{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## TVP-VAR, MCMC, and sparse simulation smoothing" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:51:36.092535Z", "iopub.status.busy": "2021-02-02T06:51:36.084477Z", "iopub.status.idle": "2021-02-02T06:51:37.233637Z", "shell.execute_reply": "2021-02-02T06:51:37.232850Z" } }, "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": "2021-02-02T06:51:37.236930Z", "iopub.status.busy": "2021-02-02T06:51:37.236246Z", "iopub.status.idle": "2021-02-02T06:51:37.326185Z", "shell.execute_reply": "2021-02-02T06:51:37.326564Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sigma2.irregular 3.373368\n", "sigma2.level 0.744712\n", "dtype: float64\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": "2021-02-02T06:51:37.336768Z", "iopub.status.busy": "2021-02-02T06:51:37.331316Z", "iopub.status.idle": "2021-02-02T06:51:37.366903Z", "shell.execute_reply": "2021-02-02T06:51:37.366524Z" } }, "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": "2021-02-02T06:51:37.387574Z", "iopub.status.busy": "2021-02-02T06:51:37.385035Z", "iopub.status.idle": "2021-02-02T06:51:38.179284Z", "shell.execute_reply": "2021-02-02T06:51:38.178577Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": "2021-02-02T06:51:38.199447Z", "iopub.status.busy": "2021-02-02T06:51:38.195708Z", "iopub.status.idle": "2021-02-02T06:51:38.608585Z", "shell.execute_reply": "2021-02-02T06:51:38.608959Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": "2021-02-02T06:51:38.612137Z", "iopub.status.busy": "2021-02-02T06:51:38.611376Z", "iopub.status.idle": "2021-02-02T06:51:38.939510Z", "shell.execute_reply": "2021-02-02T06:51:38.940178Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Evolution of macroeconomic variables included in TVP-VAR exercise')" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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D2Mrk7++vg4KCKrsZQgghhBBCCFEp9u3bd0lrHVCctNd0cBcUFMTevXuLTiiEEEIIIYQQVZBSKqy4aWVYphBCCCGEEEJUARLcCSGEEEIIIUQVIMGdEEIIIYQQQlQB1/ScOyGEEEIIIUTVYjQaCQ8PJz09vbKbck1xdnamdu3aODg4lLoMCe6EEEIIIYQQFSY8PBwPDw+CgoJQSlV2c64JWmtiY2MJDw+nfv36pS5HhmUKIYQQQgghKkx6ejp+fn4S2OWilMLPz6/MvZkS3AkhhBBCCCEqlAR2V7PFayLBnRBCCCGEEELkEhoaSqtWrSq7GSUmwZ0QQgghhBBCVAGyoIoQQgibyAwNRZtMODVsWNlNEUIIIQr1zjvvMG/ePOrUqYO/vz/t27enT58+PProo7i6utK9e/ectD/++CN//PEHGRkZnD17llGjRvHmm29WYusLJj13QgghbCLytdc5P/4xtMlU2U0RQgghCrR3715+//139u/fz5IlS9i7dy8AY8aM4YsvvmDHjh1X5dm9ezfz5s3jwIEDLF68OCfPtabYPXdKqTnAICBGa93KemwqMB64aE32mtZ6ZT55BwKfAwZgltb6gzK2WwghxDVEZ2aSfuQIOjOTlO07cO/RvehMQgghbnhvLTvKschEm5bZoqYnbw5uWeD5rVu3MnToUFxcXAAYPHgwKSkpxMfH06tXLwAeeughVq1alZOnX79++Pn5ATBs2DC2bt1Khw4dbNpuWyhJz92PwMB8jn+qtW5rveUX2BmAr4HbgRbA/UqpFqVprBBCiGtTekgIOjMTgPjFiyu5NUIIIUTBtNZXHXNzcyt0tcorz12rq30Wu+dOa71FKRVUijo6Aae01mcAlFK/AkOBY6UoSwghxDUo7eAhADwGDiRp3TqyLl3C3t+/klslhBDiWldYD1t56d69O48//jivvvoqWVlZrFixgvHjx+Pl5cXWrVvp3r078+bNy5Nn7dq1XL58GRcXF/7880/mzJlT4e0uDlvMuXtKKXVIKTVHKeWTz/lawPlcj8Otx4QQQlQR6YcPYQjwJ+DppyAri4Q//6zsJgkhhBD56tixI0OGDOGmm25i2LBhdOjQAS8vL+bOncuTTz5Jly5dcoZsZuvevTsPPfQQbdu2Zfjw4dfkkEwoe3D3LdAQaAtcAD7OJ01+fZZX94VmJ1bqMaXUXqXU3osXLxaUTAghxDUk7eAhXNrchFPDhri0b0/84t/yHfYihBBCXAteeuklQkJC+PPPPwkJCaF9+/a0b9+egwcPsmPHDqZOncqRI0dy0gcGBrJixQpCQkKu2ZUyoYzBndY6Wmtt0lqbgR+wDMG8UjhQJ9fj2kBkIWV+r7XuoLXuEBAQUJbmCSGEqACmhAQyQ0NxadMGAO97RpAZFkbqnj2V3DIhhBAif4899hht27bl5ptvZvjw4dx8882V3SSbKNM+d0qpGlrrC9aHdwNH8km2B2islKoPRAD3AaPKUq8QQoiKZ4yOxj4gAGWX97pg2qHDALjcZAnuPAcMIHrae8Qv/g23Tvld8xNCCCEq1/z584uddvTo0YwePbr8GmNDxe65U0otAHYATZVS4UqpscCHSqnDSqlDQB/geWvamkqplQBa6yzgKWA18C+wSGt91MbPQwghRDkyp6ZyesBALuczgTzt0EFQCudWrQCwc3HBa/BgklavxhQfX8EtFUIIIW5cxQ7utNb3a61raK0dtNa1tdaztdYPaa1ba63baK2HZPfiaa0jtdZ35Mq7UmvdRGvdUGs9rTyeiBBCiPKTdTkOnZ6e71y69EOHcWzYAIO7e84x75H3oDMzSfhrWUU3VQghhLhh2WK1TCGEEFWcKSEegMywMNIOHMg5rrUm7ZBlMZXcnJs1w7lVK+KXLKnAVgohhBA3NgnuhBBCFMmcmJhzP2Hp0pz7xvBwTHFxOYup5ObWrRsZJ0+izeYKaaMQQghxo5PgTgghRJFMCZbgzqlJExJXrsKckQH8t3m5S5vWV+Wx9/cHk0nm3QkhhLjmdO3atcg0f//9Ny1btqRt27akpaVVQKvKToI7IYQQRTIlJgDg+8jDmBMTSd64CbAspqKcnXFq0uSqPPb+fgBkXbpUYe0UQgghimP79u1Fppk3bx4vvfQSBw4cuGpT82uVBHdCCCGKlD0s06N/f+wDA0n480/AspiKc8uWKPurd9Yx+FmCO5MEd0IIIa4x7tZFwDZt2kTv3r0ZMWIEzZo144EHHkBrzaxZs1i0aBFvv/02DzzwQCW3tvjKtM+dEEKIG4MpIREcHLBzd8dryGBi5/6IMSqK9GPH8Cngj569fwAAWbGxFdlUIYQQokT279/P0aNHqVmzJt26dWPbtm2MGzeOrVu3MmjQIEaMGFHZTSw2Ce6EEEIUyZSYiMHTE6UUXkOHEjtrNjGffILOzMx3vh3kHpYpwZ0QQogCrHoFog7btszqreH2D4qdvFOnTtSuXRuAtm3bEhoaSvfu3W3bpgoiwzKFEEIUyZSYgMHTEwCnxo1xbtmSROsedvmtlAlg5+GBcnDAFCvDMoUQQly7nJyccu4bDAaysrIqsTVlIz13QgghimRO+C+4A/C66y7Sjx7F4O+Pfc2a+eZRSmHw9yfrogR3QgghClCCHjZRNOm5E0IIUSRTQiJ2Xv8Fd56D7gR7e1zatEEpVWA+e39/mXMnhBBCVBDpuRNCCFEkU2IijvXr5zy29/Gh1kcf4VivbqH57P38MEZHl3fzhBBCiBJJTk4GoHfv3vTu3Tvn+FdffZVz/8cff6zgVpWdBHdCCHED0mYzZGWhHB2LlT57QZXcPAcOKDKfwd+PtKNHStVGIYQQQpSMDMsUQogbUOzs2ZwZPKRYabXZjDkxEYO3V4nrsffzx3Q5zhJMCiGEEKJcSXAnhBA3oLS9+8g8dw6tdZFpzcnJoDV2V/TcFYe9vz+YTJji40vRSiGEEEKUhAR3QghxA8o4fRq0RqemFpnWlJgIgMGzFD13OXvdyYqZQgghRHmT4E4IIW4w5rQ0jBERAJhSUopMb4pPAMDgVfKeO4OfJbgzSXAnhBBClDsJ7oQQ4gaTefYsWIdjmosR3JkTrcFdqYZlBgDIdghCCCFEBZDgTgghbjAZp0/n3DeXYFimXZmGZUpwJ4QQQpQ3Ce6EEOIGk3EqV3BXnGGZCdY5d6UYlmnn4YFycCDr0sUS5xVCCCFEyUhwJ4QQN5iM06dAKaCYwV32sEyvkvfcKaUw+Ptjkp47IYQQ15DQ0FBatWqV8/ijjz5i6tSp9O7dm8mTJ9OpUyeaNGnC33//DYDJZGLSpEl07NiRNm3aMHPmTAA2bdpEr169GDlyJE2aNOGVV15h3rx5dOrUidatW3PaOlpm9OjRTJgwgR49etCkSROWL19eLs9LNjEXQogbTObpMzg2bEDmqdOYU4oelmlOTEQ5OKCcnUtVn72/v8y5E0IIcd3Iyspi9+7drFy5krfeeot169Yxe/ZsvLy82LNnDxkZGXTr1o3+/fsDcPDgQf799198fX1p0KAB48aNY/fu3Xz++ed8+eWXfPbZZ4AloNy8eTOnT5+mT58+nDp1CudS/m0tiAR3QghxAzFnZpJ57hxeQ4dag7viDcu08/JCWXv7Ssrezw9jdHSp8gohhKjapu+ezvHLx21aZjPfZkzuNLnU+YcNGwZA+/btCQ0NBWDNmjUcOnSI3377DYCEhAROnjyJo6MjHTt2pEaNGgA0bNgwJ+hr3bo1GzduzCl35MiR2NnZ0bhxYxo0aMDx48dp27ZtqduZHxmWKYQQN5DM0FAwmXBp0wYo7py7hFKtlJnN4O8nc+6EEEJcU+zt7TGbzTmP09PTc+47OTkBYDAYyMrKAkBrzZdffsmBAwc4cOAAZ8+ezQnistMD2NnZ5Ty2s7PLyQ9cdZG0tBdNCyM9d0IIcQPJtI79d25tmWdQ3Dl3ZQnu7P39MV2OQ5vNKLv/rilmXbxIxMsvU/Pdd3GoVavU5QshhLh+laWHrSyqVatGTEwMsbGxuLu7s3z5cgYOHFhg+gEDBvDtt99y66234uDgwIkTJ6hVwr9dixcv5pFHHuHs2bOcOXOGpk2blvVpXEWCOyGEuIFknD4DSuHUsCHK1bV4+9wlJGII8C91nfZ+/mAyYYqPx97XN+d4yo4dpO7YScKyZfhPmFDq8oUQQoiScnBwYMqUKXTu3Jn69evTrFmzQtOPGzeO0NBQbr75ZrTWBAQE8Oeff5aozqZNm9KrVy+io6P57rvvbD7fDiS4E0KIG0rG6VM41KmDnbMzdm7FC+5MiYk4NmxY6jr/2+vuUp7gLv14CABJGzdKcCeEEKLCPfPMMzzzzDMFnvf398+Zc2dnZ8d7773He++9lydN79696d27d87jTZs2FXiuW7dufPrpp7ZoeoGKPedOKTVHKRWjlDqS69gMpdRxpdQhpdQfSinvAvKGKqUOK6UOKKX22qDdQgghSiHz1GmcGjQAwODqVuzgrjTbIGQz+FmCO9OlS3mOZ4RYgrv0Q4fJuuKcEEIIIUquJAuq/AhcORB1LdBKa90GOAG8Wkj+PlrrtlrrDiVrohBCCFvQWVlkhIbi1MjSC2fnVnRwp81mzElJZZxzFwBw1XYI6SEhODVvDlqTvHlzqcsXQgghrnU//vgjI0aMKPd6ih3caa23AJevOLZGa529BMxOoLYN2yaEEMKGMs+dB6MRx4aNgOIFd+akJNAag1dZgrvsYZn/BXdZly5hunQJryFDsK9Rg6RcS0ULIYQQonRsuRXCo8CqAs5pYI1Sap9S6jEb1imEEKKYMs9YVsrM3XNnSi08uDMlJlrSepZ+WKadhwfKwSHPdgjp1iGZzs2b4d67FynbtmPOyCh1HUIIIYSwUXCnlHodyALmFZCkm9b6ZuB24EmlVM9CynpMKbVXKbX34kXZF0kIIWwl45QluHOsb5lzZ+fmhk5JLTSPKT4BoEw9d0opDP7+mHL13GVYF1NxatoUjz590GlppO7cWeo6hBBCCGGD4E4p9QgwCHhAa63zS6O1jrT+GwP8AXQqqDyt9fda6w5a6w4BAQFlbZ4QQgirjNOnsa9RA4O7G1DcnjtrcFeGOXdg2esu95y7jBMh2AcGYu/jg2vnzihXVxmaKYQQQpRRmYI7pdRAYDIwRGud7+VfpZSbUsoj+z7QHziSX1ohhBDlJ+P0KZxybWlg5+qKuYieO3POsMwyBnd+fnmCu/TjITg1s2zeaufkhHu3riRv2kwB1wiFEEIIm+ratWuRaT777DNSUwv/O3mtKclWCAuAHUBTpVS4Umos8BXgAay1bnPwnTVtTaXUSmvWasBWpdRBYDewQmsdbNNnIYQQolDabCbzzNm8wZ2bGzo1FW02F5jPlGAJ7gxe3mWq3+DvlzPnTmdmknHmDM5N/9sw1r13H7Kiosj4998y1SOEEEIUx/bt24tMcz0Gd8XexFxrfX8+h2cXkDYSuMN6/wxwU6laJ4QQwiaMkZHo9HQcG+UN7gDMqakY3N3zzZe9oEpZ5tyBZVim6XIc2mwm4+xZMBpxato057x7716gFEkbN+LcokWZ6hJCCCGK4u7uTnJyMps2bWLq1Kn4+/tz5MgR2rdvzy+//MKXX35JZGQkffr0wd/fn43XydQBW66WKYQQ4hqVceoUwFU9d0Ch2yGYExNQjo7YOTuXqX57P38wmTDFx5Nx/DgAzs2a5jrvh0ubNiRv3FSmeoQQQoiS2r9/P5999hnHjh3jzJkzbNu2jWeeeYaaNWuycePG6yawgxL03AkhhLh+ZZ62boPQoEHOseIEd6aEROzK2GsHufa6u3iJ9OMhKEdHHIOC8qRx79OHi599hjE6BodqgWWuUwghxLUv6r33yPj3uE3LdGrejOqvvVbs9J06daJ2bct23W3btiU0NJTu3bvbtE0VRXruhBDiBpBx+gyGAH8M3t45x+zcXIGigrsEDGXY4y6bwc8S3JliL5EREoJTo0Yo+7zXF9379AEgZevWMtcnhBBCFJeTk1POfYPBQFZWViW2pmyk504IIW4AGceP49y4cZ5jxeq5S0ws8zYIAPb+lq1tsmJjSQ8Jwb1Xr6vSODWoD4AxOqrM9QkhhLg+lKSHraJ5eHiQlJSEv79/ZTel2KTnTgghqjhzRgbpJ0/i3LJVnuPFC+4SbBTcWXru0o8fxxQbm2e+XTbl4ICduzumuPgy1yeEEEKU1WOPPcbtt99OH+vIkuuB9NwJIUQVlxESAkYjzq3yBneG4iyokpCI4Yoev9Kw8/BAOTiQss2y9LRTk6uDOwCDjw+m+Pgy1yeEEEIUJjk5GYDevXvTu3fvnONfffVVzv2nn36ap59+uqKbVibScyeEEFVc2pEjALi0Lk3PXSJ2Nphzp5TCEOCf70qZuRm8vTHFxZW5PiGEEOJGJMGdEEJUcelHjmLw9cW+Ro08x4sK7rTJhDkpySbDMsG6HQJgX716noVdcjP4eEvPnRBCCFFKEtwJIUQVl37kCM6tWqKUynNcubiAnR2mAoI7c1ISUPYNzLPZW1fMdGrapOA0Pj7ScyeEEEKUkgR3QghRhZnT0sg4dQqXK+bbgWWopJ2rKzo1Nd+8poQEAOxs1HNnsC6q4ty0WcFpvKXnTgghbgRa68puwjXHFq+JBHdCCFGFpf/7L5jNVy2mks3Oza3AnjtTYiKATfa5A7C3LiVd0Hw7sCyoYk5JQWdm2qROIYQQ1x5nZ2diY2MlwMtFa01sbCzOzs5lKkdWyxRCiCos3bqYypXbIGSzc3UtcM6dKcEa3NlqWGZgIABOzQrvuQPIio/HwZpeCCFE1VK7dm3Cw8O5ePFiZTflmuLs7Ezt2rXLVIYEd0IIUYWlHTmCfWAgDtXyD5Ts3NwKDO7MiZZhmQYv2/TceQ0ejL23N04NGhSYxuDtA4ApToI7IYSoqhwcHKhfv35lN6NKkmGZQghRhaUfOVrgkEzIDu4KmHNnHZZpszl3Hh543nFH4WmsPXeyqIoQQghRchLcCSFEFWVKTibz7FmcW7UsME1hPXf/Dcu0Tc9dcRh8rD13sqiKEEIIUWIS3AkhRBWVfuwYaJ3vSpnZCg3uEhNQTk7YOTmVVxOvktNzFy89d0IIIURJSXAnhBBVVPrh7MVUCuu5K3hBFXNios02MC8ug483ID13QgghRGlIcCeEEFVU+tEj2NeskbN5eH4K7bmLT8DORitlFpedo6NlewaZcyeEEEKUmAR3QghRRaUdOYpLq9aFprFzc0NnZKCzsq46Z0pMtNkedyUhG5kLIYQQpSPBnRBCVEGmhASM584VulImgMHNDSDf3jtTYmKFLqaSzeDjQ1YBPXdGkxGzNldwi4QQQojrgwR3QghRBaUfPQqASyErZYKl5w7yD+7MCQkVPucOsnvuEvI998KmF7h76d1cTJWNb4UQQogrSXAnhBBVUFoxFlOBwoM7U2Jihc+5A0vPXX5z7iKSI9gUvokzCWcYt2Ycl9IuVXjbhBBCiGuZBHdCCFEFpR85gkPdukUOqywouNMmE+bk5Gtqzt2y08sAeK/7e1xIucD4NeO5nH65glsnhBBCXLskuBNCiCpGa03a4cNFDsmEXMFdamqe46ZE6wbmlTEs08cbc1IS2mjMOaa1ZtnpZXSq3onBDQfz1a1fEZ4Uzrg144hLl5U1hRBCCJDgTgghqhxjRARZUVG4tG9fZFo7V1cATFf03JkTLHPeDJUxLDNnI/P4nGMHLx7kXNI5BjccDECnGp344tYvOJd4jsfWPkZCRv5z9IQQQogbiQR3QghRxaTu2g2Aa8eORaYtaFimyRrc2VVCz529j4+lDbmCu79O/4WLvQv96vXLOdalZhc+7/M5p+NPM37NeAnwhBBC3PAkuBNCiComdc8eDD4+ODVqVGTagoI7Y1Q0AA7Vq9u+gUXI7rnL3g4hw5RBcGgwfev2xc3BLU/abrW68VmfzzgZf5IJayeQmJlY0c0VQgghrhnFDu6UUnOUUjFKqSO5jvkqpdYqpU5a//UpIO9ApVSIUuqUUuoVWzRcCCFE/lJ378a1Y0eUXdFf8f8Fd3nn3BkjIwFwqFnT9g0sguGKnrtN5zeRlJnEkIZD8k3fs3ZPPu39KcfjjvPE2idIzky2WVt0ZiZRb79DxIsv2axMIYQQoryUpOfuR2DgFcdeAdZrrRsD662P81BKGYCvgduBFsD9SqkWpWqtEEKIQmWGR2CMjCzWkEwA5eQEBsPVPXeRkdi5uVXKsMyc4C4uHrAMyQx0DaRT9U4F5uldpzcf9fyIY7HHmLh+IlnmrDK3IysujnNjxxE3fz6Jq1ahMzPLXKYQQghRnood3GmttwBXrjk9FPjJev8n4K58snYCTmmtz2itM4FfrfmEEELYWOqePQC4dio4EMpNKYWdm1u+wZ1DzZoopWzexqLkXlDlUtoltkVsY3CDwRjsDIXm61uvL1O6TGF/zH42nt9YpjZknD1L2H33k3bgAB4DBoDZTGZ4eJnKFEIIIcpbWefcVdNaXwCw/huYT5pawPlcj8Otx/KllHpMKbVXKbX34sWLZWyeEELcWFL37MHg5YVT46Ln22UrLLirDHZOTihXV0xxcaw8sxKTNhU4JPNKQxoOoaZbTRYcX1Dq+lP37CH0vvsxJSVR96cf8Xt0DACZoWGlLlMIIYSoCBWxoEp+l311QYm11t9rrTtorTsEBASUY7OEEKLqSd29G9dOxZtvl83OzTX/4K5W5QR3AAZvL7Li4/jj1B+08mtFA+8GxctnZ+DeZveyJ2oPJ+NOlrheU1IS4c8+h72vL0GLFuJ688041qsHQGaYBHdCCCGubWUN7qKVUjUArP/G5JMmHKiT63FtILKM9QohhLiCMTISY3h4sefbZbuy586UnII5IaHSeu4A7L19iAw/zqn4UzzQ4oES5R3WaBhOBid+Pf5rieu99PU3mOLiqPnRDBxr1wYsw0TtvLzIDAstcXlCCCFERSprcPcX8Ij1/iPA0nzS7AEaK6XqK6Ucgfus+YQQQthQSefbZTNcEdwZIyOAylkpM5v2cicm6jTtAttxZ/07S5TX29mb2+vfzrIzy0q0NULGmbNc/uUXvEcMx6VlyzznHOvVk547IYQQ17ySbIWwANgBNFVKhSulxgIfAP2UUieBftbHKKVqKqVWAmits4CngNXAv8AirfVR2z4NIYQQKXv2YOflhVOTJiXKd2XPXWVug5DttL6IS0oWr3Z6tVSLutzf7H7SstL461TxryVGT/8AO2dnAp577qpzEtwJIYS4HtgXN6HW+v4CTvXNJ20kcEeuxyuBlSVunRBCiGJL3b0H1w4dSjTfDsDONf/gzr6SgruTcSc5agyjT4YDzf2al6qMFn4tuCngJn4N+ZVRzUdhpwp/TZI3byZl8xYCJ0/G3s/vqvOO9eqRuHw55owM7JycStUmIYQQoiRSjam8vvX1EuWpiAVVhBBClDNjVBTGc+dw61Sy+XZg7blL/W8T86zISJSDA/b+/rZsYrForXl/9/tkeDjhmGpEZ5V+v7r7m91PWGIYOyJ3FF5nZibR73+AY1AQvg+MyjeNY716oDXG8+fzPS+EEELY2rs732XD+Q0lyiPBnRBCXIeu3FA7Z75dCRdTgfyHZdrXrFHiHkBbWB22mj1Re2jfpA8ApoSEUpfVv15//Jz9itwW4fK8+WSGhlLt1VdQjo75pnEMkhUzhRBCVJylp5ay7MwyJrSZUKJ8EtwJIcR1JnnrNo6370Dogw+SsHwF5sxMUnfvwc7TE6emTUtcnp2bK9pozAkYjRGVs8ddelY6H+35iOa+zWnfpDdg2ci8tBwMDoxoMoIt4VsIT8p/A/KsuDguffMNbj174N6rV4Fl5WyHIHvdCSGEKGdnEs4wbdc0OlbvyGNtHitRXgnuhBDiOmKMiSHy5ZdxqF6drJiLRL70Eqd69SZxzRpc27dHGQwlLtPO1Q0Ak7X3rrI2MP/95O9Ep0YzqeMkHH0t895McXFlKnN44+FoNMGhwfmej/3uO8wpKVR7+eVCyzF4emLw8ZGeOyGEEOUqPSudSZsn4Wxw5oMeH2CwK9nfdQnuhBDiOqFNJiJfnow5NZU6335Dw+BV1Jk9C9cOHTAnJ+N+a59SlWvnZgnuzCmpmDMzybp4scKDuwxTBnMOz6FDtQ50rN4Rg7c3ULaeO4Aa7jVo49+GtWFrrzqXef48l+cvwHv4cJwaNSqyLMe6dSW4E0IIUa4+2vsRJ+JOMK37NAJdA0ucv9irZQohhKhcsd9/T+rOndR4952cYMS9Wzfcu3XDnJmJcnAoVbn/BXcpZF2wLGDiULOWbRpdTH+c/IOYtBje6/EeAAYfH8AybLKs+tXrx8f7PiY8KZzaHrVzjl/89DOUvT3+Tz1VrHIcg+qRsmt3mdsjhBBC5GdP1B4WhixkdMvR9Kjdo1RlSM+dEEJcB1L37uXil1/heeedeA0fftV5O0fHUu0HB3mDO2NExW9gnmnKZNbhWbQLbEen6pYN2G3VcwdwW73bAFgXti7nWNrhwySuXInfmNE4VCvelVGHevXIiorCnJZW5jYJIYQQV1p/bj1OBieeale8i475keBOCCGucab4eCJemoRD7dpUf2tqqYO4guQJ7rI3MK9VccHd0tNLiU6NZkKbCTnPzc7FBeXsjCkuvszl1/aoTQu/FjlDM7XWxHw4A4OvL76Pji12OTmLqpyT7RCEEELY3s7InbSv1h4nQ+n3U5XgTgghrnEJy5aTFRVFrY9mYHB3t3n5VwV3dnY4VKtm83ryYzQbmXVoFm3829ClZpc85wze3mVeUCVhxQqO39yeZ39OwG/9ASIiQkjetInUPXvwf+pJDO5uxS7LsV4QAJnnZN6dEEII24pOieZ0wmm61OhSdOJCyJw7IcR1K/hsMGGJYTzW5jGb92ZdS9IOHsQ+MBCXNm3Kpfy8wzIjsQ8MLPX8vZJafno5kSmRvH7L61e9hwYfnzINy0wMDiby5ck4NW6M7+UEnjhkJn71MJLd3HGsVw+fe+4pUXnZe90ZZVEVIYQQNrbzwk6Aqy50lpQEd0KI61KGKYP3dr1HXEYcAa4BDGs8rLKbVG7SDh3C5abyCezAss8d/NdzV1Hz7bLMWXx/6Hta+LWgR62rJ44bvL1K3XOXuGYNES++hEvbttT9fibK1ZVnvx1Eu8Op9Ir0IvCll0ocwBrc3TH4+cmKmUIIIWxux4Ud+Dr70tincZnKkWGZQojr0urQ1cRlxFHHow7v73qfU3GnKrtJ5SIrLg7juXM4l1OvHYAhu+cutWKDu5VnVxKeHJ5nrl1u9qXsuUtav56IF17EpXVr6syciZ2bG0opWnYbwie3XMJt/kzce3QvVZsd69aVjcyFEELYlNaanZE76VyjM3aqbOGZBHdCiOvSgn8XUN+rPj8N/AlXB1cmbZlEWlbVW8Uw/fBhAFza3FRudShHR5SDA6bEJIzR0RUS3JnMJr4/9D1NfZrSu07vfNMYvH1K3HOXsns34c89j3OLFtT54fs8c+r6BfUDLKuRlZZjvXrSc1eI9H//JWnTpspuhhBCXFdOxp8kNj22zPPtQII7IcR16PDFwxyJPcL9ze4nwDWA97u/z6n4U0zfPb2ym2ZzaQcPgZ0dLq1alms9dm5uZIaGQlZWhQR3waGW+ZITbsq/1w6sC6okJqJNpmKVaU5P58Ib/4dDzRrUnfUDBg+PPOcbeDWgkXejfDc0Ly7HoHpkxcRgTk0tdRlVlTabiZg0ifCnnibj7NnKbo4QQlw3dkTuAMo+3w4kuBNCXIcWHF+Am4MbQxoOAaBrra6MbTWW30/+TvDZ4EpunW2lHTqEU8OGOYuelBc7NzcyTp4Eyn8bhOxeu0bejbi17q0FpjP4+IDWmBITi1XupW++xXjuHDXeeguDp2e+afrV68e+6H1cSrtUqrb/tx3CuVLlr8qSN28m89RpyMoiZsZHld0cIYS4buy4sIP6XvWp7la9zGVJcCeEuK7EpsUSHBrMkIZDcHP4L+B5st2T3BRwE/+37f+Y/+98zNpcia20Da016YcO4VyOi6lks3N1xRgeDpT/BuZrz63lTMIZHr/p8ULnFuRsZF6Mve7ST5wgds4cvO66C7dbbikwXb96/dBoVp5ZWdJmA7mCO5l3d5XYWbNxqFkT/2eeJnnDBlJ27qzsJgkhxDUv05TJP9H/cEuNgv92lYQEd0KI68qSk0swmo3c1+y+PMcd7Bz4rM9ntK/envd3v89jax4jMjmyklppG8awMEwJCeW2BUJudm5uoDUADjVqlFs9Zm1m5sGZNPBqQL+6/QpNa/DxAcAUX/i8O202E/XmVAzu7gROfrnQtI19GtOhWgd+OvoTGaaMkjUecKhrDe5k3l0eqf/sJ23fPnxHj8Zv7FgcatUi+v0Pij2kVgghblQHLx4kLSvNJvPtQII7IcR1JMucxcKQhdxS4xYaeDW46ry/iz/f9v2WN7u8yeFLhxn21zD+OPlHJbTUNtKyF1O5qfwWU8mWPezT4OODnatrudWz4dwGTsWf4rE2j2GwMxSa9r+eu8KDu/hFi0jbv5/AyZOxtwaEhZlw0wRi0mJK9dkwuLthCPCXjcyvEDtnNgYvL7xHDMfOyYnASS+RERJC/O+/V3bThBDimrYjcgcGZaBj9Y42KU+COyHEdWPT+U1Ep0YzqtmoAtMopRjRZARLhi6hpV9LpmyfkjNR+XqTdvAQytUVp0aNyr2u7OCuPIdkaq357uB3BHkGMTBoYJHp7X28AQrdDsEYE0PMx5/gessteN01tFjt6FS9EzcH3sysw7PINGUWK09uuVfM1CYTyX9v5eKXX2FOTy9xWVVBxpkzJK/fgM8Do3IuDHgMGIBL+/Zc/PwLTMnJldxCIYS4du2I3EGbgDa4O7rbpDwJ7oQQ1wStNWlHj6KtQwPzszBkITXdatKzds8iy6vlXotvb/uWQNdAvjv4XaHlXqvSDh3CpWVLlKHwHi5bqIjgbkv4FkLiQhjfZnyRvXZQdM9dVmws4U8+hc7IoMbUNwtcdfNKSikev+lxolOj+fPUn8Vtfg7HuvXIPHWamI8/5lSfWzk/fjyXvv6apLXrSlxWVXB57lyUoyM+DzyQc0wpRbVXXsEUG0vszO8rsXVCCHHtSshI4GjsUZvNtwMJ7oQQ1wBtMhE19S1Ch48gcfnyfNOYzCYOXjxIn7p9ihUYADgaHBnbaiz/xPzD3ui9tmxyuTNnZpLx7784t2ldIfVVRHC35OQS/Jz9uL3+7cVKr1xdUY6OZEZEXBWcZ5w9S+h995Nx8iS1PvsUx6CgErWlS40utAlow6zDszCajCXK61g/CFN8PLFz5uLcogW1PvsUg7c3Kdu2laicqsAYE0PCn0vxHj4Mez+/POdcWrfCa+hQLv/4I2lHj1ZSC4UQ4tq1O2o3Gm2TLRCySXAnhLCJqHfeJebjj0vcQ2bOzCTi+ReIX7gQDAZStm3PN935pPOkZaXR1Kdpicof3mQ4AS4BfHfwuxLlq2wZx4+jjcZy3bw8t5zgrpy2QYhLj2NLxBYGNRiEg51DsfIopXBp04b4Bb8Sdv8okjZuRGtN6j/7Cbt/FObkZOr99CMetxa8nUJhZU9oM4ELKRdYdmZZifL6jBxJjQ/ep/HmTdT57ls8Bw7ErWsXUrZtuy57iMsi7n+/oE0mfEePzvd84CuTMfj5EfHc85iSkiq2cUIIcY3bdWEXrvautPJvZbMyJbgTQpSZMSaGuPnzif1hFvGLFxc7nyk5mfOPPU7SmjUETp6Mx623krpnT75pj8cdB6Cpb8mCOyeDE2NajWF31G72Re8rUd7KlHbwEAAuFbANApR/z92qs6vIMmcxuOHgEuWrM+sHqk35P7JiYgh/YiJnhwzh3Jgx2Hl5EvTrgjItNtO9Vnda+rXk+0PfYzQXv/fO4OWF9113Ye/vn3PMrVs3si5ezNkr8EagMzOJX7wYj9tuw7Fu3XzT2Pv4UOuTTzBeuMCF116/4YJfIYQozN6ovbQLbFfsi57FIcGdEKLMklavAa1xbtGC6HfeJe3wkULT68xMkrdt49zDj5C6dy81p3+A35jRuHbsiDEiAmPk1VsYnLh8AntlT0PvhiVu34gmI/B19mXmwZklzltZ0g4dwj4wEIfqZd/QtDjs3CwLYZRXcPfX6b9o5tusxMG5nbMzvqNG0XB1MDWnfwDKDudWrQhasCBnz7nSUkox4aYJRCRHsOx0yXrvruTWtStAgT3PVVHy1q2Y4uPxGnZ3oelcb25H4AsvkLR2LXH/+18FtU4IIa5tl9MvczrhNB2qd7BpuRLcCSHKLHHVKpyaNKHO7FkYAvyJePZZsq5YBMOUnELCsuWEP/88J7p24/zYcWSGhVHn66/wGmpZ5dC1k2UZ4Px670LiQgjyCsLJ4FTi9rnYuzCm5Rh2XNjBgZgDJcobkxpDTGpMiessq7RDByus1w7AtWNH3Pv0wbFhyYPnopyOP83R2KMMblCyXrvclIMDXkOH0uCvpQTN+wV7X1+btK1X7V7cFHATH+35iPCk8FKX41CjBo4NG95Q8+4S/lyKwdcX927dikzrO2Y07n37Ev3hDNIOHCg0beb585gSEmzUSiGEuDZljybqUE2COyHENcR44QJp//yD5x23Y+/jQ+3PPyfr4kUiJ72MNplI//dfLrw5lVM9exI5aRKpe/fiefvt1P7mGxpv/Rv3Xr1yynJq0gQ7Ly9S8gnujl8+XuJen9xGNh2Jj5MPMw8V3Xt3Ke0S8/+dzyOrHqHv4r7cvfRujl8+Xuq6SyorLg5j2DmcK2Dz8mzOTZpQ59tvsHMqefBclL9O/4VBGbijwR02L7uslFJ80OMDACZvmVyi4ZlXcuvWldQ9ezBnlHxz9OuNKSGB5I0b8Rx0J8qh6OFESilqvjcNh2rVCH/ueRJXrrzqdUo/dozzT0zkdL/+nOjeg/OPTyD+zz9lrp4QokraG7UXZ4MzLf1a2rTcMgd3SqmmSqkDuW6JSqnnrkjTWymVkCvNlLLWK4S4NiQGrwbA83bLCogurVtT7Y03SNm6ldMDBnL27mEk/PknHgMGUG/+PBpv3kyNd97G49Y+2Lm45ClL2dnh2r79VT138enxxKTGlHgxldxcHVx5uOXDbI3Yynu73uNAzAHM2pxzPjYtlkUhi3h09aPcuuhW3t/9PomZiUy4aQKuDq6MXzOekMshpa6/JNKPWIa1urSuuODuSqEJoTy+9vES93ReyWQ2sfz0crrX6o6/i3/RGSpBbY/aTO06lUOXDvHlP1+Wuhz3bt3QGRmk7bt+5naWVmLwarTRiNeQ4u0tCJa5irW++BzsFBEvvMjJ7j24MOVNktavJ/zppzk7bDip+/bh/9RT+D70EOknT3DhlVc52bUbF7/8qhyfjRBCVLy90Xu5KfAmHAy2m28HYF/WArTWIUBbAKWUAYgA/sgn6d9a60FlrU+Ia1nawYOEP/Ms9X76scRLs1+vEletwrlFizzzn7xH3kPGiROk7t1LtddexWvoUAxeXsUqz7VjR5I3bMAYHYNDtUDAMiQTSr6YypVGNRvFicsn+P3E7yw4voDqbtXpU6cPZxPOsjtqN2ZtJsgziMdvepwB9QbQyMeyefiQBkMYvXo049eMZ/aA2TT2aVymdhQlbf9+UArnVrZbPaskMkwZvLT5JULiQjh48SAz+83kpoDSLVyyK2oXMWkxvNzwZRu30rb6B/Vn5IWRzD06l47VO9Kjdo8Sl+HasSM4OJC8bVvOHLyqKmHpUhwbNsS5ZYsS5XNp2ZJGa9eSumsX8X/+ScJffxG/aBF27u6WoO6RhzF4eAAQ+NKLpB08yOUff+LS11/jWLdOzhDuihaRHMGW8C15Lgi5O7hze/3bcTQ4VkqbhBDXr4SMBE7GnWRi24k2L7vMwd0V+gKntdZhNi5XiOvCxa++Jis6moS/lhHwzNOV3ZxylxkeTvqhQwS+9GKe40opqv/fG6Uq07Xjf/PuvAbdCZDTY1aWnjuw9N592OtDkjOT2Xh+I2tC17D4xGJquNVgbKuxDAgaQBOfJldthl3Hsw5zBsxhTPAYxq0Zx9wBc2ng3aBMbSlM0sZNuLRrh8HdrdzqKMxHez4iJC6EKV2mMPfIXCasncAP/X8o1VLNf53+Cw9HD3rX6W37htrYpI6TOHDxAK9vfZ3fhvxGoGtgifLbubrievPNlkVVJpVTI68BmefOkfbPPwS88EKxN47PTRkMuHXtilvXrpimJJO2bx8ubdtedQFI2dnh2q4dLq1acS4ujgtT3sSxUSNcWtp2CFNhtNYsPrGYj/Z+RFpW2lXnfzr2E9O6TaO5X/MKa5MQ4vq3L3ofGm3z+XZg+zl39wELCjjXRSl1UCm1SilVcd/MQlSQtKNHSfn7b3BwIDE4+IZY8jtx1SoAPAYWb1Pq4nBu3gw7d/c8QzND4kLwd/HHz8WvkJzF5+7ozuCGg/my75fsfmA3K+5ewTM3P0NT36YF/lit51mP2QNmo1CMWzOOS2mXbNKWK2WeP0/Gv//i0b9fuZRflHVh6/g15FceavEQ9zS5hzkD5uDl5MVjax/jWOyxEpWVYkxhfdh6BgYNLNVCOBXN2d6ZGb1mkG5K5/7l9zNjzwwOXTxUov/Lbt26kXH8OFkXL5ZjSytXwl/LQCm8Bpd9MI7B3R33Xr0K7dlXDg7U+vQTDL6+hD/9NFmXL5e53uKISoliwroJvLPzHW4KuIm/7vqLv+/9O+f2RZ8viEuPY9SKUXx78NsyzdcUQtxY9kbvxdHOkdYBrW1etrLVD1CllCMQCbTUWkdfcc4TMGutk5VSdwCfa63zHdeklHoMeAygbt267cPCpBNQXB/Cn32OlG3b8J/wODEffUz9pUtxbtqksptVrs4MG4ZycKD+woU2Lffc449jPB9Ow5UrABjx1wj8Xfz5rl/lb0QecjmEB1Y+QPtq7fn2tm+xU7a9RhY7ew4xM2bQcN06HGvXsmnZRYlIjuCeZfdQ16Mu/7v9fznzACKTIxkTPIZkYzK31bsNRfF6a6JTo9kasZX/3f4/2ga2LceW29aeqD38dPQntkVuI8ucRS33WvQP6s/AoIE0921eaG9V2tGjhA4fQc3pH1TaEMLypLXm9ICBONSoQb2ffqzQutOOHCVs1Chc2rWj7uxZKHtbDz76z9qwtUzZNgWTNvFi+xcZ2XRkvu97QkYC7+16j5VnV9LCrwXTuk3LGc4thBAFGblsJG4ObswdOLdY6ZVS+7TWxerms+U34+3AP1cGdgBa68Rc91cqpb5RSvlrra+69K21/h74HqBDhw5Vv+tDVAkZZ86QtGYNfo89htewYcR88imJwauqdHCXGRpKxrF/CZw82eZlu3XsSMzmLWRduoT28eJ0wmm61Sp6ufWK0NS3KS93fJl3dr7DnCNzGNd6nE3LT1q71jKHsYIDO6PZyMtbXsaszczoOSPPBO+a7jWZPWA2kzZPYmv41hKV271W91LP16ssHat3pGP1jiRmJrLh3AaCQ4P539H/MffIXOp61GVA0AB61O6Rf29koAZvTyI3rMJ10B02nyhf2dIOHMB47hz+EyZUeN0urVpS/e23uPDKq8R8+inVJpXP2Nfgs8FM/nsyrfxa8UGPD6jjWafAtF5OXkzvOZ3b6t3GOzveYeTykTzV7ikeafEIBjtDubRPCHF9S8pMIiQuhMfaPFYu5dsyuLufAoZkKqWqA9Faa62U6oRlOGisDesWolLF/jAL5eSE78MPYe/ri9stnUlaFUzAM8+Uak7K9SB7SKbnwAE2Lztn3t3evVzoVJ8sc1aZ59vZ0j1N7mHXhV18tf8rOlTrYLNeKWN0DGkHDhDw3LM2Ka8klp1exqGLh/iw54f5/pit7VGbBYMKGnVfNXk6enJXo7u4q9FdxKfHs/7ceoJDg5l9ZDY/HP6hwHxP1zTReutm+izsxa31bmNA0AA61eiEg931H+glLF2KcnbGo3//Sqnf+667SN27l8s//Yzvww/jUK2aTctfE7qGV/5+hbYBbfn2tm9xdXAtVr5+9fpxc+DNvLvzXT7d9ykbzm3g3W7vEuQVZNP2CSGuf/tj9mPW5nKZbwc2Cu6UUq5AP+DxXMcmAGitvwNGAE8opbKANOA+fSNMSBI3BGNEBAnLluFz//3Y+1nmhHkMHEjUlDfJCAnBuVmzSm5h+UhcFYzLzTfjUKOGzct2btEC5epK6u49hDTOBMq+UqYtKaWY2nUqR2OP8vKWl1k8eDFeTsVbDbQwSevXAeDRr+Ln2208t5Fa7rUYGDSwwuu+Hng7ezO8yXCGNxlObFosRy4dybNyYm7Oxp14f/Qzj0Q05M/4YP48sQQvFx8eafkIo1uOxt6u8D+9Wmt+P/k7f4f/zdPtnr5mhvmZ09NJXBWMR9++lbbYD4D/hAkkLPmDuF9+IfDFF4vOUEzrw9Yzectk2gS04Zvbvil2YJfNz8WPT3p/woqzK3hv13vcs+we7m58NwODBtI2sK3Nh3ALIa5Pe6P2Ym9nT5uA8tnuyCbBndY6FfC74th3ue5/BcgmNaJKip1jGS/t9+iYnGMe/foR9dbbJK4KrpLBnTE6mowTJwh8uXyWt1cODri2a0fqnj2E3O6Mo50j9TzrFZ2xAnk4ejCj5wweXvUwU7ZN4ZPen5R5GFbSmrU4NmiAU8OGNmpl8aRnpbPzwk6GNR5WZXuabcnPxY9edXoVeN44pCWnP19A99l76Q5oewMJvqkkmj9ml/4SXzsP7DKz8Lzjdmq8+WaevFEpUUzdPpVtkduwt7Pn7whLgPdwi4crfZhf0urVmBMS8B4xvFLb4Vi7Nh79+xO3cBH+EyZg51b2QHP9ufW8tOUlWvi34Ju+3+DmULoylVIMajCITtU78fHej1lycgkLji8g0DWQ/vX6M6rZqEKHeQohqr690Xtp7d8aF3uXohOXglxGEqIMsi5dIv633/AaOiRPD5a9jw9unTuTGLyqSq6ambpnLwCunTqVWx2uHTuScfIk584fobFP4yJ7OypD64DWPN/+eTac38AjwY8QmhBa6rKy4uJI3bOnUlbJ3B21m3RTOj1r96zwuqsih8BAGm3cQN0f51L9nbfxH/Moddr3xK9pG07UVGyqGU9cXW/iF/xKesgJwNJbt/TUUoYtHcY/Mf/wRuc3WDtiLb1q9+KTfZ8wOng0YYmVu8BY3MJFONarh2vnzpXaDgC/0Y9gTkwkfkl+2+oWX6oxlWk7p/Hcxudo5tOM7277DndH9zK3L9A1kOk9p7P53s180OMDWvi1YGHIQh5c9SCn4k6VuXwhxPUpxZjCsdhj5TYkEyS4K9DRS0e5Z9k9PL3+aWJSYyq7OeIaFfvDLLTRiN+4qxfV8Lh9IMawc2T8+28ltKx8pe7Zg52bG87Ny69X0rWTZd6dOnj8mhqSeaWHWjzE9B7TOZtwlnuW3cMvx34pcLheYZI3bASTqVKGZG4J34KLvQsdqpffH5sbjb2/P2633ILPPfcQ+OIL1P70UzrMXsjgn9fx7+O38lzfcFKdYNHLw2j/v/a0/6U9b2x7g8Y+jfl98O/c2+xe/F38+aT3J7zf431OJ5xmxF8jmPfvvFJ9vsoq/cQJ0v75B++RI1F2lf/TwaVtW1zatePyzz+jTaZSlbE/Zj8jlo3g15BfebD5g8wZOAcPRw+bttPNwY07G9zJl7d+yZIhSzAoA2PXjOVM/Bmb1iOEuD4ciDmASZskuKtIRpORL/d/yQMrHyA2LZadF3Zy19K7WHZ6WZXsgRGllxkWxuX58/EePgyn+vWvOu9x221gMJC4KrgSWle+UvfuxaX9zShD+Q0Tc2nVCpwcqX02iSY+1+6qo0op7mhwB38M/YNONToxfc90xq4eW+J98JLWrsWhZk2cW7Qop5bmT2vNlvAt3FLjlutiL7rrnb+LP5/3+Zy3B35CxJ3t6RhiYqLLQB5q8RBvd32bOQPm5Bm2lz3M78+hf9Kxekc+2P0B49eMJyI5okLbHb9wEcrBAa9hd1dovYXxHT0a4/nzJK1fX+w8WmtOxJ3gvV3v8ciqRzBrM3MGzGFyp8nlNkQqW5BXELMGzEKhGLtmLGcTzpZrfUKIa8/e6L0YlKFctweS4C6XkMsh3L/ifr4/9D13NriTP+/6k9+G/EYDrwa8tvU1nt/0PLFpssinsIj55FOUgwP+Tz+d73l7Hx/cunSpchuaZ8XGknn6dM6KluVFOTpibFCLhhf0NbVSZkECXQP56taveLvr2xyNPcq41eOK/X1hSk4hZds2PPr1q/A5byfjT3Ih5QK9ahc8h0zYllKK/kH9ufPVb7Hz8qL/uss83/557m58d4Hz6gJdA/m679e81fUtjsYeZdjSYfx24rcK+W4xp6aSsHQpHgMHYu/jU+71FZfHbX1xqF2byz/+VGTaMwln+PrA1wxdOpThfw1nYchCRjQZwe9Dfqdj9fL9LsutgVcDZg+YjVmbGbd6XKUPtRVCVKy/w/+mTUCbEi/YVBIS3FmFJ4Xz0KqHuJR2iS/6fMG07tPwdPSknmc9fhr4Ey+0f4Et4VsYv3Z8pQyJEdeW1H/+IWn1avzGPopDYGCB6TxvH4jx/HniFy7CnJpagS0sP6l79wHg2qH8h/BdDPKmQRQ08bo2VgssilKKuxvfzdd9vyYiOYLxa8cTlx5XZL7kzZvQRmOlzLfbEr4FgB61e1R43Tc6g4cHfmPGkLxpE2mHDhWZXinFsMbDWDJkCa39W/PWjrd4Yv0TRKVElWs7E1etwpycjM+9I8u1npJSBgO+Dz9M2j//kHbwYL5pUo2pvL/rfYb+OZSZB2fi7+LP/93yf2y4ZwNTukwp9cIpZdHQuyGz+s/CaDby4MoHCQ6teqM7hBBXC0sMIyQuhNvq3lau9UhwZzVjzwwA5t85nz51++Q5Z7AzMKbVGN7p9g4n406yNmxtZTRRXCO01kRPn459YCB+Y8YUmtajXz8c69UjaupUTnTrTvjzz5O4Zg3aaKyg1tpe6p49KBcXXFq2LPe6TlbXOBvB8fz1Ne+1Y/WOfNn3S84lnmP8mvHEp8cXmFabzcQvXITB3x+Xdu0qrpFWW8K30Ny3OYGuBV+kEOXH58EHMXh7c/GLL4udp6Z7Tb7v/z2vdX6Nf6L/YdjSYfx1+q9y68WL+3Uhjo0a4tK+fbmUXxbew4dh5+FB7Nwfrzp3IOYA9yy7h/nH5zOq2SjW37OeOQPmMLLpSPxc/K4urAI19mnMT7f/RG332kzaPImXNr9UrAtBQojrV3b80K9e+V7IleAO2B6xnQ3nN/BYm8eo6V6zwHQDgwYS5BnEzEMzpffuBpa0ahXpBw8R8Nxz2LkW3q1u8PSkwcoV1P3pJ7yGDiF1124innmWC2+9VUGttb3UvXtxaXsTytGx3Ova7X0ZgPTDR8q9Llu7pcYtfNHnC84mnOWxtY+RkJGQb7pLX39D6u7dBDz1VIUvVBGfHs/BiwcLXdZflC+Duxt+48eRsnUrqf/8U+x8dsqO+5vdz2+Df6ORTyNe3/o6z2581uZTB9KOHiX98GF8Rt57TW6TYefmhvfIe0has4asixcBMJqNfLL3Ex5e9TAmbWJ2/9m82vlVAlwDKrm1edX3qs//7vgfz7R7hvXn1nP30rtZFLKINaFrcm77ovdVqWH9QtzI1oatpbV/a2q4235/4Nxu+ODOaDLy/u73qetRl4dbPFxoWoOdgcfaPMbJuJNsPLexglooriXmjAxiPv4Ep2bN8Bo6pFh5lMGAW+dO1Jg6lcZbNuPz8EMk/PY7aYcPl3Nrbc+UkEBGSEi5z7cDSMhI4B/nC2S5OJJ+9PoL7gC61urKZ30+41T8KR5f+ziJmYl5zidv2cKlb77Ba+hQvCthyNvWyK2YtZmetWQLhMrkc//9GPz8uPj5FyX+IV/Xsy5zB8zlpQ4vsS1iG2NWjynxYj6FiV+4COXsXOzvu8rgPWwYmM0kBq8GYNbhWcw9OpfhTYbz+5Df6VSj/LZsKSt7O3vGtxnPr3f+ir+LP+/sfIcXN7+YcxsdPJo/TpVtuwchROULTwrnWOyxcu+1AwnumPfvPEITQ5ncaTKOhqJ7Im6vfzt1Pery3aHv5GraDejyjz9hjIig2uSXS7VSpLK3J+CZZzEE+BP97jS0+frqAU7d9w9oXSHz7bZGbMWExq55Y9Kuw567bD1q9+DT3p8SEhfChLUTSMpMAiAzPJyISS/j1LQp1ae+WSm9IlvOb8HX2ZeW/uU/xFYUzM7VFf8JE0jdtYukdetKnN9gZ+CRlo/wff/viUqJKtFiPoUxJSeTsHw5nnfcgcHLq8zllRenhg1xat6chOXLiEiOYPbh2QwIGsCbXd6slDl1pdHUtym/DvqVP4f+yZIhS3Junat35v1d78veeEJc59aFWb7bb6tXvvPt4AYP7i6mXuTbg9/Sq3avYm/em32V7fjl42wO31zOLRTXkvRjx7j41Vd49OuHW5cupS7H4O5G4PMvkHbwIInLl9uwheUvde9elIMDLm3alHtdW8ItgYd/u85kHD+Ozsws9zrLS686vfi418f8G/svT6x7guTky0Q88yyYzdT+4nPsXMp3Cfb8ZJmz2Bq5lZ61e2Knbug/BdcEn/vvw6lxY2Le/wBzenqpymhfrX2JF/MpTOLy5ejU1GtuIZX8eA26k/SDh5i58m3slB0vdXipsptUYvZ29jT0bkhjn8Y5t/d7vI+rgyuTtkwiLSutspsohCiltWFrae7bnDoedYpOXEY39F/0T/Z9gtFs5OWOL5co350N7qSWey2+Oyi9dzcKc2oqES++hL2vL9XfLvt8Oa+7huLcqhUxH32MOSXFBi2sGKl79uB8UxvsnJ3LtZ4scxZbI7bSvVZ3XFq3RhuNpIecKNc6y9utdW9lRq8ZRJ45zLpHB5F+7Bg1P5yOY926ldKeAzEHSMpMKvaFLVG+lL091d54A2NkJLE/zCp1OVcu5lPQXM+iaK2J+3UhTs2b41wBF3PKyvOOOwBQ67YyvvV4qrtVr+QW2UaAawDvd3+fU/GnmL57emU3RwhRCheSL3Do0iH6B/WvkPpu2ODu39h/WX5mOaNbjqauZ8l+XDnYOTC+9XiOxh5la8TWcmqhuJZEv/8+maGh1Jw+3Sb7PCk7O6q9/hpZMTFc+uEHG7Sw/JmSU0g/dqxChmQeuniIxMxEetXuhXOr1gCkHyl6jmLa4SNc/OLLa/KiS8aZs7SYuZGvvjPR6HAcmwbVwdC9c6W1Z/GJxdjb2dOlRul7oYVtuXXuhOcdtxM7axaZ4aXfpDz3Yj6lDfDSDx0i4/hxfO4deU0upHKVQH/O1Hehz7+GIufPX2+61urK2FZj+f3k7wSflW0ThLjerDtnHZJZzlsgZLthg7v5x+fjYu/C6FajS5V/SMMh1HCrIb13N4DE4NXEL/4Nv/HjcbvFdj/GXdu1w3PIYC7PmUvm+fM2K7e8pO3fDyZThSymsjl8M/bKni41u+BQqyYGH59izbuL+fBDLn3zDZlnQ8u9jcWlMzOJnDyZM3feSeKKFfjeex+Rc9/guzbRPL3h6UoZarXs9DJWnl3J2FZjcXd0r/D6RcECX34Z7OyImf5BmcrJbzGf9OPHSVyzplj5435diJ2rK56DBpepHRVl/vH5rGuaQbWLRvTJM5XdHJt7st2T3BRwE1N3TOVAzIHKbo6oQs4lnuONrW/wx8k/St3TLwq3NmwtTXyaEOQVVCH13ZDBXXx6PCvPrGRwg8F4OnqWqgwHgwPjWo/j0KVD7Liww8YtFNcKY2QkF6ZMwblNGwKefsrm5Qe++CIYDFz66mubl21rqXv3gsGAa9u25V7XlvAttK/WHg9HD5RSOLduRXoRq4umh5wgdc8eAJI3XzvzYaM/nEHC0r/wfXQMjTasp/r/vUH/Wx5gWvdp7InawzMbniE9q3RzrEojNCGUd3a+w82BNzPhpgkVVq8oHofq1fF//HGS1q4jeeu2MpWVezGfp1Y+zrmJE4l45llSdu4qNJ8pIYHElSvxHDQIg/u1vyBJ9vx5uz7dwN6ehOtsLnNxONg5MKPnDLydvHkk+BE+2fcJGaaMym6WuM6dTzrPo6sfZdmZZUzZPoXeC3szcd1E/jr9F0bT9bsf77UkOiWa/TH7K2SVzGw3ZHC35NQSMs2Z3NfsvjKVc1ejuwh0DZTeuyoqMzyC8xOfhKwsan00A+XgYPM6HKpVw+O220jevu2a/wyl7tmDc6uW2LmV74+9iOQITsWfyjMXzKVVazJOn8acmlpgvrj581FOTjjUrk3ylmsjuEtYvoK4X37B95FHqDZpEvZ+/22cPKjBIN7p9g67LuziuY3PVcgPtQxTBi9tfgkngxPTe07H3s6+3OsUJef76Bgc6tUleto0dFZWmcrKXsynfvARTJEXsPP1JfK1VzElJxeYJ2HpX+iMDHzuu7dMdVcErTVv73ybTFMmz/Z5A/fu3UlcsfK6W4m4OGq41+D3Ib9zd6O7mXtkLvcuu5ejsUcru1nCKuP0acIeGU3Spk2V3ZRiiUiOYOzqsaSb0lk0aBG/DvqVh1o8xOn407y+9XVe2PyCBHg2sP7cegD616uY+XZwAwZ3JrOJhccX0rF6Rxr7NC5TWY4GR8a2Gsv+mP3sidpjoxaKa0Hy338TOnw4xogIan3+WbkueuF6cztMFy9hjCjZHButNUdjj/LJ3k+4e+ndDPx9YJ6bLa/smtPTSTt8uELm220J3wKQJ7hzbt0KzGbSjx3LN48pMZGEv/7Cc/AgPAcOIHXvPkzJlbtQTfqJE1z4v//DpX17Al96Md80QxsN5a2ub7Etchv9f+uf5/27d/m9fH/oe8ISw2zWpo/2fERIXAjvdnu3yiw4URXZOToS+PzzZJ49S/Lff5e5vJ4urRm5y8CeJnZ8da8bxqgoQt/6v3zTaq2JW7gQ5zZtcG7Rosx1l7d5/85j0/lNvNjhRep61sVz0CCyoqJI27evsptWLtwc3JjadSrf9P2GpMwkHljxAMvPVL2eyutN6t69hI56gNRdu4h84UUyTp+u7CYV6kLyBcauHkuyMZkf+v1AU9+mtPRryQsdXiB4eDCvdnqVTec3MWnLJIxmCfDKIjg0mIZeDWng3aDC6rzhLttuCd9CZEokL3W0zTLJw5sMZ9bhWXx36LtreqNUUTzabObSN99y6euvcWrShNpffI5jvXrlWqdLu3YApP3zD461a+c5Z9Zm9sfs59DFQ2j+69mLT49n3bl1nE86j72yp1ONTvi7+OecT8hIYO6RuWw+v5lp3afRyr9VmdqYsn0HGI243VL+i29sDt9MPc96ecamu7SytD/t8JF8A8yEP/5Ap6XhO2oUpuRkYmfNJmX7Njz7V9yVstxMyclEPPMsdu5u1Pr0k0J7fe9ufDduDm5Xba1yLvEcX+7/ki/3f0lz3+b0rN0TVwfXnPNOBicGNRiEl9PV+49prdl4fiOhiaE5x+LS4/g15FcebvEwver0KvuTFOXKo29fDP7+xC/+DY8+fcpUVsznn2OXZabBa1NZcek3/rglnGHLgnk74CRNhzzE8CbDc3px0/btI/P0aWpMe9cWT6NcHY09ysf7PqZPnT6MajYKAI9b+6BcXEhYvqJC5gdXlh61e7Bk6BKe3fgsb+94mxa+LSr0x6P4T2JwMJEvT8ahZk1qfP0V4c8+R/iTTxG0eBEGD4/Kbl4eZm3mQMwBXt/6OokZifww4Aea+zXPk0Ypxajmo9BoPtj9AZO3TGZ6z+k42Nl+9FJVtz9mP/tj9lf41iw3XHC34PgCqrlWo0+dsv2xzOZkcGJMqzF8uOdD9kbtpUP1svVsmLVlKInsO1XxtNZEPPc8SWvW4DV0KNWnvlkh+485NW6Mnbs7qfv34zVkCFprDl48yOrQ1awJXUNMWsxVeQzKQKfqnRjXehx96/bN9wf+9ojtTNk+hQdXPsijrR7liZuewMFQui/npNXB2Hl64ta5fC9gpBpT2XNhDyOb5t1Xyz4gAPvq1Uk/cvWiKtps5vL8+bi0a4dzixZooxE7Dw+SN2+ulOBOa82FV18j8/x56v30Iw6BgUXm6R/UP98lkqNSonI+BzMPzbzq/KzDs5jaZWqeYO1S2iXe2vEWm85vuip9x+odee7m50rydEQlUQ4OeN99F7Fz5mKMjsGhWtGfo/ykHztGwu9L8B09mua33EN37iGsy2liRo3h9kWhPOvxDktPL+Xd7u/SwKuBZSEVDw88b7/dxs/ItpIzk5m0eRL+Lv680+2dnBU97Vxd8ejbl6TgYKq9/hp2jo6V3NLy4+XkxYc9P+SeZffw4uYXWXDnApzty3ebGvEfrTWXf/qJmA+m43LzzdT++ivsfXyo/flnhI0eQ+Skl6n9zdcou/L9PWfWZhSqwFVttdYcunQo529JdGo0Ho4ezOw3k5Z+LQss94HmD2Aym5ixdwaGvw283+N9GcpfQjMPzsTX2Zd7mtxTofXeUO/SmYQz7Liwg6fbPW3TD+iIJiOYdXgWMw/NLFNwl2JMYeK6iZxJOEPfun0ZWH8gHap1kP9MFSR19x6S1qzB/6mn8H9yYoUt/60MBlxuuom0f/YD8MHuD5h/fD4Odg50r9WdF4NepFutbjga/vuRYq/siwzUutbqypKhS5i+ezo/HP6BP079Qf96/RkQNIC2gW2LfQHBnJlJ0voNePTrhyrnH0q7Luwi05yZb8+SS+tWpOWzHULKtm0Yw84R8PQzgOVHsVv3biRv2YI2m8v9D+tV7dm6laS1awmcNKnMw1iru1XnkZaP8EjLR8gwZeRc/AHL99mUbVN4asNT3NXoLl7u+DLbIrcxbec0Uo2pvNThJe5pck+ez7Gzwfn6WNZeAOA9fDixP8wi4Y8/8J/weInza62Jfv8DDN7e+D/x3+I59fwaUu2LWYSOGMHXG+oS7H+ceX/dxS3VO1Nn9S68R47EztW1kJIrl9aat3e8TWRyJHMHzr3q4pb3iOEkLl9OxLPPUevzz6p0gBfoGsi07tN4Yt0TfLjnQ6Z0mVLZTbohZJ47R9S775Ky5W88+ven5ofTc/Z/de3QgWqvvkL0O+9y6auvCXjmaZvXn2HKYGvEVlafXc2m8E34u/gzIGgAA4IG0NSnKQDHYo+xOnQ1q0NXE5kSiYOdA91qdeO59s/Rp04f3ByKnj//cMuHMWszH+/7mKOxRxkYNJABQQNo4tNE/pYU4dDFQ2yL3Mbz7Z/PM+qmItxQUcPC4wtxsHNgeOPhNi3Xxd6FMS3H8PG+jzkQc4C2gW1LXEaqMZWJ6yZy8OJBetbuyaqzq/j95O/4OvsyuMFgnmj7RLH+I4rSi509C4OfH37jxlb4l5ZLu3Zc+vprzl8IYVHIIgY3GMyrnV/Fw7FsQzo8HT2Z1n0ad9S/g8UnFvPbid+Yf3w+1Vyr0T+oPwODBtLav3Whzzdl2zbMycl4DhxQprYUx+bwzbg5uNE+sP1V55xbtSZp7TpMCQkYvP77MRf3yzwM/v549v9vJSr3Xr1IWhVM+rF/cWlV8JXJ8hC/+DcMPj74PPSgTct1MjjledzSryUL7lzAdwe/Y/aR2awLW0eyMZlWfq2Y1n2aDNGqAhyDgnDt1In4337D77HxJbpQoc1mElesIHXPHqq/OQWDZ96VoZ2bNiHwlclEv/c+d5lM1qNbyXC0I2OIbUa2lJclJ5ewKnQVz7R7hnaB7a4673bLLVR/cwpRb71N+FNPUfvLL7FzcsqnpKqhe63ujGk5hrlH59K5RmcGBFm+q40REURNew9zWio1pk7FsV49Np7byJqwNXmG+bvYu9CjVg+61+qe5yKiuJo5I4PYH2YR+/33KAcHqr36Cj4PPXTV/02fUaNIP3qMS998g8tNbXDvZZuh8BdTL/LF/i9YG7aWFGMK3k7e3F7/dqJSoph7ZC6zDs8iyDOILHMW4cnhOVsKTWw7kT51+5RqhfjRrUZT3b06S04sYc6ROfxw+Afqe9VnQNAABgYNpKF3Q5s8t6pm5qGZeDt5c1/Tsi3eWBrqWl6hr0OHDnrv3r35nrucfhkXexdc7Is3bC7FmELfxX3pU6cP7/d435bNBCzB2cDfB9Lcrznf3vZtvr0iWmvOJp6lumv1PFF8qjGViesnciDmANN7TmdA0ADSs9L5O+JvVp1dxbqwddR0r8k73d6hY/W8cwiyzFmcTThLkFeQjIcug/SQEM4OvYuA557Ff0LFLw+fsn075x4dy+YXe/G9825WDVtFNbdqtq/HmMLG8xtZfXY12yK3YTQbqelWkwFBAxjUcBBNfJpclSdy8iskbdxIk61/l2vPndaa2xbfxk2BN/FJ70+ubrv1Naozexbu3boBlqunpwcMxP+JJ/JcHc26fJmT3brj/9STBDz5ZLm1+UpZsbGc7N0H31GjqPbqKxVW76GLh/hk3yd0q9mNMa3GSG9/FZKwbDmRkyZRd85s3Lp2LTCd1pqUrdtI3bWTtCNHST96FHNSEk6NG1P/jyUo+/w/E9oa2GmtWXZ6GR/u/RAjJl5o/wIjm4685qYInIo7xf0r7qdtYFtm9ptZaPviFi0i6s2puHXpQu2vv6qQYfaVxWg2MnrVaM4knGH+wF/wWrGDmE8/BSyjQ7TRyM67m/BJvaP4uPjluVgcnx5PkjEJdwd3bq17KwOCBtClRpdSD+OvqjJOnuT8k09hPHcOzzvuIHDy5EKHS5szMjh9++04t2hBna++KlPdWmuCQ4OZtmsa6Vnp3NngTgbUG0DHGh1zfvtdTr/MurB1rA1bi0EZ6B/Uv8BpG6WVXcfq0NXsidqDRtPIu5HlN0SDQdT2qF10ITeAo7FHuW/5fTzT7hnGtxlvkzKVUvu01sUaDnRdBndHY48yfvV46njW4X+3/69YV5o+3fcpc47MYd4d82gT0KY8msucI3P4dN+nBLoG5gx/axPQhpDLITld4+HJ4TgbnOlRuwcDggbQqXonXtr8Enuj9/JBjw+4vf7V8xyyJ7+eSzrHA80f4Ol2T3P00lFWh65m3bl1XE6/jJeTF33r9s0pU37clUzk5Mkkrl1H4w3rMXh7V3j9puQUTnTqxO9dFYy7jzdueaPc60zMTGTjuY0EhwazM3InGp1zcSGbOTOTk92649G3LzU/sP1FkdyCzwYzacsk3u32LkMbDb3qvCkxkROdOuM5aBBOTZpgPH+OtAMHyTh7lkbr11/1R/bsvfeChvqLFpZru3OLnTOXmA8/pMGyv3BqXLbVeIUAyw/EUz174dq1C7WtP9avlB4SQvR775O6axc4OODcpAnOrVrh0roV7rfeir2vb7Hri0qJ4s3tb7I9cjuda3Tmna7vUMO9hq2eTpmkZaVx//L7icuI4/chv+dZRKog8Uv+4MLrr+PaqRN1vv3mmh5uWlYRyRE8M3sYD/+VRJMITVK7RjR490NCkk5y4Y0ptDyVQVzL2rT97Adc6wTl5DOajey+sJvg0GDWn1tPUmYSno6elukhQQPzBBA3KnNGBqEj7iErLo5aH04v9EJLbpGTXyF52zYa/72l1COCLqdf5t2d77I2bC1tAtrwbrd3qe9Vv1Rl2dKltEusCV3D6tDV7I/Zj72dPU+3e5qHWzyMwc5Q2c2rVM9seIa90XtZM3wN7o7uNimzSgd3/8b+y7g147C3s+dy+mUebP4gkztNLrSc7RHbeXzd4wxvPJypXaeWW3vN2kzw2WCCQ4PZGrEVo9mIm4MbKcYU7JU9nWt2pk/tPpxOOM2a0DXEpseisPxnf6/HewxqMKjAslONqXz+z+fMPz4fe2VPls7Cxd6FXrV70blGZ/ZF72Pj+Y2kGFPwdfbltc6v5fmRLiDtyFEufvYZAc8/h0vL/4bqGSMjOdV/AL4PjKLaq69WWvt29O/KeUMCPRavq/AfU3HpcTy78VkOXTzER70+4rZ6twGQtGkT4ROeoPZ33+LRu3e51X8+6Twjl42kgXcDfhz4Y4E/JM4MHkLGyZMAGPz8cKxdG6+7huJz//1Xpb34zTdc+vIrGm/9O8/+cuVFa82ZQYMxuLsTtPDXcq9P3Dii3nuPuAW/0njzpjyBWtbly1z8/AviFy/G4OGB/7PP4D1iRJnnmGmtWXxiMR/t/Qggz9V4haJ/vf482vrRCv/BP3X7VJacXMJ3/b6ja83i/bgGSPjrLyJfeRWPfv2o9dmnVXaukDaZCLm1DxkpSfx2uwd/NryMwc4ekzbRyKsh0+JuxfDlTwAEvvoK3iNGXPVaGE1GdlzYQfDZYDac30CKMQUvJy8CXfNePOteszsT2068YRZwiZ4xg8uz51Dnh+9x79Gj2Pnifl1I1NSpNFy7Bsc6dUpc7/mk8zy48kGSMpOY2HYio1uOviYv3kelRDF993TWnVtH24C2vNv9Xep5lu9K49eq45ePc8+ye5jYdiJP3PSEzcqtssFdyOUQxq4Zi6u9K3MHzuXnoz8z//h8vujzBX3q5j9H4FLaJYb/NRxfZ1/m3zm/2MM4yyopM4lN5zexJ2oPbQLacFvd2/B29s45bzKb2Be9j3Xn1tG+WvtiB2K7LuxibdhaOlbvSI9aPfIM70zPSmdbxDbmHJnD0dijfNjzw3xX4LsRZZw5S9gDD2CKi8PO05O6s2fh0ro1ANHvv8/lX+bRaO0aHGrWrJT2RadE8+tjfelzVNF67/4Ch1CVp+TMZB5f9zjHLh3j494fc2vdW4l85VWS1q+nybat5TYk02gy8tCqhziXdI7FgxdTy71WwWljYjBdvoxD7ToY3Aufg5p29Cihw0dQ4/338b77Lhu3+mqp/+wnbNQoarz7Dt4jRpR7feLGkXHyJGcGDyFw8mT8xowmMzyCuHnziF+8GHNaGj6jRhHw5ESbjzoITwrn+0Pfk5iZmHMsISOBvdF7aeHXgmndptHIp1GZ6riUdondF3bT3K95ob0Rq86u4uUtLzOu9TievfnZEteT3avu/8zTBEycWJYmX7NSdu7i3OjR1Pr0EzwGDuT45eOsCVuDm4MbD7d4GEeDI5nhEVx4/XVSd+3CrWcParzzDg7V8p8CkGHKYFvENjae30hSZlLO8bSsNLZHbifIM4hp3aeV22ioa0Xq3r2EPfQw3veOpMbUqSXKmx5ygrNDh1Lzw+l4DRlS4rrf2/Uev534jQV3LqCpb9MS569IWmtWnF3Be7vew2gy8kjLR/L0rjsZnOhSs0uV32P1hU0vsCNyB6tHrC7VHMeCVMng7mTcScauHoujwZG5A+ZSx7MOmaZMHlz5IJEpkfw2+LerPjAms4nH1z7OwYsHWXDngjL/EbpepBhTeGLdExy+eJiPen1E33p9K7tJlcp44QKhox5AZ2ZSa8aHXJjyJqb4eOrO+gHHoCBO3toXj9v6UuvDDyutjR/s/oDzv8/nqaVG6v+xBOfmzYvOVA6SMpN4bM1jHI87zmfdPqL6fa/h0acPNad/UG51ztgzg5+P/cynvT/N6TG0Ba01p3r2wqVD+wKHs9lS5Ouvk7gqmMZbthQZeApRUqH33U/W5cs4N29O0tq1oBSeAwbgP/EJnBpV7N+2dWHreGfnOyRlJvFk2ycZ3XJ0iYZhZc/bCQ4NZm/U3pzFPZr6NM1Z8a+Ox3+9HOeTzjNy+Ugaezdm7sC5peq50Fpz4ZVXSVi6lFpffoFnv35FZ7rOXPi/KSSuWEHjbVsLnV+ozWbiFiwg5qOPLYuCvPYqXkOHlqhHc0fkDqZsn0JMagxjWo7hibZP4GiX9wJgVeghNSWncPauu8DOjgZ/LMHOrWTf7dpk4kTnW/AcPIgab75ZorzJmcn0XdyXvnX78l6P90qUtzLFpMbw1o632BK+Jd/zNwfebNn+p15/AlwDKrh15etAzAEeWvUQj7d5nKfaPWXTsqtccLc2bC1v73gbRztH5g6cS13PujlpwhLDGLlsJE19mzJnwJw8X/ozD87kqwNf8VbXtxjWeFhlPIVKk7sX5pPenxTYs1nVZcXFEfbAg2TFxFDv559wbtEC44ULhI0ejelSLG49e5C0Kpj6S//EuWnlXBW7mHqR25fczgiPXgydvJJq//cGvg88UCltActcvPFrxuO65zgvL8yk9rfflHkT5YJsCd/Ck+uf5L6m9/H6La/bvPzI118nac1ammzflu9G4ubMTGKmf4hr505l2hPPlJzCyZ498bzjdmq+e+1v/iyuP/G/L+HC669j5+WFz8h78Bk1CocalTcXLjYtlmm7prE2bC213WszsP5ABgYNLHCJ9Pj0eNafW09waDB7ovZg0iaCPIMYWH8g3Wt158ilIwSfDebAxQP51ufp6Mlvg38r05B1c0YGYQ8/TMbJUwQtmF9p3/nlQWdmcqJHT9x79qTWjOJdqMwMCyPy1ddI++cfnFo0J+Cpp3Hv07vYQVlSZhIz9szgj1N/XHXO28mbvnX70j+o/3W9DsCF/5tC/O+/U++X/+F6882lKuPco2PJioujwR9LSpRvwfEFvLfrPebfMZ/WAa1LVXdlik+Px6RN/z3O+O874GTcSeyUHfc3u59nb362wkbVlSeT2cT9K+4nNj2WZXcts/n2BxUe3CmlQoEkwARkXVm5snxTfA7cAaQCo7XW/xRVbrv27XT/T/uz8uxKWvi1YEbPGXkCu2wrzqzglb9foVutbtR0swyrM2kTf576kwFBA5jeY3qVuIJUUrl7Yd7v8T4DgwZWdpNyJK5cSfT7H1Btyv+V2xVUU3IK58aMIePECerO+gHXjv+tNGqMjubcI6PJDA3FrUcP6v7wfbm0oTim757OguML+GvoX2QMeRjXDh2o9fFHldYesAy9Wj52IM0Ox5Ox9Du6BtlmGeds2avBvr3jbaq7VeeXO365aql/W0jesoXzjz2O7+jRVHvl6rm5F6a8SfyiRQD4jh5N4Isv5BsEFiVu8WKi/m8K9RbMx7Xd1UuzC1FW2mwmZccOXNu1u2YWBdFas+7cOhaHLGZ31O6cgK19tfZ5VrGMTI5k14VdZOks6nrUzemdyy8QvJB8gQ3nN5CYkZjneO86vWnuV/YRDcaYGEJH3IOytyfot8UlWmzmWpa0cSPhT0ws8fxobTKRsGwZl775FuO5czi3akXAM0/j1qNHsX837YjcwYGYA3mOhSWFsfHcRlKzUvFx8mFA0AAmtp2Ij7NPCZ5V5UrevJnzj0/Ab/w4Al98sdTlXPzyKy59+y1Ndu8u9qgOrTVDlw7Fzd6NBYMWlLrua9WZ+DPMPz6fhSELqedZj3e7vVuqbcSuJYtPLObtHW8zvcd07mhwh83Lr6zgroPW+lIB5+8AnsYS3HUGPtdady6qXM+Gnrrhmw15/KbHGdt6bKGTtz/d9ylLTy3Nc6yBdwO+6POFzVaquR4lZibyxLonOHTxEIMaDOKVTq/YdFnc0tCZmZweeDvGqCgwm/EbP46AZ5+16TwzU0IC5x97nLQjR6j95Zd43Hp1z1PWxYtEz5iB39ixlXYFd2/UXsauGcvdje5matephD/3POmHDtFow/pKaU82nZlJSLfu/NPYjk/uyOLrvl/TuUaR/2ULlWXOYkv4FoJDg9l0fhNpWWkEugYyq/+scl35K+qdd4mbN4/qb72Fz70jc47HLVxE1Jtv4vvoo+iMDOLmzcsZwmkfULKhImfvvRdzSgoNli27IS8kCZF7ifTT8afznPNw9MhZYr+5b/NK/z+SdvgIoaNG4fvgg1Sb/HKltsVWIl6aRMrff1tWZSzF/GhtNJLw11+WIC8iAp9R91Pt9ddRhquH22b/bizqfcxeB2D16ZXsP7Yeo78XU7q+ya11by2yLWmHD2Pw9MSxYcNK+byYEhMtC2R5eRH0+29lWqQoees2zo8bR925c3Dr0qVYeXZe2Mn4NeOZ1n0aQxqWfK7e9WLXhV1M2TaFqNQoRrcczYSbJlyXvXgJGQkM+mMQDb0bMnfA3HL5zF6Lwd1MYJPWeoH1cQjQW2t9obByfRr56O27ttvkat2NzGg2MuvQLL4/9D2+zr5M7TqVHrWLv9qTrcX9+itRU9+i9jdfk7xlC/G/LsS1c2dqffKxTVY1zIqN5dy48WScOkWtTz6+ZudWxKXHMWLZCFzsXVg4aCFuDm5c/vlnot97n0abNxU4yb0iJK1fT/iTT+H9+XQmps8lPCmcb2775qp9Fosr05TJ85ueZ0v4FrydvLmt3m0MCBpAh2odyn24js7K4vwTE0nZsYO6P3yPW5cupO7fT9jDj+DWuTN1Zn6HMhhIWLaMC1PexM7djTpffYXLTTcVq/zsCfPZi10IIa595x4dizE6moYrlld2U8rMnJbGiW7d8Ro0iBpvv1WmsnRmJjGffsbluXNx79uXWh/NyJm/p7UmKTiY6OkfYk5KwrFRQ5waNcKpcWOcGjXGqXEj7AMDc37Ypp84QcKfS0lY9hemi5eI83FgZ4MsHHp14+EHPsDLzfL3XhuNmJKTSd25k6QNG0nesgVzQgIADnXr4tGnD+633orrze1KNbKiNCLfeIOEP/4kaOFCXFq1LDpDIUxJSZzo1Bn/p58q9mI+z254lv0x+1l7z9pyGdVyLUnOTOajvR/x+8nfcbV3pXed3gwIGkD3Wt2LtdXZtWDazmksOrGIRYMWldvCN5UR3J0F4gANzNRaf3/F+eXAB1rrrdbH64HJWuv8dyi3at+hvd63d1+Z2ycsjsUe4/Wtr3Mq/hQt/Frk6Qn1cfahb92+3Fr3Vpuu7nMlc0YGp/sPwKFmTerNn4dSivg//yTqzakYvL0JWrSwTEGNMSrK8kc7MpLaX36Je4/uNmy97WiteXrD02yP3M68O+blXMBIO3yY0HtGUuuzT/EcWDnDaLXWhN13P1kXL9JwdTCxWQmMXT2WCykXeLD5gwysP5DG3o2LfWXKaDLywuYX2HR+E690eoWRTUdW+BLqpqQkwkaNwhgdQ+0vvyTypZdQzs7UX7wozwqD6SEnCJ84EW0203D5siInz2utOffoo6QfOkzDdWux97l+hhwJcSOLnfsjMdOn02j9OhxqFbxC7/UgceVKIl54kbo//ojbLWUbYZHt8i/ziJ42Dec2ranz7beYEhKIfuddUrZvx7lFC1zatSPj1CkyTp3CFBubk8/O0xOnRo3Q6emkHzsG9va49+yJa8eOJO/aSdK2rRiMJjLtwc7eAXujCUzmnPwGHx/ce/fGvVcvTPHxJG3cQOqOnejMTDAYcKhZE8c6tXGoUxe37t3K5eJt8rZtnB87Dr/x4wl88QWblHlm8BDsa1Sn7vdFTwGJTI7k9iW382irR0u1Muz1an/MfpaeWsq6c+tIyEjA3cE9p8e/S40uOBhs/7vBnJGBcnQsU09byOUQRi4fyb1N7+W1zq/ZsHV5VUZwV1NrHamUCgTWAk9rrbfkOr8CeP+K4O5lrfVVkZtS6jHgMYC6deu2DwsLK3P7xH8yTZnMOjzr6vHxiWFEpkTiYOdAt5rduLPBnfQP6p9n3oQtXP7fL0RPm0bdH+fidsstOcfTjhwl9J578J84kYCnS7fCUGZ4OOceGY0pPp46M7/DtUOx/g9Uip+P/syMvTN4pdMrPND8v8VTtNFISKfOeN8zguqvld+XRGFSdu7k3OgxVH9zSs7+cZfSLvHGtjfYEbkDszbTwKsBA4IGMDBoIA28GxRYltFsZNLmSaw/t57XO7/Ofc3uq6incZXM8HBCR96L6fJllIsLQb/+inPTJlelS/3nH8JGPYDv2EepNmlSoWVmL3JRfeqb+NxXec9NCFEyGadPc+bOQVSfOhWf++6t7OaUyfknn7IM59+0Md9hlKWVuHYtkS9NwuDtbfnedHIi4Pnn8Lnvvjz1ZF2+TMbJU2ScOmkJ+E6eBGMWnnfegeedd+YZkWNOS+Pf1QvZt+onolNjyHTQeHoE0LBaczrcOoqAjt2ueg7mlBSSt28n/ehRjOfOkxkeTmZYGObERIJ+XVDsURbFYUpO4eyQISgnJ+r/+Qd2TrbpNbsw5U0Sg4NpsnMHyq7w31Wf7fuMuUfnEjwsuML3vL0WGM1Gdl/YTXBoMOvPrScpMwlPR0/61u3LsMbDij03zxgTQ9q+fWRdvIQpIQFTYiLmxASyLl4i62IMxpiLmBMScG7VilqffYZj7ZJf5EnISOCZDc9wNuEsy+5eVq7Tnip1tUyl1FQgWWv9Ua5jpRqWmd8m5qJ8aK0tq5WFBrM6dDXRqdF0rt6Zt7u9TU132+z9Zk5L41T//jgF1afuzz9ddaXk3KNjyQwNpeG6tUV++V3VfpOJ0PvuJ/PcOerOmoVL61Y2aXN5OHrpKA+uepCetXryWZ/Prnodwh5+BHNqKvV/W1wp7QsbPYbM06dpuG7tVX/YYtNic5Yw3xe9D42msU9jBtQbwMD6A/NsWpplzuLlLS+zNmztVUFsZUn9Zz8RL71ItZcn4zmw4L0ls4fk1F+yJN8AECxzNk8PGoxT40bU+/nnEn9mhRCVR2vN6b634dS8OXW+/qqym1NqpsRETnbrbpkj9+qrNi8/7cABwl94Adf2Haj28qQSz0cuTHRKNGvD1hIcGszBiwfxd/HnzS5v0rtO7yLzmpJTOHPHHdj7+xO0eJHNgtqot98hbsEC6s37pdSrY+YnfskfXHjtNRosX1bo1iUZpgxuW3wb7au157M+n9ms/uuV0WRkx4UdrA5dzYZzG0g2JnNf0/t4vv3zV61GqbUmZdt2Uv7+m5Tt2y0XGXKxc3fH4OmJIcAfh8BA7AMCsfP0IG7efJSdHTU/mlGsDeqTM5PZeH4jwaHBbI/cTpY5i7e7vs3dje+26XO/UkmCO7TWZboBboBHrvvbgYFXpLkTWAUo4BZgd3HKbt++vRYVz2Q26cUhi3WnXzrpzvM6699CftNms7nM5V6aM1cfa9pMp+zene/5+GXL9bGmzXTyjh0lLvvy/Pn6WNNmOv6vZWVtZrnKzMrUd/x+h+63uJ+OT4/PN030Z5/pYy1a6qyk5HzPm41GnbAqWKceOaLNGRk2bV/q/v36WNNm+tLsOUWmjU6J1r8c+0U/tPIh3erHVrrVj610x1865tza/6+9bvVjK/3TkZ9s2saKYLx8WYd0vkWfvX+UNptM+aY5/9xz+t9WrXX66TMV3DohhC1ETnlTH293s82/RytS3G+/6WNNm+nUgwcruyll8m/sv3rY0mG61Y+t9Ot/v64TMxKLzJOwYoU+1rSZjp03zyZtSNm9Wx9r2kxfmDbNJuXlln7mjD7WtJm+vGhRoel+OfaLbvVjK70zcqfN23C9SzWm6g93f6hb/9ha3/777Xpf1L6cc2azWV946y19rGkz/W/rNjp09Gh96YcfdOrhI9p4+bI2G40FlpsRGqpPDxmqjzVrrmO++irfv/kpmSl6xekV+un1T+ubf75Zt/qxlb5t8W16xu4Z+vDFw+XyfK8E7NXFjM3K3HOnlGoAZG9yYg/M11pPU0pNsAaP31m3QvgKGIhlK4Qxuoj5diA9d5UtIjmCKdumsDtqN91rdeeDHh+UusvZnJrKqdv64dysKXXnzMk/TXo6J3v0xL1P7xJtKJ518SKn77gT51YtqTtnTqWvxFaYJSeX8Ob2N/m679f0rN0z3zTZ4/3r/PBDvnMGE5YtI3KSZYU35eCAU7NmuNx0EwFPP4XBq2xDAs5PeIK0/ftptGF9iTZrjUqJYm3YWqJTovMcbxXQ6pragqMksq+01nj3HbxHjMhzLmnDBsInPknAc8/iP2FCJbVQCFEW2QtH2XKuWkU79+ijZIZH0HB18DX9t684jCYj3x78ljlH5uDv4s+TbZ/ktnq34eHokW96rTXnxjxK+rFjNFy1skwLsiUsW07UW29h8PamwV9Lbb7diNaak1264t73VmpOm5ZvmhNxJxi1YhQ3B97MzH4zr/v3s7zsjdrLG9veIDI5kkENBuHn7EvTX3fTcMVhztzRmhPD22N2sizU5mhw5N6m9xLoGlhomea0NKKmTiVh6V94Dhmc8xv06KWjzD4ymy3hW8gwZRDoEkj/oP4MCBpAm4A2Np+6VJgqt4m5qDxmbWbB8QV8vPdjGvs05of+PxRrwZW0o0dJ2bqNrJgYsmJiyAwNJePkySL3AbswdSoJfy6l8d9bMHjk/4V+pYhJL5MUHEz9pUtxalB+S+qXldFsZPAfg/F28mbBnQsK/OI2p6YS0qkzfmPHEvj8c1edj3zlVZI3baL6m1NIO3KE9CNHSd2zB79x4wh84flSty/9+HHO3nW3ZUWvJ58sdTlVhdaasIceIvPkKRoEr8LexwetNVkXLxJ6z0gMXl7U/21xqZYdF0JUPlNyCie6dMH34YeKnF97LUo/fpyzw4bj9/hjBD5bdRbeOHzxMFO2T+FU/KmcdQAG1B/ArXVuvWooXsbp05y56268Bg+m5nv5B02FMSUlEfX2OyQuW4ZLu3bUnPEhjrVr2+qp5HH+iYlkhoXRcOWKq86lGlO5f8X9JGQk8NuQ3/B38S+XNlQVqcZUPtn3CcvPLGfQ5jSGb85kXQcH/jfQCXL9tsowZVDHow5zB8wlwLXwIcVaa2I+nMHluXOpu+Iv5iQGM/vwbDwdPS1rDNQfSLvAdhUa0OUmwZ2wuS3hW3h247M0923OzH4zC7ySBpC4Zg2RL76ENhqx8/TEPjAAh8BA3Lr3wO/RMYXWk3boEKEj76X622/hM3JkoWkBUnbs4NyYR/Gf+AQBzzxT4udVkZaeWsob297gy1u/LHJOwdl770UZ7AmaPy/Pca01p3r3weXmdtT+9NOc4+fGjSfzzJlSzVfMFvHCCyRv3kKjDevL3ANYVWScPMmZu4fhUL06KEVWTAw6IwPs7CwT+du0qewmCiHKIOyR0Zji4mjw19KiE19DtNlM2P2jyDx/noarVla572ytNYcvHc5ZByAmNYYAlwCmdp161aiXmI8/JvaHWdSbP69E8+RS9+whcvIrGKOj8X9yIv6PPWbT/XavdGnm91z89FMa79h+1crKU7ZN4c9TfzKz30y61CzeXnjiv1Vvve66ixrvTbvq98/+mP08vvZxqrtVZ86AOUUGzVkXL3Kydx+2dfXm8+4JDGk4hMmdJpfrKvLFVZLgrnw3mBJVRs/aPfmk1ye8sOkFJqybwMzbZua7OXzcwkVEvfUWLm3aUPvrr0o8TMK5dWscGzUkYckfRQZ35sxMot56G4e6dfF77LES1VPRssxZ/HD4B5r5NqNX7V5Fpnfr2JHYn37GnJ6OnbNzzvHMs2fJio6+aiNUr8GDiJz8Cmn79+Pavn2J25dx9iyJq4LxGze2yv1IKAunxo2p9vLLJK1bh31goOUWEIDLTTdJYCdEFeDeswcxMz7CGBVluYhznYhf/BtpBw9Sc/oHVfI7WylFm4A2tAlow0sdXmJf9D7e3/0+T65/krsb3c2kjpNyLjKnPnAnGUt+5cBLE0h48UG69H0Yb2fvAstOO3KUS19+SfLmzTjUqUPQvF9wadu23J+TSztLHWkHD+LRu3fO8RVnVvDHqT8Y33q8BHYlkLhqFTHTp+MxcCA13n0n3wvb7QLb8e1t3/LEuicYt3ocswfMxs/FD6PZyM7InawNW0tUSlROejNmujbRtN17mS9e/pQ+jQteeO1aJsGdKLY+dfvwUa+PeHHzi0xcP5HvbvsuZ4iE1prYmTO5+NnnuPXsQe3PPivVmHWlFN53DyNmxgwyzpzBqUHBy+xfnj2bzNBQ6vzwQ54A6FoUHBpMWGIYn/W+enXM/Lh06ACzZpN24GCeuSAp27YD4Na1a5707n1vQzk7k7BsWamCu9gfZqEcHfF95JES563qfB9+CN+HH6rsZgghyoFbjx4w4yOS//4bn3vuqezmFEtWbCwxn3yCa6dOeA4ZUtnNKXd2yo6O1Tvy652/8t3B75h9ZDY7LuxgSMMh/B3+N/9e/pd2t5p58Q8zPi9+yx7/7zjXrQE17xpJ10a34mp2QGdkkHXxIrFz5pK8fj12Xl4EPP88vg8+UKL55WXh0ro1GAykHTiQE9yFJoTy9o63aRfYjolti7fBubAMqY567z2cW7em1ofTC+1xbV+tPV/3/ZqJ6yYybs042gS0Yf259SRkJODh4EF97/oo/vtdlja4J24fbqLR4VRoXBHPxvau22GZmaGh2Lm7Y+8v45Ir2urQ1UzeMpm2gW35pu83uDq4Ej39Qy7PnYvnkMHUnDYN5VD6zSazu8X9Hh1D4Isv5pvGlJTEqT634tblFmp/+WWp66oIJrOJu/+6G3s7e34b/FuxxmubkpI40akz/k8+ScBT/81/Oz/xSTJOnqTR2jVX5Yl44UVStm2j8d9bSjQPzBgRwakBA/G57z6qv/F6sfMJIcT1TmvNqT63WkabfPF5ZTenWCInv0LCypU0+PMPnBo2rOzmVLhDFw/x+tbXCU0MpY1/GwYEDaB/UH/8Ta6E/D6X+D/+wPdEdL557Tw88B0zGt+HHir2vH5bOjviHpSDA/Xmz2Pl2ZW8t+s9lFIsHrT4htzTrrRiPv6E2B9+IGjhr8Xe53DnhZ08tf4p7O3s6VOnDwOCBtC1ZlccDXl/L2mtOTNoMHZubtRftLA8ml8qVX5YZtbly5wdeS8urVtTd/asym7ODWdA0ADM2swrf7/C0xueZnrWUC7PnWvZZ+eNN8q835d9QADuPXuS8OdSAp59Nt8rMvGLFmFOTsbv8Wt/pcK1YWs5m3CWj3p9VOyJuAYPD5yaNyN1z56cYzori9Rdu/C8885883gOHkTiypUkb92Gx619it2+2NlzQCn8xj5a7DxCCFEVKKVw/3/2zjo8iquLw+/sJht39wSCJ7i7aykFSqGlRt2pt9S9pfSrC6UOtFhLcXd3DyTE3d3X5vvjxjbZKIGkbd7nyRPYnZm9u5mdueee3/mdYUPJ27oNWaO5poXJG0Hh8RPkrl+P08MP/ycDO4DuLt1ZO20t+ep8HM0dDZ7rNm8+zJtPSUw04ZtXciUrlEv5YWTo89GbmRDXwZwii9WwZTUAHRw6MNF/ImN8x9Qp5WwubMaMJv2LL3l97aOsLzhMD5cevDfkvbbArhGoY2PJ+vVX7KZNa1QD+4EeA9k2cxvWptaYm9Su9pIkCYfZs0n94AOKQ0Kw6NatOYZ9Q/lHBnfpX36JPi+PwqNH0aSlYepat8VpG83PpIBJ6GQdi7YsIP7nE9gFB+G2YEGzNXK2m34LBXv3UrB/PzZjxhg8p1eryfptKZaDBmIR1Lq/dHpZz/cXvqe9XXvG+Y1r1L5W/fqRvXIVslqNpFJRfPEi+sJCrAYb1+RbDx2K0t6evE0bGxzcadPTyfnzT+ym3YypR9vNpY022vjvYTVsmKhhO3cOy379Wno4tSKr1aS88w6m3t44P/JwSw+nRTFVmNYI7Kpi7h9A8OMLCAZulfWcTTvLvvh9eGoKK7bRyTpOppzkraNv8d6x9xjgOYCJ/hMZ7Tv6uhlohPZ2wQlgz2GeefQZ7ul6D0pF8zRg/6+Q+vEiJFNTXJ57ttH7NtSF1O6WaaR99hk5K1di8e67jX6dluYfF9yVhIaSs3oN1iNHUrBvH3lbtuB0770tPaz/JFP8J+N+6HvQRLDkFgveVugxa6Zj24wcicrPj9T3P8BywECU1pWa+LyNm9CmpeHxwQfN9GrXj91xu4nIiWDhsIWNts+16NuXrN+WUnzpEpa9e1N49ChIEpYDjPdjkkxNsZ08iZy1f6MrKDT4zGoj89dfkbVanB98sFFja6ONNtr4t2A1aBCYmJC3fUerDu7ytm9HHRmJ97ffoLCwaOnh/GNQSAr6uPWhj1vNenRZlrmSdYVtMdvYEbOD1w+/zttH3xbtF/wnMMpnlFHzuKawM3YnL4S9xyIfC+YmeNIlqE0t01gKDh+mYPduXJ599romdpS2tthOmUzuxk24vvACStuWd8tsDC3TrKGJyLJM6vsfoLS1xXPhR5gHBZG3YWNLD+s/S/ayZVidiyD74els1p5l3rZ5ROVGNcuxJZUKjw8/RJOcTNqiRRWPy3o9mT//jFmXLlgNGVzHEVoevaxn8fnF+Nv6M8G/8Y5Lln2FtLrohJBmFh05innXrjUslKtie9NU5JIS8nftrPf4upwcclasxHbSJFR+fo0eXxtttNHGvwGljQ22kyaRvXw56V9+SWv1IshesRJTP1+sqzgttnFtSJJEV6euPNvnWbbO2Mofk//gjs53EJoVyiuHXmHEqhHM3zOfrdFbKdIUNfl1dsft5sX9LxLsHEzQnEcgLJLS6OhmfCf/fmSNhtQPP8TUxwfHe+6+7q/nMOd25JISctf9s9qkwD8suMvfvoOikydxeXo+Sjs77G6eSsnly5RGRrb00P5zlIRdJe1/n2I9ejSjHn+fT0d+Slx+HLdtvI3fQn5Dp9dd82tY9u6F47x55KxaRcHhwwAU7NuHOjISp/vvb5DrZEuyL34fV7Ov8lD3h5okuzBxcMCsQyBFp06hLyyk6Pz5WiWZ5Vj06omptzd5GzfVe/ysZcvRFxXh9HDrbiPRRhtttHG98fzgfexmziDj2+9IXvAKskbT0kMyoCTsKsVnzuAwe06zlT+0YYgkSQS7BPNCvxfYcesOlk1axqxOs7iYcZEXD7zIiFUjeG7fc+yI2UGxtthg32JtMTtidvDWkbdYdnmZgb3+vvh9PL//ebo6deW7sd/hfNMtIEnkbd5yY9/gP5zsFStRR0Ti9tKLKMyaSydWOxZB3TAPDiZ71apWu+BTG/8Yt0x9SQlRk6egsLEhYO1fSEqlcFUcMRKnhx7E9emnW3aw/xJkWSZ/504K9u/Hsk9frEeOwMSxUteuzc6mYP9+Mr9fgi4/n3Yb1lc8n1GcwdtH32Zf/D56u/bmjUFv0N7+2gq+9SUlRM+Yib64mHYbNxD/0MNoU1Jov2N7DaOV9KJ0tHptqyhMlmWZ2ZtmU6ApYMMtGzBRNE0BnfLOO+SuW4/nJ5+Q8Nhj+P78U402CNVJ+/xzMpf8QIf9+zBxcTG6ja6gkIgxY7Ds2xefb75u0tjaaKONNv5NyLJMxrffkvHV11gNHozXl1+gtG4eSd61kvz22+T+tZbA/fvqVG+00fzo9DrOpp1lW8w2dsbuJKskCwsTC0b6jKS/e39OpJxgX/w+irXFWJpYUqQVGb7err3p49aHX0N+pZNDJ5aMX1LRmy/27nvQpqfTbsvmVr9Q3RrQpKURNXkKFt274/PTjzfsM8teuYqUt94iYMN6zDt2vCGvWRv/SrfMzJ9/RpOUhO9vvyEpRRbExMUFq8GDydu4CZennmpbzbpGSsLCSP3gQ4qOHxc90/5aC5KERa9eWPbpTdHZsxSfOQt6PSaurngt+tgg8HO2cObLUV+yIXIDC08s5Jb1t9DFsQvj/ccz0X8i3jbejR6Twtwczw8/IOb2O4h/6GGKz5zB7dVXKwK7zOJMdsXuYlvMNk6nnkYhKbgv6D4e7fEopsqWcz07mCh677wz+J0mB3YgpJnZf6wg86efkFQqLHr3rncfu6lTyVz8PdkrVuLy1JNGt8n67Vf0ubn/+aL81sLuK6nklWiY3qvx35E22mijeZAkCZfHH8fUw5PkN94g7r778Vu29IZkCepCV1BI3voN2E6a1BbYtQBKhZK+7n3p696Xl/u/zKnUU2yP2c6u2F1sjd6KvZk9U9pNYYL/BPq69SU+P57tMdvZHrOdHy7+QBfHLiwet7gisAOwnTKFlDffpPTKFcy7dm3Bd/fPIG3hx8ilpbi9/toNDYatR42Ct96iYN/+Fg/uGsM/InOny80lfOQorIcNq9GHJnfDBpJefAm/35c3qXlzGyIbl/7FF+SsXoPSxgbn+U/hMGsWpeHh5O/ZS/6e3ZRevoJZ587YjB6F9ajRmHfrWmcwnVGcwZaoLWyP2c6FjAsAeFl7oZQq5YlWplYM9x7ORP+JBDoEVjwekR3BtphtHEg4QGGZs9XkbZmMPpBLoaWC91/0Ra1SICOTWJCIXtbTzq4dE/0nklCQwIbIDXRy6MT7Q9+nk2On6/Sp1Y4sy8zdMpeskiw2Tt+IqaLpQaYmLY2I4SMAsBw0EL9ffmnQfgnPPEP+1m14frwQu2pNbnPWrSP55QXYTJyI9+efNXlsbTQfd/xwjJTcEvY8P7Klh9JGG20AeTt3kvjkU9jPuhWPFnbLy165kpS33sZ/5QosevZs0bG0UYlGryE6N5oAu4Ba7/NxeXE4WzhjaWpp8Lg2O5vwYcNxvOdu3F544UYM9x9LweHDxN//gOj7++QTN/z1o2feimRmhv8fv9/w167Kvy5zl7thI3JxsdEsg82YMUgWFuRu3NgW3DWB4gsXSJj/NNq0NBzmzsXl8cdQ2tsDYN61K+Zdu+LyxOPoS0sbtXrpbOHM3d3u5u5ud5NYkMiOmB2EZoUabJNWlMYPF3/g+wvfE2gfSD/3fpxMOUlETgQKSUFv194E2AUAkDhbR3zWSeJ6edDRs9L8Y3LAZCb4TyDQPrBiNWec3zjeOvIWczbP4ZHuj3B/8P3XlD1rLEeSjnAx4yJvDnrzmgI7AFNXV1R+fqhjY+uVY1bF86OPiM/OIWnBKyhsbbEpK8DP276D5FdexXLgQDwXfnRNY2uj+cgsUJOaV9LSw2ijjTbKsB03jpKHHiJzyRIsevbEfubMFhmHLMtkr1iJWZcumDeip1cb1x9ThSkdHerO5vja+hp93MTBAeshQ8jbshXX555rU57Vgr60lNR33sXUzxenh1rG1dt65EgyvvsObXb2PyZz3uqDO1mWyVm9GvPgYKOpa4WVFTZjxpC3dRvur7yCpFIZOUob1ZFlmZxVq0h5/wNMXV3xX7Wqzp5x1yJL8bL2Yl7QPKPPZRRnsDN2J9tjtrM6bDU9XXvy6oBXGes3tmY/kjFGD1GDkT4jWTdtHR8c/4Cvz33N3vi9vD/0/Wuu/6uNUl0pellf8f/F5xfjbuXOtPbTmuX4lv37ieBuUMODO4WZGd5ff03cvfeSOP9pfH/6EX1hIYnPP49Fjx74fPN1i0uN2qgks1BNoVpHQakWa7PrdFk+9BlcWANKE1CYgMIUPHvCpIXX5/XaaOMfjsv8pyi+eIGUt9/BrHPnFmlmXHz2HKVhYbi//XZbbda/DNubplDwwn6Kz55tS07UQuYPP6KOjcXnxx9bbM5iPXIkGd98Q+GBA9hNa5553fWm1Qd3xefOURoejvu779S6jd3NU8nbtImCgwdrNLxuoyb64mJS3nqb3PXrsRo2DK9FH1dk6240zhbO3N75dm7vfDt6Wd/oXnC1YW9uz8cjPmaM3xjeO/Yet228jSd7PcldXe9qtoahOSU5fHDiA7ZGb63x3GsDXmu2mj/722aDQol5l86N2k9pbYXPku+JnXsn8Y88iqzRYN6hAz5LvkdhVX8PvDZuDHq9THaRGoCU3BICXa+DgUNRFuxbCA5+YOMDOg3kxsPxxTByAVjYN/9rttHGPxxJqcTrf/8jesZMEp+aT8Bff97we2X2yhUorKywu2nKDX3dNq4/NqNHI5mbk7d5c1twZwR1TAyZS5ZgO3kS1kOHtNg4zLt1xcTFhfy9+9qCu+YiZ/UaFJaW2E2eXOs2VoMHo3R0JHfjpv9UcKfNziZ72XJy169H1utRmJkhmZujMDPDxN0dlY83pj6+qHy80WZmUXLpEsUhlyi5fEXIXB9/HOfHH2s1coDmCuyqMsF/An3c+vDu0Xf53+n/sS1mm0EGT0Kit1tvxviOwc7MrsHH3R+/n7eOvkVOaQ53drkTF8tKV0pLE0tmdJzRbO/BIjgIi+CgJu1r4uiI788/ETN3LkorK3x++hGljU39O7Zxw8gt1qDTi9rntLzrFNydXQbaYpj5E7iXnUvhu+D3mZAaAv4td+Nso43WjImjI95ffE7MnXeR9NLLeC/+7oZl0LTZ2eRv3Yb9rFltC3L/QhRWVliPGkne1m24LViAZNpyJnCtDVmWSXnvfSSVCteXXm7RsUgKBdYjR5C3dRuyWv2PUAi27uBOpyNv61bspk2r88ImmZhgO3kyOatXo8vP/9dPXjUpKWT98gvZq9cgFxdjNXwYJo5OyOpS9CWl6IuLKA0LI3/PHqjSq0cyM8O8SxfsZ8zAZvw4rPr3b8F3ceNwtnDm81GfsylqEz9e/JHTqacrnivWFrM+cj3vHn2XQZ6DmOA/AX87/1qPJcsyf4X/xbqIdXR06Mh3Y7+js2PjMmo3GlMPD9pv2gQmJiha+0VJr4Nmyqz+U8gsLK34d2r+dai702nhxA/gP6wysANwDxa/Uy60BXdttFEHFj164Pb8c6R++BH5u3ZhO27cDXndjK++QtZqcbh9zg15vTZuPHZTp5K/dRsFhw9X1Ma3AQV791F46BBuC17G1M21pYeD9ahR5Kz5k6IzZ7AaOLClh1MvrTq40+bmIqvMsL9tVr3b2t08lezly8nfsaPFCp9vBLmbNpO0YAHo9djdNAWnBx7ArEMHo9vKOh3a1FTU8Qko7WwxCwys0Rvuv4IkSUxtP5Wp7acaPC7LMpezLrM9WtgWv3b4tXqPpZSUPBj8YIu3W2gMCkvL+jdqabJj4NtBMHsZBI5t6dHcMDIL1BX/Ts0rrWPLeojYBZ69wdLR8PGwLUKCObGagY6NG1i5QsrFpr9mG238R3CYO5fsNWtI++QTbEaMuO6r9wUHD5H9xwoc77231nt8G/98rIcORWlvT96GjW3BXRl6tZrUjz5C1b49Dnfc0dLDAcBq4EAklYqCvXvbgrtrRZeVhfnYcQ0qYjYPDsbUz5fcjZv+tcFd0ZkzJC9YgEWP7nh+tBCVt1ed20tKJaaenph6et6gEf7zkCSJbk7d6ObUjWf6PMPlrMtkl2TXuY+3tXed2b02mkjI36ApgrPL/1vBXWFlcJeS28TM3eEvYOcb4N0f7t0MJlUmnse/Bztf6DSp5n7uwSJz10YbbdSJZGKC2wsvEP/wI2SvXIXj3Xddt9fS5eaS/OqrqNq3x+WZp6/b67TR8kgqFbaTJ5Hz11p0BQUora+DLP8fRvbSpWji4vD54YdWI1VVWFpiOXAA+Xv34fryy63e3Kh1FFvVglxS2qCsHYhJut3Umyk6fhxNSsp1HtmNR52QQMITT2Lq6YnP11/XG9i10XjKA72hXkPr/GkL7K4TVzaK31e3g7qwZcdyAykP7mzNTUhriizz7HIR2Hn1gYQTsK1KfULKRYg9BP0fNC539egOaaGgVdd8ro022jDAavhwLAcNJOObb9Dl5l6310l59z20WVl4LlzY5mr8H8B26lTk0lLyd+5q6aG0ONr0dDK+/Q7rUaOwHja0pYdjgM2oUWji4lBHx7T0UOqlVQd3KBTYTm64Q5Td1JtAlsnbvPk6DurGo8vPJ/6RR5B1OrwXf9dizpZttFEnBelQ0sQJT24iJJ6G9mNE9u7qtuYdWysms0BIMTu72zZelhm6BTY8Be1Hw7xtMPgpOPWTCPhAZO1MLaF3LVkG92DQayAj7BreQRtt/DeQJAm3l15Cl5dHxuLvDZ6T9XpKIyORtdpreo28rVvJ27QJ50cfqbM9URv/Hix69sTUx4fcDetbeigtTtqnn6HXaHB76cWWHkoNrEeMAKBg794WHkn9tOrgTmlvh9K64Q5RKj8/zHt0J3fjpus4qhuLrNWS+OxzqGNi8f7ic8wCAlp6SG20YZw/ZsGyGaDX179tdULLFmQmfADWbkKi+R8hq1CNvaUpXg4WjWtkHnsE/pwnetXdtkxIMce8CQEjYNOzogbv4hroPhssamm86t5d/G6ru2ujjQZh3rkzdtOnk718Oer4eGRZJn/XLqKnzyBqyk3E3H4HpZGRjT6urFZTfPESKW+9jXlwMM4PPXQdRt9Ga0Qoz6ZSdOw4mtTUlh5Oi1F88SK5f/+N0z13o/L3b+nh1MDU0xOzzp0p2LevpYdSL6265k7ZhE7wdlNvJvW99ygJu4p5p47XYVQ3BlmnI3/XbrJ+/pni8+dxf/edf0QRZxv/UfQ6SL0MulIRUPSY3bj9r2wA507g2hm6ToMzS6E0H8z+3c63IAxVHK1UuNqakZZXiizL9ev585Lhjzlg5wN3rAGzsjoNpQnc+jMsGQm/zwJZDwMerv04ju1EZi/5AvRsHYXrbbTR2nGZ/xR5W7eSvOAVdEWFlF6+gsrPD+cnniB7+XKip8/A5emncbznbiSlEk1qGvnbt5O/Ywe63FwUdrYo7exR2tqiLy6mNDwcdWwsaLVI5uZ4Lvyo1dQatXFjsLt5Khnffkveps043X9fSw/nhqNXq0l59z2Uzs44PfJISw+nVqxHjiDzhx/R5eaitGt4+6wbTavO3CksLBq9j+3kSaBUkrdp43UY0fVFVqtRJySS+cuvRI6fQOL8+WgzM/F4710cZjWs9rCNNlqE3AQR2ClMYNdbjauZK8wUWaguZU6m3WaAtgTC/hvSzMzCUpytzHC3NUet05NdpKl/p8vroTQXZi8HKyfD56yc4baloDAVWTzXLrUfR6EEt24Nz9xlRopAvo02/sOYurnhNG8eRadOoc8vwOPDD2m3eRMuTzxOu40bsBo2jLSPPyZ27p3E3nkXESNHkvrBB+jy8zH180WSFGgSEig8doySy5dR+fvjdP/9eC5aRPvNmzBr166l32IbNxiVv3+Z8uyfN3e9VmSdjqQXX6LkwgXcX32lVZvKWA0eDDodxefPt/RQ6qRVZ+6agomjI9ZDh5K7aTMuzzzTahp0V0ebnU3hgQPk79uHOioabVoauuxKl0bLvn1xW/Ay1qNGISn/W32/2vgHkhkhfo9cAHvehSNfwcgGNh69uhVkXWVw5zMAbDwhZC10//cvamQWqGnvYo2brTkAqXklOFrVY7MeuglcOotMpzG8esMjh0SgVx/uwXDxL5BlqCtjWN70fPiLMPrV+o/bRhv/YpwfexTL/v2w7NPHIMtm4uKC99dfkbdhA6kLP0bp6IDzE49jO2lSW9DWRp38W5RnjUGWZVLefof8bdtwffFFbCcZcXVuRZh37QaSRPGlS1gPH97Sw6mVf11wB8J5qOD55yk6dapFGnXLOh2a+HhKwsPRxMYiaytXumW1mqITJyg6cwb0ekxcXDAPCsKiV09MXF0xdXXFvFs3zLvUsdreRhutjcyyGpNed4ks0OEvoPfdYNuANhxXNgqrfo8e4v8KBXS7BU7+KAxazFuv9KE5yCpU0z9AhZutcMVLzSuhi4dt7TsUZYlM55D5dR/YpYGTA/dgOPUz5MSBg5/xbfKS4e+yGqAzS2HES0IC2kYb/1EkE5NaSyUkScJu2jRsb7651Vumt9F6sJ08idSPPiJv4wbMOz3f0sO5IaR//gU5q1fj9NBDON03r6WHUy9KaytU7dpRcimkpYdSJ9d8d5YkyQdYCrgDemCJLMtfVNtmJLAeiC57aK0sy+9c62vXhs2Y0SgsLcnbuPGGBXe63Fxy1qwhb8tW4ZhVWrvrnVnnzjg/8jDWo0Zj3q1rq80uttE6iM0sZNulFB4a3q71ThQyw0FlA9auMO5t0Th79zswfbF4Pj0MDn4KGVdFTZhjmTFQaT5E7oV+9xtmjbrNgGPfCjfInrff+Pdzg9DpZbKK1DhZqXC1EZm7tPocM8N3ikxn54Y7CddJVVMVY8GdXgd/PQCaYhj7lpDdRuw03jevjTbaqKDVXq/baJVUKM82bhLKs3+5aivzl1/J/P577G+77R/Vz9EiqBuFR4629DDqpDmWXrXAc7Isn5EkyQY4LUnSTlmWL1fb7qAsyzc1w+vVi8LCAptx48jbvAXHe+7BLDDwur1WaXQ02cuWkfP3OuTiYix698bhjjswCwzErEMgqnbtUKiqSKwkqa1Quo1Gse5sEp/tusotvbwqpHutjswIcGovAjQHfxj4GBz+XNR8Xd0KlzeAqQUoTeHniXDX3+DWVQQqulLoXO3S4N1XZPNC1v6rg7ucIjWyDE7WZriWZe5S6nPMDNsM1u7g2bt5BuHaFSSFCO66GLlE7/9Y9Mq7ZTEE3wrHvhPZO2PB3elfQacRffXaaKONNtpoFLZTplCwbx/FFy5g2atXSw/nulF06hRpCxdiM2EC7m++8Y9aCDHvFkTu+g1oUtMwdXNt6eEY5ZpTRrIsJ8uyfKbs3/nAFaDFO2w7P/kEkpUlcfc/gCYxsdmPL8syaZ98QtSkyeSs+RPbiRMJ+Hst/n/8jttLL2I/cwYW3bujtLZGUqkqf9oCuzYaSXaRaDAdm1nUwiOpg8wIcKqyiDLsObBygXWPiMzcsOfg6Utw33YRAP4yCRJOCUmmpTP4VpM3SZKQZkbugeJs/q2UNzB3tFJhZqLE0UpVdzsEbSlE7BaBVXNl/FWW4NQBUi7UfC5qP+xfCD3uEEG20lS4al7dLqSaVUm7IlowbHsZsmObNhZtKfx6E8Qcbtr+bbTRRhv/YKyHDwOlkoK9+1p6KNcNWaMh5e13MPH0wPOjD/9xGUrzoCAASkIutfBIaqdZ9YCSJPkDvYDjRp4eJEnSeUmStkqS1KDOnGptE/pllaHy9sb3xx/RFxURd/8DaDMzm3ys6sg6HSlvvEnmjz9hd+tMAvfsxvPDD9rq5Nq4LmQVlgd3jXCgbGayC9XM+PYwlxKNNCnXlEBOvGFwZ24Lt/4C49+Hpy/CmNeFq6NrF7hvG1jYw283i2blnacI18bqdJsOem1lD7x/IZkF4m/rbCFDURauNmZ1NzKPPgDqguaTZJbjHlzTMbMwA9Y+CM4dYPKiysd73SVkoed+r3xMlmHri6Ilg6SAQ581bRwZ4RBzEMK3N23/Ntpoo41/MEo7Oyz79PlHNMpuKlm//05peDjur7zSJFf8lsa8S2dQKCi59B8I7iRJsgb+Ap6WZTmv2tNnAD9ZlnsAXwHr6jjOQ5IknZIk6VRq5rWt2Jt36oTP4u/QpKQQ/+BD6AoKrul4IFYckl56mZw1a3B66CE83n0XExeXaz5uayK3WMP6c4nIstyo/bQ6PXGZRRy4ms6yY7Gcj8+5PgP8j1GeuYvLarnM3dZLKZyJy2F7SErNJ7OjAVkEAVUJGAaDnxCBXFUc/EUGz8EfNEWVLpnV8ewlXDMj91z7G2ilZBaKQK77gUfh4wCW59/PfYmvw8H/QdLZmjuEbgKVNQQ0s0uXezDkxguzFhDB2sb5Imt66y+VffRAyG/9h8HZZZUN669sEIHn6Neh151wdrloj9FYMsPLfje+CXQbbbTRxr8B61GjRO/DhOZXnbU0mtQ0Mr76Gqvhw7AeM6alh9MkFBYWmAUGUvxvD+4kSTJFBHa/y7K8tvrzsiznybJcUPbvLYCpJElGPbplWV4iy3JfWZb7mltee68Lyz598P7ic0quXiX+oYfJ27GjRhZPnZBA9qrVJL74ImmffU7hiRPIanWNY+lLS0l4+hnyNoliV9dnn/lH6YQbyl+nE5i/8hwhSdVjdOOUaHTc8/MJOr++jeGL9nL3zyd4fd0l3ljfek/8fxLlmbuYZpRlZhSUEpXe8MWOLReFBO+csYA9o2xC7tS+4QOwcYd5m2HWrxA41vg2kgT+QyHmkAg2/oVkFaoZpAjBKmE/BM0kwToYb3WUMKP5YYyQYJaj10PYVggcAyZmzTsQ92DxO7XsO3thlQgkR78G7kE1t+99D2THiCybugi2vwpuQdBnHgx9BpCFY2pjKW+pUf67jTbaaOM/hs2okQD/yuxd2qJFyBoN7q+99o+eP5sHB1FyKaTRSZAbRXO4ZUrAT8AVWZY/rWUbdyBVlmVZkqT+iKCyXp2kRtd0WWZVrEeMwPOjj0h+/XUSnxL24aqAAMw6d6Lk8mU0sXEAKJ2c0OXkkPn990iWllj264vS1g5tWpr4SU1FX1SE22uv4Xjn3GYZW2skpkz+dyA8nSCvum3oZVnm1b8vsf9qOvcPDaCTuw1+jpasOhnPziupyLL8j/4Ctwayy4K7uGaSZcqyzENLT5GaV8rhl0fXu31WoZrLUbFsMvuAd+MfQq/vj0JR5W9aPhF3bERwB2DhIKSXdeE/BC6uFq9RPTP4LyAjv5RnTdYg23giTfuWPXtj+XpvBFcX9MVk+XRYcy/cv1P0s0s6AwWp0KmZJZlQGdylXATHdrDlRfAdBIOeML59l6lgbg9nfhNtGXLjhTOq0gTsfaHH7XD6N1FraePe8HFklJ1LWVHCpdOYXLeNNtpo41+Myt8fVUAABXv34njXnS09nGaj8Nhx8jZtwvmxx1D5+ta/Q9wxUFlV3p9aERZBQeT+tRZtUhKmXi1uM1KD5sjcDQHuAkZLknSu7GeyJEmPSJL0SNk2twKXJEk6D3wJzJEbEO5qdA2PiM/EZbM3LK3W5+1umkLH48fw++MPXJ9/DpWfH8XnzmMW0A63V16h3ZbNdDh0kI7HjuL9zdfY33ILmrh4is+cQVarMevYEbuZM/Fe/F2rDuxkWea3IzEk5RQ3+RjlGaKDVzPq3Xb58Tj+OpPA/DEdeP2mrtzW14cB7Zzo5mVHfomW7CJNk8fRhiCr3FClmWSZe8PSOBOXQ2JOMcm59Z8n20NSGMp5gqRoxmgPEZVRLcjMjARrN1Fn19z4DxO/Yw42y+GSc4sZsWiv8drBhqLTQnFOs4zHMeUg/RRXkYY/B6bmuNqao5chEzu4YxWYmMMft4n6t9DNICmh4/hmeW0DrF2FA2fyeVj/uKh1vOXb2oMrU3PoMUcY4hz+HIJmiixrOcOeFcc4/GXjxlG+UKBTi4CxCSTnFvPl7nAKS7VN2r+NfwDFOTUNfdpo41+E9ahRFJ482SzlRK0BWaMh5d13MfX2xumhBropr3tMqEJaIeWmKsWttN/dNWfuZFk+BNSZmpFl+Wvg68YeW92IzN2ibWEk5xYz6oXabUkVKhWWvXth2bsXTg88YHQbpY0NNmPGYPMP1QLHZRXx5oYQYjILeXNqg3xrah6jLEN0KjaLIrUWS5Xx0+R0bDbvbAxhVCcX5o8xzKr4O1kCIgvoaKUytnsbDaBYraNEo8fB0pTsIg25xRrsLJruuKrXy3yy/SqWKiVFah3n43PwsKu7oHnLxWRmW4aBFgYqLnMuPodA1yqS6epOmc2JYzuw8RDuiX3vu+bDbbmYQmxmEXtD0+rNStfK/oVw8gd4JkSsKjYVWWZk4hJSJFfce90NUNHqIjWvBDdvH7h9Jfw6GVbeIerh/IeIjOf1wKM7XPpLBGU3fSY++7rofTccXwymljDuXcPnHNtB99tEc/Shz4B1A+qSZVnU3Ll2hbTL4rxy8G/021hyIIpfDsewOzSNX+7t13b9+Tey/nHhzvrUmZYeSRttXBdsRo0k6+efKTx0GNuJE1p6ONdM9urVqCMj8f72WxTmDWjppCkR9fy61pkgMOvUCUxNKbl0CdsJ1RZcky+Ie9f1WPBuIK26e3ZjZJkR6QUk55a0Wv3rjeJCgshIHAyvP+tmDK1OT0J2Md297dDoZI5HZRndLi2/hMd+P42HnQWfz+5lKNMD/JzEpLclHR5BBDP/ZMqzdj197AGIu8a6u20hKVxOzuONm7piqpQ4W4/pTVahmiORmQxVitWpblIModFxhhuV97i7HkgS+A1ptrq7HWWGMJeSmpi50+uEWUhxtmgHcC1c3YZ/aRh/294BJiIAcSvvdZdb1g7Bu4+QO8YfF4HP9ZBkluMeLAK7wLGidq4+3LpRGHw3JWM/ADsjspRhz4kehke/atjrF2VCSS50LJvINMFURZZldl9JI8DZiivJecxafIREIyqG3GLNf/5e8Y9FXQgRuyArUrj0ttHGvxCLXr1Q2Nn9K+ru9MXFZCxejGXfvliPGtmwnTIjQNZDXgJoa3pgtDQKlQrzDh1qtkMoLYAfx4h+sC1Iqw7udHqZEo2u3u1yizWk55dSqtWTcwNlgEciM3h302UKWpH852KZ3CwiraBJ0szk3BK0eplb+3hjZqLgQHh6jW30epkn/jhLbrGG7+/qg51lzUySj6MFCgliMlrO4XHThST6vr+LK8kNM4ZpjZTX2/X0Edma2KymB8s6vcynO6/S3sWKWX196OphW6+j6c7LKXjIqdiXJkGXm1FKMrrYo5UbFGdDUYbok3a98B8KBSnX7KCYXajmZIxYrLiU2MRzIuYg5CcBkmiw3lT0etj7PomSOyEukysersjc5Vdph9BtOox9S2TsjDUZby46TgLvfnDzVyKorgNZlvnxYBQ9Tk/io9T+xjdy7iDGfvJn0b+uPsqNeXwHg5ltk0xVItMLiMsq4v6hASy9rz9peaXc+t0RwlPzCU3J44td4Uz58iA93t7B2E/3s/RoTKu6frfRAKL2gbZs8SPuaJ2bttHGPxXJxATrEcMp2L8fWVf/PLg1k/3HH+jSM3B5en7DPRjSQ8VvWd9kif71xjwoiOLqpirJ50VZQU5c7TveAFp1cAdVVrDrILKK619yA7ZvDlJyS3js9zP8dCia6d8cJqZ6HVILcSEhp0KGdKgJ2bvyRtkdXG0Y0M7JaAZwd2gaJ6KzeGtqN7p4GE87m5ko8bS3aNHM3e4raWQVqnngt1NkFjRgctkKKXfK7OEjJITX0sh8w/lEItIKeHZcJ5QKiR4+9lxMyEVXR3Zz88UUptqUTbqHPYtWUuGdc6py0aU84LpeskyorLuLPXRNh9kdmoZehindPUjMKa74bBvFhdUi8Oh9N1zdASV5HArPoOc7O/jhQFSdn6UBoRsh5SLfcSv21pYVDztbm6GQIK16I/Ohz8DzEWDn3fgxNxSffvDALrD1rHOz3CINDy07zXubr6CX5Zo1mFUJvg3U+RDbgKbk5cGcc6DIBJcHe41g1xVRdz26sysD2zmx8uGBaHQyE784yMTPD/L57quYmSh4cnQg1mYmvLE+hIEf7ObN9ZeMZvjaaIWEbgEzO/E9bMh51UYb1wmNTs/yY7HNZv5XHZtRo9Dl5FB87tx1Of6NQFdQQOYPP2I1dCiWffs2fMeMq5X/zo5u/oE1A+ZB3dDn5aGJqxLIJZVJxfNbtia41Qd3SQ0wfIhMqwzuUvKa7wYdkpRrNDjR62WeXX0OtVbPRzOCSS8o5eavD7GvDkOX5iI1r4TF+yONyg31epmQxDwmB7vjamNmNOtWH+WZIX9nS4Z3cDaaAfzxYBRe9hbc2qfuiaa/k1Wz2vc3llOxWXR2tyGjoJRHlp9Grb0+F+DrSXmPOx9HS5ytVU2WZWp0ej7bGU5XD1smBQn3wp4+9hSqdUSkGS/YzilScyQig5tswsHKFTx6kufck/7SZULKZY3lE/LrGdw5tReGLTFGgrvwnXD0G2FyUg87QlLwsDPn9n7CpSuksdJMdRFcXg9db4aec4XkMGwrvx2NIa9Yw/tbrnDr4iNEpOXXfoz8VNi3EDY9g+zUkT+KB+JkVdnWQKmQcLExI7V6cAfCibKFuZiQy01fH2RvaBqv39SV0Z3dSK1rQS1guDCFCdtW/8Ezw0FhCvZ+4nxqQqZ2z5U0unrY4mkv6ki7edqx9tHBzB3gy/vTgzi+YAxrHxvCc+M7sf6Joax7fAjju7qx4kQ8Ez87wLqz/76+Uv8q9Dq4ug06jAPfgRDblrlro+XYG5rGa+susT+s8XOthmA1dCiYmPyjpZlZv/2GLicHl/nzG7djeqhYwAHIap3BnUWFqUoVaWZieXBnpCfwDaTVB3fJOfVn4iKqZO6SGrB9Q9DrZe7+6QSTvzjI7iupBs8tORjFkchM3prajTn9fdn4xFA87S2Y9+tJvtt3fZvvLtwWykdbQzkTV7PBe0xmIfmlWrp72TOsgwuHIjIankkoIzazCJWJAjcbc4Z1ECYIVTOAFxNyOR6dxbwh/pgo6z59/JwsWyxzl5ZXQnxWMbf28WbRrB6cjMnmtXUX/3F1NuXZJUdLFb6Olk2WZf55OoG4rCKeG9+xoj6yR1kdX23SzB0hqWj1ejoWnRWTdElCFTiCblIsIZFlMonMCJAUTTK+aDC19bsrzoa/HoDtr8CvU+qsvylW6zgQns64rm4EeYkbxsXGOmaGbQF1AXSfLeSLtt6oL/zJvrA07hsSwBdzehKdUcjkLw/x7b4IwwWYpHPw14PwWTfY9wF49iJ78mL0KHCyNjT8cLM1JzWv9WWai9Rabv/hGDqdzOpHBnH/0ADc7cxIza/jmquyhIARYkJe33cvM1IYsSiUIrjLjQdNwxfrsgvVnIrNYmwXQ1MtXydL3pkWxNwBfrjaGhby9/Sx59PZPdn93Ag6udvw9KpzPLVCSM7baIUknBQy8E6TRKuOjDDhJNtGG9eBtPySOksXQlPEQl54LQuk14rSxgbLfn3J37vvuhz/eqPLySHrl1+xGTcWi2Aj/VLrIv0q+A0Wi4PZMddlfNeKWYcOSCoVJVUdM9sydw2jIVbtkWmFtHexQqmQGiTjbAhRGQVkFqpRKCQeXHqKnw5FI8syFxJy+GR7GJOD3ZnVV2SufBwtWfvYYCYHebBwWyjHo+pt4dck4rOKWH8uCYBDETVvaOWT1WBvO4Z3dCanSNNoy/fYzEJ8HS1RKCQ6ulnXyAD+eCgKazMTbuvnU++x/J2shMNjC7RDOBUrgt8+fg7c3MOTp0YHsvpUAj8fjrnhY7kWsgvVKCSwtTDF38mqyZm7347E0N3bjtGdKye+AU5W2Jqb1GqqsvliMsPsMjAtTod2IwCw7jQShSRTFFHWmiAzQmRaTK6zI6H/UHGxzIqqfOzQZ8KAY9SrkBoCi4fA5Q1Gdz8UkUGJRs/4ru7YW6rwcbQgpLF1dxdWg60X+A0FhQK63YIyag8Wunym9/ZiWk8vdj4zgtGdXPl4W1hla5aUi6LAOmwr9LsfnjgNd/5FmpWoU6yauQNwtTE3nrlrYaLSCyko1fL6TV3p7StqQN1tzckp0tRdG91pIuTEQnpY3S+QEV7Zy9ApEJAbtWK776qQ3Y7u4tbgfcrxcbRk5UMDeW5cRzZfTGbyFweNLqD929DpZdLqCs5bG2FbQGEiMnd+Q8RjbXV3N5yTMVktbpZWHyUaHatOxlGqbVq9mizLPLLsNHN/PF7rInloiriH1KZ+aQ5sRo1CHRlJxIQJhI8cxdWBgwjr05eoqVNJeOYZ0r/9lrwdO9BmtL5FjsyffkZfWIjzk082bkedVswtXDqLheNWGtxJpqaYdelMSXnmriiL4shE4g+7kh9Z2LBa8+tEqw7ulAqJpAbW3HVyt8HVxqzZau5Oxogb+4oHBzKuqxvvbrrMK39fYv7Kc7jamPHh9O4GhaGWKhM+mdUDe0tTfrlOAcSSA1EoJJERO2wsuEvIxcxEQQdXa4YEOgNwsJHSzNjMIvwcRQ2QJEkGGcCknGI2XUhmdj8fbM3rt+P3q9IO4UZzKiYbMxMF3TxFrdrTYzsysZs772++TFhKHbK56hz6DPZ/3CxOjU0hq0iNvaUKpULC18mS5LySBpkMVaVYreNqaj4jOroYnLOKsro7YyuTOUVqDkdkcJdbrHggYLj47dUXtaTCPvWY+P+Nai5e0e+uTJqZEw/HFoteayNehEcOiKzP6rs4/ck01HsWiibaYVshLZSdl1OwMTdhQDtHAII87RqXuStIFw59wbNEYAcQNBOlrOUeh0t0Las9dbEx47PZPZEkCEnKEzKyDU8JM5T552DSQlFTBmQVlGVlq1n1u9vVIstsYaLLausCXCrbP5RnwtLqyjR2KHO/vLq19m30OhG4l7uulst8G2GqsvtKGs7WZnRvYosLE6WCJ8d04K9HByNJ8PTKc/94t936WHIgihEf72vZTKWmGDY9Y7hwUxuhW8RCj7kdePYSq/qxR67/GNuoQK3VM++XkyxYe7Glh1InH2y5wkt/XWTtmaZJrTdeSOZMXA4FpdqKa191yjN3VdVjzY3t1KnYTp2KRVAwVkMGYzt5EnYzZ2Dq7UPJpRAyvvyKxKfmEz5sODGz55Dx/RJKw8OvSaVUqtWxYO1FAz+LxqJNTydr+XJsp0zBvGPHxu2cHQ16Dbh0AoeAVivLBLDoFkRJSAi6nBxS3lhAzE5nCuJNSD1th5yd0GLjatXBnalSQXI9Re6lWh1xWUW0d7HG3c682WruTsVk42SlopunLd/N7cMjI9qz4kQcMZmFfDq7p1GHSAuVkjn9fNlxOYX4Zmo4XU5afgmrTsUzo5c3U4I9OFt20anKhcRcunraYqJU4GxtRpCXLQcaYaoiyzJxWUX4OlUaPJRnAEOScvntSAyyLDNviH+DjufvLCaBLRHcnY7NooePPSoTcYorFBLvTQ9CBrZdaqAWOuUi8q63Ye/7sG1BwwK8uGOwdBr8fhusexx2vgHHvxf23U0gu1CDQ9m55udkiSxDQnbjzq0rKXnoZYz2devhbU9Yaj7FasOAceOFZLR6mQHSJZGZK5ddmpqTbtedIM1FMvJLhJTuetbbleMUKOr+yoO7ve+L36PKGpw6toP7drDJehaB+SdQHfgANj4FK+bAtwOIvHyG0Z1dMS2TEgd52RGXVURuoRo2Pwer7xa/930EJ36oWe8VshZknQgmy4hWdSRW78pt5icMgmYLlRJvBwsh1Tn+vZBpTPwIrJwNDplRJrl1ri7LtDEnu0jT5BXn60W5aZSfY2Vw517h7llHMGrnBe7d624dkRMrbublrqvlQV4DgzuNTs/+q+mM7uxSoy1LY+npY88LEzoRl1XEkcjmU2EUqbWNlslfT2RZZs2peIo1Ok5GG2950yS0aiGZbijhO0Q/xB2v171dRrhhOxATlZBHt5mq3FBOxWZRUKrlaFRmTeOnVsKuy6ksPRqLJNGkOtoSjY6PtlzBxUaoKozVZ5dodMRkFCJJwvfhepV8mDg44LXoY7z+9wme77+P+xtv4P7KK/h89y2BO3fQ6cxp/FetxPnJJ5B1OtI/+4yoqTeT+PQzTR7T3tA0VpyIu6Yyo9SPFyGr1bg88Xjjdy5Xebh0AscAkblrLSU1WVGw5l6hGkI4ZuqLiogYP4HszQdxCCzE8+nb0BSakL16dYsNs1UHdyqlot5MXGxmETq9TKCrNZ52Fs2WuTsVm0UfPwckSUKhkHh5Ume+ndubz2f3ZGA7p1r3u3uQH5IksfRoTLOMo5yfD8Wg1el5ZGR7hnZwRquXDeSfOr1MSGKuwar1sA4unInNbrDVd0aBmiK1riJzBzC0LAO45WIKf5yIY1KwB94OlrUdwgDfsuNci8NjUyhW6whJyqOvn2GzZ2drM3r62LMnNLWWPaux800KJCt2WU6G49/BjtfqvsCc+wN+myq04vnJELVX9DrZ+qLYtwlkFaorMju+juW9Axv3eZZLc4ONBHc9fezR6WWDvm96vcyvh6Pp6WWNbcqxyqxdGbL/MLpKsYRfPAGaouvX464qVevuki/A+ZUw8BGwr5QHZ5fC/KwZTLdZQaeSX1k+aDPctU68z9KTjOtaKdcrD3SjL5+Ekz9C/AnRwHvfh7Dlefh2IBz8X6VRy/mVog+ca5eKY/x9LolN+kF455ysUffTwdWGvKQI2POuyFwFzazxlrLKHFyrZ+7cGpINawGiMwrxtDPHQqWseKx8rPXK4TtOFL36imoJIqq7rprZgLV7g01VTkZnkV+iZUwTJJnGmNDNHXtLU1acbB476xKNjlGf7OPj7aHNcrzm4FJiXoXT6bHmKiWQZfh9JnzdDwoaaDAWurns9yZIPF37dmFlmd9OEysf8x0kZM8l/9x2N/809oelo5DEn3rThabXFV2vYCg1r4QX/jxPVw9bHh8ZyPHorEY74S45EEVSbgmfz+6JykRhtLwlIq0AvQwDAhwpKNWSlt8y12uFpSUWPXrg8thjBPy5hsD9+3B68AHyt28ne9nyJh1zY9nfdfOF5Ca1isndtJm8jRtxfuxRVP7+jR9AeRsE545iYVlTCIXXx7Sm0Rz+AkL+FuZqgGXvXqBUovL3x//BDriPd8N22kwsnEvJXP43+pKWWQBp1cGdqVKqt1dbuVNmReauGRqZp+WVEJtZRD9/R4PHJwd7MK2nkWa9VfC0t2BikDsrT8ZT2Ez9k3KLNCw/FsvkYA8CnK3o7euAuanCoO4uOqOAQrWOYG/7iseGlQWBxxq4+lyuofdzrlyZdyrLAP54MIr8Ei0PDmvX4HGbmyrxtDO/4Zm7c/E5aPUyff0NgzuKs1lgtpbEhDjS67sQR+6ByN18rp7GY3l3oev7IBz9WmTiqp9fep1YdV73qJhsPHYEHjkIz16G19Kg34NCIph+1fhr1UF2kRoHSzH5L5e5Nja4u5iQi6OVCg878xrPdS9rsVBVmnkgPJ3I9ELmdytCKs2DdiMN9nEJGoNCklFd+F08cCMyd1BWd5cEfz8CFvYw9FmDp3deTkWnl/liTi/GdvfjjX25HNQHkW7uzwjlJUZ0dKnYNshTyChLQsuySQ/ugZdi4PUMeOqcMGzY/Y6olQtZJ7Jv3WdX7C/LMuvOJhLvORFJ1lVc6Mvp4GLF/blfIUsKmPI/o33jMsvqKe0tDYM717JG5q1NmhmdWViRjS+nInNX31g7ThT9isJ3Gn++vO1BVYmvU2CDM3e7Q9NQmSgqFqOuFXNTJTN6ebMjJKVZ2qhsPJ9Eal4pq0/GtxrX3nXnEjFVSnTztOVYdDMFd+dXQvQBMRHb8FT9q+06jTDb6TIVLBxhz3u1bxu2RSyw2PtWPuY3WJxX8SeaZ/xt1MvesDQGtXeii4ctG84nNekYoSl59H53J1/sCm/WbLZeL/Pc6vMUa3R8eXuvCl+EDecaPs6U3BK+2xfJpCB3hgQ609ndRkjsq1HeP3dKd9E65nrW3TUGUzc3XJ59FuuRI0lbtIiSsHpqnatRpNay50oaPXzsKdbo2NTIv7EmOZmUt9/GokcPnB9+uFH7VpBxFWy9xSKfQ4B4rDVIM0vz4eKf4t8h6wBQ+fsTuGc3/itXYKEPBa/eSLaeuHTPR5udT/YfK1pkqK08uFOQV6KtM0gq1wS3c7HCw86cIrWOvJJrC6rKzThqBAcN5L4h/uSXaFl7pnn0tuWNdh8bKSbR5qZK+vk7GtTdldcPdfeuzM708XPAwlRZoyVCcm6x0ZX28qChauYORAZQq5fp6+dAzzKHxYbi52R1wzN3p8oaVffxNQzO2beQ/vE/slz1AYcv1nHB0+th5xsUWXqxTDcetVbmXNAC6PcAHPkS/pwn7OyPLYZzK2DlHeLxfg/AnX+J+qpyJAlGvgymlrDrzUa/l6qZOycrFVYqJXGNlPxeSsojyMvOaPNQVxtzvOwtDExVfjkcg4uNGcNMrogHyuvdyjDz708pKjqllq2438jgDiAtBIa/IAK8Kmy9lIy3gwVBXrZ8PLM7HVxteHLFWfaouzFAGYqNslLm6GRthqedOQ7JB8G1a2VvN6WpkIHcthRm/QZ5ibDmHuEIGnRrxf6nY7OJyyqib/9hYnUx5G+DsYzWHmC44jyZA14yyC5WJbNQBO7KajJCd7vygKn1Ze4CqgV3thYmmJko6g/uPHsJWe3VWloiZEaIOirLKqoIp/YNCu5kWWb3lVQGtXPCyqz52kXc3t8HjU7mr2a4ji87FoulSkl2kYY9ode/ZU596PQyG88nMbKTK+O7uhOSlHftdXdFWbDjVfAZABM+EDWWZ5bWvU/MISFv6nG76OUYuQdijMgsCzNE5rfTZMPHvfuBpIS4/0bdnVanZ9fl1OvWV60+knKKuZpawMiOrtzcw5Nz8TlNMlb5+VA0OcUaPtt1lXt/OdFsfWh/PBTFoYgM3pzajUBXa/ycrOjla8/6cw2XZn68PRSdXuaVyUKl0c3TjkuJuTWSBmEp+ZiZKCrceVtLcAfCL8Hjg/dR2tuT+Oxz6IsbnrncfSWNYo2OBZM6E+hqzepTDW8gLuv1JL28AFmnw3PRx0gmTbwep4eCS1mdXnlJSGswVbm4RjhmBwyH6P0VShRTNzekghQoSAHP3mDhiJW7jFVnNzJ/+AFdwY0vTWr1wR3U7ZgZkVaAl70FliqTiknRtTpmnozJwty00oyjsfT2daC7tx2/HIlpdEH+gavpLNoeyobzSYSn5pNXouHnw9GM7uxKV8/KhuFDA525mlpQMam6kJCLhamS9i7WFduYmSgZ2M6xohG5LMssPRrDyEX7eGDpyRqvHZtVhEKihuyy/OL18IjGy+/8nW98O4RTsdl0dLM2rIvMTYBTPyH7DsJfkUqfffNql4hdXAMpF9ngdD9KU/OyY+bApEUw6AmRfdj3AWx7CdY9Iv4/+RORoVEaMZqxcoahT4uVZ2MTl5x4MalJOC2ye3nJoNMgy7LI3JUFd5Ik4etk1ajPs0SjIzw1vyJTZYyeVUxVItIK2H81nTsH+GEScwBcuoBNNambiRkJ1sFYy/nIppZgU3fT62bDuaMIEOz9RCBdhdxiDYciMpgU5I4kSViZmfD9XX3Q6WW2lXTFTC4Vk8Mq9PFQEVB0AQLHGH+9brfA4yeg110w4FGw9ah4au3ZRMxNFUwM9hCSy5iD8ElH+Kov/DCavpfe46w+kNNuNeWY5WQWlNZogwCi5g4Ms2FHIzO579eTFKmbRw3QWLIL1eQUaWoEd5Ik4W7XgNYNCgV0HA8Ru0W2pjqZEaLeruoChFOgsL2vp34rKqOQmMyiGi0QakWWRXYpr+4V6Q5uNvT1c2DlifhrUoOci8/hQkIuL0zohIuNWWWwmBkJ2bFNPu61cDQyk7T8Um7p6cXAdo7IMrXW3V1Nza/zPvb0yrO8+Od55J1viEDtps/E9yVghKhVrktaG7pJLHy1Hw39HxRS3D3v1sz4Xd0uMnTVgzsza/Ds+a8xVTkamclLf16oUQNdzic7rvLA0lP8crhlshj7yvq5jezkwtQe4nq4sZGZnZwiNevPJTGnny8fzgjmeHQWU748xMmYa6v7vJiQy6LtYUzs5s6cKm7et/T0IjQlv8LZsi7Oxeew9kwi9w8LwKdskTvIy5a8Ei0J2Ybz0LDUfDq4WeNua46NuUmrCu4ATBwd8Vz4EerISFIXLmzwfpsuJOFqY0Y/f0dm9/XhTFxO3b1bq5D1628UHT+O+6uvoPL1rX8HY+j1Qsnh0ln838EPkIw2Mg9NyePTnVdvTIsrWYZTv4BbMIx9G/TaSkk5VPa38+ot7nc27riM9kSXnU32snoWua4DrTy4Ezf6unrXRaYX0q7Mva1cdtaQxud1cSomm55VzDgaiyRJ3DckgKj0wkY3En97Ywjf7I3kqRVnGffZAXq+vYPsIg2PjzIMrMrdMMuzdxcTcunmaVsjCzC8owvRGYWcictm3q8neWN9CDbmplxKzKtRDB2XWYiHnUWN993Hz5EjL482qFmql51vwq638XOyIqNATX5JtQldXrIwm2jmL6VeL3MmLps+ftWydvs/BkCasYQ/Aj7ErTQG/bIZFUWxFWhKxOTCowffZfRkaAdnApythHuqQgET3odXEuH1THgxGp46C8+EiIlJXQx8TARBO183fM9XNsI3/WHZdPhxNHzTDz7tDN+PoKBEjUYn41hFtufnaElxRqwo6G1ATUtYSj5avWy03q6cHj52JGQXk1FQym9HYlApFdzRx02Yw1Srtyun2HMQAGpb/0r3yOuNJImM2u0rwMSwfcCe0FQ0OplJwZUBmL+zFV/d3osc1/7IClMRQFdhnGU4KrQU+Y6q/TUtHWHa1zDxg4qHSrU6Nl9IZkI3d6zNTITsdugz0HECuHUDcztkn/48r3mYiPTar0VVs7JVsbc0RaVUVJiUhKXk89DSU+wJTeNoMxp8NIbosgWF6sEdiGA0pZbMXV6JpsKIhY6ToDTXuHV9ZkTNDHCFY2bddXflfUgb1AJBlmH326I29rNu8PssIanVqo1ufnt/X6IyCjlen+GIugiOLzHal2/p0RisVEpu7ePN9F5e7A1NIzMrC36ZDBsb2di3mVh3LhFrMxPGdHGlh489ZiYKo3V3lxJzGf/ZgVpryOOzilh3Lomo07uQzi6DQY+L74BCAbd8B0oTIaPWGVmU0OuF+2X70WBqIX6GPy/Oj4jdldvlJcGZ30QbEo8eNY/jO0jU6mlal4y5KXyyI4xVp+J5ZlVNp9Y9oaks3h+JiULi9+NxLeLkui8sDS97CwJdrfF2sKSvn0OjpZlrTiVQqtVzz2A/bu/vy9+PDcbMVMGcJcfYHtK0xs+FpVqeWnkWZ2szPpoZbKBSmdLdA6VCYt3Zusep18u8vTEEZ2szHh9VeS0KKlvkr153F5qSTyc3WyRJItDVutUFdwBWgwfjeP995KxcRe6mzcj6ujO++SUa9oalMzlYfGbTe3thopBYdbL+7F1JaCjpn32Gzbix2M2Y0fRB58aLWn7nssydiZn47huRZX628ypf7g43KpttdpLOQMoF6HuvUKLY+8LldYbPK0yEdBzAxh0L+0KsR48m8+df0OU2sq/uNdLKg7u6M3d6vUxkegGBriJb5W5nAVxb5q6gVEtIUm6NervGMjnYA1cbs0b1VUvILiIyvZCXJ3Vm6/xhfDa7Bw8Oa8dz4zrWCFa6etjiaKWqaFMQkpRHsHfNCXx5I/JZi49yNDKTd6Z149d5/QAqMnrlxGYVVdR1VcfT3qLB74OE03D4czjyJR2txMSuhjRz7/vCaCT5XMOPWxd6PWx/leIfJ6MoyTE0U8mMhLPLoc88sPfFp99UHtE8DamXYPlM0RstYhfEHoUDH0NuPGkDXyM2u4Qh7Z3o4+fA6dgsw9UhpYmY+Du2M8jo1IrKEka/JiYhIWvFJHP/x7DqTiELvHsD3LEGZv4EAx6BtBCKropecvZVMpB+TpZMyPtLyAB3vVXvy5bLdY05ZZbT00d8VgfD0/nzdAI39/TEJXwVaIsr+ttVx66LCIjSVPX3O2xW/AaJyWM1tl5Mwd3WnJ5Vak4BRnZy5e+nxyP59BcGN1XorTlDkWzGJWUXGsPe0DRyizVM71VWf2vlBGPfgpu/gtt+g7v+xuTutZTYBRKeWvuKZ2aBGidrsxqPS5KEq60ZqbklpOaVMO+XE1iolKhMFM3q3tgYygO06jV3AG525rW65n25K5yZ3x0R3512I0GpqumaqS4U8lfn2oK7uqWZB8Mz6OBqjVd91yhZhm0vi/Ymve4UAXnKReGU+mnnylqKKkwO9sDG3IQVJ+oxVjnxPWx9AY59a/BwVqGaTReSmdHbGxtzU2b29karl4nZ9ImQ8GQ13Y3OgMJMuLQWtr4sakHqWDQr0ejYdimFiUHumJsqMTdV0tvXwWjd3coyQ5lNxy4jX9kE216BH8fCn/dByDo2norAFC2fWf1GguzMuXZVamzsvGDKp5BwAg5/VnMgyWdFDW2XqZWP9b5HTJr2vCtc6TbOhy96QMIpGDLfaO0qfkNAp67bjOUfQFR6Aadjs+nhbce2kBQWbqs030nILuKZVcIk5IPpwcRmFhntdXs9UWv1HI7IYGSnypY6N/f05GpqQYOyYiDmbMuOxdLf35HO7kJN0s3Tjo1PDqWzuw2vrbtEXvWF4Abw9sYQYjIL+Wx2zxo1zM7WZgzv4MyGc4l1BsSrT8VzNi6HBZM6i0W7Mjq526BUSAYBRGZBKen5pXTxsAGE58P1bIdwLbjOn495UBBJzz/P1f4DiL3nXlIXLSJ/z94aGa+dl1NRa/UVWVlnazPGdHFl7ZnEOqXAJVeuEPfAgyjt7XF/5x2jJSANJqPMm6A8cwdGe91lFpSy+4pY4N5xuYEmecaIP9kwP4RTP4OpFQTfJq5DXW+BqH2VCrDEM8JwzbTsPmTjDvkpuMx/Cn1BAZm//tr0MTaBVh/cSVLtmbuUvBKK1LoKKaKrjRmSxDU5Zp6Ly0EvQ99rDO5UJgruHOjHgavpbLqQ1KC08YGr4mI9tosrXTxsmd7LmwWTu/DkmJp9xBQKicHtnTgckUFEWgHFGp3R7Ex7Fys6u9vQ2d2GzU8N5e5B/nT1sMXZWlUjqxiXWXtw12BkGba/Aub2oNcSlCqaShuYqhRlCekj1MimNAm9TtjeH/0ai6RjLFN9SD+PKqf2vg/FpHLYcwAMCXTikKIva/zfgaSzsPouEeT9MlE4JAaOY6+6c9m2zvTzdyC7SENk+jXKS3vMAddusOttMTna+z50nwP3bhZBVMfxEHwrjHkTzGwxvSCcrqpmd/ztlUxXHEBvagnnfhcXpjq4lJiLnYUp3g61T3yDvGxRSPDhllB0mhJe0S8RjpH+w6C9ccmiV7ehZMq2XJFugFNmPRSWatl/NZ2JQe612+C3HwXJ5w1cLd3TD3FU35WLqQ2v9yhSa1m4LQxvB4t6zTsCXa1FO4RayCxU42QkcwfChTI6o5B5v5wkt1jDz/f2o6+fQ4sFd9EZhSgk8DHilOtmY0ZqXqnRa1xoSj6ZhWryirVCQuc/rGbdXXWnzHIc/EU9VR3BnVqr51RMdoWSoVb0ehEoHF8ssug3fw1j3hBZ97l/itda/zikXDLYzUKlZEYvL7ZeTCG70Hh2D61aqBBAOKkV51Q8tarMQOWuQX6AmCgO8dDTJepnUceZm2g8q9UQdFrY+wF8NxQWtRO1wCd/EDWiK26H3ATySjSGNet6HXuupFBQquWWKuZgA9s5GdbdFWZQeuFvupx9jx3mC1idNxdp1Vw49ZP4m0TthzX3cN+RMWy3fgcfbSxfmj3E42vCyCmq8jkF3ypky/s+Eot+VbmySRyrw/jKx0xUMOJlsej3ZW9R09zrLnjqDAyoxZzBd6D43cx1d9supfDsqnMs3BbK0qMx7AhJ4VJiLhkFpUaDBFmWr6kW7s/TCSgVEj/c3Ze7B/nx/YEofj8ei1qr54k/zqLTy3w7tzfTenniZKVi+bGakt5yQ5FlRp67Vk7FZFGo1jGyU6X8uTzDU92w5EhkBj8fiq5xTdh/NZ24rKKK70M5tuamfDA9mIyCUj7d0TjjsU0Xklh9KoHHRwbW6mR+Sy8vknJLOFGL9DOrUM1H20LpH+DIjN6Gpnnmpko6uFobOEqX98rt5G4Deh2Brtak55e2bL/IWpBUKnx/+hGP99/DdupN6IuKyF66jITHHiP2rrsouVr5eW+6kIyXvQW9fCoXx2f38yGzUF0RSFWn8MQJYu+6G8nUFN/ffsXEoWleFRWUO2W6dKp8zNG/hixzw/kktHoZL3sLdjQx48vVHWLet/TmmiquqpTkisWz4JlgXlbi0u0WIc0M2yLmvUlnRb1dOTYekJ+CeadOWA0ZQv62OloBXQear/r8OiBJYuWgtsxdeRq8PHNnqlTgamNGyjXIMk/GZKGQoLevfZOPUc7dg/zYeimFJ/44y+qOCbx9czejsqZy9l8VkoeqdXN1MTTQmU0Xkll7VtRwdDeSuZMkiY1PDsVEIVWspigUEkMDnTkYnoFeL6NQSOSXaMgsVOPnVPv4GsTldRB/DKZ+CZf+xDlsBQp6GGbuzi4HbYmon4rYUxF0NQmdVrhUXlwNI17ip0gH7k14DZMtd8Ndf0NOnFiRHzK/onbMUmXCoHZOLE6zYPZzYaJtgbpI2O1qisF3EEc2xOJiY0agq3XF53Y6NqviXGsSCiWMf0cEkjlxQrdtbDVaZQnBt2J39ndsmVxRcwfQu+AA9lIhV4Yspsvpt0W24IE9tUojLyXlElyLmUo5lioTOrrZkJ8SxRabr3G8Eg5DnobRr4sMpbG3ojLnKZef0OstGW90ixvHvrB0SrV6Jga5175Ru9HCiS9qn5hwZkVhkhPNGdX9JDWimflHW0OJzijkjwcHYKKse22sg6s1x6Iy0enlGnJpjU5PbrEGJ6uamTsQLpSbLyajVEj8dE9fgrzsGNzeiU92XK1Vznk9ic4oxMfR0qhU3c3WnGKNMLKyszCtsR9AQk4RdpZ20HkKbH5W2Np3miQ2Kg/enKotYpmoRL1FHcHd+YQcijW6ykmdTiP6niWeEfWvJubiJ2qvaHUx7DlxXpd/HxRK6DBOyP0WDxVy54f2iUC0jDn9ffntaCxrzyZy/9CAmoO49Je4hox5QzisHv0GRr+KTi+z/FgsA9s50tHNpmLzV603ocoqJbPHAzidXyL2rcV0p06OfAH7F4LfUKEKCBgJHt1Fn8a97yN/M4BfpDvYp+nG28EZBKvPIUUfZKgG7ra6m0HtJlUcamA7R6RdehL2/IBd7DJIu4wZMB0zit368FXyAMwDh/Pw7bcJmZROS/ip7RzZ+AuzzC9Al9uY2/9h/l58hOdWn+eHu/tWLrRM+R/EHYe/7hcuwmZln0XoZmGSZGm4kKoNmsWx7atx8fSj0/RXxAp4XVg6CvVDM9bdaXR63lh/ifwSLVq9Ho3OMEhRKRW42ZnhaGVGQYmG3GItucVq8Te/fwCDG+naqtPLrD2TyIiOLrjamvPGTV2JzyrijfUh7AhJ5Vx8Dt/O7V2ROb+tnw/f748kKafYQFWz+lQ8f51J4GhkBnP7+15zz8eq7LuajkqpYHD7ygDK2dqMwe2d2HA+iRcmdEKnl/l8Vzjf7ItAlkXd8ILJlcqIpUeFWdeEbjX/pj187Jk7wJelR2O4tY93nWqTchKyi1iw9iI9feyZP7bmIng547q6YalSsv5cotEAcOHWUApKtLw7LcjovbKbpx37r6YhyzKSJBGZkMQs5T4GHPgaVp5i8ID/AU5EpBXQx+8ag5vrgNLODvuZM7GfKWrAZbWanPXrSf/kf0RPn4HjPfeguu8hDoanM29IgMF5M7yDC642Zqw5FV/jHpu/axeJzz6HqY8Pvj/+gKlHA1RMZehykyhecQ8WE99G6T+48on0MLByMbwuOPhDQapQeajEd+DP0wkEe9kxracn722+QlxmEb4O5pARZtCyqFbijgnVhkOAUFDsekvUCxvjwmohFe0zr/Ixz95CZRCyTrj2luSIertyrN3EY5pirIcPJ/WDD1AnJKDy9m7YB3SNtOrMHYCnnXmtmbhyp8yqwZD7Nfa6OxWbRWd3W2zMjRhjNBJ7SxUbnxjCm1O7cjY2mwmfHeCT7WGUaGoWS2t0eo5EZDK8o0uDU9rlq9W/H4vDSqUkwNl44CEyoDVr8TIL1Vwus/OtzSmzUWhKRKsAtyAhe+p7P4q8BG6xulRZd6PXib5ifkOg5x3C5KK0YcW6yLKh3Eirhr/uE4HdmDdg1CsszerET26vIyWeEY3Ed74pJhNDDGtbxnRxJTqjkKgic6GR9h0gaj86T0G2EBmSwe2dkCSJ9i5WOFiairq7ayVwLIx/T7hqDn3auMwIoPfdKHWl3Kw8YlhzF7OaGL0b5ywGwbiyzOO5340eolSrIywln25etZuplHObQxibzF7FT06G2b/DuLdrDezK8fV0JzStqNas9IGr6axqpj5hdbHlUjLO1qq6pdSePUU2uVyaWVbTk+U+zGgPI2McDE9n6dFY7hsSwOD29U/eOrhZU6rVG206X54FcjRiqAKVjpnv3RJUsVI+qOw1m60nWSOIzijEv5aFHze78r58htfdEo2uov45sdyMoNed4vqw4SkhJYTK4M3RSJuVetohHI3MRCVpGaY+CH89CIvaw9Jpoq5ux2siA73hCRGAjXpNXCeMfeesXWHmj+K1Nj9ncJ3p4mLGe47bsNmzgO2XEg3Pd1mGI19R6tiJxbppZPpNQj72LRRmsjc0jcScYu4e5F+5fWYkXRL/ZLV+NNuLy+TFOXFodHq+2RvBh1uu1PpeYzIKeXT5aXE+pYWKbFjXaTBvs3CP9eknAq/BT8BjR4m3CmJ+6RL+1s+n+/l3yQo/Tp7/BKI0zryj+xLl8mmQIT7bXpozbDF7hW4nF4hjjHmTV50+ZarV7zg+soX44Cf4KsKVIn1Zj0OlCctS/PiA+9E9HQIzf6CHjz2vTu7C7tA0vtkbUfk5WTjAzB9Eo/otL4rHMsLFJKzzTTXe5+HoXO7MeYh7EqahtmigSY7fYBFAGql5bArbQ1JIyy/lm7m9CHt3EidfHcuGJ4bw/V19ePvmbtw3NIA+vg7YmpvQ2d2WcV3deGBYO6zNTBrlLljO4YgMUvJKuLWPmPiZKBV8fUdvOrnZsP9qOvcO9mdylXriO/r7IgMrq8iF0/JKeH/LFewtTUnKLeFMXDPcr6qwNzSN/gGONRxpp/X0IiG7mK2XUrjjh+N8vTeC2/r4MHeAL98fiKpohB2XWcS+q+nc3t+3Vj+DFyZ0xtFKxWvrLhlkR2VZZvOFZL7eE87mC8lcSc6jsFTL0yvPIcvw5ZxeFWU8xrBUmTC+qxubLyRTqjWcf52OzWLVqXjuHxogMnFGCPKyJaNATWZsCKy5lzn7x7DIdAmmhang2I6gEy/STYqpaM1VQVYUfDNQuGu3IiSVCodZs2i3bSv2M6aT9fPPxE+eyPv7vmban5+TtOAVUj9aSNbSpRQf2M+9XjKHLyeSHJtE8fnz5G7cROqiRSQ8NR+zLp3xW75MBHb11PSBUNr8ejianV89hnXKCTL/fMZwXpceZijJhMp2CGUGVJeT8ghJyuPWPt4VXhA7LqfA9gWiR23y+boHkXIJ/rhNSMfnbRVqjlM/G18gKjdS8ehhGLxJkrj+Ru2rVKB59qp83qbs+5qfgtUw4fRdeOhQ3eNqRlp15g7Aw86C8FqceiLSCrCzMMW5ygTJw9a8IuhrLBqdnrNxOczq03yRtYlSwbwhAUwJ9uDDraF8vTcCnSzz0kTDk/dsXA75pVpGdGz4ip+PoyV+TpbEZhbRP8CxRnagLoZ2EK9zIDydIC+7Cnt932uRZR7/TmSk7l4vVsQ7TwFrd+7U7OajzJFim/Ad4iY/7h1x0z/8ubDDLlvFl2WZiLQCTsRkcTkpjweGtRPZzuxY+P1WMSkwMQNlWcajNFfYbg96nLS8EuKzijEZdDM4+IqVYlkPo16tsTo8qpMrEMKe0DTaVcuUhqcVkJ5fypCyybQkSfTxc+R0bDPdLAc/afDfb/dF4GCp4vb+VdylPHqSad2R2Xl7KzN36WGYJx1nlf525KwSmDhLBMq73irrE2Vv+D5SC9Do6jZTQa+HA4uYF/0hKRbtsLlvFbjWvgJalU5uNqw4EU96fimutjV76H29N4Lw1Hxm92uia1YDKNHo2BuaxrSeXnWf/wqlkL5G7hUX64jd4OCPq19XIvdGUKTWYqmq/XKYW6ThhTUXaO9ixYsTO9W6XVU6lGVrwlMLamTEMwpEcOdcSwbugWEBDGrnxNgqJkbdve2wUik5EplhMNG73siyTExGYa3Bs5uN+C6m5JVUvGcQC0bl9+yKfqUmZjB9MSwZJTJ4s34VAZWdj8hYV8cpUFwfZNloUHYkMoMP7dZhtWGt6JPW+SZx3Slv36EtET8K0/prYwOGw4iXYP9HEDBMBKLRB2HTM9xZJPrwfbbCku887+fFiZ0YEODEuX1/0ycthFc1D/PntjDWSKPZYbadI7++yjfSXbjZmhkaUe1+B0lpxhnvh4mKTOEOIDnuKg9u1HMpUSy0DevgUnF9rsqHW6+wPSQVtVrNj7pXkVTWMPl/Rt9KqtKdSZlP87hHKA/3tWN1RgBvHi5GdwH0+qkcHBOL96mP4btB4NEDVcJJHEzc+cjiJV5+cAFRGYX8vnk/L0wIQJIkZvfz4c/TCWy+kMysvj6otXo2nk9iXFc3g4XQewb7cyo2m//tvMqp2Gzenx4k3Jf9BosAdP9C4U6bWxYAdZ5cY+zrziaiVEik5JWw4XxSRcBTJ92mi2vhhdXQ5576t6+HpUdi8XW0ZERHVxQKCRcbM1xszOhedSh5yeJe5taxItObXahm4/kkSjQ6zE2VDX69P08nYGdhypgqjq9WZib8Oq8fmy8mM3eAoYzRx9GSUZ1cWXEynifHdMBUqeCtjSGUavWsfXQwM787wsbzSaL2PO6YyIJ79an19TU6vfHgKDMSTv2M7vwqxuaOwanfSzU2mdDNjVf+VvDY72ewVCn5fHZPbunlhV4vk1+iZeG2UOwtTYnOKEQpScwdUPv9wM7ClFendOGZVedZcTKOuQP8uJKcx5vrQ2qVVH4+u2eD5i3Tenmx7lwSb64P4d4h/nR2t0Wr0/Pq35fwsDPnqTEdxOIziPtFFYK87JikOI798gfBxIQdZuM5ZjOOdx+7BwrSkH4YzY+aT1id2B3KnTrTQsVCU0EKHIgQihGnZihjKMml+IdJKMe+garLxGs6lImDAx7vvovdjBlsfetzVLnZWGSmUhgdji47G7msAfeosp+cDZBTZX/rMWPwWvQxCjOVWFy7uFrIzZVm4pxzCoTbV4K1K0k5xfx2JIY/TsTRrjSU9WZ7iTJpR7uCUArPr8eq5y3iOp8RZtB2CKgS3EWDW1f+OpOAqVLi5h6eOFip6Oxug/Lk95C3WGwXd8y4+RKIgHv5DFE/d9ffYO0Co14R5nYbnoRHDoOpOTq9zLn4bEKPbmFuWgiayZ9RI+XTdToc+QoO/E8oRFy7Vj5XrjjIT0HlPxBTb28KDh7CYc6chv1x0sNETXjGVfHv8lrEBtL6gzt7cw6Ep1ekw6sSmV5Aexcrg8fd7cwN+r81hivJeRSpdddcb2cMV1tzPpvdkxKNjj+Ox/Hk6ECDyeT+q2koFVKj5RxDA52JzYyrewJvbDw25nTxsOXA1XQeGxlYmblrqiyzIF2c4B0nVTa9VppC77vpeWAR6owoYBCcWCJcIztPEYGXqSVE7uGYaX9+ORzNiegssosqdet6GT4cbQe/3SR0z8OeFdIrnZq07DwumfVAbTMNj/iciqaiffwcwHeGOP75lTDw0RrD9XG0pKObNXtC03igWmP28vNncGClfKOfvwO7rqSSUVCKsxETjKaSllfCpzuu0tnDxjC4kyTOOt/M2IJPkHMug0UP0QhdYcox24l4ZBWKye6kj5GXjOTq6ldxv+1zA1lcuZlKredGURasfQgidiJ1n4PHTZ8Zn2DXQqeygvjQlPwawZ1eL3M5KY+CUm2Z5X/zfWZVOXA1nSK1jkl1STLLaTdKOCOmhggr/B5zCPK2Ry+L734Nh9UqvLUxhPSCUpbcPbjBk7ZyCW94WoFBkAaixgOoVV7pYWeBh51hnaSpUkH/AMcbXneXnl9KoVpXq6S8tr585ZJMgMScKhkV92AYtUBIGC/9JRZsapv0OLUXcpj85MpehGWUaHScicvhW6sTIut+xxoj2eb6s9YGjHhRyDo3Py9WYy/9JVpvzP0L/cU1PH1hFdE53bjjhxwcrVR8rv6UdKUDgWPu5VAvf87G5XBq1w76pf1JQulQ7ho3oHLSnHBKyNZHvMw41+48tawQzGH1zsMkq7z58vZeLNwaysJtoQwJHGJwXzsXn8P2kFQ6udnQPvI3JNPTwnzJ2sXo21i4NRSNDqbc9hBKJytuB/r3LWDB2ovo9DJeY2+CgbNEfXT8CRj/PmsKRvH93hgeLdGy+pSo/yoPrPr6OdDOxYpVJ+OZ1deH/VfTyS7S1KhPkiSJL+b0oq+fAx9vD2P8Zwd4bnwn7h3sj37o8+jCdmGyYT7FZi5Ye/ZCsjMM3ApLtWy7lMJtfb05G5fDkgORzOztVb+axW+IOK+OfQe97665EFCSK7KG9r6i/ta7X2XbGnWRcLqLPwHF2aQXywyKT2JIJw+URy+Kem2lifhdkiv+jgmnIK+spYXCBLz6QrsR3OHWg7VqDXtD0wyce+sit1jD9pAUZvfzwczE8NriamvOvCFVpMBJ50R9Z8Aw7u4/gnuXprEjJBUTpcSWiym8MKETQV52TOxki8n5ZciJB5HSQsRk+54NlfWJVdhwPolnV53j5h6ePDaqPYEu1qKO6MQPQumgMCHf0o+XTFeSpusNGNY+2pibMqevN5cTs/h4Vm/auYoFHoVC4pNZPcgr0fDq3xcxM1EyoZs7bkYWAqtyS08vVp2MZ+HWUK4k5/HH8TjsLEz5aEYwN/XwJCajkKiMQqLSxeL+Lb286jxeOcMCnZney4s/Tyew8mQ8XT1saediRWhKPovv7I2VpIafpoqAvc+9QoJn5wU6DT0uL+I71bckWwTjdv9Knv/fJeZ08xHnmY0b0u0rcPh+LDddfh6m7Bd1Y8tniHPj7vWw8k7Y8Trc/keDxloXYXuX0ykzhPQ/n8Lu+bOoLBowZ9OqhemQmbXRp4s7dOXFbrN5ZEQ7bpkgEg+yLKPLzkYTF4c6PoH9+8+xJ7aAYhd35k4fxNBhPVCYm4sF4g1PiMCuz72iV6m2VPycXU7+8rm8avM+m0MykGWZSd3cWZi7Dord0Ny6gcifx2G7/W2suk+FwnTxHaueuXMsD+5i0Oj0rDubyNgubhUL34+6hzH1yveUdpyMWfLp2s2V9Hqh6NKpYd42cT0AIfWc+jksm07Wtvf5WD2LQ5djmVO6hoeUm0nHlk8iO/NRv2pxiFdvsPOF3DjDawpUydwli/ZMw4aSt34DslqNpKqnrOLCalhb5sAuKYQs1bkTcKzu/arQ6oM7TzsL0Zi8WGvYtwzRBmFkR8Obm4edOfmlWvJLNI2WVpbL7pravLwh3Dc0gK2XUlh7JpE7B1auxh24mkFvX3tsGznmoYHO/H48zmi9XX0M7+jMz4eiKSzVEpdViJOVysAlqlHsfV+4K45/z/DxPvfAgU8YX7KN4uTeWETuEfKosi9BrtsACs9sYc6BkWXOTG7093ekX4Ajn+68yrmLF5DjPkIqyYW71lWkxXV6makf7RYTypNnKl7OoD9h8K3ipxZGdXblp4PRNc6VwxGZ+DlZGvT7Kz8nTsVk113b1Uj+OBGHVi8TnV5YYwHjsOVohvEFZmeXiy/2+T+g8xRsCzwrgvF4845cMpvAuKg/uPhdEr38XUSWQqEkIDaPd81L8T11RHzeClNxs1GaiAvGyZ/FquKUT6HvfbVLRGuhXMISlpLP8Grfw+jMQgrKjBzC0wquW3C383IqdhamDGpfs46iBu3LWh7s+1DUVwaOJdhDnCvbQ1JrDe42nk/i77OJzB/Tge7V3DjrwtbcFHdbc6PKg8xCEQg19nMZ3N6ZvWFXSMktqQiqaiMsJR9HKxUuNtf22ZcHabUFd+WTteqNzMv3c7UxMwzuAAbPF3V3m58VdbM97zD+4lUdM6sFd2fisnHRpuJYmgCBj9crI24QCiXM+EHU311eLxw1h78IKksUfoMg+TxfFH7DwNG/ExEXx/CEi+hGvc4jI8SKrbeDJfh8jPx1Pzb2OIbjiDuE/DRipzBbsXKFwU8wSmmFpaUVqTp7+toXMPfh4Thbm6HW6nl+zXm2XkphslexkAMFjODTfWY4Wan4c5YzZj/+yT6pP307TMPYVO10bBZrzyby+Kj2Bot17V2sWf3woMoNbdzg1p8q/tsvKhN5TwxHIzP460wCozq5VPxtJUlidl8fPtwaSkRaAWvPJOBkpapwY66KUiFx75AAxnVz59W/L/Lupst8ty+CnCIN7vJdbFEtwFYTzSWvpwiqtu+OyykUa3RM7+VNP39Hnl19nn1h6YzqXI88U5KEtGrdoyIgaT/a8Pn9H8OFleK6d+BjUFmLQKcoU6yO68tMZ5RmOOk0PGOqhyjET3XsfYWM3+txUROacFIsFh1YRHdZzwVzFdFbgiFniuj159nbeE20ugjWPkhpahKW2oe4tc+gmtuUo1XDwU/gwCfiHD3/ByPsvJlvM4nfDlgQl6tljEseD9ufhM2LWRS/GpU+l0J1Z6ymfCpcXFfMgft2VDaHhrIauas4WKnYeimFU+fOsMR+GZ2Lz6C38YSRr6Locw8v/RXNvUULGLj/ZXDzgi5V5LSJp3kn9RlIPw/fIu4xClPw7Inqzr/4bm4f7vzpOKdjs2sYqRj/U0q8d0sQEz8/yB/HRfbuufEdK1wwg7zsGlSPVx0TWctnASd5Y8hwNsSZsfZMApsuJDOqkwsTuroJpU/iaZHBP/AJHPxUvM+CNFRxR/nbdAo7nJ/kJa0DxRodnatKOD26s9TjFR5KfhNW3i7Mg8xtRWDn1F4sSu9+W0j4yhe/m4Baq6fw1EpyscJFl8qWH19l4uOfGa+t1OvFQtXF1eJaZmoFjx6uoWKSZZk3N4Qgy7KByZIkSZg4OmKiTcUi8yw3t9vK0J6deDK1L3fvzmB6Vij3DvLD49hbuF7+ndjuT3O1/WNkFZaSWagmW6vGytKep1MW0S/5M9yGvM49g/3xjt8Ma8/AtG/o5O/Dr14PcG/yu+SeWoWdc9nru3SkRKPj4WWnMTNRsOjW7tiZ2UFWNPvC0sksVFdm9BNPMzX8NS7I7Yhs/zYzFW+JxRdjpIdCZjjpoxbh4lotgGw/Gl3327E9/Q2O+iw2qHbgaJKGutttrLe+j1X7swjwjOKRqv2eJQm63gxHvzY0UwGDzB2A9bBh5KxYSdHZc1gN6F/7H1mnFXMU92C4ZbG4B5qaC2Osuatq368arT6466K7wmsmyzBf8jqMXgDdZwFitSs9v7SGwUXVRuYGwV1aqJDbTPyo1gLtUzFZeDvUXDFvTvr6ORDsZccvh6O5o6zgOaOglIuJuTw/vmPNHU78IFaP71xrNKsytqsbb9/czWiBcn0M7+DC9/ujOBaVSUxGUe3SBlkWq1kO/safT74g+hD1f7imnbmdN2keI7ktaR/FB2yxUJhCn3tIyC7itXWXCIj25k3TvXw02o5bRg0yyIrcFijjd+VNtIWlmN673kDvfCA8ndS8Uhbd2p0uHrYk5RSTlFOMt4Nx0wdjjOnsxvf7o1h6NLair41Wp+d4VCY39TCcSAZ52aEyUXA6NssguJNlmUK1rklBsUan54/jcZgoJArVOlLzSg0m7Mml5hw2HczoC6tEnVJxNvSdh99FS87EZrM3LI2nV57DVr4VH4t0bHOuoI4ORyXJoNfQtbCYYEmHdGqfmLzoNEAVbbudr1i98q5drlMX5YFDaErN4KVqHVtEWkGtLmbXSlhqPt297eqst6jAwV/UdYVuEpOPgGG4qcy4qbsHSw5EodfLvDK5S8WNUpZlfjgYxUdbQ+npY88TowPrPr4ROrgZ73+UWSbLrM0tszbKg9ijURlM71W7XC27UM30bw/jaW/BpieHNkoiVp2YOnrcgXCTs7MwNRLcFeBsbUYnd5vKmrtylCYw/Xv4bohYFKrulFlO+eMZ4TV6Lh6NzGSoSYj4zzVMmGpg6wEP7hYSraoZRZUVzF6GtGQkd8S/KUxQUq1Q9rvPcH/Hdki97sT97O/w21WREUIWBfY3fQpmNqiAr27vjWpbAINtC5HKgvzpvbxYciCST7aHMbHnARRHvoQjX/KVbEma52hsNiegVVnyQv69TN0ZzhtTuxq8tE4v89aGy7jbmvPYyMadr+X97j7ZcZX0/NIacuoZvb1ZtD2MHw9GsftKGnMH+tb5vfOyt+CXe/ux4XwSu66k4e1gQTvnYDIKlJjue4H3Yzvxm1ZvcL3++2wSXvYW9PVzoJevPZ9sD2Px/sj6gzsQrpw73xTZu6rBXWYk8vHvOW4/BcX49+jPJREAxhwWtZZD5oPPAPDuRy42DPhwF9N7uPPhtC6g15QpRYRaBFMLsKqmruk8RfwuyYWYw5zdvRbHtOMiMw1CIjz9e7DzIiG7CIUk4WlWAn/MhoST2MtK/rZ8Hz/bEYB9zfeVchH+fhRSL0KP20UZQsIppIOf8EzuD9yTvgIleuw0RbAeMLVE2X4Md1/ujaf3GD7q10N8Hj+Ng99nwv27KszFdoSkEJVeyNezgxmV8xeqgx9SWqTgNe08VqSPRrdNidmuM6h1ejz7LmRQ1svC6fmuv4Xsbe/7woHW2k1ImkF8VuoCodLZ/Q4Wkxby2339uRCfU/t9IC9ZtAXq/xD0mE2gqw2/PzAAWwtTung0MvtujII0WHUXxB/DwcKBe25byj1PDCc+qwgnaxXSgUWiRdHYt0UtfHYMnPwJziwVf/cZP7AnpAMXYrMr2j6Ut3Iop7DdZD6JD+H5yNXg2F4EduVGSQMfg9O/iFYijxw0kH1GphcQl1nUoHN89d4T3KG9SGzw46SnhjIq7Xe++HsqT88YXbkwLMsiu3vkK5FdNrUSTtxXNopWMDOWGBxz2bFYNl1I5sWJnSpl9Xq9KLM594doGSUpwGcAjtGbWS5t4XjgHTx8fij+Fz9nvsnf/KCdzPsn+sGJyqDKwlSJj+MwxvkmclfcH+B9C1j5wa43xbnTQyzojZjxMGFf/YrT7g9h1GMA6Jw68dSKsxwIT0cpSUz/9ghbbXwwy47mz6x40d6iowvkxMMfc5BsXHmt+DXcw3KZGdAbwjYLZVK1QDbl0h7cgfnHbflxUM1SjCXm93GrvJkXFcvBKQgmL0XlN4j7ZZlz2WdZuC2UDq7WjKnaUzVopgjuqmfFLRxExjw/GQDL/gPA1JTCQwfrDu5C1grp6Ozl4C6Wv+Kzihjz6f7a9zFC6w7uUkMYuv8O+ilNkIptxMWy2y2gNK1pppIdA6X5eNiJyD8517D+gz3vikldXjLcs1HogasgyzKnYrPrtTevE1kW/Zrsap90SZLEvCH+PLv6PAcjMhjR0YWDZS0Jqmc/KEgX9VTqAtGbafSrNY5nmnKWe84+Bn7f1qmpN0ZffwfMTRUcDM8gLkvU7Rll7wditXPiQhj4iOFzsgxbXxIn8siaenyAkh734p+8B64sh+DbyMCOO388QmaBmgmDb4GTy5jjGA6mQyt3Ks5m6OF7yVcU8pXXZzzrZbgqsuZUPI5WKqb19EJlomjSSl4fPwfGdXVj0fYw0vNLeW1KFy4m5pJfqmVIoOFNyMxESQ9vOwNTFVmWefHPC2wLSeHAC6MMXC0bQnnR/n1DAvj5cDRRGQUGwV1WkZpDNpMYnbVfyKccAsB/OL6JMeSXapn3y0m6eNiy+M4hOFrdwqhP9hFgZcXqhweh1cv0fXM79wzy49UpVSaAel1loGdqUaO2oLF0drchLLVmj6OLCbmYmShQKqTr1txVlkXGc3o1aVidtBslLpy+A8HMBgn4Yk4vnKxU/HgomuS8Ev43qwf6sr/tpgvJTA52Z9GtPRoWQFYj0NWalSfiK1xpy8ksLEWpkGq4S9ZHVw9b7CxMORKRWWdw9+uRGIrUOiLSCvhs11UWTGpcL7+qRGUUolIq6ux16WZrVqO/aExGEe2crfB2sGBnspG6aaf2MP5dYXpipHchICTcJhai5qAaRyMzedIqDExcG+aO1hhqW8hy7gA3fykmuPHHRU9KSyPXzeEvCjdIbamY9HaaCO49DDI4Qzs4w/n2kFg5IVIqJF6Y0JkHl54iMfwc3o7teE9zJ30KDzIp+yCU5GIy4wfGR3bh1yPRzOjtZXDtW3MqnouJuXwxp2cN44v6KO93dzQqExcbM0Z1MrwfudiYMbqzKyvLGhrPqOP8K0eSJKb19GJaz6rf0bvZ6z6eo7+eZvWp+AoFS1p+CYfC03l0ZHsUCgkFEvcNDeC9zVc4F59DTx/7ul/MxAz6PQD7PhCLAc5ltcPbX0WnUPFEyk3kLA/lgxm9uO2mm40eYs3BKEo0eu4c3A5MzYG6s+MGmNtB58kozQYy4fujfDfdh0nScRFwfjeY3PGfctMmG1TFafxp/QleugSSxnzD85uTWGb5P6RfJomAoPzcSw8Tk8ZzK8Q5NmdFZY1ix/HQYRy5ofs5tnIh7q6u9B40RswBnDuhVJrgtOocW0NSeecWPSrHALhjNfw6Bf6YBfduQVaasn3XVubbXmHKyUVISWeh4ySKxywkOE7Cp0hDsUZHsUaHWqvnnkH+YLEGfp4gWm2Y2Yj5Tr/7hVGRuZF78PHF0OVmrP2H1F5yoi0V7YgST8GGC2JBx7sPA+pbEDz8pZCvjX+3UpVhjMQzInAsyoJJHwvjjGXTYdLH+PS7X/SM3feBCJzLjdcc/MVxR70iyjtUVgRlR7LxfBLHorKQJAwccEFc65/UTmPOpDF49xxbsQiw7Fgs3b3s6DHuXdGm5MxS6FvpuvjF+iOcj06l7+tz6lSbpeWVkHjwdxQKmYAR9yCbmKH9si+B5z5msZM/j45sL4KyHa+KTK3/MGGM1mmSWJja+6FIcHSdVrEgcS4+h3c3XWZMZ1ceGV5lIevgJyJw9+4nPrNu08VCSE480u53GHjxZ87Y/IWyNJekdrPoOuhDVpsosTBV4mitwtFShYWqbG6hGwxL40Qrmoid4pyZ+WPFtTDAxYbf/B/hnrhX0R38HIWZLW/tyWDH5VTenNqVbp52PLr8NPvzrRlUHMGenDTuHewv7sfbXgZNEdI9G+l7TMcfJ+IoHtgLCxBS68CxBp9h6sU9IDtyJMuaj7aG8s60Su1AbGYhnx3JpLDdRzzfWxL97MrUIJIksehW4fo+f+U51j42uPLv79UbHjtWJpusgiSJRFKB6MGntLbCsndvCg4ewvW5Whzi9XqRNXbtCp2mVDy8+WIyam3j2qy0brdMUwtyJn5N39LFHO72rtC1XlgNVGuDoCmGX6fCL5PxUolVZoOJRvpVcaP1HSxs+re/UuOl0vNFU8oeTZA3VrDlefgsqHZLZq0atrzATbaRuNiY8cth0bfjwNUMHK1UBHlWe+2D/xP1Jv7DhPFIeT+ockoL4K8HRKp519uNHq6ZiZKB7ZxIDjnA0Pwt+DkYCU6OfC0COwtH4YSZGmL4/KW/RH+hMW+KAM8ITj0mEqsXq1KFPe/j3l9OkJJXwq/39ef2yWPA1hsidxvutOM1pNwElrb7hJ+jHQwcRrMK1ey8nMotZYFdU1EqJBbf2Yf7hwbw65EYHlh6iu0h4os4yMiNpa+/IyFJuRSrxVi+2B3OmtMJ5Jdom1QHtfRoLN4OFtw31B+AqGp99LIL1aQ49BU3GnWBkLgqKmWnt/bx5u/HBuPnZIWNuSnPj+/EyZhstlxMITy1ALVWXzPoVSjFJMjM+poDOxCmKuGpBeiq9X26mJhLFw9bAl2NZ66ag4wCNfml2jrbi9SgfEU/sLJ/n1Ih8dbN3Xhlcmc2X0jmrp+OM+PbI2y5mMxLEzvzzR29Gz1RLqeDqw3FGl0NWWJWoRoHS1WjrcoVColB7Zw4EplZq0tpQamWX4/EMK6rG7f39+GHA1HX5JwXk1GIr5NlnYY1brbmpOYb1txFZRTi72yJp50FGQWlRl2C6fcAPHpEWOIjHF5vW3yUI+V10wqFeC50s4ETW5Fay/mEbPrqLgijnGtpmttYgmaKoM7U0mg9LyBqdV6IgIf3i/pCz17GpXn2PpCbUGnkgOhz2tvXHm1qKMlm7fgpvTOFk79Cej4CnjgF3W/jxYnCVfDVvy+y7VIK72y8zNSvDvHK3xfp5+/AzdWUBw2lPLNyax9vo60+5vQXmYhAV2uCGuDCWxsjO7nRx8+Br/aEV5wXG88no5cxkIbN6e+LjbkJSw40sNl73/tEbdyx78T/I/fA1a3scb2HQlNHBrZz4sU/L/DxttAaver0epmlR2Pp5+9QKe1vAn39HHC3NeevUDX0fxAePgAO/thtuI/XtV+z3fZ9nDXJ3F3yPCM223FK6krBbX+J/og/TxSte/6YDd/0F/Od3neLyWN18xlJwq7LSAa/tJ6ej/4qtnPrVjEhndrDg9xiDYciyvrZevWGWb8Jp8Cv+yF/4M3nuc/wjHoJUkEa3Poz3L4CWzc/Zvfz5eER7Xl6bEcWTOrCm1O7iTYMVk5w11oR2JnZwH3bRasLY4Hd2LfK+kc+Jizsa2Pri0LaOvULMRlefZdY2K6LzEixYJ8RBstugbUPG/QwBcR36twK+GWS6Kd4/w7RK/H+neI+sPlZMX/6+1Hw7g83fV7zOmJqUWG9X34v3XA+CT9Hy8rgpQyhIpM4az28IrA7EpnB6+susWh7mAiqfAeLljyFmXBlE9rfZ/O/+DlsMnmBY2cv1PmWP9oWymQOUeoSDC4dkRz8UA5/lqnKY+zb/jcP/nKMM1/PhWPfEu4/l7Tpq0VZStn4GfYcuAXDxqehKIvsQjWP/34GVxtz/ndbj8p7UfgusaDffY74rAY8LAI7ENermT/AA3tQevWCXnfieef3DOngQv8AR4K97fCytzD8bJSmMOsXMT+8uEYEin6DDd7b2On3cVHfDmVhCqlm/iw7HsfDw9sxb0gA/QMcWf/EEHLNvTAriEen0zGzj7dwxw3dJNo2uXZmfDc31Fo9h4t8AEkE9VXILVLjnn2GZPve3D+0HUuPxnLgauV59s7Gy5gqJO6cOVOUCVST+VuolCy5uw8WKiUP/HaqouwEEIuLxq7vNu4VmTsA62FDKQ0NRZNqvGcgoRvFOT3sOYPjbbqQRI/6Freq0bqDO8d22PS/kyKFFadUfYUG9dCnoNcRmV6ASqkQzZmPfC0Cv9J83M9/A1RrZH70KzGhvW0pDHpCNHo9Z1jYGpFeHiwat8Ktl9O/CrcuSQHbXzVuCXv8OzixBNXqO3g2qJh9YelEpOVz4Go6wzs4G070smNFw9hed4pVDqWZyJBVndDteBWyosVkI3q/kJk0htJ8XtT9xHclC1ho+gP3XH7AMHg7s0y8RtdbxM3F3A7+vL/Sbrq0QNiNe/QU46wFGwszvjO5k8P2N/PALghNzue7O/sI4xNJgsDREHWgsplv5F7RC2/IU/QYNJ6CUi37wiq/DOvPJaLRydzW79pdTZUKiddv6sr704M4GJ7B4v2RdPGwNVoLrGeBWgAAN8dJREFU1dfPAY1O5nxCDn+eTuDzXeHM6O2FjZlJ5Q20gYSm5HEiOou7BvrhaWeBhamyZnBXpMbe2hz63i9qRHrOBYQ07/DLo1l0a3cDud2svj508bDlgy1XOB0rnMUaa7TTWDq521Cq1Rs0qdfrZUKS8gj2sruuwV15TVd1t9M6CRwLg5+CnobnqyRJPDS8PV/e3ovz8bkk55bw67z+PDqyfYNbkxijo5sYW/XPIKNAbeDy2xgGBzqRmFNMfJZx2/cVx+PILdbw2Mj2vDK5Cx52Fryw5rzx4KoB1NUGoRw3W3NSq1xz80s0ZBSUEuBsjZeDyPglVa+7A/H9d+tWMamKzSziREwWS4/GVm7TY46QF8VWXt9OxWTTTh+HlTa7eSWZDWXiR/DsldozfA3F3ldk0vMrm/BKksTL49rhLaewLsGaQFdrZvT2FmqTsmyUnYUpr9/UlfMJuTyy/DS/H4/FUqXk8VGBfHNH7yafs5OC3engas0dVc2dqjC8gwv9/B14cFjANX0vJEni+fGdSM0r5ffjws5/3dlEgrxsDRQ31mYm3DlQ9IuNyagjQKjYwUWsuJ9fISb724Ti4fP8MfT1d+CXef24vb8v3+6L5MkVZ4lKL6iYpJU32DZoXdEEFAqJm7p7sP9qmmhq7RzI9kHLWKydygzFARwUxZjfv5lH5z0gTExGtsex02BhyS7rRe1XwikYuQCeCRFSXmPZ4TLsa1kkGhrogp2FKRvPV04u6TheyPJcO7PZYiqvmDxP6RPnxesEzWzYIom9r2gq/+gRUXtYGyormPaNUFXVtvh86hcxdxr6rDDjuG2ZqIP8c17lfKA6sgxbXhDuhE+cgmHPw6U/4et+YkF8y4vw03j40BvWPSKyTw/tFT0gQdTC3b5SuFZfXCMMQOb8XpaprZ1unmIxI6tQXUOSCUK2LkmV13qtTs/bGy4DcDQqk5xiDUz8QLy//3WCVXPRxZ9mmW4cSvR4HlxgOL+rwunYbM6ePUWwIgqzXrMrHlcMmY9s681ndiu4N/FNemdt4VPNrYwLnczM749VLEQD4vpxy7dQnIW85UWeXX2O9PxSvp3bu6KekewYcf65dRM932o7H7z7iCzztG8atkhs7So+4w7jYdy7NZ72crDkfIfHAdif5ci0np4GjvLeDpbcPHoIKknH3M5KOrvZCFWblSsMElLO/v6O2FuasuVqETh3rFF3t/3QMdykbFyDRvHChE4Eulrzwp/nyS3SsOtyKrtD03h6bMc6a9k97Cz46vZexGUV8dfphPrft427wbXdaphwcTbaEkGW4cAiIentNr3i4ZiMQi4l5nFTIx2yW3dwh5h8u9mYkZxbKqLZzAi4soHItAICnK0wKUgWAV+Xm6H3XShP/Uh3qxxS8somEvkpwjGx51xx4R/7tqjd2Pi06BFWRmTZxLq9a5VJTOQeiD1a/yDjjgl3tfZjxOpT0hmhm61KXpIo6g4YDhaOzA57mvbKdF766yKZheqaksx9H4pAccTL4gQZtUCktEM3i+dDt4iL4pCnxBfM2k3s01DCd8G3g+iSsIrfdON5Wv0Y1iUp8P0I0T/p4p+w8Snxnmb8IDT607+D9CtCZgLiQpqfDJMX1fsFD3cZx9yUORyNzmLRrO5lrQjKaD9atDRIPC0Cxo1PCWnGiJcY1M4JZ2tVxQ1KlmVWnYynu7ed0QtsU5k7wI/f5vXHzsKUybUYppQ3J/1+fyQv/3WBIYFOfDSjOwPaOXGokQ6ty47GYmai4La+PigUEv7OVkRlVAYAer1MdpFG9Lgb9AQ8c6ly9QxRz1J9ciUC1S4k5hTzyY6rWJuZ1Dspv1bK/wZhVeruYsrMVMqDu5S8EvJKNLUdoslElS3ItGtM5s7UXMhtanEZvLmHJ1vmD2PHM8NrfiebQKVjpqEs8VoakZc3ET4SWfOcK9Xq+OFgFIPbO9HL1wEbc1M+mhlMZHohn+5snJUyiPMwJrOIdi51f8butuakF5RWZHBjMoThT4CzJV5lcs4apipGiCszCtp/Nb1yYtJpsljcuFBZTH4kMpPh5fV2ASMa9Z6aBUmq0XqkSZS7teUY9oPsb5eLqaTjqs6T58d3Mpo1vbmHJ4vv7M2fjwziwlvjWfXwIJ4b38loW5KG0tHNhp3PjsCnln6nJkoFax4Z3CztTQa1d2JIoBPf7YvgQkIOFxNzDbJ25cwb7I+pQsFXe2rvd2jAwEeF4mXZLZB+hdxhb3I5vZTB7Z0xVSr4YHoQr0zuzJZLyYz+336C3txO1ze28eSKs7jW0mC7sdzUwxONTmZHSAq5RRpe23iVDS4Po31gDzx8AIVPX4Z2cObzOb14bnyZnMutq8iUzPhRXO9Hvlyzvq8RqEwUTApyZ0dIiuHCTvCtnB7+E09mzqTdiLmYOfs3PvNtYmY8U1Ed/6GiFv/E96KlSVXiT4ggrf0YGP2aeMyzpwgqYg6K2ixjhG4SSp9RrwhDmzGvw8MHxZxh9ztwdpmYO/W+R3yWd/1d83NUKIX5213rYN4Wg3trbdhbqkQyAYz2wzM3VeLjYFmRKPjjRBxhqfk8OrI9Or3MritpIoM/6hXRuuiONbwduJrPlPexw+NhuhUdR312RY3j6vUyb20I4Q7LE8hI0G1G5ZMqS6QJ7+FZEsEQ7TGY9DGPvrmEH+7uR3xWMV/vDTc8mEd3GP4i0qU1mIZv4fWbulRmhDQloqm3LItESCOcsxuEV2+Yu6ayDrEa46fN5Rt5Fpc8p7Po1h41FizMnIWr+bsjrOHqdqEYG/lyRWbSRKlgTGc3doemoffsLeaTZcGyXi8TdWqHGEaPsZibKvnstp5kFqhZ8PcF3t4UQgdXa+4d4l/v2xjYzoke3nYsOxZbq3rmVEwWOUVq4ZhZJbgz69gRExcXCg4drLnT1e2ivnbYcwbz6U0XkgCY0r1xwV3rrrkrw8PeQjTD7XIzOHVAt/8TzmS8KTTcu94U6ffx7wk5xoU1PKtYza+5ZXr7Y9+JldFBYlUApQnc+gssGSkKbB/aD1ZORKYVYKVS4l5+Y0y9DL/PEvt2vklMCI012c1NFMex9xHOY2Z24kK2622xX/lq0I7XRZ3T1C9Bp0Hx83hWWn3MhNjXAVtD17HUyyIgHfykkPeAKDQ+uxy2LRBFlhueKLMUf1VcaIc+C9teEq5d1YwHKijKEg51IX+LQNG5E9y3nR9+LyApt4TX5j2J86E3KoNEn4Ewe1llfWLgWFEYfOxb8Vkc/Vro1H3qKA4tw9/JitOx2bx+U9eatUIBI8TFOHKPGFtOnDD6MLXABJgc7MHqU/EUlGqJySgkNCWfd6fVUqNzDQzt4Mzp18aiqOVGZ2+pooOrNXvD0unoZs13d/ZBZaJgWAdndl1JJTazsEGtJPJKNPx9NpGpZT1aANq5WBmYkOSXaNHpZfG8QlGr5LU6g9s7M6GbG9tDUukf4Nho2V9j6eBmjUIS7RDKe6+Vt2AI8rKraOAdmVZAL9/mdaGNbkAtWFOobtJ0LdhbCtOZ8NTKwD2zoJSo9IImB4/tXaxxsTHjSGQmc6plWP46nUhafimf3taz4rFhHVy4Y4AvPxyMooOraKwemV5ARFoB7rbmLJpVSz8gICm3GLVW34DMnRk6vUxmYSmuNuYVCxUBztZYlkl0jGbuqhFb1m+zWKPjQHi6mGirLMW1//J6sZBkasHRqEzesAgD6/a1Thb+EdiXuQfmxIFfFbfEDFFjOHrYUCZ0czOyo8h+TQy6cf0OrwfPje/EjG+P8PCy0ygkjMpJXW3NuX9YAN/ti2RUZxdu6l6P5NQ9SNwDy+6FBxT9gXMVZkTlWfqhgS6EpuSRll9KWl4pafklTA72uCapfzk9vO3wcbRg44VkTkRnkVWo5pd7+2Fan5LCwU/8NBNTe3iy8mR8jdYM3+6NxMHS1LD9zvVi7JsQvl3UqXr0rAwkE04JB9yZPxouDve8Q0jqjn4tvh/9H6zcR10o5kCu3aDfg5X7uHUVEtG8RHHMhpYc1FWrZ4RunrYkZBcbOmVWIdDVmsi0ArIL1fxvx1UGt3fixQmdWH82kW2XUoTD44gXARFw7Fyzm+EdXXDo+wSnft9Gj20LoONYg2Bz44UkLibmsML5OJLz0Mo5YTldbxEBgXswdJuOBTCuqxszenux5EAUt/T0MsiGH/W6Gxv9H3xpthizqMtQFCz2vbpNNP++fWXz9ONrJK62Fsx54RvsLVXGSwDK2yFkRgrDGMf2QopchSnd3fnrTAI7cr2ZWJRRYQR4IDyd9kXnKbV0wMxFLKYEe9vx1JgOFYueKx4c2OC6+rsG+fP8mvMcjcysUUt6OSmPWd8f5Z5B/rzl6A6leSJpYWZd1hJhGPm7dyNrtUgmZSGYLIvyJ3tf6H6bwfE2XUimj59Do+c5rT5zB8IBMzm3RHxhhz2LMu0SvUpP8GynLJFWH/KUuCDaesCgxxip3od15iUoyRPFs11uNjxZrZxF0FKQKqyTZVn0zHMVHz56PWx6GsxsRTF85F74ZoCQIGZFixqJ3ARxQ141V6wSzlkhJuAKBYx/X8hET3wvXi/6oJANDH1anKAuHeH2VTjpMvhZ9TG9ParZle95V7z20GcqH1OawuRPxHG/HyEucjN+FIEdCEmDjYfQSlddTZBluLAGlt4Cn3QQ+vf0UBEUPnIQyXcAozq74mBpipOrh7jQzlkhVr3uWFWp1y5nzJvCuXHbS0IqOvatBv0NHx3Zji/m9OT+oQE1n7R0FDayZ5aKAux+DxpMdKb28KREo2fX5VRWn4pHZaLg5h6NMNFoBCZKRZ0B0YiOLrjbmvPLvP4VbSvKGw4fDG9Y9u6v0wkUqXXcXcUWur2zFfFZRZRqxQprVlF5H7TGGW4AvDK5Cyqlgl6+9o3et7GYmyrxd7IiLKXSVOVSYi4qEwUd3KwrbirGpJlhKflM//ZwRc+3xhKVUYhfPbVgrYEOrtaEl71/tVbPo7+foUit44GhRhaLGoAkSQxuX7PuTqvTs3h/JD287WoYAr0yuQuedha88OcFXlt3iVUn47mSnM+a0wl1yjUrM3D1yzIBUnNF3V10RiGSBH5OlrjbmfP/9u47Ps7qSvj4706RRr13WbYl27IsF3DFBjeMscF0AsEhtEAIBLIkkGSBhCTLvtk32RQWAoGXZYGQUMICCWYB0zZUAzYG965iFcuWZNmSrF7u+8edGc1IM7JGGlntfD8ffzR6nmeK5KuZ5zz33HMsip4VM30orWkkMtRGTJidt3Z0XfFk5pXmQ3Lfeuqa29hdVs2M9h1mvd1I5iq+1W3mjipzwnHRimUDSn8c7mZnxbFiajIVtc2cOSnR76zjnSuncHpWLPe8vJ2DHingfi2+CxyxsPpXbCisITLUxvR070yPaenRXDY7k1uW5vCzC6fx8Ddmuy9QDZRSigtnpvPx/ir+e3MZNy/J7lfRr4E6IzuBxMhQfr1+D/e8so0H3tnHYx8U8N6eSq5fNLHfa4kDEhIBlz9pLgifOGyyfeoOmdS5tc/7Tjld9W9mRu/NH8HTF5gCOWCyhWpLYc1ve7Y+sVjMhZ4grCX3x1UXwdfMHZjgrrC6gd+8vZcTLe38/MJ8lFKsmp7Kh/urTDl7p+3ltVTVt7AiL5mFOUncb3HOOL/xQ/cxWmsefb+A8xOOEHmiGGZc0fNJlTIFbTxS+cC854eH2PjJ33e4Pycq65r53l938quou7HmX4iqLTXF+v77OpPKvPiHpgDLEEmIDPX/eR6dadpsbHjIZJCtuM+7rxywPDeZa84Yzx/2xZoNzn53f/70IAtte7FPPNNrlvq7y3JYnpvE9Ysm9K2dktMFM9OIC7d7Lx9w+tX6PWiNWUrk6nXnLKoCZt1dZ20tTdu3A+b/uPndv1D7yS4ak6+gvea4+//rQGU9ew7Xc0GAs3YQpJk7pdRq4EHACjyhtf5Vt/3Kuf98oBG4Xmv9ZY8H8iM9xsE7u46gtWZz9ApSdSL/EvsmmV+8baqpeQZBZ95Bw4Yn+OaJJ2FzvTkhOPOfqKpv4cUvSrllaY4ZPOmnmyDszR/BZ49SUJnbVZ1p81OmEtolj5qrSHNuMItgNzxsyst2d9Vz4NkzI3spTF5lmnrPvMqkHsRmeb/OrAVYvvYkM/96DX+tvw6emWfKMUckmQaiZ9/X801vwpkw8+smPWn1r72f0+4wH2hv/ND0UslZbvKnX7vDfB830aT3TbvIBFIeA/zu86Zy0+LsrpOIqef3XLzt+TyXP2EWKS//id+2Et1NSo7qfT3jpBXwwa8hZpy50udhTlYc6TEOXtpcxvbyWlblp/boeXiq3Ht+Hj9cleu11i07MYK0GAefHKj26l3oS4Oz2MWscbFePdOykyLp1CYtbXJKlDvgiXPlwgdgfEIE67+/eEDpWYHITY3yaoewo7yOvNQo7FYL4+LCCLFafAZ367aW81XJcT7aX9Wtml7fFFU3BJaSOUQmJ0fy8pflaK35l9d2srGohgevOo0ZAyjetCgngVe3HOKP7xewPDeZqalRvL69gpKaRu49f06PgCAy1MYLN59B8dEGcpIiSYtx8Levyrnzxa0cOt7kd91ikXsGro/BXV0zM4ihuLqB9Jgw999JarSDsr7M3B1tICs+nKlpUby76whtHZ3maurEJeaDctuLbLIsYgYFhHQ2Ds16u2Cyh5l1I8e7nSRU7TGtSrpfXBuF7jx3Ch/tr+51FslutfCHtadz/oMfcftzX/HSrQt7NPz2kr0M7ja/088K32fBxHifBWIG0wUz0/nj+wVkJ0Vwx4rJp/S5XawWxV3nTuEvnx3knV2VHG1oQWuIcti4blHwZghPKnMOfGt934+3hcDVL8FXz5hCbo8uMhd9Nz5usoW6FeQ4Va4+Yzwp0Q6/74eTkiJpbTctjq5fNMEdBK7OT+WpT4p5f2+VO73uvd1HsCgTkITYLGRPPZ3H9n6N7+16Dnatg2kX8Y+9lew5XM9D07ZCsd2cv/VRYmQod583lXte2c7LX5ZzyWnp3P78VzS0tPOzb1+APWWtObCt2QRLdRUwZdXAfkGDyWoz54c1heb8fdolPQ5RyhRHu732BM2Fdiq2fIA17Tx27d1NZugRcw7twWa18NQNJ888685ht3LlvHE88VERFbVN7vZpnxyo5sN9VUx1nhMd7owlFcwFDecEU8TChWCxcPzll2n46CPq3lxPa1EREAefPQ/3P48KCyMkK4vi2AwubI7hXJVMZ/MpTstUSlmBR4CVQBmwSSm1Tmu9y+Ow84DJzn8LgEedX/skLSaM1vZOjtS1cM/f97DKfhk/bHgcGjCzV54fgI4Yvpp4E2cd+B36/ULUhMWQMYcH/rad5z4vYf7EeOZNcAZN878Nhe+j3/kZ8U0/JydptRng7/7CnEzMcg7+6DS45BGTy3/IGZO6rpgnTOoxYACTxvnHhfDkuSbIuuo580HuKe8CLNe8gmX3OijdZBZT6k6zfs5fFbbzf2vytT3KpLrNvtZchfmHsxT0u78wQdya35sA1U+OfJTDHljD9+Q8+OGB4DQNdpl6gSltfOGDpgqXB4tFccGsdB7/0HSUvXLuwAup9JfFonB0uzKolOKsSYm8vesIHZ3a75Wn9o5Obn/uS0prGvk/l3i373V9WBRUNTA5JYpjDa6Zu/6tywqoyMgA5aZGsX7nYZpaO3DYLew4VOtOr7JZLUxMjPAZ3H1ywFQY3VRcE3Bw19GpOXi0gRV5feh/NcQmpURxoqWd3769l2c/L+GWpTn9CmY9nZOXwtTUYn7z1l5+89ZeYsLsWJS5cnzuNN9pfOPiw73WUrnWwpUd6y24ayTMbiUluvdG6K7g7rCz111RdYPXCVBGXFif0jJLahqZkhLF6vxUXvmynM8Kj5qUdYvVVH777FG2OApYatuJRpn395EuNsvMRniq3uvVbHo0y0+PYfN955z0MygzLpzfXDGL7/x5M79+c2+PHn++VNQ2UVTdwNULTkH6YTd5aVH8eHUuy3OTB9RncqDWzs9yB85tHZ1U1bdgt1q6imgMVxaLyUjKPd+kYn72iMloWnn/kL2k+IgQrpznPw08x5nSHxdu5wfndP39zp0QT0JECG/uqHAHd+/urmTO+Dj30oxV+al8b8tqbkjfSuSrt8GOlzhSEsPXorKYXPW2KUbSx+UZLl+fO46XNpfxy9d38VXJMTYW1fD7K2d5t3GwO0ywlH56QI89JOInwrEiUzvDT0aD1aJ44BvzKP73STTs/4wHW3ewwOpspRPEiwLfXDCexz8s5LnPS7jr3Fw6OzX/983dZMSG8dDa0zn3gQ/5tNLOpeC17s4aG0vYjBnUvvQyKEX4/PnE53cQFllF+/IHaC0to620hJbCIqI3beK7zfXUfetv1NkCO98Oxtn5fOCA1roQQCn1AnAx4BncXQw8o81c42dKqVilVJrWuqLnw/WUHmtOHH6xbif7K0/wk2u+B+tfM5XKZnytx/HVed/k4L4/M76tEs78PpV1zbz0halss72stiu4Uwoufpi2R87k4fY/sD92tUk3bG/xXRY3dbq7qeBJJeWa0vVfPAmTVpo3KF9ylnflfbfUm1zzqDT/V2wd0Sa488UWambvXr8TyjZ2FXgZjDUpwQzswCz0vbfcb0rFRc7gLiM2jEU5A+hFOEjOmpzIfztnFn31Y9Ja8/N1O/nH3ip+eel07zWW4C5Y4aoA6UrL7M/M3amWmxKF1qZoSLTDTn1zu1eVzkkpkV7rCcGsO9xWdhwwlQ8DVX6sibYOPWJm7gAe+UcBZ09N5kerck9yj5NLiAxl/feXUH68ic8Lj/J5YQ1by45z17m5fV5nmekM9Mp6SZcsqj7BhMSIk6YGJkaGYFEm7UdrTWF1g1dxjPTYsJO2Y+js1JQea+KcvBSWTEkizG7lrZ2Hu/5WZl4FG/5A2/aXWRO+FxU/q9cqgiNGbBZUbOn6vrMTqg8MTaGYIdLXi4ur8lO5ftEEnvykiIU5Caz0cyHD5VNnixq/zbMHkVIq4Ebyg80+CGuUB11ksqlnMPcGU1ehD8VPhkpuahTJUaH8ePVUr+wiq0Vxbn4K67Ycormtg5qGVnZV1HH3eV3ZV0tzk7DaQngq9T6+xws0l37J2hMlrAVow+e57slYLIpfXjqdNQ99zLOfl7B2fpapvDtSzfqG6QF3knR8h93KhJlLUJufYsO+Cp5MKYGmKLO2MEjGxYdzdm4yz28s5XtnT+bNHRXsKK9zB88TEsJ5p0z3CO4AUn52H807dhJ19nJsSUmmBkjYBFja9XPtOVzHlQ98yK8Wp3B+6HGad+yEO39AXwXjDD0D8LzsWEbPWTlfx2QAPYI7pdTNwM0AWVnmapNrynP9zsOsmZnGsvwsyHrfzIT5OOlIiY3h7vZv87sZZaRPWsGT6/fS3tlJVKjNXezBLTyez2f/mkUfXkvqhhugerup3BSMBaXLf2KKvSy+q2/VqEKjBr6G5PRrTBXQ8YvMzONIWq/RS658fno05+Qlsyw3eViusTrTuaj2kwPVPoO7xz4odM/aXL2gZzpMlMNOUlSouwLkQGfuTiVX6smew/WEOa9Qe64vmZQUyRvbK2hu63Bfwd5YWEOnNumFnxYepbaxLaBUW8+CHcOd6yppTlIE/3HVaUEdvxmxYVw2O7NfH9gpUaHYLIry441+jyk+2khe2snbw9isFhIjQzlc10xNQyv1ze2mL5bH63x9W0WvM9tH6ptpbe8kKyEch93Kstwk3tp5hPsvmm4C1tTpVIRmc1HTO+Tqcsi+LeCfeViKzYLdr5mgzmIx66rbm8yaJNHDPedPZVNxDT97dQcrpib3ejHj04KjxITZmZYWvMrKYog4e2EOZ5GhNj6/d4XPi2Gr8lN5fmMpnxyodrfqWjG1K1AND7GxZEoSzxXUcvvdT/PdP33BgYZy3lkbT2hzpemT1w9TU6P559W5fFZYw8/7MNs9rM28wvzrA8eE+bD5//HNiQ3Mb94DWWcEfT3mNQvH895Tm1i39RAPvrePvLRo90XNZbnJvLDpIDo0DFXvHeqE5ecTlu9RFPB4KaR5FzZ7fVsFFotixdKZREeFEr1yZUDBXTCS0H29s3avD9qXY8xGrR/XWs/VWs9NSjJXbNOcM3dRDlvX4IxK9d04EzPT92lnPhum/Ji6lnae/ewg581IY0F2gnu2wNOmjlwe7PgajurtkJQHi+7w+bgBi0iEix4KavWrk7KFwMUPm7WCIymwOwmlFE9cN++ka9qGSmJkKHlp0Xy0v2e/u3VbD/Hr9Xu4cFY6P+5l1iY7MYJCj5m7EJvFXWlwOBufEIHDbmHv4XpTTMVq8Ur7mJQcidbeTdo3FBwl1Gbh5iXZaA2bS2oCek7XDGdADcyHSHxECA9edRrP3LjAXYRnOLBZLaTGOPzO3LV1dFJS09jn33FqjIMjdS1d/Qe7pWW2d2oq65v93d3dBiHLOaO4enoqVfUtfFVqZvw2FFTz1IkFTLMcROn2kb/eziV2HHS2mWITAFXOFKKkgc/wjkahNis3L8mmorb5pLPBnxYe5Yzswa8aLISLvyyHRTmJRDlsrN9xmPd2HyErPrxHZeZV+alU1Dbz4hel/O+eSq44M5/QyUvMrN0AApObl+Tw5PXzhjQ9+JTLmAPAL/LKcRzbNyjrNJdMTmJ8Qjg//ft2SmuauPu8qe73mqW5STS3aZodST1m7ry0NkBjtVlP6KS15n+2VbAwJ8G72GIAghHclQGeeX+ZwKF+HONXYkQoiycn8stLZ5AcdfIiEe71H7VNPPtZCfUt7dy6NIeZmTEUVjdQ363n1oGqE7wes9ZUgrzi6a7S/0IEYPHkRDYfPEZja1dFrI/3V/PDF7cyf0I8v71iZq8nGdlJEV4zd/HhISOiUp7VopicHMXew/VsL69lalqUVznxya5G3lVd6+42FFQzb0I8CyYmYLcqNhYFlppZVN1AVKit343AT7WLT8twr3EbTjLjwvxWsSw71kRHp+5zr8TkKAdH6pp9Bt6uVLDe1t252iCMjzf3Wz41GbtV8dbOIzS3dXDvK9v5MnqF6fVkDYWshX4fa0Rxt0NwJre4gjuZufNrRV4KITYL/7PN/8qO0ppGyo41sXAIUjKF6C7EZuGcvBTe3nWETwqOsiIvucfn+zl5JjPpvld3EhFi5dqFE4bmxY4GcRNMg/rPHzffj/dRG2OALBbFNxeMp7mtkzMnJbBkcteSoTMmJhBis1BJXO/BXa2zGXps17rgXRV1FFU3nLztS2+vrd/37LIJmKyUmqiUCgGuAtZ1O2YdcK0yzgBq+7reDswv8M83LvDZA8cXh91KfEQIxUcb+a+Pi1g8OZHpGTHMyIxBa9h5qM7r+ILKBiYmR8PiO70rUAoRgLMmJdLWodlYZGahNh88xref+YLspAgev3ZO79XdgOzESI41tnGsoZWahjb3QuuRwFTMrGNHeW2Pkt8TEyOwKDhwxFTUrD7Rwp7D9SzMSSAsxMr0jBi+KA585i476eRrwUTvMmLD/c7cuZvEn6SBuUtqTKg7uLNZlLvhL0CmR/EWf0prGrFalDtTI9phZ1FOIut3HOah9/ZTfLSRH1y+HDV1DUxe2bNA1UjVvZF59V5TQXM0rCccJJGhNpbnJvHG9go6O303Enatt1s4DNdoi7FpVX4qtU1ttLZ3ck5ez/WiseEhnJEdT2t7J1efMX7IqoKPCkqZ2buGSrA5Bq1gzJXzxrE6P9Xd9sIlLMTKGdkJFDRHmWqZ/rgu6nnM3LneuzzTdgM14OBOa90O3A68BewGXtRa71RK3aKUusV52BtAIXAA+E/guwN93pNJjXawbsshqk+0cOtSs37OVeRhe1nXuruOTk1RtSkPLsRAzJsQT4jVwsf7q9l1qI4bntpISnQoz9w4v0+VyVwn0YXVDRxrbO1Xj7uhMjU1iuoTrdR1K6YCJo0qKz7cPXPneuNyrVOcNyGebWW1vfZb666wqmFEpGQOd5lxYe61bt0VOP+/+vremBLl4FhjG3sP15MVH+5Vej7DGeiV9zZzd7SR9FiHVyPZ1dNTKalp5NEPCrh8dqYZM1c+A1f+uU+vaURwfai72iFU7ZWUzD5YMzOdyvoWvjjoe9b/08KjJESEMCVFPtvF8LB0ShIOu4WoUFtXYb9uLp+dSbTD5rsnsAhMxlzzNXPeoGXkxYTZeeyaOd4VSJ2WTUmisDmKzvoK7/7TnmqdF/U8Ch9uL68lNdoxoHZWQWn8orV+Q2s9RWudo7X+pXPbY1rrx5y3tdb6Nuf+GVrrL4LxvL1Ji3HQ2tHJrMwYd3PCxMhQMmLD2OZRVKXsWCOtHZ0S3IkBCwuxMndCHOt3HubaJz8nItTGX25a0KdUYuhqX1BYdYJjDa0jolKmi2dT1+7BHZh1d652CBsKjhLl0VR43oR4Wjs62VbmXeyos1Pzi3U72dRtVq+5rYNDtU0jopjKcJcZF4bWpmR8dwWVDSRGhvS5ZHpKjBnnG4tregTe4SE24sLtvaZlltQ0ulMyXVZOS0EpUzX2p2vyzEaL1W9blxEpJNz0Nz1eYk4AqvZJSmYfrJiaTKjNwuvbeq7w0FrzacFRzshJkNl9MWyEhVi5eXE2Ny3O9lq64OnS0zP48r6V7uVFYgAyzbq7oeqLuDQ3iSM6Dktbo6mG78vxUtOc3dXwHBPcDaQPLgQpuBuOUp0nGrcuy/F6c5+REcN2j6Iq7qvTyTILIAburMmJlB1rQmv4y00LyIwLP/mdnDLjwrBZFIXVDdQ0to6ISpkuruCuezEVl0nJURRVN9De0cmGgmoWZCe4Z3bmjje9e7oHcW/vOszTG4p56L39XtuLjzagNUzsY7qg8M81o+YrXbKg6kRA/RJdJyPdK2W6pMf6X98HJrjz7MMH5oLcT9dM4w9rTx9RacoBixlnet2dOAIttZAkywNOJiLUxtlTk3ljx2E6uqVmFlU3cLiuWdbbiWHnznNzueMc/03tlVJeWQ9iALIWQv6lMPPrQ/L02YkRdEQ4Uyv9rburLYXoDHfBnBMt7RRVN/i8SB6IUTuCVuWnctnpGaycluq1fUZmDMVHG6ltNEVVXLMJMnMnguGiWeksy03imRvnBzym7FYLWQnh7D9ygtqmthE1c5cUGUp8RAi5qVE+r0hOSo6krUPzaeFRDh5tZFFO10lXXEQIk5MjvYI7rTUPvncAMO0lPKssFlX1rMYo+mec8+KDr6CroOpEQGM41eNKs6+U2YzYML9pmfXNbdQ0tDI+oefFkBvPmuhO4R21YrPMzF3VHvP9GGlgPlBrZqZRVd/S473jd+/sw2pRLOnWT1QIMYaERJgiicFobdYPSikyx2UD0Frrp4bk8VKvYio7y2vR2ncGVCBGbXC3ZEoSv/96z55SM51TnTsOmRSwQFOPhOhNZlw4T98wn/z0/v1hZidGsqX0GFqPjB53Lkopbls+iZsW+14n4Cr5/KcNZl1R95P1eRPj2Vx8zH0F/t3dleyuqOPWZTl0avifrV0Lkl3tInzNDonApMY4sCiTnu6ppqGVY41t5AQwO5oS3VWy2VfgneGszKl9rD0oqfFugzDmxGaZD3l3pUxZc9cXZ09NxmG38LpH1cy/fF7C69squOvcKWT5uFgghBCnSt4Uc6GuqLDA9wG1pV7FVFy9uLsXpgvUqA3u/HFFw671PYGmHgkxmHKSIqg+YRqYj7Q0tBvPmsjFzgae3bmCu/f2HCExsmeRg3kT4qhvaWfv4XrnrN0+suLDuWvlFPLTo3l1S7n72KLqBpKjQokMtQ3eDzNG2K0WUqN79rpzZTR078PUm5gwO6HOWVtfgXdGbBgNrR3UNbX32FcqwR10tEDRhxAabfq4ipMKD7GxYmoKb+6ooKNTs6O8ln99bRdLpyRxy5KhuVovhBAus6aZFPvSEh/BXUebqaTZrZhKWoyj3/3tXMZccBcbHkJWfDjby48DgaceCTGYPNPZ4kfRbHJkqI20GAdam9Lk3YscuCqHbSqu4R97K9lRXsftyydhs1q45LQMtpbVuvunFVVLpcxgyowLp6xbumSglTLBzN6mRDtw2C1eKZourj5/Zccbe+w76GpgPlZnWly97go/MJUypQhIn62ZmUb1iVbe232E25/7krgIO7+/cpY0LhdCDLnwqDiaVRiV5cW0tHerCF5XDrqzx8zdQGftYAwGd2DW3W0rq+1X6pEQg8lzFjluBLVC6AvXLJDnejuXjNgw0mIcbCyu4cH3DpAZF8als80s4IWz0lEK/v6Vmb1z9bgTwZHho5F5QeUJQm2WgBuvp8Y4mJAQ4fPE2t0Owcf6vpKaRuLC7UQ7RteY7zPXldvWeknJDNDy3GTC7Fb+6YWvKKlp5A9rZ5MQObCr3kIIESydUWnEtVfy5vZuRVWOe7dBqG9uC0oxFRijwd3MjBjKjjW5F2HnBJB6JMRg8gxaRtKau75wBXdn+mgqrJRi3oR43t55mK2lx7lt+SR3v7PUGAcLsxN4dUs5xxtbqWloJVvaIARNZlwYh+uaae/o6nXnSlcPdPbjvjXT+LfLZvjclx7rv9ddSU3j2E3JBK8rt1JMJTBhIVZW5CXT3NbJXefmMn+iNH8XQgwfYZkzOc12kGc+Lfbe0a2B+c5DdUEppgJjNLhz9Y9wzQRMkrRMMUwkRIQQ7TBryUZStcy+uHrBeH66Jo9x8b5ng+ZNiKOtQ5Me4+Dy2Zle+y45LYPio43uv1lJywyezLgwOjo1FbVdFUkLqhr6ldEwIzOG2VlxPvclRITgsFt89rrz1QZhTAmNhHDnjLa0QQjYP62YzI9W5XLrUllnJ4QYXlTGHNJ0JQdLDrLds59vrSu4M+c7O4JUTAXGaHDn+sW9t6eyX6lHQgwWpRQTkyIJD7HisFuH+uUE1aTkSG5anO23qfCiSYkoBbefPblHO4XVM1IJsVn44/tmUbL0uAuejFgTVLmKqjS3dVB6rDHoa5GVUqbXXbfgrr2jk/JjTT7bIIwprnLY0sA8YFNSorht+SRZZyeEGH4yTDP1efZi79m746UQmQo2k0YerGIqMEaDu2iHnezECFrbO/uVeiTEYJqRET0mU9RykiL56MfLWTt/XI990Q475+QlU1nfgtWi3P3ZxMBlxnmnS7qaxA9GunqGj0bmFbXNtHfqMTnmvcRmgc3h1fNICCHECJc2C5SFK9IrWbf1EMcaTEV0akt6VMoMxqwdjNHgDrpSM6WYihhu7j0/j2dvWjDUL2NIZMaF+53Zc7VZGBcX5rNRuuiftFgHyqPXnbsNwiCkq5tG5s1e27p63I3x9+J5N8HK+8EyumbshRBiTAuNhKSpLAgppqW9kxe/cKZjejQwr29uo7AqOMVUYCwHdxmu4E7W24nhJTzEJtXefFiWm0RMmF36UgZZqM1KclSoe0atoLIBpQZnXWNGbBjVJ1poau0qCT3m2yC4TFwCC74z1K9CCCFEsGXMJrJ6K/MnxPHnzw7S0dFhWiF4FFOBromngRqzwd1p42IBk6svhBj+Qm1Wnrx+HveenzfUL2XUyYwLd6+5K6g6QUZsGGEhwZ9BmuvsZ/i7t/e6t5XUNBJi9d0bTwghhBjxMuZAUw23zLJRdqyJDVt3QkerOy3TVUxFZu4GaM74OJ66YR6r8lOG+qUIIfpozvg4d0sFETwZsWHu5uIFVScGLaNhYU4C1y4czxMfF/G/e44AUFLTQGZcGFZZ+yyEEGI0Sp8NwJKIElKiQ3n9o41me4xJy3QVU0kMUtbWmA3ulFIsz03GZh2zvwIhhABMUZWK46bXXWFVw6Cmq997fh55adHc9eJWDtc2mx53Yz0lUwghxOiVkg/WUGwVX/HPq6fSUFkEQGN4OgDby4JXTAXGcHAnhBDCyIwLp71Ts6X0OE1tHeQkD15xE4fdysPfOJ2W9k7ueOErDh4d4w3MhRBCjG5Wu6maWb6Zy2Zn8p2Zpp/xTX8/zKHjTRRWNzBTgjshhBDBkuFsh/DBvipgcCplespJiuT+i6fzeVEN9c3tEtwJIYQY3TLmwKEt0NHO9Ig6WkNi2FTRysWPfALA9CAVUwEJ7oQQYszL7BbcDUaPu+6+NieTy0437S0kuBNCCDGqZcyG9iao2gPHSwmJH89/XjuXuqY2IHjFVABsQXskIYQQI1JGrAnutpfXEhNmJyEi5JQ8779eMp38jBiWTEk6Jc8nhBBCDImMOeZr+WaoLYWESSzLTeb5m89gZ3lt0IqpgAR3Qggx5jnsVhIjQ6k+0UJOUoTfRvLBFhFq48azJp6S5xJCCCGGTHw2OGKg/AvTwDx7OQCzs+KYnRUX1KeStEwhhBDu1MzBrJQphBBCjElKmZYIB/4X2hrcPe4GgwR3Qggh3EVVTsV6OyGEEGLMyZgDdWXmdmzWoD2NBHdCCCFk5k4IIYQYTK51dwAxMnMnhBBiEE1IML3tpqRIcCeEEEIEXcbsrtuDOHMnBVWEEEJw6ekZZMWHMz5h8BqYCyGEEGNWVCpEZ0DTcQgLbhEVTxLcCSGEwGG3cuakxKF+GUIIIcToNXEJHC0wBVYGyYCCO6XUb4ALgVagALhBa33cx3HFQD3QAbRrrecO5HmFEEIIIYQQYkS54AHoaBvUpxjomrt3gOla65nAPuCeXo5drrU+TQI7IYQQQgghxJhjDwNH9KA+xYCCO63121rrdue3nwGZA39JQgghhBBCCCECFcxqmd8C3vSzTwNvK6U2K6VuDuJzCiGEEEIIIYSgD2vulFLvAqk+dv1Ea/2q85ifAO3As34e5kyt9SGlVDLwjlJqj9b6Qz/PdzNwM0BW1uCVCRVCCCGEEEKI0eSkwZ3W+pze9iulrgMuAFZorbWfxzjk/FqplPobMB/wGdxprR8HHgeYO3euz8cTQgghhBBCCOFtQGmZSqnVwD8DF2mtG/0cE6GUinLdBs4FdgzkeYUQQgghhBBCeBvomruHgShMquUWpdRjAEqpdKXUG85jUoCPlVJbgY3A61rr9QN8XiGEEEIIIYQQHgbU505rPcnP9kPA+c7bhcCsgTyPEEIIIYQQQojeBbNaphBCCCGEEEKIISLBnRBCCCGEEEKMAhLcCSGEEEIIIcQooPx0LxgWlFJVwMGhfh0jVAxQO9QvYpRIBKqH+kWMEjIug0vGZvDI2AweGZfBI+MyuGRsBo+MzeDpy7gcr7VO6suDDevgTvSfUupxrfXNQ/06RgOl1Bda67lD/TpGAxmXwSVjM3hkbAaPjMvgkXEZXDI2g0fGZvAEe1xKWubo9dpQvwAhfJBxKYYrGZtiOJJxKYYrGZvDlAR3o5TWWv7oxLAj41IMVzI2xXAk41IMVzI2hy8J7oQ4uceH+gUI4YeMTTEcybgUw5WMTTEcBXVcypo7IYQQQgghhBgFZOZOCCGEEEIIIUYBCe7EmKOUelIpVamU2uGxbZZS6lOl1Hal1GtKqWiPfTOd+3Y69zuc27+ulNrm3P7vQ/GziNElkLGplLpaKbXF41+nUuo05z4ZmyJoAhyXdqXUn5zbdyul7vG4j4xLEVQBjs0QpdRTzu1blVLLPO4jY1MEjVJqnFLqH873wJ1KqTuc2+OVUu8opfY7v8Z53OcepdQBpdRepdQqj+0Bj00J7sRY9DSwutu2J4C7tdYzgL8BPwJQStmAvwC3aK3zgWVAm1IqAfgNsMK5PUUpteLUvHwxij1NH8em1vpZrfVpWuvTgGuAYq31FhmbYhA8TR/HJXAFEOrcPgf4jlJqgoxLMUiepu9j89sAzu0rgd8ppSwyNsUgaAfu0lrnAWcAtymlpgF3A+9prScD7zm/x7nvKiAfM57/qJSy9ndsSnAnxhyt9YdATbfNucCHztvvAJc7b58LbNNab3Xe96jWugPIBvZpraucx73rcR8h+iXAselpLfC887aMTRFUAY5LDUQ4L4yFAa1AHTIuxSAIcGxOw5xQo7WuBI4Dc5GxKYJMa12htf7Sebse2A1kABcDf3Ie9ifgEufti4EXtNYtWusi4AAwn36OTQnuhDB2ABc5b18BjHPengJopdRbSqkvlVI/dm4/AEx1XpG2Yf5AxyFE8Pkbm56+TldwJ2NTnAr+xuVLQANQAZQAv9Va1yDjUpw6/sbmVuBipZRNKTURM7M8DhmbYhAppSYApwOfAyla6wowASCQ7DwsAyj1uFuZc1u/xqYEd0IY38JMm28GojBXmwFswFnA1c6vlyqlVmitjwG3An8FPgKKMdPwQgSbv7EJgFJqAdCotd4BIGNTnCL+xuV8oANIByYCdymlsmVcilPI39h8EnPS/AXwH8AGoF3GphgsSqlI4GXg+1rrut4O9bFN93ds2gJ/qUKMPlrrPZgUTJRSU4A1zl1lwAda62rnvjeA2Zic6deA15zbb8ac0AgRVL2MTZer6Jq1c91HxqYYVL2My28A67XWbUClUuoTTOpboYxLcSr4G5ta63bgB67jlFIbgP3OfTI2RVAppeyYwO5ZrfUrzs1HlFJpWusKpVQaUOncXob3jFwmcAj6NzZl5k4IQCmV7PxqAX4KPObc9RYwUykV7pwSXwrs6nafOOC7mEXcQgRVL2PTte0K4AU/95GxKQZFL+OyBDhbGRGYYgJ7ut1HxqUYNP7GpvNzPMJ5eyVm1k4+z0XQKaUU8F/Abq317z12rQOuc96+DnjVY/tVSqlQZ8rwZGCj87ECHpsycyfGHKXU85iql4lKqTLg50CkUuo25yGvAE+BSXFTSv0e2IQpFPCG1vp153EPKqVmOW/fr7Xed6p+BjE6BTI2nZYAZVrrwm4PJWNTBE2A4/IR5+0dmFSjp7TW25z7ZFyKoApwbCYDbymlOoFyTJVhFxmbIpjOxIyv7UqpLc5t9wK/Al5USt2IuRB2BYDWeqdS6kXM5EE7cJuzeB/0Y2wqrXXQfhIhhBBCCCGEEEND0jKFEEIIIYQQYhSQ4E4IIYQQQgghRgEJ7oQQQgghhBBiFJDgTgghhBBCCCFGAQnuhBBCCCGEEGIUkOBOCCGEEEIIIUYBCe6EEEIIIYQQYhSQ4E4IIYQQQgghRoH/D+2291uQh5e4AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": "2021-02-02T06:51:38.952750Z", "iopub.status.busy": "2021-02-02T06:51:38.943765Z", "iopub.status.idle": "2021-02-02T06:51:38.957626Z", "shell.execute_reply": "2021-02-02T06:51:38.958549Z" } }, "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": "2021-02-02T06:51:38.968075Z", "iopub.status.busy": "2021-02-02T06:51:38.966563Z", "iopub.status.idle": "2021-02-02T06:51:38.973441Z", "shell.execute_reply": "2021-02-02T06:51:38.974270Z" } }, "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": "2021-02-02T06:51:38.980243Z", "iopub.status.busy": "2021-02-02T06:51:38.979106Z", "iopub.status.idle": "2021-02-02T06:51:39.016048Z", "shell.execute_reply": "2021-02-02T06:51:39.016953Z" } }, "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": "2021-02-02T06:51:39.020988Z", "iopub.status.busy": "2021-02-02T06:51:39.019747Z", "iopub.status.idle": "2021-02-02T06:51:39.028709Z", "shell.execute_reply": "2021-02-02T06:51:39.029582Z" } }, "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": "2021-02-02T06:51:39.033602Z", "iopub.status.busy": "2021-02-02T06:51:39.032359Z", "iopub.status.idle": "2021-02-02T06:51:40.274213Z", "shell.execute_reply": "2021-02-02T06:51:40.275457Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": "2021-02-02T06:51:40.281045Z", "iopub.status.busy": "2021-02-02T06:51:40.279342Z", "iopub.status.idle": "2021-02-02T06:51:40.286741Z", "shell.execute_reply": "2021-02-02T06:51:40.287944Z" } }, "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": "2021-02-02T06:51:40.298506Z", "iopub.status.busy": "2021-02-02T06:51:40.291615Z", "iopub.status.idle": "2021-02-02T06:51:40.301956Z", "shell.execute_reply": "2021-02-02T06:51:40.303118Z" } }, "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": "2021-02-02T06:51:40.308454Z", "iopub.status.busy": "2021-02-02T06:51:40.306764Z", "iopub.status.idle": "2021-02-02T06:52:49.772279Z", "shell.execute_reply": "2021-02-02T06:52:49.773190Z" } }, "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": "2021-02-02T06:52:49.777421Z", "iopub.status.busy": "2021-02-02T06:52:49.776164Z", "iopub.status.idle": "2021-02-02T06:52:51.481594Z", "shell.execute_reply": "2021-02-02T06:52:51.483183Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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l4svzCZo06ZTbqyiK0hgV7DXPia6PNS4vOeV2SmvcxARbSI6wYtB3jlEYLq8Pvx8sRu39uH1+HG4f9rqH9txbPxTSajIQaD7yUycEDrcPnRAEWQz4pKS81s3BMjsZJbXohSDQbMDh8VLt9CKEwKDTHhKocXqpcnqocnjJKKlhfWYZtW4fAEOSQvn16GTO6xFBRKD5hHPnOhufX7K/qIZPt+Ty6eZc8iudACSEBpAQGkBxjQspJWN7RnJBnxhGd484YbCqKMrRVLDXDpx79pB11dUEjh9P4ov/atFwRl9VFbqgoBbdffOWl1P45FNUffnl8Tt1OoyJiYRdfz3ujANUfPQxCIEuMJDgSy7BEBGB++BBan/6CYSg67vvYO7W7YT1SbebzKuvwVdWRrcvv2izuYOKopwbVLDXPD37D5bvfvkDAUY9Lq+P4mo3h8rs/Li3mJ8zSo8a9qfXCWxmA0EWA0nhVpIjA0mJCCQu1IJOCMwGHdFBFixGHbVuH3aXF7vbh04HFqMeu8tHhcNDTLCZlMhAooLMLeqpOlUen5+Ve4v5JbOM/UU17C+q4VC5HSm1uW0+KY8b3tgcQmiDbE6HzWwgNsTCyJRwRnePYGRKBFFB5tNuS2cipWRHbhUr9xWzu6Cawion0UFmnB4/aw6UYHf7sBh1dAmzagG6x0ety4tBpwXagWYDNrOBmGALSeFWhiSFMjw5nOggM7pzKIBWlIZUsHeGuQ8eJOee3+ItK6Pbks8whIe3d5Pqufbvx1tSgr+mBn9tLb6qanzlZdjXrcde91lG3HUnIdOnU/TPZ3Fs2oSvshJ9ZCSBI0YQMed2LH36nFJdjh3pZF17LUFTphD/zNPozOpCpyjK6VHBXvOY43rKuF8/f9z2lMhALuwfy4CEYCICzeRXOsgorqXG5aXC7ia7zE5mSS0Vdk+L6g+yGOgbG0y/+GC6hFsJDzRS4/JR4/RS7fTgkxKbyVD35V2v/TQZqHJ6yKtwsuVQOdtyKrG7ffj8Eq/fj0Gno1eMjS7hVsrtHnbkVlJW68ak19EtKpDu0TZ6RNkwG3VUObzoBASaDXU9eHoCTFoPntWkx2TQ1ffy1brqftbVZTXp8fklVQ4PBr2OMKuRxDAr3aICEQiqnNq8uSCLEYkWUHp9sv5928yGTtNTeqa5vD5+ySjj+91FFFQ6sZr1BNb9zrx+Sa1L+z1VOz0UVDrJLrXj8Gg9p0a9IDrIQlSQmZAAI566rKVxIRbiQwOIDwkgMTyA7lE2ooPMjd5AL6h0svlgOaW1blxeP3EhFhLDAkgMsxJmNbbZkFdFaSkV7LUhX1UV3pISpMeDfd16qpcvx/7LL2Aw0OXfL2MbN65d29ccju3b8ZWVYTv//KO2S68X9PrT+k+u5NXXKH7uOcy9ehE/71ksvZpOQKMoitIUFew1z4DBQ+T8j5bi8vgwG/WEW00khgUQdopzpMpr3RRVaxkcHR4fRVVOXF5//ZBHq0mPX4LD7SPQrCfYYiS/0klmSS1ltS4Kqpyk51WxO7+6/sv4YXqdQC8Ebp+/yfq7RlgZ0iWUUKsJnRAY9AKnx8fugmryKx2EW00kRwZy2aB4xveKwmRQwdW5yOvzk55XxeaD5RRUuSiqdlJU5aLK6cFs0OH2+smrdFJS4zqql3ZwYgiPTOtLfGgA6XmV/HyglFX7SzhQN6eyMVaTnqRwK9HBFgKMOgKMegJMhrqf2muL8ci/j+hgM13CrMSGWDDqdVQ7PVTYPYRajdjM2lzJSoeHfYXVWIx6+scHq2BSOW0q2Gsj1cuXk/fAg/jt9vptppQUQqZfRsgVV2CMiWm3tnUkNT/+SN6f/wJSkrLoY4yxse3dJEVRzjIq2Gue9r4+HnZ47bgKuxubxUCQ2YjFqEMIgdvrr+9Rq3V5qXV5CbIYiA62EGxRS/corcft9VNYpfUE7sqv4o1VmRRUOev3Bxj1jEgJZ2yPSEZ2Cycm2IJJryO/0klOuZ2ccgcHy+wcKrNTUuPC6fHj8GjzQJ0erWe4qRHDh3uYq53e+m1CgE6Io4YZx4VYuGxwPDeO7EpShLXNPgulc2r3YE8IcRHwAqAHXpdSPt1EueHAWuBaKeXHJztve13M3NnZlL/7LmVv/RfLwIGE/+pXCL0OS79+mJKTz3h7zgaujAyyrroaU88edP3f/9CZVAYuRVFOnQr2mqejBHuK0hE53D4+3pSDXgj6xgXRPz6kRb3DUko8PonDowV/NS4vBXWBYm65g3K7h/jQACJsJirtHqqcHqQEm8VArxgbJTVulqYX8sOeIvxS0j3KRkrdOopdIwIxGXT4pURKiRCCqCAzscEWYoItanipArRzsCeE0AN7gSlADrAeuF5KubORcssAJ7CgIwZ73rIy8h99jJrvvgOdjtArryDmL39Rc9FOUdW3S8m9916Cpk7V5vAFBJzxNvidTtwHD6rhpIpyllHBXvOoYE9Rzj4FlU4+2nCIHXmVZJbUklViP+FwZwCTQUdMsJmYIAsxIRYSQwNIjgwkOSKQblGBTc5PVDqXllwjm15B89SNAPZLKTPqGvM+MAPYeUy53wKLgOGtUGerklJSs2IFBY89jq+yksjf3kPoVVepYZrNFHzhVDwPPEDRs8+SdfAgiS+9hCkx4Yy2If+RR6j6+hvi//kMIZdddkbrVhRFURRFaUpsiIXfXtCz/rXPLymscuLzy6OGfhZVOymsclFQ6aSw2klhpZOCKic786pYtrMQt/dIgGg16UmOCCQlMpDkSCspkTZSIq10CbMSaVMZTJXWCfYSgEMNXucAIxsWEEIkADOBSXSwYM+VkUnBX/+Kfe1aTN270+W1V085G6VyvIhbb8Hcswe5f7yfgzffTNd33j7loPnw8IXTZd+8maqvvkYfEkLeQw8jLBaCp0w57fMpiqIoiqK0Fb1OEB96/CioLuFNz+nz+SV5FQ6ySmvJKqklo0T7mZ5XyTfpBUfNEzQZdCSGBhATbMFs1GE16QkPNBERaCbSZiIs0ESwxUhwgJGQACMJoQEqGVIn1BrBXmPfzo8dG/o88KCU0neyL/NCiDnAHICkpKRWaJ7GV1ODJzcXQ3Q0hrAwABzp6Ry6bTZIScyf/0zYtdcg1FyzFrONG0fSG29w8OabOXjrbXR5eX6TC8VLKan57jsqFn+KY+tW9CEhJDz7Tyz9+jV5fun14kxPx3Ugg6Apk9EHBSGlpPDppzFERZHyySIO3X0Puffeh+s3vyHyrjvrF5VXFEVRFEU5W+l1gi7hVrqEWxnXM+qofR6fn0NldrJKa8ktd5BT9yisclLr9nKozEtZrZvyJpZeMRt0pHYJpV98MN0iA0mJtNE9OpC4kDM/LUdpPa0xZ280MFdKeWHd64cBpJT/aFAmkyNBYSRgB+ZIKT890blbOifBlZlJ5eJPqfr2GzzZB+u360NCMCUn48rIQBdko+ubbzYZjCinr3bdOg7dPgfpchGQmkrw9MsInjIF6ffjycvDtWcPlV98gWPDRgzxcVjT0rD/sg5fRQWxjz1KyBVXHNfTV/399+T/5VF8ZWUAmLp2JeaxR6n6/AsqP/2UuL//ndArZuKvrSX/iSeoWvI5tvPPJ/GlFxFGlf1NUToqNWevedScPUVRTpfX56es1k2Fw0Olw0OVw0O53cPOvCo2ZJexv6gGu/vIkio9om1M7RfD6O4RDE0KI9DcGn1FHYuUErvbh8mgQwD5dUNn7W4fh8rsrNpXgl4n+OPUXnSLsp3x9rV3ghYDWoKWC4BctAQtN0gp05sovxD4oi0TtHjLyij+f89T8fHHoNMReN55WIcNw9glEW9RMe6sLNzZ2QidIO7JJzHGxze7DuXUeAoKqPriCyo/W4Jr377j9huiooi8+25Cr7oSYTDgLS0l9w9/xP7LLwRNmUz4zTeDEHjy87GvXUvFRx9j6dePiNtno7NayfvzX/CVlCCMRsJmzSL6T/fX9+JJKSl/910K//YkITNnEvf3p9QkZkXpoFSw1zwq2FMUpa1IKSmscpFRUsPu/GqW7yrkl8yy+iGikTYzSeEB9I4Npl9cEH3jgokJtuDy+tEJsNStSWg26Ci3u8mvdFJp1wLLnHIHeRUOHB4fDo+PCrvW01he60YCXcICiAoyo9cJwgNNdVlLbXSLCiQp3IpBf2SYaZXTw8FSO466DKl5FQ5yyx3kVjhwuH10j7bRJcxKcIABv9TWF9V6Nt2U1ropqznyvLzWjbep9TWA+BAL1U4vLq+f60Z0YdrAOIYmhTU57NXvl0fNl3R7/RRUOvH4/XSLDGz299GOsPTCNLShmnq0TJtPCSHuBJBSvnJM2YW0YbDn3LmTg7fNxlddTfisWUTMvg1DVNTJD1TanHPPHmpXrUIXaMMQHY2ldy8M8fHH/cFLn4+yhW9R/PzzSE+DoQZ6PWHXXUf0gw/UL+3gKSyicslnhFxySZNBe/GLL1Eyfz4Rc+YQ9fv7VMCnKB3Q2R7sCSEWAJcCRVLKAY3snwU8WPeyBrhLSrm1bl8WUA34AO+pfA4q2FMU5UyqdnrYdLCC7TkV5JQ7yCipZXd+FVUN1hc8VVFBZmxmA2aDjlCrkTCriVCr9r3uUJmd0lo3Pr+fkhotODvMZNDRPcqGlJKSGhclNe7jzm3QCeJCLZgNerJLa/H4jo9zQgKMRASaCA/U5i0efh4cYMTj9ePxSxJCLcSFBBBoNhARaKJrhJWSGjdPf72bz7fm4fb5EQJigiwMTAxhfK8onG4f6XmV7Myv4kBxLaKuzV6fPCrrakJoAFP7x3DVsET6x4ec0mfW7sFeW2nuxcyxZQsHb5+DLshG0n/+g7lnz5MfpHRY7pxc3JmZABiiozAlJ5/WMhhSSgoee5yKjz4i7MYbiXnkYYROTUBWTp/0enFs3Ypr3z6k20PwxRepm0ot1AmCvfFoQdx/mwj2zgN2SSnLhRAXo01/GFm3LwtIk1KWnGp9KthTFKW9SSnJq3SyK6+KMrsbs0GHlOCsW4/Q6fUTGmAkLjSAMKuRIIuRuBALFuOp51GosLvJKKnlQFEN+4pq2FtYjVGvqwvAAkmJtBJoNhBg1BNfl4xGX9ej5vH5Ka52Ue30IgSEB5oIDTAe1Tt4OmpcXn7aW8yugmpyyuz8kllGboUDgLgQC/3igukVG4ROgMvjx6DXEWDUExdqweuTfL+7iJV7i3H7/EzuG8MrNw49aZtUsAf4a2vZP/VCdIGBdH1zAcaEM5vyX+nYpN9P0TP/pOytt7D060fwZZcResVM9CGndkdFUQC85eXUrPiRklf+fdQ8YPR6AsecR+DIUZh79kBYLBjCwjAmJrbLepNno7M92AMQQiSjjVw5Ltg7plwYsENKmVD3OgsV7CmKopyVpJRkl9oJshiIsJ1ap0SF3c3CNVk8v3wfd03ozoMXHb0SQFGVk5dXHGBPQTW5FQ5+enBSu66z1yGU/e9/+EpL6TL/JRXoKccROh3RDz2IqUd3Kt7/gKJnnqHsf/8l8bnnCEhNbe/mKR2E+9AhKhYtwrV/P76SUvQREZgSE3Dn5OLctRNvXj4A5r59SXju/whITcXvdFGx6GNqflhB0cpnjztn8GWXEfe3v6KzWM7021E6rtuArxu8lsBSIYQE/iOlfLV9mqUoiqI0lxCC5MjAZh0TajVx3+ReFFa5+PeKA/SLC+aywfH4/JJ3fsnm2W/24PL6GZAQzOAuofzUkvZ1hp49X0UF+6dMxTp8OF1enn8GWqac7Rxbt5L7hz/iKSwk6u7fEDF7drtk6/S73UiXC11goBpaeob4Kiqwb9oEQuArr8C5YwfunEN4S0pw7doNOh2mlGQMkVH4SktwH8rBGBeHpV8/LP36Yhk4EOvw4Y3O/fQWF+POyUG6XHiLS3Bs30b5/97GMmAAMY88TMCAASorbBPOlZ49IcRE4GVgrJSytG5bvJQyTwgRDSwDfiulXNnIsQ2XJhqWnZ3dBu9CURRFOVOcHh/XvrqWrYcqmD44nuzSWrbmVDK2RyR/u3wAKXVBZKcfximlRHo89Uk5jlX0f/9H6etvkPLpYiy9e5/hVipnK19VFfmPP071199g6dePhH/9C1Pi0b3CvooKatevR2cyYTv//BbX6a+txb5xI7Vrfsa+aROuXbu0JDRCEDBoEGE33UTw1Clqvcc2Urt2LXl/egBvcXH9Np3ViiklBX1YGAGDBxN6zdUYY2Jarc7q774j908PIO12dIGBxDzyCKFXXtFq5+8szoVgTwgxCFgMXCyl3NtEmblAjZRy3onqUsM4FUVROgenx8fLP+zn3z8eICTAyKOX9mP64KMTGHbaYG9o377ymzl3UPX113jy84n98yOEXXfdUWWcu3aRefU1hFwyjfhnnmmnlipns6pvl5L/2GPoLBaS3nwTc7cU/C4XRc88Q/l774OUIARd33kb69Chp1WHY+tWCp99FseWreD1IoxGLIMHETB4sNaDVFFB9Tff4M7ORhccTNDkydjGj8M6bBj6iAiEToff5QKfD53VetrvVfr9OLZsxdQ1CUNEhHYjxe1GmExIjwdPdjZ+pxNTcjL6oKDTrqcj8dvt2Nevp+KTxVQvXYopOZnYR/+CLigIXWAgpuTkNu9V9ZaXY/9lHeXvvot93TpiHn6I8F//uk3rPNt09mBPCJEEfA/8Skq5psH2QEAnpayue74M+KuU8psT1aWCPUVRlM4lr8JBkMVAkOX4EUCdNtgbYAmQH3XrRuCoUUjpx/7zWkKvvZaIW27GlJyMdLvJvOZavCUldPt8CYawsPZusnKWcu7Zw8FbbwOvF+uoUbizs3Ht3k3YDdcTNHUq+X95FPQ6ui1e3Oxgy52TQ9bV1yDMZkIuuxTrqFFYhw49LnGH9PupXb2aqi++oPq77/HX1BzZaTCA1wt6PaFXXknE7bPB50OYTKe8TqS3pIS8Bx6kdo32PdOYmIivvBx/ba1WQAgtsK2jj4zEnJyMuVcvLAMHYhs3FkNkZLPee2tzZ2fj2LIFX20tOpMJQ2wcxrhYDDGx6G3aUAfp9+Pat5/qb7+l+vvvce3dC34/+rAwQq6YSdTdd7coYG4Jv9tN3v1/onrpUkKvuYaYhx9SCVzqnO3BnhDiPWACEAkUAo8DRtCWIBJCvA5cCRwee+mVUqYJIbqh9faBNo/+XSnlUyerTwV7iqIo545OG+wN7d1brl+3Dn1ICNLno+ifz1L21lsAWhIWvR7PwYMkzn+JoAsuaOfWKmc7V0YmRf/3f7gPHEC63cT85c8ETZoEQO26dRz89c0EDBmCuXt3bBdMImjChJOe01ddTfYNs/AUFpL8wfuYU1JOqS3S48G5cyeOrVvxVVVr8/psNjz5eVR8vEgL/OpYhw8n9JprCJo6pdGlKbzl5VR88CFl//0v/tpaou67D+l249y1C0NUFIbISKTLpc1V69oVXYAFd1YWrsxM3BmZuPbswW+3IywWwq6/nuBpF2Pu2fOMJhzxFBVR/MILVH76Gfh8jZbRBQVhiIzEU1iItNtBCKzDh2NNG0bA4MEEjh7dIYbHSq+X4uefp/T1NzB160bUffcSNHlyi3sXpZTY167FvnGT9jvq1q2VWnxmnO3B3pmmgj1FUZRzR6cN9hq7mHkKCqj65huc23fgt9uxpg0j4rbb2qmFyrmk9I0FlH/wAb7KSvw1NXR55d/Yxo1rsrxj61Zy/3g/noICuvznFWxjxrRKO9xZWdT8tAp9SDCegkIqPvoIz6FD6ENCCLn8ckKvuRpz9+74qqooW7iQ0oVvIe12AseMIfrBB7D06tWs+qTfj2vvXsreXEjl55+D3w96PSGXzyD6979vVm+f3+2m6vMvcGUcQDocmPv2JXjq1BMugeEpKCD7V7/Gm59P6PXXEXbttehDQvA7XXgL8vEUFGo/8wvwFhVhiI3F0qcPgePGYoyObtZ7PZNq16whf+4TeA4exJiYiKV/f8w9emBNG4YpKQlvRQX6kNDj5pE2xpWRQd6DD+Hcvl3bIAS2CRMIvfoqbOPGnRVJYVSw1zwq2FMURTl3nFPBnqK0N19NLdk33YQnO5uk//6XgAH9te0VFYiAABCC0ldeoeTV1zBGRxM/bx7WoUParD3S78e+di3lH35E9fLl2pxAkwnpdgMQdPFFRN51V7ODvMZ4CgpwbNuGfe0vlH/4ITqzmeg//YnQa69pNDslaD1O7owMan5cSdnb/8Obl48wmxEmE/7qaoTRSMjMmUTedSfGuLijjnVlZpJz5114S0pIWvAGAYMHt/g9dCTS66Xq22+p+uJL3BkZuA8d0oLpBiz9+xMycyahMy9HF3h8amfH9h0cuv120OuJuvd32MaNo+Kjjyj/4EN8paXoIyMJuewyQi6fgblXryZ/T+1NBXvNo66PiqIo5w4V7CnKGeYpLCLr+uvwV1aR8PzzONPTKX7xRRACfXAwvrIyQmZMJ+bPf0YfHHzG2uUtKaFyyed4S0vQBwUROHZcfTDa2lyZmRT89a/Yf15L4HnnEffUk/XBmt/hoPydd6hethxXZib+qioAAgYPJvK3vyVwzHkAOHekU7HoYyoWfYIAQq+7jvBf/wrXnj1UfvoZ1cuXo7Na6fLaa20aMHcUvpoaHJs24SksxBAWhjv7IFVffYUzPR1dcDBh115D2KxZGGNj8TudlL/9NsUv/xtDWBhJC97A1LVr/bmkx0PNTz9RuXgx1T+sAK8XU3Iy1uFpGKJjsA4binXUqA6z5IcK9ppHXR8VRVHOHSrYU5Q61e5qDlQcYHDU4DbvwfDk53Pojju1BCBA0EUXYUpKwp2VRehVV2IbP75N6+8IpJRUvP8+hc/OQ+h0RNx2K97SMqq//RZvcbE2x7FPbyx9+2IbM0aba9sIT24uJa+8QsUni+vn5OlDQrTg78ZZGKKizuTb6nDsmzdT9tZ/qV66FHQ6DGFh+O12/LW12CZMIPaJJzDGND1k1VtWRvXSZVQvXYpz7158paUgJcauSUTfdx/BF198Bt9N41Sw1zzq+qgoinLuUMGeogC1nlpu+eYWdpXtYkzCGB4Y/gDdQto2SYWvupqif/6TgNRUQq64osMOkWtr7kOHyH/kz9jXr0dYrViHDCHyN3dhHTaseefJzqZq6VICBg7EOmzYWTHX7Exy5+RS8dFH+MrKQK8j+KKLCRw1stnn8TudVC9bRumbb+LauYvQq68i5qGHGh0meqaoYK951PVRURTl3KGCPeWc5/a5ufu7u1lfsJ7r+lzHZ/s/o8ZTw9DooVzV6yqmpUxDr9O3dzM7Nen34y0sxBAdjdCrz/psID0eil98idLXXkMfEUHUPXcTMn16uyxNoYK95lHXR0VRlHNHuwd7QoiLgBcAPfC6lPLpY/bPAh6se1kD3CWl3Hqy86qLmdKUEkcJv+T/gl/6KXYU886udyiyF/G3MX/j8h6XU+IoYfG+xSw5sISsqix6hPbgvqH3MT5xfLN73wprC6lwVdA7vHcbvRtFaV+OLVsofHYejo0bESYT1tGjsA4dhjVtWLN7Z0+XCvaaR10fFUVRzh3tGuwJIfTAXmAKkAOsB66XUu5sUOY8YJeUslwIcTEwV0p50rFH6mKmHGtb8Tae3/Q8Gwo2IDnytzs8dji3D7yd0fGjjyrvl36WZi/lxU0vcrD6IEOjh5IanUqFq4L+Ef2ZljINm8nWaF0Vzgr+vfXffLT3I3zSx0MjHuL6Pte36ftTlPYipcS+fj01331HzcqfcGdmAhBy5RXEPvpom6+rqIK95lHXR0VRlHNHewd7o9GCtwvrXj8MIKX8RxPlw4AdUsqTLh6lLmYdk5TyjM9Ny6jMYOGOhSzev5jogGiu6n0VExInYDVaMegMJNhO/Ofk8XtYvG8xr2x9hXJXOTajjQpXBQGGAMYmjOWCpAuY2nUqRr02Ryy9NJ3f//B7iuxFzOgxgzJHGStyVjA8djhGnZGh0UOZPXC2GhqqdFq+ykpKFy6k9N+vYO7dm8QXnseUnNxm9algr3nU9VFRFOXc0ZJrpKEV6k8ADjV4nQOcqNfuNuDrVqhXOYNcPhfLspfx8d6P2Vq0lWBzMN1CunHLgFsYlzCu1YI/j9+Dw+vA7rFj99jZWLSRb7O+5Zf8XzDqjNzU7ybuTr2bQGPzEkkYdUau6X0NV/e6un7bjpIdfLr/U74/9D3Lspfx8paXuXnAzaSXpPNFxheEWcJ4Z9o79I/sj8/v46UtL7EqdxVSSl7a8hKbizbzzPhnCDE3vSC4opyt9CEhRN97L9YhQ8j70wNkXnkVsU88QfAl087ZRESKoiiKcrZpjZ69q4ELpZSz617fBIyQUv62kbITgZeBsVLK0ibONweYA5CUlDQsOzu7Re1TTp+UkvRSLfD5/MDnVLmr6BLUhYldJmL32vk572dya3KJDogm2hrN2MSx3Dnozmb3dvmlnx8O/sCCHQvYVrLtuP1JQUlc1v0yru51NREBEa319o6qf1XuKuZtmEdmZSYBhgAmJ03m/uH3E24Jb/SYj/Z+xN9/+Tvh5nAeHf0oE7pMaPV2KUpH4cnLI+f3v8e5dRvmPn2IvGMOQVOntmoiHtWz1zyqZ09RFOXccVYM4xRCDAIWAxdLKfeeyrnVxaz9rMlbwz9++QdZVVkYdUYmJ03myl5XMjx2ODqhLcLs8Xv44sAXrCtYR35tPhsLNzImYQzPjDv13q4dJTt4cu2TpJemk2hL5JJulxBsCsZqtBJgCKBHaA96hfU6Iz0JHr+HXaW76BXWC4vh5POT0kvSeXTNo+wr30fPsJ6kxaQxOWkyabFp6ISOSlclOdU5HKo+xKHqQ5Q5y7AYLFgNVm34qTDg9rsx681EBESQHJxMcnCyGhqqdEjS46Hyyy8pffU13BkZmJKTCfvVTQRPnYohMrLF51fBXvOo66OiKMq5o72DPQNagpYLgFy0BC03SCnTG5RJAr4HfiWlXHOq51YXszPP7rHz3Mbn+GDPB6SEpHBL/1uYlDTplIK3j/Z+xN/X/h0hBMNihjGr76xGe7x8fh9r8tbw4d4P+fHQj0QERPD7Yb9nWso0DLrWGFl85nh8Hj7Y8wErc1aypXgLDq+DyIBI3D43Ve6qo8paDVZcPhc+6WvyfAGGAPqG96V/ZH/6RfSjf0R/ugZ3rQ+wFaW9SZ+P6mXLKXn1P7h27gKdDtu4cYTfeivWEcNP+8aMCvaaR10fFUVRzh0dYemFacDzaEsvLJBSPiWEuBNASvmKEOJ14Erg8JhM76k0WF3MzqyNhRt5dPWj5FTncFO/m/jtkN+eUg9XQ7tKd/Flxpd8d/A7cmpymNJ1CsNihuH0OjHoDNR6allyYAm5NbmEW8K5qtdV3NL/liYzYp5NnF4n3x/8nhWHVhBsDibRlkiXoC4kBmk/rUYrUko8fg92jx2v9GLUGXH5XBQ7ismoyCC9NJ30knR2l+3G6XMCEGgMpE94HxJsCSTaEhkcPZjBUYObPW9RUVqTlBLX3n1UffVV/ULvwZdeSvw//o4wGk94bEFtAStzVmpzc73a/Nw/jfiTCvaaQV0fFUVRzh3tHuy1FXUxa3tOr5PVuat5Z/c7rC9YT4ItgSfHPElabMu+c3n8Ht5Kf4tXtr6Cy+c6at+I2BFc3ftqLuhyQX32S+VoXr+XjMoM0kvSSS/Vgr/82nxKHCX4pR8Ai95CTGAMQ6KHkBaTRlps2kmzkipKW/A7nZS+9jol8+cTNGUyCf/3fwiT6bhyUko+O/AZz6x7hhpPTf32AEMA629cr4K9ZlDXR0VRlHOHCvaUZimoLeDrzK/ZULiB9QXrcXgdxFhjuKnfTVzd62qsRmur1WX32PH4PZj0Jnx+HxJJkCmo1c5/rqn11LKlaAu7ynZR6aokuyqbTUWbqHRVApBgS2BcwjiGxw6nX0Q/Qswh+KUfr9+LT/rwSz8CQbQ1WmVUVFpd2X//S+Hf/4Ht/PNJ+NcL6Mzm+n0ljhKe+PkJVhxawbCYYfxl5F+It8VjMVjQCd1ZP4xTCLEAuBQoklIOaGS/AF4ApgF24GYp5aa6fRfV7dMDr0spnz5Zfer6qCiKcu5o76UXlLPInrI9zFk2hzJnGcnByUzvPp0Lki4gLTYNo671e9laM3BUtCGdYxLGMCZhTP02v/Szv2I/6wvWszZvLZ8d+Iz397x/wvMk2BIYmzCW/hHa3MCeYT3VvEDltNWUu8jdW074xJnEmswUzJ1Lzl13kfDCC1QZvSzat4j/pv+XWk8tf0r7Ezf2u7Ez/r0tBF4C/tvE/ouBnnWPkcC/gZFCCD0wH5iCtnTReiHEEinlzjZvsaIoitLpqWDvHCClJKcmh/UF65m3YR5Wg5XF0xfTI6xHezdNaQU6oaNXWC96hfViVt9ZuH1u9pXvY1fZLuweO3qdHr3QoxM6DDoDDq+DtXlrWXJgCR/s+QCAMHMYw2OH0ye8DwMiBzAsZhgm/fHD8JRzi5SyyR5gZ62H/RsK2bUmn6Ls6vrtXfr3IukPjyOf/yvbJo3j3TF+vh3sZ0TCKB4Z8QjdQrudqeafUVLKlUKI5BMUmQH8V2rDadYKIUKFEHFAMrBfSpkBIIR4v66sCvYURVGUFlPBXifm9Dr5OvNr3t/zPjtLte8NycHJvDLlFTW3qxMz6U30j+xP/8j+TZaZ1XcWPr+Pg9UH2V6ynZ/zfmZz0WaWZi8FtDlUo+JGMS5xHBO7TCQyoOWp9ZWzg8flI2tbCemr8sjfX0FUUhCx3UMIjrAghKAsr5aCzEpKcmpAQniClaiJkm3Gn6nK9OHYM4RD3mjKptxLl8IspuyoZEaRid5/+g1Bxi543T78fonfK/H5/Nj3HqDik8/a+22fCQnAoQavc+q2NbZ95Blsl6IoitKJqWCvEyqsLeSDPR/w0d6PqHBV0CO0Bw8Mf4DRcaPpFtqtMw6fUk6DXqcnJSSFlJAUpnefDkCVu4otRVtYmbOSlTkr+eHQDzy59knOiz+P63pfx/jE8WquX52SnBq2r8ihPL+WxL7hJPYJIzTaitBBZbEDV60Xr8dHfI9QAoI6Ti+plJKKQjslh2ooL7Tj9/nRG3Q4azxUFDnI3VuOz+MnKMJCv7HxlObUsGNFLj6vlhjIFGAgKslGwgQTOwLW8k7NJ1Q7qwknnGHDhmEed5DAA0kYt/XAEdGLfaHavPCt/8lBi2Mac07ENo39w5En2H78CYSYA8wBSEpKar2WKYqiKJ2WCvbOUrk1ueRU51DjqSGzMpP9FfvxSz8Or4NVOavwSR8Tu0zkxn43khaTpr6gK6ck2BTM+MTxjE8cj5SSfRX7+CbzG5YcWMI9399D3/C+3DHoDiYmTTxnbxpIKfn5kwNsXnYQg1FHWFwg67/MZP0XmY2WDwq3MOP3QwiJCjjDLdX4/ZLy/FoKMiopyKwiZ3cZNWV1GXKFFmlICUazHlu4FuB1S40ioWcoQqf9vyGlpKSsgk35m9lQ/RPv53xPkb0Iq9fKBUkXMK3bNEbFjcLgqoGC7aDPgKhNyLxtOHP3U1ISSF5OMtWVIXj8JnTSj074EH4fwT2DsKW0z2dzhuUAXRq8TgTyAFMT248jpXwVeBW0BC1t00xFURSlM1HZOFuZ9Euqy5wYTHqswa1zN19KSZmzjMzKTDIqM1iatZRfCn45qkxsYCwmnQm/9DMpaRLX97mexKDEVqlfUTx+D19mfMlr217jYPVBeob1ZM6gOUxJmoJep2/v5p0xPp+fn97fS/pPefQbF8/oy7tjCTRir3JTlF1FZbEDJARHBRBgM+JyeFm2IB2DUc+A8xMwmvX0GRWL2dp2S444az0UZlZpwV1GJUVZVbidPgAsgUbieoSQ1D+C2G7BhMZY0Rt0+P0Svf7o4N3r97KjZAc/5/3Mmrw1bC/Zjk/6CDAEMDJ2JNMSxjNBH0pA0U7I2wJ5m6G8QcAr9BDdD+JTIX4IxKUiI3ri3JtJ1Tff4quqJPKu32BK1IaUn+3ZOAHq5ux90UQ2zkuAe9CycY4E/iWlHCGEMAB7gQuAXGA9cIOUMv1EdZ2N10dFURTl9KilF9qZ3y/J3V3O9h9zOLizDJ/Hj04vGDQxkbRpyaf1xU5KyYbCDXyw5wN+zvuZKndV/b74wHiu7HUlQ6KHEGgMJDEokWBTcGu+JUVplNfv5Zusb3h126tkVmbSLaQbD498mFFxo9q7ac1yosQjh/d7/V70Oi2xjcvpYdtPB9n+XS6OCi/ho/2YR1djNpgIMgURFxhHgi2h0eyzJTk1fDl/KzXlWm9aYp8wLvtdKjpd6/W2+/2SzC3FpK/K49CuMpAgBEQk2ohNCSGmWzCxKSGERAc0+b4rnBXsLN3JzrKdbC3eyoaCDdR4ahAI+gclM9oSzWivYHB5IabiPVBTcOTgkCSIHwxxqdojsicEJ4D+1AePnO3BnhDiPWACEAkUAo8DRgAp5St1Sy+8BFyEtvTCLVLKDXXHTgOeR1t6YYGU8qmT1Xe2XB8VRVGUllPBXjupLHawZtF+cvaU43Z4CQgy0iMthoj4QAozq9j1cz6RiTaufnh4s77YVTgr+PPqP7MyZyXBpmAmd51Mz9Ce9fOrYgNjz9khdErH4PP7WHZwGS9tfonsqmyu6nUVfxj2hzO2hqKUEo/fg9vnRiLrs43qhZ5aTy2V7kqqXFVUuiupdNU93JXkVueysXAjOTU5GIQBo96IUac9Dq8F6fA4CS2LI6GsNzr06NHTvXgoFm8g+UEH2JzwHQfDGu90CTOHEWIOAcCsNxNsDqZnaE9GxY2iV0hvyrf5+fGdvaRNS2bk9JZnpZRSkrWthLWfZVCWV4stzEyf0XEk9A4jumsQJsvRwZbdY9cCucIN5NbkUuGsoMxZRqmzlCJ7UX25JGMwI6SZ0VXljCzOJsSv9QxitEJUb4jqC9F9IKY/xA2BwIgWv5ezPdg70zr69VFRFEVpPSrYawfVZU4Wz9uE2+ml+5AouvSLIGVQJHrjkSBs77oCli3YycSb+tBvTPwpnXdb8Tbu//F+ih3F3Df0Pq7tfS0Wg6Wt3oaitIjT6+TlLS/z1s63iAqI4v7h95MSnIJe6HH5XDh9TpxeJ+WucnKrc8mrzSO3JpcqVxVunxubyUa0NZqogCiirFHEBcYRY43BJ33UemoptheTVZXF9pLtHKo+hNvnxuVz4fF7Tqu94ZZwUqNS6RHWA7/04/F5cPvd9YFjQEk4Iav6oasxg94POon06hBdazAPqyUqJZDIgEgiAyIJMgXh9rmpdFeSX5NPbk0uuTW5VLurkUhcXhcVrgp2l+3G6XMCYNFbuCr/t9gOJDJhVm/6jzv1rLh+v8Tn8eP1+KgsclCQUcnOVXmUF9gJiQ5g5PRudB8ajcvv5EDFATIrMymoLSC/Np/82nyyKrPIrcmtD45jzWGEoyfU5yPMVUv3mjL61VbR1+0mxC8hpAvEDoK4wRA7EKL7QmhX0LXNjSYV7DVPR74+KoqiKK1LBXttwO/zk7GlhF2r8zCY9MT3DMUUYMDn8VFT4WLfhiKc1W4u/8NQopIa782QUvLJsxupKnEy66+jjrvLfmzZd3e/y7wN84gOiOb/JvwfAyKPm/ahKB3S9uLtPLr6UQ5UHjhhuciASOID4wkxh2DWm6n2VFNsL6bYUUy1u7rRY8x6M/0i+tE9tDsWvQWj3ohZb8akM9WvBeiXfnzSh1/6CTQGEmwKJsQcUv/z8HODrvF/g6W5Nez+OZ+t3+cQFG5m9MwedB0QgdGsP+mQz5Nx+VxsK95GZmUmu8t2882+bxm383qSKvrBkFIGXxxP78hehJpDMeqNSCkpOFDJluWHKMquwuP24XX567NhNhTdNYjE0YFkR21nXfEv7C3fy8Gqg8gGyRzDzWHEmkJJ1Jno6fHTvyKfoXm7CZR15zOHQEw/LZiLbvDTGn7a7/l0qGCveVSwpyiKcu5QwV4rcDu9HNpZxv6NRRQfqqa23IW3Lv24EFBV4qwvK3SCkKgAJt3Uh7geoSc8b0FGJYv+uZHBF3Rh7NU9Gy2zp2wP/1j3DzYWbuT8xPN5auxT9UPBFOVs4fa52Vi4EbvHjkd6sOgtWAwWLHoLweZg4gPjT9hLbffYya/Np8hehEFnwGqwEm2NJtwS3iZJYLweHwc2FbNl+UFKDtUgBPQaEcv463phCmi7RMXV7mo+3/8Fu5dUEJPVG4ehhoNhOwl1RBPqjMboM6OTetxGByVRWfiMbvx6H9Lgw6/3gU7iDqyhNqiMvb50Kl2VgDaXt394H3rqLPR0e+lWVUxc0T4CSvaC36tVbrJpyVKSx0LCMC2oC47XJvi1MxXsNY8K9hRFUc4dKthrhKPaTWFmFVWlDuyVbqSU6PQ6wuMDie4aRHBkAB6Xj63fHWLvukIqiuwgISDISEKvMGxhZuJ7htJ1YCQ6naC20oXPo61HFRBkRKc/9aFMP767hx0rcxlxWQrDL0kBtC+23x38jiUHlvBL/i+EmEP43dDfcWXPK9V8PEVpQ/s2FLL+i0wqCu1ICWGxVgacn0iPYdGtlkH3VEgp2Zuey4blB6jM8kC4C09IDW69A0dAFdXJufj0HvzSf/QDP36/H4kkMSiR3qG9GOkVJO9Zhtj7LRzuIQ2K04Zf1j8GQVhKmw3DbCkV7DVPY9dHj8dDTk4OTqeziaOUjshisZCYmIjR2HZZehVFObu15BrZ4dfZ83n95O+voLbSTY+06OPSgzfkqHaz++cCdq/Npyyvtn670Al0OoHf5+dwbGu2GkCAq9ZLl37h9BoRQ1z3EOJ7hjYayAWGmE/7PYy7rhdet491n2eyb98hMqI3841nEZWUk2BL4M7BdzKr76z63jzpl6SvyiNndzmx3YJJGRxJSNTxWf6UVuT3Q+F2yFoFmT9B8S4wBYEpUNsfmgST/gJhXY8/1uMEvenIl2i/D8qzoHg3FO2q+7kbqnJA6LSU9EIHOr323BwEtmiI6F43R2qQ1uNiOP2/OaVxh3aWsXzBTsITAhl2cTJx3UPo0je8fj25M0kIQe8BifQecJpLpFQchK0fwNJntCUPLKHQ/3Loc6nWa2eLas3mKmeBnJwcgoKCSE5OVmurniWklJSWlpKTk0NKSkp7N0dRlE6oVXr2hBAXAS+gpY1+XUr59DH7Rd3+aWgpp2+WUm462Xm7J/aTD1z5b7wuLRNc8sAIpt4+AKPp+CFdOXvK+ebV7bhqvXUBUhSx3UIIjbESYDMidAKf109ZXi1F2VUUHazG7fCSekESMSmtv2xBjbuGtflryavJQyLZV7qPqtVmknIHEeANQgpJYIye8TP60n1ITP1x+QcqWbNoPwUZlQQEGXFUezCYdFz++6Ft0s5zlt8PRelHgrvs1eCs0PaFd9PSx3ud4KrWhrjlbATphwFXaMGZzw21JVCyV3vojFog6HFqKel97iN1hXSBqD5HAkW/VwsIpV/76aqG6nwo2XekV0Zn0DIexg06EgBG9ITAyA4x5O5slLe/gi9e2kpwRABX3D+0TYdqtgkptZsIWatg+4eQuVLbnjwOhv4a+l4GxrM3mZPq2Wuexnr2du3aRZ8+fVSgd5aRUrJ792769u3b3k1RFKWDateePSGEHpgPTAFygPVCiCVSyp0Nil0M9Kx7jAT+XffzJOeGvufFkdg7jJpyJz99uI9Pn9vMmCt7EN8zFNAy1G37/hA/f3KAkBgrl/9+KJGJtkbPpzfoiEoKIiopiP4teM9NyavJY1n2MlbmrGRT4Sa80lu/L9gUzMjRI+mdqKe/ux8lB+wc2FzMN/9Jp895ZViDjOTtq6AgowqLzcgFN/el98hYqkocLHlhC1/M38qVfxpGaIzq4Ws2KcFeBgVb4dB6yKl7HA7uwpK1L8rJ47S5TCGNZEiszIGlj8K+ZeB1gd6oJbAI7wZ9p4PXoX0RN9nqeul6aokuonprweGp8Pu1HpqCbZC/FfK3wb6lsOWdI2XMIdoi1bEDtTT4pkCtPls02GLBFgPWiCaH6vn9koPbi4lKDiEwxIz0Sxw1HowWPW67l+wdJTirHMTGS2Kivej9dvDUgsehBaDmIC1APbzNbQePXQtuTYFgsGifj9+jtc9oBZNV264zar2ZeqPWE2owQ2DUkd7TNuKye1j/VRZbvztEcISFS+8Z1LqBnpRtF4DXlkLGD3DgBzjwPVTnadvDkmHin2HQtY33NivnLBXonX3U70xRlLbU4p49IcRoYK6U8sK61w8DSCn/0aDMf4AVUsr36l7vASZIKfNPdO5j71zu31jEyvf34Kj2ENnFRlyPUAoOVFJ8sJrkQZFMuaXfGb9b7/F7WHFoBYv2LmJN3hokkp5hPRmXMI5xCePoFd4LgSDQGHjcXDyf18/azzLYsuwgOr0gNMZKv7Hx9BsTj9F8pPeyotDOomc3YrLoufKBtDM6r6jD8nm1HrSgeC2wkVIb1pa7AcoyAAG1xZCzAYr3HOkxQ2i9bF2GQ9J5WnAX2qU938mJSQnVBVC4A0oPQMkeyN2ovSdvE/NyhF4LomxR2nBRdy247fjddr4vupk9jvMBP+HmIqo9YXj8jQ8X1eMm2riPeNMu4kw7STRtRy+8jZZtEWuE1vsZ2gUie2kBtM8Nrhpw12g9n47yukeFFlgFxWq/++A4bW5acPyRn3UZOh1VLtZ/lcWunwvwuv0MGBfH6MsSMMlq8LnAHKwFsB6HFrB6HFp9zsojD51BC0qdldrfU20x1BQfeV5borU1tIu2iLglRDuvJUQLcvUm7T11m9B0dkufB+yl2vkqDmk9zoU7oTBd6zVGakM0u02AlHGQNFob5tvJviCqnr3maapnr717h8477zzWrFlzwjLPP/88c+bMwWo98zcvKyoqePfdd/nNb37T6P5p06bx7rvvEhoa2uQ5du/ezXXXXYcQgo8//pju3bu3uF0d4XenKErH1a4JWoQQVwEXSSln172+CRgppbynQZkvgKellKvqXn8HPCilPGH2lUYnoLt97Fqdx4FNxRRlV2EOMDDm6p70GBZ9Ru+OuX1u3t/9Pgt2LKDUWUqMNYaZPWcyo/sMEoOaNwfH5fBiNOlOmPSlILOSz/7fZsJiA7n8D0NOuIxDp+JxaMFb6QEoO6DNgSvaCcV7tS/sAeEQO0CbE1dbdPSxhgBIGAoxA7SekOg+2lwmSyfJdCqlFsjVFkFNEdQUQnWh9rOmUNuGBFMgPr2NFbtGsPtQIkP75KL311BYEkiItZoQay1eaUSvF3RJcGINDSC/Kob84iDyCswUF+qQEqLjdVw204PFajjSY2e0gjEA9GYtUPI4tNc6vTak1aMFmnidWo+g36MFNz631gNYU6AFOJWHoDxb69n0HxNQmoIgIAwCQrWHlFCVpw199dgb/VgyXSNZUXUXLr+VXgErGWT9kihjZss+78NBdGCUNpz28HOdXmt/dQE4q44Eil5Hg/citLabg7WHMUDrWa4t1oLYY4V21RYsjx8K3SdpvbltkJG0I1HBXvN01GDvVCQnJ7NhwwYiIyNP+Rifz4de3/J/A1lZWVx66aXs2LHjtM/x9NNP43A4eOKJJ1rcnsPOlt+doijto70TtDQWYR0bQZ5KGa2gEHOAOQBJSUnH7Tea9Aya2IVBE7vg90sEnNHkCpWuSj7b/xnv7n6X3JpcRsWN4q/9/sqY+DGnnR7efAq9kbEpIVx4+wC++vd23nviF1JSoxg8qQshUQGnVWeHIaUWwB34XntUZGvD/fwerRfHXnJ0+aB4bU2wbhMgJAnyNms9Id0nQWKa9ojqU5cAxdC5vyALAWab9gjv1mSxikI7yxakU3SomrRLkhl52aSTnrpb3QO0ZUkythTzw/9289mSEC6aM6DxhEGBEaf3PhryuqEqVxv2abaBMfCoIak+n5+KQjuVRQ48Ti8GnAhnBf7aMvz2CtxVVezcH0lxRSCRobXMGLWHiLAQYJZ2Ar1BCxwPB6c+txZ4GeuGmpqDtF40S4j2XPq1oM0Sqj2am8nS59X+RjNXaIG4q1p7uGu0XsnA8UcHj0Hx2k2JUx36qygdjM1mo6amhhUrVjB37lwiIyPZsWMHw4YN4+233+bFF18kLy+PiRMnEhkZyQ8//MDSpUt5/PHHcblcdO/enTfffBObzUZycjK33norS5cu5Z577iE0NJRHHnkEn89HZGQk3333HbW1tfz2t79l+/bteL1e5s6dy4wZM1i4cCGLFy/G5XKRmZnJDTfcwOOPP85DDz3EgQMHSE1NZcqUKTz77LNHtf9wIFpTU8PFF1/M2LFjWbNmDQkJCXz22Wf88MMPPP/88+j1elauXMkPP/zQTp+0oijKqWmNYC8HaDgOLhHIO40yAEgpXwVeBe3O5Ykq1p2hIM/n9/Fz/s8s2b+E7w99j8vnYnDUYB4b9RjnJZx3/AHOSi2A8Tq1VOetNKcmeWAkl/xmEDt+zGHnqjxydpVx7Z9HoDd2zFTqTSreC/uXQ846OLhW66EBbbhb7ECtB0hn0HpCguK0QCaiu/azs/TKnSEHNhexfOEu9HrBhbcPoMew6Gafw2Qx0GdUHAE2E1//ZztvP7qWiAQb51/f66TrTDabwQThx2eks1e52b5C+7u3V7kbOVAAYUAYoTFWJszqQp/RcegN7fxvQ2/Qhgx3Gd6+7VDOOU98ns7OvKpWPWe/+GAev+zUZ7xv3ryZ9PR04uPjGTNmDKtXr+Z3v/sdzz33HD/88AORkZGUlJTw5JNPsnz5cgIDA3nmmWd47rnneOyxxwBtWYJVq1ZRXFzM0KFDWblyJSkpKZSVlQHw1FNPMWnSJBYsWEBFRQUjRoxg8uTJAKxbt44dO3ZgtVoZPnw4l1xyCU8//TQ7duxgy5YtJ23/vn37eO+993jttde45pprWLRoETfeeCN33nknNpuN+++/v/kfoqIoyhnWGsHeeqCnECIFyAWuA244pswS4B4hxPtoiVkqTzZfryOodlezMH0hn+77lCJHESHmEGb2mMlVva6id3jv4w8o2Q9rX4at7x0ZXib0MOzXMPoeLVhp4VDTrgMi6DogguwdpXzx0lY2fpPFiMua7tXpEPw+OLQO9nwJe76G0v3a9pAu0PU86DYRuk+EkNNMQX+W8/slpbk1WINMBIY2vdxCaW4NB3eWkdg7DGuIic3LDlKUWUVwZAChMdYjj+gAKosd7Fydx7bvc4hJCeaiOQOwhbUsU2PXARHcMHckGZuL2b4ih89f2srlvx9CdNe2zRKbs7uMpQt24qh203VABD3TYgiLtWKyGPB6/ICsX15Fp9cRHGFpl6UUFEU52ogRI0hM1P5fT01NJSsri7Fjxx5VZu3atezcuZMxY8YA4Ha7GT16dP3+a6+9tr7c+PHj65cnCA/X5sAuXbqUJUuWMG/ePACcTicHDx4EYMqUKUREaCMOrrjiClatWsXll19+yu1PSUkhNTUVgGHDhpGVldWMd68oitIxtDjYk1J6hRD3AN+iLb2wQEqZLoS4s27/K8BXaMsu7EdbeuGWltbblrx+L4v2LmL+lvlUuCoYnzieh3s8zPjE8Zj0jSRHKUyHn/4P0hdrQxAHXg39pmtDw3Z+BhvfhA0LtCFaCUO15Aox/SC6vxYA6pv/a+g6IIJeI2LY+E023YdFExHfeAbSVueo0DJZ6vRaYo3o/se33+fRlhHIWQ8Hf9YyStpLtc8mZRyMvBN6XaitXXcOq610sfbTA2RsLsbt9CEEJA2IoEufcIKjAjAHaENQS3NrOZheStb20iMHCy2DW0xyELl7y9nzS8HxFQjoNzae8df2arXe3+CIAFInJ9FjWDSfzNvEkn9t4co/DSMstnkZNb0eH0VZ1XhcPvQGgS3MQlCEpb4nzu+X5O0tZ+fqfPZvKCQ0xsr036U2mWlXUZSjNacHrq2YzUduXun1erze4xM8SSmZMmUK7733XqPnCAwMrC/X2Lx8KSWLFi2id++jb8D+8ssvx5Vv7rz+Y9vvcDiadbyiKEpH0CpZPqSUX6EFdA23vdLguQTubo26TtAILXNd8R5t3pejQhtGeXjB6sBobY5MzEBtqFgT1uSt4Zl1z5BRmUFaTBp/Gv4n+kX0a7xw7iYtyNv9hZZyf8y9MOruoxczThkH5/0W9i+D7DVaOv09X2lzgUCbOxTZS5uzY6nL4mcJ0VLsW0K0bZG9tCDxGGOv7snBnWUsfT2dqx5Ka3T9wVZTW6L1Wq57DVwNhgYZA7Uhljq9FuS5qrXkGX6Ptj8gHHpcAL2naT/VMEykX7L9xxzWfpqBz+en98hYEnqFUV5Qy+6fC8huGNTVsQabGH5pCr1GxJC3r4LKIgd9x8QRGq3NnfO4fFQU2ako1B7WYBPJgyIJDGmbhdltYRZm3JfKon9u5Mv527jqoTQsgcaTHldeUMsvn2WQvaO0rlfuCJ1OEJFoIyQqgNy95TiqPZitBgZN7MKI6SnnTlIiRenkgoKCqK6uJjIyklGjRnH33Xezf/9+evTogd1uJycnh169eh11zOjRo7n77rvJzMysH8YZHh7OhRdeyIsvvsiLL76IEILNmzczZMgQAJYtW0ZZWRkBAQF8+umnLFiwoL5uRVGUc8XZ/e3JbdeSeuz8TFuLqrb4yD6h0xIuHJutz2jVUpenjIcuI7Rg0BBANT7m7XiDT7K/JsmWwAsTnmdi7ChETYE2/07otQyH5VnaI3cDZKzQgpfzH4KRdzSdWj2sKwyfrT1Ay1hYvEfLKnk4vbqjXEtMcTibn/eYO4gp47V6ksfUbwoIMjHlln58/tJWVr6/lwt+1cqZvPx+LbnEjo9h40Kt3f1mQNqtWjr6yhw49Iu25IH0a/PsTDZtnbqovlqAGtGj06WIb4nqMiffvbWT3D0VJPUPZ9y1veoDNoCR07vhrPVQWezA4/Ih/ZKw2EBsYeb6u9INyx9mNOuJ6hJEVJczl9gjJMrKxXcO4tP/t4lvX9vBpb8djL6RjLJ+vyR/XwV71hWw5+cC9CYdfcfGa8NRg034PH6qy52UF9gpzKyiIKOSxN5hpKRGkTIoEkNb3sRQFOWMmzNnDhdffDFxcXH88MMPLFy4kOuvvx6XywXAk08+eVywFxUVxauvvsoVV1yB3+8nOjqaZcuW8eijj3LfffcxaNAgpJQkJyfzxRdfADB27Fhuuukm9u/fzw033EBampbIbsyYMQwYMICLL76YZ599ltTU1FOaw6coinI2avHSC22psdTSVByC9E9gzzdawOVza71HPadoa6bFDtTS7FtCtSDD69YyOtYUakFJ1mrI/BGKd9efclWAhbmR4RTr9dxSWcVdFZWYpaCJhKFa4BfWFYbcpAVwljaYs+R1az1ozkrY+w2sel5LsZ88Dsb+XpvnVpcZ8JclGWz4Kuu0E3A0KnMlfDJHS54i9NrQ1HF/0BYJP8fk7a+g5FA1gyae/np8Ukr2rC3gpw/2IiWMvaYnfc+L6xSL6e5ak8/3/93FwAmJjL9O+4Im/ZL0VXns/jmf0twavG4/BpOO3iNjGXFZN7VWpHKcs33pBSHERcALaNMZXpdSPn3M/j9RnxYWA9AXiJJSlgkhsoBqwAd4T+VzOJuXXjgTFi5cyIYNG3jppZfauymnRP3uFEU5kfZeeqHtVB6Ct6/UAryaAm3dLp9254/YQVpvWvdJWgCkb2IImcGkLbQcHA/xQ7SeKYDqAqpz1vNsxiIWl2ykuzmC/xc/mYHWeG39L3sZGC3aPDuDWUsyYovSAsngxNOaZ9csBhMYIrXhnaPvhmG3aL1rq5+Ht6/Q1uEaeQcMu4Xhl6aQubWYX5Zk0G1IVMuzlG5cCF/+EcK7w5S/aZ9xa6TVPwt5XD6WvZFOTbmL5IGRBEee3lIXm5ce5OfFB4jrEcLkm/ud9nk6or7nxVGWV8OW5YewhZkJjgxgx4855O6tICopiP5jE4jtHkLXAREYzaqXTul8hBB6YD4wBS379HohxBIp5c7DZaSUzwLP1pW/DPi9lLKswWkmSimPWWtGURRFUVqmYwd7jgptaGZUL21dNaMFrJHQ99ITrit2MnaPnS/zf+I/O/5DsaOY2QNnc+fgOzHr22Z+U6swWWH0b7QhlLu/0BK+fPsIrHoe3Zh7SZs6g2/f3Mf+jYX0Gh57enX4fbD0UVg7H7pfAFe/edbNsfP7JW67F4vt5PPHTsWmb7OpKdduMOxeW8CIS49fFuBkKovtrPsik26pUVw4Z8AZWzLkTBp9RQ/K8u38vPgAAKYAAxNv6tNpei8V5SRGAPullBkAdZmnZwA7myh/PdB4RhKlVdx8883cfPPN7d0MRVGUdtexg73YgXDHylY73b7yfXy450M+z/icWk8tfcP78vzE5xkQOaDV6mhzRgsMvEp7ZK+BFU/D0j/T3foC4SHPs+GLDHoMi2l+QFFdAJ/doyWSGXEHXPj3tu+9bAPrv8hk07fZTLm1f4uHtFaVONi87CA9h8fgqHaze00+w6cl4/VqiUVOJSGOlJIf39uLTi8Yf12vThnogZZc5aI7BpCzuxxbqJmwWKuaa6ecSxKAQw1e56AtM3QcIYQVuAi4p8FmCSwVQkjgP3XrzSqKoihKi5193+ZPQ0ZFBv/a/C++O/gdJp2JqclTubb3tQyOGnx29zp0PQ9+vQQOrkX8+AxppS+xtPBPfPLQhwwebqD7lDHoQk/SyyclbH4bvv2zNkT2kudg+G1npv2tzO/zs3N1HtIv+fb1HdSU92DQxER0jSQNORWblmprNZ13RXfy9lew7I2dbFqazdbvcwiLsXL5H4ac9O8n/ac8Du0sY9y1PU+4hl5nYDTpSRkU2d7NUJT20Nh/BE1NiL8MWH3MEM4xUso8IUQ0sEwIsVtKedydTiHEHGAOQFLSub10jaIoinJqOnWwV1BbwMtbXuazA58RYAjgN4N/w3V9riPMEtbeTWtdSaPgpsX0yNuK65PlbNmTwNLvwrD9sIJBsVvoNyIEc//JkDCsPqkLoC0C/9UftayiXcfAZf+CyB7t9jZa6tDucuyVbibf0o/9GwpZ/fF+tq/I4bwretB9aPN6+dxOL3vXFdBjWDS2MAvdBkdhCjCw9tMMjGY9efsqyN1bQWLvpv+WsneUsvL9vST1D2fA+efmgvGKco7IARpmcEoE8pooex3HDOGUUubV/SwSQixGGxZ6XLBX1+P3KmgJWlrebEVRFKWz65TBXoWzgte2v8b7u99HIpnVdxazB84m3NLE0gidhIgfzIB7BtPP5yf7p41s+b6aNXlTWf+ZgwHL3mJ0/M2IlLHaUNDCdG3Rc1OQ1ps37JajAsE9vxTwy5IMbGFmYruFoDfo8Hn8+Hx+bGEWUi/oguhgQxL3/JyPOdBAj6HR9BoRQ9b2UtZ9nsE3r+3gwtnNy1S6f2MRHqePfmPjATCY9Ay/JJmirCrGXN2TD59az4avspoM9ooPVvPNazuISAjkwts75zw9RVHqrQd6CiFSgFy0gO6GYwsJIUKA84EbG2wLBHRSyuq651OBv56RViuKoiidXqcK9uweO//b+T8Wpi/E7rUzvft07hp8F/G2+PZu2hml0+tImTCclAla0LH5631s3nwFOmcywzLeZnn+TVT705g8+QrCx18BQUeGenrdPn54ezd71xUSlRSEz+Nny7KDSEBv0KHTCzxObf23oRd2ba+3eByX3UPGlhL6jYlDb9SC1pRBkST2CePzF7aw7M10TBY9Sf21rKJupxeDUdfkEM+dq/IIi7US1/1IgprUyUeGTQ2ZmsTqj/eTf6CyvkzOnnKCIywg4IuXtmIJNHDpPYPVYuCK0slJKb1CiHuAb9GWXlggpUwXQtxZt/+VuqIzgaVSytoGh8cAi+uGhBuAd6WU35y51rcum81GTU3NUdtWrlzJfffdx7Zt23j//fe56qqrWr2OljrvvPNYs2bNCcv89NNP3HnnnRiNRn7++WcCAjpPVmVFUTqvTvEt1OP3sGjvIl7Z+gqlzlImdZnE74b+ju6h3du7ae0uKimIKXOGYHx7NxtXD+VAzFgq7XZMAQY++tbPcKOL3iNdBIaYcdS4+erlbRRkVjHishSGXdQVnV6H9Mv6XjwpJd++toNfPssgoVcYMSltsMbgadiy/BA+r5/eo+OO2m406Zn2m0F8+twmPn9pK4MndsHr9bNrVR6BYWZSJ3ehW2o0trAj8+lKcqopzKxizFU9mpyT139cAhu/yWb1x/uYef9QsreX8vUr2wEwWw1ICVfeN4zAkM49T09RFI2U8ivgq2O2vXLM64XAwmO2ZQCD27h57SopKYmFCxcyb968dqm/trYWo9GIydT0+p4nC/QA3nnnHe6//35uueWW1myeoihKmzqrgz0pJUuzl/KvTf/iYPVBhsUM44VJLzA4qlNfN5tNCMH463pTlm+n6GAVF84ZQGxKCMsX7uTnTw7w8+IDBNiMeFw+pB8uun3AUXPcGg7XFEIwYVYfCrPWsWxBOtfPHYn+NBOgtJSz1oMpwEDW1hI2fJVF71GxRHcNOq6cJdDIFX8axppPDrD1+0Po9ILeo2Mpz7fz0wf7+OmDfQRFWDj/ht4k9Azlu7d2YbYa6DMqrpFaNUaznvHX9WLp6+ms/mg/+zcWEtnFRvchUWTvKGPU5d0Ijw9sy7evKIpyVkhOTgZApzvxteKNN97gmWeeIT4+np49e2I2m3nppZfIzMzkhhtuwOv1ctFFF9WXX7FiBY899hgRERHs2bOH8ePH8/LLLx9Xz969e7niiiu44oormD17dqOLlx/uLVyxYgVz584lMjKSHTt2MGzYMN5++23eeOMNPvzwQ7799luWL1/OO++80/IPRlEU5Qzo0MGew+tgfcF6XD4XLp8Lt89NhauCAxUH6h/lrnJ6hPZg/gXzGZcw7uzOrtmG9EYdM+5LxVHjISjcAsCM+4ZQll/LgU1F2CvdCJ2g18gYYlNOvLaeJdDI+Gt78dW/t7N/QxG9R57mun6nyefzs3bxAbYsP4TBrEf6JDEpwUyY1bvJ37/JYmDCDb0ZeH4CpgBD/WdQfKiavL0V7Fydx1fztxGTEkzJoRouuXvQSdfq65kWw8EdpWxfkYPOIJhx3xAiEmykTWv+WnyKoiit6uuHoGB7654zdiBc/HTrnrNOXl4ef/vb39i0aRNBQUFMmjSJwYO1G7f33nsvd911F7/61a+YP3/+UcetW7eOnTt30rVrVy666CI++eST44aJDhkyhG3btvHBBx8we/ZshBDcdtttXHPNNQQGHn9TbvPmzaSnpxMfH8+YMWNYvXo1s2fPZtWqVVx66aUtHoaqKIpyJnXoYC+jMoNbv731uO1BxiC6h3ZnUtIkhscO56Lki9Dr1JpeJ2Mw6QkKP/pzCo8LJPyS5gcnyQMjCY8PZNO32fQaHnPGkrW47B6+eGkrBRlV9DkvDqNZj73Cxbhre2EwnvxvICLBdtTrqC5BRHUJou95cXz1ynZy95STNi2Z5IGntoTAuOt6UV3uomda9HHnVhRFUU7NunXrOP/88wkP1xKpXX311ezduxeA1atXs2jRIgBuuukmHnzwwfrjRowYQbdu3QC4/vrrWbVqVaPBWFBQELNnz2b27Nns3LmT2bNnc++991JVVXVc2REjRpCYqGVQTk1NJSsri7Fjx7buG1YURTlDWhTsCSHCgQ+AZCALuEZKWX5MmS7Af4FYwA+8KqV84VTO3zWoKwsuXIBJb8KsN2PSmwgyBhEZEKl68NqZ0AmGXtiV5W/uJHtHKclnYH01n8fP169spyi7mqmz+9MzLabVzm0KMHDZPYPJO1BBYq9TX5rDZDFw+e+HtFo7FEVRWkUb9cC1FSlPvJJEU9f8Y7cLIVi8eDFPPPEEAK+//jppaWkAZGdns3DhQt577z0GDx7M3LlzGz2n2XxkrrVer8fr9Z7q21AURelwWjrZ6iHgOyllT+C7utfH8gJ/lFL2BUYBdwsh+p3KyW0mG8NjhzM4ajB9wvvQLaQbUdYoFeh1ED3SogkKt/DTh3vZt6EQv8/fZnX5PH6+++8ucvdWMOlXfVs10DtMb9TRpU94h1tSQlEUpbMbMWIEP/74I+Xl5Xi93vqePIAxY8bw/vvvAxw3V27dunVkZmbi9/v54IMPGDt2LDNnzmTLli1s2bKFtLQ0srKymDx5MjNmzCA0NJTVq1fzwQcfMHXq1DP6HhVFUdpDS4O9GcBbdc/fAi4/toCUMl9KuanueTWwC0hoYb1KB6DX65j0677o9DqWvp7Oly9vO+nd2dNRmlvDR89sYN/6QkZd3u2MzxFUFEVRTo3dbicxMbH+8dxzz7F+/XoSExP56KOPuOOOO+jfv399+dTUVAASEhJ45JFHGDlyJJMnT6Zfv36EhGjzx1944QXmz5/P8OHDqaysPKq+0aNH89BDDzFgwABSUlKYOXPmcW3S6/X8/e9/Z8uWLdx7771ERES03QegKIrSwYiWfDkXQlRIKUMbvC6XUjY5Bk4IkQysBAZIKY8fKH+MtLQ0uWHDhtNun3JmSL9k47fZ/PJZRouGV2ZsLiY/o5KwWCtBERaMJj171haQvioPS6CBSTf1PSPDRRVFOfOEEBullGnt3Y6zRWPXx127djWaafJsUVNTg81mw+v1MnPmTG699dZGg7fDVqxYwbx58/jiiy/OYCvbxtn+u1MUpW215Bp50jl7QojlaPPtjvXn5lQkhLABi4D7ThToCSHmAHNAW5tH6fgOz987sKmINYv2kzwwEqP51BPmuOwefnxvL/vWFyJ0Auk/cgNCpxMMGBfP8EtTCAhqeo0kRVEU5ew2d+5cli9fjtPpZOrUqVx++eXt3SRFUZSz3kmDPSnl5Kb2CSEKhRBxUsp8IUQcUNREOSNaoPeOlPKTk9T3KvAqaHcuT9Y+pWPQ6QTjru3F4nmbWPnBXibM6n1K6+85az189vxmynJrGTk9hSFTu1Jd5sRe6cLl8BERH0hwZMAZeAeKoihKe2ruousTJkxgwoQJbdMYRVGUTqKlSy8sAX4NPF3387NjCwgtm8obwC4p5XMtrE/pwOJ7hDL0wq5s+jabyiI7F94+gMAQc5PlHTVulrywhfJ8O5fcPYik/to8itBoK6HR1jPVbEVRFEVRFEXplFqaoOVpYIoQYh8wpe41Qoh4IcRXdWXGADcBk4QQW+oe01pYr9JBjZ7ZnSm39qP4YDVfvbwNn6fxDJ0HNhXx3hO/UJ5v5+K7BtYHeoqiKIqiKIqitI4W9exJKUuBCxrZngdMq3u+ClC57M8hvUbEYjDp+fqV7az6eB/nX9+7fp+9ys3K9/dwYFMxUUlBTLq3L5GJajFyRVEURVEURWltLR3GqSiN6pYaRerkLmxZfohDO8sAkICjyo3P52fU5d0YMiUJ3SnM61MURVEURVEUpfnUN22lzYya2Z2hFyYR3TWI6ORgYrsF03N4DNc+MoJhFyWrQE9RFKWTsdmOH6mxcuVKhg4disFg4OOPP27y2GnTplFRUXHC8+/evZvU1FSGDBnCgQMHmtW2xx57jOXLl5+wjMvlYvLkyaSmpvLBBx806/yKoigdkerZU9qMXq9j9Mwe7d0MRVEUpR0lJSWxcOHCk2bb/Oqrr064H+DTTz9lxowZPPHEE8ftKy8vJyysyaV++etf/3rS82/evBmPx8OWLVtOWlZRFOVsoLpWFEVRFKWFhBAXCSH2CCH2CyEeamT/BCFEZYNEZY+d6rFnu+TkZAYNGoROd+KvHMnJyZSUlJCVlUXfvn25/fbb6d+/P1OnTsXhcPDVV1/x/PPP8/rrrzNx4sTjjr/88suZPn06S5Yswev1Hrf/5ptvru9ZTE5O5vHHH2fo0KEMHDiQ3bt3U1RUxI033siWLVtITU1tds+hoihKR6R69hRFURSlBYQQemA+WlbqHGC9EGKJlHLnMUV/klJeeprHNssz655hd9nulpziOH3C+/DgiAdb9ZxN2bdvH++99x6vvfYa11xzDYsWLeLGG2/kzjvvxGazcf/99x93zIoVK1i5ciULFizgD3/4A1dffTW33XYbPXo0PsIkMjKSTZs28fLLLzNv3jxef/11Xn/9debNm8cXX3zR1m9RURTljFA9e4qiKIrSMiOA/VLKDCmlG3gfmHEGju20UlJSSE1NBWDYsGFkZWWd9BghBOeffz5vvfUWmzZtQqfT0adPHxYtWtRo+SuuuKJZ51cURTkbqZ49RVEURWmZBOBQg9c5wMhGyo0WQmwF8oD7pZTpzTi2Wc5UD1xbMZvN9c/1ej0Oh+Oo/T6fj2HDhgEwffr0+vl4DoeDxYsXs2DBAioqKnjhhReYMmXKCevQ6/WNDvtUFEXpDFSwpyiKoigt09hasvKY15uArlLKGiHENOBToOcpHqtVIsQcYA5oSU/OZXq9/rgkKg888AAfffQR06ZN49lnn2XIkCHt0zhFUZQORA3jVBRFUZSWyQG6NHidiNZ7V09KWSWlrKl7/hVgFEJEnsqxDc7xqpQyTUqZFhUV1ZrtbzV2u53ExMT6x3PPPcf69etJTEzko48+4o477qB///715Q8P1WwNEyZMYNeuXcyfP18FeoqiKHWElI3eQOwQ0tLS5IYNG9q7GYqiKEobE0JslFKmtXc7TocQwgDsBS4AcoH1wA11wzQPl4kFCqWUUggxAvgY6AroT3ZsYxq7Pu7atYu+ffu22vtSzhz1u1MU5URaco1UwzgVRVEUpQWklF4hxD3At2jB2wIpZboQ4s66/a8AVwF3CSG8gAO4Tmp3Wxs9tl3eiKIoitLpqGBPURRFUVqobmjmV8dse6XB85eAl071WEVRFEVpDWrOnqIoiqIoiqIoSiekgj1FURRFURRFUZROqEXBnhAiXAixTAixr+5n2AnK6oUQm4UQX7SkTkVRFEVRFEVRFOXkWtqz9xDwnZSyJ/Bd3eum3AvsamF9iqIoiqIoiqIoyiloabA3A3ir7vlbwOWNFRJCJAKXAK+3sD5FURRFUToom8123LaVK1cydOhQDAYDH3/8cTu0qm1t2LCB3/3udyct969//Yu+ffsya9asM9AqRVEUTUuzccZIKfMBpJT5QojoJso9DzwABJ3shEKIOcAcgKSkpBY2T1EURVGU9pSUlMTChQuZN29eezfltJSXlxMW1uQsFdLS0khLO/nyVy+//DJff/01KSkprdk8RVGUEzppz54QYrkQYkcjjxmnUoEQ4lKgSEq58VTKSylflVKmSSnToqKiTuUQRVEURVE6qOTkZAYNGoROd+KvHA17BT/++GNuvvlmAG6++WZ+97vfcd5559GtW7ejegefffZZhg8fzqBBg3j88ccByMrKok+fPsyePZsBAwYwa9Ysli9fzpgxY+jZsyfr1q0DYO7cudx0001MmjSJnj178tprrzXarg8++IABAwYwb948iouLj9u/YsUKLr300vpz3nrrrUyYMIFu3brxr3/9C4A777yTjIwMpk+fzv/7f//vFD85RVGUljtpz56UcnJT+4QQhUKIuLpevTigqJFiY4DpQohpgAUIFkK8LaW88bRbrSiKoihKkwr+/ndcu3a36jnNffsQ+8gjrXrOU5Wfn8+qVavYvXs306dP56qrrmLp0qXs27ePdevWIaVk+vTprFy5kqSkJPbv389HH33Eq6++yvDhw3n33XdZtWoVS5Ys4e9//zuffvopANu2bWPt2rXU1tYyZMgQLrnkEuLj44+q+8477+SSSy5h4cKFjB8/nv79+zN79mymTp3aaAC7e/dufvjhB6qrq+nduzd33XUXr7zyCt988w0//PADkZGRAEgpkRJ0OtHmn5+iKOeuls7ZWwL8uu75r4HPji0gpXxYSpkopUwGrgO+V4GeoiiKoiin6vLLL0en09GvXz8KCwsBWLp0KUuXLmXIkCEMHTqU3bt3s2/fPgBSUlIYOHAgOp2O/v37c8EFFyCEYODAgWRlZdWfd8aMGQQEBBAZGcnEiRPre/2O1aVLFx599FF27tzJbbfdxm233cbll1/eaNlLLrkEs9lMZGQk0dHR9e0FcNZ4cNk9OKrdlOXVUnKomuoyJ9IvW+eDUhRFOUZL5+w9DXwohLgNOAhcDSCEiAdel1JOa+H5FUVRFEVppvbqgWsJIY70cDmdzqP2mc3m+udSyvqfDz/8MHfcccdRZbOyso4qr9Pp6l/rdDq8Xm+jdR5+/ec//5kvv/wSgC1bttTvW7duHW+++SbLli3j6quv5vbbb2/0fTSsW6/XU1Nhp0xfi98rqS53YhIOAAwmPZZAI45qNzWVLg5sLqL7kKZSHyiKopyeFgV7UspS4IJGtucBxwV6UsoVwIqW1KmcmzweDzk5Ocd9AVDOThaLhcTERIxGY3s3RVGUDiImJoZdu3bRu3dvFi9eTFDQiXO6XXjhhTz66KPMmjULm81Gbm5us/9P+eyzz3j44Yepra1lxYoVPP3008yYMYOnnnqqvszSpUu5//77iY2N5bbbbuOFF17AZDKd9Nxejw+fx09NhYvoCBB6CIuxEhYRCEgMJj1CCKzBJg7mC775zw6S+kcQ3zOE5IGRRCQcn9lUURSluVras6coZ0ROTg5BQUEkJycfdydWObtIKSktLSUnJ0dlpVOUTsZut5OYmFj/+g9/+APjxo1j5syZlJeX8/nnn/P444+Tnp4OQGpqan3v2dNPP82ll15Kly5dGDBgADU1NSesa+rUqezatYvRo0cDWoKXt99+G71ef8rtHTFiBJdccgkHDx7k0UcfPW6+HkBERASff/45Xbt2PeXz+n1+Kou0HrzgqADCYq0IITCY9BjNR7fPYNJjDTaRdkky+9YVcjC9lLWfZdBnVCwjp3fDFmY55XoVRVGOJQ4Ph+iI0tLS5IYNG9q7GUoHsGvXLvr06aMCvU5CSsnu3bvp27dvezdF6SCEEBullCfPX68AjV8fd+3apf5NNcPcuXOx2Wzcf//9rXZOn9eP2+HFUePB6/ERGm3FZDn5ffWGvzt7lZvNyw6y7YdD6IRg8AVdGHpR11M6j6IonVNLrpHqfw7lrKECvc5D/S4VRelsXA4vVcUOpJTo9ILgiIDTCtCswSbGXNmDgecnsPazDDZ+k03mthIu+c0ggiMDkH5JdZmTyhIHPrcfj8tHTYULnV7Qb2w8RtOp92wqitL5qWBPUU7Reeedx5o1a05Y5vnnn2fOnDlYrdYz1KojKioqePfdd/nNb37TovPYbLaTDp9SFEU5282dO7dVziOlxFXrparUgcGkJzjCgt6oa/FNreDIAKbe1p++58Xx7Ws7+OgfGwgMM1NRaMfn8Td6zLbvD3H+9b1J6h/RoroVRek8VLCnKKfoZIEeaMHejTfe2Kxgz+fzNWuOSVMqKip4+eWXWxzsKYrSfEKIi4AXAD1aNuqnj9k/C3iw7mUNcJeUcmvdviygGvABXjWc9ezh9fioKXPhdnoxmvWERAWg07d0VaujdekbzlUPprHyg73odIIufcIIiw0kJCoAo0WP3qjDFmqm5FANK97dw+cvbqVnWjRDL0rGYKxriwBk3dp+fu11aIy1fo2/qlIH6T/lUXCgkm6pUfQ5Lw5zgPqKqCidgfqXrCin6HCP14oVK5g7dy6RkZHs2LGDYcOG8fbbb/Piiy+Sl5fHxIkTiYyM5IcffmDp0qU8/vjjuFwuunfvzptvvonNZiM5OZlbb72VpUuXcs899xAaGsojjzyCz+cjMjKS7777jtraWn7729+yfft2vF4vc+fOZcaMGSxcuJDFixfjcrnIzMzkhhtu4PHHH+ehhx7iwIEDpKamMmXKFJ599tmj2v/GG2/wzDPPEB8fT8+ePTGbzbz00kv15/B6vVx00UX15VesWMFjjz1GREQEe/bsYfz48bz88suNLiKsKOcyIYQemA9MAXKA9UKIJVLKnQ2KZQLnSynLhRAXA68CIxvsnyilLDljjVZaxO+X2Kvc2KvcCMAWZiEgyNhmQ9RDY6xM/13qCcsk9A7jur+MYOO32Wz8Jot9G4pOWD4kKoD+4xPI21dB9nbtTy8k2sqqj/ax9rMDpAyOYsD4BOJ7hrbSu1AUpT2oYE856zzxeTo786pa9Zz94oN5/LL+p1x+8+bNpKenEx8fz5gxY1i9ejW/+93veO655/jhhx+IjIykpKSEJ598kuXLlxMYGMgzzzzDc889x2OPPQZoyw+sWrWK4uJihg4dysqVK0lJSaGsrAyAp556ikmTJrFgwQIqKioYMWIEkydPBrT1nnbs2IHVamX48OFccsklPP300+zYseOodaEOy8vL429/+xubNm0iKCiISZMmMXjwYADuvfde7rrrLn71q18xf/78o45bt24dO3fupGvXrlx00UV88sknXHXVVafzEStKZzYC2C+lzAAQQrwPzADqgz0pZcOhAWuBRJSzipQSj8uHy+7FWetB+iVmqxFbmBm9oWPcBNMbdYy4NIXeI2MozKyiPgeflCAEQqfNmfa4fOz4MZc1i/YTEGRk6EVd6T8ugaBwC0XZVaSvyuPAxiL2byjkojsG0i01ql3fl6Iop08Fe4pyGkaMGFGfXjw1NZWsrCzGjh17VJm1a9eyc+dOxowZA4Db7a5PEQ5w7bXX1pcbP358/TIE4eHhgLa205IlS5g3bx6gLTJ88OBBAKZMmUJEhDYn44orrmDVqlVcfvnlTbZ33bp1nH/++fXnvvrqq9m7dy8Aq1evZtGiRQDcdNNNPPjgg/XHjRgxgm7dugFw/fXXs2rVKhXsKcrxEoBDDV7ncHSv3bFuA75u8FoCS4UQEviPlPLV1m+i0lxSSnwePx63D7fDh9vpRfolCDAHGAkIMnbYDJkhUVZCok48naDveXGUF9gJiQo4KliN7hpMdNdgxlzZg8+e38LSN9KZcW8qcT1C27jViqK0hY75v5SinEBzeuDaitlsrn+u1+vxer3HlZFSMmXKFN57771GzxEYGFhfrrGhP1JKFi1aRO/evY/a/ssvvxxX/mRDh062xEpTxze3HkU5RzX2D6PRf3RCiIlowV7Du0NjpJR5QohoYJkQYreUcmUjx84B5gAkJSW1vNVtoLEETytXruS+++5j27ZtvP/++03eMJo2bRrvvvsuoaGhTZ5/4cKFTJ06tdH18E7Fierwef34fZJdO3dy402zkFLwxr/fIrlrN3R6gTnAgCnAgMmib/V5ee1BCEF4XGCT+00WA5feM4hPnt3E16/uYNbckZitzVu0XlGU9nf2/2+lKB1IUFAQ1dXVAIwaNYrVq1ezf/9+QFts+HBvWkOjR4/mxx9/JDMzE6B+GOeFF17Iiy++WB+obd68uf6YZcuWUVZWhsPh4NNPP2XMmDFH1X2sESNG8OOPP1JeXo7X663vyQMYM2YM77//PgDvvPPOUcetW7eOzMxM/H4/H3zwwXG9l4qiAFpPXpcGrxOBvGMLCSEGAa8DM6SUpYe3Synz6n4WAYvRhoUeR0r5qpQyTUqZFhV19gyrS0pKYuHChdxwww0nLPfVV1+dMNADLdjLyzvuowW00RO1tbXNrkNKSW2li9LcGsoLavnw/UVMnTyNNSvXMmhof8LjAolIsBEcGYAl0NgpAr1TFWAzMfW2/jir3fyyJLO9m6Moymk4d/7HUpQzYM6cOVx88cVMnDiRqKgoFi5cyPXXX8+gQYMYNWoUu3fvPu6YqKgoXn31Va644goGDx5cP7zz0UcfxePxMGjQIAYMGMCjjz5af8zYsWO56aabSE1N5corryQtLY2IiAjGjBnDgAED+NOf/gRoQ0wBEhISeOSRRxg5ciSTJ0+mX79+hISEAPDCCy8wf/58hg8fTmVl5VFtGz16NA899BADBgwgJSWFmTNntsXHpihnu/VATyFEihDCBFwHLGlYQAiRBHwC3CSl3Ntge6AQIujwc2AqsOOMtfwMSE5OZtCgQSdN7pScnExJSQlZWVn07duX22+/nf79+zN16lQcDgcff/wxGzZsYNasWaSmpuJwOI46vry8nP79+3PHHXewfv36JusoyC9k7+799OnTl1t+fSt9+/Tjkssuxi+8/LxxBa+/9QrvffQ/pl81DYvNiMGkP6dHNUQlBTHg/ER2/JhDYWbrzpdXFKXtiZMN72pPaWlpcsOGDe3dDKUD2LVrF3379m3vZnQICxcuZMOGDbz00kvNOq6mpgabzYbX62XmzJnceuutJwzeVqxYwbx58/jiiy9a2uRGqd+p0pAQYuPZvOSAEGIa8Dza0gsLpJRPCSHuBJBSviKEeB24EsiuO8QrpUwTQnRD680DbWrFu1LKp05WX2PXx4b/pn76cC8lh1p3vczILjbGXdPrhGVOtE7nzTffzKWXXtrkMM7k5GQ2bNhATU0NPXr0YMOGDaSmpnLNNdcwffp0brzxRiZMmMC8efNIS2v8T8XlcrF48WIWLFhAcXExt9xyCzfeeCMhwaG4aj30GdCLb5esoLa2hlEThrB0yQpShwzh9rt/zcwrLufGG29k7ty52Gw27r///uZ9QC3Q0f8/dNk9vDP3FxxVbsxWA31GxzHmyh4I3bkbBCvKmdSSa6Sas6co54i5c+eyfPlynE4nU6dOPWFCF0VRmkdK+RXw1THbXmnwfDYwu5HjMoDBbd7As0xKSkr9yIRhw4aRlZV1SseZzWauvuoaLrt4JpkZWdz/4O954IEHWLdyK7ExcQAEhprQWwNITk5h/JTRGIx6Rowcfsp1nIvMViMz/zCEzK0lFB+sZut3h3DVepj4q771a/UpyjnF44SyDCjdD65q8HvAUQH2EqgtAXsZ+L3ULXAJ0g8+D+j0EN4NInoceYQlg8HUZk1tUbAnhAgHPgCSgSzgGilleSPlQtHmKQxAm7R+q5Ty55bUrSjnqptvvpmbb7652ccdzup5qiZMmMCECROaXY+iKO3vZD1wHd2xSbCOHbIJWrKqO+64A4C5c59g2oWX4LJ7OZidy8efvM9Hn7xPQkICr//nTZJ7dMEaZEanF1iDzPhrPFgsZgxG/QnrUI4Iiw0kLFZL6BKRkMkvSzIxWQ1n/d9au/H7QfrA7zvy0+8Fn1sLCvwe7SeA0Qp6I3hdIHRgtoHJpm1TWs7nAXup9nBWacGbqwrcNdrz6gIoTIeaIu0zd5RDxUEazcNlsEBgFASE1f1+BAih/d70JvA6YfcXWl2HCR2Yg7WfiWkw+h5IGa8d1wpa2rP3EPCdlPJpIcRDda8fbKTcC8A3Usqr6uYznDgfsKIoiqIoyjEaJqIaMWIE69ZuwFnjwWn3cnB/Pr/9410cyNz3/9m77/i4inPh478527t6b+69Nwwu9B7AhB4InZByE1IuISGEkgYJKdyQ8pIEnEIwLfQOAYwBY2xj3LtlS1avq+3lzPvHWcmSLduSLVuyPN8Py6729JG8s8+ZmWe4+pqreeOt1yksLOznMx6cpp87hJA/zur/VjJsSo6aeH1viSj4d0PdBqj81GgBaquFQI0RMMRDfXMckw2sLiP4c2aBO8cINjSz0YLU/iw0I5gEI3C0OsHiAovDeG12GC1LzkzwFoK3wNjvsUhKIxhrqwZ/tfE6ETGCt2BDquWtsVMLXANEWg+8T5MNckYbLXB6AjKHwaQrIWuE0TLnzABhArvPKLeeBGnhZmhMtQw2bjXOIRmFja/APy6A/Ekw+38ga7jRKngYDjfYuxA4OfX678B77BXsCSG8wDzgOgApZQyIHeZxFUVRFEUZYEKhUMccpADf+c53mDt3LgsWLKC5uZmXXnqJu+++m3Xr1gFGEqlVq1b1eP9f/vKX+cpXbsVut/Pac+9gMVsRQuBwWcDq5Lu3f5vTTjv1uE6ocrTMXjCMnWsb+O8/N3D5nTOx2Ez9fUpHh64bQVuo0fjCHm42Arnqz6FuPbRWQrBuz/qaGdKHgCcPCqcbzxZnKggzgaalnk1Gy49mNlqE2l+DERzqCSPokEmIBSEaMFqe2lufgg1GgJmIGevqia6thprZCBoSYYiFjJbDA7Gn7Qn8vAX7vvYVGUHm0ZCIGdcZD0E8DMF68FcZAV1bTafXqZ8Tke73o5mNgNaZBa5MI6ByZe352ZlpBGw2L9g8Rutp+/NBEkz1miMdiqYZj87OfgBWL4KPHob/7NPz/5AcVoIWIUSLlDKt08/NUsr0vdaZDDwCrMcYl7AC+JaU8sD5kVEJWpQ9BvrgdaX31O9U6exYT9BytB0sQctgk0zohPwxwoG4ceceMFtNONwWbC7LMT9u7Fj93VVsbOLF363CZNbIKfMw74pRZBUdpQDgSIuHja569ZuMFrq69VC/EZp2GC0we3NmQd54SCsBX7EREGUOh/yJRgvaQJOMG0FjPGQER/GIEcD6q4yg0V+VelQaz8H6fffhKYCMIUaQZHXTMT6N1Bi19rFqncetdbyWqXFuzUarVkdg2ql7azJqBLUHCkwtTvDkGw9v/r6vnZlGa6fNbQSwx8qNIF2HXR8ZgbzQEKPOPnIJWoQQbwN53Sy6sxfHmAr8j5TyEyHEQxjdPe/qbuVjYdJYRVEURVGOPF2XhPwxQv4YSIndbcHutGCyaJjMavao/lY8OoMLb5vMzrWNbFpWy6t/XM1lP5yB3X0MjCXTk0ZQ07wTWnYaz83le14HajqtLIwufDljYMSZxuv2cVmOdKN1yJ177AQSYLQeOtKMR08koqmukakgsLnc6H7YvNMIgmMho7uowHgmNU5NiP2/1kzgyDBaCzXznhbO9hZPky01PtFlBJMWhxHcubKMQNOTZ7TEHUvl3lOaBmV9M7fxQYM9KeXp+1smhKgVQuRLKauFEPlAXTerVQKVUspPUj8/gxHs7e94j2C0BDJ9+vSBOy+EctzpLqX44sWLue2221i9ejWLFi3ab0rxwznG0VBeXs7555/P2rWDanovRVGOYcmETmtdmEQ8ic1pwZ1uUwHeAFQ0OoOi0RkMn57Lfx5cwZuPruP8b0waeK2tgTrY/h6UfwBVn0Hdxq4tRkIDbxGkl8KI0yGtzHidORyyRx27Y9j6itlmBLnpZf19JkovHe6YvReBa4H7U88v7L2ClLJGCFEhhBglpdwEnIbRpVNRjnklJSUsXLiw15ku+0owGMRisWC1HrmUvYqiKEdaMqGjJyVmi9EyEI8k8TdGkLrEl+PE5lAzRQ10uWVe5l85inf/uZH3H9/IyVeP7hg7ueL1crauqOPMG8d1ZPQ8IqIBqFppdBd050HDJtjxAZQvgfoNxjr2NCicCrNPNVLgp5UaAYyvSGW3VAalw/30vB94SghxI7ALuBRACFEA/FVKeW5qvf8BHk9l4twOXH+Yx1WUAaGsrAwA7SADd//2t7/xwAMPUFBQwIgRI7DZbDz88MPs2LGDq666ikQiwdlnn92x/nvvvcePf/xjMjMz2bRpE/PmzeOPf/zjPsfZvHkzF198MRdffDE33XRTt2M+fvKTn/D4449TXFxMVlYW06ZN43vf+x4rVqzghhtuwOl0MmfOnq4CCxcu5LnnniMajXac3913330YpaQoytEipTwmkpMkEzrhthiJmE4ilkTXUx15hEDTQE9KNJMgLdc56BN/HE7uhIFm7EkF+BvCrHhtJxabmZkXDGHbyjqWPr8doQme/dUKzvvaJPKH+frmgMEG2PUx7PzYeK7+3Bjv1ZnFCSUnwMTLYOjJRlIObXD/TSlKZ4cV7EkpGzFa6vZ+vwo4t9PPqwA18F7pG6/dATVr+nafeRPgnPv7dp8pVVVV/OQnP2HlypV4PB5OPfVUJk0y5lD+1re+xVe/+lW+/OUv84c//KHLdsuWLWP9+vWUlpZy9tln85///GefbqJTpkxh9erVPPnkk9x0000IIbjxxhu57LLLcLlcLF++nGeffZbPPvuMRCLB1KlTmTbNyPx0/fXX8/vf/5758+fzv//7v/sce+3atTidTmbMmMF5553H9Onqn7CiDBj+KljzjPHZlTkcNBN2u53GxkYyMzMPLeBLJoxMfclUNr9ke0a/eGpyYM0YR9KeXMFsA4t9T9ZAqaeSLOh7Ei0gAWNsjtQsJJKCaATCIQ0JmLUEVlMSs02iaYJ40oQuNWwugdWmoyWaILbXl3fkvtNbCVJp5lPjfoRmPDSt03sDLwiWUtLY2Ijdbu/vU+kzsy4YSiyc5PP/VrDm/UqkhOIx6cy9fCSv/HE1L/zuM868YRxDp2QjpSQWThBojmKxmfBk2BEH6v4pJTRug02vwrr/GN0xwRjbVTQd5twGJbONhBxt1UarXeHUfm2xCzRHkBI8GYPnd6wcW1S/CEU5wpYtW8b8+fPJyMgA4NJLL2Xz5s0AfPjhhzz77LMAXHPNNXz/+3tmLpk5cyZDhw4F4Morr2TJkiXdjgn0eDzcdNNN3HTTTaxfv56bbrqJb33rW/j9fpYsWcKFF16Iw2FkAvvCF74AQGtrKy0tLcyfP7/j2K+99lrHPs844wwyMzMBuPjii1myZIkK9hRlIAnWwbM3Gq/NDsibQFHxSVRmzKZ+p7vTZM16p+x43bQgtX+vlh3/67RMpIKkVPDUvo/2oCkZ36cVRcdEQlrRpQnQ0NHQMYEUSETHAc0iis0cRRPJPVn6DnMuqQMTe4K/zsFge0KJ9omPNTNollSAeHSCQ7vd3mW6imOdEIK5l49g6OQsdq5rItgSZf5Vo7A5zHzxf6fxyh9X89ojaygalU7j7gDhtj3j5swWDV+uk4w8JyNn5VE6VCDaqqFpG2x7F7a9k5rMGiiYAqfeZSSxKJhi3HwYYKq3tvDKH1eTiOlMPbuUqWeVYLaoVkXl6FLBnnLsOUItcEfKwbro7O8O/N7vCyF47rnnuPfeewH461//2hGA7dy5k4ULF/LEE08wadIk7rnnngMe+2Bdvbo7tqIoA0jeJLh1IdSsNXo6VK3E8umfGJL4nZGdzlsIacXGa4sjNWmyzQhgOj4XUs/tAZwjA5k7noBWTGvITUuzpLU+QmtdCH9DOLWaIB5NkIjreDPdeNM1THqYWDBKbS0EWiWQwGLTsTktOL1mvFl27LYkIhkmK1ejdLQHV8nYfb+c60lj4uOI33iWupHh0O7rGpy1B2adP5f0pJE2PlCXSicfNLIDxgIQajKWdTzaf24w1kmE9w00bT4omQUTL4cxFxgTTis9JoToSNzSmcNj5cJvT+G9xzdSvytA6fhMMgrcuNNtxMIJmiubaNm+i92f62xZXke2eRun+n5PlmWnkY1xyDw48Zsw/HQj5f8A5W8Ms/2zepa+sB1Php3sYjefvryD8tUNnPf1ibh8Ay8wVQYvFewpyhE2c+ZMvv3tb9Pc3IzH4+HZZ59lwoQJAJx00kksWrSIq6++mscff7zLdsuWLWPHjh2Ulpby5JNPcsstt7BgwQIWLFjQsU55eTk33XQTDQ0NXH/99Xz44YcdLXIAc+bM4Stf+Qo/+MEPSCQSvPLKK9x8882kpaXh8/lYsmQJc+bM2efYb731Fk1NTTgcDp5//nkeffTRI1hCiqL0mhBGF868CcCVxnt6EqPLpEY8mqSu3I8uJSazRjKmE4smiEeSJOI6mibQkzptzVECzRECTannlih6YnfHYUxmDV+OA2+WA5NJoOsSi82EZtbw14epLg+nEqvYyRvhIW+Ij5JxGaTlOnt/k0gz7Ull31uaCdw5xuNQJBNGgNhcDrXroOIT2PZfo/XUlQ1Tr4Vp1xkBtHJYLFYTZ1w/bs8bzeXw+WOw5a2O5CrJYUPZbL6Cpdsm8x//bzljgZMh86cPiAQqUkqioQRWh7kj46iUknUfVLHmvUqCLVGioQQA+cN9nPOVCTg8VkbMqOfNR9fzzAPLmXvZSIpGp2O1q6/hypGn/soUpYdCoVCXrjbf+c53mDt3LgsWLKC5uZmXXnqJu+++m3Xr1gEwefJkVq1aRWFhIT/84Q+ZNWsWBQUFjB07Fp/PGJz+0EMPcdVVV/HQQw/xxS9+scvxZs+ezR133MGaNWuYN29elyCvnclk4uc//zkzZ87s9pxnzJjBBRdcwKRJkygtLWX69Okdx37sscc6ErScddZZXbabM2cO11xzDVu3buWqq65SXTgV5Rgg0di5rpHV71aye3MzeuLgiT+EJnCn2XBn2Mgd4mNYug1vlgNfjoO0HCfuNNuBx1ANFiYzmHxG8o78STD5KmPM4bb/wqd/hSW/MR4jz4YZN8LQU40uocqhSSZg82uw7C+w431AGGPu5n4XRp2LqWAKY4SguDnKq39azatPtZH76eeMmJ5L7lAvTo+VhooAyYRO0eh0HJ6et7wm4km2fFrHrvWNaJrAajfjzXLgybQb8wNKSbA1RrAlSrAlSqAlSqA5ClIiNEFrfZhIII5mFviynWSXuIkEEuxa10juEC8jZ+Tiy3FSOj6TtFxnx3GHTMrm4u9ONbqx/nkNmkmQnufEl+MkEU0SDhjdWYUm0DSBZjIeFpsJX7YDX46TtFwnaTkOXL7j5N+l0ifEQM4CNX36dLl8+fL+Pg1lANiwYUO3mSaPFYFAALfbTSKRYMGCBdxwww3dBm/t3nvvPR588EFefvnlPjt2KBRi3rx5PPLII0ydOnW/6y9cuJDly5fz8MMPH/axD+RY/50qfUsIsUJKqe4q9NDIsnHyn//3Eha7iVgoQUtdiLryNtqaIrjTbYyYnkvhqHQsNo1kXGKyaljtJiw2M2arZmS71AQOr3XgzYc2ELXsghULYeU/IFgP6UNg8pdg6HxjvNgAaHE6JgQbYOXf4dNHwV8JvmKYdi1MutKY+qAb8ViSNe9VsvmTWhp3dzMPrYDCEWlMPLWYsolZB/x73rK8lsWLNhMJxHGn29DMGtFgvKMlbm9WuwlXuh13mhXNpJFM6Hgy7aTnuggHYjTXhKgr9xMNJzjhwqFMOrX4oEFYMq5Tva2Fig3NNFYFaK0LY7WbjIBVgExKdF2iJyVSl0TDCVrrwiQTe7oamy2aEfzlOMgscpNb5iWnzIvdpf4OB6vDqSNVy56iHAX33HMPb7/9NpFIhDPPPJOLLrroqB37lltuYf369UQiEa699toDBnqKohwb4tEkK14rN8bRaQJPho2cMg+zLhzK8Ok5mEyq1alPpZXAaT+G+XfAhhfh07/Buz81Hla3kdq/YIoxb9uQefsNXI47gTqoWgWBWtj5Eax9FpJRGDIfznkARp1z0GkQLFYTU88sZeqZpbQ1Rajf2UaoLUZWkRuhCXaubWTDR1W89uc1xo2OGblMOrUYV9qecXHJuM7ipzaz/oMqcod4OeumcRSOSu/oahwJxgk0R4gEjaDPnWbD6bP2qJullEZQpvXw35zJonU7nvGAx9AlgZYoLXUhWmtDtNSFaa0L0VgVZNuq+o7ht95sB+m5TjyZdjwZdjyZdryZDhweC/FoEj0psbstONwWzFaVKOZ4oVr2lGOCagUafNTvVOnsWG/ZE0KcDTwEmDDmmb1/r+UitfxcIARcJ6Vc2ZNtuzN9+nT5ydJlJBM6FptJJVHqD8EGY7Lu8g+MibsbtxiJXoQJxl4IzgyjRVCYwOoEqwusHnBnGwl0csdB1sjB1SoYboGdH8L292HH4j0TmYMRFE+6EmbcBDmj+/SwelJn+6oGNi6tZte6JjIKXFx6x3RMZo1oKM6rf1pD1ZYWpp5VwswLhg6qmyGxcIK6nX5qy/3U72yjtSFMW2Nkv62V7cxWDYfbisNjweowY7Zo5A7xMeakfJVAZgBSLXuKoiiK0k+EECbgD8AZQCXwqRDiRSnl+k6rnQOMSD1mAX8CZvVw226ZzBom8+D50nrMcWXBuIuMB0AiZkwR8Nm/jO6eCEgvNZbFgsYj6od4aM8+2if8LptrtHblTzLGDx5p4RYj+OqLYyViRovdp3/tSLCC2QGls2HS5VA8ywhuPXlHbHoEzaQxfFoOw6flsOPzel790xqWv1rO0CnZvPXoelrrQpxxw1hGzsw7IsfvT1aHuduWwmg4QVtjhLbGMOFAHKvdSCgTCcYJB2KE24znSFucWCRJuC1G+ZpGPn15B/kj0igZm0Hx2AyyCt1qfOAxTgV7iqIoinJ4ZgJbpZTbAYQQi4ALgc4B24XAP6TRnWapECJNCJEPlPVgW+VYYLZCzhg462dwxk/2nR6iXTQArRXGtBmVnxotg+8YU+pg80LpSVA802j5yx1nBEqH03KrJ/dkGK1YBpXLjAyYZjtkjgCbx+hKabLsmWfQZDaW2zzG9BfunK7P/irYtdTY566PjaksssfAvNuNbqxF0/tt3rshk7IZfUIeK17fyYrXd2J3W/jC/0zqVbfJwcDmMGMrcpNV5O7xNi11ITZ8WM3OtY18/Nw2Pn5uG06vlclnlDDxlKI+v7mk65L6nW1Ub2uhqTpIPJIko8CFK81GMq7jTrdRNCYDi+pyelhUsKcoiqIoh6cQqOj0cyVG693B1ins4bbKseZAmTptbiMozBkDEy813gvUpbqDLjYem1/bs77dZ7SOlc01grJggzFHYKhpT4thPGTMl5hWDGmlRotiPJQKyJYZLYpgBGrFM2Hql43tGzZDPAx6AhIR41lPQDJuvB/1Q7h5/9eSPgRGnAnjL4Hhpx21iegPZs5lI2isCpJV5ObELw5XiUt6KC3HyewFw5i9YBjB1igVG5rY/EkNHz27lbXvVzLh5CJGzszD6e39vJO6LmmuCVK5sZnqLS20NUVorQ93dDd1eCxYbCa2rqjrsp3ZolE6PpORs/IoHZeJyaJ6M/SWCvYURVEU5fB09w137wHx+1unJ9saOxDiFuAWgJKSkt6cnzLQuXNg/BeNBxjdLOs2QN06qFljjA3c8qaxTJjAmWmMCbR5jLGA7hyj+2RLBZR/CLE2Y93sMTDhEiiZbQSMaSW9D8gSMQjWGUlWAqlnZ6axv0Od1/AIszktXPbDGf19Gsc0l8/G6BPyGX1CPjvXGd07P3xmKx8+sxW720JGvouyiVkMmZiFL8eBEIJELEmwNUYkGCcajBMOxKnb6admWyuNVUGScSOjqDfLji/HybASD4Uj0ygcmd4xTjAWSRAJxjGZNZqqguxYVc/WlXVs+6wem9PMsCnZeLON40XDCWKhBMmEjp6U6EmdRFwnGkqgJyUunxWnz4YrzUi2sydNiTRep36W0vhZCLC7LdidFpJJnURMJxnXaW0IU7G+CYvNxGnXjsGb5TikMm1rihBoipAzxHtUx42qYE9ResjtdhMIdE37vHjxYm677TZWr17NokWLuOSSS7rd9txzz+Xf//43aWlp+93/xo0bueKKKxBC8MwzzzBs2LC+PH0ATj75ZB588EE1b56i9K1KoPNs20VAVQ/XsfZgWwCklI8Aj4CRoOXwTlkZ0Bxpxpi30tl73gvUGy179rQDtxxKabTGCXFoE9TvzWw1souqDKPHrdJxmZSOy6SxKsDONY20NoSpK/fz0bNb+ejZrdhdFqwOE/7GyD63qozEL14mzC8ko8BN4ci0AwZLVru5Iwuqy2ejeEwGcy4bQcXGZjYvq2Hzp7UkYkbQqGkCq9NILiNScxOazBp2lwWTRaOpJkTlpuaDJqs5GKEJ8oZ6aagM8MwDyznrpvEUjtr/v61EPEn56kaioTjxaJLmWmOKjoYK4zukzWVm+NQcJp9e0mUuxiNFBXuKchhKSkpYuHAhDz744AHXe/XVVw+6r+eff54LL7yQe++9d59lzc3NpKf3QaWtKMqR8CkwQggxBNgNXAFctdc6LwLfSI3JmwW0SimrhRD1PdhWUYwsnj0hhNHqpyh9LLPATWbBnjGA/oYwFRuaqNnhJxFNMuqEfLyZduwuCzaXBbvLmLD+cMf6aSatI+DUrzVa8KRuZBTtSSbieCxJPJI0GrVTqwvEnteaQGC08IUDcaLBBCaLwGwxYbZq2JxGF9PmmiAv/2E1z//2M/KH+xg2JQd3uo2CEWk4PFZ0XbL5kxo+eXE7geZox/FtTjNZRW5mXzwMb6aDHZ/Xs3FpDeuWVDFuTgHzrhjZ46k7DsVhBXtCiAzgSYwB5uXAZVLKfTp3CyG+DdyEEe+vAa6XUkYO59iKMhCUlZUBoB3oLmtqveXLlxMIBDjnnHOYM2cOH330EYWFhbzwwgu8++67/O53v8NkMrF48WLefffdLttfdNFF+Hw+brrpJs4991zM5q7/dD/99FNuvPFGXC4Xc+bM4bXXXmPt2rWEw2Guv/561q9fz5gxYwiHwx3buN1uvvKVr/Duu++Snp7OokWLyM7u4ZcJRVE6SCkTQohvAG9gTJ/wqJRynRDi1tTyPwOvYky7sBVj6oXrD7RtP1yGonTQo1GimzeTbPVjGzECc062mt5D2Yc3y8G4uYWMm1t41I6paQLtIHMz7s1iNfU4yYvNuf/xnel5Li6/cwYbPqzm8/9WsOTpLYARdI45qYCqzc007