5ZahvjuHFdzbg539e7Fp3x94OAP69B3JJ325DBrdyZOjetDqvcpR9/I5yZI2/pCjom1bH7g0WYLBAhSs83igD1ufNVSPnMWQIKLLVTDggWzVvms7TWZ20umxudarrGngVO0VMSbPPceLYSnz3rKMwYcwgvp44bkmy7lGvo5x1faw+R04TWIUbvTDy1RyJgZCTVieaPrhNGiTJbRPuNIEFQRAEQWQlntT5d0ohLUn86IiluIvtgQgFRwXA6j50w7Sct9QA0mkDe5uifLLMlKMQ73NkuLYFnHSvvU1RAO7i8aAQHHkDguqBEQwqD7tqZLzouoF5H1oBR1ObozCJk2LuyKYZME3nmKLzFRuTt+bIrz5GLNZnpNK2cmRbVbPX2QcorRt4v3Yn5ry73rUdmyAXCcqEGlAKV45SumWCYCs+bIKryBI3vRCDUcCtHDHb7qa2OFRV4eMYfZhbOcpMqzMhS3Zane4YcQQDCiYdVYmikILDh5ZljFfl1z5/cMSk5531nViwdAdq19ejviWWEWjsqLeCI78AxGkQmnkMbsggTMjdVt7OBLzIExzlmkzz4Ehx0ur8rLwTQpqpaCct9hDyosiSq07ICY4U+5gsGFC4MQhgvX9syJLkXA/RrY45HLL7Q7zHZdkyl8isOQrg36d9xdWHSgyAisOqXXPkvibsXDTdhLcJrNj3yDSt94KnxhrOZxaAy/2OXS/Rra4opLqO67rOpglFobQ6giAIIj+JlNWnE+h+Wl1HLEXK0cGO+OaHVBlBVUZbNIn//O17ePvTLwHA1QRWTKtL+BgF7LGDI7F4PCDU2HhrUaoHFmNgeRhNOYKjzngaHbE0BpeHXRPutOtntyUxMxlgEzzdcJ7ep7w1R359jnS3lTerT1EDCgKK7JJbO+3JNktxSnh6BokTZEawwNQzwEr/CwUVXhsk5rKW2405vT16xOCIWabHk1bt0jcmDcfV503A0EHFAJwePN7gyKrXkBFQZKQ1kxtOqAEZd159Ep775XTf8TpKYe7gL57U+NMVZjrR2p5AW2fSdW2i8TRXFv2e5Hjd3MSGwqURq8+RuD+XWx1rLtrFtDpvcKTaaqIXdi+EggFXulw2QwbATgsT7j3n/NxBgKo6aXWAHRzZQ3ArR+60OkAIEIXjyJ56J11Q1fzGyCguUpFI6U6NosutTrZTXd2GDGI9mzUOQ1CE3WqvK63O0+cooMjcGl9sAuuoX5ZyRIYMBEEQRD4SSY23Jokm0tB0Ax99vivnfMBLRyxNNUcHO+IkPxS0Cu33NkWRSut8QsomJ1a/G5MHRXE/5agxUzliNUde5agoFEBpRMWgsjCa2xJZ05hYKtVhlSWu5a60Onu/vBeP6hwTsCa6TnBkr5vLkEFIBbLWsdYN2sqRGFQyNcNysNMz0gfjPsGRqipdsvIOBxV+TqJ3PlMCvClhYnAk1nMFAzIqBxThW98Yw2tSnODI41ZnWE/dWSPPlJBWJ8uSb90Hex3IvK7vfrYdX2xrBmBdk2RK50X+LIho6Uyi1TZTYJPznbZqBOQJjuy6nsoKp+dSSZHqMhkBnB4EonLkTasL2rUx2fAGR0wh8cI+K+GgAkWRkNIMvPrRZr691xIbsNLqxBo5v7Q6wKqxsUxBnPuZB11izZGQVlfqSatzKUe22sQOLapqGWOU3cFRMqVn1Cha52IpQ5pw74j1RkzhdSlHnpojcX/emqOgKnMrelcTWMEVkDeB7Z7xEEEQBNFPiCc1DCpnylEayzc04Dd/W4pP1+wpaHvm6Fx6gDaABSg4KggxwAmqCtSAjDbb8YwFTtyQwZ6EsO6/Ys1Rgz0BT3kmctb21uSE1UYAwLSTDsdVsyZAkiQMLAtD0w3XhF4kZncqFoOjopCV6rVg6Q48+vIKPqHijmoe5cgwgUhIda2TFNKRvDCliE2Qeb2NagVH4nVj6VRi8CeqR2zdsEc5KsTRzRqnhnAwgFAws98M+7nIo3qI11KsK2GBqgh78p5MedPqDF74Dzjvt18DThExGGYsWLodD734OR79+woAwDo7SBo/aoC1b6YcdSTRZptKsPeONb4FsgVHbuOAwWJwFGHBkeBcyCb/huGqawm70h7lnEoDOyarxwsoMgyf2XciqUENWOqbLElYvqEeT8xdzc/ft+ZIllxPqTKDI6fGRnRLTKZ1p+YIgnKkO8t4aqmPHb7TLJU52TmqmhdxWUmRnVbnqVEUx8o+awFFdtV/qYJyxJRJNl4WIPopR+yeDAYUrkxz5UgwZNANx5CBhCOCIAhCxDRN/PZvS/H5+nr7wbbpKEdxjc+lPlm9t6D9sUyiA7UBLEDBUUGICkjQtmj2vuYYMliXlL35fsoRw1sDwxzM2ETvuCMreTE/uxGb2hK+NSVsQjysstjZf0iFppv4fEM9Fq/e4/RK4cqR0wcGsJ5CszHN+dcGvLloa063Om9qEVsn6JdWF3fS6pjCJAaO2ZSjrqfVWe9NifBEwgmO3NfbryEp4B/YZHWr062JJXsiz2qnsilG3mOw82uPpvDwS1ZQxFLe1mxpgixLmDBmsHVse98NLTHefI1tv6Ougx8zl3LEUjkrBxTxcYRUBYok+TvaCY1+ZUE5kiVAluWC0upUQTkSa2k27WzFmi1NSNiqH1uHBdIsWPNTjljTWn4s+55iwZsipPKJn8FkSqg5kuFj5e28d6K7Iz+uXXNkevoQicGJOEYGT6tjgaag9LDjJVJWkStTcJwGw07KLbvc3j5HYs0RV47seyxgK7niMkl2W6ZTnyOCIAjCj2hCw4ef78Li1Xv4Q1qn5ijN53dL1tb59lT0wsQDCo4OcsRJflBVuDoEOJN6lkLD1BgWNLEmsKZpZgZHnsl60G4MyoIHVXXeHnYj/vL/fYqLb3sjYyLL0+oGO8pRcVEAmm713hHT2JhyxcbKHbBMR1nYtqcdj/59Ja9zyVZzBDjpQCzoUvOl1aWZcuQTHHnStrpmyKDwcypz1RyF7P0prqf5HdGUb7G/X3DE0+o0r3JkQpFlPumM2ypIvsZmTh8nO1WuI8HfB3Yt1mxpwphh5bzmiAWq2wWViN0rO+s7MayyGJFwIIshAzMOcKfVsSZsfsoHOz+xcSkLjhRFhizn7nPE3n/Rnp3tEwBeeHs9Hv/HSsSTGl9HliUh8LPOze9SyopbtcqaVhdQXMGiSzmSJMGQwUmr8wZHLuWI1Rxxt0emBGXeM17lKJnSnEBTCKbYg5VESoOiyNwqnJ0fUxldPa9yWHmz68WWBYXgSLTyZtfBsO9hMmQgCIIgvLTY9e57G6OI29/PpREVwYCMaEJD1M5c6oileMZHLljafsmhmlb32muvYfr06Tj77LPx7LPPZry+bt06XHjhhZg6dSp+9rOfQdOsC7h7925ceumlOOecc3DttdciGrVqcNrb2/GDH/wA06ZNw6WXXoqGhoaeDK/XECclVnNP57I5ypHT50gkkdJgmiai8TQSKZ3XD7A0IhHm8MaCB7GJI8vvZAGW1yGEBXBDBzvKUSSkQtMygyNvzZFYv8DS6gBgYFkoT58j5pyVqRypAcUVVHaIaXX28VjzT+tnOzgSm3gGCleOrJqjgKAcCcGRrRwFPNdcN0wEVYWrFuJxvbCgy9etTlCOYol03pQ66xhu5UgTJvcdsTRSaR3rv2zBMUcM4pNsdo3EMbDt61tiqB5YjOIi1Tc4YqphkSetrrjIuja5giNDUDtEN7h8fXFaO5IIBxUesCg8hc1xTWyPpni9GFvH6YmVPWVNkd3KEfs8MJVQFT5n0YRHObJvKVnKNGQAHHXFsc12K0di+pnmY7AgrssIhwJIa0KjV48hA2ApfuGgws0SvDVH7p5XTr2QdXwfK2/hb5JXOcrWBJasvAmCIAiRlg47OGqKIZ5y5mqRIpUrR0G7znr5xgbousFdmfk+2hO4+/99apuHWcHRIelWV1dXhwceeADPPfcc5s2bhxdffBGbNm1yrXPTTTfh9ttvx1tvvQXTNDFnzhwAwJ133olLLrkE8+fPx4QJE/Doo48CAB588EFMnjwZb775Ji666CLcc889PTi13iOW0PiEIyRMNIBM5UgMjiS7cDuR0nm90ehh5QAyVSMACAQUpDXdVZjNGGArRwxRdQHAJ4AVpSEU2xPgSDjAm1lqusEnk163Oietzorkp544CiOqS2EYTiDltfIW+7CIk13AUrwCiuQK4KIxp7g9zRrk+ilHrrS6wmuOeJ8jH+VInDCrnvSnYEDJMGoI+AQ32fscGVAUIa3OVo7y4TT9daduVZSG0BlLYeOOVmi6gQlHDOL79tY7ids3tsYxuCKM4rBaUFpdaSSIUFDhBZF+k3t2fppQJ8NquhRZdlla+9HSkUBFqdMUlSkkTjqmgY5oCvGU5qTrCePgwZGfIYPHyrsjlrKsxm07cF7nFJA9ypEGE86YpZxpdabrfzY+2ZOSBvinUYrjDgcV+zOYqTQ5wZHGHftEsw127yVyKUfCPceOKwZEqpBmyM5D7HWmyBJvttsVxyGCIAji0Ka53apxrm+J8e/TcDCAkiIVHbEUovE0ykpCqBpQhN0NUbz92Xb86DcLXN+9X3zZgk/X7MXWXW38YXlJ0SEYHC1atAgnnngiKioqEIlEMHXqVMyfP5+/vmvXLiQSCUyaNAkAcMEFF2D+/PlIp9NYsmQJpk6d6loOAO+//z5mzpwJAJgxYwY+/PBDpNPdazDVm8SSGqoHRgDYzk+qmFZnGzIITWAZbFKeSGpc8Rk7vAKAf3CkKrbtMHN9U93F78ySGsicKMfsmzASCvAJacROx4ol0jAMM8NcwetWp5vWJOm/LpqErx1djc54OsOtbuvuNnz/l2/zJwkAhHQ9Ma1OcT2NF2tkUkL62IMvLMO6rc08/VBUcYKBwtzq0pplnR7OUnM0YcxgTDlmCIZXlWSkPwVVx2QgHJT4Mi8BxXoqkmnIYF0z1W50agVHmcqTF2/NEZuADygNIZbQsMd2NBxeXcoDF6/9Ods+kdTQGU9jcEURiovUnE1gWVpdJBxAcTjAc34LSauTZclWPCXbPCF3Wl1rRxIDSp2gnqkbYrpaSjPQ3pnknwff4CiLKiPeX+3RFE8RDCiOQqh6at8stzp7H3YwIMuSkFYn2eYEwjhdbnV2zREzZGDBTh7lyEnLzFyfpb91xlMoCio8OBL7HAHu99+rHIlKlLcJbDDg/M1y9zmy1jcMgytH4j4JgiAIotWe7+mGyc2fikIBlJeE0NaZQmcsjZIiFYcNLsHuxk5s2tGKtGa45ols/hlPalw5Ys6wByKZM/QCqa+vR2VlJf+9qqoKK1euzPp6ZWUl6urq0NLSgpKSEgQCAddy7zaBQAAlJSVobm5GdXV1weNavXp1d08JAFBbW8t/3rw3AVkCWlo7MbDUGm9nRxuaTEcuZJP6TRs3It22HV/WJ/lrQcWaCC2pXY4tddbygNZqvWikXccCAC2dRENTM77YYK27ccMX6GhwAqJwwESb/fPnK1ajfpDz2pYvW6EGJCxf/jkUWJPBWKd1rJZ2q4fPFxusJrGdUeuG7ehoAQCsXfcFEi1hGAbQUF+H2toEWpvboekG6pusIza1tKK2thZLNnaisTWODxZ9zo+9fMVKVBQHsLXO2u/WLZvQ2eHUxYi0tLYhGrOu2bKV6/GvJa3Q4q389TWrVvBJWkd7KzqjyYzrJBJL6vjLuw0wTcBINKK52Tr3nds3w+jcwdebdlwA69ashGm4FTdDT8OQrAljZZmKHY0pdLS1+h4zIAM7du5Bba1TO9bY2IR0Ko3tX1r9rhqb22FoZs4xA8COBus9XrNuPVJtX2LLXvuPiGbte+kqS4XdtnkdOuO2EUNTS8Z+Vq5eg6AdmHW07IWWjKM1qmccf/uOdgBAa3O9td8tGzF2SACDIwnU1taibm8b/GhsbMKmzfb9s24tGnepCMiArmswTaChsTHrue5paMWg0gB/fdcu6574fPkKlBYpaGu37Md3N3Rg+KAgamtroaUdk4yGRit3ee3aNajf6f4jmkwk0NzifIZ27G5EQLbOW4KBeCyK2tpadHa0uZSfDZu2oCxifZbXb/gCseYQABPt9v0qwfobIMvAzl27UVsbQ0tbO99e09KQANQ3WOe9Ybt1bdav/wKtde4x7t5tnZ8sA3v3Whana9Z+AQDYvHkjvz+3f2nto7ktipKwgvr6OuiGgZUrVwEAYlFrP2vWbeD73rJ1K2qVBmzbZo07Hnf+Jq1atRIlYQWtUeteT8SjgG7dVzt3fInaQCMaG1uQSlnXL63paGyoR6zd+hwsrV2WobASBEEQ/ROmHAHWA3LAepBdURLC9rp2SJJlOnTY4GKs29bMSxPaOlMYXmVtx+rXY0kNnbEUN4M6UOl2cOTX30QsQs/2er7tvMhy18StCRMmIBQK5V/Rh9raWtTU1PDf//bgB5aDExQcMbIa2xt3Ymh1JaoHRvDRmi9c2x599HiMHzUQ5TtagXc/AAAMGVyBhrZGjDlyPJrSdQBacdpJx2Lepx9iYEWp61gAUL7wAxRHghg5cgSAJkw8dgJGVJfy17+jfYkVGxvw4ee7MHrMkTjWdjEDgIUbP0dZsYaamhq8vfozbG/Yg1HDh+LzzZvBMsGqhwwD0AITMgADw4ZW4/PNWzH6iLGYNK4KeG4nhg8fhpqacahLbsW/VqxELGW9N+GiYtTU1GBN3VoArTj8iLEArJqwrxx9jGUE8UUd8K9GTDjmK9jStAVf7NyVcY3DRcWQYlEAOiJllQBaMXBwNSQAwUAUX/3qZL7uos3LsbO5LuM6iXy0fBca2vbgxktOwDdrRuDFd9Zj4dovMKXmOFTZap9I0fxmdMRjtk24gbKSCIpCAdS3tmBweQA7GlMYUl2JmprjM7d9tR4DBg5GTc1xfNk7q5egLdGOo44cAyxqhqQEURKSc44ZACp2tgLvfIDDRx+BmglDYa6rAxY0YvTIIVi7Yys0qRjBQBQnT5mMvU0x4PU6BEMRAEnXfsaOHYdkWgNQh68efzTa0tvRsrkx4/jr6tdBXt2OIw4fgQ9Wr8Xk4ydi+pnO9Vnf+AWwZn3GOMvLB2DkyGpgUTOOm3gshgwqRsk/GyErMiQAAwYOzHquiblvYvSIIfx6Naa/BJYsxzHHHIvKAUV4fuGHAFKIJQ0MqRqEmpoaFL39Llo67SbJJaUAEjj22AkuoxEAKP3wfZSWhvmxX/pkIaoGATU1NQi/Wo8BFWWoqanBB+trsWb7Tr7dkKHDLbv79xtx9Fe+gqNGDkBgzm6EwxEAbZAkax+hV/Zi8OAq1NQcizmLP+LXPRwKWtb69nlH5Z3AwmYcO+EY12cVAHZ0bgY+b4MaUDBq5AhgeRtGjDoCQBO+Mn48jjlikHWd1N3AomakdQmDBpRh6NABML/oxFeOPgZ4vQ5Vgwdh3Y6dGDpsJAArYBw2fCRqakZjV3QzUNuKAeXl+LLe+jxOOu44lJeErCLaeXsxaGAFiotUrN2+E0eOHYOaScOw9MuVWL9rp3X95uzG0CFDLGV6xVocd9wkX2W7UJLJZI8fUhEEQRAHBi3tCQRVBam0jm17rIeFReEAykuCaN2UgiLLqB4YwdDKYsSTGjbuaAXgbpfCMh/iSc2V6XGg0u20uurqajQ2NvLf6+vrUVVVlfX1hoYGVFVVYeDAgejs7ISu667lgKU+sW00TUNnZycqKiq6O8Qe09aZRENLHLGkhkhYxb+f8xV8c/KIDNMFwLHmDQlpYSwNzmrmadWiMEtur403YNWhpNOOW533OP82ZRS+9Y0jAGSm1UUTaZ4yVWG7s7HfmbrFanySdqqamFbHzBVYuk+xvS3LGWUpTqx2Sjw+q3vhNUeKnLXuJi0YTrBUw0RKs2qGPLU/wYDMr4WXL/e0o7k9wcc3cawVKA6uKEJRKICyEv9cVvZEnL0PqurUHFWWWefsV3MEWO+Hb82Rx60uWFDNkX/R/wA7JXJHXQcqysJWmpfgZuYlrev8OlaytLosNUeKImPo4GKUFKkZ1yd7Wp3hSqsDgFAwgAAzJsiS9ajpBjpiKX4+gGDIYDhpnAz2uRH7/+SqOZI9fY46YimexhpQ5KwGKaJbHUMS6pfYkQIBmRuH6N6aI8lplqrlaALLnusEZImnzrGUVlefI/u6xBJW7VWGIYPq7qFljYn1JjMz9qd40upUn5ojyb5+pmkirRu8aTFANUcEQRCEQ0tHAqOHliGgyFw5KgpaaXUdsRTaoylbObIeYrJ0c3dwZDs4J6wygAPZxhvoQXB08sknY/HixWhubkY8Hsfbb7+NU089lb8+bNgwhEIhnvYyd+5cnHrqqVBVFZMnT8Ybb7zhWg4Ap512GubOnQsAeOONNzB58mSoat/kJJqmibaOJFo6EkimdETCAZx32hgcO2aw7+SXTU7EyRizkE6kdMuuOKhk7bkDsJojpwmsX4DBLI/jSQ3LvqjHj36zAP/7x48QS6S5EQMzbyj2BGDMgtFbf2JZDLstgVmvHUZacwc0omMa73NkBz1BVcna50fTnT5OTW0J+/g671Pkuh6qwms0vPziyU/wtzfX8UCABXOn14zAE7eelWGywGCT5oG2+18w4NQcDS4L2Mv8pd6Q/eREhLvVycytrtCaI3e9F7v+rF5sb1OUBxZssisGZiyW0TQTjfZ1HFRuGTLEklrGBFfTTQQUCSdOGIq/3XlOxvXJbsggOKzZ164opAhW3v4TadakVjRkCHgMGQwh6OA1R5IYHOkZy5zxunssdURT/I+togjBgOc+TKZ0XifFa44kyWXIwM6VBf2i8YPlcOcEJXqOmiNmcCC6JLKHCmKfI7EOLmzXHJkmMgwZRAMTXnPkYwjBnsZxt7qA4FYnWHkb9jFM0/pbw64H1RwRBEEQjOb2JAaWh1E9MIJYQsPY4eUoLwnxOW5ze8KqORL6bAJAe9TJdEkKylFnLJ0xxzzQ6HbuRHV1NW644QbMnj0b6XQa3/72tzFx4kRcffXVuO6663Dsscfi/vvvx2233YZoNIqjjz4as2fPBgDccccduOWWW/DYY49h6NCh+P3vfw8AuP7663HLLbfg3HPPRWlpKe6///7eOctukEjprom5tzkpYPUuYbbJjludM0lhN048oVmNLkMBBBQZZcVB3rtGRFVldMQdwwK/IIxNapMpDU+9uhpNbQnIsoTDh5Shosw63r9NGYUhg4ozmnGJVsAAuFNZNKEJ6oDMz01E8wRH4kTd35DBPzhKpXW+foOgHEmQfCy1ZaTtJ/2i/MoMLlo6kqgoDSGgSI7yIEv8uvsRsFUtFqQGbeVIkoBBdl1ZtrH7K0d2E9iAowwUZOWtMuXINrzgypEVtBmmowCKTUIBK3ANBxU0tSWsepHWOCpKQlADCoqLVJimldcrvoe6biCgyC4lSkQMQBTB7MAwzIwAIBwKQDfSSJuSS/0RaelgwVGmIYOuZwYd4R4YMpimiY5Yit/PqmDI4FUBk2mdT/7ZKcuS6FbnBBZOE1i3cgTA5fQGwP+a2usqsswDw6SfciT8HLbd9qzjuh+SiGotV998js+2F+3MWTDOlSO7lxL7XAcUmb+/pBwRBEEQjNaOBCaOHQzV7i/486tOhCxLfI4CWPOS6gERPn+QJP+0ukRKQ9Q2kDqQ6X5iOYCZM2dydznGE088wX8eP348Xn755Yzthg0bhmeeeSZjeUVFBf70pz/1ZEi9BnvyzYgIwRF7kls9KILOnZbEyJ7+igVmFSytLqW5ern8779P9q2HUQOWWx2bFPqld7F9JFI62jpTKC8Joq0zhZ31HRhWZUmaA8vCOP2E4fhg2U7Xtl63s1I7QIgl0nzCml050mEYJhpbHbWH0dqRxDW/fheTjqri1yebciQGaE08ONIhS5nBkarK/Om2OIHc22wVsHfGUuiMW08gCs1dVRUZxUUqD6aCAQUVpSEMKgujuMg9gfTipxwZuh0cidbMBQRHbH1vnyNRaWEKIFeOUpal/FlfHQkAmPfhZqR1Aw22jTfgBLXReNoVHKXttLpsiAFIJKxyNxlXE1h7ncMGl6CtM4ndjdGsylGrHRwNyGnl7Wwr9jlisPTLbH2OWPBgWdWbXDn6/oyj+XX0vpfeJrBs/2ITWIAFR+5Gr+JYWADhfG6yN4ENKBK/9uxzI55TwKMcsTGw82N/U3z7HAk9qLzHVYQgiQXj7FisT1RaCMD8ej4RBEEQ/Ze0pqMjlsaA0hCumjUBht0fEoDLQbmkSIWiWLVHrZ1JFBep7uDI/v6KJzV0xlM4/LCy/XsiXaRHwdGhjPimAk4KGgAcf1QlLvzmWCRTOjaz4Ejog8QoY8pR0l1Tc9xRjoufiKqwmiM2YcnejLQjloamGxh9WDmWb2hASjMQ8aTReSfpXuUoHAwgoEiIxtNCLxtrm4zgSDfQFk06KpEQJOxqiGJXQxRqoMked3blSOx9xBSyZEqHJMGn5shpvCpOIFlzsY5YGtF4mqfUFYKiSCgOq1yBC6oyvnvWUZh20uHY/eUX+O7ZR+GkY4f6bhtU5Qxrcd0woSju5rLdqTnifY6EJzE8rU5QjtSAgqtmTcDuhk4rONIMNLbGcZjd/Je9bx3RFKoGFDl9fHQza8AKeIOjAA+OLOWIqRPW9j+6cCIA4CcPfJDVyptZf1b41RzpfsGRj3LkCVi84zXS1vadds8EFuxPmeC8f+JnSJbcaXVsv5KYVse3y6Ic2RtxK29P4Ogao6BC8bQ6+3PjCqaFn0N2Wp11XKdvGOD+/Obuc+ScV0CxbLy9NUcB+/zEBzGy5/0hCIIg+jcsC2RAWdj6rhKmpeUe5QgAxo0agPZoCm2dSZfIwNPqEpZydKCn1XW75uhQx6sciQYK5SUhXD7jGNcyljKkCOkp5cWOIUNCUI6yoQZYzZFuNWX0mXCFVOvJclObpboccVg5f80bJAQ823uDI0WWEAmriAlpddyQQbhxA4oVFDS1Op71YnDE9stS7rzBkZiSmPapIbIMGTKvT9ATQDD2NtnKUTzV5Q9ZOBRAWXGQHyuoKiiJBHFYZQkkScK/n/MVjBauqWs8Pml1hsn6HDnn25WaI5aKyFWCoMKD3ApPzRGrDQGcyTALjgbbBhNMLbrhwQ/wf/9cy4+nGYZLffMiptWJQbalHLnT6hTb8ECSsqdg8bS6ElE5kvlYAPe2RSGmHDnXUctZc+QENO2sZ4JPgaf4vpREgrZy5D5nV88krhxJGWYZbF3RkMEbOIrIwvXiaXX2F4T42RZT4sJ2E1jr/O2aowBrApuZysrSGsX9idfrB+dNwJlfHekyZxD/Z0WyqiIjErL7oiX7vrccQRAE0fe0tFvzPjELhOEXHF333ePxs+9PQVlJyDetLppII5bUuvRQuy+g4CgLbZ3Wm8rmGV5VBnCbL4gTT6buFIUCCAUVxBKWcpTNJIChqpZDVlozsiovkp1+xswMRg4p5ZOwSFFu5SjhCY5k2VJRook0n+Sx8wgKReQlERVpzeA1QoC75og12WT1V2rASauTJX/zCfe4dCR9rg+r7fKqNaJy1NnF4Oiqb03Af377OP4eFVIfxPA1ZNCtBpri0/9C9hlQrEajXuUooMgosSf5XkMGABkKQCKpIZbQeCAlXoute8T+PIYr8PAiTtCZSipJ1vl5A2eGJElZi/dbO5MoCim8lkjc3k85CvkoR7nS6sSApsP+A8zqyETE96I0otpNYH1qjnS3cpSr5kgSDRkMdzqqd4zsNcWjHInvhSutLqRk1ByxhwTZDBlkWXKllYrXa9rJo3H40DIejDvNca3fmZIr1uF5VXOCIAiif8LmmgPLwhmvlRSp/PuGPZgV67rbfNzqmtoSMM3M7KQDDQqOssCUI2ZNGPGZ4IuuZuKEhAVNQVVBJBRALJFGIlmocmTkLeoPBQNotqP50uIgKu3CtkzlyBMceWqOFFlCpChgK0dsIsoKtiV+s5dGVGi6gYbWGN826aMcsX2KSkogoPBUw2yOaElbOfK61TnKkXvcLDiyaqDiXfqQjaguxaihZSiyJ+NdaUKW05Chi8GRJElQVYU7/HG3wIDMr3tFifXHyFWfwp/8O+mVgBNcDBkUwZjh5agoCaFdUD91w8w5Lj/lKBIKWMqR7rby5tvIUva0uvaky4wBcCbmOleOMg1PXG51enYrb0Ww8mYpgCURH5MTV3AURMqv5kgSrLwFhznNxzhCkWzliKXV8Wvj42DJgyPnQYOvlber5ijAx8DrgVSmHPmn1cmS5Eo99Ku/8ypG7H/22Q0EZG7vTsERQRAEAQD1Lda8r9qnTl6WJZ4h5Z2HlReH0OHjVscespcUHdhVPRQcZaEtmkIwIGPkEKuxY8RHAgyp/k9/WXAUUq0UqXhC81VGvFhW3kw5yj5pDwcVNNvRfHFYxZBBEd8xepWjWDblKJ6pHAFAsX3zlhRZN39dkxAcpfyDI1b4zSZfwYDMayayBTGJlI5kFitvABkBCQuOAOsphJ/zXz7CvaUcGabtRta14Aiwrg3bn6gcMde1Abb7oCQ5KZZe5ajTDgzY+UTCKh684XScML4KrZ3OJDetGb6Oagwx8GFBdlFY5Wl1ikedACzFJVtaXV1LjKf6eY/hrxxlBtC53OoUWc5UjvzS6piCaaeQ+tYcyf5W3k5anTNOSYLd38lRjiQpS82RKzgqNK1O4f2RmElHUHWn1QUUmdc6GaaT6pftWgHAiOoSDCwLc3WIB0cJJ62OlCOCIAhCpK4phuJwgGe0eGGpdWyeyCgrDiKe1PkchylHvP1K0SHa5+hQp60zibKSECoHWBO8fGl14mQnJChHRXbfmcJqjhTeJDXXBDscDKDVVgUi4QCqB9rF+F5DBs9k2JtWZ9UcWcqWX+oUC2bYE/n6lhivDcmmHHnTd4KqzK+TGByJ1yJh9znyBo9sstsuTPJ1w0RdcxzDKkuccXYjdzXEDRm6phxluNUZJhTFsfIGCqs5YuulBLc6Nslmf4T86nXYcdiknylH3nuLKUem0I8npyGDEPiwWrpIOMANGfxqarKl1ZmmiR11HfzBAsPb50gMOop80uoMT8DiGq8sceWpw/5j6/fHWwzSg6rscqtz9Tli5g98rP7KkSxL1rFN5xyypSuy/SuKxNdxrLyFByuyWzli/ZHY8dl72xm3PgdFIcWlHCmyO0XQj4ljK/F/d0zlD1DYdWEpsYGAzGu2xN4UBEEQRP+lriXm667MYI51xR4lyPuwzZu51J2H2vsTCo6y0B61bLInj6/G144e4qv6uIIj0XFKdQIDnlbno4xk7s+esCTTrn5JXsSJcHGRyuVOrzLjndD61RxFwiqiCS3DrQ5wlCg2aWrtSPKnBH6GDIBf+o7C0+PE4E2sD9F0K5XQO8FnH8i6Fkex+nJPOzTdwJEjKlzXoKuwxq9dC45kJDPc6qyaI7U7ypEquwwZWPBSXhxEcTjgW6/DakVkO32xw54we53+ykuCSGkGf28sO/QCa47s4xaHVeiGwVMHvVjNSjODo6a2BGIJDSOq3cGRt8+RGFix9yObbbffMlE5KgoFfK87C1SDqoKQGrBrjqzXxLQ6lh7Hggw14DSB1XSTf3ZZcMSGrunZFTlROfL2KgpkUY5CQQWSp+ZoQGkIkgTe7DcUDPDXDNNKqxMDvULgwVHSqTkKqgqCAYmUI4IgCAIAUN8cQ9WAXMFRCLIsZdSWl3vStJOe4Ihqjg5S2jqTKC8O4fhxVbj9yim+kzYx2BEncGJaXVHIskXWdCOvMQGLpFs6knwS7IcYqBWHVd7fyNv8VPVMhlMe1zdFtnr+xERDBuEptlc5ahGCI/FGF+25g97C74C/csSCI3Eu5w2OBpeHIcsS6u2+RnuborjzyU9QVhzEaScMzxhnV+BW3l1JqwsqMAyTT0wBphxIrqCy0H0GhZqjtBAcXfjNI3Hr97/mWpepLm6FSs5Iq2Ow94kZi6S1wt3qxo0aYNUtlYag61YT2GxpY4aRsRjb93YAQIZy5NfniO2WvR9+x/GroZGFmqP2WIrbeHthKZ3BgIxQUEEyrQHwGDIIb5evcqQb/Pqy+h6xSa7XFVIcI9sX71WV1lzXgr3OKAqJbnWOpX9FSYibLwQDMv+8ckMGOXdaXcZ1sT+nLK2OjSESkik4IgiCIGCaJuqaY6gelD04OnxoGYZXlWR8T5cVW3MQlomQSLkfzlNwdJDSZitHuWCTfllyT0pCqsInzJFwAC3t1s3hfbrvhaUFNbcl8hgyWMeVbCe4EycMxb0/+nrGk/p8zUhZWp3VRNNt1ww4wRrLJW3pSPJULzHQigvBkZpRc6TwgEmsiSr1SR3zXh9FkTG4PMyVoz+9shKJlIZfXft1HDFMsDDvQc1RV5Qjli4pBobdNWQArAk7S7PSNCc4qhoYwcSx7l5YTHURU/as4Iil1Xmf2tjBkf2HSTcKbwJ7/FFVePCG0xEOKtANq1Go3zlJEnzT6rbXWS55IzOUI0/NkW5iyoShOPfro3nDW19nujxW3p2xdFaJntdoqYoVHKV0HtCxP+biH3VuyKBISOsmDMOEYTrvPavv4X2OcjTX5Wl1ssQ/i07NkX+9YiioCIYMTqoruz5qwLJRF+3QLbc69/jz4accARQcEQRBEBbt0RQSKR3VOZSjC795JP5w4+kZy9n8ubndSu9PpnVelgFQWt1BS1tnMkOJ8eJMmNyXMagqPC0uEla5xXW+miNWiN/ameRBhh9MgSoKBXh61YQxgzPWy+YOx2CGDKbp1DOIT7SLeVqd9X8qraM0EoQkWQ5zjJxpdarMr4X4YWBP+gdXOEX7fs5xVQMjaGiJY8WGBtR+UY/vnnUURg0t42Py7rdQxCawhcICqVRax+7GTuyo67DUD1lyqTL5glKGVWPG0upMqIHs7xd7X8TjqAHZqTkKeZUj6/q22f2GNM3McC8U8XPEY6YHac3wPScWJDwxbxXeXLSVL9++twPlJcGMz4+fW93I6lJcc8FEfq9ms+32W8aCo0RKy6rKsvswpFquiUmXW13m/kVDBk0z+FhFq3Grz5GjfmX7nHHlKOBuAit5HqZ4+xyxWIk9sJBliduoWhb7EnTdxI/vfw9vLt7mTqsrWDnyuNUJylFHPw6OOjs7MWPGDOzcuZMvu/nmm/HKK6/w33fv3o1LL70U55xzDq699lpEo1G/XREEQRzU1DVnd6pjyJ7MGcbQQcUIBxVs3NHC+wsyB1v2YP9AhoIjHxIpDcmU7ts3RYRNrL3pSiFV4RNp0cghf3BkHc8wzIyUONf+g5lpan7kUzBYE1jAyQsVn2iXFVuBkFjoXlykIqDI7j5HycLS6kTlqMwnOPJO8AGgakAEdc0xzPnXBlQOKMKMU46w96vw69kdQ4bBFUUIBmQMGVRc8Dbs3JJpHY+8tAKPvLwChmH1D5IkJ0Aq1JAhqMq8l4+WxzCB1xwJ+w4EFER5zZEnOCpmypH1umYYrpQ8L6I64zR7tUwPNN3wvR9ZkPDZmr1YvGoPX759bwdGVpdlrs9raUyYpqXIeAMLxaN8ZJvri1beucxOxGA9FFSg6U5apF+dDg+ObCtvVoskptVlGDJked/YuQRkIa0upWcYOIjXNiwoR37BEVOO0rqBbXYfK5dbXWGxUYYhg6McKf1WOVqxYgUuvvhibNu2DQBQV1eHa665BvPnz3etd+edd+KSSy7B/PnzMWHCBDz66KN9MFqCIIh9C7PxzmXIkA1FkXHUyAFYu7WZZ0yw3o2RsFrwg7y+goIjH5g7Wj7liE36vRO8kUNKMWqINTkUo+Nwnki5VAhCcqV7MdUjX1DAJmHZak1kWeIOIzw4EtY9e8oo3HbFFJdKYwVHksuYQDRn8CpHwYATKLoMGexzHVTu9MLxM72oHhhBU1sca7c24dRJw1zXhQVtXpeUQqgoDWHOvTNw9OhBBW8TEpSj7XUdlgW6oBxwh74u1Bz5GTL4wd3qROVIkbi5QIbTH1OObFdDXTdyKkfsfZclwajAVmeyKUeSBJimFewwswDTNLG9rgMjqksy1neUI5MHNrLn3sz4PcsfUEVxrLwTyew2+W5DBrfTouPwlnkM1Q6O2DHEmigrndBaTzP867HEsSuK0/crmdYzDBzEcwzbajDg1BxZaXXW36JAQEFAlrgdKtveTwXLRS7lqL8GR3PmzMEdd9yBqqoqAMBrr72GM888E9OmTePrpNNpLFmyBFOnTgUAXHDBBRnBE0EQxKEAa9+SSznKxdGjB2Hb7ja02BksA2zl6ECvNwKAA1vX6iNYnUZ5HuWINzf1TGq/e/Y4fPfscQDcakk+5UhsYpkrNcvpaZP77WP7iIRV3wmP7KMciRP0suIgvnb0EKza1MiXFRcFoMhyhqU1gwUvASFI4m51PoYMYi8cPze/qgFFfAI+6Sh3HU5pRO1yE1iRfGmHXpjFdUNrHK0dSatJqu4NjnI38BUJBhS3cpRjOz/lSPzZe2+FgwGEgwq3fE/rZs79+6VlKbKVvpUtcJNlCbppGTY0t1mN3ZJpHfGk5lIEvefAHPCsZe79snEwQ4RsNTSWamVdu1xOkG4rb9uEIMmCI7vmSDRkYG51LK1OZ2l1Tp2faAah62bOhw9sDNzK20flYqqjbpgIBuRM5UiSMIgpR4qlHLV2OHbbzW0JfqzC3eqsMTAzFbHmKJ7UkNb0ghXQQ4V77rnH9ftVV10FAKitreXLWlpaUFJSgkDA+ltQWVmJurq6Lh9r9erVPRipe0z9kf5+/gBdAzr/fX/+aze2IqRKWLdmZbe2V7UEDBN4fcEyAEA60QYAkM10j8e/r8+fgiMf2nqoHIm40+pyX+6iUIAXmufscxRifWhyBwVs0hYOKognnaaWDEWWuJrTEUvxZV7EsZQUqQgE5AxbRlbszpWjPGl1E8YMxvFHVeKoUQOc8/ILjuwnFsGAnKHylHLlaP88hWAGA4tWWilkqbRu1RxxJzm3apYPVZWdmqM8NUEBH+VIDHb8zD7KS0JcBc3mOMfgKofsXqYbJjQtmyGDVXOk6SaiCQ3xpMbTtPx6DrGHCLpu8uDIO5lnYyyJqGjtSGZXjmQJzDQwWUDNUdA2SQGcoMNPOZLgDs7YuqIhg2nC6R+Vw+jCZcggOPV5axQB69qoAbvhLw+O7ABScRsyBBQJ0YSjHOmG6WsukQv2wMLPrQ6wHpYMKs8McPs7ftb1hV5zkQkTJiAUyv39ko3a2lrU1NR0a9tDgf5+/sD+uwYdsZQro+VAob/fA/vr/D/auAylxXq3j/WVRBrPvv8GGmLW37qjxozAZxu+QNWg8h6NvzfOP5lM5nxIRWl1PjDrwbIC3epyuYBFhElbvj5HkiRxo4Jgjqe2LIjIZ0TAJjyhoH8PGFE56ohaky2/ni0BV3AURECWMpSjAaWW131GWp1QfyUGMcOqSnDXD0/mtRRAFkMG2yXlmCMGZaQalkSsFD+/7fYFlQOKUBpRsWjlbgCWSmKl1bHAJdNRLheZylH+4MWlHAkBqF/gU14S5MpRXmXKVzmSuVudr3IkSTANx2ChqS3O3fP87k1f5ShLihlLGc2mhLB6KKDwmiO2b6fha+6aI8MEf6AQ8tYcCcpR9rQ6e1+K7Lp+fkpTQJF5gMuULFE58tYcsevsHXehaXXsXoglvTVHTnBEZDJw4EB0dnZC162/fw0NDTwNjyAOJfY2RfHvP38THy3f1ddDIfqIRDL7d2shRMIqRg4pw9otTQAOrrQ6Co58aO2wJgYVed3qmKtX9glJUReUI8BxhsupHBWYVsfGFQoqfHIm3uiyJPGblAWE3jQn71iKi1RXvQcjpCoYUBriT/BFFaXUDmLYucmSMzZxPH7XZ3BFEaoHRnDq8cMzXhtUXoQBZeFuPbntDpIkYczwCu4+mEwbtiGDHbgo7sAwH5YhQ2E1R4EsbnVA9nRNUTnS9NxNYLlyJFxKy/TAyKocybJl5c0Ujqa2BL82vsERU0/s3knsGH7jYHVk2T5asmSpWrpuIK0ZWW3yeR2YqvAgiN27+dzqAKerNzdk8NYc5bLyFvscCev4/b0IKJLL9IHtm+2Hu9WpCgKy04NJvB7W/75DyUD1KEeiIQNAwVE2VFXF5MmT8cYbbwAA5s6di1NPPbWPR0UQvc+uhk4YJvDCO+v5wyCif5FIaT0KjgCrBj/hMWTojonW/obS6nxojyYRUOS8VoMBRYYkZTc8AIBISKg58nFj88J6CuXuc2QbMuSJvlktQzioCBPpAL9RFUVGKGiNnafV+ZyLNzjym2SrqoKffmcSfzLAmtgGVQVnfXUkxo8a6NhRBxxHLnFS66esBRQZT/7sbN/z+97Z4zDtpMNzXIHeZ8ywcizf0ADASquThECPKT9dqjmylYl0lgCEka3PEZC9f1ZFSQibd1o5voWm1WXUHBnZa44kyXJtY4FOU1uCp2mK9XPec9AMg7u9ZbjV2SloIdWxzvZDsdPb4va9XJTlsyUqmI5bnhN0eI/BfnKCIyt4CItW3obbyjtrE1iWVqe4rd79gilFlvkxeJ8jwZChuDQESWI1R86+vnb0EIwcUuoy0SgEXnPkY8gAUHCUizvuuAO33HILHnvsMQwdOhS///3v+3pIBNHrNNsmO9v3dmDpujp87ZghfTwiYn+TSOl5jcTyITaDP5iUIwqOfGjrtBrA5lMkJEmyJ1050uq6rBzlD44c5Sj/DRZQZIRURZhIO5NIRZZ4w1rHytsnOFKcbYrDqm8wGAzIGDdqoLONUHsUDgUwdkQFdtR18HW95wLkd/PzUlYczGu33tuMGV7h+t0U7KidAKZrNUdW3Y7hUhm9ZOtzBGRXjiJhFXE7bUrL0siV79+n5ogFIMl0FuXItvJmSkxTWxymaf3xY0G+3zEMXXCr83x2xgyrwMSxlTx4ymrIYF+HmK1UZQsQWSpmUEyrM9z7Fg/hGDJYPySTHuXITqszC7DyFpUjSZJ4sJlPOfLWRll9tGSUF4dcPZMA4N+njcfow8rx4rvr+fgKQXSrY+MDgPJiBRUlIZdDZX9jwYIFrt9//etfu34fNmwYnnnmmf05JILY7zR3WMFRcZGKT1bvoeCoH5JMabw3UXcRm8GXFQdx5IgKHDWyoocj2/dQcORDWzTJ+8TkIxhQcipH4oS3kNqY0mKWVpej5ihUmHIEWBOzcDDAJ1SiGmalCFl1R0w58lMIxEapJRHVNRkMBmSkNCOjRoqn1QnbOk/xxfoL2eXUdaAz1g6OxLoTryFDrnoxkZCq2E58BnQ9d2+rXG512YKjoCojmTa4aYJfyiTDMWRw7mV2Xsm07t/nSJZc6V1NbQkejPgpR1Y/HkAzTOjMbMCz27O+NhJnfW0k7nzyE9e4MvZlT+aZMUG2a6DIVjATCiq8roodm+3ZXXPkfi+Z7XdIsPI2DKfPUa6gUwyOAGY/rvsGU+xzKm7nVbiOGFaOoYOL+WfVOm+Wftg1Qwb2fpomXM2HQ6qMv/5i6n5LVSUI4sCkuS2B0oiKwRVF3KSK6F/kcoItlJFDnJ6HoaCC3//ktJ4Oa79AwZHAiq1RrGtYh/bOVF4zBkZI9S+GZzB1R0zryQVTjnIFCk7z0/xvn1XonV05AoABZSEhrS57zZEs2yl6YnCkWqlhXrOEkGo9qRcNKdh+Ap7gIRQMwDCy2zYfSAwZFMEZk0dA10188PlOAIJi1MWaIxbcpNJGVtMDBu9zJExk86XVBVUFhmHyNEoxKPXib+VtrZ9K6Vn7HKXSYnAU5/dvNlVTlmXoQv+gbKoruzezGjLY2zEr6myqrCRJuPHiEzBu1ABs3mWlGOZ2q7PwptWFhJojqwmstZ5hZK/lcmzJnf9TaX91NhRU+MMONhxNc6ce3nHViZAk4A8vLufbsVTdrqbVybKjZAUU9+fxYPgcEgSxb2npSGJAWRhlxUHXAxmi/5DL7KhQhgyMQA1Ybsk9TdHbnxz4j+r3E7saOvHaZy34+4KNaGqLF64cqUpOt7qg7SRW6A1WUoAhw+FDy3HeaWNw/Lj8Lkkzv3EEvjFpmG8KFpu8iQ2+cll5F4dVKz1IUMpYUKR6Jt5qQMFdPzgJ/zZlFF+WrUlqOKjwGpMDHUmScMPFJ+CE8c619zaBzeUKJ8KClZSm528Cy00fMmuOsipHdvDVYadM5lIusxkyAFaAkM2tTrSHtwwZUigOB7I+MGAqIXO4y76eHZBnmaezezCfcgQAp50wHEMGFWcaHfgEFNkMGdi1kyTbkMGOjjTDyFkXZY3V7WbopzT/10WT8O/TxrvG5TdO7+fPUY7g+r8Q2P2n5nBJJAiif9LclsDA0jBKI0Fu2ET0L3I1WC8URZExrLIEkpT7of+BxsEz0n3Mk/NWQ9MtV6/GtgTKC1SOxP4pflhpa4GCI+ZCao7UgIwrvzWhoP4D3znrKEz+SrXgVseKvp1JYfUAJzjKZjMMOA5k4kSZPVH3u+mPO7LS1e9GzZJ2Fg4qPZZu9zdioOEER101ZLDWS6cN2/Us+30U8FOOPO9p5hit19lTv1zXmCs1HkMGwE6ry2IFr+mOpXtTWxyd8TSKc9yXTK0wslh55xqP69gsrS7OgqP8ny/HStxOq5Mza44YLMDlhgwhVnNkW5gLNUf5msB6gyK/9MajRg7A8KpS17l50+r42MTPn9o95cjaD2vYfHB99giC2Pc0dyQwsDyM0uIg2qPp/BsQhxy9oRwBlilDOKgcVFkJB8fj+v3A8eMqcVhZCq9+2gIgfwNYRliwyc5GUVgt+AZzgqPenbCIbnWAO5WoepATHPmlOVmudzKKIz7BESt4L6CeytsDie8jGEDAY018oOOXntjVmiN2zZJpPatdNsOvz1HAJ1XSb/8sOMr1Hvk1gWXnZZr+tWhiWt2g8jCa2hJoaU/k7L+l2M1VeZ+jbKqLkruGhr3O0+oKcILM7HPkXs7OCXACzyS38hbc6oR6s8KsvL21R7m/INh2ac2ALGVeA7Z9OOik6nYnOHJMUw6eLyyCIPY9hmGipT2BAaWWCUw0nspqJkMcmuh2E/TeSIU777QxOHbM4F4Y1f6j22e9e/du3HTTTWhqasLo0aNx//33o7i42LVOKpXCz372M6xevRrhcBj3338/xowZg2g0iltvvRVbtmwBAFxzzTU499xzAQBnnnkmSkpK+D7+9Kc/YejQod0dZsF86xtjsHRpC95bFUVHLFWwcnTx1PG80DsbkVAgZ72HSCF9jroDL94PuR2xgPxpdWw8JXYdCZucyVLX1BLeJNVzLcJBBbp+cImY4vvpVQi6WnOU1oz8fY7kzIls3rQ6HhzZjm4FBEfi5FoWxpPNrY4FOcOrStDUlsDmnW04Ylh51uMostvhLltNEU+ry5OyFksUrhw5iozbrc7XkEFx3NwAT82R5DFkyPK+VVYU4ZJ/G4evHm25PLEgKpcxhjUG8H37nT+7F8RzZqt15cmc87CClCOCIBw6YilouomB5WHAtPq6RePp/e4OS/Qd3h5/PeHIEQNw5IgBPd7P/qTbwdGdd96JSy65BOeeey4eeeQRPProo7jppptc6zzzzDMoKirCm2++iSVLluCWW27BSy+9hD//+c847LDD8NBDD6GpqQmzZs3ClClToCgKVFXFvHnzenxi3UGSJBw5ogLL1tejrMCaoxMKqPsZWB7O6UQmMqi8CABQ2st/hLzKkfj0unpgse82IkFV5gXjzsTVaW5ZiFrC+i55151xyhEHXZM5UYWRPYYM+ZREZx9dqDkSekQx8qXVdUk5Yj15fGqOAP9zEifuI6pKsWJjIzrjaV+nOuc8LOXISavLYsjAa45yB0dOWl0hypH1v85reTLPgxsy2OmLSU/Nkcxrjqz1cil+kiTh4qnj+e88ra5A5cgKjjL3zZUjQS2T+PvX9eAol9smQRD9j+Z2y8Z7YFmY15V2xFIUHPUjHDOi/plg1q3H9el0GkuWLMHUqVMBABdccAHmz5+fsd7777+Pb33rWwCAr371q2hpacHu3bvxta99DZdddhkAYNCgQaioqEBjYyNWrVoF0zRx6aWX4vzzz8ebb77Z3fPqNmNHVABAwcpRIdzwvRPw4+9MKmjdEdWleOAnp2HSkZW9dnwAQs2RM8ljVAnKUTaqBkQwrKrEta+AIjkmCwWk1QHWhMw7mfzGpGE47YThBW1/oOBbcxSwbMkLTW0Kcrc6HVqO2hXxGGKQHcijHIU8wVEu5cjpc5RZc2QdK3NsokoxvMpRe/16HIn71AUr73zKUDaRhW0X5Wl1BShHnpojJtH49Tli9zW38lYV3vDXcqtjylF2tzovPK0uz/0hKlx+u/bWD4rn1pWUblKOCILwQwyOWEDUQY2h+xW9qRwdjHQrJGxpaUFJSQkCAWvzyspK1NXVZaxXX1+Pykpnkl9ZWYm9e/fi61//Ol/2xhtvIJVKYezYsdi5cye+8Y1v4Oabb0ZdXR0uvfRSHHXUURgzZkzBY1u9enV3TolTIrUgEpLRuHszapu39WhfPeHz+t7dX3ubVUvV2LAXAGCYBmprazPW81sGAN89uRiSFEVtbS3aWq19maaBWLQTANBQvwe1tdH8AzFNdHa0ZT1OX1PouJranQLV7du3oVZpQEtLM2Sp8H3sbLQcgNasXY+0ZqChoQ61tQnfdZubrWv+5bYtCGt7AAB1e62mug0Ne32v/bZ6a/+btliW41s2b0Sq7Uvf/bfFrCBDlp3xb/8yxl+v27sHtbWdrm0aG1uc8TXsQkiVkEyb6GxvynoNtHQKDQ1NWPeFNbbNmzbC7NyRsV5TYysAIJlI+O7rS3tsO3dbf3dWr1qetwEqux6tbe0AgM+X1UKSJLS1tvJ1JFjnv6vJmgjs3mN9EL/4Yi1GVgZhJpvR0JSCpmmora1FIplCc1NjQe95MhEHAHR0tOdcf2ejdexoNA7TyPyc1u21xq+lnWuzY4f13sRi0YLvv1TSGk/cs82B+tkkCGL/0CIER6xBfDsFR4c8TW1xrN3SjG8cPwyJJGuTQcGRL2+++Sbuvfde17LDDz88Y71Cc93FNJE333wTv/rVr/Dkk08iEAjgrLPOwllnnQUAGD58OM4++2wsXLiwS8HRhAkTEAoVlhLnpba2FuefczLOP6dbmx/QLN6yHCu2fokxo0fhXytWIaSqqKmpcVZ4zppAu5ZlYeHGz4Ft2xFUVQwYUI6tdfU4fNRI1NTkf5+KXm9AVeWggo6zv6mtrS14XI2tceD1twEAY8ccgZrjh2Nt/TrUte0qeB8Dd7cBb7+PEaNGA2jCyOHDUFMzznfdJV+uBDZtxfhxR3Eb8b2JrcCylRh7xCjU1IzO2KZ0ewvwbgMipQMAdOK4icfg8KFlGesB9pPCuXuhyBIff0zeBSxuBgAcPmpExvu79MuVwMatAICjjhyL4dvWY/PONowdPQI1NUf5HifyrwUoryjB2CNHA+824Cvjx2GCT6Hmyt1rgPWbEIlEfK9nTNkFLGpGOFKGoJrCVydP9j2eSNHWJuDdBhRFigGkMNneZsHapcD2XQAs5aWmpsZ6b96qR6SkHEAcx008FlO/aaWfPvXqaqzYug01NTUwX96Dww4bgpqaY/Iev+zjD7G7uQWDBg7IeY+U7WgB3q6HoqpQDTlj3W1tG4GVazF4YDl/rSG1DVjSirKy0oLvv5c+WYhdTU0YOMDZT1c+A9lIJpM9fkhFEETf0dhmBUcDysJ8GQVHhzZ7GqO47U8fo74ljuOOqhSUo/6ZVpf3rKdNm4Zp06a5lqXTaUyZMgW6rkNRFDQ0NKCqKrP2pqqqCg0NDRg1yup1I673zDPP4KmnnsJTTz2FceOsCeF7772HwYMH49hjj3UGGOifb0xv46S/ydxxq9v7CjiuW6w4vFDDifNPPxIjh5R2+9gHCkFXWp117hedeSRmnJIZpGSDpTUxx7VCao7ElMR8hgwsja6zEEMGH7czWTR/8HOrE1PwFBlDBhVj8862nG51AUWCrheQVqdkjsc1XqHmqKgApzpxG103XP2A3G51bkMGVnPkui6S0wRW04yCa3b456bQtDrN8F1XUTLfdz9ziXw4NUcHlxkKQRD7lj2NUQwsCyOkKk5aHTWCPaR56tXVqG+xsxtiqQyn1v5Gt74VVVXF5MmT8cYbbwAA5s6di1NPPTVjvdNOO42bKyxduhShUAiHHXYY3n33XTz99NN4/vnneWAEALt27cIjjzwCwzDQ2NiIBQsW4PTTT+/OEAkP4kQooMgZk847rjoRZx7nryp4CQj1KWwSW2hzr/NOG1OQicWBjmifza5lOBjAgNJwtk0yYDVHzHEtVzNhFoCJE1mVW3kXasiQ3yrcz8pbPJaIOA8PKBIOG2wpKwXVHOWz8pYLd6srtGCUBQ66YboGz34UD8XOlxWlitedNYFlrnuFmq0EfN5D33G6DBl83Oq4IUOmW113gqPedsYkCAC8F1g+3q/dgbb/3957x8dR3/n/r9le1Ve9WpZ7RTa2KTYEjLsJhBCanYRL55KQwkECOQeIj+D4QsIF7i6/g+R7DuHiQGIwcSMB24AptnDvRZJVV22l7X1+f8zO7K52tqqttO/n4+GHpdmZ2c/MjnY+73m936+3lZqMphOdvTaUBL7P1UquqTcpRxOP9m4rvrXlHfSZnWjrtgpzBqvdHdHjL9NI+a64adMmbN++HatXr8aRI0fw8MMPAwBeffVV/PrXvwYAbNiwAW63G2vWrMHmzZuxZcsWAMDzzz8Pl8uFb3zjG7j99ttx++234+TJk7jnnntgMBiwdu1aPPDAA/jhD3+IsrKyoR8lIUyApFIJ5FImYlK6YHoRbpyZWHAkDSksD9pXZ9YfUGgwGM99LOo+5HxwxH0Jxeo3I/TKkUUGLNGtvAc3gY0eRAgGCCGT67hudaHrBpQjAEI/LNH3GexWF8VxQRZiFx9rvDanN+GcaKkQdLCiylFoajB/vHxqQei5kEi4JrB8k1ZZgsFFPDVM2D8TOzji//7UIZ8nI2IuEQ9SjojhhmVZsCyL1965iPv/dXfcoKd3wIF//+On2PexeC0kMTZ09NiEh10Mw0CvVZByNAFpbDejxWjB+WYTuvsdqAmk3dsc3hC3usya2/GkrJeVlZVh27ZtEcvvvfde4WelUolnn302Yp0333wz6n6ffvrpVIdExEAIYqSc/fZQmrkFLYklws+JptVNFBiGgUImgTtK6lMi8OdMSKtLsglsPCvvSLe6ZJWjUJUq8gsyNDiSSSSYOSkfJQVaVMVImxzc5yhaYBnPyjs0rS4/KzG1LlSRCQ2EJCKBxeC0utAAgu9zxAdHiSovQZfHxJQjj1e86SKv3Iarl+HbJoJcym1PyhExHPj9LP5567voMzsFi/3G9gHMmxI9U8DYxxmrtHVbo65DjC4Olxcmi0t42AUAWVoFKUcTEIeL+zu91NoPl9uH6tIsnL9qgtXhzviaI7orZgihPU3E0uqSQSaiHCVq5T2R4CenqQZH8kFpdTGbwIbYp/PUludgbl1B1Bqu0CawDBN7/8HgKJpyFHmModeQVMqgzKDDb390q9CrK9pxhCpH0a5D/v2iGb3kBQIih8ub8JOtUCvvsOBITDmS8VbeXOAaGsRxyhGE/h/DbeUdrwmsoBwpI5WjpIIjSqsjksTu9KDfIq4GnWvuQ4vRgrqKHKxfOgkA0N4T28G0O1Dj0N6dgNMpMSp09nKfBZ9WBwB6DQVHExF7wJHu1OUeAAhRjjxwujLbypvuihlCaFqdTCStLhlC0+qSaQI70eCDj2ipYfGQSbmGovwXVExDBhHlqCBHjZ9943roNeI1PnKZRKiP4fr0RP/Mg4YMIcukkcFCKGJKSzwkQs0R34g1tZqjyuIsaFVccJDoky2h5sjnH9TbSCytjvvZKaIc8eu5PckFR1JBcY2TVjfI/GEwQs1RaJ+joRgyUHBEJMj/vHEK//If74nWE31woh1ymQQ/+uJCfGX9LCgV0riKUHc/FxyRcpQ+dPREBkdZlFY3IXEE5h4XrnJtOapLswEAVocHLmoCS2QCoWl1Q1eOeJVBIqT4yDMsrQ4IBkepnkuGYaCQS+FIIK0uaMiQ+HsxDCMEU/GUvXjKkZi6EF5zlKBjm1QSbsgQNa0ucjxhr0sYTKvOA5B4wSi/L9/gmiMxQ4aYNUfc/25vZOAUi6ByFCetLs55FdzqQo5bzG0wHvzfbKKGEgTRYrSgo9eGy20DYcv9fhaHjrdj/pRCaFRyMAxn0BJPEeo2cWl1ZpsbVpp8pwVCcERpdRMeXh3yBtxjyww6yGUSWO0eON0+KGRDK8EYz9BdMUMIfUosG+IFz0/yJNLMVo74mp5UDRkAztiBT6uLNUlVKaVgmOSf4vB1RvFSzyQMUGbQIl8f3H9cQ4Y4r4shlTDw+fyClXe0QIFfHksImVGTDyAJ5ShuzVF46hyvukkljOj6bk8gOEq65igxQwZA3AWSfyARetwMX3OUjHIkJeWISA5e6fn4VGfY8ittA+gZcOK6OSXCslKDDu1xFCHeOhiIn4JHjA4dvTZkaRXQhrRk0GsUsNjcCTsQEuMDXjkCuDlitk4BnVoOm9MDh9ubsaoRQMFRxhBWcyQZmnLEBwMyCSNM9DKxbkEIjoZwLuUyKWwJ9Dm66Zpy/PQrS2L2EBKDV4ziBa8Mw+C/HrsV8yYFnxaGBi5iYwsNGBI9B1Ipl1bnZ2NbeQfd6qLvd0ZNQDlKtOYoxMpbvOYouC7DMFFrhAYHRwlbeSfoVhc6tixdZEPrWH2OknOrI0MGInG8Pj/XLBrAR6c6wl47dYWrWZg3xSAsKzPo0NlnF4xLxOjpdwiuaJ+c6STXujSgo8cWphoBXHDk87Nhk2li/BP6eRbkqMEwDLRqOax2D1xuX8baeAMUHGUMwkRPKoFMxqRcJwMEJ4PSQIoekJmGDEJaXTIz0kEo5VI4hD5H0fejUclxzbTk+0PxY0zFjjN0POJpdcGfE1eOJJxyFK/PUWB/TIxAYkplLjQqmWDOEI/QJrChexWrOQKCx5SfE24wMbjmaPjd6oI/Z2sj68li9jlKwZCBrLyJROgdcIJlgYoiHZo6zOgdCKo+p6/0ojhfE2bGUlqghd/PCo50YnSb7Jg9uQAMA/zp7Qv4j+3H4Ao8dCDGhtYuK8oKdWHL+EawlFo3sQgNjgyB+5xOLQ+41Xkz1qkOoOAoY5hUlo3J5dkoztcOueZI1JAhI2uOgkFiqsjlkoQMGVKFV7eUKQSv8dLmBrvVJYKgHAWeJsdr8hor8FTIpXjhkc9g3Y2TEnpvIa0uinI0eCj8GGbXFojuh5/EJW7IkJhbXegxZ2kjlaPJFbm4ub4cUypzhWWCWx01gSVGCL4+6NoZxQCCDnMsy+JMY5+Q5spTZuAm2NHMFmwOD2xOL0oLdCjM1QjLqSHs2GF3etBndqI8heDo759cxW/+fGwkh0cMMw6nF/pAX0JDbiA40ig4tzq3L2Od6gAKjjKG8kI9nvveTdCp5Vi1pBorF1elvK/Q9CChz1Em1hwN0cob4GuOAk1gR2CSygdwqQSv8QwZxJqmJrJPr4+NqxzJ4hgy8BTkqBNWLfnAwe9nw135Am8xWDmyBnq1zK4Nn/Tx23p4QwZZYp9/aH+wmOMMOeZsXaRypFPL8f376sNSLFMyZCDliEgCvt5oVuBhgbGPC45au6ww29yYOSn876S8SA+ZlMFf918SGkryvP1xM7b84QgAblJ2x7JaLJnN1StFswonRp7WLi6QrSgKbw/BO6LGcqz78GQHDnzaOnKDS5HB1x4RxOH2oqokC0qFVHiYoVXJA251PlKOiMzipvoK3FRfkfL2obUY86YYsPzayrCeK5mCYphqjnhGYpIqpNXJk/98wpvAxk6rS/QcyKQS+P3BtLqoyhGfVjeMRjmh78VATDkSf7NZg5UjhleORqrPUWzlSHyb8LElAilHRDLwPYmmV+dBwgDGPu73k4EeKYODI51aju/ecw1OX+nF0y99LDSG9flZ/GHPOXx6rgsAUJirxpobJuFzN08GQMrRWNLaZQGASOVIF1856jLZ4XT70qou6VxzH+59Ypdw7RLhOFxe6DUKPP+Dm7B+aS0AQKeRB5SjxHsITkTorkgkTTA9SIK6ilx85wvzh5SmN15RDtHKO3QfQHI23YkiGDKkoBwlk1aXTJ8jr48VmsBGU1FkcfocpUJoUCLW5whR3qpgUM0RPyZP0ml1TNj/0YinHMXaJhVDBlKOiETo7ncILmZ52WoY+2xwurx4/Z2LqCzWC8YKodx0TTkeDgRIT/z3Ifj9LM5c6UWf2Ynl11YGmlhzjSezA+YjpByNHS1GK2RSBsUihgwAYIkTHAGAyeIcuQEmSavRCq+PRXd/9Lq3TMbh8kKtlKG0QCfMRXRqLjiyO70ZnVaXeY/7iSHDWwkPxcJ6IjDUJrAAVwt27GI3gJGxVFYOxZAhibS6ROuuIvocRVWOxE0ShkKYciRizT14KKuWVEOniXQH5D9v/glposqLPOShQsxxhowjS8SQQQxmCGl1pBwRidBtsgt1CUV5GnSZHNj+jwvoMjnwzLeuj/q3+pkFFXC5vXjx9RO40jaA/Z+2QqWQ4mt3zA5L28nhgyNSjsaM1i4LSgq0EQ9MtGo5GAYwR0mrswYm0wBgMrtQWqATXW+04VOj+X4+RDgOpxeaQVk/WrUcfpZzLVw6r2yMRjb20F2RSBp+Ep+pzcF4hqPP0ZKQviAjklaXYBNYMeL1ORIEFyYJK2++zxGfVhdlQsXvTzpCwZFYE9jBk7tv3TUXG1fPiNgPH2gmYsEeCh9AJtPnKFvEylt8m8ht40E1R0QydPc7BEerojwNOnps2PdxM5bMLolIPR3MdXNKwTDAwWNt+OB4GxbPLomoZ1ApZVAppBiwkiNaqrx3tA3//It34PFGt0+PRYvRivJCfcRyqYSBTh29EWxXiCNhOil/fGNhB9UdieJ0e8NcTwGE1bIONiPKJOiuSCQNn/I0FMVkIjAcNUdTKoKOY4n2y0kGPp1uJNzq+MAlmetAKmECypEfDBNd6RAaDQ9jAC4Jz6ULLhdS0hJ7L/5c8jUUCVt58wFfPLe60LQ6Uo6INMDj9aGz147CPM5VrihPgz6zEwNWNxbPKomzNRfkT6nIxRsHLsHm9GLdDeIOk9k6ZVpNrscbH5xsR3OnBU0dA0lv6/b40Nlri6g34snSyqOm1RnDgqP0SasLKkcUHA3G4/XB62Mj6sX5bAmZlMHU6lyxTTMCuisSSZNo7cREZziawEokjJBOMqJpdakoRyEGAmKTbr4HUTK1UlIp1+fI72djnrdgWl0yI45NVOUoipV3NATlKHDjTdiQgVdc46wfGqRpE2z6m4pbHf/kPpOLbonEOHm5F26PD/PquCavodbb86caom0WxoIZRfCz3NPoUBv6UHL0SjJkSBGWZXG2sQ8AcOFqf9LbH7/YDZ+fjbBk59FrFFHd6nibdwAwpVFwy483nUwi0gU+DXJwcMTfc+oqcsmtjiCSgdLqOK6fW4ovrpmR8AQ2Gr/6/jJ8447ZQtHrcBI0ZEg9rS5a0MZP4pPp8ySVMPCzgNfHQhJDcRoZ5Sj4c2gAwoTmByaAoBw5kwuOpJLE/m6i1UbFIslDAABMq87Dw/fMjzoZIgiew2c6oZBLMScQHBXlc8HRpNJs5OoTa8J83ewSKGQSfGH5lKjr5OiU6Le60DvggNPlhcnsxH//9QQ6emxDP4gJTne/A31mTrW5cNWU9PYfnuyARiXD3DrxYDdLq4yaVmc02aFUSJGjV6ZVcMQrR+kcHDndXvzyjw0xmyWPBPw5iVCO1Nw8ZFZtZt8XKDgikmYknMTGI0V5Gtz1mbohmwbkZ3NWtiOBYhgMGaKl+/FqRXLKUdDpLVaQEM9eOxUYhhGtzYlmyBCNwWl1iSp+Cfc5SuGQU2kCK5UwuGVhZcY/5CBiw7IsDp8xYm5dgXDtFwXS6xJVjQCgsjgL259ZG3XyDXDKUe+AE9/95X786e8X8PHpTrz1fiO+8+/vpjThzyTONXGqUWGuGuebkztXPp8fH53qxMLpxVHTbPUhaXW/23kar+47L7zW1WdHYa4GeXpVmFtdU4cZ23afBcuyyR7OsGCzB9Lq3OlryHCuqQ/vNrTio1Mdo/q+/DlRq8KDo1KDFtfOKMbNQ2j3MhGg4IhIGn6CS4Xc6U+wCezwK0f8nDq5miNuXbfXHzO4HgnlKGx/YWl1gUWJKkeBQNMqpNUltl2iimsqwbYkheCIIBKhrdsKY58dC6cXCcsKczX4zt3zcMdNk5PaV7xrP1unhMXuxoDVjY5em5Bi5/b68eHJ0Z08jjfONvVBqZDi1oWVaOu2CmYEiXCmsQ8WuzvMIGgweo0CZrsHh8904i/7L+Gv+y8JjbC7TA4U5qqRk8UpR3yrhv/ddQbb/34hZn+kkYRPq0vnmqPGdjMAoMVoGdX3dfBpdYONURQy/OSfFkU0As40aHZLJE2izSyJsWcoNUcSSewgmElBOeLXdcdRjqQjoByF7i/crS415cgeSKtL1EiDDwxH4qECH+BluppLDD9XO7lJW92gOqHli6oSdlNMlNC+XgNWFwZsbmhVMpQZdKM+eRxvXGrpx+TyHEyvyQMAXGzpT3jbQyfboZBJUD+1MOo6WVoF3B4ffvPnY9CqZHC4vDh+sQctRguaO8yoKs5Cjk4JY68N//SzffjNn4+h4awRANA7MDYmDeMhra6xnTPPaO2y4mqnGR+ebB+V942WVkdwUHBEJM1IPdUnhh/FEIIjhuGMGKKlWfCffzI1R/w2bm/s4Ii/xoZbCBFzpuN/TlSxUYSk1UmYxI+fP48j8XeTilsdEY7VasXatWvR2toKADh06BDWrVuH2267Dc8995yw3tmzZ/G5z30OK1aswOOPPw6vN30nXsNBZy9XCzG4MehIkKsL1i/1W1wYsLiQrVOiokiH1i4KjmLR2WdHaYEW1SXZAICrCQaTfj+LD092YP7Uwghb51D4nms2pxc//doSqJUyvHesDb/dcRIqhRR33DQZuXolLHYPegac2PtRMwICEnoHHEM7uBRgWXacBEdB5eh/d53Flm0NgiI3kgjBkYqCIzEoOCKSRnCro4lY2hM0ZEjtT10qYaIqHfzHn5xyFEir8/gTcqsbqbS6sCawyVp5h7jVJaMCCWmKCZyvtTfU4MmvLkl43xIhwEt4EyKE48eP495770VTUxMAwOl04sc//jFefPFF7Nq1C6dOncKBAwcAAI888gh+8pOfYO/evWBZFtu3bx/DkY88xj4btGp5WP+TkSJbz03AlQopBqwu9FsDwVGhHh299pT790x0nC4v+i0uFOdrka1TQK+RJ6y0XWrtR++AE9fFSKkDgPJCPRQyCf5lwwJMq8rDwulFeOdIC45d6MZ9K6chR69EbhYX3M6oycOimcWYN4WrLxsL5cjh8grpfelac+Tx+tHaZYFGJYPZ5sbR813w+vxCwBQLr8+PF187jnPNfSm9t8PFBY6kHIlDwRGRNHwaUTKKATE2KIdgyABwE/poaWOCW12SfY4ArseCJMb1w+9zuNPqpJLIICLYBDaxffABp59Nzn69pjQb86cYUFWcFXfdr98xB9dMi57iMhh+7MPZNDeT2L59OzZt2oTCQu6cnzhxAlVVVaioqIBMJsO6deuwZ88etLW1wel0Yt68eQCAO++8E3v27BnDkY88xj47ivM18VccBqZX5+HuW6dg5eJqWOwe9A44kaNXorxID7+fRXuPNWx9m8ODnv7RVyXSDWPASrsoTwOGYVBeqEdrlzXOVhwfHG+HRMJg4YzimOvNnJSP/9u8BtcG1rvj5sm4dWElnvjytULfqoJsrknwZ5fV4okHF2HTVxaDYSC46I0m1oAZA5C+ylFrlwVeHyv0CnMHgv/BAU+/xYUHNu0OW/7mwcvY/WETPkqxFs/h4gJGFbVyEIVCRiJppFRzNG7gc/iztanVBkgTSKtLyq1OEqIcxZjIy0ZYOZKIKEeJBmL8OfF4/UkpRzl6JZ76+nVJjDZxBPWL/iZTYvPmzWG/d3V1wWAIuqoVFhbCaDRGLDcYDDAajUm/36lTp1IfLICGhoYhbZ8MTe19KMyWj9p7zigEjlzkJvbtPVYUZ7Ow9HITuQMfHsfMSg0aGhpgtvvw8ttdAIBvryvG7oZ+LKzToShn5BWudCD08zjfxgWIpu6raGgwQi114VyrI+5n5vb6sftQJ+pKlbhw9mTSY7ihDoCrHZ9+ytXJyHws7l2WD7mrHQ0N3KRdo5Tg/OVWNDQMrx17vGPrMAVNIPpM5lH9m0mUY1e4c1KiCwb4aqUEHx29jDJNv7DsUgfXcPn9j0/B1qPFgM2LbbvPAgAuN7ejoSH54PNSI6dOnTtzMql7eLow0p9nysFRe3s7HnnkEfT29qKmpgZbt26FVhuek+x2u/H444/j1KlTUKlU2Lp1K2pra+HxeLBo0SJUVAStAv/yl79AIpFgy5YtePfddyGRSPD000+jvr4+9aMjRgQZNYEdN8yclI9ffW8ZqkriqxViSCSSGG51KfQ54g0ZvL6YgQ+/z5EyZAjdLZNCSppSLk06OBpJUrHyJqIjZj3MMEzU5ckya9YsKJWpPbBoaGgYtvvigNWF5/90DP+0fiZKDbqI1/1+Fubtb2HZNWWor585LO+ZCG5FO946fBgsC0yuKcPypXX47Z6/QaErBGCFX12GV/acRL+NC5qsTCGOXGzD5OpyrK6fNmrjHCsGXwNt9ssAenHTdfXI0SvRYr2ETy+fxuSps2KaZvztg0Y43O348u0LMHPS8PS1WTTo9+KDFjBy5ZCvWZZl8c6RFtw4rwwnTxyLu7/jF7sBdCFXr4REJkvLueTFvvMATLhz5WK8dmg3Kor0MOSo0dg+EDbezg8aAfSgpLQc9fWT8P9tPwivj4VWJYNcpU/p2E51noFMasGiaxcM3wGNEsPxHehyuWI+pEr5zv7kk0/ivvvuw549ezBr1iy8+OKLEets27YNarUau3fvxo9//GM89thjAIDz589j/vz5eOONN4R/UqkUe/fuxeXLl7Fr1y688MILeOyxxyZ8set4RCGXIlungCFHPdZDIeLAMAxqy3NS3l4qjZVWx/2fTIAgC1WOYgTXMpH0t+FAUFhCvLwlSRoyAMHUumTS6kYSfuhkyDA8FBUVoaenR/i9q6sLhYWFEcu7u7uFVLzxxNMvfYz/2H4MR8934ZMznXjhteOigZ/J4oTH6xeavo4WOSHGDDk6JVRKGQpz1WgxWtA94MFTL30MmVSCf/78PAAQeu4Y+zKzWayxj2vCymcKlBdyNszxUut2HWrElMoczAg43I0E+VnqYak5auow41f/dzRhS3fejMGQqx6TtDpjnx1/3X8pZo8ni80NjUoGhVyKz99Sh89/pg7TqnLR2WsXbOwBCE2QXR7uYYCx3wOlQoq6ityw9ZLB6fJCpaDksWikdGf3eDw4fPgwVqxYASB63vX+/fuxfv16AMDChQthMpnQ3t6OkydPoq+vD3fffTfuvvtufPLJJwCAAwcOYPXq1ZBIJKipqUFpaSmOHj2a6rERI4RMKsHLT9yGm67J7CZhmYBUwkRXjni3uiQm5BK+CWwctzoh1W2kDBkkocsC/yejHAXytBO18R5pkrUjJ2Izd+5cNDY2orm5GT6fD2+99RaWLl2KsrIyKJVKIaVjx44dWLp06RiPNjk8Xh8+Pd+Fj0934ELA7vnEpR68fzzSQlhwqssbeae6UHL0QbWDVz5KC3Qw9trRPcBNev9lwwLctqgSWVqFME5jn31Ux5kuGHvtKA7UGwEQetTEcvhjWRbt3VbMri0YciPzWORlq4al5ogPAhINtPiaI0OORqivGU32f9qCl3eehskSPXgx29zQa7iA9gu3TsV1c0pRHvjsOnuDgb4QHAWMJbr6Pags0iNHr8SANbUeUg63N6Y7YaaT0pkxmUzQ6XSQybjNo+Vdi+Vnd3Z2gmEY3HLLLXjooYdw9uxZfPWrX8XOnTuFp3OD10+G8ZTLnY7Q8Wf28QPh58Dr9cBqGRA9L1dauTxpm82S8HlrCmxjtTvBsNKY2y2s00KL/mH9TDxu7kbisNuF/TY3cRMqu90OQJ/Q+/m93H48HldaXDM9Zm4i0NbWhoaG+E5HsUiH4xlrlEolfv7zn+Pb3/42XC4Xli1bhpUrVwIAtm7diieeeAI2mw0zZszAxo0bx3i0yXG5dQBenx8DVjc+ON6G6dV56Oy14chZI26cVxa2Lq/EjLZyFNrviP/ZkKtGw7kumAu4YKkgRw2GYTBzUr6gJmRscNRnR1FIAGvIUUOpkAo9qsSwOjzw+ljBYW6kyM9WwWxzw+P1QS7jXAjfOHgZX1g+NakWE7wSZLI4URUnS/x3O0/jw1PcNVGQo4bT7QXLsiMaBA7GHAhaegccyItyjs12t2CRzsOfE3eIM2NHL6cA8spR14AH180pglolg9mWonLk9kGtJDOGaMQNjnbv3o1nnnkmbFl1dXXEeoledBKJBPfcc4/w+4wZMzBnzhx8+umnovKjJAknLCB9crnHI3T8mX38QOQ50Oz9OwwFOaLnxa/uBA72Ii9X/HUxWI0RONgLQAq9Thtzu5H4KNT7/o5+mw26kPe2Mq3Ah33Q6bSB943/xjkfHISx34QsnSYtrpn2HivwlhGVlRWor69NeT+jkcudzrzzzjvCz0uWLMGbb74Zsc60adPw2muvjeawhpWzTUHHqz6zCzfOK4dEwogGFh09djAMUJg7uinUaiWXauT2+ATlqCBHDZPFCZNVBoVMAr2GM16YFQiO5tYV4MSlHmESnimwLAtjnw2zJxcIyyQSBpPLc3CmKbrNM6/m5OlHODgKBAa9A04U52vxtw8a8ed/XESuXoV1N05KeD+WgBLUZ3YCZcH5ptXhgVopEzIRvD4/3nzvMrw+bj6Zo1eCZbnAYjTTyMw2Ljjq6XeiLkqSjdkWGRwpAteux8MFRz4/i44e7m/T5fah3+KCzelHZXEWPF4fHC4fXB5fWKC5870rOHSyHc9864ao43O6vFBSWl1U4kYeq1atwsGDB8P+vfTSS7BarfD5uCg2Wt51YWEhuru7hd/59Xbs2IGrV68Ky1mWhVwuR1FRkej6BEGMDfetnIY119eIvhZ0q0v8AQb/Be5weZOyAB8uhPqi0JqjJPscAcHjSBdDBgkZMhAJcq65D4V5GmFSVleRg+J8TVgaD8+VtgGUF+pGPdhgGAY5AcUoJxAcGXLUYFmgtdclqEYAsHxRFR6+Zz5urq8AywJdpsyy9u4yOeBw+VBWEJ76OLu2AFda+2FzeES36zdzikNOVmoPkxMlP2Dv3TvgBMuy2P8p12T5jYOX4fMl3rfKaueCDZM5qJQ4XF585Wf78PdPmoVlbV1WITACgn18nKOcWsenAfbFaIBrEQmO5IGehLxK1DvggDdwnlweH5o7ucyA6hI9sgIutIPrji619uNMY5/Q50kMp9sHNQVHUUnpzi6Xy7FgwQLs2rULQPS862XLluGNN94AABw5cgRKpRKlpaU4f/48Xn75ZQDAlStXcPbsWdTX12Pp0qXYuXMnfD4fmpub0dTUhNmzZ6d6bARBDJGbrimP6mIU7HOU+IRcF3ja6/OzY2IeIBExekglsEg/Q4aRqdEiJhYsy+JckwnTq/KEIvy6yhwU52vRO+AUJmQ8l9v6UVuWMwYj5Z74SxhAF6jJKAgYAHX0eYSfAW7ye8vCShTnc8GBsTezUuuOXeAeKIcqR9zv+fCzwOnGXtHtTBZOOcrVj2xwVFzApWSevtKLiy396OixYdHMYhj77Dh0IvEePdYQ5ajH7EHDOSMuXDXB5vQKNWcAZ9wAAP/2zevxmx/eLKSOjbYpw0BAOeqNUW9ltrmRpRFPq/N4ub/F0IcWLrcPzYHjqyrJElJOzYPqjvgGuNYogTEAON3elPsfZgIp39k3bdqE7du3Y/Xq1Thy5AgefvhhAMCrr76KX//61wCADRs2wO12Y82aNdi8eTO2bNkCAHjooYfQ19eHtWvX4rvf/S6effZZ6HQ6rFy5EnV1dVi/fj2+9a1vYfPmzVCpRlbyJQgiNfh5eDLqiT7kRjAWfbKkIioRL2AlZeWtSC/lSHCro9hoQvO7nadx8FTqNWV9Zif6zE5MqcrBZxZUYuGMIpTka1Gcx01gu0JS60wWJ3oHnENyuxwK2TolsrRK4W/WEEjt87MIC454CnO5Y+AbomYKxy50IS9LJZgw8EytyoNMKsHJS0F3RbPNLaR79QUUmGj1MMNFaYEOC6YX4a/7L+GVPecgl0nw8D3zUVmsxx/2nBVUkXhYeOXI4sS7J8zY/LtPhMAwVB1r7jRDKmEwrToPVSVZQeXIPbrBUTCtTlw58nj9cLi80A9WjmRBR1cgaMagU8vh8vjQ1m2FSs4gR6cUVNWBQXVHDid3rLGc7JwuHzWAjUHKmlpZWRm2bdsWsfzee+8VflYqlXj22Wcj1tHpdHj++ecjljMMg0cffRSPPvpoqsMiCGKUENzqkuh3FXojGIvgSCKisDApWHmnW1qdUi4FwwRTSIiJyVWjBS0dqaeNtQcmWuWFelwztRBLZpcAgKC6dPbahEn25dYBAEBtefZQhpwyN8wtQ1VxsPI+NCDKz46c0OdlqyCTMjCKpAdOVPx+Fscv9mDhjKKI7y+lXIpp1bk4dTkYHD37v4ehkEux6SuLYbI4oZBLR+U74/6V0/C95w7g0/Nd+Pods6HTKPClNTPw1EsfY8+HTVh7Q/zaI14FsTu9aO1h4fH68bcPrgAID44a282oKNILQQZfZzSayhHLsjDHcdfj0wQjao4GKUd9ge1LDVq43D7YHF6olRIwDIOsgHI0OAjij3XA6ooImnlcbi/dL2JAZ4YgiJTgb8bJ1hwpZBK4vf6xSasTCeTEUu3iIVh5p0laXbZOiS3fvhG1ZWMzkSVGh/JCHY6eN8LnZ1N6uNDezQUOpYPqU4LBkR1mmxuPvfCe8Hc9qXRsrqnPLAivYlcpZNBrFLDY3aLKkVTCwJCrQWcGOdZdaRuAxe7GvCkG0derirNwIFDj4/ezuHDVhKyA2tBvcSFXrxwVB7fJ5Tn41ufmoCBHjYUzigEAC6YXYWplLv5++GpiwZE9GAAN2LnAgbfotg5SjmZUB1PBx6LmyOn2CW5z0YIjXlnSa8SDI1dAOeq3uqDXyKFRcsqRw+WFMlCXlC3UHIWn1dldHtHloTjcPkqri0F63NkJghh3SFKoOQKC6tFYGDJIReqLUqk54pWjdOlzBADTqvIyyqUrE6ko0sPnD09/S4aOHitkUgkMueHW3Nk6BVQKKTr7bHi3oQUtRisa280oLdBCq5YPx9CHBT61Tiw4AoCplbk4dqEbbs/oFt+PFbsONUIuk+CaqeLGVdlaRcCy24/OXhucbh96+h3w+fzoMztHPKUulFXX1QiBEcA9XJtek4ernZaEjBmsDrcQOADhvbB45cjm8KDb5EBVSVAt4Xv5OEYxrY5XcrQqGXoHHKJOzOZoylHggRuvHA3Y3MjWKaFUSOFy+2B3eaCUc/cqjUoGmVQSqRzxaXUxbL5JOYpN+tzZCYIYV0hSUI6A4JOyZNLxhotYhgxJKUdpZshAZAblhToAsZt7xqK9x4bifE3EAw2GYVCcr0Vnjx17P2rG5Ioc3DivDDfVp1ejb0MgKCrIFg+OPrOgAjaHBx+fSq4/4njE2GfHO0dasGJRlWB3Phh+4m2xu9HYztWq+f0ses1OmCyusABjLKgpzYbH60dbtzXuuha7B5VFOuH3+1dMg0ImweSKHEE54s0L+L8TIKgc8QHDaMCrQjVl2XC6fbCLvDe/ToRb3aCaowGriwuO5FK4PF7YnV4oA+swDINsnUJEOQoER1Ea0Hq8fnh9LClHMaA7O0EQKcEEvj2kKQZHY+lWF6oS8T8mVXOUZoYMRGbA1w+0GONPJsVo77aitEAn+lpxvgYN54xoMVqwakk1/mXDAtx729SUxzoSCMFRFOVoTp0BBTlq/OXAJew4cGnUi/BHk7fevwKGAe68uS7qOrzVs9nmRmP7gLC8q8+OfotzxJ3q4lFTytWU8Q5zsbA53KgM1KDJpQyWL6rC9mfWorYsGzYnFxzxqXehqWq86cBoXgt84MOnpPaK2HlbogRHDMNALpMElSOrG9k6haAcOZxeQTkCuNS6UIWIZVmh5qg/iiGDK3AuRrPv03iD7uwEQaREUDlKLsjh7bylo5DrPhghKApVjng1KYn9BA0ZyB6OGD30GgW0KklKypHfz6Kjx4ZSg1b09QdWTcfq62uwdH4Zls4rG+pQR4RFs4oxq0otNIAdjFTCYMXiKlxq6cdLb57G8QvdoutNBFqMFlSVZAmphmJkhVg9X2kfEAKFtm4bLHbPqKbViVFeqINUwsQNjjhnNx9KCrSQSRkU5nBNX6USBjq1XEirszgi63g0Ki4AiFV/M9zwaW41QnAUWXcUreYI4OqOeFv9AasL2VpeOeJqjhTy4NSdU46CQZDT7QOfxRftmJ1ubt8UHEWHzgxBECkRrDlK7hkL/6RMzBxhpOGHKlZzxCShZAnKEaXVEaNMQZYMrV3JK0e9A064vf4IMwaequIsfO2z6d1XcN6UQvgs+TFV3s/fMgXz6gx45D/eE+yfJyK9A04U5WlirsN/13LKkRnzpxbiw5MduNhiAgDk6Mc2OJLLpCgv1Akpf9Gw8kGPWo7K4iwUZwVryrRqOTxeP9wen6Ac6UKCZ7lMikml2TgTpd/TSCAoR2XiwVFrlwW9Aw6oFNKwOioehUwCj9cPn5+Fxc7VHHm8PrjcPgA+KOXB48vNUqEl5Psg1JUvWs0Rvw5ZeUeH7uwEQaQEPz9JWjkKFHiPpZU3I6IcpdIENp0MGYjMoCBLjhZj8spRew83gSqJEhxNFKQSRkg/tNijN8Ec73T3O6KmF/LwwVFnrw09/Q5MqcxFrl6Jw2e4mqySgtjB1WhQU5qNppCUPzGCQY8Cv/j2jbhlbtBBkTcMsTk8QjCsG6TGzJ1iwJnGvoRS69471obv/nJ/wv2XxBiwuiCTSoQHEXzDXYBTwb777/ux61BTRI8jHrlcCrfHB4vNDZbl1CGlXAq31w+31y+41QFcE99+i1MwfbAHUgwZJnqfI5egHFFwFA26sxMEkRLBPkepKUdj4VYnEWkCG6w5Snw/ZMhAjBX5ehmsDo/QJyVRjAGHO962eyKjVsogYcItnicSLo8fNocngeCIqym6EFCKSgu0KMzVoM/sQrZOgZk1+bE2HxUqivToGXDG7EMUWkukkEvDHqzxD9usDg9sDg/kMonw/cwzr84Ar8+PM419Mcfi9fnx+7+d4SzSbamrjmabG1laBVRKGdRKGUwhxghmm0uw+RZLqQMgtLvglR/erY5HKQsef16WCl4fKzwI4M9jfrYa/RbxY+Cd+1TkVhcVurMTBJESqdcc8cFRmrjVpaAcCX2OSDkiRpkcHTehSbafj8nMPb0e6zqT0UAiYaBVy5MOIMcL5kCfnwKRZrihyGUSaFQyXGjmgqOiPA0KA6l4N84tS/rB1kjAO+3FSoHk0+p0IrVmgnLk9MBi94jWo82oyYNMKolbg7a/oUWwyR9KYM2bKABAXpZS+NsDuP5SAHBzfTk+f4u4mYYioBzxyg+vHPGEK0fcNcC/B++MV5KvhdXhFrVJJ+UoPmP/l0EQxLiEjyWSVYDG1K0uRp+jZAgaMtBXKDG65Oq4a8+YZHDUZ3ZCp5aL1jhMRHQaRVjj0ImE2REIjuIoRwCn1PcEal6K87UoDBg4LLumfOQGmAR8MBPrs7KI1BLxDE6r06oj1RiVUoapVbk4Hafu6O+HW4T7mm0IwZHZ5hIatOboVWHK0UBAkVqxuBo3zBU3PlHIJPB4/IKhQoRyFOJWl5vFvU+f2Yn3jrYJwVdJgRYsG+ynFIqTlKO40JkhCCIl+OAmWeUomFaXJsoRHzCRIQMxDsjVcrdtY6CnS6KYLC7kZoBqxKNTyydsWp3Zllxw1Nlrh14jh1Ytx031FZBIGEytyh3pYSYE/7AspnLE1xKJBD5aVTA4sjnElSMAqCzW4+DRNrAsG9XQo7XLgqriLDR1mIemHNncgkKXl6XC5dZ+4TVzQA2K1WNKIZfC7Q1RjrRKKOWykNeD9x1eCT5y1og337uCOZMLAHDW/ACnYuUOMt5wusjKOx50ZycIIiUEt7ok1RP+6d9YKEdSkZojsYApHgpSjogxQqWQQKeWx0yr8/lZWO1u+P0snv/TUXxyuhN9Zifyssa2r81ootcohHSsicZAIK0uP05aHRCsOyoK1JpVl2Rh4+oZSfV1G0l4U4JYylFzpwVatVyoLwoltObIYneLBlAAUG7QwebwRLW3ttjdGLC6haBxKMGR2eoSHgLm6pVhhgz9vBoUxYwB4IMjTjliGO4cRVeOuGvg0/NdAIArbZy5hSGXC47EFDAnpdXFhe7sBEGkBF/0HO1JXTSy0qzmKJUmsOrAEzcFKUfEGFCcr4mZVvfGgUt48Gf78Md95/D2J1dx4GgrpxyNsXXzaKJTyyekW53Z5obZ7kOOXgm5LP7klp+kF8ex/R4r+PtHLOXobFMvplfniT5QC02rszo8oql3AFBWyDU/busWt8FvC9hhT63kgiNbivVqXp8fNqdXqKXKzVLB4fIJRglmmwvSQE1cNOQyiVBzpNcoIJUwUWuO1EoZ1EqpYO/PB3V84My714UiWHlTWl1U6M5OEERK5Gap8PwPb8a1M0uS2k43ljVHMZSjZGqPDLlqfOtzc7BkdnLHThDDQVGeNmZaXWOHGQ6XD396+wIAbkJoMjszKq1Oq5FPuJqjc8192PDTPTjZZI9rxsAjBEdp6lKoi5NWZ7G70WK0Ylq1eBqgQi6FXCbhgiO7O6oDXJkhdnDEN1aewitHIkFFIvA9jrJDlCMgaOfdb+GcAmM9jFPIpFzNkc0lGDtEU46AyH5VUgmDnEBwJuYC6HL7wDD0cC8WFDYSBJEyVcVZSW8jl0mwYdV0LJheNAIjik0sQ4ZkQjWGYbDquprhHBpBJExRngYfn+6E38+KPmQw9tqRq1eCZYGCHBWaOszw+tiMS6uzOT0xa0zGC5+c4T7rQyfa4fez8COxeiMg6AbH16CkG0q5FAqZJGoge66Js9+eUR3ddlyrlmPA6obD5YuqHBlyNZDLJIJCNJjWLitkUgblBh0UcmnKgTVfJ8SnM/IPJExmF0oLdDDb3MJnEg2FXAK31xewBOfWDbfyDg9q8rJU6OgJPixRByzEAfHgyOn2QaWQjfu/i5GEgiOCIEadu2+dMibvK9QchSwTU5MIIp0pztfA6/PDZHEiPztykmzss6N+WhG+ffc8/O2DRvx2x0kAyLi0Or+fhcPlhUaVXOpvuvHym6fR2WsDwzC46ZpynLlixLSqvIS2DabVpadyBHDqkZhyZLW70XCuCxIJg7qKnKjba1VyIc1UHyVdTSphUFKgjaEcWVFSoIVUytX0pepWZw7UFGUJVt6B4IhXjqxBJ7to8FbeVrsHRYF0yNDgSCELv1fx6pQ+cB41qnjBkZfqjeJAmhpBEBlDzCaw9G1IjBOKAhPd9p7I1Dq3x4c+sxNF+RpIJIyQTgRkRo8jHr5Qf7zWHdmdHuw61AiHy4v2Hit8fhZenx933jwZ31xViM99RrxHzmCmV+dhenUeasuzR3jEqaPXRDoLOt1e/NPmt/G3DxoxuTw7Zn2MTi1HRyDNVBslrQ7gUuui1hx1W1FeqOf2MQSnw2hpdX2BPkRma3zlSB5oAhuaJsjXHKmV0gi1mP+7XjiDy8bQqOTC+eL7HoXidPnIqS4OdHYIgsgYhBQ6SeQy7n92DEZFEMnBT3TPNvZhdm1B2GtdJu4JemHArarUEFQMYtkHTzT4Wpa9HzVBKZfiC8unjvGIkmPXoSb8v7+dgcXuBssCX/3sLORnqVFTmo2+jsRV7ooiPbZ8+8YRHOnQEVOOGtvMsDu9+PwtdbhtUVXM7csKdTh/lWt0G8sgqLxQh8NnOuHz+cNcVn1+Fp29NiyexdWQDkU5GrDxjVuDao5UwsBk5pb3W4N1RNFQyKXweHywIOjuqgwEM2qRIJE3X7h2ZjHeOdICtVIGqYSBSiGNrhwpSTmKBT0rJQgiY5CIpdXxARNl1RHjhGydEjWlWTh+sTviNT69iE/HMeRqBMv5jFKOApPKv7x7CW++d2WMR5M4//PGKez/tBWHTrQDAP72fiMAYNHMElw/t3QshzZi6EXMMy62csHOmutr4ppJXBdijCNm981TlKeF18ei1+wMW261uwM1edzfh1Ythy1FQwbefjvUeCg3SwVjnx0eL+daF7fmSCaBn+WME4TgSFCOIo/v1mur8NgXF2LWJK4uS60KBlLR0+pIG4kFnR2CIDKGWG51DEg5IsYPcyYbsOtQI1weX5jNLx8c8QX4fK2Fsc8OjSpzbvn8JNnnZ2G2ueH1+dO+LxnLsth9qBESCSP0ojFZXNCqZCjMTcyAYTyi1yhwsaU/bNnFln7kZSlFa+oGM39qIdRKKRwuX1S3OoBzGQWAbpNDUFaBoFMerzrp1HK0GC3JHgYAzqpbp1aEtaqYXZuPI2eN6DPzqlJ85YiH79skkzKQSBjRv+EsrQLXzykFy7JQK6WCuqRWyuAQS6tz+6AhG++YpPc3BUEQxDAi5lYX7HM0FiMiiNSYW1cAj9cvuHnxGHvtkMskYeYLlUV6GHLUGWU6MniSzLuIpTMOlxdur18IjD6zoAIAUF2aPaE/Oy6tLlypudTSj8nl4vbdg1HIpVg4oxgAYvYPMgQc/rr7HWHLedWKb0g7tLQ6d0Tws2hmCSx2Dz4+1QEACSlHPHzAxjBcr6NYDzgYhsH6G2tx/WxOYVSrZLCLKUcuL/U4igOdHYIgMgapSBNYoc/RGPRdIohUmTkpHxIJg39/pQG3L63FZ5fVYtvus2g4Z0Rhrjrsen5w/UzRwuyJzOD0KpPZlZAKMZb0BwK4yeXZKM7XYuXiarxzpAWTytLXTGE40GvkcHt8cHl8MFvduNBiQlu3FcuuKU94H5+/ZQrys9WCO58YQnBkCm+gHFSOuG35tLpoVvmxMFvdEWOYP9UAmVSCne9z6Z058QwZRJQjgHOsE6s5CuWBVdOFn6Ol1VkdnoxSkVOBzg5BEBmDaFodE7mMINIdjUqOH9x3DXa+dwX/u/sssnVKvP7uJQDAtYGn6DyhKUSZglIhhUwqgVTKwOX2CVbK6Uy/hQuONqyagWumFcLn82Pp/DIsnVc2xiMbWfj6HKvdjVf2nsU/DrcAACaX5yS8j+qSLDy4bmbMdVRKGfQaeYRyxAdHfH2PTiMHy3JKXiwlSowBmyvMIRLg/lZn1+bj6IVuzJ9iiGlLDgxKqwsxmCjK1QTqrxJTQTVKOXoGHavN4UHvgFNw5iPESTk4am9vxyOPPILe3l7U1NRg69at0GrDi+bcbjcef/xxnDp1CiqVClu3bkVtbS3+9V//FcePHxfWu3DhAp577jmsXLkSt9xyC3S64IX1X//1XygpoS70BEEMHUkM5YhiI2K8sXR+OapKsvDPv3gX//3XE8jSKvCv/7Qo4QahExmGYTCnrgCVRXrsOHAZJkv6p9XxwRGfliWVSvDIAwvGckijAp86ZrV70NlrR1GeBgumF2H25II4WyaPIUcTETDwKX1ZvHIU6ItldXiSDo7MNjemV0eqVw+un4XzzX249dqqsHokMcLT6oL7+tk3r4NMKsHxY0cTGouYctTcaQYAVBVTcBSLlIOjJ598Evfddx/WrFmDF154AS+++CIeeeSRsHW2bdsGtVqN3bt34/Dhw3jsscfw5z//GU899ZSwzmuvvYbdu3djxYoVMJlMkMvleOONN1I/IoIgiCiI1xxFOtgRxHihqjgLteXZuNw6gOWLqjA1weagmcCTX10Ct8cXCI7GgXIUSKvLJMt1ANAHUscsdje6THbMnJSPb9w5Z0Tey5CrFkxLeCx2zmGObxbMqzXJ1h3x5h9iqX3VJVmoLslKaD/RlKNkHebUKrHgiDOaqCpObCyZSkqGDB6PB4cPH8aKFSsAAHfeeSf27NkTsd7+/fuxfv16AMDChQthMpnQ3t4uvG4ymfD888/jqaeeAsMwOHnyJFiWxf3334877rgDu3fvTmV4BEEQoogqRwz/P4VHxPjk1oWVAIBbAgX8RBCFXAqtWo5+c6Ry1Ng+AJZNH4fKAUt4j5xMgQ8ATGYXegecI5oGWpCjjkyrs7mhU8uF+wOvFlkd7ojtY9HcYYbfz6KiaGiqjDygHIUGbKmgVspgH2RJfrXDDLVSJjj3EeKkpByZTCbodDrIZNzmBoMBRqMxYr2uri4YDAbhd4PBgM7OTpSWck4av//977FmzRqUlXH5tG63GzfeeCMeffRRGI1G3H///ZgyZQpqa2sTHtupU6dSOSSBhoaGIW0/3qHjz+zjByb2Oejs4FIKuru7heN0e/3CMlTlTOjjT4RMP/7xyKrrajCrtiDhJ9OZRq5eGZFWd7HFhO//6iA2fWUxFkwvSnnfLMsOW72iyeqCXqNIe8vx4aakgCvJOHaxG34/O6LBkSFHDZvDA7vTIwQeVrtHqHsCQtLq7MkpRycv9wBARGPmZOGt+TUqedwUvFhoVDK4vf6wprfNnRZUFeupxjYOcYOj3bt345lnnglbVl1dHbFeoidaIuE+IL/fj9dffx2vv/668Nqtt96KW2+9FQBQXl6O5cuX4/33308qOJo1axaUytSeujQ0NKC+vj6lbScCdPyZffzAxD8HV/ovACfMKCoqRH09l7bh9viA7e0oKi4E4J7Qxx+P4fj8XS7XkB9SpQu//e1v8frrr0OhUGD16tX45je/ibNnz+KJJ56A1WrFggUL8OSTTwoPCscKqYShwCgGuXpVRFrdhav9AIBLrf0pB0f/OHwVr+w9h9/88OYhPeHn6be4kKOP3QNnIqJRyVGcr8HhM50AMKI9nXjFpKffgcpi7jOz2N1CvREQVI6SdXg8eakHJQXaIdf88cqRXjO0a4p3tnO4vNBpFGBZFk0dZlw3h+r44xH38cSqVatw8ODBsH8vvfQSrFYrfD7Oi7+7uxuFhYUR2xYWFnJPYwOErnf06FFUV1ejqCj4pfTuu+/i5MmTYfsY65sOQRATB/4pnFjNEaXVEaEcOnQIO3fuxOuvv44dO3bg+PHj2LdvHx555BH85Cc/wd69e8GyLLZv3z7WQyXiIKYcNbYPAOBSod450oLfv3U66f2evtKLbpMDB462Dcs4+y0u5OhU8VecgFSXZAmfUWHeSCpH3L67TMHUOovDE1bbExpUDMbj9cPj9UUs9/tZnL7SO2TVCAjWHA22o08W/jj4Xke9A05Y7G6qN0qAlLRbuVyOBQsWYNeuXQCAHTt2YOnSpRHrLVu2TDBXOHLkCJRKpZBSd+zYsYgnlG1tbXjhhRfg9/vR09ODd955BzfddFMqQyQIgohA1Mqb+hsRIpw5cwY33HADdDodpFIpbrzxRmzbtg1OpxPz5s0DEL3elkgvcrKU6B+kHDW1cym2zZ0WvHHwMt44eBkeL2f57fMnVofU1m0FAOz6oHFYapcGrK6MM2PgqQpRPg0j6LZYXqQDw3CKIY/F5g5zheN7ANldkWl1v/q/T/HM/zscsbypwwyrw4PZtflDHiOvHOk0Q1MRhSAvoIC9c4SzSJ83xRB1G4Ij5cTWTZs2Yfv27Vi9ejWOHDmChx9+GADw6quv4te//jUAYMOGDXC73VizZg02b96MLVu2CNu3tLSguDi8F8M999wDg8GAtWvX4oEHHsAPf/hDoR6JIAhiqAR7GoUuC3+NIABg5syZeP/999Hf3w+Xy4V33nkHMpksoo5WrN6WSC9y9So4XD5BCfD5WTR1miFhuACnsX0AXh+L4xd78JXNf8c/Dl9NaL/t3TZo1XI0dZhxsaV/yOPsz+DgqKaEa3Sbq1eGubUNN3qNAtUlWTh5qUdYZrW7oQ9xmJPLuB5ZDpG0uvYeG05d7oF/UADN1xvNGgblSDnMypHD5YXX58euQ42YN8UwZMOITCDlnLWysjJs27YtYvm9994r/KxUKvHss8+Kbv/Tn/40cjAyGZ5++ulUh0QQBBETMeWIYRgwDPU5IsJZsmQJ7rzzTmzYsAE5OTlYsmQJPvroo4j1UilsJuOgoZHs8Zv7bACAnX//GLXFKvSYPXC5fagtVuJyZzDd7qUdn8Lt8eHjY5eQL+uJtjsAgNPtR7/Vheum63DorAd7DhyHZUbqk06Pj4Xd6YVtoCeh45to14DVzKk0GgU74sdfpPfjyKUefPzJETAMYHN6YekPP+9yGdDc2oGGhnDFsddkgcPlw98PfIz8rGDw8l5DD/J0MjRfPoPmlEfG4XBzJkFO20DU40zk+Fu6uWv7+KmzOHyMRe+AE7fN006Ia2ekj4EKegiCyBiCNUeRyym9jgjFarVi+fLl+PKXvwwA+N3vfoeysjIcOXJEWCdavW08yDgodVI5/mkzPPjo4gHsPGzBr753DeyNfQCMWH/zDDz36lGolVLIZVK09nDWzX6pNu57XGwxAWjHTYtm4ErXKdj98beJBVcD1YYZUyehvr4q5roT8Rrw+Vn8du/fUFNeEPfYhnr8HmUHPjr/CbT51QEVpQ1TaqtQXz9JWCdrTx90+tyI9/Hu2A3AB3VuBerncZlNfj+LrX/djevmlKG+fl7K4+Jxe3zAa+2oqSpFff2MiNcTPf689gHg7f0or6xBY/sAGKYXd6+5bty7IY6GcdD4PkMEQRBJEC0A+u491+C2RbEnJERm0draioceegherxcWiwV//vOfcdddd0GpVApPLaPV2xLphVYtxxNfvhYDVhf2fdSMK20DkEoYLJ5VAqmEwcxJBZhSmSusbwwoTbFo6+bWKTNoMaUiFxdaTCmP7/3jbfjOv+8HAJQGbK0zDamEwXfunoc7b5484u81c1I+GIZzl7PYuYB4sDOcRqSBKsuysAX6Bl1pG0Cf2Sk4wA1XvRHA1Rx9YfkU3DB3aGUloTVHvf1O5OpV4z4wGi1IOSIIImPg64oGB0k3XVMOAGhrGu0REenKtGnTcNttt2H9+vXw+Xz40pe+hPr6emzduhVPPPEEbDYbZsyYgY0bN471UIkEqCzOQkWRHhda+uH2+FBTmgWNSo6vfnY2JpVm4+iFLhw5a0RelgrGXnvc/kXt3VYwDNejp64yFwePtcFkdiI3K3m3uXeOtMCQq8YTX16ESWXZQznMcc2ywPfwSKPXKDC9Og//ONKCOXVcDWFozRHAN1AND44cLq9Qa7Tz/St47Z2L2PSVxYIxx3DUGwFcqu4DK6cPeT9BtzoPegccKMjJTCfEVKDgiCCIjEGs5oggovHQQw/hoYceCls2bdo0vPbaa2M0ImIo1FXk4MhZI9weP26q5ybia66vAQColFJ8er4LC6cX4Q97zsFkcSEvRqDT1m1FYa4GcpkUUypzAAAXW/px7cziqNuI4QtYQN84ryyjA6PR5valtXjm/x3G/719HgDC3OoArvfSYIdDm4MLluQyCVxuzs67vceK5g4z8rKUQ+5vNNzwvbccTi96BpwoL9SN8YjGD6SvEQSRMQSDozEeCEEQo05dRS4GrG44XF5MDUmjA4Ca0mxs/c5S1JbnAAA6e2On1rV2WVFm4Cabk8qyIZEwOH81+dS6K239sDu9w9Ifh0icRbNKUJKvxbEL3Vg4o0j43HnElCM+pW7RzGJkBZQmp8sHs82NLG36uQzKZRLk6JXo7LWjd8CB/GxSjhKFgiOCIDIGwcobFB0RRKbBKzzcz7mi6xTnc01Cf//WGXxl89vweP0R6/h8frQYLags5tzpVAoZJpdn48TF7oh148FbSs+eTMHRaCKVMHjo83Nx721T8eMvXSuY9fBoVDKheSqPNVCftHJxNf7w5EooFVJY7O5AcDS0nkQjRUWhHhdbTLA7vSjITi9lK52h4IggiIxBEsWtjiCIiU91STZkUgm0Kpmg+gymMFcDhgHONvXB2GfH5ZBmoTwdvTZ4vH5UhzQunT+1EBeumoQJdKKcuNSD8kJdzBQ+YmSYW2fAfSumiZoUqJWRhgw2B6ccadVyMAwDvUYBi90Ni90dkZaXLpQX6dDcaQEA5KdZ2l86Q8ERQRAZg5BWR9ERQWQccpkE06vzMKu2IKpzpUIuRX5IoHL6Sm/EOs0d3GSzKiQ4umZqIfwscPxi7P5IoXh9fpxp7KWUujREo5TB5fbB5wsqh9ZAcKQLONvpNXJY7R4uOEpT5agypOErpdUlDgVHBEFkDEJaHcVGBJGRPPHgtfjB/bF7pEytzsOS2SUoM+hwSiQ4auowQ8Ig0CMnsE1lLrQqGT4935XwWC639sPh8lFKXRqi5s0MAsYLQLhyBHAmDmabGxa7J8IKPF2oKAxeo5RWlzjkVkcQRMbA55VTzRFBZCa8g1csHt2wACwLvPj6cbx/rA0+PxtWk9LcaUZJgRZKuVRYJpVKMHeKAQ3njPD72YSaSp/g641IOUo7BBtspwe6QDDEB0f8NaTTyHGuyQS/n03bmqPyomD6KClHiUPKEUEQGQO51REEEQ+GYSCRMJg5KR82pxc/euF9fHK6U3i9qcMcllLHs3hWCXoHnLiYYEPYk5d6UFmsR44+/ZzOMh2NKtBANaTuyOrwQKOSCYGyXqNAn9kp/JyO5GWpoFHJkKVVQBESzBOxoeCIIIiMIWjIQNERQRCxuWZqIWZOykdj+wD+ceQqAMDp9qKz14bq4sjgaOGMYsikDD440RF33x6vH2ea+jCHVKO0RAiOnOHBEZ9SB4QHROlac8QwDCqK9JRSlyQUHBEEkTFIGWoCSxBEYmTrlPj5Qzdgbp0BrV1WAECL0QKWhahypFPLMW9KIT440Q6WZWPu+/SVHrjcPsybYhiRsRNDI5hWFwyObA4PtKrQ4Cj4c1aaKkcA8LXPzsbX7pg91sMYV1BwRBBExkBpdQRBJEt5oQ7t3Tb4/CyaO8wAEGbjHcr1c0rQ1WfHxZb+mPv85IwRChlXp0SkH3xd0eC0Op1mfClHANfTa+ak/LEexriCgiOCIDKGYHBE0RFBEIlRZtDB6/Ojq8+Opg4LFHIpivK1ousumV0KuUyCd4+0iL7u8fphd3rwyelOzKkzQKUgX6x0JNSQgWewcqQLDY7SWDkikoeCI4IgMga+1ojaHBEEkSjlATvktm4rmjvMqCzShbnXhaJVy7F4VgkOHG2Dx+uPeP33b53GfT/ZDWOfHYtmFo/ouInUiWbIEF5zxP3MMAhbTox/KDgiCCJjkPDfeBQcEQSRIGWFnB1ya5cFzZ3iTnWh3FxfDovdjV2HGiNqj85fNUGjkqO6JAuLZ5WM2JiJoSEoR67wmiOxtDqdWh41WCbGJ6TnEgSRMZBbHUEQyZKlVSBLq8CZxj6YLK6o9UY886cWYlZtPv7njVMwmZ340tqZAACWZdHaZcXSeWX41l1zR2PoRIrIpBLIZRK8succ+gaceHD9TDhcXuhCDRkCdUaUUjfxIOWIIIiMQUJudQRBpECZQYeGs0YAQJWIjXcoMqkEP/vG9VgwvQgHPm0Vlg9Y3bA5PCgv1MXYmkgX+LTI3R82Yed7VwAA02vyhNf55rDpbMZApAYFRwRBZAxB5WiMB0IQxLhizuQC+FkWk8uzMaUyN+76UgmD+VMN6BlwoqffAYCrWQKCaXpEevOFW6fgC8ungGGAP+49D71GjlkhfakUcimUCikpRxMQSqsjCCJj4IMj8vImCCIZHlg1HfetmBb8DkmAaVWcynD+qgkFOWq0dlkAcCoUkf48sGo6AODU5V6cvtKLxbPKIZOGawqGHDUMudRgdaJByhFBEBkDudURBJEqyQRGAFBTmg25TILzzSYAQGuXFQqZBIZczUgMjxghls4vAwBcN6c04rWnvnYdNq6eMdpDIkaYlIOj9vZ23H///Vi5ciW++c1vwmazRV33gw8+wBe/+EXhd5Zl8eyzz2LlypVYvXo1GhoahNdefvllrFy5EitWrMC+fftSHR5BEEQEUinVHBEEMTrIZRLUlmXjXFMfAC6trtQQ3QacSE+WX1uFH31xIeqnFUa8ZshVC7VHxMQh5eDoySefxH333Yc9e/Zg1qxZePHFFyPW8fv9ePnll/H9738ffn/Q73/v3r24fPkydu3ahRdeeAGPPfYYvF4vTpw4gTfffBNvvPEG/vjHP2LLli3o7+9PdYgEQRBhCIYMYzwOgiAyg2nVeTjX3IdvPvsPHL/YQyl14xC5TILr5pTSQ7UMIqXgyOPx4PDhw1ixYgUA4M4778SePXsi1rt8+TIuX76Mp59+Omz5gQMHsHr1akgkEtTU1KC0tBRHjx7FwYMHsXz5ciiVSuTn5+Paa6/F/v37UxkiQRBEBIW5Gtxx02RcI/IEkCAIYrj57LJa3PWZOlQU6TF/igGrllSP9ZAIgohDSoYMJpMJOp0OMhm3ucFggNFojFivrq4Omzdvxscffxy2vKurC4WFwcmJwWBAZ2cnurq6MHv27IjlyXDq1Kmk1h9MaIpfJkLHn9nHD0z8czC3FGi6dAZNUV6f6Mcfj0w/foIYTvKz1VSTQhDjjLjB0e7du/HMM8+ELauuro5YLxm5cXDHaACQSCRRlyfDrFmzoFQqk9qGp6GhAfX19SltOxGg48/s4wfoHNDxD/34XS7XkB9SEQRBEMRYETc4WrVqFVatWhW2zOPxYNGiRfD5fJBKpeju7g5TguJRVFSE7u5u4Xd+e7HlNTU1Ce+XIAiCIAiCIAgiVVKqOZLL5ViwYAF27doFANixYweWLl2a8PZLly7Fzp074fP50NzcjKamJsyePRtLly7Fvn374HA40NfXh48++ghLlixJZYgEQRAEQRAEQRBJkXIT2E2bNuGxxx7Df/7nf6KkpAS//OUvAQCvvvoqurq68N3vfjfqtitXrsSJEyewfv16AMDmzZuhUqkwZ84crF+/HnfddRe8Xi++853voKioKNUhEgRBEARBEARBJEzKwVFZWRm2bdsWsfzee++NWLZo0SIsWrRI+J1hGDz66KN49NFHI9Z98MEH8eCDD6Y6LIIgCIIgCIIgiJRIuc8RQRAEQRAEQRDERIKCI4IgCIIgCIIgCFBwRBAEQRAEQRAEAYCCI4IgCIIgCIIgCABDMGRIN/gGsm63e0j7cblcwzGccQsdf2YfP0DngI5/aMfPfweLNfXOdOg+NTxk+vEDdA7o+On4h0K8+xTDTpA7mMViwYULF8Z6GARBEASAKVOmQK/Xj/Uw0gq6TxEEQaQP0e5TEyY48vv9sNlskMvlYBhmrIdDEASRkbAsC4/HA61WC4mEMrdDofsUQRDE2BPvPjVhgiOCIAiCIAiCIIihQI/1CIIgCIIgCIIgQMERQRAEQRAEQRAEAAqOCIIgCIIgCIIgAFBwRBAEQRAEQRAEAYCCI4IgCIIgCIIgCAAUHBEEQRAEQRAEQQCg4IggCIIgCIIgCAIABUcEQRAEQRAEQRAAKDgCAOzcuROrV6/G8uXL8corr4z1cEaNjRs3Ys2aNbj99ttx++234/jx4xP+XFitVqxduxatra0AgEOHDmHdunW47bbb8NxzzwnrnT17Fp/73OewYsUKPP744/B6vWM15GFn8Dn40Y9+hNtuu024Dt5++20A0c/NeOY3v/kN1qxZgzVr1mDLli0AMu8aEDsHmXQNjFcm+ndzNDLxPgXQvYruU3SfGtP7FJvhdHZ2sjfffDNrMplYm83Grlu3jr148eJYD2vE8fv97PXXX896PB5h2UQ/F8eOHWPXrl3Lzpw5k21paWEdDge7bNky9urVq6zH42EffPBBdv/+/SzLsuyaNWvYo0ePsizLsj/60Y/YV155ZQxHPnwMPgcsy7Jr165ljUZj2Hqxzs145YMPPmC/8IUvsC6Xi3W73ezGjRvZnTt3ZtQ1IHYO9u3blzHXwHhlon83RyMT71MsS/cquk/RfWqs71MZrxwdOnQIixcvRk5ODjQaDVasWIE9e/aM9bBGnCtXroBhGHz1q1/F+vXr8Yc//GHCn4vt27dj06ZNKCwsBACcOHECVVVVqKiogEwmw7p167Bnzx60tbXB6XRi3rx5AIA777xzwpyHwefAbrejvb0dP/nJT7Bu3To8//zz8Pv9Uc/NeMZgMOCxxx6DQqGAXC5HbW0tmpqaMuoaEDsH7e3tGXMNjFcm+ndzNDLxPgXQvYruU3SfGuv7lGwYjmNc09XVBYPBIPxeWFiIEydOjOGIRgez2YwlS5bgpz/9KZxOJzZu3IhVq1ZN6HOxefPmsN/FPnuj0Rix3GAwwGg0jto4R5LB56C3txeLFy/GU089BY1Gg69//et47bXXoNFoRM/NeKaurk74uampCbt27cKGDRsy6hoQOwd//OMf8cknn2TENTBeoftU5tynALpX0X2Kg+5TY3efynjliGXZiGUMw4zBSEaX+fPnY8uWLdBoNMjLy8Ndd92F559/PmK9iXwuon32mXRNVFRU4IUXXkB+fj7UajU2bNiAAwcOTOhzcPHiRTz44IN49NFHUVlZGfF6JlwDoedg0qRJGXcNjDcy9bOg+xRHpt+r6D5F96nRvk9lfHBUVFSEnp4e4feuri5Byp3IHDlyBB9++KHwO8uyKCsry6hzEe2zH7y8u7t7wp6H8+fPY+/evcLvLMtCJpNN2L+LhoYGfOlLX8IPfvAD3HHHHRl5DQw+B5l2DYxHMvWzoPsURyZ+T4WSad9RdJ8a+/tUxgdH1113HT788EP09fXB4XBg3759WLp06VgPa8SxWCzYsmULXC4XrFYr/vrXv+IXv/hFRp2LuXPnorGxEc3NzfD5fHjrrbewdOlSlJWVQalUoqGhAQCwY8eOCXseWJbFv/3bv2FgYAAejwd/+tOfsHz58qjnZjzT0dGBhx56CFu3bsWaNWsAZN41IHYOMukaGK/QfSpz71NA5n1PDSaTvqPoPpUe96mMrzkqKirC9773PWzcuBEejwd33XUX5syZM9bDGnFuvvlmHD9+HJ/97Gfh9/tx3333ob6+PqPOhVKpxM9//nN8+9vfhsvlwrJly7By5UoAwNatW/HEE0/AZrNhxowZ2Lhx4xiPdmSYNm0avva1r+Hee++F1+vFbbfdhrVr1wJA1HMzXnnppZfgcrnw85//XFh2zz33ZNQ1EO0cZMo1MF6h+1Tm3qcAulfRfYruU6N9n2JYsYQ9giAIgiAIgiCIDCPj0+oIgiAIgiAIgiAACo4IgiAIgiAIgiAAUHBEEARBEARBEAQBgIIjgiAIgiAIgiAIABQcEQRBEARBEARBAKDgiCAIgiAIgiAIAgAFRwRBEARBEARBEACA/x9GAxJyeFpDyQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rets.plot('price', p=100, n=4)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6))\n", "plt.plot((rets.vols**2).T.mean(axis=1), label='Phat Residuals')\n", "# plt.plot((res2.vols**2).T.mean(axis=1), label='N(0,1) Residuals')\n", "\n", "plt.legend()\n", "plt.title('Average Conditional Variance of 1-Year PHAT-GARCH Forecast')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can show the distribution of prices on the final day of the forecast as well, while adding additional analysis on top." ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax, S, bins = rets.plot('end_price', p=1)\n", "plt.rcParams['patch.edgecolor'] = 'C0'\n", "\n", "ax.axvline(S[:, -1].mean(), c='C1', ls='--', label=f'Mean: {S[:, -1].mean():.2f}')\n", "\n", "logps = scist.lognorm.fit(S[:, -1])\n", "x = np.linspace(0, 3.50, 1000)\n", "lnormfit = scist.lognorm.pdf(x, *logps)\n", "ax.plot(x, lnormfit, c='C2', label=r'$LogN$'+f'({logps[0]:.2f},{logps[1]:.2f},{logps[2]:.2f})')\n", "\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the body of the distribution is a strong fit for the lognormal, but the tail values are difficult to see. We can examine those better by comparing quantiles." ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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LognormARMA-GARCH
0.00001-0.0573060.002942
0.00010-0.0157580.007019
0.001000.0479130.044852
0.010000.1564960.133701
0.990003.1493883.378547
0.999004.6468705.960698
0.999906.3708828.579409
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\n", "
" ], "text/plain": [ " Lognorm ARMA-GARCH\n", "0.00001 -0.057306 0.002942\n", "0.00010 -0.015758 0.007019\n", "0.00100 0.047913 0.044852\n", "0.01000 0.156496 0.133701\n", "0.99000 3.149388 3.378547\n", "0.99900 4.646870 5.960698\n", "0.99990 6.370882 8.579409\n", "0.99999 8.358290 9.625628" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "l_crit = 1/np.logspace(2,5,4)\n", "r_crit = 1 - l_crit\n", "qs = np.concatenate((l_crit[::-1], r_crit))\n", "logqs = scist.lognorm(*logps).ppf(qs)\n", "\n", "actual = np.quantile(S[:,-1], qs)\n", "pd.DataFrame(list(zip(logqs, actual)), index=qs, columns=['Lognorm', 'ARMA-GARCH'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interestingly, GARCH exhibits some modest fat-tailed behavior, even when using Gaussian error terms. This property has been understood since the very first GARCH paper by [Bollerslev (1986)](references.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Garchcaster Tests ###\n", "\n", "As a check of the validity of the forecasts, we can compare to the same parameter setup from the `arch` `forecast` method. We'll assume a constant mean process derived straight from the GARCH fit from `arch`.\n", "\n", "First, we'll show how the average variance at each day of the forecast compares by looking at small samples. We will generate just 20 samples, repeated 6 times.\n", "\n", "Instead of passing all the required data separately, `Garchcaster` accepts `arch` and `pmdarima` results models directly. In this instance, we are using only a constant-mean garch resulting from the `arch` package." ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [], "source": [ "days = 252\n", "sims = 20\n", "mod = ph.Garchcaster(\n", " garch=model_fit,\n", " iters=sims,\n", " periods=days\n", ")" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "scrolled": false, "tags": [ "hide_input" ] }, "outputs": [ { "data": { "image/png": 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wAaqq5py4l5WV5fXd/PDDDxxwwAEZfTd+/Hji8Thr1661nttrr72sv/1+vxUGsWLFCkaMGJFxzNGjR/Pll1+2+97prFmzhmQymeHAUVWVsWPHZkyI0yfpZp8mEgkAzj77bN58800effRR1qxZY7lQzNCh9pgyZQpPPvkk27Zto3fv3rz66qtW4sVBgwbh8XiYM2cOK1assM6p3r17Zxwj128239e37Gfzs/3www8MHTo04/wzf+9PPPEE4XA4a+WIVatWse++++b1+QVBEISuRcQEQRCEbsTAgQMpLS1l0aJFWS3ff/3rX+nXrx8//elPs75e0zQ0TbMep09eTdpKlGez2TIeJ5NJS1y45557eOyxxzj99NP5yU9+wpVXXsmVV16ZsX/6SnlLTjjhBA4++GD++9//8sEHH3DTTTfxyiuv8Nhjj+FyuVrtb8bamxMrh8OR89gtyed4bfHyyy8DhoBiomkauq7zySefcOihhzJy5Ej23HNP3n77baLRKEOHDmXIkCHWe5x33nmceeaZebfxmmuu4aOPPuKUU05h6tSpXH/99ZxyyilA82dP/27TMT/TzTffzP7775+xra3vJBdLly5l2LBhAHz88cf86le/4oQTTmDChAlMmzaNV199le+//77d4xx77LHccMMNfPnll7z22muccMIJWc9JgJEjR2aERKTz0Ucf8fTTT3PzzTdn/W7Nfkn/blueL+b3ryhKRh6HbPvmQy6RpuVvMNuxdV1H0zQuuugitmzZwoknnsjPf/5z9tlnH44//vi82zB69Gj22msv3nrrLSZOnMiSJUu46667APj+++8566yzOOSQQzjwwAP56U9/ysKFC3nqqacyjpGtPwt5fa5+djgcrfrZJJFIsMcee/DII4+02iYJIAVBEHoOIiYIgiB0I2w2GyeddBKPP/44p59+esZEcO3atTz11FNcffXV+P1+evfuzddff52xQvz111+z9957d/j9zZVRk2+//daaVD788MNce+21lpARjUbZtGlTzglDS/7+978zadIkTj/9dE4//XQ++ugjfvnLX1JdXc3ee+/daiL51VdfUVFR0cpeng/tHa+qqirnazdu3MiCBQv4zW9+k+G6SCQSnHvuuTz//PPW6vpJJ53E/PnzCYVCVlJHgCFDhrB27dqMVdunn36alStXZs3RUFdXxwsvvMCjjz7Kj3/8Y8BIUNfU1ISu6xQVFdG3b1+WLFlifd9NTU3WSnxxcTGVlZVs3bo1YzJ6ww03sP/+++cUn7JRU1PDO++8w9VXXw0YISPHH398RjWFe++9N6/v3e/3c9RRR/Gf//yHDz74gAcffDDnvlOnTuWJJ57g008/zUjCqOs6Dz/8MI2Njfh8PoYMGcL8+fPRdd0Sxr7++mscDgcDBw5k2bJlbbZpv/324/333894ruV5nw977bUXDoeDr776yupzXdf55ptvOPLII9t9/dKlS/nkk0945513LHfAt99+ax0nX6ZMmcI777xDOBzmwAMPZI899gBg7ty5DB8+nHvuucfa9/XXX8/72Nv7erOkajwetwSHe+65hxUrVvDTn/6Ubdu2ZbiNzESX11xzTbesACMIgiC0RnImCIIgdDOuuOIKkskk559/Ph999BHr16/nP//5DxdeeCEjRozgjDPOAIxY5wceeIDXX3+dNWvWcM899/DRRx9ZWec7wtKlS7nzzjtZvXo1Dz/8MB988IF1vD59+vDee++xdu1alixZwv/8z//Q0NCQESbRFqtWreKGG25g0aJFrF27lldffZX+/ftTXl7ORRddxIcffsh9993H6tWrefXVV3nggQc477zzOlRycHuO98orr+ByuZg2bRr77bef9W///ffn1FNP5Z133rHCUE4++WQ+/fRTvv766wwx4Ze//CXvvvsu999/P2vXruWNN97glltuoU+fPlnf0+/34/P5ePvtt1m/fr0lZui6bvXv+eefz/3338+7777LDz/8wB//+EdCoZD1eS666CLuu+8+Xn/9ddatW8c999zDM88806a4lEwmqaqqoqqqik2bNvH+++9z8cUXs/fee3PaaacB0Lt3b7799luWLFnC6tWrufPOO3n//ffz/t6nTp3K3LlzKSkpaRWWk86oUaM477zzuOKKK/j3v//N2rVr+fbbb/ntb3/LggULrPCNs88+mw0bNnDjjTeycuVK3nvvPW6++WZOOeUUiouL223Pz3/+c9auXcutt97K6tWreeKJJ3j33Xdz7u/z+Vi5cmVG5REwcl6ce+653Hzzzbz33nusXLmS2bNns3HjRn72s5+1247KykpsNhuvvfYaGzdu5KOPPrIEnHz7FgwxYcGCBbz88suWkwWM3+uqVav48ssvWb9+PY8++ijPPvts3sfe3tdPmTKFZDLJ7NmzWbVqFe+99x6PPfYYEydO5NBDD2Xfffflt7/9LYsXL2bZsmVceeWVbNy4kf79++f92QVBEISuRZwJgiAI3Yzy8nKeeuop7rvvPq677jqqq6vp06cPxx13HJdeeqllrz733HMJhULceuut1NTUsN9++3H//fczYcKEDr/3YYcdxtq1a5k6dSoDBw7k3nvvtcItbr75ZmbPns3JJ59MeXk5kydP5qc//SlLlizJ69izZ8/mxhtv5KKLLiISiTBmzBgeeOABVFVl+PDh3H333fzjH//gvvvuo2/fvvz617/m/PPP79Dn2J7jvfLKK5xwwglZJ6bnnHMOTz75pFW1Yq+99mK//fbD5XLRt29fa7+RI0dy1113cdddd3HPPfdQWVnJpZdeyoUXXpj1PR0OB3/729+45ZZbeO655+jduzdTp06luLjY6t9f/OIXVFVVcfXVV5NIJDjzzDPp37+/teo7bdo0IpEIt912G9XV1QwePJi77rqLcePG5fys3333HYcddhhg2N379evHsccey8UXX2ydZ9OnT+eaa67h3HPPxeVyMXbsWK6++mruueceotFou/15+OGH4/F4WuWwyMa1117LPvvswzPPPMPtt9+O0+lkzJgxPPXUU1b4Rp8+fXjooYe47bbbmDp1KmVlZZx22mlcccUV7R4fYMCAATz00EP85S9/4fHHH2fMmDGceeaZOcM2pk2bxs0338zXX3/NvHnzMrb97ne/Q1EU/vjHPxIMBhk1ahT/+te/WiUzzEafPn244YYbuO+++7jvvvvo378/Z599Ns8++yxLlizhiCOOyPvzHHDAASxZsoRjjz3Wev68887j+++/59JLL0VRFPbff39mzZrFddddx5YtW9o97va+3u/3M2fOHP7yl78wdepUevXqxeWXX26JVP/85z+56aabmDZtGqqq8uMf/5i///3vrUKtBEEQhO6LohfipRMEQRB2WWbMmEEoFLJiroXuxXvvvceIESMsW3gikeCggw7i/vvv58ADD+zi1uWmoaGBww47jFdffTUj7EMQBEEQhJ6NOBMEQRAEoQfw7LPP8uijj/LHP/4Rp9PJo48+SklJCQcccEBXNy0r4XCY999/n1dffZXx48eLkCAIgiAIuxiSM0EQBEEQegB/+tOf8Pv9nHPOOZx66qmsX7+ehx9+uEOlH3cGNpuN6667juXLl2eUqxQEQRAEYddAwhwEQRAEQRAEQRAEQSgIcSYIgiAIgiAIgiAIglAQIiYIgiAIgiAIgiAIglAQIiYIgiAIgiAIgiAIglAQIiYIgiAIgiAIgiAIglAQIiYIgiAIgiAIgiAIglAQIiYIgiAIgiAIgiAIglAQIiYIgiAIgiAIgiAIglAQ9q58c03TCAaDOBwOFEXpyqYIgiAIQrdC13Xi8Tg+nw9VFe1/RyLjEUEQBEHITlvjkS4VE4LBIMuXL+/KJgiCIAhCt2a//fajqKioq5ux07jnnnt44403AJg4cSJ/+MMfWm1//vnnKS4uBuBnP/sZ55xzDsuWLWPmzJkEAgEmTJjA7NmzsdvzG+bIeEQQBEEQ2ibbeKRLxQSHwwEYDXM6nZ123MWLFzNy5MhOO97ujPRl5yD92HlIX3Ye0pedw47qx1gsxvLly6175e7Axx9/zIcffsiLL76IoihcdNFFvP322xxzzDHWPosXL+aOO+5g7NixGa+96qqruPHGGxkzZgzXXHMNc+fO5eyzz87rfWU80r2Rfuw8pC87D+nLzkP6snPoivFIl4oJppXQ6XTicrk69didfbzdGenLzkH6sfOQvuw8pC87hx3Zj7uT7b6yspIZM2ZYE/ohQ4awadOmjH0WL17MnDlzWL9+PQceeCBXX3011dXVRCIRxowZA8Bpp53GXXfdlbeYIOOR7o/0Y+chfdl5SF92HtKXncPOHo90qZggCIIgCIJgsu+++1p/r1mzhtdff52nn37aei4YDDJ8+HCuvvpq+vfvz4wZM7jvvvs48sgjqaystParrKxk69atBb//4sWLt+8DZGHBggWdfszdEenHzkP6svOQvuw8pC87h53djyImCIIgCILQrVixYgW/+tWvuPrqqxk0aJD1vM/nY86cOdbjX/7yl1xzzTVMnDix1TE64ugYOXJkp67qLFiwgPHjx3fa8XZXpB87D+nLzkP6svOQvuwcdlQ/RqPRnGK7iAmCIAi7KJqmUV1dTX19PclkstV2u93OsmXLuqBluxbb249ut5sBAwbsVrkR2mLBggVMnz6da665hhNPPDFj26ZNm/j444/56U9/ChgZpu12O3369KG6utrar6qqit69e+/UdguCIAjZicfjbNiwgUgkknW7jEc6h64Yj4iYIAiCsIuyYcMGFEVh0KBBWUveBYNBfD5fF7Vu12F7+lHXdWpqatiwYQODBw/u5Jb1PDZv3swVV1zBnXfeyY9//ONW291uN7fddhsHHXQQAwYM4Mknn+SYY46hf//+uFwua1Vm3rx5HHHEEV3wCQRBEISWbNiwgaKiIgYNGpTVNSbjkc6hK8YjIiYIgiDsogSDQYYOHdqqJrDQfVAUhYqKCqqqqrq6Kd2Chx9+mGg0ys0332w9d+aZZzJ//nymT5/OqFGjuOGGG7jsssuIx+OMGzeOCy64AIDbb7+dmTNnEgwG2X///Zk2bVpXfQxBEAQhjUgkklNIELoHHR2PiJggCIKwCyNCQvdHBlfNzJw5k5kzZ7Z6/qyzzrL+PvbYYzn22GNb7TNs2DCee+65Hdo+QRAEoWPIva7705HvSEaZgiAIgiAIgiAIgiAUhIgJgiD0SKrqwrzxyZquboawE5k0aRIbNmxoc58ZM2Zw5JFHMnXqVOvfnXfeuZNa2D7nnXdeVzdBEHZpIhu+I/TDV13dDEEQdlFkLJKJhDkIgtAj+e+C9Tz+xjIOGdWPEn/nlXITej7Tp0/ntNNO6+pmZOXzzz/v6iYIwi5N3YfPk6jbjHefcV3dFEEQdmN2l7GIiAmCIPRIAuE4ALWNERETegiJRIJZs2axYsUKqqurGTx4MPfccw/V1dVcdNFFlJWV4XK5eOCBB5g9ezYLFizA4XBw+eWXc8IJJwBw7733smzZMsLhMLfeeisHHHBA3u///PPP88gjj6AoCiNGjOC6667D5/Nx8MEHM2LECKqrq3nuued45JFHeOONN0gmkxx22GFcddVVKIrCo48+ylNPPYXNZuOoo47iqquuYvny5cyePZtIJEJtbS0XXHAB06ZN45NPPuG2224DoKSkhL/97W/cd999AJxxxhk8++yznd/BgiCgx8IkGmvQdV1itAVBaMWuOhb585//TCAQoL6+fqeORURMEAShRxKKGGJCXWOUwXt0cWN6CPO/XMfbn6+zHieTSWw2W6cc+5gfDWTShIFt7vP111/jcDh45pln0DSNX/ziF7z33nuMGDGC1atX89BDDzFgwAAeeughQqEQb7zxBjU1NZx//vlMnjwZgH322Ye//vWvPPHEEzz88MPcddddrd7nrrvu4rHHHrMeP/nkk2zcuJH777+fuXPnUlZWxuzZs7nnnnu4+uqrqaur45JLLuGggw7i/fffZ/HixTz33HMoisJVV13Fyy+/zODBg/n3v//N888/j8fj4aKLLmLx4sW89NJLXHjhhUyaNIn169czZcoUpk2bxn333cesWbMYPXo0//rXv1i6dCkzZ87k8ccfFyFBEHYgWiyCnoihhQPYvEVd3RxBELLQleORXXUscvnllzN69Ghqa2t36lhExARBEHokwTRngtAzOPDAAyktLeXJJ59k1apVrFmzhlAoBEBFRQUDBgwA4IsvvuBnP/sZqqpSWVnJa6+9Zh0j/Ub+1ltvZX2fbNbCL774gqOOOoqysjIAfv7zn/PHP/7R2m6uKnzyySd8++231usjkQh77LEH1dXVHHXUURQVGZOTRx99FIDhw4fz9ttv88ADD/D9999bn+foo4/m17/+NZMnT+boo4/m0EMP7XjHCYKQN1osDECisVrEBEEQWrGrjkU++OAD/t//+3+sXr16p45FREwQBKFHEookABETCmHShEy1PhgM4vP5dtr7/9///R933XUX06ZN47TTTqOurg5d1wFwu93WfnZ75q1p7dq19OvXD8BauSjUvqxpWsZjXddJJBLWY/P9k8kkv/jFL7jgggsAaGxsxGaztSo5uHXrVjweD9deey1er5djjjmGE044wRpsnH/++Rx11FH897//5bbbbuPbb7/lsssuK6jNgiAUjh4z7gmJxmpcfQd3cWsEQchGV45HdtWxSHFxMYcccginnHLKTh2L5FXNIRAIcNJJJ2XNXLlkyRJOP/10pkyZwq9+9SsaGxs7tYGCIAjZCFphDiIm9BQ++eQTjj/+eE4//XR69erFF198QTKZbLXfgQceyBtvvIGu69TU1HDuuecSi8W2671/9KMfMX/+fOrr6wGYO3cuBx10UKv9Dj74YF566SWCwSCJRIIrrriCt956iwkTJvD+++9bz1955ZUsXryYjz76iMsuu4zJkyfzxRdfAMYg4IwzziAYDHL++edz/vnns3TpUsAYgKQPHARB6Fy0uCkm1HRxSwRB6I7sqmOR6dOnc+SRR+70sUi7zoSFCxcyc+ZM1qxZk3X7TTfdxPTp05k4cSI333wzDz/8ML/97W87pXGCIAi5MHMm1IiY0GM444wz+P3vf8+bb76J0+lkzJgxWUXqs88+mxtvvJEpU6YAcN111+H3+7frvYcNG8avfvUrzjvvPOLxOCNGjGD27Nmt9ps0aRLfffcdP/vZz0gmkxx++OGceuqpKIrCueeey5lnnommaRxzzDEccsgh/OY3v+GXv/wlJSUlDB48mP79+7NhwwZ+97vfMWPGDOx2Oy6Xy3qvo48+mqlTp/LCCy/gckniUEHoTHRds5wJyabqLm6NIAjdkV11LHL22Wfj9/sZMmTITh2LKLrp68jBtddey6mnnsof/vAH/vWvf1lxJCZnnnkm06ZN44QTTuD666+nb9++edsnotEoixcvZuTIkZ06qFqwYAHjx4/vtOPtzkhfdg7Sj52H2Ze/mP0WtY0Rhu1Vxm3Tj+jqZnVLli1bxvDhw3Nu39lhDrsqndGP2b6rHXWPFFoj45HuTb79qMXCrLntXAD8I4+g99T/2dFN63HIOdl5SF/mj4xHdg5dMR5p15lw0003tbl9xowZXHDBBfzlL3/B4/Ewd+7cDjRbEAShMExnQm1TtItbIgiCIHQHtFizU03CHARBEHY825WAMRKJcO211/LYY48xevRoHnnkEa6++moefPDBgo6zePHi7WlGVhYsWNDpx9xdkb7sHKQfO4/Pv/iSSMyIb6upD/Hll19KPfEs2O12gsFgm/u0t13Ij+3tx1gsJtcIQdhOzBAHFJVEo4Q5CIIg7Gi2S0xYvnw5LpeL0aNHA0Z5i3/84x8FH0dshd0X6cvOQfqx81iwYAHDR4wGNtK7zMO2ujBD9x9NkdfZ1U3rdixbtqxNu5vYCjuHzuhHp9NplYQyMW2FgiDkh1kW0lHWh3hDFbquoSh55RoXBEEQOsB2XWH32msvtmzZwqpVqwCj1MaoUaM6pWGCIAi5CIaNEIcBfYw6u7UNkoRREARhd8cMc3BUDIBkAi3U1MUtEgRB2LXpkJhw8cUXs2jRIkpKSvjrX//K//7v/3LyySfz/PPP85e//KWz2ygIgpBBKGKUsxnQ28iqWysVHQRBEHZ7zDAHZ6WRLFxCHQRBEHYseYc5zJ8/3/p7zpw51t8TJ05k4sSJndsqQRCENgimki/u2TvlTBAxQRAEYbdHi6c5EzDEBFe/IV3ZJEEQhF0aCSQTBKHHETLDHMSZIAiCIKTQoqmcCRX9AanoIAiCsKMRMUEQhB5HMBXmUF7ixuu2UyflIXsMiUSCf/7znxx//PGccMIJHHvssdx///3our5dx/3ss88477zzOqmVrdmRxxYEoXPQTWdCaW8AtHCgK5sjCEI3RsYjncN2VXMQBEHoCkKpMAef20FZkVsSMPYgZs+eTXV1Nc888wzFxcUEAgGuuOIKioqKOOecc7q6eTn5/PPPu7oJgiC0g5mAUXV5URxutFioi1skCEJ3RcYjnYOICYIg9DjMnAlet4Mir4NAONbFLeoZNH37Lk0Lm/PfJJNJGmy2Tjl20QGTKBp9ZJv7bNmyhZdffpn333+f4uJiAPx+P3/605/44YcfWL58OX/+858JhULU1tZywQUXMG3aNO6++26++eYbNm/ezDnnnMO4ceP405/+RCQSoaSkhNtvvx2A2tpaLr74YtatW8fgwYO56667cDqdPProozz11FPYbDaOOuoorrrqqpzv9cknn3DbbbcBUFJSwt/+9jfuu+8+AM444wyeffbZTukvQRA6Hz0WAdWOYnegujxW2IMgCN0LGY/sOuMRERMEQehxhMIJnHYVh13F6xYxoafw7bffMmTIEEpKSjKeHzJkCEOGDOGmm27i8ssv58c//jHr169nypQpTJs2DYBYLMbrr78OwIknnsjvf/97jjrqKP7973/z2GOPceSRR7Jp0ybuv/9++vfvz89+9jM+/vhjysvL+fe//83zzz+Px+PhoosuYvHixbz00ktZ3+u+++5j1qxZjB49mn/9618sXbqUmTNn8vjjj3ebG7cgCNnRYmFUpxsgJSaIM0EQhNbIeKTzEDFBEIQeRzASx+txAOBx2amqlwFjPhSNPjJDrQ8Gg/h8vp3aBkVRrL/ffPNN/vnPf6JpGk6nk7lz5/LBBx/wwAMP8P333xMKNX+vo0ePBgy1v6qqiqOOOgqAs88+GzBiFIcNG8aee+4JGAOCuro6Vq5cyVFHHUVRkVH549FHHwVg+PDhWd/r6KOP5te//jWTJ0/m6KOP5tBDD92xHSK04p577uGNN94AjIpRf/jDHzK2v/POO9x9993ous6AAQP461//SklJCfPmzeP222+noqICgCOPPJLf/va3O739QtehxSIoppjg9IozQRC6KTIe2XXGI5KAURCEHkcoksDnNrRQj8tOKJWQUejejBgxgpUrVxIIGEnRjjvuOF566SX++c9/UldXx//+7//y9ttvM2TIkFaTQLfbmCA4HI6M56PRKOvXrwfAbm/WxxVFQdf1jOcAtm7dSmNjY873Ov/883n88ccZOHAgt912G//85z87rwOEdvn444/58MMPefHFF5k3bx5Llizh7bfftrYHAgFmzZrFgw8+yMsvv8zQoUO5++67AVi0aBEzZszgpZde4qWXXhIhYTdEj0UynQmSM0EQhCzIeKTzEDFBEIQeRzASx+s2LuJet51wVMSEnkD//v2ZMmUKV199NY2NjYARJ/nuu++iqiofffQR06dPZ/LkyXzxxRfW9nSKioro27cvH330EQAvvfQS//jHP3K+54QJE3j//fcJBoMkEgmuvPJKFi9enPO9zjjjDILBIOeffz7nn38+S5cuBcBms5FIyHm2o6msrGTGjBk4nU4cDgdDhgxh06ZN1vZ4PM6sWbPo06cPAEOHDmXz5s2AISbMmzePKVOm8Pvf/56GhoYu+QxC16HFIqgOY6CvuMSZIAhCdmQ80nlImIMgCD2OUDiOz90c5hCOJtB1PcOyJnRPZs2axSOPPMK0adPQdZ1YLMaYMWOYM2cO7777LmeffTbFxcUMHjyY/v37s2HDhlbHuO2225g1axa33norZWVl3HrrraxevTrr+40YMYJzzz2XM888E03TOOaYYzjkkEP4zW9+k/W9fve73zFjxgzsdjsul4vZs2cDht1w6tSpvPDCC7hcrh3aR7sz++67r/X3mjVreP3113n66aet58rKypg8eTIAkUiEBx980CqTVVlZySWXXMLo0aO54447uOGGG/jb3/62cz+A0KVosTCKywMYzgRdciYIgpADGY90Doq+vcU0t4NoNMrixYsZOXJkp3bGggULGD9+fKcdb3dG+rJzkH7sPBYsWMDD/9fAnn38/PEXP+KF/67gkVeXMvcvJ+JxiT6azrJlyxg+fHjO7V0Ro7gr0hn9mO272lH3yJ7AihUr+NWvfsVvfvMbTj311Fbbm5qauPzyy9lzzz35y1/+0mp7Q0NDxipPe5h9LfRsij56CM1TQnDcGXiW/gfnpsU0TP5dVzdLEHZ77HY7++yzT1c3Q8iDH374IafzIdt4REbegiD0OEKRTGcCQDiaEDFBEHYBFixYwPTp07nmmms48cQTW23ftm0bF154IQcffDDXXHMNYIgLzz//POeffz5A1vjUfJDFje5Jvv247rP/h7uyL8PGj6e26Xvq13/FuHHjxLWWhpyTnYf0Zf4sW7asTdFdFjc6h87oR6fTyQEHHJDxXFuCu+RMEAShxxFKy5mQLiYIgtCz2bx5M1dccQW33357ViEhmUxy6aWXcvzxx3Pttddak0Sv18tDDz3EwoULAXjiiSc45phjdmrbha5HT6/m4PKCrqHHo13cKkEQhF0XWcYTBKFHoWk64WjSquZgigqhSLwrm9Vt0TQNVRXduDvThdGG3Y6HH36YaDTKzTffbD135plnMn/+fKZPn86WLVtYunQpyWSSt956CzDcBDfddBN///vfmTVrFpFIhEGDBnHrrbd21ccQuggtFkZ1pnImpP7XomGrwoMgCF2H5Lbq/nRkPCJigiAIPYpowrjQeT3iTGgPn8/Hxo0b6dOnDw6HQ27i3RBd16mpqbFKTe3uzJw5k5kzZ7Z6/qyzzgJg1KhRfPfdd1lfO2HCBF588cUd2j6h+6JrSfR4NNOZAKnykGVd2DJBENxuNzU1NVRUVMhYpJvS0fGIiAmCIPQoYnENaBYRzP9DERETWjJgwACqq6tZu3Zt1mQ6sVgMp9PZBS3btdjefnS73QwYMKATWyQIux96PAZguRDMqg5SHlIQup4BAwawYcMGqqqqsm6X8Ujn0BXjERETBEHoUSQNLQG7zbDue93iTMiFqqr07t2b3r17Z92+YMGCVkl2hMKRfhSErkeLRQBQHaYzwRATpDykIHQ9DoeDwYMH59wu99HOoSv6UQJpBUHoUWipeC6batjkJMxBEARB0GKGA8F0JKjOVJiDOBMEQRB2GCImCILQo2jpTPC4JcxBEARhd0fP4UwwciYIgiAIOwIREwRB6FFoWsqZYDOcCS6HDVURZ4IgCMLujBY3HAhqywSM4kwQBEHYYYiYIAhCj6KlM0FRFDwuu4gJgiAIuzGmM8Gq5mCVhhRngiAIwo5CxARBEHoUZs4EVW0uLeRxOwhF4l3VJEEQBKGLsRIwmtUc7A4Um8PKpSAIgiB0PiImCILQo9AsZ0KamCDOBEEQhN0aPWkIyoq9uSya4vKgS5iDsJ1Et6wi0Vjd1c0QhG6JiAmCIPQoklY1h+bLl9dlJywJGAVBEHZb9KRxD1BUm/Wc6vKKM0HYbrY+fxu17z3T1c0QhG6JiAmCIPQozASMGc4Et52QOBMEQRB2X5JJ43+b3XpKdXokZ4KwXei6TqKpFi3c1NVNEYRuiYgJgiD0KMwEjDZb8+VLwhwEQRB2b3TNdCakiQkuj1RzELYLPRqCZEIcLoKQAxETBEHoUaSMCdhUyZkgCIIgGOgpZ4IizgShE0mGGgDQRUwQhKyImCAIwg5n4yMzaPzqP51yrOYwh7ScCW47IcmZIAiCsNti5kzAJjkThM4jGWoEEIeLIORAxARBEHYouq4T3bySyMYVnXK8ZEpMsGWp5qCnkjMKgiAIuxlZEjAqLnEmCNtHMmg4E0SUEoTs5C0mBAIBTjrpJDZs2NBq26pVqzjvvPOYMmUKF154IQ0NDZ3aSEEQejDJBOgaWqhzrgtWacj0ag5uB5qmE40nO+U9BEEQhJ6FriVAUVtVc5DSkML2IGKCILRNXmLCwoULOeuss1izZk2rbbquc9lll3HxxRfz8ssvM3z4cB588MHObqcgCD0ULR4Fmm/I24tVGrKFMwGQvAmCIAi7KXoykZEvAYycCXoyjp6Id1GrhJ6OGeagxyLoutbFrRGE7kdeYsLcuXO5/vrr6d27d6ttS5Yswev1csQRRwBw6aWXcs4553RuKwVB6LHolphQ3ynHM50JNjWzmgOImCAIgrC7omvJjLKQYDgTQFaVhY6TTHNV6rFIF7ZEELon9vZ3gZtuuinntnXr1tGrVy+uvvpqli5dyn777cd1111XUCMWL15c0P75sGDBgk4/5u6K9GXnsLv2oxqsoQSIB+pZ8OWXoCjtvqYtzASMixd/i8dpCAqbNxoDxQVfL2JzuXO7jr+7sbuel52N9KMgdDHJREaIA4DqdAOGmGDzFndFq4QeTrqrUouGLYFKEASDvMSEtkgkEnz++ec88cQTjBo1ir///e/cfPPN3HzzzXkfY+TIkbhcru1tisWCBQsYP358px1vd0b6snPYnfsxumU1Gz8ARUswdtT+RDf9QLxhG8VjJnfoeB8texeA8ePGWo4Ee3EVvP8xg/bel1FDenVW03d5dufzsjPZUf0YjUZ3iNguCLsi2cIcFIcxttTjsa5okrALoKXCHEAcLoKQje2u5lBZWclee+3FqFGjADjppJP49ttvt7thQmsSgfquboIgFIyeiFp/J4MN1H/2MjX/eaS5jFeBmM4Emyo5EwRBEAQDXWvtTFDshlPNDLcThEJJhhqs8BlNwhwEoRXbLSaMHTuW2tpavvvuOwDmz5/PiBEjtrthQiaxqvWs+8eFRDZ839VNEYSC0GJpYkKogUT9NvR4hNjWNR06XtLMmWBrvnz5PA4AQmFJsiUIgrBbksySMyHlTNASIiYIHSMZbMRRYuSM06XMqCC0osNiwsUXX8yiRYtwu93ce++9zJw5kxNPPJHPPvuMGTNmdGYbBSDRVAtAZOPyLm6JIBRG+opQMlBPon4bAOH1yzp0PE3XUZRMZ4I/JSY0hsTKKgiCsDuSPczBdCbIvUEoHF3XSIYasZf1BSTMQRCyUVDOhPnz51t/z5kzx/r7gAMO4Lnnnuu8Vgmt0BPGjTBetb6LWyIIhZEe5hDduho9abgHIuuXwUEnF3w8Tcus5ADg9zpRFGgKijNBEHo699xzD2+88QYAEydO5A9/+EPG9mXLljFz5kwCgQATJkxg9uzZ2O12Nm3axFVXXUVNTQ2DBw/m9ttvx+fzdcVHELoAI8yhhZhgl5wJQsfRwkHQNRxlfQkjYoIgZGO7wxyEnYMpJsSq1nVxSwShMLQ0Z0J00woAbP4yohu+Q9f1go+X1HRstsyKEDZVwe9x0hgUK6sg9GQ+/vhjPvzwQ1588UXmzZvHkiVLePvttzP2ueqqq7juuut466230HWduXPnAjB79mzOPvts3nzzTUaOHMl9993XFR9B6CIMZ0KLnAmmMyEhYoJQOGZZSEdZH8Co5iAIQiYiJvQQLDGhen2HJmCC0FVYK0KKSnSjISb4Rx5OMthAvHZzwcfTNLCrrctLFvscNAZlwCgIPZnKykpmzJiB0+nE4XAwZMgQNm3aZG3fuHEjkUiEMWPGAHDaaafx5ptvEo/H+eKLLzj22GMznhd2I5KJ3DkTJAGj0AFMMcFeaogJujgTBKEV210aUtg5mBMyPRYh0VhlJYMRhO6OHjeyH9uLykk0VgMK/hFH0PDpy0TWL8VZsUdBx9N0PSP5okmxz0WT5EwQhB7Nvvvua/29Zs0aXn/9dZ5++mnruW3btlFZWWk9rqysZOvWrdTV1eH3+7Hb7RnPF8qOKMW5YMGCTj/m7kh7/ehvqAdFydhPiYUoBdat/oGoVrZD29eTkHMyPxxbluEHVmyqpkhR2Lh2NStdmX0nfdl5SF92Dju7H0VM6CFoaRa9+Lb1IiYIPQZjRUjBXlJJorEaW3EFzj6DQLWRqCt8sJ/UwG7L5kxwsq1OMi0Lwq7AihUr+NWvfsXVV1/NoEGDrOezOfMURcn5fKGMHDkSl8tV8OtysWDBAsaPH99px9tdyacfNy56DtXpYWjaflo8ypr5MKBvH0rlewDknCyEhi+rqAFGTjiYDQueok95Kb3S+k76svOQvuwcdlQ/RqPRnGK7hDn0ENLj/SRvgtCT0OMxFIcLm68UAEdpbxRFQXV6OlSzOZczocjrlDAHQdgFWLBgAeeffz5XXnklp556asa2Pn36UF1dbT2uqqqid+/elJeXEwgESCaTGc8Luw96Mtm6moPdqPQjYQ5CRzDDHGzeYhSnBy0mCxaC0BIRE3oIRpiDgq2onFi1VHQQeg56PIricGLzlQDNsYeK090hMSGpZZaFNCn2OWkKxiSniCD0YDZv3swVV1zB7bffzoknnthqe//+/XG5XJaNc968eRxxxBE4HA4mTJjA66+/nvG8sBuhxUFtkYBRUVHsTknAKHQILRpCcXpQVBuqyyMJGAUhCxLm0EPQEzEUuwNn5UBi28SZ0F1JBOoJLv2Q4gNP7JDFdldEi0dRHS5sXkNMcKTEBNXpRo8XfmPWNB1biwEjQJHPSSyhEY0lcbvk0iYIPZGHH36YaDTKzTffbD135plnMn/+fKZPn86oUaO4/fbbmTlzJsFgkP33359p06YBcP311zNjxgz++c9/0q9fP+64446u+hhCF5DNmQBGRQddnAlCB9BjEVSnBwDV6UHvwAKIIOzqyIi7h6AnYigOJ46yvlZ5PaH7EVjyPrXvPIZv2I+xF1d0dXO6BYYzwZXmTDCsx6rTgxbtSJhD7pwJAI2hmIgJgtBDmTlzJjNnzmz1/FlnnWX9PWzYMJ577rlW+/Tv35/HH398h7ZP6L4YpSGziAniTBA6iBYLozrdQGrMItUcBKEVEubQQzCcCU7DZhUThb27kmyqBQxrnGBgOROKygFwlPcDjDAHs9JDISS1XNUcUmKC5E0QBEHY7dC1JKitxQTV4ZKcCUKH0GMRlJSYoDjdMrYThCyImNBD0FJiguJwg5ZATya6uklCFhKmmCDqtYWeMJwJ3n3G0eeMGbj2MEq/qY6O5UwwwhxaOxOKvCImCIIg7LYkEyi21iFw4kwQOooWjzQ7E1zeDo1ZBGFXR8SEHoIej6E6nCgOo2SVqOzdk2ZngogJJnosimJ3oag2fPsdaOWSUJ3uDokuRmnI3M6EJhETBEEQdjt0LUeYg8OVSmItCIWhxyLGIh5mzgQZ2wlCS0RM6CHoiRiKzYmaEhMkCUz3JNFUAyA3nDS0hFHNoSWK092h89goDdlGzgQREwRBEHY7JGeC0NlosTRngtONFg1LxShBaIGICT0EMwGjGbslzoTuh67rJJvqAAlzSEePR62bcTpGMqOOhDmAXW196fJ7nSiKiAmCIAi7I3oy0ao0JEjOBKHjZCRgdHlA10SYEoQWiJjQQ9DjqQSM9pQzoQOJ64QdixZuQk/Gjb8lzMHCOHddrZ43EzDqulbQ8ZKajprFmWBTFfweB00hudELgiDsTui6DrlKQ9qlNKTQMTITMHoBGd8JQktETOgh6MlUAkanKSbIjbG7YSZfBHEmpGNUc2gd5mCq/YWey5qe3ZkARhJGcSYIgiDsZugaoKNkqeagOFyymiwUjK7rRpiDmTPBlRqzyPhOEDIQMaGHoMWNMAfzoiaWve5HMpUvAeRmY6LrOno8aiUOTcc6l6OFuWyM0pCtnQlg5E2QBIyCIAi7F2aFq+wJGJ0yZhIKRk/GQddQnB7ACM0EcSYIQktETOgh6IkYqr25moMekxtjdyPDmSA3G4NkwrgZO1rnTFAsZ0JhfaXp2as5ABT7XDQGY7z16VoWrawuvL07kVAkztrNjV3dDEEQhJ6PWS47S2lIVRIwCh3ATBCdXhoSxHkqCC0RMaGHoCdSOROcZmlIyZnQ3TDFBFtRudxsUpirQdnDHFIqf4FJGLU2nAlFPgdrtjRyz7Pf8OK7PxTY2p3Lax+t5sq73kfTJDO0IAjC9qBrSYDcYQ7xmGThFwpCayEmKNaYRcZ3gpCOiAk9BDMBo7nCKzkTuh/JplpsvhJsHr84E1KY52nWMAezMkmBYkJSM5ItZqPY57Im5zUN3Vtwq2uKEo0licQSXd0UQRCEHk2bYQ52p5FTQZNrrZA/pjOhOcxBciYIQjZaX3WFboeu683OBIc4E7oriaYabP5yYxVEbjZAszMhm5hghTl0wJmQK8zhoBF9aQhE0TSdr5dvK7C1O5dQJJ76P4HX7eji1giCIPRcdK2tnAnmuCmGzSbXWiE/zHG2FeYgORMEISviTOgBmOUGFYczbQImzoTuRrKpFntROarTU/Bq+66KboU5tOVMKDxngk1VCK9ZxOan/oyeiFvbRuxdwW/PGscelX4aAjHiieR2tH7HEo4ag19TVBAEQRA6iJkzQc2eMwHE0SkUhikaSM4EQWgbERN6AHrcSByk2J0oqg1sdnEmdEMSTbXYiipQXW60aKirm9Mt0BPtOxMKD3MwnAnhdUsJr/qG0MqvWu3Tq8Q4dm1j9x08hiIpMSEq1ltBEITtQU+mcia04UyQJIxCIVhhDg4zZ0LK4SLOBEHIQMSEHoC58mqq66rDLQp7N0NPxNHCTWnOBLnZQHoCxmylIQ3LoF6gMKZpoKoKWiQIQGDJB632qSgxjl1d332/h7ApJkRETBAEQdge2i4NmRITZNwkFIAWz3QmKIqK4nRLGKsgtEDEhB5A8+quM/W/C03CHLoVyXATADZfCUoPC3P4fOkWvly2dYcc2wzHUexZxARXB50JuuFM0KKGmBBasaCVE6TCdCZ04ySMpiMhLGKCIAjCdtFWNQdzIUaLizNByJ/mBIzNpa1Vp0ecCYLQAhETegCmNU8xnQlOV8GrucKOxVwlV90+VJcHPRruMWWonv7P9zzz9vc75NiWEObMEuZgc4BqL0jl13UdTQObTUGLhFBsDvREjOD3n2XsV1GaciY0dN+bfthKwCg5EwRBELYLM2dCVmdCKmdCQhZhhPxpWRoSQHWJ81QQWiJiQg8gPWcCGPFbYtfrXpir5KrLm8r4q/cYwScQjtMU2jET2rbCHMC4SRfiTEhVfbScCa499sFe2ofGr9/OEG98bjsup61bl4c0nQmSM0EQBGH7sBJV21onYGwOcxBngpA/xthEycj5JGGsgtAaERN6AFpLZ4LDlXcCRj0RR9e1HdY2wSDDmWCVD+q+E9l0AqEYgfCOGWQ1C2HZxQSlQDEhmTTOZZtqOBNUl5fSg6cQ3fA94dXfNh9XUagodlPTTZ0Juq6nVXMQMUEQBGF7sMIcsjkTzDAHcSYIBaDHIyhOF4rSPFVSnJ6Cy1kLwq5OXmJCIBDgpJNOYsOGDTn3effdd5k0aVKnNUxoxgxzUB1pzoQ8cibousa6ey+j6et3dmj7BNAiRsy+6vahuFJiQg9QrzVNJ5hyJuyIsAzTQWPaTFuiOt0F3ZgTlphgOBNUt4+iA47GVtyLuvefzvgMvUo93daZEIklMZsqYQ6CIAjbh26VhsySM8EhpSGFwtFiEVSHO+M5I2eCVOsShHTaFRMWLlzIWWedxZo1a3LuU11dzS233NKZ7RLSaBnmoDrzcyboiTjJQB3x2s07tH0CJE1ngqvZmaD3gBtOOJpA0w1RYUeskBvnqWKduy1RC0xWmUzFOdhTORNUtw/F7qDs0NOJblxOZN1Sa9/yku7rTEgXEMIS5iAIgrB9tFUa0i5hDkLhaLFwRvJFkJwJgpCNdsWEuXPncv3119O7d++c+8ycOZNf//rXndowoZmWCRjzzZlg3jhFRd3xWDkT3F7UHuRMCISbJ7VNoc4faOnxGIrDhaIoWbcbYQ7591MyaYgJNlVBixphDgDefcYDEK/ZaO1bUeymtjGCpnW/RJjpwk0wLM4EQRCE7UHXUqUh1Ww5E8wEjCImCPmjxyLW4pBJoQsggrA70FrCbcFNN93U5vZ//etf7L///hxwwAEdbsTixYs7/NpcLFiwoNOP2VU4N6zAByz5bjnaum146htxhgLtfkYl3EgpULNlI+u2oz92pb7cUXjWrsKl2vl64SJsDZspBlYsW0y8pnnw0h37cXNtc/u++Opb9ijP7iDoKJ5NG3Aqas7P7gtFUMMNefdNY8hYfdq8fiXDdY1N1XWsXrAAkgnKgPU/fEdErwAgXlfFlb6X+OQdB+6K3GJoV7Ax7bzYsq2mS8+N7nhe9kSkHzuXQCDAmWeeyf3338+AAQOs55ctW8aMGTOsx7W1tZSUlPDqq68yb948br/9dioqjGvAkUceyW9/+9ud3nZh52OGOWR1JqQS6ElpSKEQtFgko5IDgJKq1iUIQjPtigltsXz5cv7zn//w6KOPsmXLlg4fZ+TIkbhc2RO0dYQFCxYwfvz4TjteV9NIFdWLYdTYcdj9ZdTUL6Zx8+J2P2OsZiMb3oMSr5thHeyPXa0vdxRVWz4n5PEzfvx4YjWb2PDJIwzesz9FI42+6679uHBFFbANgAEDhzB2aOakO7J+Ga7++2Vd7cmHbRs/ItLoz/nZt63/gMimJvbLs2+21oZg3maG9K+EVTBwyFCKxxqvXf2ui77lJVSkjqU3vU/5uno0j8o+3azv7cuNfrfbVBwuX5edG931vOxp7Kh+jEajO0Rs7+4sXLiQmTNnZg2vHD58OC+99BIA4XCYM844g1mzZgGwaNEiZsyYwUknnbQTWyt0B9oUE2wOQJGcCUJB6LEIqqco4znV6UFPxtGT8dR5JQjCdlVzePPNN6mqquL000/nkksuYdu2bZx99tmd1TYhhVnNQTXDHOwu9ESs3SoN5o1Twhx2PGYyQKBH5UxoK8wh0VDFpn/NJLjs4w4fPz0UIRtKgQkYzWoODi1VctLdfGzV7ScZbrIelzgNF0N9bWNBbd4ZhKJGv1eUuCUBoyC0IJ/wSoAHHniAAw88kAkTJgCGmDBv3jymTJnC73//exoaGnZGc4XuQKqaQ7YEjIqioDicEuYgFIQWb+1MsMJYe0i1LkHYGWyXM2H69OlMnz4dgA0bNjBt2jT+/e9/d0rDhGasBIwOMwGj23q+ZXKYbK/TYt1/UtvTMZMBQtrNpgfE1QVC6WJC5qRWS1n54nVbO3x8Q0zw5NxeaM1ms5qDI5kSE1w+a5vNU4SWJib09kENsGb9NiYU2O4djZl0sVeph2118vsUhHTaC68EaGxsZO7cubzyyivWc5WVlVxyySWMHj2aO+64gxtuuIG//e1vBb23hF12X9rqR9faVXiBbxcvRne2FrBLUNm6aQNr5LsA5JzMh5JAIwFXkA1pfeXctBUf8O2Cz9G8pYD0ZWcifdk57Ox+7JCYcPHFFzN9+nRGjRrV2e0RsmCo6YqluJvxf3o8Cm2ICWZNZW074rvUpm3UvvtvyiaelTOJngBaJGjZ4RSHCxR1u/p9ZxEMN6/UBFo4E8yEVsmm2g4fX4uGsfvLcm5XnEYyUV1L5hVKYVVz0AyhxhRwAFRvUYYzgZSItnVrHYFQDL+3c/NBFEIsnqS6PswelX6gOQFjRbGbNZu7n3NCELo7r7zyCpMnT7byIwDce++91t8XXXQRkydPLvi4EnbZPWmvH+sTG6ldBmPGjc/qhlv7sY/ishJ6y3ch52SerHlXo7TfAHql9VXAG2Pb4tfYf78huPoMkr7sRKQvO4euCLvMO8xh/vz5VhKkOXPmtBISBgwYwPz587ejmUIu9EQMxeG0JvOqlUyo7ZXvzqjm4Fr/NfUfPY8WkglPWxhhDsYARlGUgqsUdBWBcBybquB22mhsKSakYlATTTUdPn57YQ7pLpt8sKo5JIy+TT+2zeNHCwea3ztVrtOhx/jo202FNbyTeevTtfz69v9aoSSWmFDqIRyJo+vdr+KEIHRn3nnnHU444QTrcVNTE48++qj1WNd17PbtMl8KPYnU/YosORMAVIdTciYIBZEtAaPptCwkPFMQdnW2K2eCsHPQ4zGrLCRghTbosbZvjOaNU4+G282vkAt7o5FYc3smlLsDyUgwc5Xc6e4RzoRAKI7f66DI58wIeQCsGNREY8e/ez0WRmkrzMFhnMv5hoQkNOM8tqXCHGzpfe7OdCaYYkKFT+G/CzYU1vBOpqYhTDyh8f3aOsAIc7DbFEp8TjQdorFkl7ZPEHoSuq6zZMkSxo4daz3n9Xp56KGHWLhwIQBPPPEExxxzTFc1UdjJWAkYczjcFLtLxAQhb/REHLREq1BiMydWT1gsEoSdhYgJPQAtEc8QE/J1JmjWjVPvkIqqa0lsjUa8/PZMKHd1dF1Hi4QyJ7YuL3oPuNkEwnH8HgdFHmerBIzm4CwZ2L4wh/YSMEL+N2bLmZDM7UwwV/mTEcORs0eJnWVraq0Qia7ATHT53RqjL0OROB6XA6/bWEULpXIoCIKQnYsvvphFixYBRjlIh8OREY5gs9n4+9//zqxZszj++ONZsmQJV111VVc1V9jJ6MkkKGpuMUESMAoFYC5wtHImiJggCK0QD2APQE9EUR1pzgSHaQ1vx5mQduNsb1KXjXj1BpRU3LyICbnREzHQEhnJAAtNLNhVBEIx/B4nLqetlTPBEhOCDeiJOIq9sDJIejKOnohZN99smOdkvpUvkilngpoIo9idGW1SvUWga2hRQ9jRooYzwWNLoGk6TcEYpUWdFwtdCMGUmLDMFBOiCbxuOx630f5QJE55ce78J4KwO5IeOjlnzhzr74qKCj766KNW+0+YMIEXX3xxp7RN6F7oWqLNvDuqw9Uj3IJC90CLG+eKOd42UVypBZAeUK1LEHYW4kzoAeiJWHZnQjtug3SxoSMXvujmldbfSQlzyIlpp08Pc7D5S0k0VHVVk/ImEI7jS4U5NAZbJmBstt4nAnUFH9scuLWZMyHVZ8nUxL89EilnghqPtDquzW0kNzQrOmgRI3+CE2MiXx/oOourKSYsX1dHMqkRjiTwuOzNzoSIOBMEQRA6TDKRM18CGJV/ZAIo5Iue05ngzdguCIKICT2ClmKClTOhPWdCPN2Z0AExYcsqdJsTW3EvyZnQBtnEBGefwcRrNnX78pBWmIPXSSDcwgKabBYTOiImmedcm2JCapsWydOZkGx2JqT3N2BV00imkjCax3ToxkS+rrHrvotgJI6iQCSWZM3mRsIpZ4LXZYoJ8XaOIAiCIORCTyZQ2hIT3D7rXi0I7aFZJdkz3YxW6W9xuQiChYgJPQA9blRzMMk7Z0Jie50Jq0gU98Fe3EvCHNrAtNOnT5pdfQYBOrGqdV3TqDwxwhwcFHkdNIUyqwqYpSGhY2Euzc6E3GEOZp6JfAd5pjNBiYVaiQk2ryEmNDsTjGPadWNQ0NXOhP0GGiUyv1tbRygSx+t24LXCHMSZUDP/cape+2dXN0MQhB5Ie+WFVY+fZCQglXOEvDAX69QWYoKi2lDszh4RxioIOwsRE3oAeiKGYutAzoTtCHPQtSSxratJFvfDXlwhYQ5tkMuZABDbuqYrmpQXmqYTDMfxe534PU40TSeclgjQzJkAsHTJymyHaPv4sTycCaaYUGDOBCVLmEOzMyElJpgiTzIlJjR1nZgQCMcZvEcJ5cUulq6uIRyVMIeWhFctJLJuaVc3QxCEHkh7zgSb2wfJhCRhFPLCHD+3dCaAsUAizgRBaEbEhB6Alsh0JihOM2dCPmEOirFvgRe+2Na16IkYiZJ+2IsqSDTWiKKfA9NOny4m2EsqUd0+oltXd1Wz2iUcTaDp4Pc4KPYZK+QZeRPSciYsXrSCSKywCa/lTGgjAaPidIOi5u1MMKs5EM/iTLByJgTQdc36XvRYBKddpa6LxARdT4k2Hgej963k6++rCITjRpiD6UyISphDorGKZCrPhSAIQkFoyXZzJkD+Ljhh98YUndJDjE0Up6dHVOsShJ2FiAndHC0eRYuEUNNzJtgcoKjoeYQ52Hwlxt+xwpwJ4bWLAUiUD8ReXIGeiFkJ7YRMkqYzIa2ag6IoOPsM6tbOBLNcod/jwO81zq/0ig6mMyGhOClRQzQGClvRMd0GSlulIRU1pfLnKSaknAnEQhn9DYaNFQxngiFk6GCzo8cjlBa5qG9q+/cS3bKK4Pef59WOQojGkySSOj6PgwOH96EpFKMhEMPjsuNJ5UwI7+bOBC0WRgsHLCFIEAShEPRkvO2cCan7g4xjhHzQrDCH1mJCT6nWJQg7CxETujGh1QtZd8+lJJtqcFT0t55XFAXF4bIudrnQ41FsvmIg/wR3JpG1i3GU74HuLsJWVAFIechcWHZ6d+ak2dlnMLFtazOqInQnAiFDHPB7jQSMAE2hZsHAFBMC9hJKlRANwcJW9vU8EjAa2/NPjGXmTCAWbtXfimozkmyFm5rzJRSVoydilPkdbToTEo01bH7qz1S/NSfnPh3FrOTg8zgYN7Q3qmq4hbwuOw67itOu7vZhDlblkzRHiSAIQr7oyXZyJhSYn0fYvWl2JmQJc3C6RUwQhDRETNjBJBqqqPvwuQ6FCIRWfIkei9Dv3BsoPeynGdvs/tJ28xgYiRs9KAWqqLqWJLxuKe69RhrvVWyICZI3ITtaJIhid2a4R8BIwqjHo8RrN3dRy9qm2ZngpMhr2O1NMeGdz9exZqNRDrKBYkrVIA0FOxPaT8AIqSzbeeZMKF79f5zr+xCS8VbOBDDyJiQzxATj3K3023LmTNCTCba+eAdaqHGHVN8wxQS/23CADB9UDoAnFeLgdTsIRUVMMJGVQ0EQCqX9ag4p55qICUIeNOdMyOJMcHklZ4IgpCFiwg4m8N2n1L33FMlAfcGv1aIRVG8xnr1GoChKxjZ7WV/itVvafn08iuJwGhe+Alb7optXocfCeAalxARxJrSJFglmXX3v7kkYLTHB66DEb6jvZsWDZ975nmWrtgFQq/kpVsM0NBV289SiIUhlPm4L1e3Ne7WoeMtXHOhaBYDN3brPbW6/YZdPTUjtxb0AqPDmTsAYWbeU6IbvcJT3Q49FOj03SDBsCAU+jyEe/Gj/PgBW8kWP204ovHvlTAitWkjTonetx4mGauvvZKhp5zdIEISejZYAta0EjGYZYhErhfZpO2eCW3ImCEIaIibsYPTUSqceL/zCo8dCqE531m2O8j2I125uc+KjJ2Kodieqy4NeQM6ESCpfgnvgCABs/lJQVBETcqBFg62SAQI4KvYAIF7XtujTVZj5EXweB8U+J06Hjaq6MJqmU10fJpZKClgXd2JTdJoaC1vR0WJhVJenlRDWEkPlz+/YtniQpbH+eA86Fe/Qg1sfy1OUCnMwzndbylVT5oXGYJSk1vr3kgw1AuDqPxR0rdOzfQcjZj8bA92DR/bDblPpW+FNPe+w9ukJJAL1rL//N8RqNgIQWPoR0QIFs8Yv36D23aeaj9mY5kwIi5ggCEJh6MlkXs4ECXMQ8sEMI84mJqhOqeYgCOmImLCD0VJJEjtin9Zi4ZyZ8B3l/dDjkTYdD3o8iuJwGTHpBZSGDK9biqPXAOz+UsCIRbf5y0hImENWtGgoqzNBtTux+UpJ1G/rgla1TzAtAaOiKPQu87C1NkRdU4REUicWMybVdbFU+cKmxoKOr0VDqM628yVAKswhD+eMruvY4kE2JUspPfxM6/xMx+ZNhTlEM8McSl06mm4ICq3amZZfAdovuVoogbScCQB7VPr595+PZ9QQwzXhdzus76InEK/dSLxmE9EN3wNQ9fr9NHwyr6Bj6PEIyaZaK59IvKEKFON2JBUdBEEoBF3X8whzSOVMCIuYILSPnoih2J1ZF0OMMUuwIBdjMhKk/rOX0ZM9514vCPkiYsIOxnQmdEhMiIZzJq9zlPcDIF63Kfd7W2JCYSpqMlCHo7RPxnN2fxnJQF3ex9idMHJTtE7SA2Av7U2ioXuKCaFIHFXBqijQu8xLVV2IqjrjXEnG46DaCCaMpFahpgKdCTlElpaoLh/JPMQuPRZB1ZMEdRc2W/ZLl+r2kwwHrLhYM8yhOLW4kC3UwRIeUi6Gzs6bEGwhJoDR5+Ygpac5E/So0T+JxhpjQBUNES/wHNdiEdA1kk21xrEaqnBWDjC2iTNBEIQ8qZn/OJufvD4V5pA7AaOi2lCcHpJ5uuCE3Zu2xnU2bzF6Mt5uRbV0Aos/oPadx2j48o3OaqIgdBtETNjBmM4EvYPOBCVnmENKTGgjuZ+WiKFaYkL+zgQ9Hmn1vjZfiWUHFzLR4lHUXGJCSaWx6toNCUbieNwOa1Lbu9zLtrow2+pSIQJo6IqNqG5MgiOhwlaMDTGs7eSLYKj8ejTUbtWLZNg4/wKaG5uaPXTCXlRmTG5rNwEKNn8ZAH6ncexsFR2SkSDY7Kheo/JJR36rbWGJCW5H1u0+T89yJpjXtERTjRX6lKgv7Bw3LaSJRiNXQqKhGmfvQQAkw+JMEAQhP+JV64msW4YWi7TpTABzRVmuL0L7aKnFuGzYUmOFQvL7RDevBKD+g2ezjqV1LUnVGw8Q27a2A60VhK5FxIQdTLMzofD4qracCfbiXmCzZ4gJ4TWLCH7/uTXA1+NRo8pAgWEOWqz15Fj1FpMMNhT8GXYH9EQsa8ZfAEdpbyO5nK7t5Fa1TyiSwOduHnz1LvPQGIyxbqtxg7QpGrqiEkmJCbFgoc6E3OdvOuY+Ld0zWjSUkXnbvHEHcVvlFVviGXyAsc+yT1DdXkvM8NsNMaG+qbVQoEVD2Nw+K6RIK2C1IR+C4ThOu4rTkX3VzOdxEAj3nGoO5veUaKyxxIBkoA49kb8gYl4X4w1V6MkEyUAd9tI+VmlPQRCEfEhGgqBrxGs3o9hyOxMAbG6fhDkIeWHmHMuG6ikCKGiBLbblBxy9BqDFItR98Gyr7fG6LTR99R+C33/WsQYLQhciYsIORmsnzCEZbmLdfVdYqmU6ehs5ExTVhqO0jyUm6LrOlmf+wtbnbmHdPZcSr9uSsmk5Cw5z0OMRFEcLZ4K3GC3U2OmZ7ncFDNEmlzOhN2gJlGj3Ww0JhuN401bLe5cZk/olqwwxyoZGAhtR3RAc4gVUBAEjgaiShzPBZsaythC8tr18N9te+Jv1WEvduMN69r4GcPbdG5u/HC3chOpqFgg8NlNMyJ4zQXV5rVWIzq4fHQjHM0IcWuLz2InFk8QTbTszugtm/ySbqi0xAfS0v/M4huluaKg2crHoGvaSSqu0pyAIQj5YyXt1DcWW+zoLRhicOBOEfNDbcib4SoDmMUl7aPEosaoN+IYdjHe/Awn98GWrfcyxfHplI0HoKYiY0A7rH/xfGr54vcOv16xqDtnFhHj1RhJ1W1qJCbqut2sTd5T3I1GXEhPiUfREzKjAoGvEtq0D9FSYgxc9HmnXRm61OR5FdWZeRG2+EiNGrJMt4LsCZgnObNhLKgFQw93P1RGMZE5yTTHh+7V1eN12Q0zQFCvMIVmgmKBFw/klYHSlxIQWWbajW1YRq1pvPTbDHMJkD/0BUBQF774TjOO6fVY1FLsew+mwZQ1z0CKhlPBg7NuZ57iuJdlr67v08eSuEOFPCTrBNHfCnHmL+Ghh7nwoXYnZP4nG2gwBoZC8Cc3HqCKRCgOyl/SySnsKgiDkQ0by3jZyJkAqzEFyJgh5YCZgzIatQGdCbOtq0DVc/fbBWbEHicaaVuNxS0woQJQXhO6CiAltoOsa8aoNxKrXt79zrmOkORO0SJA1t59HaNVCa3siaCQ1bKmW64kY6FpOZwIYYkK8dgu6rlkTMVf/fQGI1xvlCJWUmADN9uTQqm9yxiXryThoyazOBIBkqPtNirsaPR5rM2cCgK0bigmhcCIjjr93uXGuxRMa+wwoxaZoxDXFCnNQk1Fi8fxXz7VoCNWdTzUH8/xsHuRp8SjJxmrDPp/KfmyGOYSV3GICgM8SE7xW7g89FqGi2E1tQ7Ywh2CG8KB1YjWH8OpvGdn4ASNsueMgTUHHTMK4dksjL3+wik8W5c6H0pWYzgQtEiBes9Gq7Z5v3gQ9rfxmoqHaGkQ5SvtYpT0FQRDyIf2+kU/OhKSEOQh5YOTCyiEmmOPhcH5iQnTzKgBcfffGXlwJWrJVJTYjz1NmmWRB6CmImNAGejwG6AXlG2hJegLGRFMNWjREvGaDtT3ZZIgJyRarsubEX2lLTCjrh56IkWyqtcQEZy8jI3qibqvxenuzmJAMNRJes4gtT/2ZpoX/l729sVRt3RaT42YxQZIwpqPrejthDt3bmeD1NA++yorc2FNVEvbqV4xD1YkmsZwJLiVOQyD3Cns6ejJuxBy2cf6aZHMmJOq2mEeycoBooUY0FGJK9hu8iXvQSCNXiNtvZPC2O9FiEXqXG6UvW6JFgobw4DDa2pnOhOB3nwJQbM/db5aYkErC+PZn6wAIhPPr651Nev9ENizH1XcwKKrlMGj39WliTaKxmsi6pdh8JdhL+1ilPQVBENpD15IZ1yOlHWeCLVXSTxDaQ4/ndiYoLi+oNrQ8EzBGN6/E5ivFVlSOvcSoMNVSNEikhTlIOLHQ0xAxoQ2sfAcF2rvTyXQmhDKOC1jlFltae/WYsW9bYQ72MqN8Y7x+m1Wb3eYvR3F5idenxASHE9eAoWCzU/t/j1HzzmPG++ZIpmgO9FsnYCxp83W7K8aquZ4ztk51uLD5SrulmBCKxDOcCaqqUFlmnG+9yzy47ZDUVUh9NpeSoCGY36q9liofmFcCRsuZ0Pw7S08sak5Sk6FGYjZvzkoO1vEcLipPupzSg04GQHG60WMR+lb42FLbeiBp5ExIcyZ0kpiga0mCyz8HoEjNfUxTTAiE48QTGv9dsN563B1JzymRDNRiL+2Nvbgi7xKoZv8qNgeJhirCa5fgHjgCRVGMmGYJcxAEIQ/Me4bNXw7k40zwGyGfyZ6T8FboGvRE7pwJiqJg8xTlvbgW3fwDrn5DUBTFWmBqKb5b+c8SMXHnCT0OERPaQLdcBR1PyGY6E7RY2FLE05X0ZLDe2N7KmZCajLWxsmvzmklgmqzX29w+7L5SEikxQbW7cFb0p+LoaYRWfGnEbmV5v5btbV0aUsIcsmG4V8hphwPDnaCG63dSi/JD13WCkQRed+bgq3dKTKgs8xpiAipFXie63YVbidOYpzNBy0MMM1HdrZ0JpuUPmmMIk+EmYqo3ZyWHdPwjDse953Dj+E43WjxCn3IvDYEY4WjmQNIIx/BZeS86y5kQWbfUStDkpX0xIRiO8/mSLTQGY5T4nQRC3VVMyCwday+uwF7Su9XgKBkOUP3Gg63EGVOwdFT0R4+FSTbV4NlrBGDEomp5lAkVBEEw7xnuPYcZT+QR5pD+OkHIhRbPXaULjDFxPmKCFo8Sr9mEs+/eAEaYA5mJFrV4lERjNc4+g41tkjdB6GGImNAGljMhFZMXq9lEZMN3eb9e1zX0VNiAHouQTB0nfWUvEcieMyGfyZjNm0oCE260bo6qx4/NX0a83lglNC+GxRNOwD/yCLz7jMdRsUfOjMZme1s6E5qFCwlzSMecGOVSsMEUE7qXCBOJJdE0PcOZAM1JGHuXeXDaUmKCz4ni9OAiXoAzwTjH80vAmHImpDmAYjWbUT1+oFnB10KNRFUPNqV9MSHj+E43WjRM33JjIJke6qAlYkY4htvXHBIR75xqDsHvPkWxO9mQKMej5xYT/GnOhIU/VOF12zloRD8rh0J3Q4+FcZT3tx7bi3thL620rjkm4bWLaPzqLaKbVmQ8b15XHZUDrOfce40EsL5zcScIgtAepjPBFI4VNT8xoWVYqSC0xCgNmXtcp3ryExPitZtB13BW7mm8zuVBdfszxHczLNkzaJTxWCo6CD0MERPawApRSE2M6t5/mm0v353/61M5F6A5AaP5t4mZhCVXzoS2nAnNtW6bLMFDdfmw+UshZeMzJ7mKotB76v/Q52d/RHUX5byZ5nImqA4XisMlORNaoCdSYkKO2DoAe2lv1HADuq7trGa1Syg1UfW2KFnYt8IYbPUu8+K06SR1w5lgc3mMMId8nQnW+di+M0FRbShOd0YirUTdZpyVA7H5Sq0bazLcRET1oBZ41VIcHvR4hD4VhmixpSYt0WPEFO2Mz22ERHROAsbIxhU4+w+jVvPh0nKHSvnczc6E6vowvcu8FHkdBELxbhk7qcUi2LxFqKk8KvaiXthLemckywSseNKWiaZMx5ezwhATbL5SHBWGOGFlyRab525PIBDgpJNOYsOGDa223XPPPRx11FFMnTqVqVOn8uSTTwKwbNkyTj/9dI499liuvfZaEgmxs+/KWLmieg+kaMxkPHuPbnN/mzslVkp5SKEd2ioNCaly6XkkYIzXbASw7nFgLDBlVEJKhThYYoI4E4QeRtsy7m6OlbU8pX4nQ40FrcyniwZ6PJIW5pAec5zLmZBKwNhGzLk5wdfCTZZ4oLq92Pxlzfu0mOQacck+631b0pwzoXXGfJs3PyV2d0KzwhzacCYUVaDoGlqoyapP3NWYyf78LZwJxx8yiEH9iinxu5qdCV4ntoQHtxqlNk9ngjmBzPfzqi5fRunJeO0mvPseiJ6IW4mKkqFGIkqvvMIcMo9tOBP6lBu/pQxnQrQ5PAiaQyI6Ay3ciFLSj4AWwpGoz7mfy2nDblMIhuPU1EfoVerB73WSSGpE40nczu51mdZiYcONUFRBLNSIvbjC6EddI9FYg6OsL9AsCCRSoVzNr890Jrj3MvIlgDgTBIOFCxcyc+ZM1qxZk3X74sWLueOOOxg7dmzG81dddRU33ngjY8aM4ZprrmHu3LmcffbZO6HFQleQLgZXnnhZu/urHglzENrHSKydOwEj5D8ejldvBBQc5f2s5+zFvay8ZtAc1ukeMNTIJSQVHYQehjgT2sDKdxANcfvjX5IINRUUz6unTUq0WMSauJiDaV1LWhejljc3PQ9nAhjuhGS4kWQ0iOL0oKg27L5Sa3s2ZdXm8befMyHb67wlkoCxBfmEOZgTpGQ3Wg0JRQzxKb2aA0CR18mPRhiTQYeiWWEOqsuDz5akvik/MSHRZFRgsBX3ymv/9PrfWiRIMtiAo7wf9pJeqezGGlo4QFjxYCtMS0BxuNFiEYp9TjwuewtnQspBkUoCqTrdnZaAMRlqIqx4COpubPFgTpeBoij4PA6C4ThV9WEqSz2tKjx0J8ycCfbUd2sr7mUlg41VNZfRNYXXZAsxwXR+OEr74Bv+Y4rGHG1tE2eCADB37lyuv/56evfunXX74sWLmTNnDieffDI33HAD0WiUjRs3EolEGDNmDACnnXYab7755k5stbCzsRxweZQgNvYznQkiJgi5aS+xNoDqLUYLB0Fr23Eaq9mAvbQyY8EpmzPB5itBdfusMY8g9CTyFhPashy+8847TJ06lSlTpnD55ZfT0LBrTDitRGy6ziffrCEWyD7xz4WVtdzuTCVgNKs5GEJBMtgIumZclCKhDBu8uU9Lm/i8937gyn+8Zz22eYpSCRgD1upqujMh28VQdfvbz5ngbO1MUMWZ0IpmMaENBdvd/VZbzXj8ljkT0rErZpiDA9XpwWtLUNOQ30Q70ViD4nTnVc0BjLwJ5u/KtPwZYoJx09XCxsp3GHfhzgSnBz0WRlEU+lZ4WzgTUitbqd+O4nB3SgJGLR5Fj0doSjoJaG7DmdLGdcPndlDbGKEpFDOcCWYehW6YhFGPRVCdHuwllSh2JzZfMe499kN1eQl+/7m1XzJ1vrcMczAFS9Xpoc9pv8c7+ABrW7MzQcSE3ZmbbrqJCRMmZN0WDAYZPnw4V199NS+++CKNjY3cd999bNu2jcrKSmu/yspKtm7dmvUYwq6Bdf1Oham1R3MZ4u5zLxYKIxlsyEjQvCPIJ7G2IXzrKO3kWIpXb8RRMSDjOXtJJXo0ZIUbx2o24Cjfw9hW3EvCHIQeR17+2bYsh4FAgFmzZvH888/Tp08f/vGPf3D33Xczc+bMzm7rTid9hdKtxMFaOQ1gS8ULmySDDagef0adY9OZYPOVosfSwxwiqdcYoQbOXgOMzO+REDZzMB0Ng6K2EgPWbG5k+bp64gkNh101rFbhJlBVa0Jk85da+2ez3xurwIbDomVdZr0tZ4KvmFjVuqx9tbuiJVI3nTYT9XQ/MSEUTjkT3LkvATbTmeB1osY8eGxJ1m/Lb5KXbKzGXtzLsq+3h83tI9FUC0C8rllMSDTWoCdixGsMETOMG1uBfqp0t0Gfci8bq7I4E1y+VvsmGmuoeecRVE8Rlcf/qqD3NL/rupiDAIYwlww1Wr/vlvg8DtZuMYS6DDGhmzkTdF1Hi4VRnW6Kxx+Hb9hBKIoKdhXvfgcSWv45evJXKDa7JTy2diaY15hsoVSpErTbIVoGln5E49dvs8c5szp8DKH74vP5mDNnjvX4l7/8Jddccw0TJ05stW++1590Fi9evF3ty8aCBQs6/Zi7Iy370b1qBR7gmyXLQMnjxqAlKAPWr1xOhMp2d9+V6UnnpBILodudoNrxfvsKjuqVNBw5nYITKOX7fpEmSoF1m7YQy9FPjq01+AElHsrdl7pOafUGot7ebErbx1HTiB9Y9Ml7JIsqKd28iuiAA9i8YAHeuIKjelOP+n46k931c3c2O7sf8xITTMvhH/7wh1bb4vE4s2bNok8fw+Y6dOhQXnnllc5tZReRvkLpV6OoSWMVOhkOkL6eG16ziM1P3UjFMRdQMuE463lzUmLzlxLbtq5VmIOZt8BhiQmBVNIXJ1oshOJ0txoMRWJGiEVto1HqTvX4iddvRbHZLQufPcOZ0FpZbRYsQpat2GpzmzkTStCCDei63qFB2q5IPmEOlnU70n1WWwOmM8GT25lgUzSSup3yIhdKyIOLGKH6OtbNuZK+p/yvlZ04G4nGGuxFFXm3x+YrJbp5pfHalMXPXlJp1WQ2t4VwoxZazcHlQYuG0XWdvhU+vvq+yjqHm8Mc0pwJwQbitZvZ8PBV6LGwkfehQDHBnAxXR2yobuP710KNULFH1v19Hgcr1tcD0KvUjcdlXJq7XZhDMgFaEsXpMUpCFjd/x75hPyaw6D3Caxfj3XuM5S5o7Uxow/3k8qB6i4nXbelwE8NrFxNZswgtFsn6HkLPZtOmTXz88cf89Kc/BQyBy26306dPH6qrm1f0qqqqcoZJtMXIkSNxuXJfzwtlwYIFjB8/vtOOt7uSrR+ra7+lab2H8RMOzPs4q//rpm95MRW78XfS087JtXddQtGYoyk/4udsWvIikViI4b2cGa62ziReu5n178KgIftQNCp7P4VXO9i8cB5qLMzYHH0Zr9/G+rcSDNh/HMVjm/eJbCxm0zcvsm//ShxlfdmQjLPn6B9TNHo8tcEfqN+4iHFjRqPYco/PdkV62nnZXdlR/RiNRnOK7XnJem1ZDsvKypg8eTIAkUiEBx980Hrc00l3JpSrzavK6Xbl6NY1bHnuVtASraxXphhh85WixyOW7dcMYTDLQjp7DbCOu/npP1Pzn/+HFo1kzZcQiRorytX1xjGMjLJNaJGgFTdoS8+ZkCWBTFu1ls0wh6wihLcYPRnvFBv4rkI+YQ7d05mQqubQTpjDsL0rOXT0HqguN3YtxgBbLYltawivXtjm8RON1RkTzfawFZWTDDagJxMkmmpRXF7LSg8Q2fA9APVxB057gWKC2w9aAj1mCHCxeHPuh5ZhDqYzIbxuKXosjHffCSSDjXnnSYms/w4tHiWZyvK8OaDiKTHEvWQod/hXuqhjOBOM8ykQzq96xs7CCr/KMkn37H0AitNNcNknQHPeg9zOhOy/GUdZ3+0SE3LlahB2DdxuN7fddhvr169H13WefPJJjjnmGPr374/L5bJWZObNm8cRRxzRxa0VdiTGuCe/EAcT1eO3xmJC90eLBEk21RBPuWJNB2Nw6cc77j3zyYWVcicrsdyVmuLVhqPSHOOb2EuMfEOJhiqiW4yFEle/vY1tRRWA3kqEF4TuTKelCW9qauLyyy9n2LBhnHrqqQW9trvaCj0b1mIOmSvSxIQfli4iXm/kN/B99Rx2HXD5qV63krVp7+vc+B0+oC4cxwVE6raiAsmIYYtyr1yKB1hTG6YI+G7hAvzVGwiHI2i+cmxa689RVVMPwBdfLyVS58VdH8ATCRLRFeKOEjYuWGBYqxQVUPjq629afS7Hti34gSVff0mypF/GNs+GtbhUe8brzDY4t9XhAxZ+/hGatwwBXOt+wAssWvoduqt1PhEAdI1SYMOqFfxg6x4WrpVrGlAUWLLom5wuk+JwCNUTZdG33+CursOjxSm3Gb+DTcu+5gdbv6yvQ0tSGqhjWyDGujx/h866AD50vv7kA7zrV2JzeI3zLhGlVLUTXGYMHDY2aFTuoRb0+3Zuq02dtx/TVGcMDt79+CsGVrpwr1mJW1H5euEiUBS8DU04Qk2s/34RHqDaVooXna8//RDdlT1EwUSJBSmZ/w/Cw3+C5vTgB9bUxOnX25g0r1q2mFgg+yU3HGgWGtat+o54wri+LPt+FSVK+5mdA+Ekfo+t3f2yUUhfqqF6SoB1m7ZmtX/6ygeTXPYp6/r+iJKmOlQgEWxgwZdfWDbkbNeYdLy6E/uWtR2+hvu3bsQBLPnqc5KlqXJcug66BmrH+igfxJ65Y7n44ouZPn06o0aN4oYbbuCyyy4jHo8zbtw4LrjgAgBuv/12Zs6cSTAYZP/992fatGld3GphR6JFgnnn5TGxuf3dStgX2ibRWGP9r+s6SVNM+P4zeh13MYqt86sd6Vb4atvVHKBtMSGWpSwkGAt+tuJehFd9g728H4rd2VweOXXcZKjRWkwRhO5Op/wKt23bxoUXXsjBBx/MNddcU/Dru6utsGrL5zStNf42J1EAe/XtRUnq+Bu++jf2vfY3Eq4lYgxLe98GvYqaRdBn0L7Ur/8aNbUKqmgJxo0dQ03VVwTcfoaPPZANXz7FXsUOanUdR6QBd2U/NFs5+7b4HP96710gRlFZX8aP35cGbSs1P3yAGg1Q2X8gvVL7r/24DD0eydoP4XUeNn/1HPsN2hPv3pk2seqqrwhs8VivS+/LUDFsWfwqw/ceiLv/fh3v2F2I+vgGapfCmPE/apUsM50f5rvpU1ZkfT9dzRdrv8XvieR0HAGs/UCltHcfKsePpz6xidofPqCfzZj0FhNheOqz6LpGaPmXePcZi2JzMOvvrzIN2HPYKIrH5Pd5Q8WwZckb7D+4PzUrNNTK/ta5Hx+2D4Fv3yPeWMPmdz0MdtsK+n0H/Um2Ln6N/fcZRG97H/793v9R0msA48cPpHrbAgIeP+NT/VBTt5jGLUvp7XcR8pUwaMQYtn33DiOG7IXq9lL3/lx6HX9J1kFGdOsaNs6HfkVO7KW9qAG2hp0cut9+8CUMqCyjLEe7v920hK9W/kCJ38nBP5pAUtPh+Zcp69WX8eOHtfn5Pvh6I3+b9yUP/nEyfSsKW6Ur9FoZ27aWDe/D4P2G4R/e+nV14dXUvbeMsSOHs+bNKDafUQHmgGH7Yk/lcqnetoDAVm/O960LraTu/SWMPWBUm4O5XKz/4lHiwL4D+uIbarxH/SfzaPz6bfa87J4dEqLVFbbC3YH58+dbf6fnSTj22GM59thjW+0/bNgwnnvuuZ3SNqHr0aIhK/F0vqie3Amohe6HmYzQSMQcQE/Gce81gsjaJVZIXWdTSPiqGm/DmVCzEdVT1CrHmqIo+Pc/hIbPX8PRUIWzz2Arf5lZTluSnQs9ie3OXpJMJrn00ks5/vjjufbaa3epWHotFrbCBHKFOSSaqrEXVWD3l5Fsqst4vZnMsDmHgW4dT49FSATqsPlLrVwHpt1JT8SIVW/IOjm1whwamsMcTNJvqnZ/KUqOpIBWdYEsN1QtHsmatBFANS9yUh7SIp8wBwDd4elWqyHBSLzNEAcwSpeaqr8ZcjPQbXyGePUGq9RhZP13bH3uFmr/+ySxeJK6zUa4T0E5E4rKAaOkZKKpxnoM4CjpTdnhZ+CaeAFJTcHvLmx12VL6w01GnhFVYVMqCWMyGsz43ShON3o8SqKxGltRhVVmNRmoI7RiAYFv/0tsW/YkpObvItFYnbL4K4R1J70rS43ylHmEOfQqNfrZpip43fZ2EzDqus4L7/2ArsPm6h1f7qytMAcAe6kRox7dsgoARy8jr0Z6yIEWj+a8xgA4yvoBOom6jmXiTwZTYQ5p/R2v2UiibovU7xaEXYgOORM8fik924MwxYRkoJ5EwzYAig6YBDY74dXf7pD3NKs55BpDG9scKC6v5UwIrV5I/acvZ+yTaKzGXpI9b4t//8NBSxKvWoer72DreWu8IuNsoQfRYTHh4osvZtGiRcyfP5+lS5fy1ltvMXXqVKZOncq1117bmW3sMvRYxCqzmC4mJFOTcC0eRQsHsBVXYCsqJxGozaglbwy8lYwJvxlHrsUiJIP12PxlVsyfmWQOINlUi5ItZ0IsM2eC6m1OoJgeO2jzl+Wc4LaXM0HJMVFwlPcDRSW6cXnW7bsjeiIGNnurqhit9nO4u1WcZiicaLMsJICeTFi2cFPY6q3WA4YQZU2e640bfMNnr7B1yQJKVePmai/ulXd77KaY0FBNMlBvPU7HzHPgcxd22bJyVoSasNvUVEWH1G+4xWDUnCTHazdjL6qw8o8kgw3Ng5qmmqzvY05eg9VbWbhoNZrDg4ZKvwqvUXWljZUGS0woaf7N+z2OdhMwfr+2jh9SiRvrA9E29+0MzDwy2fK5ADhMMSF1LTOTdCaD9YTXLCIRqDdE2jYSI9rL+gJ0KG+CnoxbImn6YEyLGtfL2JbVBR9TEITuiRYNdSBnQlG3EvaFtjHDHEAnuukHABylfbEXVZDIcS/eXqwqXe0sEtn9ZaipxNpNX71N3fvPZMwBkoF6y5HXEmffwVY5SFe/Idbz4kwQeiIFhTlksxyOGjWK7777rnNb1U3Q4hFs/lIS9VutnAmKy2vdiMxJhb24Ai3ihmQCLdxkiQd6PIridKGkOQxsRRXEazejxcIkgw2499jXsFKp9tSkTAGMi1E2Z0I4aiSCq25IJXf0ZBcTSg851Urw2BJrclWgM8Hm9uHeawTB5Z9TftQ5WffZ3WhvldVEd3i6lbUyGInj9bTz889wJhiTP5/WREhz4lVjxKvXY/eXkmgwVnvtZX2J/vchKtSBxuMCxATVWww2O7Gtq0HXsooJdU3GOV+wM8GsppFajepf6becCVokczBqVjFJ1G/Du/eYNDGh3vqcZgKolpir7/GGKmoCOkUuQyDoW+EjkK+YUJouJjgJhNoWE175YBUup41orDmp5I7EdCbkEgPMVRhLTEg5E2JV66j9v8cpOehk9Hg0a7UYE0e5KSZsLrh9yVDzimOGmJBaPYpuWY1v6EEFH1cQhO6HFu2oMyEgVal6CImm5gotkU3GQpatqBx7UbmVP6GzySfMAYxEimqNsZiSaKhCj0fQoyGU1JgiGajLEArSURQF/4jDqfvgmYx9FKcHbPY2EzYLQndjxxRp3UXQYxFUl5eI7sCjxtFQcJRUWpNCUzG1F1Vg85s27eaLmxaLoDrcGat45gRLTzkTVF8JiqJg8xgXH0fFHtZAveXqn67rljOhpr51mIPqap4UuQcMwz/sx1k/l2J3GherbM6EeDRr/XcT334/Il69gVjNppz77E7o8VibVjhrP4e7W1krg+F4Xs4E03GR7pL5Pm4kXoylMhUnGqux+UqpmHw+aqiGQ1zLCesOaOM8aomiKNj95UQ3rQAM0a0l2+tMMPt/j14+NlUbg0ljMJoZ5mCgYyuuMMqz2p0pMcF0JuQSE4ybvyMeoFQN0hB34nHZKfY5UdsRE/xZxASfx9FmNYdoPMnHizZxzI8GYrepNOwEZ4JZiSFXfhCbvxTF5rDEBEfKmRD49l3QNRL1W1Mia+5zw+YpMkre1nZATEgTEDJCK0xnwlZxJgjCroCu64YYXKCYYFX3iUtVqp5AorGmORR4ozE+sBeVYSuuSHMtdC5mAsZs1dDSsRdXoqYqN5khdKZbQteSJEONGdXVWlJy8Mn0PvV3OCoHWs8pioLNWyJhDkKPQsSENjDFgIhuDPTDuhPVU2TZ1S0xobgCe1Gq/FuaG0CPRVCc7oxVOHPFNRlqQI9FsKcsTebqqKOsr2V9aikmxBIaug5Oh436QJR4QkNNcybYPG1nmzdRFCVnRmMtFm1TjfXtZ9RzDi3/PK/3yoemRe9R99HznXa8nYkhvrSfJE7rZs6EUCSeUY6wJbquGdnvW+RMAFib7IVmd1tljxKNVdiLe+HdZxwRZxnltiD1SV/Bk1tbUTnxmtz5Fkwbf6FVCxTVhur2oZliQqWfSCxJbWOkVWmxzN9qhfFb8ZemwhzacyY0iwV72OsI6C76VniNY/jacSa4szgTvI42cyas3FBPIqkzZt9KSotc1O0MZ0JqUp7LWaAoKvaSShKpEAVHaW8Uu5PYNiOTbaKhOnVdbVuAc5T1s45RCNZqjpq5smOWAI1KmIMg7BLo8QjoWodKQ0L3KtUs5CbZWI0rlfA7XrMR1VuMYnNYzoT0sILOIp/SkAD2kkrUWJBkJJiWM8mYFyRDjaBrVqh0NlSnB//+h7ZyyNh8JVaJY0HoCYiY0AZaLIJmdxHWjIF+UHOiupszAZsKpC3DmVCT8XrV6clYhTOdCfFUcjHVa4oJxg3OXtbHyE1A69U/M/nigEo/ug61jcag3FRP01dY20N1+7LnTIhHUJ25L6D2kkqcffcm2IliQuOXb9Dw2SuddrydiRHm0CwmrNncyC3/+sIq7WeiO9xo4aAxSe8GBCMJvO42whySRjiNFeaQdi7WJX1EPL2bnQkNVdhLKlFUGz/4xxn7aF5qGgpb+THziQAZCRhN6pui2G0qbkfh1lRDBGx2JgBs2lpPMtiALS2mMfO3arTH5is1kiqmEqwmA9nFhPQEi24lQWWfSo4cZ9SXtnmL2xwc7LNnCacftQ8ThvexnvN7HG2GOSxfZ7Rnv73KKC1y7dScCUoblUvspc3lrFRPUUb/JhoNK2hbzgQwRNV4bQfEhNSAztmrf4ucCSFAIdlUIys+gtDD0SJBSwwoVExoGfYmdF90XSfRWIOz1wDLgWIuNNiLKowcOTvge8ynNCQ0j+ej65tDvS0xIVBv7JMjZ0Jb2LzFcp8SehQiJrSBHo+QVJ1EMMSEkO4i6UjLmdBYg+opQnW4rIoN6RUdtHgExeHKyHzeLCYYA2UzW3w2Z4LizLTvhU0xoY8hPDQnYSzOOEY+pIsi6WjthDkAePedQHTD8jYTCurJRF7t0JMJYlvXoIWbeuTNXU9EM8IcvllexYcLN7GlJlOo0R0ewLBldjWaphOOtB3moGvG92eGOaQ7ExoVP42OXsSr1xs3+4Zq7CXGef1VcihR3U61VkRNquJIvlh5ElQ7Nl9xq+11TVFK/c4OxbnaPEXWoKN/Zer3s24t6FpGDej036oZamHzlaZWtI0VkNzOhAZLCAQYOnQgpx21r3EMbwl6ImblHGiJw27j/JNGWOEOYIY55BYTvltbR+8yD2VFbkr9rp2SM0GPhUFRUWy5zx0zb4LicKE6XNh8xrXR2XsvksEGkqHGNnMmANjL+5ForEZPtJ0zoiWmG8FZObBVmIOz914ARCXUQRB6NOsf+F+2Pn87QOFhDuJM6DFo4Sb0RAx7cQW21NjZHCeY9+dc9+PtQY9HQVEtZ2YuzHFPeP1S6zlzQdF0KbflTMiFzVdCMtSIriWpeecx4qkk14LQXRExIQe6rqPFIsQVBxHNUCdDmouE3UMyEkgpptWWSqrYHajeYhJpq5Z6LILqdGeswtlSq52mhdcst2iWa7SX9sGZmtyorswBdyRmrBYP6G0o66aYYNW7LUhM8OXImdC+Bdmz10hAJ7J+WdbtsW1rWX3rOTlL6KUTr9mInjQmDB2Jke5q9HgswwpnZt+vbcxclTfEhOxJL3c2kVgCTafN0pCmGGQ6E9LPYcVfzlYqSAYbiG1dnbrZGzfVDQ0ar5ScwxvhA6hpLMyZYLoR7P5SFKX1pak+EKW0qP38FNlQPX4rOV+vUg8Ou0rTlvUA1u8NMsUEa9DiKzUm0YCj14DcYkKoAWffvZs/T3rZ1tTqRDJHUlSTyMbl1H30AmCEOcTiSeKJZNZ9l6+rY+heRhtL/a6dkjNBi0VQXZ42BR2zooN5XbL5SkBRKRoz2ThGJNiuM8HVd2/QNcJrFxfUvmSwAWx2HOV7pGqSJ9B1DT0Wxj1wf0AqOghCT0aLhUkGaoluNjL7F+xMcKecCd3gXiy0jVlByV7cq9kpaI4TUo+TOyBvgh6PotjbX7iwlxguPGssrKhWe0wx29ZRZ0KogdjWtTR89jLB7z8t+BiCsDMRMSEXyYRRAxaHlTMhpDuJKUbVBj0RI9FUm2HNtvvLMpKzabGwISbYHIbKSbNFK15vhDlky5ng7LNXxr4mZpjDni2cCTZvEaj2duO70rF5sjsT2ioNaeLqvy+KzUFk3ZKs20OrFoKWIFazsd12mPXoAeK1PS+poxaPZYgvwUguMcHo0+5QHtK0zhd52xITUhNYNSUm2J3GOaza8JRUsDJm3EQDSz8CjERESU2nuj5M5aAhRBRP4WEOphMgS74EMMIcSovyT+qYjs1bbDkTVFWhXy8fidT5ZjqBoFk0Ud0+S1gwSzUBuPsPRY+GWjkMdF0nGWzAXlxBAGOlLCOfSWp1IleFFZOmhf+l7t0n0aIh/CmxJ5s7obYxQlVdmP0GGsctLTLEhB0RP5qOFou061wynQmmY6rogEmUTTzLcgYA7QqW3r3HoLr9BBa9V1D7ksFGbN6SjPJaeirPg720EkdFf0Irv854TXjdUhJNbX8vgiB0D0z7txkaav6fL+JM6DmYIQO24l7WgoUp8lvlpHdAeUgtEcsrF5a9qBwdiG5aCYqKs/deVnvMe31bCRhzYfOWoMejVkLqHZVoUtg1aFo4n/Da7POxnYWICTkwY4Ojut3ITA8EdRcRxRgEa+EAiaYay2kAhmKaPig1s5YrimKICg43qtuYaCRStiVzwG0rKjeSypT2xlk5kD0vuwf3XiMz2mSGOZQVufG67VSnbOSqpwjV7S3I/p0tZ4KuJdGT8XYH+qrdiav/voTXLs26Pbrxe4C8Ytmim1cZIoii9kxnQiIzAaPlTGgxkdZMZ0I3COVoChnxgH5vGzdLzcyZkKrmoCioLg92fxnlpV5WBHwodidBU0wo6UVdY4SkptO3wktZkavDYQ724tb5EiAlJvg76kwoygij6V/pxx7Yis1fnpEPwrTfpwsa6TGPZiKolu4EPRZBT8SweUuo0wxhMN2ZYIVBpeIoc2E6F2JV6/Clvp9seRO+X2vsN2yvZjEhkdTbDIvoDPRYOGclBxN7C2eCb78DKTv0NGsVB2hXkFDsDnz7H0Lw+8+spI/5oIUasPnSxIRggyX8qE4v/pFHEFm3xAoz02JhNv97Ng2fvZT3ewiC0HWYYkKv4y6m13EX4+o7uKDXN1f3ETGhu9PsTKiwxARbmmMQRe1UMSGw+APW3/8bIzFzHotzis2B7jKqg9iKyrGX9rbanAzUo7q8eR2nJea8wHTm7Qj3RWcQq95A9VsPd5tcYLsrte89RcMXr3VpG0RMyIEWNwagEc1OVE+FOehOQrpxYUg01aKFGjPcA3Z/eUZyNrMaBBgrnqrbi6LaUBwu9EQMxemxLjQlE05gjwtuthK+OMr7tRIHzLKQbqeN8mI3dY2Grbl43E8oP+LMgj6fISaEMi4CzbV121/9dQ/cn9jW1a0FCV0nssEQE9rKXm8S3bIKZ5/B2Esqe6aYEM/MmZA7zMHo0+4Q5pCfM8HYx8yZAEZ5SFtxL3qVeNjWEMe1xz4kGowKB/aSSrbVGfkgKsu8VJS4C3Ym2FrEQqajaToN2xHmYPMUGRP+1OfqU+6lKFGLo2KPjP1MZ0L679pcWbD5SnGUGQkSW5aHNGP1VU8JNQlDMLR5WzsT2gtzsMSErWut/AnBLALB92trsdsU9u5vTJpNkWVH501Iv6blwhQN1LTPDymxKOXQUttxPwEUjZqInogVZPFMBhtSzoTS1ON6q5KD6vJQNPpIQKHp2/8CEF6zGJIJSXYlCD0E0z7uKN+D4vHHZdyj8kG1O1Ecrm4h7Attk2ioSuVQKrFcwFZosc14PtHYeTkTIpuWE6/ZRHjVwnbLQppobuMebC/uhb2owlpoSAbqOhTiAM1uSNP9awoU3Y3Qii9p/PL1bit27C5o0VBGjqiuQMSEHJj11MPJZmdCSHMRTBoXmFiVUeosMwN9GclgA3pqVdcsDQlGAjszlCGbfVp1eXD1GdRmm8JR47gel53yYrc1YfXsNZLi8ccW9PkMa2BmQkAtZkxE8lFSPQNHgK4R2fBdxvOJxiprQtTezVrXksS2rsHVd28c5Xv0SDFBa1Ea0lwZbpkvwMyZ0B1WQxpTzoSiNpwJuuVMaBYcnL36495jH3qVekgkNei9j7GP3SiZuq3OEOB6l3moKOlImEM5Nl9J1pWmQDhOUtO3Q0xIrUaFjP4v8zvppTSglvbL2M8YQCiZv+vUxNRe3MsSPFo6E6yyUE4/dcnU79zT7ExQ3X4Um6PdZFGmNTK2bS3FPuP7aQzGWu23uSZI3wofTocxkN55YkK4zUoOYPSX4vJi92c6TBSb3eq/fEKyXP2HYi/tQ2Dpx3m3L2k5E4qtx1Y5S5cXe3EvPHsfQODbd9F1jfDqhcZ+3eB3KQhC+5jX2vTxU6Gobr/85rs58botNH39Nu4B+6EoKu6B++PqP9TIp5PCXlRBMtB5E1nz3NIigbzDhrXUfd5RUom9uMIIg0xN7jqSfBGaXY0ty012N0yhPp+FQ2HHoGtJ9Fik3YWqHY2ICWmEflhgxe2bYQ6hpC0tZ4KLpqTxt1k3PcOZUFQBuka8bquR+CsZt7Lgq063VbrRXPkv9GYYNZ0JLjtlRW7qmgqbrKVjTq7SV8r1eKrsWxulIU1cA4aCam8VpxPdsNz4Q1Hbrc4Qr92MHo/g6rc3jvJ+xGs3bVfMdyJQR+C7Tzr8+o6gt8yZkCPMwXImdIMBTMAUE3xtKO9mzgRb86pPv7P+RPnk8+lVanyWUHEqt0dJLxRFoSrlTOhd5qWi2E1tgWEOis3BwP95CP/Iia221afO9e0JcwDQwsZNr9ydwKfGiHkrM/ZTFIWiAybh2+9H1nPm6oK9pNIKxTCdCVo8SmjVQuumH7X52JwsRVMdGeERiqJg85e2ecHXdc1Sl2NV6yhL5Ydo6XIBaAjEMoQV8+8dUR4yvHZxmkAabteZoCgKe5wzm9Ifn9Jqm2lVzceZoCgK7gFDiVcZiVzj9duo//SlnNcIM2+FzVec5kxoSHMmGI6RogMmkWisJvjdZ4RXGWJCd3AMCYLQPs1iQuuKP/li5IwSZ0J3RE8miGz4zqjWoahUnvxrABylfeh//l8yxs22ovJOnWinr+7m7UzwpJwJJc1JIhNNtSQCdR3KlwCZcwPF4SIZqMu7QtrORMSErsdcLEkG6nd4zqy2EDEBeO2j1fzP395ly4t/p/7jF4FmZ0IgoRJXU8nz7B4aYkZCusDi90FRM8rKeYeMBUWl6Zt3rEmDOWguGjOZ4jFHp54zBIZCLzSmM8HttFFW7KK2seMJ12wec+Wu+YaqxU1nQvsDfdXhwjNoBIGlH1kTDYDIxu9RHC6jDFw7FxhTkHH2GYyjvF9KXasv9KNYNH39Ntuev71V6MWOQtd1I1wlPcwhRwJGVBuK09MtMkg3pcIc0ssQtsSq5tDCQqooChUlxvlb6zTOfXuxMSGvaYjg8zhwu+yUl7gJRhJW0tB8URQ1a+4Pc5JcVtzxMAdori1eptUDEHK1DqmoPOlyvPuOb36tr3mwoDo9KC6v5TCoeedRtjx1A8HlnwMQVjx8Htub6kl/alWyzOYva1NM0EJNRq4Km53otrWU+I3BTF0WMaG+KUqJP4uY0MnOhOjWNWx+4noavngdPREnkSqH2x6ufntnFUsdZghEHtcYMMK9Eo01aPEoTd+8Q+3//Sung0mPN+etUJweFJujhZhgnLe+YQfj7D2QmrfmpMRjpVuIfIIgtE8yWG85vTqK6vHLb74bousamx67hk2PXUusaj29p0zHUdon5/724opWIYfbQzLYYJ1X+eY60NzFqbZUNperbKwhGai3ciUVSnq+JbN6WlevPGdDxISux/wO9ETMqjrWFYiYACxcUcX6TTUQCxGqMaosmM6EQEyF1ORfd/upjxmTKy0coNexF2VWcyipxDfsYJq+fpvqtx8Bmx3vPuMAI69B0QGTgOa4bJu3MGeCmTPB5TTCHGLxJKFIx9RKM55ZS7sIWM6EPC+ixeOOJdlYTWj5l8brdZ3IumW4+u2DzVfS7s06XmNm0++Ho9ywmweWfkDd+3MzBIp8abaE7aT4smQCdC1naciWQo+tmwxgmkIxXE6bZZHPhq5lloZMp1ep8Xuoithx7znccKlg5GIoToVOWIJDgeUhc2FOkrfXmWCKCUVxYzWjQc2e7DHjtU4P5UdPo+gAQwy0F5WTaKohunkVTV+9DWBVHQjoLnRUvBWVrY5j85e1Wc3B3ObZczh6NIQSqqHI66Qui0DQEMhMRlnkdaIqne9MiG01yig2LniTwNKP0CIB/CMO7fDxzHwK7VWMMTEqbegk6rYSqzJKeZoZrltirVh6iw0niK8klTOhOcwBDIGs4tiLrP3de43oFiKfIAjtY7qPtgfV7ZfffDckvPpboptXUjbxLPb6n4cyRP1s2IvK0bJUV2qP6KYfrPxJ6SQD9XiH/ggUtQPOhEprPhCv2YAej3Q4zEFxuK339+w9BuieoQ5mmLSICV2HKSYAJLZjMXZ7ETEB2FwdZN9KY2LVuDWV5Ts1sW6Kq2x27U3FTy6kydOfurCCs89gyo74edY8BSU/OgktGiL0/WeUHnJaRtk5k2ZnQmFiQjiawOW0YVMVyopzW6DzwYrJCjdfBKycCXkO9L37TsBW3IuGBW8A0PDpS8S2rsY3/JBUndy2LzDxui3YispRHS4rEV7tO49R98EzRNZ/1+Zrs2FOFAsRE3QtSWDJBx0SL5qdHMZFP6nphCIJfB4H8YRmOQBMVE9Rt0j61BSKUdSGKwGwqjmYpSHTKfW7sKkK1fVh9ph2I+VH/ByAQDiGz2PsX5E6P1vmjugo5iS5pINignm+ayknjitSRUJXqdHyq1FeevBUnJV7AsYAJrx6IVueuwXVW4RvxGGga6guL+Zc3u9pPRCx+8vadN6YKw/m4CG2dS3lxa5Wv/F4QiMQjmeEOaiqQrHf1enOBHMCn6jbQs07j+Co6I9n8AEdPp4V5pCnYGmKjPHaTcSrU2JCqr58S8ys3lYiz+IKw9UQywxzACPnS9EBk3BU9Mc9YChaOCAZqQWhG/L4G8v46rtt1uNksL7D9nETm6fIuhcI3Yemr99B9RRRevDUjATGuUh3AuRLvH4bGx+ZQePX72Q8ryfjaJEAzl4DKDl4Ct59J+R3vF6DKZ/8CzyDR1l5gkIrvzHa18EEjIqiGKK43YlnrxFA90zCaE5kNRETugwt2uzE7kr3ym4vJui6zpaaIOP2Mga3rrgRd2KGOTRGFdxeDyUHnkCR10UwkmDARbdTdvjPsh7P1X8/XP2H4ijvR+khp2bdJ1sCxnyIxJJ4nMZkrTxl995uMSHthlqoM0FRbRSPO5bImkVseeYv1P73SXzDD6F4/LGoHn9eORPMyYK9uBeu/vvhH3E4ANGNywv+TOYFLdGQ/0U3vHYx2+b9nci67GUuwVCxzVJyYJwz9Z++RGzLKqC5v8KpEIeBfYybYMvvJh+BZWcQCMXbzpdAWphDFmeCqipUlLit0qQmwXAcX0qkKElNdBsKWCnXNJ17n1vI+19vaLUtGDba01ZoRlu0LAemBqqo1oqoayq8lGLpYWfg3Wc8qt1Br2MvovTgUwAjbMlMwJmtnTZ/GVokgJZonVARsokJqykrbp0bpTGYXVgp3SFiwjocvQZYTqPiCccXVIK2JZ69D8AzZFxGeFhbmNeH2LZ1xOsM11h008qs+yZS201brL2ogmRTjbV60tIN0evEyxhw8d8M14quoRdQglIQhB1PIqnx3PwVfPDNRus5M8nq9qB6DGdCV8YYC5kkAvUEl39O0eijUOz53edNp1shE22jdLneKnl4MmiMzWy+UiomnUfx2Mn5HVC1U3rQFBSbA8XuwLvvgYRXfpU6VsecCWY7HBX9O/QZdxZthTnEtq0jXr91ZzdptyO9dHZXVnRoPVPYzahvihKJJemTWrSykyQebLTCHBqiCr5i48JW5HOyeV3byo+iKPQ981pjpTKHTcoKcyhQXY9EE7hdhoPCTM6WLZ46HxSnB1S7lZAOmlfa8ykNaVI87hiiG74j3lCFd8hYKk+6wlBVPcXo0RB6MpF1QgoQr9tsJbpTVBv9z/8rYKw8RjZ+X/BnMoWRQi66pvCQ60eoxaNs+tdM9GQc774H0vvU35JsqqX2//6Fe+D+RttT37M5kdyzTxHL1tRS2xBhUL9mO6bNV0K8ZmPrN9nJNIVibVZygHQxIXsoREWJh5r6zHMvEI5b4Q1mvH9DIPvEORsbtjXx5idrePOTNazfGuCc44ZZ24LhOB6XDZutY/qn6nCh2J2WMyRZv4V6paRDYQGegfvjSX33Ju49h6M43VbZTX+WspvN5SHrUUt7t9puWtQc5f1w9duH+o9e4IDy43itMdPd1Bzykfkdlha5ChJv8iFWtR7PwP1xVPSn8cvXKRp15HYdz1HWl35nXpv3/qrLi81XSnDFl6Br2Ip7Edu6Out1JV6/DVCwlxjuB3txL0IrvkSLhowcCkrmuaMoKtjU5kofkYBVcUcQhK6nqi6Mpuk0hWKYw1UjzKF0u45r8xRBMoEejxhjIWGnEt30A5GNyyk58ATrucDi90FLUpTKLZYPjtR9NFG/rZ09m4lsMpxt0Y2Z4XKmmL+9QlWfn15F45dvEFj8frsV2tqifNK5oKioLi+K02M577qKZKiRwOL3KT7wBOteaq6KJ0ONaIkY2168k9JDTsNZOYBNT/wJ957D6HvGjK5s9i5PepiDOBO6kE3Vxo+hwtk86dmydp3lTKgP69Yq434DS9laG6K6vu0VLJvbZyV8y0ZzmENhcX/haAK35Uwwwxw6NnkwbFRFmc6E1GfO14IMxk2578+vYc9L7qTvz69pdl14M2PUW5KMBNFCjdbKYzqu/kOJblxe8KqBGbJRiJhgJu9J5rA8xratRU/G8ew9htCKLwgt/4LwmkUAViiG2V/BNDEBoLYx8zwxYrgb0HWdd7/awGW3/B+atvNXRppC8ayT3XT0NsIcACpLPW06E4q9ThSlMGfC8pRQN3qfXjz99vdsrW2+SAbDcXzujifcAqP/E4FadF0nXreVoL3MqhKxvfT9+TX0OfV3BMIxVMUo3/r/2XvvAEfuwuz/MzPqXavt5fZ6rz6fuw0GjMExPQkBAgktJITkF5LwhjeEAOEFklBTgIQSIJQE02wwboB7PV/vbW9731Xv0sz8/hjNSNrV7mp3tXtn3z7/2KcdjUYjaeb7fb5PmQqTQSZUvuDL8RCi1YFottL85r/F2r6Jq8Z/QX2yu+y3oBM0U5UJHqelYo3kQqFkksjRCcz1HfhufCMdH/gPI8RwOWGuayE7oqkR3DteiprPki00PJQiHxlD8gSMAC2TJ4Caz5IPj8163FpN7uXRtLKCFaygiOFJbXwWKzQQqfkcSjox77ypqdBJw9Jq7BUsD9IDZxn6/seYfOibqPmiMjA72o3J24Clvr3qfUkuP4gS+ch41c/RSYR8eNTIzYGSzJ0F5hzoEEQJ7zV30vauf14UMWFfvcOwOJgKlr1LifiJx5n81bfIDBQX+kqVCbnxfpLn9jP+y68Qef5+lFRsXirhFSwMpdewS6lMuOLJhJHCzcorFSc9o/0DKLkUgslCPC0bE6TdGzUW9Mi56lnQShAXqkzI5rFZtJVih82ExSwtrh7S4S6TJ02tUFsMilV8lSfp+UIieyUywda2ATkRIR+p/jyrqmq8l/ncWPLxApkww3HqVob6V70X0eEhef4Aqd4ThRfVPNa6zUFvcuho0iYnU/MCJKevkLia5uDpUQbG4iTn2XZQC1SjTGAWmwNAndfGZGS6MkEn3iRJxGW3zGvl/1xfGIfNxJtu3QBQRtol0kWiYqEw17eTG+/XKnRyGbL2QM1sAaLVgWh1GIRKJSuAVAWZoG8jOb20/N7fkTc5uNZ8towk0M/p1DBKp81sfAdrAT0vwdLQgSCIMyqtlhrGNUKUcG0v2KCGpucm5EKjxkoVFPMZshP9s17Tik0fK2TCClZwOWHEIBO065p+jz82kDXI54XAIBBXQhiXFXIyxvD//j/UXLbw7+JkPh8ZNyT91UIQJUyeALkqx4qqnCc7chFryzqg/D6SL0zEFqtMWAqYPPXI0QliRx8mefHIJTkGPTA92XUY0Mbc+kRWSUYNS0NuvI/QY/8DXNqV8isFxrzN4Zk14HupcUWTCUoug3T8F9iEHDYlCWgTgPDIMEomjWC2EUvmDBVAZ7Mbv9vK4XPFyWrvSJQzvfOrptFZ8fmTCTK2woqnIAgVw9nmdRx2T9lkX05GNd9XlQGMs6FSJkMpcqECmeCvrEwAyAxUn5ugZtPGBHghyoSZAmQyI92IdhcmXxOO9XtJdh0i1XPcaDAAEAoBjLoywe+24XaYCUamZiZoNyk5EaZnWHu9ZKp2k79qoKoq8WR2zuwBXZkwtRpSh8thJpuTyeW17bT/V8om/D63heg8bA5n+0Js6PAR8BVUNyXnr1T1sFBYGjvJTgySm9QyGRRXY8WmhMVAI1QqT7p1oiA/Q5VVvoRMABBMZtLt+9hp6Sc0XlyV0NUepQGMoBGMyXSuTMXw0HO9/OThyu0Hc8EgExpXLej5tYIeYmuua8EcaEO0u8gMT89NyIfHMJXUiBnhXKHRWckEPU9jZWKxghVcXhguKEfjBWWCvvL24LEgDz3Xu+D9ijbteiAvU430CjTkgkOomSTu3VoeQT5WnPzkoxMGATwfmLyN5MPVLSBlx/pQ5Rzuq24HQSRd0gxkKBMWaaFZCpjcATIj3Yzf+2Uiz95zSY5BH7OnCmSGmssYC2pyKmpYTWwdW0BVsHVuR05GFxRuvoLqoWQSIJowextmDfhealzRZEL8xBOsGn6Y6/zjqOkoJl8jeSRSoTGy433kndpgdFWztnIlCAK7NjZw9Py4IU//1i9O8vnvH5zX67p33krjm/4aaZ7+3HQmXyaf9rtthBZocwBdmVAi80pGEZ3eRQWs6ShW8VWepOtd8Sb/9A5hS+MqBLONdCGEMRcaYfJX35r1oqS/juTyk48Fq76A6RO7mZQJmZFurM1rEQQB54arUQr2DM/uV2Dyaqugoqnc5uC0m6nz2KYHMBYY70w0RP+o9nq1XEmuBumsTF5W8VQdwFiZTNAtB3owov7eS+0TXpe1amVCJifTMxxl4yp/0cJTorqJ14BMsDauBiVP8kIhHMnbWPMqxXgqh3MGC4nk9IAgzqpMmNpLLW2+BZOgkDj5uPFYJJ7BbBKnWSmcdjN5WSWbL7YSPHygn3uf6l7Qe8mO9yGYrfNeLao1dGWCpWEVgiBgDrSVBaICKPkscjxYUZkAalU2h5mIzxWsYAWXBrrVLZbMaurDApkQU+wG0bAQSIYyYYVMWE7oVjJLYydQJIdURSYfnVzQvcbkbaxaxarXCttXb8fS0EFm6DxKNo0q55ATIQSLfV423+WCyVuvTdwF8ZJJ2bUxu0Bm+CJyImKsiEsuP0oqTm5yCNHhoelNH6Lpdz6Mc/P1oCqXRej4ixlqJoVocyDN0Ra21LiiyYTE6acA6LQntVAfl4+0yYM5Pkpm6AIR5xrt783FbIM9GxuIxLPGyvJ4OMXIZNKYTFUDyenFtfn6eR9vKisbNgeg4oR1PpAc3rIBtJyIGIqCxUKXDs9Uv5QLDiN56o0Lt6qqfPa7Bzh6bhxBlLC2rDMu/PFTTxHZf69BQFSC/j6szWtBkav+URnKhApkgirnyI73YmleC2hJ9BRk//bVO7Cv2QkUbQ7xwsR6LjJhbGgEuUBGJdMLszmoqspffPFRfjnPiaLuPXVVGcDIDDYHR4FMSBbIED18sjTXwOusPhCwayCMoqhsXOXHZTdjNolLoEzQVtgTZ58DQcTqbyKTlUnVwGrSPRThQn+YRDI3o+pDEEQkp69iF7CqqmU2Bx3+VevpywcQLz5tPBaKZfC6rNNIP+MzKbkWRRMZJiMpQ0EyH+TG+7DUd0wLLlxu6MoEvZpTsrnKQoegGMBlKiETJJfXyPyY3eag+6dXlAmXE+LxOHfeeScDA9PbXX7961/zute9jte+9rW8//3vJxLRSPG7776bm266ide97nW87nWv44tf/OJyH/YKagidMNBIUtVYPY4pNkaCC887KGYmrJAJywk5rY2z9Gu5TqzLsSCoyoKUCWZfA3I8VJa/MBPSQ+cRHR5M3kasrRtI9Ryn5/N/wNjd/1II9rz8LA4A7l0vI/DKd+Pe+VKjdWI5oeSz5CMTONZfBaikuo8Z92CzvxnQgtPN3kYkpxfnxn1zZkStoDZQMkkjqHolM+ES4Cf3HyTZrQXpNZtihYm0F9VRx1phAJQ8vbRiMUs01RUHors2aMzp0fOarEr3jevkwlQoimpI9BYLrc2hRJngsS4qM0G0u7V+9cIqvpKM1oxMEOcIYCythQRIpPM8fmSQp49rvixL4yqyE/1aWF7BqzVbAI1uU7A0rSlsO7fVQZXzxuCk0qpkdnwA5LxGUKAFZzrW7sFc347J24Br+81I7gCmQq99IpVDEMBhNVHntU23ORTkcxMjxbqchSoTgtE0XQOReftGYwXvvXuOAEYMm0NlMsFp0x7Xj7+yMsFSdZuD/j42rvIXLDzlZEwiNfMkvVqYA60gmsiHRzH5GvF5td91LXITvvnzE/zDN58lHM/MepwmXwO54PRGDzWTRM1np5MJHhvncs2Y46OGfSESz0xrcoDpnwlAOJZFVWFkcn4Db1VVyYz1Ym64tBYHAHN9G559dxi1saLNOW3ir5MJZl+z8ZggiMZvU7TMTCbo1q6Z8l1WsPw4evQob3nLW+jp6Zn2t3g8zsc//nG+9rWv8fOf/5xNmzbxb//2bwAcP36cD3/4w9xzzz3cc889fPCDH1zmI1/BfDFTCLFe260rsFJZpYxMmAglyctKxefOBdFaIBMyK2TCckJXJujVwPqijz5eW6gyQdvH7FYHVc6R6jqEfdVWBEHAte0mLI2rsTR2kjj/PLngyGVpcQBNZefddweSq+6SWAfyoRFAxbn1Bi077OJhg0wwFciE7Hh/mdJYcvmAFTJhqaFkkogWO5LLd0ltJVckmaCqKt1PP4KASkh24FNCyIkwktOHzd+AWVBQBZHjMT+rmlyIYnEFMOC143NZGRyPk87kjUnUxcFIxdd6/Mgg7/zkQzVJWU9n8tgtxcldncdGMp0nnV3YyqpGHKgGOy/XkkwwWRDMtmlZBJnRHsZ/+VWyY71leQnRhDah01ciLPXtqNk0cmzSqFMsJQgS5w/Q95U/RckXvJQFm4M+8a+GTNAucqomHSuZSKiqQqrnuOENszavMf7W8JoP0PK2jwNg79xO559/zVjlSKRzOKwmRLEwGY5lygZK+rmNTRZJkYVmJvQOa8c734lwsbqwSpvDDJkJDru+Cq5tFy+xeOjwuazEklnkKgZ85/vD1HtthsWhlExQFLUmAYyCZMZSrw1izP6mYr1qDRodIvEsoViG0WBy1nNra99MZqjLqGHVkSuEhk61OditJjKiA1HNo2ZThdfK4HNPzzUxPpOC2kWWFeIp7fehB5lVCzkeRklGsTavntfzlgKCKFH/yncb5KNodUxLYc9VUCaAloKtPWf2FgrJpvXOz4XkxSN0f+7tZSngK6g97rrrLj72sY/R2Di9QjWXy/Hxj3+cpiZt4Lpp0yaGhzXV2vHjx7n77rt57Wtfy1//9V8bioUrEZnRHsLP/eJSH8asGByP8+aP/JKzFXKnwnGttnt9uw/QyYQwsmghixlF1aojFwI9M0FJrZAJywkt5FZrEhMdHvIJbaJp3P8WQib4tOfk5shNSJx5DjkRMfIa7Kt30P7ufyZw2x+CnCc70oWpMAG+XCE5vaAqy948pKuCzYF2bG0byYx0G/MGXZmAqmAuzSzSM6JWyIQlhZJJItoc2thRVS6JcgX04t4rDOFYhu1SN2OKlzO5Zm5K96DIWSSnh4DNRbQXItZmLo5l2L1x+sWtsc7O6GSyLK2/e6jyoGVgLEY6K9M1EGbPpukDo2ohywrZvDLN5gAQimZoqZ//R2nUNxZIBDkZranMS3K4pyWkh564i9SFQ9g6t+Ip6RPWg/r0qk5zoR4oOzFgkAlySc9uZvAc+dAIciyI6G82lAWWloIyoYpGBz0vwRxoLespTvUcZ+QH/wCAYLEbzCtgdNJXQqkUP+CxoSgqkUTGmLQKkgnR7iIdCVLv28hEOEVigTaHnmHt+zbfiXAspSsT5iATlNnbHIzMhFlsDp5C20A0kSWe0oJMZyIERiYTtDcV61TrPDZ6R7SLYiqTR1VZtDIBCiGMBSJLDzCshTIhXkIK6QqBSrCt2krk2XvIDJ3H3rkd0MjN4CPfRzBZyoI9dag2N6iaDUm0OgjHs3S2TCf9ijkW2rFEk5oqAYoVa9UiO9YDgKVx9byetxwQbU6UTBJVVQwLRj48iiCZjdUQHVKBTBDmaKjRVVpzIdl1GDWTJD10Hsf6vcQOPYhj4zULeyMrmBGf+tSnZvyb3+/nFa/QJgTpdJqvfe1rvP3tbwegoaGBP/qjP2Lnzp184Qtf4B/+4R/4/Oc/P6/XPnHixMIPfAYcPDi/XKVawH7619h693NR9aOal7/StRo8ejxKOivz8NPHiU+U31snuru5xXoB2bIPgFRGYWy0myxFT/sTzx5hXcvCAqN9koXhvotcvASfzeWAS/Kd7LuIxWzl0OEjuEUr6YEe+g4exNZ1FDtwvKsfekfn3E8pxFQEL9B17HmyoZLxVC6NoKqohSp213M/RrT7OB2SofS9qwpesx0xl2IymWVgAedluc6leXQSF3Ds+adR3AufT8wX1u4DOIBTfaPYMiqW0CgXTp/ABfSHU+i/3MFImm79XMh5/ED/uZOk5errNi/F9/KFDHdoAsXhZ2I0iAs4ceBp8DQv+3m8IsmEoYkELVIYac1ettoaEc9qvamS04epsBJ7LBYgGEvT2eye9vymOicX+sNMRjRW3GKWZiQTdJn3xcHIosiEdFaTrpTaHBoL9otjFyZoqZ9fmCNobQ6g5QUouQxqLl0zZYK2f/e08JXsWC+ODVfT9Ka/LntcV26Mh5Lk8grmgEYmpHtPGnKqUpuDngIsJ6OY/c2aAkIQMXnqEayOqjp5dTLB0thJbmIAJZdBNFuNHAXvta/F0rymas94KZlQ5y02EvhLVpElhw95LMr2dQEePTRgZA7MF90FW818J8J6xdacNge5IJWaMTNBe1w//oSRxVCuTACtIvNvv/IUd9ywmj+8c1vF/Y2FUlyztUhk1XltHC5UsCYqEBULhR78ZPI3F8mEGoQwJlJaQ0Y8lZtdmdCxBRBI950yyITY0d+Q6jpE4JXvKgsQ1CE6vJCAL3/vcTZdfU3B5jA9JKr4mWgDqtImjfnaHLKjWhaHpWn1vJ63HBBtLlAV1GzaIAly4VFMvoZpv1XdgztX3a1kd1VVDalXiWVHezD7m5l44OvUZVJgvfR2kCsNsViM97///WzevJk3vOENAHz5y182/v6e97zHIB3mg+3bt2O11i6E7eDBg+zdu7dm+6sWY0NPEwe2NHuxr96x7K9fDb79yCMA2N317N27jYlwCofNhMNm5tjxX9PpOMTkvnfw1OnnSWUVfDaJfsmN22EmlszhDrSxd+/qBb1239Me3F4njZfgs7nUuGTfyf4nSMd87N27l+Gzv0TJJNm8dy/jowdIODzsvXb+WWKqItP9+Fdp89qpK3lPIz/+Z5RUjNa3f5LseB8DD/RT97K3s+Hqq6ftY3zkemJHH6Zl9Qb88zwvy3kuU71Who/ezebV7cv6mx4f2U/C4eGq624krI4T7DvIqnovQWDTVdczePRuANbv2mdkiQH0POGiyeOgvsrzc6m+ly9k9D39NWxNrXh2X8PQ4Z+wxiVwAZbkPGYymRnJ9ivS5jA8HschZHDX1bH9qu3G45LTa0hpT6a1Qf2q5umT66Y6B+PhJGNBjUzYvaGB3pFYRTl3uLByPJMNolroVoZSMmHbmgBb19TxnV+eXNDqaqkyQW91EGtIJkgON0oqhpxOoMp5lGyafGi0YtWcbnNQVG2VWnJ6Ee0uEuf2F7YQyqwLRnCPnnmQiiE5PJpP2hOY0z+n7UMjDayFCZPumdYnFb4b34R7+y1Vv9/SxgGjkWBKCKNqc2NTEmxY5cMkCfMK7ixFz5BGJkTiGSPMsRromQlz2hzmqIbU36eurIgXSIVS9YC34Os/0TVJKpOnd0Q7v6qqltUXZnMy4ViGRn9x9cyw8GTyhvphsTYHKE6OzXUteJ0WBKFIyDx1dIj/vu/UvPeZlxVSGZlXXtvJtrUBtqyum3FbyebE0rSadF/xdcJP/RRr+yY8V7+64nPMLo1kGR8a479+cZJcXsFbgUyYqhYpJUnmm3yeGe3B5G2Yd+PMcsCQKJeEp+VDI5i805thTO7qbA6i3TVnAKOqyGRHLgIamZAe0EjoSxl6dKVibGyMt771rWzevNlQMcRiMb797W8b26iqisl0Ra6XAEV/emZ0YW0uS42h8biRNTVWsCv87Vee4gs/0Np28rEwFkFmbZN2L01lNJtDRLayYZUfkyQyOk/FVSm07JUVm8NyQk7FjSYNyeU3rp356PiCwhdBG6OYPPXT1KjZkYtkhi6gqgrJ8wcArUmtEnR12eWamaBDP77lttnlQsOGLVm3omTHtWrW0pyEqe1sksu3YnNYYijZFKLVjrVlLbbO7QQf/QFCavntfVckmTA+HkQSVNx+vxbKVoDk9GLr3I7vtz/KOVnzVq9qqqRMcJCXVc73az+Sq7c0kssrDIxPH4wayoQZlAvVQlcm2EtsDqIo8IHf2U0qI/PNX8xfmqmrEORkFKXgs5EcNbQ52D1kRrrp/cIfEnzsf8hNDAAqlgqhbqWZEsOTiUIFXHvhOdoksCKZUFA+yMmoEfpoctVV1eaQjwVBMhlp8fq+lFQMBNGYtFSLRCpnTOjqPNrkZSqZkDU5cYtpWgJOHDbzgtoc8rLCwFgMh82EohYJgmoQS2axmCWs5sokgQ5VLpAcM2UmFEgtPfMhkcpjMUuYTcXt9Qnv4bOawkCf0P7XL07yka8W2wnGw9pAssFfPN91Hu25wVi6Yh7DQmFfs5PGN/wljnV7kCQRj9NifEaPHurnF09cLCM6qoFOCDX47fzjn97EtrWBWbe3rdpCevAcqpxHzefIh8ewr9k1owJm8+bVAPz2DU3GdUBXVZSimJlQsDkUrj1tDa55ZyZkR3suS1UCFJPY9Y54ORUnO96PtW3DtG2LmQlz2Bxsc9scchMDqPksgslCZrSbTKG6diU/YXkhyzJ//Md/zKtf/Wo+8pGPGK0mDoeDb3zjGxw9ehSA733ve9x2222X8lAvKfSJcnbk8iQTnjqmBSu3NTgZDyVJZfIMTyZ47uQIPcNR0lGN7PeYtetZshDAGMxZaPQ7aKqzz1txVQrR5lohE5YZSjqOaNfJBG2iqaoq+cj4oiqITb4GcuGiPULJZchHJlDzWfLhsSI5PoON17FuD76bfueyt6zp4/PlJrBLA9N10ic71lcYJ7u0e3JBGVwK0yWuK3yxQ1VVlEwK0epAEEQa7nw/qCqOUw8u+7FckWRCcFyTwJsdbk0Wb9JWUCWHV0uS37Sb7WvrsVtNNPinr2jp9oJT3UGcdjNb1mgD1u6h6cEX+uqgHti4UOj1dbYp3fIdTW5uu3YVTx8dqirorhSiXVcmxAxlQi0zE6xtGzG5/Zg8AZLnnic73gdQUZkQiWfRm+6GxoshjACCyYKtfZNhSwCQC8E9SuG4lWQUqWDb0PpW52ZD5VgQk6vOUGPoIYxKKo5oc867Eq80JNCvT4anNDqkBAduIU3Aa8dpMy+ozWFwLE5eVtm5Xrtwzyc3IZ7MzW1xAK3NQTRNqx/UIUkiNotUVCYks7js5d9NnUw40aWRQKPBJLKicuzCBF2DYWM7vUt8qjIBtPOXqCGZIAgirq03GoqLgNduNLJMRtKks3IZwRNNZBkLzT5g1cmOajMdbKu2ouYyZEYuFgZAajHEqAJuuX4zAKv9Ajfs1G7olZQJeup5ohCKGSmofTZ1+hkNJmdMTZ8KJZchFxy+LPMSACQ9ib0wEUj3nQRVwb56+7RtLU1rECx2LAXb1Iz7LNgcZiOS0gWLg3PzdeRDI6S6tUnrijJhefDe976X48eP8/DDD3Pq1CkefPBBowLyIx/5CJIk8aUvfYmPf/zjvPrVr+bkyZN86EMfutSHfcmg388yoz2X9kBmwHMnR9jQ4WPz6jrGQimGShZjPvH1Z7Ap2u/blEtgMUuk03nkZJRg1kK9z0ZzwMlIcDHKBMcKmbDMkFOxIpng9IGcR0nHyUcnFqxMALB1bCUzeM74ruvtA6C1DGTHeme9nwmSibqX/N5lH8Ao2p0gSstKYMvpBHIsOI1MyE0MIFrtCIKA5PBg8jZMU7JWOxZfwcKgZtOgKsZiidnXhOfqV2Ee76qqKrWWqHq2NFvn8+nTp3nTm97E7bffzkc+8hHy+cX3ti8lIkHtyy3a3QiCaPxISiVO73nddv7yrVdVnEw1F8iE3pEoAa+N9kYXkijQN1KBTIhlaKxzoKoz10dWA3210W6dLtvc3Oknm1eM8MJqIZqtWuNCKmqsytcyM8G77w5WfeA/8Fx9B7nJQZJdhxFMFky+6XLkaCJrBPQNTRTqgwpkgrmuGZO3ATWT1ILXFNlILDWUCamYYduQXD7yifCcK8z52CSSuw6pQKooSd3mEDMemw9K6wtNkojPZS0L6QRIYMchZvE7JBx204KUCXpewu6NmhVnPhaXWDI7Z/gigCrLCNLs6gVNWVFQJqRzOO3l+3XZzYiiQDavkVx5WWE8lKR/NEYynTcIsvGQTiaUKhOKNpHEPCfr80HAazOyT3RSYSJcTAj/xj3H+fv/fLric3Xo1a/Vkh22No0cyAxdKKYkl9SkToUgmRFtLuRkhHfcsZXdGxtY1zad9JNEAbvVRDJTtDkIgla3mcsrxvubC9mxPlAVw/5zuUEsyGT1iUCq54RGOLZtnLat2dfImg99ryKBWbZPuwuUPGpu5nOUGb6AYHXg3HIDUAx5za8oE5YMDz/8MO3t2n3g61//Ojt27OC2227jzJkzRv3jPffcY1gdrr76an72s59x//3389WvfhW3e/7X8RcLdKWNngd0uWFgNMamVX4a/Q5CsbRhg9vc6WcyksIjar9FORXD7TCjZFKgqsQUOw0+u0YmLKMyIR+dpPdL7ybVfWzBr3mlQ0kXbQ56c1FuYhA1m16UMsF7zW8hWB2EHv8hANlCnThAZriL3OQQlqbORRz55QFBELWw9GW85+iWTFuHNm6RXD4QJdR81pjEmvwtFZWMksuHXMVYfAULg54nV6q8tDR0IKCSi4zN9LQlQVVkwmydzwAf+tCH+OhHP8qDDz6IqqrcddddtTzGmiMRCQPFZH69f14s8QevafVy3fbKA/wGvx1BAFXVUvtNkkhjnWPaZD6Tk0ll8uwtBC8uxuqg2yUqBa+tadUmFgvJZZAc7oIyofZkgg49kCVx5lnM9R0VffjRRBav00prvbOsHhK0TmKdDc1HJwqyKe3iZGQmJKNGoKTJ5dcY7zlky3IsiMldV2b3gHIpXrWQFZVkOl82odTrDVVVJZnRJtQRWfv8nEJKUyYsIDOhZyiCSRLYvk5TxITmQSYk03kjqG82qHJ+xiYHHU67qdjmkMxNm+yLooDHqREMqwpBpofOjpErkAuhAtEyFkohigIBbzGoshKZUAtlwlTUF5QJsqwY+SYTkSKZ0D8WZ3A8MWu1a1GZMDdJA9oNVnR4yI52kwuNAJTVpFZ8jlMbQLQ1uPjk+26oqEwArUlCr+uMxrN4nBZaC+Gs1VodjCaHy5ZMKGQmZHQy4Ri2VVsQpIV/PwyCYoZrhqqqZIa6sDavLauKNfmbDXXUClZwuUBVtcpnk78ZVIXseP+lPqQyxFM5Euk8DX4HjX47qgpHz48jCPCnv7ObDY1mxMI9XknGcDssCFnt9x5TbQS8dpoDDhKpnEHmzheizWlYpapBdrwPORFm8tffumRd7i9kqIqMkkqU2RwAUr2aRdfkXbgyQbK78V37GpLn9hfIA60BTHR4SJx+ClTlsr2fzReSw2soiZcDqZ7jBbJea5oSRKkki0i7Fze94YM0vubPph+ry4+azxqT3ssJI5MJHj88wNPHhube+DKFPgYqnbvqY8l8cGRZj6UqMmG2zufBwUHS6TS7d+8G4I1vfCMPPPBATQ+yVlCyKWLJLFJO/wC0i5p7x614r7ljRkn3VJhNkjHZqfdp0uzWeifD4+U3pkhhkreu3YfbYV5UCGOkYJfwuKZPWNob3ZgksaxRIpbMVtXBLNq1Skg5EUGQzAiW2ldIWRo7NdWHqsy4QhhNZPA4LbTUOw1SxiAT6krJhMmyQBc5GUUt9O4WlQka410qr4odf5RU30nj36qqkI9OYvLUGzc3fSIhJ+evTEgVJtWOksaBOq9GJtz/TA9fumeYZDpHMKt9fmoqisNmWlCbw0Q4Tb1PW52B+SkTUtl8RXXLVKhKfsa8BB0Om9mYuJZaPEqhk1837dRyKZ47UbzATRpkQpKA14YkFS9HTrsZi0kkGM0YZIKjiuOeLwI+W8HKkEJ3AZQqE8YKFowLA+EZ9xEvNGS4qrGPAIIgYG1aQ2a0l3xwGNHmnJO8qnYA4bCbywIYPU6r0fRSbT2k3oSymJWipYR+41TSCfLxELmJAeyrd87xrNmhE8uVVAbBR75H96d/m+xIF9bW9UjugPZ5CSLODVdrtbSqQna8j+zEdOXeClaw3FDzWVQ5ZyS+68GhlwsMNVqdnQafNiE5cm6cBp+d1S0ePvPOYlK9nIzidliQdDJBsdHgs9NUp10H5qvI1CFZnajZVNXEgD6eyI71ET/+2IJe80qGNqFUjbGVPk6LPP9LBLPVaDdaKLzX3IlgsRE99BC54DCSuw5r8zpyBZWC9TK17c0Xksu7rMqEVM9xbB2bEUzF8Y1O/Ohkgmh1VAw5NlUYi18OON0d5I//8Td89nsH+cx3ni+r9n4hQcloY1WxZN6mW2ZzoeFlPZaqyIRPfepTXF2hTgW0VOWGhuKgs6GhgdHR+fXELgdykTF6Pv8HDJ86gkPQmGx9AO/YsJfAy/9gXvtrKlgd9ArA1gYXQxPlnls9L8HvtrKm1TtjfWQ10CXLngoSdbNJZFWzu4ys+PcfHeGT//XsnPs1eevJTQwUAgw9VRMq84EgCIY6oVL4IkAkoa+iupgIJcnlZSRPPYHb3ol7z8uRPFpCfj46aVyYJKcPORHRpIqqYigMdMY7nyhewIKPfJ/wUz8x/i3Hw6j5LGZ/E4IoaasUqWIAozhPMiFZkOw7S1b9A14bwUiap44Okc2rDI7HGU9pF2Q5EcZhMxuZA/NBLKmdK7vVhMUkziszIZ3JT8vdqAhZRhDnUCaUZD5UUiYAhjJh37ZmzCaRYxeKicu67H48lCqzOID2nakrnL94OofdaiojG2qFQCEoUw9TBY2sAS2nRFckdM1GJizAhmFp6iQ33kd2chCzv2XO353krG4A4SyxnkQTWbwuCw0+OyZJLPMkzwY1m0Iw22Zs8rjU0AcwSjpJurCqtdiBqLVlHUBZy4aO5MVjmANt1N36+3j33amRQa0bsLas0yxbqoKQTTJ+71cIPvqDRR3HClZQC+jEuLV5LaLVQWa46xIfUTnGgkVrW0NdMay4rUEn9YrXYyUVx+UwY8prz4kpdgI+O60NiyMTRLtOSla3aqovYlia1hB64kcLes0rGfp3Ul/EMxVsxUoyinvnrQuylpZCtDpwrLuK5PnnyU0MYA60YWnsAECw2KY1DbxQITmWj0zIx8PkxvuwdZbXUFZduXwZkgl5WeHLPz6C32PjHXdsAYrk5gsNhs2hJCxedHhQTVZD9bpcWPRSXyUvzHwnpDP1Vi4GBw8eLPu3abIHtyLTfWQ/DkGb5B89fQ7mmDDNBJOqTTgS4TEOHkyST8ZJZ2Uee+p53HZtEH5uUGONhge6sYkpzgwlOXDgwIIm7F3dIewWkSNHDlf8u9ea42xvjAMHDqCqcPC09kWaeh6mwir5cETGiFzIo5rMFbefax/VwCJ4cAK9kSxdFfYXiiRJ10E2oa0Q/+qx52nymUFqgQv9oMj4gP6zx1GsLpxA2uZHikxw7Lkn8QK9Y0FyBw8iJoJ4ga7jh8kGtcm6LxkjN9hlvBcp1I8H6B6PkT94EI9oYWKgl96DB/ElosSjCfrn8b5Hw9oEbnioj4MHtcDBdDxCKJYxgvCe2n+C3lAOJOg6eYxEdBWxRHre53dkPITDKnHo0CEcVoGLvcMcPFidOiEaT5GIKXO+pmN8FJMsz7pdJhUjGM5x8OBBIvEUiVho2vZKLoEkwuTQBbwOkYloHqdNJJFWOHbqAm51lIGRMJ2N1mnPtYh5egbH8LtMmCW17O+1+E4CBMe13/ETz581HjvT1c/BgwnGwkW2+vnjPaz1xSru49wFjYQ6d+YEJqm637YlCU45R6rvFLnmzXO+H3siiyUyOed2uUyCSFT7fEcmIjT5zBw5chi/S+T4uQEOHpxOPE3dp2NoALMo1ewcLwV8JivDfRdhoBerIHFiKATDiztej6ue0SOP0WVuKz6oqvgmBsi0bmfMugrOaSu8QuctoKhMjvXjAsRskvRYHxmTh8HL+Lyt4MWNVO8JRJvLGGOIdjf2dXtInH2O+le9Z1FWoFpCr4Js9DvKbHc6mVA6WZJTmjKBfBIsgN2D1SzREnAiCFrV90Ig6kGumYShapwNcjyEaHXg2vESgr/+tqZgrOJ5K9CgV27ri3iC1YFgsqDms3j23VGT13BuupbE6aeRExE8V92OpV4jEywNnfMO1L5coS2iaTkES7H4V4p0Qc2rK5x0GGTCHNXRkquwCFgSnn6pcfdjXfSOxPjou6416svHwynDLv5CQqXMBEEQkB1+cstsc1g0mdDU1MTERLGyb3x8vKIdYjZs374dq7WyB3ghOHjwIHv37i17LHEmx+jz4JBUnEIWwWxl775rF/wap8dPc6znHFft3MTerc0IzjHuP/gM9S1r2b5O+6EF873AJNft24XFPcr+c8foXLetYkPEVEy9UDx4fD8BnzjtfekYSl7k8MXjrN24nclIikxO84xt27ELm2Xmjzm3rp3+Uw8iJYPY1+5i45T9VzqXC4G6eyfxzk7W7HjJtBXPvKyQ/sEA69d0cNOuVn769MNY3C3s3VsemNP7dB0NTgsmr4cwAvXrdxA5cB8bGj2MAZv23YK1aTVKJkXPE/9BR4MP3969qHKO7gdyCHKO3ZvXIzm9xI5FGQe2XnMj5rpWBo83IFrMbNq9k+4HsrSsXo9/Hu/7dHcQGGX71k1cVcjIGM/28NiJoyiFkg2rq4HJ7ATYoaO5ntXWVvafP8eePVchitXfFPIP/Ir21jr27t1L05OPI5pNVX9G8k9/SXtrE3v3zi4LH+17jGx6kg2z7PeZi0cYDI2wZ89VZP9ngLWdbezdu6VsG5N7nO7hKNdes44Hjz/LxKlRtq9r5Oj5cRzuenbv3krsfwfZvL592nOf6znKowf7aaz3U+ctvsdafScBGkdjfPfhhwmntUF2o98OJid79+7l+VMjwCgNfjuTCWHG1zwyeAKLOcG111RWb1VCtqOegWM/R1AVGtdto26O9xNMXCDcf5ir9uyeVTHwm1MH6BoIs3fvXrJ338fq9ib27t3FxhPP0z0UmfYeKp3L0b7HyCY9NTvHS4G+p924vU7UXIasv4m9V+9b9D4nwzcQ2X8fe3ZsNWSDciJC74MZ2jbtxFvhfKT6TjJ85GeIsXGE/MzbLRSZTGZJyPYVvDgx/vN/w9K0Gu+1rwVAsjlx73gJiVNPkbxwGOemy6P6biyUxGKW8LosCIKA320lFMvQqpMJhTo50eExAhhzSpK8KrJ5vUb2WcwSDX4Hg+MLVCbodqlUHPxzby/HQ0juOiyFOvFccBDJsXlBr30lQklrZIJuKRMEoRCu3Ygl0DbbU6uGY/1VIJlAzmMOtGIuKGFfDOGLOiSnV7Mx5dJLYksuRarnOILVgbVlbdnjugVyLmWCXs2shxXPBVVVl5wkefhAPzvX13PNtmajFrwaS/jlBkOVTZEY1aE4/JenzWE2tLW1YbUWVxXvvvtubrnllkUfWK2hs6JCMozbnJu3jH0q9FCzhoI8u5LkTrc5eF0WOpq01+sbnbvRYSyY5Hf+9peFCaqGSDxTMXxRx9q2Ygjj8QtFcmcuP73Z16QFUFLssF0KCJIZ966XVZwIxQoBSh6nhbYGFw6biXP94WnbmTwB8uFR7abu9GgSKjlPevAclLRyiFY7gtlmyBLlVPEz0espc6FRQDAuipLdrWVHTJHiVQs9Qb90lUW3wNgsEi67SPdwlGBKQEVAScVx2syoarH2s1rEElnD7uJzW43v2VxQVZVUVq4uM0GuNjMhRyqTR1ErByTu2tjA61+iSch17/7qFo8RTjkZSaMoalktpI5tawKkMjKnCxWsSwE99LFrUAu1XNfuMzITdCnu9TtaGAsmZwxhLG3xqBbmQJs26EFrK5kLJqcXUI2Q0Jmg5XDkycsKsWTOuGa0N7oYmUyQy8/tD1azSz9IWSxEm1PLTAiPYfLVJtvBse4qUPKkuo8bj+k35JnaNvQGIFO4f9btVrCCpYaSTZGPTpCPjBkTN9Huwr52t0agH3/U2Hb0Z18geuTXl+ZA0ciEBp/dmDToNre2Rl2ZEEIwWTD7mowARqeQJq7aePk1xYlhW72TwYkFKhMKZIKcqTJLJh5Ccvkx1xXIhMkXbnDbpYBhcygZeze/5WM0vu4vavYaotVhrKKb61qxNHRg8jfjWLunZq9xqaHXty+H1SEfGcMSaJs2bq/W5iCarUhOb9VkwpOnYvx/X3h0QcdaDWRFZXgiwYYOH6Blepkk4QVnc4ifeoreL72L4KPfB6Z/DrLDTz4yvqxBsQsmE/TOZ4DPfe5zfOYzn+HVr341qVSKd7zjHTU7wFpBv7maMlFcYtaop1kobtrVxt+842o6Cyn1DT47kiiU+ZLD8Qx2q4TNYmJVs+bn7x+tLJUuxYWBMJmszPOnizKVSDxbMXxRx+oWbf8nuiY4Ng8yAcBeuNAuRZNDNYjGi2SCKAqsb/dxvm+6x8q2aivpgTNkx/qQnH4kp3a86d6TmHyNiOYi2SK5fIZPS//sAbJjvQDkw6OYPAFD9ik6NDJBKXRzz1e+qFc8lk7U9ZDOXRsaaPSaOdE1oREJJjtKOm6ENSbmEcKYyyukMnkji8DntladmZDLKyiKWhWZgCLPKYl12kxk84oRDjrXhLo1oA3eOps9BLx2JiMpxgoX8Qb/9JvStrUaqx1fwGS9WjhsZhw2E7m8gt+jBXtNhFOoqspYKIXZJLJvi+a1nCmEMZ7KVR2+qEOQTIYEc64mBwCxygGEnmMRKxAfHp1MaHKjqDBUxSqekk2VBfpcjtDIhCS5yDgm7/yUcDPB1rEZwWIj2VW0ks1V3WmQCaGBWbdbwQqWGrlJ7buaj0yUkeKCKOHadjPJ8weRUzGUXIbEqadJnH7mkh3rWChl5E4B1BfI5FKbg+T0IdrdyKkYLocFt5AmKTjYtbFIHrY2uBgajy+oek4yKmarm0jIsRAmlx+TrxFEE7ngCpkwH8j62Kpk7G1y+SoG9y0Grm03gyhhaexENFtZ9f4vXzaKnFpAX/RbDjJByaQrByt6qyMTAEyeBvLR6siEwcks3UNRMrmlmQSPh5LkZcVQQImiQL3Pznj4haNMyIz2MH7vlzHXt2utayYLgqV8oVlx+EGRqyZxaoF5kQmVOp8BNm/ezI9//GPuv/9+Pv/5z2OxVFeRtpzQL2TWfBSnmJl39d9UWMwSN+1qM5h1SRJpDpTXQ0ZiWaPCzeO04HNZ6RuZm0zQqxFPXpws7msOZYLTbubGna387LEujl2YYHOnpturZqLpWKeRCeISKhNmg77iq0+QN3T46BmOTltFdW27CRSZzOBZJLffuKhmR3uMiZkOk8tvSCVLu6R1MiEXHtVqs/TtPQ3I8RD5mEZAzFuZUCATHNbipLK5zoHFLHHDzhbq3CZihdR/waqtqjrtprLnVgO9BstdOFd+t9ZGIMvKnM/VFRCz2V50qLI8ZwCfTobohMBc6oEtawL4XFY2r64zlAn9Y9qgtyUw3XtX77PTWBhwLpUyASDg1W6WAY9WOZbOyiTSeUZDSRr9dta3+4CZq1dnCp+cC3pVVTUTUGMAMUejg8OuESN6vaV+zegorPgNjM29iqdkUogW25zbXUqIVif52CRKMorZVxsyQZDM2FfvINVT7JHPBYdBEGckLESrAyQTUmxs1u1WsIKlhl6Hp2SS5Asd47qk3Ln1xoLq5lhhO9W4F14KjIeSZXbPVU1uXHaz0Y4lx8NITi+Sw6MF9DnMuMU0No8PqcQS2NrgJJnOG9XZ80GxFWbua6Kqqpoi0uVHECXM/iayK8qEeaFULbOUcG2/hVUf+E9DYv9ig65MyMeXPodAyaYqqhRN/mYszWuxtq6fcx8mb0PVk9poUhvzL5VSQF9M0UlLgAaf4wVlc5h88BuIVictb/s4He/7V1rf8f+m5YEoDm3+t5whjC+ORJIqoE8obfkYDiFr3GRriZZ6l0EEwHQCoKPJTV8VygS9wu1cX5hsTiaXV4incjN2y+v48zfvprXeSS6vcMsejfQJVaFMsHVuw7HpWhxrFlevtlBMJRM2rvKTl1W6h8ol3ZamNYYlw+Tyl9gyVCwN7WXbVlImiFZHUZkQGsXsK6b7WurbQVXIDJ7Tnj/fasgKNgeXw8J3/v6V3Lq3g4C7+LhkdyGnSpQJ86il0c+Vu8TmoKpaG8ZcSGe1C7XdOndKv6rkQZp9O50M6RnWPiddiTET1rZ5+e4nXkWD3240NRw7P06dx0ZzoDLDvb2gTlhKMqG+YHUIeIt1m5PhFGPBJI1+By6HBZtFmlHlo9kc5k+gunfeivuqV1ZludIHEEpidpuDs/Cd0q9DuppJv3n2j819/VGyKYQarxbVGqLdSb5wo6zlBN7auoF8aMS4X+SCw5h8jQhSZQJOEAQkhxcBZt1uBStYamQni7Wk2dFeEERjImBpWg2iRHa0h9yERjrI8dCctqmlQDqjTf5LG3zeeOt6/uWvXooSGUVOxZETISSXz7hXrm/34ZPSNLSUW8L069rgAkIYSytm54KSTqDKOSOd3lzXaqiWVlAd5FRcC11c4pYgQRAwuasIwXiBwhxoQ3R4iB64f0GKnPlAzSQrKhNEk4X2d392WjBjJWhkwkRVxxopkAljwaWZ3OvXCd2WDtDgf2EpE/KRcexrd2kqKU/AaKIqhezQgi+XM4TxyiET9KokNYNLTcx75bkatDY4GZpIoBQK68PxTBkBsKrZTf9obM4f1dB4AlEUyMsK5/vDRAttAL5ZbA6grRR/9F3Xcts1q3jZ1R2IAoSic5MJoslC82//n6pYxqWA/v70c7WhQ7sRnJtidRAEAdfWmwGtckafYAGY66eSCf5iZoJOJHVsITvej5JJISfCZVVB+vPTA2eA+bPnqYK6YGrtosuhBUyVkglmpxslHTdqJJNV2BySF4+SC40Q1fMlHLoyQTtnoUKQTD46iZqvvL90pvIxVoScn3NipJMhxy9MIghFq001CHhtZPMKB8+MsnND/YyBO1vXFMgE2zIoE7w2Aj6NWBgPaxYMXRnhcliIpyoTNvFUdt42BwB75zYaXv2+qsKGqlYmFM5T/6h2vdPJTJvVRKPfzsBoFatw2TSi+fJXJugw1UiZAGBtWgNAZqwH0MiEuWwoutWhGrvKClawVNAUB9q1JDvajWgvaXUwWTAH2siM9pCdKCEdLoE6QR+4N5bYHGwWE41+B8M/+AfG7v5C0ebg8KDm0tS7JdxiGlegvmxfOplQbe1tKQSzFUSpKjJBLqwCm3QyIdBCPji8rJ7kFzqUdHzR9uIVgGixUXfLm0n3niR5dv+SvpaSTS/a8mjyNqDmsyhzEJe5vEIirSlsR5dMmRDHbjWVLfI2+OwEI6mq1L2XA+RMck57iWp1arlxBYXacuCKIRPkEimblcXbHCqhtd5FNicbCaHheAafu1yZkEznmYzMbj0YnogbjQCnuieN1ei5lAmgeQj//M17cNrNeFzV++lrAVVV+djXnuHux+bXaR2Zstpe77Phc1s5dmGC7BTvlGv7TVrYor+5LOPBUr+qbDuTy4+aTaFk0waRZFu1FTWfJdV9FKBMmaBJzQUtzJH5KxOSmTx2q1QmwSyFTiZYLRJmh2tKZsLcNoexu79A+KmflnjhtXOlD8hGg0nkZJT+//hzws/eU3Efqew8bA6KjDBHbao+wT95cYK2Bld1JEUBuoohlZHZtb5+xu22r9PIBPcCJuvVQicQ6jw2Q2Y7OB4vWz1zO8zEk5VJmqXMdNAh2pwgSsiJ8Kzb6QTVsyeGcdrNRlAsQHuju2plQq19rLVGaSVVLZUJlgKZkB3tQVVVcqGROW0oOqm5kpewgkuJ3OQglmYtdT0fnUCaUttmbVpNdqyH3OSAMf65FGSCboubGrqrynny4TFSF48aZIJ+H86HRxFUuWwBAbSJgEkSKioTQrE03/nlqRmJBkEQjCDXuaAvTEhuXZnQhirnyEcnZ3vaCkqgpOJLbnG4nHFhIMy7/99DVeWYzQX3ntswN3Qw+Ztvo2SXZoyvqipKJlkTMgEgN4fVYTJSVAfo4de1xuB4nLYGZ9kCToPfjqIy57zscoCqKqiZ1JyVnAgCDa/5AO4dL1meA+MKIhOUVFxjoguY72SxGui+75FJTZ0QnWJzWFUIa5wtNyGTk5mIpNnU6aejycWp7qBx8amGTCiF322tyYWrWlwcjHDo7BjPHJ+flzCayOKwmTCbtK+jIAjsXFfPM8eHeevf38/hsxq79uTRQZ7rV2l/35dwbb8ZwWRGsDoAAXN9ebWQLkeUE2FjsGBfuxuA4GP/A4CphEwQzVZMvgbUTBJEE8I8PePJdB67deYJpc9lQhQFAh6b1hyRThjS/bmUCUoug5KKk48Hp9kcGq1Z3u58gvGhEWJHfoOaS5MZulBxP7oyoao2h1ymCmWC9vdEOm+0iVSLUkvEzvUzp/G3Nbj48B/s49arO2bcZrGoL1Em1HlsiAL8er/W+mEoE+wW4hXsKLKikkznl5xMEASteWQuaa2jcBw9w1H2bGxAkoqX+PYmFwNjcUM5VQmqImuf/WUewKhPlASTZdoEY1H7dfmQnF4yIz3IiQhqNlUFmeADVsiEFVw6qIpMLjiCvXMrFEjgqepLS9Ma5FiQ9MBZbO1bEB2eS0MmBHUyoXx1TfOAF69NJpcPsRCEnB3X2lKmNk5pWVXOsqwqgP0nR/jTf36EHz98nocP9s94LJLNWbbQNBN0y2SpMgGKORUrmBtyKrYk9uIXCroGwoyFUnQNhhe9L0GUqL/9PeTDYwQf+d7iD64C1HwWVGXRCws6mTBXbsJEeHYyoWc4aoyVv//AGT773QPzPpbBiYQRvqijwaddh14IVgclkwLUqoIvXVuux9K4fJWoVxCZECsL6VsKm0NzvfYBj0wmicQzKGpRhg5aPRvAwPjMZMJI4abYWu9k65oAp7snDXWBdw6bw1T43TZDJbEcePSQJp/sHorMOmGZislIyshL0PEXb9nDx997HW6HhZ89eoFcXuYrPz7KDx48q1XVFJoGJIcHk6+hrMkBigN8OR5CSccRLDasTavx3fgmcgWZp7nE5gBgDmhWB6lEHlotkuncrJN0SRRornNQ57VpqyGpuJFdMFdmgr4aLcfDRo2mHsAojp/nams3jWfuInroIaBYfzkVqYym8rBZZvcsagPT4TknR6U5BuvmSSbolYzNAUeZ3LUSbtzZapAnSwE9VbypzolJEvmD39pmrGY1GzYHs3HuS6F/ds4lVE7osDavJTNycdZtSu0gV28p/353NnvI5uRZG2XUnEY+vhDaHKCQU1DDTmpBELA0rSY72k1+jlpIHXqrzAqZsIJLhXx0AjWfxVzfbgTPTScTtIGlHA9hrm/D0thJdqzyvWIpcboniMNmwj8lY0curPLr6iBNmaD9tnTSQ7+vl6K90VVosdImK08dHeJT395PY50dp80064KKaHVWFcCohzmXZiYAK7kJ84CSTpTZ06406AHcg1WEIFcDe+d2PNfcSfTA/WUNRLWCWlA8LHZhoUgmzC65nygoA+o8tmk2B1lR+dC/Ps5//PQYmZzMz5/o4smjg1VZhHVkczLjoWRZ+CJgBMG+EOohlUKN7VTV2eWAK4ZMkNMJzA1FKfxSMKQNPgeiACPBhJGaXsqC+VxWrBaJ0VkkPDrD3lLvZNf6BhLpPAdOjxnPnw+02sDaKBMmIyljVbwSZEXl8cODWEwiqYxshEjOhVgyy4HTY9NWp80mib2bm3jZ1R0cPT/OQ8/1EUvmGJ6Il3mbLA2rsHVsnbZfk1sLIMnHgsjpYkaG/5Y3Y193lVE7VQpLITdhIVK8ZCZfFr5YCe9+7XZ+77ZN2uuqChY1iyQKc7Y56AMZOREhmshitUhYzRohoAdoNSXOa53ATWvIh8cqSt/S2eqUCbnQKGo+Oyer6SiZuC5EmSAIs6sSlgu7NjTwyfddz+bV2kDxjbeu5z8+/Ao++JY9bCq0orjsZqNJoxR6jsJCAhjnC2vzWvLhMaP2rRJKv4NXbS6X/+/b0oQowJNHZ1YOacw3L4g2BygOVGoJS9MashP9xE48DoKIpWHVrNsbq5UrZMIKLhH0UEVLoN34TUwd41gbVxv/bwkUyITxvmX1/cdTOZ46NsxL9rRPswTmo1qldeC2d+LaeSu2VVsNBWnsyG9QRRPWlrXT9vn7r9qC22Hh7/7jad7x8Qf45+8+z+ZOP5/+kxtprHPMmhsleQLkY+Wp+Kme49PUfflYEMFiN0hWyelDsDpWlAnzgJK5/O1zSwndorqQsNCZUPfSt2Ju6GD0R/9E7OjDNdsvaK0wwKI/M8nmRLA6qlYmbF1TN02ZMBlJkc7KPHFkkPuf7iaZzqOoGjFZLYYnE6gq05QJurX1BaFMSOufydzKhOXGFUEmqHIeNZvC5G0goxYkgEtAJphNIvV+ByMTSQYK3uT2xuKEVRAEmuocjE7OTCboKewtAWchmA6eOzmCJArzTrTXbA7pmiS+fuIbz/K1nx2f8e+nLk4SjKZ53Uu0ZNGugXBV+/31/j6yOZk7b1pT8e8vvaodRYX/+sVJAPKyykjJhabpTX9Nw53vn/Y8k0fz4ecj44Xgn4IsWpRo/t0P0/7eL0xb0TQHNKvEQiwwqfTcZMI125rZtaGhLEXaYTOTmINd1SWWciJMLJEpW6XXyYQ+tRmTtxHfDW8AVEN9UYpqAxj1VSBLyeCzEkrf79o236zbToXFLPHXb9vLm1+xcV7PWwqIosDujY3TfHQvu3qV8ZjbYamYmaA/tpAAxvlC90NnR7tn3Ea/Rqxv9+J3lxMCfo+N7evqeeLIwIzXBCVbIBMu80Gf/hsyL0EVo7VpNch5Yocewr3rZXNWjLm2v4TE9t/C7G+edbsVrKAayKnYvDvkk3oOUKC12AE/ZYwjOb1ILo1kN9e3Y23sRM1nyYVGa3DU1eHxwwNkczK3XTudoNPzB6zNa2h8zQeQHB7D5iAnwmRbt1e8N3e2ePiXv3wpb719M9dsa+ZNL9vAx95zHQ6bGb/bNmtulNnbQD48XnY9nHjwG0w+/N2y7eR4yCANoaBgaui4pPWaLzTMVDN4pUBXNur1hLWAaLbS+vv/gK1jM+P3fpl0/+ma7dsYC9TgMzN766siE6xmgdUtHkKxDJmSvDR9zpSXVb517ynqvTYkUeBEV/WZJbratK2hfFXfbjXhdphfEPWQujJhzsyES4ArgkwwAnasTsKKxugshc0BNFm0rkywWSRDzq2jqc4xhzIhjtthweWw4HVZWdvmJZuT8bqs85bz+j028rJa0es9HyRSObqHokZ3/VQEo2n+42fHcNpMvOnWDZgkka6BuQdDsqLyy6e62bY2wJrWyivbHU1u4xxsK9QEDpTItAVRqlg1JNqciAU2VEmXt3cIolTRZ70oZUI6V7ZSPxv0FSMlHcdpN5FMza5M0MOfUBUy8YjR5ACgJKPkJDtfCr+Cxj/4x2KA3Hgf0YMPMPw/nyT42P+iZJKGzWEuZUJ2rEcLuZxStzkVJknEapFo8Nun2VSqwS172ue0OFwucDnMZPNK2Q0OMH5bS9k2ocPaXGgaGJ454NRhNeG0mbhuR+VV8pt2tzE4nphWu6pDqZG0calRanOoNfTfkGCy4L/5d+fcXnK4ybbvqvlxrODFj9ATP2LkR/+EqhbVdqM/+SyjP/ls9ft4/C6i++/Ftf0WzfZXINIrDTgtTau1/wbaDCVNPrx8ZMJDz/WyptXD+nbftL/lo5MIVkfZqlupuiLdefWM+7VZTfzebZv4wO/s5h13bDXuxXOpM02+RtRcGiVVHFPI8RC5YLl6S46HDIuDDmvTGjKj3WWf3QoqQ1UVrSXoMieplxI6mTA4UTtlAmhW34bX/BlQzBapBQyVYg1WwU3exqrIBK9DMsaEpbaD0aA2h+tsdqMoKq+4ppP1HT5OdE1UfQw9wzEEgWk2B4CmgLOmipGlwooy4RJDLtwo8iYHUaUgU1uCAEaA5oCT0ckkA2Nx2hpdiFOkfM0BJ6PBxIwrg8MTibIO1N0bNMnifPMSYHpt4EJxoT8MVPb2J9M5PvzlJxkLJvnbd16D025mdYu7qpCZE10TjAaT/NaNlVUJOl52dQeCAH/4W5qdob9Kz5l+AVPS8aqYPD3EUbQtQJmQyVcVbKjtv0AmpOK4HBZiM1QO6tBtDgBKPIzbWZy4yskoWF3Iqsh4UsTsb0KQzGRGugk+9j9khs4TfvLHhB7/IamCMkG3SMyE7Fgv5kAromnu75zbbmbtDETQiwmuAoEz1eqQWEZlgj5RmC03QZJEvvo3L+e3b91Q8e837GhBFAWeOFJZnqvWcDViKWH2NWFpWoO9c3vt913XguSqw3v96+dUJaxgBYtB4tzzJM/tJ37sUQBykTHSvSfJjvVWpSiMHnqI0BM/xLXzpTS85gMAmDy6zWH6fcy5+Toc6/dqZHuhDUlOzd3wUguMBpN0DUR4+b5VFRdG8tGJab83QTIj2lzYVu9Acc+fOKzz2GZVZ+pNMPmwZiVV8zmUdAI5FjRWZkEj9CWXr+y5lqY1qNk0+dDydbm/UKFmM4B62d9XlhJ6ZsJ4KDVtUWKx0BbHhOLCUw2gf/9rsbCQNHlJTo6gyDMvnE1EUngcJiOYdaxEKTASTCIK8Cdv2kVzwMFt16xi+9oA5/vDhuJ2LpzunqSz2VNx0W/zKj/n+kKXfT2kvjC+QiZcIugfQF6yE9GVCUuUKtsccBCOZ7gwEKajcfrNvKnOQSojV8wfUBSVnuGoEdQIsGejdrObb5MDYMicF5ubcK5fu0BV8owfuzDB8ESCD/3+1Yb/fW2bj4uDkTkHQ7rCYPva2Qfsd960ln//61vZvLoOv9tqWEjmgsnbQC4yjpxKVKVEkexubKu2YWufv/Q+WYXNofg62rHI6QRep4VofPbPRy69QaSjeJzF74Kcihkqi+GJBIIoYa5vJ3b0NyipOI1v+Evsa3eS7DpEOpvHZpGmEVxTkR3rrToF9s/evIe337Glqm1fyNCrKadaHYxwVOf8f58LgaV5LdmRmW0OoCmSSlscSuF1Wdm2JsDhc5XDkIqZCZf3oE+02ml/z+ewtq6v+b4FUWLVB75alSphBStYKFRVNTz3kw9/FzkVI3HyKUDzK8/Vy57uP8PEg9/Evm4PDb/1fkOhp2cmVCLQPbtfTvOb/xbAqFae63VqBX1Ro3RlUFVVkucPoioy+egkJvf0muCmN/01Db813cpYDfxuK3lZNSZyUzG1tq60ejcXLJIESio2rUnCUIqN9izo2K4k1FIy/0JFLJk1ckKGJ2pndQAQJBOS04scqz5DYC4UFxYWn590PNmESc5w6u5vz7jNZDiNxyEVyYQSBffoZJKAz862tQG+/re30VjnYPu6emRF5UzvzO/55MVJjp4bR5YVzvQG2bKmruJ2W9bUkc7KMyo2LxfkUys2h0sKpRBYlpVsjMheZIsboYpV14WguVAPGU1ky0gBHXpyfCWrQ+9IlGgiy871xRvqljV1WMwSPvcCyARPQZmwSDLhfEGZUMku0TUQQRRg54biMa9r9xJL5ub0II2HU5gkcU6iRBIFVjVrA5+OJrcRbjkXTL4G8pExlHQCyV7dj6/17f+AZ89tVW2rQ1XVQgBjdavTRWVCDK/LSmSWYEvQBjg6Oyymo8bEFkBJRrB5fEAxvNPSuAo1l8HkbcC+ZieOdVeRmxyC+PiceQlKJkk+PFY1mXDVpkY6C5/Nixl69ePU38DgeBynzbQg5dBCYG1eSy44ZIQjLQRrWj0zVkQWMxMu7wDGpYYgmWraErGCFUyFHAui5tK4r3olSirO2M++QOzE40ZTUW6OFe+JB/4Tk7eextd/sMzqZ21eg6VxFdaW2Yk20eYEQTRyd5YaRhNRyf0rM3SBkbs+TezYI8ix6coEAPvqHZgXaGcqLqhUVmeapyTN50tUgLrVQZXz2hjCMSWwuWEViNKc5O4KSu8rl9+K6nIhnsyyplUbKy2FpF5y+csXnhaJWtocusTVPJdZh+3MA6R6T3Kia4K//8+n+csvPUZeVsjlZcLxDF6HRF0hD2GkJMR9NJikua58DL91TR2iwKy5Cd+69ySf/f4BLgyESWVktq6pvHC5ebVGMpzqqT6DYbnx0HO9/Oh+LRvncvwdvWjJhK6BMB/7+jO899O/IhENA5ARbDyc3kb0FX+7ZAPF5kDxQ26fQZkAVAxhPHpeY8d3bSgmlFvMEv/3D/bxOy+rLFueDcaNdJE2h3N92gUqnZXJT5EBXRgI097kxmYpTlLXtGgMfs/I7IOU8XCKBp99zpXyUrQ1uhgYjVUlATV5G1CzadRcekkriTI5GUVR52FzKAYwepwWIvHsrO8nHw9poXCAJR83aiEB5EQUi9uL025muODF0ytQ3btehiCI2NftAcAfOY/dMkdeQqFWcjn7aV8I0G0OU+shh8a13uLlmnjqnueZ6j+rQXuTm0xWLut11qGvRgjmK3cFaQUrWA5kJ7WQXNeWG2j4rT8h1X2M3Hgf7j2vAGavHcyFRsiO9eG9+tXTasIkh4f2934RS0PHDM/WIAgiksO9/GRCyf1LDzBMnt2PnIgYeQ+1gq+woBKeodFBtDkRbS7D5lCuTNDOv96eI9rLSXPBZMZS305mpJt0/2miBx+s6bG/mKBPTIXLvCVoqaCqKtFEjk2d2qR1aInIhKWwOdRCTRKOZfhZ6lqiio3Hv/8t/u9XnuJMb4jz/WH2nxxhIqzNUTxOCUkU6Ghy0zVYzF0bDSaMuZMOh83M2nYfJy7OTACMBZNE4lm+de8pQCMgKqHR76Dea+NMT+3OXyVkczIHzywso+ZCfxgxnyKHCabkxA2Nx+esmF9qvCjJhGhS5m//7RHO9oYYmUxy7EQPAGnVioyE1VP5C1ULtASKN/bZlAkjwekyp6PnJ2hrcBHwlv94r97SZKzMzwcOmwm7Vao4aagW0aTMZCRNS732vqbKvLsGwtPClHRCZbbWCtC8Y3otS7XoaHSTSOdn7Y7WUZr0vpSyoFSh2rFam4NgtoJkQk7H8bqsZHMy6ezMHjo5HtbCsiQzbiFlBDCqqoqcimFyeGmpd9I9FGUsmMS2Zifm+nbcu14OaJ3YJl8jjYlzXCedIH7qqRlfKzuqNznMXod3pcFQJkwhEwYntGyU5YIemraYBPaOwvH2V7AL6QGMV7oyYQUrWGrodY7mQDvuXS+j/rf+BEvTGnw3vBEEcVYyIXn+AACODTOHElYD0eFZRjJBGzuUBghnJ7TAuGTXYYCaZ5QYuVGzNDqYvA3kppAJgmQ2lAlKSjs/U5UJAJbmNWSGzjPyo39i8lffWgljnAHqC6QlaKmQKSzENfjs1HlsVatr5wOTy2/YHFJ9p+ZUNs0FXf0oWBZv4QzHM2zd2MqY1EqdEuR9b9jBdz52Ow1+O/c93c0zx7XfWp1LG0NvXVPH2d4QsqKSyckEoxmaAtNX47evDXCuL0S2QgZFLi8bquyTFyep99kNC0UlbFkT4HT30ioTfvzweT7+9WfpHppfWw/AWCiJQ8yRVMw88EwPAGd7g/z55x/hff/4G75xz4kaH+388KIjE+InnqDhua/zGc/3+Njtdm7c2UrXRe2LmkK7ic0l9V4MXA4LTrsZUaAsSFGHw2bG47RMsznkZYWTFyfYtaF2zLwgCLQEXIb8fSEYCmqTp6s2aRPz0hrDYDRNKJZhXVu5l9DntmIxS7O2VkBBmeCfJ5nQNPNEaCpKO+gXk5FxoT/MvU9e5KePXECuIA1PFgJgHFV+rwRBQLK5UFJxfAV5fGSG3ARVkZETYS1J2uHFLaaN5gQlkwRFRnS4WdXk5nRPkHd/6lc8eB463vcvxsBMEAQc666iNdPNS/NPEHrsf2c8tlxwCMFsNUK8VqBBr+MstTmks3nGQ6mK6cBLBZMhy509GXk2dDRpg+L+0ekDGm01QkAwr5AJK1jBUiI3OYhgdRjBfp7dr6D9PZ/D5K7TJrihmcmExPkDmOvbF11HKtk9y5aZEEtkEQXK7IC5iX4QRChMwqUakwl1Hu06FpxBmQBao4Nuc9DDjq2t6zVrICAntbGGnjFRCmvTGpR0HCUVQ5Vz8670vFJQzOK5/OTZy4FoiSqnvdG1NDYHtx85EUFVZEZ/8lkm7vuPRe1PyaYRLHYEYfHTxHAsQ8Br5+rrdxMQY9xxXTt2q4lXXbeao+cn+O79p7luezOrGrRx1pY1AVKZPL3DUSM7oblC89eOdfXk8gpn+6YrCsYLi6j6QuhMqgQdW1bXMRFJMxZauIV0NmRyMvc9rVmizvTMP9tiLJSi1SuimOx89/4zxFM5/u2uI0TiWdoaXEa23aXCi45MyMcmiQsuMqoJX/gMb3vVZixKmpxkI53VbljVytEXipaAg6aAE7Opcmp+U51j2qr9ub4QqYxcZnGoybHUO+cMe8nkZP70sw9z6Oz0ULbzQ2ksJpEdhRyH0pXZCwNhANZNUSYIgkBTnX3WH6UsKwSjaRrmqUxoa9AmQoNVMLulZMJUKWi1UFWVD3/lSf7zZ8f51r0nOV/hB5ssECzVZiaARm4o6TieQl5ENBisaHWQkzFQFU3CZnbjEVOGTFRJagMXyeHhva/fwUfffS0Br63ihcq9++UMia0MmTvJhUdRlcpKiFxoFJOvacUvPgV2qwlRoCzIS/9dLSeZIJqtSE7fourcvC4rboelYpCpNoCwrXz+K7jkiMfj3HnnnQwMDEz72+nTp3nTm97E7bffzkc+8hHyeY3QHRoa4m1vexuvetWr+JM/+RMSidoGndUSuclBLIG2ir81c11LWQBgKeR0gnTfKZwb9y36GKRlVSZkcdotZbbG7Hi/pq4QtTFZrW0OdqsJi1maVZlg9jaQj4xrSr9EGNHmwtKwilxwqKD+086PWKEdw9a+GQDHpmuBxZG8L2YoWb3S7sokqWOJYl5IW4OLwbF4VVbd+cDkqgNUsqO9KMkoqd6TZRkg84WaSdXE4qAoKpFEFp/biq1xFagK+YLq6rZrV2GSBDxOCx/4nd3GtXCrnmHQPWlkJzTVTR/Db11ThzBDbsJ4UCMTfu+2TVgtEns3z567snm1Vv16rgIxUQs8enCASFwL4axEfswGVVUZDyVxSjl8dT5iySx//59P0zsS4z2v3c4NO1sYHIuTy186ZdSLjkzwXf96fmm7gz61mfzQGTqa3DQ5VVKqlVRBSm6zzF6Nt1i87iXrZ8040Oohyyfax7smEASMSXut0FKvVVFWWlHXMRlO0TcS45nj5SshyXSO4z1JbtrdRqDA8MdTOYYnEtz92AVOdwcRBFg7RZkA2g9/NptDMJpBUdR5KxPqPFYEASaryIEQ7W5jhbWaNodKSGdlMlmZl+5tByqn8OqVi/YqbQ7a8TiNNodmKYz0o79k5H8/SW7KJFGXXWbNbi4GwSelDVtJccXEi8tu5pqtzaxp9VaU0Fmb1/ID6Q0MuLaCIhse0anIhUcw+5uqfh9XCkRRwGm3lJFp+urCcpIJACZfkyHLXSg6mlz0j04nE2o1gFjBChaDo0eP8pa3vIWenp6Kf//Qhz7ERz/6UR588EFUVeWuu+4C4BOf+ARvfetbeeCBB9i+fTtf+cpXlvGo54fs5CDmQFvFv5nrWsiFhitOOFIXj4Ai49jwQiMTcmXhi3KhgtHWthFbhzYprzWZIAgCfrd1VlukydeImsugJKOaCtDpxRxoRUknUFIxlNmUCa3rWfXn36DuJb8HMON99UqHktHGa7WoGXwhQrcHux0W2ptcxFO5qqy684Hk0ibDqZ5j2gOqQuLMMwven5JN1sSWEktmURQVn8uKuV4bR2cnNILY77bxd++6lk++74ayIPYGv52A18bp7qAxV2quYHNwOSysbvFwomti2t/0xcyta+r4zt/fzq17Z8+Q0cdxsy2+xk88wdD3PkbPF99pvIdqoKoq9zzexdo2L1dtbuRsb3VkwtBEnLFgklgyRzorYxdyODxebtzZyvn+MGtaPdy4q5XVLR5kRa266W4p8KIjEwAmInlCztXkJgaQExHcphxJ1Wr0kS61MuGlV7Vz27UzB9g11TkYCyXLJvh9wzEa/Q5DTl0rtNQ7ycvqrLkJkbg2QTo35Qv++OFBsnmVV1+/GqfhGc9x39PdfPPnJ/nxw+dpa3BVPJ9NdQ5GK+RC6BgPaz/0+WYmSIX2h2ouxIIgYPJqg5OFZibooSYbO/wIAoxUuNAk0/OzOQCGzcHrsrLL3AuqSnrgLEPf/lsePdBrXBz1dN4fPjXCZNZMoz1nXHT1QWBpn/iqJjeD4/GK5FE6mydjL1RhVfDjqqpCPjS6aOnsixVuh7ksM0QnE1rrl7emR28pWQw6mtwz2hyu1NWjFVw+uOuuu/jYxz5GY+P01aTBwUHS6TS7d+8G4I1vfCMPPPAAuVyO559/nttvv73s8csRSiaFHAvOTCb4m1FnqIdMD55DMFlqUosqOtwoqfiMSrVaIpbMloUv5gqDcXNDB96r78C1/RZEc+0rdv1u6xyZCdp3LBcZR05EkFy+YjZNcKjifbbs+W5/if1shUyoBPUKb3MwbA4OC6t0m2GNJ36SW1vNT3VrZILkqiMxSz7WXFAy6dqELxYsvD6XVftdCSLZ8X7j73s3T8+EEwSBLavrONU9yeme4KyNdtvX1XOmNzRtVX4slEIQIOC147Sb51RbzmRB16GqKuP3/yf50AhKMmrk1lSDUCxD/2iMl1/dwaZVfgbG4hXb8abik998jn/54WGDGLGoaUSbg7ffsYU6j413vWYboijQ2aKdv57hS1dtubSz6ksAVVWZiOZQVm2A3idJ9Z/CLmSYlM1GyJ11jkT7pUZzwImsaLIVvUqybzRmeJlrCd0vNDwRL0tDVVVVq1sJOIkktB97z0iUdDaPzWJCVVXuf6aHRp+ZTZ1+Y/IeT+WYjKRx2c0IAuyewZbRVOcgkc4TT2YRRQGLWcIkFbkrvTZyvjYHgDq3jWCVDRUmbyO5iYEFKxP0jAif20rAa2d4cmYyYV7KBLsLZbwPj9PCdssACfcq1r78jYzd/UUe+OVj9OTq+de/ein2ApnwfHead21pRxg+jyrnESSTMcgRncULcUeTi1xeYTSYoLW+/D2nM3kUZ4FMqODHlWMh1HwWk2+FTKgEl8Nc1uYwNJ6g3mtb0gyWSjB7G0mcehpVkcsq4eaD9kY3sWQviXT5JELJrigTVnDp8alPfWrGv42NjdHQULzvNDQ0MDo6SigUwuVyYTKZyh6fL06cqH2Q1cGDB8v+LUWG8QD9kTQXp/wNwBRM4AZOPvoLEE3kva2ohUYiV9cJBGeAQ4ePLPq4rJMRHKgcfu4pVMvSkqKj42Fcdsk4F5b+IziBcyNhFIcf2m+iv8K5KMXU81gNBCXN0FhuxudKsQk8wLlDz2CfHEH2tDA6FMQLnD/4DFJsFKtk4dDRY7O+jtdsZ/jCKbqsL4wmpIWcy4XC1nsRGwKHjx6HF6GFbq5zefK8Rtx3d51BFxs99fwpcpHaqRqFdBQfkOw9iWq2kWrehu3CExx66lFU2/znFu7gOKooLfp7cnFEG6uPDvdwWBnBY/cyduE43a7K6m399VymBBORNI8fHmTXGgeHDh2quL1NTZLNydz3m+dory+SlacvBHHZJI4dPVz1sbqsKud7Riq+ZyEVxZdNEVn/Emw9+xk5/gxdltnVDjr0c5CJjSAUPv/7frOfdS0zL9yE4nkGxuKMBhM8/fxx7cFMgmAsSbLvLH9+Zz1yrJ+DB/uRFRVJhOcOn8ODRmgu5+8bXoRkQjiWIZ1TcXVsRBiyEjv0EJ7MGGdynaRSOSxmrXrkUkIPZhyaSBjEwuB4nD2bFtalPOtrGWRCgt0bi48/8Gwv//nTY3zr719pKBMURaVrIMLWNXV8+95TXByM8Fv7fAiCgKsgT4ynskxGUqxp9fKJP7p+xvuCTlwMTST4zLf38/J9q/j9V28x/q4rJearTADwe6xV112avQ2kAMm+OGWC02amJeBkpIJ1I6VnJljnkZlgcyGn4pgzEVaZJrnovIqtndsAaM72czLt5Qs/OMT/2aWRCTHFTlObA4ZV5GQUk7vOWLWSSiqr2guE1MBofBqZkMrIiA4vgsVeUZmQC2se3RWbQ2W4HBbD+whabkfrMlscQLM5oCrko5ML7l/XV0fGI/myx9VC6NIKVnC5opL0XxCEGR+fL7Zv347VWrsV8oMHD7J3717j36qqMHb3YySALde/rKISLDvZwsDBu3Ad+ZnxmPf611N36+/T+/i/49ywj40l+1wo4rYUY6d/xfb1a+asklws5Ad+RXtLnXEuJoLHiJks7L7pZVWFvE09j9Vif89RBo4MzvhcJZ+l97n/ps2aJ5pP4e9YQ+DGl9L95Ndo89nIYyft9s/52oNHW3GaVbbU4HNZaiz0XC4UExNHiA/a2Xv14tpHLkdUcy4vhM4CYW68bi8mSeSr99+HaPWzd+/Omh2HKufpfvTLCEoee9sGOm6+k8ELT7ApYMO5ef6f9cCh72HyNbFpkd+T+KEBYIJr9+6ko8nNSNc6cuFRNlfYb+m57FyXYixxhFfsW8VNu1pnvJa3r0nyoyd/hdndzN69a4zHf7r/KdqbbPP6nq89+TxdA5GKz0l2HWYEWL/3BuKWPIkzz7Dpqj1VXbuGnrgITPCKm/diNkt895H7UK317N27acbn3P9MDzBCLq8SybmBICY1S6C9k0CF41v1eIyUqr3fpfp9ZzKZGcn2F53NQZcOdTT7sLVvItV9DMXi5JfJPYxMJrBblzYvoRroE3y9a3Y0mCCXV4zKtlrC77ZhMUvTGh2eODyIrKiMBZNEE0XLwNneEF+7+zg/ffQCd9ywmr3rtGM1myQsZol4MsdEJE3AZ8NsEsvUBqXQyYTHDg0wEUlzekoo4Hg4hdNunldooY46j23WdOZSuLbfjPfa1yBI838dKKoOnHYTzQFHZWVCZn7VkAAmlw81m2LyV/8FQLdpLSaXH9HXwjrTKNvXBTh5cZL+nn5yohXBZKGlQ5Ne6tYHORlFMFkQS7qbOxr1pP5yCV0ur5CXFWw2UyHcazqZkC/UDeoSzxWUw2Uv2hxUVWVgfHlrIXXoBMJiJLV6be1ErFxqp6xkJqzgMkdTUxMTE0WP7Pj4OI2NjdTV1RGPx5Fluezxyw2hx35I4tRT1N36+zNaysz+Jty7Xobvpt+m5W0fx75mJ7FDDyHHgijJKJam2qx+i4W6Qz1kcCkRS2TLbJy5iX7M9e01SYufDX6PjVgyRy5f2cqRkUUGhWZCp55DzaYxuXwIkhmTp558aBQ5Ga2YlzAVJm+xFWKlIrIcSjaFcIVaHECzB9ssEmaThCAIdDS56KuQWbQYCJIJyanll5nrOzDp44To9DyBaqBk0jXJTDBsDgWbgrm+ndzk8JzWqnqfnU+893pu3l05pFZHo9+O22HmQn+47PGxUHLemWzNASfj4WRFm7CekWAJtGNbtQUlnSA71mf8XcnNPCfpH43htJvxua247GbaG12cmSM34fDZMayFfL9njg/jtKgg5xGtlRdGV7d46C2xOUxGUkae23LgRUcm6OFzHU1u7OuuQrDYiV73x8RUTaJuu8QWB9AmwzZLcYI/UPAudzTX3uYgigItAUdZqEgknuHkRe0CE4xmiCay2CwSjXUO7nu6m3uf7Oa1N6/lj9+4syx5WZ9MBSNpI5BxJjQV7Bu/fl77sXUPRctWjsZDqQVZHEAbHITjmVlDJXXYOrYQeMUfLuh1oFgF6LCZaal3Eo5lpv1Ak+k8JknAbKr+5+TecxvW9s0kzz5HWPAylNU++3zDBtaaxnj9zWtoDjgIDg0RUV1sXl2HvUELr8mMXAS0AeDUQY7TbqbOY512o0pnC1YMy8xkQi40AoJY8xCsFwvcDgvxlKZM6B6KkkjlWN0y9yCz1jAGCYsI+wp4bYgCRJMVbA5XaBf4Cl4YaGtrw2q1GjLOu+++m1tuuQWz2czVV1/NfffdV/b45QJVVQk+8n3CT/0Y9+5X4L3+9TNuK4gSDXf+KXUveQv21Ttw73oZSiZJ7PijAFgaa0MmSA5t8rHUIYx5WSGVyRuZCaqqkBnprtn7mA31Xm2sMpOf+PlTIxyI1CPGtSYGyekDNEInFxpBTsYqNjlMhZZlM0F64Cw9//w2csGh2ryBywB5WVlUyr2aTZUtelxpiCayuEqItI4m95KE5ekhjJaGdi2A3GRZOJmQTdYmMyGWwSQJuAq5a5b6DlDy2nizBhAEgXXtProGirWsiqLlxM13jtFU5yAvq0xGpmfM5SYGEB0eJKcX26qtAKT7TgGQOPc8PZ97O9nJwYr77R+LsarJbZAia9u8s5JJeVnh6PlxbtndhsNmIpbM0u7TiIWZckdWt3iYjKQNK+7f/PuT/Pjh81W+88XjRUcm9I/GsJgEAl4b3mvupPP/+wbujnWAFp631OGL1UAQBFrrXYYyQf9S6avKtUZLvbNsRf25kyPo8/BgNE0knsHjtLB5lZ/RYJKOJjd/eOfWaWygy2FmaCJOXlYIeGf/kbrsZpx2s7GyH0tmCZWEJk6EU/NmDXX43VYURS1TVCwV9NpHl91s5FuMTFEnJNM57Na5A15KIdndtL7t43ivfz1HXTcTKcjnY5412MUcAXmc267pREoFGcnY2bY2gLm+HclTT/KC5h2TE1HECism7Y3Tb1Q6AWKzamRCPjKOKpevSudCI5i8DQjSpf+NXI5w2c3EUzkUReXeJy9itUjcsrtygNpSwuSpB0Gc1vwxH0iSiM9tJZYqJxPUXNpoQFnBCi4nvPe97+X4cc07+rnPfY7PfOYzvPrVryaVSvGOd7wDgI997GPcdddd3HHHHRw4cIC/+Iu/uIRHXICcI/TUTxj6zkcIP/1T3HteSf2r/2he9wtb53YAoge0QElLQ63IBO3+oSSWlkyIlQTQAWTH+lCSUeyF97WUuG57Cw6biR/9pvLA+pnjw/QJ7ca/dTJBa80ZRalA2leCyduIms8SfuonqPksmeGLNTn+ywGPHOjnr/7lcfafXNgE8EpXvMWTOTylZEKjm2A0Y9hoawWDTKjv0ALIPfULIhNUVa2dMiGWweuyGtc7vdEhN482hLmwvt1H70iUbE4bz4RiafKySmPd/NQwuqK6UhNddmIAS+HYzd5GJE896f7TqIpM8OH/BkUmO9Zbcb/9UzLxWuqdTISSM1Y5nu0NkUzn2bu5iQ0dPu05Hu38zVRzXxrCmM0rjAaTS95cWIoXHZkwMBan3mNCEAQEQUC02PC7tcFxNq8YspFLjZYGp6FM6B+NUeexGY0JNX+tehcjEwmUAoPwzPFhGv12RAFC0TSRRBaPy8r29fVIosBf/N4ezKbp58llN9M7ok1S631zTzj0H+a12zQpp74yoKqqJkFahDIBIFSl1WEx0C/2DruWmQDlZIK+4jIfi4MOwWQm8LK3E6zfaZAJ49ZV2utFLvLyfR3UiQmCipPt6wIIgoBj3R5SPcdQ5RxKKlZxkKMn9ZcqQYwmk4IyAVWZVi+40uQwO1wOC6oKo8Ekjx0a4KVXtZetNiwXBMmEyV236E7zOo+N2FRlQmalzWEFlw8efvhh2tu1AdzXv/51duzYAcDmzZv58Y9/zP3338/nP/95LBbtd9jW1sZ3v/td7rvvPr75zW/i9U6vLV5umEfPEXr0B6i5DIHb3qkRCfMMTjW5/JgbOpDjQSR3HZKjNgsPekOBnFrcKunIZAJZ1gbGP3v0Ar94onwiXazG08Y46V7Nd2tfvfRkgsth4bU3r+OZ48N0D0XK/pbNyRw8M8ranTvISdp4JC5o4xazvxklGSUfC1V1vvVGh+QFTTFTq5XXywEnLk4C8I2fn5jRLjIbrnTFWyyZNXLHAGNiWetGB1OBTDAX8k9M3nryEY1MSF44VFGRWgmqnAMlX5P8pHA8U9bEoGdyLWYxZCrWt/uQFdWYY4wFNWVBo39+ZIK+YDi1iU5VVXITA5gDRdLR3rmN5PkDjN3zL+QmNRVSJbVoJJ4hEs+WkwkBJ4parK8sRfdQhC/84CB2q8SuDfVs6NA+0yaXRibMpEzQF6OHxhOEE9pvdL7vfzF40ZEJN+5s5brN5Rd+f8kX2X4Z2BxAy00YDSbJy0qBtVo673VLvZNsXuHvv/Y0/+ffnuDgmVFu2NmKz20lGE0TTWTxOi288tpO/uujr2TjKn/F/TjtZmNyPZcyAYpkwu+8XEtt1f08PcNR4qkca9sWNtCrK5BDs9U91QqJVA6TJGIxiTQbYZbaBWD/yRHe8H9+wWOHBxelePE6rUQLvrKxjJVJ2YU40YXfpuIQs0RVF5s6tdofx7qrULNp0v1nkJORymRCo4tUJs9kpHh+9CYTm1XCXNcKTK+HzIVHMK2EL84Ij1MbDHziG8+QzSvcedPaS3YsJl/TojvNA147sVSRGVcVGTWfvaJXkFawglrDFBlEMFtpe/c/473mzgWFQgLYOzUipVaqBNAIbcHqQE5G5t54BkTiGf7knx7mgWe1VbmfP3GRh54rX6GLJsqVCameE5j8zctmqXvdLWtx2Ez8eIo64ej5cVIZmet2tCG2agHR/RHt8xnMFK6DSh7RPrcywewtz+fIhWo3WbrUON0TpMFvZ3giMY0oqgZKNnVFB/tOrUVtL4z3+0dqSybYV+/AvnqHoa6R3PXko5OoiszoTz5L6PEfVrUfNVOo8qyJzSGNz1Wcg4k2F6LVsejxSynWtWtzia6BMADDk5rqe77q54bCIuvIlHpIORFGScexNBTJhLqXvg1b+yYSp57C2r5Je08VFnj0/LLSOV5LSTB+KaKJLB/+8pPkZZX/98c34nJY2LjKpx2bQ1scnKnmPuCzY5JEhifihOPa4mHTPJUZi8GLjkx41fWr2bm6/ARazJKx6m+7DAIYAVrrXSiKVs84MBZbMosDwPXbW3jltZ3EkjnyssKbX7GJt7xyE36PVrEYjWsyJEkUqJslC8FVopwIeOdevbxuewsv2dPOps466jxWgzV87uQIggDXbF3YKrjfo12Yqm10WAwS6TxOu6Z0cdnNuB0WwzLy4LO9+FxWbtnTxp03rZljTzPD67KQzsqks3mCkTTjQoDcxIDBKL/iZXuwmrXvrX31DhBNBB/9AfnIBCZPYNr+Nq/WiIcj54oX6zKbQ0F9kC9ZOZGTMZRUfEWZs1AaMQABAABJREFUMAv2bW0ufM4CN+1qvSR5CTpMvoZpypL5os5jK7M5KFnt93QlD/pWsIJawxQextq8dsE1rjr0VfxahS/qkOzuRWUmdA9FyMsKp7uDRBNZJsIpRiYTZcq4eInNQVVkUn0ntXvZMsHlsHDd9haOd5VLvp89MYLdamLXhnrq972Sc7lmLkxo+QD/fn8x82A+ygTR4cHauoF8+MWhTAjF0gxPJLjzxrXsWFfPbw70z3sfamZFmVAaPtpU58RpN08LJl8sXNtvpuVtHzcIS5MngBwPkZsYKFhvugBNNZPqOznjfpRsgUyokc2hVJkgCIJmIaoh2dZU58BlN3NhIIIsK/zs0S4a/fZpjWZzwSSJBHx2RieTjN3zL4SfvQcoWjJ0iwZo57b5rR+j6Xf/L01v+MtCAOtsZEK5MgGmkwkHTo+STOf5v3+4z1jU3bI6gNthpt0/e2aCJApGSLyhTFhGMuHyWKZfBvjdVhKp3LJ3ws+EtkKl3P6TI6QyslHptxTwua382e/unvZ4ncfGRDil2Rycc8u1dUm3KAr43HOTCS+7uoOXXa3JrTqbPUUy4cQwG1f5DbvCfKETHtU2OiwGyVQOZ0njREu9g5GJBNFEloNnRnntLet412u2Leo1PE7tQhuNZwlG08Qs9eSCR8iFNOXA2k3rjG1Fqx37qi2keo5jX70D77Wvm7a/tW1eGvx2nj0xwiuu0QaepTYH0e4G0YScCBff50Wti9fWvnlR7+XFDLfDwvveULsqp8XA5KpDjodQVWXBaeh1XhvJjEIuLyOJInJKu7FdrsqEJw4P8o2fn+Brf/sKg1xbwQouZ6hyDik2gnXL4mu67Kt3YGlag2P9VTU4siIkhwclufAV0p5h7bkXBsKGjSCdlQnHMsY9Xs9McITOEw8nUTPJZSUTQLsvPnygn1A0bRzX2d4g29cFMJsk/Fv28TNrhM6hGIIoMakUx2RSFcoE0WrHXNeCY+M1yIkIqZ5jS/ZelhNnChPeLavrCMcz3PvkRRRFLQvnnopYMosoCMYinpK9cjMTIvEMsWQOb8kYWxIFdm9s4OCZMVRVXbBaaS6YvPWASrJLG9/lgkMomSSTv/o26YEzdH7wWxVfW6mRMkFVVcLxbJkyAbQQ6VpmJgiCwKZOP08dHSQvK/QMR/m/f7BvXqHoOprqHIxOJkgMPEsuNILvuteVNTlMfV3nBq3u1ORtqGjd6B+LY7dKZbZun9uKzSJNy1/bf2oEv9vKxg5/2bY/+OQdRA89xAQzKxOgkI83kQCvgsUklqnylxovOmXCTNBzEy4bm0OD9oX47/tO47CZuG778q8I13lsjEwmyWTl6siEwo3B79ZUDPPB6lYv/aMxRoNJLgxEjByFhUBXmiyHMiGezuEoUWRs6PBzvGuCb997EllRuWXP4gP4fC7t3EcSGULRDBlnMygyqW5tMDJVClp36+8TeOW7aX7LRyuumAiCwHXbWzh8dswgEYrKBK2aSHJ6ycfDxnMSp59Bctdhbduw6PezgqWH5A6AqiAnFi5PDnhsBMQYIw//L5/6r+f46Y8eBMDSuKpWh1lTPHdyhGA0zUR4etIyaI0lX/yfQxV9iCtYwaVAdrQXQZGxti7+uipaHbS/53PYVy2OvJ4KyeFZlDKhZ1i7Bg1NxDlV8NYDDE9qOU3xZJZYMsd60wjpX/wj4z//VwBsNX4fc2FtqyaFvlggPPTsJn2VECikwoc5dmGclGohK2oTALHKjIq293yeulvfhtnfpNV4zlIX90LB6Z4QJklkfYeXlnonubzCREnaff9ojKPnx41MLoBPfP1ZvvADLShaC/O7csmEu359DlSVl1xVPhG9enMjwWh6xpaRWkAfO+qh3QDpofOkek+gpGIzjh90ZYKwSGVCIqWpoacuPpr9TVoIeA0rVN/3hp001zt5+EA/uzbUc/2OhVWcN9c5SQXHUPNZsuN9qKpKdqwX0epActfN+DytzWW8TJEFmvqgJeAqI20EQaClXsvNO3B6lPd++lcMjsc5dGaMfVubKxJ1+uLfTMoE0BQPwxMJQnGZBr9jyUiqSrhyyISCNP5yUSZ4nBacNhN5WeFdr9leVQZBrVHnsRmTTK9rbgZLJxOqsThMxeoWN7m8wj/99/OAZoFYDOo8VoLLkJmQTOVwlSgTfv/VW2j0O/jV/j7aGlysW2DuQyn0cx8pKBNUr5ZpkOw6BJIJyeUr297auh7vvjtmlc1et72ZbF7h0FlNCj8wHkcUBeoL3zOTy2dcnJRMilTXYZybr1vyzu8V1AYmt8Zcy7GF13XVeW3ss1wk9/xPSfQcRxo+iWhzEXe08fjhha8aqKrKZ76zn0cPzl8OOxvO9GorZDORCef7wzx8oH+aX3sFK7hUSA9pHn1bDciEpYLk9JKPTszZ+z4TeoajWMwSqgq/OdBvLDSMTCZ44Nke3vnJh+gdiXKL7Syi3UXj6z9I05s+hGnKfW2psaZwr744qE2gooksqYxc5ite1+ZlLJTi5EXtWhNGUyRU0+YAIJqtCKKESbcSLjIk93LA6e5JNnT4MJskWnWv93hxRfVff3iYv/uPp3nfP/6anuEo4ViGs30hTl6cQFFUHnv+IqgK6hXYEjQymeC+p7t5xTWdZTJ3gD2btIyNg2dqlx0wFTqZkO4/beQoRA8+iFogC3KTle/ztcpM0BvcfFNWyE3eJtR8FrlkQWuxaKl38tk/u5n3//YuPviWqxY8kd7U6ceS0uxQajZNPjJOZugC1pZ1s+7T5G1AzaZQ0vGyx4PRNHUV5kzNAScjkwkeeq6Xkckkf/fVp0hl8lyzdXpuWT46SWT/vVjbNyPMUrHaUu8knZUZmMgua14CVEkm/OIXv+COO+7gtttu4/vf//60v588eZI3velNvPa1r+V973sf0ejS1gwtBEVlwuUhjxUEgc2r67h6SxOvvPbSrASW2gy8VdkcdDJh/heYvZubuHZbM8MTCda3e2lvXFzgpN9tW542h3SurGXDZTfz4T/Yh90q8arrO2vC/LXUOxEELeQoHM9gqW8DQSQfHsPkqV/QBH/bGs1n9cwJzSpxtifE6haPQaZJTp9xIU92HUKVczg3X7/o97KC5YHk0hjyfGxyji1nRsBrJyBpEuWd4gXWiwMoLVv54W8u8NnvHSQSX9jvq280xtPHhnnkUO1kjKFYmtFCKFKlDmiAscLfD5x+8QSfreCFjczQBRSrE2mZggYXAvuaXSipGOn+0/N+riwr9I3EuGGntjgwGkwWmoe0oOIj58ZJZ2UOHzrLdnMf7l0vx7XtJpybr6v125gTLruZpjqHQSbo15NSX7Ee5JaXFeo8Vsby2uT5mw/28Gefe4Qv/OCg8bzZoGcPvRAbHc71hfiDTzzAub4QwxMJLgyE2VLIYdI96EMFebaqqvSNxti2NkA0keVnj17g2AWNQEmk8wyOx9l/pAeA8bg6/cVe5PjZoxcQRZG33r5p2t8CXjtrWj0cPLN09ytD1aoq2Dq3adXiZ/cbf89NDFZ8nt7uMtsqeDXQif9673RlAkC+ikYHORWvuoXCbJJ49fWrF7U4e/t1nbx0Q3HMnxnuIjveN6e6TA9gnUoghqLpinaD1nonI5NJDp4ZoyXgZCKSxmIS2bWxoWw7VVUZv++rqPkcja/501nnHHqwYywlLzuZMOcy/ejoKF/84hf56U9/isVi4fd+7/e49tprWb9+vbHNpz71Kf78z/+cl7zkJfzjP/4j3/zmN/ngBz+4pAc+X+gf5uWiTAD4+3dfhwrLKkUpRaCUTKhKmaARDgtRJnhdVv7uXdeiKCqCsPj3XOexcaonyN2PddHgs3PjrtZF7W8mJFLTax/Xtnn574+9qmY1o16XlY2r/Pzm+T4A/D43Jl8j+dDIgtOuJUlk39Zmnjs5Qi4vc7YvxEv3lndpZ0a6AUiceRbJ6cPWPv2Gt4LLE6aC3E6OL0KZ4LFRL2qDhn2WLiRBZcC8mucKBNTgeLyq68JU6F3k5/vCi/aDPn54AFlRsZXY00pbSkqhkwldAxEmI6lLovZawQpKkRk6T97besnu8dXAsXEfgtlG/MQT2DvnV9U4NJEgl1fYs7GR4xcmmIyk2bjKz9BEgpHJhOG3v8ZyDlFQ8Vz1yqV4C1VjbZvXIBN0O1TpoHttmw/QcqFeelUHvc962OG18uujEwR8Lp49McLxrkk+9Sc3zBruZvYVJksvQDLh8NkxgtEM//zdA3hdFqwWE79VCJgOeG1YTCJD49rqaziWIZnOc+POVlrrnTx5dAhZ1vIUFEXlTE+Qnr4xsMNAKM+Vlsh0cTDCplX+Ge9Fezc38bNHL5BM53CUKGBrBdFiQ7S7UFJxLI2dqHKeZHQCa8s6shODZEuUCZEDD5Ad76Xh1e8jM9yFYLZpNeKLgEEmTKmBN/mK9ZC2ji2z7mPy198hfuwR3LtfTt3L3o5kX7rmO9DmJtevEgmNSkjIxE88BoqMtWX9rM/TA1jz4XGszVrTl6yoROKZisH2LfVO8rICMvzpb+/iof29OG3msrEOaNeQVNdhzT5VN/s8RycTYHnDF6EKZcLTTz/Nddddh8/nw+FwcPvtt/PAAw+UbaMoComExlSmUilststPznS52RxAu2HNN3ugltDPCVBVZoLTvnBlgg5RFGoysPK5rYwFk3zz5yf4zi9PLXp/M2GqMkGHzWqq6QBx35YmY5JU57VhMXqCG2Z72qy4fkcLiVSO+5/uIZXJs7mz6PeSnF7kRBhVVciO9WDr2LzotPEVLB8kl09TryxCmeB2mKmX4kzKLiRBWzX62TmbIU0cHIvP9vQZ8fwpbbUhlsxWtYo3ExRF5ev3nODf7jrCk0cGMUkCdqupzOYgK6pRVzsaSmKStN/kijphBZcDHBv2kumobWDiQqAoKvtPjiAr01eHRbMV56ZrSJx5BjWfm9d+db/3mlYP69t9hf/30hJwcrxrglAsw/U7Wtht7mNQ6rjkbUFr27wMTyZIpnOMTk4nEzxOC41+Oxvafaxp8/JIeit9+/6SrCzwh3du5R//9CayOZlPfP3ZWV9HdHgQLLYXZD1k12AEl93MeDjFub4wf/rbu4y+elEUaNZD3oCBwj2ivdHFS/a0k8rkefzIAPu2NGG3mnjg2R7Df989/sLPj5gvhiYSRj5aJWxZXYesqEbi/1LA5NYWpCwNq4xJrn3NLsyBtjJlQuL0U8QO/xo5FSc9cBZr6/pFjwn1e/XUBUiztwEQyIfmtnhkBs8iOb3Ejj7M8Pc+hpyKoWSSyKmFjU+qQT40TM7ZQFB2kjx/ENDsxbPBpCsTouNkJwZQMkki8QyKyow2B9DGYdvXBfjQ71/N+3971/RjKYzx5iIzABr9DiNvocl/mSkTxsbGaGgoTmgaGxs5dqw8pfbDH/4w73znO/n0pz+N3W7nrrvumtdBnDhxYl7bV4ODBw+W/XtiRJuojQz2c/DgwgfgLyZEk0WP5MULpxnuq8wt6edyMqblKyQjIxw8eGmtLJm4diFpqTMzPJngN48/h89ZW6JIVlQyWZlIcHza92khmG0fTrLG/48OduPMm7ED44kc/Qt8bTWvYJIEvv+ARrbkY4McPKhdvK2hGA5V4fAzT+INjhLzrGKgBu9xuVCLz+OFDq/FwWjPebpdCzwXcg6/mOL+5C5usp8jKzm4MAE6v3nw+AXqTBOz72MKEmmZM71BNrXZODuY5oFHD7Fj9cJuagMTGcIFYuPxI4O0BSzkZJWu3hEOHtSuRfvPxXn4WIS/en0rF3rHafGbiaZkfvX0WerNy3udX/lOrmAqAi//A3oug+/F40cG+fz3D/J/3n41N+9u4/6nu1nb5mVTgWB2bbuZ+InHSXYdwrnp2qr32zMcRRQF2htdrO/w8dzJEda2eWkOODl2Qbt2/O6t61C/F+Wie+uSvLf5YG2bF1XVjns0lMTtME9bEf7Lt+7FbjWRzcvkMPHweY1g2dDhp8Fv5023rudb954ikaq80ADa6qbZ1/yCtDlcHIywa2MD121vYSKc4ubd5SHTLQEtOA5gYEybBLc3uqnz2vC7rYRiGfZsaiSVyXPswgTrTNr56xrLkJcVTNLS5DLlZYVPfP1ZXnPL2mm146qqEolnp3n3lxLxZJZoIjurgkUnGgbHE8ZvsdYweevJjvVgaeo0mgAc6/eSj06Q6isuxOWCI6AqJM8fIDvaje+GNyz6tcfDKXxuK2ZTOSkhmMxI7rqK7QelULIpcpND+G/+Xaztmxi96zMMfP2vUJJRRKeXjvd+YdZ2g4UiFxrG1dRBV2iIOimB5PLPGr4IINpdCBYbifMHmPzNf2MOtJG5VVPo+yu03+kqgmu3tSDN8pvQ1aeSyz/jNjpMkkiTX6uHbKxbXmXmnLOvqcmUUC5RT6fTfOQjH+E73/kOO3fu5Fvf+hZ/8zd/w9e+9rWqD2L79u1YrbX7kR88eJC9e8urmFaFUvzvE7/mxmu2G/2dVzpkWeGL9/wCSRS48bqrK660Tz2Xbasm2dzpn/XLvxzYtiPPK26KYTFL/NnnHkG1tbB3b22zJzTP+CAb1nWyd+/aRe2r0neyFKqq8qOnHyIYTXPjtXuw9OUZu/g0HZt34tm98Fqxq089x7MnRnA7LNz20muNzzhuTzN2+ldsbnIzosq0b9qJZ5bju5ww17m8UjBwpAmnRWTLAs9FdqyPAWBM8XCg+bdZ0xGAh4LsXN/ARCRFXnRVfZ4TqRzfuvcksaSMqsJ73rSPj3zlKWSzn7175yed1nHyvlOI4gSv2LeKh57rZe+2dgbH4oTjGeO4Hj93iHQ2TF3LOlK5IFvXBHDazfz6+T6279y9bBWSS/WdzGQyS0K2r+DKwr1PXATg+IUJ9mxs4D9+eoybdrfxoc46Dp0Zo6vfztVWB6mLR+dFJnQPRWhrcBle5TqPjdZ6J80BjUC0mCXaHSmGULj2xj1L8t7mAz0w+VxfmNFgsqKveNvaAIBBZB45P47PbaXep00IdPnwWCjJGvvMAcwmfxO58dqG0NYS2ZyM2SSWjfviBTXZ7dd18tIp7QM6WhtcHDo7hqKoDIzFsVkkAl4boihw8+42fv7ERfZsbGAykuLYhQna/SaQIZaV6BoIL9mk+UxPkCPnxzGZxGlkwv3P9PCNe07wrY++ckHWvYVAJ1xmUyY01TkRBQzbyFLAHGhDGjqPydOA2dtIxwe+itnbSKr3BPETjxeUIwJyvBA6+vRPtYyFGtheJ8KpaRYH47j8TXNmJmRHewEVS/MaHGt30fTbH2Ly4e/iWLub2LFHmPz1t2m4808XfZylUBWZXGgU78ZrSPXJkB/E2rJ+TiWyqkJEdePpOY5oc5EPjaDc/8/4xeup80z/zjX47LzllZvmbITLz4NMgEI95GSCprrakyyzYc4ZYVNTExMTxdWpsbExGhsbjX+fO3cOq9XKzp1a//qb3/xm9u/fP20/lxoNfjs/+vRvrRAJJZAkEZ/LisdpqVqyv21t4JITCQA2i4mNq/ysanLjdVmM0J9aIpnWVj+d9qW3xgiCwDXbmjGbRLwuK7aOzUieemxtGxe1X70eZ1Onv+wz1hsi0oPnAK33dwUvLJjcdcYAYC5UIoX1VYEJ2Y1nzVY2XbUHQYAbdrbQ1uBicB4DnENnxnjw2V6eOT5MS8DJxg4/a9u8nOtbeKbD86dG2bYmwDtfs43dGxq4eXcbAa+9LDNBt2Kc7wsxEUnTWOdg39YmMlmZ4xfmp6pYwQpejDjbG+RsXwizSeTExQmOnB9HUYsBhPc/0833HjyHyd9KdrJyIFslqKrK+f4wGzp8gJb988prO43aM4ANHT7kkJbBYmuoPDldTgS8dtobXRw8M8roZHJWX7HXZcFulVAUlQ0dPuP+qUv+x0OVg2B1WBtXkwsOo2Quz6raD3zuET797f3IcrGeT6/NXFfIjqiE1pJ6yIGxOG2NLkNa/ebbNvHhd+yjtcHFhg5trL2uSSNh0qqZf//RUd760fsWdV+YCXorwtHz40YlNmjf018+1U0ur3BhIFzz150JOkHQ1jBLtoZJpKmuqPRYCvhv/h3a3vXPxvdXDwq01Gu/x9zEoKGgEUwWcoVrgHWRY0+AiUiKhhnIBJOvkVxweFqLjKqqDHz9rwg98SMyIxoJqtszHOv30vFHX6Lhzvfju/51xI4+TLL76KKPsxT5yDgoMua6Vnwd6wBQAp1zPu97D5ymP6HZxYVr30Lzm/8WIRnkrz2/xBPrnra9IAi89fbNtDfOXjsrx0MIkrlqBUZHkxubWcDrmtu6XkvMOSu84YYbeOaZZwgGg6RSKR566CFuueUW4++dnZ2MjIxw8aL2of/mN79hx44dS3fEi8DlMAm+3OD32PA4l0/6VWuIosDO9Q0cPT9RccI0X6SzecNXqnuxnUsQjFMJb3/1Fj71xzciiQImbwOdf/afRnbCQrFvazM2i8TO9eVBjnpNUGbwLFBM113BCweS208+NjeZIKfi9H7pXUQP/7rscX0AMaG4WNPqpa3Bxb/+1a288rrVtDe6GJlMlA00QeuSr9Ty0DUYxiQJ/O//u4N/+9CtiKLAxlV+ugYj0/ZRDUYmE/QMR7lmWzMuu5lP/vENbO6so95rIxzLkMsr2qCjMGDbf2oURVFpqnOwY109VovE86deeBLjFayg1rj3yW7sVhNveOl6+kfjPHxAWy3XMwOGJxIoKsQsAXKTQ1XvdzycIhzLVFyg0f3Amzv9xuTEEph9BW65sG9rMye6JgrKhJkH6IIgGH8vfY8Nfm1yNFcejLVtA6CSGe5a/EHXGLm8yvBEgmdPjPDlHx81xk56OOXaWSqvW0rqIQfGYrQ3FCdDHqfFCMPetjZAg9/O5lbtfDU11zE0HieWzBk1v7XEwTOjOO1mcnmFI+eLi0tn+0L0jWh2DP39AaQzeU51L94KF4rn+et/fXwa+T44nkAUMFQ6M6GlwTkv4n6+EC32ikHe5gKZkJ0cMIJCXdtvMf4m2Wef5M4FVVVnVSY41u5BToQJPfY/ZY/nJgbIjvUQOXAfmcFzSE5vRYuB7+bfRXL5iR58cFHHORV6c4S5roU1u68io5rok2YnE+5/upsf/eY8seareCK9iWdTq7Gv3sGJLe8nqVrIPvyfC56fyPEwkstf9YLv7922kXfe1rjsob9VKRM++MEP8o53vIPXv/713HnnnezcuZP3vve9HD9+HK/Xy2c+8xn+4i/+gte85jX85Cc/4dOf/vRyHPsKaoCbdrVyw86laUJYLuxcX08wmjbCgBaDD3z2ESPQMZHWyATHDL7IWsPjtLBlTW0lgG6Hha/931fw2pvLbRomg0w4DwiYPAsPelzBpYHJHUBJxeYMTUucfholGSXy3M/Lbmj50Ag5wUIKK2tatR711S0epIIHOi+rjAaT9I/GUAoE28e//iyf//50D/jFwQirmj04bGbDWrBhlZ9MVubRBVREHj6nDQb3TelcDhQGJsFommgiaxB+RwuDxya/A4tZYveGBp4/PVoTgnEFK1gofvHERfouYfCcqqo8f3qUm3a1Gv3lekBqOJ4hmc4ZYXqDGRdyPMhvnj5rPDYb9NXljat80/7W2ezmlt1t3Hp1B9mJQSSXf0m8zQvBNVubyMsqeVmhyT+7r1ifCOrqCwCfy4rFJBptEDNBD2xLD55f3AEvAWIpbTV4dYuHX+3v49h5TcXVNRgh4LXNmi2gZwAc65pgLJSivanyyrvHaeG//u6VtLi1Sc2H33ML//1xrQVrMcG8lTAZSdE9FOUNL1mHw2YyGoUAfvVcH1aLRJ3HVkYm/OChs3z4y08SilZuB6oWp/pSnO0N8e17T5Y9PjQRp97vmJYXMBVtDS6GJ+LLfq8y+5tAlMiO9xsTaM/e2wGwtS3e4pBI50llZOpnCGx3bbsJ957bCD/9MxJnnjMeT/UcB0BJRomffhpL09qKE2PRZMG56VpSXYdRcrW7xuaCGqFqrmth1YZ1fDj8VrrSM4/LHznYz1d/eox9W5v43T96BycaXsXTx7Xv33DOzVPKbuTY5IItT/l4qGqLA4DLYaHJtzxzllJUtVT/mte8hnvvvZcHH3yQ9773vQB8/etfNxQIL3nJS/j5z3/OL37xC7797W/T0bG41dQVLB9+5+UbecsrX9iVgHs2NSKJAn/3H0/x6/29C74o637BB57pIZnOGRMV1zKRCUsFv8c2TZUjWB0Ikhklk0TyBBBML+z3eCVCv8Hk57A6xI4/BqJEbnKQdGngUngUXH4+/Sc3TWtoaSusNv344fO8/58f5rmTw2RyMsMTCQ6fG2dookjcqarKxaEIa1vLV7Ou297MtrUB/uWHh/nS/x7is989YFTFzYX+0Rg2i0RrffkERE+FnoykjNWcjiaXoSbSZcv7tjYzHkoZK1KlyMsK9z/To9UyTcGB06Pc//R0SeIKVrAQPHN8mB8+MUk0kZ174ymo9P2cLybCaRKpHOs7fKxr92Er1BnvLnSZn+4Jks1rr3M6qMlif3L3k/zRZ37Nv//oyKz7PturWSdWt0xfxTabJD709qvpbPaQmxzAfJmoEkBL0NeDE5sCsxMcusJCb6oATbHQ4LfPaXOQ7G7MdS1khs4t7oCXADqZ8LZXbcZilni2UAd8cTAyqyoBoN5n46pNjdz1a+19tTfOLOPPhUYIP3sP5vp23B43TruZRr/DqPFdLHJ5mccPD3Dvk9o1+9rtLezZ1MiB05pSLZOTeeLIALfsbmNTp98gE/KywiMH+lFVON8fXtQxdBXC3Z89McLp7uL9bWg8Tlv93ARaa72TVEY2WpSWC4Jkxtq6gVT3MXKhESSnF2vzWupu/X08++5Y9P4nC00OM9kcAOpvfzcmfzPRQ0V1QarnGCZvI5KnXqtkbF4z4/Odm65FzWdJdR1Z9PHqyEcmEEwWJKcPq1miKeCcsW0jlszy73cdYfvaej78jn2YJJEbdrZycTDCyGSCYDTNhFOzSiQvHl7Q8cjxkGFLvpyxovtfwQseTXUO/vFPb6LR7+BffniE//rFSfKyQiianhexMFK4waUyeR45OEBSVyYsk81hOSEIgnGB0juxV/DCgqkg/ZNj0/2nSi5D7MTjZEYukhk4g++GNyBaHUQPP2Rskw+Nojp8bF83XQLZVhgg/mp/H6CtWJWuVj70bK/x/8Fomkg8O20QarOY+MQfXc8NO1t58ugQTx8f4iePVLdKN1jw4k5dkdBXOSbDaSMv4ZY9mlxTEIp91ldv0Xyh+ytYHQ6dGeMrPz5qrNDqSKZzfPF/DvHd+09XdYwrWMFceO/rt5PKKHz97uPzel4yneMdH3+Qz373AJmcPPcTZkDviNa61NnswSSJbF2jhQveccNqAA6d1Xzm29cFOD6h3eeu6xC4cWcrv9rfV+Y9n4rz/WHWtnkxm2YeRqqqSm5y8LKxOIBmd927Wbs+VApgLMWdN63lL9961bTQvka/Y05lAmi+88zg+ctOIaU3ebXWO9mzsYHnTo0wOB6nfzTGps7ZV0EFQeCv3raXxoKqY6ZMACWXYeSuzwAqzb/zN8a1vKnOwVhwdiKmWjx+eJDPfu8gP374PA1+O53NbvZtaSIUy9A7EqVrIEwqI3PNtuayWtADp0cJF+x65/oXnt+QzubpHcvwqutX43db+fo9x8nmZFRVLdRCzky06NC3WcoQxpngWH8V2ZGLpAfOYCrUtvpueAPWptWL3vd4gUyYyeYAGqHhWLub9MBZLTtBUUj1nsS+ZifunbcCYGmeOfzc1rkN0e4icXb2qtb5QE6EkVzFjJRVTW76ZiATfvN8H9m8wntfvx1LQZGp55Q9c3yYUCyN2RPA3NBBqmvhZIJpHsqES4UVMmEFLwpsXl3HP33gZu68cQ13P9bFmz58L+/4xIPz6pvXPaRuh4VfPnWRuJ6Z8AJXJswEPTdhJXzxhQmdTNB7iEuROPMM4/f8C4P/9TeAgGfPbbh2vJTE6WcJPvoDkt1HyUXGUByVb1IepwW3w4IoaN///tGYoQRoqXfyq/19xu9jNp+t1Szx4Xfs48efuZPbrunkyLlxcvm5J0cDY7GKg1Td5jBRUCaYJIHrt2s374DXbkxsAl47HU0uzvZOHyjqdqhSySvAPY9fJJrIEkvmiCXnv5K8ghVMxZpWLzdvc/PooQG65hH+dr4/TCyZ5fEjg3zsa88Yypv5ondYJxM0pdFrbl7L61+yziAVDp/V7EG3X7eacdmNogrcvFbktmtXoShqxd8PaE1QFwbCbJoj0FpORFDSCcz1lw+ZAHDHDWvYtaHeUB7MhKY6B7funa60bayrkkxo3YCcCJOP1j4geiqeOzHMZ793oCriQlcm1HntXLtNU3F96X8OYZZEXnnt3GFzHqeFj777Ol5781pWNVX21idOP0NuYoDG1/w55rqilbapzsFoFecOIJOTK2b06DjdE8RhM/Hx917Hx99zHYIgGG0cp7qDhhVn0yo/a1uLtaC/3t+H322lo8ldtTIhHMsYC0w6Tl0MIitw/fYW/ugNO/5/9u48PKry7B/498y+ZLKvJIGEfd+CAmrZFFERUVzqUqlaqVpbf6WtL1SxVbpZpdrX16WtWq0WF1TcqqJU3EGBCEIg7ITs+zYzmfXM+f1xZk4yWWdgksny/VyX15XMmTnz8DiZeeY+93PfOFrSiIde3I36ZidanN4OmXWdCdynrKb3ijB2xTRK7rDiqS2FNjHjjM4lSRL+u7NYyeitDSGYAACG4RMheZxwVZ6EurkCkqsFxtypiJt1MWJnLoFp5LQuHyuo1DCNORstR3dDErvf7hkq0dYAtbn1fW14ugXlNbYOmWI+n4T3txdhQk4icttkZaYnmTEyMw7b95WjvtmFhFgDTCNnwFFSCJ9bzmJpOZoP63fbehyLz+uGz2kPa5tDtDCYQIOGSiXgx1dMwU+vnobL58l75745EHoRtqp6+c382gvHoqTKhv/6r8oa9b3fzSEaAsEEZiYMTOoYf2aCreOCX/QXZjSOmATLtIXQxCYj4byrYBqTh8avNqPypfWA6IU3tuv/9xfNHYGVl0zE5JFJKKmyKVdOblk2Cc12N66/732s+9tXOHBCDmYE6i50ZdbENDjdIvYf777oldPtRU2jo9Mqx2aDBnqdGnVNTpTV2JCRbEZWmgV6nbrDVcZhyXIRyfYCWzTaBhOa7W68+ekxxPuvQIayZ5woFHmj5aBYT6/7tgJfcK5aNAYHTtShss4OSZLw1mfHUB/GHu+iymYkxxkQY5K3MMyakIYfXTYZsWYdjHoNSqqscmrulAwYjQa0aONhctVilK4W03WncMBfoK59EdVTlVa43GKP3bECxRe1SdHv5NDWpJFJ+P3t53abVdGdlAQjmmxuON1dZ24AgGHYGACB2kS9x+UR8bfN+/D5nrKQ0uWtDhF6nRpmgwazJqZBEIBDpxpwwdnDkWAxhPScORmxWHX5lC4Lm1v3/hfaxAwYR88Muj01wQS7w6MEowNanJ4OhQj/9d5BrP7rZ10GSI4UN2BsdgLyxqdheLr8+ZOWaEJirB6FJ+txpLgRKQlGJMQalGD3e1+exK7CKizMy8b4EQk4WtzYYwDG4fLirr98glt+vxWvfXxE2eKy50g11Cpg4shEnDctE7evmIpvDlTitgc/BoCQMhNSEkzQqFVRyUzQpeW2rgMTziyYcKioAf/76h5s2VEEQA4mqAR02haxLUP2BACAs+QgtLXydhXjiMlQm+OQfPGPodJ3nz1kGj0TPlcLXFWnur1fqLz2RqjNrcGB7DQLRJ/U4f/P3qM1qKi1K1lebZ0zJQOHTjWgvsmBxFgDjKOmA6IXjlMF8HndqP7P46j5zxNo2vmfbsci2hoBhN4WMpoYTKBBRRAELJmTg5uXTcK0MSnYc7g65BTDyvoWxBi1WHpOLqaOTsapSitMBg3Uqr6titpXAm+YzEwYmFTGGLmVU2N1h2NeexMEnQEZN9yv9GFWm+OQftX/IPsnjyPjB+uRfeeT8GRM6vL8Ky+ZiCsXjVEi88VVViTG6jFncgb+/NPzcM35Y7H/eB3e+OQYMpLNPW4Hmjo6GTqNqsdsoYpaOySp8724giAgOc6AU5XNKKuxYVhyDNQqARfNycG57QrJpieZUVnf0uHvv9x/BehEWaNy27eHq+FwefHDpROVMRBFQqxJDnQVFoUeTDhW0oj0JBNm+tPxaxpaUFZjw7PvHMAb20L/YnqqohnDMzoG+QRBUIoLZiTLRUsf++VCJA/PhavyJJre/StujPkCJ46XYPu+cvzgt1twtE06+GGl+GL3i1x3tbzA1/WzzIQzFWp7SF3aCAhqLVzlvRtMeO/Lk6j1t8wNZKN0p7lFRGKsAYIgIMFiwPgRiVCpBFyxYHRExuOuLYWzpBCW6Rd02KoWCPq2r5uw8cND+OnDnwS1jTxwvA41DY5OWyc6XV6cqmjG2HbbMgRBwIScJBQW1eFwcYPyGk2KM8Bi0uHzvWXITo3BioWjMSY7HlZ/razuvPPFcTRYXcjJiMUL7xfilt9/hB8+8CE+2FGE4Sl6GHTyBael5+bi3pvPxoKZWZg9KR0TcnouqK1WCchINvVqR4euCIIA4yg52HOmmQm7CuULdwf9dSNqGuUv0j110dNYEqFJSEfLsW+hL94NQ86UoC/zPQl0PPPUhV/ouTOivSmoRkG2P/OmpCr4/89X35XDbNQq3UvaCmx18EmQgwnZE6EyxKDpm3dhPygXxNal5aJu63NoObG367H4LxRxmwNRFM0Ym4LqLj6IAOD/Nu3Ff3e2RjOr6lqQnmSCWq3Cr36Qh8RYPSymvu3V2peUmglsCzkgCYIAbXI2PLUdqwSL9kblikN72oR0GEdMCjkjJStVjszvOVyNDH8l74m5SfjBxRNw51VyCmL74oudMeg0mDomBbsOVnYa4DtV0YyjJQ3KNoSuCnudNz0Te4/UoKTKptzn1uWTsaxdx5KMJBNc7o6FrcpqbFAJQG2TU0mhLa5shlol4Jyp8iKgopOMBqLTNSE3EQdP1occ2D5a0oDRWfFK8bKaBoeyz/yLvWUhbXsQRR9KqmzISe88YyiQ4p+RJP8NpSQYoU/JhLehEqKtHhr4kFC5E8+/dxA2hwd/27xP6epSeLIO8TH6btveST4Rzbs/gC51ONSWpJD+3QNFqMEEQa2FLmMknGW9U4SxuqEFb356DK99fETpqnGqk6Kz7VkdolLMFpCzzX5+7Ywet32EyrpnK6BSI2bKgg7HUhM7b615tLgRXtGHB1/YhSabC26PqNT8KOykheOx0kb4JHS61WZCbiKqGxyorm9RjguCgNmT5KLAf/zJeYiL0WO0v0tHIBOorsmBL/bK2TSSJOFIcQMOFdXjzU+OYfakdDx453l4/O6F+NFlkzBjXArOmpCG700KzqCbMzkDP716OtbdMjvkLbKjMuNx8GQ9PN4zL7oaLvO4swEAupThZ3SewEWCwqI6+HxyW8ikHrY4BBiyJ8JZtB8qdwuSFv4grOfVJqTLBaZryyBJPtR/8m+4q4vDHj8ASKIXvpZmaNpsc8hKjYEgoEPdhOLKZowcFtdpt47h6bHK2iQx1gBBo0XiguvgPFWAuq3PQZs0DMNu+iOg0ijdKzoTCCYwM4EoimaMk6/q7Dnc8cqtzeHBR9+cwstbjygLpKp6u9JXOsFiwB/uOBerr5vZ4bGDhfwmrDnj9DaKHl3q8E4/OEV7U1jR/e4E9sQ22dwd6hhcOHsE1qycheuWhNYR5uyJaaisa8F9f9+O/cdrg449tXkfHnjmaxRVNEMQWvuZt3fDkvFYPk+ukJzdxX5dAEgP9ENvE0x0uLyob3YqRScDWx2KK60YlhIDk0GL5DgDMxMooibmJKLR6kJlXc97xZtsLlQ3ODAmOwFJcUYIgpwyHNhn3mB1oaDd305nymvt8Io+jMjo/G8kcIW47d9ZoOtCzOR5cCWPwxzNIVTVWjF/RhaOFDcqBVkLi+oxITex217mtoIv4KkvR8L3ru3znue9LRBMCKVugmHYGLgrT0ISu98ScTrWP/M1/vnuASTFGfDza2ciLkaH4sqeMxOsDjkzIWB8TmKntSFOh7PsCJp2b0HMxHOh6aQKfWCN1XbufD4JRRXNmDQyCQ3NLmzccghFFc1K0OzgyY5dgI50kx3TNiOg7fG7vj8dD955HmLN8kWinIw4aNQqJZjw9ucn8NCLu/HxrmK8/flx/PJ/P8fd//cFWlxe/OBiOR1/RHosLp8/Gj+/dibWrDwLI9ND2xbSnfkzs2BtcWN3YejbciPFPPYsZN/5lHKF/3QEWnMOT7fA2uLBsdJGHC1pxIguApntGYfLc+vOmKi0VA2VoNZAm5AOd10ZPHXlaNz+Jhq+2BT2vwGQ100AgjITDDoN0hJNQX9XkiShpMraZVtUoDU7IcG/zcMyYzH0GaPgc9oQm3cxVBodNHHJ8DZ1XU/Fy2ACUfSlJ5mRkWRWiky1Ffggqq5vwYGTciS1qt4RtO86K9WiFPMZjGImz0P2bY9G7Esn9T1d6nCI9kblQzCgu8yEcLXNEMhM6fgF/7xpmSEvGhbPHoHrl4xHSZUVj2zMV26XJAlF5U1osrnx/lcnkRJvVFJH2xMEAT+6bBIevPM8zJvRdfp0hv8qW9u6CYEgwfemy49rG0wY7i9Sl5Ecw2ACRdSE3EBRuJ63OgS+2IzJjodWo0KCxYCaRgeq6uzQqAUY9Wp8vqes23OIPkkp+NjV32bgKvSwNn/TxpHTYBw1E4kLf4DE2ZcgQd2CJcPq8IvrZ2JCTiJe/ugQahsdqKxrwcTcrlO4JZ+Ihi9fgy4tFyb/lc/BJDHOALVKCLmjg+R1K1s+wuUo2o/yF9ZB8gbXGLA5PDhVacX1F47D43cvQnaaBSPSYztth9uWJElobhE7tAMOR/Pej4OyLSRJQtOu99G44y1UvbEBmthEJF34o04fazFpYdSrg7Y5VNW3wOHyYmFeNs6ZkoHt+8uVNVpORmynfzdHihuRmmhCvKXjnvyRmXHQ69RQqQSMympd37QPamk1KozMjFWeK/A38+Qb+/Dcuwcwe1I61qychd/8aA5yOtkuFCkzxqYgMVaPj3d1zDLsC9oz3OoayEr4wUVyUOAfb+6Hw+XFBWeFlu1gGnMWzJPOQ8vYRaf1/NrkLHjqyuDyvybtR3dBbOk5Q6c90d4IAB3WxNlplqD2kPXNTtid3i6LjwLAxXNzccFZw5VaHYJKjZRL74R54rlKpwptfBq8nWxTVcZjawAEFdTm3nvtRQqDCTSoTR+Xgv3Hazqkjx0+1QBBAAw6NbbtKkF9sxNe0ddt2uZgI6jUQVWWaeDRpciVt901wdkJkcxMMOg1ShuwwDaH06VRq3DdheOwYuEY1DY50eAvJlfbKH84A/IiubPii20FqnZ3lmIYkJJggkoI3rIQ2Jc6bkQCUhKMOFHWBKfbi8p6O0akBYIJZgYT+oF3330Xl1xyCRYvXoyNGzcGHSssLMTy5cuV/773ve/h0ksvBQC89dZbOO+885Rjjz76aDSGH2R4mgVmgwaFRR2vsLZ3tKQRggDlS1BKglHe5tDgQEqCCbMnZeCrfeVdpkTXNTlw3br38ZeXvoVaJXSZvZPlzzLKbvO3po1LRca190ITm4TUqXPhMqbgIv1eCJKIy+ePQl2TExu3HAKAbveDe+rK4W2oRNxZlwy6rARA3ueelmjqsv98W3p/EUbnaRZhbN6zFc6SQriqTgbdftT/BXhCm6CO3MauudvtNDaHB6IPQdscwuG1NqD2vSdR/vyvUf3uE5B8Ijw1xaj76FnUb3sRPrcDaVfeDbWx888KQRCQmmAK2uZwsjzQESgWc6ZkoMnmxntfnYTFpMP8mVkoq7F36OpwuLihy24iGrUKk0YmYUxWfJdB6YBxIxJxtKQRHq8Px0sbcfbEdBj1amSmWvCL62fivGmZmDWhd7eCqtUqLJiZLbesDKGAZn+zu7AKKQlGzJmcjvgYPQ4XN2BEugXjc0K7oq42WZB2+WpIxtP70qxLyoSnvgKO4kJApQFEL2wHvwz7PEowoV0mwKjMeJRUWZVtTaX++gnZ3axTUhKM+H/Xzgh6/elSRyDtil9ApZfXU5q4FHibug8mqM3xEIT+/1W9/4+Q6AzMGJsKh0vE4VPBi7jDp+oxPM2C86Zl4qt9ZUo0P5CCRzQQ6FLlyH/bq16ST4SvxRqxzASgdTtBZ5kJp2N0VjwAed8rAGVvbKCIYlf1EsKh1aiQnGBCZW0LPt9Tij+/sEv5O89INmPksDgcLW1EabUNkgSlGviwZDMabR3bgFHfqaqqwqOPPoqXXnoJb7/9Nl599VUcO3ZMOT5hwgS8/fbbePvtt/HKK68gLi4O999/PwBg//79WLt2rXJ89erVUfpXtFKpBIzPScS+Y7U91k04UtyArNQYpaBpcrwRNY0tqK5vQVqCCedMzYDd4cGhLgITR4ob4HB5cfn8UbjvR7OV/uftTR2TjPU/novJozrPvhNUagy/9EdAUwWa87fgrInyF4X/7iqGTqPCyMz4Lv8NgQVyYNvEYDR2RAIOnWro8f+nJi4FanM8XOXh102QRK/Sn95VcSLo2OFi+YLImOw2bewyYuFwid3WcqjzF2psu80hHIH/t/qscbDt2wZXxXE4Sw8DADJv/QtG/L9noE8f2d0pkJoYHEw4Ud4ElSC/B+eNT4VWo0JptQ1jsuOVDJi2Wx0arS7UNjowxl/zoDO/vD4P997Sc1bMhBGJcHtEfHOgAnanF2dNTMPjv1qEv/y/eT0WFY6kRbOyIfokfF1Q0WfPGQ5R9OFYJ200JUlCYVE9poxKlotf+v9/XTQ3p88CidrkTMAnouXw1zDmTIYuNQe2fZ+EfR5voHtCu7XTBWfL66wPdsgBvUD9hOz07i969EQTnya3z3V33qHHa2sYEFscAAYTaJCbOjoZKpWAPUdatzpIktw/e9yIRFw4ewQcLhFPvPEdAAypzAQa+NTmeKhMsUF1E0R7MwAJmghuX8nJiIVGrYpYga6RmXEQBCiLkyJ/BfJblk1CdloMpo1JicjzZCSZUFFnw8sfHcaX35Xj7c+PIdm/hWLm+FRU1NqxbbecWtq6zaFjrQXqW9u3b8ecOXMQHx8Pk8mEJUuWYMuWLZ3e9+9//zvOOusszJo1C4AcTHjrrbdw2WWX4Ve/+hWampo6fVxfO3fqMFTU2jvd/x3g9ojYf7wWU0e3vv5T4uXMhMp6O9KSTJg2JgUatdBlV5RA1fHrLhyHvPFdX1EVBAEzxqV2u+A3jZkFY+40NHyxCSqPHeefJe+rHjM8odu2ioEOM4O5U9AEfx2MnjoBCIIAbcZoNJwoVOoz9cTTWAVPfQWcpYfhc8nnd1ceBwCljsDhUw3ISrUEFfkb4X8Pa18srq26JjnQ0FlmQsOXr/dYLDKwxztx/nUAAOepAjjLjkJlioUudQRU2u5bAQJAWoIJxVVW/OShbfhgRxGKypuRmWqBXquGyaDFjLHy62ZUVhzGZMdDp1Hh413FSuDmhJLJ0PVnXKxZF1Kby3H+q+f/+fKk8pzxFn2ftwQfnm6BTquOSleHULz9+XGs/utnHVok1jQ40GRzK7UpZk+Sg44LIlSDIxSB1rM+Vwv0mWMRM2U+XBXH4W1urS3jOLkPVW89CskndnmerrY5pCWacPakdGzZcQouj4iSaivMRi0SOtliE9a44+X3+c7qJvjcDrjKj0KbNDBqmjGYQIOa2ajFuOEJQUUYy2vtsDk8GDciARNyE3HdheNQXd8CQZBTk4gGCkEQoEsZHrTNIfCBqIpgMOGqRWPw55+e1+VVznAZ9RpkpVpwNJCZUNGM5DgDUhNNePJ/zsfZk9Ij8jzpSWYcK5GzDxJjDXC4RCW7Yv6MLOh1arz/1Ulo1IISRFCCCezoEDXV1dVISWn9Qp2amoqqqo5fnpubm7Fp0yb89Kc/VW5LSUnBz372M7z99tvIyMjA+vXr+2TMPfne9EyYDBqlD3tnCo7XweUWg9KqUxKMcHt9aLK5kZpggsmgxcTcJOQfqkKL04P/27Q3qC5ISbUVyXGGiFxVFQQBieevhM9pR9Ou97F4trytqqdaQt7GaggaXUSzo/qbwDaPrjJE2qpSpUFrr8bhF/6Apl3v93z/N/6CsufXojl/C6DSQJ81Hq6KEyivseGHD2zBR9+cwpFO0vwD2VXdtYes7yIzwedqQcNnL6Ph81e6HVvgi48+YzS0KdlwnCqAq+wwDMPGhHwl+sI5I7BgZhZ0WhX+vnkfCo7XIndYa4r73Cny+//orHhoNWrccNF4fHOgEps+lgMdgVo33QUTQpUSb0RSnAEHTtRBrRJCrv8TaYIgIC3R2GNwKhokScJH38hrjPaFk9vWeAGA888ajhfuX4KYEDtZRIKuTQaUIXMs9MPkAs3uGvlCgbu6GJWvPwT7gS/hqe26haRoa4SgN3UaEFv2vZGwtrjx+belKKmyIjs15owzLzT+jlqd1U1o/vYj+Bw2xJ219Iyeo6/0beiNKApmjEvFyx8dQrPdjVizTtnyMM7fn/i6C8ehrsmJ4srmbvdgE/VHutThsO7dBknyQRBUSjBBE8GFfIxJh7HDI9smdUx2PPYekT9EiyqakRNCe8lwZSSZ4ZPk2ih//ul5uPv/vsAof3q22ajFedOG4eNdJRiRboHG3w87ULixpNIKTIv4kCgEnaWOd7Zwe/fdd3HBBRcgKan1y+0TTzyh/HzrrbfiggsuCOu5CwoKwrp/KPLz5WKjk4fr8cXeUpyVI8Js6PhZ8/7uRmjUArzNJcjPlxe9zXWtKestTVXIz7cizeLBvmNW3P+3T1BY4gDcjThngnxV+vDJKsQaVcpzRoI5dSzqd7yDJn02bjo/BWnxtm7Pby46DLXegm+//TZiYwAQ0X/TmfL5JOg0Aj7fdRgWdL3vGQC+bbRgqmhBbPkB1FQfwjEhFejii4jgtCLen4VgL9yOlrgRONhgxoSWI3j+5S/QZHPjydf3QvQBBjR3mBOLUY1vDxQhJ67zgML+Qvn2U8cLUVbUOgZ1UwViAbSc3Idvt38OSd95Fprp2AFotUbsKTgIozEV+qLvIPi8aE4cjbIw/v/MGws4csx48j0rrA4vdFLra8oCCZfMiofaWY78/AoMt0iYkmPCvz84hBjUI/+gFXFmNY4Udt1WLxxpsQLqmoDkWA3279sb9uMj9bo0qL04WVrbp6/zumYPNn1ZD5fHh+xkHVac07FLS0mNS8mY+HzXUSRrWwtifrGnESoV0FB5HPk1Z76t4XT/7XEGC1ROKw5V2wHJingAJ/Z+DVe9G7Ff/B0qUYQA4PA3n8I9bHKn5zCXnoRabeh0DJIkISNRi2ff2QfRJ2FCtvGM/z8JLps8zv274Wr75yp6EPflGxCTcnCg0gpUhv88ff1eyWACDXozxqXgpQ8P4bujNfje9EwcLW6EUa9WiqcIgoCfXTM95B7gRP2JLmUEJI8TnvoK6JIyW9sb9fMuHaOz4rFtdwmq61tQWm1F3vjIp0QH2kOeNy0T6Ulm/H3t+UHZFUtm5+DjXSXKFT1ALjg5MTcR2/JLcM3icVCrBl8Buf4uLS0Nu3fvVn6vrq5GamrH18d///tf3HbbbcrvVqsVb7zxBm666SYA8gJQowlvmTN58mTo9WeWvtpWfn4+8vLyAADJw5qxc8MnKG624AfnTgi6nyRJ+NuH/8X0samYM3uWcntcWiNe/eIzAMCcvEkYn5OI5MxmbN3jDyQA8GnikJc3Az6fhIbX38Os2dnIy5sSsX+Da1g8yv75PxjprUTeJSt6vH/p3legTh+OMf5/dyS0ncf+YkL+V6hr8fQ4rs+PCPh90xW4IOYIlklfY9q4kdBYOi9g2fztR6gFkHjBTaj/+AWc0E/EN6UOTLT40FhWhgUzZ8B26Gss0OxF9jkPYuTw4CyR0bu3o7nFHTSmj3cVIzvNgrHDE7DjxF6Y9DbMPntW0OOsBZ+jBoAgSRilsyMub16n46s4+gHExHSMzsuD3exBVbH8pWXk2QthzAn/NWdMqMLvnv0GS743FePbFPWc3a7cwdgJbtx4/xbUuePQ0NKC8TkpEXs9lNiO42BJAaaMyUBe3oywHhvJ1+XOou/w2belffo6f3/7SVQ1VmHyqCTsP16HKy7IwqyJwZmBO17bC71OjYk5iSirsQWNb/POrzAyU9Ph9XQ6zmQuK46OhrepBjPnngdJknBqx7NIM6pgGZaAckcTUpf/HNX/eRzDTAKSuniO8oNvAcnpXb5vJQ1rwi/++hm8ooSZk3KRlxdeG8v2JElC0Rd/Q0asQRmTu6YEdf/9FxwuOzKv/h8YR3Qe+OhOb71XulyuLoPt3OZAg96YrHiYjVp8d1ROzyuusmJ4WixU7b4kDMaq0zT4mUZNBwQVrN9tA9B231981MYUikARxv98dRJeUeqV1lvjhicgNdGEpeflAgBMBq2SgQAA43MScNHcHCzMywp63LLvjURlXQvyu9iXTr3rnHPOwY4dO1BfXw+Hw4GPPvoI8+YFf7mRJAkHDhzAjBmti3+TyYRnnnkG330n18D597//jcWLF/fp2LszIiMWC2ZmYdPHR/Dt4eCr2WU1NlTWtXSoHJ8S37r1LtXfunh4mgWpCUYkxuoxOjte6SpQ2+SA0y0iOwIFTNvSZ4yCMXcarHu2hnR/b2M1tHGDt15CwPicRBSVN8Hh8nZ7v4paO3QaFYqc8ntc+zaRbo+Ix17dgyPFDWg5uhua+FTEnX0psu58CpvLh8FmkgvT5uobcOvyyVgx2o5sTT3S0XGv9YiMWJRUWpXaCh6vD0+8/h1e828ROFXRjJS4jgE2T105IKigTRoG24GuK+F7m2qUWhiG4RPlGwUV9MNO74tV3vg0vPKHS4ICCZ2JNeswdVQyPttThvJaG0ZFYItDwAR/3YS2bSSjIS3RDLvTC5uj74r/llXboNepsf7H5yAj2Yx/vXdQee1IkoSvvivHZ9+W4typwzBrYhqqGxxKS1SfT8Kx0sZuC2H2lZSLb0PaVWsA+OuUJGfK7SLL5cK9huEToUvOhru6qMNjJZ8IySdCtHXfUjt3WByuXzIeACKyXhEEIaijg6ehEmX//B84yw4j8YIfwjB80hk/R19hMIEGPbVahTHZ8Url+OKq1p7yRAOdJjYZ5vGzYd2zFT63E6K9CYJGB0HXv+t/5GbGQq9T481P5Q/73F7Y5pAcb8Sz9y5WAhftCYKAO6+ahrPaXYmZMzkDyXEGvPvFiU4fR70rLS0Nq1evxsqVK3H55Zfj0ksvxdSpU7Fq1Srs3y+nNtfX10Or1QZlEajVavz1r3/F/fffj4svvhgHDhzA3XffHa1/RqfuvGoahqdZsOHfu3HIv+XO6fbi8de+g1ol4KyJwcGEWLMOOo0KOo1KKfglCAJ+/cOzsf7H52D88AQUV1khSZLSsiyrm/7np8s0Zha8TdXwNFR2ez+f0w6f0zaoiy8GTMxJgk+Si9N1p6LWjnOnDUODOhlA617ugFe2HsbWncXY8sUROIr2wzR6FgRBQFGTGnXNHlx+yVnwas24cDQQF6NHglfet+4uO9ThuUakW2AUrSh+4g7UbXsRxSVya+wTZU3w+SScqmxGWnzH/eye+nJo4lMRM2UBXKWHOi0KJ0mSHEyIk+uZqE2x0KXmyIUXz+Dzpqf2jQHnTM1AdX0LJCky9RICxg5PwP/7/nQsmtV3RQM7k+YvAF7Vh/V6SmtsyEyOgVajwo0XT8CpSis+3yNvsfrXewfx4Au7MCwlBtddOA6TcuUsmIMn5G0OZTU2tDi9GNsPggmauBToklpbneuS/MGEiuNQm+OhtiRClzYC7qrgQJ796G4U/99tqHzlD/Dauw8mAMCVC8fgjz85N6hI7hmNOz5VKVjb+NVmQJKQveoRxM++bEBd4OQ2BxoSRg6LwztfnECD1YlGq6vL3ttEA1Hc2ZfCXrgDtv2fQrQ3Qm2O6/cfRAadBk/cvQgnyuQe3/0pwKdRq3DJubl44f1ClFZbkdVNP2nqHcuWLcOyZcuCbnv66aeVn5OSkvDVV191eNysWbPw5ptv9vr4TpdBr8E9N5+N3/x9B9Y+/iXmz8xCcZUVx0sb8asb8pCaENxRSBAEf2FgIehverR/AZ+dboHD5UVNowMl1f6WZb3wejXmTgUAOIr2QxOfBm9jFbQJHQulevxfQgPFxQazaWNTMG9GJjZuOYT6ZifmTs7A1NHJULfJfmpxetBoc2FEeiwEIRfNx4wQio8hfo58/FhJI9745BhmGYow+sSnkFRumMbIKePfHKiESiVg1sR02I6Ng7epFJJPhKdWDkY4Sw4Bc4PHNDw9FmO1lZCaa9C04y24CnYDWITqBgdOlDfB4RKR2lkwoa4c2sQMxEw8Fw2fvgTbwa8QP/fyoPv4HFZIHhe0cW2Ko17+cwB9s0V0zuQMPLV5nz+YEB+x8wqCgAvOHhGx852uNH/mUVV9C0Z1EQCPtLJqm9KJ4bxpw7BxSwy2flOM86YNwwc7ijB3SgbW3DgLarUKok+CyaDBgZP1WJCXjaMlDQCC25P2F9qkTIjfbYOjaB/0GaPkYtWpI2Db9ylEexPU5jg07/0Yte89CbUlCY6TcjabOia+2/OqVAKmjEqO3DjjUuEqPwpPUzWs+z9F7MwLlWDdQMLMBBoSRmbGwSv6sGO/3MOXwQQaTPSZ46DPGI3Gb96F11rf77c4BKQlmjB3yjDMm5HV74Ifi2ZlQxCAL/aURXsoNMgMS47BX1fPx9wpGfj2UDUcTg9+fu1MzJuR1en9Z4xL7bKmyHD/Z1lJlRUlVVZYTFrExUS2WCogL87VMQlwFO1H4/bNKHnyTjiKOhbA8zbKW4O0A3BBHC61SsAvrs/DRXNz8MH2IvzmHzvw97eC5yTQYjY92YwfLp2IaikRVcePwCv6AAD/eGs/psbU4UbT58hADXxj5sE4Qk5v3nmgEhNzE2Ex6WAcPhGe2lI4Sw5B8rqh0pvgLC2EJPmCni87zYJsTR1ElQ4J86+DwVoKiyDX1vjE3wa3fWaCJPngqS+HNikT2oR06IeN6XSrQyBbQRPb+v9Wl5INXcrw057DcCTEGjAxNwkWkw7J8T23fRxo0tsEE/qC2yOiuqEFmSnytihBEDB/ZhYKTtTio2+K0eL0YsmcEUpwTO3/Ir37YCVEn4Tt+yqQGKvvlUyoM6X1d3gQrfXKFhx9ag4AwFVdBEn0ovGLTdBnjsXwnzwB8wQ5KtfXaydNfCp8DhsqXvwNAKFDAG+gYDCBhoRAStyn/grZw/vhmx/R6RIEAfHnXQVvQyWcpw70++KLA0FSnBGTRibh871lLM5KERdj0mHNyrPw4gMX4W9rL+g2xfq2K6Zi1eWdF7cLFA8trrSiuNKK7DRLrwTmBEGAMWcKHCf3oenrtwEAdVuf69C3PZCyOxQyEwD5C9adV03Dy7+7GAvysvDfncVosrmU44EWs8OSzUiMNSB99FjEi/XYtPUQDp6sQ2FRPa5JKoRgisfvm67ArrglENQa1DQ4UFTRjLP9W7AM/gBD8+4PAAAx0xbB57B1aHVn1Gsw0tCAem0aDNny/u68VHk8n/nT11PjgoMJorUekscFXaKcJh4z6Ty4q07C3e7cnqbA/9voBYruuHIq1tw4q98FnyPBbNTCZND0WTChotYOSQIy29RYmT8jE5IEPPefA7CYdJg2Jvj/9cJZ2ahtcuLzPaXIP1SFeTOy+mWRYl1ya2BWnyG3itSlytkn7upTsB38Et7mWiScexUEjRbJF98Oy4zFMI3s2xZO5vFzYJ54LrSJGUhc9ANoYiOX9dCXGEygIWFYSgx0WjUKi+ph0KmRHN+/95MThcs0Zhb0meMASAMmM6G/mzc9E6XVNhR107edKJpizTrEW/T49NtSFBbVd1j8R5IxZwp8Dit8Tjviz1kBd/UpWL/7JOg+3qZqCDojVMbIFoHs72JMOly9aAw8Xh+2fF2k3K5kJvhbzuZOmgidIGLbJ/n4++b9mBpTA3PTcSSetwIjh6dgl7/o64ETcl2EqaPlLxf69JEQtHrYD38DqNSInS63PHWWBNdNkHwiMlCHYk8ikCgHqKanOJEUZ0CTzY30JBP02uClv6euHACg9e85N084FxBUHbITlMyEKGadjEiPxbSxgzPrRRAEpCWa+iyYUOpv95iV0vq3OiwlBqOz4+Fyizh32rCggsUAcPbEdMTH6PHUG/vgFSXMn9l5NlW0aeJTAbW8k1+fIWcmqM1xUJvjYdv3KRo+3wRtynAYR8+UjxljkHLJ7X3+ZV6bkI60K36BjOt/i/jZy3p+QD/FYAINCWqVgJwMORshK83SoZMD0UAnCAISF90AoOd9fxSac6YOg0ol4Iu93OpA/dfwNAtOlDUhwaLH5fNH9drzBOommMfPQcKC66EfNkbJUgjwNlZDG58yKK8c92R4eixmjE3B+18VweOVMzYqau1IsOhh1MtfbAJbAsaYbThR3oQVycehjkmEZcZizJqQhqMljahvdqLgRB3MBg1y/IVpBbUGhqxxgOSDLjkT2uQsqGMS0HL826AxeGpLoYEXh2yxOFHjRYNoQrpQrxS4HdGmDa4kSfA0VMJdUwwA0PozEzSWBBhGTIK9cHvQub1NNRB0BqgMQytQ1Jf6MphQVi0HEzLbdX+Z799uNW96ZofHaDUqLJqVDYfLi6zUmIh21YgkQaWGNjEDmtjkoExNy7RF8Noa4G2sRsK8a4bk+1RvYDCBhozAhym3ONBgZRw+CalX/AKxMy6M9lAGhbgYPaaPScHHu4p7bP92qrJZadFH1JcCn2krL5kIk6Fjcb1I0cQmI+3K/0HyRT+GIAiImTwPnvpyuP1XtgHAXVMMbWLHLyFDxRULRqO+2Ynf/GMHmmwuVNTZkZFsVo5rU7IBQYXLJ6lw9ph4JNhPIGbSuVBpdDhnqvxl/vM9ZSg4XocJuUlBKeSBVnG61BwIggDL9PPRcmQXnKWt2QmuCrmzRJE7ES99eAhlYiLMjkplq2fOsNZggrP4IEqevBN1W5+DoDNAbWltz2geMwueujJ4/DUwPI3VcBzfC218Kr+A9aK0RDOqG1r6ZGtdWY0NSXEGJdAVsPTcHPzmR7MxeVRSp49bPHs4VEKgrlD/fS3Enb0M8edeGXRb4sIbkLP6OeT++lXEjJ/bxSMpXAwm0JARiKCy+CINZjETz4UmtvNFAIXvuiXjUN/swqb/Hun2fn99+Vts3NKxVRtRb7vg7OG4atGYPmltZx4/W7nSZxordx1oObobACDam+BtrFYKng1FM8al4hfXz8SRUw245fdbcaioXtniAAAqrR7GkdNgKP8WqxfoANGrdG/ITrNgdHY83vvqBMpqbJg8Mvh93DB8AoDWvd/xcy+HOiYRdVufVwoxuiqOA1oD6hCHfcdq4TRnwNdQjpHpcnG/nIzWYIKrUm59a5m2CAnnXR30xdA4agYAwHF8L1xVRSh79m547Y1IXLQyovNFwdKTTHC5RdQ3Ozscq2104B9v7ccPH9iCwpP1Z/xcZdU2pfhiW1qNGmdNTO8yUJCVasH//WohrljQv//OY6efj9iZnV9YEVTqPh7N4MZgAg0Z43PkqPuYftATl4gGhvEjErFoVjbe+uwYyv17TNsTfRKKKqxKay+ivjQqKx4/XDqxz7fvaeNSoUsdrgQTXBXHAAD6YWP6dBz9zcK8bGz4f/Nw0ZwRGJOdgHP9GQcBlikLIDbXouHTl6EymGHIGt/msVmorJPT3NtfGTZkjUfC976PmMnzAQAqnRGJC2+Aq/wobAVfQJIkOMuOwJAxCq/8fik2/3kZLrn0e4Dkw7QUD35w8XicNbG1naenrgwqowUpl97ZoYq8NnEYNPGpaDmxBw2fvQwIQNaPHobJH2Sg3jHCH+w5WR5cp0eSJDzwzNf4YPtJNFpd2FVYeUbPI0kSSqutHbY4hGp4emyHego0dPGVQENG7rA4PLtuca8WqCKiweempRPhk4Bt/tZq7dU2e+EVfchtk0JMNBSYRs+Cs6QQosMGZ/kxQFBBnzEy2sOKutxhcVh1+RQ89LPv4exJ6UHHTGPPgqA3wVNXBuPI6RDUrWnm86ZnQaUSoNepMSorPuhxgkqNhHnXQGNJUG6LmTIP+oxRqP/k37B+tw3uyhMwj58Dg14DrUYFXVoOAECqK8b3LxgHvbb1iqynrkxpodeeIAgwjZwBx/G9aDm6G3FnLYU2Ib3T+1LkjPRvxz1R1hR0e3GVFUUVzbj1ssnIGRaHo8WNZ/Q85bV22J1ejMqMP6PzEAEMJtAQk5rAK4dEFJ6EWAMykkwore48M6Gq0QMASrE0oqHCNPYsQPKh5chOuMqPQpeSBZWO3ZK6o9Lqlf3a5jFnBR2Lt+gxf0Ym5k7JCOnKryCokLT4FojWetS+9yT0GaMRm7dEOa5NSIeg1cN24Ev43I6gx3rqyqFLGtb+lArjqBmQRA8EnRGxsy4J559Ip8ls1CI9yYQT5cHBhO3flUMQ5KLAY4cn4GhJA3y+06+rcPiUvE1i/IiEHu5J1DMGE4iIiHqQlWpBaXXnBRarGj3QqIVO958SDWb6YaOhSx2Ohq/egKv8GPQZQ3uLQ6jizr4UptF5MI3J63DsF9fn4ZfXd7y9K4bs8TBPOg9QqZG89I6g/eCCSo3EBdfDUbQfZc+thbe5DgAgOmwQ7Y1dZiYAgDFnMlR6E+LOXgr1EGv1GU25w+I6ZCZ8ta8cE3OTkBBrwNjseNidXlTU2U/7OQ6daoBRr0EWa4hRBDCYQERE1IOs1BiU1dghdnI1qKrBjew0C7QafqTS0CIIKiQuvBHehkr4HFboMxlMCIUudTjSv38PVPrIZEumLvspsm/7X+j92xraijv7UmRc/xt4m+tQ+dqDgOiBp17uwNFdMEGlMyL7zieRMO/7ERkjhWZUZhwqau1occoZbyVVVpyqtCq1N8YMl7MJjhQ3BD3uWGkjNn9yLKSMhcOnGjB2eHxQtxCi0xXSyufdd9/FJZdcgsWLF2Pjxo0djp84cQI33ngjLrvsMvzoRz9CU1NTJ2chIiIamLJSY+AVfajupAd4VaMnqEo60VBiHDUDhhGTAbD4YrQIai20iRldHjfmTEHa5avhrjwJU8H78NSVAQB0yd238VQbLRAEBkn7UqCN58nyZkiShE0fH4FKAM6ZKv//zU6zwKBT42hJo/IYh8uLPz2/E8/95wBe/KCw2/M73V4UVTRj3IjEbu9HFKoe3yGqqqrw6KOP4qWXXsLbb7+NV199FceOHVOOS5KEO+64A6tWrcI777yDCRMm4B//+EevDpqIiKgvZaXK6aDttzo02VywOnzIyWC9BBqaBEFA8sW3If6cFdClDo/2cKgLpjF5iP/e1dBXHID1u22ASgNNfFq0h0XtBIIJJ8qasGVHET7NL8W1i8chKU6uRaJWCRiVFY8Dx+uw80Al9h6pxnP/OYDqBgdmjkvF69uO4hd//Qz/7y+foqyTDkTHS5vg80kYx3oJFCE9BhO2b9+OOXPmID4+HiaTCUuWLMGWLVuU4wcOHIDJZMK8efMAALfffjtuuOGG3hsxERFRHwu00CqpCl6cFVXILbzYyYGGMl3SMCQuvIFXsfu5+LmXw6ePgbP4ILSJ6UH1Fah/SIw1IC5Gh5c+PISnNu9D3vhUfH/xuKD7jBuegBPlTfjdP7/BfX/fgQ+2F+GSc3Lwmx/NxiXn5MCo16Ck2oq3Pjve4fyB4ovjhjOYQJGh6ekO1dXVSElpbaWXmpqKffv2Kb8XFxcjOTkZa9aswcGDBzF27Fjcd999YQ2ioKAgrPuHIj8/P+LnHKo4l5HBeYwczmXkcC5DZ9KrsLfwJEbEtm7l+/KgnKnQXFuEfFvnrSOJiPoDlVYPx6hzYT74Ybf1Eih6BEHAedMysf94LZZ9byQunz8Kqna1DVYsHI0RGbEYlmyGyy2ist6O+TOyoFarcMeV0wAAj726B5/kl+CHSycixqhVHltwog4ZyWbExej79N9Fg1ePwQRJ6ljIQxBaX9Rerxc7d+7Ev//9b0yZMgV//etf8eCDD+LBBx8MeRCTJ0+GXh+5F3V+fj7y8kKvhEtd41xGBucxcjiXkcO5DE/u1w44RSlozt7evR3JsRrMP/fsiD+fy+XqlWA7EQ1d7qzpSLKVwDRqRrSHQl24fcXUbo/HxeixaFa28vs0pHS4zyXn5mLrzmJ8vKsYy+eNAgB4RR8KjtdiwczsDvcnOl095qOlpaWhtrZW+b26uhqpqanK7ykpKRgxYgSmTJkCALj00kuDMheIiIgGg6zUGJRWt25z8HhFHDhZj5HphiiOiogoDCo1ht34O8TOWBztkVAvGp0Vjwk5iXjvq5NKh4fDpxrgcImYPrZj8IHodPUYTDjnnHOwY8cO1NfXw+Fw4KOPPlLqIwDAjBkzUF9fj0OHDgEAtm3bhkmTJvXeiImIiKIgKzUG1hY3qhvkjg6HTjXA7RExMp3pokRE1L8sPTcXFbV27DlSDQDYc6QaKgGYOobBBIqckDITVq9ejZUrV+Lyyy/HpZdeiqlTp2LVqlXYv38/DAYDnnjiCaxbtw5Lly7FN998g7Vr1/bF2ImIiPrM2ZPSodWo8M93DgAAvjtaA5UA5KQymEBERP3LOVOHIcGix3++PAkA2HukBmOyE4JqKBCdqR5rJgDAsmXLsGzZsqDbnn76aeXnadOm4fXXX4/syIiIiPqRYckxuHbxOLz4QSE+/LoI3x6qxpjsBBh0rGBPRET9i1ajwkVzc/DK1sPYdbASR4sbcPX5Y6M9LBpkuAIiIiIK0YqFozFyWBwef+07HC1pxNQxydEeEhERUaeWzBkBlSBg/bPfwCcBsyamRXtINMiElJlAREREgEatwp/uPBcHTtShur4F503PxLHD7LhARET9T1KcEetumY1muxtjsuORnWaJ9pBokGEwgYiIKAwmgxZnTUyP9jAGtXfffRdPPfUUPB4PbrrpJtxwww1Bxx9//HG88cYbiI2NBQBcc801uOGGG1BYWIh169bBZrNh1qxZeOCBB6DRcKlDREPXrAnMRqDew09YIiIi6jeqqqrw6KOPYvPmzdDpdLj22msxe/ZsjB49WrlPQUEBHnnkEcyYMSPosXfffTd+//vfY/r06bjnnnuwadMmXH/99X39TyAiIhoSWDOBiIiI+o3t27djzpw5iI+Ph8lkwpIlS7Bly5ag+xQUFODpp5/GsmXLsH79erhcLpSVlcHpdGL69OkAgBUrVnR4HBEREUUOMxOIiIio36iurkZKSmsf9NTUVOzbt0/53W63Y8KECVizZg0yMzOxdu1aPPnkk1iwYEHQ41JSUlBVVRXWcxcURL7+RX5+fsTPORRxHiOHcxk5nMvI4VxGRl/PI4MJRERE1G9IktThNkEQlJ/NZnNQe+pbbrkF99xzD+bPn9/t40IxefJk6PX6sB7Tnfz8fOTl5UXsfEMV5zFyOJeRw7mMHM5lZPTWPLpcri6D7dzmQERERP1GWloaamtrld+rq6uRmpqq/F5eXo7XX39d+V2SJGg0mg6Pq6mpCXocERERRRaDCURERNRvnHPOOdixYwfq6+vhcDjw0UcfYd68ecpxg8GAhx9+GCUlJZAkCRs3bsTixYuRmZkJvV6vpHi+9dZbQY8jIiKiyOI2ByIiIuo30tLSsHr1aqxcuRIejwdXXXUVpk6dilWrVuGuu+7ClClTsH79etxxxx3weDyYOXMmbr75ZgDAhg0bsG7dOtjtdkycOBErV66M8r+GiIho8GIwgYiIiPqVZcuWYdmyZUG3ta2TsGTJEixZsqTD48aPHx+0BYKIiIh6T1SDCYEiS263O+LndrlcET/nUMW5jAzOY+RwLiOHcxkZvTGPgc/GzgoSUmRxPdL/cR4jh3MZOZzLyOFcRkZfr0cEKYqrFKvViiNHjkTr6YmIiPq9sWPHwmKxRHsYgxrXI0RERN3rbD0S1WCCz+eD3W6HVqsNu30TERHRYCZJEjweD8xmM1Qq1kvuTVyPEBERda679UhUgwlERERERERENPDwUgcRERERERERhYXBBCIiIiIiIiIKC4MJRERERERERBQWBhOIiIiIiIiIKCwMJhARERERERFRWBhMICIiIiIiIqKwMJhARERERERERGFhMIGIiIiIiIiIwjKoggnvvvsuLrnkEixevBgbN26M9nAGnJUrV2Lp0qVYvnw5li9fju+++45zGgabzYZLL70UpaWlAIDt27dj2bJluPDCC/Hoo48q9yssLMSVV16JJUuW4N5774XX643WkPut9nP561//GhdeeKHy2ty6dSuArueYZI8//jiWLl2KpUuX4qGHHgLA1+Xp6mwu+bqkrvCz88xwPXJmuB6JHK5HIoPrkcjol2sRaZCorKyUFi5cKDU0NEh2u11atmyZdPTo0WgPa8Dw+XzSueeeK3k8HuU2zmno9u7dK1166aXSpEmTpJKSEsnhcEjz58+XiouLJY/HI91yyy3Sp59+KkmSJC1dulTas2ePJEmS9Otf/1rauHFjFEfe/7SfS0mSpEsvvVSqqqoKul93c0yS9NVXX0nf//73JZfLJbndbmnlypXSu+++y9flaehsLj/66CO+LqlT/Ow8M1yPnBmuRyKH65HI4HokMvrrWmTQZCZs374dc+bMQXx8PEwmE5YsWYItW7ZEe1gDxokTJyAIAlatWoXLLrsM//73vzmnYdi0aRN++9vfIjU1FQCwb98+jBgxAtnZ2dBoNFi2bBm2bNmCsrIyOJ1OTJ8+HQCwYsUKzmk77eeypaUF5eXluO+++7Bs2TI89thj8Pl8Xc4xyVJSUrB27VrodDpotVqMGjUKRUVFfF2ehs7msry8nK9L6hQ/O88M1yNnhuuRyOF6JDK4HomM/roW0fTKWaOguroaKSkpyu+pqanYt29fFEc0sDQ3N2Pu3Lm4//774XQ6sXLlSlx88cWc0xD94Q9/CPq9s9djVVVVh9tTUlJQVVXVZ+McCNrPZV1dHebMmYP169fDZDLhtttuw+uvvw6TydTpHJNszJgxys9FRUV4//33ceONN/J1eRo6m8uXXnoJO3fu5OuSOuB65MxwPXJmuB6JHK5HIoPrkcjor2uRQZOZIElSh9sEQYjCSAamGTNm4KGHHoLJZEJiYiKuuuoqPPbYYx3uxzkNTVevR75Ow5ednY0nnngCSUlJMBqNuPHGG/HZZ59xLkN09OhR3HLLLVizZg2GDx/e4Thfl6FrO5cjR47k65I6xdfAmeF6JLK4HokcrkfODNcjkdHf1iKDJpiQlpaG2tpa5ffq6molLYl6tnv3buzYsUP5XZIkZGZmck5PU1evx/a319TUcE57cPjwYXz44YfK75IkQaPR8G8+BPn5+bjpppvwy1/+EldccQVfl2eg/VzydUld4WvgzHA9Ell8348cvu+fPq5HIqM/rkUGTTDhnHPOwY4dO1BfXw+Hw4GPPvoI8+bNi/awBgyr1YqHHnoILpcLNpsNb775Jh5++GHO6WmaNm0aTp48iVOnTkEURfznP//BvHnzkJmZCb1ej/z8fADAW2+9xTntgSRJ+OMf/4impiZ4PB68+uqrWLx4cZdzTLKKigrceeed2LBhA5YuXQqAr8vT1dlc8nVJXeF65MxwPRJZfN+PHL7vnx6uRyKjv65FBk3NhLS0NKxevRorV66Ex+PBVVddhalTp0Z7WAPGwoUL8d133+Hyyy+Hz+fD9ddfj7y8PM7padLr9XjwwQfxs5/9DC6XC/Pnz8dFF10EANiwYQPWrVsHu92OiRMnYuXKlVEebf82fvx4/PjHP8Z1110Hr9eLCy+8EJdeeikAdDnHBDz77LNwuVx48MEHlduuvfZavi5PQ1dzydcldYbrkTPD9UhkcT0SOVyPnB6uRyKjv65FBKmzTRVERERERERERF0YNNsciIiIiIiIiKhvMJhARERERERERGFhMIGIiIiIiIiIwsJgAhERERERERGFhcEEIiIiIiIiIgoLgwlEREREREREFBYGE4iIiIiIiIgoLAwmEBEREREREVFYGEwgIiIiIiIiorAwmEBEREREREREYWEwgYiIiIiIiIjCwmACEREREREREYWFwQQiIiIiIiIiCguDCUREREREREQUFgYTiIiIiIiIiCgsDCYQERERERERUVgYTCAiIiIiIiKisDCYQERERERERERhYTCBiIiIiIiIiMLCYAIRERERERERhYXBBCIiIiIiIiIKC4MJRERERERERBQWBhOIiIiIiIiIKCwMJhARERERERFRWBhMICIiIiIiIqKwMJhARERERERERGFhMIGIiIiIiIiIwsJgAhERERERERGFhcEEIiIiIiIiIgoLgwlEREREREREFBYGE4iIiIiIiIgoLJpoPrnP54PdbodWq4UgCNEcChERUb8iSRI8Hg/MZjNUKsb+A/785z+joaEBDz74YNDtb731FjZs2ICkpCQAwIIFC7B69eqQzsn1CBERUee6W49ENZhgt9tx5MiRaA6BiIioXxs7diwsFku0h9Ev7NixA2+++SYWLFjQ4dj+/fuxdu1aXHrppWGfl+sRIiKi7nW2HolqMEGr1QKQB6bT6SJ23oKCAkyePDli5xvKOJeRwXmMHM5l5HAuI6O35tHtduPIkSPKZ+VQ19jYiEcffRS33347Dh061OH4/v37cerUKfzjH//A2LFjcd999yEuLi6kc3M90r9xHiOHcxk5nMvI4VxGRjTWI1ENJgRSCXU6HfR6fUTPHenzDWWcy8jgPEYO5zJyOJeR0ZvzyLR72W9+8xusXr0aFRUVnR5PSUnBj3/8Y0ydOhWPPPII1q9fj7/85S8hnTswx72RnVBQUBDxcw5FnMfI4VxGDucycjiXkdGb89jZeiSqwQQiIiKinrz22mvIyMjA3LlzsXnz5k7v88QTTyg/33rrrbjgggvCfp7JkydHNDCUn5+PvLy8iJ1vqOI8Rg7nMnI4l5HDuYyM3ppHl8vVZZCCFZ2IiIioX3v//ffx1VdfYfny5Xjsscewbds2/PGPf1SOW61WPP/888rvkiRBo+H1EiIiot7ET1oiokHK5/OhtrYWjY2NEEWxw3GNRoPCwsIojGxwOdN5NBgMyMrKYm2Ebjz33HPKz5s3b8bOnTtxzz33KLeZTCY888wzmDFjBqZNm4Z///vfWLx4cTSGSkRE7Xg8HpSWlsLpdHZ6nOuRyIjGeoTBBCKiQaq0tBSCICAnJ6fTlnd2ux1mszlKoxs8zmQeJUlCXV0dSktLkZubG+GRDX733nsvFi1ahPPPPx9//etfcf/998PpdCInJwcPPfRQtIdHRESQ1yMWiwU5OTmd7rvneiQyorEeYTCBiGiQstvtGDduXIeewNR/CIKApKQk1NTURHsoA8aKFSuwYsUKAMAf/vAH5fZZs2bhzTffjNawiIioC4EgLwsK91+nux7hCpOIaBBjIKH/4+KKiIgGO37W9X+n8/+Iq0wiIiIiIiIiCguDCUREUSb5RDR8+Tp8bke0h9KvLVq0CKWlpd3eZ+3atViwYAGWL1+u/Pfoo4/20Qh7duONN0Z7CER9orqhBe99eSLawyAiiiiuRYKxZgIRUZS5Kk+i4bOXoUvJhnnc7GgPZ8C76667lD31/c3OnTujPQSiPvHFnjI8/95BLJyVDZOBnUqIaGgZKmsRBhOIiKJN9AAAJI87ygPpXV6vF/fffz+OHj2K2tpa5Obm4vHHH0dtbS1uvfVWJCQkQK/X4+9//zseeOAB5OfnQ6vV4ic/+QkuueQSAMATTzyBwsJCOBwOPPTQQ5g2bVrIz//GG2/gueeegyAImDRpEu677z6YzWbMmTMHkyZNQm1tLV5//XU899xz+OCDDyCKIs477zzcfffdEAQBzz//PF5++WWo1WosXLgQd999N44cOYIHHngATqcT9fX1uPnmm7Fy5Urs2LEDDz/8MAAgLi4Of/nLX/Dkk08CAK6++mq89tprkZ9gon7EI/oAAC63yGACEfUbg3Ut8rvf/Q42mw2NjY19uhZhMIGIKMok0QsA8Hlcvfo823YXY+vOYuV3URShVqsjcu7FZw/HolnDu73Pnj17oNVq8eqrr8Ln8+GHP/whPvvsM0yaNAknT57EM888g6ysLDzzzDNoaWnBBx98gLq6Otx000244IILAACjR4/Gn/70J/z73//Gs88+i8cee6zD8zz22GP417/+pfy+ceNGlJWV4W9/+xs2bdqEhIQEPPDAA3j88cexZs0aNDQ04Mc//jFmz56Nzz//HAUFBXj99dchCALuvvtuvPPOO8jNzcVLL72EN954A0ajEbfeeisKCgrw9ttv40c/+hEWLVqEkpISXHbZZVi5ciWefPJJ3H///Zg6dSpeeOEFHDx4EOvWrcOLL77IQAINCd5AMMEjRnkkRNTfRHM9MljXIj/5yU8wdepU1NfX9+lahMEEIqIoCwQTJG/vBhOi7ayzzkJ8fDw2btyIEydOoKioCC0tLQCApKQkZGVlAQB27dqFa665BiqVCikpKXjvvfeUc7T9IP/www87fZ7OUgt37dqFhQsXIiEhAQDw/e9/H7/+9a+V44GrCjt27MC+ffuUxzudTgwbNgy1tbVYuHAhLBYLAOD5558HAEyYMAFbt27F3//+dxw+fFj595x//vn46U9/igsuuADnn38+zj333NOfOKIByOuVgwluBhOIqB8ZrGuRL774Av/85z9x8uTJPl2LMJhARBRlSjChlzMTFs0Kjtbb7XaYzeZefc62Pv74Yzz22GNYuXIlVqxYgYaGBkiSBAAwGAzK/TSa4I+mU6dOISMjAwCUKxfhti/y+XxBv0uSBK/Xq/weeH5RFPHDH/4QN998MwCgubkZarUar7/+etDjq6qqYDQace+998JkMmHx4sW45JJLlMXGTTfdhIULF+KTTz7Bww8/jH379uGOO+4Ia8xEA5lXlP+23R5fD/ckoqEmmuuRwboWiY2NxTnnnIPLL7+8T9ci7OZARBRlkq9vtjlE244dO3DxxRfjyiuvRHJyMnbt2gVR7HjV8qyzzsIHH3wASZJQV1eHH/zgB3C7z6yexNlnn41t27ahsbERALBp0ybMnt2x2OWcOXPw9ttvw263w+v14s4778SHH36IWbNm4fPPP1du/+Uvf4mCggJ89dVXuOOOO3DBBRdg165dAORFwNVXXw273Y6bbroJN910Ew4ePAhAXoC0XTgQDVYitzkQUT80WNcid911FxYsWNDnaxFmJhARRZv/Q2ywF2C8+uqr8atf/QpbtmyBTqfD9OnTO22vdP311+P3v/89LrvsMgDAfffdh5iYmDN67vHjx+O2227DjTfeCI/Hg0mTJuGBBx7ocL9Fixbh0KFDuOaaayCKIr73ve/hiiuugCAI+MEPfoBrr70WPp8PixcvxjnnnIOf/exnuOWWWxAXF4fc3FxkZmaitLQUv/jFL7B27VpoNBro9Xrluc4//3wsX74cmzdvhl6vP6N/E1F/FijAyG0ORNSfDNa1yPXXX4+YmBiMGjWqT9cighTI64gCl8uFgoICTJ48OaKLqvz8fOTl5UXsfEMZ5zIyOI+RMxjn0rrvU9S8+3+InbkEyRf/OGLnLSwsxIQJE7o83tfbHAarSMxjZ/+veuszkjrieiTy/vrKt/h4VwnW3Xw2Zk/OOKNzDeV5jDTOZeRwLkPH9UjfiMZ6hNsciIiiTOnmMMgLMBLR0OH1smYCEdFgx2ACEVGUKQUY3QwmENHg4PWxZgIR0WDHYAIRUbQNkQKMRDR0BFpDMphARDR4MZhARBRlSmYCtzkQ0SDhZQFGIqJBj8EEIqIoU4IJg7ybAxENHaIYqJnAYAIR0WDFYAIRUZQpBRi5zYGIBolAa0hucyAiGrwYTCAiijZfIDOBwQQiGhxatzmwmwMR0WDFYAIRUZS1bnMY/MEEr9eLp556ChdffDEuueQSLFmyBH/7298gSdIZnfebb77BjTfeGKFRdtSb5yYajFgzgYj6M65HIkMT7QEQEQ11kigvtn3ewV8z4YEHHkBtbS1effVVxMbGwmaz4c4774TFYsENN9wQ7eF1aefOndEeAtGAEqiZwG0ORNQfcT0SGQwmEBFFWV9lJlj3fQrrd9uU30VRRJNaHZFzW6YtgmXqgm7vU1lZiXfeeQeff/45YmNjAQAxMTH4zW9+g2PHjuHIkSP43e9+h5aWFtTX1+Pmm2/GypUr8X//93/Yu3cvKioqcMMNN2DmzJn4zW9+A6fTibi4OGzYsAEAUF9fj1WrVqG4uBi5ubl47LHHoNPp8Pzzz+Pll1+GWq3GwoULcffdd3f5XDt27MDDDz8MAIiLi8Nf/vIXPPnkkwCAq6++Gq+99lpE5otosPN4mZlARJ3jemTwrEdCCiY8/vjj+OCDDwAA8+fPx//8z/90OP7GG28o/zOuueaafh3RISLqTwLBBPhESKIXgnpwxnn37duHUaNGIS4uLuj2UaNGYdSoUfjDH/6An/zkJ5g7dy5KSkpw2WWXYeXKlQAAt9uN999/HwCwdOlS/OpXv8LChQvx0ksv4V//+hcWLFiA8vJy/O1vf0NmZiauueYabN++HYmJiXjppZfwxhtvwGg04tZbb0VBQQHefvvtTp/rySefxP3334+pU6fihRdewMGDB7Fu3Tq8+OKL/eaDe6j785//jIaGBjz44INBt5eXl+Puu+9GXV0dcnNzsWHDBpjN5iiNklgzgYj6K65HIqfHFev27dvx5Zdf4s0334QgCLj11luxdetWLF68WLlPQUEBHnnkEcyYMaNXB0tENCj5CzACcnZCbwUTLFMXBEXr7XZ7n3/ZEgRB+XnLli146qmn4PP5oNPpsGnTJnzxxRf4+9//jsOHD6OlpUW579SpUwHI0f6amhosXLgQAHD99dcDkPcojh8/HtnZ2QDkBUFDQwOOHz+OhQsXwmKxAACef/55AMCECRM6fa7zzz8fP/3pT3HBBRfg/PPPx7nnntu7E0Jh2bFjB958800sWLCgw7EHHngA119/PZYuXYonnngCTz75JO6+++6+HyQBYM0EIuoa1yODZz3SYwHGlJQUrF27FjqdDlqtFqNGjUJ5eXnQfQoKCvD0009j2bJlWL9+PVyuwV9EjIgoUpTMBAA+z+CtmzBp0iQcP34cNpsNAHDRRRfh7bffxlNPPYWGhgb8/Oc/x9atWzFq1CisXr066LEGgwEAoNVqg253uVwoKSkBAGg0rUEYQRAgSVLQbQBQVVWF5ubmLp/rpptuwosvvojhw4fj4YcfxlNPPRW5CaAz0tjYiEcffRS33357h2Mejwe7du3CkiVLAAArVqzAli1b+nqI1AZrJhBRf8X1SOT0ePlrzJgxys9FRUV4//338corryi32e12TJgwAWvWrEFmZibWrl2LJ598ssPEd6egoCDMYfcsPz8/4uccqjiXkcF5jJzBNpfmulro/D/v35sPnykhIufVaDSw2+3d3qen45EUHx+PSy65BL/61a9w//33w2KxQBRFfPjhhxAEAV999RU2b96MlJQUvPPOOwCA5uZmuN1uZawqlQqpqan4+OOPMWfOHGzevBn5+fm44oorIIqi8u/xer1wuVyYNGkSXnrpJdx6663Q6XT4+c9/jlWrVnX5XDfffDPuueceXH311TAajfj0009ht9uhVqvR1NTUYTEQcKbz6Ha7B93rOtJ+85vfYPXq1aioqOhwrKGhATExMcr/n5SUFFRVVYX9HFyPRI7TJf/dNjRZIzIHQ3UeewPnMnI4l6HhemTwrkdCzqU9evQobrvtNqxZswY5OTnK7WazGU8//bTy+y233IJ77rknrGDC5MmTodfrQ75/T/Lz85GXlxex8w1lnMvI4DxGzmCcy4qjW+Coln+eNG4MdKkjInLewsLCbtMGo5FW+Pvf/x7PPfccbr/9dkiSBLfbjenTp+OZZ57Bp59+ih/96EeIjY1Fbm4uMjMz0dDQAJ1ODrUExvqXv/wF999/Px577DEkJCTgoYcewsmTJ6FWq5X7aDQa6PV6zJo1CytXrsQtt9wCn8+HxYsXY9GiRfjZz37W6XP96le/wgMPPKA8/oEHHoDZbMb555+P66+/Hps3b+7weRWJedTpdJg2bVrQbS6Xq1e+3A5Er732GjIyMjB37lxs3ry5w/HOWnm1TWENFdcjkSO9XgFAhEarP+M5GMrzGGmcy8jhXIaO65HBux4RpBCaaebn5+Ouu+7CPffcg6VLlwYdKy8vx/bt23HVVVcBAA4cOIDf/va3eP3113scbGBg/PDuvziXkcF5jJzBOJcVLz0Ax8l9AIBhN/0JhsyxETlvYWEhJkyY0OXxaHx4D0aRmMfO/l/11mfkQHTzzTejpqZGuSLT0tKCyy+/HPfccw8AeZvD7NmzsWvXLqjValRUVOAHP/gBPv7445DOz/VI5F3xP+/AK0pITTDi2XUXntG5hvI8RhrnMnI4l6HjeqRvRGM90mNmQkVFBe688048+uijmDt3bofjBoMBDz/8MGbPno2srCxs3LgxqDgjERF1T66ZIACQer09JNFA9Nxzzyk/b968GTt37lQCCYC8d3XWrFl4//33sWzZMrz11luYN29eNIZKkDNFvP6aCezmQEQ0ePUYTHj22WfhcrmCWjBde+212LZtG+666y5MmTIF69evxx133AGPx4OZM2fi5ptv7tVBExENJpIoQqU3wudqgTSICzASRdq9996LRYsW4fzzz8dvf/tbrF27Fk899RQyMjLwyCOPRHt4Q1YgkACwACMR0WDWYzBh3bp1WLduXYfbr7vuOuXnJUuWKBWUiYgoPJLohcpghs/VAp83spkJPp8PKlWPjXsoikLYbUhtrFixAitWrAAA/OEPf1Buz8zMxIsvvhitYVEbgbaQGrXA1pBEBED+rDudWjbUd05nPcIVJhFRtPk8UOnlPW6R3OZgNptRVlYGt9vNL6z9lCRJqKurU1pNEQ0Goj+YYDJoIfok5XciGpoMBgPq6uq4FunHTnc9EnI3ByIi6h2S6IXaLLeDjGQwISsrC7W1tTh16hS8Xm+H4263W6lMTKfvTOfRYDAgKysrgiMiii6PEkzQoNnuhssjwqTm9SuioSorKwulpaWoqanp9DjXI5ERjfUIgwlERFEmb3MwAQB8EayZEOiBnJqa2unx/Pz8Du1/KHycR6JgXq989dFk0AKQ6yYEfiaioUer1SI3N7fL4/wcjYxozCPDxEREUSYXYIz8NgciomgQfXJmgtkfQGBHByKiwYnBBCKiaPN5IWh0gFoDKcIFGImI+prH27rNAQCLMBIRDVIMJhARRZkkeiGoNVBp9fAxM4GIBjivGBxMYHtIIqLBicEEIqIoCwQTBI0eUgRrJhARRUMgmGA2BrY5MJhARDQYMZhARBRlkijKwQStjjUTiGjAE0W5AGNrzQQGE4iIBiMGE4iIokiSJMDnBVRqbnMgokHBI7avmcACjEREgxGDCURE0eTzAoA/M0HPAoxENOB5lQKMra0hiYho8GEwgYgoiiSxXTCBNROIaIBTaiZwmwMR0aDGYAIRURS1DSaoNDpucyCiAc/rr5lgMrKbAxHRYMZgAhFRFEmivMhuzUxgMIGIBjalNaSemQlERIMZgwlERNHkr5kAFYMJRDQ4KMEEZiYQEQ1qDCYQEUVR0DYHrR4+L2smENHAJvqDCUadBoLAbg5ERIMVgwlERFHUoQCj2xnlERERnRmPv2aCRqOCTqvmNgciokGKwQQioigKykwwmCF53ZC8niiPiojo9AVaQ2rUKui1am5zICIapBhMICKKJn8wAWoNVHozAMDnaonigIiIzkygZoJGLTAzgYhoEGMwgYgoiiR/AUZBpYbaIAcTRKc9mkMiIjojrcEEFfRaFWsmEBENUgwmEBFFUfA2BxMAwMdgAhENYF5/zQS1Wq6Z4HIzM4GIaDDSRHsARERDWWswQQtBI/dk97kYTCCigcsr+qBSCVCrBBh0Gjjd3mgPiYiIegGDCURE0ST6r9j5W0MCzEwg6sr//u//4sMPP4QgCLjqqqtw8803Bx1//PHH8cYbbyA2NhYAcM011+CGG26IxlCHNFH0QaMSAABGvQbWFra8JSIajBhMICKKovbdHAAGE4g6s3PnTnz99dd455134PV6cckll2D+/PkYOXKkcp+CggI88sgjmDFjRhRHSh7RB41G3klr1GtQ08iiskREgxFrJhARRVHbAoxKMIHdHIg6OPvss/HCCy9Ao9Ggrq4OoijCZDIF3aegoABPP/00li1bhvXr18PlckVptEOb1+uDRt0aTHA4uc2BiGgwYjCBiCiKJNEDQM5MEDQ6QKVhZgJRF7RaLR577DEsXboUc+fORVpamnLMbrdjwoQJWLNmDd588000NzfjySefjOJohy6vKEGjlrc5GPRqOFiAkYhoUOI2ByKiKGq7zUEQBKgMJgYTiLpx1113YdWqVbj99tuxadMmfP/73wcAmM1mPP3008r9brnlFtxzzz1YvXp1yOcuKCiI+Hjz8/Mjfs7+rqq6HqLoRX5+PpoamtDi9GD37t0QBOG0zzkU57G3cC4jh3MZOZzLyOjreWQwgYgomtoUYAQAtcEMkd0ciDo4fvw43G43JkyYAKPRiAsvvBCHDx9WjpeXl2P79u246qqrAACSJEGjCW+ZM3nyZOj1+oiNOT8/H3l5eRE730CxrXA3zNZG5OXl4UTjEXxxoBBTps2AXqs+rfMN1XnsDZzLyOFcRg7nMjJ6ax5dLleXwXZucyAiiqLWmgnylx6V3gyfg8EEovZKS0uxbt06uN1uuN1ufPzxx0GLJoPBgIcffhglJSWQJAkbN27E4sWLozjiocvbrgAjADhdrJtARDTYMJhARBRFbbc5AIDKYIaPmQlEHcyfPx/z58/H5ZdfjiuvvBIzZszA0qVLsWrVKuzfvx+JiYlYv3497rjjDlx00UWQJKlD60jqG16vBI1KXmIadPJ7m4PBBCKiQYfbHIiIoqhjMMEEb3NtNIdE1G/ddddduOuuu4Jua1snYcmSJViyZElfD4va8fp80Gjk+ghGA4MJRESDFTMTiIiiSamZIO8lVunNLMBIRANa+9aQAIMJRESDEYMJRERRJIkeQKWGIMhvx/I2h5Yoj4qI6PR5xTbBBF2gZgLbQxIRDTYMJhARRZHk80JQtVY4VxnMkLxu+LzuKI6KiOj0iaLUGkzgNgciokGLwQQioiiSRK9SLwGQtzkAgM/J7AQiGpg8bTITDDo5WMpgAhHR4MNgAhFRFEmiF2gTTFAb/MEEdnQgogFKbg3pL8DImglERIMWgwlERNEkisGZCQYTALAIIxENWF6vT2kNyWACEdHgxWACEVEUSb522xwCmQkMJhDRAOX1SdBo5CWmVqOCWiXA6WYwgYhosGEwgYgoiiTRC0HVSc0EdnQgogGqbWtIQRBg1GvgcDKYQEQ02DCYQEQURe1rJjAzgYgGOq/og1otKL8b9Bo4mJlARDToMJhARBRN7bs5MJhARAOcV/RBq25dYhr1GtZMICIahBhMICKKovY1EwSNDlBp2M2BiAYsrygp2xwAwKhXw+kSozgiIiLqDQwmEBFFkdQuM0EQBKgMJogOBhOIaGCSW0P2TWaCJEn4/T+/wfZ95b1yfiIi6hqDCUREUSQXYFQH3abSGSF5nFEaERHR6fP5JPh8EjSqNjUTdL0XTBB9Er45UInn/nMAok/qlecgIqLOMZhARBRN7QowAoBKZ4DP7YjSgIiITp/o8wFAcGaCofeCCW6PvH2isq4FO/YzO4GIqC8xmEBEFEWSKAZtcwAAQWeA5GZmAhENPB6vP5jQRwUYA88HAG9sOwpJYnYCEVFfYTCBiCiK2hdgBAKZCQwmENHA4xXlL/NtW0MadRo4ey0zQQ4mjBwWh2OlTSittvXK8xARUUcMJhARRZHk9UBQa4NuE7QG+FgzgYgGIK8of7kPag1p0MDt9UEUfV09LMhn35biLxvzQ7qvxytvcxg7IgEAUNPILWJERH2FwQQioiiSvG65HWQbKp0BktsVpREREZ0+byfbHAw6OfvK4Q6tPWT+oSp8+m0pnO6esxnc/ufLSDIDAOoYTCAi6jMhBRMef/xxLF26FEuXLsVDDz3U4XhhYSGuvPJKLFmyBPfeey+83t5JZSMiGmwkj6tjMIGZCUQ0QLn9mQJabWuXGqPeH0xwhrY+bLa7AQAVtT23yA0UYExPMgEAapv43klE1Fd6DCZs374dX375Jd5880289dZbOHDgALZu3Rp0n7vvvhv33XcfPvzwQ0iShE2bNvXagImIBhOf1w1BGxxMYAFGIhqoAgURdW26OZj8wYRQMg0AoMkfTAil/kHg+cwGLeJidKhrYmYCEVFf6TGYkJKSgrVr10Kn00Gr1WLUqFEoL29tvVNWVgan04np06cDAFasWIEtW7b02oCJiAYLyScCohcqjT7odpXOAMnrlo8TEQ0gSjChTWaCQS//HGpHh2abvM2rrKbnYEIgM0GrVSEpzog6ZiYQEfUZTU93GDNmjPJzUVER3n//fbzyyivKbdXV1UhJSVF+T0lJQVVVVViDKCgoCOv+ocjPD61wD/WMcxkZnMfIGTRz6XUjAUBZVTVOtPk36atqYQLw7c6vAa2hV4cwaOYyyjiPRDLly3271pBA6MGEQGZCWRiZCTqNGslxRlQ3tIQ1XiIiOn09BhMCjh49ittuuw1r1qxBTk6Ocntn/XwFQehwW3cmT54MvV7f8x1DlJ+fj7y8vIidbyjjXEYG5zFyBtNcivYmnPovkJ0zEnFt/k3NQh1qD3+MaZMmQGNJ7LXnH0xzGU29NY8ul6tXgu0D2f/+7//iww8/hCAIuOqqq3DzzTcHHS8sLMS6detgs9kwa9YsPPDAA9BoQl7qUAQECiJqtW0KMIYRTHC6vXD5CzWGlJngbZOZEG9AYVFd2GMmIqLTE1IBxvz8fNx000345S9/iSuuuCLoWFpaGmpra5Xfa2pqkJqaGtlREhENQpJXvvrWWc0EAPCxbgKRYufOnfj666/xzjvv4I033sCLL76IEydOBN2HNZyiz9smUyDAZJCDCS0hFGBstsnviwadGmU1tk4vWrXVNjMhKc4Aa4sHLg+3iBER9YUegwkVFRW48847sWHDBixdurTD8czMTOj1eiXF86233sK8efMiP1IiokHG5w8mdKiZ4N/awCKMRK3OPvtsvPDCC9BoNKirq4MoijCZTMpx1nDqH9pmCgRYTHLA1Nri7vHxTXa5XsL4EYlocXrRaO2+Ta7bE6jRoEJynBEAWISRiKiP9Jj79+yzz8LlcuHBBx9Ubrv22muxbds23HXXXZgyZQo2bNiAdevWwW63Y+LEiVi5cmWvDpqIaDCQPP7MhPatIQOZCR4uiIna0mq1eOyxx/DPf/4TF110EdLS0pRjrOHUPxw5KbdzPHyoELVl8jLTJ0kQBODIsVPINzd2+/ij5XIQNd4gBxG2ffktctL0Xc7j8RPyVoiDB/ajvsEDANi+8zvkpvVuvZmBbKi9JnsT5zJyOJeR0dfz2GMwYd26dVi3bl2H26+77jrl5/Hjx+P111+P7MiIiAa5nrY5MDOBqKO77roLq1atwu23345Nmzbh+9//PgDWcOovaj1FABowc/pUJMcbldst79TAHJeEvLxp3T6+SSoBUIvzz5mET/fvgDlhGIC6LufxVPMxAI04K28mapsceGHbNiSmZuNAlQ3zZ2ZhRHpspP5pg8JQfE32Fs5l5HAuIyMaNZxCqplARETdk3wiqjZvgKvyRM93DjzGI1956zIzgcEEIsXx48dRWFgIADAajbjwwgtx+PBh5ThrOPUPgW0HWk3wEtNi0qHZ3vM2h2b/NodRWfHQaVQ9FmH0BLZVaOTWkADwwfYivPbxUXyyuyTs8RMRUegYTCAiigCxpRn2wh1wFIWeJu1TMhOCr4QqmQme7vcKEw0lpaWlWLduHdxuN9xuNz7++OOgKzCs4dQ/KAURteqg22PNOlhDCCY02dzQqAXEGLWINetgd3i6vb/b64NKJUCtVsGo18Bs0ODQqQYAQElVz90giIjo9DGYQEQUCaJcpdznCr3HuaQUYGyXmaCVr64xM4Go1fz58zF//nxcfvnluPLKKzFjxgwsXboUq1atwv79+wEAGzZswJ/+9CdcfPHFcDgcrOEUBW0zBdqKNetCK8BocyHWrIMgCDDoNT22k3R7ROjaPFeSf2uFTqNCabU13OETEVEY2HyZiCgCJH8wQXKHXjRRKcDYoWaCnKnAYAJRsLvuugt33XVX0G1PP/208jNrOEWf2+uDSgDUquB6FRaTDsdLG3t8fLPdjViz/B7YGkzQdXl/j9cHbZs2lKkJJtQ3OXH+WcPx7pcn4PGKQceJiChyGEwgIooAySdfjfO5wgkmdF4zQVBrAUEVVmCCiKg/cHtEaLXqDsUvLeZQaya4EWuW3xONOg2cbrHH59O1aUN5y7JJcLi8KK+1w+eTUFFrx3AWYSQi6hXc5kBEFAGBzASfO/RtDl3WTBAEqHQG+DzMTCCigcXr9QVtOwiwmLRwe31wurvfttBkcyEuRn5PNIawzcHj9UHXJvMgO82CscMTkJUaAwAorWbdBCKi3sJgAhFRBCjBBFfoAYCuaiYAchFGtoYkooHG7fV1qJcAQNm6YLV3X1Cxye5GnD8zwaBX91wzwStCq+34fJkpcjChhHUTiIh6DYMJRESRcBqZCXLNBAFQd9xxJmcmsJsDEQ0s7i5qFMSatQDQbRFGr+iD3eFBbJvMBGePBRg7z4Qw6jVIjjcyM4GIqBcxmEBEFAGSKF9tC6tmgtcFQavrsLcYAAStkZkJRDTgeDy+oBoGARaTnG3QbO86SBqoqRAX489M0Gl63BbRXYHF7NQYBhOIiHoRgwlERBEQKMAYbjeH9vUSAlQ6Pbs5ENGA0767QoDFv3Whu20OTTY50BBnbpOZ4Bbhk6QuH+PuIngBAFlpFpRVWyF183giIjp9DCYQEUVAa82E0IMJPq+7QyeHAEFrYDCBiAYct1fsdNtBoENDczfbHGoa5ffPxFgDAMCoV0OSAI+362BAd5kJmSkxcLhE1DfzvZSIqDcwmEBEFAlKMKEl5KtgktfdafFFQK6ZIHnYGpKIBpYuMxP82xy6q5lwqqIZADA83QIAMOjlejLuboIJbm/XmQmBoESjlfVniIh6A4MJREQREMhMgORTujT0+BiPq8vMBJXOAJ+bC2AiGljcns67K2jUKpgMGljt3QUTrEiON8JslIs1GnQ9BxM8nuDWkG0Fai802UJ7TyYiovAwmEBEFAFKMAGhb3WQvF3XTBB0BkgepuYS0cDi8XbeXQGQtzo0dxdMqGxGTkas8rtRyUzwdfkYuXtE588X5+8K0dRN0UciIjp9DCYQEUWA5GsNJkghtof0edwQtF1kJvhrJrBwGBENJB6v2GWmgMWk61Az4YMdRfjpw9vg8ogorbZihH+LAyDXTAAAt6enAoxdZSb4gwnMTCAi6hUMJhARRUJQZkJoGQXd1UwQdEbAJwadl4iov3N7fdB0kSlgMes6bHPYd7QGpyqt+PDrInhFCSPaZCYYQshM8HSTmWA2aKBRC0qXCCIiiiwGE4iIIiBom0OImQnd10zQ+8/FrQ5ENHB4uskUiDXpOhRgLK+1AwBe//goAARvcwihZoJcgLHz5xMEAbFmPYMJRES9hMEEIqIIOP2aCV23hgQAHzs6ENEA0lVrSKBjzQRJklBeYwMANFhdUKkEZKXGKMeVmgldbHMQRR98PqnL5wPkIozd1WmIlK3fnMLx0sZefx4iov6EwQQioggIzkwII5ig6bwAo0onBxMkdnQgogFEbg3ZdUHEFqcXTrf8ftlgdcHpFjF1dDIAIDPFHNRWMrDNwdXFNofA9ofOWlEqz2nWo7EPMhOeeacA7311stefh4ioP2EwgYgoAiSf2PqzKwIFGP3BBG5zIKKBQpIkfzCh8y/3mSly1kFZtZyNUObPSlj2vZEw6tXIyYgLur9SgLGLbQ5uj/y+q+ukFWVAXIwezb1cgFGSJDhd3j4JWhAR9SeaaA+AiGhQCMpMCLEAo8fVTQHGQGYCtzkQ0cDg8WcKdPXlPrCFobTahlFZ8Sivkesl5A6Lw/rbzkGCxRB0f41aBbVK6HKbgyeUzIQYXa9/yfd4ffBJcqYFEdFQwmACEVEESKIXglYPyeuBL4TMBEn0ApKvywKMaoPcHk102iI6TiKi3tLTtoNhKWaoBDmYAADlNTZo1CokxxuRlmjqcH9BEGDUa7rOTPD2nJkQG6ODw+X1d33oOuhwJlz+DIlGBhOIaIjhNgciogiQRC8EtRYqvTGkAoySV067FbRd1EwwycEEX0tz5AZJRBQij1dEfbOzQ/eFnh4DdP3lXqtRIy3JjJJqKwCgvNaGjGQT1Cqhy3Ma9JouW0N6PP5MiG6CBPEx8ntsUy9udXC6WoMJktR15wkiosGGmQlERBEgBxM0ENSakAow+jz+YEJXmQlGf2ZCizVygyQiCsGX35Xh8de+g93hgUol4B+/vqDTzIH2Al/utequr1Vlpca0qZlgx7DkmC7vC8h1EwK1EdoLZCZou8tMMMvBhEabC8nxxm6f63QFCkp6RR/sTi9ijNpeeR4iov6GmQlERJHg8wIqNQS9MbRtDl45HVbVVWtItQaC3gTRwcwEIuo7r287ij+/sBtZKTG44aLx8PkkHDhRF9JjW7/cd50pkJ1qQVmNDV7Rh8o6O4aldB9MMOi6zkxwhxC8CGQm9GYRRlebYEdDM4vmEtHQwWACEVEEBDITVDpTSEUTpR4yEwA5O8HnYM0EooDHH38cS5cuxdKlS/HQQw91enzhwoVYvnw5li9fjo0bN0ZhlANXXZMDL394CHOnZODBn56Hq88fC4NOjaPFDSE9XinA2EVrSEDOTPB4fdh/rBYerw+ZKeZuz2nUa+DqomZC67aK7gswAujVIowud2swgR0diGgo4TYHIqIIUIIJeiN8TnvP9++hZgIAqE2xEFkzgQgAsH37dnz55Zd48803IQgCbr31VmzduhWLFy9W7lNQUIBHHnkEM2bMiOJIB66XPzoMnyThlmWToPFf7R+dHY8jJWEGE7r5cp+VKm/h+sdb+6FSCZg8Krnbcxr1GlR10c2hteBjdwUY/ZkJ9t77kh/Y5gCwCCMRDS3MTCAiioDWzARjSDUTlGBCN5kJKqOFNROI/FJSUrB27VrodDpotVqMGjUK5eXlQfcpKCjA008/jWXLlmH9+vVwufjFLlSVdXZs3VmMi+bmID2pNVtgbHYCTpQ1K1kA3QnUNui2ZkJaa3vIS87JQeYZbHNQCjB2E7wwGzTQqIVeLcAYlJnAYAIRDSHMTCAiigSf2JqZEELNhEABxq5qJgCA2mSBp7Y0YkMkGsjGjBmj/FxUVIT3338fr7zyinKb3W7HhAkTsGbNGmRmZmLt2rV48sknsXr16pCfo6CgIKJjBoD8/PyIn7M3FJxqgc8nIctiDxqz2tsCr+jDB9t2IsmigV4rQBA6775wrEKuF3DixFF4rcVdPpfZoIJPAialu3qcH5u1AW6v1On9Dp+Us8COHDqIuvKuix4adQKOF5UhP7/nQO/pOHSyNRut8GgRhplCy+SIloHymhwIOJeRw7mMjL6eRwYTiIgiQBK9gEoDQWeEz91zAS7JI1+96qlmAgswEgU7evQobrvtNqxZswY5OTnK7WazGU8//bTy+y233IJ77rknrGDC5MmTodd3vfUoXPn5+cjLy4vY+XpTtbsIQD3mnDUdSXGtXQ+yR7bgtS+34miNDv/aVoFbL5uEi8/J7fQc3oIKALWYMmkiRmfHd/lctyMVcTF6zBiX2uO49pYVYN/JExg5dhKabW6MyIhVjtV6TgFowIzp05CS0HWnhuRPm6E1mHrt/0W16ySABqhUAgzmBOTl9d9tNgPpNdnfcS4jh3MZGb01jy6Xq8tgO7c5EBFFQNuaCZLL0WOv8ZC2OZhiIbmd8Hl7Lz2XaCDJz8/HTTfdhF/+8pe44oorgo6Vl5fj9ddfV36XJAkaDa+ZhMrWIr/PmNu1NUyJNyLeosen35bC7RFRWtN1UViP6K9h0E2rRgBYkJcdUiABkGsmeEQJj2/6Dr99ekfw8ykFGLt/vtQEE46WNMDh8nZ7v9MV6OaQmmBkAUYiGlIYTCAiioDWYIIJgASph+yEkAowGuVCZT7WTSBCRUUF7rzzTmzYsAFLly7tcNxgMODhhx9GSUkJJEnCxo0bg4ozUvdsLR5o1Cro29UfEAQBk0YmId6iR7xFj4bm1i/LkiThhfcPotwfYFBaNXZTEDFcBp0cENp9qAp1TU442wQEQn2+KxeOQYPVhTe2HY3YuNpy+msmpCWaWDOBiIYUhuyJiCKgNZggFy7zOW1Q6btOu/WF0BpSZZKDCaLDCk1sUgRHSzTwPPvss3C5XHjwwQeV26699lps27YNd911F6ZMmYL169fjjjvugMfjwcyZM3HzzTdHccQDi83hgcWk7bQewv/7/gx4vD788fmdqG9uDZTWNTnx2sdHoVGrcP2S8a2ZApquCyKGy6iXz+XzydleVfUtylaHUFpDAsCE3ETMm5GJNz89hgtnj0Bqoili4wMAp8sLjVqFpDgjymtrI3puIqL+jMEEIhrSJJ8I+8HtME86F4JwBlfTfF5ArVGyCUSHFZq4lK6f1ytfveq2AKNRXjD7HMxMIFq3bh3WrVvX4fbrrrtO+XnJkiVYsmRJXw5r0LA53IgxdV7E0KjXwKgHEmMNOFHWqNze5E/pL+vNzAS9vFRVqwSIPgmVdXYlmOD2+qAS5GM9+eElE/H5njJ8vrcMVy2Si3k63V78bfM+XLVojNKy8nS43CL0OjUSLHo0Wl2QJKnLIpVERIMJtzkQ0ZDmOFWA6rf/Clfp4TM6jyR6IajUQdkE3d4/hMwEdeBcLSzCSES9y9biQYyx6/cjAEiw6FHfZptDk11+Hwtsc/B4e27VGC6jP5gwf2YWAKCyvrVbjtsjQqtVh/TFPTXRhMRYPUqqWt+bt+wowse7SrBtd8kZjdHlEWHQqRFv0cPj9cHu7J3aDERE/Q2DCUQ0pPmc8sJUtJ/ZF/bANodQ6xw4iw9AE5cKQd11gpgqcC5mJhBRL7M5PB2KL7aXEGuAw+VV6hY0+zMTymvtkCSpzTaHyC0vM5LN0KgFLJ83Cka9BlVtggkery+s58pKtaC0Wn4/dXlEbP7kGACg4HjdGY3R6fYHE2LkGjiN1p47+hARDQYMJvSC/cdrsbuwKtrDIKIQSG6577joPLMv7ErNBGPPmQnuunI4ivbDMuOCbs+pbJlgAUYi6mU2h6fLbQ4BibHyl+V6/5flQGZCi9OLRpurdduBOnLLyxHpsbjnmmEYmRmHtEQTKuvsyjG3R4Q2jPoM2WkWlFTZIEkStn5zCg1WFybkJOJoSYPSkeF0ON1e6LUaxFsCwQQWYSSioYHBhAhrsrnwh39+gwee+Roffl0U7eEQUQ98/q4LPqe9h3v2dKJAzYQY+dduggnWPVsBlRqWaYu6PWWgO4To4DYHIupd9hY3YnrKTLAYAEDp6NDUpg1ieY1d2XYQaSr/Nob0JBMq69plJvTQFrKt7NQYOFxe1Dc78cGOIowbkYCrzh8DryjhyKmG0x5foGZCrFkOJlhb2M6XiIYGBhMi7MUPCuFwi5g0MgmPv/Yd9hyujvaQiKgbkkdeDPscXfdOD+k8oghBpWkTALDC53GhfOP9cFUVKffzed2w7tsG87izoYlJ6PG8KqOl37WGdNeVQ5KkaA+DiCJE9EmwO72wmHqomRDrDyb4MxOa7W4Eah+W19jC3nYQrvQkM6rqW5T3H4fLq7SODEVWmpztte9YLYorrZg7OQMTc5MgCEDBidPf6uDyb3OINcvz12xnMIGIhgYGEyLoZHkTPvrmFC49NxfrfzwXapWA/cfZIoioPwtkJojOMw0meJX6B4EAgKe2DM6i/XCWFCr389SVw+ewwTx+bkjnVZtieyzm2JecJYUo/dvP4Cw+EO2hEFGE2B0eAAghM8G/zcHfHrLJ5sKwlBho1ALK/MGEcLYdhCs90QS3R1S2EYRS56GtbH8w4b0vTwIApo1NQYxRi9yMOBw4cfrrNafbC71ODQuDCUQ0xDCYEEGffVsKlSDg2gvHQadVIzXRhIraM0ydJqJe5fP4tzmccWZCazBBbbRAdFjhtcpXunyu1rTcwHYKtSk2pPOqjJZ+VTPBuv9zAIC3mYFSosHC5pC//PZUMyHWrINGLSjbHJrtbiRYDEhPMqO81g63V4xoW8j20pLMAKBsdbA7PD0GQNpKsOhhMmhwuLgBFpMWI4fFAQAmjUpCYVEDbP6gSrjkbg4a6LVqGHRqBhOIaMhgMCGC9hyuwYTcRCVNMCPJHFQoiIj6HykCNRMkSVJqJgD+zASHFd7mroMJKr05pHOrTbHw9ZOaCZLohf3QDgCtXTCIaOCztQQyE7rf5iAIAuIthjaZCW7ExuiQmRIjb3PwhFfDIFxpiSYAQGW93T9ud48BkLYEQUB2qpydMHV0ClT+PRrnz8qG1yvihfcOnta4nP6aCYAccGEwgYiGCgYTIqTB6sSJ8ibMGJuq3JaRbEaFv10SEfVPgcwEsYfMBJ/bgeY9/+3879knt0lTMhNMcmaCGMhMaPPF2+fyBxMMppDGpzbG9JttDo6i/UphSd8Zbgshov4jcEU+lC0DCRa9ss2g2e5CnFmHjGQ5M8EVZneFcCnBBH9mgs3h6TEA0l5Wmlwkd9rYFOW2UVnxWPa9UfhgRxEOngy/doLLv80BACwMJhDREMJgQhhEnwSP19fpse+O1AAAZo5rDSakJ5lhd3phbTm9tDki6n2tmQndf2FvObobte8/BXf1qY7nEOWWYoJKXkwGtia0bnNozXpQMhMMoWUmqEyxkNxO+LzRX5zaDm6HoDNC0Oggnmn3CyLqN+yBzIQQrvInxsqZCaLog7XFg7gYPcaPSITH68O3h6p6tQCjTisXOWxodsIr+uB0i2FlJgBAToa8xWz6mJSg22+4aDwSLHq8/fnxsM4nSZK/AKMcTI416WBlMIGIhggGE8Lw3LsHcN/ft3d6bM+RGlhMOozMjFNuy0gKRNC56Cbqr3yBbg49fDlWCjU2d7xqJYntMhOMFkhuBzwNVfJjg7Y5yD+r9KFmJsgpuf2ho4OzuACmkdOhMsWeeStNIuo3AjUTeurmAMgdHRqsTjT72x/GmXU4Z2oGblk2CRKgXKHvLXExOjTaXG22ZoQXTFgyJwd/vONcZCQHB3SNeg2y0yxK1kWoPF4ffBJgULY56JmZQERDRuj9dAgVtXYcL22EJEkQ/D2PATkqvedwNWaMbd1/B0D5oKqotWPs8J5bwBFR32tbM0HyiUp2QYf7eeWFayDbIOhYu2CCyh8AcNcUy+duE0wQXXb56n4Xz9OeyiSfS3RYoYlNCukxvUVssUIdmwR1fTm3ORANIrYQuzkAQKJFjyabG/VN8ntnbIwegiDgigWjMTorvg+CCfKX9daikeFtczDqNZgyOrnTY2ajFmU14b23Od1yZppSMyFGh2Z7eAEJIqKBipkJYXC4vHC6RbQ4vUG32x0eNFhdGNMuYBCoOlzBzASiPtW8579oOb4npPv63I7Wn11dFxWU/NsMvNb6Tk7if09oUzMBACT/+doXYAx1iwMAqI1ySq4vynUTJNEDye2A2miByhDDzASiQcTW4oFOo4JO23MgIDHOAAA4UdYEQM4UCJgyOrnXL57EmfVosrnCCoCEKsaoVTIeQuUKBBO0/m0OZh3sTi+8YufbYomIBpOQgwk2mw2XXnopSktLOxx7/PHHsXDhQixfvhzLly/Hxo0bIzrI/sLhlr8w1DY54PNJygdpoCZCrDk4Oq7XqpEUZ2B7SKI+1rh9M5q//TCk+0oeFyDIb4XdtYcMBBPEToIJnW1zaCuoAKPTDnWIxReB1sCE2BLdjg6BApUqQwxUBhMzE4gGEZvDE3LtgXEjEgEAn+8tAyB/ue9LsTE6NNncrdscwqyZ0J0Yky7s9pBO/9rQ0KabAwBYW7jVgYgGv5C2OXz33XdYt24dioqKOj1eUFCARx55BDNmzIjk2Podhz8joa7RidIqGx58YReevucC5QPD0skHWjrbQ9IAZzvwBRq+egNZqx6BIAyMZCbJ4+o2MNCWz+2ExpIIb3MtRKcdXS1Lu8tMUIIJquBtDgCgtiQGZya47CG3hZTPJWcmiJ3UTNjw73w43V7kTUjDktkjgrZZRVpgPtUmOTNBdJ7stecior5lbXHDHGJXhBHpFiTHG/HdUbnwdGxMeNsMzlScWQ+bw63UJYh0ZoLbI8LjDb0rRSAzIRBMCNSdaLa7kWAxRGxsRET9UUjfDDZt2oTf/va3SE1N7fR4QUEBnn76aSxbtgzr16+HyzU494o522QmnKyQsxJqGx1tggkdP1CHJTOYQAObs/QIPDUl/aIAYKh8XnfI7RQltxOaOLmqd3dbCXz+mgmiLYQCjKbWYIIuJRuS2wHJJy84fc6WMLc5xHQ6tkarC5/tKcX+47V48vXv8IX/KmFvCcynyhgDtcHMzASiQcTu8IT8pVwQBJw1MQ2BLrmxYdYsOFNxMTpIUmtx63BbQ3YnkOUQzlaHwNpQ3y4zgUUYiQaXyjo7bvztFpSHWVdlsAspmPCHP/wBs2bN6vSY3W7HhAkTsGbNGrz55ptobm7Gk08+GdFB9hcOVyAzwYGKGvlDrMnuVrY5WMwdP9DSk8yob3bB6fJ2OEY0EIg2+Uq82NIU5ZGETvK4Q6oxIPlESKIHan9hw+7qAEiebmomiME1E9pmJuiSs+XHtyn0GE4wQVBroNKbIDqCtzmcqpR/X7PyLGSlxuCNT45CCqzue0FgPtUGC1QGMyS3UwmiENHAZmvxhNTJIeCsCWkA5IxMtbpvM9YC2yrKquUFfUS3OfgDKuFsdXB5ApkJrTUTAAYTiAab0mobGm0unCyP7rbT/uaMuzmYzWY8/fTTyu+33HIL7rnnHqxevTrkcxQUFJzpMDrIz8+P6PkkSVKCCYeOl6KiQf6QKDh4FIEaO8ePHERlcXBanMsqpzdv/XwXhiX2bfQ+UiI9l0PVQJ1HS2UpNAAK9+yCN6km2sMB0MNc+kQk+LzwtliRv3s3IHST+u9xIgFAXYsXBgBFRw7C5TR2eldTVQX0kNP983d+DahbF7DqhlLEAjh24iS8zfLzxas0gE9EuV2EGcDe3d9AMsYhzt4MW5MdJWG8HmLVetSUnsKpNo/5+rD85b65pggzc7V455sGbPrPdoweFl5abaivS13pAZgBHDxeBG1NPUwA9uzcDkkXemBkMBuof99EgNwaMmdYbMj3nzI6GTqNqkOtqL4QZ5Gfs6zWBoNODU0EgxmBLIfwMhPadXNgMIFoUAp8D2xit5YgZxxMKC8vx/bt23HVVVcBkL90azThnXby5MnQ6yNXwCc/Px95eXkROx8gp7FJL/vTiDVmNPpfSPFJ6fD5JACNOHfOrA4R+tQsKzZ9uQ3mhCzk5WVHdEx9oTfmcigayPNY/PUz8AIYlZmGmEnR/zf0NJc+VwuKPgIEyYcZkyd0mwXgba5D8cdA5phJqDv5NTJTEpHQxbmrTn0Ke7n889QxOdAmpCvHHKf0qPgGGDt+AowjJgMATn0VB0BC7rhJqD7wASaPHQVtSjZObnEhfXgOEsN4PZTtS4bKoMWENo/ZcWIvLCYH5p97Fs4Vffiy8L84UC7g+8tCP284r8tGdwnqAUw7ey7sh9WoKdyKKeNGQ5s4LOTnG6x66+/b5XL1SrCdhp6SKiuyUmOC2loHSJIEa4s7rNoDBp0G50wbBq+37zsWBDITymtsEa2XALTZ5uAIPRDg6nKbA79wEA0mgW5+TTYGCts643CuwWDAww8/jJKSEkiShI0bN2Lx4sWRGFu/4nSJys/HyxqV6FSz3Q2rwwOzQdNpql9GshkatYCSqoGz35woQJIkiLZGAIBob4zqWELl87Qu4HqqmxC4r8oYA0Fr6LYOgORtvVLltQbXTZBE+f0hUIARkDs6aGKTodLLnRt8rhZILgcAKaxtDvL4LB0KMJ6qaEZORiwEQYBWo8a504ahsKjeH9w8facqm/Hyh4fgrDwBT0OlcrvosAIqDQStAWpDjP821oMh6u+KKprxk4e24eDJTrZoQa6/4nCJSE8K733pF9fNxJqVZ0ViiGEJFHx0uETERLhew2ltc3AHb3PQatQw6jXMTCAaZJTvfjYGCts67WDCqlWrsH//fiQmJmL9+vW44447cNFFF0GSJNx8882RHGO/EHgBmQyaoIhUs90Na4u703oJAKBRqzAsJQbFlQwm0MDjc7W0tkS0D4yaCYHxAq3tDJVjPhFNu96HJMoLxUAdA5XWAJUxpsP9gx4rupXAQIf2kO1qJgBA3NzliJt9GVR6eduEz9kC0SV/+Q6nmwMAqE2x8LWpmSBJEk5VWjEivbU2Q25GLJxuEZX1Z/YF/5PdJXjpo8Oofvv/ULf1OeV2n8MGtVG+shkIhrAII1H/V9Mgb7fsqk11sf9ix/A0S6fHu9JZlkNfaFvw0RzhzITA+cJp6+hs180BkGtoMZhANDB5Gio7XfM6nPLasYl/20HC2o+wbds25ee2dRKWLFmCJUuWRG5U/VCgWm9WagyOFDcCkFPZmmwuqFRCt9Hx4WkWHC8dGF/EiNpq+6V5wAQT2mQmtC/C6Cw9hLqPnoU2Pg2mMXnweRwAAJXO0GOHAsnjhiYhHe7KEx2KMLbv5gAAlsnzAADu2lJ5LK4W+Jzyol4dZmaC2hScmVDT4IDD5cXwjNY9zoH9zifLmzEsOSas87dV0yjPibelKajchOiwQuXvUqEEE9q0vCSi/snuv8reYHV2ejyQOZmdHl4wIVrUahUsJi2sLaF3oAhV4Hz206mZoG0NJsSadbDyCwfRgFT56h+gzxyH1GU/Dbq9JVAzgZkJQQZG0/h+ILBPJitV/rDVqAWMyoxDc4tbroLczQfa8DQLKuvtSsVfooFCtDW0/jxAujn4PG0zE4KDCYEv8167/O+S3PIHgqCTMxN83WUmeD1Qm+IgaA3wNrfb5uDrGEwICGQh+Fx2pVvE6WxzkDxO+PxZF4FODm0zE4anx0IlAEVnWGW41h9MkFwt8DbVKB0ifA6bsr1BZYhRbiPqK48//jiWLl2KpUuX4qGHHupwvLCwEFdeeSWWLFmCe++9F14vu40ArSn7jV0sgIurrDAbtUiwRK52VW+Li5HHGslODoAcqDAZNB22OYiiD5s/OdZpZy6X2wuNWhW01TWWmQlEA5LkE+Gpr4Ro7dgGvO0Wd2rFYEKI2mYmAHLLx4RYQ4/bHAB5kS9JQGkv1U1wurxotDJKRpHn9QcTNHGpgyIzweeWvygH/i0+T5ttDoYYiN20hvR53RC0OmhiEztsc1AyE1TqDo9TGVprJijBhHC3OfhbTfr82QlFFXLAYHh6a2aCXqvGsJQYnCw/s/9PNY0OaCBCED2Q3A4l+8DntCotLwP/pu7miyiStm/fji+//BJvvvkm3nrrLRw4cABbt24Nus/dd9+N++67Dx9++CEkScKmTZuiNNr+JZCZ0NU6oaTKiuFplqhtWzgdSjDBGPluEjFGbYdgwr5jtXjuPwfw9YHKDvdvcXmDtjgADCYQDVTe5lpA8nWoUwUADiczEzrDYEKIAgUYs/17Coclx/i3Obhh7aE/c3aaHIDorSKM/3z3ANY+8SUAeS/1keKGHh5BFJpAZoIuLWfgBBPa1kxo92Eg+b8YB4pJBmomCDoD1OY4iNZ65Up8Z+dVaXRQW5LgbQpukdnZNocAQaMDVGo5mBComeD/Mh4qtUkOGgQyLU6WNyM53tghxTd3WJwSaDgdok9CXZMTRqF1DgP/VrHFpgQ1VFo9BLWWNROoz6SkpGDt2rXQ6XTQarUYNWoUysvLleNlZWVwOp2YPn06AGDFihXYsmVLlEbbv9hCCSYMkC0OAYGOCZHOTADkAEX71pCBIG2g/kRbh081YERGcFtNBhOIBiZvYzUAQGzpuJZqaZOZcKbFrgeTM24NOVQ4XPIHS2ZKDFQCkJkaA4tJC7dHhNsjdvuBlpEcA7VKUIocRVphUT3Ka21we0TsPVKD3/3zGzxx98Kgq5ZEp0O0NUDQGqBNSIfjxF5IktTvr151n5kgBw+UzASlAKMeupThsDo/gmithyY2qeN5vW4IGi2Mwyei4fNX4WmsgjY+TT7YSQHGAEEQoNKb4HO2nP42B3+tAp/DCkmScPBkHSbmdhxjTkYsvthbhhanByZD+IvshmYnfD4JRlVwMEGXOgI+hxUqY2stBpXBrPx7iHrbmDFjlJ+Liorw/vvv45VXXlFuq66uRkpKivJ7SkoKqqqqwn6e3mjFmZ+fH/FzhuNUiZxJVVHT2GEsdqcoF5V2dzzW37Qdn9tfkLa+phL5+ZENavpEJyprHNi1ezdEEdBqBOzeL6c8HzhSjJHxrZ8rdqeIE2VNWDg1Nmh8tsZmOFxefLNzN5rsXry5owHXL0iGSd8/ruH19//XAwnnMnL6w1zqSr+DGYDX3tRhPNW18gU20Sfhq69395u/5/b6eh4ZTAiRw5+ZEBejx69vOhtjsuORf6haOd5dZoJW03sdHTxeH0qrrZAkoLqhRdlLXdPoYDCBzpjX1gB1TDzU5jhIXjckjxOCzhjtYXVLaQ0pqDrWTHAFtjk0AgAkT2tmgj4tFwDgrirqIpjggaDRwTLtfDR88Rqse/6LxIU3yMe6qZkAQA4mtCnAGOgKEapARoDY0oyq+hbUNTkxKTexw/1y/UUYiyqaOwQbvNZ6WL/bhvhzV8Dl8eGuDZ/i/KlG5LW5T02DPD/tMxMkrxuS6FHGATCYQNFx9OhR3HbbbVizZg1ycnKU2zvLKDqdwOfkyZOh10eudkB+fj7y8vJ6vmMv+nD/TgAtcHpUHcay/3gtgAqcM2siZo5Ljcr4QtF+HgurC5F/7AgmjhuJvLzsiD7Xh/t3oqzGhvKWBLz+8VE8s24x/rntMwCApDEHjeOLPWUAKnDJgmkYP6L1PbnaXYRt+77D6HGTsPdIDUrrqpCQlovJo5IjOtbT0R9ek4MF5zJy+stc1luPoBGA4PNixtTJUGlbPw/+9eknAOT1Ue7o8Uodvf6kt+bR5XJ1GWzvnyGVfihQdMOoV2PO5AwkxRmVNDug+2ACAGQkmVFVH/nK56XVVnhFeRFVWdeC8hp5cd+2fSXR6RJtDdDEJEBtjpN/HwBbHQLbHNSWxA4FAn3uwDaHNpkJggqCRgdd6ggAgKvqZJfnFTQ6aGKTYBo1A9bvtsFZdgTNe//b7TYHoDWYILrsEHTGTmsrdEdl9G9zaLHi4En5CtmkThalORny/6fOtjrYD3+Dhs9ehqemBI1WFyrq7CirDX6fqGmU58fUNjOhuVbJ8FAFBRNiuM2B+lR+fj5uuukm/PKXv8QVV1wRdCwtLQ21tbXK7zU1NUhN7b9fjvtSoGaCtcUNr+gLOlZymm0hoy02JrDNoZdqJrR4sOdwNRptLuw6WInSavm9rv02h71Ha2A2aDAmKz54fP5xNdvdyvYStpMj6juuyhNwVRwP+3HeptYLxb52Wx0cLi/i/O89/J7VisGEEDndXqhVAjTtqvUGWHrYt5eaYOx0r92ZaltsrarOjvJa+QOv2c7iIHTmRFsD1DEJUJvj5d8HQjDBn5mgiU3qJDMhsM2hUf7d44Kg1fu3Ihjl1o/VRR3PKUlKZgIAWGYshmhvRPnzv0bte0/BXV0MABBUXQQTDCalAGO4WxwAQG0MdE9oRsHxOsQYtZ0u/pPjDTAbtTjZSUeHQFaGu7ZU+XJhcwZ3mAl0ckg0+L9wCCp4m2qU2hPtMxNYgJH6SkVFBe68805s2LABS5cu7XA8MzMTer1eSe986623MG/evL4eZr/Udv9/+8JhJZVWGPUaJMUZ+npYZyReKcDYCzUTTDrYWtxK/anXPj4Kn09CcrwR1Q0OJQtGkiTsPVKNKaOTgzo5AK3rQ2uLW+miwaJtA9eO/eWsRzbA1P33eVS/+3jYj/M0tgYT2tfdcri8SE+S13D8ntWKwYQQOZxeGPWaoLTJQDVhoOfMhJQEE+xOr7KIj5ST5c3QalTQadWoqGtBeS0zEyhyvLYGqC2JUJsCmQmN0R1QCAKtITWWpA41EyR/ZoLPYYMkeiG5nVDpWhfRutQRcFcVdXJSLyD5IGjkhatp9ExYpl8Ay/QLAACe2hL5furOMw7kzAS5NaQ6zOKLAOAT1BA1BtRW1eLgyTpMyE2EStUxhVsQBOQOi0VRmyBjZZ0d//vKHjTUNwIA3DUlShEhmzP4KmVNgwNmgwYpZnmxrE3OlDMT/BkIbWsmqLnNgfrQs88+C5fLhQcffBDLly/H8uXL8fLLL2PVqlXYv38/AGDDhg3405/+hIsvvhgOhwMrV66M8qj7B5vDDaNeDnQ2tCvCWDwAOzkAwIxxqVg+bxRGZcVF/NwxRi3cXh+sLR7otGqcKJPfT2dPSofLLSqFFSvq7KhucGD62I4ZMIFgQrPdrQQRuC4buP7x5n786V+72OJ9ABHtTfDUlCgXUkLlbapGnSRng9oagzt3tTi9SE+Ugwn8e27Fmgkhcri9MOiDp6ttZkJPFYVTE+V95tUNLcg1Ru7D72R5E0ZkxMLtEXGyvKk1nY4RcDpDPpcDkts58LY5eFwABGgsiWjpojUkIP9bfG5HUDBBn5aLlsM7/be31oaQvHIQUNDKf/OCSo2UpXdAbGmGde9/4a4tA1RqCELn8VmV3iwXYHTZw24L2Wh1YcPG3Vjm0qJ43wmU2TPx/9l77wBXzvr6+zNFvayk7X339l583bvBxja9BIhpCRBCCKSHJG+AkBAISYD8kkAIJYQAAYIx3ca993t9fXsv23tR75qZ94/RzK52pV1tu806/9y70mg0kmaeeZ7zPd9zbruyveT2HY1eHtndi6pq7Dk6zJd+sJdkWuHy9RM0AtmJfpI1OpkQn6FMGAslqfE58Mo5yOjkSqrniKnwmO2ZUGlzqODc4JOf/CSf/OQnZz1+1113mf/fsGED99xzz7k8rIsC8WSWljo3p/pCsxId+kai7NpQf56ObPHwOK38zpu2rMi+p8/n3nB9Jz95/DQOm8S2NTXc92wXY8EkVW4b+0/qSTc71tXO2kchmaAvOirzsosXsWSWVEbh50+c5p23rT/fh1NBGdDbXDXSw2dwtJc3Vmi5LEo0SG+2nWprhKPHerhh4+WA7lGXzak0VOsFoXBFmWCiokwoE8l0zmT2DbjsFrM6OJ8yoc6vn3yGwdlyQNM0ugYjdDZ6aQi4ONo1xaBVIokqWCpyUb03X29zyPfsrzCZED3wGLnIxJL2oeUyCBYbosODlkmhKVNqIKPNAfTPomXTCJZpyoT6DkAz2xbM1+XVDoJUeJ2LDg+izakbU5bwSwBdmaAkImRGe0xiplx88xeHONY1idvvp9UnIIoCl20o3Qve2VRFKqMwMpngO78+Ro3Pic9tI5vUVQSZ8X7iqXybQ3KGMiGUpNbvxC1nySFhDTSjxIJmROh0zwTJ5UNNxU2ipYIKKrjwoKga8VSOljpdVTSdTIgmMgSjaTPyugIdRuuEwybxlpvXIIoCHY1V1AX0edxovmV1/8kxav0OmmpmE8SeaWRCpc3h4kZOUUllFERR4MePnWIykpr/RRWcV2iaZhZB0oOny35dNjwGaPTkdAPrU6f7zecM7zyv24rDJhOpKBNMVMiEMpFKKzhshRJmURRMk535+vZq/VPKhOXCZCRFJJ6hs6mKhmqnaaxU5bZWbloVLBnZcX0QtVQ3I0gWRLsbJbFyZEIuOsnYvf9BZN9DS9qPThBYTZ8BJTFVPVcziWn+DyHUGW0OtvoOADIzTBg1JU8myIXXuSAIyP4G/f/zkAlaLoMgSvhv/M2yP0sileWFw8O8+so2qutqaakS+L/PvpbOptKEREc+73zPsWH6RqLcekUbzXVulLzULzsxRCKhjw8zPRPGgklqfQ5cYpakZkWu0k0ek126jFya3ubg0Z3Lc7FCGWAFFVRw4SCZJw6bDTJh2tzANF9sqJAJ0+F26PO6ta1+qtw23nbLGu64pt0sCo0GkyiqxsHT4+xYW1u0RUSWRFx2udLmcAkgkdIXka++vJV0RuHAqbHzfEQVzActkwRVn9+kB0+V/TrDfLEvV40GJCMh05vOIBOcNjm/zqpczwYqZEKZKKZMAJ19dtnlWeY7M1HlsmGRRUaXUZlgTATaGz3UV0/1Ya9vC1RcgytYMjJjug+AtaYZAMnjJxscXrn3yy/gc+Gl3ajVXBpRtppV9Om+CVo6iSXQCOhkgpZJFSgTJG8NgsVOZmKwYJ9aXpkgWmYrkCx5MoE5EhpsDauwBBppfPffYq0tP8bshcNDZLIKN1/WgujwoCYjRceh6Whr8CAK8IunzgJw2YY6an0OyObHHjWHEtZ/x0xOI5W/QaYyOaKJDDU+Bw4yJFQrgkcnExKn9uBcs6uATJHzZIISrZAJFVRwoSKW92mq9jpw2CSC0amqqhFXfbElOaw0jDaH9e1+AN732k286vI2PE4LdqvEWDDBmf4Q8WS2aIuDAY9LL+yYZEJFFn1RIpEn5DZ0BJAlkZ4iaUkVLA6qqhWN9V0qTPNtUSY1sAAyIW++OK56UCQHLiHNqb4QMHUeOOwWqly2yvU8DRUyoUwk0zns1tmT+Cq3taxoIlEUqPU5llWZEM07NFe5bTTm3UUDXjt1AQeRijKhgiUiM96HXFVnegc4OraR6j5c4DuwnEjnjQ9z05x0FwMtn9Bg9PdPT3RQM0lkv0EmhFGzKUTrlJGqIAhIbt8so0nTM0EqTSbMpUxwbbiK1o98BWtt24I+yxN7+6kLONnYEUByemY5CxeD3SrTWONmdDJBwGunvcFDrd+BmEubBIsYHjK3NyqVwYj+b3WVHRtpEqqVXFUL1roO/De/m/q3/2XB+8geXQaYq5AJFVRwwcIgE9xOCz63vaDNoW8kit0qUeNzlHr5KxKNNS7q/A6u3NxQ8LggCNT6nYwGE+w7qd+ntq8tTSZ4XVaGxuNmfHdFFn1xwriGPE4rLXVueobnvw9XUB7+/N+f4vsPHl/2/ar5uZK9bSNKdKLseUouPIomSoRVB4LDg0dMMzimq1sNZYLDJuN1WyvX8zRUyIQykUzncNhnLxY2dgTY1Bkoax91fifjy6hMMCcJDosZVdJU66LKbSOeypHNqXO9vIIK5kR2vK+giu5afxWakiVxdv+KvJ+RopBdMpmQ90xw5n0eknoVQdM01HQS2e1DsNinlAnWwkg0yVU1yxvC8F0QiikT8kqHuciExWAinOTAqTFuvqxFj650eNGyKdTc/Dewjib9s+9cr0twa30ObEIWsbZTP+bYlMLEIBGMpBmXw4JFTZHUrCRUKy0f+hL+696KMEN5IXn0qp3hrVFBBRVceIgnpq5rn8dWQCb0jkRpqfcUTYZ5JcPjtPKtT76GDe2z53b1ASe9w1GeOzDEqqaqglSvmfC6bPSPRs3XReJpVHX5q7AVrCyMirTLIdPe4KV3uKJMWA6k0jlO9YXMyv9ywigiOVftAMpvdciGRlEdATREBLuHgC3HQJ5MMNpdnHYZn9vGZCS1IqqKixEVMqFMpDI5HEWUCe977Sb+9F27ytpHrX95lQnm5N9uMY2BmmrcVJnGPxV1wisRqf7jdH3hPUuqGGuqQmZiEMs0MsHeugHR4SFxYvdyHOYsGGSCEp0sME1cKNRcBkG2msoEg6HWchk93tHqQHJVkRnvR0lEkOzugtdLLt8sbwg9IWK2ZwKA7Ned0JeTTFBVjX/7v33IksitV+hqBsOvQC1DndCZJxMuW68bNdb6ndjIkpbdyFV12JNThE0opsueDVNGl92CrKRIahYiidLEhWh3I8hWlGgle7uCCi5UxFJTRQefxzbLM6HS4rAw1PkdDI7H6R4Kc+e1HXNu63VZSab1vu32Bi+qppteLgRnB8L8vx++jKJUikPnC/Gkvoh02S20N3oYDSZNgqGCxaM/v0ifCC2/2lVPcgB722YAspNDc21uIhcaJWPXCyWS04NXyjAwpptXT1cmbOoMEIqlOdlbmf9AhUwoG8lUcc+EhaAu4CQYTZNZppzaeDKLLAnYrBI2i8T7X7+ZO65px5tnyiuJDq9MpAdPo2WSs0wEF4Ls5BAoOaw1U2SCIEo4115B4tRLS1rsT0cuFmLy8e+jJCJkJ4eQfXWAtqREBy2bRrTYkAxlQkKvIhhZw6LNgeTykTy7H03J4dnx6oLXF1UmGG0OcrE2B12ZgLh8ZMLPnjjNvpNj/M6bt9KYdwo3P09yfjLh6s2NbFtTY0a+GcqEpGrB1ria2mQ3NR5daWDkzhuTI6ddRswlSWg2onOMIYIgIHkCFWVCBRVcwIglDDLBis9jI5h3oo8ns0yEU5UkhwXijTeu5oNv3My3Pvka7rimY85tp8eHGyaXCzXH3n9yjMde6mNkcvkKURUsDFPKBAvtDfp9uHek0uqwVPTnv8PxFSATjHmSxVenFz3KTCLLhUdJWXUyweKuwimkGBqPo6jalDLBZuGarU1YZJEn9w0s+7FfjKiQCSWQyuTMQV9RVDI5FftSyYR8osNyXTjxZBaXw2I6Cb/1ljW6+3D+BlZJdHhlwjAwXIpZYmY8b744wyzQtf5K1HSC+PEXF3+A0xA79ASh537K2L3/AWg4110JLM03wUhzEGQLgs1pqgy0vNeDmFcmALi33jTLx0ByVqEmomjqFOmn5Yw0h9lkguT2I8jWZVUm/OqZs+xcV8sdV7ebj4lOQ2kxv8SyvdHL5z5yHa58ykyNz45dyBHLiXgvew12NcH1Hj2tY6rNYUrCJ2QSJDWr6ctSCrIncMkaMCqKyqHT4+f7MCqoYEmYal+SaQi4iCayxBIZ+kYr5ouLQXOtmzfftKYsn4npZEK7QSYssMiTzujjcoVMOH8wriGn3WKSQj1DFTJhqegb1dUD8VRu2ZUeBpkgOtx6gaiMJDI1k0KJh4lL+vzQ6vJiURLkFIWxYGJKmWCXcTksXLGpnqf3D1RUQ1TIhJL4/gPH+cuvPANAMqMvKpaqTKj1F2YULxXxZBaXfbbs2ujhq8SWvDKRi+gLoKWQCdmxPkDAUtNS8Lhz9U6sDasYf/CbS1IPGEj2HAEgceolAFx5MiEbXgKZkNM9EwAkh8dsC5iuTJC91SDJ+G98x6zX69GRmqlo0PdpKBNmX2+CIGAJNCwrmRBPZmlv9BZEjkmO8pUJM+GQVERBI5oWsXdsZVyoZntuPy67YMqejTYHp6yAppLULPNKciW3/5I1YNx9dIS//s9nzdQc0NtPxqb53kyE9Yi4Ciq4UBFLZhBFAYdNprlWVzkNjsfpy5vIVZQJKwfPNHNu43teqGlbOq9krZAJ5w/xlNHmIFPnd2K3ShXfhGXA9HvrcqsT1GQU0e5CECUkZ9UsU+1iMApxEcGLVRaxuqsQ1RxWcgyOx82YXWMteNPOFkLRNAcqRYcKmVAKY8EkA2Mx0lnFjE5z2EpHv5UDI6N4ZHJ5LppYKmtWHqfDJBMqngmvSOTCeTJhcgnKhLE+ZF8doqXQXEqQZOre/CdouRxjv/ryko5TUxVS/cdxdGwFUUK0u7C3rAdBXJIyQc3q0ZCgtwaYbQ7TlAm+636D5t/6ByxVdbNeL7l1Vnq6LE7N6deSWESZAODZeTvuzdcv+pgLjl/VSGWUWeSlkcRQTqLDrH3mP3swLSIIAru1LQRyY2y0j5my50S++mLX9M+a1GzzkgmypxolFrwkTYiMNrGxaZOcp/YP8IHPPsQTe/vYfWSYD3z2YR5+sed8HWIFFcyLWL7oIAgCTbW678rAWIzekShWWTT9lipYfhjKBI/TSsCrG/2GFqgYTWcqZML5RiKVxW6VkCQRURRoa/DQUyETloz+0ah5jYyHUvNsvTAoyag5Z5JcVSix+ZUJxrwzhAeXw2KqQV35RIdEOofNKiHlDWsv31iPzSqx99jIsh77xYjltR+/hGDIWYYn4oj56mCxaMiFoMbnwCqLprvvUmG0OcyE22FBFIWKMuEVCkOZkFuKMmFiAOsMVYIBa3UTVVe8ltBzP0VTcouuyGdGutHSCTzbX41j1Q7UVBxBkpG9NSZDvBgYaQ6gkwlG5dxYUAtWB7Lbh+z2FX297NIfn85kz+WZAFB1+R2LPt6ZSOVlrTPHG9OAMbnwSYzR4mHwmC+lO7nD9hTr5CH2RtcCevXFbpUQsvpGmsU5p2cCgOQJoOUyqKmYaXh5qcC4B4SiU5Ocg6f08/LffrQPURRRVY2uwTC1HefjCCuoYH7Ek1ncTn2e0FDtQhR0MqEvn+QgVZIcVgzGQsnnsZr/X2hst6FMGK2QCecN8WQW5zQVcHuDlz1HKwvIpSCnqAyOxbluexNP7RtgPJykehlXpGoyas5JJJeP9PDZOY9FALIh/TcdV1y4HKr5eiPRIZtTcU4r8lgtErU+B+PhlYlLv5hQUSaUgNG/MzweL+iTWQokUa8M9Of7hJaKWCKLuwiZIIoCXqe14pnwCoSay+iLYFEmGxot6PsvF5qmkQ2NmikFxSB7awAKWgEWimSv3uJgb9uE75o3E7jl3fq+fbVLioec3uYgTlMmaNPaHOaC6DSUCaGCfUJpMmE5UWq8ESQZ0e5anDIhrS+Ix+O6giCcgqS9lkZxkmBsyoDRabegpPTxSbA5562iyR49Ou1C901QkjEyY30Leo1B6hieEgDHuifZvKqaljoP1VV2mmtdDI7Hl/VYK6hgORGbVnSwyCL1AReDY3F6K0kOKw6DQKhy25AkEY/TUlEmXISIz1ABdzR5CcXSTEaWt5r+SoJharh9bS2CsPxtDkoihpgvwBim2ppW3Nvg77/1Il/72SFy4TEE2cpE2orbYTFNr9t9MDgWL2rEH/DaC+YIr1RUyIQSSOQn9EMT00w3lqhMAL1vbtmUCSXaHAC8bmslzeEVCCXvY2BvWQdqzlQpLARqMoaWSSIXaQEwIBWp3i8UqZ6jyP4G3b9gGuSqOnKL9EzQNBUtl0GUp5QJaiKCpmkFbQ5zQXYZZEJ5ngnLjenxQzMhOjyoi/BMUDP6RDSUEgjH0uQUlZSriRp1nFA+K1kfT2TUlL5tU3MdLx8fNc2nisEgEy5034TgEz9g4Nt/hZotvOnP1Z5htLcZaReReIb+0Ri7NtTxL398E1/581tY3eyrkAkVXNCIJwuLDo21Ls70hxgLJi8pv4TwS/eTmRg834dRAK9Lvw8Zradel23BBoypCplw3pFI5nBNI/dXNelzhLMD5SUEVDAbxjqoo9GL32NbEc8EaVqbA5pqxkXORN9olBM9k2RDI8hVtcRTOVwOi1lQ63Ak6M+3OThnFHn8HnuFVKJCJpTE9DYHwzCn1MJ9IWipczMymTCla0vBzEnCdFS5bBVlwisQBnngaN8KLM43wVjIW3xzkQmzfQUWAk1TSfUdw9G2adZzlqo6lGjQXMAvaL/ZvILAMuWZoClZtEwKNa1PxkTb3D3Cgs2JIFkKlQnZNAjisposloIx9jiLkAmSw4OyiDYHw3wypVnoHtRfn6tqwanGsSgJEqkciWQOp92CmtIXx9dfsYZURuHRl3pL7le6SMiEZO8RtGyKVM9h87HgM/cw8K2PlyQUEiaZoE8UTvTon3FjRwCLLGK1SDTWuhgPJsgpl55nRAWXBmYqGJtr3SYBdqmQCemhs0w8+F9E9z98vg+lAJ58e4kvTyb4PLZFGDDm261iaVMtVcG5RTyVxTntGuqskAlLRt+IvrBvqXNTXeUo8CZaDhR6Jvj0x0oUv2KJLMMTcXLhMeSqOrOFXHb7kVw+2m0hRicTHOuexGErXHP5vXrc7qXoG7UQVMiEEjDyRIcm4hzvncQqi8ty422t86BpMDi2tFaHTFYhm1PnVCZUyIRXHgyvAXvHFv3v4NCC92G0GMytTFgamZCdHEJNxbC1rJ/1nFxVA2jkogtPi9DylWdhmgEjgJIIT/NMsBV/cR6CIJiyOHO/SvactDjA3MoE3VBy4coELaMviNOahbOD+ajMgB6J2SJNEoqldWWC3YKab3Po7GhkfbufXz/bhVoisUB2z9/mkAuPkR4q3a+40lASEbLjegxm4tRe8/H04GkyI13kQsV7X01lQl7CeKx7EkkUWNPqM7dpqnGjahCMVSb5FVx4yGQVRiYTpvkzQHONy/y/EXN3sSOSJxGUWOj8HsgMSJLIO29bx007df+hKrfVJCfLhdHmABXfhPOFmclpLoeFhmpnhUxYAk71BWmsduG0W6jxOZZVmaAXkJKFygSKz1dzikoynSOZVsgGR7D46gpU39b6Dmq1Cer8DuLJbNE2h0xONRM/XqmokAlFoGmaGQEyPB7nWNck69r9WOSlf10t9XoPT//I0siEqezo4mRCtbcivXklQlcmCNia1iDI1kXFQxrKBLkcZUIZ2b3FkB48DYC9ae2s58zUghKStLlgehtM80zQjzOKmkkhWO0IwvzXseTyzVAmZEy1w0ojmb8p2Yukx4jOxbY5TCkTjAmQXKuTCc3yJMFIKu+ZIJPqO45odyHanbz+uk4GxuIcOlO8XUaQLYhO75zEz+QTP2DkJ19Y8DEvF1L9JwBdRZE4vdesIBjHnJymVpiO5AxlwrHuSVY1VxUYYzblo/Ymo6/siUQFFyZO94fIKSobOgLmY0aigyyJNFwCSQ5qJkXs8NPAhamQes8dG9nYqX//TTVuvQK6gFz6dFYxlQ2VVoe5oSjqilSIE3nZ+3Ssaq4yifkKFgZN0zjaNWleF7V5MmG5fjtj7jhbmTD79zLWUnYhg5aOI/nqClTf1voOshN9vPd2fa46q80hn9ISfIWvtypkQhGkMwqqpt9sRyYTnBkIs3HazXgpaKp1Iwh6j85SEDPIBHsJMqHKTjKtmEaS5xuappIZ653Vs1zB8iIXHkNy+xBlK7K/gVTvMcJ7fk0uFix/H6FRRLsLye4quY1gdSDI1kV7JqQHTyNY7FiKJEZI+TieRS2a8+eXaLGhaRrdQf3mpCYiaOkEorW8yfNMZYKayyJIK++XAPMoExyeRRow6pNQyebgTJ5McHj9ZK0emqUgwWiaeCpHjRwjfuJFPDtvQxAlrt7aiCwJvHy8tIeF7K2dM30jFx4jFxlflBnociDVdwwkGd81byEXGSebN2I01BSpniPFX5fWjzcYTaMoKid7Q7PuA001+sJsokImVHAB4ljXVGuOgeY8mdBS50aSLv4pYPzYc7rHj7cGJXbhkQnT0d7gIadoC1KmpjOKqYqtKBNKQ1FUfvvvH+KhFYjq1VV7hffjVc1VDI3HSWXLJ4Yq0DEwFiMSz7CpU/fLqvE5SGUUUtnlIROMuaMxl5xSJoRmbWvEX1eL+WvSXU1O0cy1la2+E5QcV7fCddua2LampuD1Aa9O9L3Si7cX/51kBWBM5tsbPSiqhqpq5km/VNgsEvUB55ITHeJ5ksCIfJqJ6irdZG4ifP5P8MzEAEPf+xv6v/EndH/xvYzd+9XzfUiXLHKRcTNpwVbXTnroNBMPfYvQcz8tex/Z0OicLQ6QbwVwegtMCheC9OApbI2rEMQi1XeHQSYsQpmQnVIm3PtMF1/4sV6VNtocRJu9rP3ManPIpc+J+SJAMi9rLW7A6EXLphZMyunKBIFAdRUDeSLTYZfJeeppkScJRdMkklnWRl4CQaDq8tcCejzlujZ/SWUCgMVXO6dhZi4WBE1ddEvMUpHqO46tcTWu9VcB6OoEJWceT7LncNGKiHEfiCezdA1FyGSVghYH0HuiXQ5LRZlQwQWJY92TNNW48HmmWruMiOpLxS8hcWYfsrcG5/oryUXLJ83PB9oadKVcz3D5hHA6q9BQ7cQqiwxXyISSSKRzhKJp9s5BfC8GRkuxc0bhzjBhHAleGAW7iwlH8yTnprwyoSa/Xokkyis4pPqOEzv+fMnnlTyZYKQ5iA43CGLROYhRmK0R9ddkHfr8eXqbA0B2tIe/+q0ruO2q9oLX+z15ZUL0lV0orZAJRWAYbxmDhSBQIBNcKlrqPPSNLFGZkJinzaFKP8GNPiRNVZh8/PsEn/7xkt53MRj+0T+QGesj8Orfwt6ynvgcg0AFS0MuPJ73HICa136Ylg/9Pxyd20ie2beAfYzO2eJgYGYrQLnQlCzpkS5sTWuK79eu3wCUMpUJP3/yNI/s1qsRWk4f0MeiOf7n3iPEVJu5LzWdXIAywYeSmIoS0nJZxHPc5lDcM2FxRIvR4tFQrff4g65q0nz11IkRJibDCLk0jcGXcW++viBhY+uaGs70h0qmOujpG+NFF+SapqHkVTHnQ4KsZtOkh85gb92I7K1G9jeQHjqTPyYNa8NqlOhkUW+R5DSzs/0ndeVFR6O3YBtBEGiqcVWUCRVccNA0jeM9k7PmLqIo8NG37+CttxQffy82KIkIclUtsqcaLZM0zWYvRLTUuREF6F0AmZDKKNisEnUBJ4NjleSYUjB8zk71hZZ1v0bhrlibA8BQsJKatlAc7ZrA47TSUqfP9WoDOpkQKtN7KPjMPUw89N8ln1cT+vzI8EwQBHFWgciAsZaqkfRrMmnVx0szTjfQiCBbyYx0FX2vQKXNAaiQCUVhtAYYjq3tDd6SqQmLQUudm4GxGEoJU7NyEJ+3zWFKmaApOUZ//q+Envsp4T33nlPXUU1TyYVG8e66A9/Vb8SxaidqOlFpd1gB5MJjZMOjyFW1gB6BaK1rw7n2crKTQ0X9EzRNY+y+/2TyyR+af+dCo3MmORgoNTjPh8xIDyg5bEX8EmCKTS6HTNA0jbsfOcn3Hzyhxz/mlQk/f7YXu01GdjhRkFASEdRMEsE2dyykAclVBapiJhtouSyCdG4NGO1FomiNm+NCvSq0dBLR6qCheopMcdplVG8DoqCRHOqmVZ5AUjO4N99Q8Nqtq2tQNX0CUAyyrw4tlylKLGmZpGmKqSzCUHOpSA+dATWHvWUDANbqZrKTg6ZfgmfrjQAku2f7JqTSOTxO/Tffd2IUSRRoqZtdzW2qcTNZMWCs4ALD4HiccCxjVv+m41WXt7KmxXfuD2oFoCajiA43ktsPsKCWvnMNq0WiscZF70j5ir50RsFulblsQx0vHRumZ3hxasBLHca8fTyUXNaFnUFSzGxzCHjteF1WRkOVsX+hONo1yabOAIIgAFOtV+WS8rnwiJ74pRQvcBhzR2O+BKWLX7F8m0OrI0ECBwlFX1MZZIIgSljr2kmPdBd9L6ddxmqRznubQy4yQd/X/oDUwEnQNIJP302yRAvnSqBCJhSBMZlvq/dgt0psXrU8LQ4GGmtcZHMqoQW6+k6H2eZQguQI5JUJE5EksaPPEj/2HLamtajJ2JzO68sNLZMCTUXM99/Lbh+AWa2sYHmgphMM3/0PCLIVz45bC55zrt4JQOL0y7NeF9lzH9H9jxA/sRvQDWq0XGbeNgdYPJmQHtLNF0spEwRRQrS7yvJMGA0miSayjIeSdA9FzIXrycEEd1zTQVu9l6TgQIlH0DL6grocGIY9uYi+6NRy59CAMZ3DYZMQRWHWc4bkrthvORfUTALR5qBxmpO70y6jePQcZSb7aJH1ccHWsKrgtRs6AsiSyMHTxVsdLPlzpZhvwnQ1wvlQJqQHTgJgb14H6FWG7OSQ+bva27cgOr2mIeh0JNM502DxaNckrfWeoia8TbUuwnGFzDLE/VZQwXKhmF/CpQglnycv52NqL3TfhLYGLz1D5SkTFEUlp6jYrBLvvHU9DruF//7VuVsgXEww5u2wvOoEo3DnnDHXFgSBxmpXJclngQhGUgyNxwtaxz1OKx6nlfHI/N+lpqn5xDHNvI/PhEEaiHmvBADJ5UVJRPL7mCqoGm0OTfYE46qn6NrKWt9BZvhsUd8nQRAIeG1m6tP5QnrwNNmJQSYe+R8sY6cJPvUjspOD5+z9K2RCEZhMpNPCP370et59x4Zl3X/NMvgZzJfmYLNIeJwWJsIp0gMnEax2Aq96LwCZEgzbSsAwfhPtekVUMm/4FTJhOZAZ7aXn3z5E9xffS2asn/q3/jnW6uaCbSyBJmR/A4kZrQ7poTNMPPo9vZcsoi8Uy0lyMCC5qvKtAAtTuqSHziA6vcje2pLbiA5PWVL+0/0h8/+7jwybbQ5pRWJjR4CmWhcx1YYSD6HEI4i28toc7K0bQRCJHXoCyJMJ58gzIZXJFVUlAFj8DTg6thLd/8iCDA3VdEpXJgT0xbFFFrHIEqqjioxgw5MaolWaQLH7TLMiAzaLxIaO0r4Jsk//HXOh2b2q06/zc0liGkgPnkL21ZmfyRJoQstlTPJA9lRjrWklM9E/67XJtGKSLzlFndXiYMCI3bsQ/GleCYjFYrz+9a+nv3/2b/aVr3yFW265hTe96U286U1v4vvf//55OMILAwdOjeF1WYuqaS4VaJqGmowhOjymMkG54H0TPAxNxMsiH9P5bWwWCa/Lym/eto6Xj4+y78Ty+gJcCkhMi+Y72bd858BcKuC6gJNQvEImLASGAfT6dn/B4y11biai8/tPKNEgKPp3Xsr4WYmH9USqaXHekstHLjLB0A/+jvH7/tN8PJpvc/BrYYazetoKFK6tHJ3bUNMJUv3Hi76f32NfcOTrQhE98Bh9X/8jM5lrJrL5Vs10/wmcB3+JpboZz7ZbVvSYpqNCJhSBMSg5bTKrW3ym1HW5YKoGwovv7Ysns1hkEatltoGdgeoqBxOhFOnhs9jqO7Hlq5rp0e5Fv+9CYcjERZuhTLjwpYgXE2JHn0GJh/Dd8A4a3/23OFdtL7qdc/VlpHoOm+0lmqowdt9/Ijm9+K55k956koqbC0JLWcoEX74VYGH9+7nwGBZ/gylxK7pvh6esNocz/SEkUaCzycvuo8Pm58sisaHdT2ONi3DOSrLrAEo8hHPt5WUdo+ytxrXpWiL7HkFNxfNkwrnzTCjml2DAs/M2cuExkmcPlL1Po8WjIb84NuONBIGIrZ4maZJmaRIt0Fr09Rs7AnQNhFGKRJoZbTXFTBjN61wQz4syITVwqqCdxlLdBECy+xCCbEV0uLHUNJMd7y8gxbI5vSLYWD2l5ChFJpg9kys8magADhw4wF133UV3d3fR5w8fPsy//Mu/8Itf/IJf/OIXvPvd7z63B3iBIKeo7Dk6zJWbGooqnC4VaNk0Wi5ToEzIXeDKhPZ6L6qqMVBGooNJJlj1ed7rruukusrOPY+dWtFjvBhheA1ZLdKyKhPM4mKRwl19wEk4oRS0LCuqdk5biS829Azp6oD2hkKSs7nWXZYyIRsaMf9fmkwImupSA5KrCiU2SbLrINEDj5n7iSUzeGxgyUQYVzyc7NXnLNPJI+eqnSDJJPIK3pnwe20r2uagZtNMPvEDsuP9RPY9XHSbbHAY0e7GUt2EmEtTfdv7EaTS88jlRoVMKAIzms2+Mj9EtUkmLP7ki03LQZ3rfSbDcTIj3dgaVyPaXchVdedUmaAYZIKhTDCrBxf2Df9iQeL0y9hb1hO48Z042jeX3M7RsQUtlzF/+/Ce+8iMdFF9+wew1ncCuqTfGGCNavNckJxG3M7CWh1ysaB5HpSCaHcXtDnkYkHCLz0w6yZ9ui9EW4OH67Y1cbI3RDyqK2Fqa6pwO600Vbt1E0ZVwda0FteGq8s+Tt9Vb0TLJInsf1T3TDhHZEIinZtz7HGtvxLJVUVk30Pz7is1cJJE1wG0TALRaqemyo4kCjhtU2NH2tNMkxSkXoog1XQU3U91lQNVg3B8ttmUaHUgOr156WEhjOvcUtN8zj0TctFJlOiE2eIAujIBdHWW5NF7Nq01raipeEE/ZSpvvuh2WPC69N+9o6k4meCz5bjGdpJYzzE0pVKlWkncfffdfPrTn6aurjjZefjwYb75zW/yhje8gc985jOk069Mb57DZ8aJp3JcvaXhfB/KikI1Xds9elyxxX7Bzy3a8ouochId0pkpZQKARZZ44w2rOXh6nFPLWH2/FJBI6xXmzZ0BTvUGl21Bb8jenUXuyXUBJ6oKk+EUsUSGb/3yMO/8xH0VsmcO9AxHqK6y455RpG2ucxNPqSWNng3kppEJxeYcAEosNJtMyM85vZe/Vi+i7H0A0A0YW5wpBDTGVQ+P79UVby7H1O8t2hw4OrYRP7m76HkV8NhXxIAxcWovkX0PE3n5QZRYENlbQ/iFX6HlZn9HueAwlkAjdW/+ExIbX2O2N58rnDva4iJCwhw8VkbWXOWyIUuCmbSwGMST2ZItDgaqqxxEB7rQLBmsjasBsNa3kzmXygQz316v8IkOD4hyRZmwDMjFgmRGuvDfPH/1zZb//dPDZ7HWthF88kc41+zCtf5qs688FxkjOzGA5Kkuy1tgKrs3DDUtZR+3EgvhaN8y976dHrKTA+bf4Rd+QfjFX+Fce5n5mKZpnO4Pc/WWBq7c3MD/PnCc42eGaQc62/TFRmONi9OaTt4FXv2+OdUQM2FrXI29bTPhPfeBqpw7ZUJ6bmWCIFlwbb6B6N4HUbNpRIut5LZj9/4HSnQSQbZire9EkkTqAs6CiZHmb8U6piesWBs7i+7Hn4+WC0XTZiV+OixVdSWVCYLFjrW6hcxYL6ATjJLdNWvb5UZ6QJ/QTVcmSB4/gmzVfUHylUxLjd4WlB3vN5VTRpXLbpPxe2wk4wlqnvkSceE3cK2/suB9HAMv8ZuuF+DZF5hIv5aa2z+44p/tlYrPfe5zJZ+Lx+Ns3LiRv/zLv6S5uZm/+qu/4qtf/Sp/8id/sqD3OHx4thnnUrF3795l3+dcuG9PEIskoMUH2Lv33PXNrjRmfo9SZBgv0D00SlZ9Ga/FyVjvGbrP8fe9EOQUDVGEF/adxKONzLntSEifiw7097BX1Kuw9Q4Vm0Xgv366h3dcv3g/r3N9Tq40Tp7WyZlqZ4Z9iSyPPLmbgGfpS5wTp/T9njp+hD5rYf01MqEvIJ96YR8HuxLsOxvHJgs88sJpVvmWlth2seHscIp7d4e4cp2LqzeUbq06dnYEn1Ocdf6lIvp66JGnXqKlpvRcy35qP3ZAszoZOXucLvfs89g7MYLirWdo2nsIqh95+5sJVm/EVX+W4N6H6Pasp38oTB36euSay9uQxt2AxsED+wv2abXX4wq9zIEnH0DxFJLZiViEeCrHCy++hEVePiWY59lvIUf1MSLrbyO66lo8e/+Pw/d9l0zLjsLPPNxLzt/C8EAQ2i8/59d3hUwogmQ6hygKWIuYbS0HRFEg4LUzsQQmK1YWmWAnnBkCy5SpmrWug8SpvfMuQpYL6gxlgiAIyG4fSiy04u99qcOIeyyHgZQ81YhOL5nhLlL+BrRsCu8Vr9N/D68eJZkLj5OdGMRa0zzP3vL7zDO/C0kWULNp1FTM9M4oBdHhRsl7JmiaRvzkHv29IlNVp7Fgkmgiw+oWH51NVdywo5njJ/bT7oB1nbqyoqHGxTOp9XRu3sKqtk1lH6eBqqvewMiP/xHgnHkmJNM5U71UCs7O7UR230uq/zjOzuKtLZmxPrLj+b7ydMIkiHasrUWdxq5b6jpB55NwlTDF9E0jE4pB9tXqKR0zoMSCyB4/kidA7uw+Eqf2Mvzjf6TxXX+Do2PrnJ9xqUgNngRRxtowRZAIgogl0EhmtMc8B63VOhGWGR8wj8mIhXTYZPweO+3xAZSRMyS7DswiE6xKkiRwfNW7uO2Ka1f0M1VQGi6Xi29+85vm3x/4wAf467/+6wWTCVu2bMFmW7574969e9m1a9ey7W8+aJrGl+97iMs3NXD1VeW1dV0MKPY9JroOMPwcrN2yHUfbZgaPNoKmsuEcft+LwapnY0QzlnnPC11yPcKmDevYtbHefPzM5FF+/OgpHjyk8OG3bDXTu8rFuT4nzwVOjB8Hwrz+lh08sv9JZE8Tu3YVb9tbCI6NHkMQwlxz1eWzWoYaxmL87+OP4q9tYfTgKa7Y2MCalip++PAJ1m3cuuwt0hcqntjbx/8+sQ+bReSBl8N4/HW877Wz51uKojJx931cs72dXbsKlbR1LVF+9PRjeKpb5vzdRgeeJemtQfZW45RUNhY5j7seT+Fv7SwyDuhJVck6J0Pf+xSrsgNIljpaXRlIwK13vobbncWJkNz61fQeeYB2KYp/150FzwWVHh47sJ+ONRtpqF6+Qknvc99ArO9EtDtpetX7sDWupr/7aWoSAzTumipaaLksXQ9GqV69icCuXSt2fafT6ZJke6XNoQgSqRxOm7ygKuZCYfgZLBblKRPstEgTYLGbvcK2+g7QVDKjepUwFw2iJFaOQZ3pmQC63KhiwLh0JM68jOT2mw7/c0EQBGz1naSHz5LqOwaCiL1Fl39Lbh+IErnIGJmJASzV5ZIJeWXCAoghQ0ouz9PmIDk8aOkEmpIjOzFALh9rmZsmlTfMF9e06MfxoTdtocqSJa5a2dipEyRuh4WUo5bD0sayj3E6nGt3mdL4c6VMSKVzOEoYMBqwt20EUSbZdbDkNvHjLwCCee0LVp2g+P3f2M7H3r7D3M7d2EZOE4mrVtx1xWXRfs/cvgByVR258BiaVuipoEQnkdx+ZE8ALZPS+/00lbFff21F42HVbJpU9yFs9e0FJkww1eoge/SqnuQJIFgdZMf7zG1S6Sky4fZr2rmzuhuA7OTQrPfS0nFSmoXT4iosgcaV+DgVlIHBwUHuuece829N05DlV169pHckykQ4xZWb6uff+CKHYdIrOfQWJMnjvyhUj2tb/ZzuD6HOEw8+s83BwF2v2cB779zI3mMjfP1nh1bsOC8mJPJeQx1NVThsEse7l6fd5WRvkJY6d1HvkTq/TuJ0DUYYGIuxts3H9nW1aBol048uRfzsyTO01Xv470/dzquvaOXHj54q6gkyNBEnm1Nn+SUANFS7EATm9RIxosst+TnHTKjZNFo6geQqPce0t27EtfEagk/djTMxSLUQ1Q0b87HkxSC7fVhqmotGRAbyZN7YEtTmxaCk4tjbN9P0ns9gb1qjz+Ob1pIZ7SvYLhseBU3FEjh/bW0VMqEIkulc0f6opSAz1mvKfOMndvPmzC8IhhZmXDcd8WQW9zxtGNVVDlrlCVRfK4Kg/9TGwnP8gW8w9IPP0PvvH2LkZ19a9HHMh5lpDqCTCRe6SdLFgGT3YRyrdpRNelkbOsmM9ZHsPoStYZVZqRZECdlTTWrwNFo6UTaZIDrcehLEApQJhtN2OZ4JoJNRiVMvmY/n8qkTmqbx0Is95uQBwO+1s63VRs7iNnOLQW91GBqPl32M0yEIIlVXvl4/pnPZ5jDP+CNaHdhb1pHsKj2RjB9/HnvrBnzXv918TTH4fS76lAB9ai0Wubih67zKhKo6NCWLEis8Fwx/DGPhnji9F2tdB7ngMMGn/m/Oz7hYZEZ76P/6H5EeOoN7y42znjcW/Eabg+6b0EJmYqqtJjmNTLiiIYsz0oMgWUzH5OlQU3HSWAmW+G4qODew2+184QtfoK+vD03T+P73v89tt912vg/rnGMsqE9oL+UUBwNGIUTM58nL7gBKdPK8GuBlJwcZ+PZfzWk4u67NRyKVY3B87jngTANGAxZZ5B23ruPabU2c6r3wyZNzgUQqi8MmI4kC69sCHO9e+veSySocOTvBznXFPVossoTHIfHcwUE0Dda2+ljX5sdhkzhwqrg54KWIyUiKdW1+3A4L77lDL9w8c2Dqfvqjh0/wsS88xtF8XG17w2z/IYss4nfJDIzOfU1kgyPIvnrkqlpykYlZqVZTBStfyX0IgkDNnR9Gcnl5c/Y+WtKnkX1zm4JDvmhSxKfBmG/Od+wLgaYqaJnkrJZQa20rSmyywKDcKLZZ/BUy4YJCIpVddr+EsV9/jcHvfpLUwEnG7vsqDakuHLGBoje9ZDrHL58+Y3o3FEM0kcHlnPsYA14bzVKQhHtqcSj76vFe+XoEQdRd9WtbyAx3rdjNV03HEWQrgjR1rHJFmbBkqJkUajI6KwZyLtgaVoGaIz1wUq9sT4PsrdYVC0w53s8HQZSQnJ4FGTAaVaP5yAQpLzVTklHCx15E9beCbDdzhV84PMTe46O8+44NBVWbgDVLfVN9QRWhscbF0MTiyAQA97absTasKksBshyYzzPBgKNjG5nhs0WVRZnxfjKjPbg2XI174zW4t96MY9WOovvxeez8d/RmfsWrSr+XTcZmlUoumC35KNFscKo/W9O0fJtDYKqtRVPx3/AO3FtvIrL3wZIxR0tBZP8jKPEwje/5O5MIKjjW/Pkteab6jS01LVMtIeixkAB2q0R0/6MIkgXPjleTC4+jKYXjspqKkxVthCppDucFH/rQhzh06BCBQIDPfOYzfOQjH+GOO+5A0zTe//73n+/DO+cwjJ2LeZtcajAMGKV8RVFy+9FyGbOIcT4QPfA46cFTJM/uL7nN2lb9/neyNzTnvkopEwx0NlUxHk4RKWKM+0pDYloRcENHgO6h8Jxz6HJwtGuCTE5l5/rS6VY+t8RonsBb0+JDlkQ2r6rhwMlXBpmgKCrhWBq/Vy841PgcbOwI8Mx+fS7w9L4B/veB4/QMR/n2r44gCNBaRJkAUO2V51QmqLkMSmwSi69OT5FSlVlrCWM+OjPieiYkh4e6t/45Y4obi5rG0VHawNyAxV9fYABpoNbnwGqR6F9GMmGqRbxQLWGtbQP0NtbY4acZ+M5fkxntyR/f+VNGVsiEIkjME822GCiRCdRUnMHvfAI1rQ88HcLALOfSiXCSv/qPZ/jmzw/zcoks4WA0RTSRLai+FkO1U8QqKESZUgUIgkDNbe+n+QP/ROtHvox3522oqRhqIrLET1gcaiqBOINZkzwB1GSsqCNpBeXBGEAlz9yL8umwTesdt7cW9rPJVbVmdq/RQ14OJFdVWWRCeqQbJRVHyStSZE+AHzx4nH/5wV6+++ujpnu+AaPSFB3uJzt4iocG/YykbSQnR8kpGt/8xWG2NAjc5DpTQIQpiQiis5D1rvM7mQgl55WUloJosdHywS/g3nTdol6/EKiqRiqjlEcmdG4DNJI9hT1s6ZFuhn/49wgWG64N1yBIFure+AfYS/ghuOwyScmN4Ji7kun32EoqE2zN60CUSZycUpFo6QRaNm22OYDeKuJYtR3vztvQsmniJ16c93MuFEo0iFxVW9Lk0966EdlXb5qSAlhrWlBiQfMGPj3RJz18BlvzOt3IUVNnOUirqRhZ0VZRJpxDPPbYY7S06OPUN7/5TbZu1b0ubr/9du69914efPBBPv/5z2O1Xvo9y5ORVMEYOJmPnPa/AsgEJRlFsDnNCDRjnFEi5zY5ZjriJ/X4uNRAaUf/lnoPdqs0byKDcV+cqUww0JlPmOkanP8eHI6l+bv/emFFI+zOJ5KpKTJhY0cAVYNT85A182HfiTFkSWDLqtJGl36X/p71ASdVbn1BvWNdLYPjcVMldCkjFEujaYXk5fXbm+geivCrp8/yrz/ax8aOAK+6vJVYMktjtaskOVbns9A/GjUVOTNhqAIMZQLMjoc058ZztDkYEOpW8++R2zlwxaepfvVvzbu97KtDTSdMPy8DoijQUuumf3T5WsaN95i5frLW6WRCdqyX6MHHSPefIPjczxDyqVrnCxUyoQjKkRkvBJqmkYuHTFdx/w1vJ+NtZp1lmPEZ8ZD//L2X6B/RT8hSg37XoL7wX9U0N/PmlPUb0WSitHTHkLRnJvpLbrMUqOk4os1Z8JiUlx9dDL2NFyqMNpH5KvzTIfsbEPJSd3vrTGWC7jEgWOzzmiNOh+Scn0zQNI3B732K4FP/pw/0osxIXOSHD53g5ROj/PjRU3znvqOF+80vbCeOvIgoaLhXbSOoOkkGxxiazDAWTPKbHWNMPvD1gj52NRFBmjGgepxWVI0lVylWEoqq8cunzxCO6wvScsgEW9MaBIvNVJQoiQjjD/4XA9/+SzRNpem9n0X2zu/2LQgCfo9tXjWWz20jFCs+JkkON87VO4gdfdb0TTCub9k9pUxwdGxFtNqxtWxA9tURO/TkvMe3UOSik3OewxZ/A20f/aqppoDp46AuzTQm8Q6rTC40iuyrN9sjcpPDBftTUnFU2U4oml40YVVBBYvBRDjJ+z/zIL9+rnvqsUiKKrcVywoZSF9IUJNRU5UATC0wIuenKpwZ79cVToJIerA0mSCJAqtbfJzqC825P7PNYQ5lApRHJhzvnuSlYyPsPTZ3gsTFimQ6Z0Yer2v3IwhwrGdx7bSqqqEoKvtPjrGxoxr7HPdjn0v/bda1Tc3F1uf/3z20sNjsixHBiD5nMXyVAK7dpqv/vvHzQzTXuvjr376S979+My67TGdz6XVLe62VnKJxsqf42sBQBVimkQmZ0R5ysRC5WBBNyZkeXvMpEwCzmOtxlWe4a6mqLziO6Wipd9O3rMqEvB/MDGWC5KlGsDlJDZ4h1XsMRFlvT/bP36axkrj07zbADx88ziO7e8ve3jBgXC6oqTgoOdybr6f9j/8b//W/gdi0iU55lInJqcFG0zS6BsO85up2JFEoWQXsGtBf01ki99zcX15CPBQpzvIBpkw+Oz5QcpuloJgywTDfy0XGSfUfX5H3vdRheA/I7vIX/oIgYmtag7WuzWwjMGCQCZbq5gUNSJLLN69ngppOoKUTpPtPkIsGkd0+s5/wnz52A2+4YRX3PtPFvmlKHEOZoPUdQNEErn/1dYRUJ2p0kqGgfgMIyPr5ncpX5jVNRUlEZ5EJXpc+wYgkLlwp6JGz43zz54d5dI9urDPX5MWAIEpYp8nzxx/6FpGXH8Kz9WaaP/DP2BpXlf3+TbVu6vzOObfxe+1zVt/dm65HiU6Q7j8BTFUMJLcP0WLDd91v4LvubfqxCwLuLTeS7DpEauAU2eBwyf0uFEps0qxQlgtrre4enRnTv3/DgNEmqiixoG74lO9HnOmboKZiaBYHiqoRvYDPsQouPQxPJFA1+L+HT5gE2EQ4RbV3Ye7+FyuUZNQknmGKTMiGzg+ZYCit3FtvIjPaY5rM5sJjhPf8ukCNubbVR9dAmJyiFt0XTGtzKKFM8HlsBLx2zg7Mv2idzI/d5Wx7MSKRyppFQLfDQlu9Z9EmjH/zjed4+1/fx9nBMDvW1c65rc+tv+faVp/5WJPRQz+2+PbKiwWTUaOtampBXuNzcOOOZq7a3MA/fvR6fB4bPo+NL/zhjfzum0unOLXW2hAEONJVXFlkGMdbalr0a10QGX/gm/T+2wfp/bffYeiHf192mwNALKFfj+55WsYNyEY7ZxHfhJY6D2PBxCyV7WJhtjk4CtdPgiBgrW0lfvQZNCVLze0fRJAs5938+ZK3OtY0jV88dYZqn4Nbr2wr6zXJdHZZ2xwMQxDJ5TMXce5V20gdf5hE7wnYrE9k46kcybRCnd+Jbw5J8dnBMHV+B+55Yme0fDtFfzCHpmlFF4mStxrBYiswH1tOqKm4uTA03zNPJozf/3Wy4/00f+ALC1r4VDBNmbDARVPt638f1NmTF7lKJxPKjYU0ILqqzPO7FIzn0yM9CBYbktvPvpNj1PkdNNW4+K3XbWLfiVH+65eH+Y+P6337RrXJkg7Tp9ZwY1stT1mrsGTPMDyRpMptRc6EyQLJ7kN4L3uNPvhqalFlAkA0noGaBX28cwaj1+5Y3qCo3PHHUtNKsltPdEgPnMS1/ipqX/eRBb//X77vCoqYVRfA57Zx5Gxp+bBz3eUIspXYkWewt24kdvRZBIvdbCcI3HxXwfaerTcReuYeBv/nr0AQafvoV83FwGKhaRq5aHBBih3QFyGCZCGbV2gl0jkEAcSE/nllXx2i04toc85KdFBTCQQz7SJtSl0rqGClEYrpc4RQNM2vn+3irbesZTKSIjBPtOylAjUZK5hfSG4fSDK5cPEW0ZVG4sSL2JrW4lp/FbGDj5MZ7iIbGmH8wf9CSydQ4mFzHFzT4iOTU+kbiZoKg5mYT5kAelHJUKvOhWBe6XpmIMzl7XMTxxcjEjO8hla3+Di4CBNERdU42jVJe4OHhmoXt8wTL9ngtyAIsHX11OTC67LidlgYnCeZ4FJAMWUCwMffOzuWtrV+7lZKh1Wko9HLkTMTUMQ7Nz3ShVxVa84PG97x/5ENjQACqZ7DxI+/gORwIzq9ZuvTXDDIf4+jvHY4Q81YTJnQWu9G02BwLM6qOdQX5cJQJsz0TADdNyHdfwIkGffWm7DWtpmK7/OFS16ZEIqmiady9A5HS8aaHe+Z5BdPnTH/1tMcls+A0ezhmfZjV6/bjqIJMDgl7x4L6qZBtX4Hfk/pHtyuwXDJm890GOZmkYzIyGRxQyI9d71p5ZQJ6URBkgOAlK+mGxXV9PDZFXnvSxlKNIggW2e1kMwHS1VdUcdX2asv4spNcjBf56pCy6TmjPkzyQY1R6r/BKLbz4FTY+xcX6dH3Vgk7ry2g97hqJm6IFgdIOoTqEmbrpawVdUgANFQhNXNPlOdkew5nFcl6BOqmX1jHleeTEhcuG0OhgvwsW598VquMspa24oSnSQbHiUXGsVa3zn/i4rA7bDM3+bgsRFNZEpW0kSrA+fay4kdforMaA/xo8/i3npjyXPUEmii/m1/oadNaGrRyKWFQk1EQM2Z6RHlQhAlLNVT42AqrWC3SqgRfVFi8dcjCAKyv7FAmaApObRsCtGWJxMu0X7kCi5MhPLn25qWKn7y+GkURWUynKL6EicTJh75DomuA7OUCYIgYqmqLRoZt9LQVIX0cBeOjq1mS2vouZ8y9st/x1bXjnPdlYSe/5k5zrXlTejmMpxLZxRkSUSSSk/VVzVX0TcSJZsrrUCFqbbZ7qEw6nlMu1gpJFKFKWzNtW7Gw6kFtzeOBRNkcyp3XtvJX77vCmr9c6t8mgJWvve3d7BmmjLBeP/50jqWC+mswpMv95PNlVa5rBSMdZXfuzwk+uZV1RzrmSw6z8iMdBcYYTvXXEbV5XdSdfkdVF39JkAjcWpvWaoEgFi+zWE+M3sDRnxksUQHIz1nuXwTlGRxA0aYMmG0t25EtNiwt244r0kO8AogE/qm/bCHTxevqv3qqbP81y8OMzQeR1E1kmllWaMhpysTDNhcLga1WhzhLvOx8XxGaY3Pgc9jL0p+pDI5BkZj5ZEJeWVCSrPMyVxbaprJrpQyIR1HtM0wYHR5EWQrtsY1CFa76UR6KeFbvzzMN35eGNv3+N6+gricpSAX0/vCl6tHylLdiHvLjbjWX7Wg14lO/Tycyzeh4DlVIaY5SaRyBXFLV27SB8I9R3W5uyAI5iQxW62rVjy1+jZKNMzqliqUWBDB5kRNRMiO9ZkmorPaHPLKhAvZ8dpQJhiER/nKBN2ELn7kWQBs9e0rcHQ6/B4bmqYbeZXc5qa70FSVge9+Ei2XwXvZ7XPu07XhKnxXvxGA7HjfnNuWg9wijEkNWGpayOQJTiNRw5AzyvleSUuggew0zwRDiijb9QlnxYSxgnOJYDSNKMDrr19FJJ6hZzhKKJam+hI2X1SzacIv/pLw879ATURmKR/l80Qm5CIToKm6OZzbh1xVS+L0Xiw1LTTc9SlqX/f7SA43Ew99C9BThgQB+kZKLzhTmVzJFgcDnU1VKKo2535gqoKcTCsEo8sjxb5QoGkayRkpbC11+iJscIGtBn15zzLj9eWgmBqtqdZ1Ttochifi/MW/P80Xv7+Xp/atjPfZXJiMpPA4LSVjpReKLatqSGcUzvSHCh5XMymyE4MlCya2ptWITi+akkWettaaCzFDmTCPyns65Kr6vBqiEE01LkSBZUt0MD0TZrQ5wFRbprNz+7K813LgkicTjB9WlgQOnhkvuk1vfvB47KU+s1d2OcmEnGkI4it4PGhrxJ0cMg3LxvJkQq0vr0yIzJ6Y9g5HUTVY1Ty/a6ea0dUIGSx0z2HQY61uJhcem7O6vFgoqfgsZYIgiDS++29p+M1PYq1tJzPajZbL0ve1PyR6+KllP4bzgWcPDnL/c13mYKVpGv/9yyP8yw9eXhbpmxILmt4TywFBslD3pj8yB6lyYQzac5IJ+fNfkPUBeyAuIwqwbe2ULLCh2kVrvYfdR6f1zudJKEfLBgBqm3XVhFdMsLpRj6R0rb8a0FsdlHhxMmFKmXBhkQln+kP8+NGTAPSPxZjOC5VLJljzZELsyDP634tUJpQDn0efMJVqvwKwVjdRc/sH0dIJbC3rsZURpynanEieanMhvxBommYu6AGUaL4tYYHKBNBTTHKhUdRsmvVDv2atZZRcaARBtpqqMou/kVx4zIyHVPI3fItTH+Mq8ZAVnEuEYmm8bhtrWnwA7D2uT3Iv5TaHXESfxyV7jqCmEwXKBMhnwc/T5jBz3FgIYkefZfjH/zT7uMKG07yu8rM1r0OQLNS/5U8RLTYkpwfvZXeQ6j2Gkohit8rU+p1zVjLTGWXOFgcoP9FhMpoyx3DDd+hSQTqroGqFij6DDFhopdggZeaT5M+Hplo346HksvXQl8I/f+8lRoIJrBaJ0/MYeq4EgpHUsibHbFqlK5dntlRmxnoBreScQhBEnPn463LbHI3ijdtRvhLd4qsrqkywWiTqAy6TjFoq1FQcwWJDkGYfm711A1XXvBnP9tJx3ucarwgywWGT2LGujkOnZ7PViqKahMNje/uIpxZWGSwHSjwEkjzLiNDeuAorWSKDuqnIeCiJJAr4PHbdMyE22x38rGm+WI4yQZ/YVvmq6BqaQ5lQ3Qxos3qBlwo1lwElN0uZAGBvWY/k9GCtbycz2kOq7xjZiQFS3YeK7OniQiKVZSyYJKdoPHtQ/04nozlCsTTZnMp/3HOgIMprMVAW0Re+EhBdhjIhVPB4Zryfvq//EbnwmE40CCL2fFTfQEymtd4ziw2+clM9h89MmLLErOQkqDhpaNMXzC2dOtHhExN0BjRAw96yDtlXT7LniGkEKTkLrw2X3YIo5D0TLiD8z71H+e6vj9EzFGEsmGDztPipctNkZF8dgmwlM9qN6PSu6Dnhn+YLMBfc226h5o7fpfbOD5e9b2ttC5mxhZMJkb0P0PNvv0Oy5wgAOdOYdBHKhNoWQCN2+CnWxPZytXiQbGhU/47zTI8l0JCPh9TvJcaCRLI7sFulijKhgnOKYCSN32Ojpc6NRRbZc1QnE6qrLl0DRnMir+qLNNFRWEGWq2pR4uE5iyOxI0/T8+XfXRShkDj9MomTu2e91jgui09XMVXf+n6a3v+PWOum1GKOVYVxvi117jkrmemsMq8yobHahSwJ8y5igpEU29fUIokCw5cYmZBMzS4CNta4EEVhwZXi/tEoPrdtQdXqYmiu0c/L4YniLcbLAU3T6B2J8uorWlnb6uPUjGr+uUAwkibgWT4ywe+x01jj4viMRIdMvj1oroKJwyATymxzGBqP47LLCyoey746suFRogefYPKJHxY81zzP9bwQqKnYrDWjAUGyUP2q95b9Oc8FLnkyoW8kSnOdh+1raxgYizMRLsx9HZqIk1NUdq6rZXQywUv52BwjYmY5oMRCyC7fLEl66ybd1fTsgQMAjAWTVPscSKKA32NHneEOPjwR55dPn8HjtFIfmL9XXssrExqbqume0eYQiWf4yWOnePbAIBln3qF0EZXBuTA10S59rLa6dtRUnMi+hwHITAwu6zGcDxiDiSBgys56xvTf8Y03ruLg6XGe2re0dgejzeF8QzbIhBmJDpG9D5Id7yc1cFInGuwepHrdiG84aaE+MHuQvGJTA4qqsfe4PikbarqRnyWuMCsEDY21ZDSZajmBX9KvY9kdwNa4msxot+mZMFOZIIoCLof1gkpzGByPsT9vDvWrZ86iaXB9Pk4JwD7PBNKAIIhmq4OtvmNFo4HKUSboxyTg3XV7wSR6PlhqWslO9JsqrXKRnRhEy2UYvvvzpAdPo0QXHplqwFqtf4/BZ+4BoE3pIzveh1w1LULSjIfUSUJjjNNkO36P/ZLNcK/gwkQwmsLvsSNJIu2NXk7ko/AuZc8Es4Uhb7A2K5moRP78dKQHT6FlUotKkTH2mw0WSp2zoREQRDMZSfb4Z1VR9dZOB8ku3TS3pc7NwFisZKRsOqPMey+QJJGm2rkXMaqqEYqmqQs4aGvwMBS8cO6Fy4FEXlE8vQhokSUaAs5FkAkxmhfQ4lAKjbX6HGcuT4ylIpbMks4o1PqcZaWDrAQmo6ll80swsLbVx6neQjIhPdKFaHPOadLsXLUDQbaW7R/QPRSho6lqQfMmi68OlBxjv/oyoWfv0dub8ljdUkXvcKSoT8fAWMw0VC0Huqp76efhucIlTyb0j8ZoqXOzfa1+Au4+Unjz6B3W2dx33raeNmeCH/xiL1B+ZbAcKPHiVeR12zaR0SQmu/UotbFQklqfXlEwLk5j4j4RTvKn//oUwUiav3zv5WWd/Go6CaJEW1M1QxOFRMpT+/r5n/uO8o/f3cO//noQRJnMaHfB65daPTejTUqwawDWug4A4sdfACA7efGTCb3D+qL2pp0tHDozzkQ4Se9YGo/TygfesIWORi8/fOgEyiIz6dV0Ei2TWtY2h8ViSpkwLeJUyRI78jQA2eAwuXiIobjEU2MBRLuLU1EnNb7Zk90N7X5q/Q5+9sRpNE3juNLKcWGVGVkoSSIJ2UOTPYlq9sYHsNa1kwvlJelWB4I8mwj0OC3zKhOGxuNzphUsJx58vgdRFAh4bTz+ku4VsLGz2oxXWogyymh1sJbRUrAU+PJ9oaE5PBMWC2tNC1o2veBeZyUeQnIHEG0OJh77nk6yuarKcnKeCUugEQQRJTJOTHAhkyM7MWg6OIPe5gBT8ZBGX6NmsdNY61r0NV1BBdORyuT44OcentdjJxRLmyTf6uYqjNMvcAl7JuTCYyBKuNZdCTDLM8F0XJ9jLMlO6NdvsYi3ed8/kicTQoVzyVxoFNkTmHPsESQZR/tmkl16AamlzkM6ozA+o8hlIJ2dv80BoLXOM6cyIZrIoKgafo+d1c0+hiazS57fXUgwFm8zTYRb6jwLWsxrmkbfSHTJLQ6g99ADK5roMBbMt0b7HQXpIOcKmqbpyoRlHm/WtvoZD6cKDI1188XOOdc+kquK1o98Gc+OW+d9D03T6B6K0N6wsN9azhMVRkpV/OQe87lNndWoGpyYoaoYnojzsS88xo8ePlH2+6jJGNIca6cLDWWTCbFYjNe//vX098+uXh87doy3ve1t3H777XziE58gl7swzF2S6RzjoSStdR46Gr10Nnl54IWegkHU8EtY1eTlz3wPclfdcUQBGqqXLzpHiYVm+fq7yjIAAQAASURBVCUAWCwWwtZ6pEn9mMankwmmpFi/mPadGCOayPB3v3sN2+fJvTWgZpKIVgeXb2xAlkQ+9oXHeeGwfhMdDSaxyCKvuryVEwMxrPXtpAZPAxB