{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## TVP-VAR, MCMC, and sparse simulation smoothing" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:46.008077Z", "iopub.status.busy": "2023-12-14T14:39:46.007790Z", "iopub.status.idle": "2023-12-14T14:39:48.305052Z", "shell.execute_reply": "2023-12-14T14:39:48.304252Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "from importlib import reload\n", "import numpy as np\n", "import pandas as pd\n", "import statsmodels.api as sm\n", "import matplotlib.pyplot as plt\n", "\n", "from scipy.stats import invwishart, invgamma\n", "\n", "# Get the macro dataset\n", "dta = sm.datasets.macrodata.load_pandas().data\n", "dta.index = pd.date_range('1959Q1', '2009Q3', freq='QS')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Background\n", "\n", "Bayesian analysis of linear Gaussian state space models via Markov chain Monte Carlo (MCMC) methods has become both commonplace and relatively straightforward in recent years, due especially to advances in sampling from the joint posterior of the unobserved state vector conditional on the data and model parameters (see especially Carter and Kohn (1994), de Jong and Shephard (1995), and Durbin and Koopman (2002)). This is particularly useful for Gibbs sampling MCMC approaches.\n", "\n", "While these procedures make use of the forward/backward application of the recursive Kalman filter and smoother, another recent line of research takes a different approach and constructs the posterior joint distribution of the entire vector of states at once - see in particular Chan and Jeliazkov (2009) for an econometric time series treatment and McCausland et al. (2011) for a more general survey. In particular, the posterior mean and precision matrix are constructed explicitly, with the latter a sparse band matrix. Advantage is then taken of efficient algorithms for Cholesky factorization of sparse band matrices; this reduces memory costs and can improve performance. Following McCausland et al. (2011), we refer to this method as the \"Cholesky Factor Algorithm\" (CFA) approach.\n", "\n", "The CFA-based simulation smoother has some advantages and some drawbacks compared to that based on the more typical Kalman filter and smoother (KFS).\n", "\n", "**Advantages of CFA**:\n", "\n", "- Derivation of the joint posterior distribution is relatively straightforward and easy to understand.\n", "- In some cases can be both faster and less memory-intensive than the KFS approach\n", " - In the Appendix at the end of this notebook, we briefly discuss the performance of the two simulation smoothers for the TVP-VAR model. In summary: simple tests on a single machine suggest that for the TVP-VAR model, the CFA and KFS implementations in Statsmodels have about the same runtimes, while both implementations are about twice as fast as the replication code, written in Matlab, provided by Chan and Jeliazkov (2009).\n", "\n", "**Drawbacks of CFA**:\n", "\n", "The main drawback is that this method has not (at least so far) reached the generality of the KFS approach. For example:\n", "\n", "- It can not be used with models that have reduced-rank error terms in the observation or state equations.\n", " - One implication of this is that the typical state space model trick of including identities in the state equation to accommodate, for example, higher-order lags in autoregressive models is not applicable. These models can still be handled by the CFA approach, but at the cost of requiring a slightly different implementation for each lag that is included.\n", " - As an example, standard ways of representing ARMA and VARMA processes in state space form do include identities in the observation and/or state equations, and so the basic formulas presented in Chan and Jeliazkov (2009) do not apply immediately to these models.\n", "- Less flexibility is available in the state initialization / prior." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Implementation in Statsmodels\n", "\n", "A CFA simulation smoother along the lines of the basic formulas presented in Chan and Jeliazkov (2009) has been implemented in Statsmodels.\n", "\n", "**Notes**:\n", "\n", "- Therefore, the CFA simulation smoother in Statsmodels so-far only supports the case that the state transition is truly a first-order Markov process (i.e. it does not support a p-th order Markov process that has been stacked using identities into a first-order process).\n", "- By contrast, the KFS smoother in Statsmodels is fully general any can be used for any state space model, including those with stacked p-th order Markov processes or other identities in the observation and state equations.\n", "\n", "Either a KFS or the CFA simulation smoothers can be constructed from a state space model using the `simulation_smoother` method. To show the basic idea, we first consider a simple example." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Local level model\n", "\n", "A local level model decomposes an observed series $y_t$ into a persistent trend $\\mu_t$ and a transitory error component\n", "\n", "$$\n", "\\begin{aligned}\n", "y_t & = \\mu_t + \\varepsilon_t, \\qquad \\varepsilon_t \\sim N(0, \\sigma_\\text{irregular}^2) \\\\\n", "\\mu_t & = \\mu_{t-1} + \\eta_t, \\quad ~ \\eta_t \\sim N(0, \\sigma_\\text{level}^2)\n", "\\end{aligned}\n", "$$\n", "\n", "This model satisfies the requirements of the CFA simulation smoother because both the observation error term $\\varepsilon_t$ and the state innovation term $\\eta_t$ are non-degenerate - that is, their covariance matrices are full rank.\n", "\n", "We apply this model to inflation, and consider simulating draws from the posterior of the joint state vector. That is, we are interested in sampling from\n", "\n", "$$p(\\mu^t \\mid y^t, \\sigma_\\text{irregular}^2, \\sigma_\\text{level}^2)$$\n", "\n", "where we define $\\mu^t \\equiv (\\mu_1, \\dots, \\mu_T)'$ and $y^t \\equiv (y_1, \\dots, y_T)'$.\n", "\n", "In Statsmodels, the local level model falls into the more general class of \"unobserved components\" models, and can be constructed as follows:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:48.309106Z", "iopub.status.busy": "2023-12-14T14:39:48.308830Z", "iopub.status.idle": "2023-12-14T14:39:48.379228Z", "shell.execute_reply": "2023-12-14T14:39:48.378397Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 2 M = 10\n", "\n", "At X0 0 variables are exactly at the bounds\n", "\n", "At iterate 0 f= 2.40814D+00 |proj g|= 1.27979D-01\n", "\n", "At iterate 5 f= 2.24982D+00 |proj g|= 9.50561D-04\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 2 7 9 1 0 0 2.953D-07 2.250D+00\n", " F = 2.2498167187365663 \n", "\n", "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n", "sigma2.irregular 3.373368\n", "sigma2.level 0.744712\n", "dtype: float64\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " This problem is unconstrained.\n" ] } ], "source": [ "# Construct a local level model for inflation\n", "mod = sm.tsa.UnobservedComponents(dta.infl, 'llevel')\n", "\n", "# Fit the model's parameters (sigma2_varepsilon and sigma2_eta)\n", "# via maximum likelihood\n", "res = mod.fit()\n", "print(res.params)\n", "\n", "# Create simulation smoother objects\n", "sim_kfs = mod.simulation_smoother() # default method is KFS\n", "sim_cfa = mod.simulation_smoother(method='cfa') # can specify CFA method" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The simulation smoother objects `sim_kfs` and `sim_cfa` have `simulate` methods that perform simulation smoothing. Each time that `simulate` is called, the `simulated_state` attribute will be re-populated with a new simulated draw from the posterior.\n", "\n", "Below, we construct 20 simulated paths for the trend, using the KFS and CFA approaches, where the simulation is at the maximum likelihood parameter estimates." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:48.382668Z", "iopub.status.busy": "2023-12-14T14:39:48.382335Z", "iopub.status.idle": "2023-12-14T14:39:48.451571Z", "shell.execute_reply": "2023-12-14T14:39:48.450775Z" } }, "outputs": [], "source": [ "nsimulations = 20\n", "simulated_state_kfs = pd.DataFrame(\n", " np.zeros((mod.nobs, nsimulations)), index=dta.index)\n", "simulated_state_cfa = pd.DataFrame(\n", " np.zeros((mod.nobs, nsimulations)), index=dta.index)\n", "\n", "for i in range(nsimulations):\n", " # Apply KFS simulation smoothing\n", " sim_kfs.simulate()\n", " # Save the KFS simulated state\n", " simulated_state_kfs.iloc[:, i] = sim_kfs.simulated_state[0]\n", "\n", " # Apply CFA simulation smoothing\n", " sim_cfa.simulate()\n", " # Save the CFA simulated state\n", " simulated_state_cfa.iloc[:, i] = sim_cfa.simulated_state[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting the observed data and the simulations created using each method below, it is not too hard to see that these two methods are doing the same thing." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:48.455570Z", "iopub.status.busy": "2023-12-14T14:39:48.455244Z", "iopub.status.idle": "2023-12-14T14:39:49.915118Z", "shell.execute_reply": "2023-12-14T14:39:49.914405Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the inflation data along with simulated trends\n", "fig, axes = plt.subplots(2, figsize=(15, 6))\n", "\n", "# Plot data and KFS simulations\n", "dta.infl.plot(ax=axes[0], color='k')\n", "axes[0].set_title('Simulations based on KFS approach, MLE parameters')\n", "simulated_state_kfs.plot(ax=axes[0], color='C0', alpha=0.25, legend=False)\n", "\n", "# Plot data and CFA simulations\n", "dta.infl.plot(ax=axes[1], color='k')\n", "axes[1].set_title('Simulations based on CFA approach, MLE parameters')\n", "simulated_state_cfa.plot(ax=axes[1], color='C0', alpha=0.25, legend=False)\n", "\n", "# Add a legend, clean up layout\n", "handles, labels = axes[0].get_legend_handles_labels()\n", "axes[0].legend(handles[:2], ['Data', 'Simulated state'])\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Updating the model's parameters\n", "\n", "The simulation smoothers are tied to the model instance, here the variable `mod`. Whenever the model instance is updated with new parameters, the simulation smoothers will take those new parameters into account in future calls to the `simulate` method.\n", "\n", "This is convenient for MCMC algorithms, which repeatedly (a) update the model's parameters, (b) draw a sample of the state vector, and then (c) draw new values for the model's parameters.\n", "\n", "Here we will change the model to a different parameterization that yields a smoother trend, and show how the simulated values change (for brevity we only show the simulations from the KFS approach, but simulations from the CFA approach would be the same)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:49.921346Z", "iopub.status.busy": "2023-12-14T14:39:49.919001Z", "iopub.status.idle": "2023-12-14T14:39:50.753651Z", "shell.execute_reply": "2023-12-14T14:39:50.752955Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 3))\n", "\n", "# Update the model's parameterization to one that attributes more\n", "# variation in inflation to the observation error and so has less\n", "# variation in the trend component\n", "mod.update([4, 0.05])\n", "\n", "# Plot simulations\n", "for i in range(nsimulations):\n", " sim_kfs.simulate()\n", " ax.plot(dta.index, sim_kfs.simulated_state[0],\n", " color='C0', alpha=0.25, label='Simulated state')\n", "\n", "# Plot data\n", "dta.infl.plot(ax=ax, color='k', label='Data', zorder=-1)\n", " \n", "# Add title, legend, clean up layout\n", "ax.set_title('Simulations with alternative parameterization yielding a smoother trend')\n", "handles, labels = ax.get_legend_handles_labels()\n", "ax.legend(handles[-2:], labels[-2:])\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Application: Bayesian analysis of a TVP-VAR model by MCMC\n", "\n", "One of the applications that Chan and Jeliazkov (2009) consider is the time-varying parameters vector autoregression (TVP-VAR) model, estimated with Bayesian Gibb sampling (MCMC) methods. They apply this to model the co-movements in four macroeconomic time series:\n", "\n", "- Real GDP growth\n", "- Inflation\n", "- Unemployment rate\n", "- Short-term interest rates\n", "\n", "We will replicate their example, using a very similar dataset that is included in Statsmodels." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:50.757207Z", "iopub.status.busy": "2023-12-14T14:39:50.756822Z", "iopub.status.idle": "2023-12-14T14:39:51.314353Z", "shell.execute_reply": "2023-12-14T14:39:51.313543Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Subset to the four variables of interest\n", "y = dta[['realgdp', 'cpi', 'unemp', 'tbilrate']].copy()\n", "y.columns = ['gdp', 'inf', 'unemp', 'int']\n", "\n", "# Convert to real GDP growth and CPI inflation rates\n", "y[['gdp', 'inf']] = np.log(y[['gdp', 'inf']]).diff() * 100\n", "y = y.iloc[1:]\n", "\n", "fig, ax = plt.subplots(figsize=(15, 5))\n", "y.plot(ax=ax)\n", "ax.set_title('Evolution of macroeconomic variables included in TVP-VAR exercise');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### TVP-VAR model\n", "\n", "**Note**: this section is based on Chan and Jeliazkov (2009) section 3.1, which can be consulted for additional details.\n", "\n", "The usual (time-invariant) VAR(1) model is typically written:\n", "\n", "$$\n", "\\begin{aligned}\n", "y_t & = \\mu + \\Phi y_{t-1} + \\varepsilon_t, \\qquad \\varepsilon_t \\sim N(0, H)\n", "\\end{aligned}\n", "$$\n", "\n", "where $y_t$ is a $p \\times 1$ vector of variables observed at time $t$ and $H$ is a covariance matrix.\n", "\n", "The TVP-VAR(1) model generalizes this to allow the coefficients to vary over time according. Stacking all the parameters into a vector according to $\\alpha_t = \\text{vec}([\\mu_t : \\Phi_t])$, where $\\text{vec}$ denotes the operation that stacks columns of a matrix into a vector, we model their evolution over time according to:\n", "\n", "$$\\alpha_{i,t+1} = \\alpha_{i, t} + \\eta_{i,t}, \\qquad \\eta_{i, t} \\sim N(0, \\sigma_i^2)$$\n", "\n", "In other words, each parameter evolves independently according to a random walk.\n", "\n", "Note that there are $p$ coefficients in $\\mu_t$ and $p^2$ coefficients in $\\Phi_t$, so the full state vector $\\alpha$ is shaped $p * (p + 1) \\times 1$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Putting the TVP-VAR(1) model into state-space form is relatively straightforward, and in fact we just have to re-write the observation equation into SUR form:\n", "\n", "$$\n", "\\begin{aligned}\n", "y_t & = Z_t \\alpha_t + \\varepsilon_t, \\qquad \\varepsilon_t \\sim N(0, H) \\\\\n", "\\alpha_{t+1} & = \\alpha_t + \\eta_t, \\qquad \\eta_t \\sim N(0, \\text{diag}(\\{\\sigma_i^2\\}))\n", "\\end{aligned}\n", "$$\n", "\n", "where\n", "\n", "$$\n", "Z_t = \\begin{bmatrix}\n", "1 & y_{t-1}' & 0 & \\dots & & 0 \\\\\n", "0 & 0 & 1 & y_{t-1}' & & 0 \\\\\n", "\\vdots & & & \\ddots & \\ddots & \\vdots \\\\\n", "0 & 0 & 0 & 0 & 1 & y_{t-1}' \\\\\n", "\\end{bmatrix}\n", "$$\n", "\n", "As long as $H$ is full rank and each of the variances $\\sigma_i^2$ is non-zero, the model satisfies the requirements of the CFA simulation smoother.\n", "\n", "We also need to specify the initialization / prior for the initial state, $\\alpha_1$. Here we will follow Chan and Jeliazkov (2009) in using $\\alpha_1 \\sim N(0, 5 I)$, although we could also model it as diffuse." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Aside from the time-varying coefficients $\\alpha_t$, the other parameters that we will need to estimate are terms in the covariance matrix $H$ and the random walk variances $\\sigma_i^2$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### TVP-VAR model in Statsmodels\n", "\n", "Constructing this model programatically in Statsmodels is also relatively straightforward, since there are basically four steps:\n", "\n", "1. Create a new `TVPVAR` class as a subclass of `sm.tsa.statespace.MLEModel`\n", "2. Fill in the fixed values of the state space system matrices\n", "3. Specify the initialization of $\\alpha_1$\n", "4. Create a method for updating the state space system matrices with new values of the covariance matrix $H$ and the random walk variances $\\sigma_i^2$.\n", "\n", "To do this, first note that the general state space representation used by Statsmodels is:\n", "\n", "$$\n", "\\begin{aligned}\n", "y_t & = d_t + Z_t \\alpha_t + \\varepsilon_t, \\qquad \\varepsilon_t \\sim N(0, H_t) \\\\\n", "\\alpha_{t+1} & = c_t + T_t \\alpha_t + R_t \\eta_t, \\qquad \\eta_t \\sim N(0, Q_t) \\\\\n", "\\end{aligned}\n", "$$\n", "\n", "Then the TVP-VAR(1) model implies the following specializations:\n", "\n", "- The intercept terms are zero, i.e. $c_t = d_t = 0$\n", "- The design matrix $Z_t$ is time-varying but its values are fixed as described above (i.e. its values contain ones and lags of $y_t$)\n", "- The observation covariance matrix is not time-varying, i.e. $H_t = H_{t+1} = H$\n", "- The transition matrix is not time-varying and is equal to the identity matrix, i.e. $T_t = T_{t+1} = I$\n", "- The selection matrix $R_t$ is not time-varying and is also equal to the identity matrix, i.e. $R_t = R_{t+1} = I$\n", "- The state covariance matrix $Q_t$ is not time-varying and is diagonal, i.e. $Q_t = Q_{t+1} = \\text{diag}(\\{\\sigma_i^2\\})$" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:51.318209Z", "iopub.status.busy": "2023-12-14T14:39:51.317781Z", "iopub.status.idle": "2023-12-14T14:39:51.331590Z", "shell.execute_reply": "2023-12-14T14:39:51.330861Z" } }, "outputs": [], "source": [ "# 1. Create a new TVPVAR class as a subclass of sm.tsa.statespace.MLEModel\n", "class TVPVAR(sm.tsa.statespace.MLEModel):\n", " # Steps 2-3 are best done in the class \"constructor\", i.e. the __init__ method\n", " def __init__(self, y):\n", " # Create a matrix with [y_t' : y_{t-1}'] for t = 2, ..., T\n", " augmented = sm.tsa.lagmat(y, 1, trim='both', original='in', use_pandas=True)\n", " # Separate into y_t and z_t = [1 : y_{t-1}']\n", " p = y.shape[1]\n", " y_t = augmented.iloc[:, :p]\n", " z_t = sm.add_constant(augmented.iloc[:, p:])\n", "\n", " # Recall that the length of the state vector is p * (p + 1)\n", " k_states = p * (p + 1)\n", " super().__init__(y_t, exog=z_t, k_states=k_states)\n", "\n", " # Note that the state space system matrices default to contain zeros,\n", " # so we don't need to explicitly set c_t = d_t = 0.\n", "\n", " # Construct the design matrix Z_t\n", " # Notes:\n", " # -> self.k_endog = p is the dimension of the observed vector\n", " # -> self.k_states = p * (p + 1) is the dimension of the observed vector\n", " # -> self.nobs = T is the number of observations in y_t\n", " self['design'] = np.zeros((self.k_endog, self.k_states, self.nobs))\n", " for i in range(self.k_endog):\n", " start = i * (self.k_endog + 1)\n", " end = start + self.k_endog + 1\n", " self['design', i, start:end, :] = z_t.T\n", "\n", " # Construct the transition matrix T = I\n", " self['transition'] = np.eye(k_states)\n", "\n", " # Construct the selection matrix R = I\n", " self['selection'] = np.eye(k_states)\n", "\n", " # Step 3: Initialize the state vector as alpha_1 ~ N(0, 5I)\n", " self.ssm.initialize('known', stationary_cov=5 * np.eye(self.k_states))\n", "\n", " # Step 4. Create a method that we can call to update H and Q\n", " def update_variances(self, obs_cov, state_cov_diag):\n", " self['obs_cov'] = obs_cov\n", " self['state_cov'] = np.diag(state_cov_diag)\n", "\n", " # Finally, it can be convenient to define human-readable names for\n", " # each element of the state vector. These will be available in output\n", " @property\n", " def state_names(self):\n", " state_names = np.empty((self.k_endog, self.k_endog + 1), dtype=object)\n", " for i in range(self.k_endog):\n", " endog_name = self.endog_names[i]\n", " state_names[i] = (\n", " ['intercept.%s' % endog_name] +\n", " ['L1.%s->%s' % (other_name, endog_name) for other_name in self.endog_names])\n", " return state_names.ravel().tolist()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above class defined the state space model for any given dataset. Now we need to create a specific instance of it with the dataset that we created earlier containing real GDP growth, inflation, unemployment, and interest rates." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:51.335507Z", "iopub.status.busy": "2023-12-14T14:39:51.335123Z", "iopub.status.idle": "2023-12-14T14:39:51.344388Z", "shell.execute_reply": "2023-12-14T14:39:51.343755Z" } }, "outputs": [], "source": [ "# Create an instance of our TVPVAR class with our observed dataset y\n", "mod = TVPVAR(y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Preliminary investigation with ad-hoc parameters in H, Q" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In our analysis below, we will need to begin our MCMC iterations with some initial parameterization. Following Chan and Jeliazkov (2009) we will set $H$ to be the sample covariance matrix of our dataset, and we will set $\\sigma_i^2 = 0.01$ for each $i$.\n", "\n", "Before discussing the MCMC scheme that will allow us to make inferences about the model, first we can consider the output of the model when simply plugging in these initial parameters. To fill in these parameters, we use the `update_variances` method that we defined earlier and then perform Kalman filtering and smoothing conditional on those parameters.\n", "\n", "**Warning: This exercise is just by way of explanation - we must wait for the output of the MCMC exercise to study the actual implications of the model in a meaningful way**. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:51.348956Z", "iopub.status.busy": "2023-12-14T14:39:51.347810Z", "iopub.status.idle": "2023-12-14T14:39:51.407860Z", "shell.execute_reply": "2023-12-14T14:39:51.407151Z" } }, "outputs": [], "source": [ "initial_obs_cov = np.cov(y.T)\n", "initial_state_cov_diag = [0.01] * mod.k_states\n", "\n", "# Update H and Q\n", "mod.update_variances(initial_obs_cov, initial_state_cov_diag)\n", "\n", "# Perform Kalman filtering and smoothing\n", "# (the [] is just an empty list that in some models might contain\n", "# additional parameters. Here, we don't have any additional parameters\n", "# so we just pass an empty list)\n", "initial_res = mod.smooth([])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `initial_res` variable contains the output of Kalman filtering and smoothing, conditional on those initial parameters. In particular, we may be interested in the \"smoothed states\", which are $E[\\alpha_t \\mid y^t, H, \\{\\sigma_i^2\\}]$.\n", "\n", "First, lets create a function that graphs the coefficients over time, separated into the equations for equation of the observed variables." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:51.413863Z", "iopub.status.busy": "2023-12-14T14:39:51.412188Z", "iopub.status.idle": "2023-12-14T14:39:51.426703Z", "shell.execute_reply": "2023-12-14T14:39:51.425867Z" } }, "outputs": [], "source": [ "def plot_coefficients_by_equation(states):\n", " fig, axes = plt.subplots(2, 2, figsize=(15, 8))\n", "\n", " # The way we defined Z_t implies that the first 5 elements of the\n", " # state vector correspond to the first variable in y_t, which is GDP growth\n", " ax = axes[0, 0]\n", " states.iloc[:, :5].plot(ax=ax)\n", " ax.set_title('GDP growth')\n", " ax.legend()\n", "\n", " # The next 5 elements correspond to inflation\n", " ax = axes[0, 1]\n", " states.iloc[:, 5:10].plot(ax=ax)\n", " ax.set_title('Inflation rate')\n", " ax.legend();\n", "\n", " # The next 5 elements correspond to unemployment\n", " ax = axes[1, 0]\n", " states.iloc[:, 10:15].plot(ax=ax)\n", " ax.set_title('Unemployment equation')\n", " ax.legend()\n", "\n", " # The last 5 elements correspond to the interest rate\n", " ax = axes[1, 1]\n", " states.iloc[:, 15:20].plot(ax=ax)\n", " ax.set_title('Interest rate equation')\n", " ax.legend();\n", " \n", " return ax\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we are interested in the smoothed states, which are available in the `states.smoothed` attribute out our results object `initial_res`.\n", "\n", "As the graph below shows, the initial parameterization implies substantial time-variation in some of the coefficients." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:51.432800Z", "iopub.status.busy": "2023-12-14T14:39:51.431163Z", "iopub.status.idle": "2023-12-14T14:39:53.828119Z", "shell.execute_reply": "2023-12-14T14:39:53.827339Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Here, for illustration purposes only, we plot the time-varying\n", "# coefficients conditional on an ad-hoc parameterization\n", "\n", "# Recall that `initial_res` contains the Kalman filtering and smoothing,\n", "# and the `states.smoothed` attribute contains the smoothed states\n", "plot_coefficients_by_equation(initial_res.states.smoothed);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Bayesian estimation via MCMC\n", "\n", "We will now implement the Gibbs sampler scheme described in Chan and Jeliazkov (2009), Algorithm 2.\n", "\n", "\n", "We use the following (conditionally conjugate) priors:\n", "\n", "$$\n", "\\begin{aligned}\n", "H & \\sim \\mathcal{IW}(\\nu_1^0, S_1^0) \\\\\n", "\\sigma_i^2 & \\sim \\mathcal{IG} \\left ( \\frac{\\nu_{i2}^0}{2}, \\frac{S_{i2}^0}{2} \\right )\n", "\\end{aligned}\n", "$$\n", "\n", "where $\\mathcal{IW}$ denotes the inverse-Wishart distribution and $\\mathcal{IG}$ denotes the inverse-Gamma distribution. We set the prior hyperparameters as:\n", "\n", "$$\n", "\\begin{aligned}\n", "v_1^0 = T + 3, & \\quad S_1^0 = I \\\\\n", "v_{i2}^0 = 6, & \\quad S_{i2}^0 = 0.01 \\qquad \\text{for each} ~ i\\\\\n", "\\end{aligned}\n", "$$" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:53.832567Z", "iopub.status.busy": "2023-12-14T14:39:53.832205Z", "iopub.status.idle": "2023-12-14T14:39:53.836361Z", "shell.execute_reply": "2023-12-14T14:39:53.835677Z" } }, "outputs": [], "source": [ "# Prior hyperparameters\n", "\n", "# Prior for obs. cov. is inverse-Wishart(v_1^0=k + 3, S10=I)\n", "v10 = mod.k_endog + 3\n", "S10 = np.eye(mod.k_endog)\n", "\n", "# Prior for state cov. variances is inverse-Gamma(v_{i2}^0 / 2 = 3, S+{i2}^0 / 2 = 0.005)\n", "vi20 = 6\n", "Si20 = 0.01" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before running the MCMC iterations, there are a couple of practical steps:\n", "\n", "1. Create arrays to store the draws of our state vector, observation covariance matrix, and state error variances.\n", "2. Put the initial values for H and Q (described above) into the storage vectors\n", "3. Construct the simulation smoother object associated with our `TVPVAR` instance to make draws of the state vector" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:53.841016Z", "iopub.status.busy": "2023-12-14T14:39:53.840739Z", "iopub.status.idle": "2023-12-14T14:39:53.848220Z", "shell.execute_reply": "2023-12-14T14:39:53.847544Z" } }, "outputs": [], "source": [ "# Gibbs sampler setup\n", "niter = 11000\n", "nburn = 1000\n", "\n", "# 1. Create storage arrays\n", "store_states = np.zeros((niter + 1, mod.nobs, mod.k_states))\n", "store_obs_cov = np.zeros((niter + 1, mod.k_endog, mod.k_endog))\n", "store_state_cov = np.zeros((niter + 1, mod.k_states))\n", "\n", "# 2. Put in the initial values\n", "store_obs_cov[0] = initial_obs_cov\n", "store_state_cov[0] = initial_state_cov_diag\n", "mod.update_variances(store_obs_cov[0], store_state_cov[0])\n", "\n", "# 3. Construct posterior samplers\n", "sim = mod.simulation_smoother(method='cfa')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As before, we could have used either the simulation smoother based on the Kalman filter and smoother or that based on the Cholesky Factor Algorithm." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:53.852111Z", "iopub.status.busy": "2023-12-14T14:39:53.851638Z", "iopub.status.idle": "2023-12-14T14:42:51.612356Z", "shell.execute_reply": "2023-12-14T14:42:51.611509Z" } }, "outputs": [], "source": [ "for i in range(niter):\n", " mod.update_variances(store_obs_cov[i], store_state_cov[i])\n", " sim.simulate()\n", "\n", " # 1. Sample states\n", " store_states[i + 1] = sim.simulated_state.T\n", "\n", " # 2. Simulate obs cov\n", " fitted = np.matmul(mod['design'].transpose(2, 0, 1), store_states[i + 1][..., None])[..., 0]\n", " resid = mod.endog - fitted\n", " store_obs_cov[i + 1] = invwishart.rvs(v10 + mod.nobs, S10 + resid.T @ resid)\n", "\n", " # 3. Simulate state cov variances\n", " resid = store_states[i + 1, 1:] - store_states[i + 1, :-1]\n", " sse = np.sum(resid**2, axis=0)\n", " \n", " for j in range(mod.k_states):\n", " rv = invgamma.rvs((vi20 + mod.nobs - 1) / 2, scale=(Si20 + sse[j]) / 2)\n", " store_state_cov[i + 1, j] = rv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After removing a number of initial draws, the remaining draws from the posterior allow us to conduct inference. Below, we plot the posterior mean of the time-varying regression coefficients.