g6SU+rhlGtGk5HvwmQxWho7//sZPi2Hk/wxVrxezur/VhKLJDn9+rFoRyjr6eG27N0BvCOlvF8IcUfq5+93XkEIUQh8ExgrpQwLIZ7CuHO58DCPrRynHlj2ABubNvbpPkdnjOb7M79/8BX7wJYtW3jiiSf4y1/+wmWXXcazzz7L1Vdfza233orb7eZ73/vePtu89957LF68mEcffZTvfOc7XHrppdx4440MHz4cgOuvv55HHnmEE088kTvuuKNjuz/96U84nU5Wr17N6tWru0yoHgwGmTp1Kr/+9a+57777uPfee3n44YePfAEoyiAkpXwVI6Dr/N6fO72WwNd7uq2iHG3R7TtoeuwxwmvXEt2yBRJ7ur5Zy8rIvOUW7OPGEv5sFdayMlwnqDxCyvHHajcz6bRiJp5aRDSYoKU+xJp3K1nzXiXeLAdn3jSO4dNyDnpzxOm1MveykTi9VpY+v51YOMG8K0Z2dHGNJqNsbd5KdbCGxlDjYZ3z4QZ7FwInp17/HXiPvYK9TsdxCCHigJP9jEdQlOPBkCFDmDx5MgDTpk2jvLz8oNsIIZg/fz7z58/H7/fzwAMPMHr0aJ588klOO+002traOPHEEwG46qqrePnllwFjTOE3v/lNACZOnMjEiRM79qlpGpdffjkAV199NRdffHEfXqWiKIpyLJBS0rJoEbUP/BKhaTimTMF9/fXYx43DlJ5OdNMmWp5/juof/rDLdq6TTiL3R3diGzKkn85cUY4ePRxGDwYxZ2UBxvcyu9tCnttH3hAfcy8ficVu6nXilWlnl2G2mvj4+W3848dLaHM3YopbMcUtWJI2TNIMZB3WuR9usJcrpawGSI092Cctk5RytxDiQWAXEAbelFK+eZjHVY5jR6sF7kix2fbMPWQymbp0rQRIJpNMmzYNgAsuuID77rsPgHA4zHPPPcejjz5KS0sLDz30EGeccQbJZPKAx+tp1xvVRUdRFOX4kgwEqL7zR7S98QauOXPI/9nPsOR2/SrnmjWT9GuuJrhkCcmmJhyTJhF4/33q//gndl71JUoeexT76NH9dAWKcuRFd+yg8tavkmhspPRf/+z2770303sk9STrGtfxUdVHhOIhhpUM4+3ZT5C3cTzF2lCkNYTVZSPL68Rrc2DbsvOwzv+gwZ4Q4m0gr5tFd/bkAEKIdIwWwCFAC/C0EOJqKeW/9rO+Si2tHNdMJhOrVq3q8t7tt9/O008/zbnnnsuvfvUrpkyZ0mW5x+Nh6dKlnHDCCSxatKjj/Xnz5vH4449zyimnsHbtWlavXt2xTNd1nnnmGa644gr+/e9/M2fOnCN6XYqiKEr/C61cSfOiRSTq64mV7yRRV0fO/36PjBtu2O9NPyEE7rlzO37OKCvDNW8eu66/gZ3XXkf2t76J55RTsOTnH63LUJQjSkpJZP16QkuX0vDIXxCahuZysevmmyl7YhHWop6PU0w0NhJcupTGF56jcecm3hyX4IXRbURsGmbNTFyPk25L546vfo/peXuypYeWL6f67nuIbdt2WNdy0GBPSnn6/pYJIWqFEPmpVr18oK6b1U4Hdkgp61Pb/Ac4Eeg22FOppZWBKhQKUVS0J/X0d77zHebOncuCBQtobm7mpZde4u6772bdOiO3wuTJk/cJ2g7VySefzH333Yfdbu92+d/+9jduvvlmXC4XJ598Mj6fD4CvfvWrXH/99UycOJHJkyczc+bMjm1cLhfr1q1j2rRp+Hw+nnzyyT45V0VRFGVgkbpO4L33aPzr3wivXInm82EbOhTb8OEU3H8/rlkzD76TvdiGDKH0X/+i8utfp/a+n1B730/I+sY3yPr61wZ8T5HgsmUE3vkvms+LtagI1+zZmPs4QZmUkrY336L+9/8HuiTra1/De+45iIMkdFOOPhmLES0vJ75rF8JqJdnSQuNjC4lu2ACAfeJECn/za2Q4TPmXrqb80kvJ+vrXSfvixWiOrtNIyGQS/6uv0vzEIpL+VnR/G4k6Izxq9mo0uHQufhUuXOIi447/JevCBexo3UGuM5c0e1rHfqLbt7Pz2uuw5OdT/P/+DCeffMjXJ6Q89HhKCPEroLFTgpYMKeXte60zC3gUmIHRjXMhsFxK+fuD7X/69Oly+fLlh3x+yuCxYcMGxowZ09+nMWAFAgHcbiMd8v333091dTUPPfTQAbfpbt7Ao0n9TpXOhBArpJRqAsgeUvWj0k4mEtT96kH8b7xB5g03kHbF5WhWK2CMM2p94UWa/vEPYtu3YykoIOP6640vqc6+md9LSklsxw4a/vxn/C++RNqVV5D3ox8hTL3LmHg0xCp3U/2jHxFauhRhsSDj8Y5lthEjsA4bhjkjHT0WQ8ZiyFjceI7H0dwuzBmZxtittjYsBQXYRgzHNmIEmM20LFpE8JNlmFJ1cayyEt3vxzp8GMJkJrppE46pUyn8za+x5HXXYa6rZCBAbOtWkm1tWMvKsBQUDMgyPVbJZJLgx0tpff552t5+GxnpOkmAdehQMq67Fvf8k7t0bY5s2kztz39O6JNPANBcLtwnn0z2t79NZP06Gn7/e6JbtmIbMRzrkKGEzEnesW7jHU8F9okTueukuympiFDz858T+Xw1aZdeQv5PfrLP+VV9//v433yL4e+8jTkj47DqyMMN9jKBp4ASjDF5l0opm4QQBcBfpZTnpta7F7gcSACfATdJKaP72W0HVZkp7VRgcGBPPvkkv/jFL0gkEpSWlrJw4cKDTqOggj1lIFHBXu+o+lEBSLa2svt//5fg4g+wDh9GbOs2zLm5+C74AiBoeeopkq2t2MeNI+O66/CeczbCfGSmWJZSUv/rX9P417/hmjeXwgcfxOT1AkYrRWTNGrznn99twJJsbSWyfj3RLVuIbtlCbEc55vx8HOPH4f3CFzBnHP68geF166j4yq3IWIzsr3+NtMsvB00jtnUrgcWLCX+2imj5DvRWP8Jq7fowm9EDARJNTWgOB5rLRbyqqkuAIOx23HPnoMdikNSxFBfhnDIF73nngRC0Pv8CtT/9KcJmI/2aq7GPGYM5MxOA0PIVhJYvJ9HQQLKpiWRTE3ootM81aE4nlqIinCfMwjFunFFG48ahuVyHXT6DSby6mnh1NY4JExCWrmPpolu30vr887S++BKJujo0rxfvOefgnD4da1kZMhEHCY7Jk/bbCiulJPTxx4TXrCW+ezetL77Y8bdgHTqU7G/+D/r8WTy67jEe3/A4NpON26bdxiUjL0ETxj5lMknNfT+h5amnGP72W1gK93QLje3axbZzziXjy18m9/tGG1q/BXtHmqrMlHYqMBh81O9U6UwFe72j6sfBQUp5yF0e/W+9Rc1995FsbiHvrrtIu+xSgh9+RPM//0lgyRKQEs/pp5Nx7ZdxTJ161LpWNi96kpqf/hRLYQGZN9yIMJuo+enPkOEwjkmTyP/FL7ANNTJ4JgNBGv/2V5oeW9jxZdmUno61rIx4VRWJ2lqE3U7axRdjGzPaCPqkJF5VReC994jt3o05OxvbkCE4p0/HPmEC1qIiRKpls1149Wp2XXc9WpqPkr/8BduwYYd9nTKZJL57N9EtW0g2N+M+7TTM6ekH3Ca6fQdVP7iDyOer91lmLSvDUliIKSMDU3qacV3DhmHyeomVlxOvrkEPBIhu2UxoxUpk1GgzEQ4HntNPx3PqKThnzuwIII83ejhM29tv0/rccwQ/XgpSovl8OGdMx5JfgB4MEl79ObGt28Bkwj1nDr4FF+E+5RS0TonzDkW8uprmf/8b69Bh+L5wPq/tepOfffIz2mJtnD/0fL497dtkO/e9AR/fvZutp59B1ldvJTuVOR2g6kc/wv/iS0arXurGvQr2lEFPBQaDj/qdKp2pYK93VP147JJSEl65kvrfP0x4xQqsw4fjmDAB9/x5mHNyiW7ehOZy4TrpJEwez77b6zp1v3qQpscewzZmDPk//QmOceO6rJNobkbG41hy9kmSflSEli+n5t57iW7ZCoBz+nS8559P3W9/i4zFyLv7x5izs6m+80ckamrwnnsOaZdeim3kyC7BSnT7dhr/3yO0vvJKl3n/wGhBsY0aSaK+nujmLeh+v7HAZCLrK7d0fHmObt/Ozqu+hObxUPqvf2LJzT06hXAAyUDAOOc2PzIexz5uXK+S2+ixGPHdu4lXVtL29jv4X38dvbUVAM3nw5KXhyU/H3N+Hpa8fExeD/HqGpLNzQiLxXh0arlET6KHwtjHjcNz+mlHrPW3r4XXrqPl6aeNFuGNG9FDISyFhfguugjbiOEE3n2P8Jo1JGpqEHY79vHjcM0+Ed8Xzu+YQqEvtcXa+PknP+fl7S8zKXsSd51wF6MyRh1wm1233EJ04yaG//cdhNlMvLaWraefQfpll5F314861lPBnjLoqcBg8FG/U6UzFez1jqofjy2J5mZa//Mc/tdfJ7Z9O3owiCkrC++ZZxDbVUF41Sr0vbvVm824TjqRtAUL8Jx2GsJiQY/FqL7jB/hffZX0q64i9wd37NNNbaCQUhJZs4ZYRQXes84yvsjW1VH13e8R+vRTwAjY8n/2U5x7ZZjeZ1+xGIn6ehLNLQhNYPL5unR7k7re8YXf/9ZbBN5+h6I//RFLQSEVtxpdN8ue+DfWQZrlXSYSRNatI7R8ObHKShLVNcRrakhUV5NMBYGYzZjS0iAeR4/HjfGKncYsommg65jz8/Gccgr2CRNwTJyAdciQI5ZURkpJdNMmgh9+RHj1ahI1NWgul9FqWlON0ExYSoqxFpdgLS7CUlyCJS+XyPr1+N94k+AHH6C5XNjHjME2cgSes8/GOX36UU+CI6Vkee1y7vrwLmqCNXxl4le4eeLNmLWDB81tb79N5Tf+h6I//gHPqadS95vf0viXvzDszTewFhd3rKeCPWXQU4HB4KN+p0pnKtjrHVU/HhvitbU0/uWvtDz9NDIaxTFpEvYJE7CNGonv/PM7MvnJWIzQypUkW/3YR40k0dhI23//i//lV0jU1mIfN468e+6h7pe/JPTpp+R877tk3HjjgM962R2ZSND417+ihyNkffVWtP1kmT5UejRK+RVXGmPqYjFMbjfF/+/P2MeO7dPjHCv0UIhkWwBzVuY+4yWlriPjcSM40jQC771H8xOLCK9c2TFmUPN4yLj+OjJvvPGwuzvKWIzgsk8JfvQRsfJyIhs3kKiqBsBSVIS1pBg9GAJNw5yXC4kksYoK4rt27TOG0ZybS/qVV5L+pau6bQE/Gra3bOfZLc/y9s63qQpWUeQu4hdzf8HknMk93oeMx9l66mmYs7Mp/ssjbD/3PJwzZ1D0+655LFWwpwx6KjAYfNTvVOlMBXu9o+rHgS+0fDm7br4FGY/ju/ACMr58LfZRI3u1D5lM0vbGG1Tfe5/RTc9ioeDnP8f3hfOP0FkPDtHtOyi/9FJso0ZR+Lvf9lt31mOVTCaJ7dhBeM1aAv99h7a33ja6R168AM8pp2DOy8Pk8x00O6hMJAivWkVg8QeEV60isnYteiiEsFqxlpZiHToU99w5uObNO+DvSEpJsrmZ+K5dxKursQ4dhm3kiKN6s6Ml0kJVsAq3xc2ahjU8vflpVtSuwKyZOangJE4pPoWzh5yNy9L7ZDlt77xD5f98E3NmJon6ekof/xfOadO6rKOCPWXQGwiBQXfZKxcvXsxtt93G6tWrWbRoEZdcckk/nV3/WrhwIcuXL+fhhx/u8TYD4XeqDBwq2OsdVT8ObJGNG9l59TUdd+utneZoPRTx6mrqH34Y3xcuwHXCrD46y8Et2daG5nKpee36QPDjj6n/wx8Ir1gJqbhB2O04p03DMW2qMf2ElETWrCW6fTvxigoSjY0k/X6jq6jZjH3MGBwTxuOaMxfXibP7vEW3J+J6nEAsQCAWwB/3E4gFaIm20BptJZaMEdNjxJNx4nqcmB4jmojij/kpby1nXeM6JHtipmJPMZeMvIQLh11IpuPwk+K0PPsfqu+8E/v48ZQ9/dQ+gezh1JHHxghMRRmgSkpKWLhwIQ8++GB/n8ohaW5uJv0g2cMURTm26NEokXXriW7ehHPGjD7JPKgcnEwkaPjz/yPwwWKiGzdhSk+n5G9/xVJQcNj7tuTnU/Czn/XBWR4/+qtr32Dkmj0b1+zZxGvrCC3/lGRTM7GdOwl9spSG/+vU3dBiwVZWiqWoGMfkyZh8XuzjxuOac1LH/IORRITdoXpaA634Y378MT9tsTYCsQCRRGSfY3cOsDrTpU4wHiQQD3Rs74/5O36OJqMIBJrQ0IRGXI8TToR7fM1WzYrNZMNr85LrzOWrk7/KyLSRBBNBcp25zMib0TGNQl9I++LFmHOysRYX93mLpQr2FOUwlJWVAaAd5M5h51bBZ555hpdffpmFCxdy3XXX4fV6Wb58OTU1Nfzyl7/saB381a9+xVNPPUU0GmXBggXce++9lJeXc/bZZzNnzhyWLl3KpEmTuP7667n77rupq6vj8ccfZ+bMmdxzzz1s27aN3bt3U1FRwe23387NN9+8z3k9+eSTPPzww1x33XVce+21+8zNFwqFuO6669i4cSNjxoyhvLycP/zhD0yfPp3HHnuMX/ziF+Tn5zNy5Ehsqb781113HXa7nXXr1lFbW8tvfvMbzj9fdTlSlD7VTa8cqeu0PP0Mdb/+9Z7MhIDrxBNxnXQSjkkTcUyaNGATehzL9GiU3d/9LoG338ExbRppl11GxtVf6pNAT1EOlS51YskYoUSIxnAjrdFWIskIkUSESDJCOBEmGDMCpmA8iBACu8mOzWTDZrKhCQ0hBAKx53mYQAwzI2YMR1w6Ai0cxba7kUQiRl2+g2aCtEZbCSdaiSXraY2upPGN3xJNRokmo7TF2vrs+lwWF26LG4/Vg8fqIduZzRDLEDxWD3aTHYlElzq61DFr5o71PFZPx3Y+mw+f1YfdbMeiWbCYLJiFuV/Gw7rnzj0i+1XBnnLMqfn5z4lu2Nin+7SNGU3eD3/Yp/vsqerqapYsWcLGjRu54IILuOSSS3jzzTfZsmULy5YtQ0rJBRdcwOLFiykpKWHr1q08/fTTPPLII8yYMYN///vfLFmyhBdffJGf//znPP/88wCsXr2apUuXEgwGmTJlCueddx4Fe33xuPXWWznvvPNYuHAh8+bNY9y4cdx0002ceeaZaJrGH//4R9LT01m9ejVr165l8uTJHed89913s2LFCnw+H6eccgpTOmVTKy8v5/3332fbtm2ccsopbN26FXs/dNlQlMEqsnETu2+/HfuoUch4gvjuSsKrVhHdshXnzJmkX3M1tmHDaXvzDVqe/Q/BX/0KAM3txj1vLmlXXIFzxoxjMsHHQCKlJLhkCXW//S3R9RvIvfNOMq65ur9PSxlA/DE/1YFqhBCk2dLIcmR1aRGSUuKP+akP1VMXrqMx3EgkGSGaiBrPyWjX151+jiVje95LRoklY0QSe96P6bEenaNA4LQ4jeyYyShJmTy0i20Bj9WD1+rFaXFiFmbSbGmUeEs6gqlsRzY5zhzSbGkd67qtRuDlMDsQ7PuZpD6nDo8K9hSln1100UVomsbYsWOpra0F4M033+TNN9/sCKACgQBbtmyhpKSEIUOGMGHCBADGjRvHaaedhhCCCRMmUF5e3rHfCy+8EIfDgcPh4JRTTmHZsmVcdNFF+xy/uLiYu+66ix/96Ee8/vrr3HjjjUybNo0XX3yRJUuW8K1vfQuA8ePHM3HiRAA++eQTTj755I6WwMsvv5zNmzd37POyyy5D0zRGjBjB0KFD2bhxY0egqCiDiRAiA3gSKAPKgcuklM17rVMM/APIA3TgESnlQ6ll9wA3A/Wp1X8opXz1YMc1eTwEF3+A/8WXjJ99PmPOtRtuxHfRhR1fjmy33krWrbeSaGoitGIFwcWLaXvzLfyvvoalpARraSm2oUNwnnAClsJCko2NCLMZS2Eh5pycjvm2Dmfy78FISkno44+p/7/fE161CktBAYW//z+8Z5zR36emDABSStY3refZzc/y0raXiCT3dE9s7x6YlEl0qZOQCRJ64gB7o6OlzW6yYzPveW01WXGanaTb0zvWsZqsHa/bf3aYHWQ6MkmzpWE32XGYHcY+zPaOIKtzABrX40QTUXR02nN7SCk7Wsrau1a2vyelxGKy4LV6ezTdgHJ0qd+Icszprxa4w9H5S1Ik0rVPuq1TKuPOH6o/+MEP+MpXvtJl3fLy8i7ra5rW8bOmaSQ6TTrbzeBe7rzzTl555RUAVq1a1bFs2bJlPPbYY7z11ltceumlHV0+D5TA6UBf/Lo7tqIMUncA70gp7xdC3JH6+ft7rZMAviulXCmE8AArhBBvSSnXp5b/VkrZq4G/lqJCRny4BD0cQVhTkyQf4N+ZOSMD7xln4D3jDHJ/+ENaX3qJ4AcfEN9dRfOyZTT9/R/7bmQyYc7NQUaiJFtacE6fTtpll+E6cTbmjIzenG6/kFKClPsk6JCJBGhax/syHifwwRLa3ngdYXdgLSkmUd9AfPduNI8Hk8+HjMeR0Qh6JEqyqYnoli0k6uow5+WRd889pF28wJicWjlulbeW82HVh6xtWMuymmXUheqwalbOH3Y+JxWcBEBzpJndgd1Ek1E0oWHWzJiEiQx7BjnOHLKd2WTaM3GYHdjNe7pTHu061KJZsFhVd+/BQgV7inIU5ObmsmHDBkaNGsVzzz2H5yADx8866yzuuusuvvSlL+F2u9m9ezeWXo6zeeGFF/jBD35AMBjkvffe4/777+fCCy/kZ50G+b/55pt873vfIy8vjxtvvJGHHnoIa6cvLHPmzOGpp57ilFNOYf369axZswaAWbNm8a1vfYvGxka8Xi9PP/00kyZN6tju6aef5tprr2XHjh1s376dUaNG9ercFeUYciFwcur134H32CvYk1JWA9Wp121CiA1AIbCewyBMJkzu3qf51hwO0i+7jPTLLgOM8WbhlStJNjdjyspCxuPEd+8mXlVForoaYXegOZ20vfkmVd/7HgDW0lIyb74J34IFB02/frj0aJTw558TWbuOaKoHgTk3F6REDwRIBtrQ2wKp18az3tZGMhCAZBJTViYmt8dYHgwiU6nfLSXFoEtjPrZIBFNaGlJK9NZWhM2GpbAQPRgk2dqKsFrRbDaE3Y7J68U1+wQcU6fhW3AR2iAJ8mLJGJ/VfUZCTxDX4zRHmrGarMwtmovX6u3v0+t3Ukpaoi1UBarYHdhNVaCKqmAV9aF6trduZ3vrdgCyHdlMzpnM/KL5zC+aT5o9rX9PXDnuqWBPUXooFApR1Cl99ne+8x3mzp3LggULaG5u5qWXXuLuu+9m3bp1AEyePLmj9ez+++/n/PPPp7i4mPHjx+8zhcPezjzzTDZs2MDs2bMBI8HLv/71L0y9+FI1c+ZMzjvvPHbt2sVdd921z3g9gMzMTF566SVKS0u73cfXvvY1rr32WiZOnMiUKVOYOHEiPp+P/Px87rnnHmbPnk1+fj5Tp04lmdzTx3/UqFHMnz+f2tpa/vznP6vxespglpsK5pBSVgshDjihlxCiDJgCfNLp7W8IIb4MLMdoAWzubtsjRbPZcKU+aw4k53+/R/izzwiv+hz/m29Q/aO7aPr73/F98Yu458xBxuNGcBQIYHK5sI8di+bafzCabGkh2daGjBgtZsJswjZqVEeLW3TbNup//zCBd95BxuMAmLOzwWQiUW/0ejW53Whut9EC53Zjyc1FGz4ck8eN5vaASSNRX48eCKK5XZjcHjS3Gz0UIrZrJ0JouOfOwTlzJu5588BsRvf70Tye4yZlfywZ4z9b/sNf1vyFulDdPsstmoUzSs/gu9O/S45z8M9Xp0ud6mA1W5u3sqVlC1uat7C1ZSuVbZWEEl0n9vZYjKQg+e58Lht1GacUn0KBWyXlUQYWNc+eckxQc7L1zj333IPb7eZ7qbvwhyqZTBKPx7Hb7Wzbto3TTjuNzZs3d2n929t1113H+eeff9A5B9XvVOlsIM+zJ4R4G2O83d7uBP4upUzrtG6zlLLb+UyEEG7gfeBnUsr/pN7LBRoACfwEyJdS3rCf7W8BbgEoKSmZtnPnzkO+psMlpaTtjTdoeOQRous3dL+SpmEpKMCcnY1t+DAcU6aiedwkG5vwv/YaoU8+2WcTU3YWjkmTSNTUElm/Hs1ux3fJF3HNno1j0qSO7qNS10EI1UX8EIQTYT6t+RR/zE9juJF/bfgXNcEapuRM4bpx15Fhz8CsGYk1GiONvL7jdZ7e/DQWzcLcwrk0RBrIcmQxp3AOpxafitvq7u9L6rWd/p18XPUx21q2URWsIhQPEUqECMVD1IXqugR1+a58hqUNo8xbRoG7gAJ3AUXuIvLd+arFUzlq1Dx7iqIcEaFQiFNOOYV4PI6Ukj/96U8HDPQUZTCSUp6+v2VCiFohRH6qVS8f2LdpxFjPAjwLPN4e6KX2Xdtpnb8ALx/gPB4BHgHjZmivL6QPCSHwnn023rPPJrptG5G1axEOh9HS5nKRaG4msno1sYpKEnV1+N94k5ann+nY3lJcTNY3voGlqBDNbkdYbeiBNtrefofo5s1YiorIvOVmMr785W7HBx4vrW59JRQPsbhyMW/ufJMlu5d0mW9sUvYk7j3xXmbnz94neC7yFDEpexJXjr6S+5fdz+qG1WQ7svmk+hNe2/EaGfYMvjbpa5xScgqZ9kxM2pHt0ns4NjVt4u1db/P2zrfZ2rIVALfFTbGnGJfFRaY9k2JPMScWnMiI9BEMTxvOsLRheKxqvj7l2HZYLXtCiEuBe4AxwEwpZbfNcEKIs4GHABPwVynl/T3Zv2rZU9qpVqDBR/1Olc4GcsvegQghfgU0dkrQkiGlvH2vdQTGeL4mKeVtey3Lb+8GKoT4NjBLSnnFwY57rNWPUteJbd+OTCTQXC4shYUqYOtj8WS8I0uiQLDTv5Mlu5ewpGoJK2tXEtfjZNozOb30dE4vPZ08Zx4Wk4UCV0GvW0h1qbO6fjUPrXyI5bXG36FZMzOncA4Lhi9gTuEcrKZDuzHYngnSZrJhMR1ekpBYMsYb5W/wxMYnWNOwBk1oTM2ZyumlpzO/aD6F7kLVOqwcE/qzZW8tcDHw//a3ghDCBPwBOAOoBD4VQrzYKQuZMgBFE0k+r2glHE+S1HWag3Eag1EaAzEkcObYXKaWpKNp6kNSUZTj2v3AU0KIG4FdwKUAQogCjJub5wInAdcAa4QQq1LbtU+x8EshxGSMbpzlQNcUvIOE0DRsw4f392kMOnWhOl7b8RqvbH+FDU3dd6cdnjacq0Zfxfzi+UzNmdonrW+a0JicM5lHz3qU5bXL2d6ynXJ/Oa/teI33Kt7DZXFxYsGJlHnLcFvdVLRV0Bhu7JgWwG6yE9fjNIQbaIw00hhuJBgPEklESMg9WaWtmhWXxWVMnm11d0yUHUvGaI22EkqE9kwFICE1EQB5zjxGpI9gWc0ymiJNlHnLuGPmHZwz5Bwy7AM/k6yi9KXDCvaklBvgoGnVZwJbpZTbU+suwshepoK9A2gKxvi0vImqljCRuE6u10au106Ox4YE6vxRfA4LI3Ld2C19021C1yVLdzTyzPJK3lpfS1t033lfrGYNJDyyeDvFGQ6umlnKhZMLyPfZB8TdsWg8STiexGk1G+eqKIdA1yVt0QRmTeCwmIgldcKxJMFYgqZgjNWVrWytCxCOJbGYBaPyvAzPdpPnM/6Numyqh/zxQkrZCJzWzftVwLmp10ugm5mCjWXXHNETVAa0eDLe69artlgbb+98m1d2vMKy6mVIJOMyx3HrpFuxmWwdU+ZkOjI5seBE8lzdDTftG0IIZuTNYEbeDAC+M/07LK1ayju73mFp9VL+u+u/JGWSNFsa2c5s4sl4x4ThZs1MliOLTEcmI9JGdMz31j7lQDQZJRAPEIqHCMQDBONBwokwGho+m4/hacNxWpxoQkNgjN9sn5B7V9suPqv7jAlZE7hq9FWcUHBCl3nkFOV4cjS+kRQCFZ1+rgRm7W/lvQagH9kzOwKklGytC1DeGMJiEpRluijL6llq7GA0wVvra3lh1W4+2NJAQj94F1tNQFmmi1F5HqaWpDOtLB2bWSOa0InEk8STEk2A3WKiMM1BSyjOC5/vprI5TLbbhs2iEY4lqWgKsb7aT60/isdu5uzxeZwxNpdMtw1NQIbLSqbbhstqIhhL8tb6Gp76tJIHXt/IA69vxGM3M6UknfMn5DN/VDY5niMzL4yUkmhCJ57USeoSi0nDrAkiCR1/OE5LKEZ7qVlNGnaLCafNhMdmxm4xDYiAVDn6pJQ0BWNsqQuwprKVyuYQJk0jqeu0hOO0hOK0hOO0hmLGczjOwXq4u6wmXDYz4XiStsiuLsvcNjO5Xhv5PgeTi9M4e3weY/K9mFRLuKIc96SULK9dzsOfPczKupV4LB6KPEWMyxqH1+qlKlBFIG5kbLabjEmv81x5ZDuz+bjqY96veJ+YHqPYU8xXJn2Fc4ecyxDfkH6+KoNFszC3aC5zi+YCkNAThBNhNe5NUfrRQYO9A2Uhk1K+0INjdPftZr9fowbSAPSeaovE+XBrA+9vruf9TfVUtXadNHtCoY+ThmdRmulEE9ASMr5M+iNx3DYLTquJFTub+WRHI5G4TmGag5vnDeWMsbmUZjixW0zUt0Wp9Ueo8UfQhCDbY6MpGGNjTRubavysq/Lz2tqaHp2vWRMUpTtoDMSIJnUcFhP5PjsnDM3k5FHZnDM+/4CthW6bmQVTilgwpYitdW18tK2RLbUB3t9cz+3PrgYgy21jRlk6c0dkU5bpxOe04HNYcFrN1LVF2N0cZndLmN3NYSpTz1UtYWJJnQKfg4I0B0XpDkyaoCUUZ8EQI4iOxJPo+/kWrglBptuGz2EhFEsSjiUIx3X8kTg1gFnT8NjN2CwaJiGwmTUcVhOm42DciJSShC6JxJPEEjpg3JHVBAhhjO+Q0BFEG++LPc+A2aRhNRvB9dEOmiuaQqzc1Ux5Q4iWcAyTEJhMArMmjNeahstmwm0zE4gmaAjE2FoXYHuD0foWiCS6tFR77GakBJMmSE/9bfqcVkoznKQ5LaQ5LHgdFpK6JBRLYjVruKwmnFYzXoeZcQU+itIdCCGQUrK7JUx5Q4i6tgh1qX+rtf4Ilc1h/vjeVh5+dytmTVCY7uDcCflcf2IZOV41HYWiHC9ao628sPUF3ih/g22t2wjGg2Q7srlx/I2EEiHKW8t5o/wNwokw+a49WR6jySj+qJ/6cD0SSYY9g0tGXsJ5Q89jQtaEAX8D06yZVaCnKP3soMHegbKQ9VAlUNzp5yKg6jD3OSC8u6mOP7+3jRU7m0noEo/NzEnDs/jmadmMLfAST0o+29XMS59X8bcl24kn9wQpZk3gsRtfTONJybBsF1fMKOG8iflM62YsnMtm7raF8NwJ+R2va/0RVlW0AGAza9jMJqxmgS6NVsPK5jAmTXDWuDwyXH2TUXF4jofhOcYHuZSSNbtbWbGzmTW7W/l4W+NBA1CrSaMgzU5huoOTR2VjNWtUtUSoaAqxdHsjUkrSnFYuKE3vaGF0WE1YTRomTRBP6sST0gjcLKaOcjO60dkAI4AJRBK0RRK0ReI0h7oGizazCafVeNgtJiwmYx/huE40niSeNFJ8jyrKprnVD6kgQdMEixcv5rbbbmP16tUsWrRon+kGdCmJxpN84fzz+e2f/4bbm4auS3RpPJJG3IUQ8PxTj3PS/NPIy8vv5m6IMexeILCYBBaTZtxFEam7KcLovNJe74vUgkRCJ5IwriOZCpJPGFXE0k2VPfn17pdJCCxmDbtZw2E147SacFhNaJ2+eCSSRgusBJK6JJ6UxBJJInGdhC6p80e4608fGcGV00q600JJhpN8n4P6QNS4EdBstDhvrt0zL6HbZiapS5JSGs/dtIC3t6qPzPHgsZtx2cyUZDgZku1iQqGPLLftsK6/MyEERelOitKd3S5vCsb478Y6ttcH2FTTxv97fxt//WA7Jw7L4rQxOUwtSWdUngeLafDfdFCU401dqI7H1j7GM5ufIZKMMD5zPBcOu5DRGaM5Z8g52M17bvpIKdGl3u2YumgySm2wlgJ3AWZNdRNXFKXnjsYnxqfACCHEEGA3cAVw1VE4bp+KJ3WqWsLsbAyxpS7Ae5vq+GBLAyUZTm6ZN5T5I7OZWpq+zxe2aaXp3DR3KEldUtUSRghIc1pxWU0drQLtY8wOV67Xzlnjjlzf/IMRQjCxKI2JRWmAUXHtaAhS64/SGo7RGo4TjCbJ9tgoTHdQlOYgy23rUZKXDRs2MDR737l8ejJe0WLSSHdZSXdZkVIiJSSl0cpltAAmaYskaA7Fut3erGmp4Aw2VPs7rtVpMeFIy+HhP/+F/3vot7SGY9T6Ix1dTSNxnVjCGDj+m0cXYTFrJJI6miawaBqaEGiaEaxJCS8+/QTjx42ntLiwa7kCsVicRDyO3eUknpQEowkkqSby1KD01H+p94zg0Kxp2CwaaU4rNosRnGkCxuR5kRjXJNu3T5WVSRPGe7J9ufEc143raQ+wYgmdUCxJSzjeUSZ2s9YpuNP3KUuBwGYxWgdNmsBq1tjdEmF9lZ/GYIxoYs82Jk2Q77MzJMvFZdOLmTMii7JM1z6/c5kK+kJxowXPlWp9Gyh3vDNcVi6ZVtTxc3lDkMc/2cnbG+r48QvrAOPmT47HRo7XTq7XhsduIRI3WhQL0xzk+xwUpNkZmevpMj42qUu21LWxdFsjn1W0UN8WJRxPUpDmoCTDSWmGk5IMJyWZRhCtupEqytGhS50nNj7B71b8jrge57yh53HN2GsYnTF6v9sIITCJ7us0m8lGiffYG9qiKEr/O6wIQwixAPg9kA28IoRYJaU8q3MWMillQgjxDeANjKkXHpVSrjvsMz+CdF1S3hhkydYG3t1Yx+baANWtYTo3IGR7bNx57hiuPbGsR4lATJqgOGPfO/9CiD4J9AYiIQRDs93dBmn9RQiBEKBhtI557MbAeCmN4KS91UkisZtNHa2FeqprY2GaA4BYUicYTWLPyMeGJBzTaQnFqfVHEIDVbMJm1vA5jLGCk8eOZPny5QQCAc455xzmzJnDRx99RGFhIS+88AKvvPIKa1at5HtfvwmHw8HHH3+Mw+HoOO/a2lpmzZvFWWedxU033cSMGTP2uba//e1vPPDAAxQUFDBixAisVit/+MMf2LFjB5dcdRWJRIKzzz4bAItZ47333uPHP/4xmZmZbNq0iXnz5vHHP/7RaJ1rbzbsxEH3X0LiSSPoC8USRONGsGayCOwWo9unQKQCXKM1sL31L9pg4983T+7Yj5SSWn+U6tawEfR4bJh70NolhMBsEnhNGl774aXpPhrKslzced5Y7jxvLLsaQ6yqbGFjarxsrT/C9voggWgCh8VEOJ6k1h/p8tmT47GR4bIiJZQ3BjsC5AKfnfw0B06riXW7W3ljbU2Xcb8Wk9ECmeOx4bGbKUp3Mr7Qx4yydEoynAMmOFaUY1FCT7CidgXvVrxLVaCKqkAVm5o3MbdwLj+Y9QOKPcUH34miKMoRcLjZOJ8Dnuvm/Y4sZKmfXwVePZxjHUm6LtlaH2DJlgbe3lDLZ7taCMeTAJRlOplRlk5xRiHFGU6K052MyHX3aTcwpXc+eGozDRWBg6/YC1nFbuZeNhKrufuApr31MXOv33tSl4RjSTwOM8XpDiYU+g76pXnLli088cQT/OUvf+Gyyy7j2Wef5eqrr+bhhx/mwQcfZPr0fadRyc3NZdOmTTz33HPceeed1NfXc/3113P11VeTkZFBVVUVP/nJT1i5ciUej4dTTz2VSZMmAfCtb32Lr371q3z5y1/mD3/4Q5f9Llu2jPXr11NaWsrZZ5/Nf/7zn326oh6MxaThc2j4HIcXaAkhyPPZyfMdP2PZSjKNVrcLJhXsd51EUqe2zejWur6qldW7WwlEjJbdOSOyGJvvZeaQjH1uJrX3JtjVFGJXU4idjSF2NQVpCMTY3RLhw62NLPyoHDBuYkwo9DEi183wHDfDst0UpzsHVAupogwUUkrqw/VsatrEqvpVfF73OasbVhNOhLGb7BR7i/FYPNw9+26+OOKL6t+Qoij9anA2Ke2HlJJgLElLKIZJE1Q0hXn8k538d0NdR/KGkbluLp9RzNh8L9PK0hk2gFqllIHHpAncdjNmTUPTtB5V6kOGDGHy5MkATJs2jfLy8h4dy2azccUVV3DFFVewa9cuvvGNb3D77bezfft2li1bxvz588nIMOYPuvTSS9m8eTMAH374Ic8++ywA11xzDd///vc79jlz5kyGDh0KwJVXXsmSJUt6HewpR5bZZHTlLExzMHNIz+eHau9NUJzh5KRulid1yfb6AEu3N/Lx9kY21rTx1obaLmMgPXYz00vTOWFoJrOHZTKuwKe6girHtKSepD5cT1yPk2ZLQ5c6rdFWdrXtory1HF3q2M12wokwgXiAQCyAP+anJdpCS6SF5mgzDeEGwokwACZhYmT6SC4afhGz8mZxYuGJOMyOg5yFoijK0TNog72WUIwPtzayclczaypbqfFHOsazdOaxmTlvYj7TyzKYUZZOaWbPpklQ+s/cy0b29ykcFpttT+ugyWQiHA7vs84nn3zCV75izK183333ccEFFwBQV1fHP//5T/7xj39QVFTEv//9b3JzczvmVdqf/QWhe7+v7kAfP0yaYESuhxG5Hq6ZXQZANJGkvCHEtvoAVS1httUH+WRHI+9uqgeM6SbG5HsZW+BlXIGXIVluMlxWCtLsg7Y7ujKwxJNxQokQsWSM+nB9R5fJ6mA1cT1OLBmjOlhNbaiWhJ4gqSdJSOM5KZME4gES+r5zyO6Py+LCY/WQbksnzZZGkaeITEcmJZ4ShqUNY1zmOJyW7pMzKYqiDASDqnbeVNPGq2uqeX9zPasrW9ClkZVyfKGPKSVpZLttZHtspDkt6NLI2Hj6mBz1JUUZEDweD21tbQDMmjWLVatWdSxrbW3l2muvZePGjVx99dW8+uqrFBbuSeQyc+ZMvv3tb9Pc3IzH4+HZZ59lwoQJAJx00kksWrSIq6++mscff7zLMZctW8aOHTsoLS3lySef5JZbbjnyF6oMWDaziVF5HkbldU2VXueP8PH2RlbubGZ9tZ9nV1Tyj4+73jgrTHMwa2gGX5hYwEnDs3o0lllR9keXOrv8u9jQtIH1jevZ0LiBHf4d1IfqOxJKdeYwO7Cb7Jg0E/mufIanDcdqsmISJsyaGZMwYRImXBYXBe4CrCYrrdFWNKHhtXopdBcyNG0oZs1MJBHBbrbjMru6zYypKIpyLBkUUU5LKMaDb27i8U+MiY0nFaXxP6eOYN7IbCYW+VRKc6VPhEIhior2ZFX8zne+w9y5c1mwYAHNzc289NJL3H333axbZ+Qfmjx5cpeA7WCuu+46br311m4TtAB885vf5JRTTum29a2wsJAf/vCHzJo1i4KCAsaOHYvP5wPgoYce4qqrruKhhx7ii1/8YpftZs+ezR133MGaNWuYN28eCxYs6PH5KsePHK+dCycXcuFk4waDrkt2NoWobA7RGIhR0RRiU20bb6+v5T8rd+O1mzlzXB5TS9IZmetmTL43NR2KcryKJCK0RFvYHdjNLv8uKtoqqGyrJBAPEElGCMfDJGQCt8WNLnU2N2/umFjcqlkZmT6S2fmzKXAX4LP5MAszWY4sCtwFFLgL8Fq9fdYzoX2OO0VRlMFAHKz7V3/KGTpWnnfXQuraooRiSSYXpzG1JI08nwOP3Uw8qbN4cz1PLKsgFEtw7YllfOOU4fsk0VCOfRs2bGDMmDH9fRoDWiAQwO12k0gkWLBgATfccMMBg7f33nuPBx98kJdffvkonuUe6nc6+MQSOku21vPy6mreWl9LW8ToLicEDM92M6HIx/gCIxFMpstGfSBKnd+YiP4bp45YIaXcNzuR0q3CMYXyO//8DiZhIqEnSMiE8awniOtx/FFjnJnVZMVtceO2unFZXB2v3RZ3l9cuiwuryWp0fZTJju6PCT1BMB4kEAt0dIeUSBJ6gkgiQjgR7nhEkhHaYm00hhtpjbYSSoQIJ8KE4iFietepbczCTL47H4/VY7TKme1YhAV/zI9EMjJ9JOMyxzE2cyxD04Zi0QZ+pl1FUZQjRQhxyHXkgL7VGoknqWuLkuOxYTFpfLClnuc+291lHZMmOH9iPl87efg+XY8U5Xhyzz338PbbbxOJRDjzzDO56KKL+vuUlOOM1axx6uhcTh2di65LdreE2VTTxtqqVtZUtrJ4cwP/Wbn74DtSDsof8/PkpieJ63EsmgWzMBvdFTWj26LP6iPNlkZcj1MRqCAYC9IWbyMYD6LLfefAPBxmzYzD7MBhcuC2uslyZDE0bSgOswOn2YnD4sBr9eKz+ShwFVDiKSHfna8mB1cURTkKBnTL3vTp0+Xy5cs7fm6fh6uuLUIgksBi1ihOdx5XqdqPV6oVaPBRv9Pjj5SShkCMrXUBmoIxcrw2cj12crw2HFazatnrhb3rx56SUnbJNNn5Oa7HMWtmzGJP0Ng+zs1tcWPRLGiahkmY0ISG3WzHYXaoVjdFUZQjbNC27O3teJyHS1EUZbAQQpDtMRJlKf1DCIHT4sRpcZLjzOnv01EURVGOMJW5RDlmDORWaKV31O9SURRFURTlyFPBnnJMsNvtNDY2qiBhEJBS0tjYiN2uWuiVY58QIkMI8ZYQYkvqOX0/65ULIdYIIVYJIZb3dntFURRFORTHVDdO5fhVVFREZWUl9fX1/X0qSh+w2+1dprFQlGPYHcA7Usr7hRB3pH7+/n7WPUVK2XAY2yuKoihKr6hgTzkmWCwWhgwZ0t+noSiKsrcLgZNTr/8OvEfvgrXD3V5RFEVR9kt141QURVGUQ5crpawGSD3vL+uJBN4UQqwQQtxyCNsriqIoSq+plj1FURRFOQAhxNtAXjeL7uzFbk6SUlYJIXKAt4QQG6WUi3t5HrcAtwCUlJT0ZlNFURTlOKWCPUVRFEU5ACnl6ftbJoSoFULkSymrhRD5QN1+9lGVeq4TQjwHzAQWAz3aPrXtI8AjYMyzd+hXpCiKohwvBvSk6kKIemBnf58H4ANa+/skupEF7D3YfyBQ5dU7qrx6R5VX7xwr5VUqpczur5M5VEKIXwGNnRKsZEgpb99rHRegSSnbUq/fAu6TUr7ek+33c1xVPx6Y+vfYOwO1vECVWW+p8uqdY6W8DrmOHNDB3kAhhHhESnnLwdc8uoQQy6WU0/v7PPamyqt3VHn1jiqv3lHldWQJITKBp4ASYBdwqZSySQhRAPxVSnmuEGIo8FxqEzPwbynlzw60/dG+jkOl/r56R5VX76ky6x1VXr1zPJSX6sbZMy/19wkcY1R59Y4qr95R5dU7qryOICllI3BaN+9XAeemXm8HJvVm+2OI+vvqHVVevafKrHdUefXOoC8vlY2zB6SUg/4PoS+p8uodVV69o8qrd1R5KUeS+vvqHVVevafKrHdUefXO8VBeKtg7tj3S3ydwjFHl1TuqvHpHlVfvqPJSjiT199U7qrx6T5VZ76jy6p0+Ky81Zk9RFEVRFEVRFGUQUi17iqIoiqIoiqIog5AK9gYQIcSjQog6IcTaTu9NEkJ8LIRYI4R4SQjh7bRsYmrZutRye+r9y4UQq1Pv/7I/ruVo6E15CSG+JIRY1emhCyEmp5ap8tq3vCxCiL+n3t8ghPhBp22Oi/KCXpeZVQjxWOr9z4UQJ3faZtCXmRCiWAjxburvZZ0Q4lup9zOEEG8JIbakntM7bfMDIcRWIcQmIcRZnd4f9OWl9J6qI3tH1ZG9o+rI3lH1Y+/0ax0ppVSPAfIA5gFTgbWd3vsUmJ96fQPwk9RrM7AamJT6ORMwpZ53Admp9/8OnNbf19bf5bXXdhOA7Z3KTZXXvn9fVwGLUq+dQDlQdjyV1yGU2deBx1Kvc4AVGDfUjosyA/KBqanXHmAzMBb4JXBH6v07gAdSr8cCnwM2YAiw7Xj7DFOPXv+NqTryCJXXXtupOvLgf1/HfR2p6sdel1e/1ZGqZW8AkVIuBvaeX2kUsDj1+i3gi6nXZwKrpZSfp7ZtlFImgaHAZillfWq9tzttM6j0srw6uxJ4IvValVf35SUBlxDCDDiAGODnOCov6HWZjQXeSW1XB7QA0zlOykxKWS2lXJl63QZsAAqBCzEqI1LPF6VeX4jxZSkqpdwBbAVmcpyUl9J7qo7sHVVH9o6qI3tH1Y+90591pAr2Br61wAWp15cCxanXIwEphHhDCLFSCHF76v2twGghRFnqQ+iiTtscD/ZXXp1dzp6KTJVX9+X1DBAEqjHuID0ojYmej/fygv2X2efAhUIIsxBiCDAttey4KzMhRBkwBfgEyJVSVoNR2WHc1QWjkqvotFll6r3jrryUw6LqyN5RdWTvqDqyd1T92ANHu45Uwd7AdwPwdSHECoxm31jqfTMwB/hS6nmBEOI0KWUz8FXgSeADjK4FiaN90v1of+UFgBBiFhCSUq4FUOW13/KaCSSBAozuA98VQgxV5QXsv8wexfgwXg78DvgISBxvZSaEcAPPArdJKf0HWrWb9+TxVl7KYVN1ZO+oOrJ3VB3ZO6p+PIj+qCPNh3aqytEipdyI0R0FIcRI4LzUokrgfSllQ2rZqxh9p9+RxgSRL6XevwXjA+m4cIDyancFe+5Ytm+jyot9yusq4HUpZRyoE0J8iNHlYvvxXF6w/zKTUiaAb7evJ4T4CNiSWnZclJkQwoJRiT0upfxP6u1aIUS+lLJaCJEP1KXer6Tr3cgioAqOn/JSDp+qI3tH1ZG9o+rI3lH144H1Vx2pWvYGOCFETupZA34E/Dm16A1gohDCmWrGnQ+s32ubdOBrwF+P9nn3lwOUV/t7lwKL9rONKq895bULOFUYXMAJwMa9tjnuygv2X2apf4uu1OszMO5aHjf/JoUQAvgbsEFK+ZtOi14Erk29vhZ4odP7VwghbKluPSOAZal9DfryUvqGqiN7R9WRvaPqyN5R9eP+9WsdeTQz0ajHQTP1PIHR/zuOEdHfCHwLI2PPZuB+QHRa/2pgHUYf6V/utZ/1qccV/X1dA6i8TgaW7mc/qrw6lRfgBp5O/X2tB/73eCuvQyizMmATxqDrt4HS46nMMLrKSYwMiKtSj3MxMoe9g3EX9x0go9M2d2JkGNsEnHM8lZd69P6h6sgjXl6qjlR15JEqr+O6fkxdZ7/Vke2/BEVRFEVRFEVRFGUQUd04FUVRFEVRFEVRBiEV7CmKoiiKoiiKogxCKthTFEVRFEVRFEUZhFSwpyiKoiiKoiiKMgipYE9RFEVRFEVRFGUQUsGeoiiKoiiKoijKIKSCPUVRFEVRFEVRlEFIBXuK0g0hRLkQ4vT+Po/BSgixTghxcn+fh6IoiqIcLUKIEiFEQAhh6u9zUY4fKthTjhohhBRCDN/rvXuEEP/qr3MaLIQQ1wkhlvT3eXRHCLFQCPHTzu9JKcdJKd/rp1NSFEU55vTmJqQQ4j0hxE1H+py6OW5Zqq439/F+9/n+cCzY+3cmpdwlpXRLKZP9eV7K8UUFe4qiKIqiKEqHo9ny1NeBoaIoXalgTxkwhBAnCyEqhRDfFULUCSGqhRDXd1puE0I8KITYJYSoFUL8WQjh2Gvb2ztte5EQ4lwhxGYhRJMQ4oed9nWPEOIZIcSTQog2IcRKIcSk/ZyXTQjxOyFEVerxOyGELbVsrRDiC53WtQghGoQQkzvd4bxeCFEhhGgWQtwqhJghhFgthGgRQjy817FuEEJsSK37hhCitNMymdp+S2r5H4RhDPBnYHaqe0jLfq7DJ4T4W6psdgshftpeoQshTKmybRBCbBdCfL3z3dm9707u3SIrhHhaCFEjhGgVQiwWQoxLvX8L8CXg9tS5vbT3/g5Svgf8m1AURTketffmSH1uNwshdgghzkkt+xkwF3g49bn7cOr90UKIt1L14SYhxGWd9rdQCPEnIcSrQoggcIoQokAI8awQoj61/292Wn+mEGK5EMKfqo9/k1q0OPXckjr27G7Ovb3+/ZcQwg9cl9rfx6l6sVoI8bAQwppav32fn6f2eXnq/fOFEKtS23wkhJh4gPI60LVnCiFeTF3LMiHET0Sqp4zopqVSdGo1FUIME0L8VwjRmKo/HxdCpKWW/RMoAV5Knffte+8vVcYvps5rqxDi5r3K6SkhxD+E8T1lnRBi+v7/KhSleyrYUwaaPMAHFAI3An8QQqSnlj0AjAQmA8NT6/x4r23tnd7/C3A1MA2j4vuxEGJop/UvBJ4GMoB/A88LISzdnNOdwAmp404CZgI/Si37R+oY7c4FqqWUqzq9NwsYAVwO/C61v9OBccBlQoj5AEKIi4AfAhcD2cAHwBN7ncv5wIzUeVwGnCWl3ADcCnyc6h6S1s01APwdSGCU3RTgTKC9m8/NqX1PAaYDl+xnH/vzWuoac4CVwOMAUspHUq9/mTq3L3Sz7YHKFw78N6EoinK8mgVsArKAXwJ/E0IIKeWdGPXHN1Kfu98QQriAtzDquhzgSuCP7TfmUq4CfgZ4gI+Al4DPMT57TwNuE0KclVr3IeAhKaUXGAY8lXp/Xuo5LXXsj/dz7hcCzwBpGHVEEvh26lpmp473NQApZfs+J6X2+aQQYirwKPAVIBP4f8CL7TcKO+vBtf8BiAD5wA2pR08J4BdAATAGKAbuSZ33NcAu4Aup8/5lN9s/AVSmtr8E+LkQ4rROyy8AFmGU04vAw3vvQFEORgV7ykATB+6TUsallK8CAWCUEEJgBCTfllI2SSnbgJ8DV+y17c+klHGMD8csjMqoTUq5DlgHdL7zt0JK+Uxq/d9gBIondHNOX0qdU52Ush64F7gmtexfwLlCCG/q52uAf+61/U+klBEp5ZtAEHgita/dGBXylNR6XwF+IaXcIKVMpK5vsujUugfcL6VskVLuAt7FCJAOSgiRC5wD3CalDEop64Dfsqf8LgN+J6WskFI2YVRePSalfDRVzlGMim6SEMLXw80PVL6wn7+J3pyfoijKILRTSvmX1Pivv2MEK7n7Wfd8oFxK+ZiUMiGlXAk8S9cbey9IKT+UUurABCBbSnmflDImpdyOcQO1vc6IA8OFEFlSyoCUcmkvz/1jKeXzUkpdShmWUq6QUi5NnVs5RvA2/wDb3wz8PynlJ1LKpJTy70CU7uvw/V67MHq3fBH4capuXItRlj0ipdwqpXxLShlN1V+/Och5dxBCFANzgO+nviOsAv5K1/pviZTy1dTv+J8YN0QVpVdUP2nlaEoCe7ecWTAqjXaNqUCnXQhwY7R0OYEVRtwHGHfUTHtt2z7oOZx6ru20PJzaV7uK9hdSSl0I0X53bW8FwM5OP+9sX09KWSWE+BD4ohDiOYyA6lt7bb/3OezvnEqBh4QQv+60XGDcVW0/fk2nZSG6Xs+BlGKUdXWn8tPYUwYFnV5D1+s9oFRl+TPgUozfk55alAW09mAX+y3flP39TSiKohzPOuoDKWUo9dm+v8/GUmCW6NrN30zXm5MVe61fsNf6JowblGD0srgP2CiE2AHcK6V8uRfn3vlYCCFGYgRK0zHqejOw4gDblwLXCiH+p9N7Vrqvww907dmp14da/+UA/4fRe8iDUa8293DzAqD95nXnY3fuqrl3nW8XQpj3qhMV5YBUsKccTbuAMmBDp/eGAJt7sG0DRmA0LtUi1heK218IITSgCKjqZr0qjMpiXernkr3W+ztGd0gzxt3KQz2/CoyWyccPYVvZg31Hgaz9VBLVdCoPjGvsLIhRAbfL6/T6KowuOacD5RhdLpsxAtWenNvByldRFEXpnb0/dyuA96WUZ/Rwmwpgh5RyRLcrSrkFuDJVd14MPCOEyOzmuD09vz8BnwFXSinbhBC3ceDhBO315c96cKz9XnvqZmUCo/7bmHq7c/0XTD07AX/qdef67xcY1zJRStmYGo7RuavlgcqjCsgQQng6BXwlQF99x1EUQHXjVI6uJ4EfCSGKhBCaMBJ0fAGj3/4BpbqV/AX4bepOGkKIwk7jBw7FNCHExamB0rdhBEPddUV5InXe2UKILIzxgJ2ni3gemIrRovePwzifPwM/EHuSm/iEEJf2cNtaoKh9QPvepJTVwJvAr4UQ3lT5D2sfL4gx3uKbqd9NOnDHXrtYBVwhjAQ0e4/p82CUXSNGhfjzbs5tKPt3sPJVFEVRemfvz92XgZFCiGtSn+MWYSQLG7Of7ZcBfiHE94UQDmEk8RovhJgBIIS4WgiRnaqbW1LbJIF6jN4dB/rM744HI5gKCCFGA189yPX8BbhVCDFLGFxCiPOEEJ5u9r3fa0/1BvoPcI8QwimEGAtc275hqmvmbuDqVBncgDFGsfN5BzAS0hQC/3uQ8+4gpazAGBv5CyGEXRgJZm4kNeZdUfqKCvaUo+k+jA+2JRgtP78EvpTqI98T3we2AkuFkcHrbQ5v7NYLGElTmjH6yF+cGr+3t58Cy4HVwBqMBCQd88ZJKcMY/f+HYFQah0RK+RxGEppFqetbi9EttCf+i9EyViOEaNjPOl/G6OayHuOan8EY4wFGxfkGxmD8lex7HXdhVHDNGGPq/t1p2T8wup7sTu1774D5b8BYYWRMe76b8zpg+SqKoii99hDGmLRmIcT/pVqOzsQYc1eF0T3wAWCfhCYAqSDoCxjjwndg9K75K0bPDYCzgXVCiEDqWFekxp2FMLr1f5j6zO9uDF13vofRS6QNoz56cq/l9wB/T+3zMinlcoxxew9j1Etbgev2cy0Hu/ZvYHR/rQEWAo/ttYubMYK4RozEah91WnYvxs3eVuAV9q07f4FxM7NFCPG9bk7vSoweT1XAc8DdUsq3ursORTlUQsqetrgryuAhhLgHGC6lvPpg6/Zwfz8GRvbV/vqbEKIMo4K3qLEBiqIoyvFCCHEdcJOUck5/n4ui9AU1Zk9RDpMQIgOj68U1B1tXURRFURRFUY4W1Y1TUQ6DMCZArQBek1IuPtj6iqIoiqIoinK0qG6ciqIoiqIoiqIog5Bq2VMURVEURVEURRmEVLCnKIqiKIqiKIoyCA3oBC1ZWVmyrKysv09DURRFOcJWrFjRIKXM7u/zOFao+lFRFOX4cTh15IAO9srKyli+fHl/n4aiKIpyhAkhdvb3ORxLVP2oKIpy/DicOlJ141QURVEURVEURRmEVLCnKIqiKIqiKIoyCKlgT1EURVEURVEUZRBSwZ6iKIqiKIqiKMogpII9RVEURVEURVGUQahPgj0hxKNCiDohxNqDrDdDCJEUQlzSF8dVFEVRFEVRFEVRutdXUy8sBB4G/rG/FYQQJuAB4I0+OqaiKIpyDJJSsqUuwJvraqjxRxia5e7vU1IUZT9aQjGkhHSXFSklm2rbWLmzhQ3VfnwOC+MLvXjtFoQQlGY6yffZEUL092kripLSJ8GelHKxEKLsIKv9D/AsMKMvjqkoijJYba8P8Ma6WnQp+eLUIvJ89v4+pUMWT+pUNoepagmT0CXlDUEWfVrBhmo/AB67mbZIop/PUlGOb9FEkoZAjN3NYT6vaGFdVSs7GkOUNwRpDccBGJbtIhLX2d0SBsBjMxOKJ0nqssu+vHYzo/O9DM1yISVYzRqzhmYwZ3gWaU7rUb82RTneHZVJ1YUQhcAC4FQOEuwJIW4BbgEoKSk58ienKMpRUdcWYen2JpZub6Q1FEfTBKPzPJwxNpcROe7j9k5wazjO6soWWsNxttYFeH1tDRtr2jqW/+atzZw6OoerZpUwb0Q2Jm3glJOUkoqmMG+sq+HlNdVEYknSnBbGF/qYWOTj3Y11vLa2hmhC77LduAIv9104jrPG5ZHjsdEYjJH9QD9dhKIcJ6SU1LVF2VYXYEtdgM8rW1i7u5Wa1gj+vW645PvsDM12cf7EfIZkuYgldZaXN2PWBN88bTizh2ZRnOEgmtDZXNtGOJYkoUu2NwTZWO1nY00bb2+oxaQJgtEk/1y6E03ApOI0ZpRlUOCzk5/mIN9nJ9/nINNlRRtAn22KMpgIKeXB1+rJjoyWvZellOO7WfY08Gsp5VIhxMLUes8cbJ/Tp0+Xy5cv75PzU5SjqSEQZXNtG9NK07GZTf19OkdUJJ7k422NtIRjBKJJApEEwWiCQOoRjCbYUhdga10AMO4G5/rsxJM6OxtDABRnODhtdC6nj8ll5pAMrObDG07cFIwRT+qYNIFZE6lnjUA0wdqqVpqDMYZkuUh3WmkNx7FbTJRlOXv1u4ondSymA5+nrkuiCZ1QLMGm2jZWV7ayurKFzbUBPHYzFk1j5a5mEqk740LAjNIMzh6fx9nj84gndZ5YVsHTyytoDMYoTHNw5cxiRuZ6EEIggFhSZ3VlK9vrA8welsl5E/PJ8fRdS2A4lmR3S4iSDFfH76UhEOXBNzbx5vpamoIxACYV+cjz2WkIxFizu5VYQsdjN3PBpAImF6dRlO7EatbwOcwMy943uBdCrJBSTu+zEx/kVP2oHEhVS5g1u1vZVm989m6rD7K9LkBbdE9Ql+W2MqkojaJ0B1luG9keG7leO+MLfWR7bH12LomkzueVLby/uYHFm+tZX+Unlux6A8hq0sj12cj3OShKd1CU7iTLbcXnsOB1WEhzWMjz2cl22zAf5HNXUQajw6kjj1awtwNor9mzgBBwi5Ty+QPtU1Vmg0s8qfPRtkZG53nI9R673dK6U94Q5IMt9azZ3crqytaOlpl8n51rZpdS4HOQ7rIyvTQdl61nDeqhWIIdDUHiya7/Rs2awGLSMJsEFs14TnNacFqPfEN9PKmT1CUJXbKx2s/iLQ08vnQnjakv/O00AS6bGY/NjMtmpjDdweyhmcwelsm4Al9H61StP8I7G+p4Z0MtS7Y2EE3oOCwmSjOdlGY6GZ3nJcdrY0d9kK2pLy0Wk8YZY3OZWOTDaTWR4bKR57WzqbaN9zfV8/7mOrbVB3t9bSbNGG8yPNuN2STwhxOUZDqZWpKO22ZCStCl0UL5/KoqPq9owW7RSHdaSXNaSXdaSHdasVtMJHWdiuYw66v8hOPJLscpznAwOs9LOJYkEE0wa2gG80Zkk+W2keOxke7at5tTLKHz5voa/v3JLj7a1rjPcotJkOu1U9kcxqQJLpxUwPUnDWF0vueAAamUsiPoSiR1yhuDVDSF2d1idLvcXNvGkq0NROI6Zk1QluUi32dnVUULkXiSL0wsYEppOnOGZzEky9Wx30g8yaaaNkbmenBYexZAq2Cvd1T9OPhF4kksJq1La344lqSyOYQ/kiCaSGJNLQ/Hk1S3RPhkRyNLtzexqynUsU2u18awbDfDc9xdnnO9tn7pUaHrkqZQjOqWCNWtYapbI6lHmOqWCJXNIar9Ebr7emq3aMwZnsUJQzNJc1rJ99mZUpJ2VOo/RelPAz7Y22u9hfSwZW/omIny9fc+ZGSuZ59loViCJVsaqGoJk+6yYjObkFIyochHUbrzEK9COVLq2iJ8/fGVfFreDMD00nTuuWAc4wt9/Xxme0gpaQzG0ITAaTVht3T/JTWR1Hl/cz1PflrBjoYgLeE49W1RADJcVsYVeDlhaCYlGU7+8XF5xzWD8aV8akk680ZmU5rppL4tSl1blDp/lBp/mKqWCJHUGIi61D57QhMwPMfNiFwP2W4bWW4rWW6b8fDYcFpNaAJqWqPU+iMUpTsYluPGataIxJPsqA/SGIzhtVuIJ3W21QeobA7TEIimHjEaAlFaQvF9jn3KqGyuPbGM0kwXLpsJj82C3aL1+ktEOJZkydYGPtzaQEVTiB2NQXY0BJESbGat40tKazjOR9sa9gmCwVhv1tBMThqWicduIanrJHTZEaBaTBrjCrxkuW1srw/gjyRIc1gIxhJsrQuwpTbA1nqjBdJlM+9zJ7xde/fTaEKnORijORSjORSnORQjGjdaFHO9NsYV+Mj12rGZNYZku5hUlEZGN8Fcb+xuCdMcNBImSCSaEAzPcWO3mNhS28YTyyp4YtkuwvEkFpNgWLbxd1GW6STDZaWiKcwHW+qpagkTiidxWc1kua1UtUaIdepuadYERekO5o/MZkJRGtvrA2yrD1Djj5LttnHHOaMZntN3iVVUsNc7Ktgb2NoicSqawtT6I4TjSaKJJI2BWMdnvvEcIRhN4rCacFlNuGxmEklJQ8BY3hZNYDVpFKU7EAL8kURHXbM/PoeFWUMyOGFoJlNK0hiW48Zrtxylq+47sYROaziOPxKnNRynJRSjpjXKpho/b2+o6xg3CEa9OirPw5AsN0OyXAzJcjIix8PIXM9h9xJRlIGi34M9IcQTwMkYrXa1wN2ABUBK+ee91l1ID4M9W/4ImX/t75hWms7lM4qJxpOUN4ZYu7uVVRUt+4wDAeMf/RUzSvjW6SPIcvddNwTl0K3Y2czXHl9BazjOneeNpTUU459Ld9IYiHHzvKGML/BRkuFkXIEXgOU7m1mzu5U6f4R4UmKzaEws9HHK6Jz9BmC9FYkn8UfitEUSvLuxjjfX17Khyt/xxV4IGJrloiDNwY6GIE3BGE6rGSklzaEYuoRsj41pJel47GbGF/qYnwrgOgc57WMkgtEEVS0RlmxNdWNJJacA4282220jLzWGwWU1IRAUpjsYnuPG0emaJZJE0ghc4kk99VqnqiXC6soWdjaGqA9E+yThhctqIttj6+jek+W2kem2YjVrCIwAY3JxWp9299lbOJakMRgl3+focne7LRKnqsX4EtXQFqW6NUxJpotZQzL67G8EIKlLyhuDROM6mgYCgcNiojjDMaDHGDYFY7y3qY7NtQE217axqaaNqtbwnmQJQzIYkePBZTPRFklQH4hS4LMztsBLSYaLwjQH2R7bUR0fqIK93lHBXu/Fkzq6lH3etT4YTbCuys/m2ja21wdZvrOJtbtb0bv5emU1a+R4jM/UHI8Nt81COJ4gGE0SiiXQhCDLY+u4adcWTVDRFEIIgcdmpiDNQWmmE5/Dgs1sIqEb9YDdYiLTbWV4tnvQj32TUtIUjBGIGr1flm5vYn21n/KGIJXNoY5yt5gEYwt8TCtJZ1ppOlNK0shy21QAqByT+j3YO1ImTJ4qv/3wszz64Q4qm427ODazxph8L1NK0jh9TC6j8jy0hOLEEkb3skWf7uLJTyvwOSw88MWJnD42FzC+HH6yvYnGYJRYQmd8oY8Ml5XX19awsynE+AIfo/M9FPgcOCwmgrEEmW7roB9vdSTpuuTxT3Zy38vryfc5+H/XTGNMvhHQtYRi/Oj5tby8urpj/Sy3FatJo6o1Ahh9+G1mjXDcGPjtsZuZUOijODX2x6QJThiayfyR2TisJiLxJK+uqWbJ1gYaA8aYrUy3raMLnt1iIs1p4fOKFpZs7doyNDbfy7TSdIZluxBC0ByKGQPXU2nhsz02QrEkQkCmy8q4Ah+njck56Jit/alvM1rMcjw20p19PzA9Ek/SGIzRkDpOJK6T0HVyvXayPTZ2NYXY2RDsaO0qy3KR7bbRFjESpwzLdh92C5QysCR1SWs4fsBW6/6kgr3eOV6DPX8kjj8cJ56UxBK68UimxsXWtLGlNoDE+GxvDsVpCsZoCsZoDEQ7kpBkuW3YzBpNwRhmTZDptlKW5WJMvpccjxEMrK4wbipHEklMmmBMvpex+V68DgsCaAzE2NkYZHVqXFz7VymbWWNikY8Th2UxKs9Dns+Oy2rGatbIcFnx2s0D+kbRsS6aSFLRFGJDdRtrq1r5bFcLn+/VOGA1a2R3jFG0keOxk+OxUZrl4oShGX065llR+sqgDfbaK7NEUmdrfYAMl5Usl+2gX4w317Zx26JVrK/2U5zhoMDn4LOKli5dlDpz28wEuumq5bGbOWd8HpfPKGFaaXqfXFN/0HWjW0hrOI7ZpFGa4Txid/50XVLtj7Cx2s//vbOFzytbOXlUNg9dPgWfc9+uJE3BGHVtETZWt/HfjXWEYkm+MCmfuSOySXca8/YkdclH2xp4ZXU1m2vbqGgOk9QlkXiSUCzZUVmHY0n8kQTZHhv5PjtmTdAYjBlBGkYrUVs0QWGag3PG51Ga5cJm0pgxJKPLeCNFUY4+Fez1zrEe7CV1iT9sdNFrCERZV+WnvDGI22bGa7fgdbQ/WyhvDPLamhrW7G7tmAZgf7LcNsyp+i3NaSHDZSXDZSXTZSXDZUMiO6YByXBaSeiS+oCRoXJrXaAjWZLXbmZ6WQZeu5lwPMna3f4uXQcBcjw2JhT6mFBkZJ8dlecl32sf9C1rx5pYQmd9tZ81lS34Iwn8EWPoRZ3f6Epb6492+bsqSje+N/qcFqxmDa/dQrbb2tHDpTjDydBslxonqBxVgz7YOxTRRJLHl+5i5a5mdjWFmFqSztnj8yjOcCKAVRUt1PojnDo6h5IMJzsbQ2ytC1DjjxBN6NgtGit2NvPG2hqCsSSTi9O4cHIBc4Znkeez47SaB1QK9L01BWM8vbyC19