64Zf0/efH6P6nu5DHu+Z6i7nfP60rI+ZKHLDW5eM6NRXJW4OaiKAkz91guBLoGY5ikUXeces6NA1+/uQZekczbOoMIIkCv3nbegbGYjyzv3x1QjCSMnvvFhsLuRIQZSuCzVlAJiRO70PN/4bZyWHSkSARxcbRqJe6j36LgYSNWv/sc0KSRO66bT2n+kLc92wXLxwaoqPBizgts7C+vYMOe4RcvgItewLmIjrZfXiWKsGAx2U1M4VL4dv3HuFz3969opOsU31B7nnsFA/v7uGqzQ1cu62JTN6BuanWRUejTs7YrQsgE/I+FyvplwBgt8k4bFLJVJylwPgM2QW2OijxEJZAA+4tN5qtUkZazEIhyBYsfl2i/ARXkRP0iamcfwz0pBBhWjyk4bisWez86V2X8dHfuHAMkSq4eNE1EGF0MsEDz3eX3MaYyPvzZIIRRyZLAl7X0iTaFzJykXFkTzWujdcCmEoAA4aSaE4yIV+0KBbxNhc0VTErkbkZqoZceMzMoZ8Ljs7t5EIjZIPD0/r6iy8405n52xwAWurdDE/ESyY6GIqpgNfOujYfibRaMuHrYkQi3+YwswhoKD/KJXnDsQyxZJbWZVAmOO0WAl7biioTzAQ4n4O1+TSJU+fQNyGayJJT1GX1TABmfRZN08iM9mItw2Ba9taUVUwYDSZJpnN0lNEyPh2O9i3UvuFjNL7377EEmkic2m0+t6HdjyjAka7CotRPHz+ttz0fGCx7fqm3OVxiyoQDBw5w11130d3dXfT5j3/843zqU5/iwQcfRNM07r777uU8xkXDiFtrqXMjCAK3X93B2YFwwcXWOxylPuDEkolAKsrOujR3f/71ZszHckCvnvmKPifXr6KecXqHwkyEk9TkyQSj2mD04J7sC+K0y6bRUjHEj79QINvTyQQ7a1p9/Puf3Yzfa+N/7tWjKMdD+ntt6AiQSOXQAh2kB0+jKVlCz94DkgVNVZCDvYv+3OUoE0Sb07wBV11+J8Cyezeca/SNRGmpc9Na7+GOazr45VNnmIzlzJ74a7Y20tbg4bv3H+OhF3uIJ+de5CbTOT72xcf53v3HAEwp94WgTAC9rWC6Z0L00BNIripszevIhYbJxUJEVTtD43EzscQgzWbiVZe30lzr4us/O0Q0keVDb95S8LyzbRNyYkI34xFlRKcHW15OnwuPliYTnHO3OWiaxrGuSaKJzIpU3o33+Px39vCd+46iafDmm1aza4O+UK31O7BbZTavqqY+4CwgUOaDvXUjgmTB3rJ+RY57Omp8jmXrCZwOS77FIDNPosPMG7FB1DpXXwaqQqr3KPISSDZLTSuC1c6BbAfjTj1FxFI1RSYIgoDF32COs9OVCVXL0GdbQQUAZwZCABw6PV6yrSie1CfyvnzhYVV+Uhzw2le03el8IxsaRa6qxbXhalp+919NZZYBye0DUSppwqjlsibRUMxIbS4osRCo+oK9WJtDeWTCNgCSXQfnNQnUDRjnXxi11nlQNUqmBxhm3n6vjfXt+vg4syf9YoZBJsyMVG6uc5PNqeaiez4Y6W/LNf9vrHEvOE1iIZhu2t5Q7cJll8+pCaNRWFhOzwTQVVaioK97QC9MatnUnC0OC0VP3keus3F+M/vpECQZz7ZbEC02nOsuJ9l9xFzrOO0WOpurONY1aW4/GUnxyJ5efB4bg+Nxs4A9H5RUHLFIksOFirLIhLvvvptPf/rT1NXNHigHBgZIpVLs2LEDgLe+9a088MADy3qQi0X/aGHEy82XtWCzSjz4wlQUoSFpMiax2YnBsmRl5UJTFZR4pKgyAaBx3SZsQo5HH91NTtHMTFuj2mDcBE72Blnb6iu5yFCSMUZ+8kUmHv2u+ZiaTiLkVQGt9R6u3NTAyGQCRdUYCyao9TnoaNAvpElbE1omSfTQk6ipOP4b3o7FX48UW7zsuxxlAuh9hLK/AWdetrhSMZULRTqrzBmDVwq9I1Ha6vXv9bdft8kkhjZ16jdxURT4vbdsQ1U1vnz3fr56z4E59/fw7h4i8QzdgxEyE4PT4u/OvzIB9JQSw68gPXSWxMk9uLfejKW6WY/RS0aIqg6GJxJmNaRUdrMkifzOm7bSWOPiMx++xpz4GLC36gvm+IkXkd0+BEFE8taY51gpMsHrshJNZBiZTPDBzz40a/I2MpkwSYT+eSK2Fou+kShjwSS//7Zt/PCzr2VTZzVbVldjkUVaavUx6m23rOErH79lQfu1t26k48+/Zxp/rSQu39jAwVNjZkrJckFyuJHc/jkTHWJHnqHnXz9gRt4C5PJErb1lvTnWLcWEMnDLu/G/+S+IpjUmfXqKiKWmuWAbS6DRJDzVdFxPKRGXry2uggrODoSRJRFVg+cPFW/9MwoNxv2lo9GLIFza5otgKABqEQShaPqQIErI3hqyJZQJ2dAI5L1ZFtrmMKV2EAoKN1ouixINFhCPpWCpbkbyVJM4ux+f24bLYSmtTMjOHw0JU8kDpSTu05UJ7Q0eLLJg+mtcCkiaKWwz2xz0++rZgTBdg2H+9F+f5IOffYhv/+pI0f5143doqV+eivDqlirO9IeK9tCXgqap5hxvPoyHksiSSJXbhigKrG45tyaMRhvCcnsm2G0ybQ1es/A7VUBbvjlv15Cupm1bYJvDdLjWXQlqjsTZ/eZjmzurOd4T5NDpcf74/z3Bn/3rkyiKyl+97woEAV44NMSDL3Rzz2OnSnqlwMWnTChrBvS5z32u5HOjo6PU1k6xRbW1tYyMLEw6dvjw4QVtXw727t3L3kP6Ameo9yRjA/oifGOLjSf29nJVpz749I1EaPapnN23Dye6imDvC8+CZXmYNiEVw4fGwGSErr17Zz0vpjWqgIGjh4A1hMYH2Lt3Ek3TkCWBE2d6eMEZomsgzLUbPewtsg8Ay8gJ3GjET+7h5eefQbM6cI+PICiK+Zp0PEZOUXnymd0MjkXorLcxOXIGgN2DCq8GRh77ISICJ8MqTsmNFJ8o+Z7zwdp3DBdw+ORZtN7SkkOh8Uqov4yxs/34BJHeIy+Tyk4tCoVUDOvwUdLtV8A5rLjcuzvIwe4E77i+mjVN5Z0P6azKWDCJ1BYxv7fX7fKw+6RAePQse6e1jXz0zgA/fHKCo2dHSn7Hiqrx44f1SYs2dIz+r/0Lqs2DCBw63QPdCzeQWm64sipSaIi9L+3B88J3ES0OelyrsU28hCM2iQhENDs5ReXxF3RlzHDfaZKT3UX3JwAffo2f+HhXwfcFgJLFJ4ioiQiZqmbze3M7q7GkEwSTWQaKfJeJaIhQNMW9j77EaDDJrx9/mV1rpgbqg91TlYtnXzpCJrz8g/jzx/WJnjU3yt69UxO51+z04ndpi77OloqFvG+NLUNO0fi/+15g56rlZc3dtioyZw/RN+14pHC+naCqEeeRJ7AlIhx68j5y1Z2gZPGnE4yEEvTsP4DL14p15ASjsTS9C/wuNU2jdyzDiydinBhIoqhwVmql5erf5lDPCPRM3dPsKQ17aJS9e3bj7O/BIulqhPP1+1Vw6eFMf5itq6sZCyV55sAgd147u4XJUCwYhQe7TVcuLke/94UKTcnqscjeuSuU8rT4NjWdIHF6L65N1yMIAtm8ybPkrSEXHkHNphm5558R7S6cq3fi2VaazDX8EqwNnQVtDjpxoZmxkHNBEAScq3cSO/osqDla6twlSYByDBhBr8ALAvSX2I9RQfZ5bEiSSHPAOquv+2JGskQKW2u9B1EU+Px39iAIuu/P6hYfP33iNH6vjTfftKZg++7BMA6bTM0yEXLXbWvil0+dZfeRYW7eVV7sdnTfI4w/+F80v/+fsDXM3bo4FtRbo40i47o2Pz9/8jSJVHYWsbISmMwXO1fCo2Vtq48XDg+jadq01t7lU+N2D0aoDziX9D3Zmtch2t0kuw7i3nQdoPsm/PLps/ztN5+nymNjbZufTZ0BNq+qZn2bn588ftokv3qGIvzhO3dikQvr+pqSQ8ukLirPhCWXU4r1fyxUYrdlyxZstuVjtvbu3cuuXbt4sfsAHmeKq6683HwuKvSz/+xe6lrWIYkCijrAlTvWUj9yEmMY3txah7157bIcS3r4LANPwKqN23Ft2DXreU1TObvn+6ySR9mdWcM1l281Yx+rH3wYq9OHr74TVRvgxis3smtrY9H3GX9oPxFBRNBU1ljjeHddz8DBHyPafazbpb+v5Bnl3t3PU92wilhymA1rWrju6o3UPfIQIYsfwepASoawNa9n9dXXMxE/S+jFe7ls5w4EceFqjVCmj8kjsOOKqxGt5Q02fXsbcFtV6ndNfVejv/x3YsefZN3Nb8Ra3TzHq5cXP3/pOTK5OD94aoJPvv9Krtg0v0OszvYPcvXODeZvtQtYnT8nZ+LY2DHueewU27bPHlAAnt4/QCg+wJqWKmrHddJNTEcRLHYuu/KaC0LOOjb6EvHjw6yVQoyHB6l90x+xZst1xDwqo6eeAiCq6jfnsZiMKArcdN0VSNLi/F9P7mlEDg1Q1dhqntvjYy8T2dtHXWsn1UW+59PBE7xw4jiKxQ8EkRzV7Nq1hcde6qWt3kumpxe7NYwggGDzs2vXtsV9GXPgl3ufp7nWzatvvKrg8SKHe86wt8R5WQqXaRq/2PMIA2Erv7PMBx5WR5h46FtsaanGVt+Bpir0/sc3kBweWn7niwwe+RkpoM0J/l27yIZG6XsYWtdtwrtjFxEpyPh9J2hdtxnvzvKP7aVjI3z/gWOc7g/jdlh43XWruHJTA1vX1BRVgkXlMGNnn2Pb6hYmeuxk0/oEZyHfY7lIp9MrQrZXcOEim1PoGY7wlpvXsL49wN2PnNAXDTPUXMYC0SATAD77e9cuely9GJCLTICmzit3tgaaiB15Gk3TiB54jImHv0291YFr7eWmeapz1Q5ih54k1X2Y5Nn9iHYX8aPP4ujYhuytJtl9CFvTGkTr1PduKBMc7VsIv/grtFwWQbaYLRXltDkAONdcRnT/I6T6jrO21cdDL/aSySpYZ6hiyzVgtFkk6gNO+kooHCYjKZx22fTiaamx8vzxcNn7v9CRMJUJhUsaj9PKl/7oRg6dHieezPLGG1fjdVl5/2ce5HRfeNZ+ugYjrGquWlCb4VzY0B6gpsrO0/sHyyYT4ideBFVh/MH/oul9n51zjjcWKhwXLttQxz2PnWL/yTGu3dZE/6jexj0WSvI/9x7lxp3NXL99+ebQA2MxRFGgukTb6lKwttXHw7t7GZ5I4I4tPvK5FHqGI3QssMVhJgRRwtrQacZWwpQC2WKR+PsPX0tz7VRh6pqtTRzvOcLNu1porfPwvfuP0dbg4e2vXlew36kW8YtHmbDku059fT3j4+Pm32NjY0XbIc4HIrEMPk9hD6tp7NEbNGVeq1t8ZMb6zFaE7OTyyeyVWAigpGeCIIi42jexwaF/h9N7yf0eG6FImpP5iJT17aUvpFTPYRztm7HUthI99CQwZcBooKFaZ7mOdE2galPv1d7opXskiq1JZ2mdq3cAusO6oCkLdlg3oKbiIIgIlvKJIkugqSAeMhscJnZYTwbIBRemeFkIhifiHDo9XvBYKJpm25oafG4bj740dy+3gb68RL5c6VRrvQdV1RgcLz4J2H10GL/HxhtvXE2LNAmuamru/DBVV7z2giASQG9zUBNRQs/+FFvzOtybbwBA9k8RX26/7hdxsi9EdZV9SRPenE/vkZ1utGfEEJZsc8j3sh85o7ft9I/GyGQVvnz3fj737Rc5cHqcdW1+Wuo8BW0O4ViaofHyeh5TmRzv/8yDvPHPf8G7PnU/37v/GMMTcTRNI51VOHxmnMs2XBhj42IhCALXb2ti34lRs9Xhy3fv55Hdi/dWMeDefD2IErHD+viV7D6MEhknM9aLmk3rPhlAqv84gOnTIefHVte6K7G3bsTetqns90ylc3zu27uJp3L8/m9s59ufeg0fevNWtq+rLTmhtAT0CM/s5BBqKo5ou3iqBxVc+OgZjqKoGqtbqrj1St2g+L5nz87aLmS2OUwR9U675ZJYHJaCMRexzEcm1LWhphMokXHSI7q6LfTczwC9lVVyVWGt79STh44+A5JM/dv/CtDHl9TASYa+/7cMfu/T5PJzONAVCKLDnb/faGTzJIKhgii31czRsQ1EmcSZfexcV0cmq3Cse3bbQbkGjKD3+ZdSOOhGnVPnSUuNFUXVONMfuiQSaBKpHLIkFC3IrGnx8Zab1/CeOzeaxqSrW3ymL4kBRdXoGgybRqbLAVEUuH5HMy+fGCE2jzcWgJpNk+o5guyrJ91/nNjhp+bcfiyYMH3WADZ2BHA5LOw+Osyeo8N85J8e491/8wB/8MUneP7QEPc9u3hD9WI42ROko9G7ImPOzvV1SKLATx4/hRLNt/YugUyIJbOmAX0mqzAwFqejaWlkAujx9pmxXrS8l4rfa+d9r93Ipz94dQGRAPCGGzr55Puv5I9/8zLeces6Nq+q5tE9fWiaRjyZNc8RpQy/uQsNSyYTmpubsdlspsTz5z//OTfeeOOSD2w5EIql8boKF7KN1S6cdplT/SEOnZnA67LSWucmM96Hc+3lIIimDG4p0DSNyL6HCb3wc6A0mQB6z7NfC/HGK2pwOaYkNz6PjWA0xcneEDVV9pJSIiUeJjPai71jK56tN5MeOEE2PIqaTiLapgYaQw516IxBXOg9xh2NXgZGY1ga9KgTx6qdgN7bB8zZxzwXlFQM0e5aWIZrdRO5ySHzwgy98AvzucXEOJWLux85yT/8z+6Cx0LRNE21brasruZY12RZLqyGIU5dCU+AmWibp9exezDC6hYfzbVumqQgaU8j3steQ+CWd5e1/3MByVkFaOTCo/iuebP5e1umueA3tTVhkUVUVStpvlgucn6d4Z9utGckOpTyJvHkJxFGn1zfSJTuoQg5RWM8nKJvJMr6dj+t9R7ThAngv35xmD/40uMFhjrToWmaKVkbGo8zHk5x/fZmNq8K8ONHT/Khf3iEd//N/fzN158jk1O5bP3FTSaAbiCqqBoHTo+Tzak8sqeX+55b+iRFcnpxrrmM2KGn0FSF6MHH9CdUheTZ/agp3Z8gPXAKTVNRDO8Ql998fdP7Prsg9dKRrglyisrvvXUbd17Tgb2MSE4jGiobHEZNxS8qKWIFFz7O9Otj1OpmH/UBJ9dsbeKBF3rMccZAMJpGlgTcjpWXM18oMMiEeZUJeXI5M9pLZrgbRJl0/3E98WVyCNnfaEZIxo+/gL15HfbmdQgWG6m+4yTP7AcEsuN9DH3vU6ZPSy48juytxRLIjwHj/YRfeoDIvkdAlMte7Ig2B/a2jSTOvMyW1dVIosD+k4VFG0XVyOTUshdqrfWekskFk5FUwfyxuVq/H/79t17kN/7qV6YZ3cWKRCqLw2Ype665urmKgbFYwTU1NB4jlVFMI9Plwg07mskpGi8cKjQWHw0mZv1WqZ7DaEqWmjs+hK1pLRMPf5tctLAdJZbI8MMHjzMRTjIZSRXMp2RJZNeGOl46NsL/PXyCWr+DG3Y0c8OOJm6+rIUTPUEyRbwiFgNV1TjZF2R928oYgTdUu3jd9Z08/GIPk8PDCDZnQXF0ofj5E6f53Ld3Mzge4+xAGFXVluW3tta1o+UyBcbxb3/1OjZ2zvZ3sMgSV21pRMoXKm7Z1crAWIyjXZN8/MtP86HPPcxzBwdNY2fJ8QpQJnzoQx/i0KFDAHzxi1/k85//PHfeeSfJZJL3ve99y3aAS0EknqbKXahMEEWBNS0+TvWFOHxmnC2rq1FjQbR0Amt9B7Kvbl4yQVPmz+hNnNzN+K+/RnZiCNfGa2bFF02HUUm7a7tYMBj6PXb6RqI8c2CAtXNcsMlevQ/d0b7FdHTPjg+gZpII0y4+SRKp8zvMXrkan35zaW/woqga0Zar8d3wDmxNOqlgqc5X4BZpiKhEJpA91Qt6jSXQjKbobstqJknswON4tr8KQbYuOMZpIRgNJogls2aygqKohONpfG4bmzoCTEZSjAaLZ0FPx2QkhddlxSKXNwEweh37hmeTCdmcQt9IlM4mL40+C/VShKC88iZ7C4Xk1gdkS6BRJ+SMxx0eyJviBeprzbhVg8RaLHKBViyBJmwtU9IwW9Naal77EVwbrir6GsNlX9P0vsrRYIIjZ3WVwnXb9fN8Y0eAljo3E+GUeR4MjcdJZxT+7r+ep2d49oTrhcPDvPdvHyAcS5vmkm++aTWfeP9V/Odfvprff9s2rt7SyFgoic9tY8uqhV0PFyIMaWDfSJThiThqvsK1HKaMnq03o8RDTD7xAxIndpvnU/TgEwC4Nl6DmoqRnRicUn25Fj8hOHBqHFkSTWliOZBcVQhWx5Qy4SK64Vdw4ePMQAiXXTbHyzfftJp4MsvDu3sKtgtGU/jyxmuvFOTC44Aw53wKwFKrKzrSw2fIjPfj3fUaRKeXsfu/QWa0B0ugyWxJ0HIZ7O1bECQZW9NaUv3HSXTtx9a4moZ3/jXZySEmn/iB/v6RMeSqGmSfTiaM3fdVJh78JkoijO/qNyyoHdS5+jKyY31I4QE2dATYf7KwWGIs+spVJrTV68kFI5OzlXTBaKrAJM/jkLhpZwvr2v2oGjy5b3EFowsFyXRuVovDXFjd4kPT9GKNgbMDeRKvZXnJhLWtOin49IGpeXQileUj//QYX//pwYJtE2f2IchW7O2bqX3Dx9Cyacbu/Q9zvTEymeAvvvI0P3joBF/58QFdYTyjcHXFpgbCsQwne0O8/dXr+IN37OCPf/MybtjRTDancqJ3aV4ZiqqRzan0j0ZJpHJzKqaXirtuW4/LYeX0yW7EEoWicrH/lE7WHTkzYc79ii34FwqjkJUZ7Zl7wyK4brteZPv8d3YzMjJJjVvi89/Zw3N7TgOXcJvDY489RkuLLjH+5je/ydatWwHYsGED99xzD/fffz9f+tKXsFovjHiscCxDlXu2xH5tq4+z/SFGg0m2rq4xkxysta1Yq5vNDOJi0DSV3q98hPDuX5XeRskx+dj/Yqlpoe0Pvkb9W/98zpuMraEzz4gfLXj8hp3NXLWlkTfeuJr33rmx5OuTXQcQLHZsjavNm2wuPIY2Q5kA0BBwkc3n2hvyKGNx0BuzE7jxnQiCflpIDg+q1Ul2fHFkQi4yjlw1901/Jmz5CzM93EV6+CyaksW17kqd5FlBMmE8pPefjuYjhMLxDJqmu9Ru7NQXgMVkiDMxGU5RXVW+GY3NItEQcBWNi+kb0asMnY1VWGPDiILGoHphJDhMh0EYVV05ezKlOPUKUn1jA43V+sBYKsmhXGgWB60f+TKOts3mY4Ig4N15a0nmenru+pWbGtA0eGpfPz63jT+96zL+9F2XcdmGetO8zEh7GAsl2Lmulpyq8cBz3bP2e6ovSDqj9zgbZEJ9QF8ENNe6ufPaTv7wnTv51idu438+fXtZle8LHXabTJ3fQd9I1PyeNA1T8bQUONfswt6+hfDzP0fLZfBf/3ZEp5fEaV355tlxKwCp/hMocX3ytxQy4eDpMTZ0+M1e4nJgxEOmh86a6qsKKlgunOkPsarZZxYWNnTo5l3f+uUR/vf+Y+QU/f4diqbNJIdXCrLhUSS3H0GeW40h2V3I3hpix54DNYe9eT21r/8oaiKCmophrW4s8DdwtOsRxPaWDWRGukkPnMKxajuOjq14L7+TyEv3k+o7pidJVNXqhKLFjpqMU/Pa36P9D75O4Jb3LOizeLbdjOjwMH7/N9ixtpozA2H+94Fj/PVXnyWZzhFL6IR2ufeMFkPlOKMwoWkak5H0LGXrn79nF594axsfajjI7v3dZSkvL1SEYxnczvIVOgZhML3VQU9QEZY1Fh7yrYHbmzhwcsxMBzs7ECaTVbj/+e4C1WPizD7s7VsQZSvWmhYCr34fybP7iB97Dk3T+Ox/v8hkJM2W1dW8dEyfD88szly+oQ5RFAh47dx6xZRPw6ZV1QgCHD6z+IQ2gC99fy+f/NqzZrTouhVSJgC4nVY++hvbkdJhuoICY0UKepORFF//2UGe3jcwS71lIJHKmskQh89OcKRrguZaV0Hrz2JhrWkFUSrwTQDd32X0V/+BmildhHQ7LFy5WSd//rTlJf7M/iPesCbD07tPAq+wNocLFYqqEU1kqHLNvtmuafVhqIu2rK4hm5fxW2tasVQ3kZ0cQstHB83abzyCEgsS3f9oyfeO7n+U7OQggVveUxZTLUgWbM3rSPUeK3h86+oa/vq3r+QDb9hc0qFZzaSIHX0W1/orESRZjwsUxLyaQJu1uKrPVztcDovpYtpU60YUhaLmPYqrmswilQm5yPi8FYSZsNa1gyiTGT5DekjvE7U2rsLiq18xzwRN05gI6xe80aZgRt54bLQ3enHYJI51zT8IT0SSC3a2ba3Xex2Pdk3wwwePm493DeqLpY4mL+n8QHU6fuE5ddua1tL47r/Fc9lts56LWwNEVTuNdV4aavLKhCWSCYuB2zFFJly3XfdyON0fZk2rD6tF4pZdrUiiMC1iK0Y2pxKMptnQEWB1cxVnBmYbNhkZ0oNjcUYnE9itUgFxYUAQBFPadimgpV73ljCitKwWaZZMdzEQZAtN7/k7Wj/yZRru+htsTWuwNawGVUF0erG3bkC0u0n3HycXDyI6vQjS4giaaCLD2YEw29cuPLvavfl60gMn0NKJi6p6UMGFjWxO4exAhHVtvoLHP/n+K7n5shZ+9MhJ7nu2C03T6BuJFvRLvxKQCw4XtM/NBWtdO9mxfKGovgPX2stp/ciXqbnzw3h23IYoW/PEhBV7s65ys7du0GMjNRXHqu0ABG55F3JVLUM//Hu0jJ51LwgCgZvvov5tH8e7c/Z9rxxITi/Vt/026YET7OIomgY/evgkh86Mc6xrktP9+mKtXCl2a34RPHMel0jlyGSVWQunzGgPQ9/7FJtS+whET9J9Ebc6DI7HaKopfxwOeO1Uua1mSxHAmYEwbQ3eor4LS8UNO5pRVI3n860OxlzC57HxlXv2oygqucgEueAwzvx5B+DddTuSy0f8+Asc7ZqkeyjCB96wmd9765RB9Mz5lNtp5bdeu5GP/sb2AoWs22Ghs6mKw0sk/Y+cHedo1yT3PHoKl8MyyxdguXHd9ibaqzQmsja++YtDs55/dE8v9z7TxT//70t88mvPFpBi4ViaUDTN4TMTqKpGwGvjcP762tS5PCpRQbZgqW4mPdJN8Jl7GPn5/wP0dWDs4GMku2Yf83S85abV7FxbQ5MyiBoPc2vwR7zd9SIAMWXhhfljXZM8cShyzsnBS5ZMiOYryzPbHEA3ZAFd+txW7yEz3o/ocCO5qrAEmtByGXKR4hec0aebHe83DcFmvfehJ7A2rC6QfM8HZ+d2MiNdjD/8bdMvoBgyo716pFAe8WPPoaUTePI3NEGU8nnt+k1UtBWyloYJ4/Q+K4ss0ljtNKuM06G6a8hO9C/4xFTTSdRUfMFkgiBbsNa1kR46Q2boDJKnGtntR/bVkw2PrsgFEk9mSWX073wsX10O5Rlkn9uOJAqsbwssQJmwsAlea72bgbEY//Tdl/jBQydM9rprMILVItFU6yYz0kVWsHIydOFVtgVBwNGx1VS0TMfxqhv4YfIGanwOmoqce+cKHpdOnFktEjvX1ZkJo8ZYYKAh4ESWRPpHo0yEk2h5o9I1LT7ODoZn9Tga5owDYzFGJhPUB5wXjDHmSqK1zkP/mE4mBLw2tq6u5sCppSsTDFgCTeakytaot11Za1oRBBF72yYSXQdRYsElqhLG0TTYtmZhYxSA75o3E7j1t4BC744KKlgKugYj5BR1Vluj22nlT+66jHVtPh7d08ux7klGg0muKZHudDFg/IFvEn7p/gW9JhscNj1L5oO1Tm91EGQrloD+PYk2J97LXoPk1Bfe1voO/d6VVzropIKAYLGbBINoddD0vs9ia1gFgCVvLFx15etLttWVC/eWm7C3bcZ26hHuuKaD33/bNkRR4GjXBMe6g8iSWLbs3uWwEPDaCvyXUv0nGHvwW9SLIQLT2hzERJDB7/8tCBLINlbJYzx7YOleYecD2ZzC6GRiQYtaQRBY3TxlwqhpGmcHwqxeRvPF6VjVXEVTjYun9+uFudP9IQJeO7/9uk30Dkc5OxgmPawXzwwjdP04RZxrLiN5dj/3P3sal13mxh3NtDd42ZU3cy5GKL71lrVcuXn2dbJldTXHuyfJ5hbnmxCJZ8w4yKGJOOtafSveZqVpGlIqTG1TEy8eHmJ4orCN5/DZCVrr3XzwjZs52Rvi4DQj9S9+fy9//P+e4Kl9A1hlkddfv4rRYJJYMsvmZWw5tdV3kOo7SvDJ/yN+5Bmyk4MkTr8EQGrgxJyvXd8e4G/uWoeWjhO45T34rnkL9rVX8lB6O1/6yUkUpXhhuxQeeKGbJw5FuPeZ5TXbnA+XLJkQjusnfLE2h/qAE5/bxtY11YiiQDY4bDp0W/O9dplh/YdQcxkyE4Nk8gy3EptaUMaOPjdr35qmkhntwd66YUGLiqqr3oD3itcS2X0vEw/9d8ntJp/8IaM//1c9IgmIvPwQlpoW7K1TbRCyt8Y83pnKhMb8gm7mANRS5zGrjDlFNaWUijOAmoyZUSXlwiBjFtrmAPriIT10lvTQGWyNxg28Hi2dQE0WTz1YCsbDKfP/U8qEfIZ3/ga8sTNAz1DE7KUvBkVRCcVmywnnQ1uDl5yiMZlXQ5zuDwG6MqG9wYMkCmRGe0i5GhkPpZbNQOdc4MikhUT1ekRRYNOqagJe27K6JZcLu1XGKou0NXjyMn2dZDPSXQxIkkhTrYu+kRjj+XOhxudgdYuPdEYpINw0bSqFY3AszshkgrrA0vwgLha01nvIZBX2nxylpc7DjnW1DIxNfWfLCZNMqNUlm651V6BExkn1HkVeQh/lkbMT2K3SomWavqveSOvv/8ecufQVVLAQGMlN61qLn5Ov2tVK12CE79x3FJtV4pqtTefy8JYN2fAokb0PEN33UPkvUrIosSCWcsmEWt2E0VrXXlIhWv/WP6PuLX9q/i3aXdia1+FcsxNBmpLNy95qGt/zdzS+69M41y5fBKwgCLg2XE0uNMrv3tbIndd2sqq5iqNdkxzvnmRNS9Wc/kuRlx+i/1t/Qdc/v4tkz5H8PC5a8Lx65GH+2vdLmvf8O5NP/JDY8edx7/0RaCqN7/lb7M1r2eSa5LlDK0smJFJZ0iswdxkaj6Nquv/UQrC6pYre4SiJVJbhiQSReGbF5iaCIHDDjmYOnxlnMpLiTH+Y1S1VbOzQieiuwUheJi+Y560B55pdqOkEQ0cP8Kor2sy2lw+/ZRsfe/t2HAtondy2uoZMTp1XRRiJZ/jJY6dmzTUNo87XXKUf47oV9EswoKZiaEqWNevaEUWBXz49lWyjKCrHuibZsrqG117bic9t4xdPnQH0+dnpvhAT4RRP7utn06pqdk4zwF5OMsFa146WSeWN9gVCL/yK9JB+HOn+uckEwFQe29s2Ebjl3ax6x5+w9g2/zcEzE9z96KkFHcvgmD4n/fa9R0x187nApUsmxAwyobjk+DMfvobffbPu+ZCbHDJvULbG1QiylWTPYTQlR/9//gH9X/sD+r/xx2TGek1nVdnfYPYxTUcuOIKWTZtuwuVCkGRqXvNB3NtuIXrwCdM9eDo0VSHVexQ0ldjhJ0kNniY9eArvztsKiAu5qgYlqpMegrVwYWu0OcyURrXUuRkci6OoGp/79m7+6bt7AFDtOoNv7K9cmGSCd+ESYlvDKt1kbXIQW6PO0sr5yKWV8E2YvgAyTBaNDG9fnoy6bH0dqgaPvlQ6Ai8YTaNpEFiAZwJAZz6e5s5rOwA43RdC0zS6BiN0NlXp0YKjPRBoRdN0RvhigKpqnOwNsqFdv2F2NlXxnU/fsWDlxnKhvtrFujx50JKfeBSr+rTW6YkOYwVkQr7HMk/0gP57G4qWgbEoo8GE6ZdwqaO1Xv/+JiNpmmvdpmTQ6EtcTtia1kLeHA30yRUIepLCEqKixoI6+SMvIabU4m9YdJtFBYtDLBbj9a9/Pf39s03jjh07xtve9jZuv/12PvGJT5DLFe+hvVBxsjeI32MzzZFn4vodzciSwNGuSa7e3LighcSFhNjhZwDIjPaZMWjzQUzoc6+yyYT8HMwwSCu6T6sDccYcqfFdn6L2DX8wa1tBlHB0biuqwFsKHO2690+q5wgAmzoCnOgNcro/xIaO0qonTVWYfOx7aJkkCCLRg4/RVu+hbyRmzkuz4/2kfR3cl9iBLELouZ8y+pMvIibC1P/GX2KtbsbesoFqZZyRkaDZ7jkTyXSOp/b1oy4hRvITX3uOr9y9f9GvL4WB/OKpuXZh/eVXb9FTiR7d08cDz3cjikLRav5y4ZbLW1E1uPeZswyMRlnT4qOuysIWxwhdg2HSI11YAg0FPmfprMJXn8+S00Q2SP3ccfXUuqKxxsXtV3cs6Bgu21BPTZWdnzx+es7tHnupl/+57yjfvvdIweNGGta7bl/P7711G6+9tnNB778YGLGQ3tp6btzZwsMv9phmz12DEZLpHFtWVWO1SNx5bQd7jo4wMBZjIpwilsyydbVe0Ny5rpbOpiqcdpmA176sczV72yYQZWrf8DHsbZtMktTRsZX00Bk0Ze5YUJNIyqupAF59RRu7NtTxyO6e/HogzPcfOD6vOntgLM7GVgd+r31W3P1K4hImE/STrZhnAugLm+oqB2ouQy4yYUrXBNmCvXUDqZ7DJHuPkIuM485XnjLj/WabQ9UVryM7McDwD/7O7O2HKUdP2wLJBAPenbehZVO6cdAMZEZ6UFMxBMlC9MBjTDz4X0iuqlmVMdk7xbjNbHNorHYhSwJNNYUDb3Otm5yi0j8SZf/JMXYfGWYinDTJhFx0YaYtUxFOi1EmTMm8TGlhnkxYiUQH4wbaVOMyDRhDsTQOm2yywBs6AmxdXcM9j54qya4byoJSBoxqOomaTc96vLOpin/86PV8+M1baa51c6ovxGQkRTSRobPJixKdREsn8DbrA/fx7qW58Z4rnAu334XgHz5yHe9/vT5x27GulnVtvqLERmu9h5GJuNnCUOtz0FLnwWaVOD2tx9J4flVzFYPjcRKp3CuITJjy7mipc9OYH0+KOYkvFbLHT9vvfxX3Vj1yWHJVmUkepaJAy0EomjbJwgouDhw4cIC77rqL7u7uos9//OMf51Of+hQPPvggmqZx9913n9sDXCJO9oZY1+YvqWqsctu4fKN+L7zl8pZzeWjLBk3TiB1+Mj830cqq3AFIiRBA2W0Oluom7G2bca27ckHHJ1odiJZzNy5YalsRnV6SPYcB2NRZTSarkM2pc5IJ6eEu1HQC/43vxLX+KhIn99BS6yCZzjERTqFpGpmJAaKOJh5KbaP2vf9Ax59/j6bf/kci138IRz5FzN66AQGVdnmcQyXM+X79bBdf+N+9i26FmAgnOd0XYs+xkaLRlUvBQN63aKG9++va/Gxo9/OLp87w4Is9XLOl0VQsrgSaa91sX1vDz544g6rp8ZSJI0/xIceDxHpPkBnpwlpfuDh//KU+njo8SdDZxs31k7Q1eJd0DBZZ5C23rOHI2alEg2Iwnrv3mS7T5wGgZyiKx2kl4LXzuus6F6zCXQxyeTW45PbzphtXk8ooPPiCvs46fFZfLBsqgzuv7UAUBR5/qc/0AHnX7ev554/dwGuv60QSBV53XSevu65zWdtR7c3r6Pj493Cu2oF78/X68Xpr8Fz2GrRchvTI3EkPJpE0Q0l+xaYGRoNJhibi3PPoKf7v4RPsPT5aYi+6D1Q0kaG1xsrX/vLVvOGGVUv/cGXikiMTctFJhEx8mjJh7ptCLjQKaMiBqRuUvX0rmdFeoi8/hGCxUf2q9+rbBkfIxSYRnV68u24n8OrfIj3aw8hPv2i+Nj3aA4KIpbZ15luVBVvzOizVzcQOPj7ruWSPbuThu+HtZCeHSA+eInDrb89y/JzuUzDz5HQ5LPzLH9/EHdd0FDxuONg+vrePnKLqcUEv96PZFkkmRMZBEMuqHCZSWULRqUW2ta4V8tU+Q+JsOC9nV8CEcTyUQhR0yZbhFhuKzHbKvuv29QSjaR58vrvofiby7RKlBtjhH/8jY7/6StHnNq+qRpJE1rb6ON0f4sUjwwBsaA+QmdArcPWdq6nxOXjp2PCs1//08dN86ft75/+w5xBGBOmFQib4PDaTHHrzTWv40h/dVHS71no3qgYHTo3hcVqw22QkUWBVU1WBMsGQk12+sR6DLF7JyciFBI/Tai7Em+vcuB0WXHaZ4YnEiryf7K0uqAgaC4SleCaEYq88N/yLHXfffTef/vSnqaurm/XcwMAAqVSKHTt2APDWt76VBx544Bwf4fzIhkfRcrMrVbFkloGxGGtnmC/OxDtuXcdtV7axYxHGoRcCMiNdZMf78V3/dhBEUv3H538R05UJ5RkwCpJM03s/g3PNZYs+1nMBQRBxtG0ylQnT4+o2zHHvTHXrsYL29i24NlyNmorTgd6T3zcSRYkF0TJJJgU/VlnEZZcRrXbszWtRXVPvYcv7RKx3TJSsZD5/WF9Qfv/BYwvu4QbM/caT2YJ76HJgYDSG32MzDcUXgjfdtJqRyQTxZPacLLxee22n2UK8ptVntiO3h14iFxotIBM0TeNXz5xlVVMV66+7BSkyRGZ86RGer7mqnSq3le/df4xUZrZyS9M0jnZNcuPOZta0VPGVH+83lQDdQ2E6m7zn1BfKKODKbj+rmqvYtqaGXz1zlpyicvjMBI01LrMo5PfYWdvi4+DpcbMlo6PRy8bOgJnY9L7XbuIdt64r/mZLgCjrKnjXxmsQJAuudVdgb14PQDo/xuViQWLHnp9l8J8Z7cFa1zFrnzvW6WP8nqMj7MnP+3/6+GmyOYVHdveY61wDxpy02iNjkcVz+jtdcmTC+K+/huvALwnHMggCeGY4q6u5DNnJKabN+P906ZyjQ48Jih9/Aefqy5BcVYhOL9nQCEo0iOz2I4gSvqvfiP/6t5MLjZjyez3DuGHRzLYgCHi2v4pU3zFzoDGQ7D6EpbqZqitei2B1YO/YinvzDbP2UUAm2GZXXjubqmZFoRn9Zo/u0d+zrcHDoy/1odj0xxfe5jCB5AmUlWbxnz85yN996wXzb0GyYKtrR/LWmIsF0WpHcvlWTJng89hprHYRjKZMF3//jIXG1tU1bFtTww8ePF5gcmRgMq9wKKpM0DTSg6dID5yc81jWtPqYCKf4yWOnWNVcxeqWqqm0kdpWrthYz/6TY7MMdB56sYen9vWTKhGNcz5wojeI22FZkMvyhQCj6n68J1jgLbK6pYqzA1MmjEMTcSRRKJjUv1KUCTD1PTXXuhEEgYYa1zlrwXGtvxJEGUt186L38UqM1rvY8bnPfY7LLy9ubDw6Okpt7dS1WFtby8jIysUJLwa5WJD+r/0RQ//3WTSlcKzed0KvOJXySzCwttXPH75zJ9IS2nPOJ+InXgRBxLP9Fqz1nQsiE0S7G8lx4SUaLRX29i3kwmNkQyMEvHbeETjMO/wH52wJTHYfxlLbhuz24Vi1HcFqp2pCVzf0jUbNecOIUoXfay+5sJDsLiy1rWx2B4uSCZORFCd6gmzsCDAwFufrPzvEV+85UHQOVAoHTo3jsEn5/xfv11dUrWS031wYGIst2C/BwDVbGqkLOFnT6mNT58ob6V61uYGA147PbSPgtZOd0JUeOyS97cDWMEUmHDw1Tu9wlDfcsEqvdgsi0SJFxoXCbpX5rddu4mjXBH/x5acZnSwsAPSPxojEM2xfW8sfvGMnsUSG791/DFXV6B2O0t64NHXEQmG0lhuFybfcvIaJcIpv/fIwh86Ms2WG98HWNTWc7A1yojdIdZUdt3PhiQhLgeTw0PyBfyJw013I3mokbw2xo88y+cQP6fvaHzL60y8SO/iEub2aTpALDhdtx2qqcVHrd3DPo6dIphUuW1/HoTPj/Om/PsW//Wg/f/ilxwuuJ0OlE/Cc+/a3i7Phbg5YaluRz+wjVq3LcWbGsY394t+In3yJlg9+AWtdG9mgzvYYbQ6Q902wOtAySVwbrtaf99WTC42gphJI7qlBx9Gh+y4kuw9h2VFPZrSnYEBYDDzbbiH07E8Y+/XXaHrvZxBECU3Jkeo7hmfrzYhWB80f+GdkV1XRG8R0MkGwltef7nVZqXJbCcXStDd4eN11nXz1JwcZCjuodVWZho/lIhcZKzvJ4XjPJKFoGk3TzM8TeNV7Z/lGyL76ZWFmZ2I8lKTGZ6fO70DTdHIhGE3RXkRS9kfv3Mmf/dtTfOZbL/DFP7yRKrcNRdVQFJWJSApJFIq21ojJEFo2TS6bRk0nzPaT9OBpRLvTNAA1DAFHg0necet6BEHQ00bsetrI5Zvquf/5bg6fmTDNZCbCSbNv8FR/yOwRO9840RNkXbt/xd1+lxtNtW4EQfd8mJ7hvLbVx73PdNE9GGZ1i4/BsTj1AWeB5P+VRCZ0NHk53R+kNq/GaKh20VUkPnMlYAk00f6H30B0Lm5ik0rnSGWUSpvDJYRivaSLqcwcPnx4OQ6nAHv36qox+6mncOQypHoOc+yHXyC58TUA7DkV4/69IQJumWSwh717++ba3UUN18mDSE4/+4+exGHzY+vbz949u2GewoM7ESRj9Zjf5aUEMSZQBRx/4ldkmrZwtXAQTRRLfy9qDl/PEdKtO83vw1W9CuXk8/it9bx8uItVY2dwAscnwCrmZn1v0/92OOtpGNtLKjTCY0+9SJVramnw0il9bnHzJguRqIX788rMoZFR3nz1/AtwTdPYc2SYjjorE5Esz7x8llW+QiJiJJTlp89Nkkgr/OEbG7FI5V+3PUMhNrQ4Fn1evOsGL5Io8PLLLy/q9cCC3vuOnS6SGZWXX34Z71AXmmRHVnRV6/GRCFpoL5qm8b3Hx3HaRNyMcuDEGK6a1QRffoRu7wZYom9HQIa7bqzmJ89N8hf//jgffE0tzjzZ89Jp/ffWEkMEh8e5fK2bXz/XjZoK6h5R6eCKXoMz9+04exyrbGPfIV25o2kaNV6Ze5/pIuCWWV2dKniNXUuhqBovHB5idYPtPI4XOjHn9DZj6z9AeuAk2ZpVCPYkIw99m1NJG5rFjhTswwv0RXOcLXKsLX6BfWfT2CwCt26ROHJWoH80wmt2VvHymTh/8/Xn+O1ba2mrtbH3UBhBAL9bPuef+5IjE5yd2wk//3NsE6epcteh5jKm/CTZe5T4cb0CPvbr/6TpfZ8lFxxGtLsQHVPMpiBK2Fs3kuo+lDf70mX26aEzaLkMjtopkwxLTQuSy0eq+zDuTdeRCw4v2d1bclVRffvvMPbLf2fs3q+iqTlSPUfRMikcnXq+rLW6tIvzfMqEUmiudROOTbJpVTXXbW/mqz85yOnBFDvdAXILVSaEx7E1r513O8NJF3QJnMEiGiTNdDhX7yD41N1kw6NYqmbLXBeL8XCSljqPuXAcDSYIRdPsWDt7oVEXcPKJD1zJX3/1Wb74/b38f791BZ/4z2exyBKNNS78XnvRxbMUm2IPM+P92JvXoWkqw3d/HmtdG43v+jSgZ0qLAjhsMjft1Kuu2fF+LDUtCILAtjU1WGWRl46NmGTC9D7H492T541MONMfomswwq1XtpFIZekZjnDtRRhdZrNI1AecDE8kCozQdm2oRxQFnjkwyOoWH0PjcZpq3VS5rbjs+lB6rlnw84nfvG09r7681SRsGwJOXjw8hKJqs0jclcBSWxyAWeqjCi5e1NfXMz4+VVkdGxsr2g4xH7Zs2YLNtnznxd69e9nW2YTkrabv6f/AtmYXcqARdt/L6lt/k56Mj/t+8BSXb6znz9512SU/hvS+8C1sbetYu2sXMUeK0Z6XaB16Edf6q3TFUQmceuo/8XZsYt2u5UtTuFCgaRr9x+4lEO7Ct3ErI1oONNjc4ClI6jKQ7DnCkJqj/cpX41qnfx/pJj8D//P/8YHAHn4cvZ2GTpGo1UFYraK1ycuuad/b3r17C/7OrW2n9z/28Rr7QXDewK5dU3PcX+59nsYaF3e+6ipuvCZLJJ7hhw+dYO/xEXbsmF8hMzgeI5wY4K471jI4FuOB57vZum0HVovEjx4+wWMv9TE8EcdmlUimVbKWRq7eWVpx1jMcIRRJs31dLdFEhkS6nx2bOti1a03J16wkZn6X88HYVMtl6XogjOvy1zOx5wFEq43LrtVbL5/Y28fZ4QF+501buPpKvdU37soy8pMvsFYMIjo8ONfuMtc2i8GuXbBtywSf/Npz3Lcvw99/+FosssgTJ/bicyd5zc1XIQgCGzZl+bN/e5IHXtYLBTdfs7WsBCQlGUUQ5QWtQWZ+l5qq0PvcN7C2rGPNtMf/pilM/0iMa7c1zjr/Nqdz/N9TvyanaGzf0MquXZvLfv+VgLZzB0oigmixI9ocpIfPMvCtv6AtepKa295PeM8IE8Cm624r8LszEBP62Xd2L9dsa+aGa3fR0BrEapFob/ASS2b50399kp+9EOFf//RmtKOHqQ8oyJKwoHOyXKTT6ZJk+8Wpk5sDttYNaKKMP3qaW8S99P7bh8hMDKJpKpOPfAfJE6Dmzg+THjhJ5OWH9FhIf8OsCkb1q99L3Vv/zLwQLL56cuExlFgI2TN1IQmCgL1jC8nuQ2RGdad/6zSyYbFwb7kR18ZriR16glTPEextG6l9w8dwlmEmJDq9CLIVBFH/t0wYvgmbO6vxuqy0NXjoHUsje6tRFuCZoGkquchEWcqEnqEphnpsnlg599abAY3YoafKPpZyMB5KUeNzUBvQf+uBsTixZLakBHpDe4Dfe+s29p8c46P//Bin+8Mc655k/8lRqkv4JUjRaWRC/jzJDHejxEOkBk6iqXrbgt0mc83WJt5yyxqzvz8z3o+1Rjfbsltltq6pYffRYbMSd+j0OC67TGO1y/QpOB/4+s8O8ZUf7yenqJzpD6Np5yY6aCVgXAvT2xyq3DZ2rK3lqf0DKKrG0ESMxhoXgiDQVOt+xcRCGvC6rKxu8Zl/N9a4yCkaEysQD7ncMDxafJ6VN5Cq4NygubkZm22qEvXzn/+cG2+88TwfFVgGj9D3nx+j7ysfQYmH8V7xOsRtrwNg/MiLfPfXR/G6rHz8PbsueSJBzaTIhUbMOZKjczv21o3ET+5m5J5/KtnyoCk5xGSo7CSHiw2CIODZ+RrS/ccJPftTXbkoiCTOHii6ffTgYyDKpokigK1xFdW3vo+2zBk6Q7tJjPZhrWlhMprBP884J+fN4q6ynWHypYeJ5ZPK4sksB0+PcfWWRgRBwO200lTr5tptjUQTWQ6XMGw0kEznuCcfbbd9bQ3b19aSyakcOTvB8ESc/33gOF6XlXfcup6v/9Wt1PodPLKndGIWwDd+doh//O4eVFWbluRwcbVSAmSDQ4CGq3k1L4iXccK+HdDvTd/4+WHWt/t5/fVTPg7OtbsQHR7G7/86oz/9ItH9jy35GDavquYP3/n/s3ffcXLU9ePHX7O93F4vSe7SE9J7QgklCS1AaNJrBAQR0SgqPxDQr2BDwPLli1gQURBRpAnSpUOAhAPSSS/Xe93bPvP7Y3bnbu/2+l7N+/l4+DC3ZXZu2N37zHveZSHb9tXw8of7UVWNbftqmDU50zgncjut/N/3TuSbFy3k9GMmMXlcxyC+94uP8O7aaPysaRqlj/2Qssf/x1jb9oV35wYijdWkLj097vbJ49I4flF+wkCWw24xgh2DXZKRiGIyY0nJMM4l7WOm4J69nOat76JpKv7iLzCnZicMJAAsmpHL+LwUTotO7pg+PsPImk5xWrn9qiPxBcL87z8/o6SqmXFD9FkYdcEEk8VGOHMCk4O7WBjYiOpvpvLZX1H53G8IlO0hc9XleBadgmPSPOree5Jg5aGE3YFtORNwH7HM+NmSngdqBDQ1rswBwDlxHhFvPVUvPgiKCfvY/jdyURSF3HPWMf7G3zFh3UPkfek7eOav6lHapqIoWFKzMNldvUrznDwuFZNJYe5U/U09a1ImRdVBzL3MTIg0N4Aa7lEw4UBZa1p0rIFhZ6zpuTgmzqVp81t4d22k9q3H+/VF1dQSpK7Jjy8QJjvNQU70xHFztAYpw6ngL/4Cf9GODvWtpxw5gZOWjae6wc8Vp83EbjNT2xjodCykubkKc2o2itVOsFpPYW3Z9zkAWtBvTAEBuPXLy7j4ZL1xS8TbgNrSiDW7tXP3cQvGUV7TYkx12LKnmjlTspk1WR8p1d3omIFwsLyRHQdq9ZPsaq/RSTfRH56RIFa6kNOuoeLxC/OprG3h3sc+wReIGHWWXzl7LteeM3fQ93M4GZOpN4IdCaNL62LBBClzGPGuu+46tmzRmxPfd999/PznP+f000/H5/Oxdu3aId03TVNx7vsAS3ouZnc69oKZOCfP5+3tDRSHM/jig/fYtLuai08+ok8N5EaaWB8oW44+7crsTGHc2p8wcd0fMXuyqH7lTwn/pocbq1E0bdQGEwA881eimK0EyvbgmnEU9rFT8e3f3OFx/qIvaN78NmlHndmh+Xbq0jNQCxZwpuszgmX7MGWMxesLkZHa/fdcxrHnoZqsLK55icpnfolv/yY+2VFBOKJxzNz4DMNFM3Kx28x8sKXz6Q7V9T6+/os3eH3DIU47ZhL5OSnMn55NWoqNZ9/ew+sbDmFS4P9duYzLT5tJRqqDE5eO57NdlVTV+YioGjUNPqP5H+iZrNv21dDsC1Fa3WyU1U0YM/L6aMT6JVizxuGddiqPlkynpsHHoy9txxcIse6ihXEZforZSt75N5O95utYUrPx7f+84zbrymne8WGv9mPl4gIWTM/mH6/t4q8vbqeqzsfy+fGZz1aLiVOPmsjXL1iA1RJ/2qhpKtWv/JGqFx5ADeoXEoJlewlVHSJQtpeGj18wHhtuqiNYXZywAW0ijRtfxJKei2t64j45nZk3TT/3mDQMggmJuKYsRG1pJFh5CH/RDhwFMzp9bKrbxoP/7yRjYkV7E8emcuXps/j0i0r2lzYMWWBt1AUTXvnwAAfIJ4UWNJOF7NOvJ1ixH+/2D8g88UpS5q5AURQyV12B2tJIpLk2rl9CZ9p2EG6bmQDgnKyn5Icbq8n90nd63CugO4rZijU9t091n+bU7A7zk7uz+uiJ/OamFUbTn9mTMwmENJqVFFRfU8KxhomEG/RGUj05DvtLG42ygO4yEwA8C1YRriun4l93U7/+Gb2ZUx8UVTTx1Z/9l6/+7L8AZKU5sVrMLDwih/ej448K9j1H6V9vp/TRO6h49ldxJ+mKovCNCxfyq2+fwEUnH8HxC/S0vM4yE0xNVdhzJ2LLLiBUpUfeffs+w+zRT0b9RYmvyMQmOdjaBBOWzx+H3WbmjU8OURUdGzNvWjYzJmZQ3xSgsm7wrwy/9lFrMKSooomD5Y14XNYRm0Y+PtrQKSc9PkXvmHljsZhNfLC5lBWLCjg2+kd3zpQs5k8bmd3Vk2VMdDzkQE10SKZYmYM0YByZ3nzzTQoK9O/Ehx56iHnz9L/BM2fO5KmnnuLll1/ml7/8JTbb0F7pb9ldiLm5mt1ZK/Fc+jPyv/xTFEVh275aDpgmMMFUyYRMC6cvn4S/ZBclf/k+4Wj3ct/BbfgObSfiax7S3yGZgtG/fW3nqYM+dSrrlKsJVuyn8dPXOjzPd0BPrbV2Ud450pldqbhnHQNAysxjcE5eQKB0NxF/a3BWUyNUv6IHXjKOu6DDNhRFYfw5XyeCGVPYR9itr1sze5CBZUnJoHrl7fyi4Sw0q5PmbR/w0dYy0j32DhOZHDYLS2bm8tGWsoSjHjVN47dPbaKxJcQvvnEcN16wQM/itVk4b+U0PttVxQvv7WXxzDxyMlr/xp68bAKaBt/85Vucd8sLXHXXa6z71dvGa3y2q8r4986DdWzeU012mmNE9ioKxoIJmeO48KTpRFSN3/zjM/678RBnHjcl4RhI58Q5pC48CeeUhfgObusQeKv571+ofOa+Ds3bu6IoCledOYfmlgD/fnsnKxcXGCW2PREo3aNf9PI30/T5GwA0bXsPzBacUxZQ984/qP/o39S+/QSHfvs1iv/wLfbfdwX+bpqRBysP4i/aQerS03vUyL2tM5ZPZu0ZsxL2PRsOHNEm/82b3yLSVJuwlKk31hw7mYljPGia3rRxKIy6YEJRZRNP7slE1aBk7ImkLj6V7DNuIO/8m0k/5lzjxNwxbhrumfoXtzWz+2i3Jb01mNB+3KE1PY/c875L/jX3khL9YzDUUmYebfxh6imrxRx3JXnWJD0SVtqiXzGJjWjpTiyabh/XfQ3b/tIGZkzIwKTokezuuGccjWvaEjJPvBJLxhgaPvx3r6/E1zb6+dFDH2KxmFh4RA52m5mpBfrv/YNrjuL05ZOwmMFRvQPn1EWkL/8SLTs/pnnLO3HbsZhNTB+vzwRffbR+paVtZoKmqdR/+Byh2jLM3hqsOeOx5ownWFWE6vfiL96JZ95KzJ5M/CU70TQV1R9/VTdUrY96ahtMcDmsLJ83lvc+L+F3z2xCUWDJzFxmRFO7dh7sXX+L/gqEIrz5SZEx/7yosolD5U1MGDO4I4SSafn8cVy2emaHRZTbaWXVkgKmFaRx44ULRuzvNxCy052YTQrlIyAzIVbm0N3oYCH6o+HjF/CaPdy/0cb37n+XooomVFVj+/4azAXzMCsqd52didVipmHjiwRKdlH71t/x7txA2d9+SNljP+DQ/dcR8Q5OY9OBFqw6hGKxGaOe23LPPBrH+Fk0fPhc3EmSGvRR984ThNPysed3fgVvNEg/7kJSl5yGc8p8nFMWgKbiP7DFuL+x8BWClQfJOvXqDmO/Y+zp2WxKPxGAFqd+oSyjk4sc7S1YeATlWiaVnpl4d37E51+UctScMQn7QB23IJ+6pgCbdnWczvBWYTGf7Kjgy2fMYvbk+CuqZyyfTHqKHV8gYqybYsZkubnitJkcNWcMF5w4nTOWT6KqzscXB/Q1TeGOCtzRMcRfHKxjy95q5k3LHjZ/h1W/l7J//JTmHeu7fWyotgRzSiYmu5MxWW5OPWoin++qIsVp5eJuRhc6pyxAC7QQKN1t3BZurqdlj95Esm02QE9MK0jnu1N38IOsF/na2TN6dTxbdm0ExYQtbzING/6DFg7h3fY+rqmLyTnzm1hzJlD7xqPUf/AUKTOPIeesb6Kg4N3+Qdfbjf4uiSbWdScz1cGFJx0xbJt/W9NysaTnGYFTR8HMfm3PbDZx/XnzsZhNPepnMRBGXTDhitNmEUnJ4icNX6Jlqv6FmrroZGMqQ1uZqy7HPm46jjZ1Z52xpGYZHVQtno4dbFNmLe+yKeJgS11yGlknX9WvbYzJcuF2mNhbp//ePZ3o0LKnEPu46VhSun5Tq6rGwfJGpuankZnq6FEwwWRzMObi20g/5lzSjz6HQNke/Ie29Wi/Yv764nbqm4P8z1eO5varj+Kpn59p1MjbrGa+fv4C/nbTAvA1kjJrORkrLsUxfhbVrz1MpKUx4TZnTMzgpksXc/KRrVdcAqV7qX3zMUof+wGKpmLLmYAtZwKR5jp9xI8awTl1EY6CmfiLvqDy2V9x6HffiFtIBauKUKwOzO2yPE5aNoEWf5iN2yu4/tx5jM/zMGlsKk67hc2dzIpu66X1+6lp6HsGg6ZpqNErBJt2VdEcndOck+GkqLyZQxVNTMgbeamHMW6nlUtPnYElQU3ejRcu5FffXoHTPur61/aL2aSQm+kaEcGEuiY/Hpe1Q8qmEMlkHTedJ71HMaUgA38gwg//sJ49xfU0+0KMnbMAxepAK96CGvDRsnMDJruL5s1vUvXC/2HLm0zOmTeihYN4d38y1L9KUoSqDmHLGZ/wSqOiKKQddRbhxmq8uzYYt9d/8AwRbz0ts04eNieNA8WWNY7s065DMVtx5B+ByZliNA0PN9VR+84/cE5ZiHtGx/VsWynzVnFvwxp2hPU1aWYPgwkpLhuzJmXyYdN4tEALk9Qijp6bOHP36LljSHXbeOWjA3G3RyIqj720nRkTMlhzXMeSX4fdwtozZjFnShbLZuV1uP/iU2Zw06WLufL0WXx5zWysFhPrN5eiqhqf7Khg8YxcjpiQwXufl9DQHGT+tOExvUpTI1Q8+yt8ez+l4eP/dPv4UE1pXKbNxaccQXaag6vOnNNt7xTnxHmAElcG07z1XX1NOXk+TVvfMUYq9tRUaxUZWj2+D56gZU8hVf/5LWqg+yzDlj2f4Jgwi4wTLibcUEXRH79NxFtPytwTsHgyKPjKPUz45h8p+OpvyD3323jmr8QxaS4te7qeNuA7uA1rdkG35xEjlXPiXLRwEMXm7JCp1Rfzpmbz5M/OkGBCsjjtFi48NhM8OUxu0xwsEWvmWPKvvhtrescvtPYUkxlLmp7GbHZ3vd3RQlEUJuTY2VKun9xGetA3IdxcR6B0d49qnCpqW/AFIkwal0Z2upPqeh+hsGrM2+5OyrwVmN1pNGx8qUePB31ixPubSvWry9ExjImEi/S0SsekuSgmM5knrUULtOBrc5WgLUVROHHp+LhGR7HHxq4q2XLGY8seD0DN649gzRyLI/8IHAUziDRW493xYbSOqrVkIFixH1vexA6LqHlTs1k8M5crTptp/ME2m00snZXHx1vLE6YexlTX+/jd05uNxkh98dw7e7nuZ6/r/712VWKzmpk3NYvxeR4276nC6wsxcQTWMfaE2aSM+kVtX43Nco+IYEJ9U0BKHMSA25q+ks9bxnHlGbP57uWLqW7w8+DTelO9OdPG4JyygOZt71G//hm0cJDcL30HszsdTY2Q+6WbSJm/CnNqNi39CCZoagQ14OtxmeJAClYewtpFg2rX9KVY0nNp3PAiEW8D1a/+ifr1z5AybwWR9J6nXo8GitmCe+ZyvLs2oAb91L75KFo4SPbqr3T792fp7DGUatk89spOgB71TDCeOyuPdypS8Wp2TnTtYFZ64hNKq8XMycsm8PG28rgLE5/sqKC6wc/5J07rdKrPKUdN5O4bj+t2EoTLYWXxjFzWbylj0+4q6poCLJ2Vx4yJmXh9et39vGFSXlj37pP49n2ObcxUAiW7uswm0jStQzAhK83Jw3ecyqlHTez0eTFmlwf72ClGMEHTNJo2vYE9/wiyT/sqRCKUPPL/KP3b/xCqK+92e1okTLC6BJPdRWPhK5T/82c0bXqz27V1qL6SYOUhXNOX4pq+hKxTr8GSmoV97FRc0xYbj7OkZmHLGW/87Jq2lFBtmVHqkWh//EU7cE4cvX2oYhPrHAUzel3G0RmrJTnb6YtRF0wAGJNh4y8/XN0hvaq/rBl5mN1pKObD54rkzAIH++v0N+jBfQe7eTRGtLG7YEKjN8jDz+sn7FMLWoMJr350gB/+8UOKKpq6fD6AyWrHNW0J/kPb0DQ17j5NjVD/8QtEfPHbee/zEoKhSIcvbNXvJVTfGsTwHdiKJWOMMYLSPnYqitWB/9D2bverdRubseVOInv1tURSsrFmF2AfNw1zSgaehSeTf/UvUMwWHNEvTFe04WegRD/J1zSVQMV+7HmTO/7uJoU7rzuGi0+JT/s8Zu5Y6psDCUsdwhH9GFXU6ouDj7aW9blZ41uFRVTW+fh8VyWbdlcxd0oWVouZ8bkeo7ldopo/MbqNyXJR1sueCeGIyp6i+rjb/IEwm3Z3TJ9NlvqmAOkpMslBDKyX1x8gO9XCoiNyWDA9hxkTM9hb3EB2upPcDKeePWi2UL/+GSzpeTinLGTsZT9k7BV3YcvKR1EU3NOX4tu/qU/BgHBjDcV/vIkD913BgXuvwF+0I/m/ZA9FvA1EvPVdXoVTTGZSl56Ov2gHB39zDY2fvEzakWeSfcbXBnFPh4+UOcehhQLUvPFXmre+S/rR52LN7D4DdlxOCt//8jJUVcNkUkh19zyYcNKy8Zxy9GSKco5lirmCij9/j/oPn0v42NXHTERVNZ57Z69xAeOVjw6Smepg2ezkNMtcPn8s1fU+fvLnjxmb5eaoOWOM8sPcTNew6JcQqq+k4aN/kzJvBTmnfxXQaNn7WaePb/r0NVR/M478+HKG3qTlO6cuxl+0g6qX/0Dls78iVF2MZ8GJWDPHknXqNTgKZhIo20PNa3/ufv9ry0ANk3nilbimLSH9uAtwTllEw4YXUAM+QvUVCbNyY0FO9/SlKIqJtGVrGHfFXeRfcw8ma+fvOdd0PdDQsidxkDRQthct5DfWxqORY+JcUEw4Jw7t6MpkGZXBhIGSMncFnoUnD/VuDKoFk938z9dXEsDKri/2dfv4lt2fYE7NxpabOLpaXuPlN//4lK/+/L8UflHBV86ew7SCdCOY8MmOCgCKK3vWdMoxfhaqr9noLRDj27+Z2v/+hbp3/xl3++sbDjJhjIfp7bISat78GyWP3IKmRtDUCL5D24zIIeiLHEfBDPxFPQsmqKGAHlmdPJ/UJatpPO6rmCw2zK5UJn7rT+SsucHoxGzPm0TBdb8i7/ybMblS8ZfqjWnCdeVoQT+2MT2fDrJkVi4Ws4kPt5TF3f7JjgouueOlaING/WSvusHPnuJ6Nu2uYvv+no/+rKxtYX+p/ofluXf2UlTRzMIj9KsD49uUNozEDsuif8ZkufH6QnEduLvzx2e3cNNv3qG0uvUz/8YnRdzxez0lfCDUN0tmghh486Zlc/qSdBRFz2a6JBr8nTM5C0VRsKbnMuaC/4ditpK6SE/jt+VOxNGm35Br+lK0UAD/gcTzvTsTbq6n7O8/ItxUS8bKyzDZXXFXGkO1ZZQ98ROC1cXJ+WW7EWuW7BzfdVlp6qJTSV/+JTJPvor8q39B1ilXY+rFiOvRxDFhFmZPJk2fvoYlLYf0Y8/r8XOPnjuWH19/DNeePbfTDIFEMjwOvnHhQs64/kYmfushXNOXUvfuPwnVV3R47LjsFI6eO4bn3tnLtT99nQef3kThFxWcctSEhCWCfXHk7DFYzAqpbhs//tpy3E6rEUyYP3V4lDjUvf13UBQyV16ObewUzO70TtP4AxUHqHn9EZxTFpIyb0WfXzN9+ZdIO/JMmj59nZbdn5Bx/MV4Fuil3WnLziDvvO+ScfzFtOwpNPoPdCbWGNU+bjpjLr6NzBWXknHCxai+Zkr+/P8o+u3XOfjrqyl+6Ka4jIuW3Z9gzcrvUYCrLWtaLrbcCbTsTnyMfAf10mVnD0rQRyqLJ4P8a35B6rI1Q70rSSHBhF7wzF9J5srLhno3Bt28qdmEHRlk+ooJ+AOoQV/C1CktEsZ3YAuuqYs7TcP73TObeX9TKUfOzuOX31rBuSv0RVN2upNgWOXzaDOfsuqeBhP0xiXtr7j49uuppI2fvW70eiiqaGLXoXpOOXJCh/3zF21HbWkkULJLj4oGWuKCCQCOCbMJVh7qkO2QiL/oC4iEO2yjM7bciXrAIv8IIzMhUL4fAPuYjpkJnXE5rCyYnt0h6+DzXVUEghEOlDUYwQSTSeGfr+/izj99xB+eSVy+kcjG7fp/+zlTsoz+DK3BBH0KQnqKXZrbHYbGZPVuPOQHm0p5+cMDAOwtbl2kFFfqn7G3PmntSu0Phtmxv+tSq9Lq5h5l20iZgxgMV54+i6ljWzNglszM5aKTj+Cs41u/0x3jZzHhW38i7ZgvJdyGc+JcFJsjro9AdzRNo+o/DxBuqGbsJbeTcez5pMxfqc9tj54M1L33JL59n1H53G/QIvGj2mpef4SSR27FX9KzUrhwY023Y5qbPn8DW+4EbGOndvk4k81B5qorSD/qrB41cR7NFMVEypzjAMg69StdXu1NZO7UbM46vu+jyi0pGXravGKi5rVHEj7mlrXL+P6XlzFpbCpvbDiE2WTqUap+T6W4bPz868dx77oTjCwEj8vGdy9fwkXdNCocDKamKpq3vUfaUWdhSc1CUUy4pi2hZd/nHUaKA9S+9Tgmh4vcs9ehKH0/BTNZ7WSdcjUF1/2K8V+7n4wTLuqQLp+27HSsmWOpevF3NG16M+H+gD45AcUU1+jbkT8d1xHLiLQ0knHCxWSuuoJgdQm17zwBgBpowXdwW6/HNsa4ZhyN/+A2/CW70DSNYE3rBUH/wa1YcyZgdo/M0eI9ZR8zpdef6eFKggmiR8KzT2e8pYZDT/2G4j99j+KHvmPMlI0JlO9DC/pxTkqcmuQPhtmyp5rVR0/kO5ctYUp+6xdFdnQEXyxVrrS6ZycjloyxmN1p+IvjRyv69m/CmjMeNI369c8AGFfrj18YX3up+r1GZkPLnk9p3vouitmKc/KCuMfFxrd0NsYx7vUPbAaTBceE3o18sY+bTqimhIivmUD5PjBZ4mrNeuKYeWMpr2lhb0nrydneknoASiqbqaz1ke6xM3dKFh9vKycUVjlY3kgw1PViMGbD9grGZbu55BT9D3l6it0YwRPLTJCshMPT2Nh4yOruSx38gTD/96/PmTY+HZNJ4WBZaxplWfTz/+5nJUSi5TkPP7+NW3/7HnVN/oTbK6po4vqfv8EL73WdQRUIRfAFwqRLsEsMMkVRuPL0WcyYGN/E2exM6TQAr1isuGceQ/OWd/R05B7wfvERvr2fkbnqcuPvVurCk0EN07T5LUK1pTRvex97wQyCFfvjMviatrxNw4b/EKw8SOlfb6Pu/ae6DND5S3Zx6IGv0Vj4aqePCVYeJFC2B8+Ck6TfTC+lLz+fvAtvxR0tgxxsltQsMo6/kJbdG/ElKPO0mE0snz+O/7n2aB7/8en86faTyc1IbunBzEmZxhoxZuXiAuPvzVCyVu8FIHXp6cZtrhlHogVaqHv3H3GP1SIh/Ie24Z61PGknyrbcCUY/t/YUs5Xcc2/C7E6j6j+/pfjh7+kjJdsFFYJVh7BmjUOxWONuzzvve0z89p/IOP4i0pd/idQlp9H0+RsEKg7Qsm8TqOE+BxPSjzobc2oWVf/5LVXP30/x79dhrdhJxO/Vs3p7eCFODA8STBA9Mvm41bztn4X54AYizfV62mW7k+pYPwHHhMQ1QFv31hAKqyyZ2bHhZU70D4XVYmLyuFTjZKI7iqJgL5gZl5kQbqojWHkIz9wVeBacSOOnr9Gyu5CPt5UxbXw6WWnxf5T8ZXsATb/6s3sjzVvfwzXjSMzOlLjH2cdNA7Ol21IHNeineet7OMbP7HR8U2diNXSBsj1688Wc8ShmazfPird8/jgsZpNxVVdVNfZFAwvFVc1U1raQl+HihEUFWMwK55wwlYiqcaAs8aSKtlr8ITbvqebIOWOYNzWbrDQHi2fmGrV+HpeN8Xke5kxJbr8SMTLErhyV13b/+d2wvRyvL8Q1Z84hP8cd9/4rq/bicVmpbw7w2a4qymu8vP7xQVQNDpQmfp/uLtK7Vz/+6hfG6MdEYvdJZoIYKTJXXg5mC9WvPmyc2Dd+9t8OI+gCZXupe+9Jal79E7a8yXEnOLac8TjGz6J+/bNUPH0fitlC3vk3kzJvBQ0f/0cPqteVU/3yH3FMmM2EdX8kZfax1L3zBNUv/q5D5oEWCaGGg1T957egqV12Z2/c9CaYLKTMPSGJR+XwYHamDFkgISZ16emYXKk0dNI7IcZhs3RYX412llr9RLzt1AHXtCV4Fp1K/fpnadjQOtnBX7ILLRTAOWn+oO2ffexU8r9yL3kX/D+0gI+yv/2Q/XdfTNHvv0njp6+hhUMEKw8lvGilmC1x68+M4y/C5HBT9fz9NG16A5MzBUdB38a1muxOck7/KqHqYv0CntWB/dCneLe9hxYO4ulHCYgYfIdPJ0HRL+keOx87jsOVPpHzLz+bot+tw3dwK66pi4zH+A5uxZqVjyUlPeE2PtlRgd1mZm6CE81Y1HnulCzSPXa29GC8YYxj/Cxadn6sfzFGwkaDTOfkBaRmjiFQto/yp+8lWHcSx53ccTETKytIW3o69eufBcCz4KQOjzNZ7TjGTcd/qGMTKy0covTx/8E1eSFaJESkqYa8L93U498hRk/rVPDt+5xA+X5c03of9fW4bBw1dwxvf1rMVWfOobreR4tfj0SXVDZTWdfClPw0TjlyAsvnj6XFH+bf7+5lT3E90wrSafaFSHUnrlH9aGs54YjK0XPHYjab+NW3V+CwxafW3f/dlZjk6tNhyWm3kO6x9ygY+O5nJWSmOpg9JYuJY1LZHW3CGImoVNa1cOZxU3hjYxGPvrSdDI8jekVTD3otmtFxTv3+0kYsZoVAMMKjL21n3cWLOjwGoD6a2SDBBDFSWDwZZK64hJrXH6Fl5wbs46ZR/cpDmBwuXNOXGj0FKp6+j3BDFdasseSceWOHtOes1ddS9/bf8R3aRtqRZ2JJySB1yWk0b3kH786P9exCNULuOd/G7PSQc863sKTnUf/BU2iRENmnXUfzjg9p+ux1AqW7MbvTiHgbsI+div/QdrRwqMPVzYjfS/OmN3HPOBKzS5ryjkQmq520JadT994/CVYV9TpbcrTS1AjWuiIc8+LXlYqikH3atUS89dS88RjOqYuwZeXr0xcUE45BbrqnKAruGUfhnLyA5u0fEGmqoWV3IdUv/4GmzW8Trq/AM39Vt9sxO1PIPedbVDzzS4KVB0mZe0K/JhG4psUmQGQTrDhI3Xv/pP6j57HlTuxVrzAx9CQzQfTYEZNyeLl6PJa0XBz50+MaQmlqBH/RF51+SWqaRuEXFcyflo3N2vHLJz3FzrSCNE5aNoGx2SlUN/gJ9DDt3hlN46x++Q/UvPYw1S//EZMrFduYSZjsLsZecjths5NTHVs4KsHM5EDpbqxZ+bhn67WJ5tTsTks17OOmEaw40DFNrLqIQPFO/cswOsoqll7aGya7C+eU+TR8/AJqS2Ov+iW0dfKyCTR6g3yyo8LIShiX7dYzE+p85GW6MJkUPC4buRlOPC4re4rqee6dPXzlJ691emX3jY2HGJPlYvZkPU03M9WByxG/eLSYTb3qSixGlzGZLmNiSFvPvbOXvdGGis2+EIVfVHLcwnGYTQqTxqVSUdtCiz9EVb2PcESjINfD186bR11TgE93VrLm2Mlkpto7zaA5UNbIxLGpnL58Em9sPESLP5TwcbHmofk5KQnvF2I4Sl16OrbcCVS//mfqPngK1DBqSyPeaHZCxNtAuKGSzJOuZPzX/i/h3w573iTGXHwbk773NzJXXa7fNm46lowxNH72Ok2b3yZl9rFYUvWAv6IoZK68lIyVl9O89V0O/Ooqql98EDXoI+2Yc7EXzCTjhItJP+5CtHAQf/EXqEF/3OSJxg0vogZaSF/e8+aBYvhJXXoaisVG/UfPD/WuDBvBioMo4QDOBNm4islM9unXo1ht1Lz2ZzRNw3dgC/axUzE7hqY8w2RzkLrwJDKOv4hxV99N7jnfJlC2BwBbFyNb23JNXUT+VT/HOWVBXOZTX6UtW4N7xlF4Fp6IhqIHNhZKOdRII5kJosdmTszg7U+Lqar34Zg4l/oPnkb1ezE53ATK96MFfQm/VAFKqpopr2kxGi62ZzIp/PqmlQC886neXbq82svEsd1fybCNnUrO2d/Emp6HGgpS/cofcU1dZDS3MbvTOGCayGTbbibkxZ9AaJpGoHS3HjnOnYi9YCYps47pNNpqGzMFLRIiVFMSN7EiWKWXFHgWnUqgZBeZq67sdr87M+ai79P46es0b3k7blZvbyw6IocMj51XPzrAlPw0TCaFYxeM419v6FkYOW1qGhVFYWpBOrsO1fHZzkr8wQjvfV7SoXFTZW0LW/ZWc+mpM+WLXnRqTLabbfvip4O0+EM8/PxWxuelcP93V/HRljLCEZUVi/SGT5OiPTcOlTfhD+qBunHZbuZNy+aYeWPZsqeGuVOzKKpo6rTM4UBZI0tm5rJs1hj+8/5+dh2qY+ERHTMYtu2rId1jZ9wwqLcVoqcUk5ns075K6aN30PTpa6TMOZ5A+V4aP3kFz7yVBEr1kwL7uOndb6vN97eiKKTMOZ769/8FQOqSjicIGceeh8lqI1h5EM+Ck7AXzIjbhhpoAcWE94uPqH7lj6j+FnLOXoctZzwNG/+D64hlfQ6Mi+HB7EolZf5Kmje/TeTkL3coAz0c+Q7pUwccnUwdsKSkk3nCxdS8/gh1b/+dQMlu0o85dxD3sHOKopAy93hMDhcNG/7T6e+QiC1nPGMv/WFS98eSmk04ZwrW2oOkzJFyqJFGggmix2ZM0q9Gb99Xw1GT5lL//r/wHdqO+4hl+A/qWQqd9UvYtFsvW1icID25vVhTndI2wQRN03irsBi3w8JRc8dSXuPl3c9KuPCk6SiKgmfeSuP5E77+27iGUb5AmM/qUpjm9BOpr8CU2ZqdEG6oJOJtwDFO307+l3/a5b7Z8/QFUaB8f1wwIVRdBCYL2au/YpRZ9JVitpK27AzSlp3R522YzSbOPmEqf31xO7sO1TEhz8OkNoGZ9rOZpxWk89SbeqDBYTPz9qdFHYIJbxUWoWlw4lJJcRSdG5vl5p1PiwmFI1gtelCutEoveyiqaOaR/2xj/aZSxma7jRGtk8bpzagOlDUan93Y94DVYmbxTP17Y9LYVJ7fs49wRI0bPVbfFKC+KcCksWnMmJiBosCO/bUdggmaprF1bzVzpmRJQEyMOI7xs6IndO+QvvxL+A5upea1PxMo24u/dDcoJux9SA9OmXsC9e//C/vYaTjyEwcj0o48s9Pnm+wu7PlH0Fj4CpjMWNJyKH/iLuP+jOMu6vU+ieEndeEpNH36mj69oN1Vad+BLdjzjxg13el7wn9oGxFXhpHJk0jqktPw7d9sNAJ3Th68fgk94Zq2BNe0JUO9GwB4Z5/OrAl5mF3SwHukkTIH0WOTx6Xhcdn4dGcl9vwjUCw2fPs3oWkaTZvfwj52GhZPRsLnbtlbTXa6kzFZ3Xf5HRdNP46NhwxHVH771CZ+/cSnPPi0/nrPvr2Hx17ewcHy1jGNuw7V8dBzW1BVLe5E4fNdlewL6vOI/aW7ad6xnoqn70UNBWj4+AVQTD3+gtc73tr0SQttBCuj3XD7GUhIpi+tnMaC6dk0tYSYkp9mHFeA3Iz4JknToid1uRlOLj11BrsO1Rvj+WLe/rSYeVOzOwQihGhrTJYLTYPKutZpL8VV+md5XLab59/dR0TV+P6Xlxmf09wMJ067hQNljZRWe7FaTGSmOjpse9K4VMIRlZKq+NGxsUkQk8em4nZamTgmle0HOo6RrKzzUd3gT9i3RYiRIOeMr1Hw1V9jy52IZ95KFIuNxs//S6BsD9bsAky2jp+b7tiyxpGx8nKyTr26z/vlmqJPP8o6aS0F1/2KrFOuJvPkLzP2yh9jHyv1z6OBfewUbHmTafrsv3EXbPzFX1D2+I+oee3PQ7h3gytYeRDfvk2EM7seg6mYLYy5+Dbyr/0l2WfcMOj9EkYSzZmKsxcZEmL4kGCC6DGzSWHxjFw+3VkJJivuGUfR9PkbNG9+i1B1caf1U5qmsW2vnqbck6uBKU4rqW6bMR7y1Q8P8OpHB5k9OZPaxgB7ixvYuKMCgG17Wxs1/vXF7Tz/3j72ROuyYz7aWk6jLRvFaidQ9AW1bz6G94uPqPjXL2gsfJXUxadizRzXo2OgmMzY8iYRrNgfd3uwevg1JTKbFL57+RImjU3lyDlj4mrE249umjEhA5NJYc2xU1ixuACTAm9Gp0EAlFY3U1zZzDHzOvacEKKtMVl6RkHbJowllc0oCtx21ZGsXFzAL75xPJPHtY7GUhSFSWNT2bavhrJqL2Oy3An7bsSya2KlDvp0kSr2l+l9QSaN0++fNTmTnQfrjFGzMVuj3xdzp2Yn69cVYlApZqvxt8bkcOOedQzN294nULob+9jEZYQ9kXHseTgKZvb5+anL1pB3/s2kLlujN+w78kzSjzpbTg5GmdRFJxOsPECwbK9xW/365wBo+vy/+Et2DdGeDZ5ISyPlT96NyeHGN+34Hj3HnjeJ1EUnG+W3Qowm8q4WvbJkVi4NzUH2lTRQVHAKmqZS9eLvMLlScc9envA5xZXN1DcHmNeLBfzYbDfFlfrVx/VbypgwxsNtVx2JosBTb+2mKnrVc9t+/epjUUUTm6MTID7aqs/irmv0E4mobNxewdJZY7GPm0bTlrcJ11fimDAH3/5NmOwuMk64pFfHwD5mCoGKA/gObafsHz8l3FBFuL6yxw1sBlOGx8H/fW8Vx84fh9NuISvNQarbhsMen0GRne7kge+t4twVU8lKc3LU3LE8+/ZedkSP7yfb9eDNstkdx3oK0dbYaDChvKZNMKGqmdwMFxPHpvLdy5cknA9+2jGTOFDWyMbt5cY22ivI9WA2KUYTxt89s5nbf7eeJ/+7iwyPnbQUPcV21qRMfIEwh8rj+yts21dDitPKhDxJoxSjg2fBiWiBFlRfM45xU4dsP8wON+6ZR0v50CiXMud4THYX1a8/gqZGCFYX07J7I2lHnYU5JZOqF3+Hv3gn4cYaWvZtQot0bIQbqq+g8fP/dhg3OpS0SJhAxQGClYe6fVzFM/cRaa4j74Jb0Bzyt0QICSaIXlk8IxdFgUdf2s6d/9jD+6G5oKmkLjzZGE/V3pbo1cDeBBPmTslix/4a9pc2sHVfDUfNGUNaip0jJmTwwaZSY3vb9lWjaRovfbAfi9nElHFpfLytnE27q/jyXa/yjfveoqklyFFzx+DIPwItFMDsTmfspT8gffl55Jz9zV7XZ9nyJqMFWqh46hf49n5K9WsP67dnD6/MhEQmj0ujIDdx46TxeR7javA3L1pIToaTn/11A1V1PjZur2B8Xopx1VmIzqR77DhsZg61KUEqqWwmv5P3XcyqJQUsnZWHqpEw2ABgtZiYOCaVj7eVc7C8kXc/LWZ8noemllBcpsOsWH+X/fGlDlv31jBnSpZMGxGjhmPCHCwZYwD6lZkgRE+YHG6yTruOQPEXVL/yEFUvPohisZG+/Dyyz7iecH0lpX+9jUP/91XKn7iLqpd+H1cSAVD98kNUv/g7yv72P4SbOpajDTbfgS0c/M01lPzpuxQ/dBONn/834eM0TaPm9UfwH9xG9pobOu0vIsThRoIJolfSUuxMK0jns11VZKc7+Xf9LIrGrCTtqLM7fc6WPdVkpzl61C8h5ozleqPDXzz6CaqqcXR0pOOyWfqV8akFaRy/KJ/axgBfHKjjjU+KOG7hOE46cjyHypv4zROfkpnqoLklhMNmZvGMXOzjjgDAs+gUFIuVzFWX456+tNfHINbgSvW3YM0ZT8uujQDYcod/MGHdxQv5f1d2/zt7XDZ+cM1RBIIRfvznj9i6r5pls8YMwh6KkU5RFBbNyOWjrWVEVA1V1Sipbqagm1GMiqLwjQsXMCbLxZwuehpcfvpMiiqauPWB9zGbTfzka8v5ydeWc+05reNc8zJdZKY6jLIG0Msuymq8zJ8mJQ5i9FAUhbSlp2N2p2PL67p+W4hk8Mw9gZQ5x9P02euEakrIOuVqzK5U3NOXMvFbD5G95utknXoNqUvPoHnz2zR99rrx3GDlIXz7PsM5dTGB8v1UvfDAkP0easBH06Y3Kf/HTzF7Msk999s4pyyi+sXf07z1vbjH+kt2UfbYD2gsfIW0o8/GM2/FEO21EMPP8OkWJ0aM5fPHUVrVzF1fPYZ/vr6L/91sZ4bPxJgEsQJV1di6t4aFR+T0Kv0xN9PFkXPG8NHWcjJTHUwrSAdg2ewx/O2VL1g2awxzJutXH+/804dEIirnr5qOy27hoee2Ut3g5wdfOYq5U7JoagnhclhRpy4k/dgLSDtyTb9+f1vOeEyuVFIXn4pjwmzK/34XisWGJX34lwBkeHrenGt8noebr1jCj//8MZoGS6XEQfTQCYvy+XBLGdv2VTM2K4VAMNJtZgJAVpqTh247pcvHHDl7DOevmsbTb+1hzbGTyUx1dGjWqAc0cvh4azmRiIrZbNJ7vQBLZsn7WIwuqcvWkLr09E5HGguRbNlrbiBl3gocE+fEZaWa7C5SF54EgKZGCNWWUv3aw9jGTMExbhr1Hz+PYrWTe846mj57ndq3HidQcQB73qRe70Og4gDVrzxE7rnfwprW/aQw43nl+6n/6Dm8Oz4CNYx97FTGXPIDzC4PriOOpPwfP6XqxQexjZmMLbuAUF05ZY//CJPdRdbq60hd3PXfKCEON5KZIHrtvJXTeOSHqynI9XDVmbNRgL+/+kXCxx4sb6S+OcDCI3J6/TpnHqdnABw1Z4yRljwlP41bv7yMc1dMZXyeh1S3Da8/zLcvWcyksankZrqYOzWL5fPHcuTsMbgcVmP6gMliI3PlpZid/atxUyxWJq77I5krLsU5aT62vMnYcieOyoXcstljuPacuUwfn26kjgvRnaWz8nDYzLz3eSml0ckL+d1kJvTGlafP4lsXL+LK02d1uQ/NvhC7DtUD8OkXlYzJcjGukxIKIUYqRVFG5d8fMXyZrHZcUxd1Wt4KesPq3HO+jSUlg8qn76X+4+dp3voengUnYnZ68Cw6FcXqoOHj57t9PU2NECjdE1cy0bDhRb3c4qU/dCil6EywupiSR26lZXchqUtOZewVdzLuyz8zyl1NVju5596EYnNQ+eyvCDdWU/Xig6CYyL/6btKWniafNSHakcwE0Wsmk4Iz2sAvK83JmuOm8Nw7e7jgxOnk53r4aEsZH20r45oz5/BZ9GpgX4IJ86dlc925czlqTvwEgWPnt05euGz1TNA0jl+Ub9z2068d25dfq1cUs1X/f0VhzCW3g6oO+GsOlbOPn8rZxw9dYy8x8jhsFo6cM4YPNpUyJhrM66xXR1+YzSZOPrLrhqcLj8jFZFL45IsKpo1PY/OeKk5cOl4axAkhxCAxuzzknfc9Sh69ndr//hXHhNmkLz9fv8+ZgmfhiTQWvkrGCZdgTY/PLqh+/RF8+zcx5oJbqPvgaZo3v0X2mhtIXXgyatCHd8d6zJ4sfPs+p3nL23jmr+p2fxo+eh7FZGL81+7H4kl8gcTiySD3rG9Q/uTdHPq/6wHIPuNrWFKlRE6IRCSYIPrt/FXTeOXDA/zsLxsIBCNUN/gBSE+xs7+0gUljU8lKc/Z6u4qidHsSu+bYyR1uG+zmapaUjEF9PSFGgpOWTuDdz0r4y4vbcdrNHUoRBlqK08qsSZl8sqOC+dOy8QcjLJkpJQ5CCDGY7OOmMe6KO0EDx/j48aNpR51F06a3qHjqHnK/dBP1HzyNJT0Pa1oOjRv+A4qJ4oe+gxYOYnJ6qH3rcdwzjqJl9ydoIT+5l9xG7Vt/p+aNR3HPPAaTrePfmVBtGU1b3sE982iatr6DZ8GJnQYSYlzTllBw/W9o2fkxaiiIZ+HJST0mQowmEkwQ/ZaWYufSU2fw7Nt7mDkpk2sW5rN+cymvfnSQUFjlzOM6nvALIUa3xTNz+cU3juOdT4vJSnMOSUbAkpm5PPrSDn7zxKdYLSbmSfNFIYQYdI6CmQlvt6blkvel71D+5M8p/v06MFsgEgbAXjCTnDOup+KZX+KcshDP/FWUPHwzFU/fR8RbjyVjDI7xs8k6aS2lf72NxsJXSD/m3LjtR1qaKPvHTwjXlVP//r8AhfQuGoa3ZcvKx7b8vP782kIcFiSYIJLiSyun8aWVrWOpxmS5eD86wnHxjJ43xhFCjB6zJ2cxe3LnkxkG2rHzx/Hs23uYMCaVc06YapRniZHrhRde4He/+x2hUIirrrqKyy+/PO7+Bx54gKeffprU1FQALrroog6PEUIMH65pi8k580Zadn9C5olXEG6spmnTW2SuvBRLajbjr/9f47EZKy6l/sNn0YJ+sk65GkVRcBTMwDllIfUf/RvFYiNQuhv7uOmYbA4aC18l0lhDzjnfonnre1gzx2LNHNvF3gghektWVmJATB+fwdypWew6VM/sLsa8CSHEQBmXk8Lff3zGUO+GSJKKigp+/etf88wzz2Cz2bjkkks46qijmDatNZC9detWfvWrX7Fo0aIh3FMhRG945q/EM38lANaMMTgnzk34uIxjzyPj2PPQNC0u2y3jhIsp/cv3qXntYUxOD81b3wXA5PSQc863SJl1DJ65Jwz47yHE4UiCCWLAfPuSxVTWtmC3SudbIYQQ/bN+/XqOPvpo0tPTAVi9ejWvvPIK3/jGN4zHbN26lYceeoiioiKWLVvGLbfcgt1uH6I9FkIMhPZlc478I8i78FYsKRnYxk4lXF+BFgljzRqHosjgOiEGkgQTxIDJy3QZYxmFEEKI/qisrCQnp3UyUG5uLps3bzZ+9nq9zJo1i1tuuYX8/HxuvfVWHnzwQW666aYev8bWrVuTus8AhYWFSd/m4UiOY/KMzmNpgqYGKPu09aaDFQP+qqPzWA4NOZbJMdjHUYIJQgghhBj2Es2Sb3uF0u1289BDDxk/X3PNNdx22229CibMnTs3qZkMhYWFLFmyJGnbO1zJcUweOZbJI8cyeeRYJsdAHcdAINBpsF1yf4QQQggx7OXl5VFdXW38XFlZSW5ua4Pf0tJSnnrqKeNnTdOwWOSaiRBCCDFQJJgghBBCiGFv+fLlfPjhh9TW1uLz+Xjttdc44YTWpmoOh4N7772XoqIiNE3j8ccf55RTThnCPRZCCCFGNwkmCCGEEGLYy8vL46abbmLt2rWce+65nHnmmcyfP5/rrruOLVu2kJmZyV133cUNN9zAaaedhqZpXH311UO920IIIcSoJfl/QgghhBgRzjrrLM4666y429r2SVi9ejWrV68e7N0SQgghDkuSmSCEEEIIIYQQQohekWCCEEIIIYQQQgghekWCCUIIIYQQQgghhOiVIe2ZEJsZHQwGk77tQCCQ9G0eruRYJoccx+SRY5k8ciyTYyCOY+xvY+xvpRg4sh4Z/uQ4Jo8cy+SRY5k8ciyTY7DXI4o2hKuUpqYmdu3aNVQvL4QQQgx7RxxxBB6PZ6h3Y1ST9YgQQgjRtUTrkSENJqiqitfrxWq1oijKUO2GEEIIMexomkYoFMLtdmMySVXiQJL1iBBCCJFYV+uRIQ0mCCGEEEIIIYQQYuSRSx1CCCGEEEIIIYToFQkmCCGEEEIIIYQQolckmCCEEEIIIYQQQohekWCCEEIIIYQQQgghekWCCUIIIYQQQgghhOgVCSYIIYQQQgghhBCiVySYIIQQQgghhBBCiF6RYIIQQgghhBBCCCF6ZVQFE1544QXOOOMMTjnlFB5//PGh3p0RZ+3ataxZs4ZzzjmHc845h02bNskx7YXm5mbOPPNMiouLAVi/fj1nnXUWp556Kr/+9a+Nx+3YsYPzzz+f1atXc/vttxMOh4dql4et9sfy+9//Pqeeeqrx3nz99deBzo+x0D3wwAOsWbOGNWvWcM899wDyvuyrRMdS3peiM/K3s39kPdI/sh5JHlmPJIesR5JjWK5FtFGivLxcW7VqlVZXV6d5vV7trLPO0nbv3j3UuzViqKqqHXvssVooFDJuk2Pac59//rl25plnanPmzNGKioo0n8+nrVixQjt06JAWCoW0a665Rnv77bc1TdO0NWvWaJ999pmmaZr2/e9/X3v88ceHcM+Hn/bHUtM07cwzz9QqKiriHtfVMRaa9sEHH2gXX3yxFggEtGAwqK1du1Z74YUX5H3ZB4mO5WuvvSbvS5GQ/O3sH1mP9I+sR5JH1iPJIeuR5Biua5FRk5mwfv16jj76aNLT03G5XKxevZpXXnllqHdrxNi3bx+KonDddddx9tln87e//U2OaS88+eST/M///A+5ubkAbN68mYkTJzJ+/HgsFgtnnXUWr7zyCiUlJfj9fhYuXAjAeeedJ8e0nfbHsqWlhdLSUn7wgx9w1llncf/996OqaqfHWOhycnK49dZbsdlsWK1Wpk6dyoEDB+R92QeJjmVpaam8L0VC8rezf2Q90j+yHkkeWY8kh6xHkmO4rkUsA7LVIVBZWUlOTo7xc25uLps3bx7CPRpZGhsbOeaYY/jRj36E3+9n7dq1nH766XJMe+inP/1p3M+J3o8VFRUdbs/JyaGiomLQ9nMkaH8sa2pqOProo7nrrrtwuVxcf/31PPXUU7hcroTHWOimT59u/PvAgQO89NJLXHnllfK+7INEx/Lvf/87GzZskPel6EDWI/0j65H+kfVI8sh6JDlkPZIcw3UtMmoyEzRN63CboihDsCcj06JFi7jnnntwuVxkZmZywQUXcP/993d4nBzTnuns/Sjv094bP348v/3tb8nKysLpdHLllVfyzjvvyLHsod27d3PNNddwyy23MGHChA73y/uy59oeyylTpsj7UiQk74H+kfVIcsl6JHlkPdI/sh5JjuG2Fhk1wYS8vDyqq6uNnysrK420JNG9Tz75hA8//ND4WdM08vPz5Zj2UWfvx/a3V1VVyTHtxs6dO3n11VeNnzVNw2KxyGe+BwoLC7nqqqv47ne/y5e+9CV5X/ZD+2Mp70vRGXkP9I+sR5JLvveTR773+07WI8kxHNcioyaYsHz5cj788ENqa2vx+Xy89tprnHDCCUO9WyNGU1MT99xzD4FAgObmZp599lnuvfdeOaZ9tGDBAvbv38/BgweJRCL85z//4YQTTiA/Px+73U5hYSEAzz33nBzTbmiaxs9+9jMaGhoIhUL885//5JRTTun0GAtdWVkZN954I/fddx9r1qwB5H3ZV4mOpbwvRWdkPdI/sh5JLvneTx753u8bWY8kx3Bdi4yangl5eXncdNNNrF27llAoxAUXXMD8+fOHerdGjFWrVrFp0ybOPfdcVFXlsssuY8mSJXJM+8hut3P33XfzzW9+k0AgwIoVKzjttNMAuO+++7jjjjvwer3Mnj2btWvXDvHeDm8zZ87kq1/9KpdeeinhcJhTTz2VM888E6DTYyzg4YcfJhAIcPfddxu3XXLJJfK+7IPOjqW8L0Uish7pH1mPJJesR5JH1iN9I+uR5BiuaxFFS1RUIYQQQgghhBBCCNGJUVPmIIQQQgghhBBCiMEhwQQhhBBCCCGEEEL0igQThBBCCCGEEEII0SsSTBBCCCGEEEIIIUSvSDBBCCGEEEIIIYQQvSLBBCGEEEIIIYQQQvSKBBOEEEIIIYQQQgjRKxJMEEIIIYQQQgghRK9IMEEIIYQQQgghhBC9IsEEIYQQQgghhBBC9IoEE4QQQgghhBBCCNErEkwQQgghhBBCCCFEr0gwQQghhBBCCCGEEL0iwQQhhBBCCCGEEEL0igQThBBCCCGEEEII0SsSTBBCCCGEEEIIIUSvSDBBCCGEEEIIIYQQvSLBBCGEEEIIIYQQQvSKBBOEEEIIIYQQQgjRKxJMEEIIIYQQQgghRK9IMEEIIYQQQgghhBC9IsEEIYQQQgghhBBC9IoEE4QQQgghhBBCCNErEkwQQgghhBBCCCFEr0gwQQghhBBCCCGEEL0iwQQhhBBCCCGEEEL0igQThBBCCCGEEEII0SsSTBBCCCGEEEIIIUSvSDBBCCGEEEIIIYQQvSLBBCGEEEIIIYQQQvSKZShfXFVVvF4vVqsVRVGGcleEEEKIYUXTNEKhEG63G5NJYv8DSdYjQgghRGJdrUeGNJjg9XrZtWvXUO6CEEIIMawdccQReDyeod6NUU3WI0IIIUTXEq1HhjSYYLVaAX3HbDZb0ra7detW5s6dm7TtHc7kWCaHHMfkkWOZPHIsk2OgjmMwGGTXrl3G30oxcGQ9MrzJcUweOZbJI8cyeeRYJsdQrEeGNJgQSyW02WzY7fakbjvZ2zucybFMDjmOySPHMnnkWCbHQB5HSbsfeLIeGf7kOCaPHMvkkWOZPHIsk2Ow1yNShCmEEEIIIYQQQohekWCCEEIIIYQQQgghekWCCUIIIYQQQgghhOiVIe2ZIIQQYuCoqkp1dTX19fVEIpEO91ssFnbs2DEEeza69Pc4OhwOCgoKpNGiEEKIUSkUClFcXIzf7094v6xHkmMo1iMSTBBCiFGquLgYRVGYNGkSVqu1Q+Mcr9eL2+0eor0bPfpzHDVNo6amhuLiYiZPnpzkPRNCCCGGXnFxMR6Ph0mTJiVs4ifrkeQYivWIlDkIIcQo5fV6yc/Px2azyUSAYUpRFLKysjq9WiOEEEKMdH6/n6ysLFmLDGN9XY9IMEEIIUYxk0m+5oc7WVwJIYQY7eRv3fDXl/9GssoUQgghhBBCCCFEr0gwQYxI4YYq6j98Dk3ThnpXhBCD5MQTT6S4uLjLx9x6662sXLmSc845x/jfr3/960Haw+5deeWVQ70LQgghRJ9omkb9+mcJN1YP9a4MGVmLxJMGjGJE8u78mNo3H8Oz4ETMrtSh3h0hxDCybt06zjvvvKHejYQ2bNgw1LsghBBC9EnEW0/tW39DsVhJO/LMod6dYe1wWYtIMEGMSFokrP9/ODTEeyKE6KlwOMyPfvQjdu/eTXV1NZMnT+aBBx6gurqaa6+9loyMDOx2O3/4wx+48847KSwsxGq18vWvf50zzjgDgN/+9rfs2LEDn8/HPffcw4IFC3r8+k8//TSPPPIIiqIwZ84cfvCDH+B2uzn66KOZM2cO1dXVPPXUUzzyyCO8/PLLRCIRjjvuOG6++WYUReEvf/kLTzzxBGazmVWrVnHzzTeza9cu7rzzTvx+P7W1tVx99dWsXbuWDz/8kHvvvReAtLQ0fvnLX/Lggw8CcOGFF/Kvf/0r+QdYCCGEGEBaUG/ON5LX36N1LfLjH/+Y5uZm6uvrB3UtIsEEMSJpakT//8jI/TITYrC9+ckhXt9wyPg5EolgNpuTsu1TjpzAiUsndPmYzz77DKvVyj//+U9UVeXLX/4y77zzDnPmzGH//v386U9/oqCggD/96U+0tLTw8ssvU1NTw1VXXcXJJ58MwLRp0/j5z3/O3/72Nx5++GHuv//+Dq9z//3389e//tX4+fHHH6ekpITf//73PPnkk2RkZHDnnXfywAMPcMstt1BXV8dXv/pVjjrqKN599122bt3KU089haIo3HzzzTz//PNMnjyZv//97zz99NM4nU6uvfZatm7dyr///W++8pWvcOKJJ1JUVMTZZ5/N2rVrefDBB/nRj37E/PnzefTRR9m+fTt33HEHjz32mAQShBBCjEhqkoIJQ7keGa1rka9//evMnz+f2traQV2LSDBBjEyxYEI4OMQ7IoToqWXLlpGens7jjz/Ovn37OHDgAC0tLQBkZWVRUFAAwMaNG7noooswmUzk5OTw4osvGtto+4f81VdfTfg6iVILN27cyKpVq8jIyADg4osv5vvf/75xf+yqwocffsjmzZuN5/v9fsaNG0d1dTWrVq3C4/EA8Je//AWAWbNm8frrr/OHP/yBnTt3Gr/PSSedxDe+8Q1OPvlkTjrpJI499ti+HzghhBBiGNBC0WBCZOSuv0frWuS9997jz3/+M/v37x/UtYgEE8SIZGQmjOA0KyEG24lL46P1Xq8Xt9s9aK//xhtvcP/997N27VrOO+886urqjCaqDofDeJzFEv+n6eDBg4wdOxbAuHLR2/FFqqrG/axpGuFw2Pg59vqRSIQvf/nLXH311QA0NjZiNpt56qmn4p5fUVGB0+nk9ttvx+Vyccopp3DGGWcYi42rrrqKVatW8dZbb3HvvfeyefNmbrjhhl7tsxBCCDGcxDIT1H6uv4dyPTJa1yKpqaksX76cc889d1DXIjLNQYxMEkwQYsT58MMPOf300zn//PPJzs5m48aNRCKRDo9btmwZL7/8MpqmUVNTwxVXXEEw2L+rIEceeSRvvvkm9fX1ADz55JMcddRRHR539NFH8+9//xuv10s4HObGG2/k1VdfZenSpbz77rvG7d/97nfZunUrH3zwATfccAMnn3wyGzduBPRFwIUXXojX6+Wqq67iqquuYvv27YC+AGm7cBBCCCFGilgwgRG8/h6ta5F169axcuXKQV+LSGaCGJGkZ4IQI8+FF17I9773PV555RVsNhsLFy5MOF7psssu4yc/+Qlnn302AD/4wQ9ISUnp12vPnDmT66+/niuvvJJQKMScOXO48847OzzuxBNP5IsvvuCiiy4iEolw/PHH86UvfQlFUbjiiiu45JJLUFWVU045heXLl/PNb36Ta665hrS0NCZPnkx+fj7FxcV85zvf4dZbb8VisWC3243XOumkkzjnnHN45plnsNvt/fqdhBBCiMGkBX1A/zMThtJoXYtcdtllpKSkMHXq1EFdiyhaLK9jCAQCAbZu3crcuXOTuqgqLCxkyZIlSdve4Wy4Hsvq1x+hccN/GHPxbbimDb/9a2+4HseRSI5lz+3YsYNZs2Z1ev9glzmMVsk4jon+Ww3U30jRkaxHhjc5jskjxzJ5Dsdj2bDxJWpeexj3nOPIO/emHj9P1iODYyjWI1LmIEYmKXMQQgghhBBi0BgNGGX9LaIkmCBGJC0iwQQhhBBCCCEGS7JGQ4rRQ4IJYmSSnglCCCGEEEIMGjUUAGT9LVpJMEGMSJoWy0wYuXNuhRBCCCGEGCk0yUwQ7fQomPC///u/nHHGGaxZs4ZHHnmkw/07duzg/PPPZ/Xq1dx+++0y9koMvOic1pHcTVYIIYQQQoiRQo1Oc5BggojpNpiwYcMGPvroI55//nmefvppHnvsMfbt2xf3mJtvvpkf/OAHvPrqq2iaxpNPPjlgOywEgBbRA1byZSaEEEIIIcTAMzITIpIZLHTdBhOOPPJIHn30USwWCzU1NUQiEVwul3F/SUkJfr+fhQsXAnDeeefxyiuvDNgOCwGgSc8EIYQQQgghBo0q0xxEOz0qc7Bardx///2sWbOGY445hry8POO+yspKcnJyjJ9zcnKoqKhI/p4K0Va0zEF6JggxsoTDYX73u99x+umnc8YZZ7B69Wp+//vfo2lav7b78ccfc+WVVyZpLzsayG0LIYQQI8Fo6pkg65HksPT0gevWreO6667ja1/7Gk8++SQXX3wxQMIDrihKr3Zi69atvXp8TxQWFiZ9m4er4XgsU+prsQIVpSUcGIb7l8hwPI4jlRzLnrFYLHi93i4f0939yfbjH/+Y2tpaHnnkETweD83NzXz3u9/FZrMZf1f6wu/3E4lEBuz32bBhQ5fb7u/rBoNBeV8LIYQY1ozRkKMgM/jOO++kurqaf/7zn6SmptLc3MyNN96Ix+Ph8ssvH+rd69SGDRuGehfidBtM2Lt3L8FgkFmzZuF0Ojn11FPZuXOncX9eXh7V1dXGz1VVVeTm5vZqJ+bOnYvdbu/Vc7pSWFjIkiVLkra9w1lXx/Jfb+wiJ93JyiXjB3mvoGzni/iqICczg5wR8N9a3pPJI8ey53bs2IHb7TZ+btr8Nk2b3jR+jkQimM3mpLyWZ8GJeOav7PIx5eXlvPzyy7z77rukpaUB4Ha7ufPOO9mzZw8lJSX8+Mc/pqWlhdraWq6++mrWrl3L//3f//H5559TVlbG5ZdfzuLFi/nhD3+I3+8nLS2N++67D4fDQUNDA9/+9rc5dOgQkydP5v7778dms/GXv/yFJ554ArPZzKpVq7j55pvZtWtXwtf68MMPuffeewFIS0vjl7/8JQ8++CAAV111Ff/61786/F5erzfuOPeFzWZjwYIFcbcFAoEBCbYLIYQQfWEEE/qZGZxoPdIwyOuR559/nnfffZfU1FQAUlJS+OEPf8iePXs6XSP0ZD0CUFtby3XXXTdg65ELL7ww4XpkKHQbTCguLub+++/niSeeAOCNN97g/PPPN+7Pz8/HbrcbC/znnnuOE044YeD2WAwbr350kGZfiCPnjMHlsA7qa0vPBCFGns2bNzN16lQjkBAzdepUpk6dyk9/+lO+/vWvc8wxx1BUVMTZZ5/N2rVrAf3K/UsvvQTAmjVr+N73vseqVav4+9//zl//+ldWrlxJaWkpv//978nPz+eiiy5i/fr1ZGZm8ve//52nn34ap9PJtddey9atW/n3v/+d8LUefPBBfvSjHzF//nweffRRtm/fzh133MFjjz02bP5wCyGEEENBCwX0/x/hk/tkPZI83QYTVqxYwaZNmzj33HMxm82ceuqprFmzhuuuu45169Yxb9487rvvPu644w68Xi+zZ882DrYY3cIRFa8vxH/e389FJx8xuC8eCyZIzwQheswzf2VctD4ZV9R7q20Z3CuvvMLvfvc7VFXFZrPx5JNP8t577/GHP/yBnTt30tLSYjx2/vz5gB7tr6qqYtWqVQBcdtllgF6jOHPmTMaP1zOlpk6dSl1dHXv37mXVqlV4PB4A/vKXvwAwa9ashK910kkn8Y1vfIOTTz6Zk046iWOPPXZgD4gQQggxQsQyE1DDaGoExdS3bAJZj4ye9UiPeiasW7eOdevWxd320EMPGf+eOXMmTz31VHL3TAx7kYjeL+O5d/Zy1vFTcNp73IKj3zSjAaNkJggxUsyZM4e9e/fS3NxMSkoKp512GqeddhrFxcWsXbuWb3/726SmprJq1SrOOOMMXnzxReO5DocD0BsCtxUIBKisrAT0HhExiqKgaVrcbQAVFRU4nU5uv/32hK911VVXsWrVKt566y3uvfdeNm/ezA033DAgx0MIIYQYKbRICNQwis2JFvShRcJ9DiYMNVmPJE+PpjkIkUgoojJpbCpNLUE27a4a3BdX9fQqCSYIMXLk5+dz9tlnc8stt9DY2AjodZJvv/02JpOJDz74gHXr1nHyySezceNG4/62PB4PY8aM4YMPPgDg3//+N//7v//b6WsuXbqUd999F6/XSzgc5rvf/S5bt27t9LUuvPBCvF4vV111FVdddRXbt28HwGw2Ex7haZ1CCCFEX8WyEswu/cr6SF6Dy3okeQbvUrIYdcIRlQljPBwoa6S+KTCor21kJkjPBCFGlB/96Ec88sgjrF27Fk3TCAaDLFy4kIceeoi3336byy67jNTUVCZPnkx+fj7FxcUdtnHvvffyox/9iHvuuYeMjAzuuece9u/fn/D15syZwxVXXMEll1yCqqqccsopLF++nG9+85sJX+s73/kOt956KxaLBbvdzp133gno6YbnnHMOzzzzTFIbBove+d///V9effVVFEXhggsu4Oqrr467f8eOHdxxxx00NzezdOlS7rzzzg5Xg4QQQvRebCyk2ZlKuL5yRAcTQNYjyaJo/R2m2Q+xTtUyzWH46upYnnvz85x1/BSee2cvV5w2k4tPmTFo+1X0x5sIVR3Cnj+D/Kt+Nmiv21fynkweOZY9t2PHDmbNmtXp/UNRozgaJeM4JvpvNVB/I0eqDRs28Otf/5rHHnuMcDjMGWecwZ/+9CemTJliPObMM8/kJz/5CQsXLuS2225j7ty5Rh1rV2Q9MrzJcUweOZbJc7gdy2BVEcV//DbOKYvw7fuM8Tc+iDU9r0fPlfXI4BiK9YiUOYg+UVWNiKrhsltwOyw0eAe5EaI0YBRCiMPKkUceyaOPPorFYqGmpoZIJILL5TLuLykpwe/3s3DhQgDOO+88XnnllSHaWyGEGF1GU5mDSB4JJog+iUTLDCwWE6kpdhoGvcxBRkMKIcThxmq1cv/997NmzRqOOeYY8vJar4pVVlaSk5Nj/JyTk0NFRcVQ7KYQQow6WkgPJphcqfrPEkwQSM8E0UehsB5MMJtMpKfYafAObjChNTNBvsiE6IqqqphMEjcezoaw2nBEWrduHddddx1f+9rXePLJJ7n44ouBxMex7eivnti6dWtS9rGtwsLCpG/zcCTHMXnkWCbP4XQsrZW7SAEq6hpxAju2bSFSUtuj55rNZpqbm7v8TvZ6vcnZ0cNcf46jpmkEAoFeva8lmCD6JBwdC2mxKKS6bVTUtnTzjOTSJJggRLfcbjclJSXk5eVhtVp7fWIlBp6madTU1BijpkTn9u7dSzAYZNasWTidTk499VR27txp3J+Xl0d1dbXxc1VVFbm5ub16DemZMDzJcUweOZbJc7gdy+ZtLVR+CuOnzqR697vMmDYV58Q5PXru/v378fv9ZGVlJVyLSM+E5OjPcYytR9LS0pg8eXLcfbGeCYlIMEH0SSSiZyZYzSbSPXZ2Haob3B0wpjlIzwQhOlNQUEB1dTUHDx5MOEYoGAxis9mGYM9Gl/4eR4fDQUFBQRL3aHQqLi7m/vvv54knngDgjTfe4Pzzzzfuz8/Px263Gwv85557jhNOOGGodlcIIUaVWM+E1jKHnq/BCwoKKC4upqoq8Sh5WY8kx1CsRySYIPokFA0mWMwm0lLsNHiDqKqGyTQ4Vz41VT8xkswEITpnMpnIzc3t9OpsYWEhCxYsGOS9Gn3kOA6OFStWsGnTJs4991zMZjOnnnoqa9as4brrrmPdunXMmzeP++67jzvuuAOv18vs2bNZu3btUO+2EEKMCkYDRmcK0Ls1uNVq7XC1uy35O5ocQ3EcJZgg+iQcaW3AmOa2oaoazb4Qqe7BiSpqscyEwziYUPb4j3DPPpbURacM9a4IIcSgWLduHevWrYu77aGHHjL+PXPmTJ566qnB3i0hhBj1tFhmgjM6zUGaoAtkmoPoo3A4PjMBoKF5EJswRnsmoKlG/4TDjb/oC1p2bRzq3RBCCCGEEKOcGvKjmK2YbHqPn8P5gp5oJcEE0SdGA0azibQUPRthMIMJmhoBRX/79qZma7TQNA0tEiJQeXCod0UIIYQQQoxyWtCPYnOgWPR1/+G4/hYdSTBB9EmszMFqaZOZ4B3EL5VI5LCOjMZSyyKN1UR8TUO8N0IIIYQQYjRTg35MNgeK2QpImYPQSTBB9EkoWuZgNimDXuagaSqgoRzGwQTa/M5ByU4QQgghhBADSA36opkJ0WDC4bj+Fh1IMEH0SdsGjLGmiw1Ng1TmEO2RYGQmHIaRUVWCCUIIIYQQYpBoIT8mqwQTRDwJJog+iUR7JljNJixmEx6XddDKHGKTHBSrU//5cKzZahNACVYcIFh1CN+BLUO4Q0IIIYQQYrTSwmEUixXFZAbFdHiuv0UHEkwQfWJkJpj1t1Cq2079YDVgjIQBDuueCW0zE/wluyh74idUvfT7IdwjIYQQQggxWmlqWA8kAIrFhhZdj4vDm2Wod0CMTKE2ZQ4A6R47jc2Dm5lwOJc5xKLBlrRcQtXFAJjd6UO4R0IIIYQQYtSKhMHuAkCxWCUzQQCSmSD6KByOZSYoAKS6bYOWmaBFeyYczg0YY9Fge/50IBohli91IYQQQggxALRIBMWkX4dWzNbDcv0tOpJgguiT9mUO6Sn2uGkOJVXNA/fisQaM1lgw4fA7iY79zimzjyXzpLV4Fp4sX+pCCCGEEGJAaGoYxRwNJlish2VmsOhIggmiT2LBBGu0zCHFZaXZF0LTNPYW1/O1u99g58HaAXntgchMCFYewvvFx/3ezmCJfYGbXamkH30OJmcKWiQUHZsphBBCCCFE8miRMJhjPRMkM0HoJJgg+qS1zEF/C7kdVlRVIxCMUF3vA6Cy1jcwLz4AoyFr3/k7VS/9rt/bGSzGF7hZH89jstjibxdCCCGEECJZIm0zE6S8VugkmCD6JBQdDWmOBhNcTv2k1usP4fXr9fyNXr3s4du/fpvn3tmbtNfW2gcT+nkCrWka/uKdqH4vmqb1e/8GQ+x3NkVn/SrWaDAhJF/sQgghhBAiuTS1Xc8EmeYgkGCC6KNIJL4Bo9uhf7m0+MO0+PUT3QZvkHBEZW9xAwfKGpL34tFpDkqSeiaEastQWxpBU9FC/n7v3mAwsjGimQlK9P8lSiyEEEIIIZJNUyPxPRNkzSmQYILoI6NnQiwzwdEmM8Gnn+g2eoM0evUvmthtyaCpeiQ0lpmg9jMzwV+0w/i36m/p17YGS+wLvENmgnyxCyGEEEKIJNMiYTBJzwQRT4IJok9CERVFAZMplpmgn9S2+MJtyhyCxoSH5qQGE6KZCTanfkM/eyYEir8w/q0GRkowQT/GSrRXgmKxR2+XYIIQQgghhEiySBgl1oDRbEWLyJpTSDBB9FE4rGIxm1AUPZjgipY5eP0ho8yh0RugrkkPJiQzM6F1NKR+At3vzITiL4ySiRETTIh+gcfSzWINGPt7LIQQQgghhGhPi4RbeyZYrMaFLXF4k2CC6JNwRDMmOUBrmUNLuzKHWGZCcsscoqMhzRYwW/p1NT7ibSBUU4pz8jxgBAUTOmQmxHomBIZsn4QQQgghxOijaSpoKsg0B9GOBBNEn4Qjalwwwe1s24Cxtcyhvin5ZQ6xzARM5uiXWd+3HawuBsA5ca6+6RETTIh+gce+1GWagxBCCCGEGAiRNhfyiJU5SDaskGCC6KNwRMVqUYyfHTYLihIbDRmd5tDcGkxo8YeJqMkZu2hkJpjMmCz9+zKLnZSbU7MAUP3e/u9gLzR++hre3Z/0+nlaJIRithplJrEMBYkSCyGEEEKIZIo1P1ekAaNoR4IJok/CERVzm8wEk0nBZbfQ4g8bJQ3hiEp5bevJuc+fpC+dNpkJmPv3ZRZ7rtmVpm96EDMTNE2j9q2/0fTZ671/bjhklDZA22CCfLELIYQQQojk0dpnJkgwQURJMEH0STgc3zMBwOW04vXpDRgtZv2K+aHyJuP+ZJU6GNMcYpkJ/bgaH8tqMDtSQDENamZCuL4C1e9FDfW+z0HnwQTJTBBCCCGEEMmjRaLNFk1teiZEQmhacrKOhS7cVEfjp68N9W70igQTRJ+075kA+njIFn8Irz9MXqYLgNJqL9HpkUkMJsS+0Ez9jozGvhwVixWT3TWomQmB8n36PgT9vX5urMwhJhZMUKVnghBCCCGESCa1Y88EACIy0SGZmre9R/XLfyDibRjqXekxCSaIPglHVKztMxMcFppaQgSCEcZkuQFQVY3caGAhaRMd2mQmKOb+dZONZSYoFismx+AGE4LRYEIsM0H1ewlWHurRc7VwMC4zwWSVzAQhhBBCCJF8xnrZ3NozAUCVdWdSaSH9AqMaGNwebv0hwQTRJ6GIiqVNA0bQx0NW1ekn42OjwQSAcTkpQDIzE2LRUXO/AwDGjFyTBZPdHbctf8ku6tc/Q6ihsl/72xkjMyH6xdGw8UVK/nJraypZG74DWwjVlbfZbylzEEIIIYQQA6+1+bmemWBxpwMQaawZql0alWIXGCP+kTFdDiSYIPooHE5c5lDToJ8Yj81uDSYURIMJyctMaG3AaHJ6UH3Nfd5UXGZCuzKHunefpPatxyl64Os0bXm7Hzuc4HU1jUBZLJgQ/eLwNqCFAoQbqzs8vuKZ+6h7/+m4/W5b5oDJDIpJgglCCCGEECK5Yhe6omUOttyJAAQqDwzRDo1OsRHvgz1drj96FEx44IEHWLNmDWvWrOGee+5JeP+qVas455xzOOecc3j88ceTvqNieEnUM8HlsBjjH3MynJiizRLyc6OZCS1JykyItI6GNDtSiPiaunlGF4y0LYseTGjz4Q1WHsA1bQmKxUqw4kB/drnjyzZWo/qaUGwO1GjPhNj/h+oq4h6rBv2ovmbCbTIk9MwEm/Gzoih6MxwJJgghhBBCiCRqu/YGsGaNA7Ml6evjw13sAuNIKnOwdPeA9evX8/777/Pss8+iKArXXnstr7/+OqeccorxmK1bt/KrX/2KRYsWDejOiuEjHFFx2OPfPi5H689up5VUt436pgBjMt2YTAreZI+GVMyYnCmofi+apqIovU+0iZU5GD0TKvXMhHBzPZHmOhyT5hEo24Ma7P3Eha7EshIcBTPx7fscTVNRgz79tevKgQXGYyPNdfrtDVWt+x0JYbLa47apWG1GRFMIIYQQQohkiDU/b23AaMGWPZ6gZCYkVeyi4KjKTMjJyeHWW2/FZrNhtVqZOnUqpaWlcY/ZunUrDz30EGeddRZ33XUXgUByT7zE8BOOaB0aMLqdrWn3LoceTADISLXjdliTVuYQ1zPB6QFNRQ34+ratSAhMZhTFFNczIfblaM+bhGJ1GH0NkiVQtgcUE/b8I/T9CAWNqQ6h+vK4x4aba/X/b6xB0/Tmk1q4XZkDet8EVWb+CiGEEEKIJDL6eUUbMALY8iYRrDg4RHs0OrVtyj5SdBtMmD59OgsXLgTgwIEDvPTSS6xYscK43+v1MmvWLG655RaeffZZGhsbefDBBwdsh8XwEI6omM0dGzDGuB1W0tz6lfO0FDspTmvSyhyInlBjMmN26iUUah9LHbRI2Iiy6j0TfGiaZqRt2fImYbLZjRKEZPGX7MI+ZjJmV6q+H6GAkZnQvswh0qQHE1DDRJr0LIX20xwATBYrWlgCeUIIIYQQIonajYYE/YJbxFtPuLl+iHZq9Imt40dSMKHbMoeY3bt3c/3113PLLbcwadIk43a3281DDz1k/HzNNddw2223cdNNN/V4J7Zu3drjx/ZUYWFh0rd5uEp0LJu9PhobwnH3VZa1Ni/cs2sbkaD+QdizcytoQUorqpPy38V+6CAu4PNNm7HWVpACbPtsI5G0cb3elrOsBBsKhYWF2KtrcWkqn274ENeOT7E6Uvl8+y48gQhaTRUl7fZdCTRjP/gJ/uknQA9KLIzfXVVJL95JoGABtSXluIHNn35CSkMtZqCxdH/ca9n3b8EV/ffWDe8TySggtcVLc0MTxW0e5wlF8FZXxd02WsnnO3nkWCaHHEchhBCjVSwzITbNAVqbMAYrD2BJWTgUuzXqGA0YB3FUfX/1KJhQWFjIunXruO2221izZk3cfaWlpaxfv54LLrgA0LvUWyw9jlEAMHfuXOx2e/cP7KHCwkKWLFmStO0dzjo7lpaXXyM3J5slSxYbt0Wc5Tzz4ccAHHPUUnbX7KC6uYQjly3lhcL1BEKRpPx3qfMfpG4nLFqyhGB5BqWf/osjJhbgmtr7nh1V5RtoqXGwZMkSGk21VO98kwWzZlD2+T+xjj+CaUuWULbzP6jBADPa7XvDJ69Qs28900+5GFt2QZev0/Y4Bsr2URIJMWHxCaAoVG79D3NmTKN8k0IYsAYaWbx4MYqiZ37U1G2hIbqdaWOzSJmzhIMfKKTn5pHTZp9KNv8Lk8PJzFH+3pfPd/LIsUyOgTqOgUBgQILtQgghRG+0BhPiyxwAghUHcE1ZOAR7NfqMyjKHsrIybrzxRu67774OgQQAh8PBvffeS1FREZqm8fjjj8c1ZxSjUziiYrV0HA0JYLeZsZhNXHrqDH7xjeP1+5xWmn1Jag6otnaUNTliZQ59Gw+pRcJGuYDJrl//DzfXEaopxZY7SX8dqz1hz4RIkz5bt7clEP7iLwBwFMwwmiiqsTIHkxkt6EdtaTQeH26qxRyd5xtrwqjvty1uu4rVhiY9E4QQQgghRBLFGjDSpszB7PRgTs2WiQ5JZIyLH0HBhG5TCB5++GECgQB33323cdsll1zCm2++ybp165g3bx533XUXN9xwA6FQiMWLF3P11VcP6E6LoRcKawlHQwK4o//vtFtwRic+uJ3Jb8CIYsLs9AD0eTykFmltZBgLJgSKvwBNxTZmkn671WFECtsKR3sZaMHeNX/0l+zE7MnCkppNqL4iug0/asCPLTufYOUhQnXlmN1p+u/WVIs1axyaGm4NJoSDcXVrAIrZ1ufeEUIIIYQQQiQU6dgzAcCWlU+otmwo9mjUCJTuQQMc46aNztGQd9xxB3fccUeH2y+99FLj36tXr2b16tXJ3TMxrIUjaodgQiwzoW0jxpgUp5VmXzg5L65GohMYFEyxBoz+/mQmRBswOtwANO9YD4AjfwYAis1hTFpoK9zHzIRA8U4cBfoUB5PVAUDE3wxqGFvuJCOY4CjQXz/cXId93DQsAR8hI5gQSpiZoDbJaEghxOj1wAMP8PLLLwOwYsUK/t//+38d7n/66adJTdWb21500UVcfvnlg76fQggxmhhlDu2CCZbULFqqDg3FLo0a1a/9GcVkYtzan6COwNGQvWtuIESUHkxoN80hOhqy7YjIGLfTSjAUIRSOYLWYO9zfG5oaMWq2FJMZxe7qe2ZCOASm9pkJO7EXzMDiydRvt9pRE5U5NOrBhESBhs6Em+sJN1SRukwvGVKiZQ6RaCdcvZmNQjiWsaBpRJpqsaRkooUChOoq9MwMNdJhNKTJYjPm0wohxGizfv163n//fZ599lkUReHaa6/l9ddfjyut3Lp1K7/61a9YtKj3PXSEEEIkFitzaNszAcCcmk2kuT4u01f0Tri+ArM7Nt0tFkwYOQ0Yu29BL0QCkYiKpV3PBKOkIUFmQizA0JyMUodoZkKM2ZnS554JREKtmQl2t3Gze+Yxxr8VqwMtGEDTNOM2TdOMMge1F2UOsTIES0qG/pq2aGaCtx4AsysVsyfTGA+pBlrQwkHMngwsaTmEG6pao8PtRkMqEkwQQoxiOTk53HrrrdhsNqxWK1OnTqW0tDTuMVu3buWhhx7irLPO4q677iIQkHG5QgjRb5GOPRNAz0wAjXB0dLnoHS0cIuKtN0bTj8QyBwkmiF6LqBqqRocyB7NJwWk3G70T2kqJBRNa+h9M0FQ1LjJqcniI9KcBY6xngsNl3O6eeVTr9m12QIs7UVcDLUZTxt6UOWgR/fePBQLaZyYoNgfWjDGE6sr126OlFBZPFpbUHLSgj0hzXdw2YhSLVYIJQohRa/r06SxcuBCAAwcO8NJLL7FixQrjfq/Xy6xZs7jlllt49tlnaWxs5MEHHxyivRVCiNFDM5qftw8mZAMQbqwe9H0aybxffEzE19RaMh3wRc8RtGjj94BxzjDcSZmD6LVwRAU6BhMA8nM95OemdLg9lpmQjCaMmhoGU+tr65kJfS9zMDn17ADFYgOTGXveJKxpucZjlGhfAy3oh9jJf/TDD73LTIhNWzACGO0yE0w2J9aMPFr2fApgRHrNKRmg6L9zqKY0bhut+2kz0qOEEGK02r17N9dffz233HILkyZNMm53u9089NBDxs/XXHMNt912GzfddFOPtz0QozgLCwuTvs3DkRzH5JFjmTyHy7G0HzyIC/h8yxaw2I3bTc3VpAG7N31CqKp3DcnbO1yOpRJsIf3N3+CbdjzhjPF4gEjAy+cbPyYdCFvdmEMBPtvwIZrNHf/ckJ+UT/6Bd96ZqCnZCbc/2MdRggmi18LhzoMJ937zeBRF6XB7qltvFtjUkoST3faZCc4Uwg2VfdpU2waMiqLgmb8KZ7tZubETfjUUIPaq4cbWYEJveiZ0yEwwW8FkJhzNTDDZnFjS8/SUp1CASLNeSmHxZBpNb2ITIDorc9A0LeF/AyGEGOkKCwtZt24dt912W4dx1aWlpaxfv54LLrgA0MvRLJbeLXPmzp2L3W7v/oG92N8lS5YkbXuHKzmOySPHMnkOp2NZ5z9I3U5YtGQppjYNwNWgjwPv/5EJWR7SExwLf9EXNG9/n+zV13a5/cPpWAYrD1H8JmRbw7jyMqgCFE1j3oypFL0J7uyx+A/VMm/GNKyZ4+Ke6y/ZRekbpUxLt+JZsITGz9/AmpGHc+JcYOCOYyAQ6DTYLmUOotdimQlWc8cTVovZhNnU8XaPS//iafT2P5jQtgEj6HNu+17mEIrrTJuz5gZSZh0T95hYKULboEG4v5kJbQIBJqudiDdauhAtcwAI11XEZSbE+iyEOw0mRBfAkSRNzRBCiGGkrKyMG2+8kfvuu69DIAHA4XBw7733UlRUhKZpPP7443HNGYUQQvRRJw0YTTYnJoe70zKHlj2FNH7ysrH+FRCOrvmDVUWEG1qPW+zCojklHYBIgiaMsUzs2HlP3TtP0Fj46gDubfckM0H0SENzAIvZhNtpbS1zsPQ8FuVJamZCfANGkyMF1e9F01QUpXfxsZ50n23NTGgNJkSizRfNqdm9y0wwyhxao7qK1UHE22C8liUaTAjVlROuK8fkSsVktaNEv1xC9ZUdtgGtwQU1HMRskY66QojR5eGHHyYQCHD33Xcbt11yySW8+eabrFu3jnnz5nHXXXdxww03EAqFWLx4MVdfffUQ7rEQQowOWiQMiqlDMAH0JoxtM3bjn6eve9VAC2ZL2oDu40gR630Wqi0jVF/eenu05Dk2TS7ReMhYEEH1NekT33xNRtPGoSLBBNEjP//rRrLTnHzviiWEuihz6IzbYcFkUgYmM8HlAU1F9bdgdnbs19DltsLhboMJRs+ENh/WcGMNZncaZqend5kJRplD60fPZHMY5QyxCC9AqL4cf+ku7GOn6s8xWzG5UgnHggnt0ndjaWdaKAiO+BorIYQY6e644w7uuOOODrdfeumlxr9Xr17N6tWrB3O3hBBi1Gu/9m7L7MnuNDMhdhFNDXgxuyWYAK1N11Ej+PZv6XC7OSUaTEgw0UH168GEiK9Zv5gZCfeqEfxAkDIH0SO1DX6KKvTUmq4aMHZGURRSXbakBBP0zITW1zY59ABC7APWG1ok1KFcoD1TtMxBjStzqMXsycJkc/RumoNR5tA2M6G1PlexOzE5UjDZXQTL9hGqKsJRMNO435KSYfSHaLsNfTvRYEJEmjAKIYQQQojk0CLhDmMhYyyp2XHlv3HPi04ZUwP9a844msQyEAAizbVGkKU1M0Eva+4yM8HfRCRa8qCFJJggRgBfMExVvV67E4loQO/KHEAvdUhGmYMeHW1zZT+ajdCXvgnteyYkothimQltyxxq9KaINgdar3om6L9/22yIWBkFignFbEVRFCwZY/Du2giAo2CG8VhzSobx5dJhmkPbzAQhhBBCCCGSIRJGMSfOTLCkZqG2NKImSLdvzUzoWP9/uIo010ezD/Qec9acCfrt0ZJnIzMhQTBBNcocmlFbGvV/S2aCGAkCwTBNLSH8gTAhowFj794+qe5kZSaocT0TzE6PfnMfxkPq0xx62DMh2KbMoakGS18yE6LNEdu+ZiwzwWR3GlMYrBl5evBCMWEfN814rDnahLH9NvSfo8GEsAQThBBCCCFEcrS/kNeWJVUfURhJkJ2gxjITEjQTPFyFm+uwpOdiycgDwJYzHmjtpWB2pYJiShxMaFPmEMtMkGCCGPY0TcMfjABQVe8zyhzMCaY5dMXjstKUlJ4JYZS2ZQ7RzAS1l5kJmqbpkw86+XKMMaY5RDMTtEgY1deMOSUDk83Zy2kO0cyEBMEExeY0botNdLDlTsTU5naLBBOEEEIIIcQg6rrMIQsgYRPGtj0ThC7irceSko4tWw8i2IzMhHoAFJsdk8OdMJvDCCD4mozzHilzEMNeMKyi6ZUNejChDw0YAVLd9iSVOcRnJphsLqB3IxoBY4RizzMTosGEaBqXYnNEyxz6kJkQV+bgjHsdAEu6Hq1sW+IA7TIT2pU5mKI9E1QJJgghhBBCiGRRI52WBXcZTIhNc+jtGn0U08scMoyMhFgwIRyb7GaJBhMSZibot0X8zUR8sTKHoZ3mIMEE0S1/IGz8u7pNZkJvgwkel5VGb1DPCOgPNRJXt9X+ZL+njMkK3U1zMFvBZDaCCGq0J4HJYotmJvh7/Dtp4SAopvhgSKzMoW1mQuZYAOztggmxcTGQoAGj9EwQQgghhBBJpkVCnU5zMBqhJ7iSrkmZQxwtHEL1N2N2p+OavhR7/gxseZNAMRnTHBSrDZPdTSRBY3kjGyHobzMVImyc0wwFCSaIbsVKHACq6nyEow0Yrb1swJjqthGOaPjaBCf6ov14GmOKQW+DCbHJCt00YAT9hF+NlTmEA8brmmwO0NQelxbEGj7GeiOAns4E8ZkJjgmzyTnzRlJmHRP3/PjMhPj9jmVYSJmDEEIIIYRIFi0S6bQBo9LFRT1pwBgv7I32RUhJx1Ewg/yrfobJasdkd4Eay5i2YXa6EwZgIv5m44JkqLbUuH0o+yZIMEF0yx9sPfmvqm8h1OcyB/2kv6mln9GzSASUNsEEkxnFakcN6SlUFU/fS80bf+12M4maIXZGsbaWMxh9D6x2FGt00kMPP8RaOJRgpKO+DaVNMEFRTHgWnNgha8LsadszoZPMBAkmCCGEEEKIJNEiYTAlXi8rZisopoTTzVpHQ0owATCyCSzujLjbTXY9O1kxW1FMZkyOFFR/fGN5TVNRfc1Y0nKA+GBCby+oJpMEE0S3Ah0yE2LBhN42YNRPdhu9/avt0TMT4t+6bacqBMr34S/e2f12Ir3ITLA5jJE3sTIHxWIzPvw9rQXTwh1HUcYyEtqWOXSm7ZdPxwaMduM1hBBCCCGESAq1i8wERcFkdxoZvG1JZkK8WDDBnJIed7sRTIiVPjtTOoy81wI+0FSsGXopdKi23Lgv0VjOwSLBBNGtWGZCusdOdb2PSCyY0MsyB08sM8Hbz5NdLdKho2zbzAE16CfSVNuDzXRshtgZxWpvk5mgf2BNFluXqV2JX7NjZkKingmd7ofFisnpAZS4vgv6PkpmghBCCCGESC4tEu7y4ptidaAGJJjQndjEBrM7Pe722ES32Fre7EhB9TXH9WSL9VCI9VUz+rAhZQ5imIv1TBif66Gq3tfvMofGfk500FS1y8wENdBCuKkOTVO73k64Zw0Yje3HeiaEWsscYgGA3pU5dAyEACj27oMJoPdNUCzWuL4L0JqpoEoDRiGEEEIIkST6WPbEmQmgr5O1UIIyh0iszEGmOQCEm+sABbM7Le722GS62AVHkzNF78nW5vwi1nzRmjnGuC02SSNRiclgkWCC6FYgoAcTCnJTCIVVahr1N3bvpzkkqcwhEu54Vd7mQAv59dKFSBjUMGpLUydbiG0nGkywdF/moGc+6PuttS1zMDITelPm0K7XQawBo9WR6CkdWDwZCfs86EERxZg6IYQQQgghRL9FOmYFtxWbbtZea2ZCxzGHh6NIcz0ml6djyXP0gqKRrRydkBHxN6EGWvCX7jHKHqzpbYIJabmAZCaIYc4XLXMoyNPf2GXV+hdCb4MJKS4bipKEMgdV7RAdjWUmtE2xCjd1nHfbVk9HQ+rbbzvNIZaZYDMyE3pX5hD/erEggqmHmQmW1JyEJRGKomByeYy5s0IIIYQQQvSXFgmjmLooc7A5OmTpapomZQ7tRJprsbTrlwDo0xxo7ZlgdkbHbfqaaSx8hdK/fJ9wXRmA3oAxeh4Ua8Y4lBcSJZgguhXrmTA+1wPA7iJ9rElvGzCaTQopTitN/S5ziHQIJijWaDAh2PplFe6kb0K4sQbf/s1Gz4SuIq1tt2/0ZIh+YE1Wu9EzoafpRXqZQ7tggq3jNIeuZJxwMXkX/L+E91lS0ok01/VoO0IIIYQQQnRHU8OdNmCE+HJjgxqBaMmxlDnogtXFWDPHdbjdOBdo04AR9GBCqKEKNBXv7sLofR4j2GBJzdYfJ5kJYjiLTXOYNSmTmRMzKKqIptn0sgEj6KUOjd5+1vSrkQ5lDqZoRLTtl1VnTRgbNrxA+b9+AeGeN2BsO83ByEyw9DEzod3rxZqumOzuHm3D4snEPnZqwvvM7gyjU6wQQgghhBBdadj4ElUv/aHLx2iRcJcX3xSbo0PJr9GbzOpAC/rQ1Eiipx421ICPcF05ttxJHe5TopkJJkusAaN+ATfibzYuEvoPbNEf43QbZRCW9FhmggQTxDDmD0YwKWC3mfnu5Utw2vUTebOpD8EEt42mfgYTEmUmmKx6g8S2GQKdlTmofi9ayE8kWr+VqP9Ae4rVbqQQtQ0m9HqaQ4LMBFvuRHLOvBHX9CU92kZXzCnpRqdYIYQQQgghuuLb9zneHeu7fpAa6bLMwWRzdixziK6XY80Gh/Lq+XAQrDoIgC1vUof7OoyGdOgXGFVfs3GRUIuE9ObvFpuRuRArc5DMBDGs+YNh7DYLiqIwJsvNTZcuZtWSAkym3pU5gD7Rob/THPTMhPi3rpIgMyHcmDgzIfaBi0X6uhp1E2OyOtDCQTQ1YmQoKFabnmVgMve8zCFRZoKi4FlwohGN7A+zO51Ic33cKBkhhBBCCCESUQMtqP7mLksRuhsNmajMIdabLDYGUTvM+yYEKw4AYMub2OE+Y5pD+zIHf3N0AkT0cdGMBHMsM8GdASZLjxvBDwQJJohu+QMRHLbWTIBj5o3jO5f17Sp6mttOfVP/omf6aMh2XVBt+sl+rFusYnUQae4kM6F9MKEnmQnRiQtaKIAWDqKYrSiKSW96mKhOrLN9Dwd79Hp9ZU7JQIuEpNGNEEIIIYToVsSvly+HG6s7fUyirOC2FGt0qlqbseytmQmpgDRhDFQcxORwY0nN6XCfMc0hNhrSakex2Ij4mog012PNygdaGzOaXB7j//WxnNKAUQxj/mAYh637q/c9MSbLRW1jwGjq2F4gFOHDLaVdb6STzATAiN5Zs/I7bcAYqyuK3d+jngnWWDlDAC0URLG2ZhEoNmcvRkOGe/R6fRXrECtNGIUQQgghRHdUv34hrstgQjc9E2INBNue1MZ6JsQyEw73YEKw8iC23IkoSsfM7lgPtlhmAuhZCKHaclDDuGceo9/mjM9MMDtTov0qpMxBDGOBYASHvfNoZG+MzdZrgCpqEn+hfLCplJ/9ZSPFlU2dbqOzngnQehJty87vtAFja2ZCPdCzMofWzAQfWiiAYmnzYY+WWPSksYwWGeDMhOgXtgQThBBCCCFEd1S/viYPN1R1/qBId9McOjYkV41gQlrc6xyONE2NBhMmJby/dTRk68VKk9NNqLoYAFvuBGy5k4weCSlzjifjhItRzFbjPGSoSDBBdCuZmQmxYEJptTfh/Q3NekSzrjFxuo6mqfqYmQ7THPQvsViAwJqVj+r3Gv0N4rbRoWdCTzITWr8ktXB8ZoLJ5sRfsouDv7qK5u0fdLkdLRwe8DIHQJowiiFVUtVMsy801LshhBBCiC5okXBrxm63ZQ5dT3OA+FHpRpmDK9aA8fANJoTrKtBC/oT9EqBNmUObzASzI4VQXbn+75QMxl7+P2Sf+hUA7OOmkXH8RdHnSGaCGGbKa7xU1bV+GfiDEey2JGUmZOnBhLJOgglN0eaM9c2d1P6oei1W+8wEo8yhqRbFajfmrkYSTHSIfeDCRs+EHjRgdOgRQzXQghoOoljaljk4iDTVoAZaCNV0XaIR67cwUGKZCWEZDymG0Pd/+z5Pv7l7qHdDCCGEEF2IlThA58EETdP0EuMelDm0Pak1yhyiJbiHc2ZCsPIQQKeZCUqiMgdnin4BFb2M2exKNTIY4p9rl9GQYni56+GP+b8nPzN+DgTjGzD2R4rLhsdlo6wmcTChMTo2sqGTYEKslKBDmYOttczBZHNi8WQCJOyboEY/cEb0tItIq7H96IdX9beghQJxkcPUBSeRfvxFKBZbl/VgmhoBTR3QzASTw41itkpmghgymqbR0BygtlH/nG3aVcWzb++RCSNCCCHEMKFGJ5RF2gYTGjrJTFD1PmddNmBMGExoNxryMO6ZEGlpAMASzSBuz5KaRcr8lTgnzTduMzk8xr/NnTwPhj4zITm562LUKKpooqiiCZ+/NUXZF0hemQPA2GwXZdXNCe9rbtFft/PMhGhfgvaZCW16Jphcqa3p/u2u0GuaFldXpE9l6H7EpRFMCLZEJzK0ZiakzD0egKbPXu86mBCN0CpJGAHZGUVRMKekd/i9hRgsobCKqunfGwCvfHSA9zeVYreZOWP5ZONx4YjKYy/tYOWSAiaPSxuq3RVCCCEOO8V/+BapS07DMX42oF+MCjcm7pmgRaLBhC4zE/Qr623X2MZoSIcHFNNhHUyInezHyhnaU0xmcs/6ZtxtZqeeza3YHMbxTfhcm0MyE8Tw8eGWMgCqG/zGxAW9AWMSgwlZKd2WOTQ0BxPe35qZEP/WNUUbJKqBFkx2V+vJf7svLi0cNFKGgC5TtuK2H5eZEEwYEDDZXV0HE6Jfqj1p+NgfZne6NGAUQ8Yf1D+jLdGAZItf/x7547Nb2HmwNVPozy9s45m39/DB5m6mtwghhBAiabRImHB9JcHKg6jRsZC23ImEG2vjRju2Pj669u5RmUPHngmK1dbtGnm0ix2XtmUM3THFJjZES5g7fZzNKT0TxPDx4ZZSTNEL9bGJC3oDxuSUOYDehLG63kco3HH6QXdlDrGeCR0yE6JfYqB/qFozCeJHNrbvdtrTkoO2wQk1HIhrwNj2McnKTGjxh7j70Y3UNfX+y8Gckk7EK8EEMTQC0WCCNxpE8PpDTB+fjtVi4p3PSgB477MSXnhvH9AabBBCCCHEwIutVSPNdca/bbkTQQ0TaW7o8PhYZkJXZcGJyxxiF9Gsh30wQQv6UKz2LktF2jNHx0B2VhoRo9gcCRvODxYJJghDZV0Le4obOGbeOECfuKBpGoFQ8howgh5MUDWoqO34pdIca8DY1EnPhFiUs10QIDZtAfQUIn2Uo9Lhi0ttlwbU0ywBxWJFMVtRA3pmgilBZLHHmQk9CGDsL23kg02lbNvXsYFkd8zuDGnAKIZMLKPJZ2QmhMjNcJGX6aIy+pl/fcNB8nPcZKU58MrUByGEEGLQxJouhpvrUH2tmQlA4lKHWFZwD0ZDtk23b3sRTbENbV3/UFOD/i5LFRIxOfWeCV31SwB9AoQW9A9ZbyoJJgjDxu0VAJy3ahoAZdXNhCIamkZSeyaMy+58okNjNz0TYpG39ifzpnaZCYpiQrE7UQOJMxOMea69mKxgcrhQAz60UKBvZQ5tIrTdCYf1DIzOgipdMaeko7Y0tUaShRhEAaPMIZqZ4AvhcljIyXAZU2LKa1uYPC4Nj8tmlEMIIYQQYuDFZyboa/HWYELHJoya2pOeCZ03YFQsVkw2B9oQXj0famrQF5dF3RNGmUN3wQSbAzTVON6DrUfBhAceeIA1a9awZs0a7rnnng7379ixg/PPP5/Vq1dz++23Ew7LScxItH1/DVlpDqaPTyfVbaO02kswrEe5nEnOTAD4y4vbue3BD4x59IFQhGBIPxHpdJpDKPbF1C4zwGwxSh9i41VMto7BhNiXnCUtJ7qdXgQT7C7UgFdvwJiwzMHZwzKH7l8zFOl7MMHiTgc0Ii2NvX6uEP0Vy0xoLXMI43Zayc1wUlnXQkTVqKprIS/ThcthkTIHIYQQw8bOg7UUVzYN9W4MqFhmgupr1jNZzRasmXpWcrihY2aC0YCxqzIHsxVMltZJacSve01We4fs4MOJFvD1OjPB7NDPlyzR0ZqdiTWhb1/KPVi6DSasX7+e999/n2effZbnnnuObdu28frrr8c95uabb+YHP/gBr776Kpqm8eSTTw7YDouB88XBOmZOzERRFMZmuymr9hKKBhPsScxMSHXbmDEhg+aWIFv2VrO/RK/PipU45GQ4afGHCYYiBEKRuLSd1mYu8cEERVGMqGisU6rJ7kQLtitziAUTUrP15/VgLGRMLPNADfe3AWMPggnRfhKdTrXogjk2FrOx9yUSQvRXrAFj7PMbCEZwOazkZrho9oUoqWwiHNHIy3LjcljxSmaCEEKIYeL/nvycXzz6yageZxwJtGYGh2qKMTtS9NHiNkfitWO0AWN3TctN7UoZtHAQTGYUkxnF6hiyk93hQC9z6F1mgjk1C0wWrFn5XT7OyAoZosyPboMJOTk53HrrrdhsNqxWK1OnTqW0tLX7dklJCX6/n4ULFwJw3nnn8corrwzYDouBUdPgo7K2hZmT9BPRsdnuuMwEhz15mQmKonDft07gpzccC0B1gx7FjDVfHJ+r1wiV13i56s5XefOTIuO5nZU5QGtkLhb500/uE5c59CUzQbG79NqySBhT+8wIwGR36zVLasfGktC7zIRgqB+ZCdFASbipk3nBQgygWJkDQE29/vlzOyzkZOifyy179YVKXqYLt8MqPROEEEIMG15fiANljWzZO3rXUKq/9cJXsLoEk8OFoihYPJlEmmo7PL41M6Hrc4EOwYRIyFjzmoa4SeBQU4N+I3O6pywpGUz4xu9wHXFkl4+LlU8M28yE6dOnG4GCAwcO8NJLL7FixQrj/srKSnJycoyfc3JyqKioSP6eigH1xUG9+/+sSXpdzrjsFKrrffgC+kltMnsmxGSl6R+qmgb9zR8bC1mQp9cIfbKjkmZfiO37W7/YYvVWCcsMEmQmtJ/moIb0n43MhF6MaTTZXUS8DZ2+vhJ93c4azHTWPDKRUKxnQh8yEyxp0WBCglQ1IQZaINRatlAVCyY49cwEwFigjcly4XJa8PqkzEEIIcTwEIiW2z7/7r4h3pOBo7bJTIg0VrfW5nuyCDd1zExo7ZnQdTBBscVnH2jhkJHJq0SbBB6utKDPOD/pDYtHzxjviskay0wYmuPb4zOp3bt3c/3113PLLbcwadIk4/ZEaUDd/dLtbd26tVeP74nCwsKkb3M0e+fTeswmqK/YR2H1fvxNetSyol6/anhw/16UluKkv67dqrBj90EK0xrZfkh/TdWnBw/e3LAbgB17yygs1L/craVfkAJs37kHtSR+/KEnpGIBDpVVEiwsxO0NYPbWxr0XbId24QYO1TaRAjS1+Hr8XnE1+7A11aIAxWUV7G33PFt5FW5g8ycfozrTOjx/zy5937/YtZdIRcfmk23t3ad3162saez9e1nTSDfbKN29nb2WrlOjRir5fCdPso/lrj3Nxr83fr4DgLKSQ5j8+oLi853lABTt+4Km+ka8viCffPJJr/9uDDfynhRCiJHPH4xgs5jYsL2c8hovY7LcQ71LSRfrmRBjskdr8z1Z+A52PCczGnp3W+YQfxFPCweN0l59fOHhG0xQg73vmdBTrWM5fd08cmD0KJhQWFjIunXruO2221izZk3cfXl5eVRXt6YCVVVVkZub26udmDt3LnZ7x7TxviosLGTJkiVJ297h4B8fvMsREzI56silAHhy6nhm/buU1elX0xfMm8208elJf93cNxow21NYsmQJVcEDQC3HLpvDfzZ+QFG1Hsio9WosXrwYRVFoNNdRvRnmLVpsZBfElO74N/7GMiYfMZOUWUuoKvuIln1Vce+F+mARtdvhiIVHUrrp36RlZDGjh++V6ppNNJZsBmDClKmkLox/XrM7SOXWF5k9fQr2vElx9xUWFjJl4gQqP4XZ8+Zhy5nQ5WuVtOyFjfX4gvTpvVxUmIvbYWLMKPwcyOc7eQbiWB5s3APUA+BOywPqmD93BnOnZHP/C//B61fJTndy1JFLOdS0i/e372Du/IUDkv00WAbqPRkIBAYk2C6EEKKjiKoRCqscO38cH2wuZefButEZTAi06FkEoSBoKiZnLJiQSaS5Dk1TUZQ2yeux0ZDd9BlrP/5Rz0yIljlYHWjBAJqmjfiLB33Rl2kOPWV2peqv4W0EXAPyGl3ptsyhrKyMG2+8kfvuu69DIAEgPz8fu91uXJV57rnnOOGEE5K/p2LAtPhD7CluYFa0XwLAhDwPKU4r2w/pUS57Eqc5tJWd5qA6mgodK3MYn6f3TFBVDbNJwesLURftHdA6zSFBmUO7ngmK3dWxzKFdA8buoqxx27e3fkAT9Www2fT7tU4ig0YDxgT73l5sNKQ/GMEf6H0auCU1R8ocxJAIBFvfr7HPtsthxWRSyEnXP5t5mfpnxe3UFxky0UH0hEyWEkIMpNjfr9zo36jmUdrTR/W3YHZ6MLv1LFpzNDPB7MkCNWKU9MYYPRN60IBR69AzwRa9zw5oQza+cChpmooWDPS6AWNPxfrAheqHps1At8GEhx9+mEAgwN13380555zDOeecwxNPPMF1113Hli1bALjvvvv4+c9/zumnn47P52Pt2rUDvuMief78wjZUVeW4heOM2xx2C+eumNragHGArhpmpTnb9EwIYbOaSXXbsFn14MWy2XkAHCrXxxy29kxI0ICxfc8EmxMt4EPTVOMxWsiPYnVgcuoBi171THC0BhM6m+YA8Y1t2jIaMPZgmkMw3LrPfeubkJNwVrAQA83fpgFjtdGAUX/Px5owjsnSPyuu6O3ShFF0RyZLCTE6FFU08fKHB4Z6NxKKNRDOTtPXk82+0Xniq/q9mOxuzCl6nzSTozUzASDSbqJDzxswOuNKGbRwCFM0M8EYX3gYNmHUf2dtwMocTFY7Znc64frKAdl+d7o9k7rjjju44447Otx+6aWXGv+eOXMmTz31VHL3TAyKT7+o5NWPDnL+qmlMH58Rd9+Zx03hqTd34g9qSZ3m0FZWuoP6Jj+RiEqTN4jHZUVRFNJTbFTW+Thp2QQ+2lrOoYomFh6Ra3SCTdTEsDUzQT9R0U/uNbRgIK45osnmwGS1o1hsvZrmENuu/vqJggnR1+hkPGRvpjmE2gUTeptmZ0nLRm1pRA0FEmZRCDFQ/MG2DRj1z4LLof+piQUT8jL197M7enuLjIcU3Wg7WQro0WSp+++/n8suu2wodlcI0Ynn3tnLax8f5Ji5Y0n3DK/1SSwY7nZasdvMNLeMzr9NaqAFk8OFyeYkSMdgQriplrj/MmrPRkPq4x/b9Uxo04AR9HV4LC3/cKEG9ADLQAUTACzpuYQaKmHsgL1Ep7rNTBCj23Pv7CE308Vlq2d2uM/ttHLCnFRS3Tac9oHJTMhOc6JqUNcUoKkliMelf+mke+yYTQqLZ+TicVkpqtCbumnhgB4EUDq+dWOZCYo9PkOh7cm9FvQbj7PlTMCa0fNPXVxmQqIyh2iaWKfBhEjPMxPaBhMa+jIeMpryJKUOYrD5gxHjc1zdZpoDYEx0iJU5GJkJUuYguiGTpYQYHfYU1wOw40DHEYRDLTbJwWGzkOK0jt5gQofMhOg0h9QsQA8mtNWbMoe2PRPUcPxoSNAzhAdSoGwvZX+/s19jKNVwsLXpZBLESq4HqmcC6MGE8BCVOYzcjlciKZpagozPTTHKCtpbPsvD1y45AYt5YOJOWdFUsuoGH00tQVLd+klIQa4Hh82CzWpmfJ6HooomQO+ZkOhEHtqMhozLTIjvbqoG/UYGw7ir7+5VE5i4ngmJMhOiwYbkZCa0por3qcwh2hMi3FiNLbug188Xoq8CoQipbhteXxBfIILdZja+P3IzOuuZMDoXbCL5BnKyFMh0qeFMjmPyDNWxDEU0DpTp9fhvf7ydYEMR//64jjOPTCfNNfSnJEXV+nqr6NA+zIQpLqvs9liNxPdlamMdYYsHVbXhBA6UlhNSC/VpYIqJ4t3b2KO0BmdtJXtwA9u270B1d37C6qipwxkKUPjJRlBMeBrrUe0plBYWYqksxgNs37yJSHriC13JOJaOPe/h3L+ZzR+8ScTTu4EAMZ6PHiWcmodv9up+7w+AuaGcVGB/USmh4MC8Xxw+FUdDFajqoL8nh/6TK4aULxBmbHZKl4+xWgYugSU72pCtpt6vBzaizRe/ceECIqq+OJwwJpUPNpWgaRpqF8EEW/Z4zKnZcT0TIP7kXg21Zib0dqHZNpigWDsGExSLDRRTN8EEBbqpOQM9M8HttOL1hajvU2ZCNJggmQlikAWCEZx2M06H/v6NlTIAHD13LJV1PmZM1K+GxMofvD7JTBDdG+jJUiDTpYYrOY7JM5THctehOlS1BJNJobbFSoU/nd2lZVhS8lmyaOgvfFh2VwFVzJk9k88PfYGidD1Ra6S+Lw+8HSZj3Hhs2flU7/2A6bPn45w8H4CDH2aS47aR2+b3ajTVUb0F5i1YaGS+JtJkaaBqz3vMHZeBfdw0igofw5aVw8wlS/AdtFP2KcyYOgnnpHkdnpusY1lZ/D7NwBEFebimLe7TNg68+wBOn8LsJP239R3cRtmHMH323IS/ezI0muqo3rcek7+RRceflPTtdzVdSsocDnMt/vCAlTD0RGaqfmJf0+CjyRsy0qOtFrPR9HF8bgpNLSEavUG0cABTghN5gJS5xzPxm38wGsQYmQmBNvVb0Z4JfREfTEjQAFJRMDlcXZY5KBZrj4IYobCK22HB7bD0LTPBkwWKiXCDNGEUg8sfDGO3WYwgQqyUASDFZeOy1TONTIVYY0bJTBDdkclSQox8e6MlDsfMG8ue4gZe33AQoE8XTQZCrAGjw2YetWUOmqai+vWeCdZMvfG6uc2odYsni0hTuwaM0dKE7tL0XUccCWYLzdve05/XbjQkEFcGMRBCtWUAhNv9Dj2laRqqr5lQdUm/SiXaai1zGLieCdZ0PXhu8tUP2Gt0RoIJhzlfIGxcHRwKqW4bVouJsmpvXJlDW5nRUoj6pgBaKIBi6dlVI6NnQrBNZkLQ149gQmsTxM7GO5rsXQQT2nypdicUVrFaTKSl2Pv0R1YxmTF7MmWigxh0/mAEh81sBBHcjs7f8067BUUBrwQTRDdkspQQI9+e4gZSnFZWLi4gHFEpr9HXS3XDJJgQayDssFlwO62jcjSkFvABGiaHG8ekeYz/+m+xZbVOc7N4MjuciMcCAN2tn83OFFxTF9O8/QM0NRLfgNE2ONMcQnWxYELfenL8f/beM0BytDzXvqTKOXQO0zM9PTnPzmzOwJKTMWAWDAZsfI4TGIfjczC2P2NjHxN8bIyxiTbGBC8L7AImLJvz7uScp3s658q5JH0/VFKn6u6q6uo4uv7sTpVKUoWW3vd+7+d+lGwKFBkUmdxIT1XOSQulXKzWkKBmJgCIqcg8Wy7CsZf8iAYrBklWSGelZXUmCIJArc/BT1/oQpIV9m+ZaUvVBIZoMkttLjNrmcOMfRfEBGWaM6HSABRNnIDimQmg5jXMLiZkSwpfBDUzwWI24bSbicQra01k9tYaZQ4GS04mm8cecOrXFS0XoRiiKOCwmUkaAYwG82B0ljIwWP1c7g2zqdXP9g1q1wC71YTVYiIUW9zV6lLRnAk2iwm300JiDbaG1Maoos2FIAhYAo1Tnjd5a8hfPTb1NdkUmMwljWHdu+4iefFlUtdOT3MmFLo5LGIAo5SMIafUwHapQjFBSsf1/88MdWJr3rTg85oQYxaxm4O3FgTRcCYYLC3pjDqAX05nAqjOA0lWeOvdHezeVDvjea30IZrIIueyJbc61IIYp2cmaFarchEsNih0kZg1BNLunFJWMRlFypflTDCbRfweG+F4ZRdei7+e3DIluxpcv6SzauiiJiLMd31xFrIVDAwMDAzWLrm8RPdglI5WHz63ja3rA7zqpjbqg84V5EwoiAlWEx6nlVRGIi/J87xqdSGlE8DUDmWTMXuCKNn0jE5opU6EnZsPINicxE8/O0VM0J0Ji1jmoLkSoPIyB02MAMgOdS30lNR9LoEzQTCZMXuCiMnwoh1jNgwx4TpGWw1cTmcCwM6NNexoD/K+128v+rzuTEhkC2UOxV0B05loDTm1m0OlzgQtEwFBnLU9ztxlDtnyyhxMlZc5AFiCzUjR0arVfBkYlEKmICY4S3AmALjsZiMzwcDAwGCN0z+aIC8pbGj2AfDp37uT33zrbgKeysc51UZrDWkrZCYAay43Qc6oYoJpUunuZMxu1TUyuUxALiNvTDRbcXbsJ3X12BRHrp6ZsIhj0tx4P1AY/1boTJALYotgspAZ6qzKeSmZ0jInForZ34BpGcocDDHhOiaVUS+QTltpE9zF4r2v287f/e6dWMzFuxxMiAkZlHymaCeFYgiiCcFi0zMTFCkHUn5BNiPR5pzz+KqYkJjymCJLCJmEGsBYcpmDmpngdVqJp3LI8sy2Z/NhKdTAaWE0BgZLgZqZYMZRJICxGE67xShzMDAwMFjjpApuWG2SLggCgiAQ8NgJr5Ayh3Q2jyAUyhw0MWGNlTrI6UKZg724mCA63IXtJlbo5WyqrPBAx4Y9SPEQKPLEAqDJDIK4uM6E8QEQROzrtlfsTJAKzgRb61ayQ9dQZGmeV8yPnE0hmK16QPxiYfbXG2UOBktLsnBhdyxzmcN8WMwmHDZzocwhU3KZA6j1SZozQc5mCo9VrgyKNtecx1fFhKllDrGTT+J78p/IDl0r2VWRy0tYLSbcTiuKMvFdlYOW0qsptZOREpGqXCANDCYjywrZ3PQAxrmvLy6HxQhgNDAwMFjjZCaVEExGLefM6u3Al5NMVsJmMSEIAu5Cie1aC2HUFrxmFxPUFu3SJLt/uZ3QHBv36P+vlzkIAqLVvsjOhAHMvlrM/nrkVLyiY2kiimP9LpRcmujRR8iO9S3ovORsekru2mJh8dcjZuLI+aUVwAwx4TomtULKHErB67ISS2RVy1Q5YsKksgO9tU2FmQna/uYSBLTjKcrETVGKjiEoMvnIcNndHCZsduVfGCzBJnVfY1PFBDmTpPuff1tv3WNgUC00i6jdairaGrIYTrvZyEwwMDAwWONMDjecTMBjQ5YVYonldwBoZXrA2i1z0JwJtuKZCaZZnAnluHotvnp9DDrZkStY7IvsTBjEEmzC7FFLNaR4qOx9aGUOzs0HQBAZ+/lX6PvyH5ILDVZ8XkqZzo5K0To6LHX4uiEmXMekVkgAYyl4XNZCZkK5YsJkZ0JprW3m3J/dNWfNk2hzQKEdjoYWvAKUV+ZgEnE7K7+ZiVY7Jk/NjDKHfGQEJZcmHx4ue58Gqw9FUfjBk5cZHEvMv/EC0dpq2SaVOcyfmWAhkTLKHAwMDAzWMpqYYLdOFxMK7b/jy5+bkM7msVmn3rvWnDNBC2CcRUzQHAuTgwgryRtztO8FprZSF622RevmoCgKudAAlkATJk8NUFkIo5SKgcmMtaGd9b//NZo/8Hcgmhh77D8qPrdyxZhKsfgbAJZ8fG+ICdcxKyWAsRS8LivReAYln0U0ly4mCDYnSjZFLjzE+OPfAMDk8lV8HoG7foXa1/zGrM+LtmIX4RSy1Yn/jnfg2n5rScfJSWo3B49us6tMsbfUNJObZs/KR0fV80ov/uTSYPmJJrJ87UdnePJo76Ifa/JgUctima/MwVkIYJzs5jEwMDAwWFtkchNi82T8HnVMF4ouf25CulDmAExazFl+x0Q1kTNJBIt9ziBxEKaVOZQ/GXZsUEsdJjtyBYsdZZHKHORMEiWTxOxvwOxVxYRKQhjldAKT3Y0gCJicHuzNm/Df/jaSF14i1XWqsnPLpha1k4OG2VdwJixxJzdDTLiO0ZwJq0VMSCVVa1apAYygZibk4yH6v/5xUl2nCd77Huzrd1V8HraGDTjmeL3JHQCmWqvkbArFbCN497vw7r+vpONML3OIVWizswSbyI33T5mo5aOqUiuli3edMFhbaKsqkSVY9ZlcE+tyFMoc5nMmOCxIsqKXSBgYGBgYrD3Sc5Q5ACuiPWSmkPkD4Has1cyE5Jz1+4JoQrS7piw4ldPNQcPRsQ/PvlfhWL9Tf0y02nWXcLWRUzEATE6PXuagjXfL209cD6HU8N38JkSnl9ipJys6N2UBneTKweQJoIgmckvsTFj5s0iDRSOpdXNYBWUOXpeVdCIJLsrOTMgX6pya3/dJ7Ou2LdYpAkxcwGLjaGepZFIoptIFEJgkJjgXZrOz1rQQSyeQUzFMTq96boWL6/SuEwZrk1hhVSUSX/zVFa3MwW41s6UtwKtubGNTq3/O12iZCsl0Hrt15V+LDAwMDAzKZ7YyB82ZsBI6OmQK3YgALGYRu9W09jITcvMLA6qYML2bQ3mTYdFio+4NvzXlMcFiWzRXrOakEB0eNd/Map/S3nI6ipRHSkR0F4OGnI7PCKcUzVYsgcbK201mU5gLJQiLiSCIyHafUeZgsHSk0nnMJnHWlowrCa/LilSwRpXVzaGgvjq33rzoQgKAyTuzTkvOplFK7OKgkctJWM2miTThCm12xUIY87FCmUPGcCasBP7uPw7xHz85u2j71wZCS9HHOz3JmeB1WfnIu/bP63zS6lKNEEYDAwODtYvmPrNOcyY4bGZsVtPKcCZk81O6TbgdljXXGlLJZRDmKRc2OdxqdgDVaauuIVgWLzNBdyYUXAVmT3DOyX/02C/o+dcPT8k1A5AKZQ7TMbkDc4oTc55bJr0kmQkAstO/5M4EQ0y4jklm8qvClQDgdVqxoq56luNMMDl9IIgE733PYp3a1OO5fCCaplzA5GwKyhATFEUhJ6nOBJvFhMUsVqyMW2paAMiOTtTLS5ozwchMWBGcuTrGD568wlgkNf/GFaAJUUsRbjXbytNcaKU8RntIA4O1zfGLw+Ty8nKfhsEykc5KWM0ioihMeVwQBAIe25II3vORntTNAcDttK45Z4LaFW3uMalod+tjxGqEl+v7tTpQsouUmTDJmQBg8tSQj88++c+FBlFyabIjPTP2M73MAeYXJ+Y8twqcHZUiO3zkI0ZmgsESkcrkV0VeAoDXZcMiqBOVuVozTsd30xto/Y3PYC1MqhcbQRBnqJdKtrwyB0lWUBTVYgfgcVp0q3q5mH11mL21hJ7+DrlCIEveEBNWFIlUjrwk89BTVxZl/1rexlJkJkwucyiVtdp+y8DAYILuwSh/9sUX+PYj55f7VAyWicykTgnTCXjshFZAmUM6K00Rw10Oy5rLTCilK5rocOuTc62VYzUmw+IiOhM0J4XmKjA5vUiJyKzby4XnskNdUx8vUuYAqpggZ5JlZz4osoSSXTpnguTwI6fiS+o+NsSE65hUehU5E1xWrILmTCgjgNHmxFq/frFOqyiqejmpzCGjBjCWirZyo4kJLoe14puZIJpofNefouRzDHzrE8i5jF6CYZQ5LD/ZnEQ2L2MSBX72QhfRReizrTkTYskskrS4q4KTyxxKxShzMDBY+1wbVAf6Dz99ddFcWAYrm0xOmvXe4PfYVkiZgzQlINLtsKy5e5OcyyDOsyhnsruRCpkJWhlAVcocrDZdnKg2E84ETUzwISejs24vJQtiwvA1/TFFlpAzSUx2z4ztTW41E02aw+1QjNTV44CCtXFDWa+rFNmhdqxbylIHQ0y4jlldzgQrFtSJSjmZCcuB2ROcmZlQhjNBExPMk5wJC7mZWevaqHvjb5MPDZK88LJaL2exI6cTRju+ZUaz9r/mlvWksxI/fvZq1Y8RK/x2FAWii9ziKjNLWvdcuNdoL28DA4MJ+kYKExNZ5tuPXFjmszFYDtLTJuqT8XtsK6I1ZCY7NQjYvQBn6EpFHQPO40ywu5BTcRRFqW6Zg8WBks+iKNVf2JDSMTV4UVR/YyaXT20XKRUfW0iJMKCKCYoiEzv5hN6JTXTMdCaYPGq3tnwsNOO5uYgefwzR6cW1+WBZr6sU2ekHWNIQRkNMuI5JpnN6kvpKxzPZmVDGKv9yYPLU6GUOiiKj5MoLYMzl1QmZFozpdlgXfDNzbNwHJjOxk08AYK1bB4VzM1g+NJFoe3sNN+9s5EfPXCVZ5eyAyeGdi93RQS9zKEOkNJwJBgZrn77hOHUBB/fdtJ5HX+42shOuQzJZCbutuJjQEHASS+aqfv8rB1lWyOblKe4Jj9NKLJlbUwsvqpgwT2aCw6OOEbMp3ZkgVMmZoJ1DtZmedaB1MJMSxd0J2uPZ4WskLx1h5EefJ/z8DwBmKXNQA9bLcSbk4yGSlw7j2XMvgmlp5luyw68eO2KICQZLwGpyJnick8scVraYYPYEUbJpVREtKLrliQnqIMtacCa4nQuv2RMtNuwtW0l1nlT3XbcOADltlDosJ9oE2u2w8I5XbiaeyvHzF6/N86ryiE3KIogsso00k5UQhInfbilYLSasZtEQEwwM1jC9I3Fa6txsXudHkhWj1OE6JJub3ZnQXKdO3vpHli/LSes2MTkzocZnJ5uT1pRzTs5nEUvo5gAgpeMomWo6E9Tjlps7UApSKobJMVGeYHKqdn+pSKmDoshIySii04ucSRJ+9kEA4mefU19bpMzB7NacCaWLCfFTT4Es4dn3ytLfyAJRLA4Eq2OKQ3qxMcSE65jkKspMsJhFXBZVGV75ZQ5ae8hx5Iw6YKqkzMEyWUyogs3OsWE3oH6GWo6EnDFCGJeTREoVyFx2C1vXB9mzqZYfPl3dIMZ4MkuNTx0ELHZHBy28ShCE+TeexFoMuTIwMFBRFIW+4TitdW5q/erq5mjYEBOuN9LZ/KxiQlOtOnntH40v5SkBqsjxj985xrVBddI5OSSyIegEYGhs7Sy8lBTAWFiZl1Nx5Fw1MxPshXMoMhZRFBRZqnjfM5wJroIzITkzhFFOxUGRC+NiyAxcRjBb9faSxcocBJsTwWIrq6NDqusU1vr1SxYCD4AgUP/W38ezd+kEDENMuI5ZTc4EAG/h2ldOAONyYPKoIS352JhuD1tIAKPbYSWVkcgvMDxPu2giiFiCzYDhTFhutMwEl0P9OzywrYHRSLqqE+tYMkdrvXqDXeyODvFUFoetfCufe4G5IAYGBiuX8WiaVCZPS70hJlzPqGUOxcecjTXqpH1gdOkXOC5cC/HooW4eP6S2CJwseDTWqJPKwfG1sfCiKEqJZQ7qmEHtClDNbg7qPoo5E+xXn6fvq39c8b6lVExvCwkgzuFM0Lo86ONiIHDPuydea5/ZGlIQBLVbW7z0zIR8eFgfby8lrs0Hsda2LtnxDDHhOkWSFdJZCecqEhPcVnVVfTWUOQBI0bGJC2YJZQ4/f7GL3/vMEzMyEzzO6tSU25o7ECx2TJ6gfsE12kMuL9p3quUGNNRoqyDV+14SqRyNNS5EUVh0Z8K1wRhtDTPtgfPhshtigoHBWkULX2ytd1NXEBNGDDHhuiMzR5mD3Wqm1menfxnEhCt9YQDOX1NXnCfnOqw1Z4IaRqjM6/DV2itK6YSerVUVZ4JFy0yYKSaYYiNkR3oqDmeUU3H9vGFyZsJMZ4IWvmgJNmH212OtX4/v4Gv1XIhiYgKozuNSnQmKIpOLDGP215fzNlYlhphwnZLOqPZqxyopcwBwWxQUWLIQk0qZcCaMo2RLL3M4cn6YroGobn23mDRngvp+FxrCKJgsOLccxNbQPmFhM9pDLivTxYTGwsBlcLw634uiKMSSWbwuK363dVEDGCVJ5tpAlPYWX9mvVcsc1lZitoGBgUrfsComtNR5sNvMuB0WRsMpFEXh6WO9RhjjdUI6O3trSFBLHfpHlr7M4UqfOtm8NlAoc5gkeDjtFjxOa9XuycuNklPvs8I8C1zaZFpOxQrlukJVFvI0QaLYQpaQS4Ii6y0ey0GRJeR0Yqozwe4C0VS0PaTmVjA5fdS/5SPUv+X3EUwWHO171MeLlDmA2tGh1MwEKRYCKY/FEBMM1iopTUyowJK8XLhtClnFXHY99lIjWmyIDjfS5MyEEpwJXYUb2XhUfY1Zz0xQX1sN63v9mz9Mw9v/GNGmTlolw5mwrCTSOcwmQR+8NBQsldVaBUll8kiygtthxee2LWqZQ+9InFxeZmOzt+zXuh1WXUQzMDBYW/SOxLFZTXp2S63fwWg4zdnOcT79n0d4+czgMp+hwVKQmUdMaK5zLYsz4WpBTJALDRsmt4YE1TFYTbfgcqJlFcybmaCVOaTjyLk0gtVelbG32V+PYLYy9IP/R/TIz6c8JxQW34qVJcyHujCm6MGRUChLcHpncSaoj5lcPuyt27DWtwEQuO1tBO78lVkXLc3uIFI8VFJ3j1x4SH2Nv6Hct7PqMMSE6xSt/c5qKnNwWRRyikl3VaxkzJ6gGsCYLU1MSGXyDBZuVuNR9WI/OYARIJ5cuJggiCYE0YRoV8UEI4BxeYmncrgcFv0m7XZYcDssVavP1H4zHqcFn9u2qGUOnYUBWWXOBLPhTDAwWKP0DsdpqXUjiup1ThUTUlzpDQMwEl4bq74Gs6MoypxlDgDNtS6iiSzxVE4fDy026Wye3qEYLXUTk9Dpgkdj0Ll2nAn5EsUEiw3BZFHLHDKpqpQ4gDo2bvn1T2OtX8/oI19FkSbG82JO/YyLTf7nYyI4cWqZpcnpnT0zQRCnBDYC2Jo3EbjrnbMex+QJouSzyOn53RP5sNqa0RATDNYsqVVU5pDqPkPPFz+CJx8mq5hXRa2lyVNDPjo6qcxh7gt392AUTegMRdVaMmvhpquVOVSjo4OGaLaqybWGM2FZSaRyuOxTFfCGGidDVRq4aG4Wt9OKf5GdCVf7o1jMIq11xWsN58LttJJIra1e3gYGBioDIwm99R9And/BSDjF1X510jAarn6bOIOVRV6SkWVlxqr/ZLSODt9+5Dwf+ptHOd9Vemp+pVwbiCIr8Mob1+mPTRcTGoJORkJJJHn135/kQpnDfK0hQXUnqN0c0lVpC6lhrW3Fu++VIEvko6P64wtxJkiF0gjTNHHA5PJN2Z+UiiOnE0iJMCanF0EobxqsZ6KVUOqgigkCFl9dWcdYjRhiwnVKMq2VOSyPmCDnMiWHrGSHusiN9uIYu0CW1SEmmH115KOjegDjfM4ErcQBYDymvkZzJngKZQ6xKjgTJiPanEZmwjKTSOVwOqaKCY1BV9UslVrOhrvgTFhMMaGzL8L6Ji8mU/m3FZfdgqxMiJwGBgZrg7wkMxRK0jxJZKz1O4gls/pkcSyi3tPPdY4v2Yq0wdKSyarB0nOWOdSqgtMPn74KwMVuNTX/s986wnMn+hflvLQShzv2tmAtjLmmCx6NNS7ykqL/TlczE2UO85feig63WuaQSenBhNVCW63XSgHkXAZBVu//szkTFFki1XWq6HOzORNEp3dKa8jhh/6eoe99GikZweQq30VprVsHCAw++ClS3Wfm3DYXGcLkCSCYV085eaUYYsJ1ijZody6DMyEfC9H9+f9J75c+SvzcC/NuP7mFTE4xrYqWUmZvHXIqVkiMFWCe0Miu/ihaOdp4pCAmFCZlWjhfNdsFAoh2p+FMWGYSqRzu6c6EoJOh8RRyFVZBJsocrPjcaovRajpcNBRF4Wp/hI3N5d+cYVIpj9HRwcBgTTEcSiLLCk01E84ErT1k34h6/xkr3PP+5usv8/nvHl/yczQojYvdIZ453jfl3vTtRy7w3ccuzvvaTK4gJlhMxE4+Qe9X/miGE62xICYIgurM7BqIEoqlefJILy+eGajiO5ngSl8Et8NCY42TtkaPfo6T0Ts6rIFSByVfCGAsQUww2d1IqThKlZ0JAJaAKibkQwUxYZJ7QE5GkbMpxp/6zpTxf/LSYQa++f+RGbw6Y3+zOhOcU50J+cgoqa7TZIe7KxQT2mh895+BojD03U+pwY+ZJONPfRs5P3VslQ8NYbkOShzAEBOuW5bTmTD2yFdRCsGEw9//DOm+uW9ESjYNgojJEySpWFeHmOCrBSA70qP25p0nuKZzIMqGJjW4bjw61ZlgNok4bOaqTwJFmws5k0CRpYpb8RgsjEQ6p4tFGg01TvKSrP8OFoLmTPA4LWxe5wfgf/zfx3jhVHVXecajaaKJbEXhizAhmBntIQ0M1hYDhUC9yWUOtf6JiYndamIskiKeyhGOZTh5eXRNrACvRf7jJ2f51DcO83++8CwjoRThWIYHHr3A44d75n1tuuBMsFtNpHsvkh3qnJGyb7OY2NLm5013bGTb+gBdA1Eu9YSBxWvNeG0gSnuzD0EQaC+I4fbpmQlVDkZeTuSCM6GUMgeTy0c+PIScSVVdTDC5AyCadWeClIzpz0nJCMkrxwg/+13ip57UH8+Nq4JSbrRvxv7mykxQMkmUvDq2UBfQFPLhIUzOyhY/nO17Cdz5TuR0nNxYH/GzzxF+9kHSnVNdE7nw9dEWEgwx4bpFC2CcPpFZbBIXD5E4/wL+O99J86/9DYgmEhdemvM1cjaNaHPQ/N6/4ufC3atDTPBOiAnzBdcoikJXf4St64OYTSKh2NQARgCf20o4Vl2Lumh3IaeTDH337xh5+HNV3bdBaSRSM8WExmBh4FKFVZDJmQn7ttTz6d+7E5fDwgOPzr+SVA5aH/l1jZ55tiyO5s4wxAQDg9XDv//4DJ/95pE5s076C+6DptqZzgSAfVvqGI+m9ZaAigLPHF8cS7vBwhiPZmiqcdHZH+EfvnOUR166Rl5SGB5Pzpt3M7nMQbOd5yMjM7b7zIfv4jfesosNTV66h2JcvKaWOgyHFmciH0/l8LrVVfo79rZw887GGaUYdQEHokDVgpGXk1K7OQA4Nu4nHxkhO1pYFKsigmjC4q8jr4kJqUm5BsmI7liInXxSf1wLNMyFZnZ/UZ0Jgt6pTENzH2juhMmlvWIFzgQNW8sWANJ9F0l3nwUgO9KtP6/kc0ixccw+Q0wwWMNog3anfYnFhHPPY3L58d/yZkx2F/a2HSQvHZ7zNUoujWCxYQk0YvY3MhJaBWJCwZkgxcYQbXNfhPtHEyTSedqbvXicFr3ntnmSmFDjczBWhZXqyYg2J7nQAMnLR8kMd1V13walEU/lizoTgKrUDseTWSxmUbdtbtsQZGd7jS5YaaQyedLZyvMKJpdTVILLKHMwMFh1vHx2iCeP9nLk/PCs2wyMJXDYTPjdE5OXWp8qJtisJnZvqiUvKZwr5Cd4XVaeOjr/SrfB0hOOZdi3tY4PvGkXJy+P8p1fXEAUIJuXZ9xTpqOLCRZzofwTckXEBEEQEASBDU1eMlmJZ0+oq9Dj0TS5vFTdNwSkM3kchYyEG7bV8/EP3jyjBaLZJBL0OVbF2HM+yslMcG29GUQTSPmqdXOYjNnfQC6kXjvkgjPB5PIhJaK6YJDpv0R2tBeAXGR2MUFOxRDtLgRxqhBkcqpuSSkRQc5nUfJZPf+hUmcCgCXYhGh3k+m7VFRMyEdHAAWL4UwwWMvE0zmcdjMmceF9Y8tBzqYxubwIJvXi7dp8kNxob9GLw+TXaBar2kIK9ErH7KmBQkrsXBdhRVH4ysOnsVlNHNzegMc1cYG3mCcuijVee9Wtn6LdhZyKAwpSLFTVfRvMTy4vkc1JuBxTS43qAw4EoTrOhFgyh8c5VawIeG2EY5kpda+f/LeX+Nx/Ha/4OJo4WanTyW2UORgYrCpkWdGDYr/2o9PkpeKlcgOjCZpq3FMmaFaLCZ/byoYmL3UFl8Kpy6MIArz17g4u90b41++f5PSV0aL7NFg8cnmZF08PzHAa5CWZWDJLwG3jNTevZ9v6ALm8zCtvbAPmLwHI9Z6mxTSmOhMSszsTNNYXyj77RhLYrSYUhUUZ+6WyEnbb7KGQGl6ntSrtuZcbPTOhlDIHpwfHhj0AVS9zALD4G2Y4Eyw1rUjJCLnwEOZAIwiiXuqg/V6KOhPS8RltHmGyMyGCnFZ/o+5dd6rHWkCXBUEQsLVsJnHxZb0jRXZ4QkzIFZwV5oCRmWCwhilmr14KlFwGwTJxUXJuPggwpztBzqYRLOqAo9bvYDSSWvEt5ATRhKnQQmauFNwnj/Zy+NwQ73vdduoDTn1l1yQKU4SeoM/OWCRd1fct2idsp3I6rtfSGSwNiZTqBJgewGgxmwh67VUSE7K4HFNXIPweG5Ks6HkKkiRzrnN8SkeRckkUyqbcCxQTDGeCgcHqYDyaJpuXObCtnp6hOJ/+z8NFc14GRuNTShw0Xn9bO6+7dQM1BZfC6atj1PkdvO7WDdy4o4FfvNzNJ//t5UV/HwZTOXxukE/+28ucuTo25XGtE5Dfa0cUBT767ht4xys38+a7OgAYmqcEwPHy13mj4/g0MWF2R0tbo0ePmrpxRyMAw1UOQFQURXUmlJAd5nZa9PvcakZvDVlCmQOAe8dtwNzj2EoxBxqQ03GkdAIpGUUBLDXNSMko+dAQ9ubNODbuI37mORRF0csc8kXEhOxwd1FxQHcmJKPIabWUytG2g5bf+Cyu7bcu6PztLVv03A/Hxn1kx3pRZNU9k7x6HExmbPUbFnSM1ULJYkI8HueNb3wjvb29M577/Oc/z7333stb3vIW3vKWt/DNb36zqidpUH2K9bdfCuRCyYKGJdCIpbZ1TjFByWWmOBMyWWlVTDq03IS5nAnff+IyHa0+3nDHRmBiUjU5LwHUModcXq5qe0ittsxS2wqAFDfcCUtJYo7cklq/oypOlGQ6N2OCH/Cof0taBkffSJxsXmY0PH/d62zEUzlEYWZLrVJxGJkJBgarCi1Y8S13dfC+12/n0NkhPvLZJ6e0d5UkmaHxZFEx4d2v2cYrb2yjxqdejxKpHM21btxOK3/+67fw7ldvJZ7K6flOBktDNKF+3qeuTBUTQtGCmFAoV2mudfO+1+/Qv9u5xG8pGcWUDhMQE1gFCSWr3tvmcibYrWY9+PD2vc2FY1TXmZCXZCRZKem+5XJYFqUT0lJTTpkDgHPLTYh296LY9bVOB/nwEHIyhmJxYHL5kZMx8tFRzIEGHBt2k48MkxvpRslnMbkDSIkwcmbit5Ad6yc30o1zy40zjqGVMkjJiJ6XINpc2Bo26A7pSrG1bFX3Z3fh3nkHSHly4wMoikzi3PM4O/ZPWbRby5QkJpw4cYL777+frq6uos+fPn2av//7v+fhhx/m4Ycf5j3veU81z9FgEUgUqdVeCpRsZoYi6tiwh3TfJV3Rm47qTFBfo1kiV0UIYyE3QbTNLiaE4xk2tfp1F4LmTJgpJqgDrmqWOph9dWAy47vxDQBI8XDV9m0wP3OVBtT6HVX5jacz0oxVl6BX/S1pq4hX+1VlPZWRSKQry01IpHI47RbECsumTKKAy242xAQDg1XCwNhEsOI7XrmFP/7VA4TjGa70hvVtRsIp8pJCcxExQcPvsevXjaZJHR9qCvd6rW2kwdKgiTfTS0zCBWdCwDt1/GazmAh4bHOKCdmhLvW1pgQ2aWK7uZwJABuavJhNIge21SOKQtVDGPUOEyWUObgdljVxf1LyGRDNM7IFZsPkcNP24S/h3nNv1c/FXBATcuEhpFQUxeooOAkUUGQsgUZszarzRWsj72jfo79GI1kIcXdtuWnGMQSbE0Sz2m6y0Aq9WhN8e/MmQMC+bjvW+vWAmpuQ7jmPFBvHveP2qhxnNVCSmPDAAw/wF3/xF9TXF1emTp8+zZe//GXe9KY38YlPfIJMxrBLr3TiqWzFluSFMN2ZAGBr6kDJpfW2L9NRchNtaeoC6gBjNQThaM6E2VJwFUUhnpz6PbidszkTNDGhegMr947bafudf8Xeqqqr+fh41fZtMD9zigk+B6NVKGtJZvIzBkoBj/r3pwVmdfZF9OcqFTCqUTblclhWhePIwMBAdSaYTYIu8G/boJb1XZl0PdHcC8WcCRomUdCvSc21EzXPiyGgG8yP1jb8fNf4lMDDUEF8nhykqdEQdM4pJmgBz3YhhyleqCX31ZOLjM55j3v7KzbzO2/fi91qptbvqHqZg+aicZTqTFgD9yc5l0Es0ZWgIVpsM0Ipq4HmdsiHhpCSMRSLU884AFVssDVuBEEkce55AD3DIReamC8kLryEralDXSCbhiAImJxeNYCxymKCaHcRvPfd+G55M5aaFhBEssPdJM4+h2C26mXc1wMliQmf/OQnOXiw+IeSSCTYvn07f/Inf8IPfvADotEoX/jCF6p6kgbVZzkzE0TL1Mm1rUm1+GcGLhd9zeQARk1M6BmKFd12JWH2qhe22coc0lmJvKRMScD3FgIYzeapE0CtrrSaYoIgmjB7Apjc6iBQihliwlIyd5mDnUxWWvBKSKpIPai/MHAPxwrOhL4IZpN6KxiZtPKTzuTJ5kpLz66G08m1RlZ+DAyuBwZGEzQEnZgK146Ax07Qa5/iTJjsXpgLrbtD82RnwiII6AbzozkTsnmZi91h/XHNmaDdPybTEHQxOKcz4drEP8a6ALA1b0LJJPUJXjG2tAV41U1qwGNDYG7BohLSBTHBXkpmgsNSGLMVDxpdLSi5bEltIZcC0e5CdHjIjfUhp6LIVqeecQBqGbRodWCpbSE3pnb1cGzYDaC3jsxHx8j0X8K59eZZj2Ny+QqZCQUxwVa90gP/bW/D0bYTsdBxLnH+BeKnn8a56cCidMBYqSysYARwuVx8+ctf1v/9wQ9+kI997GN89KMfLXkfp0+fXuhpzODIkSNV3+daIhJPk4iGSvqcqvlZ+tNJRsIRuifvU5Hxmyz0nHiRVHZmn3pfKslIOKq/pjFg4dEXL7PBV3lg3FJgHongAQZHQ+Cf+TlGEuqNbGxkgCNH1PcyXui1LeezU7bPS6p6f/r8VWotVU64VhT8gom+y+e4bGqq7r4XibXw9332svpdX710ntG+qeJRpJCM/fQLR2nwVz5JjyfSxCJT/84VRcFiEjh/uZu2/T4udo+xod7C5YEMR05eQEypN+2v/WIYj8PEO+6omfc4gyPjiKKwoO9FyWcYGE6v2u92tZ63gUElDIwlaKqdmp7e0eqb4kwYDacKzoO5k+CDBeFgcjnEYgjoBvOTTOdx2s2kMnlOXxll50b1+h+OZXDYzEXzBRpqnDxzog9JknVxaTLZoS5yJicWKUl+6CoAtubNJM49Tz4ygqlICv+MYwSdHLs4d1lEuWhlDqUEMLomdRzyFXFnrBaU/MoREwC1PfyVY6AoKIGA7kwQzFZM7gAAtqZN5EZ6EB0ezN4aRKdXdzInrxwDwFUkL0FDdyZkNGeCc1Hei7V+PYnzL2Br6iBwz/2LcoyVyoLFhP7+fp5//nne/va3A+pA1Wwub7e7du3CZqvej/vIkSMcOHCgavtba8iyQvbbvbSvb+HAgW1zblvNz1JRFDp/nqOxpY3gtH32nenALsXYMe1xRVHofGTqa+4LXeQbPz3Huo1qB4SVSna4lt6jD9Da3sFlmPE5dvZHgEF2bt/EgT1qwFDK3MePDx3G43bO2N733yPYXAEOHNhX9XPtfjGIx22jfhX83ayVv+9r0UtAmFtvumHGyogzOM6Dzz1DfXM7B7ZX1lpIURRy3+lj/bomDhzYMeW52kcexeLwEUvJJDMy9960mc4fncHprdO3/dT3/5vBUJ6du/bOu3Lz7088QVOta0Hfy0tdJ3j8cE9Jx1tpLNZvMpPJLIrYvpqJx+O8613v4l//9V9pbW2d8tznP/95vve97+H1qqtb73znO40Mp0VAURQGRhPsaA9OeXxji48j54ZIZ/PYrWbGImkCHtu8WSp1AQcmUaAhOCEm2CwmPE4Lo0aZw5KSSOeo8anfx7GLI/zKfWoZZCiW0ctRptMQdCLLCiPhlB6aqKFIObKjvYx5d9IYPkFm4AqgOhNADWG0NbbPe171QSfj0TS5vDSlbfZC0Moc7Nb597dWxIRKyhwWE9e2W/TMA6V+ux6YaPbX66UVtqZNxE8+gdmnlkVYAo16e8h07wVEhwdL7bpZj2Fy+ciFBpHSCTCZEcyL8/6Dr3wvnr2vwNGxD0G4vpolLvjd2u12Pv3pT9PT04OiKHzzm9/kvvvuq8a5GSwSyUweRam8J3zFSHlQ5KKqqK1pI9mhzpkhjFIeZGlK7sAdhWTf50/2L+rpLhRzsAnHxn3Y120v+rzWms/jnPgePI7iAYwANV7Hoq3SmNxBo8xhiYmncphEAVuRgUyNf+H1wrm8mlRdbNXF77ERjmUYDKm/wY5WPzU+u97HW01Rz5PNyxy5MP9qULwK3WHu3NdCJivx0pmZbZ8MDMAIg14pROJZUpn8jPKFjhY/sgLXCm1mQ9G07jqYi7fetYmPf/Dmol2Mxg1nwpKSSudx2c3ce6CVM1fHePqY2sEtHMsULXEAVUyAiY4OipQjlUrzl195kWvnL4CcZ9CxkbwiIkVHEawOrDUtwPwhjBPHcKAoMFzFvCy9zKGEzIS10r5YyWUQzCtHDHFuOgCi+vnLVgeiww0IWAKN+jaa8GTxq6XD1tpWskNdKLJEpu8C9pYtc2Y6iE6v2s0hncRkdy1K/oN6fg04N91w3QkJsAAx4UMf+hCnTp0iGAzyiU98gt/6rd/ita99LYqi8IEPfKCa52hQZbS6ZLdjaVf/5Jw6KBCLBBLaGjtQchlyY/3zvqa5zs3GFh/PnljZYoJottJ0/59ha+oo+ny80OZxcmbCRADjzAlm0GdftDAqk9tP3mgNuaRouSXFbmxBrx1BgNFw5QNpPVyqiJgQ8NoIxdL0jmYRBWhv9lIXcOrBppOzE148VTwYdTLVyGDZ2V5Djc/O08f6FrQfg7WLEQa9MhgsZCE0FylzgIkQRnU1e34xoS7g4GARB1bNIt7zDIqTSKuded5yVwdb1wf4wvdOMhpOEYqlZ/0uNTeC9rsYevDT9P7gnzh8bogrp1Rn1ahYR1xQtzO5fIhOL4LFNmd7yGLH0EI9q0GqjG4OrrUiJuSzJbeFXApMdpeeg6BYnAiiCUvdOmwtW/RtbPXrESx2LEF1IdHRcQNyOk7y0hFyY33YCiHisx7D6UPJppESoarmJRhMUNZs8vHHH9f/f3JOwmte8xpe85rXVO+sDBaViRT5pb2gTPS3Le5MAMgMXMFaN2FXUrLpoq+5dXcT3/zZeeKp3LJ0pagGseTMAD5PIYDRUqTusMZn52L34kz4zZ4g6WuGnXopmSu00GwSCXhsCxpIzykmeOycvDSKIglsXhfAabdQ63Nw/prqTtFWmDY0eTl0dpBcXi7qlgG1l3wqs/AARlEUuHNfCz9+9iqxZHaKyGZgAGoY9GxMDoNuaWnhf//v/80XvvCFsvKbwMhwKoWTner1YXSgkyPJXv1xRVFw2EReOn6FBts4Q+Nxat1Sxe9fySUYGE3pr3/q2ZdJZmXqfavznr+YDIayXB7IcMeOmblTxZjtOxmPxLEKFo4fP8ard1v5wk9y/Ot/Pc9oOEGTTyn6OllRsJgFDp28Qq1lDG/vJTKyCdhCvPcSimDiSkhhs+LCL8RIK2aOHj2K1+pi5Nplukr4fSQzavDh80fOIUz6zS2EC4XcoksXzjHUM7egMBxRx2unzlxAifdMeW41/X17wiEUm3NFnbPV0YgLUKwO9bxueA/DAJPOUbz5fYzbPXQeOQJ5Bb8g0vfzf8MMdCfg6hzvxzoSwgXE+jtRTNYV9d4Xi6V+j6urMNWgKkw4E5b2hiwXhIHp3RwAta2KyUx2tKf4a6alomoqdSiaXrViQlwvc5iYNGn/by5W5uBzEE1kq1ozqGFyB5HTiUI93cqxwK1lEum5V/NrfI6KWzXCpHrQomKCjXgqRyINb9+r9keuCzh47mQKWVb0ft5vvnMjn3vgOGevjrF3y8y2S6CWTQG4quB0umt/Cw89dYWnj/Xxhtvnr6M1MNCoRhg0GBlOpTCYugqMc8uN+2dY3zcfeo54Ns+evftJfauXrR3rOHBg7pXD2bgwep5jVy+wd99+Thw/xvFeC4fPDfEf/99rKrIq5/IS/+efn+O9r9s+6/VstfKlh07x6PFh/sev3DGvbX+u36T8o5/R0lSvZzMdvvYy5zrHSWcVtszxXW58/mmSeRM33HADnY8ksSsKAgouKYY12Ijd5COV8YE0iLe+mS0HDtB/pgEEkW0l/n186ZGfgcXHgQP7S9p+Pnril4EwNx3cP68YPhZJ8YX/foT6pnUcOLBBf3y1/X33HP4PrDX1bF1B5yzv3kk44CZkX1/yZzlw5RekOk+CILL7ntfP2Tkh4ZEZOvMTTKkwjvU72bKC3vtisBwZTtdfYYcB8ZQ6iV3qzIS5nAmCaMLsrZ1heZtNgNCCgEKx1VtPGU/lMJuEKeE/dqsJs0nAainuTIDFSbc2e9TUXMkodVgyEqkcLvvsg75av4PRBXzXc5c5qL8lRYF9hUF1rd9BXlIIxzOMhFLYrCbdetw7PHsrVq1cpxqi3qZWP1vXB3jwsYslt6U0MAA1DPrBBx/U/11JGLRBacxlD2+pd9M/ktDvzaWUOcxGjU+tkx+PqvvqHooSjmcqtroPjiW50B3i0cPdFZ/TSkXFMJigAACpCklEQVQTnsOxhZX2JDNqNweNO/e26G0hZwtgBNXF1tkfQUpGQc4jKhI+MYkzO4450EgmK5GyqGUwJpe/8F8fUjIy6z6n09bgobuKbcFTmcLvuIQARndhoUdbBFqtqK0hV5brT7TaCd79LigjGNG5+SCgdlCYrwWj3m5SyhtlDouEISZch0yUOSyxM6GQfyBYi9+QLL66GWKCor9m6oBEWw1Z6I1zOYkls7gd1ikrLIIg4HZasZhm3txqF7FVltaCJ2+EMC4Z8XlyBmr9jqqUOThncSYAmE2wbb2ayF4XUH9fI6EkQ+NJ6gMOfG4bFrOoBzMWQ7+eLDCAEdTf/3tfu53RSJqfvdC14P0ZXD8YYdBLRzqbRxDUjgvTaa51E0/l9BDGmhICGGdDF9DDaRRFoW9EFRHOX6tM9NZEieMXR5BlpeLzWolo12jtPVZCXpLJZCWck67lB3c0YC18z/45uhi0N/uIp3KMDQ7pj9WKMYJCFMVTTyYnkbGokzqTq/Bfpw8pUbqYsK7BQ89QDEWpzneXzuSxmsWi7SynYzWLmE2ifr9brSj5lRXAWCnOTerKu32evASYJCYAot0QExYDQ0y4DomnNFvyEjsTsurEv1iZA4DZV08+PDXZd8KZMPXip93UVrOYEE/m9MDFybzrvq286qaZbW4mT/aqjdmtTigNZ8LSkZinA0Ktz04ynSeZrmzwMl9mAkBbnU0fKNb51d/XcCjFSChJXcCJKArU+hx6MONs7wOqdz3Zu6WOPZtq+e5jlwx3gsG8GGHQS086I2G3moqWGjTXqYP101fGgLlXs+dDFxOiKZIZWb/WXLhWmeitCfHhWIZrg9GKz2slojkTQtHKx0TaPWOyY85hM3PjDtWhpjnairGhSZ2wDXRPBOhud4xhFSSiYoDRUArFqY4zNGeC6PIhp+Izu3jNwroGD8l0fkGCyWTS2XzJbYjVhR7Lqg1gVGQJRZGRc9kV1RqyUiyBRmrf8Nv4bnnzvNuaXD79/w0xYXEwPIDXIYlUDkEovmK5mMhzlDmA2ldWSoSR81nEgt1pNmeCx2nFJAq6/W41Ek8VD5mbrVZcExOGFkNM8NUCkAsNzbOlQbUoJTMB1AGws4JV//QcmQm1fgeCAB1NE39XLXVuHDYTJy6NMDSeYvM61a1SF3DM6UyIp6vvdHrtLRv41H8epmcoRkerv2r7NVgbGGHQy0s6m5+1Lr+lTu3wcPrqKEBJrSFno9Y/cQ1Ukur1zGIWuVBhEPHkSeixC8O0N/vm2Hr1kMtL+sLKQibamljjnFZ+9/rbNnCxO0Rz7ewTsfZmVUwYGxxEWwfe5x6EDBwdgHA8Q9u2bTAs6qn8JqcPUJCSMcxu/7znt65B/W31DMX0++NCSGelksUEUN13q9WZ0PvlP8C17Va1NeQaycXy7ntlSdsJVgeYzEaZwyJiOBOuQxLpHE6bGVFcnF6rs6HM0RoSJia0+cio/thsAYyiKOBz2xakwi83sVmcCbNht5rxua1zrhJXimhzYvLWkpsWgGmwOOTyqp10rpwBbSBdaQhjcg5ngt9j49O/dyc3b5lo7Wa1mDiwrYHnT/YTS2Z18arW75jTDbMYZVPrGtVE8r6ReNX2aWBgUB3SmdknYQ1B1dF0uTei3qddlU9c3A4LVouJkVCKsZh6PbtpRyNd/VHS2XzZ+xuLpHDazaxv9HDsQmktCVcDk0sfF5IjpZfGTROv92yq42sff7WeG1AMp91CQ9BJfEz9XMOyg5qM2r770fMZTKLA/gM7aPu9L+Jo3wNMrBjLJeYmrGtQ7wvVyk1IZfI4SshL0FitzgQ5kyQ32kvy4sugyAhlZBOsBQRBKAhXYLI7l/ls1iaGmLCGiJ16iuxY/7zbVaMnfCXI2XmcCT61d3g+MlHqMFdoo99jW93OhGS27NC6+oBTb9tXbay168gOq8FUwz/6Z8af+OaiHMcAvXRhbmeCFrhZmZgwV5kDwNb1QcymqYLibbub9Zal9QH1plsXcDAeTZOX5KL7WYzuMM21LgQBeoeXX0z4tx+d4f9+/dByn4aBwYpBdSYUn4SZTSINQSeyrOB32xa0aCEIAh0tPs52jjEWyyOKAnftb0GSFa70ll5rrzEeTRP02tm/tZ4znWNrpoxqsnNsIQssszkTSmVDk5dsdBzF4mBA8iOgkEdkNO9g96Za3A4LZk9QL4/RatlLzU3wu214nBZ6hqpzX0hnSi9zAPV+vRqdCbnxAQCyw9eA2cfgaxntt2aUOSwOhpiwRlBkiZEffZ7ISz+ad9vlEhN0Z8IsmQkWn5oqPzmEccKZMPPiF/DYCK/ybg7Fyhzmoj7gXJTMBABr/TqyY73IuQyJs8+SuPDSohzHoLTVfE1MqLSjQzojYTYJWIq0GZ2NA9vrMRfCqBqCBTHB70RWYHyW80ikcogC87YjKwerxUR9wLkixIRD5wY5eXl0/g0NDK4TUpnZyxwA3Q6/kBIHjRu21XO5N0zvaJaGgJMd7TUAXKgghHEskqbGZ6ejxUcuL+stcFc7mnvNaTczvoAxUXIWZ0KptDf7MGciZMxuxiTVRZA0B1AQuWVn44ztNWdCqR0dBEGgtd7Dld4w0izidjmksxKOMu5b7lUuJmhcj+2/td+aUeawOBhiwhpBSkRAkcmN9c27bTyVw+1YepvTRGZC8WObPEEQTVNCGOVsCkxmBNPMm5vfY1vUAMbz18Z58mjvouw7L8kk0/k5bYPFqA86GQ6lFiWJ2lrXBlKexNnnUPJZcuMDyPnV3QZppRIvQUywmE343baKyxxSmfysroTZcNot7N+qinpamYMe/DnLeSRSOZx2S9XLplrr3fQts5iQyUn0DceJJbMVB2EaGKw1MllpzmtLcyE3IbiAtpAaN2ytR1GgcyhDU50Lv8dGrc9O10BlzoQan0MvIVuMksHlQLtHbGr1E1pAZkIyrYkJlQnDd+1vwSum6I2ZGJNVMUFy1SIIcNPOphnba9bzcjo6HNzewKWeMB/5+yfpH13Y/SGVyeOyyijSzGu7IktEDv1EX9AC9X69WsocFEUmceFlFFmaISastNaQS4HhTFhcDDFhjaCl8JciJqjOhKXP3lRyaQSzFUEsbo8URBNmb80UZ4KSy8yaseB3q2UO1WoTNJ3vP3GZf3rgOLm8qoCnM3k6+yOcujLK5Z6FKeOVWsMbAg5yeZnIIpR3WGvVDhLRY79QH1BkcqOLI6Zc7+hlDvOsANX47RW3Aq1ETAD4pbs3cee+Fr3jQ51/7i4i8XmCJCultd5D70h8WVu4dQ9G0Q6/ViYeBgYLJZXNY5uj1rylis6ETa1+vC518qOFO7bWe8p2LcmywnhELXNYaB7NSmMknMLtsNBU61pQmUOp96XZWNfgocGRIyw5yDlUB0lzRwd/81u366L0ZESHCwSxLDHhHa/czMfefyN9I3F++nxXReepkc7muTf0PUZ+/IUZz2X6LjL2yFeJn31Wf0xzJizWmLMSEhdeJnbySRRpaoZI8tIRhh78OxLnXyQXGsDkqcFS2wqwJlpDlovuTDDEhEXB6OawRsgXxAQpEUZKxTE53LNuO19/+8VCyc6fImv21ZGbVuYgzFIWEfDayUtKReUCpTASSpLNSVzsDiHLCh//4vNTJja/8ZZdvOWujor2HUuqK/6eMgIYAeoK1vOhUHLONk2VoN5oBDJ9FxEsdpRcmuxwN7bGjVU9jgEkCu1Z5xOTan2OijMyKhUTdm+qZfemWv3fupgwhzNhMa4nLfVusjmJ0UhKz29Yajr7J9rHDYeSrC+0P0tl8iiKUrEd2MBgNZOe59rSpDsTFj5pEUWB/VvqeepYr14+0drg5rFDPSiKUrQ9ZTGiiSySrFDjs1PjU7vZrBUxYTScotbvIOCxE0lkkCQZk6n8tULNmeCowJkgJSKITi9OOUFSXIfob4QIuOpbaeqoLfoaQRAxOb1IydLbdAqCwK27m6n1OxYcwC1kEtQq3aR7Z+5Hyx/LDl3TH3M7LEiyopZHLHE3tNkY+8W/kY8ME3rmAZrf+wnMXvWzTl46DED62hly4wNYgk1Y/A3kRnvXRGvIctGdCTYjgHExMJwJawTNmQCQG587hHHZAhhzmXlrtcy++qkBjNn0nM4EYNFKHUbD6orwyUsj/OLlazhsZv7kfQf56/95Gy67mYHRRMX71qxy5ZY5NBQmVSPji9DRwWrH7FdDMF3bbkYwWciOXJvnVQaVUEqZA6i5CVoA4zPH++gpI8U6VWa41GzYbWY8TuucYkI1wxc1WuvVCclS5ybIssL/+/ZRDp8borM/opdvDE8SdT73X8eMUEaD65Z0Vpo1gBFgfaMHURRomqOVYDncsE29L012JqQy+bLaIGrX0aDXjsUsEvDY5mx5uxr45wdP8O8/PqOLCUGvDUWh4mDqZDqHKArYLKV3OACQ0wm6/+l/EH72QZBy3HHrdt7xy/dQ98bfwb3rrjlfa3L5Ss5MmEzAY6+4c4W2KNQi9SIA+fAwci5DPh7Ss6K0cXR2uEt/natQHrySchOkZAT7uu3kw0Mkzr8IgKIoJC8fBSDVc1YXE2ytWwGuu24OAK4dtxO461cwuQPLfSprEkNMWCNMERPmsKZLskIqk8e9hCtq8TPPkh3pUcscZhEGNMy+OqRYSK9hk7PpWQMb/Z6FiQlPH+vlSm+46HO5vKTfkA+fH+LF04PctruJO/a2sHdzHbV+R0Up+7Ks8MOnr9AzqE4Ky2kNCRP160OLFcJY1waAvW0nltpWvbvDUtEzFLsuatNLbadY63cQS+aIJbN89ptHePDxSyUfo1JnQjHqAo5Zbf6LJU5OiAnVaQNWKqevjvL44R6+/t9n6eyPsrnVj9UsMjTp/V8bjNFrtK00uE5JzxPAWONz8Pk/upc797VU5Xh37W/hrbcE2LNZzXNZ16BeG8oRV8cKwoMWbFvrd6x6MeGl0wN8/8nL9AzFqfM7dLdiOSLLZJLpPC67uWS3h0Y+EUGRcoRf+AEAja3NrG/y4dn7CkTbzPKGyZhcPqRE6c4EjYDXVtH7TKRy3P9nP+GFUwNsFLSyYIXcWD+RFx5i6MFPISUi5HRnQpde1qCJ5islN0HOplFyGZybDmByB8gMXAEgO9SJFB/HUttKbqQHORXDEmzCve0WfDe9EVvLlmU+86XH4m8gcOc7y/5tG5SGISasEfLxkFoLJJrJzpGb0NWvKsD1waWx+iiyxPAP/4nISz9Ezs7vTFA7Oijko2Pq63NphCKdHGBCTKhUnf7C907OOjnTXAkBj42L3WFSmfyUgVHQa6/oRnZtMMqXHz7NFx86BVB2eYbTbsHjtExZJa0m1jo1N8G+bjvW+jayI0snJiTTOT7y90/yP/7vY/zwmSs8dqiba4PlDzJWA4nCCtBcq3uAXtt75NwQkqyUFUhYVTHB75jVEhxP5SoO7JoLv9uGy25e8hDGX7yk/ua7BqKc7RyjvcVHXcAxJfl9NJwiFF28vBYDg5WKJCtk8/K8rqd1DZ6KrPbFMJtE9m10YSq4hFrr1XC/clxLWjeaGl8hWNbvXNFlDoqi8J8/OzdrmVsuLxGKZVAUNdBZLXMojIkqtP8n0jkcFSw0yRn1HLVW3iZ3sOTXik5vRc6EoMdOqIKFpP7ROMl0nkNnB9lq6SdjV7MdcmO9pPsuApAZuFxwJgjImaSe46WJCSvFmaCVh4hOL7amDjKDVwE1LwEgeM+79W0tgSZEu4ua+z5wXXZzMFhcDDFhjSDFQ2rASrBxzhDGw+eGgAnb4GKTj46BnCcfGVGFgVlcBhqazV7r6DCXM0ELiKvEmZDLyyRSOfpmWV3UBhn3HFAn1z63lT2T6siDPvusrfLmYnBMLY3IZNX+1pXYw+sCzkVraeW54T5qXv3rWIJNWOvakGLjSKmlmcwNjSfJ5WUE4MsPneYfvnOMT33j8JIce6lJpHK47JZ5VfLawsD3xTODgLpKX+oEttrOhGK/uXRWtRo3BKsfaqS1AVvKMod4KsfzJ/u576Y2fG4rigLtzV7qA05dwEukcqQyefKSvGJWqAwMlopMtlBXbyvPCl9NAh5VaCzLmRBJIwgTixCaM2GlCoIjoRT/9YuLPH2suNNUC+bd0a5O3OuDTt2ZUOkCS6rgTCgXOVMo+RTUKUU5VnKT01dWAKOG32sjkcqRyUllvU5z2A10dVFrihNpuRUEkcxgpz4ZT/ddJBcaxL5uG6C6E2Dit7NSRCjtczO5fNgaO8iN9iFnUiQvH8HWvBnnphv0kgZLcGY3jdmQZYXBsQQjoVRVWnAarH0MMWGNIMXDmN0BLDUtc4oJh84NsXmdX5+ILzb5kDoJykVGkHOlBTBq2wNzlka4HRZMolBRfWA0ob6mb7h4Wrxmf7xrfwtWs8gde1umrLIEvXbGY5myk+a1VYZ7bmjF7bBUJCY0BBdPTLD46vHd+HoEQdBLHsIv/IB074VFOd5kBsfU9/TxD97Mv/zJK3jHKzfTPRir2LK5kik1Z6DGr/72j55XxbVEOl/y732+kLRyaAg6SabzenCoRt9wHEWZsB1Xm5Z695KKCU8d7SWbl3n9be289tYNAGxs9hVasqq/z8kDyYW0YTMwWI2kMqqYYJujzGGxqURoHI+m8bttmAv38Vq/g0xWWrGCYDShXmtnK8XQJsXvum8r//vXbuTW3U36uG58Ac6ESkJlNWeC94ZXI9rdmL01Jb/W5PKhZFN66/BSCVa4mKRdv90RtSQg17QLS6CBxNnnoNARIXH+RZDyuLbdAgh6bkJznQtRqDzHp1zhYz40R4fJ6cPW1AEoxM8+S6b/Eq5ttyCYLNhbtwIC5kBDSft8+OkrfOhvH+VDf/MoH/zrR/jDzz1d9fM2WHsYYsIaIR8PYfIEsNa0kAsNzWgTAxCJZ7jYHeLG7aVdVKpBriAm5KOjapjifGKCpwYEUQ9hlLMZRGvxmjtRFPC5bXPeTC52h/j2z8/PWH3QbtTZvFz0Zq3dcFrr3fz9R+/mfa/fPuX5Gq8dWVaIJMq7kQ2OJXE5LPzBu2/gqx+/ryIbaEPQydBYctFb5tmaN2Ny+Ym88BD9//HxshKX50NRFP7k88/w6MsTZRRD4+rqRlOti9Z6D7ftbgbg5OVRfZvO/gjD4ZU5+CuHeIntWTVLbioz0Yqt1IFMNZ0JTTWq82B66GhP4VzWFWzH1aa13s14NL0kORqKovCzF7rY2Oyjo9XHL9+7mY/8yn62rg9QH3ASiWdJZ/JTrheV2GwNDFYz6YKrzjFPidZi09rgLitPZXg8OaVVpZY/tFJWmaejiwmzZNVo16H6oJPb9zRjs5iwmEU8TmvFImcyna+oZE1Oq2KC75a3sP73v1qWjd7kVFv2yWWOL3QXRpnvVfvc2s3DxGUb5kALltpW8lF1nOFo36PnjlkbN2IONJApOBMsZhMNNS56KsjxOXV5lPs//hM6+8t3YcyG9pmZXF6sTWrXrfEnvwWiCffuewDwHnwd3oOvQywhdFGSZL7y8GlcdjO//ct7eN/rt3OlN8K//ehM1c7ZYG1iiAlrAEWRkeIh1ZlQ2wqyRG58YMZ2R84PoyhwcMcSiglhtawCSS11mC3/QEMwmTF5gnqNmpxLz+lmCHpts67SK4rCv3zvBN965AJXeqdewCOTVneLDUhGwyk8Tgt2q5n1jd4Zar02KBkrs9RhcCxBY40TQRAqbivXXOsim5cZrSAAshxMTg9tH/kKTe/9K1BkPR24GoTjGc52jvNvPz6jTxQHx5K47GZ9xb69xYfbYeHkpYlWoZ/+z8P8+FCo6D6Xg66BKJ/46otky1TuSw0ttFlMeq7GzTsbgdLEhFxeIi8p1RMTCqns/dPEhN6hGKKgrtgsBloI42zlSNXk9JUxugaivOnOdgRBwGEz86qb2hAEQc+YGQmnDGeCwXVNuuBMqEanmIXQWu9hPJopqX49Es9w6sooezbV6Y/pLW9nmawvN9GCC2w2sUN7XMvV0aj12ysOlkymczhtlTsTRJsTwVTe78LkUsWEcksdAhVmZmmfzQbzKNfytTjsZqy1req5eGtxbr5R39Za04KtYQPZ4YmuVuvqPfSWUV6j0T0YJZeX+f4Tl8t+7WzoZQ5OH2Z3AJMniJyM4tx8ELPbD4Br683UvubXS9qf5jp65Y1tvO62dt7xyi28+a6N/PdznZy4ODLPqw2uZwwxYQ0gJ2MgS5jcAWwNGwD02i9Qb6Sf/+5x/u1HZwh4bHS0+Jfs3LQyBwBFys2afzAZi69OzVhQlDlbQwLs3FjLmavjRVcuj10c4XJBRHj00NQgwXB8wq5dLOBtpNBqaTaCFaYmD40naVhg+GVzoT3WwEjlrSlLRRAE7Ou2Y3IH9b7F1UAbwEUTWR56SrUbDo4laKhx6TkCJlFg96ZaTlxSfwtjkRQ9Q3HGYjNdN8vFycsjHDo7VHab0HLspLWFUodbdjZhtZhKCiTU+4VXacDfWONCEIo5E2I01riwmBdnlVILWluKEMYfPXsVr8vKXftbZzxXr3VRGU9OFRMMZ4LBdYbmTJgvPHaxaWtQrw1dA/OvaD91rBdJVnjlwXX6Y9r9faV2dNBKMWdbLBkJp/C6rDPaODbWuPRspnJJpvM4S3DMTUfJqJ/hfJ0biqGJCflEuKzXTXSuKL/MYUujjXoxQle+DrvNrC7CAfaWzdiaNwGqMCI6vVgbO8iHBpGSqoCwrsFN30ii7CwBbcz59PG+WUM1y0VKRhAsNn2MrJY6gHffqyraXzIzc9zwa6/fgUkUOHHZEBMMZscQE1YZsVNPMfyjf57yWL7QFtJUcCYIFjuZ/gn188XTA/z8xWtsaQvwv957UO+bvhTkQkOYvBPBhfNlJoAawpgPD6Pks6DIc4Y23r6nmbwk8/LZIf0xrZzjv35xgRqfndv2NPHk0d4pq8fRgjPBbBKLrvSOziMmaPbzckIYZVlhaDxJ4wLD6pprVTGhf3RpaskFQcC5+QDJq8dQ8tWxm2s30w1NXh566jKxZJbBsSSNNVOFlr2bahkOpRgaT3KqUO6QSMu6gr7cJFLqeZS7OlJqZgJM/NY2rfPTWleatVe3IlcpJM1qMVHjc8wYpPYMxVnXsDglDqAOjEVRWPTchOHxJC+dHuA1t6zHWqTHuiYADoeSqtDos2M1i2syz8PAQKNnKDbjWptaIc6ErevVkL+znWPzbvvYoR42tfpY3+TVH1PzE4QVX+aQTOenuC+08sbRcEov1ZhMY42LofHyyyBlWSGZVoOBy0XOJBCsdgSx/PuNxa86ZfPhoXm2nIrPbUMUKnAmhFLcUJNAFFCdCVYz1lpVZLI1b8HasAFEE5Zgc2ExRQ1hTPecA1S3XF6SyxYEwvEMNqsJAXjoqeq4E6RkFJNz4jft3n47jvY9ODburWh/qSJigtViIuC1r9i/E4OVgSEmrCIURSH87HeJn3x8iiVMKogJZncAQTRha2wnMzBxsRoaT2ISBT72/hvZ1VE7Y7+Leb650CCO9bv0x0pxJpi9deRj47q1zDJHcMzW9QGCXjvPn+zXH/vEV1/kD//xac52jvNL92zidbduIJHK8dLpCZdEJJFFFAU2tngrEhP8HhuCUJ4zIRRLk8vLMybM5VJTmMhMt5wvJs7NB1GyaVLd1amd05LxP/CmnaQyEkfODxcVWrS+4i+eHpySnVDpyku10QZ55a5Ql1rmAOrgxe+x0VjjpLXEQMKJQUFlpTTFaK51TXEmSJLMwGhcL0VYDCxmkcagc9HFhLOdY8gK3F3ElQBq5xi3w8Kl7rB+bQh47RV1kjEwWA1Ikswf/MNTunNMI6NnJiyvmOBz22itd3O2c3zO7boGolzti/CKg21THhdFgRqfY9HLHM5cHavoOhFLTLgnNfdENJHl/j/7CS+fHWQklNS7/UymscZJLi+XLXRGE1nykqK7LstBziQRbZWNa0SnF8HqIDc+OP/GkzAVMrPKaYOZl2RCsTQtgprJ1S3VYreZsTa2U3PfB/DsfQWi2Ypr6004OvYBYGvehGCyTIgJBfG8nE4iAOFYmsagk1t3N/Hsif6qdBGREhE9cwLAvetOmt79FxWJOlBcTACo9dnLLuk1uL4wxIRVRKbvgp6FkO49rz8uTXImgBqclx3sRJHUic5IKEWN31G1ns+lIqdiKNkUtsZ2RLs6SZwvMwHA7K8DRSZ+5lkA7K3bZt1WFAVu3d3EkfPDpDN5FEWhZyjGrbub+MsP3cobb29nz6Y6an12nj4+0WIpEs/gdVpZ1+ChbyTG1b6I3oIpnckTT+X0msqi52gS8bltZd2wtW4FC22jJ4oCzXVu+pegzEHDsWE3gtmq9y9eKEOhJB6nhb2b63A7LDx2qJu8JNMwTWhprXezc2MN33v8EscuDOsrxOWWFSwWuphQxu8gL8mks1LJYsL9r97KZz9yF4Ig0FLvZjiUnDejIVXlMgdQV7wGRhNIssIzx/vo7I+Sl5RFdSaAWuqwGJkJJy6N6PWr2ipTY23xv01RFNi7uY7jF4cnxASPreIWbAYGK51oMks6K9E/7W9vopvD8pY5AOzcWMO5rvE5V+HPXFFF6Ft3z2yN11Tjonek/Pr3UlEUhT//0gs8+Pilsl8bnSwmFEodugejJNN5njzSO6czAcoX3GfLYCiFhYgJgiBgCTSSC83M+ZqPgMde1jV4PJJGUaAm20/CVktKsWK3mhAEEd9Nb8TkUIXxhrf9EcG77wdANFuxtWwm3X0WmAgb7ilT4I7Es/jcNnZvqiUcy1Sl1EFKRPQykWow27ihxucwxASDOTHEhFVE7MQTapmAyTxFTMjHw8BkMWETipQjO9wDFOr0AxWuhsvSRIhiqS/JZRh/6ttk+tQbqNnfgNmrrjCXkvKrtYdMnH0Ws79+3jZDt+1pIpuTOHZxhHgqRyojsaO9hhu21WMyiYiiwL4t9Zy+MqYPOqKJLF63VQ9x+pPPP8On//MI3/jpOX0VYL6batBbnlqrdStYqDMB1EC8pQil0xAtNmzNm8kMXpl/4xIYCaWoCzgxiQJ7t9RxvBDuM92ZIAgCH3zTTsLxDKORNPfdrK4urRhnQrp8Z4ImQJRqJ3XaLdQX/n5b690oyswgxOmrHBNW5OoN+JtqXYTjGR59+Rqf+sZhPvHVFwEWXUxoqXfTNxJHqnL3kscP9/CfPzuHJCsMjiUJem0z6o8ns39rHaORNP2jCd2ZUGkLNgODlY62mj69Zj+drb5QWSk72oMkUjmuDc6emxCKZRBFQa+xn8zWDQE6+yKL1i0mmc6TzUlldZ3QiCayuniujUm0+96hs4Mk0vmiCx7a+EJbvCiViXHP0joTACzBxin5WqUS8NrKEvLV96jgiHbjaN3CKw6u0wOO58K+bgeZwavImRQuh4Wg10bPUIyxSIpsvrTshHAsg99jY/uGIADnu+Z21JSClIwiTipzWCjauGF6R48an52xSKoqbgqDtYkhJqwS5FyG+LnncW27FVvTJtI9U50Jgs2pT9S1EBat1GE4lKQ+WL7aDGC/+gK9X/x95GzpVsBU1ynCzz7I8A8/B4Al0KgLBHPlH2hYfPWAqrra122fZ2vYul69OF8bjOpqb/00xX73plriqZwe1hSOZfC5bLpFuy7g5N4DrTzw6EU+8vdPqo+VICaUk5kwOJZEECi6mlAuzbUuhsbLDwFaCNa6deRGeqpyQ5kcRLl/S73+eDGhZUtbgDv3tQBwy64mHDaRgTIHSovFhDOhAjGhgqCrlkL45uTB6flr47znz3/KiUldL1KLMODXOjr816MXcdjMuoCymGUO2v5zeVlfnasWyXRO36/6e5zbMbRv0u+0ruBMCBvOBIM1itbxaHhaGYAewLgixAR1oWGuUofxaBq/24qpSFbUjg01yIraQnoxiBU6MsznpEtn83zgEz/X3ZGgigltjR7MJkEvC9QEAu07KLbgUR9wIgrlC+5jkQU4E9ILFBMCTeTCwyhyeV2RVGdC6ffekbEov+J8ATEbp2H7fj56/w0lZYjZ27aDIpPuuwBAa52bF0/388G/eoQnT5XW0jIcz+B322hr9OKwmTi3QDFBURSkZJWdCbOUOdT4HKSzkh7sbGAwHUNMWCUkLx5CySTx7LkH+7ptZAauIufUi2i6+zTWuol6QLO/gZzJyYtPPK/XzlXiTFAUBevAaZR8ltxoX8mv0xRmOR0vnE/9hJhQSpmDtxZQL/BzlTho2Cwmav0O+kfi+oSjflrHhN2FrIhTBctjNJHB57ayb3Md737NNv7mt27n9991A7/51t288Y6N/Pqbd+kK8mzU+OxllTkMjSep8TmqknzfUucmLylLmkRtqW1FziT1sppKURRFFbgCmphQ+G0IqqhTjP/xS7v5w3ffwPpGL0G3mYElCp+cj7iemVD670CrtWyqKX8SrokJk7sbnLg4QiyZ42///WV9hU5bVfS65l91KZXmgpgwEkrxxjva+Z237+UVB9dV3OK0VDSxotq5CdrAqHc4ztB4Yt4uKw1BJy2FFpi1fgdBr51YMkcurw6AT1wc4UpvuKrnaGCwXGjXkPFIivwk0TqdySMIYDUv//CxIeikxmfn7NXZQxhDsUxRVwLAtg0BRAHOzZO7UClaqcLQeHJO4f/CtRCjkTSHJgVJx5JZ/G4btX6Hfp8fGEsQ8NiwFD77Ov/Ma5bZJFIbcJbtTBgNp9TyTdf8Y7TpyNmFiQnmQCPIkt4SvFQCXhvhWKbksEnX0f/kNvtl3Df/Eu7dd5d8HHvLVhBEvdThFdYT/L7te5jNIiOR2SfYiiKj5HNkchKpTB6/x4ZJFNjaFuR81wLHUdkUSPkpmQkLZXYxQWuFboQwGhRn+e8GBiURO/kkZm8t9vU71Qm2nCczcIXsSDfZ4W7cO27XtxUEgT6lDl+ii56hCIoy+yStGFI6gZxJkRvtwZRQb7LZsd55XjVBLjSEYHXgPfh6bC1bES02XUwoJYBRMFv0ko1SnAkALXUu+kcSDI2rF7v6ae+3LuCgqcaldwTQ6tfsNjP3v3orfo8NURR4050b+eCbdvLWuzvmzZio8doJxzNTBlpzMTiWqEqJA0y0h1zK3ARrnZp4nB3pWdB+ooksmayku0fqg05a6tzU+h36IGk6PreNew6oxw+6TSvPmVCGmHCpN4woQHtL+fZEu81MXcAxZWJ9pS+iWvStJv7xO8cAtdOHzWqqKExrNrRaXIBXHFzHa2/dwEfvv6Fq+58NzRFR7ZwMrQ1W92CU0XBqRl5HMTQXTa3fgd+jfraDY0kefmmcj3/xeR47vLC/DQODlYLWyk5WpnYtSmXz2K1mvYXvciIIAts2BDk/h7MgFEsT8BS/DjrtFtY3eecNcawUzZkgyQpDczirNDFEc0goiqKWYrqs1Pmdekjk0FiStkYPezapiyOzuQiaapxlOxPUdtj2irp9LdiZEGwEIFdmqUPAY0eSFf1zng936BLHpQ7qX/WrZYUUijYH9tatJC4eQlEUNqVP02CKcvcGkWhydjfF+KNfp+/rHyNSEOZ8blWo2bYhSNfAwsprtBB20yKUOcwmJowauQkGs2CICauAfGycVOcJ3LvvRhBE7K1bAUhdPaGGFAoiru236dvLssJzyQ3UmWJcevoxgHlX3SYz/P3P0Pe1PyZ69BcoAIJYljMhFxrEEmik9jW/TvOvfRIohCqC3g93Psz+OkSHG0ttS0nbN9e66R9VnQl2qwmPc+Zq6a6OGk5fHSOXl4incvgWuGob1NXa0i6wg2PJsr6HudBWiZcyN0Frn5QbXdiEabiIe+S9r9/OO1+5paTXBz1mRkNJciXWKi4m2mAgFFVFpb//1pF5V6ev9EZY1+DBXmEaekudm95J33tnf4Tt7TXce2Adnf0R8pJM/0iCphpXVQf8DpuZoNfG1rYArfWLm5MwGZ9LFfqqHXaYKnx3xy6OICvQWMLf5ituXMeO9iDrGjwEverA8DPfPMKxK0ne8crNfPBNO6t6jgYGy8XkEp7JuQmZrFS1lrPVYH2jl5FQUs9ymE4omiHgmX21fUd7DeevjS9KyeDkjgxziaFnCu0t+0cTxArBl7m8jMdppS4w4UwYHE/QWOPidbduYEd7UB+DTKexxsXgeLllDmm9DXG5LDgzIaCGY5bb0UHLd5ie61GMfDyMTUoQsc0M4iwF1/bbyI10Ez/9NFJE7QbRYe4nkpzdmZAd7SM7eJVwv9qZzF/4HW7fEERW4FJPuKJzAZCSBTGhymUOJlGYsaijiVbjhjPBYBYMMWEVED/9NCgy7t33AKoS6dx0gPDz3yd69Oc4NuzG7Pbr2w+HkhxKrmNI8uK7+gigzLD9z0VufIDc+ADRwz8hH2jDEmwkO1q6MyEfHtTbOWqTGWfHDQRf8V5sLaVNGH0HX0fgrvsRhNJ+os11bmLJHFf6ItQHnUUnUXs21ZJI5fSwP6+7fDvfZLSe1ZdLsDbnJIXxaHrK6u5C8HtsuOzmOYOnqo3J5UN0ehfsTBguuEcmCyu372nmtbduKOn1AbcZWSltALGYKIpCIpXDJArEUzkudod44kjvjFZq019zuSfMpnX+io/bWu+mbzimH39wLElHi4+2Ri95SWFgNMHAaJzmuur81ibzB/cf4Pfeua/q+50LURTwu21Vb8OolTmcvqIO5EvpsrJ5XYC/+907cdjM+mrn1b4Id+708L7X78C8xB1zDFYfiUuHyccWZyW8mkTiWbTb6OTchFQmj22Z20JORgulLTZZl2SFcHz2MgdQJ3bprETnQPXvpdFJK+azuQjzksz5ayHWN6oC7aXusF4eoToTHIxHUsSSWSLxLI01Lm7e1cTf/e6dRXMgQBUTIvFsWSvfI+HUvDlRxVCkPEo+uyAxweQOIJit5Mvs6NDerE6kL/dG5tkSsiPqhF7ylbZANR3X9ttAEBl75GsgiJhcPhpzPaSzCulMcUFBSqq/qfSVo2wx91Pzs4+RHetny/oAglBaCGP8/AvImZljHSmh7ruqzoR0HodtputIczgaHR2qwxNHevjhM9UJM18pGCOfVUD89DPYWrZirWnWH6t/60exNXUgp+K4d94xZfvuoRgKIo+md1PPGLutvbpNaT4URSEfC2GtVzMYss07sdS0kiuxzEGRJXLhYbUGbhKixYb/1reWbC1z77wT38HXlrQtoE+czneNzyhx0Ni7pQ5BgF+83A2Az70wZ0JHiw+zSSzphhCOqzebUlY/S0EQBHZsrOFkoWxjqbDWtpYlLBVDC8ksp/RmMkGPOpBd7vaQqUweWZmw4R8+p9a7vnRmgMy01o3PneznD//xKXqH44TjGTa1+is+bmu9h1RGYjya5mq/Ooja2OKjrdBVoWsgyuBYkuba6gcj7t1Sp4toS0nAaysraKsUtDIHrUypXNdQoOBM2Njs4+5dS/+ZGKw+FCnP0Hf/jtCz313uU5mXcDyj55WMhCcmM+mMhGOFiQkAvUMzXXqxRBZZVuZ0JuzqqEEUBb718/NIsoKiKFVLrY8lcggC2K0mBqaVHcSSWZ482svF7hCZrMSb7+pAEOBCd0h3NHhdVjY0e5EVePKIet9tKmFBQiunLLX9oCwrjEdSFbeFBBDtlY9tBEHAEmwsu8yhIejE47RyqYQAzfRgFwDOpvZKThGz249jw27kdBx723YcHTfgjXUioDA6y4q9nFIn/GLfSd7gPI6QihB68lu4HRbaGjx6COPwj/6JoR/8/YzX50KDDH/vM4w/+e0Zzy2GMyGZyeOwz/zbtlpMeJxWo8yhSvzomat862fnlzRAfbExxIQVjpROkB3uwrlpam2yaHPQ+K4/peY1H8K9884pz/UMqgFvubabSMkW9rmGZl0xyw5fIzPUpf9bTsVAzuPZ9yrafvdfybbuw1rbSm58EEWaX+WWYuMg5bH4G8p8pwtDC6aTZGXWbgkBj53tG4K8fEa9YVUSNDQZi9nE5nV+Llyb/0YWTqgTl1JWP0tl7+Y6BkYTS7pCb6ltJTe6sI4OI6EkLrsZt6Oy4L6ge+nEhOSVY0SPP1r0uURK/U61wawmJqQyEkfOTQRpKYrCdx65wMXuMP/0wHGAhTkT6iYCCa/2TYgJ2nkcOT+EJCt6KcxaoNx+4vMhSXLBrq3+lkyiQE2ZA+mg187737CDP/m1g5hNy18/brDykRIRNRV+UjemlUo4nqEu4MTvtuk1+6B2Hqhmy9mF0lLnRhAo2n5Ru2bM5Uyo8Tn4zbfu5tDZIf78i8/znj//mX6dXiixZBaX3aKWYU4qTesbifOH//g0n/3mEf7qqy8BcHB7A631Hi52h3Rngsdl5cC2BqwWEz94Su3OVUq2iyYkXyvRbaFmPykLExMW4EwAMAeayhYTBEFg8zp/Se7QSM8VIrKDxpbGebedDVchm8y19RYc63dhyiVpMoUYnSUIO5+MgiDgDF1mg3kUc10bifMvkO67qGZ9XAuRi4WJn36G5KXDKNJUh0NuXHVqxI4/qmckaGj/rnZryNk6QNX67UYAYxVQFIX+kTiJdJ4rffM7alYLhpiwwsn0qzcQW8vmGc+ZHB58B1+LYJ46KeseihH02tm3tZFByU+zufgNRVFkBh/8FCM//Cf9Mc1+aXIH1dBEQVBzCxRZFRTmmURqNwNLoPILdiU0BJ16cNBcnStu29Os96v3LtCZALB1fYDLvWE90X02QnH1+WoFMIIqJgCcvLR07gRr7TrkdAIpHp5zu8xQF/3f+POidt4L3SHaGiu/AbrsInarqeyAqXJRFIXRn3+FsZ99BTk981iJgoV0XcER0NkfZVdHDT63lWeOT2SMnO0cp2sgitth4VzXOKIo6PbMSmhtmComBL02Ah47dpuZ+qCTl8+oQoYW0rkWCHhsZbXfnItceIjBH/w/XEJad4jUB5yzWoZnQxAEfvkVmxfFAWKwNpESYQByIz1IqZXRkWY2wjG1lV1twKG3JoSCmLCCnAlWi4mGoLNotxftmjGXMwHgDbe388Y72jl9dQyLWeS5k/0lByvPRSyRxeOy0lTn0sXvvCTzsS88SyKV492v3komJ9Fc6yLotbO1LcDF7hCRxEQ3HofNzI07GnRBp5RSyfVNXlwOS8nORW0yXFuig3Uy1RITLIEG8qEhFKW8z33TOj/XBmOzZmZoZIeu0Z8PsK6h8uu1e+cdBO6+H8+ee3Fs2AXAZvNgUTFBzmUgl+Gi1ApAVHbQ8qt/icnlI/TMA2xbHySRytH38mMgSyi5DNnha1P2kQ+r2QxKPkvk5R9Pe24Ik8uPaK5ex6a5xIQan8Moc6gC4XiGRKHEcnI774UwGk7pncWWC0NMWOFk+i8BYG/aNO+2Wnuc7qEYbQ0etrT5GZD81ChjRUWAdPdZ8qFBsiPdeptJre2f2RPQt7PWqBfD2Mkn6Prs+xj49idIdZ0qeg65kDqRmV7msNiYTaJuU56tzAHg1t0T4Tv+BWYmgJrKm8vL8yqMoXgeq8WkB/BUg/WNHnxuKycuV+eCVApaR4fYycfJR8cY/flXSFw6PGUbOZNi+PufJd19huTlo1OeC0XTXOoJc2B7fcXnIAgCjTWuGbbRaqAoMmO/+DeSV46R7lH/PhQpR+LioRnbap0cNEcAwJZ1AW7b08yhc0N6n/YfP3sVl8PCn37gJgDaGjzYLJWv7AW9dhw2E73DMa72RdjY4tefa2vw6MnWa8qZUOicUmoLsNmQ81mGvvcZMheeZ5N5iM0Fh0i1glENDOYir7fVVcgUetavRBRFIRJXxYT6SQGAoDqvVpIzAdTSr2Jigta6uZSuNr/51t18569fz2/+0m6S6XxJ5YvzEU1m8TqtNNe69PaQPUMxxqMZPvSWXdz/mm187g/v0e8N2zYEiCay+gKBt+CevHOvWufvcVpKcvSZRIE9m2o5fmmkJBehLiYspzPBV48i5ZDi5a3Wbl7nR5YVuvpnLprJmSSZoS7kXAZTbIB+KaC7WCtBtNgI3PF2RJsDs7cWs7+BzZbBovb/6Lj6+zmeaqZPqeNZ001q3tnmG8kMXGF7u9p6PHnm6UI7dEj3TnUs5cJDCCYLrm23EDnyM32cDqprwRKsLExyNuYWEwxnQjXQslNEoTpigqIo/Mk/P8s/fPvo/BsvIoaYsMLJ9F/CUtMCVifPHO+btcZGURT+5989xr9+/yS9QzHaGj1savUzQgCbnJphkQKIHX+s8GKZ7FAnMNWZoKF1VIi8+DCi1U52uIfB//qbomUP+fAgiCbM3poFve9K0G4SdcHZb4j1ASeb1vkRBHA7F67obluvii4vnhrgqz88rbd2mk4onqdhlmDIShEEgT2b6jhZ4oChGtjXbcOxcS+hJ79F9+f/J9HDPyV65GdTthl95CvkQoMIZqs+YNbO78h5VWy6cfvCxKamWlfZZQ6KIs+76pE4+zyRl3/M8EP/QOSFhxGsdkzeWuJnn1XzQCbZMDUxobnWrQeVdbT6eOPt7eTzMv/+47OcvzbOC6cGuO+mNnZ11PLL927idbdtKOu8pyMIAi11bh55qZuugSg7N078rWm5CQ5bdYWr5SbgsSHLim7/nU7PUGzOgY4i5UlePc7wD/4f2cGrANSYYmxs8SGKQknWYQODhTLZ0bWSSx2S6Ty5vIzfY6PO72Q4lNKv4ZkV5kwAVdDtHYnPEBu1ModSFg4EQcBhM7Nvcx0mUeDI+eEFn1csqToTmmtdanvI8aSe4L+lLVA4d4/u1LttTzMWs8iTR3sQBHAVhIMD2+uxW000lBHgvHdzHSOhVEmi+4LEhHSVnAl+dYEhHxmaZ8upaILwxZ6pY6+xR79O12feS99X/pC+r/4xoiIRs9XjtFdWXlkMx4bdbLIMMRpK0D0Y5dDZifHBydPqmDquOPhU6HV0e/YDqgNDTkZp9IpsdCWwx3rx3fwmTN5a0r1TBcZ8eAizvw7P/vtQMknS107rz+VCg5gDSykmOIjEs1NcuLm8vKQh4GsBrQPbjTsaOdc5TjY3t6t5PgbHkgyPJzl0bojxaJrjF4d55FhYd2AvFYaYsAjk8tKMALb5kDNJvaRBQ1EUMv2XsLVs5mznGJ/6xmFeOF087XY4lGJgNMF/P9dJOiupredsZt7+tnvUcxrpnrK9lE6QOP8izi2qIp4ZUJNFdWeCe8KZIFodmLy1CGYrje/8PwTvuR8lnyUfHZv53kODmH11ZfXwrRbaSuxczgSAt92ziXsPrCvb1lyMGp+D+oCD7z1xmYeeusLH/uU5fcI8mVBcqmqJg8bezbWMRzNL1iJSMFlofNefUfu6/4F7113YN+wmNymQUUrGiJ96Gt+Nr8exYTfpvosoisLvfPoJvvzwKQ6dG6LGZ6e9eWF1fk016kpPOSvV/f/2fxj7+VdnfV6Rcow/+S0swSaUfJbk5SO4t9+Ge+cdpDpPMvjtv6LnX36PbOFvSbOVed1WvIU2o5ta/bQ1evmlezbx6KFu/vyLL1AfcPK2e1Vn0fvfuJPX31ZZANRkNrb4yUsy73ntNn7p7g79ca3koqnGvSL6wFcLrXNCsdyExw5183ufeYJ/+PaxWV8fevq/GPz2X5G8fITA3fejWF3UinG8Lit/cP8NvOWujllfa2BQLbQyB2tDO+mec8t2Hj1DMd3BVAzNVeUrOBOyOUkX8lIZCbt1pTkT3GRz0hQHBUAolsFhM2OfZYJUDJfDwrYNQY5WQ0xIZPE4LWxep46nTl8d43JPGJfdXLRcweO0csfeZvKSgtth1ccodquZ979xJ2+6Y2PJx967WV3tfuHkAH/6L8/xnz+b/fc2GkljNYv6fawcqulMAMiHy1utrfE5CHptM9osJq8cxdq4keCrfo18pLDP4LoFneN0HOt34RBySKPX+NJDp/jsN4/ootu58+o4YUO7uhinifvmQp6YFBnh9lp1vO3adiv21q0zxIRcaAizvwF72w4Ei013esrZFFI8hCVYXQfwXGKCNr5+tBBgrigKn/3WET782Sf164XB/PQNxzGbRF51UxvZvKyHcFbK6Suqi0mWFX70zFU++82jPH8uzjd+crYap1syhpiwCHzmm0f4+L88N+9qcT46Rj46hpzLMPCtT9D39T9FzqYmPT+ClIhga9qs1yqduTpzAg/QVUh11yYT6wtKd9NmtRVjdnRqO7/kpUMo+Sz+238Zkzs4ISbExhEdnhk5DDWvej8Nb/9f2Bo3qlkKMHGBnkQuNLTkeQkad+5v4TW3rJ+3PvLOfS189P4b5tymHF53Wzu37m7i7373Dlpq3fz1114mFJ2Y9CiKojsTqk1Hoea7e3Bm+NRiIQgC3hteTf2bfw/H+l3kIyP67zZ59RgoMq4dd2Br2UJutJf+vmF6hmL88OmrvHh6kIPbGxY80W2qdZHLyyXX8MnZNJmBy0SPPkJuvL/oNtFjj5IPD1Hz6l8ncM+7AfDsexXuHbeDLJG6dgYUmeTV48CEM8FltxDw2HHYJgaIv3LfFppqXLgcFv76f96mT4arxQfetJMv/Z9X8a77tmKaFK7aVmgv1rQIbSHLIXnlGLnwwgfjGtpAbHpHh+dP9vMP3zmG1WLi1JVR/TuZTqb/Etb6Njb84dcJ3PF2JFcttaYYTruZu29o1a+bBgaLiRQPIdrdODbsItN/GSW/PHWuH/uX5/jyQ8VLFWHi78zvsdFSKOPqLIwx0tnZJxzLRWu9+verhTA+c7yPHz5zhVA0TdBbvkPrwLZ6rvZH9DKJStGcCW2NHmp8do5eGOZSb5iOVr+e8TSd192qis3TJ/ZvuL2dVxwsfTLcUuem1mfn6z85y8nLo/zXLy7yxJHibZ1HQklq/I6K7stVExMKzoRcuDxnAqgte893jetjbs1F6NiwG//Nb6bxPZ/g55n9uJs3LOgcp2Nfr+Ym2McucerKGIl0nmgiSzyZZahfdSns3KEe0+eeKibkQkOsd8RJyFaiOLG3bkOKjpKPqpPDvpE42dAQFn8DotmKY8MekpePoiiKXk6slTmMhFL8+l8/ogcyV0oyncc5y9/2HXubObCtnn/9wSl+9MxV/v3HZ3nuRD+yrNA9tHTjz9VO30icploXezbVYhIFjl1Y2Djp9NUxvC4rO9qDPPj4JSKJDJub7XzvictTnDKLjSEmLAJnr45z/lpI718+G0Pf/wzd//zb9H/9T9VsBDlPdvga+XiY3q/+MSM//gIA9pbNhAvK32wqVudAFEGAT/7WbfzRew6wtWC/N7n8iA432ZGpN5HcaC+IZmyN7diaOnRXRD4+PiUvQcO9/VacHapNazYxQZFy5EZ71bKMZWDb+iC/+459S74i+/ZXbOZj77+JHe01fORd+8lL8hSLZCyZI5tXSgpOKhdNLV4qZ8J0rLVqnkZuTJ2gJy8fweTyYWvuwN6iClnXTp8AYEOTF1lWuHH7wjt9aO2xBsZKe996O0tFJvTsg0W3SV54CWt9G46N+/Dd9EbW/c4XsLduxdrQTuCe99D07j/HEmwi1akOwrUARpfDwsYWH/u31ukDRLvVzGd//y7++Y/vpX4RRCS3w1JUnGqtd2MSBb3cYTlQFIWhBz/F+JPfrNo+tTaM4WnOhBdODRD02vj4B29CkhWOXZz4uxv58T8TOfxTALIjPVgbOxCtqo03a6+hRoxV1fJqYDAfUiKMye3HsWEPipQj9Nz3lvwcYsks4ViGw+eGZrXCaiuNfreNne01mE0iRy+MkMvL5PIythVY5gDQU2gP+eDjl/jqD89wuTeMvwIh98A29R51/GLlNc25vEwqI+F1WhEEgf1b6jl+cYSu/qhuzS/Gtg0B2pu91PoXJkALgsC+LfUoCnz4nfvY1VHD5x84Tv/ozHvm0Hiy4sWOarSGBDWPwOTy6ePKYqHH01EUmexoL/u31jM4lqR3OE42J3Hs6Hm1q1ihnXrM1cJPErtZ11DdFr5mT4CI6Kc536u7JIfGk5y8PIpdUe9Ve3ZuwOO06r9RrdNZLjxEnRBiUPLz9LF+7K1bAUj3XkCWFf72S09CNslQTh3rODfdQD4yTG6sT+/yoC3cvXC6n+FQakE1+IqiqM6EIq0hAUwmkf/13oO0N3v50kOn+P6Tl9mzSXW/9BXJKzEoTv9onNZ6N067hV0dNbxcmPAfvzjMj565Wnb57ukro+zcWMN9N60H4LW3buBX7qzhFQfXkZeWrtShZDEhHo/zxje+kd7emT3mz507xy//8i/zmte8hj/90z8ln587VXUtE4qm9Yn/Q09dmXPbXGgQk9NDdvga3htfD0BmsJPU1eNkB6+SvnYGwerAWt+mr3R39kVIpmeuZnT2R2iscRHw2Ln7hlZ9UiMIAta6Nt2arR97fACLvx5BNGFr6iA31o+cSSLFQpjcM8WEyah5CAK5aWJCpv8KSj6Lo23nnK9fy7Q3ewl4bBydpDZqXQcaF2FS6bRbCHrtyyYmWApiQna0B0WWSF05jqNjP4IgYmveDIJI4tp5HDYTf/vbt/Pbb9/L7kCc5OUjCzpuY0FEGRgtrS2mVubj3HIT8dPPzGhBpSgymYEr2Fq2IQiC2ve6cNMXBIHA7W/DsWE39g27SfecRZHyJFI57FYTZpPIR++/gf/9vhun7NPjtC75ZNVpt/B3v3vHstr25VQMJZ8l3XUaRVFInH9pwZMmvcxhWkeHC90htq4PsnNjLR6nhUNn1RUbOZMidvJJYieeQEpEkBJhrHVt+utS1iABMUGF3UkNDCoiHw9hcvlxdOzHvedews9+l8T5l5b0HLT7USyZ4+IsbY21MYzfY8NuM7OjPcixC8P6KtpCy9Sqjc9tI+i1c6knRDYncW0giiwrDI4lSwpfnM76Ji8Om2nWDKRS0MpIPAWHwf6tdSRSOfKSPGdrYEEQ+MsP3VoV9+QH3rST//s7d3Dfzev5o/ccIC/JPHF45hh+OLQwMUEwWxFMC7+Ymn315MNDpPsv0/X37yfdd3HO7ZMXD9H7xY+wT1YF/pfPDPLAoxf5zoNPAWAJqmJCb0Fkal0EkT3kbKXDMozDqo65B0YTXBuM4RYzgIDT5+Mrf/oq3lgoUREdbgSbk3x4CDE6QNpRxy9evoalrq2QM3WR45dGkCLq39p3XhjnzNUxvT188vKRSWKC6kw4ck7ddiH5Bdm8jCwrc7qOnHYLn/mwukjymQ/fyV/+5q1YzeKyjT9XG5IkMzCa0BcBb9rZSM9QnM7+CJ/6xhG+9NApfvNvH+WFU8XL2aczPJ5kOJRiV0cNd9/Qwm+8ZRfvf8MOzCaBj95/w5TA+cWmJDHhxIkT3H///XR1dRV9/o//+I/5sz/7M37+85+jKAoPPPBANc9xWSm3PVBnIVFWU5yK9T4GNRBMTkbx7n81G/74P6m574OITi/ZwU7SvecRbU7aPvwlWn/90wgmi35zlxW4UGQA0NUfnfUGb61dR3akh9Gffonw8z8ApibB2po6AIXMYCf5+PiU8MViCCYLJk9ghjMhVQiHsbftmPP1axlBELhhWz3HLw7rqz5DY+qEt5zwpHJoqXPrCbFLjSXQCKKZ3Ggvmb6LyOk4zk0HARBtDqx16zCPd7J5XQC308prb17H2A//keGH/gFFLj94JhcaxDzWRcCWx23KMTQ0t/tHIzvSg2C2EnzFr4Ii679Vfb/jA8iZJLbmuSfhjvY9KNk0mf7LJFI5PSALWDEZBVvXB6ec12QURWHs0X9n5CdfnNHTulpoWSpSIkxutIfxJ75B6Mlvl91DfDIOmxmHzTSlzCGayDIwmmBLWwCTKHBge4O+2poZuKwHy/7wB2rQrNaJBCBh9mMSFKzZcMXnZGBQLlI8jNkdQBAEal/3m1gb2hl77OtLeg6DkwTYw0XyfQAisYnWhAA3bK2nayDKfz16gYDHxsEquMuqzfb2IOe61Da8kqzojrD5yh6LYRIFNrUGFiYmFDImPIWg572b6/SgXq0l7WwEvHZqfOWHIU7H67LqAb01Pge7Omp55njflBLcdCZPJJ5dkJgg2hZ+rqCWOuQiI6SuHFVLCot0UZpMdkhtpZh55hvc1RDh2ZP9/OT5TupFdRxuLbhkewrj8Mmdl6pF0tuGXcjxtl1qjsjgmBrGWOeQVOFANOG0W/T8C0EQsPjqyfRdQk7FqWvfRPdgjEt9MayNG0n3X+aRF6/R6lBLR/POGr70g1OI7hqs9RtInH2efGhAdR3bHKSzeU4V6uYXUu6aKrQrnK+EyWwSaWv0snV9ELNJpLnOXbSTyvXOpZ4QDz99ZUpo/nAoRV5S9N/hTTtUZ8lnv3mEWDLLH73nAKIocKU3XNIxThfK3nd31GIxm3jLXR3L5rYsSUx44IEH+Iu/+Avq62e2c+vr6yOdTrNv3z4A3va2t/Gzn/1sxnarkUxO4jf/9lH+7IvPz5oiPp2rhbrC33n7XixmkYefvlp0O627gsntR7TYEAQBW0M7mcGrpHvPY2vZitkd0Cf8oViGljoXoqD2rZ9MOpNnYCzBhqbivestdW0omSTRoz8n/OJDKIqsTso0MaF5EyCQ6jyhD3bmw+yrJx+ZWuuT7j6DtX49Juf1XX98YGsDsWSOy4V04e6hGIKwOM4EgOY617JdzAWTGUtNE9mRXhLnXwTRhLN9j/68pWUbTVIfO1vUAV3i4sv6xH166U0pDH3/s3gOfYvef/gAn/R9m5vOfAYpOb8anx3pxlLTgiXYhGB1kB3qmvK8VuZjb948534c63cBAqmuk8SniQmrgeiRnxF56UfEjj3C0A/+HgqCTuLioRkCS6VIsYnrU/iFhwqrKAqx448uaL9+j51QNI0kKyiKog/0txZS0W/a3kg0keVz/3WM7lOFMEZFRr70LMAUZ0LUpF4rTfHS+rAbGCwURVH0MgcA0WzFs/de8uGhovlDi8XguCo8d7T6OHy2uJgQimfwOK2YC3ksN2xTx34Xu8O88sY2/fGVxPYNQUZCKV4shFR/5Ff2YTYJNFXYIndLm5/O/kjFaeuaM8FbEBN8bhsdrX48zuIlakvBHXub6RuJMxSecLcOhQqLHQsSE6rzfsy+OvKRUf1elOo8Mef22fE+TO4glppmXi8+x+WeMLFkjnpzlJxoQ3SqC2zdgzG8LmvVs4sAbC0bkRSBm33DBL12BsYS9AzFqLHnZx0LmwMNquANbN2zA5vVxC9e7sbevInM4FVePt3HjetUceK1993I1f4ITx7twbP/VWQGLpO4dFifG5y6PEouL7O+0UP3UKzi9smpTGliwnRa6tyGM2ESsqzw1197iT/4h6f5ysOnOXxu4hqrfU7Nhc5zjTUu1jd6uDYYY/uGIHff0Eqt38HQeGmO2yu9YWxWk56Rt5yUdEf45Cc/ycGDB4s+Nzw8TF1dnf7vuro6hobKD1BZiTx3oo+RUIqTl0b4o398uiRBobM/Qq3fQWu9h3sPrOPxQ90zkk7PXB3jq//1HMCUkgJrYzvZkW5yIz3Y122b8ppwLENTrZsNzT7OdU1dje0ajKIos1sPPbvuJPiK9+K/4+3IqTiZ3osouYxeb2VyenG07yF69BFQZEyeuZ0JABZf3ZQBkCLlSPecx77++i1x0Ni7pQ5RQE+DPts5RoPfUlaidDm01LmJJbMlC17VxlrTSmbgCtHjj+LadguifWLwNt54E1ZBYpd8Tu1d/vxDmFx+ANLd5aXNSukE2cFOMs27CL7yfRx33YFVyRA99iiKLBE59BPiZ5/T25tOJjvSjbVunVp+0bChqJggWOx62cZsmBwerI3tpLpOq86EVVRznxm4ytgv/h3npgPU3PcBkhdewnnmp2QGrjL0vU8z9uh/VOU4+Zh6fRJsTuKnnkIwWbBv2E30+GMLCpwLeGyMx9L8+Ref52/+/WUudocQBXTL8I07G7hrXwvPn+zn0pHDCG51RW6PpZu8yT7luhZGvVZK0wRRg5XPai25VLJplFxGv/4B2AslganuM0t2HgOjCfxuG3fsbeFqf6RoS9VoIjslAHBDk1df4b/vprYZ268Etm9Q/75/9sI1fG4ruztq+eL/fhWvuWVDRfvb0hYgLyl68GS5TC9zAPjgm3byW2/bu2wuttv2NCMKcKZ74jsfLkxcKs32kdPVExMs/gaQ86S7z6mW/4Grcy4W5Eb7sNavx7PvVTgyo/iEBFvXB2h3pRjDr3/O1wajizbhCtZ4ca3fjmXgFE21LvqG4/SNxPGZs4iO4sfUSigBPM3t3LSjkUNnh7A2bYJ8lnohxOZADtHp5c4bO9jU6uMbPz2Pc8ddCFYHcjKqt4U8fG4Iu9XEa2/dQCYrMRwqbSI6nYrFhHo3Q+NJcvnZXdxD40meO1k8+HqtceryKC+dGeSX7tmEy2HhxdMTjsyuAfW3PDnw+aad6jxM6/jVEHCWLCZoWSezhbkuJQue3RTrWFDuhfL06eqsiE3myJGF1WQDfPeRYWq8Zt50Y4B/f2yEr37vOe7aOfcF6dzVIYIuM0eOHGFTbY5H8jJfffB57t498bqfHA6T7OwGD1zqHUKKqedqSYK7sFLYnRS5Ouk9DI/H8Nly1DgFTnRGOXz4sP45H76sql3xsW6OHJnlD9a6DlNqAC9w9cnvYwe6xuLkC8ewetbjKqjA14ZD5CYdu9hnaU9J2COjHDl8CAQRU6gHbz5Lf97BtSp89qud5qCVJw5fpSMY51znGDd0uKrymyxGKqoODB5/9jDrasu3dC4Ue86EI65O4PsD2+md9D6fPxdjS66B9suPc+b7cZwDl0nseC32q88zcPI5LlODtf8sYjpC3ttEvn7TrMcxD1/Gg0K2ZQ9XLK2ccbhxRq6w6YUfMnDtCvbOFwFQTFbCr/gIFGo4hVwaf2yc4ayJniNHcAhObH2nOHL4MJrv1HPpBIq7jqPHjs/7fh3WILa+E4zmb8LlsCza91ptnCcexiKa6F9/F4rJgb3jDhxXnqXnP/4MUZbIDHVy5NBLIC7stmC/dBo7ApnaTdj6TpKp7SBasxNP1ylO/ezb5JoqFBzzKc70ptBuOacuD1Prs3D29MTq1St2COxbV0vjMyNcljpwS3kaTBEGFD+xo0f17S4NJblZMdF7/gQpahfydnVWy+9gNXPixAk+/vGPz1ly+dd//dfs27ePj33sYzzwwAO8+93vXtqTnAUpoTppNGcCgLW+DdHuJn3tDJ7d9yzJeQyNJ2mscbK7QxXbLveEZ1jqE6kcbufUEq7X397O4FhCX1VbaWxs8WGzmoglsxzYVo8gCAsKv9VCrC92h9m6fv4FlulEE6pwqpU5gGpHXk58bht7NtXx7NkRjv/ZT3n/G3fozotKnQlSfAyzt27+DUtAC/dGkfEefB2RFx8m1XVK7ag0DUVRyI0PYG/boed0/fIOma337oTv/jun0zXk8hJmk0j3YJRXHlw8Ecy5+SDjj/0H7W05njs1iCLZcJHB5Cz+uWidKwSrA5MnyO6OKM8c7yPiVJ2Re3xRrPFh8NUjigKvv62dzz1wnJGEgmfvvUQP/URvC3nqyii7OmrpaPEDqhO2krDvhTgT1HySRNGuSGORFB/7wrOMhFN8+69eP6ebMy8pJNO5VR2M/JMXOvE4rfzqa7cRiqZ56cwgkiRjMolc6Q1TH3ROuSa85a4OanwOveShPugoOfh1IVkn1WbBYkJDQwOjoxNW0ZGRkaLlEHOxa9cubLbqTYKOHDnCgQMHFrSPq30Resd6+dBbdvHmuzo43v08J7tifPg9+6e0YptMNicx9p3/5hU3buTAge0AvHTlBY51Rvjd9+zDalFtSz849BxeUZ0A7jp4ayHQELJjTfSeeAhEE7vvfQOiRf1MZFkh+Z0+NrW3UOd3cOjSSdo27tBvlM9dPobTHueVd900p5Cj5HN0vvQNXGOXkYAdN9+lK6Ty7p1cO/8ISjbNlr0H9ST+2T7LqDDG6NXn2bulHbO3ltBzXYSAnfe86bovcwDojl3maz86Q9LUSE7qo63euuDf5Gw0tsX59lOP4a1p5cCBpV81ijvSDF95FufWm9l4z+v0xxVF4ZvPPE3Wtp/NmZ9hPv8ozk0HaH/T+xn57ySpzpPUhs4QPf3fgBpMtP41X0MQi/cwH3v8LBHRRN7fwoEDB+hPXuXJzu1sMT+OvfNFXspson3/QerPfoftNTa9+0i65zz9wMZ9t+LcfICoKcRo9xH2dLRiCTSiSDm6fjGM9+Dr2FrCdxSzRBnpPkxASFDXuGnRvtdqIqVidP/iIp59r2TTLXcAoNywnwtfGcY6fBHPDa8mdvQRdjYHsbfMXeoxH8P9L5DyBGi46VUM/+Ak6+58C84tB+m+8AgN2REaKvy8Dl87ydmeTr3esHc4zm17WjlwYP+U7bKjvfQ+l+Xl0QDt5hwNpghD1PK2Scd95PTLRCNe1tmgsQrfXzXuOcXIZDKLIravVrSSy//1v/7XjOeKlVx+7nOfWzFiQj6uiQkTbkRBELG3bSdVpktrIQyMJdjZXkNLQRToL5IenkjlpqyoA7zrvq1Lcn6VYjaJbFkX4NSV0TkDDkulxucg6LVXnJsw4UxYWROjD755J9/5yWEuDUo8friHzev8WC0m/O7yx+CKLJEd68fRUZ1W2+ZJK/a+m99M7NgvSF09UVRMkGLjKLk01ppmrA3rEW1O7miIUdPioisXYSjfTmd/FL/bRioj0da0eFZwTUy4If4U93rP8FxmCxYpgck5tzPBWtuKIAh6rsXpQYEWxcbttnNkekcI3vurwMRKdu9InP0HX0/s5JPYW7boIaM3bm/U20JfG4jqE9Ny0MWEWbo5zMbk+/F0MSGdzfP/fflFhkPqfOfaYJQd7TWz7uvJU1G+8uiTfPlj95V1DiuFsUiKF08P8pa7OrBaTNyyq4knj/ZyrmucXR21XOmLsKl1ajm6z23jDbe36/9uCDgZj6bJ5SUs5uJjYSh0zRpPsnOOz3MpWbCY0NLSgs1m0wdTDz30EHfddVc1zm1ZefRQN1aLiVfcqE7O3nhHO3/9by/z4ulBbt/bXPQ13YNqvVJ788SP5Zfu3sTHv/g8Tx3t5b6b1dYdPUMxbhKTKKirFOlMHrvNjCXYiGC1Y61p1YUEUG9Ksqzg99hoK1i1uodi1AfVH91TR3u5+4bWeR0hgtmCtX492cErIJoxeydUctFqx7XtVuInnygxM2GiPaTZW0tutBezt9YQEgrcsbeFr/3oDF//sWpfbatbPMeAZnMqJTfh249cIJnO8etv3lW149vXbcfa0E7wrl+Z8viR88Nc6gnz2ne8CkfnANb6DQTvfQ+CaMLetoP46aeJHvpvPPvvw9G+h+Hvf5Z091kcG3YXPU665xy2xo2642B9k4cv51qQPI3ICHx3/CZqTtv5PxYzqc4TupigdTKxFAL4bA3qhTsz1Ikl0EhmsAtFyhWyQ+ZHDSyFYHYQl2N7mZ/W8hA//QyKlMOz71X6Y4Igktj3S2zc2IJothI7+giZgcsLFhOk2DhmTw2ubbfQ+K6P49iotmt1bNxL8tIhFFmaVTCai0Ahlf1XX7sdm9XEX37lxaIDk3TvBQCu5uqwW0XgMlcTbiRZ0UOwkuk8MZOPfGhtlORdL3zyk5+c9blqlVwullPSMnAWN3DhWj/y+ET5hU304Qwd4tQP/x1TfJTU5ruggr+PUshLCiOhFEpLhAvnTuGwipw810WbZ6qVfywcxyauPNfVfOfjt6slpWJmrCrnXu+Fk5cGK9rXpathTCKcPnl8xYTzarx6vx+OhXnxwhiZVAKvQ+DoJOdWqYjxUXxSnv64RFc1fitSngAguWs5ceEKLv86chcO0d00c9/m0U48QOdYgvyx47i8zeQuHqXPuR4vMCx7eey5k/hd6t9SOtLPkSOlBTaXy6nOAbzOADXjp0CA/dYuSGcZjiToLvK5iPExfEBUcDB45AiKouC0iTzw6FneJtWyQ+hDtnu5Ym6CI0dIZtQSghePnse03QP3fITxsSyx3kPk8jLp+Cjnz6bxOk0cP3uNjf7ygxjPXFOt9Z2XL5IYLV0AS2fVc3v5+Hms2anO6MdPRugaiPGmm/z86OUwT790mtT47M6mayMZBseyPP3cy7jsi3MNXEyeOq12kWl1xzhy5AhCTsYkwsOPnSAy7GVgNMH2FtOc15NkNIGiwBPPHKLGO/v3kMrKJNN5ssnxovtb6mt3xWLChz70IT784Q+ze/duPvOZz/Dxj3+cRCLBjh07eN/73lfNc1wWLl4LsbUtgLtgyTm4o5H6oJP/fq5zVjFBC1+cnF2wZ3MtG5q8PPT0FV51UxuJVI7xaIZ6f5a4bOfRQ7184XsnuP/V23jnq7YQuOtXsPimOjvChWTlgMeuK3/dgzEObm/gB09eJi8rvOOVW0p6X7amDrKDV7AE6mcM6AN3vB2LvwGTd34rniYm5CIj2NdtJxcewhwoXw1dq9QFHGzfoKZLN9W68DgW78JoNok0Bp0ldXR46mgvY5EUv/aGHVUL0TJ7grT+xmemPCbLCt/6+Xnqg05eceN6zLf8+ZTn7evUSbjo9BK891cRzBYEs5XE+ReLiglyLkOm/wq+m16vP9bW4EVB4Pyu3yKeVshdu8pgOE9i4wask4KbUp0nEe1uzD71d22pWweCSHawC7bdSuSlhxGsdhwb9kw/bFFOj1nxCBbq5WFMqyCAUVEUYsd/ga2pA1tj+9QnRRPWmhYURcHk8umhUAshHxvDUtOiplh3TLgGnBv3Ej/5BJnBTuyThBtFUUhdPc74E9/EEmig4Zf/uOh+7znQitVi4tbdTYiiwD989G42FFltyvRfRrS7sNU241/fTmboCmfDjYyEkrr9M5XOE7PWkR07hpzLTBFvDVYn1Si5hMVzSkYODTIG7Lnp9ikrlpmWAH3nH8V16kcAtN/6ahztpV2Lkukcf/eNw3zwTTtLqglXA8D62L9rEwcOtLHu2Th5wTLDVSP98Kesa27gwIG9Jb/PxaYU90+wKcJw7ARvvu8m3E7rnNuWQm/iCl95+DTBpk1TFolK4dlLx/C587PmjS0nR44c4b7bd/H8uRfpHMqwb0tdRc6q+PkXGAa23HinLrIvlN4TbTg3HWDzgQNE5EHGHvkaeze1TZRAFIgcHmYM2HnrvZg9QcK5PsYf+zotiS5iQNJWQ0bwYHV7gDHuu/tGfTxfTY4cOcKBgweJyG9l9MSzfK/Tz9tdh0CBlo1b8Bf5XJV8jmtHv03Lvtvx7lOf33v6ZV44NcA1Rw076KPh1e9n0+5b9Nd88ec/RbD6OXBgn/7Yuc5xYIAb923jwPYGNh19gXA0U9F3OZq7Boxz4IY91AfKs877f/4zsPinuASHxpO8+MBj3LW/hQ+98wCPn/opstk/6zVFlhWGHlCvgYHGjcteElQJX33sMXZurOHV9058b/tPv8jl/ghvuGc90M9dN+3gwLbZu+HY/KM89OJz1DVvZP/W2V3+aseHfg7s2cKBPVPnpMvhlCxrNvH444/T2qoGlH35y19m92510L9t2zYefPBBfvrTn/LZz34Wq3XhF/HlRJIVugantlo0iQL33NDKmc4xkukcl3vDfPT/PTklvOhSTxiX3TylXkkQBH7png66B2McvTBM95CqGHbUCERkB597QFWtv/HTczxzvA//zW/GtW3ihwgQiqUBteez12XF77HRPRQlEs/wk+e7uOeG1pITi21Naq9brT/tZCyBRgJ3vqOkAdhkZwJAPjSExV9eecta5679aluipbAhNde59fZHs5HLSwyMJUhnJS73hBftXP7leyd495//lEs9Yd75yi1FRQtLTQuunXdQ94bfxuRwI1psODr2k7j4MooyM8gn038Z5Dz2dRNtR/0eGz63lc6RHJ3DKVrqXOzcWMPzYwGyw93kYyFy4WESF17Cs/9VCIJ6HqLZiqW2lexQJ5nBqyTOvYDvpjeW7Kp54LHLXMv6aTWNUR+oTkusxUSKjZMd7sa1885ZtxEEAVvTJjIDVxZ8vHx0TC/dmowm1qSuHgdAUWSiR35O75f/gMHv/DW5sT4S518iHx0j3XuegW//FXJuIry2PuDkrXd36GFDHa3+oiVn2cGrWBva+Yc/uJf3v/MOlDf/JSOyd4pzJ5nJMe5qBylfdhCowcqkGiWXi4kUD4NoQnRMXZmz1q/HvfNO/He8HQSxrK4qR84Pc/T8MM+fLK0v+eCYKjhrY5TmWjf9Y1NFaEVRZrS9XS20N/v4zEfuqoqQAPCKg+uwWU08/HT518XRcIo6/8q9P+xoDyKKApKsVFx3nRvpAYR5g4vLoeWDnyJw9/0A2FvVRYd07/mZxx7rR7Da9bIhR6EleezEY7h23E7N+s28fGaQ/7+9+w6sqrwfP/4+d+/c7D1IAgQII4BMAZElAuKgripaq/XX2mrtstqtX1urVltntbXD1lqr1o2K1oGyCTNsCNl735U7z++Pm1wSspMbCPC8/tHcee7h3HOf83k+z+dTUFhPdIRuWAIJHUXMWEns9fezzZ2Fn+DkUU9jCkmlJv07z2OevCh0W27bUofSiGlEL/06ptzOv9fJsaYureZP7cSRnmChtMY24Jb2cHKZg2EQhcIzEi0cKm7oFNB9cd0BkCRuXjEBSZLISLSEChB29NaG4+w8XENNoxOPL/j8obS4PFOKq1oorbYz75TJ5qUz06hrbuXfHx0BCNW26En78vWeCmmWVLVQ3+wKFWkcSl2YcBp5/X1GgMo6O26Pv0skevLoGAIBmYLj9Xy0tZhjZc289snR0P1HSxvJTrV2qaw5b0oKURYdb28oDH1JolQuWpUmTHo1f/jeRYzLiOKxf+Xz5ufHu8ywnMxMCM6WpMWbKa22sWFXOR6vP1QFtD/ao8ftbSEHS6HWojRG4GuqIeB143c0dVrvJsDcyUkY9WpmTBj+/TIuI4qSKlu3lbnbldc6Qm2D2vsS9+RQcQPF3Zz4++L1BfhgSzHpCWa+f/3UHit/S5JE/OV3YxxzQeg249iZ+G0NoTaNHTmP7QCFskuXk/QECyVVNooqWshIjODW1bnscwYzZByFe2je/h5IEhHTL+30PG18Bs7CPVS98msUOhPWmZf1+zNW1NqRozPI1DezaHr4BlHDxVMXrHrfJSvhFJrELLx15QQ8PR9DfQm4ncgeFypz12CC0hiBJiEz2ILWZaf61d9S98HzKFQaYi79Jsm3/BaQsR/YSMOnL+Eq3B0KPPSX7PfhqSlGm5CJRq1EqZBIiWtbb9phIOZs9eG0ZIBShato76A/rzBydFxyCYy4JZee+nKURmsoqNlOUiiJu/y7RC24Dm1i1oCCCbsOB7uRHC3t37r+qrr2YEJwAJoYY6Su0YnXd7L9odvrx+eXz8pgQriZDRoWX5DG5zvLaWxpHdBzqxudI2ag3x2DTs3ottoSgw0meGpLUVnjwprZJSnVoaxZTXw6kkZHa2k3wYSGctRRyaHJL03CKAxjZxK1aC1xl9/NVy8Zh7PVx46D1aetdZ7ZoCY6JhJ7ZHCpoLKHbg4QDCh0nLhrr5uQNTqdiAsu7XKeSIkzd2nB2N6JI7ZtUmN0ihWvL0BRxcDHboMtwAgwKzeRshp76PrG6wuwdX8Viy9IDW3bqLZgQsfrG39A5sX3DvCvDw9xosM2l1aHJ5jQ6vHR6j49HX027alAkoIdUzqaMT6BGKue/YX1xETosJp7/65EW3QoFRLVDU4276sMneMB9h6r5a7HPufxl3eGgg3D1XJ+oEQwoRsnyoMHdWZy52BCTnoUGpWC3Udr2bY/2O7jwy3FNLS04vH6KapoYUxa13oDapWCr4z303S8INTGRXK1kJmdxq+/NZfUeDM///pMpuXE88LbBfzj/YOdnt/YFkywtvXITUsIBhM27asgLcE8oBOlJjYNfcZEDNlDL5ijjk7GU1uKryl4sKsjRTCho0izjn/dv5zZE7tfFhNO7e1lOva0PVVJVfC41muV7DvWczChoSXYfu/Z/w78IquqPhiwuGR2BhdNSx1QyxrD6OmgUOI8sq3T7bLfi23vZxhGT0ep7xzpT0swc6KyhaoGBxlJFrJTrKy8bD62gI7qdc9jy/8Q07g5XWbKrXOvwjzlYlSWGKIW3dipnWVvnK1eGm1uFLEZ4PMQaBj57Y68daUAaGJSe32cLjEb5ADuqsJBv1d7W87uMhMguNShtfQQJU/chvP4LqKX3UrS1x7CkrcYTWwamoQsmre8FcoWcBzZMaD399SVBetfJGSGbrMYNZgNms6ZCa0+tAYjupSxuE7sG+jHFEaQ2267jX37gv+Gjz76KL/5zW9Yvnw5LpdrxCy5bC0/gvPw1i6zjafSpU/AXXGMgKfvC1dZlkMDzWOlTd0u8zhVVYMTjUpBVFv9kcQYIwEZqupPzoI5XMEuBCKYEHTZvEz8gQDvbTrR7+cEAsHaFCM9c21SdjCVPD6q/9X/ZVmmZddH+Frq8NSVoont/XdlKCSFEl3ymO6DCXXlaGKSOz02Yc2PsM5ajSRJpCdaWD0/OHnWXpxwuEmSxLP3LCJrzsUAKM191x9rNyopgq8sGt2pGF9HKXEmmu0ebE4PpdXB+mzVDU6sJi06TTAAMKa9A0k/g4sdudw+NCpFjwXmezNnYiIKCb7cExwPHSlpxO3xM2XMycywjCQLLrcvVIwRoLregccX4EhJI7uPBM9lGYmWsAUTHvvXTn7z4vawvFZfvtxbwfhR0aHaTu2USgWXzA7Wy8tKsfb5OkqlghirnsLyZh77Vz5/fjsYXC6qbOH//rINfyDA/sJ6iittGHSqEXOePq+CCf6AzL5jdew4WN3rD++JymYsSjcJqs7RPY1ayfjMaP63vYS65lauWTIGf0Dm9U+PUljRjD8ghyK9HclygAnl/+Va4ya27q8iNc6I39FEVHx8KPvBZNDwk6/NYPq4eD7NL+u0fU02N2qVAmNbldW0eDMut5+C4/XMnjiwDANJqSLxq7/EMGroayE1CZl4qk/gbQimWIrMhK5OV//X9AQzcZF6tu3vLZhgQ6GQmJ+XwoGihh77Av/1nf243H6OljbhH2C6XPvsb3uF34FQ6ozoUnNwHutcOMZxZAcBZwuWKYu6PCc9wYLH60eWCQXVls0exf7MG9jqTKNOFc+bjTk88o8dnb5TmpgUYpffTvLXHsLSoShhX9oH3caU4MxDa/mRAX/O081TV4ZCb0bRQ2XpdtrkMcFgztGBXcB35GsJFrhSmrtvpWaaMD/YFzxvMclf+y0R05d3mp0xTZiL39GEQmfEMHo6zmM7kAP+bl+rO562QIjmlCyMlDhTKJgQCMi43D4MOhX6jEl4qk/gdwyul7xwZpxVSy7lAHUf/BmlKYrIuWt6fag+PRcC/m7Tuk9VWm2jrrmVjEQLjTY39c19ByAq6xzERxtD37mktuWRlR2WOrQHE4Y7LfxskRRrYsb4BNZtLMLt7d+5qNHWis8fGNGZCRCcUVarFIxK7v+ElKemmLp1f6TmrSfw1lcOazABgksdPDXFBFpPHqMBnwdfS323y3U7unbpWGZPTGTupOGf0GmnUEiYJ11EwnU/QxPfezbgqc9be+n4HluvJreNqd7fVMS3Hv6Ez3aWUdPQuTVgXKQeq0nL4eLBBRMG2smhXaRFR25WDF/uKUeWZfYeq0OSCLWfBUhvq29UVHHyt7a4bYJLluHjbSVEm1WMTrWGbZnDsbIm9hfW4w/0HWgditJqGyVVth6Ps6Uz09FqlIwf1b8Ws/FRBvIP1dDq8VNSZaPR1spbnx9HkuC7107F55fZuLecuEjDiCnues4FE9yVx1HYu866FpY3c+uDH3Hfsxv51Z+38Pwb+/hsZxmP/GMH9c0ufLZGHIe24LM1UFjezHWRu6l+8cehdk7tJo+OxdnqQyHBqgszWTgthQ82FbH9QPAibnRq10iku/wIsqOReGUL0Qob2TFKkAOdWkRBMKo5c0ICdU2uTrNojbZWrGZt6KBJ65CJMOc0zHr3RBs/CtnnwVm4CzjZ7kY4/SRJYsb4BHYfre1xwFNSbSMx2sjUsXG4PX6e/M8unnl9T6eAwcETDXy2s4yMxOBFekkfEeJPdpRy4MTJCsntx23yIHuRG7KnBesdNNfSuPF1ql79LU2b/ovSEoM+c0qXx3eccWivcSJJEtddfwny7LXcX3kxHx7ysmF3OQdONAxqmzqqqAt+vriMTNRRiTRvfRvZf3rS6AbLW1cWakHVG6XBjGH0dGx7P0P2ewf1Xn5b8FjobpkDgCYujZRbHyVm6de7XXZhGj8XFCos05djmjCPgLOl22UvPXFXnUBS61CfsowrJc5ESZUNf0Cm1dO2NlSnQt8WVB1IarkgDIS2ZCeequNEL1qLQtv9TPXR0kZcbl9wGZdCSWs/jsedh4P1iq5uK758tB91cKobnCR2qOmUGNPWHrK2YzAh+P0YKTNeI8HlC7KwOT18uqO0X4+vaQjOvg60kN3pNiYtkld/s5KkmP7/XjsObwWgtWQ/BHyo+8h4G6rg0ka5U+A+WKtLRhXZe00UvVbFfTfPICejfxdx4SIplBjauhiFS/sEzcvrg4HG/IPVXZbSSJLE6DTroNqZOlu9g1ri0O7CyUmU1dgpqmxhz9FaspIjOtUuaZ/s6Vg3oT1oYDVp8fgCxEeqSUsw02R302x3MxRen5+6Jhduj79LrYlw27i3fYlD98GtSLOOP927mMvm969Iaft5o32JyJ4jtWw/WMX0cfHMm5KEVqPE5fYPennScDjnggmNX76GaeernWazSqtt/Oy5TQD86MbpXL4gi3c3nuB3L+WzYXc5O958hZInbqX69Udo+N+LnKhoJkOqRPa00rjhP51ef/LoYFrYuFHRRJi0XL1oDD5/gNc/OUqkWUt0ROcUFwDHoS3Qtv5pnLqcDGswSnZqMAFgalv1zvxDNRQcr+OFtwuoqneG6iXAyZ6z8VGGTkUiT7f2VGLn4W1Ial2fM5/C8LpgfAIer589R2u7vb+kqoW0BDO5WTFo1Eo+zS/j/U1FnQIGWwoqUSkVfO/64DKYjhHuNz8/zhe7ykN/O1u9PPmfXfz1nf2h28pr7URZtBh0gxuIGrKDFWibt71L4+f/xnV8F56qQixTFnXbTrA9sKbTKDsN3CQpGOX/28+X8vdfXoJeq+KjbcWD2qaOKtvWHCfGmoladBPe+nJa8j8Y8uuGk7NwN35ne8RfxlNb2u8Bn2XKYgLOlgEvL2jXvsyhp8yEvqgsMaT+vz8QOe9q9Fl5bZkS/U9T9FSfQBOf0eVYyRsTh83poeBYHc7W9rWharSJmSj0JpxHTk8qpHB+8TbXoD/yGfrMKRgnXNjtY5psbn7wxBe89slRFBo92qRsXCf6XmKWf6ia5FgTM3ITUCikPusmyLJMVb2DhJiT50mzQY1Rr6ay7uTkhaNVZCacakJmNNkpEby14Xio7lBv2tczj/RlDkCoXW5/OQ9vRZsyNjTrPtyZCdrk0cHCpB3q54SW1p5HE1jxkQZUSgmfX8Zq0rL7aC21jc4ux9jYtEjKauyhDKP+Kq+1dyoeP1BzJiWh0yh5+tU9HC5uYGJ25+4beq2KxBgjx8s7ZibYiI8yMDM3uEw3waoOXd/0p9V5b6rqnbQno55acNzr8/PUq7vDtpxi454KxmVEER3R8/c90qLrdwe19gDR/7tiEkaditc/PUaz3cOsCYmoVcoOy5NEMGHYmHLnoXQ2hlJ1vT4/D7ywFYVC4sH/N4d5U5L5+mW5/OjG6fz86zO5YHw8hpLNqGPT0WdOwVG4B9lej8HfgtJoxbb7Yzy1J6PRmclWJmRGc9l4FRX/+DnxxgALpqa0LXGI7BKJlGUZx6EtGLLyUEUmsDixiby0YGBA1U0wIS7KQEqciU17K3jknzt48/PjHCxqwGo6GaSwGDVkpUSwZGbaGU1xUcckI6k0+B1NwVaTIyTd5nw1MTsarUbJ7iNdgwker5/KOgdp8WYsRg1/+ekSHr97AUCnwjdFVS2kxpvISLRgNqhDEe4DJ+p54e0CHv1XPvsLg7PP+Ydq8PllDhU30tBWnKq8xk5y7ODXJ6qjk1FZ42je9i6SSkPqHc+SdPNvsM65otvHm/RqYiJ0pCdaul1SEh2hx6RXc+HkJDbuqcDZOrgZ93YVtQ4izVr0WhWG0dPRj5pM4xf/wdtc0/eTT4OA103Vvx+k9r1nAfA7mgm02tHE9q9QpD5zMkpzNLbdHw/q/d3lR1AarShUg08vV0cmICmUbctexuE81nP/c5+tgZbdHyP7fchyAHfViU71EtrNyE3AoFPxSX5p6Bgw6FRICiXGcXNwHN5KwN199WRBGKz69X8FZGIuvb3H38e9x2oJBGT2tJ23DdnTcFceDy0Z6k5VvYM9R2uZOzkJrVpJeoK5zw49TXY3rR4/CVGdu00lxhhDQVIAu6iZ0IUkSayen0VZjZ2Cwt6LF0PHYMLIGeyHg7exCk9NMaZxc4hd9W3Mkxehie2+yHK4KDR6TBMupCX/Q7xtQQRfUzATWBUxcrq1DDelUkFKnJnkWCNrLx1Hi8ODz9+1E0d73bb24OKxsibe33Si16Xdfn+Akipbt62W+yvCpOXOq/M4XNKIzy+HLng7bVtqJEc7ZE2UVLWQnmBhVm5wRj8pShMKJrTX+Bqsjku3Tj037j1Wx4dbinnilV1dgoOtHh8VtX0HMspr7WwpqKSsxkZRZUtYl9IsuiCVr1+Wy/Rx8eRmxVBU2YJKKTE1J3i8t086i2DCMDKOnYlfH0Hz1mC/0rc3FFJZ7+B7103ttBZp3pRkLhifwPKpcSRK9VSbxvJlSwqyq4W52mA6VeyqbyOpNLTseD/0PKVC4qE7LiSz7nNaS/bTsutjrlkyFoVCYmKqDvuBjZ2yIjyVx/E112LMmYUhaypRziL0ruCJUGmydvsZpubEcbCogSabm9uvmEhspJ7RaZ0f+/u7L+KaxWPDsMcGT1Io0cQFC4uoIs6fCPFIpVYpyU7pPsWtvNZOQD65LCDCpGVUogWVUtEp7ay4soX0REtbulxksG5CQOb5N/cRHaEjMdrAQy9up6GllS0FlWhUwVPI1oJKZFmmrMYeWts3GJIkhbITImauRGWORJc8BknZ88D2ppUTuHZJ79+FJTPSafX4QwWCAh3S3Qeist4ROo9IkkT0sltBlql65Ted1nSeKX5bA8gBnEe20Vp+NFR8sb+tuySFEvPEBbgK9wz487iK9uE8lo9l+vIBb3dP9BkT8dQU43d2P4PQtPkN6t57lop//IyaN3+P7G3ttt+5Vq1k7qQkNu2tCFXENrStDzVPWojs8wQzyAQhjFQRsTgmrkTdy0VPe/D3aFkTzlYvxjEzAHrNyHl/UxGSJLF8dgYQXF55pLSp19nIqrrgBe6pbaSTYoyU13WtmWAcZHbZueqC8cHZ00NFfaeQ1zS6sBg16IaQNj4StS9xMIyZgTY+g9iV30JSDv9njFp4AygUNPzvRQC8TTVISvWAChyeC35043R+9Y05oYtK6Fo8c3RbMOFwcSNeX4CHX9zBM6/v5X/be16iU15rx+sLdOlgN1Dz8pK54qJsjHp1t/UBxqZHUtfcSl2TC58/QHmtnbQEM9Ny4njojgvJStQSa9Wj16o4MYhuYh21d65JiTNxrKyp03072wrXHipu5NP8zvvl3+sP853ffdZrFwiX28cvnt/Mg3/dxu/+FZzsOLWLw1B0bIM9qS0bPjcrJhTgnTEhAYtRw9j0kXP8n3PBBL8sUWSZQmvpQd547SNe+fgIM8YnMDndSNVrD+NtrOr0+BxdDQpJ5p97JNYVBlNUFpmPIql16EdNQpc6DlfJ/k7P8TZWBdNiJQW2nR+SFK3n6TtnMK3479S88Rg1bzxGwOcBggNsCFaqN2RPRfZ5aPjfi0gafY+pwNPGBi/MV1yYycoLM/nLT5dyzeIxYd1P4dJe6EwlOjmMCKNTrRSWN3cprtje5rFjvQ2lUkFagjlUEMfu9FDf3EpG22PGpEZSUtXCX94u4HhZM7esmsC9N8/A2erjdy/lk3+wmvl5KSTGGNm8r5IWhwe7yzuo4osdWfKWYBg7s9/tGi+amsL0cb0ffzkZkWQkWvjn+wepb3bx679t45qfrOOHT2wY0PrCilp7pzXHmugk4q/6Id76cuo+/HO/X2e4tC8zAGj87KVQVlVfnRw60qaMBeROGVl9kQN+6j/6K6qIWCJmrur38/qiT88FCHV3OJW77DCqiFg8taU4j+UTMesyTD2kk188PZVWj5/f/H07Jr06NHDSJo1GHZWIbe9nYdtuQQCIWXoL3oRxXW5vtLXy2idHafX42H20lkizlkBA5sCJBhqVUUgR8ThO6WrTrtXjY/3WYmbnJhJjDY5ZLpqWQqvbx8+f34TN6en2eVUNwcH1qbNZGYkWahqcoeed7OYQ3otEv8tO6XN3dVuZ/2xg1KtJjDF2uTDpTk1D1/Tzc4GrcA+auHTU1tObEaCyRGOdfQWOQ5vx1BTja6pBFRHbpX3iuS413kx8lIHoCH1oYiguqvNxZtKryUmP5I3Pj/PXd/dTWe8gMdrIH9/Y22Naf/uEUjiWTd+yagIv/mJZt0td2y9+D5c0UlFrx+eXSUswI0kSEzKjkSQJSZLISY/kQGHPmVn9UVnnwKBTMTUnjsLy5k61wXYeqiFvTCxj0yP527sH8HW4b9uBajxeP4eKu6+xFQjI/PWd/dQ0OhmXEcWx0ibGZUSFzsXhltfWEaNjsf24SAMv3b+csemntxZIb865b+JTr+7muYOJeGUlTXs+x+vzc8tlE3CVHMB5eCu23f/r9Hh3SQEBhRplQjY/+c4lqKOTUPjcaJNHIymU6NPH460r61Ttu3n7e6BQEr3ka/ha6mja+Dry+7/FV1+BeepSHIe2ULfuOSBYSV1pjkJpsKBPz8U8ZTFRF99I6u1/6DEVeMqYWH54wzRuWjE+dNtIXULQnlJ8Pq1dG8nGpkcG+wxXdq5Of6i4Eb1WSeopF/oZbb1/4eQPSnvV3TFpVgIyvP1FIUtmpDFvSjLpCRa+cXkue4/V4Wj1MSs3gdm5iew9VsfhtovywRZfbKeJSydhzY/63a6xPyRJ4vtfnYbD5eWORz5l6/4qFuQlU15r598fHe7Xa7S3hUyK7bxd+lGTMOUuwHl8Z7/asw0nvz34A2jOW4qraB/1//s7Cq2h2/osPdG2ZRt5aor6/RxX4W48NcVELbwhrD3HtUlZSGpttwUSA1437uoiTBPmkfatp0n/zvNEL7qpx5my8aOiGZNmJW9MHE/+YGGoPZ4kSZgmXkRryf62wl6CMLyefX0vf3/vAI/+M5/aRhdXLsxGpVSwbX8V9z2zke2OZFxFBfg7ZAfJcnApxG9f3IHd5WXFhScLmE7MiuHemy6gsLyZG3/xAXc99hk/eGIDv/tXfiiNt6rOgSR1DSaMaSsa3Z4K7HB50aiVqFVda9T0h6u4AFc3wT9vXSneujKad6wb1OuOBNkp1k5rvntSc0phvHOFp7a0S6ec08U86SIAXMX78TbVoDrNAY2RZurYOFRKidhultL84IbpqFUK3vmikEnZMfzmjrloVAr+/l73QfmiyhaUComUuPC00NSouz93jEqKQK1ScLi4keK24ovdtbbPzYqhuMo2pCKMFfUOEmOMjE6x4vEFOFDUgN3poabRSVmNnak58VyxIJsmuzsUIKxpdIYCLgXdBDN+9sdNXP6jt3l/cxGr52fx4DfncNn8TL66LGfQ29mX1Hgzj9+9gGWzMobtPcLhnAsmrLowk69clIRldB4LY2t56ocLSY414akK9ghuT9Py2RrxO1twFe3DmDGB3919MdkpVvQZkwDQpQTTpnVpEwBwlQa/hAGfB9ueTzCNn4Nl2jKU5igaN7xCwGUj/up7iV1+O6aJF4UuLDy1paFZQUmlJnbFN7HOvrzHPuxAqH2ftocv5EiiS8kBSYEmPuNMb4rAyYHhkVNaA+0vrGdselSXHsKjkoJtxZps7lD2Qvu6uQmZ0UzLieOua/K485q8UEBr6cx05kxKxKhTMXlMLPPykvEHZB5vS/caambCcMlItHD7lZNwuLxct3Qs37t+GnMmJXGgn62D2ttCdlf5Wpc8moDLHlrLeaa0ZyZEXXwDsZfdiToyAf0Aq0orLTEotAbcNf0vWOk8vhtJpcEwdsaAt7k3klKNLiWH1pKuwQR35XEI+NEmj0FpjOgz+KRQSPzurgX86huzu8witC+taa8Y3rT5TdxV/e8rLwjdOXCiniZH53TZbQeq2LyvkoRoA1v3BzMlZ4xPYGx6JO9vLqKm0cXGhjgI+HEdD55Tdx6q4Zu//YSfPreJw8UNXL90LLmZnccQM3MTeeQ787lyYTYRRg3I8Fl+GTsOBs9JVQ1Ooi26LgP9rLZ21u3dIBytXkxDyEqoW/ccdeue7XK7ryVYa8B5ZDsBt6vL/WeDrOQIahqctDi6z/6AYNCnptF1ztVL8Lc68NsbBpTlFk5KSwxKUxTu8iP4mqvP+2DCdUvH8tAdF3Z7nRAfZeBnt8wkJz2S2y6fSHSEnktmZ7D9QBU1DV1rA52oaCE13oxaNbyXhGqVgqzkCA4XN7C/sB6F1P14MbetpWTHTmEDVVUXzMjIbju/3ffMRm785Qf88b/B4rZTx8Yyoe0cWnA8+D672pY/RJg0odpgoderd7D7aC2zchP51prJrL10HGqVkttWT2TymM7FJsMtO8U64EKpp9s5F0zISrGSnaTDNG4WAVsdMd7gD6m7Ojgw9NaX01p6kLI/f4/iP9yKt64MfcbE0PP1WXnB/7YFEbSJmUgqDa3FwWCCu/QQsqcV4/i5SAolsSu+RdTim0j95lMYMoNtxrRJowk4W/C11OKtL+v3euWzkSY2lfS7/ow+bXzfDxaGXWykHqtZy5EOBWfsLi/FVS2MH9U1gDUqMZjqXVzZQlGVDaNeHepIYtCp+eVts1k8o3OBJUmS+OEN03nmnkXoNCqyU6z86MbpeLx+NCpFt5HykWLpzHRe/MUyrm+LJOdmxeBo9XXqfdyT9raQp645huB3HsBdcTSMW9u3U9tS+mwNwc4qWgPmiQtIvf0PxF/5/QG9piRJaOLS8QwgmOA6sRtd2oQhFV7siS59Ap6akk7ZYRBc4gAnA79DoYlNAYUKd1UhPlsjDZ/8g6aNrw/5dYXz2/Nv7uNPH9aEZrv2Ha/j6Vf3BGebvruAhGgDcVEGEmOMoYJlmUkRnPDFIOssOA4Hlzq88E4BXn+Au6/L468/X8Z1y3K6DRBmp1pZe+l47r99Dr/99oXERep57ZPgOamyzkFCN+cuk15NcqwxVLDN7vIOuvii39GMt6ECb31FlwKS7X/LPk9oUudsk51iBeB4L0sdmu0ePF5/KJhg2/tppyVjAZ+Hqld/i/P4ruHc1LDz1pUBA1syF06SJKFNHo2raB8Bl/28z4Y16NS9prmPSYvkkTvnhyaHLmmrr/L+5qIujy2qaCbjNHWGG5sexZGSRtZtOsGiC9K6zWIYnRqJRq0MXeR3p6iyhUf+sYN9x7oWRPX7A8E2uDFGkmNN3Hn1FL5x+UQmZsWw/UA1MRE6UuPNWM1aUuNNFBwPvkb+oRpirHoumprK4eJGnK1evtxTjsfrJ78tKHvTivEsn50x6Mytc9U5F0xoZxg9HRRKHIeDRbU81SfQpQbXLla9+hCBVgeWqcvQpuRgHDfn5POyp5F006/RtQUYgjNjY4M9dQHniT2gUKFPDwYbDFl5WGdehkJzstuCNvFky0TZ60ZzDgcTAJTGoRVtEcJHkiTGpkV2aul4qKgBWYYJmV1/eNp/QE5UtlBc2UJGW/HFvqiUilCaOAQLmv7uuwv4yS0zR3wENbLDdk9si4Dv6+VHq115W6uipG4G5JrYVCSVBnfFsTBtZd/8jmZKnv4mte8/F1pe4bfVozJHDXlZVDCYUIIsB/p8rLe5Bm99BYasKUN6z5601004NXW6tfww6qhElGFoSSsp1WhiU/FUn8Ddlp3gLNyN7B9a9w/h/Pa964Itdn/45Bfc8cgn3PfMRjRqBd+/fiomg4YHvzmXX946C0mSWHxBGpfNz+Temy9ARkFDRA7O47vwtLZSVmPnoqkpXDw9rd8Zi0qlgssXZHOwqIEDJ+qpbnB06uTQUXZK5MnMBJd30MUX2zN7AFxFndtb+lrqkTR6VNZ47AUbBvX6Z1pWSnCs09tSh45tIX0tddS+8xRVr/w6VNC2eeu7OI9sCy259dkautTyGok87cV8+9kZaDjoUsbidzQBnPeZCQMVF2lgxoQE1m8txuM9WSTe5vRQ19zKqCF0chiIsemR+PwySTFGbrt8YrePUasU5KRHUnA8mDV6ag2w9zae4K7HPmPD7nL+vq7r0o3aJhf+gExitBFJklgyM51V8zL5xa2z+OolOaxdMT40RpqQGcOBEw2hturTcuLIzYrG6wvw8+c289sXd/D6J0fZcaiGxGhjt+M/4RwOJij1ZvTpuTgObcHvsuFrrsWQPS2YNeCyY521mphlXyf5pgc7FZORJAldythOg3FdWtvMmNOG68RedCljUGh6LrahiUsHSYG94Ivg38Pch1cQOhqdZqW81s7BE8GU9wMn6lEqpFDLoI4iTFoizVq2FFRSVNlCesLg18xlJFpCLWvOFtERehKjjaHIdG/KauzERuq7rdAtKVVoEjJpPY3BhPqP/4bf1oBt53psuz4CggPTngq7DoQmLh3Z4+pXDQFX4R4A9KMmD/l9u6NNzEKhNeBqm8lr2f0x9R//ndbSQ23FIsNDEz8Kd9UJWsuDGQ+yx4WruPs1poLQH2kJFm5aFMuU0bEkx5q4bulYnvzBQrLaZrjjIg2hVmhxUQZuWz2RhGgjsZF6DgaC38GyPTsIBORBtW1bMjONCJOGx1/eSUOLm4SY7rPGRqdZqW9upaGldUiZCa1lh0ChQqE34zpxSjDBVo/KEo1pwoW4ivb12KFlJDMZNMRHGboUYbQ7PaHMtT1Hg+fMUUkRoQ4xvpY6at97FnfFMZo2vgaAq2R/cEnEG49R/tcf47P1vxDwmeCtLUVSaVBFDG9Kd290ySfP9711SBG6t2peJi0OD29tOB667WhJEwAZQ+zk0F9TxsQydWwcP7rxAvS9dDvJzYrhRGUztzzwIXc99mmo9ouz1cs/1h0gNzOa65aO5XBxY5fvY0VbJ4dTs0iVSgXXLhnLwmknr8lyM6NxuX384ZVdOFt9zJiQEFr+cLikkQiThrc2HGfvsTqm5cSN2Pp1Z9o5G0wAME24EG9DJc1b3gZAE5+BZdol6NLGY71wTb9fxzB6OiBT/9Ff8FQV9jloVqi1qKOTcFcGLyzO5WUOwshz4eRkLEYNP3rqC37xp81sKagiO8WKTtP9iXv6uHj2F9bjcvsY3ba+7HySmxXNgRP1XfoNn6qs1t5rcUldUjaeqsIuSw+Gg/P4LuwFG7DOXYM+M4+6D1/A11yL39aAKhzBhLYaKJ7qvpc6uAr3oDRHD9t5TlKq0GdOxnl8JwG3i/r1f6F569sEXDZ0qeFbXqVNGEXA2YLj8FY0celIKg3Oozv6/Xw54BeZDEIXcRFqfnzTBdx38wyuX5bT43m4o9GpVjbVRiCpdbQc2oKEPKhAr06j4qe3zMTV1uasp8yE9vP+0ZLGYGbCIIMJ7rLDaBNGoR81CVfRvk4Faf0tdagsMcH6JHKgS+bC2SI7xcqx0qbQZ6uotfPrx1/n5T88S1OLiw27yslJjyQuyoD94GY0celELrgWx6HNlP/1HggEsF74FQLOFlwn9tBaepCAy0bte0+f8QK+vfHUBZfsnskOCprETFAEvz+q83yZw2BMyo5lzqREXl5/mIpaO7Is8+onR7CatIzLOD2dAcwGDb/6xmwyk3sPXsyckIBGrcRq1lFabWfvsWCQbv3WEhytPtZeOo7L5meh1Sh554tCth+oCtVYaO8E0Z825e31GTbsKmfu5CQuGBeP2aAhb0wsC6elcP835uBo9eHx+pnWR9ew89k5HkyYh9IUSdPmN4Fg5wHzpItIuvGBAVUc1yaMwjLtklBqXn9m4Nq7HCiNVpT68FRIFYT+SI418af7FnPTivEcK22itNrGuG56/ra785o8Xrp/OY9/d0GniO35IjcrGpszWFeiJ7IsU15j67W4pDZpNLLPM6CWioPhb3VQ+96zqKOTibxwDdGL1kLAh6toHz5bY3gyE9qyqTy1Jb0+ztdSj/P4TgxZecMasTdkT8Nvb6Th85eRvW4Srv0piTfcj3nigrC9h7atSrmvsQpdxkT0GRNxHt3RvwF+wEfF3+6jbv1fwrY9wvlrTGok5Q0e1OmTMFTk86D1P2g2Pjeo18pJj+LRO+ezal5mj4PhzOQIFAqJwwMMJriri0KtHmW/F3flcXQpY9FnTMJvbwyts4fguUJljkablI1CZ8RVuHtQn+dMmzImluoGJ/uO11FV7+Cep75kceALrtBtYf/zP0NZe5SloyV8LfW4yw5hzJmNdc6VJN30IDHLbyf+6h9jnnwxAPUf/RUAy7RLcLUFiEcqT13ZGV+yq1Bp0CaMQtLoUehHZqHnke4bl09Eo1LwyEv5vL+5iILj9Vy7ZEyvWQJnQmZyBK/9ZiWPfGceJr2aj7aW4PMHeGvDcSZkRjM2PQqTXs1FU1P4ZEcp97+wlV88v5nyWjvrNp1g5oQEIs26Pt8nOkJPcqyJ+CgD3/nKyWLV998+h+9dP43M5AjmTEpEp1Eysa2ujdDVyDp6wkxSqYmYuYqG/72I0hQ1pLX9UQu/iuPIdmSvO1QToTeahFFQsAG1WOIgnAEGnZo1F49mxdxRbN5XwdSxvUdULUYNFmP4i+edDXIzgz8Q+47XMapDqp8sy+QfqkGllEiNN+Ny+3ttnaRNygagtWR/6MJ0ONSv/wt+eyPxN/0aSaVGHZuCQmvAcXQHBHxhyUxQaPSoIhNC9QN63JaP/gqyjHXuVUN+z94YsqYCEi3b16EaRIeK/tC0tcQE0CWPIRCdjPNYPt7aUjRxab08E3THvsRdeQzrvK+EdZuE89PoNCsA9fEzkAoP4laqcR7eht9pQ2kY+OREQrSRb/SwPhmCGQxjUq3sPlKLw+XF1I9gQsDnoerfD+K3NxK18KuoIhOQfR60qTloE7MAcBzZjiY2Fdnvxe9oRmWJCbbczpgUrEkiy2dd2vDF01N5ef0hXvkoeG40+xvJ0FRTrU0ntrWYOy0nYOeHlB0IZoEYx81uWz6bE+x+1UYVEYu3rgx1bCrRy76Oq2gvtt0fhzVAGi4BtxN/Sx3qM1R8sSPL9Evw1JaedcfNSBEdoefOa/L4/b938ezre0mINrB0BLcd1KiVXDQ1hQ+2FMO/dlLX5OKbV04K3X/14jFttcKsPPv6Xn789JfYnF6uXJjd7/f4+a0z0aqVPQZR77omj7om11nRYe9MOaczEwAseUtQ6IyhH7fBUmgNJF77E+LX/BBJ0fcB1Z6ZcKYjucL5Ta9VcfH0NKzm/mfinG/iooIV1TtWDm5saeXu33/Or/68hd/8fTsnKoJZCym9LHNQWePRJo2mecf7yAF/j48bClfJAez7PsM690p0ycEOEpKkQJs8JlRTIByZCQDGnFk4j+/qUpW9nbNwN45Dm7HOvapT3ZnhoDRGtAVrZMwTFwzLQFKhNaCKTACChb6Cy9vAeaz3pQ7uyuPoCjdjnnwxxrbnCMJQZKdY0agUrC8z83DrNRxIvgLkAI4j24b0urIsE/B035Zxak48R0ub8AfkTsEEWZY7dVJpP7fZdn2M396ALjWHhk//Sc1/HwVJgS45B3VEHLq0Cdh2f4QsB9rqAcgoLcFzkz5zCn5bA966AWRxjZAlABq1kisuymbvsTr2Hqvja+OaQFIQv/pOHmxezQfmNcSuvAN1dAr6zLwex4C6tsKyxpzZSJICU+4CWksO4G2qOY2fpn88deXAyBjPmideRPTFN57pzTirzZmUxLP3XMyqeZncdU3esLeEHKolM9Px+QNs2F3O9UvHcsH4k5NjcZEG7lgzmcUz0lmzaAxNNjfjMqK67V7Wk6QYE9ERPdfBM+jUpCWcngKVZ6uRfQSFgUJrIPGG+4ledsuQX0sTlx6qLN4XbUImCr0JXVuLSUEQRq7czGj2F9aHUto/2lbC8bJmVswdhbPVx7pNwdayKfE9BxMkSSJi1mX4GqsGtNZ+IOwFXyCptVjnXNnpdl3yWGRfsPe5ytz/H9HeWPKWgBzAtud/3W/L/o0o9Gass1aH5f36YhgzAyQFptz5w/YeuuQxqKxxqCwxqMxRaBKyghkfvbDt+QSUKqIX3zxs2yWcXww6NasXZLFhVznNdg+RGcHj0nFwc5fHOo/mE2j77vdGlgNUv/oQpc99t9u6LtNyTgYEO87QOY9sp/gPt+KuPI7faaP4D7dS8eJPadr0X3Rp40m88QHi1/yIuCt/QMptj6EyBwv9WqYuxddUg6twD76WYIFblSWYBdbeRtvZz6UOzqP5WDY8g6fDsone+F12fPamfj12MC6ZlUGURUve6GjiGnajHzWZzNEZ3LBmHsuuXI558sUk3/xrEq/7aY+vYcieGjyftXUTM+XOA8C+7zMaPv0njV++NmzbP1DtLY/7ytASzh7REXq+cflEcrNGfup+ZnIEay8dx8++PrPHtrgAVy3M5qKpKdy8UrSqP93O+WACgDY+47RXflVoDaTf/TdM42af1vcVBGHgJmZF0+LwUNLWD37bgSqyU618/bIJGHQqth+oRq9VdmqH2R3j2JmorHE0bXkLWZaRZTlYiCwMRRnlgB/H4S0Ysqd1qfnSsatBOJY5AKjblhO07PoIn62RgLvzjKa3rhRNfAaSanDF2gbKOnMVKbf9DnVb9sBwiF56C0k33B/62zh6Ou6yI51mZjuSZRnH0R14o0eh0ImWUUL4rLl4NBGm4NKzUclWjOPm4Crai991sgtCa/lRqv7za1q2rwvdFvC6afziP7SWHe70eo1fvIrz6A78LXW4igu6vF92ijW01K1TMOHodpADNG15i5Yd7xNwtuCpL8dvbyRy3tVIkoRx7ExM42Z36lxlzJmJwmChZeeH+G3B7Kb2QKcqIhZNXAbNm9/C29x5Jj7g82Df/0UoQOKpr6D6rd+jdDVj2/tp6DP2lv1V89YfKH3mW9gPdQ2+hINOq+LRFWpuDbyMv6UO85RFQHAGtb1TR1+MObNJ+/YfQ/tMbY1HlzqOxg3/oWnTGzR+/nKwFfkpWsuPnJYivx3ZD2xEHZs2rOdeQejNVxaNYcb43o8/jVrJ9786bUBZCUJ4nBfBhDNFrOkShLNDe3S+4FgdTTY3R0oamTE+AbVKyQXjgj9gybGmPr/TkkKJddZq3GWHqXv/eeree4bKl35Jc4fB/mC1lhwg4GzBOH5Ol/uCSx4kQEJptA75vdpZpi7Fb2ug5IlbKXn6mwQ8rUDwIvp0F+SSVGo0scM7M6bUmzu1Pmvv5OM8vrPbx3tqivG31OGN6//6TEHoD4NOzc0rxmM2qBmVHIExZzYE/DgObw09pr2Iob3g89BtTZvfpHHDK1T8/T7KXvgRVa8+ROlzd9H0xX8wTZiHpNaFWhZ2pFBI5I0JTroYdcFggizLwRaPkgLHwc00b38XQ/Y00r71DEk3/wZ9Rs91GCSlGsuURTiP5uMqCgYv2jMTAOIuvwvZ76Xq5f8j0OoIvV/de89S8+bvadr4OgGfh+rXH0ZSKPFZEnEc3ITfZaf06W9R8vS3aPzytS5BhYCnNdgpQpapef1R7Ac2DmS390vA7cL28fMo1DriVn8XY86sAb+GJEmoLJ0veizTloFCSfSy21BHJVH33h87LUtxVxVS8bd7adn54YDfr/3fcqAdI7xNNbjLDmGaMG/A7ykIwvlBBBMEQTjvxUcZiLHq2VdYz46D1cgyoXV5syclAvRafLEj89RlWOdcgW3Xemx7PkHS6LsdvA+U/cAmJLW2rRhhZwqtAU1cKkpjBJIyfHV1DWMuIObSb2KdexUBlw3nke0A+G0NyB7XiFhDO5w0CaNQmqNwtH3uU7UvZ/HGiGCCEH6LZ6Tzz18tx6RXo03MQh2dhH3vZ6H7XSf2ABKemhLc1UX4mmtp3vwmhrEziVq0FoVGh7exCpUlhqjFNxGz8lsYsqfiPLKt25n96W3nvPYaO77GKnwtdVhnrwZJItDqwDrnChRaPbrkMX1uv+WClUgqDbbdHyNpDSi0J9cla2LTiL/qh3jry7HtCwZDmre8hb1gA0pzFM1b3qZu3XN4a0uJW30X7rSp+JpqqHnzcfyOZtSR8TR+/jIt+R90ek9XcQH4fcRf+QM0cRk0bngFWQ4MdNf3ylm4C/w+opfdgil3XtgmjkwT5pHxw38QMf0SYlfega+5huYt74Tudxzc1PbfgWdcuIr2UvmvX4Veo78cB75s27a5A35PQRDOD+d0NwdBEIT+kCSJvDGx/G9HKUdKGomO0JHV1gd52tg4IkwactIj+/1aUQtvQBWZiEKlwdtYReOGV/DZGkPriQdKlmWcR7ZhyJ7aY1tby9RlYS/eJUkKLHmLkeUA9oIN2PZ9hil3Hp62wmkjobr3cAqmcM+iZdd6/I7mLh2BnMfy0SZmI+tEmzJheCgUwQtVSZIwT1pIw6cv4W2oRGmMoLXsMOa8xdj2fELztnfxt9UmiFnyNVQRsd3WMzHmzMJxcBOtpYfQp3eu6TR/SjLRFl2oq43rxF4ATJMuJuBpxddUg7ZDR4K+qExWImaupOnL17rMwgPoMyaijkrEeWwn5kkX0bjhFQxjZhC9+CZKn7sL+77PME9diiErD2+NAxQf4CrcjWniRcSu+jZVLz9A44b/YJowP9TlwnV8F5Jai37UJKxuJzVv/R7n0XyMYy4IvW+wjWUh2uQxgwoEOI9sR6E3d+rOEC4KVXCpiS41B0P2NJrz3ydi9moklQb7wc2ARGvpIXz2JpQGM83b3qV567vEX/X9XrfHXR6se2Df/yVkLu7XtshyAFvBF2hTxqK29t4RShCE85fITBAEQQBuuSyXi6amUNvoYuaEhNAgU6dV8ZefLuXSuQNr92iZsghT7jyMY2cAcnDtcQfexiqatryNbe+nbdXOexZwtuB3NPU6WLRMu4ToRWsHtI391V5t3HViLz5bQ6h//LmemQBtqcd+Hy0714eWdziP7aT6v4/iLj+CocNFiiAMJ9PEi0BSYNv7aXDpgBzANGEehqw87Hs/xVV6kOi2QEJPDNlTkVQaHN2k/ysUUqde6q6ifSjN0aijEolZdisJ19w34Itv66zVKAyWHutWGbKn4Sreh23vZ8g+D9bZl6OOTCBq/jVoE7ND5zRZo0efMQlJqSZqwbVIkkT04psJuJ00bvh36PWchbvRp+ciqdQYx81GZYmhaePr2Pd/ESrg2LT5LSr+fh+1bz8RWrrVX7Lfh/NYPobR0/rV2WsoImZfTsDZgm3Pp3iqT+BrrMIyfTkg4zjwJZUv/ZKG/72I394Qyu7oibuqEAgGW/C5u32M48h2PDXFob8bPvkH3toSLHlLw/aZBEE494jMBEEQBMCkV3P3dVO5fEEW8VGGTvdphtBfWB2bhioyAcfhbVimBgdl7opjVP77/wi0FVNTmiJJvO7nPVbLPpkJcOYu3k0TF9C08TXsBRvwNlSiMFi6zNSfizQxKcFClPkf4KkrDV2ESRod1rlXETFzFeztWtBOEMJNZY5CnzmZll0foS4qQFLr0KWMQaG5BpUlhoiZq/oskqfQ6DHmzMJWsIGoRTei0ASXHjTveB9d8li0iZm07PqI5i1v422qxpQ7f0hp/AqtgaQbH0BSa7q93zB6Os3b3qXh85dRRSagbVs+YZ1zZZeuNTGXfgO/rSEULNHEpWGZfgkt29ehSRiFNiETX2MVETNWAiApVUTMuoz69X+h5s3fo7LGkfqtp3Ec3IzCYMFe8AV+l43Ea3vuunCq1tKDBFodGMfMGMzuGBBd6ji0SaNp2vR6sFCjpCBy3ldwHt9J/cd/ByB21bdxHNmO82g+8iVyj/9WnqpCVNZ4fE3VaKqPAJ1r7/gdzVS/+ltQKImYuRK/vQn7vs+wTF+OaeKCYf6kgiCczUQwQRAEoYP2FN9wCabKz6B52zp89kZkn5eKl36JUm8m6Yb7CXhbqX7tESr++TOil3wN04R5+O1NKI0WJGWwEJqntj0T4MwtK9BEJ6FLG0/ztvdQmqznRVZCu4gLVlD1yoM4DmzCeuFXMGRORh2bhlJ0cBBOs8h5V1P79pO4yw9jHD8XSalGm5iJNjGz369hmXYJ9oIN2Au+CBZZdTRT/+GfMWRPI/7qe2na/CbIMuYpi4iYfumQt7m3c4UuNQdJa0B2OzHPWNVr4EIdEdclwyF60U146yuoW/ccQLCuzOhpofst05ejT8/FVbyf+vUvYNv1MZ6aIqIW3wwBPw2f/ANXcUGvbb8dh7bgrj4BgQAtuz9G0ujQj5rcz08/eJIkEbVoLbVv/QFX4R4Mo6ejNFgw5syiefObxFz6/zBPWgiyjPPwVjzVRWgTumbQ+Z02fM21RC28gZb8D9BUFCDLnQMPzsJdgIw2KZvmzW8iafSY85YQveRropi4IAi9EsEEQRCEYWbJW0rz1ndp3voOAZcd/D4Sb/gVamtwYJx00/9R/frvqH37SWrfexb8PsxTFhO74ptAsA2jpDWgDFPbx8GKXHAdlf/4GX57A+ap50/qqz5rCtY5V6JLG48hK+9Mb45wHtMljyH1m08ScLt6nO3vizZ5DJr4UbTkf4A5bwmu0gNAsEaCu/I4vsYqopfdRsT0S8K56d2SlGoMmZNxHNyMaeL8QTxfRfxVP6D2vWdRRcRimbasU8BBkhRo4tJRRSXS+MUr1H/8NyDYxldpjKB523s0fv5vdDc+0O1Fs+z3UvPOk8htyyH0WXlELbgOhab3NsHhok8bT9p3nsPvsqFQB98zcv41mHJmo03KbtumqYAUrOHSTTChfYmDNjELc94SfJ+/TPXrjxC78o5QQNR1fDdKYwRJax/Ab28OBrOHeRmHIAjnBhFMEARBGGbqqERM4+fSkv8Bss+LZfryUCABgj3Gk295CMfBzbSWHcZbV4q9YANRF9+IUm8KtWE80zNE+rTxGLKn4TyWf0azJE43SVIQtfCrZ3ozBCGkY2eEgZIkCcu0ZdSt+yPussO0trVulP1e6j/8MwDGDrP7wy1y3jXoM6f0uUSjJwqNnvgrvtf7Y1QaTLkLaNn+Hpr4UaHzb+SFV1H3wZ9wFe3F0E22gavkALKnlfg1P0KfMWlI+30olPqT3YQUKk0okADBQpfapGycR3cQeeGaLs/1tAUTNAmj0GVMpLy6Fo58Sumz3ybywq9gmbYMZ+HuYD0NSTHoQsGCIJyfRAFGQRCE08A650pkrxtJqcI654ou90uSAtP4ucQsvYWohTci+zzYCzYA4G0LJowEUQtvQGmORpc2/kxviiAIg2SaMA9Ja6Al/4Ngmn/GRBQGC+6Ko2jiR/VaxDHcNLGpWKb0r8PAUFjygu9hzJkVus08eREKnalTy82OnMd2IinV6EdNPmOBhP4w5szCXXE0lIXQkbvqOCprHEq9GUmScGfMIPlrD6GJTaN+/QtUvvwAAZdNZF0JgjAoIpggCIJwGmji0rDOXUPUxTeiMvU+86NNzESTkIVt98f4nTb8jqYR04ZRE5dG+p3Po43PONObIgjCICk0OsyTLsJ+cDPeujL0oyZhyJ4O0KnmwLlEE5tG0td+S8Ssy0K3SSp1sF3mkW0EvMEuB7Lfh23vZ/hdNlzH8tGl5562ZQ2DZclbgkJnovHzk50t7Pu/pOyFH+E4vB1tQueaGtqETBK/+kusc6+itWgfIJ2WOhCCIJx7xDIHQRCE0yTqouv6/VhL3mLq3n+Ops3/BYKzd4IgCOFimbqMlu3rANCl56JNzMZe8DnGnNlneMuGj67D8oB2pvFzse3+GOexnRjHzqDm7SdwHNiIyhqHr6kGSxiKUA43hc5IxKzVNH72EvaDm/Hb6qn/6K9o4tKxTF2CJW9Jl+dIkkTkgutQaA34nS0oDZYzsOWCIJztRDBBEARhBDJNXEDLzvU0b3kb6L0iuiAIwkBpYlLQZUzEXXkcbWIWkkJJxvf+hkJr6PvJ5xBd+gSURist29/Dvu8znEd3YJ6yGPuBL4GzJ1Mj4oLltGx/j5r/PgqAIXsacVf9AIWq50KdkiRhnX35adpCQRDORSKYIAiCMAIp1FoSrrmP8r/dS8DtRGmJOdObJAjCOSZu5R347I2hyv3nWyABQFIoMY6fQ8v2dUgaPVEX34h19uVYpl2Cp/oEamv8md7EflFo9CTf+ijuyuMgyxiypoTaCwuCIAwXEUwQBEEYoVTmKJLWPoCvufaMd3IQBOHco4qIPa3FFkeqyHnXoEsdjyFrCgpNsNCiNmFUt60WRzKVKRLV6OlnejMEQTiPiGCCIAjCCKaOiOvUN10QBEEIL6XehGncuVsrQhAEYbiIbg6CIAiCIAiCIAiCIAyICCYIgiAIgiAIgiAIgjAg/QomvPPOO1x66aUsWbKEl156qcv9Tz31FAsXLmT16tWsXr2628cIgiAIgiAIgiAIgnBu6LNmQnV1NY8//jj//e9/0Wg0XHvttcycOZPs7JO9egsKCnjsscfIy8sb1o0VBEEQBOH89c477/Dss8/i9Xq5+eab+epXv9rp/qeeeorXX38di8UCwNVXX93lMYIgCIIghEefwYRNmzYxa9YsrFYrAMuWLeODDz7g29/+dugxBQUF/OlPf6K0tJQLLriAe+65B61WO2wbLQiCIAjC+UVMbgiCIAjCyNLnMoeamhpiY0+2DYqLi6O6ujr0t8PhYNy4cdxzzz288cYbtLS08MwzzwzP1gqCIAiCcF7qOLlhMBhCkxsdtU9urFq1ivvvvx+3232GtlYQBEEQzn19ZibIstzlto79zo1GI3/6059Cf99yyy3cd9993H333f3eiIKCgn4/tr/y8/PD/prnK7Evw0Psx/AR+zJ8xL4MD7Efh193kxt79+4N/d1xciM5OZkf//jHPPPMM2I8co4Q+zF8xL4MH7Evw0fsy/A43fuxz2BCfHw8O3bsCP1dU1NDXNzJnucVFRVs2rSJNWvWAMHgg0rV58t2kpubG9ZlEfn5+UybNi1sr3c+E/syPMR+DB+xL8NH7MvwGK796Ha7h+Xi9mx1OiY3xHhkZBL7MXzEvgwfsS/DR+zL8DgT45E+r/rnzJnDk08+SUNDA3q9nvXr1/PAAw+E7tfpdDzyyCPMnDmTlJQUXnrpJZYsWdKvDWsfGHg8nn49fiBEamP4iH0ZHmI/ho/Yl+Ej9mV4DMd+bP9t7O4i+nw0nJMbYjwy8on9GD5iX4aP2JfhI/ZleJzu8Ygk92OU8s477/Dcc8/h9XpZs2YNt912G7fddht33nknEydO5MMPP+TJJ5/E6/UydepUfvWrX6HRaPrcMJvNxpEjRwbxkQRBEATh/DBmzBjMZvOZ3owzrrq6muuuu47XXnsNvV7PtddeywMPPMCkSZMAaGhoYPny5bz22mukpKTwk5/8hPT0dG6//fY+X1uMRwRBEAShd92NR/oVTBgugUAAh8OBWq3ulKooCIIgCOc7WZbxer0YjUYUij7rJZ8XhmtyQ4xHBEEQBKF7vY1HzmgwQRAEQRAEQRAEQRCEs4+Y6hAEQRAEQRAEQRAEYUBEMEEQBEEQBEEQBEEQhAERwQRBEARBEARBEARBEAZEBBMEQRAEQRAEQRAEQRgQEUwQBEEQBEEQBEEQBGFARDBBEARBEARBEARBEIQBEcEEQRAEQRAEQRAEQRAG5JwKJrzzzjtceumlLFmyhJdeeulMb85ZZ+3ataxYsYLVq1ezevVq9uzZI/bpANjtdlauXElZWRkAmzZtYtWqVSxdupTHH3889LiDBw9y1VVXsWzZMn7yk5/g8/nO1CaPWKfuy3vvvZelS5eGjs2PPvoI6HkfC0FPPfUUK1asYMWKFTz88MOAOC4Hq7t9KY5LoSfit3NoxHhkaMR4JHzEeCQ8xHgkPEbkWEQ+R1RVVckLFy6UGxsbZYfDIa9atUo+evTomd6ss0YgEJDnzp0re73e0G1in/bf7t275ZUrV8oTJkyQS0tLZZfLJS9YsEAuKSmRvV6vfMstt8ifffaZLMuyvGLFCnnXrl2yLMvyvffeK7/00ktncMtHnlP3pSzL8sqVK+Xq6upOj+ttHwuyvHHjRvmaa66R3W637PF45LVr18rvvPOOOC4Hobt9uX79enFcCt0Sv51DI8YjQyPGI+EjxiPhIcYj4TFSxyLnTGbCpk2bmDVrFlarFYPBwLJly/jggw/O9GadNQoLC5Ekidtuu43LLruMf/7zn2KfDsB//vMffvGLXxAXFwfA3r17SU9PJzU1FZVKxapVq/jggw8oLy+ntbWVKVOmAHDllVeKfXqKU/el0+mkoqKCn/3sZ6xatYonnniCQCDQ4z4WgmJjY/nxj3+MRqNBrVaTlZVFUVGROC4Hobt9WVFRIY5LoVvit3NoxHhkaMR4JHzEeCQ8xHgkPEbqWEQ1LK96BtTU1BAbGxv6Oy4ujr17957BLTq7tLS0MHv2bH75y1/S2trK2rVrWb58udin/fTggw92+ru747G6urrL7bGxsVRXV5+27TwbnLov6+vrmTVrFvfffz8Gg4Hbb7+d1157DYPB0O0+FoJGjx4d+v+ioiLWrVvHjTfeKI7LQehuX/7rX/9i27Zt4rgUuhDjkaER45GhEeOR8BHjkfAQ45HwGKljkXMmM0GW5S63SZJ0Brbk7JSXl8fDDz+MwWAgKiqKNWvW8MQTT3R5nNin/dPT8SiO04FLTU3l6aefJjo6Gr1ez4033sjnn38u9mU/HT16lFtuuYV77rmHtLS0LveL47L/Ou7LzMxMcVwK3RLHwNCI8Uh4ifFI+IjxyNCI8Uh4jLSxyDkTTIiPj6euri70d01NTSgtSejbjh072Lx5c+hvWZZJTk4W+3SQejoeT729trZW7NM+HD58mA8//DD0tyzLqFQq8Z3vh/z8fG6++Wa+//3vc8UVV4jjcghO3ZfiuBR6Io6BoRHjkfAS5/3wEef9wRPjkfAYiWORcyaYMGfOHDZv3kxDQwMul4v169czf/78M71ZZw2bzcbDDz+M2+3Gbrfzxhtv8Mgjj4h9OkiTJ0/mxIkTFBcX4/f7effdd5k/fz7JyclotVry8/MBePPNN8U+7YMsy/z617+mubkZr9fLK6+8wpIlS3rcx0JQZWUld9xxB48++igrVqwAxHE5WN3tS3FcCj0R45GhEeOR8BLn/fAR5/3BEeOR8BipY5FzpmZCfHw8d999N2vXrsXr9bJmzRomTZp0pjfrrLFw4UL27NnD5ZdfTiAQ4Prrr2fatGlinw6SVqvloYce4jvf+Q5ut5sFCxZwySWXAPDoo4/y05/+FIfDwfjx41m7du0Z3tqRLScnh2984xtcd911+Hw+li5dysqVKwF63McCvPDCC7jdbh566KHQbddee604Lgehp30pjkuhO2I8MjRiPBJeYjwSPmI8MjhiPBIeI3UsIsndLaoQBEEQBEEQBEEQBEHowTmzzEEQBEEQBEEQBEEQhNNDBBMEQRAEQRAEQRAEQRgQEUwQBEEQBEEQBEEQBGFARDBBEARBEARBEARBEIQBEcEEQRAEQRAEQRAEQRAGRAQTBEEQBEEQBEEQBEEYEBFMEARBEARBEARBEARhQEQwQRAEQRAEQRAEQRCEAfn/ISNZRfJOQGoAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(3,2,figsize=(18,16))\n", "\n", "for ax in axs.flatten():\n", " rets = mod.forecast()\n", " archsim = model_fit.forecast(horizon=days, simulations=sims, method='simulation', reindex=False)\n", "\n", " ax.plot(archsim.variance.values.T, label='arch Forecast')\n", " ax.plot((rets.vols**2).mean(axis=0), label='Garchcast')\n", " ax.legend()\n", "\n", "plt.suptitle('Comparison of Average Daily Conditional Variance', y=.9)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The two methods appear to create similar volatility behavior. If we increase the number of simulations, we can see that the methods tend towards the same stable value over time. The charts below show the *average* variance for 10,000 simulations over two time periods: 252 days and 504 days." ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "scrolled": true }, "outputs": [], "source": [ "days = 252\n", "sims = 10000\n", "mod = ph.Garchcaster(\n", " garch=model_fit,\n", " iters=sims,\n", " periods=days,\n", ")" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "tags": [ "hide_input" ] }, "outputs": [ { "data": { "image/png": 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1fV91aGh2YzHpMBvVwiQZKWp9VRGZIBAIBALBiY8c8kwIiwoCgUAQC8S8LjaI0pB94OGHH6a+vp7XX3+d+Ph4Wltb+d73vofNZuOGG24Y7O51yddffz3g12x1+VAUSIgzADBuWBLL1xXz+mdFSBKcMyeflARzVOWF8rpWpo5J69N1Gpo9kRQHgDizHqtJJyITBAKBQCA4CQiLCCe6mFDzzp+xFEzHNnXRYHdFIBAg5nWx4oQQE1p2rqZlR+9rRgeDQZq12l4da5u6CNuUBT0eV11dzfvvv8+aNWuIj48HIC4ujl//+tccPHiQoqIifvvb3+JyuWhsbOTWW2/l5ptv5oknnmD79u1UVVVxww03MGPGDH7961/j8XhISEjgT3/6EwCNjY3ccccdlJaWMmLECB5//HEMBgMvvvgi//nPf9BqtSxcuJD77ruvy2utX7+exx57DICEhAT+/Oc/89RTTwFw1VVX8eabb/b6Hh4v4coN8VZVTJg/NQd7i5ectDh+98LXrN1RySVnFVDd0E5MqG3p83Uamz2kxJujtuWkx0XMHltcPspqWpgwIuVYX0oUew430NTi4YypOTFpTyAQCAQCQde0FxMURUGSpEHu0bHh3LcO5751QkwQCIie2/Vl3tYbejO3E/O62HFCiAlDgZ07d1JQUEBCQkLU9oKCAgoKCnjkkUe46667OO200ygrK+OSSy7h5ptvBsDn8/HRRx8BcOGFF3LvvfeycOFCXnvtNV566SUWLFhAZWUlzzzzDDk5OVx99dWsW7eO5ORkXnvtNd5++23MZjO33347u3fvZtmyZZ1e66mnnuKhhx5iypQpvPzyy+zdu5cHHniAV155ZcA/cM1O9eEfTnMw6rVcsXA0ACOzE1izrYJLziqIpCMkxxuPOc1hyujoaIYzp+Xyz/d3U1Lt4NWP97Npbw1v/eFCtNq+ZfX8d0Uhm/fW8PNvziY1URUsXlm+j8KSRsbkJ0X8GQQCgUAgEPQPit+HAkiogoKkNw52lwQCwQmOmNfFjhNCTLBNWdCr6IEwTqcTq9Ua8360V8M//vhjnn76aWRZxmAw8MYbb/Dll1/yj3/8g8LCQlyuthX3KVOmAKpKVVdXx8KFCwG4/vrrATW3Zty4ceTl5QHqB7mpqYlDhw6xcOFCbDYbAC+++CIA48eP7/Raixcv5u677+acc85h8eLFzJ8/P+b3oLc4QmJCfCjNoT1nTs/hpQ/3Ut3gpKbRhV6nYdLIVPZ3YdDYFUFZobHFG5XmALBwZi4v/m8PL3ywhy37awGwt3ojJo29bfvDtUewt3j56ZNf8sid80lPtnC4wk4gqPDmygN87xtT+9RfgUAgEAgEvUeRg6DIKHozkt+NEvCDEBMEghOe9nO7/pq39YSY18UGYcDYSyZOnMihQ4dobVVXz8877zyWLVvG008/TVNTEz/84Q9ZsWIFBQUF/OhHP4o612RSJ7t6vT5qu9frpaysDACdrk3XkSQJRVGitgHU1NTgcDi6vNYtt9zCK6+8Qn5+Po899hhPP/107G5AH3EclebQnjOnqSkCX26voKbRSXqShdwMG3V2N15/sNfXaG71IstKB5EgIc7InImZESEBoMnh7VP/C0sasbd4+cai0bS6fLy5sojKulbc3iApCSY++7pE+DIIBAKBQNCPKP5QioNeHUedqL4Jx2voJhAIYouY18UOISb0kpycHC655BJ+9rOf4XA4ADXHZ/Xq1Wg0GtauXcs999zDOeecw6ZNmyL722Oz2cjMzGTt2rUALFu2jL///e9dXnPWrFmsWbMGp9NJIBDgJz/5Cbt37+7yWldddRVOp5NbbrmFW265hb179wKg1WoJBAIxvyfdEU5ziLd2XEHISLYwblgSa7ZVUNPoIiPFQm5aHIoClXW9T3VoaHYDkBxv6rBvyZx8AKaFUiAaW3pXdtLjC6AoCut3VaHTarhq8WimjUln+4E6DpTZAfj+1dOQZYWVm0p73VeBQCAQCAR9I+KXoDdH/X3CIfd+oUQgEPQ/Yl4XO06INIehwkMPPcQLL7zAzTffjKIo+Hw+pk2bxnPPPcfq1au5/vrriY+PZ8SIEeTk5FBeXt6hjccee4yHHnqIRx99lKSkJB599FGOHDnS6fUmTpzIjTfeyLXXXossyyxZsoTTTz+d73//+51e68c//jE///nP0el0GI1GHn74YUANk7n00kt55513MBoHJjzQ4fRhNenQ6zrXq86ansuz7+1Cq5E4d94wctLjACivbWVEdkKn5xxNQ7MqEByd5gAwa3wGP71xFsOz47nr0VU0OToXE+rtbl76aC9XLRqNQa/l3sfXkJ0aR53dzbQxaVhMeqaPTWf9riq+2FaO0aBl2ug0MlKslFT33TBSIBAIBAJB72gTE0KRCf4TU0xQgkNn4C8QCFTEvC42CDGhD2g0Gm677TZuu+22DvtGjBjBrbfe2mH797///ai/x44dy3/+85+obenp6cydOzfy9x//+MfIv2+44YYO5UluvfXWTq81bNgw3n///Q7bn3jiiS5eUf/R3OrtNCohzBlTs3l+2S6CskJmspXsNCsajcTuQ/WRNIie6E5MkCSJM6fn4A+oKmJjuzQHWVbDDTUaieff383aHZVsL6rDZtETCCocqWzG4wty3bljAZgeKle5dX8t44cno9VqyM+wUVrj6FU/BQKBQCAQ9B054AdA0ZlCf5+gYoKITBAIhhxiXhcbRJqDoF9wtPo6NV8MkxRvYvKoVAAyUiyYDDqWzMnn040lvU51aGh2o9FIJNo6iglh9DotNos+KjLhrVUHuOHXy3npw72s3VEZSYmoqG3l5zfP4k/3nMVlZxdERI3MFCtZKaoxzOi8RADyM21U1jnxB+Re9VUgEAwNFEXGXbJb5DALBCcA4cgE+QT3TEBEJggEgpMUISYI+oVmpzdSFrIrFsxQXU5zQykONywdh16n4cUP9/bqGg3NHpJsRrSa7mtOJ8WbaGwnJny5vQKXx89bqw6QnmzhO1dM4c8/OIs/fu9Mpo1JZ1hWPLddMgmzsS1wZ9pYNTqhIDcRgPwMG0FZobK+7+UsBQLB4NG6czVV/34Q98Gtg90VgUDQAx3SHE5QMUGkOQgEgpOVIS0miJWjoU9X75HD6eu0kkN7Fs3K468/PJthmfGAOum/cuFo1u+qoqSqLYVg96F67vnz57S4ogcRjc2eTlMcjibZZsLeoqY5NDS7Ka5ycOP547nrG1P5xc2zMeq1pCdZGD8iucs25k/ORq/TMHFkCgD5oT6XCt8EgeCEQVFk7OvfBcB1eNsg90YgEPREBwPGE9UzQaQ5CARiXncCcCzv0ZAVE7RaLX6/f7C7IegBt9vdoTSKoig0t/pI6CbNAVTPglGhtIEw584dhiTBul1VkW3biuo4Uungi63RxicNDneHspCdkRRvjFRz2FaoloucNT6D808b3uH6XTF1TBqvP3IBGckWAHLS49BIUFYjxITucB/ZiX1Dx3wvgWAwcBVuwt9QicYUh/vwjsHujkAg6IHwir6iVyMdT9TIBOS2yARFEemRglMPMa87MfD7/R1KWPbEkBUTEhMTqampQZbFj+5QRFEUXC4XFRUVpKenR+1zewMEgnK3BoxdkRRvYtywZNbvqoxsC0/YV3ytlmLcX9yIPyDT0OwhpZOykEeTHG+iyeFFURS2FtaRHG9keFZ8n/um12kj/zbqtWSkWEVkQg80b/qIxpUv4avv6IAr6Jr/fXWYXYfqB7sbJx32jcvQJWWSOP9K/I2V+O21NG9ejre6c+dlgUAwyIRKsSm6E1tMUNqVlDtRoysEguNBzOuGPrIsU1NTQ0JC76rqhRmy1RxSU1MpLy+nsLCwz+f6fD4Mhu5XxQW9o7t7qdfrycjIID4+emLucKoPyp7SHLri9ClZ/PP9PVQ3OMlMsVJe24pOK3G4opm//mcrqzaXcfGZI3F5AiT3Is0hKd5EICjT3Opje1EtcyZmIknd+yz0BlHRoWd89WUAODZ9ROr53x7k3pwYuDx+nl+2mxnj0plckDrY3TlpkP1evBUHSJx/JZZRM2hc+RJ1Hz6Fp3gX1nHzyLjyvsHuokAgOIpIZIJWFRPkE3Qi3t4zQfF7wdDz2EUgOJnobl4n5m2xIRb30Wq1kprat7HnkBUTNBoN+fn5x3Tuli1bmDp1aox7dGpyLPcyXLKxpzSHrpg3SRUT1u+q4pIzR1JV38ri2fms2lzGqs1lmAxalq9TVxJ7k+aQHKr2sGF3FS0uPzPGpvdwRu/Iz7SxeV8N/oCMXjdkg3wGDdnvJdBUA1odLbtWk7TgerTmuMHu1pBnz+EGgrLCofLmwe7KSYWvthQUGWPGCPQpOWjjU/EU7wIk3MW7UeQgkkbbYzsCgWDgUELpAYpOHU8owRNUTGjnmSD7vYhfGsGpRnfzOjFviw2DdR/FDEgQc1ZuKsWg0zAmP+mYzs9MsTIyO4H1u6qobnQRCCqMG5bM1eeM4cL5I7j/ljkEgqpBSG8MGJPi1RWN9788hEGnYdb4jGPq19GMyk0kKCus21nZ88GnIP6GSkAhcd6lKH4vLTtXDXaXTgh2HFDTGxodnohxqOD48dUWA2DIGIYkSVhHz0JjiSd58U3InlaR6iAQDEHCk/BImsMJGpkQ5ZngF7/rAoHg5EGICYKY0tDs5vMt5ZwzJ5+EuL57JoSZMzGTwpJG9h5uACA3I45rl4zlziumMG1MGvmZNqB3YkJyyFehrKaVWRMysJj0PZzRO+ZOymJUXiL/+mA3Lo9fuNQehT/kkxA38Qz0KTl4SnpX8vNUZ8eBOqwmNWjscIWITogVvppiJIMZXaIamZSy5BbyvvsktskLAHAfEYaMAsGQI5weoNWDpDmBPROEmCAQCE5OhJggiCnvrzmMLMtcvmDUcbUze0IGsgLvf3kYgNx0W2SfJElcc84YMpItpCdZemwrqZ1J49nTc4+rX+3RaiS+e8UUmlq8fO+xz7nq/g958s3tuDx+Nuyu4mCZPWbXOhHx1ZWCpEGfnIUxqwBv1aHB7tKQxeXx8/aqAxwss1Nc5WDpvOEAHKqwD2q/TiZ8tSUY0ochSepjT9Lq0ZqsaK0JGNKH4z6yc5B7KBAIjibimaDRIukMJ7CYEJ3mIBAIBCcLQ9YzQXBi8vmWMuZOyiIzxXpc7YzKTSQxzkhxlYMkm5E4c3Q0wVnTczmrl8KA2ajDbNQiSVLMUhzCjMlP4vql49hxoI4JI5L5ZEMJKzeVEggqZCRbeO7+c2Ji9ngi4qsvR5+chaTVY8wqoHX3GgItjehsyYPdtSGFzx/kkRe+ZufBejQa9bNy+pQs1u6s5JCITIgJiqLgrS3BNumsTvebR06hedNHyD4PmqOM0YLOZuSAF31CbLxWBAJB74l4DUgaJL1BpDkIBALBEEOICYKY4fYGaGrxMjov8bjb0mgkZo5PZ+WmsqiohGNlZE4iI7LjMehjb3t07ZKxXLtkLAALZ+bx5fYKjAYty9cVc6DMfszeESc6/vpy9Gl5ABiz1EgVb9UhISaEaHX5+HRjKV/tqOBAmZ1bL5rAlzsqsbd4GZWbyMicBJHmECMCzXUoXheG9GGd7reMnk3zhvep/+gZ0i69JxK9AFD34dP4G8rJ++6TA9VdgUAQJiwmhCIT5MCJWae+fZqDHBBigkAgOHkQYoIgZtQ2ugDISO459aA3zB6fqYoJGcdfAeAPd81nICwNZo3PYNb4DFpdPlZsLOHL7RWnpJggB3z4m6qxjj8dAEPmCJA0eKsOYR0ze5B7NzR4Z/VB3lx5gLyMOH503XQWzcrnsrNH4QsE0Wo1FOSoJqQuj79Ln4/HXtnMGdNyOG1y1gD3/sTCV1MMgCFjeKf7zfkTSFpwA02rX0VrTSBlya0AKIqMp2wvsseJv6kafVLmAPVYIBBAuzQHSYNGZ0A5QSfi7as5iMgEgUBwMiE8EwQxoybGYsL0sWkk2oxMHJFy3G1JkhQJIR8I4iwGpo9N56vtFcjyqWfM6G+oBEXGkKamomj0RgxpucI3oR3lta3kZcTx1E8Xs2iWWi5Jo5EwGVSNtyA3EYCi0qZOz7e3eFmzvYJPNhQPRHdPaNRKDhKGtK7LDSfNv4K4SWfh2LYiMvD311cge5wAuA8Lg0aBYKCJrOhrtEg6/QnrmUA7zwTF5xnEjggEAkFsEWKCIGZUN6qD7ozk4/NLCGMx6Xn5waWcPSN2pokDyZnTcqhv9rC/pHGwuzLgeMr2A2DMKohsM2SOwld9SFS9CFFR10p2atdRN5NGpmA26vh8S3mn+0uqHADsPdJAICj3Sx9PFrw1xeiTMzv4IRyNpWAGit+Lr64MAE9FIQCS3ohLVHsQCAacaM8E4wnrmaAE29IzgiGBUiAYygRPwYUwwbEhxARBzKhpdGE0aEmIM8SszRPZvHDuxEwMOg1fbq8Y7K4MOK6DW9AlZaJPzo5sM2YVEHQ2E3DUDWLPumbr/lreXX3wuNvZfaieXz69Fn8g2OUxQVmhqt5JTlrXYoLJqOOs6Tl8taMSp7tjnnBJtSomuL1BDpbbj7vfJzNqJYfhPR5nzBkNgLeiSP1/eREacxzW8fPxlOxGkYNR4coCgaCfCQZAowVJQmO0RiKFTjTa/27IntZB7IlAAAfL7Ly/putI0YNldr7x8/9FIo4Fgu7otZjQ2trKRRddRHl5x1Wyzz77jEsvvZRLLrmEu+66i+ZmYRp2KlLT4CIj2XJCCwDHgqeiCNfh7R22W0x6Zo7PYO2OylMq1UH2e/GU7MYyakbUdvOIKQC07v5yMLrVI2+sLOLFD/ficHa98tXU4uFP/97Ck29uj9re0OymrskNwIqvS9l5sJ6SqpYu26lrcuEPyOSkd+8Hcu7cYfj8QdZ0IkiVVLdgNqqGorsO1nfbzqmM7HUTaKru0i+hPbrEDDSWeDwVBwA1MsGYPQbLyKnIHieVL95P8Z9vJtA8NAUxgeBkQ5EDSFo19UtjtiJ7uxYTfPXltO4Zms+XSGlISYPsPjEFEcGJy+srCvnVM+sif//ob1/w3LLdXUYflFQ7CARlKmqF8CXomV6JCTt27OC6666juLi4w77W1lYeeughnn32Wd5//33Gjh3LE088Eet+Ck4AahpdMfNLOJFoXPVvql//Pe7SPR32nTkth6YWLyV1Xl7/rJBPN5b02N6eww1U1p+4P+Cekj0oAR+WgmgxwZCSjXnEFBxbP+2wuutvrsVX33k4/0Dg8wcpKm1ClhW27K/p9JjDFc1879FVfLGtnE82lLCtsDay70+vbuHB59ajKArbi9SJ5pHKrkXVyjp1MNldZALA6LxEhmfF88mG4g7pISVVDkblJjEs08ZOISZ0ia9O/c51VcmhPZIkYcoejbeyiKC7FX99OabcsZiHTwaNDn9jJYrPQ+uer/q72wKBAHUSLmlU0VRrtHaZIhBorqP8Hz+g9r2/oShDMO0rVBpSa00gKCITBAPMvz/ez/YDdbS6ohdLWrpYPGluVU1Cm53CLFTQM70SE9544w0efPBB0tM71tn2+/089NBDZGRkADB27Fiqqqpi20vBkEdRFGoanaekmOC314AcpObtPxFwRE/qZo/PwGjQsmxDE/9evp/n3tvV4ce8PS6PnwefW89LH+7t7273G65DW5F0BkzDJnbYFz/zPIKOelwHNkdtr//oGWrefmygutiBwpIm/AF1ALpxTzWgRiGEURSFp97egVar4e8/XkB6soV/fbCHoKzgD8gUljRRVtPCF1vLaXSo5xWHPA06o6JOHUxmp3XvLyJJEhedMZJD5c2s39X2uyrLCqU1DoZl2Zg8KpV9xY2R/guiCVdyMPYiMgHAmDMGf305rbtWA2DKGYPWmkDubY+R972nMOaMFWKCQDBQBAMQjkwwqWkOnfnuuA5ujfx7KKZChI0ktdbEIdk/wcmN1axWhNpxQB2jhg3J249z2tPcqo5Tu4vUFAjC9Ko05COPPNLlvqSkJM455xwAPB4Pzz77LDfddFOfOrF79+4+Hd8btmzZEvM2TyWCssKqHc3MGRPXq3vp9ARxe4P4XY2n1r2XAyQ66vFnTkBfU0jRB//CPW5x1CGjMg3sKXWTl2agrM7Hc2+t5ayJ8Z02t+VgK15fkMLiuhPuPuqr92Eu+gKN244/dSTbduzqeJCsIcEUT8UnL+KsbUG2JIEik1iyD4J+tny9AbSdl0FsT6zvzec7m5EkGJ9nZtOeKv70wiq+2N3C8HQj88bF4fQEKSyxc+m8JJqqD3LWeBNvrW3k5Xe+IiVeF5nIP/32dgBsZi07CyvYsqXzB/G2PU0Y9RKHCnf3mBaUpFVIS9Dxj7e3ofVUotNKNLUGcHuD4GvCatTi9QX5YMUGhqUb+/zaT7TPWV+x7NmMXmdix4ESkEp7PF7nBBvQsOIFAgnZ7K33QGP4HtVhjM/Hsm8F21Z/jGxLi5x3st9HgWAwUOQgkqZNTEAOovg9SAZz1HGB1jaj46CrBa3ZNqD97IlwNJ7WGk/Q2bXQLBD0BwU5Cew8WM+2olrmT83GbNThdPuxt3QeeWAPRSbsPlTPiOx4poxK6/Q4gQB6KSb0hpaWFu666y7GjRvH5Zdf3qdzJ02ahNHY90FwV2zZsoWZM2fGrL1Tkf0ljazd9yUWk5Z7blzQ4/Fq+boqZk0dy8xJp07Ne39jJWVAzuxFtO4xYLCXMeGoz15qtoMXl33NT29dwB9f2sTWw81877ppGPTaDu299tUXADS1BpkydRp6XcdjhirVr3+ChwBxM8/DNm1xlyvBrbZvU/fBkySufZ6MK+9Dl5hBeVCddE/KS4uqANEZ/fH9fmvjVxTkJHDlknH89p8b+WJ3C1NGpVJe28p/1zQAMCovkW9deSYajcSMGQpf7f+MkiYdqRkZQC2j8xI5UGYnK8XKlNGprNtZyYwZMzoVC97bvI78TD2zZs3qVf80cTU8/PwGDjfFcd3ScXy9pxqo5qw5k8nNiOONr5bj06Uwc+bYPr3uU+G3smLXW0jZBYzq5b2WPeMo3vxfdInpDLvld2itCVH7A2MLKN2/ktzWQ9hGj8RbUUT5oUImXPPDSDh2rPB6vf0itgsEJwqqZ4L6vdKY1Egu2eNCc5SYEGxpExNklwNSshlShDwTtJYEtXSyQDAINDSrkQhmgxan209TF2JCOCJhw+5qNuyu5oM/XzpgfRSceMSkmkNtbS3XX38948aN6zaKQXDicLhCzfducAR6dXzY8fVUS3PwN6n59brEDCyjZ+FvrMTXEG2WNywrnotmJ2E26rhiwSjsLd6ocn+KouDY9hmH33qCCXWfMSHPhiwrVNRFh0I2tXh48Nn1XYalDTbe6sNYRk4jdelt3YaUx407jbw7n0Abl0Tzpv9FzO5Add0fSBqa3RypbKawpIlJBalMHZ2GzWJgyqhUHrrjNJ7/5RJ+d+fpXHfuWH583YxIaKAkSZw2OZsdB+rYWlhLSoKJKxeplQCmjkljRFY8LS5/JOXhaCrrWnv0S2jPzHHpnD09l9c+LeS1T/azOeTrkJ9pw2YxMCIrQZgwdoKiyPhqSzFk9OyXEEZjspJx1c/IvvHhDkICgC4uEUvBdFp2rKLyxV/QsOIFzIfX4a0+EsuuCwQCQukBmrCYoP5mdlYNIdDSCKi/z0HX0Fv5V4J+kDRozHGiNKRgwAmXj24JpdmaTepasr2L8WQ4MkEg6A3HHZkQDAa58847Of/887nrrrti0SfBECAsJtQ7Opaka4+iKHy1o5LVocnxqSYmBOyqCZ8+MQN9QhoNnzyPq2gThtNyOj1+yuhURuYk8O7qgyyZk49GI+EtL6T+o6fxa0ycbfJwZpzML5hOabWD4Vlt6RD7jjSytbCWHUV1LJiZNyCvr7cEWpoItjb1GFUQRmdLJm7ifOzrl6ExWtCYrCgB/4CKCUFZ4Yd/+SLy0JxckIpRr+Xpny0izmJAGxIOpo5OY+rojiF+p0/O4t3VB9m8r4bTp2Qxe3wGZ0zNZuncYXj96irUkUoHKQnRK2hef5A6u5vsPogJkiTxo+umI0nwn08LAchJs0byICePSuWjdUfw+YPsOFBHnNlATnocKzaWkJJgGnKfl4HC31iN4vf0qixke6xjZne7P/3Ke/HXlRFwNKC1xFP58i/xlO3FlD3qOHorEAg6EAy2VXMwqeOLzibjgZZGDBnD8dUcIegegmKCrL4OjSkOxesKpW+cOJGHghObYFD1GQl7doUjJruMTDhKTAgGZbTamKw/C05CjllMuOOOO7jnnnuorq5m7969BINBPvnkE0BNWxARCic2hyJiQveRCXuPNPLoK6qZ3oQRyVhMPee7n0z47TWg1aG1JSFJGgwZI3Ad2EziaZdFjnEd2ELCyr9wZEUQ29RFXLHgAv706hY27a1m7qQsPOX7AfiT6woWZzczp/YjLrJIlNZEGxiGV7lLa7ouOThY+KoPA2DIHNnrc6xj52Ff9y7O/Rswj5xK0NWKr67nnPZYcajcjr3VyyVnjWR4Zjwzx6smsglxvUu5GpOfRHK8iUaHh3HDkjHotfzsZnUS2upWRbgjlc3MCrUbZu/hBhRFjSroC1qthh9eN4Ol89RV9vZlJaeMSmXZmkP8d0Uhb648EHWe2ahj/tTsmKbMuEv3YswehUZniFmbx4vs89Dw6b9IOvMqdAmq+OPcp5bCMndiBno8aHQGjFkFEfEsaEnCU7oX5l4S0+sIBKc6ihyIeCZoI5EJHcWEYEsjljGz8NUcQXYNvWekIgdBo0UbStWoevVhsm54UAgKggEhKIcjE9SxicenLnh07ZkQ7ffU6vb3emwkOPXok5iwatWqyL+fe+45ACZPnsz+/ftj2yvBgLNhdxWNDg+pCWZmjEunpMqB0aDF5Q3S4vJhs3Q+aSgsaQLgxV+f22EF9lQgYK9Fn5COJKmKrWX0LOxr31YNoCzqZLF13zpQwFwwDcfWT5h57VzSk8y8s/pgSEwoJGBJpbpRx9hFF2HaeJiRZU2srY4eEIXFhJKqoTdQ8lYfAiSMGSN6fY4hqwBdQhqB5jqM2aMJOBpwH9rWf508inA5xW8sGk2SzdTn8zUaidMmZ/Hh2iOMHZYUtS/OrCc9ycyRSnWFbO3OSv77aSEP3TGPt1YdIDneyOyjRIbeoNVITCpI7bB94sgUNBK8ufIAOWlxXLNkDCVVDhJtJv75/m62FdUxZ0Jmn6/XGe7SvVS98isM6cNJv+LHGFI6j8IZaFwHt9CyYyWS0UzqkltRFJmW7Z9hHj4ZfVJsXntXBJLy8JTtR1HkyG+BoH9obW3l2muv5ZlnniE3Nzdq34oVK3j88ceRZZnJkyfzm9/8BoNh6Ahegr6jBDvzTIgWE2S/F9nTij4pC0lnGJKRCQQDamSCWRVEPKV7CDod6GxJPZwoEBw/gXaRCYGgjNenLhR2lorp8Qbw+aPLdzuFmCDoBjHqEdDo8PDIC1/z9Ns7+e2/NrLi61L8AZm5oclHRW3XNZEPlDWRnmQ+JYUEAL+9Fl1i26TQMmoGKDLuIzsi2zxlewmkDCP98h+jS0ynaeULXHjaMPYeaaSyrhVvRRHFwTTSk8xMHZ2GPjmLVE0LpUeJCWHjnNKaoTdQ8lYdRp+ShcbY+8+BJElYx84FwJQ9BkN6PkGnnaCzub+6GcWOA3UMy7Qdk5AQ5pIzR3L+6cMZk99xQDhueDI7D9YRlBU+3VhCcZWDXz69jp0H67l8wahODTiPFatZz8jcRAC+f/U0Fs7M45aLJnLh/BFYzXrW7oid4ZenVC1bGmipp+qVX6MEuk+FAtW7wFm0KZTX3D+4Dm0HoHX3GpSgH/fhHQSa67BNX9Jv1wwTSMpHdrfgry/v+WDBMbNjxw6uu+46iouLO+xzuVz85je/4YUXXuDDDz/E6/Xy7rvvDnwnBbFFDkaVhgSQvdFiQrBVXdTQ2ZLRWOIJDsXIhGAASaONikSQh6LoITgpCUcmyApc/tMPIqUf9x5poKHZHXXs+18e7nB+ONpyKFO/4gXqPnpmsLtxSiLEBAHVDeqD+YfXTifeauBf76vu4WdOV1ccy7sRE4rK7IzOO3WV9YC9Bn1ieuRvY1YBGlMcrsOqmBBwNBCw1xJIykOjM5Byzi3468qYbS0DYMe2fQSddrY12ThnzjA0Ggl9chZm2UljQxP+QJs63BgSE2oaXXi8vTPGHCi81YcxZvbOL6E98TPPwzr+dEzDJmBIU8P3Gz57kerXf4/sdcW6mxH8gSB7jzR26oXQF7LT4rjryqnoOsklnDcpi+ZWH9uLatl5QC2vVFHXis2iZ+m84cd13c646bzx3PWNqUwcmRLZptdpmDsxk417qiPlK5tbvV2GNvYGT/l+9Gl5pF/yA4JOO64uokkUOUjr3rXYN35Axb9+Rs2bf6TypV/ib6495mt3haIouA9vR2tLRnY5cBZtonnTh2jMNqxj5sT8ekcTSFY9KTyl+/r9Wqcyb7zxBg8++CDp6ekd9lksFlatWkVqaioul4uGhgbi4zsvwSs4cVCC7UpDGlXPBNl9tJhgB0Abl4TWbFOrOQwxlJAoYhkzB3PBdGBoGkUKTk7CngntWTQrD1mB5euKI9sUReG/KwqZPSGD5+4/J5JW2eoa+mKC4+v/0bJtxWB345QkZqUhBScutU2qKjkmP4nLzi7g5Y/2YdBrmTkuHY0Gyms7V/mbW73UNrq48PThA9jbwcV5YDPeiiIS5lwMGg2ypxVdUltkgqTRYh4xGffh7SiKEvFDCCSpkw3LmNlozHGY6gvJTR9H9b6djAVKguncNicfAF2yWlozRXJQUeeMmDA2ODwYdBp8AZmy2pYhI+IEnc0EWxowZPXeLyGMPjmLjCt+AoAhPfTQ2r0GAMeWj0k8/YrYdbQd+0ua8PmDTBnVMWUgVswcl45Oq+G593YTCMrccelkKupaSY43YTbG/qd3xriOEyyA+VOzWbW5jDXbyhmTn8T9T68lGJT55a1z+3wNRZHxVhRhHXca5pFT0VoTaN29BuvYjhN2V9Emat/9CwC6+FSSF9+Mfe3bVL3ya1LOvQ3L6FlRZTObN3+MEvSTOPfiHvvR6vbz8HPr+c7lUxiVl4i/rpRgayOpF9xJ05o3qH3v7yAHSF54A5Ku/31cZHMi2rhkPOX7iZ+5tN+vd6rSkxeTXq/niy++4Kc//Snp6emcccYZfb5Gf5Ti3LJlS8zbPFWwOewoWvU7vHXbdhK1BqpKD3O43T3V1xQSBxSVVmEOgFRXRcUQu+eWulp0gSDbdu5GkzmThEPbOLBnB/4GX88n9wPiMxkbTpT76HJ7MOklPP42UUETcJBo1bLnQBlb0tXFG7dPxh+QSTZ5qCjeT0GKKiLs3FOI4izr1z4e770Mj4hPlPekvxiM1y/EBAF1TeqPSFqimQvnj+Cdzw+Skx6HXqclOU5HRV0rG3dXEWcxRK16HiizAwyZSe3RyD53h1rUx4t97dt4K4pwbPmYuIlnAqBLjJ7EmUdOw7lvPf66Mjyle5EMJoI2VXCQJA2m/Im4S3Yze8ICtJtW4TXoyBs7ntREta/6JFVMSNM62HWwPiImNDo8TBiZwvaiOkqrWxiVmxg1GRssvDVqSby++CV0hi4ukYwrf4ouMY3Gz1/DvvED4mdfiEYf2zy9rftr+e+KQjQSnfoPxAqLSc+U0als3V+L1axn/IhkJvejeNEV08ekMSzTxt/+uw2zUYvRoCPeauCBZ9Zx86IUZvahLX99BbLHiSl3LJJGi3XCfFq2riDocUaMxcJ4yvcj6Qzk3/0MGosNSdJgzp9Izbt/oebNP2IumE7m1b9A0mgJNNfR8NkLaK2JvRITtu2vZX9JE19ur2BUXmIkOsJSMIOgy4F93TuknncXtsln9+VWHTuSRPLC65GGkCHlqcrZZ5/Nxo0b+ctf/sJDDz3En//85z6dP2nSJIzG2P3mbNmyhZkz+/ItE7SnYsfraCwJtAIzZ86kdF08tgQr6e3uqWNrA/XApFnzaGw9jPvIDsYMsXteU/I5Pp+d0TNnEmhppHTt8wzPTCN+EPopPpOx4US6j9oPPyHFoo7nw4wakU9pYxkGkyHyOspqWoBKJo8fxcwZuTQ6PDz14SekZ+Uyc+bxjfG6Ixb38vDH6v9nzJh+ynoX9edn0uv1dim2n5p3WxBFbZObeKsBk1GHxaTn17fN484rpgCQGq9ja2Edv3vhax54Zi0bdldFzjtQ2oQkQUFux1rsg42/qZriv9yCu3hXzNpUggF8NcVYxs7FmDMGxxb1l0ufEG2kZxmphjC6Dm3FU7YPU85Y0LR91czDJhKw1zJ3mI4CbTWlgRQumN+WIqAPRSaMSvBRvGU99Z/8E7fbg9PtZ+LIFPQ6DduL6rj7T5/z1qpo5/7BwFenqtWGtPzjbss6bi7GzJEkzr8C2eWgZfvK426zPQfL7Dz43Hqq6p3cfunkSGnF/mLeJPW9DEcpDAZ6nZa//PBsrlkyhqzUOB6583Qeu+cs9DoNO4/0LZXEU66WpTTmjgMgbtLZKEE/9cv/gX39e8h+b7tjizBmFaC1JkQe7MbsUeTd+TjJC2/EfWgbzRveB6DpyzchGCDoqEf2uumJbUVqqsSeww0oioKzaBOG9Hx08Skknn4Fw3/84sAJCSFsUxYSN2H+gF5T0Ibdbuerr76K/H3xxRdTWFg4iD0SxAIlGIwYMILqm3C0AWPYZ0drsaFLSCPY0oQSHFph2e1fh9asmjMH3UPP20FwchKUFRJt0SKp0aAjzmKgxdUWHRNOgUyKV4+NC42R2h8z1Dk6DUrQ/wgxQUBtk4u0pLYV/PEjkhkVMnNLjdfj8wc5bXIWBTmJ/PGlTewvVk3Uisrs5KbbhmQ5SPeRnRAM4K06FLM2ffXlKAEfceNPI+vaB8i87tckzr8SQ8awqON08Sno0/JoXPUKvtoSTHnjo/ab8tUydSmHPiJLZ+eQYTxTRretWGv0RrS2ZMYm+hjf/CWOzR9R+8m/mKovYUrhP/hhwqcY9n5EaXULr32yP+J5MVj468vRWOLRWmMnKpnzJ2DMKoikPMSKcMnTx+45k4vP7HtaRl+ZNymTJJuRRbPy+v1a3WHQa7nxvPH8/ccLyM+Mx2YxMLkglcPV6sDhH+/s5OWP9vbYjqd8PxpLfETwMmYVYMobj3PfehpXvYJj83IAlIAfb/UhjDljOrQhaXUknHYZ1nGn0fjFf6n73/+jZefn6ENVIXwNFd32QVEUthWqYsLBcjv2XV/hLd+PbepitX1JQtIOvd8kQf+iKAr33XcflZWq2ejy5cuZMWPGIPdKcLy0Lw0JoDHFIXucKIocES+DrmY0pjgkrR5dfCqgEHA0DFKPu0AOQuh1SDq9GrEoxATBABEMyiQeVY3BZNQSZ9ZHmSs2tajeXOFjDXotBr32hPBMCBN0DYyJt6ANISYIqGtykZ5k6XTfjFFWvnXxRH520ywe/vZp2KwG/vNpIQ3NbnYerI9KexhKhL0K/PaamLXprToIEKktbxk5leQF13daJzr9kntIXnQTSWdd08FN3pCej8Ych2vvV8jmJM657toO6Qr65CzSfOWM1NXhMyYR3LOSb9m+QC97SdS6WWreyfeumIRGI/Hi/3qeBPYnvroyDKmxnyzr04bFfEBYWdeKTqshrYvPe6xJspl4+aHzmDmu72Ug+5upY1JpbA2w90gDH607wrI1h3F249isBAO4i3dhyhkb+bxKkkT2zb9j5P1vYh45DfuGZcg+j5r6Egxg6kRMCJ+Xev53MGaOwHVwK8ac0aRecCdAjxURymtbqW/2cNrkLAyKh4ZP/4Uhs4D4Wecf450QnMjccccd7Nq1i6SkJH7729/yne98h0suuYTi4mLuu+++we6e4DhRQiUVw2hMFmSPk8aVr1D86PUoQT9BZzNaq5oOqE9QTXUDjvpB6W9XHP06tOb4IWkUKTg5CQQ7RiaYDDpVTHC1FxPCkQltVa7izPpuxwZDjYGqCCZoQ3gmnOIoikJtk5vpYzs3b0uO07Fk5igArGYNl5w5kpc/2sdfXtuKLMtcuXDUQHa314Rd1QNNsRQTDqExWtD1oma9MXMkxszOV77Dvgmuwo2knXkFCSM6VhTQJ2XhKdkDwDL9hZyXWcrn+1q5/NbvYin5Gu+q51g83kyTczSvfbKfI5XNjMge+HQTRVHw1Zdhm3RWzNvW2ZIJOu0ocrBTweZYqKhrJSvVilYz+F4Tg820UCWLJ97YjqyAzx/kqx0VXVaaaNn1BUFHPbalt3e6P+nMq6l86X4cWz+BcFpDztgur6+12Mi59Y+Rv5VgADQ6fPXdmzyFUxyuO3csqQc/RPK2kHbhr2L2GREMfVatWhX593PPPRf59znnnMM555wzGF0S9BdyEKLSHOIIeo7QskP9DASdDoKuZrQW9fmnC4sJzXUD39duCJeGDKO12ERkgmDACMoKRr2W1x+5gO//6XNqm9wYDVriLAacbh/rdlby59e2cu7cfHRaKZLeAGCz6Id8moOiyJF/n4xVUhzbVlD/0TMMv+9VNIZjL2feX4jIhFMch9OH1xfsMjLhaM4/fQRmo46dB+s5b95wMlOsPZ80wAQcDQSaa0HSxDQywVd1CEPmyJgYu9gmn40xdxy2aYs73R8OI3ebUvmqVGJz/GJWeiaRkmQjJV8VKXx15ZGyPVv3x77cXm8ItjSieF3o+yEyQWdLBkWOlP2KBZX1reSkDb3P7GCQl2EjzqyhvLaVSQUp5GXEsXJT5xN5JejH/tVbGLMKsIye1ekxptyxmEdOpWnNG7Rs/wxdQho6W+/NWSWtDn1yJv767tMcthfVkZViZVi6mfnmg5ToC7oU7gQCwYmNOglvH5mgeiZIoQF10NkcikxIBEAbr0ZLDjUxQfZ5kNoZQmvMNmRX/4sJihzEsfVTlMCJs7J8ovPO5wf4dGPJYHcjimBQRquVsJj0kWpSRr0Wm0WPrMCz7+3C5w+yr7iRxDhjVLRsQpyR5tahIyZ4a4qxb1gWta395/tkjExo3qj6S/nqSge5J50jxIRTnLpQWcj0pN5VPYgz67n4zJFYzXquXtJ5CPNAEnQ2EzzqgRxOcTCPmEyguU6t73ycKEE/3tqSSIrD8WIdO5ecbz7SZaWCcEUH67h5gMSKjSUY9FqsJh2G1FwA/A3lJMebyM+0sePA4AycwqvIhrTcmLettSUDEGhpjEl7waBMVb2TnLS4mLR3oiNJEiMz1AH5kjnDOGd2PvuKGzstBduy6wsCzbUkndUxJac9aRfdjSFjOP768k79EnrCkJqLv6H7NIcDpXbGj0jGuW89Zjx8ah+JPyB3e45AIDgxUeRgdHqAyYric0e2BV1hMUGNTNDoDGitiQSah1aag+x1ojG2jbO0lniC7v5fQXUVbaZ++T9o/OK1fr+WQOXjDSUsX1882N2IoCgKQVlBGzICN4XEhEBQjkQguL0BQE0FTYyPXvlOjDNib/UyVKh84ec0rnwZ2ddm1qy0M38+GT0TdDZVJPVWHR7knnSOEBNOcWrDZSH7kEN+/dJx/OuBJSTZBj/Upuq/v6Pq1QejBANP2T4kvQnr2HkgB487dzLgqKd500cQDMRMTOgJU944TPkTyDntPEZkx+P0BEiJNyFJEhqjBa0tGV8ot3za6DT2HGnE5z9+0aQ3BJ3N1H/8HFX//R3eStVHoj88E8I/nsEYiQm1TW4CQUWICe2YXmBhyqhUTp+SxdkzVEFo7Y7KDse1bPsMfVo+5oLp3bansyWTfePDpCy9naQzrupzf/SpufibarpcRWtyeLC3einIScCx9RMC1jT2ejM4GCpTKxAITjKCAdBEV3MAIBTWHGiuQ3a3RhkAa23JBFqbBrSbPaH43GiMbVFxGrONoLu1mzPacGz9NLJI4qstxbl/Q++vG7pPnrJC7Bvep/nr//Wh1ycurW4/b64sIigrA35tR6uX8poW5EG4dmeE+6HTqgsB37p4IlkpVoZnxWM1q+WMPSExwe0NknzU2D7RZoxUeRgKhCu1tI8+ai8myMcRmeCtPoyiDI33LYqQqbSvWogJgiFIbSQyofdiglYjDYkKDv7mWnzVh/HVlkRc/2WvC1fRJkw5o9GnZKvHNVUDajWG4j/dFClv1xtkn5vy535C48qX0ZjiMOVNiP0L6QStNYHsm36LPjmLM6aqLvfJCW0/8IbUvIhR3dQxafj8QfaXqJNujzfA13uqWb+risKSRoLBtlXb5lYvTQ7VrbfV7WfP4b4ZHAaa6yj7xz04tn6K+9A2mr56K+aVHMK0RSbExoQxXF85W4gJEUZkmHjku/MxGXSkJJgZk5/I13vV78umbQf57T++4EcP/gdv5QFsUxd2G5UQRtLqSJh1Poa0vgtMhtRcUGT8jR0FDYAjlepK3sh4H97yQuJnnIuCxJ4jQ8y5XSAQxISOBozW0HZVPHcX7wSUqNLEWmsiQad9ILvZI7LHhcbUNs7Smm0oXlePJSxlv5f65f+g8qVfAlD+3I+oefux3l/Xq1Z78lYeoHHlSzSseOEYen/i8dX2Cl7+aB+Hyu0Del1/IIjTE8DjC1Lf3HOZ44EgEBITNCGvqAkjUnj2/nOwmPTYLOpYvr3ucXSkckKcEbc3gHeAFqy6o/3CYcDeJibIgbY0jGP1InEX76Lin/dFyr4PJcKpG65D2/DVDq0UGhAGjKc8dU0uTAZt5AflRMJ1YAsAusR0Gr/4L5aCGdR/+k8CLY2kXXoP+gTVVDLQVAMjoHX3GmSvi5btn2HKHUvTl2+gtSZim76ky0mS6+BWZE8rGVfeh2XM7EExeTtjajavLN9HSrvQM31qLi3bV6IoMpNGpqDRSHy1o5KDZc28u/pgVEiaxaTj7Bm5jMxO4MUP96IoCt+8cALvrzlERZ2Tp366iLwMW6/64tj6CbLHRc63HqV68yqCOz6iRs5ieKxfNKju3BodwdbYRCZUhsQEEZnQNXMmZPLvj/dTXFyF7n8Pc56k5yDpyEjETezaZFOWFTbsrmJkTsJx+ajoU9ToCF99OYb0YR32H65UH6iZSg0OIGnMdHLTD7PncAPfWDT6mK8rEAiGJkcb8IZX98OTZPfhHQAYMoZHjtHFJeKrKR6wPvaEEvCjBP1oDO3THNRnbtDdii6ua2+ZcBWpDm0qcqf+TZ7y/VT99xHyv/skWmsCcjj6QTm1UsHKa9XXXW93Mya/9949x0t7b4HymtY+LdT1F+EFJZ224+clzmLosO3oSOVwFQh7i5eM5MF9PYF2Pmj+5javsKjIhGMUE2RfaKFt52oShlh1qKDTji4hHdnrpPHzV8m85v7B7lIUQkw4xaltcpGWZOnViuNQw3VgM/rkLFIvuJOqfz9Iyd++BUDSghsw509UFUytDr+9BkVRcO5bD4Bz/wbiJi+gac3rajsHtxA/+wJMeePR6KJ/WJ371qG1Jg6akADqSvpFZ4xgckFqZJshNRfF7yHgqMeSkM7Y/CSWrysGYMqoVH60aAYJVgOV9U4276thxcYSAkGFscOSkGWFp9/eiTWUK7e1sLaDmODzB5EkCb2u7eGjBPw4tq/EMnomvvgc/m9XLhf4ctjvymRkk5u0Xvpu9BZJ0qCLS4xZeciKulasJh0JcR0fngKVORNVMWH7a08yUXKj1flJkQ5wQMmnoJvok50H6/jDS5sASE0wYTXruX7pOE6fkt2n6+tTc5AMJlwHNhM3YX6H/Ucqm0lLMiM1loBWhyEtj4kjm/lqe0UoJ/TE+x0TCASdoyhKqJpDJ5EJoYG/7HUhGS3oEtsqUoUjE7qacA80sldNJ9UY2yZiGrP6zJVdLdCNmOAp2x/5txIMtLXpcaE1dxTGvdVHULwu/PYatNaEyCqtddy8tvSIHqIhhiJb9tew53AD5502vFcT9HAkYkOzp7+7FkVzu4WcstoWZozrvFLaQBJO9dBqOz4f21dtCJOeHD2WC4sJza2DKybIfi91Hz0T+Ttgby8mhEQcra7X6UNd0ZWAN1goikLQ1UzCnIvw1RQPSYNJISac4tQ2uXttvjiUkL1u3CW7SZh5HuZhk8i+5Q94SveiyDKJp18GgKTRok9IJ9BUg6+2BH9jJZaxc3EVbqT23b+gMceReNrlNK15PSRMZJPzrUcjJkmyz4Pr4FZsUxcNetm571w+JepvfdiEsb4CfUI6N50/np0H6zljWjbDMuMjxxXkJnLmtBxuvmA8RyodTB+ThqwofLKhhJnjMnj4+Q1sLazl0rOivSAefG49NouB+2+ZE9nm3L8B2eVAO2ERDzyzjqomH3HX3MeX/9lK+voj3HxB7FNAtPEpx2XA2OTwsLe4EXuLl8LSJrLT4vpdOPPVltKyYyXJC29E0p1YET/Ds+KZndjAFGU/e2zzWHTe2VS9+1c+s49mXHULw7LiOz2vtFodsF6/dBzVDaqA9cnGEk6fkk11g5NGh4cJI1J6vL5GZ8A27Rwcm5eTvPBGdPHR5xypbGZkdgLeqrUY04chaXVMHJnCJxtKKKlyMDJn4MujCgSCfkJWJ8/RBowdJ9DG9GFRooE2LgkUGdnV0i8peH2lMzFBa1F/S3syYfRWHIj8O5yyCSB7WjsVE8ITDdmjRm7Irha0cUlkXHkfLTs/p+6DJ9HXHkAJzDyhnk9vrTrA7kMN2Fu83HNN9949QMRIuGGAUw3aRyaU1QyN0p+BUGRC2ICxPQlxRjQaKcrf4WixJjGuLTJhoJH9XvyNVRgzhuM+shNPyR6SF95Ay87VatW2dscB6OJTjzkyQWmXKiF7nG3+LIOM7HVBMIDWmoDGHBf1OzBUGHzJVjCo1DW5hkQYVl9QAn7s69+DYCBSps6UM4bE0y4jaf4VUYMKXWIGfnsNzn3rQNKQuvQONJZ4gk47CXMuJvG0yxj2o3+Rdsk9+BuraFzd5njsOrQNJeALVVQYWoQrOoSrKUwelcoN542LEhLak5JgZtb4DLRaDXqdlovOGElWqpUZ49LZfbA+KheuxeVjz+EGNu6uivgrANRu/Bi3MZlfvtdMeW0rv7x1Dgtm5jF3UhYfry/pl3w6nS35mAwYFUXhnc8PcMtvP+WPL23imXd2cqi8mfzM3qVzHCuKolD/8bM0f/0/mta906/X6hcUmctMG6kN2hh98c1Yx84h8dvPst+fE/FS6Ixw1Me1S8bwo+tmcPqUbPYXNxIMRcH86pl1kcoxPZEw+wJQFJo3fxS13esPUlHbyvAsG77qwxgyVQFs4khVcOir/4dAIBjahH0RotIcOplA26YuivpbG1rpHyomjLJX/e3rLDKhp/xu2dMaKYPZvmyu3MXqa9jJPrw/6GmNXCtsahy34z0av/hPn1/HYOL1qZ+FRkfPkQY+f5CaRlXAqbcPXGRCq8vH51vVMVmizRhJtRhsgsFoA8b26HUaMo6aAxwdZRoWE5oGQUxoXr+Miud/grt4F56yvaDVET/nInQJ6fjtHQ0YdbaUY45MaG/8PFR+O4CI/4vWmojWbDtmsaQ/EWLCKYzbG6DF5Y95eHp/EnDUU/bMPdjXvoV55FRMeeO7PV6flIGv+jD2tW9jGjYRnS0J2+Sz0ZhtxIdyojQGM7bJZxM/6zwcm5dHDBpbdqxCY4nHlD8wpot9QWuJR5eYjqto03G1M2NsOr6AHDUR23mwHkVRDXm+2KaaPLa4vPiqDrLJkYHZpOc33z6NWeMzALjw9BG0uHxs3V/T6TWOB61NjUzoq7vu/3trBy/8by+nTcriT/ecyb8eOJeHv30at1w4MeZ9bI+neBeesn1obcnY170TqbhxotCybQVxvnq0c65h3Ej1/U1NtjEqN4GVm8r45/u72X2oY3WUirrWqKiPCSOScXkCFJY0svNgPb6AzL8/3terPugTM7COnUvLthWR1QaAkioHsgKjE/3IXhfGrJGAuoqSlmQWJowCwUlG2GwtKjLB3CYI61OyST3vjg5igi4uEWDImDCG/R2ONmCEUJpDd+f6vRgzRgDgb6qKbA96uhATQpEJ4f2yuyVyrbCpMYCvtrgvL2HQcXnUiV6z09fDkVBZ7yQ8ZBhIE8Tn39/N6i3qM3/iyJQhE5kQSXPoJDIBIDWxc/Eg8ncozWH11jL+/NoWPL4AA0VYHGv47CU8pfswZo1CozOgS0yLikxQAuHIhBQUv6fLilDd0T4yYSilEkTEBEsCGrMN2eOMScn7WCLEhFOYcFnIEyUyQfZ7qXnrUYLuFjKv+xWZ1/4qapDRGbapi7FNXUzS2deRdv63AUheeAN5330C7VEhTMkLbkAbn0Ldh0/hKduH+9BWEmZfOOgpDl0RP+sCPKV78VQee37XpIIU9DoN2wrbfpR3HKjDZNBSkJvAqs2qyr7is60YpABnLJjD33+yILIaDDBhZDI6rYZ9xbFXcnW2ZPXBEAoT7Q0Hypr4ZEMJl5w1kp/dPIuxw5JJSzIzY2x65KHYHyiKopp62pLJ+ebv0eiNNHz2Ur9dL9bIPg+Na17HlD+BWUvPi9p35rQcKupaee+LQzzxxvYOJa8qalvJSW9bMQynNPzn00ICQZnxw5NZtbmMJ97YziMvbORv/93KVzsq6Arb1EXIHiee8v0owQB1Hz5Ny8dPcq5pJ9mon1VjZltqzpj8JA6UDp2VBIFAcPyEB/ftn/OSTo8UWuG3jJ5F/MzzOpyntSYCEGy193sfe0MkzcHQLjLB0rvIBMXvQRuXhKQzRE1wwmkMHa7lckTtD7pbItEc4ciEUA/69iIGGZdHncC29yToiopQREBeRtyApjmE+wgwblgSDqevV/3tb8IGjJ15JgDEW1UfqflTs7n1ogkdUkENei3fWDSa3YcaWL2lnMKS/n/WKopM09p3IqXdfbUleKsPY8obB4A+IR3Z3RKJ+mlLcwiVFD+G6IQoMcE1dMQEX606DtcnZ0ZSm7r6/g8WJ9aviSCm1B1DWcjBpPGzl/BWHSL90h9gGTmtV7nvxqyRpF10F0lnfAN9smoGJ2n1UasbYTRGM2nnfxt/fTlVr/8ejTlODbkeosRPOweN0ULzhmXH3IbJoGNyQSobdldFVv93HqhjUkEqS2bnc6TSwftrDrFzs+qYnTtmbIc29DpVeNhfHJuqC+3RRcpD9r7t1z4pxGbRc8PScQNqLBqw1+Ap20fC3IvRJaQRP/tC3Ie24bfHPmKjP3Af2YnscpB4xjc63LfLF4zi9Ucu4L4bZ0ZMPcN4vAHqmz3ktquSkZ5kJjXBxPaiOsxGHb+8dQ4pCSa+3F5OZb2TDburefLNHVFlS9tjyhsPkgZP8W7cJXto2f4ZmpoiLrRsJ7D2ZdDookpPjslLpLbJTXOrl4q6Vv71wR6eenuHSH0QCE5gwgPmo3OXw74Jkt7U4RxoJyYMmciEUJpDu8gEjc6AZDBFJv9dnuvzIulNqpliu9fTVahzxDMhtF92tUUmhP2gIDrK4UTAGRETeo5MCPslTB2VRr3dE1mZ7ws9lezsjPaPzbCp9VBIdQh7Jui6iEwIiwkThidzxcLOqyJ988IJ/PWHZwNqlGB/4ynZQ9PqV3Ed2KxuUGSQgxgz1YjEsOFqODohbMCotalG5ceSCtA+mmEoRSZ4KwrRWhPRJaT3Oj1qoBFiwilMJDIheeimObgObyfobsHXUIlj2wriZ1+AdczsfrueZdRM4iaeieJ1kTjv0qgcx6GGxmjGNuNcnPs3EGiu6/mELjh7Rg7VDS4KS5qot7upqHMydXQqZ8/IZVimjeeW7SYpqKrD7Sdw7Rk3LJmD5Xb8gdiWn9L2UUzYWljL5n01XL5gFBbTwJpLeStVoyzzcNUsM37aOSBJtGz7rMdzPWX7KHv6bpo3f9znlI5Y4Tq0FclgxtxJWo8kSVhMek6fkk1qgollaw5F9lXWqwP+9pEJkiRFohOmj00jIc7IPx84l9cfuZD/d98ivveNqTjdfg6U2Tvti8Zoxpg9ClfxLko3fYEfHY+5r0R/2nUoXheG9Pwo87DReWqO9IEyO699sp9lXxxkxcYSXv14f6ftCwSCoU2gpRFfnboipznKdFEyqBFmGkPnYoJkMCFp9QR7mKgPFG2RCdFjLa3Z1ovIBC8agzFSoSJMVyuv4RXVoMepusB7WqN8JnK+9Sje3KkEmuuiqkMMZQJBGZ8/iMmgxecP4vF23+/y2lbSkswU5CYQCMrUNPR+FVcO+Kh85VeU/P2OPoeSNzm8pCaa+f1d8xmZk4BGI7Fh9+CLNt1VcwA1QhU6loQ8moLcBOKtBooHQEyIGtNq2iKTwiVgdaHS7357WEw4KjLBc/KICZ6KIow5Y5AkqS09aoiJCaKawylMbaMLnVYiydb5A3mwCbQ0Uf2f32LIGIEuIQ1Jpydp/jf6/bopS2/HmD0K2/Ql/X6t48U2ZSHN69/DdXg78cfY33mTsjDod/L5lrKImj51dBpxFgNP3LuQwpIm5C/2onOkdimujBuexLI1hzhS2RzTms7hsMxgS/crzEFZ4f+9uZ0VX5eSnmTmojNGxqwPvcVTeRBJZ4gILrr4FCyjZ9KyYyVJZ12NpO1c3PDWFFP9+u9RggEaPnkO18HNmIdPJuBowF9XSuoFd6JPyjzu/rmP7MR5YDMpi27q4OKtKAqug1sxj5jSZT9BrVN90RkjefHDvXyyoZglc4ZFQkpz0qIH/BNGJLNmewWzQ94a7cs2ThuThkaCLftrGTc8mc4wD5tE47p3ccvllASyuOPKmeTNzKMlJTmy8himIDcBSYJ9xY1s2VfDoln5xFn0/O+rI3j9QYz6oZmqJBAIOqf08Tsi/1YjE9oGz+ESzhp952lrkiSpRstDTUwwRT8/tXFJ+Bu7d2aX/R4kvRGtNSHKg6ezMGcl6G+r4uBpRfF7VBf4dpGYxqwCAol5GMt3EGiuQ5+cdcyvK9YoQT/O/RuxTpgfFR0XTh/ISrVypNJBs9OHydj19KW8rpWctDjyQ4bUJdUOstM6Gnd2hnPPV3hK9wIQdDnQtSvb+c7nB3A4fdxyUefeS40OD5NGpkTKeJ8xNZtPNpRw3bljB3xxoz1hA8auSiefNT2XvAwbw7uo1hRGkiSGZ8VTUt3/3ytfQ1sapCl3DJ7SvUg6Q2QspI9EJqiig9zOgBFAdh1DmkPQB1odGqOlx4ihgSLoaiHQVK0uTtEmrB5v+ctYIyITTiE27a2OylOua3KTmmhGM0Rrs4dXen01R3AVfU38rPMHpMyT1hxHwpyLuhyoDCX0KTlorYm4S3YfcxsWk555kzJZvbWcFz7Yw8SRKZGqEJIkMW54MvG+evRdRCWAGpkAxDzVQRefApKmx1I4+440sOLrUs4/fThP3LsQczcDjf7CW3kAY1ZBlMdG/PRzCTqbcR3Y2uk5QVcL1a//HslgIvc7fyd54Q34akpoXPkyLdtW4CnbT8On/zqufimKQuPq16h67WEcmz6kZdfqDsf460oJtjRgGTWjx/bOP304E0Yk8+SbO/jVP9ZFBhZZqdGhyPOn5rB03jBOn5LdoQ2bxcDo/KQor46jcSYWoEEhQeNm/kUXsnCm+vmzTV3UoZ8Wk57c9Dg+Xl+M0xNg7qRMpoxKJRCU+yX9RiAQDBxHpzlIITGhqzQHUE2Kh8KEINBqx99YiaQzdBBqLaNm4q0o7DKyUJGDEAyg0auRCYGmtvQyv72mQyh+0Nn2emWPM7K6evS4KRgKBfdWHz72F9YP2Ncvo/a9v+Is3BC1PWy+mJmifg668yFQFIWK2hZy0+PIz7AhSVBc1ftVXHfxrsi/j16dXrO9gs+3lHV53SaHh6T4ts/k4tn5uL0BDpTae339/iAghz0Tup7yjchO6FVa6PCseIorHf1uLumrLY38W5eQhtaaiCF9WGR8pbHEI+kMbWkOAS+SzoC2l14knSH7faE24oeMZ0I4HSk8/g6/voC9luav/4eixDYa+FgRYsIpwv6SRn7/4iaefntnxDytdoiXhfRWHQRJQ9pF38OUN57EeZcNdpeGHJIkYR4+GU/x7uMKj184Mw+XJ0BSvIlffHN2lMCkyEF8DeUY0vK7PD81Uc2R37inmn+8s5MdB4497aI9klaPPjkrEu7aFUUh870blo4blBUAJRjAV30EY/aoqO3mkVORjBZch7cfdbwfRZGp++AJgq5mMq/6BfrEdBJPv4JhP3iOYT96gWE/eYmkBdfhOrgF18Etx9w3f10p9rVvEzfpLAyZBdjXv9chfNN1UBU7LAU9iwkWk54/3HUGd14xhZ0H63n3i0OkJZkxGaIFnESbkbuvmtbl+zFjbDpFZU04unDn/rzMSEDRABLJE+b02K/RearhlUGnYdroNCaOTEGjkdh5sGP1ieNFUZQOJpQCgaB/0BiPEhP0ITHB0LXgrz0qMkFRFFp2fj6gK3q+hgpK/347rbu+wDSs42p23IT5ALTuW9/p+eHQ7bBnArT95rgKN2JfH+2XFJkAabQE3a2R16+1tIkJWwtrqdOkIhktURPnoUC4/4GjojXcobSG7NSexYRGhwe3N0huug2TUUdmsrXXK+mKouA+shNtvCq2tBcTFEWhqt5Jo8PbaZqF0xPAF5BJjm/7TI7IbouMGEy6Kw3ZVy46YyQWk56/vHbsY5KeCDga1PF/CI0pjsT5V5Iw9+LINkmS0CWkEmhWn++y14NkMKEJCWfH4peiBPxodIaQP0nfxISgrPRKYAkE5V6VN40cHxIQ9YlqhGfYM6Hh03/SsOIFPGVDI5VTiAmnAPYWL3948WsAHE4fhyvVL0ltk3tIl4X0Vh7EkJaPbeoism/+XUSRE0RjGj6JoNOO/zjKEE4fk8Y3L5zAb759GglHlQXyN1ZBMNCtmAAwdngyOw/W87+1R3h39bFXmDgafWou/vruxYTC0iYyki0d+j5Q+OpKUQI+jNnR5kWSRos5fwLu4p2AWtq07sOnOfLojRz547W4Dm4hZfHNkTKHYbSWeDQ6AwmzL0CfnE3DqleOuW+te9eBpCHlnFtInH85gaZqnPvVlR9D+Q5Kn/oejatfU9OJbJ2nHByNRiNx4fwRLJmTj88f7JDi0BtmjEtHUWB7UcfohGBQ5rOtNdQah2EeMblXEUmj8xIBmDYmHZNRh8WkZ3RuIrtiLCb4A0EefHY9Dz63ftD8LQSCU4mjKy9Jup5/548WE3zVh6n74EkaPnk+5v3rCtWJXiHxjKvIvPoXHfbrk7PQJWbgrSjs9HzZp06aw5EJkfNS1Ggvb9WhqOPDEyB9UgaypzVSzSJ8rqIoPPjsep5ZXhd6Lg0tMUGS1CnJ0R5JTvfRkQldmzCGDQ/DhsDDs+M52IU3z9H4G6sIOu0Rkaf9hNTh9EXSLW749fIOUXVNoQliYru04SSbiYS4gfEY6I5gODKhCwPGvpCVauWqxaM5WN4cMbqMNbUfPIES8EW8PrQm1Qw9/L6E0cYlRd4j2dOC1hyHRmdAY4oj2Nr3ihNK0Iek0x9TZMKyLw5y16OrIgtbXfHO5wf5zh8+i3ymu6N133rsG98H2gwnNUYLtK9i1873JOCoh0Eakwgx4RRg3a5KGh1e7r9FNS7cVliLPyDT1OIZspEJiqLgrTrUYaVX0BHzsEkAxzUw0Go1fGPRaLJSzB1SCny1JUDX5othrl0yltsumciZ03LYX9wYs5VbQ1oe/qYa5EDXA4iikibGxtCroa94Q+U5O/u8modPJtBUjd9eQ+W/H6Rl12psUxeSOO8SUs69jfhZXVcMkbR64medj7+urMeqEIoc7BDypigKzv3rMA2biNaagHXsXPQpOdR98CRVrz2MdfeHaC3xJJ52GWkX3tXn133HZZMZnhXPlFGpfT53dF4SBr22UxPGTftqaGrxol9yNxnf+Fmv2gt7L5w2uc1fYsroVIpKmyIrW0fj8wf50V9X837IUPLd1Qf52387pqQ43X5+/+LX/OuDPfztv9vYVlTH9qI61u6s7FXfBALBsXO0x0s4MiHs4N4ZGkt8VKhzwKH67vQUmeAu3kUwRmXXFK86wbSOndtliWlj5ki81Ufw1ZVi3/B+9Pl+9XzJYEQblxjZnnLubRhzxkT2hwlPgPTJOcju1sjfYTHW3qKKE76Agil/IoGm6iFlNBcITQB9Ry0euEK/3znpcWgkqO7CUHHP4QZe+WgfALkZ6kR0yqhUahpdVNX3/J76QmkfllEzgejygO3P9wVk/vl+W2rp8nVH+HDtEQBS4qNTb4ZlxlNaPbhmeYFg9waMfWX+VFXM+mpH7J9/ihzEW16Ibdo5mEdMBUBjtnZ6rNaaGPnMyB4nGpO64KiNa9vep2sH/CExISEqZagn/AGZZWvUz85bqw50esyOojoamt2s312Fxxdk16HuFzlkn4fad/6Er/ow2rikSNq1JEmRzydA0KP+nrkO76D0ie+gry3qdb9jiRATTgFKqhxYTDpmjc9geFY824vqqLe7URS1hNtQJNBUjexpxZhV0PPBpzi6xAx0CWnH5ZsQxr7+Pcqe+h5Na9/GdXgHlS8/QO17fwONDn1qbrfnDs+K57KzRzFrfAZOT4DSY8ypq2l08eL/9kQqQxjS8kGR8Td0/uBqaHZT3+xhzLDBExPcpXvQWOIjDsPtMQ+fDED9x88TaKom47IfkXbBnSQvvJGE2Rf0mKdoHt69WOStKab0qe9x5I/XUvHPn0bl0fpqS/A3VBI3/nRAXfnJvPaXxE06C0/Zfjz5M8m++XckL7yhQ3REbzAbdTz+kwVctXhMn8/VaiRy0+I6DQ384MvDpCaYmDU5v0vH9qMZlZvIY98/k0Wz2iJopoxKJSgrXUYn/O+rIxwsb+bdLw7h8QV4c2URKzeVRYUhBoMyj76ymY17qlm25hBrtlVwzZIxDMu08fKH+2JewUQgONXpqcpA+PfMmDGiy2O0lngUryvi0B6uV9/VxARA9rmpevUhql9/pK9d7rw9f6gkZDe/YYbMkQTsNZQ/+yMaV76E7Pci+73UffQP/KF8cI3eFDGWU9szhyY80UJAeAJkyBiOEvDhb1SfmVqLGm5f1W4SbkjJAejRj2ggCYYiEvxHpTW6Qqu4STYjBbmJ7O6i5O/P/99XFIZWhpNDk/rpY9VncmcRcEfjrTkCGh2m3DGg1UXd38qjxIiEOCMEvHjqynnq7Z18uPYIo3ITGDc8ehySn2mjpNox4GlxLbvX4CxUI5LD19Z145nQF1ISzORl2Hod8dEX/PUVapRn5kik0Ap8lyVg20UmBN2taEORDDpb8rFFJvh9SFo1zUH2tPa6PGhhSSONDg9j85NYv6uKi3+yjPe+aIvODQZlHnp+A/98f0/knm0rrEVRFL7cXtHpGKJ179rIv2WfO2qfbfLZbftC4mjrnq8A0LbEJsW4rwgx4RSgpLolZEQjMX1sOnuPNFIWCk/qqRTMYBHOlxKRCT0jSRKWghm4DmzBW1N8XG217l6DpDPQtPo1qv/zGwItDSSefjnZ33yk14aUE0aoK8R7j3RfgaErXv5wL29/fpDPNpWiKAr7mtTrHj3ACBMOKxuMyAQl6Kfuo2dw7vlKXX3qRBjQp+WhscTjPrQVfXIWlj6WNtWn5qG1JuIpbhOLWveupWHVKyiKgn3tW8guB7bp5+CrOYJ93bu4i3dR/eb/Uf/h0yBpsI6d29ZeYgZpF36X4ff9G/eEpV2umPWW3pg2dUVuelyHOtzFVQ52HqznwjNGdmsY1RnjhidH+X1MHJmKzaJnzbaKDse2uHy8sbKIRJuRerubp9/eSYtLHTxs2ts2wP7Pp4VsLazlriun8vz9S7j/ltncsHQct148kaoGJ8vXHelTHwUCQfccPXg+GuvYuYz42X8xpHedeheeQIdTHcKTZl/VIWre+VOnK/LhCYi3vPO0g76i+MKRBV2LCcbMaEFEdrfiKvqalm2f0vDJP9Xz9UaMmW1ir8Zg6jSvO+hqRtLqMaQPU19H5UE0RksksqO6wRU5ttyjjv327xoaOdfQFpkQdNrx1ZbS5PBw8U+W8fkWNYXTatIzuSCVwpJGPL5owenoyXr4uZSdaiUlwcSewz0b8fpqjmBIy0PS6kOlOENlNmWFjXuqaO9VXtPownzgSyqf/QHnmbczJj+RB28/Db0u+nk6PCsejy8YKcU+UNQt+zs1b/0fihwkEFQnq7E0W89ItlBn7/57eix4q9UowSgz6y5KdOriklB8HmSfG9ndVgJVG5cUEab6ghL0IekNEY+RoKt3C2IVdeoY5gfXTo94Zqzf1VYStM7uJhCUWReKZExNNLO9qI4dB+p49JXN/Hv5vg5tesvbfS+l6HGQZcwcMq68T+1jSEwIp0pJ/ti/J71BiAknOYqiUFrdEimRM21MGoGgzJNvbAfUH4ShiDdSZq/7PH2BStLZ16I1x1H3/t+jauX2BV9dGf76cpIX3UTKkltJWXIred95nOQF12Pqg6iTkWwhOd7I3sONVNa38vXe6l6r8pV1rXy1owKNRuLNlUW8u/ogj7xTiozUFvooB2n84r+RlabCkiZ0WomROf1f6eNomjd/TMu2FSSefjmp593R6TGSpImkoiTMvaTPk3dJkjANn4S7eJdaN9zZTN2HT9O8/j2aN76Pc/9GbDPOJe3872CdMJ+mr96i6rXf4K0oItDaSNzkszv1HDheESEW5GbYqG1y4fW3DRbeX3MIg17L0nnDjrt9vU7D/Kk5bNhTFZXqoCgKzy/bjcvj59e3zcVmMbBqcxkZyRbSky1s3FMdOW7lplLmTMhk6bxhpCWZOW1yNpIkMWNsOtNGp/HfFYW4fSI6QSCIFeFSit1xdOrD0UTEhFCqQyAkJvgbq3DuW0/1m//X4Zz2odGx8EORQ2JCd5EJppzoqK6guyUyeQintmkMpqjXK4XFBJcjKrUt6GxGY02IlM3zVh6M+u2vCUUm6LTwype1yIrElk29S49UAv4Oxr2xRFEUgi2NxE1eABotLbs+j0zStob8CcwmHVNGpxIIKuw5KjohfKzVpOO2SyZFtkuSRHZqXK8m876aEgwZwwFCkR92ADburmLdziquPmcsT/9sERfOH0FNo4uKw6rIMVlfxo3njSfR1nHBJVwZayBTHdqnhLpLdrczYIzdlC8t0UxdU98nro2rX8Ox7bMu93urjyDpjeiTsyJGmBpj5xHUYS+QYKudoKc1UjZRG5dEwGnv83c4kuYQNnHsZTWYijonep2GnLQ4/vqjBeSkWaOsC2pCIl5QVpAkuOD04VTWOyNeGocq7B3aDLpaMKTnk3LubWRd9+uofZIkYR03D0lnQPa0EGhpxB8qpalxd2xrIBBiwkmOvdVLi8vHsEw1l2jiyBRy0+PISrVy91XTjktMcO7fiKeif/Jz3CV7VGVSO/Al/k5EtJZ40i66C19tKc2bPuzyOH9TdZeVEZz71wPqj1TCnItImHNRjwO2zpAkifEjUthxoI6fPfkVv/3nRn7wl9W9MsJ7a9UBdFoN379qGnVNbl74314krY56OR5PjVoqSF97APtXb2Lf+AF1TW427K5meHYCBv3AT45bd67GmDWK5IU3djs5t01ZiGnYJOLahaf1BfOwyRGTzaYv30Dxe9EnZ9O48mUAEmaeB0Dqubehi08hbtJZ5N31JMPueY70i+8+pmsOBLnpcSgKVISiExodHlZvLWfxrDxsFkNMrrFgRi5eXzBKIHh+2W5WbS7jmnPGMjoviYWz1BSec+cOY+7ETHYU1eHxBSiuclDf7GHepMwO7UqSxK0XT6TV7efLPYNfgk4gOFmQvce/uqYJiwkhgeDocH5vRWGH8nFhw0KAYMuxRda1JywmSN1E9WlMVtIuuaftHHcLctizIZTuETactIYM6DRGqzrhUeRImDOoYoLWkhBJt1MCPjTtKjmE0xwCQdh+yE6zYsUWsHfpKdOe4r98k+rX/9DrCVZfkT1OlIAPQ8YwzCOm4jqwOTIJDmPUa5lckIrZqGPdzraVX5fHz5Nvbgfg0e+fyWVnR6fHpiWZe1xFV4J+gk57xDVfa02IfB7CfgmXLyggN93GuGFJZGsbsaJuT9C4yUjpfCydHxp7//ZfGwcsiq19NQz3oe3tDBhjF5mQlmSmxeXrtLJFd9jXvk39R093uT9gr0WflIGk0ZJ0+hWkhhZJOiPsIxJoaUDxutCGxARdXBIEA1Hfjd6gBPyRNAfoWBq0KyrrWslOtaLRSCTHmxidn0RDu1TJ6sa2FJm0RDPzJmUB8MVWVYzacaCedz6PNi0PulvQmONJmH0BppxoY+8wGnMczRvep/RxdSFLa01A47L37sXGGCEmnOSUhurrhn/QjHotT/9sMf9395ksnTfsmEOUZZ+b2mV/o3bZ32OuVvsaKvHVHMHSLjRb0DOWUTMxZBbgOrAZUO/j0W7Ptcsep/KVByI/ku2VW+f+9ZjyxvXa0b87JoxIxt7qJRhU+PZlk/H4AvzymbU8v2x3l2Vx6prcfL6ljCVzh7F4dh4TRiSTlWrlZzfPpiqQgKOyGABj2TYA7Lu+4p4/raSh2c015/Q9Z/948dWW4Kst7pVAYBk1g+wbH+51qsjRmEeovgu17z+BY9sK4qcvIe3SHwAS1rFz0SWkAerDJO+up0i/5PtoDEPTD6U9eRnq71LYFfqtVQcIygqXL4hdetP44cmkJppZ+XUpQVnh1Y/38/6Xh7nkzJFcv3QsAJecWcDciWr0wdwJmfgCMtuL6ti0V10ZnDU+o9O2R+YksHBmHhsLW6msH7iScwLByUxvIhN6IuwJUPfBk5Q/9+NODWw9R6UztM+z9lR2bqTWFxS/B0lvilQp6Arb5LPJveMvah/cLR0m7OESmOmX3EPO7X9Ga46LhGJ72/VTdjWjtcajMcdFUivCEyOXx8+OA9GCvjYpk1RtS9Sq/XtfHOT5ZdH+S0rAj+L34j68jZK/3oqnMnbVmsKEowB01iQM6fkE7HV4fWqU5Yyx6fzw2ulIkoRBr2XOhEzW76rCF4po21ZUx94jjUwYkUxueseqX6mJZhqb3QSDXUeQhf0mwvfLmDEcX20JAUcDjS0ezEZtpMzxOEMVP0v4H5ladRxl03hItXUufrcvjfzse7t6VT7weAl7ZQAEHHUxN2CEthTpY011OPz7q/CU78ffWEWgnYgXcNSji1fHM5JOT/yMc7v8/oQjE/z1oVX5dmkOAMHWvqU6KAEvkt7QJkT2sqJDRV0r2e0qWiXbTDQ2ewgGZZ56ewdPvrkjsi833UZuehwpCSYOlre1/8L/9kTSUUAVFbXm7ivYhT0iwljGzkXr7ntERiwQYsJJTkmN+gMZDrWKFa4DW1ACvqgyc7HCGTIeCZssCXqPZeRUPOWFyB4nte/9jerXfx8Re2SvC2/lAWR3K/UfP0v9x89R+vfbcRZtwr7+PXy1pVhjdM/nTMhkTH4iD90xj4vPHMkTP1nI+acNZ9maQ9z6m094/PVtHX7w3v3iIIoCVywchSRJ/OY7p/PEvQuZOzETpzEdnauet15+G33DEUjOQ+O2MznezhP3LowovQNJy+41IGk6lCvqD/SJGVhGzUQJeLGOmUPSWddgyh5F1o0Pd0ivOB4Pg4EmO9WKRoKymlbq7W6Wrytm8aw8slK7NknrKxqNxHmnDWP7gTq+/YfPeP2zIs6dO4zbL50UuVcZyRYe+NZcEuKMTCxIIdFm5NWP97N+dxWj8hJJiu86TPnmC8aj1Ug88/ZOUSpSIIgBSrvIhKQFNxxTG1prglrRwWlXKxIFAxEjN3PBDNDo8JS15Sq7i3fR/PWHgIRkMOE+svO4XgOokQm9NZDVmNUxmuzqKCZoQv2WtDqM4TD80KS3+vXfRyb3QWczWmsCkiRF/BrCKYoffHWYRoeHK9oJtdb0XDI0zdSGIhY83gD/fH8Py9ZEL0KEjSAjf9eV9uo19YVwNIbGZEUXn4YS9ONrUcWd2y+dxOLZbSmvS+cNo8Xl46UP9wJQ26iKIb+6bV6nvgBpiWZkBR779xaaW71R+9wlu6l48Re4DqlVfML31TZtMSgyLTtW0tjsiRg6Alh8bZPUykCi2m9v1xEb4chgvU7L6yu6j+Z99eP97DzYNxO9XYfqo6oD+EJm1cbs0QSa6yMiii4GpSHDpCWqixV9SXWQ/e3uvSJT+dIvKXv6bspe/R0urzpODTjq0MX3rjqULiQa+EKfx7CYEF5c8dt7Nt1sT/tqDtAxMsFXV9ohwikQlKlucEaVx05OMBEIyjz//m6WryuOOj4nPQ5J6jwtN1xtBUKRCZbuxQSNMXqcZEjJQQr6u/QX60+EmHCSU1rdgs2i7zSX63ho3bsWbVwy+pQc7OvejQyiYzGYbt23DlPeeHTxKT0fLIjCPHIaKDLNmz7CV32IoNOOp1R94HpK94EiYx45Fef+DTi2fIyk01Pz5h9pXPUK1gnziZ9xbkz6kZli5c8/OJsxIVNEk1HHd6+cyjM/X8y584az4utSPtlQwudbyrjr0VV8sqGETzaUsHBmXqRcqVGvxajXIkkSGTMX4JINzCh7jaAi8fsjM/ArWm4c10q6Tduj+3eskb0uWnevwVIwvVM/gv4g85r7yfvO38m48t7INc2hko8nKga9loxkK+W1Lfx3RSGgcM2SsTG/ztWLx3DfjTNRFIVFs/K46xtTuxRddFoNP7hmOsVVDg6W2ZndRVRCmJQEM4umxrOtqI4vt3c0ehQIBH1D9qmTw9w7Hydp/hXH3I4+KVpkNuWNC23PwJgxLFIKEKDq1YcINNeitSZgHjYJ9+EdHC+Kz9Ot+WJ7tBZ1MhJ0tyAfHZnQSUSbtl36gvvIDtVzwOWIbDeGvBisM9XSw4fKm8lNj2POxLaUrbjs4Zg1fhqr1JSBFV+3iQQOZ1vefdhvImx4GTgGc7ueiIgJ5jj0iepkUA75IhkN0SmEk0elcs7sfD5aV4zPH6S20YXFpCPO3HlaZlqoatnanZV88KX6nrtLdlP5yq+peefPeCuKqP/oGaBNTNAnZWLIGIGnoohGh4fk+LZIv/ZlA4sDal8rX/pllwbYv7tzPv/85RKWzhvGlzsqIuJHh3sgK/x3RSG/fHpdn6o/3P/UWu5/qs39399QjjYuGUNaHgFHPUG5PyIT1PvRF2NJ2d15VIZSf4SP1lZGjBR1Cb0TEzSWeDRmW6SSWTjNIVKppL5vk2o5lOagMVlBo0U+KjKh/NkfUfbU96IMYg+U2gkEFUblJka2hYWn/311JFJGM5y2mZeu9rGzCJpw1K4SSl/qKTIhnEaltSaSftkPsY6di2ywUPP2YwO+sCHEhJOcsPliLFcrZY8T96FtWMefRuJpl+GrOYJz/wZkn5vy535E4xf/Pea2vVWH8dfFboX8VMOUOwbJYKLpq7dAo0PSG2nduw5QH55odWRccS8J8y4l87pfk/udvxM/63wS5l1C+qU/6HePipy0OL57xRSmjErl2fd28ZfXtlJvd/Hkm9vxB4Jcuajz8PbFS+aRdev/YcyfQGPqJHJHj0bKm0pg7yqKH7uR2mV/69d+t0f2OKn6z28JOptJmHvxgF33ZCUnPY4dB+r4dGMJF5w+ol9MYSVJ4qzpufzzl0v40XUzeswdnTU+gysXqp/FuRM7+iUczZzRcUwYkdzBFEwgEPQd2aNOUDSG4/wtOCoFM1zlQGMwoUvK7HTlMui0Yx4xhYC9hoDj+L7Pss8TiSroCUmrV5/dX/yH1j1fIunawuY1ho5igj4lG9vURSBp8JTsQfF5UAK+yGQ485pfkn33c9z6+89Zvr6YqnonWalW4izqhDvJZiQhT60Q4a4pobTawQv/2xNpv33alr9JTRHJvO5BNJb4qPvirT4cEzE/IiYYLW2eD62qmGAydByXzJ2USSAoc7DcTm2TO7II0RmpoVV0s+Tl7c8PsGV/DbXv/hVP6Z4Owk17kUYbl0jQ6aDR4SEp5NLfvOlDHNvbDASXXLgAUMPzGz57MaotJejHeWAzCXEG0pMtXHzmSHQaieeW7ep0stfqbjPP3l507CX+vBVFGLNHoY1PVc0J/T5skhupNXZlA1PiTWg0Up/SHDqrjrDTlweArqEEn119v8NpDj0hSRKmnDH461XvgXBkgsZkRWtLwRfa3luUgA+NTo8kSWjNcdjXvYvr0LYOxzk2L2/rfyiKZPKoNgGkfRTLLRdO4PVHLuBfDyzh3htmsnCm+npzQ6JCVqqVP//gLACaQmJCSWkNKHLERLYrwmkY6Vf8hLiJZ6JLSMMz6kz8jZUEmge2RKQQE05i1EoOjohfwnG3F/BTv+IFqt/8P5Sgn7iJZxA36SwMmSOp//hZ6j56Bn9dGc59a3turBOcRZuoevVBNOY4ISYcI5JWr1YOkANYRs/EMnoWzsINKHIQd8luTDlj0RgtpCy+GcvIqWj0RlKX3k7K4m8OmLu/RiPxg2unYzbqmD8lmxd/vZTrzh3LTeeP71StDZ+TlptHzk2/RTf7Yh664zTyz7kay+hZmPIn4Cz8mqCzmUBLE/Wf/JPS//dd6pc/e9x9VeRg1EBJURRq3vsr3qpDZFz+E8zDJx/3NU518jJstLj8JMebuOG8cf16rb6IqjdfMIEn711IQbsVh67QaCR+f9cZfPsy8XkQCI6X8MpfVy7uvSXiu6TVobUlR55xks6APjGDQHMdihzsUIoyHNEQcBzfgFz29z4yAYgS89s/WyRtxxV3Sasj7aLvET/zPDzl+yOTh/BkWGuOwxE00dzq493VB6lqUMWEzBQryXE6fnDtdIyhSANN+TbeXrEXCfjDXWraXth0ENSqEpJerSChs6VEKin5G6uo+Od91Lz9WK9fY1cEI2kOcZEwdY1LjYAwGrS07FpN8+aPI8ePH656O+053EBtk4uxcS3Uf/J8VHWLMGmJZkbpqvlj0uuM1pTz5xfXEXTa0YRWfi3jToscG87DB5DM8TibGtDay1lc9yqug1to+PRfEXNORWsgeczUtgvJ0dd2bF1BzRt/oCUkPqQnWbh+6Tg27K6OREhEHe9sC3MPV7DoCZenTYCQZbXak7+xClPu2FC6gILktvNt2ypaPvhzr9rsDVqthpQEE3XHGZmQdvbVBDVGphpKqThSAtDryAQAY27bmKG9h4AhLRdfXd/FBEmvinjhFIf6T55X9ylypMpKe+P5nQfrGZmdQLy1TfwLC0+gRulaTHpMRh1nz8jFZFS/42Exwen2R8SHxhYvuw/V85sn1c+L5ihPhI4dDr3W1NzIpkCCGgnhjYHnS18QYsJJTEOzB6cnwLCM2IgJriM7cHz9PwItDVgnzMeYPRpJqyP94u8je10493yFLj4Vf0Nl5GHTW2S/l9p3/owuMYOcbz2KLuTSKug75pHTALWCQNz4+cguB82bPsRXfQTz8EndnzxApCdZePHXS/n5N2djMem5fuk4rlrcNxNFU85oMr/xU1LPux3kIK17vqR22d9wbPsUjdGKY+sntO756rj6Wb/8WcqevjuyEuMq+hr3oW0kL7oJ6zhhEBoLhmep6vt3Lp8SZVY12Gg0EsOyeu81o9VIaGNYeksgOFWRvS6QNN1WQegNiadfRv49z2EdMwdT/oSI+7suIR1dUgbIQQKOBvwh93vziKlkXv9rtCET4kBLU1dN9wqlD54JQAf3+dQL7sTabqLbGdaxc1D8XhzbVgBEpb3ZQ/4AVfVOvL4g2SlWjHot91ySycxxGZEw6kmBPaQVvct1I+sYkxfPfGMRrgNbAHWS7z6yU3XYlyR08akEW9TxnTuUQuk6sJnqtx7FdXBLr19rh9fuUV+7xmRBYzChscSjddUjSWDQaXBs+RTH5rZKVQlxRnLT49h9qIG6Jhfn2N/AsXl5p2NPi0nP3ePVVI6b844wW6v2O3XpbZgu/jlv17e55YfFH58/yJf7W8DjYJK+jERXKdWv/z5ynLlgBvYl96qfoxDh8nyglmcMr5g3f/2/SCTC5QtGMWt8Bi99tC+SfhCmubUttWTP4d6NoWvbeRY4nL7IRNeUOy4yKU+qXE++roFgY0W0b8FxkpbYc5WM9rSvnuKUDTziuJw5Z83FMn0pM4zFtG5R39+wmNQbzMMmAqBPzUWX2PZe6FPz8DeUdyoudYVazUEdg6ScexsAgeY6Aq2hdOFQW7526SzFVQ5G5ydGtZORbGXpvGE8ce/CLq8VXjgzG3Uk2oxIkhqZUFbbikVS36Oe0hwyr7mfpLOujYpgCNrSkbT6ARcTRN29k5hwXdv8PgyIu8N9eDuSzkDut/+Kpl0IniE9n9Sld+Aq+prEM6+m8oWf4T6yUw3B6yX++nKUoJ/EM66MlOYRHBu2qYvQmm1YRs9ECfjRJWXS+NlLAJiGDQ0xAUCvi83Ey5CWjyGzgKY1ryN7XaQsvYP4GUuofPkB6pf/45j9N2S/l9Y9X6H4PVS//gjJi2+mYcWL6NPySZh9QUz6LoCzpueQn2mLyjkUCASnLrLXhcZoOe70TEnSoLMlk375j9UNiozWmoh1/Ol4QnnWAXtNxPAwefHNGDOGR/4+3vKQss99zN5PvoYKMqffT/z0Jd0eZxo2EV1CGo7NHwHRYfphMUGSQFEgsxNj25Slt9PwyfOcbjoI9Qfx7hvO1dYNcGgDcBnN69/DX19OxhX3AqCLT8F1YBOOLR/jrTqEZDCTMOt87OvewVu+n2E//NcxvV7Z60TSGSJjS2NWAUkl+7HqxyNJEoGWhojgEGbOhEzeWa2aTxos6qQ20FSDPpQmEWnb70WqVFM4LPbDXBrKiNhWoVCjS+TzomLODxWxam71kWgz8vpnRdQ5JGZaZIbp1Il93OQFBJ3NuA9vQ/GHyn5KGhJPvwJv9RHch7cRaGlCG5dI8f9dF7m+v75cdee3xKPRSMyfksXmfTUdjPvCPhWzJ2SwZV8NLo+/R4G9pqEtgqTR4SGx6hBIGgyZIyIVMjIq1yAroEHB31CBMXNkt232lrREC1/uqODfy/dx3dJxPaYPlpfVYADWekbzlXcclvQc9DotmQuv5suv15LfVIRt2jm9NmAEMOWOJee2P2FIz4+KrjWk5qL4vQSa69EnpnfTgooiB0EORtKLEmZfgCFjGFWv/FotvRgSEgzpw/DVlhB0t+LTmHA4fR1SM7Uaibuvmtbt9eKtBm6/dBIzxqaj02qItxpodHhwewNYNer39uNtDWQ4KyO+C0djzByBMXNE9EaNFkNWAc79G0k8/YoeUyVihVhGOYkpqVYfiPkxikxwH96OadikKCEhTPz0c8i85n6MWQVorQl9dkL2hdxHDal5MenrqYxGbyRu4hlIkgaN3kjet/9GxpU/JXnhDZhyY29uNxSwTVmA7HVhSB9O/IwlSBotaRd8F9nrOubVEvfhHSh+DwmnXYavvpzq//yWgKOe1KW3DVhKyKmATqsRQoJAIIgge5yqCVqMkCRJ/U+jJW7CfHWFPbRo4bfX4G9UV631Sao/isZsA63uuI0G+2LACJB8zi1YJ8xH0hlIOuOqXp0jSRoso2ZG/o6KTAi5w585VTWkaz9xDZMw63zSLv5+5O+mr95s67+i4G+sRJ+cFYnEC6cB1H/8HO6S3ZiHTSR54Q0kn/NNgs7mDg74vUV2R7/niaddjjHQyhxTMYocJNjSiOLzILer9LFgphreractFTH8Xka17XGCImM4ahL9zKcVNLV4kNqVUT5cofZ/y/4aktLUFfIJxmpMBTNJv+T7ZF7zCxLmXETq0rYqSskLbyAxZBTqqz4cdQ/CZQrbVwHID1VXK62O9msIpznMHp+BrKir3j1R0y7NoNHhwV9fjj4pA43eqFaBGjMbgNWeCWr/YliJIy3JjCwrvP5ZEcWVPb/vO/cUA/C2aw6VwSRGZKv3QWs08wqX8FHqLaRecGef+2HMHIGk0Ub5UITnEr2tbKAE1HQRSdcm3phyxoBWFxESAMwjpgDgqzlCTWU1SZrWY/Z5uvSsgkh57CSbiSaHl8o6J1kW9fP8/te1PPHGtqhUlt6Qsugmgk57JL1mIBBiwklMaXULiTYjCXEdQwXdpXspe/ZHUWFH3eFvqsbfWIWlYFq3x0mShHn4FNzFO/sUXuSrLwOtDn3ywJf4O9mRdHqs4+aSePoVJ+0kOG7SmZjyJ5J6wXcir1GflodktESFpPUF5/71aExxJJ99HXl3Pk72zb8j764nVU8KgUAgEBwTnvL9eGuKCbQ00bTmjQ4GfkF3KxpTD/nCx4kuPgU0WgJNNQTsNWitiZGUBEmS0MUlE2xV0xwcWz8l0Grv8zVkf+8NGAES515MxuU/ZsTP/oNtyoJen6dPaVu5bL8SGS6D+O3LJ/PArXPITOlcoLGOnYNl1ExsUxcTaGdK6WqowW+viwo7j5t8FrqQ6BKw12LKGw+AIU01tzzWyarsjRYTzMMmEpD0ZOqa1eoJofFkoF20yIjsBC49q4CfXdjWP39TNUowEDWxlL3qhDtx7iVk3vS7yPZWzNgdXpJsJjQJ6Rzyp3Ow3I4/IFNS5SA5XW1XUoKYMtTXJ2m0pCy5NVLZIowxQ10h9lYfjkq1CJeO9jdWRraFJ5Dh6OEw4ciEEaGygU2OnlMS9h1pE7wamj346svQt8uhTzz/bt6RF3EgbSFodZGFu1iQntQmwlTUtXZzpErQ5cCPnh/fOAcgqjxiolVPYUvcMUcjvb3qAHf+cSVrd1ZS2+iK3ANffRmKHKRh1SvYN7wfKZV+NEoo/aN9apWk1Uc+12EsBTNA0uAu3k3gjZ/xUOI73Zp/9pbMFAu7DtWxdW8FC4y7cUg2mmQrTk+Azzb17TtlyhtH3p2PEz9r4CJohZhwElNa4+gyKsFdvAt/XSnOwo29ast9eDsA5pHTezzWPGIKQWcz3vLCXvfVX1eGISX7pJ3sCvoXrdlG9k2/UZXkEJIkYcwY3mW5pu5Qgn5cBzZjGTMbSatDn5SJKW+8SMERCASC40BRFCpf+iUVz/+Eug8ep+nL1/GU7Ys6Rva0ojXHLjKhMySNVvV4stfgt9dG5VsDaG3JBFoa8NtrqV/+D2rf+VOfryH3MTLhWNEnt4kJ4ZVVnz9IdYMLs1FHQpyRuZO6XqjRGC1kXnM/1vHR/gyVRfsIOOoi1RUA9IkZZF79i8jf4XKbhjR1cn2sk9XOolE8GgvxGneUgBAWeMLcfukkRnr3IekMaOOS8DdUcuSP19C46pWotkE1tLPkj49st5gM2Fu9JNqMDL/7aV7VXEZFXSsl1Q4CQYWMnLZKPoaM4d32X2M0o0/OwltzJGLcmXbJ90laeANImqiICbNRR3qypVMxwWjQkhUSfRoc3fsRbCus5asdlVyxQK08ZG924m+sijLk23yomS/suVxz3iQMqXn4qg512lbAUR8q8977RcCwmSBAaU3XC5PVDU6cDbVMVgqRDVamjEqjIDeBmePavnOJcVpqm1zHXNLwxQ/3Ulnv5I8vbeKxf29Ga45DG5eEr74cf0MFzevfo3HlSzj3rqOyrpUmh4fdh+ojJTgjpq+GaNNXY1Z0NIs+JRtT3jhcBzajCaipLmlxx18t7/ZLJ5OVEsdEfTnxgUayLvw2j/1gAQW5CXy5re8lp3UJaX3yazlehJhwkiLLCqXVLV0aiIVVUue+Db1qz3V4O7qE9F5FDljGzEFrS6H2vb/1OuTNV1eGXqQ4CGKMIWM4vtriLtXozlAUhaa17yB7XVjHzevH3gkEAsHJi+x1dyhRFrDXRP4dToesevUh6j56pu08T2tM0xy6Qp+UQcBeS6C5Fl1itOmbzpakhtYH1RDjvpZaU4J+CAY6TE76A31KTodtv3x6LZ9uLCHR1nsTy6PHd5tXrER2OToY4umTs5B0BiStHmNmAaCWUdSY4/DVlhzDK1CNHjXG6PfcJVmIw0OwXSnKwFE+FrLfS+vuL7FOOB1jVgGuQ1sBaN6wrO2YUGSCxqiuIDflnM7XwfG0uv1UNzgj9ygzxUpNo4tD5XYA8oe33VdLQc8LaYbMkfiqDxNoViMTLKNmotEZ0CWkdUi/GJEVT1FZtDDS3OolwWog3mpAp5VobPZE9pXXtvDn17awanMpHm+ArYW1rN1ZiU6r4cbzx5Ecb6S5qgzkYFRkwqHyZnRaickFqZhyx+KpONDpeKh583IaP/83vqqOVSa6YvaETOZPzcZs1FLWiZigKAqvfryfO37/GW89/gQWjQ9v9nQSbUb+9qMFkQgNgESrDpcngNPdt5D+RoeH2x5RzUcNIR+ug+V2vP4ghtRc/PXlURHY9q2f8p0/ruTmhz/hF0+t5fXPVMPKcPpMRzGhIOpvjdmGZfQsfLXFkW1mZyXHS0ayhV/ObuTGxE1gMJM+eS5j8pOYNymLwtImGh2enhsZRISYcJJSZ3fj8QW7jEwIhH7Y3P+fvfuOr7Mu/z/+Ojt776Qj3aWbtoyyWii7BQFliFZQUERFUREUkOEPBw4Ut6i4wC9LQQTKsGwKtIHuPdLsvc8e9++Pk5w0JGmT9iQnTd7Px4MH55z7Pudc+fQk576v+/pcn9JNh53qEAr4cO/fTMLkBQMqQbLEJ5H3iVsJutqo/r//h2vvh4fMdoZ8bgKtdZHMtki0OHKLMfzeHvMVD8UIBWlY/Qda3nycpNmnD+gAQkREeqv+v+9R9qsbelxt9HSuAAAQP3kBlqRw57v2ztUIoOsq9dBOc4Dwqg7+pmoCbY29mvZZkjMJtDdHTjI+OhXjcIKu8HHVcCRF+mryuONA+ES13enrta3f1zkoaVBnH8eJ1nDFSDAho8d+JrMFR8EUHONmRCohTCYTjrxJeKt2cTg1j/+Q1vf/2+OxkMfZY2k/ABcJJOLqWZnwkT4WwfZGDJ+b+IlzsecWQ9eJsqn79CZSmdD5b7Hwmm+QvyI8N7+u2U1a51Tg3IwEahud7K1oJTHOSl5h+Mq5I39KJBFxKI7cYgKt9fhqSzHZ4iKfYVtGfmTFkC4LpmVT0+iiqqF7ekCb00dKoh2TyURGSlzkBDIYDPGTR0p4raSCB/75Id/61Zvc9Ye1vPjuAcbnJWOzWpg+IYP4ynWReA3D4I7fvc2Ta3YzLjcZm9VMXNEMDL8HX23vhE/X76Vr3wZCXveALsAkxdu4bdVi5k3N7pFMCHlduPZt4K/PbeP/Xt7Jopm5jDPXscefS8JpV/f5WmmJ4ark2qaBLzUJ8N+39lHX+Zw/fGc5d19/EoGgwabd9Vgz8vE31xByhcc4YfqJ+Mq3kWDqPjFfuzmcCOiqTDA5el7NT5x2Asnzl0fum20OHAVTe+zjr90/qJj7EnS10/HmI9iDLuLyJ0WqtE+clYdhQMn22sO8QmwpmTBKdTV2GZ/XO5kQbqpTHf6FCAVx7Vp3yNfy7N+M4fdEGrkMhCN/MjkXf41gRzM1//f/OPDzz1Hz2PepeuRuGv/31x77+hrCJTxqvijRZu+cxziQvgkhv5faJ++n/YOXSFtyCdkXfUXTbkREjlDXVMeuVRE8VXtoXPN3zAkpFF3/QGSFgC4hr5s3P6jA52zHsB/9POTDsaXnhlcICAWxfqTjuzU5A8PvicTeVaEwUP7mnk0dh1LX91TXVI2Dkzcdg7jSe/D33bzLuxsMNgZ7J0RyLvk6uR+7ucdjcRPm4KsrO2RFqmEYuHavo/Hlh3s8HvI4e5ywuzx+WkMO4nHjqdwZroRwJPRqihn0hE8kLXFJkWUCu36WrnHorkzo/jkOnuee3lWZkJFAY5uH7aVNTC5Kw9y5eln+p+/t9+c5WNdUCNfu9VhTsyIX37qW0/SU74gkpxbMCH/e1h90ktja4SWlM7GRkRLHqyUV3PLgG+w40Mzeila+esUCLj59MvuruhszdjUxPCmlmhOMjdimLcGeVYTT7Wfj7nCFRNfyy45x4Qbcrj0lNLz4Rxpe/GN4fHwevJ3TH1x7P6T0J5+i/rnfDOhnBsjPSqKmsXuKQu2/fkbNP7/Hts27WDAtmztWzWecpZH9gWwK+mgCCpCWFJ4yUdc88GRCIBjixXcPcNLsPJ764QoyU+OZPTkLswl2ljVjTUon5G4n6Awn1hKnLgJgnKX7M1RZ14HXH8TwhRMMIUvPZIIlMZXsC78YaTwKvSt4Wt9/rs/Gn4Ph2rM+cjt18YrI7Yn5KSTG29hZdnTL1A41JRNGqQNdy0Lm9Z7mEHK1EfK6SJp1KtbUbDq2rz3kazl3vY/JHj/oxnOJM05k/Jd/S87HbiZh8gL8rXUEmmtpfe+/Paoh/A3hOXa2bCUTJLrs2UVgtuIbQOa48aU/49pdQua515Gx7FOYTPrzKCJypLrWbO+6Etr+4csYwQB5l38be854zPY4cj721cgV49KffIr1T/0VCyE6gr1XjYq2g/sk9EomdFZM+BvDFzsGW5nQdSV6uJpKT/j6Xym6/qcAkSvaKYl2bvvMwC8CHSx+wiw44Sr2B7JoIL3XdmtSeo+VIwDiJ4aPEd2dy272peukDbqTHr7GKkKejh6NJK+4/XlqnBbiQy6cW98i9YQLsaXm9Koy7Fou0hyXiOOgnklG0B9JanRXJnQnEHIzu293TXPIzUzA6FxFoas5oD17PGbbwKaKdF28CHk6sKZ0V3lYkzMJOlup+tvtVD58K776cgqykphUmMqjL+6kuiEcX0Orh6zUcJl9V+P0HQeaefbN8NSDBdOzWXxcz94e6clxeMp3MGHHI1QGM9hfdAHNbR7qmrv7LSQnhn+XrCnZmOxxtKx9mrb1L9C2/gUC7U14q/dAKIg9txhvxQ4AOja9NqCfORyDA38ghMsTwDBCuPd9CECW+wCF2Un4a/djMRnMPGExSfF9L3XZXZlw6D4RB9tT0UKb08cZxxdht4Wf77BZyM9KoqymPZIA8DVUABBfPA+AifbuZIKvs9lme2s4QfPPNfvZVdbMi+/2rN4ouuFBxn/lDwA9EgupSy4h0NZA++bXBhx3X5y71mFJzqT4O0+SOP2EyOMmk4lp49LYpWSCxML+ylYyU+P6/MWNLIOUUUDC1MV4DmwhFOinFM4wwo3oJs/vsWTKQJksNpJmnUrORTcx7vM/J+eSm8EIReZKGkYIT8VOTBYbtnQ1t5PoCnfjHYe3prTH40Yw0OPqScjjpGPLGyTPP4vURecPc5QiIqND9SN3U/fsr8IHx50nm56K7RjBAJ7y7cSPm9mjUW78hNnkf/KuyP2LE8Jz3l2hoU8mHNxQ15Ezscc2S3I4mdBVOdm1dNxABZprwGzp1W9gqFjikyLzvWsaw1d3v/7J4zllbt9r1Pdn3I2/pvBz4WaTOadcxM/bLqDeObDnOvInY3Yk4Nq7od99gu7uq+pdjQpdO8O9uxKnndBj3/ZQ9/z1tCWXYssOz4E/2MGJArPNQdLs03HkhxsSBjqrQ0JeJ5itmA5a1jwjJY7khPAxbWLncXJuRnflwpEsV2xN6n5OwpTuKZJdnyUIJ6cq/vA1nDvf49ufWYzT7efNDZX4AyFa2r1kpYavjB9c7v/2pipSEu1kpMQxfUI6Vkt4GgTAkrn5NL3xf1iT03nYey4/fnIX133/lcjJ55zJWZEGjSaTCWtqNoa/O6HjqdiBrz48pqknrhz0zwzdlR3N7R6qtm+OPD6OKtKSHZGqhyVnntLva8TbzcQ7LIOqTNi2L1w1NGtSz2k+E/KTw8tqxof//vgaKjBZbITiU6kPJjM/I/yZmTM5C4Dy2nYqq8Kv9ebWRu78/Tv86okNNLZ2JzYscYmR6UQHT/dOmrEES2Jqr+k3g2EYITwHtpIwaX6fU8mnTUhnf1UbT7++h6fW7D7i9xlKSiaMQv5AkJIdtcyb2veXWFfzRVtmAQmT52MEfHjKPtpN2UnNY98ncePTBJ0tJHzkj/yRcuRPxhyfhGvvB/jqyyj/9Zdo//Bl4ibMVkm5DAl77kS8NXt79O1oeOH3HPj5Zyn75Rdo37iGjm1vYwR8PebGiYjIwBmGgbt0Mx2bXqX2iR9GlshreeffNLz4J/yNlZGlBA/20ZUUADqC1l6PRZs9fxIZy6+h6IZf9rrKbk3uWZmAEcJbW0rt0w9Q89j38ZTv6PV6/pY6Gl9+GCPox99cgzU1O6rHNaGQEZkffihdV7rz+1kK8lBs6Xk48sJX2BPjbcTZLdS3DOxqsclsIWHKQlx71vc7576rlwQQafbn2vMB9rzJkcRLIBj+rm4PhU+YzXFJmB0J2DOLCLTWEzqouiGSTOicwpBz8VfJufTr4dfvXFki5HFhjkvodaJ2+7UnkpxgZ9r4cOXFhPwUMlLiSEm0M3ty7z4Ug5F03KmR2wf3tOha3aNh9UPkZsSTluSgtslFc2c1SWZaOIGybGG4ieK5J4WXJpxUkIrJZCLObuXaFbP46hULePanFzN1XDqB5lrixx/HxAnhKTU+f5Bn3wqP7a2rFpGZ2p2U6eoNYk3LxWS14ynfjr+xEpM9jqSZSzAdtJTpwf9Wh5KeHH5OdYOTxx55DgB32iSmWmtIS7LjrdmPJTENa1LvCpfIuJhM5KQnDOjz3WXrviYKshIj799lYl4K1Q1O7vzbVgC8dWU0+638+7W9lAUyyQnVceaicVyxfBpWi4nQlpeI3/YfADyGDZcnXIX0Rj+rKLi93VVKluQMrMkZvabfDFSgoxlf7QFCng7iDpqmc7C5U8JJjz/9Zyt/eW4bHu/gqqSGg5IJx6iQ30v75teof+63BD0908YbdtXj9AQ4dV7fGWl/U3UkYx43fhZYrJGypC6t7z+Ha08Jtvo9mGxx4bVVo8BkthBfPA/33g00rH6IkM9NzsduJvcT34rK64t8VHzxXEKutsjyY97aUto3vkrClIVYkjOof+63NL/1BLbs8TgKpsQ4WhE5lI6ODlasWEFFRUWvba+88goXX3wxF110ETfeeCOtrQNbTUiio6vkvKfwCVz7hy8B9JlM+GjjPYA2/+ArIQfLZDKTduJK7Jm9j5UilQmN3ScUzW88hnPrW7j2lNC24eUe+xuGQcVDX6f1/f/ird6Hv6k66v0Snlizi8//4JVIsqA/NY1OzCbITj+6vhMmk4mstHgaBphMAEiYfkL4+7afpcFDru7KhK7yc39LLfac7gbcrR3e8HbCCaWubbbs8Am2v7G7e36kH8JBjS6tqTmYHQl4O6c3Br3OPhsozpqUyaPfO5+8zqRLUryNv951Lo/ce36PE/DByP/UvWRdcEOP5JT1oMqECV/5A9krv0ywoxlfXRm5mQnUNDpp6LwK3jXN4ZKlU/jXj1Zw6bIpmEwwuaj79S46fTLHd/ZcMIwQgfYmrCmZPVZHKKtpx2G3kJLYs8KnK2ETXuJwJh1b3sC5/R3smYWYrDZSF18Q+R311YdL/UNeN56qPf1WMHdNE9m4u4HxlkaagwmUxc0gw+Ikw9yBr3Yf9s4E1aHkZCQMqgHj3soWpk/onaAY19krrjkQjstwteIKOfjH6h2UBzOxepr5yoqJzJuWzfTMIJOrXsARCP/t8hrdf3ceeXEHd/7uHT7cWdfj9Uur2ljrCR8rWhJTOpu1NuJrrKJjx6GnjR/M11BB2S+uo7Zz2dn+ppLPnZLN//vCkkiCaceBI6+CGCpKJhwD1m+vZX9V90GREQpS+fBt1P/nl7RveIU3//Uvrv3eS3znp//ltXWlvLWxisQ4K/On5fT5ev6mamxpuZjMFsz2OOLHH4dr34bI9qC7g5b3nyVh+om0nHUz47/0mz6/7I9UwuQFBJ0teMq2kbH0kyTNOhWzdehLGmVsSpx2AiZbHB2b3wCgac0/MMclkn3RTeR/8rvYcyYQbG8iZf5ZA1qtRERiY+PGjVx11VWUlpb22tbR0cHdd9/NH/7wB/7zn/8wffp0fvnLXw5/kGNE0NmKv6XnQXZXqW/2xV+NPJa+9CrSllwKhKedOQp7dkLvkrHsU7QkdPdNavbFtlLRbHNgjkvE8Haf3Lj3byRx5hLiJszG31CJEfDjrdmPEfDT8s6/MDo7wrt2r8dXW9qr6/vRcHn8PP3aXoIhgxffLT3kvjWNLrLSE7BZj/4Qf7DJhPC8dBOeA1v73H7wNAd/cy1GKEiwo6XHCXdzWziZsNefwwHrJLJXfhnobtLt6+yzBZ2VCWYLpoP6GphMJux5xfhq9tOy9mmcW9/CMgyrakC410TKgrN7PHbwNAdzXGL4Ih7hFRTyMsLLUTa2dFYmdE5zMJlM2KwWCrKS+P4XT+HSZX1/loLONggFsCRnsvT48MnmkrnhPh1eX7DXMU0kmZCWS9Z512Oy2Ag6W7B29vbIWHY1OZd0VnbUlRHoaKbiD1+j6uFbaXnziT5j6EombNnXwHhrA2XBLDa7wu+T1roLX30FjrxJhx273PQE6ppdPRqIQviz39zec2lEfyBEU5snkgg62AnH5XHDJXNIzuiuznYa4RjLg+EqkbIHr6d13fMsdXSvLmOYbYQ6T4vPO3kiXl+QDbvr+cFf1/VYmnF3RTOPu04i+fo/YDKZsSZnEGxvouKhm6l76ieRlSEOp2u52UBzDfaciX2uytJl3rRsbrh0Lmazic17G/vdL1aUTBjh6ppc/L8/v8etv3ozko1yH9iCv74M88lXE0rOxb3rXQpT4NOeR6h69re8taGSE2fn9/tF4m+q6tEUKH7SfPz15TS8+Ccq//wtav55L4bXRfppl4PZ2qv872jFT5oPgD1nIsnzz4rqa4t8lNkeR+KME3Fuf4fW9atx7/uQtFMui8wxzbviO6Sd+gmS5+mzKDKSPf7449x1113k5PROlPv9fu6++25yc8Ml89OnT6e6+ug6bEv/ap68n/JffzEylQGIlPraUrPpqkiwxCdHGuOZE5L7LftPW3IJWxJPjtxvcA99ZcLhHHwSCGD4vTjyJ2PPLMTfWEnLu89Q+advcuCXn6f5tUdJPO4UMJlpeedfmKw2Uhaed9QxeHwB/vb8Nq6772VcHj8T8pJ5taR3Vc7Bahqd5GdGZzWM7LR46g9q5hcMhg45r90Sl4g9Zxyeiu19bg92VibYsscRaKkJ9y4yQliTu0+kWjorEy5Yehxzb7g30tsi3FfLRKC5ewWEoKcDc1xir5Pm8DKVu2la83egu4IhFj66zKktLQdrShaesq3kZiZQ3+KmpilcbdI1zeFgsydn9aow6BLs/P2zJmcybXw6z/70Yr52ZbiSeEIfq7l1JROsaTnYMvLJXH4NAJaE7mbtlqR0zPFJ+OrLaH7t0fC/mdmKc8e7+OoO0Lp+NUYoSN2zv8RdtpXkBDtms4nqyjqyLB2UB7PYUGehPRSHdfuLYIRw5E8+7DjlZibg8gT463PbejRAvPdP77Hq7hcJhrqTDI2tbgwj/Pn8KLvNwoWnTuL0xRNwdvZecXUmEzKLp0f2a9+4hsme7mSC2WLhtPmFAFy2bApXnzeDVRfMxO0NsG1/9wn8zgPNpKcmkJ0T/sxakjPDSa3OJq2esm09ptX2J+jqvkicvODwU2wT4mxMLkxl6z4lE2SQnnx1NyZTuLPr3X9Yy57yFireeQl3yMY3noc3m/OYaqvlK9MrcODjRMceMo1GTplXgBEMUPP4D3DtLom8nmGE8DfX9EgmJEwKN4ppW/8CWGwEna0kH38Ojs5lbqLNmpRO9sovk3PJzeqTIMMiafYZhLwuGl98iPhJ80hd3N1k0ZqcQcYZV2J2HFlZo4gMj/vuu49Fixb1uS09PZ3ly8MHZB6Phz/84Q+R+xJdRigY6fpe/rubcHYuL92VTLAkZ0SuFJvjk4mfMAt7znhyLrrpkK+7J5DLZvt8Xo6/gCp37KsVDz7B7eLIn4wtq5CQ10X7hv8B4ROxhKmLyLnopsjJWsK0xQTsSfz3rX14/X33DxiIn//fhzy5ZjdOT4BPnjeD5SdMoKnNwwP//IAPPlJ+3aW60dnnFdsjUZSTTHO7N3Jl9tWSCq7//ivsrWjp9zmOohl4Knb12Tch5GoHswVH3iT8zTUE2sInRgcnblo6r0JfsGRij+kGJosNS1JajwTWR5eUjMRQOL3H6x7t0n1HoyvRcfBxt6NoOt7qfeRlJBAKGWzZ20ic3UJi3OB6hQQ6ly61pmRFHot3WPnzHefwvRuW9Nq/KwZbZvikOfG4U8i++Kukn/qJHvHas8fjqyvDU7WH+IlzyDz7GvxNVVQ89HUaX3wIT8UOOja9RvXfvwsBD2lJDsZZwrG0xuXT7gqwzV+I0RF+bCCrwS2aGU4aPfXqHn71xIbI410nz5v31Ece6+rjkZ3e/3HbvKnZtBvh7V0NXS9celwkueOr3Y8l6CFp9ukAGH4PN10xn//3hSXkZSZy5dnTufj0yZjNJkoPWo5zV1lzj+kV1o8kHWse+z5Na/5x2J+3qwl43ITZJHfGcDjTxqezr7KFUMg45H5/fnYrJTtqD7lPNA19hxs5Yo2tbl5+r4yzFo/niuXTue03b/H//vA6tznWs8M8jbOXTGHzhx2cYd2Is+Q54sbNxFt3gJun7WfGzFw6tr6Ja3d47dKEqQsBcO18P5xdL+rOztlzxpN72S3Yssdh7/wDM9SS5y4blvcRgfCSVdb0PCwJqeRe9q3IkmUiMrq0t7dz4403MmPGDC655JJBP3/Llv6XtTtSJSUlh9/pGGJpriAFcBefTPz+tRx47yXc7Wbi9m4hHti0q5RUkxkzsLe8ioDLDsd/itpGHzT2PxYVDU48KScC0FDf0mvchnsc44NW4oBgUhbBxCysTQfYVtOGtdVFMhBorcM9+RSap4RPBCo3bCTV2YYZqLVm8f1fvMK+Gi8NtZXMmTj4SoF2d5B3NlVz8owkls1NxWbpYF9N+ER7zfpyqmrqMTqyejzH4w/R5vQR9PQev4MNdCxtnfPkn3l5HXMnJrB+cyuhkMEv/+9dPr2sZ5Pv/3ujgeaOINfNsJHjc7PhjZcJJffcJ6FsHzZbHPXuEPHtTez6YC1JwO7KOoLt4Zi27AifuO3fs43K0p7XPJMt8Xgq9lHWGX9SXTWmkKn3z2PYsJxyHcGkbOL2vU0wKXtIPj8DfU3TmV/DMFup69w/zm8lvrUOb2O4r8MHO+uYOS6eDz74oOcTQ0HSXvkprhln4Ru/sNfrOg5sIAHYur8Co2pgywdaTvw0za1AJPZE2N5zlYB44nFUbwAjRFtyEV5fAilxyZg94aaMB17+J13pvi0vP4XdksF4azjJ02AKn2hvDEziREd4JYcPt/ZuWPpRteW7KM51sL82XJnSNbaJcWacnhD/emUjwfbwifvG/eFKjtrKfZS0l/f5esGQwZu+4/hE/FrMaTl8/Zx8Qh3lNJ3yeRI3/Btb434Mk4kaew5dtSNbN2/sfO+yyOtkJlv4cHsZM3Nc7K/1UNPoYs44WyQ+a2MDyUDI6sAcCMfe+u4z1JXtxT1jOYa979/9+L07cZitVM9YSfUAxgfAGnTi9gZ56bX3yE7t+zj2Py+t5d+v1eHtaADnoauYokXJhBHs2Tf3ETIMPn7mVLLT47nvhiX88zd/xm4KMOeclUxbPJfQx2ZT8Zt3CLTWk37a5Xir99L06j9wbnuL1nfD3UndpVvCyxpZLDS/+QS2jAISp5/Y470SZ5wUix9RZFiYzBaKrvsJJpsDk0kFWSKjUV1dHZ/73Oc46aST+M53vnNErzF79mwcjoGtKz8QJSUlLFzY+yTgWBTyuql+5C5M9jg8mJjxsc9T/c9a4q0Gxy1cSH3depzxSSw84UTK3n+YgM/FjHkLB1zl6Hn6BSaOy8UEHPiggrnzFkSmaw5kHKvqO3h7UxU2q4WFM3J6NKQ7Em3U03BgPQ4zjL/uPoxQEJPZQqCjmbL1/wfA5NNW9FjqsmrbJDxlW/nQP4N9NeGr4daELBYu7N148nD+/doeDKOaT608IfKzTOnw8rc1qwGobTU4/vjje5T4hysGqlg0bxoL+1kWcjCfyfkhg7+88l/+9U4T06ZMxuoAaGdvtRdr8njmTQsnC/yBEHc/+iwA+3155ADTCjJJnNbzfWr2/w+/N5PcWcdTv+dN8q1u2oE5J5yKJTEVnz/IBxXbiLM7OfnExb3iqS19FV/9AaZ3xl+5+UnMyTlMO9TP008109E6mt9tZ4pB7e7XWT4nj0DiOF5dX85tnz0psuRjF3fZNqpDAZL2vEHxJZ/v9ToNTZtos1hZcPKpgzi2OXzMbaZGGsrCJ8sT5p1E0nGnYJx0KoHWesp/91XsNdsJT2UyKEqycObiSaS+/wq+hGyyUwvY11SDJ2MajsxSkhcsZ9L8Q79n11gWFbv41eMb2LC7npyiafzh6c04PeEpA+6AIzLee5p3As0sPXUxDlv/Fc77WpJ5aMciPnneLOYctMJdQ9sO2hr3Y0/Pp+j4k6n84MnwyPTx7zlz+3p2lDYxZ+58fvDdF8jNSOCqFSdGqiJC/tk0mdpJO/Ei/E1VtL73LK49JTiqtpA/83hS55+MydL7dLuu4i08yRksHMTnM6ugjWfefRVHaiELF47rtb2kpIT9TXHEOyys+tiSyLKn0eD1evtNtuuoeoQKBkO8WlLO4pm5kXK1nBQrl6Rtw0jNZ+qi8B9Zs9lMyuILSZh2AnET55B64grixh9H3TMP4qvdT8LUxRh+D56KHbh2rcdXV0raqZdpeoGMOWZ7vBIJIqNUMBjkhhtu4Pzzz+f2229XM9WjYBihXk3QILyygbd6L54DW0mceTKWhBRs6bkEWmoACLTURkp+7Z0JBLM9rtfr9KW2yUW7y0d6chyLj8vD5Qnw5oaBX1ULBkP88G/r+Nvz2/nTf7bwo7+tO2wp8OHYssIN7QId4Su+XcdN1qR0xn/1jxR+9v4eiQSAzItv5o/+FTz5dndZfWl1G4NlGAb/W1fG9PHpPZIiqUndia7mdm+PZRuDwRD/fi18JbggKzrTHCxmE0s7T1pWv1tKQ6ubaePTyEqL5y/PbY2M8YGDfsbtDeFxCrT2nobhry/HlpodHjeTmfYPXgKLFXNCMht21XHZbf9l/bbaXsv9dbGmZhFobYh8PkMeJ+a46PSHGE6OnPCSj766Uj52xmR+8Y2lvRIJEG76CWBN7r1qQaC1nvYPXyFh0oKoH9vEF8+N3LZnh1fTMJktPZYOtedMwJZZiK/uAFcun8Ks5BYyJs0kzh4+cZ47PZfCa39IyiCW3M7NSGDZovDv3U8eKWHDrt5TGwDqm92kJtkPmUgAuPLs6fzgK0t7JBKgu3eEJTnjkEtWAkzIS6Gu2c32/U14fUE+d9GsHtMrzDYHWWdfizUlk/iJc8g67/rItqb//Y0DP/8c9S/8Hl/dgR6vG3S2YElKO+R7f1RRThIOu4U9h5hmtGFXHYtm5kU1kXA4OrIeoTbsrqepzcuZi7ozTy1vPUGorY6CFV/ocaCUduJK8j5xKyaTCZPFRu5lt2BNy8GSmEb2ihvDjVO2r6Vpzd+wpueRNOu0WPxIIiIiUXX99dezefNm1qxZw7Zt23jxxRe5+OKLufjii7n99ttjHd4xJ+TzUPWX71D375/22hbs6C6jTj/9CiC8Xr2/pZ5AWwPu/ZuJL54PQM5FN5Fz2TcHvDziA//8gMQ4K0uPL2LhjBzG5yXz/DulA477P2/uY39VG9/45PHc+PF5HKhp5+1NVYd/4iHYMsMnNXTO/W/t8FJWEz5ptialR5rKGYbBb57ayNubqthQ5mFze/cc6lPmFRxRMmFvZSsHato5a3Hvq4+fPn9mpHP/jtLuZeJe+6CC1z+s4NKlU5iYn9LreUfqK5fPZ9nCIspq2mlocVOQlcSnzpvBnorWyBjv7jy5OeG4PLbX+DDZHJHVPgzDwLW7BF9jJf6mKuInzceWnkfqiSsBcOQWYzKZeWtj+LWqGpwsnNH3amTWlCyMgI+Qux132Vb8jZWYHcOzUkM0WVKyMMcl0br+Bdo3v95nfwkAd+lmAIIdLb0SfC3vPYsRDJB5zmejHp8tPY/sFV/CUTQd20eWTs1cfg32nPEkzT4Ne064t0LH9ncIOltJnLmEyvrwVIh5U7P6eunDyk4LJ4f2VXY3KJw6Lo2mNg+BYLhKob7F3WfzxYGyJKYB4WSnOeHQFUwZKeEE3rrttZ2xHDr5YE3NpuiGX5LcmUQJeTpo/+AlWtc932O/oLNl0A3uLRYzkwpS2VPeEnnMMAz++tw29le10uoK0NDqYUYfS2YOpQFPc+jo6ODKK6/kd7/7HUVFRX3uc+utt3LiiSdy6aWXRi3AsWrNunKSE2wsPi7ckMTXWEnLu/8hae4y4ifOOeRzLQkpFH72fgyfG0tCCnHjZtD2wYuAifxP36OqBBEROWatWbMmcvuhhx4CYM6cOezYMbB5p9K3/VWt7P6/nzPFvRtv1e5IWX+XoLMFgPFf/l33EnPpeRAK0PzWU2CESFl4LgBmRwJJM07u9R598fmDbC9t4rJlU8jvvKJ+0ux8nlyzG5fHT0JczytswWCILXsbmTs1C5PJRGuHl0de3MGJs/I44/giDAMee3knb26ojHRnPxJdB/rWztUEbvrpazS1eXj2pxf32M/jC/LCO6W88E4pE/NTSE6w0e7yk5+ZSHF+Cm9vrOKDnXUcP73vE+S+bOy8Irukj6kKly+fRjAY4r2tNWzZ28jpC4oIhgz+9doeJuQlc82K46JemTMxPyWyisSp8wpYunAcj764g9c/qOC0+YVs399IcoKNk+fk8/62GoykLAIt4ZOvjq1vUv/ML7B2Jpa6enhlLLua5Hlndq7SQI8mdytO63spwa5Gg766A9Q+9WPMCSkkTDk+qj/rcDCZTKSfcRWNLz5E/X8exBKf3OvnMIwQvtpSMJkJeV3hJRw7r6KHAj46trxO4vQTsKUN/HM1GMnzziR53pm9Ho8bN4Oi6x8AoPnNJ3BuX0vr2mewZRaSMHUhn7mwgT88vYVZk/pf6vBQ+mqqeFxxJrvLW2hs9ZCbkUB9s5uinCNfst7amUxw5E+JVHX0t5RrVzXQ+u21pCc7Ist3Hoo9s4CMpZ8kbvxMkmafQdXfbu/VBDTQ0YKjcMagY58yLo2X3jtAMGRgGAalVW08uWY3azdXsWR6ONYZEzMO8yrRNaDKhEOt7QxQW1vLDTfcwOrVq6MZ25jldPt5d0s1p80vxGYNf5G3rn0Gk9lC5pmfHtBrWOISI390EyaHV2tIW3IJ8Z3r24qIiMjY84enN7Nlb0Ovx9et3cAk12ZcpvAJ/f4fXI6rs8wawldHofuqHhCpPOjY9Cq27HEDrkQ42IGaNkIhg8mF3a87e1ImoZDB9oOuvAOs3VzFTx4p4Y7fv8O7W8LTK3aXt+D1Bblk6RRMJhNms4kTZuXxwc66o1pJwWQyUXT9zyj4zPcBIisauL2BHvu1di5lCOEpDXOmZPHbW8/k/q+cxrKF4yjMTuJ7f3qPuqaBL0+4v6qNrNS4HtMaDmaxmJk1KZNNe8L/js++uZeymnauPGf6kEzxmXBQpUN2WjwWs4l5U7PZsq+R5nYPb2+s4qTZ+UwuCidgXNY0Ap2VCZ7Oq+uB5hpsWUWRpR5NZgv2rCJMFhseb4A9FS2cf/JEfnDjKRRm932i2DX1pO7pnxPyOMm/6ru9eoAdK1IWnkvOxV8DwFdf1mt7oKUOw+8lcWY4KedvrIxs85RvJ+TuIHnu0uEItV9x448DwtM1EmcuwWQyM39aDr/51pmR6Q6DdfDJ+pRxaQAcVxw+Oa5vdmEYBg0trkOu5HDYuCfOIe/KO0g7JXzxe8LX/0L+p+7pc9+u38HK+g4mF6UN+PfLkphK8pylmEwmbBkF+Ju6K6WMoJ+Qq33QlQkAU4rS8PqCVNS288O/ruPmn78OgNMdoKrRh9Viprhg8K97NAaUTDjU2s4Azz77LGeddRbnn39+n9tlcF4rKccXCLH8hPA8pUB7M+1bXid57rIj+uAlz19O5jmfjZQlioiIyNgTDIZ49s19vPx+75MXe902zCaD37d2L1PWsfn17uc6WzDHJ2GydlcK2HMmAiaMoB9H/pTI47vKmrnt12/xxof99z2oaXTy/b+8z5a94aXfJhV2H9/MnJiBxWyKbCtv8PLX57bx/b+si5TD//W5bdz38Hs8sno7QI/eAkvm5OP1BfnLs1sHMiz9sudMwJqU1qPE/KNJgZbOZIK9s1nk3CnZFOUkk5bsICcjge99YQlmE3z9F6/zwY6+l3P8qP3VrUw8zAnB3ClZVNZ30Njq5vm3S5k7JYtT+mm6eLQOPjnJ6iwvnzslC6fbz6q7X8QXCHHBKcWMz0shIc5KnT8Rf2MVzl3rcO39MPLchKl9N5urqO8gGDKYNzWb2ZP7L4+3ZRZiTcki6GwhYcrCyPz9Y5HJZCJp9mlYkjLw1fdekaBrjn3X1GRv9b5e2w7+nYuFuHEzsHRWSyRMiU6jWZvVwtLji/jalQv4/hdP4Sc3nRZJZtU1u3G6/bi9wch0iCNhMplImLwgUnlliU/GbOs7cXdwQi8v88je05ZRQLCjmZA33PfB31QDGD2WCx2o44ozMJtN3PH7d3hva03kcafHT3NHkKy0uEjj2uEyoLTRfffdd8jt1113HXDky/ZoKaZuhmHw1Jpa8jNstNXto6QO4na9RlwwQHliMQeO9Ocy58GGjYffrw/H6liONBrH6NFYRo/GMjo0jnIs6LpSv7ePBl6BtkZ8hoXSQBZkT4b6vYS83SfOgY7mHlUJAJaEZCzJ6QTbm1hfH89rv3yTH335VF5dX87WfY1s3ddIQ4uHS5f1Pul59s19rN1czdrN1cQ7rORmdB+oxzmsTMhLYV9VeN70M+8209AWLv0/c9E4stPj+dere2hsdePxBUlJtJOSaI88f97UbC48pZj/vr2fc0+eeNQ9BJrbu6sPaptcPa7Ut3ZuW3naJJ5+fS8Lpvds9padHs9Xr1zAj/9RwmsflHN8P/0Auvj8QSrqOjhx1qGrPOZMCZ90l+yoo6bJybKFRUPWeDQjJY7vXHMC2/Y3Mrezmd28adkkJ9g4rjiTk+fkM6UoDQiXWP+vaSpfSD5A3dM/x/B7sCSlE+xo7ndKQkNnc73DXW02mUw4CqYSaGsgZdHouIBpzx6H58AWfA0V2LO6p5F3JRjiJ87GmpaLp2IHcFF4W10ZlsS0I7rAGE0ms4Xkucvo2PY2joLJUXvdb1zdnZiYPiEj8nervtkVacR4NJUJg5F60N+VnPQjTCZkhpMG/qZqHPmTIlUmB/97D1ReZiL3fv5k7vjdO5HHslLjaGj1sK/GQ3Hh8PZLgBGyNKSWYuq2dV8j9a2VfOXy+SxcOAHDMCh78zc4pi1m8ulnD3s8x/JYjiQax+jRWEaPxjI6hmocD7UUk8iR8PnDDczK6zrw+oORbuiGYWBxt+B2JAMmKhd/lal7H8Hf0H3F9OA52weLnziHjs2v88JOg9JAE29tqGL7gSZmTcrEbDKx+t3SPpMJB189mzM5C7O554nw+Lxktuxr7Iwv/NiZi8Zx81XhE9Krz53Bv17dw1+e29arc7nJZOLjZ07lubf388GO2qNOJpTXtkdu1/aqTPABcMGSYj52xhTSknsfz56+oIhn39xHU5uHdpePHaVNLD6u72RBWW07oZBx2FLl4oJUEuNtvLC2FMOAoqNcCvNwTp6Tz8lzuq+kpifH8Y97zu/17zarOJO/76jjRXcBZ9nCfRMyz76WQHsjceP6XiKzK5mQNYCmepnnXkf8xNnET5p3pD/KiGJLz8O9fyMVv/8qE77250iCwFdfhjU1B7M9nrii6XRseYPmt54k7ZTL8NWVYc8ZH+PIw9KXXkX66ZcP6WpZDpuF7PR4yms7KC7oTCYcRQPGwYhzdJ8qH2kywZ4RrhjyNZTjyJ+EryFcsfXR5pYDNW9qNtdfPJsX3zvAL76+lOoGJzfevwaP3yA9JXrn0wOl1RxiKOhsJeRx9nhs9dpSEuOsnN7ZNCjQXBMu55p87DWYERERkZGj6wpfKGTwWkk5f3t+Gx0uH42tHpLpwJKcgckE5XXt2DML8TfXYgTDPQKCHc2RkuaDZZ13PVkrv0y1OTwX/iePlrCvspXZkzNZMD2b6gYn7S5fr+fVN3cv9Xb58t7Nz8bnJdPQ4qbD5aPFGeCSpVP46hULIttNJhPzpoWvknf08fpZafGMz0vmg519Ty14/YMKqhucfW77qAM13c0BP5pM6OqZkJrs6DOR0CUjNY7GVg+/fWoT9/7pPSrrO/rcr7SzGuPgaR99sZhNzJ6UGensPm6Ikwl9+WgiAWDpwiJyMxIo93b3PYgbN5O0Ey/q94SzocWN1WIirZ8eEQezJqWRsvC8UbPUc8K0xZHbLe/9J3I70FKHLSOccOrqTdD8+j9pXftv/A3lkSUbY81kMmOyDP0yhBPyUiitbqW+Ofz7N1yVCQc70ve0ZRVhciTgKdsGhPtfWFKyMNuP/Ge46PTJ/PqWM7FazORmJNBVlJTRz7KqQ2l0/CaOQEYwQM3jP+TAzz/HgV9cT9Dd3mN7x5Y3Kfv1jVT9/Q6MgD/8HMNg3fZalswtiGTCPJU7AXB8ZC1jERERkcHw7C1hsjU8z/a3T23iif/t5vt/WUd1g5M0swtHaja5GQlU1HVgyyqEUBB/cw2hgI9ge9/JBLM9HvOUU/D6Qlx59nROnVuAYcCCaTlM61xGbfdBS5l1qWt2kZ+ZyLc+tYjpE3p3H++aSrB+ey3BEBRmJ/U6eZ1UkMqSufl88+q+5+LPn5rN9v1NBDuXlIuMgzfATx4p4cs/7l4ZJBgyuO3Xb/G5//dSr2kgm3Y3kJuRwLjcZGoaeyYgWp1e4h3Ww655n5kaT2OrJ3IVfkM/SY79VW047BbyMg+/5OEJB02FKMweGUsk5qQn8IdvLyeQ1Nlo0R7X5+fmYA0tHjJS4/tMTox2CZMXMOn2p0iYuhjntrcj/Tn8LbVYU8NTYpLnLiPvituJn7yAplcfwQj4eiQhxoLighQq6jrYV9VGnN1CauLwX4E/0soEk9lC/PhZkaU+fQ0V2DOPfKWZj7LbLCTFh6djpKccQ8mErrWdpW/e2lJcu9dhyyoi2NFEx9a3Itta3nuWumd+jjUtG19dGc1vPg5AdYMTp9vfY0kPb8UuTPZ47Nm91xoWERERGQh36WYCL/+CLyW/zExbJQmGi+NsFbQe2MG+ymZSzS7iMsLNA8tq2iLN3Zzb3qH9w5cxgn7iJ8zu87W7rtYXF6TwzU8t5C/fPYdZkzKZ3NmNfXdZc6/n1DW7OW5SBqct6PugemJeOJnw99XhJT/7WgrObDbx7c+c0G8fgslFafgCIao+UoFQ1jltwRcI0eEOX9CpaXSydV8jdc1uHntlV2TfQDDEpj31LJiew4S8ZPZ3Vg50aW33DeiKemZKHG5vAI8vXOnxwc76PvfbX9XGxLwULAM4sT5r8XjysxIZl5sUWf1rJDCbTcxbEF49zJSSd9heDg2t7mErWx+pEqYcT6C1Hn9jJSGfm5CrDWvnso8mi5WEKceTe+k3STzuFDKWf6bf38XRakJeCsGQwUvvHWDOlN7TooZDapL98Dv1I754DoGWWnz1ZfjqDuDIj16PCYA4R/j3PyMG0xwG1TOhr7WdD/bDH/7w6CMaJbyV4S+inJVfpubxH9K+8VVSF52Pp2oPTWv+TsK0E8i99BvUP/97WtY+TeLMJeyqDP9zTO388gXwVOwkrnBqj7WeRURERAaj7YOXwJFMuyvA55Jew2YKT3noCDl4bF02c0wGSVk5TDCS+XBnHaa0AmwZ+TS/+VjkNeIm9n0CU9dZepyTkYDJZCIzNXximBRvo7gghQ931XPF2dMj+/sDIZrbPYe80peTkcCNl83lkRd3YDb3nUw4nK6pAvsqW3tMAyir6a4WXb+thqULx1HWOZVhwbRs3t1Szd9f2M62/Y1MKUrD7Q1y/PRsapvcvLWxiqY2DxmdVwBbO7wDOsnI6Fzybn9V+H027K7H5fGTENddIm4YBvurWjll3sDmUlvMJn7zrTMJBEKH33mYLTtpCnvWp2Imi4mEl9asbXQxszgDp9tPQpw1kmSob3Ezs4/qlLEkfvJ8ANrWv0Dy/OUA2NJ6JsnM9jhyL/n6cIc2Ihx8brRg2qGbmEbb8sXj+WBn7VE1OO3qF9L6/nMQCkamrkRLnD18nnhMVSbIoXmrdoc7raZkkTxvGb6avXRsf4e6f/8MS1I62StuxGSxknn2NZhsdlrXPc/u8hYKHe0UJIaz1iGvG199GY7C6Yd5NxEREZH+BZ2tBJNy2enPjyQS2safSpLZy/TWtQDEZ+QxMT98BbCqvoPUky4GwkvQpSw8D7O175PmrsqEvIzeyYETZuWxfX8jbc7uvgZ1zS4MA3IOMwf5/CXFPPSds7nxgtweS7QNVFFOElaLuUc1wYZddfzyiQ1YzCZsVjM7O6smDnQmGG78+DysFjOPv7KLLXsbefr1vZjNJuZMyWbGhHC5/s4D3ZUWjW2eAcWWmdp9kL9oZi4+f7DH0m4AHW4/HW4/RTkD739gtZh7NIkbKXIyEng5/Qqeag83p/3az17jW796k9YOL1fe8Tx/f2E7/3hhO9/+zVs0tLjJyzrypf5GA1tqDklzzqCtZDWVf/omANa03BhHNXIUZCfxyXOmkxBn7TG9Zzh89coF/PWu847qNezZ4zFZ7bRveAVMZuKKontu1zXNKj4GfwuUTBgi3qrdOAqndq4jezqYrdT966eEvE5yL7kZS3z4i8ISl0jSrNNwbnuLutJ9fDXxORr/+8vwa1TvASMU9Q+ciIiIjC1BZwsBWxL7AuGreqWBLHLO+SweUzynxu2i1ZRCfPHcSK+C0uo2UhaczcRvPUrhZ39E1nnX9/va9S1u4uyWXqsqAJw4K4+QAeu3d584b9odLvHvq1fCR8U7rGSlHFmDN6vFzIT85EjCoLXDy/1/X08oZBAMGUwbn87u8hYMw2D7/iZyMxLIy0zk7BPGkxhv46LTJoXjHJ9OUryNSYWpWC0mdh5oAsDl8VNZ137YlReASLUGwLKFReSkx/PGh5U99ule1WD4ry4OhVmzJrGj2k1dkyuyvOZbG8I/8xP/281jnQmbUMhg0UydOGev/Ao5l30zcr+rZ4KEXXXuDB699/wey8geK0wWK7as8JR1R+E0zI7o/gw3XDqX/AwbkwbwtyjalEwYAkFXe3gt0YJw00RLQgppJ3+MpDlLKfr8L4grmtFj/5QFZ2MEfFzY/gQOfHhKN+Nvqsa9fxMAjoLeXY5FREREBiroasVvS2KzbxxkjGPWVTdRkJvKnhnXss1XyNuJyzFZbRTlJGMxmyIrGJhth7/q3tbhIzXJ0WcZ8OTCNDJS4npchV+3vZbcjIQjmrowWItm5LJtXyMvvXeAT921mnZXuEfCqgtmMnVcGnsrWrjz9+/wwc46JnT2abju4jn84dvLOfekCQAsmB4+qbPbLEwuTIskJ3aXtxAyYMbEw6/tnpeZyKnzCkhPdjB9QgYnzMpj0+76yAobAI2tHgAyU0ZH/4DFnQmC3/+7u8faqyUVkdtdS3ZmpDgizTrHMpPJRNKMk8n/9L2knnhRZJlI6WaxHLunrtakNADST/141F97+oQMvnBebkyqlEZeXdQo4K3aDUBcYXcSIGPpVf3u78ifDJkTSGk8QMe4JSRVvEvzW0/g3PEeCdMWY4kf+i9bERERGZ18DRWE3B34rAk4jTiSrvx+pF9B0aw53PV2B0UJ4WMNm9VMYU4SpdXhZEK7y4fT7T/k6gKH6htgNps4YVYer5WU4/MH6XD72birnnNOnHBUc5AH6vQFhTz2yi5++fiGyGM/vuk0ZkzIYP32Wp5+fS8bdzdwyrwCPnlOuBLUZjVjs9pJSbRz7+dP7tEYe/qEdF587wDBYIgdnRUK08cf/kTYYjZx66ruDvyLZ+bx37f2s3lPQ+SqfCSZkDo6KhPG5yWzaGYu72+rISMljqY2DzvLmklJtPOPe87DZDLx3Fv7iI+zjcmVHPoTP34W8eNnxToMibLMcz5LwpTjiZ80P9ahRJWSCUPAU7UbMA2qU2dZ3lLaq1/h+HOuxfKGn47Nr2Oy2Mg8+9qhC1RERERGNdfuEmoe/z4APks4IXDwMobTOhubdV19h/BKCl0nyvf88V12HmjmXz9aic3a91XBVqcv0pCwL0vm5LN6bSlPrtlNQ4ubkGGw8vRJR/VzDdT4vBROn1/IGxsqWXxcLmlJDqZ2XgVfNDOXOz97IvXNLi44pbjP5MbB4wLhZMJ/3txHaXUbu8taKMxOIilh8F3eZ0/OJCHOyrNv7WPhjBxMJhNNrW5Mptg0URsKJpOJb169kP++vY/li8dz7x/fY19VKwVZiZGxvvDU4fkciMSaLT0P28Kj670wEimZEGWBtkacW9/EnjNuwPNhdhxo4tfvmSnIupQVuem4F5yNa/c6Updcgk3NV0REROQIOXevi9x2m8LHJQcnE5IS7PzpjrNJT+4+gZ2Qn8IbGypxefyRZoOb9tSzcEbfxyStHV6KC1L6jWH+tGzOXDSO/3t5JwAXnz6Zgqzhq7r85qcWcsnSKRQXpPQqkx5sM7euKoX3t9Wyr6qVmROPbBUCu83C1efO4KFntlCyo45FM3MjzRz7S9ocixLjbVyxPFzx8anzZ/Cjv69XfwSRUWT0/LUaAQJtDVT+5dsEOlrIPOdzA3pOu8vHPQ+9S3pyHHddfxImk4n4KceTd9V3ST/lsiGOWEREREYrwzBw7/0wcr8rmWC39VxuOic9occJbNdc9gPV7eR0Njt7e2NVr9dfv72WlnYvrR0+0g6xooHJZOLGj8+jOD+VlER7j2Uih4PJZGLKuLSozLfOSU9g4YwcHnt5J/XN7qNqeHb+kmIcdgsl22uB8DSH0TLFoS+Lj8vjyR+s4PLl02IdiohEiSoToqhj+1qC7Y0UXvsjHAVTBvScnQea6XD7ue0ziyMlgiaTiYRJ84YyVBERERmlDMPAZDLhb6wk0NYQedxpisdm9R12fnpXMmF3eTNtHeEu/CU7aiOvC+FlDO/907tcsKSYQDBESuKhGzU6bBZ+9JVTcXsCJPWx6sOx5LIzp1Kyow6A4sIjTybYrGZmFWeycU8D/kCI8tr2SBPI0Ww4emWIyPBQZUIUBZqqMcclDTiRALCvMrz28ZSitCGKSkREREaztg9eovmtJwFw7nyP0p+uomPrm7S88y8ALMnhUvyOUHyPKQ79yclIoLggheff2Y/HF2RcbhJNbV7Katoj+1TUtmMYsGlPOFnRXwPGg8XZraOiH8CcyVnE2cPjeLRLsc2dkkV5bTu/fnIDtU0uzlw8LhohiogMC1UmRJG/uRpbRv6gnrO/qpXcjIQ+12YWEREROZyGF34PQOL0E2j78BUMr4u6p38OgMlio+jzP8dbtQfXulCvKQ79Wb54PA89s6Xz9gQe/u9WPtxVz4TOqoWy2nBiobzz/6mHmOYwGv3utrPYvLeRtOSj+7lnFocTPf9bV86CadmcMrcgGuGJiAwLVSZEkb/pyJIJh2paJCIiItIfwzAit1vf+y/+pnBvg8RZpwKQeuIKLHGJJEyah9cfxGEfWDLhjOOLsFrC5egzJ2aQn5nIum01PLlmN/5AsEeVAkBK4uBXNDiWZabGs/T4oqN+nUkFqXTNOpnSubKGiMixQpUJURIK+Ai0NmCdO/CuwB5vgKoGJ2csOPovIxERERl7Qu6OyO2OLW9gBP1knPUZ0k66iNAFN2Cydp/k+/zBAU1zgHClwQmz8nhnUzWZaXFMn5DOax9UsGlPA5mpcZGKhC65GQNbwUp6inNYKcxJpry2ncma8ioixxhVJkRJoLkWMAZVmVBa04ZhwMSjnG8nIiIiY5O/uQaA+OK5GEE/QKSJs9kej8kcTh6s317Lu1tqBpxMALjqnBmsOLWYrNR4ZkxIjzz+2Ms72bSngflTswH4zIXHjblpDtE0pSh8HDj5KJo5iojEgioTosTfVA2ALX3gyYT9VW0ATNKXh4iIiByBQEs4mZA87yzc+zdhSUzDnjOh1373/PFdAJo7V2cYiIn5KXzhkrkATDsomVBZ7wTgy5fPJzXJTpxdh5NHY9nCcQSDhqo7ROSYo7/+UeJv7kwmDKIyYX9lK4lxVnLS44cqLBERERnF/E3hZELCtMVknPUZEmec1Od+FrOJYMigrsl1RO8zpSiN71yzmAXTcvhwVx12m0Unv1GyYHoOC6bnxDoMEZFBUzIhSvxN1Zjjk7HEJw1o/0AwxJZ9DUwsSNV6uyIiInJE3KWbsGWPw2xzkHbSRX3u4/UHCRkGDruFL39i/hG9j8lk4uQ54ZUGuv4vIiJjm3omRMnhVnIIhYweHZcfe3kX5bUdrDx10nCEJyIiIqNMoKMFT9l2Emec3OPxyvoO1m+vjdyvbnBiGPDVyxdEZQUCERERUGVC1PibqomfOLvPbcGQwV1/eAen28+tqxaz80Azj7+ykzMXjeOUecrui4iIyOA5t78DGCR9ZGrDd37zNk1tHv75/y4gKd5GRV145YXCnIFVT4qIiAyEkglREPK5CbY3YsvoOzHw3Fv72Li7AbvVzA0//B/BkMGkglQ+/7E5wxypiIiIHMtCHidBVxvW9DzaPnwJR/7kXg0Xm9o8ALy/tZozF42nrKYdkwkKshNjEbKIiIxSSiZEgbd6LwCOvOJe22oanfzthe0smpnL5z82h78+t40F03NYvngcFotmmYiIiMjANbz4Rzq2vIElKYNgRxNZF36xx/ZgyMBqMRMIhli99gD7q9oo2VHL+NxkrbogIiJRpW+VKPBW7gbAUTC117Y168vx+4PceNk8stPjue0zi4c7PBERERklfPXl2DIKsGUVETduJsnzzuyxvabRSSAYYuq4NLaXNrG9tAmAs08YH4twRURkFFMyIQo8VbuxpudhSUjptW1HaRPj81LI1vKPIiIichQMw8DfUkvynDPIOve6Pvcpq2kD4AuXzOGtjVU8/Xq4enJiQe9jFBERkaOhOvso8FbuJq6PqoRQyGBnWTMzJmbEICoREREZTUKeDgyvC2taTr/7lNWEmy2Oz0vhcxfN5kdfPpV4h5UTjssbrjBFRGSMUGXCUQq0NRLsaMJR2DuZUF7bjssTYMaE9BhEJiIiIqNJoDm83KMtLbfffcpq2snJSCDeET7EO644k8e/f+GwxCciImOLkglHyVO1C+i7X8KOA+F5ijNVmSAiIiJHyd9aB4C1j2TCu1uqyc1IoKy2nfG5ycMdmoiIjEFKJhwlb+VusFhx5PZeyWFHaTMpiXbys7QUk4iIiBydQHMN0Hdlwn0Pvw+A2Wxi4Yz+p0GIiIhEi3omHAXDCOHatY64gqmYrLZe23ccaGL6hHRMJlMMohMREZHRxFdXhjUlC7OjZ1NnfyAYuR0KGYzPU2WCiIgMPSUTjoJ774f4m6pIOf7cXtvaXT4q6jqYMUFTHEREROToeWv3Y++jErK53QtARkoccyZnMW9q9nCHJiIiY5CmORyF1vefw5KUQeLMk3pt27K3EYBZkzKHOywREREZZUJ+L/7GKhJnnNxrW3ObB4AvfWKeVm0QEZFho8qEI+SrL8O9fyMpi87HZOk9xWHL3gbsVjPTxqcNf3AiIiIyqvjqDoAR6rNHU6QyITluuMMSEZExTMmEI9Ty7jOYbA5SFpzd5/YtexuZMTEDm9UyzJGJiIiMTh0dHaxYsYKKiop+97n11lv517/+NYxRDQ/nzvfAZMZROK3Xtq7KhPQUx3CHJSIiY5iSCUcg0FpPx5Y3SZ6/HEtC7yZH7S4f+6tbmTMlKwbRiYiIjD4bN27kqquuorS0tM/ttbW13HDDDaxevXp4AxsGRsBP+8Y1JExbjDU5vdf2pjYvJhOkJSmZICIiw0fJhCPQ8t5/AEg7cWWf27fua8QwYM5kJRNERESi4fHHH+euu+4iJ6fvZQ+fffZZzjrrLM4///xhjmzoucu2EXK1kTzvzD63N7d7SE10YLHosE5ERIaPGjAOUqCtkfYPXyFp9mlYU/vulrxZ/RJERESi6r777jvk9uuuuw6AkpKSI36PLVu2HPFz+3M08XSJ37kGh8nMjiY/fOT1dld5ePHdBnLTbFF5r5FqNP9sw01jGR0ax+jRWEZHLMZRyYRBalrzdzAM0k+7os/tHm+ANz+sZPaULPVLEBEROYbMnj0bhyN6UwVKSkpYuHDhUb1Gw0t/om3/u8SNm8nkE3uv5PDSlvcB+OInFrJwRu5RvddIFY1xlDCNZXRoHKNHYxkdQzmOXq+332S76uEGwVOxg46tb5J60sXY0vous3zmzb00t3u5cvn0YY5ORERERhMjFKRt3fMAJM1d1uc+Ow80c/qCwlGbSBARkZFLlQmD0LL2aSyJaaQt+Vif21s7vDy1Zg8nzc5jZnHG8AYnIiIio4qvvhyA7Iu/SvLs03ttb2hx09jqYfqE3k0ZRUREhpoqEwbICAZwl24hYdoJmO3xfe7z1oZK3N4AV583c5ijExERGXuuv/56Nm/eHOswhoy3chcAcX0sBwnhhs8AMyboAoaIiAw/VSYMkLdqN4bPTfykuf3us7eylZREOxPyei8XKSIiIkdvzZo1kdsPPfRQr+0//OEPhzOcIeWt3os5PhlrWt9TGF567wDZ6fFMLkwd5shERERUmTBgrn0bwWQmfsKcfvfZW9nKpMJUTCbTMEYmIiIio1GgtR5bel6fxxU1jU427Wng/JMnaklIERGJCX37DJB7/yYc+ZOxxCf1ud0fCFFW06arAyIiIhIVgfZGLMl9T2HYX9UGwPxpfS9TLSIiMtSUTBiAkMeJt2o38cXz+t2nvLadQNBgkpIJIiIiEgWB9iasyZl9bquq7wCgIKvvixwiIiJDTcmEAXDt/RCMEPGT+k8m7KtsAVAyQURERI5ayOvG8Lqw9lOZUFnfQVqSg8R42zBHJiIiEqZkwgC0ffgS1rQc4sbN6HefvZWtxNktukIgIiIiRy3QHl6pwZLSuzKhusHJ9tImCrIThzssERGRCCUTDsPXUIHnwFZSFpyDydT/cO2rbKW4IBWzWc0XRURE5OgE25sAelUmlNW08dWfvUpFXQdpyY5YhCYiIgIomXBYbR+8BGYryfPO7HefUMhgf1WbpjiIiIjIUfO31FL96D0AvXom/P7fm7FZLZhMcPz0vpeMFBERGQ7WWAcwkoX8Xjo2v0bizJOwJPafKNhd3ozbG2DmxL7nNYqIiIgMlLt0MwAmWxzWlKzI42U1bWza08BnLjyOS86YrCUhRUQkppRMOATXrnWEPE5S5i8/5H7rttViNps4fkbOMEUmIiIio5W/oQKT1c7Eb/4Nk9kSefytjVWYTXD2CeOVSBARkZjTN9EhtG9agzU1m7gJsw6537pttcycmEFygn2YIhMREZHRytdQgS2joEciAaCstp3czERSk9QrQUREYk/JhH4E2hpw79tE0pylh2y82NDiZl9VKyccp3mLIiIicnSMoB9ffTm2rMJe2yrrOijM1qpRIiIyMiiZ0I/2za8DBsnzlh1yv3XbawFYfFzeMEQlIiIio5VhGJT/7qsE2xqwZ43rsS0UMqiq76AoR8kEEREZGdQzoR+uPSU4CqZiS+u74sDp9vPLJzbw/tYaCrIS9eUuIiIiRyXY3kSgJXyRImnWKT221be48QVCOt4QEZERQ8mEPoS8brxVe0g76eJ+93m1pJy3N1Zx4SnFXHTaJEwm0zBGKCIiIqONt3ovAAWf+T62jIIe28pr2wE0zUFEREaMAU9z6OjoYMWKFVRUVPTatn37di677DLOPfdcbr/9dgKBQFSDHG6e8m0QChI/cU6/++yrbCUl0c4XLplDgb7YRURE5Ch5q/eCyYw9d2KvbZv3NGC1mJhclDbscYmIiPRlQMmEjRs3ctVVV1FaWtrn9ltuuYU777yTF198EcMwePzxx6MZ47Bzl24BixVH0fR+99lX1cqkwlRVJIiIiEhUeGv2Yc8uwmzrvVrDBzvrOK44k3iHikpFRGRkGFAy4fHHH+euu+4iJyen17bKyko8Hg/z588H4NJLL2X16tVRDXK4uUs3E1c0vc8vc4BAMMSB6nYmFaQOc2QiIiIyWvkbK7F9pPEiQGOrm9LqNo6f3vs4TEREJFYGlN6+7777+t1WV1dHdnZ25H52dja1tbWDCmLLli2D2n8gSkpKjuh5Jp+L1Nr9eKaeTnU/r1HT7CMQDGHyNR3x+xxLxsLPOBw0jtGjsYwejWV0aBzlaBlBP4HWepJmn9Zr24c76wA4foaSCSIiMnIcda2cYRi9Hhts6f/s2bNxOPquAjgSJSUlLFy48Iie275xDfXA5FPOJ65wWp/7/G9dGVDHWafOZ1xu8pEHegw4mrGUbhrH6NFYRo/GMjqGahy9Xu+QJNtlZPI314IRwpaR32tbyY46MlIcTMxPiUFkIiIifRtwA8b+5Obm0tDQELlfX1/f53SIY0XbBy9hyyrCUTC13332VbVit1nUeFFERESiwt9UDdBrFQfDMNi4u54F03PUp0lEREaUo04mFBYW4nA4IiWeTz/9NKeffvpRBxYL3up9eKt2k3L8OYf8wt5X2UpxfgoWs77URURE5OhFkgnpPSsTmto8tLv8TNUqDiIiMsIccTLh+uuvZ/PmzQD85Cc/4Qc/+AHnn38+brebVatWRS3A4dT24UuYrHaSZp/R7z6tHV72VoRXchARERGJBn9jJeb4JCwJPadPlte2A1A0yqdViojIsWdQPRPWrFkTuf3QQw9Fbs+YMYMnn3wyelHFQMjromPLmyQedyqW+L6nL7g8fu5+aC3BYIjlJ4wf5ghFRERktPLVl2HP7n1sUV7bATDqezSJiMix56inOYwWHVvewPB7SFl4br/7PPzfbeyvauO2zyxm2vj0YYxORERERiN/Sy377rsMb+WuvpMJde0kxllJT45eo2oREZFoUDKBcHOjtg9exJ43CUf+5H7327ynnkUzc1l8XN4wRiciIiKjlefA1shte86EXttLq9ooyk1W80URERlxlEwAvJU78dWVHbLxYofLR2W9UxUJIiIiEjWB9qbI7a7KhGDI4N0t1by1sZLtpU2cOEsXMUREZOQZVM+E0ap902uY7HEkzTq13312l7cAMG182vAEJSIiIqOevzm8ikPClIXY84oBeGdTFff/fT0AORkJrDxtUsziExER6c+YTyYYhoFrzwfEF8/DbI/vd79d5c0ATBmnygQRERGJDn9TNXHjZ5F3xXcij5XsqAXgpsvnc9KcfOLsY/5wTURERqAxP83BX19OsL2RhMnHH3K/3WUtFGYnkRRvG6bIREREZLQLNNdgy8iP3DcMgw931nHqvALOPnECyQn2GEYnIiLSvzGfTHDt/QCAhMkL+t3HMAx2ljVrioOIiIhETaC9iaCzFVtmQeSxiroOmtq8LJieE8PIREREDk/JhL0fYs8ZjzUls9996lvctLR71XxRREREosa58z0g3C+hy7b9jQDMntT/cYmIiMhIMKaTCSGvG0/5DuIPM8XhtZIKAGZMyBiOsERERGQMcO54F1tWEfasoshj2/Y3kZbkID8rMYaRiYiIHN6YTia4SzdDKHDIKQ7lte3838s7WTI3nynj0oYvOBERERm1DMPAW72X+IlzIo95fAE27q5nZnFGv0tVi4iIjBRjOpng2vshJns8cUUz+txuGAa/fHwDcXYLN1wyd5ijExERkdEq5GrD8LmxpedFHvvrc9toavNw4ZLiGEYmIiIyMGM2mWAYBu69HxBfPBeTpe8ll3aXt7C9tImrz51BekrcMEcoIiIio5W/Jbz8o/WgZMK6bbWcNDufedOyYxWWiIjIgI3ZZIK/oYJAWwMJk+b3u8/L75dht1lYunDc8AUmIiIio56/uQYgUpnQ4fZT2+RiqqZUiojIMWLMJhNcez8EIGFK380XPb4Ab3xYwanzCkiMtw1naCIiIjLKBTqTCdbUcBVCaVUrAMUFqTGLSUREZDDGbDLBvfcDbNnjsKZk9bn9nU1VuDwBlp8wfpgjExERkb50dHSwYsUKKioqem3bvn07l112Geeeey633347gUAgBhEOnL+5FktyBmabA4D9VW0AFBekxDIsERGRARuTyYRQwIenfAcJxfP63eetjVXkZCRonWcREZERYOPGjVx11VWUlpb2uf2WW27hzjvv5MUXX8QwDB5//PHhDXCQ/A0V2DILI/f3VLSQluQgQz2aRETkGDEmkwneqt0YQT9xE2b3uT0QDLFlbwMLp+doaSYREZER4PHHH+euu+4iJyen17bKyko8Hg/z588H4NJLL2X16tXDHOHAGaEgvvoyHDkTIo/tPNDE9AnpOu4QEZFjRt/LGIxyngPbABNx42b2uX3ngWbc3iDz1U1ZRERkRLjvvvv63VZXV0d2dvd3dnZ2NrW1tcMR1hHxN9dgBHzYO5MJrR1eKuudLD9hwmGeKSIiMnKMzWRC2VbsOROwxCf1uX3DrnrMJpg7VckEERGRkc4wjF6PHckV/i1btkQjnB5KSkp6PWar2U4SsLfJTbCkhJ2VbgBM3npKStqiHsNo0Nc4ypHRWEaHxjF6NJbREYtxHHPJBCPox1Oxk+QFy/vdZ8OuOqaOSydJqziIiIiMeLm5uTQ0NETu19fX9zkd4nBmz56Nw+GIWlwlJSUsXLiw1+NNr++mxWRm7mlnY7ba2d+6G2jk/GWLSYjTscdH9TeOMngay+jQOEaPxjI6hnIcvV5vv8n2MdczwVu9FyPgI378rD63O91+dpW3aIqDiIjIMaKwsBCHwxG5KvP0009z+umnxziq/gVaarGmZGG22gGoaXSSmmRXIkFERI4pYy6Z4D6wDYC48cf1uX3TngZCIUPJBBERkRHu+uuvZ/PmzQD85Cc/4Qc/+AHnn38+brebVatWxTi6/vlb6rCmdR9n1Da6yMtIjGFEIiIigzfmpjl4yrZiyx6HJaHvdZw37Kojzm5h+oSMYY5MREREDmfNmjWR2w899FDk9owZM3jyySdjEdKgBVrqiJ80P3K/utHJ9AnpsQtIRETkCIypygQjGMBTsaPfKQ4Qbr44e3IWNuuYGhoREREZBkbAT7CjCVtnZUIgGKK+xU1+pioTRETk2DKmzpi9NfswfJ5+pzjUNbmoanCyQFMcREREZAj4W+sBsKaFG0Q2tLgJhQzyMhNiGZaIiMigjalkgqfs0P0SNuwOf8HPUzJBREREhkCgpRYAa2o4mVDd4AQgV5UJIiJyjBlTyQT3ga3YMguwJvU9L3HDrnoyUuIYn5s8zJGJiIjIWOCrLwPAnlkIQE2TC0ANGEVE5JgzZpIJRiiIp2IHcf30SwiGDDbsqmf+tGxMJtMwRyciIiJjgbdyN9a0HCyJqQDUNjqxWsxkpsbFODIREZHBGTPJBF9tKYbX1W/zxV0Hmml3+Vg0I3eYIxMREZGxwlO5C0fhtMj96kYnuRkJmM26kCEiIseWMZNMcJdtBfrvl7Buew1ms4kFM3KGMywREREZIwLtTQTbG4k7KJlQ0+hS80URETkmjZlkgufANqzpeVhTMvvcvm5bLbOKM0mKtw1zZCIiIjIW+BsqALBnjwfAMAxqGp3kqfmiiIgcg8ZEMsEwQnjKtxPf35KQzS5Kq9tYfJymOIiIiMjQ8DfXAGDLKACgvLYdlyfAODV+FhGRY9CYSCb46soIeTr6bb64fnt4mSYlE0RERGSo+JurMVlsWJLDq0qtWV+OxWzilLkFMY5MRERk8MZEMsHT1S9hQt+VCZv2NJCdHk9hdtJwhiUiIiJjiL+pBmt6LiaTmV1lzTz/TimLZuaSluyIdWgiIiKDNiaSCe4DW7GmZmNL7bu54u7yFqaNT9eSkCIiIjJk/M012NLzAfj789uJd1j5wiVzYxyViIjIkRkTyQRv5W7ixs3sc1trh5e6JhfTxqUNb1AiIiIyZhhGiEBzDbaMPAzDYHdFC4uPyyU7PT7WoYmIiByRUZ9MCLraCHY0Yc+d2Of23eUtAEwdnz58QYmIiMiYEmxvxgj4sKblUdvkwun2M7koLdZhiYiIHLFRn0zw1R0AwJ4zsc/tu8uaMZlgcmHqMEYlIiIiY4m/pWslhzz2VrYCOvYQEZFj2xhKJkzoc/uu8hbG5SaTEGcbzrBERERkDPE3dSYT0vPYW9GCxWxiYn5KjKMSERE5cqM+meCtPYAlMRVrUlqvbYZhsLu8manqlyAiIiJDKNBcA2YL1tRs9la2Mj4vGbvNEuuwREREjtioTyb46g70O8WhrtlNa4ePaeqXICIiIkPI31yNLS0HTGb2VrQwuTAt1iGJiIgclVGdTDBCQfwN5f1OcVi3LVxyOHtS5nCGJSIiImOMv7Eaa1oeTW0eWjt8TC5SvwQRETm2jepkgr+pGiPg6zeZ8PoHFUzMT2F8nuYsioiIyNAI+b346stw5BVHmi9OUvNFERE5xo3qZMKhmi/WNDrZcaCZ0xcUDndYIiIiMob4avaBEcJRMJWaBicAhdlJMY5KRETk6IzuZEJtKZgt2LOKem17c0MlAKcv6L1NREREJFo8lbsBcBROpa7ZjcNuISXRHuOoREREjs6oTiZ4a/Zhzx6Pydp72ce3NlQxc2IGuRkJMYhMRERExgpv9R6sKVlYk9Kpa3aRkx6PyWSKdVgiIiJHZdQmEwzDwFuzD0deca9t/kCI0po25kzJikFkIiIiMpb4avdj7zweqW92kZ2uCxkiInLsG7XJhGB7EyFXG/a8Sb22VTV0EAoZjMvRfEUREREZOiG/F39TTWSZ6rpmN9lp8bENSkREJApGbTLBW7MPoM/KhIraDgDG5SYPa0wiIiIytvjqysLNF3Mn4vEGaHP6yFFlgoiIjAKjPJlgilwJOFh5XTsmExSqMkFERESGUGRlqdyJ1Le4AchJV2WCiIgc+0ZtMsFXsw9bViFme1yvbeU17WSnJxBnt8YgMhERERkr/M3VYLFiTcuhrtkFoJ4JIiIyKozaZEK4+WLvfgkQrkwYrykOIiIiMsQCrfVYU7IwmczUNXdVJiiZICIix74BJROeffZZLrjgAs4++2weeeSRXttff/11Vq5cycqVK/nGN76B0+mMeqCDYfJ2EGxvinROPlgwZFBR10GRpjiIiIjIEAu0NmBNzQbCKzlYzCYyUntXTYqIiBxrDptMqK2t5YEHHuDRRx/lmWee4bHHHmPPnj2R7W1tbdx222088MADPPvss8yYMYMHHnhgSIM+HGtLFQCO/Cm9ttU1ufAHQmq+KCIiIkMu0BauTACoa3KTmRaPxWyKcVQiIiJH77DJhHfeeYeTTjqJtLQ0EhISOPfcc1m9enVke2lpKQUFBUyZEj5xX7ZsGa+88srQRTwA1pYKMFtx5E/uta28th1A0xxERERkaIWCBNubu5MJzS4tCykiIqPGYZMJdXV1ZGdnR+7n5ORQW1sbuT9x4kRqamrYsWMHAC+88AINDQ1DEOrAWZsrcORPwmxz9NrWlUwoUjJBREREhpDZ0w4YPaY5aCUHEREZLQ67nIFhGL0eM5m6y/NSUlL40Y9+xJ133kkoFOLyyy/HZrMNKogtW7YMav9DCgVIa6umNW0RNSUlvTav39JISoKFnds2Re89R7mSPsZRBk/jGD0ay+jRWEaHxlH6Yva0AmBNzcLjDdDU5iE3IzHGUYmIiETHYZMJubm5rF+/PnK/rq6OnJycyP1gMEheXh5PPPEEAFu3bmXcuHGDCmL27Nk4HL2rCI6Ep2InVaEgExaeQeKMhb22//7FV5g1OYeFC3tvk95KSko0VlGgcYwejWX0aCyjY6jG0ev1RjfZLsPO7G4DwJaazY7yFkIGTBufFtugREREouSw0xyWLFnC2rVraWpqwu1289JLL3H66adHtptMJj772c9SW1uLYRj8+c9/5oILLhjSoA/FUxGebuEomt5rW5vTR3Wjk6nj0oY5KhERERlruioTLMmZbCttBGDGxIxYhiQiIhI1h00m5ObmcvPNN7Nq1So+9rGPsWLFCubOncv111/P5s2bMZvN3HvvvVx33XWcd955JCcn87nPfW44Yu+Tp2InwYR0rElpvbbtKW8BYNr49OENSkRERMYcs7sNS2IqZpuDHaXNjMtNJjnBHuuwREREouKw0xwAVq5cycqVK3s89tBDD0VuL126lKVLl0Y1sCMVVzCVBnNKn9t2lzcDMKUobRgjEhERkbHI7G7FmhJuvlhW08ZxxZkxjkhERCR6DluZcKxJW3IJ3gmL+9y2q6yFopwkEuMH1yBSREREYu/ZZ5/lggsu4Oyzz+aRRx7ptf3111+PXAD5xje+gdPpjEGU3cyeNqypWQRDBo2tHrK1koOIiIwioy6Z0B/DMNhV3qx+CSIiIseg2tpaHnjgAR599FGeeeYZHnvsMfbs2RPZ3tbWxm233cYDDzzAs88+y4wZM3jggQdiFq9hGOFkQkoWLe0egiGD7DQlE0REZPQYM8mEhhYPLe1e9UsQERE5Br3zzjucdNJJpKWlkZCQwLnnnsvq1asj20tLSykoKGDKlCkALFu2jFdeeSVW4RJyt2MK+rGmZlPf4gYgS8kEEREZRcZMMmHLvgZAXZRFRESORXV1dWRnZ0fu5+TkUFtbG7k/ceJEampq2LEjvKrTCy+8QENDw7DH2cVbsx8AW9Y4GjqTCdnpCTGLR0REJNoG1IBxNNi4u57kBBuTClJjHYqIiIgMkmEYvR4zmUyR2ykpKfzoRz/izjvvJBQKcfnll2OzDa5H0pYtW446zi5xe94kDthe7+TD3eEG0BWlO2msGjPXcaKqpKQk1iGMGhrL6NA4Ro/GMjpiMY5jIplgGAab9jQwZ0oWZrPp8E8QERGRESU3N5f169dH7tfV1ZGTkxO5HwwGycvL44knngBg69atjBs3blDvMXv2bBwOR1Tird71Ah1J2Sw8cQkfVG8m3tHBKSct6pEAkYEpKSlh4cKFsQ5jVNBYRofGMXo0ltExlOPo9Xr7TbaPifR4daOT+mY3c6dkH35nERERGXGWLFnC2rVraWpqwu1289JLL3H66adHtptMJj772c9SW1uLYRj8+c9/5oILLohZvP7magLpRQBUNTjJzUhUIkFEREaVMZFM2Lg7PGdy3tSsGEciIiIiRyI3N5ebb76ZVatW8bGPfYwVK1Ywd+5crr/+ejZv3ozZbObee+/luuuu47zzziM5OZnPfe5zsYv3sltwT1sKwL7KFiYVapqliIiMLmNimsOm3fVkpsZRmJ0U61BERETkCK1cuZKVK1f2eOyhhx6K3F66dClLly4d5qj65sidiFHRSHObh6Y2r5IJIiIy6oz6ygSfP8iHO+uYPy1b5YUiIiIyrPZWtgIwWckEEREZZUZ9MmHdtlqcngBnLCiKdSgiIiIyxuzrTCaoMkFEREabUZ9MeLWknIwUB3OnqvmiiIiIDK+9lS3kZyaSEDe4ZSpFRERGulGdTGhz+ijZUcvpC4qwaElIERERGWZ7K1qZVKSqBBERGX1GdTLh7U1VBIIGZy4a3DrTIiIiIkfL7QtR2+RSvwQRERmVRnUyYUdpE+nJDibmp8Q6FBERERljapp9gPoliIjI6DSqkwn7KluZVJiqVRxERERk2DV3BAG0NLWIiIxKozaZ4A8EKa9t19UAERERiYmWjgBmE2Slxcc6FBERkagbtcmEA9XtBEOGkgkiIiISEy3OIBmp8Vgto/ZwS0RExrBR++22r0rrOouIiEjstLoC5KSrKkFEREan0ZtMqGwl3mElLyMx1qGIiIjIGNTiDJKTnhDrMERERIbEqE4mFBekYDar+aKIiIgMr2AwRJsrSLYqE0REZJQalcmEkGFQWt3KpAJNcRAREZHh19jmwTBQZYKIiIxaozKZ0NgWwO0Nql+CiIiIxERTqwfQSg4iIjJ6jcpkQlm9D4AZEzNiHImIiIiMRY1t4WRCZmpcjCMREREZGqM0meAlJdFOUU5SrEMRERGRMaix1Q1ARoqSCSIiMjqN2mTCccUZmExqvigiIiLDr6nVg9kMKYn2WIciIiIyJEZdMqGx1U1zR5BZkzJjHYqIiIiMUY1tHpLjLbqwISIio9aoSyZs29cEwHHFSiaIiIhIbDS1ekiJt8Q6DBERkSEz6pIJW/c3YrOamKyVHERERCRGGls9JCcomSAiIqPXqEsm1Da5KM5xYLGMuh9NREREjhHBUIjMZGuswxARERkyo+5b7mtXLmDz5k2xDkNERETGsB/ceCq7d26JdRgiIiJDZtRdvk9NchBvH3U/loiIiBxDstLisVt1PCIiIqOXvuVEREREREREZFCUTBARERERERGRQVEyQUREREREREQGRckEERERERERERkUJRNEREREREREZFCUTBARERERERGRQVEyQUREREREREQGRckEERERERERERkUJRNEREREREREZFCUTBARERERERGRQbHG8s0NwwDA5/NF/bW9Xm/UX3Os0lhGh8YxejSW0aOxjI6hGMeu78au70oZOjoeGfk0jtGjsYwOjWP0aCyjY6jG8VDHIyYjhkcp7e3t7Nq1K1ZvLyIiMuJNmzaN5OTkWIcxqul4RERE5ND6Oh6JaTIhFArhdDqx2WyYTKZYhSEiIjLiGIaB3+8nMTERs1mzEoeSjkdERET6dqjjkZgmE0RERERERETk2KNLHSIiIiIiIiIyKEomiIiIiIiIiMigKJkgIiIiIiIiIoOiZIKIiIiIiIiIDIqSCSIiIiIiIiIyKEomiIiIiIiIiMigjKpkwrPPPssFF1zA2WefzSOPPBLrcI45q1at4sILL+Tiiy/m4osvZuPGjRrTQejo6GDFihVUVFQA8M4777By5UrOOeccHnjggch+27dv57LLLuPcc8/l9ttvJxAIxCrkEeujY/ntb3+bc845J/LZfPnll4H+x1jCfvWrX3HhhRdy4YUXcv/99wP6XB6pvsZSn0vpj747B0/fodGhv/vR84tf/IILLriACy+8kIcffhjQWB6NH/3oR9x2221A/+NVVVXF1VdfzXnnnccXv/hFnE5nLEMecQZzrjZsxyLGKFFTU2MsW7bMaG5uNpxOp7Fy5Upj9+7dsQ7rmBEKhYxTTjnF8Pv9kcc0pgO3YcMGY8WKFcasWbOM8vJyw+12G2eccYZRVlZm+P1+47Of/azx2muvGYZhGBdeeKHx4YcfGoZhGN/+9reNRx55JIaRjzwfHUvDMIwVK1YYtbW1PfY71BiLYbz99tvGFVdcYXi9XsPn8xmrVq0ynn32WX0uj0BfY/nSSy/pcyl90nfn4Ok7NDr0dz963nvvPePKK680/H6/4Xa7jWXLlhnbt2/XWB6hd955xzjxxBONW2+91TCM/sfr85//vPHf//7XMAzD+NWvfmXcf//9MYl3JBrMudpwHouMmsqEd955h5NOOom0tDQSEhI499xzWb16dazDOmbs27cPk8nE9ddfz0UXXcQ//vEPjekgPP7449x1113k5OQAsGnTJiZMmMC4ceOwWq2sXLmS1atXU1lZicfjYf78+QBceumlGtOP+OhYulwuqqqquPPOO1m5ciUPPvggoVCo3zGWsOzsbG677Tbsdjs2m43JkydTWlqqz+UR6Gssq6qq9LmUPum7c/D0HRod+rsfPSeccAJ/+9vfsFqtNDY2EgwGaWtr01gegZaWFh544AFuuOEGgH7Hy+/3s27dOs4999wej0vYYM7VhvNYxDokrxoDdXV1ZGdnR+7n5OSwadOmGEZ0bGlra+Pkk0/m7rvvxuPxsGrVKs4//3yN6QDdd999Pe739Xmsra3t9Xh2dja1tbXDFuex4KNj2djYyEknncS9995LQkICX/jCF3jyySdJSEjoc4wlbOrUqZHbpaWlPP/883z605/W5/II9DWWjz76KO+//74+l9KLjkcGT9+h0aG/+9Fls9l48MEH+fOf/8x5552nz+UR+u53v8vNN99MdXU10Pv3u2u8mpubSUpKwmq19nhcwgZzrtbfZ3UojJrKBMMwej1mMpliEMmxacGCBdx///0kJCSQkZHBxz/+cR588MFe+2lMB6a/z6M+p4M3btw4fv3rX5OZmUl8fDyf/vSnef311zWWA7R7924++9nPcuuttzJ+/Phe2/W5HLiDx3LSpEn6XEqf9Bk4evoOPTr6ux89N910E2vXrqW6uprS0tJe2zWWh/bEE0+Qn5/PySefHHlMv99HZjDnasM5lqOmMiE3N5f169dH7tfV1UXK5eTw1q9fj9/vj/yyG4ZBYWEhDQ0NkX00pgOXm5vb59h99PH6+nqN6WHs3LmT0tLSSNmbYRhYrdZ+x1i6lZSUcNNNN/Gd73yHCy+8kPfff1+fyyP00bHU51L6o+ORo6fv0COnv/vRsXfvXnw+HzNnziQ+Pp5zzjmH1atXY7FYIvtoLA/v+eefp76+nosvvpjW1lZcLhcmk6nP8crIyKCjo4NgMIjFYtE4fsRgztWG81hk1FQmLFmyhLVr19LU1ITb7eall17i9NNPj3VYx4z29nbuv/9+vF4vHR0d/Pvf/+bHP/6xxvQIzZs3j/3793PgwAGCwSD//e9/Of300yksLMThcFBSUgLA008/rTE9DMMw+P73v09rayt+v5/HHnuMs88+u98xlrDq6mq+9KUv8ZOf/IQLL7wQ0OfySPU1lvpcSn90PHL09LfqyOjvfvRUVFRwxx134PP58Pl8/O9//+PKK6/UWA7Sww8/zH//+1+eeeYZbrrpJs4880x+8IMf9DleNpuNRYsW8fzzz/d4XMIGc642nMcio6oy4eabb2bVqlX4/X4+/vGPM3fu3FiHdcxYtmwZGzdu5GMf+xihUIhPfvKTLFy4UGN6hBwOBz/84Q/5yle+gtfr5YwzzuC8884D4Cc/+Ql33HEHTqeT4447jlWrVsU42pFtxowZfP7zn+eqq64iEAhwzjnnsGLFCoB+x1jgT3/6E16vlx/+8IeRx6688kp9Lo9Af2Opz6X0RccjR0/foUdGf/ej54wzzogcF1ssFs455xwuvPBCMjIyNJZR0N943XXXXdx222389re/JT8/n5/97GcxjnTkGOy52nAdi5iMviZViIiIiIiIiIj0Y9RMcxARERERERGR4aFkgoiIiIiIiIgMipIJIiIiIiIiIjIoSiaIiIiIiIiIyKAomSAiIiIiIiIig6JkgoiIiIiIiIgMipIJIiIiIiIiIjIoSiaIiIiIiIiIyKAomSAiIiIiIiIig6JkgoiIiIiIiIgMipIJIiIiIiIiIjIoSiaIiIiIiIiIyKAomSAiIiIiIiIig6JkgoiIiIiIiIgMipIJIiIiIiIiIjIoSiaIiIiIiIiIyKAomSAiIiIiIiIig6JkgoiIiIiIiIgMipIJIiIiIiIiIjIoSiaIiIiIiIiIyKAomSAiIiIiIiIig6JkgoiIiIiIiIgMipIJIiIiIiIiIjIoSiaIiIiIiIiIyKAomSAiIiIiIiIig6JkgoiIiIiIiIgMipIJIiIiIiIiIjIoSiaIiIiIiIiIyKAomSAiIiIiIiIig6JkgoiIiIiIiIgMipIJIiIiIiIiIjIoSiaIiIiIiIiIyKAomSAiIiIiIiIig6JkgoiIiIiIiIgMipIJIiIiIiIiIjIoSiaIiIiIiIiIyKAomSAiIiIiIiIig6JkgoiIiIiIiIgMijWWbx4KhXA6ndhsNkwmUyxDERERGVEMw8Dv95OYmIjZrNz/UNLxiIiISN8OdTwS02SC0+lk165dsQxBRERkRJs2bRrJycmxDmNU0/GIiIjIofV1PBLTZILNZgPCgdnt9qi97pYtW5g9e3bUXm8s01hGh8YxejSW0aOxjI6hGkefz8euXbsi35UydHQ8MrJpHKNHYxkdGsfo0VhGx1CO46GOR2KaTOgqJbTb7Tgcjqi+drRfbyzTWEaHxjF6NJbRo7GMjqEcR5XdDz0dj4x8Gsfo0VhGh8YxejSW0THU49jX8YgmYYqIiIiIiIjIoCiZICIiIiIiIiKDomSCiIiIiIiIiAxKTHsmHIrf76eiogKPxzPo51qtVrZv3z4EUY09hxpLi8VCWloaWVlZWrZMRERGJR2PxN7hxjEuLo6ioiI1KxURGWYjNplQUVFBcnIyEydOHHTzKafTSWJi4hBFNrb0N5Zd643W1tZSUVHB+PHjYxCdiIjI0NLxSOwdahwNw6CxsZGKigqKi4uHOTIRkbFtxF5O9ng8ZGZmqov1CGUymbDb7RQWFuJ0OmMdjoiIyJDQ8cjIZjKZyMzMPKLKEREROTojNpkAWg7rWKDpDSIiMtrpeGRk07+PiEhs6ExwGJx55plUVFQccp/bbruNpUuXcvHFF0f+e+CBB4YpwsP79Kc/HesQRERE5CjoeERERKJpxPZMGItuuukmLr300liH0af3338/1iGIiIjIMNDxiIiIDISSCQMQCAS4++672b17Nw0NDRQXF/OrX/2KhoYGrrvuOtLT03E4HPz+97/nnnvuoaSkBJvNxo033sgFF1wAwK9//Wu2b9+O2+3m/vvvZ968eQN+/6eeeoqHH34Yk8nErFmzuPPOO0lMTOSkk05i1qxZNDQ08OSTT/Lwww/zwgsvEAwGOfXUU7nlllswmUz85S9/4Z///CcWi4Vly5Zxyy23sGvXLr73ve/hcrloamri2muvZdWqVaxdu5Yf//jHAKSmpvK9730vckXiE5/4BE888UT0B3iMMwyDjk2vkjjrVMxWe6zDERGREWqsHo8kJSXx85//nN/85jeAjkdGKueudTjyJmFNyYx1KCIyTI6JZMKa9WW8/H7ZgPcPBoNYLJYB7Xv2CeM5c9GhVyL48MMPsdlsPPbYY4RCIT7zmc/w+uuvM2vWLPbv388f//hHioqK+OMf/4jL5eKFF16gsbGRa665huXLlwMwZcoUfvCDH/CPf/yDP/3pTzz44IO93ufBBx/kr3/