\n", "\n", "(**Note**: these plots are different from those in Figure 1 of the published version of Chan and Jeliazkov (2009), but they are very similar to those produced by the Matlab replication code available at http://joshuachan.org/code/code_TVPVAR.html)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:42:51.616790Z", "iopub.status.busy": "2023-12-14T14:42:51.616448Z", "iopub.status.idle": "2023-12-14T14:42:54.238932Z", "shell.execute_reply": "2023-12-14T14:42:54.238025Z" } }, "outputs": [ { "data": { "image/png": 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IIYQQQogmZGqnEOKINWLECMaMGUPv3r2pqKjg1Vdfxel0cvvttx/spgkhhBBCCCGE6IQkkCaEOGKddtppfPzxx7z00ksoisLRRx/Nq6++yujRow9204QQQgghhBBCdEKSI00IIYQQQgghhBBCiFaQHGlCCCGEEEIIIYQQQrSCBNKEEEIIIYQQQgghhGiFIzJHWjgcprS0lJiYGBRFOdjNEUIIIcQhQlVV6uvryczMRKOR7yM7I+nnCSGEEKItWt3PU49A27dvVwHZZJNNNtlkk022Nm3bt28/2N2Zg+63335TTz/9dDUjI0MF1M8++6zF8r/88kuzr2VZWVmjcs8884yal5enGo1GdejQoer8+fP3qV3Sz5NNNtlkk0022fZn21s/74gckRYTEwPA9u3biY2NPcitEUIIIcShwul0kpOTE+1LHMlcLhcDBgzgsssu4+yzz271eevXr2/U/0pNTY3+Pm3aNG688UZeeOEFhg0bxtSpUxk/fjzr169vVK4l0s8TQgghRFu0tp93RAbSdg7zj42NlQ6WEEIIIfaZTBmEU089lVNPPXWfz0tNTSU+Pr7ZY48//jhXXHEFl156KQAvvPAC33zzDa+99hq33nprq+qXfp4QQggh9sfe+nmS3EMIIYQQQhwwAwcOJCMjg3HjxjF79uzofr/fz+LFixk7dmx0n0ajYezYscydO3eP9fl8PpxOZ6NNCCGEEKKjSCBNCCGEEEJ0uIyMDF544QU++eQTPvnkE3JychgzZgxLliwBoLq6mlAoRFpaWqPz0tLSKC8v32O9DzzwAHFxcdEtJyenQ69DCCGEEEe2I3JqpxBCCCGEOLB69uxJz549o49HjhzJ5s2beeKJJ3j77bfbXO+UKVO48cYbo4935jcRQgghhOgIEkgTQgghhBAHxdChQ/n9998BSE5ORqvVUlFR0ahMRUUF6enpe6zDaDRiNBo7tJ1CCCGEEDvJ1E4hhBBCCHFQLFu2jIyMDAAMBgODBw9mxowZ0ePhcJgZM2YwYsSIg9VEIYQQQohGZESaEEIIIYTYZw0NDWzatCn6uLCwkGXLlpGYmEhubi5TpkyhpKSEt956C4CpU6dSUFBA37598Xq9vPLKK/z888/8+OOP0TpuvPFGJk2axDHHHMPQoUOZOnUqLpcruoqnEEIIIcTBJoE0IYQQQgixzxYtWsQJJ5wQfbwzT9mkSZN44403KCsrY9u2bdHjfr+ff/3rX5SUlGCxWOjfvz8//fRTozouuOACqqqquOOOOygvL2fgwIF8//33TRYgEEIIIYQ4WBRVVdWOfpJnn32WRx55hPLycgYMGMDTTz/N0KFDmy37xhtvNPnW0Wg04vV6o49VVeXOO+/k5Zdfxm63c+yxx/L888/TvXv3VrXH6XQSFxeHw+EgNja27RcmhBBCiCOK9CE6P7lHQgghhGiL1vYhOjxH2rRp07jxxhu58847WbJkCQMGDGD8+PFUVlbu8ZzY2FjKysqi29atWxsdf/jhh3nqqad44YUXmD9/PlarlfHjxzcKtonWUUOhg90EIYQQQgghRCcUDqsEQmG8gRDBUPhgN0cIITqFDp/a+fjjj3PFFVdER5m98MILfPPNN7z22mvceuutzZ6jKMoeV2dSVZWpU6fy3//+l7POOguAt956i7S0ND7//HMuvPDCjrmQw4gaDlP/ww9UP/c8vo0b0cTEoEtMJPasM0m+6ioURWmX5wlWV+NZuRL/lkICZWWYevfCOmoU+tTUdqlfCCGEEEIIsX98wRBLt9lZWFjLsu12lhc7qHP7CYUbT1zSahSyE8zkJ1kZkB3H8T1TGJiTgFbTPp8dhBDiUNGhgTS/38/ixYuZMmVKdJ9Go2Hs2LHMnTt3j+c1NDSQl5dHOBzm6KOP5v7776dv375AJJFteXk5Y8eOjZaPi4tj2LBhzJ07VwJpe+FespTyu+7Ct2FDdF+4vh5/fT3VTz1NoLSUjLvvRtFq2/wcaihE7VtvUzV1KqrP1+S4qW9fYs84nbjTT0eXnIwaCKD6/Wis1jY/Z3vwrt9AyY03omg0WEeOxDJ0CIpeT9jnI+xyEbLbCbtcxJx0EqZevQ5qW4UQQgghROcQCqusLnWwqKgOm0lHl2QrBclWEq2GdvuCus7lZ+n2OpZtd7Ci2I43EGJwXgLDCpIYkB1PnEXfqHyDL0i5w0OZwxvZ7F7KnZHH5Q4vgVAYm1GHTqthdakDb2Dvo81CYZWtNW621rj5bUMVT/28CatBi9mgRVUhzqJnaH4iw7okckLPVOIthna5diGE6Gw6NJBWXV1NKBRqkiA2LS2NdevWNXtOz549ee211+jfvz8Oh4NHH32UkSNHsnr1arKzsykvL4/W8cc6dx77I5/Ph2+3gI7T6dyfyzokqapK7etvUPnYYxAKoYmJIXHSJOLPOZuwx4Nrzlwq7r8fx8efEK5vIPOB+9FYLPv8PL7CQsr+ezuexYsBMHTpgqlXT3QpKbiXLMW7ciXe1avxrl5N5SOPorFaCe+4H9aRI0m64nIsw4e3W6ejtdxLlrD9yquibfFt3Ejtm282W7bm5VfIffklLEOGHMgmCiGEEEKIg8QbCLGuvJ7VpQ7WlDoprHYRCIUJhFQKq104PIEm58SZ9RQkW4k16/H4g3gDYdJijRQkWylItlGQbKVLipXUGGOjvq+qqhTXeVi0tZaFRXUsLKxlY2VDk/rnbanl2V82A5AZZyIn0UKd20+Z3Uu9L7hP15dsMzCsSxJH5yYwMCeerHgzWo0S2RQFjQbc/hCF1S42VzUwZ3MNszZU4fQGcfkjqWJqXH62VLn4YOF2THoN5w7O5tJjC+iaYtuntgghRGfX6VbtHDFiBCNGjIg+HjlyJL179+bFF1/kf//7X5vqfOCBB7j77rvbq4mHnEBlJeV33U3Dzz8DEDthAul33I42Li5axtilC7rUFEr+dRP1P/zApvnzSbjkr8SfdRaKxYKi1aLodKDToeh0KJrG6fVCdjvVzz9P7XvvQyCAxmIh9dZbiD/vvEYdg2B1Nc4ff8TxxRd4l6+IBq4AXHPm4JozB2Of3sSfey5xEyY0amNHaZg5k+Lrrkf1ejEPGkTCxRfjnj8Pz8pVKBoNitGIxmxGm5BAoLgYz/LlbP/7leS+/hrmAQM6vH1CCCGEEOLAq6z38uqsQn5eV8nmqgbCLSzRFmPUMbQgEX8ozJYqFyV2Dw5PgGXb7Y3KrSxpem6i1cAxeQn0zYxjU1UDi4pqKXM0zf3cNcXKwJwEBuTEYdRpmF9Yy8KiWrbXeih1eCn9wzkxJh2ZcWbS40xkxJlIjzNFHxt0Gly+IG5/iJ7pMXRPte31i+wYk560WBPDuyRx8bA8gqEwRTUugmEVBYXiOjfzC2v5bX0V6yvqeWfeNt6Zt40Ei55uqTb6Z8dz1sBMjsqKO+BfmgshRHvq0FU7/X4/FouFjz/+mIkTJ0b3T5o0CbvdzhdffNGqes477zx0Oh3vv/8+W7ZsoWvXrixdupSBAwdGyxx//PEMHDiQJ598ssn5zY1Iy8nJOexXc1LDYezTplH52OOEGxpQ9HrS/nMb8RdcsMf/vFxz51J2510Edluu/o8UgwHLiOHEnHgSisGAa/ZsGn77jXB9PQDW40eTfvsdGLKzWmxfoKSEsM+HNiGBcEMDtW++hf3jj1F3LBqhGAzEn3sOKTfcgLaD7pN78WK2XXoZqt+P7fjjyZr6BBqzeY/lw14v26+8Cve8eWhiY8l/9x2MrVwtVgghxKFPVoTs/OQeibYqsXsoqnZR3eBj6TY77y/Yhi+4a8pjktVAn8xY+mTG0jMtBotBi1ajISXGSL/MWHTaXV80e/whimpcbKly4QmEsBq0GHQaSu0etlS7KNyxba91Nxug02kU+mXFMbQgkWPyEhicl0CSzdhsux2eABsq6imp85BsM5K+I2hmMx6cMROqqjJvSy2vzNrCL+srm1xf1xQrfxqUxVkDs8hJ3PcZMEII0VFa24fo0EAawLBhwxg6dChPP/00AOFwmNzcXK655po9Ljawu1AoRN++fTnttNN4/PHHUVWVzMxMbrrpJv71r38BkYtNTU3ljTfeaFWOtCOhg6WqKiXXXU/99OkAmI46ioz/3dOq3F5qMIjz+x+oee1VfGvXQSv/RIzdu5N6yy3Yjju2ze0O1tXh/PJL7J9+hm/9egC0ycmk3fxvzP37o4mJiWyGlnMu+DZupOq557COGEH8uec2GUEH4Nu0iaKL/0LY4cB2wglkP/Ukil7fTG2Nhd1utl1+BZ4lSzD16UP+tA9adZ4QQohD35HQhzjUyT0SraWqKiV2D7+sr+KzJcUs2WZvUmZgTjx/G92FwXkJTaZgtgdfMMSqEieLimpZV15Pl2Qrx+QnMjAnHrOh7TmLOwuPP8TmqgY2VtYzY20l09dUNApODsqNp09GLF1TbGgU2FbrobLeS5/MWMb2TmvVSDkhhGgvnSaQNm3aNCZNmsSLL77I0KFDmTp1Kh9++CHr1q0jLS2NSy65hKysLB544AEA7rnnHoYPH063bt2w2+088sgjfP755yxevJg+ffoA8NBDD/Hggw/y5ptvUlBQwO23386KFStYs2YNJpNpr206EjpYtW++ScUDD6IYDKT++98k/PmiNi8goIbDqMEgBIOowSCBsnIafvmFhl9/RQ2HsY4YgfXYkVgGD96vRQoaPaeq4p6/gPK778ZfWNjkuGIwoLHZ0MTY0Npi0KWkkHDRhVhHj8a9YCHF11wTHSFnOuoo0qbciqlnTxSLhWBlFe6FC6l87DGCZWWYBw4k9/XXWhyJ9kfBqio2n34GYYeDlBuuJ/nKK9vluoUQQnRuR0If4lDXlnsUDqt4gyEshk6X9US0E28gRKndw/ryelaWOFhZ4mB1qZNalz9aRqNAlxQbqTFG0mNNTByUxajuyRLIaUf13gDfryrns6UlzN1Ss9fv63MTLYztncbY3qnkJllw+UK4/UFUQAEURUGjgIKCQafBrNdiMWpJaseFHoQQR45OE0gDeOaZZ3jkkUcoLy9n4MCBPPXUUwwbNgyAMWPGkJ+fzxtvvAHAP//5Tz799FPKy8tJSEhg8ODB3HvvvQwaNChan6qq3Hnnnbz00kvY7XaOO+44nnvuOXr06NGq9hzunWDP6tUUXXgRBAKk3XE7iX/+88FuUpuF/X5qXn4ZxyefEnI4CLtcLZY39u6Nf9Mm1EAAY69eBIqLCTfsSs6qGI2NVhI1FBSQ99676BIS9rltji+/pPTmW0Cvp+CTjzG18u9PCCHEoetw70McDvZ2j4KhMKtLnfy8rpLfN1WzvdZNjctPKKySbDPSLdVKVrwFq1GLxaAjwaIn2WYkNdZIXqKVzHhToyl8RwJVVXF4AlTW+3B4Aph0kWBFKKxS6/Jjd/upcweoc/tx+0LotRr0OgVvIIzD7cfpDWLQarCZdFiNOmxGLVajDo2iEAiF8QfDBMMqgWAYg05DTqKFnAQLGg24fCFqGnysKXOyqsSByx8iK95MWqwJly9ImcNLrcuHokQS4+t2JMhXFAWXL4jTE6DW5admt4DZ7nQahb6ZsZwxIJMzB2SSGrv3L+VF+yhzeJizqYYt1Q1srnShopKbaCHRamRBYQ2zN9fgD+59NdHmxBh1dEuz0Ss9liH5CQzJTyQ7wSzBNSFEizpVIK2zOZw7wf7iYrb/3+X4t24lZtxYsp566rD6D0MNhQi7XIQbGgjVNxBuqCfc0IBr/gLq3n8f1eMBIObkk8l85GFCDgeVjz5K/fSfosdQFEy9e2MZNozESyejT01tW1tUleKr/0HDL79g7N2bnBeeR/+H1WSFEEIcXg7nPsThYuc9OvH+b8lJTyKsgt3tx74j0FPv3bfVDP9Ir1VIshqxGCLBpGRbZPRSjEmH3R3AvmP1RptRh8WgxWaMBI90WgWvP4QnECIlxkiv9Fh6pscQb9Fj1B3YKXyqquILhtFqFPTNBAW31bj5cU05y7bb2VzlorC6AW+gbQGNzsRi0NIlxcpRWXH0y4rjqKw4eqTFYNIf+lMoD0cuX5DfN1Xz05oKfllfhdMbwGbUYdZrUZRd2WdUVUUFAqEwHn8IdyDU7Ei3nf92k2MMJNuMJNuM0UUXXL4Q8RY9mXEm0uPMZMRHFmjITrC0OtecPxhmZYmdNWWRfHVlDg9aRSHBaiDRaiA/yUpBspXsRDMxRt1h9RlNiMOFBNJacLh1ggNlZTi/+x7n99/jXbECAF1GBl0++xRtfPzBbdwBFKypoe7d99BYzCRedlmjvGiqqqK63QRra9HGxbXb4gWBikq2nHkmYYcDTUwMaVOmEPenifIfoxBCHKYOtz7E4WjnPcq54UM0xuYTmduMOkZ1T+aEnqn0yYwlJcaI2aClqNrFhooGqup9ePxB6n1B6naMZipzeNlW627zCJmW6LUKqTEmjs5L4Ji8BHpnxNIlxdpoelowFMbpDdLgDWIyaIgz7wrA7ezO797/cPuDbK50Mb+whgWFtRTXeah1+alz+6M5qvRahR5pMRyVFYdeq6HG5WNLlYt15fXNtjPOrCfeoscXCOPyB9FpFBIsBuIt+h0/DdiMWoJhFf+O0WUJFgMxJh3+YJgGfzCyUqQvRIMvMj3PoNWg00YCenqtBo8/yLZaN9vrdnw5atQRY9bTM81Gv6w44sx6yhxeyh1erEYtGXFmkm1GQCUUhpCqEgqHCYXBZtQSa9ITZ9GTFW8mzqyXPtoRwBcMUVTtZkNFZBrvgsJaVpU4CLa07GoLkm2RINjEQVlcMCSnUfB5Z9D5l/WVLN5a1+qAs0aBWLOeuN22Pz6OM+tJjzORk2AhI86EWa9Fo5G/XyE6kgTSWnAod4L9W7dS/eJLhOudoNMRLC3Ds3z5rgIaDZYhQ0i7bQqmnj0PXkOPIL7Nmym9dQrelSsBiD/vXNLvuUc6akIIcRg6lPsQR4qd9+jbxZupD+nRaBQSLJEAULzFQLw58lPbhg+k4bBKmdNLncuP2x+iwRegqt5HucNHgy8Qqd+iRyEyrbDBF8TtD9LgCxEIhbEYtBi0GsocXtaWOSmscbWYI8q8Y6RUKKziDzX9gK7XKoTVyHGtRsFq0GLSa3F6A/s1gkyrURhWkMjoHil0T7XRJcVGZrzpgI+cE6K9+IIhqhv8VNf7qHH5qK73U9XgIxAKR0a5GbTY3QFK7R7KHN7oT8eOEaY75SVZOG9wNoXVbpZtr2NzVeO0M4lWAwNz4slNtJAZbyKsQp3bT5XTR+GOVVz/WOe+MOg0JFkN5CRayN0xBTo3yYxJp2VdeT3ry+vRaCA91kx6nBGTXotOo8HpDbC+vJ7NVQ1kxJk4uU86J/ZKJcHa8gJuQhxpJJDWgkO1E1z/88+U3nJrNIl+lKJgGTyYmNNOJXbcOHQpKQengUcwNRik5vXXqZr6JIRCpN5yC0mXTj7YzRJCCNHODtU+xJHkULpHobCKyx8ZZVZU7WLx1jqWbKtjY2UDJXZPs0E2s16LLxiiNYNrYkw6huQnMqwgkR7pMSRZDSRYDJgNWow6DXZ3gFUlDtaUOVGAJJuR1Bgjw7skyQdsIQCnN8C2GjfzttTwwm+bqW5onGtPq1EYmp/IuD5pjOqeTLdWrDLqDYRweAI4PAGcO342t+0M7G2vdePyh9r92rQaheN7pHD20VmM7Z0mU5yFQAJpLTqUOlgA/qIiat95l7p33gHAPGgQcWeegRoIophN2EYfjz6tbXm+RPuqfettKu6/HzQacl58AduoUQe7SUIIIdrRodaHOBIdLvfIGwhR7vCi3ZE836TXEmvSodNqCIdV6n2RaZI7k+sHwyoNviAef4hYk55EmwGrQSsj5IVoJy5fkDfnFrGy2EGPtBj6Z8cxOC+BeEvHBp1VVcXtD+ENRHIsVtX7ItOfa91s27G5/SF6pMXQKz0GnUahzOGlwunFHwoTCKmY9Fp6pNrolmpjbXk9P64ubzSF26DT0Cs9hr6ZcXRJtpIZbyY11hgduavXaLAad+V8tMh7izhMSSCtBYdKB8s1bz5VzzyNZ9Hi6L6Ev/6VtH/fhGKQbwk7I1VVKbv9dhwff4ImJobcV1/B3L//wW6WEEKIdnKo9CGOZHKPhBBi7zZVNvDZ0mI+W1JCqcO7T+cqClgNuh2BtUiuwr6ZsfTJjKUg2UpeopU4i76DWi5Ex5FAWgs6ewdLDQSoevoZal5+ObIcjUaD9dhjSfzLxdiOP/5gN0/sRdjvZ9ull+FZvBhFryft9v+ScP75B7tZraIGgyi61q1MJIQQR6LO3ocQco+EEGJfqKrKtlo3q0qcrC51sL3OQ6ndQ1W9L1rGHwxH8j76gy3mddxdvEVPr/QYeqXHkp9kIS3WRFqcid7psZgNMo1UdE4SSGtBZ+5guZcspeKhB/Euj6y+GX/euSRfcw36tLSD3DKxL0INDZRNmUL99J8AiL/gAtLvvKPRSqKdTdntt1P/43QyH31EpqQKIcQedOY+hIiQeySEEB1DVVU8gciquw3eIC5fiHpfgK01btaUOllX7qSoxt0oCPdHeq1Cv6w4BudGVijulRFDl2SbBNdEpyCBtBZ0xg6WZ8UKKp94AvfceQBoYmLI+N89xJ5yykFumWgrVVWpefkVqqZOhXCY+PPOI/2euztlPoGGWbPYfsXfAFCMRnJefgnr0KEHuVVCCNH5dMY+hGhM7pEQQhxcbn+QLVUu1pXXs67MSanDQ6XTx9baPQfZkm0GshIsZCeYd2w7fo83Y9RpCasqGkUh3qonxqjrlJ+pxKGvtX0ImcPVCdT/8gsl112PGgiATkf8n/5E8tVXoc/IONhNE/tBURSS/3YFhuwsSm76N/aPPkIxm0ibMmWf3vjDfj/e1avxLFlKsLqa+HPOxtitW7u1U/X7qbj/AQC08fGE7HaKr7yK3NdfwzxgQLs9jxBCCCGEEOLwZzHo6JcVR7+suEb7VVWluM7D/MJaVhbbI4G28nocngDVDX6qG/ws327fa/0GrYYEq55Eq5HEHT+TrAYSd9u6ptjokbb3VVSFaAsZkdaB31Sqqkpg61YCpaUEyitQfV60SUnokpPRZ2WhS02l4ZdfKL7+BggEsJ1wAun//Q/6rKwOa5M4OOyffkbZbbcBYB05gvjzz8d24oloWlg0Iuz1Uvv229S8/AphpzO6X7FYyLz/vn0arRj2+/GuXEnY7cE6YnijPGg1r71O5cMPo01KossXn1Ny079xz5uHYjaTfscdxP9p4r5fsBBCHKZktFPnJ/dICCEOLQ5PgOI6N8V1nh3brt9L7R6CoTAaJbI6sScQanW9yTYDw7sk0Sczli7JNrqlWslNtGLQdd50O+LgkqmdLejoDpa/uATHl1/g/PIr/EVFeyynWCyofj8Eg8SccgpZjzyMopfVTQ5Xde+/T/k9/2Nnhk5tXByxZ54ZHWEWqqsjUFmJf0shvk2bcHz+OcGKikjZhATMgwYRcjjwLI6s4pp42WWk3nB9iyu4eteupfLRx3AvWoTqiwyjtgwfTtbjj6FLTMS7fj1b/3wxYZeLjPvuI/6cswm7XBRfex2uOXMAiDvrLNLvvAONxdKRL48QQhwSJEjT+ck9EkKIw5c3EKLW5afW5afG5afW5aPWFdjx009NQ2T/mlJns0E3rUYhN9HCoNx4TumbzugeKZj0kp+to3gDIeZsrqbS6ePUfhmdfjVXCaS1oKM6WMG6OqqffY6699+HUOQfrWIwoM/NQZ+WjmIyEaqpIVhVRaC8PFom9rTTyHz4IVkt8Qjg37oV+6ef4fjsM4KVlXstr8vMIPX664k9/XQUrRY1GKTyiSeoffU1AIy9epH54AOYevVqdJ4aDFLzyitUPfMsBIMAaBMTCXu9qG43uswMTH360PDTDABM/fuT/8H70cUQ1FCImpdfpuqppyEcxjJsGDkvvYjGaGzPl0MIIQ45EqTp/OQeCSGE8AfDLN1Wx8KiWjZVNrC5ysWWqgZc/sbBNZNeQ++M2OjWJyOy0qjVeGA+m6uqSq3LT4UzMughxqTDZtSh1SpoFAWTToNO23lG0IXCKk5PAMeOTadVsBp06LQKFU4fZQ4P5Q4vpXYvW2tczN1Sg3vHa55g0XPD2B78eVgu+k50TbuTQFoLOqKD5fjyS8rvu5+wwwFERv3E/2kitpPGorVZm5RX/X78xSWofh/Gnj1l7vYRRg2FcM2ejf2TT6n/+WcIBECjQZuYiCE/D2PXbpj69SXuzDObDV45p0+n/I47CdXVgV6P5eij0VgsKDotgcpKAsUlhGpqAIgZN46U66/D0LUr/k2bKL7mWvxbt0brijn5ZNKm3NpsTj7XggUUX3U1YZcL20knkf3kVAn4CiGOaBKk6fzkHgkhhGiOqqpUOH1sqKjn1/VV/LC6nBK7p0k5RYGcBAs902PolR5Dz/QYeqbFkGQzUu8NUO+NDFQw6DToNAp6rQaDToMvEKbW7adux2i5Opc/+rjW5ScUVtFpFRQUqht8lDu9VDp9+EPhPbbZoNXQNdVG7/QYeu0I8vXKiCHFZmwSQ1BVlTKHl221bgKhMIFQmJoGPyX2yBTZyE8vHn+IvpmxDMiJp3uqjdRYEyk2I/5QiHpvkFqXn1KHl9Id55XaPZQ7vdjdu659X2TEmTDrtWypdgGQHmtiXJ80xvZJ46isOBIs+jbFQ4KhMGUOL1tr3Gg1CkfnxWPU7d/oQgmktaC9O1i1b75JxQMPAmDs0YO026ZgHT58v+sVR4ZQgwvV70MbF4eibf0//GBNDWV33hkdVfZHmpgY0m//L7FnnNHojSnkdFLx8MMQVkm6dDLG7t1bfB7XggVsv/wKVL+fuIkTybj/vujINSGEONJIkGaXmTNn8sgjj7B48WLKysr47LPPmDhx4h7Lf/rppzz//PMsW7YMn89H3759ueuuuxg/fny0zF133cXdd9/d6LyePXuybt26VrdL7pEQQojWUFWVzVUNrC51srasnrVlTtaWOancw8qiHSnJakBRFBp8AbyBPQfWdkq0GuiVHkOyzYjLF8ThCbCpqgG7O3AAWgtWg5ZYs55QWMXlC+IPhUmNMZERZyIj3kxmXOT3wXmJ9MuKJRRW+WDhdp6YvoEal79RXTFGHd3SbIztncap/dKJtxjYXNXAhop6Vmx3sLzYTmW9D6tRi9Wgwx8K43AHsHsChMK7wllmvZaRXZM4Y0Ampx2V0aZceBJIa0F7dbBUVaXmhReoevIpABIvvZTUf90oI3bEAaOqKp6lywiUlhL2uFEDAXQpKejT0zEUdGl2NGRb1P/8M8XXXgehEDHjxpH5yMNoTKZ2qVuIw1nY7ca9ZCm+TRvxbylEl5ZK3FkTMWTLojKHKgnS7PLdd98xe/ZsBg8ezNlnn73XQNoNN9xAZmYmJ5xwAvHx8bz++us8+uijzJ8/n0GDBgGRQNrHH3/MTz/9FD1Pp9ORnJzc6nbJPRJCCLE/ahp8rC+vZ31FPet3rCy6oaIetz+E1aDFZtKhoBAIhfHvGPnlD4Yx6DQkWY0kWPUkWCKrh0Z/Wg0YtAqBkEpYVUmyGkmPM5IWayI1xtQo6BMMhQmpKqoKVfW+yOqmZU7WldezttxJUbWL8B6iODqNQk6iBZNei16rEGfWkxVvJiveTGa8mawEMzqNwsoSB8u329lW66bC6aO6wYdJryXGpCPeoicjLnJORpyJzB0/E6wG4sx64sz6Nk/N3JkzbfqaCmZuqG52ROC+MGg15CSacXqDVO0WAE2NMXLJiDyuGN1ln0apSSCtBe3Vwdp9Jcbk664l+aqrZIqmOGw5v/uO0ptvQQ0EMA8cSPazz6BLSjrYzRKiU1L9fuo+/Ijq55+PTrOOUhSsI4ZjHT0ay+DBmHr1koVmDiESpGmeoih7DaQ1p2/fvlxwwQXccccdQCSQ9vnnn7Ns2bI2t0XukRBCiPYWDkcCYJ0hX5k3EGJjRQNry504PYEdedX05CVZ6J5m2+/pjQeSNxBie62bRVvr+G5VOXM2VRMMq2TFm+maauOorFgGZMeTm2TB7Q/R4A1i0GmIt+iJNxtIjTGi0SioqsqaMic/rq7gvQXbokG1c47O5tHz+rc6TtPaPoQMnWqjsNdL1ZNPApB89dWkXH31QW6REB0r9tRT0SUns/2aa/EsW8amMSdgGTGcmLFjiTvrLFmIQBz2VFUlVFdHsLqaUG0duuQk9Lm5KHo9waoqfBs24tuwAd+GDbgXLCBQWgqALj0dc//+GAoK8K5cgWvO3Oi2k6LXo5hM6JKS0GdnYygoIHHSJRiysw/W5QrR4cLhMPX19SQmJjbav3HjRjIzMzGZTIwYMYIHHniA3Nzcg9RKIYQQAjQaBQ2dY9CMSa/lqOw4jsqOO9hN2W8mvZbuaTF0T4vhoqG5uP2RHGwWw76FqhRFoW9mHH0z4/jHCd34bGkxUz5dySdLihmSn8CFQ5vvR6iqyrwttSworGVTVQPrtlW06vkkkNZGde++R7CiAl1mBklX/v1gN0eIA8IyZAj5779HyY3/wrduHa6Zs3DNnEXdO++S9fhjGLt1O9hNFKLdBaursX/8MXXTPiRYVtb4oEaDxmolXF/f5DxtcjIp/7ia+HPPbTTizF9cjPO77/AsXoJ76VLCDgdqIIAaCOCvr8dfVITr999xfP45mQ/cT8zYsR19iUIcFI8++igNDQ2cf/750X3Dhg3jjTfeoGfPnpSVlXH33XczatQoVq1aRUxMTLP1+Hw+fL5d0zmcTmeHt10IIYQQ7W9fA2jNMeg0XDAklxqXn4e/X88dX66mX1Yc/bIaBx43VtTzv2/WMnNDVXRf2Odu1XPI1M42DPkP1dezeew4Qg4HGffdR/w5Z3dAK4Xo3HxbtlA//Sdq33qLUE0NitFI2pQpxF9wvkxxFoeMsM+He+EiFK0GTUwsYbcL39q1eNetJ1BaSrCiAn9xMQR3rVCkjY9HGx9PsKqKsCuy+hAaDYa8PIw9emDs0R1jjx7Yjj0WjcXS4vOr4TAhhwPV6yXs8RCsrCRQXIz9o4/xLF8OQPx55xFz8jjMgwahtdk67LUQrSPTBpu3r1M733vvPa644gq++OILxrYQLLbb7eTl5fH444/zf//3f82WaW6BAkDukRBCCHEEC4dVrnhrETPWVZIRZ+LJCwcxtCCRBl+Qx3/cwJtziwiFVfRahQlHZdArI5YMs8rEYd0lR1pz9rcTXPXUU1Q/9zyGLl3o8uUXsriAOKIFq6spvXUKrt9/ByBm3Dgy/ncP2vj4g9uwvQh7PPg2bSJcX49iNqOxWjF26SL/no8g3vUbKPnXjfg3bd5rWdOA/iT++c/EjB8fXWhDVVWCVVWE6uwY8nLbdQEONRCg8vEnqH399V07NRrizzmH9Nv/i2IwtNtziX0jgbTm7Usg7YMPPuCyyy7jo48+YsKECXstP2TIEMaOHcsDDzzQ7PHmRqTl5OTIPRJCCCGOcA53gInPzaaw2oWiwLlHZ/P7pmrKHF4AxvdNY8qpvclPjizSJznS9kGowUXDzzPwbdhAwl8vQZ+WuseygZISat54E4CU66+XD93iiKdLTibnpRepffMtKh9/nPrp0/GsXEnW449jOXpQi+eG3W5C9fXo09I6vJ3+bdtwL1iAe+EiPMuX49+6Ff7wPYIuPZ2ECy8g/rzzZCGFw1jY68U+bRqVjz2O6vejjY9Hl5JCyOlE0ekw9u6FqVdvDHm56FLT0GdlNbvKpqIo6FNT0afu+f+MtlL0etJuuRnrccfi/Opr3IsXE9i+HftHH+Ev3k72U0+h3cM0NyE6s/fff5/LLruMDz74oFVBtIaGBjZv3sxf//rXPZYxGo0YJU+nEEIIIf4gzqLni2uO5d6v1/DhomI+WlwMQG6ihXsn9mN0j5Q21XtEj0grfOEFdKvX0DBzJqo3EpHUpaWR8/xzmPr0aXKeGgqxbdJk3IsWYR48mLx33pYpbELsxrNqNaX/+hf+rVtRjEayn3oS2/HHNyoTcjqpfettXLNn41m5EkIhsp54gthTxrd7e7xr12L/+BMaZs0isG1bk+PapCR0iYmEPR5CtbWE3TvmxOt0WI45hpgTT8A6ahSG/PyD8m9dDQZBq5X3mXYQ9njwrFxJ/Q8/4vjqK8I7cijZjj+ejPvvOyQCpw2zZlF8/Q2objfGnj3JfvbZZgN8omPJiLRdGhoa2LRpEwCDBg3i8ccf54QTTiAxMZHc3FymTJlCSUkJb731FhCZzjlp0iSefPJJzj57V1oMs9lMXFwkb8lNN93EGWecQV5eHqWlpdx5550sW7aMNWvWkJLSus6u3CMhhBBC/NEv6yp56ueNjOyaxDUndMdsaLq6aWv7EEd0IG1Bt+7YtJEXz5Cfj6qGCWzdhmI2k3HP3cSOH99o+kzNq69R+cgjaCwWCr74HENOzsG6BCE6rbDLRcm/bqLh119BpyPr4YeIPe00AFzz5lE65bYmCds1cXF0+fKLdh2Z5lm+nK2XTELdOd1Hr8c8oD+WY47BMngwpt690SUn72q330/9999T+867eFesaFSXNiUZyzHHYMjOQZechGIwEKisJFhVhalHD+LPP799p/UFg1Q/9zw1r76KJjYG6/ARmHr1JFBeQWD7dtRgEI3NhsZowF9Sgr9oK+GGBgwFBRi7dsXYrSuGLl0wduuGISenUaL7Q5G/uIRQbQ1hrxdU0GdmoE9P3+t1+YtLcH77LfXTp+Ndu7ZRnjN9VhZJl/8f8RdeeEgFKj2rV7P971cSqq5GY7ORfucdxJ1xxsFu1hFFgjS7/Prrr5xwwglN9k+aNIk33niDyZMnU1RUxK+//grAmDFj+O233/ZYHuDCCy9k5syZ1NTUkJKSwnHHHcd9991H165dW90uuUdCCCGEaAsJpLVg54uz+tLLSB1yDNbjRmHq15dwfT0lN/wT15w5AGhiYrCNGYOxSwGKwUDV1CdRAwHS/3cPCeedd5CvQojOSw0EKL11Cs5vvgEiI7/06el4V68GQJ+bS/LfrsByzDGU3PRvvKtWYR05kpxXXkbRaPb7+f3bt1N0wYWEamuxDBlC4uRJWIYNR2uztu78rVup/+UXGn75Fc+SJaiBQIvldenpJP/9b2hiYwlWVaExGrGddFKbpvwFysoouenfeBYv3udzm6XXY8zPw9S/P0mXXnrIrKyqqiru+Quoeeml6HtyIxoNuuRktAkJaBMS0GdnYcjLQ2O14lu3Hu+qVXjXrGl0ii41FcuQIcT96U9YR45ol7+1gyFQUhL5G1m6FICY8eNJue5ajPsQaGgrVVVxL1xI2OXCdtxxh3yQti0kSNP5yT0SQgghRFtIIK0FLb04aiBA1bPPYv/4E0LV1U3OtZ1wAtnPPXtIjWAQ4mBQQyEqHnyIunfeaZSLLP6CC0i7+d9orJGglm9LIYVnn43q9ZI46RJMR/VHGxuDdfjwNiVUD9bVsfXPF+MvLMTYpzf5b78dfa62CPt8eJYvx7N8OcHKKkI11YR9fnSpKWjj4nB88WWTEXYAaDRYhw8j9vQziBk3dq/5rLzr11P79ts4v/oa1edDY7WSfucd6FLTcM2bS2DbNnQZGZERZiYT4QYXYY8bfXo6hvwCNDYr/sIifJs34d+0Gd/mzfi2bEF177aEs6IQe+opxJ52GvrsbPTZOa0OLh5IYbeb4utvwDVrVmSHVos+LQ3FZIJwmEBZ2a6Rhi1RFCzDhhE74TRsI0eiy8w8bN671WCQ6hdfpPq55yEUAkUhZvx4Yk46KTIysSB/v/7um3s+x9dfU/va6/g2bAAiAeTESy4h/txz0B5BwQoJ0nR+co+EEEII0RYSSGtBa14cNRTCs3w5DTNnEqqpIVTfgGLQk3brregSEw9wi4U4dIXq6/Fv20ZgezH6rEzMRx3VpEztu+9S8b97G+0zHzOY3Fde2acpk+7Fiyn9980ESkvRZWSQ/8EHLS4e0h7CPh91772P86uv0Fgs6FJTCZSVRUcLASgGA7YTTyThgvOxDB/eKJjjXbeOqiem0rDbdCfz0UeT+eADGHJz96ttajhMsLwc38aN2D/5lPoff2xcQKsl7qyzSLn2GvQZGfv1XACelauwf/JxJOBot6PodNhGj8J20kkYCwpaVUfY52P7lVfinjsPxWAg/txzSLzs/xrlAlPDYYLV1dEVM0M11fi3bcdfVESooR5Tj56Y+vTGfPTgDr//B5t3zRqqnnuOhp9mND6g0WDs1RPLMcegS0ggUFFBqM6OecAAYiectk/TqMMuF8XXXY9r9mwAFIsFjdlMqKYm8thgwHbCCcSddWZklNphvqKoBGk6P7lHQgghhGgLCaS1QDpYQnQuqqpS+9pruBYsQPX58a5cGZk6duKJZD/15F5Xx1UDAaqee46aF1+CcBh9djY5zz+HsXv3A3QFTfmLi3F+/TWOr77Gv3lzdL+hW1dixowh7PMTKCmh4ZdfIiP2tFpiTh5H4l//innQoA4ZOeVdv57aN9/Ct2EDgeJiQnY7EAmEJPz1L6T84x9oLJZ9qlNVVbyrVlH9wos0zJixx3LmAQNIvuYfWI87bo/Xpvr9FF97HQ2//YbGYiH3tVcxDxy4T+05UnnXb8A+7QO8Gzbg31JIqLZ2z4V3jNRL/OtfsJ1wQotTXIN1dWz/+5V4V6xAsVhIvvJKEi44H8VsxvnVV9G/p5208fHEnnYqsRMmYB4w4LBc2Vr6EJ2f3CMhhBBCtEWnCqQ9++yzPPLII5SXlzNgwACefvpphg4d2mzZl19+mbfeeotVq1YBMHjwYO6///5G5SdPnsybb77Z6Lzx48fz/ffft6o90sESonNzL1rEtv+7HNXnI+5PfyLjvnsbfdgPORxorFYUnQ5/URElN98SXSAgbuJE0v77H7Q228FqfiOqquLbsXqo4/PPd60MupvY004j5bprMeTnH9C2eZYvp/LRx3AvXAiAPjubjHvuxjpy5B7PCTmd+DZvxr+lEM+yZTTMnEmwoiJyUKMh9vQJWAYfgzY+nmBNNQ0zfsY1f3400b95wABSbrwR67Bd7+mhhgbsH39M3dvvECgpQTGZyHnpRax7+H9C7F2gohLP4kW4Fy0m7PNGpsaazTT8+luj/HuGvDwSJ08ibuJENGZzozpcCxZQfudd+AsL0cbFkfPSi5gHDGhURlVVfOvW4fjiSxzffE2oaldKBE1sLNZjR2Lu2xd9Xh6m7t0P+N94R5A+ROcn90gIIYQQbdFpAmnTpk3jkksu4YUXXmDYsGFMnTqVjz76iPXr15PaTCLuiy++mGOPPZaRI0diMpl46KGH+Oyzz1i9ejVZWZGpPZMnT6aiooLXX389ep7RaCQhIaFVbZIOlhCdX/3PP1N87XUQChEzbhyZDz2IGgpRfuddOL/9FsVkwtSzJ96NG1HdbjSxsZHVdk855WA3fY9C9fU4vvwSf2ERGosFjc2GbdRxmHr3PmhtUlWVhl9/pfx//yNYGsn1Fnf22aTdcjPauLhoOd/GjVS/+BLOb7+FcLhRHYrJRMzYsSRffRXGLl2aPEewupqaV16l7v33o7nNbCecgO3EE3DNnEXD77+jejxAZERT5mOPYjv22I665COev7gE+7QPqJv2IWGnE4i87vHnn48hLw9Fr6N++nTqp/8ERHKh5b76yl4XM1CDQVzz5uP86kvqf/2NsMPRpIx50CASLr6Y2JPHHbJTQKUP0fnJPRJCCCFEW3SaQNqwYcMYMmQIzzzzDADhcJicnByuvfZabr311r2eHwqFSEhI4JlnnuGSSy4BIoE0u93O559/3qY2SQdLiKZml8xmTukcLu59MZm2zIPdHAAcX39D2ZQpqIEAxt69CTc0ENi+vUk5y9ChZD70YLvk+TpShRpcVE2dSt2774Kqok1OJvnqqwjV1uFZsqTRypm69HSMXbpg7N4N63HHYRk6FI3RuNfnCFZVUfXcc9g//CiSIH83hq5dSbzkEuLOPKPJyCjRMcIuF/ZPPqX2rbcIFBc3LaDREH/B+aRce+0+5wZVg0E8K1bimjcX/+Yt+LduxbtuXXRkoj4vl+wnnsDUp097XMoBJX2Izk/ukRBCCCHaolME0vx+PxaLhY8//piJEydG90+aNAm73c4XX3yx1zrq6+tJTU3lo48+4vTTTwcigbTPP/8cg8FAQkICJ554Ivfeey9JSUmtapd0sIRobH7ZfK786UqC4SAmrYnLj7qcyf0mY9TuPTjS0dxLllB8zbXRnE/6zEwyH30UbUI83tVr0JiMkTxPWu1Bbunhwb1kKWX//S/+LVuaHIsZN46kK/+OuW/f/XoO35YtVD/zDP6SEmzHHovtpJMw9elz2KyoeahRQyHqp/+E8/vvCbtdEAyiTUom+W9XtGuewUBlJfaPPqLu/Q8IVVejGAyk3XYb8Recf0jde+lDdH5yj4QQQgjRFp0ikFZaWkpWVhZz5sxhxIgR0f0333wzv/32G/Pnz99rHVdffTU//PADq1evxrRj9b4PPvgAi8VCQUEBmzdv5rbbbsNmszF37ly0zXyY9vl8+HZMJ4LIi5OTkyMdLCGADXUbmPTdJBoCDSSZkqjxRlbiSzAmcErBKZze5XSOSj7qoH7Q9ReXUH7nnejS0ki79Ra08u+2Q4X9fmpefImGmTMx5OdjHjAA68iRGLu0buVNIVoSstspnXJbZKENwDJsGCnXXoPlmGMOcstaR4I0nZ/cIyGEEEK0xWERSHvwwQd5+OGH+fXXX+nfv/8ey23ZsoWuXbvy008/cdJJJzU5ftddd3H33Xc32S8dLHGkW161nBt/vZFKdyWD0wbz4rgX+Xnbzzy26DEq3BXRcsdnH8+dI+4kxZJyEFsrhDhcRFbqfZ3KqVMhEADAcswxxJx6CjFjxqDfkRO1M5IgTecn90gIIYQQbdEpAmn7M7Xz0Ucf5d577+Wnn37imFZ8S52SksK9997L3//+9ybHZESaELCpbhNLKpeg1+jRaXR8U/gNs0tmA9AlrgtvnfoWccZIcvlgOMi8snl8s+Ubfij6gUA4QJwxjtuG3sYpBaegUTQtPVWrLShbwOqa1Zzf83ysemu71CmEOHQESkupfukl7J98Gg2oARi6dMEybCjWYcOJOfGETrUwgQRpOj+5R0IIIYRoi04RSIPIYgNDhw7l6aefBiKLDeTm5nLNNdfscbGBhx9+mPvuu48ffviB4cOH7/U5iouLyc3N5fPPP+fMM8/ca3npYIkjRVgNM33rdD5Y9wGLKhY1Oa5VtJzR9QyuG3TdHkebbazbyH9+/w9ra9cCkBOTw4U9LyTTlslW51YcPgdjcsYwKHVQq6d/rq1Zy9QlU5lTGklg3yepD8+e9CzJ5uQ2XqkQ4lAWKCvD+c031P/yK56lSxutDGs66iiynngCQ3bnGKUmfYjOT+6REEIIIdqi0wTSpk2bxqRJk3jxxRcZOnQoU6dO5cMPP2TdunWkpaVxySWXkJWVxQMPPADAQw89xB133MF7773HscceG63HZrNhs9loaGjg7rvv5pxzziE9PZ3Nmzdz8803U19fz8qVKzG2YuU46WCJI0Gho5C75tzFksolQCRoNiR9CHqNHk/QQ35cPpf2vZTc2Ny91hUIBXhl1Su8vfpt6gP1zZbpk9SHC3teyKjsUXsMiKmqyqurXuWpJU+hoqLT6DDrzNT768mJyeGuEXeh0+hQFIV+yf3Qa/RtfwGEEIekkN2Oa+FC3AsW4vjyS8IOB5rYWDIffJCYE0842M2TPsQhQO6REEIIIdqi0wTSAJ555hkeeeQRysvLGThwIE899RTDhg0DYMyYMeTn5/PGG28AkJ+fz9atW5vUceedd3LXXXfh8XiYOHEiS5cuxW63k5mZycknn8z//vc/0tLSWtUe6WCJtnIH3Gg12k6xmuWelLvK+XD9h7y5+k38YT9mnZm/9P4L5/c8n3Rr+n7V7Q64+XrL13yx+QtQISc2BwWF6Vun4wvtmj7dO7E3Z3c/m3N7nItOowPAF/Jx15y7+HrL1wCckn8K1x19HWE1zN+n/52ShpJGz9U3qS9PnfgUqZbU/WqzEOLQFSgpofjGG/EuXwFA0uX/R8r116PoD16QXfoQnZ/cIyGEEEK0RacKpHU20sES+0JVVZZWLuX9de/z09afCKpB4oxxZNuyOb/n+ZzZ9cxosOhgcQfczCyeyVdbvuL3kt8Jq5FpUSMzR3LHiDvIsnXslKg6bx2fbPyE6Vuns6ZmTXR/t/huXNrvUjbZN/Hztp/Z6tyKVtFy27DbOL/n+dFy1Z5qbp99OxvrNmLUGqnx1uAKuEg1p/LUSU/RN6lvh7ZfCNF5qX4/lY89Ru2bbwFgHjyYrEcfQZ+RcVDaI32Izk/ukRBCCCHaQgJpLZAOlmgNh8/B11u+5tONn7KhbsMey+XF5kVzhqVZ0uiV2AutRtuubQmGg/xW/Bu/l/yOgoJRa0RFpd5fT523joXlC/GGvNHyx6Qdw4W9LuTkvJNbnbesvVR7qvm+8HteXPEidp+90bFYQyyPjXmM4Rkt5z7cXr+da2dcy2bHZkxaE9cOupaLe1/c7q+rEOLQ4fzhR8r+8x/CDQ0oej2xZ51J0qWXYuza9cC2Q/oQnZ7cIyGEEEK0hQTSWiAdLLEnYTXMovJFfLLxE37a+hP+sB8Ao9bIhC4TuKjXRWRYM6h0VzKndA6vrnyVOl9dozr6JfXjqROf2mPy/n3hDrh5c82bfLz+Yyo9lS2WzbZlc0rBKZzV9Szy4/L3+7n3l8Pn4IXlLzC3dC69k3pzXNZxHJd1XHRl0L2p99dzy8xbmFUyC4D+yf258Zgb6Z/SX3KnCXGE8m/dStl//ot70a7FU2xjxpB42aVYhgw5IF8cSB+i85N7JIQQQoi2kEBaC6SDJZqzsmol/5n9HwodhdF9PRJ6cE73c5jQZUKzASBXwMX7695nedVyqt3VbHFswR10k2ZJ45mTnqFXYq82tUVVVX7e/jMPLniQclc5AImmRE4rOI1YYyyBUAAAm8GGTW+jb3Jf+iT2OeCjzzqaqqp8svETHlv0GA2BBgDMOjMDUwZyTo9zGJc3Do2iiZYPq2HKXeVstm+m0FFIkbMIT9BDoimRBFMCFp0Fg9aAUWtEr9Vj0BiINcSSacsk1ZJ60KfoCiFax710KbWvvUb9TzNgRzfG2Kc3caefQexpp6JP3798kC2RPkTnJ/dICCGEEG0hgbQWSAdL7C6shnl7zdtMXTyVoBrEqrdyWsFpnNP9HPok7VtwartzO//4+R8UOgoxao0MyxjGMWnHMCZnDAVxBXs9PxAKMGPbDD5Y/wGLKxYDkGXL4tpB1zIubxwGraHN13koK3eV8+SSJ5lVMguHzxHd3zWuKyfnn0xJQwmb7ZvZ4tiCJ+hp03PoFB29EnsxJH0IQ9KHcHTa0Vj11va6BCFEB/AVFlL75ps4Pvsc1bdrwRPr6FEk/d/lWIa2/yg16UN0fnKPhBBCCNEWEkhrgXSwxE613lr+8/t/+L3kdwDG5Y3jrpF3EWto+9+F0+/k37/9mzmlc6L7tIqWv/b5K1cNuAqL3tLknNKGUj7e8DGfbvyUGm8NADqNjkv7XsoV/a/ArDO3uT2Hk7AaZrN9Mz9u/ZF317xLfaC+SRmdRkd+bD4FcQXkx+YTY4ihzltHjbcGb9CLP+zHH9q11fnqKHOVEQwHG9WjVbT0TerLUSlHkR+bT15sHgVxBaRZ0g67kX9CHOqCdXU4v/sO5zff4lm8OLrfNKA/mQ88iLHL3r/IaC3pQ3R+co+EEEII0RYSSGuBdLAEwIKyBdw661aqPFUYtUZuHnIz5/U4r12CJKqqsqZ2DYvKFzG7ZDZzy+YCkGHNoE9SHwLhAMFwkEA4gCfgYU3tmuhKm8nmZM7pfg7n9jiXdGvHTU861NX765m2fhpb7FvIi82jW3w3usR3ITsme59zqIXVMGWuMpZULGFh+UIWli+kuKG42bJmnZnsmGySTckkmZPoGt+VIelD6JPUR3K3CdEJ+LdupeaNN3B8+hmqz4c2KYnc117F1LPnPtUTCAfYVLeJak811Z5qXAEX3pCXWnstt4y+RfoQnZj084QQQgjRFhJIa4F0sI5sJQ0lvLD8Bb7Y9AUqKl3iuvDI8Y/QI6FHhz3nzOKZ3DfvPkpdpXssMyx9GOf3PJ8Tck+QgEwnUNZQxqKKRWyo20CRo4giZxHF9cUE1WCz5U1aE6mWVBJMCWTZshiROYJjM49tl0UnhBD7LlBZyfa/X4lv7Vo0cXHkvvIy5qOOatW5q2tWc+vMWylyFjU5FvKEWHvVWulDdGLSzxNCCCFEW0ggrQXSwToyra9dz/vr3ueLzV9Ep/H9qdufuHXorc1Ot2xv7oCbn7b9hDfoRafRodfo0Wl06DQ6usd37xQrbYqWBcIBSupLKGkoocZbQ5W7ipXVK1lUsahR7rbd9UzoyciskRyXeRyDUgeh10qQVIgDJeR0sv2Kv+FZvhyN1UrOSy9iGTx4z+XDIV5f/TrPLn02mjMzJyaHJFMSsYZYzHozeOGek+6RPkQnJv08IYQQQrSFBNJaIB2sI0MgHGBdzTqWVC7hx60/sqJqRfTYiIwR/GPQPxiQMuAgtlAcLsJqmO3126n2VFPnrWNd7Tpml8xmdc1qVHa9xZp1ZoalD2NI+hC6J3SnW3w3EkwJza4WqqoqQTUooxOF2E+hBhfFV1+Ne8ECFJOJ7GefwXbssU3KlbvKmTJrCosqFgGRnJl3DL+DeFN8o3LSh+j85B4JIYQQoi0kkNYC6WAd/n7e9jO3z74dp98Z3adTdJyYeyJ/7v1nBqfteUSCEO2lzlvH3NK5zC6dzeyS2dGFJP5Io2gwao0YtAaMGiNBNUi9v55AOEC3+G6MzRvL8dnH0yWuywEZPSnEoc7t9LNtdQ3OGi9dj04hIVFH8XXX4Zo5C0WvJ+0//yH+3HNQdDoCoQDfFX3HgwsepN5fj1lnZsrQKUzsNrHZnJnSh9hl5syZPPLIIyxevJiysjI+++wzJk6c2OI5v/76KzfeeCOrV68mJyeH//73v0yePLlRmWeffZZHHnmE8vJyBgwYwNNPP83QoUNb3S65R0IIIYRoCwmktUA6WIe3r7d8zX9//y8hNUSsIZajU4/mmPRjmNBlAsnm5IPdPHGECqthNtRt4PeS31lVvYpN9k1sc25rNGKtNRJNifRO6s2JOSdyYu6J8jctxA6hYJhNiypYNbOE8kInu//Tyj8qiYEnZqI+9z/qp08HQMnLZvFZPXkpcQW1vjoAjko+igdGPUBebN4en0f6ELt89913zJ49m8GDB3P22WfvNZBWWFhIv379uPLKK7n88suZMWMGN9xwA9988w3jx48HYNq0aVxyySW88MILDBs2jKlTp/LRRx+xfv16UlNTW9UuuUdCCCGEaAsJpLVAOliHH1VV2V6/nR+3/shTS55CReXMrmdy98i7m502J0Rn4A/58QQ9+EI+/CE//pAfb8iLVtESZ4xDq2iZWzaX6Vuns7RyabN52NKt6eTH5tMjoQcn5Z7EwNSBaBTNQbgaIdqPqqpUFDrZtrqG+HQLWT0SsMYZm5Rx2X1UFDmp2OJk/YJy3A5/9Hhyjg1rnJGtq2uiQbX0LrFkqivQf/oSFocTBZVlBQqfTEzi5BF/5dJ+l7Y4nTpQUcn2N9+k6y03Sx/iDxRF2Wsg7ZZbbuGbb75h1apV0X0XXnghdrud77//HoBhw4YxZMgQnnnmGQDC4TA5OTlce+213Hrrra1qi/TzhBBCCNEWre1DSIRBHNKKHEW8v+59ftz6I9We6uj+C3teyJRhUySgIDo1g9aAQWtoscyZXc/kzK5nAuD0O9nu3M7csrnM2DqDVTWrKHeVU+4qZ17ZPN5a8xap5lTG5o1lfP54Cap1MuGwigIomqbTBUWE1xVgy7IqVv1WQtW2+kbHYpNNxKdZiUs20bAjgLZ74AzAEmfgqDHZ9BqegcYWYnnVcuqOrqJqXhj9pmTKtzgpJx8G3Y+qhjD6GzB7q7nox1pityUwb9katFYrigZQFBQlEiAKVpTjXbEc/8YNeLyuA/eCHGbmzp3L2LFjG+0bP348N9xwAwB+v5/FixczZcqU6HGNRsPYsWOZO3fugWyqEEIIIcQeSSBNHHLCapjZJbN5d927zC6ZHd2v1+jpl9yPU/JP4aJeFzWb20aIQ1msIZa+yX3pm9yXy4+6HIfPQaGjkEJHIYsqFvHLtl+o9FTy3rr3eG/dexJU6wTCYZXidbWsn1/OlqVVaPUaCo5KpmBgCql5sVjjDSiKgt8TpK7cjbvej98TRKNVKOifjM6gPdiX0K5CoTANtT6CgRBanQZFgbpyN9XFDZSsr6Nkgx01HBk+ptVpyDsqCWe1h+riBpzVXpzV3kb1KRqFpCwrqfmxZPWIJ29AIr+Xz+KuFc8ws3gmnqAnUjAJLDGx9CsbTe/K4ZiDMSiKFr8xDr8xDgddKa8B5tQAzecyhJ6Q3xOP3wW/vdxhr9HhrLy8nLS0tEb70tLScDqdeDwe6urqCIVCzZZZt27dHuv1+Xz4fL7oY6fTuceyQgghhBD7SwJp4pDhCXr4bONnvLfuPbY6twKgoDA6ezQX9LyAoRlDMWqNe6lFiMNHnDGOgakDGZg6kD91/xP+kJ95ZfP4oeiHJkG1TGsmVw64kjO6niHTnQ8QvzfIt8+toGSDPbov6A+zbl456+aVA2AwadEbtbj+MLIKIKNbHKdfMwCD6dC9X8FAiOK1dWxeVkXpRjv1Nd5ooGxPkrKsdB+SRp9jMzHHREZsel0BaoobsFe6cVZ7MNkMpBXEkpITg96opcZTw6cbP2XaF9OocFdE68qwZtArsRcFcQXRLT82H5smBq8rgKu8EvvG9VTNXU395moC9UFAQVUUUEBVNKAqqIoGfWwYfVwYtzHQkS+ZaIMHHniAu++++2A3QwghhBBHiEO3dy4OS6qqUumuZG3tWtbXrgciwYIabw3T1k2jbkdC6Bh9DBO7T+SinheRE5tzMJssRKdh0BoYnT2a0dmjmwTVSl2l3DHnDt5Y/QZX9L+CcXnjJPDcgXzuAF89vZyKQid6o5aew9PpOSydUDBM4bJqtq2pwV7pwe8N4feGgMi0RFu8EYNZR2WRk7JNDr55dgWnXzMAvfHQGJkWDIQo3WindKOd8i0OKgqdBP3hRmW0Og16k5ZQMEw4pBKXYiY520ZKbgz5/ZOJT226Mq3JqierZwJZPROi+zxBD9O3/cDXW75mTukcQmrkdUw0JXJGlzM4NecE+oQ0KD4HeJ1gr4Hta8FZArVbsNZswtpQQSrQwwD0Bp9Dh6PIQkNlLL6aSLutPVNJPSUXU5oFdAacPuCFjnoFD2/p6elUVFQ02ldRUUFsbCxmsxmtVotWq222THp6+h7rnTJlCjfeeGP0sdPpJCdH+gZCCCGE6BgSSDvChEJhSjfaqd7eQE1JAzq9hqNPySM2yXxQ2uMOuPl80+f8UPQDFe4Kajw1eEPePZbPtmUzqe8kzux6JhZ90w9bQoiI3YNqvpCPD9Z9wMsrX2aLYwtTZk3h/vn3c3qX0/lb/7/Jyp/trLbMxU+vr6FqWz1Gi44zrx9Iat6uZKVZPRKA7oQCYexVbgLeEPFpFkzWXUnuKwqdfPnkUko32vnw/oXEpZrRG7T0HZ1F9m7BpIPN5wlStdVJ5dZ6yjbZKV5f1yRwZkswUjAwhfyjkkjMsGKNM7Y5T5w74GZxxWK+K/yOGdtm4A66o8eOSurHRekjGe/2YlgzE75/GEK+FmrbIakbZA6CzEEYMweRmt6fVKMNf3EJqseNoVu3xqkCnE7gmTa1/0g3YsQIvv3220b7pk+fzogRIwAwGAwMHjyYGTNmRBctCIfDzJgxg2uuuWaP9RqNRoxG+WJACCGEEAeGrNp5hKzm5HMHWP17KSt/KaahrvEHC51ewzET8hk4NhetrmNzKAVCAbY4trChbgOrqlfx1ZavqPc3TiitVbQUxBXQO7E3Bq0Bh89BMBzktC6nMS5vnExLE6KN6v31vLv2XT7d+CllrjIA4o3x3DHiDsbljTvIrTv0lW9xsOSHrRQujyx8Yo7Rc+b1g0jOtrW5vi+fWkZgx4g1AK1ew3m3HkNSVtvq3F8BX4hNiyspXldL5dZ67BXuJmWscQZyeieS3jWO9C5xJGZa25SzUlVVtjq3srZ2LWtr17K8cjkrqlcQDAejZbKMiUwwZTLB5aXL9iXgtTeuxJIE1lQwxYI5EWLSISYDEgsgqSskdY8c2wdHYh9iTxoaGti0aRMAgwYN4vHHH+eEE04gMTGR3NxcpkyZQklJCW+99RYAhYWF9OvXj3/84x9cdtll/Pzzz1x33XV88803jB8/HoBp06YxadIkXnzxRYYOHcrUqVP58MMPWbduXZPcaXsi90gIIYQQbdHaPoQE0g7jDlZDnY9188ooXldL2WYH4WDkVptj9GR2jycpy0bxujpKN9oByDsqiQlX92/XJP1hNcy80nl8W/gta2vXssWxpdGHIIC82Dwu6nURfZP6kmROItWSKlPOhOhAoXCI+WXzeWLJE6yrjSTwPr3L6UwZNoVYw+H7ntheVFXFUekhFAyjM2ipK3ex9Mdt0fdSgIIByYw4uyuWZB2BUACdRodeo0er2bcpmg11Xko32gkGwmxYUE7JejsJGVbOu/WYAzrd017hZtmM7WxcUB6dirpTTJKJ1LxYUvNjyO2TSFKWrU3/jwTCAYocRayvW8+CsgXMLp1NpbuySbl09Bzv9XF6bSUDfH4aPZMxFvJHQZfjocsYSO4B7bzwzJHSh2iNX3/9lRNOOKHJ/kmTJvHGG28wefJkioqK+PXXXxud889//pM1a9aQnZ3N7bffzuTJkxud/8wzz/DII49QXl7OwIEDeeqppxg2bFir2yX3SAghhBBtIYG0FhwJHSxntYdPHl6M27krgXVippUBJ+XQY2gaOn3kA5iqqqyfX86v76wnFAwz4er+5Pff/2leYTXMtPXTeGfNO2yr39bomE1vo0dCD3ok9GBk5kiOzzleVhMU4iAIhAI8v/x5Xl31KmE1TJoljXuOvYeRmSMPdtMOiEAowNratWy2b0ajaDBqjZFNF/lp0powaA3oNXp8IR+15Q2ULG6gdk2IQF3T+lRNGHvuVtbmzKZQWYcr6CKsNp7mGGeMIzcml+yYbJJMScQaY7Hpbeg0usimRH5a9BaOSTuGOGNc9FxPvZ8P7l2A2+Gn98gMTrykd0e/RDirPSz8toj188qjiwTEppjpMSSN9C5xpObFRBcEaElYDVPuKo9uDYEGAuEA7oCbLY4tbKzbyGbH5iZftBhV6OkP0Mvnpa/PzxCvj+xgMBI8UzSQ3BMyB0LGQMgaHJmiqe3YUctHQh/iUCf3SAghhBBtIYG0FhzuHSxPvZ9PHlmMo9JDQrqFo8Zkk9M7kbhU8x5HCcz5dBNLf9xGQrqFC24filbb9sCWw+fgtt9vY2bxTCASODuj6xmMyBhBj8QeZFoz23XUmxBi/yyvWs5/fv9PdDXci3pdxD8H/xOz7uDkTtwprIap9lRT4apAo2gw68yYdCbMOjNmnRmj1tjie0lYDVPjqaHcVU6Zqyz6s8JdQUlDCZvqNuEPN10tswkV+lYcx8iiP6FVI0GaoBIgoPWiCxsIKUHWpc5nZcavuIyO9rp8dBodo7JGMTp7NKmWVJLNyVgqk/n2qVWoKgyf2IWjx+e1+/upGlYpXlfHqpklFK6ojgbQ8o5KYsBJOWT3SGgxx1koHIq8vvZNbKzbyPKq5SyvWo7T79zrc1vDKt39fvr7fBzr8XK014dJVSNBs4T8HbnMjo78zBgAxgM/xfVw70McDuQeCSGEEKItJJDWgkO1g+V1BVg3t4wty6qISTSR2yeR9K7xKAqEgmG8riANdV6WTd9G5dZ6YhJNnHPzYKzxe58m6fMEeee/c/G6Ahx/UQ/6HZ/dpjauq13HP3/5J8UNxRg0Bv45+J+c3f1sWRhAiE7OHXDzxOIn+GD9BwDkx+Zz98i76Z7QPToiq85bR52vjlpvLXavnTpfXWSft45aX2Sf3WfHFXDhDrgJq2FijbHEGeNItaSSE5NDbkwuOTE55MTkkGBKwB/y4wv5qPfXU+eto8Jdweqa1ayqXsVW51YC4cAe26xRNFh1VqwGa/SnTtHREGjA6XdS7aluMsLpj+KN8fRJ6oOiKJG2BH34Qrs2xa2j/8aTya/qD0Bt0naq8jfizawmrAsSVINoFA1pljQyrBlk2jLJsGaQYc0gxhCDWWdGr9UTDAfxh/xUuivZXr+d4vpi7D47Dr8Dl99FUA0SDO/aKtwVbHFsadLeRFMi57quRLMgkiuq7+gsRl/QHc1evvwIBcJsW1tLQ60XT0OAoC+EzqBBb9QRDocJ+EJ4XUFqSxuoKW5oNH0zu1cCw87sQnqXuEZ1ugNuKtwVFDoK2WzfzCb7JrY4tlDoKMTXTJJ/vUZHmj6WdFVLrN+NwWPHEPSRGwzSwx+gh99PZjCEotFHRpnlDoecYZDSG+JzQbf3kW8HwqHahziSyD0SQgghRFtIIK0Fh0IHS1VVStbXsW1NLZ6GAB6nn5L1dQQD4b2fDJises7+99EkpFtb/Zwrfilm1rQNmGP0/OWeERjM+zY95svNX3LP3HvwhXxk2bJ4fMzj9Enqs091CCEOrjklc7h9zu3N5qY6GDSKhhRzCoqi4Al68AQ8rRtF9ofz063pZFgzSLemRzZLOt0SupEbk9tkRJfXFWD9vHI2L6mkbIsDVNBoFEac3ZUBJ+UcsBG1G+o28F3hd6ytXUutp5ZSVykOX2TEW/+yMYwomoiCQlI3M6Mn9iazW3z03HBYJRSIBMjWzytn2YxtuB2tf930Ji29hqXTd3QWSVk2AuEAq6pXMa90HvPK5rHRvrHJQjG7M2oMFJiS6YKeozweBtVso4ejEv0fC2r0kTxmqb0grS/kDIeso0F/cEdDtuRQ6EMc6eQeCSGEEKItJJDWgs7awQr4QlRvr6d0k521c8pwVHqalEnKstL72EzcTj/b19RSU9qARqOg0WowmnXYEozEJJk4enzePq/qFgqF+eCeBdgr3BQMSGb83/q1aoqnJ+jhsUWPMW39NACOzTqWh0Y91Ci3jxDi0OHwOXhowUN8W/gtIXXXyCSb3ka8MZ5EUyIJpoRmf483xWPT2zDrzGgUDQ6fA7vPTpmrjO3126OjsbbVb6PeX49Ra0Sv0RNriCXBlECiKZEeCT3ol9yPHgk9SLOmodc0Dr+EwiG8IS/ugJuGQEP0pyvgwh/2E6uPJdYYS6IpkVRL6l5X+lXDKu56P84qD5sWV7JmThlB367rTiuI5bjzujcZkXWgBcNBft72M++ufZcllUvIr+nP2I1/RadGRmr5kxwYjDoUhwnV1XQhAn2MQmy2HkusAZPJgBLUogYUtFoNepMOg0lLQrqVpCwbmoQAG50bWFuzloUVC1lUvgh3sOkKnWadmXxLOl10sXQLQZeGWrpVbiLLWUGTFmh0kNp7x7TMgZGfaX1Bd2gtLtNZ+xBiF7lHQgghhGgLCaS1oKM6WOFQmJpSFxVbHNirPDTU+nA7I9NbFEXBaNGR3iWOjG7xpObGoNVHglTlhQ7mf7GFkvV17H439CYt3Y5OJS7VjMmqJynLRlpBbIeOhijdaOfLJ5cRCobpPiSNsZf2QbOHXDhhNcw3W75h6pKpVLorUVC4csCVXDngSlk8QIjDQFgNR6ckGrQGDNrOMbWuPa2fV8bMDzY0WYkyKctKn+My6TIwBVuC6SC1bs+212/nt+2/MWfNInQr0uhWNTiav+2P6szlLMv8mY3JiwhrQk2OGzQGbIZI8NMb9OIOuvEEm36RE2+MZ1hyf4YHVAbYK0iv2YqtthCluemziiYyJTNzUGSa5s6gWSceadZaEqTp/OQeCSGEEKItJJDWgj++OKqqUlPSgL3CQ8GAZLS61geBwmGV7WtqWTunlG2rawn4mn5IaY5WpyE1Pwa9Ucu21bXR/ZZYA6n5seQflUT3IWkYTB27+lhzilZU890LKwmHVboPSWPQuFySc2zRAJ474Oa7wu94f937rK9bD0CmNZP/Dv8vo7JHAVBR5OT3DyMfTvOPSqJgQEqHBwGFEGJfFK+v46snlxEOqygK2BJMJGXb6D8mm+zeCYfM+5Un6GHhlqWsXFBEg+rEaammVl+OPVyHPVBHUAmg1+jRaXT4Q37cAXd09F5Lsm3Z9EzsyYDEPgx31dNz3Y9ots1rWtBgi0zPTOm1W9CsHxgOz9yYEqTp/OQeCSGEEKItJJDWgp0vzvwf1uGphq2raqiv9QKQ2zeJU//eD52h6bSYP9q2uoZf3llHQ92upMoGk5a0LnEkZVqxJZiwxhtRFFBVqK/1Ur7ZQdlmO576XQm0FQV6jsjgmFPziEvpHB88Ni6qYPqrq6Mj5GyJRpK6mNioW8UM31dsNa4HBSw6C1f0v4K/9vkrRq0RNayydPo25n+xhXC48Z9Wn2MzGPOXXofMh1PRToI+2DobNv4EzuKmx03xMPJaSO6+/88VCoJjG9Rs3rFtAk8daPWg0UbyMWl0jR8bLGBJBmtKJDdTbOb+t0Pst1AoRCCw54UG9pez2sMPr6zC7wmRd1QSI/7Udb9WKz4UBcIBvEEvnoAHV9CFN+jFpDVh0puI1cdiddXA6k9gzVcQXXFTiQTKCkZDYldILABbWuQ/ssOEXq9Hq91zH0CCNJ1fa+9RR7/PiCPT3t5DhBBCdF4SSGvBzhfnkUu/xGyIJOPX6TWoRFY2y+wez4R/9G9xNNjKXyOJ+VUVjFYdPYem03N4Osk5MXucCrmTqqo4Kj2UbbbjrPHSfXAaiZmtXxTgQNm+ppZVs0ooWlVNOND4z6Q0fR3dzrAyse+ZJJgSIvs22ZnzySYqCiMfuLoenUKXQSkUrahh06IKVBUGn5rH8LO6HvBrEQeIqkL1Rtj6O5SvhIo1kZ8BV8vnaQ1w7PVw7A1g3JHbLxwCVzXYt0LFaqhaFymX3CPy4T3gAXcN2LdFjleuhdot0MIqj62S2he6nhAZUZPSM/J8xn3LNyjaTlVVysvLsdvtHfYc4VAYd30ANaSi1SmYYw0S4N8pHIKgF/xu2H16p0YXGXlmsER+P8zFx8eTnp7e7N+FBNI6v73dowPxPiOObC29hwghhOi8OlUg7dlnn+WRRx6hvLycAQMG8PTTTzN06NA9lv/oo4+4/fbbKSoqonv37jz00EOcdtpp0eOqqnLnnXfy8ssvY7fbOfbYY3n++efp3r11I1p2vjjvPTCTnG7pZHWPJ7t3IlXb6vnmmeX4vSGSsqwMPaMLBf2TUXYLjAX8IeZ8solVv5UA0Gt4Osdf3BOd/vD65qnKXcXP237ms02fsa5yA5nObqQ25NEt2I+EyhwIR0apDTwpF68rQGWRk21rIlNUdUYto87rTu9jM6IdiDW/l/LLO+sAGH1hD44ak33Qrk20I1WFuiIonAlFs6BwFjSUNy1nS4fu4yC9f9ORKxt+gE3Tdz3WGiMf1r0OUFu3Sm0jWiMkdY1siV3BlgrhYGQL7fgZDux67K8HVw04SyJBP5p5S4zLjawqmNIzMn0tqTvE50ZG4mg6ZhSTqqqUb3YQl2rBErvn3GR+b5DyzQ489X5S82OJT7U0es861JSVlWG320lNTcVisbT7hxCvy4/bEUBVVTRahdgU8xE3Eq2RUAD8Lgi4I8GzP0731NvAkhAJoh0BHwhVVcXtdlNZWUl8fDwZGRlNykggrfPb2z3q6PcZceRqzXuIEEKIzqvTBNKmTZvGJZdcwgsvvMCwYcOYOnUqH330EevXryc1NbVJ+Tlz5jB69GgeeOABTj/9dN577z0eeughlixZQr9+/QB46KGHeOCBB3jzzTcpKCjg9ttvZ+XKlaxZswaTae9JoVt6cSq3OvnqqeV4XZFRLQnpFnoOTye3TxJed4Bf312PsyryLf2IP3Vl0Mm5h2wHLBAOsKxyGbOKZzGvbB6BcIBYQyz+kJ/VNatRdwQUdBod43LHcVHvixiUOoiKQic/vrY6+jrspGgU+hybwZDTC7DGNV2FbeE3hSz4qhAUmHBVf/L7Jx+Q6xTtKOiDshWwff6ObUHTwJnWCDlDIWtwZFRXer9I8GlP/05UFdZ+BT/8JzItsxEFYtIjK/2l9ol86K9eHxmFZrCBJWm3430hpQfEZrc9uOWqgc0/w7a5UL0hMgrOVbXn8hp9ZMRa9jGRaaG2dDDHR6ar7vyp3/dE9aqqMvvjTSyfsR1Fo5DTO4GMbvFUba2nbLOdoD+MOdaA3qilrtTVaBq10aojvSCW9HwrGXlm0nIM6DQhCPl3BA/9O7bdfg8HIvFDnSFy/7T6yEqKWgOgRO6d1hAZmWeIAW3HjEgKhUJs2LCB1NRUkpKS2q1eVVUJ+EK4nX78nkhifL1RS2yyeZ9yYh4WVDUSNPM6wOeMjOz8I70FjDGRf1+H2Iqa7aWmpobKykp69OjRZIqWBNI6v5buUUe9zwixu5beQ4QQQnRenSaQNmzYMIYMGcIzzzwDQDgcJicnh2uvvZZbb721SfkLLrgAl8vF119/Hd03fPhwBg4cyAsvvICqqmRmZvKvf/2Lm266CQCHw0FaWhpvvPEGF1544V7btLcXx+30s+Ln7az8rST6oWt31ngjYy7uSf5Rh14gqMHfwIxtM5hZPJO5pXOpD9TvsWz/lP6cnHcyZ3Q9g0RTYqNjfm+Qhd8UYa9wY4s3Yk0w0nVQCgnpe56iqqoqv763njWzStGbtJx78zGdckqr2MFTB9vmQ/HCSK6x2s1QtQFCvsblNPpIICl/VCRvUvaQNgWPCIcjH+x99ZERMub4SO6yDgratJqrJhK8q1oHVTt+1mwGZymorVhcxGCL5F+zpUY2a2pkxF3QF5lCF/BGfgZ9kal0QR9LSo5mbunJrW6iTW8nRldLlTeLoNo48KEhQJp+IwWmBQywfIVGacMovz/SW3ZM87PuCrhpDX/43RApY0uDmAxIyI+M6IvP22Og0+v1UlhYSH5+PmaTKTIiUQ1FphsqmkheO0W7TyOj/J4gDXYfQf+ue2WNN2I5ENM5d06TDPp2jYrUaEFnimxtuJ59b0M48nfld0emWHudTf9udeZI4My4454eAVM398bj8VBUVERBQUGTL+gkkNb5tXSPGr3PmA/9VWRF59TSe4gQQojOq7X9vA7tLfv9fhYvXsyUKVOi+zQaDWPHjmXu3LnNnjN37lxuvPHGRvvGjx/P559/DkBhYSHl5eWMHTs2ejwuLo5hw4Yxd+7cZgNpPp8Pn2/Xh3+n09mkzO4ssQaGT+zK0ePz2LCgnK2raylZX0fAH+Ko0VkMn9gVg/nQ+aChqiorqlfw8YaP+aHoBzy75b1JMCZwXNZxHJd1HAmmBJx+J4FwgCFpQ0izpu2xToNJx7HndNundiiKwugLe2Avd1O60c43z6/gvFuPwWTVt/naxF6oaiTHWNX6yOZ1QN5IyDs2Euyo2QQli3dt9m07PtxroL6cZqc5WpIgZ9iuLXMg6Nvhw4hGEwmemeP3v672ZE0C68jI67a7UBDqS6FsORQvgvIVkeCjxw5e+66pqf6GyFZX2KqnW+c5gbmOSBBtZMzrFBgXst5zPPZQFim6zWQa1mLS1OMOx+EL20jUbSNWW4GiQChWS3WwgHJ/L8oDPSnz98YVTqIs0IeyQB8qQ70Zm/Z6ZBSWVh/5G9DoI79DZHRa0Lfbz5355tQdj3e8jwbckW0vqe+apTNFFpZI6RUJMPqckeCO1wGYoNeVKNUB0IZp9u8PdrVZo48EWqO/71hMQtEQCiu4HCG8nh1BIwXMVj3mWEPjqfiqGtkUpXFAS1V3BfHCoV2j+cKhHQG+MCgAO4KC6o790SnEgUj5VlF2CxRqdv1ujAFTQiQouSequqN9gcj9Cvl2BWl33ssmT7ez7lgwxu66/yLqUB1pLlpP7rHoSPL3JYQQh7cOjQZVV1cTCoVIS2sckElLS2PdunXNnlNeXt5s+fLy8ujxnfv2VOaPHnjgAe6+++59br/BrKPf8dn0Oz6bUChMKBBucQGCzsbpd/LV5q/4eMPHbLJviu7vEteFcXnjGJ09mr5JfdFqDtyQc61Wwyl/68dHDy7CWeXhowcW0mNoOl2PTiE5O+aAteOwE/BGgmD2rZGcZXVFkQT8pUsjQZ3dzSIyokijiwQxWpLUHXKHR6ZOJnaNBEASuxwRuZL2SquL5EmLz4XeZzQ9Hg7vyL9WDQ2V4KqM/GyoiEyn05sjI7h2jE4KYmLuwkRWrIwEJQcOVRh00tXgqWNYfVnkXhmOA8N40OiJR40EbgzWyMgvYyxao400g400vZkBWj2qRo+jJkjRqlrmfraZTe5hhGInMP7yfmj1bZjSGPRHgoK7jxwM+SP7Q77Gvwd9kTINFVBfFhnFV70xEuApX7kjH90f2HKgRwDUIDuiVBGKFnZeL+zIcdf8ohIhVYc7HI83HIO6I8hl1jiwaurQ+EJQBaDZ8Te8W507n0dRIveOfRu5N+bcKxjYpwdT7/l34wOaHdNkNTtWig0HdwW5ooHCHUG70B9GivnqIyMftcYd7VV2vCw7XpvQjlx/ewo4Rtugi/yb3zll02CJBOs6kfz8fG644QZuuOGGg90UITqtMWPGMHDgQKZOnXqwm3JQteV1WLduHZMnT2bZsmX06tWLZcuWdVj7hBBCHP4OnajQfpgyZUqjUW5Op5OcnJx9qkOr1RwyCamD4SAfb/iYZ5c9i91nB8CkNXFy/smc2+NcBqYMPKjflJljDJx2VX8+f2IJzmovi74tYtG3RRx3fncGnLhv9+WIYN8WGS1WuiyStyvoi3zoDngio588dZEgzZ7szOOV0iMyhWvLL5HABkQeZw6M5DPLOhqSewJq5MN5bFZkKqJoG40GTHGRLanllWprShr48dXV1JZGhngNOCmHked0g/1cNEAB4tNhYLqN+DQL37+4isLl1bx3z3y6HZ1C16NTSc3bh6lpOgPoEsGSuPeyzQmHIkHeqvVQtTby92uKjeSSM8WBPgGCKZFpoGYLqkZDwA9eV4BQIEwopKKG/xjg2j0YRTR4BqBTfMRoq9Arf5iOTLj52JMaama/EgmA/WHE265AVKSuT997A73BBHFxO4JmukiQtJmpyZHpPn1YumQxA/v33zWFdedINzUcCUh67ZHA5R+nUzdH0e4YZWjcEaDdGaQ17mjz/v0tTZ48GbvdHh0dLoQ48D799FP0+taNIN05rXDp0qUMHDiwYxvWTlr7PrMvr8NOd955J1arlfXr12OzyUrcQggh9k+HBtKSk5PRarVUVFQ02l9RUUF6enqz56Snp7dYfufPioqKRivhVFRU7LGjYDQaMRoP/4TJroCLH4t+5K01b0VHoBXEFfDnXn/mtC6nEWvoPLlckrNt/PXekRStqGbTogqKVtYw77PNFPRPJjb5CM9ZEgrAtnmw8QfY8GMkP1drGGyRAER8HiTkQVK3SHAstU/jhOGqCpVrIx/cU3of/BxkR7jNSyr56c21BH0hzLEGTrqkN3n92j8Bdv5RyUy4pj/fv7ASZ5WHJT9sY8kP2zh6fB7DJ3Y5MMF1jXbXiqq9Tmt63OuFwkJUnRGPF9xOL6HA3kaGKX/4GZl6bo41YDDFoCgpO6ZphiM/2e13RdkVFNs5jRN1x8g0bSQY2sqRW4nxbfgSQNG0/O/PlhJ5P9g5ek3dLWgIoNERCIHeZO50I8yEEO0vMbGNX2Lsp0AgsM+Bq47Ultdh8+bNTJgwgby8vA5okRBCiCNNh/a8DQYDgwcPZsaMGdF94XCYGTNmMGLEiGbPGTFiRKPyANOnT4+WLygoID09vVEZp9PJ/Pnz91jn4W5D3QbumH0HJ3x4AnfMuYNN9k3EGeO4bdhtfHrmp1zY68KmQTRfA8x9Fj68BN45B16fAL8+FJkieIAYzTp6DkvntKv7k9UjnmAgzKxpG+jg9S86J1c1LHsfPpoMD3eFN0+HOU9HgmiKFjIHweBL4bRHYeILcPYrcP7bMOkr+Pss+PcWmFIMV82Gi96DUx6AIf8XOe+Pq+4pCqT1gfSjJIi2H4L+EBsXVbBlWRWBHYnsyzY7+PrZ5bx9+1y+eW4FC77awsZFFVRtq2+ycInPHWD+l1v4/qVVBH0hsnslcNHtQzskiLZTTq9EJj1wLCdf3peuR6cAsOSHrSz8pqjDnnNfqapKQ52P+ppIEE1RFEw2PbHJZhLSLSRl2kjKtJGYaSMx07pry4hsSVmR0XdGs25XcFDZMapsZz41nTGyIIZuxwqlGm0kX5zeHJn+qDNGyu5DcGrMmDHRaYn5+fncf//9XHbZZcTExJCbm8tLL70ULVtQUADAoEGDUBSFMWPGRI+98sor9O7dG5PJRK9evXjuxZcjiwAYYygqr0UxxzHti+85fvyZmGKTeHfaR6BoeO211+jbty9Go5GMjAyuueaaaJ12u53LL7+clJQUYmNjOfHEE1m+fHn0+F133cXAgQN58cUXycnJwWKxcP755+NwOKLH33zzTb744gsURUFRFH799ddmX4f6+nouvvhirFYrGRkZPPHEE41eG4DKykrOOOMMzGYzBQUFvPvuu03qURSF559/nlNPPRWz2UyXLl34+OOPW30/hDgcddj7zHPPRY8VFRWhKArTpk3j+OOPx2QyRf+Ndpb3mT++p+zttVAUhcWLF3PPPfegKAp33XXXPr3uQgghxB91+KfoG2+8kUmTJnHMMccwdOhQpk6disvl4tJLLwXgkksuISsriwceeACA66+/nuOPP57HHnuMCRMm8MEHH7Bo0aLof4iKonDDDTdw77330r17dwoKCrj99tvJzMxk4sSJHX05nUYwHGR2yWzeW/cec0rnRPfnx+ZzVrezOK/HecQZ45qe6HXCgpciQTRPbeNjW3+HlR/BmU81TazegRRFYfRFPZl27wKKVtZQuLyaLgNTDtjzHzT27bDmi8hWvJBGc8osSdBtHPQ4Gbqe1PkS8B8mqrbVs3V1DZVFTurK3SRl2egxNI28vkl7zCHmdvpZO6eU5TO246mP5OnSGTTEp1mo3t4QLees8lC0orrRubHJJlLzYvF7gxSvqyMcitzzASfmMPKcrmgOwPRxg1lH92PS6H5MGst+2sbsjzex8OtCdHoNR48/eN/Uq2GVss123E4/fmMQvc6ANd6IOcaAZj+nuB4Mjz32GP/73/+47bbb+Pjjj7nqqqs4/vjj6dmzJwsWLGDo0KH89NNP9O3bF4MhspjAu+++yx133MEzzzzDoEGDWLp0KVdccQVWq5VJkyZF67711lt57LHHGDRoECaTieeff54bb7yRBx98kFNPPRWHw8Hs2bOj5c877zzMZjPfffcdcXFxvPjii5x00kls2LAhOrJj06ZNfPjhh3z11Vc4nU7+7//+j6uvvpp3332Xm266ibVr1+J0Onn99deBPY8IufHGG5k9ezZffvklaWlp3HHHHSxZsqTRiPHJkydTWlrKL7/8gl6v57rrrqOysun09Ntvv50HH3yQJ598krfffpsLL7yQlStX0rt37/2+P0IcDo7U95l9fS3KysoYO3Ysp5xyCjfddJNM7RRCCLHfOjyQdsEFF1BVVcUdd9xBeXk5AwcO5Pvvv48uFrBt2zY0ml0fHkeOHMl7773Hf//7X2677Ta6d+/O559/Tr9+/aJlbr75ZlwuF3/729+w2+0cd9xxfP/990fE8tIOn4O31rzF5xs/p9IT+eChUTSMzR3LX/r8Zc/5zzx1MO8FmP/8jtXxiCSNHzw5snJewA2/PQw1G+H1UyNTBHOGQebRkdxayT0hNrPDkswnZlgZOC6XJd9vZda0DWT3TDikVkZtNfu2SOBs9edQsqjxsfT+0GM8dB8fmZJ5ABeBONK4nX7mfraJdXMbL1Bir3CzeUkleqOWpCwriVk2zDY94ZCK3xuibJM9mscMwJZgRNEo1Nd4qd7egEaj0GtEOl2PTqWuwk11cQP2cjeOKjee+gDOai/O6l2jPhMzrRw9Po+ew5qf6t7RBo7NJRQMM+/zLcz9bDNxKWa6Hr1/efHcTj+VW51U/T979x0eRbk9cPw727Kb3htJSCCUUAOEqgIKCqIoWFGvFFGuBZSLIuC1gV1BUWw/FSkqdsVyFQUURaT3GjoB0kiv2+f3x8BiSAgBEhLgfJ5nnmSnvPvO7jLMnpz3vGnFlBbY0Bt1GEx6vP1M+Iea8Q+1EBjp7ak5WZBVxp712WxbloHdbqPtwAB0eoXACG9MZgOqqlJmd57iWWufxag/q+GuAwYM4P777wdgwoQJvPbaa/z++++0aNGCsDDtDwUhISEVyhw89dRTTJs2jRtuuAHQMkq2bdvG//3f/1X4gjt27FjPPgDPPvssDz/8MA899JBnXefOnQH466+/WLVqFdnZ2Z4SB1OnTmX+/Pl89dVXjBo1CgCr1crcuXNp1KgRADNmzOCaa65h2rRpREZGYrFYsNlsJy3LAFo22pw5c5g3bx59+vQBYNasWURHR3v22blzJz///DOrVq3y9HHmzJlVBsduvvlm7r77bgCeeeYZFi5cyIwZMypkzwhRG1RVpdzhOvWOtUyuM6d/nTmT1yIyMhKDwYCvr+8ZtS2EEEKc6JxEKkaPHl0h/fufqkrbvvnmm7n55ptP2p6iKEyZMoUpU6bUVhfPntOuzWR3bIiQ3lQrBZ6PUVWVn/b9xMurXybPqmWSBXkFMbDpQG5reRsxfjFVH1iaC8vfhFXvazMIghYU6/kItL6h4tC+NjfBwidg/cfHZ37c9Pnx7SZfbdbGsCSIvxSa9IaARrVyfgApA+LZvSaLohwrS+alcuVdrRrW9OGOctj+o5bJp+i0YWBx3U9eSF5VtRn3MjfD/qWwe7FWYN1D0TL/Wg2CpGu1QKWoU6pbZetf6Sz/do9nqGVC+1CiEgMJivTmcGo+u1ZnUVpoJ3NvEZl7q57VNCzOj/ZXxJDYOQKdTuFIWjFH0oqJTQr21PiLa11xiKa11OHZDwUS2oUSFOlTtydcA536x1Ne4mDjooMsnrOd4GifM+qXtcTB8m93s+3vjBpMIqkQEu2Ly+muEJj0CzdgNOvxD7N4Zkgud7ho9eQvp92fs7VtSj+8TWf+X2S7du08vyuKQmRkZJVZV8eUlpayZ88eRo4cyT333ONZ73Q6CQiomF2ckpLi+T07O5v09HRP4OpEGzdupKSkhJCQip/H8vJy9uzZ43kcFxfn+XILWpkFt9tNampqjb947t27F4fDQZcuXTzrAgICaNGihefx9u3bMRgMdOrUybOuZcuWBAYGVmrvxHIN3bt3l5n2RJ2Q68z5c505mdN9LYQQQoizcQGm/JwD5QWQthwOLIODq6HgABRnUuW3R72XFiAJagwhzaDp5ZDQE7z8avx0aUVpPLviWZZnLAe0CQQeSH6AK2KvwKg/SfHX4iz4+w1Y86GWbQYQ0UYLoCVdrxXRPpElEK6bAVc9C4fWwMFVkLVFm2Evb682e1z6em3ZOE87xjtUm3XPyw+8/I8ufies8wNLEDS9otohikaTnr4jWvPttHXsWp1FbFIQST0aQHDJVqy9jn+/WfXsmEEJENX+eAZZeQGUHoHCQ5WHzyo6iOsBrQdB0kDwk7+MnisFWWX8/vEO0ncVAFowrOeQ5kQ2Of7lIb5tKN1vSCQ/o5S89FJyD5dgt7nQ6RX0Bh1hsX40ah6Ixc9Uoe3wxv6nnP3S7GMkNimY2KT6KRZdnR6Dm5KTVszhnQX8/O5mbpqY4glknYq93MmuNVms+G4v1hJtqGtQpDdhjf0ICLXgcqk47S5KC2wU5VgpzC7DbnVpAUVAp1OIbh5Is84RxLYN4NDhtPNmhuTqnFiYW1EU3JVmHD2upEQbFvz+++/TtWvXCtv0+orZqT4+xwOdFkv1k7OUlJQQFRVV5R+tqgpeCSHOH3KdOe50XwshhBDibEggraashbDjJ9j6Lez5DdyOmh3nskH+Pm3ZuwRWv69lqsV2g8QrIKHX0aCaomU4+YRqPwG7y86sLbN4b9N72N12TDoTo9qNYkSbEZj0//gi73JomU+FB7W6W4fXaFllzqNDyKLaQ89HocWAqgNoJzIHQGIfbTnGadfO4UgqZGyAvX9A+jooy9GWmvAKgB6joeu9WqCtClFNA+h6XQIr5u/lz892EpEQQHBUPWXtlOfDyvdgxdtgLdDWBcRCTIo2619pjhZsPPb+VkXRQ1gLbahm0z5aFp93wwuk1BdVVVHdap3WBnO7VTYuOsjKH/bicrgxmHR0G9SUtr1jqqy9pdMphDTyJaSRL806R9RZvxoSnV7HVXe34YvnVpGfWcZvc3fQ757WVWaEul1uctNLyd5fRNq2PA5szsXl1L6sBEf70Ov2FkQnBp70uVRVpSjHypG0YlRVJTYpGLOP9gXIaq082YnFqGfblH61c6KnwWKsu6HVx2oVuVzHh5JFREQQHR3N3r17ueOOO2rclp+fH/Hx8SxevJjLL7+80vaOHTuSmZmJwWAgPj7+pO2kpaWRnp7uGYa5YsUKdDqdJ5vMZDJV6G9VmjRpgtFoZPXq1cTFxQFQWFjIzp076dmzJ6BlnzmdTtauXesZFpaamkpBQUGl9lasWMHQoUMrPO7QoUO1fRDiTMh1pnoN6TojhBBCNAQSSKuOrRhSF2jBs90LwWU/vi24qTa8sXEPbbhjQJxWIN7t1IJsLju4nOAohcLDWtba4XWwZ7GW3XXgL22pismXNWYTU/wt7Dt6k9UdM4+7Q4hb8g788JQWjPPyBRQoydQCOyeK6awF0JpdefZDTA0mLSAU1gJaXQd90IKLhYe018lapA1ttRUf/2n9x+MjOyB3N/z+nBaYuuQh6DIKTJWDZB2vasyhHfkc2pHPb3O3c+Ojnc7dEE+HFfb+Dtt/gG3fHx8OG9wULhsH7W7VZvk7xlYM+/7UApjHMhLNAVrdOd8ICG2uzQ4oqvTXF7vYujSdG8Z3PGVG15nISy9l8dztZO/XhmjGtAzi8n+19Ay/FMd5+5vo/++2fDttHXvWZbNhkT8drozzbFfdKpv/OMzK7/Zgt1b8ohMY4U3ry6Jpe3nMKbPJFEUhIMxCQFjN3gNFUc5q6FNDFB4ejsViYcGCBcTExGA2mwkICGDy5Mk8+OCDBAQE0L9/f2w2G2vWrCE/P59x48adtL2nn36ae++9l/DwcK6++mqKi4tZtmwZY8aMoW/fvnTv3p1Bgwbx8ssv07x5c9LT0/nf//7H4MGDPcO3zGYzw4YNY+rUqRQVFfHggw9yyy23eIZbxcfH88svv5CamkpISAgBAQEYjUb69OnD4MGDGT16NH5+fgwbNozx48cTHBxMeHg4Tz31FDqdznMNb9GiBf379+ff//4377zzDgaDgbFjx1aZ8fLll1+SkpLCpZdeyieffMKqVauYOXNmHbwj4mIn15nz5zojhBBCNAQX1l3DmXC7tMyj0qOZVaU52rC8fX/Crl+PZ3WBFhRpfQO0HgzhLatuT2cCTMCxAFGYVrifSyD5dm1V3l6tXtae37QhlG6nFghzlJGvOnnV38R8P21GoWCXiwm5+VxdWkalUNKxIA9oNdkCYrSMqcA4aHOjlv1UlwEoc4C21ITbpQUkl7ygBdQWPa3NHNrtPmh/O/hHeXZVdAp9R7Ti48eXk7WviIPb84hrFXLytmvL3iXw1ciKGXYRbbQAWqtBVRf/9/KDltfUfd8uQFn7itj0+yEANv1+iL7DW9Vq+9YSB9++ug5riQOTxcAlNyWS1COqYdXda2AimwRw6c3N+POznSz/dg/hcX5ENw+kKKecJZ+kcmhHPqDN/Bne2I/IJgE07RhGSCNfeV1Pg8Fg4I033mDKlCk8+eSTXHbZZSxZsoS7774bb29vXnnlFcaPH4+Pjw9t27Zl7Nix1bY3bNgwrFYrr732Go888gihoaHcdNNNgBYg+Omnn/jvf//LiBEjOHLkCJGRkfTs2dMz6Q9AYmIiN9xwAwMGDCAvL49rr722QlH/e+65hyVLlpCSkkJJSQm///47vXv3Zs+ePeTkHL9mvvrqq9x7771ce+21+Pv78+ijj3Lw4MEKkwHNmjWLu+++m169ehEREcGzzz7LE088Uem8Jk+ezGeffcb9999PVFQUn376Ka1a1e51QogL1YV8nRFCCCHqm6Kq6inKQl94ioqKCAgIoPCVTviX7a9+mGZwEy141uYGCG9VZ4EpVVX5bvd3TFszlQK7NqvmzXH9eKjFbQRYS6A4Q9sxIFaruaa6tWwo1QX+jcAnvGbDNuubywmbv4Q/XtQmMwCtblhiX+h2f4Xg319f7GLjbweJbhbI4Ic71l2fVBVW/h/88pj2evpFa1l3SddpkwmcD6/reUZVVb55Za2nmL/BS8+Ily6pcV2umvj94x1s+yud4GgfrnswGZ9Ar1pr+0KmqiqLZm9j58osTGY9eqOO8mLtGmkw6uhxYyJtejZCqWJY7NmyWq3s27ePhISEi2IW5obi6aefZv78+XVSyL+0tJRGjRoxbdo0Ro4cWePjFEXh22+/ZdCgQbXep5qo7rPouYcoLMTfv/YzacXZq+49kutM/ajL60xDJJ8zIYQ4P9X0Pu/izkjL3QleR78MmgO1+mTeodrP0GZaFlJU+7rN6gJyynOYtHQSKzJWANAsqBlPdnuS5PDkOn3eeqE3QPJt0PYmLaC2bq42ccOuX7WlUQr0HA/N+5F8ZRyb/zxE+q4C0ncVEN0ssPb747TB/8ZpNeUA2t8G106/KIdjLp+/h52rMrlyRCuimwXV6XPtWpNF5t4iDCYdZl8jJXk29q4/QsvuUac+uAYy9xWybVk6AL1ubyFBtNOgKAq972hJ7iFtsgWsLhQFopsF0vuOlgRGeNd3F0UDtn79enbs2EGXLl0oLCz0zK59/fXX13PPRF166623eOWVV8jMzKR9+/bMmDGjwuyt/9S7d2/++OOPSusHDBjA//73PwCGDx/OnDlzKmzv168fCxYsqP3OCyGEEEKcpos7kHbLRxCfrGV4nWz2yzq2MmMlE/6cQK41F7PezP3J9/OvVv/CqKuf/pwzeqM21DX5dsjZDaveg3VztIkSPr0VItri2/Nhkrq1ZOtfGaz9eT/RzZJrtw/FWfDFnXBwpZYVd+Uz0P2BOg+cNkR2q5ONiw/icrj5/o2NXH1vWxq3rpvhtA67i+Xf7AGgU//GAKz8fh87VmTQsnsUbrdK9oEiwuL8zmj2Rrdb5c9Pd4IKLbtFVlv4XlTNaNJz/X+SObQ9n4BwC0FRPhhNdVcUW1xYpk6dSmpqKiaTiU6dOrF06VJCQ0Pru1uijnz++eeMGzeOd999l65duzJ9+nT69etHamoq4eHhlfb/5ptvsNuP15zNzc2lffv23HzzzRX269+/P7NmzfI89vKSP4gIIYQQomG4uId21uOwjOyybN7b9B5fpH6BikqzoGZM6zWNhICEeulPg1CSDcvfhNUzwa5N0V7k35WPd01AVRV63d6CpB5R6A21MNTy4Gr4chgUHdZmE735Q2146UUqdUUGi2Zv9zzW6RWuuLMlzbtG1nrtq02/H2Lp5zvxDfbijqe7UVZs56P/Lgfgtqe68vc3uzmwOZcW3SLPqG7axsUH+evLXZgsBu6Y3A1vf9OpDxINggyFEQ2FDO2sua5du9K5c2fefPNNANxuN7GxsYwZM4aJEyee8vjp06fz5JNPkpGRgY+PVl92+PDhFBQUMH/+/DPqkwztFPVNPmdCCHF+qul9nhR/OsfyrHlMXT2VAd8M4PPUz1FRuaHZDXwy4JOLO4gG4BsOV06BsZuh1wQwB+BftJIk8yIA/piXykeT/mD9rwewlzvP7DncLvjzFfiwnxZEC2kG9/x2UQfRAHauzgIgZUA8iSnhuF0qi2Zv59up68jYXVBrz6OqKtv+0oZcJveNw2DS4x9ioVGLQAC+emkNBzbnan1amUlBVtlptX9wRx7Lvt4NQPdBTSSIJoQQdchut7N27Vr69j3+f6hOp6Nv374sX768Rm3MnDmTIUOGeIJoxyxZsoTw8HBatGjBfffdR25u7knbsNlsFBUVVViEEEIIIerKxT208xwqshcxZ+scPt72MWVOLTjQIbwDYzqMoXNk53ruXQPjHQyXPwbdR8PqD7hs2bsE5KazqfRaSotD+PubPaz5fgdtOplod30XfIJ9Tt0mQO4e+H4MHFimPW5zI1z7Ws1nHr1AlRXZObhdm42xRddI/MMsBEZ4s+HXNDL2FPLN1HV0GZhA52vOPtB7JK2Y3MMl6A06WnSN9Kxv2S2Kw6kFOKwuvLwN+IdaOJJWzPpfD3D5nUk1arsgq4xf3tuC6lZp3jWC1j0bnXV/hRBCnFxOTg4ul6vCzIwAERER7Nix45THr1q1ii1btjBz5swK6/v3788NN9xAQkICe/bs4bHHHuPqq69m+fLl6PWVh5m/8MILTJ48+exORgghhBCihiSQVsfKHGV8sv0TZm2dRbG9GIBWIa0Y02EMl0RfUuvD5i4oZn+4bByGrv+m4/Yfab/tR3ZusrK+aAD5zljWrVTZsPIvWsYcIrlvLEEpvcBQRQ0VlxNWvAW/Pw9OK5h8YcBUaD+kQj20I2nF/PXlLpx2F1FNAwmP9wMFHFYXDpsLp92Fw+4moX0okQkXTvBtz7psVLdKeGM/TyH5rgOb0OayRqz6YS/blmWw6od9+AZ5kdQj+qye61g2WpMOYZh9jtcBbNIhjJU/7EWnU7jmgfbYSh18M3UdO1Zk0vnaJvgGVV8bx1rq4Kd3NmErcxKR4M/l/2op/7aEEKKBmzlzJm3btq00McGQIUM8v7dt25Z27drRtGlTlixZQp8+fSq1M2nSJMaNG+d5XFRURGxsbN11XAghhBAXNQmk1RGby8YXqV/wweYPyLPmAZAYmMjo5NFcEXeFfMk/HSYfaH8r+va3knRTOS33LGH/n3+zfmsYGbZmbDuUwPbZLq768TYSOwRD40twW8I4nG4mrPR3zLu/gpJMra2EXjDwdQiumF21bVk6f366E5fTDUD2geKTdmfrn4e59fEu+AVfGDUvdq7ShnU261wxo8An0IvL70zC4mdi7YIDLPk4FZ9AL+JandkkBA6byzOEtNWlFQNyJrOBf03pDgqeCQaimwWSvquADYvSuPTmZidt12518uObG8nPLMM3yIur722LwSiF8YUQoq6Fhoai1+vJysqqsD4rK4vIyMiTHKUpLS3ls88+88zsWp0mTZoQGhrK7t27qwykeXl5yWQEQgghhDhnJJBWy5xuJ9/u/pZ3N75Ldlk2ALF+sdyffD9Xx1+NXidf8M+K0YLS8moSWl5NgstJxt/LWPNrBmlHwlmcezeB6yYRtOlbFhb8hz22Hvjo2tMvcCFRAXa46hlIvqNCFpo2w2MqW5dqmVLx7UJplhJOxp5Ccg+VoDPoMHrpPUvGnkLyM0pZPGcb1z/UAUV3fgdEi3LKydxbCAo0S4mocp+u1zehKNfKrtVZLPi/LfT+Vwuad9a+IOUeLiF9VwGxScGebLaT2b02G4fVhX+YhUbNAittP3ESiY79G5O+q4CtSw/TsV9jT72zvRuOsGReKtFNA2h1aTQbFqWRta8IL28D145uj0+AfJkSQohz4djMrIsXL2bQoEGANtnA4sWLGT16dLXHfvnll9hsNv71r3+d8nkOHTpEbm4uUVFRtdFtIYQQQoizIoG0WrTs8DKmrpnK7gKt2HmkTyT3truX6xKvw6gznuJocdr0BqIu68U1l6j8OGMDB7fn83P58wSZszlgawxAqTuU+QUv0L13E9q2bYz+H0E0l9PNolnb2L02G0XRAkYdr2qMolNo3qXqv6QXZJXx+XOrOJxawPpFaXS8qvE5OdW6oKoqf3+jfVYbNQ/EJ7DqAJSiKPQZmkR5sZ1DO/JZOHMb+zflorpVdq/NProPJKZEkNw3lrBYv0oBxn9OMtDqkqgaBSDjWgUTFufHkbRi/piXSv9/t6GsyM5vc7djK3OyZ/0R9qw/AoDBS8+1o9sT0sj3jF8PIYQQp2/cuHEMGzaMlJQUunTpwvTp0yktLWXEiBEADB06lEaNGvHCCy9UOG7mzJkMGjSIkJCKWc4lJSVMnjyZG2+8kcjISPbs2cOjjz5KYmIi/fr1O2fnJYQQQghxMjJrZy3YU7CHexfdy72L7mV3wW4CvAKY0HkCPw7+kRub3yhBtDqm0ylcdXcb/EPNFJVZOJDXGL1RR/9RbUjsFI7brbDsm33MnriMpV/sZOfqTHYsz+Cntzexe202Or1Cv1Ft6NQ//pQBnsAIby67pTkAK7/bS86hkw8BbejW/nyAPeuOoNMrdL2uabX76o06rh3Tns7XxKMosGt1lieIFhrri6pq6758YQ0fPLyU79/YwP7NOZ7jt/2VTubeQnQ6hZbdapZRoCgKl/+rJTqdwt4NR0hdkcmfn+7EVuYkNNaXtr0aYTLr0Rt1DPh3WyKbXDh164Q4U/Hx8UyfPr2+u1EjvXv3ZuzYsfXdDXGWbr31VqZOncqTTz5JcnIyGzZsYMGCBZ4JCNLS0sjIyKhwTGpqKn/99RcjR46s1J5er2fTpk1cd911NG/enJEjR9KpUyeWLl0qwzcbiPq4zgwfPtyT9VhTmZmZXHnllfj4+BAYGFgn/RJCCHFxkoy0s5BnzePtDW/z1c6vcKkuDDoDt7e8nVHtRhHgJV/qzyWzj5EB97Xj65fXoqoq1zzQnpgWQTTpEEZUYiBrf95PWZGdTb8dqnCcwajj6vvanlbdr6RLoti/OYd9G3NY9cM+BtzXrrZPp9apbpXVP+1n99psIhP88Q81s/KHfQD0HNKcqKan/rzq9Tq6DGxCXOsQln6xC78gL1KuSSA0xpcjacWsXbCfA1vzsJc7Obgtj0Pb8+h9R0vC4/1Z+sUuQMv6O1nmW1XC4vzocl0CK+bv5fdPduB2quh0Cn2GJREa40ePGxNxOtwVJi4Qoj4MHz6cgoIC5s+fX2nbe++9x7x581i3bh3FxcXk5+fLlzpxQRk9evRJh3IuWbKk0roWLVqgqmqV+1ssFn755Zfa7N4F42K+zrz++usn/cyczGuvvUZGRgYbNmwgIEDuy4UQQtQeCaSdAbvLzifbP+G9Te9R4igBoG9cX/7T6T/E+cfVc+8uXiGNfLljSjd0OgWLn1ZPS1EU2l0eQ5ue0aRty2PnykzKiu3oDTpMFgPt+8Se9gyciqLQbVBT9m3Sgml5GaUER/nUxSnVCofNxaJZ29i7QRsGmZ9R6tnWumcjWl/W6LTai2wSwM0TUyqsC4vzo/+otrhdbnIPl7Lp94PsWJ7J7x/vwOJnxOVw07hNCB2uPP1/Hx2uasz+TblaLTeg04B4QmP8ADCY9BhMUndQNGxlZWX079+f/v37M2nSpPruTo2kpaURFyf/nwlxvrjQrzNnEgjbs2cPnTp1olmzk09YJIQQQpwJGdp5GlRV5df9v3Ld/Ot4de2rlDhKSApO4sN+H/La5a9JEK0B8Anw8gTR/kmn1xHfNpSr7m7DoP90ZOCYZPrd3ea0g2jHBEf50KR9GADrfz1wVn2uS2VFdr6Zupa9G46gMyh0H9yU5CvjCG/sR2JKOJfdUrs3lzq9jrA4P64YmkSHq7R/D+XFDnwCvegzPOmMJmfQ6RT6jmiFxc9IZBN/OvU/f+vSiYvT2LFjmThxIt26davxMcXFxdxxxx34+PgQFRXFa6+9VmkoZHZ2NgMHDsRisZCQkMAnn3xSqR1FUXjnnXe4+uqrsVgsNGnShK+++uqUz5+QkEDfvn356KOPKCsrq3Zfp9PJgw8+SGBgICEhIUyYMIFhw4ZVGIZVWlrK0KFD8fX1JSoqimnTplVqJz4+nmeeeYbbbrsNHx8fGjVqxFtvvXXKvgohLvzrzIlDO3v37s2DDz7Io48+SnBwMJGRkTz99NOe7fHx8Xz99dfMnTsXRVEYPnz4KfsjhBBC1JQE0k7B6XayO383P+z5geELhvPwHw9zuOQw4ZZwnr3kWT679jM6R3au726KetChnxYo2rkyi+I8az33pjKnw8XP724i52AJFj8jg8Z2oGO/xlxyYyI3T+pMv7vbVJops7YoikKPGxK59OZmhDf2o/+/22DxrRzgrKmAMAvDXriEwY90qrM+iwZKVcFeeu6X0xxCVNvGjRvHsmXL+P7771m4cCFLly5l3bp1FfYZPnw4Bw8e5Pfff+err77i7bffJjs7u1JbTzzxBDfeeCMbN27kjjvuYMiQIWzfvr3a59+2bRtdunTh8ccfJyIigrvuuos//vijyqFVL730Ep988gmzZs1i2bJlFBUVVRp6Nn78eP744w++++47fv31V5YsWVLpfABeeeUV2rdvz/r165k4cSIPPfQQCxcurMErJsRZkOtMg7/OVGXOnDn4+PiwcuVKXn75ZaZMmeK5XqxevZr+/ftzyy23kJGRweuvv17DV0UIIYQ4tYt6aOf23O2YrCbyrHnklueSU57DkfIj5JTnkFOWQ441h5zyHJxup+cYs97MiDYjGN56ON5G73rsvahvkQkBNGoRyOHUAjYsSvNMQtAQqKrK7x/vIHNvEV7eBgY/3JGgyHM//LR9n1ja94mtlbYkgHaRcpTB89Hn/nkfSwdT/QzZLi4uZs6cOcybN48+ffoAMGvWLKKjj78OO3fu5Oeff2bVqlV07qz9MWfmzJkkJSVVau/mm2/m7rvvBuCZZ55h4cKFzJgxg7fffvukfWjRogXPP/88zz33HEuWLGHu3LkMHDiQ0NBQhg4dyrBhw0hISABgxowZTJo0icGDBwPw5ptv8tNPP3naKikpYebMmXz88cee85kzZw4xMTGVnveSSy5h4sSJADRv3pxly5bx2muvceWVV9b8BRTidMl1BmjY15mqtGvXjqeeegqAZs2a8eabb7J48WKuvPJKwsLC8PLywmKxEBlZ9UzsQgghxJm6qANpI34Zgd5y6vpK3gZvWga3pF1YO/6V9C8ifCLOQe/E+aBjv8YcTi1g85LDlBc7aHdFzBkPF60tqqqy+sd97FyZhaJT6HdPm3oJogkhzszevXtxOBx06dLFsy4gIIAWLVp4Hm/fvh2DwUCnTp0861q2bFllcfHu3btXerxhwwYArr76apYuXQpA48aN2bp1a4V9FUXh8ssv5/LLL+f111/nvvvuY/LkyWzYsIH58+dTWFhIVlZWhb7q9Xo6deqE2+0GtDpFdrudrl27evYJDg6ucD7V9fV8mYVUiPPJ+XSdOZl27SpO9hQVFVVltpwQQghR2y7qQFqkdyQWXwuBXoGEWkI9S4glhFBLKGGWMEItoUT4RKBTJBtGVBabFEyzzhHsWp3lWTpcGUePGxPrpT+lBTZ++2gHaVtzAW1Gztik4HrpixC1wuitZW3Ux/NeBD744APKy8sBMBqrnv123bp1zJ07l08//RRFURg3bpwn80SIC4JcZ+pUXV1nTmxLURRPAF8IIYSoSxd1IG3+oPn4+/vXdzfEeUxRFK4a2ZoOV8ax6beD7FiRyfpFaTTvGuGZWfJccLncbF+WwYr5e7CVOdEbdHQf3JQ2PU9vRk4hGhxFqbehT/WlSZMmGI1GVq9e7ZnRrrCwkJ07d9KzZ09AywpxOp2sXbvWM+QqNTWVgoKCSu2tWLGCoUOHVnjcoUMHABo1qvoacejQIT7++GM++ugj9uzZw8CBA5k5cyb9+/fHYDh+6xAQEEBERASrV6/29M3lcrFu3TqSk5MBaNq0KUajkZUrV3rOJz8/n507d9KrV69KfT3xcVXDyISoVXKdARrudUYIIYRoaOR/KSFqQVicH32Gt8LpcLN7bTbLvtrNdQ8loyinP0tlVVwuN2t+2k/qikx8g7wIj/MnMNIbg0mHy+Fmw6KDFGRpM16FN/ajz7BWBEdfXF8KhKhvhYWFnqFMx4SEhGA0GsnMzGT37t0AbN68GT8/P+Li4ggO1jJG+/Tpw+DBgxk9ejR+fn4MGzaM8ePHExwcTHh4OE899RQ6nc5zTWnRogX9+/fn3//+N++88w4Gg4GxY8disVgq9evLL78kJSWFSy+9lE8++YRVq1Yxc+bMas+lcePGpKSk8MADD3DbbbcRFBR00n3HjBnDCy+8QGJiIi1btmTGjBnk5+d7+urr68vIkSMZP348ISEhhIeH89///hedrnKm97Jly3j55ZcZNGgQCxcu5Msvv+R///tftX0V4mJysV5nhBBCiIZEAmlC1KLug5uyb2MOh3bkc2BzLvHtQs+6zdz0EhbP3s6RtGIAinOtZOwurLSf2ddIyoB42vRqhF4vQ5GFONeWLFniycA4ZuTIkcTExDB58mTPumPZHrNmzWL48OGAVkcsJyfHs8+rr77Kvffey7XXXou/vz+PPvooBw8exGw2e/aZNWsWd999N7169SIiIoJnn32WJ554olK/Jk+ezGeffcb9999PVFQUn376Ka1atar2XLZu3UrLli1rdN4TJkwgMzOToUOHotfrGTVqFP369UOvP16D9JVXXqGkpISBAwfi5+fHww8/TGFh5evYww8/zJo1a5g8eTL+/v68+uqr9OvXr0b9EOJicLFeZ4QQQoiGRFFrOsf0BaSoqIiAgAAKCwtlaKeodcu/3c26X9IIjPBmyJNdziqodTg1nx/e3IjL4cbLx8AlNyai0ylkHSimONeK2+nG5XQT3TyI5D6xmCwSGxfnL6vVyr59+0hISKjwRU5AaWkpjRo1Ytq0aYwcObLGxymKwrfffsugQYPqrnMncLvdJCUlccstt/DMM8/U+Lj4+HjGjh3L2LFj665zNVTdZ1HuIRq+6t4juc6c3Pl0nWno5HMmhBDnp5re58m3biFqWaf+8Wz/O4OCrDL+99YmrryrFRZf02m3k7W/iP+9vQmXw01MyyD6jmiFT4AXAC26RdV2t4UQDcj69evZsWMHXbp0obCwkClTpgBw/fXX13PPKjtw4AC//vorvXr1wmaz8eabb7Jv3z5uv/32+u6aEKIa59N1RgghhGhI6nT8V15eHnfccQf+/v4EBgYycuRISkpKqt1/zJgxtGjRAovFQlxcHA8++GCl4R+KolRaPvvss7o8FSFqzGQxcMWdSRiMOg5uy+OL51aTubfyEKbq5KWX8uOMjThsLhq1COKaB9p5gmhCiIvD1KlTad++PX379qW0tJSlS5cSGnr2w8Vrm06nY/bs2XTu3JlLLrmEzZs3s2jRIpkkQIjzwPlynRFCCCEakjrNSLvjjjvIyMhg4cKFOBwORowYwahRo5g3b16V+6enp5Oens7UqVNp1aoVBw4c4N577yU9PZ2vvvqqwr6zZs2if//+nseBgYF1eSpCnJb4dqHcNDGFBe9toSCrjO+mr+fmiZ1rNAHArtVZLJmXir3cSXi8PwPua4vBqD/lcUKIC0eHDh1Yu3btWbdzLqo3xMbGsmzZsrNuZ//+/WffGSFEjZ1P1xkhhBCiIamzQNr27dtZsGABq1evJiUlBYAZM2YwYMAApk6dSnR0dKVj2rRpw9dff+153LRpU5577jn+9a9/4XQ6K0yFHRgYSGRkZF11X4izFtLIl5snpvDTO5s4vLOABe9v4eaJKRi9qg6K2cqdLP18J6krMgGISPDn2gfaYzLLCGwhhBBCCCGEEKIhqLOhncuXLycwMNATRAPo27cvOp2OlStX1ridY0Xe/hlEA3jggQcIDQ2lS5cufPjhh9X+Ncxms1FUVFRhEeJcMFkMXHV3G7z9TeRnlPLnp6lV7rd3/RE+fXoFqSsyURRIGRDP4Ec6YvY1nuMeCyGEEEIIIYQQ4mTqLNUlMzOT8PDwik9mMBAcHExmZmaN2sjJyeGZZ55h1KhRFdZPmTKFK664Am9vb3799Vfuv/9+SkpKePDBB6ts54UXXqgwJbgQ55K3v4mr7m7Nd6+tZ8eKTLLTijEYdSg6BZ1ewWl3cyStGICAMAtXDEsiOjGwfjsthBBCCCGEEEKISk47kDZx4kReeumlavfZvn37GXfomKKiIq655hpatWrF008/XWHbE0884fm9Q4cOlJaW8sorr5w0kDZp0iTGjRtXoe3Y2Niz7qMQNdWoeRDdBjVl+bd7yEsvrbRdp1NIviqOzgPiMZikHpoQQgghhBBCCNEQnXYg7eGHH2b48OHV7tOkSRMiIyPJzs6usN7pdJKXl3fK2mbFxcX0798fPz8/vv32W4zG6oe3de3alWeeeQabzYaXV+WZDb28vKpcL8S51LFfYxq3CaG00IbbpeJ2qahuFbdbJSzWj8AI7/ruohBCCCGEEEIIIapx2oG0sLAwwsLCTrlf9+7dKSgoYO3atXTq1AmA3377DbfbTdeuXU96XFFREf369cPLy4vvv/8es9l8yufasGEDQUFBEiwTDV5II19CGvnWdzeEEEIIIYQQQghxBupssoGkpCT69+/PPffcw6pVq1i2bBmjR49myJAhnhk7Dx8+TMuWLVm1ahWgBdGuuuoqSktLmTlzJkVFRWRmZpKZmYnL5QLghx9+4IMPPmDLli3s3r2bd955h+eff54xY8bU1akIIYQQ51Tv3r0ZO3bsaR2zY8cOunXrhtlsJjk5uU76VRNPP/10vT6/EKJmGsJ1Zvbs2QQGBp7WMaqqMmrUKIKDg1EUhQ0bNpx1P4QQQojTUWeTDQB88sknjB49mj59+qDT6bjxxht54403PNsdDgepqamUlZUBsG7dOs+MnomJiRXa2rdvH/Hx8RiNRt566y3+85//oKoqiYmJvPrqq9xzzz11eSpCCCHESQ0fPpyCggLmz59fadt7773HvHnzWLduHcXFxeTn55/yi+M333xzyrIGJ3rqqafw8fEhNTUVX1/JfBXiQnMhXmduvfVWBgwYcFrHLFiwgNmzZ7NkyRKaNGlCaGjoWfdDCCGEOB11GkgLDg5m3rx5J90eHx+Pqqqex717967wuCr9+/enf//+tdZHIYQQoi6VlZV5/u+aNGlSjY4JDg4+7efZs2cP11xzDY0bNz7pPmlpacTFxZ1220KIhu18vc5YLBYsFstp9yEqKooePXqc1nFCCCFEbamzoZ1CCCGEgLFjxzJx4kS6detW42NOHHIVHx/P888/z1133YWfnx9xcXG89957nu2KorB27VqmTJmCoiiVZrs+ZtiwYbRp04ZXXnmFjIyMU/bj/fffJzY2Fm9vbwYPHsyrr75aKcvlxRdfJCIiAj8/P0aOHInVaq2wffjw4QwaNIjJkycTFhaGv78/9957L3a7vcavhxCieufrdebEoZ3HhoZ/9NFHxMfHExAQwJAhQyguLga068mYMWNIS0tDURTi4+NrfL5CCCFEbZFAmhBCiAZLVVXKHGXnfDlVdnR9mDZtGikpKaxfv57777+f++67j9TUVAAyMjJo3bo1Dz/8MBkZGTzyyCNVtvHFF18watQoPv/8c2JjYxkwYACff/55peAXwLJly7j33nt56KGH2LBhA1deeSXPPfdcpfaefvppnn/+edasWUNUVBRvv/12pbYWL17M9u3bWbJkCZ9++inffPMNkydProVXRTQEb731FvHx8ZjNZrp27eqpfVuV2bNnoyhKheXEiaVUVeXJJ58kKioKi8VC37592bVrV531X64zx53r60xV9uzZw/z58/nxxx/58ccf+eOPP3jxxRcBeP3115kyZQoxMTFkZGSwevXq2jlxIYQQ4jTU6dBOIYQQ4myUO8vpOu/kMz3XlZW3r8Tb6H3On7c6AwYM4P777wdgwoQJvPbaa/z++++0aNGCyMhIDAYDvr6+REZGnrSNsLAwHnzwQR588EG2b9/OnDlzeOSRR7j33nu59dZbGT58uCejZcaMGVx99dWeL8vNmzfn77//5scff/S0N336dEaOHMnIkSMBePbZZ1m0aFGlL8wmk4kPP/wQb29vWrduzZQpUxg/fjzPPPMMOp38Te989vnnnzNu3DjeffddunbtyvTp0+nXrx+pqamEh4dXeYy/v78nOANaptM/vfzyy7zxxhvMmTOHhIQEnnjiCfr168e2bdtqNJv76ZLrzHHn+jpTFbfbzezZs/Hz8wPgzjvvZPHixTz33HMEBATg5+eHXq+vtg9CCCFEXZK7VyGEEOI80K5dO8/viqIQGRlJdnZ2lfs+//zz+Pr6epa0tLRK+yQlJfHiiy9y4MABJk6cyIcfflihBmlqaipdunSpcMyJj7dv307XrhUDEN27d6/0XO3bt8fb27vCPiUlJRw8eLCaMxbng2MTPo0YMYJWrVrx7rvv4u3tzYcffnjSY459fo8tERERnm2qqjJ9+nQef/xxrr/+etq1a8fcuXNJT0+vssi+qF3n+jpTlfj4eE8QDSAqKuqkfRBCCCHqg2SkCSGEaLAsBgsrb19ZL8/b0Jw4u56iKLjd7ir3vffee7nllls8j6Ojoyvtc/DgQT755BM++ugj9u3bx80338yIESNqt9Pigma321m7dm2F4vY6nY6+ffuyfPnykx5XUlJC48aNcbvddOzYkeeff57WrVsD2iztmZmZ9O3b17N/QEAAXbt2Zfny5QwZMqRSezabDZvN5nlcVFR0Wuch15njGsJ15nT6IIQQQtQHCaQJIYRosBRFaXBDn84HwcHBVc7IV1xczNdff83cuXP5448/6NGjB+PGjePmm2/G39+/wr4tWrSoVH/oxMdJSUmsXLmSoUOHetatWLGi0vNu3LiR8vJyz+x8K1aswNfXl9jY2DM+R1H/cnJycLlcFTLKACIiItixY0eVx7Ro0YIPP/yQdu3aUVhYyNSpU+nRowdbt24lJiaGzMxMTxsntnls24leeOGFs6q5J9eZM1Mb1xkhhBDifCSBNCGEEKIWFBYWsmHDhgrrQkJCMBqNZGZmsnv3bgA2b97smRHv2JfQPn36MHjwYEaPHl2nfRw0aBB79+7lzjvv5P3336dp06Yn3XfMmDH07NmTV199lYEDB/Lbb7/x888/V6hn9dBDDzF8+HBSUlK45JJL+OSTT9i6dStNmjSp0JbdbmfkyJE8/vjj7N+/n6eeeorRo0dLfbSLUPfu3SsM/+3RowdJSUn83//9H88888wZtTlp0iTGjRvneVxUVHTBBmkvtOuMEEIIcT6SQJoQQghRC5YsWUKHDh0qrBs5ciQxMTEVsmV69uwJwKxZsxg+fDigzVKXk5NT5318++23ad68eaXi7lW55JJLePfdd5k8eTKPP/44/fr14z//+Q9vvvmmZ59bb72VPXv28Oijj2K1Wrnxxhu57777+OWXXyq01adPH5o1a0bPnj2x2WzcdtttPP3007V9euIcCw0NRa/Xk5WVVWF9VlZWjQvBG41GOnTo4AkAHTsuKyuLqKioCm0mJydX2YaXlxdeXl5ncAbnnwvtOiOEEEKcjxS1Ic69XceKiooICAigsLBQUsyFEKKBsFqt7Nu3j4SEhDqZmU+cvXvuuYcdO3awdOnSGh8zfPhwCgoKzqtC8dV9FuUeoqKuXbvSpUsXZsyYAWgzLsbFxTF69GgmTpx4yuNdLhetW7dmwIABvPrqq6iqSnR0NI888ggPP/wwoL3m4eHhzJ49u8oaaSeq7j2S64w4F+RzJoQQ56ea3udJRpoQQgghqjR16lSuvPJKfHx8+Pnnn5kzZw5vv/12fXdLNCDjxo1j2LBhpKSk0KVLF6ZPn05paamnoPzQoUNp1KgRL7zwAgBTpkyhW7duJCYmUlBQwCuvvMKBAwe4++67Aa1e2dixY3n22Wdp1qwZCQkJPPHEE0RHRzNo0KD6Ok0hhBBCCA8JpAkhhBCiSqtWreLll1+muLiYJk2a8MYbb3gCHkKANrz3yJEjPPnkk2RmZpKcnMyCBQs8kwWkpaVVqIWXn5/PPffcQ2ZmJkFBQXTq1Im///6bVq1aefZ59NFHKS0tZdSoURQUFHDppZeyYMECyewRQgghRIMgQztlWIYQQjQIMhRGNBQytPP8JkM7RX2Tz5kQQpyfanqfJ9NlCSGEEEIIIYQQQghRAxJIE0IIIYQQQgghhBCiBiSQJoQQQgghhBBCCCFEDUggTQghhBBCCCGEEEKIGpBAmhBCCCGEEEIIIYQQNSCBNCGEEEIIIYQQQgghakACaUIIIYS4YCiKwvz58+u7G0KI80B8fDzTp08/rWOWLVtG27ZtMRqNDBo0qE76JYQQomGTQJoQQghxloYPH37SL1TvvfcevXv3xt/fH0VRKCgoOKd9E0JcGOQ6U/tWr17NqFGjTuuYcePGkZyczL59+5g9e3bddEwIIUSDJoE0IYQQog6VlZXRv39/HnvssfruSr0qKCigqKiovrshxAVJrjOa073OhIWF4e3tfVrPsWfPHq644gpiYmIIDAw8zR4KIYS4EEggTQghhKhDY8eOZeLEiXTr1q3Gx1Q13Cg5OZmnn37a81hRFD744AMGDx6Mt7c3zZo14/vvv69wzJYtW7j66qvx9fUlIiKCO++8k5ycHM/23r17M2bMGMaOHUtQUBARERG8//77lJaWMmLECPz8/EhMTOTnn3/2HLNkyRIUReF///sf7dq1w2w2061bN7Zs2VLtOW3cuJHIyEj+9a9/sXDhQtxud7X7Z2RkcM0112CxWEhISGDevHmVXpddu3bRs2dPzGYzrVq1YuHChRXa2L9/P4qi8Nlnn9GjRw/MZjNt2rThjz/+qPa5hTjfyHVGc7rXmRNfg+rO99j1JDc3l7vuugtFUSQjTQghLlISSBNCCNFgqaqKu6zsnC+qqtb3qdfI5MmTueWWW9i0aRMDBgzgjjvuIC8vD9AyM6644go6dOjAmjVrWLBgAVlZWdxyyy0V2pgzZw6hoaGsWrWKMWPGcN9993HzzTfTo0cP1q1bx1VXXcWdd95JWVlZhePGjx/PtGnTWL16NWFhYQwcOBCHw3HSvvbs2ZOff/4ZLy8vbrrpJho3bsxjjz1GampqlfsPHTqU9PR0lixZwtdff817771Hdna2Z7vb7eaGG27AZDKxcuVK3n33XSZMmFBlW+PHj+fhhx9m/fr1dO/enYEDB5Kbm1uj11hc+OQ6U70L+TpzOucbGxtLRkYG/v7+TJ8+nYyMDG699dbTeCWFEEJcKAz13QEhhBDiZNTyclI7djrnz9ti3VqU0xzuUx+GDx/ObbfdBsDzzz/PG2+8wapVq+jfvz9vvvkmHTp04Pnnn/fs/+GHHxIbG8vOnTtp3rw5AO3bt+fxxx8HYNKkSbz44ouEhoZyzz33APDkk0/yzjvvsGnTpgrZLk899RRXXnkloH1JjomJ4dtvv630BfoYRVHo1asXvXr14s0332T+/PnMnTuXV155hU6dOnnOJSAggB07drBo0SJWr15NSkoKAB988AHNmjXztLdo0SJ27NjBL7/8QnR0tOc1uPrqqys99+jRo7nxxhsBeOedd1iwYAEzZ87k0UcfPYNXXVxo5DpTvQv1OnMm5xsZGYmiKAQEBBAZGek5RlVVrCUOykscGE16dObqM+GEEEKc3yQjTQghhDhPtWvXzvO7j48P/v7+nqytjRs38vvvv+Pr6+tZWrZsCWg1fqpqQ6/XExISQtu2bT3rIiIiACpkgwF0797d83twcDAtWrRg+/btABWe8957763Ub4vFwm233cbPP//M1q1bcTgc3HfffcyaNQuA1NRUDAYDHTt29ByTmJhIUFCQ5/H27duJjY31BNFO7NPJ+mowGEhJSfH0VQhRvQv1OnMm53ssi7C8xE5uegn5maUU5ZSTe7iU4jwrTruL8hI7hVnl2MuduJwSUBNCiAuRZKQJIYRosBSLhRbr1tbL89YnnU5XadhXVcOZjEZjhceKonhqApWUlDBw4EBeeumlSsdFRUVV28Y/1ymKAnDKWkP/tGHDBs/v/v7+lbY7nU5+/fVXPvroI7777juaNGnCyy+/zB133FHj5xCitsh15ji5zlTdV5fTRXmxnbIiO6obHFYXLocbF+CwuQDQ6RUsfiZsZU4cZXZsZU5+nbmVy4e0JjCi4WceCiGEqDkJpAkhhGiwFEU5L4Y+1bawsDAyMjI8j4uKiti3b99ptdGxY0e+/vpr4uPjMRhq/7/7FStWEBcXB0B+fj47d+4kKSkJ0LLHqrJu3To++ugjPv30U5xOJ7fddht//vmnZ/jmMS1atMDpdLJ+/Xo6ddKG3O3evZv8/HzPPklJSRw8eJCMjAzPF/YVK1actK89e/YEtC/Xa9euZfTo0Wdx9uJCItcZzcV2nTkdJQU2ivOs2gMFjF56AsIsqCq4nG50egWztxFFp+Dtb0Kf54IsyEsv5fPnVpEyIJ64ViGENPJBp5cBQUIIcb6r0yt5Xl4ed9xxB/7+/gQGBjJy5EhKSkqqPaZ3797aDc0/lhPTtdPS0rjmmmvw9vYmPDyc8ePH43Q66/JUhBBCiGoVFhayYcOGCsvBgwfJzMxkw4YN7N69G4DNmzezYcMGT7FugD59+vDmm296Hl9xxRV89NFHLF26lM2bNzNs2DD0ev1p9eeBBx4gLy+P2267jdWrV7Nnzx5++eUXRowYgcvlOuvznTJlCosXL2bLli0MHz6c0NBQBg0adNL9ly5dSrdu3di7dy9vv/026enpzJgxo8ovty1btqRv376MGjWKVatWsX79ekaNGoXFYvFkrvTt25fmzZszbNgwNm7cyNKlS/nvf/9b5XO/9dZbfPvtt+zYsYMHHniA/Px87rrrrrN+DYQ41+Q6U3vXmZqwlTlQ3aC6VXR6Hb5BZhQFLH4mvLyNmH2M+AR4YfE1oei0a5OiKHj5mPAJ8CIiwR+n3c2K+Xv54vnVfDBuKUu/2Im19OQTJgghhGj46jQj7Y477iAjI4OFCxficDgYMWIEo0aNYt68edUed8899zBlyhTPY+9//JXQ5XJxzTXXEBkZyd9//01GRgZDhw7FaDRWKHQqhBBCnEtLliyhQ4cOFdaNHDmSmJgYJk+e7Fl3LDNq1qxZDB8+HNBqCeXk5Hj2mTRpEvv27ePaa68lICCAZ5555rQzRaKjo1m2bBkTJkzgqquuwmaz0bhxY/r3749Od/Z/R3vxxRd56KGH2LVrF8nJyfzwww+YTKaT7t+qVSsOHz5MWFhYjdqfO3cuI0eOpGfPnkRGRvLCCy+wdetWzGYzoA1L+/bbbxk5ciRdunQhPj6eN954g/79+1fZ1xdffJENGzaQmJjI999/T2ho6JmduBD1SK4ztXudqY7T4aIoR8tCM5r1hDTy8QTya0KnU+gzNIk9rfLYt/EImXuLsJc72fTbIXauzKLr9U1odWk0Ol3N2xRCCNEwKGodzb29fft2WrVqVWHGrQULFjBgwAAOHTpUoTjwP/Xu3Zvk5GSmT59e5faff/6Za6+9lvT0dE9h0mNT3h85cqTa/1yPKSoqIiAggMLCwiprKgghhDj3rFYr+/btIyEhwRMsEQ3PkiVLuPzyy8nPzycwMPCcPe+hQ4eIjY1l0aJF9OnTp0bH7N+/n4SEBNavX09ycnKNn6u6z6LcQzR81b1Hcp05P9TXdQa0CQVcDjeFR8pxOd0YvfQERnifVhCtqs+Z6lY5uCOPZV/tJi+9FICQGF8uu6UZjZoHVdecEEKIc6Sm93l1NrRz+fLlBAYGVkil7tu3LzqdjpUrV1Z77CeffEJoaCht2rRh0qRJlJWVVWi3bdu2niAaQL9+/SgqKmLr1q1Vtmez2SgqKqqwCCGEEKLh+u233/j+++/Zt28ff//9N0OGDCE+Pt6TaSOEELXJ7VYpzi0n93AJeRmlR2uf6fAPs5xWEO1kFJ1CXKsQbv1vZy67tRle3gZyD5Uw/9X1LJq9Dafj7IfCCiGEODfqbGhnZmYm4eHhFZ/MYCA4OJjMzMyTHnf77bfTuHFjoqOj2bRpExMmTCA1NZVvvvnG0+4/g2hwfMrsk7X7wgsvVEh3F0IIIUTD5nA4eOyxx9i7dy9+fn706NGDTz75pNKMekIIcbbcbpXC7DLPDJwoCkYvPX5BXuhreXIAnV5Hu8tjadY5glXf72Pr0sOkrsikKKecAfe2w+xrRFVVyorsFGSVUZhdjt3q1CY2cLgpzCmnMLsML28jPW5oSlCkT632TwghxKmddiBt4sSJVU5x/U/bt28/4w6NGjXK83vbtm2JioqiT58+7Nmzh6ZNm55Rm5MmTWLcuHGex0VFRcTGxp5xH4UQQoiLVe/evamjqhAV9OvXj379+p1VG/Hx8eekr0KI2nWurjMAbpebguxynHYXik7BP8SMyWzwTB5QVyy+Jnrd3oKmncL5+d3NZOwu5KuX1uAfZuFIWjHWklNPSHBwex7dBzelXe+YOu+vEEKI4047kPbwww97ipaeTJMmTYiMjCQ7O7vCeqfTSV5eHpGRkTV+vq5duwLatPdNmzYlMjKSVatWVdgnKysL4KTtenl54eXlVePnFEIIIYQQQlzY7OVOinKtuF1udDqFgAhvjKbTm7n0bMW0COKG8R358c2NFB4pp/BIOQCKAn4hZgIjvPHyNqLotAkM/EMt+IdaSF2ZycFtefz1xS72rMvm0pubEd747Os25h4uYefqLExmPUk9ovH2P3X9aSGEuNicdiAtLCysRjPhdO/enYKCAtauXUunTp0Ard6J2+32BMdqYsOGDQBERUV52n3uuefIzs72DB1duHAh/v7+tGrV6jTPRgghhBBCCHExcbtVSvNtlJfYAdAZdASGWzAYz20Q7ZiQaF9umpBC6opMvLwNhMX5ERztU21/mneJYMsfh/n7m91k7C7kyxfW0CwlnOBoH/RGPajgsLtw2lw4bK5KvwdGeJNydTz+oRbcLje71mSz6fdDZO8/Xkt61Q/7SOwUTuvLGhGVGFArteKEEOJCUGc10pKSkujfvz/33HMP7777Lg6Hg9GjRzNkyBDPjJ2HDx+mT58+zJ07ly5durBnzx7mzZvHgAEDCAkJYdOmTfznP/+hZ8+etGvXDoCrrrqKVq1aceedd/Lyyy+TmZnJ448/zgMPPCBZZ0IIIYQQ59hbb73FK6+8QmZmJu3bt2fGjBl06dKlyn3ff/995s6dy5YtWwDo1KkTzz//fIX9hw8fzpw5cyoc169fPxYsWFB3JyEuCqqqYitzUpJvxe3Sho5afE34BHmhq+ehkT4BXnTs17jG+yuKQtveMcS3C2XFd3vYuTKLXWuyT33gURm7C0ldkUmzzhGk7yqgONcKaFlv8e1CKS20kbWviJ2rsti5KouAMAttejWi3RWx9f5aCSFEfauzQBpos2+OHj2aPn36oNPpuPHGG3njjTc82x0OB6mpqZ5ZOU0mE4sWLWL69OmUlpYSGxvLjTfeyOOPP+45Rq/X8+OPP3LffffRvXt3fHx8GDZsGFOmTKnLUxFCCCGEECf4/PPPGTduHO+++y5du3Zl+vTp9OvXj9TU1EqTTgEsWbKE2267jR49emA2m3nppZe46qqr2Lp1K40aNfLs179/f2bNmuV5LH8sFWdDVVXs5U7KiuyeCQX0Bh1+wWZMljr9OlTn/ILNXDmiNe16x7JrTRYOmwuXww2AwUuP0aTD6KU/+rseo5cenUFhx3JtaGjqCm2yNoufkXaXx9Lq0uPDObMPFLHlj8PsXptN4ZFyln21m6JcK5fd0kyy04QQFzVFvQir8BYVFREQEEBhYSH+/mdfS0AIIcTZs1qt7Nu3j4SEBMxmc313R1zEqvssyj1ERV27dqVz5868+eabALjdbmJjYxkzZgwTJ0485fEul4ugoCDefPNNhg4dCmgZaQUFBcyfP/+M+lTdeyTXmYuL0+HCVubEWuLA5dSCSygKPgEmvP1MdVag/3z5nB3ckce2pelEJQaSdEnUSevD2a1Oti/L4K8vdwHQfXDT08qeE0KI80VN7/PO7z/BCCGEEEKIemG321m7di2TJk3yrNPpdPTt25fly5fXqI2ysjIcDgfBwcEV1i9ZsoTw8HCCgoK44oorePbZZwkJCamyDZvNhs1m8zwuKiqqcj9x4VNVFafdja3cga3M6cnMAlB0ChZfIxY/E3qDrh572XDEtgwmtmXwKfczmQ207xOLqqos+2o3y7/dg0+gFy261nwCOSGEuJDI/yJCCCFEA9O7d2/Gjh1b3904Y0uWLEFRFAoKCuq7K6IO5eTk4HK5iIiIqLA+IiKCzMzMGrUxYcIEoqOj6du3r2dd//79mTt3LosXL+all17ijz/+4Oqrr8blclXZxgsvvEBAQIBniY2NPfOTuog0lOvM/v37URTFM8FYTb333nvExsai0+l4+YWpFGSXkXu4hPzMUsoK7Z4gmslswC/YTEgjX3yDzBJEOwvJfeNI7qv9+1oyL5WSfNspjhBCiAuT/E8ihBBCnKXhw4czaNCgKre999579O7dG39//xoHl7755hueeeaZGj//mX4RFaI+vfjii3z22Wd8++23FYa/DRkyhOuuu462bdsyaNAgfvzxR1avXs2SJUuqbGfSpEkUFhZ6loMHD56jMzi3LtTrTGxsLBkZGbRp0+aU+zodLspL7GQePMLo0aMZ/e+xbFy5g1sG/wt7uRO3S0VRFLy8DfiHWgiN8SUwwhuLn0kK5NeSHjckEtkkAKfNxd/f7K7v7gghRL2QQJoQQghRh8rKyujfvz+PPfZYjY8JDg7Gz8+vTvqTnp6O0+msk7bFxSU0NBS9Xk9WVlaF9VlZWURGVj/ka+rUqbz44ov8+uuvnpnZT6ZJkyaEhoaye3fVX9q9vLzw9/evsFxszufrjF6vJzIyEoPh5BVnVFWlrMhOXkYpxblWUrfvweFwcEXvK4mMiCIo2B/fIC8CI7wJjfElIMwbs48RnV6+6tQ2RafQc0hzUGDX6izSd+XXd5eEEOKck/9dhBBCiDo0duxYJk6cSLdu3Wp8zIlDruLj43n++ee566678PPzIy4ujvfee8+zPSEhAYAOHTqgKAq9e/c+advvv/8+MTExPPLII2zevPmUffn7779JTk7GbDaTkpLC/PnzK2Wl/PTTTzRv3hyLxcLll1/O/v37K7Qxe/ZsAgMDmT9/Ps2aNcNsNtOvX78LNnPoYmEymejUqROLFy/2rHO73SxevJju3buf9LiXX36ZZ555hgULFpCSknLK5zl06BC5ublERUXVSr8vROfzdebETLdjQ8MXL15MSkoK3t7edO3SnQ1rNoMKX3z7Kb37aZ+vLpe1J7yxP/ll2Xj7e2EyG+psAgFxXFicH60vjQbgz8924Xa5T3GEEEJcWCSQJoQQosFSVRWHzXXOl4Y4ofW0adNISUlh/fr13H///dx3332kpqYCsGrVKgAWLVpERkYG33zzzUnbmTBhAq+//jrbt2+nY8eOdOzYkTfeeIMjR45U2reoqIiBAwfStm1b1q1bxzPPPMOECRMq7HPw4EFuuOEGBg4cyIYNG7j77rurnK2xrKyM5557jrlz57Js2TIKCgoYMmTI2bwkogEYN24c77//PnPmzGH79u3cd999lJaWMmLECACGDh1aYTKCl156iSeeeIIPP/yQ+Ph4MjMzyczMpKSkBICSkhLGjx/PihUr2L9/P4sXL+b6668nMTGRfv361ck5yHXmuPq4zhzjcrkpK7JTVqjV3Zo4YRJPTnqWX75fgl6nZ+yjD+AXbOauUXeyaNEiT58yMjKkLl496HZ9U7y8DeQeLuH9sX/y6ZSVLPlkBw5b1bUMhRDiQiKzdgohhGiwnHY37z30xzl/3lGv98LopT/nz1udAQMGcP/99wPal9TXXnuN33//nRYtWhAWFgZASEjIKYfUmc1mbr31Vm699Vays7OZN28es2fP5pFHHmHAgAEMGzaMgQMHYjAYmDdvHoqi8P7772M2m2nVqhWHDx/mnnvu8bT3zjvv0LRpU6ZNmwZAixYt2Lx5My+99FKF53U4HLz55pt07doVgDlz5pCUlMSqVavo0qVLrb1O4ty69dZbOXLkCE8++SSZmZkkJyezYMECzwQEaWlp6HTH/277zjvvYLfbuemmmyq089RTT/H000+j1+vZtGkTc+bMoaCggOjoaK666iqeeeYZvLy86uQc5Dpz3Lm+zijosJbYASjMKqMk1IqtXBsSOmHc43RL6QEKjHvoYW6540YUoxuL2dszg2tYWNgp+yLqhtnXSO87WrJ4zjacdjd56aXkpZeSn1nGtaPbN7jPthDiPKWqUJ4P1gJQdKDowWkDezHYS8FWAvYS0BkguAkEJ4BX3ZQt+CcJpAkhhBDngX/WkVIUhcjISLKzs0+6/9KlS7n66qs9j//v//6PO+64o8I+4eHhjB07lrFjx/Lzzz8zfPhwvvvuO9avX09ycjKpqam0a9euQiH4E4Ne27dv9wTHjqlqWJ/BYKBz586exy1btiQwMJDt27dLIO08N3r0aEaPHl3lthMnCDhx2O+JLBYLv/zySy31TJyuurrOjH5gDPfe/QD/++kn7nvgHr777jt++2UZrVu0oaTg+MyPBpMes68RgE4pHfALMeNlMZCYpA0rzc7OJi4urlbOVZy9xE7hJLQPpTjPypG0Yn7/eAfpuwr48c2NEkwTQlTP7YLiTCg8CAUHoSwXdHotWFacAUd2QM5ubbu95PTa9gk/GlRrcjy4ZgkClx3cTojtBr5hZ9V9CaQJIYRosAwmHaNe71Uvz9vQGI3GCo8VRcHtPnldmpSUlAp1zI5lCP1TcXExX331FR999BF//vknvXr1YtiwYbRq1arW+i1EQyfXmeNq+zrjsDnJPJTLN998zZfffsaKVX/TveslPDnpGZolNNee82iwxT/MQnCUDxZfEwBB4X6e3xVFq3tWXV9E/dAbdASGexMY7o1fsJkf3thA+q4CfvlgC9fc387z3gkhLiJOOxQdhoIDcHgtHFwNubtBb9QWayEUHga3o+ZtmnxBdWsBOIMZTD7g5aut9/IFRznk7YOyHCjN1paDK6puy2CBTsPhkgfBP/qMTlECaUIIIRosRVHkL9o1YDJpXzZdruO1aSwWC4mJiZX2dblc/Prrr3z00UfMnz+f2NhYhg4dyuzZsytlerRo0YKPP/4Ym83mGVa3evXqCvskJSXx/fffV1i3YkXlGxen08maNWs82WepqakUFBSQlJR0BmcsRO2R60zN1OQ6o9Wbc1JeamfBz7/w2RfzWPDr/4iObsSQm2/nvXc/ICEhHp1eQdEpGIw6ylRvAAxGeQ/Od5FNAhj4UDLzp63nwOZcdq7KokVXGXrbYKkqlOVBYZoW2FDdRxf1H7+fbN0Jjw1e2nA6ky/oTaA3gO5o0ERnAKM3mP21nxJcPT+4XVpmmLVQC1I5yqC8QBti+c+fTpsWEHOUQVE6FB6CkmygBnVAFT0ENIKAOPAJ1Y5xu8A7BMJaQlhzCIzX9jFaatZva6EWUMvbW3GxFWufU1sJ5KTCyndgzUxoNQg63w2xXU7rsymBNCGEEKIWFBYWVsjMAK2WkNFoJDMzk927dwOwefNmz4x4wcHBAPTp04fBgwefdHjcqYSHh2OxWFiwYAExMTGYzWYCAgKq3Pf5559n2rRp3HrrrSxatIgePXqctN3bb7+d//73v4waNYqJEyeSlpbG1KlTgeMZIvfeey/Tpk1j/Pjx3H333axdu5bZs2dXastoNDJmzBjeeOMNDAYDo0ePplu3bjKsU4jT0FCvM26XG2upg7JiB26nm1ffeJl33n+T668dzHdf/48rruyF3tjwMvBE7YtMCCBlQDwrv9/LX1/uIq51sCezUNQTVYX8/XBwJRxarQUVCg9pi6Ps3PZF0WsBNS//4z+9/LUhfaoK/CNAp+jBaNayh/QG7bFOf/ynTq8F6ZSjP3V6LVPJLwr8o7RMI79orQ2hKcs7/v5bC8FWpP20FoL1H7+XZkNBmjYU8kwZzODfCCLbQGxXiGgDqFq2mpcvBMRq75W+lkNS5gCITtaWqqgq7P0d/ngF0v6GzV9oi8GiDSu11izzWQJpQgghRC1YsmQJHTp0qLBu5MiRxMTEMHnyZM+6nj17AjBr1iyGDx8OwJ49e8jJyTnj5zYYDLzxxhtMmTKFJ598kssuu6xSbapj7rzzTsaPH1+h7tnJ+Pv788MPP3DfffeRnJxM27ZtefLJJ7n99ts9x8fFxfH111/zn//8hxkzZtClSxeef/557rrrrgpteXt7M2HCBG6//XYOHz7MZZddxsyZM8/4nIW4GDW068yiXxdTXuzAWurwzEKq6BRuv+0OHp3wKP5BvhgkgHbR6XBVHLvXZpF7uJRlX+6m7wgpF1DnygsgYwOkb9ACICVZ/1iywWk9+bG+EVoGkKLXMnIU3QnLietOeIwCLpuW8WMrBpdDq0PlcmiZSi4nOEqPBshcWuH48vxz87qAVhvLL1oLrPlHHf096h/rorV9zvdMObf7aADsoFZXrPDg8YBpwcHjmYenQ2cES6CWDWb01oJU5kBtnTlQe2w0a/sZLVpgLCBGW7xDGuZrqijQ9AptObxOy0rb/BU4y7XtzprNqK2oDXHu7TpWVFREQEAAhYWF+Pv713d3hBBCAFarlX379pGQkFCjII+oH5988gkjRoygsLAQi6VmafazZ89m7NixFBQU1G3nakl1n0W5h2j4qnuP5DpzdlwuN/YyJ067C4fdjdN+fJinwajD4m/C7G1E0TXAL0/nkHzOIHNfIV+/vBZUiGsVTKOWQTTtEE5AWA2HZ4mKnHat3lTuHq3WVN4eLbOoOEsLnpTlVn+8zqhl6MR2hfAkLRvoWMDDUDczIlegqkdnWCzSMp9sxWA7mgVlK9KCbCgVg3VulxYAdJRpgTn30UCc26U9Vl3aOrfz+GIv1QrYF6dDUcbx4MipePlDUGMtuOblq9Xf8o+B0GYQ0hR8wrRgW02HF5547i67dh6qqg191RmOvh6F2tDIYxl1uqNDYUF7T0uztaCjvUzb316itXPsd3sZlB7RgmVFh2uWQeYXpb3/lqCjgbFji//x371DICheyyjTXQTD7m0lWm01oKiomID4dqe8z5OMNCGEEEKc1Ny5c2nSpAmNGjVi48aNTJgwgVtuuaXGQTQhxPnP5XRTVmTHWnI88+wYL4sBi78Jo5deCssLj8iEADr1b8zanw+Qti2PtG15rP5hHzdO6ERojF99d69hUlWtxlRO6tGA2dGgWe5uLctMdVV/fFA8RHeAkEQty8wvUvt57PdzETA7GUXRAlRevmdc3P20qapWx6so42hgLf0fv//jZ1mOFszL3Kwt1VF0FWu/6U3a62ry0WrEoRwPdDnKtNpi9tJTv3e1RdFrr++xIKknYHr0Z1Bjra+iomOfTQB9UY0OkUCaEEIIIU4qMzOTJ598kszMTKKiorj55pt57rnn6rtbQohzQFVVyorslBXaPQE0g0mPyazHYNJj9NKjN8jQTVG1btc3pVlKBAe355G6MpOcgyUseG8Lt0zqjMlyEX8Ndbu0YXe5R7PKcnfDkVTI3FR9ZpnRW8uOCm6qBcuCm2hBE98IbaiiJejcncP5QFG018QSBBHVDC92WLVsv/z9Wjabo0zLmMs/ADk7tfeoPF8LhqlubRiry1Y7fTT6aEMj3U7tc3FsWKzq1rLCfMPBEqwFeYzeWhDM5Aumf/xuCToeKKuLmmOiSjK0U4ZlCCFEgyBDYURDIUM7z28ytLN2OGxOinKtuBxa4WWDSY9PoBcms2SenYp8ziqzljj4/LlVlOTbSEwJ56qRrS/sz1F5AWRvh+yt2s/c3Vqh9/ICKMk8+RA8Ra8Fy0ISKwbNQhK1rLIL+TVryFRVC67ZS4/WfftHHTiXTRsaaC/R9jN5Hw2QWbRgl9H76DpvLaPt2CyXRp+TB71UVd7relLT+zwJVwohhBBCCCE8rCV2inK14uSKTsE3yAuzj/HCDnyIOmX2NdLvnjZ8O3Udu9dkE50YSNveMVXuW5Bdhn+IGZ3+PMp2LEiD3Ythz29weK1Wr6o6ei8ITjgaKGuiBcoi20J4qzOrwyXqlqIcrSFWC39AM3nX7PlEgyaBNCGEEEIIIYQ2lLPQTmmhNmzJy9uAX/B5FtAQDVZkkwC6DW7K31/vZukXu/ALMRPfNrTCPmt+2sfK7/cRkeDPNfe3w+Jnqqfe/oPbpQXKLEHabIWg1ds6vA72/aEFz3J3Vz4uIFYr7B+eBGEtwSdca8M37OIp4i7EBUoCaUIIIRqUi7DigGhg5DN44btY32PVreJ0uHE6XDhtblRVxeil1Tpz2FyUlzg8M3F6+5vwCfSSLLQzcLF+vmoiuW8seekl7FieyS/vb2HQuI5ExGtZPvs35bDy+30AZO0r4uuX1zLwwfYEhNUgg6c22Uvh0Bo4uBLSVsCh1VoxegBzoFZgvjS74jGKHmI6Q9MrIOEyiGitzX4ohLggSSBNCCFEg2A0GgEoKyuTGSFFvSorKwOOfybFheNivM4cm3HTYXXhdFSeOc5a6qi4QlHwC/JqGJlA5ym5hpycoij0/ldLygrtpG3L48c3N5LcN5awOD8WfrgVgGadI8jcW0jhkXK+fnkt1z2UXPczfWZtg50LYNdCLYB24iyLepNW18xacPREdBCWBHFdoWkfLXgmgTMhLhoSSBNCCNEg6PV6AgMDyc7W/srr7e0tmRDinFJVlbKyMrKzswkMDESvl2E357XFz0JCB4hqpw2r0unP7XXG7T4+E5vqqvi7AmAA3bEhk6qW0aI3aYuuhkMpVbf2PKpbq6mjM3hq67jdKtYSO9YSB/9MkFIUMBhAb1RA0eF0aFlqOr2C2ceIl0WPondjLS/7R5/dx3+iAsrR5znxJ0d/1x1d+MfvF/7wULmG1Ixer6PfqDbMf3U9R9KKWTF/r2dbVGIAfYYnYS1x8OObG8k5WML819Zz/dgOhMUeD6a5nG6Kc624nG4Cwi0YjGfwWhcehq3fwMbPIGtLxW3+jSC2K8R1035GtAGnVRvi6SjThmuafM70JagXbpebHSsyCQz3JrpZYH13R4jzmszaKTNuCSFEg6GqKpmZmRQUFNR3V8RFLDAwkMjIyCoDLHIP0fB53qOJfvh7HX0PTb4Q3QFiUlAbdSbT0IiCcm02StSjgShVPRoocmuxomMqBIiU4wEhVdX2PbZeVY/O5Ob4R9DpDOkMoDMeraGkHu9bpX6quNHjVvWo6AAFVdHjdBtwqUaORuzQKw6MShl6xYmOE7PS/hmAO+G5apOiaMFCRaedl86gPdYZjj4+uq1CUO78VN01RBxntzrZuSqLvRuOcHhHPj5BXtw0IQVvfy0b0lbm4Ps3NpK9vwgvbwPJfWPJOVhCdloxJXlWT4BYUSAg3JuQaB+Con0IjfGlcesQDKYTgmvWIjiwDPb8DnuXQE7q8W16EzTpDc2ugmZXQlD8uXgJzhmnw8WvH2xl38YcAFp2i+SSm5ph9pWsSSH+qab3eRJIk5tgIYRocFwuFw6H49Q7ClHLjEZjtVkkcg/R8Hneoy/H4F+8BzI2gL2k0n4uvQWHOaRugzaKQStObj5apNwSqNVYcju0L/W24uMBJlsR5KeBo7hSMw63iRxnAtmORHIcCVhVXxxuCzbVF6fqddKn99Xn0C54GfHNTSiWQCjP14amledDeSGUHgG1umutTuuzV4CWfWM0a4GvY5l1LufRrLVjmWtOcDrAZQWnDRzlaMHGM6T3AqO3Novhscw3L18IjIPAxtoMh9HJ4FXHw/5Ow6muIaJqdqsTnU6pFPyylTv54Y0NZO0rqnSMwaRDb9BhK3NW2ubtAx1bHKRVyFqMtiwoztSyztz/2FfRQUwXaH8rtB6sTQRwAbKVO/np7U2k7ypAp1dwu1VQweJn5MoRrYltFVzfXRSiwZBAWjXkJlgIIYQQZ0LuIRq+Su+R2wVHUrWC4YfXaEXES4+Alz+Y/f/xM+D4Y4Pp6JBJ1z+CRnYt+HWsRpKXvxZcctnBXqZ9KQ9vqRUZD0oA7xBcRj9KC+2U5NnISy8hY08hmfuKcNhc6PUKiqLgsLtwWF3ojTqCo7wJDtdj0RWht+XiKC0jIyeA7Fxv3GrVAT+dXiEg3BsffyN6xYEBO+GNDDRu4U1wXAhKYMzJXyy3S5t9sOCAdh46o5aZ4x0M3iFa0K+mw0yrcixLz1EK1kIoL9Be+8JDUHhQ+1lwEIoOQVlelQHPU1J0EN0ROt8NbW8CvWTYXGjs5U7++DQVp91NRII/EfH+BEX5YPE7WvOwyE5e6l5yN60nb382B/OiKHGHAeCry+HqoBcJN+7RGgtKgKaXa9lnCT0vuODZsZqI9nInxXlW9m3MYe+GI1hLHBjNegbc1w6DUcfvH+8gL70UnU6h979akNQjur67LkSDIIG0ashNsBBCCCHOhNxDNHzn6j1SVRW71YXD6sRhc1FaaCfnYDE5B0soPFJOSb6V0gIbtXWn7RvkRXTzQKITA/EPsWCyGPDyNuAXakavv0DqjzmsWjBNVQFVy2izl2o1qY4Nay3LhdxdWnA0bTnkHa+vRUAcdL8f2g+54AIkogp5e2HL17D9B8jY6FntUg3sUG5ibcE1FFt9Mejd9OnnIPGypAtuyOY/7duUw29zt2MtqZxl6hvkxYD72hEWp2VvuhxuFs/dzq7VWQC07xNLUo8ogqN9ZEiyuKhJIK0achMshBBCiDMh9xAN3+m8R9ZSB4d35nN4Rz45h0vQ6RUMRj2qCg6bE6fdjcPmwmFz4XK60Rt0GIw6nA435cV23K5T30br9Aq+QV4EhHsTmeBPZNMAvP1NuF0qqhsMXjpMZgP2cie56SXkpZdit7pwO90oikJ4vD+NmgfiH3pxzDJ62goPw6bPYcXbWrYbgMEMrQZBp+FasXgJDFw4nHbY8SOsnQ37/ji+XtFB40sg6TpoeQ0ENMJe7uTXmVs5sCUXgKRLomh1STQRCf51HixSVZWMPYWUFthwu1QUBfzDLARH+mCyVJ7vz+1yU1popzjPSkm+lZI8G6WFNhQU9EYdLoeb3PQSctNLQVXxC7EQEGomNNaPyCb+HNiSy7pf0gDtmmOyGDD7GGnUIoimHcNo1CwQ3QkBd9WtsvL7vaxdcMCzzifARHi8P0GR3vgEmrGW2CktsuN2ujEY9ehNOowmPXqjdi3U6XXo9AoWPyOB4d5nPvGDEA2EBNKqITfBQgghhDgTcg/R8NXkPcpLL2X9wgPsXJVVo2BYdXQ6BYOXHrOPgdAYP8LifAmM8MEv2IxvsBfefiYUnQRy6pyjHNZ/DGtmQfbW4+tDW0CnYdD+Nm3Iqjg/5e7Rgmcb5kFZztGVijZMs/VgaDEAfEIrHeZ2q/z91W42/nbQs84/1ExMUjBRTQMwGPUcSSsmL6OUgFALMUlBRDcLxGSuHOyqCbdbZe/6I6xdsJ+cg1UPVbb4GfEJ1K4NdquT4jwbZYW1k73a7ooYetyQiN5Q8yzV3Wuz2f53Buk783E6znKSEQX8gswERnoTGO5NYITl6E9vfIPN6ORaKBq4BhFIy8vLY8yYMfzwww/odDpuvPFGXn/9dXx9favcf//+/SQkJFS57YsvvuDmm2/WOl3FXxA+/fRThgwZUqN+yU2wEEIIIc6E3EM0fMfeoz+/3UJs0wgMJj0Om4vyYrs249+BogqFy4MivYlpGUxkEy1LxenQZrU0ehkweukxeukwehnQ6RVcTjdOh5aZ5u1vwuJrrDwzoKhfqqrVwVs3G7Z8ow0LBa32W9JASL4d4ntqdfBEw5e+Af56FbZ9j2c6Xb8o6HAndLxTm3iiBg7vzGf73xnsWX8Ep+3EmWsr0ht0tOgeSYe+cQRGeNe4q0W55fzy/lay92vXF4OXnvA4P63Av0ulILuMskL7SY8/lr3qG6QF4X0DvQAFl8MNCgRH+xDSyBedXqE4x0pBdhlZ+4vI3FuIAlx6S3MSO4XXuL8ncjpcZO0tIje9lILMUkoL7Zj9jPj4mzCY9DjtLpwON067G6fDhdPuxu1SPdl0BVll2MsrT/zgOT+DQuDRzNzo5kFEJQbgF2yWoaSiQWkQgbSrr76ajIwM/u///g+Hw8GIESPo3Lkz8+bNq3J/l8vFkSNHKqx77733eOWVV8jIyPAE4BRFYdasWfTv39+zX2BgIGazuUb9kptgIYQQQpwJuYdo+I69R6+M+B6LyafqnRRomhxG8lVxRCYEnNsOinPHWgSbv4R1cyrU0MLLHxL7asXm47ppWWtnM6mCqH0H/oal02D3ouPrEq+ElLug2VWgP7OMMYfNxcHteWTuKSRjTyFul5vQOD+Co3zIyyjl0PY8inKs2s4KxLUKoVnncBLah+FVxZDMY/ZvzmHRrG3YypyYLAbaXRFD+8tjMftWnPzCVuagKNdKWaGdsiIbJrPBEzg70+zVY1/n6zsgpaoq1hIHBVll5GeVUZhdRkFWOQXZZRRml+NyVs52M/sYCY31JTjaRxsaGmbRsvX8TZh9jJLNK865eg+kbd++nVatWrF69WpSUlIAWLBgAQMGDODQoUNER9dsZpAOHTrQsWNHZs6cebzTisK3337LoEGDzqhvchMshBBCiDMh9xAN37H36OvXl2MvVHC7weilx8uiJzjal7A4P6ISA/APkZpjF5X0DbBurlZfqySr4jajDwTEQEAjiL8MOo8EswRYzwlVhZxdsGcx5O/XZnbN3QWH12rbFR20uQku/Q9EtDoH3VHJ2F3I+oVp7N+U41mvN+jodXsLknpEVdp//a9pLP9WmxU0PN6ffve0luvLCdxulZI8K7nppaTvKiB9Zz45B0twu08eitAbdQSGa0NDUcBW5sTtUvEOMOEbeDxzzyfQ6/iEKwoYTXoMJj3e/sZKdeGEOJV6D6R9+OGHPPzww+Tn53vWOZ1OzGYzX375JYMHDz5lG2vXriUlJYVly5bRo0eP451WFKKjo7HZbDRp0oR7772XESNGnDQKb7PZsNlsnsdFRUXExsbKTbAQQgghTosE0ho+eY9EtdxuSF8HO3/RZv08vPb48M9jvAK0ump6ExQeAlsxGLzAaNF+Gixg8gafcPANh8BYCG8NxpqNjrno2Yph35+wayHsXgyFaZX30Zu0YbiXPATBTc59H4GCrDJ2rs5i95os8jPLMBh13PpEFy2wg1asf9k3u9m4SKu/1rZ3DJfcdHr1yS5mToeLvPRSjqQVU5BdTmF2GUU55ZQW2qucefR0WfxNtO3ViDY9G2Hxk6HcomZqeg9xZjmxNZCZmUl4eMUx2gaDgeDgYDIzM2vUxsyZM0lKSqoQRAOYMmUKV1xxBd7e3vz666/cf//9lJSU8OCDD1bZzgsvvMDkyZPP7ESEEEIIIcRJvfXWW7zyyitkZmbSvn17ZsyYQZcuXU66/5dffskTTzzB/v37adasGS+99BIDBgzwbFdVlaeeeor333+fgoICLrnkEt555x2aNWt2Lk5HXOh0OohJ0RYAlwPyD0DRIS0zavUHcGQH/P3G6bWr6CGsJcR1hYRe2rBRmdzguJzdsOMHLXCWthzc/6ilpTdpM25GJ4MlSFsS+4J/zUYw1ZXACG+6XJtA52vi+W76Bg6n5rPk4x1c/58OOO1u/piXSupK7XvtJTclkty3ZvXahMZg1BPe2J/wxpWDFS6Xm+JcKwVZ2rBQRafgZdGj0+soLbRRkq8tpQVWSgpsqC4VFAVVVT2zLZcX2Vn1wz7W/nyAmJZBxCYFE5MURHCUT70PgxXnv9POSJs4cSIvvfRStfts376db775hjlz5pCamlphW3h4OJMnT+a+++6rto3y8nKioqJ44oknePjhh6vd98knn2TWrFkcPHiwyu2SkSaEEEKI2iDZThV9/vnnDB06lHfffZeuXbsyffp0vvzyS1JTUyv9QRXg77//pmfPnrzwwgtce+21zJs3j5deeol169bRpk0bAF566SVeeOEF5syZQ0JCAk888QSbN29m27ZtNaqHK++ROCtutxbw2fY9WAK1IZ/mAHDawVkODis4rWAvgdIjUJylDUUsyz2hIQUi22hBtSa9Ia47eFU94do5o6qQtxcOrQbVDRFttOBfXU28oKparbO/Z8DOnytuC26iBcsS+0L8pXCyeoYNROGRcj6bshKnw027y2PYvzmHohwrik7hiqEtadkt6tSNiHPG5XKzZ102GxcdJPtAcYVtPgEmYpOCadEtkpiW9RvsVlWVsiI7hUfKKc4px2QxENLIV5uEQerD1Ys6G9p55MgRcnNP/I+ioiZNmvDxxx+f1dDOjz76iJEjR3L48GHCwsKq3fd///sf1157LVarFS8vr1Oeg9xgCSGEEOJMyD1ERV27dqVz5868+eabALjdbmJjYxkzZgwTJ06stP+tt95KaWkpP/74o2ddt27dSE5O5t1330VVVaKjo3n44Yd55JFHACgsLCQiIoLZs2fXaIZ2eY/EOaeqUJSuDRnd/xfs/QOObK+4j84AjVK0jLVGRzPi6jrjylYCmZvh0CpIWwkHV0JZTsV9FD3ojVpg7Z+LzqgNXzX+YzEHaLNkBsZBaDMtEBeSeLzwv9sNOanaa3BgmRZE89SjU6DpFdC8PyT2gZCmdXvudWDDojSWfbXb89g3yIsrhiYRmySZhw2VqqrkHi7l4LY8Dm7PJX13oTYL6lHNOkdwyU2J+AScOoZQK/1xq5QV28nPKGX/plz2bjxCca610n56ow6dXkFVweJrpHHrEOLbhRLTIgi9UYYO16U6G9oZFhZ2ysAWQPfu3SkoKGDt2rV06tQJgN9++w23203Xrl1PefzMmTO57rrravRcGzZsICgoqEZBNCGEEEIIcfbsdjtr165l0qRJnnU6nY6+ffuyfPnyKo9Zvnw548aNq7CuX79+zJ8/H4B9+/aRmZlJ3759PdsDAgLo2rUry5cvr1EgTYhzTlG0iQoCGkHSQG1dSbZWB2zvEtj3BxSkwcEV2nKMXxQ06qQF1Rp1gqj24HJCeR6U5WlZbuV52uyj9lKwFx/9WaoF77xDwCdE++kdqtVvy9oKmZsgYxPk7gZOyJnQmyC6gxYoy9oM1kJwuiqfk9uhbbMWVlx/4IT9dAZtKKY58Gi/T0i4MFig/RDo/oAWfDuPtbsiln0bc0jfVUCry6K55IZETNXM5Cnqn6IohMb4EhrjS4er4nDaXWTsKWTPumy2/ZXOrtVZHNiSS+tLo2nZPYrg6NrLjFRVlbJCO5l7Czm8s4D0XfkUZFWevVRRwDfIjH+YGWupk/zMUlwON66jZeKKbS62/HmYLX8exsvHQPPOkbTsHklYnJ8MUa1HdfYvPykpif79+3PPPffw7rvv4nA4GD16NEOGDPHM2Hn48GH69OnD3LlzK9TS2L17N3/++Sc//fRTpXZ/+OEHsrKy6NatG2azmYULF/L88897/mophBBCCCHqXk5ODi6Xi4iIiArrIyIi2LFjR5XHZGZmVrn/sfq5x35Wt8+JqirhIUS98w2HtjdpC2gzUu5bCofXwKG1kL0VijO0WUR3/FhtU2flWLAutqu2RCdrATfQgnHFmVrQTNEdX1C0dY5yLWjnKNcmZCjLg4ID2rkcSYXsbceHuJYe0do0WCC2izZcs/El2nNfIJMw6HQK1z2UTHmxA98gSeA4HxlMemKTgolNCqbVpdEs+SSVI2nFrF+YxvqFaQRFeuMXYsE3yIuopgE06RCGyVyzkInb5SbnUAmHUvNJ31lAdlox5UX2SvspCvgEehHTIoiE5DBik4Ixeuk9210uNyV5VlSt7Bv5mWXs35zL/o1HKC20s3nJITYvOURIIx9ado8irlUIeqOColOwlTopLbBhK3OgN+oxmHS4XSrWUgfWUge2UgfWEgdul4pvsBm/EDM+gV6YfYyYfQwYTHr0hqPZcG4V1a3NuKqqqvZY1bLq3O7jj01mPWYfI3qjDpfDja3MidPhQlXB5XCTvquAtG15lORb6Xlrc6ISA2vr7axXdRpC/+STTxg9ejR9+vRBp9Nx44038sYbxwt3OhwOUlNTKSurOFPOhx9+SExMDFdddVWlNo1GI2+99Rb/+c9/UFWVxMREXn31Ve655566PBUhhBBCCNEAyaRS4rwQFK8tHe/UHttLIWMjHFpzPLhWdEjb5uWvTVRgCdZ+mgO0GmImP63OmslHC4KV5R7NXMuB0hwt2BXWAiLbQVQ7iGwPvtWM7lEU8D+L2l5utxYMLM+D8gJtVtPIdnVXc60B0Bt0EkS7QIQ39uemiSns35TDjuUZHNicS35mGfmZWmxi21/p/DEvlcZtQ4lKDCAszg+DUUdeeil56aUU5ZRTlGultMCG3erEaXdXeg5FgeBoH6KbBdGoeSBhcX74BHmh1598eKZeryMgzNvzOCDMm/i2obiHNOfQjjx2/J3B3g055B4uZdlXu1nG7pO2dS7pdApud/VVw757fQNX3tWKph0q11A9Xapb5cjB4qMz62bjsLlo0j6UZl0iiGkRhK6a17g2nHaNtAuB1M4QQgghxJmQe4jj7HY73t7efPXVVwwaNMizftiwYRQUFPDdd99VOiYuLo5x48YxduxYz7qnnnqK+fPns3HjRvbu3UvTpk1Zv349ycnJnn169epFcnIyr7/+eqU2ZVIpccGwFmoZXRdwIEqIhqqsyM6Rg8WUFtgoPFLO3vVHKMgqO/WB/2Ay64lurgXNIpsEEBLji9GkP/WBp8la6mD3mix2rMikIKsMl0tFdal4eRvwCfTCy9uAy+nGaXej0ytHM860xcvHgE6vUJxrpTjXSlmxHWuJlrHmdLgrjQYHQAGdomW9aYmrCjqdAgo4rC7cruMHKToFg1EHyvGhtXGtg8ncW8T+TTmgQLfrm9C+TywGY81em8x9haTvLMBhc2G3OslLLyV7fxF2axXD0gH/UDMd+zWmZbeo064pV2c10oQQQgghhDCZTHTq1InFixd7Amlut5vFixczevToKo/p3r07ixcvrhBIW7hwId27dwcgISGByMhIFi9e7AmkFRUVsXLlypPO+O7l5SV1csWFwRxQ3z0Q4qLl7W+icesQz+Nu1zfhSFox+zflcORgCUfSinG73ARH+RAc7UtAuAX/UG0YqJfFgNGsx8vbqAWY6pjZx0ibXjG06RVTq+2qqjZs0+1SjwbOtMBYdbXYVFXFYdUCXCaLAaOXvsr93S43f362k61L01kxfy8bfztE+ytiiG4WhLe/CZ9AU6XAWm56CSvm79UCcFUwmHTEtwulWUoEZh8ju9Zo2WlFOVaWfJLKmp/2029UGyITav/aKoE0IYQQQghxRsaNG8ewYcNISUmhS5cuTJ8+ndLSUkaMGAHA0KFDadSoES+88AIADz30EL169WLatGlcc801fPbZZ6xZs4b33nsP0P56PXbsWJ599lmaNWtGQkICTzzxBNHR0RWy3oQQQoi6pCgK4Y39CW988WQ2K4qCXq+gP40kOkVRMFkMp5x4Q6fX0ev2FoTF+bHm5/2U5NlYMX+vZ7vBqKN9n1g69GuMvdzJqh/3kbo8w1MrLqF9GD4BJoxmPf6hFiIS/AmO8qkwhDO6WSA9bkxk29J01v96gJJ8Gz++uZHBD3ckJNr3tF+P6kggTQghhBBCnJFbb72VI0eO8OSTT5KZmUlycjILFizwTBaQlpaGTnf8JrdHjx7MmzePxx9/nMcee4xmzZoxf/582rRp49nn0UcfpbS0lFGjRlFQUMCll17KggULMJsvjILlQpxv3DYb1k2bcObl49WsGab4xii6uq0/JIS48CiKQuvLGtGyRxS7Vmex4+8MivOslBbacTrcrF1wgC1LD+O0uT2zmzbpEEa365sQFFmzGVWNJj3t+8SSdEkU37++gax9RfzwxkZuGN8R/xBL7Z2L1Ei7eCLMQgghhDg7cg/R8Ml7JMTZsR84QNmaNVh3pGLdtg3rpk2oDodnu+LtjW+vnoQ98ABeiYkAqHY76HQoBsnTEEKcHlVV2bcxh+Xf7vHUpYtuFkj3wU2JbHLmwzKtJQ6+mbaO/IxS/ELM9L6jBXGtQqo9pqb3EBJIkxssIYQQQtSQ3EM0fPIeCXFmVJeL3Pc/4MiMGeCqWMRbHxaKMSIS2+7dqFartlJR8L38clz5+Vi3bkUxGAi+6y5CRgxH51Oz7BEhhDjG7XKze102Fl8TMS2Dqq3NVlMl+Ta+nbaWohztutW0QxjRzQNx2t047S7KrFbySvIpKiuhrLycgsIC/vvsCAmkVUVusIQQQghxJuQeouGT90iI0+fIziZ9wgTKlq8AwNKhA5Z27fBq2RLvDskYGzdGURRUlwvrtu3kvvcexQsXVtmWPiSEyMf/i//VV5/LUxBCNFCOjAzKN23G74rLUYzGc/789nInq37Yx6YlB1Hd1e9bbi9l/KzrZNZOIYQQQgghhBBVK1m6lPQJE3Hl5aFYLEQ+/jgBNwyuMhtE0euxtG1DzIw3KN+ylZLffsMYF4ulXXtsqTvIfm06jrQ0Do97GFdJCUE331wPZySEaChK/lrG4XHjcBcV4T9wINEvvXjOayyaLAa8exXzc9E7JBzoiN5txKVz4Dy6eHkZ8ff2xdfiTeju3Bq1KYE0IYQQQgghhLgIqKqKdes27Af2g8tF+eYt5H/0EQBeLVrQ6NVpeDVtWqO2LG1aY2nT2vPYq0kCfn37kvXCi+TPm0fmE0+iOhwE3357XZyKEKIBc5eVkf/pp2RPexXcWhpY0Q8/oA8IIOK/j9XKsE3V7ca6ZQslS5agut0E3nQz5WG+/HnoTxYeWMiOvB008m1EtG80P+/7GYfRgaWLwl1t7sLb6I2/yZ8mgU3wN/lTvmkTmc88S86GDTV6bgmkCSGEEEIIIcQFzG23U/zzz+R99DHWLVsqbQ+6/TbCH30U3VnOjqsYjUQ88TiK0UjenDlkTXmGgq++wu+KPvhfMwCvhISzal+cOdXtpmzFCoyxsZhiY+u7O+IC5CoupuDLryj+bTHlGzfB0UlKAgYPxjulExn/fZz8jz9GZzETOmYMOpOpRu06srOxbtmKareh2mzYDxzAuiOV8k2bcOXkePY78t57LE9S+PIShfQQLVCXUZoBWdr2vnF9ee7S5/A2enuOUVWVzGefI//jjwFqXN9RaqRJ7QwhhBBC1JDcQzR88h4JcZy7vJyCL78id+ZMnFnat0nFaMTSvj2KyYRiNhN44w349elTq8+rqio5M2aQ8+7/ebJRMBqJfuEFAq69plafqyGyHzpE/ifzUG1WDBGRGKOjsLRt66k1d66VLFtG9rRp2LZtB4OBoCFDCH3gfgxBQee8L+L85rZasaWmYj9wAHvaQQB0vj44M7Mo+PJL3KWlnn0N0VGE3H03QbfdhqIo5M39iKznnwfAGBND2EMP4tOtG/rAwCprpzmyssl9/30KPv+8wszB/6R6W9iaaMRdVEy7/Vpoy6mHQwM7EfLvf5PlLmBv4V5i/WIZlDgInVJxWGnx779z6L77AS3gZ77nbkKaNpXJBqoiN1hCCCGEOBNyD9HwyXskLmSukhIyn3wS2/79BN/xLwKuG1jlF1DnkSPkf/Y5+Z99hitXq/ljCAsj6I47CLzlZgzBweekv87cXEqW/EHhd99RtmoVAOHjxxN814h6CSjVNUdWNjlvv03B11+D01lpuz4sFO/kZEyJiXg1aYre3w90OnC7cRWX4C4pxlVUjLu4GHdpCTo/fwzhYej9/XEVF+MuKkLn7YNXYlNMiYkYwsK0SSBUlbKVqyj46itchYXo/XxRjCYcWVk40tJwpKcDoJhMqHY7ADo/PyIee4yAQdef1XvhtttRdDoUgwx2u5DZ9+8n/9NPKfjmW9zFxSfdz6tZIoG33YbvpZdijI2t9Nkq+HY+R159FeeRIxXWGyIjCR42jKAht+IuKSH3gw/I/+xzVJvN064+IBDFZMQQFYWuWRO+123mHedinHrwMfpwh9KdPouOoCxbC4AxNpa4WR9iiompsq+qqrL/lluxbt5M8Mi7iBg/vsb3EBJIkxssIYQQQtSQ3EM0fPIeiQuVff9+Dj4wGvuePZ51hugogv91JwHXX4chJITyzVvI+2guRT8v8AyrMjZqRMg99xBww+AaD6WqbarbTdaLL5I/V6vHFnjbECInTUKpxf64ioqwbtmCPe0gpoQEzK1bo/et2TCt2lC2bj2HHngAV34+AD6XXIK5bRucmVnaULQtW06aVXOmdAEBeCUm4i4qxLZr90n3U4xGgm6/jZB//xtbaipZL72MbccOAPwHDiTyqadO+lq5bTYcBw/iSE/Hcfjw8Z+H07GnH8Z1JAcMBkwxMZgaN9YCf4GBGCIj8U5JwatZs3NeXF7UDsfhwxT98ivFv/xC+caNnvX6kBC8mjTB2DgORW/AXVICioL/tdfg27PnKd9vd1kZeR99TP4nn2gBtX+EpPQhIbhLS1GtVgAsHTsS9uCD+HTr6tnn97TfeW7lc2SVaVm21zW9jkdSHiHIHISqqpQsXkzms8/hzMwk4MYbiH7uuSr7UfLnnxwc9W8Ui4XERQsxhIRIIK06coMlhBBCiDMh9xANn7xH4kJU9OuvZDzxJO7CQgwREQTeeAP5X3x5vD6QwYApvjH23ceDbJbkZIKH3onflVdWmbVWH3Jnzyb7pZdBVbF07EjM69MxhIV5thctXEjuO+/id9WVhNx9d7VZTva0NIp/+w3r5i1aAO3AgYo7KArmtm0Juedu/Pr2rTbrypGdjc5iQe/nd0bnVfTTT6RPnIRqt+OVlETkfx/DOyWlwj5umw3rpk1Yt2/HtnsP9r17cVut2tBXRUHn64ve3w+dnz96P190Pj64CotwZmfjKi5G7+eHLsAfV0EB9l27sR88eHzYLKBYLARcfx2Wtu1wl5bitloxRoRjjI3Fq0kT9IGBnn1Vl4vc99/nyBszwO1GFxCAuXlzTE2bYAgORrFYUMutlK1ZQ/mGDZ4stjOhDwrCq3lzDCEhGCIi8O3VC+8unSW4Vg9Uh4OSv/7CcfAQ3l274NW8eaV/F26bjZLFi8n/8kvKlq84vkFR8O3Zk6A7bsfn0ktr7f1TXS5cRUWU/PY7OW+/jePwYQDM7dtpAbQePTx9PFxymKmrp7IobREAMb4xPNn9SbpHd6/UbtnatRy4418oZjPN/liCPiCg4vOqKvuHDMG6cRPBI0YQMeFRoOb3EBJIkxssIYQQQtSQ3EM0fPIeiQuJIyuLzGeeoWTRYgAs7dvTaMYbGMPDcVutFH73PQVffYV182btAKMR/6v7E3znnVjatq3Hnp9c8e+/kz7+UdwlJejDQgm+/Xb8+vUj/7PPPBlrAJZOnWj0yssYo6MrHO/MzyfnrbfJ/+yzSsMnjbGxmOLisO3dizMjw7PeKykJvz59MISGog8KQtFrQQDrtm0UL1zoyebS+flhio3FktIJn65dsXTocMphsPmffkrm5CkA+PbpQ6NXXkbn7V3tMbXBbbNh37sX2+7dqHYHflf2RX+a17yytWs5PH48zvSMavfT+fpijInBGB2tLY0a/eP3aFS7Hfv+/dgPpOHKz8OVn49t9x7K1q1DLS+v1J4xOhr/a6/Fu2sXvJOTa1zgXZw+VVWxbd9Owfz5FP34P1x5eZ5thugoLO3aYwgLQ+ftTfnGjZSvX+8ZTomi4N25M379rsKv75UYI8Lrtq92O0W//Io+KAifS44H0ErsJby/+X0+3vYxdrcdg2JgWOth/Lv9v7EYLCc9733XXY9t1y4iHptE8NChFbaX/LWMg3ffjeLlReLiRRhCQwEJpFVLbrCEEEIIcSbkHqLhk/dInGuqqlL8yy/kfzIPxWzGq1kzzC1b4NO9e4VsK3dZGYrFUuN6VKV//82hh8Zq9YgMBkLuHkno/fdXOTzTunMntu3b8e7eHWN43X7ZrQ22ffs4NGZMhQy6Y/yvuYaSJUtwl5ai8/Mjaspk/K++GlVVKfjiS7KnTvXUaPLu2hWfbl0xt2mLuU3rCsXzHVnZ5H86j/y5H+EuK6u+Q4pSYXjZP+kDA/FKTCTsP2Px7tSpwrbCH34gfbyWyRJ0551ETJyAotefzktR79x2u1Y8fu9ebPv24S4qwl2mBb8sye3x7tIVU0L8GdVRU+12yrduxXHoEM6cXGy7d1H8y6/aUMBj9HqMMY0wRkZhjIzEEB2l/R599HFkJKrNhjM3T/tM+PqgDwhA7++PYjZ7+qU6nbjLy1GdTlBVbftFWLdNVVXs+/dj27kLW+oOihcuwrZrl2e7PiQEc8uWlK1d6xk+eSJDZCQBgwcReONNmGIanauuV2ld1jomLJ1AZmkm/D979x0nVXU+fvwzvZftfZelVwFRESxYEFQsWGISExVjjzE/E02M+cao0cQYTaIpmqaiUROjsXcRsBJFBemwlC1sb7PT+/n9MezIsMuywFIWnrfOa3Zum3PvYWeefe4pwNSiqfz46B8zMmvkLvftTnIbhw5l6GuvZvwbrvn2JQQ/+4zsyy6l4NZb08slkdYHCbCEEEIIsSckhjj4SR2J/SHh9xPdUk1k00Y6n3yK8KpVvW5nnjABXXYWkbXriLe0oC8qwn78cdhOPBH7iSeiNZl63c/z3//SfsKP9gABAABJREFUePsdEI9jnjCBorvvxjxq1384DibJUAjvm2/hffVVAkuWoHU4KL7nHhynnEy0ro6Gm3+UHpfJNXcu8bY2Ah9+CIBp7BgKfvxjbMceu8v3iXd20vXf/xKtqSXe1kbC40knzfT5+Thmnop9xgw0BgOxhgYiGzYQ+ORTgp9+SrS6Or2t1uVi6AvPp1vI+RYuYusNN0AiQda3v03B//30kJxAYaAlw2F8C94l8MH7BJd+lp4IYU9oDAa0DgcqHO6RLNXl5pL19a+T9Y2vZyS0BwulFEmfDxWPp2a13EVXSpVI4Hv7bdr++rf0+HfdNEYj9lNPwXXuudiPOw6NwUAyHCb4ySdEa2qIt7aS6PJiGj0K27HHYqysPOD/lhPJBH9b+Tf+8uVfSKokpfZSbjnmFmaUzuh32RL+ABtPPJFkMEj5/PnpcdZCK1dS/bWLQK9n+LsLMBQUpPeRRFofJMASQgghxJ6QGOLgJ3Uk9hWlFIGPPqZj/vx0Qqeb1mole95l6AsKiVRVEVq2jPDq1X0eT2u345g9i6xvfBPLhPHp92h98EHa//JXAJxnnUXRr355wCYJ2F/inZ1oDAZ0dnt6mYrFaHv4Ydr+8tf0WGAak4n8H/6ArEsu2S9jbCVDIaJbttD489sJr1qFZfJkKp54HM9//0vzL3+FisVwnXsuRff8Ssb82kPpmUWbmog1NBJraiTe2ESssZFYUxPJri7QaNBlZaG12Uj6/SS8Xkgk+vcGBgOW8eOxHHEElolHYD5iIoaS4gOeKFLJJOGVKwl8+inhFSsJr15NMhRKjWeo0ZDo7PxqbDqdDn1ODoaSEowVFRgryjGUl2MsryDh8RD4+GN8C98lVlMLpBJnppEjMY0ciWXyJJyzZ+92t98DqSnQxK0f3MpnzZ8BcNbQs/jZsT/DZtj9LsCNd9yB59/P4Jg9m9IHHwCg/oc/xPv6G7jOPZfie3+dsb0k0vogAZYQQggh9oTEEAc/qSMx0JKRCN5XXqHj8cczZkbU5eZiGjIEy6SJZF9+OfqcnIz9Yi0tBD78CBUJYxo1GuOQCsKr1+D/4H18CxZ8NS6VVkvutdeSc+UVNP78dryvvgpAznXXkvf97x/wP/gPtODSpTTe9nN0uTkU/eIXmIYO3e9liNbVseW880n6/RiHDiW6eTMAjjNOp+S++w7LLoT7SzIcRmMwZHSZVUqRDARJertI+PxoLWa0DgdaqzW1XTKJb8ECOv75JKFly3ocU5ebi+O0meRdf316bKx9LdbSQmT9BqJbthBevw7/e+9/NVnIANG6XGRfcgnZ3/5WxuQSg0UsEePd2ne5+5O76Yp0YdFbuO3Y2zh72Nl7fMzw+vVsOXcu6HSU/umPmEaMZNPs2ZBIUPniC5hHj87YXhJpfZAASwghhBB7QmKIg5/UkRhInf/+N61/+GN6gG6t1YrrwgvIvuQSjGVle3xclUwS+vxzOp5+Gt8bb6aObbenxo7S6ym68w7cF1wwIOcgBob3zbeov/HG1Audjvwf/pDs71x+2Cc6D3bR6urUIPpffknoyxWE169PT1KhtVrJufoqsr75zR6zOu6thNdLZP16AkuX4n93Ya8tVLU2G7bp07FMmoh5/AT02VmoWAyVSKLPzkKXm4tGqyXe0UG8pYXY1q1Ea2qI1tQSra0lWluD1mDEeuyx2KZPx37SSejsg2vihlgixsK6hbxV/RYf1X9EMJ7qojsmewz3zbiPCmfFXr9Hw60/peuFF9CYTFinTCHw8cfYpk+j/NFHe2wribQ+SIAlhBBCiD0hMcTBT+pIDJT2Rx6h5b77gdTsdtnfvgT31y5E53AM6Pt0vfoaTXfcQdLvR2u3U/qHB7FNnz6g7yEGRttf/oLv3YUU3PJjrEcddaCLI/ZAMhwm+NnntD74YMZst/YTT8Rx8kno8/LQZWdjGjp0t2YTVbEYwc+/wLdgAf733ydWW5u5gUaDcdhQTJWVGIdUYj12Krajj0ZziHfb3pnNXZt5ZdMrvFD1Au3h9vTyXEsu5w0/j2snXotRNzDXRsVibL3h+/gXL04vK/v737GfcHyPbSWR1gcJsIQQQgixJySGOPhJHYmB0D5/Pi2/vheA3OuvJ/e6a/dp973o1nq6XngB55lnYBo2bJ+9jxAiRSWTeF97nfa//53Ihg09NzAYsE6ahG36NEyjR2MaPhyNTpeaIbeqilhtHbH6rcQaGkl0dqbGbdshtaIvLsIybhz2k07CPmPGfutGerAIx8OsaF3B0ualbOnagklnwqK3sKJ1BWs71qa3y7XkMnf4XGaWz2RMzhi0moEfbzAZDlN31dUEly7FNGIElS+/1GtrUkmk9UECLCGEEELsCYkhDn57UkfJYJB4R+dBMQC1ODCUUvgWLCDw4UeEV64kvGYNALnf/S5537/hAJdOCLEvhddvwPvaa4RXrybe2ZGaxbJ198cv07lc2E85BcdpM7FOmTLg3UX3tXgyTiAWIBAL4I/5U89RP4F4AG/ES2uoleZAM56Ih3A8TCQRwagz4jQ6MevNeCNeOiOdeCIeOsOdeKPenb6XXqNnesl0zht+HjPKZmDQGvb5+SX8fjqfehr7ySdhHtn7LMj9jSFkVEQhhBBCCHHYidXX0/a3vxP64nMimzZDMol53Diy583Defrs1Mxp4rCgkkmaf3UPnU8+mbE857pryb3heweoVEKI/cU8aiTmUV8lVpRSxGprCXz8McHPPieycSPRzZtRSmGqHIJpxAiMQyoxlJVhKC5Gn5ONzu1Gl5WVMSnCroTjYTrDnXSEO+gId5BUSfRaPVqNllgyRjgeBsBmsGEz2LAb7NiNdqwGKza9DZ029V6xZAx/1I8v6sMX86Wetz06wh20h9pTj3A7baE2/DE/Rq0Rk85EXMVTybJYgHAiPLAXFsi35HNU4VGMzRlLQiUIxAIUWAs4reI0ssxZA/5+fdHZ7eRec/WAHEtapMndZCGEEEL0k8QQB7/uOvK0teHaYRZFSM3A2PHYY7T95a+o8HZ/NGi1kEymfrTbMY8ejXncWCxTpmA79lh0Ut+HJBWN0vCTW/G+/joAWRd/E+sxU7FMPAJDUdEBLp0QojdJlSSSiBCKhwjHw+nnYDxIOB4mnAij0+iwG+zYDDa0Gi0ajQYNqRbHGo0Gi86Cw+jAbrSj1+66fZGKx0GpHjdZlFLEkjFC8RCheIhgPEgoFqIz0pmRJOsId/R4HYqH9uo6WPQWgL0+zo5MOlNG8q77Od+aT741nyxzFha9BZPORCQRwRv1Eo6HcZlcZJmycJvdGc+DqaW3tEgTQgghhBCHrY2nziR/6lT0hYWoeIxkMEh002aiW7agYjEArEcfTfbll2MePw6NwYDnmWfoeOopEq1tBD/7jOBnn8HjT4BWi2XiRNwXXojzrDloTaYDfHZiIAQ++ZSW++4jvGoV6PUU33MPrrPPOtDFEmJQSyQTRJNRookokUSESCKS/jmaiGb83GN9MnNZNBElHA/THm6nJdhCR7iDYCw44C2nLPpUUs2sM5NUSRSKhEqQVMkeD6VS6xSKRDJBQqUee0qv1ZNtzibbnI1eoyeWjJFQCYw6I2adGSDd3bK7y2UsmfoO2zGBZtVbcRgdOIwOnEYnDqMDl8lFjiWHXHMuuZbUw260E0vGiMQj6LX6VKLMaMduSLV22x/dLAc7aZEmdxeFEEII0U8SQxz8uuvo0+EjsO+ki42+oID8m2/GedacHnfKVTxOZNMmwmvWEl65ksD//kd08+b0ep3bnRo0Oi8XXU4ulgnjsRxxxGE789pgo5QitGw5bX95mMD7HwCgtdkoefBB7Mcfd4BLJ8S+FYwF8cf8KKXQarS4TW4Mup5Jk0QyQSgeojPcmdGyavufu8fB6m5Z1Z0Aiyfj+/WcTDoTZr0Zi96CWbftWW8moRLpLotJlWptrFAopVCodAu2gaTX6rHoLVj0FrJMWWSZU48ccw5Z5iyyzdk9XtsN9t1usRVNRNPjlwG71bJO9E0mG+iDBMFCCCGE2BMSQxz8uuuo6X//Q792LclAAI3egMZkxFhRgWnECAzFxWi0/Z8VLNbYSNerr9L5r38Rb2jssV5jtWIaNoyEx0O8rQ2tyYShpARDcXHquaQEndNBostLwuvFNHw49lNORivJt92ilEp1rdqu7lQsRryjE31uzk7HJkolRzcTWvElnmefI7xiRWqFTof7oq+R993vos/L2x+nIMQBsaFzA/9c809e2/xaujVTN6fRiUVvyWgpFlcDkwzTa/QYdamxuIw6Y8bP2z9nLNP23C7LnEW+NZ9cSy5WvTWdrDLrzXs1w2MsGSMQDeCL+vDGvETiEbQaLVqNFp1Gh0aj6fVZixatVosWLTqtLp3Ik5Zcg98BT6T98pe/5LXXXmP58uUYjUY8Hs8u91FKcfvtt/P3v/8dj8fDcccdx8MPP8yIESPS23R0dHDDDTfwyiuvoNVqueCCC3jwwQex2+39LpsEwUIIIYTYExJDfGV3Y7KOjg5uv/123n77bWpra8nLy2Pu3LncdddduLab2ay3O/P/+te/+MY3vtGvcu3LOlLxOP4PPiCyoYpERzuxxiaCn31GoqNjt4+lc7lwzpmD9ZhjMI8fP+hnDE2Gw8Tb2kkG/GiMRrRmMwmPh2hNDbGtW0GrQ2sxo7Xb0ecXYCgqRKPXkwyHSQZDqHCIZCiMRqdNJR+LilDxOPHWViKbNuNftAjf4kUku7wYhwzBWFFBrLmZyLp1qGgUjTGVKNVlZ4NSqGSCZCBI0usl3taGikTSZdUYDDjPOZucK6/EVFl5AK+aEPuGUoot3i0srlvMotpFLG9dnl6n0+jQoEl3T+yLWWdOt6rKMmeRbcr+6mdzdrrVld1g75EgM+qM0kJKDDoHfIy0aDTK1772NaZNm8YjjzzSr31+85vf8Ic//IHHH3+cyspKbrvtNmbPns2aNWswm1P9g7/1rW/R2NjIO++8QywW4/LLL+fqq6/m6aef3lenIoQQQgghdrC7MVlDQwMNDQ3cf//9jB07lpqaGq699loaGhp47rnnMrZ97LHHOP3009Ov3W73vjyVftPo9ThOPhnHySenl6lkksiGDUTr6tDn5KDPySEZjhCrr894JAN+tC4XWouVwMcfE29qovPpp+ncdr0MJSXk/b/v4zzrrN1qLbcvxTs7CX66lOBnnxGtriZWV0e8owOd240+Jwc0GuLtbSTa2kkGAvutXJENG4hs2JCxTEWjRKqqdrqP1mbDPGYM1mnHkvX1r6PPzd3XxRRiv1FKscmziXdr32V563JWt62mM9KZXq/VaDmt4jQuGXsJE/MmAqkB+70RL+3hdsKJMCZtZsswk96UHsxeCJFpn3ftnD9/PjfeeOMuW6QppSguLuamm27i5ptvBqCrq4uCggLmz5/PN77xDdauXcvYsWNZunQpRx11FABvvvkmZ555Jlu3bqW4uLhfZZK7yUIIIYTYExJDpAxUTPbss8/y7W9/m0AggF6fur+r0Wh44YUXmDt37h6VbTDUkUokCHy8BN877xBetYpwVRVsmwDBPG4cOVdfjf3EE9BaDswfsaEvv6Tld78n+Mknu7WfxmBA63CgolGSkQg6mw3jkCEYyspAAyocIdHVRby5mVhzM8TjaKxWtGYzWosFjcWCikaJ1denZ1TVWCwYCguxTZuG/ZRTMJaXEd2yhWhNDfrcXMzjxmEoKSHW2Eh0yxYSXh8arQa0WrQ2OzqnA112NoaSkoMmQTkYdY8xtTfd6MTe6Qx3sr5zPc2BZroiXXijXroiXXRFu1jXsY4tXVsytjdoDRxdeDQnl53MyWUnU2ArOEAlF2LwOOAt0nbXli1baGpqYubMmellLpeLqVOnsmTJEr7xjW+wZMkS3G53OmADmDlzJlqtlk8++YTzzjvvQBRdCCGEEOKwMlAxWXeg2p1E63b99ddz5ZVXMnToUK699louv/zyQd3tcUcanQ77CcdjP+F4AJKhEB2PP0H73/5GePVq6v/f/0NjsWA75hg0ZjMqEUcFgyQ8XSR8PgzFxZjHj8M8ciRaux2N2YyhuBjjkCEZ1ykZieBbsADvq68Ra26CWByVSKDicVQ8hs7pSpXj5JPRGAxEN2/G9+5CfG+/nT6GacQIrFOnYh49CkNpGfrcnG1jwbUDCn1ODrqcXPS5OWgdjgGpJ6UUic7OVBdRm63HMY3l5T32MZaVYSwr2+v3Ppwppfig/gOeWPMEdd46wolwatbERJh4Mo5Fb+G44uM4uTyVmHEYHQe6yIcUpRQd4Q5qvDXpR2OgkeZgM3W+OlqCLX3ub9AamFY8jeOKj+OIvCMYmTUSo07GYRRiXzhoEmlNTU0AFBRkZsoLCgrS65qamsjPz89Yr9fryc7OTm/Tm0gkQmS7cRG8Xu9AFVsIIYQQ4rCzpzHZ9tra2rjrrru4+uqrM5b/4he/4JRTTsFqtfL222/z3e9+F7/fz/e///1ej3MoxHlai4Xca6/BfeEFdMyfj/f1N4g1NOB/771et4/V1fXaWkzncmEePx70OpKBAJENVST7uB7xhkYi69bR/vd/ZK7QaHCddx5537seQz9bFw4kjUaDPjt7v7/v4SqRTPBO7Tv8Y8U/WN+5fqfbheIhFtQuYEHtAtwmN//vyP/HecPPQ6ftfZIH8RWlFP6YH0/EgzfiTc14Gelkq28rNd4aqruqqfHW4Iv5+jxOuaOcUkcpLpMLp9GJy+TCZXRRYCtgevF0SW4KsZ/sViLtJz/5Cffee2+f26xdu5bRo0fvVaEG2j333MOdd955oIshhBBCCHFQ62+st7e8Xi9z5sxh7Nix3HHHHRnrbrvttvTPkydPJhAIcN999+00kXYoxXn63Fzyb76ZvJtuIrx6DaEvlwOg0enRWszo3G60NhvR6mpCq1cT3VKNCoVIBoNEa2tJdHUR+OijzGMWF+GeOxfL5Mlo9HrQ6VKzmBr0RGtq8S9aRODDD8FowFQ5FNPwYbi//g3Mo0YegCsg9rVYIsbSpqW0hFowaA14o16eXvs01d5qAKx6K18f9XVOrTgVi96SnlHRpDPREGhgUe0i3qx+kxpvDXcuuZOn1z2N0+ikLdSGQWvguOLjmFE2gyPzjzxsE2yd4U6WNCzhf43/o8ZbQ1OgiZZgS79mwtSgodheTIWzgnJHOSX2EgpsBRTZihiRNQKbwbYfzkAIsSu7NUZaa2sr7e3tfW4zdOhQjNtN5d3fMdI2b97MsGHDWLZsGZMmTUovnzFjBpMmTeLBBx/k0Ucf5aabbqKz86uBE+PxOGazmWeffXan3Qh6u1NZVlZ2UI+dIfa/eCLJsjoPbb4ISQUJpUgmFUml8EfiNHjCtPjCDMuzc87EYsqyrQe6yEIIIfazwTD+1t7ob6z35JNP7lFMBuDz+Zg9ezZWq5VXX301PaHUzrz22mucddZZhMNhTCZTj/US56WoaJTw+g2E161Fo9WhtVnR5+djmTRJxgY7zPmjfj5q+IhFdYt4r+49/DF/j22cRiffHvNtLh5zMS6Tq5ejfCWWjPHvdf/moeUP9XosgCHOIdw45UZOKTvlkOqWvTPRRJR3a9/luQ3PsbRp6U5nw7ToLTiNTtwmN26TmyJ7ERXOCoY4h6SSZ85yTLqen3NCiP1jn4yRlpeXR15e3l4XrjeVlZUUFhby7rvvphNpXq+XTz75hOuuuw6AadOm4fF4+Pzzz5kyZQoACxcuJJlMMnXq1J0e22Qy9Rp4CQGwrLaT/36xlTdXNdHmj/Zrn/veWs+UiiyuOmEos8YWoNUe+gGCEEKIQ19/Y709jcm8Xi+zZ8/GZDLx8ssv7zKJBrB8+XKysrJ2GstJnJeiMRqxTBiPZcL4A10UcRBo8DewuG4xi+sWs7R5KfHkV62h8ix5jMweSTwZRynF8SXHc9Goi/rd2smgNXDJ2Es4o/IMFtctxmawkWfJoy3cxvt177N462KqvdXcuOhGxueMZ3jWcOwGO5WuSuYMnXNItara0rWF/274Ly9teglPxJNePjJrJMcVH8fYnLEU2goptBXiNrkx63f9mSeEOPjts1k7a2tr6ejo4OWXX+a+++7jgw8+AGD48OHY7XYARo8ezT333JO+a3nvvffy61//mscff5zKykpuu+02VqxYwZo1a9KB1hlnnEFzczN/+ctf0lOtH3XUUTudar03h/rd5INBJJ7grdXNrG/y0uyN0BGI4rIYKHCaKXSaKHCaKXCZ0QDecJxQNEFploWheTasxr0fuk8pRV1HCLtZT5bVkL4TFk8k6QzGaA9EWN/k4/GPq/mi1pPez201MDzPjlarQafRoNNq0GjAatRR5LKQYzPyvy3tfLypne7fnNGFDq48YShTK7MpzbIM2rtuVc0+1jX5OKYymwKnfMkLIURvJIb4yq5isvr6ek499VSeeOIJjjnmGLxeL7NmzSIYDPLCCy9gs331x3ReXh46nY5XXnmF5uZmjj32WMxmM++88w4333wzN998c7+7b0odiUNdMBakKdCERW/BoregUEQSEZqDzby/9X0W1y1mQ+eGjH2GOIcwo3QGMytmckTeEft09k1/1M9jqx/jidVPEE6EM9bZDXbOG3Eec4fPZYR7xIBNThGKh4gmosRVnEQyQUKlHkatkWxLNgatYaf7x5IxOkIdRBNREipBUiXTzxqNJt21Nd+aj1ajRSnFJ02f8I8V/+CTpq/GKiywFnDBiAuYO3wuRfaivT4vIcT+198YYp8l0ubNm8fjjz/eY/miRYs46aSTUm+u0fDYY48xb948IPUhePvtt/O3v/0Nj8fD8ccfz0MPPcTIkV+N0dDR0cH3vvc9XnnlFbRaLRdccAF/+MMf0sm5/pAAK6XFG6ahK4xeq8Gg01KRY8Vs2LuxDFq8Yf69tI5//q+GVl9k1zv0osRtYVi+nWF5NiaWupk2LCed2AlG43QEovjCcfyROL5wDF84TjSeJNdhIs9uYlltJ099Usu6ptRgnQ6znly7CU8wiicUY8d/8UadlrOOKOLcySVMH5aDQbfrwKLZG+afS2qY/3E1/shXd/hy7UZOHJnH2ROLOX54br+OdaA1doX47dsb+O8XW9PX5ohSF8cPz+WIUjeTytwUuiSxJoQQIDHE9nYVk1VXV1NZWZmO/RYvXszJJ5/c67G2bNnCkCFDePPNN7n11lvZuHEjSimGDx/Oddddx1VXXYW2n90TpY7EoSipkixrWcbzVc/zTs07hOKhPrfXarRMypvEyWUnM6NsBpWuyv1U0q+0BFtYXLcYb9SLN+JlUd2i9FhsACX2Ek4oOYFyZzn51nyCsSBVniqqu6rRaXSpRKHBglVvxaK3EE1E6Yp20RXZ7rHtdSwZ22k5NGhwm9yY9CY03f9pUs/BeJCOcEe/zsdhdHBE7hH4Y36+bP0SSF3nE0pO4Gsjv8ZxJceh1x40c/kJIfbAAU+kHcwO1wArkVS8t6GFV79sZGlNB3UdmV/ATrOe8yaXcNHRZYwudKLbobui2jZWWCiWINtqRK/TkkgqNjT7WFrdwWsrGvm0uiOdjCl0mjltbAFFbjPZViOeUIymrjDN3jBN3jAt3ggaDTjMBox6LXUdQToCvXetLHSa8UfiGUmrXdFrNcSTPf95azSQZTWSazdy+rhCvj2tgnzHniWKPMEoj31UzeINraxp6CKW+Or9HGY9E0pcjCt2cvSQbE4cmbdXicpQNEFXKEaO3dhngk4phScYY22Tl2W1HlZs9dDii9AZiBKJJ6nIsTIsz040nmRtk5f1Tb50uYfn29nU6u+RbBxV4GD2+EJmjS1gbJFTurIK0Q8dgSjLajvZ2OJPf345THoqcmxU5FjJd5jJdRgHpBWu2H8O1xhiMJE6EoeKWCKWHtvs/a3v0xZqS6+zGWzEEjGiyVTsrNfqsRvsHF14NCeXncwJJSfgNrsPUMl7l1RJPqr/iP9s+A8f13+cLvtA02v06LQ6tBptupXZrug0Oow6IzqNDp1Wh06T2j+pkkQTUULxUMZxjFojF468kHnj5knrMyEOIZJI68PhFGAppVjX5OO1FY089/lWmrxfNa/WalIJqqSCQDSOL/xVksqo11KZY8NlMdAZjNIZjNEViqYTLloN5DlM+MJxgtHML6cjy91cNn0IZ04o2u0WWR2BKJta/Wxq8bOh2c/S6g5WNXRlJHaMOi0Os37bw4DDrEev09Lmi9DsDZPnMPH1o8s4f3IpJoOW2m0JumybkWybkSyrsUeScCCEYwmW13l4fWUjr69s7DHemt2kZ+aYfCaUuinNslDssuCyGHBZDMSTSTyhGJ5t19kTjNHYFWZdk4+qZh/1nlC6frQaKHJZyHeasJv0WAw6Yokk/kicrlCM+s4QgeiuA4btHT0ki5+eOYbJ5Vm0+MIsXtfKF7WdfLm1iw3NPhLbJSSdZj3HVGYzLN9OltVIjs3I5PIshuXZBm23VnH4CkbjbGkLYDHocFkM6HVavKEYXaFY+rnNH2FTa4BNrX66QjF0Wg16rYYcm4kitxm3xYgvHEt/TnYGY7T6ItR2BPtVBqNei9Wow2JIPUwGHQ6znhkj82Rik4PQ4RRDDFZSR+JAaA+18/qW19FpdJQ6SilzlFHhrNijLpRr2tfwQtULvFn9Zsa4W1a9ldlDZnP+iPOZmDcRjUZDPBlHq9Hu066a+0IwFmRJwxK+aPmC5mAzLcEWjDojI9wjGOoeihYtoXiIYDxIKB4iFA9h0BpwmVzpwfpdJlfqYUw9m/XmHtchqZJ4Ih5ag63EkjGUUnT/B2DWmcmz5uE2ufu8hrFkjA2dG1jRuoJQPMTZQ88mz7pvxg4XQhw4kkjrw+EQYEXjSZ5YUs2T/6uhuv2rP+ayrAbmTi7h5FH5TC534zCnxgtIJBUfbmzjmaW1LFjbQjSe3OmxNRoyElt2k54jSl2cPCqfMyYUUpo1sH/0dYVibGzx47YayHekkkcHe8ImnkiyrsnH6oYuVtZ38e7aFhq7wrvecRe0GuilkV2vStwWJpenumaWZVvJtqUSiNVtqYSAXqtlTJGTMUUOyrOtO72mXcEY765r5s1VTXy8qX2nrQILnCaOHpLN6EIHIwscHDUkm2ybsddtRd+6x/hb2+QFwGLQoddpCMcSBKMJlEolX4x6LSZd6lmvS43ZAWAx6nBbjLithr3urj3YxRJJmrrCeMMxgtEE7f4I1e1BatoDrNjaxbqmzETxQBuWZ2N8iQuXxYDVqKcrFKOmPUBtR5BWX4RIH5+13UYXOhhR4GBYno2TR+Uzscy9z8ordu1wiCEGO6kjsb+E42Hq/fW8UPUC/9nwnx7dLe0GO+Nzx+M0OmkKNtEabEWDBpM+NeaWUWfErDOTY86h0l2Jy+jitc2vsaJtRfoYuZZcTqs4jZPKTuKogqMw6iS2EkKIfUUSaX04lAOsZFLxwcY2fvHKaja1BgAw6bXM2DZu16xxBZj0ff9hnUgq6jtDbGr1E4wmyLIacFuNZNkMZFlT3Qrb/RGavGEsBh1D8+z7pIXXoSSZVCyr6+TdtS3UtAfZ6gnR3BWmKxQjFEu1HnOa9bishnQCJNduYmSBg1GFdsqzbRQ4TdiMetr8Eeo6g7T6ooRicQKRBEadFvu2VnrFbgslbss+SaDEE0lWN3j5dEsHjV1hPKEo9Z0hltV5eiRftRo4ekg2J4/OJ9duwmbU0eKL8GWdh9UNXjqDUYLRBDqthlNG53POxGKOKHWhAA2QbTPuVcK01Rfh/Q2tbG7z4w2lxtPzhuN4QzEC0QS9ffSZDDqsBh02kw6LUY/NqMNi1GEz6rEYdSSSilgiSTSRJBZP/eyyGCjLtlDkshBPJglGE2jQUOgyU+w2k2U19lkXkXiCTS0B1jV5WdfkY22jl1X1XXQGdz7Wx+4wG7S4LUbynSZGFzoYU+Qk127CoEu1ghqaZ6PEPfCTZCS3Jaf2pBtwmz/Ce+tbWdXQRW17kLrOYK/JfY0mNRlI98Qg2u5nrQadBtoDUbZ2hnaZKMuyGognFL5tSWKzQYvTnGot6rQYyLIaqMy1MTzfTq7dRCKpiCcVrb4IDV0huoKxVOtSa+oz0m0xkGUzMrrQgdu68z94urvLe4IxIvEEoWiScDxBKJpga2eI11Y2sGRTe4/k+dFDsrji+KHMHJOPfhCMw3ioOZRjiEOF1JHYl6o6q/j3un+zqG4RraHWjHVjc8ZSZCui3l9Pjbdml+OY7Yxeq+e08tM4d/i5TC2aKuNuCSHEfiKJtD4cCgFWPJHc9kdikDWNPtY0eFnbmBrvqjsxk2MzctOsUZw7qRibSb6AD1bReBKdVjOok5HhWILPazpZsa0r6OqGLjY0+/fqmENyrMweX8hpYwoYU+RM/xuOJZJ0BKJYjTrsJj3xpKK2I8jm1gCbW/1sbg2wurGLVfXegTi1AbFjd2SDTkM4liQUS1DXEex1LD+DTsOoQgdGnZZQLEkskUx1/TPq0ADRRJJofNsjkSSeUHTnwkLRBJ5QrN8trWxGHWOLnUytzOHYoTlMqcjCYuyZ/FNK0R6IphLA0QSdwSg17UFqO1ItvGrag9R7QoRjCWIJle4CXug0U+gyb3u2UJZtYUiODYtRR6MnTIMnRL0nRIMnxIZmHyvqu3qM07c3jHotLosBu0mPy2KgIsdKRY6NUQUOjqxwU+SyAKnP1YRSu7zZsD+1+MJ8WdfFplY/q+q7eGt1U7qLfYHTxNemlDF3cjHD8uwHfUvdQ8WhEEMc6qSOxL6wtGkpDy1/iM+aP8tYbtVbGZszlu+M/w7Hlxz/1UzxyTibPJtY0baCcDxMka2IfGs+AJFEhGgiSjgRJhKP0BhoZEvXFpqCTRxbdCxzh88l15K7389RCCEOd5JI68NgDbDWNXl59rOtvLGykUZveKd/aFoMOr5xTBk3zhyJy7LzqZ6F2JfqOoK8vaaZL2o68UfiBCJxHGY9E8vcHFHqosBpxmbU0+qP8NqKRl5b2djnTK8l7lSyo7ErlG6ho9Nq0ECviSiA8SVOjizPwr2tZZFz25h6NpMe7Q5JB4UiHEsSjKbG/QtGEwQjcYKxVAuhYDSOTqvFqEvNcmvQazFoNXQEo9R1hGjqCqfHuoonFU1dqUk1+pPMcpr1jC5yMqbQwegiJ2OLnIwucuxVQmf71k5doRh1HUHWNqZavXnDMWIJhTcUo7o9kDFJBqSSeBNL3RxR6kajSSV7azuCrG7o6jH2374yrtjJsUNzGJpnozzbirWXxF5SpVrQJpOKhFKpn5UikUwtd1sNDMmxke8wHTITZDR7wzz+cTX