bWsLm2jVBsT5IIn8PC8Bw3HruZHI+NodluJhb6mFqafkh3/CPxJKsqWnh9bQ0vr66iIWAk68j12rj9rNEsmFJ4RCq/RFJn2Y6mjpY8ieSiyYXMHpa53zunsYSOxSTUnVVFGWBUsNc7/RnsxZM6TcEY7R+jbZEEranArT2Aaw3tGW+155HoWN7dDVaHxUQ0key2++OQLBcnDjPGQqc7je7kFpOG1Ww82sf1Hk638nhSpy2SIBRL7NN1HIxcAcGoMaY6w2VV3QEHkUg8yebaNj7c2simGj9VrRH84XjH2MGm1MTy7YSA0XleZg3JYEy+hxG5HkbkuPEcg+MjlWODCvaOoGA0wbMrK/nnxzvZkkod385uMe74jMrzMKU4jbPH5zMm39MRSLSX7dEMLKSUPPphOb98fSPRhM7k4jQmF6cxLNtFmtNKKJZgVUULu5pCtEWMcWQNAWPAt82sMTzHTb7Pwe6WMNvqAqQ5LZRkOBlf6KM008mGaj+bagO0hmKE40k0YbSexRI6VrPG6WNyOHGYkZlvakl6jzPxKYpyfFPBXu9MmjJNvr34I9KclkPuTt6ZlJJwPElzyEiG0ZJKONSS+rkxGGNrnTEGtK4t2m2mxL05LCZ8DkvHw+sw4+30c/sj3WlldL6HPK8dKSEYSxgtMKngMc1pZWTu8TsXp9L/EqkbHHVtUXY2hthc28bynU2s2NlMJL6n11iBz86IXA8jc92pZw/Dc9y4e5iFW1H2RwV7R0lFU4hPdjTREop1DKZuCMRSAVBbx92+9i6G0YROutPCrCGZnDA0g1lDMxmZ6+nTFkFdl2yua2PFzmYa2mIs39nEB1saOG10DrefPZpReftmMt1bayjOil1NfLS1kW31AXa3hMnzORiZynxY3hhk7W4jhXy608LYAi+ZLhsOiwldStJS1zhzaMYxmfVLUZT+p4K93mlPYJbutLBgShGnjs6hLMu5T4tUazhORVNoT+AWjtPQFmVXU4iqlvCeoC7VirE/TquJodkuRuV6Kc4w5mWTAFLiTc2F1hHU2Y1n1fKlDHZJXVLRZAR/W1I3QzbXGpmLO/97KkxzMCLXzchUC+DIXA8jct2qK6jSYyrYGwAaA1FeXVvDut2t2MwadosJm8VEdUuYpTsaqWgy+vpbzcaYObvFhEQyvTSDs8blUZblRCD4YIuRqTHTZcXrsBCOJUmmsodlua2MzPVQ3RrmrfW1rKvys70+2KU7TJrTwjdPHcH1J5X16V3QRFKnMRgjx9M/8/IoijK4qWCvd4aOmSjvffRFlu5o4s11NR0Jp6xmI1W/lHRJStKZEJDvtVOY7iDdaU3NFWnpmC+y/XVaau5In8MyIJP6KMpAldQlu9qDwFQA2J6ttfOE8kXpDkblepgzIovTx+RSmOZQYz6Vbqlg7xhQ0RRi2Y4mNte2sSOVBTGeGnO29xQSdovWpVtAdzw2M5OK0xia7WJiURozyzIoSLNj7oPuPIqiKEebCvZ6p3P92BKKsb7az87GEOUNQXY1hTCbNNKdForSHZRkOMl020hzWPA5LaQ51HgzRekPiaTOzqZQlwBwfZWf7Q1BwJguIs9nZ1y+kfhnUpHxPc+kCdw2My7VHfS4dTh1pPqrOUqKM5wUZ+w72XsgmuCT7Y3UtUUJx5LMHJLBuAIv0YROIJrAYTFh0gTRuE6NP8LGGj9pTisnDM1Q00IoiqIopDmtnDgsixOH9feZKIpyIGaTkUhoWLabs8fveX9HQ5AlW+rZ3RKhojnEut2tvL6uZp/t87x28tPsuG1mcr12RuYaeRZ8Dktq/uAEmgCLyUhgZEslMnLZTIzI9aixg8cp9VvvZ26bmdPG5O7zvt3SdS4su8WEz2np0Rg8RVEURVEU5dgwJMu1zxRQraE4a3a3sqspBEBzKMa2+gB1/ihtkQQbqut5ZkVlr45TnOFgTJ6XkbkeSlKNECWZTvK89gGdYV45PCrYUxRFURRFUZQBxOe0MGdE1gHXaQnFqG+L0hKOYzcb2W8lxjChWEISS+rEkzotobjRZbTaz8ZqP+9srCPZaY4Ti0lQlG4Ef8Wprt/twWBxhhOv3azyNRzDVLCnKIqiKIqiKMcYI5GStUfrnjF2Ty+yeFKnOtVldFfTnkdFU4jVlS20hOJdtrWaNDJcVmMMcKaT0gwXpZlOo0Uy26UysQ9wKthTFEVRFEVRlOOExaRRkml04Typm+XtU7ZUNoeoaArTGIzREDCmbPl4WyP/Wbm7y/pZbmtHV9TReV6ml6UzIsej5loeIFSwpyiKoiiKoigKgDFnZqGP8YW+bpdH4kkqmkJsbwiyoyHIjnrj+b8b63hq+Z5xhG6bmWyPjWy3zZiP027GYzfjdVjIdFnJdNvIdFvJ89opyXCqjPJHiAr2FEVRFEVRFEXpEbvFyO45InffpIHVrWFW7GxmV1OI+rZox6OyOURbJEFbJE5bNMHeM79ZzRpDMl3keG0UZziZXprOicOyyPPZj9JVDV59EuwJIR4FzgfqpJTju1n+JeD7qR8DwFellJ/3xbEVRVEURVEURel/+T4H5090HHAdXZe0hOM0BqI0BGLsbgmzqcbPjoYQDYEoL62q4t+f7AJgRlk6s4dmUpLpYnSeh9F5HtUC2Et91bK3EHgY+Md+lu8A5kspm4UQ5wCPALP66NiKoiiKMiAJIYox6sY8QAcekVI+tNc6AngIOBcIAddJKVce7XNVFEU5GjRNkOGykuGyMmLf2cdI6pJNNW28s6GWV9ZU8/C7W2lPHmq3aEwo9DGuwIcuJf5wHE0TOCwmCtMdDMt2M2tIRo8T13Q+ZnljkM8rWthSF8CiCWwWE47UVGh2i0YiKanxR/CH48SSOlaTRrrLihAQiSVx2cxkpbqmZrltZHtsZLisWPo5OO2TYE9KuVgIUXaA5R91+nEpUNQXx1UURVGUAS4BfFdKuVII4QFWCCH+P3t3Hh9VdTd+/HNnn8xM9n1P2AOBACGAKAIqolgRq1ZcKrWuv1rbWm21rWs3W3181Fq1an3Q1q1uiIqKWBEBkV22AGFJQvZ9mX07vz9uGBIIkEA2wnm/mFeYmXPvPTOZnLnfe875ns+FEDvblbkIGNZ2mww8h7wgKknSGUqrUchJDicnOZyfnjcMrz9IWaOT7RUtbCltYsvBRt5afxCDTkO4WYcQ4PQGaHB4AVAUSIsKwxcIotUoxNmMoeArzmok1mZEAeweP/tr7eyuamV3dStuXzB0/PZLUxwpzKDFoNPg8QVx+QInfC0jEmyMT49kxoh4pg2NIcxwOPzyB4JUNLnx+APYTPpQchynL0AwKAgEBYEjx7x2U3/M2fsx8MmxnlQU5RbgFoD09PS+qpMkSZIk9TghRCVQ2fb/VkVRCoEUoH2wNw94VQghgLWKokQqipLUtq0kSdIZzaDTkB1nJTvOyqXjko9Zzu7xU1jZwuq9deyvdWDUafAHBXV2DwcbnGwqaaTB6e0wXzDGYmBkko1rCjIYmWhjbFoEw+JtaBTw+IO4fQHcPvWnVqMQH27EqDucZdTdFuwZdRrsHj/1djVzaZ3dQ63dS0WTi+3lzSzeXM5r35Zi0GmYkh1DSqSZzaWN7K2x4z9OYNkT+jTYUxRlJmqwd/axygghXkAd5kl+fn7vvnpJkiRJ6iNtI2DGA98e8VQKcLDd/bK2x2SwJ0mS1EVWo45JmdFMyow+ZhlfIEiDw4uigMWgw2I8dihkahvCeTztn7eZ9NhMejJjLUeV8/qDrC9u4L+7avhyVw2bSxrJS49k5sh4smIsmAxaWt0+wk16UqPM2Ew6NIqCVqOgURTS/9KFN+AY+izYUxRlLPAScJEQor6vjitJkiRJ/U1RFCvwLvBzIUTLkU93sslRFzvlyBdJkqRTo9dqSAjv+wyfBp2GaUNjmTY0lvsvyenTY/fJjEFFUdKB94DrhRB7+uKYkiRJkjQQKIqiRw30XhNCvNdJkTIgrd39VKDiyEJCiBeEEPlCiPy4uLjeqawkSZI0qPTU0gtvADOAWEVRyoAHAT2AEOJ54AEgBnhWTTqGXwiR3xPHliRJkqSBqi3T5j+BQiHEE8cotgS4Q1GUN1ETszTL+XqSJElST+ipbJwLTvD8TcBNPXEsSZIkSTqNTAOuB7YpirKl7bHfAOkQuiC6FHXZhb2oSy/8qO+rKUmSJA1G/ZGNU5IkSZLOCEKIVXQ+J699GQH8pG9qJEmSJJ1J5BL0kiRJkiRJkiRJg5AM9iRJkiRJkiRJkgYhGexJkiRJkiRJkiQNQjLYkyRJkiRJkiRJGoRksCdJkiRJkiRJkjQIyWBPkiRJkiRJkiRpEJLBniRJkiRJkiRJ0iAkgz1JkiRJkiRJkqRBSAZ7kiRJkiRJkiRJg5AM9iRJkiRJkiRJkgYhGexJkiRJkiRJkiQNQjLYkyRJkiRJkiRJGoR6JNhTFOVlRVFqFEXZfoznFUVRnlYUZa+iKFsVRZnQE8eVJEmSJEmSJEmSOtdTPXuLgDnHef4iYFjb7RbguR46riRJkiRJkiRJktSJHgn2hBArgYbjFJkHvCpUa4FIRVGSeuLYkiRJkiRJkiRJ0tH6as5eCnCw3f2ytsckSZIkSZIkSZKkXtBXwZ7SyWOi04KKcouiKBsURdlQW1vby9WSJEmSJEmSJEkanPoq2CsD0trdTwUqOisohHhBCJEvhMiPi4vrk8pJkiRJkiRJkiQNNn0V7C0BftiWlXMK0CyEqOyjY0uSJEmSJEmSJJ1xdD2xE0VR3gBmALGKopQBDwJ6ACHE88BS4GJgL+AEftQTx5UkSZIkSZIkSZI61yPBnhBiwQmeF8BPeuJYkiRJkiRJkiRJ0on1SLAnST3B5/NRVlaG2+3u76pI/cxkMpGamoper+/vqkjSaUO2oacn2d5JktSbZLAnDRhlZWXYbDYyMzNRlM4SuEpnAiEE9fX1lJWVkZWV1d/VkaTThmxDTz+yvZMkqbf1VYIWSToht9tNTEyMPEk5wymKQkxMjOydkKRukm3o6Ue2d5Ik9TbZsycNKPIkRQL5OTgTCJ+PhldewVtSSuRVV/Z3dQYN+bdz+pG/M0mSepPs2ZOkds4666wTlnnyySdxOp19UJujNTU18eyzz/bLsSWpp3iKijhw1Q+oefx/aF6yhOIrr+rvKvUaRVFeVhSlRlGU7cd4foaiKM2Komxpuz3Q13XsSad7G3rxxRfT1NR03H0sWrSIiopOlwqWJEkacGSwJ0ntrFmz5oRlTuZEJRAInGyVOpDBnnS6c3y7juJrrsVfU0PK355m2OpVJNx3b39XqzctAuacoMzXQoi8ttsjfVCnXnO6t6FLly4lMjLyuPuQwZ4kSacTGexJUjtWqxWAFStWMGPGDK644gpGjhzJtddeixCCp59+moqKCmbOnMnMmTMBWLZsGVOnTmXChAlceeWV2O12ADIzM3nkkUc4++yzefvtt/n000+ZMGEC48aN47zzzgPA4XBw4403MmnSJMaPH88HH3wAqCcT8+bNY86cOYwYMYKHH34YgHvvvZd9+/aRl5fHPffcc8z6A7zzzjssXLgQgIULF3LnnXdy1llnkZ2dzTvvvBMq99hjjzFp0iTGjh3Lgw8+CEBxcTEjR47kpptuYsyYMVx77bUsX76cadOmMWzYMNatWwfAQw89xPXXX8+sWbMYNmwYL774Yo/9LqTBI2B30LxkCRX3/YaDN92ELj6erLf/Q/gFF6C1Wom+4Yb+rmKvEUKsBBr6ux595XRvQzMzM6mrq6O4uJhRo0Zx8803M3r0aGbPno3L5eKdd95hw4YNXHvtteTl5eFyuXr9PZUkkl94lAAAnjpJREFUSToVcs6eNCA9/OEOdla09Og+c5LDefB7o7tcfvPmzezYsYPk5GSmTZvG6tWrufPOO3niiSf48ssviY2Npa6ujj/84Q8sX74ci8XCX/7yF5544gkeeEAdiWUymVi1ahW1tbVMmDCBlStXkpWVRUODeu73xz/+kVmzZvHyyy/T1NREQUEB559/PgDr1q1j+/bthIWFMWnSJObOncujjz7K9u3b2bJlS7dff2VlJatWrWLXrl1ceumlXHHFFSxbtoyioiLWrVuHEIJLL72UlStXkp6ezt69e3n77bd54YUXmDRpEq+//jqrVq1iyZIl/OlPf2Lx4sUAbN26lbVr1+JwOBg/fjxz584lOTm52/WTBp9AczO1f3uG5vffJ+hwoI2MJPzii0i47z60J+g9OcNMVRTlO6ACuFsIsaOzQoqi3ALcApCenn7cHco29NTb0KKiIt544w1efPFFrrrqKt59912uu+46nnnmGR5//HHy8/O7/yZKkiT1sQEd7HlLSmn94guss2YdNYHZvWcPdc8+h7e4GOOwYeji41A0GmwXXIB57Nh+qrE0mBQUFJCamgpAXl4excXFnH322R3KrF27lp07dzJt2jQAvF4vU6dODT3/gx/8IFRu+vTpodTa0dHRgHpFe8mSJTz++OOAmk2vtLQUgAsuuICYmBgALr/8clatWsVll1120q/nsssuQ6PRkJOTQ3V1dej4y5YtY/z48QDY7XaKiopIT08nKyuL3NxcAEaPHs15552Hoijk5uZSXFwc2u+8efMwm82YzWZmzpzJunXrTqme0unJs3cvnr37CNpb0SUkoGi1VP7ufnw1NUTMvZjIH1yNOW8cikYOKDnCJiBDCGFXFOViYDEwrLOCQogXgBcA8vPzRZ/V8CSd7m1oVlYWeXl5AEycOLFDuydJknS6GNDBnnC7KPvJHVhnzSLpj38Avx/H2m9p/nAJjq9XobFYMOfl4Vy/nkBjI8Lvp+Hfr5H+8j8Jazt5lQYOX1UVdc8/T8zChRgyM49btjtXj3uL0WgM/V+r1eL3+48qI4Tgggsu4I033uh0HxaLJVSus4xrQgjeffddRowY0eHxb7/99qjyXcnY1r7Mkam8278eIUTo53333cett97aoWxxcXGH8hqNJnRfo9F0eC9Opp7S4CF8Pmqf+Tv1L7wAomP8oU9OJvP11+QFuOMQQrS0+/9SRVGeVRQlVghRdyr7lW3oybWhx6u/HLIpSdLpaEBfYjUOH07Cffdi//priqafS9E506m45x48e/cSe/vtDF3+OekvvciwFV8y8rstDPtqBbr4OA7eehvuPXv6u/pSO4HWVg7efAtNb75F8XXX4969u7+rdNJsNhutra0ATJkyhdWrV7N3714AnE4nu3bswHvwIMLnI9A292Tq1Kl89dVXHDhwACA0BOnCCy/kb3/7Wyj42rx5c+g4n3/+OQ0NDbhcLhYvXsy0adM6HLszCQkJFBYWEgwGef/990/4Wi688EJefvnl0ByZ8vJyampquvV+fPDBB7jdburr61mxYgWTJk06bvmgy0WgtZWg04kIBrt1LGngEIEALUuXcuD7V1D/j38Qcfl8sha/z5Dly8n416sk//UvZL3/ngz0TkBRlESlLQpRFKUA9Xu5vn9r1btO1Ibu6eT7u6/a0O7WX5IkaaAb0D17KArRN9yAeWI+ze+/jyE9DVPu2GMOBdLFxpL+z5cpXnA15T//BVnvvYvGZDruIUQwSNDpRNsusYXUs4TPR9mdd+I5cIDEhx6i7vnnKbn+h2R/sBh9UlJ/V6/bbrnlFi666CKSkpL48ssvWbRoEQsWLMDTFrw88JOfkNGWeMBXVYVISyMuLo4XXniByy+/nGAwSHx8PJ9//jn3338/P//5zxk7dixCCDIzM/noo48AOPvss7n++uvZu3cv11xzTWh+yLRp0xgzZgwXXXQRjz32GHl5eaH5J48++iiXXHIJaWlpjBkzJhTEHcvs2bMpLCwMDZuyWq38+9//RqvVdvn9KCgoYO7cuZSWlnL//fcfc75e0OPBX11DoKU59JjGaESfmorGbO7y8c4U7p07EYEA5rahtANJoKWFg7fcimvLFgzZ2aT87WnCL7gg9LwhNaUfazewKIryBjADiFUUpQx4ENADCCGeB64AblcUxQ+4gKuFEAN+iOapOGYb6vEA8Ic//IHhw4d32Kav2tCuWLhwIbfddhtms5lvvvkGs2y/JEkawJSB/J2Sn58vNmzY0O3t7KtXc/DHNxF1/fUk/vY3AAi/H/vKr3Fv34avpgbbjBloIyOp+v0f8OzejTFnFGET8zGkp+Ovq8Ox9hv0ycnE/b//h3FYp9MnpC6q+v0faHztNZIe/TORl12Gt6SE/Zd8j4jL5pH0+9+HyhUWFjJq1Kh+rGn3iUCAoNuNv6qKoMuFotOhCQ9HFxOD8PvxHjiALiYGXUICKEqXhxEtWrSIDRs28Mwzz/TyKzg1Dz30EFarlbvvvhtQL54Irxfh94MAEfAjPB6CdjtBlws0GnQxsWisVoTPi7+qChEIoE9IQBsT0+H9OR0/D6dKCIFj1SrqX3wJZ1vGU+vMmcTfczfG7Ox+qVOgtRXXd1vRhtvQWCwIj4fK392Pu6iIpEceIWLepT0yD09RlI1CCJnxoos6+348E/9mjuV0aUMPkb87SZKO51S+I3ukZ09RlDnAU4AWeEkI8egRz0cA/wbS2475uBDi/3ri2J2xTptG1PXX0/ivf6FoNJjHjaXuhRfx7NoFGg2asDCa33kXAF1iIjG33IJz00aa3nkH4XKBVot5zBgcK7+m9dPPiFpwNfH33CN7H05C0/uLaXztNaIXLiSybWK8ISODyAVX0/ja60TfeCPGtgn3p5Ogz4evtFQNYABFp0Ofmoo2IuJwwGI0oo2Kwl9fj7++HkWnx5CRPug+R0GvF8+BAwiPRw3yjqKgMZvQJySiiYxAo9e3PR6G1mrFV1GBr6qKoNuNPikJpRu9ioOBv7ER+4qv8O7fj/2rr/Ds2YMuMZH4X/8a4fNR/8IL7P/epUT94Cpif/pTdFFRR+1DBIP4SkvRp6f3WAIUf10dzUs+pP4f/yDQ3NzhOcVgIO2Zv2E999weOZYkSZIkSb3jlHv2FEXRAnuAC4AyYD2wQAixs12Z3wARQohfK4oSB+wGEoUQ3uPt+2R79gCCbjcVv/o1rV9+CT4fuqQkEu65G+vMmSg6HfbVq/EdLCNi/ny01sMTwAP19ShGI1qbDX9jI3XPPUfjq//CkJ1N/F2/wDp9OorBcFJ16kvC56P5449p+Xgp3tIS/DW1CL8fXVQUEfMuJfyS72EcPqxXk2k0f/Qxlffdh3niRNJfehFFd/jagr+ujr0XzMY6fTop//M4ik53WlzZFEIQdLrwHTwIwQDa2Fg0RiMaq7XTIEUEgwSamhCBAIGGBggE0KdnhD5zxz2Wz6fOa/P7IShAq0HR6VBMJpRDAVMwiAgGUTSaPg+SRCCAv64ef20Nil6PxmJBMRjUm14PKChajXr/OAGIEAJ/bS3+mhoUvQF9chIaq5Vdu3YN+M9Dd/lqarB/9RWuDRtRzCaE20PLJ58gPB7Q6TANH07U9dcTMffiUDvjb2ig7pm/0/jWW2ijo0j+86NYpp1F0OEgUFeHe/ce6p59Vh2hMHIkcXf8BGtb5tTuEF4v9lWrcKxeg+PbtXj37gPAcvbZRN/wQ4TfT9DhRNHpMA4f1uM9jbJnr3tkz97gIn93kiQdz6l8R/ZEsDcVeEgIcWHb/fsAhBB/blfmPiAN+AmQCXwODBdCHDc7w6kEe4cEWlpwb9+OOS8PTVjYSe3D8c03VPz2t/grKtFERKBPSEAxmdAYDGisVswTJmCdfg6mkSNPqa49xbFuHZX33oevogJDZiamnFHo4hNQ9Ho8RUXYV66EYBBtdDSWadOwXXA+1unTTzi/sSt85eW4tm3HuXEjjf/6F2H5+aQ+87dO19Sqeeop6p97Hk14OOEXzqbx6qsZlZNDoKmJQHMzwuUGBIpOjzYyAm1sbK8Fp0GnC39DPYGWFhRFQdHr0UZGogkLI2C3I9xuEBD0uBFeL4pejyEjo1vvWdDnw1tcjPB6Q8MWhddL0OVCuNwEXU6E240AFI0W4fcde2eK0jHzoUaDLjoabXQ0il7fI++TEEIdkul2E3S7IRBQkyAEg+rwVYcDhEAbEYk++dR75AIOB77ycvX91WopamhgiNlM2IQJ+OvrcaxeTesX/0VjsRB/z92d9nCBGlC1fPghwh9AYzahmM1ozGFowswEmluwr1iBr6IC89ixGNLTCDgc6KKisEydij4jo0vvnQgG8VdWohiNaGw2NO2y9h3ib2jAuXYtvooK/I2NOL9dh3v7dgC0sbEQCBD0eIiYezFRCxZgHDbscBDfCffu3VTcfTeeor0oBgPCe/hamT49ncj5l9G8+AO8JSXYLjifxIcfRteWnv5I3uJiHN+uw7N7F8IfAI1C6/IvCNTVoZjNhE2ciGXKZCxnnYUpJ+eE70dPkMFe98hgb3CRvztJko6nv4O9K4A5Qoib2u5fD0wWQtzRrowNWAKMBGzAD4QQH59o3z0R7PUU4ffjWL2almXLCLa0EHR7EB4P/vp6vPvUK+BhkyYRedVVaKOiEF4P3uISNGYTlnOm93rCgqDTib+2FvvKr6n+y18wpKWRcO+vsUyfftTJq6+6Bseqr3F8+y2OlV8TaGpCGx1N9A03EHn5fHRxcep8s9KDGFJTTtiTKYTAtWULDa++Sutny6Atw2LEZZeR+MjDaI6xvQgEaF3+BfYVK2j+8EN8z/yNkVlZBFpb1ZNocxiKRiHodhN0OtFYregTE3skKD0k6PXir64m0NyMotGgiYgARVEDHKczVE4xGkNBoMZmQxse3qGnsquE34+vooJASwtoNKH3CkVBYzKpQzwVBREIqD3MFosaAGg0auZKn4+gWw040WjUHjONhqDDSaC5Sd2VTofGbG4LctSbotOpwZvLpfbOmIzqxY+2OgTtdoJer/qaAmrSoqDT0WFYpqLVquUVRX2vLBZ12KrZ3GNBuAgGCTQ3E3Q42FVUhP72/4cuPh5/W4ZQXVyc+nmNiSH29tvRxcdhGjkSfVISvooK6v/5Mk1vv90hEDqSLi4OQ0YGrp07Ee1+xwCaiAgMGRng9+OvrcWYM4rw2Re2rRunAa0WX0UFDf/8J56ivaHttDEx6OLi0JhMai9uYyO+srLDO9ZqMefmYp0xA+vMmSfdqx50u2lY9AqB1hZ0MbHoYqLRxcURNmkSil6vLj/zyivUPvkUisFA2NQpWCZNwpCVhS42FhEI0vT22zS98w4Eg2qPtNGIcLkIKygg8uofYD3rrH4ZvSCDve6Rwd7gIn93kiQdT38He1cCFx4R7BUIIX7arswVwDTgLmAIas/euPbrC7UrewtwC0B6evrEkpKSU6pfX/DX1tL88cc0/N8i/G2LVR/JOGwo1hkzMI8bhz4tHY3RgBACQ3r6SfWIeMvKcW/binvPHpxrv8X13XehwMFyzjmkPPE/aG22E+5HtK1d2PDKKzi+/hoAQ2Ym/poaNcAKC8MybRoR8+djOXsa7m3bcG7YiLekBH99HYqiwbNnD76KCjRWK1ELrib8oou6PFTxEOemzextbmZYfNxRyTqEEOrJc2UViKAaeOn1KFotutjYDnPg1GGWbT1kgaDas6PXqwGKTqcGRq2t+KurCXq9au+YoqCLi0MXE9PhdxF0uQh6PIcDrh5y6PUEXW40ZjXAU4zGU55rFWyXCCXocqlDAw9pSw7T1aUOFL0eTZgFjSWsx+rXXTt37CBh/Xpcm7dgzh1D2OTJmEaPxr2zkPK77sLXtnAygHHYMDxtCx5HXjaPmJtuQpeYqH4W2t6PoNOFYtCrPWgajTos0W5HY7Hgq6jA8c03uHfvxltcjGIwoIuMxLl+A76KiqPqZhg6hKirfgA6LYGmJvyVlfjr6hEeN2i0aCMjMQ7JxnL22Rizs1HCwvp0/UH3nj00/uvf2Fevwl9R2fFJnY6oBQuIvv469GlpA2ZdRBnsdY8M9gYX+buTJOl4+jvY68owzo+BR4UQX7fd/y9wrxBi3fH2PZB69rpCeL149u8n6FTntRjS0/E3NGL/6ivsX32Fc8MGOCKBhS4uDtuFF6JLiEe4XDjWfIO7sBBNWJg6p8fnA68P4fOhiYzAPG4c/opKNbgD0GgwjR6NZdpZGLOy0CUkqFf5TyKAdO/eg33lV7g2bkKfnIRx5EjcO3bS+t8vCNTWgU4Xqr8uLg5dXNzh13DRHGznn39KS1js3LGDkcOGHbsn0Ocj0NJCoLVVHVLo9SKCQfRJSWgjIxE+H76yslDSlM4oWi0iEFDn2dlsoNWijYg45jFPZyIQCA0RFQE/BIMoYWGhjIpBl0u9QKAoaCyWUK8UitIuiUr/Od7Jj/D58FVVEWhowLl+PfavV2EcOpSYH9+I/hhLP5wMIQSeoiKCdgcE/IhAEMVowDyu8+VfBppD85C9xcUEmpoAMI4YgSEtrX8r1gkZ7HWPDPYGF/m7kyTpePo72NOhJmg5DyhHTdByjRBiR7syzwHVQoiHFEVJADah9uzVHW/fp1uwdyJBhwPPgWJ8B0sRfj/C66P1y/9i/2ol+HygKJhycwkbn0fQ60W43GoPVlvCC39NDa4tW9CEhxNxyVwsZ52FITu7R4c1dkb4fLR++SXODRsImzABy1lnoQ0P7/HjdPfLTvj9eMvKCNrtgKL+02jQJSaqw9M0GnWumd+vzjXz+Qh6vWjMZrRRUZ32aFit1qPWplu5ciU///nP2bp1K2+++SZXXHHFKb3Ozo4hHU2e/JxZZLDXPQM12Dtd29CzzjqLNWvWHLfMk08+yS233ELYSc7/P56B8LuTJGng6telF4QQfkVR7gA+Q1164WUhxA5FUW5re/554PfAIkVRtgEK8OsTBXqDkcZiwTxmNOYxo0OPRX7/ckRbLxUwINPyK3o94bNnEz57dn9XpQNFp8OQkaEOXXQ6EYGAOm+qXa+U1tL1oaTHkp6ezqJFi3j88cdPeV8nw+FwoNfrMQzC3kdJkga/06ENPVGgB2qwd9111/VKsCdJktRbemQckhBiqRBiuBBiiBDij22PPd8W6CGEqBBCzBZC5Aohxggh/t0Txx0sFK02lEhD6h5FUdDabOgTEjAkJ/fK8MPMzEzGjh2L5gTD9v75z38yfPhwZsyYwc0338wdd6g5ig4cOMDUqVOZNGkS999/f6j8ihUrmD59OvPnzycnJ4fbbruNYCdz6vbs2cOIESP45S9/SWFh4VHPFxcXM2bMmND9xx9/nIceegiAGTNm8Otf/5qCggKGDx/O123zMgOBAPfccw+TJk1i7Nix/OMf/wjV6dxzz+Wqq65i+PDh3Hvvvbz22msUFBSQm5vLvrZkRAsXLuS2227jnHPOYfjw4Xz00UfdeEclSTqTDPQ2FNTewkP7nDFjBldccQUjR47k2muvRQjB008/TUVFBTNnzmTmzJkn+1ZIkiT1uR5ZVF2Setwn90LVtp7dZ2IuXPRoz+6zTUVFBb///e/ZtGkTNpuNWbNmMW7cOAB+9rOfcfvtt/PDH/6Qv//97x22W7duHTt37iQjI4M5c+bw3nvvHTXEafz48WzdupW33nqLm266CUVR+PGPf8xVV12FpQs9l36/n3Xr1rF06VIefvhhli9fzj//+U8iIiJYv349Ho+HadOmMbut5/a7776jsLCQ6OhosrOzuemmm1i3bh1PPfUUf/vb33jyyScBNcj86quv2LdvHzNnzmTv3r2YenlIsSRJXSTb0JDutqGbN29mx44dJCcnM23aNFavXs2dd97JE088wZdffklsbGyvvAeSJEm9YeBnGJCk08C6des499xziY6ORq/Xc+WVV4aeW716NQsWLADg+uuv77BdQUEB2dnZaLVaFixYwKpVqzrdv81m46abbmL16tW88MILvPjiiyQlJXWpbpdffjkAEydOpLgtY+WyZct49dVXycvLY/LkydTX11NUVATApEmTSEpKwmg0MmTIkFAQmJubG9oe4KqrrkKj0TBs2DCys7PZtWtXl+ojSZJ0pIHUhhYUFJCamopGoyEvL69DuydJknS6kT170sDUS1ePe8uJEh0dK739kY8risL777/Pww8/DMBLL71Efr46H7ekpIRFixbxxhtvMG7cuNBQTZ1O12Hoktvt7rBPY9uC31qtFn9bNlUhBH/729+48MILO5RdsWJFqDyARqMJ3ddoNKHtj1V3SZIGCNmGAl1rQ4/Uvg1s325KkiSdjmTPniT1gIKCAr766isaGxvx+/28++67oeemTZvGm2++CcBrr73WYbt169Zx4MABgsEgb731FmeffTbz589ny5YtbNmyhfz8fIqLizn//POZN28ekZGRrF69mrfeeivU45aQkEBNTQ319fV4PJ4uzZ+78MILee655/D5fIA6p8XhcHTrNb/99tsEg0H27dvH/v37GTFiRLe2lyRJOqQ/29CustlstLa2nvqLlSRJ6kOyZ0+S2nE6naSmpobu33XXXZxzzjnMnz+fxsZGPvzwQx588EF27FBXFsnLy2PLli2kpKTwm9/8hsmTJ5OcnExOTg4REREAPPXUU1xzzTU89dRTfP/73+9wvKlTp3Lvvfeybdu2UKKBI2m1Wv70pz9RUFDQaZ31ej0PPPAAkydPJisri5EjR57wdd50000UFxczYcIEhBDExcWxePHirr5NAIwYMYJzzz2X6upqnn/+eTlfT5Kk07IN7apbbrmFiy66iKSkJL788stT2pckSVJfOeV19nrTYFtnTzq+032dIbvdjtVqxe/3M3/+fG688cZOTzwOWbFiBY8//vhpmcly4cKFXHLJJae8XtbxnO6fB6l75Dp73TNQ19k7FWdSG3qk0/13J0lS7zqV70g5jFOSeshDDz1EXl4eY8aMISsri8suu6y/qyRJknTakG2oJElSz5PDOCWph3R3weAZM2YwY8aM3qlML1u0aFF/V0GSpEHmTGpDJUmS+ors2ZMkSZIkSZIkSRqEZLAnSZIkSZIkSZI0CMlgT5IkSZIkSZIkaRCSwZ4kSZIkSZIkSdIgJIM9SWrHarUe9djKlSuZMGECOp2Od95555jbXnzxxTQ1NR13/7t27SIvL4/x48ezb9++U62uJEnSgDKQ29AHHniA5cuXH7fMihUrWLNmTbf2K0mSNJD1SLCnKMocRVF2K4qyV1GUe49RZoaiKFsURdmhKMpXPXFcSeoL6enpLFq0iGuuuea45ZYuXUpkZORxyyxevJh58+axefNmhgwZ0uG5xsbGU62qJEnSgDNQ2tBHHnmE888//7hlZLAnSdJgc8rBnqIoWuDvwEVADrBAUZScI8pEAs8ClwohRgNXnupxJamvZGZmMnbsWDSa4/+5ZGZmUldXR3FxMaNGjeLmm29m9OjRzJ49G5fLxdKlS3nyySd56aWXmDlz5lHbX3bZZVx66aUsWbIEv99/1PMzZszg0CLKdXV1ZGZmAuoyCJdffjlz5sxh2LBh/OpXvwpts2zZMqZOncqECRO48sorsdvtobr+5je/YerUqeTn57Np0yYuvPBChgwZwvPPPw+oJz3Tp09n/vz55OTkcNtttxEMBk/qPZQk6cw1UNrQhQsXhnoWMzMzefDBB5kwYQK5ubns2rWL4uJinn/+ef73f/+XvLw8vv766555AyRJkvpRT6yzVwDsFULsB1AU5U1gHrCzXZlrgPeEEKUAQoiaHjiuNIj9Zd1f2NWwq0f3OTJ6JL8u+HWP7vNYioqKeOONN3jxxRe56qqrePfdd7nuuuu47bbbsFqt3H333Udts2LFClauXMnLL7/MXXfdxZVXXsmPf/xjhg4desLjbdmyhc2bN2M0GhkxYgQ//elPMZvN/OEPf2D58uVYLBb+8pe/8MQTT/DAAw8AkJaWxjfffMMvfvELFi5cyOrVq3G73YwePZrbbrsNgHXr1rFz504yMjKYM2cO7733HldccUXPvlmSNIgpivIycAlQI4QY08nzCvAUcDHgBBYKITad6nFlG3riNjQ2NpZNmzbx7LPP8vjjj/PSSy8dd/+SJEmno54YxpkCHGx3v6ztsfaGA1GKoqxQFGWjoig/7IHjStKAlZWVRV5eHgATJ06kuLj4hNsoisK5557LK6+8wqZNm9BoNIwcOZJ33333hNued955REREYDKZyMnJoaSkhLVr17Jz506mTZtGXl4er7zyCiUlJaFtLr30UgByc3OZPHkyNpuNuLg4TCZTaN5MQUEB2dnZaLVaFixYwKpVq7r9XkjSGW4RMOc4z18EDGu73QI81wd1GvD6og29/PLLu7V/SZKk01FP9OwpnTwmOjnOROA8wAx8oyjKWiHEnqN2pii3oH7hkZ6e3gPVk05HfXX1uLcYjcbQ/7VaLS6Xq8PzgUCAiRMnAmrQ9cgjjwDgcrl4//33efnll2lqauKpp57iggsuAECn04WGUbrd7uMez+/3I4Tgggsu4I033jhuHTUaTYftNRpNaAiU2ulw2JH3JUk6PiHESkVRMo9TZB7wqhBCAGsVRYlUFCVJCFF5KseVbejRbeixjnGozZQkSRqMeiLYKwPS2t1PBSo6KVMnhHAADkVRVgLjgKOCPSHEC8ALAPn5+UcGjZI0KGi1WrZs2dLhsV/96le8/fbbXHzxxTz22GOMHz++w/OZmZls3LiRgoKC42a0O2TKlCn85Cc/Ye/evQwdOhSn00lZWRnDhw/vcj3XrVvHgQMHyMjI4K233uKWW27p8raSJHXJsUbHnFKwN9idTBvaFTabjZaWlh6qpSRJUv/riWGc64FhiqJkKYpiAK4GlhxR5gPgHEVRdIqihAGTgcIeOLYk9Sin00lqamro9sQTT7B+/XpSU1N5++23ufXWWxk9enSo/KFhRj1hxowZFBYW8ve//73Tk5S7776b5557jrPOOou6uroT7i8uLo5FixaxYMECxo4dy5QpU9i1q3tzeKZOncq9997LmDFjyMrKYv78+d3aXpKkE+rK6Bi1oKLcoijKBkVRNtTW1vZytU7OQG5Du+J73/se77//vkzQIknSoKGoI0dOcSeKcjHwJKAFXhZC/FFRlNsAhBDPt5W5B/gREAReEkI8eaL95ufni0PZB6XBr7CwkFGjRvV3NaQ2K1as4PHHH+ejjz7ql+PLz8OZRVGUjUKI/P6uR29oG8b50TEStPwDWCGEeKPt/m5gxomGcXb2/Sj/Zk5f8ncnSdLxnMp3ZE8M40QIsRRYesRjzx9x/zHgsZ44niRJkiQNEkuAO9oyWU8Gmk91vp4kSZIkHdIjwZ4kSYPPjBkzmDFjRn9XQ5JOa4qivAHMAGIVRSkDHgT0ELoouhR12YW9qEsv/Kh/aipJkiQNRjLYkyRJkqReIoRYcILnBfCTPqqOJEmSdIbpiQQtkiRJkiRJkiRJ0gAjgz1JkiRJkiRJkqRBSAZ7kiRJkiRJkiRJg5AM9iSpHavVetRjK1euZMKECeh0ui4tZi5JknSmOhPb0A0bNnDnnXcet0xTUxPPPvtsH9VIkqTeVL6nkQ//toVV/ymiJ5aw620y2JOkE0hPT2fRokVcc801/V2Vk9LY2NjfVZAk6Qw22NvQ/Px8nn766eOWkcGeJA0OK9/aw+InNlO5r5nv/nuQdR8ewOvys29TDc4Wb39Xr1My2JOkE8jMzGTs2LFoNMf/c2l/Rfudd95h4cKFACxcuJA777yTs846i+zs7A5Xth977DEmTZrE2LFjefDBBwEoLi5m5MiR3HTTTYwZM4Zrr72W5cuXM23aNIYNG8a6desAeOihh7j++uuZNWsWw4YN48UXX+y0Xm+99RZjxozh8ccfp7a29qjnFy1axB133BG6f8kll7BixYrQa/rtb3/LuHHjmDJlCtXV1QDU1tby/e9/n0mTJjFp0iRWr14dqtMNN9zA7NmzyczM5L333uNXv/oVubm5zJkzB5/PF3pPf/3rX1NQUEBBQQF79+497nsrSdLpa7C3oStWrOCSSy4J7fPGG29kxowZZGdnh4LAe++9l3379pGXl8c999zTxXduYKsra8VlH5gnt5LUG+rL7WxbUcaoaUnc+NezGXVWEhuWFvPPe77m0xe2s+yl7YjgwOvpk0svSANS1Z/+hKdwV4/u0zhqJIm/+U2P7rOrKisrWbVqFbt27eLSSy/liiuuYNmyZRQVFbFu3TqEEFx66aWsXLmS9PR09u7dy9tvv80LL7zApEmTeP3111m1ahVLlizhT3/6E4sXLwZg69atrF27FofDwfjx45k7dy7Jyckdjn3bbbcxd+5cFi1axPTp0xk9ejQ33XQTs2fPPuHJl8PhYMqUKfzxj3/kV7/6FS+++CK/+93v+NnPfsYvfvELzj77bEpLS7nwwgspLCwEYN++fXz55Zfs3LmTqVOn8u677/LXv/6V+fPn8/HHH3PZZZcBEB4ezrp163j11Vf5+c9/zkcffdTj77sknalkG9p/beiuXbv48ssvaW1tZcSIEdx+++08+uijbN++nS1btvTBu9X7hBAsfmIzI6Ykcs5Vw/u7OpLUK9x2H84WLzqDhvBYM2s/2I/RrOOsy4eiM2iZce0IdHoNaBSMZh0blhaz4+tyxpyb2t9V70AGe5LUBy677DI0Gg05OTmh3rFly5axbNkyxo8fD4DdbqeoqIj09HSysrLIzc0FYPTo0Zx33nkoikJubi7FxcWh/c6bNw+z2YzZbGbmzJmsW7cuFEy1l5aWxv3338/vfvc7Pv30U3784x8zceJElixZctx6GwyG0BXriRMn8vnnnwOwfPlydu7cGSrX0tJCa2srABdddBF6vZ7c3FwCgQBz5swBOKruCxYsCP38xS9+0dW3UpKkM9Dp1IbOnTsXo9GI0WgkPj4+VN/BxG334XH6aa5x9XdVJKlHed1+Niwt5sB3dTRVO0OPJw+LpKKoiSmXZWOy6AHQaDVMXzACUC+AVB9oZs17+0jLiSEiztwv9e+MDPakAam/rh6fCkVRQv93u90dnjMajaH/H5rMK4Tgvvvu49Zbb+1Qtri4uEN5jUYTuq/RaPD7/Z0e89D93/72t3z88ccAHa4ir1u3jv/7v//j888/58orr+Tmm28GQKfTEQwGO627Xq8PHUOr1YaOHQwG+eabbzCbj27M2te1/fbHq/uRr0OSpFMj29C+a0OP1P7Y7dvNwaS1Qf39tNS7T1BSko6vcm8TVQdayD03BZ1Bi73RQzAQJDy2f4Klbz/Yz9YVZaSPiiZnWjLWKCNNNU62flmGNcrI2JlpnW6nKAozrhvJf/64ng//toXL755IWLihj2vfOTlnT5J6SEJCAoWFhQSDQd5///0Tlr/wwgt5+eWXsdvtAJSXl1NTU9OtY37wwQe43W7q6+tZsWIFkyZN4o9//CNbtmwJnaQsW7aMsWPH8rvf/Y4ZM2awc+dOnnzySUaPHg2o82m2bNlCMBjk4MGDofksxzN79myeeeaZ0P2TGZr01ltvhX5OnTq129tLkjS4nK5taFfYbLbQ6IfBoLUtyGttcJ8W2QjPdH5foL+rcBSX3cun/9jGe49vYs27e3n70Q188/5e/v3AN7z7140E/MET76SHNVY52P5VOaPPSeF7d+YxfnY6wyYlMGluFjf8+SyufmAyeqP2mNuHx5iZ+5NxOJo8LHlqCx6nrw9rf2yyZ0+S2nE6naSmHh5rfdddd3HOOecwf/58Ghsb+fDDD3nwwQfZsWMHAHl5eaETgkcffZRLLrmEtLQ0xowZEzoBOZbZs2dTWFgYCnSsViv//ve/0WqP3ZAcqaCggLlz51JaWsr9999/1FwTgJiYGD788EMyMjI63ce0adNCQ57GjBnDhAkTTnjcp59+mp/85CeMHTsWv9/P9OnTef7557tcbwCPx8PkyZMJBoO88cYb3dpWkqSB6UxsQ7siJiaGadOmMWbMGC666CIee+yxk97XQHCoZ8/vCeB2+DBbB0YPhnS0HV+Xs+bdvXz/V/lEJ1v6uzoAiKBg+cs7Kd/TRMH3sohJsbLi9d1s+qyUpCERVO5r5sB3dQydGN+n9Vrz3j60Bg0Fl2Qd9ZxOr0WnP/E+koZEcPFtY/nome9Y8dpuZt80ut9HLyk9cUVGUZQ5wFOAFnhJCPHoMcpNAtYCPxBCnHCxnfz8fLFhw4ZTrp90eigsLGTUqFH9XY3TxkMPPYTVauXuu+/u76p0W2ZmJhs2bCA2NvaYZeTn4cyiKMpGIUR+f9fjdNHZ96P8m+megdSGDuTfXTAoEAGBVn94MNjXb+1h65dlAFx5Xz7xGeH9VT3pOPzeAP/63Tc4W7ykjIhi3s/z+j3wANiyvJTV7+zl3AXDQ8lM3HYfrY1uYlKs/Ot3a4iMD2Pez8f3WZ0OFjaw5KktTJ0/hAkXnvyFnUM2flrM2sX7mfXDUYw6K+mU93cq35GnPIxTURQt8HfgIiAHWKAoSs4xyv0F+OxUjylJkiRJkiT1LhEULH12K4v/d1OHx1vq3Wi0atDQKuftDVg7V1fibPEybFIC5bsb2bfp6KVD+pIQgsI1lXyzeB9Z42IZPT0l9JzJqicuzYZGozD67BTKdjV2SJDSmwK+ICvf3ENEnJmxs3omk+b42RmkjIhk5Vt7cDR5emSfJ6sn5uwVAHuFEPuFEF7gTWBeJ+V+CrwLdG9AvSRJnXrooYcGxBXpk1FcXHzcXj1JkqSeJITA2eLtsOjx6dyG9pWtX5ZRsr2e5tqOWTdbG9wkZKq9eS31bjwuP28/uoHq4pb+qGafaalzsemzEj5+dmufBSInK+ALsumzEpKGRnD+j3KITbOy6j97cDR3P/CwN3pY9U4RjVWO0GMiKFj34X7ee3wj6z7c3+G5znjdfj58egv/fbWQhMxwZl0/6pi9jKOmJaHRKOxYVdHtup6MzZ+X0lTtZPqC4ej0XR8GfjwajcL0H4zA7wlw4Lv+DbJ7IthLAQ62u1/W9liIoigpwHyge5N6JEmSJEmSTkHAH6Sp2om90Y29yTMgFz0eiOrL7Xzz/j4UjYLH5e+QiMXe4CYm1YrBpKW13k357kZqilvYt2nwXs+vKWnh9Ye+5Zv391G8rY6tK8r6u0rHJIKCFW/sxtHkYdLFWWg0CrOuH4XHHeDDv32H13XsDLEVRU2hOZmgBmkfP/sd3y0/yFt/WM83i/dRtKGaT/6xjfUfF+O2+9iwtJg3HlnHN+/vw+/tPBnMN+/t4+CuRqZfPZz5d03AZD32BDhLhJHUUdGUbKs7+Tehi5pqnGz4pJghE+JIz4np0X1HJYURHmuiZEdDj+63u3oiQUtnYfmRLemTwK+FEIETjRVWFOUW4BaA9PT0HqieJEmSJElnqtZ6N35vEJNFj9vhw+8LoDf2bn46IYS6IHOrF1u0CYPp9MqH5/cF+PzlHRjMWoZPTuS75QcJ+ILoDFq8Lj8epx9btAlbjJnWBjcVRU0AVO1v7t+K9xKvy89nL+3AbNNz2V3j+eb9/ezdUM20K4ai1WqOKttc6yI2zdov8+OEEHz15h52rakkf24maTnRAMSl27joljF8/PetLP7fzUy4MIOsvNgO9a/a38z7/7MJrU5D7owUYlKtFK2vpr7MzvkLR1G8rZ5Nn5YAoChwzg+GkzsjBVerj7WL97HpsxLqy+1ccse4DnUq29XA9pXljDsvjdwZXRsmmTQ0gtId9bgdvtC6dj0tGBR8sagQnV7D2VcO7/H9K4pCxugYCr+pxO8L9FivYXf1ROtTBrRfdCIVOLLfNR94s+1DHwtcrCiKXwix+MidCSFeAF4AdQJ6D9RPkiRJkqQzkM/jx+v2Y4k0YrKqwZ7X3bvBnhCCxipnqIfD2ew97YK9tR/sp77cwdyfjMXeqA7787j86AzaUK+PLcaELcZEa70LZ9vQwNqSVgKB4FEB0Olu5Zt7aK1zcdkvJxARF8bwggT2baqhrLCRjDGHe4N8ngAfPLmZmpJWrNFGxl+QwdiZPTMHrKtKttWzY2U542enH5VVMn10DBf8eDSr3ynisxe3YzDrSB0ZxcipSWSMjmbFa7uxRhlJGRHFli8Oql03Ckz/wXBGTElixJQkzl3gw9HiQW/QhtbCCws3MOuHowiPNfPtkv3UlLSEkvbUlrbyxSuFRMSbmTwvu8uvIzE7AoDqAy0d3uOetGV5KVX7mzn/RzlYo4wn3uAkpI+JYdtX5VQUNfV4z2FX9UTrsx4YpihKFlAOXA1c076AECL0aVMUZRHwUWeBniRJkiRJUk9xNHtRNApmmwGNRkGr0+Dz9O6aY35fEL83gCXSCAIczZ4OV/V9ngAepw9zuGFABkUVRU18t/wgY85NITM3lqIN1QB4nH4sEcZQQpZDwV5ZYQMBf5CoxDAaq5zUl9kHVXbOhkoHu7+tYuKcDJKHRgKQMSYGo0XHnnVVoUAk4A+y7KXt1Ja2MmluJmW7G/n6rT3EZ9hCgUtf2PZVOWERBibPy+60Z3HoxHiyx8dRuqOeA9/VUbqjnv2ba4lOttBQ4WDOrWMYMj6eqfOH4PcGMZi1HZbWMFn1xxyCOXZmKluWl7Lx0xJm3zSadUsOsPnzUsxWPXNuHY3e0PWerfgMG4qi9jb2RrBXtruRb5fsJ2tcLMMLEnp8/4ekjIhCq9NQur2h34K9U25lhBB+4A7ULJuFwH+EEDsURblNUZTbTnX/ktSXrFbrUY+tXLmSCRMmoNPpeOedY68YcvHFF9PU1HTc/S9atIiKir6ZcCxJktTXBlIb6vME8Lr8hIWrgR7Aghu+T11NPUKI0O1UjtHpcd1qMGmyHD4pdtt9bUliPDRWOXC2eGmocAyYRZfbK1pfjd6o5azvDwXAaFb7BQ7N82o5FOxFmwiPMeH3BREC8i5Qp960H8rZXOtk7eJ9p/U8ye1flaPRKYw77/AgNq1Ow9AJ8ezfUsvnL+/gzd+v44WffUXxtnqmXz2cgu9lc8kd47BEGPjqjd0E++j1t9S5KN1ZT87Zyce9kKDRKGTmxjLzupFc94epTLksm+YaF5ljY8nOiwPUeXMRceZuraFoMOvInZHK/s21vPuXjWz6rISRUxJZ8ODkUEKfLu/LpCMm1dorQ4NrS1tZ+txWIuLCmPXDYyeK6Ql6g5aUEZGU7KjvtWOcSI9cUhJCLBVCDBdCDBFC/LHtseeFEEclZBFCLOzKGnuSNFCkp6ezaNEirrnmmuOWW7p0KZGRkcctc7yTCK/Xi8Nx/GxWkiRJp5u+akOdDhcle6pxtXoJBII017rQaNVevUM+WPwh4bYI/F41aYuj8ejMhKce7PnR6jShmzFMh8vuo7HSgb3Rg9GsIzIhDK1OQ3Otq88CgSO57T7e+csGKvd1PJmu2NtE4pCIUC+MIUwN9jxONdhrbXCj1WkIsxmwxZgAUDQKQyfGY4k0UtVuf7vXVrHx05KjsnmeLrxuP7vWVjJsYkKHzxFAztnJBAOCiqImrFFGxp2XxtyfjA2tG2cw6Zh25TDqDtrZ8nlppxcWetqOr8tRFIXRZyd3eRutVsPEOZnc8OhZzLl5zCkHPmNnpaIzaGisdjL7x6OZ9cNRJz3nLjErgurilh77GxFBwY6vy/ngyc0YzTouvXNcr80HbC89J4amaict9f3zdzDwxg9I0gCTmZnJ2LFj0WiO/+eSmZlJXV0dxcXFjBo1iptvvpnRo0cze/ZsXC4X77zzDhs2bODaa68lLy8Pl6vjH31jYyOjR4/m1ltvZf369Z0eo/1V83feeYeFCxcCsHDhQu68807OOusssrOzO1w9f+yxx5g0aRJjx47lwQcfBNSlD0aOHMlNN93EmDFjuPbaa1m+fDnTpk1j2LBhrFu3DlBTk19//fXMmjWLYcOG8eKLL3b7/ZMk6czWV21oVUUt58wq4NZbb+W/n6xEBAURcWGhXj2AUWOGU99Qz7ZNhUw+ewK3/+S2bh3jRIQQeD0B9KbDw9XMVgMiKBACwmPNhMeZMZh0WCPVOUK9Paz0WEq211F9oIWvXj/c8+R2+GiocJA89PCww0M9ex6X2gvZWu/GGm1E0SjYotVgLy7NisGkIzE7nKr9h5dfaKpR37/GAb5MwbHs+bYKnzvAmBkpRz0XnxHOrX+bwQ1/nsYld4zjrMuHkpnbcUmhoRPjyRgTwzfv72Pps1s7ZLnsaQFfkMI1lWTmxmCNMnV7e7PVgFZ/6mGB2Wpg/i8ncPXvChg26dSGRyZmh+NzB2isPPUL4fXldt57fBMrXttNbKqVy+6acFLv08lIavt7qilu7ZPjHen0mjEsnTG+/s8e6g7ae3SfsWlWzrmq57MtdaaoqIg33niDF198kauuuop3332X6667jmeeeYbHH3+c/Pz8o7ZJSEhg9+7dvP/++/z2t7+ltraWH/3oR1x33XVER0ef8JiVlZWsWrWKXbt2cemll3LFFVewbNkyioqKWLduHUIILr30UlauXEl6ejp79+7l7bff5oUXXmDSpEm8/vrrrFq1iiVLlvCnP/2JxYsXA7B161bWrl2Lw+Fg/PjxzJ07l+Tkrl81lCSp751ubeiRvR4n04ZGR8SyduUmPvviY/7410doam7gxh/feFQbqtEoBAOC/cX7eP7pf/Li9Bf44Y3XdekYJ+L3BRFBgaFdAhiDWUd0kgWtXtOh10RnPDyHrz+UFjagaBTqy+3sXFXBmOkpoV6+pLa5aQDGMLXnw9uuZ+9QkBceoyboSBqmlk/MjmDfploczR4sEcbQWnRNVU4Y2xevqmdt/7qCuHTbMYcgtr+Q0BlFUbjo9ly2/reMdR8dYPETm7ji1/lH9RL2hOLtdbhafR0WKu8vPTVnM6FtrmPV/mZiUo4eIt4VPm+ADR8fYMvnBzGYdZy3cBQjJif2aabUmBQrGp1CdXELQyfG99lxD5E9e5LUC7KyssjLywNg4sSJFBcXd2k7o9HI1VdfzbJly/jggw9Yvnw5ycnJXRpSdNlll6HRaMjJyaG6Wp1Qv2zZMpYtW8b48eOZMGECu3btoqioKFTH3NxcNBoNo0eP5rzzzkNRFHJzczvUd968eZjNZmJjY5k5c2ao10+SJKmnuB0+gn4RymDZ3TZUCIHPHcAWEcaPbv4h/13xBUs+XNJpG2q06DCG6cnKymLcuDzcDn+32unjOTRfr33PHoDOoD3q5FKjUdAZtPjcx17zrLeIoOBgYSNDJ8aTNDSCb5fsx+3wUVnUhEardAhuDGb1tXja5uw5mjyhzIUmq57ZN41mfNt8vVAGxf0tCCEOB3vVp9YzEwwKGiocfbpoe0u9i/oyO8MLEk4pMNBqNYy/IJ3Lfj4eR7OXpc9tw97oxtHs6dGhnbvXVhEWYSBtZFSP7bO/RcSZMdv0bFtRRlNN93uHK/Y28cbD37Lps1KGT0nkmocnM3JKUp8viaHVaYhLs1HTh5/f9mTPnjQg9VUPXG8xGg+n8NVqtZ0OBfr222+59dZbAXjkkUe49NJLAaipqeFf//oXr776Kqmpqbz++uskJKhDIdo3UG53x+Eg7Y956AtECMF9990XOs4hxcXFHcprNJrQfY1Gg99/+OTjyEaxP9YNkiSpI4/TjwgKlGP0LJxObagQAmezFwBXqxfF2P029IH7H+Ls/FnoTbrjtqEA1kgT6PwYjUaMFj3OZg+K0rHdO1nt5+t1hd6oDSVv6Ut15XZcLV7Sc6KJSbXy9p83sObdvTRUOojPCEfXLmuiTq9Fq9eonzkhcLV6CQs/3DM1LP/wexubakXRKNSUtpCQHR7qtTyVYZxV+5sPLwSuwA1/mtZrafLbK9mmJtQ4cmjmyUrICuf8hTl89uJ2XrlvDQBpo6KY9cNRpzyc0GX3UrKtnrHnpaEZgBleT5aiKMy8fhRfLNrJW39cz+wbc8gaF3dUuYAvyIGtdTTXOlE0CrkzUnE0evj471sxWdW1EVOG928QHJ8ZTuHqCoKBYJ//jmSwJ0l9yGaz0dqqjtmePHkyW7ZsCT3X3NzMDTfcwK5du7juuutYunQpKSkdh2MkJCRQWFjIiBEjeP/997HZbMc93oUXXsj999/Ptddei9Vqpby8HL2+e5ORP/jgA+677z4cDgcrVqzg0Ucf7db2kiT1vOZaF28/uoFzrxnR7Sx3A43X5SfgD4ICbqcfg7bzwEcIgdlkobK0luYMFyOzc1mxbA1h4Qb83gAVJTXcfOf17N69+5ht6JFMFh3OZk+oRxE6ttPdEfAH8boDGC1dP7XSG7W4Wr0EA30b7B3c2QBAWk40lggj42ens+nTEhTlcFbN9oxmHZ62xdSDAUFYeOfBls6gJTrJQm1pqzp0E7BGHx7O2V0iKFj55h70Ri25M1LY+EkJ9RX2vgn2ttcTEWcmMiGsx/Y5dGI8Jut4mqqduFq9bPqshDceWcfld0846WGKAEXrawgGBSOnJPZYXQeKrLGxXH1/AUuf28bn/7eTq+6b1OF34nb4+OT5bVQUNYUe27WmEiHU3vN5P8sLrQfYnxIyw9n2ZRmNVc5T+l2fjMET/ktSD3A6naSmpoZuTzzxBOvXryc1NZW3336bW2+9ldGjR4fKHxpm1FULFy7ktttuO+bE/zvvvJPCwkJ+97vfdXqS8uijj3LJJZcwa9YskpKSTni82bNnc8011zB16lRyc3O54oorun0SU1BQwNy5c5kyZQr333+/nK8nSd2kKMocRVF2K4qyV1GUezt5foaiKM2Komxpuz1won2Gx5pwNHn46vXdvVPpk3Qybaiz1YtGq0GjVXsp3Y7OlyNwNnu58rKr+cU9d3L2jMm0tjjwewI017pwO9QetZ/97GfHbUOPdKjXKuAPhh47UTvdGSFEKPnGsQKhzujb5u0FfMETlOxZBwsbiEmxYIlQ61owN4voZAtCEFpLrj1jmA6v04+zRe2BNYcf+6JhfIaNmpLWUG9e1tg4XK2+k1pmomhDNbWlrUy5LJu889QgtCeSdZyIzxugbHcjGbk9vy5a6ogoxkxPYdLcLH7wu4JQYpWTJYRg99pKYlKtfR5E9BVrlImLbstFo1X47KXt+H3qxRm33cd7j2+ian8z590wipufnM6lP8vD4/TTXOviwlvGDIhADwhdlOvLociHKH09dKA78vPzxYYNG/q7GlIfKSwsZNSoUf1dDamdhx56CKvVyt13393nx5afhzOLoigbhRDdz4gxwCmKogX2ABcAZcB6YIEQYme7MjOAu4UQl3R1v/n5+eKp+95k25dl3PLUdDRazWnzNxMMCg6NBnc7fLTWu7FEGrFEGGmudeF1+UPDAQ9xO3y01LkwWfTYYkyh4eR+X4DGSidCCExWfShhSHe01Lnwuv3Eph5/pMTxHKqfNcrYrWAP1CyBJeX7mFAw7qSP3x0+b4CX7lrJ2BmpTLtiWOjxurJWNiwt5rwbckJB6CHv/GUDBrOOiRdmsPh/NzPv53mkjuw8cdi2FWWsfHMPQybEU7ytjtk/Hs0nz2/j+7+eSGJW1xcX9/sCvP7gtxgtOq66bxKKRuHlX60ic0wMs37Ys59zERQEAsHQwvfFW+v4+NmtXHpnHmk5J06Qdio+fHoLLfVurn14ykltv3bxPjZ+WsK5C4aHln0YrIq31fHx37cy7vw0zr5iGCvf3MP2leVceue4Dp9Ht8OHo8kzoIJfERT88+6vGTIxnpnXjuz29qfyHSl79iRJkiSp9xQAe4UQ+4UQXuBNYF5P7Dgm2ULAHzyt1jDz+wLUl9mpL7fTVOOktd6N3qgNZSc0WfXq8gVHJC1xNHvQGbQdAj1Qe+bCY9X5TgbTyc1M0Rm0BAOiQ+9edwghcDSp9TuZLIt6o5aAP9hn6+1V7W8m6BekjuoYxMSm2phzS+5RgR6oPXsepx9n66GevWO/zkOZGIu31REZbyYqUR1y192hnCXb6mltcDNl3pBQ4B+dFEZDL/TsffP+Pl57cG1ojmHx9np0Ri3JbVlGe1P6GHUNtu4kILE3eti7sYav39rDxk9LyDkneUBk4extmbmxjJ6ewtYvDrL72yp2rCwn5+zkoy48mCz6ARXogboWZXxG/yRpkcGeJEnH9NBDD/VLr54kDSIpwMF298vaHjvSVEVRvlMU5RNFUUZ38vxRopMtADRU9P6wtp4ghMDeoC5irjdqCfiCWCKMRCYcXgvPYFSzVh7K/AgQCAQJ+IIYw3SdJogyhqkndsawkwv29Eb1VKj9vL3u8PuCBPxBzFb9SSWwMph1iCB9dhJYvrsRRaOQNKTrvWxGsw6vyx9KpBN2nGAvJtWCRqMQ8AWJjA8jPM6MRqPQWNW9YO/Ad3UYLTrSRh1OrBGdZKWx0tGjCW383gA7V1dgb/Cw7asyWhvc7F5bSdbY2B5Zd+5EMsaoQ0VLttd3qXxTtZM3//Atn724na1fljFiciLnLhhxxiRPmzp/CGERRpb/3060Bg0Fl2T1d5W6LD4znPpyB76TbGtOlkzQIkmSJEm9p7MzsCPPVDcBGUIIu6IoFwOLgWFHbqQoyi3ALQDp6elEJVlAgfoKB0Mm9HCtT0EwKBBBcVRGSq/Lj9ftP+5QR0WjYGgLLIQQKIoSWs7AYDq6x+mQrma/7HTbtqF7Pm8Q40nk4jg0F+1kg81Dr+vA1rrQ0gW9qWJPE/EZtm71hBrC9HicPpytXhSNgins2HP2dHot0SkW6g7aiUgIQ6vVEB5n7lbPXjAQpHh7HZljYjtkLoxOCsPrDuBo8lC0oYayXQ1ccse4Uwp09m2uxeP0Y4s2sfmzUir2NIGAKfOyT3qf3REZH0ZkQhil2+tJHhrJ7rVV5F2Q3iEJjdftp6XOhd6o4+Nnt6KgMP/uCUQlhmG29vyafQOZ0azj3AXDWfrcNibOyTjuhYeBJiEzHBEU1JW2dljLsrfJnj1pQBnIc0ilviM/B9IgUgaktbufCnRYOFMI0SKEsLf9fymgVxTlqHzvQogXhBD5Qoj8uLg49AYtEbHmDj17/f23EwgEaax0UF9up6HCgaPZQzCoDstsbfCg1WtOONTRaNYRDAj8XnVYpc8dQFGUDssB9CSNRkGn1+I/icXNhRB4HH4MJt1Jp1NXNApanYaSbXUntX13+DwBqotbSBke2a3tDmXjdLV4Mdv0x1zy45D4dHX+Y1Rb1sTIhLBuBXuVe5vxOPxkjev4Z3CoN7uuzM6Wz0sp3dFA3UF7d17KUQrXVBAea2L2zaNxO3yUbK8nf25mnyb2yBgTQ9muRt75ywa+++9B3vrjOkp3qD19Qgg+/cc23vrDev59/ze01Lu46PZckodGnnGB3iFZ4+K47vdTmHBhRn9XpVvi+ylJiwz2pAHDZDJRX1/f7ycrUv8SQlBfX4/JdGrrDknSALEeGKYoSpaiKAbgamBJ+wKKoiQqbV0TiqIUoH43d2lMV3SyhYYK9WS3r9pQITqf3xYMBGmucamp+SOMKBp1Ae76Mrt6oq9AeIz5hL0whxfxVnvMvB4/euPRi5L3JJ1Bg98b6LBGqbPVi73Jc9zFrwNtQzhPtlfvUHun0+ipL3fQUt+78y+r9jUTDIhurzlmDNMR9Ata6t2hnhThO/b6gHFt8/Yi2wd7Nc4uz0s88F0dWp3mqOQoUUlqsLf1vwdDmUH3rK8OPV9fbufbJftZ9Z8iNn1Wgtt+/AygzbVOync3MeqsZBKzIhg2KYG4dBt55x+9/ERvyh4fRzAoyBgTw+V3TyAs3MBHz3xHyY56DnxXx8HCRsbOSuXsK4cx/64JnWZMPdNExIWddkNXLRFGrNHGPp+3J4dxSgNGamoqZWVl1NbW9ndVpH5mMplITR3cWcWkM4MQwq8oyh3AZ4AWeFkIsUNRlNvann8euAK4XVEUP+ACrhZdjNiiky0Ub6sn4Av2SRsaDAo8Dh9+bxCdUYvBpMXvDeL3BkJrxZltenSOtiUF/EG1Z06rYDBpqW3p2smZs8WLqBCYww04Gj0Yw3RUNvTeKYvX7cfj8FPdYkSjUfB7A7haDwcKZpu+055Fj9OP1+XHYjeG5h12l8lkIiU1FaiiZFs9uTNSEULgcwfQm3o2yC3fo87XS+zGfD1Q5xWCOl8sJtmCc9Nmyn76U4xDh5L817+iT4jvUH54QQIiKELp5iPjzQT9aiIbW/SxL+QJIWipc7H/u1pSR0YdNdTUbDVgtuk5WNiI0aIjISOcovXVTJmXzacvbKd4ax2KRkGn1+DzBKgpaWHOLbmdHsvt8PHFK4UoGoWRU9X16S64MQcRFH2+6HXy0Ehu+PM0LJEGFEXh+7+ayHuPb2LZi9sxhOmITrYw7ftDB9WC6WeqhMzwPu/Z65GWU1GUOcBTqF9kLwkhHj3i+WuBX7fdtQO3CyG+64ljS4OHXq8nK+v0mWgrSZLUFW1DM5ce8djz7f7/DPDMyew7JtmKCAqaatSFenuzDa0tbWXx/24m6A8yZEI8RRurCfoFKJAyPJKkoZFk5sb2yCLv+7fU8sk/tmGLMtHa4ObyeyZ2K6FId1UfaOGdf2zgoltzyR4fx5f/KmTvxnpu+PM0Xv7VKsack8LZV3WcRimE4PWHvsUSYeCyu3JOuQ4R8eZQGn23