9a+T+I488QmVlJb/73e94/PHHSU9P55577uFXv/oVt956K83NzXz+85/nxBNP5I033mDLli08+eSTmEwmbrnlFv7zn/9QXFzMo48+ylNPPUV8fDzXXXcdW7Zs4ZlnnuHGG2/k5JNPpry8nIsuuohVq1bxm9/8hrvvvpu5c+fyt7/9jR07dnDHHXfw97//XV/cQ8RfX0b9f3+NyeYg6bhTYh2OiIj0Q8cjsTke+eMf/8i2bdt0PDKCGUaI2id+iCU5kwk3/SHW4YjIMDkmkgmxtnjxYtLS0njkkUfYt28fpaWluFwuADIzMykqKgJg3bp1XH755ZjNZrKzs3nuuecir3Hwl/iLL77Y5/v0VVa4bt06li1bRnp6OgBXXHEF3/72tyPbu64orF27lk2bNkWe7/F4KCgooKGhgWXLlpGcnAzAX/7yFwBmzpzJm2++ye9//3t27twZ+XnOOussvvzlL7N8+XLOOuss5s+ff8TjJgMT8rkBCDpbYhuIiIiMaGP1eOSUU07h1FNPPfKBkyFn+H0ABNsbYxyJiAynYyKZcOaiw2frDxbtdZ3/97//8eCDD7Jq1SouvfRSmpubMQwDgLi4uMh+VmvP4Txw4AD5+fkAkSsTg+04HAqFetw3DINAIBC53/X+wWCQz3zmM1x77bUAtLW1YbFYePLJJ3s8v7a2lvj4eG6//XZSUlJYtmwZF1xwQeRA45prrmHZsmW8+uqr/PjHP2bZsmV89atfHVTMMjiRL2Bna4wjERGRQ9HxSLfhPB75xS9+wa5du/jiF784qJhl+Bh+b+R2xR+/Sd4Vt2NNTo9hRCIyHLSawwCsXbuW888/n8suu4ysrCzWrVtHMBjstd/ixYt54YUXMAyDxsZGPvWpT+Hz+Y7qvU844QTWrFlDS0sLAI8//jgnnnhir/1OOukknnnmGZxOJ4FAgC996Uu8+OKLLFq0iDfeeCPy+De+8Q22bNnC22+/zU033cTy5ctZt24dED4A+MQnPoHT6eSaa67hmmuuYceOHUD44OPggwaJnlBAyQQRETm8sXo8cvXVV7Nt2zZAxyMjVcjvidz21e6nrWR1DKMRkeFyTFQmxNonPvEJvvnNb7J69Wrsdjvz58/vc2mlT37yk/y///f/uOiiiwC48847SUpKOqr3njFjBl/4whf49Kc/jd/vZ9asWdxzzz299jvzzDPZsWMHl19+OcFgkNNOO41LLrkEk8nEpz71Ka688kpCoRBnn302S5Ys4Stf+Qqf/OQnSUlJobi4mMLCQioqKvj617/ObbfdhtVqxeFwcNtttwHhcsOLL76Yf/3rXzgcjqP6maQnoyuZ4GqLcSQiIjKSjdXjEZvNxve+9z1AxyMj1cGVCQDu/Rsxzrhy0BUwInJsMRld9XEx4PV62bJlC7Nnz+71hbB9+3Zmzpx5RK8b7bLCsWwgY3k0/1ZjRUlJCQsXLuxzW/um16h/9pc4iqZT+JnvD3Nkx55DjaUMjsYyOoZqHA/1HSnRpeORkU3HItEzVH+vPJW7qfrLbT0eSz/jKtJP/XjU32sk0Pdn9Ggso2Mox/FQ35Ga5iASY4amOYiIiMgxzDhomoOjYCrxE+fQsfm1mMUjIsNDyQSRGOtKJoQ0zUFERESOQV3NpAHM9jhsWeMI6CKJyKinZIJIjIU6v4BDXhdGwB/jaEREREQG5+AGjNbUHCyJqRheV6TJtBwbQgEfNU/ej7e2NNahyDFCyQSRGDMC3U2L1IRRREREjjVdDRhTFp5HPzC3LAABAABJREFU5tnXYElMAyCk6oRjir++HNfO96j62x2xDkWOEUomiMSYcVDWPujSl66ISH86OjpYsWJFnysYvPzyy6xcuZILL7yQ22677aiXQhSRgQt1JhPST7scsyMBS2IqgKY6HENCXhf+pioADJ+bkNcd44jkWKBkgkiMHTzPUE0YRUT6tnHjRq666ipKS0t7bXO5XNx77708/PDDPPfcc3i9Xv79738Pf5AiY1RXZYLJZgeIVCYEnS0xikgGq/SBa6l7+ueR+97afbELRo4ZSiaIxFjIr8oEEZHDefzxx7nrrrvIycnptS0hIYE1a9aQlZWFy+WisbGRlJSUGEQpMjaFIsmE8LJxXZUJSiYcQ4KBnnd1geuY46nYibts67C+p5IJgxAIBPjtb3/L+eefzwUXXMC5557L7373OwzDOKrXfe+99/j0pz8dpSh7G8rXlqNnBLzdX7rqmSAi0qf77ruPRYsW9bvdZrPx+uuvs2zZMpqbmzn11FOHMbrho2MRGYkMvweT1Y7JFD616E4m6IT0WBXsaIl1CDJIVX/9DtV//+6wvqd1WN/tGHfPPffQ0NDAY489RkpKCh0dHXzpS18iOTmZq6++Otbh9ev999+PdQhyCEbAhyUxlaDbqS9dEZGjcMYZZ/Dee+/xs5/9jLvvvpuf/vSng3r+li1bej1mtVpxOp1HHNPRPLcv3/ve92hqauLhhx8mOTmZjo4OvvGNb2C327niiiuO+HU9Hg/BYDDq8XZ5//33h3QcfT4fJSUlR/z6Y8lQjFN8ZQV2k6XHa6dZ7FTv38W+uNH57zLaPm/pB902TCYq9mxnjzl3WN57tI1lrJWsXw8m07C8l5IJA1RTU8N//vMf3njjjUjpZFJSEt/97nfZs2cPu3bt4nvf+x4ul4umpiauvfZaVq1axS9/+Us2bNhAdXU1V199Nccffzzf/e538Xg8pKam8pOf/ASApqYmrr/+esrKyiguLubBBx/Ebrfzl7/8hX/+859YLBaWLVvGLbfc0u97rV27lh//+McApKam8tOf/pTf/OY3AHziE5/giSeeiM3gySEZAR8mqwNLYgpBpyoTZHTZuLuefZWtfOyMyZiG6YtNxp6Wlha2bNkSqUZYuXIlN99886BfZ/bs2Tgcjh6Pbd++ncTExCOKy+l0HvFz+1JTU8MLL7zAG2+8QWpq+MpvYmIi99xzD3v27KGysvKIj0Xi4uJobW3la1/72pAdi1xzzTVHdCwykHG02+3Mmzdv0K891pSUlLBw4cKov25d1Tt4WhN7vHb5+1kkxVvJHYL3i7WhGsdY2re6+7Y1MY2c5Hiyh+FnHI1jGQsHJ2Tmz5waqQ6KBq/X22eyHY6RZEL7ptdo37hmwPsHg0FaLZYB7Zs870yS5y497H6bNm1i8uTJkS/vLpMnT2by5Mncd9993HjjjZx88smUl5dz0UUXsWrVKiCcLX/++ecBuPDCC/nmN7/JsmXLePTRR/nrX//K0qVLqaqq4ne/+x2FhYVcfvnlvPPOO2RkZPDoo4/y1FNPER8fz3XXXceWLVt45pln+nyv3/zmN9x9993MnTuXv/3tb2zbto077riDv//970okjGCG34fJZseSkEpIPRNklHnp3QO8saESu9XMhadOinU4MkoZhsEtt9zCU089RUFBAS+88ALHH3981N8n1scjOhaRkcrweTHZ43o8ZsvIx99UTaCjGWtSej/PlJHAMEKR2478KRihoPpdHMP8LbVRTSYcyjGRTBgpDr6qtnr1an77298SCoWw2+08/vjjvPnmm/z+979n586duFyuyL5z584FwtUH9fX1LFu2DIBPfvKTQHie4owZMxg3bhwQPihobm5m7969LFu2jOTkZAD+8pe/ADBz5sw+3+uss87iy1/+MsuXL+ess87ilFNOGdoBkagwAj7MCSlYEq3qmSCjjtsXbuj0h2e2UFyYynHFmTGOSEaT66+/nptuuok5c+bwve99jy984QuYTCamTJnCPffcE+vwhoSORWQkCvm9mKw9q3psmQW49pRQ9ovryLviOyRM0dXnkaprNY6kuUvJXB5e1UHJhGNXoLkWCqcNy3sdE8mE5LlLB1Q90CXaZYUAs2bNYu/evXR0dJCUlMR5553HeeedR0VFBatWreJrX/saKSkpLFu2jAsuuIDnnnsu8ty4uHCm1maz9XhNr9dLXV0dEJ6T2cVkMmEYRo/HAGpra4mPj+f222/v872uueYali1bxquvvsqPf/xjNm3axBe/+MWojoNEXyjgw2K1Y7Y58DdWxzockahyewNMKkylrsnFK++XKZkgR23Nmu7KgIceeihye/ny5SxfvnxI3zvWxyM6FpGRyAgFCXmdmO0fSSZkFERu+xqrlEwYwUK+cDIhrmAqlvgkLElp+OrLYhyVDMpBTXj9LbXD9rZazWGACgsLueiii7j11ltpawtfPQ4Gg7z22muYzWbefvttbrrpJpYvX866desi2w+WnJxMXl4eb7/9NgDPPPMMv/jFL/p9z0WLFvHGG2/gdDoJBAJ84xvfYMuWLf2+1yc+8QmcTifXXHMN11xzDdu2bQPAYrEQCAT6fR+JLcPvw2xzhJswOlt6lJqJHOs83gAZKXFMG5/OnoqWWIcjckzTsYiMRE1r/oG3YifGRz5rtoz8GEUkg2X4PQCYbOGkozUpjaCzVcekx5Kgv/v2MPaoOiYqE0aKu+++m4cffphVq1ZhGAY+n4/58+fz0EMP8dprr/HJT36SlJQUiouLKSwspKKiotdr/PjHP+buu+/m/vvvJz09nfvvv5/9+/f3+X6zZs3iU5/6FFdeeSWhUIizzz6bJUuW8JWvfKXP9/r617/ObbfdhtVqxeFwREo8zzrrLC6++GL+9a9/9WosJbEXbsBox5E3GSPgw1u9j7iCKbEOSyQq3N4g+VlW8jIT+Ner9fj8Qey2gc0hF5HedCwiI42nfDtAr6odW2Zh5HZI0zhHtJAvnEwwd/a9sCRlQChA0NmGNSkthpHJQJkCPgAyz76WlMUXDtv7KpkwCGazmc997nN87nOf67WtuLiYa6+9ttfjX/nKV3rcnz59Ov/85z97PJaTk8OJJ54Yuf/DH/4wcvvqq6/utezktdde2+d7TZgwgf/85z+9Hv/lL3/Zz08kI4Hh92Ky2omfNA8w4d77oZIJMmp4fAHi7BamFKURDBmUVrcxbbwacYkcKR2LyEgT8jhJnLmElOPP6fG4JSmdjDM/TdOav6sn1AgXqUzoTCZYU7MBCLTWK5lwjDAFw1NVzPHJw7p6lqY5iMRYKNC1mkMKjoIpuPZ+GOuQRKLG4w0Q77AyZVwagKY6iIiMIoZhEGhvwpqc0WubyWQi7eSPYcseR9DdHoPoZKA+WpnQnUyoi1lMY0XI4yTo6v798NaW0rH1zUG/jikQnuZgtsdHLbaBUDJBJIaMUBCCAcydHZDjJ83HW7VbX7oyKhiGgdsbIM5hJTstnpREO3vKW2IdloiIREnI68Lwe7Ck9N9c15KQomkOI5zh69kzwXZQZYIMrdKfrqLs1zdE7lf+8RvUPf1zjIMaKg5EpDLBoWSCyJhhdGYRTTY7AAlTjgcjhHv/pliGJRIVvkCIkAHxDmt4ub6iNFUmiIiMIsG2RgCsyYdIJsSn6CLJCPfRygRzXCLmuCQlE4aYv7kG6E7mHKzyz7fSVvLigF+rq2eCSZUJ3QabkZHhFwqpy+vRMLp+8a3hZIIjfzLmuCQlE2RU8HjDndvj7eGGi5OLUimracfnDx7qaSIjjo5HRjb9+8ROoP3wyQRzQrJ6JoxwH13NAcJTHfwtmuYwlDq2vdPvNl/NXlz7Ngz8xTrPKboSQsNlwMmEjo4OVqxY0WdX4JdffpmVK1dy4YUXctttt+Hz+Y46sLi4OBobG/UFMUJ1dZCurKyM6hraY81HkwkmswVbVmEkUylyLHN3JhPiHOFev5M7mzCW1egKlRw7dDwyshmGQWNjI3Fxw3sAHQv7q1p5a2NlrMPooSuZYOmjZ0IXS3wKIXdHeGqnjEgfrUyAcDIh0KbKhKEU7Pz9AQi62nol3fzN1QN+LVOwK5kwvJUJA1rNYePGjdxxxx2Ulpb22uZyubj33nv597//TVZWFjfffDP//ve/ueKKK44qsKKiIioqKqivH/yH2OfzYbfbj+r9JexQY2m1WklNTSUrK2uYoxo9Qv7OZIKte4ytqdl4K3fHKiSRqPloMqEoOwmAqoaOSENGkZFOxyOxd7hxjIuLo6ioaBgjio2bfvoaAKf+tPDQOw6joDN88mNJTO13H0tiChghQh4nloSU4QpNBiEU6Zlw0PFoWg7u/ZswDGNYVwcYS4KejsjtAw/0Xh0n0FyLYYQwmQ5//d8Uo8qEASUTHn/8ce666y6+9a1v9dqWkJDAmjVrsNlsuFwuGhsbSUk5+j8UNpuN4uLiI3puSUkJ8+bNO+oYRGM51LoqE8zW7j/ettRsnNvfHfAfD5GRyuMNX4WK70wm5GYmAFDV4IxZTCKDpeOR2NM49uT1B3HYLLEOA+gsjzeZIxWWfbGm5QLgb6xSMmGEMvxeTLa4HsedttRsDL+HkLsDS0JyDKMbvUKeQx8PGQEfwbbGyOoah9JVmWAaicmE++6775DbbTYbr7/+Ot/61rfIycnh1FNPHVQQW7ZsGdT+A1FSUhL11xyrNJbR0dc4WloqSQH2lJYRcNoAsLe4SQwF+PCdNzDi9Me7L/pMRs9QjuWe6vCVjgP792B0lAOQkmBhy84ySjI6DvXUY44+kyIyXFraveRmJMQ6DKDrJNRxyCvXjrxJAHhr9hI3bsZwhSaD4G+uxuzo+Zk6eHlIJROGRsjjxGSPizRgzDr/C3gqdtCx+fXIPv6m6oElE3zOcELIPLyJxgElEwbijDPO4L333uNnP/sZd999Nz/96U8H/NzZs2fjcDiiFQolJSUsXLgwaq83lmkso6O/cXSX2ql+F6bNPI74CbMBcKWaqNm2muMm5BFXpC/dj9JnMnqGeiy9m6qABubPnUVxQbgEduL7b+P1B0fVv+FQjaPX6x2SZLuIHFta2r08+uKOg+57RkwyIeT3YbYd+hjempyBJTENb82+YYpK+mME/HjKtxNfPBcA5873MDsScO1aR9opl/XYt+sE1t9ahyN/8rDHOhaEPE5s6fn4avcDkHTcKaQcf07PZEJLHYfrgmAEA9hrdhI/cc4QRtu3o66hbmlp4a233orcX7lyJTt37jzalxUZEz7agBEOzgSr6Y0c2zy+ztUcHN156/ysxENOc9hd3ow/oFViROT/s3feYXKVZRv/nTO9z2zvm7qb3hsk9NC7Ik3Figoqon6WT1TwU+yKFRFERAWkSO9pkJCE9F4323ud3ufM+f44M7M72ZJNsrtJYH7X5SWZOXPmnbJz3vd57+e+MyT52eObeWNjXerfTm/41A3mKORoKK3PfjC0BRMIt2aKCaea7lX/pPXJHxFuryPqbKP9uV/S+sR9ANiWXJt2rNqWB/TOR4N1e+h45U/EI8ExHfMHmXjIjyarMPVvUa+Y2udecxc5V3xJOWaQWNV4OEikswE5LilFoYgfy9zloz/oozjpYoIsy3zrW9+ipaUFgDfeeIN58+ad9MAyZPgwkDJgzBQTMnwACYYSBoza3mJCUY4Jjz+CLxjtd/zKzfV843dr+c+KTEE6Q4YMGQDcvjD7a3vSbju6mCDLMt/983u8tr52LIcGQDzR5nAstHllRLtbkOVMsfhUEmpSrq+S30WkszF1u8rsQKVPT2cT9SYEnZGYS5mPenaswLd7DZ2vPzR2A/6AEw/5B2xhsMw8D8uc5aBSp5k09qXzjYdoevjrdL3xMD3vPIlkzsE4ce5oD7kfJ1xMuP3229mzZw8Oh4Mf//jHfPGLX+Saa66hrq6Ob33rWyM5xgwZPrDIMWVC0FciKGr1iEYrUVemmJDhzCYYSRgw6vsqExKJDp3pF8c91V386dldALy7vQlZlmls99LYnomRzJAhw4cXj79/3LrLE0r7dzgqsa+mm4ee300kOrbxi3I0gqg5tuGb2poL8RiSzz0Go8owGHLCpC/m6SbS2ZC6XeMo6HesIAiorTmpeMhkX38mcezkcW95nXB7HbIURdQr86Kji3KCIKDSm4kHBy4mRBJtQ96dq4g52whOPm/M/RLgOD0TVq9enfrvRx55JPXfy5cvZ/nysZdVZMhwpiMPoEwA5aKbUSZkONMJhWOIAmjVvXXrolxl56Oly08oEmN8kQ2LUctjr+wjz2HkqmXjeeSlvWw/1MFvn9yOLMND370IqykTr5chQ4YPH76AouL61JXTqG/zsGV/O05fujIhkFCBAWw90M7Zs4rGbHxyLDysNge1NRuAmKcLtcUx2sPKgKJC6HzljxTddn8qujM575Q83US6m1LHqh35A55DZbSkFrMxT5fy2ECmIHQyxKNhut9+FPPM8wFQ6Y2U3P4AoqG/yaVoMBMfQJkgSzGiznZAAGRQqYnmTBjdgQ9CJncuQ4ZTSMoz4agLsdqmVIKd65+n6W//k5EFZjgjCUZi6HXqNJfvgmylmLBiUz33/GUD/3rjAN3uIFWNLpYvKuOihWVo1CK/+tdWvIEI/lCUf7y671S9hAwZMmQ4pfiCyjxh1qQcvnnrfLJtepxHKRP8fdrGWsc4ejceCSOoj93mkGrhTCxIM4wePe88Rc87T9H56p+J9rQSrNsDQLB2NzFXOwAxT2e6MsHeX5kAoDJYkBI9+8nPTo6EiEdPH9+OM42kB0K0uxkAUW9Gm1c2YJFN1JuRBoiPjLraIS5hnnU+APqSSlBpRm/QQ5ApJmTIcAoZyIARlGzfmKsD14bnibTXEm45ciqGlyHDSREMxdL8EgB0GhU5dgO7jyiTknU7mtm4pxWARdMLMBk0LJiajz8U45LF5Vx37kRWbG7gYH1Pv/OfKrpXPk7XGw+f6mFkyJDhQ4A3oUywGJV5QmG2if21PXzu/hXsq+kGwB/qLSa09wTGdHxyLHzMNAdIVyZkGF1c65/Dtf651GI10tVEPBqm9ckfpY6JuTuJ9rSismQBgysTRIOVeNBLPBxU+vsT7RAZdcKJIwUSxYQexW9QPMqroi8qw8BtDtEu5bO1zDwPQaPHOPHU+RVmigkZMpxCBjJgBKWCL8ciyJEgCCKBw5tPxfAyZDgpQhEJg65//15RjnLhvGl5Bb5glCfePEhelpHyAkXid/WyCUwutfPJy6dyyyWVmPRq3thQN5ZDH5SYz4l7y+t4d60mHgkd+wEZMmTIcBL4Aso8wWJUdh0ryx14/BE6egKpuMhAsLfNYcyLCdEwgvbYxQRRb0bQ6PBsezO1iDrTkOX4aa8UTSkGVGr0icjxSEcdkt+VOkZXXEmouQqkGJaZ56PJLR00ilxlMCMFvCnfhGREZNzvGb0X8QEnqUyIJxQHQxUTRIN5wDSHaKJFRVc4kdI7/4Rt8dWjMNLhkSkmZMhwCpFjEQS1Nk0GDr1yQMOEuRjKp+M/lCkmZDjzCIZjabGQSW64cDJfvXEOt1w6hSyrHl8wyuLpBam/g5mTcvjt3edhM+vQ69QsnV3Mht0thMKxfucaa7w7VkI8hixFCdbvPdXDyZAhwwcYty9MY4cPQQCjXikmTB2Xlbo/OXVItjmU5lto7/Hj9IbocI5NUSEeDSMOo81BEATkaJiYs42ut/42BiMbeVr+8T2c7zx5qocxJNEeRemXd81dFH78PjSTlxBpr0fyK0qCghu/h76kAjmqFMP15dMp/cLv0NjzBjyfaLSAHCfUsB8AXYHSl59RJpw40lHFgaQB40Ak2xy8e96he/W/UreH2+tQ23IRdUbUZscpMV5MjfGUPXOGDBlSxYSj0RVORGXNwXHujRgrFhHtbibS1TTAGTJkOH0JJTwTjmZuZR6XLC5HJQpcML8EgEXTBpZYAlwwv4RQROL9fW2jNtbhIMclPDveRl82HUGjI1i945SOJ0OGDB9sPvPjt3lzYx0mvQZRVCoHk0rtqftrWzzIspxqc5hQZKPDGeS2+97icz9ZMSZjlIcZDQlgmr4s8V9n3vIjHg0TbjlCsFbxH1A5m/DsGJv3+HiIOpVigspewD1/2cB/dkrE3B34D20CQDTZUuoCAI198GsvKJ4JAF1vPoLKkoVh/CyAVHEiw/GT1rYgiGjs/aMhk6j0ZuRIkM6X/4h744up2yNttWgLTo3h4tGceX/NGTJ8gJCjAxcT1NYcyr/6V/TFFZgqFgJk1AkZzjhC4f6eCUdz/fmT+Nw105k5afCL6bTx2eQ6DKzZ1jjoMZGoxB+e3sFvntzGS2urT3jMQxGs3onk7cG2+GoM5TMIVG9HluVRea4MGTJkiMYUSb3RoKgSZFlGpxb44ecWc/35k/D4I3Q6gwSSxYRiK9FYHJE4KkY/IlKW5UQxYXhpO3nXfg196dTUrviZhLLjLxPpbCBQvQPrpn/S9fpDp901IJZQJrTHzOyp7uL98CQknS21EFWZrOiKK1PHq205Q56vb8JAwQ3fQZNVCEDnq38mcGQbAOG2GsKto3Pd/SDSV5mgMtsRhjBOPLoFIh4NEw8HiPa0pFQip5pMMSFDhlOIHIsc8yKstuWiL52KZ9ubyLHokMdmyHA6MVibQ19sZh3XnTcJlSgMeowoCpw/r4Sdhzpo6x7Yqby2xc2KzQ28v6eVv720F2+gfzb7yZKM0TKUT8c4aR4xV8cZ2/ubIUOGMwd/4ves89UHqf3ZjSycVsClS8oRBHhjYx3+UAxRFJgxMQctUX5kf44vWlalpTyMBkkTaVGjH9bxgiCiMtuRAmdev33SzFCORWj7z09St8fH6LW8s62Rb/zu3WMeF+1pRWWy44koS7wIGjps01P3q4y2VCstMORCFnqVCQCa3FKEPp+1a8MLAHS99Te63nxkeC8kQ5oHgspoG/JY1VFxkeHWaup+/UmATDEhQ4YMSoVxIGXC0diX3YDk7ca7e80YjCpDhpEhGJbQa0emj+/KpeNRqUSeWXl4wPs9fmVSe8NFkwGobnKNyPP2JebtQdDoEbQGDBPmABBKRG5lyJAhw0jSd8fbH1L8Yny7VwPKb1FxrplzZhfz6ns1tHb5MenVTC61c77+AFYxRKWmjU5XcHTHmDD7G26bAyg73Uf3jJ8JJN3zk/hmXQsoqQhjwW+e3E5VowuvP4w3EOHvr+wbsFgU7WlFk1WI198nLjRmTf23qNEhCAJbpClsjU0+5vOqjL2L2eRjk8iS8r2MOdvH7H34ICD1aXNQmaxDHEla4QfAvflVAHSFk9CXTR35wZ0AmWJChgyngMCRbbQ8cR/xoBdxGMUEw/jZ6Iom49rwfOrHO0OG051QJIZBP7QyYbhk2wxcuqScVVsbB1QnuH1KMWF+pdL/WdXoGpHn7Yvk7UFtyUIQBNT2PBBVxDzdI/48GTJkyJAsIAxEMi765ksqCUcl1u1sxqjXIAgCM3ITCzxZpLNnYCXXSNFbTBhemwOAymAlHvQhx0e/DWMkiXQ3obJkoSuZQv7HvkvcrERdRj1js4jWapTCfMcTP2TFXx7ghXeOsONwR7/joj2tqB2FePzKZzOh2MYRnzH9mJjEv92L+JfnLCLRoT8H8aidcYDSL/8F86zziXTUE4+GkfwuJL8ro54dJvGgF0GnfCaWuRcPeayupJKSL/2B4s//BoDA4S1ocsso/uwvELWGUR/rcMgUEzJkOAUEjmwnVLeHUOOBYVX0BUHAsexjxNydKROdDBlOZ2RZJhSOYTiGZ8LxcMOFk1GLAs+trup3X1KZUJRrojDbxJFRUiaoLA4gIdc12Yj5Rv55MmTIkMHjC6f++ysfm5OmVAi3KsWE0nwL58wuBkCjVqb0FTnKzrFaiNPV6RzVMSZjCMXjUCaoEukA8dDYRlieLJGOenT54yn+1P2YKhYS1yvy9Ji7a0ye32xQIxBH7qrF4FX8g44uBMTDQSS/C01WYeqaOG18Fvu604s93e5ezwpXn+/ZQCR79s3Tz0ndprHnYSibjhyLEOyjzot5M8X1oYi5O/HuWo0U9KIvmsT47/4H85SzhnyMIAhos4t70zbk+DEfM9ZkigkZMpwCos5eV/rhtDkAGCbNRW3Lxbtz1WgNK0OGESMclYjLDJjmcKJk2wwsm1PMe7taiEnpWd8efxi1SsSgUzOp1M6R0VAm+HpQW7JT/1aZHEj+0Z2sZ8iQ4cNJUm31o9vP4tIl5Wm9+X3N7i5eXAZAU4cinY77ehd0nq7R3TXvVSYMzzMBQDQqsm4peOb4JsSjYaLdLWjzx6dukzV6BI2emGdsigkmgwarEESUJeyiojjxBXqVAF2uIOGE+WKymGDUq5k/JR9XtHee+fv/7Egrtru8/YsJUlxm+6EOZFlGEETKv/4Pcq/+Stox2rxxAASPbE/dllHqDU3n63+l89U/E26rQW3NPaZfRV9EnRFBq/ydmaYuGa0hnhCZYkKGDGNE+4sP0PXWo4BSTNAVVyKotYja4RsXWWZdSLB2N1F3f2lbhgynE6GwsmNiGCHPhCRnzyzEH4yy+0j6BM7jj2A1aREEgUkldjqcQdzH2HE5HmRZRvI6UZkdqdvUZjtSRpmQIUOGUSC5Y2w1KwvBZE+6qDMS6ahPHZdMwsmx6ZFlmZinB01uqXKOztEtJsRPqM1Bkc3HA2eOb0K0sxHkONqCcb03CgJqW86YeQXE45ClUooI2So/IONLeCa0dPn4zI/fZsN7SlxxsphgNWmZW6F8Px70LOcX7qtYuaWBZ1f1qvsGUia8/X4d9z68kfW7FYNhldGCoErfGEimOqQpE8aosHKmIvldif+IYZ1/6XE/Xm3JQpNdjCandGQHdpJkigkZMowFcpzA4S1KlFxcIubuxFA+jYKb78Fx7o3DPo159vkAeHdljBgznN6EIkrf7kgqEwDmVuah16rYuKc17Xa3L4ItMemeVKrIT6ubRi4HOx70IUtR1Jas1G0qk713cpAhQ4YMI0iy591mUloIkopG4+QFSD4nUmIxrhIF/vq/F/Hrr52LHA4gR0Mpl/em+mYefXlvatE50iSVCaL6eNocEsqEMyjRIdxeB4CujzIBlBjvsWpz8AejZImK+kSNRKEhnPpc99f0AOBuVdofNI78VDFBpRL54vUzqRdLaZGU61dNc++1cSBlgjeheBhK4SfqDKhM9kSikdJak1EmDI4clxLxomCdfxm6wonHfY7s5Z8h54ovpZlgng5kigkZMowBoq8LORom5mxTHIHjEmp7AYbyGWhzy4Z9Ho0tD8P4Wfj2rj2u5490N9P56oPEYyMfl5chw0AEw0ox4VjRkMeLVqNiwdR83t/bihTv7SH2+MNYTUoxYWKxHYCqppFrQUj2gqr6FhPMdiS/G+T4YA/LkCFDhhPC7YswXdOEpmEzPWueoPO1vyAazJgqFyv3b3k1pQwoyjGTbTMQ8yqLymQxwaHy8+K7R9iyv23gJzlJ4hElLULUDd8ITkykA0iBkSv2jjbRnmYElUYx3u2D2pZLbAwMGGVZxhuIpIoJAN81PIOmpxaAg/XK556NG5XZgag1JK6JSpHnqmUTePDbFyljVilLP1PCHHkgBV+yMN/lCvW7ry9JdYImuwjRYEbKKBMGJdrdghwNkXv1V8m57PYTOodx0jwMZdNGeGQnT6aYkCHDGKB2917I/VVbAKVyfCIYxs8i5mw7rqp+z5on8O5aRaBq2wk9Z4YMx0uymDDSygSAs2cW4fKGOVjXk7rN7Y+kdvBMBg0leWYO1PYMdorjRvIphYmjlQnIcYTI6MavZciQYWTpfO0v9Lzz1KkexpA4PSG+YFlNz6t/wLXheYwT51D82V+iK64EwPXec2keSnJconvl4wBo88oBuM64jSXaI2m99SNJ0kQxadI3HNSWbES9mVDTwVEZ02gQD/oQDRYEIX3ZpLbmEA94UkWd0SIUkZDiMkvGpbeTmHxNAOyrUYrdulB3aoGfVCYkyXUYuOczi/jFV5Zx2Vnj+NmXl2HQqenx9C8YxGJKgbzLPfS1LVlcN0yci8poO6N8MMaaSEcdALqC8UMfeAaSKSZkyDAGqDwtkLgIBRJpDBpHwQmdKymN6mvANBSRriYChzYD4D+w/oSeM0OG4yWlTBjBNIck86fmIYoCOw71eoccPXGaPTmXvTXdRGMjEz+WUiaY+yoTFP+EF9Y00OE8s5zJM2T4MBM4sp1gzc7jeoxz3TO0PffL0RnQALT2icBVWbLJu+7raOz5qMx2tHmKorGvd0K4rZZgjdIz31fxOEvbQPcxFoUnSjysjFHUDb+YIIgqDBPnEKzegXyGqLqkkB/R0P81qm05APj2vYfvwMZRez3JYpAh5kbdZ+4oRLxEYxItnYpiwRztQePoLSZYjOnFhyUzCqkoc/DlG2YzvsjG5FI7W/a3E++j8gPFQBk49vcmEe9pKJ+Bymg9o1pXxppki4P6BOf+pzOZYkKGDKNIzNONLMuo3a3oS6cgaA1KEUClTpNLHw/ahHwx3FY7rONdG19EUGswTT2LQNU24hGlCi3LMjFfugxclmJpSROnJbKMZ+cqpKDv2MdmOGX0JKKnHNbh99IOF6New6QSW8qEMSbF8QejacWEORW5hCMSB+tOrtVhV1Un63e1ICXkw+qjDBgBgh4v9/99M6Hw4LnwGTJkGBr/4S1K29AoIssy8UgQyec8LrM4KeTHufZpAoc2pUU0jiYtnT4kFAPbnEs+lzLAEwSB4s//Fn35jLRiQszVDkDJ7b9FZbKRfakipbZqYgPuPo8E8ZAfBDHlMj9cjJPmI/ndhFuGtylyqomHfKj05n63q22KuWHXaw/S8fyv8e05vhbU4eILKi2q2pgfbXYxhZ/4P8KiAUPURVt3gLgMFo2EkSCarEJC4RihiITdMvT199Il5bT3BLjrN2vS2h3CEaVI0OUKEQgphQynt/93KOuCT2CdfxnGiXMQjdaUj0eG/kSdbags2ccVo3qmkCkmZMgwSkh+Nw1/voPutx9F5elAVzQptVugsechiCfmcq/Sm1Db84m0HfsiLAV9+PauwzLnIqzzL0eORQgcUVodXO89S8MfvkCgWtnJkGWZ9hd+S+ODXyFQu+uExjYWqLwddL32IN7dq0/1UDIMQZcriCAocY6jwcyJOVQ1OgmFY3gTedpWsy7tflEU2HH4xJNPfIEIv/jnVn775DYCPV2IRiuCujfKSWWyA5CjC1HX6uaJt84c2W6GDKcTUVcH7c/+nI6Xfz+qz+Pa8Dx1v/oEICP5XTjXP48U8g/5mJjPScs/70n9Ox4efRVSTIrjczlRIZF98WcwTVmcdr8gCOjyxxFuqSLS3aw8JpEqkFzg2hZchmXeJeQKLnpGTZkQUCLrjtMQzjhhLggigSNbR2VcI0086B+wlUNtze39hyDi2vgCcnxk1HB9SSoTVFEfotGGoXw6Pm0uJsmTUCXI3Jx3SDnGXpBKaHAco5hw1sxCygos1Ld52V/ba56YVCbIsswv/7WV2hY3t933Fs+uOpx2nCarkJzLbkdQaVAZLGnxpRnSifa0plpQPmhkigkZMowS4fY6iEt4tr6BIEvoCiel+hjV9pOTOekKJxBuqznmccHaXRCPYZ62DH3pFFQmO57tbxPzdOHa+CLIcTpe+j3h1hqc654hcGgTot5I50u/J+YdOfO6kUTlVqKKop2Np3gkGYai0xXEYdGhUY/OZWbWpFwmi03U/+s+3B5lct9XmWAyaKgsc7Dj8ImbYz298jC+YIRILE57UzNqc7qaSDQpqRET7DG+9+lFzK3IG+g0GTJkOAbJloNIe/3QBx4DWZaJhwO0/ucn+Pb3b+tzvvPkUf9+Aue7/xnynJ6tbxDtbMI09Syg1z9lMPyHNuPdfXKJS53OIGaU37XBVIza/HEAND10F/GQn5i7E1FvRtQZe4/JKUFPmJB7dK7n8ZA/7fmGi8poQVdcQeDI9lEY1cgTD/kQB1Im9Pls8q7/BtGupjQfi5EgEpV4+MU9gIwQ9qI2K9ediD4Lm+xBteFRfp/1L2YEt9IhWQjZynF6ksWEoRUjGrWK+7+0FFCu2UnCEQmLUcsXPzKLbQc7+MMzOwH45+sHuOcvGwZsH0y2OYyVcudMI+psyxQTMmTIcHxEuxIRPYkfD13hxFSf44n6JSTRFUwg5upACnqRgoPLygLVOxD1JnTFkxFEFfZlNxCq30vTo99CliQKbroHWYrR/Pdv4Vr3DKZpSym67SfEIyG6Vz52UmMcLdSJYkIkU0w4rel0Bsm1H/8kc7hMHZ/FbG0jmvYD+KsVtU3SgTrJ3IpcqptcePzHn2LS1u3n1fdqWL6wjLkVuQScXYh9WhwAegICYVlNjjbE4hmFzJuSKSZkyHAiJBVy8UjwpHZ2u954mLpff5Jg9Q46XvgtXW88TPPfv4Nv3zpanrhvwMckW/8GQo5LeHeuwjhpHtZ5Si58Mg52sEVT+3O/oPOVPyltG0NcnwdDCvpwv/4H5mrrAPoVMZOYpixJmTGG2+uIujpSqoQkmuwS5f/97cc9jmPh2bmKUNOh4zJf7Itx0jwibTWj3toyEkihgZUJgkqNZfaF5F17t/J5lEzBvenlEX3ud7c3UdfqoSJfhxCXEI1KMSFuzMIuBsjqVP52QoWzud99HU7JkGpJGE6boc2sRaMW05IbQhEJnVbF5WeNo6LMnhYRGZPitHX3V+eIRivIcaX1JUMaUshPPOA56bn/6UqmmJAhwwng3vxqIlt3cCKdjYgGCwW3/hD/tMtQ2/NTyoQTTXJIoi1QTBjbn/0F9Q98lnDLkX7HyHKcYPUODONnp1oqbAsuJ2v5p4gHPFjnX4Jx0jyKP/1Tcq64g/yPfZe8a76KNrcM87RlBGt2jopc72RRuRUTm0hXY6YCfhrT6QqSYx+dFgdQIifHGRO+GUc2AKRisJLMrcxDlkkzahwuW/a3E5NkblxewbXnTcQs++iKpO/y1La48cQN2MTR6UfOkOHDgCzHCTXsQ9DokKNhIh0Nyu1xic43/kqks2HY5/LtU3rWTVMUFYFn+1uEW4/Q8eLvCNXtGfAx8SEiCqNdTUh+F6ZpS1NtTZLPRbi1mrpf3kr7878Z1HSv/dmf0/naX4Y99tRrOLABbeNWLjUo41VZHAMeJ2oNFHzsOwCE26qJeTr7FRO0OUoxwS51p0xxRwLv3rV0vfYgMVc7ov7Eisb60qkAhJoPj9i4RgM5LiFHggN6JgDkXvVlzDPOUVpPiiYR87lG9Plf31hHWYGFn352JgCqhCJOyp8CQEwWecL8GaxX3g0I1Ld6cHoVZcKxPBNAaZnJsRno7qtMiEroNMq8Mc/R//NNGj72RWW0AhDPJDr0I+lnoj7Juf/pSqaYkCHDcSIFvHSveAzXpleGPC7S1YQ2txSNLY9I2TwEQUBfNBnLnOUYKxad1BiSGdKhxgMgy/j2v6c8Z3dzqiocaa9D8rswTpqX9lj74msouf0Bsi/6FKC4PlvnLsdUsRBBpfSDG8bPJB7yD9vkcayIR0KovJ2ozA7kSGhM8p0zHD+yLNPpCpLrGL1igizL5OAkLgvo2vdhEkLYTOnKhMllDuwWHRv3tKY9bjhmZL7D2/iMbQO6wysob3wDqxiizpPuc1LT4sYr6zGSSXLIkOFEiXY2Eg/5sZ/9EQACVVuIdDURaa/Du/1t2v/762OeI9xaTTwcQI6EcJx7M3kf+SYqa06fIwRKvvRHij798/7P39Pa77YkycKGLn88qoThquR3EazfhxyL4D+wIa3l7mgDumNtOgxE1573icq903OVeeBiAigLS5Ulm0hrDTFX/2KCypJFXKUjX+Ue0cQZ98YXUv99Im0OkEimElWEmw+N1LBOiEAoSperv6eELMs88NR29hxQvgMDpTkcjUpvRo4EkaWRKdxEY3GONLpYNiMPX6J1JllMWHThubyQ/Xn+zke46fqlFOVaMOjUHGly4fSGEIX+BfbByLEb+rU56LTK9W4g36Pmzv7qg2QxYaBEhzNBfdKXFZvq+ek/Nqf5Q5wMST8TjTX3GEeemYx8ZleGDB9wkmkHocYDgx4jyzLRrkZM05am3S6oNeReecdJj0FltGBbcg2arGL8hzbhP/g+1vmX0fTwN1AZrWQvv41grbKrYZgwt9/jk+0Wg6EvVyrgwdrd6IsmnfR4R4pwWw0CMuaZ5+He+CLRzkY0toy0/HTD448QiUqjqkyQ/G40UpD3I5NYojvCPG0tlqOKCSpR4KwZhaze1kg4KhGNSjz4392s29nM126ay/JFA/8ddLz4Oxa3rSOi1uJcfQQEkSbzdF5sL+fKuIxKVMzGaprd2NQW1JEza6KUIcPpRPJaap6+DN/etTjXPo1z7dPkXP5FAGKuDhhChRbpbKD5799ORa5p88qU4n3xZPyJxAbTtLPRZhcBUHjrvUR7WlHbcvAd2IBv7zpkKZZKS+hLuKMORDWa7CIQVSCqifa0Eo/2FiSD9ftSqsOoM70wEQ8d3wI+0tUELfvZGJ7M2WfPweI6hKjWDvkYXcEEgnV7kKMhNPb066EgCAj2IgpCbtq6/JQXWI9rPAMRj4aJdDal/n2ibQ6iRocufxyhplOjTHhzYx1LZhTy839uYV9NNy/+8mpUqt4ijssbZvXWRmxxJ+czvNcpGhT1QjzkTy36T4akmmRczwbcdW8BoEq0ORj1Gr75pcuRZTllgDmxxEZ1k5txRVasZl3qWnUscux69tb0NWCMpZQJ2bb+vgstXYMrEyR/ejHBu2s1na/+mZLbf5v6OzndeWbVYdq6A2jUItPGZx/XY3373kObV5YWz3q0OeoHjYwyIUOG4yQpV4p2Ng4agyP5XMRDfrQ5paM2juyLPoV17nLMU88i5u6k44XfIogiot5Ix4u/w7trFfqyaan4uuNBncixDtXtHvmBnwThVqWdwzLrAqDXN0GOS7g2vZKJizxNSO7y5I5iMSHpSVKlrqAlZme2vhm1qv8l7ayZhYQjEqu3NvKN369lw+4WCnNMPPzi7gEnRFLAg2/fOjZGJrN55v9S9rW/UXbXI3DuF+gMqqhq7DUyq2l2ozLbEcKZHtEMGU6UQM1OVCa70gqYMBUEZRECIEtR7G//YtDrbSrNIFHoT07i9aXTAIHSL/+F/Ou/kTreMH4W1vmXYpw0H0P5DIhLRF0DewpEOurR5hQjqNTKgi0ew7PtTXy730E/biZqWy6hhn2p46PdihJBVzQZlTkLydtNsM/9x6LjpT8QV+tZHZqOYd7lFN7yg2M+RpNTnPJxGGixos8vI1/lprV7ZH6nIh0NIMfR5CrzG1FzfLGQfdEWTiTSXjvmLYvd7iB/fm4XP/jrBvYlFtH7jtqFbulS3q/uDuX2gQwYj0aVKCaciFfGQCRjGfWx3mvV0UWKvkkak0rs1La4aWjzHjPJoS85dgPd7hBSXPkc0pUJvZ9vnsNAca6Z5gHaHESjBQDpqDYH7+53lHO21w17PKcSfzCa8oSoaz2+lg3PjpV0vPgAna//Ne32mLsTQa1VfCU+gGSKCRkyAB09gdQF5Vj0nXQMpk6IdCmyOG3u6BUTkhgnLwRBJNxajXX+ZRR/7lcU3PJDSr7wAIW33nvC5zWMm0Wo8SDxaPjYB48R4ZYjSHor2pwSVCY7kcSCMtR0iJ6V/8Cz/e1TPMIPNk5Pb+b0UCTlkqPZ5hDpUnbGSisqqIvlUqLqHnBCOnNSDmaDhgef20WPJ8T9dyzl/i8tRRRF/vD0zkHPuytcxvjSbNRmB2qznTkVeQgC7Dio+C+4vGHaewIY7NmIsRDx2PGbPGbI8GEnULOLwOEtWOYuRxAEHEtvQFei9IKHW6pSu8GCHMe3bx2RrqZ+Bm8xl/I3qbLmIOqMqb5k67yLKf7Mz/vt1vclWfBPtjOE22pT0Y/h9jpCjQfR5o9PHa+y9O5Sqq25qIsqCDb3ehaF26pBVFF020/Iu+5rALT+64fDknnHfE4ibdV0FZ+DM27GYhxakZBEY+/twx6omGAqKMMmBuls7xrW+Y5FJJEkZapU4ipPJipT4ygkHg4QD43tRoA3EbXYd7HYtx0OoDVRbHb3KAXkwTwT+pIsOIzU60kqE3TR3nGqhliQnjevhLgsc6Cuhyzr8Is8Bdkm4nGZZ1cdZvP+tjTPhGSbw/wpeTz6/UuYXGqnw9m/LSSpmDg6HjKZfpJU9Z7u1LQof6sTim00d/gGTK4YDN+edwClvcl/aFPKTyXm6UJtyznuCNUzhUwxIUMG4PHX9/PDhzcSiR77RyPmbEc0WBBUmn7FBCnkx7vn3VS8lWYUlQlJVEYLhvEzEbR67Gddh6jWYpwwG21u2YCyzeFiGDcLWYri2frGaWPEGOlsQLL2SlmTvarhhIHTmZJZfabyvw+u528v7T3mcUllwmi2OUS7mhB0RubPraRBysZAOKUa6otaJXLWzEJEUeC7ty1k+oRsch0Gbrmkkn013f12HqKJYkK7ZGNice8OkNWkZVKJne0JM8f1u5UdyJJxyt+45BmZ3soMGT4MBKq24Vz3DO3P/hxNdlHKL0GbV0bxp+6HxLXLOu9SJtzzX2LWArw7V9D016/R/t9fpZ0r5upA1Jso+8pfKP3KQwiCMrUVVBp0x2jT0+SWgiASaa8j5u2h+dH/oeHPdxJqrqL13/ci6ow4lt2QOr7ok/9H7lVfVsaaXcQ7h0JEPd2E22qIeZ34dr+DacoSBJUafdl0LHOWAxB1H9vfJ1Sv/LZ2GsYBYDZqjvkYIC1uTj1A25+uUDFsjrf1N2o+ESKdDYg6I7qEEfTJKAKTZtRR58inTQyFL9C/+LvjUAeBUJR/v3mAmmZ3SpkgxpTr2fDaHJK78yNTTAiElGKCJtCBJqeEnCvvTBlqD8SkEjvf/uRCrlo2ns9cPX3YzzNzouIv8sSbB/nxo5sGVCYkzRyzbXp63KF+xXtRo0NQa9MUROG2mpQnSfLaerpT06wUEy5aUIoUl2nqGP5nmVSkxAMe2p/7Jf6D7wOKMuGD2uIAmWJChgwAHG5wEolKHKjtOeaxUVcbmuwidEWTCDXsT7uvZ82/6Xz5D/Ss+TeiwTwiPXPDIfeKOyj65I9H9Pn042eiL59Oz+p/0fLP7xOP9K9EjyWyHCfmbCduVMyoNDmlRLqakONSyg063HT4jDP6OVPw+CM0d/qoHYbsr9MZRKMWsQ3T/OlEiHQ1oc0pYfqkHLpVyoQ03Fo94LG3XzeTP/3PBSyY2ruDd/68ElSiwJqt6RGjke5mJEFDSGOjIDt98jivMo/DDU663UHe3d5EeYGFgnHjAAaVSWfIkCEdOS7R9sxPca59Gn3ZVIo++RNETfpvRe6Vd+I492Yc594EQDS/MqUeCNantw1EXe2obXkIgojqOPv3RY0OTXYRkY46AlVKMToe9NL+7M+R4zGKbvtx2mJd4yjAMvtCij79M2yLr6LOq0ElyDQ/+i0a/vB54uEAtgWX8+83D7B+dwvWeZcAIHmPPbcI1u1F1BlpJwejXj1g29ZAJJUYgtYw4IJXV1xBHBGTZ2QMlePhAKLBgjZf6X83Tph9wudKRuXFxnjXOqlMSLJ8uhlvVydvrq9h3zsr+dpv19DQpiwMrYLijzGc+VWyzSHSUU/N/R/Ff3hLv2NkWR52W0cwHEMkjujrwlSxCOuci475mLNmFvLF62cdlz9GYU769yZdmaBHFEgpHbJsemJSfMDIZZXRmjJglGWZtv/cj8riQJNbRrT7zCgmNLR5sZm1zK1UCnPPrzlCPD68zyse9KX5QoSbFHPRqLsT9QmaLzq9/Qs3pxuZYkKGDz0efyTVH7Xj8LEj5GLOdjT2fPRl0wi31RAPK4vsmM+Jb9cadCVTEDQ6dIWTxkzSpLblphIeRgpRraXw4z8i9+qvEG6uouvNv/U7JuruGLNMYcnbgxyLICWKCfqSSuRomFDjAcLNh9HklAByKq88w8hS0+wClEioY13YOl1BcmwGxGOYP8XDwUFj1Y5FNFFMUKtEPv3JS0BUE07Ib4/GoFNTmm9Ju81m1jF/Sj7vbG9K9Ykq522kR7AzrsjWb/wXLixFrRL5xT+3cqCuh/PmlfSZDGeKCRkyDIfkNcN+9kcouPkHAy7SLDPPw3HOx1LqumhWr5mZ2paTdmzM1YF6iFaGY6HNKyfSrhQTkgZ6kt+FNrs4rYWgL/riCgSVBme8/+I9nlXGc6uqeOndalTmLGWMwygmRF3taHJL8QZjmIfZ4gCgtmSDSo3GnjvgnEPU6PCZSiiSmtN+606UeCSEqNWjsedTfvffsS688oTPpbYnlQljW0zwB5WF8PKFZRh0aq5ufZAfO56jZ+ub3G55hwXaWvbWdFNRZscqBogLqpTqYCiSbQ6BRBHBteGFfse4N79K7S9uxn9o8zHPFwzFyBU9CLKkmICOIufNVWJEBUEpYiSVCRq1ih98bglXLVPmmMm2h253/1QksW8xIRxA8ruwLboK48S5RLtbkWPHbpM81XT0BMjPMlKSZ+aacyfwzvYm9tYcu0VIlmWkoA/DhNmYZ12IqDMSbNhPzOckHvCgySk+7rF0u4Pcdt9bPLuqikAoyobdLTiHkUZV0+we1nEjRaaYkOFDz5FGF6AsOHYcGlqKKEtRYp5u1PZ8DONngRwnULMTUC4Qclwi7+qvUPblB8m77u7RHfgYIAgCllkXYD/nY/j2vNNriBWXcG14nsYHv0rT3745JsY6Salc3KQUE4yT5iNodLg2vojkc2KddwkqsyO1u5RhZElK/wKhGG7f0P4AXcOIhYx0NVH/h9txb35t8PO8/Sidb/y13+1S0IvkdyUKSDCzogBdfvmgyoTBuHBBKT2eELurev/uQx1NNIUtTCjuv8ApyjHzySumcaBOWRicM6cYlcWBLKqIus6MftAMGUYTz85VQyYdQW90nDa3bNgFd8lWhJBMNRB6p67xWISYu3PQRf9w0OWPI+bpIli/F1PlktSCcKCWAQBJivPQ87v58aObcErpxQSVyUZ1axApLlPV6CKqMSEj8Mwrm3l+TdWQhVjJ70JlsuMNRLEMs8UBQBBVSuEja/DFZjh3CmWqTnrqT77VQY6GELTKLrXKZDupTRNRq0dlsqe1OfgPb8G99Q1ini5kaXQWn0llwu3XzeCpn1zRe7tHkbRP1rTiD0apKHOQo4sQUpmG9TpFvREQCLdUAYrK5WiCtbtBiuFc98wxzxcIR5miUeY++tKpxzz+ZLj7lrl8+sppyLJynU8qEwAWTM1PKROSbQ/d7oF8E6wpz4RYQiWqMtkxlM9AlqI0/e0beHauGtXXcbJ0ugLkOowIgsBHzp+EXfTj2bHqmJsociQE8Rgqk528q7+MbdHVRNrrCCbWCLrC/i1X9a0e7n9s06CxrcmW0bU7mvi/Rzfxs8e38D9/XJfy0hiISFTiu39exxsb64b3gkeATDEhw4eOUCSW9iOYdGe/4uxx1LS4cXoHr+Yp8S4yGkcB+tKpiEYr/oMbkYI+PNvfxjRlCZqsQlQGC6phVLHPFBzLbkBfPp2ut/5GuL2O9ud/Q8+aJzBOmossSbQ8fs+o7ywkzx83Kjs9olaPqWIRwYQSQVdciXHSfPyHN9Py7x8SrD92b3+G4VPd3Ns+MlAKQpJAKEprl39IvwRZitLx0u+RI8HUDk6/Y2QZ37738O5YScyTviuQlDv3TUvRFk4k0lo9qNIh3HKE5n/8b5pJ58Jp+ZgMGlZvU1odIkE/sq+bjriNK84eP+B5rjlnArMn5zBnci4F2SYEQSRusI95z++HFZ/Px1VXXUVTU3/J7MqVK7n22mu55ppruPPOO3G7My1Po008GqbjlT8T8ygGqF2vPUjLP78/9GMS/eRJFcCwEFWYZ5wLKIZuyYm9d8dK5FgE46R5J/YCAG3eOADkaBhdwfiUymEwtUNDu5fX1teyeX9bP2WC2pqbKjZKcZk/P7cHr2zAJPt57NX9vLR28IKn5HOhNtnxBSJYDMNXJgDk3/Btsi/5/KD3i9OWE5Y1uDc8n7ot6mw7ZuEnSddbj+LduxboVSaMFJqsQmJ9IjXbn/053W/9jcaH7sK1/gWizjZan/oJ3aseH7Hn9AYiiKKAQadOi0/UC0qRoVilzAsLc0zk6iJ44sPz/xEEEdHQ+52I9rQgBTzIcanXjM+tKGCTxoRDEQzHmK5tRJXdq4IbLdQqkeK83r9JnXZgz61s6+DKBJXRmkpzSCaMqEx2DOOVuPFodwtdrz142sr2ZVmm0xlMJVHpuw7yMfNWig4/S+QYmxVSSCkcJYuRxsnzQY7T885TIIhp6uGn3jrIS2ureeKtg7y/t437HxtYpZJsJalv87Kvppu5Fbl0OgPc+/BGWrsGVgXvPtJFMCxRWe44vhd/EmSKCRk+dDy7qoq7fvNOSu5X1eiiONfMstmKBGnX4cHVCckFg8aRjyCqMFUuIVC1DdeG/yKHA9iXfnT0X8ApQBBV5F17N4JGR8tj3yVwaBNZyz9F/g3fofCWHyBHQwTrRnfxHu1pBZWauL63SGOefo4yPpUGXX45WeffinXB5US7W+l685HT9oJ1JlLT7KasQHnvWzrTL2LeQIQ/P7eLp946yLf/uA5PIMLSWYPvkrnWv0CkrQZtwURCTYeIR/pPSmLuTmWHQ47328mIdNQBpMXI6QonEg8HBuy99e1dR/Pj3yPcfBj/oU2p27UaFefMKWbjnlaC4RivvbYRgPlL5vRri0giigI/+sLZ3PeFs1K3SUZHps1hDNi1axe33HILdXV1/e7z+Xzcd999PPzww7z88stUVlbyxz/+cewH+QFHluNEOhpSv62h+n34dq+m8/W/pDnYS0O0vyVNyo634J575R1kXXQbcjSMHAkSj0VwbXgBfdk09OUzTuDVKPRNa9DmjUulPwyWApFMqwGIkK4gUNtzqWp0kmPTY9CpeHdHEy7JwMwiNROKbGzZn/470dLpIxiOIUtR4kEvKrOiTBiu+WISjaMAtWXwxYMjN5uqWAFSd69HjPO9Z/uZWQ6EHJfwbH8bX59ignAScZBHo8kpJdLZ2O96LUfD+A9tovOVPxGs2YFn+4pBz+EPHp+CwReMYjZoEAQhTXpfqHIBUKzqQS9EKMoxYxWDdEe0w+6bTxokqhOL/3BLFY0PfoX2Z3+BHJdSGyOS331Mc+tAMMxEdQfGiXOP6/WdKH1jIPsqE/risOoQhGO3OaTiSs12YrKIZualqeNONzNGKS7z8It72H2ki0gsTp7DSNTdQft/fsIMtWKofixFRTyg/P4lfTO0BRNQ2/KQvN1oc0sQtXp8gQgvr6vmybcP8beX9qYSRGqa3fgG+A47vb1panqtins/v4Rv3jqfhjYPX/vtO/QM0Mrw/t5W9FpVylRzLMgUEzJ8YOl0BgfsD6xv9eDxR2hJ5ORWNTqZXGZnQrENs0HDnurBXdmTxYRkn59p6hLkaAj3+y9jmrIEXZ/FzQcNtSWLvGvuAkHAcf7HsS++BkEQ0OQUI6i1o2KuI8syrg0vEHV3EHW2KZX5PhJXw4RZiAYz2sIJCCoNKpONnIs/g+OcjxHtaiLSPjKGUx92guEYzZ0+lswoRCUKtHT5eO29Gr7+u3cJhWM8t6qKNzfW8dSKQ3S5Q/zo9iUsmj7wLko8Gsa95TWMlYvJuuBWiMcINezHveV1ulc9npK1hlsVOa7alqvsPvaZdEXa6xGNVlTm3slzUkIYaq5Kf75IiO6Vj6ErnIhx0vx+k5gL5pcQjki8vLaafTuVgtichUMbiqlEIW03K26wE3W1ZYpXo8wzzzzDvffeS15e/0VeNBrlvvvuIz9f+W2urKyktbW133EZTo7AoS00PfJ13BuVXvBkdHCkrSYV0QgJKfcgJBcbJ5K5ru7jQeDdsRLJ14PjnBtPSmqvMttTY9HmlvYqEwZpc+g8KhYvbOidtKttuTg9YUrzLfz9B5dy2xVTCaktWIUAleUOjjS5UotSSYpz9wPv8t81VUh+5T1R2hwiWEzHp0w4Fjk2A564ASHUa6Ar+ZxIfvcxfY9irg6Ix4h2Kwk28ggrE7S5JcRDPiSfK1VoShLpqCPUeABBa0CWogP+xm7a28rN33+dww3H3ulP4uvTStL3OcvUigpOFKBU1U1Rjglj3I8rZqC5c3iu/qYpZ6EtmKDMl0Dpm3d3EKjaSrS7GaRYImFDpqW2js/8+C3augf+DCS/B7UQRzvKqoQkObZeBUbSM+Fo1CoRh0U3cJuDwYIcCRGPBJF8LuU2k53fPLmdO9/Np/DOhwDw7lqNLMWIOtuQpcEl+2NFXYubV9bV8P2HNgBKrHXM1bux2Czn4j/0/tBtSkllQqJIKggCtsVXo80rx3HerQA8teIQj7yozDMuWVzOeXNL+OL1imqjbQClQV+ldHmhFZVK5Lx5JfzoC2cRDMfYcyRdtdnpjrJqSwPLZhejHaQYNBpkigkZRpyoq4PGh79O96rHiXmH/+M+krR2+fn8/W9zz1/W95MCtfcovUnVzW663UF6PGEqSh2IosCkUjvVCaO5gYi52hHUWlRmOwCGsumJHw4Bxzk3jdKrOX0wTpzLuG/+E8fSj6RuE0QVmuxiIqNQaY652ulZ829c658n5mztJ/MTVBryP/I/5FzyubTbTVPOAlGFb++6ER/Th5G6Fg+yDBWldvKzjLR0+nl9Yx1HGl08/OIeXttQy3lzS3jm/it5/N5LmVMxuBmaf/964iEftoVXoi+diqDS4N76Ot0rHsP9/su0PvVjpJCfcMsRUKnJuuhTSL4eAke2p84R6ahDl1eetoDQ5pYi6oz9ElbcW15H8rvJXv5pdMUVxDxdxCNBAtU7cL73HFPHZVGQbeTfbx4kX3SBIKLJOr6JW9xoVyZQR+VrZxhZ7r//fhYsWDDgfQ6Hg+XLlRi+UCjEww8/nPp3huMj0t1MpLNxwPtCLUpyTs+aJ5ClaEqqLfnddL76YOq4ZDFwIOInqEwAUtfeYO0uvLvXoCuajGHczOM+T18EQUi1N4h6U8p/IZmScDSdzgBqlYBWrUyhi77wB/7DVcpjbHm4fGFsFh1mg4aPXVTB/LmTkQMuJpfaCYRiqTaxTleQYDhGU4cv9T6KJju+YBTLcRgwDgerSYsfA+qoHxKF2WQBw9vezC/+uWXQxXK0RykixNydyLEo8WgIcQSVCcl2tUhXg7LYTqAvn4Gg0WGecS6Oc24EKTbgb+ymfcpOf3WzG28gQiA0tErhcIOTLfvbUiaXUp9z2sUg3Wrlcx+n6SbHqkEV9eOJG9h28NgG3QA5l91Oyed+hb6kEk12Ed4+O9pND39deW1lSmxj+D/fZmpwB7UtyhjicZkX3z2C2xdOjC3pOzA2yWA2c2+qSn6WcdDjCrJNqejMvqgSRbm6X31CiWoWRESDmfW7lO+QRzZhnnUh7s2v0v7Cb2l88Mu0PfuLExqrxx8hNIR3wPFQlfBOS5JrNxDzKhuL+2Z/nfcCE4kHPAPGTydJtm8llQlbD7TzrZVa7J/4BaaKhQBUNymf52eums5Xb5zD/3xiPjMSCoKB2hZcnl5lwrjC3uLrpBI7eq2Kg/Xpxq5bj/gRRZFPXTltWK97pDjxEPoMGQYhcHgz0c4G3F1NBA5vpfSOsZeaNrR5iMtwqL6HL/58JeMLbXz8siksnJafMjqpbnKRXIoke4smFtt4aW010Vgcjbp/ra27oY64LqtPjrUax7IbkIJetHll/Y7/ICKo+8svNTnFqQickSRpuug/sBE5FsEwbla/YwaaSKqMFowT5+Lb9x6WuRcjqNVoBtllyjA0h+p7ePU9JSVhQrGdolwzu4904Q1EcFh0rNjcgCDATRdXoNf1v6TIUgxZiqV2sjzb3kSTU4K+bBqCIKAvnUKwegei3ozj3JvoXvkPnGueINLdhC5vHKbKRQhaA4Hq7ZgqFiLHJSKdjanItSSCqEJfOjWtmCCF/LjffxHjpPnoSyqJ+ZQLb7S7Bff7LxGs24tl9kVcOL+UJ98+xOzcKBpNIYLq+CTGybjSqKt9zCZ9GQbG6/Vy5513MmXKFK6//vrjfvzevSPfrrVt27YRP+doYt7yJIIUw7vktv73Ve1JCft3bHwPXeMBknuZyfajuN5C55F91NkGft2G2iPoBJEde/Yp1vHDZNu2bYj+HmxA99t/ByBQcQFtI/D+ikWLEfLCdG7bBjEbmtnXsqeuDer6t00dqunGYhC58Zxs9tYFqDq4B682i66wHY8PejxBwn5X6nPXe4LoAx6iXmWh/PbaHcweb+JIq7LrWNfUyaFd1ZiBnUdaiMcF/O4Otm0b2JTtRAmrlF5+IeLnsf+uY05bBzYBVr71Lu8dyiPod3P1ov6tErq6zRgB5Dg731uFNRSgw+mmfoS+10LYhx2o2b4RWa3BBLiXfQGnMQumCPQIApq2g5iBPZvfQ7KmF3vb2pVFX0tTA7c+twurVuL7U/cTLp2HZO1fELrvSWXjIxIKsG3bNtTdtfQta8UMDty+IJN03Rx680lMgKw3s+r9KkrNrrRzHetv26h1oEsoOqLZ4xHDPohFaJJMqedcoKtl9/7DaCMtNHVFePTtDtZtq+bW83LwdijfmeqmNmKBsfkduf4sB2qVAP5Gtm0beJNIL4Y52BTs9/o1LW0kXRe6D25B1BrYvmNn6v71m3YyLmcmNtYQSLQcBur20p5zIe9v3opGNfzfg/uebCLPruHOK07cfBWgwxXlqbXpO/xtjVUEm3ZjBHqCYepiyoL/wHtvEy2aPuB5tA37MAF7D9ciN3TyyJvttPZE+deLG1hUYSYqyRyu72FRhZlyqzv13kViipfG1t2HMcbTf29qGnuV0gFvT9r7XWBXs31/E9vKeotnLn8Mu1Gg+vDYeoZligkZhk08Gqbr9YeIdDWjMlopuPl7qUV1X4J1e1E7CrDOu5SeVY8T8zlRm8fOCAR61Qe/uutcth1o59X3annlvRqmjs8iEFIqmTXNblzeMDazlkkldgAmltiJSTINbR4mJm5LIssy0bYj7I8UUhaKYtQrUyrboqvG7HWdrmizS/Dve2/EjZmSOyLJXly1o3Cow9MwzziXQNVWmh76KqLOSPnX/37ci8QPOys31/P7p3ciCoqbc45dT1GOia0HlOr8j75wFvc9spE5FXmDegx0vfU3Qo0HKPnC74i0VhNurSb70s+nVAWG8bMJ1u3Bcd7N2BZcTqSzAc+uVQiiCsusC3qLBAlDzWhPK3IskuaXkERfNo3AkW3EvE7UFgfu918iHvLjOF+RGKZ2wDrqE+0QMoGqLVx+9nl4AhHyGl5FVzDwRGEoJKNdGZuzDX1xxXE/PsPI0NHRwec+9zmWLFnC9773vRM6x4wZM9DpdMc+cJhs27aN+fPnj9j5xoLGrf9ElsNUDDDu+nUPIhvMxIM+pk0oxes6QMDsoPgzP6fhj18EwDJuBuH2WqYM8ro7WzcRMNmYP4jKZCD6vo++XBMdz/8GgIoLrkObSHUZWc4a9J6nN6yjJN/EVcvPInn139Gk41ebrudfZ11M9JXXqJhYxvz5kwFwyx10V7/HRYum8MjbXYj6bObPn07b+lqgC39EZFxBDl2AqWgKcIilC6ePeM/z5nV7wQ9hj4fnN8ic5VCKGXG/D8jD4chm/vz+vfldHdtI7t1PzrfSEY9RWFqOY4S+17IsU7/hbxSYVAhqNR6VhjnnLE95DwCEmq207HyeycV5mCrSn/etPZuBIAVFpYCTiTSga9yBrnEHedfejWna2alzeQMRQFkgN3RGmD9/Pr79ITr6+ABXTJtM0JWNrXYH7H0VgPzJU1m1PcK8efNS167h/G37TTHa/7sPgMov/Tp1e8zbQ8PWp5QxxfXYswuYP7+SwM5moIPDzSEOdpqwaoEQTJ23GO0oR0MmGc7HWu85wvbqfVRMnZmmoolVTKClcRMxZxtqTzvavHGUzZoDiQJOTkEZ8+aW0HJkJaGGfUSMuWgDnTz31hEuu3QxNy4f3vVTkuLwZBMdruhJ/75+7Tfv4PT1tlFOKLax9KyFdL25E5/exPx5s3n+fQ+ySkeRNkrOIM/nDNbiBOYuPhtBrUG7Zg0Q5XA7fOTSqXz+fsXz45wFFcyfX5r22Kw330LU2fv9/T37/nuA0k5yybIZaarPfe37eX7NEWbMmpPyt/jrG69TWpg1KteccDg8aLE90+aQYdgEa3bh27sWORokWLODaGf/iqUclwg17MNQPgNdoeJcGhmD2MCjae8JoNOqmFhs46aLK5k3JY/6Vk+qyOCw6KhucrHtYAfzKvNSefITS5Rdxb7O9UkkbzcGOUBtJJv392Z6cfuSjOhL9lSOFNHuFgStIdXPejzyc1PlYrIu+hTWBVcQDweOOzbww8q2g+1878H1PPnWQf783G7mTM7liR9fwb2fX4IgCBTlKLtbleUOxhfZeOi7y7nrpoHNoWQphv/ARqJdTUS7GvEdWA+iOuXKDmCZezE5l30hpTSwn/0RkGXFWb1I8UEwlE8n2t1CzOsk0qGYIWnzyvs9X1I6Gmrcj+R34978GqZpS1NeJhpHgdL+sv895KgykfYf2ozdouPzl5QT9/WgLRg4xWEo4gY7QMaE8RQiSRJf+tKXuPzyy7nnnntOqof+w44U8CjmcEf1B8d8LiS/C+ME5e9d8jmJ+ZyoTHbU1t6FryanhJirg3hs4AhZKehN9RWfCOapZ1Pyhd+RddFtaLKPP7v9ZOkcIPq2KNdMKCKl5Oq2Pp4HSbWSEPIyNUdi2v4HibraU7JmlzdM2K3sQCZU0JTmjXwa1OIFUwBYuakZLTG0grKASprWtrd3E26t6fe4cHttSnkZaVPuF0Zw00AQBNS2XGKebiJdTWiyi9IKCQBqazagzMP6jS+qvA5D7VpuMm5gpkZp0dFkF9Px0u/oeOEBZDlO4Mg2tuztbaNI9qon2xyMkxILMFGFrWIeRJT5YuEnfoSYN4mYJBOODG2YeDSmKYspuOUHFNx0T9rtfRVsRiGC2xchGI5R3eRK3f6fFYd6TQxPM8VbSb6iP2juSG+NUVsclH7x9yAqe9Uqs4OmPsd0uZTrrqlyEQArAoocv1jdw/7awf3KjqZ7AOPBEyWpVr5wgbLAT85xYt5uVJZscuwG4oiErCWEmw8TbNhPuLWarrf/TqhZafuSAh78BzYi6k0Iag2hcIyGdqWdq7bZzYpNyrzFqFcza3JuvzEU5phoHcA3w+kJcc6cYv52z8X92kcryxxIcTntO+MOSOQ6Bm9PGS0yxYQMwyZYuwtBoyf/hu8o/27Y1++YSFst8XAAw7gZqbil5OR/LGnvCVCQZUxNKMcVWnF6w6m+qCUzC/GHYngDERZMzUcK+Yn2tFCQZcKoV6f9cSYJJXKD62M5rBlE+vVhJbkzFOkauM/2RIn2tKLNLsI89WyA44pGElRq7EuuwbHsBgCC9fuP8YgPBzEpTjQ2cHyiLMs89so+DtT18NTbh8ix6/n2bQswG3oVHYW5yiTi7JnKLsnR0Vp9CTUdTKlKAlVb8R/ajGHcDFT63ugslcGMdf6lqcmjxp6HZeZ5QK+poiHh1B5q2Kv8nghiWixkEl3hBAStnmDdXnrefQo5FsFx7s2p+wWVGo2jgGCNYg5nmr6MYN0e4iE/4YRZZ9/4pmGj0qAyZxF1jW48aob+3H777ezZs4fVq1ezf/9+3nrrLa699lquvfZa7rnnnmOfIEMashwnHvQhxyLIkXSDNSkR0aorURalioGfK+VjUH733ym76xG0uaUgx4l2tyDLcqooEajaRvPj30PyOU86OlmbW4p9ybVjXjTy+CN0uYIU56bHWiYXIMkFkc3Sq25RGZWFoOR3s8RQT060jZ41T6T1SPvbGlBZc6jvDGExarGZR9YzAWDWrInKeCJ+ymy9haJs0YtVHeV894s0//1baUWgmM9FuLkK05SzUZmzUsWGkfRMAPCJFkLODqLdTanNib6oTDYQRGLenn73eRL+Apb2nSzS1TBV00Js/NmUfPF3mGedT6B6O853/0Pb0z9l7QsvolWLPP+Lq7g8Ef8bDyiLvmQalzanBMMExYRXNFrRl03DlLgG+o/hxzAQxglz+kWX9i2WOEQ/bl+Yr/x6Df9dc5TXSNCDhApBN/YLxKEoSXz/mzp8SFKcSLS3yCKo1BBXFMDGSfPSCg5d7iBHGl2op19E4a33skeejAx8xryWUHMVzmEWCTp6RqYFyBeM4gtG+fSV0/jIBcp84+pzlDlAzNON2ppNllX5rjv1JYRbj9D6rx/Q+sR9eLa8Rucrf1LOs3ctkY46cq64g+89uJ4/PruTeFxm2ewipLjM0ysPM2tSDk/ff2XqfH3JcxjodPZ/TU5vGIdFN6B/RWW5YkZ7sE7xWwlHJQLhODn2kf3bHA6ZYkKGIVF3HKHz1T8jSzGCtbvRl01Dk12MypJNKFFMSLo5AwQTUmR92QxUBjMqa05qkj6WtPcEyM/qXbCUJ4xLtuxXJvtLEwshUYC5FTm0P/Mzmh/7LkgRJhTbBlQm+BsOEZNFPLo8dld1DvtH78OAJktJWRjpuJ9oTyuarCLsS28g+5LPpVI0jgeVyYYmpyT1ff2w88t/beUnf1d6FWvaQnz7j+tSxlvbDnZQ3+blqzfO5k/fuoBffvWcfkZgMydmc9PyCi5ZfGyPEP/hLQgqDZrsYtxb3yDmbMNUufiYj8u68DZyr/5KalKpLRiPoDMSrNtLqPFgIkGkf8uKIKrQl0zBu+NtvDtWYJ13ST9pqHJOGbUtD9uCyyEeI1C9PbXj1jcm7njQFU2E+MBFmgwjy+rVqykpUb4bjzzyCDNnzuTiiy/m4MGDvPTSS6n/3X///ad4pGce8ZAfZOV7HEu4sSeR/Mp1MblLHXN3EnN1oDIpbYwqkw21JQtNlvI3F6rfS9Nf70oZM3p2riDcdIhwyxHUtrGLLRtJ9tUoxYLpE7LTbs/PVib7VYmNCHsfI7vkLrQUcFOgVt5DX9UOdh9upThXmadEuppQZRXT1OGjNN88KkWS5DhuNr3PEodSGPLFdUzStHOf9RkmqRTFpdRnwR6o2grIGCsWoskuItymKPxGUpnw/JoqNtdFCHc2EXN1Dti2Iogq1JastMSQJEo8nowx3IFaiGMUI7RrSxAEEUPZdORoGNf6/wJK9OOPP78AldQ7b5UCbkS9GX1JJWV3/Q3zzPNQmx0Yxs/CPG0ZgiCmigkDxfedKGXfeJx3wtOxiQFkdytZXmXDKsuq55OXTwXAKAeIqEfn+3Ay5GcZUasEVm9t5JP3vcUdv1iVtkkR1yvfNfOMc1MqgiyrnoY2D//zh7W8vL4B/biZdHpiNOYpEd+z43u57UdvpSUYDEZHn4V3TOp/3Q231abWLkPR3KEUkorzzJQXWHnlN9cybXw2MZ+TqLMNtSUbrUaFzaylVejdzIqHleePOttTPk6i0Uq9roI91V2s3aEoYM6d26ucOnvm4G26OXYD3e5QWvxoKBwjGI5htwzcdme36CjINnKooQenN8Qn730DUMwjx5pMMSHDoAQb9mHe+V+8u1bjXPcM0Z4WjBNmIwgChvLphBr2E2zYT91vbqN79b+QJWVSrskpSeUd6/LKx7zNQZZl2nv8qYs79Lqg7jrciUmvZtqELFSiwJRxWcgH3yXUeIB4yE+gaisTi+3UtniUnqw++JuqaJKyuHzZZOIyvL157BUXpyuCSoMmq4BIHyfmkyUeixBzd6LJKkJtcWBbeMUJX1ANZdMJNR08Zqbz6UbSM2KkkOIyOw93sP1QB+09Adbt83Kgrof//fN7bNjdwjMrD5Nj03POnBLKC6w4LP0njBq1ik9cPjXlhD0YsiwTOLwZw/hZmKaelZigChgTrsZDoTJaFL+ExOctiCoMpVPx7lT6LM3Tlg36WMus89HmjSPvuq+Tfenn+t2fnKjqy6aiK65AZcnGs3MV4bZa1La8lBPz8ZJ33dfJufKOE3pshgynC1KgNyYvKbFOEktKrq3ZiAYLrg3PEw/5UCeUCUmS7WjdKx4j2t2itEdKUYJ1exJHyBjGDx2/errhD0bZvL+NvTVdaNUiFWX2tPuzEr+Vdck2B/PAygR7SPlNF6IBJpl83POZxWhUILtaeOtglKpGFxOKR0fSLqg0qGyKxHpRVDEJqI0p/1bRe22MeXrl5sH6PagsWWjzytFkF6Uc60dSmfD2pnpkUxYaQQLkAZUJAJqcUsKdDbyzvSkV+712RxM9njBmIYRB7l2Ebm5Vrk9He+ssNjehf+5u2p7+aeq2UHMVmhxl0ae2OFJeYIW33ktO4hqSUiaMYDHBG1XTFrOgEmQucz7NHZZVTNc0UlZgYd4kO/miC4sQQtKe2DVpNFGpRApzTOypVsyYO5xBNu/rVeb9tO0C/uS5mFavTEunD61GRXmBhV1VXUhxmZpmF95AlJgUx115Nd7cqUzXNCEQ53B9egrcs6sO8/UH3kmpnDp6ArT39KqmkskXfelZ/U+8u1YPqKBOEulqIvbGr9AR7ac06nrjrxCPp9ovs20GaiJZacdoCyZCPEbM3UmkqxFtTimrtjSk7jfp1czu09IwUHtDkmybASkuc6jeybf+sJaOngCuxOsaaB6WpKLUwZFGF/trewiGlb/hnEwxIcPpQsznov3ZXxA32NEVTkxVdQ3jFTd9fdk0JQrq5T8A4N74IvW/+xyh+n2YpixJnUebP55od0uabE6W5ZRJ2mjg8UcIhqU0WZDDosNi1BCJxcnPMqFRq7jtimncem4h3Wv+jX7cTFTWHLy71zCpxEYkKtHYR5olxyXkzloaYtnMnpzL4ukFPLuqKuXBkEG50EdHsM1B6eOU0WQN33RxMPTl05EjIcJtvSoZye+m642H8R/eMsQjTx2BI9tp/MtXT2p8bd1+Gtt7FwcNbZ7UBee51VXUtoe5YL4ycfvZ41s4UNfDtedNGjDJ5HiJdjUSc3VgnLwA4yTFaE1XUnHCZqzGikUgqsi+9PaUHHUgzNPPoeT232CevmxAg9jkRFVfMgVBELEtupJQ3R4C1TtOyC8hiajRIapHXpqcIcNYEg/2xuQllQhH/1tlsisKBkDtKMAy9+K040StAZXJ3vtvjZZQ40HkSAhEFSBgnDBnVMY/0sTjMk+8eZBHXtrDjx/dxGvv1TJtfDYadXpPv16nxqBTp1RefT0TRIMJBJFQ40HUgS62xJVd55vmainNt3DlTDMaIU5rzE4kKjF/ysm50w9Fyed+TSR3MnJQ+SzrY/0XOLFEO8vWA+207NuFmD8ZQRDQ9vGnGCmjZVmW6XQGySrqPfefV/Wk7dAm0eaXE+ls4oEntvDKuhp8wSi/+rfibl+g6v2uSoisq5Np6vCmtcNtDY/HKrkgHiPUeIDu1f8i3FZDpK261y9hEMxDFBPW726hqcPb7/Zj0eEM0CMpi1izoCyOb807xP98fD76g2/ybdurFKhcYLAOcZZTR0nC16M030yO3cBb79cBic80bqUqVsgdv1jNGxvryLbq04pk9W3elLo3y6pHKKrALIYp1/T0i2n85+sHONLk5pr/eZlv/3Edn7t/Bet29qpgnZ7+xYSkh0uwdjdS0EcgEOKt9+tSRSiAthX/xtB9mJn6FgqyTWmPD7dWY5qyBF2h0hqUYzPQ5FWRdcHHFUNnlZrYZKUdM9rTSrSrCW1OCbWtvb+fZQXWlFG78n4NXhTKsSl/T9//6wYO1jvZerA99boGUyYoz2Ghwxmkqc88r68qe6zIFBMyDIhn6+vEQwF8cz+K44KPA6AyZ6FJ/DAnjc5i7k5yr7yDrAs+gTa/nPwbvoPj3JtS59Hmj1N6JzsbifmcSEEv3W/9jbanf0rHC7/pZ/A0EiQX+H2LCYIgpFod8rKUqt1HLpjERE0ncjhA1vm3YplxLsGaXUxMqBerGnqLHeHWaoRYmPpYDrl2A1+4fiYC8NDzu0flNZyJ6AomEO1u7SeNPVGi3YrkckSKCaWKyU/g0CZkOY5371oaH74bz/a36Hzlj8R8o1PYAogf1Xc8XDzb3kz8/xsn9HinN8R3/rSO+x/blLrtYJ0iX83PMvLmxjoAPn7ZVB78zkX86q5z+NVXz0n1C54s4Ral91NfPgNd0UQM42crbQUniGXORYz7xuPYFlx2UpJPw7hZGCbOSykkrHMvRtQZkSPBE/NLyJDhA8RgygQp4CHa04Kg1SNqdKlWiKJP/hiNvX/srrrPbfFwAN+BDaBSk33RbVjnX3rGRKg2d/r4z4pDrNqiFMrzHEbuuKF/RDEomxag+Mj0jckVBBGV0Yr/4EYEnZHln/8KcY2RYlFRAFw7XZmKuzU5aNQiMyZm9z/5CKEymInmV6b+XS/1/+wkbzfhqMQfHluNDS8v7pdZubk+zexypNocXL4wkVgcU1bvON6rlRKtC+loc8sQZIk8lYeWTh87DystD7deUsmiIqVIHpFVCI5iJFTsr+1BUGvw50znoHkxnXFl8Wtbcg2gbIK1Pf0zgBMuJrh9YX7++BbufXjjcb/2jp4g1bHewlFdLAdzsBWzOka8dgtqIY5DFUDIPz0TgpKL44nFdi5ZVMbOqk7aewIpk8W+ZNn0LJzW2ybQ1u2nJeEZkmXVI5mVz39KVozDDU48/gg3fu811u1sprDPQv9gQrXQ2O5LtRJ5a3bT8Kc7iLq7eHNjHdVNrlR7g/fAJup/+yk2PPpb/vTsLrYf7DVJbvUrf6PXLMxO20CJR8NI3p60uWdluYO6Vg++SRfjWPpRxn3jcf61WykoBhsUZbMmtxSXN0x2ojCQXHPceukUPnv19CHnLdkJNUHSe8LlDafaPRxDFBOSKVpbDrSj06r4zPLcAf0VRptMMSFDP+KRIJ5tb2GsXETcnINh3CxM05ZimXNR6o9Bk1WIypqDtmAi5hnnYj/7eoo+8X9KJnyf3UBdvuK43v7Cb2n4/eep/+2n8Wx7E335dEKNB/DtfXfExz9QMQFgXIE1cXvvD1NSRq7NLcU88zyQ45jbdmDSqznc6EKWZbpWPEbLP3+AJGqojuXjsOrJcxi5cXkFWw+0p5kofZgxTl4AKKqTkSDqHLligtriQF86FdeG56l/4LN0vvR71NYc8j/6beRohO63Hz3p5xiIUPNh6h/4LJ6dq47rcVF3B4Ej21GZ7ARrdhF1Hp+xnxSX+fW/t9HjCdPc6U/1Fx6sd2I36/howmhoXL5i7GM2aJhSnsWUcVmDmikeL5HuZlCp0TjyEQSRwlt/iHn6OSd8PkEQEHUnL99Tm+0U3nxPSiEh6oxY518KgO4klAkZMpzJBOv3Eg/5kQJ9dnj7FIbbnv4pvt1rUoqD7Is/g3n6OagtWQxIosiebGfw7XsPQ9k0bIuuIuey20flNYwGDW29xZXZk3N46LsXUZQz8A6jI2GsVjzADmSyMJN13i1kFxZgKpmMd+dKWv59L543/oTalsulV57HTcsr0GtHN7U9UjSN7Es/T+kdf8RaOrHf/VFPN3uruygVOwE4FMzm90/vRF/SW4QYKWVC0kjPUjwOgH/7lgIM6GyfTPApVDkJhaN41j/HReYqblxeQb7KTTCu4dXAXLLOuhZBgJWbG3jgqe187/B8/tJQyRZmk3vt3WRd+EllvgdIvh5Eg2XAdKC+DNbmsGFP64C3D+u1OwPEUFE99bNURfN5MzgbkGl88MvE+rQ4GqacfdznHguSrQHji6wsX1SOAKze2kh1s6vfsVlWPVPKe1WJsgy7j3Sm7pP1yqJ4vD2Oumk7e9asJBiO8dsntxOOxnBYdKl25Qp1C9+xvsw3JytJCs6d7xBzd7DpyUf483O7+OHDG1MJHXGX8vkUuJUWq6TnCUBnSCkGlFl7W5plWU6Zxvc1/L5kcTlqlcgbiU0YSdSyszFCWFbj3qAot3XFFbi8YeZV5qFRi1QmWqFuuaSS68+fNOR7mWNLn9u0dvt72xwGMGxMUlagvG+H6p2U5Jkpzxu5WOPjYdjFBJ/Px1VXXUVTU3+DtZUrV3LttddyzTXXcOedd+J29zevy3Dm4N21mnjIh33JtYAyic+//htkndfHFV0QKPr4vRTc9L0BpcRJ1I4CRIMZye/CvuxjZC3/NPk3fIfCj9+HrmgyPav+STx8Yju3gzFYMaG80IpBCKeUCaBED6osWYhaA9qcErR54whWbWVymYPD9U7CTQfxbH4V87Szeaf0i2DqrWAmDZhaMsUEQLnQq6w5BKqGJ8tv7fITjQ3uYRDtbkFlsiPqR0ayVXjrveRceQf6kkpyr7mL4s/+AtOUxdiX3YD/wEZCjQeO+5z7arq5+4F3eGdbYz+FiizF6Hr9IeRYBNf6/x7TryHUeBA5sdvn3aEUH/Jv+DYIIt6dK49rXOt3NbP7SBfXnqtMFHdXKRftg3U9VJY7WDanmIJsI2dVjl4vZrSrCU1WYb+Ir9MR21nX4zj/1lQbV4YMHybi4SCt/76Xtv/+KuVsL2j1qQVwzOcknEgzSqYw2BZdRd51dw96TkGT2KUfp8TvyeEAhokDR8iezjS09cqWS/MsqRjpgUjuIBYPUGywzr8Mw7iZWBdcBii746bpy4i5O1L3L188jpsuruz32BFHVGNbcDmarCK+c/t56CcvIvear9I67eO0xOz4u9qpanSRr0osyGxFyrxH0zt3EkbIM6HDqcz/cgvyWDXtXrZElGtW+0DFhJxiYqKWyeo2Cjo2MsW5lmu0G5GDHmyxbtriNraKs8maewEOi44DdT2s3trbennlBdOwzDgHQRDJu+YuTNOUwoW+uOKYarekXN3XJ82hoTPMf94+pJxDd/wFoHZnAItRwzlXXsobthuJZE8GQSQe9KIrnMh65rE+NJms4oE9JE41k0vtiKLAtAnZ5DoM5GebaGr3pkVBJtFrVahUIr/4yjK+92lFFbirSmmncVh1yGodgkZHRTZ8Qr+Gwl3KBk9MitPjCbN8URk3XqQoNJYXuSlSu7B378Zi1NLT7QIgp3sHKiQ8/ghNjW3URnOJyMr8wy0p393dR7pSY/J4lO9YzN2Zus27cxUt//hfIH0jy27RMWWcg6oG5bmqm11EYjLbwsoGhGXuJcRspcSkOGUFVh753nIuXHBsk+ok1j5tUTMn5tDa5cfpCSMI6S1TR1OYbUKtUr67R7dqjCXDKibs2rWLW265hbq6un73+Xw+7rvvPh5++GFefvllKisr+eMf/zjS48wwRshyHPeW19GVVKZVoQdCk1XUz3jpaARBpPjTP6PszgfJOu9m7IuvTqkXsi74OJLfTbB29wi+AqWYYDFq03qVACab/fzU/gwT4r3GidGelpTzNCgxNqHGA0wtNlDX5qFn40uIBjM5V3yJRr8uzdgk+Yf7QfdNkOLysByMBUHANHkBwdrdaQkfA+ELRvnKr9fwmye2D9omEm6rSZkijQSCWoN1znIKbvxfLDPPSxXBbIuvRtAZ8exYyb6abr71h7Ws3dFbNA1HJb75+3d5Z7tyWzTWG634zMrDVDe5+c2T27n7gXdZubkh1evp3vwqkY56LLMvJOZqx7d3Hc73nsOz/e1+rznUXEXLP+/Bu2s1shTDu2sVxknz0JdUYpw8H++uNcdlHrm3uhujXs1nrp6O3aJjV1UXbl+Yli4/U8ZlYTFqeeR7F1NZMnpGPdHuZrTZp+ck6GhUehOOpR9FUPVPiMiQ4YOOFFIKCKH6fcR8PQhqLRp7XsojIVi7q/fYo0wZByP3yjuwLbkmzXDVOHHeEI84Panv04tcWjB0nGVy93ogZULOZbdT+PH7Utcd44Q55F/3dUrv+BMFt/wQ26KrRnDUw0evVVN043ewzDyfwkUX4YybCPV0UNXgoswURGWyc+X5U4nG4rh8YbIvUQwJVcYT6+P/x6v7+MFDG1LeEkllQp7DwHXnT+bsWcoCrrW7d14ViUo88tIennunlg7jJGZqG9G5FP8jGYGeNU9gjnTSLtmZmOjLP9qE7tufXMBHLpicdluyrU13jLkugEYtotOq8AWUuZAsy7y2xYUoCiyYmk+3O0Q4enwGzx09AfKyjOh1ah64+zx+9fWLKLn9N5Td9QjFn/0luyzn8FzwrDQzz9OJsgIrT/34cqYkIgodFh1ObxiPP9Lv2GSk5rTx2cyfko8gQGO7F4tRoyhxBAG1JQtdZ++mjiD0zpMcFj1zKnOZPiGbKYXK+xH3uXj0exdQqFH+RrWCxON3TGLWpBwI+9DlFCIvugV33ECO2s/NyyuobnLR3OkjFI4RCSYSGXp6lZ/J9lLoH0We5zCm4huTLaNvCOfxasEXybns8zi9ScNEHdk2w5CFx6MRRQG7WcdZMwspyjXR1u3H6Q1hM+lQqQZfqqtUIjMn5qTGd6oYVjHhmWee4d577yUvr39vVTQa5b777iM/X+n7qayspLW1dWRHmWHMCNXtJeZswzr/shE7pyaraMD+SH3p1EQm/AgXE7rTkxyS5ITqEQWZrOZ1gHIxiHa3oMlOLyYgx5mqbcWBh2DVVqzzLkXU6OhyB9MuUA6LDq1apG2ACvoHiVfW1fDZH789YA+jJMXTDG2MkxcgR8OE6vYOec4t+9uIRCXW727h3R39EyBiXieR9loM4+ec9PiPhajRYZ6+DM++9fzowdUcrHemCgcAKzfVc7jBxUtrlUisX/5rC1/99Wqqm1xsP9TBzRdX8rWb5hKNxfn90ztYsbmBeDSMa+MLGCfNJ+eKL6HJKqLzlT/ifPcput74Kx0vPpBWcIkk4lO9O1cRqNqG5HOmTM0sMy9A8rsIHuM97cuBuh6mlCstC7Mm5bCrqpOdh5Xq+9Rxg8iSRxA5FiXqbE/rsc2QIcPpSTyYuIbJcfwH3kdfNh2VyZEqHATr9qSUBkebMg6GxlFA9kWfShmhqW15p/3vQW2Lm5o+sdCyLFPX4ibXYUAQFOf0oQgl3dRtw9+1F0SVkpKlGt3WhuFQXmChEwdqXxs1jV0Uaf1osgpTKs/27gC2hVcw/nvPnVCbQzgq8d81R9hZ1ck/XlVc9ps7fZgMGox6DbkOA//7qUXkZxnT5lX/XV3Fy2tr+OfrB6hWTcAqhpihaaRZLMJ+9nX4dq9GE/VROWs6P/icEj18dDFh2vj+LXz6UsUIM6meORYmvSbVzrC3ppt2V5SbL67kvET8X8dxbix1OIOpBaAgCGjUItrcslTrkN2sw27RjVjr4WjQd9POYdXT4wnhHaCYsKiPX4JWo0p9PmUFvUUplSWLaJ9EsLuv6y3+2C06LEYtP//yMgxC8vwy6pCLPJWX98MTkRGItxzk/juWkqOXmFJZRsXy69ihX4yGGJfNsaHTqvj3GweoaXGjFRRfhWRLbTwWSUvQOloVm+cw0u0JEY3FqWl2k2PTM7nUTrVbiyCqcHmPbZg4FP+871K+e9tCCrJNuH0R6ls9wzrX9z69iM9cNY2rlp66Ns1h/XoNldXscDhYvnw5AKFQiIcffphPfvKTxzWIvXuHP0keLtu2jUzf9ocN084XUGv0HA7oIPEejuZ7abYV4zy4mfrckduxqG7qoSxX22/cxr2b0AGh2t3sWLsCWaPHHvLRHojTkDw2Hsem1qNq3MyVBi8yAnWaYmq3baO920+RLf39sBpFDtW0sG3b0DvxcOZ+Jzfu6CYYjvHgf9Zz+Xx72n1/faOdomwtVy9KTLLiMewqLXXvv0kfU/B+vL62C4tBxGZU8+dntqMKtWLU9dY2tU27MAH1UQM1A7xvI/1eqnTFWONRLnA0UGeayf6aTrZu3UpchqfeakMU4Uiji3+/+B7v71V67r77p7UIAhSZPFhVfj57oZVfv+DnvW2HKepYgynoo91RSfOOnWjKlqCPridYcT5qTzvsf4dOSU94vDLxMezfih4INx+m5c1HEfQWDrpR/gYlsKu01K99iYBz6MxkgFAkTl2rh3E5yvtk1wZwesM88NQ2cqxqfF21bHPWjdp7CSB6O7HJcZq8UWrP0O/98XKm/n1nyBAP9cqSJV8P1ss+j//g+6mJdbjlCIbyGahtuRgrFx3XuUWtHrU1B9OUxSdlnDoW3P/YZtp7Aiycls83b53Ppn2tNHf6+crHZrNkRuExd4hzHcoCaaDNjDMBlUokYi9HDOzFEGjDbnajdkzqLSY4A0wdn3Xcn6PbF+a3T21n/hRlQ7Iw28T7e9u4/tuvEJPinD8vXcFWmG1KKyYcSOwCCwIcCdg5B9AIcfKKCsk6/+MEDm8h2tXE1NnTU34Tpj6LXKNeTdYAfef6kkrKvvowauvwDC9NBg3bDrbT0RPg3e1NaNUC588voTZRgNpf20N1s7vf6xmImBSntcvPwqmDJ3dctWw8nc6CQe8/3ciy6tlxqANvIEJ+lpH2ngCCAE/+3+Up1U6SwmwTnc5gqucfQG1J/xzOHqfigcR/9zUhjId7vxuhpoOo5CiT5s5D1yPjP7QJ29nXIUeCqAwWVKLAzR89l7an3sEYcXLhgjJWbmlgQrENHcp8Sg4HiIcDhJqrkKNh8j/6rZTJfF/yHAZkGbrdQepbvZQVWsnPMqZMIYdjmDgUgiAgCLBwWj6Pv7afg/VOzpt77O+SXqdOqW4aa49x8CgxYqVQr9fLnXfeyZQpU7j++uuP67EzZsxApxs5Gc+2bduYP39oZ9YPK1LIT/Oj38Jx7o1YZp4PKLGHPWv+jcpgpaezCuu8S5m0SFnkjPZ76Yo107PycWZPHofams3hBidPvHWQOz4y64T6f7pcQTyBJs6aO5H589ONhRo3/wOxaDLhthrKIi2Yxi+mBZgwe1Gak2974zzEg+8zXxdnn+0crl56Hv5glEisiWkVZcyf31stHbfjfXrcoWO+R2fyd/KRFUr//o7qAHfevDR1UfYFo7Q++Trt7hh33HR2asLRWjUVnb+baYO83lA4Rs2zb3LJonLOm1/Ct/6wjpiugPnzeyOc2mpXEbZkM/u8/s79o/FedjoDHFj3IsvsDZQt+AgPPb+b0gnT2FvdhTvQzFc+NocHn9vJy5vdaNQil581jpfX1XD2rEIuOKd3cl25fSNOb4is7oPEsoqYfO41icr9fODjqeOa/9GKpusAJR+9A0EQaNn/ElJWEVFXByp/N45zb2LSwl55cEfb2QQOb2bK7FkI6oGl+C5vmEA4Slt3AGjhorOnM6cij9LxAV7etIKCbDM/vXNp2qRqtL6XvgMb6QAqFyxDV/jBT0gYrfcxHA6PSrE9Q4a+JGMeAQS1Vmn3azqI5HcTDweIdjVjnrYUxzk3ntD5iz//6xEz7BstIlGJDmeASaV2tuxv563363nlvRoqyxxcvKh8WJLlWy6ppLLcwaxJg+fJn+6MnzkbNr3GJE076rAHjaMAa6JI0tDmIRqTqG/zMqnEPuxzbtrXxvaDHew90oXJoOFTV07j5//cQkxS2gU/emF6+0F+tpGNCWNDWZapaXGjVonEpDh722VIiOuyC/MV/65P/hj3ltfRj+9VGCRbDvIcBmZPzh20ADLcQgJAS6cPKS5zz0Pr6fGEmVykR6dRUZJnRq0S+NOzOwFF4TG+aOi0ksZ2LzEpnhaXeDRzKvqrwU9nHBYdgVCMTmeQ/Cwj3e4gRr0Gs7F/z39hjondR7ooz+/TOpRo/zTPPB/fnneI9vSq3PuaEMaDfjQ5JUS7mgjWKcaKM+dMI+YroPPlP+LZ8jrQ24qjTbTLRjrqmT5+Nq+tr+WNjXXcoutV1cY83QSqtyOoNBgmzlUSa44iLzHHvf+xzdS1eri+YhJ2sw5/MIovEOmjTDi537ryAisXLihl3c5mPnP1tJM611gxImkOHR0d3HrrrUyZMmVIFUOGscOzYwWdrz/Ur8/au/1tYq52XO/9N2X2Fqzdjfv9l+lZ82+QYljnLh+zcRrGKYZnwbrdxCRFJr79YAfff2gD3e7jM2b0HdyI66+38zP7U0x3rUu7Twr6iPa0YKxYiKliEd5dqwm31QCkeSZAIiJIjlNnmsXjzRN5d3sTXYmxHC2dK8gy0tbj/8DFQ/788S088tIewlGJ1i4fF8wvQYrL/P7pHanqa7IaH4/LPL+mKvVYfekUIh0NaRPUvmw71EEkKnHWrEIqSh3YzFq2HehI3S9LUYK1uzFOmjdmO1nbD3WwK1KOyddMRb6yWD/c4OTV92ooL7BwyeIyZk3OJRiOcd7cEj57zQw+feU0PnNVb/U60tXEje6/81HfU4Rbqng3UMH/ParEMu450sUv/rklJZG0zl1OtLuFcNNBxT24swF92TRMFQtAELHMvihtfObpy4iHA/irtg44/nBU4rt/XsfXH3iXtTuaEAWoKFPUInlZRn5651J+8ZVlA+7OjAbRLqVNpG8LUYYMGU5PpD7KBE1WAYJKg8pkR45FCNbvA2RW16l58Lldg59kCFQGy2nvR9LeE0CW4dpzJlCSZ+axV/fR5Qpy08UVw+591mpULJlx8ulDp5ILzpuDTzZwkU3Z4tRkFaLXqsmy6nh2VRX3PfI+3/zdu8c1P9udMNqLxOIsnJbPvCl5TC61893bFvKnb12QculPUphtwuOP8JsntrF+dwtuX4Sls5RrSQwVMVFZ6CUTeVRGK1nn3Yyo7l20zp6sFHTu+cxi7rppZIw/Z1co52zrDhCJSkwtVeaDZqOWC/pshrz6Xi2SFO/3eFmWae3yI0lxqpuU+dNQxYQzDUdiEd3Q7sFi0mIxageV6SfjHsv6fPZqh6LSsC26EgSRaE8rFYlEBLs5XZmQTN8INR5UHmvLxTzjXFTmLHz73gNATJjFqq05qG15eLa+wQSnEuHZ6Qxi08uQMIiOebsJVm9HXz59wEIC9HoS1LUqstvyAgsFCRVSW4+iAFWJQipG9GS466a5/PtHl5FtGz1fq5HkpJUJkiTxpS99icsvv5w777xzJMaU4SSR4xLOtU8j+ZyIWgPZyz+l3B6L4t7yGqLBTLSnhWD1DoyT5uPbtw5Rb6LoUz8lHvKhzR2+A+nJos0rQzRaCdbsYkV3CQ1tXm69dAovvFPF7/+zg//74vAicVzeMNHqncTjEj2yldJDq5Gv+HhqApN0otYXTcYwbib+gxtxvvcsiOq0PGwA84xzUBktWLMqmPDETn79xLaU0+rRf9j52SYCoRi+YBTLANXXM5HGdi/rd7dgMWo4b24JcRkWzyhkcqmDv7+yjzt/sZpffvWcVPzP4ukFrNjcwLXnTaQox0zQNh6QCTUfxjiAe/eW/W1YjFqmj89GFAXmVeax9UAHUlxGJQpKqkEkOGJmXe/tambdzmb+91ODy3O3HmgnZigFdpIfa0WjFnn7/XqONLn5wnUzEQSBSxaVs+dIF9ecOwGVKKTtpsS8Ttr+8xO0RIjKBmKWAl5pKCAkd7OvppsH/7uLpg4foYjE9z+7GNPUs+la8RieHSvJshcQD3rR5pVjmrIE6/zLePydViaXBjk3IXEzjJuJyppDx4sPEKzZSfbFn0nb6XvyzYM0d/rRqkVWbWlkfJE1rZdxktiCVj0RGBsjp2h3M2przmm/G5khQ4Z0ZYLaqiyYkj5HwZqdADy3K4JPruPSJeVMPI5d6TOBd7Y38ZsnlDalwhwT86bk0dTho6LMzvwpg8vQP4hoNSqKzr4cz8bnUZnsqWv49z+7mG/8bm3KDb++1Tushc7La6t5t4+h8VkzCjHo1Pz27vMGfUxBjrLQfGd7U8q/aOnswtR5ZJUG4uFUTOlAXLyojPlT8kZ0Mfbd2xYiSXG2HmhHEASMUq9x380XV+ILRmnvDvD2pnrcvjDf/+zi1P2yLPPAU9tZs62JohwTk0sd6LQqinJHL1FprHFYlflFTJKxGrVYTdpBW4MWTMtnT3UXk/v8ljiW3oB56tlo88pR2/OI9rTyw899lEP1zrQ2CSnkR2WyozLZiSVis1XWbARBRG3NJtJep9xm7FU96Mun4dv9Dmx8inzLp2j3yjj0oLEUE+1sINSwn2h3C9Z5lw76+o7eTOxbBGvvCVDX6qEo13RcxouDoRKFfibypzMnXEy4/fbbueuuu2hra2P//v1IksRbb70FKG0LGYXCqSPUsB/J50SbPx73ppdRW7OxLboK7+41SD4nBTd+j87XH8K95TX05TPwH9qEedoytDlj67ze1u1n8/42lkxeiG/XKrzRHs6acjG3XFKJNxBhxab61AITFHd/ZPrJptt7AnzxZyv5cdkRXGSzz7aYEt+LBGt2Y5ysSI/DLUcAAV3hRES9CcP4WQRrd6PJLu4XXSeIKoyT5mMEfnrnUl5fX8uRJheSJDOxJL2KnJT2t3X7j1lMqGl2o9WIlOQN7Qg9FsTjcuoH7/k1VfR4wtxySSUmg4a33lfSLryBaCpWaXyhlaWziphTkctdv1nDqi0NdHtCZNv0fP7aGdz9wLv8z+/XsXBaPhu21fMzh4Creu+AxYSGNi8Ti20ph9r5U/JZs62JI41OKsuzUpVmw7gZI/JaV2xqYPuhDty+8IAXtmhMYldVJxfOnQFH3iDacpAJxeXsrOpErRI5N2GutGxOEbMm5/Q7R7i9jo7nf40U8GK46rv8/tEapmZnEZJ70KhFfvmvLfR4wpw1s5CNe1r5xgPvUpBj5OOTluA/8F4qjlCbW4rakkVVF7z47jqyrHrOmqlEcgkqNfEr7kF/8E28u1YQ8/ZQ8LHvEIzKvPpeLS++e4RLl5QzudTOn57dxZQ+JovBhn20PvkjJZq1T7zrSCIFvbg2vIC+uAJt/jjC7bVoxvj3JEOGDMMn0t2MZ8vrZC3/FPFgrzLBMu8SAFQmZdc33FqNoNYSUZsgGuftTfXc8QErJvz2yV6/k4JsUypS9+aLK0dkYXCmkXXODUiuViyzLkDUKXOcyaUOZkzMZm+14hnU0O5l3pShZfjrd7XwyEt70WtV3HLJFKoancwfwiMgScFRsd6iKDC3sve5tDodctSHyjy4IaYgCCO+q2tIxD+en1AhbNvWnrovL8vI9z69iI6eAH98dieb9rVxpNHFpFI7oOxmr9nWxLlzilm7s5mWLj8zJ+ac1uaKx0tf5aPVpOWTl08dNDKzvMDKfbeflXaboNakFAcaRyFRZxv5Zh2Lpvf6RshxCTkcQNSb0OSUIPldSoR4QpWiMtuRWxQFaF8PBkPZdKWYANx7ayXanFIiT69Ek1VKtLMBz44VQMKEfRA0apH7bl9CWb6Vli4fE0vsKbVpbYubQ/U9Z7wy6UQ5rmLC6tWrU//9yCOPADBz5kwOHjw4sqPKcFL49q9H0Ogp+uT/0fHSH+he8Ri+/esJN1ehK5yEYdI8rAsux/nOE7T9537kSAjzjHPGdIxvbqzjby/vJRyRKPv8tZhDMuccWo3cdZiOl7YzoeAqQhGJtm4/xblm4uEAbf/5CQgipV9+ME3Otu1gO1I8juBupT5SjnXWHMRDK/Htf69PMaEKTU5xyp3VvvQGpZiQNbQMW60SuebciYPen5Q4tfcEmDyE03MgHOfXf1nPhGIb99+xdNjv02gQCEW5/acr+egFk5hbmcfjr+0nLsO6nc184rIprN7akJo0rNzSgFajIj8hSSvNtzBzYg4b97SiUolMKLZRkG3it187l588tol3tjdx/vwJtFRlIW3ZjHnpTWn5ubIs09LlTy3QAeZW5iEKsO1gB5XlWcpCNKswNYk5GSQpzoE6ZfLT1OEbsJiwv7aHYFhi3rQSdP6JhBoOUFk2h6r6bu4q3ErPn57AbbJhX/YxbEe1AIWaq2j99w8R9SYKb/k+2uIpGHQNHKjrIcem58KFZTyz8jDjCq1897aFvPhuNdsOtrNxTyuV58xmjvQOPaseB0hdRJ9ZdRi1SqDHE2LdzmYuXFCKPxjlW3/bzYKpc7nzsnF0vfFX3v3dD/hn91w6wzoWTsvns1dPx6BTE4nGU0ZXsizTs+pfylgb9p38++l3I2i0iNreSZosx+l46Q8Eq7fT1+fdVHF8Rm0ZMmQYG+KREE0P3QUoCTxSyIdotFL+1YdTnixJZUK4tRq1PQ9Z8cDjSJPrVAx5xAiGY9S3elIFV1mW0WtVBBNJDFaTFkEQuP3a4Tn8fxARNTryP/I//W6fUGTrLSa0DeGwnOD5d6ooK7Dw+2+cj3qIeLuj6euXZdKr+ebH56PXqvn+ZxaRl2VE9eLbxGDAlLBTTV6Wke/etpBP3vcma3c2p4oJ7+9pRRDg89fNQKUSWLOtiS9c/8H6juX22bm3mLQsPomFtSargFCiDbRvu2s8rCRmqPQmtPnjCNXvRdWnaNC3wKTq44dhnnU+UtBHz6rHyVYHMWYZqY+GUOnNqEx2JL8LtaPgmGuCpFIpabZqMmiYPTmHp1ccBqCyfPTTsk5HRsQzIcPpgyzF8B/ciKliIaLOSP4N38K25FoibbXYllxN4a0/RBAE7IuvxrrgCkIN+1BZstGXjZ3JR1u3nwf/u4vJiR/Zw81+qoqv5AHPZagnLcK3dy3jRKXiW9uiLE9cG15A8ruRfM5UdTHJjkMdFBgljEKYtpiVKRPzMFUuwX94M/FoGN/BjQSqd2Ao793pNpRPx7b4aiyzLzip19KrTBg6EujdPR58wSg1ze5T7q+wv7YHjz/C46/t5zdPbMOo1/B/XziLLKuOPzyzE28gyk3LKxhXaCUckSgvsKRVz5fMLKSly09ju5eJxXYAinLNPPD183n0nov5+i3zKJg6mwK5g1fXVqU9t8cfwR+MUtxH2mc1aakoc7BhdwvxuEykrRZt/shE3FQ3u1OTxIY+eeF92X2kC1EUmDExG33ZVMKt1UwtNXOj8X3KA/sxTVuKyppN1+t/wXvUd89/cAOyHKf4c79GXzoVURQYX6RI3xZMK+CqZeMpyTPz6aumIYoCH7lgEvffsZQp5VmsrYlhnr4Mye9WJHtGKzXNbrYeaOfmiyspzbfw4rtHkGWZtTubCUck3t/TSnTiObwjLKE4WMX/mv/LAzfY+eHnlmDUaxAEgavPmZCSTvoPbiTcUoXank+4uYp4rH9k0/HQ8q8f0PHyH9Nuc298kWD1drIv+SyFt95LzpV3UHTbT3CMkgoiQ4YMJ0ewtjeOOdR0iHjIj0pvSjN3TfajI8cRzdlEY0oPeG2LJ2WcdyYRCEW55y/r+dHf3udbf1zHbfe9yZsb62jq8KWuEbMn55z2iROnkr6mgoNdT5N4/BGqGl0sm1V0XIUEIE3S/p/7r2RhIlZw8YxCxhfZMM84F+jv/n+6YDJoyHMYae/pbR/acqCdKeVZOCx6vpbohz/aK+JMx2zUYtQre9Qn2/arySpEjgT7RdEmW7JEvQldYgNGlqKp+9UJRVVftQKAIIiYpihtJ5JXqYzKkRCCVp+KwDVPHV5b9dFcubRXLT113NDxsR9UMsWEDxjB2t3Egz5M05Tdb0FUkX3RbYz79hNkX/Sp1M68oNaQc+nnKPzk/5F/w7cRhLH7Kry9qR4B+Oat8ynONXO4wUl1k4suTTElV30BELAHGlCJAjXNbmLuTtybXsE841x0RZNxbXwhZSwZk+LsPtLFBZOUH7AuHFSWZ2Gevgw5EqLxwS/T8cLv0BVPJuvCT6SNI3v5pzFVLuZkMOo1WE1a2gfIF45EJX7xzy386t9b2VLlw2bW4gtG6fGETuo5T5Z9Nd2oRIH8LBP1bV5uuaSSuZV5/Pbu8/jupxZy6yWVzJqUy5yE2dDRF7zFfSRnfc2DdH2yg4umz0EnxHBuepVguPeHvqVTuRAUH9UneMXS8dS3edmw7Qgxdwe6gvRiQmuXn0de2jPg+zwUyV0UtUqgabBiQlUnk0vtGPUaDKXTIB5j3M6/cJb+CPalHyXvmq9S+PH7MIybSeerfybq7O2TDDdXoSuYgNps7/eeLJyWj8Oi5y/fuahf3+3CafmKAdPsqwABbV4Z0ZjEg8/twqhXc+WyCVx33kRqWzy8u72JlZvrybbpkeIyP3lsMy90V+Bc/kO0JguW1oFNGaWQn+4V/0CbV0b2RbchS1HCLUeIh4Op6v7xIAV9RLublRgut2KY6d76Jj1rnsA0bSnWBVdgGD8L65zl6Eun9msfypAhw+lBsG43gkaHJqeEcPNh4iEfoj79N1k0WlMGZrJB+U2bOTGHaCxOQ9vQC8nTkTXbmth9pIt9Nco1wekN8/TKw+yvVRYWf/nOhfzkS6dWNXi6M7cyl8pyB+fPK+FQvZM12xoHPXbX4U5kGeYeoxViMG69dAp33zywcaLjnI9RfvffT0tlQpL8bCMdfeYrrV3+1NxApRKPGTN6ppI0fj7ZmpzGoagaYn3mW0k/OABRb0abPw5Ij7ZVJeZialv/RBW1WVENxDzdyLJMPBJC1OiwL7sB4+QFOM49sbSaJTMK+MFnF/O9Ty+irOCDVSAaLpliwgcM3/71iHoTxglz0m4fbGJvKJuOvmjSGIxMISbFWbG5gQVTC8ixG6gos3O4wcmRJhcTS2yoDGZlYdVymJI8M7UtHjzb30aOS2Sdfyv2sz9CzNXBkfdW8uB/d7HjUAeBUIypDmWB/uXPX4bZoEFfPoO86+5GXz4d89SzKLzpnjRp9khSkG1kf213Wi4yKAkB7+1qYXdVFya9ijs+MhtQdnZOJftquplcauf7n13ETcsruPxsZeEuCAJLZxVxy6VTlB7FRCzR0cWEbJsh5bB7tIdEElPFIqTiWVyu2cy+p/6Uur25U/nRL8pJj/08d24J4wqtvLtiPUA/ZcLLa6t5eW0NX/7VanbXDn8hvK+mm6IcE+OKbAPupATDMaoaXcyalAOArnQKIBDpqCProttwnHcLAKJaS85Vd4Icx39ISWiQpSjh1mr0xRVp5zx7ZhHTJ2SnzjkQyR7A7a0qci67Hevia/nLf3dzqMHJ126ai9mg4cIFpUwbn8UfntnJ4QYX1503iVmTcjjS6GJCkY2Fi2eiL6lMpZIcTfeKfyD5nORccSf6ciV1Ili7i+bHvkPz379zTJVC52t/wfnec6l/RzrqlP+Q43i3r8C16RW633oE4+SF5F391cyOXoYMZwjB2t3oS6dhKJtOqPkwUsCX2mhIIggC2lylNzymU37n51YqE/T9td1jO+AR4O2EFxDANedMYPH0AryBCPtru7GatP0K3Bn6k20z8Ou7zuWrN85hXKGVp1cc4rpvvcymva39jj3c6ESrFtMM9o6HWy6p5KKFA5uBC4J4WhcSAPIdRtp7lMSLcFTCF4yOWZrSqeTTV07DbtExc+Lg85/hoEnEOabmW7JMsG4vvr1rARD1RrQ5pahMdrKXfzr1uGSbg9ra//kFtQbRaCXm7QYpBnIcQWsg67xbKLjxf084cUYQBBZNL+CsmR9OvwTIFBM+UMRjEfyHNmGqXDJoFv2pZtO+NlzeMJedpciTKsocOL1haprdqdxifckUQs2HGV9kobbFhW//evTjZvK7Vxr41bsxZFMWR959gzc21PHTf2xBFKBA5UbQ6ikZr5xXEATM088h/7qvk3fd3f0mSiPJJYvH0dLp54s/X8X6XS2p29fvUhIRHvvhJXzz+kJmT1Z+3OpbT10xIRSJUdXoZMbEHMoKrHzi8qlo1AP/DMyanMMtl1SmEgX6cuXS8cyalJPWI9cXQa1h4m3f54BmGvbm9cT8ymtu6fKhEoVUXm8SlSjwySumYvAr75+uoFc2Jssymw+0M31CNuUFFt7c7hqWzFaKy+yr7Wb6hGxK88w09ikmvLOtkZ/+YzM7D3cixeXUhU+lN5H3kW9S/KmfYl9ybdoCWWPLQ5s/nsDhLQBE2uuRYxF0RxUTZk7K4edfXoZeO7glTVm+hbwsI+9sb2JdcDLffr6HFZsbuHF5BWcnIrDUKpHv3rYQi1GLShS4YH4JVyxViiwfv2yKMtkvmEjM2YZ0VAxnsH4vvt2rsZ91HfriyagMFrR5Zbg2vEi0u5loTwvuDS8OOr5IRwPenStxbXg+JSsMtylRYbriCtybX6Vn5T8wTTmL/I9+87T9vcmQIUM6UtBLtLsZQ/k0dCWVyJEgkbZqREP/xXTSLT+sUQrKE0vsFOaY2HKgvd+xY8HfX9nHU28fOu7HhcIxalrcTJ+QjSDA+fNLmD8lj3BEYu2OJqaNz8oUQ48DrUZFRZmD5k4/UlzmsVf39zum2x0ix25IGS1/2MjLMuINRAiEojgTatQs6wdTjdCXiSV2/nXfZf2SD44XjT0fy5zluDe9TLi1hpbH76Htqf9L3a/SWxDUGsrvfhTztF5FUaqYYBu4mKG2ZOPdsYJQk+L1l0mcGhk+nH/lH1CCR7YjR4KYpp++Ur3397TisOiYl5B9JyVRskwqbkpXOgU5EmSaLYjJ10zM1c6u6Hje3dHEriPdrOoqZJLQxJevmoAoJAxP3K1os4tPyYTg0iXl/O2e5ZQXWHjs1X3EpDjRmMSmfW0smVGY6hc0G7Xk2PTUDcO4aLQ4VO8kJslMn3DsXkO1SuTWS6cMmBN84YIy7r9j6ZDvtyiqsM2/FBGZI5uUanJLp5+CbGPqPYl0NdH15iNIQS8Lp+YzyejBL5rTdh0a27109AQ4b14JNy2vJBCOs/1gxzHHv7uqE38wyoyJOZTmW+h2hwiEosiyzJNvH2Ljnlb++MwO1CqBqeN7TXPMU89CN4hax1ixkFDTISS/m1CzYrijL6k85liORhAElkwvYF9NNw+9sAdZhm/eOo+PXzol7TiHVc/P7lzKvZ9fgs2s4+yZhfz1uxellA3JZJPIUeoEz/a3EQ1mHOf0yvb0iRYO0/RlmKYtxbXheUR/z4Djc295DUQVcjSMd8+7ynO016EyO3CcexNyLIJ5+jnkXf/10z4/PkOGDL1EEkVBbcHEtN8ufXH/37Fk60MkEgPAbNCwaFoBu6u6CIZjYzDadNbvambD7pYhj9m09//Zu/P4uOp6/+Ov2SeTfU+bdF/oXkrZ90JZW0BBuIBSEamCC/enXqRXwSJerggqijt1RcBrQWVRKFtlbWkhQNt039I0+77MTGY/vz8mmTYkaZN2ksnyfj4ePszMOXPmky/TzDmf8/l+vlWxVYg6dVbEXXH2ZB5beSnTxmVSlB+dwhEKG8ycODTn3g9leVmHLhY7O9qHIwZf/eG/eXXjAeqb24/7gnI4y8+M3jCpbWqPTW3NShu943EsMs/+FAC1zz+CvyKaRDRZ7eRe8VVsHVVTH2dNywZM2DILetze2di7+qkHosezjfwEz2BQMmEEcW97G0tyepdGg0NNVb2HCQVpsYZ+k8amxS4sO0vmnUXRC6rx5moW2EsJY+YPWxxcduZEfvL18/AVnozFZHBmWiU/+69F3PmZkwnUlWPL6fmPy2DITk9i2eWzqGn08urGMj7cWUe7P8TZ8wu77DdhTBqlh01zeOCx93jwz+/HmlsNtK37GjCbYObEwek4e9JZp9IaSaKhJFqqVlHnZkxO9AQ17G2j+q/301q8htpnHgYjwkRHMwcCmfiD4dgx3u+4C3byjHxOmpGHy2HmtffLaPeH2LKnnppGL5FI16aWgWCYX/99MwXZLs6cN4bxHSeOB2va2FXWRFW9h3H5qbR5g5wwIeuIVQSHS55+ChgRvHuK8VXsxJKS1aWTcH/ccMkMvvP501j1rcX84s5FnL9wXI/LkI3NTYkti2UymbqsS+0oiK404q/ai2fnBpo3PEfE78W76z1SZp3dpWIgZfbZOMZOI3vxzWQv/hxYbbi2vRRrCGpEwjS/+xxtW97AXfImqfMW4RgzldYPovsEaqKNMV2TT6Toiz8l98qvqi+CyDDjr+moMCqYhDXjUC8X1/STu+2bOv8CAFrSo39nUlw2zpo3llA4wgvv7B+EaA8JRwzqW3yUVrVy4z0v8tGu7gnlYCjMz5/axM+f+oimVh8f7arlC//7auw7pCgvJZYcH3fYEs1nn3jkDu7SXefFMkCbN0A4HKG8to3SqlaKd9TS0NJOdvrovevbmWypafDQ1OoHIHMUVCbEkyUtB0tyBsG6g7EqqaTJ80mdd36vN7KsKZmMuek+Uub13Fw9++JbsOUUYQSiCR5VJsRHv5aGlKHJiIRpfvtveHZsIO3kS4f0CX5Vg6fLvCKb1cLkwjQqat2M6VgOyJqeiyUli5SydzjFUc/OUCEXnzOLm5fOwmox89XbrqD80ddwb32LsQsvIeLz0OZuxJ5T2NvbDoqFM/I4YUImj72wjSSnjZQkG/OmdS21mjgmjU276wiFI3h9IdZtrsQwonP3i/JSsFrMfHbJwK2ssWVvPZMK07t0Sx5ILqedxrQTKGjdis/np7Lew/xpuRiGQe0zPybc1kTaKUtofe9fHPzVV0jx13EgOI8te+o5uWM96o3bapg0Ni22FM/ciS42bq3hKw+tpbYpOidxTE4y1yyaykWnTsBsNrH6tV1U1nu47wtn4LRbGXdYMmFPeQt2q5nvf+ksfvH0pn7Nc7PnT8KalkPz+mcIt7eRNH7WMVfDpCTZYl2qj5XFlYo1PZf20s00v/M3In4vvrJt0cqBued12dc5biaFn3sg9jjrvBtoePl3eLavI2XWWXh2vBtbphIg/ZQl+Kv2UPfPX+DdtZFAfTkZU6NLrdpzuk99EZGhz1+9L3qS7opOXXCOn4W/phRbevdGec7CaUz+9t8oeXMvUE2qy87YnBROnpnPU6/t4qrzpvS7U/+xavWGY0njNm+A97bXcOL0rjG/9VElze7ohdu/1u3HYjJR1eDhiZd2YDbB2NxD0x3TU+yct6CI0+YUkJd5/MsQjzaHT1UMRwzeLanG64tWKOyvbI1NcxitCjuSVWU1bTjs0XPy0dAzIZ5MJhMmW3RFhoyzr8UxZjK2rKOfryUdYXU6R/5E8q78Typ+f2f08dhp8Ql2lFMyYZjzV++n/sXf4K/cTcrc88g6/8ZEh9Qrry9IqycQSxp0+tQF02ho8cUuyqL9Ds6m9aNXSUlL5bTFnyF39qFqi85+CE1v/IVQSx3+qmiJd6L/KJhMJm69ag6/e7YEi8XMOedP7XaiNXFMGqGwQUWtm7KaNgwDLjxlHK+9dzB29+TKcyaTGYcvnWff3MvBmja+dM18zGYTPn+IHaVNXHnO5KO/OI5y552Oc91HrPnHSwSCBmNzk/FX7qF9/2ayL/oc6acuxWS14Tu4A9ec83l3jRXztmpOnplPc5uf7aWNXLPo0LSDEye72LDTjdVi5q5lJ9PqCfDKxjJ+/tQmbFYz5y0o4p9v7eOseWNjd/Tzs1zYrGZe3lBGea2bU2cXkJ7i4Fs3n9qv38VkMpF1wU00vv4kEW8rSZPmx3WsjoW9YDLejiZFtpwivLvew5Y19qj/HtIWXkLNu/+i4eXfkzRhDi0bnseaWUDu0i9jBNqx543HmlVA87p/UPvcIxAJYy8Y3M+OiMRXoHp/l9Vyxtz4HYxI75VxtU1e3B1l7C5nNAl91ryxvL+9hppG76A1Lmz2dJ1WsetAU5fHXl+QP7+wjYlj0nDaLWzeXU9RXgpms4lIxGBMTjI266EbLSaTif/6zMJBiX0k6lwWe/r4DAwDfvRkcaxpc+e0kuz00ZtMSEmykZuZRGllK7mZSVgtJtKSj2+5xNEoeeaZtKx/hpSZZ8St6aa9YBKpJy4mecbp2DKObbUR6UrJhGEsUFtGxR/uwpKUQt4nvkbK7LMTHdIRVTdEu/AXfCyZcMbc7iWG2Ys/S/biz/Z6rJTZZ9P0xl9wb3uHQO0BzEkpOI+QjRwsMyZk8dAd5/a6vXOd5q37G9hb3kKy08pXrz2RZZfP4mB1G3f/Zh27DzbH5sQfK18gxJMv7cDrCzE2J5mrF01j6/4GQuEI86d3XzJnIM048xz2rfstrdvWA6czNicZ9+ZnMFntpHaUomVfcFNs/xP2buD97TUYhsEL6/YTiRhccPKhKSxjMu088o3zGZOTHJuecNkZE/n8/a+wbnMV+VnJeHwhzllwqFLFYjGz5KxJvLzhAF5fiMWn9twlui9SZp9NyuyzCfs8sfl3ieQYMwXvzg0kzzqLrPNvpOL3d5G64KKjVkyYzBa8c5Zg2/hnKv98N8GGSrIv/nyXrL7Zaif3yjuo/NO3ou/VsRSTiAw/kUA7wYZKUmYdOlcwWWyYeilm/Pu/d8ea6yU5rLHpiUV50QTC//vx68yflstXrztxwJa6a/eHeO7NvTS2dE0m7K1oIRiKxBoIb9haTX2Lj298eiHrS6pYs/4AFouJaUUZzJmSPWjVeKNFZqoTm9XMpLHpfOqCaSz/31fZuK0aq8Uca5CcM4qnOQBMGpPO/qoWzGYTmWlONfk8Blnn3UD6KUviunqHyWQid8ntcTueqGfCsNZ+YAtEwoy9+ftDPpEAxJZOLMg+/gswW2YBjsLptG15A+/u93FNO2VIT+/oNL4glWnjMnh67W4+2FHDvGm5WCxmstKcnDAxE7PZxK6ypqMf6CjWb6nC6wsxcUwaj72wnV1lTXy0qw6rxcysSYPTL6GTzeEkfdZpnJlaznWLJjJrfCrubW+TPOP0HlfZOG12AbVN7Tz/9j5eWLefU2blU3TY/FaIJmUO73NgMpk4ZWY+H+2uY/2WKixmEydO65o0+fyVc3jyvstY9a3FLJyRz/GyOJOHxMmBa8oCrJkFZJ13PbbMAsb/5yrST7uiT68Np+WTu/RLBBsqMTuTSZ3ffZ6hs3AaWeffiC13PNbM4x83EUmMQO0BwMB+WGVCb9zeAH/617bYMr6H99kp7Egm+ALRRsPL//dVDgxQY+G17x/k8TU7eHenm8NbygRDkS7vWdsYvVkxfXwm08ZlEgiGKdnbQE5mEjcvnc21F07/+KHlOJjNJu666WSuWTSNguxkzl1QiNNuYcWyQ703skfxNAeASYVpHKxx8/oH5YPWp2qkMVmsWFM1dkOdKhOGsUBNKWZXGtYe5joORYeSCfFZpjFl9jk0vPw7AJJPOC0uxxxoJpOJz1w2k5WPrgfgusOqBJx2KxML0uKSTHhlQxljspP53y+dxR0//Dc//euHAMya1Pdmg/GUNv8CvNve4ZNTPAT2fUDE5yFl3vk97nvByeN4e3Mlq54pAeCqc6f06T1OnV3AC+tKeWHdfmZOyurxTpTFYo7b52+ocBRMZvyXfhF7bLb2r5QyZfY5GKEgZkcyZnvPJ38ZZ36SjDM/eVxxikhixaYE9mG6UkOLj4gBN10+k7Pmje2SOE11Hfobs/wTc/jdc1t588MKbrosLe4xv/VRBQCNbdEquy9+ch6YYOWj6zlY00aSw4rTbqG+xUd6ir1j2cKM2Ot7W75Yjt9pcw7NX/9/159EOBLBabfyyDfOZ+u+BiaPjd/d5OHo8ATCZy6dmcBIRAaWKhOGMX9NKY78SUPi7mhfVDd4SXXZ41ZumDzzTDCZMdmcJE1O/Nz1vlowPTe2NOPHG0hNG5/BroPNsQ77x6Kq3sOWvfVceOo4Ul12vvSp+ZRVt1FW3caJgzzFoVPSxLlYUrNpWf8MDa/+EWt6bq+rjlgsZr75mZMZX5DKCeMzmTe15/WCP27ulBycdgvBUCQulQejSer8C0ieMTwSciJybPwVuzC70rD04U5fZyPD9BTHEc8xLj5tAieMz+xxdYXjYRgGdU3tbNvfEHvurPljOWlGHvOm5mAxmzhY08ZtD7zG7T9YS31ze2yO/pjsZNJTogmPzsa9MrBsVnPsRsWkseksPXtyj6sTjSYLZ+TzmxUX8qu7LmBMzsi6iSFyOCUThikjHCJQV4Z9GM1hrmrwxGWKQydrSgap8xaRdtJF/b4bm0gmk4mvXnciX/jE3G5fMNPHZ+JpD1JV7znm469+dRdWi5nFp0T7Apwyq4BzO/oHzJ+WmGSCyWwhde55+Kv2ApB/7YojTktJTrLx06+fz//cfmafk2V2myWWLOlcCUJERCDsacGz411SZpzRp7+pLR3JhIxeeiF86VPzuercKTjtVk6cnsueg824vYG4xBoIhvnvX77DLf/zMoZx6A7vuQuiq8hYLWbG5qZQvD2awGj3h6hvbo9VIZhMJs7r2NflUK8ESZyxuSndpmmKjDSa5jBMBRsqIRwaVsmEmgYv08ZlxPWYuUu/FNfjDZbC3JQeu2BPH58JwK6yJsYeoUt2i9vP936/gTPnjuXqw1Y62F/Zwmvvl3HVuVO6dFL+8qfmc/rsMXEf//5IO2UJkaCfjNOvxJp29GoDq8Xc72XHPnHeVLLTk5hQoC9vEZFObZtewwgHSTvl8j7tf3hlQk8uO2Ni7OcTp+fyl5d3smlPPWfN695QuT/qm9v53u82sK+yJfbcvctP54W1G5k45tA0inH5KazbXBV7XF7b1qUf0E2XzyQ9xcHZJx5fPCIicmSqTBim/DX7geHTXT0cjlDb5CU/jpUJI9G4/FScdgs7j9A3wR8M8z+/38DOA0386YVt7D4Y3TcSMfj9c1tJdtr4j8Vdm025nDbOWVCY0Ckx1pQMci6+pU+JhGM1e3I2t109b9hM/RERGQzurW/hKDwBe05Rn/ZvcQcwm02k9GFa4vTxmSQ5rHy0q+54w+S198rYV9nCnZ9ZyJKzJrFi2Sm4nDYm5XddGWBiQdf+DKGwQc5h/RGcdivXLZ6ekB5BIiKjif7KDlOBmlJMFhu27MKj7zwE1DW3E44YjBlhze/izWI2MX18Jtv2Nfa6z6//tpmdZU189boTefKlHTz8lw/4f9efxL/e2c9Hu+u47ZNzSXENn2kfIiIycAJ1BwnUlpF98ef7tH8oHKHF7Sct2d6nee9Wi5l5U3P4YGctkYhxXHPldx9spigvhXMXFMWmNfTkynOn4EqyEQ4b/OGfWwG6JBNERGRwKJkwTAVq9mPLHT8slkMEqOzoAVCgJjRHNWdKDn95eQdub6BbUmD9lipefa+M6xZP5+LTJpCbkcT3fr+Bb/z0TQA+fekMlpx99E7dIiIyOrTv3wRA8gmnHnE/wzD44ePF7D7YzNjc5F77JfTknBML2bC1mocef5/PLpl1TKvmGIbBrrKmPjUKTk6ycdW5U4hEDD7cWUuyy8YZh60uICIig0PJhGHIMCL4a/aTPH34dF/fW94MwKQx8V86aqSZMyUbw4Bt+xs5dXZB7PkWt59fPP0RU4rSuf6iEwBYcEIef1p5CRtKqrBaLZx/Ut9KWEVEZHTwHdyBNT33qFPM1m2p4s2OpRirGjzMn9b3KWlnn1jI6td28famSsIRg2/dfOTERU8aWnw0tfljvYP6wmw28b3bzuz3e4mISHyoZ8IwFKguJdLuxjlhVqJD6bPdB5sZm5Os8vs+OGF8JjarmS1767s8/4/X99DmCfC160/CZj30TzfVZWfxqROUSBARkS4CtQfw7FiPc1zXde73V7YQiXRdgvhgTRtwaLpAf/oNWMwm7vvCGUwoSGX9lip+tvoj2vq5ukPn+0/QTQcRkWFDyYRhqLNkMWni/ARH0ne7ypqYNq7vdxtGM7vNwvTxmZTsO7S+dovbz7/e2c85JxbpREtERPqk8rG7AXBOmB17bk95M3f86HX+9u/dXfatb24nPcXO3Z87lRMmZHL6nAL6Izs9iSvOmQLAyxsOULy9pl+vr21qByAvU42aRUSGC01zGIa8+zdhzxuPNXV4XJw3tLTT0OJj+viMRIcybMyZks1Tr+7imTf20OoJUNPgxR8Mc93iaYkOTUREhoFI0E/E78U1/RRS5y2KPV/b6AXg/e01XHvhoZV/Glp8ZKcnMaUogx/ece4xvefsyYeWZ/QFwv16bV2TF7MJstOdR99ZRESGBFUmDDORoB/fwe0kTRo+VQm7DzYDqDKhH+ZPyyViwO+e28rf/r2HNz+q4Kx5YxlfoKoEERE5uoi3FQDX1IVdmjXXN0crADztwS771ze3k5N+fCsiFOamsPwTc4BoRV1/1DZ5yUpPwmrRqamIyHChyoRhxle2DcKhYZVM2FXWhNlsYnJReqJDGTbmTM7mf247kzHZyWSlO6msc6v0U0RE+izckUywuLomoWs6KhPqm9sxDAOTKbqUY0NLOzMnZXE8TCYTV54zhSfX7KC5rb/JhHbyMrW8o4jIcKJkwhCxbnMl/3pnP/d94QwsR8jKt5duBosV5/ih23zR5w/x6ntl+AJhXE4rH+2qY2JBGg7b8FjGcigwmUzMn3ZoeSxVJIiISH8cSiZ0TeR3JhM8vhCvvXeQxaeOxx8M0+YNHndlQqeMVAfN/ahMqG9uZ3dZE2fOGxuX9xcRkcGhZMIQ8dZHFWzeU8+20kbmTul9OSZf2XacY6dhtvV9/efB1OYNcN9v32XHgaYuz1925sTEBCQiIjIKhb0tAJh7qEyYMyWbcNjgF09v4ryTimhoiU59yMmIT7+C9BQHLe6+r+Zwz2/WEQhFYitJiIjI8KBkwhCxq6OvwIaS6l6TCZGgH3/1fjJOv2IQI+s7wzC4d9V69lW0suKzp3DyzHxa3QEq691MKdQUBxERkcHS0zSHUDhCTaOHOVPGM7Uog+2ljdQ2eSmtjO47NiclLu+dkeqILfV4NIZhUF7rBuCiU8fH5f1FRGRwqMvNENDi9lPb6MVkgg1bqzAMo8f9/JV7IBLCUTRjkCPsmw931bGrrJnbr5nHWfPG4rBZyM1MYv60XFJc9kSHJyIiMuIZhkG43R1twGi2YHYmx7a9tL6Udn+YhTPyKciOPl9V7+GDnbUkO61MG5cRlxjSUxw0t/WtMsHrCwFwyxWzGZsbn2SGiIgMDiUThoDO1Q7OObGQ6gYvZdU9Z/N95TsAcBadMFihdWEYBhu3VRMM9bzc07Nv7iUz1cGihUWDHJmIiIgANL21mgM//iyB+nIsSamxBovBUITVr+1i9uRsFs7IY0xONJlQ3RBNJsyblnvEnk39kZHioM0bIByOHHXfxlYfAJmpQ3P6poiI9E7JhCFgV1kTZhPceEm04uDdrVU97uc7uB1bThGWpNQBjef97TX8/d+72XOwmUjkUJXExq3VfO93G3j6td3dXnOwpo0PdtRy+VmTsFnVaFFERGSwGYZB81urAfDuLsaSfGiKw1sfldPY6ue6C6djMpnITHXgsFvYvKee+uZ25k/tvV9TfxV2VBg8/JcPj7pv56oPmWnx6dcgIiKDR8mEIWBXWRPj8lMpzE1hxoRM3vigAsMwov+LRKsADCOCv2IXzgGe4hAOR/jJ/33AH/65ja/95A0e+nsVP/2/DwkEw/z99T0APPfWPry+rutTP712NzarmcvOmDig8YmIiEjPfAe3HXpgRLCkZMcerttcRX6WiwUnRFcKMplMjMlOZv2W6A2MqXGa4gBw9omFXHbGRN74sJyWw1Z1ePPDch5fs52GlnZu/8Fr7C1vVmWCiMgwpmRCghmGwe6DzUwfnwnA4lPHc7CmjZ1lTbRsfJ6Dv/wyRjhIoLaMiM+Dc9zAJhNK9jbQ4g7wpWvm8Y0bT2J6oZNX3yvj2796h237G1m0sAh3e5A160tjrzlQ3crrxQdZctYk0lN0MiAiIpIInu3vYrIe6lGUMufs2M/ltW1MLkyPTXsAKMo71KNg4tj4NUq2mE1ccPI4AN7+qCI2PfKhx4v56yu7eO7NfZTXunnp3QM0tUWTCVmqTBARGXa0mkOC1TR6afUEYk2PzjmxkN8+W8LL7x7gOssOQi11tJeW4KvYBZhImjS/y+v9wTAOW/ymFby1qQKn3cKik8fhtFtJpZaTZk/kD//cRkqSjduvmU9Tq5+nXttNTkYSp88Zw59f2I7TYeXaC6fHLQ4RERHpO8OI4Nn5LkmTT8TsSMK95Q2SZ54JRPslVDV4OWt+YZfXXHjKeN7eVAkQ13MJOFTp8Ot/bGF/VSufOG9KbFtnpeMrGw8QCkenUyYn2eL6/iIiMvCUTEiwvRXRdaCnFGUA4HLaOHt+IW9vquAT48oB8Gxfj698O47xs3hpUzPldeWcdEIerxeX8/bmSh766jmxyobjEQ5HWLe5ilNnF+C0H/pofPL8qZhMJnIzk0hyWPni1XN56PFiHnq8OLbPZy6dQVqyVmwQERFJBM/29YTbGtmcP4WMyacTGns56Z4wv/rbBqoaPEQiBuPyuq6WcNIJeeRlJnHmvLFxj8dqMXPByeNY+/5BXnr3AC+9e6DbPp2JBKBLxYSIiAwPSiYk2L6KFsxmExPHHGqStPjU8ax9r5RgUzUmwF3yJkY4yIsNU1nz0RasFjP/fHs/VosZi9nES+8eOOZkwh+e30ppVStf+tR8infU0OYNcPbH7lyYTCY+ef7U2OOivFR+/P/O480Py6lraic73cl5J2kFBxERGVhut5vrr7+eX//61xQV9fy9c9ddd3Haaadx9dVXD3J0idW87h+0u/L5+UYrxsZosn9c/gGqG7wEQ9FVFYryujZwNptN/PbbFw3Yhfz/u34Bl585kf965C0Azpg7Jtaj4fyFRbxeHL1p0tmAWkREhhclExJsX0UL4/NTsR9WXjhzYhaTUv2YjDCuE07Du3MDEUwUt4/ju8vPYNbkLDbvqWdcXir/98pO3t5UwRc+ObffJYqRiMErGw/Q5g3yhe+/SiRiMLkwnYUz8o76WovZxKKF4/r9+4qIiByLTZs2cffdd1NaWtrj9pqaGlauXMn69es57bTTBje4BIv42wnUlPK+6RQMTCQ5rLT7QxyscfOVa+dTvKOW9VuquvRI6DSQFQEmk4kTJmTx0B3nMHFMGk67lfVbKnHarazrSCp86VPz1bxZRGSYUjIhwfZVNHPi9K4X72aziTPGm6AKkk+6jLbdH7LTl8Mt157GSR0X+qfOKgDgwlOiJYTvbqli3tQcUlx2bNa+9dU8WNtGmzfIDRefQFWDh7lTcrjw5HFxW2daREQkXlavXs3KlSv55je/2eP2559/ngsvvJCMjIzBDWwICNQdAAy2tybztRsWcNrsMdxwzwsYRvR84aJTJ9DU5sPpSMxp34wJWbGfz5gbnVJRlJdKIBjmfFU2iogMW0omJFBTq4/GVj+TC7t3UJ6VFYAqWLsPXm1ZzOxZk1n6sekHAHMm55CXmcQjqz8iEAxTkO3ic0tn92n+49Z9DQAsWjiOMTnJx/8LiYiIDJD777//iNtvvfVWAIqLi4+430hTVlZN47//SRrQYMnhzLljcTqsTBuXgclkIrNjlYTs9KTEBvoxuZlJfO2GkxIdhoiIHAclExKos/liT8mEHFMzNZEkfvviPjJSCvn0p87q8Rhms4lPXzqDNz6oYNbkLN7+qJLv/+k9fvSf5x61j8LWfQ1kpTkpyHYd/y8jIiIyzJWUlMT9mAOa3Aj58b/8BwrMjQAUjMlia8kmAJac5MSEacQkV0bK7zEUaCzjQ+MYPxrL+EjEOCqZkED7OpMJPaztHGmqwuvMAeDzV80h1dX7SgkXnDyeC04eD8DSsybz6e+8yLrNlUdMJhiGwdZ9DcyZnK0OyiIiIsCcOXNwOBxxO15xcTELFy6M2/EA3Fvfxl3yJqkLLiJYX02juZFdwQJqwun8x/UnMWdKTlzfbygYiHEcrTSW8aFxjB+NZXwM5Dj6/f5ek+1KJiRAWXUrz7yxl51lTRRku7qtrWwYBsGGCvImLuSmBTM5b0H36Q29SU6yMXdKDhu2VnPz0tndthuGwd/+vQezCRpafMyanH3cv4+IiIgMjuZ1fydQe4Cwp4Ww38u+YB6/aLuYMdnJ3DRJ3+kiIjJ4lExIgDXvHuDV98owARefPjH2vGEY1L/4KMHGCiI+N7kTJnPdqdP7ffxTZxfw6DNbqKhzU5jbtXPz2x9V8qd/bYs9njNFJx4iIjI8LV++nDvuuIO5c+cmOpRBEfa0EKg9ACYz/qo9AGwMnM6XrpnHghPyMJtVaSgiIoNHyYQE2HWgiVmTsvmf287EctgXv3f3+7R9+DLWzALMSSk4x886puOf1pFM2FBSzdWLpuL2Bnjt/YOcNW8sf3phGxPHpPGf1y+gscXHhIK0eP1aIiIiA27t2rWxn1etWtVt+wMPPDCY4Qyq9gPRMtPM866n6fUnAdgUmsyX540lPSV+0zNERET6os9rALrdbpYuXUp5eXmv+9x11138/e9/j0tgI1UwFGFvRQvTx2ditZhj/QqMcJDG1/6ELbuQcV/8KRO//iccBZOP6T3yslxMGpvG25sqMAyDJ17awW+fLeHz979CTaOXW66YzdSiDE6dXRDPX01EREQGSLC5lvo1q7Ck5VA/5kwMTLzqm8t5p01VIkFERBKiT8mETZs2ccMNN1BaWtrj9pqaGm677TbWrFkTz9hGpP2VLYTCEU74WHPEtk3/JthYRfbimzFZjr9g5NIzJrL7YDPPv7WPl989wGmzCzh1Vj4XnTqeBSfkHffxRUREZPB4tq8j0t7GmBvu4eu/2Mg3Gm/kee+JXHDyuESHJiIio1SfrlpXr17NypUr+eY3v9nj9ueff54LL7yQjIyMeMY2Iu0qawLottKC7+B2LKnZuKbGZ83lS06fyMsbDrDq2RLMJrjlytmMzUk5+gtFRERkyGk/sBVbdiGWrEKgmDAWAMbnpyY2MBERGbX6lEy4//77j7j91ltvBY59bctht67zcVj/YSMpSWYO7N1K2WFLMqaWbieSlBnXuBfNsrO3HGZPcFF1YCdVB47tOEN1LIcbjWP8aCzjR2MZHxpHGUhGJIyvfAcps8+mscUXez4nIwmX03aEV4qIiAycIdGAcTis6xwvj778KrMn53HyySfHnjNCQfa/3EjGvHPIimPcC4E5s5spzEvBaT+2/9RDeSyHE41j/Ggs40djGR8DNY5HWtdZRpf2/Zsx/F6SJs6jrNkbe15VCSIikkh9bsAox6/VE6Cy3sMJE7pOcQg0VEAkjD1vQtzfc0pRxjEnEkRERCTxWjY+jyUlk+TpJ1Pb1B57fnyBkgkiIpI4usocRB/sqAFg3tScLs8HaksBsOdPHOSIREREZCgzwkHa928h/fQrMVls1DVFKxM+f+VsTp8zJsHRiYjIaHbMlQnLly9ny5Yt8YxlxNuwtZrMVAfTxn2sMqH2ACaLDVuWTgpERETkkFBbIxgRbFljAahraifVZeMT502lIDs5wdGJiMho1q/KhLVr18Z+XrVqVbftDzzwwPFHNEIFQ2GKd9Ry7oJCzGZTl22B2gPYcsdhMlsSFJ2IiIgMRaGWOgCs6dGqxtomL7mZrkSGJCIiAqhnwqDZsreBdn+I02YXdNsWqDkwIP0SREREZHgLtdQDYEvPBaCuuZ3cjKREhiQiIgIomTBo3v6oAofdwrxpuV2eD7U1EvY0K5kgIiIi3XRWJljScjAMg7omL3lZqkwQEZHEUwPGAebzh/jZUx/x5ocVXHTqeBy2rlMZmt99FkxmXFMWJChCERERGapCLXVYkjMwW+24vQHa/WHyMlWZICIiiadkwgB7ZWMZb35YwY2XzOC6C6d12RZsqqb1/TWkzr8Ae05RgiIUERGRoSrYVIW1Y4pD57KQuRmqTBARkcRTMmGAVdS5SXZauf6i6ZhM0caLwZZamt/5B76D2zBZLGSe+x8JjlJERESGmpb3X8RXto2Msz8FRJsvAuSqMkFERIYAJRMGWFWDh/zs5FgiwTAM6p7/Of6K3djzJpBz+W1YU7MSHKWIiIgMJUYkTPO6v+OcMDt206GuszJByQQRERkClEwYYDUNHiaOSY899u4pxndgK9mX3Er6yZclMDIREREZqrx7PiDc1kjOJcsxmaL9sqsbPDjsFjJSHAmOTkRERKs5DKhwxKCm0UtBdnRuoxEJ07j2z9iyxpK24KIERyciIiJDle9ACSarHde0hbHnymvdFOamxKodRUREEknJhAHU0NJOKGyQn50MgHvLGwTry8la9GlMFhWFiIiISM/8NaXY8yZgMh9aBaq8zk1RXkoCoxIRETlEyYQ4C7mbaS1eg3fvh9Q0RBsljcl2YYSCNL21GseYqbhOOC3BUYqIiMhQZRgGgZpS7PmTYs/5g2HqmrwU5SqZICIiQ4Nuj8eRd3cx1U89AEYEszOF6jPuBqAgO5nWj14l1FJHzuW3qTxRREREehVurSfic+PInxh7rrLOjWFAUV5q4gITERE5jCoT4sQwIjT8+3FsmQXkLv0yEZ+byJ71mM0mspPNNL/9NM5xM0maND/RoYqIiMgQ5q/eB4C94FBlwt7yZgDGFSiZICIiQ4OSCXHi3fkewboyMs7+FCnzFmHPm0hu9TryMpx4PnyJsKeZzPNvVFWCiIiIHJG/cg+YLdgPq0xYt6WKnIwkJiiZICIiQ4SSCXFgGBGa3n4Ka2YBKbPPxmQykXbKZWQE67g86UOa1z9D0uQTSRo/K9GhioiIyBDnr9qLPXc8ZqsdAK8vyIc76zhr3ljdlBARkSFDyYQ4aF73DIGa/WSec12s63LK7HPYFx7D/PaNRNrbyDrvhgRHKSIiIkOdYRj4q/biGDs19lx5rZtQOMKcKdkJjExERKQrNWA8Tr7yHTS98ReSZ51FypxzY8+3+Ax+2nIRt15UxKUnZuIomJzAKEVERGQ4CDVVR5svjjmUTGhoaQcgJyMpUWGJiIh0o2TCcWp49U9Y07LJveyLXUoP3/igHIATT5yGoyAtUeGJiIjIMOKv3APQpTKhvtkHQE66kgkiIjJ0aJrDcQjUl+Ov2EXaKZdjdibHnjcMg5c3lHHC+EwmKJEgIiIifeSr2oPJaseeOy72XENLO1aLmbRkewIjExER6UrJhOPQtmktmC2kzjmvy/O7ypo4WNPGRaeNT1BkIiIiMhz5K/dgL5gU68EE0cqE7HQnZrOaL4qIyNChZMIxMsIh3FvewDX1JCzJ6V22vfreQRx2C+ecWJig6ERERGS4MSJhAtX7uvRLAKhvaVe/BBERGXKUTDgGhhGh6a2nCHuaSZ13Qbftm3bXsWB6Li6nLQHRiYiIyHAUqDuIEQp06ZfQ0NLO1n0NZKc7ExiZiIhId0omHIO6Zx+h+Z2nSZlzLq5pC7tsa/MGqKr3MH18ZoKiExERkeHIXxVtvujsSCYEQ2G++fO3ARiTk9zr60RERBJBqzn0U6i1AffWt0g7dSnZi2/usoIDwO6DzQBKJoiIiEi/+Cv3YnYmY80cA8Ca9QeobfRy02UzufJcLTEtIiJDi5IJ/dR51yBl1lndEgkAu8uaAJhalDGYYYmIiMgwZhgG7aWbcYydHju/WL+liklj07hu8fQERyciItKdpjn0k79yD5gt2PMn9rh9V1kzRXkpJCepX4KIiIj0jb9yN6GmalJmnQlAKBxh18Em5kzJSXBkIiIiPVMyoZ/8lbux503EbO2+1rNhGOw62KQpDiIiItIvnu3rMFlsJM84HYD9lS34A2FmTshKcGQiIiI9UzKhHwwjgq9qb6wx0sfVN/tobvMzbVzG4AYmIiIiw5rv4A4chdMwO1wAbC9tBGDGRCUTRERkaFIyoR+CDZUYfm+XJZsOt/tgtF+CKhNERESkryKhAP7q/TgKD/VG2HWgmex0J7mZSQmMTEREpHdKJvSDvzLafNExdlqP23ccaMJqMTNpbNpghiUiIiLDWKB6H0RCOA9PJpRp2qSIiAxtSib0g79yNyZ7ErbssT1u31HayLRxGdislkGOTERERIYrf3UpAI4x0crHFrefqgaPkgkiIjKkKZnQD77ynTjHTsVk7p4sCIbC7D7YrLmNIiIi0i/htnowW7GkRpMHuw82A3CCkgkiIjKEKZnQRxG/l0DtARzjZva4fW95C6FwhJkT9cUvIiIifRdqbcCamoXJFD0t21XWhNkEU9XQWUREhjAlE/rIV7ELjAjOcTN63L7jQEfXZS3hJCIiIv0Qam3AmpYde7yzrIlx+akkOawJjEpEROTIlEzoI9/B7WAy4xw7vcft20sbyc9ykZnmHOTIREREZDgLtdZj6UgmGIbBbjVfFBGRYUDJhD7yHdyBPX8iZkf3JZoMw2BHaSMz1S9BRERE+sEwIoTaGrCm5QBQ1eChzRvkhAlKJoiIyNCmZEIfGOEQ/opdvU5xeHnDARpb/SyckTfIkYmIiMhwFvG2QTiENTVambDrQBOAKhNERGTIUzKhD/zV+zFCAZw9NF+sbfLyu+e2Mm9qDucuKEpAdCIiIqOD2+1m6dKllJeXd9u2fft2rrnmGi655BK+/e1vEwqFEhBh/4Va6wFiyYSdZU047RbGF6QlMiwREZGjUjKhD7y7NoLJTNL42d22/fGf2zAMg69edyJmsykB0YmIiIx8mzZt4oYbbqC0tLTH7XfeeSf33HMPL730EoZhsHr16sEN8BgFm6oBsGUVALC7rJkpRRlYdE4hIiJDnJIJR2EYBu7t60iaOAdLcnqXbS1uP+u3VHLJ6RMpyE5OUIQiIiIj3+rVq1m5ciV5ed2nFFZUVODz+TjxxBMBuPrqq1mzZs0gR3hsgg2VAFgzCwhHDPZXtjBNS0KKiMgwoDWHjiJQvZ9QUzUZZ3yy27Y3PignFDa46NTxCYhMRERk9Lj//vt73VZbW0tubm7scW5uLjU1NYMR1nELNlZiTcvBbHNQUecmEIowQVMcRERkGFAy4Sjc298Bs4XkGad1ed4wDF7ZWMbUcRlMGKMvfRERkUQxDKPbcyZT/6cJlJSUxCOcLoqLi4+4PfXgHgxbCsXFxWw/2A6At7mC4uK6uMcynB1tHKXvNJbxoXGMH41lfCRiHJVMOAIjEsazbR1Jk+ZhSUrtsm1vRQulVa3cfs28BEUnIiIiAPn5+dTX18ce19XV9Tgd4mjmzJmDw+GIW1zFxcUsXLiw1+2GYXDg9Z+SMuVsTli4kN2NO4EGLjrvFJIcOkXrdLRxlL7TWMaHxjF+NJbxMZDj6Pf7e02297lnwkjsoHw03l3vE2qpJXXeom7b1m2uxGw2cc6JhQmITERERDoVFhbicDhid2WeeeYZzj333ARHdXTB+nIiPg/2vOh0ybLqNvKzXEokiIjIsNCnZMJI7aB8NM0bnsWakUfyjNO7bXtvWw2zJmWR6rInIDIRERFZvnw5W7ZsAeCHP/wh3//+97nssstob29n2bJlCY7u6Nwlb4DJjOuE6HnG/soWJmrqpIiIDBN9SiaM1A7KR+Ir34G/fCfpp16ByWzpsq220UtpVSunzipIUHQiIiKj09q1aykqKgJg1apVzJ07F4AZM2bw9NNP8+KLL/KjH/0Iu33oJ/s9OzaQNGke1pQM2v0hKurcTClMP/oLRUREhoA+1dENdAflRDQ8Oprkj57BanOyJ5IJHzvWxl1uAFxGPcXFLcf1PsOBmqLEh8YxfjSW8aOxjA+No/SXEQkTbKqOVT/ur2zBMGCKloUUEZFh4rgn5cWjg/JgNzw6mojfy4FXf0jq/AuYetoZ3bY/V7yesTnJXLKo+/SHkUZNUeJD4xg/Gsv40VjGx0CN45EaHsnwF2ptACOCNSMfgL3l0ZsTqkwQEZHhos8NGHsTrw7KQ4lnx7sYoQApc8/rts3rC7J5Tz2nztYUBxERETk2oeZoFactI3rOVFbTRqrLRlaaM5FhiYiI9NlxJxOGawflI3GXvIk1swDH2Gndtm3aXUcoHOGUWfkJiExERERGgmBHMsGaGT2fqG9uJzfT1e/qThERkUQ55mTCcO+g3JtQaz3tpSWkzDm3xy/0jVtrSHZamTUpOwHRiYiIyEgQaq4FkxlrWg4ADS3t5KQnJTgqERGRvutXz4S1a9fGfl61alXs584OyiNBw6t/BIuF1Hnnd9sWiRi8v72GhTPysVqOu6hDRERERqlQcy3WtJzYilH1zT5mTMxKcFQiIiJ9pyviw3h2bsSzfT2Z51yHLaP7NIbdB5todvs1xUFERESOS6C+HFv2WAB8gRBt3oAqE0REZFhRMqGDEQnT8PLvsOdNJOP0q3rc5+1NlZjNJhbOVDJBREREjo0RCROoP4g9bzwAjS0+AHIy1HxRRESGDyUTOrTv30yotZ6Mcz6FydJ99sfa98t49s29nD1vLKkuewIiFBERkZEg2FAJ4RD2vAkA1Le0A5CtygQRERlGlEzo0LbldczOFJKnntxt266yJn76fx8yf2ou/3n9gsEPTkREREaMQF0ZAPbcaDKhusELQHa6KhNERGT4UDIBiPg8eHduJGX22Zistm7b3/ywArPZzIrPnoLdZklAhCIiIjJSBGr2g8mMPacIgFc3lpGX5WJMTkqCIxMREek7JRMA9/b1GKEAKXPP77bNMAw2bq1m/rQckpO6JxpERERE+sNXvhNHwWRMVhtb9zWwvbSRq86djMXcfUlqERGRoUrJBKBt87+xZRfiGDu127byWjdVDR5OnV2QgMhERERkJDFCQfyVe3COmwHAn1/cTmaqg4tPm5DgyERERPpn1CcTgo1V+Mt3kDrvfEym7ncENmytBuDUWUomiIiIyPHxV+/DCAVwjptFTaOXrfsa+MR5U3Dauzd/FhERGcpGfTKhbcvrgImUOef1uH3j1momF6aTk6EOyyIiInJ8AjX7AXCMncq2/Q0ALDghL5EhiYiIHJNRnUwwjAjuLW+QNGke1rTsbtv3V7awvbSRM+eNSUB0IiIiMtIEG6sw2RxYUrPYtr8Rl9PK+IK0RIclIiLSb6M6meA7uJ1QSx0p887vcfv/vbITl9PKkjMnDW5gIiIiMiIFG6uwZRZgMpnYUdrIjAlZarwoIiLD0qhOJni2voPJaid5+indtu2vbGHd5iquOGcyKS57AqITERGRkSbYWIUtayyGYVBZ52bCGFUliIjI8DRqkwlGJIx7x3pc007GbO/aD2FXWRPf/+N7uJxWrjp3SoIiFBERkZHEiIQJNtdgyxpDU5ufQChCfpYr0WGJiIgck1GbTGg/UELE20rKrLO6PL99fyPf/NlbBMMRVt56OqmqShAREZE4CDbVQCSMLWsMNQ1eACUTRERk2Bq16xB5tr6DyZ5E0pQFseciEYNHn91CRqqDR75xvhIJIiIiEje+g9sAcIydRk2ZB1AyQUREhq9RWZlgGAbePcW4pi3EbHPEnn/9g3L2HGxm2eWzlEgQERGRuPKVlmBJzsCWU0RNY7QyIU/JBBERGaZGZTIh3FpP2NOMs2hm7LlAMMyfX9jG1HEZnH9SUQKjExERkZHGMAzaS7eQNHEuJpOJmkYvmakOHDZLokMTERE5JqMymeCv2guAY8yh5opr1pdS3+Lj5stnYdYSTSIiIhJH4bYGwp5mHEUzAKis91CQnZzgqERERI7dKE0m7AGzFUf+RAB8gRBPrd3N3Ck5zJ+em9jgREREZMTxV+0DwDFmMoZhUFbdyviC1ARHJSIicuxGZzKhcg/2vAmYrDYAnn9rH81tfj596YwERyYiIiIjkb96H5jM2PMm0NTmp80bVDJBRESGtVGXTDCMCP6qvbEpDpV1bv7v5Z2cPqeA2ZOzExydiIiIjESBmv3Yssditjkoq24FYEJ+WoKjEhEROXajLpkQaqom4vfiGDuFSMTgkdUfYbOaue3qeYkOTUREREYgwzDwV+6O3cgoq24DUGWCiIgMa6MumeCv7Gy+OJWSffVs3dfAzUtnk52elODIREREZCQKNlYS9rTgHDcLgN0Hm8lIdZCR6jjKK0VERIauUZdM8JXvwGRzYM8dx9Z9jZhMcM6JhYkOS0REREYoX9k2AJzjo8mErfsbmD0pG5NJq0eJiMjwNaqSCYZh4N3zQXSNZ7OFbfsbmFCQRnKSLdGhiYiIyAjlK9uGJTkDW9YYapu81DW1M2tyVqLDEhEROS6jKpkQbKgg1FKLa8pJhCMGOw80MXOSvsxFRERk4PjKtuEcPxOTycSO0kYAZk1S02cRERneRlUywbvnAwBcU0/iQFUr7f4QsyYqmSAiIiIDI9hSS6i1PtYvYW95C1aLmYljtJKDiIgMb6MrmbD3A2y547Gm57JtfwOgOwMiIiIycD7eL2FfRQsTxqRitYyqUzARERmBRs03WcTvxVe2HdfUkwDYvr+R7HQnuZlaxUFEREQGRqC2DCxW7LnjMAyDfZUtTB6bnuiwREREjtuoSSa0798MkRCuqScRCkfYvKeeWeqkLCIiIgMo1FyLLT0Pk9lCY6uPVk+AKYVKJoiIyPA3apIJ3j0fYHa4cBaewPotVTS7/Zy/sCjRYYmIiMgIFmyuxZqRD0B5rRuAorzURIYkIiISF6MimWAYBt69H5A0eT4mi5V/vbOfvCwXC2fkJzo0ERERGcFCzTXYMvIAqG7wAlCQk5zIkEREROJiVCQTAjX7CbubcE1dSGlVK1v3NXD5GROxmDXFQURERAZI0EfE58bakUyoafRgMZvIyVC/JhERGf5GRTKhc0nIpMkLeL34IFaLicWnjk9wVCIiIjKSWdpbAGLTHKobvORluXQzQ0RERoRRk0xwjJmCNSWDXWXNTC5MJz3FkeiwREREZAQztzcDYOtIJlQ1eCjIciUwIhERkfgZ8cmEkLsZf8UuXFNPJhIx2FPezJSijESHJSIiIiOc2dsMcGiaQ4OHgmz1SxARkZFhxCcTvHveBwxc00+hqsFDuz/ENCUTREREZICZ25sxO1xYklJocftp8wYZo+aLIiIyQoz8ZMKu97Cm52LPn8jug80ATB2XkdCYREREZOSztDd3WxZyfIGWhRQRkZFhRCcTIgEf7fs345p2CiaTiT0Hm7FbzYzP1xe5iIiIDCyztzk2xaGspg2AcToHERGREWJEJxPa92/CCAVInn4KAHvKo80XLZYR/WuLiIhIghmGgbm9JdZ88WBNG0kOC7laFlJEREaIEX1V3Vr8EmZXGs7xswhHDPZVNGuKg4iIyDD1/PPPc/nll3PRRRfxxBNPdNv+xhtvcMUVV3DFFVfwjW98A4/Hk4Aoo8LuZkyRUKwy4WB1G0V5qZhMWhZSRERGhhGbTPCV76B9/yYyTr8Kk8XKwZo22v1hpqr5ooiIyLBTU1PDww8/zJNPPsmzzz7LX//6V/bs2RPb3trayooVK3j44Yd5/vnnmTFjBg8//HDC4g211ACHloWsbvSo+aKIiIwofUomDKc7AZ2a3lqN2ZVG2sJLAXhvWzUAJ07PTWRYIiIicgzWrVvH6aefTkZGBi6Xi0suuYQ1a9bEtpeWljJ27FimTp0KwKJFi3j11VcTFS7BpmgywZqRh2EYNLX5yUpzJiweERGReLMebYfOOwF///vfsdvtXH/99Zx22mmxL+vOOwF//vOfmTp1KqtWreLhhx/m7rvvHvDge2Nuq6N93yayFn0Gsz36xb1+SxXTx2eQna65iiIiIsNNbW0tubmHbgjk5eWxefPm2OOJEydSXV3Njh07mDFjBi+++CL19fX9eo+SkpK4xevc8xFJwJZ9Ffj3VOEPhPG01FNcXBy39xhNNG7xo7GMD41j/Ggs4yMR43jUZMLhdwKA2J2Ar3zlK0DPdwJuvfXWhCYT7DU7ABMp884HoL65nd0Hm1l2+cyExSQiIiLHzjCMbs8d3n8gLS2NH/zgB9xzzz1EIhGuu+46bDZbv95jzpw5OByO444VoLbyXVodKSw89TQq6txAJXNnTWHhwnFxOf5oUlxczMKFCxMdxoigsYwPjWP8aCzjYyDH0e/395psP2oyYbjdCQBIrd1FKKOQTTv3AbBxV3Rt5zRzozJfx0BjFh8ax/jRWMaPxjI+NI4DLz8/n/fffz/2uLa2lry8vNjjcDhMQUEBTz31FABbt25l3LjEXbiHmmuIJGUA0NTqAyAzNT6JChERkaHgqMmE4XYnINhcy8E1NWRdcBPTO7Izz7y3jqK8FC5ZdHpc3mM0UbYwPjSO8aOxjB+NZXwM1Dge6U7AaHTmmWfys5/9jMbGRpKSknj55Zf53ve+F9tuMpm45ZZbeOqpp8jLy+P3v/89l19+ecLiDTXXEE4pAKCpzQ9AZqp6JoiIyMhx1GTCcLsT4N21EYDkE04DIBIx2HGgkcWnjE9YTCIiInJ88vPz+drXvsayZcsIBoN86lOfYt68eSxfvpw77riDuXPnct9993HrrbcSCAQ444wz+PznP5+weF0zTqcp7AKgqa2jMkENGEVEZAQ5ajJhuN0JaC/dQjglF1vWGACqGzz4AmEmF6YnLCYRERE5fp0rRx1u1apVsZ/PP/98zj///EGOqmc5F32OAx3TX5pa/VgtJlKS+le5KSIiMpQddWnIw+8EfOITn2Dp0qWxOwFbtmzBbDbH7gRceumlpKamJvROQMYZn8Qz79CJxr7KFgAmKZkgIiIiCdDY6iMjxYHZbDr6ziIiIsPEUSsTYHjdCXCOm0G41hN7vK+iBYvZxPj81ARGJSIiIqNVVb2H/OzkRIchIiISV0etTBju9le2Mi4/FbvNkuhQREREZJQxDIPy2jbG6aaGiIiMMCM+mbCvooVJY9MSHYaIiIiMQq2eAG3eIEV5KYkORUREJK5GdDKhuc1PY6tPzRdFREQkIQ7WtAEwLk+VCSIiMrKM6GTC/s7mi2OVTBAREZHBd7DWDaDKBBERGXGUTBAREREZIOW1bTjsFnIykhIdioiISFyN6GTCgeo2stKcpCXbEx2KiIiIjELlNW6K8lK0LKSIiIw4IzqZUFbdqiUhRUREJGHKa9soytW5iIiIjDwjNpkQiRgcrHUzvkBf4CIiIjL4AqEItU3tjMtXvwQRERl5RmwyobbJiz8QVjJBREREEqKhNQRAkVZyEBGREWjEJhPKqqNLMY3PT0twJCIiIjIaNbRFkwljc5MTHImIiEj8jdhkwoHqVgDGqTJBREREEqDFEwYgP8uV4EhERETib8QmE8pq2shOd5KSZEt0KCIiIjIKNXtCJCfZcDl1LiIiIiPPyE0mVLdpJQcRERFJmBZPmLzMpESHISIiMiBGZDIhEjEor2ljfIH6JYiIiEhiNHvD5GVqioOIiIxMIzKZ0OQOEQhFtJKDiIiIJEyLJ0RuhioTRERkZBqRyYSqpiAAUwrTExyJiIiIjEbu9iD+oEGuKhNERGSEGpHJhMrGAFaLWdMcREREJCHqmrwA5GWpMkFEREamEZpMCDJxbBo264j89URERGSIq23sSCaoMkFEREaoEXe1bRgGVY0BphZlJDoUERERGaVqm9oByNVqDiIiMkKNuGRCVYMHf9BQMkFEREQSpq65HasFMlIciQ5FRERkQIy4ZMKeg80ATC1S80URERFJjNomL+kuKyaTKdGhiIiIDIiRl0wob8FiRs0XRUREJGHqmrykJ1sSHYaIiMiAGXHJhNLKFvIzbGq+KCIiIglT3+wjI9ma6DBEREQGzIj7llt69mQOlO5NdBgiIiIyit102QwCbVWJDkNERGTAjLjb96fOLmBygTPRYYiIiMgotvjUCeRn2BIdhoiIyIAZcckEERERERERERlYSiaIiIiIiIiISL8omSAiIiIiIiIi/aJkgoiIiIiIiIj0i5IJIiIiIiIiItIvSiaIiIiIiIiISL8omSAiIiIiIiIi/aJkgoiIiIiIiIj0i5IJIiIiIiIiItIvSiaIiIiIiIiISL9YE/nmhmEAEAgE4n5sv98f92OOVhrL+NA4xo/GMn40lvExEOPY+d3Y+V0pA0fnI0OfxjF+NJbxoXGMH41lfAzUOB7pfMRkJPAspa2tjV27diXq7UVERIa86dOnk5qamugwRjSdj4iIiBxZT+cjCU0mRCIRPB4PNpsNk8mUqDBERESGHMMwCAaDJCcnYzZrVuJA0vmIiIhIz450PpLQZIKIiIiIiIiIDD+61SEiIiIiIiIi/aJkgoiIiIiIiIj0i5IJIiIiIiIiItIvSiaIiIiIiIiISL8omSAiIiIiIiIi/aJkgoiIiIiIiIj0i5IJIiIiIiIiItIvIyqZ8Pzzz3P55Zdz0UUX8cQTTyQ6nGFn2bJlLFmyhKuuuoqrrrqKTZs2aUz7we12s3TpUsrLywFYt24dV1xxBRdffDEPP/xwbL/t27dzzTXXcMkll/Dtb3+bUCiUqJCHrI+P5X//939z8cUXxz6br7zyCtD7GEvUz3/+c5YsWcKSJUt48MEHAX0uj1VPY6nPpfRG3539p+/Q