/+rQ2o9Vijs3IlIosit0WnGY9bquRYfl2RhbYsZtSXUqD0QRFLnO6S/+eUkqh1J61NjwUDNYY4nAidSQG0tr2tfz+89+zpHEJkBqU/pTyU7hw5IWMzR6Ly+SSGxlCCHGIkERaHwZLgBWNJ/l0SwfvV7Xy3vpW1jf7MtZrNVDgNDOq0MHYIue28a6cVObaBnXrJnF46v4o0mg0BCJxFq1v4Y1VTXy6paNHgm3HseKsRh2VuTaG5tkZuq0L3tSh2Xs8G+tASSRTySxfOLbtOfVzLKEwG3SY9FrKs60UucwHLAiPJZJUtwVYVuvhf5vbWbK5vc/x/DQacJj0WI2pFnbl2VbKc6yUZ1upyLFSlmXFZtJj1GuJJ1R6lt5mb5jGrjCNnhC1HalWbOFYkiKXmWK3ZVuXZDOlWVamDcuhwHlg6+5gF4knWLCmhWc+q+N/m9v7HNdyR0UuMyMKHIzIt6ceBXaG5zt6vfESiib4rKaDD6vaWFbroaErRIs3QlIpitxmStwWStxWSrMslGRZKM2yUOq2UuQ27/ZkM4PFYIkhDmdSR2IgxJNx/r7y7/z1y7+SUAn0Wj0XjLiAKydcSaGt8EAXTwghxD4gibQ+HMwBViSe4NMtHby2opE3VjXRFfqqxYFBp+HU0QVcOKWUI8pc5NhMkjATh4XOQJSqFj86LZRlWcm1m4gmkni2tcgpcJrkbvAA6Z7o4H+b29nQ7EO/bTKDPLuR8SUuRhc6e+32KQ6cSDzBqvoultV66AhE8YXjtPkjVLX4qW4LEE8qjDotZoMWb7j3yUIg1Q3XYdZj1qfGA2zxhfd4rL7uGz2lWakxG0uzrOlEW4nbQlm2ddAm2g7mGEKkSB2JPbGlawuL6xbTHmonoRIsb1nOqvZVAJxWcRo/nPJDSh2lB7aQQggh9ilJpPXhYAuwwrEE//1iK2+uamJpdQfh2FctC3LtJk4alceJI/M4cURunwNXCyGEENuLJZIkkio94UVXMMbGVh9VzX42NPupavGxscXfZyvEQqeZ40fkMm1oDkNyrRQ4zei0Guo7Q2ztTI1vt7UzmPq5M8RWT2iXLeQsBh1TKrKYWpnNuBInIwsc+2TSi33hYIshRE9SR2JXlFI0BhpZ0baCla0r+bjhYzZ6NvbYzmFw8H/H/h9nVp45KD6fhBBC7J3+xhAyAv1+kkgqOoNR/OE4/si2RzjO6gYvTyyppj3w1bhDuXYTp43N5+yJxUytzJFWZ0IIIfaIQadl+0ljXVYDUyqymVKRnbGdNxyjpi1IIBonHEug1WgocJopcJpwWQy9/gFZ5LJw1JCe75lMKtoCkR6Jtu7XWztDhGIJPtzYxocb29L72Yw6RhQ4GFlgpzzbSr7DTIHLzDFDsqUVpBBit8WTcboiXXSGO2kPt9Pgb6Ax0MjajrWsbF1Je7g9Y3u9Vs/UoqmMcI9Ap9FhNVg5Z9g50o1TCCFED5JI2weSScX6Zh+fbG7ni1oPG5p9bGkLEOnjDn2J28Kl0yo4eXQ+I/Jl9jUhhBD7j9NsYEKpa0COpdVqyHeYyXeYmVye1WN9MqmoavHzyZZ2llZ3sqHJx+Y2P4FoguV1HpbXeTK2d5j1nDupmAuOLOWIUrfcXBLiMJRIJtjStYU1HWvoCHVg0BkwaA0EY0E6I510hjvpjHTiCXvSr73Rvmfv1mv0jMweyYTcCUzOn8wJpSfgNEoLRiGEELsmibQB4o/EeW99K++ubWbxhlY6Ar3PbGc36VMPc+o5y2pg7uQS5kwoQj9Ix4sRQggh+kur1TCq0MGoQgeXThsCfDXpxYZmPxuafTR4QrT4IlQ1+2joCvPk/2p58n+1OM16jh2aw+TyLEYV2gdVl1AhDgexRIz2cGqMsWQySVOwiQ2dG9jStQVf1EcwHiSWjGHQGjBqjcSTcQKxQOoRTz2jwGly4jK5iCaidIY7aQu1EU7svAv6zmjQ4DK5yDZnU2QrotBWSKWrkol5ExmdPRqzXia2EUIIsfskkbYXEknFgrXNvLS8nnfXtmS0OLMavxr/ZUyRk+H5dkrcFkmWCSGEEDsw6LSpmUQLHMyhKL08mVR8vKmdZz6rY/G6FrzhOG+vaebtNc3pbbbvEto9c++w/FT30ME6oYEQB6NoIkpjoJGWYAuRRIRIPEJrqJUabw3V3mpqvDXU++tJqv7PIrwzLaGWHsssegtjssdQbC8mlowRTUSxGqxkmbLIMm97mLJwm9xkm7Nxm924jC50WukaLoQQYmBJIm0PbWj2cct/V7Cs1pNeVplrY+aYfE4dU8CUiiwJ4IUQQoi9oNVqOH5ELsePyCWeSLKqwcuSTe2sbfSyodnHptaddwnVazUMzbPxtSllfP2YMpxmw4E5CSEGmXgyTo23hvUd61nfuZ4NnRvY0LmBlmDP5FZv9Fo9eo0ejUZDtjmbEVkjGO4eTpYpC6vBil6rTyfCDFoDVoMVm96G3WjHarCiQYMn4sEb8WLUGckyZ5FjzqHEXiJJMSGEEAeFw3rWzgXLt2Cw2OgMRmn1RQjHEkwfnsukUjfanYzB4gvH+Pv7m3n4vU3EEgq7Sc/FU8s5Z2Ix44qd0r1ECCGE2E+6u4Sub07NPrq5NcCmVj9b2gIEo4n0djajjouOLuPy6ZWU51j36j1lRsiDn9TRVxLJBDXeGjZ0bqA93E4oHiIYCxKMBwnFQySSCRxGBw6jg6ZAE+s717PJs4lIItLr8cw6MwW2Aix6CyadiSxTFkNcQ6hwVlDhrGCIcwi5llyJh4UQQgxK/Y0hDutEWtmN/0Fr6hlQF7nMTBuWQ4nbQqHLjMtiwGbSs6bBy98/2IwnGANg5ph87po7niKXZX+fghBCCCF2QilFkzfMe+tbeeTDLVS1+AHQauC0sQWcMjp/W3dQB3bT7jXOlyTNwe9wqaNYIkZXtAtv1Is34k09R710hjvZ6NnI+o71bPRs3GlSrC8WvYURWSMYlTWKUVmjGJk9kgpnBVmmLEmSCSGEOGRJIq0P3RfnxLtfxWJzkGU1kucwEU8meW99K4Ht7mL3ZmiejZtnjeKM8YUSTAghhBAHMaUUH1S18Y8Pt/D+htaMdVoNTCxzc+KIPI4dmsO4EmefXUCVUjS3d1KUl3PIJ2kGsz1JpAVjQTwRD0adEYveglln3ufdCJMqSTQRxRf1pZNg2yfEMn7e4bUv6iMUD/XrfbqTYkW2Iqx6K1aDNf0MpI+XY85hVPYoRmaNpMxRhlYjQ5QIIYQ4vEgirQ99XZxwLMFHG9tY1+SjsStEU1cYbzhOMBrHqNPy7WMrOGdisUwaIIQQQgwyVc0+nv18K2savFS1+Gj29mypU55tpTLXRmmWBYtBR21HkJr2IG3+CN5wjEgwQN0DF0ki7SDWHedd98p1FOcWY9aZ0Wg0aNCQ+l9DMBakKdBEU7CJxkAjXZGuHscx6UxY9BaMOiMmnQmTzoRRZ8SoNWLWm7EZbNgMNix6CzaDDYPWkOo6ua3bZDAWTL/u/rn7EUlEBmRQfg0a7EY7TqPzq4fJSaWrMtWaLHuUJMWEEEKIfupvIk0mG9iB2aDj1DEFnDqm4EAXRQghhBADaESBg5+eOSb9usET4v0NrXxQ1cbyOg/1nhC1HUFqO4IHsJRioCzeuhhde/9blRm0BmLJWPp1JBHZo26Ru0ur0eIwOjKSYQ6jA6cpMznW2892g10G4BdCCCH2M0mkCSGEEOKwVOy28I1jyvnGMeUAdAairG3ysrUjxNbOIIFogvJsK+U5VgqdqTFTNbEQxQ8c2HKL/rnpqJsI6oJEE1GUUihSnTAUCrPOTKGtMP0oshXhMDpQShFOhL9qPRYLEU1GiSai6cRaNBFNrw/EAgTjQQKxALFEDIvBglVvxaK3YDVse97WjbL75+6B+vVafXrWSmkxJoQQQgwekkgTQgghhACybEamD8uFYTvfxuuN7XylOKh8beTXdrv7rUajwaK3YNHLRFJCCCGE6J3c/hJCCCGEEEIIIYQQoh8kkSaEEEIIIYQQQgghRD9IIk0IIYQQQgghhBBCiH6QRJoQQgghhNhtHR0dfOtb38LpdOJ2u7niiivw+/197nPSSSeh0WgyHtdee23GNrW1tcyZMwer1Up+fj4/+tGPiMfj+/JUhBBCCCH6TSYbEEIIIYQQu+1b3/oWjY2NvPPOO8RiMS6//HKuvvpqnn766T73u+qqq/jFL36Rfm21WtM/JxIJ5syZQ2FhIR9//DGNjY1ceumlGAwGfvWrX+2zcxFCCCGE6C9JpAkhhBBCiN2ydu1a3nzzTZYuXcpRRx0FwB//+EfOPPNM7r//foqLi3e6r9VqpbCwsNd1b7/9NmvWrGHBggUUFBQwadIk7rrrLm655RbuuOMOjEbjPjkfIYQQQoj+kq6dQgghhBBityxZsgS3251OogHMnDkTrVbLJ5980ue+Tz31FLm5uYwfP55bb72VYDCYcdwJEyZQUFCQXjZ79my8Xi+rV68e+BMRQgghhNhN0iJNCCGEEELslqamJvLz8zOW6fV6srOzaWpq2ul+F198MRUVFRQXF7NixQpuueUW1q9fz/PPP58+7vZJNCD9emfHjUQiRCKR9Guv17tH5ySEEEII0R+SSBNCCCGEEAD85Cc/4d577+1zm7Vr1+7x8a+++ur0zxMmTKCoqIhTTz2VTZs2MWzYsD065j333MOdd965x2USQgghhNgdh2UiTSkFyB1LIYQQQuye7tihO5Y41Nx0003Mmzevz22GDh1KYWEhLS0tGcvj8TgdHR07Hf+sN1OnTgVg48aNDBs2jMLCQj799NOMbZqbmwF2etxbb72VH/7wh+nXXV1dlJeXS5wnhBBCiN3S3zjvsEyk+Xw+AMrKyg5wSYQQQggxGPl8Plwu14EuxoDLy8sjLy9vl9tNmzYNj8fD559/zpQpUwBYuHAhyWQynRzrj+XLlwNQVFSUPu4vf/lLWlpa0l1H33nnHZxOJ2PHju31GCaTCZPJlH7dHQRLnCeEEEKIPbGrOE+jDtVbqn1IJpM0NDTgcDjQaDRAKugqKyujrq4Op9N5gEs4cI4++miWLl16oIsxYKSeBgepp4Of1NHgIPV08FFK4fP5KC4uRqs9vOdsOuOMM2hubuYvf/kLsViMyy+/nKOOOoqnn34agPr6ek499VSeeOIJjjnmGDZt2sTTTz/NmWeeSU5ODitWrOAHP/gBpaWlvPfeewAkEgkmTZpEcXExv/nNb2hqauKSSy7hyiuv5Fe/+lW/yiVx3uAl9TQ4SD0NDodiPUkdDQ6DuZ76G+cdli3StFotpaWlva5zOp2H1D9inU53SJ1PN6mnwUHq6eAndTQ4SD0dXA7Flmh74qmnnuJ73/sep556KlqtlgsuuIA//OEP6fWxWIz169enZ+U0Go0sWLCABx54gEAgQFlZGRdccAE/+9nP0vvodDpeffVVrrvuOqZNm4bNZuOyyy7jF7/4Rb/LJXHe4Cf1NDhIPQ0Oh1I9SR0NDoO9nvoT5x2WibTDyfXXX3+giyD6QeppcJB6OvhJHQ0OUk+Hhuzs7HTrs94MGTIkY4yRsrKydMuzvlRUVPD6668PSBkPdfK7NDhIPQ0OUk8HP6mjweFwqKfDsmtnb7xeLy6Xi66urkGdPT3UST0NDlJPBz+po8FB6kmIgSG/S4OD1NPgIPU0OEg9Hfykjgavw3twj+2YTCZuv/32jMFqxcFH6mlwkHo6+EkdDQ5ST0IMDPldGhykngYHqafBQerp4Cd1NHhJizQhhBBCCCGEEEIIIfpBWqQJIYQQQgghhBBCCNEPkkgTQgghhBBCCCGEEKIfJJEmhBBCCCGEEEIIIUQ/SCJNCCGEEEIIIYQQQoh+OKQSae+//z5nn302xcXFaDQaXnzxxYz1zc3NzJs3j+LiYqxWK6effjpVVVU9jrNkyRJOOeUUbDYbTqeTE088kVAolF7f0dHBt771LZxOJ263myuuuAK/37+vT++Qsbf1VF1djUaj6fXx7LPPprerra1lzpw5WK1W8vPz+dGPfkQ8Ht9fpznoDcTvU1NTE5dccgmFhYXYbDaOPPJI/vvf/2ZsI79Pe24g6mjTpk2cd9555OXl4XQ6ueiii2hubs7YRupo79xzzz0cffTROBwO8vPzmTt3LuvXr8/YJhwOc/3115OTk4PdbueCCy7oUQ/9+UxbvHgxRx55JCaTieHDhzN//vx9fXpC7DcS5w0OEucNDhLnHfwkzhscJM47PB1SibRAIMDEiRP585//3GOdUoq5c+eyefNmXnrpJZYtW0ZFRQUzZ84kEAikt1uyZAmnn346s2bN4tNPP2Xp0qV873vfQ6v96lJ961vfYvXq1bzzzju8+uqrvP/++1x99dX75RwPBXtbT2VlZTQ2NmY87rzzTux2O2eccQYAiUSCOXPmEI1G+fjjj3n88ceZP38+P//5z/fruQ5mA/H7dOmll7J+/XpefvllVq5cyfnnn89FF13EsmXL0tvI79Oe29s6CgQCzJo1C41Gw8KFC/noo4+IRqOcffbZJJPJ9LGkjvbOe++9x/XXX8///vc/3nnnHWKxGLNmzcr4XfnBD37AK6+8wrPPPst7771HQ0MD559/fnp9fz7TtmzZwpw5czj55JNZvnw5N954I1deeSVvvfXWfj1fIfYVifMGB4nzBgeJ8w5+EucNDhLnHabUIQpQL7zwQvr1+vXrFaBWrVqVXpZIJFReXp76+9//nl42depU9bOf/Wynx12zZo0C1NKlS9PL3njjDaXRaFR9ff3AnsRhYE/raUeTJk1S3/nOd9KvX3/9daXValVTU1N62cMPP6ycTqeKRCIDexKHgT2tJ5vNpp544omMY2VnZ6e3kd+ngbMndfTWW28prVarurq60tt4PB6l0WjUO++8o5SSOtoXWlpaFKDee+89pVTqmhsMBvXss8+mt1m7dq0C1JIlS5RS/ftM+/GPf6zGjRuX8V5f//rX1ezZs/f1KQmx30mcNzhInDc4SJx38JM4b/CQOO/wcEi1SOtLJBIBwGw2p5dptVpMJhMffvghAC0tLXzyySfk5+czffp0CgoKmDFjRno9pO5kut1ujjrqqPSymTNnotVq+eSTT/bT2Ry6+lNPO/r8889Zvnw5V1xxRXrZkiVLmDBhAgUFBells2fPxuv1snr16n1U+sNHf+tp+vTpPPPMM3R0dJBMJvn3v/9NOBzmpJNOAuT3aV/qTx1FIhE0Gg0mkym9jdlsRqvVpreROhp4XV1dAGRnZwOpz7BYLMbMmTPT24wePZry8nKWLFkC9O8zbcmSJRnH6N6m+xhCHMokzhscJM4bHCTOO/hJnHfwkjjv8HDYJNK6/7HeeuutdHZ2Eo1Guffee9m6dSuNjY0AbN68GYA77riDq666ijfffJMjjzySU089Nd3fvKmpifz8/Ixj6/V6srOzaWpq2r8ndQjqTz3t6JFHHmHMmDFMnz49vaypqSnjgwhIv5Z62nv9raf//Oc/xGIxcnJyMJlMXHPNNbzwwgsMHz4ckN+nfak/dXTsscdis9m45ZZbCAaDBAIBbr75ZhKJRHobqaOBlUwmufHGGznuuOMYP348kLrGRqMRt9udsW1BQUH6GvfnM21n23i93ozxn4Q4FEmcNzhInDc4SJx38JM47+Akcd7h47BJpBkMBp5//nk2bNhAdnY2VquVRYsWccYZZ6THxejuK37NNddw+eWXM3nyZH7/+98zatQoHn300QNZ/MNGf+ppe6FQiKeffjrjLqXY9/pbT7fddhsej4cFCxbw2Wef8cMf/pCLLrqIlStXHsDSHx76U0d5eXk8++yzvPLKK9jtdlwuFx6PhyOPPLLX3zex966//npWrVrFv//97wNdFCEOKRLnDQ4S5w0OEucd/CTOOzhJnHf40B/oAuxPU6ZMYfny5XR1dRGNRsnLy2Pq1KnppqxFRUUAjB07NmO/MWPGUFtbC0BhYSEtLS0Z6+PxOB0dHRQWFu6Hszj07aqetvfcc88RDAa59NJLM5YXFhby6aefZizrnhlF6mlg7KqeNm3axJ/+9CdWrVrFuHHjAJg4cSIffPABf/7zn/nLX/4iv0/7WH9+l2bNmsWmTZtoa2tDr9fjdrspLCxk6NChgHzmDaTvfe976UF8S0tL08sLCwuJRqN4PJ6Mu5XNzc3pa9yfz7TCwsIeM0A1NzfjdDqxWCz74pSEOKhInDc4SJw3OEicd/CTOO/gInHe4eWwTEW7XC7y8vKoqqris88+49xzzwVgyJAhFBcX95iudsOGDVRUVAAwbdo0PB4Pn3/+eXr9woULSSaTTJ06df+dxGFgZ/W0vUceeYRzzjmHvLy8jOXTpk1j5cqVGV8M77zzDk6ns0cALfbOzuopGAwC9LjjpdPp0q0C5Pdp/+jP71Jubi5ut5uFCxfS0tLCOeecA0gdDQSlFN/73vd44YUXWLhwIZWVlRnrp0yZgsFg4N13300vW79+PbW1tUybNg3o32fatGnTMo7RvU33MYQ4XEicNzhInDc4SJx38JM478CSOO8wdaBnOxhIPp9PLVu2TC1btkwB6ne/+51atmyZqqmpUUop9Z///EctWrRIbdq0Sb344ouqoqJCnX/++RnH+P3vf6+cTqd69tlnVVVVlfrZz36mzGaz2rhxY3qb008/XU2ePFl98skn6sMPP1QjRoxQ3/zmN/fruQ5mA1FPSilVVVWlNBqNeuONN3qsi8fjavz48WrWrFlq+fLl6s0331R5eXnq1ltv3efnd6jY23qKRqNq+PDh6oQTTlCffPKJ2rhxo7r//vuVRqNRr732Wno7+X3acwPxu/Too4+qJUuWqI0bN6p//vOfKjs7W/3whz/M2EbqaO9cd911yuVyqcWLF6vGxsb0IxgMpre59tprVXl5uVq4cKH67LPP1LRp09S0adPS6/vzmbZ582ZltVrVj370I7V27Vr15z//Wel0OvXmm2/u1/MVYl+ROG9wkDhvcJA47+Ancd7gIHHe4emQSqQtWrRIAT0el112mVJKqQcffFCVlpYqg8GgysvL1c9+9rNep8i+5557VGlpqbJarWratGnqgw8+yFjf3t6uvvnNbyq73a6cTqe6/PLLlc/n2x+neEgYqHq69dZbVVlZmUokEr2+T3V1tTrjjDOUxWJRubm56qabblKxWGxfntohZSDqacOGDer8889X+fn5ymq1qiOOOKLHNOny+7TnBqKObrnlFlVQUKAMBoMaMWKE+u1vf6uSyWTGNlJHe6e3OgLUY489lt4mFAqp7373uyorK0tZrVZ13nnnqcbGxozj9OczbdGiRWrSpEnKaDSqoUOHZryHEIOdxHmDg8R5g4PEeQc/ifMGB4nzDk8apZQamLZtQgghhBBCCCGEEEIcug7LMdKEEEIIIYQQQgghhNhdkkgTQgghhBBCCCGEEKIfJJEmhBBCCCGEEEIIIUQ/SCJNCCGEEEIIIYQQQoh+kESaEEIIIYQQQgghhBD9IIk0IYQQQgghhBBCCCH6QRJpQgghhBBCCCGEEEL0gyTShBBCCCGEEEIIIYToB0mkCSGEEEIIIYQQQgjRD5JIE0IIIYQQQgghhBCiHySRJoQQQgghhBBCCCFEP0giTQghhBBCCCGEEEKIfpBEmhBiv5k3bx5Dhgw50MUQ+9D8+fPRaDRUV1cf6KIIIYQQQog+VFdXo9FomD9//oEuihCDiiTShDiA7rjjDjQaDW1tbb2uHz9+PCeddNL+LZQYUMFgkDvuuIPFixcf6KIMqF/96le8+OKLB7oYQgghxCGl+4bUZ599ttv7DqaY46GHHtqvyZvBdG32haeffpoHHnjgQBdDiEOGJNKEEGIfCgaD3HnnnYdc4LazRNoll1xCKBSioqJi/xdKCCGEOIwNppjjQCTSBsu12Rd2lkirqKggFApxySWX7P9CCTGISSJNCCHEgNHpdJjNZjQazYEuihBCCCEGQCAQONBF6CEejxONRg90MQY9jUaD2WxGp9Md6KIIMahIIk2IQWTx4sVoNBr+85//8Mtf/pLS0lLMZjOnnnoqGzdu7LH9J598wumnn47L5cJqtTJjxgw++uijjG26u5du2LCBb3/727hcLvLy8rjttttQSlFXV8e5556L0+mksLCQ3/72t72W6ZlnnuGnP/0phYWF2Gw2zjnnHOrq6nZ5ToFAgJtuuomysjJMJhOjRo3i/vvvRymV3mbGjBlMnDix1/1HjRrF7Nmzga/Gebj//vv585//zNChQ7FarcyaNYu6ujqUUtx1112UlpZisVg499xz6ejo6HHMN954gxNOOAGbzYbD4WDOnDmsXr06Y5t58+Zht9upr69n7ty52O128vLyuPnmm0kkEuny5OXlAXDnnXei0WjQaDTccccdfV4Tj8fDjTfemL4mw4cP59577yWZTPbYbt68ebhcLtxuN5dddhnLly/vMdbFSSed1GsX4d7GrLv//vuZPn06OTk5WCwWpkyZwnPPPZexjUajIRAI8Pjjj6fPad68ecDOx0h76KGHGDduHCaTieLiYq6//no8Hk/GNieddBLjx49nzZo1nHzyyVitVkpKSvjNb37T5/USQgghDmUDFXOsW7eOCy+8kOzsbMxmM0cddRQvv/xyxnt1f4+/9957fPe73yU/P5/S0tL0+v7ESE1NTVx++eWUlpZiMpkoKiri3HPPTccGQ4YMYfXq1bz33nvpcvY1lMn28d0DDzzAsGHDMJlMrFmzhmg0ys9//nOmTJmCy+XCZrNxwgknsGjRooz9B+La7EwymeSBBx5g3LhxmM1mCgoKuOaaa+js7MzYTinF3XffTWlpKVarlZNPPpnVq1czZMiQdBwFX8XmO+otxnrppZeYM2cOxcXFmEwmhg0bxl133ZX+dwGp+Oq1116jpqYmfe7d8d/OxkhbuHBhup7dbjfnnnsua9euzdimu5wbN25k3rx5uN1uXC4Xl19+OcFgsF/XTojBSn+gCyCE2H2//vWv0Wq13HzzzXR1dfGb3/yGb33rW3zyySfpbRYuXMgZZ5zBlClTuP3229FqtTz22GOccsopfPDBBxxzzDEZx/z617/OmDFj+PWvf81rr73G3XffTXZ2Nn/961855ZRTuPfee3nqqae4+eabOfrooznxxBMz9v/lL3+JRqPhlltuoaWlhQceeICZM2eyfPlyLBZLr+ehlOKcc85h0aJFXHHFFUyaNIm33nqLH/3oR9TX1/P73/8eSHUXvOqqq1i1ahXjx49P77906VI2bNjAz372s4zjPvXUU0SjUW644QY6Ojr4zW9+w0UXXcQpp5zC4sWLueWWW9i4cSN//OMfufnmm3n00UfT+/7zn//ksssuY/bs2dx7770Eg0Eefvhhjj/+eJYtW5aReEokEsyePZupU6dy//33s2DBAn77298ybNgwrrvuOvLy8nj44Ye57rrrOO+88zj//PMBOOKII3Zat8FgkBkzZlBfX88111xDeXk5H3/8MbfeeiuNjY3pZvlKKc4991w+/PBDrr32WsaMGcMLL7zAZZddttNj98eDDz7IOeecw7e+9S2i0Sj//ve/+drXvsarr77KnDlz0tfoyiuv5JhjjuHqq68GYNiwYTs95h133MGdd97JzJkzue6661i/fj0PP/wwS5cu5aOPPsJgMKS37ezs5PTTT+f888/noosu4rnnnuOWW25hwoQJnHHGGXt1bkIIIcRgtbcxx+rVqznuuOMoKSnhJz/5CTabjf/85z/MnTuX//73v5x33nkZ7/fd736XvLw8fv7zn6dbpPU3RrrgggtYvXo1N9xwA0OGDKGlpYV33nmH2tpahgwZwgMPPMANN9yA3W7n//7v/wAoKCjY5TV47LHHCIfDXH311ZhMJrKzs/F6vfzjH//gm9/8JldddRU+n49HHnmE2bNn8+mnnzJp0qQBvzY7uuaaa5g/fz6XX3453//+99myZQt/+tOfWLZsWUac8/Of/5y7776bM888kzPPPJMvvviCWbNm7VXLuvnz52O32/nhD3+I3W5n4cKF/PznP8fr9XLfffcB8H//9390dXWxdevWdGxtt9t3eswFCxZwxhlnMHToUO644w5CoRB//OMfOe644/jiiy963IS96KKLqKys5J577uGLL77gH//4B/n5+dx77717fF5CHPSUEOKAuf322xWgWltbe10/btw4NWPGjPTrRYsWKUCNGTNGRSKR9PIHH3xQAWrlypVKKaWSyaQaMWKEmj17tkomk+ntgsGgqqysVKeddlqPMlx99dXpZfF4XJWWliqNRqN+/etfp5d3dnYqi8WiLrvssh5lKikpUV6vN738P//5jwLUgw8+mF522WWXqYqKivTrF198UQHq7rvvzjjvCy+8UGk0GrVx40allFIej0eZzWZ1yy23ZGz3/e9/X9lsNuX3+5VSSm3ZskUBKi8vT3k8nvR2t956qwLUxIkTVSwWSy//5je/qYxGowqHw0oppXw+n3K73eqqq67KeJ+mpiblcrkyll922WUKUL/4xS8ytp08ebKaMmVK+nVra6sC1O23367646677lI2m01t2LAhY/lPfvITpdPpVG1trVLqq2v3m9/8Jr1NPB5XJ5xwggLUY489ll4+Y8aMjH9H25/D9vWhVOrfyPai0agaP368OuWUUzKW22y2jH8H3R577DEFqC1btiillGppaVFGo1HNmjVLJRKJ9HZ/+tOfFKAeffTRjHIC6oknnkgvi0QiqrCwUF1wwQU93ksIIYQ41HR/jy5dujS9bCBijlNPPVVNmDAhHfMolYoXp0+frkaMGNHj/Y8//ngVj8fTy/sbI3V2dipA3XfffX2e544xbl+64zun06laWloy1sXj8YyYuLsMBQUF6jvf+U562UBcm9588MEHClBPPfVUxvI333wzY3l3PDRnzpyM2PynP/2pAjJiqu7YfEc7xlhK9YzblFLqmmuuUVarNeN85syZ0yPmU+qra7t93Dhp0iSVn5+v2tvb08u+/PJLpdVq1aWXXtqjnNtfZ6WUOu+881ROTk6P9xLiUCJdO4UYhC6//HKMRmP69QknnADA5s2bAVi+fDlVVVVcfPHFtLe309bWRltbG4FAgFNPPZX333+/RzfBK6+8Mv2zTqfjqKOOQinFFVdckV7udrsZNWpU+n22d+mll+JwONKvL7zwQoqKinj99dd3eh6vv/46Op2O73//+xnLb7rpJpRSvPHGGwC4XC7OPfdc/vWvf6W7fCYSCZ555hnmzp2LzWbL2P9rX/saLpcr/Xrq1KkAfPvb30av12csj0aj1NfXA/DOO+/g8Xj45je/mb5mbW1t6HQ6pk6dmtFNoNu1116b8fqEE07o9fr017PPPssJJ5xAVlZWRhlmzpxJIpHg/fffB1LXTq/Xc91116X31el03HDDDXv83kBG68HOzk66uro44YQT+OKLL/boeAsWLCAajXLjjTei1X71lXPVVVfhdDp57bXXMra32+18+9vfTr82Go0cc8wxe3VNhRBCiEPBnsYcHR0dLFy4kIsuugifz5eOLdrb25k9ezZVVVXpWKjbVVddlTFuVn9jJIvFgtFoZPHixT26Nu6tCy64IN1Fs5tOp0vHxMlkko6ODuLxOEcddVS/Ypc9uTbbe/bZZ3G5XJx22mkZ12XKlCnY7fb0demOh2644YaMbps33njjHlyJr2wft3WX/4QTTiAYDLJu3brdPl5jYyPLly9n3rx5ZGdnp5cfccQRnHbaab3G9b39u2xvb8fr9e72+wsxWEjXTiEOcr2NkVBeXp7xOisrCyAdsFRVVQH02c2vq6srvV9vx3S5XJjNZnJzc3ssb29v73G8ESNG9Cj38OHDe4yVtb2amhqKi4szEnAAY8aMSa/vdumll/LMM8/wwQcfcOKJJ7JgwQKam5t7nWWot3MBKCsr63X5jtftlFNO6bW8Tqcz47XZbO4R0GVlZe1V4FhVVcWKFSt6HLdbS0sLkLo2RUVFPZrmjxo1ao/fG+DVV1/l7rvvZvny5UQikfTyPZ08oLsOdyyX0Whk6NChGXUMUFpa2uO9srKyWLFixR69vxBCCHEo2JuYY+PGjSiluO2227jtttt63aalpYWSkpL068rKyoz1/Y2RTCYT9957LzfddBMFBQUce+yxnHXWWVx66aUUFhbusqx92bFM3R5//HF++9vfsm7dOmKx2C63396eXJvtVVVV0dXVRX5+/k73ha/ioR3j5by8vIx4fHetXr2an/3sZyxcuLBH4qqrq2u3j7ezuA1S8flbb71FIBDIuInd198lO8bOQhwqJJEmxAFkNpsBCIVCva4PBoPpbba3s5l1ultrdbc2u++++5g0aVKv2+6YgOntmLt6n/1p9uzZFBQU8OSTT3LiiSfy5JNPUlhYyMyZM3tsu7Ny9/e6/fOf/+w12Nu+NVtfx9sbyWSS0047jR//+Me9rh85cuRuH1Oj0fRaZ9sPRAvwwQcfcM4553DiiSfy0EMPUVRUhMFg4LHHHuPpp5/e7ffdEwfTvzkhhBDiYLE3MUd3fHPzzTenJ2ja0fDhwzNe7zi+7e7ESDfeeCNnn302L774Im+99Ra33XYb99xzDwsXLmTy5Ml7fB69jbn75JNPMm/ePObOncuPfvQj8vPz0el03HPPPWzatGmXx9yTa7Pj/vn5+Tz11FO9rt/ZjdG+7Ozm5Y5xm8fjYcaMGTidTn7xi18wbNgwzGYzX3zxBbfcckuP3if7isRu4nAkiTQhDqCKigoA1q9f36O1VDAYpK6ujlmzZu32cbsHfnc6nb0mmvaF7juV3ZRSbNy4sc+B9SsqKliwYAE+ny+jVVp3U/Tu6wOpL+mLL76Y+fPnc++99/Liiy/26Hawt7qvW35+/oBdt91tyTVs2DD8fv8u37+iooJ3330Xv9+fkRRdv359j22zsrJ67fqxY2uw//73v5jNZt566y1MJlN6+WOPPdZj3/6e1/b/xocOHZpeHo1G2bJly3779ymEEEIc6nb23dz9/WswGPb4e3d3Y6Rhw4Zx0003cdNNN1FVVcWkSZP47W9/y5NPPtlnWXfXc889x9ChQ3n++eczjnn77bdnbLevrs2wYcNYsGABxx133E4n14Kv4qGqqqqMeKi1tbVHq8LuFl0ejwe3251evmPctnjxYtrb23n++eczJgHbsmVLj/ffk7htR+vWrSM3N7fHkCpCHI5kjDQhDqBTTz0Vo9HIww8/3OOu0d/+9jfi8fgezVQ4ZcoUhg0bxv3334/f7++xvrW1dY/LvDNPPPEEPp8v/fq5556jsbGxz/KfeeaZJBIJ/vSnP2Us//3vf49Go+mx7yWXXEJnZyfXXHMNfr8/YyytgTB79mycTie/+tWvMroGdNuT62a1WoFUMNQfF110EUuWLOGtt97qsc7j8RCPx4HUtYvH4zz88MPp9YlEgj/+8Y899hs2bBjr1q3LKP+XX37JRx99lLGdTqdDo9Fk3PGsrq7mxRdf7HFMm83Wr3OaOXMmRqORP/zhDxl3Jh955BG6urrSM4EKIYQQYu/sLObIz8/npJNO4q9//SuNjY099utPfNPfGCkYDBIOhzPWDRs2DIfDkTFkRH/jiF3pvqG6fYzxySefsGTJkozt9tW1ueiii0gkEtx111091sXj8fT7zZw5E4PBwB//+MeMsnbPxr697qRl97i4AIFAgMcffzxju97OPRqN8tBDD/U4ps1m61dXz6KiIiZNmsTjjz+eca1WrVrF22+/zZlnnrnLYwhxOJAWaUIcQPn5+fz85z/nZz/7GSeeeCLnnHMOVquVjz/+mH/961/MmjWLs88+e7ePq9Vq+cc//sEZZ5zBuHHjuPzyyykpKaG+vp5FixbhdDp55ZVXBvRcsrOzOf7447n88stpbm7mgQceYPjw4Vx11VU73efss8/m5JNP5v/+7/+orq5m4sSJvP3227z00kvceOON6UCi2+TJkxk/fjzPPvssY8aM4cgjjxzQc3A6nTz88MNccsklHHnkkXzjG98gLy+P2tpaXnvtNY477rgeSb9dsVgsjB07lmeeeYaRI0eSnZ3N+PHjGT9+fK/b/+hHP+Lll1/mrLPOYt68eUyZMoVAIMDKlSt57rnnqK6uJjc3l7PPPpvjjjuOn/zkJ1RXVzN27Fief/75XoOk73znO/zud79j9uzZXHHFFbS0tPCXv/yFcePGZYynMWfOHH73u99x+umnc/HFF9PS0sKf//xnhg8f3mOMsilTprBgwQJ+97vfUVxcTGVlZXpSh+3l5eVx6623cuedd3L66adzzjnnsH79eh566CGOPvroAU+GCiGEEIervmKOP//5zxx//PFMmDCBq666iqFDh9Lc3MySJUvYunUrX375ZZ/H7m+MtGHDBk499VQuuugixo4di16v54UXXqC5uZlvfOMb6eNNmTKFhx9+mLvvvpvhw4eTn5+/0/HX+nLWWWfx/PPPc9555zFnzhy2bNnCX/7yF8aOHZtxM3lfXZsZM2ZwzTXXcM8997B8+XJmzZqFwWCgqqqKZ599lgcffJALL7yQvLw8br75Zu655x7OOusszjzzTJYtW8Ybb7zRYzziWbNmUV5ezhVXXMGPfvQjdDodjz76aPp6d5s+fTpZWVlcdtllfP/730ej0fDPf/6z1y6VU6ZM4ZlnnuGHP/whRx99NHa7fad/Y9x3332cccYZTJs2jSuuuIJQKMQf//hHXC4Xd9xxx27WkBCHqP0+T6gQoocnn3xSHXvsscpmsymTyaRGjx6t7rzzzoxpq5VSatGiRQpQzz77bMby3qauVkqpZcuWqfPPP1/l5OQok8mkKioq1EUXXaTefffd9DbdU1e3trZm7HvZZZcpm83Wo6wzZsxQ48aN61Gmf/3rX+rWW29V+fn5ymKxqDlz5qiampoex9xx6m2fz6d+8IMfqOLiYmUwGNSIESPUfffdlzE1+PZ+85vfKED96le/6rGu+zrsOOX6zq5bb1PMd28/e/Zs5XK5lNlsVsOGDVPz5s1Tn3322S6vT29Tln/88cdqypQpymg07nTq9R2vya233qqGDx+ujEajys3NVdOnT1f333+/ikaj6e3a29vVJZdcopxOp3K5XOqSSy5Ry5Yt6/XfwpNPPqmGDh2qjEajmjRpknrrrbd6rY9HHnlEjRgxIv3v8LHHHuv1nNatW6dOPPFEZbFYMqZt721qdqWU+tOf/qRGjx6tDAaDKigoUNddd53q7OzM2GbHf1vdeiunEEIIcSjqLTYZqJhj06ZN6tJLL1WFhYXKYDCokpISddZZZ6nnnnuuz/ff3q5ipLa2NnX99der0aNHK5vNplwul5o6dar6z3/+k3GcpqYmNWfOHOVwOBSgZsyYsdNrsrP4Timlksmk+tWvfqUqKiqUyWRSkydPVq+++mqvscPeXpu+/O1vf1NTpkxRFotFORwONWHCBPXjH/9YNTQ0pLdJJBLqzjvvVEVFRcpisaiTTjpJrVq1SlVUVKTjqG6ff/65mjp1qjIajaq8vFz97ne/6zXG+uijj9Sxxx6rLBaLKi4uVj/+8Y/VW2+9pQC1aNGi9HZ+v19dfPHFyu12KyB9bXb2N8SCBQvUcccdpywWi3I6nerss89Wa9asydhmZ39D7CwWFOJQolFKRgEUQuy5xYsXc/LJJ/Pss89y4YUX7vP3e/DBB/nBD35AdXV1j1mCRKorZmVlJY899hjz5s070MURQgghhBB9GDJkCCeddBLz588/0EURQvSTjJEmhBg0lFI88sgjzJgxQ5JoQgghhBBCCCH2OxkjTQhx0AsEArz88sssWrSIlStX8tJLLx3oIgkhhBBCCCGEOAxJIk0IcdBrbW3l4osvxu1289Of/pRzzjnnQBdJCCGEEEIIIcRhSMZIE0IIIYQQQgghhBCiH2SMNCGEEEIIIYQQQggh+kESaUIIIYQQQgghhBBC9MNhOUZaMpmkoaEBh8OBRqM50MURQgghxCChlMLn81FcXIxWK/cjD0YS5wkhhBBiT/Q3zjssE2kNDQ2UlZUd6GIIIYQQYpCqq6ujtLT0QBfjoHfPPffw/PPPs27dOiwWC9OnT+fee+9l1KhRO91n/vz5XH755RnLTCYT4XC4X+8pcZ4QQggh9sau4rzDMpHmcDiA1MVxOp0HuDRCCCGEGCy8Xi9lZWXpWEL07b333uP666/n6KOPJh6P89Of/pRZs2axZs0abDbbTvdzOp2sX78+/Xp3WpZJnCeEEEKIPdHfOO+wTKR1B2NOp1MCLCGEEELsNuky2D9vvvlmxuv58+eTn5/P559/zoknnrjT/TQaDYWFhXv0nhLnCSGEEGJv7CrOk8E9hBBCCCHEftHV1QVAdnZ2n9v5/X4qKiooKyvj3HPPZfXq1fujeEIIIYQQuySJNCGEEEIIsc8lk0luvPFGjjvuOMaPH7/T7UaNGsWjjz7KSy+9xJNPPkkymWT69Ols3bq11+0jkQherzfjIYQQQgixrxyWXTuFEEIIIcT+df3117Nq1So+/PDDPrebNm0a06ZNS7+ePn06Y8aM4a9//St33XVXj+3vuece7rzzzgEvrxBCCCFEb6RFmhBCCCGE2Ke+973v8eqrr7Jo0aLdnu3UYDAwefJkNm7c2Ov6W2+9la6urvSjrq5uIIoshBBCCNEraZEmhBBCCCH2CaUUN9xwAy+88AKLFy+msrJyt4+RSCRYuXIlZ555Zq/rTSYTJpNpb4sqhBBCCNEvkkgTQgghhBD7xPXXX8/TTz/NSy+9hMPhoKmpCQCXy4XFYgHg0ksvpaSkhHvuuQeAX/ziFxx77LEMHz4cj8fDfffdR01NDVdeeeUBOw8hhBBCiG6SSBNCCCGEEPvEww8/DMBJJ52Usfyxxx5j3rx5ANTW1qLVfjXaSGdnJ1dddRVNTU1kZWUxZcoUPv74Y8aOHbu/ii2EEEIIsVMapZQ60IXY37xeLy6Xi66uLpxO54EujhBCCCEGCYkhDn5SR0IIIYTYE/2NIWSyASGEEEKIPiilOAzvOwohxB5JJOUzUwhxaDvgXTvff/997rvvPj7//HMaGxt54YUXmDt3br/2/eijj5gxYwbjx49n+fLl+7ScQgghhDh8hKIJFq5r4c3VTSxa14JSiso8G6XWA10yIYTY/8KxBLUdQba0BajrCJJlNTKlIovybCtrm7ws2dTOiq1drGvysqk1gNOsZ0yRkxH5dgy6VNsNl8XAiAI7w/MdVORY08uFEGKwOeCJtEAgwMSJE/nOd77D+eef3+/9PB4Pl156KaeeeirNzc37sIRCCCHE4BdLJNFrNWg0mgNdlINaszfM4x9X89QntXSFYhnrVtV7WREJHqCSCSHEvqWUwhuO0+6PsKHZx/K6LlbVd7G51U+jN0xvjcyMOi3RRLLH8s5gjI83tfPxpvZe38ug01CZa6M820oiqYgmkuTZTUwblsP0YbmUZctdCyHEweuAJ9LOOOMMzjjjjN3e79prr+Xiiy9Gp9Px4osvDnzBhBBC7DZPMEosodBqwGbSYzboDnSRDmsNnhCvr2zktZWNLKv1MKbIyTeOLmPupBJcVsOBLt4+lUwqWv0RsqxGjPqerR62dgZZtL6VTS1+Nrb4aewK0R6I4gl+lTwrcVs464giZo8vxGUxsLk1wOrqRn7wwH48ESGEGGBdwRhf1HXyeXUnK+q7aPGG6QhE6dz2Hb4zDpOeIbk2ynOsNHWFWbm1i2giic2o4+jKbI4eks3Y4lQrtM5AjLWNXqrbAySUAgVt/igbW3xUtfgJRhNsaPazodmf8R4vLm8AoCzbwvShuRxZ4SbbZsJp1pNjN1LgNOMwH9rfX0KIg98BT6Tticcee4zNmzfz5JNPcvfdd+9y+0gkQiQSSb/2er37snhCCHFYSCYV9Z4QaxpTXTo+qGplU2sgvd6o03LSqDzmTi7hlNH5klTbxwKROE3eMK2+CKsbvLy2ooEvaj0Z26xt9HL7y6v55etrOWN8IV8/qoxjh+ag1R46rdRafGGe+3wr//60jtqOIBoN5NpNjMi3c9zwXMYWO3lpWT2vrGgkkez9D8ajh2RxxfFDOW1sAbrtrs2wPDtTSy38YH+djBBC7IFAJJ66OeBPJcc6AjE6AhHqOkJ8UdtJVYu/z/1tRh3lOTYmlbmZWOpieL6dIbk2cmzGjFbNkXiCrZ0hyrN7dtMszYIJpa5ej59MKhq6QlS1+Gn0hNHrNBh1Wja3+vl4UzvL6zzUdYR4pqOOZz6r67V8BU7ztoeJHLuJHLuRXFvqOcduIsdmJMduxGoclH/uCiEOcoPuk6Wqqoqf/OQnfPDBB+j1/Sv+Pffcw5133rmPSyaEEINfuz/C1s4Qrb4Ibf4Irb4Irf4I4VgCvU6LBmjxpbapbQ8QiCZ6HEOjAaUgmkjy9ppm3l7TjMOk5/TxhcydXMLUymz0Mi7KblNKsbUzxPI6D7UdQQqcZsqyLNS0B3llRQMfbWxjx7yQRgNHV2Rz5oRCjh+Rx0cb2/j30jrWNnp5aXkDLy1vYFiejRtOGcHZE4szkkbdIvEEn9d0sqk1wLShOQzPt++nM+4fpRTvrGnmzdVNLK/zsHm7ZG5qPal/x75Ijy5GxwzJZnK5m2F5dkqzLOQ6TOTaTWTbjPvzFIQQYo/EEkk2twZY3+xjfZOX9U1+NjT7qO3YdRf0ylwbR5ZnMbncTVm2lRybkextj/7e+DLpdQzL2/3vBK1WQ2mWldKsnt03f0gqEbi0uoOPN7WzrsmHNxTDG4rR6o/gC8cJRBNsbguwuS3Q8+A9yqjFZTHgtBjId5gocVsoy7YypSKLI8uzsBjlJp8QYvdp1EE0pYpGo+lzsoFEIsGxxx7LFVdcwbXXXgvAHXfcwYsvvtjnZAO9tUgrKyuTadGFOAR0hWJ8Vt3Bl3UehuXbOeuI3pMBom+bW/384d0qXv6yoUcypi9GnZbh+XYmlrmZMTKXacNycVkMKKVY3+zjxWUNvLy8noaucHofh1nP8cNzOaYymxK3hWK3haF5toy7xomkoqY9wNpGH1va/IwqdHLSqLxdDkycTCpWNXTxQVUb3lAMi1GHzajHYtRhNeow6rWpsVjiSWo7gqxt9FLbEcRhNpBnN+Ewf1WG0iwr40ucjCt2UeA07dHYYg2eEBtb/BS6zJS4LdhMfd8ASiYVm9v8rGvyEYkliSeTNHjCfLnVw5d1HjqDsT73d5j05DlMlGRZOHV0PmdMKKLAac7YRinFqnov/15ay8vLG/BF4gBU5FgZkW/HpNeBJjXYvi8cY1W9l1Dsq4TpxFIXF04p5fwjS3d5PgOhriPIW6ubaPCEKc+2MCTXxpAcG6VZFpq8YW57cRWL1rdm7DOpzM3FU8s564gigtEEDZ4QX9Z5+HBjGyu3djG5PItrZwzbaWuJvvR3WnRx4Egdif0pkVR4glG84Tj+cByLUYvLYkx/n8STikAkTps/Qrs/SkcgSps/QiSepNBppthtwajX4o/E6QrFqOsIUtsepNUfIRJPEI0nSSrQAFqNBlL/4wnG2Nzm32lXzFRXyNSNgSyrkWybgXyHmYllbo4sd5NjN+2/izSAApE4zd4wTd4wLd4ILb4w7YEo7f4o7f5I+ufua9wXg07DkBwbVqMOi1HHiHwHUyqymFSWSi5KPCnE4ae/McSgSqR5PB6ysrLQ6b66c5BMJlFKodPpePvttznllFN2+T4SYAkxOPkjcT6r7uCLWg9VzT42NPvY0hbISPwMz7dzwynDGZprx2TQku8w4bYOXOuSRFIRiiUwbOuGMBgHbo8nkgRjCVq8EZZsauP9qjbeXducvo4FThP5DjP5DhN52x5mg454QpFQijy7kZIsC2VZVobk2vqV3Fpa3cGLyxt4c1Vjr8kgnVbDmCIHw/PsbGkPsqHJl5G8Aci2GZk1tgCX1YBBqyXbZmREgZ0St4Uvt3p4b30r71e10RGIDti16mY2aCnPtmI16lN3xsNxKnOtHDUkm4mlbhxmPWaDllhC4QnGaPCEeGNVI0urOzOO47IYtiUPzRj1WjRoSCpFMJogEImzvtmHLxzfaTkMOg1ji5wMzbPT6otQ2xHEbtJz5oRCzjqimCG5tt06L184xuMfV/OPD7dkjA22ozyHiaG5Nj6r6Ux3h3SY9Xzj6DLOnVTC2CLnXnUPjcQT1LQHqfeEqO8M0eAJUe8JsaHZz9rG3odj0Gs1aDUaookkRp2WS6ZVcPzwXI4ode3TPxAlhjj4SR2JvRWOJVjb6KWxK0xjVxhvKIYidSOiMxilqSuVwGnqCtPmj+zWDaiB5jDpGVnoYFShg1EFDkYWpH4+3FvWqm3frR2BKF2hGF2hGM3ecPoG1ydbOmjc7ibfjgw6DWXZVobkpG7eDMm1MizPzoh8O3mOPbu5JoQ4+B2SibRkMsmaNWsylj300EMsXLiQ5557jsrKSmy2Xf8RIQGWOJhs7Qyi02ooclkOdFEOKvFEkjdWNfFhVRtN3lSwurHV3+uYRpW5No4odbF4fWuPWfa0Gpg+LJezjijilDH55DvMPfZXSuENxWn1h2nZ1gWszR9Ndwfbvotj+w4Bs82ow2Ux4DAbiCWTRGJJIvHEtuckhS4zE0pdjC92UZFjpdhtocRtIddu3CdBWLs/wsYWPxtb/WxuDbC1M5WcaPNFCcUShKKJXmfXApg5Jp8bZ45kfMnut9Lpr0RSsbK+i8XrW1jT4KXJG6a+MzXI+45Mei2jCh1U5NhYsqmdNn+klyP2ZDfpOW54DmVZVoKxBMFInGA0QSiWIBJPYtBp0Gu1FLnMjClyUplrw7+ttYAvHEej2dYyrDXAyvouNrX69/iPJI0m9e+zzRfB20eCbHtmg5axRU7sZgMGrQa31cjEMhcTS92MLnKkWowNMH8kzuL1LfjDcSLxJEmlsBn1WE06hufbGVXgQKPR0OaP8PLyBp78X01GlxqXxcDRQ7IYXehkRIGd8mwrudta+C2v8/BBVRsr67vSrQUMOi2lWRby7CZqO4JsbPET38lF1mrg2KE5jC1yUtcZpLotSHV7IN3S4Jgh2fzq/An7rcupxBAHP6kj0V9KKZq8Yaqa/dR1plqCLav1sLzOs9Pvyp2xGXXYzXpC0USPz3utBrJtJnLtqXG7cmwmjHotjV2pmwdJlfrucpj1lLgtlOdYKXSasRh12920UygFSQWK1Gf0yEIHxS6zJHX2gFKK2o5UjJSqs1QL7M9rOlnT4O2z/rOsBo4aks3UymymVuYwpsghQ1YIcYgYNIk0v9/Pxo0bAZg8eTK/+93vOPnkk8nOzqa8vJxbb72V+vp6nnjiiV7370/Xzh11X5ym1g4KcrP6tU88kaQ9ECXbZtxl6wsh+kMpxeMfV3P3a2uJJxXjip3MGlvIt48tH7TN7XuT3DaleSSexGLQ9Zg9LxpPolBo0NAZjFLbEeTLOg+PfVRNvSfU43hl2RaOGZKTnhVqdJEjnRzzhmM8+uEWXvmygWA0QTiW6NH6aViejQklLvyR+HaJsuhuB8x7y6jXUrItqVbsNlPosuAwpbogtvoirKrvoqrFT7bNyLC8VGLCbNBi0Glp8UWoavZR3R7ApNfhMOtJJBWbWv277Pq3YxmmlGdx3PAcThldwNjiA/cHZ4MnxOc1ndS0B6jIsaUTXN3dKuKJJB9UtfFpdQexeJJ4UtHUFaaqJTUWzIh8BzNG5XHSyDyOrMga0M/paDxJgydEbUeQcCyBy2LAatSztsnL0i0dbGj2EY4lCccT6LQa3BYDWVYjxw7N4ayJRekkuS8co8ETpt4TpKkrQiK5rbuOBiwGHVajnoocK6MLD/6APJlUvLehlac+qWHJpvZex8rbXQ6TnpIsC6VZlnSX39IsK9OG5fRoWZFMpv749YXjjMi379fJEiRJc/CTOjrwIvEEq+q7aPd/dZMkEI3jDcVpD0Rp9IRo8qZaeoVjSWKJ1I2n8mwrTouBNl+EtkAUg1aD02LAbTVQnm2lMtdGaVZqPC+7Wc/abZPdrG/ykdz2J43bamRkgYORBfZ0Ql+v09IVjNEeiLClLcCaBi9rGr2sbfTu9Hsz125iSI6VApcZt8WAVqNBo0ndOOge6L5w22D32TZjxud2PJEkEE19J+g0Gkx67SE1qcuhLpFUNHaFqGlP3bipaQ+yuTXAplY/Ne2BHjfX7CY9R1ZkUZ5tIc9uTrfmz3dsmwTBbpIJl4QYJAZNIm3x4sWcfPLJPZZfdtllzJ8/n3nz5lFdXc3ixYt73X9vEmlDb3qWScOKOXNCERcdVZoxlbJSqdnoltd5WLiuhUXrWugMxtBqUl1cHGYDGkCv03LWEUVccXylfECKfgvHEvz0+ZU8v6y+x7p8h4kHvjGJ6cNyD0DJBkZjV4g3VjbxxqpGPq/pTAcceq2GkQUORhc6aPVHWNfko9W381ZGOTYjFx5VyrBcO/lOEyMLHBS7d6/lXk17gFdXNPLGqkZWN3jp6xPPadang59cu6nnz9ueHWY98W3jbPnDqTFNfOE4Bp0Gs0GHyaDFpNdh0Gmobguyot7DukZfuttasy/cZzn2VmmWheH59nQCrsRtId9pwmrUY902VljmXW4h9lw8kWRVQ+ou/sYWPxtbfDR4wrT6I0TjSUrcFo4fnsvUodkUuVKtMSPxJHUdQZq9YUqzrIwtdlI0SFpVSJLm4Cd11D9KKZKKXY4DFY0nWV7nobo9QKMnTKs/THhbq+vItpa+0XgS/bbvQH84zrK6TsKx/XuDak/ptBoqc22UZ1spy7IwttjJ1MocKnKsg+IzSexf3d1+P93SwSdbOlha3dHnkAzdrEZdujViSZaFI8uzOLLczZAcGy6LQRKtQhwkBk0i7UDovjhlN/4HrSk1W4zDpGfOEUVEtrU8qGrx79Y4O0UuM7ecPppzJxXLl67oU6svwpWPL+XLrV3otBpuPWM0cyeXsHBdC397fzMbW/xoNHD59EqmVGRRkmVhZIE9YyB2TzBKVYufdn8UTzCKAgw6LXaTnqOHZO23Fm1KKVp9ETyhGL5wjGW1Hl5f2cgXtZ49Op5Oq6HYbaYi28bp4wu5cErpgCaoPcEon27pSLf02j5ZlrMbs1TtrWg8SbM3zNbtxoJq9obT42Q5zAbGlzgZVejAE4yxqcVPQ1c4Peiw22pgZIGDobl2Ekqlx24ZmmtjWJ5dZqASBwWlFOFYErPh0ErYSpLm4Cd1lPr9a/FF2NwaoCMQpT2QOdB9TXuQmm0zL3cPUeC0GHBte3T/XN8Z4sONbfgj/euavr0cm5HynK9mZbSb9DjNBlxWA0VOM4UuM1lWIxajDq1Gk275G4jEyd32vZxUiq5QjHZ/lOr2AFvaAjR2hdOJC4dJz9Sh2Uwuz8K0rcV7iy91o25Tix9PMJpuMWsx6MiyGtLJ+7FFTsYWOxmeb5eb4WKPJZKKtY1eltd5aPGmbiJ193ho8aV+73bV60Gn1eCyGNJDT2yfdOueSTXPYWJIjo2KnNQNUkm8CbFvSCKtD90XZ9WWRr5oDDP/42o2tfacPlmv1TCiwMHxw3OYOaaAIyuy6AxGafSk/uAFqOsM8uCCqnQXtNPGFnDvBUf0OsBnLJGkadugpaVZlnTLGqUU1e1BfOEYowr3zfg34uCwudXPvMeWUtsRJMtq4M/fOjKj5VkwGufOl9fwzGd1GfsZ9VqmDc1hYpmbTza3Zwz4vSONBiaWujl2aA6VuVbKsq2Y9DoSSYXFoGNcce+DgnvDMb6o6WRrZyqxo1RqDAiXxZAaM0qlfieybUYcZgOfbG7n5S8bqGrx91qGoyqyOGN8ETPHFJBlM2DUa7d1WfSyodlHnsPE6EIHlbk2tFoNKglWk066TgshDmqSpDn4HUp1pJTCF4mnZyfs/gM9llAklUIpRSIJSZWaGbIjmBrfc22jr9/jSvZHjs3I2GLnthbOZqxGHSZ9qvW1Sa/FoNcSTyQJx5LotRqOrHAzLM++z5Lo0XgSTyhKttW4y67wiaQilkhKskwcEEop/JF4albRQGo4kY0tfr6o6WR5nafXMWJ3xWnWM3VoDtOG5jCywEFZdurvSomhhdh7kkjrw44XJ5lULN7QwpJN7WTbTKkWMTk2Rhc6+vWlG44l+McHm/nDuxuJJpLkOUx87+ThDMuz47ToeX9DK2+ubmJNgzejT/3oQgfjS1wsre6gpj0IfDUj24gCB2VZVrJsqbuB1e0B3BYj5x1ZwtTK7EPq7v7hQCnFm6ua+OkLK+kMxijPtjL/8qMZmtf74Nhvrkp1i6zvDFHTEey1+2NploU8h4lsqxGtVpNu5bSuyddnWQqdZs46oojpw3PIsaVarj37eR3Pf1GfThDvDu228UIcZgOlWRZOH1/I7HGFFDh7DuovhBCD3aGUpDlUDYY6SiQVddsm2qj3pFondwajROJJwrEE7f4oLb5U8mxPu0hqNVCebU3FCjYjOfZUK68cm5GybCsVOTayrAa824Yo6ArF8G577v7ZZtIzY2QeE0pc0gJGiH0gGk/SGYziCcaIJ5PEE6mkeFsgSoc/kmpFGojS3BWmuj1AXUeo1xZuWg0UuSyUZadmVS/LtlKenZppdFi+LaNnixBi5ySR1od9FWCtbuji//17ORt7aaHTzajTku800eAJZSTVDDoNNpMeTz8GCh+SY+Wy6UP45jHlcndtm+4prj2hGHajHpfVsOud9oNoPMm6Ji/3vbWeD6raAJhY6uKReUeT28/ul0opNrb4WbiuhdUNXiaVuTltbAFl2dZet2/qCvPehtSMiNXtQeo6gsSTCr1WQ6svgq+P7hkVOVZG5DsozbKg1WjwBKPpWTA1Gg3RRBJPMEpnMEplrp2zjyhi9vhCnOaD43oLIcS+NhiSNIe77jp64PVl2B0uxhQ5OLYyZ58lgrpnfvaGY+nxwrzhWEYLlHZ/hM5glM5AjM5gqpvi7iTIHCY9ec7U4OV5DjNmvRatRoNWm/p+1mrAatSnu4GNyLczutApXf2FOMR0j0u6ZFM7n9d0UN0eZGtncJefJyXu1Pi5I/LtjCiwMzzfwfB8Oy6LxPBCbE8SaX3Yl0FwOJbg7+9vZlmdh9ptLYmOLHcze1whM0blUeAwo9Vq6AxEeb+qlbWNPiaVuTl+RC42o466jhBfbvVQs+2OQ0cwSonbQkWOlfVNPl75siE91kOew8SVx1cyc2wBQ3Nth1UrNW84xlurmviitpPldV1savFn3J2pzLUxsdTF0Dw7xW4LZVkWRhQ4eu1yO5CUUqxu8PL8F/W8X9VKdVuA+LaMqVGv5doZw/juScMOWAI0Ek/w3vpWXl3RyKbW1DiA/nCcY4flcPlxQ5g2NOew+nckhBC7SxJpB7/exsItcpk5Z2Ix40pclG9rqZFlNWR85yWTijZ/hK2eEO3+KN5t43/6wqkkWWcwRsO21mP+SAJIDdbfFYrtdLiFvhj1Wobn2SnLtlDitpJjN6a6S24by6vAaSbfYSLfYZaEmBBip5RStPoj1HWEqOtI3USv6wxS0x5kU6ufNv/Ou48WOE2M2JZUG1ngYERBKtnmtu7bv5mEOFhJIq0PgzkIDkbjPP9FPQ8v3pQelw1SMz2OKnRgN+lxmPXYTQbs22YgnFzmZnShY5djSAwGq+q7ePSjLby+srHXOy9GnbbPAT1z7UbGFrs4uiKLKUOyGFngIGdbcq26PcjK+i7Mei2jClNda3u7ex2KJmj2hmkPRNLjktR1BPmi1sMnW9rZvMN4ew6TnuOG5/KTM0YzJNe2l1dACCHEgTSYY4jDRXcdfffRD0gaLHy4sa3XWfUcJj0lWanxaj3BGB3BKNH4ns80mRozTItRr8Np1qcHC8+xp7pVZlsNZNmMuK1GyrIsVOTYdjljphBC7K3OQJSNrX6qmv1Utfi2zbDtp7ErvNN9cu0mRhXaOW54LieNzGdMkUNutovDgiTS+nAoBMHReJIXlm3lhWX1fFHr2WXgZzPqOG54LnMnl3DK6PyMFlHhWIL2QHS/zlq4u5RSPLGkhrteXZNu4TUi384pY/KZXOZmXLGLXLsJs0FLVyjG8joPK7d2UdcZpN4ToqY9yNbOUK/Htpv06LSadBfGbhaDjgmlLo4sz8Jh1vNFTSdfbvX0eVcHUneYTxtTwNkTi5lY5qLQaZYvHiGEOEQcCjHEoW7HOgrHEixc18LCdS3UtAeo7QjS7O19IH6tJjWWaJ7TjNOcmmXSadHjMKcm3yl2myl2WXCYDWi1oNVocJoNuK2GgzaGEkKI3njDsVRSbVuCraollWzbvrFGN5tRR5E7NanByHw7E0pdjC9xUZljk/ETxSFFEml9ONSC4HAswfI6D41dIXzhOL5wHH8kjj8cp7YjyBc1nRnjYlkMOuxmPZpt+3q33aU16bUcU5nN8cNzOW54LmOLep/dcX+JxBPpqdof/7iaZz/fCsDscQVcM2MYk8vcu5WgCkTiVLX4WV7bydKaTpbXemjoSs1OCakE2LhiJ9F4kqoWf5/JSatRR67dhF6nQQPk2ExMLnczudzNtGG5Mt6AEEIcog61GOJQ1J86CscSbO0MUtcRwqDT4ramkmEFTrPMfCeEOKwFInE2tvj5cquH99a38vGmdkKx3icks5v06Rl9dVoNBp2WsmwLw/PsDMm14TQbcJj1WI06aVggBgVJpPXhcAuCE0nF2kYvr61s5KVl9TT00oxXp9X0GN8jx2bkmMpsxhY5GVPkJMtmxKBL3XmtyLEO6IehUopWX4Q1jV6+qPWwZFMby2o96dZnkLpLfOsZY7jyhMoBe+/uQDocSzKywIFRnwqeE0nF5lY/X9R28kWNh2AswcRSF0dWZKVmYzXr5ctACCEOQ4dbDDEYSR0JIcTAicQTbO0M0egJs7UzyJpGLyvru1jT4CXSz+7wDpOeitzU+JRuqxGHWY9Bq001/tjWAMQfiROKJTDptZgNOiwGXerZqGVIjo2xRU7GFjtl/DaxT0kirQ+Hc4CVTCo2twWIxpMoFCa9ljxHqvvCxhY/H1S18eHGNv63uZ1gtPc7D5Ca3fGM8UUcVZGFxahDA6ys72JpdQc17UFsJj1OiwHTtsRUd8pJowGbUc+4EhcTSlxs7QyyaH0rH29soz3Qs8ukQach22akyGXh5lmjOH5E7j64KkIIIUT/HM4xxGAhdSSEEPtePJFkY6ufVfVeOgNR4klFOJaguj2Q7iLqj8T3aDKWvpS4LYwtdjKqwEFlro0huTaG5trI2seTyonDgyTS+iAB1q5F40mW13lYXtfJ2kYf65p8BKNxYvEkbYG9G4x3Z7Sa1Gyb40tcTBuaw7RhOZRnD2zLNyGEEGJvSAxx8JM6EkKIg4NSimA0QWNXiOq21GyiXaHUbMjxRBL7dpPk2U2pVmiReJJwLEE4liQUS+APp7qarmn0UtsR3Ol7uSyGdFJtSI6NIpcZpyXVuKMsy0qJ2yLjuYld6m8Mod+PZRKDiHHbeGnHVGb3WBeIxFm8vpU3VjVS15HqFhlLJBmWb+eYIdmMLnIQiqbGXoslkukxyBSpH9r9UVZs7WJNQxfZdiMnjcxnxqg8JpS4ZKBeIYQQQgghhDgEaDQabCY9w/MdDM937PXxvOEYaxu8rG7wsrHVT3VbgC1tARq7wnSFYnxZ5+HLOk+v+5r0WipyrBQ4zRS5zBQ6zRR0PzvNFLrMZFuNkmwT/SIt0uROpRBCCCH6SWKIg5/UkRBCHF5C0VSX0uq2AFvaA2xpDdAeiOINxegIRqnrCBJL7DrtYdBpyHekkmqFzq+euxNupVkWilxm6TF1CJMWaUIIIYQQQgghhDikWYw6xmybIK838USSek+ImvYgTd4wzV3h1LM39dzUFaE9ECGWUNR7QtR7Qjt9L4dJz8hCB5PK3Bw7NIejKrJwWw2SXDvMSCJNCCGEEEIIIYQQhyS9TktFjo2KHNtOt4nGk7T4tiXXuiJfJdq6upNtYeo9IXyROJ/XdPJ5TSePfLgFSHUbzbWbyLUbtz2byHVs9/N261wWg3QfPQRIIk0IIYQQQgghhBCHLaNeS2mWldIs6063icaTbGkLsLbRy6fVHfxvczubWwNE4sldtmTrptNqyLYZybGlEmv5DhMVOTaG5FopdlvIthnJc5hwmg0DeXpigEkiTQghhBBCCCGEEKIPRr2WUYUORhU6mDu5BIBgNE67P0qrP0KbL0KbP0qbP0K7P/Vzqz9C27Z13nCcRFLR6ovQ6osAvp2+19BcG1OHZjNtWC4njcqTxNpBRhJpQgghhBBCCCGEELvJatRjzdZTlr3zlmzdovEkncHuRFuU9kCEBk+Y6rYANe1BWnxh2v1RfJE4m9sCbG4L8K9P6/j/7N13eFTV1sDh35mSTCa995DQOwSQKk1RQEWxIiLNcj8LKhexXhsW9OpFsRdQUK4oXgsWFEUERKRD6DUkhJLe69Tz/THJQEgCSUgyCaz3eaLMmVP2OZnMnrNm7bX1WoUBbYLoG+tP2xBv2od6ERNgRKfVNMEZiupIIE0IIYQQQgghhBCiEbnpNIT6GAj1MZx1vfwSC5vLh46uOpBBYmYxfx7M5M+Dmaf2pdXQOtiT9qHedI10TLRgtamkF5SRW2LBTafBXafB3+hGdIAHMQFG/IxuDX5OVpud/WmFJGYWAY6hqzqNgkZR0GkVfD3cCPJyw+imI7PQRHphGYVlVsxWOza7HR+DngBPN3yNejSKgkYBT3cdgZ7uuOmab6BQUVX13PPAXmBkWnQhhBBC1Id8hmj+5HckhBDiQnI4o4g/9qezL7WQQxmFHM4oosxir/N+YgONDGgTRPcoX1QVLDY7Br2GAE93Ajz15f93w8egq3YW0iKTlQNphexPK2B/aiH7UgvYfTK/Xm2pDV8P/akJHLzdCfZyJ9jbnbggT7pH+RLp59Hgs6XW9jOEZKQJIYQQQgghhBBCNENtQ7xoG+LlfGy3q5zIK+VgeiH70wrZfSKfA+mFeOi1hPoY8DPqsdpUyiw2sopMHMstJbPQRHJ2CcnZKXyx6ezH02sdEyIEeLqj1yqYrXYKy6w1TqbgY9DRMdwHvVbBalOxqypWu4rVpjqHspZZ7AR6uhHqY8DHQ4ebTotOo1BQaiGn2ExBmQW7CnZVpajMitWukl9qIb/UQmJmcbXHDfJyp1/rAAa2CWRQmyBaBRqdgTW7XeV4binH80o4mVdGqcWGu1aDVqNwIq+UxMwiTuSWUma1YbLYnf8vKaq5bt3pXB5I+/PPP3nttdfYunUrqampfPfdd4wdO7bG9b/99lvef/99EhISMJlMdOnSheeee46RI0c2XaOFEEIIIYQQQgghmphGoxAdYCQ6wMjlnUJrtU1BmYXNSTmsO5zNkawi9FoNeq1CqdlGTomFnGITOUVmis02LDaV9AIT6QWmKvsJ9XGnY5gPHcO96RTmQ9dIX1oHeaLRnD0zzGZX0Z5jnQr28iBaVpFjUobMolOTOGQUmBwZcWmFZBWZWLYzlWU7UwGI9POgb1wA2cVmtqfkUlhmrdXxKh3bVLttXB5IKy4upkePHtxxxx3ccMMN51z/zz//5IorrmD27Nn4+fmxYMECxowZw8aNG4mPj2+CFgshhBBCCCGEEEK0DD4GPZd3Cj1n4K3MYiOn2ExOsSNwZVdV9FoNBr2WNsFeBHjWr85abYNo4AgU+nu64e/pRrtQ7xrbufN4Pn8nZvF3YjbbU3I5kVfKd9tPONdx02mI8vcg0s8DTzcdZpsds9VOmK+BtiGOCRs83LQYdFrc9Y6acubSYnrNPXcbm1WNNEVRzpmRVp0uXbowbtw4nnnmmVqtL7UzhBBCCFEf8hmi+ZPfkRBCCHFxKTXb2HI0hy3JuQR6udErxp+OYd51ntn0oqmRZrfbKSwsJCAgoMZ1TCYTJtOptMSCgoKmaJoQQgghhBBCCCGEaEQebloGtwtmcLvgJjle851PtJb+85//UFRUxC233FLjOi+//DK+vr7On+jo6CZsoRBCCCHExenll1/mkksuwdvbm5CQEMaOHcuBAwfOud3//vc/OnbsiMFgoFu3bvz8889N0FohhBBCiHNr0YG0xYsXM2vWLL766itCQkJqXO+JJ54gPz/f+XPs2LEmbKUQQgghxMVpzZo13H///WzYsIEVK1ZgsVi48sorKS6ufgYugL///pvx48dz5513sn37dsaOHcvYsWPZvXt3E7ZcCCGEEKJ6LbZG2pdffskdd9zB//73P66++uo6HUdqZwghhBCiPuQzxPnJzMwkJCSENWvWMGTIkGrXGTduHMXFxfz000/OZf3796dnz5588MEH5zyG/I6EEEIIUR+1/QzRIjPSvvjiC6ZOncoXX3xR5yCaEEIIIYRwjfz8fICz1rZdv349I0aMqLRs5MiRrF+/vtr1TSYTBQUFlX6EEEIIIRqLywNpRUVFJCQkkJCQAEBSUhIJCQmkpKQAjmGZkyZNcq6/ePFiJk2axJw5c+jXrx9paWmkpaU5P5gJIYQQQojmx263M336dAYNGkTXrl1rXC8tLY3Q0NBKy0JDQ0lLS6t2famFK4QQQoim5PJA2pYtW4iPjyc+Ph6AGTNmEB8fzzPPPANAamqqM6gG8NFHH2G1Wrn//vsJDw93/jz00EMuab8QQgghhDi3+++/n927d/Pll1826H6lFq4QQgghmpLO1Q0YNmwYZyvTtnDhwkqPV69e3bgNEkIIIYQQDWratGn89NNP/Pnnn0RFRZ113bCwMNLT0ystS09PJywsrNr13d3dcXd3b7C2CiGEEEKcjcsz0oQQQgghxIVJVVWmTZvGd999xx9//EFcXNw5txkwYAArV66stGzFihUMGDCgsZophBBCCFFrLs9IE0IIIYQQF6b777+fxYsX8/333+Pt7e2sc+br64uHhwcAkyZNIjIykpdffhmAhx56iKFDhzJnzhyuvvpqvvzyS7Zs2cJHH33ksvMQQgghhKggGWlCCCGEEKJRvP/+++Tn5zNs2LBKtW2XLFniXCclJYXU1FTn44EDB7J48WI++ugjevTowddff83SpUvPOkGBEEIIIURTUdSzFSi7QBUUFODr60t+fj4+Pj6ubo4QQgghWgj5DNH8ye9ICCGEEPVR288QkpEmhBBCCCGEEEIIIUQtSCBNCCGEEEIIIYQQQohakECaEEIIIYQQQgghhBC1IIE0IYQQQgghhBBCCCFqQQJpQgghhBBCCCGEEELUggTShBBCCCGEEEIIIYSoBQmkCSGEEEIIIYQQQghRCxJIE0IIIYQQQgghhBCiFiSQJoQQQgghhBBCCCFELUggTQghhBBCCCGEEEKIWpBAmhBCCCGEEEIIIYQQtSCBNCGEEEIIIYQQQgghakECaUIIIYQQQgghhBBC1IIE0oQQQgghhBBCCCGEqAUJpAkhhBBCCCGEEEIIUQsSSBNCCCGEEEIIIYQQohZcHkj7888/GTNmDBERESiKwtKlS8+5zerVq+nVqxfu7u60bduWhQsXNno7hRBCCCGEEEIIIcTFzeWBtOLiYnr06MG7775bq/WTkpK4+uqrGT58OAkJCUyfPp277rqLX3/9tZFbKoQQQgghhBBCCCEuZjpXN2D06NGMHj261ut/8MEHxMXFMWfOHAA6derEX3/9xRtvvMHIkSMbq5lCCCGEEEIIIYQQ4iLn8oy0ulq/fj0jRoyotGzkyJGsX7++xm1MJhMFBQWVfoQQQgghhBBCCCGEqIsWF0hLS0sjNDS00rLQ0FAKCgooLS2tdpuXX34ZX19f5090dHRTNFUIIYQQQgghhBBCXEBaXCCtPp544gny8/OdP8eOHXN1k4QQQgghhBBCCCFEC+PyGml1FRYWRnp6eqVl6enp+Pj44OHhUe027u7uuLu7N0XzhBBCCCGEEEIIIcQFqsVlpA0YMICVK1dWWrZixQoGDBjgohYJIYQQQgghhBBCiIuBywNpRUVFJCQkkJCQAEBSUhIJCQmkpKQAjmGZkyZNcq5/zz33cOTIER599FH279/Pe++9x1dffcU///lPVzRfCCGEEEIIIYQQQlwkXB5I27JlC/Hx8cTHxwMwY8YM4uPjeeaZZwBITU11BtUA4uLiWLZsGStWrKBHjx7MmTOH+fPnM3LkSJe0XwghhBBCCCGEEEJcHBRVVVVXN6KpFRQU4OvrS35+Pj4+Pq5ujhBCCCFaCPkM0fzJ70gIIYQQ9VHbzxAtbrIBIS5mNpsNi8Xi6mYI0WDc3NzQaFyeHC2EuAhJnyoag16vR6vVuroZQgghGpEE0oRoAVRVJS0tjby8PFc3RYgGpdFoiIuLw83NzdVNEUJcJKRPFY3Nz8+PsLAwFEVxdVOEEEI0AgmkCdECVHzgDwkJwWg0ygczcUGw2+2cPHmS1NRUYmJi5HUthGgS0qeKxqKqKiUlJWRkZAAQHh7u4hYJIYRoDBJIE6KZs9lszg/8gYGBrm6OEA0qODiYkydPYrVa0ev1rm6OEOICJ32qaGweHh4AZGRkEBISIsM8hRDiAiSFaYRo5irqtxiNRhe3RIiGVzGk02azubglQoiLgfSpoilUvL6kBp8QQlyYJJAmRAshQ0/EhUhe16IluAgnOL/gyXuPaEzy+hJCiAubBNKEEI1m2LBhTJ8+3dXNEEKIeitY/iuHhwzlyJhryfvmG+xms6ubJC5S0qc6yHUQQgjhalIjTQjRaL799tta171KTk4mLi6O7du307Nnz8ZtWAOZMmUKeXl5LF261NVNEUI0MGtuLukvvEDBz784Hmdmkvqvpyj183Ntw8RFS/pUh7pcB2iZ10IIIUTzJoE0IUSjCQgIcMlxLRaLFK4XQtSbKSmJY3fdjeXECdBqCbz7LrQ+vuR89hm2Eydc3TxxkZI+1cFV10EIIYSoIEM7hRCN5vThF7GxscyePZs77rgDb29vYmJi+Oijj5zrxsXFARAfH4+iKAwbNsz53Pz58+nUqRMGg4GOHTvy3nvvOZ9LTk5GURSWLFnC0KFDMRgMfP755wB88skndOnSBXd3d8LDw5k2bZpzu7y8PO666y6Cg4Px8fHhsssuY8eOHc7nn3vuOXr27MmHH35IdHQ0RqORW265hfz8fOfzn376Kd9//z2KoqAoCqtXr672OsTGxjJ37txKy3r27Mlzzz3nfKwoCvPnz+f666/HaDTSrl07fvjhh0rb7N69m9GjR+Pl5UVoaCgTJ04kKyur0vV+4IEHmD59Ov7+/oSGhjJv3jyKi4uZOnUq3t7etG3bll9++cW5zerVq1EUhWXLltG9e3cMBgP9+/dn9+7d1Z6LEBe60t17ODrhdiwnTqCPiSH2yy8JmT6dwDum0nbFb4S9+IKrm9ii/Pnnn4wZM4aIiAgURTlntlHFe9KZP2lpaU3T4GZM+tSq1+F8r4UQQghRHxJIE0I0mTlz5tCnTx+2b9/Offfdx7333suBAwcA2LRpEwC///47qampfPvttwB8/vnnPPPMM7z00kvs27eP2bNn8/TTT/Ppp59W2vfjjz/OQw89xL59+xg5ciTvv/8+999/P//4xz/YtWsXP/zwA23btnWuf/PNN5ORkcEvv/zC1q1b6dWrF5dffjk5OTnOdQ4fPsxXX33Fjz/+yPLly53tBpg5cya33HILo0aNIjU1ldTUVAYOHHhe12fWrFnccsst7Ny5k6uuuooJEyY425OXl8dll11GfHw8W7ZsYfny5aSnp3PLLbdU2senn35KUFAQmzZt4oEHHuDee+/l5ptvZuDAgWzbto0rr7ySiRMnUlJSUmm7Rx55hDlz5rB582aCg4MZM2aMzDYmLhrW3Fzyly0j9emnSZk0CVtODobOnYld/Dke3bo611P0enxHj3ZhS1ue4uJievTowbvvvlun7Q4cOOB8b01NTSUkJKSRWthySZ96ftdCCCGEqDf1IpSfn68Can5+vqubIsQ5lZaWqnv37lVLS0udy+x2u1pssrjkx26317rtQ4cOVR966CFVVVW1VatW6u23317pHEJCQtT3339fVVVVTUpKUgF1+/btlfbRpk0bdfHixZWWvfDCC+qAAQMqbTd37txK60RERKj/+te/qm3X2rVrVR8fH7WsrKzKsT788ENVVVX12WefVbVarXr8+HHn87/88ouq0WjU1NRUVVVVdfLkyep11113zuvQqlUr9Y033qi0rEePHuqzzz7rfAyoTz31lPNxUVGRCqi//PKL85yvvPLKSvs4duyYCqgHDhxQVdVxvS+99FLn81arVfX09FQnTpzoXJaamqoC6vr161VVVdVVq1apgPrll18618nOzlY9PDzUJUuWnPPczld1r28hmoLdZlML/1yrHnvwIXVv127q3g4dnT/Jk6eo1sLCareTzxD1B6jffffdWdepeE/Kzc2t93HO9jtqTn1qXfpTVZU+tbrroKr1vxaNSfo2IYRomWr7Oe+irpGm1iHbwpqdTdnefbi1ikEfFYWikWQ+4TqlFhudn/nVJcfe+/xIjG71e+vo3r2789+KohAWFkZGRkaN6xcXF5OYmMidd97J3Xff7VxutVrx9fWttG6fPn2c/87IyODkyZNcfvnl1e53x44dFBUVERgYWGl5aWkpiYmJzscxMTFERkY6Hw8YMAC73c6BAwcICws7x9nW3enXx9PTEx8fH+f12bFjB6tWrcLLy6vKdomJibRv377KPrRaLYGBgXTr1s25LDQ0FKDKdR8wYIDz3wEBAXTo0IF9+/Y1wFkJ0fxY0jM48fAMSrdsdS5zb98ez4ED8Rw4AM+BA1F0F/VHJJfr2bMnJpOJrl278txzzzFo0KAa1zWZTJhMJufjgoKCOh3LVX3q+fSnIH3q6ep6LYQQQojzcVF/Sky8+hqibr4J/9tvR19+c3kmW2Eh2Z98Qs7CT1FLSwHQGI3oQkNR3NzQeHkR9H//wGvIkKZsuhAt0pnFihVFwW6317h+UVERAPPmzaNfv36VntNqtZUee3p6Ov/t4eFx1nYUFRURHh5ebf0Vv0aYkU+j0aCqaqVl1Q2bPNv1KSoqYsyYMfz73/+usl14ePhZ93H6MkVRAM563YW4EFizsij84w/shUXYS0vReHri3rYNqsVK6tNPY8vORmM04nvDDfjdfBOGDh1c3WSB4/3sgw8+oE+fPphMJubPn8+wYcPYuHEjvXr1qnabl19+mVmzZjVxS13vYu1Tq1PXayGEEEKcj4s6kGbLziZ73nxyv/ofES/Pxvuyy5zPlR04QP6335K/9Hts5YVQdeHh2LKzsZeUYE5Kcq57/P5pRH/0IZ6nZXQIURu2oiJSn34aXVAwoY8+glLLWbE89Fr2Pj+ykVtX87Ebg5ubGwA2m825LDQ0lIiICI4cOcKECRNqvS9vb29iY2NZuXIlw4cPr/J8r169SEtLQ6fTERsbW+N+UlJSOHnyJBEREQBs2LABjUZDh/Ibbjc3t0rtrUlwcDCpqanOxwUFBSSd9h5SG7169eKbb74hNjYWXSNkymzYsIGYmBgAcnNzOXjwIJ06dWrw4wjRFApXrSL1iSex5eXVuI57hw5EvTkXt7O8B4im16FDB+d7LMDAgQNJTEzkjTfeYNGiRdVu88QTTzBjxgzn44KCAqKjo2t9TFf1qY3Vn8KF3afWVXXXQgghhDgfF3UgLfy1V7Es+i9le/Zw/L778b3+elSblbKduzAnJzvXc2vdmuB/Tsd7xAiw2TAnJ2PNyUE1W8hb8iWFK37n+P3TiPl0IR6nDaES4mxUq5UT0/9J8V9/AWBNSyVyzhyU8g98Z6MoynkNB2mOQkJC8PDwYPny5URFRWEwGPD19WXWrFk8+OCD+Pr6MmrUKEwmE1u2bCE3N5cZM2Y4M71MScmYg4LQR0aiKArPPfcc99xzDyEhIYwePZrCwkLWrVvHAw88wIgRIxgwYABjx47l1VdfpX379pw8eZJly5Zx/fXXO4e0GAwGJk+ezH/+8x8KCgp48MEHueWWW5xDUGJjY/n11185cOAAgYGB+Pr6otfrufzyy7n++uudM5pddtllLFy4kDFjxuDn58czzzxT5dv/c7n//vuZN28e48eP59FHHyUgIIDDhw/z5ZdfMn/+/Drv70zPP/88gYGBhIaG8q9//YugoCDGjh17XvsUoqlZc3PJeuddcstnGXRr2wZD585oPIzY8vMxJx7GkpqGz+hRhD75JJpzZNqI5qFv3778Vd5XVsfd3R13d/d671/61FN9ak2aU5/aUNdCCCGEqK+LutCXz2WXEfvFYgImTwIg/7vvKPjhR0cQTa/H+8oriXr/PVr/8D0+V1zhmI5bp8O9bVs8+/bF69JBRMyZg3FAf+wlJRy7+x+Yj59w7UmJFkFVVdJefJHiv/5C8fBAcXNzBGQfmo7dbHZ181xCp9Px1ltv8eGHHxIREcF1110HwF133cX8+fNZsGAB3bp1Y+jQoSxcuJDY2FhsxcWYU1IAUG1WbHl52Mtr40yePJm5c+fy3nvv0aVLF6655hoOHToEOG6afv75Z4YMGcLUqVNp3749t956K0ePHnXWEANo27YtN9xwA1dddRVXXnkl3bt357333nM+f/fdd9OhQwf69OlDcHAw69atAxw1y7KyspzrPfHEEwwdOpRrrrmGq6++mrFjx9KmTZs6XZ+IiAjWrVuHzWbjyiuvpFu3bkyfPh0/Pz80DVCz8ZVXXuGhhx6id+/epKWl8eOPPzq/xa8tu9mMJSMDS0YG1uxsbEVFVYa0CtEYLGlppM2ezeHLLncG0QImTybu22+JfPVVwmc9R9TcN2j944902LKZ8BdekCBaC5KQkFBpCLs4t7r2qXFxcWfdX3PqUxvqWgghhBD1pagX4V1OQUEBvr6+5Ofn4+PjA0DRmjUULP8VfXQUHl274tG9O9pa1nWwFRWTMnkyZXv2YOzXj5gFn8hkBOKsshcuJOOVf4OiEPXO2yjuBo7ffz+qyYT/pImEPfmkc92ysjKSkpKIi4vDYDC4sNXNg91sxpaVha2gANVqBUDRaFCMRuxFRSg6Pe7t2qKcZ4bWc889x9KlS0lISGiAVjdfq1evZvjw4eTm5ta7lo1qs2HNzMSanQ1ndClaHx/0ERE1Fm6X13fTUO12TIcO4RYXh6aOAdLmrmzfPlKmTHWWYXDv3ImQf87Aa/CljXK86j5DiJoVFRVx+PBhAOLj43n99dcZPnw4AQEBxMTE8MQTT3DixAk+++wzAObOnUtcXBxdunShrKyM+fPn8/bbb/Pbb7/VWOz+TGf7Hcl7jmtcLH1qBXmdCSFEy1Tbz3kXVh77efAaOhSvoUPrta3Wy5PI1+dwZOz1lGzcSO7niwmYeHuV9VRVxXLsmONmJiYG93btACjdtZv0l17CfOI4npf0xXPQIAxdOjtmB9XpKNmylZKNG9B4euE37hZ0/v7nda7CtYo3bCTj1dcACHnsUbzLbwwi33iD4/fdR94XXxI4ZQr68hoiwkFVVWzZ2VgyMqC8gLCi0aLx9UEXEoKi1WI6fBjVbMaakYFeshcalaqqqGVl2HJzseXno5bXntF4ejqGJ9ts2AoLsRUUYC8pQR8Zhda76oyjonGpNhsFvywn+8MPMR06hD4mhtDHH8Nr+HDnxBMtWdnevRydegf2/HzcO3UiZObDjhk3L4Bzu1Bs2bKlUl2tiuGDkydPZuHChaSmppJSnlkMYDabefjhhzlx4gRGo5Hu3bvz+++/V1ubSwghhBDCFSSQ1kDcWrUiZObDpL/wIhlz5uA1+FJnAWNrdjYZr79O4W8rsBcWOrfx6NkTt7ZtyP/2O2dgoODnnyn4+edTO9Zq4bTiqNnz5uE/8XYC77wTrbd3k5ybaDiW1FROzJgBdju+Y8cSMHmy8znvy4Zj7NePko0byXr/fcJfeMGFLW0e7CYTtrw8VLMZe2kpavmwV43RiC442BG0OS37Ux8ejvnoUazZOagWC2i1aDw80Pr7y411HaiqimqxoJpMqCYTdpMZ7Kfeh1Sz2fFz2nuT4uaGPiwMjbf3qZlBS0sxHz+OajJhPpqMPiwMbWCg/C6agGo2k//jj2R/NA/z0aPO5ZaUFI7fdz+egwYR+uQTuNdxiLErmFNSyJz7JqV7dqPz80cbGIjGYACNhqK1a7Hn5+PRowfR8+dJv9gMDRs27KxDvBcuXFjp8aOPPsqjjz7ayK0SQgghhKi/ZjG089133+W1114jLS2NHj168Pbbb9O3b98a1587dy7vv/8+KSkpBAUFcdNNN/Hyyy/XOnW6sYZlqHY7KXfcScmGDWiDg/AeMQJ9eATZ8+c76zYpej1ucXGYjhyB8mFpAD7XXIPfjTdQvGkTJes3YE5Ods42pgsLw3PAAMr27cO0f79jWUQ4kf/+N8ZLLmmw9rdUtqIiLCdPggooOG7Wm+FwG7vZzNHbJ1K2cyfunToR+8Vix83gaUq2befobbeBVkubn5fh1qrVRTs8wFZUhCUlBfW06esVjRZdWOhZA2PmY8ecQ7wqaP39HcMLJYBzVvbSUiypqdjLypzB/bNSFLQ+Pmj9/NB4eVV7fVW7HUtqKrbcXKD8dxEe7gyAXqyv74amqiql2xMo278P8+FEClevwnrSMVOs1tcX/8mT8Lv+enIXf0HOwoWOQLNOR8CE2wi6//5zvmeqdjuWkyedk3k0xfmYDh0i/9vvyPn8c7BYalzXo0cPoj+ej9araTIeZWhn8ydDO4WryetMCCFaphYztHPJkiXMmDGDDz74gH79+jF37lxGjhzJgQMHCAkJqbL+4sWLefzxx/nkk08YOHAgBw8eZMqUKSiKwuuvv+6CMzhF0WiIeOlFkm+bgDU9nbwvvnQ+Z+jcmZDHH8MYH4+i12PNzCTvu6WUbt2K/23jncNKPQcMgIceAhyBBHthIbqwMBRFQbXbKfz9dzL+MwdLSgpHJ08h8K67CLxjaq3ruV0IVFWl+M8/yVm8GNO+/VgzMio9r+j1eI8cid8tN2O85JJmETyxFRRw/IEHKdu5E42vL1Fvv1UliAZg7BWP59AhFK/5k8x33yXy1Vdd0FrXs+XnYz5+HFQVjdGI1tsHxd0NjdFYY62tCvqICDTe3mCzoVosWLOyHUEcu90RBKhH/cKKDC1sNlS7CqgoOp2jDptW2yxeY+dDVVVsOTlY0tJO1ThTFBQ3NzTu7iju7ihaHRXRakWvcyxzczvn9VQ0GsfvxN0dS1oattxc1JJS9JERaIzGRj+3C5HdZMJ85AgaoxGNtzfFa9eSPf9jTOWFvytog4IInDoV/1vHofH0BCDk4Rn43XQj6f9+laI//iDn088o+PkXIv79Cp4DB1Y5lqqqFK9dS8brb2Davx+PHj0I/uc/8ezfr8HPy3LyJMXrN1C8fj3FGzZgO624uOegQQRMmYK9rBRbdg6q2YRqt6P18sJn9Gjn+QkhhBBCCNHYXJ6R1q9fPy655BLeeecdAOx2O9HR0TzwwAM8/vjjVdafNm0a+/btY+XKlc5lDz/8MBs3bjzr1Oina+xvk+2lpRRv3EjR6tWYDh/GZ+Qo/G8bf97FzyvYiopJf+kl8r/7DnAEjrwuuwxj30vQeBjRGNxRDAYUd3d0/v64t29/zuBDS1G0Zg0Zc9/EtG9fpeVaX1/Q6cBqrZSNpA0OwmvwELyGDMZz4ECXZKpZUlM59o9/YDp0GI3RSNR77+LZv3+N65fu3kPyTTcB4BEfj+HaMeR060brtm2d32qqNhv24mLspWWopjJH0EOvR3FzQ+vn1ywmu1BtNmz5+diLi0GjQdFqUQwGtD4+zvapNhuqyeTcxl5SWl5TqxgArY8v+qj6Bb8qVArKeXnhVl57sEp7y2t+2YuKsJvMKFoNaLWOYaVFRc6JDc6kaDSOvzeDAaV8P5z2o3h4oAsIaLC//4ak2u3YCwux5uZiLyoCHJMD6EJDHUGyBg4Q2goLsRw/7hwSqg0IwOLuztG0NFq3aVPjt/b24uJGC5SoFguWEyccGYvNuAi/raiIojVrKPz9d4rX/Im9pKTKOhqjEWPfvri1aY2hYye8rxhRbcC+QtFf60h/8UXHTNWA/8SJuLdvhy07G2tWNtbsLMxHj2Lau6/Ktp6DBhH+/Cz0kZHndV52s5nCX34h5/PFlO3cWek5xWDA2KcPAZMm4jVkyHkdpyFJRlrzJxlpwtXkdSaEEC1TbT/nuTSQZjabMRqNfP3114wdO9a5fPLkyeTl5fH9999X2Wbx4sXcd999/Pbbb/Tt25cjR45w9dVXM3HiRJ48babDs7lQPgQX/PobWR98UCWodCbFaMTYswfeV1yB7w03oHF3b6IWNhxVVcl6512y3n0XcJyT/6234nPlFbi1bl0pQFa6ew95S5ZQsGxZ5ZtNrRaP+J74jB6N3003Ndp1UFWVotWrKVy+nLJ9+53DeHXBwUR/+AGGzp3PuY/0V18j55NPALCHh2N75mnadO+OZ2CgY8jj8eM1BnY07u7oY2Jc9ntWrVasmZmOzKNqhgcqWh1afz9UsxlbYWGVWR4r6AIC0YWHNUgwx1ZYiDklxRHY0utxi44GRcFeVoZaZsJuKkMtK6vxmjoarjiCYRVBPZutUo2ws1G0WrQBAWi9vR0BtyYIdKp2uyMwWFrqOE+zuTyjzu685qrNdmoIp6KgDw1t9BpmqtXqGOpZHvA22e2kZGbitfxXQm+8EWO/vqgWC2V79lC8di2FK37HdOgQhu7diXztVdxatTrnMUp37CB74UKsmZmOLxeMRjQeHo7/expRPDzQuLtTuns3xX+tw15YiGIw4NGtG/qYaEcAuKAQt9hYvIYNxbN//3pnz6mqir2gwJFNqdfXahvz8eOU7dqFNScHW14epTt3UvL3ekdWZDmNry9YrdiLi9EGBxFw+0T8x99a5y8L7KWlpL/6aqUM6jMpbm74T5iA3403kPvFl+R+9RVYLGi8vAh7+il8rr32nK8ZU1ISBct+pmz3bkr37MZeVIzG3R3VYnEE2wE0Gjy6dcM4cACe/QfgEd+zWc4weqF8hriQSSBNuJq8zoQQomVqEYG0kydPEhkZyd9//82AAQOcyx999FHWrFnDxo0bq93urbfeYubMmaiqitVq5Z577uH999+v8TgmkwnTaVkvBQUFREdHXzAfgsv27SP/x5+wHD+Ovaz0tMCAyVHvqLw+G4AuOJiAqVNxaxUDlAcYjh7FcvwEbtHR+Iwe5ZxN1NVUqxVrdg7WrEyy58+n8JflAPhPmEDQtPvPOXup3WymdMsWiv5cS9HatZgTE53P6UJDCfy/f+B77bXOujqqzYbp0CFHDafQ0Dq31242U/jbCrLnzcN04ECl5wydOxP1ztt1monTkp7u2N8fKym9/XZigoMx+vo6gk84MhE1np7OjBPVYnHMnmi1gkbjqBXXhNlpqqpiy8vDmpbmDDBVZMgBYLVhKyyoFAwAHNlh5Tfhil6P1scHjY9Pg99A20tLMR875pywoFoajeOaeniA3Y5qs6HodI5lRmOVa6na7Y6MtbKyU5l1ioKiaECjgKpizc2tlHWHopwK6pQHeKoLsKh2O/bSMhQ3PZoanlfNZme2H3Y7tuJi7MXFqCUl2E8/5lkoej1aX19HnbMm/LBvKyzElp9PaWEhR0+eRPviS2hSU9FHR2NNT6/296QxGgl54nE8+/ZFGxjkCIqdFsAp2badrPfeo7iW2clOZ0zqUoVej3tsK9xat0Hj5Yk1Kwtbbh6GTp3wHXMNHr16VX1t2GwU/vorWe+/j+nQYcDxBYAuKAh9ZIRjuKunp/N1bisswlaQT9nOXVhOnKi2GW6xsXhfeSXeV4zA0LWrY8i/1dogw4sL/1hF7n//C3odusAgdIGB6IKD0AYGYuzTp9J7ovnoUU4+9jilCQkAuHfqhOfAAXj264db6zbow8OcGZi2wkKy3n2PnP/+t1Jd0NPpQkPxH38rfjffjC4w8LzOoylIIK35k0CacDV5nQkhRMt0wQbSVq9eza233sqLL75Iv379OHz4MA899BB33303Tz/9dLXHee6555g1a1aV5RfDh2DVbsd06BDF6/4mZ9EirKmp59zGrU0bvC4dhLFff4y9ezmGTTYBu9mM6dAhSjZvpvivdZRs3lw5AKHXE/7sM/iVD3usK/PxExT9sZLsTxZgTUtzLNTp8OjZA11wMCXrNzgnePDo2RPvUSPxvfZadAEBzn3Y8vMxHTmCJSUFS3qGI8hhMFC2Zw8Fv/7mDFpqjEb8br4ZY79+GDp1dNa5q4+SggKO7NlDlKcn7uU361r/AMfN6pk37xYL5uPHK2V4aH18yoesKSg67TmDa6qqngrQ6HQ1trsi08aamwtWK6rFimpz3Chr3A3owkKrFKCv2MZWUOAM4CgGQ5PVGFNtNiwnTjiOXz7UVONuQDG4o6kYntnAgUfnOeflYS8pqTaLTXFzcwTUymuuqSYTtqIiZ7aYxt0dxWh0PK8ojmB5cVG1GX+V9qvTOfZbPtS7IqPOcb0V0CiO5S6s8VZWVsaRQ4fw/u03ij9b5Pyb1/r7Y7zkErxHXI57x46kv/AiJZs3V9pWFxaG92XD8ejZk7zvvqNk/QbHE1otvtdei9eQwdhLy7CXljiufWkp9mLHv+2lpeijo/AaMgSPbt0wHz1Kydat2LKzHUFFo5HSHTspWrOmxsBWBW1AABpvLxSd3vE3o9Nhy8s753Y10ukwdO7syBD080MfFYX35Zfh1qZNs6nHp1qtZM+bR+a771UNkOn1aP18UVCwlQd2wTEc1GvoUAzduqILDnZkgdpsuLduXetsveZAAmnNnwTShKvJ60wIIVqmFhFIq8/QzsGDB9O/f39ee+0157L//ve//OMf/6CoqAhNNTfBF3pGWm2pZjN5S5dS8NMyZ7aH4mHALaYV+vBwSnfsoPivv6pkDGmDgnCPjXUUcNdq0Hp64jlkCN7Dh1ca7mQrKqZ4/d+YExPReHmXB+BUbIWFzsCOotGg8fLG0LULhvbtMR89SsHPv1C0ejVlhw5VnZlNq0UXGIg+KoqQf05vkFlK7WYzef/7H7mL/uusDVRBMRpRS0udQ98UvR7vUY4svaLVqyndvr3GoYjgyKzwu+VmAm6/vcECkBUfxqIDAtAXF6MLDDzrvlVVxZaVjTUnB9VSTVaPh4dj6OcZN662/HxH9lRp6amMsvJADOUBHEWrddTO0umwZmefCtg5d65BHxKCNiCgWdRpq4lqt5dnjjVtUKIiSGkvKQ/snCNzTNFqzzp8VNFoTtVkAzQGAxovL0f2nIdHtZlszc3pNxu64mJKd+zAvXVr9K1aVQ7C2mxkz/+YvG+/wZqZ5QzOVKLT4Xf9WAL/8Q/H8N0GoKoq1pMnMSUmYko8gmoqQxcUhMbTk6I/11L4229V/w7KaXx8CJg0Cf8JtwE46tGlp2M+fgJrWmp5jUPH71/j5YXG2wv3Nm0w9urVYornW7OyHJMDrN9AaUIClmPHqvQhbnFxhD7xeLOqc3Y+JJDW/EkgTbiavM6EEKJlahGBNHBMNtC3b1/efvttwDHZQExMDNOmTat2soHevXszYsQI/v3vfzuXffHFF9x5550UFhairUVBb/kQXDNbQQHFf/1F8YaNFG/cgOVoSo3rKh4eGDp1QtHrUS0WSnftqhoIOxu9vsr6Gl9fPLp1c2QuXDrIkYHRiAEZ87FjFP/1F9bcXDz79cOje3esObkU/vYb+d9/T9nu3VW20YWH4xYTgz4szFH0v6wUXUAgPlddhfGSPg1eVL6+H8ZUVXXUxyoocNbFshcUOIcrVgwtA8eECBXZeIBjqKUK5f+pmaI4ggrls2kqbm7Nsqh+bGws06dPZ/r06a5uShWqzYa9pBTV5MjOwWYDnc5ZT42KiSXKyhwBM7vdkfHj5eV4HpyZa83x2p9LfV/ftqJiSrZspmjlH5QmJODRqxdB/7j7vIvf15W9rAzToUOoZrMjK9NqRbU63teMvXuj9fZu0va4mmqzYUlNw15Y4Hgf0WgcGWcXyIQ3IJ8hWgIJpDUuV/SpU6ZMIS8vj6VLlzbZMc+HvM6EEKJlqu3nPJd/sp0xYwaTJ0+mT58+9O3bl7lz51JcXMzUqVMBmDRpEpGRkbz88ssAjBkzhtdff534+Hjn0M6nn36aMWPG1CqIJs5O6+ODz1VX4XPVVYDjZtWclIQ5ORl7WSnY7FhOnKBg+XIsx45Rum1bpe31MTEY4+Oxl5Y6AjMaDVpvLzSeXo6bKrsda2Ympbt3O4ZB6vV4DRqEz+hRePTugz4yokmzhNyio3EbP77yOYSGEDDxdgIm3k7prl3kffUV1uwcPAcNxPuyy9CHhzdZ+86HoihojUa0p2UN2oOCsKSkYDeZHMX3UVC0GmfWky4oGK2vD0r5RAX20lLUsjKwq6iq3RHUMZlQzWY0Hh7oQkPPWsvsbB98P/roIxYvXsy2bdsoLCwkNzcXv4p6ahcRRatF6+0F3l7Vr6DTOWqYnS3D8SJ879N6eeI9bBjew4a5tB2a8kkKhIOi1eIWFQk0bUBTiIvBxdynvvnmm9T1u39FUfjuu+8qjXoRQgghGoLLA2njxo0jMzOTZ555hrS0NHr27Mny5csJLS9snJKSUmm45lNPPYWiKDz11FOcOHGC4OBgxowZw0svveSqU7igab088ejWFY9uXSstD57xT8r27HXMHmmzgl3F0KULbnGxtQqEqXZHQE7r61vnWeaakke3bhfUTbLG3R231q2xpKdjLyhEtVocGWp6PfqoaLSelWcm1Hp6QiMNMSspKWHUqFGMGjWKJ554olGO0dBSUlKIiYlxdTOEEEKISi70PtW3ier1CiGEELXRLIoYTZs2jaNHj2Iymdi4cSP9+vVzPrd69WoWLlzofKzT6Xj22Wc5fPgwpaWlpKSk8O67715Q37q1BIqi4NG1Cz6jRuJ79dX4jrkG99Zxtc4mUzQa3KKjm3UQ7UKlaLW4RURg6NgB9w4dcIuLw71t2ypBtMY2ffp0Hn/8cfr371/rbQoLC5kwYQKenp6Eh4fzxhtvMGzYsErDSzIyMhgzZgweHh7ExcXx+eefV9mPoii8//77jB49Gg8PD1q3bs3XX399zuPHxcUxYsQIFi1aREl1NbpOc2a7AMaOHcuUKVOcj2NjY5k9ezZ33HEH3t7exMTE8NFHH1Xa5tixY9xyyy34+fkREBDAddddR/Jptf2mTJnC2LFjmT17NqGhofj5+fH8889jtVp55JFHCAgIICoqigULFji3SU5ORlEUvvzySwYOHIjBYKBr166sWbPmnNdACCFE83Oh96kVfV2FYcOG8eCDD/Loo48SEBBAWFgYzz33nPP52NhYAK6//noURXE+FkIIIRpCswikCSHqSFXBXHzePxrVjFYPiq2s9tu5sKzijBkzWLduHT/88AMrVqxg7dq1bDtjePGUKVM4duwYq1at4uuvv+a9994jIyOjyr6efvppbrzxRnbs2MGECRO49dZb2bdv31mPv3fvXvr27ctTTz1FaGgod9xxB2vWrKnzcJPTzZkzhz59+rB9+3buu+8+7r33Xg4cOACAxWJh5MiReHt7s3btWtatW4eXlxejRo3CbD41kcQff/zByZMn+fPPP3n99dd59tlnueaaa/D392fjxo3cc889/N///R/Hjx+vdOxHHnmEhx9+mO3btzNgwADGjBlDdnZ2vc9FCCFapAbqU+v849oyxS2+T/3000/x9PRk48aNvPrqqzz//POsWLECgM3lszwvWLCA1NRU52MhhBCiIbh8aKcQoh4sJTA7wjXHfvIkuDX9jIKFhYV8+umnLF68mMsvvxxwfECOiDh1HQ4ePMgvv/zCpk2buKR8htePP/6YTp06VdnfzTffzF133QXACy+8wIoVK3j77bd57733amxDhw4dmD17Ni+99BKrV6/ms88+Y8yYMQQFBTFp0iQmT55MXFxcnc7rqquu4r777gPgscce44033mDVqlV06NCBJUuWYLfbmT9/vjPbc8GCBfj5+bF69WquvPJKAAICAnjrrbfQaDR06NCBV199lZKSEp588kkAnnjiCV555RX++usvbr31Vuexp02bxo033gjA+++/z/Lly/n444959NFH63QOQgjRormqT3VRfwoXRp/avXt3nn32WQDatWvHO++8w8qVK7niiisIDg4GwM/Pj7CwsDpeHSGEEOLsJCNNCNEiHDlyBIvFQt++fZ3LfH196dChg/Pxvn370Ol09O7d27msY8eO1Q79HjBgQJXHFd+ejx49Gi8vL7y8vOjSpUuVbRVFYfjw4SxYsIDjx48zYMAAZs2axT//+c86n1f37t0r7TcsLMz5bf+OHTs4fPgw3t7ezvYEBARQVlZGYmKic7suXbpUqiUZGhpKt9Nq+2m1WgIDA6tkEZx+DXQ6HX369DlnBoEQQoiW70LoU0/vPwHCw8OrzZYTQgghGppkpAnREumNjm+yXXXsC9z8+fMpLS0FQK/XV7vOtm3b+Oyzz/jiiy9QFIUZM2Y4v40H0Gg0VYanWCyWKvs5c/+KomC32wEoKiqid+/e1dakqfi2vaZ9nG2/QgghTuOqPvUi6E+hYfrU6kg/J4QQwlUkkCZES6QoLhsO4iqtW7dGr9ezefNm5yxf+fn5HDx4kCFDhgCOb8qtVitbt251DkM5cOAAeXl5Vfa3YcMGJk2aVOlxfHw8AJGRkdW24fjx4/z3v/9l0aJFJCYmMmbMGD7++GNGjRqFTlf57TQ4OJjU1FTnY5vNxu7duxk+fHitz7lXr14sWbKEkJAQfBphYo4NGzY4r13FdZs2bVqDH0cIIZo16VOB5t2n1oder8dms533foQQQogzSSBNCNGo8vPzSUhIqLQsMDAQvV5PWloahw8fBmDXrl3OmSsDAgIAuPzyy7n++uuZNm0a3t7eTJ482TkTZUhICM8++ywajcZZP6xDhw6MGjWK//u//+P9999Hp9Mxffp0PDw8qrTrf//7H3369OHSSy/l888/Z9OmTXz88cdnPZdWrVrRp08f7r//fsaPH4+/v3+N61522WXMmDGDZcuW0aZNG15//fVqbz7OZsKECbz22mtcd911PP/880RFRXH06FG+/fZbHn30UaKiouq0vzO9++67tGvXjk6dOvHGG2+Qm5vLHXfccV77FEII0Xgu1j61PmJjY1m5ciWDBg3C3d29wfcvhBDi4iWBNCFEo1q9erXzW+kKd955J1FRUcyaNcu5rOIb8AULFjBlyhQAEhMTycrKcq7z+uuvc88993DNNdfg4+PDo48+yrFjxzAYDM51FixYwF133cXQoUMJDQ3lxRdf5Omnn67SrlmzZvHll19y3333ER4ezhdffEHnzp3Pei579uyhY8eOtTrvO+64gx07djBp0iR0Oh3//Oc/65SNBmA0Gvnzzz957LHHuOGGGygsLCQyMpLLL7+8QTLUXnnlFV555RUSEhJo27YtP/zwA0FBQee9XyGEEI3jYu1T62POnDnMmDGDefPmERkZSXJycqMdSwghxMVFUWs7x/QFpKCgAF9fX/Lz8xtluJQQDamsrIykpCTi4uIqfbgVUFxcTGRkJHPmzOHOO++s9XaKovDdd98xduzYxmtcM5acnExcXBzbt2+nZ8+eLm2LvL5FSyOfIZq/s/2O5D2nZtKnNhx5nQkhRMtU2895kpEmhGgxtm/fzv79++nbty/5+fk8//zzAFx33XUubpkQQgjRskifKoQQQtSPBNKEEC3Kf/7zHw4cOICbmxu9e/dm7dq1MhxRCCGEqAfpU4UQQoi6k0CaEKLFiI+PZ+vWree9n4twRHslsbGxF/01EEKIi530qUIIIUT9aFzdACGEEEIIIYQQQgghWgIJpAkhhBBCCCGEEEIIUQsSSBNCCCGEEEIIIYQQohYkkCaEEEIIIYQQQgghRC1IIE0IIYQQQgghhBBCiFqQQJoQQgghhBBCCCGEELUggTQhRIsxbNgwpk+fXqdt9u/fT//+/TEYDPTs2bNR2iWEEEK0NM2hT124cCF+fn7nvR8hhBCiKelc3QAhxIVrypQp5OXlsXTp0irPffTRRyxevJht27ZRWFhIbm7uOT9Mf/vtt+j1+jq14dlnn8XT05MDBw7g5eVVp22FEEKI5uJC7FPHjRvHVVddVadthg0bRs+ePZk7d+55H18IIYSoD8lIE0K4RElJCaNGjeLJJ5+s9TYBAQF4e3vX6TiJiYlceumltGrVisDAwGrXSUlJqdM+hRBCiOakpfapHh4ehISE1KkNQgghhKs1i0Dau+++S2xsLAaDgX79+rFp06azrp+Xl8f9999PeHg47u7utG/fnp9//rmJWiuEaAjTp0/n8ccfp3///rXe5sxhKLGxscyePZs77rgDb29vYmJi+Oijj5zPK4rC1q1bef7551EUheeee67a/U6ePJmuXbvy2muvkZqaetY2PPfcc1WGs8ydO5fY2Fjn4ylTpjB27Fj+85//EB4eTmBgIPfffz8Wi8W5jslkYubMmURGRuLp6Um/fv1YvXq18/mK4S4//fQTHTp0wGg0ctNNN1FSUsKnn35KbGws/v7+PPjgg9hstkrX5IUXXmD8+PF4enoSGRnJu+++e9ZzEkII0bK11D71zKGdFX3sokWLiI2NxdfXl1tvvZXCwkLA0b+uWbOGN998E0VRUBSF5OTkWp+zEEII0RBcHkhbsmQJM2bM4Nlnn2Xbtm306NGDkSNHkpGRUe36ZrOZK664guTkZL7++msOHDjAvHnziIyMbOKWC+E6qqpSYilxyY+qqq4+/UrmzJlDnz592L59O/fddx/33nsvBw4cACA1NZUuXbrw8MMPk5qaysyZM6vdx1dffcU//vEPlixZQnR0NFdddRVLliyhrKys3u1atWoViYmJrFq1ik8//ZSFCxeycOFC5/PTpk1j/fr1fPnll+zcuZObb76ZUaNGcejQIec6JSUlvPXWW3z55ZcsX76c1atXc/311/Pzzz/z888/s2jRIj788EO+/vrrSsd+7bXX6NGjB9u3b+fxxx/noYceYsWKFfU+FyGEuJC5qk9tbv0pNI8+NTExkaVLl/LTTz/x008/sWbNGl555RUA3nzzTQYMGMDdd99NamoqqampREdHN8zJCyGEELXk8hppr7/+OnfffTdTp04F4IMPPmDZsmV88sknPP7441XW/+STT8jJyeHvv/921nU4PRNEiItBqbWUfov7ueTYG2/biFFvdMmxq3PVVVdx3333AfDYY4/xxhtvsGrVKjp06EBYWBg6nQ4vLy/CwsJq3EdwcDAPPvggDz74IPv27ePTTz9l5syZ3HPPPYwbN44pU6bU6Vt+AH9/f9555x20Wi0dO3bk6quvZuXKldx9992kpKSwYMECUlJSiIiIAGDmzJksX76cBQsWMHv2bAAsFgvvv/8+bdq0AeCmm25i0aJFpKen4+XlRefOnRk+fDirVq1i3LhxzmMPGjTI+f7Zvn171q1bxxtvvMEVV1xRp3MQQoiLgav61ObWn0Lz6FPtdjsLFy50DjudOHEiK1eu5KWXXsLX1xc3NzeMRuNZ2yCEEEI0JpdmpJnNZrZu3cqIESOcyzQaDSNGjGD9+vXVbvPDDz8wYMAA7r//fkJDQ+natSuzZ8+uNLRJCHHx6N69u/PfiqIQFhZWY0br7Nmz8fLycv5UV8elU6dOvPLKKxw9epTHH3+cTz75hFGjRtW5XV26dEGr1Tofh4eHO9u1a9cubDYb7du3r9SeNWvWkJiY6NzGaDQ6g2gAoaGhxMbGVirwHBoaWuV8BwwYUOXxvn376nwOQgghLi7NoU+NjY2tVLvt9P5TCCGEaA5cmpGWlZWFzWYjNDS00vLQ0FD2799f7TZHjhzhjz/+YMKECfz8888cPnyY++67D4vFwrPPPlvtNiaTCZPJ5HxcUFDQcCchhAt46DzYeNtGlx27OTlzxjFFUbDb7dWue88993DLLbc4H1dkg53u2LFjfP755yxatIikpCRuvvlmZ8YsOIL9Zw7HOb32WW3aVVRUhFarZevWrZWCbUClIFl1+6jL+QohhDg3V/Wpza0/habvU8+3DUIIIYQruHxoZ13Z7XZCQkL46KOP0Gq19O7dmxMnTvDaa6/VGEh7+eWXmTVrVhO3VIjGoyhKsxsO0hIEBAQQEBBQZXlhYSHffPMNn332GWvWrGHgwIHMmDGDm2++GR8fn0rrBgcHk5aWhqqqKIoCQEJCQp3aER8fj81mIyMjg8GDB9f7fGqyYcOGKo87derU4McRQohz+fPPP3nttdfYunUrqampfPfdd4wdO/as26xevZoZM2awZ88eoqOjeeqpp5gyZUqjtVH61PppiD61Ptzc3GQkihBCCJdyaSAtKCgIrVZLenp6peXp6ek11j0IDw9Hr9dXyuLo1KkTaWlpmM1m3NzcqmzzxBNPMGPGDOfjgoICKUwqRBPJz8+vEmgKDAxEr9eTlpbG4cOHAcdwx4pZwio+mF9++eVcf/31TJs2rVHbOHbsWI4cOcLEiROZN29epeGUZxo2bBiZmZm8+uqr3HTTTSxfvpxffvmlTjcH7du3Z8KECUyaNIk5c+YQHx9PZmYmK1eupHv37lx99dXndT7r1q3j1VdfZezYsaxYsYL//e9/LFu27Lz2KYQQ9VFcXEyPHj244447uOGGG865flJSEldffTX33HMPn3/+OStXruSuu+4iPDyckSNHNkGLm7cLrU+tj9jYWDZu3EhycjJeXl4EBASg0bh8/jQhhBAXEZcG0tzc3OjduzcrV650fjtpt9tZuXJljZ38oEGDWLx4MXa73dlpHjx4kPDw8GqDaADu7u64u7s3yjkIIc5u9erVxMfHV1p25513EhUVVSlTdMiQIQAsWLDAmXmQmJhIVlZWo7fxvffeo3379s4Ms7Pp1KkT7733HrNnz+aFF17gxhtvZObMmXz00Ud1OuaCBQt48cUXefjhhzlx4gRBQUH079+fa665pr6n4fTwww+zZcsWZs2ahY+PD6+//rrcgAohXGL06NGMHj261ut/8MEHxMXFMWfOHMDxnvvXX3/xxhtvyPsYF16fWh8zZ85k8uTJdO7cmdLSUpKSkmTiMSGEEE1KUV089/aSJUuYPHkyH374IX379mXu3Ll89dVX7N+/n9DQUCZNmkRkZCQvv/wy4Ki10KVLFyZPnswDDzzAoUOHuOOOO3jwwQf517/+VatjFhQU4OvrS35+foOkmAvRmMrKykhKSiIuLg6DweDq5ohmLjY2lunTpzN9+nRXN6VW5PUtWhr5DFF/iqKcc2jnkCFD6NWrF3PnznUuW7BgAdOnTyc/P7/abaqrhRsdHV3t70jec0RTkNeZEEK0TLX9nOfyGmnjxo0jMzOTZ555hrS0NHr27Mny5cudExCkpKRUSteOjo7m119/5Z///Cfdu3cnMjKShx56iMcee8xVpyCEEEIIIRpAWlpatZNQFRQUUFpaiodH1QL9UgtXCCGEEE3J5YE0gGnTptU4lHP16tVVlg0YMKBKMW0hhBBCCHHxkVq4QgghhGhKzSKQJoQQomEkJye7uglCCFFvYWFh1U5C5ePjU202GkgtXCGEEEI0LZniRgghhBBCNAsDBgxg5cqVlZatWLGCAQMGuKhFQgghhBCVSSBNCCGEEEI0iqKiIhISEkhISAAgKSmJhIQEUlJSAMewzEmTJjnXv+eeezhy5AiPPvoo+/fv57333uOrr77in//8pyuaL4QQQghRhQTShBBCCCFEo9iyZQvx8fHEx8cDMGPGDOLj43nmmWcASE1NdQbVAOLi4li2bBkrVqygR48ezJkzh/nz5zNy5EiXtF8IIYQQ4kxSI00IIYQQQjSKYcOGoapqjc8vXLiw2m22b9/eiK0SQgghhKg/yUgTQgghhBBCCCGEEKIWJJAmhBBCCCGEEEIIIUQtSCBNCCGEEEIIcdGJjY1l7ty5rm6GEEKIFkYCaUKIRjNlyhTGjh1b7XMfffQRw4YNw8fHB0VRyMvLa9K2CSGEEC2J9KkNb/PmzfzjH/+o9fqrV6+W6yuEEEICaUII1ygpKWHUqFE8+eSTrm6KS+Xl5VFQUODqZgghhGjBpE91qGufGhwcjNFobMQWCSGEqE5JgZldq49TmFPm6qbUiwTShBAuMX36dB5//HH69+9f622qG4LRs2dPnnvuOedjRVGYP38+119/PUajkXbt2vHDDz9U2mb37t2MHj0aLy8vQkNDmThxIllZWc7nhw0bxgMPPMD06dPx9/cnNDSUefPmUVxczNSpU/H29qZt27b88ssvzm0qvqVetmwZ3bt3x2Aw0L9/f3bv3n3Wc9qxYwdhYWHcfvvtrFixArvdftb1FUVh6dKllZb5+fk5Z75LTk5GURS+/fZbhg8fjtFopEePHqxfv77SNn/99ReDBw/Gw8OD6OhoHnzwQYqLi53Px8bG8uKLLzJp0iS8vLxo1aoVP/zwA5mZmVx33XV4eXnRvXt3tmzZ4txm4cKF+Pn5sXTpUtq1a4fBYGDkyJEcO3bsrOckhBDi/Eif6lDXPvXMa3C2801OTmb48OEA+Pv7oygKU6ZMOev+hRBCVGYqtbLh+0QWPfU3f355kG9f29oig2kSSBOiBVJVFXtJiUt+VFV19emf06xZs7jlllvYuXMnV111FRMmTCAnJwdwfFt92WWXER8fz5YtW1i+fDnp6enccsstlfbx6aefEhQUxKZNm3jggQe49957ufnmmxk4cCDbtm3jyiuvZOLEiZSUlFTa7pFHHmHOnDls3ryZ4OBgxowZg8ViqbGtQ4YM4ZdffsHd3Z2bbrqJVq1a8eSTT3LgwIHzugb/+te/mDlzJgkJCbRv357x48djtVoBSExMZNSoUdx4443s3LmTJUuW8NdffzFt2rRK+3jjjTcYNGgQ27dv5+qrr2bixIlMmjSJ22+/nW3bttGmTRsmTZpU6TVRUlLCSy+9xGeffca6devIy8vj1ltvPa9zEUKIxuSqPrUl9Kdw8fWpNZ1vdHQ033zzDQAHDhwgNTWVN998s9b7FUKIi52p1MqSFzax9ZejWM12tHoNRbkmvp+7nZICMwVZpexec5yTh/Jc3dRz0rm6AUKIulNLSznQq7dLjt1h21aUZj4MYsqUKYwfPx6A2bNn89Zbb7Fp0yZGjRrFO++8Q3x8PLNnz3au/8knnxAdHc3Bgwdp3749AD169OCpp54C4IknnuCVV14hKCiIu+++G4BnnnmG999/n507d1bKAHj22We54oorAMeNQ1RUFN99912Vm4oKiqIwdOhQhg4dyjvvvMPSpUv57LPPeO211+jdu7fzXHx9fet0DWbOnMnVV18NOG4KunTpwuHDh+nYsSMvv/wyEyZMYPr06QC0a9eOt956i6FDh/L+++9jMBgAuOqqq/i///u/Sud7ySWXcPPNNwPw2GOPMWDAANLT0wkLCwPAYrHwzjvv0K9fP+c16NSpE5s2baJv3751OgchhGgKrupTW0J/Chdfn3q28w0ICAAgJCQEPz+/+lzOC57drrLj92NEtPcjNNbH1c0RQjQj25YnU5hThpe/O4PHtSc4xptv/7OV/IxS/vvMeixlNgC0Og3jnroE/zBPF7e4ZpKRJoS44HTv3t35b09PT3x8fMjIyAAcwz5WrVqFl5eX86djx46AI1Orun1otVoCAwPp1q2bc1loaCiAc78VBgwY4Px3QEAAHTp0YN++fQCVjnnPPfdUabeHhwfjx4/nl19+Yc+ePVgsFu69914WLFhwXtcgPDy8Ult37NjBwoULK7Vn5MiR2O12kpKSqt1Hxfme6xrodDouueQS5+OOHTvi5+fnvAZCCCFaloutTz3b+YpzO74/h7+/PcyfX5xfZr0Q4sJSkF3KjpXHARg6vgOtewbjHWDguofi8fBxw1JmQ9EoGH3csFntrPx0H3Z7883clow0IVogxcODDtu2uuzYrqLRaKoMhaluiIder6/0WFEUZ52UoqIixowZw7///e8q21UEnGrax+nLFEUBOGf9ldMlJCQ4/+3jU/VbWqvVym+//caiRYv4/vvvad26Na+++ioTJkyodNy6XoMz21pUVMT//d//8eCDD1bZLiYm5qz7ON9rIIQQzY2r+lRX9qcgfWpNzna+4tzyM0oByCv/vxDi4mK3qxRml5GXUUJRThkhsT4ER3uzYekRbFY7kR38adUt0Lm+X6iRmx/vQ8bRAiLb+2Mx2fjy+Y2kJxWwY+Ux4q+IOcvRXEcCaUK0QIqitIjhIA0tODiY1NRU5+OCgoJKGVS10atXL7755htiY2PR6Rr+LXDDhg3OYFRubi4HDx6kU6dOALRt27babbZt28aiRYv44osvsFqtjB8/nj///JM+ffpUWffMa3Do0KEqNWXOpVevXuzdu7fG9pwPq9XKli1bnMM4Dxw4QF5envMaCCFEcyN9qsPF2KfWlZubGwA2m+2893WhKsh2FA03l1oxlVhwN+rPsYUQoqVT7SpHd2eTmJBJ8o4syoorfykT0sqbjKOFoMCgG9s6vzyp4B1gwDvAUVrG4Kln0M3tWLVoPxt/OEJst8BmOcRThnYKIRpVfn4+CQkJlX6OHTtGWloaCQkJHD58GIBdu3aRkJDgLGAMcPnll/POO+84H1922WUsWrSItWvXsmvXLiZPnoxWq61Te+6//35ycnIYP348mzdvJjExkV9//ZWpU6c2yAfj559/npUrV7J7926mTJlCUFAQY8eOrXH9tWvX0r9/f44cOcJ7773HyZMnefvtt2v8wH/ZZZfxzjvvsH37drZs2cI999xT5dvzc3nsscf4+++/mTZtGgkJCRw6dIjvv/++ymQD9aHX63nggQfYuHEjW7duZcqUKfTv31/qowkhRAOQPrVh+9S6atWqFYqi8NNPP5GZmUlRUVGD7PdCUph9ava9ljgTnxBNyWK2UZTb8v9O1nx5kGXv7WT/36mUFVvQ6jQERHgS2cEfjUZxBNGADv3CCI7xPuf+Og0MJ7pzADaLnZ/e2UFRrqmxT6HOJCNNCNGoVq9eTXx8fKVld955J1FRUcyaNcu5bMiQIQAsWLDAOZ18YmIiWVlZznWeeOIJkpKSuOaaa/D19eWFF16o87fnERERrFu3jscee4wrr7wSk8lEq1atGDVqFBrN+X+38Morr/DQQw9x6NAhevbsyY8//uj8Brs6nTt35sSJEwQHB9dq/3PmzGHq1KkMHjyYiIgI3nzzTbZurduQpO7du7NmzRr+9a9/MXjwYFRVpU2bNowbN65O+6mO0Wjkscce47bbbuPEiRMMHjyYjz/++Lz3K4QQQvrUhu5T6yoyMpJZs2bx+OOPM3XqVCZNmsTChQsb5VgtVWF26Wn/LiMo6tw3zUJcjJJ2ZLJ68QFKCsz0GxNH71GxAOz+8wSJ2zMZdGPbWgWdXC3tSD57/jwBQLehkbTuFUJEW180WkcfUJxvYu9fJ8lLL2HgDbUbDaMoCpdP7sS3/9lGQWYp38/dzvUP98LoU/P7f1NT1JYy93YDKigowNfXl/z8/GprKgjRnJSVlZGUlERcXJxzNkXR/KxevZrhw4eTm5t70c7ktXDhQqZPn05eXl6tt5HXt2hp5DNE83e235G857QMLb1PvZhfZ588spbSQsewrktvaUePy6Jd3CLR0mWmFOIb7IGbx4WRA2QutbLmiwMc3JReaXlMl0DMpRbSjhQAENXRn+umx1e3i2ZDtat8/e8tZBwtpOOAMC6f3LlB91+QXcp3/9lGUa6JwEhPbnikN26Gxn0d1PZzngztFEIIIYQQQghxXixmmzOIBjK0U5y/I9sz+Wr2Zn54K6FZz+BYW6qqsmLBXg5uSkdRIP7KGIZN6IBWryFlTzZpRwrQG7QoChzfn0teet3qIDe1fetTyThaiJtBy4DrG772sk+gB9dNj8fo40b2iWLWLjnY4MeoLwmkCSGEEEIIIYQ4L6fXR6vusRB1odpVNv54BID0pAL2/nXSxS06fwkrjpG8MwutTsPYGb0YeENbugyO5MZHexMa50PbPiHc9mw/WnV1zGq5u3zIZHNkKrGwYWkiAJdcE9dowy79Qo2MvLsrigL716dxaEv6uTdqAs0ikPbuu+8SGxuLwWCgX79+bNq0qVbbffnllyiKctaio0II0RSGDRuGqqotcghKQ5kyZUqdhnUKIYQQ1ZE+tfkylVr57eM97F5zvMpzZ2agSSBNnI8jOzLJOVnsfLxhaSIlBWYXtuj8pB7OY3154OnSW9oR0c7P+VxwtDc3PdaHkXd1xcvfQJchkQDsX5+K1dw8Zwne9GMSpYUW/MOMdBse1ajHimjnR69RrQBYs/hAs8h2dXkgbcmSJcyYMYNnn32Wbdu20aNHD0aOHElGRsZZt0tOTmbmzJkMHjy4iVoqhBBCCCGEEBevtV8e5NDmdLb8crTKcxWBM+8AR1240292VbuKegEMzRNNQ1VVNi9LBqDXqFYERXthKrGy/tvDrm1YPaXsyWb5R7tR7SrtLgmly+CIs64f0yUQ70ADphIrh7acPS7iCtkniti1xpEtN3hce7Taxg8rXXJNHCGtvDGVOGrMuZrLA2mvv/46d999N1OnTqVz58588MEHGI1GPvnkkxq3sdlsTJgwgVmzZtG6desmbK0QQgghhBCiodhtdkqLzNhtdlc3RZzD4a0ZHNiYBjiGdZ2pIpBWkWlTVmTBYrI5CpK/upXPn9vQbLNrmjtVVck4WsDmZUkkbmt+gZWGlrwzi+zjRejdtcRfEcPQ2zqAAvs3pJG8K+vcO6ilolwTW35JJi+j+lpkqYfzWLVoH3vXnaQ431Tn/ZcWmVnxyR5+fHsHJQVmAiI8GTahA4qinHU7jUZxBtua2/BOVVVZu+Qgql2ldXww0Z0CmuS4Wq2Gy6c4JjNI2Z1NWXHV96Cm5NKpL8xmM1u3buWJJ55wLtNoNIwYMYL169fXuN3zzz9PSEgId955J2vXrj3ncUwmEybTqRd+QUHB+TVcCCGEEEIIcV7Kii0U5pSh2lVs3m54BVxcM1y2JEW5JlZ/vt/52Gq2Y7Pa0epO5WUUZpcCEBjlhdtOHeZSqzO4lpHsuP/KOFpARDv/Jmx5y5e4PYN1Xx92XktFgcmvDMLT193FLWscFpONjT84aqN1Gx6FwVNPWJwvXYdEsnvNCX6dt5vr/hlPWJzveR3HVGLhhze3k5tWwtZfkhl0Uzu6DI5AURRUVWXnquP8/fVh7HaVvetSAYjs4M/gce0IjPA65/5tNjs/vrWDzJRCFAW6XxZN3zFxtZ51stPACDb9mERGcgG5acX4h3me1/k2lMRtmZw4mIdWr2HQjQ0/wcDZBIR74h/uSW5qMcf25dCuT2iTHv90Ls1Iy8rKwmazERpa+QKEhoaSlpZW7TZ//fUXH3/8MfPmzav1cV5++WV8fX2dP9HRMg2zEEIIIYQQrqCqKgVZpRRklTqH+5lNzTNTyW5XsV3k2XKqXeWPz/ZiKrESHOPtXG4utVZar2Iop0+gwTm8syC7lJOH85zrpB2RhIa6yDpexIqP91KYXYbOTYPBU4+qwqHNzaPgekOzWmz8/P5Osk8U4+6po+eIU/ftl97cjpjOAVjNdpa9s5PctOKz7MkhL72E3+bvZu+6k5WyXm02O8s/2k1uWgkajYLVbGfN4gN8/coWfpu/m5/e3sFfXx3CbleJ6RxASCvH6/7EgVy+emkzm348gs1y9veFhBUpZKYU4u6p48bH+nDpze1qHUQDMPq4EdbaESxMTcyv9XaNyVRqZd3XhwDodWUMPkEeTd6GVl0cGXApu7Ob/Ninc/nQzrooLCxk4sSJzJs3j6CgoFpv98QTT5Cfn+/8OXbsWCO2UgghhBBCCFETU7HVOSzHw8sx05vVbMPejGpoqapKaaGZ7BNF5JwoxnqOm+YL2c7Vxzm2LxedXsMVd3TGzaAFwFRSOZBWUFEjLdCAd6AjkFaUU0bqaYG05hIQaAksJhu/zd+NzWqnVddA7vjPYPqOiQPg4KZzB9KK80wtqi6dzWbn13l7OL4/F727lmum9XC+PwBodRpG/qMrIbE+lBVb+ObVrfz97WEKyjMhz2S3q6z4ZA+HtmSwatF+vnxxM3v/OsnedSdZ8fFeju/PReeu5abHHUEurV5DxtFCDm3JIGVvDopGYdBNbbnmgR7c/MQlTHxpALHdg7DbHPXbVn62r8ZzyUktZtNPSQAMvqU9obE+9bomYa0d26UfaR5/N+u+PkRRrgmfYA/iR7ZySRsqZjQ9ujfHpa9vlw7tDAoKQqvVkp5e+Y0gPT2dsLCwKusnJiaSnJzMmDFjnMvsdkenptPpOHDgAG3atKmynbu7O+7uF2bqqxBCCCGEEC2FqqoUFzhKrnj6uePp6465zIrNasdisuHu4dLbEwBsVjv5maWV6nmVFZnx8r/4hp7mnCxm/XeOmQYH3tgW/zBP3Iw6zGU2TKdlpFktNkryHTMqnh5IK8wpq5SRlp6Uj6qq56wRJeDPJQfJTSvB09eNyyd3Qu+mpW2fEP766hCZKYXknCwmIKL64X5/f3uY7b+l4OXvTpteIXQcEE5Q1LmHI7rS5p+SSN6ZhVav4er7ulc7dNPNoOOaad35fm4C2ceL2P5bCgkrUgiN8yGivT8xnQKIaO+HoijsWn2cjKOF6A1aNBqF3NRiVv331PBkFLjyzi4Ex3gTHONNXI8gTh7Kw1RixVxmJaZzIKFxpwJgPoEeXHVvNw5vyeC3T/ZwaHM6fUbHVvkd2O0qf3y2D7tVpVXXQNr3rf/ww9Dya5CW5PpMzqO7s9m3LhUUuHyS4/XoCuFt/dC7ayktMJN5rJCQVvULUp4vl2akubm50bt3b1auXOlcZrfbWblyJQMGDKiyfseOHdm1axcJCQnOn2uvvZbhw4eTkJAgQzaFuMANGzaM6dOnu7oZQgghRIvnqj7VVGLFZrGjaBQ8vN1ITk4mKMqb3Xt2YjFZz72DJlCSb8ZqtqEoCgZPPeAonK+qLSe7pyHYrHZWLNiDzWInpksAXYdGAuDu4bgm5tMy0opyHMFRnbsWg6cen/JA2slDeRTlmFA0ChqdQmmhhYKs6jOIxClHd2ez/+9UFAWuuKMLHt6OzCwPLzdiyjNyDmyqvhRSwu8pbP8tBXDUttux8hj/m72ZtGaS1VQdq9nmLKp/2cSORHaouY6eh5cbtzx5CaPv6UZUR39U1TFkeNvyoyx9YzvL3ttJ2pF8NnzvqLM28Ia2THxxAL1HtSKinR+tugXS7pJQrrq3O3HdT41y8wnyoOOAcHpcHs0lV8dVCqJVUBSFdpeE0rpHMADbfqs8e21xvoll7+4gPakAN4O2VhMLnE3F0M6c1OJKgeumZiqxOIOQ3YdHOScUcQWtTkNUR8frI2WP64Z3uvwrnxkzZjB58mT69OlD3759mTt3LsXFxUydOhWASZMmERkZycsvv4zBYKBr166Vtvfz8wOoslwI4XpTpkwhLy+PpUuXVnnuo48+YvHixWzbto3CwkJyc3Odf881+fbbb9Hr9bU+fnJyMnFxcWzfvp2ePXvWrfFCCCFEM3Ih9Kmqqjqzlozebmg0CtHR0Rw5dBR3xQtLWe3qpD333HMsXbqUhISEerXjXMzlAT3vIAPuHjrMZVbsNhVTidUZWAPHULTiXMfwOU8/d3QuytBoLHvWniTrWBEGTz2XTerkDAi4Gx23kKff2FcUwvcOMKAoirNGWkVNtOBoLzRahbQjBaQl5uMbbKx0LJvVjqKARtuiKg81mh1/OEoRdRseVSWo1KFfGMk7szi4KY3+17ZG0Th+L6pd5eDmdNZ9fRiAftfGERDhxY6Vxzh5KI/Vnx/glif7NMtrfHhbBqZiK94BBtrWooC8RqPQumcwrXsGU5BdyokDeZw4kMuhrekc3ZXN0V2OAEt4G1+6XBqBolHoP7bqyLX66jWyFUcSMjm0KZ2+Y+LwCfTgyPZMVv13P2XFFrR6DcMndjrvLFajjxs+QQYKssrISCogunPTzJB5OrvNzu8L91GcZ8I32KNBr2N9teoaSNKOLI7uzqbPVXEuaYPLA2njxo0jMzOTZ555hrS0NHr27Mny5cudExCkpKSg0TS/P3YhxPkpKSlh1KhRjBo1qtLMvWcTENB4ncfJkycJCQlBp3P526IQQghRJy2lTzWXWrFaHJleHt6OgJRWqyW6VSQ5J4uxmO2odtUZGHAFm83uLCLu5q51ZKV56SnJN1NWZCkv9u4IqlXMOAqOoJLRxw3jBTST4rF9OQDEXxlTaYZIt/Lht6YSi3PZ6RMNAM6hnRXCyzNY0o4UkHakgA79w53P2ax2Fs/aiN5Nw7h/9XXp7785yEsv4djeHFCgx2VVR1zFdg/EzaClKMfE+u8SsVrt5JwsIvNoIebyYHS3YVH0Hh2LoiiEt/Xl82c3kH2iiJ2rjtNzRExTn9I57V7jyEbrPDgCTR1//z6BHvgM9KDTwHB6jWzFH4v2kZ5UgEarMHRCh0Z5PYXG+RDZwZ8TB3LZsiwZFdj/t2Nmz6BoL66Y2qXGYbd1P5YvBVllpCXlN3kgTVVV1nxx0DHkVqdhxNTOLhvSebqYLo6szPSkAsf7slftvxRqKM0iQjVt2jSOHj2KyWRi48aN9OvXz/nc6tWrWbhwYY3bLly4sNpv5oQQzdv06dN5/PHH6d+/f623OXMYSmxsLLNnz+aOO+7A29ubmJgYPvroI+fzcXGObyji4+NRFIVhw4bVuO958+YRFRXFzJkz2bVr11nbsXr1ahRFIS8vz7ksISEBRVFITk4GHO9Nfn5+/Prrr3Tq1AkvLy9GjRpFampqpX3Nnz+fTp06YTAY6NixI++9957zueTkZBRF4auvvmLw4MF4eHhwySWXcPDgQTZv3kyfPn3w8vJi9OjRZGZmOrebMmUKY8eOZdasWQQHB+Pj48M999yD2Ww+63kJIYRomZplnxoZxYx/znD2qXabnaJcx/A/D2+9MysmOTkZvZuOPft2gary++9/oCgKPy39hd69emM0Ghk4cCAHDhwAHP3rrFmz2LFjB4qioCjKWe8V6qoiK06n1zjb6OHpGFZnLrNiKrGQn3FqxlGdXusMLJUUmCkqDyi1BOZSK39/c5jsE0VVnlPtqnOSgMj2lTOiqstIqyj4XpGJdmYgLaKtn7PmVeoZQwzzMkooyCwl+0QxRXmm8zijC8PutY6gUquugdXOiqjTa2nTOwSA7StS2LXqOCcO5GEus6HVa+gyJJJLb2nnzCD08HJj4PVtAdj0YxJFuc3rNZp5rNAZ+Oo8KOK89hUQ4ckNj/Tmyru6cN30ngRGNF5duN6jHMX29/2d6giiKY5MtZse69NgQTQ4NbyzqYfmqqrK5p+S2PvXSZTyenIVbXE17wADARGeqCqk7HPN8E5JvRCiBVJVFavZNbNH6dw0zapA7Jw5c3jhhRd48skn+frrr7n33nsZOnQoHTp0YNOmTfTt25fff/+dLl264ObmVuN+HnvsMTp27Mhnn31Gr1696NatG1OmTGH8+PEEBwfXq20lJSX85z//YdGiRWg0Gm6//XZmzpzJ559/DsDnn3/OM888wzvvvEN8fDzbt2/n7rvvxtPTk8mTJzv38+yzzzJ37lxiYmK44447uO222/D29ubNN9/EaDRyyy238Mwzz/D+++87t1m5ciUGg4HVq1eTnJzM1KlTCQwM5KWXXqrXuQghxIXKVX1qc+tPoeH61JkPP0J4YAz/+/ZLZ5867sbbGDP6BkJCQjD6VN1W5+YIWlUU+H921jM88+SLtO0cw7333ssdd9zBunXrGDduHLt372b58uX8/vvvAPj6NtzNXUUgTW84dZuk1WtwMziGeOZnltf3UsDTxx2jrxuKolBWZKEguxRTqRW9Z8u4xdq56jjbV6SQmJDJbc/0Q6s/lWORk1qMqcSKzk1DUEzlYETFhBCn10iryEirCKAZPPXo3DTOv63wtr7YrY7svZwTRZjLrLiVX+P89FM10/LSS5zBuIuRxWxzZjZ1HRJZ43q9R7WiKKcMvUGHb7AHfqFGQlp54x/uibaaoZudBoaz7++TpB0p4Nd5u7l8cmf8Qo3V7LnpVdRGax0fXO17Q11pNArtajE89HxFdfQnJNaHjOQCvAMMjJjauVFqhzln7kwqaLKM3fzMEv788pCzBtmQW9vTOr5+90ONJbpzADknizl5KJ/2l1SdqLKxtYx3eSFEJVaznY8eWuOSY//jzaHo3V2f0lvhqquu4r777gMcwbA33niDVatW0aFDB2cALDAwsNqZgE9nMBgYN24c48aNIyMjg8WLF7Nw4UJmzpzJVVddxeTJkxkzZkydhn5aLBY++OAD52zC06ZN4/nnn3c+/+yzzzJnzhxuuOEGwPFt/969e/nwww8rBdJmzpzJyJEjAXjooYcYP348K1euZNCgQQDceeedVb6Nd3Nz45NPPsFoNNKlSxeef/55HnnkEV544QUZLi+EEKdxVZ/a3PpTaLg+VYuesWNuZOyYG8nMyuT7n77m8y8W8fSsJxk1ajRTp06p0qdW1BczlQdnnnjkaQb0HYRvsAePP/44V199NWVlZXh4eODl5YVOpztnO+qjoj7amb8bD2895jLHc+5GHZ5+BnSnBZ7cPXUoOQqqXXUODW3uUvY6bpILMktJWJlC71GxzudOHsoDHNkwZwZm3M5WI608kKYoCt6BHuSmFuMfZsTDyxEg8QpwpyjHRHpyAdEdHcPU8jJKnPvJSy8hulPT14FqLg5tTsdUYsUnyOAcvlYd32Aj1z4UX+v9KhqFYRM68vW/t5B2pIAvXthIr5Gt6DM6Fq3OdZ8LzaVWDm5KB84eOGyOFEXhqnu6kbwri7Z9QhttxuHAKC90eg2mEiu56SUEhDdcttuZrBYb239LYesvR7FZ7Wi0jtpyXYdGNdox6ysszpcdHCMj2TUzmsrdlBCiRevevbvz34qiEBYWRkZGRo3rr127Fi8vL+dPRXbY6UJCQpg+fTrbtm3j+++/Z/369dxwww3s3r27Tm0zGo3OIBpAeHi4s23FxcUkJiZy5513VmrPiy++SGJiYo3nWFE/slu3bpWWnXnOPXr0wGg89U3jgAEDKCoq4tixY3U6ByGEEBePhupTK4JRWr2G4KBg7ppyL78vW8vXS75h48YN1fapFYG0ippj3bo6+rmyIgvh4Y56WmdrS0Own1YfTW+oHEhz89DhE+SBf5gR32BjpSAaOK5XRfDNaqndpAmuZCq1OicCANjyy1GKTxtWWTGss7oMG3dnjbSaA2lwaphn+Gn7CC8fGpZ+2jC10wNpuemn/n0xqqgV1mVIZJ1rhZ1LYKQX4/7Vl5jOAditKluWJfP7wr3OvzlXOLwtA6vJhn+Y0aUzQdaXp587XQZHNloQDUCr1RAS68hKa8zhnSl7s/ny+U1s+jEJm9VOVEd/bn26L/FXNL+aegAhrbwByD5e5JL3XMlIE6IF0rlp+MebQ1127ObkzBnHFEXBbq/5m+A+ffpUmuWrIjB1usLCQr7++msWLVrEn3/+ydChQ5k8eTKdO3cGcGZ0qeqpDx4Wi6XKfqprW8U2RUWOeiTz5s2rVBcSHIWXa9pPxTCgM5ed7ZyFEELUzFV9qqv7U1V1BI5O11B9asXwSC8/dwoKCvly8RK++f4r/lq3tkqfWkGnrzzUNSDMB7XUEfCpuNFv7L7OYnK0W6vXVMnCUhSl0oyd1dG5azGXWV1WfqMuThzIRbWr+AZ7YPDSk55UwPqliYyY0hlVVTl52HHDHtHWr8q27kbHdTCXZ6Sp9lOzsXr5nZqUoG3vYNKT8uk04NTEAqGtfTm0JaNSEC8vvaTaf19s8jJKyEwpRKNR6DQw/Nwb1INfqJFrHujBoS3prFywj8NbMvALMdLv2taNcrxzObgxDYCOA8Kb3VD35iQ0zoeTh/JIO5J/3nXkzlSUa+Kv/x0icZvjiwqjrxuX3tyOtr1DmvXvxDvQgIe3ntJCC1nHi5w1GJuKBNKEaIFO/9ZT1KyifovNdupbCg8PD9q2bVtlXZvNxm+//caiRYtYunQp0dHRTJo0iYULFxITU/mbmIrhLampqfj7Owrwnn4jURuhoaFERERw5MgRJkyYUKdta2PHjh2Ulpbi4eEoUrthwwa8vLyIjq46+5MQQlzMLsY+1VEXzkZZsbVSraqzqW2farPaMZssrP7zD3749Wu+//57Z5/62aJPq/SpFRRFwSvA3ZnZoXfTYrdpsZptzpkIT2/L6e1oKBXHcXOv3y2Sm7uWEhx1rpq7lL2OGTljugTSoV8YX/97Cwc2pNF5UASefu4U55nQaBVC43yqbOucbKA8I81UYsVeHuz08D5V46rTwAg6Dax80x9anlmTcbQAVVUdkzdlnFYjLa1xAmmFOWWcPJRH5tFCTCUWBt7YtlJbm4OKelTh7XydQ2Ebg6IotL8kDJvFzh+f7WfLz8m4GXQERnqiAmFxPs5gaWMqzCnjxME8ANpd0vg1zVqy8LZ+bP8thf1/p+ITaKDXqNjzzlhUVZWdq46z8fsjWEw2FI1C92FR9B0T55xApTlTFIWQVj4c3Z1NRnKhBNKEEBeW/Pz8KkGmwMBA9Ho9aWlpHD58GIBdu3Y5ZwkLCHDUxrj88su5/vrrmTZtWr2OHRISgoeHB8uXLycqKgqDwVBjQeLZs2czZ84cxo0bx++//87AgQNr3G/btm2Jjo7mueee46WXXuLgwYPMmTOnzu2bNWsWDz74IL6+vowaNQqTycSWLVvIzc1lxowZdd7f6cxmM3feeSdPPfUUycnJPPvss0ybNk3qowkhRAvWUH2qqcQK5UnVpQXmWgXSatunWkw23nx3Du/Pf4dbbz13n3o6Dy83jL6nMpoMnjqKzLZKQwjBMcNoUlISCQkJREVF4e3tjbu7+5m7q7OKjLQzh3XWlq48IGu3qs7AUnOkqirHyuujxXQOIDTOh86Dwtm7LpWVn+6l5whHsDOklbdzyO3pnEM7yzPSSgoc2WjuRt05620FRXmhaBRKCy0U55lwM+goLTg1q3hhbhlWs63a49ZXamI+38/dXql2nV+YsVJNuObg6O5Twc2m0GlgBHnppWz79Sh/f3vYudzDW8+w2zo2enH5Q5sdtdEi2vld1BNM1EZs10A69A/jwIY0Nv6QxPEDuYy6uxsGr7MHPHNSi0k7kk9ZkQWL2Ua73qHOGUUTVhxz/t7DWvsw9LYOBEV5N/q5NKSQVt7lgbSmr5MmgTQhRKNavXo18fGVi6HeeeedREVFMWvWLOeyIUOGALBgwQKmTJkCQGJiIllZWfU+tk6n46233uL555/nmWeeYfDgwaxevbradSdOnMgjjzyCwXDujlyv1/PFF19w77330r17dy655BJefPFFbr755jq176677sJoNPLaa6/xyCOP4OnpSbdu3Zg+fXqd9lOdyy+/nHbt2jFkyBBMJhPjx4/nueeeO+/9CiFES/Hb/N0MvqGrMwPmQtBQfWrJaYELU6m1VvVlatunWsps3HT9OB5+eCbBEX51PMPK3I16inJN2M5o34033si3337L8OHDycvLq3Se9WW32Z0zhtY3Q1GjUdC5abFYHZl5zVV+RikFWWVotAoR7f0AGHhTO1L25VCQVca6bxw31zXVrHJONlDiKGtRUuh4PdVmxkWdm5aAcE+yTxSRcbQQL39HANTDW4/dpmIqsZKXUUpQlNc59lQ7ql3lr68OYrPY8Q/3xM2gJT2pgOwTxQ2y/4ZiMds4cTAXgFZdmyaQBtD/OseQzqO7s1A0jtlni3JN/PLhLtr3DeWyiZ0qzebaUFRV5UD5sM4O/Zp+xsWWRtEojJjSmaiO/qz54iAnDuSxYsEerrm/R42zeB7aks7vn+ytFNRP+C2FYbd3RKNVnEG0fte1pvfIVk0yG2hDCzktw7WpKerpRX4uEgUFBfj6+pKfn4+Pz4Xz4UpcmMrKykhKSiIuLq5WQR4hpkyZQl5eHkuXLnV1U85JXt+ipZHPEM1fxe/otak/4OHmSffhUQwe1x6Q9xwAi8lKbloJKI7hkxaTDQ8vPd6BHufctjjPRHGBGY0GNOU1xOx2FdWuYvRxw9PXneyTRdgsdnyDPRpkeFheegnmMiuefu54+p5/1llNCrNLKS2yoNNrnRkb9dpPThkFuUVk5J6kU9f2zfJ1tnPVcdYuOUhkez/GzujlXH78QC7fv7Hd+fjq+7sT2y2oyvYFWaUsemo9Or2G/3t7GIc2p/Pbx3uIaOfH9Q/3qrL+mVZ+to/9f6fS56pY/MONrPh4L+FtfbHbVNKTChh5d1fa9g5pkHM9uDmNFR/vRe+u5fYXBpCelM/P7+8iKNpReL+5SN6VxbJ3d+IV4M6klwa6rDaVzWJn07Iktv96FFWFS29uR4/LG74sSNbxQpa8uBmNTuGOVy9tkqGkF4rMY4V88+pWbBY7A25oQ68rW1VZZ+9fJ1n1+X5QHfXV/EKNFGSVklpe+1DROGYYPr1/bIlKC8188shfANz1xpAGmfShtp/zZIyPEEIIIYRoNO+++y6xsbEYDAb69evHpk2balx34cKFKIpS6ae+gYg2vRw34vv+TuUi/N64RiUFjiwig1GPZ3lh+NJiKzbb2TOoSovMFOebQFWx2xw11qxmG3arHdWuUpxnoqTAfGrWywaqO+fmUT4Tpqnx6o6Zy6yUFjmui1fA+QXrKs67OWekHdvnGEIY3Tmg0vKoDv50Hx7leKBAeJvqy2FU1EizWhyznFZkONa25lhIjGP4WMbRAvLSHfXR/EKM+IU6ZhvPS2+YbDGrxcaG744A0GtkK4w+bviHO4KkuWklzWr4bcpux1DbVl2DXFrgXavXMGBsGwZc76h9mLSz/iNDzubARsewzrhuQRJEq6PgaG8G39IOgI1Lj1SZyXPvupOs+q8jiNZlcAQ3PtKbEVM6M3ZGL/pcFQs4MjXjegQx6OZ2Td38BuXh7eacKTizibPSJJAmhBBCCCEaxZIlS5gxYwbPPvss27Zto0ePHowcOZKMjIwat/Hx8SE1NdX5c/To0Xode9htHdBoFCwmG4U5ZfU9hQuKzWp3Dsfz8HFD76511KJSVcoKq84+XcFcZqUw23ENjT5u+Id54htixDfYA/8wozOAUpTrWEer1zgz1s5XRa0sSyPNhKnaVee5Gbz0taoXdzb60+qkmU3Wc6zd9GxWOycOOIYQxnSuOoSw//VtaNsnhD6jY2sMcLgZdFAe6zGVWus0tBMguJUjkJaZUuicpdMv9FQgLbeBZu7cteoEhTllePq502OEI6vKJ8gDrV6DzWKnIKv0HHtoGqqqkuwMpDXdsM6zievhyERMPZznnJ21oaQdyWfP2hMAtJdhnfXS+dII2vYOwW5X+e3jPZjLHL+jsiIL6752DNnsMSKaobd1cA7Z1GgU+l3bmmun96Tfda254s4u5z1hQXMQ0qpieGdhkx5XAmlCCHGBWbhwYYsY1imEuPC9/vrr3H333UydOpXOnTvzwQcfYDQa+eSTT2rcRlEUwsLCnD+hofWbzU2r0+BbcWOe2jgzAbYkdtupwIHeXYveTYuiKM7gR2mRudrMPZvVTn6mYzt3ow5PP3f07lrcPXS4G/Xo3XV4+btXCkDVd9bL6lQE0uw2e6NkeRUXmLFZ7Wi0Cl5+5z90VKvToNE6bk6zjxed9/4aWsbRQiwmGwZPfbV1yPRuWkbe1ZV+17aucR+KRnH+vs2lVudkAUaf2mUWBUV6oSmfcKCiLphfiBH/ioy0Bpi5026zs+03RxC+37Vx6MtfRxqNgn9YxftC09dJO5KQyc5Vxyr9reWll1CYXYZGpxDVwb/J21Qdv1AjviEe2G0qx/bnNNh+05MK+PGtBCxlNiI7+BHbrXkEDlsaRVEYdntHfIIMFGaXsf67RAC2Lk/GXGolMMqLQTe0rTa7MbpjAH1Gxzr/Jlq6kFhHYD69iScckECaEEIIIYRocGazma1btzJixAjnMo1Gw4gRI1i/fn2N2xUVFdGqVSuio6O57rrr2LNnT73bEFA+jCvnZPMqLN4USgvN5KWXUJxnwlRiITetBIvJhqJR8PI/NVzW3UOHoijlwzWrBqpMpVZUu4pWr8E70KPaGzNFUfAJMjhnbKwYjtkQNBrFWey8YjKAhqKqKqXl2VRe/oYGy6KryEpLS8w/x5pNryJwFdne77yKiztn7iw5lZFW26GdOjct/uV16EryHdv6hnqcNrSz5LyHY6cedsxUaPDUVylm73xfaOJAWmmhmV/n7WbtkkMk78p2Lj9ano0W2c6vwYZEN4SK7LiK9tWHalfZs/YEq/67n1/n7+aHtxIwl9mIaOfH1ff1aLC/uYuRu4eO4bd3BGD3mhMc2JDKztXHARhwfZsWOXlAfVRMKNTUM3fKK1cIIYQQQjS4rKwsbDZblYyy0NBQ0tLSqt2mQ4cOfPLJJ3z//ff897//xW63M3DgQI4fP17jcUwmEwUFBZV+KlQUjc9JbX6ZQY3JanYMZzWXWSnON5GfWerIutJp8A81VrpZVzSKM/BlqmYIl6V8yJDBU3/WYUAarQb/MCN+IUbcGqDg8+n0jTS801xmQ7WraDSKs+5XQ6i4vhVBq+bkZHmbItqfX+aTc+bOUstpGWm1C6QBhJQP7wRAAd9gD3xDPEBx/F5On1m2Po7syAQgtntglWCNv4sCaQc2pmG3OQKEW5YloaqOWoO7yoMfrbpWndjBlWLL23N0d3a9A5sbfjjC6s8PsPevkxzekoG51Ep4W1+uvr97swoatlRRHQPofGkEAL8v3IfdqhLZwY+YM+ofXsiCY7xBgaJck6OOZxORQJoQLYQUShYXInldCyFON2DAACZNmkTPnj0ZOnQo3377LcHBwXz44Yc1bvPyyy/j6+vr/ImOPjXD3KnMk8pDxS7k9x5VVZ014fTuWtyNjowzvbsW/zCjc6jk6SoCX+YSa5V9mctszn2di0arwa08w60h6dwbZ8KBinpx7kZ9g7a5or35mWXkZTSfYcU2q53U8iy5yPZ+57WvShlpFZMN1CWQFnMqkObtb0Cn16LTa/EpLxyefx7XTVVVkhIcRfLjegRXef7MTNWC7FK+eXUr+zek1vuYtWnT3r9OOh9nHC3k6O5stv56lIIsRx23ToPCG+349RHRzg+du5aSfDNZxxxfRhTnmVBrOUnDvr9T2bbcMby2+/AoLr25HVfe1YVrH+x53rUIxSkDb2zrnDgGYMD11Q/pvFC5GXTOv+mmrJMmgTQhmjm93lFvoqSk+XwQE6KhmM2OD99arXwrKcSFJigoCK1WS3p6eqXl6enphIXVrsC0Xq8nPj6ew4cP17jOE088QX5+vvPn2LFjzucqPlznphajquoF0afabfazBgJNJVbHEE5FwSfQA99gI8Ex3viFGtHWMIyqIihitdgq1SGzWRwzclYE4lzlVEaarcGCoKqqYioPHDZkNhpAWVkpikbBXGInuZFmPayPjKOFWM12DF56599GfVVcM1OJldLyiSqMtRzaCRBcXiAcwC/U47R/l9cvO486aVnHiyjMKUOn11SZmRROe18on7kz4fdjpB3JZ8PSI7UOEtVV2pECctNK0LlpnBlEf39zmG2/OgJNl97crtkFl7R6DdEdHZmLBzal8fuCvSx8fB1f/3tLtRM1lBVZ+Pvbw6z7+hDrv0tk9ef7Aeg9uhWDx7Wnx+XRtOsTWm0wX9Sfu4eO4RM7otEqdBoY7hzqeDGpyHBtyuGdzeuvVQhRhVarxc/PzznDmdFovKi+ZRAXLrvdTmZmJkajEZ1OuiMhLjRubm707t2blStXMnbsWMDxd79y5UqmTZtWq33YbDZ27drFVVddVeM67u7uuLtXXyTeN9Sj0sydPoEeLbpPNRVbKMozodEo6A1a3Axa9IZTGWB2m2NiALtNxcPHDYvNjKWWSVyqxorVbKcgrwgPr/IJCIrNWKxm9O5aTKamGzJTpW12FYvV8cVLSZHWWTPtfJjLrJjNJhSNgg0LZWXnPzOhqqqUlJSQkZGBzm7AboHkXVn0HBFz3vtuCCcPlQ/rbHd+9dHgVPC1KKfMGXyty9DOwEhPNBoFu13FL8ToXO4XaiRlT45zNs/6SEpwDOuM7hxQbUF1n2APtDrHzJ35GSUc2uQI9hfnmTh5OI/I8xz2Wp29fzlmqWzbJ5R+17bm4MY0Z7AwunMAbXpVzZxrDlp1DSRpRxY7fj/1BUXG0UK+mr2Zyyd3qpTxt+bLAxzeUnlG5ra9Q+g3puaJK0TDaNUlkDv+M/iiHS4b0sqH/evTJJAmhKis4pv7ig/+QlwoNBoNMTExLepGVghRezNmzGDy5Mn06dOHvn37MnfuXIqLi5k6dSoAkyZNIjIykpdffhmA559/nv79+9O2bVvy8vJ47bXXOHr0KHfddVe9jq/VOmbuzE0tJje1BJ9Ajxbbp1otdkdh/DMSZjQ6BXejHtWuYiqxoNpBo1UwmtxQsmr/3moutWIqsaLN0pyaybPQjNVsx82oI7vQtbcNxfkm7FaV7CJ9peCIqqrYrSp2u4qqqmi0GnS1CLSVFVuwlNnQu2vJL6vdbJO15efnh0egD39zktRD+ZhKLLgbG/YY9XHiYB5w/sM64VSNtIqAl96grVOmkU6vJSDSk6xjRfieFkhzztyZUTXjqbaSdtY8rBMcE1j4hRnJPl7E9hUplBVbnM8d2pJRKZBmt6ukHsrj2P4cDJ56/EKMBEV74+Vf+xleTaVWDm91vN90HhSB0ceNLkMi2bHyGBqdwpBx7Zvt56CKCQcA/MOM9B/bhm2/HiU9qYCf39/FiCmd6NA/nJOHcjm8JQNFgW7DorBZ7Xj5G+g5IvqiKXrvau4NXJuyJQmNc2ThpR8tQFXVJvl7univthAtiKIohIeHExISgsViOfcGQrQQbm5uaDRSZUCIC9W4cePIzMzkmWeeIS0tjZ49e7J8+XLnBAQpKSmV3gNyc3O5++67SUtLw9/fn969e/P333/TuXPnerchINyT3NRick4W06prYLPsU/MySjCXWglpVf2QnNz0YlZ8vAeLyU6rLgG07RPC8f25HEnIxGKqXIDfO9CdS29q75xoobYKskr58e0daLQKNz7aG727lm9f20pZsZUr7uhcY9uayqafkji0OZ3Og8KJv7LVGctPBUU1WoXrH47H4FlzdpTdrvLdnG2UFVkYfnsHIuIaLgNJr9c7yxX4hxnJTSshZU8O7S4JPceWjctms5N6OA+gQTKuKm7ac8sDaRXDOlVVpfivdbi3jkMfGXnWffQa2Yrda07Qtk+Ic5lPsGOYZ35m/QJpBVmlZB0rQlEcEw3UJCDck+zjRez/21EXLaSVNxlHC0ncmsHgce3QaBS2/pLMrjUnnDOLVlA0Cjc91rvWfxO7Vh3DarbjH2YkrLVjmz6jYynMKSOue5BzOGtz5OVvYNiEDphKrHS/LAqdXkurroGsXXKQPWtP8sd/9+MVYGDtV4cA6Dw4ksHj2ru41eJiExjphUanYCq2UpBVim9w4/9NSSBNiBZEq9VKLSkhhBAtyrRp02ocyrl69epKj9944w3eeOONBj1+QIQniduqztzZHPpUc5mVjT8cYdeq46iqYxjU4HHt0blpOLw1g6O7ssk6UURBeVAhvK0vw8Z3QafXEts5jN5XtGHzsmT2/HkCjVahz9Wx9Lw8pl5DHw1RBgwGA3npJRzblU94Gz/yTprR6TVEtg5qkOGU5yMo3Jdd+amkHy7GcK2jIL1qVzm8MYuyQjuhcT7kZ5ZSkm8hM6mUdn1qDnKcPJRL3gkT7kYdrTqFotU1zrnFdg8iNy2FQ1vSMfq6UZxvojjPTHG+CZ1ewyVXxzXasc+UWVEfzfP866MBzgy7/PLMMaOPG/ayMlKf/BcFP/+MYjQS9tRT+F4/tsbskHZ9QmnXp3KA0bc8kFaQVeqoz1fLbKbUxHySd2VxbG8OAOFt/ZxDlKtTcQ0qSu4Nu70jP76VQGmhheP7csk5WczGH5LKz1VHq26B2Cwq6cn5FOWY2Lb8KKP+r9tZ22S3q6z/9jAJ5cMiuw2Lcl4Lg5ee0efYvrnoMrhyQFSr0zB0fAdKiywc2Z7JD28mYLepuBt19Ls2zkWtFBczrU5DUJQ3GckFZCQXSiBNCFjDhQQAAIR4SURBVCGEEEKI81HTzJ2ulnYkn+Uf7aY4z1F7TFHg8NYMju3LwWZTq8xQGdbal6vu7Y5Ofyr45+HtxpBb29NrZCu0OgWPOhR7r077vqFs+jGJP5ccJK5bkOO4bXxdHkQDnNk/GSmFzgBL5rFCSgst6A1arp/Zi/XfJbLj92Mc25dTJUBzukPldZziugc1aiArtnsQ239LIWlHFkk7qk46EBDhSftLajfxRn3ZbHby0krYu84xY2RE+/OvjwanZnqtqI/m7qZydOIkynbtAkAtKSH1yScp/GMl+vAIbDk56MPDCJgyBV1QUI379QowOOrWWewU55trNYQyeVcWy97dWWlZh/5nv66nBxODY7wJjvamba8Qdq05wcYfjpB13BF47z+2daXgdPbJIr58fhOJCZnkZ5bUeMNus9hZPm+3c7KJS66Jo+vQs2fotSSKRmHElM58l72NzBTHTIl9x7Q+a/BSiMYU2soRSEs/WtAkGcDNIpD27rvv8tprr5GWlkaPHj14++236du3b7Xrzps3j88++4zdu3cD0Lt3b2bPnl3j+kIIIYQQ4uJ15sydzaEWUVGuiZ/f30lpoQWfIANDx3fAw9uNlZ/tI7v8Bt4v1EiHfqGEtfYlMNLrrEGyutRrOpteo1qRfaKIxG2ZJG53FGxviHpaDSEg3IjOXYulzEbakXzC2/pxdHc2ANEdA9BqNUR3CnAG0mr6Xdtsdme9qsa+2Qpr7UtEOz8yUwrx9HPH09cNo687+RklZBwtJCOpsFECaRaTjeRdWSRuy+TonuxKQdmGKqR/5kyntg2rKdu1C62vL5FvzqV0x04y33qLot9XVlovd/EXBNx1J4FTpqAxVg1CabUavAPcKcgqIz+z5JyvbXOZlTWLDwDlRfvjg51/M2dz+tDniqBbu0tC2bXmhDMw1L5fKL1Gtqr0OgqM8KJV10CO7s4m4fdjDB3fodr9r/3qIMk7s9DqNVw+udNZA7stld5dy9X3def7udsx+rjRdUiEq5skLmIhsT6w5kSTTTjg8kDakiVLmDFjBh988AH9+vVj7ty5jBw5kgMHDhASElJl/dWrVzN+/HgGDhyIwWDg3//+N1deeSV79uwh8hzj8IUQQgghxMXFN9QDjbbyzJ2uZLPa+XXebkoLLQRGejnrkQHc/EQfErdm4B3oQVhrnyYP+mm1Gq64swuwl8RtjmBTRCPMYFgfGq2Gtr1D2P93Knv/OlkpkFZRED2inR8anUJRjom89BL8w6oOYTy+L5eyIgse3nqiOjbuuWk0Ctc/3KvK8v3rU1n56T4yUhr+hi/reBHL3t1BUe6pWVb1Bi1BkV6ExvnQccD5Be5UVaV47VoUU+Whs9rcVPRRUcR8PB+3Vq3w7N8fz4EDyP/xRzQGD7S+vhQsX07Zrl1kvfU2eV98SdCDD+B3ww2oJhOmQ4fQBQWhj4zEN8RYHkgrPWfgb8PSIxTlmvAJMjD6nm7VztJZHZ8gA17+7lhMNtqXB1TDWvviFeBOUY6JwEhPhk3oWO3fYM8rYji6O5v9f6fSd0xclSysfX+nsmftSVBg9D3daNWl5lptLZ2nnzu3Pdff1c0QwhFIAzJTCrHb7Gi0jizSsmILe9aeQFEUeo6Idi4/Xy4PpL3++uvcfffdztmbPvjgA5YtW8Ynn3zC448/XmX9zz//vNLj+fPn880337By5UomTZrUJG0WQgghhBAtg1arwS/USM7JUzN3uorNZuevrw6RdiQfNw8do/6vqzOIVtHW9n0bd6jfuTiCaZ3x9HWjtMhCWJxrJxk4XZdLI9j/dyqHtmbQ+6pY0sszD2K6BACgd9MS3saPEwdyObYvt9pA2sHNaQC07RPaYDdUdRUc4w1A1rGiOtUBO5eUvdn8f3v3Hd/GdSV8/zfoHSBIsHdSvXfJvciyHZc4dnqx4/TilCfZFL9PNomfbOI42d0ku8nam16dxE5sx3FsOa5yUbHVOyVRYifBjt5n3j8uCYoiKVESJZLS/X6ED6jBcDDAEMDFmXPPWf/TvaTiGRw5ZmauLKRmqQ9fmXNC7iPV0UH71/6VyGuvEXKUwvJ7s7dZ9GnKHvwppoqhRhDWBQuwLhiqA+a9+4MEn3mGrh/8kFRLCx3/+nW6/uM/yQSDoKooNhvlP/857jwbzZCtDTiW9voAeza0AHDV+2aPO4gGIjD79q8sR1W1bLanolO49I4ZHNjYzhXvnjHm9kpmevCVO+lqCrF3QysrbhqqC9bVHGLDH0WG3Mqbqy7oIJokTSU5BTaMFpG13Nsexek1s+O5Jna/1EIqLrJym/b1sO4j87Odqc/GpAbSkskk27Zt4957h96EdToda9euZdOmTePaRjQaJZVK4fV6x1wnkUiQSAydlQkGz0+6nyRJkiRJkjT5vEV2etsidLeEstlL54umaXQcDXJoSwdHtnUSj4hOoWvvnosnf2p269PrdVOy815BlYvcEjs9rRFe/M0B0CC3xI4jx5Jdp2xOzkAgrZeFV5cO+/1UMsPRnaJm1cxJ7KKZU2jDYNSRSmTo7xw9c+50HdvdzTMP7UFTNYpneLjxEwuw2I0TsLfibzjw+BP4778fNRRCMRoxqIlh6xR96L2Yq05eaF7R6XDfdBPO666j7+GH6X7wITL9/eI2iwUtGqX5Yx/D+tkfAxDoHjuQpmkar/ypDjSYvaaQsjljfxcci90zctpo7bJ8apeNnBU17HEoCouvK+O5X+xnz8stLL6uHKNJj6pqPPfL/WRSKhXzc1l+Y+Vp75MkSWdG0SnkVzhpretn94vNNO3vzdYg9RbbCfXEaT3Uz6P3v0n5vFwS0TSJaIpkLE0imkZVNXR6hXhqfB2DJzWQ1t3dTSaTybZAH1RQUMDBgwfHtY2vfOUrFBcXs3bt2jHXuf/++7nvvvvOal8lSZIkSZKk6amo1sORbZ3UbfGPqHl0rvS2Rzj0RgeH3/QT7I5nl1tdJlbeXEXVwrELrkujUxSFeZeX8MqfDtFeHwCg/ISMn7I5XjY/cZTWQ31kMir647LOGnZ3k05kcOVZKJjETDudXkdemYOOo0E6G0MTEkjb+nQDmqpRuzyftXfNnbAGESl/Jx1f/zrhDRsAsCxcSPF37yepGtj070ey6+UsGr1W2Gh0JhO5H/wgnttvJ3HoEKaKCnQOB80f+zjRN98k8buHoOYD2Y6go/EfC9LdHEZv1HHJHbVn/gDPUO3SfDY/cZRQT5wDr7ex8Ooyju7ooq89gtlmYO3dcycs01CSpPHJr3DRWtfPgY3tALjzrVzytlqqFuXR54/yzEN76PdH2f9a25jbiCUj47qvSZ/aeTa++93v8qc//YmXX34Zi8Uy5nr33nsvX/jCF7L/DwaDlJWVnY9dlCRJkiRJkibZrNWFbHqinr72CG2H+imZNbG1sZKxNP7GIJG+BMGeOA27u7MFy0EU5a5e4mPmygJKZ+VM2pTCC8HMlQVs/OsR0inRLfLEDENfmROL3Ug8ksJ/LEhxrSd726E3/IAoKj/ZTSd85S46jgbpagoxa9XZTecNdsfobAiiKHD5O2dOWBAtvGEDrV/+CmoggGI0kvfZz5B7990oBgMmVQPlCGhiXesZTJXSu1zYli/P/r/soQdp+shHsRxqhBoIdI79hXbfK62AyCCbjE6ROr2OpevK2fDHQ+z4ZxPzLith69MNACy8pmzCsgElSRq/wmp39ucFV5aw5vbabPkEb5Gdd3x1OftfbyOdVDFZDZhtBsxWAyarAZ1BQc1oBAIBvvSrU9/XpAbS8vLy0Ov1+P3+Ycv9fj+FhSf/QPn3f/93vvvd7/L888+zcOHCk65rNpsxmyemm5EkSZIkSZI0vZitBmatLGDfq23s2dAyIYG0VCJDb1uE/a+3cehN/7DOiCAKzZfP8zJzZSGVi/JOq36TNDazzUjt8nwOburAZNFTWOMedruiUyidk8ORrZ0c3dmVDaS1HOylaaA5wbnolHm6BuukHR9wPVODXUiLZ+ZMSO0fgL4//pGOb/0bqCqW+fMpvv87mGfMyN6u6BRMFgPJWBpgQu5XZ7dT9tP/JfWBDwGQjKuEm/04yobPXopHUhweeMzzLp+8ZnOzLynizX80EO5L8Nyv9tHTGsZo0Y+YUixJ0vlRuSCXNbfXkF/honSUz3mT1cDiteUn3YYjOL4TEZMaSDOZTCxbtowXXniB2267DQBVVXnhhRe45557xvy9733ve3z729/m2WefZflxZzEkSZIkSZIkaTQLripl36ttHN3ZTbgvgSPn9E+yJmJpXvj1flrr+kjGhwfOnLkWPAU27B4z+eVOapdPTqbMxWDx2nLqd3Qx57LiYVM3B1UtzOPI1k52Pd+MmlIpnpnD87/aj6pqVC7Mw1t89lMpz1Z+xUAgrTl01g0HBgNpp6rtNR7pvj66/+dB+n73OwDct99O0X3fRDGOzLAyW0UgzWDUDWuacTb0TieVP/0J5v9vEwmDk0Of/1fK1y3HVFGOdclSjAX5HHqjg0xKxVtsp7B68qboGox6Fq8tZ+NjR6jf3gXAgitLZTaaJE0SkSlaceoVJ8CkT+38whe+wF133cXy5ctZuXIlP/zhD4lEItkunnfeeSclJSXcf//9ADzwwAN8/etf5+GHH6ayspKODtF5x+Fw4HA4Ju1xSJIkSZIkSVNXbomDolo37UcC7HutlVW3VJ/W7yfjaf7+XzvxHxtqWmW06Kmcn8v8K0soqvVM+nTBi0VuiYOP/uCKMZ/vGcsL6G2LsG19I3s2tLJng5gGWLUoj3UfmXc+d3VM2YYD8dEbDmiaNq6/p/7OKF1NIRSdQs0S3xnvT2zfPvp+/weC//gHWjIJgO9znyX3E58Ycz9MNgP0immdE/m3b8zPx1OZh78lQbArStcPfkDQUYZqsVN58yXsjV0KiGy0yX7NzbuimG3rG0hERUBx0bWyfJAkXQwmPZD2rne9i66uLr7+9a/T0dHB4sWLWb9+fbYBQVNTEzrd0JmmBx98kGQyydvf/vZh2/nGN77BN7/5zfO565IkSZIkSdI0suCqUtqPBNj/ahvLb6gcdy2pZDzNUz/ehf9YELPNwI0fX4CvwonJMulD6YvWyQIoik5h9W01FNa4ef7X+0lE0sxaXcg1H5g9ZerTHd9woKtpqOGAqmo8/6v9tB7q47K3z2DGKbqL1m8X2WilszxYnaeXAampKqF//pPe3/6O2Pbt2eWW+fPJ+9QncV5zzUl/32wVf/8TNZ30eDmlOfhbOlCuvhklMottoTVoio6d9UlUfRydlsL2y2/S8oQD88wZWGbNwrpsGYacia1/eComi4El68rZ/MRRFl5Tek6eC0mSpp4p8el/zz33jDmV8+WXXx72/4aGhnO/Q5IkSZIkSdIFp3qxD7vbRCSQZOszDay6dXhWmqZpHNnWSW9bBJNFFB9uO9xP0/5e0okMJquBWz+3mPyKyZtOJo1f5YI83vP1VfS2RSidlTPluigONhzobAwxc6Wo2/bGk0c5/KaoH/3PX+yjYW83V7x7VjZodaLDWwendZ484HYiLZOh/V+/TuCxx8QCgwHXDTfgff/7sCxaNK5ML7NN7NPpBvDGw51vBSBdvZBWbSHa5g4UBVS9uK+C9jdIHXqdFBB69lkAFKMRx9prcd9yC3qXCy2VQrFYMFdXo3e7x7qrs7b0+grK5+aSVypnR0nSxWJKBNIkSZIkSZIk6VzTG3Rc9s6ZPPuzvWxf30jNUh95paJWVb8/yku/P0jb4f5Rf9eZa2HdR+bJINo0Y3ebsbunZtOxwYYD7fUBkvE0zft72ba+EYCapfkc3dHJoS1++juivP0ry0cEAvs6IvS0hNHpFKoXj39ap5ZO0/bVewk+9RTo9eR+9CPkvPe9GPNPr8ZaNiPNOfE1wVw+EUjrOBok2B0D4PYvLUNvUPBvOUhJzuXoU8tJdfhJ1NUR27uH5JF6Qs+sJ/TM+hHb0+flYVu+HOfatTiuuhL9BJYEUhQleywlSbo4yECaJEmSJEmSdNGoXZbP4a0+ju7o4sXfHmTt3XPZ+0or+19tI5NWMZh01C4vQM2opOIZ8kodVC3ykVfmmPR6TNKFZbDhQGdDkF984VUYmHW66NoyLnvHDNrrAzz13zvpbAxxeJt/RLfRg5tEreiyuV4sjvEFs7RkktYv/guh554Dg4GS//gPXNevO6P9d+RaAHDn287o90/GnSe22e+PAlBU66awWmSV+cpXjvo78QMH6P/rY0Reew0AxWggEwyR9vvJdHcTWr+e0Pr1KBYLRfd9E/db3zrh+y1J0sVBBtIkSZIkSZKki8oV755Ja10fXU0h/njfluzy8rlernzvLFx51kncO+li4S22s/T6Cg5v9RPqiYMKJbNyuOT2GgCKatwsWVfOliePseXJY9Qszc92KVUzKgc3twMw55Kicd2fmkjQ+tnPEd6wAcVopORHP8J5zdVnvP9L1pbjLbJTuSDvjLcxFrdv+GtwyTg68VnmzKHwa/93xPJMOEzi0CHCL28g9NxzJI8do+0rXyUTieB973snbJ8lSbp4yECaJEmSJEmSdFGxu81c9s4ZvPDrA6BA5fxcFl5dRumcHJl1Jp03iqKw5m01rHlbDcHuGD2tYUrneIc1RFh4TRm7X2oh2BXj4MZ25l1eAkDjvl6igSRWp5HKhacOZKmxGC2fvofIxo0oFgulP/4xjssuPav9N1kNzFh+erXZxstsN2CyGkjG0uQU2qicn3vG29I7HNiWLsW2dCm+z38O//3fpe93v8P//75F8sgRLAsXYiwqxrpkMTqTbBYgSdKpyUCaJEmSJEmSdNGZvboId54Vm9uE2zfxU9Mk6XS48qyjZkKaLAaW3VjJa48c5s2njjFrVSEGk54Dr7cBMGtVIXrD2J1I1USC/r/8hZ6f/4J0ezuKzUbZQw9iXzn69MipQlEUckvstB8JsHht+YQ1ilB0Ogr+v3vROx10/8+D9D38R3j4jwCYamso/eEPMdfWTsh9SZJ04ZKBNEmSJEmSJOmiVFTrmexdkKRTmn95CTufbyLcm+D5Xx9g9VuradjTA8CcS4tH/R01FqPvz3+m9xe/JN3VBYAhP5+SH/4Q29Il523fz8ZV75tNZ0OQWasKT73yaVAUBd9nP4t5xgzCr75GuqOd+L79JI/Uc+wd76Twa1/DfdtbUfT6Cb1fSZIuHIqmadpk78T5FgwGcbvdBAIBXC7ZeUmSJEmSpPGRY4ipTx4j6UJ0dEcX63+2F03V0Bt1ZFIqhdUu7vjy8mHrackkvb//Az0//zmZ3l4ADEVF5H70I3juuAOdeWp2MJ1s6e5u2r78ZSIbNwGg93pxXHM1rhtuxH7JGhTd2Fl/kiRdOMY7hpCBNDnAkiRJkiRpnOQYYuqTx+gikEnB0ZehaRO0vAmBFiiYD6UroGwlFC0C44XXMKK9PsA/f76XcF8CgKs/MJu5x2WkRTZvoeNb3yJZXw+AsayM3I99FM9b34oia3+dkpbJ0POzn9Hzy1+hBoPZ5cbSUjzveAeed7wdg9c7iXsoSdK5JgNpJyEHWJIkSZIknQk5hpj65DG6gPU1wI7fw/bfQtg/9no6IxQuEEG10hXi4imHC6CRRDyS4vVHDxOPpln3kXkYTXo0TaPrP/6Dnp//AhDZVPlf+D+4b7sNxSAr+ZwuLZUiunUrwX/+k+BT/0ANhQBQLBY8t9+O9+4PYiorm+S9lCTpXJCBtJOQAyxJkiRJks6EHENMffIYXWC6D8P+v8GBJ6F919Byuw9mXg8ly0WQrGOPyE5rfgMinSO3Y88XgbWcStAZQG8EvWngZ5P4v84A6TjE+iEVFevmz4WCuWDNOU8P+PRoqor/29+h7w9/ACDnve/F9/nPoZd/+xNCjcUIPrOevj/8gfi+fWKhwYDvc58l98MfllM+JekCIwNpJyEHWJIkSZIknQk5hpj6Bo/RL978BRa7hTxrHrU5tZQ7yzHoZHbOtNB7DHY/AvufgM79Q8sVHVReDsvvhlk3gWGU6YqaBv1NQ0G1ljehYzeo6bPbJ28NlC6Hikuh9lpwl57d9iaAlsnQcd//o/+RR0BRKPx/95HzjndM9m5dkDRNI7rlDXp++lMiGzcCYFu9muIHvouxoGCS906SpIkiA2knIQfBkiRJkiSdCTmGmPoGj9GcB+egtw513TPqjFS6K6l111LlrqLYUUyxo5giexEF9gKMOuMk7rVEPCgCZzv/CE0bh5brDFB1Jcy9VQTPHL7T33YqJrLZWt6ESBdk0pBJgpoS9dYyqaGfDRawekBvht568O+HQNPIbfrmiIBa7bVQfgkYLWf6yM+IGo/T9qUvE3ruOdDpKPr2t/G87bbzug8XI03TCDz2OB3f/jZaNIre7abo2/+Gc+3ayd41SZImgAyknYQcBEtTiapq6HTTv2aHJEnSxUCOIaa+wWP0qac+hdlupj3cTn2gnlg6Nubv6BQdBbYCypxllLvKKXeKS5mrjDJnGVbDhVe4fspo2wGb/gcO/B2yx0iB6qtg4Tth1o2TP60y2gut26HlDah/CVq3gqYO3W6wQtXlUHMtVF0BvtlwDqf8pTo7af3s54jt3IliNFL8vQdw3XjjObs/aaTEsWO0/cuXstM9Pe96F64bb0Sfk4OxsAC92z3JeyhJ0pmQgbSTkINgaaqIBBL85YGt6PQ6Lnt7LZUL81AugEK4kyGTUdEpCooMSkqSdA7JMcTUN9oxUjWV9kg79f31HO47TFOoibZwG+2RdtrCbaTU1Em3mW/LF8E1VzllzjIqXBUi0OYsw2a0nY+HdeFp2gKvfB+OPDe0LG8mLHoPLHwXuEsmb99OJdoruoYeeQGOPA/hjuG3W3OgfA3UXAMzrhO11k5D5I03CL+8gWRTI6mmZrRMBp3VCnodqZZWMj09AOhcLsp+8mNsK1ZMzOOSTouWTNL5ox/R+4tfjrjNWFGOdeEibCuW47jySjn9U5KmCRlIOwk5CJamihd/d4ADr7dn/18xP5er3z8bu8c8iXs1vfR3Rtn5XBMHN3VQMsvDTZ9eJDP8JEk6Z+QYYuo73WOkaio9sR5aw600h5ppDDbSFGqiOdhMY6iRUDJ00t/3WX2Uu8qpcFUMC7KVu8plJtuJNA0aXhUBtGOviGWKHha8HVZ+DEqWTb/OmpoG/n1Q/4IIrDW/cVxm3YC8WTD7JrRZbyHaptL7m9+SOHyY3A/djecd78h21ozt2UPXD35AZOOmU96tedYsSv7zPzDX1JyLRyWdhvDrr9P7i1+Q6vCT6esj09c3Yh3zjFr03lwUixlzTS15n/i4bAghSVOQDKSdhBwES1NBV1OIR+5/EzRI1HZiPVaAmtHIK3Nwx5eWYTDpT72Ri1C/P8r+19oIdscI9cbpagpx/LvY6tuqWXZD5aTtnyRJFzY5hpj6JvoY9cf7aQo1ZYNrTaEmmoLi//2J/pP+br4tPxtYq3RVUuWuytZnu6gaH2TScPAp2PRjUacMRO2zRe+By78A3urJ3b+JlEmJemzHNsDh56F5C1omQ6jFQs9BB/He4Q0STDU1WOfPI/rmVlJtbWKh0Yj7lluwzJ2LqbwMxWRGjUXR0mmMxcWYKirRO+yT8OCk8cj09xPbs5fYzp1EXnuN2O7dcMJXbkNBAUX/9m84Lr9skvZSmhI0DWJ9Iy+JENjzwFkMzkJx0cs6nueDDKSdhBwES5NN0zQe+49tdBwJcjh3Gy/M/C2rLVey6o13koikmXNpEdd8YM5k7+aEyKRU9MYzqxMS7I7Rdrgfp9eC3WNm7yut7HmpBVUd/rZVMT+XvDIH255pRKdTuOMry8ivkK9tSZImnhxDTH3n8xgFEoGhLLZgE42hgetgI8FkcMzfM+qMVLgqhgXXqtxVVLoqcZgc53Sfz6tQB+z8A2z7teikCaKI/9IPwKWfB0/ZZO7dhFETCWK7dhHbuQsyaRSrFcVoRA1HyPT4CT3zNKmufgAUvYa7KorJmabngJtM/LgN6fW4b76ZvM/cg6l08ruCShMj3dtLbOcu1GgUNRym51e/JNUoXg/WZcuwLVmMZe5cFIsFdDr0djuG/HwMBQXoLOe3iYV0DiSj4v2vr2H0y0nqdw5RRGDN4gGTDYx2cW2yj/6zxQ05VZBbA86i6ZfpO4lkIO0kBp+cX2/7NTUFNeLMoL1Y1qaSzptD2zp47mf7SStJnlzxQ2LWIKFkiCXJy1i1/R2gwdUfmM3cS4sne1fPWKg3zit/rKNhbw+VC/JYdE0pJbNyxv06i0dS/Pnf3iDclxhxW8X8XMrneXHkWPAW2/Hk29A0jWd/to/67Z14Cmzc+IkF5BTYZM00SZImlAykTX1T5Rj1x/uHBdYag400BBtoCDQQHxY9Gc5n9VHhqhCZbIONDwZqs02bqaL+/bDhu3DgKdAyYpktF1Z8BJZ/GJzTv16UmkgQfvFF+p94guimzWjJ5EnX1+fkkPOed5FzSTmG9pdh3+NkgkH6jthR0wq2Kg/WJUvRl84VGXq+WVCw4Jw2LZAmhxqL0fmfP6Dvd7875bqmqipsy5dhW7ECx5VXyiYGU1kqDv2N0HtMdPxt2wGt26D36Kl/1+QQtRUHLyY7RLrFyYhQu+gqfKbMLihcAIULxXXRQtEQRWa4jUoG0k5itLboTqOTGTkzmOWdxaycWczyzqLWU4vFIM8CSBMrk1H5yVefQR+ysqP0OT7xkTvwWrx86oVP0RpuZW33u6g9fAko4C2yU1DpYsbyAsrmeodtJ53MkIimScTS2JwmLI6p8WaoaRp7N7Sy6fF6UonMsNsKqlxc/9H5OL0nf11pmsY/f7GPI1s7sTqNmKwGQt1xcorsXHJHDeVzc0f9vXgkxZ++9QaRfhF8M1kNVC7I5cr3zMJkvYim0EiSdM5MlSCNNLapfoxUTaUj0sGxwLGhS/AYDYEGumJdJ/3d46eKlrvKqXBWUOospcRRMvmZbOmE+NK49Zew5y/AwFeMslWw9C6YfzsYp0kgcAyaphHfs4f+xx8n+I+nUYNDWYd6Xx625cvRO5yosRhaKoXObkfvdGCeMQPXzTcPzy5KRmHPo+L5at85+h1avaJ76czrxWWyu5dKEyrZ1ET0za3Edu4kUV+PlklDOkMmHCLt70SLnxBwNxiwr1mD547bcV5/vUwCOR9ifSIQFu6CSBdEOkWAK9ItMskyKUiERWZZsJXs+96JzC7RdGS0i7sUDCepj62qEOsVAbV4EFJRSIbFe0gyAqnIyJ+jPWK/+5uGTmYcT2+C/DkiuFYwTwTu82aBq/iiz16TgbSTGHxyPvq3j9KlddEQbCCtpkesp1N0VLgqqHHXUOGqoDanlkuLLyXHIj/EpDP3m0efJPyCg6gxxJLPOVlbew0AndFO3v3Uu+mKdvP+ji/haBjerapqUR4rbq6i7VA/+15ro689Mux2q9NIbomDJevKxww0nWuaprHxsXp2PifS1Ytq3Cy/qZJju7o5uKmddFLF6jLxlk8uoKDCRX9nlHg4RUGVC51+6Ixr3ZYOnv/VfhSdwh1fWkZBlQtN1caVXdbZGOT1vxyhsyFIOiVa0+dXOLnlM4unTLBRkqTpa6oHaaTpfYxCyRANgYZhmWyDU0dPNlUUwGP2UOoopdRZSpGjiGJ7McWOYorsRRQ7irEbz0FNrVgf7H8S9j8BjZuGT1Ga+1a48iviS9o0pSWThF58kejWbSSbm0jWHyXV0pK93VBUhPu2t+K+6SZMNTVnHtiIB6B1u8hg6T0qLh17IHHcMdcZoOpKmHMLzL4ZHL6zfHTSVKZpGpm+PmI7dxHdtpXIK6+SOHw4e7tt9WoKv/51zNVVk7iX01giNDDdslEEwKK94v0s3i+uo73Qd0wEz06HySGmVHoroXARlCyBosUiI3cyAlTpJHQfgo7d0L5bXJ/43nI8kxN8M0XGWt5MEWCz54PBJN6DYv0iSBfrFdfRHoj2ietkWAQEjVYxxdRoBaMNLC4xJdXsFLcbzCKQpzeBwQKOfHCVgHFqJDBNq0DaT37yE77//e/T0dHBokWL+O///m9Wrlw55vqPPvoo//qv/0pDQwMzZszggQce4C1vecu47+/EJyeVSXE0cJRDfYeo662jrq+OQ32H6I33jvhdnaJjWcEyri2/lmvKrqHIUXRGj1m6OG1v3ckL323AlnJhuKKbj7/3ncNv92/nQ89+iIyW4Svz/i+XGq+laV8v+19rG1EXDMT7sclqIBEdHgiuWpTHpW+vxe2zndPHc6KtTx9jy5PHALjkjloWX1uWDX4Fe2I8/T976GkNozfoMJh02f22u03MubSYnCIbfe1Rdr/YTDKeYdWtVSx/y5kNEDIZlfbD/Tz7833Ewym8xXZu/dxi7O4z64iqaRqaqqGpoOgYFviTJOniMZ2DNBeLC/UYDTY9GOwq2hRsojnUTEuohb7EyC6BJ3KanBTYCsi35WM1WDHpTTiNzmFBt2JHMXnWPHTKST7jklE4tF5knR3+5/ApR3afyKC65DNQtOjsH/QkyfT30/PLX9H/17+S6ekZdptiNuNctw7P227Dtno1yrmaeplJiQy/I8/DwX9A5/7jdkInOpyWLIfiJVCyFLw1chroBS5x9BiBv/2N3l//Gi2RQDEacd1yC+5bb8W2csW5+1ucTlIxCPtFBlnYP3DpHLoOtooAWmzk9/wxOYtEsX+7TwSV7HniYrSJ6ZFGG3jKRQDNnjf1M7o0TWTQDQbXug5CV50I4I+WvXa+mI+btmwwiwCc2SXqvR3/8/HLLB5RazOnUgTqJsC0CaT9+c9/5s477+Shhx5i1apV/PCHP+TRRx+lrq6O/Pz8Eetv3LiRK664gvvvv5+bb76Zhx9+mAceeIDt27czf/78cd3neJ4cTdPojnVzqO8QDcEGjgWOsbtrNwd6Dwxbb27uXK4tv5Zry6+l2l0tU2wnSTQVpTfeS1+8D7PBTKWrEpPedOpfPI86Ih38v5/8D/OOXkXKHuGe774Fg3FkZ87f7vst39/6fXSKjusqruMDcz9AWaqWV/58iNa6PnJLHMy7vJjaZflY7EYUnUIynqbfH+XQFj+7X25BUzVQoGRmDrNWFVJY7cLhtWCc4E6gsVCSui0dxMIpIn0J6rZ0AHDZO2aw6NqRBYST8TTP/XI/Dbu7AdAbdRiMuhGBQIDCajdv++KSsw5Y9bZFePJHO4gEkjhyzFz/sfkUVg2vLxENJulqCtHZGKSrKUQ0mCS31EFBhYt4JEXT/h7a6wOoafF2qSjg8Fpw+6zkljgorHZTUOXCZNGL94CBtwGdTpHdVyXpAnOhBmkuJBfjMYqkIrSEWmgJt9ASaqE90k5buI32SDut4VZCydC4t2XSmahyVzEjZwZF9iJ0ig6dBgXRfqrb91N95BXcieO2VzAf5t8Bs24UWQzTfCwc27OX1s99LttB0+Dz4XrLjZiqazCVlWJZsAC9c2K+sJ2W7iNw4Elxadsx8naTU2S/zLkV5t0O9smZnSCde8nmZjr+37eIvPpqdpmhuAj3zbfgfuutmGtqJnHvzoF0UkypDHeKDLFw59D/TwyUjZVpNRprDngqxNRKe574v8UzUKfMI4JjubUTFqCZ8tJJUdutq05cuutENls8IKbuZ1LiebF6RYadLRdsXjJWD20GAx1kSGXipFMxMuk4mXSCdDpGJhkhk4qQScVIqykyahqbqlKUzlCcSpIf9GNMRc9+/215A9NlK0T2XCoq6talYgM/D1yn4yIQ5ygQx11nECcnBi7BWAr3e38+9QNpq1atYsWKFfz4xz8GQFVVysrK+MxnPsNXv/rVEeu/613vIhKJ8NRTT2WXrV69msWLF/PQQw+N6z7PZoDVGm7lxaYXeaHpBbb7t6MdNw+60lXJZSWXcXnp5SwvWD7lAjkXktZwK08eeZK9PXs52HuQzmjnsNt1io4yZxn5tnxyzDl4LV68Fi85lhxKnaXM9s4mz5p33vb3jfY3+L/Pf50bN38Gc8bKFXfVsGBNxajraprGfZvu46+H/5pddknxJXxj9TfwmQowmHQnDdj2tkV4/a+Hado38kyLI8fMmttrmLmicMRtkUCCY7u66W2L0NseweowUrEgl4p5uVidI/+W+zuj/P2/dhLsHl6/YeUtVay4aewsMk3VaK8PYDDpyC11gAZHd3ZxcFMHqXianEIb3mIHcy4pmrC6ZoGuGE/9eBf9/ig6vcKKm6tAIxs4G62hwUTxlTtZcXMVlQtyZaBdki4AF2OQZrqRx2ikcDKMP+rHH/HTGeskkU6QVJMEEoFs0K0t3IY/6iczjoyEXBWqLT5qC5cyu/QSZntnMyNnBkbd9C2hoKVS9P35ETofeAAtlcJYXk7+F7+I85qrUYxT7HH1N0PjRhFQa9suskqOn1arM8CMdbDwnTDzxikzZUqaOJqmEdu+ncATfyO4fj1qaCi4bZ41C8fVV+G86iosixZN/fFnrA86D4isy+7DQxllg8GyeP/pbU9vFg1NHIOX/OOuC0WAzFMuMpqkU0pmkgSTQfrj/bSGW7MnbAavm4JNJNWTN1s5GZ2iI9+SR7EllyKrj2KrjyKzh2K9jSLFRBF6rMkYJAKiRlw8IAKm8aDILOxrPL0Mw1MIJjTc3w1N7UBaMpnEZrPxl7/8hdtuuy27/K677qK/v5+//e1vI36nvLycL3zhC3z+85/PLvvGN77BE088wa5du0a9n0QiQSIx9EU5GAxSVlZ21gOsnlgPLze/zAtNL7C5fTOp41LbrQYrqwpXcVnJZSzKX0SNp2ZaDy6mil1du/jFnl+woWUDqqYOu82q2CiinAC99GidY2xhSJ41j1JHKQX2AtwmN/FMnEQmgdvkHtYlq9RZilFnpDPaSWu4lb54H8FkkEQmQZmzjFpPLQ6jg65YF+2RdrZ2bGVz+2Yagg2UOcsoshfxUtPLXHfwbqr6FuAuNvO+r11yynpfdb11/G7/73j62NOk1BR2o53/s/T/UOGuIJgQ9z+oxFHCbO9sbMahqZzB7hiH3vBTv6OTQFeMVHxoYDxjRQFXvHsmFrv4mzz0Zgev/PHQqJlhAEazHovdiDPXQtlcL7nFdl76Qx2xYBJXnoXKBXkYTHp85U5qlvqm5Ad2Mpbmhd8e4OiOUWodKODJt5Ff4cRX7sTuNtPdEqKzMYTBpKdsjpeyOTlYnSYUnUI6kSHQHSPQGaOzMUh7fYCe1vCY9UVBBNRql+VTOjuHvDInuinYTVTNqBzd2U0slESnV1B0CjqduLY6jeQWO7C5TcOOr6ZpRINJmvf3cnRnF22H+zGa9dhcJtz5NuZeVkzJTM+U+ZtIZVKEU2HCyTANwQYO9x+mOdSMRW/BZXZh1BmJpCKEk2EsBgsuk0tczOLaYrCgoKAoCnajHY/Zg91oJ5aOEUvHiKfj2Z8HLwoKZa4yKpwVk18MXDprMkgz9cljdJpUFYIt0FVHuvMA7Z27OdJ3iMPRdrrVFJoCGaDNbKXe6qBDHb3jqEVvYaFvIbO9s9Hr9KCBy+yixl1Dtacan9WH1WCdMp8HgzLhMP2PPErv735Hur0dAMe111J8/3fQT5e/n0xaTM86+jLseQTaj/tOZHbB3FthwTuh8jLQyUz5C42aSBB+6SUCT/yN8GuvQXpoPG+qribnfe/F/dbb0DvOQZ3EU+5cRmSRhTpEgOz4674GETwLtZ96OzqDmFrpyBfTKx354v/OwuMCZQPBMrNrSmXGptU0kVSEaCpKOBUmkoqIsWYqnF12/M+RVIRYOoZBMWDQGbAarORYRGKIgkJKTZFW06TU1NAlkxr2/+NvT2fS2WUWgwWb0YZJZxoxXo2lY6TUFBk1Q1pNk9aGfu9UjDojJY4SLAYLekWPXqfHoBjQ6/TD/z/wczAZpD3cTnukfVgMZSxei5cSRwmVrkoq3ZXM8c5hcf5inKaBbMF4QATU+hpE51QQ9deMtqFabYPXBpOo9Rb2i9pumjrsEgxHcd/4takdSGtra6OkpISNGzeyZs2a7PIvf/nLbNiwgS1btoz4HZPJxG9+8xve8573ZJf9z//8D/fddx9+v3/U+/nmN7/JfffdN2L5RA6wwskwm9s382rrq7za8uqIrktGnZE5uXO4rPgyrii9gjm5c05ef0Ia4ZG6R/jOlu9kz5Remnc5q9NrsbbmE2uGaH8STRPT6QrnOLDNS5EuDdCf6c1O++yJ9XA0cJTGYOOwbMKTUVDQ6/TjehMZy7Lm61nR8hb0BoXbv7SM/Irx/901BBr42utfY1fX6IHi4/ezNqeWu+bexS01t4z4+0pEU+x6oZmtzzSiqRo6g0J+uROjxUDzfhHFzy11UD7HS06RnWB3jIY93XQ3h8e8z9xSB7d8ZtEZ1x073zRNY/eLLRzZ5seZa80GznxlzrPOflPVgRpqmgbiH8lomt0vNbP7pRbSyaHAr9lmoGRWDqWzciidnYOnwDbpXyzSyQz//MU+ju3qPul6ZpsBq9Mkni9NI9AVGzMAOyi3xMHi68qYuaLgnNeW64n1sLFtIxvbNtIeac8GxQYHLWdzxmwi5FpyqXBVUOGqGFaPyKK3YDaY0aFDRfyteM1ecq25Mrt5ipFBmtM32bVwL1qaJqay6E2gN4gpLrFeCLZD+w5o3QH+vWLqzljTaox2mH2TyGyqvgr04mTDscAxUV+49xAHew+yv3f/uKaPmnQmnCYnZr1Z1GgzOfGYPeRac1noW8jqwtWUOkvP22di6OWX6fj6N0h3ihOw+txc8j7+MXI+8IFJ/1w+K50HYfefRVfQQPPQcmeRmIa74B2iht10fozSqNJ9fUReeYXwhg2EX96AGhWvbZ3TSe6HP4T3fe9DZ8iIYvuJoLge7ASZSUEmOXBJiXpZeqN4D9HUga6QUUARy3XGgWsDRLuhp14EMpJh8X6TCIog2gnJD6Nyl4kukr5Z4CweCpQNBscsnkmrAZhRM8NOmEbTUeKZgROnqdjQz+kYffE+umJd+KN+OqOddEW76E/0T8p+TzSnyUmJoyTb1KbUUUqJs0SMae3F4gTKaVI1lZ5YD22RNtrD7bRF2rJlCQavI6nIqL+rU3TMypnF0oKlLM1fyrKCZeRah09p7433sqtzFzu7dhJIBLAb7TiMDgrthVS6Kym0FYqAYSZFIiMytXv7e7lm5jUykAbnLiNtLJqmUddXx6str7K5fTMHeg4QSg0fXHgtXi4ruYxLii+h0F6I2+TGa/WSY86Z3h/c50A8HedH23/E7w/8HoB1Feu4TbuT/Y/3DQtOAOgNOjLpoWU6g0JRtZvSOV6qFubhLbajKArRVJT6/nraI+34o35CyRAWgwWz3kxPrIfmUHO2kG84JQJJBsVAob2QPGseLrMLg2KgIdhAU7CJtJbGYXSQZ81jXt48VhetZrZ3Ni2BVup3dpJ+tgCAa+6cw5xLTr9BRUbN8Lv9v+Ovh/+KXtHjMruw6C0oikJGy3AscGzY9NbZ3tl8ZslnWFO8ZkQmZMexAC/+5gB9HUODZkWnsOKmSpbdUDEi0JGIpYmFksTDKbpbwjTu6ab5YB9FNW5u+PgCzKMEoDRN42jgKBvbNtISauHq8qtZVbjqov3bjgaTHH7TT8vBXloP9w/LDgSwe8yUzPTgKbDhzLWQiKbxHwvS1xEhv8LFvMuLTyv4erxMRiUZTaNpYHUYR82ETERTPP3gHtoO96M36KhYkDvQWEFDVTXUjEakP0G/P8qonxgK5BY7qF6cR8UCMWU6GkjQuK+Xus3t2depp8DGipsqqV1ecNYZeRk1QzAZJJgM0hXtYnP7Zl5rfY39PfvHFSS3GqwU2YuYmTOTClcFSTVJMBEkraZxmpxYDdZsKnv2MpAJqqGhairhZJhAMpDNjrXoLVgN1uEXo5W0mqYp2ERPvOcUezX2vhp1Rgw6Q/babrSzyLeIlUUrqXXXotPp0Ct6iu3FGPUXbvZzRs3QE+/hSN8RDvQeoCnUhE7RYdQZybfls7poNXNz557TE1UySHN6pmot3ClH00QNGkUnghup6MAX3dDQF95o71CNILThX2L1RlHfJt4vzrD3HBE1bgbrBSm6k3+Z1RlFLSDfTMibJb7M+mZB7oxxTQtUNZVjgWNs79xOQ6BB3CUKXbEujgaO0hBoIJ4ZPZNNUTXscQhbAUXBa/GSZ83Da/FS46lhaf5SlhYsndCSHJlAAP/93yXwxBMAGMvLyf3oR3Dfeis68/Q4OTguqgpNG2H3I6KzajwwdFveTJGltuDt4JWdH6e8ZES89iM9osbT4Jg6ERbHNd4/MN0tkL1kAn0Edvjp2x4i2Sde/3pzhtzZYTzVUfTm8xQGUHRDQTFn4dC1uxTy54r3Gov71Ns5A4PT10PJEKFkKJsJFk6Gs9lfxy+PpqKjZmlNBJPOhN1oF8EckwObwYbD5MgGd7K3GR1YDBZUTSWlpoikIvTF++hP9KOhYVAMGPVGjLqhy+AY8WTL9YqeeDpOJB0hmUliM9iwGqzYjOLaordg1BuzmXCDF5vRht1gP6NA2dnSNI1gMkhHpIPmUDMNwQaO9h9lV9cumkJNI9af453DqqJV9MX72Nm1k8Zg42nfZyaW4cAnD0ztQNr5mtp5ovM9wNI0jZZQC1v9W3ml5RU2tW8aM7Jq0pnIt+VTaC+kwF5AniUPg84gvijojTiMDhxGBz6bT2Qz2IuxGC6sugepTIpXWl9h/bH14otSsCn7xfiexZ9hceO1bH1avCjc+VaqF/momJ9LTpEdq9NIX0eUus3tHHrDP6L2lSvPwsyVhSy4qhSb69RZHpqm0RvvJZFJkG/Lx6AbGTRKZVKktTRWgxUQmUm7X2xm/2ttBDpj2W6b868s4cr3zDqr5+ZkumPdPFn/JD/f/fNs4NZtdnN12dXUempxm90U2ApYXrgcg2Ig2B2joz5Af2eMqkV5wwI1aTWNXtGPGfgafNs48XZVU3my/kke2vUQreHWYbdVu6u5a95d3FZ720WdjalmVDobQ7Qc7KXlYB/tR4eaGJxMbomDgkon3mIHmYxKb1uEYHeMvBIH5fNy8RTY6GkN09UUot8fpb8rRqg7RvK4oJ3OoODwmPEWOyiodOHMtdBa10fDnm5ioRQmi563fGohJTNzRt2HdCpDoDNGPJIiGc+gqRpunxW3z5ptqhBKhmgONdMabhXTIzN2YrstdG3OkI6Kx+nMNbPomnJmX1JIxpAikAhkBymJTCJ7Fqo13EpruBV/xI9O0WE32kGB1pCozzBWluhs72wuL7mcmd6ZOI3O7KDEYXJM+GBA1VQSmQRmvfmUf9fhZJjGUCONgUYag420R0RK++B7TDwdR0NDp+hQVZXeRO9pZ8JaDVYW+hayJH8J5U4xNb3YXozP5puWr7vmUDOvtb7Gqy2vUtdbR3e8e8S0/hN5zB5me2dT5iyjyl3Fuop1FNgLJmyfpmWQZhJNt1q451QifNyUpmMie6PniOiU1nt07KywiaToRXHlgnmi62PRItEgIKdKZK1NoFRHB+meHnRWG5iMRNqbCTYeId7USKatHa3Nj9buR9/Zi5JRCXhM7CxP0+aB3JBGbgj67XCkSOFQiYJ15kwuK72cNcVrmJc7LzulJ7ZzJ/1/+xtaNIqaTGKuqsZ7153o3aN/MQ+99JLIQuvqEoG7D34Q32c/g85qndDHP+WkE6ID6O5HRNfV9HGBzZpr4fIvQuWlk7d/ksgC6z0qpjt2HhTTdfuOiSlrp1sn7DiaBsEmK117nKTC4nWu6DXcNSq5y62YCtwi+9RgGgjQmwaC9Pqh7DQUMDvE9DhNAzU9lMGmpkUgLLcWvNWi9pjBKtZ3FIgg2lmMu6KpKNF0lFQmRSwTI5gIEkgE6E/0E0gECCQDBBNBQqlQNmAWTATpjHaOSGY5GwqKCDgZRjlxOrDcZXKRb8vPdkj22XzkWfNwGB1yhsEE64p2sa1zG9s6trGtcxuH+w6Pul6Nu4bF+YsptBcSTUcJJoK0hltpDDbSFevCpDNh0psw6UwY9UaUhML6962f2oE0EAOslStX8t///d+AGGCVl5dzzz33jDnAikaj/P3vf88uu+SSS1i4cOG0GWClMil2dO7g1dZX2dG5g/5Ef/aN4EwMzhkusheJa0cR+dZ8cq25IiBnK5jSmUAZNcO+nn3s6d7Dvu59vNr66ogUWJ/Vx5dXfAXjhjIObhadIZesK2fNbTVj1hrTNI1+f5SWg3007e+leX9vNltNb9QxZ00RM1cWkF/lQj9B080CXVFe+M0B2o8MHUuDUUfVYh/X3jUHveHcf5Hti/fxsz0/4x9H/0FvfGThxVxLLm+tfSvrKtdR66nFpDOxpWMLfz74Z7Z3biecDJNUkxTaC7mh8gZuqLqBOd7RpyLX99fzj6P/QFHEB8s/G/6Z7Wxr1ptZXrCcfFs+zzY8SzQtviAsyV/CN9d8k2pP9bl9IqaJVDJDx5EA/oYgoZ4YwZ44eqOOgkoXngIbx3Z1U7+jc1zBtrPhyDFz06cXkld6ep2Joqkou7t3s6ltExvbNnKw9+Co6xkzZua3X8HC9quwpkWdsLQuSavrMI05+2jM2UvEfPrvgXajHbfJzfy8+VxWchmXlVyGz+Y77e1MRYNn4YKJICntuHoXmRQ98R62dmzljY438Ef9aJpGSk0RO77Y9HFMOhPFjmJme2czP28+C/IWMCd3TvYEwFSRzCTZ5t/Gq62v8lrraxwLHBuxjk7RUe4sZ7Z3NtWeanToSKpJjvQdYUvHlhEnqnSKjitKr+A9s97DmuI1I2r89SX6aAo2ZWtfZrQMMzwzxuzEPdljiOnkYjlhiqaJL7nBtoFL6wnXA5fT6SYHItPM7BJfSs1OMbVp8EupogM1Jb7IqilRI8tgEl9mLR7xZdY3W2R8qGnxZddgEbefxZhQ0zQy3d2okQhqLIYajaJGY6jxGIrRiM5qI93RTv9jjxMdZWbJ2ThWAOuX6XhtrkLKqFBuL2XthiDrnu9Fd8JHZNxupP0dl2G+dDXevDK8mg3D7kOkX91E9IWXANBXlOP85ldRFs5B1VQsBgsWvSWbjRxLxyhxlFyYtS3jQTj4lAiqHdswlK1YvgYu/xeovVZO+5wIibAInIfaBq7bxdTqZFgElhS9yDiN9ojbug+L1/NYDBbRmdBoJVuY1+QYeN27xXuFxSN+HnzvsLjF+4fZhaa3EnhhM71/foxE3SHx+3o97ltuIe+Tn8BUMXojtHMpkUngj/jpiHTQHmmnI9JBR7RDXA9cBmcHnSmvxYvb7B46uWpyZDPABn92GB3YTXbsBnt2RoFVPzxIZtabp/R36otdd6ybTW2b2ObfhtfiZXH+Yhb5FuE2n16243jHEJMeSPvzn//MXXfdxf/+7/+ycuVKfvjDH/LII49w8OBBCgoKuPPOOykpKeH+++8HRMr/lVdeyXe/+11uuukm/vSnP/Gd73zngkj5T2VSdMY66Yh04I/48Uf99MZ7yWiZbNbDYPqpP+qnLdw2Zmbb8WwGG9Xuamo8NdR4aqhyV2E32oenfOqN5yy7TdM0euI9NAQaaAw20p/ox2V24TA62O7fznONz42Y8uSz+ri5+mbWFK9hRs4Mci251G/v4tmf7UWnU7jyfbOYe2nxae1HMp6mcW8PO59vprNhaDBrsujxFttJxDIkoimcXgtlc7yUz/VSUO0eMQUtk1KJhZMk4xkcOWZMFpHdtWsgCy2dVDFa9Fxyey0V83NxeMynbCxwLqTVNDs6d/BKyyt0RjsJJAIc7D047LnWK3rcZveoAbfjWQ1WZuXMygYrFucv5rf7f8tPd/90RMaM0+jkYws/xrtnvzv79xRKhvjrob/y4K4HiaajGHVGZubMxGKw4DF7uLTkUq4uu3rYtI1kJpn9Il1gL6DYXozL5BIpx8dNcYskI2LaSLABt9nN3Ny5VLurR80enK5ioSQtdX3Zjqo6vUJusR2H14L/aJDGfT1EAglyix34yp14i+y486248qxYnUbMVgOaBpH+BKHeOF1NoYHAXZzCKjcV83MpnuFBbxw90KtpGoFEIDvluTnUTHOomcN9h6nrqxuRIeS1eCl1lOI2u4el0IeSIeLxBLXdy1nYfiU5saHusRoqfncDLb79WO1mvJYccsyi026OxYO1HJLWCBk1Q7GjONuV90I6zmdL1VTq++vZ5t/G/p792Yy+jkjHqF349IqeWk8tKwpXcE35NSzJXzIpz2dHpCNbX3Rz++ZhwUC9omdJ/pJsN+wiexFei3fMjMKUmmJf977stPtt/m1s79yevX1+7nzunn83ffE+Xm55mV2du8Y8W51jzmGWdxYKCqqmYjVa8Vq8WFNW7r3q3ik3hpiKLpgSHmpGfNHtb4KO3dCxBwKtot5YtEd8QR5vNpnRLrrJecoHsjdqxHVujQiQoYn7M9rAYD6nwYxMOEy6qwtTSQmKaexMiXRvL32//z3R7TuI79+PGhxnQFBRMPh8qLEYWiKBIS8PY0kJxtLSgesSTAP/1zldxHbtJLp5M+mubgxFhRgLCkm1tRHbvZvoju2QEDUuMzrweyCtg/KBsp6bZiscKVLQFLhqt5pdPhpVgadWKvz5ch0p46mf30J7IbNzZrOqaBVritdQ5izDqDNeOF+oe4/B6z+CnX8QAVcQmYqXfxFm3zJpdammNFUVwfNYn5hyHRuYdt19SEyp7jsm3hdON3gO4j0ifzb45ohrbw3kVIKnTATNJuDvTtM0Ytu20fOznxPesCG73Lp0Ke5bbsb1lreMmdF5sm0GkyILLJKKEE1HCSVDdMe66Yn10J/oF2PBVCg7rbI33nvK7yDHM+lMmPVmXGYXHrMHt9ktLiZ3timUy+TCaXLiNDnJs+ZR7CiecicNpalt2gTSAH784x9ni9AuXryY//qv/2LVqlUAXHXVVVRWVvLrX/86u/6jjz7K1772tWwR2u9973sXZRHawTestnBbtjDfYFG+7lg33bFu/FH/uKcGGRQDs72zWZS/iGp3NeWucipdleTb8k85JUjTNBqDjbze9joHew+SSCeIZ+J0RjtpDDae8kyC0+RkSf4S5ufOZ0nBElYUrBj2RSkRS/PwNzcTDSRZcVMlK28582wmTdNoO9TP3ldbaT7QSyIy9vNjdRqpWuTDlWeh42gQf0OQWHB4sXKb20QsmMzWjiqZ6eGaO+fgypt6b9opNcUrza/w+JHHs0UXQWT13FJ0KbfoPOR112P2H2CHycAzTgevJruInXB2TEHJTre9pPgSKlwVRFNR8m35vH/u+/FavKPef3u4nW9t/havtr464jYFhWp3NYX2QmxGG5vbNp9xOvbg9LblBcu5tPhS5ufNv3AGvGPQNG1CHqOmafijfvb17GNf9z729+7nQM+Bkw50iuxFLCtYxqUll7KmaM2IQp/HUzWVaEoMrvraogQPq7TsC+A/evLBps6gMOeSYpauKz/payuTVmne30v9jk5QFIpq3BTVuKdEQ4fJklbT+KN+GoON7O/Zz56uPezp3jOiKY7L5KLKXUWhvZBCW6G4theiU3TE0jEyWoYie1E2iHk6U0Xbwm3s6d5Dc6iZllALvfFewqkw3bHuEVlnedY8Li+5nMtLL2d10eqhjkxnqL6/nkfqHuGxw4+NWaOp0F6I1+LForeQ0TLicyyTGHXd8dbOkKZAU6nnvo8rr0TU+FL0IsNrMAtETQ/VExosuJ0IQTIKqYjo6BXpEl+Ooz2ctC3zIFsuuIrBVTJwffzPJaImkPns/p7PhqZppP1+Yjt2EHz6acIbXkFLJkGvx1RaimX+fGyrV2Fbvhy90wk6HYHHn6D7wQdRw8eN43Q6dFYrOpsNxWZFZ7Whs1jQUinUmMhMc16/Ds9tt2EsPr2TnmPJ9PfT/9e/0vfwH0m1DpWO0Cxm9F/6JK633kpGy5BUk7QHWuh97C/k/m0T1v4YpngGVYEjxbCvXGHLLB0NhUOfByadCCIe34zGZrBh1pvpS/SNuj8KSjZDxaw3Z7+0+6w+5uTOYU3RGmo8NdPrcyfYBht/DNt+NRQYzpsFl38B5r99wqf+TnnhTvDvE0Gx/ibobxaNG/qbIdwxvgL6ACaneO07C8V7gbNQZIsNTo80O8R7h90n6ta5y846eKlpGtF0lJ5YD73xXnriPYSSoaFujpmhzo7WQy1U/HULvl3NKANvc0mzjq2rvbx4qZOo24xBZ8h2noykImho6BU9OkWHgoJO0YmTpWN8xp6KRW/JjjkK7YUU2YtGjEWmYsdf6cI0rQJp59uFEkgbj5SaojnYTH2gniP9RzjaLzpWJjPJYS1y4+n4mMEui95CqVNklwx2WRocOMTTcbpj3bRF2uiIdIy5HzpFR7G9mAp3BbmWXELJEIFEgDJnGddXXs/q4tUjiuIf75U/HWLPyy248628+19XYjBOUH0jVaO7OUSwO47ZbsBsNdDTGs5OBR2rG6FOp2Aw6YbVnyqbk8Pi68opm+OdFm/0Wl8j3YeepqXhJWY278Ae7hx1vTTQZDRwwOrgTY+PV40KnWqcHJObe1f/X26ovOG0Hq+maezv3U9PrId4Ok5jsJEXm15kb8/eEevm2/JZVrCMnlgPreFWoqlo9oN/sC2zSWeiyl1FpbuSnlgPB3oPjMjUnJ87n/fPfT/rKtZd0IXYz0ZGzfD4kcf5393/O+ZrOd+WT5mzjHJnOWXOMipcFSz0LaTQXjjq+qcj2BPjyNZOWg/1D3Q+HfpoioVTw7rHWp1GXHlW8sqcVC3Ko2SmB/+xIIff9HNke+eowXFHjpnyebmUzs4hr9SBO9+GpmmEeuLEwyl8Zc4xM/IuVP6In11du3il5RU2tGw4ra5SZr2ZMmeZ+GwwDX02DH4+aGhEU1H6E/3s6NxBc6h5zG3pFB0L8xZyeenlXF5yObO8s85JPbeeWA+/3f9bnjr6FMX2Yq4su5LLSi6j0lU5Ihs7lUmxt2cvzaFmFJRsk5q+eB/tPe3cd+19F8UY4mydr6mdY2akfdWJyzxRn8eK6BxXME9k63irweoFm3fgS3LRwHSryael08R27iS8YQPxujq0WBw1kSDV2EgmMHwKvWIyiWDaKVjmzsXz7ndhXbAAc20tinFyPksHg4HJhgZSHR3Ylq/AVFpy8t9RVVBVVJ1CNB1FQ8vOyji+HqyqqcTT8WxhbhCFyo8GjrKzcyeb2jaxvXP7mEH2E+Vb81ldvDrbBCVbq9MwxU/sRHpgy4Ow5acwWHbGUwGXfR4WvXdczSemNDUDgZaBzpIxERzrPCAyyaI9IogeahddKE/F5Bh4H8gRwbDc2oEmHbVnHTwfTJjoinbRGe2kJ95DIBEglAyR1tKY9SLAFUgEspldvTERNBusvXo6ckIalxzQuHq3SvnAebakHn52g44NC8f/mTw4hdJmtGUbseVac/GYPThNThxGh7g2OfCYPRTaCnGb3VP7NSFdVGQg7SQupkDaeGmaRnuknZ2dO9nbs5fGYCNNwSZaQi2ktXFmtOkMLCtYxrKCZTiNTkx6E7mWXCrdlZQ5y067wGJ/ZzQ7lW3Lk0dBg7d+fjGls0fPdppomYxKW10/9Tu7iIeTFFQNZbaYbQYURSEeSRHojGG2GfAU2M7Lfp02TRP1L974GTS8Js6gaaoYQBzPYIXyVVC6UhQgjgeg8XVoeVMUQx5I99eAZoOBvEwGm7MYipcMXQrmgT3/jM6k+SN+jgaO0hHpoC/Rx8K8hSwtWHrSL9SjNT1QNZWj/UfZ6hf1ozY0b8ieZc635vPu2e/m7TPfTo5l9IL6F5uUmmJT2yb+a/t/UddXB4jpdDWeGublzmNu7lzm5c6jNqd2UlPjWw/1sfXpBloOjswOUJRhcTdsLhO1y/MxmvS014v6c5nUyA6/6kBnUgCL3cjMVQXULs3H4bVgc5nOS03DqSKtpqnrrRPNHaL+odok0Q7QyJ4Jbo+00xpqHffnwiC9omeOd0728yDPmpedejE/dz4ei+fcPLBzQI4hTs+k1sL9zftwER4ohp0R2R9aRvys0x9Xf8w9VIfMaAOTXdzm8InPNLtPfEme5IwcNZkktn070Te3oiXi4jHoFBSdHnQ60l1dJI4cIVFXNzyD7Hh6PebqahxXXYXr5pswz5xJurOTxJEjxLZtI7J5C/F9+9AGApOGoiJ8n/kM7tveiiKn+JFW00TT0ezMi0Q6QSKTIJgM0h3rpj3Szjb/Nrb5t40ZyFBQRIDBlsfa8rXcXHMz1e7zWzc2moqyv2c/e7v3cqjvEA6TgyJ70VAmkL2Q3kAT+3b8gsNNG4hkEsQVhbjRSsJdQsKeyxXl1/DhBR+e+o1sMmkxlq1/EZo3Q+v2kWPgUSkiYJ43U0yrdJcNXJeLzDKbV0y/Pk2appFW06ioqJpKf7yfzlgnbeE2DvYe5GDvQZpDzXRFu844w2uQ1SBKEuRac3GanJh0pqEujid0dDTrzSLIZXTg29VC7iMvYdxXD0DsQ7eTfP/NOEzObCBY07Rs+SFVU7Eb7eTb8i+4JnjSxUcG0k5CDoLHL62maQu30RxqJpKKkMgkSGaSYvCQSWDSmcizDaSye+dgM559MKmnNcwbfz/G0Z3Dpx3NXFXAdXfPO+vtZx1f3yDUPtA565gYSBfMF0Ehd+n0LLaqaeLs2v6/wd6/Qs8oXUwUvQiYVV8J1VdB6YqxBwSZNPQ3QtsOEVxr3CjO3I021UVnBFfRwHSWEvEc+mZDwVxxxl5ND3X6Gfwy4y4TRZLPgd54L4/WPcqf6v5Ed0ycXTQoBipcFdm6gdWeamrdtVS4Ki7YjLXBouqD9Rf9ET91fXU83/h8duqK0+Tkk4s+ydtnvn3K1pNIxNIEu2MEOmO01PVxbFcX0UASk9VAzRIfM1YWUDIzZ1htw3QyQ9vhfhr39dBxNEhvW5h0UgTWDEYdepNu1Cy2olo3C64qpXqJb8IaklwI0mqa9kg7zUFRKy+cEg1Kkplk9jMCwGa0YTPYmOOdw7KCZRdMwW45hjg9k1kLt+7LX8FbU4Nr3XWYKivP4aM8c5qmke7sJL53L5m+PnROFzqHnUxvH6mWZlJt7aR7e8n09Axkl43eUOREercb+xVXYFshpmkqZjOGggLMtbXozOP78q+pKiiKzBQ5A4lMgu3+7Wxq38Tmts20hluJpCKj1qsEKLAVUGAvIN+aj914XLFzgxWbwUaBrSCbfW/WDx0/VVPpjfdmi7X3xHuGZe5ntMxQFr+api/Rx97uvRwNHD1lB+TxeEv5Wv7tiu9h1Bs53HeYjW0b2e7fzv7e/dR4arhz7p2sKVpz/v+GklE4/E/Y/wQceWFkrTK9WQTPjVYRLM+fLcaqziKwekRB/7yZYDq97zUZNUNvvJfOWGc2k6w33kt/op+uaFe21ux4alwPcpvd5NvyybPkiWwvkxO9os/OKnKZXORac/FavNlLrjWXHHPOWX0v0zSNrv/8AT0/+xkAjrXXYl+5CvPMmViXLkF3krqKkjSdyUDaSchB8NSTSmRo2N3NoTf9NOzpFvEZBfLLnbh8VnJLHCy6pgyjeZxTOqO94N8rAmN9DaLuQ6x3eFHQWD+nrHniKISyleLDdfCMm8UlPnRdRVC4UPx/Kgh3ibNtDa/AsVdF4GuQyQGL3gOL3yO6+YA4w342+54IQftuEVxr2wFt28XzPZ46MidS9JBTAdacgYwBVeyn3ScKMs+8HspWnVXr7FQmxfqG9fz+wO/Z37N/1HUMioFyVzm1nlqWFixlReEKaj21U/9s63EGa5wd6juUvRzuO0xTsGlY/ZfjeS1e3lL1Fj628GPTLlNPUzUCXTEcXvO4p3xrqkawJ47BqMPmNqGpGk37ezm4sR1/Q5BoMImaGfo7trlM1CzLp3qxj+JaNzoZVLuoyTHE6ZusWrhv1M7Aodejczio+O1vsMydO9EP7Yxo6TTRN94g+MwzhF5+mUzXOKaQDdD78rCvWYMhx4umqZARWeZaRkXv8WCurcU8oxbzjBko+okpgyFNDE3TiGfi2cZhdb11PHX0KV5vff20snydRicus3jvOZ1ayCcqsBWwIG8Bs72ziWfitEfaaQ+Lron+qB+b0ca83HnM8c7BY/FgUYxY/fswH3mRznAbP/J6SCsKC62FRE12jgTqR72fSlclRfYizHozBfYC1hStYWXRyrOufzlMuBOObhBj0bad0L5zeAMQaw7UXAOVl4mZF/lzxjWmjKVjdEY7s8/JYMCyN95LNB0llo5lL5FUhN5472kHKA06Az6rj3xbPrNyZjE7dzbV7mrybfnk2/KHBU4nQ+/v/4D/298elvpvKC7C96lP4b7tNhTDRVY7T7rgyUDaSchB8NSRTmbYtr6Rnc83ZTNEAGqW+lh5czXeYvv4NpSKw5HnxZmnps2i3sF4mZxi+oa3GnKqRJaafz9014mgzskoOsifB4XzxbQPW64I/ORUQW61+OA+l/oaRMZZ3TPQspVhQSy9WbQvn3MrzL7p/AT8MinRpSjYBsFWcelrENlx/n3iudUZBi5GMYhJJyA9jjPsdp8odrvmU+I5PkODgab6/oG6gYGj2fqBo9UJHKwROFgXrNxVTpW7igV5CyY1fT2jZmiLtBFMBommojQGG9nSvoU3Ot44aWOAXEsuBfYCCmwFFDuKuaL0ClYWrpTdL4+jqRrh/gQHNraz75VWoic0GDGY9ZitBqoW5rH8pkrs7skd5ErnlxxDTH2Dx6j+gQdQNm8hvn8/eq+Xij/8HnNV1Tm9by2TQR3ohpnq8JPuaCfV3kHK30G6vYNURwep9na06HFf8vV6zDU1GAoLUMMR1FAIvceDsawMY3Exhrw89N4cTBWVmGfOkBliF5hAIkBTsInOaCedMdHxcDA4E0/HiaajtIZaqQ/UE0qObMKkoOCz+iiwF5BnzcOsN6PX6TEoBgw6A3pFLzqeKwZsRhuzvbOZnzeffFv+mPukamq2PuQImgZHnue157/KFyxxYgNTfo3oWF24khUllzDbO5sNLRt47PBjwzoxD9Irehb6FrKmeA3L8pdhM9rQK3p8Nt+wDu5j0jRxwnzfE3DoWfDvQQVCOoV+nZ5+vY6As5D+0qX0+WYQsDgIJEMkMols0NJlEp0fVU3NdpaMpWMk1SSRVITOaOdp1Q4dpFN05Fpyybfl47P6RHaYJYccc062vmyuNTdbn2/K18wDott3EH71FRKHDxPbsZNMTw8ApooK8u/9Ks6rrprcHZSkCSQDaSchB8HnjqZqIptjoPZQoCtGZ2OQnpYw4f4Ekf4Emgr5lS7ySh0c2NhGsFvM/3flWahdXsDMlQXkFo9jClA6IdK19z0uAkknDi5yKiF3hsh0cpeKINdgYWCrVwS5rDljTylMxUSmVdNmERAC8cEd7xdnvvoaIdB08n3MrYWy1QMBrVtgIqYNahrseVTUPGt5Y/htRYvENM3Ky6F8jegENFUMvtWcOFjQNBF86zkialYMBnQGO6a174JDz4iabSCy1xa8HZZ/SGSpTdDgQ9M0OqOd1PfXs69nH1v9W9nRuWPUASCILl+L8hex2LeYublzmZM7h2J78YQNhnpiPezr2UckFcl2SuqMdtIZ7cwG/8baN72ip8pdxQzPDGZ6ZzIzZyZV7ioKbAWnXavwYpdJqzTt7+Xozi4adnUTjwzvYGsw61l8bRnl83LJK3NgNA2d4U7G0xzZ2klvRwRfqYOCajdu3/ntOhWPpGjc082xXd20Hw2QW2yneonIrrO55N/CmZBjiKnv+GNkVxQa77qLxP4DGIqLKPvxj884M03TNOL79xNa/yypjg5QAFUj3d1NuqODdHf32LXJTqD3eHCuW4frxhuwLl6Mzjo1p9NLU4emafQn+ulP9Ge7rhfYCsiz5Z20Ydc5k0mx77UH+OOBP7AsHODaaBQXBjEOnXMzzLiegNnG1o6txDIxEukEh/oOsbFtIw3BhjE3W+IoYWHeQhb6xKXCVUFvvJeuUBtdzRvpat9KV/dBulIhOvV6evR6AnodAZ0e9Rx8vFoNVgrthRTYCrLXedY8bEYbVoMVi94ipuAabeRZ8/BavBf0yUk1HqfvT3+i56c/I9MrTtw6rrkGx9VXkThwkGRTE9alS/C87W0Yi4rGvV1N00gcOkRsxw40VUXR6Uh3dhHfv5/EsaNYZs8h573vxbZyxZQPPErTmwykncR0GgRHAgka9/bQuLeHTErFV+7EV+6kZFYOZuvEvElH+hO0HOzFYNKTW+rAnWdF0Y3+BhWPpIj0J/AU2oZqBmkaid4uDrxyjD2bwwQDp/fm5sgxc9k7ZlC9xHfqN8Z0Ao6+LIJnB/8xvOaBqxTm3SamARYtAov7tPbjjATbReHSvgbR6SfSLVpk9x6DUNvwdZ1FsPzDsOyDIgPuTARa4e+fgyPPif8rOqi6Aua+FWbeIIqfXogyKXHcN/1YXA/yVMDCd8Gid0NuzYTfbUpN0R5uz9a0aAo20Rxq5kDPATpjI7ucukwu5uTOYXbObGo8NdR6akUnIhQ0tGzqfzQdFdepKGktTUbNkMgksvU0DvQeOOkgc5BZb8ZtdmM32sm15LKicAWrilYxP2/+pE8FuBCpqkYikiIZz9DfGeWNvx+js2HoPUhRwOWz4sqzYrIYaNzXQzoxvB6OI8dM1cI8qhb5KKp1YzCd/tSrwfdhb5E9+16dSau0HOwjGRdn2iP9CRE8qw9kGyoMo0BxrYfqJT5qlvhw5MjiwOM1ncYQF6sTj1G6p4fG972fZEMDAPbLLiP3Q3djW7Vq2PRHTdNINTcT272HTI+YbqmpGpneHlLtHcT37CHZ2DjaXY6gczoxFhZiKCwU10WFGAsKMRaJZaaysknrfClJEyqdgL2Pweb/gY7dw2/LmwXlq0UTDxAns0uW0eYpYVPvPl5ve51DfYdIZURdt65YF9qZlAg5js1gw2P24Da7ybHk4Da78Zg9eMyebKfLwY6Y/Yl+FBTybHnkWfOwG+yY9CasBiv5tnwK7AU4jU4ZuBlFJhyh56EH6fn1byA9ygweRcGycAE6ixV0CuaaWnHiYMmSYY1L4nWHCDz+OKHnnyfV0nLK+zXV1uC+9a243nIjptLSiXxIkgTIQNpJTbVBcDSYZPeLzXQ1h1AzGpm0SjycIhpMkoiOPrVQb9BRMT+XqsV5uHKt2NwmUvEM/f4ofR0Rce2PEgsm0Rl0GIw6XHlWimd48JU7Cfcl6G2P0Haoj87G4ZlcBoOGy5XBaUtgMcRQ00kyyQw9QSeBuEeso0tSaG/BrITpj3noSxWhIgaEChl0pFEAm76XfGM9PsNRXAY/dl0vGc2AX1tIp24J3pwUS6rqMJkAR4EIBFlzRIetTFJ8OGeSIkjVtFlMXzw+C8dZLIJn894GJcvPqFvkORPtFV2CGl+HXX+CsF8s15tFRtXKj0Hx4lNvp/MgNL4mHvtg8FBvhiv+BZbeKVprX0zadoiW7AeeHN51qWQ51K4VTQ3y54G36qxqqp2Mpmk0BBt4s+NN9vXs40DPAQ73Hz7jOiVjqXZXk2cVZ5otBkt26kaps5RZObMod5ajP0eP8Ywlo5COi2nROoN4PV+gA1BN06jf3kXd5nY6G0MjpoACeApslM7KobslRGdTCDU99JGr0ynklTnIr3ThKbDhybeRSamEeuPEQkksDiN2jxlFUQh0RenviOJvCNLXIaaEufIszLu8BE3T2PNSC5HA6DXwckvsVC3yUTLTg78hyNEdXSPe9/MrXVQvziOn0I7dbcbmNl10nUvHa6qNIaSRRjtGKb+fzu//O8GnnxbNhgB9Xh7Oa69F0etIHKkncegQmf7+k25bMZtxXH011oULs8sMuV4MhUUYfD70bhc6p1MW4pYuTl2H4ODf4cBTYrx2sqBY7gzR6KpooaiLa7IRDjSzt20zu/sPsTvVzy6TgX69Hruq4ktn8KHHZy/A552Br2gZ+a4yci25eCyebLBMZt6fX4kjR+j67x+TCQSwzJmDsaiI0PPPE33jjVHXN+TnY6qqwuDzkWxsJL5nT/Y2xWzGtnw5OrsdNA2dy4ll9hxMFeWEXnyRwN+eHNZwxTJvHvbLLsN+6SXYFi9Gke+70gSQgbSTmKxBsKZp9HVEaTnYRzqZQW/QEeyOsf+1NtKpsQtT5le6qFyQi8VupLMpRPuRfgKd4+vaND4q+cZ6NE2hN11OhpO/CRmUGGlt5BQEr7GVBQXbmVXSjFELiyCHogOjXXSDTEXF9Lz+puEFQE+Xo3AoeFa6cmoFz8aSTooOmlsehNZtQ8sLF8KS98OMdaJzpd4g1u07Jqat7noYOvYM31bJMrjtQfDNOr+PYapJRqHuaRGkrH8RTuyEZbCK56hkmcjYq7zs7ANr6aRoWDH4t63oxDYVPclMkiO9BznQs49DgaPUh1uoj3YQU1NoKKCAVW/BbrSLjlwmJzajDaPOmK1fMlhsttJVyeL8xbjNY2RVJqOi02zYL6a6Gsxi2rCaEc+Dmjnh5/TAa9EmOlQZrWCyD/xsE7+bTogpzIHWgSDYwHOVjEAiLKZOJwZe18f/PxESyyLdYoruiVOszW7wVoq6gd6q4dfOQkARgbbjj42miec53AnhDhFIz5870PRj6gblIv0J+vxRgt0xosEkxbVuimo92TPZ6WSGloOi02jj3p4xA1/joTfqyJzwuWFzmcgpsoEGBpOesjleKhfm4faNfL8O9sQ4trOb+h2dtNcHxvyuY3EYMVn06I16jGY9uSV28itcFFS6yC11DOuOerGQgbSp72THKNncTO+vfkXgH0+jBgIjflcxGjHPmYOprCz7fqP35mAsLMJYWoL9kkvRO8ZZv1WSLmbRXmh4TWSpaar4bA+0iJPMfcfGtQnN5CRRtABLzbUw4zooWDA9xv0SyaYm4vv2oakqWipFdNNmQi+8MHL6u9GI8+qrcd1yM45LL0VnG7vTaCYYJLh+PcGnnxGBOnVoHKTYbNhXrsR+6aXYL70UU1WlzCSUzogMpJ3E2QyCNU0jEU3T2xamqylMnz+KK89CUbUbX4Vz1K5xsXCSXc83c+gNP6He+Kjbza9wMveyYoxmPTq9DovdgM1lxp5jHjGFU9M0elojHN7qp/1IP5FAkmgggcGkJ6fQhqfARk6BHU+hDYfHTCajko6n6Klvp+1IP91tcZz6Tryp3fh0hyg3b8fu1EP+XNRUgkDUSYgiQmoRScWNYrKgM9tw55koKLdhdtnp7VJpa0qT0Yx4ynzkVJXgKvSM7w0rk4bOfSLDKhEUH6yZlAgMBFvFF3O9aSA4MHBttImASMWlkDdjSn+ZPqWWrbDlIRFYyxz3RVrRgyNfBA+ODwrpTVBxiQgalq+CqqtEwE0aEu4Uz2fbTlF8tuugyIo6nj0fZq6D6quhdLkIRkW7RQBocFputEcsiwcGAlGqCBJFeyDaNzJIdLYMVlHHzjRwMZjBYBH7Hu0W92kYaNFusIj9igdGtnE/WzqDeLxnOZ1iOOX0tqc3gdkpsi2j3cNfG4O8NSLonFMhmk+4S0V7ept3wvb6fNE0jVBvnI6jAXpawvR3xgh0xtAbdTi9FmwuE7FwcqCupIbbZ8OdbyWvzElhtQuDUc/hrX4ObmxH0zTmXVHCjOUFZ5RBFgmIaaDN+3sJ98WJBpNEA6LW5cmYbQaKaj0UVDrxFjnwFttx+awXfHBNBtKmvvEcIy2ZJLLlDcIbNqCzWjBV12CurcE8a5bMJpOkcy3SLU4st2wVY7ZkRFwsLnGSuXCByFTzVMrA2QVETSSI7dpF2u8n3dWNYjHjuuEGDN7TH8elu7oIv/46kdc3Etm4MdsAYZChqAhTRQVkMqDTYV28GOe112CZP3/Y1FJJOpEMpJ3E6Q6CI4EEu19qoXFPN8GeOKl4ZtT19EYx3bJ2aT4Or4VoIIH/WJA9r7Rm6+ToDAolMzzYPWaRTaAozFpdSPlc78RHzQOtokj74efh2CuQioxcx1MBa+4RWVGmsc8ASOdAtFc0Ddj1R9ElNJMYus3kgIL5Ygro/DumZaBgUqkZUafOvxfqX4ADfxcZThNhMMsSbSjYpmVEQNjkEMEgs3MoQKamReArEYL4wPXxx/pMGe3gLBD3m06AmhLB2IEMOXQn/KypooFGKjp0fWKLdoMV3CUimDU4TdVkH3gsxz2m0f5vyxVTrZ0FIvCt04v76WsQx6Lv2HHXR0Vm6qmmwlo8ImvN7BKt7EcLroGYPmrPB6tH/M5o14PNRSyDP3tE8G7wI3CqD6o0TTTf6KoTXzoiXVAwTwTYXeMv5jvuu1M1UYstkCSdzJBOqSQiKbqaQ3Q2hug4Ghj1s1Bv1JFTaCOn0I4rz4IrzypOEOkUESTMteDKFcvOtVg4SV9HlPwxTnKdKRlIm/rkMZIkSbp4aKpKoq6OyMaNRF5/nejWbWjJ0ceM+txcrAsWYFkwH1NZGTqXC0NODuY5c+RJFAmQgbSTGnxyHvvqg8xYWkP1tauxeZ3D1tE0DX9DkP2vtVG3pWNYXRsQBaN95U5yCm30dUTpOBogFhreze14vnInS6+voGJ+7rn9AhFsF5k5+x4XRfCPpzOILA5nIVRdCXNvheKl0zu760KhqmIKW6h9IBhRKI/LRMqkoOFVMQX06MsicGn1gC1PBIDsueJn+8D/LR7xetENBM1s3oGurwOBmLMNuqSTA1Mkg0PTJZNhERBLx0Ugy54nustmEiIAl44PBYVsuaKZxtn8jWiaCEwNBtZ0RnGf5+vvLpMeyqwbDPIlQuJx2vNEzUTDcQ0TEiE48jw0bRFTWsN+0Tk3eOrCtKemiNecu0w8v8no0IkHneG4i14ET5Nhsb/OQpERl1Ml9nVwHZ1BPL99DSLoFe4Eo0UEKo1W8bPRJrIMB6fWaqrY9mBX4FifCNrqjaKDbXfd2MFgd5moM1O2UgTWCheM3Y14gqgZla7mMG2H++lpDdPbFqG3PTJiuulYnLkWimrdFFW7MVrE86Uz6LC5TNjdZsx2A0aTHkWvEOyK0e+PotPrKJuTg04/8vU32DE6GkwS7Ilx+A0/x3Z3o2Y0zDYDtcsLmHdZMb5y5yh7c3pkkGbqk8dIkiTp4qXGYkS3bSfT14ei16HGYoRffY3IK6+gRkcvL6Sz2cS00Csux7ZsGaaqKjk19CIlA2knMfjkfP/uJ7Ga7BiUBAsqjrLw2gr6zQtpbUxzZGsn/f6hF1phtZuF15SSV+rA4bVgPKHTmqZpdDeHObK9k2O7usmkMmJqpsfM7NWFVCzIPbsX42AGh8khvniZbOLnTAo694s6WoeehaZNDJtOVbZKdLGsvU5kOE31rAtJOh80TQYqLxTJiMh0i/aIIFSsX1zHA0M/x/pG/jyh01jPFwVyKkXtP1setO8S0+RPzCzUm6F4CVRfOTSVWX/uuwOqqkawO0ZvW4T+ziih7jjBnjiZVAZV1UjGM4R742M20RkPl8/KkuvKmb2mMJtl5m8I8sJvDtDXPjLr2mQ1kIwN3d/MlQWsvq0Gp/fMu5TKIM3UJ4+RJEmSdCI1mSS+dx/xvXuJ79tHuquTTCBIqr2dTG/vsHX1Hg+mmhqMRUUYS0qwLVuKbdky0QhBuqDJQNpJDD45L3znB3R3uOlKVIy6nkGfoboqzvxVLooWzxb1q87nl29VhaMviXbSR54f/++VrRKF+OfcKqZpSZIkSUNUVWTDqWlAEdNig63iZEUyMtCUwSbe79X0cZeMyBIzOURWWX+zyBQLtAzdPnitZUSmmG+W6EacSQ1k/8XFdTo+MMU2JjIDB5tXWNzis8Y6MJ1bTYl9yZsp6kMaT2gckAhB63ZoeQOa3xTXJ2auWdww8waY9RaoumLSp4rHIym6GkO01ffT1Rgik1ZRFEin1Gx9tlRiaNqowaTDU2Aj3JsgHhGZ3yargerFeVgdJna+0IymaigKWJ0mbG4TxbUe5lxaRG6xg5ZDfex/rY0jWzsBMf3U5jSRSmTIpFWMZtFIwWw3YnOZsDmNoFPQMhqaqqEOXDRVQ81oRCIh3vmly2SQZgqTgTRJkiRpvDRVJb5vP+GXXya6ZQuxPXvQEqOUYTEYsC1ejGPttTjXXoepVH7PvhDJQNpJHP/kOO12Gl/ezOZnu+kJOrHreig27aPMtJMayyZMuuMKlls8ULIUSpaLaTSlyyf+C0k6IbrZHHgKDjwpvtwBoIgvUen4QEHOKKRj4ouXtwYK5ooA2ty3igLckiRJ0sVH06CnHhpfE9OYj26A2PCzrOTWis+Lwemgvtln39F2gqmqRjqZIZNSsdiNKDqFVCLD/tfb2PV884jGPbXL87nyPbOw2MfOvOtsDPLao4dpPzKyU+PpiCUjfOlXt8ogzRQmA2mSJEnSmdKSSeJ1h0g1N5Fq7yBxtJ7o5i2kWluHrWdbuZLcj34U+2WXymmgFxAZSDuJ0Z6cwW6c5kwPSvNm6D4sgliBZvGlpL9x5PQZAG81zL0Nlt8NnvIz26HOg6IY+tGXoXXr8G6DJqdoBLDqY+K+jjdY6Pw8TNmRJEmSpiE1M3By5u9i+n/P4ZHrmJxQukwE1rzV4CoRJ2RcxSMz4CaLponPO50eTdVorw9w+E0/nY1BFq0tY+aKwnFuRqO7JYya1kQTBINCOpkhGc8QD6eIBpPEQkkUBRSdgqJT0J1wHY2FWXXDbBmkmcJkIE2SJEmaaMnmZsIvvUToueeJbtsmZjgA5hkzsC5ehKmqGlN1FebqaowlJSj6qXWSUhofGUg7iTMaYKXiomh061bRqrll6/AvJIoOZt4Ia78hpvKcKBEW9cua3xDtnpNhsTzSJeqfHc+WB7VrRXZZzTViCpEkSZIkna1orwisNb8hpoG2bh/6PBqN1StKBLhKxMmi0pVQedk56RRKJiWmyfY3iUugRZzE6qqD7kPiJFNuLeTPgfy54to3W0yhPY+fkzJIM/XJYyRJkiSdS6n2dnp//Rv6Hn0UbZQGBorRiM7pRGexoPO4scyYiXnObIwlJegdDnQOJ6byMvRu9yTsvXQyMpB2EhM2wIr1iSyyrb+CYxvEMp0BVn9KXBz5ouD1Gz+FzQ+KQtej0Zug+iqYdSNUXCamcMr0UEmSJOlcUzOiYU3zG9C2QwSvgq0QaB3qXDqa3FoRUKu8XGSvGSwDXUgHrjVNlCFIBCHYJgJioXZR0y0RErXkdAZAEcv7m8T9jpb5PR52H+TNEp+ltddA0eJzNl1VBmmmPnmMJEmSpPMh3ddH5PWNJI8eJXHsKMmjx0geO4aWTI7r9/W+PCyzZuO4/DIcV16JqbLy3O6wdEoykHYS52SA1VUHz30DDj1z3EJFfFFQRXFk3GXii0fpCnAUiGV6E5SvEsWgJUmSJGkq0DRxImgwqBZsge4j0Pg6dOw+84DXqejNIvPNUyY+Mz1lotGCb7ZoutBVJwJ/nQfEdfch0bzhRFavCKrNuE6UXzDZJmwXZZBm6pPHSJIkSZosWiZD2u8nEw6jxWKku7uJHzxI4mAd6e5u1HCYTH8/6a6uEb+rz83FXF2NeUYt7ltvxbp48fl/ABc5GUg7iXM6wKpbD89/U0wDZeCpzZ8HV/yLmKo5xQo6S5IkSdJpifWLUgUNr4nrWJ9olJOKiet0DFBEd1OTDZxFkFMhpoda3GK53jjU4dRZCJ4KEUCz+0CnG/++aJq4/0CzKJtw5AU49orIhBtky4PVn4AVHwWr56wfvgzSTH3yGEmSJElTXSYcJllfT3T7DsIbNhDduhXS6WHr2JYvJ/fjH8Nx+eWTtJcXHxlIO4nzMsDKpCHaI2rP5FSd3hcDSZIkSZrONG3yShRkUqKOaf2LsPtPYtooiCDeFV+GlR8Fg/mMNy+DNFOfPEaSJEnSdKNGIiSOHiN57CiRjZsI/OMfkBIz2xzXXEPh1/4vxuLiSd7Ls6Mmk4RffpnEwYOkWttId3Whczox5Oejs9nI9PaQ7ulF73Rinj0by6yZGAoLMXi96Nzuc9IdVUunSbW2Etu9h+jWrfg3b2LJP/85tQNpvb29fOYzn+Hvf/87Op2OO+64gx/96Ec4HI4x1//GN77BP//5T5qamvD5fNx2221861vfwn0ahfrkAEuSJEmSLgKZNOz9K7z2nwOZ4kBOJay5B+bfATbvaW9SjiGmPnmMJEmSpOku5ffT+8tf0fuHP0A6jWKzkfOOd+C45hpsS5egGI2TvYtZqc5OQv98jnR3F5nePtRoFC2dhkwGvceDoaAANRQk8OTfyfT1ndF9KGYzpvIyjOUV2FeuwHXrrRhycs5oW2okQs8vf0Xw6adJNjcPywQMZzKsPHJ4agfSbrzxRtrb2/nf//1fUqkUd999NytWrODhhx8edf29e/fyjW98gw9+8IPMnTuXxsZGPvGJT7Bw4UL+8pe/jPt+5QBLkiRJki4iagZ2Pgwv/huEO8QynUF0yJ59E8y4HpwF49qUHENMffIYSZIkSReKxOHDtH/zPmLbtmWX6VwunOuuw33rrdiWL0c5YfabmkxCKoWWTqOz21EMhnOyb5qm0f/oo3R+7/uo4ZN0gT+OIT8fx5VXYiwtxZCfjxoOk+7sRI1G0XtzMOTmku7pIVF3iMSRI6S7ulBDoRHbUYxGnNetJffjH8cya9ZJ7zO2dx/JY8dAp5Dp6aH7Zz8j09U9tC2TCfPMmdiWLyc9Zzalt902dQNpBw4cYO7cubz55pssX74cgPXr1/OWt7yFlpYWiseZtvjoo4/y/ve/n0gkgmGcfyBygCVJkiRJF6FkBLb9Rkz5bN81/LbyNbD0Lph3GxitY25CjiGmPnmMJEmSpAuJpqqEXniB8PMvEH7llWFZXcbiYly33IJz3XXE9+yl/7HHiO/enb1d53DguOJyHFdfg/O6tegslgnZp0R9PR3f+jeimzcDYJ47B9uSpehzcoaCdzqFTF8/ab8fLZ3Gue46HJdfftqBPTWZJN3RQbKxicSRIwSfeor4vn3iRkXB/ba34fvcZzEWDJ0U1VSV8IYN9Pz8F8OCkIOM5eX4PvMZbMuWYigszAYjp3yNtF/+8pd88YtfpO+4P4J0Oo3FYuHRRx/lbW9727i28/Of/5x7772XrlG6XoxFDrAkSZIk6SLXeRD2/w0OrYe27UPLLW5Ydjes/tSoWWpyDDH1yWMkSZIkXai0TIbo1m0E/v4kofXPjjsTDMBUWUnxA9/FumjRGd9/Jhik+yc/ofcPD4sppxYLvs9+Fu9dd6Loz19jxfj+/XT/9GeE1q8HQLFY8H7wLnI/8hHi+/bT+b3vDQXbjEZsixeL+r2KguPqq8h573vRmUwjtjvlA2nf+c53+M1vfkNdXd2w5fn5+dx333188pOfPOU2uru7WbZsGe9///v59re/PeZ6iUSCRCKR/X8wGKSsrEwOsCRJkiRJgmAb7PwDbPstBAaaE+jNsOR9sPJjkD9naFUZpJny5DGSJEmSLgZqPE745ZcJ/O1Jwq++iqmyAs8db8f1lhvRu92g05HYv5/Qiy8RePxx0l1doNPhfutbyfT1ET9Uh85qwzp/Hpb5CzDPmol5xoxRa4+l+/ro/e1v6fv9H7JTLR3XXEPBV7+Cqbz8fD/0rNiuXfi/9/1s1pnOZkONRrM/57z3PeR84E6MBfnj2t6kBdK++tWv8sADD5x0nQMHDvDYY4+dVSAtGAxy3XXX4fV6efLJJzGepNjeN7/5Te67774Ry+UAS5IkSZKkLFUVGWqv/Se0vDm0vOJSMfVTpycYTeK++T45hpjCZCBNkiRJkobLBAJ0fOvfCD711CnX1fvyMNfWYq6pRY1FSR49RvzAAbR4HABTbQ0FX/kqjssvO9e7PS6aphF+4QU6v//vJBsbQa8n513vJO/Tn8aQm3ta25q0QFpXVxc9PT0nXae6uprf//73Zzy1MxQKcf3112Oz2XjqqaewnGKer8xIkyRJkiRp3DQNGl6DN/4XDj4NWiZ7UzCh4f5uSI4hpjAZSJMkSZKk0YVeeIHI5i2YKiqwzJ6FGokQ272H+L59JA4fJtXaOubvWubOJfcTH8e5du2IBgdTgZZKEXr5ZSwzZmCqrDyjbYx3DDHh7Rt8Ph8+n++U661Zs4b+/n62bdvGsmXLAHjxxRdRVZVVq1aN+XvBYJDrr78es9nMk08+ecogGoDZbMZsNo//QUiSJEmSdPFSFKi6XFyCbbDrjxDyi4BaOAo8NNl7KEmSJEmSdNqc116L89prhy1zXHll9mc1EiFRX0/i8BES9fXobDbM1VWYamoxz5yBoijne5fHTTEacV133fm5r8mqkQZw44034vf7eeihh0ilUtx9990sX76chx9+GIDW1lauvfZafvvb37Jy5UqCwSDr1q0jGo3y+OOPY7fbs9vy+Xzox1ncTp6plCRJkiTpTMgxxNQnj5EkSZIkSWdi0jLSTscf/vAH7rnnHq699lp0Oh133HEH//Vf/5W9PZVKUVdXR3SgWNz27dvZsmULALW1tcO2dezYMSrPMH1PkiRJkiRJkiRJkiRJkk5lUgNpXq83m302msrKSo5PmLvqqquYxAQ6SZIkSZIkSZIkSZIk6SI29SrESZIkSZIkSZIkSZIkSdIUJANpkiRJkiRJkiRJkiRJkjQOMpAmSZIkSZIkSZIkSZIkSeMgA2mSJEmSJEmSJEmSJEmSNA4ykCZJkiRJkiRJkiRJkiRJ4yADaZIkSZIkSZIkSZIkSZI0DjKQJkmSJEmSJEmSJEmSJEnjYJjsHZgMmqYBEAwGJ3lPJEmSJEmaTgbHDoNjCWnqkeM8SZIkSZLOxHjHeRdlIC0UCgFQVlY2yXsiSZIkSdJ0FAqFcLvdk70b0ijkOE+SJEmSpLNxqnGeol2Ep1RVVaWtrQ2n04miKICIPJaVldHc3IzL5ZrkPZw4K1as4M0335zs3Zgw8jhND/I4TX3yGE0P8jhNPZqmEQqFKC4uRqeTFTKmIjnOm77kcZoe5HGaHi7E4ySP0fQwnY/TeMd5F2VGmk6no7S0dNTbXC7XBfVHrNfrL6jHM0gep+lBHqepTx6j6UEep6lFZqJNbXKcN/3J4zQ9yOM0PVxIx0keo+lhuh+n8Yzz5KnUC9ynP/3pyd4FaRzkcZoe5HGa+uQxmh7kcZKkiSFfS9ODPE7TgzxOU588RtPDxXCcLsqpnaMJBoO43W4CgcC0jp5e6ORxmh7kcZr65DGaHuRxkqSJIV9L04M8TtODPE7TgzxOU588RtOXzEgbYDab+cY3voHZbJ7sXZFOQh6n6UEep6lPHqPpQR4nSZoY8rU0PcjjND3I4zQ9yOM09cljNH3JjDRJkiRJkiRJkiRJkiRJGgeZkSZJkiRJkiRJkiRJkiRJ4yADaZIkSZIkSZIkSZIkSZI0DjKQJkmSJEmSJEmSJEmSJEnjIANpkiRJkiRJkiRJkiRJkjQOF1Qg7ZVXXuGWW26huLgYRVF44oknht3u9/v54Ac/SHFxMTabjRtuuIHDhw+P2M6mTZu45pprsNvtuFwurrjiCmKxWPb23t5e3ve+9+FyufB4PHz4wx8mHA6f64d3wTjb49TQ0ICiKKNeHn300ex6TU1N3HTTTdhsNvLz8/nSl75EOp0+Xw9z2puI11NHRwcf+MAHKCwsxG63s3TpUv76178OW0e+ns7cRByj+vp63va2t+Hz+XC5XLzzne/E7/cPW0ceo7Nz//33s2LFCpxOJ/n5+dx2223U1dUNWycej/PpT3+a3NxcHA4Hd9xxx4jjMJ73tJdffpmlS5diNpupra3l17/+9bl+eJJ03shx3vQgx3nTgxznTX1ynDc9yHHexemCCqRFIhEWLVrET37ykxG3aZrGbbfdxtGjR/nb3/7Gjh07qKioYO3atUQikex6mzZt4oYbbmDdunW88cYbvPnmm9xzzz3odENP1fve9z727dvHc889x1NPPcUrr7zCxz72sfPyGC8EZ3ucysrKaG9vH3a57777cDgc3HjjjQBkMhluuukmkskkGzdu5De/+Q2//vWv+frXv35eH+t0NhGvpzvvvJO6ujqefPJJ9uzZw+2338473/lOduzYkV1Hvp7O3Nkeo0gkwrp161AUhRdffJHXX3+dZDLJLbfcgqqq2W3JY3R2NmzYwKc//Wk2b97Mc889RyqVYt26dcNeK//n//wf/v73v/Poo4+yYcMG2trauP3227O3j+c97dixY9x0001cffXV7Ny5k89//vN85CMf4dlnnz2vj1eSzhU5zpse5DhvepDjvKlPjvOmBznOu0hpFyhAe/zxx7P/r6ur0wBt79692WWZTEbz+Xzaz372s+yyVatWaV/72tfG3O7+/fs1QHvzzTezy5555hlNURSttbV1Yh/EReBMj9OJFi9erH3oQx/K/v/pp5/WdDqd1tHRkV324IMPai6XS0skEhP7IC4CZ3qc7Ha79tvf/nbYtrxeb3Yd+XqaOGdyjJ599llNp9NpgUAgu05/f7+mKIr23HPPaZomj9G50NnZqQHahg0bNE0Tz7nRaNQeffTR7DoHDhzQAG3Tpk2apo3vPe3LX/6yNm/evGH39a53vUu7/vrrz/VDkqTzTo7zpgc5zpse5Dhv6pPjvOlDjvMuDhdURtrJJBIJACwWS3aZTqfDbDbz2muvAdDZ2cmWLVvIz8/nkksuoaCggCuvvDJ7O4gzmR6Ph+XLl2eXrV27Fp1Ox5YtW87To7lwjec4nWjbtm3s3LmTD3/4w9llmzZtYsGCBRQUFGSXXX/99QSDQfbt23eO9v7iMd7jdMkll/DnP/+Z3t5eVFXlT3/6E/F4nKuuugqQr6dzaTzHKJFIoCgKZrM5u47FYkGn02XXkcdo4gUCAQC8Xi8g3sNSqRRr167NrjN79mzKy8vZtGkTML73tE2bNg3bxuA6g9uQpAuZHOdND3KcNz3Icd7UJ8d5U5cc510cLppA2uAf67333ktfXx/JZJIHHniAlpYW2tvbATh69CgA3/zmN/noRz/K+vXrWbp0Kddee212vnlHRwf5+fnDtm0wGPB6vXR0dJzfB3UBGs9xOtEvfvEL5syZwyWXXJJd1tHRMeyNCMj+Xx6nszfe4/TII4+QSqXIzc3FbDbz8Y9/nMcff5za2lpAvp7OpfEco9WrV2O32/nKV75CNBolEonwL//yL2Qymew68hhNLFVV+fznP8+ll17K/PnzAfEcm0wmPB7PsHULCgqyz/F43tPGWicYDA6r/yRJFyI5zpse5DhvepDjvKlPjvOmJjnOu3hcNIE0o9HIY489xqFDh/B6vdhsNl566SVuvPHGbF2MwbniH//4x7n77rtZsmQJP/jBD5g1axa//OUvJ3P3LxrjOU7Hi8ViPPzww8POUkrn3niP07/+67/S39/P888/z9atW/nCF77AO9/5Tvbs2TOJe39xGM8x8vl8PProo/z973/H4XDgdrvp7+9n6dKlo77epLP36U9/mr179/KnP/1psndFki4ocpw3Pchx3vQgx3lTnxznTU1ynHfxMEz2DpxPy5YtY+fOnQQCAZLJJD6fj1WrVmVTWYuKigCYO3fusN+bM2cOTU1NABQWFtLZ2Tns9nQ6TW9vL4WFhefhUVz4TnWcjveXv/yFaDTKnXfeOWx5YWEhb7zxxrBlg51R5HGaGKc6TvX19fz4xz9m7969zJs3D4BFixbx6quv8pOf/ISHHnpIvp7OsfG8ltatW0d9fT3d3d0YDAY8Hg+FhYVUV1cD8j1vIt1zzz3ZIr6lpaXZ5YWFhSSTSfr7+4edrfT7/dnneDzvaYWFhSM6QPn9flwuF1ar9Vw8JEmaUuQ4b3qQ47zpQY7zpj45zpta5Djv4nJRhqLdbjc+n4/Dhw+zdetW3vrWtwJQWVlJcXHxiHa1hw4doqKiAoA1a9bQ39/Ptm3bsre/+OKLqKrKqlWrzt+DuAiMdZyO94tf/IJbb70Vn883bPmaNWvYs2fPsA+G5557DpfLNWIALZ2dsY5TNBoFGHHGS6/XZ7MC5Ovp/BjPaykvLw+Px8OLL75IZ2cnt956KyCP0UTQNI177rmHxx9/nBdffJGqqqphty9btgyj0cgLL7yQXVZXV0dTUxNr1qwBxveetmbNmmHbGFxncBuSdLGQ47zpQY7zpgc5zpv65Dhvcslx3kVqsrsdTKRQKKTt2LFD27FjhwZo//mf/6nt2LFDa2xs1DRN0x555BHtpZde0urr67UnnnhCq6io0G6//fZh2/jBD36guVwu7dFHH9UOHz6sfe1rX9MsFot25MiR7Do33HCDtmTJEm3Lli3aa6+9ps2YMUN7z3vec14f63Q2EcdJ0zTt8OHDmqIo2jPPPDPitnQ6rc2fP19bt26dtnPnTm39+vWaz+fT7r333nP++C4UZ3ucksmkVltbq11++eXali1btCNHjmj//u//rimKov3jH//IridfT2duIl5Lv/zlL7VNmzZpR44c0X73u99pXq9X+8IXvjBsHXmMzs4nP/lJze12ay+//LLW3t6evUSj0ew6n/jEJ7Ty8nLtxRdf1LZu3aqtWbNGW7NmTfb28bynHT16VLPZbNqXvvQl7cCBA9pPfvITTa/Xa+vXrz+vj1eSzhU5zpse5DhvepDjvKlPjvOmBznOuzhdUIG0l156SQNGXO666y5N0zTtRz/6kVZaWqoZjUatvLxc+9rXvjZqi+z7779fKy0t1Ww2m7ZmzRrt1VdfHXZ7T0+P9p73vEdzOByay+XS7r77bi0UCp2Ph3hBmKjjdO+992plZWVaJpMZ9X4aGhq0G2+8UbNarVpeXp72xS9+UUulUufyoV1QJuI4HTp0SLv99tu1/Px8zWazaQsXLhzRJl2+ns7cRByjr3zlK1pBQYFmNBq1GTNmaP/xH/+hqao6bB15jM7OaMcI0H71q19l14nFYtqnPvUpLScnR7PZbNrb3vY2rb29fdh2xvOe9tJLL2mLFy/WTCaTVl1dPew+JGm6k+O86UGO86YHOc6b+uQ4b3qQ47yLk6JpmjYxuW2SJEmSJEmSJEmSJEmSdOG6KGukSZIkSZIkSZIkSZIkSdLpkoE0SZIkSZIkSZIkSZIkSRoHGUiTJEmSJEmSJEmSJEmSpHGQgTRJkiRJkiRJkiRJkiRJGgcZSJMkSZIkSZIkSZIkSZKkcZCBNEmSJEmSJEmSJEmSJEkaBxlIkyRJkiRJkiRJkiRJkqRxkIE0SZIkSZIkSZIkSZIkSRoHGUiTJEmSJEmSJEmSJEmSpHGQgTRJkiRJkiRJkiRJkiRJGgcZSJMkSZIkSZIkSZIkSZKkcZCBNEmSJEmSJEmSJEmSJEkah/8fcLcBi4xxq4EAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Collect the posterior means of each time-varying coefficient\n", "states_posterior_mean = pd.DataFrame(\n", " np.mean(store_states[nburn + 1:], axis=0),\n", " index=mod._index, columns=mod.state_names)\n", "\n", "# Plot these means over time\n", "plot_coefficients_by_equation(states_posterior_mean);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Python also has a number of libraries to assist with exploring Bayesian models. Here we'll just use the [arviz](https://arviz-devs.github.io/arviz/index.html) package to explore the credible intervals of each of the covariance and variance parameters, although it makes available a much wider set of tools for analysis." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:42:54.243090Z", "iopub.status.busy": "2023-12-14T14:42:54.242717Z", "iopub.status.idle": "2023-12-14T14:42:55.080029Z", "shell.execute_reply": "2023-12-14T14:42:55.079240Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import arviz as az\n", "\n", "# Collect the observation error covariance parameters\n", "az_obs_cov = az.convert_to_inference_data({\n", " ('Var[%s]' % mod.endog_names[i] if i == j else\n", " 'Cov[%s, %s]' % (mod.endog_names[i], mod.endog_names[j])):\n", " store_obs_cov[nburn + 1:, i, j]\n", " for i in range(mod.k_endog) for j in range(i, mod.k_endog)})\n", "\n", "# Plot the credible intervals\n", "az.plot_forest(az_obs_cov, figsize=(8, 7));" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:42:55.083719Z", "iopub.status.busy": "2023-12-14T14:42:55.083370Z", "iopub.status.idle": "2023-12-14T14:42:57.152171Z", "shell.execute_reply": "2023-12-14T14:42:57.151344Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Collect the state innovation variance parameters\n", "az_state_cov = az.convert_to_inference_data({\n", " r'$\\sigma^2$[%s]' % mod.state_names[i]: store_state_cov[nburn + 1:, i]\n", " for i in range(mod.k_states)})\n", "\n", "# Plot the credible intervals\n", "az.plot_forest(az_state_cov, figsize=(8, 7));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Appendix: performance\n", "\n", "Finally, we run a few simple tests to compare the performance of the KFS and CFA simulation smoothers by using the `%timeit` Jupyter notebook magic.\n", "\n", "One caveat is that the KFS simulation smoother can produce a variety of output beyond just simulations of the posterior state vector, and these additional computations could bias the results. To make the results comparable, we will tell the KFS simulation smoother to only compute simulations of the state by using the `simulation_output` argument." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:42:57.157023Z", "iopub.status.busy": "2023-12-14T14:42:57.155554Z", "iopub.status.idle": "2023-12-14T14:42:57.165523Z", "shell.execute_reply": "2023-12-14T14:42:57.164819Z" } }, "outputs": [], "source": [ "from statsmodels.tsa.statespace.simulation_smoother import SIMULATION_STATE\n", "\n", "sim_cfa = mod.simulation_smoother(method='cfa')\n", "sim_kfs = mod.simulation_smoother(simulation_output=SIMULATION_STATE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we can use the following code to perform a basic timing exercise:\n", "\n", "```python\n", "%timeit -n 10000 -r 3 sim_cfa.simulate()\n", "%timeit -n 10000 -r 3 sim_kfs.simulate()\n", "```\n", "\n", "On the machine this was tested on, this resulted in the following:\n", "\n", "```\n", "2.06 ms ± 26.5 µs per loop (mean ± std. dev. of 3 runs, 10000 loops each)\n", "2.02 ms ± 68.4 µs per loop (mean ± std. dev. of 3 runs, 10000 loops each)\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These results suggest that - at least for this model - there are not noticeable computational gains from the CFA approach relative to the KFS approach. However, this does not rule out the following:\n", "\n", "1. The Statsmodels implementation of the CFA simulation smoother could possibly be further optimized\n", "2. The CFA approach may only show improvement for certain models (for example with a large number of `endog` variables)\n", "\n", "One simple way to take a first pass at assessing the first possibility is to compare the runtime of the Statsmodels implementation of the CFA simulation smoother to the Matlab implementation in the replication codes of Chan and Jeliazkov (2009), available at http://joshuachan.org/code/code_TVPVAR.html.\n", "\n", "While the Statsmodels version of the CFA simulation smoother is written in Cython and compiled to C code, the Matlab version takes advantage of the Matlab's sparse matrix capabilities. As a result, even though it is not compiled code, we might expect it to have relatively good performance.\n", "\n", "On the machine this was tested on, the Matlab version typically ran the MCMC loop with 11,000 iterations in 70-75 seconds, while the MCMC loop in this notebook using the Statsmodels CFA simulation smoother (see above), also with 11,0000 iterations, ran in 40-45 seconds. This is some evidence that the Statsmodels implementation of the CFA smoother already performs relatively well (although it does not rule out that there are additional gains possible)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bibliography\n", "\n", "Carter, Chris K., and Robert Kohn. \"On Gibbs sampling for state space models.\" Biometrika 81, no. 3 (1994): 541-553.\n", "\n", "Chan, Joshua CC, and Ivan Jeliazkov. \"Efficient simulation and integrated likelihood estimation in state space models.\" International Journal of Mathematical Modelling and Numerical Optimisation 1, no. 1-2 (2009): 101-120.\n", "\n", "De Jong, Piet, and Neil Shephard. \"The simulation smoother for time series models.\" Biometrika 82, no. 2 (1995): 339-350.\n", "\n", "Durbin, James, and Siem Jan Koopman. \"A simple and efficient simulation smoother for state space time series analysis.\" Biometrika 89, no. 3 (2002): 603-616.\n", "\n", "McCausland, William J., Shirley Miller, and Denis Pelletier. \"Simulation smoothing for state–space models: A computational efficiency analysis.\" Computational Statistics & Data Analysis 55, no. 1 (2011): 199-212." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 4 }