w0fAF2T8Bemc9f2hp7xvUIOb0p0N3Z6vB4fnIzqaPCTYnJQuvBtdbCyurVs5cNllmEaNIuj1EH7xxURdeSUGk57cGYcv2IXHqUMim2tdxwz23A4f7/51Y2i455TLOp8zF51koby1ieH5CSQNjWTZP3fw0TPfUbarkUmXZJF7bgpmm4Fv3t/H5mUltNS5jhqSaW/0sOSpzTTXubjgRzlYo9Q6KYqCou2f3qL2c/QMJh1z/99Y3n50A/YGD5f+bJQM9AaJ+Mxw9m2qxWX39tkw3FMO9trWEPo77dYQUhRlSfs1hIADwLlCiEZFUS4CXgAmn+qxJUmSJOlMdmgOU32FvVdTjbsdPj59YRsGk5Z5v8gnMj6MiRdlULqzgczcWCLienZ+U3ZeHDOuGcGK13ajM2iIzzj5NfC6IibVgs6goXh7HVl5sZTsaCAtJxqDWUfysEhKCxuO2qbuoDo8Ne/8tE722H1T5w9h74YadEYtpjAdJdvrKdvdeEr7bG1ws3dDDcXb6qjc14wIim4HjyIQQK873NHsX/MlpjFjSP37MwQaG6n+058JtrYS9HiofuT3NP7r38T/8i6s552nbhAMhj4fzTVOUkd0PoR0zbt7aa51cc4PhpM0NIK4tM5/51FJFsr3NDFiahLRServrWxXI7nnpnTIzJg7I5Utn5ey9csyzr7ycKDu9wb45Pmt2Js8XHpnXreHtPYVW7SJeT/Po7aklbRRvbvWn9R3QourH2ghMzcWnzfAgS21WKOMJA/rnc9iT/TshdYQAlAU5dAaQqFgTwixpl35tagT1CVJkiRJOgWHli1oKHfApN45RnOtkxWv7cbe6GH+3ROIjFfnYUUlWohKtPTOQYHR56SgM2jxeQKnlG2zK3R6LcMLEtnzbRUjJifiaPKQPlpNiZ82Kpo17+7F3ugO9QAB7FlXhUarMGRC/LF22y1DxsczZPzhfWm0CluWHyTgC57UEgD7t9SyfNFOfO4AMalWJlyYTubY7vW8OjdsoOK3v6XeYYIxPwMgLMJI2gv/QGu1oouKIv2lF4G2pTW+/JKax/+Hsjt+imHIEAINDSAEKc89h0ar0FLX+ZzEsl0NFK6pZMKF6YydefxTxNHnJBMWbiA+w4aiKIydlUZjpYNpV3bsebVGGRkyMZ6dqysouCRLXeJCCL56fTc1Ja1cfHvugA30DolJthKTPLDWi5NOTVy6DUVRg726Mjubl5XibVtqZvzsdMbPTkcE1b8nERRt2Y1P7Zg9Eex1tobQ8Xrtfgx80gPHlSRJkqQzmlanISrJQsXeph7dr8flZ9/GGnatraRybzMoMPPakSRm9f7SAO2NmJzYZ8cac24KO1dV8N9/7QIgoy3YS8+JZs27cLCwgVFnJQPq3MWi9dWkj47BZDn2MgSnIi49nGBAUF9hDy1U3lXbV5bz1eu7ic+wccGNo0OJUroq6HRS879P0vjvf6NPTiZyygR1Eg6Q9KMFaK1HByCKomCbNQvr9Ok0vfMuLUuXYh6fh/PbdZTfdhu28/5Kc83RwZ4ICr56Yw/hcWYmzT3xMOTYVBuxqYd7/aZeNuSYZfPOT6NofTU7vq5g/Ox0DmypY9faKibNzSRrXFwX3glJ6lkGk46oJAubPishGBBkjYtl7MxU9m6sYfOyUjYvK+3xY/ZEsNeVNYTUgooyEzXYO/uYOztiHSFJkiRJko5t+OQEvnlvH/XlJz+U0+v2U19mp6XeTcn2evZvqSXgCxKVGMaUy7IZMTmxQ6/WYBSXZiMxO4Kq/c3EplmxRKpzqKKTLYSFGzi483CwV1nUhKPZy7SChN6rT9vyBbWlrd0K9oQQbPy0mKShEVz6szx0+u4tWeHato3yu36J7+BBoq69lvi7foE7oIdfrQLAlnrUqiAdKDodUVf/gKirfwCA9+BBiq+5Bn1pIU2GMUeVL9vdSFO1k/N/lNPjy2vEZ4STMiKKLV+UkjszhQ2fFBMRZya/C0GlJPWW5GGRNFU5mX71cMacm4KiKKSOjCY7L47GaicajYKiUVAUdWkWjUaBf5z88Xoi2DvhGkIAiqKMBV4CLhJCHDOltBDiBdQ5feTn58sc/JIkSZJ0HKPOSmLdkgNs/6qcc68Z0aVt/N4A5UVNuO0+Koqa2LO+OrTOnDFMx6izkhg5JYn4TNtpl978VIw5N4Wq/c1kjIkJPaYoCmk50ZRsq8fr8qNoFdZ9dAC9UUvm2OMHPqciPNaEMUxHTWkro7uxXXVxC/YGD5Mvze52oNf6xReU//JudNHRpL/6CpaCAgAMvsNrEHZ3EWtDWhrpL73Ervv+Q0VFK776evQxh9/fnasqMFp0DJnQOz1t+Rdl8MGTW1j+fzupLW1l5vUjTzpzqiT1hKnzhzDhwoyjkhWlj44JDR/vST0R7IXWEALKUdcQuqZ9AUVR0oH3gOuFEHt64JiSJEmSJKGmox+WH8/ub6uYOn9IKE3+sXhcfj58egvVB9T03zqDhmGTEsjOiyM8xkxEvLnX58gNVEMnxtNQ6WD0OSkdHh/RNp/vrT+uIyzcSPWBZs5bmIO+lxZ6BzXIjEu3UVvS2q3t9m6sQaNTyOpiICqEwLV5M43/fo2WTz7BlJtL2nPPomsXkOn0WrR6DQFfELOt+xkETSNGkDzvPA5+42b3/GsIH55O2OQCzJdeyf4tteSem9rtwLSrUkZEkZClZkC0Rhn7dGiwJHXGYNJ1OyPuqTjlI3VxDaEHgBjg2bYrhH4hRP6pHluSJEmSJBgzI5Vda6soXFPJuPOOnR3S0ezhk+e3UVvSyqwfjiJpSASWSCN6Y+8FLacTrU7T6RywtJxo5v9yAp+/vJPq4hbOvzGH4ZN6P2iIz7B1SNISDAr2b64lLScaYydBvQgK9m2sIT0nBmPY8ecSCiFofn8xDf/6F57CQjQ2G9ELFxJ350/RmI/Ormo063D5vZisJzdHMXbCcPhmK8EJ51BZWUf9O7vwLvsHwZhJxG1dTF1zJKYRIwibOBGNpecS/yiKwsSLMln67Fbyzk8/Yy9kSGeuHgkru7CG0E3ATT1xLEmSJEmSOkrIDCd5WCTrPz7A0Px4LBHqfLOGCgebPy9BCHUB8NLt6iyKC28eQ/Z4maCiO5KGRnL1AwU4mjy9moW0vfZJWuLSbax6aw/bvirHFmNi9k2jj0qYU13cgr3Rw5R5na9Rd4gIBql66GGa/vMfjMOHk/jww0R87xI0YcdO5GIM0yHgpIdAHlp+Qfv9H7H9g/24o9RF6yOdpSjL36O2qQkAxWzGdt556GKiEYEguvh4DBkZWKZOQRt+cms4ZubGcPk9E0nIOvU1ICXpdNN3fYiSJEmSJPWaGdeO4M0/rGPVf4o495oR7Pi6nPUfFaPVKRjbMkaOnZXK6HNSup2dUVIZTDoMiX136nQoScvW/5YRFmFg21flDJ+cQOXeZt5/bBOX/2pih6UUijZUo9EpZB4n06Tw+6n87W9p/mAJMbfeStzPf9aleZkGs+6UFvYOjzGDAhs+KcZt93HJT8dhMOkIj52GJWIhgZYW3Dt30rL0E1o//xzh9YJGQ7C1bRirXo/13OkkPfIIuujurTunKApJQ/o2k6wkDRQy2JMkSZKkQSAq0cKkizP5dskB9m2uRQTVtN4zrh3Z7aQa0sAQHmsiaUgEu7+tAmDI+DjOvyEHj8vP6w+tZc27e7nsrvEoikLAH2TPt9VkjY3rdIgngPB6Kb/nV7R+9hlxP/8Zsbfd1uW6DC9IIBg4+bx5Wr0GW5SJ1gY3idnhpOdEdwgyteHhWKZMwTJlCkmPPBx6POhw4N69h9bly2l87TVKrv8h6S//E31C72VClaTBRAZ7kiRJkjRIjJ+dQUudG7NNz5AJ8W0L+MrMg6crRVG4/J6JeJw+WurcxKRaUTQKJoueSXOzWPnmHkq21ZM5NpbirXW4HT5GTUvqdF+e/fup/sMfcaxZQ/y9vyZm4cJu1WXszGPPBe2q8DgzrQ1uxs/O6PLnUmOxEDZhPGETxmOdcS5lt/8/9l/yPYxDhhCWP5HYn/4UjdF4ynWTpMFKBnuSJEmSNEhodRpm/XBUf1dD6mHGMD1x6R0To+Sck8x3/z3Imvf3kTw8kp2rK7FGGUkb1XGIo7e4mNpnn6Xlo49RTCYSH3mYqKuu6svqh6SOiCLgC3Y5U+iRLAUFZPzrVRpefx1fSSn1L/0Tx9pvSfnfJzCknXowKkmDkSLEwF3KLj8/X2zYsKG/qyFJkiT1MkVRNsoszV0nvx8lgOKtdXz83FYi4sy01LqYeFEmky9Vk7P46+upffIpmt57D0WvJ+raa4j58Y+7Pd9tIGv94gsqfn0vQbsdU04Ottmzifz+5ejiZPIhaXA5le9I2bMnSZIkSZIE4PfA3i+gbB3U7oGIFEgYDUPOg8iB13OUOTaWeT8fz+cv70AAI6eqy0E0L1lC1e//QNDlIuraa4i95RZ0sb23AHx/sZ13HtkfLKb5o4+xr1hB7ZNPUvvMM4TPmUPMzTdhGjGiv6soSf1O9uxJkiRJ/U727HXPhIkTxKq1qzDpTGgUuW7YKavdA5tegS2vg6sBNHqIzoaWcvDa1TJxoyA5DxLGQOIYiMwAjRYUzeEbirp9ayWExULscNCber36LruXllo3CVnh1L/8f9T89a+E5eeT+MjDGLOPvwzDYOI5cICmN9+i6e23CTqdRFzxfRJ/85vjLikhSaeDU/mOlMGeJEmS1O9ksNc95iyzGPrQUMJ0YYyMHklOTA45MTkMixpGRngGZt3Ri2JLR7DXws7FsO0dOLgWNDoYcTFMvAEyzlaDNCGgrgj2fAoHvoKq7WCv6voxFI3aM5g+FbLOhazpYOqdtd6EENQ++RT1//gHtovmkPKXv6AYzswsrIHmZupeeIGGl/8PQ2YmKU/8D6ZRci6rdPqSwZ502ggEgmhPYZ0eSZIGJxnsdU/W6Cxx/1v3U+WoYmf9TnY37MYdcIeeT7Qkkhmeqd4iMskKzyIzIpNES+KZ3RPodcDOD2Drf9TgTQTVHrtxP4C8a8Eaf+J9OOqgahu0VABC3Uf7mykSbElgr4aanXBwHZRtAJ8DFC2kFcCQWerQ0OQ8tXfwFAmfj6o//YmmN94k8qqrSHzwARTtqe/3dOdYu5aKX/2aQGMj8Xf/EuusWehiYmRPn3TakcGedFoo393Ikqe3MCw/gamXD8ESMXhTJTdUOijZVs+Yc1PQG+UXriSdiAz2uufI70d/0M+B5gPsb95PcXMxxS3FoZ92nz1UzqQ1kR6eTmZ4JhnhGSRbk0m2JJNkTSLZmoxRO0jb5ZZKWPM0bP43eFogKgvGfF+9JeT0/vH9XnUe4L7/qnMCK78DBJij1KBv2AUw9HywHJ5X56uuQWOxoLVaQo+5CwtpePVfuHfvwldegdZiQdHr8VZUgM9HzM03EXfXXXK5jXb8jY1U/ua32L/8Un1AUTCOGIFlcgFhBQWYcnPV99FsRtGcwRdCpAFNBnvSgBcMBHnjD9/S1GhH49Oh02u47JcTiEuz9XfVeoQICkp21FNXZqemuIUDW+tAwKhpScy6Xg4dkaQTkcFe93T1+1EIQb27ngPNBzoEgMXNxZTbywmIQKisgkKyNTkUCGZGqD+zwrNIsCScnj2CzeWw+knY+AoE/Wpwl/8jdVhlfwZEjjrYvwL2LldvjlpAgdR8nLpJ1K+pxv71WrQREcT+9A60NhutX/yX1s8+Q2OzYc7Lw5CWStDpIuh2Y0hLwzx+PLZZM/vvNQ1gQgic367DV1GBr7wc58aNuDZvRng8oTK6pCSS/vB7rNOm9WNNJalzMhunNOBt+7qMpkoXnw1/BX1sgIu238an/9jGlfdNwmTRn3gHfSAYCNJQ6SQ6KQxNF4aaluyop6HcgcmqY9uKcmpLWwGwRBqZeGEGPk+ArV+WkTEmhiHjuzA0SJIkqYcpikKsOZZYcyyTEid1eM4f9FPrrKXCUUGFvYKy1jIOtByguLmYzTWbcfqdobImrYlkazIp1hSGRg5lePRwRkaNJDMiE51mAJ5K1BTCN8+owzVFEPKugbPvguis/q4ZAD57EMc+Hd79w9FY81B0tYjKQuyvbcNVuRitIUhMvgVXq5Xq3/8BAG1EBDG33ELMj29EGxHRz6/g9KIoCpYpkzs8FvR6cX/3He49exBuN03vvc/BH9+E7aI5hE2ahD4xEeHzo7Fa0MfHY8jIOGPnQPYKIdShzvV7obkM3C1qr7unRZ3rakuC8GSwJUNYFOgtYLCAPgxkD2y3DOievbScNPHYe48xLGoYI6JGYDVY+7tK0klwO328cN8XVBtLSLzayztF7xDVlMzsrTeTMiyKCRdmkJgd0a/DHevL7fz31UJqSlqxRhvJOy+d3JmpaDSdX/kt39PI4v/dDG1/PtYoI1PmZZOVF4fBpJ74BAJB3vvrRhqrnWTmxpI6MopRZyXJ4TWS1AnZs9c9vT3yRQhBrav2cE9gS3EoINzfvB9f0AeAXqMnzZam9gS2zQ/MCM8gIzyDGFNM37Z3QsCBlbDmb7D3c9CZ1Hl4034GURl9V49jCLS00PLppzQv/gDXpk3qg1otBA73rurT0oi+8hIih/rQ7P0QUb4ZV1MUypDJmCbNQkkaDTHDwJbQT69i8Aq63dQ+9TTNS5YQqK8/6nnFaMScm4t15gxsF87BkJrS95U8XXlaoWYXVG9X57FW71Bv7qajy2qNIAJqT/yx6MPAYFWDwahM9RadBQm5ED8KDINvTma/D+NUFGUO8BSgBV4SQjx6xPNK2/MXA05goRBi04n2G5YVJoY8NCR0P92WzsjokYyKGcWwyGGk2dJIs6Wh1w6MniGpc8++8A5iUzTK94v5fxfcSGlLKdcuvZaxtdMZXXgeIggGk5aC72WTPDySHV9XUFPcgqvVi96oJSrJwrD8BIZMiOuVE4firXV88o9tGMN05J2fTsn2eiqKmkgfHcMFN+bgbPEigoLoZAuKouBx+njz9+vQ6jRcdtcEPC4fEXFmdPqjg9WWOhdr3ttL1f4WHE0ecqYlce61I48ZRErSmUoGe93Tn9McfEEfB5oPsLthN0VNRZQ0l1DSUkJpa2koCASw6q1khmeSHZlNVkQW2RHZpFhTSLImYdPbeq49FwLK1sPyh6FkFVjioOAWyP8xWGJ65hgnIejxYF+5Eu/evbgLd2FfsQLh9WLIzibi0u9hPfdcjCNGIPx+hNeHxmgAna7j+1K2Ada9qCaTaa08/HjCGBj1PfUWn9O/Q1IHGSEE/ooK/I1NKDotQbsdX2UV7u3bcaxfh2dnIQARl19O/N2/HFSL1Heb16EOlW4pg9YqsNeojwX9aq9dw371Zq8+vI3BpgZkCTnqZzdmqLqMiTkSjDbQGSEYBGedmgSptRLczeoSKF4HeJ3q/z2tao9gYzE0lcKhtkfRqEueJI6FxFxIGqv+P+z0/j31a7CnKIoW2ANcAJQB64EFQoid7cpcDPwUNdibDDwlhJjcye46yM/PFx9/9TG7G3dTWF/IroZdFDYUUm4vD5Wx6C3MSpvFnKw5TE2aKgO/AeaDrR9z4HkNvrRG7r53QehL7JuKb7ht+W2clzibW+J/RtHKOkp3NgCg1WtIGR5JmM2Ax+Wn7qCd1gY3aaOimHRJNonZ4T12klC+p5EP//YdMckWLvnpOMxWdYjG9pXlfP3mHoQQHPoTiUu3EZ9ho3JfM41VTr5/z0QSsrqWQlsIwbdL9rPxkxKGTIjnvIWj0Bs6BofBQJDmWhcmix6zzYDL7qVqfws+tx8h1N7DiLgwLJEG2TsoDToy2OuegTinPRAMUOmopKSlpMP8wP1N+6lx1XQoG6YLI9GSSKIlkThzHDqNDp1GR5otjayILDLDM0m2Jh97iGjApyY62f6uGgjZq9Ugb/qvYMIP+2Rtu2MJer3UPfccTW+8SaCpCVDng9nOO4+IefMwjRnd/TZcCPXEt263uvzD7k+g9BtAqOsBjvoeDL8IksYNyl6NgcR78CCNb75JwyuvogkLI3L+fCK+fzmm4cP7u2o9JxgAV6MawB363NXvVeeaOhvAWQ+OGrVMZzQ69e8xOrvtlqVmvU0YDZHpPX9xIhiA5oNqltzKrVC1Vf3ZWnG4jC0Z4oZD3Eg1GDRHqfXwudXA0duq/vTYDweTfrfa06gzqiMFjvxpilAz+JqjwBgORqsasBrD1Z89+Dr7O9ibCjwkhLiw7f59AEKIP7cr8w9ghRDijbb7u4EZQojKTnYZcqwvsxZvC/ub9nOw9SAbqjfwecnntHpbCTeEMzNtJjPTZjI1eSph+jO7wQuKIIUNheyo28G+pn1UOCpw+93EmeOIDYsl3hxPjDmGCGMEadY0UmwpPTYBXwjBG7veYPVb+xhZPZWrH5hEXFLHOQaLti/ifzb+D1a9lWtGXsMc7RW4GwMMy0/AZD0ctAeDgu1flfPtkv14XX7CY03EZ4QTmRDGmHNTOmT1FELQWu+modIBAlJGRB01PLS1wc3nL++gocKBx+UnKtHC/F+ODwV6h1TubWLf5lpiUiz4vUF2fF2OvdFDdLKF0eekMGJyYrffl83LSlnz/l5iU61MmTeE5londWV26g7aaah0EPAFATDb9LjsvtAw0fbCIgzEplrR6bUoGtBoFCLiw8idkUpYuJxPIJ2eZLDXPQMx2DueVm8rB5oPUOGooNpRTZWjKnSrddUihMAdcNPibQlto9foSbelk2BJwKg1EmuOZYjQM7R6D0P2fUWsvV49yRp6PmSeA2MuV0+w+pGvooKyn/8C99at2C64gKgFV2OeMAGNqReCT3sN7PoYCj9UA96gX+3ViBupBn3pUyHnUvU9knqcZ+9eap96mtYvvwS/H1NuLhHz5mE9dzqGtLT+rl5HQqjBi6NWDdgcterNWdfx/qH/O+vVua7thcWANQHM0WovmSUWIlIhIg3CUyA8CSzx6ry6gXJB2lF3OPCrKVSD1to96jIonfBodJRYIqgwWnDrTXi0OjzCTzDgxxjwowR9eIN+DAEv8T4Psf4A8YEAEcEgR71iRaMGg6ZI9WdYzOHA1xKvXpTxu8HvAZ9L/el3qcGlKUJdkiXob7sFUCbf0q/B3hXAHCHETW33rwcmCyHuaFfmI+BRIcSqtvtfAL8WQhz3m6qrX2a+gI81FWv4pPgTVpatpNXbikFjoCCpgJlpM5meOp1ES/dPzE9XQRHkw30fsmjHIvY27QUBccFkMpVhGHR6Dph2Uuuu7TDcBsCsM5NiTSE+LB4FBb/wE2uOJdmiTsqPMcfQ4m2hwdVAg7sBb9BLYlgiYfowWrwtFDUWsbF6IwJBtCmapmIv83b+lBHTErjgutxO67qzficvbXuJz0s+Jzsim5tyb8IT8OAJeNBr9MSZ4xgePZxkSzI+T4D9m2vZu6mGpionLfVuTBYdM64dSdbYWJytXv77aiGlOxpC+9fqNMSmWTHbDEQnhRGXHs7qd4rwuvyMmJyIOdxAztnJfboMRPHWOj5/eQdetzpPw2TRE5tmJSbVSkyyFbfDR0OFnYg4MynDozDbDAghsDd6aKxyUn1A7VkMBoIEA4JgQNBS50Kr0zB0UgIZo2NIHRnVZ4lvPC4/u76pDAWqKGAwaolJsRIRH4bepMXvDdBc66JsVyPFW+vwe4NYIo2k50QzalpSaJ6jdOaSwV73nG7BXlc1uZsobinmQPOBULKYutYyPI5aqj1NNLe7HhlviGBcQj5j4/MYHTsavUZPUATJjMgk2tS3Q7a8ZeU0vPIKTe++i6IoJP35T4TPnt13FXA1QvFqdUmHyu+gcova26k1wPA5MO5qGHoB6OQFwZ7mb2ig5cMPaXrnXTxFRQAYsrOJ+sFVRMyfjza8ayOATpnXqQ5prN0FdXvUoK21Cur3QeMBNbDojDFCDdwsce1+tv3fmqAmSokd1mvDIH0BH62+VvxBP4FgAL9o+xn0Y9QaCTeGo9Po8AQ8eAPe0M0T9OAL+HAH3LR6W3H6nOg1eoxaIwatIfRTq2gJiABBESQgAgQCfoLOGlqdDTR4mih111LsquFA60EqHJWIzq6yn4Be0RFnsJFqiCRLH06mJows9AwJQILXjeJuVntCGw6oCWhOgvJwS78Ge1cCFx4R7BUIIX7arszHwJ+PCPZ+JYTY2Mn+bgFuAUhPT59YUlLSrfr4gj42V29mRdkKVhxcwcHWgwAkW5LJiclhStIUpqVMI9WWejIvd8Bz+pzc+/W9fHnwS0aHjWVO83WI/VacDYcDu/BYE8MLEogebkQT76HR20hpayl7GvdQYa+gzlUHgEbRUOeqo8pR1SE9N4BBY0Cn0XXI1hZrjiU/IR+D1kBVTT0Tvr6cCJuNK+/Nxxh2/MBjdflqHljzADXOmk6fz4nJ4Y68Ozg75ezQ8Jf6Cjuf/3Mn9eV2DGYdigIBX5D8uZkkD40k4A9SvK2e+nI7rlYfjZUOgkGBOdzA9346rtNlHwLBANoeWOD2RFob1N7HmGRrjwzLbKp2sumzEvZtrsXr8oMC8RnhpOdEkzYqmphUKwaTNtTrmTw0EoP51AMsR7OHD//2HfVl9hMXbpOQFY7ZZqClzkVDhQODSUvujFTyLkg/5QA1EAywq3EXW2q20ORpwulz4vQ7Qz+bPc0cbD1Ik6cJq96KQWsgKIJoFS0WvQWL3kKYPgytokUIQZg+DKveikAc/oIJeGjxtuAJeIg1x5IQlkCCJYH4sHgSwhKIMkZh0Bow6UwYtcbQzaA1DMyshd1k99qx++xEGCMwaU09NqR4MAd7vTGvfVAGe64mNXlDzU6o2wv1RVBXBE0lgILImk7dqLnsjR/KXmcF2+u2s7V2K2X2sqN2FWOKIdYcS6QpkmhjNFGmKCJNkaTZ0piSNIVYc+xR25wM4ffT8Mqr1D79NCIYJOLii4m9/TYMmZk9sv+Tr5iAis2w9S3Y9o7ag2OOVns/xy2AlIkDp/dlkBBC4D1QjGPNGlo++gjXli1owsOJvf12oq+95tQyebpb1OA94FN73ZpK1MCu8dDPYjWYaM8cpfYgxQyFmGw1cGsf0IXFqv/XndrFbiEELr8Lu8+Ow+cI3ew+O06fM/R4s6eZBncDTZ4mmtxNof+3Xwe0P5i0JjIjMkMJprLCs0izpRGmDwsFjRpFgzfgJSiCGLQGPH4Pta5a9eZUf9Y4ayhtLeVA8wFava2h/dsMNiYlTGJq8lSmJk0hXR+O4qxX5x/qTAidkWJ3Hc0BD2ajjVhDBNFCQUGow2E1OlC0KLb4M2sYZ1cJIdjfvJ9V5atCXwoVDnX8bmZ4JgWJBaTYUtSTtbZbvCUeo9bIoffldJgb1expZsXBFexr3sfXZV+zv3k/d6X/BvFZKq4WL6kjo8nMjSEyPgxnq5fCNRVU7GlCCLVXKS0nmuEFCWSM6Txzmj/op9pZTYOrgUhjJNHmaMJ0YSiKQqu3FZffhc1gw6gxsn9zHQcLGyjb1YCz1ccVv55ITHLXsqg6fU4Oth4kwhiBUWvEF/RRYVe/0P9d+G/K7eUMiRjC94Z8jzRbGha9hfExEzi4pYmKfc14HD4KvpdNZKIZX9CHVtF2OLn2uv1U728hOsXSoSevuLmYRTsWsb5qPeX2cqanTmfByAVMSZpyWvz+2wsGgtSUtFK6o56DhQ1UH2gJzTnU6jWh3jedUcvw/HgSsiIwhxtornHi9wZJGR6JJdJIdXELTdVOHM1enM0eHM1etDoFS4SR6GQLsWk26sta2bGqArfDz5xbxpAyLBKBuuagx+mnvtxOS50bvzeAVqchPM5MXJoNa9Th9776QAubPy9l36YaDCYtOeekkDsjhfAY81GvrdnTHGpErQYrbr+bKkcVLd4W3H43O+p3sKF6Q4dG1qwzE6YLI0wfhllnJtwQTpotjUhTJE6fE2/Ai0bREBABHD4HTp8Th89BsG34itPvpNXbilbRYtAa0Gv1GDVGIowR6LV66px11Dhr1GFoXbgaqFN06j60RoZGDmVE9IjQvodFDmNkzEgybBl9csHhRA61n1+Xfc3Wuq2hFP3tL8jEh8VzVvJZjI4ZTUJYAuPjxxNpijyp4w3WYK+35rUPqGBPCPUkNOBRf/o96v/93iN+utUr23VF6hAxrV5NvGCvVodYNR88vE99mHqSGjsMkieoQUp4cqeHr3fVs6thFwSDaEorKbWXUeosw19dg66ijoiDjUTUOTE5/Hj0CoVpCoFoG3EOHeaoWKImTmbUWXMZETc69LcX9HhoWfoJwdYWFKOJ8LlzOyxuDuDes4fK3/4O97ZtWGfNIvH+36FPSuq1t/mkBXyw70vY+qY67NPvhughMPYHMPaqAbMcxWktGFR7bNxN6kULdxOuHTuo/ddSHFv3o4sKI+bcDCLH2tAEWtUTfb+rbfhe27wwvQkC/sN/MyKgzgvzezrOPTtE0ajDKCMz2jJSZkBUljofLXZ4l+etCiFC33XVzmrKW8tp9jZ3CNyODOCO/H9Xvv+MWiNRpiiijFHqxRdjZOi+zWBDp9Gh1+jRarRoFS1ajRZvwEuTuwmB6NBrF+q506j/txlshOnD8Af9oYuyh3oCAyKARtGo+1S06v816gXeaFM00aboHl1DVAhBg7uBA80H2Ne0j50NO/m28ttQvpEUawoz0maQZEliS80WNtVsosHd0GEfNr0No86IP+gP3TZcv6Ffgz0d6hfZeUA56hfZNUKIHe3KzAXu4PAX2dNCiIIT7bunv8yEEBS3FLO6fDWrKlaxtWYrrb7Wo8rpNDr8QT9mnZn4sHjizHHEhcURb45Xf7Z7LM4c1+dzAwPBAFtqt7CxeiObazaztnIt/qAfvUZPRngGtyX+nAP/Fpitei6+fSxx6Uf3YLntPg4WNlCyo57SHfW4Wn3EpFrJmZZMek40Wr0GnztARIIZbRfWnGupc/HV67sp3dmA0aIjOslC/kWZpI/umUxovoCPD/d/yHtF7/Fd7Xehx6NN0cwfOp/cuFwCwQBv7X6LdVXrADV5z/TU6UxNmkpWRBbDo4YTpg+jrLWMl7a9hDvgRoOGTw58gl6rZ0rSFBItiXxW/BkN7gZmpM7grvy7SAhLwKQznZYLCnucPsr3NNFU48TZ5CUywUx4rJmi9dXs3VSD3xs87vYmix5LpIGwcAMBv8DR5KG5zqXOJWzrPTx3wXDiM44/TMUT8LC7YTebqjexoXoDJS0l1Lnq0CgabAYbSe5MhuyfTGRFGorQ4I5opjmmktbkChqjyjhgP6A2hoeaq05i8FRrKpOTJlOQWEB+Yj6x5tg++535gj7qXfWh4NMT8OD2u/EGvLgD7g5fPr6AD6ffye6G3ext2otA4Av48As1zbRZZ1azDkePYlTMKEZFjyI7Mhu9pveH5br8LtZXrWdl2UpWla8KfTml29JJsiSRYEkgKyKLCGMEzZ5mCusLWVu5NjTPSq/Rc37G+fww54eMiR0TChgLGwopbi7G7Xej1WjJjc1lRNQIDFoDFr0Fq8E6mIO9Xrkg2ifBXsCnBmCNJR17EppK1Ax8PlfbiamHTicYH4veAlqdekJrilB7GeJHqskbEsaomfrCU47qeQp6vXj2FOGrrCDQ0EigoZ5AUxOKwQiKQsunn+IrLT3qcEpYGIbMDDSRkTjrqqDoAMoR1a2zwX8nmwlMGsPI6JEMe+ZTrCW1h9+K6HAsN15P9PBcFIcT+8qvaf7oI7RWK4n3/w7bRRedHhcH3S1QuAS+exOKv1Yfy7kMZv1ODaylw4SAlnL14sShteBaq9TskPYaCHjVDJDuFvWixTH+BuyVRup22HDVGdCaIXqilciJcegibKA3q4FewKMmCtHqDicEUTRqIKjRqcFbeIp6gcQcpQZ3Eanq/SM4fU7K7eXqUin2Msrt5dQ4a3D73bj9blwB1+GArW2kxrGCtfajXg7drHpraNTLkc8d73mTrv+SJvU3IQQHWw/yTcU3fF3+NWsr1+IJeEixpjAxYSIT4ieQYEkIXcQuaSnBF/SFAmCdRsfdk+7u96UXLgaeRB2i8rIQ4o+KotzW9gKfbxui8gwwB3WIyo9ONF8P+ubLzOFzUO2sptpRHfrp8rvQa/U4fA71yr2rhlqn2kXrDhw95tmqt5JoSWRI5BDSbGnqVYe2qw2x5lhGRY8izZbWpav1voCPfc37aHA3UOeq42DrQUpbSilrLcMdcBNlimJf077QUMusiCzOSTmHi7MvZmTUSBAKb/9pA26Hj6t+M6lLCTsCgSBF66rZtKyUxsqOk1aNYToycmPIGhtHYnY4dWV26svtuO0+BGCLNlFXZmfP2io0eg1nzR/CmOkpKL24tEC1o5pmbzNVjire3v02X5V9FWqoEs1xXGQbSrizkTJfM//1N9EYcAFqED82dizb67aj1WiJNkXT4mnhgswL+On4n4aG9XgDXl4vfJ1nv3sWl1/d1qa3cXbq2aHA8UDzAT7e/zG+oI+siCxMOhPegDc0ZK/GWUODu4GhkUMZFz+OvLg84sLieu09ORnBoJrMxtXqJSLejKIolO1qxO3wkZAZTnSSBa3+6GDJ4/JTX2YnKjEMs63j50sIQZm9jH1N+yi3l7O/aT/b6rZR1FSEv23NnMzwTIZFDSPOHEdQBGn1tdLqVW/eZkHswWwSmrOJaExCG9AhCIKioAj1M2WK0hB3loaE8SaSI5KINEaGrvYJIagrs1O6o57wGDNJQyOwRg38Lxhf0Mf+JjUoKqwvpLBBzT586PNn0BgYHjWckTFqEJgVkUWKVR2VcDK9gIFggDpXndrmOaupsFfwTeU3rK9cjzfoxawzMzlpMtNTp3NOyjnHnfMcFEHqXfWU2cv4rPgzluxbQqu3lQnxE6hwVFDlqALUYeEmrQlf0HfUfGGL3sK31347WIO9XpnXfsrfj4ey17VWHb7Z2342l6lBXUtZxyQNGp2ajCEqQz3RNFjVOWE6Y9sJquGIn8Z2z7f9jEhTt20XGAWdTuwrV+Laug19YgKGrGzCJoxHY1F70jxFRVQ//jiO1WvA33HtLU1YGEGfD3w+wvLzCb/0e2jMYQi/H31CPPrUVPSpqSjtFmEOtLYStNvRxcbib2ikcs1y6t54HfPWfaEyLWb45yVGdqVpiKv18sMvAgxv17niNGnYmRvOpxfG0GJRCIhAqJfeG/DS4m0hPiye4VHDGR8/nsmJk4kNi+3Roc+nrOkgbHoF1j6nBu5518CMe9Xfz2AV8ENzqbocQGOxmmmyuVwN6jwtak+aCKrBW3MZ+A5PVUGjV+ev2RLVDIw6k/o3YYpQb+bIw8k4Dv3frN4XeguujRup+8cLOFatAo2GsEmTiLziCsIvmoOiU0chCSEIiEConfQFfDh9TqqcVTR5mnD5XWrA5neFbq3eVpo8TVQ5qii3lx/VS2TSmki0JGLWmTHrzJh0JkxaE1aDFZvBhkVvwaa3YTFYiDfHk2JNIdIUiVVvxag1DpzP6yDi8ruwe+3dOi/s93X2esuAGqaC+kdo99nVwK9dAFjrqqXcXs7exr1UOCpCQ8Da02l0JFmSSLGmkGxNRq/RqxNF2yah+oWfZk8zm2s2h07wQD1BSgxLJC08DbPWTIOngYSwBGZnzGZq8lQijB0zXG5eVsqa9/Yy59YxDBkf3+3X2FTtpGx3I4qiDvsr29VI8bY6PI6OX7C6tiDA7wui1WvIOTuZCbPT++7EWgi1sfa0Ym8pp3jvxzjK1jGxqggdgM4MOgMBdzNlOh0HrJFsjE7lWz0MixzGnVN+Q0JU9nEPUeWoYsXBFbj8LvY372dl2coOjWhmuJoE4EDzAfxC7Vn1Bry4/C7iwuL4/+2deXAc133nP2/uEzcwAAkQB0HwvkSKpCRKsmzJtiRbcsp2LCd2smvHyuGc5SR2NqmtSuJUebVOanejTbKO5WzibKzDR2RHthTJlknFIkVREsUDBECKJADiPgYYzAzm6n77xxtcJChyeIEEfp+qqWn0dDd6fmj0r7/v/Y5SrxHmGTsDQH1RPR9v+Tgfaf7IeX+3m5mzE2d5uv1pjo0c4/jo8TlhlCF3iPUV69lQvoENFRvYXLn5km9u2YxFd+sog51m1kgpBQq6jo4w2DmBw6EoqvRTvbKYxo0VRAcSdBwYYLR37oBF2bIgDRvLqVxRRKjUSzyaRjmgfkP5vL0RbxQs26Jromta/E29z65W6FIuKgOV0/mEVYEqloWWsSy0bNq5ux1uUrmUmW20UnREO3i9/3US51QjayhqYPfy3dxZe+d07u3lkMgmeKr9Kf715L/SWNTI3XV3s6liEw3FDbgcLjJWhtaRVs7EzpC1s8QzcQaTg3xp55cWq9i7annts3Pa19aWbGv9zmOmaEKgwswQaG1mArJJEyaWTRpRZ+dMufSpinvjZ01D41m+BjAPrqHqWY2K8+FhJfVmuWi5qRB3BaTfeYf4nr3khoexxsdInzxJuq0dnU6DyzUj5lwuPA31KKeL9IkTOEIhSj7+MfwbN+JZsQJnWRnOsjIcHjPIQzZ7ZTlRQPrUadId7cR7uyj6wAcJLV8BQCqXon20jTPH9jE20E00O07Pci9pcrgcrunQMFvbpK00XqeXoDtIf7Kf4yPH5/gNhSLgDhB0B6kOVtNQ1MB99fdxx7I7Fq51VGIYXvlLeP3r5udbfwXu/ILJ57qZsG0zQDHUAaPvmJDhxJApXpMaM7lu42fnNutWTnO9Fy0z4iyXMgMRvpKZwiQVq0wj+1AEHObvPNvPjaVN/tno5CgjqRFGU6NEU1FGU6Om8IiVmxFvdpaynjjr3x5j8+E4VSM5hosdfP1hP0frNFk7W1CBEJfDRZGniGJvMdWBapaFllEbrp1+1lweWk65b/4UHeHmQsTeDcZUzHDWztKX6OP4yHE6Y530xnvN1Hqid7oQyFRemVM58bv8bK3ayrbqbVT6Kyn3lbMstOyiD12x4UkOv3yW0d44vSfHqVtTygO/seny/7nTE6Z603g3lNRjl62mrzPJcHeciroQVfVFuL2mgMXkRBan24H3KhT7uChTAu/Ev8Ob34TBYzOfOT1Qfzusej803WNCHpTDhF50v5Z/HTBld8Hc4Ks3QO0O8zATikA4X3WqpH7eimWWbZnZqvFTlPnK2Fix8aI2zlgZ2kZNwZAfd/2YNwffxO/y86GmD/Fg04M0FjdS6i296W7EWms6oh08+86zPNn2JACrS1ebsMPytbSUtlAbqqXMV3bVv5vWmrPHo/R0RIn2m8GJzKRx3tVNxazeGaFpaxXxaIqejjE6jwzTe3Icbc+913kDLurWlREo8lC1IszKbVU3tPgD8917E710xbroiffQE+9hIDEwncMwmBycDt2Z/TAym9pQLbctu401ZWumi8tEAhFKfQtbnl3COAsL49xW7dIHHw1SUKSyr8SETIarTbPhyjVGwE3d+/xl4Lj80GdtWaRPnCDxs1fJ9pxFWzbYNtq2yA0OkTl1imyPCQ1WPh+OcAhvYxO+tWsJvfe9BLZvw4rFSLW2ktz/Gpkzp9G2xlNfT/nnfgVX6c3XQmAqlPmtwbeIZWLTxaJi6di0GIxlYgRcAbZXb2d16Wq8Ti8+lw+P08Pq0tVsqdpy1UPSx9PjdEQ76Ip1EfQEqfRXUpWz8B74Gm0nnuOM10+ifhfJ6g0ktUVzaTOPrH5kzv1ca319fVcmYSpN2paZhRvqMFUm4wNmlm74xNyZOHfQXNv+0vwsW6kZtJjq/Tbl++cZwIhlYnRPdNMd66ZromtOlNVIauS8onXnEvaEKfOVEXaHTb53PhTP7XDjduaXcVF/dIjNzxwmOBTnyK/dw8gda6a3cTvMayqlqMxXNnd2zuW7LuH9wo2BiL0liJWz6WmPcvKNQdr396McivLlQUqrg9z2cysJllygupJtmwpnQ+0mfGGi17xPRk3c+ViXCeWZjdMLdTugbqcZ8VIO87BQ1gTLt5smkteKVAxOvgjv/ARO7ZlJ4K/ZAls/ZUbjPMFLP4/kKPS8MSP+et4wzTNn43CZByCY6XHi8kH5SlPZCm1G0YOV5jya32d+vgTaR9v5l7Z/4blTz5G20oAJYVsRXkFduI4VRStYXbqazZWbqQ5WL7gInMhMcGr81HRfy95EL31x0zR5JDWCQvFw88P85pbfJBKMLMg5Wjmb/nfGCZWZpvPzkctaRPuSxMfShEq9pOJZjr/ax8DpcSYnsmTTFv6wm9W7ami+pYqK2tC8Iaw3E6lcimQuOV2+2ufy4XFceeXXa8UiFnvXJK99g8+vn2lqIrx7B8t//5dQjvzDp8tnipt4gua+5HCbh1lfyRWV3ddak+7oIP7yT0m1t5E924MzHEYF/FhDw2QHBsgNDYFlzsNZXGxm6hwK5XDiLC/DU19PYPt2wvfeizuyMPeLG42slWVf3z72dO/htf7X6J7oPi86aCodpCpQRZG3yBSdcgUIe8LUhmupC9dR7C3GoRz0xfvMwHKih2gqOqdcfdpKM5mbpG20jVPjpy7p/Hxa43F6idkZPtbyMX5106/ywpkXeLX3VQ4NHqK5tJlHNz7KpspN0yLkqmHbcPZ1OPUynN5rfPY5IeB4i8zzSHEtVKw2TbMrVpvZuGDldLiw1pqMnWEwOTidttOf6J9O3+lP9hNLx6YLz42lx+b8mkp/JXXhOurCdVQFqij1lU7P5pZ4S6YLfZT5TOXXQiIjrLExuj//m0y+8QbO8nJ8a9ZQ9kufJnjXXTfs/Vq4/ojYW8RYOZt4NMXkRBaXx0lZTYBTh4Z55ekOkuMZXB4Ha26rYdsHG+ZUOZxDLg0nfwxHv23eU2Mznzk9ZkQ3UG7EUnFdvkxvs7l5jp4yguj0KzBwhJnKGPnrRjmNCAqUm5e/1OxbtxNqt8+bPHzxL52FjufhrX8252tnzYNK453Q9B5ofA9UNBd+3PnQOl8NbtCI3Fiv6U8z1m1ErcNlEqbTcTNLODkKKDN6ONV01BMypax3/+4l5zqMpcY4PHyYrlh+xDA/ctgz0TNdqCPoDlJfVE99uJ6G4ga2VG1ha9VW/K5LE5aFkLbS042O20bbeH3gdVpHWudUXnQqJ5FAhJqQCUfeHtnOnbV3XrUS5guF1pqzbVEOv3yWrmMj2Ja5tl0eB01bK7n1wUZKqs4XkbZl47iE4kWXe05DXRPYtiZSX3RNc2BvFBar2INrk9e+deVK/aPPfJboN79J0QP3s+yrX52Tl1YI2raxRkyxE3tyktzoKLn+frL9/eT6+skODJDp6iTXayYa3XV1eOrqsBMJ7GQSV2UlrkgEV3UET309wV27cFcvnd62VxOtNTltooOS2SQHBw7yk66f0BnrZCA5QCKbmB4ovBQUCq/TO10F2Ov00ljcyLbINtaVraO+uJ5kNjmdnpLIJmgpbaGltIXQ8Emce7+Kbv8h/6sywtdDM88YzSXNbK7czP6+/dOFnADWlq3lrtq7uLv2btZXrC98RjI5CmcPQufP4Oh38gO8CqtmE8mGO8jUbCLoKcbpCTIYKmfMocjYGcbTJo+/P9FPf9K8DySMvVKWCWOfL8Um7A6b6IZghGKPSa+YPQBbV1RHbaj2mhfis9Npxp5+hlR7G8lX95Ht7cW/eTORP/kT/Bs3XNGxc9EoVjSKp7FRxONNjIi9q0xiPE3XsRHAVBssrQniuIyHrWh/gkzKomL5/LMEmVQOt9c5/c+XnczSuucdTh8ewbYgNakZH85gz7o/OV0OrJxNRV2IHR9uom5t6fyhZ7ZlRsKOfsdU3kqNmxCd1Q9A/W0mhKeo1uR7XOo/v20ZAWRbJmxi6Dh07jPiaDJqbtLJkZmZwfAy2PmrsO0/mSTlS+HsQfjer5nZx3ANbPgorP0w1N56xbkiVx0ra6qZHX4GjjwNKFj3ENzyS9Bw12WFQ2XtLB3RDg4PHeb0+Gm6Yl2ciZ2hN96LRuNyuNhYsZHtke2sL1/P2vK11ARrLngDz9m56T5z4+lxDg0e4sjwETPSa2cYSAzQl+hjJDUyZ78V4RVsrtzMypKVrCxZSVNxE8tCyxZFn7h3I5XI0nVshNhIionRFB37+7EsTWVdiEhjMSWRAA4HHH+1j6HuOFX1YerWml6GkaaiS6pcC6Yf5NQ9wbZsRnoTKKVIjKc58/Ywpw8PkxgzD3ShUi/N26po3h6hqj68aJ31YhZ714Ip/zjyxBMM/vevErrnHip/+7fwrV077/battGpFNn+AVLHjhF77jkm334bbVnYk5OQzZ6/k9OJq6oKd3U17ppqAjt3Eb73fbjKr06VZeHymLqvx9IxuiZMaOFEZgJLW9QEa6Zztcp8Zbgd7iu/Z/Qfgef/iO8Mv0lfcTUPbv4cjds+B04XWTvLnu49DCQHGE+P81rfaxwaOoStbULuED6Xj4ArwObKzWyLbGNbZBs1oRoGE4Mzomz0BP29B4lF3yExOUJCKZIOBwlvkITLQ1JbTM5THG8+XMo1HZoeCUYo8hRNi1y/y0+Fv4LqYPX0NkF38OIHvc7obJax736Pocf/Gmt4hMCOHWR7elAuF0UPfZjgjh3gcOCpr5/zv6i1Jn38OLHnXyCxbx/2ZBI7kSTXZwZpvOvWUvrJT1L0gQ9cv0bvwlVDxN5lkk1bHH65m+7jpqR7NmMzGcswMTr3puIv8tC4uYKK5SH8YQ/JWJrxwUnGhyaniz14fC6qGooIl3kZ7UvS2z5KdMAkvzscNiXBJCFvHLdKY9s2IxPFxDJlBFzj1AS7SWfdDE0uJ61DlLtO43fEcKsUZa5uip29+J3jpB1VDHpvp7jCzYbmIRwenwnLcfnMDJ3DaWbxzr5uQh4Tg2bWac2HYOPHzKzY9UgATwybUbnXv24EpycEWz8NOz5nZgHPZbANOn5khF77D00I5Qe/Ai0fNLNqNwNjXbDvf8Pb3zLCuqR+pnFtZYuZMb0CsZrIJnhr8C0O9B/gYP9BWkdap3MGSrwl1ARrppO/M1ZmOoRvvhHgcl/5dE+bqkAVNcEaqoPV1ARrqAnWUF9Uf21CMrU2s8rjPWZwIJOAUKVJfPfdmI4nMZ7m6J4eek+MMdg1QS5tbF5aE2TF2jL6T48zeMb0MnR7nSxvKSHSWEyozIttaSZGU7jcDkIlXiZG0wx1TTDYGSMeTVPTXMzy1aW07+ufc89xeRysWFdO4+YKlENx8uAAXa2j2JamqMJH87YIFXUh/CE3vpAHX9CFw+nA6VJ4Azdv/oaIvcKY7R9HnniC4b/5W+xEAv/2bRTdfz/K5SZz+jSTb79N6tgxdCYzZ39XdTXB3Xfg8Adw+P24qiO4SktRfj+ukhJcNTW4KipQzhtskE1YGLSGY9+FPY+ZvLlAOay+H9Z82DxbzOrpNpYa4z96/4NDg4fI2ab43Hy9xGZTZFmUKhcBbwnBQAXBYBUBb5Ep2+8ypfunmlwnsgks26IyUEmJtwSf00fYE6Y6WE25v/ymbJM0H9bEBMOPP05i/2t4mhqxomMk9++f2cDhILhrJ76Nm3D4/Uy8+CKpY8fA6SRwyy04S0tRPi++1atRHi9jTz9N+sQJlNtN4PbbCN1+O4Fdt+FtWbVoBxEXEyL2MI2cx4cncXucBIrPz0uxLJvOI6bR9FDXBEopxoeSTE5kqVwRxu114nQp/EUeymqC1G+owOlSDJyJ0XlkhM6jI2TTMwm5bq+T4ir/dPXJyYkMQ90T2DmNx52jynWCRtcrBHxZBlP1jOVqiNsVWJh+QCXBOBWlk0QnQgyMl+L35igtybJuXYaaxoCZPbMy+T4uOSPioqeh81WI9ZmKUefGrk8RikDDblj7ELR84JLzya4JfW8bEXT0O+Z7NN4Ny28x5xjrnSmeAiYHcNUH4J7/csM+/F+UbAra/g3e/Cc4vWdmvctnekht+Kh5havP3y/WY2xi54x4nxw1ZdAhH07qNuudHlLYdIyd4vhEJ62JHoasZL5Ihxe304vfHSDgDhHwhAjkG4uH3AHWeUqpsxTKV2xyeqZmYuODJj/S5TW/y86aEtV2FlAz4awOl9nPWwTefI+g5Agk8iGtSpntrbSpghYfMrPAiUGzfG71vynCy/K5Fi2m2e/UoIRSZgY1MTxTSdAbhuZ7TR5peNl1GxDQWpOMZchM5iiJBKbvMalElp6OKN3Ho3QfHyU2NOs7Kua0Xiqu8lO1IkyozMept4YYH5qkZmUx6+9chsvrxO11sqy5BJdn7gN2KpHl9NtDnDg4yNm26HnFZqYIl/mobioi0lRMdWMxFXUhnK6b48FHxF5hnOsfrViM6JNPMf7ss2TeMS0ElMeDb906/Js34QgXoTwe09qgvh7fxo2XHfYpLGFsG068AEe+bYqlpWMmR9RbZJqAV62D+jtMwbTa7dNVYvXwCc688++8cXYvIyPtRCaGqM7liJS1EFn1AIENH4XK1Qv97W54sj09pM+cAdsm+cYbTDz/ApmzZyGXw7uqmZJHHqHogQfmLWaktSZ11Mzqx19+mUxnJwDOigqCO3cSvG0XrkgEncvha2nBvXz5df52wruxJMVeNmPRvr+fno4oseEU0f4E2ZQRY/6wm9o1ZTRtqcTlcTA2kOTwT86aUXavk0iDCYXy+l1suW8F1U0XL4Nv25rJiQzJWIZAkWkyrTJx6HjBhEl27iOXnCCd8xFwRFGNd8LdfwgNd156mGSh2JYRgVPNONEmhy5Ude1+5+US6zMC6Oi3TR7glKCpWA2bfh42P2LOezGRHDUhrkPt5r3zZ9D7lvmsar2pChbrMTNdyeGFPVeUEVG5lPnbONxGcE2FbU6Vb7cyxqFf9HAOM/IbrDKzd8Eq8/edSqQPlJsHhIm+vI06zPtwx/kFc6bOL1BuEu4Tg0ZggrneK1aZMN+SFWYW2RM0+aeesHn3l85UY3P7zAg1XPx/xMqZ2dj5ttPanKc7cN6MbTZjkYimcTgVwVIvVtYmMZYm4E7ijbXBYCuMnkYXLScZWEuwac28DaQvRHoyRyKaZjKeIRXPkkpk0bYmk7IY7Jxg4PQ48aiZ0XW6HZQvD1ES8VNcGaCkyo8vaIS0N+imuMKPN+i64lHdbNqiq3WEYImXSEPRZR1PxF5hXMg/aq3JnDmDw+vFFYnIzJxw7chl4MxeOPGiyWPXGvoOQf9RzCiXMgO3GkiPm308YVix08wKttwPxSIorhStNXYigSMYLOjem+3tJbFvP4n9+0ns34c1NPc5xNvSQmD7Nrxr1+KqqMBVVoZv3TqU++aNILmZWbRirynSqP/pD/6UDR/aRsma9aZhcnec9gP9tO/rJ5XIEi73UVzppyQSoHJFmFzGPPB0Hh0hFZ+Z+apuKuKWDzawYl3ZlY10T0ah/UfQ+n1TIdJKmwfZ5ntnHmRX32+qRArzY+VMON8Vlvm+KRlsg/bn8mG2w+Y6KV5u8ieLl5s8RafHiCp/qbmmlMPMbk3NtllpI768oZkZNuUwYZGZuCkmk0lAZsI446mKotrKF9KpyG8XM8uhiBFRlzpDlkubWcB0zDj4KRE2FTqjdb64zWX8bbU2Qs62mJ4Sc7iMLaZElW0Z0Txw1ITP9h2GnoPmf/NiOFwzYjZcbUadUzFjW+Uw4tHhNO1H0jFzjVauNjZ2uMxn2ZR5oEkMmWN6Qubzqdd0U96YEaa5jPku6Zn+eLj8c2c5vcXmAajxLpNXO1+4cwHEoyn6T8XoPz3OcHec8aGkEYDz3O4Dxab1hNPlIJux8fic+IJuvPnw0NGeOJlUjg131U6HlgKcPjxM97ERJkZTnO0Ymw5xLYkE2Pr+Fay5raagXGcRe4UhBcyEG5bJMROx0/uWGfS0c7BsixmUq2i58fLvBTNIdOoUVsz4qcm3DhF/ZS+pI0ex4zMDsI7iYkJ33UVg+3b8mzbirq3FGQ4v1GkvKRat2GuuadS///DfYuNkefgMo9k6kikPDic0rC9h831N1DQXzzuSYVs2g52mz1SgyEO43HdpIx5amzyz/X9jZlw8QfAEzAPcyEnTxwVtHs7XPWRCJet2yM1LEBYaK2dE7LTgzQva1LgRgpNRs97hMmJ6ot8ILm+RCV+1LSOIbXtmRjDWa/7nc5N50WzN9GisXD1X+KYnzMvKmFk6T9jMarrys4nFtRBZZ2Z1w9XmIWiozRQ66jsMXfliRwCRDSbXdtV9ZnlWPszlkstaxIZSZFI5tDah57HhSYa74wx1m3ul0+Ugm7ZIxbOkk1lz2pV+bFszMZKiJBJg9c4Io70JThwcxONzEi73EWkoYtWtEWIjKY690svgmRil1QFCpV7SkxYutwOP30WoxIs/7EZrc4+2cho0OFyKOz66SsReAYjYEwThWqNtm2xPD9bYGNnePuI//SnxvXuxRmaKujkrKwjedhuh3bsJ3n47roqbu0L3jcqiFXvbt2/Xe77/LG89s4/OU5pK1Uqt522afK/hc8SheIV5eIqsN/3OVuy6vFBA25opDtL+Q/PAFawyxTWyCcgkITtpwsSWbYVV98KyW268UElBEG5uop3Q9hwc/4ERf0YJQeVaWLbZ3OdqthixeY1zcbWtsSwbl9uJbdmcfHOQY3t76T0xhsOpuPXBBm75QP157Se01px6a4hDL3Wjtcbjd5HLWGQmc8SjadLJHChwOh04nAoU2Jbm1x+/R8ReAYjYEwRhIdBak+3sJNXaSravn1RrK4lXX8WKmuiawM6dVHz+N0zVUOGqsajF3hxnNjlmSgDHByB6xuS+DLQacTaVR1R7K+z8NVj38PyVJ1PjMHAMUCbEquMF09MtOWIequrvMAU0Nn3iqoymC4IgXBbxQejab0JGew+Z99m5ipWrobTBhAKHa0zF1+W3mD6XVzIQpbWZdYyeMffWnoMm57ayBSIbiPvWQmkDoYrLK1mubT1v30AJ4ywMEXuCINwoaNsm1Xqc+N49RL/1LayhYVzV1XibmvA0NeFpbMBZVITy+fDU1eFpaMDhk2fsQlg6Yu9CZFPQf9gUwHjzmzD6jqkI9dBfm2pQVs5UgzzwNeh90+TTTOErhlXvN2X+m++99H5wgiAI1xOtYfzsjPjrP2x+jvWaHNgpgpXQfJ/J//OX5ovVhGZCVWM9Jt9xYsCEnToc4PTmB9E6jcjLTMwczxMyBWRGT81UAHa4jLis3mjum6vuu+I8ZRF7hSFiTxCEGxE7lWL8e98j+dZbZE6dJnPqFHYyed52jmAQZ1kZnrpaPCubCd25m8COHSICL4CIvdnYtil9//yXzENQuNo84CQGTSjUuofM7J/TbSrpLdt6fXrPCYIgXCsySRjrhO4DJuf45EtzBeB8+EqMkEObMPVQlZkpnPNqNNVOHU5TaGa4wwjF4Q4YPW2KMMR6zPGq1sOWX4Dt/9nkOheIiL3CELEnCMLNgNaa3NAQdiKBnUyS7eoi09lJbnQUa3iEzNmzpE+cQE9OgsuFt7GRwK3bKf3Up/E2NS706d8wiNibj1QMDvwfM1KdS5mwztUPLr3qj4IgLD2snJmJy+SLxqTjpnCMw2nykSPrr04vS61h8DicfBHafgjd+0111rv+EG79bEEDaSL2CkPEniAIiwU7nSZ54ADJ1w+Sam8juW8/Opul6P4PUvXFL+KORBb6FKex4nHSbW1kus+iHApXdQ0AdnwCZ1ER7uXLr2rbG2tiguSBAxTde+/CiD2lVBnwFNAAnAF+XmsdPWebOuCfgGrABr6mtf6fl3J8cWaCIAg3Ed0H4CdfhtN7oHLNTP50oOyiu4rYKwzxj4IgLFZyw8OM/vM/M/oP/xfldFLyiU8QuvsuAtu2XfM+f9neXqLPPIM1PIw1YdpOKI8bd1UV2b5+Jl56CZ1Ov/tBXC7c1dV4VqzAs3IlRQ/cj3/LlkvqCmCNjRF98klSbe1ku7pItbWBbbOuvW3BxN5jwKjW+itKqS8BpVrrL56zTQ1Qo7V+UykVBt4APqK1br3Y8cWZCYIg3GRobaoav/SnMNxueho2vw82fMz0IPWG5t1NxF5hiH8UBGGxk+nuZvCxx5j46R7IZnGWlVH04IMUP/QQvg3ryZw8SezFF7HjCZTTSXD3bgLbt13WrJq2baJPPsnQV/8SO53GVVaGIxQChwM9OUluaAgVCFD84AOE7rkHT12dCVHt6wOHA0cwhDU+Tra3h2xPL9mzZ8l0dZkQ1VQKb0sLlb/3u4Te8545oi8XjTL21NNkursAmPj3F7HjcTz19biXLcO/ZTOBXbsI7dy5YGKvHXiP1rovL+p+qrVefZF9ngUe11q/eLHjizMTBEG4SdHaFJE58gwc/a7J7XMHTP/A3b9n2ubMQsReYYh/FARhqWAnEiT27WP8354j/pOfoDMZXJWV5IaGQCmUz4fO5SCbxVVdTc2Xv0xo9x2XfPzkm28y8OW/INXaSvD226j+sz/HU7t8zjZaa9AaVWA6mBVPEPvRDxl94htkzpwhcNsuIl/8Iu7qaob/9u+IPvUUOpXCVVWFzuXw37KVyt/6bXyrW+YcZ8Fy9pRSY1rrklk/R7XWpe+yfQOwF9igtY5dYJtHgUcBVqxYsa2zs/Oyz08QBEG4AbBt0zfwyDNw5Num4f3aD8OOR6Fht3HWIvYKQsSeIAhLESsWI/b88yReeQX/1lso/rmP4CotxU4mie/dy9Djj5M5+Q7B3bvJ9vZipybxNjfja2nBm395mprQ6TSpY62MfOMJEntfwVVdTdUXvkDRhx68pHDLQtHZLNGnnmb48cexxsdxBALYk5MUP/ww5Z/9DN7m5nfd/5qKPaXUS5h8u3P5Y+AfL1XsKaVCwB7gL7TW372UkxNnJgiCsMhIjsK+x+H1J0zFUJcftIX6r8Mi9gpA/KMgCML52KkUg1/9S+Kv7MW7shlHIED6xAnSp05Bdqp9kMMMQgLOkhLKPvMZyj71izgCgWt+flYsxsjf/z3Zvn7KH/0cvpaWi+/Ews7sXVIYp1LKDfwb8ILW+q8u9fjizARBEBYp2Uk49q/QfwScbtT7/0zEXgGIfxQEQbh0dDZL5swZUh0dpE+exBEI4G1qIrhrF45g4e2CrjdXIvZcV/i7vw/8MvCV/Puz526gzFzoE8DxQoSeIAiCsIhx+2HLJ4FP5lf82UKejSAIgrCIUW433lWr8K5atdCnct250qZzXwHuU0qdAO7L/4xSaplS6of5be4APg28Vyl1KP964Ap/ryAIgiAIgiAIgvAuXNHMntZ6BHjfPOt7gQfyy/8BXP1MR0EQBEEQBEEQBOGCXOnMniAIgiAIgiAIgnADImJPEARBEARBEARhESJiTxAEQRAEQRAEYREiYk8QBEEQBEEQBGERImJPEARBEARBEARhEXJFTdWvNUqpIaBzoc8DKAbGF/ok5qECGF7ok5gHsVdhiL0KQ+xVGDeLveq11pULdTI3G+IfL4r8PxbGjWovEJsVitirMG4We122j7yhxd6NglLqa1rrRxf6PM5FKXVQa719oc/jXMRehSH2KgyxV2GIvYRriVxfhSH2KhyxWWGIvQpjKdhLwjgvjR8s9AncZIi9CkPsVRhir8IQewnXErm+CkPsVThis8IQexXGoreXiL1LQGu96C+Eq4nYqzDEXoUh9ioMsZdwLZHrqzDEXoUjNisMsVdhLAV7idi7ufnaQp/ATYbYqzDEXoUh9ioMsZdwLZHrqzDEXoUjNisMsVdhXDV7Sc6eIAiCIAiCIAjCIkRm9gRBEARBEARBEBYhIvZuIJRS31BKDSqljs5at1kptU8pdUQp9QOlVNGszzblPzuW/9yXX/8JpdTh/PrHFuK7XA8KsZdS6heVUodmvWyl1Jb8Z2Kv8+3lVkr9Y379caXUH83aZ0nYCwq2mUcp9Q/59W8rpd4za59FbzOlVJ1S6uX89XJMKfU7+fVlSqkXlVIn8u+ls/b5I6XUSaVUu1LqA7PWL3p7CYUjPrIwxEcWhvjIwhD/WBgL6iO11vK6QV7AXcAtwNFZ614H7s4vfwb48/yyCzgMbM7/XA448+9dQGV+/T8C71vo77bQ9jpnv43AqVl2E3udf339AvBkfjkAnAEalpK9LsNmnwf+Ib9cBbyBGVBbEjYDaoBb8sthoANYBzwGfCm//kvAf8svrwPeBrxAI/DOUruHyavga0x85DWy1zn7iY+8+PW15H2k+MeC7bVgPlJm9m4gtNZ7gdFzVq8G9uaXXwQ+ml9+P3BYa/12ft8RrbUFNAEdWuuh/HYvzdpnUVGgvWbzSeBb+WWx1/z20kBQKeUC/EAGiLGE7AUF22wd8OP8foPAGLCdJWIzrXWf1vrN/PIEcBxYDjyMcUbk3z+SX34Y87CU1lqfBk4CO1gi9hIKR3xkYYiPLAzxkYUh/rEwFtJHiti78TkKPJRf/jhQl19uAbRS6gWl1JtKqT/Mrz8JrFFKNeRvQh+Ztc9S4EL2ms0nmHFkYq/57fVtIAH0YUaQvqq1HkXsBRe22dvAw0opl1KqEdiW/2zJ2Uwp1QBsBV4DIlrrPjDODjOqC8bJdc/a7Wx+3ZKzl3BFiI8sDPGRhSE+sjDEP14C19tHiti78fkM8Hml1BuYad9Mfr0L2A38Yv7955RS79NaR4FfB54CXsGEFuSu90kvIBeyFwBKqZ1AUmt9FEDsdUF77QAsYBkmfOALSqkmsRdwYZt9A3MzPgj8D+BVILfUbKaUCgHfAX5Xax17t03nWaeXmr2EK0Z8ZGGIjywM8ZGFIf7xIiyEj3Rd3qkK1wutdRsmHAWlVAvwYP6js8AerfVw/rMfYmKnf6xNg8gf5Nc/irkhLQnexV5TPMLMiOXUPmIvzrPXLwDPa62zwKBS6meYkItTS9lecGGbaa1zwO9NbaeUehU4kf9sSdhMKeXGOLH/p7X+bn71gFKqRmvdp5SqAQbz688ydzSyFuiFpWMv4coRH1kY4iMLQ3xkYYh/fHcWykfKzN4NjlKqKv/uAP4E+Lv8Ry8Am5RSgfw07t1A6zn7lAK/AXz9ep/3QvEu9ppa93HgyQvsI/aasVcX8F5lCAK7gLZz9lly9oIL2yz/vxjML9+HGbVcMv+TSikFPAEc11r/1ayPvg/8cn75l4FnZ61/RCnlzYf1rAIO5I+16O0lXB3ERxaG+MjCEB9ZGOIfL8yC+sjrWYlGXhet1PMtTPx3FqPoPwv8DqZiTwfwFUDN2v5TwDFMjPRj5xynNf96ZKG/1w1kr/cA+y9wHLHXLHsBIeCZ/PXVCvzBUrPXZdisAWjHJF2/BNQvJZthQuU0pgLiofzrAUzlsB9jRnF/DJTN2uePMRXG2oH7l5K95FX4S3zkNbeX+EjxkdfKXkvaP+a/54L5yKk/giAIgiAIgiAIgrCIkDBOQRAEQRAEQRCERYiIPUEQBEEQBEEQhEWIiD1BEARBEARBEIRFiIg9QRAEQRAEQRCERYiIPUEQBEEQBEEQhEWIiD1BEARBEARBEIRFiIg9QRAEQRAEQRCERYiIPUEQBEEQBEEQhEXI/wdh9RLoGBzzbQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": "2021-02-02T06:52:51.488577Z", "iopub.status.busy": "2021-02-02T06:52:51.486875Z", "iopub.status.idle": "2021-02-02T06:52:52.334881Z", "shell.execute_reply": "2021-02-02T06:52:52.336161Z" }, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "array([],\n", " dtype=object)" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": "2021-02-02T06:52:52.341679Z", "iopub.status.busy": "2021-02-02T06:52:52.340028Z", "iopub.status.idle": "2021-02-02T06:52:53.876297Z", "shell.execute_reply": "2021-02-02T06:52:53.877543Z" } }, "outputs": [ { "data": { "text/plain": [ "array([],\n", " dtype=object)" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": "2021-02-02T06:52:53.883165Z", "iopub.status.busy": "2021-02-02T06:52:53.881543Z", "iopub.status.idle": "2021-02-02T06:52:53.891136Z", "shell.execute_reply": "2021-02-02T06:52:53.892319Z" } }, "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": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 2 }