+NDf/fj56U9/yuWXX86SJUv4wx/+AGgsj8cPfvADVqxYAfQ+XpWVlXz605/m0ksv5fbbb8fj8SQy5CGnP9dqg3YuYowQ1dXVxqJFi4ympibD4/EYV1xxhbF79+5EhzVsRCIR46yzzjKCwWDsOY1p33300UfG0qVLjdmzZxsHDx402tvbjfPOO88oKyszgsGgccsttxivv/66YRiGsWTJEuPDDz80DMMw/vu//9t44oknEhj50PPxsTQMw1i6dKlRU1PTZb8jjbEYxjvvvGP8x3/8h+H3+41AIGAsW7bMeP755/W5PAY9jeXLL7+sz6X0SN+d/afv0PjQ3/342bBhg3H99dcbwWDQaG9vNxYtWmRs375dY3mM1q1bZ5x22mnGXXfdZRhG7+P1hS98wfjnP/9pGIZh/PznPzcefPDBhMQ7FPXnWm0wz0VGTGXCunXrOP3008nIyMDlcnHJJZewZs2aRIc1bOzbtw+TycTy5cu58sorefzxxzWm/bB69WpWrlxJXl4eAJs3b2bChAmMGzcOq9XKFVdcwZo1a6ioqMDn83HiiScCcPXVV2tMP+bjY+n1eqmsrOSee+7hiiuu4JFHHiESifQ6xhKVm5vLihUrsNvt2Gw2pkyZQmlpqT6Xx6CnsaysrNTnUnqk787+03dofOjvfvyceuqpPPbYY1itVhoaGgiHw7S2tmosj0FzczMPP/wwt912G0Cv4xUMBnnvvfe45JJLujwvUf25VhvMcxHrgBw1AWpra8nNzY09zsvLY/PmzQmMaHhpbW3ljDPO4N5778Xn87Fs2TIuu+wyjWkf3X///V0e9/R5rKmp6fZ8bm4uNTU1gxbncPDxsWxoaOD000/nvvvuw+Vy8cUvfpGnn34al8vV4xhL1LRp02I/l5aW8sILL3DTTTfpc3kMehrLJ598ko0bN+pzKd3ofKT/9B0aH/q7H182m41HHnmE3//+91x66aX6XB6j73znO3zta1+jqqoK6P7vu3O8mpqaSElJwWq1dnleovpzrdbbZ3UgjJjKBMMwuj1nMpkSEMnwtGDBAh588EFcLhdZWVl86lOf4pFHHum2n8a0b3r7POpz2n/jxo3jF7/4BdnZ2SQlJXHTTTfxxhtvaCz7aPfu3dxyyy3cddddjB8/vtt2fS777vCxnDx5sj6X0iN9Bo6fvkOPj/7ux88dd9zB+vXrqaqqorS0tNt2jeWRPfXUU4wZM4Yzzjgj9pz+fR+b/lyrDeZYjpjKhPz8fN5///3Y49ra2li5nBzd+++/TzAYjP1jNwyDwsJC6uvrY/toTPsuPz+/x7H7+PN1dXUa06PYuXMnpaWlsbI3wzCwWq29jrEcUlxczB133MG3vvUtlixZwsaNG/W5PEYfH0t9LqU3Oh85fvoOPXb6ux8fe/fuJRAIMHPmTJKSkrj44otZs2YNFoslto/G8uheeOEF6urquOqqq2hpacHr9WIymXocr6ysLNxuN+FwGIvFonH8mP5cqw3muciIqUw488wzWb9+PY2NjbS3t/Pyyy9z7rnnJjqsYaOtrY0HH3wQv9+P2+3mH//4Bw899JDG9BjNnz+f/fv3c+DAAcLhMP/85z8599xzKSwsxOFwUFxcDMAzzzyjMT0KwzD43//9X1paWggGg/z1r3/loosu6nWMJaqqqoovf/nL/PCHP2TJkiWAPpfHqqex1OdSeqPzkeOnv1XHRn/346e8vJy7776bQCBAIBDgtdde4/rrr9dY9tMf/vAH/vnPf/Lss89yxx13cMEFF/D973+/x/Gy2WycfPLJvPDCC12el6j+XKsN5rnIiKpM+NrXvsayZcsIBoN86lOfYt68eYkOa9hYtGgRmzZt4hOf+ASRSIQbb7yRhQsXakyPkcPh4IEHHuCrX/0qfr+f8847j0svvRSAH/7wh9x99914PB5mzZrFsmXLEhzt0DZjxgy+8IUvcMMNNxAKhbj44otZunQpQK9jLPC73/0Ov9/PAw88EHvu+uuv1+fyGPQ2lvpcSk90PnL89B16bPR3P37OO++82HmxxWLh4osvZsmSJWRlZWks46C38Vq5ciUrVqzgV7/6FWPGjOHHP/5xgiMdOvp7rTZY5yImo6dJFSIiIiIiIiIivRgx0xxEREREREREZHAomSAiIiIiIiIi/aJkgoiIiIiIiIj0i5IJIiIiIiIiItIvSiaIiIiIiIiISL8omSAiIiIiIiIi/aJkgoiIiIiIiIj0i5IJIiIiIiIiItIvSiaIiIiIiIiISL8omSAiIiIiIiIi/aJkgoiIiIiIiIj0i5IJIiIiIiIiItIvSiaIiIiIiIiISL8omSAiIiIiIiIi/aJkgoiIiIiIiIj0i5IJIiIiIiIiItIvSiaIiIiIiIiISL8omSAiIiIiIiIi/aJkgoiIiIiIiIj0i5IJIiIiIiIiItIvSiaIiIiIiIiISL8omSAiIiIiIiIi/aJkgoiIiIiIiIj0i5IJIiIiIiIiItIvSiaIiIiIiIiISL8omSAiIiIiIiIi/aJkgoiIiIiIiIj0i5IJIiIiIiIiItIvSiaIiIiIiIiISL8omSAiIiIiIiIi/aJkgoiIiIiIiIj0i5IJIiIiIiIiItIvSiaIiIiIiIiISL8omSAiIiIiIiIi/aJkgoiIiIiIiIj0i5IJIiIiIiIiItIv1kQHICIiItIXbreb66+/nl//+tcUFRXFnt++fTsrVqyIPW5sbCQ9PZ1//vOfiQhTRERkVFAyQURERIa8TZs2cffdd1NaWtpt28yZM3n22WcBaG9v59prr+Xee+8d3ABFRERGmYQmEyKRCB6PB5vNhslkSmQoIiIiQ4phGASDQZKTkzGbNStx9erVrFy5km9+85tH3O83v/kNp5xyCieffHKfj63zERERkZ4d6XwkockEj8fDrl27EhmCiIjIkDZ9+nRSU1MTHUbC3X///Ufdp7W1ldWrV/P888/369g6HxERETmyns5HEppMsNlsQDQwu90et+OWlJQwZ86cuB1vNNNYxofGMX40lvGjsYyPgRrHQCDArl27Yt+VcnTPP/88ixcvJjs7u1+v0/nI0KZxjB+NZXxoHONHYxkfAzmORzofSWgyobOU0G6343A44nrseB9vNNNYxofGMX40lvGjsYyPgRxHld333auvvsoXv/jFfr9O5yNDn8YxfjSW8aFxjB+NZXwM9Dj2dD6iSZgiIiIy7BmGwdatW1mwYEGiQxERERkVlEwQERGRYWn58uVs2bIFiC4HabPZdIdLRERkkAzZpSGDwSDl5eX4fL5+v9ZqtbJ9+/YBiGr0OdJYWiwWMjIyyMnJUadxEREZFGvXro39vGrVqtjP2dnZvPPOO4kISUREjuBI13W6bouPeIyj0+mkqKioX72ahmwyoby8nNTUVCZOnNjv+aIej4fk5OQBimx06W0sO5cIqampoby8nPHjxycgOhERERERGcqOdF2n67b4ON5xNAyDhoYGysvLmTRpUp9fN2RvJ/t8PrKzs9V4aogymUzY7XYKCwvxeDyJDkdERERERIYgXdcNfSaTiezs7H7PChiyyQRQB+vhQNMbRERERETkSHRdN/Qdy38jXQmKiIiIiIiISL8omTAILrjgAsrLy4+4z4oVKzj//PO56qqrYv97+OGHBynCo7vpppsSHYKIiIiIiEjC6LquqyHbgHE0uuOOO7j66qsTHUaPNm7cmOgQRCQBvL4gLmffu/qKiIgkWiTQjtmelOgwZBQbLdd1qkzog1AoxN13381//Md/cOGFF3Lrrbfi8/koLy/n0ksv5YYbbuDmm2/G7/fzrW99i0suuYSlS5fywgsvxI7xi1/8gk984hNccsklbNq0qV/v/7e//Y2lS5dyxRVXsGLFiljDw9NPP53Pf/7zXHXVVQSDQR599FE++clPcuWVV/Lggw9iGAYAf/zjH7nkkku4/PLLeeihhwDYtWsXN910E9dccw2LFi3iscceA2D9+vVcffXVXH311Xzuc5+jqamJ//mf/wHg2muvPe6xFJHho7HVx6e/8yIle+sTHYqIiEiftG15ndKHPkOgrizRocgQNFKv677whS8c9bqusbEx7td1w6IyYe37Zbyyse9/EMLhMBaLpU/7XnTqeC44+cjLGn744YfYbDb++te/EolE+OxnP8sbb7zB7Nmz2b9/P7/97W8pKirit7/9LV6vlxdffJGGhgZuvvlmFi9eDMDUqVP5/ve/z+OPP87vfvc7HnnkkW7v88gjj/CnP/0p9viJJ56goqKCX//616xevZrMzEy++93v8vOf/5y77rqLpqYmvvCFL3Daaafx5ptvUlJSwtNPP43JZOLOO+/kueeeY9KkSTz55JP87W9/IykpiVtvvZWSkhKeffZZvvSlL3HGGWdw8OBBrrzySpYtW8Yvf/lL7r33XubNm8djjz3Gjh07uPvuu/nzn//MU0891ef/BiIy/DW1+giFDWoavcyZkuhoREREjs6790MA/DWl2HO1dPlQdPi1XX+u2/riaNd2I/W67vOf/zwXXHDBEa/rtm3bFvfrumGRTEi0U045hYyMDJ544gn27dtHaWkpXq8XgOzsbIqKigB47733uO666zCbzeTm5vKvf/0rdozDP3wvvfRSj+/TUznMe++9x6JFi8jMzATgP/7jP/jv//7v2Pb58+cD0czT5s2bY6/3+XyMHTuW+vp6Fi1aRGpqKhDNZgHMnDmTt956i9/85jfs3Lkz9vtceOGFfOUrX2Hx4sVceOGFnHjiicc8biIyvIUj0Sy4zx9KcCQiIiJ9Y7J0XN6E9d0l3Y3U67pXXnnlqNd1Z5111rEPXC+GRTLhgpOPXj1wOI/HQ3Jyctze/7XXXuORRx5h2bJlXH311TQ1NcVKTZxOZ2w/q7XrcB44cIAxY8YAxDJu/V1yIxKJdHlsGAah0KE/jp3vHw6H+exnP8vnPvc5AFpbW7FYLDz99NNdXl9TU0NSUhLf/va3SUtLY9GiRVx++eWxfyA333wzixYt4t///jcPPfQQixYt4j//8z/7FbOIjAyhcPTvjy8QTnAkIiIifWMyR8/HDSUThqzDr+3ifd12NCP1us7lcnHRRRcd8bpu8+bN3H777f2K+WjUM6EP1q9fz2WXXcY111xDTk4O7733HuFw95PrU045hRdffBHDMGhoaOAzn/kMgUDguN771FNPZe3atTQ3NwOwevVqTjvttG77nX766Tz77LN4PB5CoRBf/vKXeemllzj55JN58803Y89/4xvfoKSkhHfeeYc77riDxYsX89577wHRD+61116Lx+Ph5ptv5uabb2bHjh1A9B/N4R92ERn5wuGOygQlE0REZJjorExQMkF6MlKv626//fajXtdt27YNiO913bCoTEi0a6+9lv/6r/9izZo12O12TjzxxB6XBLnxxhv5n//5H6688koA7rnnHlJSUo7rvWfMmMEXv/hFbrrpJoLBILNnz+a73/1ut/0uuOACduzYwXXXXUc4HOacc87hk5/8JCaTic985jNcf/31RCIRLrroIs4880y++tWvcuONN5KWlsakSZMoLCykvLycr3/966xYsQKr1YrD4WDFihVAtEzmqquu4u9//zsOh+O4ficRGR4OVSbohExERIaJzmRCRN9d0t1Iva675ZZbSE9PP+J1Xed7xfO6zmR01nUkgN/vp6SkhDlz5nT7RbZv387MmTOP6biDXS4zkvVlLI/nv9VoUVxczMKFCxMdxoigsYyfo43l+9tr+O5v3+WyMybypU/NH8TIhpeB+kwe6TtS4mugxlp/r+JD4xg/o2EsG9b+mZb1z5C16NNknDkwS/ONhnGMpyNdK+i6LT7iNY49/bc60nekpjmIiEiPwqpMEBGRYUY9E0QGj5IJIiLSo1BEPRNERGR4MXU0x1MyQWTgKZkgIiI9ilUmaGlIEREZJoyOjvlGOJjgSERGPiUTRESkRyGt5iAiIsNNJPqdZQSPr/O+iBydkgkiItKjzsoEv5IJIiIyTHSu4hAJ+hIcicjIp2SCiIj06FDPBE1zEBGR4cEId1QmBPwJjkRk5FMyoR9CoRC/+tWvuOyyy7j88su55JJL+PWvf83xrq65YcMGbrrppjhF2d1AHltERq5DqzmoMkFERIaJjmkOqkyQI9F1XXxYEx3AcPLd736X+vp6/vrXv5KWlobb7ebLX/4yqampfPrTn050eL3auHFjokMQkWHoUM8EVSaIiMjw0LmKg3omyJHoui4+lEzoo+rqap577jnefPNN0tLSAEhJSeE73/kOe/bsYdeuXXzve9/D6/XS2NjI5z73OZYtW8bPfvYzPvroI6qqqvj0pz/NSSedxHe+8x18Ph/p6en88Ic/BKCxsZHly5dTVlbGpEmTeOSRR7Db7fzxj3/kL3/5CxaLhUWLFnHnnXf2+l7r16/noYceAiA9PZ0f/ehH/PKXvwTg2muv5amnnkrM4InIsHR4ZYJhGJhMpgRHJCIi0jN/9X5MNseh1RxUmSC90HVd/AyLZELb5tdp27S2z/uHw2FaOtaYPZrU+ReQOu/8o+63efNmpkyZQnp6epfnp0yZwpQpU7j//vv50pe+xBlnnMHBgwe58sorWbZsGQCBQIAXXngBgCVLlvBf//VfLFq0iCeffJI//elPnH/++VRWVvLrX/+awsJCrrvuOtatW0dWVhZPPvkkf/vb30hKSuLWW2+lpKSEZ599tsf3+uUvf8m9997LvHnzeOyxx9i2bRt33303f/7zn4fMB05Eho9QxwlZJGIQCkewWfv2d1VERGSwVfzuvwBImXMuAJGgeiYMVYdf2/Xnuq0v+nJtp+u6+BkWyYSh4vC7cmvWrOFXv/oVkUgEu93O6tWreeutt/jNb37Dzp078Xq9sX3nzZsHRLNUdXV1LFq0CIAbb7wRiM6tmTFjBuPGjQOiH+Smpib27t3LokWLSE1NBeCPf/wjADNnzuzxvS688EK+8pWvsHjxYi688ELOOuusgR0QERnRwuFD8wZ9gbCSCZJwbreb66+/nl//+tcUFRV12bZv3z5WrlxJS0sLubm5/PjHP+52oigiI58RWxpSyQTpna7r4mNYJBNS553fp+qBTh6Ph+Tk5LjGMHv2bPbu3Yvb7SYlJYVLL72USy+9lPLycpYtW8b/+3//j7S0NBYtWsTll1/Ov/71r9hrnU4nADabrcsx/X4/tbW1AFith/5TmEwmDMPo8hxATU0NSUlJfPvb3+7xvW6++WYWLVrEv//9bx566CE2b97M7bffHtdxEJHRI9QxzQHA5w+T6kpgMDLqbdq0ibvvvpvS0tJu2wzD4Pbbb+fb3/425557Lj/84Q959NFHufPOOwc/UBFJqM6eCapMGLoOv7YbiOu2o9F1XfxoNYc+Kiws5Morr+Suu+6itbUViJblvP7665jNZt555x3uuOMOFi9ezHvvvRfbfrjU1FQKCgp45513AHj22Wf56U9/2ut7nnzyybz55pt4PB5CoRDf+MY3KCkp6fW9rr32WjweDzfffDM333wz27ZtA8BisRAKqYGaiPRP18oE/Q2RxFq9ejUrV64kLy+v27atW7ficrk499xoefNtt902pBtoicgA6qxMCKhngvRM13XxMywqE4aKe++9lz/84Q8sW7YMwzAIBAKceOKJrFq1itdff50bb7yRtLQ0Jk2aRGFhIeXl5d2O8dBDD3Hvvffy4IMPkpmZyYMPPsj+/ft7fL/Zs2fzmc98huuvv55IJMJFF13EmWeeyVe/+tUe3+vrX/86K1aswGq14nA4+O53vwtEy2Suuuoq/v73v+NwOAZ0jERk5OjsmQDg1/KQkmD3339/r9vKysrIycnhrrvuYtu2bUyfPp177rmn3+9RUlJyPCH2qLi4OO7HHI00jvEzUscys+P/WxobsAFGKEDx++/DADUPHqnjOBCsVisej6fX7UfaNlDuvPNOHn/8cT7zmc/Eruvmzp3LI488wltvvcUNN9xAamoqEyZMYOzYsezatYtAINAl3vvuu4/vf//7PPDAA2RkZPC9732PAwcOEA6HY/uEQiH8fj8TJ07k2muv5brrriMSiXDBBRcwf/58vvjFL/b4Xrfffjvf/OY3sVgsOJ1OvvWtb+HxeDjvvPO44ooreOKJJ7pd18VjHAOBQL8+2ybjeBfTPA5+v5+SkhLmzJnTbTC2b9/OzJkzj+m4iSiXGan6MpbH899qtCguLmbhwoWJDmNE0FjGz9HG8td/38y/3okmO//3S2cxd0rOYIU2rAzUZ/JI35Gj2QUXXMBjjz3WpWfCc889xz333MPjjz/O3Llz+clPfkJ1dTUPPPBAn445UGOtv1fxoXGMn5E8lvvuvwYAe8FkAtX7AJi04v8wWWxHetkxGcnjOBCOdK2g67b4iNc49vTf6kjfkZrmICIiPTq8Z4IqE2Qoy83NZcKECcydOxeApUuXsnnz5gRHJSKJEPY0x342hlA5uMhIpGSCiIj0SD0TZLhYsGABjY2N7NixA4C1a9cye/bsBEclIokQ9rTEfjbCwQRGIjLyKZkgIiI9CkUimDummvr8qkyQoWf58uVs2bIFp9PJL37xC+6++26WLFnChg0bWLFiRaLDE5FEiBz6vjJCSiaIDKQh3YDRMIwua4DK0BM5rEGbiIws4bCBy2nD3R7Er8oEGSLWrl0b+3nVqlWxn+fPn8/TTz+diJBEZIhSZcLQoeu6oe9YWikO2coEp9NJQ0PDMf1SMvA6u55WVFSoaYrICBUKR0hxRRtX+dQzQUREhigj0vN3lBFWInwo0HXd0GcYBg0NDTidzn69bshWJhQVFVFeXk5dXV2/XxsIBLDb7QMQ1ehzpLG0Wq2kp6eTk6MO7yIjUThskOSwYjJBuyoTRERkiOqWTLBYIRxSMmGIONJ1na7b4iMe4+h0OruslNQXQzaZYLPZmDRp0jG9tri4mPnz58c5otFJYykyeoUiEawWMw6bRas5iIjI0PWxZILZ7iTS7lbPhCHiSNd1utaIj0SN45BNJoiISGKFw9FkgtNu1TQHEREZkoLNNbRtWtvlOZPNCe1u9UwQGWBKJoiISI9CYQOLxYTDbtHSkCIiMiRV/+V7BBurujxntjkIowaMIgNtyDZgFBGRxAqHI1jNZpIcVk1zEBGRISnib+/2nNne0UROPRNEBpSSCSIi0qNQ5LDKBL9OyEREZAjqYblBU0cywQjpu0tkICmZICIiPTrUM8GingkiIjI0mbpfzphtHckETXMQGVBKJoiISI86eyZEGzDq7o6IiAw9psMrE8yW6HMdlQm1zzxMw9o/JyIskVFByQQREelRZ88EhyoTRERkqDqsMsHsTI7+f0dlAkDL+mcGOyKRUaPPyQS3283SpUspLy/vtm3fvn3cdNNNXHnllXz+85+npaUlrkGKiMjg6+yZ4LRb8asyQUREhiLzYckEhwsAk92RqGhERpU+JRM2bdrEDTfcQGlpabdthmFw++23s3z5cp577jlmzpzJo48+Gu84RURkkMV6JjhUmSAiIkPT4dMczPak6HNWe6LCERlV+pRMWL16NStXriQvL6/btq1bt+JyuTj33HMBuO222/j0pz8d3yhFRGTQhcMGFos52jPBH8IwjESHJCIi0tXhyQRHUgIDERl9rH3Z6f777+91W1lZGTk5Odx1111s27aN6dOnc88998QtQBERSYxQOILFbMJptxAxIBCK4LBZEh2WiIjIIYf3TOioTMCIJCgYkdGlT8mEIwmFQmzcuJHHH3+cuXPn8pOf/IQHHniABx54oM/HKCkpOd4wuikuLo77MUcrjWV8aBzjR2MZP0cay0AwREN9HYY/+lXx7sZiUpxKJvREn0kRkQQ5LJnQuYqDEVKfH5HBcNzJhNzcXCZMmMDcuXMBWLp0KXfccUe/jjFnzhwcjvg1SikuLmbhwoVxO95oprGMD41j/Ggs4+doY2msrmTsmAImjEnlhfc/ZPoJsxmTkzyIEQ4PA/WZ9Pv9A5JsFxEZSXrqmWCEAokKR2RUOe6lIRcsWEBjYyM7duwAYO3atcyePfu4AxMRkcQKhyNYLCaSHNG8c7tfd3pERGSIOXyaQ0fPBCMcTFQ0IqPKMScTli9fzpYtW3A6nfziF7/g7rvvZsmSJWzYsIEVK1bEM0YRERlkkYhBxACrxaxkgoiIDF1deiZEl4Y0QkomiAyGfk1zWLt2beznVatWxX6eP38+Tz/9dPyiEhGRhApHos2rLBYTTiUTRERkiDp8mkPyjNMJttSSdd4NeLavS2BUIqPDcfdMEBGRkScUji4DaTWrMkFERIYwc9cGjHlXfCWBwYiMLsfdM0FEREaecLizMkHJBBERGcIMI/ajyawVh0QGk5IJIiLSTawywWLCpWSCiIgMUUYkHPvZZOm56PrwfUQkfpRMEBGRbg71TDDHeib4lEwQEZGhJnLYd1MvlQlqyCgyMJRMEBGRbg71TDBhtZixWc2qTJCEc7vdLF26lPLy8m7bfv7zn7No0SKuuuoqrrrqKp544okERCgig80IH1aZ0FsyQUtFigwINWAUEZFuDu+ZAJDksOJVMkESaNOmTdx9992Ulpb2uL2kpIQf//jHLFiwYHADE5GE6jKFwaLKBJHBpMoEERHpJtSRTLBaoktuJTmsqkyQhFq9ejUrV64kLy+vx+0lJSWsWrWKK664gvvuuw+/3z/IEYpIQkR6rkxwjp8V+1mVCSIDQ5UJIiLSTTgSneZweGVCu0/JBEmc+++/v9dtHo+HmTNnctddd1FYWMiKFSv45S9/yde+9rV+vUdJScnxhtlNcXFx3I85Gmkc42ekjWW6rz12d/SDDz86tGHWJ7BlTidl0zOUbPqISEpOXN93pI1jImks4yMR46hkgoiIdBOrTDAfqkzwBZRMkKEpOTmZVatWxR7fcsstfOtb3+p3MmHOnDk4HI64xVVcXMzChQvjdrzRSuMYPyNxLEvfNBPp+Pnjv5tnZ4iaTTDrhOk4CibF7T1H4jgmisYyPgZyHP1+f6/Jdk1zEBGRbsLhHioTNM1BhqjKykqefvrp2GPDMLBadb9EZKSLBP1dpjl8nMlqBzTNQWSgKJkgIiLdqGeCDCdOp5OHHnqIgwcPYhgGTzzxBBdddFGiwxKRARRyN1H64I1EfJ5e9zFZoklFNWAUGRhKJoiISDcfr0xwOizqmSBDzvLly9myZQtZWVncd9993H777Vx66aUYhsHnPve5RIcnIgMo3NZ41H1ilQmhwECHIzIqqQZQRES6CUU6eyZomoMMLWvXro39fHifhEsuuYRLLrkkESGJSAKYrLaj72OJ7mOE9f0lMhBUmSAiIt0cqkw4bJpDIIxhGIkMS0REJMp09MuYzoSDKhNEBoYqE0REpJtDPRMOVSZEIgaBUASHzXKkl4qIiAy8wxovuqadQsrss7vtEksmqAGjyIBQZYKIiHQTjnSvTADUN0FERIYEI3womeAcP7PnZELnNAc1YBQZEEomiIhIN+EeKhMA9U0QEZEhwTisMsFk7rli7tA0ByUTRAaCkgkiItJNqLNngvljlQlKJoiIyFBgHEomYO555rZ6JogMLCUTRESkm3BElQkiIjJ0HT7NwWTppTLB5sRkcxD2NA9SVCKji5IJIiLSTaiH1RxAyQQRERki+jLNwWTCmpFPsLF6sKISGVWUTBARkW7UM0FERIayw3smYOl9gTpbZj7BZiUTRAaCkgkiItKNeiaIiMiQ1jEdD3qvTACwZRYQaqrBMCK97iMix0bJBBER6aZbzwSnkgkiIjJ0GJFD30emXhowAlgzCjBCAcJtTYMRlsioomSCiIh0c6hnQvRrwmmPnqj5lEwQEZEhwDisMgGTqdf9bFkFAJrqIDIAlEwQEZFuwuEIJtOhaQ42qxmrxazKBBERGRoO65lghIO97mZNzQIg7G4e6IhERh0lE0REpJtQOILF3PUrIslhxatkgoiIDAFGH5MJ5qQ0AMLetgGPSWS0UTJBRES6CUcMrJauZaMup5V2n5IJIiIyBByeTAj1nkywJKVEd29vHfCQREYbJRNERKSbUDgS65fQKS3ZTovbn6CIREREDjm8MsHscPW6n8lixexMVmWCyABQMkFERLoJh7tXJmSkOmhWMkFERIaCjmRC9kWfI3nmmUfc1ZyUSliVCSJxp2SCiIh001PPhIwUB81tSiaIiEjidVYmpMw5D9MRVnMAsCSlEmlXZYJIvCmZICIi3fTUMyEj1UGLJ0AkYiQoKhERkajOZILJfPTLGYsrTdMcRAaAkgkiItJNTz0TMlIdRCIGbd5AgqISERHpEIlE/99iPequ5qRUIl5NcxCJNyUTRESkm556JmSmOgFo0lQHERFJsP5VJqQSbncPdEgio46SCSIi0k2PPRNSHQA0t/kSEZKIiMgh4Y7VHMyWo+5qTkrDCPqIBJUMF4knJRNERKSbHnsmpHQmE3QyJiIiiWVEwmAyYzL1rTIBUBNGkThTMkFERLrpqWdCZmdlgpaHFBGRRDPC0IcpDgCWlEwAQm2NAxmRyKijZIKIiHQT7ZnQ9SsiOcmG1WLuUpnwwrr9bN3XMNjhySjldrtZunQp5eXlve7z+uuvc8EFFwxiVCKSCEY4jKkPUxwArKnZAISVTBCJKyUTRERGobXvl+H1R3rdHu2Z0HWag8lkIiPF3qUB42MvbGfN+tKBClMkZtOmTdxwww2Ulpb2uk99fT0/+MEPBi8oEUkYIxLuU78EAGtqFgChNiW/ReJJyQQRkVGmvrmdh//yIR/t83Tbtr+yhd89V4LHF+xWmQDRJoyd0xzCEQNPe5AWTXuQQbB69WpWrlxJXl5er/vcfffdfOUrXxnEqEQkYSJ9r0wwu9LAYtU0B5E4O/rCrCIiMqI0dazG0OwJd9v21kcVPPPGXgDys1zdtmekOmlsjb7e6wtGj6NkggyC+++//4jbH3vsMWbNmsX8+fOP+T1KSkqO+bW9KS4ujvsxRyONY/yMlLF01dZgC0f6/Puk2VOoLd1NaZx+/5EyjkOBxjI+EjGOSiaIiIwyLe5A9P89oW7bGlt9JDksmE0mUl32btszUx3sq2gBoM3bcRwlEyTBdu3axcsvv8wf//hHqqurj/k4c+bMweFwxC2u4uJiFi5cGLfjjVYax/gZSWNZV/Uu3mZHn3+fyq1jwAQz4/D7j6RxTDSNZXwM5Dj6/f5ek+1KJoiIjDKdF/89VSY0tfopyktl5a2nY7d1Lx/NSHXQ4vYTiRi4vcGO4wWIRAzMH+uxIDJY1qxZQ11dHddccw3BYJDa2lpuvPFGnnzyyUSHJiIDxIhEMJn7filjSc3CX7V3ACMSGX2UTBARGWUOJRN6rkzIz3KRntLz3dmMFAfhiIG7PRhLJoQjBh5fsMdKBpHBcMcdd3DHHXcAUF5ezrJly5RIEBnpIn1fGhLAmpKJVz0TROJKDRhFREaZzmkO/mC0geLhGlt9ZKU5e31tRmo0ydDc5otNc4g+1lQHGWU7jxMAALEoSURBVHzLly9ny5YtiQ5DRBLAiIT63IARwOxKxwgFiAT1fSUSL6pMEBEZZQ5vmFjb5GVSUjoAwVCEVk+AzL4kE9x+3IclIlrcfsblpw5QxCKHrF27NvbzqlWrum0vKirqso+IjExGJNLnpSEBLEkpAETa3Zht8euNIjKaqTJBRGSUafUEsHT0N6hrao8937nKw5EqEzJTo9saW/24D6tM6Kx2EBERGRT9WBoSwOJKAyDsbR2oiERGHSUTRERGmWa3nwljoidVtU3e2PNNrZ3JhN7v2GSndyQTWny0eQ9VJmh5SBERGUxGP5MJ5qRo9VykvW2gQhIZdZRMEBEZZVrcfiYUpGK1QO1hlQmNHcmEI01zcDltJDksNLS2424PxBIPWh5SREQGVSTcv2kOrmgyIaxkgkjcqGeCiMgoYhgGLe4AGalO0l3WLpUJja3RhED2EZIJEJ0G0djiIxiKkJ7iIBgyVJkgIiKDKlqZ0Pf7op2VCWGvkgki8aJkgojIKOILhAkEw6Qn20lPtlDbeHgywYfZBGm9LAvZKSsticZWHyaTiZQkO6GwocoEEREZXJEIWPp+KWOJTXNQzwSReOlTOs/tdrN06VLKy8t73ef111/nggsuiFtgIiISf50X/ekpDjKSrV0bMLb6yEh1xpoz9iYrzUlja3RpyBSXjYwUhxowiojIoDLCoX5VJpgsVkwOl6Y5iMTRUf8Fbtq0iRtuuIHS0tJe96mvr+cHP/hBPOMSEZEB0JlMyEh1kJFsodntxx8MA9DQ6jti88VO2elOGlp8uL0BUl120lPsNLepMkFERAaPEYmAqe89EyBanRBpdw9QRCKjz1GTCatXr2blypXk5eX1us/dd9/NV77ylbgGJiIi8ddZQZDWMc0BoK6jb0JTq4+stKSjHiMr3UkwFKGx1U9KUmdlgpIJIiIyiCJhTJb+JxO0NKRI/Bx1otH9999/xO2PPfYYs2bNYv78+XELSkREBkZno8SMjmkOEF3RoSgvlcZWH9PHZx71GFmHNWhMcdkIR6y424MEQxFsVi0SJCIiA88w+rc0JIAlLZtgXdkARSQy+hxXA8Zdu3bx8ssv88c//pHq6upjPk5JScnxhNGj4uLiuB9ztNJYxofGMX40lsdu287oHZm9u7fGKhPe/2g7odYyWtwBfO7Go45vXe2hKoTGuqrYz2+vf580V/9O7EYKfSZFRAZZuH9LQwI4Cibj3bmBiN+L2eEaoMBERo/jSiasWbOGuro6rrnmGoLBILW1tdx44408+eST/TrOnDlzcDiOPk+3r4qLi1m4cGHcjjeaaSzjQ+MYPxrL4/NheQlOu4czTjuFje+9j9lsIiktj0lTJwIVzJ4xmYULJx7xGIUNHv7w6qsAzJ45FYvZxD/fe4/xk6YzpShjoH+FIWegPpN+v39Aku0iIiNBdGnI/iYTJgHgr9lP0vjZAxGWyKhyXPWod9xxBy+99BLPPvssjz76KHl5ef1OJIiIyOBp8fhJ71j60WI2kZPupLbJS3lttLt1YW7yUY9x+DSH1CQ7manRx42tvgGIWEREBPyVe4gED+vPE+l/ZYK9YDIAVX/+Dp5d78UzPJFR6ZiSCcuXL2fLli3xjkVERAZYc5uf9BR77HFupou6pnYOVEeTCRMK0o56DLvNQqrLBkCyy0Z+VrRUtKbROwARi4jIaBdoqKDiD3fR+O8nYs8dS2WCNSUTW9bY6DGr98c1RpHRqM/JhLVr11JUVATAqlWrmDt3bpftRUVFrF27Nr7RiYhIXFXWuRmTnRJ7nJeZRE2jl7LqVjJSHLGqhaPprE5IddnJSHVgt1mUTBARkQHh3bkRgHBbQ+w5IxIGc//vixZ94ceY7EmEfVoiUuR4qe22iMgo4fOHqG1qZ1z+4ckEF40t7eyrbGF8QWqfj5WdHl1CMiXJhslkIj8rSckEEREZEJ6dG6I/WA5r9xaJ9LsyAcBksWFxpRFpb4tTdCKjl5IJIiKjRHlt9C7MuPxDSYO8LBcRA/ZV9C+ZkJXmxGw24XJGT+zys5KpaVAyQURE4i/YXANA2N0EgGEYRAI+zHbnkV7WK4srjbC3JW7xiYxWx7Wag4iIDB9lNdG7MF2SCZnRCgPD6Fu/hE5nzBuDzWrGZDIBkJ/lYvv+hqO8SkREpP8i/miyOuxuBsAIBSASwuw4etPgnpiTUgl7muMUncjopWSCiMgocbCmDavFxJicQydfeZmH1tnuT2XCqbMKOHVWQexxQbYLjy+E2xsgxWU/witFRET6zggFIRwCDlUmRNqjlXZm57ElEyzJaQTryuIToMgopmkOIiKjxMGaNsbkpGC1HPrTn5ORFPt5fD8qEz6uc0WHak11EBGROOqsSrCkZBHxe4kE/UT8HuA4kglJaYTVM0HkuCmZICIyShysaWN8ftfqA7vNQmaqg5x0JylJtmM+dn5W9IROTRhFRCSeOpMJtuzoko5hdxMRX/S5Y04muFIxgn4iQX98ghQZpZRMEBEZBQLBMNUNni79EjpNGpvOCROzjuv4nZUJNY2e4zqOiIjI4SL+duCwZIKnObaso9mZ0uvrjsTsilbiRbytcYhQZPRSzwQRkVGgos5NxKDLspCd/vuzp4Dp+I6fnGQj1WWjWpUJIiISR5FA9HvFnl0IQMjdhBEMAGBxunp93ZFYkqLJhLC3FWt6bhyiFBmdVJkgIjJMtLj9PPyXD3B7A/1+7cEeVnLo5HRYcdqPP7ecn+XSNAcRGdWaNzxH/YuPJjqMAWcYBi3vvUDYO/B9B2KVCVljAAi3NRHxdfRMOMbVHGyZ0QbCgdoDcYhQZPRSMkFEZJjYuq+Bte8f5N2S6n6/tqktOi/08IaL8ZaflUxNg6Y5yMBxu90sXbqU8vLybtteeeUVrrjiCpYsWcKKFSsIBPqfdBM5Xo2v/onWD14i7GlJdCgDKthQQcPLv8Nd8saAv1dnzwRrZgGYzNGeCf7j65lgyx2HJTmD9v2bMSJhjEg4bvGKjCZKJoiIDBOtnujF0aY9df1+rbc9CIDLMXCz28bmJlPd4CUY0kmZxN+mTZu44YYbKC0t7bbN6/Vy33338Yc//IF//etf+P1+/vGPfwx+kDLqmexOANzb3klwJAMr1BL9Hgo2Vg34e3VWJpgdyViSMwh7mon43JhsTkyWY/tOM5lMJE2aR3vpZsp+dhvlq74ez5BFRg0lE0REhonOZMLm3fUYhtGv17p9QZIcViyWgfuzP2lsOuGIwcEa94C9h4xeq1evZuXKleTl5XXb5nK5WLt2LTk5OXi9XhoaGkhLO/alTkWOlTU9+vls3785wZEMrFgyoWngkwlGR88EsyMJS0omIXd0moP5GPsldHIUnkDY00LY3Uiwvnu1k4gcnRowiogME53JhMZWH+W17h77H/TG2x4i2Tmwf/InjolevO2vbGFyYfqAvpeMPvfff/8Rt9tsNt544w2++c1vkpeXx9lnn93v9ygpKTnW8HpVXFwc92OORsNlHNPcrViAtoo9VAzRmOMxls5dW0gC3FUHBvy/jfPAfpwmMx9u2kJy2IS5tpKI24vFsBzXe9vqmji8JXHxxg3Qj0qH4fKZHA40lvGRiHFUMkFEZJho9fixW80EQhE276nvVzLB4wuSnGQbwOhgbG4KdpuF0iottSWJcd5557FhwwZ+/OMfc++99/KjH/2oX6+fM2cODocjbvEUFxezcOHCuB1vtBpO41j6ZoQIYPE2s2DubMwd0x6GiniNZW3527gBi6+Vk06ch8kycN8v9XUf4K5ysfDkk6mreQ/v7vexOSxgz2HacfwujftcNH/wdOzx3IkF2PMm9Om1w+kzOdRpLONjIMfR7/f3mmzXNAcRkWGi1RNgfEEquZlJbNrdv74JnvYgLufAJhMsZhMTClLZXzmyG4/J0NPc3Mzbb78de3zFFVewc+fOBEYko5UR8GHNyAeMEV063znNASNCsLn/fXz6IxJox2yPTmmwpER7JvgO7sAxdupxHfd3r1Z0eRxoqOhlTxHpjZIJIiLDRIsnQFqKg7lTcti2v6FffRMGozIBolMd9le29rung8jxMAyDO++8k8rKSgBefPFFTjrppARHJaOJYRiE290YoQCOwmkABOrKEhzVsfFX7SUSaD/iPqGWOiyp2QCE2xoGNJ6Iz4vZEV2JqHN5SIwIKbP6P5XpcOWtJiKGKfZ4JCd/RAaKkgkiIsNEqydAWrKdqUUZtLgDNLb6+vxaT3uQ5AGuTIBoE8ZWTyC2FKXIQFq+fDlbtmwhMzOT733ve3zxi1/kyiuvpLS0lDvvvDPR4cko0rZpLQd+/FkA7LnRUvlQ68BeZA+EiN9LxR+/RfM7f+t1HyMSJtTWGKsMCHsHdmpbsKEi1tgyZfY5pJ18Oa6pC7GPmXJcx3U47LQZh6ah+Kv3HdfxREYj9UwQERkm2jx+0pMdseaGeytayE5P6tNrPe0hkpMG/k/+pLGHmjBmpTkJhyMEwxGcdn3dSHysXbs29vOqVatiPy9evJjFixcnIiQR2vd+GPvZ4kzG5HARbh9+/WMCtWUQCeHdt4msRZ/pcZ9wWyMYERxjpuLduYGwZ+CmtoW9bQQbK0mdvwgAk9lCziWfj8uxkxxWWiIu0s3tJE05CX/FbgzDwGQyHf3FIgKoMkFEZFgIBMO0+8OkJduZNDYNkwn2VfTtBM4wjEGd5gCwvzJ6Ev37f27lzkfeGvLTHlrcqqQQkWNnOqzRosnuwJKUSqR9+C2T668pBSBQvZ+wt63HfYId/RIc+RPBZB7QZIK/clf0vQqnx/3YSQ4rrZEkDJMF15QFhD3NhFvr4/4+IiOZkgkiIsNAmze6LGRash2X08aY7OQ+JxP8gTCRiDEo0xxSXHZy0p2UVUeTCbsONFFa1UpVvWfA3/tYbdvfwLJ717C3vDnRoYjIMGW2OQ77OQlLUmqvF+NDWaD2QMdPBu0Heu7eHuq44LZm5GFxpRL2DlwywVe5B0xmHGOOr9liT+w2M+XhLDxJBbFkha9yT9zfR2QkUzJBRGQYaPUcSiYATC5MZ28fkwkeXxBgUCoTAIryUqmoi96Rq6iLJhE+2Fk7KO99LEqrWokY8G5JdaJDEZFhqmtlghOzK5XIsJzmcABH0QxM9iTaSzf3uE/nSg7WtBzMrvQBrUwItdRhSckYkCU2Q2GDF9vn8/a4W7DnFAIQbKyK+/uIHMm/iw/y/FuH+nVs3dfAX1/ZOeQrOjspmSAiMgy0ursnE2obvbg7KhaOxN3ekUwYhMoEgMK8FMpr3bR6ArGKiuIdQzeZUNvoBeD9HTUJjkREhqvD59mbO6Y5hL2th5ZQHCZCLXXYs8eSNGE27ft7TyaYXWmY7U4syekDWpkQdjdjTckckGMHgmHARIsngNmehCU5nVCzvgdkcP34yQ949JktQHRa6nd/u57H1+zgmTf2JjiyvlEyQURkGGjxROf0H55MANhXefSTOG97CBjMyoQUvL4QW/dFO5nnZbnYsreeYCg8KO/fX3XN0SXQ9hxspqmt7ytkiIh0igQPJXZNNifmpFRCLXWU/fw2Qm2NCYys7wzDIOxtxexKI2niXEJN1T3GHmqpx5qWC4DFlTawDRjdTVgGKJngD0a/k1o6kvXWjHwlEyRh2v0htu1vpN0f/Vyuff9ggiPqGyUTREQS4NWNB7jtgdcIhyN92v/QNIfovNxYMuFjUx1a3H4e+euH3HzfS7GmgoemOQzOigqFuSkAvLctOm1gyZmT8AfCbNs/NE+o65raY0maD4fwdAwRGbqM0KFkgtnuxOJKiz0ODZOmfobfC5EQFlca1swCgFgy4fCS61BrHdb0HIDo3fymagL15QMSU9jThCU5Y0COHehIJrR2JOutGXkElUwYlSJBP01vrSbib+91HyMcovHNvw5Y8qyi1s3OA00AXHzaBMpr3X0+R0wkJRNERBJgy94GKurcfe570OoJYDJBqitaXZCZ6iQrzdElmRAOR/j6T9/klY1lNLT42FUW/VLydExzcA3SNIeivFQANm6rxmw2cdFp47FaTEP2Qr22ycvJM/PJSHVQvH1oxigiQ1vXZEISlqSU2OPwMKlMCHujPR4srrRYMiTiaSES8HHgJ7fg3hpdmSfUUo81PVqZYE3NBqDq8ZUYRnwvfNp9fsKe1gGrTOhMJtQ0eAmGwtgy8gm11GNEeq+iC7U2UPbz27G0Kukwkni2r6Ppzb/iLnmj133aD5TQ/NZq6tc8Grf37fwMApTXttHs9mOzmpk5MYtQOEJ1xzTMoUzJBBGRBOhsUNg5FeBI+0A0mZCSZMNiOfRne3JhRpdkQmW9h9pGL59bOhuINhaEQ5UJKYM0zSE73YnTbqHFHSA/y0Wqy87MidlDsm9CKByhsdVHXqaLU2cVsGFbtZaJFJF+M4KH/m6YbA7MzuTY4+EyzaFLMiE5veO5FgL15US8rbhL3iLS7sYI+rCmRSsT0hZchOuE0wh7mgnUlsUtloM1bSy/+++A0WvPBMMwePbNvTS3HdvfbH8wjMVsIhCKsKusGWtGHhiRXitJWovX0PTmXwm11JK27nfU/fOXx/S+MjQYRoRI0E/10w9S9/zPAfDs2tjr/sGGSiC+K34c/tktr3XT3OYjM9XB+ILoTZmy6v6vCLNlTz3VDYO3gpaSCSIiCVDZscpBb8mEkr313PbAaxR3NAVs9QRipfidJhemc7DWHZv32Zk8mD8th7zMJEorO5IJnZUJg5RMMJtNjO2Y6tA55WHBCbmUVrXS2Dq0ehLUN7djGJCXmcQnzptCMBjm7//W0mAi0j9deybYu9zdDrX1njQeSjqTCWZXeqwyIextJdgQncLQXrqFYGP0gsrWUZlgdiaTc/Hno9v3fXTcMRiGgREJU1rVSqo5WnLeW2XCnvJmfvtsCStXree19/qfyPAHI5w0Iw+TCTbvrsOWOQboeUWHSChA/ZpVtG16LfZc26bXhuXynxJV/+KjlD54I96dG2LPtZeWEGioINRSR/2aVQQ6EghwaNnUcGt93KY6HN6naW9FC81tfjJSHYzL70gm1PRvRRjDMLj/jxt5cV1pXOLrCyUTREQGWZs3usqB1WJi674GIpHuy/903sV/88MKIDqns7NfQqfJhelEIgYHOpIIB6paMZtNjMtPZeKYdEqrDyUTrBYzduvg/ckvyosmEcbmRu/OLZyRDwy9ngR1TdGT1dzMJMblp3LuSUX8a91+NWIU6adt+xuG3L/vwWSEAphsTrIuuAmTyUzyjDNIP/0qzM6UYTHNob10CzVPPQBEKxNMNicmq52wt4VgffR7yAgFcG+JloF3TnMAsKZlY8+fRNM7f8NXsSv2fDgc4as//DfPvdW1K72/ppQDP/k8gbruCYDdq3/G7p98EdeHf2GePbq9t2RCZ8J8X0ULP/m/D2O9hfoqEAyTleZk0ph0tu5vwJbdsTxkQwURn4dI0I9hGFQ3eAhU7evxGP7Dfl85JBiKEBrC8/2NcIi2D1+JPTZZ7WSccx1EwpT/+g7Kfn4brcVrKP/1Vyn7+W1E/F4CtQcwWaI3ZXzlO6PHMSKEPS00b3guNs0nUHsAIxTs8n7hcIS3Pqpg3eZocqLNGyAcjsQqEyaPTWd7aSNNbX4yUpwkOazkZ7lin/G+avMG8bQHyUyL/1KqvVEyQURkkFV2TF84bfYY3O1Bymq639nYtDu6nNjGrdWEwpEeKxOmfKwJY2lVK4W5ydhtFiaOTaO81k0wFMbjC5GSZOuydNlAK/pYZcLEMWlkpDr4YIhdbNQ1R+cj5mW6ALjhohMIBsP86+39iQxLZNi56+dv851H1yc6jIQxQgGcRSeQccYnADDbHGRfuAxbTtGQrkxo/eg1AnUHaXn/xdhzFlcaJpOpY6WGVgINFVjTczFZ7bR+8DJAbJpDp/xPfROMSCzZANDU5qe0qpVVz5TEyq69+z6i6Y3/I+xppvXDV7scw4iEse55A2t7E5mV67kkaQsBw4ota0yPsX+8AXFdU//mlweCYRw2C1OK0tlfGV3FwuxMJlhfQemPllHxuzv5v1d28aX/XUPNO8/FXufHzrearsMwmfFV7Dzie+w52DzkvvcGw/d+9y4/W/1RosPolfdjVTTjbnuEtJMu6XHfUEsd5Y9+DX/1flLnXwBmC/7K3bSXbuHAjz7LgZ/cQuOrf8JfuZdAQwXlq75O01t/7XKMjduqefDP7/P9P71HZb2bG+95kT+/uJ3mjmmVZ84fg6c9SGlVK5lphxptf/wz3ptwOMJf32rg09+J/jvOz3L1ZziOi5IJIiKDrKJjisPFp00AolMaDuduD7K3vJnJhem424N8uLOWxlZft2RCXqYLl9PaJZkwoSBamjqxII1IxOBgjRtvexCXc3BWcuhU1FGiV5gTTSaYzSYWTM/lw511hHuoxEiU2o7KhJyMJADG5qYwZ0rO/2fvvOOrKu8//j53z+Rm70USEkLCCnsjCIiKuHDUUXe1rbXV2mpt9ddqq1bbWkcVt7buhWwUZO8AgRACIWTvndy9zu+Pm1y4ZhCQpZ736+VL7jnPOee5J+eec57P8/1+vmzeV9PfZhISPwqOd/DvjbpmCzc+upKvd5T7l51q/vr3HdHlRFCoeixXBIXh7jg/xQSPpZ2mZS9Rteg+bKX7/MtlKt+spkwX3BWZUIkqKgVN4lBARFCokB1XrQJAaYpEGRqHq7XOv+z4CK/CUt85qHv/L1iLdwLQsXMZtf97DK/TTtOKRX4h4rArml2y4Zi9at63TMBGYFReN982MG5q69uJvzecLo9ffO+wOGntdKAMi8PZ5CvJ52qu5qOvDzNTcwBPybFQeIugxyJq6FRH4qgp7vcYv/7Xeh5dtBW7w31Sffs+4/GKFJa1cPC4Ck5HqtrIP9x4DnsViL3yIMgVXQKSAXlQOAqDCbkh1N9GHZ+BOi4DQa7E3dGELnUkpikLUUUm4ag9QuPSF/E6jglYzsZy/+/o2/4hx3sf/G9lEQA7Cuv998uJObH+9SaD73pPjQumpsmC1R4Y5dAb3+RVcbDy2PUfHSaJCRISEhI/WGqazMgEyEkLJ9ykZd+RQDGhoKQJrwg3z8tCo5Lz1Lu7aDc7GZUZGdBOJhNIifUp11a7i/oWK8mxXWJC1//Latsx213oz5JfQjfjs6O5+8phZKcdm73KzYyi0+rkYOn582Ld2GrDZFSjUsr9yybmxFDVYKayl4gRCYkfC4crWpn/wJfsLmqgpsnca5tv8qpoMzt47sO9x7arbPX/+3wPdT6d+NIcehMTwnF3NOFqreu37Ny5wFZe4P+36OzZN7k+CGdDBa7mGtSx6RiyJgJgmnRlr5FuytDob4kJx4Sl2iYr3uMqXpimLERQqn3pFZ89S8fuVTQufRG3KOO1zhm82zScR9oWstuZQlVDz3uxKIqU1bYzb2Iy9/8kFzg5McHjFXF7RFRKOSmxvii/stoOlGFx2CsK/e00XguRcp9oEZQ7F4B2j2+wV+sNG7Dp5NUPL/OXSwaw2l08/sb2gAH3D4X6ZgsOp4e6FgsOlweX28uv/7meR17Zcq675sdRXYw6KoWgUXMw5Ez1X8/q6BRAIPq6PxF15YPE/fSvxN3xLNHXPEzU1b9DYTChjk3DVroPd3tjgKjmrCvFVrLH90EeOIFT1WDGZFCjkAv+9NWoUB1VjWZCgzTERxr81bpMxsAS4KV9pDq8s7yQx171RYMVfuu9SopMkJD4kWAtzfcbukj8eKhttBAZqkOpkDFycAT7ihsDagnnFzeiUsrJSQtjbFY0TpeHXy4cweThcT32lRoXTGlth/9hk9wVmRAbrkepkFFW24nV5kJ/lspCdqNUyJk3MQW57NgL57ih0eg1ClZtO3+u+YZWK5Eh2oBl43N8IbVb9kvRCRI/XnYc8A18Hn11K3f9bQ1mW+DsWP7hRj5ecyxffPSQKGQygW37a/0+MHc9+TW/+se6s9bns8HRJ66kaeWrPZZ73b1HJijD4sDjpvKln1Pz30fPRhcHjK10H4JSTci06wgaczHh8+4mdMYN/vVyXTCerhQN3aARGIbNIOk3bxMy+ape9+crrdiI6PHNwrd2+MQEQfBFsXgsbQC+40y9hqRfv4lMo8dWstu/j8OuaBz4nlcpsSbgWGrg8XRYnNgcHmIjDEwdEYdCLtB4EmJCd0k+tVJGSozvuXm0uh1VZGJAu6ygTkwyK636ZLSDRvi+l8sXuXHUqsdjafMbV4JP5Pjsm2JKqnzfNdhw7JrYWVjP/iNNfPDVId5ZfpDtB+pY9MWxiJAfAnanm6+7zDBF0fe3W7+70r++9SyZMHusnb0aaQJ4XQ7sFQdQx6YTOu1av4EoQFDuHEwTL0c3aDgKgwkAVVgcurRcv+Cgis/ytw+b9VOUEQnItAY689diPZIH+FIjjqeq0UxybFCA91Wb2UFxRRvpCSYEQSA71Tf50n2c9IQQlAoZz32wB7O1px/Ix2uKyStqoKHVSlF5K6nRx/Z9tkqBgyQmSEicM6wle6h7/3EaFj93rrsicZapbjL7qx2MyozEYndzqMI3m9fSYWf7gTqyUkJRKuT87MphPPeb6f6UiG+TGm/C6fLw3ipf2FxS10uRXC4jIcpISVUblnMQmdAbGrWCGaMT2JRfc96UX2xstRJhClTww4K1ZCSFsHV/7y8iEhI/Br5deeWTNYd5dNFWjlS2AfCvD3bjcnu5/ye53HFZNg/dPIbpo+L5akcFX+2owOPx0thqO6XSZmcCR91R/yD3VOmu0NCRtxJnU1XgOrcTmbJnOL4q/JgI7Kwr8Zu0nQ84ao6gScgiZPJVhM++laCRszBNvNy/XhnWFXotyFBFJ/t8FLSGPvenDI0Br8dfWrGtK80hMymU2mYLHrNvhl/eNUiTKdVEXnYfpslXYxh2AQAHXPEsmJYK+IxxZTLBnxrYzca91fzpFd+MbGSIDplMICxYS1PbwAeq3WKCSinHoFOREGVg7+FGdINGBrS7JFNGuNJGm1eHwugLge8UNcSGKimz+dL5nI3HBssrt5bx5tJC/vb2Tiw2F+1mJwtnDSYtwURFfScP/2cz/1tZ5BfVj1S1+ysx/RBYubWMj9ccS/2oqOtk96FjA+sDpc388/3dfvPjM0Xt+3+h8j+/CIiGAd8gv/xftwKgjkvvsZ0uLZfQGT/pd9+v7jr2b/3gsSTc+S+CRl6I6HFjmrIQ44hZuNuP+WSIokh1g5n4CAM/v3o4N8zN5ILRCVTVd1LdaCY9wQTATy/JYlBcMGOG+AyrTUY191+fS22zhRVby9h1sN6/z+NTH257/Csq6ztJjOw9HehMI4kJEhLnAGdDOQ2f/wNBocTZUI6jvuxcd0niLCGKIjWNFmLDfVUORqRHIBNg96EGyms7uP9f6+m0OLl6pu8hZ9Sp/CGYvTFpeCyjMiPZd6QJrVrhNxIE30zh/pIm6putZ90zoS/mTkjG7fGyZmfliRufYURRpLHVRsS3IhPAl+pQUtXea3ithMSPgaM1gfnon68vYfehBu5/bj0tHXaa2u389OIspo+KZ/7UVFRKOfddO5LwYA15RfUs23zMxNTWS774jsI6fvbkmh6eMWcCd0cT1a//loYv/vWd9nN8mkLVK78KqDffl2eCMjQwosxRU9KjzdnCYnMFeNa4O5tQmiL7bG8aN5+wC28hcsF9CMKJhwyKkGgAXF3l9Fo7HRi0ShIiDbQ1t/gjE+R6k38bXdooQqddi2nCZZgNieQ7k7h+Tia3XDKUmy/OIipU549MEEWR3UUNPP3uLv/12R3OHW7S0tQ+8AGq4zgxAWBCTiwFR5uxao5VqWjz6tC7WjBgodGh8ZtOdni1ZCVqqXX7qkwcLyZ8ufEoUaE66lusvPRpPuArPRwbrg8oBe32ePnlwhEEG1Q8+7+8gOjEc4Uoijz1zk7W5Z3687m77PW4odHIZAJHqtooKm9hVIbvOvtkbTFrd1Xy/Ed7Tkufe0MURZx1vt9ZzZu/o7Ngg9//pXH5f8DrJWz2bRgyJ5z0vt0eL+sLWvCIvugBmdr3/mCaspDEexcROvUalKExeG1mvA4rZpuL8rpObA43cZEGxmZFc82FGUSYtNidvmswPcF3HcWGG3juN9OJPC5FIWuQT8B6Z/lB/u+1bf5S391+ISqFjIgQLXqNgvRYDa8+PItXfj/zpL/Xd0ESEyQkviP2yoN07l8/4NmGjrxVVL/5ewSFitgbHweZAvO+b85wLyXONgdLWygqC8yFXPTFfu5+aq3vodIVmWDQqRic6JsF/8sb2/GKIk/9YgrD0iJ6220P1Eo5f7p1HFfPTGf+1EHIjksruHx6GnqNEqfbe15EJgAkRQeRlRLqD4M8l7SbnTjd3gABppsZoxNQq+R8+JVU9kvix8eug/WUVLUzJiuKy6encfXMdH/qgleEm/9vFUAPoVMQBAZ3RfW8uvhYPn71t8LU280Onv1fHtWNZh59ddt3Linp7myhee27eF29Rzw5632zwJaird+pPvzxZmvgM+gD3+BFdDl6FRPkOmPAZ1vZ/lM+/nehtKadax9Zztp9vllwr8uB12ZG/q2qDMcjKJQEj70EQ9akAR1DHZUMcgW2sv04m6qQNZcSEqQm21PAw6p3MZcfBECh7ymQq8LjWRFyPbqQMLRqBVfMSCMhykhsuN4/QP0mr4pHXw2sGNI98AoP1p5UmoPD2Z3m0CUmZMfg9YrkFzcRfvHdNCdfSJPHiLK1FDleqq0qBG0QO8Iu5ZAqi0HRGtpFLV6lDkdtMQ6Xh9KaduqaLUweHsuFYxP9ufGhQRpiuiYQ9FolCrkMQfCJ1rfPz6astoPCstPjndDQauVQ+antq7Smg035Nby36tCx37tX7LV8dV+0dNhJjDbyyK3jGDc0mi/Wl9DYaiM3M5KYMD0lVb7f38GyljMioLjNbdS884j/s7OhgsbFz2Hevx579WFsR/MJmXYdwWPmISgG/l705pIDLN10lL1dJpKPtl3FukH3+tfLFCoUXSVMu8um2hur+MM/V/HLZ3zv+GOzov3tQ4OPlW4cnNR76VPwmTGqVcc8nTbl+4S64q5o1tcfmc0bj8zmgycuJjZURXSY3h/5eraQxAQJie9I08pFNH75b2reeQT3CWpJOxsqaFq5CE3iEOJufwZ1zCB06bmYD2z0h0+eSRqWPE/dh38948eRgOc/3sPD/9nsdy/2ekW+3lGBKIqMHBwRYKY4KjOKirpOmtpsPHTzWL/pzkCRy2XcNC+LG+YOCVhu0Cr9EQ6G80RMAF9JzMr6TppPYhbpTNBdFrK3yIQQo4ZLJqWwfk8VFXU/nBBUCYmB8I/3fHm/V85I59ZLh5KR6HvZjQ7TceNFx+4zSTHGHtumxpl6LKtqCBQTCo42Y7W7+cMtY4kO0/Hch3u+U5WXtq2f0771C8pWf9Dr+m53foDO/evweEXuffYb3l/df1m/b+O1B4bb+80GPW5A7NWAEfDXpleGxpzQ/f9MsKOwjgf+vRGA4mrffbe7woQiKLTP7U4WmVqHNnkYlqJtVL3yK2Y1vEOIQU2s1Xeem/f6qjXIehETwGeAmBwTWCUiIcpIRX0nhaXNvZridj/bwk0aWtptAx74Or8VmRAf5RuANbRaCRoxi+Lw6TR7DYjtvtDyJpeWpjYbqxpjSUpJINSgAATaggdjLd7Fq5/lc++z63B7RGLCDSycNdh/rNAgDdGhPjEhKdpIVkooafEmDDoVY4dGo5DL/B4lp8KqbWUc7hpc/v3dXTzw742n9Nza0lXFqLbZwv4uY+jfv7iJP7++bcD7aGq3+asjdb9/AGQNCiPnOENmu9PTa1ns74q5YD2OKl/aZ9SVvyX+rudQmCIxF26iI28lMrWOoJEXntQ+txXU8tm6I7zy+X627KtBpZCRmpZIXlXv7+3q2DRAoO7th7jd8z9AZN7E5ICIg9Agn5hg0Cr7fT8TBMHfFmBzvk+g2lFYT0KU0W/WeC6RxAQJie+A29yKs6ECbepIHLUltG39vN/2tjKf0U7EvLv9CqYxZzoeSzuWooHfrE8Fr9OOpXAL1iN5ASF5Eqcfq91FVYMZj1fkL29up7y2g9pmCzaHm6tnpvPnuyYSG35MOR43NBpBgFsvHUpm8ul7sQO4ePIgJg6LYXj6wCIdzgYjBvv6kl985sOb+6O7LGRvkQkAV8xIR6NS8IEUnSDxI8LucNNpdXHTvCEMHRQGQHqXmJAWb+KqC44NEI5/ye0mK8V3D/vVNSN560+zkQlQ9a1BQ1FZC0qFjNzMKK6ZNZjmdnsPN/KTwVHlG6zadq/A7uhpVOZsrERuCEEdl0Fn/lpKi8toqG3gvVVFJ+Wm3x2ZoEvLRVBpaNv4EY1LX/LnZfcWmQCQ+KtXSfrNW6hj03HUHMHj8Z7VUoFfbighNEjN0EFhON2+wXa3saLCGHZaj6XPGBuQLx6vc2DU+s6LxtmG1avCKwSm3ZmtTq7/4wqqGsw9xIQF01KJCNHy1Du76LD0/Nt2E2HS4vaIbB6gJ4/T5ZsV745M0KgU6LVKmtt9vgtNbTbMimMzxq1eHXlF9TS12chKCUOjkmHUKSlXpeO1mWkvOWakGBuuJzpM7/8cGqzxRyNOHRHHAz/J5Q+3jAV8Rnk5qWFsL6g7YSnW3vB4vLzwcT73P7cBwB+dseiL/TS12XjguQ388plvTiiyeL0iG/ZWk5EUgkwmsK+kiaY2GwfLWsgravCLFSeiqc1GRJeYkJ4QwisPzeTpX0whLd7kf/Z3U9ds6W0XJ40oev2/wW4DRNOkK9FljEUVHo8+Yzy20v1YDm5FmzbKn5owEIorW3nmf3n+z1/tqGBISigJ0cZefR+2F9RS59ChSxsFgF7m5N1fj+DOy4cFtDPqfL+JScNje+zj23QLrTqNgsMVrTS32ygsbWbyALY9G0higoTEd8Be5gvjDJ12PbpBI7Ec2uELd+z679vYygtQmKL8IVAAuvRcVJFJNK95B28vpZlOF7bSfMSum23Hnq/O2HEkfLlsogi/uGo4Ho+Xb/Iq/c7OqfGmHu0HxQXz9qNzmD819bT3Ra2U89DNY0+7SPFdSI4JIkivIr/43NacbmztOzIBIEivYkZuPDsK63405e0kJJq7jBfDgo/9LkKDNFw6ZRCzxyUhkwk8dsd4fnXNiF7LA2anhvP6Ixcya2wiYcFa4iIN/vzeborKWkiLN6FUyBibFY1aJWfT3upT6m9LTTWO2hJq3Sa0MhdvvbuKvKL6gDaupkpUEQkYsqfiaqpC9skD/C54CeDzqxko3ZEJIVOvQR2TBkBn/lpefPNrANzIe91OrjUi1xpRx6bjMbfw8v82cPXDy85Knrzd6ebA0RbGZ8eQkxpOu9WDy+05LjKh7zSHU6H7vHQzp/ol7GX5/s8awcW2gkBz24r6Tjq73OoTowOjXcKCtfz8quG0dNhZvf1YJaBgg4p7F47wf+6eDX/6v7sGNJNuc/rEnONDyMOCNf6IuaY2G27dsXNT5zGxcqvv+N0iW1SYnn22aJDJSZMfq/4TG+ETEi4YnQBAkF7NkJRQXvjtDOZNSiEkSBPw+5qeG09ts4V9pyCw17ccS70RRdGfU59f3MQfX9nCoYpWymo7Tiiw7C9porbJwryJKSRFG1m8oYRb/rLav/74c98XTpeHdrPT/7cAnw/AkC6BsXtSY3SXwWBtk7XnTk6BpmX/oerlX+F1WLFXFmGaeDmh06/3+3wYhk4GrxvR7USbOPSk9r12l2/y7Z3H5jA83Xc9DEkOIzxYg83hDjBCdHu8PP3uLp59L4+H9mWyzDoCAFnD4YDKVuATXe+/fhR3Lsg5YR+6o2hmjUnEYnezdFMpoggTuipPnWskMUFC4jtgLc1HpjWgik5GnzkeT0cTjpoj1H3wF+o/eSqgrej1YK8oRJuUHbBckMkJn3snno4mWtZ/cErK9ECwHN6JTKNHlzEO8/51feaWSnx3ut3Ox2RFk5EUSn5xIyVV7Si6Kiz0Roix5wzfDxWZTGBYWjj5xY1n7HofCI2tNrRqeb8hhsPTI3A4Pf6/qYTED52mrpnNsODAe9KdC3IY2WWilpsZxayxvVeYgcBon8GJIRyuaPX/1jfureZwZRvZqb4BmUatYEhyKEXlfc98erwiG/dW87e3d7C7qAGbw+0XaOuWvoxTlLNBPQ2A9qOFPP/RXlxu3wu46HHhbKxEGZGILn2Uf5/BMhsp0QYOVw5sxhWORSbINHq/mSCIqKp9ZnL5pf2HlvvCn6Gm0DeLva3g5ELbXW4vHlsnHvvAZ3QLSppxe7yMzIgkNkKPKEJds9VfcUFuPL1Cs78CxLeXD5mGVxNMgZjq9xLopuk4r4PugfrxDE+PIPNbeeULZw3mwuOqHB0/gD1c0XbCfjb3cp2HBWmORSa02yDId70bR8zCaNRxtKYdnUbhr5qUlRxKQXknyqhBjHTt4WrdNuR4/M/ze68ZyQePz/MPJJOig3oV4CYPj8OoU7F8a2mPdSei6jg/ksr6TuxODzfNG4JRp6KqwewPrT+Rn8SSjUcxaJVMGh5LWrzJ7ymRGG1kfHY0ew75fneV9Z24Pd6ASIddB+vZcaDOb4AZHty3QP/ib2fwu5tGY9AqT0tkguXwTjrz1+Jub8BcuBm8HrQpwwPaqGOOTdRovvUO3hc1jWasdhfFlW2kxgUTYtTw+5vHMm9iMrPHJfnFoMY2G0VlLXi9ImW1HTjdXkqq2mmyy1ltzwGdCVvpvh7vOoIgMD03wZ9m0x/XXpgBHBOnlm8pRa2Skxgd1N9mZw1JTJCQOEVEUcRWug9tcg6CIEOXngsyOY1LX8B2NB/r4Z04G46ZzDkbyvHaLWiSe97INAmZGEfMomPHUqpe/TXtO5fhNg/8Bac/PHYLotuF9UgeutRRBI++CK/dgqVw82nZv0RPjlS2ERGixWRUMzwtnJLqdvYWN5IcG4RCLt12wfdy2Nxu75FLfTZpaLUSEaLr9eWum+4X2/1nwXFeQuJ8oHswdfzg7LuQkRhCh8XJtoJaXvo0n+c/2kt6QmC6RHqCifLaDv8M3Lf5Zl8HT7+7iy37alm+pZQXPt7Lff9cT8PRw2gaC/nKMYL77/8J7V4tKYpGmtvtfL3D9/y1Vxd3zUhmoQyORBke79/v6CgHxV1Ch9XuOqFvg9fhG/zI1HrCZv0UTXIOGMIZrToK+MSE/gRSVVQyyBSkaXypFWt29W5E21v1i8/XHeGK3y2h/B8/pfKln/fbz+NZtrmUIL2K7EFh/lD7yvpOOmorkWmNyJRqGlttdFqdtJsdfhHmVDm+PGZl1DSCxswDICQzl7T736A68zr2Hm7E5T4WldEdLv7hE/MCZuyPZ874QPEqxBAodn37et26vwar3YXZ2ntqRGObDUEIjMAJC9bS3G5HFEWa2mzII1KIvu6PhF90J0ldERNDkkP94kBuZhROt5dmVSwKwctkzWHuyaz1GyHLZcKAzI9VSrkvCu5APRV1Hfzz/d2Yba4TbgdQfdwztNucLz3BxPMPTOeOy7L51TUj/N+3L4rKW9h+oI7LpqWiVsr9ZpGXThnE3385hVGZUTS02lj48DLueXotVz+0jH99sBvwvQu/+Ek+z76XR3lXicuIfu4didFBaFQKYsL11J5ATDhS1cari/f3maLhsXbStPxlZFrf36Z953KQyVHHDe7RNvaWpwgef5mvfOkJsNpd3PXkGn77/EZKq9v91RYMWiV3XzmciBCt/3pbvL6E3z6/kd2HGig+btJBIRd48IYxBGVNwFK0lbJnbsBWuq+3w52QiyelsOTZy0iJDSbYoMJqd5MSE9Qj2uFcIb3VSkicIq6WGjydzWiTfXlQcq0RbVI2rqYq1DFpCAoV7TuX4WqtQ1WVj+Wgz4G4rxCr8Ll3EHHpLxHkSppXv0HFv++kafXrPQyfTgZ3eyMVz99J2bM34bV2oBs8Bk1SNqrIJNq2LT7j9a4th3bQsu79s2IueT5RXNVGWlc6w/DBEYgiHK1uJ/UkjRV/yHTnTnY7I58LGlpt/b70AAQb1CTHBPnNqPqipcNOa+fAa5xLSJyvdId5h/XihzBQjq+YMLjLb+Gvb+1kxZYybA43N84dgk5zbJCVFm/C0zWz1xtl9Q6GJIcyc0wCNaVlZB19jwhZB6vf/xiPKNAQNhKVUo4Yk8UodTkz4zr5eG0xLre3Kx1RQNP17DWOuYT9Lt8MX4amkU6ri/LaDt549mX+8cy7lNa088LHe3sVNrz2rsgEtRZd6khif/IY7sQxhMoteBHIazZSUdePqZxMiTwikRh8973eIp72H2li4cPLAtLARFHkjSUH0Ai+gbHX1nnC57fV7mLtrgp2Haxn/uQUlAoZ8ZEGFHKBNz7ciO3QVuyRQzlY2sLtT6zm+j+u4IZHV/Kbf204YX59c7uN3YcaAkK8e0ORNZ2wC28l9qd/Qz/EV4Yvd0gUNoebK363xC8iNLXZ0GuVAdfEt5k8PI6hg8KI6fIiCDYG+lME6QM///WtnVzzh+V+J/1v09RmI8SoRqk4NhQKC9bQ1mmn0+rC5vAQbtKhGzQCQSbnzgU5/GRuZoABaXZqGGqVnG+qfSKNV6klw5J3ShF300bF4/Z4efyNHazdVXnCtB+PV6ShxUp1oxmZADIBlm7yiVqxEQbCgrXMn5pKUtfsdVMfYkJds4W/vrmD8GANl04eBMDscUlcOmUQN8zNRKdRMm5odEAEh9vj5Zu8Kkpr2imr7aCpzYbV7mbR5/uRCZCaYDrh940J01Pb1PP91tVah7OrtOiDz2/kyw1H+7wvNK1+DY+tk+irf+fbtrECdUxagKDVjSY2jbCZN/U7eQC+kqHdVZwq6jpxur2k9/J9usWEr7pEy4q6Dn+FBYBJw+KYMjKOoNy5AIhOO3Uf/pWmla+eckSmTCYwPtsnhsRFnt2KDf0hiQkSEgNAFEWcjZX+QbGrpZaGz54BmRxt6gh/O0POVASFiohLfo4hZzrm/eupeu0B9AXLaNvyGcrQGBRBvZsdCXIFxmHTib/t78Tf+S+MI2fRsXMFVa/df8JSVpaibdR+8Dh1nzyNvfqYWVzLuvfA68UwdAq6tFx0aaMQBAHTpCtxNVVhPbQD8L34Vb/xoC9EbAB05q+l7uOn+r0hOupKafj8H7Rt/oSm5a+cceHifMFsdVLbZPE/fAYnhqBV+8LY0nrxS/ixEh2mJyHKyJa9Fdgri85JHxpbbX2aLx5PdmoYhWUtATNpxyOKIn96ZQtvLDlwurso8S3MZjOXXHIJVVVVPdZ9/fXXXHbZZcyfP5977rmH9vZTLwH4Y6al3Y5eo0CjVpy48bfwOqzU/O8xyv91K23bFgO+8pFxx5UqS4w2Bri6A6R13S97M3nzekUa2l2kxgUzLC2cHPEgQ+Tl/CJoNUM8RRx2xRCXGAfAiBvvQxUcxlxjESGdR9m8ag1Ne9aiih6EXOvrgytlMq91zsCpDSPaXc1szT68b97KPNYxzb6GXz37Dau2lbPzYH3PvjgsCEoNgvzYuWmLGgmAPSqbDlHHka70i29T12zh1sdXc9QRRqKiiVHpYbR2OmjpCBQhP/jKZyZ5fDTU6u2+AUuq4lifXC2BvgPdNLbaWLyhhJ89uYZ/vr+HwYkmLtAWUvHc7chbK5mSInKPZgkyRN6oSOX1LwtAELhhbiaXTEqhrLaDXb189+N5+t1dPLpoa5/3PEvsaADikhMRBAFN3GB//vqI9Ai/T0H337ux7cTCrkat4MmfT2Z6ri+yxGQIHDD2NUhsau9d5G1ss/WIZggL1uAV8f8Nj+9TYnQQ116YEeB75IsoSGBtQyjPWq/AOHEhHks7nuMqe1mKdw3o3So9wURClNE/W795X02/7b/aXs5tT3zFpvwasgaFMSwtgk6ri7gIQ0C/g/QqVEp5r2KCy+3l0UVbcbm9/N+dE/xRFMEGNXcuyPGLO6FBGl7/w4W88+gcQoOOnfd7n13Hvz7wpfgkxwTR1G4nPSFkQNWjBieFUN9iZePeao7W2Xl18X6sdhd1HzxB1cu/5I3n3/I/cx9+aROPv7E94P5gLtqK5cAmQiZfjSbhmMCjzxx3wmP3x1tLD/DZuiOEB2uYnhtPTmp4D+NI8J2T4y+58rpOth+oIyc1HLVKzsgM3zaq8HgiLv0lmsQsRI+LjryVOOtPPp2lG7+YcJbLP/aHJCZISJwAURRpXv06VYvuo+Lfd1D12gNUvnwv7s4Woq95GGXwsRJ/huxpJP36TVSRiQSPvRhR9KKKTKJzzPUEjb2EkKnXDOiYqogEIi66i9ibHsdjaaf+82f7nd1v2/oFjurD2I7upW3rF4AvtNNcsIHgsZcQcck9RF/zMDKV7wGjzxyPIiSa1s2fIope2rZ/iaO2hMalLwakZvSGs6GcphWLsB7egbOhd0Mer8NG/WfPINMaCRp7CZ35a2hY/FyPGt0/RLpfQrrFBIVcxtBBvhfn1HgpMuF4po+KJ6JuCzXv/AFH3ak/XHvDWrIHR31Zn+t9jvXOPs0XjycnNbxf34TqZhfldZ1k95LrK3H6yM/P57rrrqOsrKzHOrPZzGOPPcaiRYv48ssvycjI4Pnnnz/7nfwB0NxhJ7SPUPP+ED1uGr74F/byA8j1JlrWvIO96hAymcAjt45l+qh43nl0Dv/69XR/GHg3ESYtMeF6tvfiIdDQasXpFkmKCWJYWgSZSt8gyySzEiK3EjHpUn9OsUytQ5s6ElXDQX4e9BWJe1+GziaORF9IbZOF+59bz8a9PiFKjEzHU5rHxbq9/mOFy83+/W/JPzaYO1Tewj/ey8NhMSNTBwqQzUIYH1jGEzHzJjQqeYDZ5K6D9fzi72tp7bTz2uICmtvtrKnUoRHczE7yDe6OHtd+6/4a9nVFQTV0Geu1dNj5z6f5jBgcwWjDMQFh09ebe42GendFIa8tLqC108Fdl+fwxN2TsBeux2Npo3H5y0wPq8Eks1GcdRsHm+Ucqmjl1kuHcs2FGdx+WTbhJi0rtpb18hf24fGKHKny9XnLvlq/iaTHK+Jye3htcQHLhRn8qfNa4iJ75nRr1Are+uNs33fsMsFtbO05sO+LwYkhhBjVRPQiBD9+10RuvdQXgXL8oLc3A93ejtm9z31dUSFhphNH51w+LRWFXM6Fs8cRnORL3XF0DRY796+n/qO/0fD5P/DY+k/pEwSBSyen+D/vK25kc37fgsKewz7jUJvDzY0XDWFil7P//KmDAoQVQRCIMGl6TXMoqW6jpsnCXVcMO2H+vVwuIyRIw7WzMxmTFeVffrS6nfQEEzfO8w3oext498bFk1IYnGjipU/yeWdtE19uOMrOA3W4WnzfeVL7MsaE+aJ8LHY32w/U8d6qIt5bVYS9vZWmFYtQRadimng5ACHTf0LQ6Hkohs3lpU/z+WRt8SmVm91zqBG5TOCxOydw//W5/PWeSQQbekY6KBUyQoxqokJ1pCeY2LCnmg6Lk6tnpvPWH2f7/Q0AjMOmE3HxPahjfdeH9cjuk+5XN6OHRPGXuyawYFraiRufJU5edpaQ+JHRtvlTOnatwJAzDdHjxmszY5qwAOOoCwOEBPDdtAWV7+GjCo8n8RcvI9cHU7dnL+G5uSd9bE1CJuHz7qLxy+dpWfMOYRfe0qON12nDUVuCacICvHYLnfvX43U7aV3/PnK9CdPEK3psI8jkhEy+msYlz9O8+g06932DdtAInPVl1H74BMZhMzDmTEMZGkPb9iWY931D7E1PIMgV1H/xLwS1FtHq82FQRyX32H9n/hrcrXXE3PBnNIlZyLVGWjd8iKPmCLE3Po7CeMxI6cDRZhZvKEGjknPvNSO/954CBSXNyITAKIQpI2Ipq2n3hxuCr8a3rTQf/ZCJyFQ/HvPF45k6Mo6jW44AvnJO6uiUE2wxMESPi/rPnkFQqIi/9emA6inddL9Y9fZC+m2GDgpDEHwvb92u1MeTX2pBpZAxeXjcd++8RJ989NFHPProozz44IM91rlcLh577DGionwvuRkZGSxZsuRsd/EHQWV950nPetkqCmla8QqupirCL7oLQ/YUKv9zL81r3ibu5r8SH2nk/p/0/QwUBIGpI+L4eM1hjlS1YbW7GJYWgSh6qd29CQGR5Ggj8oJlJCpaOBI+nZxID97WWsZceGHA4EmbkEXnbp8L/Usds2jz6tAfUnJpRBOHK9r85nzaxCF4y32u/1+brmL++Fisq19k/mA3oYpYth2oo7ndhtnq4sl3dtHUZiMnspIgl8iONYe5eqYvL7vd7GCrYzC/TUgmJbaaI5VtuNweZILA28sKKa/r5KbHVgFw4dhEiss0uDzbSLEXAsn832vbuOOybOZPTeW1Lw+QGh+MTq2kvCtdYmdhPSY6uMW2FIRmdnszyJEdpbVwG++I6dw6pBW3uZWQSVcC+I0sH7xxNFNGxOF1O3G1+kQaZ91R9E4XiuBIciZOhM2+FIBxQ6MB34Bx4rAYVmwpw+5wo1DIsDvcGHTHUghqGs04XR7GDY1m+4E68o80MTwtnJ//fS1eEX/o+pishIAUguPRa5Vo1QoaWq2Iokhjm5WMbxks9sXoIVG889jcXtcNHxxBdlo4TpeHuROS2bK/lpc+yaet0xEgHGzKr6a60UzukMB3uMykEAQB1u/2CU4DEThiIwy8/egcjDolotMOCDjrSlFFJNC04hVkGj1euwXz/nUYcqb7I2R6Y+aYRKoazcwem8TzH+3lxU/yGZcd3et7UVlNB0OSQ7lzQQ5pCSYykkKJCtUxspfBfLhJS1MvZQyLynwRFMPSBl7R46IJyVw4NpE/v7aNPV1pimOHRjM6M4p7rhrOhOyBVRhQyGVcc2EGf3l9OzIBvCJUlteQABQYJxHTsZ+bNGuYdtWDFNW5aGy1seNADYqjW6g8dBS5w0rk/F/4o4RCJvnedb/Jq2TFljIA3l5WiFat4JZLh3LRhOQT9qm10051o5mfXpwV8L7WF3ddPozQYA0rtpRRXNlGXISe4ekRPcRSAGVoDHG3PEn1m7+ndf374PUSMnUh7TuW0rL+ffSZ44m4+B4E2YkNGUcMjjxhm7OJJCZI/CBxtzfSuPRFQmfc4HdP7kYURRC9A/rBeqwdtG74EH3WJCIu/YU/TG+gKE6DS7IxZzqOmhLadyxFHZOGIXtKwHp7ZRGIXjRJQ0EU6di9io68ldhK8wmZdl2f9XQNOdOwVx6kY9cKAMJm3oTX5aB59Ru0bf6Utp3LWWwZyXzlFgTRS8ee1SCKuBoriF74MK0bP8R6JM//AtON2NUHdVwG2iTfDEHI5KvQJGZR9/5faF79OlFXPgDAnkMN/GnRVvQaBRa7G4Vcxi8X9l5u7PuAKIps3ldDdmp4wMvXBaMTuWB0YkDbts2f0rF7Fc1r3yXykl+gS8/FXlmErbyAkMlXne2unxNM9mqi5e14EbAd3Xvavre9sgjRaUd0Oqj75Glib34C2bfqv3fPiEUOIDIh2OCrz75hTzXXzc4IuD5dbg/7y62Mz44dkNGWxKnzxBNP9LkuJCSEWbNmAWC321m0aBE33njjSR+joKDglPvXF3l5eSdudJ5gc3qpajAzOFrWZ78FhxlFSwWu6CEgCCCKBG1ahOBxYsu5lFYxDPYXoonJQVu8nt1bNyGqTvw7C1e78Irw63+uB+DBK2MxNe4nuGAZ49UTsBRYaN33Ge6IVMJzRlCj1EIC1O0OnOUT7G5MQLkQxyF3LCa9nI7GTnYXlAS0q/NqiQQs2fPIjR9MNRCkMhAmNJOb5GXbfg9/fX0DxTV2RBGGJetwN1voRME7yw+SEtzB1/kdbC7sRKMS2Je/hyC1k13FZm5+bAV2lxeXWyQiWEFLp5vJWUYmpnqYlBaOt2AItqItXD4ynT01Ml5dXIClrZaGFisjkoLptNkpLDXz1Otr2VTYydXGQ2BpxqYM5pOG4dSrNVyky8dc+AmNJb40saNCBDvKRWqbLMweGYzOU0deXh3y1kqCPG7syePQlG1H2VKBJTYHS9Vh9BoZWpWM6rIiqst858WksONye/l05TZqWpxsKOjkkjEmRqf7BsH7y3z3zpw4DwdKZLz+eR45yTqqGwPz36MNjn6vfaMGiktrWb3OSqfVhczddtp+K2mhcORQAS0NvgH0lh17iQvzPQNcHpGnPvT5ETgtzT2OGWVSUtdqRxCg7Eghlf2Y3PXW3yBdCA0HtlHV1Ire5aBt/C3o935Gw8ZPaf7qTZwR6Xj1obhNsb7f0LcYFQ9NNcWMSJJxqMLJZyu3khodOOFgdXioabIwJE5Oe0MJecdVN929u7LHPpWijaJaK7t27Qp4fm3Z04xJL6e0+AAnGxt42Wg1Ybpgvt7bjkFoYc+e3USqoORw84D3IXhFokOUDIpWU1rnoLq40NevWg0pcRdwYfsXhLTuYXRiBlssNi7S5jNHu582ayiK4QvYX9EIFYG+S5t3taGUC4wZrKe03kGb2cO7ywoIUzSd0LDwQIXv2pa7GsnL678yC4AasDSB6PS1zUlQsGdP/1EH8oTxGOtKad6+lKOaRILXf4TMace8bx2NFhfukATcoUkwgDFKb5yL540kJkj8IGla9Tq2sv00rX6d2Jv/GnDzbN3wIZ17VhN97SOoo31mM6LHhdflRK7RB+zHemQ3iF5M4+aftJBwOgmbdTPO+lIal72EKjoF1XFu1PaKQpDJ0cRnIMgUCCoNLWv/B3IFQSMv7HOfgiAQPvcOvE4bcq0RVaTPKTnulidxtdZR9MpDXKbYRDtBRMbH0r7tS58jduoo38C39ghtmz7BY+1Arjum4NorDuBqriHi0l8GHE+bmIVp8tW0rvsflkM70GeMZd+hGhKUrfz9kev5Yv1RPvjqEKHBGm6Y2/MB+32goq6TqgYzl3SZGPWHrbIQVVQKottB85q30aaNomX9+9jLC9Bnjg/4G/9Q6cxfi1emZKM1lalVh/DYLT1+g70hiiJ7DzeSnRqGUtHzgWs9shvkCiIuvofGL/+N5cAmjMMvCGjT0DVLE2E6cWQCwLSR8bz4Sb7PSPO4qJNv8qqwO0UuGJPQ98YSZ43Ozk7uueceMjMzufzyy096++zsbNTqniGtp0peXh65pxCVdrapaujk9y9u8jvbTx8/1F8G8tvUvvd/Plfy/C/QJAxBERKN2dJM5IJf++q5d2EL11BbvJ7MCC26tIGdg52l29lR6JtFr7MFM8SkpwNIN3QQ3dSENyyOlNv+GuBZ0Bu22DBUqhgu2VGLyajmvyuKsHq0xIR5/Tnp46fPRJwyFUF+TASsLohBkMOQaePYX53HN3m+GeoHbxjN5BGx7HvmEyptvnuGQxlLca1vZtfrFcjNzSUp1cbD/9lMa4edkYOjGJ8dzQWjE3C6vWiP86BwpcRQ+fKvuCymkcvnX8NN/7eKAzW+95TpE7JpbLWxtWg3zcVFjFC5GKcpQ58+gcQFv0H9+Gr2CLnMCetkSnMRXrkKmceJ0drC8l0QJNi4eMZ0BnUZ/jYs3oRZrmDw/NupfGkPottJ0uRL0aXn8mtNLRqVguHHzWYPc3v5YvsqimplNLX7wsS/yu/k8jljWLLxKPWdHhRygXkzx6MylvPSp/uoaAysmDAqI5LrL80NENW/TeKebTS32/BqooF65s/MJfY054EbI1r5YMMGomKTye2aMT9Y2gJUc+HYRG5bkNPDG2RcVQGLN5Sg1ygZO2Z0n/vu67fdap9L67r3MKiVONU6RkyZRbO1jI68lQCoGouh0TdTnXDxDX3uf2iOmy+2r6TJZmBhbmCpw20FtUAtMyflkJN64qiCBmcZu47kkzAoi6hQHQ0tVsrrOqhvb2L44JhTvkcNzXYzaXQzo4dEnbhxH4wZ4zuXG4sFLPmFYIA6dxC/vOIiHG9+QYJRSUhuLlp1McqyAnY4BrFWM5tX5s7qdeLpg80bSE8M4aHbfRNvOwrr+Mvr26kyB3PFjPQe7Y9nX80BFPI2Lp45vs+omt4Ijmqj1V7IT68YM4BJhVzM0WE0LP4XcWXfYHVaiL7uj3TsWgnFPm8NbeoowufchjIkesB9gDP7vHE4HH2K7d/veGIJiV6wHNqBtXgn6vhMHNWH/SaDAF6Xg45dy/FY2qn93//587SbViyiatF9iG6fM7G7yzzHWrwTuSEUVcyJB4dnEkGuIPLy+xGUahqXvhjgn2CrOIA6JhWZSougUKIbNBK8bgxDJiLX95+jL8gVRF3+G8Ln3hGwvNys4dnmmZTIUnitbTKNKXPwWNrwOu3op1wP4Hs5FL1YS3zmOx5rJx0HNnN02buIKp3fufl4TOPno4pMpP6zZ6j78K/kFjzLA8YltH/yF64apePCsYl8+NVhPl1bzOZ9Nf4yQ9107P0aVeWeUzqHpwu3uQ1b2X7c7cfU8CNVbRQWldPx/kOMVh9lYk7/YX4eayeuxkr0meMJHnspruZqrEfysJf7zKzM+9ef0e9wPuCxdWI+sAlD1kTK1IMRRC+Wkr0D2vbzdUf406KtvL/aZ1RWUdfhd6AHsJbsRpuYhSF7KorgSMxdlVSOp7HVikwmEBo8sBSTicNiUciFgProBSVN/OfTfSRGqM67sMMfIw0NDVx//fVkZmb2G8Ug0ZN1u6toNzv9+fvpCSbcna3UffQ3vwGwKIp07vvGX95MptHjsVsw7/sGw9ApPe756phUEGTYqw4NuB8/vSSLC8cmEmxQ8c7yg+zZWwxArNqKs6EcXerIEwoJANqUYcTHRXDX5cOIDfcNUPOLG4mJ0PPo7eO5Y4GvRPPxQgKAIigMd4fPsyAj6Vhk4cjMSPC6MbpbGT1+JFGhOp58Z6dflHR2GcWFm7T8+/7pvPWnOfzxtnFcOC4JuVwWICQAKENj0aWOxHp4JyFBGmLC9eQXNyEIkBoXzKiMSIwyGz8zruEWwwaUHivGETNRyGX84ZZxPHTrJJJu/BOf2CfxTfoDCMYIWgt3MExZyZ9DPiUWn4Gi5fBOzAUbMI2/DIUxlNif/o32yXf6SlkD47JjAoQE8OWCL5w1mL3FjVQ1mJk0LBaH08PvX9zEF+tL2Lq/lpljElEqZMwel0SwwScY3HOlr7LV9Nx4/u/OCf0KCYBvUNtqY19xI+HBGn85wtNJaFdFktZOh3/Zwa7Q/hvnDenVZPTKGWlcdUE6t83vWcZ7IASPvghBpcVRU4wqLA5BEPylCuXGUKKu/j1BuXNxtTf264WlUSkYnRnF1oLaHrn/eUUNaNVyMpMGFv2aEuub8Cmt8f2W3115kMff2E5Lh91vfnoqaNSK7yQkHM+I9Agi5B14kDFu3FDiYsNQmKJwNvq8uZJUbcgFkYjx86httgaUYezG7nB3eTgcS5kZnRnFhJwY3lpWSHGlLwWoqqGz1xKoR6raSI4xnpSQAL601r/cNXHA0YnatFEISg3W4l3oMsahTRmOYdg0/3pbyW6qXv8tttJ9eKwnjpA410iRCRJnlc37ali9rRyNWs7UkfFMGhZ72vbtddpo2/wZ7TuWoopMJOYnj1L9+m9pWfdfdINHI8jkmA9sxGu3EHHpL2lZ9z8al/ybqKsfonP/evB6MBdtBa+HxiUvEH7RXViP7sUwdOo5jUroRmEMIXz2bTQs/hcNX/wTj82MKjweR00JweMu8bfTZ03EUrSNoNHzBrxvi83Fgy9sJCMxhFGZkby3qginJoyxv3yCD/61nv/tEbk/YzwWZQg//XcBN83zctnUQciNobSs/S9eu4WWTZ8iWtvQAl85hpGe3xBgQAM+8SL62j/Svn0J5gObqHGH4Iocx9DGnTR89nfuvv1ftHY6eGuZL9QtNEjDa3+YhVIhx2Mz07zqdfRuJ+aMLDTxmbg7mtHE9a80f1e8DhtNK15BFZmEOi6d+k+fwWvz5bKGXnAjR0Mm8sSb25mi2Md8XR3X6FswciPQ9yDVXuULS9UkDkEVnkjTqtdpWvYSIKKMSMB8YCMh0687L667M0Xrho8QXQ5CJyzggjgR64qVlO7YxPChk3pt73J7KCprpb7FwtvLClEpZCzbXMrEYbE8/NImQowann9gBjJrC66mKuyJE1i5rRy9Kp340m09oh4OV7QSF6EfcJ3mIL2KkRmRfL2zgqPV7VQ1mmnpsBMTpufaqedPvecfKx6Ph5/97GdcdNFF3HPPPee6O987tuyrISc1nFljE6ltsmDQqejYvQ5r8S6sR/IwDr8AW8keGpe8AEDcLU+hDI9DUGpwtdSiDI3pMUsoU2lQR6dgLd5FyLRrEQQZotfTb4phQpSRe68ZyYGjzTz64jeIrTWghBh7KSL4I+hOhqhQXySB2yMSG6bvGvz0PgBSBIVhPbwTURTJ6CppGRWqQ+PqoGnNB+D1YIhN4T+/m8gVv1vq3667LfgGgQNBk5SN9Uge7s5WslJCqW2yMC+iCmoOYBo0goVRJdA1BpYHhaNN8Q3WBx93rI64cRw51EqE20gc1eQaZQiItG78CJlGj+XAZp9JXVc6ojoqGW/VicPQ501M5ot1R2hqt3PFjDQ6rU6/MeT1czK56gJf+qhcLuOf901nf0kjM3ITKK3tYMoAvWMiQ3RYbC72Hm4kNzPqjKQ3dhvntR5XMaOovIXoMB0hxt6f0SFBGm6+OOuUjylT69CljsBycCvKcN+50MT7DEJ1abnoB4/BY2kDjxt3RzNKU99C9MRhMWzeV0NRWQtDuwx+vV6R3UX1DE+PGPCgNzk6CEGA0up2xg2NZu/hRrr1ifOlZPW0UfGkH9HhbY3h7qt8FVJUkYk4G31pG65mn5A/buJI1Bs3sWxzacBvwWp38efXt+P2eBmXfWxGXyYTuO/akdz6eBMfrynmvmtHcvdTa8lODeNv90ymtsnCe6uLyEwMoaS6ncnDT9+4pC/kGj1xtz6FrawAY85UBEFAl5aLdtBwgsddhlyjp/rN31H73v+hCI4g9sa/9Or9dL4giQkSZ5X3VhXR2mFHo1awZV8tU0fEcdcVw3rUBz5ZPLZO6j54AkdNMYbsqYTOuAGZQkXotOuo//TvWA5uQZ81mY5dK1FGJGLImYagVNPw2TPUffAXEEXkxlA6dizF3elTLptWLAJE9Ol9h7mdbfRDJ6M7uNn3kIpIpKOiELwetEnHFHR95gQSf/kyiqCBG+oUlDT5QvTrO/lqRwWRIVp+c/0ogg1qrpiRzsuf7aPh4p+ydlclLnclby49QFp8MOkLH6bhi3/QvPp1OhShvGebx6zZE6g40MrS93cTbFCRmxn40qYwhhI262Y8uVfz/ONf8bOZwwhRp9G86lXE9joeunkM+0uaaGqz88LHe1mXV0XukCgKl35CrNuJUxtK4+J/+xR9USThnhdOOhRsoHjdTuo+ftIXMXBgo6//IdFEXPJzn9/Bug94sc1KQkQ0s70lVNtDiFFaqP/8n+jTR6NNHdmrQaW9shDkCtSx6cgUKnSpI7AW70Idk0bQ2ItpXPwc9sqDaLvqop8J7NXF4HGfsf33h7Oxko68lQSNvBBVZCJTI0RWrkklpXo3jdU1RMT5HuaLN5QgirBgWirvrz7Ex2t8s5RxEQZ+uXAEv39xEw+9uAmvCDVNFt5bVUR47VaygCfXOmnw5pMkD+I3wR6sxTsx5kwHfIZp+480cVWXgVo3oteD6HIG+Iy4zW2IbgdKUxRzxyeTV9RAu8XBsLRwwk1aLpqQTHlJ4Vk5bxI9ueOOO7j33nupq6ujsLAQj8fDqlU+s7vs7GwpQmEAHK1up7LezMWTBgUIwI4a3+/NXn0Y4/ALaN30CXK9ifg7/hEQ9aYK6/vlO2jsJTQufo7m1W8iyOW071iGNmU44Rfd2e8gauigMP4atQSFK9ABXxmR2McWfXN8+dcTzX4rjGGIbidem5mkmCCUChmD4oJp+ea/mAs2dPUhAaVCzrO/msqm/BoWzhqMQn7yA2FNom/Aaq8s5LKp2Ri1CmYUvEPd+2sJnXUzwxy7aTAOIXVQLJqEzF5FmJy0cP67oohyTTDDdEfRChUgU2DrihjUpo4i8tJfIFOeXOqOUiHnhd9eQFF5C4MTQ7jr8hx+/vdvuHNBDpdOCYzUjAjR+j2B7rlyeG+765Vuw0WzzTVg88WTRamQEaRXUVLdjscrIpcJVDeaB2Su913QxGdiObgV8F0XClMUpikLMWT6oneUob7oRVdLLYrgCESHFY/D0sPUe/SQKFQKGd/kVaJUyHhneSGHyluxOz0nJXho1AriIgwcrmyjrLaDtq5IjVma/UQ3KWlrsBM05mIEhYqWte+gGzQSmS6o1/eXM4UgCHjb61CGHrufqCKSsBbn4e5oxtlUhVxvwmAyMXd8Mos3lDAsLZyZY3zX3iuf7+dgWQv3/yS3R+qHTqPk0smD+OCrQ/51BSXNVNR18I/3d1Na3c66rpSm1LNUwlsVHh+QzipTqIi57k/+z6ZJV+HuaMRSuIW2bYsJm/VTRK/npH/LZwNJTJA4a1TWd1JR18mdC3KYNzGZT74p5oPVh9hf0sSvrxvVZ35mf4iiiO3oXprXvIOrpYaoq3+PfvAY/3pdxliU4fG0bv4Mr9OBs76U8Ll3IggC+szxaBKGYK88iH7oZNQxabR8/RYAkZf/hqaVryK6nWiSe4a6uT1e5DLhrBsFCoJA1BX343XYkOuCcLU3YC8/gHbQ8IA2JyMkABQcbUapkPHCAzOobjQzYnCkX/H2pR4c4p1lBymtaWf6qHiKK1t58p2dPPGzSSTc9gzN+zbz8IetzJqUweypWcyY6OWep9fw9rJCRg6O7NXZtqSrtFRqfDA60yiaV/kc/U3j5pObGYUoiizfUsrHa4r56OtD3OZZR6k3gg+tM/hjxgG0UUl07FpB5/71hExZiLO+DFVk4oCMNQdK86rXsZcXEDH/XuR6E9bDOwiZshA0Rj7f7yTXs58bQ3YxZMJ0LOvaGXbl/QhOC00rFuGoKkK29Qvi7/xnDyNOe8VB1DFpflNAQ/ZUrMW7MGRPQT94LE1KDeZ9686YmGA9kkfdh39FkzoZxn63msynQtuWz5CpNIRMuxbwXbPZV96C7YPfk/f+y8z+zf/R2GbjzSUHEIGslFCWbS5l9JAorrognUFxwWjVCsZkRbGzsJ5fXzeSvKIGlq8r5KHgdbTrYrn9xlkMijfx3sqDtJZsgD0beWarmpEZEahVCrwiATMQosdN7Xv/h8fSRvyd/0KQyRFFkfqP/obb3ELiz//D2KHRfP7UpT2u594LpEqcKdauXev/96uvvgpATk4ORUVF56pL32u+3lmBQi5j6sjAGWV7ja/SSueer1AYQnFUHyJ01k9PmD53PIahk7GV7Oky+hVRhsVhryqiadlLxPzksT6389gtfiGhMWQYEa2+1IpT8ZLpDsMHmDqy/+3lQb7ZX1dLDXKDiV9fO5K4SCPeTV/726jCfOdpcGJIwMzoyaKOTkFQaenM/wZjSCE/yZ1CTVdKcsvXbwOQM/eygHeab7NgWhput0hoJ3B4DzrRgmniQjp2LUd0OYlccN+AfGh6Q69V+icDEqODeP/xeeh6SQs4VQYnmlApZDjd3jMmJoCvBPGXG4+ycmsZ8yYm+0wuB1i+8FQxDJuBtXgXpvGXAb5nXOhxpcG7B8ztO5bS8NkzeJ12EL0M+sOnAfvRaZTMGJ3Aqm3lfL2jgmCDmkFxwYwYHHnCa/nb5KSGs253JXsO+Gb6kwwuLlXtoXONT3iS6YKRawy0b/uS9m1fAhD707+hiRvc5z5PJ6Loxd1Shy51pH+ZcfgM2rd/SdPq1/GYW1F2/f5vuSSLfUcaWbm1zC8mHCxtYUJOTJ/n5dIpg/hi/REWfbHfv+zVxQWUVLVzx2XZWGwu8ooayM08P1IWQ6dfB0C9x425YCOOmiN4rO0k3PPSeWdSPuC7gtls5tprr+Xll18mPj7wD/X111/z/PPPI4oi8fHx/O1vfyM4+PwIm5E4f9i8rwZB8IVtyeUyrpmVwdisaP7+310887883nl0DvKTKAsoiiL1n/4d66HtyA0hRC98GN2gQFVcEGSYJl1J4+LnaFr+H7SDhvuN2ARBIGz2rdR/9iwhE69Abgyjdf0HaFNyMGRNQhEcgaezJUAFrGu28NHXh1m3u4qb5mWxYFrq6Tk5J4EgVyLX+fKylMGRKId99xtfQUkTGUkhxEYYehggqZRyLp+exhtLfPn8V8xIQ6mQ8Yf/bOGhlzbz57smUOwchMWTz4xc371BqZDxk7lDePZ/eWzcW820UT1v7iXVbcgESI4JQqlSoIxIwHpkN6Zx833fUxC4eko87uVPo5W5iZB34px0NQ0r3bzhnMe9E0egrK/AvG8dSlMkjUtewDT5KkKnXfedzwf4Zs8789cSNPYSjDm+XDbdoOG0mx08vWgr+440EZZ5ARkNq7GsextFUDhBQ8YhyOQYh03H1VJH9Zu/o3Hpi0Rf+4j/5u+xduCoO4pp/Hz/sfSZ4wmfeyeGYdORKdUYhk7GfGCj78X9FF8E+8LrsNK4/BUA1JV7ED2uHnnDZxpbRSHa1JEBxp0JaankJU0lrXwdX7/2IrWqJGQyAYVc4E+LtmK1u/nJnMyA/M6fzYriUsN+shJERqQPYXjjMoKsduKv/zXqGN/L2nVzMln5XCITKvZR0DqEvYcbiAzVERdhIDnm2PFb1v3PZ2YK2MoK0A0aju3oXhy1vgGV5dB2DFmTehXGJCS+T3jtFuo+eYqwC2/FExzH2l2VzByiRVa5l7aWGoLHz8fVVIWrqQpBpUF02mnd+CEAhl68cPpDEGREXvYrQqZdh73yIIasSbSsf5/27Uvw2i3IvnV/c3c007l3DdqUHADkUamMvPJuile+Syi2UyqjKwgC/3fHBGLC9ZiM/c/qKU2+wXPdh0/gdTlIMoYh1wdj7RJWgkbPQ1CcnvulIJOjS8/FcmATNo5FgnQTesGN6NJG9bsPtVLOT+Zm4u6IoOLwO74+Dr8AdfQgvI6BGdoOFMNprlajVMjJTA6lsLTFn9N/Jrj9smy2dKUKTB4ei93pIWoAJYG/C3KNvl+xTG4IQVCosJUEOv97LO09xLrLpqaydlclkSFa/nTb+FM2qRyeHsGhndvJ2f4W88MnMi4zHArBMHQK5gMbsR7Jw/ut/Hxb6T6/mOB1O3tURTqduDuaED2ugMgEZUg0pgmX++8/Qbm+kqByuYzRQ6L47Jsj2By+SmD1rVamjOw7xSZIr+Kyqal8+PVhwOfRsPdwIyqFjAtGJ2DQqbhuTuYZ+36nSlDuXCyFm/33B0dNcQ+Bx+u0IXq9/s/uzhZkat1ZKzs+oJFbfn4+1113HWVlZT3Wmc1mHnvsMRYtWsSXX35JRkYGzz///Onup8QPgM35NQxJDvW7RQOkxAZz40VZdFic5Hfl4w0UW8kerIe2Y5p4BYk//08PIaEbQ9YkVJFJyOOzeL5xMsu3VeLtShZTRw8i8Z4Xfeu1BuJu+zuR8+8FQBM3GH3meP9+mtps/O6FTazfU43JqOazb4p7NXD5vmGxuTha3U72oL6jGeZOSMaoU5GVEkpKbDDxkUae/PlkNGo5j/xnM4vXHyEhyuh3jwaYOiKOlNggPvjqkK8c57coqWonPsrozy/VpeViryjEaz9WXirLsZdERTMRCYnoMsYxeNqFzB5pYtfBem56bBWvHzThbm+gbslLeBFo27oYV3tDj2OdCq0bPkBQqnuUvnzmv3kcLGvhV9eM5KI77iL+jn8SeeUDRF/7B39UhCBXoopIIPSCm7Ad3Uvj4udwtdVjLtxM1Wu+spi6wcciAgSZnKDcOX7hKmjUbESX44wYMbasew+PuZWQqdcgc1qwFG0/7cfoD3dHM56Opl5nO4ZfdQsWbTRpjd8wpfotrsvxcsWMdCw2FyPSI3oYRckOfk3wkZVUv/Yb2l64mTTrPkxjL0Z9nGFqdJgeQ8Y4lIKXxy4OIipUT12zlckjYv0Cj+XQDtq3fYlxxCxkGgOd+9YiiqIvrDsoHIUpivady8/oeZGQOFvYa49gLz9A3YdPsHxLGXJ7OxfVvUr9J0/RsvZdOvd8Tc1/H0WuDyb2picIv+guwJcLfrJRb90oTZEYc6YhyBU+816vB2uXkSN0RRmWF9Cy/j1aN35I+45lAMRecR+qkEjsg6cTc90jp/ydR2VGDsjgTxWVgiFnuk/oUOvwOqw4ao6A6CVk6jWEz7ntlPvQG/qMY88BR20Jcr2JsNm3kXD385gmLBhwpJ3cGIo+axKRVz6AIjgC/eAx/rSu85mFswZz+/yhvVblOV0IgkBybDBltR3Ut3SVBA49s2LCQPoUPu9nBHdFLnTjbKzo0TYhysjHf72Yl38/66SEBHdHk99UHCA7NYxLtbuRCyIzvZsxFC1FkzCEyAX3YRx5IbbSfTjqywL2YS/3hco4m2soe+o6zIWbT+JbDgxnYwWKxhKqFv0GOJYC0k3Q6Ln+fx9fLSYnNRyPV+T1LwuoaujE6xWJi+j/N37NhRkMSwvn2gszmDPB57/yy4UjTmgWei7RJmYRfe0jGEfMAkFGx+6vAt6pRbeL8ufuoPzZm5C3ViGKIjVvPUTb1i/OWh8HFJnw0Ucf8eijj/Lggw/2WOdyuXjssceIivKpuRkZGSxZsuT09lLie095XQdltR3ccVnPlIHczEi0ajmb9lYzqivVoaHFitnmChicHo/o9dC89h0UIdGETF3Y78yqIJMTd+vTfLGhlP1LC9lfvp9dRQ08evv4Hm2Pz/3cur+GD1YfprrJTEKkAYfLg83h5pl7p9DW6eBPi7ayfncVs8aevCHU+cTBsha8ImR3mfv0hlat4KlfTEanOXbLiAnX8+Q9k3nk5S1UN1q4ad6QgNArmUzgognJvPTpPqoazCREGf3rqho6OVzRGhBOpksbRfvWL6h6/bcIcgVhF95Cx46laFNHEXPtH/ztxg7WM3xoOu0WB27HYNzbdiB6RRaZZ3KX8Wuavn6XNzunEGJUc8eCHBQnEe3SjaPuKJaibYRMuSZg9vxIZRt7ixu55ZKhzBrrC61TRSaiiuw9jzcodw5eawetmz/B3OW5oAyNJfrmv6KOTevz+OqYVNQxqXTsWU3Q6ItOW0ibx2amc+8ajMMvwDT5Kpp2raZ91wr0WZPOWthct7qu7kVMUGgNDPvNC3y+ai/Jec8xpnMNUVfMoay2g6t6KelkrzqEOi4Dw9BJeGxmlMERGIZO6dHuimvmUv6vj4iyFPPADdfz7w/3+HPDXa11NC55HnVMKuFzbkdQKOnc8zWtpg9wVBURNud2RI+blq/fwlF7NECokJD4PuLp8BnweTpbWPx1AVfG1yJY3ITOvJmWNW/TtOIV5IYQYm74P1RhcaijktEkZp22GXlNfAYyrRHLoW3oUobR/PXb2Erz/VUUACxFW0GuQGE6PU7xA0UQBCIuuQfTpCt9937R6xNY8tf2GOScDvTpYwgePx+vzUxnvs8rwZg99ZT6HXX5b057/840w9MjGJ5+5o3lkmOC2Hu4gZom32RF1DkWEwB/xKO7owlL1yDdXl1M+64VhE69NuC94ttRu87GCpQhMb3+Jq1H83FUH6Zt2xcYsiYTcfHdAGg6qxmkbGSpdSQXjokj0iDDNNFXPlebnEPnnq8AMAybjnnfOgS1DnvVIbxuJ44u0+iOvFUYsno3Se4Nr9OOpWgb+oyxyNQ9z7koilS//QeMDivdw2NlWGAkq1wXRNRVDyKoNGgSjpUNH5IcilGnYtW2clZt8yUbdldu6QulQsYTdx/r/6gnItFpzm5k5qmgSx3pq2SjUNGxazma+MH+0u/ujkZEp6+qjLKlHI+lHXdHE3Kdsb9dnlYGJCb0Z2AUEhLCrFmzALDb7SxatIgbb7zx9PRO4geBy+3luQ/2oNcqew1BUinljBsaw9b9tdxz1XAEQeDRV7dS1WBmbFY0dyzIJjrMpzZ6nTY6963DfGAjrsZKIq98YEAh2oJcwZb9tQyKDWZUZiSfrC2mvsXa5wPFanfx/Ed7CdKruHBMIgfLW6htsvKHW8aSEhuMKIokxwTxxfoSZo5JPO/yl06GgpImFHKBjOT+cxaPFwO6iQzV8befT2LJxqNcNCG5x/oxWdHw6T52Ftb5t/9ifQlvLilAqZQzI/eY2ZcmPhNd+mhEjwdXay11HzwOQMjkqwL2KQgCk47LdTfH3ItMqWF8mZ4131Qzp2gLxW2RNHmDqGu28rubRp/0w6J95zIElYbgsRcHLP9s3RF0GgVzJwxMQBIEgZCpC9FljMV2dC/q2HQ08YMHdM0aR82madl/sJcXoE3OOan+94W5YAOi20lQ7hwEQYYjcTTyoq9o+OwZIi6+p0fI8cngqDtKR94qXG31qKMHETzmYhRBxwQqUfQCAvaaYp/5ZFRKr/sRBIEr5o7EMujn1H/8JJbN7/Pbq64MEHXA95LibCjHNPEKgsdc3Ou+upEplOjSRmE9sov0i3/GC7/1pTp53U7qP3sWBIHIK+5HUCgxDruAjl0raNv8CbqMcRhHzER0u2hd/z7tu5YTeekvTvkcSUicD7ja6v3/TqKakfLDaFKGYRo/n5Y1vlz9sFk3+70B4NS8CvpCkMnRZ47HXLCBJrkK8/516AaPQREag6PqEKqoFBzVh1DoTafVA+dk+nf8xELY7FtRhsWhyzj9/jKCQknYzJsRvR5Cpl+PwnDmvAN+zCTFBOH2iCzf7CsHfj6ICd3oBo3AWpyH6LLTuv59EL0oDCE9SnZ347G0U7Xo1z6z8QtuDPBkcjZWUP/xk4huJwCd+WsJHj8fVVgcnfvWIsiV3P67X6ALMgXsUx19TCTXZ4xH3xU5Wf/JU7Ru+BBng2+w7jG3Dug72cr242qppSNvBc6GCmzlMwKenaIo+vYlij7zSU0wSTc+CoIMhcHUY3/6Xn57GrWCN/80m/W7q3j+o73AiQ1Wv833QUg4nrDZt2At3oWtdJ9fTHC1HYvGlbfX+ktpqk7BrPZUOW1OKp2dndxzzz1kZmZy+eWXn9S2BQUFp6sbfvLy8k77Pn+sfJdz6RVFVu1up7jSzMLJoRw9fKDXdtEGG2abi4+WbsHhEqlqMJOTpCW/uJ5f/r2eKyaGki2UoD34FTKXDY8hAkfGBRwyK2EA/euweigqb2XGsCAitb6csC+/3sWo1N5vPOv2d9BpdXHtlBDiwlyMTjLi9hgQrFXkdTm+jkpW8NnWFv7933VMzjpxvt/5eE0WVtpYuq2FuDAlB/bnn/J+cmLg0MH9va6LDlGyZvsRkoI6sDm9vLu8luQoNVdMDMVrriQvr/JY49TZAAhOK/r8xYhKDQfqzVAfeO4Cz6UK8JJo7GC9ciizxAKuii2nOnYqS3c2cPffVnP15FBiQgcWxiY4rQQXbMQRN5w9B44ZurWY3WzKr2NCpoGDB/b1s4c+UCVAkx2aBritx0Cw2kDF8tcxj70BvqtgJYoEbfkSMSiGgupWqM6DpNEgehAPfUNbfQ3msT/p/zgeFwhykMkC9qs5shFtySZEmQKPIRxb+QGajuzHPPpa5K2VaI9sQtFagT1lPIqWCgRDJLvzT3QeZOhihtKxYyntO5aCTA6CDK9SiyN5LJ6gKIyil0qbjNIB/LaU8jAM1g6K3nkCZXMptrQpyNtr0dQdxTzqKppLqoAqEEXUg2fg1YfSGpVBdb7vutZFZ+Et2EBV+DBEVc/7xvn4+5aQ6A13eyNyvQmHxcwM41HEjkZ0ExYAEH7x3VgKt6AfMvGM9sEwdDKde77CvG8thqFTiFxwH+AzQhVFL+b9G/qt9nA2kam0mLrOz5lCkMklIeEMkpUSikGr5GBZC3ERhvNqEGkYNgPd4LE0LP6XvwqH5fAOwubc3utElb3al/NvLtiAuWADCfe86K9o1bl/PaLXizIiEYUxBFvpfswHNhEyZSGWou3o0nN7CAngq1LVjTI0BlV4PGJXtaf248LlXS01uM1tPQb8oiiC6EWQyXG1N1D7v8f86wSlBvO+bzAOm442KRtRFGlZ8w7t25cQNPoiAKzDLj2lsq9qpZzZ45JYu6uSI1Vt37ky3PmOIMhQRSX7xR0Ad5eYoEkYgrehCldXKc3vnZjQ0NDAbbfdxvjx43n44YdPevvs7GzU6tNX6iIvL4/c3NzTtr8fM9/lXJbVdvDSJ/kcLDMzb2IyN17ed8mgYcM9fL1vDV/uaEerUZIcE8Tjv5hOQ6uVv729kw/WN/J05NdowmMIn3vHSbvLLtt0FKjlqjm5JEQZ+WDjKtocuh7fzenysO9IEzuKdzEhJ4b5s8f2uc9Ro0QabXmsya9mypihjOrHAfZcXpPtZgdGnaqHcdzaXZV8tHE3aQkmfnfjaH/0x+lmWsNBPl5zmMFDcli+uRSnu4b7fjKBlNgTmLRO6BmuDv2fy8j4dFq+2MdQx1HmXfU7Jo3p4O//3cUbXzdx+2XZpMWbOFjWwkUTklEp5Xiddjr2fOUr+eV1ozBFozCG0uH1kDb3Rn+YoSiKPPbaNlRKOXdePTHA9+NM0i600Lz6dbLC1WiTcxBFL527v6Jz3zd4XQ5M4+cjyJW4O5sJGjUbmarvftmrDlFjbiR83t0MHuk7f3l5eWRf9XM6dqfTtOIVMvQuDEMm9FoLXvR6qFr0a0Svh4h5P/P1x+OicfnLmEs2YRg2g7ALb0Gu0dO66RNa17/P0Jhg6jf9BxBQxKQiHN0KMhlBo2YzeAC/B3HUKJwN5VgP78DrcoDHjb2yCMWRDQTlzqEdyJ42b0DhfJ6sDMoLlqKuzkcRHIGswJeTHTz+MgbN/JZp5+ie5WCdiZFULbqPFG8TIbmBYchn6vftcDjOiNgu8ePG0VJHgyeIBpeWIUrfS6k2ZRgAQSNmETRi1hnvgyZxKNqUYdhK9/lNkcEXRSgAQSPPfB8kfjxEhuh4//F5OF2e885EVxAE5FoDkZf+kqaVi0Amx1K4Geuh7QG+Xd04usSEbswFGwmZcjWO2qM4aktQRSQQd+tTANS88whtGz/C09GMx9yCJqlnqnF3H7pRhvhSiwS5AtPkq2jb9IlvhUwOXg+OmmIU36ow0vDFP/GYW4m68kHq3n88YF3cLU9S99FfafjSl07orCvF3d4AcgUdu3xeRB7jdxMOn7h7Eg6n+3sdJTxQVJFJWA/voOyftxB15QO42xtBJkeXMRZ75UE6961Dpgs6qao735XvLCZ4PB5+9rOfcdFFF3HPPfecjj5JfM8QRTHgB2x3uvlg9SG+WF+CTqPkvmtHBtSu7g2lQs5TP5/MY69to7K+kzsXZCOTCUSH6Xn6l1P49J1PUdZZ2eAdxfUDFBIcLg9qpW9AtDG/hvhIA4ldtYWHpflcXI/vu8vt4d5n11HdaMagVXLD3P5dXQVB4N6FI6io6+CFT/by6sMXIj+PHlL5xY18sqaYvcWNzJuYzN3H1X92uDy8s7yQwYkmnvz5FH8ZyDPB2KHRfPj1Yd5dfpDN+2oYPSTqxELCKZISG0zU7Mup+/AJLId3MXTIBJ77zXT+8f5u/vPpsZlwvUbBzNHxVL/5O1xNVajjMpAHR2AvL8Brt6BJzArIV/xqRwW7ixr42eU5Z01IADCOnEXb1s9p3fAhmqRsOveupWnlIlSRyQiCjMYlL/jbWg/vJPraP/QpKFiKtoFc0Wu+o3HETDryVtCy5m06di3H2VhJ7A1/DjgH1sO7cDVXI9Maqf3fY+gGj8HrtGMv20/I1GsxTb7K/1sKGnkhbZs+8TmiWzuIvfkJVOEJVC76NZ7O5gGLgYIgoI5KDqh17WyqouqVX9G+YxnK0NgB5wV2v6zJ1Dq0qSNo3fgR7rYGQqdfP6DtVREJaJNz6Ni9CtOEy85J+LWExOnA3FDLEXMEh10JDFHWItMYzogfQH8IgkD0wodx1B1FE59xVo8t8eNFpTx/79tyfTBRV/4W0eOiuqWWxuUvo44b7E9jEN0uGpe+iPnARgSlBrnWgMfagblgPYZh06h+47cAGIZd4H8+aQeNwFF9mM78NQBo4vr+rYVfdBf2yoMBaZih064jZOq1tG//Ek1CFjVvP4yj9ghyfTByfTBKUxSi6MVWsgevw0rNf/+Iq7ma6Gsfof6Tp5Hrg1FFJBB52X00rViEs64UdWwqpomXo4pKpuadR1AYQxGV363qgFwmnFfRJmeS7ggOr7WD+k+eRpucgyIoHGP2NJrXfYCzvhT9SfhanA5OWUy44447uPfee6mrq6OwsBCPx8OqVasAX6RBfz4LEucfoijiqD6Es6ECXfrogBys/qhtsvDAvzdw0cRkrpmVwc7COl5fcoCGFisXjk3kp5cMHXDYUWSojr//cgoHy1oCjPnUSjkzw2tpa9TyUZGaYSVNZKf27Sidf7iRz9YfYe+hBu68fBgRIVoOHG3mlkuG+tsMT49g3e4qyus6/eXh1u+uprrRzM+vGs4FoxMG9NDRqBVcNyeTJ9/eyc7COvQaJUs2HeW+a0eekxvb0k1HcTg9tJkdfLG+hIgQLSMGR7B8SxlDUsJQKWR4vL40kuZ2O/dfn3tGhQSAtHgTidFGVmwtQxDg6pk9jfROJ9pBw1EER9C+9XP0meMINqh59LbxrNvtq+Lx7ooidh6sZ0JQLa6mKiIu/QXGYTMA8Fg76di9yuc23kVDq5XXFhcwLC2ciyb2nud/ppApVJgmXknzqlexle6jY9cyVJHJxN3+DCBiLytAUOtwt9bSsPjf1H/6TEAZSkvRNrwuB8acaViP7kGbmIVM3VNsEGRyQmf+lLr3/4zodiHI5NR+8DhxP/2b3/egfecyFMERxN/5T9q3L6V9+5d4XY6A89eNXB+MIXsqnflr0GdNQhPvE+YiLv05zStf63N2ZCCowuPRpeViPZKHOv7kIpQM2ceiXU6lhGjQ6HnUf/IUlsM7MGSeXIk8CYnzgf99vp0Jrg4aPanscqay4IIpZKaEn5MZPUGhlIQECYlvIciVRC64j+rXHqDug8cJm30b2qShNK95G/OBjSjD4jCOmIVp/HzMBzbR8MU/ad3woX97ddSxdIGgkbNxtzdi3vcNAKqovlMJgkbNJmjU7J79EQRMXVUnVBHx2KsO0bFzOerYNEKmXU/9J0/jdViRaY24GivRJOegSx1J8PjLkGt9hoia+Azi73i2x74jLr4b0eul8ftfGO2soYnzvUOr4zNxVBVhPbIbddxg5PpgOnOvIUnt6FEl5ExzUmLC2rVr/f9+9dVXAcjJyaGoqKivTSTOQ1xtDSiMoQhy35/fY2mn9r3HcDZ0laRZ+Sohk68mZOrCE+5r6/5aOixOPvzqMIvXl2B3ekiIMvDkzycztJ/qAMfjqC/D09GMLj0XvVbJ6CGB7s1epx3roR0ED52EaY+e15cc4Nl7p/YIVfN4vLy74iCffnOEsGANg+KCefWL/QTpVSREGbh0yjGDmW734A++OsSE7BjG58Tw+fojJMcEMWd80km9WI0fGk1YsIbPvjlCfYuVlg472YPCmD81dcD7OB3UNJl55fNjvgVzxidxx4IcZILAgy9s5Nn/BeZ0j8qMJCft1Mp8nQwymcALD8zAbHPhdHnO+My+IJMTMu06Gr/8N+Z96zAOvwCZTOCC0b5Z9oNlrWzcW02bbDuKoHAMxzlny3XGAMNHURR5/sO9gMi914w8J+GRQSNm0rb1cxqXPI/H3Er4xfd0XZ+CPzSZ2DQ8NgvNq17FvH8dxmEzsFcWUf/Zsz4zsYgEXI2VGIdd0OdxdIOGE3fbMyjDYnE111Dz7iPUvPtHohf+Hq/dgr3iAKEzb0Km0hIy5WqCxszDa+v052p+G9PEBbg7Ggm74Jghry5lOLq7v3vp4ODx87EeyUMTP+TEjU8juvRcFMGRdOxcIYkJEt87RFGkPn8zKOGS6xbgLXCSkTsMteq02WdJSEicBlRhcUQuuI/m1W9Q+97/ETr9ejryVhE0ag7hF93pb6cfMgHlxg8x71vnX3Z8pSiFMYTIS3+BJm4wbnPrd46oU8ek0ZnvGwvaygoQve/iMbcAEHXF/bRu+piQKVcDEDrt2hPuzz8RIXkODRhFUDjJD76Hu6OZqpd/iehyoAr3RX97QuIJOQcp1dIT5EeGs6mKqld/gy5tFFFXPQgINC59EWdzDeHz7kYdm0bruvdo2/JZQG3XvthzuIGEKCMLpqWy/0gTE4fFMiYrasDl+LxuJ/UfP4m7vRHDsBmEz70DmTLQP6Nz3zpEl53gYdO4KcbIP9/fw4Y9VUw/rhJAa4edp/+7i4KSZuaMT+LOBTm43F7uf24D1Y1mfnvD6IAZ+IgQLcPTw9mcX8Pm/BqCDSrazU5+fd2ok56hkctlXDQhmf+uLEImE4iL0LN441EunpTSo5zPmWRzfg0A/75/OmqlPKAe8UM3jWH5llJGDo5EoZCx+1ADF449e+YsgiBgPIt1fA3ZU+nIW0XLN/9FnzHOX6XA67Qx2VhJs3gER8UBQmfc0O/DdcnGo+wtbuSeq4afM/dnQaEkZNKVNK14BZnWGFBn+XiCcmdjPrCR5q/fRvR6ad3wAXKDCU9nCw2LnwN85YX6Qx2d4v9/zPWPUv/xU1S9ej+IXmQaPcbhM/1t5Ro98n6qPyhDY4m5/tGT/boDQpuUTezNT6CO6bu85plAkMkJyp1Dy9p3cdSXBaRfSEic77R2OhgsluHUhJIxdCj3ZZ8/aXkSEhKB6DPGoU3Ooea/j9Ky9l1kGgOmKYGTfIJMjmHoVFo3fAAyBYn3vIAiuGepzd4iDk4F44iZfjEB0Yu9/JipuiYxi9gb/nxajiPRPzKlGmXosYkcfUbf/m5ng7M30pE4L2jd+BGIItbDO2le+RrNq17DeiSPsAtuJGjkLNRRyYRecAOix3XshtEHdqebA0ebGZURyexxSdz/k1wm5MQMWEgA6Mhbibu9Ef3QyZj3raN59RsB6x31ZbSseRtNcg6axCFMH5VAanwwby8/iMPli4s6Wt3Or/6xjuLKNn593Sh+cfUIVEo5eq2Sx382kUdvH9/rDPzjP5vEJ09ewp/vnIDJoCYmXM+UET1LVw6E2eOTMBnU3DA3k5svzqKhxcrWgtpT2tepsmVfDRmJIaTEBgcICeBLIfnpJUMZPjiCoYPCuPGiIWfMcPF8QBAEwufchsfSTvuuFQCYD26l8j+/JHj3W9xk2IRHUGDsx2hs5dYyXl1cwJisKOaOP3mX4dOJcfgM1DFpmCYs6CG2dSMIMiLm3YXXYaNp2UuILifRCx9GmzIMV1MV8qBwlCdR3k0TN5i4W58mKHcuYRfeQvwd//CHLJ4PaOIz/dFVZxPjiJkIChWtGz9C9LjO+vElJE6Visp6BitrIfHkRXMJCYmzj0ytI+Liu5EbQgm/+Ge9lk3UdZshet29CgmnE018JtELHybyivv9nkpBuXNJ+Pl/JB+hs4wgHBtraRKzzmFPpMiEHxXOxgoshVswTVyAx9JOx26fx4U+axJBx9VpV0UkokkaSkfeShh/GwDmg1uwle7D67ASMvkqVBGJHDjajMvtZVTGqbmwemxm2jZ9inbQCKIW/JpmvYn2ncsJGn0R6qhkvHYL9Z/+HZnGQNSCXyMIMgQBbrs0m4f/s5mPvz5MSlwwz3+4B61GybP3TiUpJrBEY7hJS7ip77B6tVLOyIxInn9gBm6PeMr+ASFGDW/+aTYKuc+TICZcz8dripmYE3tWQuPrmi0cqWoP8IX4saOOSUWbOor2ncvQJmfT8Pk/UEWlEDn/Xt5aWkBli5vLjpoZk2UI+Bt5vSIffHWI91cfYvSQKH5/05hz/uItyJV+d+b+UEUkknDXPxFFUJoiEORKgkbPw1a6D13qyJP+HoqgMMLn3Haq3f5BItcaMU24nNaNH1L95kNEL/z9ue6ShES/dBsNtxXlESR4MQ47s2UfJSQkTh/q6EEk3ruoz+e3KjIJVVQKxuEzel1/utGl+8LoBUFO/adPoxs85rwp4/pjI/6Of+J1WM+5kCOJCT8SRFGkZe1/EVQagsddhkyrJ3jsJSiCwv0h4McTlHsRDZ89gz7/SxpqtmHevw6Z1oDo8eCoLibu1qfYfagBpULG0NSBeSN8m47dq/HazYTOuAEA0+Sr6dy/nuav3iT62j/QsPRF3G0NxN74l4ASJzlp4YzrqhAAEBeh5893TSQy5NTD0AVBQKn4bgPG7ogMuUzg+jmZPPu/PNbtrvTn6p9J1u+uAmDisLPryH2+Y5p4ObXv/pHa9/6MXBdEzPV/RK41Mv2SeJ59L4/H39xBUrSRWWOTKCxtpqbRDEB5XScXjE7gF1ePOOMGlacbZWhswGdd2iiCJyzAmDPtHPXoh0fI1IWoopJ9xlcbP4bocxtiKCHRG163E4+ljZq3/oBh6CRkVSWYRQ3JaZLoLCHxfaK/iQBBEIi//Zmz2Bsf+sxxJN776oAN2yVOP8dX3DqXSGLCjwTz/vVYj+QROvNmfym17vIivaHPGEvQ2Etoz1uNua4Q06QrCZl6DY7ao9S++0caPv8Huyt9JotqpRzR48ZjM/cagtUbosdNR94KtCnD/Hnacq2B0GnX0bRyEeX/vAXRaSd01s1oEnqWaLznquFkp4aTHGMkMzkUzXlmIDV1RBxfbijhneUHmTgs9sQbnCJer8iHXx3ivdWHGDE44gedunAqaBKGoI7LwFF9iLD5v0Su9V37Q1JCeeX3M9mwt5qP1xTz+pcFhBjVDE4MwWxz8bMrhjFvYvI5j0g4HQgyeYAJosTpQZ8xFn3WJMyFmyB8xLnujsSPHNHtomHpC+DxEHrBDcgNIVS98itfDXKgffsS4oFSw3Bk5yA9SEJC4oeHJCRIgCQm/ChwdzTRvPp1NAlDCB578Yk3wDcACb/wFsqDMhiWmYYy2BfCpIlLJ2z2rTSteIWwzlDGTrrE5xD92TNYj+zGNGEBpslXIVP0b7ZnObQdT2cLQRfdFbDcOGo2itBoOnevRq4LJnjspb1uHxqkYcG0s1st4WSQyQRum5/N71/cxGOvbmPOsNNjPiiKIss2l1JW28GVM9L574qDbNhbzQWjE7jnquGn5Rg/JARBIOLSn2OvPNjDfV8ulzEjN4FpI+OpaTITE25Afg6qNUh8fwkaOQvzvm9Q1RYCUnUHiXODKIo0Lv8PlgObAHC11qFLz/ULCccTliNdpxISEhISpw9JTPiB43U7qf/k74iiSMSlv/Dn1VjtLnYdrGdCTmz/YdwKtV9I6MY4YiaV6z7nYs8eUrNupWPnMqyHd6KOTadt86dYDm4l/OKfoU3sPZRSFL20b1+CIiQaXdqogHWCIPjKx6V8/wfGQweF8ZvrR/HSJ/m8WOmltO0Ak4fHkhhtPKVICpvDzT/f383W/bUIAqzaVg7AzRdnceWMtB/ELPqZQBUWhyqsb2NNmUwgPtJ4Fnsk8UNBHZeBMjweddUef166hMTZpmPnMsz71xMy9VqUEfE0fPoMzsYK1HEZCHIFhqxJbCxsIaT0K3In9l4NRkJCQkJC4lSQxIQfMKLHRdPyV3DUHiHqqgcD6sG/vayQ5VvKGBR7hFsvHUpqggmDVglAfnEjKoWcISm9hy8JMjnfiGOYJ1+G87NHMTdVoksfTdTVv8dWmk/T8leoffdPmCZeQci0awOMQURRpHn1mzhqigm/+J4AN9IfIjNyE0hPMPH8+1tZvKGEz9cdQS4TuGleFlfMGHhZO7vDzf+9to2DZS3cNj+b8dnRfPT1YYanRzBt1MAd+iUkJE4fgiAQlHsRrlWv0vD5s4TPu7vfcpkSEqcbr9NO6+ZP0SbnYJp8FSAi15vwWNrQpY0iZPJVAOTv30GFKpKJ2r4NiSUkJCQkJE4WSUz4gWKvLKJxxcu4GisxTVmIPmOcf11jq43V2yvISQ2nor6DR17ZAsCEnBiiw/T+Ae99147EiC8vv6i8hXCTlsgQHc3tNlbVhDIhdShRMhvBoy/CNPlqX1TBoBHE3/lPmr96k7Ytn+GoKyV64e/x2Dpp3fgRrsZK7JUHCR43n6ARM/vo/Q+L+EgjCyeHkZI+lKKyFtbtruLNpQcormxFr1UiimDUKZkzPpmY8MCBSF2zhfV7qti0t4aKug4e+Mlopoz0zbLfe83Ic/F1JCQkjiModzaVZSVwaD0yjYGIeT87112S+BHRsecrvNYOQqZe0xUZI6DLGEvn7tVoU4b529U2WXo8XyQkJCQkJL4rkpjwA8HrclD/8VMgCMi1RswHNqIICidq4UPo00cHtP147WFA5L7rRqLTKCkqa6GwtJllm0vZur+WmWMSaGix8ex7uwkxyBGWrqKlw0FKbBDP/WY6m/NrAIGIKx4gPjqoR19kKg0RF9+NOjqFppWv0rTyVRy1Jbiaq1FFJvkiFqZfd3ZOzHlEaJCGicNiGZ8dwxtLDrBiSyk6rRKZAB0WJ0s2HmXepBSiQnV4vCLltR2s3VWJxysyKC6YB28aw6QzaOYoISFx8giCDEfKeAZPvwxBoTzX3ZH4EeF1O2nfthhN0lA0CUP8y03jL0OuMaCO8fkKiaJIbbOFYenh56qrEhISEhI/UCQx4QdC81dvYSvdhzI0GlvZfoLHzSdk6kJkqsCQxpYOO19tL2fW2CR/KcXRQ6IYPSSKBdPSKK/rIHtQGC63l8/XHSH/YDmmkFCMOiXLt5SxdX8tn35zhMykEBKi+s8zD8qdi6u1jvbtS0CQEb3woR4eCT9GZDKB2y/L5vbLsv3LmtttLPpiP1+sL/EvU8hlzB6fxMKZgwk3SaGpEhLnM6pwKd1I4uziqCnGY24lfO6dAcuVIdGEzviJ/3NLhx2H00NsuOFsd1FCQkJC4geOJCb8ALAc2k7nntUEj7+MsJk3IXo9AT4Fx7N8Syker8gV03vm6wfpVeSk+mYuVEo511yYQVqomdzcXFxuL9sP1PHse7txujw8eOPoAZmNhV5wI6LXgyZhiCQk9ENYsJaHbh6Ly+3FYnOhkAvoNEpkUnUBCQkJCYlecDXXAKCKSu63XUl1O4CU5iAhISEhcdr5Ybvf/QhwNlXRsOQFVNGphHalDvQlJDhdHlZuLWPMkOiTfqlQKmRcNjUVp8vDuKHRDB0UNqDtBJmc8Nm3YRgy8aSO92NFqZBhMqox6FSSkCAhISEh0SeulhoEuRJFUN/PY7vDzaLP9xMZomVIslQTXkJCQkLi9CJFJnyPEN2ugJxcr8NK/SdPIcgVRF/1WwR5YL5uu9nB+t1VqJRyYsL17D/SRLvZyfwpg07p+HMnJFPbZDmpKgQSEhISEhISpxfR48bVXIMiNKbPCQSAJZuOUt9i5a93T0Krll75JCQkJCROL9KT5XuCuWAjjUtfJPziuzHmTAOgbfsSXM01xNzwZxTBEQHtv1hfwjvLC3G5vQHLU2KDTtmESatWcM9Vw0/tC0hISEhISHxHzGYz1157LS+//DLx8b37VPzud79j3LhxXHHFFWe5d2cer9OGq7WepmUv4agtQTd4TJ9tPR4vn68rYfSQKHLSJPNFCQkJCYnTjyQmnKeIHjfmA5twNlagDI2hedXriKJI0/KXUUUmoQiOoGPHUnQZ49AmDQV8ZQSNOhXldR28uaSAUZlR3HJJFiqlnPoWK3qNktgI/YC8DiQkJCQkJM4n8vPzeeSRRygrK+t1fX19PY8++ihbt25l3Lhxvbb5PuN1WKl5908460v9y+SGkD7bF5W30ml1Mmts4tnonoSEhITEjxBJTDgP8VjaqX7rIdxt9SDIQPSiMEURvfAhat/7M3Xv/xlVVDJeh5WQKQsB2HOogT+/vg2VUo5KKSciRMdvb8hFp/GlPkSHScZLEhISEhLfXz766CMeffRRHnzwwV7XL1myhJkzZ2Iymc5ux84SlqJtOOtLcekicIoKUub9BE18Zp/tdxbWoZALjBwc0WcbCQkJCQmJ74IkJpyHdBZswN1WT+SVD6BLHYW9sghVeDyKoDCir/0DzV+/he1oPrqMcaijkikqb+Gvb+0gPtJIXISB3YfqefjmsX4hQUJCQkJC4vvOE0880e/622+/HYC8vLxTPkZBQcEpb9sX36U/x6Mt3IparuLftkupbnZwawXEWY72aNdp81BSa2fjgU4SwlUcPLDvtBz/XHO6zqOEdC5PF9J5PH1I5/L0cC7OoyQmnIdYCjejikrBkDkBAN2gYz4F6qhkYn/yGM6mKhTGMHYdrOfJd3YSatTw5zsnEBKkQRRFKZVBQkJCQkLiJMnOzkatVp+2/eXl5ZGbm3ta9lW972OEuDSaDwl4kLOrVGT+7GP79ni8PPfhHr7Jq/Uvu27uUHJzk0/L8c8lp/M8/tiRzuXpQTqPpw/pXJ4ezuR5dDgcfYrtUmnIM4zHZsZRc2TA7V1tDThqijFkTeq3nSo8nr1lnfzlje3ERxp46heTCQnSAEhCgoSEhISExA8I0ePGWV+GNzQJi81FfKSBPYcbKShp8repbjTzTV5VwHYTh8We7a5KSEhISPyIkCITzhDO5mo6di6nc983iC4HkVc+4I806A/LwS0A6LMmBiz3ekW2H6gjKyWUYIOa5nYb/3gvj4RIA3+9e5KU0iAhISEhIfEDwmNpp2Hxc9irD6MwhiB6XLRq4gEHt83P5pn/5fH1zgqyU32VGiobzAD8476paFQKapt8pswSEhISEhJnCklMOAM0f/Um7TuWglyBYehUXI0VNC55EZlCjej1IHrcKIMjUMemBWzndTno3LsGdWw6SlNUwLrN+2p4+t1dqJRyclLDqG40Y3d6+N1NYyQhQUJCQkLiR8kdd9zBvffeS05OzrnuymmnbdsX2MoL0KYMx1ayG5laR4l8EHCQtHgTozOj2FlYj8PlQa2UU1XfCUBCpBGNWkFClPHcfgEJCQkJiR88kphwmrEc2k77jqUYh19A6IwbkOuDcbc3UvX6A9R9GGgeFX3tI2hThmEtzkNhiqRt6+e4WmqJvvYPPfb7TV4loUEaRg+J4nBFK+EmLXdcliO9LEhISEhI/KhYu3at/9+vvvpqj/VPPvnk2ezOGcNavAttUjbR1zxE26ZP0aaO5MCqZiJDdZiMasYNjWb9niqu+v1SXn/kQirqO4kM0aJRS692EhISEhJnB+mJcxpxNtfQtOIVVFEphF90J4LcFzGgCI4g/rZncNSXoTCEgFxBw+LnaFzyPKrIZGyl+f59hEy/Hl3qyID9tpsd7C5qYMG0VH56ydCz+p0kJCQkJCQkzi6ullpczTUE5V6EIMgImXI1Ho+XfUcOMWVEHABjs6OZPDyWTfk1bNxTTVW9mXhpgkFCQkJC4iwiiQmnAdHroeHLf2M5sBlBqSZm/i/9QkI3iuAIFMHHaj1HXf5rqt/4HbbyA4TNvg1BocRts2KaML/H/jftrcbjFZmem3DGv4uEhISEhITEuaXbuFmbdGwC4ZNvirHa3YwY7HuXUCvl/O6mMTQ+t4F3VhzE6xW5YXjmOemvhISEhMSPE0lMOA107vkKy4FNBI+7lOBxl6EwhpxwG1VEIjE/eRRBrkIdM4hXF+9n+eZShh/YxvwpqYzKjMTp8rBlXw2frS8hOSaI5Jigs/BtJCQkJCQkJM4lzuZqEGQoQmMAqKjr4L8rihiWFs7oIYGeSpdOGcQz//PVFp87Pvlsd1VCQkJC4keMJCZ8Rzx2Cy0bPkSTOJTQmTefVFlGTbxvBuGr7eV8ueEow9LCqajv5NFXtzJ1ZBwHjjbT3G4nKlTHrZdK6Q0SEhISEhI/BlwtNSiCI5ApfNUYqhstAPz0kiw0qsBXt2mj4hEBRJFgg/os91RCQkJC4seMJCZ8R9o2f4rX2knYrJ+eUEiwO928+HE+2anhzBqbiFwmUFLVxkuf7mPE4Ageu308Hq/IW8sKWbLxKEOSQ7n3mpGMSI9AJhu4SCEhISEhISHx/cXVVI0yLM7/ua7ZJyZEh+l7bT99VPxZ6ZeEhISEhMTxSGLCd8DVWkf7zmUYhk1HHTPohO0359ewbncV63ZXsXxLKXdfOYznPthDkF7Fb28YjVwuQy6HOxfksHDmYIINqpOKdJCQkJCQkJD4fiOKXlwtNWiTs/3L6pot6LVKjDrVOeyZhISEhIREILJz3YHvMy1r30WQKQidfv2A2n+1o4LYcD2/vSGXlg47v/33RqoazNx37UiC9IEvCCajWhISJCQkJCQkfmQ460oR3U6UEYn+ZXXNVmLCdOewVxISEhISEj2RIhNOEXv1YSxF2wiZei0KY+gJ21c3mjlwtJmb5g1h6sh4hqdH8NbSQuIjDYzMiDwLPZaQkJCQkJA43+nYvRpBoUKfOd6/rLbZwqC44HPYKwkJCQkJiZ5IYsIp0rnvGwSlmuBxlwyo/Vfby5HJBGaO8c00BBvU/OrakWeyixISEhISEhLfI+zVh+nctw7jsOnINT5/BLfHS0OLlcnDY89x7yQkJCQkJAKR0hxOAdHrwXpoO7q0UchU2hO2P1LVxpcbjzIhO4bQIM1Z6KGEhISEhITE9wl3Zyv1nzyNIiiU0Atu8C+vaTTj8YokRBnPYe8kJCQkJCR6IokJp4C98iAeSzv6IRNP2LbT6uRvb+8k2KDm7iuHnYXeSUhISEhISHzfaNvyGV6bmairfodce0w4qKjvBCBREhMkJCQkJM4zJDHhFLAc3IqgUKFLHXXCtu8uP0hzm42Hbh4j1X+WkJCQkJCQ6BVHbQnquHTUUckByyvqOpEJEC+JCRISEhIS5xmSmHCSiB4XlqJtXSkO/acs1DSaWbW9nLkTkhmcGHKWeighISEhISHxfUL0enA2lKP6lpAAPjEhKkyPWik/+x2TkJCQkJDoB0lMOEk6967FY2nDOGJWv+1EUeTdFQdRKmRcM2vwWeqdhISEhISExPcNV2s9osuOOiolYLnXK3KwrEWq5CAhISEhcV4iVXM4CbxuJ62bP0Edn4l20Ig+29U1W3j5s33kFTVwzYWDCZFMFyUkJCQkJCT6wFl3FADVt8SEwxWttHTYGT80+lx0S0JCQkJCol8kMeEk6Ny9Gk9nC5Hz70UQhD7bPf3uLqoazNw2fyiXTh50FnsoISEhISEh8X3DVrYfQa1DFZHgX+b1iizZdBSFXGB0liQmSEhISEicf0hpDgPE1VZPy/r30aYMR5uc02e7yvpOiivbuH5OJgumpSGXS6dYQkJCQkJCondEUcRashtdyjAE+bE5ni83HmXDnmqumJGOQas8hz2UkJCQkJDoHWmkOwBE0UvjkhcBgfCLf9Zv2/W7q5AJMHVk3NnpnISEhISEhMT3FldjBZ7OFrSpI/3LrHYXH319mFEZkdwwN/Mc9k5CQkJCQqJvJDFhALRu/Bh7xQHCZ9+KMjiyz3aiKLJudxXD0iMIlXwSJCQkJCQkJE6AvfIgANqkbP+y3Yca6LQ6WThrcL9plRISEhISEucSSUw4AeaDW2jb+BGGYTMwDJvRb9vC0hbqW6xMHxV/lnonISEhISEh8X3GXn0YuT4YhSnKv6ykqh2FXGBwouncdUxCQkJCQuIESGJCPzhqj9L45fOo4zOIuOiufmcHXG4PL3+2D5NRzYScmLPYSwkJCQkJCYnvK/aqQ6jjMgLeMUqq2kiMDkKpkJ/DnklISEhISPSPJCb0gdvcSt3HTyLTBRF15YMIiv7Nj95dUURZbQf3LhyBTiMZJUlISEhISEj0T9PqN3C31vmNnV1uL68tLmDP4UZS44LPce8kJCQkJCT6RxIT+qDl67fx2s1EX/17FAZTv20PV7TyxfojzBmfxBipfJOEhISEhITECRA9bjp3r0afNYmg3DkAvLZ4P4s3lAAwdFDYueyehISEhITECZHEhF7wWDswF23FOGIW6uiU/tt6Rf7zaT4hRjW3Xjr0LPVQQkJCQkLix4fZbOaSSy6hqqqqx7qDBw9y5ZVXMmfOHP7whz/gdrvPQQ8HjrOxAtHjQj94LILMl86wo7CeScNjeetPs5mRm3COeyghISEhIdE/kpjQC53714HHTdDIWSdsu2JLKUeq2rltfraU3iAhISEhIXGGyM/P57rrrqOsrKzX9b/97W/54x//yKpVqxBFkY8++ujsdvAkcdT6IhDUsWkAtJsdNLXZyEgMISxYi0wmVXGQkJCQkDi/kcSEbyGKIp17vkYdn4EqIrHftnlF9by2uIBRmZFMGRF3lnooISEhISHx4+Ojjz7i0UcfJTKyZ4nm6upq7HY7I0aMAOCKK65g5cqVZ7mHJ4ejtgSZRu+v4nC0uh2AQZJXgoSEhITE9wTFue7A+Ya94gCu5moiLvn5/7d371FR3ffexz8DgyAXRRRQEe8XRMUkmojGeMk5KgpoVvVpbJPwnJqQtCcpZ7m61tE0pkmTZZNYW1Zc6dOmWYlP+1TXMuZptFpjzaWxbcAkEBXviIo37nIfYBiYff6wmUZh0IGRgc379Rez9w/4+F3b2Xu+7N9vdzjuYkmtXvndlxo1dID++9GZPAcaAIA7aOPGjW73lZWVKTIy0vU6MjJSpaWlHv+O48ePdypbR3Jzc9vdHnbumIyQSH311VeSpH+crJUk1VUUKrf2ktdz9Hbu6gjPUUvvoI7eQy29wxd1vO1mQn19vVavXq3f/OY3GjFixA37Tp06pQ0bNqi+vl4zZ87UT3/6U1mtvbNPUZ21S/4hAxUSf3+H47b/5bSsfha9mJ6okP5MbwAAwFcMw2izrTNN/qlTpyowMNAbkSRdv7CbMWNGm+3OlmYVHihXeOIKTfrn/o9OfKmoiBbNnX2v136/WbirIzxHLb2DOnoPtfSOO1lHu93uttl+W9MczDZP0R17yQU1nj+sAfemyC/A/cXE5dI6ZR8rVvLcsRo0IKgbEwIAgJtFR0eroqLC9bq8vLzd6RA9RXPpRcnZqsBh41zbzl+t4XGQAIBe5baaCWabp+hOdfb7svTr73pEkzs7P85XvwB/LX9gbDclAwAA7sTExCgwMNB1i+euXbs0b948H6dyz7X44j+bCQ1NDhVV2GgmAAB6lduai3Cn5yl25xxFd/yrLmvAyc/UOHaOjpw47XZceY1Dn35VqlkTQ1Vwxvu5eyLmMXkHdfQeauk91NI7qKNvpKenKyMjQ9OmTdPmzZu1YcMG2Ww2xcfHKy0tzdfx3LIXn5Nf8AD5DxgiSbpQdH29hHEjwn2YCgAAz3R5YQNvzFPsrjmK7hitDl15+//JGDBEk1f+p/z69Xc7duPWzxXUz6pnvjtXA0O9l7mnYh6Td1BH76GW3kMtveNO1bGjOYp92SeffOL6+q233nJ9HRcXp/fee88XkTzWXFKgwGHjXddLZy5WSRJ3JgAAepUuPxqyt81TbE/V33bIUX5Zg5PSO2wkHD1brkPHS7TywfF9opEAAAC8y9ncpObyKzesl3DsXIViIkNYhwkA0Kt0uZnQ2+Yp3qzmi72qznpfYXf9u0ImzGx3THWdXc/9+jNt+E2WhgwM0ooHxrU7DgAAoCPNpYWS4XQ1E+obmpVzqlTTxkd2/I0AAPQwnW4mpKen69ixY5KkzZs365VXXtHSpUvV2NjYo+cpflPDhaO69uFWBU+apSFLn3Q77oPsQh07V6FHk+K0+b/mKSiwdz72EgAA+FbDua8ki5+CYiaqocmhR164vmj19AlDfJwMAADPePSp2AzzFL9mtDh0bf9bsg4aqqgV/yWLn7/bsX8/clXxYwbr4UWTujEhAAAwE8MwVH/i7+o/JkH+IQN1/ESJnE5DKfeP0eypw3wdDwAAj3R5mkNvVZ29S47KYg1JSpdfgPv1Dy4W1+pyaZ0euCumG9MBAACzabp8Ui3VZQqd8oAk6XB+mfoF+GvN8iny9++zl2QAgF6qT565WuoqVZ31R4VMnq3gsXd1OPbvR67KzyLNSeAvBgAAoPNqc/8iv6BQhUyeLUk6fKZcU8cOVoDV/d2RAAD0VH2ymVD1j50ynE5FLHy0w3GtTkN/O3JV08YP0aAwVlgGAACd09pYL9vpzxWasEB+AYG6XFqnq+X1ui8+2tfRAADolD7XTHBUFqnu8EcacM8iBQwa2uHYT768pOIKm5Ykju6ecAAAwJQazuZIzhaFxs+VJGXlFUmSEqdx5yMAoHfqc82E6kN7ZPG3Kvz+VR2Oa7S36A/7T2nSqEGaO314N6UDAABmZDtzSP4Dhihw+HhJUlZesSaPjtDggf19nAwAgM7pU80Eo9Uh26kshcQlyhoa3uHYP/61QJW1dj2xfKosFkv3BAQAAKZjGIaaLp1U8Li7ZbFYVHLNpvNFNZrNXQkAgF6sTzUTGgoOy9lU71pF2Z1rNY3646cFmjt9uOJGR3RTOgAAYEYtVcVyNtlcdyUcOl4iSTQTAAC9Wp9qJtQf/5v8ggeo/9jpHY77/b5TcjoN/e/k+G5KBgAAzKqpqECSFDR8giTp3NVqDRkYpKGDQ3wZCwCALukzzQRnk00NZ3MUGj9XFj/3j2DKv1Slv+Ze1vIHxnKSBwAAXWYvOitLQJAChoyQJF0prdOI6DAfpwIAoGv6TDOh9ugnMlodCktY4HaMo6VVW3Yc1qCwIH373yd2XzgAAGBa9qICBQ4bK4ufv5xOQ1fK6hVLMwEA0Mv1iWaC4WxV7Zd/VtDIeAUOG+d23I6P8nWxpE7P/K/pCukf0I0JAQCAGRmtDjWXXHCtl1BR06im5lbFRoX6OBkAAF3TJ5oJttOH1FJTroH3pbod81lekd79KF8PzozVvfFDuzEdAAAwq+aySzJaHQocdr2ZcKW0XpKY5gAA6PVM30wwDEM1h3bLOmiogifObHfM0fxy/WJbriaNHKQfrEzo5oQAAMCs7EVnJUmB/1x88eSFa/Lzs2jM8IG+jAUAQJdZfR3gTrOdOSR78TlFpjwti6Vt7+SDrAt68/1jiokK1fOPJyqon+lLAgAAuklT0Tn5BQ+QdWCkJOmrM2WaNHKQQplOCQDo5Ux9Z4LR2qKqv25XQGSsQqfNb7P/6Nly/Z//n6e7J0Vp0zMPaEBIPx+kBAAAZmUvLlDgsHGyWCyqtTWr4Eq17p4Y6etYAAB0mambCXXHDspRWaSIBY+0+zjIP392QQNC+unH/3EvCy4CAADvammWo+KKa/Hn/EtVMgxp6vghPg4GAEDXmbuZcPhD9YsaqeAJbddKuFbTqM9PlGjRfSMVYG3baAAAAOgK/7pSyXC6Fl8suFItSRoXw3oJAIDez7TNhObyy7IXnVXY9H+TxWJps//AoYtyOg0lzR7d/eEAAIDpWWuKJcn1WMiCy9WKiQxRcBB3QwIAej/TNhPq8j6R/PwVOuWBNvtsjQ7tyy7UPZOiNHRwiA/SAQAAs/OvKZZ/2GBZQwdJks5drdG4EeG+DQUAgJeYs5ngdKr+2N8UPH6G/EPa3kq47S+nVVNv16NL43wQDgAAdMaePXu0bNkyLVq0SNu2bWuz/+DBg0pNTVVqaqp+9KMfyWaz+SDlv1hril3rJdTU21VR3ajxNBMAACZhymaCteqiWm3VCmvnCQ7nrlTrz/84r6WzR2tC7CAfpAMAAJ4qLS1VZmamtm/frt27d2vHjh0qKChw7a+trdX69euVmZmpPXv2KC4uTpmZmT7L29pkk39D5b+mOHy9XsII1ksAAJiDKZsJAWUFsvgHqP/Yu27YbhiG3tp9XGEh/fTYsnjfhAMAAB7LyspSYmKiwsPDFRwcrCVLlmj//v2u/YWFhRo+fLjGj7/+4X3hwoX66KOPfBVX9qv5kqSg4RMkfXPxxXAfJQIAwLusvg7gbYZhKKC8QEGjp8qvX9AN+7KPFevE+Wt6etV0hfIoSAAAeo2ysjJFRka6XkdFRSkvL8/1evTo0SopKdHp06cVFxenDz74QBUVFR79juPHj3stb9DZgwqyWHSyzCZV5irnWIUiQq06fTLv1t+MNnJzc30dwTSopXdQR++hlt7hizqarpnguHZV/g1VCpmw6sbtLU79370nNWpomBbdN9JH6QAAQGcYhtFm2zef1jRgwAC99tprev755+V0OvXtb39bAQGe/eFg6tSpCgwM7HJWSSo69SfVh0VrxqzZkqRffXBAU8ZHa8aMGV75+X1Jbm4udfMSaukd1NF7qKV33Mk62u12t8120zUTGs7mSJKCJ8y8YfuBQ4UqvmbTi+mJ8vc35ewOAABMKzo6Wjk5Oa7XZWVlioqKcr1ubW3V0KFDtXPnTknSiRMnFBsb2+05XXnqK+UYPEbS9cUXy6salXI/6yUAAMzDdJ+qmy6dVEtYtKwDhvxrW3OLdnyUryljB+ueSVEdfDcAAOiJ5syZo+zsbFVWVqqxsVEHDhzQvHnzXPstFovWrFmj0tJSGYahd955R8uWLfNZ3uFpP1PThOv5zl2tkSQeCwkAMBXTNRPC566SLSH1hm0fZBWqqs6uR5PibrglEgAA9A7R0dFau3at0tLS9NBDDyklJUUJCQlKT0/XsWPH5Ofnp5deeklPPPGEkpKSFBYWpscff9xnef2DwyQ/f0nXnyQlSeNiuDMBAGAeppvmEBQzUc6SOtfr1landh0s0F0TIjV13JAOvhMAAPRkqampSk298Q8Gb731luvrBQsWaMGCBd2c6tZOFVZq2JAQhQb383UUAAC8xnR3JtzscH65KmvtWnb/aF9HAQAAfUyjvUVH8st17+RoX0cBAMCrTN9M+CTnssKC+2nm5KG+jgIAAPqYw2fK5GhxKnHqMF9HAQDAq0zdTKhvaNah48Waf0+MAqym/qcCAIAe6Eh+uYKDrIofE+HrKAAAeJWpP2H//WiRHC1O/dvMkb6OAgAA+qDj569p8ugIHksNADAdU5/ZsvOKNHxIiMaNYPVkAADQvWxNrbpcWqcpYwf7OgoAAF5n2maCrdGhY+cqNGvqMB4HCQAAut3limZJUvwYmgkAAPMxbTPhq9Nlamk1NGsKCy8CAIDuV1zZLD+LNC6GOyQBAOZj2mbCoRPFGhDST3GjWfAIAAB0v+JKh2KiwhQUaPV1FAAAvM6UzYRWp6HcU6W6Nz5a/n5McQAAAN2vuKpZ41m3CQBgUqZsJhw+b5OtqUVzp8f4OgoAAOiDKqobVdfo1LgR4b6OAgDAHWG6ZkJDk0N/zavV5NERmhEX5es4AACgD/r8eLEk6Z5JXIsAAMzJdM2E9z89J1uTU48vn8JTHAAAgE/8I69IkQOtio0O83UUAADuCNM1ExrtLUqcFKpJo1h4EQAA+EZIUIASJ9FIAACYl+maCU+smKqkGeG+jgEAAPqwDWtmacb4EF/HAADgjjFdMwEAAAAAANxZNBMAAAAAAIBHaCYAAAAAAACP0EwAAAAAAAAeoZkAAAAAAAA8QjMBAAAAAAB4hGYCAAAAAADwCM0EAAAAAADgkdtqJuzZs0fLli3TokWLtG3btjb7T5w4oZUrV2r58uV66qmnVFtb6/WgAAAAAACgZ7hlM6G0tFSZmZnavn27du/erR07dqigoOCGMRs3blRGRob+9Kc/acyYMXr77bfvWGAAAAAAAOBb1lsNyMrKUmJiosLDwyVJS5Ys0f79+/XMM8+4xjidTtlsNklSY2OjBg4ceFu/3DAMSVJzc7OnuW/Jbrd7/Wf2VdTSO6ij91BL76GW3nEn6vj1ufHrcyXuHK5Hej7q6D3U0juoo/dQS++4U3Xs6HrEYtziKuXNN99UQ0OD1q5dK0nauXOn8vLy9PLLL7vGHDlyRN/73vcUEhKi/v37691339WgQYNuGayurk75+fke/WMAAOhLJk6cqLCwMF/HMDWuRwAA6Fh71yO3vDOh3Q6ExeL6uqmpSc8995x+97vfKSEhQVu3btW6dev029/+9paBQkJCNHHiRAUEBNzwMwEA6OsMw5DD4VBISIivo5ge1yMAALSvo+uRWzYToqOjlZOT43pdVlamqKgo1+v8/HwFBgYqISFBkvTwww/r9ddfv61gfn5+/LUFAAA3goKCfB2hT+B6BAAA99xdj9xyAcY5c+YoOztblZWVamxs1IEDBzRv3jzX/lGjRqmkpETnz5+XJH388ceaNm2al2IDAAAAAICe5pZrJkjXHw355ptvyuFwaNWqVUpPT1d6eroyMjI0bdo0HTx4UL/4xS9kGIYGDx6sl19+WbGxsd2RHwAAAAAAdLPbaiYAAAAAAAB87ZbTHAAAAAAAAL6JZgIAAAAAAPAIzQQAAAAAAOARmgkAAAAAAMAjpmom7NmzR8uWLdOiRYu0bds2X8fpddLS0pScnKwVK1ZoxYoVOnr0KDX1QH19vVJSUnTlyhVJUlZWllJTU7V48WJlZma6xp06dUorV67UkiVL9Nxzz6mlpcVXkXusm2v57LPPavHixa5j88MPP5Tkvsa47o033lBycrKSk5O1adMmSRyXndVeLTku4Q7nTs9xDvUO3ve95/XXX9eyZcuUnJysrVu3SqKWXfHaa69p/fr1ktzXq6ioSI888oiSkpL0gx/8QDabzZeRexxPPqt127WIYRIlJSXGwoULjaqqKsNmsxmpqanG2bNnfR2r13A6ncb9999vOBwO1zZqevuOHDlipKSkGFOmTDEuX75sNDY2GvPnzzcuXbpkOBwOY82aNcann35qGIZhJCcnG4cPHzYMwzCeffZZY9u2bT5M3vPcXEvDMIyUlBSjtLT0hnEd1RiG8dlnnxkPP/ywYbfbjebmZiMtLc3Ys2cPx2UntFfLAwcOcFyiXZw7Pcc51Dt43/eezz//3Fi9erXhcDiMxsZGY+HChcapU6eoZSdlZWUZs2bNMtatW2cYhvt6Pfnkk8bevXsNwzCMN954w9i0aZNP8vZEnnxW685rEdPcmZCVlaXExESFh4crODhYS5Ys0f79+30dq9c4f/68LBaL0tPTtXz5cv3hD3+gph5499139cILLygqKkqSlJeXp1GjRik2NlZWq1Wpqanav3+/rl69qqamJt11112SpG9961vU9CY317KhoUFFRUV6/vnnlZqaqi1btsjpdLqtMa6LjIzU+vXr1a9fPwUEBGjcuHEqLCzkuOyE9mpZVFTEcYl2ce70HOdQ7+B933vuu+8+/f73v5fVatW1a9fU2tqq2tpaatkJ1dXVyszM1Pe//31Jclsvh8OhL7/8UkuWLLlhO67z5LNad16LWO/IT/WBsrIyRUZGul5HRUUpLy/Ph4l6l9raWs2ePVsvvviimpqalJaWpqVLl1LT27Rx48YbXrd3PJaWlrbZHhkZqdLS0m7L2RvcXMtr164pMTFRL730koKDg/XUU0/pvffeU3BwcLs1xnUTJkxwfV1YWKh9+/bpscce47jshPZquX37dn3xxRccl2iD6xHPcQ71Dt73vSsgIEBbtmzRO++8o6SkJI7LTvrJT36itWvXqri4WFLb/99f16uqqkqhoaGyWq03bMd1nnxWc3es3gmmuTPBMIw22ywWiw+S9E533323Nm3apODgYEVERGjVqlXasmVLm3HU9Pa4Ox45Tj0XGxurX/3qVxo8eLD69++vxx57TAcPHqSWt+ns2bNas2aN1q1bp5EjR7bZz3F5+75Zy7Fjx3Jcol0cA13HObRreN/3noyMDGVnZ6u4uFiFhYVt9lPLju3cuVPDhg3T7NmzXdv4/905nnxW685amubOhOjoaOXk5Lhel5WVuW6Xw63l5OTI4XC4/rMbhqGYmBhVVFS4xlDT2xcdHd1u7W7eXl5eTk1v4cyZMyosLHTd9mYYhqxWq9sa419yc3OVkZGhH//4x0pOTtYXX3zBcdlJN9eS4xLucD3SdZxDO4/3fe84d+6cmpubNXnyZPXv31+LFy/W/v375e/v7xpDLW9t3759Ki8v14oVK1RTU6OGhgZZLJZ26xUREaH6+nq1trbK39+fOt7Ek89q3XktYpo7E+bMmaPs7GxVVlaqsbFRBw4c0Lx583wdq9eoq6vTpk2bZLfbVV9fr/fff18///nPqWknTZ8+XRcuXNDFixfV2tqqvXv3at68eYqJiVFgYKByc3MlSbt27aKmt2AYhn72s5+ppqZGDodDO3bs0KJFi9zWGNcVFxfr6aef1ubNm5WcnCyJ47Kz2qslxyXc4Xqk63iv6hze973nypUr2rBhg5qbm9Xc3KyPP/5Yq1evppYe2rp1q/bu3avdu3crIyNDDz74oF555ZV26xU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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(3,2,figsize=(18,18))\n", "\n", "for row in axs:\n", " for ax, days in zip(row,[252, 504]):\n", " rets = mod.forecast(periods=days)\n", " archsim = model_fit.forecast(horizon=days, simulations=sims, method='simulation', reindex=False) \n", " ax.plot(archsim.variance.values.T, label='arch Forecast')\n", " ax.plot((rets.vols**2).mean(axis=0), label='Garchcast')\n", " ax.legend()\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below we see that the distribution of last period prices are almost identical for both methods." ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from phat.utils import PriceSim\n", "\n", "fig, ax = plt.subplots(1,1, figsize=(14,10))\n", "\n", "rets = mod.forecast(periods=252)\n", "archsim = model_fit.forecast(horizon=252, simulations=sims, method='simulation', reindex=False) \n", "ax, S, bins = rets.plot('end_price', p=100, ax=ax, label='Garchcast', alpha=.75)\n", "\n", "simmer = PriceSim(100, periods=252, n=sims)\n", "archsims_rets, archS, (ax, _) = simmer.sims(\n", " rets=archsim.simulations.values[0]/100+1,\n", " show_chart=True, \n", " ax=ax, \n", " bins=bins, lw=0, alpha=.5, label='arch Forecast'\n", ")\n", "\n", "ax.set_xlim(50, 175)\n", "\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As for speed:" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.56 s ± 47.8 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "%timeit rets = mod.forecast(periods=252)" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "484 ms ± 7.61 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "%timeit archsim = model_fit.forecast(horizon=252, simulations=sims, method='simulation', reindex=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see the custom forecast in `phat-tails` is about one-third as fast. Not great but also not bad given no parallelization and no other attempt to optimize has yet been employed." ] } ], "metadata": { "celltoolbar": "Edit Metadata", "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.0" } }, "nbformat": 4, "nbformat_minor": 4 }