{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## TVP-VAR, MCMC, and sparse simulation smoothing" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:19:25.390681Z", "iopub.status.busy": "2024-04-18T11:19:25.389355Z", "iopub.status.idle": "2024-04-18T11:19:30.048529Z", "shell.execute_reply": "2024-04-18T11:19:30.047757Z" } }, "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": "2024-04-18T11:19:30.053731Z", "iopub.status.busy": "2024-04-18T11:19:30.052524Z", "iopub.status.idle": "2024-04-18T11:19:30.156181Z", "shell.execute_reply": "2024-04-18T11:19:30.155501Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 2 M = 10\n", "\n", "At X0 0 variables are exactly at the bounds\n", "\n", "At iterate 0 f= 2.40814D+00 |proj g|= 1.27979D-01\n", "\n", "At iterate 5 f= 2.24982D+00 |proj g|= 9.50561D-04\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 2 7 9 1 0 0 2.953D-07 2.250D+00\n", " F = 2.2498167187365663 \n", "\n", "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n", "sigma2.irregular 3.373368\n", "sigma2.level 0.744712\n", "dtype: float64\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " This problem is unconstrained.\n" ] } ], "source": [ "# Construct a local level model for inflation\n", "mod = sm.tsa.UnobservedComponents(dta.infl, 'llevel')\n", "\n", "# Fit the model's parameters (sigma2_varepsilon and sigma2_eta)\n", "# via maximum likelihood\n", "res = mod.fit()\n", "print(res.params)\n", "\n", "# Create simulation smoother objects\n", "sim_kfs = mod.simulation_smoother() # default method is KFS\n", "sim_cfa = mod.simulation_smoother(method='cfa') # can specify CFA method" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The simulation smoother objects `sim_kfs` and `sim_cfa` have `simulate` methods that perform simulation smoothing. Each time that `simulate` is called, the `simulated_state` attribute will be re-populated with a new simulated draw from the posterior.\n", "\n", "Below, we construct 20 simulated paths for the trend, using the KFS and CFA approaches, where the simulation is at the maximum likelihood parameter estimates." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:19:30.166248Z", "iopub.status.busy": "2024-04-18T11:19:30.159997Z", "iopub.status.idle": "2024-04-18T11:19:30.263065Z", "shell.execute_reply": "2024-04-18T11:19:30.262313Z" } }, "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": "2024-04-18T11:19:30.267876Z", "iopub.status.busy": "2024-04-18T11:19:30.266780Z", "iopub.status.idle": "2024-04-18T11:19:32.509059Z", "shell.execute_reply": "2024-04-18T11:19:32.508182Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the inflation data along with simulated trends\n", "fig, axes = plt.subplots(2, figsize=(15, 6))\n", "\n", "# Plot data and KFS simulations\n", "dta.infl.plot(ax=axes[0], color='k')\n", "axes[0].set_title('Simulations based on KFS approach, MLE parameters')\n", "simulated_state_kfs.plot(ax=axes[0], color='C0', alpha=0.25, legend=False)\n", "\n", "# Plot data and CFA simulations\n", "dta.infl.plot(ax=axes[1], color='k')\n", "axes[1].set_title('Simulations based on CFA approach, MLE parameters')\n", "simulated_state_cfa.plot(ax=axes[1], color='C0', alpha=0.25, legend=False)\n", "\n", "# Add a legend, clean up layout\n", "handles, labels = axes[0].get_legend_handles_labels()\n", "axes[0].legend(handles[:2], ['Data', 'Simulated state'])\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Updating the model's parameters\n", "\n", "The simulation smoothers are tied to the model instance, here the variable `mod`. Whenever the model instance is updated with new parameters, the simulation smoothers will take those new parameters into account in future calls to the `simulate` method.\n", "\n", "This is convenient for MCMC algorithms, which repeatedly (a) update the model's parameters, (b) draw a sample of the state vector, and then (c) draw new values for the model's parameters.\n", "\n", "Here we will change the model to a different parameterization that yields a smoother trend, and show how the simulated values change (for brevity we only show the simulations from the KFS approach, but simulations from the CFA approach would be the same)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:19:32.514414Z", "iopub.status.busy": "2024-04-18T11:19:32.513981Z", "iopub.status.idle": "2024-04-18T11:19:33.755082Z", "shell.execute_reply": "2024-04-18T11:19:33.754275Z" } }, "outputs": [ { "data": { "image/png": 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8oosuUu3atVMVFRWNtnX22WerrKysdDvmz5+/w7JKJY9/z549d3hPCoVCqmvXrmrMmDHpaal+cs455+ywb02932xr9erVKisrS40ZMyZ9bicSCRWNRhvNV11drQoKChr1xfLycgWom2++eZfbXbhwoQLUxRdf3Gi+6667TgHqgw8+SE8rKira4dwrKytTLpdL/eY3v2l2X5RSauXKlQpQjz76aKPpJ598surSpUv6WDb13jx69Gh12GGHNeoHtm2r4cOHq549e6anNfd+O3DgwEbH7fHHH1dAo/Otqe229D34pZdeUoC6//7709Msy1KjRo1qsg9tLxKJKMuyGk0rLi5WLpdrh21v729/+5sCVHl5ebPzpI5Lv379Gp3L55xzjtI0TY0fP77R/EcddZQqKipKP25pHykrK1NOp1OdeOKJjfbn73//uwLUk08+mZ42YcKERtvYvq2HHnpoo9fsgQceUID67rvvlFL77jxsSuqzcfvvDUr9cA7MmTOn0fTd/Vxp06aNqqqqSs/36quvKkC9/vrr6WkDBw5U7dq1a/Q5+e677yqgyWMnhBBCHMyknIsQQgjRAmPGjOHzzz/n5JNPZtGiRdx9992MHTuWDh06tPh2/IsuuqhR1vGwYcNQSnHRRRelpxmGwZAhQ1i3bt0+a/u2dU5ra2upqKhg5MiRrFu3jtra2t1e39dff01ZWRmXX355o/q7EyZMoHfv3rz55ps7LHPppZc2ejxixIhG+5idnU0wGOS9997brbaksms//vhjIJlxPnToUMaMGZMud1BTU8OSJUvS8+6pX/7yl41evxEjRmBZFhs2bNjpctse/0gkQkVFBUceeSQA33777R61ZdasWYwYMYKcnBwqKirSPyeccAKWZaWPR8oZZ5yRLo+xvaZem8rKSurq6prch33RhzRNY/Lkybz11lsEAoH09BdeeIEOHTqkyxS899571NTUcM455zTaT8MwGDZsWKMSIDvzy1/+Mp0ZCXDZZZdhmiZvvfVWk/tYX19PRUUFI0aMIBQKsWLFikbrc7lcTJs2bYft7M46/H4/Z599dvpxr169yM7O5tBDD2XYsGHp6anfU+eLUoqXXnqJk046CaVUo+MyduxYamtrd9mvFi5cyOrVqzn33HOprKxMLx8MBhk9ejQff/xxo/INsGM/2ZVgMMhpp51GTk4Ozz33XPrOAsMw0vX4bdumqqqKRCLBkCFD9vh8SL2O1157baPpv/nNbwB2eE/q06dPo/eDvLw8evXqtcv33UMOOYRhw4bx7LPPpqdVVVXx9ttvc9555zV7V0lVVRUffPABZ555ZrpfVFRUUFlZydixY1m9evUOpbBSUu+3l156aaNxDKZOnUpWVtZO27utXb0Hz5kzB4fDwSWXXJKeput6+k6TXXG5XOh68k9Ly7KorKxMl2XZ1euaunPp1Vdf3aHfbe+CCy5odC6nPkcvvPDCRvMNGzaMjRs3kkgkgJb3kffff59YLMbVV1+d3h+ASy65hMzMzCY/35ozbdq0Rq9Zqs+ljvuBOA+b07VrV8aOHdto2u5+rpx11lnk5OQ0u38lJSUsXLiQKVOmNOqrY8aMoU+fPvtkP4QQQogDScq5CCGEEC00dOhQXn75ZWKxGIsWLeK///0vf/vb35g0aRILFy7c5R+FnTt3bvQ49Ufl9rfjZ2Vl7VCveW/MmzePm2++mc8//3yHGtS1tbW7FYgB0kHjXr167fBc7969+fTTTxtNc7vdOwRwc3JyGu3j5Zdfzosvvsj48ePp0KEDJ554ImeeeSbjxo3baVsKCgro2bMnn3zyCdOnT+eTTz7h+OOP59hjj+XKK69k3bp1LF++HNu29zqIvv3rlwoe7Oq1qqqqYsaMGTz//PM7DEK7JwFogNWrV7N48eJmA+Pbb6dr167Nrmtn+5WZmQns+z4EyQDM/fffz2uvvca5555LIBDgrbfeSpcGgOR+AowaNarJdaTatys9e/Zs9Njv99OuXbt0TXxIlpT405/+xAcffNDoAgLs+Dp16NChyYFZd2cdHTt23CHompWV1eT7AfzQz8rLy6mpqeHxxx/n8ccfb3J/t3/9t5c6rjsr1VFbW9soQLazPtSUSy65hLVr1/LZZ5/Rpk2bRs89/fTT/PWvf2XFihXE4/E93kbKhg0b0HWdHj16NJpeWFhIdnb2Dhe6tu/zsON7UnMuuOACrrjiCjZs2EBRURGzZs0iHo9z/vnnN7vMmjVrUEpx4403cuONNzY5T1lZGR06dGhy32DHPuxwOOjWrdsu2wstew/esGED7dq122GA3O2PaXNs2+aBBx7gkUceobi4uFG99e1f/+2dddZZ/Otf/+Liiy/mhhtuYPTo0Zx++ulMmjSpUSAbdu9z1LZtamtradOmTYv7SHOfb06nk27duu3younO2rr9Z8aBOA+b09R6dvdzZVf711zfBVp0cUUIIYQ42EgQXQghhNhNTqeToUOHMnToUA455BCmTZvGrFmzuPnmm3e6XCoTsyXT1Ta1TpvLbtx+ULimrF27ltGjR9O7d2/uu+8+OnXqhNPp5K233uJvf/vbLrP+9oXm9ntb+fn5LFy4kHfeeYe3336bt99+m6eeeooLLriAp59+eqfLHnPMMcydO5dwOMw333zDTTfdRL9+/cjOzuaTTz5h+fLl+P1+Dj/88P2yH9u+Vk0588wz+eyzz/jtb3/LwIED8fv92LbNuHHj9vj427bNmDFjuP7665t8/pBDDmn0eNsM6e3tar/2Vx868sgj6dKlCy+++CLnnnsur7/+OuFwmLPOOis9T2rd//73vyksLNxhHaa5b77K1tTUMHLkSDIzM7n11lvp3r07brebb7/9lt/97nc77GNTx3N317E77wfww+uRWs8vfvGLZoNvO6sdvu067rnnHgYOHNjkPNvXd95ZH9reAw88wHPPPcczzzyzw/qfeeYZpk6dyqmnnspvf/tb8vPzMQyDO++8k7Vr17Z4G01p7r1ye3t6LgOcffbZXHPNNTz77LP84Q9/4JlnnmHIkCFNXlRMSR3v6667bofs35SWBqv3REveg/fWHXfcwY033siFF17IbbfdRm5uLrquc/XVV+/yPcLj8fDxxx/z4Ycf8uabbzJnzhxeeOEFRo0axbvvvtuo/Xt63qS0tI/sCy09l/fXebgzTa1ndz9X9uY8EkIIIX6MJIguhBBC7IUhQ4YAyduW95dUdldNTU2j6S3JiHv99deJRqO89tprjbLGmiqD0dLgQlFREZAcmGz7DOGVK1emn99dTqeTk046iZNOOgnbtrn88sv5xz/+wY033rjTANOIESN46qmneP7557Esi+HDh6PrOsccc0w6iD58+PBdBpL2R3ClurqauXPnMmPGjEYD3KUyEHeluTZ1796dQCCwwyCO+8P+6EMpZ555Jg888AB1dXW88MILdOnSJV3qBpL7CcmLLHuzr6tXr+b4449PPw4EApSUlPB///d/AHz00UdUVlby8ssvc+yxx6bnKy4ubvE29sU6WiIvL4+MjAwsy9rlMdlZ/4FkJv++7kOffPIJ1113HVdffTXnnXfeDs/Pnj2bbt268fLLLzdq3/YXIXenLxUVFWHbNqtXr240eOLWrVupqanZ4/ekpuTm5jJhwgSeffZZzjvvPObNm7fDgIvbS2WMOxyO3T7eqbavXr260fttPB6nuLiYAQMG7N4O7GQ7H374IaFQqFE2+po1a1q0/OzZszn++ON54oknGk2vqamhbdu2u1xe13VGjx7N6NGjue+++7jjjjv44x//yIcffrhP+mhL+8i2n2/bZvrHYjGKi4sbtWVvPzP253m4J23b158r2/bd7a1cuXKfbEMIIYQ4kKQmuhBCCNECH374YZPZVak6qzvLQtxbRUVFGIaxQz3SRx55ZJfLpgLH27a9traWp556aod5fT7fDoH6pgwZMoT8/Hwee+wxotFoevrbb7/N8uXLmTBhwi7Xsb3KyspGj3VdT2fTbruNpqTKtNx11130798/fXv/iBEjmDt3Ll9//XWLSrm0dP93R1PHH9hl0G1XbTrzzDP5/PPPeeedd3Z4rqamJl0HeF/YH30o5ayzziIajfL0008zZ84czjzzzEbPjx07lszMTO64445GZT9SysvLW7Sdxx9/vNHyjz76KIlEgvHjxwNN72MsFmvROZayL9bR0u2cccYZvPTSSyxZsmSH57c9Jj6fD9jxAtzgwYPp3r079957b6Oa9E2tY3eUlJRw5plncswxx3DPPfc0235ofJy+/PJLPv/880bzpQK5LelPqYsh259X9913H8AevSftzPnnn8+yZcv47W9/i2EYjWrbNyU/P5/jjjuOf/zjH01ecN3Z8R4yZAh5eXk89thjxGKx9PSZM2fu0/ersWPHEo/H+ec//5meZts2Dz/8cIuWNwxjh/e5WbNmNVvrfVtVVVU7TEtlZu/q/b+lWtpHTjjhBJxOJw8++GCj/XniiSeora1t1Jd8Pt8el+SC/XceptoGLTt/Uvb150q7du0YOHAgTz/9dKPj9N5777Fs2bLdWpcQQghxMJBMdCGEEKIFrrzySkKhEKeddhq9e/cmFovx2WefpbNnmxpkcF/Jyspi8uTJPPTQQ2iaRvfu3XnjjTd2WfcY4MQTT0xneE+fPp1AIMA///lP8vPzdwjmDB48mEcffZTbb7+dHj16kJ+f32QtaofDwV133cW0adMYOXIk55xzDlu3buWBBx6gS5cuXHPNNbu9jxdffDFVVVWMGjWKjh07smHDBh566CEGDhzYKGuwKT169KCwsJCVK1dy5ZVXpqcfe+yx/O53vwNoURC9pfu/OzIzMzn22GO5++67icfjdOjQgXfffbfF2cnNtem3v/0tr732GhMnTmTq1KkMHjyYYDDId999x+zZs1m/fn2Lsj9bYn/0oZRBgwbRo0cP/vjHPxKNRhuVcoHk8Xv00Uc5//zzGTRoEGeffTZ5eXl8//33vPnmmxx99NH8/e9/3+U+xGIxRo8ezZlnnsnKlSt55JFHOOaYYzj55JMBGD58ODk5OUyZMoWrrroKTdP497//vVtlCfbFOlrqL3/5Cx9++CHDhg3jkksuoU+fPlRVVfHtt9/y/vvvp4OS3bt3Jzs7m8cee4yMjAx8Ph/Dhg2ja9eu/Otf/2L8+PH07duXadOm0aFDBzZv3syHH35IZmYmr7/++m6366qrrqK8vJzrr7+e559/vtFz/fv3p3///kycOJGXX36Z0047jQkTJlBcXMxjjz1Gnz59GgUSPR4Pffr04YUXXuCQQw4hNzeXfv360a9fvx22O2DAAKZMmcLjjz+eLqvz1Vdf8fTTT3Pqqac2ugthX5gwYQJt2rRh1qxZjB8/nvz8/F0u8/DDD3PMMcdw2GGHcckll9CtWze2bt3K559/zqZNm1i0aFGTyzkcDm6//XamT5/OqFGjOOussyguLuapp55qcU30ljj11FM54ogj+M1vfsOaNWvo3bs3r732Wrov7SqzeeLEidx6661MmzaN4cOH89133/Hss8+2qI233norH3/8MRMmTKCoqIiysjIeeeQROnbsmB5keG+1tI/k5eXx+9//nhkzZjBu3DhOPvnk9HvG0KFD+cUvfpFe5+DBg3nhhRe49tprGTp0KH6/n5NOOqnFbdJ1fb+ch5C8CGEYBnfddRe1tbW4XC5GjRq10766Pz5X7rzzTiZMmMAxxxzDhRdeSFVVFQ899BB9+/Zt8sKBEEIIcVBTQgghhNilt99+W1144YWqd+/eyu/3K6fTqXr06KGuvPJKtXXr1kbzFhUVqSlTpqQfP/XUUwpQ8+fPbzTfzTffrABVXl7eaPqUKVOUz+drNK28vFydccYZyuv1qpycHDV9+nS1ZMkSBainnnpqh3Vu67XXXlP9+/dXbrdbdenSRd11113qySefVIAqLi5Oz1daWqomTJigMjIyFKBGjhyplFLqww8/VID68MMPG633hRdeUIcffrhyuVwqNzdXnXfeeWrTpk273Jem2jl79mx14oknqvz8fOV0OlXnzp3V9OnTVUlJyQ7LNmXy5MkKUC+88EJ6WiwWU16vVzmdThUOhxvNn3pNWrL/zb1+zR2X7W3atEmddtppKjs7W2VlZanJkyerLVu2KEDdfPPNe9QmpZSqr69Xv//971WPHj2U0+lUbdu2VcOHD1f33nuvisViSimliouLFaDuueeeHdrVXP9rqh37qw8ppdQf//hHBagePXo0eww//PBDNXbsWJWVlaXcbrfq3r27mjp1qvr666+bXWbbffnf//6nfvnLX6qcnBzl9/vVeeedpyorKxvNO2/ePHXkkUcqj8ej2rdvr66//nr1zjvv7NDukSNHqr59+za5vb1dR1FRkZowYcIO0wH1q1/9qtG0rVu3ql/96leqU6dOyuFwqMLCQjV69Gj1+OOPN5rv1VdfVX369FGmae7wfrFgwQJ1+umnqzZt2iiXy6WKiorUmWeeqebOnZuep7l+su1z2+4X0ORPqq/btq3uuOMOVVRUpFwulzr88MPVG2+8oaZMmaKKiooarf+zzz5TgwcPVk6ns9E6mnqfi8fjasaMGapr167K4XCoTp06qd///vcqEom06BiPHDmy0fm1K5dffrkC1H/+858dnkudd9sea6WUWrt2rbrgggtUYWGhcjgcqkOHDmrixIlq9uzZ6XmaO1ceeeQR1bVrV+VyudSQIUPUxx9/vEObm9puS9+DlUp+zpx77rkqIyNDZWVlqalTp6p58+YpQD3//PM7PR6RSET95je/Ue3atVMej0cdffTR6vPPP2/RcZ07d6465ZRTVPv27ZXT6VTt27dX55xzjlq1atUOx2XWrFmNlt2dz9eW9hGllPr73/+uevfurRwOhyooKFCXXXaZqq6ubjRPIBBQ5557rsrOzlZAuv8219bm+sXenofN+ec//6m6deumDMNo1KeaOweU2vvPle0/15RS6qWXXlKHHnqocrlcqk+fPurll19u8nwXQgghDnaaUjLyhxBCCCGE+OmZOXMm06ZNY/78+enxC4TYF6655hqeeOIJSktLG9UQ/6l55ZVXOO200/j00085+uijW7s5QgghhBCtRmqiCyGEEEIIIUQLRSIRnnnmGc4444yfVAA9HA43emxZFg899BCZmZkMGjSolVolhBBCCHFwkJroQgghhBBCCLELZWVlvP/++8yePZvKykp+/etft3aT9qkrr7yScDjMUUcdRTQa5eWXX+azzz7jjjvuwOPxtHbzhBBCCCFalQTRhRBCCCGEEGIXli1bxnnnnUd+fj4PPvggAwcObO0m7VOjRo3ir3/9K2+88QaRSIQePXrw0EMPccUVV7R204QQQgghWp3URBdCCCGEEEIIIYQQQgghmiE10YUQQgghhBBCCCGEEEKIZkgQXQghhBBCCCGEEEIIIYRoxkFdE922bbZs2UJGRgaaprV2c4QQQgghhBBCCCGEEEL8RCilqK+vp3379uh68/nmB3UQfcuWLXTq1Km1myGEEEIIIYQQQgghhBDiJ2rjxo107Nix2ecP6iB6RkYGkNyJzMzMVm6NEEIIIYQQQgghhBBCiJ+Kuro6OnXqlI5DN2ePg+gff/wx99xzD9988w0lJSX897//5dRTT00/P3XqVJ5++ulGy4wdO5Y5c+a0eBupEi6ZmZkSRBdCCCGEEEIIIYQQQgixz+2qlPgeDywaDAYZMGAADz/8cLPzjBs3jpKSkvTPc889t6ebE0IIIYQQQgghhBBCCCEOuD3ORB8/fjzjx4/f6Twul4vCwsI93YQQQgghhBBCCCGEEEII0ar2OBO9JT766CPy8/Pp1asXl112GZWVlftzc0IIIYQQQgghhBBCCCHEPrXfBhYdN24cp59+Ol27dmXt2rX84Q9/YPz48Xz++ecYhtHkMtFolGg0mn5cV1e3v5onhBBCCCGEEEIIIYQ4wCzLIh6Pt3YzxM+Ew+FoNha9O/ZbEP3ss89O/37YYYfRv39/unfvzkcffcTo0aObXObOO+9kxowZ+6tJQgghhBBCCCGEEEKIVqCUorS0lJqamtZuiviZyc7OprCwcJeDh+7Mfguib69bt260bduWNWvWNBtE//3vf8+1116bflxXV0enTp0OVBOFEEIIIX5WYrEY3377LUopXC4XTqcz/eNyuSgoKEDX92v1PyGEEEII8TORCqDn5+fj9Xr3KqApREsopQiFQpSVlQHQrl27PV7XAQuib9q0icrKyp021uVy4XK5DlSThBBCCCF+1q699loefvjhZp8fM2YM77777gFskRBCCCGE+CmyLCsdQG/Tpk1rN0f8jHg8HgDKysrIz8/f49IuexxEDwQCrFmzJv24uLiYhQsXkpubS25uLjNmzOCMM86gsLCQtWvXcv3119OjRw/Gjh27p5sUQgghhBD7iGVZvPDCCwB06tQJpRTRaJRYLEY0GiUSifD+++8TjUYlyUEIIYQQQuyVVA10r9fbyi0RP0epfhePxw98EP3rr7/m+OOPTz9OlWGZMmUKjz76KIsXL+bpp5+mpqaG9u3bc+KJJ3LbbbfJH2FCCCGEEAeBr776ioqKCrKysli7di0OhyP9nFIKv99PKBTi+++/p2fPnq3YUiGEEEII8VMhJVxEa9gX/W6Pg+jHHXccSqlmn3/nnXf2dNVCCCGEEGI/e/PNNwEYO3ZsowA6JL9kdu3alaVLl1JcXCxBdCGEEEIIIcTPmowUJYQQQgjxM/TGG28AMHHixCaf79KlC5As2SeEEEIIIYRonqZpvPLKK/t9O126dOH+++/f79tpysyZM8nOzm6VbR8MJIguhBBCCPEzs2nTJhYtWoSmaYwbN67Jebp27QrA+vXrD2DLhBBCCCGEOLiUl5dz2WWX0blzZ1wuF4WFhYwdO5Z58+al5ykpKWH8+PGt2MqmHUyB7z290NCaFw62tcflXIQQQgghxI9TqpTLkUceSV5eXpPzpILokokuhBBCCCF+zs444wxisRhPP/003bp1Y+vWrcydO5fKysr0PIWFha3YQnEgSCa6EEIIIcTPTCqIPmHChGbnSZVzkUx0IYQQQgjxc1VTU8Mnn3zCXXfdxfHHH09RURFHHHEEv//97zn55JPT822bZb1+/Xo0TePFF19kxIgReDwehg4dyqpVq5g/fz5DhgzB7/czfvx4ysvL0+s47rjjuPrqqxtt/9RTT2Xq1KnNtu++++7jsMMOw+fz0alTJy6//HICgQAAH330EdOmTaO2thZN09A0jVtuuQWAaDTKddddR4cOHfD5fAwbNoyPPvqo0bpnzpxJ586d8Xq9nHbaaY0uGjQlFotxxRVX0K5dO9xuN0VFRdx5553AD39bnHbaaWialn68du1aTjnlFAoKCvD7/QwdOpT333+/0THZsGED11xzTXofUj799NP08e3UqRNXXXUVwWBwp23cGxJEF0IIIX7CPvzwQ/7whz8Qj8dbuyniIBEOh9NfTJurhw6SiS6EEEIIIfY/y1at8tNSfr8fv9/PK6+8QjQa3a19u/nmm/nTn/7Et99+i2manHvuuVx//fU88MADfPLJJ6xZs4abbrppdw9ZI7qu8+CDD7J06VKefvppPvjgA66//noAhg8fzv33309mZiYlJSWUlJRw3XXXAXDFFVfw+eef8/zzz7N48WImT57MuHHjWL16NQBffvklF110EVdccQULFy7k+OOP5/bbb99pWx588EFee+01XnzxRVauXMmzzz6bDpbPnz8fgKeeeoqSkpL040AgwP/93/8xd+5cFixYwLhx4zjppJP4/vvvAXj55Zfp2LEjt956a3ofIBl8HzduHGeccQaLFy/mhRde4NNPP+WKK67Yq+O5M1LORQghhPgJu+yyy1i5ciX9+/fn7LPPbu3miP1IKUVNTQ05OTk7ne+jjz4iHA7TsWNH+vfv3+x8qS+8ZWVlhEIhvF7vvmyuEEIIIYT4mbNsxVfFVa2y7SO65mLo2i7nM02TmTNncskll/DYY48xaNAgRo4cydlnn73T79IA1113HWPHjgXg17/+Neeccw5z587l6KOPBuCiiy5i5syZe7Uf22aud+nShdtvv51LL72URx55BKfTSVZWFpqmNSo38/333/PUU0/x/fff0759+3Rb58yZw1NPPcUdd9zBAw88wLhx49IB+UMOOYTPPvuMOXPmNNuW77//np49e3LMMcegaRpFRUXp51IlJLOzsxu1ZcCAAQwYMCD9+LbbbuO///0vr732GldccQW5ubkYhkFGRkaj5e68807OO++89P737NmTBx98kJEjR/Loo4/idrv34GjunGSiCyGEED9RVVVVrFy5Ekje6iZ+2q699lratGnDf//7353O98YbbwDJUi7b3g65vZycHLKysgAp6SKEEEIIIX6+zjjjDLZs2cJrr73GuHHj+Oijjxg0aNAuA+DbBtkLCgoAOOywwxpNKysr26u2vf/++4wePZoOHTqQkZHB+eefT2VlJaFQqNllvvvuOyzL4pBDDkln2vv9fv73v/+xdu1aAJYvX86wYcMaLXfUUUfttC1Tp05l4cKF9OrVi6uuuop33313l+0PBAJcd911HHrooWRnZ+P3+1m+fHk6E705ixYtYubMmY3aP3bsWGzb3m930komuhBCCPET9dVXX6V/lyD6T9sXX3yRHrH+uuuuY8KECTidzh3mU0q1qB56SpcuXVi0aBHFxcX06dNnn7ZZCCGEEEL8vBm6xhFdc1tt27vD7XYzZswYxowZw4033sjFF1/MzTffvNN65Q6HI/17Knll+2m2bacf67qOUo1LzeysLOf69euZOHEil112GX/+85/Jzc3l008/5aKLLiIWizV7J2kgEMAwDL755hsMw2j0nN/vb3Z7uzJo0CCKi4t5++23ef/99znzzDM54YQTmD17drPLXHfddbz33nvce++99OjRA4/Hw6RJk4jFYjvdViAQYPr06Vx11VU7PNe5c+c93oedkSC6EEII8RP1xRdfpH//7rvvqKurIzMzsxVbJPaHRCLBpZdemn68bt06Hn/88SbrAS5dupQNGzbgdrsZPXr0LtfdtWtXFi1aJJnoQgghhBBiv9jdYPbBok+fPumBRPeVvLy8dM1vAMuyWLJkCccff3yT83/zzTfYts1f//pXdD1ZbOTFF19sNI/T6cSyrEbTDj/8cCzLoqysjBEjRjS57kMPPZQvv/yy0bRt/75sTmZmJmeddRZnnXUWkyZNYty4cVRVVZGbm4vD4dihLfPmzWPq1KmcdtppQDI4vv3fHk3tw6BBg1i2bBk9evTYZZv2FSnnIoQQQvxEbfulx7btFn3pET8+Dz/8MIsWLSInJ4dbb70VgFtvvZX6+vod5k1loR9//PEtqnGeqosug4sKIYQQQoifo8rKSkaNGsUzzzzD4sWLKS4uZtasWdx9992ccsop+3Rbo0aN4s033+TNN99kxYoVXHbZZdTU1DQ7f48ePYjH4zz00EOsW7eOf//73zz22GON5unSpQuBQIC5c+dSUVFBKBTikEMO4bzzzuOCCy7g5Zdfpri4mK+++oo777wz/ffCVVddxZw5c7j33ntZvXo1f//733daDx3gvvvu47nnnmPFihWsWrWKWbNmUVhYSHZ2drotc+fOpbS0lOrqaiBZy/zll19m4cKFLFq0iHPPPbdRdn5quY8//pjNmzdTUVEBwO9+9zs+++yz9MCnq1ev5tVXX92vA4tKEF0IIYT4CVJKpYPohx56KJC8yi9+WrZs2cKNN94IwF/+8hduuOEGevbsSXl5Offdd98O86fqoU+cOLFF6+/atSsgNdGFEEIIIcTPk9/vZ9iwYfztb3/j2GOPpV+/ftx4441ccskl/P3vf9+n27rwwguZMmUKF1xwASNHjqRbt27NZqFDclDO++67j7vuuot+/frx7LPPcueddzaaZ/jw4Vx66aWcddZZ5OXlcffddwPw1FNPccEFF/Cb3/yGXr16ceqppzJ//vx0KZQjjzySf/7znzzwwAMMGDCAd999lz/96U87bX9GRgZ33303Q4YMYejQoaxfv5633nornSX/17/+lffee49OnTpx+OGHA8nAe05ODsOHD+ekk05i7NixDBo0qNF6b731VtavX0/37t3TA5T279+f//3vf6xatYoRI0Zw+OGHc9NNN6UHSt0fNLV9sZ2DSF1dHVlZWdTW1srt50IIIcRuWLVqFb169cLtdnP33Xdz1VVXMWrUKObOndvaTRP70FlnncWLL77IkUceybx589B1nVmzZnHmmWfi9/tZu3Yt+fn5QHKg2by8PGzbZv369RQVFe1y/a+//jonn3wygwYN4ptvvtnfuyOEEEIIIX6iIpEIxcXFdO3aFbfb3drNET8zO+t/LY0/Sya6EEII8ROUykIfNGgQxx13XHpaIpFoxVaJfendd9/lxRdfRNd1Hn300XSGx6RJkxgyZAiBQIA///nP6fnnzJmDbdv069evRQF0kHIuQgghhBBCCAESRBdCCCFaxSuvvMLo0aPZsGHDfll/Kog+bNgw+vbtS1ZWFsFgkEWLFu2X7YkDKxKJ8Ktf/QpI1iscOHBg+jlN0/jLX/4CwKOPPsq6deuAH+qhT5gwocXbSQXRq6urqa2t3QctF0IIIYQQQogfHwmiCyGEEK3gwQcf5IMPPuCuu+7aL+vfNoiu6zrDhw8HpC76T8Vdd93FmjVraN++fXow0W2NHj2aMWPGEI/Huemmm0gkErz99ttAy+uhQ7KuYZs2bQCpiy6EEEIIIYT4+ZIguhBCCNEKtmzZAsCzzz5LKBTap+sOh8MsXLgQSA4IA3D00UcD8Omnn+7TbYkDb82aNekBg+6//34yMjKanC+Vjf6f//yHxx57jOrqanJyctJ9oqVkcFEhhBBCCCHEz50E0YUQQohWUFJSAiQHMXnppZf26boXLFhAIpGgoKAgPbp6Kog+b948DuIxxUULXHnllUSjUU488UQmTZrU7HyDBg3i7LPPRinF1VdfDcD48eMxTXO3tid10YUQQgghhBA/dxJEF0IIIQ6wQCBAXV1d+vETTzyxT9e/bSkXTdMAOOKIIzBNky1btuy3Ouxi/9u0aRNz5szBMAwefvjh9OvbnNtuuw3TNLEsC9i9eugpkokuhBBCCCGE+LmTILoQQghxgKWy0J1OJ7qu87///Y/Vq1fvs/V/8cUXQDKInuL1ehk0aBAgddF/zL766isADjvsMHr06LHL+Xv06MEvf/lLAHRdZ9y4cbu9zVQQXTLRhRBCCCGEED9XEkQXQgghDrBUPfQuXbowduxYAJ588sl9tv5UJvr2ta+lLvqPXyqIfsQRR7R4mZtuuomBAwdy2WWXkZubu9vb3BflXGzbprq6eo+XF0IIIYQQQojWJEF0IYQQ4gBLBdHbt2/PxRdfDMDMmTNJJBJ7ve7S0lI2bNiApmkMGTKk0XPHHHMMIJnoP2Z7EkQvKChgwYIF/P3vf9+jbW5bzmVP6+n/+te/pk2bNnzyySd7tLwQQgghhBBCtCYJogshhBAHWKqcS7t27Zg4cSJ5eXmUlpby1ltv7fW6U1noffr0ITMzs9FzqUz0JUuWUFNTs9fbEgeWZVl8/fXXwO4F0fdWUVERAPX19VRVVe328itXruSRRx5BKcV//vOffd08IYQQQgghhNjvJIguhBBCHGDbZqI7nU6mTJkC7JsBRrcdVHR7BQUFdO/eHaVUum66+PFYuXIl9fX1+Hw++vTpc8C26/F4KCwsBPZscNHbbrsN27YBeP/99/dl04QQQgghhNjvpk6diqZpaJqGw+GgoKCAMWPG8OSTT6a/57bEzJkzyc7O3n8NFfuVBNGFEEKIA2zbIDrARRddBMCbb76ZzlLfU83VQ0+Ruug/XqnXdsiQIRiGcUC3vad10ZcvX85zzz0HJAc2XbNmzR4F4oUQQgghhGhN48aNo6SkhPXr1/P2229z/PHH8+tf/5qJEyfuk7Kc4uAnQXQhhBDiANs+iN67d2+OPvpoLMvi6aef3uP1WpbF/PnzgaYz0UHqov+Y7Uk99H1l27rou+PWW2/Ftm1OPfVUjjrqKECy0YUQQgghxI+Py+WisLCQDh06MGjQIP7whz/w6quv8vbbbzNz5kwA7rvvPg477DB8Ph+dOnXi8ssvJxAIAPDRRx8xbdo0amtr01ntt9xyCwD//ve/GTJkCBkZGRQWFnLuuedSVlbWSnsqmiNBdCGEEOIA2z6IDj9koz/xxBPNDt44d+5crr766maz1ZcvX54u99G3b98m50llon/55ZfE4/E93gdx4B0MQfTdyURfunQpL7zwAgC33HILY8aMAeC9997b9w0UQgghhBA/OkopgsFgq/w09zfX7hg1ahQDBgzg5ZdfBpJ3Xj744IMsXbqUp59+mg8++IDrr78egOHDh3P//feTmZlJSUkJJSUlXHfddQDE43Fuu+02Fi1axCuvvML69euZOnXqXrdP7FtmazdACCGE+LlpKog+efJkfv3rX7NmzRo+/vhjRo4cmX4uEolwww038MADDwDwzTff8NFHH+1Q0qMl5T569+5NTk4O1dXVLFy4kKFDh+7TfRP7RzgcZvHixUDrBNH3pJzLrbfeilKK008/nQEDBhAIBLjllluYO3cutm2j65LLIYQQQgjxcxYKhfD7/a2y7UAggM/n2+v19O7dO/09/eqrr05P79KlC7fffjuXXnopjzzyCE6nk6ysLDRNS483lHLhhRemf+/WrRsPPvggQ4cOJRAItNrxETuSv16EEEKIA6i+vp5gMAhAu3bt0tP9fj9nn302AP/617/S0xcvXsyQIUPSAXSn08mnn37KHXfcscO6d1UPHZLZEcOHDwekLvqPycKFC0kkEhQUFNCpU6cDvv3dLefy3XffMWvWLABuvvlmIBn8z8jIoLKykoULF+6PZgohhBBCCHFAKaXQNA1Ili0cPXo0HTp0ICMjg/PPP5/KykpCodBO1/HNN99w0kkn0blzZzIyMtIJVd9///1+b79oOQmiCyGEEAdQKgs9MzNzh8yHiy++GIDZs2dTXV3Nfffdx9ChQ1m6dCn5+fm8+eabPPHEEwDMmDGDzz77rNHyX3zxBdB8PfQUqYv+47NtKZfUl/QDKZWJvn79+hbd+jpjxgyUUkyePJn+/fsD4HA4OO6444CW1UW/6aab6N69uwxEKoQQQgjxE+X1egkEAq3y4/V698k+LF++nK5du7J+/XomTpxI//79eemll/jmm294+OGHAYjFYs0uHwwGGTt2LJmZmTz77LPMnz+f//73v7tcThx4Us5FCCGEOICaKuWSMnToUPr168eSJUsYMGAAGzduBOCkk07iX//6F/n5+QDMmTOHZ599lvPOO4+FCxeSlZVFIBBg6dKlwK6D6Km66PPmzWuUOSEOXq1ZDx2gc+fOaJpGOBymrKyMgoKCZuddtGgRL730EpqmpbPQU8aMGcPrr7/Oe++9l64P2ZTKykruuusuYrEY//rXv7j99tv32b40xbKsZksgCSGEEEKI/UPTtH1SUqW1fPDBB3z33Xdcc801fPPNN9i2zV//+td02cIXX3yx0fxOpxPLshpNW7FiBZWVlfzlL39J33H69ddfH5gdELtljzPRP/74Y0466STat2+Ppmm88sorjZ5XSnHTTTfRrl07PB4PJ5xwAqtXr97b9gohhBA/ajsLomuals5G37hxIx6Ph8cee4xXX301HUAHePjhh9PZDpdddhlKKb7++mts26ZTp05NrntbQ4YMweFwUFpauls1rkXrSQXRd3WBZH9xOp106NAB2HVd9BkzZgBw5pln7jDA7QknnADAJ598QjgcbnYdzzzzTDrzZtasWftk4KfmTJkyhU6dOlFVVbXftiGEEEIIIX7cotEopaWlbN68mW+//ZY77riDU045hYkTJ3LBBRfQo0cP4vE4Dz30EOvWrePf//43jz32WKN1dOnShUAgwNy5c6moqCAUCtG5c2ecTmd6uddee43bbrutlfZS7MweB9GDwSADBgxI35qwvbvvvpsHH3yQxx57jC+//BKfz8fYsWOJRCJ73FghhBDix25nQXSACy64gP79+zNixAgWLFjA9OnTd8gUz8rK4tlnn8UwDJ577jmeeeaZFpdyAfB4PAwePBiQki4/BpWVlaxZswZIXgBpLam66DsLoi9YsID//ve/TWahQ3LgpQ4dOhCNRpvte0qpRuMCrFq1iiVLluxl65v32muvUVJSwrfffrvftiGEEEIIIX7c5syZQ7t27ejSpQvjxo3jww8/5MEHH+TVV1/FMAwGDBjAfffdx1133UW/fv149tlnufPOOxutY/jw4Vx66aWcddZZ5OXlcffdd5OXl8fMmTOZNWsWffr04S9/+Qv33ntvK+2l2Jk9DqKPHz+e22+/ndNOO22H55RS3H///fzpT3/ilFNOoX///vy///f/2LJlyw4Z60IIIcTPSUlJCdB4UNFt5eTksGjRIj7++GN69erV7HqOOuoobrnlFgAuv/xyXn75ZaDlmcqpuugyuOjBb/78+QAccsgh5OTktFo7WjK4aKpPnnPOORx66KE7PK9pWjob/b333mtyHV9++SVLlizB4/Gka6inBind18LhMDU1NcAP56YQQgghhBDbmjlzJkoplFLE43HKysp47733mDZtWrp0C8A111zDli1bCIVCzJkzh/PPPx+lFNnZ2el5Hn30USoqKlBKNfruXFxcTCQS4bPPPuOkk05CKcXAgQMP7I6KndovA4sWFxdTWlqa/iMJkllzw4YN4/PPP292uWg0Sl1dXaMfIYQQ4qdkV5nou+P3v/89I0aMIBAIpAOtLQ2ip+qipzLYxcGrteuhp6QGF20uE33BggW89tpr6LrOTTfd1Ox6xowZAzQ/uOg///lPACZPnsxFF10E7L+SLtsGzlPnphBCCCGEEEJsb78E0UtLSwF2GHSqoKAg/VxT7rzzTrKystI/qYL6QgghxE/FvgyiG4bBM888k85sMAwjXaZlV1JZDStWrCAej+91W0TzZs+eTVZWFsceeyx33303y5cv362AcEuD6HHLpiYUI2HZe9Xe5uwqE/2uu+4C4KyzztrpXRSjR48GkkH3ioqKRs/V1dXx/PPPA3DJJZdw0kkn4XQ6WbFiRXrg3H1p28C5BNGFEEIIIYQQzdkvQfQ99fvf/57a2tr0z8aNG1u7SUIIIcQ+tS+D6ACdO3dOZ+6OGDECr9fb4uV8Ph+xWCxdb1vsH3fffTd1dXV88skn/O53v6NPnz707NmTa665hrlz5+70IoZSapdB9IRls7Y8wKerKpi/vor566tYWVpPRSCKZe+77O2dZaKvW7cuXXLld7/73U7XU1hYSL9+/VBK8cEHHzR67vnnnycUCtG7d2+OPvposrKyGDt2LLB/SrpIEF0IIYQQQgjREvsliF5YWAjA1q1bG03funVr+rmmuFwuMjMzG/0IIYQQPxVKqX0eRAeYNGkSS5Ys4aWXXmrxMrqu07dvX4D9kuErktatW8f8+fPRdZ17772XsWPH4nQ6Wbt2Lffffz8nnHACxxxzDLFYrMnlN2zYQHl5OQ6HgwEDBmDbiuKKIEs217J0cy1zV2zlP199z0crylhXEWBzdYTi8iCltWFWbw3wzYZqVm+tpyoYw97LgHoqE33Dhg3YduNs97/+9a/Yts24ceMYMGDALteVKumyfV301ICiF198cXpA3cmTJwP7J4i+bTkXqYkuhBBCCCGEaM5+CaJ37dqVwsJC5s6dm55WV1fHl19+yVFHHbU/NimEEEIc9Orq6giHw0DzA4vuqb59+5Kbm7vbywAsWbJkn7ZF/OCFF14AYNSoUfzmN79hzpw5VFRU8NJLLzF16lT8fj9ffbOAe+7/O+X1UTbXhFlXHmBFaR1LNtfyzifzwXAw4PDD+b42zn8XbOaD5Vv5aGUZn6wpZ315kHjCxmnqdM/306d9Bu2yPdSF4wSjcSzbpiIQY8nmWj5fW8HSLbVsrApRG4rvdpZ6hw4dMAyDeDzeKGu7rKyMJ598Eth1FnrKtoOLpkrbLFq0iPnz5+NwOLjgggvS85500kk4HA6WL1/OsmXLdqvNuyKZ6EIIIYQQQoiWMPd0wUAg0Oj27+LiYhYuXEhubi6dO3fm6quv5vbbb6dnz5507dqVG2+8kfbt23Pqqafui3YLIYQQPzqpIF12djYej6eVWwP9+vUDJBN9f0rV9z7rrLPS0zIyMjjl1NM49KgTyBwwhieefJr7nnubQ4+dQLu8to2W/2TRSny9R5AzfAKvLtiCpoFl2xi6hsPWyctxM7gom045XgxDJ5qwWFcepMZhABCIxKgMxFlfGcRGUZDhJtfnwucy8LtMMj0OsjwO8jJcuBuWaY5pmnTu3Jni4mKKi4vp2LEjAA899BCRSIShQ4cycuTIFh2XY489FofDwYYNG1i7di09evRIlyU69dRTycvLS8+bnZ3NiSeeyJtvvsmsWbO4+eabW7SNltg+iK6USmfACyGEEEKIfW/7OxqFOBD2Rb/b4yD6119/zfHHH59+fO211wIwZcoUZs6cyfXXX08wGOSXv/wlNTU1HHPMMcyZMwe3273XjRZCCCEOJp999hmXXXYZ//jHPzjyyCObnW9/lHLZG6kgumSi7x/Lly9n8eLFmKbJ6aefDoBl2awsq+e7TbUEIgkOGzSMov99xvfr1/H4/3uBSy+5CL/LIMPtIBSPs3BLCHeXgRhtu1BcUU9BlpteBRnYNqBBltckYSlScV+nodMuy83GqiBfrKuiKhAjZtv4nAamrlMZqMXQNJwOHadh4HUmt9Uuy023PD9d2vrwu0yUUgRjFgAeh4Ghayil6NS9FxtrY3y2fCMDh8bRElEefvhhIJmF3tIAtN/v56ijjuLjjz/m/fffp0OHDjzzzDNAckDR7U2ePHm/B9Gj0SjV1dW7fUeHEEIIIYTYNafTia7rbNmyhby8PJxOpyQviP1OKUUsFqO8vBxd13E6nXu8rj0Ooh933HHp22+bomkat956K7feeuuebkIIIYT4UXjsscdYvHgxjz/++I8qiJ4q57J69Wqi0Sgul6uVW/TjpZRiY3WIulCCbK+DbJ+D559PlnI58cQTycrKZtmWOr7bXEMgkgBA16FDto9fT5nEtX+6jc+//Y4+i1aRl1+IZdlEEhZlVXVYsQiDuhXQrWMufrcDv8vE7zKpj8RYVx5kdWkAn8ugjc9FTTjOpuoQgWiChKWI2zZOQ8dlJgPhtgJNUyQsULaFDkTiNhurQizYWEOGyyTH56St10Wu34Gu64RjFpGERSRu4etxBM7va1m9qZyviqv46I1Z1MWgR/8hDB05lo1VITLdDrK8jl0eszFjxvDxxx/z3nvv4fP5qK2tpUuXLowePXqHeU855RQcDgdLly5l+fLlHHroofvkddu+DvqWLVskiC6EEEIIsY+Ew2FGjhzJUUcdxQMPPEDXrl0pKSmRMnrigPN6vXTu3Bld3/PK5nscRBdCCCFE0nfffQfsuizKwRZEb9++PdnZ2dTU1LBy5Ur69+/f2k360YkmLEpqIizaWENFINrouWe/3IC317H0Gns+j3+ylqpAjFDcxrIV2V6TXK+LjVUhjDadGXrMcXzz9de899YbTL34lyQ0jeqqCsKla3DUlfCbk/6O12myqTrMitJ61pbXE4wmqArF2VoXwbJsTEMnx+tEKYVp6LTLcnJ45ywSNtSGYiggGrepDsWoiySIxi0slSwP4zR0TFNnc1UIp0PH5zTJ8jhwOw1sW+EwdFymTmZeOzDdbKqoYe3WOma+Mx9nu16cddGlbK5N7X+YdlluOud60fXms4tOOOEEbrzxRj744IP0YPQXXXRRk19ss7OzGTNmDG+99RazZs3ipptu2ievX+qcdLvdRCIRSkpK0ndoCCGEEEKIvfPNN98wf/58VqxYwQMPPIDT6aRz584kEgksy2rt5omfCcMwME1zr+98kCC6EEIIsRcSiUR6sMNly5bttKbywRZE1zSNvn37Mm/ePJYsWSJB9AaBaIKtdRFiCRu3w8DjMHA7dNwOA5epk7AVVcEY5fVRNlWHKakNY9sKBfhdJoFonBXFm6hUPvx9R7LZ0ZGSVRWYhk6e30V+hguHrhOKWbidBtkeB5f94gx++d5LrJj7DZ7xgzjnzMk88+9PCSx+j5EnTqCkLsr6iio2VIYoq49iNdRz0YFst4OacBzLsqkJx+iQ5aZthhsNjbK6GFHLRgMsWxG3bDRdw+NIBqojCQtbQSRu4VTQIdeD12FQH0lg2QodcDkMMtwmLtOkY14O2AkqSzaxfNF8qstLyCnowAknjCE/04VtKyoCMUpqI9RHEvQs8KdrrW9/bgwZMoSsrCxqamqYN28euq4zbdq0Zl+XyZMn79MgeigUora2FoCBAwfyxRdfSFaUEPuIZVlomrZX2V5CCCF+/DZt2gRAfX09oVAIr9eLpmk4HA4cjl3fuSjEwUSC6EIIIcReWLVqFbFYDEgOuv39999TVFTU5Lyp0hHt2rU7YO3blX79+jFv3ryf9OCi9957Lx999BEvvPACPp+vyXmUSgbGU8HfH6bHiCRsInGLcNwiErNQgNthEIlZRBMWXleytniWx0k0blEXibNo2Up03aSwoA3Zfjc+h0G7HA9ZHgcZLhO/2wEoakJxwnELXfdy8vmX8tIL/+HPj/4/+gwbyccLV+IuGkDewFG8saiEQDSB09BwmRpu05ksz4IillAYukZZfZRo3Ka4Iszmmghel4nH1NENjWhc4XbotPE58bqSba+PxKkNJ6gMJpczlaKsNkKGx0HPfD8epwkKdF0jbtlELYvs3DyUrlO2tZS3XnqORF0lp046GZfLhdPQ6ZTnpa0/xtryAIFogq+Kq8j0JP9AisQt/C6TbK+DHK8Tn8vk+OOP55VXXgFgwoQJdOjQodnXMVXSZcmSJaxYsYLevXvvVb9InY8+n49evXpJEF2IfSSRSDBo0CCUUixYsADTlD85hRDi5yoVRAfYunUrXbt2bcXWCLF35BuNEEIIsRdSpVxSli5d2mwQ/WDLRIcf6qL/VAcXjcfj3HzzzYRCId566y0mT57c+HnLpqw+SmlthFjCIpawCcct3A4DDagJx4nGbWKWTSyRLMVSF45RG45j6Dpuh443auJyaKwsrSccszANndXLl5Ko3sKEk4/h/4Z1xlIKr9PEaRqEYgk2VYeoCcWxbJLbtRS9Bh9N3sIV1NYF+PP/e5viQAb+gf9HJLsbpbVhdA3iBgRiySx0Q08O+ukxDRymRmGmm2AsTiRuE05YBKMJ7IYguMvQsBSs3hoAwOM08DlNPE6dvAw3WZ7kcagKRKkKxtlcFSbD46Bjrpe2PgeGrqMUODKyMDMLqXN4qFUW/jzF8ONPpLQ2TNyySNiKvAwX2V4HizbVUhOMEbdt3KZBXoYby1bURxJsrArjNDUGHTee1975ADsS4OKLL97pa5mTk8MJJ5zA22+/zezZs/nTn/60V30jdT62a9cufU5KEF2Ivbd06dL0Z+OaNWv2+oKXEEKIH69tg+ilpaUSRG/Czu5kFgcXCaILIYQQe2Hx4sWNHi9dupT/+7//a3LegzGInqr//FPMRI/ELT789Cti7hwc3ra8P+9rJpxyGl6nSTRusb4yyPeVIUIxi1A8gWVDptskx+vENJIlCNr6dWKWjbIhmkhQWhtB18HrNAlE4smAeCxMbSiGpoHHaWKFaqjctB6HARkdD2HuijLilo1SGkop7IaB2cMxC6VpeJw6HoeBjsaRI0bx3gcfsWjtZjTDge72olwZFFcESNg2wZiNshWGrqNroGsaDoeOy9AwDQOHDpkeJz6niW0nt+UwdTJcDqJxmzo9Dgqcpo6mKzSSwX1T1ynI0HAZsLkmQn00ATUaa8sDZLhM8jPcZHhM3A4nDl8mtrIhoRh4/ETWVsfJiYYorQ1TFYzhMg0icYtozKI+miAcs/A6bSwbbNumqK2PSNwmllD0G3I0vvY9aJubw7CRJ+zyNZ08eTJvv/02s2bN2mdB9Pbt26fPye0HGhVC7L758+enf1+2bJkE0YUQ4mds48aN6d9TY+CIH1x++eW8+eabLFiwQAa3/xGQILoQQgixF1LZdoWFhZSWljYbjFZKHZRB9N6H9kFzuFi/pZx1pVXopotowiZu2c0u43UaZHudZHkcGDsZOHJvxC0bU9d2KysjHEuWUkmVKYklbN769FvMrEJ0l4/P1lXyyoItBCIx6qMJTF3H5dBxmwYZHgceh46toKw+QkUgRixh43Ho+FwmkYRFIJIs6ZKwbBJWMju9JhSjLpzAMDS8juTXqsVrNuHtOYz8ggKWlAZxmjooqAjEiCas5L4ZGn6nicNMZnjbysayNTR3Lm2LDqG6qgrbSuB2OvB5XQ01z1XDgJ8mGR4HVsImELMIxRIEoxaWSiTL0oTitPE7Kcrx0jbDldyGDV6XSbbbxFZQH41TE45TH0lQH0mgackBRk3TpGOul2DEoiIQJhBNEE3YhGIWbTOceF0mmXntqK2qxHSZdDmkX0MN9DDxhMLYWEtbv5O8DBftMt30a5+FZdvUhOOEYxZl9VGCcYthXXPJ9bpol+Vm5pP/wuXxsa4iTE3YoktbLy7TaPI1PuWUUzBNk8WLF7Nq1SoOOeSQPe5jTQXRJRNdiL23fRD99NNPb8XWCCGEaE3bZ6KLHyil+M9//kNtbS0LFixg9OjRrd0ksQsSRBdCCCH2QioT/cwzz+TBBx9sNoheXV1NNBoFWrcmeiRuUReOUxuOUxdJEEuY5PceSk1NLZ8sWMEhh/Ta5TrqIwm21kXRNMhwm2R5HGR7nficxm7fiqiUIhK3CcYSBKPJYHAoliBuqWRmt8PA4zTS/3udBm7TQN8meF8TirG5JkxdOLH92vn2u2XoLi8omw2bSllTWkNcJZd1GgYFTne6vnkgEqc2FKMqmAz4AsRti/pIskyJrWxcpoHTMAjHLcKxBGiKLK8DNEhYyYE4t2z6Hjth0a4gD6ehE45ZRBN2Q4vAYRgYukbcVpgkB3iNxpOBdE1B5y7dqKmqRCmbzNw2uB0Gh+V4aONz0qmNlzZeFzWhOGWBKHWheDLQbdmAImEp4pZKB+1jtiLDbeJzmkSDUUprw0QSNtG4RU04ub+RuIXDNCjIcNIhx0uGy8TQdSylqAxE2FQVprYh2G7oGj6fj7q6err0PIRMv49o3CYcs9CAhA1b65ODsgajCepjCfL8bnK8TlxmnM01URKhGB8sL6NLWx+DOmdz6jED2VwTZnNNMpO9LhKnKNdLXoZrh/6Um5vLCSecwJw5c5g1axZ//OMfd6u/bSuVdS5BdCH2rW2D6D/Fu5yEEEK0nATRm1dVVZUe5L6qqqqVWyNaQoLoQgghxB6qra1lw4YNAJx99tk8+OCDLFu2DNu20XW90bypgF1ubi4ul2uftqMmFKMiEMXQdXJ9TjLdJpqmpQPU9dE4deEEteE4scSOGeZdi4r4tvxLyjau47gjBiQDxabexJbAVsma1jWhGJG4TV04QV04WePaNDT8LvOHH7eJw/hhPZatCMUShGLJet2p/23V9H4pRbLUSiyZvV0XjifLjKDoke/H0HVqQjESlmpos0amx0Gm24HT0NlcHWTZom+xIhEcLjeJUA2u0FYO7ZG8UBCzbCoCMWrDMULRBJWBGMFYgkRDgxKWnQzmkwxwG3oyozwWt4gkFFme5D7aNti2IqbZbC2vIBwKYWo23TsVUloXIxS1MAwNn8ukXZYbn8tEkbyAYOgatkoe14RlkwwZewlWtmfVqrV0aJuLz2XiafjZXB1hRUmytIuuaRiaRl6Gk7YZbrI8DtwOg6pAlHUVQeoiyXruSsVIWMl67nFLEU1Y1ITiROIWmqbhdZnYlqKsPkZ5XQyfx6RTjoeCTA/d8vy0z/awuixIdTC5nh59+uP2+hjY/zDilsLl0PG7XQSjFrWROMqCikCUikCU4soQHmeynExbv4uiXC8VwSgVwSjRhE1lIEa3tj56Fvhp0zGLdeVB6iMJ1pYHKQ9E6dbWj8fZOCt90qRJzJkzhzfeeGOvgujN1USXupRC7LlIJNJorJBly5a1YmuEEEK0png83qhUnpRzaWzNmjXp36urq1uxJaKlJIguhBBC7KHUYJwdO3Zk6NChOJ1OQqEQGzZs2GHQnF2VcklYNvWRREOGeBxIZmG70z/JutmpWt22ragMxthSEyIQtbBtRSiezOSOWxa6liyFEotbWLYi1+fE43TgNJPB3AyXid/jwOvQGdilLV++u5nNa5aS7TkLWyl0TcPrMhoFwVPa+l2Aj0jcojYcpyaUzGxPWIqaUPLxDxShmIWhazgNvcngpKFreJ0GPpeJz2ngdZl4HAb1kTgltWFKa6NUhWJE48lyKnXhBKu3BsjyOPC7TGKWjaFpGIaO12kQTVjUhuJs/H4jql1fsrw+OnYqonjDBj5auhmV1RGnmcy0jsYsKoMxIonkMbRJBtAtK1nDG8A0dLI9LrwuE9MAHY0Mt4nSNELROAlbEYhYOAyd8o3rsILVdOlzGMGYTa7PRbtsjXy/i1y/C5fDwGPquMzksQhEE5i6hsdhkLAU9dEENeE4bY8awuG9u9MmJwdD16gJxakOxDB0HdNIZtG38bnIz3DhdSez4zWSdxooDfIzXCigrC5KZSDOlngEhyNZOiYWtzF0cDsMsrwOPKZGbcSiJhQjHLeIBCzK66KYRi0OQ8fvMpJtNzRqQwlMTwbd+hxOTBnEI3G8DgPboWPqGlkeB7oGGhrxhI2tIG4pyuujbKkJs6ykloIMN16nwdKqWqIxC7/bwSEFfo49JI/ehZmUB6JsrEreWbB4Uw2d23gpzHSn+87IkSMBWLhwIfF4HIfDsctztSnbnpOFhYVA8o+9yspK2rZtu0frFOLnbuHChSQSCRwOB/F4nJUrV5JIJDBN+bNTCCF+bkpLS1FKNXosfrBtEF0y0X8c5NuMEEIIsYdS2XaHHXYYpmnSq1cvvvvuO5YuXbrLILpSirpIIl1aJRBNkPqOGYoliFk2KBqytBXhWLL8RjCaIG4lB2W0lE00nqzNbWrJ8iChWHIgx1jCJpqwsAGHruE0dbI8DnL9LjJcJu6GWuC5PhfuLgNxd+7PNxtqmb++Ck1LBrZdZrKEit9lkuFOZpd7nQa2SgZrI/Fkhriha3gcOoGYhWUpErZNOJ5ga12MUDSOqesYuoauaeT6nbTLclOQ4cY0NQxNJ8NlYJFcZzRuUxkIUhmMYdmgaYpYwkKHZPDfbeLQdRKWncyMtm3a+l1YNoTjCYrLA9SEYwSjCVatrcBV0J2c/EKMzCwc9QmKa2K4iyuT+2foOB0GSinCCRunrpHhMtEcEImBV9dwOQxcpo7LYSTroCeSFxhqwnFC0WQmfcK2yfO78LkM1q5YhuZw0blT1/SFivwMN6aezBq3LZugrQhEE0AyC92ybCqIYWjJY57tddLG56Rbnp9g3CIWt8hwmliQHtTU5zRBS2b314UTKBVnm79RMA2dDjleCrPcVAVjhKMW9ZE44biF22Fg6pDjdeIwk8F3vxvaZ3sJRRNUBCLUhhMkLLvhLoDkhQuvy6RthotQzCJm2dRH4uiaRiRm4XOb5GW4aONz4TCSd0F4nCa6BtWhODXhGJWBOLXhGJWBOtymQabHRAPK6iKU1kbYWBXmyG65HNe7gP4dsyiuCFITirO+IkRNKE63PB8u06B79+5kZWVRW1vL0qVLGThw4B6dv9uek06nk7Zt21JRUUFJSYkE0YXYQ6lSLqNHj+Z///sf4XCY4uJievbs2cotE0IIcaBtW8oFJIi+vbVr16Z/l0z0HwcJogshhBB7KFUP/bDDDgOgb9++6SD6xIkTG82bCtgVtO/IxqoQ6yuDVAViGLqGaWg4DB2noRNNWFg2GJpGIBanvD5GaW2YymCcYCxOKJqsF27ZyWBuhtsk0+Mg0ZA2beg6frdJKGaRsG2wk4HW5GCbcTZWh3E7DHxOE1NP1uMOudph5ndlQ0U9pXWRhvIlCltBpjs5iKXT0JLB04QNGnhMA6dDx2kYWLZNVShGLK7wuXSiCZuqYIyEnbwIYKMwNQ2XQ0cDvq8M8d3GWiKWjaEl64QbevKXmJWs1x23FDHLxucyKcx0U5DpRKERjlt4nAZ5fid+l0EgkmBzVRi3qRNKJPc5HrdRCiprasDpJjMzg7xsH8WxMPXlW8keNACb5DHWdQ1D18jPdJHpdmDZyYsYmqahacmM71jcIppQmDqgaQQicUIxCwX4XSb5Xhceh0nJ5g1ELIUnM5M2eXkYhoGjoeSMriW3k8rD19L/JCkFMUsls7g1AIWm6bgMHY/ToF2Om7wMN25HssZ6zFIolbyQYtvJQUEtGyylMA0Nl2HgcugYuk7PfEUwapOwk+svzHKT73dhkSqxY1ERiFIfjhNN2EQTNvWRGBWBWMPFmxioZOY6QF6miZWwqY9aROMW9ZEEofoodeEEW10RvM5kzXevy8RlaJimSYbLgVPXcRka1aE4qmHbbf1OOjocbKkNs74ySHUoxorSeo7vlc/AzjlUBWNsqEwG07/bVEu3PD+5PidDhgxh7ty5fP3113scRN+2Jnrq/4qKCrZs2ZI+p4UQuycVRB82bBhlZWV8++23LFu2TILoQgjxM5QKojudTmKxmJRz2Y5kov/4SBBdCCGE2EOpTPT+/fsDySA67DiQmm0rirdU4MjrirPdIXy3qZa15QGiCashq9ggZtkEIglsksHxYNSiPBAlHEsQjScDoIYOLsPA7dCSmeQOA0ODaMLG7zJxmBqJRDIIW5Dpxuc0kvW9FcSVTTASJxSziTfU+k5mh0Nem1wMl4+6WJSKmgDZGV4UyRIzm6tjhMts4raNw9DxmAaGoWFbikA8QShqEUtYOBqC6TXhOEopHIZBhscg3+/C6XCgabC5KsT3NWFqQ3FoKJuC0ojbNgqVngQks5k1Da2hPrVD18n0mPhdDtAUgahFuKFeutNIBrxdjmSWvGFoGLaitmQDVjRK3+ED6daxgC/e+A/14SA9M0dTWFBAzFJEEhY5XicZToOqUIzihqxnQwdT06iORFENTVNK4XOZeF0mOV4XbTOdZLmTpUTiluLDZcuxoyF6tOvOoC45uE2TSCKB2zRwGjroGratUCp1kUJh24qGcUCT8zRsB8DpMMj2OGjjc2KjiMZtasNxTEPH7dDRSO633lDmRG/4fdtBV1PcDvA4Dbrn+chwN13+JDXobF0kTlUgRl0kQVl9hEA0QW0oTnl9FIXCaei4XQ4yPMma5oahURdKZpnXhQFNQycZ0Dd0Ha9TJ8PtIMvjwOM08blNaoJx6mMJNlZH8DhjeBwGOT4HwUiC1WUBKupjLN1SyxFd29CnXSbFlUGCUYuVpXX43Q4OHTKcj75cyLxvvuP0c2LYtiJhK+INdeUz3A7cTh2XaTS5r4FAgLq6OuCHgX7bt2/P4sWLZXBRIfZCKog+dOhQ1q5dmw6in3LKKa3cMiGEEAdaKog+YMAA5s+fny7vImPPJElN9B8fCaILIYQQe0Ap1aicC+wYRI9bNiU1EcrqI6yvjqB7M7H8hSzcWE00buFwGIRiUVYGYkQTFglbYVkKw0jWlAYNh6Hh8zlxmsmSKJkeMxkgdBjUhmOU1UWxlMKyIRqxkvOhUROKYWhOCrLcZLmdxC2bcNyiPhqnKpAqH6MIxxJsDsXxd+lPPBbh3cXf0z6/DV6XiVPX0tnKGhq6ZrFs6QoK2hXiy8wmnrCxlCKeSA6KqRrKlaBreEyd2rDGpqpwOts5YStUQ7AzGehNBpJdZrK0jKZpWEqhaaBUMhAbtxWRmEUobhGvTG7P0JLHJZnZrWHbdrL0jEvHsgBNo76+joTpxkQjKzuHSMKmfadOFC/7jg3ri2mbX0gknhzctKy2nqpglOpQnGjCwjQ02vhdyVr0yiBuJffPNHXilsI0FBg2W2sjlNZEiMXjLFy4kKUr16IZDgYf1genaZDpddDd78NhNB3I3Z7DSNYUz/CYOHWd2oaBVEMxC01peJ06XqeZHMjTZSYD5qnAeUPmvN5QNsbQNUw9GVA3G7LtU3XYm5Oqv5+f6YZ8CMeS/WVzdZjVW+vJ9TmpDceoCSfS281wmw0XXBS6rlMbiRFP15fXAItwTKM2HKei3qBNhpO2Phd+j4FCURWMUR+NAZBIgGlqaCpGVSDK91VBVpXW06mNjw45bmpDiYYBdDVUh8NxFQ3kqy0RXl24mUTDa5QaFLYg00W7LA9up4HHkSxL5HEYZHkc+FxmOgvd7/eTkZEB/BBMlyC6EHumrq6OlStXAskgeupuLRlcVAghfp5SQfTBgwczf/58wuEw9fX1ZGZmtnLLDg6Sif7jI0F0IYQQYg9s3LiR2tpaTNOkd+/ewA9B9OXLV7CxKkhpXZSEpYjELbbWxXDmdcXwZRFN2GR5HXidJnWRBO2yXURiFgAOw8BG4dB1cnxO/C4TvzuZrV4VTA4SWR9N8H1lmISdHFDT50wO5hhLaMQSNjFlYxoam2sjrC0PJgcYtWyUstGUhkIRbxjEMhUId/kysDQHm2uiBFQ9pqmjqWSg1FY2CUtRVVNHZVWUpRXf06FdlOwMP05TB5XMrta0ZN3yTI+Jjk7UsgnHEkQSNlZDuRmXQ8ej64QaMsltkqVMbFuR4XHSMctDW5+TmK1IKEUo0pBxHo8TiFjUBGPEbJtooiGwryt0dCKROPURDVtT6JpOfXU9uuEgOy+PikCUrfUR3B374LUz+WpTBE+HGnK8DkJxi801ESoDMZSyyXQ7KMzypI+9y2GASpZ4qayPUh2JN9SdTwajy0pL+PaLj6krL0Ulogw5fADDBvaha1tfw2CuJt6G4LSlkhdJ4nbyeCYa/nc01Kv3OnTqIgm21kWpDsUa1Tj3uQxyvE5yfU58rgPz9c3jTAaf8zPcDOyUzeaaMGvKAlQFo1QF40TjFtGETa5fkbAUlaEI9SEnoYbXPJ6wSFiKmG1jWYpIwmZLdYSKQIwsj4Nsr5N22R4qg8ka7IYBkZjVkPlvo6EoqQljrq8ix+ukKNeLz20mB9L15+PueChbo4rVpbU4HY70xQJQVJfGWFEaoCDTSbssT3qwWl1LDmK7du0m0M1GA/2mfk8F2IUQu+ebb75BKUXnzp3Jz8+nT58+gATRhRDi5yoVRO/Vqxd+v59AIMDWrVsliA7U1tZSXl6efiyZ6D8OEkQXQggh9kAqw6537944nU4AunXrhqdte5S/gHe/XkV22zw0lQwc14ajGP4cnF4/HXO8ZLiTwclIQw30bK8DQ9OIxJO1tl2GhtGQwVwbjrK+MkQolqAmFKc6ECXUMLCnTXKZeMJC17VkVnDCxlbJeuemkQzMmzrpgUpjVrKmtm0pNB1MG9xuF4FAPYl4GIeZhW3ZxBoy4xWgUNQHg6BsbGWwZWsFSjNwOR34XSZZHgcOQydu2dRFLJyGIsvjoHMbL6aWHGiyNhKntCZCXSRZe1vTNEw9WY4mZoGmxSmOW5TWRSnMdBG3koOvhuMJogkbh67RPteDpmnEEzaxxA+10/UEJGyFz5HM1C9ds5VEsJb2PYrwux0kLEV2Zg7fs4Xq+gDrKoPEy2xchkE8YeM0NTLcbtpluWnrd5HrdeJw6OnyK16nQV6Gi2jCJhRLoMdDvPrsv/h87hywLdq3b8eMm2/k/048gbZ+527dphpL2JTVR1hVHyUat9PTM9wmbfxOcrzOdD3y1qJpGh1zvBRmutlSE6E6lKzn7zCS+2k1lKYJxiyCkQTl9VFK68LUBBPUR+LELIvKYLJUjFIQjCQv4HhdJlkeF9luJ/XRZOmiYCzekP2fHGg1bttUNtRsb5/jpmuuj4Q7E6cdJ1RfDeFqOuQXke1xkOtzYmo6m2vDhKLJ9WysDpHpduAydeyG13LRhgpcHXrTtntvKgJRcr3OdBBdMtGF2DPblnIB0kH05cuXY9s2uq63WtuEEEIceKkgeseOHSksLGTNmjWUlpbKOBk0HlQUJBP9x0KC6EIIIcQeWLh4CbrLR6/Dh7Fqaz0lNWE2VIXoNPxUSrZsZnnxJka3K8TUNJaU1FKfMLAiAXq2y6V9tgcdxYbKEO1z3GS5HQRjcXRdx+c0klndJMt7bKgIsq4iwJbaMFXBePJ5kmU7XKZBJGEnB5hsGFTSaehkeZzJMhamjsOho5MctNNhapi6jmE0FIvRNJRK1sJ2hsrZ8t1alB6jsFdXgtE4lgW2stE0HTseYd2W1WjKxpuVSzihKLOidO/eHV3TiCQUpq7QlEbCtglZNsFogs3VIXxuM1neo6EWuM/toMBp4HcbeJ0mtg11kTiltRGCMYvaSILqYAzTAF3TcZl6w0CoWjLT3W3ibAiuRuMWlp3MrE+WYtFx6FC1eT12KEDvzgV0L8gg0+3gsEI3X77xDInsQowBA1CaQSxh4zA1cnxOuuX6aJPhSpc9sayG2uSmjs9l0i7TTYccF889+Q9uvuVmQqEQDoeD3/72t/zxj3/E6/W2uP/EEjY1oRjVoXijrHPT0Gjrd1GQ6cLrPPi+ppmGTuc2Xjq32fW+RhMWpbURNlSG2FoXoTYUo6w+yvqKIPWxBLYNDh3chk55IErCVrhNHafpIm5ZaJqB16njcxnUhZMD4yZL7gToluejXbt8VldsIlSynkOH9cPYJkA3oGMmtoKS2gg1oTjhuEXUUuR4HaDg+/JanHldcHfoxfziKjI9Dpy57cFwSBBdiD20fRC9a9euuFwuwuEw69evp1u3bq3ZPCGEEAdYc0F08UMQPT8/n7KyMslE/5E4+P46E0IIIQ5CoWiCZSV1lNVHCUYTzF0XwtvnOMyuw/jvt5sIRBMA5HTsRklZOSUlW9hYHSKasLFjERLRMHaolsO6FFAbS7ClOoLT0FlWUkeGy0H7bA/Ksiguq6ekNkJpXYS6cJxww6CifrdBrseBpusowNDAcIBfGfjaeMjxOtEbaoQ7DQ0bsO1kmZRw3MIwGmpkaxptfC7yMpxkuk3QNMJxi6x4JR+9WUatQyPH68BpJOf1OHS8TgfffLMaFQlQ0LEzRx8xhHdef5m6zQHWh6voP/QobNumPmqjaWBZipilsGwbXdMIJ2yUrTANnTZ+J13aeOlZkEGnXC/RuM2SzTXELEVehptowkIpRcxWZLhMcr1O8jPdtMt2k+d3krChKhAjHE+Wv1FKYZo6Dl1PbttWFH+/kcDmVTg1i5OPPJRMTzIz3FaZ5PtNyqtLyFX1dOveFadp0CHHS592GVgKQjGLYENGtNOh0y7TQ7tsNzneZF36e++9lxuu/y0AI0aM4LHHHktnW+6MUsks7epgjJpQPN1fUjLcJvmZLtr4XA0lSX78XKZBURsf7bM9lNZG2FITZlNNmLwMF6V1ETZXh6iPJAjGwrhNA1PXCEYTeFwmHsMkFE1QH0lg2Q4KMt30aOvn+5ow9ZE4izfW4m7XHWPDRr7bsJWjqsMUZLnI9jgJx5N3QwDkZbhol+0mHLMIx2yCsQThuEWgpop4oJLc7EzK66NsqQmzRWXj7XU0WxIaFfVR2ma4WvkICvHjsn0Q3TRNevXqxeLFi1m2bJkE0YUQ4mfEsqx0YkLHjh0pKCgAYOvWra3ZrINGqh760KFDefPNN6mvrycej+NwOFq5ZWJnJIguhBBC7EQgmmDN1nqWbqkj0hC4BdhcuhWUTdvC9pi6RkGmm4JMNyV5TpYEa9hSWpYsn2IryqtqiFVuIsvvo6Q+RkUgRkUgSihmoaOoCiUzr4OxOIlEcuDNmGWRsGzQNDwOk1DcIJqwyXSZaBokbMhwmbTxuxoCsB5yvA4sWxGIJgOFNGQ3+90miuSAnBrJDOENlSFiVrIeeiJho3xt0J1uwpEIuU44pCAHd0P5i0g8wYuLvyJeW8ewUUfTq2MbciefwdNPP0X5qgWsi1cz6exfELUVoahFKJ4MmoMilrCJJmxcDp0Ml4MsnwOHYbC+IkRZXQRD13GaBt3aeLH1ZAC+PpIgFEvgd5l0yPZSkOnE6zIJx21sG/Iy3GikgucaaMla8HHbpo3XRfFnbxBc+gFHnjCGwzrlJGuqRxOsLqunyyF9KPviC8IlKxh36jF0zPGQ53c1DHT6g3hDDXeH8UN2czwe529/+xsAt99+O3/4wx/SZVuUUkQb9jVu2cn2NPwfs2wicYtYQjXaht9lku110MbvPCizzvcVh6HTKddLp1wvgyyb6mCM4oogq8vqWFEaoLwuSixhJV9fpSiri2ArjQx3MrBeUhNifUUQQ9fwuw1iVnIw27grB0/3oayNaby/fCuFmW7aZrg4JN+Py2FSF4mh6xoOXcdpajgNg7Y+J5YXQlUlEI+Tl5NF+2x3sqRQKBvDk0m9YfDKgk1keZ10beujV0EGGR75g0aInSkvL2fDhg1AcgC5lD59+qSD6BMnTmyt5gkhhDjAysrKSCQS6LpOYWEhhYWFAJKJ3iAVRB88eDBvvvkmADU1NeTl5bVms8Qu/HT/YhNCCCH2kFKKmlCcjdUh1pUHqQzGQCkyPQ56F2bi1m0u+/gltMwCRvQtojA/lw45bqpCcTp07IyyLUq3bMZpaihlEA8HcLbthL9dJz5bW0lpbZi4lRwYMxRLELNsYjGLmFIoOxlE1wCnaeAwNBwG6EAkaqGhke1x0C7Lics08LuTNcCjcYuqkCLH46RLGx/ZXgexhE1VMFlCIxSziCWsZIA6bmErhds00HSNWNzCVjpZPi9V5aXYwSo6dy8ky23idhksWriI0iWf4fN5+cXYYeimk3jHHHpkX8hvf3MNqz5fw/tGjMuvvBq3w8Sha0Qsi1DEoiaSHIDSZRpkeBwoldw/27aTWd+RBKap43cZOA0dS7OJmjqxhEbcsllTXs+yLQqlgceRHGw1z+fE5TCS9d0TNgqF323icZiUByJ8uHAtnqIBdD3iBJZvqUPXYEtthGjcokfXrnz6xousn/8hh99x3Q7B85Rtg+cps2fPZsuWLRR26sKU6VeysSpMuKE2fSRuYasmVrQNQ9fI8jjI8SYH1XSaP7/6wA5DJz/TTX6mm8FFOWytj7J4YzVLttRRFYxRF4o1DEpqE4haBBMWMRtCcQvLsqkJgdth4HMaZPq8qEScmDJYs7WOjVUhMtwOFm+soWOul37ts3A7NMrqo8kLUoDL1Clq66N662ZUPEyHvBx8Lgdep6Kob2ciGxZi5nYgHA6haRqLNtawvKSe/h0z6VWY2eq16YU4WKWy0Hv16kVWVlZ6ugwuKoQQP0+pUi7t2rXDNE0Jom8nFURPfW7W1tZSVVUlQfSDnATRhRDiR2Dr1q2MHDmSESNG8Pjjj+/WoIU/B3ZD4NlWyUEgbaUafpLPexzGLgOWSinqowlqQ3Eqg7HkwIi1YUIxC5ep0b5hUEVLKb5csgpn18H4MnOoUW7i1WHWVQSxlcLbphCUYsvGDawrD7C1LsrKLRFcnQegCjry7YZqDF3Daeq4TR1D13E1lE2JJxQJBZqmcOpGsq6508Chg65pOAwdl2ngdiZrdHfM9tDW7ybTbaLryaBzOG6zpSbM6rIAuqbhcxp4HDpl9RG21kWIxW1sSA7GSTKo2MbvJNPjon2Oi60rNxKv+J6CzEENBwY+mPMGidpSxo87i64F2eiahq0UhVl9uOPPf+b666/ny//NxU2C444bSfv27enYoQOd22ei6xrRuEU4lhwwNRSzkrWtgxZo4HObWEpRG06glELTNTSl0DWNqmCMYNRKlqPRNDI9JgnLpioQI2Hb+JxmOou7LpwgErOxbJvl67dgZLSloNuhbKgMpl/jTI+Dc47tyz+uW8SCrStIJOLpQWF31Tdqw3HueexpXB0O5bQLL2FjbRyIN5pP05LH02km67g7jOTvqf/9TrPZoP3PkWnodMj20CHbw7h+7SipjbC2rJ6KQIxVZfVsrgoTTdhYKhkArwnFqQ7GsZSNAnL8boxoHZFQPV6tOw6Hk0A0Tl0kRnU4me2e53dSkOXG7TAIRKxkeaG4TVnMhVI2nQra4nUahGIW9VFFbk42W1d9wbC2Cfzt2rJqax2VgRhfr69mfWWIAR2z6ZjjwWziIosQP2YVFRVcffXVXHbZZRx99NG7vfz2pVxS+vbtC0gQXQghfm62rYcOSDmX7aSC6D169CA3N5fa2lqpi/4jIEF0IYT4EXjiiSdYuXIlK1euZNSoUZxzzjmt3aRWYTXU907WN04GV0OxBNGEnR6YsTlOMzkopc9p4neZeF0Glp0MjtaG49SFE8QTNnWRON9XhagOxnCaGlleJx2yffjdJsGYRSxh88WyDejebPKLuhOKWZTWRakLx5MBVMOLr9eRaN5c5q0qxe12UxWxcOQUoptOaMiozvQ48btMfE6DuGVTH7FQKHwuk+55fvp1yMLQNSJxm0A0TjhmUReJE20oeRFL2KyrCLKuIohpaPgayoFEGo5LNGFjq+RAlbqWzILWNR2vSydh2bhNA7dDJ24rFDpOQ6dTh/Z8G49SWrycrm3PoyoYZXNlPXM/X4Cr3SH0H3Uq6yoCKAVOQ8c0dAYMGMgdM27kmst+yXuznuTd5x4HZQOK3JwcunTrTreevfjFxZeS1b470XiyTI3XaeA0HWR5HHicJi5TIxSzKKuPEojEyfI4aeN3gabhdxoYmkZ9NE5dJFmqJsOdfC2VAkWynnq7LDebNxRTteJL3B4Ppx3TH103iNsKt0OnT2Emut6RNm1yqaysZMGCBQwbNqzJ/qKUoi6coDIYpSoYY9F3S1hWvAWHy81pp5zc0O7kMfQ4DNwOIz0gqdh9mqbRPttDpsfB6q31FGZ5CETiJGybtn4nkbiiLBBlc3WQFaUBNteEqAzG8Oe3J7Z5PUawkiP6FFFaF6UqGKEyECMYSda3D8QscjxO8jKc2MCmqiB1ePB0G8rmhA9XaR2moZHpctC2Y3eq64KUlpZw8uDD6VngZ9mWOpaV1FJRH+WT1RV0zvVwSGEGBRluuSgifjL+8Y9/8Oyzz7JkyRIWLly428s3F0TfNhNdKSXvkUII8TORCqJ36tQJQDLRtxEKhdL14nv06EFOTg7FxcVUVVW1csvErkgQXQghDnJKKWbOnJl+fOWVVzJq1Kj01fw9MXv2bObMmUOnTp3o0qULXbp0oaioiI4dO2KaB9dHQ9xKliSpCESpCyd2Oq+uga4ng8aalhwYM1WrOpZQxBLJTNYUpZJB+WDUojYSo6I+SjyhcDl0cv1O2vpdtMt043c78Dh1yuujrN5ax5otZWgON3l5bakKxjA0DbdDpzoYY1N1BF9hNyKRMMFgBNN0EU8ksKNBfJluhnbOJdPrQCmbYMwiELWIW4o2GU7aZXkY0iWHIUW5tN2uTncsYROIJCgPRKkNx9haF6G0JkJFMEa4IbtbR8Pp0Mn1OXEYBqqhJrllK7yuZNZ2W7+TNr5kHfVQzCJhKSoCUWrDcXLbdcaZ14XF5TbvLitFA775+mtijgzyOhSSXVhEcXkwOZinoeNqCCB36juUPz30//hs3qdsLa+grKKS+mCIuG6y2obVK2tY84/ZXHf1VXhdBoe2yyQvI9nGUEO98ppwDIeh06WNF2yLN2Y/h1+P07NrZwo7FpGT3wGHL59ANFk2JWEna45H4jYuU8ftMIhbii/mf4tmOhl4+OH4PS5MXcPUdUxDozocx2HoHHn0CN58/TXmzZvHsGHDsGxFKJZIDyqa+n/b8iwvz56FFaxi8qkTOGFgNwkE7Sd+l0n/jtkUV/xwB0HChhyfg+75PhxGW8rqI3y6upLFG2uorszAzCxgXW2cLrVhDinIxND9bKmNsLU2Qk04TlUgWXM9kkgQjtmYmkXC9KJjUB4zqN9YQ67PmTyPO/XBVa94e3k1/u5bcTsMurX10Tm3HQs31bCpOsyasgBVwTidcj10y/OT69v13QxCHOy+/PJLABYtWsTSpUvTGeQtoZRqNojevXt3HA4HwWCQjRs30rlz533XaCGEEAet7TPRfw5B9Llz5/Lll19yww03oOvN37W4bt06ALKzs8nNzSU3NxdAMtF/BA6uSIkQQogdfPHFF6xevRqv10v37t357rvvuOKKK5g1a9Yere/dd9/lrLPOwrbtHZ4zDINOnTpx4403cuGFF+5t0/eYZSuqgjEqg1FqQvFGWeZOU8PtMPA4DLxOE09DjWJNT5ZtaaqWtWUrgrEE9ZE45fXJYHlFMEoomsBp6skAu2WT6XbgMHXa+Fz0LsygIMuNQ4N1lUE+XFHGki11BKNxNtRrOPOK0LM6sKU6jLMhmByMJchwG2SYNvVVW3DlZ5PpaQORANHStfTsmk1RG29DprjCtsHnNMnNdtKzIIORvfLomONpMkDrNJOB/Vy/c4d9qwpG2VIdRqHQdR1D1zA0DV3XMDUN09DJ9TnwNlNOJG7Z1IXjuINFzHyohJJNJvFEsn98/tV8sBMcNegwPK5k6RVlg6UaBhGNJgdb7djtEM7s3iu5QqWIRmNUVlVQXFzM7BdfZPOGYrK9DrI8TmwFW+tiDTXjIW4p3A4T09AoyHAz57/Pc8+Nv9mhnS6Xi85FXRh+9NE8eP/fyMzMxLIVlcEoZXVR6iMJvlm4GM3h5rBBw6gMxJrsX92Gjsa1YC3vfLuW476vTtZVb+JOBoehkeNzEq0p551nH8WyLK676nIJoO9nhq7RI99PjtdBSW2E+kgi/QOQ4TY5oU8+XXK9qLpSZq+tIOA0WFEaoKI+Ss8CP3l+d7JcUnWE6lA0WV89YuFx6NQEgpj+HHRl4XCYKKVYvbWemKXQcjribJ9gaZXCtXALHbI9rCsPcnT3Nozo0Zb1FUFWlQUor4+wvCROeX2UzrleurT14XPJ12pxYJWXl7NmzRqOOuqovVqPUiodRAd49tlnueOOO1q8/MaNGykrK8M0TQYOHNjoOYfDwSGHHMLSpUtZtmyZBNGFEOJnYmflXH6KdybZts15553H1q1bOfzwwxk/fnyz825bygUgJycHQDLRfwTk274QQhzkUlnokyZN4uqrr+aII45g9uzZzJ49m0mTJu3WulatWpUOoI8bN46OHTuyYcMG1q9fz4YNG4jFYqxfv54bbriB888/H4fDsVdtjyWS2cIOQ8dhaE1+WVJKEYnbBGMJwjGLYCxZl3zbLGCfy6CN30Ubn7PRwH41oRhLttSwpiyZHZ3lcZCX4SLbm5zP40wOVhmKJQNwgWgCpSCSsKgNxakNxYlaNlkeB9keBx1yPByS78c0dKqCMT5eVcbSLXUUlwepCESJxpMB40AgjOZwYXozQYOEpQhj4WsIUhf4nWzRdCrDcfKUwgrVoWIhDE8Gm2sjxBIWoNHW76JjjodhXdvw/9k77zi76jr9v08/t0+fyaR3SCCNHnpVEBREBQs2Fl1d2+K66m+tu66ga0FXXXUXRQSlqDTpoYeQQCAkJCGkTzKT6TO339O/vz++dy4JSSAgIOh9Xq95JXNPuWfOPfec7/f5PJ/nOWR8Gu0V+CxrqkJryqY1Zb/sbcdgaCrNSYu3HD0Pd9tK+rtWcez4KwgjwSf//BuEbnHh275DW1uqto2qUPP7NjRF+rxrGoauYFZf09UZEB7ONV+7hEIYMt74Lo1NGQpOQMkN8AL5IVuGyriMTVvKRlMVVj0pFY2HHnooTU1NbN++nZ07d+K6Lps2Psemjc/x7Lq13HXXXTQ2NtKWktu6fsiq+27BHx3lrOMWMrUlgR9KJb4fRnhhhB8K5h0qFZbPrF1X/UwVTF0hbkqLmLilkTB1bEPas3zp+98iDENOPvlk5s+f/4rPcx0vD81Ji+akhRuEsqhW9HYj1CEdN3jrYTP59RXfxp94MK2LDmXECVjZlSVl6zTEDFK2gaZaDJU8okjgRRGO4yB0Cztm0T1cJmkbhJHs2lDtNIqmU3Y8RoougwWXdbtyrN6Z5ejpTRw1pZnDJzfSNVKmN1uhN1dhsODSNVJmVnuSSU2Jv8vA2DpefwghePvb387y5cu59dZbOeecc17xvrq6uhgYGKj9/rvf/Y5vfetbL6qi2x1jKvRDDjmEWCy21/I5c+bUSPS3vvWtr/g466ijjjrqePNg586dwN4kuu/7jI6O1tTXfytYs2ZNze/90UcffVkkel2J/uZBnUSvo4466ngDo1KpcN111wHw4Q9/mIULF/KlL32Jb33rW/zTP/0TJ510Ei0tLQe0r2w2yznnnEM2m2Xx4sXcfPPNWJZVWx5FEX19fSxatIj+/n7uvvtuzj777Jd1vEIIim4gAwDLMhRyDIoilb2SdFXRq37fZW9P24wx2IZKS9KiJWkRM7U93mO45LGxr8C2oRKOH4KioKsyiHKk5BEzNTIxA0NTcatEfhBKy47efAUvEOgqWLpGk22Qtgw6MjGEgPufG6TsBfTnXXaNlunLV3ACgaZAS8JEJaRSykLgMbWjkbhtoKsqFS+gEkQ4jo8ba8LItFIul2hKWjj5UbR4A5oVI25ozGxLMqkpTnPKYk5HmoY3iB1ELBZj+vTpbN68mZ5tG1mzZg1etp+jjz6adxw7Dz+MKLuhDEU1DtT/W2fOwQexevVqtj+3lgUHy8FiFAmKXoCIIB3T99jXmB/vl7/85Zr/v+/7dHd3s2bNGi6++GIef/xxTjnlFO65555aiv2WTc8x2LuTWCzGaccdtcf1vTtmtxzNJ/s30tcLST/L7BnT9kt8lkolfvnLXwLw2c9+9kBOYx2vMixdY1wmxrhMDC+IGC179OUcyl4oiyjNjfRvepyZ8fegdnbSPeIwWvEYLnlU/IhM3GB2WxK3av+THewHv4LR1EQlEGh+SGdDjLipUehT2FQahVwPbZmFDORcstX329Cb5641fYxrtJnYGCdtG7QkTSp+SG9Wkumb0kUO6cwwviFW90uv4zXF8uXLWb58OQD/+Z//ydlnn/2KVX1j+znkkEPo6uqiq6uLZcuWcdxxxx3Q9vuzchnD7r7oddRRRx11/H3ghUp0y7JobGxkdHSUvr6+vzkS/e677679f9myZS+6bl2J/uZFnUSvo4466ngD4+abbyafzzN58mROPPFEAL7yla9w0003sW7dOj772c9y5VVXU/FCLEPF1rV9EjdBEHDhhReyceNGJk6cyJ/+9Ke9CEZVVWnvGMc73/chfvGzn/Kbq6+ukehCCEpeKAnrKnZ/l1AI8hWf0ZKHW/Xg9iNBUFWh66pStU2hqsIO93hvTVWIm1I5njB1krYM/xyDH0aMljx2jpbpGXXozztUvABdVWlKGszqSGLrOt0jFXZmy/RmHZ7rzVNwA4IIbF1BAG4QIiIIIoFlSKJdVxVKSsCKrUNkKx5+IHDDkNGyT9EJMDSVSU0mcVPDD6GcHSQY2klD0mbmuAx9uQoDeYehoosTRChCoJsxIqdEMV+mPWVS6O8idMucfND7WDxnMi0pi0zMwNI13mg45JBD2Lx5M2vXruXqq68G4KKLLgKkYj0Tf/kq2/nz57N69WpWr17NueeeC0jv+rS9d6dDGIasWbMGgIULF9ZeNwyDqVOnMnXqVKZPn86pp57K008/zUknncR9991HR0cHDz30EADHHHPMfgl0kMWCRQsXsGLFClavXM6hB83Y77rXXHMNo6OjTJs27WUXlep49WHqKu1pm9akxfbhEv15l1nTpzCULzKycwvvPkpeM7uyZZ7rL9KXcyi5Mow2YciOFtvPEYz20tjRSEPMoOwF7BgpY6gKkZlAtRLkAg1NUckkTOKmjuMH5JyAXfkKOcdjx3CZxrhB0tZJWQaGpuAGEd2jZR7fOkzSNmhLWYxviNGSsrB0DU0FU9PIxA1S1r6tleqo40Dxk5/8pPb/FStW8PDDD9fGCS8XY1YuJ554IsVikd/85jdce+21rzqJvm7duld0fHXUUUcddby5EEURPT09wPMkOkg1+ujoKP39/bVnw98KdifRV6xYQRAE+80a258SvU6iv/FRJ9HrqKOOOl4j3H333fzpT3/isssue8WV9t/85jcAfPCDH6y1VVuWxa9//WuOOf5Ebrz7ERZddzuLFx8LSLW3qUt/7jHf8ISl8bX/90Xuvvtu4vE4t956K2aykb6cQ2NCErlRJOgvOPSMVjj8tHP51U33cNeTm7lvTRepVIpIRAixJ+HjBSFlP6TshbheiF8NehSCPdTmhqaSsnVUBYyq3ccYVEBRZfhnwfGrlikRCmCZcvt8JaAvXyFfCfCCiGzFIwjB0qXP92BBsKm/l4ofIZDkfsHxyVd8FAU0VaUvF1R9rwUxU6M1ZZG0dIIwYstgicGCWz12gaGpKAqoisKUFqk2VVBQVEEQwrbBEfTGTuITJvPIxqGqZU2IqevETQ1L12lM6Dxz304qA13EnVNw+zbhD2zjQyce/Bdb5LzWmDt3LjfffDPXX389Tz/9NIZhcMEFF/xF+1ywYAFXX301q1evfsl1N23aRLlcJh6PM3PmzH2uc8ghh/Dwww9z6qmnsn79ek488UTuu+++Gol+IETS4sWLWbFiBcuWLeMDH/jAPteJoogrrrgCgM985jNo2huv6PH3ClVVmNaaJBMzOHj2TB55ZCnPbNnJ2X5IOmZw0Lg0U1qS7MpW2NhXpDtXloGxI2WGSx6RU6AlpjK5Kc6unMNAwWE0iCgGOkbLJBwFtg8XaU3aJGyddEynLSUIkfZNCgqDRZcdo2U0RcXUIBRQcAKCUGDqqiySKaApCglLI25qNMZNJjXHaU/H6GyQdjWtCfkeddRxoOjr66vlopxwwgk8/PDDfOc73/mLSfSjjjqKjo4OfvOb33DDDTfwox/9CNN88U6pKIpYuXIlcGBK9L9FH9w66qijjjr2xNDQEJ7noSgK48aNq73e0dHBhg0b/ubCRUulEkuXLgXANE3K5TJr1qxh0aJF+1x/f0r0up3LGx/1EXsdddRRx2uAKIr4+Mc/TldXF7lcrmbJ8nLQ09PDvffeC8CHPvSh2utFNyA98SAu+uxX+P3vr+MHP/gBRy5agBVPEkYC149w/QjwAbjzzjv4nxvvwWibxuXf+y9KyQms3ZVDUxTc3hA3kKGSbhBRcHwcvZGJh53KULbAz//8GAsXzMNQVVIxg5aEiaEpeKEgiARhJKh4IfmKD4r0yTZUlYofEkSCIBRE1fUiBJamomoKXiBwvABNlaGXhqoihKDshxQdn4oX4kURri9QFEmYxwwNq1oYaG0wiBsafXmHoaJUvyNEjcTXVBk+GgkQCNIxA4hImjqNCZOYoWPqCtmSJwlwTSGMQNM1FARCgKkpFJyAwYIrg0eDCMtQ6S14aIkGYqk0QSh92JsSCWKmRqpq79CRjrEsGuS5XRsYfXYZlc1P0N7e9oYn0EES1ACPPfYYAGeffTbNzc1/0T7HfMTHbFpeDGPrzJs370VJ69mzZ/Pwww9zyimnsHHjRk444QQKhQJwYCT6scceyw9/+EMeffTR/a5z7733smHDBlKpFB/5yEdecp91vP5oTlq89YiD+cVPi2xfv4qRkkfRDWhOmpiaRkcmRnvaZrDosKG3QE+2QqHiYTR2oiaaSMUNjmyKoSowUPTY0qOx4YldCDtB2jYQAgbyLkEUVgtsCroKcVOnLWXhBDqDeY/Bok8UCTQVkpYmK5qKQFVkJ81QMSCKYDtl1u3K0xg3aEpaZGIacdOgMWFycEeaeRMa9rCvqqOOfeGXv/wlvu9zzDHH8Ktf/YpZs2Zx5513smbNGubNm/ey9uV5Hk899RQgSfTp06fT0dFBX18fd99990t6rW/atIl8Po9t28ydO3ef68ycORNN08jn8+zatYvx48e/rGOso4466qjjzYUxK5f29vY9irEdHR0Af3Mk+oMPPojv+0yZMoWDDjqIu+66i2XLlu2TRHddt+YXP336dKCuRH8zoU6i11FHHXW8Bnjsscfo6uoC4Prrr+eCCy7gvPPOe1n7+O1vf0sURRx//PFMnz6dvOPTM1ohW/YRQnDB+y7ikaWPsnPbFr773e/wsY9+mI62FpoamzBNnTASPPbEU/zge/8FhsU7P/QJwo65PLp5CD8I8ULBUMHFDaNa0GXK1mmKG8yeO4+hpUtZv24dhy2ch6aCH4TsylYIIgEKKChEUUSu4lPyAsJI2rpEQqCioGvSp9wLIvKOPOYwkqpztWrvoirSGzsQgigUhEKS82NhkKqioqkKILB0FVNXCKOIHUMVCp6PqiioQNzQUBQFFUFUPX8KkC37FNyAlG3QlrTRNIXRUsC2SpmiE+CFEaqqEDekOl0F3FBa0wwWPOmlXrN+0UiYJpWhHrzBbuYumskRc9tw/IiYqWPrGooCnQ0xDp2QYX5nirX3befR++4CBJ2dna/a9fVa4oUkyJiVy1+CMRJ927Zt5HI5MpnMftcdI9EXLFjwkvudNm1aTZE+puiwLIujjjrqJbddvHgxAM888wz5fJ50Or3XOmMq9I9+9KP7XF7HGwPHHHUEXv8Wut0SzVaEacdw/ZAglJ0nlqHS2RCnLRUjV/F48LZuosDHjCUYLLgIAeMbYpx6UAPnzuvgmssvRU000fCO08mkbKYaGqNFj+GyR7biUxECL4C2tIWhqIxrsGnyDVCkLZUfhFT8SN6TFGhMmGgKZCs++YoMRt2VrdCfd2UArybvc49vHWZyc5x5ExqZ3pZAVRRKboiuKYxviNEQf2NkJ9Tx14Xv+/z85z8H4NOf/jTTp0/nXe96FzfccAPf/e53ueaaa17W/tasWYPrujQ2NjJz5kwUReHCCy/kiiuu4Nprr31JEn3MymXhwoX7LRRblsXMmTPZsGED69evr5PoddRRRx1/43ihH/oYxsJFxwI4/1Zwzz33APCWt7yFCRMmcNddd/Hoo4/yqU99aq91t2/fThRFJBKJ2vmoK9HfPHhNSfRvfOMbfPOb39zjtdmzZ7Nhw4bX8m3rqKOOOv7q+N3vfgdAOp0mn8/ziU98ghNOOOGAFb1CCK666ioA3vvBj/Bsb56+nEPRDSh7Aaam0pSw+NIX/5VPf/rT3PvAI9z7wCO17TOZNJnGZkbyJdTmycw7fDFTFh7L1sFy1ZoFgiiqqskjYob0IDc0BaEoHHLwbB595CF29Q/Q1TuMHUviRlLhLqqEthdEeIHA0BRipkrSMjBU8EIhleqhVMV7ofQJDyIIo4ggDDF0DSEU3EAgELheSMkPiYSASME0VeKGgW0qWLqKWm39Him6lDxJsIeR9FuPmxplLwBFQVPA1FSKXoDjRWiaJLWcIGTTUEkqRRWoVgGwTY2GmIGhKpS8kJIbUHJD6Z0OxE2NGU1xJmRipBMGcV3h1t9uBqGRbm6h5EY0JUxMXSUdM5jTmeagDkm2Hjr3YOD5NvndWxnfyJg9eza6rhMEAU1NTZx11ll/8T6bm5uZMGFCLRj0+OOP3++6q1atAg6MRAeYNGkSDz30EKeeeiobNmzgmGOOwbbtl9xu3LhxTJ06lW3btrF8+XLOOOOMPZZv2LCBu+66C0VR+PSnP31Ax1LHXweNjY1Mnz6dLVu2UN61iQkLjiJX8RHVwGIvEKRsnWRKoz1tUdryJE6uzJSWc1CA3myFgbzL1sEik5vjZBJx8l4FK3KIRAKA9gabdFyn7Ib05R2CSDBYdEmaGm1pm7aUDEAeLLgUnADDCRgpe+iKQsWLGJe2OHZ6K24YsWWgQG/WYbTsVdMhZOFwx0iZzQNFHt00THPKYkZrks6GGE0Jg4G8S3vaZlJzfI+8iN0hhKDih5TcEENTyMSMum3G3yBuuukment7aW9v5/zzzwfgi1/8IjfccAPXXXcd3/rWt5gyZcoB72/sGXXkkUfWrpf3v//9XHHFFdx6660UCgVSqdR+t38pP/QxzJkzp0ain3766Qd8fHXUUUcddbz5sD8S/W9ViT7mh37GGWfQ0NAA7D9cdHcrl7Hnbl2J/ubBa65Enzt3LkuWLHn+DfdjrF9HHXXU8bcC3/e54cYb0ZJNfPcXv+aHP7yCrdu28w9f+Cbf/Pd/l9YmQhK0TQmTxrgkYXfH448/zsYt20mOn8nERSexemeWkhfQGDfpyNiYmlQ9H7VoAV/74qX89prfMVJyKTg+arwRL9PKkJVATRm0Nbdx6FEnU/YimpImClB0AhRVoylu0pSwaElaRELauggU/DDOtInj2LJ9J9s2bWTh4UdgCpW4KRgsuOzKVvCCiEhI6xPb0LANj5ip0hiXQXwoktQJAvCjiDAK8XyBF6r4YUS27OP4IZUqea4pCpqqYOpSrR6KiDDScP2IUAgcPyIII0xdI21pNCZsDENFRcUyVIIoYiDv0D1axq3ZuqikLF2S3JZOrBpe2pG2yMRM3CBiV7ZCX97BDaS1jaoqJG2dtoRFR2OMmKERRFK1P5rNEWkWGoKDJnUwrS3FxMYY4xtipGMGuvb85zim6A5DSZO9WZTopmkya9Ys1q9fz4UXXviiAZ0vBwsWLKC7u5vVq1fvl0QXQtRI9N1DRV8KnZ2dPPTQQ1xxxRW85z3vOeDtFi9ezLZt2/jwhz/MjBkzaG9vp62tjfb2dpYvXw7A29/+9lqrZR1vXBx++OFs2bKFZ1c/yTvOPB0/jBgpeQwVJak99gOCob4evEKWM+Z24JiNbB8pM5B32DlaZvtwidQhJ1Ha9AxuqUB7RwfDRQ8BxAyNpG0wN2GxY7RMGAkSlkbMUImZOilbpy1pYxkqomoltW2ozPahEmUvZG1PlknNCTobYiiKgqGr5Cu+VCOZOjoqI2WPkh/ijFYoVnxGSh5tKZNICBKWQUvSYkpLnGktCQIh7+UFx6fohmQrHrmyT94J0KqZDjPbUnQ02CRMvdrVs3+EkcDxZYC0E0S1/3tBhKVrpGydhKWTsLQ3ZCjy3wv++7//G4CPf/zjtRb5RYsWcdppp7FkyRJ+8IMf8OMf//iA97e7H/oYDjvsMGbPns1zzz3HTTfdxAc/+MH9bv9ySPQ//elPrF+//oCPrY466qijjjcn/p5I9K6uLp577jk0TeOUU05B13VUVWXHjh10d3fvdQ5e6IcOeyrR69khb2y85oy2ruu1L0odddRRx986Kl7IDbfdS8Fqo3VcE3MXHc0XvvJNPv3pT3Hnkgc5/pSlHHPMMQAyJLPsAyVSti5DPjUNNwz5/m9vITbrGA47/jTWD7gkLI2GmImhq/hBhIL05e3OlulccBKXHnI8JS8kW/YolMqUy2VK5QqB5zJnxhSmdjRi6iq5ivTtNTVJPCctnSAS5Kqe6GU3qJFFhy9YwKZn17PhqaW844wTKLoB/XmHpKkRhQYFxUcACBgdGZEWLYbJiGnQmIzRnJbEckNMBpf6kSCIIipuSH/BwfEjnCBCVUBXVWxTI2FqWJq0onGCgNGiixtFiEggqmGfZhRR8QKGSjKsxtCkP7EfCtwgQlEVUoZBwtQwNRVVVbEN6amuIigHEZsHSihKGTcIyVZ8wlBgGxrjGkxakyZTW5PYuobjhxTcgCiSg5nBHUM4Pc8yvdHgYydMxzT2TyS90BblzUKiA1x88cX89Kc/5TOf+cyrts/58+fz5z//+UXDRXt7exkcHERV1Zo3+4Gira2Nb3/72y9rm3PPPZdrr72W3t5eent797nO5z73uZe1zzr+Ojj88MO5/vrra4Seoam0p23a0zZe8Dyh3j+SwxU6erKFeKaJqY0pZnWkGCl5bB4ssm2oRCyeQM+00zuc57AFMvxzpOThBSG6qhIJwdHTmyl7IdmSh6JK25ZICJIxHVPTyMQMEpbG5OYEW5piPL0jS0/OoTcn7+emLsOfVUXBC0JCAY1NJpNb4gwVPHrzFbKOz84NPRC4TBjXiqapCKFgaiqaptCetmmMG0QCym6IE8iCnaYqhJGgP++wY6RMY9ykPWPTFDdrBLhlqFiaihvK+362ElDxwv2eX8eX1l1jMHWFpCX/xqQlyXVDU/e7/RhuueUW0uk0J5988l/4if994umnn2bp0qXous7HP/7xPZZ98YtfZMmSJfzf//0fX/va12hpaTmgfe6LRFcUhfe///187Wtf49prr90vie77fq3weSAkOlAn0euoo446/g7w92TnMmblctRRR9VU6PPnz2fVqlU89thjvPvd795j/X2R6GNKdM/zKJfLJBKJ1+HI63gleM1J9E2bNtHZ2Ylt2xxzzDFcdtllTJo06bV+2zrqqOMNjDVr1hCG4ctSmr6RIYRgpOTRn3fJVXz+cMd9oKicdvKJTGlNMqvjCFa96yz+52c/4/tf/WeWLVtGKp1moODSm3UYLno4VRU0QlBxPR7aOIzVOZvZ8xaRtnVaUjZJW0MRMtRzuFRhMO9S9kJCIa1NbEOjoaosT9utpGwdXVPRVYVsxZdkj6KgqSqGrhJEgt5cBS8QFN0AJ4hoiBkkTR1FgfnzDuGmW5LknIinnttKU3MHJVeqwic0xmhLNxAzdH537W94csXjqLEEaiyNbiUQioKuy8C8zo42znv7OUQIBgseQwUXLxTETY1MTCcVM2hKGBiqRiQEQRjg+yEeOo4niIQ8N0EoUFSFMKwGiCKDTEGh4keoqkpjwmRyU5xJTXEycYOUZaBpCkN5h439RbpGylS8ALeqok9aOp0Zm7gp/53QFEcIaUdjahrNSQtLV2lKmIzL2Pxs2XVUnn2Ywz70oRcl0AEmT55MPB6nXC4Dby4S/dJLL+XSSy99Vfc5Zs/yYuGiY8tmz55NPB5/Vd9/X3jXu97Ftm3b2L59OwMDAwwMDNDf31/795BDDjmgkNI6/voYI/BWrly51zJTV+nI2HRkbMLRHsL8AOm2CRimzUhJEsMJS+etc8cBglV35ekqjzJcrLB9qExz0qQhblCoKAyVpIf6U12jtKVtgiBiuOyyxYtojBn0jjo0JQ3StkHFj9CrtiqLJjeyfajESMnH1BTGNcRoSVkIIW1hciVfZjQoyO6glMnTm7pZt2M7GDZ92RKpdAbbtgmFQAE2aCqGqhC3dTIxk4Spk7QkOS/zKjyyZY+WlMVwyaU1KbuOvDCi6AYUnYAwkjkUQkDC0pjakqAhbmIbKlaV6Dd1FccPa9tU/BAvEIwEHiOl58+zZcjOn4Slk7R1Upa+h5Jq7dq1nHvuuaTTaUZHR1HVlybd69gTP/3pTwE4//zz93qmnHrqqSxatIinnnqKn/zkJ3zjG994yf2Njo6yceMm0AzmzF/ESMkjZsiOrfe973187WtfY8mSJfT19e1TFLVu3TocxyGdTjNz5swXfa8xEn3dunVEUQQospsNal1tQoCuKQdUkKmjjjrqqOONi78nJfqYlctb3vKW2muLFy9m1apVLFu27IBI9EQiUbPTHB0drZPob2C8piT6UUcdxVVXXcXs2bPp7e3lm9/8Jscffzxr167dp7ee67q4rlv7PZ/Pv5aHV0cddfwVMDw8zOLFi4miiB07dhyQUkoIwWWXXcZBBx3EO9/5ztfhKA8MXhAxUHDoz7t4gYyzdF2Hh++9g2B0gCNOOI3b1/RiaipHvOOj3LGqi4HBIS7+j1/yzne/B4EMvwwFVLyAUpXI3rZ1K65TJm0qvOPYeRi6RtEJGMy7OH7ESNGj5AWy1UuVqvGYoaGqCo0Jk460haXreEFE0fXZlXXwwxA/lGrqIJSt+oVKQMH1QUBLyqI5rhO3NGxdwVBVdNVi7pyDWfXMs6xfv5ETTuygIyN9fzVVJW7pPHj/ElY9+RRmPMH4CeMpFooUyiNEmomv6eTKglyhyPjndmAlMyhIH/JmW2dma4rJLXESpl61PgDP9/nM5z6HCEP+92f/TaToDBc9yl4g7WOAlG0QN8fU7TIU1fEjkpbBrPYUbSlLEji2Qdn1eWZXnpGKTyKmM7U1gR9I6wQQhAI60pJcK7oBQUiVQNIwdYXWpE1r1esYYO0zawA49NBDX/L6UFWVgw8+mCeffBJ4c5HorwXGwkXXrl1LEAT7tHcbI9FfzwLblClTXpZ/cB1vTCxcuBBFUdixYwcDAwO0tbXtc72RwX6CXD9tnU3M6UwzWHAZKXk4fsS2oRK6pjCt2ebODUsxFs4mHTuevOMzWHTxQ4GqKBRdnzCM2D5YkqHLkaDoBPTlKkQCaRula7SkLRpsWchriltMbI4zuVmRJLcQmLpKa9JiUlOCXMWj4oV4VWW4pQRc8/DtuNgY6VYcM45bLhCPx+kc145h2tX1BaETEEUgRETctKsKd53BgvRu3zFSYsdImaSpYWjy3mZqGigyGyNm6iRMFVWF7cNlpqsKbakEoYCu/mF+ddVv+dCF53PEnOmoVZX7UNGlL1fBCyM0ReZbuH6E63sMFT0ADE2hOWnRnDRJWXot5yOfz5PNZmuqqzr2RhQJip4sWhRdOT4oFgpcd9cj6I2dvPfiTzJcdDF1FUOTFmlBKPjkpV/i45/4JD+59haOO/9iWjJJUjGjmg8gas/aoFqMXrpsBdbEQ+gc30mvY9DbVwBkQSSTbueI40/hiUcf5rrrrturK0cIUct/Ofzww/dbFIkiQdkPaRg3GbNlIiXd5u5VW2loaNzn+ooCrSmLzkys9uyto4466qjjzYWXItEHBgYIwxBNe3Pf54Mg4L777gP2JtF/+tOf7tMXfcuWLQB72EUqikJTUxMDAwOMjIzsdd7qeOPgNSXRzzzzzNr/582bx1FHHcXkyZO54YYbuPjii/da/7LLLtsriLSOOur428I111xDqSSla/fddx8XXHDBS27zwAMP8G//9m+k02nOPffcA1av+VVfbENT/mJfMdd16e7uZvr06eQdn/6cw3DJqwXXGZpCQ9zgzkeW4KoWE05+H4NqE9FISRILQcSCsz/IIw8/zNPdeRqe2sjE8Z0oirQBUBXQNemj++ymLSjxBmYvmMfSzUMEQBgKwlDaoYRCEAQCVQOEUlVvCxQiQgFeJDBUtUquy7Z/Gdgp8CMIIoGC9B5XUQiJGMxLn3NVUTA0BTeI8IOI9LQF6F1DbNnZzcKKh6JYJG2DlG2wYf06br/jDlA1zn3n+RxzzNHSRiAUZItldgzleOixVfSNZOnuG2T+3GbGNcQ4fFITh09poCEhvVyjSKrQQiF45JFH2fH4ErR4hmWPPMwZb3kr6ZiJoUnipugGVa9zBXO3wNExCKA37zDc67BtsEy27KOr8u+PWzpTWxKMy8Rq2wWhtCgouiENcbMWVDqhMUZTwtzrunnmmWcA+Uw7EMydO7dGor9ZgkVfK0yfPp1EIkGpVGLjxo01VeLueLmhonXUMYZ0Ol0Lr3/yySf3GIPujl27dgHQOW4cmZhBJmYQRjLroS/vUPFC4s2daPEM5f4dHD6liWzFYyDv4fqS5E6YGsMll5IT1uyvNEVBVxVKrk+u7FHWNUbLHpah0Bg3ycV9enMajQmjmoVhoavSYquzIcbMtiRbBoss3zrCjuESt99zN3k3JG05/PslZ7Pk7ru49Z67KQiFoViCRYsO4/STTiHSTIaKHmUvxA9DchVpySWJ7WpYsieLvIoClq4SM1RMTSNuSfI8igT5sry/+pHg0c1DADQnTFYvu5+H7n+E1TuG+cI/f4bOhjiqCn4gaufUMFWmt9pYukaxWhDOV3z8UNCXc+jLOWiK4Npb7kYxYwivwsDAwJueRA/CCD8U2Ib6ssYYQShDvYNot+d61e7MDWRBRhbK99zuj7f8GV8xmbXgSNqmzWFjf3GP5Y4f0nTQUUw8+iyGR7L89rb7OOH4E0jaOu1pG0tXcfyIih8iBCQtjbVVa5U5Bx+EbajoqkrZC3D9iAHf5aS3v5c12we56tYHOPcDl5CJGaRjBoMD/XzkIx/hrrvuAkXlrHPOJVf28aOolnnSm6tQ9kIUBWKGTsxQmTBjLj09PWzfvp0FC54n0ZWqXZuiSIJ/IO8ykHdpTBh0NsRI28Yr/6DqqKOOOup4XSGE2C+J3traiqIoRFHE8PDwfkUPbxY88cQTZLNZGhsbOfzww2uvL168GICnnnqKSqVCLBYDJOm+bds2YE8lOkhf9IGBAUZHR1+no6/jleB1TflsaGhg1qxZtfaFF+LLX/7yHu3j+XyeiRMnvl6HV0cddbzGEEJw5ZVX1n6/5557DohEv/POOwF5T9i6deseD5woEjhBSMWTAZWO/3wYmh8+PwPVNUlw6KqKrkkCNm1LAuWFoZ4vRBAEnHn223l4+Uq+8+NfsPiE571c46aGoamEUUR/3uX39z9FbMZRzJw7nzAStKVMDE3DDQQTGmIUuttZsexRVtw5wLGfv5RI1Sl5kVSaF1xG8iUGygKzeRJG61Se6y9gGtLbOwwjXF+gqAJVVSCSpDHICShIVXsUCVykV68XRkQINBQ0TUVV5DHHLR1V1bBNFQ1dBnF6gkoQUnAjDFXF1BXaWppJptPkBnfhDO5k/mHziZkauaF+rvrpDwiCiBPPOJP5iw4nXwnww4iyFxCEgng8xZQJHezq2kyhq8SZF5xMW9oCFLYOlWGovNe5vvnBJzBaJgNw25//zDvOOQtdUan4QTWM9fnHlmWo2LpsO7d0haIb0jVcYmN/gcGCS9kNKfsBMUNjXEaS4mUvpHu0jG1oWLosWjTETTRVIWFpTGiM0xg39kmIPPvss7Xn14Eo0WFPX/S/dyW6qqrMmzePxx57jNWrV++TRB9TotdJ9DpeCQ4//HA2bNjAypUrX5pE3+37qKkKHRmb9rRFtuzzdEczoDA4mieMIGWZpFoMCm7AcFHaubSlYlRs+XvO8dEUhbipo2kKmTiMVnzyFZ9sRdCX9zC0EklbR1MUDFWhIW7SkrJojBkIFIJQPrsANmzYwMb16xFOkYs//DGS6QY+8uGLeP/5b+P7P/sVjz7xFI8/eDerH7qD733tC1z81hN4rr/Iht48u3IOpWq2RcI2SFo6qqrgeCF+JP0yIqDshzIjo9oSZekqpqZKEjMSaKqCiuCZHUOoyRae6y/x8IZe4rZFU8KiM2PTnokBgjASbPFktsek5jjjG2IIIbM2hooeo2WPpY8uZ9RVMNtnIAKX9V19TJ0x83UNKPU8j9tuu401a9bw6U9/+oA9w4tuIHNDqkWUscJ4GMknsG2ozGpPkbD2P63yw4jRklTp5x1/D4K8q2s799xzL0uW3EuhUOTss9/GBRdcwLj2VpKWQdLWiekKt1z9M4LRXi5616VYuspoyWOk4lOsBERICzJTVzjz9FP5za+u5MHb/sDpJ59AyQ3Z0JvHNjQaEya6KscCXihYv349YXGEE+bNYP6EhlqnQcHxyVV8zjrjVH7605+wYfM2nli3iQkTJvLIo8v4/ve/Ry6bJTXjcP7x4x9n8Tnnsr43R64ahvtCf31NVUlYGpOmTmPn1o3kuzey8O0nV3NL9nzeFhzZQTdS8hgt+YyWfFK2zriMXXte11FHHXXU8cbF6OgolUoFgPHjx++xTNd1WlpaGBwcpK+v7w1Bonueh2Hse/73UhjzQz/ttNP2UNVPnjyZcePG0dvby8qVKzn++OMB2LFjB0EQYFnWXudmTFwwMjLySv+UOl4HvK4kerFYZMuWLVx00UX7XG5ZFpZlvZ6HVEcddbyOWLlyJc888wyqnUQx49zz6JN0DUtV+liLMUhVt6nJFmVDV7n9LukzhqqzbOXTxFrGV+1Pwpqi6qUQhFKtDVHttYG8tI+S3twGDXEDQ1OpeAEFN6Dg+OQrIVf//gZWdDtYE+fx3Z/8gl8dMp9Jna2oKJS8UIbLVTxWbu5jQ/cwIvSZM3smrQkDgUokoDFhEDctLjrvLDY98zSjhTL/9cMfE0s3YiQyGHYCzbTwXIcwP0hzSyvTOhoIwoiSG1D2AohA1aR6HEVBUUFVZXFAqaogY4aGoKooDOVJNXR5PhviFilbIxLg+iFhBDFLk0FzqoamyWDUUtVSQEGgqSoHTxnHsp5NPPPUCs456SgKxSL/9bP/Qxl/CJMmTCUz52hWbh/F0KWPadrSGdcYY0JDnKPGHcSd//Vp8oHDvB/8C7oVp+LLczZGGGnqmBpf4anHlyG8MlEUsmblCp7btJXOCRPJOwGOH2HpKrapYmsaDgLHC8mWpZJ9tOzTl6vgeCGGpjCpKc6EpjiWrqJrkiDSNWUv9XrS0pnQGKOxqozfF3p6enjrW99KFEWceOKJtVCcl8IYia6q6htikPjXxvz582sk+nvf+949lhUKhVqRok6i1/FKcPjhh3PNNdfUwkX3hbEA2X0VtRRFWmIdObMTr28jQwm9GhgKKAqpahfOJCHIOz5FJ6AlaVFyA3Jln7zrI5DWGi1Ji+a4Sa7sU/ICQiEoVUK8QN5j/TCPoirPdw2Z0n88bYTcd88dhIURTjn9LYTJNh7fPkxDzCQTN/j85y/lLes38Kvr/sjO7l1885c30D5zHnMmNHH0tGayZZdn+4qMVMnaiheQdwKGI4d80afiR8QMlYRpoMWkpZihyWDnKIIwjLAMaes1ODxCtr+byC3hhz7btm1nyrQZ+KGLG4S4gcDUFUbLPmUvwNBkcbI5aTK1OUF7xmZcxmZaS4Jvf+k6onIWNZZG0S027Rrlqa4smZhBzFQJI6mkbk6adKTtVzSR9avPS2l/EhJEshtt8+bN3HzLLdx5511kczkQguvveIA/XXcNs6dO3C8pO1J02dhflNkhYYSmKmiKUn1myW28QD6XchWfCY0xUrZR+4wdT4a9jhX3zer5UVWFXHaU++9bwt133s6z69dDFKKYNopmcv3vfssfr/k17zn/PD72j/+I39zOdQ88Qn+YomnOVNoPOZbVO3M1H3G/qogvEJC2DU4+4ThuuuF3DBcdnnhiJXPmH0bZk2KDguszsTFOJmaQLfts6B7EGn8wfsch/P6JHdi6QlsqRntGKtcnjWvl8IXzeHJzP1f+eSmOH7Bm7XpEy2wmHtTMWWeeSbK5mXvWy4A4S1NJ2jppW2dcQ5zWlImqKLVck6mTJvKYleCpzbtYtSOLqStSpW5qxE35PUiYOrM7UlS8kN5chcGCS8EJKDhFlKoQIFUtEKVsHfsl8knqqKOOOup4fTGmQm9tbcW27b2Wt7e310j0A+3ufa3w7LPPctxxx3Hsscdy6623vuzt9+WHDnJMuXjxYv74xz+ybNmyGok+NteZPn36Xt31jY2yQ6uuRH9j4zUl0f/lX/6Fc845h8mTJ7Nr1y6+/vWvo2naXhPnOuqo4+8D/3fllegN4zj5beexfPlyBss+y9c8x6RJk/e7zcBAP1tzYE2Uyt+H12xl5hF7Kph1TZLHtqFiV/3B7eqPWlXVBaH0zw6qrdOON2bjIVvPe3MVqZ7yqyR7lZnf2b2TG/68BK2hg2QiQbGQ59v/81s++tEPk4kZ6Cr0Zh0GCi6r1z6HkmymqbGRyEiyZaiMoSmoigqKqNqWwDFnX8ADS5bgReA6EaLYhwg8hO8SuUUir8IRR38ALxAMl3z8MCISkDA1WpIWCVMnUSVcAiFqfuy6qlD2QoIwwtIlmR435SRTVZSad3jFl5NpPxTkXUleG6qC50c4QUgQCVRVKhITpsb0WQex7NFH2dTdz92ru3hw+ZNU0lNIWRaLDj+c5pRN0tKqVig66ZhOzNCwDI3mhg4mz1lIT08Pt96/nFNPOp6EpdOZMWot8FEEoRDsGhhm/eZtGG1TmTT7UHp27eJ/73iMk06KkbZ14qa2T2IlFEJ2InghiqLQkjSZ1JSgKWnUPM1VFcJI1H6C6r+2rpGJv3ibeDab5cwzz2THjh3Mnj2bP/zhDwdM8Bx55JHE43EOPvjgfXqA/73hxcJFV69eDUjFSmtr6+t4VHX8reDFwkXHsC8l+gvR2dmJ8F36Nq7msEkZUNTaPSPYzX4DpII7EuAEIdmSz47RMv25CkF1eSQg7/h0j1QoOB5+KIuc2YpPxQ1q22qqgmWoPLx8FWGilY7OqcxceDReFKEAPdky/XmFbUMl2jPj+NxnPsM3vv0d8oHK1Xc8whknHF1VgMuuLyEEJcenO1uRJLcb4vqSzI8iQcY26cjYmFUluBtE1WejVAKPRoINm7vR0i3oqVb80V30rHqQD591DP15j5Lrs2UwLwOYEyYJS2ek5NKTDdg0IFi+dZjJzXFmtaWwFY+773+IoDDMlAaLrr4hirlhBosOmweLeH6IqiikYgamJhXLU5rjNCUsNE2q9OPm3mRpwfEZKrq4QUTZC3Grz+9ICHqHsjy89FEefOA+Nm3cJAvPiknr1DlEikZ3ochZn/g6H/vEJ2luaqoVc3VFJRQRoyWfcrUDKoogYalYhl61FovwAlGzjBvzy48ZKo1xk+akVEuHkQyAHXteqCJk49qnWfbA3ax4+D78Ypaokkc3TE5++3s4+a1vx7BsrrvhRp7dvJ0/PvYcN6/6NxYsOozhoWH0pvEcfcLxRKoMe1WqBfNICHRdQUchX/HoHg1Y+NYLeWzZo9z+8OOMn3koEVBxQ8Iooi/rYOoaQaVARY1htbUyTIrezUP4ocDQFFK2TtLScfyQzBHnYvuPsXL9NiBEKBqHLzyUY489jpIfMVRwZXeXoSKEwPAVHE2lN1dhuOhi6SpJS8fUFSZOnoyiamzb3gWAFwi8QKrex6CpCu1pi3GZGNNak0xojNOfl+MsL4gouSEl93mlu6krtY6GsUezgrSGMTSFzobYHl1srxeCMCLvBARhtOeC6jFq1cLcS3VDvt4IQjlONGvdKXXlfx111PHysD8rlzF0dHSwdu1a+vv7X8/D2gtRFPGxj32MkZERbrvtNlauXLmHJctLIZvNsmLFCgDOOOOMvZbvTqKPYV+homOoK9HfHHhNRxTd3d28973vZXh4mNbWVo477jiWL19enxzXUcffIXKFIjfeswwt1cJ5552Hmx9m2dJH2PDUco6eN7s24QHwQump6QeCOx5fAbUITsGWjc/SkjRraqW4pb1kO7ihKRgaxNhzPTcI2TVaYdtQSarWQgEISQDrGmHg8dtf/wphWBw0dz6HHnYkt/z5dp4bcrjxoTU0tLThBRG6puIGIev6yuipFlrHT6Y375KyNBKWTiQCVEVayMQMlblTJzHvHz5ALpelUqnguy6+W8apOJQrDp6RJDFhBqGATEy2ck9ojNGWqnqaVv3KFVUhaWrETZ2yF9CTLVd9ViNsQ0VTFMpexEChhOuH0uc8FOgqmLqGpoJTCSm4AY4vCei4rmGaKqoSYVYDTSNh0TZ7Efl8gTseXEYpn0WNAi4461hOmD+d9mqLdRAKRksevbkKJTckW5Zt/Acffhx9hft5+Mk1zFl4OKam1ZR/uYpHf9WP/elnN5M45HRSDY3MOHQ+A488yLoNmzjtlJOJWxrtaZuGmAkKVPyQUjVwreyGWIZKQ9ykLWUxqSlOR8amMW7u1Sb+cuE4Dueeey7PPPMMHR0d3HXXXQdsAQBSgbFlyxaSyeRfdBx/KxgLFx0jzHfHXyNUtI6/LSxYsABVVent7WXXrl37JMrHSPQXyyhoa2tDVVWiKGJwcJBx48ZxIK4j4zIxDhqXouyFlLxAdva4YS0YOVfxpSJZl8HIu7JlNvQVGCo6uIFgW9dOcmUXM93CQQsXkKv4pG2DIBJUvIiC5+P7gq6hEnFLZ8Gxp/LoQ/ezbOXTtE+exYqtgkzMJGao+JEsLoaRIF0NYw4jAwUFxw/JuwHOcIn2lIVl6kRVwteuhlSXnIBdg0PoiWYmTJ5Ad1cjO0TE9Y9tIWHHyXs+USSkil1XScWMGsnt+AFlL2Sw4LCqa5SRnm3o045kZnMD06dOoW/J3QwM58nYJgjICVG15VIZLrr05wXrduVRFek3P4Z0TCdtGygK5CvSYiUIZU7I7t1svUOjXHXVVZTLZdBsEtMPY/KUqcyafRDjOscxlC3w8NKllCoe//PHJRx15FEkk3Gcqk2LQOaUaIpKQ9ygPW3jBQr5ikPFl1Y51ZxONFXFUBWEEAwUHIaLLjtGVFlcAWxdJT/Uy3NrnmLNqqdw/RAU0NpmMOuwNo478VTmH3YkqWSK0bJPJCIu+OSX2NbVxbLlj9PV08uazd0gBKqd5NhjF9MYN1EEDJVdNBQsUyNhahS9EC2MAMHsg+fw1KrVjOQrrHhmIxMmTSQKBZXqWCAS0NfXi915MOlkDAWFuKFSEgFDRZcdI2UEkLJ1JowfjxpUcAujpBNx3vmuc2mfMBWAhoQMyUUopGI6LUkLRYGKL8cpJU/68o+UZNis2jAeo2US3YWI/nyFGW1JEpaOgtym7IV4QcSurPTSb0/bdDbEmNgUZ2JTHDcIKToBhd0CVyURH+z3ezlS8pnVnqQhvv9us1cDUSQoOPK6zDt+LcPlpZCwNNlpEjOk6OGvZFfj+CG9OYfBglsrEo7lKFi6LNxYuiqDk6tClbq1Th111LEvHAiJDtDX1/e6HdO+cOWVV7J06dLa7z/+8Y+5+uqrD3j7++67jyiKOPjgg/dpQ33ssccCsGzZMoQQKIqyhxL9hagr0d8ceE1J9Ouuu+613H0dddTxJkHJDfjJtbdSDqBzXDvvPuM4Stue5uHbrufx+2/n65//5H63/eoDt+DuXMtb33Y2d91xBxvDEWa2p/6i48mWPbpHK4yWveokWKEhrtOWsqh4PjtGKmweKHDn/Y+Qi3WQbrRZeMwJmKbNrLnz2bxtJ2s3dzHLTCE1ggpaFFAY6ScKQ+ZOHcfsCY1oqoqpKdiGCigUHZ+SFzJScclXAkQUR7eTYANCkNIUmnXpf24ZGpObY5wwo4WZHWnyjs8zPTmKjvT4NnUVP5QTns2DRYpOgBOEGKpC0tYpVALCSMiAORTilkZj3KyGcYJZJePLTkBTsmqjpQhsXSdh6ti6gi9ETZ0+fWIHK5/so1jOEuaH+eC7386cGZMZKQe4YYWhoo+mKihAOmaiqnLS7PgBE2fNRV+5htXbB3lsyzBBFBEJgR8IHF8WTEDQ3duH8B2mtSQ447CZPH3X7xnq3Um5ay1zzzgNQ5OewyUvQFdVUtbzCvKYodKctGhNWa9aa3cYhlx00UU89NBDpNNp7rrrLqZMmfKy9zM2UKxDeskrikJfXx/9/f172OLU/dDr+EsRj8c55JBDWLNmDXfccQf/8A//sNc6B6JE1zSN9vZ2ent76e3tfVmhwIqikLD0vfyxvUDmRYzd89wgYkZ7kkMmNPDsrhxPbNjO/U89DLrFgqMWM7G1EctQq+SyRsrSaQ5NchWP4aL0WzebJ5KafAh+GLFsfReTOtvw/YjGpEljwqQ9bZEwDZqSkqCzNIXhssfm/iLd2QpRJPBD6IibHNyRBBQKToATRAwMjTC4fgVaqolZJy5mNFvA8WHNjhEaMkHNGktBdoOl3IDGuFkl1jRsAwpOQBhFrOseIjblMFpmTCMbeMRnHMnGokYoQuZ0pknbBkU3YKjkoasK24dLFFwfz5e2KKryvGe8F0aEIQikb3vKNtBVBVWVdmRFN2D9+g34yXbSDQoHzZjO7JnT0U2LghPSl3dRNYujjjmOJ5Y/Rj47wmMPP8Dhx55AMpnArlZLLEPBFhHbN29gSVc3nudz9BGH0Va9Z5maSiSkz7lQFFKWRnPcpC/vMlL2CDyPob4d7Ny2lUrZQdFNlHEH0xyPM37CRNrGdaLoJj0Cup8dxQ+HURVpF6NqCpqSZO4xpzGpkGfz1m0MjWRpb29nZa/L8p7tsoBhqFia7MALQ4GiSgV23FLRNZ1Zh8xn3dpneHr1aiZMmEAgBJEQeKGg7Pr058poiUbs5hbW9ubRVVkQkU9kgRAKXhARWjpnv+UM8n1bOeaEkymFGo4fElWtZNrTMQRSwdyXc7BNlca4RcbWEChE1S4OP4xobW1Fi6dxzBSPbexlY1+KSc1xmpMmbSmbiY0yeK0nW6HgBHQNl9k5UqY1ZdHZYJOOmVhJjebquCWKBKVqDoug2oXBmEWgDAzOVwI29BWY2pKgPb23rcBfAj+MGC56jJQ8Ck41Y2A3SJumvZXmYzY8Y6r6kluhJ1tBUxXS1WJE8z7CzfcFIQR5J8ANwt26ZQRhJIUTsqtQFqASloau7Xk8BcenNyc96MdIf0NTCCJZnJJ2RNE+3llm08SqHaBjNjsxs26v8/eGIAi46qqr+NGPfsRb3vIWvve97/21D6mO1xjXXnstYRjywQ9+cJ/LX4pEHxv//zVJ9L6+Pr7whS8AcNFFF/Hb3/6W6667ju9+97sHPHcbs3LZlwodpDDIsiyGhobYvHkzM2fOZMuWLUBdif5mRr23vI466nhNMVR02TJQ5Nbb70AELh885xRaUjZnnHEGX/jCF3jwwQdxXXefeQie53HfffehxtK865JLeeCpjfQXhtnV20fnuP0/3IIwYrDo0jVcouxGNYW744cMFd1aG3DB8XGrVihRJBgqOeSq5PPAwABbdw2hGjEWHXEEumESiYgZM2bQOzhMqVRkYMcWTjhqIRoKq5/dSJgfob0xQWdLhsGiKz1TBZS8oPY+VFvtUaT9iqlLC5RMTCdpGRi6QtLSOHJqEzPb0igK9OYcdo6UUVDQVJWC49NXVW/71TZhXVNpipvoqoIfReiqSsn1URSF5oSBpmqYmkLc0rF2ax1WFdk23Zq2SFp6VQW2t3TqLbMaOP/q/yJA5/wLLuSIwxdJRR2yPVwq2ffcJmaqoGhMmzYNVdcZHs2SLxaJx+IoKJi6PJ7GuEFHOsbdP7mR3PrVXHLJ//Kek2fS//BMvv3927nvths558zT8UNRa/k2NIVMzCATl+Gwr3Y4nRCCz33uc/zhD3/ANE1uvvnmmoq6jleORCLBzJkz2bhxI6tXr95j0Llq1SqgTqLX8ZfhQx/6EJ///Of53ve+x0c+8pE9Qp6EEC/qib47Ojs7a4r2RYsW/cXHVciN8otf/IINGzaQTCZJJpOkUilSqRTJZIr7//un5PtGOPnMt/Oldx9Pd7bCUNFDUxViVauyUAhcL2Sk7DFQcBkuuEycMIGtXTvo7+uhuaWZsleh4AYEkWBiY4xZ7Wk6MzGSMY2EachAZWD7UIlHNg2yfbjMcNHlie0B09sSWFWbkFXPrEO14rS2tdOcTjCppZH1m7ZQtnXamxtAqfaHiapK3gkYLnpk4gYtCROj2nk1MJwjlx1F020am1vJjQyhpVoZCmL86akeFkxoZHZHqkbs2YZGZyZGyjLIVjwyfkSIIFf2KLkB+UpAEIbomoqqKJQcH1VVqqGpEIQBO7q7iYKAQw87momd7YQIVCHPR1MiRVPSxlBVTj+ole/99//QNzzMintu5pxz3k5zWxsbt+3imR3dDOcrKLoJVhPCgmVrtzC3EjCuvY2KH1EJQvxQWrtEUYSqShuUcqHAhmeexi2Ogm5jphtp7RhHa0sbmUyGIAzJeyG+6+MFsgtOUcBQZUaJHioIBNmyIIgMWibNpHF8BIrKzlEHFalmGxs/RMIHBKamkrJ1DF2l4vpMnjqDjVu2k3cCtuzspaOjDZDXk6WbPJsfJvIcEvG4JF3DsNaVJoPYBWVPUHDKQBrRNp8HN+dJWRqZmE7CNvBDhZ6REpah4YUhJbfaGYBAV1QaYgbpmI4bSrIbAZnmNnLFMtt7h/GFzmjZoz1jscOSVn26phI3NUBQciUxvLG/gKJAe9pmemuS5qRFwtRqdm6SfJa5NrujJWGxdajEYMFl62AJxw+Z1BT/iyxKwkgwUvIYLrlky3uGxJq6HJukYwc2NhnrUJE/Hl4gamGqvZYM6s3E9racGyPOh4suIyVpE/ViGC35gAz5S1gaSUsnbuoMFaXf/Bga4gadmRiZuIEQAjeIdgvTlV0MlWqmjR9GZEsePZ7stomEIG7oZGIGbWmbhrhU1ifMv566vo7XFkIIbrnlFr785S+zYcMGANauXcu5557Lcccd91c+ujpeK2zatIkPfOADABx99NHMmjVrr3UOVIn+Su1coigil8vVlNuvBJ/73OfI5XIcdthh/OpXv2LTpk0sX76cX/ziF3z9619/ye2FELVQ0Rf6oY/BNE2OOOIIli5dyrJly5g5c+aL2rnUlehvDtRJ9DrqqOM1gRCCnSNSWdPT082qFY8SjnRzyUdkxfrQQw+lvb2d/v5+HnvsMU466aTatl4g/Rjvuf9h/JaZdEyYhtYymfGHHkNfTzdXLXma0447ggmNcRriRm0CM1xy2TZUYlfWoeT4NRVNEMkJfrlKZjt+VCUmNNwglN60VbWboSnYSsgzjz2Akx3mqKOPYMHMyRRd6WvZmIxx/KJDuf2WP9AztJO+Ce20jOukZ+c2UBU6p8+lN+vUJgyqIm1qTE0qClO2VAOlbF1OZA0NTVEIxVjwqQwLXb0zx6quLMNll6JTndgiVY7ZikcYyjbbmKkxtTVBe9Km5Ms2Yj1UaTY1PN9AVVXSMamKVFFQq3933NRIxwwmNcX3UEwKIWSwaNUfd0zVFGZs/uvf/43u7h4+fvFHiFk6mip91sueDHMba/99oRpMndjItXqe9WufobN0OmeddLa07AlC2jMxmhImg709bF2xBFVVOfO0k1BVhUsu/gjf/ta/s+zOP5Lxvk3HpKlUvJC4KSeAr6VP53e+8x1+8pOfoCgKv/3tbzn55JNfs/f6e8OCBQv2ItF932ft2rVA3c6ljr8Ml1xyCf/xH//Bc889xy233MI73/nO2rJ8Pi8tPnhxOxeQJPqTTz5ZU66/UuzYsYMf/OAH/O///m/tvfeH8ePHc/X3v4YwkzSnLPpzDr15Bz+IatkXtqkxO5Vm/kQNTRH4h3XyyU//nqywUCa00DZpOmVXdik98NwgmwZKdDbEaE/bZGI6TXGTVMwgZemceeg4ntwxyv3P9rN1sMSa7my1U0lj1bYBFMNm6uTJaIrKtMnjeWbNk2S39DHrsINQzJgMiXYDchUZxF32pMVGb65C0tTRNYX+gUFU3aSpIUlnc5KgnCN0CrhBI9uHyvSMVli+zWRGaxJDl8/IlqSJZSgYrkopGutqCknaOklbp+iEuGFEEEYy68OT2mkEDPX14pcKpBI2bW3NDBQcIiHzL6StjlQiBxH05jyOPutCHn18Jbl8gT8vfRLTtHE8DzQdVTUwYzaZdCNFp0KlbPBszyj9pYhUOl0NZVWIRIQXCggVsqND9HVtJvQ8GlramT59Fk1VG0s/kt1XjhfKtm4i2Vlmq2gaaKq0RvGqdisyZ0SpWmYI3EA+WzUVUpaBZeqYKui6iqmqcuwUhBQqAZoKQtWYPG0qW7ds47lNm2lvayNhaiRsnaSh8udnVxCEghPetph0uoGiFzJadCn78pkurzsZIOsGAbJm79dCx8dsPoxqgT5jGzQmDExVwQ8hFBHd2TL+iKguM7ENldZMguGebRiVIeJWJwUnYFO/h6k/bxPSmrQwDRUF6UnvhAGeLxgquDzTk5N2ftVsmKQlrf1ihhzXxA0ZoO6FkgBuTVqMb4jRk62wK+tQdAMSVY/0xoRJ2pbjiTFiOl/xURQ53lJ4fhynALmKz2jZr413QFr/WLpKyjawTU2Sz35Ev+fUOuca4wYxU68FnY/B1FVaU7KLDqhZ3/Tm5HGu35WnMSHHajFDo+AGVeW7u4fgwdBkB4yhSbGFrj5/3Th+RBhFFFyZG/C8p7wLyLFkS1Iq/Xf3jlcUpZYvRFXAX3Ak4Z+vKGTLnux2VKUnfcUPGS55UjwzVCRW/WxkeHuccQ02KfvFM2gOFELI7oZIyAwE+QPxqh1VHa89HnnkEb74xS/y2GOPAVJBO3v2bB577DEuvfRSli9fvldo4gsRhiG/+c1vWLhwYX3s9ybClVdeWfv/9ddfz1e/+tW91nmt7Vw+9KEPce211/Lkk0++omvnjjvu4Prrr0dVVX75y1+i6zqf/exnWb58Of/zP//Dl7/8ZUzzxS3ANm7cSFdXF6ZpcuKJJ+53vcWLF7N06VIeffRRLrrooroS/W8AdRK9jjrqeNXh+CGbB4o1dctDd9yEP7ids846i87OTvqqk4Njz3oXt/35dq67+1GaZiyoBT56fkS24vGbB9djjz+YafMXUnQDxk2axoirsGzTAJWUJDYMTU4+c2Ufx49QhBz4a5pCU8JEQTBU9KpepyG6qqKpCq4vJyJGNZQ0bevEDWl58vvrr8dxKrROmcXkuUcxUpZqQIGcKE3qbOOIRQt5bOnDrFj6AMeffibZkVGUKGTBQVNoTCWImRqtKYumuEnM1DF0RfqDus9PMoZLMvwtqvq5RjU5k8JoyWW45FHxZVCooVUnk9WJddLWGZ+xGd8Ylz6yVWuajnQMS5eT6XTMIGFJQiJZDQmLGfsO5xyDoigkLR32bgzgH9933iu+Js48+hBWP/hn1iy9h0v/4X17Lb/vvvsAGcSZyWQAmDRpEm9961u54447uPLKK/nOd75D+lWagL0Yrr76ar785S8DcMUVV/Ce97znNX/PvyfMnz+fG264YY9w0WeffRbP80in06/IMqeOOsaQSqX41Kc+xbe+9S0uv/xyzjvvvNo9b4wQb2hoIBaLveh+xkj2V0qir1+/nu9+97tce+21BFW/5oULF/Lud78b13UpFAq1n2KxiO/7fOMb36C9VWYudGRsSq0BA3mH0bIMvXaDEE1RMTSlqkRWaEvZfOkDZ/BPn/hHVm9/hNseXsma3hJre3LknYDtQyV6RkskLYPubZtYs/IxTj71DFrGTcD1IxRVEnkNcZ2KF+GHIRXXY6jgYjSNJ9k2ARBMbGukM2XQtXEzhZ3P8tYzzqiGqXqMln0GCg69OZfhatDnaOijKTBcjNDSLdhNrWwZKOFFJlo8g+fLcNKCE7BzuMyanTnSMR2EVPoKRQYvgnwumZpSC6+2DfkcVzUFUzMoK4EMxFQVunp60RvaaJ08ld6sSyTkuCIb+XSNCPwwRxTJcFUUWbRumnIw0UAf5UIeN/BRdYP21mbGj+ukpTGNqirkKj7rt3aTL5YYHhkG4TN9wjgMTa2SeYJNW7cykiuh2Gma2icweUInuqpIb2yohpQKNE3F9wMURauNATShIqrErK7KvzdmaMQtndZ0jOaEIccxvhzHlP0Qxw/ktS0E2WpQuuPLAHFVkX7m48ZPZsfOXeQKJXb2DdLe2owbhGzNZlGbJ5M0DBxiVAouUSQJ+UZDpyluUPIiym5AICKCyIRIfjblIMT3IyIEZU92oRXcgNGSx1BRJ27p2LqKqWu1cNUgFLh+SGvCYEpbivUrRhns2c5RRx6JG1aolEO8IKDsBGQSBrqmMDkWpyMdw/FDRiseI0WPoaJP2QtrNnCNCZOUZRAKIdXQ1aY/29CwTZWMbRKvFg4aYjr9OdlxmLR1JjfF6R6t4IYhURQRRPKaU1AwdHm9qdVrcIzc1jWFlqrNypgfeIQiOxN8SUo7figV4mWvFngeMzQa4gZJSycTN0hZBjFTpSMTI2npNQHDaMlly2CRmKmTsXX6Cg5D/S6rd2axdI2mhFlT2+vVcW5LwiId21NYUHID+vIOQwW3Om5UaIibJDM66liujBuStHTaM9aLKuaFkOPosbybMSiKUvVxl90GmqKQrfj05x1yZfk5jZR8Bgsu24dLclyctJnWmmBSYxz9AANVvSAi70gLq7wT4FathPYFac9o0Bg3aYwbe1nX1PGXY+vWrXzuc5/jtttuAyAWi3HppZfyhS98AcdxmDFjBk888QS///3vef/73/+i+7r88sv5yle+wvjx49m+fTu6rtc6IIquzBKRhRwVW68XSF4r+KG02TyQrl7f97nqqqtqv//+97/nK1/5Coqi4AbyvuIGITv7h0HVXhM7lyVLlnDNNdcAcP/9979sEr1YLPLJT0or2X/+53+udRuef/75dHZ2smvXLm644Yaa2n5/GFOhH3/88cTj8f2ut3jxYkD6ovf09OC6LrquM2nSpL3WrSvR3xyok+h11FHHq4qxwXIQSr/SyY0Wf7z6lwC870Mf5ZmeXG0QfugRx3HHg8tZ+vR6zhwsMVhtS5Vem4IN23YiRMQRB00hEzOZ0NnBmrVrGRnchePPZ6ToUvR8glAqnk1demYnTA1FVenPu7L91A9rE6GKHxJGIblsFhQVRVWJmbL11jcMVq5Zz86ch5ls5oTjjqU1ZYMilVCxmEombtCcMJl65ils2rSZ0WKFB+64FT87wJyDZrNwahvNCZN0zEDqliSEEJTcgJ6sw0DBoegECIScaI4NEA0dTVXpzTqUfUm6xAyVeMIiZqiYukrC0mlLWzI0U5FEilpVuremLCIEYShVYilbZ0Zb8lXzCP9LcNppp3H55ZezZMmSWrDK7liyZAkAp59++h6vX3LJJdxxxx38+te/5j/+4z9eUhXwl+KBBx6o+Sj/67/+K5/5zGde0/f7e8SYXcvu4aJjhPr8+fNfUrlURx0vhU9/+tN873vf44knnuDBBx+sdZIciB/6GMbWebkkejab5aMf/Sg33XRT7bWTTz6ZL33pS5x++ukvq4MmYelMbU0ytfp7FAnyjs9QUYY2e4Gge7TC/FPOZfIhV7Jjw2oeufV3fOazn2Oo6LBy+yjP9eUZLHg8vvIpnl6zGkWzuW/50xx/UhNCqRLTlkbKMsjEwA8FW7ZsIyhlSWYypJJJyl6IEzh0zl5Ab95n+ZZBWrpG0VRQUVBUqehtSdnoisJw0aUv79A3kiMo59AMAzMWkyGQoYKWaiZUNVw/xNCg5IVEATiBJMeU6jNCQUFVBIauygK4JslsRQW96h+OCpqiEYmIoZFRfFR0Q6OhIYMXRqAoRAJCIapG2YJARDKzRFdJmBqGptIydQpD/bswLZvmliYMTa8RqamYwfhMjIUT57Lk0SdZv3kbfUOCuJ/n6MMWogifu+++h4HhURTNYPrcw0g2t0lCG2r2KJYun/W6pmKq4AQRqqpWSVGZXdKRsohbBgoy/FxR5PkoOgGmLo95tORRqlpquH5UtWKJ8KIQRZFF9jCKUFDQDYOO8RPp6d7Btq7tpBsayDs+PQMFjMZxJNIpNg4UpX2LJtXlSUunMWEyMWlVA2mr5L6mgpBhqWEoGKq4DBZccpWAkiNDc7OOT84NyFg6jXEZAi8QjJQctg2HPLF9hGx8DqmjY6wvhTRuHpLhsYq0BXIDQV/eQVXgqa5RdAUycRNT19BVaXeXMFWKXoQfQl/OYZeooKDUPuNQCFRFxdIUhKJQcn1cP6QSRLIQgKgKE8Y6BkFyrQphJLAMjeakyYSGGA1xCxGFiGonnwoMF13a0zZxU8MPpde7pirkHZ+RkkfRCeSeq+MzISBfkSS0piqYmjzH6ZhBJASJqq0dKGwdKpIty3EwKHRUPdyFEOSFT3/BYUKDzcTGBJ0N0nZljFQXQjBa9unNVchXnrdoURX5vR4syM9LVZC2S0lT2vAEUW3MrijUvPkjIRgouPTmnFonzBhJna4S5y8UZrSlbWa1p2R4cTVgtS8n7we5ssfWSpEtAwU0VWVcQ4y2lCn94aOx61iq+LsHhxnX3EgmYaK/xJhAUxXZeSHk3zlc9BgueigKpG2DpoRJQ1xaWb2WHYyvFEII2TVR7Tga+38QCRnkWu0G2FeQq1vtxCn7QdVmZ9/e9YoiC0uZmEHa1l9xcaGnp4eTTjqJnTt3omkal1xyCV/72tdqRedMJsP/+3//j//3//4fX/rSlzjvvPP2Sy4uX76cr3/96yiGRW+2xG9vvpsjjjmOcjUQe1+wqmS6bcj7XNo2DniOE0VivyR8GIZ7WL/9LSIMQx5//HFAFj7i8TgeBt1FQV8pQtU0YqZOOqaTiZk0xgxMXcUNQoSQnToRgvvuf4ARkrQdPJliqcyWXMi19z7BuImTCKpd0poKfY6ONX4OBbOZ5/oKNRupsftVprkNxYzRP5Kj6Mp75gs7dfaFIAj47L98CaNlMqqVYOW2IdbtymHpKqamYRkqpibny+Z+CnVf//rX6erqYvLkyXzzm9+svW4YBp/85Cf5yle+wo9+9CPe//73v+g9Y8wPfX9WLmM45phjAFi3bh0rV64EYOrUqej63lTsX1uJ/vfwXXg1UCfR66ijjpdEGAkqfviibZJBGLFtqMRQ0QOoEbj33nUHvX39tE2bQ+vBR7O2J8dgwcU2NNqnz0ExLLZt62JTzyChZlP2fMII3EqJvq3PEhWGOXLRPBpSNotmjueWq7cwsN5nzgfeQ1/WYFeuTL4SYhtq1etVQQg5IVAQaIpCQ8xAqU4Iokhw3/0P0d/TQxS4iMBHNQxQNUQYEvkeInB419vO4OwjZxCFAl2Tk9yULR/+2wZLdOc9TnvLW7nx+t/juCWEU+S0o+cxuSmBqspJiJyAOPTnXAYKDqXqwFBTFFKWbEVWVBn0CZCvBDX1fkvCorXDYlwmRsLWsDQZBpWJ6zTETKnG01V0TSECSk5Ab97B9SN0TWF8Q4wJjbE3zITh2GOPxbZtenp6eO655zjooINqy6IoqpHop5122h7bve1tb6Ojo4O+vj5uvfVW3vWud71mx7hhwwbe+c534vs+F1xwAZdddtlr9l5/zxjzlt+wYQOO42Dbdo1Er7fz1vFqoK2tjYsvvpif/vSnXH755TUS/UD90HdfZ2ybA8WNN97ITTfdhKIonHfeeXzxi1/kyCOPfJl/wb6hqlJN2hA3iSLBaFnaPhQc+MAln+J73/svvvM/V/P+D32U1oY0x85oYVza4qs//F+eXLUe1U6hiYjRnb0o/RM464wTiSIoVwM53aq6uL9rE8HITg46aBJzOjNVy4SIRnMaTy57hNGBPirFPOl0A5omiarGuEnKlrketqHiBxE/+eVVlNY/w6HHnMj8yY2Mlj1KZYddW3NEKDQlp2EbKjFdo+SF5Co+hiafawoKiiJqlhUCgRvIsEQtVIg0ZLaIkCR+XFcZ7tlOWMwybdYs2jMxSVbrKkaVwPaCiKIXEEURuqZJZaNClaRXCDvTOH5AxY+wNBVDA0VVCALBsCdVyMcduZC4bbJy7XNs6+7FKZcZ7e2iUHEwTZtjjz+RlvY2Kq60iiv7AWEoSfyyH1L2wdQUMnGDKa12zfYmaek0Jk28QBLm2bIkAStuSHepjBsK1Op5CAUoVY4pqIZ2apoMWTU0lXRM+tJHKBiqwszGmfzv00sZGoLY3Ol0NLfR/Vw/7uA2Dm4/hHkT5GccRBF+lbwrOb4MOUUSGxGSsLM0FU1T0TWYkUyxcGIjYSQoOD67sg59OQfHDyh7ITnHZ6Ts4QQRUSRq9jtCNzBiKYSqsmHXKJm4jVklT1RVIQoFBTegUrWxsw2HprgUO4yUFBKGRswy0BQ5ppPjPjAVFVSpeq94Af2VAMcNEGOFlDAiAjQFPC9ErRYFBNQyXVRFwfFDRooeG3blURWlRuzETE2G8YoIFVmAaU0ZJC0DqmPNdMykJSm97Q1Nw/ED/EjgBSFRCJUgpOyF9BdcdoyUq8IOKLqyYzJp66QtvRYSW3IDaYOjq3ihwDZUerJSTS/V3TpNCZNMTK+qtCWJqijQnDDpyNgkLblstOQxUvYoVHx6eytkK760CawWE0Ih/f39MMLxAlBUUpZGQ9ykLW0yuTlJZ0PsRUlL6fHuka8EZCseBUdaPFmaSmPCYKjoMViQ3SpdI6XadmNE8ki2yMrVa+jp7mbKpImc/5aTmdQUY1JznAmNcWnXY0oyWVOUPeYkz6v5ZdBruXpPGcvSURWwjDHLIElOW1XLmReS068l3CAkXwnIO7ITx/HDPXz1XwymrmIbKkJQ7VQ9wA0B8OnLOSgKsiMiZtAQN4ibOl4gs42cIKyR8W4QYumyoNSUMCkXC5x11lns3LmT2bNnc8sttzB79uy93uVzn/scP//5z9mxYwc//OEP+bd/+7faMiHkfLJ7YIT3/uOl6B2ziCdTlMsVrv3T7Ry08GhAflZjJKjrRzjV7AjXl/78uQr052Xnh2WotaJO2jYwNVVajXnybyn7ASVX2lTGTY1xGZvmpFX7zC+55BL++Mc/smLFCmbOnHlAZ1JUO4hfjjL+lWzzauJf/vWL/Pjn/4ei6mjpNszWKWipJlA1FFTGjx/HxR/+IDHTwNAqFF2ZufDCK+zPD24geehpHHLYIrIjWbZt28pvH1jN8ccmMHWNuKWhhj5BrAlVKRBYKdb25GTRN5Citrip4Vcs7EnzKKsa967dharK7+VYF7VtaDXLsLilkTA08k7AD3/5G7aMeKixNABdPb17FA13R8qW98emhFm7bz311FNcccUVAPzsZz8jkUgAUPZkR9v7PvRRvvWd7/PkmnU88MhjHHnUkeiqstd9z3VdHnjgAWD/oaJjaGtrY8aMGWzevLmmoJ8+ffo+1309lehCCJ599lmWLl3KI488wiOPPMI//dM/1cJW69g/6iR6HXXUsV84fkh/3mGg4BKEAlNXmdgUoyVhEkTU1BK5isf2oRJ+NRxrfEOMzoYYFS/gJ1ffSPygY1l01rt4aNMwXhChquCHslLdefhbGM3lWLFuK3MPmkVj3MLQFNZsXI2iqExfuJhiqJOOBLNnzkRNNTOsNbFq+zAlX7ZpW4aGoSuoqioJbDQMXVaiFeTkSdekEmzd6qfoWbsCBUFDwsIr53FLORzXRag6im5x1GELOOuMUxktyoG3pqq0py28IOLpHdlaaOjMKeM57Yg53Pr7q4klEhx55JFkK1IhuHOkwq5spaomkjB1jeaEWZ0MxDA1FScIyVU8ekZdvFCeG0PTmNocpzVtkzA1zN3a61xf0O+7jHlZyv2q+GGEEHIwOaMt+brYnrwc2LbNcccdx5IlS1iyZMkeJPozzzzD4OAgiUSCo48+eo/tDMPgox/9KN/+9rf53//939eMRB8cHORtb3sb2WyWxYsXc9VVV9UV0a8ROjs7aWlpYWhoiHXr1nHYYYfVQ0XreNXx+c9/np///Ofcc889rFq1ioULF9ZU5S/lhw6vXIk+1mHxz//8z3z/+99/mUd94FBVheakRXPSIlfxSZ53Ntdeew29vX18++fX8t4LL8D1PC677DIeeOgRjEwr73nbqVgq/OrK/2PJbTfy9jNOIJ6waE1J4toPIsqOxxWrHiUK4PBDDqI1ZWPoUj2bmNDAo2mfJx5fQbh9Mud88CIioTxPwFRV0blyQLlSYc3TTyKEyvEL5jJ7ShNRJBjIOzxyy3oUw6YtfiSxmIVtaOiqDJOsuAGBkCRq2Q1RVEl+hkISwoaqoOsquqKgawq2qRHTNXp27mB05wbMWJo5M6ag6XrVBkZFU8HxIwQyODFp6oQR5Kvh2zKTVJAwdVKWzCnJOfLZ7AZhTekaCZW8E3LkwnlMSBvc+Ic/0LXLQFENGluaeds57yCRyuB4IQoKlikDvSMhid0gip4nZVWFhGnQ0SBJzoITsHPEkWq/SPqel/2InBMgUDBUSfZrivysDFVBURU0BcLqeMzSFFrTNk0JqQAfI5Qi0hx98CQefPhhNjx6F1/8l3/h9l8+jDPQx3Hnn8a0zkzVh13g+JJ4HFPFjtm1qKqKrmr4UcRIycM2VEIEThBi6xpNCYs5nWksTWHrcIW1PTlGSx5uIKh4Pk4QVQlxTX4ePc/R3z+CmtQxMwlCAZoQqKiggG1IoUFYJZ5GKz4lL8LWoWwZpMOI1pTN1GZpt+MFMvtmtOxRCiMMTSNlScK96txDKmaQMGWwrhMIcmWXUtWfPhKSQI8ZOiiC4YKL44V4Qo6tCAM810FTVZrTaTRDoeJpDJddLE0jYcluwrSt05ywSNo6piatl1RVRUWpKeANNSJb9siWfEquz4jj4XjVzoGiSlNCx9J1yl4gOwoUSfh2ZCySloGpK4wUVcKqL7imKsR0Oe41NIWmuElzyiQIIwbzDkIBP4gYLnnsylUYyLtky1IxD/J61FSlmiMk9iDNVJXqd0ilb9cu1qx+imlTp7JgwXy06nUhfeNBQUVTBboqyW0hFIJIXldxU1oK2rrGwdXrLVfxKLuSuC07PuvXPsMTyx/H8yqISLClOMraqZNQZ08jYWvETI2krdcU5WPflWi3DJ6EqZG04kxsistiSJVQL7kBkYBKlVjd416qQDomC4EN8QNXNh8o/DAiW/ZrljT7UosrirRqtKrdJvKcK9Ucp7BGmI99L3ffzq4WBuKmVOGOFUV2h0AW53LV9y84QfWeU6JcLpNIJPd57I4vg2839Wb50uc/y7qt3XSMG89dd921T+s9IQSxWIzLL7+c973vfVx22WV89KMfxUw1MVzyyFd8/FDwn9++nN6RIh2dE/j6177Cxy/+MI/ccyvp//gyUyeOI2ZosnEIamS3H8q8LMeX6vu849eKv4O+7LJ4KZS9kC2DJbpGyrSnbBpthWuvvZZKpcJPf/rTGrm6LwghyFcChkqyazoIBTFTI25I6ypDk2HPqrJnyLEXRNW5tIMfChrisjuiMf68NdMYwkgGMJfdkJInuwtkp/Xz14alyzwtS1f32n7fn2HIXQ8t5+e3PExs5jG0TJ5NiEYQBPiBj1/K4o/2sqV7LVsXHcSRi0+gt9o5EgG2rpG0ZMdJPp9n24ZnECLkuEXz2NXTw6ZnnuS51Ss59y0noyrStmx73wh6UyfJeIr1fRVswyOMZKFMVCtGQoA96VBCt8LG7kHampukreloBcvQSJjymo4Zssg+WHQplUr84oY7UJONnHLUQu6+5Q/0bFjFtJYEQTVk2qkWUILw+eu8a7hMwtLIWBr/8I//RBQJLrzwQs4880x2DJdY35tnV7aCrim0Jm3OeO/HuOeee7n813/g0qapgEJbyqQladOYkLZcN9xwA+VymY6ODubNm/eSn8PixYvZvHkzf/7zn4F9+6HD80r0bDZbDSx/deei27Zt409/+hOPPPIIS5cuZXh4eI/lS5curZPoB4A6iV5HHX+DGFN0qNVW7QNFFAkqVa/wnmyFkZIMTwojUVOorOvJ1TwhAyHYNVphqOgRIQfyrQmLntEK/QWH9TuGeNqYQ3LhoYTts9k0UKwN9DQVspWAzPjpFILtbO0dZNasGRRdn0gIHt/ah9U5m+aZ89g+WGQw7zBUcmk89CT8SGFL7zCTO1pIahq6NjbIkq2zKnJw7YdyIpqoBhuJSp47b7gKr5Dl05/4Ry589/nUQpeEwHU9ekbLlALozVXwQ9lmm7BUhoqypdX1Q+xqq29D3KDxrHMIgoiZUyczUo7oyWUZLrgEQiAQxE05uRzXYDOhIUbS1jGqbVKREOQqPmUvorHaWtuWtmttvaoCcVOXg7TqTxAJyq5UVpQ92co9NqBuTZlMaU68YT0gTzvttBqJ/qlPfar2+pgK/cQTT9ynXcvFF1/Mt7/9be699162bdvG1KlT91rnL4HjOLzjHe9g69atTJs2jZtvvhnbtl/V96jjeSiKwvz587nvvvtYvXo1ixYtqinR6yR6Ha8Wpk6dygUXXMDvfvc7vvOd73Dddde9LDuXV+qJvmbNGuD17arIxAwOndjEFy95L5/+0tf4/e9/x+mnn85l//kfrHjkfrTA5Zff+TKnnPl2dgwWuP0P17CrdwcP3X0b73vf8561MQO2bFhLduszNCZtPvrWI/AjyFWeD44+/ZSTeGL5Mh564H4u/siHkSScVg0MrAZRC8Htdz6CWy4ybtJUpkyeyGBeKpItXcHWwXFLaJFHGFnsyjmoSAKi7Aa1QMOGuElDzKi17ScsSXCGIVV/eNnxlXMCnlj1NIqAg2ZMZXJrhkzMQK9abPTmHCIEpiafx20paRERhFHVu9rHDwRlzwdELaByYlOMhphZLcKDpeugQtLU0GafyNyOOJdf/l0OPuRQPvGZjyM0WWwf80gHaE5atKdksSMdM3D8gJ5Rh/6CQ8kNyFekUtc2NCY3xQkiSbaX3JCGhMUhnQaZmEFLSm4/JmL0AqnIrPghoRC0VYMpR8s+ubIklypeSAVJGJ542hksXb6S5zZvY+Wq1QwOD6FqGtOmTyMVM1CBuCXt8HRVYbhKPkqJtiBlyc93tORLf/dIjnE0VZLSY2SlF0qyfFJznKa4iaYotKXlsecrAXnXlwrYbBM/f/gmKiLLCcf+Qy2UVqrPFRKWRlAlH0dKLrqq4TgukTDIOQ7dowLRW0AFDEMjZeo0JeQ1krQ1LE2GzntRiBtEBEEEQjBcdMk6IX4QYZvyutWQ/vpxQ6XkRRQd6ZluRB59oyPkciU8P5JsaxQxNNhPMpmkIdNIIhmXYg1XMJCXY2EZAg+WrjGuwWZcJkZMV/Gr4zcvCAkiMDTpQd8UtxExgaGqmJr0WHeDCEVRCIWCCEPCIGKL52MbGmEoyUUV+V2r+CFeILANjXRMx6haH6mKguc5jGQLJFINBDWLDOn5bukqmgJuGGIqcttUzCCmqSgKuKG8DoeyRZ546mm6e3oAGFqzgXhTB5lMBoEca4/51KuK7ESJmxqZmPRrb0gY0g4CQWPCQFNVVMAzNHRFJdu1kxt+/zt6du5AeA6zpk2htaOdFWu3sHTpwzS0trFtqCSDkRMWzUmTjkyMTMzcS0GuqUptvJywdFK2TnvaRlXA3e07M0ZMlz2pUM6WfbJlKZyxDbXqDy27Dwz1eVJ9rGNhbF4xZhcRVclPQ1PlZxQJRkoewyWXbNnfQ2muKJAwdRKWVrsO21IWMfPFaRk/fJ5QH1PzvpRP+NhcKIgiGuMm0zS1VijLVXw+/+Wvcu+S+3n7OW/jM//0SdqaG6RdiikVwEU3YKjg8G//+R1WrnmWVOcMvvvjH1E0Glnbk6vOD2UxYyzoVVFg+tFnsOD0d7Jh83b+4Vu/5AMf+jCGptIQM3ns4fu557abUPwKP//N/zD94HnMnzefNWvX8n/X3cT73/8BgkgSom4Q0Zay6MjI4mDaNvYQCYWRLA7kq4G3RTdAVIVTY/PNhCXnUZauMlz06Kt27fZkK9y7fh1BohVVjPLb39/Av3/r28Rj9h7zqILjS4ugkotXzbbKVqRFVFC1Idq98iRtsRSaEhZBFJErS/vOsc9edlnJ/6cs2Q2QsnX8UOzXjocX1AfGPtdkNYi7IW5iqrAr77BzuFJV3wfsHK3QO1rmptsfInnIqUyeOIFTTjiOTNxgVnuS2e1pGuM6V/36V/z7f17GH3/zcw476hiaEybNCZPWlEVjXH5ndU3h11fdjtO9lnmLDmfhzAkcNKGVG6/6Gf3DO/FGemjunCyfBbkcoJBMxKi2uzCpOc64jI0fSnvTih8S83PkcqMYYYVM3KDihxQrPgXHY4cvMznKXogfyeLcysdX4Mdb6eyczoKzLmDppiGygcOtq3aQiNmyw8TUnu+crxZhAUouXP27G1jfV6J57rGc+g//xo/u20TR8eW9IZD3rzDM03bYW7A3DfLkjgJL1nQRiyfQVWnt1hgzePqxB/n5976FGktz/nsvkkWVSHbxyIK5QFWgPW3LcQuSRL/66qvxPNmxvz8SfUyJLoQgl8vVfn81EAQBxx133B7j2lgsxtFHH83xxx/P8ccfv5eYrY59o06i11HHmxhjLbSO/3wb3ljw1NhAJhMzaElaNCUkOdmfdxguyrbksQqvHwqKjs+24RKDBXcPlUPS1mmKm8Qti8G8w86iy3DJZXnJRyBoiEnVRsLUSdgq3dkyW4dK7Bgu0zc0ip7pwDQ1hGoRCfnAn9gUJxKCdCwgGNfA9nXDDPSH9OVcFAX8IKAvVwFNZ8r4cYyUPbpGygBkkgl2bX2WBn8S8ybMpDEhByB+IBUabignsGpVeaOqcqKQsDT+/euX4xQLHLTgKDrmHcdDGwekV7oQ5KqqNxAoyElAR0Z6Xo6WXYaKntyfokhbF1Wl6ITELZPzzj+fkZLPrpxUqI9vjNGWtpg7PsOcjjR2tVVybOBecgMGCi59OYcoEjTGTFqSJpOaZSCpriq18LR92rHsJhgJwohydUCdtN7Yt/Qxq5YHHniAIAhqXnD33nvvHstfiGnTptUI+CuvvJJvfetbr9oxRVHEhz/8YR577DEaGhq4/fbbaW1tfdX2X8e+MUaiP/300+zYsYNsNothGMydO/evfWh1/A3hX//1X/nd737HjTfeyH/+53++Ik/0/v7+Pe5XLwYhRI1EPxBl0quNiz/0Ab53+X+yZf0KPnDWcWSHBkgkEtx88821+2t72uY/PvNhPvCBi7jmiv/gSx97H8l0hiCM0FWV3/3oNvzBbZx9zkeZ1pau7dsLZHv/uHNP5ztf+wLbnx2mr2sLB885GENTq6pbqYQ1dJWv3Pwb3K6nOf+9Z3PohAYGCzIgdbjokUimKXZtZmrcZfrs6ZS9gNFyQKHiYekakRDEDJW2jE2jbdJeVWu71eeoJMICRkuSOCmNDrJt7UrwKnzsbZ9g5pQOqU4OI4aKLgsmNaIpKo1xgwgous8LBCa3JAir1jj5iiQpW1MWjQmT1qRNQ9yoTcp1TYZ278pW6M87HHXU0dx00x/ZPf/kQIINJzcn8cOIntEKfXmpPveq4xUVadNgV99vfEOM8Q2xA7IAEEJQdAOyZUn69OcdBLKLcFZHilMWzuD2P9/Gb/77coLsKBM6Wjjt0EmkbGOflhYVL2TbUGkPO4xxDTGGCm71NWm5o6squ7IVdoyUKTpBrYAg/dylIr81abFoUiNHT29ECIVW4xh+ctlX2fzARo788icokmYg70hLkiAiDKV4w9BkmOaTa9ayadtODDtBU1s7iXQjQtVxQnkt5CseA0VpsZIwVNxSkaGBXYwO9qKICN0wIdaAMGMoqo6qCDRAVwLi+MTUkMCwCTHxwpCh/n7KvkBRFUQk0DSdVGMzXhjg+RHFYplioYimqjQ0ZWhMN2CaBmGkECHHoFEYsLGvyPqePBHyPJmagq5VbQoMlYSp05TQ6czEyMQM/KrlkKGpZGwNFIVCJWBXriKVmG5E2fXkmLemHBcEERQqPvmKRtKW5HShXGHzlm0EoU8qmWTG1Em0ZhK0paT1kqVrlDxJtikoIKR9kGrKgkqTpdPz7Ar+dPWVFEb6UAR0TppCT28fm8JePnHp/6M/XyHvBAQhBJGce+iqvA/YhkpERMWPGCm5lJ2QlV2jVVsiKWBY88xaurZvA6WRzIxWjjj8cA6aPYso8Nkwci25bJbVazcwYeoMerIVQpHH1FSmtSaY2JTYTZgjlfS6Wi0QaBqGqhIIWdjTNVnUGFPzjgmMxmxv4pbGQN6la6TMSNGl4AbynqjJgkDK0knaOnFTEuey+yYiFFE1u4EaeT7myRwJqh06YdVCxSBhyXtJtuKzaucow0UPEKRsnZakzbiMTXvaIhOT3SS7q+KNmrXkC0jkaqCwJJ3DmiWP/NnTjMMyVFKWTsLS2bT6Cf786x+DqnLjz57hoT/+msu++33OOe98HD8iX7XX+vVPvscd1/wcM9nAd3/wazonTWVXtkLC1F9wXxK1QkrBCTj3Q//E93/4Ix55/CmOOfFUDp05lb7eXr7/X5cjAo9//OwXKKUns2zrMEec+W7W94xyyz0PcvJZ76TghrVO3p7RMjFDIxUz6EjbdGTsmsWRUp2TpWNybjl2X9+fF3ZnQ4xxGZvRsrS2WbNmDWosgxrLUAJ+ct0dnHzyySiKDHhWFPCCsQ4dj5IbymvO0EhZGk4g59xuEBFE8tyPZSO4fkTckj70pq7gB7LIYKgQVsVehurKbJHqvC8dk0XTmCk7orwgQlNkAUoIgRNEjJZ8enJlBvKyW6bsB+Qd+T0eI4zHit6WodG7o4vsaBZDCXn7KccwfVyGSU1x2cFgahiGxsf/4aNc+atf0Tea5fH77uA9730vrUmLvOPTNVyuFl1c7ljVRXzG0Uw95q082SXtRmYcezbbd3Rzw2NbOOLwFAjoGykTIWgw4OBxaSkI0+W1O6MtSSZm4AUR3/EHGBrqxSvlZM5XtWPH8SNKTkDRDal4AYqqkC/mWb92LVEUctppp5JIJLDiCbwwzuqtvXR2tGKoCk4gC6G6qtKWNklahixhiIjbH30aq/MgjjvrXDaMBFQ8lyASNCdMxjfEZEeTGxBvb2XChEns2Poc29Y8wdvOPpuC41P2fK5d8iBPPfUU8bmnMH/uwUx765n8bsWOaqaEvBeMFVEzMYPJzXGmtSZr4aJj2B+JbpomiUSCUqnEyMjIq0qiP/Dgg/SN5GkcN4l/+eynOOXE41m0aNFrnjf2t4g3NuNSRx1/JxBCkHek99iYAiq2H/9xP4wYLXuMlnyyZW+/CfVVbphs2WeoKCc8fhiRqg7iKn5EruyRd3zKXshw0SWMqA4uFRrjJs1Jk5ipoyqKHJyFEZYuQ10yMent3ZSQXokDBY/1PQW6RyuMliVJXx7sxh3uY+FhC5g3tYmEKQehYz5nflLQmZ7Oktv+QMkroXhF2lqaGOgdotS1jlSmgY72FoJIPowMXWVqo8r2vk1UetqZP/EtNauV5G7+aW4QsXWwxEDBQVWkuu2WW29j3dZu4tMWMPuUd/P4thHCSHpAqlVVjqlVfRJNHUWBjf1FqYoDTENDA5Ixg4ITkKsExE2VXFkO1CxDZUpLnI5MjIM7UnRk7D0IcFNXCSNBvuKTrUhVSmcmhmWoTGtJ0BB/ZQ8wXVNJv0GV5y/EggULaGpqYmRkhJUrV3L00Ufjui4PP/wwsHeo6O645JJLWLJkCb/+9a/5xje+cUCE1oHgq1/9Ktdffz2GYXDTTTftYTNTx2uH3cNFx6xc5syZUx/I1fGqYv78+Zx55pnceeedfO9733tZnuitra1omkYYhgwMDBzQNjt37iSXy2EYxl/lXmIYBl/96lf58Ic/THZogJaWFu644w6OOOKIPda78MILufzyy1m7di0//dEP+Pa3vw3Iscitt9wCwLnnnrvHNmOhlqmOZt520jHceOONLLvzD5x3yn/tdRxbtmzh0YfuQ1VVPvPh9zB+fAt+KCe2/QWHG6NReka6UZw8Zx46DlvX6M875B2pUm5P2zh+SPdohWzZxwsEI4H//N+pqRiaSdqW94t7rv4xxTX38u53vI0LT5pHyZP+z7uyDq1JScDPbN93yHZYU1DKnzGian8wdZUpLQk6MjY92QqDBRdNlWMm6U1tHJC/sqE9v58dI+UqmSaRsFTSMZ1pLUli5oFbS0hCySBlG1Ks8IIgvXFf+Bi3/N/36du1AYBjTvoAExr3HfoHEDM15nSmGS66bB8uS4GFgKaERcLS6c87FJ0QCElaOgd3pCQBXm3b96qfuRDgBAGPbx9m40CB8Q02k5rSzJ23gHXr1vPIo49x5llvwzbkPkuuL+1pdFnQMJWI6//7ZpxQwQEKG1QUTadz8lRmzVlAsr2TvoLHcK7EyHAFx/MQgU/kOERYRGEAgQ+FXYjQJ/QcECF6ogkt0Yii6SiGBZGHCIsE5TwErhxftrcxoXM8E8aPwzBMTF0hPzLMho0b2bK9C1eLM1AcZVA3SCYStLW0kmlqouyFjLohQRDWCDNFAa06Jk1UFbJeEGHqGtmKR87xUYRg3dq1tLW1MmH8eGKG9KOPmTqZmEBXg6q1AlX1r1SSa4qCUyVQXT/ECV02r1uNU8ojfIeh7hKlrU9x2ulnYDdNZswJvS1po6WkXU6uIs+7Uwrp6hti2dKH2LVzB6JpClMPOpzzzjmbtqYU37r8+2zLhix78mnmHXIIDXGLtrRFS9Kk6IQUHJ+BgistLIbLUn0fSqIxiqRKOPJdnlp6P6XcKKgqsw+ew2GHLSIRi6GpCpZtcdzxJ3D3XXf/f/bOO06uutz/79Onz/bdZJNN7z1AChAChE7oCAgqNizXK17LtVwLlqteLyqWnyLXgoqAotKlhhogDdIgvWezvU2f08/vj++ZSRAQsIG6H18xYXfKmTOnPs/neX/YtmENra2tBGgULZeMK5pe+/qLTGtJkTBUBgb6ePqplTiOg6JpKFoERYsgaxqKolFfV8fUyROqoZQxQyFhiHstxw+QJSmcUBFFOM8XTQ/H88mWfLKlCt5RIB6dqmEnnIANGweOJxytEhL1SY2mRITkEeGX/Xmbff0FYVjyfLQQ2zJYFMVKRZYEPiNkObekI4xviIsCfSCMM64fVB31R5qeKjgmRRZTyPIR9yBi2cLn2RbWYJFPfusnxKYtYf68eXR3dXLoUDsf+tJ3uOHuJ3nXu99DrKaJxx9/jN/c/RTRSYt5//veR6JtGts6s3QMlfEC0FUJVZaR5Mqyge146KpCqqaF2XPns/6pFdx30/Us/ea3+Nw1P8CrHcfUxeeRmnMqO3vy1EQ1jjn6aG773e302xJPrN/C9EkTSYX5H6UQa9Kbt+jNmezoUUhFVBIR8f15vv8iM5kkQV1UTCw0pgzq48aLiupSeO9aF9fZuXoFgefQMHo8mUyWux98lJlHL4bQMR4EAfmwMVj5rkqOJ747WcILxDlEkqBQKLPikUfYsOl5jjv5VEaOm0LBdChZbrXZ4XhBtaFWWSIfCHyfZFQjHdFQVVmEZiMwXY7rhyx5n6LlkLc8ssUSAwNDGPE0biBh+2LfCgIgDPaMqjIJFbY/vx4n28tbzjuTOWObsLyALZ05sT8GYptwPJ8F7/wCD917J7c98BgnnnI6nZko2bKYDpeBzgP7GOrtJGroHD9vOk4gYTkeMyaNZ+/uXRw8sJdpM2aCJJEpmRj1bfhNo3jg+S5iusgUi4bYq8aETksqQrxtGnJfmb6BDKMsl5LtIgUSdQmDkTWx0FgmY7ku37zuFqzuncyfO5fTF84ipis0KkUODGTJZjLIkSRZU2B2ZEk0QPYPFNBUiZiqkTBkBrwIatMYYvUtuF7A+PoYNQkdVZJxfZ9kWuyvXhBgHjeb/7fpaZ5e+QSXX7ictnScb1/7dZ5ZtQ6ltpVFp57HqAnT2N5VIBERjSlDEwg3VZbJeA79BZO+vMW2rjwtqUbSzaPJ9oqJnlcqooNwoxeLxb8KF933xdT7QNHip3c9htY4jhPPPouTLn43miqxf8giYXgkI+rLNMaG9UoaLqIPa1h/ZZVsgUOpBGRV0qjjRyRSgzjpZkp21Zl1YKDEUKlSyBajzOmIcEcosiRGnTXxfM8Lqq5mwoCYVCTsYEd0EhHhXsibLls6sxwcKFU7+gXTozEpXOFBACVLcMYqN5EJRaE2rmOoCpbjUTBdTNenHPLFNFWiKaVTH0/hBz6dGZP1B7L05U36izZBENCSjpD0cjx+3//DsDL86he70aMxurJl2gfKYRCaYJGm4hEmNtewcfWTpAfncsKx5/PTVQ/gFQaYNmcq00fUoCqC+1myfYojR6IYCXZ1DdGXtxnfGMdQxUnW8wP29RXpL4qb0YQhXCOrtuzlxvufwRg5jZnHLCaVjBPVZMqOGCnzfB9ZEhfVqfDk2VewcFwfPxAXI6oixmMHihZ66EzJmcKlkjTEiacmplMXF+No/QWbZEQ0IAaKFv15m4J1OPhEVSSakxFaa6N/10CjN1KKonDyySfzu9/9jhUrVrBo0SJWrVpFuVymubn5T7qQzz//fBobG+ns7GTGjBkkk0l0XccwDHRdf8V//6nfHzx4sFo8+vGPf8yJJ574d1oTw6qEix5ZRB8OFR3W30Kf+tSnuP/++7nxxhtJJpPAa2OiK4pCS0sLHR0ddHZ2vqYieoWHPm3atDesIXTFFVdw880309fXx69//euXDX5TFIX//u//5vzzz+e73/0uV199NS0tLWzatImDBw8Si8VecTIIRBH+t7/9Lb/5zW/4xje+UWV2BkHAI488wpe+9CVANEZbW1sBUTSujevUxnVaDZuNdonBoQxbO3NHBGEfLuhqisy0ERqZosX7P/op4okk73zH2xkzulUUiGRRkOzs7OTe39+KEq/h/Hd/hHX7B1+ETmhOGYytj7/ijaHgnb/+c3BEU5jQmGBcfTwczf/zzuMRTWFyc5Jc2uHgQAnL9RhdF6Mp+Zcjxf74M0+cOJHLL7+8Gmy2cOHC1/Q69QmD2piO6XpVZEOFRZ0piZvzRESEmdbHdZTwWtcMi1+HMmV29AiTRa7s8EKHzf6BEm0Lz2JPOcbDG/Ywem6WpK5SG9dCpJ1Yp7brs3Ltegq5LHU1Sd77nvfy6GOPsWHT87RvGaJ9+2Yi0Ti+rBBE0qipBmQ9ih6J0tDQRDo9ASSQgYjsUa85RCUX33OwbJeMBf2uho2E7wbgO2h1CVqb6pk6vo0RtTHSMR1NUUIGuIQ3to4T507EtGw2bnqe1es3sedQN26illwmgxaJkqqtI52upS4dI6KqKDJhwU0w1j0/wPICkHx6smUyJYVkRGX39ufZvP5ZNFnh8ssvw4wlKVguiiwC6UfXRVEkcW8hkBcujgeW41KwPTozJfqyNrt278H2JeKJOMfNX8SalY/Sc2APt9/0ExYct4TTTj8NTVVBAl1XmFUXI6b4rHpuE0+t28Tq557DlzT0aIJjTzyZydNnUvZhbxbmLDmDTRueY8Wjj7Nw9nRG1MZxPJ+ujIUsQ95ykSSEW1hTKIdcfdEQkjjY0cUDj95H2TSpTehcdsG5zJwygZgupi9kBEqmMTmdrdt20NGfYdPzW5h31NHENYWhsk227NKdsRgs9GNgs3nVY5Qz/ciagaxFQFEFysF3wffB90nEY4wY0ULBAgrg+UUKlovrBWiKhI/E6NoozekobXViAkRVJHJlYZypOL4rDnU9xN4EQOAHIa5HNI0imghrVBWJiCZRsBw6s2UyRVGUTMd0mpI6k5qTGKpMf96iI1MWEzmmw1DRpjdnsq0rx5OSyL+ohCNGNKXKTFdkCUMV+J9tB3tYt34Txy06mqaaFOkwoDFuKBiqgul4DBRsBksW9z+yko6yQnLCfKafegkzZIXtO3aybds29jgeX/jxXYxpG8m+fQeITj2eGdOnka+ZwN0bO8iEeJKKA18OsypEiLOCLAsjV6asMP3Yk9nRMcB22+eD3/gZnU6M5MSjmbDgOPb0FUlHNYYiKj4wacHJ7Ny5k6c2bKNl1Bg8IBcWcSsTIUMlm6LtUTRdAgQWR2B1JDxfYIX8gLBJolbXUyqiUZfQGVUbY0xdFNeHfX051nWUibTN5pS3vJU7f/8btuzvZtfBThrqGwiQxP6KmMKpOI0JA2z18DhXNk0efeQRVjzyCJZlI2lRHn/ofj79yVkcyjt0ZMrYjihS1ieMKoqzMj3uBiJ4uStrVjEgkixDWLgPApHfYTk+ruuSy+cp5nMEnoei5mlqaSJqGKiSmInyJEkU1PHZcagPY9QM0uNn066N5NfPHsSQFRRFsMtt18f2AoFBTTRTP+Vo8vk8/3vnaubPniGMWiFObc2650BWmTF/Ed0Fi5LtEfjQOHI0qgz5vi5kM8OIESPYWezDHuwgMXEcZccjbwo3uSaLHWYHovFktcwmPj3Fpn4fvSNLOqZSH48wqjZKS8qgIRmhJqpx3wMPsPH+W4k2jubCiy9hsGjTnfVJj5mBau2lfyhH3QiJmKYSaOK7KlquCPO2fYYCh3zRRKobhRYEmJJOf15w3yu5FSCaTYYqEyDhJsfQMP04SqUyP7xnFR2dXQzkUiRmnsL8+Ucxum00ruejyHJ4TvTxAwkkkdNmhPkfYoLBpS9fZtyZ72Hf7t24mU7anQT9u/vDs2xAEIjslZihkho1GbXgsrNjgJETyyL3QldIvMYi95GF86GSIxAznseTa55DiaVYdNwS/MDHdgXiqNLEryBoxjbEX9O1wb+yhovo/4SybZvu7m7a2tr+ru/rej65MLSk0rlUZak61lfpjFcKy39JtysIgirbrsI9eyM7Z6bj0V+wGCiINHgI2LFjJ+PGjXvRjbShySQMVTA8Sw5+ALmyzc6eAnnLhUBchJm2J7rVgWAiVhwFrifGfWuiGnUJg4QRBm4gLgJLtkdf3qJgunRnTbKmQ1RTiBsKjUmdmB7yNCWJbFlw4QQ/LkCTpeqIYF9enBzNkLUJ4sQc08TInOMGdGezYdffZ6BoYvs+4xrijK+PsWRKE9/84qch8Djzwssw0bBNN+wOgx/4yJIoJMc0hWNmTWbz+jWs3HKAmhmDbNjXj1bTwqRps1AUwTF0XPFdjxndilMc5ODmburjIowrG7rtB8IifmUMT1Nk9vUXueX3DxBE62hoHsGMyROQpcpFlURdXEOVZALJpzKSHVXEepUQJy1ZgmIYRNQajtnVxDSakpFwTE+wVUWAlnB5VFLjj5QkiVCzhoRBXUz/l+z2nnLKKdUi+uc+97kXoVz+VBFC13U+8IEP8JWvfIWdO3f+VZfp85//PFdeeeVf9TWH9ac1depUdF0nm81yV+h8HeahD+tvoRNOOIFFixaxevVqLEscl19LQRxEsb1SRH8teiNRLhWpqsqDDz74qkXdc889l4ULF7JmzRq++tWv8v3vf58777wTgNNOO41oNPqKzz3rrLNIpVK0t7fzzDPPcNRRR3HzzTfzne98hy1btgCiUP9K4VQjG2uxu3ZhZfsIAjg0VCZbdpjYlEBXZOGGDUfk1z63gTtuvx0UlV/f9lvOOOtsLr/ibbSOEte4N/z0VqRUC/PnzGbsxClhCJtE3FBpSBg0JIw/Yy2+dv21zuOpiMbM1vRf5bX+lP7rv/6Lm2++mSAIXnMRHQ7jBv5Y9QmDCbx8KGFEV4noKrUJg5mtHRJXmAAAlFhJREFUaQYKNrv7ChwYKDJQsJg2dQqPPvIgu3duJ/Bcyo5EOTR8+IHg3nt+wJOr1qJEkyxeuozJM+cwZeYcSoU8q55eyWOPPExH+z5wbVrSEc6bfyKnnnEGWtME9g+U6C+YDISFy0joRtVVhdqYhh7iPZpTgkcdUWW6syZ9BROQQpyDKEh5UoCmyZi24CHnTBG+2jhuKhdOnEY+X2DjC9vYvnMHmQO7yW3pZ/9gB83JKBdd8U5OO/NMPE+ENGZKNl05i2xYEMybDr4f0NHdx7ZdB5BVA0+SuPeRpznj1JNJx3RGpqPUxDXh+pXg4ECZ3pxJ0fZQwvsgVZKo131Wr32UsqeQrGtk2sz5WEaEY067kP27drB941rWrV3Nnj17OO+Ci9AjcXbt3cf+g+109vThuS6eY0KsnoltrZx99unU19YjBYLzW3ZdmhbNYe/m1WSKJr9Z8QzTZ83F830USaY+rtPWEGNyXZK6sKlSG9NRVbHuVq5ew/e+9SnsSC1tk6bx3qveRSwWZ7Bg0+v71SYNQM50OO644/jd735Pz4GdOONbGT9hPPWWXp00KZXK7DywF0cxaBk1moUzpyB7Nq7rYNsWtmuze/d+DhzqZsuGNbS1XkDBchgo2uRNgXWyHB+PgISuYTnCNey4Ln15i7q4wYSmOPPaatBVBcv16ezpp6ZGMOYrgcG251OyxPbq+h77+oq0D5XZ1pWhaHrV47Eii0yp6a1pJjTGSUfFfVdrTYzGZIS8ZdOVtTg4UKQra2I7PrIi4WYFc70xIcIoBfpDpWj7HBgo0TmY49e//g1D/f2se347b3/b5UR1TXDuDY2IJlO0PAaKNj2ZIvc8uQ5J1lg4bzZtDSmKtsesGdMYNWoUGzZuoKeri337DyIbCVraxhJvHM3OnjyeHxBRlRBzJYqHlXDbCkPeUBU0BSwvoOAajJ2zgIMHOuh3NfSGMUyaPJGoYRDTFRw3YLDooKsyUydPYtvG59i9dTOZE0+gaOkQBJRsn7LrYTkenifuk4MgIPCF0UmSJTGpYQimf0STsR2fbtNEkSBqqJRtj768yeo9A2RKNpbn0ds3CGOOIaZAqmUUYybP4uDu7Ty2egPLTjqxGoJsqMJdrMjy4YwqTUHF5bbbfsPPf/5zcrkCUqKWsdPmUiyb5IomD699nrHjJ5I0VCRDpTFlkIpouL5PvizyMBTZwfbAtANs3wuDtUXTT5ZFkyIAHMcjm82Qz+XwfR88BylwKWd7aO/cwfHHLmLM2DEEiMwO0/HZsH0fpcFuZNVgxOiJ5E2PTMkRIbayLCaww+lySZFQgHHjJvD85k20d3Yxfmwb40bUIQP7ejLsGbQxmidQO3YaO3uKSFANCR0x9SgO7d7Kvu0vcNox03i4dx9Ozx5mNp7E9PEN9BVMcpbHYMGibHnYvifuuKNJJM2gZJYxHQ8779OXt9namcULA6GDwOfu258iNu0ETlp6LEYyTXeuTNHyiNc1EXg7sLI9zB19PElDTJbkTAfPh6GSxaEhk4GixaBlIckK0UiEsuWRL7tYrieK1woYigKIN5VlmaSuMG7CJF54fjObt+1AiaUxmsbSMrKVghZhb3+RmqhGznSRZQldkaqZCHFDQZakKt7M830cD/TmSRimTs3E+dy87hAtqUiVm37k5IjeNodIWWdjR56a9gwRVRZhzUBUU0KToPjbCIOFVVmqGjMHi1Z4HeVTtIQZcufOXeTMgHhdM41jpjBQtJnUlCAZ0ShYLgVTTErIf6Yh4F9Nw0X0fyJZlsWNN97I1772Ndrb27n99tu54IIL/mbv95vf/IZvfPt7fPO7P6Bp9LhqmMeLlgkA72WeLbpdcUN0N5MREf6iyFJ4AVIJswzECTM8EFRTuUPm95GvFQtDWuKh6zv2Ny6sB0FAX14US490GEsSPPHIQ3z2kx/n4gsv5Ctf+5/QvSCK/pZjh+NhDh1DZQaKNn4QoEiQjApGoe0Jtl3JEh1qzxfjgV7goyIYhhTBUCMQwEDJpmS5YfiJGB3LWXa1CFxBnWhh0JDrCXyMLEmoinBsO15AKW8RIMKNNEUU/GVJXBj5iMaF6GiKC8YKtzId0ZlZH2Nyc5Kj2mrZerCXB7YNEJ+2lNRR5/Lth3dgu0G1sK2Go04xXebgoE+2dgqJmadw0DXYtK+HjGegNrSRizTz8JYe0VkHYppCyjCIj5mFa1rc8cwOmpvrsT2fsuWTtxwsV8S3KJK4Cdu1Zz+9RRclEuWouXPI2x664mN54qYjqmvURHUShnDAeD6oCjQkhGNOPSJQSFdlmpIGjUnjZcfCbdcnH6bF5023uk8kDJXGpBgtfD1Br/+Mqrgbn3nmGYrFYjVU9E+hXCq65pprWL58Ofl8HsuysG0b27ar/365n73av5cuXconP/nJv+lnHtZLpes606dPZ+PGjVX37nARfVh/C0mSxKc+9akXXQ+9Fic6HC62/yMV0eG1uaIlSeJrX/say5Yt44YbbuDjH/94taF13nnn/cnnRiIRLrjgAn7xi1/w4Q9/mPb2dgYGBgCIx+O8+93v5uqrr37FceWmpiYIfKy+g0xqTrCvv0jedNnYnnnJdeTW/d3IsRpUVcF1Pe574GHuf/BhTjhhKRdccD5333kHvpnnA++4lCktyarrclgvr2nTpnH99dfT0dHB0Ucf/Xd7X0mSaEgaNCQNprWk6C9aBDNauPl/DtLdP4jVuYuZCxdi2h5FWzg0dUVnaHCQ7RufBeCcU05gdG0MTZGIt6Y5cdbb+O+rr2TX9hdIRQ1mzZr1om0/UxJToQ1xg7LrsaM7T/tgiZL94vuVsuPTlNKoi2uMqotVf5cNi+W5sijIQKX4JKYWzRDr4PkBkbo0l555AlPeeRaFjp389uZf8JvfPMqBPTm+vflp4t63OOfSt1MbF02do2SJqC5jOYLbv+VAD9/+0e/wfIm28ZPo7R8gm8uxYdMmTli0gK7Q9OIT0DFoUrBdPE+EUsq+jOcF4JS5787fkxkcoK6mlrecshxfNhgq2/TlLaIt45h0fDNdXR2US3l+/cg68aF8HwiQEg0kjAh19TU0NTRQU1PL3gx0l7LoqowqS4LPLMGCk07nkYdXsHXbTlrHTKC+JoUElByP7oxJUteY0pxgRE2s+tyHVj7GOy+8gLLtcuxJp/GZz32MjCNc1AE+XiB48pWvpj6uM75hFAPzJ3P/isdZ9eRjtI4eja4KR+9gXz879u4BLULNiAmMGz8GpTbKyJoY4+uj1MYjBAQcOtTBZ7/8dXbvPcDOzj5QjZDhHqBKEqoi4bpB6Nq06ciY1MTE/ZiqSNW8h1REZcfm53jwvnu49MLzWX7aySCB44l71gDBpe/KlhkqiW0nXxb3hwKHJcxKtuez+VCGzYcyYgpWE85VJ5wy9nyxsamyhGooFCyPIdvGdF1M22dkbYSCZbJmX4mC5UAAjz/xGBnLR4rEONQ3xN0PP8Gxxx6LlpVwPZEDocgShiaz+bnnKBRypFNJjlu0EENXSUZ0mlMGxXSU8SNPZefOXaxes4amEXVMnT6ZTMkhGZHQZYlEVCcVVVFlcZ+oKQL5WXJ83LABmimJrALX82lqGUVXXwbHNmlsaqaxoUFMVkugyQGSJAqQyaYmGkaOYmgow8atO5kxfSoSAmPqugJdY7t+NZzTDIM4gyCgv2DTo8qkDBVDlbF9H9sVxXYvLLYTBvZarosfQD6TQ1Z1GlIaE5qSFGZP5cCenWxa/yynnrSUkiXMbolIQDIVoS6ukTA0TMfnrgcf4aZbbyMz2A96HaOPOobTTj+TsZOm8vTa53hqzbO8sGUrTaPGYmgKQQDbOvNY7uGaiCJLqJIMspiEGJmO4no+BcsNGes+juuSGRpioKcbz8zjlYrU19Uwf+5MWhobefThBznQ3cWK3/+SC05fylVvfys1cQPZLnDCR5YzMDDAf3z+a8w7cRI7ewp05Uws28P2BPYpgNC9LwK9k+kUtXW1DA70s3XXPmw0JEmis6MTKZomkUxjohEjCDMGJGw3YGRLCx17drC1vY/tnVn6CjaSolFbk8YPfEq2R8dgkf6CLTBjEsiKjCxHBIbFkhgq2kR1maimYnleFQ21/1A3ZqKV9Iw2vJYZrN4zIIK6IxpNNSkCoH8oS/tgkZLjVQvZvi+2rdaaCC0pg1z7LpyhLhrHTCAd0wmCirEvwA9E/ckJj4XCXR5Q29yKsmMXnlVEw2LZ4rlE4ymQRVC56wsCgZhQCfB9Efw7VBTTNCXbFdut4+MT4MfSyNEUsXSanmyZ/rzF7t4itXGd5qQu6le6QiQWJ5BkBvMlMaHg+VUc2JHyQ3RawfKwXDc0rCrVeouhyWjhZ1m3YROSojB35nRUVaUvZ9GXs2hIGkwfkWJEOkLBdIno/9p1iteq4SL6P4Fs2+bGG2/kq1/9God6+pD1GGq6mRt++vO/WRG9bHtcc92P2d+V5zNf+xbfue46CMMYa2KCCakp4QEp7NJX0oot16t2u/KmKDb+OZIlEZhRSUIuWG5YzLaqvz+ySB8PA0CyJYeorlAf1/+s8dvKyfrQUIlc2aVouzgVVnjI5P79XX9ATTZy72PP8IGePkY0NRA3lGoCfF+uTFfOJld2KdsudXGdMfUxDE0mHdNDdpi4WDUdj6Gihe0HJA0Vs8oydzk0VA7TpCFXcsmULHKmKKYrioyhyLiecEfL4bix64nwTTd0dldGVBVZEly2QDgK4rpKMiIwKe19ebbt2M7MadOIxeLVoBolDF3xA4F72dqZ5b7NXWzeuRt9/DHEowZFJU6uv1RFoCQiCoqsUXZcunOOCEYNdIxEGqtcZM+OrUiSRLqhmbILGdOqXmDlyg6HPJ/0hKMolco8uXeI9IBXTUU3NDH1IEkivEnybLZu24pvlpgzZw416ZQICIqqTB+RpjkVCUcABXdOpjLaLZzqMV2M1ybCQKFXuzHXVZn6hEF96Hzzw4bQKwXc/Ctq/PjxjB07lv3793P33Xfz7LPi5njZsmWv+lxFUViwYMHfehGH9XfS3Llz2bhx44v+e1jD+lvo3HPPZerUqWzfvp26ujoikdeGyqgU0Sss9VfTm6WI/lp18skns2zZMh555BHe9773sXHjRmRZZvny5a/63Msuu4xf/OIX1X14zJgxXH311bz73e+mpqbmTz63Et7c29tLQ0JkmuzpK5ALC04VV6OhyZhD3biZLs4860z+/UMf5DvXfZs/3HM3D928hYd+9f8AMdly5UVnV0eyh/Wn9f73v/8Nff90TCMdIlvOWXo0P/zhD9m28l4+csXh7c71fPoLNl+/+9e42V7mzptHS3MLru8T1dSQRS0S3GbPmUtcV19yTV8TMpUB4qg0TDQo2x77+4t0ZMuULFcEskvQlzdpHyph2R6O71MfNxjXGGd+Wy1RTSFnOtWA1aimEAlD4N3K9GgYThfRFJjYyKlLj+O6667j69+4lq/9zzf47y98hsaaJKecezFd2TKWIyZNI5rMyJTBN/7vf+h9+ikmzFnIBy56Pzt27OKG67/Ppn3PMWvMCJpGtTFQsEWRNQiI6Wro8hYM/Hwuw/e/92MGhzI0NDby7x94F8lkGsvxqCk7NCSjZIo2mYRBQ02c/fv20999CDyHmtoaRjQ1Mn70SBrr6sV9mi2mR/1A3LcFBHihC16RJMa2tdHWUs/O9U9z8PEc7//Kl0XBq184qJ89MMSa/YPURFSa0xG2vLCZm351C9q8c5k2aSrnX/oW9mXcKg5FQjhvdSRKlsdQSYT4OV5AdNx86qcUKeSzrH32ORYuWMCuPfvZuHU76DGSyTSJ2nq68zbdeYuNB7NoIf6gLm6QjKq0HXMKfX1DbN+9jymTp6ApEglDR1UOhwHmyx5DZQfbccmUbGK6iuUK9AYBeJ7Drk6H5JzTeWBvif2P7gx55yqGJhPRZFRFRkJCUyTG1sdpSOhENJWoJgroJccjW3bJFMV9nGmLUFwIMMJ7SNcLqs0ZyxX3OLIEQyWb7qzFtu5syGMX/Y/du3bQ1zeIFngcdczRPPP0U7yweRN1dQ3Ut46hYDph4KuEEnhs2LYLSTGYf+yJHBgs43oBkkyIi1AIgLax42kdMxZNEWGpY+vjwgQkQdl2Kdli+bJl4SJPRVTSMcGs7y/Y4XoT/G9DU5k0cTy5bI7JY0dj6IoIXbU9CmFtQA7vucZPnMq6davYsX0bU6ZMwXT86mR7TUzH933KIWI0bmiMSIkMK8cVRqqs6eKVhJvY9wWj3fUEQsknQEJ8Tk2R6MsPEvgOdY1j2NNTwEm0kBg9FctxuP/Z3Yxoqsf2RQCxFhqnFFkiN9jLQ394DGLNNI6excRpsxgxciQDnkf/gUG8mtFER2QwbZOurh5aW1vwfYjqMkZ4PygRIMsyqiyY6I4nJsLr4gZtagzH9zEtmz/cfTeZ/m6QApobm1l62vHMmDIx5PJ7nHfeuax8+mk2bdzE3U9tZk93lisvv4zf3Hoz5brJTJnTyrGnX4AvyUxoTFAXN+jLm2TLDoWyW82uEOYz8Zoj2saRKZQZyBVJZfKk4jF6+vuRJJmWpgY0Vcb3BX/f8QQqZ/SIBjananBcj6e2HKCUGkti5gSe7lXQs13VJmSFSiAR7vSKhhxJYKLRlTOF2zoI0BWxriIKdO/dSiBrjBw9lbIb0Jkx6S1Y6JJM2U+iN7QxZEtkTQddEXUL3w8YKNoUTAdJEsetwWweb6CDqTPHctzEBgJAC83nZdujr2DjeT5OaHTMlh0IFCZPn0lmaIBjZk1jwcQWjhpbS23cIFN2GMwLLG9PrkzeEkGoluMhIWG5HgNFi1zZRVfE/uDJESZOmoQkKwyWHFw/gAD2DQhsbURTSEUUSumxRMcG7MrJJA4NEdVlFEmEzWoqyJKY2HNdHy8AO5zaCiBEGMlIBBhhoKuhK2zeuAHPLHD8wqNpSuo4fkDHUJndPXle6MiQjugYmszU5hRNU/5ynNw/u4aL6P+AEoVpn5JpceMvb+a7P/wRPQNZJC3JyBnjOeOMM/nVr37FU1sPsnr7ISaPbqI2pv3ZvMYjFQQBHZkyqzfvZH9nLwQ+G1atZO+mNVx0zhkv6859JZXDEcZc6Ngt24e7sxXUhywJx7JgyolxlYh2uFhd+Uym41G0XIqWR8EShW03LNL3FyyyJUcE9iBO0hFNIR1VGd8UZ0Qq+orrxnSEc2VvX6HqRrBCt3HedLG9gIaECCfRw5PCoc4uXti5DzXZgGRE+dHtj3Ls8SeIA3TRJFtyyYUH+pqYSltdjERE5fmde/jpDT/g7RedxwXnnoXrBQyaLr05i1w46glivHWoZNOfFxcprheELvUAxxUX5SNrouEFnUDHuGEwSWXdOF4guIOh878cdjijmugq+z70F2zah8RBeceunZQKRXqKO5gyZTJJQ6SkVxwCWdenfegwGqa9ZxDfLDBv2mgWj69HliUsx2egYNKbt+jKmjhegO2K5kMiotGcjrCnfRv7uvcgGVHGTJ3IxKYkmiJheT5F28X3xMmmV/fJdvXgW2liep1w6EvigjmqCz55VJe5//4nsAa7aGlp4eQFs2mti9FWF2PB2DoSR6TbV7ZtyxUOCi0s+P+l+4wsC9fGsA5LkiROOeUUfvKTn3DNNdfg+z5Tp05l1KhRb/SiDevvrAoXHWDcuHGk0397lMGw/jUlyzKf+tSneNe73sX48eNf8/MqRfSOjo5XfWy5XK6ipv5RiugAX/3qV3nkkUeqaK3jjz+ehoaGV33eKaecwsUXX8zQ0BAf/OAHOe+8815z4HNTUxMgiuggbhynj0hhOj5KyNatqNi9Dy/fz7iRDSxbsphlS37LCy+8wDe+8Q1uvfVWPM/jk5/85HAB/R9U55xzDj/84Q+59957QxyfuGZSFZmmpM7dv/gBdnc3l537aeqTBpYjGL52+XBRG8R9Q01MD5nqf3rqry6hC/xGyOj2g0AgW/wAW5ZwXejJmfTkTNYfGKIxaTC+McGIdARNkTGdyrSouJ7Pmy5F26uaVeTQKSvLcNY7/p0OS+fWW3/Np77+Xa7Ra1myZAmm4zNUsCg7Hj957FHW7R8i0Tadz33208yb3MKE5hr27TyJFY+v5K5f38gXPv8FzHgU0/FprY0yb3Sa+kQERYYNGzbwwc98mI7ObtrGjucHX7mWRLoW2wvwQ/SFwElqSAT05C26s2No7+5FUnRcWa+6nxVZYkQ0SlyXKTs+mZJNyfZRw8ZWTVwE55Ysl+Vnnsr3tz/P+i07Wbd2DctOOI50VKMmVmRnd4HBkk1HpsyqzTtYv2E92ogptI4axay589jRU8QPCvhBIL5PN8B2vaoxSrhDAQIiusLkadNZv3oVuw904Mkb2bN7DwQ+o5samTxlDHnLoWiLa3jb8Si4PgXbqeYYGY3jUaz9dA/kGWPb1CRiqOE2YqgydXGdBeMSJA2Z/YNlOofK2J5HwfLIlR0KpkN7T4ZAFcWlIPA50DtIfboGTbUFqzwMjG1KGrQkY9QmDMGzNh06hsJ70DBYMR3TiKkBP/zpTcjRNIuWnITpamGxVSEeNmkURXw3g0WHsmMzVLApOSJBUlNlcv29dHR2oBhRFh51POPbRlJyZF7Y+gKrN+9gphxHj8QIvU8c7OhEaRxP3DDI67XYg0Wimoyhqdieh+sJl39jQsf1fXKWiyZJIEvUxTRkWcIPDDGNnbPCcGGHoZKFgmgkRFSZSMIgAEzXx3I8onotzXU1oTtWIWGIfU8K138h/P5a28awcdMGMrkiXX39NNXXE9VUkMRjVUWlQQkxsZJcxYnkTQe5kl8VmqGECz2g7LiUbPFdEhYtpQBy2RxKso5SpIEN7Rn8ICA+cgLFUondfXmyvo6mytVAV8LtsbOjC33UdOprUrS1jcH2YF9/EdcXjYqoptDUWEf77u3s3b2dGRPbqIsbNCQ0UlGdiCa4/1nLZajoiOBUy2OwZGO5PpqiMLImyqYnV9L97AM0NNTzoQ98gGMWHxsieSx6c1boVodjFx9HqqaeVWufY3u/zVdvvJ1i3iM2+VimLVnCPZt78ALRQNAUSfD8NYm6pIEuS0R0hZiukjMdiqaLVx8j0xnh4L59ZP0MI+ceTaGvAy0So6mhHl0Om0WSaExkTIcgCGhsHklXdw/7e/rxI0kkRcP0JXzHJ6LJNMQNRtfHQj6/Q8n20d0C+7d140kNRDSFoikaZ5bsUZYlyrkBrMIQ6ajOkpljyZQFiilnupQ8By9QUBL1WFaBfMlkVH2CZEQENjenItTHdUzXR5YCsv1dSJpKqqkFQ5NRJUm4uG1hPlRliYgmmrGNiQhIAWXbY6g2SsEchaxIbDiUZXtPgbq4TltdjHRUhAa31sYZLFooko2pypRtF1lSmNSUDEGx4jxTsBy6cxZ5U3DKvYqxMUT4lmyBmLG1JFr9KAZslb19BaQwKDWqqUQ1peq2N3RhmEwaRshyD0TwbNnBcX10L0CNa2Q7u8hkc8RHTKCQHM19m7uxPB9VAj9k/5fsPIYq8uGg8S8/uf+Ta7iI/iZXV6ZMZ7aMpsjC0e2JkSTbtvnQhz7E7t27ARHqcPnlV3D+ucupTcZ4+rEH2dfRy4OPPUlw2ulENJmWdITGhFG9aDhSGzdu5Otf/zpf//rXX/EGs2i57OkrULQ8Vj71FL6Zx89249km/3PNp7nsvDNe12cTBU+FppT4byfsFKuy9KoYFssVXK++glUNDBHOc8GhyhccVq/fTPP46QwWHUq2h+P64clfpi9v0p0N2NGdJ2aojKqNMqomSlRX8XzBLOzKmuzrL2LanghPKoux0KIlLpTTUZ2oLoePLaNKItF95dPrMFqnoxk6jhewensHcms/RUsEhwSIE7it+EgE7HDy+EGeZ57ZSLF2Cjet7aS/Zg+GKi4ykhGNmKFgOz5dWYuCJRh+vi8Y9FY42ma7fpXH5fgymi9GWQumQ9Hx8D1xkxEN3dWVNZyIKGIsKqqRNDR836cjIzAzuiWxv72TwkAPUgCDjkWhMJIgiJM1XWKhG6doiTG7iKbgl/Nkdj2HbOc54ehLRdPBEuutFGJOvCAgoik0pSIkDYW6eAQj18zOZ/oIAH+gnUsXv40JE1rIlsXJ0juC3+P1xNj22DpUPcMH33YKEU0mrqliLC28uXlu42b2rV+JHonw0Svew4yJzYLd2Rh/2X1AOIKU19UIGtafp0oRfdeuXcBrQ7kM659PRzrPh13ow/pb6x3veAee5zF//vzX/JzK9dDzzz//qo/dunUrvu/T2NhIS0vLn72cf28tXLiQ888/v8pDfzWUS0WqqvLb3/72z3rPShG9r6+v+jMpbIT/sSoNjCMbrTNnzuSmm27iy1/+Mrt37/6TIajDenPrxBNPJB6P09HRwYYNG160fz722GPs37+fdDrN+y+/gGhU4A7K4XVe2fEo2eKP7foMFm0GizaSVBRBgnGdZESlaLvkyg7ZshitP6wwB0dXaEgIRnMs3Ab39hc5OFAiWxboxY6hMnFDRVNlbNfDdsU92atJkiTOesvbyeQL3Hfn7/nyF/6L7333OyxetBi/Lsbq9Zu5+ze/QtIiXHTFlVhGPav3DhAEAYtPOYctHVn6urv4yS9v5trP/gfjG5MkohqW65PJF/n2d7/Pzbf+hkBWGT1uEnfcciOzJo89PHnq+mEA42FjSBAIdMnuliSuH6BIEjnLZbBo4bgBsgyaojA6RG26YRE3W3awHE+4IWM6slTH0UtPY/369Xz/zpXkEm0kozr1CZ1WvcSBTc+x9oVddPYMIKk602fO4rgTFuF4ImyvbAsXrCwBAYhLcxlVDlAUCU2WMVRxr6jVxxkc1cTuLZvZ3r2XAJ9FixZx6qlL8APoL1gMFW1MRxSiCpZLznRxQiwGskokWYtVyrO3s5fxo0ZSE9VJRjR0VUwU7OsvENMV6uI6Wn2MoaJNMuJhqDKlUpnCYC+BJNFQV0d/fz8l16QhnUIKlGpjRYT5OewdKGGoMsmISlQXiBHPD7CHhIMbSeJQezvdBR+pmOGRJ55k7lELkRQVNZwkjuqCwZ4rORQc8VlEwycAZPK5PAcPHQQvYOb0yYxuHYHj+4yfPIWeokOmWGbngU7Gjx2DoWuYpkk2MwQ+NI9uDdnHErYX4PkOpi1TtAS2M2moNKcMsYfIEnFdwfIC0ppgPZuuz6i6GCNqDPrzDj15k3K4H7p+gAc4oTtW5AvIGCp4gZjccL2AlrTOqJoYUV1hoGDTkzPJlqBpzGT6BobYsq+bUiCaFnpooEtFNBK6zEB/D0a8lpKLCMaUoT6mM7M1gaEenhzJlUWhVSBEldDAFVAslXAVHUVWiUYjVQyGUZ9ga/chirrOqOYGVFVYlaWwqbF7zx5c0yYSidHQMpps2QuNfiqaLIn8gpoIiTFxvv/E7RzaMcTY5QtYMH1WNdy1v2CRKTlYdoi/cT18RL6EIkPS0HDtMvevXIveOIaL3nEFU+YtCJsBAkVVGxNYIFXSKdkes6dPI51KseLxlRRyWSRJZsyESRixJG6YQ6ZIMkoYnBmtGhNFQdb2fCKqAhFRY1k0bxaH9uykN2dR3rAZWTNoaWmmPhnB8SCQBPpVkkT9xvcDRrY00tF+gMHOdoLAQ5UkZo6cixcG7UY0wWrPlkUBGSAeiYLnYecz1MU0WpIRPDxcT2wra7Z3oEZTtE2dStnxSUd1GpI6vgdlVxjs9m2xQDPY35tjsBSE4ZxiW6mJajQlDQxFor99DygG8XQ9XRkTQxUB5XlTrFMj3MZEWKg4BlaaYo7r05sXIZ2DBYHH2t2bJxXVqKsQBFQ5bAi55E2BZVJVifp4hKShomtiSmV22NSUJYliGL7dny/TlbPIl8V37OQCBvIDyKmImBJAIqKKxlDBckUhXZaw7ABZl6iNibBhMUWl0JwyRI6eJKZH1qx8HimSoG3qHAZKbjVX0A9DbV0/oDITtOlghitee1zKv6yGi+hvcvXkTTYezBDRRIhHKqKhKjJr16xm145tJCI6//HvH+Ddb7+C+nS8WgC89PQlfOm/v8qqR+7jrDPPwHR89veX2N6dJ6GrRHRxANVVsUP/26euYd26Z/Gj/8v3vntdNQy0kpLem7fozpkEgehirn7oLpy+/Xz1q1/lm9/8Ji+88AI33XQTb3/HlWRKNkMl0ZXUFBlNFa+lK7JgwinyyxYxX841kjcddnTn6ctbgAhwKdrCdZ63HEzbryYW18V1EoZGwlD4r0//Jxs3bOTzn/88y5adTG1MJx1VkZAYLNlkQ+ZdV65MwRIhnM8GA2hSALJKwRIuedcXBeqEIX6WM0UB3VBkLNcjbzkEPhTCg2AQwJaeEvqIiUyZMJ7de/dRsk0KQ0PUNtTjhB1mQxXzi5XRn0I+y2CuhBxNUvZg+6E+6tMpMRpne9TGtDBcNAi71za5so8XePi+4Pr5vk8RsWx500OWxeHQ88TFGgRENXEhp0gCPeIHYoQsW7ZxQtSN64qAnYiqgGezZ9Ma/EDCSNbiOCY9nQdpmzAVy/EwbQ/dFky8hrhBW32cFX94nKBcYNoxx7K938b1TUCcZBVZoq0uRkPKoLVGNC4akgZ+AH0jNH7+nf9G0eOk02lSzaM5MFissilr4zqpiIbj+cyYMBqvlOPgru3EQ967LALTSYRM/BV334bbf5DlF17IrMnjaKuLMbLmlYPShvX308knn/yi/x4ugPxr6kgn+rx5897AJRnWv4JkWeY973nP63rOkiVLAHjuuefI5/Mkk8lXfGyF7T979uy/yuTf31Nf+cpXuOuuuwiC4DUX0f8S/bET/U/p0KFDALS2tr7kd+PGjWPcuHF/3YUb1t9VkUiE0047jTvuuIN77rnnRUX0n/3sZwBcfvnl1aBbVZFJKjLJP5omLNkuAwUxWl8MnXhHOtUrkiVIRFTSUYFBienKy95/1CcM5rfV0pe32NdX4FCmTMEUjlY9xDfqERGuWEH+ERCGyFVyncT7gcQnPvofWLkhHrzjVj7yjotYsWIF06ZN45yPXEmhvZPzL76U/3z72XRlhbvX8wPqEzV84sqL+Mw1X2bXziw/uu0+Tjv5JGKGwt5dO/jZz26kp7sbOdXMCScs4T3vupKMlGD9wQwj0hGakgZx46W3+pIk0ZCI0JB48ch+EAT05i0ODZVf1GzQVYWaqA4SDOYtPASKI6GrnH3SsWzbupWCFXD/k+swdJn2PTsY6jqEl+8nMPNIWoTTly/n5NPOIFNyyJQdoroKuER9CVURhfJUVCMd1YgbCglDMMk93ydnOliuz4QzT+AbG1dSLhU586yzOfX0M3BDF+fI2ijNqYgIIwwnGhzPp69g0Zs1sTyfXtlkR/8hBqwCU8eMxCegYDt45QDT9XBCs5EmQyqqo8gSmbIDEvQe2Em5/QXGjmzm/CVLue32u+juHMCKBUycNRfLEZzpCoqlZLnYrhxOCwscp8hhEhlUjuezd98+JM1AkiCfy7N+1UpOOnEpsibcs0Ml0bRwvcN4C1mWwId8scDuvTsBiZaxE4g1tjJQMFEUiZLtMWXyRDZu2EChcyc95W4uPm85f7jrDgrbXmDOjGm8/YTT6C8KM1quZGO6AbbjYbselhuE2VoOCT0MLgzRqztN0Yjyg8P5U4okoSgi9LDs+lWTlq6KfaM2ZpCOaqghlrO3YFG2XLoyFp1DFjFD1CQKlkd/0aK2cQQDOYETaXFcdFWwp03bo7t3gD1791LM5aipq2XOnDm4HtTGNRRFpmx7yAjnuKHIjEhFcH2Bq0kaGooMZcfjyfXd+IUhEjU1TG5J0pKKhAx86NnwKId27qdudJzpc+YBIvB4w5ad5HoOIas6E6fNIxbVUWRQFYX6hM6ItIGMTK7skPdUpi44ke0vbOLn968iazSRMFTUkB9ftNywcCn2O11VqseRsu2z4rEnsWyLUa0jmDZzDnt6C+RCx7cfQDIi9pWS7eIjMtVmTx7LpJF13PbrWwkCn3efsRDdMNBCd74c7hMVvnZl2sMPM+gUSSJmqPh+QPugzuTps9ixfQfZgV4Cu8yCZYtpa0qSCI+Ztu/j+6J+4/keVmuazSsfpJDLQeCTrk1x4tQWkhGVvOnSVzApmCE5wPbQFYm6aAqraye2otBacw4RQ0dXRFOru2+Iwe52ZCPOqFGj0FRZBOVGNWpjokmqqwpr7thHR9FHmTYJx4thusJ1TwBW2Fwtl0tI6ZGogBaJUbJcinZ4PjBUoppKSzqCJEmCSe+IQnM55PD7AaJgHjcwXY9sSeSfmbZHp1MOcxMUgsBHDTPlDE2iKRkhHdWJRw4H0grUCuRMlwCBxUnHDNIxg5Lt0p0xsQYC9hcyqAWdpZMXEQDZkk2m7OI4LrYfMFSy8JFQZZvubJnamEZz0iCd0DFUGU3RyBYsdvQUeL7PJzpuHqmWcRiqaBqXLLEvlsKCeoCEJPsCcTasV9XwWnqTq2iKUI5SIMbcBos2NVGNRx99lCAIeMuF5/D5j37wJc+7+OKL+dKXvsTj9/6OMTd8n66SzI6ePLmSuKCs3t9JEtmBXjYdyqM1jmPFht08vrUDVTOqAZ/CIS6cw601UWJeiXXPPAHAlVdeiaLpfPZLX+Pz37qe8YtOQ9OMV/1cFTd0hVd+pPvX8Xw6M2Ve6MxyoL9URbVkwxRl2xWxM5qikDQUJFnCzfu0D5WIqArt+/eyrcdErR/FnQ88wuIlS8iVhRu97IhRQTGWqDAiFSVXtukvWPzqttvpzRRYdMIyItEYcsgFT0XFCa0mqjGpMUHMUMiXHfqLNvkwnDOmq5iuSy6TIXtoJ4okMXPiSdilLLv37OPA/r3MmjBaBFkAjhcGowZgeS733PsUzsBBZEUjMKKU+rtpa6wTgUO2SddQGSc4fFLw/NC5gUwyKvh1XhAQVZWQEUm1qOwHkDRUNFUib7oM5gp0dHQyormJxroaJEkib3oMFd3qthHRFGqjKmtWrsK2ytQ3j2TeUUfx2JMr6Wnfz8KZk6kfWYvlBkgSpKIqLakIrm2ycfXTeJLC0mNm09aWJgi5d7IMEjJNKUN0hVUFSRLYGNcLcJQYE6fOYP++A0w/ehFFS2BVWmoizBiRoiUdRQknFBaPTfLJd+2gfyhBMZtBra170fZ18OABVq9ZhyTLXH7JW5g+MkXqj264hvXGqbGxscrDVhSFE0888Y1epGG9AaqtrWXMmDEcOHBguIg+rDel2traqhkOzzzzDKeffvorPvYfjYd+pGbOnMkdd9yBZVlMmDDhb/5+FSZ6NpvFsiwM45WvGytF9GHk1z+vli9fXi2iX3PNNQAMDQ3x+9//HoB3v/vdr/oaMV0lVqcyui6G6XhVV3rRcokbomheued4tWnXihRZoiUdoSUdqTpIfT8gqqtVtOSfwsZUMIECDWPx6c99gXzZYu2qpzn7orcyf8Yk9u/bx5hx47n++9cRT8ZpTkVxPFFYyZsOI9LjePcVl/CjX93GI08+TapxJLt372Lj+mcJnIC6kaN5+2WXsuCoOaIw25dHkWX29xdJRVXG1scZXRcTYYueX51qtsPicwWXGVGFsao5JaaWB0uiMHNoqMxQ0SFvOeTKbvX+Ja6Lol8qHuO8Zcfzq1tuYcfAQeRIAtmIY9Q20zJtLhPGjGLWlIn4is727jxFSzxfUyVqooIhr8gSEpIweOmiYF8TE7xyVZZpq4/j+wGDxTif/OQnyWRyTBg/PgzrFMXlCmu5wiVXQvxBEKI4+goWXZkmvrH+SXKmy0DXKBpHteFYHl7gI0sSAQFlO6Dg+wyUHIEUVSRss0R7RxeyqnPSyScxqjbGJacu5pvf+wH78gMsmj2NhroUuZIbBoMGSFKA64t7WsvxCIKgios0NBmrkGWgtwvFiLF40WI2rV9HPp/jkYce5KwzTyOVTJItu9V8iGREJaoqpOIamlvmu9+5gTIGoybOYNaksRQcn/6ihe2K77QubnDGsfO545YNtB/YzB8y+9i5cxdqLMUZy8/BdANiusLYuhh+bUxsq47YLkxXcJ2LlocsS8K8ZTrYYQZXyfaQJMGulgBFkdADmYiqEA8zvRoSBg0JncakQSqmE1WFC7poumRKDh3ZMvv6igyVbAYKNrbnEw2d5rER9bTv2Ey+v5/k+AYmjZlEX/8Aa9c9S2dHJ74nahl9Q53Uz5/CpPGjBHLHcsmUbTJlsS1oikQiotKUiogchqhOQlfoypqsvGcThW2rOPHsszh9Rgu241eNbTPnHkVX3xAbX9jK1DnzcT2fwcFBnl+/Fs9xWbxoAdPGNaNI4vhQF9MpOS65sovpiLBfgDmzZ7Fr73729wyyv7OPxvraqqEwoqvoqkRtVKcurtGYiOAFPnnTo7u3j1UP/B4PlfPe8y5ACl3OCkEQUJfQiagKju+HeBjhlq5P6hjKCC5a/EV0Ra6aLxXlMCN8qGQLzE0Q4Lgis84OjwkBIoB2IG8zui7GZcsW8OVnHsAs5GltquVtJ89BlQVPvtLwUmSJYphJV7I9Nk+q5/Y7n0FSdVoapzFtRIq6CmJLlUVmWxh0ua+vSMF0+OHQIcqDXVwwNU5TS2t10uiH/3c/xS1PMGvBYk6Z2YrjC8yuKszVVVd77cgxdGzbjlQe4ti5k/GDgKGyjRdSgiUJBnpzeOUc9TUJRtYmyJad6n4fNzSmtCSpjQqUi49ADlemnMSEhRc2HQJigUJNVKNsCypCf9Ekb7n4vouhycR1CVUGx4OOjGhIqnIEQ1EINGH87MsLVG/Z9tBkiVhUww2CauOpt8NAkgJMR5gcR9dHxflGtcmXZfJhE0ZFNAp68jb7B0pICANrwlCpixtkyxb9mTy2ZKBEVeKpNHkzJBoEAcmITtIAWRZ/pECiMTnMQ38tGi6iv8lVsFz29RdQQtZjEEDRtNhQSJJeeAG5tqV85Z4XmNtWw7j6hAhrkCSMhjYmzDmGg4e6+b/fP8zC409AQhTEkahyBxVZ5vGnVqHE04CEF/g8/sxzLFx4TDjmVQmalKmJajh+wM/vf5Lo5OMYP2Eiq7sDWhafT+vRz9Lf38cvf3s3b7nwPGpjOhFVphyy0EzHx3R8LFdgVZTQ5a7JIZtLkdFUiZ6cxe6ePANFG9v18XyBCEnFNNJRlQDhpBb8OoOamI7j+SJRvWgzWLB4dO3zGKOmgySxzza55ald1KSSoqiMKC5HVDFWU+H67T3UQ0fWRtHibNm2nYULjhZuCF2tjjzVJUQHuy8vsC4lyyEaup7rYiLc59bfPIrTs49J84+msSbO9MkT2L1rD51dnXQNZlHVWiY2JojqCkNlG9cJ2NfeS/u+nchahGMXLeDpp5+hs30/E6dMFRdiQCyqhrgYD8cRF0gj4jpNKXGgi2gKbXUxNEWcmCxHsOFVRSamKnTnLYaKFpJV4pFH7yGfGWS/a/L+976bCRMni4AaJFxfhI3GdZXVG19g57YtSHqU4xYew6iRTRxIK2zduIGuZwM+/sVP05g0KFqC0Z63XH7zuzvxJJVRo0cze8oExjbE8YNAXBxrMuMa4riez6GhMt1Zi968KbbJUMefeg4Dv/8ty5edwMzWNJObk9TG9ZfsFzXJBJNGNbNt2za83l3MmX1a9XcSEj/9389jd+3knHOWs3zxzNd8wzSsv59OOeUUNm7cyMKFC0mlUm/04gzrDdL111/Pk08+yZlnnvlGL8qwhvWyOvHEE/n5z3/OE0888U9bRIfXjnH5a6impgZVVXFdl/7+/pd1mUOYwxPiXF7pMcP6x9fZZ5+NJEk899xzdHZ2MnLkSG655RYsy2L27NkcddRRr+v1IppgCv81pw8jmsKo2tjrek4FEzimPs7ImijdWZOvffW/+Y+PfowtW7ayclsnsbFz+ML3vs/ebADZ7Mu+zoXnnMELG9fx6COPcvO3NiNpBkgyp5xyCm+9/HIikRi+LzAVQSBhOqK405WF/f0lEZ4J1aJzZSpYVxX80CxVYZGHhA9cL6iiME3Ho2B7lG0XPxwPtRwPxwsYVRvlirOXsueZP7Bu7WqOXbqMo49dQtOE6QyUAzIlmwN5G88XeJNUVEwM18YN8R2lo0Q0OcSW+hxBbjxiPQq36IiaCEeNrRUu2rCgZjqi6FvBQ1RUpRMgppCaU1GaU1EuXTKd7//ox+yxe7j0mq/g+JAPsR+2J9zVhUrYZyDREDd44qFHcAcOMH3WHBobm+kv2ETqRjJjztHs2LWbp9esY+FxJ+EEQYgNAUkSn8e0PcquCEolAEMTWI29+ztQEnW01NcwormRupNO5LHHHiVfKHPPI08x/6hjSKVSJAwVRRbs5oGhLP2bO9i5ZSNlKUpDYxOnnXwCPgoR06Gkqliui6oq1EY1JEXnuLMu4clHH+JAycYYNZ25c+diKTG8koOuioJewhBNlJiuEjMUkXflBxRMsR5Klo+iysgEOF5AMiqyp2K6gq4qEPg4HtXtKKYrJCIaUe0IhBDgemBoKo0pgQJtSkbozJTpyJRxXZ+ooTC1JcnRY+r5ZddKvvWDu9jtdWF2TGPlM6tA1lAUhUXHL2Uom2HLc2vZuXoF5y36MFFdpey4dGQEViaqKcRD939EF6iLfMlmR7dJVFPZvm0rTt9+Tj16Gi3pKP0FC1kR96rHzp/FYw/ex2B3J5m+HlpHNHP7PbdR2r+beXNm8O8XnRRmH0jVZoLrC/d+yXaF+RAY2xBnc63CpmfX0rEpxeLLrkBCIm6IhpWmSER1DUMRAcmKpFAbV7jht7fgODbTZ8/kqHmzMB2fBCoTGhP4fkDOFIGUCU04susTOlFNfdG+HQk/vxcEdA2V6MtbON7L7FyISQIPQr69MNRFNIUZY5t578Vncd23v8VVH76S8Y3JsDby4sywhoRoggdBwPsvOo1f33AdciRJU+PxWK5A0XZlLVJRlcakQU1UUBXq4wb7+ovUJqP0lpPsPtTLjEnjiWgKjuvx0B23ELg2p51wHHVxg4Llokgiu6JoeQwVHcqOR7y2EdwXcIY6aQuZ67VxDZAEG9zzWbFzNea+DUxcchyLJ9STMwWWBUlM6WdKDoNFi5qYTn3coDkVqSJyRZAqeIFPruQyVBbNWc8PcPyginGSwiJ4JevN8QP68yZF22NPfxFVLlez/RRFTF8IhI/IjcuWbbSw3lcTNyDwMaUo27rzHBgsURPT8P0Ay/ORgYSu4vgCn5SO6hRM0UhyPGEaHSzaKLJMJpvF7jvAhIY4iyYeh+sFojlXab7EdaK6uB7rK9pMaXnlicthHdZwEf1Nro5smc6sRUxTqgEHhzp7CIwk8XiCQdfgqd0DPL17kLghxjPqEzq6ojDmjPcxuH49dz67H2PMbFIR4apORBU0ScV0PAbyJdZteB4l0UjzmAn0dh3imU3bGDd9FloYHCGcFlB2fMqOz6rnNqMk6pkwdzFbOrJIksQJZ1/IXbf/nrsfXsmsY45DN6IYqkw8ooV4DaU6eun54qKq0hHNlhxMxyNbFoVzSRKp5jVRnVF1UerjYhyxOWXQko6QjulEVYWBosXO7jxdORMJMYa0fftWCrkMRrKOSDJJLptn6552Zk6djKFVxpmgZNtYjkgXD/DZtvcAsgReKUtf3wGUCQ1MPmo+ZdulN29xYKBIIWS92a7ozEePcG4EiBTw1R02xphZNEyYS0emTCyZprE+SW9nF/v37iUancH+/iJIAYYquORrV29CUnQmT5zAUXNns27NGgp9XWhWlqaGJoJAwvE8wTTUVPSo6IAaukx9zKA5bdCYjCBLIrRCU6Sq46ZoC+fMhOYkW7fv4LM/+G9ymQwqLqbt8P0v/yc/+ObXufzcM7E9j/68xf7BEnu6Mtx1590gScyfM4OF08dRH9dpOWcZn1hxO0883M72d1yOPWY06ajGiHQEOWvy0EMPEbgWJxy3mOZUhCAQRe36MHy1Pxy1db1AuAJiYqyxctJZMO5MPnTpGTQlI4LF9ydG4ufOncu2bdvYvGkTZ591VvXnfX193PzLGwlci0989CPDBfQ3qT784Q+zefNmPvGJT7zRizKsN1BnnnnmcAF9WG9qLV26lJ///Oc8/vjjr/iYIAj+4Yvof0/JskxjYyNdXV309va+YoF8YGAAy7KAwyGvw/rnU3NzMwsWLGDNmjXce++9vO9976uiXN7znvf8w+GRXk6aIjM6xAre/KPvcOHb38ve/Qe56qqrmDZtOrIkUDVa6L7WVeHKjoTomF99+4scfdTd7N/3AmPHjeP6H/0fi49fKlybjkfJdqv5RCVbFPP688Ks4vqiaCJQnZVCmwjwVUOXquMHVPmJoWRZImYotNREqI3p1ERVVFXGdn3KllcNq9QUiZ/e8APSUY1s2SFTcsiXHToyZXZ051BkEVbXWhNlQmOc8Y1JWtKRl2QQBUFAOXRAm47A5sTC0EPlVa7lnZD/DsKlKodOdDg8fR0EMOk9l/Czb32Rg08/j3roQk5cdiZZ08b1Dr+/LEm4vkfgw5bnN/KTlX9AlSU+d+1naGpuIme6mI6HfNYyvnbtRvY/v45lC+ZwwszJyJJEb65Mf0FMKxuKjOrIGIpgsztegOV59PX0ENgm08aPoSUVQa4xSJ55Jvc/9DBDgwM8++QKzjz1JBTHZ++uHezcuoXBoQyyHkHSY8QTSc47dzmN6TgRXbjAkxER/Fm2XYZC3MTYhvGQn8OjT6wkqsqcfdKx1KcSqGERFyQ8PxDbT8HCzYqmiigQ+oC4J9fC9RePqERUhXENcZqSh3PWgiP+L8zuDHPAqHLcLdcXIbyWiyRJ1YLlMWNrEcGLYvrD9QPed+Vb+d8vfprND+xhsyQjG3HOOP8i3v1vHyVe08im7bvZsuE5ntu6ixf2d1NbUwNiEJuGhMG4+jiyLArDh4ZKDBZtCqaHH/g4ZonBkofROIaRE6ahyjItqWh1EluTJZ6eVMedd91F79p6MqrCwXUP0djcwhc/+R/EY6Jo7PlBOJkhNrDGpIGuvrjR9rbzT2fj2mdYvW4Dx55yNkYkRm8+CDPcVCTsI7ZRib7eHh5dvQnZSHDRRRdRCHPEZEk4vhMRlRHpaNUVLSGRL4dTA5JUxbaUbFdgTByPiCYKtjVRndZa8dyKy9oMcyVcL8BQFZJplbb6OKNro+iqwglXX8k1H3wrkciru5MlSWLJsYsY3VjDgQMHmNEUZWJTgr68FfLphVt/r1Qkrou8hbq4TkMUegOfQz0DrN47gARs37aVrpxDNBrj9JOX0FSTRJLEVEnR9qqTBwEQtMV4bPca8jU+YxsSgPh8miLRVhdFkiRuOrgPOZqgacwkurImru/Tko6gKhKDRRs75Pf3ZE16smbVEZ6MCLwUSOGEh87YxjhRTaZoeRRtl5iuUhMe+w4OlijZXvU7TegKBwZLeF5A2XbpCdHIMV0gyVRFRpUlYrpMVFOJGDKWK9FcE8Pq3YMTWKjy8QwWbXJlh6iukI6opGKiSG+6PjFNYIDq4joxTSZTdtg3UKIna6IpMnsO7SZwTFonLaBoecK8GuYclB2PAwMlXF/s824AdYlXJ0oMa7iI/qaXHyaUd+XK1WDFjoEsshEn1dCI53s4vkg2z5riYimqKaiKhJVoxRhZotOReHhLFxFNRVcUVFUirgmUxoFDnfhNk0hEooybMYMhC3rdgGd2dJGMx6pOBUUW6dmS77G7J4ccTTFhwkQ0VVx0TJg0lcYxk8jkitz2yDqmzZiFJEFtTKcuoZOOahiKQiyiCOSIHJCOqviBz2DBYqAoUqYNRaK1LsbUlgSj0jGMsCOuyTLpmEi1DvyAp3f3sflQlt6Che0Ifptp2Ty7aSuB5zF7yjg8WWPj0BCd3T20jhlD3BPOB0NVsV0b1xcXfp4PnXt2YGf7mDhxAnv2ZXlo1QbUxjZMTxZdZVc46R0vQJbFqIwZBJiOH57EIJ8v4ChRjIRBTUOjuOhQZKZPnkpPdy+79u1nxPjJmE6AREBgSGAX2b9zK26+n0tPfQdj2uqYP66OJ1c+Tdf2DUw7+zwODJREMFAAqiwL5lXKoC6ugyRRsDwstyQQOYaGLCkMFh0ODZVxvABDlWnfvYWPv+sKsv1dHLVgET+88Xd8+r+vZfWzm/j3r3yP1Z0WM2bNFhcvXsDdDz5G1nJJyjZXX3Y2M0Y30FobxZrZwh1zp/DUmvXceuutXP0fH6U7a9KTM9mxaxfdORPNN3nP+SejGipl2yOiKSJop2BXt2tdlcS2EXLO/5xC97x587j11lvZuHHji35+/fXXY5omRx99NMcff/xfsPcN62+ptrY2HnzwwTd6MYY1rGEN609q6dKlAKxbt45isUg8Hn/JY7q6uhgYGEBRFKZPn/73XsR/SB1ZRH8lVVAuzc3N6PpLp9KG9c+jc845hzVr1nDPPfewYMEC1q9fj67rXHHFFW/0ov1VpcgSU8e0sO6B29i8ZRvz581FleVXLRLHjVqeeOIJVqxYwSWXXEIikQAgzWFUYRAWx/KmS950QlyAMP/4BLiuj+OL8X/bFXhLSYLRdTFaayOosgiuC5BQZXGdnoi8fAHb9wP6ChYdmTKW49M+WKadMiCQk50ZE8v1mT6yhpE1Eaa0CBfrn2qISCEeM6a//vKEwHe8MlqnokhNkg+97z186Utf4vrvXMu7Ln8LkiSRMx16siYDRTvsJSh4vsdPf/YLJM3g7OVnkaprxA8kWlJRsmWHxTPGcfJR07nv7jt57Nbrecv//ZiC5RHTVRqSAseajGqkDIHaHCg6dGfLrFu/gdLB56mpqWPOlHGCRy3LzB7TyKIPXMJ1X72G9Svu5+f3fx9kBUlRkWQVIxbnmONPYPHxizjtlJMZ19pENJyYrmBxgiD8XoYEw3+oZNN6xslMGZFi3KiRjG5rFEVyL6g6kyUCVFnC8yWCQDhb7RCfqioyqqTQn7fwQ1REUzLC1s4c2yRJuM7Dqew/boq80vdUE9OJaMKJXJfQqwzmwaLN3r4CBculLMc4/7J3cPstP2fBMUfztf/9JtPnHi0cwwWLudMmMWXsSLbvOcCKp1cz9+jjDhdVg4DHPIhHVVqSAuVSF9NpSIhJ62fXbscr5Rg7ZjQlTyUoWqRjGhFZTA/YbsDp51zAPQ88wv2PPIlrl5FVjS9/6cs01tcRBKLB4AcQ0Q5vq5V723RUw/VFvsC4SdOYMGMOBw60s37Nak497TR0VYRKVtzyEU1GRsLxfW684Xd4rs3co4+hsXUMRdtDgmooqSyJqRLxvYtsMzfENJmeV50oEVMaXtXMFtOFU73/iHtx+Yj9TZIgHdUY1xB/yfeoKq8d7yFJEp/97Gf5z//8T849ZzmNSYPGpFHFYfUXbMq2mJYvWC5dWZP0yImwr5v23gw1vQUAbn90NXIkzunHz+O4ySNesU4QBAEj7Ql8rmc37RtKTBuRpH2wRDbEMVmuGElpP7APrzDE+LZWNFWiORZFkUWjsrU2RlxXsVyv6ki3wuDovOmSMx0USUwp2K5Pb85CV2UaEjr1CaMa6BnVFaY0J+gtWBwaLON6AbUhNeHAYIldvXk0WYTy5k2PnOkS0WRqYzqqrBPgoXkC91SbjBN4HqVMD/PH1NId5mRENIW4JpZ7RDrK6LoYdQmDuK7iBwF9eVFTmz/GZ6hos/tAB48e2oMar6GmeSS9eRPT8fEC0XCshM1qkmiyqopEXWwYf/taNFxEf5OrcrAEBL/O9cjlxLhfQ00NcUOtdttLlugmHg7SUTAStYIxPpAnEo1AQDWUQldk+vryyJEktU0NoOgka+vJ54sc7B6gsUmpuhMcV3SoSuUyxuRjScgy63s91MF+NAmihsKUuYtZ+/QT7NqxjZnTphCJxsiWRWJ3EEDMEJ1ykDAdl7ItTtSaIiGHRfqYLgqvm9qzPH8ohyKDIsvIkrhg686V6S84BIAqSyQMMU7mBwFbtm/DDiSSDU2MbBtHEPg8/8IWSqUShVyOSF0tg0WbhoTEiHQERZGQAnhuwyYcs0TtyLEcfcLpDDqPUnQC1rywh/HjxqLIcsj+Et+Fj0DCSBLIAJKEocls2rsZq30Lc2ZOZ8G4BnRFxvQ8ksZEVj2zkmJmgHKmjxEjW8NE64CnNryAHEkwYfIM9pR0Ovf0UztlIfreQZ4/2M/8kk1dTMf2hVt7clMi5ASKzqUW/n1kUKvr+wwULAqW6MLu2fY8//uNb2ClR3H0cWdwzRc+T5YYH/zop3B/8kue37mP39y7gpOLAbNmTCOfGWD1A3dgD3bxzW99ldPnjMZQD59QP/6RD/PkxZdx3z13ccGlVxBJpNFkidVPr8Qd6ua000/BVyLYrrgorFyk6apg9InCufoXO4vmzp0LwIYNG6o/M02TH/zgB2I5P/7xfwr30rCGNaxhDeuN09ixYxk9ejTt7e2sWrXqZYOQKy70KVOmvCbH1rBeW7joMMrlX0fnnHMOn/vc51ixYgXNzc0AnH/++dTX17/BS/a3UTwWY/Exrw9T09bW9if58JIkEQ8Lmi1pcRwyQ76w44vimusF1X9X2MMA2bJLSyrCiHTkRfcUryRZlmhOifDS/oJNV7aMFYZKFiyf5lQEQ5Npq4sxIgzse7PoQx/6EN/4xjd49tlnefLJJ1m6dCmpiJjgbXM9enPClHb/g4+xe8dW4vEYF1x4MfsHSgRARJUxXRFc+bbLL+PRB//Atl17eOKJJ1h28kmMb4wLRIKmkDNdsmWHouUyrjFBfbyZX3353yjv3M9l//YfzBiZYqAk0DE1MY22uhru+MX1XPWOt/LAAw/Q2trK8uXLWb58OSeffDKx2J9GCkmSRGNCIDN6chbyoJg4mH/0QhwvYKjoUOXcBOKeNggQE99plZqowJNGNQVNlejOWuwbKOC4AYYm05Q0QnSJR8nx8DyBFxkq2aIJoinEKhgVTQ6xJ1SnzCsGqrih4oRFyoOFEl44BZGKqhwYKFG0PC69+guc+bb3M7K1jYIXsG7fYOVToipw2hlnsvOGn7HhmSc555STkJSYKFCWxTpXJeHKT8U0prYkmdiUBAnu/cVavMIAU6adQbZsky1Dd9Z88XqsHc3o2Yvp6elBAU49ZRmJ0VM5MCBMa9GwaRHVFYF0jWsY4XZRMF368hYl26MmpnPF2cv44pe/xMo7f84X338xjTVJgiAQjmrToWgJZv7u3btZ+/QTSLLClZdcUHWcC6eyQOdIkmhE6GFYaMWR7vrC7e/6AUFAyKXXSUY0PD+gYIlJlbLjYYRTLlFNhF1W/v3X2kevuuoqrrrqqhf9rILDGlUbw3JFoy9XdsibLnV1dSArWLl+xjbEyZVMnnv8AXyzyElnX0hHpkxzKoKmSC9ZRkmSmDRpEpIWoafgsr1jgEAWn9sNRJ5dY1Jnz4ZncMsmS+dMYOLo2mqI6x833sbUHyYmDJUcMiUbxwuqDcq+vCW46LpoanRmjtxuxBSH7YmQ3rwpEFEiWxBa01HMuI4UCFyS5fr4vo/ni8wBXZFIRUT4bDKZIHDK2L6LjM+IVERM2FTxzgEHBsvs6CmE5AeVmCqja4owfErQmIjw+Ja1lA9s5piFizhrditd2TJ508VyBBcfSUwziP8FIIkcgWG9uobX0ptco+pjNCWjpKIatuPRfqgDu3sPCc3niuOWky3Z4gRguhRNl7zlkSnbIshRkkjENAZ6e3GK0Fzbhu35lG2PwPcpWg6WEyCpBolkmiDwaaivIz80QGagl5EjmnECkbwtKTK+EjA0WMCzStQ11KEp4ne6JqMrCtH6OupHjmawr5c1Gzcza85c8mVR2Hc8TxzYfaroE1kWo2QxQyEiw/r160gkUkyYNAXLA9NxcfwAzxMHGscXBzEFUHWVpCaTjmpoqoxr2+zefwgkhclTpmO5PpoiM7Kxlj3bnyfTUUNj3VGULIfdJXFijRsK8YjKhm278H2HGZPGkYhoHDNvDg8//BBdxSGmjm5iZFMjSBDVBFImYagEknCTRFQZWZLB9/j99+7DsVyOm/+WMIzUw7J9XF9i4rQZPL/+OfZvWc/i2VPwfJ+uvkH27d6FpGhMnSaW2Q+goamFWDxGcWiQwe4O5s2YEnaKBTurIWEQMwTfzdBk9DCgw3I9urIWvUOiyxgEAWvXrednP/8FfrSW2UdP513vfCc9xQCKRSRJ4v3vfBu33vQLHnnoD9yzcw2j/u3fePyRhym3v8A5Jx/Hey45B9PxODBQpL8gcDu1Y6Zz1PHL2LhxI3+447f858f+A8kq8PQvr8XxfP7tbT9gVG2UUoi/SUZU6hI6SeMvL5wfqTlz5gCwe/du8vk8yWSSW265hd7eXkaPHs1FF130V3uvYQ1rWMMa1r+mJEnixBNP5KabbuKJJ5542SL6pk2bgGGUy+tRpYje19f3io8ZDhX919GsWbNoa2vj4MGD/PSnPwUEymVYf5kioUv5lTRYtGkPEQSHhsp050xGpCOMSEdf1R0PYdE25Oq2D5XozJgkDJWorjCxKVF1Gb+Z1NjYyDvf+U5+9KMfce2111anjUA4fkfXxWiMyVx07Rdwh/p591X/xeTRTZiOTzEMUGxIGOG6TXDlpRfy/667lp/87xf42Ns2vGhqplFTaEwexiNs3ryZdSsfQVVVPnHlBUixdNUsN1AUBbv2nMfXb7iFrxcHmDJhLFpYMP3je6gKhqWC5ihaAjNzJPu68hVWePOaIqHICroictE0pZJNJlXz1zJlp3ofbbk+I9MxmlMG4xriL1qGsi1qDpmSYMr7oVEPhNFMVSQShkYiopIwVMEltxy6cyZ50602cP5YCUOl7HjknQAp0URX1kSSRHhwpfhpqApnn7iYX//sejp2b6f/hZW8751vrzaAvMBnT2+RAwMlyrbLjp48vXmLuoTO2ud3QBCwePZkZramKTsevh8gycK1XSn6n7v0aH7wwx8ydfosrrr8IlQ13JYlyJUdkALypkx3powXVIrXws0rmPwByYjKuaefxI+/+z8cbD/E726/k7PPv+hF7P9KCOqvfnI9braX885ZzpmLZqFWmNxh0bzy368mzw+qn6Gipld91t9PhqpgJJQqS31qvcad/QewBjo4bmID99x5O0O7nqN1yhxmzZ7DoSERcCxLh3MdDFXUnvwgYLAEDZPnk8vl2b3vIBMnTiQZVSlaHpmyw4GOTgrZQRTf4fh509G0lzqtK6x52/XxggAvNHnWxrQwsNbB8X2BwJIlbNenK1OigiEqOy4lS9AhKpMBJcvFR9AKauMGM0akGNsYI2FoBEDZFs2W6v5gCdSR60NE01ETdYBEsVgikUyGE0ZmuM/7+GHwgxeGAluuj67I1CeNauPyyadEyOsxi44lZmhMadGpiWmMrIkKvLFVwYEdxvu01b++7I9/Vb35zmzDepEMWWZ8UwwJSEZUbnjsd1h9B1iybBmm65GManhAWexxaKrMiLRRdad3GQ4P7nyenFWgbsoE5DDopGC5dPb24NtFErEodckYuiIRaazn4N49lDL91Cs248a0YHsBiiT4Td+59ydYrs+yd7+XSRNaQQroGjLpztkMFk1GjZtEtuTQk3dI92SJx2NoSoAsK0iuj4tgnsuaiipL6CGP7UBHJ6blYbp5Ctt309jSSiDJeF6Ahyiey0gi9ENVkCWRylywTDRVYqi3l0AxSKfrqK2rR4SkBjSNHs+hgQIH+/OM9TzRwfNcLFcw13ozGYaKFmokyeTJU4gbCmNHjWDyuDFs27iWzU/ez7KrP0RtzCAVFenSDUmduphO3nTZ2pWjv2DxzLOb8eIjqG1rpBBpYt2+oWonMGYozJk+jefXPM3uFzbQoFzA+HEj+O69N1PY/iTHzJvL5y9egOP55MoOsizRt1rj92tX0bE+xTtOXxheBIkxvcGiRcFSBONdEgFCedOlK2diO+KCxFAlNjz1KD/6wffwXZdlJ5/EFz7/UVRNjPsQSNSEadkXf/fzfOo/M3z3u9/lO596HwDJZIKv/M+1bO3MHTHZcDjc5yNXvZ23XXoXt//fN/n2pz/Ir277DbZlMn/+fJYdt+Dvsm80NTUxcuRIOjs7ef7551m8eDHf/va3Abj66qtf9iQ5rGENa1jDGtbr1dKlS7nppptekYs+zEN//XotTvThIvq/jiRJ4pxzzqlOE7a1tbFs2bI3eKn++VUXF87jwaJN+1CZsu3RPlimM2MS0wVuIq4Ld3FMU6pYBdPxQnerwDJUuMoAzSmDMfXx11SEf6P0sY99jBtuuIE//OEP3H///S/JXLjzzjs5sHsnI0aM4Isf+wDxeFzcP5suZUcEV1acrBP/80PcesN17NmxlZ/85Cf827/92yu+7//93/8BYspi4pgXT9i01fl0ZU26siZlxwe9lo3tYvpckqhOHquyJEJLHf9PfkY15OsnDI0x9fEqb79SjFVkCU2WCRCu6IIpvkvB1fcAcU85pj72siG9UV0hqkcZkY7i+QF5M+Thmy5F28V2AwZdm8Gi/ZLnVhTTFZJ/5AgOAmitiVGwBZZIOKbVKq6mUn+O6yoffuvZfOwjV3PzD7/J569+b9WpC9CSijJrlMPu3jyHBsvkTJeBQ/0c7OwlsIpccNJCJra98qTLcZ94L0untnDC0qUoRoyC5dKft9nXX6Avb73sc7RKsKShkY6qBEhkTY9L3vl+rrvuO/z8lt8Qq6ln4TFHM6qpjlSYYfbMysd56p5b0TSNa7/wCUbX/fmFzDfzfvdyGtHShF/Oke3aT0RT+OUvf4lvFnjbWUuZ0pLi0FCZku3hB6L283Lb/ajWVl7oWYsz0M7Ry45BVWQGi+K72rF7L3rzBMY116Aoh0ufQRAI3GxRbKN/HE58pHRFQY8Khni+LFBZjicK7W6IXtZVGV0CXdHQVbk6GZCKajTE9TDzQjQPFFmiYLlENIXauE5X1mQgbxFAtSEWicYp54ZwbZOEUSt491QwPIEIKJVkirbY5zyfKmI4W7ZZu32QHrmO6OgUdWOn05c3GVUbxfOhfbAsQoVDHFMyouH6PjnTJTnsRH9NGl5Lb3I5nuDKtaQiDOZKbNvXiZqsJzZ6Gs/uHxIdM89HVmSRsq0puD7UJzQCH8aNbiEmmRT6BzDMAeZMm4IsS+hywP9881YsDI49aRljmpNh6jYcqEnQ3jHI9n0HSdbU0piMkIiobN25Fz/VQipZw6Cc5LEdfZQcD9v2w+AQj0DVqalvZGhwgK6Og8ybPRNNlpBlmYgqAi8s10OWBMfLdD0yRZvewSGkaBIJCatUovvAXiZMGEtTYw1xXVyo1ERUHB+Gyjb5sjjRm65HuVQmlx1E0gzaxo4nQBSRDV1Fa2pkqypRKpcY7O9jVOtI6uOGCBENAtau24qsaLSMHkd3yae/XKIuoXP8cYvZv2sLXYf2s3HVk7zr0vNpSOgEQG/O4undA/TnTbzQWf/c89uQZJlp49toSBrVA2p9wmBUTZRRdW1s+n2JVc8/y4ZH72Lele/gDzd+F7tc4Gs3/T9mjEy/6HuXLz2LW7/3VZ64o5tvf+UzWIFKb86iJ2e+qHMvyxKGKlN2RPcxZchsf3YlP7/+O+zbuZ3AdXjPu6/k+h9+B1l5sROlMgIWBPDVb1xLJJHmf7/5LWQjzr9f81VyUgLCAnpNTKM5FSEd1VBkiRkjT+F7c6azevVqvvWtb3HXXXcB8P73v/9vuDe8VHPnzqWzs5ONGzeSz+fZsmULiUTiJWNkwxrWsIY1rGH9uao4FdeuXUu5XCYafXFBYbiI/vrV2NgIDONchnVYy5cvrxbR3/nOd6Ior85YHtZfLkmSqE8I3OJA0eZQWEwXzkf3iMcJZ3uFu/zH0lWJcQ0Jkdn0JtekSZO44IILuP322znrrLNe8XFf+tKXqjkYmiJTG9ep/aPHJJNJrrnmGj70oQ/xhS98gSVLljBr1qyXvFaxWOSmm24C4H3ve99Lfq+G4bMt6QhdGZOBooXjCVdsEIDjiSDLI6WrUnVaufJ3xdn8eqZ/a46o2dquHzZGXJIRjXT01U1JiiyCQmti4rv3/YCC7VYL83nTxfF8EoZKKqKRjLw8TuP16qp3v4svfeHz7Nq1i/vuu4/ly5e/6PepiMb8tjomNIig2/tXbMS3SoydPI0+Ryd7YKjaSIobL14eWZY599xzAeG6rzSMGpMRauM6EVURzn5FEkY/WYS02p6PEoZ8ikaGxNsvPpef/+DbdO7YyH+9/wok32HhwoWcfvrpnH766fzXf/0XAB/4wAcYO3bsX7RO/tHU0tICQHd3N729vdx///0AvOMdb6c+YVCfMPDD9Wp7PrZ7+I8fBNTEdKY3RdjQf4Du/buq0wh1cZ1kpIbbD+4BJNqmzuX5jiyttVFyZYfBcPKjIl0VOCxFEt+lGoa0Kkc0Di3XpzamYbl+le0uSxKGKpGIaKQiKlFdcO5juko6qpEzHdoHS+TKLt1Zk96cGbL7D6+DSDgBM6ouxkDBIggg6mTJDXUxQreY1JwkoimkoxpxXcFyfHrzFoMlG1kSYbq1cQ3fD+jMmLQPlbjjD+vwilkmjhvN+BF1KLJMX8HGUDwCAkzbo+x6VbqTqogAWseN0Vb30uyfYb1Yw0X0N7naM2UODpQ4OFiit6sDks3UJqOMGdEYhl/4qOHOLUaJBCcs8AMiukpE1Zg7fiQP33s7mRfiHH+uCFp88skn6d/0GHX1DVxy4scw3YCC7WC6AfOnjuHgvp10dHYxe+YMCqZNyXLZtrcdSY3QNHIURdOl7ApES+UEoSgKqiyRGjOSNV0HyFgFstksyWQaWfJwPdH5lmWZsu1Sdnxs32doKINjWaiKwrzZ09my4VmGDu5n845nuPzi81gw+2jRIbdcbMdH1xQa4iLAQZElbv7tXbi5MiNGtTGqqRY9HE2L6wot6QjzWhM8fO9D5NQMJ578sfCgC9lCkd+9sBZPizJl3CJ0Rcb1A3Jlh3RU48SlJ3Hvr2/kt7fexKlLj6UrmuTgUJmBvIXteUiBRDKqUWP4bH/mQexChvd97iqOmj027Oq9OGTlI++8lJX3/pbbfvZD/FwvdrnAkiVLWLJkSZW1VTlBJ9umM+boZXT39HL7A4LXF9NVxjUkcDwfx/WxPB85DLqQA4+nV9zHDd+9lkPdfchGnIYJs7ji7VdyySVv4dmD2Vfd1s5719XER0+nv7+Ps885F02RaEpGaEoZLxkFlSSJz33ucyxfvpxvf/vbeJ5HIpHgrW99619x6391zZs3j/vuu4+NGzdWC/nvfe97SafTr/LMYQ1rWMMa1rBemyZMmFCdfFq9ejUnnXRS9XeWZbF9+3ZguIj+ejSMcxnWH+ukk06ioaGBfD7Pu971rjd6cf7lJEkSDQmBZik7HkXLo2S71b8dL6gaeeQQrxE3DgdLxvS/Hlf576Evf/nLbN26lWz25e+RjjnmmNe8HV511VX85Cc/YcOGDSxdupT77ruPRYsWvegxt912G7lcjvHjx//JKQtNkWmrj1WxChVHq+sLTITr+ahhKKKu/mVF6JeTrsrUqfpf1AyRZanKma8oCIK/+vZRMU5985vf5LrrrntJEb2idEwjHdP4yeanhFv57NNQQixHd9asMtF1Va7mrSUMFU2V6c6W6S/Y1aJnXVxnVG2U+OtCFSVZ+cCd/PCHP+TBBx9k69atrFq1ilWrVvHFL34RgHg8zmc/+9m/YG38Y6pSRO/p6eHWW2/F8zwWLFjA1KlTq4+RZYmI/MpoqsmTJgKwa9euF/1cU2S6d27E6T/AhHFjKNkeu3oKR/xeoi4uAkJfT15bEAjUsO35aLKYPnil8NNURGPGyDTZkkP7UKnamNRVmWREDf+I4rgkSfh+QEemTDqi0O2YZHKFl82WGF0v+PKeH7wojHlsWCu69iM3kXvuWS6/4jscPbaOXNmpNg1cXzQBBHJZOPsrrPzaf4Am6JtBw0X0N7lqYiqttVEUCV5YvRO/nGH2nEnMGVXDyJooqiLRX7DIll0yRRvX9wkk8Fyf2oRBbUznpEXzefiOW3nmmaeRfJe6ZJSHb78Jt5jhgivfxrjGJLv6CmiugoPLhHFjiAUW2X2b8TMzkWJtuIFPx/5deIUcs8ccz7jRNeiq4HJXisWyJHbKvOWR2beJF7buoHO7xPLl51S76AEBgR9QsGQUxUOWYNemPdg9+5g3fy5LprRywuQWbv/db9jyfBc33/EHdnRnWbhwgUiy1lXqIzoxXbzn7u0vsOepu1B9h0986EaCSIK+gi1GfcLQhtFT56A/+zzbOwYpF7JMGt2C5wf87pknKA100TyihRPnTKBguViuH7LOFVqPmsvmzfPpaD/It3/+e049+wJKjovnBcQNhcaEgaErrF2zBs/zGDOmjbHjJ4oid9gtVeTD/LJzzz2XlpYWuru7+eGPf4YSr+W9H/0vnts/xGDJomR5mK5f5ckds+xs7r/3Xh58/GkWLD6OmKGSDFO8NUVBlqFYtvnlrbfxi5/fSN9gBknRaZowk0suuZRzzz33JW65P5YsiRNThZ12zlmnoysyTSmDupj+iicEgLPOOou5c+eyceNGAK644gqSyeRfZ8N/jaqEi95999309PQgyzJXX33133UZhjWsYQ1rWP/cqnDRb7nlFp544okXFdG3b9+O67rU1NQMF3tfh14PzmXYif6vIcMweOaZZyiVSv9ybsw3kySp4m5WgcM8b8sVQaSqIr8I7fKPqhkzZrBt27a/ymtpmsaKFSs4++yzWb16NcuWLePOO+/k1FNPrT7mhhtuAIQL/UjsyKtJTJBL6Pz1C+Z/T/2tGiwf/vCHue6663j00UfZtGlTNTPr5fTUk0/glzKcdfw8jh5TS7bsMFiyyZUdTEeYEwWC5qXPrY1rjKqN/dmc/4kTJ1axo+3t7Tz44IM8+OCDrFixgkwmw2c+85lqqPK/kiqfubu7m1/+8pcAvOMd73hdrzFp0iRA5KT9sbZs2YJfzrFkRhuNSYO86ZCKatTHddJR7c/aLiVJetW8iT+WaOSkKVquqDW9wnNlWRK5DHKJbVaBbC7HgYESXVmT5pRBUzJSbZ4Z6su/RlfHIZ5b9SSSJPG2i8+luflwmG227FRrWXFD1NMqkyN50yWhD5eHX4uG19KbXEsnNTG1JUUmm+e6j/wSX1a59LMfpK3+8JhFQyLCiLREMqKSLTscGCiJwIsAhoo2qZY26sdMIZvNcscTz9LY1MLabo/45MWMWXQGz3dk8QOwPZ+YoVIX1zlq9hQefayX57dsYXFzG/0D/ZQsD01TmTt1PC21MdJRka4dUUWCt6EqAqOiKRzbfA6LF3+NLWtlPnvJEiZPm8VgySZvOgwVHVw/IKorFPoOcfNd30VVVD72tY+QqqnF8X3mfvyDXH/Tb3nkiZWsfeIhcge3MHFkIyouKj4qLhLw8IpHcHr3cdX73sMlS2ZUDwQ9eZNDgyV68hbtg1FGNDfS3Stx91ObmTdPHHge2bgbo3E0cxcvwfJ8GhIGhqZgu+IAky37LD7pNO66+152dGWo27KN6ZMn0FobJR3VMcKD56Y1TyHpMY456Sy6syam4zFwxMWREo4E2Z7Pme/+OL/+3R1IssrYSZPxm6awsX2o+rhImGYe0RTOPGEx99xyI8898zi+czWBniBnuuTCIGjHsfnyl7/CU089BUBTywguu+wy3nrx+TSmE6RjGrHwAP2SNGvEWOZfckFTcaNffPHFwN8f5QKHi+g9PT0AXHTRRYwbN+7vvhzDGtawhjWsf24tXbq0WkQ/UhWUy5w5c/6hXJhvtF5LEb2CcxluTvzrqFIMGdabT+I+bxix80qqq6tjxYoVXHjhhTz00EOcffbZ3HLLLVx88cVs2rSJNWvWoKoq73znO9/oRf2nUltbGxdddBG33XYb3/nOd7jxxhtf9nGFQoH169cDsGTJEmRZEnie0Hnrej4lR0yFiz8iaDEd+8uK5y+n0aNH8973vpf3vve9uK7LoUOHGDNmzF/t9f+RVHGiF4tF1q9fj6ZpXHrppa/rNSrnjT92ogdBwNatWwGYPXMGE5sSf4Ul/sv0WicYGmpTOL37UMuDaIqYmmgfLNMxVKY+odOcipCMvBi15Hg+Jcvj3kefRq0bxdxZM4il66pTIAlDfdnt+OUmR4b1pzVcRH+TK2aojFJjPH3/HZQPbWP6zFksO2Ym/QWbnOkgIUI5ZFliqOQQBDCqNoqVNKrMOsfzOXrOTFY88igb1j9HTU0dgeswdfIkpoxpJaIpRDXlRfy0y049jofvuZM9WzZy8Xlns2/zHrz8AFOmTUZRVYZKDmXHIxnRRPE5UF4U9CBF6zjniqv4wx/+wPf/70auvfabxHQVQ5VJRXVimsLE5gSf/o+v4PYf5OLLLuPU+WIUJ2867OjO8fH3Xs6ctnq+9pmrWbs2y1r/5VO8a2tr+dJ//We1oyfLEiPSIugExAHU3NrGp/77t+xUTZYeewydhzro2bsdBZezl8wnHo8iS4J9FVEVUhGd0bUwuTlB945RPLV6LY/f/kvWBBYLj5rLaUuPZ+GSxVilPJsevRM5VsuFpx5HVFfIlV0MTaRHF0MOXN4U3830RSehPfwUgeex/Ozl1MZ0IrpCXVyMzcXD4BSA+W21/G+dwa5du9mx7gne8pZL8IIA1wsolsv828c/xlNPP4OuG3zmkx/nqiuvoD719w3yueCCC/jQhz5EKpVi3rx5f7f3rWj8+PEkk0ny+TwggoKGNaxhDWtYw/prq8JFX7VqFaZpEolEANi0aRMwjHJ5vXo1JnoulyOXywHDTvRhDWtY/xiKx+PcfffdvP3tb+e3v/0tl156KTfccEO1eHvBBRf8S7qN/9b66Ec/ym233cYtt9zC17/+9Wph9kitWrUqnBwfQ1tb20t+ryoyKUX+uxcSVVX9l568SSQSxGIxSqUSAGeffTYNDQ2v6zUmThQ1pO7ubvL5fHUyvqOjg3w+j6Io/3AN2tpakb5gZ/uY31bLQNGmJ2eSN1368jZ9eZuEIbjrJUc0fWxX1OL29GRR4rU0jp3KCx05NEUiHRX5BumYhqEqBEEg8FC+L3BRISoqoivDxfTXoOEi+ptcu3sLbOvK8dMVm4nPXMbRF57Puv1D6KqMJImOU86U0cMQkVRUFLXr4jqyBH4gAiQj5y7m7uu/wrO9W4lFdAoH9/OJT1/JeXNH4gfg+SJkUpElXNcnGZnExJEN7NixA3v3Kvbeez25Pfu5+J3/x9y2GgaKNmVbjPUdGCiRjmo0JHSU0IEdBPC2t72NBx64n2fXrmHXtheYP28umiKKyyPSEUr5LDfffDMA//7v/w5AX95ib18BP4CEofKpqy7jnEXT+N3vfofnvbSILkkS5513XvVA83KSJIl3XX4Jn/nY1ex6YCfLvno1373ll+TX3c6VV17Ju5ZOxfbEAcQLA0HFH1GAX/zJd/G1r3dz1x2/p7+7g3vXP8S9P/5fEokEEyZMwBnq4rgZEzl+1kS6cyZF6/ByJiMaUU2lJqYjSTCjNcXH3n4+2YFePnLJqSSjGnFdfcWRyMsvPIdrrrmGe357Cx96jxhtKhQKXHnxW3jssceIxWLc9eu7/yRb728pWZb5f//v/70h7115/zlz5vDUU0+xePHil/AHhzWsYQ1rWMP6a2jy5Mk0NzfT09PD2rVrOeGEE4DhUNE/VxUneqlUolgsVsP7Kqq40NPpNInEG+8eG9awhjWs1yLDMLj11lupqanhxz/+MVdddRWaJopSb8TU7r+CFi1axKJFi1i9ejXXX389X/rSl17ymJUrVwJUz93DenNIkiSam5vZt28f8PpRLgA1NTU0NDTQ39/P7t27q8a+LVu2AMKpruv/WKzvuro6AIaGhpBlicakQWPSoGCJgNKBgkUhzNI7UhFNppzpw8v10pSOoSoSjhfQX7DpL9iAoB94/kvDoQFa0pHhIvpr0N+8iP6DH/yAa6+9lu7ububMmcP3v/99FixY8Ld+238amY5H/1CObbv3IRtxps4+mu5s+UWP0VSZmqhGTUzH9QMyZZuy46GroriuKzLHLj6Wxto0vT2dDAH19fWcf/75SJKEIlF1Lw8VbXb3FXC9gDNOP5UXnn6In1z3ddrb21FVlXdfdAb/v707D4+qPvs//pmZJBPIhiSErGxhsQLKYgGFCiLbL4oCLgSwolIWEegFuIBSBbSC4pOiVIUAAo9EFguCPggCIlQEKgiVyqJhTWTJhoQ1yyTn90c6E6IEITBzJsn7dV25LpPMTO6TNl/O+cx97m+NGjVkGIbOuv6IS/4gI4Ltqh3sL1kka72b1L9rG82ZPVsfvPWqHlu3rlTdf3//feXm5qpFixZq07adjmaf1/HTxbNKagb4qWF4oGxWi1q1aqVWrVpd1++xRo0aeuCBB1y3en300UeSinfBdm5WUaZgf81+6w3NTJyizZs3a/ny5Vq+fLl++uknVwfaowP6KzzYX+HB/sq5WKD0M7k6dT5fgX4+JV3m/719pt3Ix6+67oSEBL388stav369MjMz5efnp/j4eG3ZskVBQUFatWqV/vCHP5T791IZ9OvXT7t27dKrr75qdikAgErKYrGoY8eOWrp0qTZt2kSIfp0CAwPl7++v3NxcZWZmlhmiM8oFQEVjs9k0a9YshYaGaurUqSooKFBcXFyp/TRwY40ZM0aPPPKI3nnnHcXExKhr166lOrz/+c9/SlKVv272RhERETp8+LBq1qyp+Pj4cr1Go0aNlJWVpZSUFFeI7hzl0rRp0xtWq6c4G0RPnTpV6uuBdh81DA9U3dDqyjybp9yCwuI9LOw2Vfe1ycdmVUFWqhw56YoLq6bb696ks3kO5VwoUM7FAp3Lc5QK0H1tFtcefj42i6pdw5z3qsytIfqSJUs0ZswYzZw5U23bttX06dPVvXt3/fDDD64OFFzZzZHB+urzlTq37yv9rmkzPfKHZsp3blz531s2bFaL8hxFMgy5usOlgl+91l0PPalPV66UUVigXv37KfV0vvx8HK7u8PN5DleIHWj30cgBDyhx/NNKSyu+nfbuu+9WjRo1JBVfTDpnJ50JKVBqdvFuw8dO5yrzXJ5ib6quWkF2TXjxRc2fN0/r16/X5s2b1aFDB0lSYWGh3nnnHVn8qilhyJ+1M/W0nH/PMTdVU8xN1W74bNGBAwdq6dKl+uCDDyQVX/C2bdv2qp9vs9nUsWNHdezYUX/729+0Y8cOLVu2TOfPn9fAgQNdj3PeLnMjNG7cWK1atdLOnTuVlJSkFStWaMeOHapRo4Y+//xz3pCSNHz4cD311FPMogUAuFWnTp1cIfpf/vIXpaenKz09XRaLpUJepJnJYrGoVq1aSktLU0ZGxq9uZ3duKkqIDqAislgsmjJlisLCwvTyyy9rwoQJ17ShKK5N79691ahRI6WkpGjIkCGSioPVrl276p577tG//vUvSXSie6OoqChJxc2Ddrv9Nx59eY0aNdLWrVtLzUV3dqLfcsst11+kh13aiX45vjarompUu+z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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 3))\n", "\n", "# Update the model's parameterization to one that attributes more\n", "# variation in inflation to the observation error and so has less\n", "# variation in the trend component\n", "mod.update([4, 0.05])\n", "\n", "# Plot simulations\n", "for i in range(nsimulations):\n", " sim_kfs.simulate()\n", " ax.plot(dta.index, sim_kfs.simulated_state[0],\n", " color='C0', alpha=0.25, label='Simulated state')\n", "\n", "# Plot data\n", "dta.infl.plot(ax=ax, color='k', label='Data', zorder=-1)\n", " \n", "# Add title, legend, clean up layout\n", "ax.set_title('Simulations with alternative parameterization yielding a smoother trend')\n", "handles, labels = ax.get_legend_handles_labels()\n", "ax.legend(handles[-2:], labels[-2:])\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Application: Bayesian analysis of a TVP-VAR model by MCMC\n", "\n", "One of the applications that Chan and Jeliazkov (2009) consider is the time-varying parameters vector autoregression (TVP-VAR) model, estimated with Bayesian Gibb sampling (MCMC) methods. They apply this to model the co-movements in four macroeconomic time series:\n", "\n", "- Real GDP growth\n", "- Inflation\n", "- Unemployment rate\n", "- Short-term interest rates\n", "\n", "We will replicate their example, using a very similar dataset that is included in Statsmodels." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:19:33.759397Z", "iopub.status.busy": "2024-04-18T11:19:33.758260Z", "iopub.status.idle": "2024-04-18T11:19:34.782194Z", "shell.execute_reply": "2024-04-18T11:19:34.781443Z" } }, "outputs": [ { "data": { "image/png": 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xjhw5YhiGYfz4448GYLz88svOfTIyMoxOnTplexxyktProCifnxc6c+ZMtuf/Qv/++68BGBMnTsyyfdiwYYa3t7cRGxubLc5PPvnEOHPmjHHixAlj4cKFRs2aNQ2TyWSsX78+1zgKcp7Tp08bHh4exocffujc1qFDB+PGG2/MNm6NGjWMXr16GWfOnDHOnDljbN++3bjjjjsMwHjggQfyemgMwzCMP//80wCMuXPnZtm+ePHibNu3b99ueHp6Gvfcc48RHR1tVKlSxWjdurWRnp5uGEbm67NevXpG7969s7y2kpKSjFq1ahk9e/Z0bnO8Xm+99dYs5927d69hNpuNm266Kdvny4VjdunSxejSpYvzen7eq/l934uIXE40k0xEpJR45513WLZsWZbLhf/9v+666wgJCWHevHnObdHR0SxbtoyhQ4c6t/3666+EhYVx6623OrdZrVYefvhhEhIS+P3330vmDp2zfPly0tLSePTRR7P0zRo9ejSBgYEsXLgwy/7+/v5ZesV4enrStm3bXFdCc/j1118BsszWAJzNmS8+T0H4+/tnmY3WoEEDgoODadSoEe3atXNud/x8Yaw+Pj7On9PT0zl79ix169YlODiYTZs2OW/7/vvvadasGTfddFO2819cEjZixIgs427YsIGIiAjuv//+LH2Krr/+eho2bOi871FRUfz222/ccsstxMfHZ5mx2Lt3b/bu3essz8xPPAV9rQ0dOjTLTI1OnTplebxOnjzJli1bGDlyJOXLl3fu17RpU3r27Ol8ji90zz33OH+2WCy0bt0awzC4++67nduDg4Np0KBBnq+hM2fO8Mcff3DXXXdRvXr1HO9vbgYNGoSHh0eW9+aOHTvYuXNnlveml5eX8z1gs9k4e/Ys/v7+NGjQIMtrweHi5zk3F+6TmJhIZGQkHTp0wDAMNm/enG3/Bx98MMt9e/DBB0lLS8tWKuxgGAbff/89AwYMwDCMLLNde/fuTWxsrDP+4OBgjh07lmMZbWHdd999Wa536tQpy3P5/fffYzKZcpwNd6nnLj8cn2EPPfRQlvEeffTRbPt+++23dOrUiXLlymV5nHr06IHNZnPOZvz111/x8PBg7NixzmMtFgsPPfRQkWIt7OdnQTRu3JgWLVrw9ddfO7clJiayYMEC+vfvT2BgYLZj7rrrLkJDQwkPD+f66693luvn1YezIOf5+uuvMZvN3Hzzzc5tt956K4sWLcpSAumwdOlSQkNDCQ0NpUmTJsyZM4dRo0YxY8aMS97/b7/9lqCgIHr27JnlOW7VqhX+/v6sXLnSue/VV1/N888/z0cffUTv3r2JjIxk9uzZeHhktoXesmULe/fu5bbbbuPs2bPOsRITE+nevTt//PFHtjLdi98PP/74I3a7nUmTJmXrTZnX6/9S79WCvO9FRC4natwvIlJKtG3bNs8/GDw8PLj55pv58ssvSU1NxcvLi/nz55Oenp7lD/HDhw9Tr169bF+WGzVq5Ly9JDnO16BBgyzbPT09qV27drZ4qlatmu2Lfbly5di2bdslz2M2m7OtBhoWFkZwcHCR7ndOMQUFBVGtWrVs24Asf5QlJyc7G0kfP348S++n2NhY58/79+/P8gdeXi5eBTW3xxigYcOG/PXXXwDs27cPwzB49tlnefbZZ3McOyIigipVquQrnoK+1i5OPjkSZo7HK6/70ahRI5YsWZKtUfXFYwYFBeHt7U1ISEi27Y7y5Zw4kghXX311rvvkJiQkhO7du/PNN98wdepUILPU0sPDI8vqgI6+We+++y4HDx7M0lcrp7KznFa7zcmRI0eYNGkSCxYsyJYQuPA1BpkN32vXrp1lW/369QFyLGeFzARiTEwMs2bNylbm6BAREQHAU089xfLly2nbti1169alV69e3HbbbXTs2DFf9+Vijv5iFypXrlyW+7l//37Cw8OzJFZdyfG6rFevXpbtoaGh2crz9u7dy7Zt27LF7OB4nA4fPkzlypXx9/fPcntOr/2CKOznZ0ENHz6c8ePHs3r1ajp06MCPP/5IUlJSrqWWkyZNolOnTlgsFkJCQmjUqJEzUZScnJztdRoWFlag8zj6cZ09e9b5Pm/RogVpaWl8++23jBkzJsv+jtJsm83Gjh07eOGFF4iOjs5Xc/u9e/cSGxtLxYoVc7zd8Rw7PPHEE3z99desW7eOadOm0bhx4yxjAXmW2cbGxmZ5nV38ubB//37MZnOWcfPjUu/VgrzvRUQuJ0qSiYiUIcOGDeODDz5g0aJFDBw4kG+++YaGDRs6e5sUVW7/db64SXZxym1lzAuTS3lxxcyRi+UWU35ifeihh/j000959NFHad++PUFBQZhMJoYNG5ZthkB+5Wd2UU4c5xs/fjy9e/fOcZ+Lk4yuVNTnNr9jFsd5LmXYsGGMGjWKLVu20Lx5c7755hu6d++eJVk3bdo0nn32We666y6mTp1K+fLlMZvNPProozm+FvLzPNtsNnr27ElUVBRPPfUUDRs2xM/Pj+PHjzNy5MhCv8Yu5Bjj9ttvz/WPecfqiI0aNWL37t388ssvLF68mO+//553332XSZMm5bi4waUU50q5xfF5Z7fb6dmzJ08++WSOtzsSksWlpF77t956K08++SRffvklHTp04Msvv6RcuXL069cvx/2bNGmS60qT8+bNy7YojSPe/Jxn7969ztlQFycyIbNX2cVJspCQEGc8vXv3pmHDhvTv35+ZM2dmm418MbvdTsWKFZk7d26Ot1+cID1w4IAzGbZ9+/ZsYwHMmDGD5s2b5zjexYnUwn7+X+xS79WCvO9FRC4nSpKJiJQhnTt3pnLlysybN49rr72W3377LdvKezVq1GDbtm3Y7fYsM3x27drlvD035cqVy3F1tZxmYeU3GeU43+7du7PMYElLS+PgwYO5/uFUUDVq1MBut7N3717nTCbIbDwcExOT5/0uTt999x0jRozIsrpiSkpKtse5Tp067Nixo1DnuPAxdqwa57B7927n7Y7H32q1XvJxz088RXmtXep+XGzXrl2EhIRkmUXmSo7HprDPwcCBA7n33nudJZd79uxh4sSJWfZxrMj38ccfZ9keExOTbeZbfm3fvp09e/Ywe/bsLI36ly1bluP+drudAwcOZEnW7NmzByDHlW0h84/+gIAAbDZbvt6vfn5+DB06lKFDh5KWlsagQYP4v//7PyZOnJilHNhV6tSpw5IlS4iKiirQbDLH7JyYmBiCg4Od2y/+vHO8Lvfu3ZvlM+zMmTPZZu7VqVOHhISESz5ONWrUYMWKFSQkJGRJguT02i+NwsPD6datG99++y3PPvssy5YtY+TIkfmaiXWx3r175/p6zc955s6di9VqZc6cOdmShH/99RdvvvkmR44cyTbr9ELXX389Xbp0Ydq0adx77715fs7UqVOH5cuX07Fjx0smrOx2OyNHjiQwMJBHH32UadOmMXjwYOcM0zp16gAQGBhY6N+FderUwW63s3PnzlwTbbnJ671a0Pe9iMjlQj3JRETKELPZzODBg/n555+ZM2cOGRkZWUotAfr168epU6ey9EfKyMjgrbfewt/fny5duuQ6fp06dYiNjc1SmnPy5Mksqx46+Pn55ZhQu1iPHj3w9PTkzTffzDKb4eOPPyY2Npbrr7/+kmPkh2NmwcUrbr322msALjtPQVkslmyzON56661ss1Vuvvlmtm7dmuNjfalZIK1bt6ZixYq8//77pKamOrcvWrSI//77z3nfK1asSNeuXfnggw84efJktnHOnDlToHiK8lrLSeXKlWnevDmzZ8/O8trasWMHS5cuzXWWiiuEhobSuXNnPvnkE44cOZLltvzMwgkODqZ379588803fP3113h6ejJw4MAs++T0Wvj222+dfeAKw5EUuHBcwzDyXMn27bffzrLv22+/jdVqpXv37rme4+abb+b777/PMYl44evm4pJWT09PGjdujGEY2VaydZWbb74ZwzBynKmW13PnSFBcuOqpo1fWhXr06IHVauWtt97KMl5Oq/vdcsstrFmzhiVLlmS7LSYmhoyMDCDzvZORkcF7773nvN1ms/HWW2/lGm9pM3z4cCIiIrj33ntJT0/P16qWOalcuTI9evTIcinIeebOnUunTp0YOnQogwcPznJ54oknAPjqq68uGcdTTz3F2bNn+fDDD/Pc75ZbbsFmszlLqy+UkZGR5bPrtddeY/Xq1cyaNYupU6fSoUMHxo4dS2RkJACtWrWiTp06vPLKKyQkJGQb78L3Vm4GDhyI2WxmypQp2WaO5vX6v9R7tSDvexGRy4lmkomIlBKLFi1yzsC5UIcOHbLMXhg6dChvvfUWkydPpkmTJllmTQGMGTOGDz74gJEjR7Jx40Zq1qzJd999x99//80bb7xBQEBArjEMGzaMp556iptuuomHH36YpKQk3nvvPerXr5+tQW+rVq1Yvnw5r732GuHh4dSqVStLE3uH0NBQJk6cyPPPP0+fPn244YYb2L17N++++y5t2rTJ0mS6KJo1a8aIESOYNWsWMTExdOnShXXr1jF79mwGDhxIt27dXHKegurfvz9z5swhKCiIxo0bs2bNGpYvX56tB9UTTzzBd999x5AhQ7jrrrto1aoVUVFRLFiwgPfffz/Pklqr1cpLL73EqFGj6NKlC7feeiunT59m5syZ1KxZk8cee8y57zvvvMO1115LkyZNGD16NLVr1+b06dOsWbOGY8eOsXXr1nzHU5TXWm5mzJhB3759ad++PXfffTfJycm89dZbBAUF8dxzzxV4vIJ48803ufbaa2nZsiVjxoyhVq1aHDp0iIULF7Jly5ZLHj906FBuv/123n33XXr37p1ldhJkvhamTJnCqFGj6NChA9u3b2fu3LnZeoQVRMOGDalTpw7jx4/n+PHjBAYG8v333+fYrBwye3wtXryYESNG0K5dOxYtWsTChQt5+umnc+2jBfDiiy+ycuVK2rVrx+jRo2ncuDFRUVFs2rSJ5cuXExUVBUCvXr0ICwujY8eOVKpUif/++4+3336b66+/vlCvh/zo1q0bd9xxB2+++SZ79+6lT58+2O12/vzzT7p165ZloYIL9erVi+rVq3P33XfzxBNPYLFY+OSTTwgNDc2SKA0NDWX8+PFMnz6d/v37069fPzZv3syiRYuyzQB84oknnI3lR44cSatWrUhMTGT79u189913HDp0iJCQEAYMGEDHjh2ZMGEChw4donHjxsyfPz9bb67S7Oabb+b+++/np59+olq1anTu3LnEz7N27Vr27duX63NcpUoVWrZsydy5c3nqqafyPE/fvn25+uqree2113jggQewWq057telSxfuvfdepk+fzpYtW+jVqxdWq5W9e/fy7bffMnPmTAYPHsx///3Hs88+y8iRIxkwYAAAn332Gc2bN+f+++/nm2++wWw289FHH9G3b1+uuuoqRo0aRZUqVTh+/DgrV64kMDCQn3/+Oc+469aty//+9z+mTp1Kp06dGDRoEF5eXqxfv57w8HCmT5+e43H5ea/m930vInJZKZE1NEVEJFeffvqpAeR6+fTTT7Psb7fbjWrVqhmA8cILL+Q45unTp41Ro0YZISEhhqenp9GkSZNs4xiGYQDG5MmTs2xbunSpcfXVVxuenp5GgwYNjC+++MK59PyFdu3aZXTu3Nnw8fExAGPEiBFZ7s/Bgwez7P/2228bDRs2NKxWq1GpUiVj7NixRnR0dJZ9unTpkuOS9CNGjDBq1KiR4329UHp6uvH8888btWrVMqxWq1GtWjVj4sSJRkpKSrbx/Pz8LjleXjHVqFHDuP7667NtB4wHHnjAeT06Otr5XPj7+xu9e/c2du3aZdSoUcP5mDmcPXvWePDBB40qVaoYnp6eRtWqVY0RI0YYkZGRhmEYxsqVKw3A+Pbbb3OMdd68eUaLFi0MLy8vo3z58sbw4cONY8eOZdtv//79xp133mmEhYUZVqvVqFKlitG/f3/ju+++K1A8hpG/19rBgwcNwJgxY0aOj9fFr8Hly5cbHTt2NHx8fIzAwEBjwIABxs6dO7Ps43hNnjlzJsv23J7bi59HR0wXx7pjxw7jpptuMoKDgw1vb2+jQYMGxrPPPpttvJzExcU53w9ffPFFtttTUlKMxx9/3KhcubLh4+NjdOzY0VizZo3RpUsXo0uXLs798nqeHbetXLnSuW3nzp1Gjx49DH9/fyMkJMQYPXq0sXXr1mz3z/HY7N+/3+jVq5fh6+trVKpUyZg8ebJhs9mynCen5+X06dPGAw88YFSrVs2wWq1GWFiY0b17d2PWrFnOfT744AOjc+fORoUKFQwvLy+jTp06xhNPPGHExsbm+djl9Hzk9lzm9HmUkZFhzJgxw2jYsKHh6elphIaGGn379jU2btzo3Cen99zGjRuNdu3aGZ6enkb16tWN1157LcfPMJvNZjz//PPO565r167Gjh07chwzPj7emDhxolG3bl3D09PTCAkJMTp06GC88sorRlpamnO/s2fPGnfccYcRGBhoBAUFGXfccYexefPmHF+XF8vpdVDUz0+HM2fO5Pj852TIkCEGYDz55JN5xpnbZ1Z+5Xaehx56yACM/fv353rsc889ZwDG1q1bDcPI/bPbMAzjs88+y9fjbxiGMWvWLKNVq1aGj4+PERAQYDRp0sR48sknjRMnThgZGRlGmzZtjKpVqxoxMTFZjps5c6YBGPPmzXNu27x5szFo0CDn+6ZGjRrGLbfcYqxYscK5T26feQ6ffPKJ8/O/XLlyRpcuXYxly5Y5b7/4cya/79X8vO9FRC4nJsMoxi62IiIiIiIiIiIiZYB6komIiIiIiIiIyBVPSTIREREREREREbniKUkmIiIiIiIiIiJXPCXJRERERERERETkiqckmYiIiIiIiIiIXPGUJBMRERERERERkSueh7sDcDW73c6JEycICAjAZDK5OxwREREREREREXEjwzCIj48nPDwcszn3+WKXXZLsxIkTVKtWzd1hiIiIiIiIiIhIKXL06FGqVq2a6+2XXZIsICAAyLzjgYGBbo5GRERERERERETcKS4ujmrVqjlzRrm57JJkjhLLwMBAJclERERERERERATgkm251LhfRERERERERESueEqSiYiIiIiIiIjIFU9JMhERERERERERueJddj3JRERERERERERKms1mIz093d1hXJGsVisWi6XI4yhJJiIiIiIiIiJSSIZhcOrUKWJiYtwdyhUtODiYsLCwSzbnz4uSZCIiIiIiIiIiheRIkFWsWBFfX98iJWmk4AzDICkpiYiICAAqV65c6LGUJBMRERERERERKQSbzeZMkFWoUMHd4VyxfHx8AIiIiKBixYqFLr1U434RERERERERkUJw9CDz9fV1cyTieA6K0hdOSTIRERERERERkSJQiaX7ueI5UJJMRERERERERESueEqSiYiIiIiIiIhIvtSsWZM33njD3WEUCyXJRERERERERETkiqckmYiIiIiIiIiIXPGUJBMREZEyyRYfT/rx4+4OQ0RERKTMio+PZ/jw4fj5+VG5cmVef/11unbtyqOPPgpAREQEAwYMwMfHh1q1ajF37txsY5hMJt577z369u2Lj48PtWvX5rvvvivhe+IaHu4OQERERKQwjt3/AMlbt1Lzu2/xrl/f3eGIiIiIAGAYBsnpNrec28dqKdAqj+PGjePvv/9mwYIFVKpUiUmTJrFp0yaaN28OwMiRIzlx4gQrV67EarXy8MMPExERkW2cZ599lhdffJGZM2cyZ84chg0bxvbt22nUqJGr7lqJUJJMREREyhxbQgJJGzaAYRDzzbeEPfM/d4ckIiIiAkByuo3Gk5a45dw7p/TG1zN/qZ74+Hhmz57Nl19+Sffu3QH49NNPCQ8PB2DPnj0sWrSIdevW0aZNGwA+/vjjHBNfQ4YM4Z577gFg6tSpLFu2jLfeeot3333XFXerxKjcUkRERMqclB3/gmEAEPvzz9hTU90ckYiIiEjZcuDAAdLT02nbtq1zW1BQEA0aNADgv//+w8PDg1atWjlvb9iwIcHBwdnGat++fbbr//33X/EEXowKPZPsjz/+YMaMGWzcuJGTJ0/yww8/MHDgQOftI0eOZPbs2VmO6d27N4sXL85z3HfeeYcZM2Zw6tQpmjVrxltvvZXlCRMRERFJ2bHd+bM9Npb45csJuv56N0YkIiIiksnHamHnlN5uO7cUXqFnkiUmJtKsWTPeeeedXPfp06cPJ0+edF6++uqrPMecN28e48aNY/LkyWzatIlmzZrRu3fvHOtdRURE5MqVvC0zSWYJCQEg9vvv3RmOiIiIiJPJZMLX08Mtl4L0I6tduzZWq5X169c7t8XGxrJnzx4gc9ZYRkYGGzdudN6+e/duYmJiso31zz//ZLte1vqRQRFmkvXt25e+ffvmuY+XlxdhYWH5HvO1115j9OjRjBo1CoD333+fhQsX8sknnzBhwoTChioiIiKXmeTtmUmyiuPGcfLpp0lcvYa0Y8fxrFrFzZGJiIiIlA0BAQGMGDGCJ554gvLly1OxYkUmT56M2WzGZDLRoEED+vTpw7333st7772Hh4cHjz76KD4+PtnG+vbbb2ndujXXXnstc+fOZd26dXz88cduuFdFU6w9yVatWkXFihVp0KABY8eO5ezZs7num5aWxsaNG+nRo8f54MxmevTowZo1a3I9LjU1lbi4uCwXERERuXxlnDlDxsmTYDIR0KsXvu2vASB2/nw3RyYiIiJStrz22mu0b9+e/v3706NHDzp27EijRo3w9vYGzjfy79KlC4MGDWLMmDFUrFgx2zjPP/88X3/9NU2bNuXzzz/nq6++onHjxiV9d4qs2Fa37NOnD4MGDaJWrVrs37+fp59+mr59+7JmzRosluw1spGRkdhsNipVqpRle6VKldi1a1eu55k+fTrPP/+8y+MXERGR0il5+w4AvOrWweLvR/DNg0la8w8xP/xAyAP3Y8rhe4aIiIiIZBcQEMDcuXOd1xMTE3n++ecZM2YMAGFhYfzyyy9ZjrnjjjuyjRMeHs7SpUuLN9gSUGxJsmHDhjl/btKkCU2bNqVOnTqsWrXKubSoK0ycOJFx48Y5r8fFxVGtWjWXjS8iIiKlS/L2bQB4N2kKQEDPHpiDgsg4eZLE1Wvw73StO8MTERERKTM2b97Mrl27aNu2LbGxsUyZMgWAG2+80c2RuUexllteqHbt2oSEhLBv374cbw8JCcFisXD69Oks20+fPp1nXzMvLy8CAwOzXEREROTylXKuab9Pk6sBMHt5EdS/PwAxauAvIiIiUiCvvPIKzZo1o0ePHiQmJvLnn38Scm5xpCtNsc0ku9ixY8c4e/YslStXzvF2T09PWrVqxYoVKxg4cCAAdrudFStW8OCDD5ZUmCIiIlKKGYZB8o7MckvHTDKA4ME3Ez13LvErVpARHY1HuXLuClFERESkzGjRokWW1SsLwzAMF0XjfoWeSZaQkMCWLVvYsmULAAcPHmTLli0cOXKEhIQEnnjiCf755x8OHTrEihUruPHGG6lbty69e/d2jtG9e3fefvtt5/Vx48bx4YcfMnv2bP777z/Gjh1LYmKic7VLERERuXzZ4uI49cL/kbp3b677pB85gj02FpOnJ9716zm3ezdqhHfjxpCeTtzPP5dEuCIiIiJymSl0kmzDhg20aNGCFi1aAJkJrhYtWjBp0iQsFgvbtm3jhhtuoH79+tx99920atWKP//8Ey8vL+cY+/fvJzIy0nl96NChvPLKK0yaNInmzZuzZcsWFi9enK2Zv4iIiFx+Yhf8TPQXX3By0uRc90k+V2rp1aghJk/PLLcFDb4ZgJjvvr+s/qMpIiIiIiWj0OWWXbt2zfML6JIlSy45xqFDh7Jte/DBB1VeKSIicgXKOJv5j7PkzZtJO3oUzxwW4nE07fe5oNTSIah/fyJeepnUPXtI2bEDnyZNijdgEREREbmslFjjfhEREZG82GPjnD/HLliQ4z4p2zP7kfk0zZ4AswQGEtCzJ5A5m0xEREREpCCUJBMREZFSwRaXNUl28Yx1Iz2dlJ07AfDOZZZY8LmSy7hff8Ww24spUhERERG5HClJJiIiIqWCLS7W+XP64SOkbNuW5fbUvXsxUlMxBwTgWaNGjmP4tmwJgD0+HltsbI77iIiIiIjkREkyERERKRXscfEAWIKDAYj9KWvJpaNpv0+TqzGZc/4KY/L0xBwYCIDt7NliilRERESk7OvatSuPPvpovvfftWsX11xzDd7e3jRv3rzY4nInJclERESkVHCUWwbfcgtwrmQyLc15e/KOzCSZdw5N+y/kUaECABmRSpKJiIiI5Gb+/PlMnTo13/tPnjwZPz8/du/ezYoVK4oxMvdRkkxERERKBUeSLKBXLyyhIdhiYkj462/n7SkXzCTLiyNJZotSkkxEREQkN+XLlycgICDf++/fv59rr72WGjVqUOHc963LjZJkIiIi4naGYWA/10PMo1wwQf2uB86vcmlPTCR13z7g0jPJLCEhgGaSiYiIiOTlwnLLmjVrMm3aNO666y4CAgKoXr06s2bNcu5rMpnYuHEjU6ZMwWQy8dxzz7kn6GKmJJmIiIi4nZGSgpGeDoA5KIigG28AIOG337DFxWWuamm341GpEtZKFfMcy1luqZ5kIiIi4g6GAWmJ7rlctDp4Qbz66qu0bt2azZs3c//99zN27Fh2794NwMmTJ7nqqqt4/PHHOXnyJOPHj3fVo1WqeLg7ABERERFHqSUWC2Y/P7waNcKrXl1S9+4jfulSbOea+vs0bXLJsTxCHEmyyGKLV0RERCRX6UkwLdw95376BHj6FerQfv36cf/99wPw1FNP8frrr7Ny5UoaNGhAWFgYHh4e+Pv7ExYW5sqISxXNJBMRERG3s59LklkCAjCZTJhMJgIHZM4mi/1pAcnbtwHgffWlk2SW8ud6kqncUkRERCTfmjY939LCZDIRFhZGRESEGyMqeZpJJiIiIm7nmElmDgp0bgsa0J8zr79O0vr1WIKCgALOJIuKKoZIRURERC7B6ps5o8td5y7soVZrlusmkwm73V7UiMoUJclERETE7Wyxjplk55Nk1sqV8W3blqS1a7Gda+rvfXXeK1vCBatbRqrcUkRERNzAZCp0yaO4l8otRURExO1scZlJMEtgYJbtQTcMcP7sWasWlnwsU+5c3fLsWYwiNK8VERERkSuLkmQiIiLidvYcyi0BAnr3xuTlBeSv1BLAo3x5AIzUVOyJiS6MUkREREQuZyq3FBEREbdzrF5pCQzKst3i709g377E/vgjvte0z9dYZl9fTL6+GElJ2CIjsfj7uzxeERERkbJu1apVzp8PHTqU7fYtW7bkef1ypCSZiIiIuF1u5ZYAYZOeJXBAf/w6dMj3eB4VKpCelETG2bN41qzpqjBFRERE5DKmcksRERFxO7ujcX9Q9iSZ2dcX/44dMZlM+R7P0bw/4+xZ1wQoIiIiIpc9JclERESkyBL++IOTk5/DnpJSqONtjp5kAdmTZIVhCTm3wqWSZCIiIiKST0qSiYiISJFFvPIqMfPmkbhmTaGOdyTJcppJVhgeFc6tcBmpJJmIiIiI5I+SZCIiIlIkRkYGqQcPAmCPjy/UGI7VLXPqSVYYHhUyV7jMOBvpkvFERERE5PKnJJmIiIgUSdrRo5CeDoA9MbFQYzjLLS9a3bKwLBVUbikiIiIiBaMkmYiIiBRJ2oEDzp+LmiRzebnl2SiXjCciIiIilz8lyURERKRIUvdfkCRLSirw8UZaGkZyMgCWgACXxOQR4ljdUuWWIiIiIpI/SpKJiIhIkaTt3+/8uTAzyRyzyADMLkqSOcst1bhfRERERPJJSTIREREpktQLyi1tRUiSmQMCMFksLonJIySz3NKemIg9JcUlY4qIiIjI5U1JMhERESk0wzCy9CQzClFu6eqVLQHM/v6YrFYAMjSbTERERETyQUkyERERKbSM06ezlFgWaSaZi5r2A5hMJiznZpPZopQkExEREZFLU5JMRERECi31gn5kUMieZLGOmWRBLonJweNcXzLNJBMRERHJrmbNmrzxxhtZtjVv3pznnnsOyPyn40cffcRNN92Er68v9erVY8GCBVn237FjB3379sXf359KlSpxxx13EBl5fuGkrl278tBDD/Hoo49Srlw5KlWqxIcffkhiYiKjRo0iICCAunXrsmjRIucxq1atwmQysXDhQpo2bYq3tzfXXHMNO3bsKLbHwkFJMhERESm0tAMHATD5+ACFW93SFhcLuG5lSwdnkkwrXIqIiEgJMgyDpPQkt1wMw3DpfXn++ee55ZZb2LZtG/369WP48OFERUUBEBMTw3XXXUeLFi3YsGEDixcv5vTp09xyyy1Zxpg9ezYhISGsW7eOhx56iLFjxzJkyBA6dOjApk2b6NWrF3fccQdJF32PfOKJJ3j11VdZv349oaGhDBgwgPT0dJfev4t5FOvoIiIicllLPZA5k8znqqtI2rChUDPJ7MVQbglgCTm3wuVZzSQTERGRkpOckUy7L9u55dxrb1uLr9XXZeONHDmSW2+9FYBp06bx5ptvsm7dOvr06cPbb79NixYtmDZtmnP/Tz75hGrVqrFnzx7q168PQLNmzXjmmWcAmDhxIi+++CIhISGMHj0agEmTJvHee++xbds2rrnmGudYkydPpmfPnkBmoq1q1ar88MMP2ZJwrqSZZCIiIlJoafszm/Z7N2kCgD2xMDPJ4oFiKLcsr3JLERERkaJo2rSp82c/Pz8CAwOJiIgAYOvWraxcuRJ/f3/npWHDhgDsv6Alx4VjWCwWKlSoQJNz3x0BKlWqBOAc16F9+/bOn8uXL0+DBg3477//XHjvstNMMhERESm01HMrW/o0uRooYrmlC1e3BPBwzCRT434REREpQT4ePqy9ba3bzp1fZrM5W3nmxeWM1nOrhTuYTCbsdjsACQkJDBgwgJdeeinb2JUrV85zjAu3mUwmAOe47qQkmYiIiBSKLTYW27nGrI6ZZEZSEobdjsmc/8nqjnJLi6vLLStkrm6pmWQiIiJSkkwmk0tLHotLaGgoJ0+edF6Pi4vj4MGD+T6+ZcuWfP/999SsWRMPD9enl/755x+qV68OQHR0NHv27KFRo0YuP8+FVG4pIiIihZJ6rtTSIywMj9BQ5/aCziZzrG5pDiiemWQZefQkSz9+nONPPknqgfx/IRQRERG5HFx33XXMmTOHP//8k+3btzNixAgsFku+j3/ggQeIiori1ltvZf369ezfv58lS5YwatQobDZbkeObMmUKK1asYMeOHYwcOZKQkBAGDhxY5HHzoiSZiIiIFErauab9XrVrY/LygnOzxwral8xWTDPJHKtb2iJzX93y7OzZxC34mTOvv+7Sc4uIiIiUdhMnTqRLly7079+f66+/noEDB1KnTp18Hx8eHs7ff/+NzWajV69eNGnShEcffZTg4GDMBagqyM2LL77II488QqtWrTh16hQ///wznp6eRR43Lyq3FBERkUJxzCTzrFMHk8mE2c8Pe3x8gVe4dJZburgnmcWRJIuNxUhPx3RRPwyA1F27AUhcvRojLQ1TMX/xEhERESktAgMD+frrr7NsGzFihPPni/uVAcTExGS5Xq9ePebPn5/rOVatWpVt26FDh7Jty+lc1157LTt27Mh17OKgmWQiIiJSKKmOmWR1agNg9vMDKHCSzDGTzOzqJFlwMJwrGciIis52u2EYpO7OTJLZExNJ2rjRpecXERERkbJFSTIREREplDTHTLLa55JkvpkNagvSk8yw2bAnJABgCQpyaXwmsxlL+XIA2M5mL7nMiDiDLTbWeT0hh/90ioiIiMiVQ0kyERERKTB7Sgrpx48D4HWud0VhZpI5ZpEBWAICXBhhJg/HCpc5NO9P3bM7y/V4JclERERE3K5r164YhkFwcHCJn7vQSbI//viDAQMGEB4ejslk4scff3Telp6ezlNPPUWTJk3w8/MjPDycO++8kxMnTuQ55nPPPYfJZMpyadiwYWFDFBERkWKSdvAgGAaWoCAs5csDhUuSOfqRmXx9c+wZVlSO5v0ZkTkkyc6VWvp16QxWK+mHj5BagGXPRUREROTyUugkWWJiIs2aNeOdd97JdltSUhKbNm3i2WefZdOmTcyfP5/du3dzww03XHLcq666ipMnTzovf/31V2FDFBERkWJycdN+KFy5pS0uHnB9034HS4XMBF5O5ZYpu/cA4NuiJX5tWgOQsOr3YolDREREREq/Qq9u2bdvX/r27ZvjbUFBQSxbtizLtrfffpu2bdty5MgRqlevnntAHh6EhYUVNiwREREpAWkXNe2HwpZbZvYEK64k2flyy6hstzlmknk1qI/Z14fE1WtIWLWKCqNGFkssIiIiIlK6lVhPstjYWEwm0yVrSvfu3Ut4eDi1a9dm+PDhHDlyJM/9U1NTiYuLy3IRERGR4uWcSVa7jnOb2e/cTLJClFsWW5Is5Fy55UUzyYy0NGdppXeDBvh37QpA0saN2OLjiyUWERERESndSiRJlpKSwlNPPcWtt95KYB5fgtu1a8dnn33G4sWLee+99zh48CCdOnUiPo8vq9OnTycoKMh5qVatWnHcBREREblAjjPJfM/NJCtIuWVsZpLM7OKVLR0s53qS2S7qSZZ68BCkp2MOCMCjcmU8q1fHs1YtyMgg8e+/iyUWERERESndij1Jlp6ezi233IJhGLz33nt57tu3b1+GDBlC06ZN6d27N7/++isxMTF88803uR4zceJEYmNjnZejR4+6+i6IiIjIBYyMDFIPHQaKPpPMsbplcaxsCbmvbulY2dKrfn1nTzXHbLKElauKJRYRERERKd2KNUnmSJAdPnyYZcuW5TmLLCfBwcHUr1+fffv25bqPl5cXgYGBWS4iIiJSfNKOHoX0dEw+PljDKzu3F251y3M9yYKKu9zyoiTZuX5k3g3qO7c5k2R//IFhsxVLPCIiIiKlRdeuXXn00UfdHUapUmxJMkeCbO/evSxfvpwK58odCiIhIYH9+/dTuXLlS+8sIiIiJSLtwLl+ZLVqYjKf/ypRlNUtzcW1umX5c+WWUVEYdrtzu2NlS6/6DZzbfFu2wBwQgC06mpTt24slHhEREZHSYv78+UydOjVf+x46dAiTycSWLVuKNyg3K3SSLCEhgS1btjgfoIMHD7JlyxaOHDlCeno6gwcPZsOGDcydOxebzcapU6c4deoUaWlpzjG6d+/O22+/7bw+fvx4fv/9dw4dOsTq1au56aabsFgs3HrrrYW/hyIiIuJSjqb9XheUWkJhV7d0NO4vnp5kHuXLZf5gt2OLiXFuT91zLkl2wUwyk9WK37UdAYhftapY4hEREREpLcqXL09AMbW8KKsKnSTbsGEDLVq0oEWLFgCMGzeOFi1aMGnSJI4fP86CBQs4duwYzZs3p3Llys7L6tWrnWPs37+fyMjzq00dO3aMW2+9lQYNGnDLLbdQoUIF/vnnH0JDQ4twF0VERMSV0vZnb9oPpbPc0mS1Yjm3snbGue8cGdHRZJw+DYBXvfpZ9g9wlFyu+r1Y4hEREREpLS4st6xZsybTpk3jrrvuIiAggOrVqzNr1iznvrVq1QKgRYsWmEwmup77znS58SjsgV27dsUwjFxvz+s2h0OHDmW5/vXXXxc2HBERESkhqY5yy4tnkhWm3NKxumUx9hS1hFTAFhOD7VxfstQ9ewGwVq2Kxd8vy75+nTqByUTqrl2knzqFNSys2OISERGRy5NhGBjJyW45t8nHx7koUUG9+uqrTJ06laeffprvvvuOsWPH0qVLFxo0aMC6deto27Yty5cv56qrrsLT09PFkZcOhU6SiYiIyJXHMAxnTzJXzCQ7X25ZfEkyjwohpO3bT0bkuSTZuab9Xg0aZN+3fHl8mjUjecsWElb9TrlhQ4stLhEREbk8GcnJ7G7Zyi3nbrBpI6Zz/7gsqH79+nH//fcD8NRTT/H666+zcuVKGjRo4Kzwq1ChAmGX8T8Ri3V1SxEREbm8ZJw+nZkEs1jwrF49y22WQpVblkSSrDwAtqjMJFnKnuwrW17Iucql+pKJiIjIFaRp06bOn00mE2FhYURERLgxopKnmWQiIiKSb6nn+pF5Vq+O6aJp9s6ZZElJGIZxyan+ht2OLb54V7cEsFQIATg/k+xcuaVX/dySZF0488YbJP7zD/aUFMze3sUWm4iIiFx+TD4+NNi00W3nLiyr1Zp1LJMJ+wWrg18JlCQTERGRfEs7t7Kl50WllnC+Jxnn+nBcaqq/PTERzn3xsgQVz+qWAB4VKgCQcfYshs1G6l5Hkix7uSVklmF6hIWRceoUSes34N/p2mKLTURERC4/JpOp0CWPpZWjB5nNZnNzJMVL5ZYiIiKSb6n79gHgdVHTfiDzy+C52WP5Kbl0NO03eXlh9vJyYZRZeYQ4kmSRpB89mpnA8/LCs0b1HPc3mUx4X3UVAOnHjxdbXCIiIiJlRcWKFfHx8WHx4sWcPn2a2NhYd4dULJQkExERkXxL+fdfALwbN8p2m8lkKtAKl/a4zC9X5sAAF0aYneXcTDJb5FlSdu8BwKtePUwWS+7HBGfObLPFRBdrbCIiIiJlgYeHB2+++SYffPAB4eHh3Hjjje4OqVio3FJERETyxUhLI3VPZpLJMdPqYmZfX+yJifmbSRaX2Y/MElh8pZaQtdzSEX9u/cgcLMHBANiiY4ozNBERERG3WXXBIkWHDh3KdvuWLVuyXL/nnnu45557ijcoN9NMMhEREcmXlL17MdLTMQcFYa1aNcd9zAVY4dJ2biZZca5sCeeTZLazZ0nZvQvIfWVLB2eSLCamOEMTERERkVJESTIRERHJF0eppc9VjXNdufLCFS4vxR6X2ZOsuJNklpDM1S2N9HSSN24CMpvz53mMkmQiIiIiVxwlyURERCRfUnac60eWS6klnF/hsiCN+81BxZskM3t5Yfb3zzxndGaPsXyXWypJJiIiInLFUJJMRERE8sXZtD+vJNm5mWS2fJVbOmaSFW9PMjhfcgngERqKR/nyee+vJJmIiIjIFUdJMhEREbmk/DTth/NJMiMf5Zbne5IV7+qWcL7kEi49iwzAUq4cABlKkomIiEg+GIbh7hCueK54DpQkExERkUvKT9N+OF9umZ+ZZPZzq1uai7knGZBl5til+pHB+XJLe1wchs1WXGGJiIhIGWe1WgFIysc/CKV4OZ4Dx3NSGB6uCkZEREQuX85Sy8aNcm3aDwVd3bLkyi0tIefLLS+1siWAJehcTIaBLS4Oj3Mzy0REREQuZLFYCA4OJiIiAgBfX988vyuJ6xmGQVJSEhEREQQHB2OxWAo9lpJkIiIickkp/+4EwCePUkso2OqWznLLYm7cD+BR4YJyy3zMJDNZrZj9/bEnJGCLjlGSTERERHIVFhYG4EyUiXsEBwc7n4vCUpJMRERELik/TfuhYKtb2mMdM8lKIEnmmElmseBZu3a+jrEEB2cmydSXTERERPJgMpmoXLkyFStWJD093d3hXJGsVmuRZpA5KEkmIiIieTLS0kjdvRsA76uvznPf8+WW+ZlJlpkkK5GeZBUrAuBVuzZmT898HWMJDib92DElyURERCRfLBaLSxI14j5KkomIiEieUvfty1fTfriw3DLvmWSGYWCLz2zcXxIzyfw6dqTc8OH4d+uW72McK1zaoqOLKywRERERKUWUJBMREZE8Je/YAVy6aT+A2c9Rbpn3TDIjORnOlSOURJLM7OVF2LPPFOgYxwqXmkkmIiIicmUwuzsAERERKd3y27QfwOybv9UtHaWWeHhgOtfHrLRRkkxERETkyqIkmYiIiOQpv037If+rW9ouaNpfWpdJtwQHAUqSiYiIiFwplCQTERGRXGVp2p+vJFn+Vre0x8UCJVNqWViaSSYiIiJyZVGSTERERHLlbNofGIi1WrVL7n9+dctEDMPIdT9H0/6SWNmysJQkExEREbmyKEkmIiIiuUp2lFo2bpyvskhHkgybDSMtLdf9Liy3LK2UJBMRERG5sihJJiIiIrk634+scb72N/v4OH/Oq+SyLJRbepQrB0BGTLSbIxERERGRkqAkmYiIiOTKubLl1Vfna3+TxYLpXKIsrySZYyaZOaj0JsnOzySLzbN0VEREREQuD0qSiYiISI4K2rTfIT8rXNriHOWWQUWIsHg5kmSkp2NPzHu1ThEREREp+5QkExERkRyl7tuHkZaW76b9DvlZ4dLmLLcMKFqQxcjk44PJ0xNQXzIRERGRK4GSZCIiIpKjgjbtdzD7nl/hMjf2uNK/uqXJZMpX8/50WzoT/pzAzE0zsRv2kglORERERFzOw90BiIiISOlU0Kb9DudnkpXtckvILLnMiIjIM0n229HfWHhgIQDxafH8r93/CpRUFBEREZHSQTPJREREJEfOpv0F6EcGF/Qky0+5ZSlu3A9gObfCpS069xUufznwi/Pnebvn8cqGV9ToX0RERKQMUpJMREREsjHS0wvVtB/A7HvpnmT2WMdMslKeJLtEuWV0SjR/HfsLgFFXjwLg852f89bmt0oiPBERERFxISXJREREJBtn0/6AAKzVqxfo2IKsbmkuA+WWkHuSbPGhxWQYGTQq34hxrcbxdLunAfhw+4d8sPWDEopSRERERFxBSTIRERHJJnnrNiBzFllB+2tZLlFuaU9NxUhNzdy3FK9uCZdOkjlKLfvX7g/ArQ1v5fFWjwPw9pa3mf3v7GKPUURERERcQ0kyERERySZpwwYAfFu2LPCxpkuUW9rPzSLDZMLs71+4AEtIXkmyw3GH2XZmG2aTmX61+zm3j7x6JA82fxCAVza8wle7viqJUEVERESkiJQkExERkSwMwyBp/XoAfNu2KfDxlkuUW54vtQzEZC7dX0XySpI5ZpG1D29PiE9IltvubXYvo5uMBmDa2mnM3zu/WOMUERERkaIr3d9MRUREpMSlHz9OxunT4OGBT7NmBT7+UqtbOlaKtASV7n5kAJbgzBgvXt3SMAx+2Z+11PJiD7V4iDsa3wHAc6ufy7IKpoiIiIiUPkqSiYiISBZJ6zJnkflcfTVmH58CH3+p1S3TT54CwBoWVsgIS45HuXJA9plkW89s5VjCMXw8fLiu2nU5HmsymXii9RMMbTAUA4Nn/nqGpYeWFnfIIiIiIlJISpKJiIhIFs5+ZG0KXmoJl17dMv3ECQCs4eGFGr8k5VZu+fP+nwHoWaMnvlbfXI83mUw83e5pBtYdiM2w8dQfT7Hq6KriCTYPSZs3E/Hqq9ji40v83CIiIiJlRaGTZH/88QcDBgwgPDwck8nEjz/+mOV2wzCYNGkSlStXxsfHhx49erB3795LjvvOO+9Qs2ZNvL29adeuHevWrStsiCIiIlII55NkrQt1/KXKLdNPOpJklQs1fklyJMnsSUkYaWkApNvSWXxoMZB7qeWFzCYzz7V/jr61+pJhZDBu1ThWH19dbDFfLHbBAg7fOYKzH35E7M8/l9h5RURERMqaQifJEhMTadasGe+8806Ot7/88su8+eabvP/++6xduxY/Pz969+5NSkpKrmPOmzePcePGMXnyZDZt2kSzZs3o3bs3ERERhQ1TRERECiD99GnSjxwBsxmfQqxsCfkotzw3k8yjculPkpkDA+Hc4gIZ52aT/XH8D+LS4qjoU5G2YW3zNY7FbOH/rv0/elTvQbo9nUdWPsK/kf8WV9hA5j8sz7z9DieefArS0wFIO3ioWM8pIiIiUpYVOknWt29fXnjhBW666aZstxmGwRtvvMEzzzzDjTfeSNOmTfn88885ceJEthlnF3rttdcYPXo0o0aNonHjxrz//vv4+vryySefFDZMERERKYCk9ZmzyLwbNcLi71+oMS5Vbplx8iRQNsotTWYzlsBA4HzJpaNhf7/a/bCYLfkey2q28nLnl+lYpSMpthTe3/a+y+N1MNLSODlhIpFvvw2AV+NGAKQdOVxs5xQREREp64qlJ9nBgwc5deoUPXr0cG4LCgqiXbt2rFmzJsdj0tLS2LhxY5ZjzGYzPXr0yPUYgNTUVOLi4rJcREREpHCSNmQ27fdtXbhSS8i73NIwDNKPnyu3rFz6k2SQtS9ZbGosvx/7HchfqeXFrBYrT7Z5EoA/jv3BiYQTLovTwRYby5F7RhP7009gsRD2/PNUevIpANIPH3H5+UREREQuF8WSJDt1KnPVqkqVKmXZXqlSJedtF4uMjMRmsxXoGIDp06cTFBTkvFSrVq2I0YuIiFy5HDPJCtuPDM6XWxrp6c4+Xg72uDjnDDNr5dK/uiVckCSLjmHp4aWk29OpV64eDco3KNR4tYNq0y6sHXbDznd7vnNhpJnlsoduvY2kdesw+/lR7f33KDf0Fjxr1gAg7dgxjIwMl55TRERE5HJR5le3nDhxIrGxsc7L0aNH3R2SiIhImZRx9ixp+/cD4NOqVaHHccwkg+wll+nnSi0t5ctj9vEp9DlKkqVcOSBzJpljVcsBtQcUacyhDYcC8P3e70mzpV1i7/w7/X/TSDtwAI+wMGp8ORf/Tp0A8KhYEZOXF2RkOJ8DEREREcmqWJJkYWGZ/xk+ffp0lu2nT5923naxkJAQLBZLgY4B8PLyIjAwMMtFRERECi5p40YAvOrVw+NcYqgwTB4emQkZspdcOpr2W8tA034Hx0yy/Ye3sDliMx4mD/rV6lekMbtW60pFn4pEpUSx/PByF0QJievWEb90KZjNVPvgA7wbnJ/pZjKb8ayeOds+TSWXIiIiIjkqliRZrVq1CAsLY8WKFc5tcXFxrF27lvbt2+d4jKenJ61atcpyjN1uZ8WKFbkeIyIiIq7jilJLB8dsMlu2JFnZadrv4EiSbdi7EoDhjYZTya9SHkdcmtVsZXD9wQDM2z2vSGMBGHY7ES++BEDwLUPwblA/+zmrnyu5VPN+ERERkRwVOkmWkJDAli1b2LJlC5DZrH/Lli0cOXIEk8nEo48+ygsvvMCCBQvYvn07d955J+Hh4QwcONA5Rvfu3Xn73KpLAOPGjePDDz9k9uzZ/Pfff4wdO5bExERGjRpV6DsoIiIi+ZO04VySrAhN+x2cfcmylVuem0kWXvZmktljYinvXZ57m93rknFvrn8zFpOFTRGb2B21u0hjxf74Eyk7d2L29yf04Ydz3MezenVAzftFREREcuNR2AM3bNhAt27dnNfHjRsHwIgRI/jss8948sknSUxMZMyYMcTExHDttdeyePFivL29ncfs37+fyMhI5/WhQ4dy5swZJk2axKlTp2jevDmLFy/O1sxfREREXMsWF0fqrl0A+LgiSZbrTLLMJJlHGSq3TPHL/LoUkAyPtHyEAM8Al4xb0bci11W/jmWHl/HN7m94tv2zhRrHnphIxOuvARAydiwe5cvnuJ9njcwkWdoRJclEREREclLoJFnXrl0xDCPX200mE1OmTGHKlCm57nPo0KFs2x588EEefPDBwoYlIiIihZC0cSMYBp41amCtWLHI4zmSZBf3JMsog+WWi6NX0xGomO5Djzo3unTsYQ2GsezwMn458AuPtXoMf0//Ao8R+dFH2M5EYq1enXJ33J7rfp41zpVbHla5pYiIiFxZYlNj87VfmV/dUkRERIrOUWrp44J+ZHC+3DLb6pbOxv1lI0n239n/WBbzDwBV7UFYzBaXjt8mrA21gmqRlJHELwd+KfDx6SdOEPXJpwBUfGI8Zk/PXPd1llsePYphsxUuYBEREZEy5lj8MW5ecHO+9lWSTERERJxJMr82bVwyXk4zyexpaWScOQOAtUrpT5IZhsGL614k3ifzujU+2eXnMJlMDG0wFMhs4J/XLP2cRLz6GkZqKr5t2hDQo0ee+3qEhWGyWjHS08k4darQMYuIiIiUFRn2DCb8OYGE9IR87a8kmYiIyBXOnphIyo5/Adc07YcLk2TnZ5JlnD4NgMnLC0u5ci45T3FacngJmyI2kebnBWT2bTPsdpef54Y6N+Dj4cO+mH1sPL0x38clbd5M3MKFYDJRaeIETCZTnvubLBas1aoB6ksmIiIiV4b3tr7H1jNb8fPwy9f+SpKJiIhcIWyxsTkmR5K2bAGbDY/wylirVHHJuZzllhfMJEs/7ii1rHzJhI67JWck8+qGVwEY3PbcKtt2O/a4OJefK8AzgOtrXw9kzibLD8Nu5/SLLwIQNOgmvBs3ztdxjpLLNK1wKSIiIpe59afW8+G2DwGY0HZCvo5RkkxEROQKYIuJ4eBNg9jfqzeHbr2N2J9/xp6WBri+1BIumEl2QU+y9JNlp2n/Z/9+xqnEU1T2q8yIZnc7k362mJhiOZ+j5HL54eVEJkdeYm+IX7yYlK3bMPv6EvrII/k+j1a4FBERkStBTEoME/6cgIHBTXVvomfNnvk6TkkyERGRy5xhGJx89lln0/zkzZs58cST7OvajYhXXyPx9z8A8HFRqSXk3JMs/cRxADzCK7vsPMUhLi2Oz//9HIDHWj2Gj4cPluBgADKio4vlnA3LN6RpSFMyjAyWHlqa575GejoRM2cCUP6euwu0GqlVK1yKiIjIZc4wDCavnkxEUgQ1A2vmexYZKEkmIiJy2YuZ9w3xy5aD1Uq1WR8Q+sjDeISFYYuK4uyHH5Kycyfgun5kkEu5pWMmWeXSnST7etfXJKQnUDe4Lr1r9gZwJsmKayYZQK+avQBYcWRFnvvFfPcd6YePYAkJocKIEQU6h2f1zCRZ+hElyUREROTy9M3ub/jt6G9YzVZe7vwyvlbffB+rJJmIiMhlLHXvXk5Pnw5Axccew79zZ0LGjqXu8mVUffst/Dp0AMCrQQM8a9Z02XlzKrfMOOEot3RN37PikJSexJydcwC4p8k9mE2ZX5UcCw3YYmKL7dzdq3cHYMPpDUSlROW4jz0xkTPvvAtAyP1jnY9zfp0vtzxaLIsQiIiIiLjT3ui9zNgwA4BHWz5KowqNCnS8R3EEJSIiIu5nT0nh+OPjMVJT8evYkfIjz886Mnl4ENCjBwE9epBx5gwmH1+XNtM3++Uwk+zE+cb9pdW3e74lJjWGagHVnLPIoGRmklUNqEqj8o34L+o/Vh1dxaB6g7LtE/X559giI7FWr065IUMKfA5r5crg4YGRmkpGRATWsDAXRC4iIiLifhn2DJ7840lSbal0rNKR2xvfXuAxNJNMRETkMhXx8gxS9+zBUqEC4S9Ox2TO+de+R2goFv+CzUi6FLNv1p5khmGcL7esUjob96faUvns38+AzFlkHubz/0ssiSQZQI8aPQBYdnhZttsyoqM5+9HHAIQ+8jAmq7XA45s8PPA8t4KpVrgUERGRy8mOyB3si9lHgDWAFzq+4KwIKAglyURERC5D8b/9RvSXXwIQ/uJ0PEJDS/T8zplk58otbVFRGKmpYDLhUalSicaSXz/s/YHI5EjC/MIYUHtAlttKOkn2z8l/iE+Lz3Lb2fffx56YiHfjxgT27Vvoc1gdJZeHDxV6DBEREZHS5p+T/wBwTfg1hPiEFGoMJclEREQuM+mnT3Ny4tMAlB85Ev9OnUo8hotXt0w/14/MIyQEs6dnicdzKen2dD7Z8QkAo64ahdWSdZZWSSXJagfVpnZQbTLsGfx+7Pfz8R0/TvSXXwEQ+vi4XGcF5sf55v2aSSYiIiKXD2eSrPI1hR5DSTIREZHLzJnXXscWG4tX40aEjnvMLTFcXG6ZfvJcP7Lw0llq+cv+XziZeJIK3hVy7AXmTJJFRxdbDHHLlnHy+ecZerYuFpvBisPnV7k88+ZbGOnp+La/Bv+OHYt0Hs8amUkylVuKiIjI5SIpPYmtZ7YCRUuSqXG/iIjIZSZx/ToAKo0f77ZZW45ySyM1FSMjw9m03yO89DXtt9ltfLwjs9fXiKtG4O3hnW2f86tbxhRLDLE//8KJJ58Ew6AFMMsbNjRaTpTXH/iWCyV2wQIAKo57vMjnOr/CpZJkIiIicnnYFLGJDHsG4X7hVAuoVuhxNJNMRERKlaWHlnL7r7ezO2q3u0MpkzIiI8k4cRJMJrybNnVbHBa/8wsB2JOSyHA07a9c+maSLT28lMNxhwnyCuKWBrfkuE9xllvGLVnKiQkTwDDwbd0aS0gFAlKg2+YMTt91LwcHDwHDIKBvH3yaXF3k83lWP58kMwyjyOOJiIiIuNvak2sBaFe5XZFWbFeSTERESg2b3caMDTPYemYrj//+OEnpSe4OqcxJ3r4dAM86tbH4+7stDpOnJ5xbfdGemOicSVbayi3thp1Z22YBMLzRcPysOa/yeWGSzJWJpfiVKzn++ONgsxF0001U/3w29X7/nX8m9GVFMxOpvlaw2cBqpeIjj7jknNbwcLBYMJKTyThzxiVjioiIiLjThUmyolCSTERESo0/jv3BqcRTAByOO8z0ddPdHFHZk3IuSeZzdRM3RwIW3/MrXDoa91tLWbnlqqOr2BezDz+rH7c1vC3X/RxJMiMtDSM52SXnTvj7b44//AhkZBDYrx+VX5iKyWzGZLHQot+dfNDPwoOP+VL5g3ep+eWXeNas6ZLzmjw9ncnK9MOHXTKmiIiIiLtEp0TzX9R/gJJkIiJyGZm3ex6Q2WzTbDLz474fWXRwkZujKluSt2Umybybuj9JduEKl+mOcstSNJPMMAznLLJbG95KkFdQrvua/XydM+NcUXKZuG4dxx54ECM9nYCePQh/6UVMFovz9qahTQn1CSXWnsj2Oh4uKbO80IUllyIiIiJl2bpTmf146wbXJcQnpEhjKUkmIiKlwpG4I/x94m9MmJjUfhKjm4wGYMqaKRyLP+bm6MoGwzDOzyRr4r5+ZA6O5v0ZZ89ii4oCwFq59MwkW3NiDf+e/Rdvizd3NL4jz31NJhOW4MwkWkYRV7hM3r6dY/eNxUhJwa9LZ6q8+iqmcwk4B7PJzHXVrwNg+ZHlRTpfTrTCZeli2Gwk//uvesSJiIgUwj8n/wGKtqqlg5JkIiJSKnyz+xsArq1yLdUCqnFfs/toHtqchPQEJvw5gQx7hpsjLP3Sjx7FFhuLyWrFu0F9d4eD2TdzJlna/v3nrvtiDgx0Z0hZfLDtAwAG1x9Mee/yl9zfwwXN++1paZx48insSUn4dWhP1TffzOzfloMeNXoAsPLISpe//rXCZelyZuabHLp5MJHvvuvuUERERMocRz8yJclEROSykJKRwg/7fgBgWMNhAHiYPXix84sEWAPYemYr7219z50hlgmOUkuvRo1yTbyUJEe5ZerefQBYq4QXabUhV9pwagObIjZhNVsZedXIfB1jCS4HFC1JFvXJJ6QdPIilQgWqvPEGZi+vXPdtXak1QV5BRKdGszlic6HPmROrs9xSPcnczRYXR/QXXwBw9sOPSD91ys0RiYiIlB3HE45zNP4oFpOFVpVaFXk8JclERMTtFh9aTFxaHFX8q9AxvKNzexX/KkzqMAmAD7d9yPpT690VYpmQsn0bAD5N3N+PDC5Mku0FwKMUlVp+uP1DAAbWHUglv0r5OsZSxJlkaUePEvne+wBUmjAByyVm1XmYPehWrRsAyw4vK9Q5c+Mot0w/fEQlfm4W88032JMyV/I1UlI488ZMN0ckIiJSdjhmkTUJaYK/Z9FXdleSTERE3G7ersyG/UPqD8FitmS5rU/NPgyqNwgDgwl/TODfs/+6I8QyIXn7DgB8SkHTfsgsrwRIPXAAAGvl0tG0f0fkDlafWI3FZOGuq+/K93FFSZIZhsGpKVMxUlPxbX8Ngf2vz9dxPapnllyuOLwCm91W4PPmxlq1KphM2BMTsZ0967JxpWCMtDSiPp8DQLnbMldXjf3pJ1J27nRnWCIiImWGox9ZUVe1dFCSTERE3GpH5A52nN2B1Wzlpno35bjPU22eonZQbSKSI7h94e28v/V99Si7iJGe7vzD2ruUzSQzUlKA0rOypWNFy+trX0/VgKr5Pu58kiy2wOeMX7KUxD//xGS1EvbspHyXnbYPb0+gZyARyREubeBv9vR0LqKgvmTuE/vrr2REROARGkrFCU8R2L8/GAanX3pZM/xEREQuwTAMl/YjAyXJRETEzebtzpxF1rtm71ybp/tafZndZza9avQiw8jgnS3vcOeiOzkUe6gEIy3dUvftw0hJwezvj2fNmu4OBzifJHOwhru/3HJP9B5WHl2JCRN3N7m7QMcWdiaZLSGR09OmAVBh9Gi8atfK97GeFk+GNxoOZCb3XJk48aypFS7dyTAMoj75FIByd9yB2dOTio89isnTk6S1a0lYtcq9AYqIiJRye2P2EpUShY+HD81Cm7lkTCXJRETEbWJTY1l0cBEAQxsMzXPfYO9gXunyCtM7TSfAGsD2yO0M+XkIX+36SjMugOTtmU37vZtcjclcOn69m/18s1wvDTPJPtr2EQA9a/SkdlDtAh3rTJJFRxfouMi33iQjIgJr9epUuHdMgY4FGN5oOL4evuyJ3sPvx34v8PG5UfN+90r8ezWpe/Zg8vWl3NBbALBWqUL5EXcCEDHjFYz0dHeGKCIiUqo5ZpG1rNgSq8XqkjFLx7doERG5Iv2470dSbak0LN8wX//9MZlM9K/dn/k3zqdd5Xak2FKYtnYa438ff8UnylLOJcl8mjR1cyTnmX0vmknm5sb9B2MPsvjQYgDGNC14sspSruCrW6bs3EnUnMyVC8MmTcpzNcvcBHkFMbRhZhL5w20fuuy17ln9fPN+KXlRn2bOIgsefDOWoCDn9gpjxmApV460AweI+e47d4UnIiJS6jn6kbmq1BKUJBMRETexG3a+2f0NALc0uCXfPZoAwvzCmNVzFhPaTsBqtrL08FLWnlpbXKGWCcnbzs8kKy2ylFtaLHhUrOi+YICPt3+MgUGXql1oUL5BgY8vaLmlYbNx8rnnwW4nsF9f/K/teOmDcnFn4zvxsnixLXKb8wthUXnWcMwkO58ks8XEEPXFXA7dfjunp093yXkku5Tdu0n8+28wmyl/54gst1kCAgh58AEAzrz1NraEBHeEKCIiUqql29PZcGoD4Lqm/aAkmYiIuJCRkYFhy98KfP+c/Icj8Ufwt/pzfa38rfR3IbPJzPBGwxlSfwiQOcPmSmVPSiJ13z4AfJqWoplkF5RbelSqiMnDw22xnEw4ycIDCwEY3XR0ocYoSJLMyMjg1HPPkbJtG2Z/fyo+NaFQ53QI8Qnh5no3A/Dhdte81j0d5ZaHD5Pw558ce+wx9nbqzOkXXiB5w0aiZn9O+unTLjmXZOXoRRbQuxeeVatku73cLbfgWasWtqgozn4wq6TDExERKfX+jfyXpIwkgr2CC/XPz9woSSYiIi6ReuAg+/tdz4H+AzDS0i65v2M2TK+avfC1+l5i79yNunoUHmYP1p1ax5aILYUepyxL+e8/sNnwqFgRa6VK7g7H6cKZZNbK7u1H9uP+H8kwMmgT1qbQjV0t5YIBsCck5Nkryp6czLGHHibm2+/AbCZs8iSslYo+i87xWl9/aj2bIzYXeTxrtWoA2OPjOTp6DPGLFmOkp+PVqBEe5xZZSFy9psjnkazST50idmFmwrbCXXfluI/JaqXiE+MBiJo9WyuQioiIXGTNyczvKG3D2mI2uS61pSSZiMgVxrDZ8j3bK79Sdu7k8O23k37kCGkHD5K8499LHrMnag8AV1W4qkjnDvML48Y6NwKZq/9diZyllk2buDmSrLIkydzYtN8wDH7Z/wsAN9W9qdDjWAID4VxZcNyvv+b4PsqIjubIyFEkrFyJycuLqm/OJGjAgEKf80Kufq2bvb3xapD5n1dLUBDl7riDWj/Mp/YP8wnqnxlz4urVRT6PZBX9xReQkYFv69b4NMn9PevfrRu+11yDkZbG8cfH5+ufDyIiIlcKR9N+V5ZagpJkIiJXFFtMDPu6duPwbcOxJye7ZMykDRs4fOcIbFFR57dt3HDJ4/ZEZybJXDE9+u6r78ZsMvPn8T/ZeXZnkccra5xN+68uZUky3/MzBN3ZtH975HaOxB/Bx8OH7tW7F3ock8WCV/36AJx4agIHBtxA7E8/YWRkAJB+/DiHbxtO8tatmIOCqP7pJwT06OGS++DgeK3/dfwv/j176WT0pVR79x2qffwRdf/8g7D/PY13o0YA+HXoAEDimjVX/KIYrmRLSCR6XmYvxvK5zCJzMJlMhP/fC5iDgkjZvp2I114viRBFRERKvZSMFLad2QYoSSYiIkUQt2QpGWfOkLx1K6emvlDk8RJ+/50jd9+DPSEB39atCXnwQSAzcZaXqJQoziSfAaBecL0ix1EtsBp9a/UFrszeZMmOJFmpnknmviTZz/t/BuC66tcVqbQXoMbnswl54AHMgYGkHTjAiacmsL9vP85+/DGHht1K2sGDeFSuTM25X+DbsqUrws+iWmA1+tXqB7jmtW6tUgX/jh0xe3pm2e7TsgUmb29skZGk7tlb5PNIprhffsYeH49nrVr4d+1yyf2tVaoQPu3/AIj67DPif1tZ3CGKiIiUetsjt5NuTyfUJ5TqAdVdOraSZCIiV5D4JYudP8fOn0/M9/MLPVbswoUcfeBBjNRU/Lt0odpHH+LfrSsAyRs35VnS6ZhFVi2gWpGTFg6jm2Q2Y19+ZDn7ove5ZMyyICM6mvSjRwHwvrr0rGwJpaPcMt2WzuJDma/7AbWLXvZoCQoi9KEHqfvbCkLHjcNSvjzpR48SMeMVMs6cwatePWp+9SVedesW+Vy5uafJPQCsOLKi2F7rZk9PfFu3BlRy6UqxCzITtsFDhmAy5+9reED37pQfcScAJydOJP3kyWKLT0REpCzYeHojAK0qtcJ0rhWGqyhJJiJyhciIiiLxn8za/eAhgwE4NWUKKbt353sMw24neds2Tr/4EifGPwEZGQT270/Vt9/C7O2Nd8OGmP38sCckkJrHuI5+ZA3KuW4lmjrBdehZoycAH+34yGXjlnaOUkvPmjUze2aVIqWh3PKv438RkxpDBe8KLp2Ob/H3J2TMaOquWE6lpydirVoVv06dqPHFHKxhYS47T04ufK2/t/W9YjvP+ZJLJclcIe3YMZI3bQKTicDr+xXo2IqPP4731Vdji43l+LjH81w4QkRE5HK36fQmIDNJ5mpKkomIXCHily0Hux3vxo0Je/55/Dp3wkhN5fjDj2BLSMj1OHtaGgl//snJ555jX5euHLplKFGffQaGQfCtwwh/+SVMViuQ2bPJ51yJWdKGjbmO6ZhJVr9cfdfdQc7PJlt0cBFH4466dOzSylFqWdqa9gOYvLzwrF0bS0gI1uqunQqfX78cyGzY3692PzzMHi4f3+zjQ/k776Tu8mVU/3AWlqAgl58jJ2OajsFsMrP08FIWHVxULOfw65iZJEtavwG7msYXWdwvma9F32vaFXgVWpOnJ1VeexWzvz/Jmzdz5q23iyNEERGRUi/dns6WM1sAJclERKQIHKWWAX36YDKbCX/pJTwqVybt8GFOPvNstubcKbt2cXLSZPa278DR0WOI+XoeGWfOYPbzI6BvH6rMnEnYpEnZSoYcJVp59SUrriRZowqN6FSlE3bDzsc7Pi70OJHJkcz9by4jFo3gnqX3EJUSdemD3CTl3MqWPk2aujmS7EwmE7W+/446ixdj9vIq8fPHpcWx6ugqwDWllqVJw/INnUnhKWumcCz+mMvP4VWvHpYKFTCSk0nevMXl419JDMNwllo6Vg4tKM/q1ak8dQoAZ2fNIuHPvy55jD0picgPP+TAwJs4Pm4c8cuXK+EpIiJl2q6zu0jOSCbQM5A6wXVcPr7r/6UqIiKlTkZ0NIlr1wEQ2Kc3AB7lylH19dc4dMedxC9eTHTLlgQPG0r8kiVEf/kVyZs3O4/3CA3Fv/t1BHTvjm+7dtmafF/It835JJlhGNn6BGTYM9gXk9lHqX551ybJIHOGzZ/H/+Sn/T9xX7P7CPPLX+lbbGosyw8vZ9GhRaw/tR67YXfedu+ye/mo10cEeZXMLKH8Mgyj1DbtdzD7+Ljt3MsOLSPNnkbd4Lo0LN/QbXEUl/ua3cfak2vZcmYLT/35FJ/1+Qyr2eqy8U1mM37t2xP3yy8krlmNX7u2Lhv7SpOycydpBw5g8vIioFfPQo8T2LcviWvXEvP1PI499BCBffoQNOgmfNu0yfJZa09NJWbeN0TOmoUtMhKA1F27iPt1EeaAAAJ69CCwXz/82l+DyUN/DoiISNnh6EfWslJLzCbXz/vSTDIRkStA/LJlYLPh1bgRnheUvfk0b06lJ8YDcHrGDPZ17caJJ57MTJB5eBDYry/VP59N3d9XUfm55/Dv1CnPBBlkNo83eXlhi4oi7eDBbLcfjjtMuj0dXw9fqvhXce0dBZpXbE7bsLZk2DN4/PfH+eXALySlJ+W4b1J6EgsPLOTBFQ/S9ZuuPLfmOdaeXIvdsNM0pCmPtHyE8t7l2RW1i7HLx5KQlntZqjtknDiBLSoKPDzwalh2kkCRyZHcs+QeXlr3EjZ77gs8FJWj1PL62te7vKlraeBh9uDFzi8SYA1g25ltvLfF9f3JnH3JVq9x+dhXkrifM1+L/t26YQkIKNJYlSZMwLd1a4yUFGJ//JEjd45gf6/enHn3XdKOHiV63jfs792H09OmYYuMxFqtGmGTJ1F+5Eg8KlXCHh9P7A8/cHT0aPZ260bSBf8QERERKe0cSbLWlVoXy/jF+q+jmjVrcvjw4Wzb77//ft55551s2z/77DNGjRqVZZuXlxcpKSnFFqOIlE4xP/xI2qFDhD7ycL5XAJPcxS/OLLUM7NM3223l7riDpI2biF+yBFtUFB5hYZQbegvBgwfjERpa4HOZPT3xadaMpHXrSNqwAa/atbPcvjsqs6F/vXL1iuW/PwAPtniQu5fczbYz29h2ZhveFm86V+1Mv1r9aFu5LetOrmPRoUX8fvR3Umznf8fUL1efvrX60rtmb6oFVAOgc9XO3LXkLrZHbueBFQ/wXo/3XLYiZ1E5+5E1aOCWcsbCsBt2/vfX/1h7ai1rT60lPi2eKR2nuPy1cCLhBBtOb8CEif61+7t07NKkin8VJnWYxBO/P8FH2z+ifXh72oS1cdn4fh3aA5CyYwe22NgS67l2OTFsNmIXZibJgm4oetmv2dub6nM+J3nzFmJ/mE/cwl9JP3qUyDffIvLNt5z7eYSFETJ2LMGDbnL2jaz45BMkb9xI7K+/Er94CbYzkRx7+GFqff891ooVixybiIhIcbIbdjZFFF/TfijmJNn69eux2c7/h3jHjh307NmTIUOG5HpMYGAguy9YEe1y/M+viOQt/fhxTj7zDNhs+LZqiX/nzu4OqUzLqdTyQiaTifBp/0dUo0Z41q5FwHXXFbn8xrd1K2eSrNwtt2S5zdGPzJUrW16sRcUWzL9hPr8c+IVFBxdxJP4ISw8vZenhpdn2rR5Qnb61+tK3Vt8c+xrUL1efWT1ncc+Se9gUsYmHVz7M29e9jbeHd7HFn1+JazNXK/Vp1szNkeTfnJ1zWH1iNZ5mT2yGjZ/2/4SXxYtnrnnGpb/zFx5YCECbsDb5Lrktq/rU7MOaE2uYv3c+E/6cwPcDvifYO9glY1vDwvCsXZu0AwdIXLuWwF69XDLulSTxn3+wnYnEEhSE/7XXumRMk8mEb8sW+LZsQaWJE4lbupTY+T+QtG4dlgoVCLl3DMFDh2ZLnpvMZnzbtMG3TRsqjR/PoWHDSN27j+PjxlHj00+dybTSbPHBxbyz5R3i0uKy3ebr4cuoq0cxpP4Q/Q0hInIZ2hezj7i0OHw8fIqtlUaxJslCL5qB8OKLL1KnTh26dOmS6zEmk4mwYl46XURKt7OfzYZzCfa4pUuVJCui3EotL2T28yPkvntdds68mvcXV9P+i9UMqsmDLR7kgeYP8F/Ufyw6uIjFhxZzKvEUlXwr0bdWX/rU6kPj8o0v+cdU4wqNea/ne4xZOoa1J9cybtU4ZnabidXivj8oDbudhOUrAPDv1tVtcRTEv2f/5Y1NbwAwod0EfD18mfjnRL7Z8w2eFk+ebPOkS/6wNQyDnw9kNkm/nGeRXeipNk+x6fQmDsUdYtLqSczsNtNlSQK/Dh0yk2SrVytJVgiOUsuAvn0wXaJcvTDMvr4EDxxI8MCB2GJjMfv45Os8Zj8/qrz5JoeG3ELyho1EvPIKlSZOdHl8rhKbGsv//fN/LDqU+2quUUQx9Z+prDy6kikdphDqW/DZ0CIiUno5Si2bhzYvllXLoQR7kqWlpfHFF19w11135fmlLSEhgRo1alCtWjVuvPFG/v333zzHTU1NJS4uLstFRMqujOhoYr791nk9YdlyjPR0N0ZU9sUvXgJAYO8+JXZOn+bNwcODjBMnST9+PMttu6MzZwsXR9P+nJhMJhpXaMzjrR9nyc1LWDZ4GUsHL+Xx1o9zVYWr8p1IaBbajHe6v4O3xZs/j//JxL8mZlsRtCSlbNuWudqovz9+7dq5LY78SkpP4qk/niLDnkGP6j0YXG8w19e+nuc7PA/AF/99wZub33TJY7ozaicHYw/iZfGiZ43CN0kvS3ytvrzc+WWsZisrj67k0ZWPsuLIClJtqUUe21Fyqb5kBWdPTiZ+aeYM1qABxb/CqiUoqECJOK9atQh/6UUAomZ/TuzChcUVWpGsPr6aQT8NYtGhRVhMFu5rdh/zb5if7TK+9Xg8zZ78dfwvblpwE0sOLXF36CIi4kKOJFlxlVpCCSbJfvzxR2JiYhg5cmSu+zRo0IBPPvmEn376iS+++AK73U6HDh04diz3Zc2nT59OUFCQ81KtWrViiF5ESkr0F3MxUlLwatwIS4UK2GJjSVy3zt1hlVmZpZaZJXk5lVoWF7OvL95XNQYgaeNG5/aYlBgikiIAqBdcr8TiccZlMhPmF1bo/letw1oz87qZeJg9WHJoCd/s/sbFEeZf/Ipzs8g6dy6W2SmuNm3tNA7HHaaSbyWe6/CcMzl5U72b+F+7/wHw0faP+GDbB0U+1y/7M2fudKvWDX9P/yKPV1Y0qtCIJ9o8AcBvR3/j0ZWP0nVeV5756xn+Pv43GfaMQo3r27YtWCykHzlCWh7fySS7hJUrsSclYa1SBZ8WLdwdTo4CunenwpgxAJx85llS9+51c0TnJWck83///B/3Lr+XiOQIagbWZE7fOTzQ/AHqlauX7TLiqhHM6z+PRuUbEZsay/jfxzPhzwnEpsa6+66IiEgRGYZRIkmyElvz+eOPP6Zv376Eh4fnuk/79u1p376983qHDh1o1KgRH3zwAVOnTs3xmIkTJzJu3Djn9bi4OCXKRMooe1IS0V98AUDImDEkrvmHmHnziF+yFP+OHd0cXdmUpdSyRo0SPbdv69akbN1G0voNBN1wAwB7YzL/+KriX6XMJi86hHfgsZaPMWPDDGZsmEHLSi2pV65kE36GYRC/bDkAAT17lOi5C+PXA7/y0/6fMJvMvNjpRYK8sjZ/H9ZwGKm2VF7Z8ArvbHmHuf/NxUThSwXj0+KBK6fU8kK3NryVZqHN+PXAryw+tJjTSaf5af9P/LT/J8p5laNXzV70qdmnQMumW/z98WnalOTNm0lcvRrPi/oMSu5iF2SW/QYO6F+qF6EJfeRhUnZsJ3H1Go49+BA1v/u2yKtwFtWpxFOMWTaGg7GZqyTf1vA2Hm31KD4ePnkeV7dcXeb2m8v7297no+0fsfDAQtafWs8LHV+gfXj7PI8VEZHS62j8USKTI7GarTQJbVJs5ymR39aHDx9m+fLl3HPPPQU6zmq10qJFC/bt25frPl5eXgQGBma5iEjZFPPdd9hiY7HWqE5Az54E9s7sfRO/bBlGRuFmQFzp3FFq6ZBTXzLHypbF2bS/JNze+HY6VulIqi2VJ/94kpSMkl2FOW3/ftIOHcJkteLXqVOJnrugjsYfZeo/mf/oGtN0DK3Dcl6ue8RVI3ik5SOYMBGTGkN0anShLxlGBlX9q9KhSoeSvKulRuMKjRnfZjxLBy/lsz6fMbTBUMp7lyc6NZp5u+cxaskoen7XkxnrZ7Ajcke+Slz9OmQ+liq5zL+M6GgS/voLKJlSy6IwWSyEv/oqHuGVSTt8mBMT3FtOHpkcyeilozkYe5CKvhX5oOcHTGw38ZIJMgerxcpDLR7i876fUz2gOhFJEYxZNobpa6eTnJFczNGLiEhxcMwiaxLSBC9L8a3qXiIzyT799FMqVqzI9ddfX6DjbDYb27dvp1+/fsUUmYiUFkZaGmc//QyACnfdjcliwbdtWyzBwdiio0nasAG/a65xb5BljLtKLR18W7YEk4m0gwfJiIzEIyTkfNP+EupHVlzMJjMvdHyBwQsGsy9mH69seIVnrnmmxM4ff65hv2+H9lj8S++MPMMw+N9f/yMhPYEWFVtwb9O8F4e4p8k93FDnBuJSi95ftEpAFazm0r9SX3Eym8y0qtSKVpVaMaHtBNadXMeiQ4tYcXgFEUkRfL7zcz7f+TkB1oBLNr+tk5zOk8DJ35fwf0vvo2+dflxX7boyOyO0JMQtWgQZGXg3boxXnewr55Y2HuXKUXXmTA7fNpyEFStIWLWKgG7dSjyOqJQo7llyD4fiDhHuF85nfT6jsn/lQo3VLLQZ3w74ltc2vsa83fP4cteXrD6xmumdpnN1yNUujlxERIrThtOZ/3gvzlJLKIEkmd1u59NPP2XEiBF4eGQ93Z133kmVKlWYPn06AFOmTOGaa66hbt26xMTEMGPGDA4fPlzgGWgiUvbELvyVjJMnsYSEEDTwRgBMHh4E9OxBzLffEbdkiZJkBRS/fLnbSi0hs4G0V/36pO7eTdLGTQT27lViK1uWhBCfEKZdO417l9/LvN3zaB/enu7Vu5fIueOXnyu17FG6Sy0PxR1ic8RmrGYrL3Z6MV+rEFX0rUhF34olEN2VxcPsQYcqHehQpQPPXvMsfx3/i8UHF7Pq2Cri0+MvefzmEIMkT/BPNji+6S/+d/JvPM2edK7amT61+tC5aud8z/K5UjhWtQws5bPILuTTpAnl7riDqE8+Ierzz0s8SRabGsu9y+5lf+x+KvpW5KPeHxU6Qebga/XlmWueoVu1bjz797McijvE7b/ezpimYxjddPQVn0wXESkrSqIfGZRAkmz58uUcOXKEu+66K9ttR44cwXxBf4bo6GhGjx7NqVOnKFeuHK1atWL16tU0bty4uMMUETcy7HbOfvwRAOVH3InZ6/z02YBevYn59jvily0n7JlnMFks7gqzzIlftBhwT6mlg2/r1plJsg0b8O15HftiMsvny3q5pUOHKh0YedVIPvv3MyavnsxVFa4izC+sWM+ZfvIkKTt2gMnkllkeBfHnsT8BaF2pNeH+ufcklZLlafHkuurXcV3160hKT+Jk4sl8HZe+egrGX+t48ExTPg2PZoftKMuPLGf5keX4evhyX7P7uLPxnVjMBf+c3hyxmRfXvUhV/6pMbDeREJ+QAo9RmqQdPkzy5s1gNhNYxioiyt8+nKjZs0la8w8pu3fj3aBkPq8T0hIYu3wsu6J2UcG7Ah/1+ohqAa7rM9yxSkd+uPEHXvjnBRYfWsx7W99j8aHF3FDnBvrU7EPVgKouO5eIiLjWqcRTHE84jtlkpnnF5sV6rmJPkvXq1SvXngarVq3Kcv3111/n9ddfL+6QRKSUSVi1irR9+zH7+1Nu2LAst/ld0w5zUBC2yEiSNm7Er21bN0VZttiTk0lcvx6AgF493RaHb5vWRM+dS9KGDRyJP0KqLRUfD5/L6o+Rh1s8zLpT69h5dicT/5zIR70+KlSSIL/iV/wGgE/LlniElO5Ewp/HM5NknaqW7r5pVzJfqy91gvNXChjVpSen/1pHtYWbmbQQ8PUmLsSPg/5JHPWL5+yiGcyzfkqbcs3wsVkwUlMxBwYQ9swzWHLpGZtmS+PdLe/y6b+fYjfs7Dy7k/Wn1jOp/SR61CjdMyXzEvP9fCCzl5u1UtmaGWkNDyegZ0/iFy8m6vPPCf+//yv2cyalJ/HAigfYHrmdYK9gPuz1IbWCarn8PEFeQczoMoPrql/H1H+mcjD2IDM3zWTmppk0DW1K35p96V2zN6G+oS4/t4iIFN6m05sAaFi+IX5Wv2I9V+ldZkdErgiGYXB21ocAlLt1WLbVtExWKwHXXQdA/JKlJR5fWZW8dRukp+NRqRKeNWu6LQ7fVpnToVN37WLv0a0A1Auul+9V9coCq8XKy51fxsfDhw2nN/DC2heKtZG/s9Sye8mUdhZWYnqis3dEpypKkl0Ogm4YgH/37niEVwaTCZJSCDxylmY7k+m/3uD6DQYt1pwh49flxC9ZQsKqVcQt+Jmzs2blON6e6D3cuvBWPt7xMXbDTr9a/WhQrgHRqdE8tuox/vfX/5wrlZYlRno6MT9kJsmChwxxczSFU37EnUBmyWjG2bPFeq6TCSe5b/l9bIrYRIA1gA96flDsKwb3rdWXRYMW8Vz752gX1g4TJrad2cZL61+i+7fdmbpmKja7rVhjEBGR/CupUktQkkxE3Cx540aSt2zB5OlJuTvuyHGfAMcql0uXYtjtJRlemZW0MTM54duqFSaTyW1xeISGZvZDMwzOrs1c5a2sN+3PSY3AGjx7zbMAfLfnO4b+MpSdZ3e6/Dy2mBiSHDMEe5TuJNk/J/8hw55B9YDq1Ayq6e5wxAUsQUFUe+dt6v32Gw22bqH2r79S7YP3qfT005S/6y6sI4fxZ58qzOlm5uOeZjb0qQlA1NwvyYiKco5js9v4dMenDPtlGHui91DOqxxvdH2Dlzq/xJfXf8ndV9+N2WRmwf4FDFowiLUn17rpHhdOwh9/YDsTiaV8eQK6dXV3OIXi07w53k2bYqSlEf3118VyDsMw+GnfTwxaMIjNEZvxs/rxXs/3aFyhZNqsBHkFcXP9m/mo90esGLKCCW0n0Cy0GQYG3+z5hqn/TMVu6DuHiEhpUJJJshJZ3VLylmHP4LN/P+OHvT8wuP7gQvfzECmLIt99D4Cgm27CWjHnkhS/Dh0wBwSQceYMyZs3O2cnSe6SN2b+IvFp7f7HyqdNa9IOH8a+5V9ofXk07c/JgDoDCPIKYvLqyRyIPcDwhcO5r9l93N3k7nw1rM+P+FWrMhdjqF8fz+rVXTJmcXH0I1Op5eXJ7OmJV+1aeNU+XxJXCahlt/H5zs95a/NbLLEd5cUtZmqfSubN8d35vqcvADbDRmJ6IgBdq3ZlcofJzh5knhZPHm31KF2qdeHpP5/mWMIx7ll6D7c3up1HWj6Ct4d3id/Xgor59jsAgm4aiMnT083RFI7JZKL8nXdyYvx4or/6mgqjR2N24X2JSoliypoprDiSuVJvs9BmTLt2GtUD3fO5FuobyvBGwxneaDiLDy3mqT+e4vu93+Np8WRi24lu/WeTiMiVLioliv2x+wFoWbFlsZ9PM8nc7EjcEUYuHsnMTTM5En+E1za+xl1L7uJY/DF3hyZS7BL++pvE1avBaqXC6NxXsTV7ehJwXWaD8rglS0oqvDLLSE8nafMWILNxvrs5Yii/K7M5+OWaJAPoXLUz82+YT88aPckwMnh7y9uMWDSCQ7GHXDJ+worMPyhL+6qWhmGc70emUssrisVsYdTVo/jq+q9oUL4h31ybub3b+hSMmFji0uJITE/E18OX5zs8z5vXvZljk/4WFVvw/Q3fc3O9mwH44r8vGPbLsGKZoelK6adPk/DHHwAE3zzYzdEUTWDvXnhUqoQtMpK4X3912bi/H/2dQT8NYsWRFXiYPXik5SN81ucztyXILtanZh+mdpyKCRNf7fqK1ze+nmt/ZRERKX6bT28GoG5wXcp5lyv28ylJ5iaGYfDN7m8Y/PNgtp7Zip/Vjzsb34mvhy+bIjZx84Kbmb93vn4py2XLsNuJeOUVAMrfdiueVfNu5B7QuzcA8UuXqeTyElL++w8jORlzUBBedeu6Oxx8W7QAoMqJNCw247JOkgGU8y7Hq11eZdq10wiwBrAtchu3/HILq46uKtK49uRkEv7MLFkt7aWWe6L3EJEUgbfFm9Zh7k/USslrUL4B3wz4hilP/IqpYV280+GzqJtYMHABCwYu4LdbfmNQvUF5ztDxtfryXIfneKf7O1TwrsD+2P0MXzicD7Z+QIY9owTvTf7F/vAD2O34tG6VZZZdWWSyWik3fDgAUbM/L9J30vi0eH7a9xP3LruXB397kLMpZ6kbXJevrv+Ke5rc47LZtq5yQ50beLZ9Zgn9p/9+yrtb33VzRCIiVy5Hj9uSmEUGSpK5xZmkMzyw4gGm/jOV5Ixk2oS1Yf4N83mizRN8f8P3tKzYkqSMJCavnszDvz1MZHKku0MWcbm4n38mddcuzAEBVLjvvkvu79exI2Y/PzJOnSJ569YSiLDsStqQWWrp27IlJrP7P+at1atj+PniaYOWiaEEeAZc+qAyzmQyMaDOAObfOJ92lduRnJHMuFXj+Pv434UeM/HvvzFSUrCGh+PVqJELo3U9xyyydpXb4WXxcnM04i5mk5kaQTWo8sg4AOzfLaSaLYhaQbUKtDJV56qd+eHGH4pthqarGHY7Md99D0Dw4LI9i8yh3C1DMHl7k/rff85+iPmVnJHM4oOLeeS3R+gyrwvP/P0Mq0+sxoSJEY1H8HX/r2lYvmExRV50Q+oPYULbCQC8v/V9Ptr+kZsjEhG58hiGwR/HMmdot6ncpkTO6f6/nq4wB2MPMmjBIP48/ieeZk/Gtx7PR70+Itw/HICqAVX5pPcnjGs1DqvZyqpjq7h5wc0qv5TLij01lYg3ZgJQYcxoPMpdetqs2csL/26ZJZda5TJvSRvONe0vBaWWkJkwSqhTCYDWMcU/Rbo0CfML4/0e79OzRk/S7ek8svIR1p8q2B+aDvHLz5Va9uxR6vvjOPuRqdRSAP+uXfG+6iqM5GSiPv20UGPkNENzyM9D+HrX16Vm1n3SP/+QfuwY5oAAAs/Nfi7rLMHBBA28EYCozz/P1zGOhRm6zuvKE388wW9HfyPdnk7toNo80PwBfrnpF8a3GV8mEujDGw3nsVaPATBz00xe3/g66bZ0N0clInLl2BezjyPxR/A0e5bY90olyUqQYRhMXzudmNQY6pWrx7z+8xhx1QjMpqxPw4X9POoE1SEqJYoPtn3gpqhFXC/6iy/IOHkSj7AwyueyomVOHKtcRn/5JcfHPU78ihXY09KKK8wyybDbnU37fUtB036HY1Uy/xiqd/rK+7XjYfbgpU4v0bVqV1JtqTyw4gG2RGwp0BhGRgYJK1cC4N+9dJdaxqbGsuXMFgCurXqte4ORUsFkMhHy4ANA9pUuCzqOc4ZmWDtSbCn839r/Y+zysZxOPO3KkAsl5rtzDfsH9Mfs4+PmaFyn/J13ApCw4jfSjhzJc99j8ce4a8ldvLbxNZIykqjiX4V7mtzD9zd8z483/sh9ze4rNb3H8uuuq+/i/ub3A/DJjk+47dfb2Bu9181RiYhcGZYfXg5Ah/AOBZqFXhRX3l8rbrTq6CrWnFyD1WxlZteZ1C2Xd6+gBuUbMKXjFAB+2f8LxxOOl0CUIsUrIzqayPczk76hjzyC2Tv/K5X5d+6Mb+vWGGlpxP36K8ceeJC9Ha/lxNP/I+Hvv9WrDEjbvx9bbCwmHx+8Gzd2dzhO/4amABB6OM7NkbiH1WLlla6v0L5ye5Izkhm7fCz/Rv6b7+NjfvgBW2wslnLl8G1ZMv0YCmvNiTXYDTt1gupQxb+Ku8ORUsI5mywpqdCzyRzC/MKY1WsWE9pOwMvixd8n/mbQgkEsOrjIRdEWXEZ0NPHLMr/IXy6llg5etWvj17kTGAZRX3yR4z6GYTB/73xuXnAzmyI2ORdmWDRoEY+0fIT65eqX+hmweRnbbCyvdX2NYK9gdkXtYtgvw5j972zshr53iIgUp+VHMn+39qhRcotWKUlWQtJsaczYMAOAEVeNoFpgtXwd1zS0KddUvoYMI4NPdxTtS6VIaXD2g1nY4+PxatCAoBsGFOhYs5cX1ed8Ts1vv6H8iBF4VKyIPT6e2PnzOXr3PZx8+n/FFHXZkXRuFplPs2aYrFY3R5PJZrexOiACAK+DJ6/Y2X9eFi9mXjeT1pVak5CewJhlY9gdtfuSx6Xs2sXpF/4PgPJ3jcLkUboaXF/MuaplVZVaynkmk4mQB4o+m8zBbDIzvNFwvun/DY0rNCYuLY4n/3iSJ39/ktjUWFeEXCBxCxZgpKfj3bhxqfoHhauUv3MEALHfz8eenJzltsjkSB7+7WEmr55MUkYSLSu25Psbvr/kwgxlTc8aPfnhxh/oVKUTafY0XtnwCncvuVv/xBYRKSZH4o6wJ3oPFpOFrtW6lth5lSQrIXN2zuFo/FFCfUK5p8k9BTp2TNMxAPyw9wcikiKKIzyREpF27DjRc+cCUHH845gslgKPYTKZ8GnShEoTJ1B31UpqzPmc4GFDwWwm9scfC9xY+HKTtL509SMDOBp/lGMBqST4ABkZpO65cstUfDx8eLv72zQLbUZcWhxjlo1hf8z+XPe3xcdz7JFHMFJT8evSmQp3312C0Rac3bDz1/HMFTg7V+3s5miktPHv1hXvxo1dMpvMoXZwbb7o9wX3NbsPi8nCokOLGLRgEAdiDrhk/PwwDIPob78FIPiWISV23pLk17ED1ipVsCcmkvD7H87tR+OOcvOCm1l1bBVWs5XHWz3OJ70/oWpA3itWl1UhPiG80/0dJrefjI+HDxtOb6D//P60/7J9tsuQn4do8S0RkSJwzCJrE9aGIK+gEjuvkmQl4EzSGWZtmwXAY60eK3AtbetKrWlRsQVp9jRm/zu7OEIUKRFnZs7ESE/Ht/01+F1b9F5FJrMZ3zZtqPzccwQPyfzD5PT0F6/YskvDMJwzyUpTP7L1p9eDyURE9UAAUnbscHNE7uVn9ePdHu/SqHwjolKiGL10NEfisvf5MQyDk/97hvTDR/AIr0z4iy+WitVK87Lz7E6iUqLws/rRvGJzd4cjpUxmb7IHgXOzyc6cccm4VrOVB5o/wJy+c6gZWJOIpAjuWXpPju+r4pC8ZQtp+/Zj8vYm8PrrS+ScJc1kMhHYrx8AcQsXOre/tP4lolKiqBtcl6/7f83Iq0diMRf8H2BliclkYnD9wXw/4HtaVPx/9s4zLIqzC8P3NnrvICCo2Fti7xUVS4yaxDRbion6xTSNPbElGtOM6caWGBNL7AUsqNi7sXdBpPeywPb5fqxgDKiUhQWc+7r2cpl5532fkbIzZ855zlPoBB1KrbLQ62raVaYfni6WZIqIiIiUkvA7xqZVwTWDK3Tdyn21XU1YeGYhubpcmro1pV+tkl88SSSSgmyyddfXka5KN7VEEZFyJ+/iJbK2bgXAY8IEk5dguI9/B6mdHarLl8nctNmkc1cVtLFx6BISQC7Hulkzc8spIL/TobxhfQBUl57sIBmAg4UDi4MXE+QcRHJeMq/vKlyyk75yJdm7doFCge833xSrC6y5yW/R3d6nPQpp5Sj3Falc2HXrilXTpgi5uSR9s9Ckczdxb8LKkJXUcapDcl4yb+x6gzhlnEnXKIp8w36HPn2Q2duX+3rmwqGfMUimjIhAr1RyKPYQETERyCVyvun6DXWd65pZYcXi5+DHb31+Y+eQnWwftP2B17Ley4x+ebGH+eNy0T5uIiIiIiIPJyEngfMp55Egobt/9wpdWwySlTMXki+w5dYWACa1nlSok2Vx6eDTgYauDcnT5bHy8kpTShQRKXcMajXxU6YA4DBgANaNGpl8DbmrK25j3gYg+ZtvMOTkmHyNyk7uKWOpqVWjhpWms5pGr+FY/DEA/Ft1BSDvUvEN66szTlZOLA5eTKBjIAk5Cbyx8w0SchIAY2ZK4gKjj6XnxImVKuj5KPIDohXVoluk6iGRSPCaavw8yNywgbwLF0w6v5OVE7/2+pUAhwDic+J5fefr5dr5Up+dTdYOY8MAp+erl2H/f7GsVw+LWrUQNBoy9uzi8xOfA/BKg1cIcAwwrzgzIZFI8LHzwd/B/4FXK69WTGw5EYBvznzDldQrZlYqIiIiUrUIjzZmkT3l8RRu1m4VurYYJCtHDIKB+SfmA/BM7Wdo6t601HNJJBJGNzFmk/119S+yNE9mhziRqknSV1+hvnEDmasrnpMnlds6zsOGofDzQ5ecTOrSpeW2TmUlr6DUsvL4kZ1OPE2eLg93a3dqt+0NgPr6DQxqtZmVVQ7crN1Y0msJfvZ+xChjeHPXmyTF3STm/Q9Ap8O+Tx+ch71qbpnFIiUvhYupxizBDjU6mFmNSGXGunlzHAc+A0Dip58hCIJJ58//vfK18yVGGcMbu94oN2+ozK1bEfLysKhdG+tK3nm2rPy75PL62mVEZUXhYuXCW83eMrOyyskL9V6gu193dAYdHx34iFxtrrkliYiIiFQZ9twx+pH18O9R4WuLQbJyZPvt7ZxPOY+N3Ib3nn6vzPN18+9GHac6KLVKVl9dXXaBIiIVgPLQYdJ/N2Y/+nz2KXJX13JbS2phgceECQCkLl2GNq78y2wqE7mn7gXJWlSeIFl+p8OONTqi8PZG5uJiNO+/9viujk8KHjYeLOm1BG9bb7S3Izn1+gvo4uOxqFkT77lzqkx3uCNxRwBo4NIADxsPM6sRqey4f/ABEhsb8v75h6xt20w+v6etJ0t7L8XL1ouorCje3PWmye0qBEEgY81aAJyHvlBlflfLQn6QzO6fW9jlCox/ajz2FtW3xLQsSCQSZrWfhYeNB1FZUQUPzkVEREREHk1qXipnks4A0KOmGCSrNqh0KhaeXgjAm03fxN3GvcxzSiXSgs6YKy+vFJ9IiVR6dOnpxE2ZDIDzyy9j16VLua9p3ysYm5YtEdRqkr7+ptzXqyzoUlLQREYCYPP0U2ZWc5+C8jvfTkgkEqwaG0tt80ph3q9NTER1pXqWrLjczeSHfYF8tURPYGQeGoUExy/nIrOzM7e0YpP/xK9jjbI35RCp/ig8PXEbbcyQT/riy3Ipkfex82Fpr6W4W7tzM+Mmb+1+y6SZ+Kpz51Bfu4bE0hLHgQNNNm9lxrJWIOn+zsgN8GyMF8/Wedbckio1TlZOzO80HwkSNt7cSFhkmLkliYiIiFR69t3dh0Ew0NC1ITXsalT4+mKQrJwIiwojKS8Jb1tvhjccbrJ5ewf0xt/enwx1BuuurzPZvCIipkYQBOJnzECfnIJF7dp4TJxQIetKJBI8pkwGiYSsbdvI++efClnX3OSeNj5tsQwKQubkZF4x94jOiiYqKwq5RE4773YAWDduDIDqYsl8yQSdjjvDhhP53POob90yuVZzkffPP9x9ewyRgwajCz+AVIB/6lswbZiUd6O/IUdbNbz1dkXtYt/dfUiQ0Cugl7nliFQRXEaNROHriy4piZQlS8plDX8Hf5b0WoKLlQtX0q4wZs8Yk/1epd/LInPo0weZY8W1pjcnV9OusqN2JgD9bjtW+06WpqCVV6uCh9yzjs4q1KRFRERERORB9kQbH7z29O9plvXFIFk5sebqGgCG1huKhczCZPPKpXJeb/I6ACsurUCtF319RConGX//jXJPOCgU1PhiQYUayVs3aoTjoEEAJMybZ3K/m8pI7ulTANi0qnyllk97Po2dhTEjyqogSFayTDJlRATa6GjQ68kO32taoWbAGET+mKgXX0K5fz/c8/oJ3LyZFsvXkeHvxPmU84zdM7bSZw3HKeOYeXQmAK83eZ36LvXNK0ikyiC1tMRj0kcApC1dhiYmplzWqeVUi8XBi3G0dOR88nnGhY8jT5eHXqkkbtJkMjZtKvGc+qwsskLvGfYPHWpixZUTQRCYd3wehxsYy0pl/1xBm5hkZlVVgzHNx9DUvSlKrZJ3975LdFa0uSWJiFQp1Ho1H+z/gL4b+vLlyS+5lHrpibi+fxLJ0mRxPP44AD1rikGyasPFlItcTL2IQqpgUNAgk88/oNYAvGy9SMlLYdONTSafX0SkrGiiokj8bB4AHu+Ox6phwwrX4P7eu0hsbFCdO0/2zp0Vvn5Fk3fPj8y6RQszK7lPfpDs350OrRoZg2Tqmzcx5OUVe670P/8qeK88EGEiheYjfdWfZKxbB1IpjoMGUWv7dmp8/RVW9epS17kuvwT/gr3CnjNJZxi/bzwqncrckotEZ9Ax+eBksjXZNHVrytjmY80tSaSKYd+zJzZt2yJoNCTd6+haHtRzqccvwb9gp7DjdOJpxu8dT+L335G5eTPx02eguny5RPNlbt6CoFJhGRSE9VPNy0d0JWPnnZ2cSTqD0sUaWbNGIAhk7xTLB4uDQqrg806f42jpyLX0azy39TnWXlsr3uSLiBQDrV7Lh/s/ZPed3dzNvstvl3/jxW0v0n9jf747+x23MqpPhYEIRNyNQGfQUduxNoGOgWbRIAbJyoE114xZZL0DeuNi5WLy+RUyBa81fg2AZReXoTVoTb6GiEhpMahUxH40CSEvD5vWrXEZNcosOhQeHri88jIA2XvCzaKhotArlaiuXgUqT2fLPF0eJ+NPAkY/snwUnh7I3d3BYCjQ/Dg0UVHkHD4M90yx887+gz6r6nb4zTt/nsTPPwfA46OJ+Mz7DMtaD14ENHJtxI89f8Rabs3x+ON8sP8DtPrK97d+8fnFnE06i63Clvmd56OQKswtSaSKIZFI8JwyBaRSsnftIufY8XJbq5FrI37q+RPWcmtuXz5K2h/GpjLodMRNnoKg0RRrHkEQyFhrvNZzGjr0iTDsV2qUfHXqKwBea/Iabv2fBSBr+w4zqqpa+Nr7srb/Wlp5tSJPl8ecY3MYGz6W5Nxkc0sTqSIY1Gpyjh1H0Fa+64HyQmfQMengJCJiIrCUWTKx5UR6B/TGSmZFdHY0i88v5tnNz/L2nrcrfea9SPEIjzbet5nDsD8fMUhmYjLVmYRGGtPvh9Yrv/T7QXUG4WrlSlxOHNtvby+3dURESoI2NpY7L7+C6vx5pA4O+Hw+H4nMfH4lNm3bAlR7X7K8s2fBYEDh54fC09PccgA4mXASjUGDj60PtRxrPbDPqpHRvL+4vmTpq403o3adO2NRqxbo9eQcOWJawRWEPiOD2PfeB60W++BgXEaMeOjY5h7N+aHHD1jJrDgYe5CJByZWqocipxNP88v5XwCY0XYGfvZ+ZlYkUlWxqlcX5xeN10xJCxaUa3ZN/u/VqwdAphNIqO2EzNkZ9fXrJP/4Y7HmyDt7FvWNm0isrHB8ZkC5aa1MfHr8UxJyEqhhV4ORjUbi0Kc3SKXknTtXbmWy1REfOx+W9FrCxJYTsZBacCj2EIO2DGJnVPXPeBcpG7r0dKKHjyB65Ehi3nsfwWAwt6RyR2/QM/3wdHbf2Y1CqmBht4UMbzScL7t8yf6h+5nfaT5dfbsil8o5HHu4UmfeixSPXG0uh2MPAxBcM9hsOsQgmYnZdHMTar2a+i71aeberNzWsZJbMbLRSACWXFiC3qAvt7VERIpDzrFjRA55DtXly8icnPD9/jsU3t5m1WTdrBlIJGhjYtAlm+ZJrVav5UDMAaYcnEKn1Z1o9UerQq+ua7qy6soqDELFXMDk3iu1tKlEpZYHYg4A97ta/puS+JIZ8vLI2LgRAOeXX8Kuc2cAlAcOmlJuhSAYDMRNmow2Lg6Fvz/en3362AyUVl6t+Lb7t1hILQiPDqftqraFft7a/tmW/4X/j+23t1fYU9RMdSaTD07GIBh4pvYz9KvVr0LWFam+uL3zDhILC1SXL5e4sUdJaRQvp+1lPQbgy67Z/NXfHoDUX5eQd+HCY4/PWGMM3Dv07YvMwaE8pVYKtt7ayrbb25BKpMzrNA9ruTVyd3dsWrcGIGtHqJkVVi2kEinDGw1nTf81NHBpQKY6kwkRE/jm9JPTkVukZOQ/hM47dw4AZXg4qb+WT7OTyoJBMDD72Gy2396OXCLnqy5fPdA921ZhS79a/fiux3cs770cG7lNpc68FykeB2MPotKrqGFXg3rO9cymQwySmRCDYGDtNWOno6H1yj/9/oV6L+Bo6cidrDvsurOrXNcSEXkYgiCQumw50a+9jj4jA6tGjQhc/ze29y6ezYnMzg7LoCAAcsuQTaY36Dkef5yZR2bSbV03xoWPY9vtbWSoM1DpVYVeqapU5p+Yz+jdo0nISTDR2Tyc/Kwqm5aVI0gmCAIHY4xBrM6+nQvtt2pszCTLu/T4IFnWjlAMmZkofH2x7dgRu87G0k3lwQNVzssldclSlBERSCws8P12ITJ7+2Id196nPV93/RpruTUag6bQz1uONoeImAgmH5xMlzVdmBAxgfA74eXW2EUQBGYdnUVCTgL+9v5MbTO1XNYRebKQOztjH2x8apyx/u9yW0cQBJLmG8ud1X3ak+Blyd++cUYzer2eU++MYMPF1WSqM4s8Xp+RQVao0YfLeegL5aazshCdFc3cY3MBGNNsDE95PFWwz6FfXwCydogll6WhjnMdVvVdxZtN3gSMFir77+43qyaRyofq2jWiXnwJTWQkcm9vXN9+C4Dkb79FefiwmdWVD/lNQjbc2IBUImV+5/l08+/20PGVPfNepHgIgsDvl38HICQwxKxWBnKzrVwNORZ3jOjsaOwUdvQN7Fvu69kobHi1wav88M8PLD6/mN4BvZFKxLinSMVhyM0lfvqMggtkx2efxWvmJ0itrMys7D7WzZujvn6dvLP/4BBcdNpuVGYUoVGh7Iraxd3su4X26wU9OoOu4Gs3azd6B/Smd0BvPG0KlzdGxETw9amvOR5/nMGbBzO17VT6BfYrlz/22rg4VBcugESCXZcuJp+/NNzOvE1cThwWUgtaebUqtN/6Xrml5tZtDDk5SG1tHzpX+l9Gw36noS8gkcmwbtkSiY0N+uQU1FeumKUpRGnIOX6C5IULAfCcMR2rBg1KdHwXvy7sf2E/GeqMQvuyNFnsubOH0MhQorOj2Rm1k51RO5FJZMilhT/mfe18mdZ2WpHfm3wEQWDLrS0sOruoULBAEAQ0Bg1yqZwFnRdgq3j4909EpCQ4PTeErO3bydq2Hc9Jk8qlK3L2zp3knTuHxNqaJlPmEWoPO6N2EmG9jUafn8ctIY/DX85mTo/PGd5wOOOaj3ugS3nm5s0IGg2W9etj1bSpyfVVJrR6LZMOTCJXl0sLzxYFwZx8HIKDSZg1G/XVq6hv3cKydm0zKa26KGQKxj89HpVexcrLK5lxeAbrn1mPh42HuaWJVAJyjp8gZtw4DEollkFB+P26GIWXF7qUFDL/Xk/chxMIXP83iho1zC3VJGSqMwmPDmfrra2cSjyFBAlzO8yld0Dvxx7b0qsl33b/lnfC3yE8OpxpB6cxr9M8ZFLz2b6IlIwTCSc4n3weC6kFrzR4xaxaxCCZCVl9bTUAA+sMxEZhUyFrvlT/JVZcWsHNjJvsv7uf7v7dK2RdERFBp+POyFGozp8HuRzPKZNxfvnlSmdgbP3UU2SsXVvIlyxeGU9YVBihkaFcSbvy2HkcLBwIrhlMSGAILT1bPvJD96X6L9HOux3TDk3jfMp5phycwt7ovXzc9mOcrJzKeEYPkr17NwDWLZ42GuJXAvKzyFp5t8JaXvgmV+7ujtzLC11CAqorVx7abCDvwgVUFy8iUShwGjIEAKmFBbZt26LcuxflgYNVIkimS04m9sMPwWDAceBAnJ57rlTz2Chsivxs8cGH+i71Gdd8HJfTLhMWafy5TsxNRK8vXIp/K/MWr+18jWENh/Hu0+9iKbN8YH+aKo3ZR2cXGKc+jA9afEAjt0alOhcRkaKwadMGha8v2pgYsnftwnHgQJPOb9BoSPrSaD7v+tprKDw98ACGNRzGsIbDiLRZg2rCTAYcFzgRpGWZYRmHYg/xWcfPqOdSD0EQSF9jrBhwHvpCpfu8MzXf/fMdF1Mv4mDhwPxO8wt97smcnLDr0AFlRARZ27fjPn68mZRWfd57+j1OJZziStoVph6cyi/Bv4g39084WWFhxE38CEGrxbplC/x++AGZoyMAXjNmoL5yFdWlS8SMf5eaf65Camn5mBkrJ7naXPbd3UdoZCiH4w4XPJSWSqTMaDuDAbWL7/uYn3n/3r73CI0KRSFTMKfDHDGJpIqw+PxiAAYHDcbN2s2sWsQgmYmIV8YTERMBGMsgKwpHS0deqv8SSy4s4dfzv9LNr1u5XLSl5qXy7r53ydZk0yugFyEBIdRyqvX4A0WqLdm7dxcY9Pv99GOl8sP6N9bNjd6AqosXETQaJBYW/HTuJ378575Bs0wio61PW0ICQnja82lkksIXpu427iXq3BfgGMBvIb+x9MJSfj73M7vv7OZkwklCAkMICQyhmXszk3xoZ+0yBskcevUq81ym4mCsMUjWqUanh46xatwIZUICeRcvPjRIlv6nMYvMPqQPcpf7nYLtOne6FyQ7gNu9soPKTNLX36BPScEyqA5en3xcbjfWEomERq6NaOTaiPdbvE9SblIhXzy9Qc/Si0tZf2M9Ky+v5EjsEeZ1mkcDV2NmW8TdCD4+8jFpqjTkEjljm4+lb62+SHhQs4XMwuwXMCLVD4lUiuPgQaQs+o6M9RtMHiRL/2MV2pgY5O7uuL7+WqH9gf2HEnfwDJmbtzBrnyvzBuhIT77Ghzdf4OX6L9NXaITm9m0kNjY4DKjehv1H446y/OJyAGa1n4WXrVeR4xz690MZEUHq0mVYt2iBXYcOFSmz2mAhs+Dzzp8zdNtQjiccZ/ml5bzR5A1zyxIxA/qsLJK+/pqMNWtBELDv1QufLxY8EASTWlriu+hboxfwpUskzp2L95w5ZlQNN9NvEhoVyp47ewDoWbMnIQEh1HGuU2isWq/mUMwhdkTu4EDMAVT6+2b7dZ3rEhIYQp+APvja+5ZYRxe/LizosoCJERPZcmsLd7LuMKDWAIIDgnGxcnn8BCJm4Z+kfziRcAK5RM5rjQt/Plc0EqGqmbo8hqysLBwdHcnMzMShAs1UF51ZxK8XfqW1V2uW9l5aYeuC8al/7797o9Kr+KXnL7Sv0d6k82eqM3lt52tcT7/+wPZ6zvXoE9iHkMAQathVjzRfkeIhCAJRLwxFdeECbv/7H+7/G2duSQ9FEARutGuPPiODgDWrSa/tTr8N/dAJOlp4tqBvYF+CawbjbOVcbhoupV5i2sFp3Mq8VbDN29abPgF96BPYhwYuDUoVONEmJXGzS1cQBOrs22v2RgkASo2STqs7oRN0bB+0HX8H/yLHpfz0E8nfLsJhwABqfLGg0H5dejo3u3ZDUKup+def2Dx13wdHGxvLzR49QSql7tEjBU9WKyN6pZIbnToj5OVR889V2Dz9tLklAbD/7n4+OfJJQTDs7WZvE58Tz/ob6wGo41SHzzp+VhA8ExGpKLTx8dzs3gMEgdq7dmLhX/TfkJKiS0/nVu8+GLKy8P50bkF26n/RZ2Zye8Az6JKSHjqX0/PPmf2GtDxJU6UxZMsQUvJSeL7u83zc7uOHjhV0OmLGv4ty714klpb4/viDGCgrAxtvbOTjIx8jl8j5PeR3mrg3KTRGm5iI+voNbDu0RyIVM2SqC4IgkLV9B4nz56NPSQHAefgwPCdNemineOXhw9x9400QBLzmzMb5+ecrUjJ3s+4SFhXGjsgd3My4WeSYIOcgQgJCCK4ZTIwyhtDIUMKjw8nR5hSMqelQsyAwVtvJNGXb229vZ/qh6egEY2aaTCKjrXdbQgJD6O7fHXuL4vnCilQMY/eM5WDsQQbVGcTsDrPLbZ3ixorETDIToNVrC24shtYbWuHru1i58Fzd5/jjyh8svrDYpEGybE02o3eP5nr6dVytXBnbfCwRMREciT3CtfRrXEu/xrdnviW4ZjDT2kzD1drVZGuLVF7yTp1CdeECEktLnF9+ydxyHolEIsG6eXOU+/eTe/Ysy/Ji0Ak62ni3YUmviukM1Mi1EeueWcexuGOERYURHh1OfE48yy8tZ/ml5QQ4BBgDziXM0MzeswcEAatmTStFgAzgWPwxdIKOAIeAhwbI4PEdLjM3bkJQq7Fs0ADr5s0f2KeoUQOLOrXR3LxFzpEjOISEmEy/qckKDUXIy8MiMBDrfwX6zE1Xv65sHLiROUfnsCd6D9//8z0AEiQMbzicd55+p1AZpohIRaDw9sa2Y0dyDh4kY/0GPN5/r8xz6lJSSFq4EENWFpb16uH47LMPHStzdMRnwefETZ2KoDI2v1Dr1eRqcxEQyLWWcrO7L/0FoVqWWwqCwIzDM0jJS6G2Y20mtpr4yPESuRzfhd8Q8+57KPftI2bsOPx++hHb9qZ9YPuk8GydZzkSd4SwqDA+OvAR6wasw87CDjB2SE5fvZrkL7/CkJuLTZs2+Mz7DIWPD7czbjPr6CwuphT9mVrbqTZ9AvvQJ6APPnY+FXlKIsVAc+cOCbNmFzRisqhVC6+Znzy2CZZdhw64v/suyQsXkjhnLjYtWmJZK7Dc9abkpTDr6KwHGk3IpXI61uhISIDxmiw0KpRDsYe4kX6DG+k3WHR20QNzeNl60SfAmGxR2ofFj6JfrX608GxhtKCICuVy6mUOxx3mcNxhFEcVdKrRiZBaIXTx7VKkNYhIxXEl9QoHYw8ilUh5vcnr5pYDiJlkJiE0MpSPDnyEu7U7O5/bWaKSLFORmJNIyIYQtAYty3svp6VX0eVLJSFXm8tbu9/in+R/cLZ0ZlnvZQUps5nqTKNRdFQoJxNOYhAMuFi5MLPdzEd2HxGpHtwdMxblvn04vTgU75kzzS3nsaT8spjkb77BIrgbL7Q+jsagYVnvZY80Li9PVDoVh2Lvp5n/uwthSdLM74wcRe6xY3hMnIDr65XjQ+Xjwx+z8eZGhjUcxketPnroOF1aGjfaG7MN6p46iczOrmCfYDBwKyQE7Z1ovGbPwvmFwiXsiQu+IG3ZMhyffRaf+fNMfyImIuqll8k7exaPCR/i+kblK50RBIGtt7cy//h8HCwdmNNhjtl+L0RE8skKCyP2vfeRe3hQZ284Ennxn+kaVCryzp4l78JFVBcukHfxIrr4+IL9fkuXlCrTKSY7humHp3M68TQAXXy7MLP9zGpXdrzqyirmn5iPhdSCv/r/RV3nusU6TtBoCgJlEktLMVBWBrI0WTy/5XnicuLoV6sf8zvNR3PnDvHTppN76pRxkEQCgoDUzo5bo7rxsUM4aoOmWPM3d29On8A+9A7oXe1+fqsiqUuXkfzttwWWIG5j3sbl9deRWlg8/mCM10zRI0aSe/JkhVwP7r6zm9lHZ5OhzkAqkdLGq01Bdpaj5YOZ/ZnqTPZG72VH5A5OJJzAydKJXjV70bdWX5PZjhSXqMyoAi/i25m3C7Zby63p6teVvoF9ae/T/oFGLSIVwwf7P2D3nd2EBIawoHPh6hJTUtxY0RMdJLuadpUpB6fQ1rstH7X6qFQRbINgYNiOYZxPOc+YZmMY23xsaaWXmdlHZ7Pu+jpq2NXghXovPPRpUZYmi/A74YRFhXE17SqtvFoREhBCR9+OBZkDebo8xoWP42TCSewt7FnWexn1XeoXue61tGtMOTSFG+k3ABhUZxAftfqo4MkXGFP399zZw47IHdzJukM773aEBIbQ1qetWYKKIqVHffs2t/v2A4mEWju2YxlY/k+sykrO8RNEjxhBnostI95S09y9Ob+H/F4psgBytDkFhqVHYo8UpIWD0bjy47YfF2neq0tL40anzqDXU3v3Liz8/CpSdpGodCpCNoSQkpfC4uDFtPNp98jxN7v3QBsXh/9vv2HbpjWCToc2IYGcgwdJmDUbqZ0dQQcikNoUNqvPOXaM6JGjkLm5EXQgolKWnBT8rshkxnJYj8rbrUytVyOXyEWjaJFKgUGj4WbnLugzMvD9+Sfsu3Z97DH5pUpJX3yBLjHxwZ0SCRa1auE0eHCRXmTFRW/Qs/LyShadXYTWoMXZ0pmP231Mz5o9Sz1nZeJa2jVe2v4SWoOWKa2n8HKDl0t0vBgoMx3/JP3DyLCRGPQ6xl8PpN2OO0jVWiQ2Nnh88AG2HdpzZ9IE9OcvA3C8noRzI9ryv+7TCnUc1hq0HIs/RmhkKKcSTiFgvPWTSqS08mpF38C+9PDvUSjAIVL+ZIWGEvv+BwDYtm+P1ycfY1GzZonnSV26lKQvvsQ+OBjf7xY9/oBSkKXJYv7x+Wy9vRWA+i71mddxXpGeY0Wh0qlQSBVmv84QBIHr6dcLAmaxytiCfc6WzkxuPZm+tfqaUeGTxa2MWwzaPAgBgQ3PbCDIOahc1xODZI858ZvpN3lt52ukq9MBoynp4KDBJV5v6YWlLDyzECuZFdsHbzdry+Y4ZRwvbX+JNFVawbZm7s0ICQyhs29nLqZcZEfkDg7HHkZr0BY63k5hR3f/7vQJ6MOqK6s4HHcYW4UtS3otobFb40eurdFr+P7s96y4tAIBgRp2NZjedjqpeamERoVyLO4YeqFwlzUnS6eCjoFPezxt9j+cIo8nfsbHZKxbh13PHvh9/7255RQLQ24u11q1Br2eMeNkzBn0E518H24qby4y1ZnsvrObsMgwTiScQEBgUJ1BzGw/s9DTtvR160iY8TGWDRtQa8MGMyl+kLnH5rLm2hrcrN3YOWTnY5/GxYx/l+xdu7CoVQv0ejSxsaC7HyR0fvVVvKZPK/JYQaPhett2GHJzCfj7b6wbV74ui0lffknqkqXYde2K388/mVuOiEiVInHePNJ++x374J74fvfdI8eqrl4lYe5c8k4Zs7xk7m7YtGiJdZPGWDVuglWjhg9kq5aVG+k3mHJwCtfSrwHwTO1nmNx6cpX2uMnV5vLi9heJzIykq29XFnVfVKoHSYUCZb8ufmzJmEjRrDrwHXYzf6RunPHrS4EyLr/RlY6tBqPUKllwdB7dDmbxwkEDcgPI3FzxnjMH+24Pr+hIyk1iZ9ROwiLDOJ9yvmC7XCqng08HQgJD6ObXrchOyiKmRZeSwu3+A9BnZOD65hu4f/BBqR/e5p4+zZ1XXkXu7k6dAxEmfwh8LP4YMw7PICEnwVgS1/h1xjQbg0JWtRMdBEHgQsoFQiND2Rm1k+S8ZAD6BPRhetvpYuC4AphycArbbm+jh38PFnZbWO7riUGyR5z4naw7jAwbSUpeCs6WzqSr07GWW7O6/2pqORbfD+hC8gWGhw5HJ+iY2W4mQ+oWbQJbkeTfZIdGGssg858W/ZfajrWNHfY8mnEo5hChUaEk5T5oUmstt+bnnj/ztGfxjaZPJ55m2qFpD0Tl82ng0oCQwBDqudRj/9397Iza+UBAL8AhgJ96/lSqTiYipiFt5R+krViB+wfv49ivX6H9upQUbnbvgaDRUHPVH5W2o2VRHA/pjENkMmtf9ePjaTsrRRbZo9gZtZOPDnyEQTAwtN5QprWZ9oDm6DdHk3PwIO7vvYvb22+bUamRvdF7eXffuwDFbiCSunwFSZ9//sA2iYUFCl9fLIOC8Jw29ZHZV3f/9z+Ue8Jxf3c8bmPGlO0ETIyg03GjWzf0ySnU+G4RDsHB5pYkIlKlUF2/TuQzA0EuJ2j/PuRuhcvCdOnpJC9aZOwCZzAgsbLC7a3RuIwahdTKqlz1afVafjz3I8suLsMgGJBKpEWWDj3t8TSftPvkkR6NlYGZR2ay/sZ6PKw9+PuZv8vUzObfgTKZkxMBf/+Nha/Y4KmkxE2ZSubGjWitLdjQ25719TOMZZb/oqlbU+Z6vo4w6xvUN4zG6U7PP4fHpMnI7GyLmPU+d7PvsjNqJ6GRoQ8055IgKfKhtaeNJ5NbT6arX9cyn9uTjiAIxI4fT/buPVg2aEDgmtVIilleWRQGlYprLVuBTked8D0oapju923zzc1MPzwdAH97fz7t+CnNPZqbbP7KgtagZcn5Jfxy/hf0gh53a3dmd5hNxxodzS2t2nI36y4DNg1AL+hZ3X81jVzL/4G3GCR7yInHZMcwMmwkibmJBDkHsbTXUj468BHH4o9Rz7keq/qtKpZZsVKj5PmtzxOjjKFXzV582eXLSnfTnZSbxK6oXYRGhXI++Ty+dr5Gr6PAPoU8JgyCgbNJZwmNDGX3nd2odCoWdV9EG+82JV43R5vDgpML2HBjA4GOgYQEhhASEEKAY8AD43QGHScTThIWFcbuO7vJ1mRTw64GK/qseGircZHyI2PDRuKnTjV+IZXi8/nnOA7o/8CY5EWLSPnxJ6yaNSVg9epK9zP/MLI12fz2eid6nFSjfLYrreZXjayerbe2Mu3QNAQERjQcwYctP0QikaDPyuJ6h46g1RpLXmsVP7hfHiTmJDJk6xAy1ZmMaDiCCa0mFOs4Q14eGX+vR2JliYV/TSz8/ZB7eha7dDJ9zVoSPvkE66eeIuCvP8tyCiYne98+YsaMRebsTFDE/jJd/IqIPKlEvjAU1fnzeHz0Ea6vjSrYrs/IIH3NWtKWLUOfmQmAfUgfPCdOROFTsabk/yT9w7RD04jOjn7oGGu5NRNaTuD5us9Xys/NXVG7+DDiQyRI+LXXr6W69vsvBrWaO6+8iuriRSzr1yfgrz+RWovm2MXFoNFwo30HDEol/itWYNOmNZdSL7Ejcgc7I3eSpk7j7aZv83qT15FL5RjUapIXfkvaihUgCCh8ffH5fH6xH2beyrhFaGQooZGhj/xZBqMVxEetPipU1ilSfDK3biVu4kegUBC4bi1W9Yu2tCkJkc89j+riRWp8/RUOfU1TLqg36Om3sR+xylgG1h7I1DZTq32W4cWUi0w5OIWorCjA2JTvgxYfVPvzNgf5D2c61OjAzz1/rpA1xSBZESeekJPAyLCRxCpjCXQMZHnv5bhau5Kcm8yQLUNIV6fzaoNXmdR60mPXyU8N9Lb15u9n/sbBomKaBJSWXG0u1nLrYl2c6Q16tAYtVvKyPYVVapTYKmyLtWZSbhIjw0ZyN/suNR1qsrz3ctxt3Mu0vkjxyd6/n5hx/wO9HsugOsankf8JlBny8rjZrTv6jAxqLFyIQ5/eZlZdfH49/yun/1jIu1sMWDVtQuDateaWVGzWX1/PzKMzARjddDTvPPUOmZs3EzdpMpZBdai1datZ9ekNet7c/SYnE07S0LUhf4T8UWHp99r4eG526w5SKXWPHEbm5FQh6xaHmHfGk717Ny4jRuA5ZbK55YiIVEnyA+EWtWtTa9tWtHfvkvbb72Rs2ICQlweAZd26eE6bhm0b85X0GQQDybnJhbZna7KZf2I+xxOOA9ChRgdmt59tcmsOg2DgTOIZwqLCiIiJwNnSudidDOOV8QzZOoRsTTZvNHmDd59+12S6tPHxRD73PPrUVBz69sXnq8r3QLmykh0eTsy4/yH39KTOvr0PPDwyCAZUOlWRN+05J04QP3kK2rg4kEhwff013MaPL74JvCCQqkpFb3jQIkVAYNWVVfx26bcCW5VPO35KC8+qU1FQWdAmJnH7mWcwZGaaNBM+Ye6npP/xB87Dh+GV/9C7jByIOcC48HE4WDiw5/k9T0wXyDxdHt+e+ZZVV1YBRv8+KYUf4OZ3jQ0JDKGGnZgtWxLilHH029gPnUHHb31+K1HlWlkobpCs8jkdlxMpeSm8uetNYpWx+Nn7saTXElytXQFwt3Fnbse5APxx5Q8OxBx45Fxbb21l2+1tSCVSPu/8eaUPkAHYKGyKfWEik8rKHCADsLOwK/aaHjYeLO21FB9bH+5k3eHNXW8+UIopUn7knj1L7Hvvg16P47PPErhpE07PPwcGA3GTJpG5bTsAmZs2oc/IQOHri31w1TEpztXm8vvl37lew/izqLp8BYNKZWZVxWdI3SFMaT0FgMXnF7P4/GKydu4CwD64lzmlAbDs4jJOJpzEWm7Ngs4LKtSfQuHtjWVQEBgMKA8frrB1H4cuLY3sffsAcBxccq9LERERIw79+iKxskJz6xbRI0dxq3cf0letQsjLw7JePbznzyNww3qzBsjAeAPlaetZ6FXHuQ6Ley1mUqtJWMosORx7mMFbBhMWFVbmNQVB4GLKRb44+QXBfwczauco1lxbQ0JOAlfSrvDN6W/ovb43r+54lVVXVpGSl1JoDp1Bx+SDk8nWZNPUranJm08pvL3x/XYhyOVk7dhB2rJlJp2/OpO1IxQAhz69C2VXSyXSh2a12LZuTeCWzcbPHkEgdclSop5/AdXly8VaVyKR4GbtVuhn2cvWiw9bfsjS3sZr9VhlLKPCRvH1qa/R6IvXVVPE+Hub8PHHGDIzsWrUCNc33zTZ3NbNmgGQ9885k825+upqAJ6t8+wTEyADY/bv5NaTWRy8GC9bLwyCAZ2gK/S6ln6Nb898S5/1fXhlxyusurKqyAcmIoX55vQ36Aw6Wnu1rrAAWUl4IjLJrqRe4aMDHxGVFYWPrQ8r+qzA28670LHzT8xn1ZVVuFi58PeAv4vMZIrOiub5rc+Tq8tlbPOxjGlWuXxwqjp3s+8yMmwkSblJ1Hepz5JeS0TTxHJEfesWd15+BX1mJrZdOuP3/fdIFAoEg4GETz4hY93f9zLK5pP8/fdo70TjOX06Lq++Ym7pxeb3S7/zxakv8LPzZeE3SvQpKVXOTw1g+cXlfH36a6zUAiu+A6lWT+DmTVjVq2c2TeeSzzEidAR6Qc+cDnN4ts6zFa4h8YsvSFu6DMeBz+DzH3+zotAmJpG5YT0OffuWqoNUcUj77TcS583HqnFjAv9eVy5riIg8KcRNmkzm5s0FX9t27oTryJHYtGtXpbKSbmfcZsqhKVxONQYrmrs3p2+tvgTXDMbNurDf2sO4kX6D0MhQwqLCuJt9t2C7vcKeHjV70KtmLxJyEwiLDCvkTSuTPOgzJSBgEAzYKmxZN2Adfvbl0yU5/a+/SJg1G6RS/H75BbtOosfPozDk5XG9Q0eE3FwCVv+FdfPmpZonOzyc+Bkfo08zPnR26BuC2//ewbJW2bqSKzVKFpxcwMabGwGjh9l//fgkSKjvUr8go9HT1rNMa1YX8q1NJAoFgRvWGx/0mQhNTAy3egaDQkG9UyeRWj7ePuhR3M2+S78N/RAQ2DZoGzUdyueaqbKjM+iKTNzQGrQcizN2jc1vtgXGIPbgoMFMbDlRLNF8CKcTTzMybCRSiZQ1/ddQ36Xs5cbFRSy3zMzExs6GZReX8dM/P6ETdHjaeLK893L8HIq+CFDr1byy/RWupV+jrXdbfgn+5YE/+lq9luGhw7mYepGnPZ5mWe9lYjfGciAyM5JRYaNIVaXSxK0Ji4MXY2dhuq5U5iRz6zYkchn2ffqY/eJem5BA1Esvo4uPx6pZU2ouX47U5v4f8wcCZfeQOjoStG/vA+MqM2q9mpD1ISTnJTOz3UzafBdB9u7deEz4ENc33jC3vBLz07mfOPvn97y/2YDax4Vm4YfM9nOUrcnm+a3PE6uMJSQghM87f24WLTnHTxA9YgRSR0dqbdmCwvPhZUyGvDyiXnoZ9dWrSO3s8PliwSO7gJUGQRCIHPgs6uvX8fx4Bi4vv2zS+UVEnjTUtyOJmzQJy3p1cR0xwqQ3lRWN1qBl8fnF/Hr+14KO31KJlNZerekb2Jfu/t2LfDAYnRVNWFQYoZGh3My4WbDdWm5NV9+u9AnsQ8caHQt1FP6vN21RSJCwoPMC+gT2MeGZPkh+9kzGur+ROjgQuG5tuT2kqA5khe0k9r33UPj4UDt8T5k+W3WpqSR+No+s7caqAKRSHAcOxG3cuDI3U9gbvZfZR2eTqkp95DgJEp72fJqQgBCCA4JxsXIp07pVFW18PLcHPINBqcT9ww9wM2EWGRh/z2507IQ+NZWaf/6JzdNPlWm+r09/zfKLy2nv055fgn8xkcrqSXJuMrvu7CI0MpRzycZMPl87Xz7r9BlPeZTt+1Dd0Bv0vLj9Ra6mXeX5us/zcbuPK3T9Jz5IduHuBeadn1dwURBcM5gZbWc8tlvP7YzbDN02FJVehQTJAx9MgiAgIOBg4cDfA/4uMhtNxDTcSL/BaztfI0OdQUPXhizovKDKP8HIPXmSO8OGA+AwYADes2eZzcRWl55O9PDhqG/cxCIwkJp/rkLuXPh3QzAYiP/4YzL/Xg+A61tv4fH+exWstvT8cfkPPj/5OZ42noQODiVrxUqSvvgCu5498Pv+e3PLKzGCILB/RH+8TtxmYzsJDaZ+yqCgQRWqISEngZ1RO9l0cxM3M25Sw64G6wasw97CvkJ15CNotUQOHoL6xg2smjSh5srfi+xqJwgCcZMmkbXlQQ83t//9D7exY4rdLOBx5F28RNRzzyGxsCDo4AFkjmImrIiIyIMk5iSyM2onYVFhXEi58MC+ojpkGgRDwXuFVEHHGh0JCQyhi2+XYmcqZKozUevVhbZbya0qxDbEoNEQPWw4eefOYRlUh4A1a6rMA7eKJmb8u2Tv2oXrG6/jMaF4jXAeh+rqVZK/XYTynhUACgVOzw3B/Z13kLuUPmilNWhJV6UX2q7Wqzkce5jQyFDOJJ0p2C6TyHilwSuMf3p8sRqlVRcEQeDum6PJOXQI62bNqPnnKiQy0yda3B33P5Th4XhMmoTrqJGlnketVxO8Lph0dTrfdvuW7v7dTSeymnMy4STTDk0jPiceqUTKqEajGNt8bKGHGE8qf1//m1lHZ2GvsGfb4G0VHjSvFJ5kM2fORCKRPPCq/5juHevWraN+/fpYWVnRpEkTduzYUaq1R4SO4HzyeewUdnzW8TO+6vJVsdpZ13KqxbS204D7aej5LwEBqUTK7A6zxQBZORPkHMTi4MU4WDhwOfUyz299ntVXV1OVY7rJP/xY8D5r61aiXn4FTUxMhevQpaYSPWIk6hs3kXt44L/k1yIDZAASqRTv2bNxGTUK6+bNcRkxvILVlp6b6TdZeGYhYDS8V8gUWD9lfJqTd/afKvmzJKhUeF+IB+B4PSmfHPmE7be3l/u6qXmprL66mhGhIwj+O5gvT33JzYybWMut+bzz52YLkAFIFAp8f/wBmZMTqgsXiJ82vcjvbfqffxoDZDIZfkuX4Hwvwyvl+++JGfc/9NnZJtGTucEYULYPDhYDZCIiIkXiaevJ8EbD+bPfn+wYvIPxT40nyNmYIffv6878l0wio71Pe2a3n83+oftZ1H0RIYEhJSrlcbR0xMPGo9Cronx1pRYW1Fi0CLm7O+obN8nctq1C1q1q6JU5KCMiALAPCTHZvFb16+P3048ErFmNbfv2oNWS8ddqol4YijoystTzKqSKIn+u/Oz9eLH+i/wW8hu7n9vNhJYTaOTaCL2g5/fLvzN061CupF4p1Zq65GT0WVml1mwOMjdvJufQISQWFnjP+6xcAmQA1s3zfcn+KdM8u6J2ka5Ox8vWi86+nU2g7MmhlVcr1j+znmdqP4NBMLD04lJe2v4S19Ovm1ua2cnSZPHd2e8AGNN8TKXOKi3XTLKZM2fy999/s2fPnoJtcrkcN7eivReOHDlC586dmTdvHv379+fPP//k888/58yZMzRu3LhYa+ZHBxv81ID2ge2Z02FOqQJaWZos1Lqin7iZ84bwSSNeGc+MwzPud4by6cCs9rOqnLdBQRaZQoHPZ5+SOG8++rQ0ZI6O+Hz1FXYdO1SIDm1iEtGjRqG5fRuZuxs1ly/Hsk6dClm7IlHpVLy842VupN+gg08Hfuz5I1KJFINazbWWrUCrpfbuXVj4lY//SnmRtXs3se+MR+7jw+q5XVh7Yx0yiYwvunxBcM3gclnzt0u/8c3pbwpKgwCe9niavoF9K1XZRM7xE0S//jrodLi/9x5ub79VsC/3zFnuDB8OOt0DT1czNmwkYeZMBI0Gi5o18f3h+zL9PhjUam506owhKwu/pUuw61Axv9ciIiLVg3RVOjqDrtB2G4UNtgpbMygyPck//kjKou+wDw7G97tF5pZT6cjcuo24iROxqFmTWmGh5WZjkHPiBPHTZ6CNjkbm7IzfLz9j3bRpkWMNOTmkLP4V1YXzWAQEYBkUhGXduljWqVOsh0GCTofy0CEyN2wk8+hhbrhpOFJbz9m6cp7vOo7XGr+GXCp/+PGCgPrqVbLD95IdHo76yhWQybBp2RL7Hj2w79EdRY3K21lQl5rK7b790Gdm4v7BB7iNNm2Z5b/JOXGC6OEjkHt6EhSxv9TzvLrjVc4ln+Odp95hdNPRphP4hBF+J5xZR2eRrk5HLpXTza8bfQL60Nm3s0ma5FU1FpxcwMrLKwl0DGT9M+tRSCuu2Vc+laLccubMmWzatIl/ihnNHjp0KDk5OWz719Oltm3b0rx5c37++edizZF/4ouPL+b1Vq8XmbYuUrUwCAb+vPInC88sRK1X42DhwPS20wkJNN0TtvLmzshR5B47htOLQ/GeORNtQgIx499Fdf48SKW4v/8erm+8Ua6eTtq4OO6MGoX2TjRyLy9qrliORUBAua1nTj499imrr63GxcqF9c+sf8AUOWroi+SdO4fPgs9xfOYZM6osOXdGjSL36DFcXnsN94kf8vHhj9l8azNyiZyF3RbSxa+LSddbeXklC04uAKCha0P6Bvald0BvvGy9TLqOqUhfvYaEmTMBqPHdIhyCg9ElJxM55Dl0SUnYh/ShxtdfP/B7lnfhIjHjx6OLj0dqY0PNv/4sdTOE9HXrSJjxMXIfb+rs3l1uT4pFREREqip5588T9cJQpHZ21D16BImi4m+SKjN3x45DuXcvrmPexuPdd8t1LV1qKndHv4Xq0iUk1tb4LvwGuy4PXkdkh4eTMPdTdPHxRc4h9/Q0Bs3+/apTG6m1NerbkWRu3EDmps3okovu+BflAdHNvQge/CFedl4YVGoEtQpBrcagUqO6cgVleDjauLj7B0kk8J/bV8sGDbDv3h2rJo2x8K+JwrcGUovKUd4W+8GHZO3YgWWDBgSuXVOuP/OG3FyutWoNej119u9D4VXy67UrqVd4YdsLyKVydj+3u0SNRUQKk5KXwqwjs9gfs79gm43chu7+3QkJDKGdd7sK7QxvLm5n3mbI5iHoBB0/9/yZDjXM8yC50gTJvvjiCxwdHbGysqJdu3bMmzcPf3//Isf7+/vzwQcf8N577xVs++STT9i0aRPnzhXdzlatVqNW38/4ysrKws/P77EnLlL1+G9nKDCagf4bhVRBO592hASG0M2vW6XoKvLvLLI6O8NQ+PgAxqyThDlzCvy+XF5/Dc+JE8tFg+buXaJHjEQbF4fC1xf/Fcux8PUtl7XMzb7ofYzfNx6An3r+RMcaD3bRSpw3n7TffsP55Zfw+rhizSLLQt6FC0Q9/wLI5dTZtROFjw96g54pB6cQGhWKXConuGYwIQEhdKjRoczeB2uvrWXOsTkAvN3sbcY1H2eK0yh3EubMJX3VKiQ2NtT8/XeS5s8n99QpLGrXJnDtGqS2hbMxdGlpxLwznrzTp7Fu3tzoFVJCjzJdWhq3Q/qiz8zEY+JEXF9/zVSnJCIiIlJtEPR6bnToiD4jo0p2mi5P9FlZ3OjQEUGrJXDLZqzq1i33NQ05OcSMf5ecw4dBJsN7zhycBg9CGx9PwtxPUYaHA6CoUQOXkSPRJSWivn4D1Y3r6OKKDpwhkSD38ECXmFiwSebsjMOA/tj37In6yhWy9oSTe/oUEkPxbkMlVlbYduyAfY+e2HXtgkGpJDs8HGX4XnJPnwaD4T8HSFB4e6Pw98eqXl1c3377odYi5Un2vn3EjBkLUikBa9di3bhRua95e/Bg1JevUGPhNzj0KXlDjplHZrL+xnpCAkJY0GVBOSh88hAEgWvp14ydiSPDiMu5H/R1tHSkp39P+gb2pYVni2rbFHDMnjEcij1EF98ufN/DfL7QlSJIFhoailKppF69esTHxzNr1ixiY2O5ePEi9vaFSxYtLCz47bffeOmllwq2/fjjj8yaNYvEf/2h/TczZ85k1qxZhbaLQbLqidag5dfzv/LrhV+LLEn4N1YyK7r4dSEkIISOvh3NZhD63yyyfyMIAumr/iRx7lwk1tYEHTyIzM60JRXq25FEjxqFLjERi5o18V+xHIV39fTUS8xJ5Lmtz5GhzmB4w+FMbFU46JjfNcqyQQNqbdxgBpWlI+ad8WTv3o3js8/iM39ewXatQcvkA5PZdWdXwTZ7C3t6+vckJDCEVl6tHlnGUBSbb25m+uHpAIxqNIr3W7xv9m6sxUXQ6bg7ejQ5R46CQgFaLVJbWwLWrcWyVq2HHqdNTOR2SF8Mubl4f/opTkMGl2jduEmTyNy8Bct69Qj8e52YHSEiIiLyEPIzayoiW6oqkbFhI/FTp2JRpza1K9CzTdBoiJ8xg8zNWwBw6NeP7H37EHJzQS7HddQo3MaOKdRsSq9Uor5x497rpvHf69fRp6UZB0il2HXujOPgQdh37YrkP5lduvR0Yndu5tyGX3G8k4ZOChoF6BUy7OxccHH0xNW/Hg7du2Pbrt1Dm13p0tNR7tuP8uABNJFRaKOjMeTmPjDGrksX/H4pXlWSqdArldzuPwBdQkK5Pgj/LwmzZ5P+51+4jBiB55TJJTo2S5NFz3U9ydPlsaLPClp4ikFsUyMIAueSzxEaGcrOqJ0PdId1t3and0Bv+gT2oalb0zJfews6HfqsLPQZmRiyMtFnGl+61DR0SUnoEhPRJSWhTUpCl5KCTfPmeM+b98hO8aXhQMwBxoWPQy6Vs2ngJrM246sUQbL/kpGRQc2aNfn66695/fXXC+0vTZBMzCR7MsnV5pKryy20PTUvld13dhMaGUp0dnTBdkdLRya3nky/wH4VerP/sCyyfyMIArf79kMTGVmqm/NHoUtJ4fagQeiTU7CoUxv/ZctQeJj2D19lQW/QM3r3aE4knKCBSwP+6PtHkdlU2sREbnbpClIp9U6eKDKzqLKhvn2b2/36gyBQa9vWQr5ZgiBwIeVCwQduct79sgYXKxd61exF31p9aebe7LEl6GGRYUw6OAmDYODl+i8zufXkKhMgy0efkUHk0KFo7xj/BtRY9C0OvXo99rjUZctJWrAAmbMztUN3IHNyKtZ6OUeOEP3a6yCRELBm9UN9XURERERE7geDrBo3JvDvdeaWU2mIfnM0OQcP4jb+HdzHjq3QtQVBIPnrr0n9dUnBNuunn8Zr5iclzmjTpaaiiYxE4e9frGtOQRC4mHKR0KhQdkbuJCkvqWCft603M9vPpL1P+xKdiz41FU30XdS3bpIwew5otfj+9CP23bqV6FzKQvysWWT8tRqFvz+1Nm+qsI72mZs3EzdpMtbNmxOw+q8SHbvqyirmn5hPHac6bHhmQ5W7/qtq6A16TiWeIjQylN13dpOlud+Qoq5zXT7t+Cn1XR7d9PDfGDQa8s6cIefQIZSHjxj9+0qIzN0N34ULy5zlKwgCV9OuEhoVyqYbm0hXpzOq0Sg+aPlBmeYtK8UNkpUsvaCMODk5UbduXW7evFnkfi8vr0LBsMTERLweUU9taWmJpeWT00JYxIiNwqbIUko3azfqudRjXPNxXE67TFhkGKGRoSTmJjLl4BT2Re9jRtsZOFk5VYjO/I6WTkMGFxkgA5BIJDg++yzJ33xD5qZNJg2SJX3xZUGArObvv5epzXdlZ/ml5ZxIOIG13JoFnRc8tNxQ4emJ3McbXVw8eRcuYNu2bQUrLTmpS5aCIGDXs0eRxvISiYSm7k1p6t6UCS0ncCbpTMEHbpoqjdXXVrP62mq8bL3oE9CHkMAQGrg0KHTxEx4dzuSDkzEIBoYEDWFS60lV8gJJ5uSE308/kTBzFvY9exQrQAbgMuxVMjasR3PzFknffov3J5889hiDSkX8TGM2s/PLL4sBMhEREZHHYHuvWZHq0iV06elmKYOrbOjS08k5ehQABxN2tSwuEokEjw8/RO7tTcbff+P80ks4DRlSYusBALmrK3JX1xKt3cS9CU3cm/Bhiw85k3SGsMgwdt3ZRXxOPG/tfouX67/Mey3ew1r++ECTRCJB7uaG3M0Nm6efQhMVRdrSZSTOm49t+/ZIK+C+Mff0aTL+Wg2A9+xZFRYgA7Bu3hww/n4ZNJpie7MJgsDqq0bNL9Z7sUpe/1U1ZFIZbbzb0Ma7DdPaTONI3BFCo0LZG72X6+nXeWn7S4xtNpZRjUc9tCrEoFKRsX49ygMHyD1xEiEvr9AYqb09MkdHZA4OyJwckTk5I/f0RO7hgcLTA7mHBxK5nPgZH6O+cYM7I0biOXUKzi+9VOKfg8jMSEIjQwmNDCUqK6pge4BDQJVqAlGhmWRKpRJ/f39mzpzJ+PHjC+0fOnQoubm5bN26tWBb+/btadq0aYmN+8VMMpF8dAYdSy4s4Zdzv6ATdLhZuzG7/Ww6+XYq13WLk0WWjzYhgZvduoMgUHvPbpP4heWeOsWdV4c9EdktV9Ou8uK2F9ELema3n82goEGPHB/74QSytm/H7Z3/4T7u8V5buvR0MBhKdNFnKrTx8dwM7gU6nfH72KxZ8Y81aDkWd4ywqDDCo8PJ0eYU67gBtQYwt+PcJ7LxSc7xE0SPGGH8vVm7Fusmj+6snPT1N6QuXozc05Na27chs7OrIKUiIiIiVZfbA59Ffe0aPl9+iWP/fuaWY3bS164l4eNPqpwVRHmSq83l69Nfs+baGsB4kz2v0zwauz36c/m/6JU53A4JQZecXKj7dXlgUKuJfHYQmshIHJ8bgs/cueW63n8RBIEb7TugT08v0XVjfkmcjdyGvS/srTYddasiaao0Zh2Zxd67ewFo5t6Mzzp+hr/Dg77uBrWau2+/Te7RYwXbZO5u2LXvgG3Hjti0boXc1RWJvHh5UYacHOKmTyc7NAwAx0GD8Jr5yWMDy3HKOKPfWlQYV9OuFmy3kFrQxa9LperoWdxYUbneAU2YMIGIiAiioqI4cuQIgwYNQiaTFZRTDh8+nClTphSMf/fddwkLC+Orr77i6tWrzJw5k1OnTvG///2vPGWKVHPkUjlvN3ubP/r+QaBjICl5KYwNH8vso7PJ1RYu2TQVBVlkgx+eRZaPwssL23bGjKbMTZvLvLag1ZIwa7Zx/eeeq9YBMoCfz/2MXtDT078nz9Z59rHjbVoaU4hzT5167FhtXBw3u3XnRoeO3OjWnZh3xpPy66/kHDuGPju7rNIfS9qKFaDTYdOmTYkCZGBsZNHJtxOfdvyU/S/s55uu39CrZq9H+vM9U/sZZneY/UQGyABs27TGYcAAEAQSZs9G+K8Z8L9QXbtO6rJlAHjNmC4GyERERESKSX42Wc6hQ2ZWUjnICg0FwKFv1encXt7YKGyY3nY6P/f8GXdrd6Kyonh1x6v8+M+PaA3aYs8js7PF4yOjH1jKL7+gfUinTlNgyM0lfuo0NJGRyNzdKsyH7N9IJJKC68W8f/4p1jHpqnRmHpkJwJC6Q8QAmZlxsXJhYbeFzO0wF1uFLeeSz/Hc1udYe20tBsGAIAgYtFpiP/iQ3KPHkNhY4/7BBwRs3ECdiAi858/DoX+/ggyx4iK1taXG11/jMXECSKVkbtzInZdfQZuQUGhsSl4Kq66s4tUdr9J7fW8WnlnI1bSryCVyOtXoxGcdPyNiaARfd/2aXgG9KkWArCSUaybZiy++yIEDB0hNTcXd3Z2OHTvy6aefUrt2bQC6du1KQEAAK1asKDhm3bp1TJ8+naioKIKCgliwYAF9+/Yt9ppiJpnIo1DpVHx75lv+uPIHYHwqtbT3UjxsTOvT9UAWWVgoiho1HntM5pYtxH00CYWfH7V37SxTmnPqihUkzf8cmaMjtcJCq3Upw430GwzeMhgJEjYN3EQtp4ebs+ejvnGD2wOeQWJtTb0Txx9psp62ahWJcx7yFFAiwXPaNFxefaW08h+JLj2dm917IOTl4bd0CXYdTNMuWa1Xo9QoC22XS+U4WjqaZI2qjDYpidt9+2FQKvGaNQvnoS8UGiMYDNx5+RXy/vkHu5498PvefJ16RERERKoaOUePEj3qNWTubgQdOPBEl3bpUlK40bkLGAwmqyaobmSqM5l7bC5hUcYMF187X/rW6kvfwL7Udqr92OMFQeDOq8PIO30a+5A++H7zjck1qi5fJvbDCWgiI0EiwfeH77Hv3t3k6xSHlJ9/IXnhwmKdqyAIjN87nv0x+wl0DGR1v9VFWtqImIc4ZRzTD0/nZMLJgm0SQWDMdgNdLwhoZDDvBSmXAgo/3Ha1cuXTjp/SoUbJ7x9yjhwh9oMP0WdkYNu+Pf7LlgKQp8vj2zPf8tfVvzAIxgfJEiS08mpFn8A+BPsHV5itUWmolMb9FYEYJBMpDsfjjzP10FSScpOo5ViLZb2X4Wpd8lI6XXo6WaGh6OIT0CUlGruDJCahjYtDUKlwGjoU71kzizWXITeXGx07YcjNpeYfK7Fp2bLEegC0iUnc7tsXQ04OXrNn4fxC4Rv86sSkA5PYEbmD4JrBfN3162IdIxgM3GjXHn1mJgFr1zwy0y6/q6Tr6NHYduiA6uIF8i5cJO/8OXRx8ch9vKmzZ0+pfDseR/J335Pyww9YNWxIwPq/n+ibiIom7fffSfxs3kMDzel//UXCrNlIbW2ptX0bikd4Z4qIiIiIPIhBo+F6m7YIeXkEbtqIVf3im1NXNxLnf07aihVYNWtK4Jo15pZTqQmNDGXusbkPGJwHOQfRN7AvvQN642fv99BjVVeuEDnkOTAY8F+xAtu2bUyiSRAE0n//naQvv0LQapF7euKzYAG2bVqbZP7SkHPsGNEjRyH38SZo795Hjv3zyp/MOzEPhVTBX/3+op5LvQpSKVJcDIKBPy7/wXdnv0Oly2PEHgP9TgnoJfDVYCmn6j78HsRSZslPPX+ilVerEq/778ZhtcNCuW6nZMrBKQVeY03dmxISEEKvgF4mTzgpL8QgmRgkE3kMscpYRoSOIDE3kbrOdVnWe1mJsmg00dFEj3oNbWxskftljo4Ebtzw2FLLfxM3dRqZGzaUycMg32/LqmlTAlb/VS7Bm8pCdFY0AzYNwCAYWNt/LQ1cGxT72Ltjx6HcuxePiRNxff21IscIej3X23fAkJlJwOq/CsxQwWiUeaNDRww5OdT8cxU2Tz9d1tN5AENODje698CQmUmNhQtx6NPbpPOLPBpBpyNyyHOor13DtkMHLGrXQpeYVNAyW5uYCHq9MZNw2KvmlisiIiJS5bj71tsoIyLwmPAhrm+8YW45ZkF1/TqRgwaDXo/fr4ux61S+frnVgVxtLvvv7ic0MpRDcYfQGXQF+/oE9GFam2kPzWRJmD2b9D//wjIoiMAN6x9ZSVAcdKmpxE2ZQs6BgwDY9eiB99w5Zq/gMOTkcK1VazAYqBMRgcKz6ADGtbRrvLz9ZTQGDZNbT+aVBuVTGSFiGtR6NYnffUfOz8asLoc507EeUHSJtkEwMPPITCJiIrCWW/NL8C885fFUideMHj2anAMHie7/FJOaXkYv6PGw9mB2h9mlylAzN5XCk0xEpDJTw64GS3svxc3ajevp1xm9ezTZmuJ5TKmuXSPqlVfQxsai8PXFedgw3D/8AJ8Fn+O/Yjm1duygzoGIEgXIAByfHQhAdmgYhiK6kzyOnGPHydq+HSQSvD7+uFoHyACWXlyKQTDQ2bdziQJkQEFr49zTpx86RnXlKobMTKR2dlg1ftAoVmplhX3PHgBkbdteQuWPJ33tOgyZmVgEBGAf3NPk84s8GolcjtfHMwDIOXyY9N9Xkr1zJ3lnz6KNiwO9HtsunXF++SUzKxURERGpmth27AiA8uCT6UsmCAKJs+eAXo99cLAYICsmNgob+tbqy3c9vmP/C/uZ3X42bb3bIpVICYsKY/CWwRyMOVjkse7jxyNzckJ94wbpf/1Vag2CTkfGho3cfvZZcg4cRGJhgefHM/D9/juzB8jA6C1lWbcu8HBfsjxdHh8d+AiNQUNn3868XP/lClQoUhpyVq0pCJB5TptGjedfwcXKpciXm7UbX3X9inbe7cjT5TF2z1gupVx66NyCIGAQDIVe6v5dAHAKP4tEqyMkIIQNAzdUyQBZSSi+k5uISDWkpkNNlvRawqiwUVxOvczYPWP5JfiXR9bi5549y9233saQlYVlvXr4L/kVubu7SfTYtGyJokYNtLGxZO8Jx3FA/2IfK2g0JMyZA4DzSy9i3biRSTRVVuKV8Wy5uQWAN5u8WeLjbVoZy1nzTp9GMBiKDCjmHjt6b2yrIo0vHfr3J3PzFrLCwvCcOqVE5piPwqDRkLZ8OQCub7yORCYzybwiJcOmRQu8Zn5C7pkzKDw8kHsY22XLPT2MX/v4iCWwIiIiIqXErlNHEoHcM2cw5OQgtX2yzMKztm4l99QpJFZWeE6ZbG45VRJHS0cGBQ1iUNAgLqVeYsrBKURmRjI2fCwv1H2BD1t++MA1fbxMybUXWlJn8R4iv5rP5jvbqfP8KNoG9UAhe3xWmWAwkB0WRvJ33xu9xwDLoDr4fPkVVvXqltt5lgbrZs1QX71K3rlzOPTuVWj/Fye/4Hbmbdyt3ZnTYY54PVPJyTl2nMTP5gHgNv6dYlUxWMos+bb7t4zZM4bTiacZvXs0y3ovKyip1Rv0nEk6Q2hkKHvu7CFdnV5oDqlB4Ad7cM2Gb6Uv0bnLNNOeWCWleqeZiIgUg9pOtfm11684WDjwT/I//G/v/8jTFZ3FpTx8mOjXXseQlYX1U09Rc+XvJguQAUikUhwHGrPJMjdtKtGxaStXorl1C5mLC+7vvmsyTZWVZReXoRN0tPFqQ3OP5iU+3qpBAyTW1ugzM9HculXkmJx7LZXzO4/+F9u2bZE5O6NPSysYawqytmxBl5SE3MMDh2eeMdm8IiXH+cUXqbFgAR4TJuAyfBgOfXpj89RTKGrUEC8oRURERMqAomZNFL6+oNWSc+KEueVUKPqsLBIXfAGA25gxJa48EClMI9dGrO2/llcbGIMHa6+v5bmtz3Ew5iB/XP6DV3a8QsiGEKY57+OGN9ioBdquOo/Dc++zamhLfvr1bY7HHkVv0BeaWxAEsvfuJXLQYGI/+NDYvdLJCY+JEwhYt67SBciAAouQojLJ9tzZw7rr65Ag4dOOn+Ji5VKx4kRKhKDXkzjPGCBzfG4IbmPGFPtYa7k1P/T4gabuTcnSZDF692jC74Tz+YnP6fV3L17b+Rrrrq8rMkAGYJBKuNmxJgA1914r+8lUEcRMMhERoJ5LPX4J/oU3d73JyYSTvLfvPRZ1X4SlzLJgTNbOXcROmABaLbYdO+K76FukNqbv/uL47EBSfvyRnKNH0SYmovD0fOwx+qwsUn78CQCPCROQOVbvDoUpeSlsuLEBgNFNR5dqDolCgXXzZuQePUbuqVNYBgU9sF/QaApKMW3aFB0kkygU2PfpTcZfq8navh27Th1LpeWBdfV6UpcYU6ldRo1CamFR5jlFREREREQqGxKJBNuOHchYvYacg4ew79bN3JIqjOTvvkefkoJFYCCuo0aaW061wUpuxaTWk+jq15Xph6dzN/suY8PHFuyXIKG1Txv033RDfeAWqi2hOMZk0OaiBi5GkPxrBH8EWFHD0hMvuQv2ggWCSo0uPQ3tnWgApHZ2uIwaicuIEcjs7Mx1qo/FulkzAFSXLiFoNEjuXU/uv7ufjw9/DMCoxqNo59POXBJFiknG+vWor11D6uiIx4cflvghra3Clp96/sQbO9/gStoV3tv/XsE+ewt7evr3JCQwhPou9ZHw4NxSqRTrXjnc3NmT3JMnUd++jWWtWqY4rUrNE51JJmi1pPz66xP39EqkaBq7NebHnj9iLbfmSNwRJuyfgFavBSB73z5i338ftFrs+/TB78cfyiVABmDh7491ixZgMJC5ZUuxjslYtw5DTg6WQXUKfM2qM79d+g2NQUMz92al6taSj00LY8ll7qnCvmR5584hqFTIXF2xrBtUaH8+jv2NJbHZu3djUKlKrSWf7N170ERFIXV0xOn558s8n4iIiIiISGUl34dLefjJ8SVTXblC+qpVAHjNmF4QvBAxHW2827D+mfU8U/sZJEho5t6Mya0nE/58OEt6L2FQ81doPv5j2uw+gv/a1WgGdkdjo8A9C1qfV1Hj5B1kR8+Se+w4ef/8g/ZONBJra5zfeJ2AXWE4j3kLwcaqyKyzyoJFYAAyFxcEtZqcEyfJ0ebwyZFPeGfvO2Rrs2nu3pz/PfU/c8sUeQx6pZLkbxcB4D5ubKk97xwsHFgcvJiGrg2xllsTEhjCd93v+fp1mE07n3Y4WznjZOX0wMvBwgGFtzd2nTsDkLFmrcnOrTLzRGeSpf2+kuSvvkbm5kbQ/n0m8xMSqbo85fEU33f/nrHhY9kfs59JByfxWaNJxE+bDgYDjoMG4T13Trl7RDk+O5C806fJ3LQZ1zfeeOQTA0GjIe33lQC4jHqt2pv1Z6gyWHPN2CJ9dNPRZSp5s2l5L0h2+jSCIDwwV0GpZZs2j1zD+qmnkHt7o4uPRxlxoEjfh+IiCAKpv/4KgMsrryCze7L8WUREREREnixs2rQBuRztnWg00dFY+PubW1K5IhgMJMyeAwYD9iF9sG3f3tySqi0OFg582vFTPmn3CRayogOREokE26bNaNb0Bwyz1WSG7+HG1SNcUt7gYvYNciQaNHLQyOG2t4Zsm99g62/3j0dCc4/mhASGEFwzGDdrt4o6vccikUiw7xVMxuo1RG5YycTEOcQqY5EgYXjD4bzz9DsopGXr7ilS/qT+8gv61FQsAgJwfqlszaKcrJz4q99fCIKATFqye1mnoS+g3L+fzE2bcP/gfaSWlo8/qApTve+mH4EuLY2Un4zlafqUFHKOHzezIpHKQmvv1izsthCFVMHuqF1EvPMi+rQ0LOvVw2vWzAoxUXfo0weJpSWaW7dQXbz4yLFZoaHoEhORubvh0L9fuWszN39c+YM8XR4NXBrQqUbZOkFZN2sKCgW6hAS0sXEP7Ms5ZgyS2TzEjywfiVSKY7++AMbOomUg58gRVJcuGZ9WFsOQU0REREREpCojs7PD5p53kvJQ9c8my9y4ibyzZ5HY2OA5aZK55TwRPCxA9l+klpY49+1H6w8+ZdTHa5k77wiDxn6NY3AvrgRZkW1T+IGpgMDZpLN8dvwzeqzrwehdo9l4YyOZ6kxTn0apsOkdDIBqbwQJmTH42PqwtPdSJrSa8ICljEjlRBMTQ9oKY1DWY9JHSBRlD2pKJdISB8gA7Dp3Ru7tjT4zk+ydO8uso7LzxAbJkhctwqBUFnydta1sN7ci1YuONTryVZev6H5Rgv8/CehlUrw+n1dh/lAye3vse/YEIOXnXxAEochxgiCQuszYBdHl1WHV3r8qW5PNn1f/BODNpm+W2Thdam2NdcOGAOSeOlmw3ZCTQ9758wDYtnu8V4NDP2NwUrl/P/rs7FLrSf11CQBOzz9XKVqIi4iIiIiIlDe290oucw4dNrOS8sWQk0PSV18B4D5uHAovLzMrEnkU1nJregf05ptu33D05aMcevFQoVfYkDA+avURTdyaYBAMHI0/ysdHPqbr2q68s/cddtzeQa421yz6szRZjEn+jnRbsFPBWypjCWpZbEpEKpakL79C0Gqxbd8Ou65dzapFIpPh9NwQANKfgJLLJzJIprp+nYy16wBwf3c8ANm7dpnET0ik+tBBWpfRe42R9tWdYGHmxocGq8oD19GjQS5HGR5OdmhokWNyjhxBfe0aEhsbnIe+UGHazMWaa2vI1mRTy7EWPfx7mGRO65YtAMg7fd+XLPfUKdDpUNSogYWv72PnsKxfH4tatRA0GrL3hJdKR9758+QeOwZyOa6jRpVqDhERERERkaqGbccOAOQeO4YuvegOa9WBzO3b0aelofD3x2X4MHPLESkBFjILHC0dC71q2NVgWMNh/NnvT3YM3sG7T79LkHMQOoOO/XeNti1d13ZlYsREwqPDUevVFaI3R5vDmN1juJB+iTONrAB4JsoVO4vK22hA5EFyT50iOywMpFI8Jk2uFB3VnZ57DmQy8k6fRn3jhrnllCtPXJBMEASS5n9u9AIIDsb1rbeQe3tjyMlBGXHA3PJEKgmCwUD8lClIc9XkNQxgaxspf139i2mHppGtKX2mUEmwqlcXt7feAiBhzlx0aWmFxqQtXwGA05AhyJycKkSXucjV5vL7pd8BeKPJG0glpvnzVeBL9i/z/pxjxvLrx5Va5iORSApKXbO2bSuVjnwvMscBA1B4e5dqDhERERERkaqGVYMGKHx9MeTmcuflV9DGxppbUrmQb3jtPHSoScqmRCoXfvZ+vNHkDTY8s4GNz2xkdNPR+Nv7k6fLIywqjPf2vUfXNV2Zfmg6h2MPozVoy0VHrjaXsXvGcj7lPI6WjgS/PhMAZfheDOqKCdKJlA3BYCBx3nwAnJ5/Hqt6dc2syIjC07Mgoy39XsJRdeWJC5IpIyLIOXIEiUKBx8QJJvUTEqk+pP32O7knTyKxsaHxwl/4uMNMJEjYensrQ7YM4WTCycdPYgLc3hqNZd266NPTSZw794F9qmvXyDl0CKRSXEYMrxA95mT9jfWkq9PxtfMlJDDEZPPaPP00SCRoIiPRpaQA9/3IbNsWvy22472Sy5xjx9ClppZIg/rWLbJ37wGJBNc3Xi/RsSIiIiIiIlUZiVSK308/IvfyQhMZSdSLL6G6ds3cskxK3sVLRs9RhQLHwYPMLUeknKnjXId3nnqHbYO2sbrfakY0HIGnjSdKrZLNtzbz9p636bG2B3OPzeVUwikMgsEk66r1at7d9y5nks5gr7Dnl+BfqNtpwP2EkANiQkhVIHPzFlSXLiG1s8N9/DvmlvMA+ZVLmZs3V+sqvCcqSCZotSR9vgAA5+HDCjroOPTvD5TdT0ikeqC+cYPkb74BwHPyJCz8/RlSdwgr+qyghl0N4nPieW3nayw4uaDc06YlFhZ4f/YZyGRk7Qgla/fugn35WWT2vXsVqySwKqPRa1hxcQUArzd5HbnUdJ1oZY6OWAYFAZB7+gy69HTUV64AYNu2TbHnsahZE6vGjUGvJyssrEQa8r3I7Hv2wLJ27RIdKyIiIiIiUtWxDAoiYPVfWAbVQZeczJ1XXiXn+AlzyzIZGWuMXbnte/USPUefICQSCY3cGjGh1QR2PbeLFX1WMLTeUFysXEhXp7Pm2hpG7RxF8N/BfHHyCy6mXCzS2iVDlcHf1//mjZ1v0OqPVry28zXWXltLhiqjYIxWr+X9fe9zLP4Y1nJrfuz5I41cGyGRSnHo0weArB07KurURUqJXplTcB/qNuZt5K6uZlb0ILYdOqDw8cGQlVWtDfyfqCBZ+uo1aCIjkbm44Pb22wXbLevVw6JObaOf0O49ZlQoYmoEQSBrxw6SvvwS5YEDGDSah4/VaFAePkzshIkIGg12Xbrg9PzzBfuf9nya9c+sZ0iQ0bRw5eWVDN06lMupl8v1HKwbN8L1tdcASJg1G31GBtrERDLvZT7m73sYgiBUqJdaebDp5iaS8pLwtPHkmdrPmHz+gpLL06fIvdfp1jIoCLlbyVp53y+5LH5WqjYujsx7JZqub75ZovVERERERESqCwovL2r+8QfWLVtgUCq5+8YbJX7oVBnRK5UF12xOT4B/rEjRSCVSWni2YHrb6YQ/H84vPX9hYO2B2CnsSMpN4vfLv/PS9pfot7Efi84s4nLqZbbe2sq48HF0W9uNWUdncTzhOCq9ipMJJ5lzbA7d1nZjzJ4xbL21lYkHJnIw9iBWMit+6PEDzT2aF6zt0NdYgaHcH4Eh1zyNBESKR8qPP6JLSkLh54fzsMrnXSiRyXAcZMyGzd5TfeMmEqGq3z3/h6ysLBwdHcnMzMTBwaFguz4jg5u9+2DIzMRr5kycXxz6wHEpP/9M8sJvsW3fHv9lSytatkg5kHfpEolzPyXv7NmCbVIbG2w7dcK+Zw/sOncGmYycAwfIDt+LMiKioOOpzMmJWlu3IHd3L3LuiLsRfHLkE1JVqcgkMtr7tCckMITu/t2xVdia/FwMajWRgwajuX0bx4EDkXu4k/rrEqxbtiDgjz8KjdcZdByPP05oZCh7o/cS4BjA3A5zqeVUy+TayhutQcuAjQOIVcYyufVkXmnwisnXyNqxg9gPPsSqYUOsmjQhY80anIcPw2vq1JJpTUziZteuIAjUCd+DokaNxx6T8OlnpK9ciU3bttRcsbyUZyDyJJCcrcbJRoFC9kQ93xIREXnCMKjVxE2YSPbu3SCR4PXJxzi/+KK5ZZWa9NWrSZg5C4tatai1fVulMOAWqTyo9WoOxR4iLDKM/Xf3o9IXXcJWz7keIYEhtPFuw8mEk4RGhnIl7coDYxRSBd93/572Ndo/sF0QBG716o327l1qfP0VDn37ltfpiJQB9Y0b3B40GHQ6/H75GbsuXcwtqUjyLlwk6vnnkdrYEHTsKFILC3NLKjYPixX9lycmSJbw2Wek/74Sy6AgAjduQCJ/sFxLc/cut4J7gVRKUMT+hwZHRCo/urQ0khd+S8a6dSAISKytse/endyTJ9ElJd0fKJeDRALa+8aZMjc37Lt1w2X4sIISvIeRpkpj7rG57L5zvwTSUmZJZ9/OhASG0M67HQpZYWNWC6lFsS+QtAZtgU+B6p9zxL060nhOlpYIajWe3y3EtntXwPgBeCn1EqGRoeyK2kW6+sEOUZYyS957+j1ebvCyyUzvK4Itt7Yw7dA0XKxc2DlkJ1ZyK5OvoU1M4maXLiCVIvfwQJeQgO+PP2DfvXuJ57ozfAS5J05g160bvt8tKvS35t/knTvHneEjENRq/JctxbZ9+4eOFXmyiUrJocfXEfRq6MlPr7YwtxwRERGRckXQ60n89FPS//wLpFLjZ2Tb4jXTqUwIgkDk4CGor1zBY/IkXEeONLckkUpMrjaX/Xf3ExoVyqHYQ9Swq0FIYAghASFFPuiOzIwkLDKMHZE7SMxNZEHnBXT161rk3Elff0Pq4sXYB/fE97vvyvdEREqMIAhEDx9B7smT2PXsgd/335tb0kMRDAZudO6CPiWlyt2/iEGyf524LjmZG926G6OyS5dg16FDkcdGDX2RvHPn8Jw6VWzNXAURdDrS/1pN8nffYcjKAox+cx4TPkTh5YVgMKC6dIns8HCU4eGob9wEwCIw0JhZ1r071s2aIZGWLIB0O+M2oVGhhEaGcifrzmPHe9h40DugNyEBITR2a1woYJahymB39G7CIsM4lfigmefwPXr6nzT+ysa5wPujZQgPCbg5WzrTK6AXnX078+eVPzkcdxiANl5tmNNhDt52lb+Dot6g59nNzxKVFcX7Ld7ntcaPLi0tCzeDe6G9e9f4hVRK3ePHkNnbl3ie3LNniR4xEkGjwfG5IXjPmVNkUFR17Tp3hg/HkJmJbedO+P3yi/h0WeShbD8fz7g/z+DtaMXRKT3MLUdERESk3BEEgfjp08lcvwGZqyuBGzag8PQwt6wSkXf+PFEvDEViYUHQgYhq34lcxHzoDXpkUtlD96uuXiXy2UHGn8Ujh5HZ2VWgOpHHkbl1G3ETJyKxsqL29m3FqkYxJ3FTp5G5YQMuI4bjOWWKueUUm+IGyUznfl2Jydi0CXQ6rJo1fWiADMChXz/yzp0jc/s2MUhWxdClphL73vvknjR2nbSsXx+v6dMKvKbA2D3JukkTrJs0weO999DExIBej0XNmmVau5ZTLcY1H8fYZmO5knaFsMgwQqNCSchJKHJ8Um4SKy+vZOXllQWdGnvU7GEMtkWGcjTuKDpBV+Sxq7tIaXFTj3c6bG0jLRQgs1PY0cO/R0E6dr7BfacanVh7bS1fnf6K4wnHGbxlMFPbTKV/rf6VOjCzO3o3UVlROFg4MLTe0McfUAZsWrYk816QzKpJ41IFyABsnnqKGl9/Rcz4d8n8ez1yd3c83n33gTGa6Gii33gdQ2Ym1s2b47twYaX+PoiYn7QcY5OQpGw1BoOAVCr+vIiIiFRvJBIJXjNmoLp4CfW1a8R++AE1V6x4ZIZ2ZSM937C/T28xQCZSrjwqQAb3PLgDA9FERqIMD8dx4MAKUibyOPTZ2SQu+BwAt7ffrvQBMgC7Ll3I3LAB5f6IKhUkKy5V51OmlAiCQMbffwPg/C8T9qJwCOlD4vz5qM6dR3P3LhZ+fhUhUaSM5F24QMw749ElJCC1scFj4gScXngBiezRHxam7ggpkUho6NqQhq4Neb/F++TqChtj6gU9ZxLPsCNyB/vv7idGGcOvF37l1wu/PjCugUsD+gT2IbhmMC5WLg/s0/VOQH32HHP79OLT/wRWLGWWRXZ+lEgkDK0/lLY+bZl6cCrnU84z9dBU9t3dx4y2M3C2qnydlgRB4Nfzxv+XVxu8Wi5eb//GpmULMjduBMC2bbsyzWXfsydeMz8h4eNPSP3pZ+Subri8avRS0yYmEv3a6+iTU7CsVw+/X35GamNTZv0i1ZvUHGPTEb1BIDVHg7u9pfnECAJkxoBBC1IFSOUgu/evha3xvYiIiIgJkFpZ4fvtQiKHPEfeqdMkL1yIx4QJ5pZVLPTZ2WTtCAXAeWj5PugTEXkcEokEh5AQUn78kawdoWKQrBKR8v336JNTsAgIwOW1UeaWUyxsO7QHhQLNnTtooqKwCAgwtySTUu2DZLknT6K9E43UxgaHkJBHjpW7u2Pbti05R46QtX37Ax0wRSonGevXkzBrNoJGg0VAAL7ff4dlnTrmloVEInloUKerX1e6+nUlV5vLgZgDhEYafQd87HzoG9iXPoF9CHQMfPjkfrWNr1JQ06Emv4X8xrKLy/jpn5/YfWc3ZxLPMLvDbDr7di7VnKZArVc/UFYKcDj2MNfTr2Mjt+HlBi+XuwabFvd9nmzbld33xPmFF9ClpJCy6DsSP/0UuZsrNm3aEP3662hjYlDU9Md/ya/IHB3LvJZI9Sct535n3qRslXmDZEd/gF3Tit5n5QRvRYBzQEUqEhERqcZYBATg/emnxL73HqlLlmL99NOl8gytaDK3bEHIy8OiTm2sn37a3HJERHDoawySKY8cQZ+ZKV6DVgJU166R9scqADynT68yJvgyOztsWrQg99gxlBERuIhBsqpFfhaZQ79+SG0fn4ni0L8/OUeOkLl1G65vvSWWQFVSBI2GhHnzyPhrNQB23bvj8/n8UpfImQMbhQ19AvvQJ7BPha4rl8oZ3XQ0HWt0ZOrBqdzKvMW48HEMCRrCR60+wkZRcVlN+c0P9tzZg0DR9ogv1n8RR8vy/xBX1KyJbYcO6DMyTHYx6zZmDPqUFNL//Iu4iR+hqOmP5uYt5J6e+C9dJjYIESk2qf8OkmWpaeRjJiF6LRy5Z/grtwbBYMwoyw9yqzLgxm5o/aaZBIqIiFRHHPr0JnfYMNJXriRu8hQCN6w3eUWAKREEgYw1awFwfmGoeD8hUimwrFMHy7p1UV+/TvaePTgNGWJuSU80giCQMGs26PXY9+6NXceH20JVRuy6dLkXJDuAy4gR5pZjUqp1kEyfmUn2zl0AOD3/XLGOsQ/uScLMmWhu3UJ97RpW9euXp8QnDvXNm+QcP45EJkdiZYnUygqJpSVSS0ukjo5Y+Pkhe4iJnkGtRn31KnkXLpK5dQuqc+dBIsHtnf/h9vbbJTbcf9Jp6NqQ1f1Xs+jsIlZeXsn6G+s5Hn+cuR3n0tC1YaHxCqmiyFLO0hJxN4JPjnxCqir1oWM8bDwY3nC4ydZ8FBKJBP+lS0w+p+e0aehS08jeuRPNzVvInJzwX7YUC9/K7zcgUnlIU94PkiVmFd0evkK4shWUCWDrAe9fAvm9J54GA4TPgsMLIfGi+fSJiIhUWzwnTiDv/DlU584T+9771PxzVaXNusj75x/U168jsbTEceAz5pYjIlKAQ98Qkq9fJ2v7DjFIZmYyN20m78wZJDY2eE6ZbG45JcauSxeSPv+c3JMnMeTkFCshqapQrYNkmVu3IajVWNati1WTJsU6RmZvj13XrmTv2kXWtm1ikMxE5F26ROrPv5C9e/djx8qcnFD4+2Ph54fC3w99WjqqCxdQ3bgBWm3BOKm9PT5fLMC+a9dyVF69sZJb8VGrj+jq25Xph6cTo4xhZNjIosfKrOji14WQgBA6+nbEUla6cq8cbQ5fnPyC9TfWA1DHqQ5zO8wtssTUUmb5WCPSyo5EJsPniwXE6nSoLl3C9/vvsaxdunJZkSeXf5dbJmapzSfkxD3/xJaj7gfIAKRS8G5qfJ8gBslERERMj8TCAt9vviFy0GBUFy+S/PU3eE6eZG5ZRZKfReYQEiKWtIlUKhxCQkhe+C05x46hS0lB7uZmbklPJHqlkqSvvgLAfewYFF5eZlZUciwCA1D4+aG9e5eco0ex79nT3JJMRrUNkgmCQMa6dQA4Pf98idKcHfr3I3vXLjK378D9gw/EDKUykHv2LCk//0xOxIGCbbbt2yOxsUZQqRFUKgxqNYJajS4tDX1KCvqMDPQZGajOny80n8zZGasmjbFu3ATHwYPFbBwT0dq7NeufWc/nJz5n6+2thfzBAFR6FTujdrIzaid2Cju6+3enb2Bfmns0R0Lxfr8upV5ixuEZxCpjkSBhRKMR/O+p/5U64FZVkFpY4PfD9wgGg/j3RKRUpP7Hk8wsJFyA6CNGg/4WRRjLet57GJV0GQx6qOIBbhERkcqHwscH73nziBk7lrQ//sD5pRfL3KXc1BgrHrYC4PyiaNgvUrmwqFkTq6ZNUZ0/T1ZoGC7DXjW3pCeS1F8Wo09JwaJmTVyGV0zVjKmRSCTYdelC+h9/oIyIEINkVQHV5Suor11DYmGB44D+JTrWrksXpHZ26OLjyTtzBpuWLctJZfVFExNL/PTp5B47ZtwgleLQrx9uo9/EMijooccZcnLQ3L2LJjoabXQ0mrsxSO1ssW7SBKvGTVDU8BF9HcoJewt75nacy4x2M9Ab9IX2R2ZGEhoZSlhUGIm5iWy5tYUtt7aUai0fWx/mdpxLK69WZZVdpaj2ATJBgJ1TQaeCvl8Zs4tEyozBIJCeWwkyyfKzyBoMAAfvwvtdaxt9yrS5kBYJbuZvoiIiIlL9sO/eDdtOncg5eJCkhQvx/eYbc0sqwKBWEzdlMuj1OPQNwbp5c3NLEhEphGP/fqjOnydz21YxSGYGNDExpP32GwAekz5CUknLxovD/SDZAQRBqDb36dU2SJa5eTMA9r16IXNyKtGxUktL7IODydy4kcxt28QgWQnRZ2dzd/RoNLdvg0KB07MDcX3jjWI96ZPa2mJVv75Y5mpGLGWWUEQCSCO3RjRya8QHLT/gbNJZQiND2X1nN2mqtGLPLZVIGVh7IB+1+gg7CzsTqhapFCRfhWM/Gt83exn8nqwgaHmRpdKiN9xvbGHyTLKcVNj0NjjUgH5fFZ0BlpcO543lQ7QeXfQ8Uhl4NIC4M5BwXgySiYiIlBseEz4k8tAhskPDyBs5EutmzcwtCYCU7783+o+6ueE5Y4a55YiIFIlDSAiJ8z9Hde48muhoLPz9zS3piSLpy68QNBps2rXFrls3c8spEzatWyGxtkaXlIT6yhWsGhb2ta6KVNsgWXZYGDaA03PFM+z/Lw79+5G5cSPZYTvxmjYNiUJhWoHVFEGvJ/aDD9Hcvo3cy4uaK3/Hws/P3LJETIhUIqWFZwtaeLZgapupqPXFz2qRSWRYyKru0xKRx3B12/33lzeJQTIT8e9SSzB2tzQZmhz48wWIPWX82s4Duk0tPO7sKtDlgWdj8G/38Pm8mhiDZIkXofFg0+kUERER+RdW9erhOHAgmZs2kfTFl/iv/N3sGQx5//xD6tJlAHjPmonc2dmsekREHobc3R3btm3JOXKEzG3bcB871tySnhhyT58mOywMpFI8J082+9+tsiK1tMS2XTuUe/eijIioNkGyalsLY8jJQeHvj03r0t2k2bZpg8zNDX1GBjlHjphYXfUl6YsvyTl4EImVFb4/fC8GyKo5UokUa7l1sV9igKyac3X7/feXNxvLL0XKTL5pv42FMcMrWal+ILOs1Oh18PdrxgCZwsa4LeJzuL7rwXEGA5y8V2rZ+k141AWd1z1fMtG8X0REpJxxf3c8EgsLck+dQrlvv1m1GFQq4iZPAYMBx4HPYN+jh1n1iIg8DocBAwDI2roNQbxeqxAEg4HEz+YB4DRkCFb16plZkWmw69IFAOX+CDMrMR3VNkgGxiyy0noASeRyHEJCAMjctv0xo0UAMtZvIG3FCgB85s/DulEj8woSERGpODJjIO4sIDEGXDLvQuxpc6uqFqQqjUGyIA87pBLQGwRSc8qYTSYIsO09uB4GcisYtglavWnct+FNSI+6P/bmHuPXVo7Q5PlHz+vZ2PhvohgkExERKV8U3t64jDAaXid9/RWCTmc2LcnfLEQTFYXcwwPPqUVk44qIVDLsg3sisbBAExmJ+soVc8t5IsjcsgXVpUtIbW1xf3e8ueWYDLsunQHIO38eXVrxbXgqM9U3SCaT4fjswDJN4di/HwDZ4eEYcnNNoaraknvmDPEzZwLgNm4cDn36mFeQiIjIw4k+Bik3TDvntVDjv35toJ7xAQOXN5l2jSeU/Ewyd3tLXO2MnWDLXHK57zM4uxIkUnhuGfi3gd6fQo2WoMqAtcNBe8/77MRi479PDQML20fP63nv4UhWLORWjwslERGRyovrm28ic3REc/MWGRs3Fjkm78IFMrduK7cgWu6pU6T9/jsA3nNmI3N0LJd1RERMiczOrsAPK3PrtseMFikrhtxckr82Nhlxffst5G5uZlZkOhReXljWqweCQM7Bg+aWYxKqbZDMtlMnFB4eZZrDqmlTFH5+CLm5ZO/bZyJl1Q9tbCwx/3sHtFrse/fGbZxY1y4iUmnJuAvL+8KSHqYNYuT7kdXvBw2fNb6/JJZcmoJUpTEg5mJrgafDvSBZWcz7Ty2DAwuM7/t9bfyeAcgt4YXfwMYV4s9B6ERIvQU3dwMSaPna4+e2cgCne01aEi6UXqOIiIhIMZA5OOA2dgwAKYu+e+ChturKFe6+PYao518gbuJEol55BXVkpEnXN+TmEjd1GggCjkMGF5QdiYhUBRwH9Acga/t2BH3hzvYipiN1yVJ0SUkoatTAZfhwc8sxOQUllxHVo+Sy2gbJHAc+U+Y5JBIJDveyybLEkssiUV2+zN0xY9GnpWHZsAE+8z4rdYmriIhIBZB4CQQ9qDKN/lOmIC8dog4Z39fvB0HBoLCFzGijibtImcg37nextcTT3gqAxNJmkl3dDts/NL7vMglajnpwv6MvDFkKSODM78aMMjB+T11rF2+NfF8yseRSRESkAnB66SUUvr7okpNJ++031LdvE/P++0QOGoxy/36QSpHa2KA6d57IQYNJ+/PPh3ow6VJSyFi/nvS//iJz+3aUhw6Td+EimuhodMnJ5J4+Tfrq1STMnsOdV4dxo1t3tNHRyL298Zw8uWJPXESkjNh27ozUwQFdUhK5J0+ZW061RRsfT+oyY1MPj4kTkFpamlmR6bHrei9IduiwWUvfTUW17W5p1769SeZx7N+f1J9+RnnoEPqMDGROTiaZtyojGAwoIyJIW76C3BMnAJC5ueH3ww9IbWzMrE5EROSRpN68//7kEmg9uvjBj4dxfRcYdODR8P5cdXvDpQ1waRPUaFG2+Z9w8sstXW0tyLyXSZaYVYpMMr0OtowHwQBPD4euU4oeV7sbdJ8Ge+feD3S1Hl38dbyaGDMLRfN+ERGRCkBqYYH7++8R9+EEUn78ieTvvjc2HAEc+vbF7Z3/IbWyIm7qVHKPHiNx9hyU4Xvx/uxTFJ6e6DMzyd6zh6zt28k5drzg2GKvb2+Pz/z5yOzty+P0RETKDamFBQ69e5Gx7m+ytm/Dtm0bc0uqdggaDXFTpyKoVFi3aIF9797mllQuWDdrhszREX1mJnnnz2Pz9NPmllQmqm2QTCI3zalZ1q6NZf36qK9eJWvXLpxfeMEk81ZFDHl5ZG7ZStpvv6G5fdu4USbDISQE9/+NQ+HtbV6BIiIijyft1r03EmNga88nMPSPss3571LLfBo9awySXd4EwbMf3RFR5JGkFWSSWaBUGzPJkrJLkUl29zjkpoC1s7HM8lHfk44fwt2TcGMnOAdC7RJ0aisw7y9luWXqLXDyB5midMeLiIg8cTiEhJC2fAWqi8bgvF2PHriPf+eB7nH+S5eS/scqkr76ipzDh7n9zECsmzcj58hR0GoLxlk1bozC2wt9Zhb6zEzjKysLITcXuY83lkFBWAUFYRkUhGXduljUqlUtM0NEngwc+vU3Bsl27sJzxgykFmInelMhGAzETTEG5yU2Nnh9PANJNb0elshkWLdsiTI8XAySPSk49u9H0tWrZG3bXu2DZAaVipyjR1FdvIQuKQltUiK6pGR0iYno/9WtQmpnh9MLL+Ay7FUxOCYiUpXIzyRr/w4c/R6ubIU7R6BmKbNvtXlwM9z4/t9BsjrBxi6XGdHGrpc1qvaHpTkpKLe0s0CtM2Y4JJUmk+z6veYKQb0fH4CSSmHwYjj0jfH7WpIyeq97QbLka6DTgLwEF9xHvodd06DNGAiZX/zjREREnmgkUik1vv6K9DVrcOjdG+umTYsc4zJ8GLYd2hP30SRUly6RE3EAAMu6dXHo2xeHviFY+PsXuYag1yORycr1PEREKhqbVi2Re3qiS0wk58AB7Hv2NLekaoEgCCTOn0/W9u0gl+O7aNEDQfvqiFWjhijDw1FdumxuKWVGDJIVA4e+fUn68ityT55Em5CAwsvL3JJMTL5HTwAA7sdJREFUii49HWVEBMrwvSgPHULIy3voWIWPD87Dh+H03HPI7OwqUKWIiIhJSL2XBVq/P6iz4PQK2DkN3ggvWSAkn9sRoM0Bhxrg3fz+dgubeyWXG43ZZGKQrNSk5RizxlxtLTAYjD46pfIky+9AWq+Y3YetnSB4VsnXcaoJlg7Gn6+U6/eDZo8j9rQxsxGMnTe7TwdL8XNGRESkeFj4++M5ceJjx1nWrk3A6r9I+2MVBqUShz69sQwKeuxxYoBMpDoikclw6NuXtOXLydy6TQySmYjUJUtI/30lAD7zPsOuYwczKyp/rBsZO5yrLl0ys5KyIwbJioHCxwfrli3IO3WarB2huL426vEHmRlBr0cbE4P6xg1U16+jiYxC+FcqeT76lBRyz56Ff3U0kXt7Y9u+HQofHxSensg9PJDf+1fm5FRt00RFRKo92jzIijG+d60DXafChb+N5vqXNkCT50o+579LLf/7t6HhQGOQ7NIm6DlLLLksBYIgPFBuKcH4f1hiT7KUG8YsQqmiZKWTpUEiMZZcRh8xepoVJ0imyoK/XzOWAANolHB5Mzz1SvlqFREReSKRKBS4jhppbhkiIpUCh/79SFu+HOW+feiVSjERooxkbNhI8ldfA+AxeRKOAwaYWVHFYHUvSKaJjESvzEFmZ2tmRaVHDJIVE8f+/Y1Bsm3bKm2QTHX9OhmrV5N37jzqW7cQVMW/ibKsVw/7Hj2w69Edq4YNxUCYyBPJ6Ttp5Gr0dApyN7eU8iHtXhaZlSPYuBiDGR3eg31zYc8sY3aZwur++Nw0OPoD3NoL3aZB0H+eLhr097OT/l1qmU9QL5BbQ8YdiP8HfJ4qj7Oq1mSrdWj1xuwxV1tLLGTGbL8UpRq9QUAmLebf6vzvU2AnsHIoD6kP4nUvSJZwAZq9+OixggDbP4D0KHD0h8aD4PC3xmwyMUgmIiIiIiJSrlg1bIhFrVpobt8me9dunAYPMrekKkv2/v3Ez5gBgMvrr+E6cqR5BVUgcje3gtJd9ZXL2LRqZW5JpUYMkhUT+969SZj7KarLl1HfvIllnTrmlgQYswxyjhwhbfkKcg4demCfxNISyzp1sAwKwqJ2rSI7T0otLbFp2xYLX9+KkiwiUikxGARGLj9JnkbPyWk9cbathsalqfdM+11q38/qajcOTi2DzGg48Qt0eBeUyXD0OzixxFhKCfDXi/DcUmN2WD53TxiN4K0coWYRaeQWtlC3lzEj6NImMUhWCtKUxiwyGwsZ1hYyLORSpBIwCJCqVOPhYPWYGe6RHySrG1JOSv9DgXl/MTpcnlsNF9aBRAZDloCTHxz5DqKPQspNcHvE561aaSzrdPAxjW4REREREZEnDIlEgkP/fqQs+o6ssFAxSFZKVFeuEPve+6DX4zhwIB4ffmhuSRWOVePGKBMTybt0SQySPYx58+axYcMGrl69irW1Ne3bt+fzzz+n3iNM61asWMGoUQ9mallaWqIqQVZUeSB3dsauUyeU+/YR++EEav6x0qytngWNhsztO0hbsQL1tWvGjVIp9j174tCvH1b16qLw8xP9E0REikm2Ske2yljqdTslhxbVMkh2z7Tf9V9BBwsb6DEDNo2BA19BVrzRp0x3z5vQqynYexu7HK4bCQN/hOYvGffll1rW7fNwI/iGzxqDZJc3Qc+ZYsllCUn9V6klgEwqwd3eksQsNYlZxQyS5abB3WPG98X1Iysr+SWWCReNmWIP+76n3ITt9y4iu00B/3vt5+sEG3/mzq58uC+aXgvLQ4wNAt7cW3zvs5LwKO0iIiIiIiLVBIfgYFIWfUfuseMYcnOLTK4QeTiCwUD8zJkIKhW2HTviPXcOktJ4/VZxqot5f7l+5yIiIhg3bhzHjh1j9+7daLVaevXqRU5OziOPc3BwID4+vuB1586d8pRZbDynTUXm7ob62jVixo7DoC6FcbIJ0CYkcHvQYOKnTEF97RoSGxucX32V2jvD8F30LQ69e2ERECAGyERESkBarqbgfXTao/9GVVnS7mWSudZ+cHvToeDVBNSZcPwnY4DM52l4aQ28dQBe+gueGgaCATa9DSeXGIMHV7cbjy+q1DKfur2NJZfpURB/rlxOqzqT70fm+q+grYe9MTCWlF3Mh0c3dhm/d55NwKnorm0mx6MhSKTGTMPshKLH6DSw/jVjtmJAJ+j4wf19T71q/PfcX6DXFX38qWWQcB70ajjwhWn1Axz8Gr6oA8nXTT+3iIiIiIhIJcKiTh0UNWogaDTkHDtmbjlVjsyNm1CdO4/Uxgbvzz5FonhMF/FqSnUx7y/XIFlYWBgjR46kUaNGNGvWjBUrVhAdHc3p06cfeZxEIsHLy6vg5enpWeK19fc6gJkSC19f/BcvRmprS+7Jk8RNmIjwL8P7ikATE8udV4ehuXULmasr7h98QNC+vXhNn4aFn1+FahERqU7kByMAolMf3uG1MnIzKZufI26h1RsePTC/s6Xrf8rXpDLo+yVY2INva3hlvTEzp14fYxaNVAYDFkGbt43jt38I296H9EiQW0GdR3RCsrCFoGDj+8ubSnV+TzL5nS1d/hUk83SwBErQ4fLaDuO/FZVFBqCwBtd73eIeVnIZPssYOLV2hsGLjT9n+dTtAzZuoEyEm3sKH5ubBvs+u//15c2mD2Zd3GAM8t0KN+28IiIiIiIilQyJRIJdly4AKPdHmFlN1UKfnU3S10ajfrdx41B4eJhZkfn4r3l/VaVCcwAzMzMBcHFxeeQ4pVJJzZo18fPzY+DAgVx6RCRSrVaTlZX1wAvgclym6YT/C6sGDfD94QckCgXZu3eTMGcOgmD6gFxRaKKiuDNsGNqYGBT+/gSuW4vb6DeROTpWyPoiItWZjH9lkt2pYplkH649x/zQq2w8E/vogfnlli61Cu/zbwtT7sIbu40G/f8tMZNKoc986DTB+PXp5cZ/a3UzBsIeRaNnjf/mZ56JFJv8cktXG4Uxg+/kEp6SR6FAV7wOlzo13LwX5KlXQX5k+RSUXF4ovO/2fjj6vfH9wB8Le4rJLe4b/p9dWfj4fZ+BKgM8GkFQb0CAQ9+YSDhgMNzPvMz/vREREREREanG2HXrCoBy//4Ku7+tDqR8/z361FQsAgNxGfaqueWYlXzzfgQB9dUr5pZTaiosSGYwGHjvvffo0KEDjRs/3DekXr16LFu2jM2bN/PHH39gMBho3749MTExRY6fN28ejo6OBS+/e9lUCcV9wl4KbNu2weeLL0AiIWP1GlJ+/LHc1spHffMmd4YNRxcfj0WtWtRcuRKFj2hUXBzO3c1gycHbGEyUXZir0XElPouwi/H8HHGL78JvkKt5SDmQSJXh35lkd9NyzaikZNxNy+VcjPGhwJno9IcPVGVBTpLx/X/LLfN5nPeSRGL0L+vxyf1t9fs+XmTt7oAEUq7/n72zDm/q7N/45yRp6m6UlhYt7u6+sTHGxsbcB3PXd+/c5Z27KzA2GLANhrs7pUVLS91d0jR2fn88OUklaVNBxq/3dfVKmpycnCRHnuf+3vf9hYq8xpdvgw1KcP/EqtVCwbfice5PnEOC+x1cfeAWWP4YHPoVjE4Is5RtYKgAn3YQcZYbJzgL79eXwZ8PiPtD7nS+DymWy5Orau83uUeF1RJg2psw/mlx//BvUNxK8Qzl2WC0ngeUhhdtaEMb2tCGNlzA8Bo2DMnTE1NeHtXH/r0Ex9mE/uRJiubNByD82WeRtBdgpnET4XEBWC7PWnfL+++/n4SEBLbV6cBYFyNHjmTkyJG2/0eNGkXPnj356quvePXVV+st/8wzz/DYY/Yck7KyMjp06EBe2Zm1S/lNuxhT0XPkvvIqBZ98itrXj8Drrm3wwJBlmeoTJ9AdOIBbRATew4ah8m5EgQHojx8n7Y47MRcV4R4bS/T336EJCWnNj3NB47llCcRnlhLh78n0fhHNWkdyfgWvLD/K0awy8srrE7AB3lpuHhHT0k1twzlEic5ou5/2LyLJVh+x5z0pZJlDKKoY71DRjbIlGPuYUP6kbIO+sxtf3jMQwnsLsiR1O/Ru65rkKooqDbhhYmzOT+KB8D5UF6XjbiylQ9Ux2HcM9n0nsrtu+qN+AwVbV8uLhRrwbKJdX3FbV0m25jkoTYeAGJj6ivPXh/WEyCGQuU90wBz9kMjCW/0MyGbocRl0FtYQOk8Q6rTtH8Fl77d822uqx4raSLI2tKENbWjDhQ+VuzveI0dSsWEDFZs349Gr17nepPMasiyT+/obYDbjO3UKPmMcdHr/fwiPPr2p2LCBqoQ2kqxBPPDAAyxfvpwtW7YQFRXVpNe6ubkxcOBATp1ybHdwd3fH3d293uNnUkmmIOiGGzAXFFDw+RfkvvEGee+/j+eAAXgNGYLXkCF49u+HRaejcvt2Krdvp2L7DswFBfYVuLnhNXAg3qNH4z1mNB49e4IsYy4qwpibhykvD2NWFvmffIKltBSPXr3o8N23aAIDz/hnu1AgyzJJ+RUAbE3MbxZJVlFtYs7P+0jOt1vwArzciAn2prLaxKm8CpLyKlptm9twblAzuD+3rBq90YyH25ltflFtMjP35/34e7rx8XUDkJrRRW9lQg5+VNBDSmd/bi90BhNeWgendkUNUzePrLnof53dDucKYkZbSbIdbSRZE1BQaeAq9Rb89FngEw5z1rH9VCkv/LySy4Kz+U8/Hez9Hk5vhlXPwPR37S+WZTtJ1t0FxV9rQ1GSFZ4CY5XIKTu1Dg5YCb8rPgd3n4bXMfAmQZIdnAejHhSfJ3kTqLVw0Wv25cY+IR4/OA/GPwW+7Vq27TWJsZJ0odRzc6GTaBva0IY2tKEN/2L4TBhPxYYNlG/aRMi9957rzTmvUb56Nbrdu5Hc3Ql7+j/nenPOG1wI4f1nlCSTZZkHH3yQpUuXsmnTJjp16tTkdZjNZuLj47n00qYN8HNLXez61UKEPPggAMULfsVcUoJu1y50SkcQjQZMtW14kqcnXgMHYkhPx5iejm7PHnR79pD/wQeovL2x6PXgoBmAZ//+dPjma9R+fmf8M11IKKgwoDOI73NrYgGyLDeJiJBlmacXHyY5v5J2fh58duNAuoT6EOAlFIO/7knjmSXxpBT+uzKs2lAfNTPJQNgYu4X7ntH3/H1fBltO5gPwn0t6EBng2aTX55bp2Z9azOdu33Kpeg9zDI9zJGsEQzs6yH1USLIgJ1bLM42YUbDnK0jZfm7e/1+KsooK3tAsE/+MfgTcPAnzM5Ahh/FHdQf+c9EUiB4JC2+Evd9AWA8YOkcsn5sAZRmiu6iiuDqb8G0nwvd1BZB3VOx7f4prJsPvhY5jGl9Hn6sE+VdwQqgQV/9XPD7yAQiqMaboOAY6DIf03bDjE7j49ZZtey2LpSy6s4b1aNk629CGNrShDW04z6GE9+sPx2MqLEQTHHyOt+j8hEWnI/ettwEInjsXbVRk01dy4BdI2QqXfyqyWC8Q1A3vV/s07pw733BGvRf3338/8+bNY8GCBfj6+pKTk0NOTg5VVXYr5C233MIzzzxj+/+VV15hzZo1JCcnc+DAAW666SZSU1OZM2dOk947x5VAYyeoMpj5Y39GrYwiZ5AkidCHHqLbju10Xv437V56Eb/p00VgnZUgc+/Zk+C5c4j+8Udid+8i+vvv6Lp2DV1WryL8+efwmTgRlZcXlspKQZCpVGhCQ/Ho0wefSZMIvusuOnz33QVNkB3NKmNbYkHjCzYRNW1zmSVVpBQ2zUb3w/YUVsRno1FJfHbjIAbHBNkIMoCYYC/xPk1cbxvOP9Q93lPP8G+qN5r5bINdIXs4vaTJ61h9JAcNJiZqDgMwSXWQOGfrUZQxzvLIzjRiRonbvCOiM+EZRmphJSPfXM+H61q54+FZxoiyNURJBRg9Q2HI7QCEWbtbFlZUYzJboMd0mPyCeME/TwlFFdhVZF0mChXX2YYk1QjvT4DVz0J5lmgcoWxvY/Dwszd+WHSb6KjqEy4sv3XfS2kqse+Hlu9jdcP6Wzm8P7dMzzdbkimsOPOq9za0oQ1taEMbXIVbeDjuvYS7qWLL1nO9OectCr7+GlNODm6RkQTPubN5K1n/ishTTb2wCsgXQnj/GVWSffHFFwBMmDCh1uM//PADt912GwBpaWmoauSkFBcXM3fuXHJycggMDGTw4MHs2LGDXk30RLeEJPt1TxqvLD/KbaM68tLlvV16jaRS4d61K+5duxJ43XXIsowpKwvJw8MpA6+NiSEoJoagG29ENhioTklB7e+PJjgYSXPW4uLOOWRZ5rYf9pBfUc3aR8fRNaz11DtpdboUbkvMp1OIa2z2vpQi3vhHHNjPTe/J4Jj6NteYYLGu9GIdZouMWtV0u1wbzg8UV4pMMje1hNEsn/FcsoV70mqdpw5llHBJ36bZgVfG59BPSsZTFusZrjrGB85IssJzTJL5hEFIrAjvT9spiJ0ziN/3pZNdqmfRvgwemRLbuis3VMKi2yGiP0x6tnXXXQOyqZqbjYtAgoqhDxJoJbqCvd1RqyTMFpnCSgPhfh4w5lHIPy4GW7/fCnM3wIl/xIrOdlfLmgjvI0i7PV9bA/wluOIL0Hq5vo6BN4vMtUqhumTKS+Du4DrRbSq06wc5h2HXFy37bRRSzDtMNLxo5Vyyt1ceZ8nBTBbsSeOXO4cRFdiE76MNbTjT+PN+YY2fsx68Gu5I34Y2tOHCg++ECVQfPUbFpk0EXHnFud6c8w6GjEyKvhMNhMKf+Q8qj2bEMeiK7A21ilNab+POE3j07k1Fbi76I0fwGjLkXG9Ok3FGlWSyLDv8UwgygE2bNvHjjz/a/v/ggw9ITU2lurqanJwcVqxYwcCBTe/IlV9e3exuhkeyygBILmi+hU6SJNwiI12WqEpaLR6xsbiFh/+/IshAqL3yyquRZdh0Ir91110oVIsKebXtlGtqtYKKau5fcACTRWZG//bcOqqjw+Ui/DzQalQYzTJZJWe2WUQbziyKrXbLnhFCsXkmSTK90cxnm8Ske2B0AACH0xsI3XeAwopqdp8uZJTK7vfvosomPf20kxdYJ/3nym4JdjVZ6o4z/lbrjoqBR2ZJFcUuqIKbhCPLIHE1bH0XKlr3nFUThn3ziJQKyJUD0A67w/a4WiUR6iPUZLkK0SpJMONjiBoK+hKYNwuyDgISxE47Y9vYKJTwfqXD5cj7IXpE09YRM0qozwDaD4J+TrLwJAnGPi7u7/lKdNFsDswm+4C120XithU7XJotMhtOiP3zdEEls7/cyam2XMs2nC+oLICD86EoWWQItqENbfh/Bx+rwKVy+3ZkQyuPoS4AFHz5BbLRiNfIEfhMntzMlSTa71+QJJkQOFU5yyUzGeCvhyB+8VncKtdxlltdnT0YzTIFlc2zMShB7zmlbaTH2UB8pp0c2O4iieUqUq1Kssk9wgDYkVQo7EkNwGS28OCCg+SWVdM1zIe3ZvV1mmOmUkl0CBTqjjNtz2vDmYVCkvWPCgDOLEk2f3ca+eXVRAZ48rJVrRqfWdokYn/t0VwsMkzxPFHr8ajSQ/UtXLoiQZyAnWw4F4ixZlClNNzluKVIK9RxIrfc9r9S+Gg1xP8ubmULHPurddetwGRAvf09AL6xzMTLu3bAvWK5zK3ZpMbNA66dD35R9gFX5GCh4jtXUML7AYK7waTnmr4OScI8+SWqwwfA5R833KWz5+VCsagvhb3fNv29AEpSwWISWW5KblorkmQH04op0Rnx89DQJdSb7FI913y1k/iGutO2oQ1nC4lrAOu16CwUNNrQhjacf/Do0wd1cDCWigp0Bw6c6805r2BIS6N06TIAwh5+uFlNtwCRtargAiTJPPuI8Z/+yFHHCyRtEI2cNrx6FrfKdVywJBlATjPC+2t2Q2zO688WkvIrOJxRcq43o1VQkyTbfboIg6lhEqspSLcSHZf2jcDf041yvYnDmQ1PRN5fe5KdyYV4adV8edMgvN0bVvZ1tFouU4v+PeH96UU6Zn66jYV70s71ppwXkGWZYp2wW/bvEACcOZJMZzDxxSah6npwUld6Rfjh4aaiotpEcoHrapJ/EnLQYqSPxXqR7TwREJbLevu4oiLzi2yaza21oSjJcg43X+XjAtYdy631/5GsViQfynPg9Bb7/0eXtd66a+LQPDTlmeTKAazznFZvEBbmK6T9eeV1rlO+4XD9AnCz/s7dz6GKDCC0O3gEgKQSNstmZKNlllQxa1MI3VOfYk1haMMLq1QwxppXtutzoQprKmpak0O6ifutaLfccFyoyMZ3D2PRPaPoG+lPUaWB67/Zxe7kQttyJrOFHUkFvPhnAqPf2sD4/23ky81J9ZqMtKENrQolyxAgbde52442tKEN5wySSoXPuHEAVGzcdG435jxDwedfgNmM9/hxeA4Y0PwV5V/YJJktvD85WeSu10XWQXFbli26sZ9nuKBJsuxmkFwFFQbK9WJQXaY3UVndjAH2GUZSfgXTP97K5Z9u593VJ5ptKz1fcCTTPlnWGcwcSCtutXUr6q6OId6M6iKsrw01CDicUcLnVhvc21f1cykfLdoa3v9vUpIt3p9BXEYpzyyNZ5PV9vP/GWV6E2brcTSggz8gSLIzcWzN25VKQYWBDkGeXDU4Co1aRd9I8Z5xLlouS3VGdpwqYKB0Co2lWgSZW0Pdh6uO1Q/vP9d5ZAr8IyGwo1Bgpe85Y2+jkGQR/oJISmhNJVnCErH9gdbOiinboEIcQxaLzKqEHDJbar02VcMWoSL73DQTH9/656FwR0oyBRH94YbfYNCtMHRuy7alpVC7we0rRUZah6FNfvmWk/lc9vFW2z6d0EiRA4C+V4NnoMgwy9jb5Pe0kcrBXezKy/JsqG4dS6RCkk3qEUqQt5YFc4czvFMQFdUmbvl+D99tO83Tiw8z7I313PDNbn7amUpmSRWphTreWnmcEW+u55kl8ZysoZZsQxtaBaZqUd1XkH/srDRaaUMb2nD+QbFcVmzefG435DxCdfJpSv8SDoLQBx5s2coKajSWugBJsprh/frjx+svoJBk5mq72+U8woVNkjVjoqKoyBS0pAHAmYDRbOGRhYfQG4Xa6tONp7jrl/1UnIdkniuQZdmmJOsWJuxErdXlsspgJq9cTCBjgrwY0y1ErL8BS+d320Se0+X92zOjf3uX3icmSCHJ/j1KMoWIlGV48NeDJOf//87DUTKrvLRqOgZ7o1ZJGEwW2/7TWqisNvHl5mQAHpzUDTe1OAX3s1o8XVWHrjuWi8kic5mfNc+g4xiIGQ1Ad1UGSSmptV9wPuSRKbBuJ6lnxnJZqjOy+7SY1N03QXzeVlWSKVbLEfeJfKwalsv5u1O5Z95+pr6/mV92pTafZD04D8oyqHIPY6F5IkHe7vUWCfezKsmcXaM6jRPWRM+A5m1DayK8F7RvWraoxSLz8fpEbv1hD8U6I1rrseKQFKwLtRt0sWaEJK5u6tbW6ATbVYSWe1qDy4uSm76uOsgqqeJ4TjkqCcbHChusr4cbP90xjCk9w6g2WXh1+VF+25dOUaWBQC83rhkSxXe3DuF/V/ejV4QfeqOFX/ekcdEHW7jx29rqsza0oUVI2QaGCtGwIrireCx997ndpja04f8hdAYTTy6KY8Px3MYXPkPwHj0K3NwwpKRQfdpJ3u3/MxR8/jlYLPhMmoRn3z6Nv6DBldUgyfQlUNV6IpHzBYqaTJ+QUPsJWbaTZCBcGucZLmySrBkEV12SLPcsWi5dCZf+aF0i8ZmlBHi58fxlvdBqVKw7lsusz7eTdh4pmUxmC+uO5qIzNEzeZRRXUVplxE0tcftoocxwNVy/MaQXi+/D111DgJcbY7sKm87BtGKHCsGcUj0rDmcDcNc413ObYqzdMv8tSjKzReZgWgkAMcFelOtNzP15H2V647ndsHMIJY8s0EuLRq0iMkDJmWtd4vOnnSkUVRqICfZi1sBI2+P9ooSS7JCLmUQrE8TFZKK7VardcSx4h1AVIKxh7lm7kGtKl2tO+s81bCRZA1k3lYVw6FeobrpSZtPJPMwWmdhwH1u30NMFla2jCi44JS7qkhp6Xwm9rxCPH1kGCIUmCEXs88sSuPn73WQUN+G8UFUM2z+y5TPsj76NarQEe2vrLRrmK4iz1iZyzweU6Azc8dNe3l97ElmG64dF8/xlPQHIrWsvdYbYi8XtyTVN34C6pLKiwGwFy6WiIhsYHUhQjd/Vw03NFzcN5vph0UQHeXHLyBgWzBnO3men8M7V/ZncM5zZQzqw4qEx/H73SC7p0w6VBNtPFXLdN7t4Z9VxjI3kbbahDY3i5CpxG3ux3R6ftvPcbU8b2vD/FKuP5LBofwbvrj7Z+MJnCGofH7yGDAba1GQA1adOUbZiBQChD9zfspUZq6DYWtDWWDtjFqc6X/5fCqfh/WVZ9s6e0EaSnW00J1MsOb/2pLg5ls3mYP7uVAa+upYnFsU5zeTam1LE59Ysozeu7MudYzrx+90jCfN152RuBZd/to0drRx831y8u+Ykc37exwdrGz65Kyqy7u18mdhDkFiHM0oo1bWcsFFIw+hgLyRJIjrYiw5BnhjNMrtP16+8/7IrBZNFZlinIPpY7W+uQFGSpRXpahMT5ylO5pZTUW3CW6vmt7tGEuHvQVJ+JY8sPGSzHP5/g40k83YDBHkIrZtLVq438vUWoUR5eHI3NGr76XeANQftWFZZo5l8FdUmtiTm40E1kRXWykwnkRuh7TIWgN6GeDKKayhpzxe7JdgnXpkHwODg+5Vl+PVaWHYPfD0BchLqL9MA1h0TF90pPcMJ8XGnnZ8HsgzHslvBchm/SNx2mQQ+odDrCvF/6nZSU08Tl1GKWiXx+NRYPNxUbD9VyLQPt7JwT1rD54b8E7D8UXi/F6x9QZBlYb3Y4T8doBaZokBRkuWeZ2rnliKvTM/0j7ex6UQ+7hoV/7u6H2/O6ksH63nWJSUZQNcpIgct7wiUpDdtIwrrkMoKWaaQZy3ARpvVsn4zBTe1ijdn9WXLUxN5ZWYfRnUNqXWeANE5e1inIL64aTBbnprItUM6IMvw+aYkrv5y579K0dyG8wyyDCesJFn3SyBaIcnacsna0IazjeM5okiYlF9xTmN1fNsslzbkf/YZyDK+U6fi0atXy1ZWeAqQRWar0uDoArRc2pRkdcP7a6rIACrOnWLSGS5okiy7pPlKMo1KhCSfLbvlKqsyZPH+DG79fg+lVbVJonK9kUd/O4RFhqsHR3GpVSExoEMAfz0whv5R/pTojNz8/R5+39fECUEro1Rn5JedKQCsP95w3pWSL9M30p8If0+6hHpjkWFncsvJvlQrwREdZA8qH2NVk22tY+msMphZsFuE2N9hVbS5iqhAL1SSUI/k1+0qeB5if6qQ8w6MDqSdvwdf3TwYd42KDcfzeH/tiUZefWGiuFIcb4FegoxQJuTprUiS/bQjhRKdkc6h3lxex8obHeRFgJcbBrOFEzkNq6c2Hs/DYLIwPSANyWIUYfzW3CR1J9GJb7jqOIeUXDJZrj/pP5cI7Ai+7cFidJwXdXy5/fHCU/DNJNj3g0uhngaTxZaxN6VXOAC92/sBLmZZNQRZtpNkfWeL28AY0T1StpC4+VcAxnQN4cHJ3fjnobEMig6gotrEf5bEc9sPe+ur2bLj4JdZ8Nkw2Pc9GHVisHT5pzB3I3lV4jrkiCRz2N3yAsDiAxlkllQRGeDJkvtGMXtIB8AFe2ldeAVBlDUDLbEJajJjFZRar6HK8aLcFrbMbqk3mtmeJK49E7u3vONoVKAXb1/djy9uHISfh4a49BKmf7yNpQczWrzuNvw/RN5RKE0DtTt0ngDRI8TjmQfEcdGGNrShRfgrLot3Vh13ifRSxoLVJkvLc05bAJ/x4wHQ7d2HuULMkWWLBUtVFabiYttjFzr0J05SvlIUEUIeeKDlK1SslqHdIcg677wASTJPZ+H9dUmy8uyzuFWu4cImycqan0k2KDoQODsdLmva37RqFTuTC7nqix21Jugv/XWUjOIqOgR58uKM2ux1O38Pfrt7JFcOjMRskXnxzyOtosRqLn7ZlUKlwQwIZV5D36GiJFOUW2O7OSaxmgPl+1OC9cX6RS7Z9jqKu2WHMinWGekQ5MlU6+TaVWg1Ktrb7Hnnv+XygJUkGxQj9vF+UQG8fVU/AD7bmMTfcVnnbNvOFWraLaFGzlwrkmQL94qJ90OTujlUhyjh/YcaySVTCPWrgqz5EB3HgtL5MEaQZD2kNE6ctnYurcgFY6VQ1QTEtMInaSEkCToqlsvttZ8zm2D9K+L+0LnQ7SIR6Ln8EfjjzkY7Yu5NKaJcbyLER8sAa85bb+v3eqSl4f1ZB4TdTuMJPabbH7eqyYJThAT/SquNtnOoD4vuGcV/L+2BVqNi88l85u2qIaWvLISfr4Ck9YAEPS6DW5fDPdtg0M3g5kGR1YLvyG6pkEaFldWYLiCb3WmrmvvaoR3o3d6u6LV/XoPrHZC7XSRum0KSFVmPK48AQbQBBFvt9y20W+5MLkRvtBDh70HPiMabwriKS/pGsPKRcQzrKML/H/0tjkd/O3ReNh5qw3kMxWrZeTxovUVBw6edKGhkHjinm9aGc4+cUj0HW7Gx1vmKhMxSe5GxFZGcX8Fjvx3i801JttzUhnCyRsG0bhTQ2YS2Y0e0HTuCyUTiuPEc79ef4716c2LgIBJHjuLkkKEkjp9A2py55L79DiVLllIVn4Cl+sIq4BV8+ikAvpdMw6N7bMtXmG8lyUJixbkWLkiSTBMa6ji8P+sgFdnupGwMJz/BB8rblGRnFbml1U2SqOqNZptFaVRX0QnxbNgtT+QI+5uPu4Yl942inZ8Hp/IquPLz7RxKL2HF4Wz+OJCBSoIPrhmAr4dbvXV4uKl5/5r+9GjnS5XRzKL950ZNpjea+WF7CiDII6hPSCmQZdmm7uhjnQyN6dp4uL6rUGwnNZVko7oEI0lwMrfCZlOSZZnvrYH9t43qhNqqImwKYv5FHS73Wwc5g60kGcAVAyO525rD9uTiuJZ1TZNlOL7Crl76F0AhyRTFTnRQ69otiysNtnPLpJ6OFSSK5fJwA4MzvdHMRqtSqr/psHiw01j7Ar7hlHt3RCXJmFOsmV+KRSwgGjT1yZZzAsVyWTeXLG6BqK55BsHk5+H632DqKyIDLOEPqj8fy5b1y5ENji1la4+Ki+zkHuGorMexTUnWUpLssFVF1uNScPexP27NJetvPkIHt/JaJLtaJXHXuC48NEkokWpZPtc+D1VFENYLHjoI180Xv6VkP/8UVtbeL2siyEuLRiUhy6Ir84WCFOt5O6ZGcQMg0MsNN7X4blxW7Cq5ZMmbXVfC1OxsqfwWNiVZy+yWitVyQvcwJKnp15mGEBngya93jeCxqbGoVRJLD2by2opjrfoe/5+w/VQBA15Z8+8sGuUdEyR8U6FYLWOniVtJgpiR4n5aAxmSbfh/gTt/2susL3Zc0ERZQmYpV36+nWu+3NnqUQZvrTyOyTonbayZUJneSFaN+WdS/rm10ftdPgMAWadDNtQfb5hyc6ncto2iH34g+7//JWX2bE6OGEn6Aw9QsnQZpuIzv88k5pafMcWd/uhRyteuBUki9P4WZpEpKLA6d0K720mykgsvkwxqWi5FLpkpL4/MBQmkbw6mKldNQYIv1cktb4zU2rhgSTJJAoPZYptkuIKUwkpkGfw8NLYK9tnIe1FIi4HRAfSJ9Gfp/aPoGeFHQYWB677eyX+WiMnw/RO7MqRjkNP1SJLEraM6AvDzztRzki+1aF86hZUGIgM8uc26LYq9pC6ySvUU64xoVBLd24mq+oguwahVEqmFuhZb3RSCIybI2/ZYgJfWpthRumhuTSwgMa8CH3cN1wyJatZ7xQQr4f3ndx5MQUU1qYU6JMlOyih4aloPxnQNQW+08MvOFpyoE/6AhTfA1xMh61CLttcVi11roMiJ3bK1mmEoKqaOwV74OSC5oWaHS+eDp80n89EZzHTzB6/8OPFgx7G1lrFYCaiwon1CYXQ+WS0VWBVvZOwFk5XwMFbBxjfF/XFPgIc/qFQw+mG4YxWyXxTuZSmM23oj0hvt4Y0o+HggfD8Nfr8F+fDvNpJsSg2iSlGpJuaWU20yN297LWaxXwP0vab2cwHRZHj1QiXJPNT+GN7umnovjw0X57fEPGs1+PRWODQfkGDGR3apfR0UVYrvJtinfndLlUoi1FexXF44uWSnC8Qx1ynEu9bjkiQR5tvEHLbwPsKObKoSXftcgY0kq3G8WO3M6AqhqsS19dSBLMu20H5HeWStAbVK4qHJ3fj6ZhG0vOxgJuX/jxuytARfbk6iRGe0xTD8a5B7BL4YDT9cIpS5rqIi325zV0gygGiFJGvLJfv/jPQiHUeyypBlWHow81xvzhmBzmDioYUHMZplDGYLyw+3nv1rV3Iha47alTKNKdtP1ondOJdKMoCQe++l88p/6PzPP3TdsJ5uO7bTff8+ehxJIHbfXmJ+XUC7V14m8Oab8RoxAnVgIHJVFRXr1pP9zDMkjh5D6s23UPjjj5hLSlp9+zJLqrjsk21c+dn25o/zGkD+J0JF5jd9Ou5dW2ks/f9ESQY1wvvjEyj+9VeSLr2UstNqkGTcQgMAifw155+w4oIlyUKslfem2CWT8gTB0SXMhwh/MRg/G0qy/SlCdqsoeyL8PVl0z0gmdg9Fb7RQrjfRL8qfhyZ3a3RdVwyIxN/TjbQinS2b52zBZLbw9VbBBN81rjPjrNbJHacKHYZWx1vJgNhwXzzc1AD4uGsYaCVvWqIms1hk0q3KnZpKMqivVvt+u1CRzR4S5VCl5wps9rzzXEmmWC1jw3zx96z9WdUqyUZsbjyR17wmBCaDrTMf1aXwyxVi0N5UVOTBzzPh1RB4N1YM+n+eCX/MgVXPQNLGpq+zASidZZXgfsWiW1hpoKIVLEtK1bCmfawu+ls7XCbmlTu1Sf1utWzeEZ2DJJuFOiywtoXSt/sEAAZzVJAydTv1nQ8I6QbeoWDS2208u7+C8izw7wBD7qy9fIdh7LvkL/42j0AvW/dbQzkUJYvOa0f/hGX3UlpSiLtGZTvGAdr7exDg5YbJInMypwKSN8EHfQTB9t3FsPBG+PsR2PC66KhpclBYOb1ZdOHxDIKuk2s9ZTJbWKQfAsAUi2O1RdcwoTxLyq/AYtAL+yjAkDugwzCnX1NhhXO7JUDYBRbeX643UmBViXWsQ5KBPYfN5VwySYJuU8X9k6tde40jUtndF3ysxGszLZen8irIKK5Cq1Ex2qpUP1OY1COMLqHeVBnNrTrRawwXSnfN/PJqmwL+QFrxGZl0OYQsi3NaS3BkKchmoVI4vND11yWuAWRo1w/87Z2Xbblk6XtEsaAN/y+x+WS+7f4/8dkXlMVfwavLj5GcX2kTEP/VSipSi0XmtRUitLxLqLiuHW2EJDthdXMoxpakvHNLkkmShHunTrh37oRb+/ZogoJQeXsjqdWiA+bAgQRecw3tnv0vMT/+QLcd2+m0dAkh99+Pe8+eYLGg27uXvLfeJuWGG7HoWneutOJwFtUmC3nl1aw72rpz37JVq6nYuBFUKkLuu691Vmox28fmNUmykrR//3l27Yvw8SDRvdIKRUlW9vff5Lz8CpaKSjyCDHS8PoioVx8DoPyEDv2Jc9fJ1REuWJJMyS/JKnVdeplsZeo7h/jQzt+e9+Jy/kkzsc9KXAyJsavEfNw1fHPLEO4e15kBHQL46LqBuKkb/7k8tWquHSqCjn/ckXJGttcZVsRnk15URZC3lmuGdGBIx0C0GhU5ZXqSC+orrGqG9tfEGGtu2LYW5JLllusxmCyoVRLtAzwcr/9UAafyytl0Ih9JwkYQNQc2JVkrZlidCSiqxUE1rJY1MaprMFq1ioziquZVrg78BMUp5Mv+JLp1F136frpcdO9zFXnH4JvJgsywmESmVm6C+D9+Eez6HBZc2/SOdQ2gbiaZn4cbgV6CjGmN8H7F6tc70s/pMmF+HkT4e2CRHYfMpxXq2GAlvi/xSRQPdhxXbzlVR6HS6i2lcDQ53T7pOp+UZJJUw3K5Tewn294X/098Ftw86r1kRaKeB40P0d/8M33033KV5hOKr/kTZv8IflFIFhPDVccY2y0ET626xltJNjv3kaxS2P21CGYvSob0XaJRwP4fYMs7oqPmNxMh+3DtN1eslr2vAHVtcnnbqQIW64RyJyB/r8M21tFBXmjVKlH0WPeOGBz5hMPkF5x+RXqjGZ012zHIxwlJZlWS5ZVfGNkfSpEh2FvrUHEZblOSNeHzdrNaLhNXu6ZMVUgwRT2mwGa5bB5JpqjIRnYOxktbX23YmpAkyTYO+G3v2Yle+GN/Bt2eXcmyC0Bl8k98NooQv9pkaVDd26pY/7Ig7zf/r/nrOP6P/f7mtx2T/o5wcqW47X5J7cfD+4DWF6rLmlfwasMFgZokWUGFwaVMrX8TViXk8OueNCQJPrx2ACoJ4tJLSHEwd2kqlh7MJCGzDB93DR9dNxCAU/kV6I3OyRBFSTa8kyionGu7ZVMhSRIePXsS+uADdF66hC7r1hH+3/+iCQ3FkJxM7tvvtOr7rYi3j7taM27ImJdHzksvARB811zcOzetsZtTlKSKvF2Nhyh2+0aAWivmPGX/4mtoRR7s/FSMow7Ntz2shPcDqLy9Cb96IB2nFOA5cBge/Qbj20FwNUru2/mCC5YkU0iuJinJrKRAlzBvgry0aNUqZBnyys9clT63TE9GcRUqCQZEB9R6TqNW8cylPVl2/+h61pOGcPOIGCRJ2AhPnaXqgyzLfLlZTMZvG9URT60aDzc1g60NEHY4UIXZQ/trEwe2cP2kgmZbRpXJVmSAZ72Q9MExgXi4qcgvr+bZpQkATOkZbiO6mgN7Jtn5fSFTlGSDnZBkXloNwzsLsnbj8XyHyzhFdYUYlAMfmWYxu+JxzOH9QFcgiDJXJpen1sF3F4kOW4GdYM4GuHsr3LQErvwaLnoN2vUVF5dNbzZt+xpAXZIMINpmoW05SXYks3ElGUA/q5rM0aTs550pyDKMjw0lINdqfelUnyTDP5Ji90jUkkx54rYaypjO9Zc9l4hRwvt3wLYPQF8q8rn6XVNvUVmWWXNEDIL+N3sAkeHh7K8I5q4tWow9ZkKsCGgfo0pgSs/6jTeUXLJjmUVweot4cOZncM3PMP09mPCMUK95BQtC9puJsOktMBuFDfTY3+I1da2WCEtbJqGke/VCQrYvWwMatYpOId50kTLx3fexeHDaW+AZ4PTrUaIC3NQSvg4snADhTVVWnedwlkemwPZ5m3JN7jxeDD5L0uzdpBqCI7sl2EmzZpJk68+w1bIuZg2KQqOSOJRe0mjH3JbCYpH5ZIMg7r/acv7lijQVioJEax077E5uRr5XU5F7BLZbzw2b3oTM/U1fR3EK5B0RGY5eIWKfrzFRcQpTtV2dXdNqCaBS29WubZbL/5cwmCy2MbyieG/trL6MYh2/7Eyh7BzYw3NK9bZYm7vGdmbmgEhGW9XoLf2cVQYz/1stisT3T+xK7/Z+BHlrMVvkBs/Lx63PXdq3HSCiUs5lQ7aWQhsVSdAtN9P+f4IcK/ntN8o3bGiVdacX6YhLL7EpALeczG8Vdb0sy2Q//zzmkhLce/UktLVUZGC3WgZ3FedYlVqQZfDvtlweWiCIPoCjf9ke1oSGEnzXXQTMvprO/6wgqFsFkgpoPxB82hHapxyQKV+7Fv3Ro+dk0x3hgiXJFCVZU+ySClPfJdQHlUqyWTvOpJVlX4ogLXq088PHyUSoqegQ5MXkHmKi+PPOlFZZZ2PYfDKfY9lleGnV3DLSbv9SbCXbT9UeZNYK7a+jJOsfFYCPu4YSnbFRSbIz2PLIHEy23DVqhlmrM0o17I7RLasOKJbOEp3xvL2QGUwW4qzky6A6hKwNcQv5Iu8WLlHttgXEu4ydn0FlPtnq9iw0T6RE9mHfuO8hrDdU5MBPMxo++e/9FuZfIyrWMaNh7gaIGgwR/YTFrf+1MOpBuOwjsfyhBa1W2S62/maK3RLsv2lLlWQV1SZOWyf/ClnjDEouWd0OlzqDid/3ierYnCFBkG3NI6sZ2l8DlRHDAfDJ3nV+KsnATpKl7RJWS4ApL4nBQh3EZ5aSVarHS6vmol7hfHnzYHzdNexNKeatlccpaSfWNVqV4LAxQi/r925M3SNsmp5B0P966DUThs6BCf+By96H+3ZDzxniIr/pTfhmkpi4GsqFDbTD8Frr1RlM9pyR3rPE7ZGlDj9u11BvXnf7HpXFCF2nQu8rG/x6iirsof3OQt6bpaw6j6FU7R1ZLaGmvbQJn1frDVZ1ZaOWy6oSqLQWB4Lr2JNbEN5fqjOy31qgOFskWYiPu40wPtNqsu1JBaRYiwnHsss4ntPCJhnnEBnFOvanFiNJMGesGBeccdWMxQLLHxM2SY2HuF16r+vNJhQoKrKYUTDuSXF/y7v23EdnSNkKhgrRyTJiQP3nbeH9O5u2PW24ILA/tZhKg5kQHy1PXtwDgFVHclrNXi3LMvfOO8Dzfx5h5qfbz+r5w2KReXzRIUp0RvpE+vH4Rd0BuLx/ewD+jMtqXvSIFd9sTSanTE9kgCe3j+6IJEm2caCzXDJZlm3NswZGB9rif06d41yy1oD3iBEE3X47ANnPPocpv4nFeAdYmSAiBUZ0CmZITCAWGZYcaLkaq+T3RVRu3oKk1RL59ttI2lZsfKUU7EJqdMn8t+eSyTIc+Nn+f85he7dwIOyxR4l49VXcwsLsedXtB4LWC/cwb/xixPUu/9PPzuJGN4wLmCQTBFe2i3ZLWZZtdkvFM342csmUgfOQjo6VPc2FYh38Y3/GWQnu/XKzqK5fPyyagBpqnFHWaszO5MJanUZzyvQUVhpQqyR6RtQmDjRqFSM6CxJr6ynHJ9CGZMpgD1zvEORYkTC2RmZRrwg/RnR23hDBFXi7a2wh2qlF56ea7EhWKQaThUAvN8fKxOoKWP0sPtU5fOz2KT6p61zfdyoLYIeogr9VfTUmBOG7Owe4ZZm4EJRlCqJszzfCvpa4VuSc5J+AVf+FFY+LyUH/G+DmpeDl5DeJGizIDWRY/0qTv4e6kGXZlklWs4tgdJAn0PLf81i2CLuN8PcgxEEAe03YOlzWIcmWHsykTG+iY7AXo91OgGwRGWN+7R2uxyd2AgCj9ZuE6k6tFSTP+YSwXiKc36gT2WQxo6HbRQ4XXZUgVGQTu4fh4aamU4g3717TH4Dvtp3mhbhALLJErCqTMLl+FyWFiI8ssk7yOk9wSMbhEwrX/AJXfQeegeIiv+kN8Vzfq0UjgRpYezQXncFMdJAXUaOvFQ+m7nBoubycjYxQHcMguQv1WiPdDQutof1B3s73GaUYlHsG1c5nE7bQfieq3vDmZrDZLJdrGl5OsVr6tBM5ZDWhkGbNyCTbkpiP2SLTNczH6TXpTODaYeKYX3Iw44zmas3bJRq9KPk5S1thgnKu8HecmHAN7xTEDOtEeX9q8ZnNW4v7VVi/3bzhzrXCil1wAja81rT1nLCSZN0vgcG3gW97KMuoPXFx+Dqlq+XF9c5xQI3w/p1nrZnOhYz0Ih35/yKL/JZEMQ4f1y2UkV2CCfFxp0RnbJUu9ABxGaU2Z8npgkqu+Gw7Sw9mtMq6G8M3W5PZfqoQTzc1H103EK1G7P8X92mHVqPiVF4Fx7Kbp8TNK9Pb5kZPX9LDlr3cy0aSObZx51dUU6wzopJEnmmXUHum6YWA0Ecfwb1HD8zFxWQ991yLSEiwWy0v7RfBbGvztUX701u0XkNaGrlvv23d3kdx79Z4JniTULOzpYJ/O0mWsk2Mj7Q+EDVUPObAWUFRssisVrtDWE/xmG84Ib3LQSVRsWEDVfEJZ2+7G8AFS5K18xcTXFcJrtyyaioNZtQqiWhrN0RlQN4Uy2ZTsT+1dmh/a2F012C6hvlQaTCzeH/rXGxkWXY4UDyYVsyu5CLc1JKt8qqgX6Q/Pu4aSquMHM22V02U0P5uYT62C0dNjHWSS2YyW/hg7Un6vLiaN/9x3t7e3tnS8YREySUDuGNMJ6dKjabgfA/v31/Daunw8+75WlgjJRVukplP1B9yfLuDE5wjbHkXDBWUB/bmL5M9iHxfajH4hMEtfwn7ZEka/PMELJkD86+G76bCZ8Ngl7VyMOl5uOJz0DRMJjHpBWEpObkKUra7to1OUFFtsrXlrmm3VLqiphW1rKW03WrZsIoM7GROelEVRVbiTpZlfrLmC948siOqVGuXPicqMoCAnhMAiJCsCojATo5JoXMJlQqiR9n/n/KyU+JotdVqeVFvu5Xy4t7tuGe8IC7+StQTL1vPPac313t9p2BvvLRqRmHNGqsTvl8LkiQIsft2Q/dL7Y87sVoCzBzQHikg2jowkGH5o7Dpbdj1BRycD0eWMTFVkMi/et1Yr9mCIyi/v7PQfoBQm92y/oSrVGdkw/HcFg9AzyYUu7ozJVl4A5+3QVjtuKTtFLZeZ7BZkx00uVAaXxQmN5ko2HiWrZYKxnULJcLfgxKd0db5tbWRU6pn3THx+R6bKqriyw5lnpPu2q0BxWp5ef9Iuof7EuDlhs5gdpgT2VxUGcy8ufIYB9KKQVcEa63ZhBOeFsrpyz8R/+/8zPWurLoiQdCDOG+5ecC4x8X/W99zrkqTZXEdhfp5ZAoiB4PKDcqzRZZOG2qhTG9kZ1LtQrAzxKWXMPn9zcz8dNvZawjRQmw+IUiy8d1DUaskmwWwtSyXSjf1qb3CGdtNdFh/9Lc4nl+WcEa/o4TMUt5dI8iKF2b0spFRIHJpJ3UX5+vmBvi/t+YkOoOZgdEBzOgXYXtcid2oOSeqCcWG2THYGw83tU24caGQZCqtlsj/vYPk7k7l5i0UL1jQ7HUpVkuVBNN6t2N6v/Z4uqlJzq/kYHpJs9Ypm81k/ecZZJ0Or6FDCbr1lmZvn1PYOlvWIN9cJMlKq4znZ5Oc/T+K276zoZ+1aHz0z/rLZR0Ut+362DN+fcJx9zPjP6YfAPmffnJmt9VFXLAkmTKYdpXgUk4+0UFetkpCRDNyzZqCKoPZJrcd0rFlSqa6kCSJW61qsp93prp08W4IBpOFiz7YQs/nVzHtwy08+tshvt6SxNbEfD7dIOwnMwdEEmElJxVo1CqGdxKfbXuNqpMSZF7XaqlAIbH2pRRTZQ2vTi/Sce3Xu/hofSImi8wfBzKdTgCVAP26nS0V9Gjny9huIQyKDmBG/wiHyzQVtvD+8zSX7EBDof36MpsSjMs/4Zj/eNwlI/233dt4DklxirBKAivC70ZGZVMHHkwtFvueXwTc/g8Mv1fY2TqNg4j+EBADHgEitPLqH2DcE40qbAAI6QqDbxX3173ofNKaEw9/PST+Vj9bg7iYB6e3is2vFGo5Tzd1LcJWUXyktfD3tIX2N5JHBuDv6UZnK0EQZ1WT7Uwq5GRuBV5ataiSWbebjs5JMgJjKNTUmJA7mvSfD1A6D/a8HDoMdbjIqbxykvIr0apV9UiGJy6KZaRVdbrd0kc8mLyp3jpUKolh4RL9JCsJ0nli49vmGw7XLYAbfofrf4PwXrWeLqyoZouVxJ85wNoNrs9V4vbEP0KBtuo/8Od9sOhWtMZSjlmi+ahyikvEVZEDdWNdKHbLuhldpTojs77Yzh0/7uPvs9jdsKVQMsk6NqYka6pyLqgzBHcTNtqkBnJQGiTJOgGSqIBWuq6gMFtkNllDryd2byZJZjbBupfgrwcFEeIiSadWScweLCrrZ8py+eueNMwWmWGdgpg7rjMBXm7kllWzI8n6HZ1YKayDhvOzeFQTp/LKOZZdhkYlcUmfdqhUEkOtY7PGLJdrjuTw3bbTLh3bP+9M4avNydz2/R4qVr4oilOhPWCENfMm9mIYeDMgw7L7oNoFJUviWqHEDutl3VcR6/DvIMitfT84fl3uEdHIROMBncY7XsbNU9hiAFLbLJd18cySeK7/ZhevrXBeuAUxuX3g1wMYTBaySvU2hfT5jLwyPUezy5Ake2d4RWG59khuo66OxlCiM7D8sCCh7hnfhR9vH8ZDkwVx8MuuVK75aheZJS0rVDpClcHMQwsPYjTLXNw7nOuG1lfaXz5AfM6/47KaPIc6mlXG79YA+eem96xVmO5lHR8fzy53WExQSLLYcKFmtnXHzjs/5xbNgXu3boQ98QQAee/8j+pTTY8xALvVcninYEJ93fFx13CJlcRdtK95ApHC77+n6sABVN7eRLz5JpIjdW1LIMt2JVlI05RkR7JKGfb6Op5cFNe629RS6IrgmDWDbPCtYp6HBJn7oLSOslwhyZRrCog5IBAyrTeo1VRu3kLVoUNnfLMbw4VLkvnaCS5XTm51rZZQQ412hjLJDqWXYLLItPPzoL1//W5uLcWsgZH4emg4XVBpk0s3F/tSi0jMq8BkkTmeU87Sg5m88c9xbv5ujy2Q+J7xjoPBFcvl9iR7LpmzzpYKOod4097fA4PZwp6UIv48lMmlH21lf2oxvu4a3DUqCiqqbeGWdaHkSEU7CYCWJIlf7hzOkvtG465pgcJm2wfwegSk7qwR3t/AZODAL7XCDM8WZFm2K8miHZBku74QHQZDYqH/9eRP+5xN5v5oZT3y/Nn2k5ojbHwDLEboPIFfC0Vuz+2jO+KlVVNebSJRaR7h1x4ueQuunQe3/g13b4FHDsN/UuHx49BnVtM+1Pinwc0LMvY6lvQe/Us0ATjwk/jb+WkN4uJ++OkySFxHkS20v3Y3PeX3LCkuRP5pppikNgMJTVCSAfRXLJfp4nVKl9pZgyLxs5RDbrxYsCGSDMgPrkE61e3Ud75g8G1wwyKY9bXTRVYfEQqYUV2D8a3T8VCjVvHJDQPp0c6XivbWjLPkTQ5JhEu8T6CWZPI9OoF/pGvbJ0liwtp9Wr2nVsRnY7bI9I30tw1iGXIHXPIOjH4YBt8ucsq6ToGooVjaD+YJ0z0U6YWdojEUukKSWYtBBRUGW2XRYLJw7/z9tozNTU3NFjxHKNcbKbDmsHUMcRLcb72ul+iMjU7Ockr1FNT8nmOtlsuTDVgunYX2gyAK/AXh1BTLZVxGCUWVBnw9NM2LVTAb4Y87xbXmwM/wwyXw6RDY/pHoJNUIZg8Rk7+tiQVNz1eMXyzIFycwmi0s3JsGwE0jYnDXqLnMqphYeiBTDJyX3AVxC+D4iqa99znAX4fEZH1cbCiB1uNOKfI1FN5fojPwwK8HeXX5UZcsaEutCtSO1Sfwiv9FPDj9vdqdcy9+A/yjhXJrzXONb/wJ6/dbU/2qcReFJxDdgw11Jtn6MnFdBGFB1zZgBY4eIW7bcslqoajSYGsq8/3208zf7VhpJ8syzyw5THpRla0OuGB32tnazGZDKQT1i/Qn2BoXMTg6kHZ+HpRXm2p1vWwOFu/PoNpkoWeEH4OiA1CrJB6bGssPtw3F39ONuPQSZn66rdUbqL218hjJ+ZWE+brz1qx+Dt0Vk3qE4eOuIbOkylZkdgWyLPPq8qPIMkzvF8HgmNoiiE4h3ni6qakymjldUF8dppBk3dsJkkxRuCVfIEoyBYE33Yj32LHI1dVkPvkUFoOLnXhrYIW1CHhpDaXe1dbC0PK4LJvIwlXojx8n/2OhYgr/73/RRrk4VmwKKvOFol1S1R5ruECSzd+dRrXJwor47HPS5MIp4haC2QDt+gnyy7ed/ZpRd35WM49Mga9wiWi9qvC/YiYA+Z+c+06XFyxJFubngSSBwWyxTYIbQs3QfgXtlKr1GVKS2ayWHZ3Y31oIb3cNsweLAbJi12outlovlBf3Due7W4fwxEWxXNq3HZ1CvJEkuHZIB7qG+Tp8rRLev/d0EQaTmMjFOwntVyBJkk1N9tTiOB5eeIjyahNDYgL55+GxtsyyunZMEJMtRYXhTEnWKihOFQSRUQfbPmicJMvYB389AItvFwHRZwOGSlj1X0q2fk1uWTUalWQLh7ehqljYOkAEmKvUDOsawSM8xi5LT6TqMvjlSsh10HEkJx4O/w5AxbjniLeqn8Z0DWGgtTnAvtQzFHrs2w5G3i/ur39ZqC1AECRb34ffbxa/TecJMPE5GPWQIGX6XCWq7QD7f7B3tqxDRoT7eaBVq5gpbUE6vUlMUl21vlihN5ptHWad7et1Ye9wWUJGsY51xwRJdOvIjnYVTGgP20XFGdRKWDmcf6H9ClRqYYVz83S6iFJtn9a7ncPnQ3zcWfXIOJ6ae5tQQ5RnO+xiONR8CIA96oH1nmsOltawWtqgcYfhd8PUV2DGhzD7B7jpD5izDtVdG6gMFPvdqdzGB7tKcH9DdstALy0aaxBUQUU1sizz3LJ4diQV2iZiu5IK/xWWS+W8GeKjrUeGKvDzFAUSoMFMH53BxEUfbOayj7fZi2RK3t2ptSIo3REaIsnArjBrQni/co0a2y0EN3UTh1wmg7heHF0m7G69Z4ncqsJTwqL3fk9YeKO9kYcDdAjysilAFjUleiF9ryDnfr3O6aB9/bFccsuqCfbW2o7PWYPEBGVlQg7GTf8TjVgAShyvo9Uhy+JalRPfxJfJNayW9mNaGWvsSyl2aiH9Ky7LNraxqRf0ZYKQXfeyIDStAcbHc8o4nlOOu1rmDfcfUSGTEDLN3lxCgYcfXGG9Lu//sUGyElM1nFov7ve4tPZzA24Uiu3KfNj7nXisqlh07/2wj8hDA2GRaQi2XLK2Dpc18XdcFkazjKdVhf7Cn0ccjkvn7U7jn/gc3NQSX9w4GJUk1IlnqwN9c6GQYONjQ22PqVQS062kxPIWKJUtFpn5VqLw5hExteZBE3uEsfzBMXQN86GgwsBb/xxv9vvUxeaT+fxktXj+b3b/emM/BR5ualvEw5+HXLdcLj+czc7kQtw1Kv4zrUe950UWs5gvOQrvV0L7bSSZtQiXWqSznWcuBEiSRMTrr6EODKT62DESR48h9bbbyXvvPcpWr8GY1XDThPQiHXEZpTarpYIRnYKJCvSkvNrEmqOuqzUNKSmk33cfGI34TJ6M/6yGmys1G/lWFVlAjLDFKwiwxnDoCsX1ow70RjPLrdcoo1m22aBbFbLc9NxJWRZCBLA7fEA4RMCuMAMx9lLGKzVJMh/r71eRQ8i994FGQ+X27ej2N6PLcyvigiXJtBqVLSTbFbukYrfsXEtJdmaD+22h/a2cR1YTt4yMQZJg08l8W+ew5mCrVYl2SZ8IJvcM54FJ3fj8xsFsfGICia9dwttX93P62u7hvoT4aKkymjmYVkxumZ788mpUkl127AhKC+bcMrHsI1O6sfCuEXQI8rJllm11ULVV8siCvJ1PtloF618RzDnAqbV0dS8BGgh6t1oSsZhEN6kzjeoKmD8bdn1G4IanuFf9F73b++GpraOc2/mZsBCF9YJe4qLg4aZmcJdI7jQ8QY5vHzGo/nYyfDwQvhwD310siLPfbwFk6H0lu6uiscjQMdiL9gGeNsWasp+fEYx6SHQqLDwFB38Rk4Vl9wrSDGDY3XDjHzD+SbjoVZjxEVz9vfgDOLkKXZEY5NVV7KhVElEBHlynrmHPWvUfsLhemTqZW47JIhPo5WazbzcGhcSMyyjhl12pWGRBNHfLXQl/PiAW6jql0fW062/P3SrzbjwD63xERrGO+EwxCJrSq2FSEDcPe+WqruVSlokqFpO75ZU9WkwaJWSWcjBN5GDUnFA3BkVx5kqXKpuSzMc5SaZSSYT5Kl2Yq/licxK/78tAJcFnNwzCTS2RVaonvYW5emcDp5XOlk6sliAG1a6E9yflVVKmN5FTpqfA2gCB6JGg9RVkQbYDZaws2+2WSv5YXdhyyVxXku2yKpBGdglpZMk6MFXDoltFFVbtLqy/s3+AJ06IzKqooeJacnw5/HQ5lDonwK61WokW7Ut3PStMyYm0mGDL/xwuokxwrxnawRZTMbBDAJ1CvAk05qLa94194ZIz2GGzNFN0O/5jLrzXHb4YKa5Tv90E5a5lscVnlpJSqMPDTcXUGueanhF++LprKK82ccxJhtCifRl4U8UE1SH6HnsP01cT4e2OsGC2UHCtfQE+HgBfjSNnxZtES7m8ELGHPiRRJntye8bljhU5ncbB8HvE/T8fEMo8Rzi9RXSn9I2AiDpFALWbUF0DbP9QkHYf9hPde/WlQj0+61u7VdwZlHNrwQmodK6q+/+GJQfEcffkxd25YkB7zBaZe+fvr0V+Hckq5dXlosj49LQeTOvTjknWDvSNqclkWSajWHdOCh1mi2wb+4+rQZKB3XK57mguOoOpWevfkVTI6YJKfNw1tYtNVnQI8uK92f2RJFhyMJM9rdBltrjSYLOq3Toyphb55whKlMI/8dmYXMiBqqw28brVdnvfhK5OG7Uo8Rt1STKLReaktYim2C3DrDZCs0Um7TxtDNZcuIWF0f6dd1D5+mIpL0e3axeF33xL5sMPc2rSZE5NnETJ4sXIDgpb/8TXtloqUKkkm5rMVcul/tgxUm68CVNWNtqOHYl45eUzIl4BalgtY2s/7uEn5jPgMPtxw/E8yvT2Y63Vc0YLTsFnw0XhrQnzHNGA7bhw9tQstvScIW5Td9ivw0VJolu8xrO21dTXSpKV56KNiiRglnAWFc2b14IP1HJcsCQZYLMwZrngZ092pCTztw/GW5rpVRcWi1yDJGvdPLKa6BjizYTYUGQZnlwcZ5uINAUFFdUkZIoT+eiu9Qf6mkaq45Ik2SYI25MKbfazrmE+9QmbGhgfG0qQt5aoQE9+v3skj0yJtb2XojLbc7qwnu2msc6WrYKM/ZCwGJCE6kC20DntD0BMVutJfCsLIWGJ/f+kjWdu20BkmMy/GlK3iwkW8LTbQu72XF9/u3Z9Ie5PeKZWZ6uJPcKoxJP/eL4g2sIbdaIrSU686MSVtEH8r9LApOfZkVR7Mqhknx04kySZhx+Mf0rc3/QW/DxTVMYlNVz6Llz6Dqg19V8X1hPaDwKLiZBkESxZsyurgvG+6fRUpWNSuYO7v/jsB10/aR+pkb3n6gW3d3s/NCqJggoDP+9IRYOJNzznw5K5YKoSBJnymRuAb0Qsx1VdKZJ9OCb/O0myNVar5ZCOQY12BgWEahDqH18FiWgrMjHIGjbqu5FR3HzSqNpk5gnrIPvSvhGE+blulVfUtomuKMms5E5wA90tAdv7/7j9NO+sEoOvly7vzaV9I+hvJVx3JrdOF7IzCaWIE9MASQZ2i2luA+H9p2vkCGaVWMk0jRa6WLPoHFkuK/PF4A3JnulUF03scFltMtuu8yOb0kHZqBcEz4l/hDry+gX25gPuvjDoFpizDu7dKc7N+hJBEJkdT1Yv6h1OgJcb2aV626S3QRSn1g7cPfRrPWLwdEElWxMLkCS4YVi07XFJkrhyYCSPahajthht1x9KzwBJlrINPh0GH/QSxZH436EiVwzAVRpBMH42TBBoskxumd6xbctksFktJ/cMx9vdfs1QqySbTXZXTctldTkkrqNg2TO8mv8Qce5z+VH7DnNVf6PJPiDywQI7wYCbxHlJUkF2HBPSP2eL+6NcXyisJJuj7iGfAB777RB5jojfyS+KMUZFjmgI4ogsUays3S9x3J2y37WC4NUVCtKuugzCeosc0Pt2Qb/ZjWeBegUJBTOI6/9ZQrneyMzPtjPijfVc+fl27p9/gFeXH+Xbrcn8E59tK7w2Rv6azBaXSI6m4FReOXEZpWhUEpcPaM9bV/VjcEwg5XoTd/60l6JKAxXVJh5YcBCDycKUnmHcOUacW24cLo6ZPw5kNGgd/2BdImPe3si8c2DNPJxRQonOiK+HxtZ5W0H/KH86BHlSZTSz4Xh92/fRrDJu+X4P325Ndrp+pSvurEGRtY65Wu/TIYDrhorv6oU/E1r0G8qyzLPL4skrr6ZLqDf/uaRno68Z3SWYYG8thZWGWpExzvDxhkRyyvREB3lxt5MIGrDHb9TtcJlerKPKaEarUdEx2AvMJiTsUUCnLqBcMgU+Y8cQu2M7nZYuod0rLxMwezbuPXuCWo0pJ4fs554n9eZbqE5MrPU6hSSbXsNqqeAqq6J5e1JBo5l2ugMHSL3lVsyFhbj37EnM/HlogoNb6dM5QIH1c4TG1n+uAculQsgrObwbT+S1XoB/eQ7Mu1IQeCdWwJ5vGn+NAiWwv/cs0bFeQUAH0fQFWRTzwB7dE9Gv9tzMRpKJ39T/iisAqNyxE9l87hqcXNAkmUJy5TSSKaYzmGwHUU2SLMzXHUkCk0W2VfVbC6fyKyjTm/B0U9MjwrFNsbXw4ORuaDUq9qYUc/GHW/hw3ckmhW0qgfu9IvxqsfVNwegu4qDecaqgUaulggAvLdufnsSmJybUa2zQPdyXUF939EZLPRKmsc6WLYYs2zNC+l8PE/8LgEfCAgI9pFrbYMOheWCuFoN3gOQzSJLpy+CXWSI7xN0fbl/Jr57XAXBp+vui256CHR+JCnS7fnbW34oJ3UWFbUu6idIbV8PdW+H2VcI+ds0vcMWXIkfltn8guIuNJBtl/a0HRgciSZBSqKudDdTaGHKHkClX5Ng/802LYdjchl838CYAumQsBWSCvOqrDqcbhcXleNBE0XkMhIKwoQ55NWDPI3PNaglCxafI7H2MhSz2eouYxJ/Fk+OeFEHyHi6sT5L4NPpDJlR/wLHif+epfpU16+ViJ1bLelBIspRtIstJgdWmelTbGz3uLepU98n6UxzPKSfIW8tLl/du0mttSjIXLDa27pYNKMnAThots07ybx/dkVtGdgRgpPVY3OnC4P5cQyG2OjnJI1MQ5oKSrKZqulaRTMklO7RAKG1rQrFQBkQ7766r2DBdVJLFpZdSbbIQ4qOtNbYAxPunbBf2taxDwoJRnAplWbDwBkhcI64XN/zmXDka3kuoy7S+kLbDqeLLXaPmyoFCEeFSgP+er0G2iOOp28WC8Kmz7gXW7KUJsaH1ClKzoyuYpRZq6fIR1g6Lra0k0xXBotvEoF5SicH42Mfh1uUi5/KuTaI5jL4Elt2L/scrufn9Pxjz1ka+Wn8E86mNsPZF+Goc8mthzN5/A/2kJIfK0OHWScme5HyRC/fNZHgrBuZfRcihzxmgSkIjWSjzjOI30wTe93kcHj0CDx8Slslb/oQnEkke8TpbzX0wySpUshki+jP1lv/So50vhZUGHvntUH2yR+slMhtVGmG7jVtY+3mLpUZ3yjpWSwVqDZnDnsWMitKAXnDtfLhnm8gBbUrXY5vl8uzlkv2xP4O49BJyyvQcTCthRXw23207zWsrjnHf/ANc+fkOhr+xnu7PrWT0Wxu4+osd3PPLfm7+bjczPtnGmLc30PfF1XR9diVDXl/X9Fy+hrbtgLDcT+geSoiPOx5uar66eTBRgZ6kFuq455f9PLMkntMFlbT39+Dd2f1txbJxsaFEBnhSWmW05SrVxfGcMj7fKM5L5yK/TFE3ju0WUq8YLkkSl/UTx8ryOPv2y7LMb3vTuPLz7Ww5mc9rK47xw/bT9dadU6pnrTVK4qYRDRfxnrq4OwFebhzPKefnnc3vrrr0YCb/xOegUUl8cO2ABov0CjRqFZf2FSTMn4cyG1z2VF4F320Vn/XFGb1qNYKqi15WkuxoVlktleCJnHK0GLnF/zCa32+E18Phjzvpar0uXigdLutCcnPDo2dPAq+5hohXX6Hz0iV037+PsKefRvL0pGr/fpKvnEXeBx9i0etrWy371B8fdgjyYmTnYGQZljQQM1CxdStpd9yJpbwcz8GDifn5p5YTZHnH4NupzvOnFbtlTSWVAhtJVns/L6ioZpPVXvnyzN6E+Ggp15taRV2JvhTmXQ0laWIsAbDh1QbV6TZUlcCRpeJ+TaulgrqWS0eh/WAL7qdCnBM8+/UV6sLSUvQJCa5/llbGv3Pm5CKUTouN2SUVdVWgl1stb7qbWkVoEyybTcG+FEHsDOgQ0PSckiZiUHQgqx8Zx9huIRhMFj5cl8i0D7e4VlEGtpy0ZqrENtEuUgOKAu1Qegm7k8VB7Sy0vyY8tWqHSjVJkhjb1bHlUulsGeMktL/FOL5CTEg0HjDpOegxA7xCkMqzucr3iNiGmh0RLRZ7Fsjk54XKqSi53kmwVaAvFTbIjD2ia+Stf1IZ2p/nSi/nW5O1vftfDwhVW0WevVow8dl6leSoQC9iw32wyLAlqUgw/zEjxYSt1+Uw4HoYOgeih1NcabBZUZQMF39PN2KtypkzarnUuMNUq70ysCPMWQtdJjX+uj5XgcaDkKpk+knJ9ZVk1RX0K1kHwFqPaTB0ruiQpytwOhmtC3tnS9dC+xX0iwpgkHSSv92fZYDlqLhwXbdA7G9NmNR0jAijDG9OuKBcAs6r7KqCimr2pYhzxcW9G7FaKmjXDzwDhSIo84D9cStJlhU8CnCcA+IK4tJL+GKzIEhev6KPa+q2GmiW3bKBTDKAMF+7km1KzzCem27vwqlUHHclF51Xv60jKJlkHUMaUZL5Nt7h0ilJ1usKEYZemiYscDXRWB4Z2O2WRcku5XYoyqPhnYPF5LiyUChRF1wH73SGHy+F7y+Gr8cLxdNH/UTOWNJ6YV24cZGd+HW6TZ3hsg/E/S3vOM1NvHZoB7QYOXnscMPjGX2ZIIIARtwPE58R9w//ZquA641mW76ZowluxL7/oZZkVpqHstw8XDxYmlHrOyutMrocxi3LMgfSimsX91Y9I9R/oT3gySSYuwEmvwCdxoprQru+MGcDTHkJ1O54pG5kifwYP6he5dYt41HPu0LYD7PjkJDpLp9mqfsLTE59v143yeGdghilSuDx03NFh9HMfSCbkQNi+FOayGOGe9g+YxPG+w/wrOVuPi4YzImqOuMb7xC+0Y3jZuN/ea3nMlFoumkJHu5aPr1hEJ5uanYkFdpIkVqIHCzyQgH+ebK2yiD7oKi+a32EPdMJ3kvrQm/9d0zTvYox9lLHirPGoJBkZ6nDpSzL/GJVG90/sQtf3DiIFy7rxdyxnZjeL4JB0QG09/dArZIwWWQyS6rYl1rMqiM5bE0UBdmM4irKq4XCskRnZMmBhokOV2G2yCyz5lIqOXwgMjK/v20ovu4a9qQU8XdcFmqVxMfXD6w1xlCrJK4fJmzQC/bUJ8AsFplnlsRjspKmx7LLzjpB4iiPrCaUJh0bTuRRrjeiM5h4fFEcT/8RT7XJYlM/vbL8qC3vT8HCvdauuB2DbLZCZwj01vLUxULF+MHak80K8c8o1vHin2J8/vDkbvWzeRuAYgVd00A3T1mWeemvI5gsMpN7hDG5Z8NjlthwX9QqiWKdUcxRZRky9tNu23Psdr+f5yrfEEpiiwkS/uA6nShuJzVUYMs6JJwhpjNYlD6LUHl4EHz7bXRZsRyfSZPAZKLwq69InnE5+75ZQK/C00z30xNQVeYw9H/2EHFcLj6Q4XD8U7ZyJen33Y+s1+M9bizR336D2rdlopXUggpSf7oLMvZQtezh+s1SwJ6ZW9duCU6VZH8dysJkkekf5U9suC+TrXZtm+Xy2N/w0QA4sappG2zUC3tlbjx4h8Hdm6HDcCGe+Kdxxwrxi4TDJbSniICoi15Wkuz0VlHYckaS+ViPF0MFVJcjaTR4jxAW/4rt25v2mVoRFzhJZs0Ua0Rq6Si0X4GrarSmQgkzb1a3q2agU4g3P98xjE9vGEiYrzsphTpu/m4P9y84QGW18zwBWbZnEozv1rB3vyF0CPKiQ5AnJovMTuvEwdUgc2dQLJd1Q1KVSuEZsVuajfbJ1cgHRJc8jRYG3ADAlWahPKoV3p+0XvjL3f1FxzvlRNJcNZmSnVOYJLJYKgvExKayAH6+QgzgPQPh1r+g/UDiMkowW+B7rzkiuF62COve4juEhTJysF1hUQcTu4cBQtbbEJTJYGy4Ty214VmxXAL0vhLu3yvsR6EOqjOO4BlgU8/NVm+uT0YcWYrWrCPZ0o6NVV3F73zxG+K5XV82qiYxmS0cz7bbLV2GLHOVZTULta/STirGHBwLd22EHtNdX4cVsVZFmhIE2xCOZpXR/flVfLw+sdFlzwbWHc3FIgsyPSrQxWNZpbZPFJVcMlO1LQPQ0knY7RKymq4k0xuFzdJskZnRvz2X9K0v8W8MCkmWX15Nqc55ZyKDyUK5NXuioeB+sOdo9m7vx0fXDUStspPdg2IC0apV5JTpSWmo6+55gBQXMsnArpzLc9FuWcta6+4DM0XnKvZ9V9uWayPJnOSRAQTGiCKHUWezBTSEXcmFqDFzi2Yd/HgZvNtVdNY9uVIoi/0ihSXPN0IUNTRWwtO3vVDsdmq4g60N/WaLgHbZImyXDrKreugOssn7Gda7PcJPH/yHr7ckOZ7wHZwH1WWU+XTi6nVeXP1nFSkhE8S6N78NiI5iJTojkQGeTLBeI2xI2w0nVmBBxbuma5h31IyMJAbSlQXIssyve9IY+eZ6Jr+3uVErDIjss1mf7+D++QfEZCdxLRxeCEgw8zNhBXQEtQbGPMqRK/5hryUWH0nPaPURPCQjuXIASy3j2NDzVd7v9jNLzGNQI6PZ8xV8NgJOrBTrKEik/9Z7WKB9g+6kYtb6i8Ycj8SzespqHq6ayzbvqQwf0J9gH3cm9xTfx6J9tZVz1SazTTF00ZDeYvLgLcYwXcN8ePWKPgB8sO4kyw5m1p/UjXkMOowQBYAld9uttcf/EbddJztVQFYZzKxOyEGPO9ll1U6VS40ixkqSZR2EsuYHtruKncmFJOVX4qVVc8/4LlzSN4I7xnTi2em9+OyGQSy5bzQ7npnMiVensfOZSfxx7yg+u2EQr87szQfX9ueH24ay5L5RbHh8PK/MFKrfFfGuB7A3hF3JhWSX6vHz0DCpR+1jIDbcl09vHIRyKn78oth6bgiAa4Z0QKOS2J9azPGc2oWb+XvSOJhWgo+7hv7WZj7/tCAkv0mwWCgpyCUuvQSon0emoFeEH51DvDGYLHy9JZmZn25nyYFMVJLIaFv76HhuHRmDLMPjvx+yjdVNZgsL94jj48YR0Q7XXRfXDu1Avyh/yqtNDkP8LRaZhXvSmPzeJi75aCsPLDjAB2tP8ldcFgmZpTz+exzl1SYGRQdw74QGzvEOMCg6kMgATyqqTQ6tpSAalWw7VYBWo+LFGY0rzD3c1HSzjgdOnzgMX0+AbyfRL3sRgVIFldpQGP2IONcAQ9O+5RLVbudE6al1ouCy6j8uF3FbDWe4AOfWvj0dPv+MqE8/QdOuHcb0dHr88B7vbf2M+356jsSx4zjRrz/HBw7i1MUXkzZnLjmvvMqog2sYX3AcKTmJ/X+tp+SPP8h7/wMyHn2U07OuIvOxx8FoxO/SS+jw6aeoPD2FqCH/hCgIFacKG6KuSJBdDXzO/alF3PPLft764H/EVB4GwNNQRNWOOp3bq8uhzErUN8FuueSgKEophLyS0bv2aC5y+l74Yw4UnxbZzK7CYoald4nxsdZXOHCCu8BlHwrl8okV9TtT1kTdwH5Hlv2gzqJgJZuFmkwJ7Y8YUHs5dx9R6AFbfpn3GNHMpnLbuSPJHJvALxC4GryvMPMOSTI/Dw5TSk5p6wYfK6TB4DMY2l8Xijx6fGwo7689yU87UlhxOJuoQE+eceLNP5FbTl55NR5uKga3kNAb3SWEhUXp1m1pOLTfFSgduxKySimuNNhUgApBdUbslvt+EHk0XiEw+mH744Nvgx0f00u3hygpn9SiGhd+JbB/4I3COtFlojXTa6N4XR0YzRaOZJWx53QhKYU67h3fxU74GSphwbUNB/97BgmCrF1fwL6vDeoYBNPfB4NOZLco65j4X6d5JBO6h/HVlmQ2n8jHYpFRqRwvpxCfinLF9rXEBPLrnrQzqyRT4OCCcyCtmLdXHufFGb1t8vZaGHAjxC/icvUOtrjXmTBaT/6/mSeSqgSfx14klHSn1sHqZ+GGOtaXGkjKr6TaZMHHXeP6vmjUw4rHGZIwDyRICZtCxzt/FDlEzUB3a4X2ZE45siw3mIu26kgOBpOFlQk5PDS5W7PerzWx2ma1dFFFpqDzRJGnlLxJWGTTdwtSwzuM9j2GwMZdzVKSfbgukcS8CkJ83HmliTZLBT7uGiL8Pcgu1XMqv7xea3gFSsdVtUrCr5HmI9cNjSbIW8uE2LB6uS4ebmoGRAew53QRO5MK6dSISutcoUxvtCnnGlWStcRuCUKZNXSOOC//9SDcu0NkGyqkd0NKMrWbIMqKkgWp5ue8aYOSRzZTtZ3hR7+0P9Gur1Af95whshHrHpNKd6mmKn0ueUcE6BYmipD36+aLdeuKYM3zcGgeytY+Kv/M7JWd+HF7Hx6dGsusQVGoVRKFZTo0mz7BH3ireBL7CgSZfJ90Ef+4b8ISv5jFXtfyyymh0r9heHQtUhZZhnUvAWDqdz3pBzpgyNNjCgrDTZdLUfYpntieUmui+cn6RN66ynnjH53BxIfrBHG//nge6w4lMXXjI+LJEfdB1JAGvxaLRea/W6o5bHiBV7smclNfH/JDh/OfTXo2niwAWw+H+4idOoc+B14URa1fr4OoYZB1AJXFhAk1v5im4Dnhv1w3egAAvy/bC4iJi6J4nz24A6uP5LL0YCZPX9LD5hTYdCKfMr2Jdn4eNvtmTVw9OIodSQUsOZDJI78dYvnhbF6/so9tf0elhllfwRdjxPhh2weiIc0JK0nW3XkRZf3xXCpr5KR+vSWZmQPaNz2YOiBaEHXpu2D/D7aoiTMFJbPqyoGRDTZh0qhVRPh7CveIxSyy17xDax1bwT7uvLr8KCdzKziZW96oeqkx/GHNB5rRv71DW9342FDm3Tmc04WVXD/UMREU5ufB1F7hrEzIYcHuNF6ZKYjS3DI976wURNATF8Xi7a4hbvFhVsRn86BybS7LFurMqCGN58m5Cn2pyB/c+y0BhYncrrqJbSHX2lw5dSFJEpf1b8/H6xP5ZIMoMoT6uvPJ9QNtjoIXZvSmoNLAisPZ3P3LPhbeNZLMkipyyvSiK64Dq5wjqFUSr87swxWfb2fJwUyuGxbNsE7i+nkkq5TnliVwMK3EtryjJhteWjUfXDug0RzlulCpJGb0b8+Xm5P4ZMMptGoV47uH2o5tncHEa9bGDPeM70K0iy6WXu39aJ+3mSFrvgRzBWg8WS8N48fKkdxxzW1M7KVY0PJg56e85/YlN+dHIsujax+7J1aKJlpKI7Edn4qCvH9kkz5nc2Bc9hCqkytR37ESQs5sF3XfKVPwGjGS0x99SsLf6/ExVhGlMSKXlYEsI1dVYUxNw5iahjIC+I/y4o3giGIOuO5a2j3/PJJabW12drVzO3lEf7hpia24YbbIrDmSw9dbkzmYVoIWI2u1CwA4qepCrCUJy7aPYNRdoLWOa5Q8Mu8wIWaoCwck2YmcchIyy9BY90MQ818PNxWUpGFe8Coak3U8lOliN0hZhpVPibGyWivGCxH9xXPhvQRBu/VdoVzuNF6MkaywWGQOppdwePdGbs+Jx6J2R9XvWufv1XOmyHPe9qEYi7t5Q4iDOYZvOzGuqsiBkK54jx4NQFVcHOby8uar/HRFgvjMP26/TT/q0ksvcCWZOLE3pgJLtg6oa3a2VHAmOlzml1eTUqhDkkRu09mGr4cbL87ozcfXC7njwj3p9YPmrdhqtVqO6ByMu6YJ2RUOMKpG6H+XUB+nQZ2uIszPg+7hvsiyCGcEUaFSKtOuXqhchr4UNr8l7k98ptZJg+Au0Gk8EjLXqDfalWTFqXBytbg/5A5x29kaHn16M1jMyLJo4vDJ+kRu/m43/V9ewxWfbeeNf46zYHcab6+yVs0MOjtBptII5l9Ve+Ao+0fBrX/bCDKwWx0HxwSKgfYVX0CPy8ST0SOhy2ScYUjHQHzcNRRWGmxZco5QN7Tf9norCXw4s5Rq09kPX3xt+VF2ny5iwR4n1tZO48mVQvGXdHQr2mx/PPcoZOxFVmn4wzyO0iqjXflz8Rvi+z+5EvnUesfrxR7I2ivCzym5WAsl6aISeGieyNiZ8jId713cbIIMhIJUo5IorzaR1cg57Ij1903Or3C9A94ZQpneyPZTYp9ydRBtg2JPy9gjBj1WqyVdJtIzIgCVJM7BDkOyneBAWjFfbxEkyhtX9nHaMt4VuJJLpmT4BXppG913PLVqZg6IxN9Bph7UtFyev7lkqQXifBniI7p4NYQwW3C/49+vVGekuIZKL8tRgWvKyyLHsDQd1j4vHrORZI2oDFzscKnkkU11t+Zp9J4FD8eJLKgJT4uBqKPJrSQ1zwrn7iO69qq1ogK891uIX2wNrp8HSDB0DnKPGWglM1+6f0JFaQFPLj7MJR9t4clFcbz0v3fwr86iSPZhu9cUnp7Wg5cv741Px0GsNA9FhYzXjneJzxRh5dcM6VB7GxLX2KIItJOfZarVcpQjCSXKmwvWsOF4Hlq1iltGCpvmov0ZJDdgI/t5ZyoFFdU2VU7Z389CWYaYTEx6ttGvZdmhTOLSS/DSunHRtffB8LsI7dyf728fxjtX98PXur+F+LjTc8wVIsh+9MNCMZixR9idYi9h4ZDfeNl0K1syxXUst0zPJqvCWrH1gMinCvV1p7DSUIsMVKx5lw9oX5tYrIG3r+rHo1NicVNLrDuWy5T3N/Pb3jS7qiywI0x/V9zf9CYk/AF5R8W2dpvq9Dv405pXeMPwaDzd1BzNLmt+TuEIa7fNfd83busym0RBydU8OpNBqAh0ReQVFLLxSAYSloYzq6qKhbJww+uicc9bMfBuN2FbXnqPIH3KsvD3dGOc1Q3RbCWdFZXVJlYliCJOTatlXYzqGsKNw2Pqn8PT90K2UJvcOFx8tqUHMm1dIl/5+yjl1Sb6R/lz88iOXNSrHW5qieM55aTHb4HFd8KHfeC7KcIy3Agqqk3M/XkfDy886LhDa94xWP4YvNcTVj0tiHbgebd53BtyqMF1z6gRmj66azD/PDTWRpCBILfev6Y/o7oEU2kwc9sPe/jMaim+ZmiHJs0rRIi/OOe88GcCxZUGXvrrCDM+2cbBtBK8tWqevbQn3906hGcv7cl1QzswtGMgQd5aVBK8dkWfRhvDOMPVg6PwdFNzLLuMOT/vY+Sb63l1+VGOZZfx6YZTZJXqiQr05D5FpXZ4EXw7RZDZjrrSWizcVLWA77Xv4m6ugA4jMNx/gLsr72GrpR/d2wfYl53yMpZOE/GSqvmId8jPrWEZPrJMNHkxG0T+U4cRQrW74dVmfc6mwFyej+rQL6h1eeQufuyMvx+A2seb9WOu5pEJD/P9Pf+jx+5d9DiSQOye3XRZs5ron36i3auvEDx3Lr7TpkG37pRpvcjyDuZQux4UTplB2NNPEfXZp3Re+Q8RL70kCDKTAX6/WRBkaq3I/dV4irG4guw4WHwHlVXV/Lj9NBPf3cS98w8Igkyt4v2Oe4hR5YFPO9Iv/40USzjepmIqt31hX0dDVkuwk2QlqULVhl1FNrFHmM3x4qlVM6WzF99p30VTVSAasUgqoXAvc0Etu+19q4BDEpmXncfXfn7cE0IFVp4N61/BYLKw5WQ+zy6NZ8Qb6/jlq3e47MgjAKyWh5NnamC+rVgui63ZhBH9HcfG+Cjh/eLcqo2KRNuxI5jNVO5qRrMYYxV8PRHe6QQ/TIPlj8DuL4SLqyLHpVVc0EqyiBoEV0MqigaVZGfAbqmQFrFhvvh7NqwSOJO4pE8EHYKOk15UxZ+HRGWmLrYkKsGdzbdaKqipMnIlj8wVjOkWwonccrYlFnBZv/ZklYguR1qNypZd02rY9oGoUIbEwiAHAYVDbofTm7lWvYmlBSIUnv0/ALKYuCvMeeRgcPeDqmKO7N/Ky/vd2ZNS+yLq7+lG7/Z+7EgqZMPxPKp0lXguvtEui71lmb2CbrEgm6u57+ddbEzWEf5LPu39dxEZ6En7AE/21VUtqjWiq9Wxv6Dj2AarkG5qFWO7hbAyIYeNJ/LoX6fDEUBemZ5TeRVIEoyo08EtJtjL1hkoIbPsrConj2aVccBaWUwpcGI1U6n4S5rAXHkRUSlLACuRaZUsS90vgcQwqKgmrUhHXy9/CO2OPHQO0u4vSZ73EFsmLeP2cfWrIkpH2N6RLigmkzcJ+6uuUCgBr/7e3omvBdBqVHQO9RbV85xyIgMcV4TBbkGsNlnIKqk6s91hG8HG43kYzBY6h3rbOkK6jKBOggApSRWtp20k2WQ8tWq6hPqQmFfBkawylzpT6o1mnvg9DosMswZGcpGrTQScoGuYD1sTCxrscGkL7W8BGadgROdgPlqfyM7kwkbVhOcKrob2g11J5sxuWdNqCTW6W9aEuw9c8Tn8OF10ZupxmVCHQcNKMuX5U2vt9kwnECSEzCjVUTAjiiTKAPhMIaIfTH1VTHT/ecL+eEh3uPwTiB6OpC+Fr+KJKE7hr6gFzCy4z6quqWCxVnRJzO9+I+uunWZTStw6qiOFSe/ALxO5TL2LT81XMGz42NqNfCwWWGfNhhx2F/hHcuVADSvis4kr96WDCgIMOfSM8OPDawfQvZ0vmcVVrD+exwfrEvnk+joZJQiy/EtrBuArM/uwY8NfXGWwZq7M+NhenXcCncFkKzLdP6lrrfw+SRIk35iuIfy4I4Vx3UIFeaX1EhanPlcL62mPS6HzBLqnFMG2new5LfL9lhzIxCKL62rNsaNGrWLWwEi+2pLMon0ZXNy7HWV6I+uthJmSb+QIbmoVD0/pxrQ+7XhqcRxxGaU8/Uc8f8dl88ylPSjXm0iuGkn/wMn0Ll6PefEc1IAlehQqJ5bTEp3BRubdNqojbiqJn3am8vXW5FqFS5fR4zJhEy7LFNmmA653vuzaF2DXZ+J+cDeRFdplEnQcI45BXZFQ+qbtEreZB4QNGQgDjimnv6/VYuKq1orxi1prLxCWOgm0L88Wna7jfhX/h8TyX98hqFXhbDoMj0zp1vRzocUCOYdZnemPzmCmY7AXg6IDXH+9vgxWP2PvkN1lMqPGPkFMsBephTr+jssi1NedFfHZqFUSb8zqi1ol4e8u8Vj7IwzL/Y0Of9SJQ1j3krje9Znl9G3n7Uq1ZRf9eSiLi3uH8+CkbvRRpYgmVKe32BcO7YE8dC6LVq3lGssqLj/9Kpwe4DTvrlu4L59OVOFTfpqxPYyoM9eJ30atEZ1tI/rj7u7DVzcP5rqvhYq7sNJQryuuq3jy4h6sTMjheE45I99aj94oiITL+kXw3PRetjnb5DrmGJPZ0mQFWU10DfPh7wdHs3BPOssOZVJQYeC7baf5bpu9KcELl1nD+lO2wbJ7BMGesRc2vQ39r4Vhd4viSFUJLL2bQafFuewP9SVcdevPJBfoMVlkfD00tvkrAGoNqmt+IOOdkUSRTemSO+DuFSIwfendwgrfd7ZoppUdB99OEvv98Hug/YBmf+bGcHD1jwxBfP/hOZs5tnUpPcde2bSVyLKwb6dsg37X2LscOoHJbGGpteCgNFSQVCrUfn6o/fzQRkfjPXxYrfWfTjrBO6ty2J8hxgaTpDDeHNoXX2X8ZzGL7zFpg1A53fpXbYWy2QR5R7F8fzGq05v59e27eU0/G4AALzduHhHDLf19CP3+brH85BeY1L8rH6y9gccqP0Da8QmMvkec85TQ/hrOF53BREG5QQg7/CJFEd5sgPJszL7tbQWWq2oS8mYTz+r+R4QqnUIpiOAbfxciitwEcR5tQOWOqRo2vyPuX/K2iKupCzdPkXX680zkvd9y14HObKqMoZuUwcduPzBCewyANFUkb1RdSci8/Sy8a4Rj0ju0u8gOzbcKPurmkSnwtbpGyu0ElveYMRhSUqjcth2/qc4LQQ5xcB5kWbOJ/aOt22HdFo9IeMu5QETBBU2SKYNpg8lCUaWBYAchyxaLTHKBlSQLc2y3hNYN7t9vzSNrqX2xpVCrJG4Z0ZHX/znGjztSuHZoh1qDBr3RbOucMb4Fof0KQn3d6R7uy4nc8iYHmTvDmG4hfLftNFsTRdaJ0lWyQ6Cna+odV1GSDjs/F/enviJsN3XRfTpmrxDCdQX0KNuBsXoMbkoA8tA59uXUGkrbjcA/dQ0rls1nj/kKtBoVU3uGM7xzEMM6BREb5oskwbj/bSS3qIzyn67HM3ezOIHftLj2CVylIi6zmpWJ4rOnFupqZ6IBHm4qeta0t2q00Pdqlz76xO5hVpIsn0em1K9+KFbLXhF+9cLvJUliUEwga4/mciC1+KySZPN229VjpwsqHS4jyzK/Vo9lrtsivDO3id/ZJ8w+sB50KzFFXhQoJFmUP1UGMy8XTecpeR5dpAy06y/FEBeMVqsVFzeVG6jduCKrgrFuFrpnBMFvPuJxlUbsOyqN/b6hEg7NFwOdiP4i0Dmw4W5PTUFsuC8ncys4kVvOxDrZKQryyvXk1iAdTuVVnHOSDJrQ1bIuOk8QdtmExfYMBKvCrHd7PxLzKlh6MJNxsaFOVR0g9o+3Vh4nuaCSMF93l7JGGoMr4f1FLob2u4KB0QFoNSryy6tJyq+0vb8rsFhk/j6cxbBOQU4tN60BV/PIQHSdBiivNlFZbaqnSFaapvRo58vxnHKKKg1UGcz1O5l1HCMmEbu/FHke5mox+favo46qC0VpppBqTrAruZCuUib+5iKRNeYo1PZMYPjdolJ6cpX4PGMfhzGP2vOqPPxh9o/w3UV0LNjErklT+aL6Itxz9jMk6SSyyo3uMx6DOhPK4C6DxGD6yFL+6bcd6XKroqiyQCjIjiyFvCMie3PMowCM7x5KkLeW9OoQUMG0KCNPzh2NViPW/dhFsaw/nsffcVncO74Lvdp5w/JHxSC+1+X8mBpNic5Il1Bvrh8YypXbvgWDsMAP9hlEY+aeLzclkVtWTYcgT+4Y3cnhMu0DPPnvpQ7iJiL6QcQ7tn/7RfnjrlFRUGEgKb+CRfuFOuqaIfWVRLOHRPHVlmQ2nsgjr1zPpuP5GEwWYsN9XIqZ6N7Olz/uHcX320/z3pqTbDtVwPSP7Q0Z/LiWVe4HaS+J8dlBr1EMdrKulQk5GM0yPdr5Ehvuyx1jOvHzrlQ2ncgnMbecbk21HardYOidosvz7i+h/3WOC20FibDnK3FfUgl1UqH1MZWbsILVyd1xCtks1DEmJ7EnQV2gwzBxjHUYJnL+MvYKtX7yJhFoXnCSLgUn+VoL5jIJ/Rf98ew+WViJokc472irwGSAJXPg6J/01vbGl0eZNSjWdaLt9FZYdp+V1JPEd5K0HlXSen4NGMyTqov4absvpXoTasw8M1Cmd9YS2LsPkjZyb1kmqMCABm3/a4Si79CvQhmx9B4xKY4eUe9tq01mvrcSOf2i/InPLGXjkQz6nPiEnpq/UGNBllRIPaYLcrvjWI7nlPMfXTh+7sVMs+wWwd53rILwOte/qmJY8zyXKTlIjprQRQ6GO9bg6+HGj7cP4+ovd5BaqHPYFdcVBHlrefLi7jy7NAG90ULnEG9emdnHllHsDC0hyADQl9E1/kOe69iHpy+5gi0n8/njQAbrjoqC3sTuoUztFS7cI7/fIgiyzhNE4TMnXhRj9v8o9rfSDChKQla780TV7fxhGcdkg7DVgYjJqLdfeQbyVfvXeCrjAfzzdgvVZOoOQIYBN8HlHwt1TtRgQZjFLxIE6K1/t54dtwbK9UakhCUA5BFMGIW4rX+OE10m0L29C+P8kjQ4/Lu1IYxVXXVkKdy5VhCsTvDe2pMczynH111jI8kcojBJrD9+EZ2KkljsF8nagffxwOHObDiex9T3N/Pc9F70ivCl3bZnCTm+BIvKjfjRn5BdEklhZirFlQYKKw0UVRooqKgmtOpOPtR8whyWctq/Bz0mXMdVg6Pw0mpgxRNQXSqaR/W/HkmSGDh9LskLf6WzKYeKrZ/jM+WpGkoykZ2cX17NVV/sIK1Ix+NTY3lgUlck/w5CdVWcwo48Lbll1QR4uTGxRw2xyur/EpG/lSpZy23Vj/E1wUS0HyhIsqwD0PMy599N1kEw6al0C8JjyFycajk7T0Dudx3S4YU8bfycSZ6DuFFejhozssYTafyTWGLvoPSLPaSnlfDCsiO8dVVfx+fEnpe7QJIp9uIaJNnoURTPm0fltm1NK/KajbD9I3H/0ndh2NxaT+sLXYsAuqBJMq1GRbS3hYFVO9As/gXCO8K0N2udMLLL9OiNFtzUEh0C608CXFKSnVgp2OFRD7rUeU5R9gw5i4SBM1wzpAPvW086u08X1ZJJ7zldRLXJQoS/h0OVHQAV+fDHnSL4feT9jb7ffy7pwW9707l6sHOJelMwvFMQWrWKzJIqUgp1pBaJCVJzJdVOse5FMYmKGQOx0xwvo9GiGnAT7PiQ61TrKNnXmVBdoQhhjhWdJZPyK3hvzQmCT7XnVTcYp06gdMhDPDipm21fq4kZvUMZuOs1wnL3C+nvjb87HAgttg7Yp/Vuxx1jOpFZoiOrRE9GcRU5pVVc1Ltds7uoju8uTsyHM0pIL9LVG9goto1RXRy3TR5iJcn2pRYxl87N2oamolxvtFVfADJLqtAbzfWyQyoNZpLNIexQ9WKU+qggx4I6i8GfXxR0mUT0gXj2pxaTVqQjrVDH3fP2cyy7HElzPW9qvqGDlAeF9cNc+wGogVzrX2PofwNc9r6o4LQiuof7spxsTuY4D++vm9GVlF/hlFA7G0i0qnsHNdeOrpBkh38X/4f3tVWpZg6I5M+4LP6Ky8JotvDBtQMcZsrojWb+uzTe1g3trav6OrU0NgVdQxu3WxZWWEkyn5aTZB5uagZHB7IzuVAQN00gyebvTuX5P4/QOcSbfx4e22BL+5bARpK5kJnm467BS6tGZzCTV15NpzokmUKI948KIKO4iopqE1mlVY6vYZNfEASPQngFdmr8Gq6QZA3YLfVGMwfSirlWJbqpET0C3FpZ2ewMkgRXfQuHFghrv6Nw4PYD4aLXYeWTeG56icfuHAkla8TL+17tvJo//j9wZBmq438LBYuiAKKGPXvSc7YgfTe1ipcv703x5s5QBIP9K0Bjvw71bu/PZf0iWH44m/fXnuDb8dX2IODDC7lD9iTabSBRvW9AvXEN3hUplKiDeV1/A72XHWHB3OFOB80ZxTq+2iJ+12cv7dnifdddo2aQ9Tj6fFMSyfmVeLqpmd6vfsW+a5gvA6MDOJhWwrKDmWw8LhT5MwdEujzI16hV3DWuC1N7teO5ZfHsSi6ifYAHnUN86BLaiSOqd4jYOxdZhjeTOjHfZHZYxf/zUKbtvUGMjab1bsfKhBy+3Xqat692ngfnFINuE+qY7EMiBy96eP1l1r4AFhPJgWPQzP6G6JJ9QqmRtF5MkBWCLLibOD6iRwirWHAXVsdn8NCCfbTzlljz8CjcMYPFKCY+ZqNQWZiNgjwL6gLeDsYeXSba1di6IqFUOb2ZnEOraGfMwDPvEOQdgq3viTHarK+cdwc16IQV65Todt3dcIRftG8Q2nN549+VsQrWv2pX1AXEiMgLv/bCKnlwPu1L9jNfu59DRZ2pRks/j9N4HqmGI/bVWLxC+bR8PD8bJzN/5Ay6t/OF8D7iuzyxAn69Huasq2cXX3ogk7zyaiL8PVh8zyhyjm3H7e8HiDCI73+FeRhvmG6i+Eg4XonVeGo3YjTJWFCxNOZFpvGasFDPu1p0Dve3jt2P/iXUqhXWwU2HEYL4U34ni0mcIzP3w85PYcwjhPq6M3/OcH7akdKwhVaBLAtbWHEqTHtLqDwROZzFlQY8tRpuGhHd4iiYRlF0Wny/+UI94zbqAJOnvMzknuGU6AzsOV3E6K4hSEadIBR1haLged2vYjyXtlN0nTy+XBC3AP4dkK79hT3ziqGoiqNZZTaSTGm4VBdeUb155PR9fKt9HynVGmY+5E5BAtS06E9+Qfw+KVvF/LTHpQ7XV6Iz4K5R1y8guYCfVu3gPvkYSOB9x1LKfriMrnIG737/On4Pvuq4qCbLYkx24GdIrdGFWeMh9p2sA7Drcxj9kMP33HQijy82ievuW1f1q19ErCwQEQPxv9fL5pLKMrmo7FniogbznP5G/shtx1N/HOZRzSIe1izFIks8qL+XFas8gAM4xkim+qUxXfcnr/EZUuxs0GrE/H/f92KRi1+3/RYTerbnQ/+beLT8XVQ7P4Ex99QgybqhM5iY89Nem7jjvbUnScyr4IOAGNRWkmzJSTEmmtGvvX0/3/21rQDxScBTxOd2Zt2xPG6OHCRcMJnOtl+g/MQWfIEt+i6kbjvNPeOdR0z81e5+xsYtp6cqnZ6y1Tbf4zKkaW9CQDQdgU9uGMTtP+zht33p9I7045aRHeuvqNflovs2OCfJfBwoyYYNAzc3jJmZGFNThf3SFcQvEnEa3mEw8KZaTyXlVzD93Q0urebCJcmOLYeUlaw1r8Jda4AUxF/XKdBtim0xxWoZE+ztsNJgyzVzZtmsLIBFt4FJD9Vl4uTUAPRGMwnW7J8hTkKbzyb8vdy4clAkC3an8dOOlFok2Vab1TLE+cBu05vipJ+yTUxM61aa6mBiexMT+yeBx4BW2X4vrYbBMWLgujUx355H1liFymSANc+KivX09xwrwxSk7RLZH0gw7Y0GqzLSkFthx4eMVcWj3/2+eHDI7aDWsD+1iBu/3S2qXyqRGTZck8iI6Z1B62ACZTZyd/7r+Kv3o5fdkGfPx7PjmHqL6Y1m/rJmjtw0IsYaZtp6+1a4nweDogM4kFbC7C938v1tQ2uF4NtC+52QZIp6bH9qicNjaOOJPJYdzOTFGb1bRTkDsPRgJjqDma5hPuSV6SnTm0gprKRHu9pV/GKrYmcZExjFUSHPDbBaAAbeBCq1jRRclZDNl5uTKK0yEuKjZeYNz5BYcTXPL9yGGhOvzOhBlyB3MBvJK63k9b8P46G28PrMnmhkk5BsW0zWQWTN+0ZRbe0184xU/JQB14kGOlwerUOSNUTgnGnIsmwjTVyx3zlEJyVfwTp57zrJ9tTEHmF8cv1AHvstjpUJORRV7uHrW4bUsr7nlOq5e95+4tJLUKsknpvek0k9mthAwAkU5UZGcRU6g0lUIeugNe2WICyXO5ML2Zlc6NrkBGFrUEiG5IJKPlh30mmDl5YipdB1JZkkSYT7eXC6oJLcMn29ZgQ1Cbf2AR6czK0gq8QJSab1hpmfww+XAHLjVkuwZ5IVnxY2DQekWlx6CdUmCxM8j4ld0Nnk+0zB3VcoyhrCsLliEnXsL/jtFnu3zhH3OX9NWA+hQI5fVDsLqV0/6H4JdL+0nr1nRv/24DUW5n8kBq118OjUWP6Jz2bdsTzSIpKJBvCLpExvxM+QxxXqHbBrh21547R3Mfzlyc7kQv6Ky7KRP3Xx1srjVJssjOgc1HxFah0M7xzEzuRCG3F+ad8Ipxl6swd34GBaCT/tSLXl4jVktXSGTiHezJ8zwkHjnF4YOnnz/JID7Cvz4/d9Gdxc59jOLq1it9UNcHmN954ztjMrE3JYejCTxy+OrWVDdQnewaKj6sF5Qk1WlyRL3gwn/sGCmrk5Myn8NoFvbxnDkBmXi4lyUbKww7fr75Dg+nlPJtVouWxYF9z9WqFY4xUkJmm9LmdX+8d4+7f1XBmQyJOxOUhJG6E8C366XOTwjP8PeToTDy44iL+nG9f3D2TC/vuR0naCxpOtHR+gV+KXDFAlw5/XwM3LwMdJHEnabtEcpMBqsRp0q5hEKzmjMz6CcU/Bjo8x7PlerFOBux9EDhJjg6ihqLpM4vD8eAqO5bLicBbd23UX556rvhGdc7MOiNDxO9fZvlOzReZr6zn8rpERaDe+RPSOT0C2YPIMYUHwQ7yS3A2TLIPBjK5ONvHkftHQewF8P02oQOZdDdf8JPKulK53wV2FlTtmVP3Pf3Ce6Oa78Q3RnTukG1GBXjw7vZdrv9veb4ViEQQxesUXIEmoVRIPTGpCcyGDDhJXC6uvRxOjXk5vFcqwqiLRgVhfAjs+EQTgrG8I8PIREQyyDIvug9x40TTiugU2Uo+YUeKvJF2QKbpCmPwieAfTO2I/6UVVHMkqs3Uh7+5E3dkl1IevLIP51X8uN1T8KM7xU1+tP24MiIaR94mImLXPi7zCOnOcnFI9Uz/YTGy4L4vvGdkk6/HpgkrK9v+OSi1TEjqEgOj+6KY8B2uf4k7jr8z5bhLf3zu1dpyQxQwrHhNqOgAkoebuf51QGR1dJo6Vja+L60idJgDZpVU89rtwBdw8Iobp/eqoyPJPwndTxe8DIqexy0Toe43o/LvvB9j2Pp65+3mP/cyNmc62Ql/mmJYC8KHH3SQGTKG3WoW7RkWQtzvB3lqCfLTi1ltLbLgvfdpdBD/mIqXvgt9uFsTxmucFYd99eq1rvSRJDLlsLknz59OFbCo2fYSPtSBnDo7loV8PEpdRSqCXG7eP7sTH6xP5Ky6LSwM8mQYYCpJZlSCO5VmDrNe5zP0iTgFg8ov4WWbCyuOsPZrLzZdY9cRZB8T+6OQ3zT+6CV9gr6UH89acZFKPMIeNTMr0Rl7dkMso4218pP0MKSAaLv2fEMXUwPjYUJ6e1oM3Vx7nlb+PEhvuW4tLAAShP+wuMd9xlvuqKMlqkGQqb2+8Bg1Ct3s3Fdu2E+QKSWYxw1br/Hvk/fWEB/8czkZnsDS+Hi7k4P5l98Cxv3DHQLKlHXkBA8Tj2z6otZjSTrdzzYF2WRb8/QjkHrHZLXUGM2V6U/332fudIMhAVKSUdtxOEJ9ZitEsE+rrToegM2BfObXe3j3DRdxqZX1XH8mp1Y59q7Vds9M8sqLT9qqvbIaVTzfcCtigEwORJXNFVaWVoMistyYWkGa1GTZIklksYv/Y87XYfsWb7WzZldYT0qCb7d0/nCGoM0c8BqOSZLzKkoWlbtAtnMqr4M6f9qE3WhjWKYjPH5wtKkkWo1Uy7QAbXsU/ZSUGNNxlfIy1escT1HXHcinTm2jv7+GUqGopPrpuIF3DfMgp0zP7yx02O1xGsbB2qlUSQx20OAfoE+mPm1qioKKa9KKqWs/tTy3i7l/28+ehLH7d4yRbpImQZdnWFeum4dF0sk6OT+fXt1wqXQT3eI4VWW8lqdaun5LoRoq9S2pcRimlVUYGdAjg7wfHMKJzMN36jaD9gClst/TlP3FhyLHToNfl7PWewJ+WMRwPn4FmyG3CbjviHhj1gLAijX9SNH+Y/AJc9Cr0vuKMEGRgH3Al5jkP5FeIeyUr0Gmb8bOA/IpqKg1mVBLNt3x6B4uJu4Iuk2o9fVm/9vx4x1B83DXsPl3EtV/ttFnq96cWM+PTbcSllxDg5cbPdwzjdidWreYgyDrgAkh2sE8Ctk6PrUUaK+eF3dZcMlewIj6bjOIq0UEJ+GZLMnHpJa2yPXWRYj1vd3SRFFUsl47C+09b19UpxIv21gy+eh0uayJmpFCBg2NFTF34R4msHbPBXhWug13JRaiwMEKydlCykbbnESQJZn4qlC1lGeIa3nGssBk2hEnPi/btXSYJBcMjCXDPVtHp0Fn+jWJhdRDg3iXUx6YsPxq3DwBdt8sZXvUhs6pfIq37bULVC9D3GkKHzuKBiWIC9dqKY5TpjfXWued0EcsPZ6OS4IXLerdaDp/STU+BI6ulgsv6R+DhJlTusgzDOgYRFdh8C7uj+Ahtr0vpNUlUyT/bcAq9sTbJ8Xdclu29a+ZRDo4JZFB0AAazhV92Omlq0xiGW+22R/+E0hpB4hazKEACy90vIUmOpERn5IZvd7P8cJbY74K7iP3HAUF2Kq+C7acKUUlwfTMyqxrD5J5hFGpC+bxkBCdGvSeaaQy8GZBhy//gx+l8uHgDu08XsfdoIsF/XIWUtpNqtTc5M3/lpdwxXGd4nir3EGFt+nG66DSpQJbh5Br4YTp8f5EgyHzC4YbfhSWubiMe/0i45G2Srt/Ja+ZbWBj5DNy/B55OhVv+FGOE7peAxp0Z/cUkcnl8tv08rvWGG34TxEhRMiy8QXTJNhnYtW0to4uX8onHl9y6/yphP7LmV2ke2MMtcx4m4eWL2fPsZDY/OYGVD49lyX2jmD9nOIvuGcnVg6JEB74bF4sJbP4x0Qjk2N9ibDv2cbhnu2OCDET38C6ThAvjzwdsQeQuIX0vrHrG/n/crzUIliZiyVwhZvhsOBxf4frr9n0Pv1whCLL2A+G+nXDVd+L8f+IfEQau7Ptb3hVEj8oNrp1nV9zVREAHmPKi2A+s+75ScD6SVWorZHZ3oiRTCj2f6KfBMxlw0Wu1xo3fbk1m2odbxDxuzGPgFSKyM/f9UG9d6+OSGWPYTnna4SaP915fcYxLJTFvCRh6HQBeI+7EGNydQKmCS4t+5u5f9tmbdZmNIvNr/49CMTb+aXg0AW5bLorRHn7iGOw8Qcyn/6q9r5jMFh769SBFlQZ6t/fj2el15kKGSkFk6ktEZvS0t+Hx43DTHyILzjtEjLkf3A/9RYZij9wVzDEtFK+f+ByPPfM2ax4dz4qHxrLkvtF8e+sQ3r66H09P68GcsZ2ZNSiKPpH+gmyc/aNQKOUdEXPaxNXieJj6Sr3vakxsOMsDbwbAY/dHYDEha314aVMJ647lodWo+PbWITw0uRs/3zmMAC83DpYHAHDiWDxVRjOdQ7wZoORBr3tJHMO9r4QxjzLF2hxnZ1IB5X7dhCpPX+o0DsJoMhFaLFo6J3v1w2C28PjvcRjN9Y/Nj9YlUlBhICF4KsYH4+CBvfUIMgV3jevM5f3bY7LI3Df/ABnFdXKgJUkQbDM+dD7XUTLJFHWqFUqXy8rt2x2/ri6OLxfWfg9/e8O8GlgR73rjlguXJPOLgtGP8EX3H5hkeI/FnV4RJ6/UbUIeboUySamVR/b3IyJw/Y+5eGokGxteb0BurBJEC4hBI4hsgAZsGEpnmf5R/q0foLzvB5g3S1TF9Q462NRF5n5Ydj/d3QsZ1SUYi2xvuZ1Xpud4TjmSJFrNOsTmt4UaJnKwODBTtgpPuTOsf9nWNYftHwrSrBUw1kqSHU1KJSJrHV7onZNksixY+IQ/7F1Ltr5ba5+ohbgFwlKg9RWTAxdwLPIq+z89Z5ArB3Dr93so0Rnp3yGAH28fSo8If3sXvqSN9VeSdUhUq4CVsa+wxdKf5XGOO5Ys3i86n8waFNVgvlJL0CHIiz/uHWXrUHTnT3v5ZVeqzWrZL8rfaYt2Dze1uLgA+1LtDQrSCnXM/Xk/BpM4OW8/VdAq27o3pZiTuRV4uqmZNTjKRoAnO8glUxQ7Xt6+tYNvu0yyKco61eh6e/2wDvx294haUvInL+6Oh5uKvSnFto5XSgh+r/at06CiJegQ5IWHmwqDyWLLa6oLZXsVpcO5VJIpZGZkoGfLbBTK8aXxFFaQOhjVJYTf7h5BqK87x3PKueqLHXy28RTXf72L/PJquof78tf9YxjdnHDrRtCY5bKoUuTDOcrRbA76d/DHw03kKbny28qyzJebxSDr/gldmTmgPRYZnlwc1+pdakurjLbj0BUlGTQc3l9bSSaO00xH4f01MfUVuHdHPRXVwj1pTP94a+0Bn0pt7wRlzWSpi13JhfSSUvCyVAhFiDI+ON+g5JMpIeguRCYQGAN3b4ablwo1WkAjGW5gX6a6VIRW18FDk7vhppbwKhNjp7V5flQZQe4wjA7XfQiPxMNDB+HKLwGYO64znUO8yS+v5oO1JymsqGZVQjYv/XWESz/ayrVf7wTg2qHRtVTPLcWg6EC0VsdBTLBXPdKsJvw83Likj13tMHNg01VkruDaoR2I8Pcgp0zPb3trk5BKV8vLHSjY7honog9+2ZVq66rYJLTrK+InZLPdagSCzMiJR3b346UykYszLjYUg8nCAwsO8uXmpAaJ+vnWLNFJPcJaRCo6g6+HGxNia3S51HoLsviq78Q4L30XT6XM4TrNJlb5v0U/1WkKZV9m6Z5lxHwdSfmVpKmjMd+6XIRsF5wQY+6iZIhbCF+MggWzxVxDpREkwH27nE4uFfSM7coTL3zItXOeFuHSDjrcTu4ZjlajIjm/kuM14xN8wuCGRSIPMH0XfDYU+a0OjN4wm1fdfmQGW1CVZ4nucdf9KuzYVpLGw01NmK8HMcHe9IzwY1B0IKO7hjC0Y5CdmA3oADcuEt8PiPPZXZsEgdeQjVyShFpO6yO2a+83rv1IFfnWXC+jUNhPflE8vvKpRq1k9XBqvZg0g1DLLrxBrLu8gQwMs1FkTC1/VMxx+lwNt68UFtm+V8NtK4RaLCcevpkkVCsbXxOvnf6uw0gUZ1DymfemFNuKyM6VZOL6mF2qp8Jce2yUlF/BWyuPczynnN/2pAniaaKVZNz0pjjvyrJwxvx5P1dtnMgX2o9YrH2ZrQcchck5xtbEfE4eP8wAVTKypIJeV4gn1BrcLn0LgFvUa8g/Hc+1X+3i1WUHOf2FUB9bJA15F32OPOGZ+iSiJIlmLG7ewp667zvbUx+sO8nelGJ83DV8dsOg2tZ5WRadWfOPCTL61uWiIO3jQIHq115cQ+ZugA7WgtjIB4SCtCnwi4DZPwi1WqYo7DB0bj31m/hYEsMum0uiJRKNLAo6+e7R/LI7DUmCj64dwGCrq2xUlxCW3Tcag6+4XhoKxBhs1iCrTT9po2iyodaKMYsk0TXMh84h3hjNMluSSu3F4Tp2UwW7dm3DFx2VePDaPdfh7+lGfGapzcaqIDG3nJ92pADw4ozeaINjGsxtlCSJt6/qR59IP4oqDdz18/56RZtGUae7pe3hMYIk0+3ejWwwNLwOWRaCJRCNMjxqX/+T8ys4nlOOxsW58oVLkt23E6a+jNS+PyCRqPcXjDLUUpMpDLrNinFqvWCFQbDE8YtsarLsuuH9cQtBVyCqpHesEhOx6lJxAnZCANlIOWcZX81F+l7450lxvzLfRrA4hVEvuukdmge/zGLOYLEjLdyTht5oZotVRdYv0p9AR2qGvOMicBEEO2wN6mXNc4LVr4ukjUKWD6IyVZlv7fzYcvRu788VnodYymO8oHuDVdqn6VEd53jhze9YiU1rbkvfawQrv+QuqK4zedSX2bt1jX/K8UnXAfSdLyJbFie9yv63c+v3e8gsqaJziDc/3DbUbq9S8jKS65BkZpOQHcsW6HMVsRNFFWLTyXzK61TN88r0bDkpbLFXtVLOmzP4e1qDVwdHYZHh+WUJvL1K2AhG1pXW1sEQm+VS5PGVVhm5/cc9FFUaiAkWA+F9qcVNP6k6gEL0zhzQHj8PN5sdy1F4f4lOfJ+B3m61feuD7d1LB3YI4LGpsXx8/UDenNWvHnET4e/JXWPFhOOtVccxmCw2ZVYfVzpbnmGoVRLdrB0iTzqwXJbqjLbB2Yz+YjJVrLMTF2cbTbHeNYjeV4hBTK+ZTgfyvdv7s+TeUXQO8SazpIr/rT6BwWxhWu92LLlvlOg2dAbQNVyc/xPzHFtgW9tu6a5R22zPij26IWw+mc+x7DK8tGpuHhnDizN6E+yt5WRuBZ9tdF4Eag4U4jbU171eCL8zhPs5VpIVVxoorRLHdEyQt009k1ncgJIMxAA9vHc9S8r83WkcySpjwe46Kte+orMV8YvqqaeVPLJRSh5ZzOgGg4jPOSIHiWYwl33oPG+zpdB6i6694NByGRXoxY3DY+iiEqTOgtPid3vyou5icqBSiaxIq7XVXaPmlZl9APhhewqDX1vHPfMO8OOOFI5mlyHLMCg6gCcucpDH1gJ4uKkZYO1mePWgqEYLnbOtSjM3tcT0hkKmW7hN91uVdZ9ttKvJTuWVcySrDI3K8XtP7dWOmGAvSnRG/rAW2poMxdK7/wcxpqyuEPlbwInu91Ik+xEb7sMPtw3ltlEdAWGDfW5ZAiYHygWdwWQr+rlqC28OFKvWisM1FFl9r6bi9g0ckboSIFXyluZrwqtTkH3bk3DRbwR3G2oTQEzvG4FP+55w+z9CiVl8Gj4eJNQyeUcFKTTyAXj4MMz8zJbR1xg83NQN7lM+7homWjNilx+uUzQN6wHX/iII75I0JJOeEtmbrZb+6EY+IdRgD+53mk/VKNr1FeTC7B9hznrxvysIiIYpL4n7615qvFmD2QSLbxcW2JBY8f2NeVRY2cwG+P1WkTHnCkwGuxNkyJ1CXSWphfrxs2HCDirL4j1zEuDAL4Jw+XKMndCb/IKYK9S0bHUYKr6DsF4iZHy9dZ4wdC4Mvs21bbOit7WQqrh4wnzdHc+5gAAvLSHWnNK6zog3VhzDZHUKrD5iJQAH3SYC4quKYNGt8OkQ+P5iODgPD1mPQVbjJ+nofqC+AsoRTGYLr/x9lMtUogghdRpf22rcZRLEXoKbZOZZtwWcSM9h/P4H6VSwiWrZjTurH2XYn3488OtBx0R5YAxMtX6Xa1+E4lQ2n8y3jTneuqpv/dzSAz/B4YXid736B7saqSFEDoY7VsPjJ4X9uTmClY5j7NvqESDmiE4wslsY/wTfYvt/W4k4Hzx7aU8uqXNu7hjizWPXCkI9WhKOnSsGRor9VLEeD7nDHgsDTOklPvO6Y7nieg5OyeRTe0X2aL5/f6KC/XhlpohI+nh9IkesxXJZlnnp7yOYLDJTe4UzPtaJm6wOPLVqvrp5CMHeWo5ml/HHgSZeV5Qs1OqyWhyKe48eqIOCsOh06A4dangdSetFsy43L7vauQb+sarIhnV27Zx84ZJk1p1eaaObXVoFox8BJCGTzRU2CJvdMtRbnChXC5k4/tYdcONrRPqJgVluTZLMYoGd1iDOEfeJE6giwcxNEBUIByeBWu/XWijPFaGiFqOtYwY7P63HxtbCzk/tF6uiJCYeeIRO/iqKdUb+OpRVI4/MycGx8XVB4vS4TJxwRj8sDtqyTLsXWEFVicglAHGhUi6Y2z8SaryWoLIQ9ZI7+VB+hzCpBLMsEa3KJ+rP2YI0rEnY7f0WNr0h7l/6P+hzlbj1ixKDnNXP1F731vegMk8Mzh0cbM4QHRrAjYb/8oTHy9y5ScvxnHJCfd356Y5hte1TnSYAkhhU1fytdn0OOYfFiXfaW/Ro50vnUG8MJos4CdbA0oOiDf2QmMB62TxnAlqNiv9d3c82+SioEEqOUV0aVtsMrkGSGc0W7pu/n6T8SiL8Pfj97pG08/PAYLKwL8W1jiPOUFBRzcoEcRJUBtkNkWQKGRHopRWdsfpcLXILrY0WQFRIHprcjcv7O1cC3D2+C6G+7qQW6vh5Z4ot46vPeaAkA2x5Aydy6quIlAtjdJAX4X4eNmLhXKnJTheIi2Pnlu7PkYPhsaPC2tAAOgR5sfjeUQyMDkCS4LGpsXx+4yCXCZvmoDElWWvbLcFOZCvqz4bw5f+1d9/RTZxZH4B/M6qWbcm9F1xoxvRqCL0TkhDSGymkhzQ2jd2Quvtlk03vZVNINpX0hEBCqAFMDRCqwRhjMO5NtlxkSfP98c6MJEuyZSz3+5zDAayxPLI9mpn73rKJXZReNSYBQTpWHioFJd7ckO3Sw64tpOMyqRVBUSmTrKjaOZPspBhwi9Jr4adWICaIbddsuWUzpIa6vx1uknXQfx67CKs46bJiK/Ujm6wWJzl1dD+yc5E8hfXObKeSbwD2bDI3JZcAcNeEKMRy7HczyxKN8SmhGN9MFud5fcOc3pP7RwZiUUYiXr96OHb+fTq+vXOCzzIxHT154SDcM70vbp7Y8hCajORQLJ+fhleuHO4y+dmXLh8Vj9ggPxRXN+BTMaArZZFN7hfu9qZbwXPyxM//bjnpsRS/Wf3nsUXi2jI2SXjbqyxoEJyErxXsHDouORQKnsMTFw7CY/PTwHEs+HzDh7vwwZaTWPVXAXbnluN0eS2++TMf1fUWJIToMMnTtacPyBlZpSYcKbAvVDy7w4wFdY/hC9UC9oHgJHA3rcHkCRPw8U1jsOXhaXjx8qF4QryxRHAflmEUmgpAYNf/0x8H7j/Ebr4N7vvltcV8cVCEU4BPkjyZLdgvfA8PRX+IYQ3v4rcRb0I3W+xLpWnj4nx4P1bm1dqg/6jFbLGgsRb48Z7m27Ksf4pVpagDWNmiJpC9Ly14kw1Wqcpj5ZM2LxZUd7zNqlf8w1mZ44zHWQZc9FBWmvfDXcCrw4Fn4oC3J7Ayv93vs/5rKn/WV2zi39y/LwYnskBL6kz2/z4T2WC4VorUa5wWwzyVWkqSxWsHxxLJzcdKsO5oMZQ8ByXPIauommVUK5SsJBNgU17LsgGVP/L7LMRlDY/heuWzaBQUGG/ehoo97rOiHX26Iw/Hi2twsYoFyTD4UteNZv0T4FWYxu/F9pCnMElxAA2cH54L+ydOhZwHBc9h1V8F+PkvDyVvoxYDCeOBRhMavluC+79gpYHXjkuQf/dlZ/cBv4jBqemPAX0mtPgaZBznXUCtORlLWAbqoh9aDIRPuPBmZNnYoslxWxxuGN8Hi89z38YjMIoteoRzVXhhQSrLqD3yE+s1pvIHJjpnvs0Ug2TrjxbDEi02xXeTSZZdXI2wcvbxkDSWDX/h0BjMGRQFi03A375ilQJrDhZia3YZ1Eoey73tHyiKDfLDHVNYz7H/bc/zur0HAHasq8SFaYcJlxzP20sut7RQcinFH0be6Lacf9UB9ryz07z72ffcIJlIKosqqKoHwvoCAy9gD2x9BTUNFhSJ5RopYQHAnx+xlE2/EGDxryz1rzIPCyy/2p9DcvxX9uarMbBeVYBzCuZfXzili0o8ZpLVVQI732OTalrDYmYrBNUFLEB28+/sZr+xlqXYulOVb09HnPQQoDWAO7MD7+vfAw8bPtyWiy1yPzI3F6ln97Jmv+DYJCuABQlniwGoba8610OvfpgFz0KSWf+loVezC6uaImDPita9XkeHvmOrQQe/gQ083rRciNENb+E7Xjxp7XyXpb7nbmFlMavEN5bJj9jHwfoFiSUcHJu4IvWUK89hwSqAvS6l9xe4iaE65Agx+LqyL7bnlCNAo8RHN4527a/kH2rv/5KzUfy6J1mTU4BdZAVEgOM4+eTw8377iUUQBHnVtb2zyBxxHGua+sqVw6BW8AjSqeQgmCcjxMeziqrx4Mr92JpdBn+1Au9fPxqRei3Gp7I3s60n2lZy+dXu02i0ChgaHySXeDafSeYQJOM44NL3WR+DVvy8AcBfo8TfZrLA4Ytrj6HMZIaC51q84Oko/aPY+427TDKp1FLKepOmH3ZWX7KTpezrejPpsEWBUc2miEtC/NX45vbx2PPoTNwzva/b/j++JH2PPZdb+jaTDLD3JdueUwZbMzfEe/MqsD2nHEqec7qImzc4Sr6YevBr9z0szkVuaev6kQFAhFxu6ZxJZi+1ZM8VG8T+lhqnt0ZVXaOclZZdXON8PGgCWCNqwD5BVbQ9pxwqWDAKbBJatwiSdQRp5dtNJhkAhDewa59SQY9KBOJvs/q3+JT/uWwIvrx1HPYun4lf75+Epy5Kx/whMfLvR3sYGK3H0pn9vJoIx3HsGJrXTllkErWSx5Jp7MbqrY0nUGu2NFtqKblsVBwMfiqcKqvFj/vzPW7nkULJ+m0CrEJjq7ggMfMpbM1lx4tjA+ebzkvCW9eMhEbJY0t2KZ76+TDu+uxPXPp2JiY+twHLv2dlX9eOS2jX92DHjKxVB9j3aXduOT7ZfgqNUCLhihdYFtidmSwYIooN8sPCEXHQO7aWMMSyrKJrvmFlwROXsuvKdjJtQAS0Kh65ZbUuU6kBAHGjcDB0Nr46qQHPcbjFi2Buu+N51txf6ccGff35sfvtDv/IFs8BVgIb7vAe4BfEgmZKPzZldPN/mv+a1YWsJQzAFualhv3RQ4Cb17NyNaWWLXRY6lhZfJ+JwPh7WEbSvfvs7/GeaPWsH9zitcC13zY/AMwDjuOcSsLdNVB3lNIkSGax2vD0zyzpY1FGH/l4++2wGGToOxMYdxdbCLnwdeCBLLyuX4pdwgD0HZKBH/xZoEvz20NuS+ElFSYzXlx7DP240+iL0yxjccB81w3DUuUMU0NtLqA1QHPTT1h+9+1Y/8AU3CMOXHj658MulTEA2O/KRa9DUGqhyduMGQ2/IS1aj0ebBmvqKljVlrWBLWqPdz8Rs11xHAsUeurF6WBUUhhWxDyGFZaZOJt6BZbPT/OcNeoXxJIkAFySbGMB4fVisDPjTpdBISMSghHir0ZVXSMOCGJT/MK/WNmwg/9lnsJonlX/6PtNEl8Ch39enI4Qf5bQ8dyaLPxzFbt2uW1S8jlVU1w6Mg4aJY8jBUbs9aKP7d68ClYVwHFuJ1wC9pJL05YtTT/d7lQmcGor+90cv8Tl4ZOlJhwpMELBc14P4uoFQTJ7qaQgCPaywAMrcewoK4cIC9DAwJmA9f9ij039O6tdFtMnZ5R+DH/UodDocKEtlTOOusG5EWef8+yZUqsfAc7slh+qM1vllNpkxyCZIADfLGbjlF8fzfbDXcmiO7/9g9Vva/Rs1UOrZ9NOAJY6XJLl+jlrH2NBtPix7LVe+TmgUCO5ZB0eU3+GIwVGlJnM8FcrMDzBTfBDOliHXA5EODRQHDCfjZy3mu0ZeYd/EFNheeDid1jZhVLNLiQA1pussYV+MY5sVjZt5otrWCPO2lIgIg3FV6zCc5YrUQ49PotYyk5Y+jiWLffR+WzlCQK7oJvyiPNzJk20H1A/3g3UFLNpJVazmD7cuhKU2CA/ud5ZpeDwznUj5ZRqF1JD8RMbxNr6+9gJO2kSa3oqmi+WB2w+XoIqsUTwrzNVOF5cA42Sd5300gEuGhaLdX+bjJ/vPq/FG4aIQC0SQnQQBOD7fWfBc8BrVw+XLw6kvndt6UtmtQlyWdS1Y+2pyFKQrNxkloNiknIpSOaDYMRlo+IxICpQnhDVNyLAuXdCJ5IzydwFyfLZhbb0O5rSQpZTe7MHTdo/M9IRz3M+zdxqTl+x3DK3rFbuySepabDIZcC+3J/BsUHwUylQUduIYx7KPAF7FtlFw2Llnl4Au5h6asEgGPxUOHTWKE9Ns1htOFlqwm+HCvHmxmy8u/lEq7JSpPLaxNZkkomN+4ubZJLZp6Ky55IyyQoq65sNDLpzuty5ZcLaptlkUsnloW9ZFrpoe04ZhnLZ0Aj1gC6UleQQe3a+p4VAceBQsToBN07o0+LCC8DKLscmh/rk/bu7u3RkHOJD/FBa04AHv/4LeeW10KkVcpaBOzq1EjeLgfDHfjjk8jvvlRGLWOCiLJtduySMR2XibBwtZOeVpn3b5qRH4bs7J2DxeUk4f0g0RvcJRkKIDholux0JC9DgspFe9Llro/MdMrIaLFY88u0BAMBlI+NYBmNwostUNI/8goC+M5rvz+Uj/holpg1grT88ZeNIU4nPHxLTbi0DWi00BZgm3hf89ihLCtj9AeulvOcjVunxvdgTMmMJy1hrKiodmC+2y9n4b+D4Ws9fb+3jgLmGZZQPvdr5MYWSVb8s2c0Cb0v2sEEJN/zMFvLTF3rdXgW8Aogf0+qFVUeOQbKWFlabLmJ+tpNldwXrVLh3el/MHsSOd7nkkuOAOf/Hsp1GXAdBHSAP3po6IAIVo+7DCVs0dA0lrBzWgzc2ZKOqrhE36MUyvr4zPQeDJz3IkiICo1n/tvjR8kO3TU5Gn1Adiqsb8PLvHobMhaZgUywLtC1X/g+fpq6DNns1O3cIAvvz/Z1s0FZQAnDxW257+HU1D1x3MYIufQXPXju55f7RwX3Y3xW5rLVTaRZrVSQNGXLAgj7s9/XF3RYIWgMbgFB8WN6m1mzB9r17EcVVwMar2HEhCgvQ4F8LWKXA+1tOIr+yDjEGLe6c4sW0bzeCdGo5sUNqf+PJpmMluPjNbVi8Yhf7gJsJlwDgP54NB6k/fBiWcg/l1lvELLJhV7MYThNSqeX4FO+vGbr+b1UbRYi9S8wWGypqG1m9bvIUQLDi7Go21XByv3C2KlFXDoQPYGl6ADv5hyRD11iBxYrV8vQz5O8Ro5VK92V44+9mI21tjax+vo6VkOWIGRLBOpXzzc/h79nKCMB+sTc/x4JlB75uPi1532f2wQEXv2NvGpiYwer3Bau9p5bkVCZLiwcHzH2OvYH2mcBGKwO4gf8FNypWAwAyUsKgVjb5FTm1je0rr3QNNnHic/JKVtK691M2BAFgwcn4MfZth13LgljVBZ5XlSQ2K2tW+PNS4IUBwIr5rBEnr2RTUm7diKiB4+Ubo4QQfzby985t7GcIsOabgy62v+ampi1nI2prS4GPL2LPzymA2c+0ugRFqeCRHmsAxwHPXza0+cbfyVJfso2s4W3ORra6Nf9lp6/bLzIQ/SID0GgV5BUiKYtsTnqU88pmB4oP0XndXNfxpmf5/DSnSL70PTqQXyUHAVtr87ESnKmog8FPJffWAthFpdTDqGk2WYVJDEbo2v79U/Cc09QdXzaMbivpwutkqcml8bo9k4wFybzNJKs1W1wn2LSRzSbIQZM2l1t2YVF6LQI0SlhtgtMwBUEQ8IA45jwu2I9lOPqIWsljVB+xL5mHkssTJTVyaeHtk10zECICtXj8Ahb0eeX345jz8makPfYrpj6/Ebd+sgfPrcnC//1yFJvFcn1vSD/v1pSLy+WWxnqndH55SqYYcIvUa8FzgNlqQ6nJtcl/c5oGDH471KR9Qco0FgQzlQAnNwJw7EcmTbWc1C0u3juEVG7pIZNMWtBLGzIKj18wqIN2qudQKXjcPZVlaawSgyez0iLtPVA9uH1KCoYnBKG63oJ7v9jrtldYs3Qh9n6/ADD7X9iRWwFBAPpFBiDMTclrWowey+en4Y2rR2Dl7eOx+aGpOPr0HOx/bBa2PjK1Q4Ke0wdEQKNkGVn3fbEP2cU1CAtQu07O64LkkssDZ13KmfLKarFK7Fd226QukEXmaNyd7Oa8wciSAn6+ny0M/3QvsOpvgLmalWXOeNLzcwy7SrxHE1gT/o3PsooaR3k72OI8AMz9j+f34KB4Vl0Ultqp79OOi+iemvZLpOb9J4pNqKptxItr2YTlpTP7waBTYWYa6+v0Z14FiqtdExAOFxhRaKyHn0qBjORQTB+cgL83itmgez4Ecl3L2SprzfhsZx4AAQtU29kH0y9x2U7mF8QG4dx30KV3nValwJNi64aPtuXKwXRHm4+VYPGx0dhrS0UgV4fgXS8BX14DvDwYeC4JeHcyu8dUqIHLP2bBo24gxF+Ni4bFerd4LgXJSrLsVWHn3W/PiGxi8XlJ8FMp8MeJcmQr2XnAsS/Zj/vOIs3MMnW56GGA2vm+be7gaHlwFwD84/w0r7KlPbl2HFsU+/mvAlR46G9sswn492rWluJgvpElEXmYcKkMD4dmwAAAgGnrNtcnK/gLOP4bS8iZcK/bryedF1vTH7THX71plAr5JC33JTmPZTHNqPsViVoT/j5OBex4hz02+1/2enuFSi4nvEW5CrUV4g9t2+vs78GXuY1WstHqb7BIuvEMOwEIglxq6ZRFVm9kGWcAC/hc/jFbcTXms+yyD+awcsHS4w5/stmAASkANfkR12acM55gQZ6sVSwwBrBg02qxuf/I651TRAdfKmfALVf+D7P5nZjUr0lwRxDkpqwYfh17fU2F97MHDn+4kwUeIwezfXSkVAMTxay+LS8BFjc3MHWVwJq/Ay/0B1ZcwMpXTcXsTWLYNay3wNS/y+VUs8QV08FSs3StgaV4X/8TMOffLJDIezjolRpg4btstLMUfR99M2uGeg4+unE0fl86GRcNa6EnRcI4tgpbU8iCgAALPoamuGwql1yKK58/itMuL+3AUsu2mDc4GhzH3sylJr6SSL0WKeH+EATvGou7I61YXDoyzuUk5KnkssKHmWQA6+EnreiMbWbyWUeL0msRqGVBmRyHhq81DRb5eyJNWZIuwlrKJLv3i32Y8p+Nbi9yzlWBsR4NFhuUPCf3RuuJOI6Tv8/HHb7Pb2zIxppDhVAreLx61XCflxxJJZeegmTvbsqBIAAzBkair4eL9YuHx2Jq/3CYrTYcLayG2WqDVsVjUIxeztxu2lS4OXKJZCsyyaTFr1qzFTUN9iwueeiDeLyrFLwcUDvb0oTLJqR+ZNJxvPd0pXN5p0Jlz3b4ayUAh35kKiq1dGFovicZStnNHsJ822y/N7l4RKw8CAdAy9cfYMfIq1cOR6BGiT/zKvHKOg/ZHc0Zfw9b9Bx/NxA7AtvFc/i4Fgb6OOI4Dgadqm0TjVvBMSNrtTiV+vELBrVr7zhfmdo/An4qBU6X12H402sx5+XNuP6DnXjo6/148Ov9sAmsVYq08NVl8ArWw2nw5azyRPrT/3zW327UYuCyFS33PJv7rL2R/8b/A96ZxIaXAew+5xextcrwa4G4kZ6fp4tIF6+9eM6eZe6JlOl/stSEF9dmobK2Ef0iA3DVGBaUiDJoMTQ+CIIA/H642OXzpSyyCamh0KoUSA4PQGnYKHxmERfsf7rHpbrnf9tPodZsxYXhxdDVnGJ9o/rPbfrUzlR+Hn+Ok/uFY256FKw2Acu/P+gU6C0y1uP+L/fBKvD4ccibLLFh2DXsPpJXsqSTAnEw25x/AzHDm9+P7koKkm17lS0sBUYDY271uPnAaD27ZuSAXyvF9/2zLEgmCAI+dii15BIz3D7HkxcOwsjEYFwyIg7zBke1afeHxQdhUIweZotNTuho6qe/zuJIgf3+YfOxEodMMtcsWf8JLJvMtNU5kGs1GlH56jKUHAhEZcN5qM2thKWkxOn36mSpCYfFUstZg7x/bR0ycumNN97Af/7zHxQWFmLo0KF47bXXMGbMGI/br1y5EsuXL0dubi769u2LZ599FvPmneNEFrCSy9KaBhRW1SM91oCi0DEoFlIwmDuB15N3InTr9yzrK3Uma9rtKO1i1Ie9hMDSA7jA+DlQMYRlfgEsJRhsOldJdQNG9XG4Kdbq2cng/Zms5HDvJ8gpZ7+YThkSG/7FAiQhySx4p9ICfWexQNyWF9nY5I+aqYvvN4cF15oK78d6pe35CFi7nNXM/7mCjSzWGljmVFMT7gMqT4Pf/T7eUr8C6+41QOk4NrUzfgzrl5W3jQWSmpnkgckPsz4tpmIW6V/4jvtU5OHXsSZ7xnyWTSb1CQOA47+z0sdqcYKPXzDrD5B2MbvxcPN898/shzFJIZjUdBJH0iTvblYiB7HGnr/+nX29pplyrRCkU3t3saXUAInj2UQOSx07EWS41lIDbCLTi2uPYWt2Kb7ecwZVdY2INmhbbJrfVcxMi8ShJ2d7XNk+LzUMJ0pM2JpdijnprXuDzi01YX0WO/lf41BqKUkKC8D2nHKXIJlT434fef3q4dieU4bJ/bxM1+8AHMehf2Qgdp+qwLGiagyMZhdlR8RJcNEGrbyYIGWS5VfWoc5sdbuaZGqwYMPRYlhsAtYfLcaAKN9kzUkBk4QQHZSKnr2GkxoRiP1nquRg5PqjRXhBXBV+6qJBGOGu1L2NpOb9O06W42ihEf0iAuVAXJGxHt/tZX2J7pjiOQOB4zi8ctVwrPqrAFF6LVIjAhAb5Aee5/CvVYfx3h8n5bYCLamqbWQZ3mhdTzKdWolArRLV9ayvaKBWBUEQ7EMAHM6xMUF+KKiqx9nKOgyLD/L6a5wWsyRH9wlBg8WGfacr8fuRYlzt+P4y+HJWJnT0Z8Bci8ycMmjRgCHcMUAAkDTZ66/X47WUSSYHyVruRUbcUyl43D2tLx5YuR+h/mqc566nrBvxITr838LBuPvzvXh9QzYyUkJbd10RmgIsPST/d3sOK4dpTZCsM5w/JFoOkE0bECG3tejq/MSpw+9uzkFlbSMqaxtxtNC5hP6Oya4LrV1CSBJwyXttew6lBrjyU+DgN6zncckRdq819jYWjC/8i/WLnv6ET3a5vSWHB2DZ3AEw+KlazPyMDfKDRsmjwWLDiky2MLx8fprT9dKstEjsP12JXw8VOp+vAKwTg2SOlRyzBkXh3xuvxvma/TCUZbPKqunsHrG+0YqPtuUCAO6J3A9Ug913qtuW6b98fho2HSvBrtwKfPNnPi4dGQeL1YZ7Pt+LMpMZA6P1ePiiUYBqrP2TLA1A8RH281X7A4MWtmkfujQpSFYrLmhOfqjF8u+ZaZF4/IJB2Pozu36ryt4BA9gC3+ECI8ZoxPZLCe6DZEE6Nb65Y7wPdp5dJ147LhHLvj2AT3ecwuLzkpwWfc0WG174jZ3zYwxanK2qx+ZjJbiqj9STrMjlOQPOOw/l738A09atsJlMqN64EcZVv8D0xx8QGhsBBAKHsoFvr2X7oNNBHRcHTWoqDvhFYVCpFpEjhyLEXw2j0btF03YPkn355ZdYunQp3n77bYwdOxYvv/wyZs+ejaysLEREuN5Ebtu2DVdddRWeeeYZzJ8/H5999hkWLFiAP//8E+np6ee0D1EGLQ7kV6FA/KY8veoIGhsvwDvql5Ge9wkrceQULIusKZ6HdepjwMrLcJnwK6y/8lAINlYmF5WO+kYrLn07E2U1DVj3tynOJSOxI1gw6vfHgdUPozrubQBKpIg3oTi7114uef4L9n4GKj9g8oOsrnbdk6zuXpBS4B1Sq2NHidlRHm4mpyxjwaozu1gQSsoCm/oPwN/NBZBYLik0GMEfWAm+7ChQdpQF2gCWxgiwYJa7DDqJVs9ez3e3A7OeYsEnd5Qalj76ywMsm2zEIvaz+PXvbDQzwIKHs59h5ZMtNMXUqhSYPrCN00rG3sEGN0QM8Hpsd5ulTGVBMo5nk/g8vM6U8AAMjNbjSIER/xIbK148PLbl2vYupLkLgPGpYViRearVzfur6xtx+//2QBBXT5ObDsWAPTCd0yRIJvV+8mWQTKdWet0UsiP1i2JBsiyHi+mD+azU0jHdP8RfjSCdCpW1jcgprXHbT29Xbrk8brytE0kduQty9FSOzftPlppw7xf7IAgsyHvlGNdAry8MjjUgUKNEVV0j5rz8B0L81RibFIKMlFAcyjfCbLVhdJ9gjExs/r1Pr1XJK9eOpOy//ArvgmTSNMqIQE2LNwdNReq1qK6vQbGxHqkRASg3mVFdbwHHsSCrJCbID3tOVbR6wmVeOds+IUSHWYMise90JX473OSmI34M64lSmQccW43tOTEYxR+DSmgE9LHus617KymTzFTCxrs7lntYLUAZ64WHsL4dv289yMLhsagzWzAgWg9VKxYaLhgagy3HS/Hl7tO4/8t9WH3vpHPqiVhZa/bYj6yrmTYgAmEBapgtNjy9IN1zI+0u6O/zBuKuKakoNNajyFjP/q5ifyeF+ctZwz2W1DQ9ZRq7Z9j/OZtmKZm6zKXBeVd2m5dBTZ7nkBweIGfgTB8QgYlNJsHOHhSF//yahW0nSlFd34hAsR1LWU0D9omN1KcOsH/OrLRIvLXRH49bbsTL3AusV3TMcKDPBHy934jSGjPiDBqkFP/GPqG5UksvxQT54Z7pffHv1UfxzC9HMHNgJP67JQc7TpbDX63AG1cPdy1LVGpYBZQXjfK7PSlIBrCprsOv8+rTrh/fB5WFU4C/XoJ/1XHsyjqNz/eXIQRGpHBi0knCOJ/vrjsXDYvB/606gtyyWmw7Uea0aPPFrjzkldciLECD5y8biqv/uwNbskthHRQBBeA2k8xv5EhwWi0sJSU4ljEegtlexqkxNEIbYkZjxBQ0njmLxoICCLW1aDh2DA3HjqEvgOcBCFt55PySgsZ+3mWst3uQ7MUXX8Qtt9yCG29kfb7efvttrFq1Ch988AEeecQ1U+eVV17BnDlz8OCDrCzw6aefxtq1a/H666/j7bffdtneGzFS8/7KOmw6VoKf/yqAghuFBkMKNFXihdnom50nqTjQDZyBTGEQMrhDwNGf2AfF5nkr95xBidg8eHduuevN3fh7gBPrgZObcGXek/gYj7EbdpuV1eMLNiD9UnsDd0eGWFYCeK4Co1hW0ubnWAotAIQPZCnNniiU4C75L5voeHony2Q7vZMF9KxmloUmDT9oTtqF7E9Lhl/HJm0a84FfHmT9zoz5ADhWtjn9MZfa6XbF86znQUcacgWb6jPoYhZYbcb8IdE4UmCUm8N35FTL9jYuORQ8xybAFlTVyZNpm2Ox2rDks704WliN8EAN/n3JELfbyeWWDmVggiA4NO7vnJ5uHUnqdeE44VJq2i9NtgTYClBqeAB2n6rAiRKT2yCZY0nsnlMVsNkEn5QGnpSnE/aeINnB/Crc+vFuVNdbMCoxuF37MSkVPF68Yhg+zszF7twKlJvMWH2wUM6mAIDb25CBECv2J/Q2k+xU2bn/vCP1GmQX16BI7LsilVrGGPycLq6l5v1nvAzcSaSeZHEhfhiRGIzn1mRhW3aZ000Hu1G7DPjjBVj3r8SfedfjPl7MqEma3Op+lj2aXzCgDmR9h6rOsGx3SUUuy+ZX+tmDaeSc8DyH6zL6nNPnPn5hGnadKkdOiQkPfb0f7y0a1erA0fac8mb7kXUlOrUSv9w7EQDrt9jdGHQqGHSqLjNFu1PoQtiE+sGXsf5mlXnsPkeautoDpYT740iBEcomfXAlqREBSA73R06JCRuySnCh2KN307ESCAIrzXO8vh4aF4SIQA2+rx6Jf6TORPiZtawHGIBpXCTeVCUiKSIJ3OmzLEOv70yfvI6bJiThmz1ncLy4Brd8shu7clkG6v8tHOx2sbtXcQySTf1Hqyan3r1gMioPhSLIWoY3Pv8W2yz9MFUstUT4wA5LANGplVg4IhYrMk/hf9tPyUEyU4MFr67LBgDcOz0VY5ND5YX57LpA9AdcepIBAK9Wwz8jAzUbNkAwm6FKSID+/HkwjBsAzerL2UTQR1iPc8Fshjk/H+ZTp1D45wFs/mkz+lWcRlh9FRqOH0fN0aNevYZ2rWcxm83Ys2cPZsywlzDyPI8ZM2YgMzPT7edkZmY6bQ8As2fP9ri9N6LEN4PcMhMe+4E1rrt+fAo0U8QeUNqgZkvrOJ7Hx7ob7B+IGASkTIPVJuC/f+TIH5ayMpzwbKqj4BeCVOsJ/E35FTv4d73PAk8aAwtItZcJ9wA6h6yxuc+2XO8PsMkuA+cDs/4JLP4NWHaGjbm+fYv7LLRzpdLag25/rmABsuAk4MZfgLn/7tgAWWcJiABuXstG+7bAsRxgREKQ3J+gJzD4qTA4LggAsDW75b5kgiDgiZ8OYdOxEmhVPN6/fpTHPlZJ4faeZFKdel2jVZ4s6MtMsq7K3YTLQ1LT/iaBsJYmXG536GlVVdfYYpN/bzWdTtiT9RWDZDmlJhwvrkGUXos3rx3hOizFx2amReKTxWOx//FZ+OaODDwwqx8mpIZCo+SRkRyKqf3PvUxYziTzMkgmZw62oh+ZJDJQat7fID6XNBXV+ZwRJ+5TazLJrDZBHkqREKKTbzrMVhs2HWsylGDw5ezv7LXwsxipH5knHOdQctlkwqVcatm5DbR7O51aideuGg61gsfvR4rxcWbzk8ncOZd+ZJ0pIlDbLQNkpInU6cCd21l1zaLvWxVU6G7GisfWLZOSPQaTZot9lxwHzkilltMHOJ/jeZ6Tp+C+a7iHTQMNSgQAxAhFmKfYiYGnv2QbD5wv94FuK7WSx1NiE/+dJ1lw/aoxCV71UuzxghKBtAUsiaaVmXs8zyEwhZWppjQeg9liw1z9Sfagh35k7eWacez3aO2RInn44YdbT6K0pgGJoTpcOSYBCp7DeeLwtsxiMT7RZLqlJGr5o4h4+GH0WbkSKb+uQcS990ITLC7kOCywcWo1NElJCJwyBb8Nn4unx96Ad+9+BambNyHuzTcQcnMzyUIO2vVqpLS0FFarFZGRzqVHkZGRKCx0/w0oLCxs1fYNDQ0wGo1Of5qSmgmvPliIU2W1iNJrsXRWP/ZGMPc54OqvWoysVgQPxvdWsVZ30gMAx+G3Q+z5JAfcBckAQB+NiplsbPFtylXoc+YHYN1T7LEZj9mnObQHTaBcW45BC4Hkc+yRotQAcaNYaYmvjbhefkPG2NuBO7ayPl3ERWKoP4bGsYDGZaN63or7BLFEYFt2yyWX7285if9tzwPHAS9fMRxDxACbO/HBOih4DnWNVvmmWupHplby0LVhikt30U9sCHu6vA6mBgvqG61y0/imDX6bm3BprG+U3+uSxeDjLh+VXJ48h0mH3VV8iE4OiKkVPN66dkSH3qyplTxGJoZgybS++PTmcTjy1Bx8fuu4NmUExgazgFS5yYxas6WFrR2a9p/DzzvCYcKl03M1CbjFSEGyKu+DZEXGejRaBSh5Tl5xn5Um3XQ0WeGMGABzWDoUggVXKjYgTRCz05Mmtu4F9QaemvdTP7IuY1CMAcvmsYFF/1p1xOuAt6S7BclID6L2B4ZeyapoerCrxyTg96WT8NBsz++X0iCzjVklaLBY0Wi1scboAKYOcF0Ik5qZf3/MDNtFb0K4dz+uDvkCV5n/gU197mWZekmTvaskaoWMlFAsEKcqDogKlKdn93o8D1y+Arj0/XNaOFKIAyvGa9lCxyQty9zy1I+svfSLDMSYPiGw2gR8sSsPFSYz3tnEkouWzuwntwSQeon/Jq2f1VcCja7nHlVMDEJvvAF+gx3K46U+p0Hu74l/OcBKN+cNjoYqIgKB06Yh/I47vNr/br9k98wzz8BgMMh/4uNdv0lSkEwadPD4BWkI0CjZL97Y24CEsS6f4/ocfniw8XZ8MeYbIH0hBEHA25vZD1oaJ3q4wOhxfPYR/Xn42MJSVJU/3slKDmJHiqOM29nIG4Dbt7IVlq5IpQVu2QDc+xfLdGtjQ8ie7pUrh+PZSwbjip4YJBNXE7Zkl7qMNnf026FC/OsXlrHx97kDW2z0r1byiBdv4HNKWeCnwsT6kYXo1N2qF8m5Cg3QyOUvx4trcLSwGlabgFB/NSL1ziuDcpDMTSbZzpxy2AQWyJLe+3afKm/z/lmsNuSVSdlAPf89QMFzGCYGdv+5IB3D26FRf2v4olzW4KdCoIatBHqTuZUr/bxDW58xLP3OFkuZZB4CrHKQrBXTLaXJlnHBfnLPx1mD2E3HhqPFcgYqwDJav7WwC8/71d+Bgw0ISQEMPacU3mc8Ne+nyZZdyg3j+2BkYjDMVht+Fqdoe6PCZJYbyHf1fmSEdFcKnkNqRGCz161D44IQqdegpsGCbdll2HOqAtX1FoT4q90OsMlIDkWgRomS6gbsP1OJ7Tnl2HbWhj/5wUi/9B/AJf8Frv+xXXpG/vPiwXj0/IFYcdMY1z5k5NyIrXumBJ7Gh1cNRHCVmOHewUEyALhmHEuu+WLnaby6/jiqGyxIi9bjgiH23uaTxSBZZoEVglJcLHZTcumWdD3h5prrVJkJh86yqZazWzHVUtKuQbKwsDAoFAoUFTm/0KKiIkRFud/ZqKioVm2/bNkyVFVVyX9On3adnORYez21f3irJ+cBrPl/I5Q4amE3hTtPlmP/6UqolTwevzAN/moF6httOOHQ88jRiZIa/MtyDfJVYsYUxwPzX2IjkTtCVLr7CZNdhX8oEJzY2XvRLfQJ88cVoxN8clPb1YxMDIZGyaO4usFjCd+BM1Vyk/Orxybg5olJXj233JdMzDipEPuRBel6blp+U/2jWPDrWGG1vWl/rMHlYksqt8wpNcFqcw5WZjpkCkgTfX3RvD+/sg4WmwCNkke0vneUv7x57Qj8tOQ8XD665wS8pWwyb3qA5bapJ1nrMsnKTWbUib0cWyIFyeIdBgAMiwtCeKAG1Q0WOVsGAFYdKMDLhUNgEzhoBTEQd64Z2z1dS5lk4RQk6wo4jsOC4azkSVqF98aOk2yxpDv0IyOkJ+N5zp79fLgQ68VSyyn9wt0O+1IreUzuL2bzHC7C25tYRvTlo+IR2s7HcoBGiZsnJsvndOIDMcMBAIrKXExV7AMnWNn510O2VXuakx6FUH81Co31+HBrLgDgoTn9ne5hI/VaDIgKhCBwqFWLLZ3cTLh0q+oM+9tNP9NV4vkrIzn0nAbRtGuQTK1WY+TIkVi3bp38MZvNhnXr1iEjw300MyMjw2l7AFi7dq3H7TUaDfR6vdOfpqIMWoQFqOGvVuCpi85tgk2UePBKNbXvillkl46MQ0SgVm5u7ankMqfEhAao8Uv//2ON86YtB6KHtno/COnJtCoFRvVhGTXu+pKdLq/F4hW7UNdoxcS+YXjywkFeH89JYSzwIzXvl4Jk5/LG2V059iWz9yNzfc+MDWZjxs0Wm9ybSZIp9iPLSAnF8IQgcBwLKhRXe5+p485JhyBHTwwAuxMWoMHgONfBCN2Zt33JKmvN8nTZpoEtb0QEsgv3oup6CILgULrpnJWm1ypZ5ji8L7k87SZI5ti35bfDrP1DVV0jnvzpMAoRivwgh6Er1I/MPXeZZIIAlFAmWVcze1AkOA7Yf6bK5RzgCZVaEtJ1SNnPaw8X4fcjLOAwbaDnnqNSyeWXu05j07ES8Bxwy0Sa0Nwt+QWzjHYA2P4m+7uDplo2pVEqnBaCxyaFyJljjqSSy2IhiH3AzYRLtyo9Z5I5llqei3Yvt1y6dCnee+89rFixAkeOHMEdd9wBk8kkT7tctGgRli1bJm9/7733Ys2aNXjhhRdw9OhRPPHEE9i9ezeWLFlyzvugVvL4ccl5+G3pZKeL3taIkiZkGutxvKga644Wg3N4A5F6+rht3g97bx994hDgru3AxKXntB+E9HTjU+wll45Kqhtw3fs7UFzdgP6RgXjjmhGtGnHv2LwfYKUhQO9o2i9xnHBpn2zpGqRR8JyceeeY0VdhMuNIIfu8cckh0GtV8nPuaWM22UkPQQ7SvUiZZPktZJJJP+9IvQZ+59AT0J5J1oCSmgaYzFbwHFzO8RzHyRMuvW3eLwXJEpo8l9TnZe3hIthsAp7/NQsl1Q1IDvNH1IRr7Rv2oX5kbhnEnqaVDo37a4qBhiqWXR9y7pNViW9FBGoxRswUXuMw/bY5FCQjpOsYlxyKQK0SpTVm5JSYoOA5TOzrGpyQTOkfDpWCk/v1zhscjYRzaIVAuohY1pcMZ3axvzuh1FJy9ZgEedj3w3MHuE1ukAJnOfXitF6vyy3FTLImPdOLjPU4mG8Ez7FFn3PR7kGyK664As8//zwee+wxDBs2DPv27cOaNWvk5vx5eXkoKLBHC8ePH4/PPvsM7777LoYOHYqvv/4a33//PdLT09u0HzFBfh4n33nDnklWJ2eRzUqLlG8kB8exbIzmMskA9KhphIS0B2nKyfacMrnHX1VdIxZ9sBO5ZbWIC/bDipvGQK9tXZlkcpNyy3IxiyXYv/eUW/YTR8UfPmtEltg7pulkS4nUl8xxwuWOk2UQBPaY1GR+tHgj1dbm/fbJlvQe2Z15m0kmnROTz/HnHS5mkpktNuw/zc67MUF+0ChdA24xrZxwmechSJaREooAjRJFxgZ8nJmL/+1gTXH/eXE6VEMuYdnhQ6/27QTonkS6iK0uAKzs/Rel4mj6oETWn5R0GdLq+yovSi6pHxkhXYtKwTtNshyVGAyDn+frXb1WhYwU+7nrtkm0aNGtxY5w/n8nDsSLD9HhnWtH4rWrhmOEh/67o/oEw0+lQF6jWN3iYcKlE2sjUC32zWySSfbXGXZd2C8y8JxLhjukcf+SJUtw6tQpNDQ0YMeOHRg71t4of+PGjfjoo4+ctr/sssuQlZWFhoYGHDx4EPPmzeuI3WyW1Py/pLoB3+/LBwDcNtn+BjJYzMY4fNbo0sOnzmyVbxg8jeslhDDpsQbotUpU11tw8KwR9Y1W3LJiN44UGBEWoMYni8fKmZ2tIQW088prYbHaUCmVW/aiTLK+YuCrzGSG2WpDoFaJ+BD3iwdSQP9Esb3PolRqOT7FnikglcfuaWPz/pNiE/ckyiTr1rzNJJMGaKREnNuQBq1KIfcT3CFmsHiaihojB+68KwnOK2f7Hh/s/LuoUSowRezb8sRPhyEIwMIRsSz7VWsAbtsMXPxW619Mb+EfDig0gGADjOw6yt6PjCZbdjVz0qPAccDevMoWA8zUj4yQrsexWfn0ZkotJfOHsMD4xL5hPa4VRK8jZZIBrPyyk6dHzxoUhQuGxnh8XKNUYFxyCIoFMYjmTZCsuoBdTyjUgL/z77fcd9lDIoA3uv10y44SGqCBkudgE4BGq4DRfYKdoqFJYQHQqRWoa7S6NByXMleCdKpe1f+IkHOh4Dm5XGNTVgmWfPYnduaWI1CjxIqbxni8EW5JlF4LrYqHxSbgTEWdnFIe1IuCZIFalVNGbXqMa9N+iZxJ5vB+JjXtz3AopxmZyN4HD501otZs8fi1c0tNqKpr9Pj4STFoci79qUjX4W0mmRR8PddMMgCIFLMZpRt0T7878j55MUyg1mxBaQ2bmNk0kwyw920B2Dn9H/MGtm6nezOet6/2Sn1E5H5kvp+aRtomUq/FKPH9vaWSSyq1JKTrmdQvHDqxncH0gS2XnF02Mg7vLRqF164a3t67Rtpb1GCAZ/1YET+OnX+7uMn9wu09yWq8CJJJ1xH6WJfXJ/ddjnXtu+ytrv8d6yIUPCc3CgaAW5ukoSp4DoPEBtgHzjiXXEpBMyq1JMQ75/VlKd+vrT+O348UQ6Pk8f4No9u2IsBz8k30yVJTr2zcDwD9xZJLoPmTh/R+lV1cA0EQUFLdgGNF7L1srMONUGyQH6INWlhsAvadrnT7XHvzKjDjxU246aNdbh83W2xyAEPqHUe6JymTrMhYj0axXNodKZMsuQ0/7wg9OydLF0OepmTGtqLcUprKqdcqYXAz+XZK/3CoxV6Iy+YOaPfJXz1O0+b9UiZZJ69yE/ekksuWplxSkIyQrsdfXFx+b9Eor+5BOY4NqOlNi8c9lsoPiEhj/07svH5krTGpXziKEQQAsBm9aNwv9yNznWwp9V0e7KbvsrcoSNYKUolXSri/U523RGqA3bQvmb33Ct38EeINqXm/xSZAwXN485oRPulzIt2Q55SaUGFiWU1Bbm6EezJpwiXgvmm/JDncHxzH+sGVmczyTdCAqECnwCLHcXI2mafm/a+sOw6LTcCeUxU4VlTt8nheeS1sAuCvViCcgg7dWpi/BmolD5tgnwbdlNUmILeUlde2ZfFIat4vdTjwVKor9yTzYrplnlj266lhsV6rwktXDMM/5g3EZSM7fpx6tyeNaa9sGiSjyZZd0Zx0ljm5+1SFx+OZ+pER0nWN7hMiT2YmvcyUZUD/ecCwa1vetgtICvMHAtk5x1LlTZBMmmzpfC1WUt2AQmM9OA4YGE2ZZB1iaHwQAOCe6X3B864lSoM9TLiUM8kiKJOMEG+khPvLQeX/XDrEqzRxbyTJzftrenEmmf19qLnMPK1KgTgxKyi7uMZeapnimikgNe/ffco1SHYwvwobs0rk//+476zLNlJJelK4v8fyT9I98DwnZ26d8VDeeKaiFmarDRol36aBOpF654Cqp3JLabplQWU9bE16hjblqWm/o/OHROOWSclurwNIC4IcJlw2VNt7k1G5ZZcUbfDDiIQgAMCag+5vWlZk5gKgfmSEENKlDJgHXPU54N89Mnw5jkP/VHYtoDZXApaG5j/BQ5DsoFhdkBzmD3+N8pz3h4JkrfDwnAH4fekkXDQs1u3jUpDsUJPm/XJZCWWSEeIVjuPw+a3jsPreiVg4Iq7lT/CSNDnRsdwyuJelladFs/epQI2yxf5uqVLz/pIabJeb9rtO7pMyyf48VeEyuOT19dkA7BOCf9x/FoLgvI002ZL6kfUMLfUlk7Krk8L82xRokjLJANbyIN5DYCtSrwXPAWarDaWm5i+6pCBZ06b9xEekIFlVHlB6nP3bPxzQUQZSVyWXXLrpS7YjpwyvrmM/xzunpHbofhFCCOlZRg9MQYMgBrZqiprfWCq3bDLZ8lC+1I+sbcMnKEjWClqVAqkRgR4fTw63N+/PEbPHBEGwl1tSTzJCvBap17YpTdYdKSh0+KwR9Y2sX1Jwr8skC8S/Fw7G69eMgKKFAIVUCrctuww5pSbwnPtymgFRgfBXK1DdYHEqpzxWVI01hwrBccC7i0ay8c7ltdjfpG/jyTJ70IR0fy01yvdVn86IQHuQLC7YDyqF+0salYKXA2pnW5hweaZCDJI1k0lG2sCx3FIKklE/si5trhgk25VbjuJq+/FTYTLj3i/2wSYAl4yIw4Lh7heQCSGEEG+MTw1DidiXrDD/VPMbS20bmvQk80U/MoCCZD6l4DmkiTf1Ul+yQmM9as1WKHkOiR56nBBCOoaUzVlRy/qRqRU8/MXJP73JlWMSMLlfeIvbSRMufz3EMggGxRhg8HPt4aZU8BghZpM5lly+sYFlkc0ZFIUhcUFyX4wf9uU7ff7JEgqS9SRS8/78ylq3j5+QF47a9vN2LLdsKQsxxsvm/d6UW5I2kC5mjflAyRH2byq17NJig/wwLD4IggD8KmaTCYKAB1buR6GxHslh/njqokGdvJeEEEK6u0CtCrVqVrFyNPu45w0FwSGTzH25ZVuGvQEUJPO5ps37pSyyhBCdx1VuQkjHCPZXOzXqD9KpqAdWM6Q+ihaxhNJdPzKJVHK5O7ccACuh/Gk/6z9211RWhnPh0BgAwM9/FTiVZeaKmWSephOS7qXlcsu2T7YEnMst+7SwCOXNhEtBEChI1t4CYwBOAVjNQO4W9rFwyiTr6uYNZs2UfznAgmQfbs3FuqPFUCt5vHb18Db1fSGEEEIkCgO7V8jJaSZIVlcBNLJ7B+jtWcwVJrPcD3dQbNuqkShq42NNm/f76maAEOIbjtlKva1pf2ulNimHy0j2HCSTm/eLEy7f2ngCNgGYNiBCXjyY1C8cBj8VSqob5GmZdWYrCsSpaUnUk6xHkDPJPJZbsgubtpZbhgc6ZJK1EGCNaSFwBwAlNQ2ob7SB4+zbEx9TKAE9uwBG/h72N2WSdXlz01nJ5Y6TZdiYVYxnVrMswEfPH9jm1XpCCCFEEhWbCAAwlZ1FdnG1+42kpv3+EYDKvmB66CwrtewTqoNe61r50hoUJPOxwXHOzft9dTNACPENxyBZb2va31rB/mo5kKjgOYx2049MMiw+CAqeQ35lHfacKsc3f7I0aCmLDADUSl7OSJCmXEpZZEE6Va/rD9dT2bO2XKdJGusbUVrDmue3tbxWpeARFsB+Z1oKksWKEy49Be4A4LSYRRZj8INaSZdH7UYqjRBYX0jqSdb1xYfoMCTOAJsA3PLxbjRaBcxKi8R14xI7e9cIIYT0IP6hrBF/DFeG/23Pc7+Rp35kUqllG/uRARQk87mU8AD4qRSoNVtxsrRGblBMmWSEdA2OU2aD/du2ytAbSNlkQ+IMCGimpMZfo8TAaDbY5L4v98FiEzA+JVQuw5RcIJZcrj5YgAaLlSZb9kBRBodpkjXO0ySlFgQRgRoEtnGVDwCuHpOAYfFBGNOn+emIck+yquaCZOyx+BDKImtX0oRLAFDpnEolSNclZZM1WgXEGLR47tIh1K6AEEKIb0UMBACkcbn4Zs8Z1Jotrtt4mGwpVfKl+yDDmYJkPqbgOaTF2Jv351AmGSFdSlKY/VikTLKWSTX9E/u23Oh/VCILVEjBhiXTUl22GZsUiki9BsZ6CzZllSCnlJr29zQqBY8osV/YmSbljSeKfbtwtHRWf3x/14QWeyLFOGS3eUL9yDqI48pvWF+Ap0vR7uD8wdHgOHad++pVwxFE509CCCG+FjMcANCPz0djg0muPHEilVs2bdovBcna2I8MoCBZu5D6ku3KrZD7nyRTkIyQLoHKLVvnnml98c8F6bhzSkqL247qY88aG5kY7LaHmYLnMH8Iyyb7cf9ZOZOMgmQ9i6e+ZDmlLEjW0QtHUpCs3GRGndnqdhspSBYfTEGyduV4URvWr/P2g7RKQqgOH9wwGp/cNAajWsjcJIQQQs6JPgYIiIICNgzicvHJ9lMQBOfWHe6CZMb6RuSWses4yiTroqQm1asPFABgvXaoQTghXUOfMPsNMPXAalmwvxrXjkuEVqVocVspkwxgWWSeSnEuGsaCZL8fKbI32aQgWY/iacKllF3d0QtHeq1SLhf2VHIpZ5K1MCmTtJFTJhn1I+tOpvaPwPjUsM7eDUIIIT1Z7AgAwAjlSRw6a8S+05XOj0s9yRzKLQ+L9xOxQX4+ub+jIFk7kDLJKmobAVCpJSFdiU6tRLSBlYIF66gnmS9FGbR4YFY/3DElBVP6eS7PHBxrQJ9QHeobbThcwE5qyRQk61Hs5Y1Nyi07qU8nx3EOAwXcB8nOSJlkVG7ZvgwOPclosiUhhBBCHIkll3ODWanlJ9tPOT8u9SRzWHTzZaklQEGydpES7g+tyv6tpZs/QrqWMeKUxoHRvnkjJXZLpvXFw3MGNNvQmeM4XDjMuVk3ZZL1LO7KLa02QU6FT+2ExaMYccKluyBZg8WKAiPrV0Y9ydqZY6PdcMokI4QQQoiDGJZJlsblAAB+/qsAFSYze6yxHjAVs38b3ATJfFBqCVCQrF0oFTzSHG6+qR8ZIV3L85cNReayaRQk60QXilMuASAsQNPs5EzS/bgrt8yvqIPZYoNaycuZZh0pRt4n1+b9+RV1EARAp1YglMqw25dKC4y/Gxh8GZVbEkIIIcSZmEmmrcrB2GgeZosNK/eIJZbGfPa3yh/ws/dCPiiWW6bHUZCsS5NKLgGWWUYI6TpUCh7Rho6/SSd2qREB8mICZdv2PHFuMsmkUsukUH8oeM+Zhu1FDpJVuGaSOTbtby4LkvjIrH8Cl/yXJlsSQgghxJl/KBCUCAC4vV81AODTHXmw2QSgMo9tY4gDxOu1WrNFvsakTLIuLt0hSEaZZIQQ4uqK0SxNelhCUOfuCPE5KSBV3WBBVR3rzyldwKREdE5QVMpuO1poZBdaDk6LgTPqR0YIIYQQ0snEbLIJutMI1CpxqqwWf2SXuu1HdqTACEEAIvUahAdqfPLlKUjWTobGBwEAVAqO+psQQogbizIS8fkt43DvdGre3dPo1Ep5qrOUuXVCmmwZ1jkLR6OTQqBR8jh01ogPtp50euy0NNmSzteEEEIIIZ1LnHCpLtyHS0eyXqb/234KqHKdbHkwXyy19FEWGUBBsnbTLzIQf583AM9eMgRqJX2bCSGkKY7jkJESCn/qR9YjNe1LltNJky0d92f5/DQAwLNrjspNXgEgr0wKklEZNiGEEEJIpxKb9+PsXlw7jpVerjtSBFNxLvu4Q9P+A/JkSwqSdQu3TkrBwhFxLW9ICCGE9DBykKyCBaBySlkmWUontiC4ZmwCZqVFotEq4J7P98LUYAHg0JOMMskIIYQQQjpX9FAAHFB1Gil+dZiQGgqbABw/doQ97m6yJQXJCCGEENKVxQbbM8mM9Y0oqW4A0HmZZADLXnz2kiGI0muRU2rCkz8dgiAIVG5JCCGEENJVaPVAmNiO5exePH1ROiL1GgQ1FgEAypSRAID6RiuOF4tN+2P1PvvyFCQjhBBCiM85llvmiP3IwgM1CNSqOnO3EOyvxktXDAPHAV/tPoNPd+ShWswoiwumIBkhhBBCSKeTSy7/RHJ4AL66dSxi+DIAwO0/FeFMRS2yCqthtQkI9VcjSq/12ZemIBkhhBBCfE7OJKuok/uRpXRiFpmjjJRQ3DUlFQDw+I+HAAARgRr4qRWduVuEEEIIIQSQJ1wi/08AQKLGBDUssILHn5V+uOKd7fjlQAEAVmrJcZzPvjQFyQghhBDic46ZZCfkpv2d14+sqXtn9MWw+CBYbQIA6kdGCCGEENJlxNozySAIQKU42TIwGolheuRX1uGdzTkAfFtqCVCQjBBCCCHtIE7MJCutMePwWTaeOzmsa2SSAYBKwePVK4cjQJyuSv3ICCGEEEK6iKjBAKcATCWAMR+oYkEyRXACvrhtHPpG2Bde02N817QfoCAZIYQQQtqBwU8Ff7F8ccfJcgBASkTXySQDgIRQHV64fCjigv1wwdDozt4dQgghhBACACo/ICKN/Tv/TzlIBkMcIgK1+OLWcRgaZ0CwToWxyaE+/dJKnz4bIYQQQgjYJMnYYD8cK6pBrdkKAEgJ61pBMgCYPSgKswdFdfZuEEIIIYQQR7HDgaIDrOTSzIZAwRAPAAgN0OC7Oyeg0WaDRunbnrKUSUYIIYSQdiH1JQMAtZKXm/kTQgghhBDSLHnC5V57TzJDnPwwz3M+D5ABFCQjhBBCSDtxDIolhfpDwftu8hAhhBBCCOnBYh2CZFK5ZVBCu39ZKrckhBBCSLuIDbI3w08O7zpN+wkhhBBCSBcXkQYoNEB9FdBQzT7mkEnWXiiTjBBCCCHtwjGTjIJkhBBCCCHEawoVm3IJAIKN/U1BMkIIIYR0V449yVLCu17TfkIIIYQQ0oVJJZcAoA0CNIHt/iUpSEYIIYSQdhHnlElGQTJCCCGEENIKMcPt/w6K75AvST3JCCGEENIuwgM0iNJrYTJb0DeCgmSEEEIIIaQVYhwyyQwUJCOEEEJIN8bzHH68ewIarQL8NXTJQQghhBBCWiGsL6AOAMw1HRYko3JLQgghhLSbiECtU28yQgghhBBCvMIrgOih7N8d0LQfoEwyQgghhBBCCCGEENIVnXc/oNQAgxZ0yJdrl0yy3NxcLF68GElJSfDz80NKSgoef/xxmM3mZj9vypQp4DjO6c/tt9/eHrtICCGEEEIIIYQQQrqyvjOB674DghI65Mu1SybZ0aNHYbPZ8M477yA1NRUHDx7ELbfcApPJhOeff77Zz73lllvw1FNPyf/X6XTtsYuEEEIIIYQQQgghhMjaJUg2Z84czJkzR/5/cnIysrKy8NZbb7UYJNPpdIiKimqP3SKEEEIIIYQQQgghxK0Oa9xfVVWFkJCQFrf79NNPERYWhvT0dCxbtgy1tbUdsHeEEEIIIYQQQgghpDfrkMb92dnZeO2111rMIrv66quRmJiImJgY/PXXX3j44YeRlZWFb7/91uPnNDQ0oKGhQf6/0Wj02X4TQgghhBBCCCGEkN6BEwRB8HbjRx55BM8++2yz2xw5cgQDBgyQ/5+fn4/JkydjypQp+O9//9uqnVu/fj2mT5+O7OxspKSkuN3miSeewJNPPuny8aqqKuj1+lZ9PUIIIYQQQgghhBDSsxiNRhgMhhZjRa0KkpWUlKCsrKzZbZKTk6FWqwEAZ8+exZQpUzBu3Dh89NFH4PnWVXeaTCYEBARgzZo1mD17tttt3GWSxcfHU5CMEEIIIYQQQgghhHgdJGtVuWV4eDjCw8O92jY/Px9Tp07FyJEj8eGHH7Y6QAYA+/btAwBER0d73Eaj0UCj0bT6uQkhhBBCCCGEEEIIkbRL4/78/HxMmTIFCQkJeP7551FSUoLCwkIUFhY6bTNgwADs3LkTAHDixAk8/fTT2LNnD3Jzc/Hjjz9i0aJFmDRpEoYMGdIeu0kIIYQQQgghhBBCCIB2aty/du1aZGdnIzs7G3FxcU6PSdWdjY2NyMrKkqdXqtVq/P7773j55ZdhMpkQHx+PSy65BI8++mh77CIhhBBCCCGEEEIIIbJW9STrDrytMyWEEEIIIYQQQgghPZ+3saJ2KbckhBBCCCGEEEIIIaQ7oSAZIYQQQgghhBBCCOn1KEhGCCGEEEIIIYQQQno9CpIRQgghhBBCCCGEkF6vXaZbdiZpDoHRaOzkPSGEEEIIIYQQQgghnU2KEbU0u7LHBcmqq6sBAPHx8Z28J4QQQgghhBBCCCGkq6iurobBYPD4OCe0FEbrZmw2G86ePYvAwEBwHHfOz2M0GhEfH4/Tp083Ox6UdA+jR4/Grl27Ons3iA/Qsdnz0PHZM9Cx2fPQsdlz0PHZs9Cx2XPQsdnz0PHZdQmCgOrqasTExIDnPXce63GZZDzPIy4uzmfPp9fr6Q2rB1AoFPRz7GHo2Ow56PjsWejY7Dno2Ox56PjsGejY7Hno2Ow56Pjs2prLIJNQ437SK9x1112dvQuEEA/o+CSka6Jjk5CuiY5NQrouOj67vx5XbukrRqMRBoMBVVVVFAkmpAuhY5OQromOTUK6Ljo+Cema6NgkpOuhTDIPNBoNHn/8cWg0ms7eFUKIAzo2Cema6NgkpOui45OQromOTUK6HsokI4QQQgghhBBCCCG9HmWSEUIIIYQQQgghhJBej4JkhBBCCCGEEEIIIaTXoyAZIYQQQgghhBBCCOn1KEhGCCGEEEIIIYQQQnq9Hhsk27x5My644ALExMSA4zh8//33To8XFRXhhhtuQExMDHQ6HebMmYPjx4+7PE9mZiamTZsGf39/6PV6TJo0CXV1dfLj5eXluOaaa6DX6xEUFITFixejpqamvV8eId1aW4/P3NxccBzn9s/KlSvl7fLy8nD++edDp9MhIiICDz74ICwWS0e9TEK6HV+cOwsLC3HdddchKioK/v7+GDFiBL755hunbejcSUjr+OLYPHHiBC6++GKEh4dDr9fj8ssvR1FRkdM2dGwS0jrPPPMMRo8ejcDAQERERGDBggXIyspy2qa+vh533XUXQkNDERAQgEsuucTl2PPmmnXjxo0YMWIENBoNUlNT8dFHH7X3yyOkV+qxQTKTyYShQ4fijTfecHlMEAQsWLAAOTk5+OGHH7B3714kJiZixowZMJlM8naZmZmYM2cOZs2ahZ07d2LXrl1YsmQJeN7+bbvmmmtw6NAhrF27Fj///DM2b96MW2+9tUNeIyHdVVuPz/j4eBQUFDj9efLJJxEQEIC5c+cCAKxWK84//3yYzWZs27YNK1aswEcffYTHHnusQ18rId2JL86dixYtQlZWFn788UccOHAACxcuxOWXX469e/fK29C5k5DWaeuxaTKZMGvWLHAch/Xr12Pr1q0wm8244IILYLPZ5OeiY5OQ1tm0aRPuuusubN++HWvXrkVjYyNmzZrldF68//778dNPP2HlypXYtGkTzp49i4ULF8qPe3PNevLkSZx//vmYOnUq9u3bh/vuuw8333wzfv311w59vYT0CkIvAED47rvv5P9nZWUJAISDBw/KH7NarUJ4eLjw3nvvyR8bO3as8Oijj3p83sOHDwsAhF27dskfW716tcBxnJCfn+/bF0FID3Wux2dTw4YNE2666Sb5/7/88ovA87xQWFgof+ytt94S9Hq90NDQ4NsXQUgPdK7Hpr+/v/Dxxx87PVdISIi8DZ07CWmbczk2f/31V4HneaGqqkreprKyUuA4Tli7dq0gCHRsEuILxcXFAgBh06ZNgiCw40ylUgkrV66Utzly5IgAQMjMzBQEwbtr1oceekgYNGiQ09e64oorhNmzZ7f3SyKk1+mxmWTNaWhoAABotVr5YzzPQ6PRYMuWLQCA4uJi7NixAxERERg/fjwiIyMxefJk+XGAZZoFBQVh1KhR8sdmzJgBnuexY8eODno1hPQs3hyfTe3Zswf79u3D4sWL5Y9lZmZi8ODBiIyMlD82e/ZsGI1GHDp0qJ32npCey9tjc/z48fjyyy9RXl4Om82GL774AvX19ZgyZQoAOncS4mveHJsNDQ3gOA4ajUbeRqvVgud5eRs6Nglpu6qqKgBASEgIAHaN2tjYiBkzZsjbDBgwAAkJCcjMzATg3TVrZmam03NI20jPQQjxnV4ZJJPemJYtW4aKigqYzWY8++yzOHPmDAoKCgAAOTk5AIAnnngCt9xyC9asWYMRI0Zg+vTpco+HwsJCREREOD23UqlESEgICgsLO/ZFEdJDeHN8NvX+++9j4MCBGD9+vPyxwsJCp4sNAPL/6fgkpPW8PTa/+uorNDY2IjQ0FBqNBrfddhu+++47pKamAqBzJyG+5s2xOW7cOPj7++Phhx9GbW0tTCYTHnjgAVitVnkbOjYJaRubzYb77rsPEyZMQHp6OgB2XKnVagQFBTltGxkZKR9X3lyzetrGaDQ69csmhLRdrwySqVQqfPvttzh27BhCQkKg0+mwYcMGzJ07V+43JvVnuO2223DjjTdi+PDheOmll9C/f3988MEHnbn7hPRo3hyfjurq6vDZZ585ZZERQnzP22Nz+fLlqKysxO+//47du3dj6dKluPzyy3HgwIFO3HtCei5vjs3w8HCsXLkSP/30EwICAmAwGFBZWYkRI0a4PbcSQlrvrrvuwsGDB/HFF1909q4QQtpA2dk70FlGjhyJffv2oaqqCmazGeHh4Rg7dqycYh4dHQ0ASEtLc/q8gQMHIi8vDwAQFRWF4uJip8ctFgvKy8sRFRXVAa+CkJ6ppePT0ddff43a2losWrTI6eNRUVHYuXOn08ekSUJ0fBJyblo6Nk+cOIHXX38dBw8exKBBgwAAQ4cOxR9//IE33ngDb7/9Np07CWkH3pw3Z82ahRMnTqC0tBRKpRJBQUGIiopCcnIyALquJaQtlixZIg+7iIuLkz8eFRUFs9mMyspKp2yyoqIi+bjy5po1KirKZSJmUVER9Ho9/Pz82uMlEdJr9fqlI4PBgPDwcBw/fhy7d+/GRRddBADo06cPYmJiXEb4Hjt2DImJiQCAjIwMVFZWYs+ePfLj69evh81mw9ixYzvuRRDSQ3k6Ph29//77uPDCCxEeHu708YyMDBw4cMDpgn/t2rXQ6/UuwW9CSOt4OjZra2sBwCUzRaFQyBnadO4kpP14c94MCwtDUFAQ1q9fj+LiYlx44YUA6Ngk5FwIgoAlS5bgu+++w/r165GUlOT0+MiRI6FSqbBu3Tr5Y1lZWcjLy0NGRgYA765ZMzIynJ5D2kZ6DkKID3X25ID2Ul1dLezdu1fYu3evAEB48cUXhb179wqnTp0SBEEQvvrqK2HDhg3CiRMnhO+//15ITEwUFi5c6PQcL730kqDX64WVK1cKx48fFx599FFBq9UK2dnZ8jZz5swRhg8fLuzYsUPYsmWL0LdvX+Gqq67q0NdKSHfji+NTEATh+PHjAsdxwurVq10es1gsQnp6ujBr1ixh3759wpo1a4Tw8HBh2bJl7f76COmu2npsms1mITU1VZg4caKwY8cOITs7W3j++ecFjuOEVatWydvRuZOQ1vHFefODDz4QMjMzhezsbOGTTz4RQkJChKVLlzptQ8cmIa1zxx13CAaDQdi4caNQUFAg/6mtrZW3uf3224WEhARh/fr1wu7du4WMjAwhIyNDftyba9acnBxBp9MJDz74oHDkyBHhjTfeEBQKhbBmzZoOfb2E9AY9Nki2YcMGAYDLn+uvv14QBEF45ZVXhLi4OEGlUgkJCQnCo48+Ko/YdfTMM88IcXFxgk6nEzIyMoQ//vjD6fGysjLhqquuEgICAgS9Xi/ceOONQnV1dUe8REK6LV8dn8uWLRPi4+MFq9Xq9uvk5uYKc+fOFfz8/ISwsDDhb3/7m9DY2NieL42Qbs0Xx+axY8eEhQsXChEREYJOpxOGDBkifPzxx07b0LmTkNbxxbH58MMPC5GRkYJKpRL69u0rvPDCC4LNZnPaho5NQlrH3XEJQPjwww/lberq6oQ777xTCA4OFnQ6nXDxxRcLBQUFTs/jzTXrhg0bhGHDhglqtVpITk52+hqEEN/hBEEQOiJjjRBCCCGEEEIIIYSQrqrX9yQjhBBCCCGEEEIIIYSCZIQQQgghhBBCCCGk16MgGSGEEEIIIYQQQgjp9ShIRgghhBBCCCGEEEJ6PQqSEUIIIYQQQgghhJBej4JkhBBCCCGEEEIIIaTXoyAZIYQQQgghhBBCCOn1KEhGCCGEEEIIIYQQQno9CpIRQgghhBBCCCGEkF6PgmSEEEIIIYQQQgghpNejIBkhhBBCCCGEEEII6fUoSEYIIYQQQgghhBBCer3/BzuuhSd4+NrrAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Subset to the four variables of interest\n", "y = dta[['realgdp', 'cpi', 'unemp', 'tbilrate']].copy()\n", "y.columns = ['gdp', 'inf', 'unemp', 'int']\n", "\n", "# Convert to real GDP growth and CPI inflation rates\n", "y[['gdp', 'inf']] = np.log(y[['gdp', 'inf']]).diff() * 100\n", "y = y.iloc[1:]\n", "\n", "fig, ax = plt.subplots(figsize=(15, 5))\n", "y.plot(ax=ax)\n", "ax.set_title('Evolution of macroeconomic variables included in TVP-VAR exercise');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### TVP-VAR model\n", "\n", "**Note**: this section is based on Chan and Jeliazkov (2009) section 3.1, which can be consulted for additional details.\n", "\n", "The usual (time-invariant) VAR(1) model is typically written:\n", "\n", "$$\n", "\\begin{aligned}\n", "y_t & = \\mu + \\Phi y_{t-1} + \\varepsilon_t, \\qquad \\varepsilon_t \\sim N(0, H)\n", "\\end{aligned}\n", "$$\n", "\n", "where $y_t$ is a $p \\times 1$ vector of variables observed at time $t$ and $H$ is a covariance matrix.\n", "\n", "The TVP-VAR(1) model generalizes this to allow the coefficients to vary over time according. Stacking all the parameters into a vector according to $\\alpha_t = \\text{vec}([\\mu_t : \\Phi_t])$, where $\\text{vec}$ denotes the operation that stacks columns of a matrix into a vector, we model their evolution over time according to:\n", "\n", "$$\\alpha_{i,t+1} = \\alpha_{i, t} + \\eta_{i,t}, \\qquad \\eta_{i, t} \\sim N(0, \\sigma_i^2)$$\n", "\n", "In other words, each parameter evolves independently according to a random walk.\n", "\n", "Note that there are $p$ coefficients in $\\mu_t$ and $p^2$ coefficients in $\\Phi_t$, so the full state vector $\\alpha$ is shaped $p * (p + 1) \\times 1$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Putting the TVP-VAR(1) model into state-space form is relatively straightforward, and in fact we just have to re-write the observation equation into SUR form:\n", "\n", "$$\n", "\\begin{aligned}\n", "y_t & = Z_t \\alpha_t + \\varepsilon_t, \\qquad \\varepsilon_t \\sim N(0, H) \\\\\n", "\\alpha_{t+1} & = \\alpha_t + \\eta_t, \\qquad \\eta_t \\sim N(0, \\text{diag}(\\{\\sigma_i^2\\}))\n", "\\end{aligned}\n", "$$\n", "\n", "where\n", "\n", "$$\n", "Z_t = \\begin{bmatrix}\n", "1 & y_{t-1}' & 0 & \\dots & & 0 \\\\\n", "0 & 0 & 1 & y_{t-1}' & & 0 \\\\\n", "\\vdots & & & \\ddots & \\ddots & \\vdots \\\\\n", "0 & 0 & 0 & 0 & 1 & y_{t-1}' \\\\\n", "\\end{bmatrix}\n", "$$\n", "\n", "As long as $H$ is full rank and each of the variances $\\sigma_i^2$ is non-zero, the model satisfies the requirements of the CFA simulation smoother.\n", "\n", "We also need to specify the initialization / prior for the initial state, $\\alpha_1$. Here we will follow Chan and Jeliazkov (2009) in using $\\alpha_1 \\sim N(0, 5 I)$, although we could also model it as diffuse." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Aside from the time-varying coefficients $\\alpha_t$, the other parameters that we will need to estimate are terms in the covariance matrix $H$ and the random walk variances $\\sigma_i^2$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### TVP-VAR model in Statsmodels\n", "\n", "Constructing this model programatically in Statsmodels is also relatively straightforward, since there are basically four steps:\n", "\n", "1. Create a new `TVPVAR` class as a subclass of `sm.tsa.statespace.MLEModel`\n", "2. Fill in the fixed values of the state space system matrices\n", "3. Specify the initialization of $\\alpha_1$\n", "4. Create a method for updating the state space system matrices with new values of the covariance matrix $H$ and the random walk variances $\\sigma_i^2$.\n", "\n", "To do this, first note that the general state space representation used by Statsmodels is:\n", "\n", "$$\n", "\\begin{aligned}\n", "y_t & = d_t + Z_t \\alpha_t + \\varepsilon_t, \\qquad \\varepsilon_t \\sim N(0, H_t) \\\\\n", "\\alpha_{t+1} & = c_t + T_t \\alpha_t + R_t \\eta_t, \\qquad \\eta_t \\sim N(0, Q_t) \\\\\n", "\\end{aligned}\n", "$$\n", "\n", "Then the TVP-VAR(1) model implies the following specializations:\n", "\n", "- The intercept terms are zero, i.e. $c_t = d_t = 0$\n", "- The design matrix $Z_t$ is time-varying but its values are fixed as described above (i.e. its values contain ones and lags of $y_t$)\n", "- The observation covariance matrix is not time-varying, i.e. $H_t = H_{t+1} = H$\n", "- The transition matrix is not time-varying and is equal to the identity matrix, i.e. $T_t = T_{t+1} = I$\n", "- The selection matrix $R_t$ is not time-varying and is also equal to the identity matrix, i.e. $R_t = R_{t+1} = I$\n", "- The state covariance matrix $Q_t$ is not time-varying and is diagonal, i.e. $Q_t = Q_{t+1} = \\text{diag}(\\{\\sigma_i^2\\})$" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:19:34.785989Z", "iopub.status.busy": "2024-04-18T11:19:34.785684Z", "iopub.status.idle": "2024-04-18T11:19:34.822454Z", "shell.execute_reply": "2024-04-18T11:19:34.821724Z" } }, "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": "2024-04-18T11:19:34.829014Z", "iopub.status.busy": "2024-04-18T11:19:34.825821Z", "iopub.status.idle": "2024-04-18T11:19:34.851576Z", "shell.execute_reply": "2024-04-18T11:19:34.850919Z" } }, "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": "2024-04-18T11:19:34.855186Z", "iopub.status.busy": "2024-04-18T11:19:34.854655Z", "iopub.status.idle": "2024-04-18T11:19:34.925665Z", "shell.execute_reply": "2024-04-18T11:19:34.924894Z" } }, "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": "2024-04-18T11:19:34.930481Z", "iopub.status.busy": "2024-04-18T11:19:34.929385Z", "iopub.status.idle": "2024-04-18T11:19:34.945466Z", "shell.execute_reply": "2024-04-18T11:19:34.944866Z" } }, "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": "2024-04-18T11:19:34.949735Z", "iopub.status.busy": "2024-04-18T11:19:34.948644Z", "iopub.status.idle": "2024-04-18T11:19:38.454451Z", "shell.execute_reply": "2024-04-18T11:19:38.453754Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Here, for illustration purposes only, we plot the time-varying\n", "# coefficients conditional on an ad-hoc parameterization\n", "\n", "# Recall that `initial_res` contains the Kalman filtering and smoothing,\n", "# and the `states.smoothed` attribute contains the smoothed states\n", "plot_coefficients_by_equation(initial_res.states.smoothed);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Bayesian estimation via MCMC\n", "\n", "We will now implement the Gibbs sampler scheme described in Chan and Jeliazkov (2009), Algorithm 2.\n", "\n", "\n", "We use the following (conditionally conjugate) priors:\n", "\n", "$$\n", "\\begin{aligned}\n", "H & \\sim \\mathcal{IW}(\\nu_1^0, S_1^0) \\\\\n", "\\sigma_i^2 & \\sim \\mathcal{IG} \\left ( \\frac{\\nu_{i2}^0}{2}, \\frac{S_{i2}^0}{2} \\right )\n", "\\end{aligned}\n", "$$\n", "\n", "where $\\mathcal{IW}$ denotes the inverse-Wishart distribution and $\\mathcal{IG}$ denotes the inverse-Gamma distribution. We set the prior hyperparameters as:\n", "\n", "$$\n", "\\begin{aligned}\n", "v_1^0 = T + 3, & \\quad S_1^0 = I \\\\\n", "v_{i2}^0 = 6, & \\quad S_{i2}^0 = 0.01 \\qquad \\text{for each} ~ i\\\\\n", "\\end{aligned}\n", "$$" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:19:38.458275Z", "iopub.status.busy": "2024-04-18T11:19:38.457791Z", "iopub.status.idle": "2024-04-18T11:19:38.463437Z", "shell.execute_reply": "2024-04-18T11:19:38.462829Z" } }, "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": "2024-04-18T11:19:38.466866Z", "iopub.status.busy": "2024-04-18T11:19:38.466409Z", "iopub.status.idle": "2024-04-18T11:19:38.489494Z", "shell.execute_reply": "2024-04-18T11:19:38.488864Z" } }, "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": "2024-04-18T11:19:38.493794Z", "iopub.status.busy": "2024-04-18T11:19:38.492707Z", "iopub.status.idle": "2024-04-18T11:34:09.210075Z", "shell.execute_reply": "2024-04-18T11:34:09.209324Z" } }, "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": "2024-04-18T11:34:09.215355Z", "iopub.status.busy": "2024-04-18T11:34:09.213851Z", "iopub.status.idle": "2024-04-18T11:34:12.503526Z", "shell.execute_reply": "2024-04-18T11:34:12.502853Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Collect the posterior means of each time-varying coefficient\n", "states_posterior_mean = pd.DataFrame(\n", " np.mean(store_states[nburn + 1:], axis=0),\n", " index=mod._index, columns=mod.state_names)\n", "\n", "# Plot these means over time\n", "plot_coefficients_by_equation(states_posterior_mean);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Python also has a number of libraries to assist with exploring Bayesian models. Here we'll just use the [arviz](https://arviz-devs.github.io/arviz/index.html) package to explore the credible intervals of each of the covariance and variance parameters, although it makes available a much wider set of tools for analysis." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:34:12.506915Z", "iopub.status.busy": "2024-04-18T11:34:12.506522Z", "iopub.status.idle": "2024-04-18T11:34:13.577969Z", "shell.execute_reply": "2024-04-18T11:34:13.577204Z" } }, "outputs": [ { "data": { "image/png": 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aNm2q/fv3q3PnzurYsWOe+wwcOFCzZ89WQECAnn76aWVlZWnKlCn66quv8p3n8uXL6tSpk86dO6fw8HCdP39eH3/8sfr376+MjAwNGzasQPVej1GjRik5OVkPPfSQunbtqv/+97+KjY3V5cuX9eqrr0qSevToIX9/f40fP161atWy3cTA39+/2OrCrenC5ewSn7N53NpC9S9nSB7lXfR2/2ZqGVBZW9NO6aUlu9QlPkU5ZuHn/35C18LvVITcXcvsXzsAgFJQZv9W2bhxoyTlGwLy88ILLyg1NVUvvviiJk6caGtfsWKFunfvrqioKO3fv1/lypVTcHCwatasqcWLF2v69Ol2oWj37t3asWOHevXqJW9v7wLNPXr0aB07dkyvvvqqXnrpJVv77NmzFR0d7dA/KSlJs2fPVuPGjbVx40ZVrFhRkvTSSy+pSZMm+c5z7Ngx1alTR1999ZVcXV1t+zRt2lSjRo3So48+qttvv71ANRfWt99+q++++07Vq1eXJI0dO1Z16tTR9OnTFRMTI1dXV/Xo0UM9evTQ+PHj5e/vX6bXF6F03TtuVWmX8JdyTGliz4bq3ujq/zPdG1WXKVND52+/rvFK+z2nv9a9VOcHAJQtZfYys+PHj0tSoe4YdvnyZS1YsEC+vr4aM2aM3bZu3bqpc+fOOnDggC0oGYahJ554QqdOndLy5cvt+icmJkqSBgwYUKC5L126pEWLFqlatWp69tln7bZFRUWpbt26DvvMnTtXkjRu3DhbkJGk22+/XSNGjLjmfBMnTrQFGenqcRoxYoQuXbqkhQsXFqjm6zF27FhbkJGkKlWqKCwsTJmZmdq/f3+xzQtYWcuAynbf3xfgU0qVAABwcymzZ2aux759+5SVlaXQ0NA878YVGhqqNWvWaMeOHWrfvr2kq5eaTZo0SYmJiXr00UclXb2L2vz58+Xr66tu3boVaO79+/fr0qVLatGihd0ZHulqaGrTpo3Dh/2dO3dKkq2WP8qrLZezs7Nat26d7z7bt1/fv/gWRPPmzR3acgPn6dOni21eIC+lccnV9ZwZ2Zp2ynZmRpK+Tvv1uucv7cvMAAAoSmU2zNx2223at2+fjhw5kudZjbycPXtWkvJdY5N7RiG3nyTdc889at68uVasWKFTp06pcuXKSkpK0k8//aQhQ4bIxcWlUHNXq1Ytz+151XTmzBmVK1dOVapUKVD/XFWqVFG5co4n5XL3OXPmTIFqvh6enp4Obc7OV38Nr1y5UmzzAnkpjfUb28Z0KlT/IR9+q7FLd8uUqfsCfPR12q8at3SPWgX46J0nmhV6ftasAADKkjL7t1rbtm2VlJSkdevWFXjdTO4H7RMnTuS5PffStT9/IA8PD9fIkSP18ccfa9CgQbZLzMLDwwtcb+6YP//8c57b86rJy8tLOTk5ysjIUNWqVf+yf66MjAzl5OQ4BJrcfby8vApcN4DC8a3k9ted/mDmgOYasXC73RqZ9nWqaFrfpvKp6HqNPQEAKPvK7JqZyMhIOTk56f3339cvv/xyzb6XLl29XWm9evVUvnx5bd26VRcuXHDol3tb5D8vru/Xr5+cnZ01b948Xbx4UZ988okCAwMVFBRU4Hrr1q0rNzc3bdu2zVZPLtM0tWnTJod9GjduLEnasGGDw7a82nJlZ2fnOV7uPk2bNi1w3QCKl09FVyVGt9Kaf3bQrCdbaM0/OygxuhVBBgAAleEwExgYqOeff14ZGRl68MEHlZaW5tAn9zbGuXfLcnV1Vb9+/ZSRkaFJkybZ9V25cqVWrVqlwMBAtW3b1m5btWrV1KVLF23cuFFTp07V2bNnC7zwP5ebm5t69eqlEydOaOrUqXbb5s6dq3379jnsk3vmZ8KECTp//ryt/ciRI5o2bdo153vppZd0+fJl2/c//fSTpk2bJjc3N/Xt29eub+5zXgCUnjp+Hup8rx8PzAQA4A/K7GVmkhQXF6esrCzFx8erbt266tixoxo0aCAXFxelpaVp7dq1OnnypOLi4mz7TJ48WcnJyYqLi9NXX32lVq1aKT09XYsWLZK7u7vmzJmT53qT8PBwrVixQjExMZIKfhezP5o0aZLWrl2r0aNHKzk52facmWXLlumBBx7QypUr7eYODQ1VVFSU5syZo4YNG6pnz566dOmSPvroIwUFBWnZsmV5zlO9enWdP39ejRo10sMPP2x7zszJkyf11ltv2d2WOfdhlk5OToV+PwAAAEBxKtNhply5cpoyZYr69++vmTNnKiUlRSkpKcrJyVH16tXVtWtXRUVFqVOn3xfkVq1aVVu2bNErr7yipUuXasOGDfLy8lKPHj0UExOjBg0a5DlXWFiYPD09dfbsWbVu3Vq1a9cudL133nmnNm3apBdeeEGrV69WcnKymjdvrtWrV2vRokWSHNfrzJo1S3fffbdmzZqlGTNm6I477tAzzzyj3r175xtmXF1dtWbNGo0ePVqJiYk6ffq06tWrp+nTp6tfv352fXfv3i1JDmdrAAAAgNJmmKZ5Hc+QxvVISkpSaGioYmJiCv0gyHbt2mnTpk06c+aMKlWqdN01+Pv7S5LS09ML1H/GjBkaPny4du3apfr161/3vMXFMAwFBwfb1jMBAADg1lFm18zczMaPHy/DMPK8QcCxY8cc2ubNm6eNGzeqU6dONxRkrseGDRv0yCOP3FRBZuXKlazjAQAAQNm+zOxm4+/vb1tTI/3+sMg/atCggZo2bap7771XTk5O2rFjh5KSkuTh4aE333yzJMuVJH300UclPudfCQwMtDuOuWebAAAAcGvhMrObzMsvv6zPPvtMP/74o86fP6+qVasqNDRUY8eOVb169W54/MJeZgYAAADcrAgzAAAAACyJNTMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMlJCkpSYZh2F5BQUHFNld6eroMw1BkZGSxzZEfwzAUEhJSrHP07dvX7lgmJCQU63wAAAC4OZX5MLNt2zZFR0erTp06qlixoipUqKDatWsrPDxca9asKfF6goODFRMTo7///e8lPrdVJCQkXDOk9OrVSzExMQoLCyvZwgAAAHBTcS7tAopLTk6OnnvuOcXHx8vZ2VkdO3bUI488IhcXFx08eFDLly/XvHnzNGHCBI0dO7bE6goJCVFsbGyJzVfS9u7dK3d392Kdo1evXurVq5cSEhK0dOnSYp0LAAAAN68yG2bGjBmj+Ph4NWnSRIsXL1bt2rXttl+8eFEzZszQyZMnS6nCsqlevXqlXQJQ6n44kan0kxfk7+uuOn4epV0OAABlVpm8zOzAgQN6/fXX5evrq5UrVzoEGUmqUKGCRo0apfHjx9u1Z2RkaOTIkQoICJCbm5uqVaum3r17a/fu3Xb9oqOjZRiGUlJS8qxhypQpMgxDs2bNKnDd6enp6tOnj3x8fFSpUiUFBwcrJSVFsbGxMgxDSUlJdv2vXLmiyZMnKzAwUOXLl1dgYKAmTZqknJycPMf39/eXv7+/Tp8+rUGDBum2225T+fLl1bRpUy1YsKDAdV5LXmtmIiMjZRiG0tLS9NZbb6levXpyc3NTrVq1NH78eLt6IyMjFRUVJUmKioqyWxsDlKST5y4V+nXg50z1eW+TOsen6Km536hzfIr6vLdJB37OLPRYAADgr5XJMzMJCQm6cuWKBg0aJD8/v2v2dXNzs339yy+/qHXr1kpNTVVISIj69u2rtLQ0LV68WMuXL9eqVavUrl07SVJ4eLhmz56tefPmqUOHDg7jJiYmys3NTY8//niBaj5y5IjatGmjY8eO6YEHHlDTpk21f/9+de7cWR07dsxzn4EDB2r27NkKCAjQ008/raysLE2ZMkVfffVVvvNcvnxZnTp10rlz5xQeHq7z58/r448/Vv/+/ZWRkaFhw4YVqN7rMWrUKCUnJ+uhhx5S165d9d///lexsbG6fPmyXn31VUlSjx49dPr0aS1dulRhYWFq0qRJsdUD67hwObvE52wet7bQ+5QzJI/yLnq7fzO1DKisrWmn9NKSXeoSn6Ics3BjfT+ha6HnLwrurmXyrwUAQBlVJv/W2rhxoyTlGwLy88ILLyg1NVUvvviiJk6caGtfsWKFunfvrqioKO3fv1/lypVTcHCwatasqcWLF2v69Ol2oWj37t3asWOHevXqJW9v7wLNPXr0aB07dkyvvvqqXnrpJVv77NmzFR0d7dA/KSlJs2fPVuPGjbVx40ZVrFhRkvTSSy9dMwAcO3ZMderU0VdffSVXV1fbPk2bNtWoUaP06KOP6vbbby9QzYX17bff6rvvvlP16tUlSWPHjlWdOnU0ffp0xcTEyNXV1S7M9OjRo1TuyIabz73jVpV2CQWSY0oTezZU90ZXf8e7N6ouU6aGzt9e6LFK6z2nv9a9VOYFAOB6lMnLzI4fPy5JuuOOOwq8z+XLl7VgwQL5+vpqzJgxdtu6deumzp0768CBA7agZBiGnnjiCZ06dUrLly+365+YmChJGjBgQIHmvnTpkhYtWqRq1arp2WeftdsWFRWlunXrOuwzd+5cSdK4ceNsQUaSbr/9do0YMeKa802cONEWZKSrx2nEiBG6dOmSFi5cWKCar8fYsWNtQUaSqlSporCwMGVmZmr//v3FNi9QkloGVLb7/r4An1KqBACAsq9Mnpm5Hvv27VNWVpZCQ0PzvBtXaGio1qxZox07dqh9+/aSrl5qNmnSJCUmJurRRx+VdPUuavPnz5evr6+6detWoLn379+vS5cuqUWLFnZneKSroalNmzYOH/Z37twpSbZa/iivtlzOzs5q3bp1vvts3174f0EuqObNmzu05QbO06dPF9u8sL7SuOTqes+MbE07ZTszI0lfp/16XeOU1mVmAABYSZkMM7fddpv27dunI0eO5HlWIy9nz56VpHzX2OSeUcjtJ0n33HOPmjdvrhUrVujUqVOqXLmykpKS9NNPP2nIkCFycXEp1NzVqlXLc3teNZ05c0blypVTlSpVCtQ/V5UqVVSunOMJudx9zpw5U6Car4enp6dDm7Pz1V/BK1euFNu8sL7SWMexbUynQu8z5MNvNXbpbpkydV+Aj75O+1Xjlu5RqwAfvfNEs0KNxdoVAAD+Wpn827Jt27ZKSkrSunXrCrxuJveD9okTJ/Lcnnvp2p8/kIeHh2vkyJH6+OOPNWjQINslZuHh4QWuN3fMn3/+Oc/tedXk5eWlnJwcZWRkqGrVqn/ZP1dGRoZycnIcAk3uPl5eXgWuGyjLfCu5/XWnP5k5oLlGLNxut0amfZ0qmta3qXwqul5jTwAAcD3K5JqZyMhIOTk56f3339cvv/xyzb6XLl29BWq9evVUvnx5bd26VRcuXHDol3tb5D8vru/Xr5+cnZ01b948Xbx4UZ988okCAwMVFBRU4Hrr1q0rNzc3bdu2zVZPLtM0tWnTJod9GjduLEnasGGDw7a82nJlZ2fnOV7uPk2bNi1w3cXFyclJEmdrYD0+FV2VGN1Ka/7ZQbOebKE1/+ygxOhWBBkAAIpJmQwzgYGBev7555WRkaEHH3xQaWlpDn1yb2McGxsrSXJ1dVW/fv2UkZGhSZMm2fVduXKlVq1apcDAQLVt29ZuW7Vq1dSlSxdt3LhRU6dO1dmzZwu88D+Xm5ubevXqpRMnTmjq1Kl22+bOnat9+/Y57JN75mfChAk6f/68rf3IkSOaNm3aNed76aWXdPnyZdv3P/30k6ZNmyY3Nzf17dvXrm9pPOPFx+fqgunDhw+X6LxAUanj56HO9/rxwEwAAIpZmbzMTJLi4uKUlZWl+Ph41a1bVx07dlSDBg3k4uKitLQ0rV27VidPnlRcXJxtn8mTJys5OVlxcXH66quv1KpVK6Wnp2vRokVyd3fXnDlz8lxvEh4erhUrVigmJkZSwe9i9keTJk3S2rVrNXr0aCUnJ9ueM7Ns2TI98MADWrlypd3coaGhioqK0pw5c9SwYUP17NlTly5d0kcffaSgoCAtW7Ysz3mqV6+u8+fPq1GjRnr44Ydtz5k5efKk3nrrLbvbMuc+zDL3TElJad26tSpUqKCpU6fq1KlTtsvo/nyXOQAAANzaymyYKVeunKZMmaL+/ftr5syZSklJUUpKinJyclS9enV17dpVUVFR6tTp90W+VatW1ZYtW/TKK69o6dKl2rBhg7y8vNSjRw/FxMSoQYMGec4VFhYmT09PnT17Vq1bt1bt2rULXe+dd96pTZs26YUXXtDq1auVnJys5s2ba/Xq1Vq0aJEkx/U6s2bN0t13361Zs2ZpxowZuuOOO/TMM8+od+/e+YYZV1dXrVmzRqNHj1ZiYqJOnz6tevXqafr06erXr59d3927d0uSw9ma4ubj46PFixcrNjZWs2bN0sWLFyURZgAAAGDPME2zkM+lxvVISkpSaGioYmJibJe2FVS7du20adMmnTlzRpUqVbruGvz9/SVJ6enpBeo/Y8YMDR8+XLt27VL9+vWve97ikpCQYDs7xcM1AQAAbj1lcs3MzWz8+PEyDCPPGwQcO3bMoW3evHnauHGjOnXqdENB5nps2LBBjzzyyE0XZPr27SvDMBQVFVXapQAAAKAUldnLzG42/v7+tjU10u8Pi/yjBg0aqGnTprr33nvl5OSkHTt2KCkpSR4eHnrzzTdLslxJ0kcffVTicxZEr169VK9ePdv3f77DHAAAAG4NXGZ2E3n55Zf12Wef6ccff9T58+dVtWpVhYaGauzYsXYf3q9XYS8zAwAAAG5mhBkAAAAAlsSaGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmWDzNJSUkyDMP2CgoKKra50tPTZRiGIiMji20O/LWVK1fa/cxDQkJKuyQAAACUAufr3XHbtm165513lJKSoqNHjyonJ0c1atRQmzZt9OSTT6pz585FWedfCg4OVkhIiO64444SnRclLzAwUDExMZKk8ePHl3I1AAAAKC2FDjM5OTl67rnnFB8fL2dnZ3Xs2FGPPPKIXFxcdPDgQS1fvlzz5s3ThAkTNHbs2OKoOU8hISGKjY0tsflQegIDA20/a8IMAADAravQYWbMmDGKj49XkyZNtHjxYtWuXdtu+8WLFzVjxgydPHmyyIoE8Nd+OJGp9JMX5O/rrjp+HqVdDgAAQLEr1JqZAwcO6PXXX5evr69WrlzpEGQkqUKFCho1apTDv5hnZGRo5MiRCggIkJubm6pVq6bevXtr9+7ddv2io6NlGIZSUlLyrGHKlCkyDEOzZs0qcN3p6enq06ePfHx8VKlSJQUHByslJUWxsbEyDENJSUl2/a9cuaLJkycrMDBQ5cuXV2BgoCZNmqScnJw8x/f395e/v79Onz6tQYMG6bbbblP58uXVtGlTLViwoMB15id3XVBeZ57yW8eTW9O5c+c0YsQI1ahRQ25ubmrUqJEWL16c5zyXL1/WlClT1KxZM1WsWFEeHh5q3769Pv30U4e+kZGRMgxDBw8e1Jtvvqm7775bFSpU0L333quFCxfaxnv55Zfl7++v8uXLq1GjRvr8888dxgoJCZFhGMrKytLo0aNVs2ZNlS9fXvfcc4+mT58u0zQLf9DKoJPnLuX5OvBzpvq8t0md41P01Nxv1Dk+RX3e26QDP2fm2R8AAKCsKNSZmYSEBF25ckWDBg2Sn5/fNfu6ubnZvv7ll1/UunVrpaamKiQkRH379lVaWpoWL16s5cuXa9WqVWrXrp0kKTw8XLNnz9a8efPUoUMHh3ETExPl5uamxx9/vEA1HzlyRG3atNGxY8f0wAMPqGnTptq/f786d+6sjh075rnPwIEDNXv2bAUEBOjpp59WVlaWpkyZoq+++irfeS5fvqxOnTrp3LlzCg8P1/nz5/Xxxx+rf//+ysjI0LBhwwpUb1H67bff1KVLF506dUqPPfaYLly4oIULF6p3795auXKlunTpYut76dIlPfDAA0pKSlKTJk0UHR2t3377TcuXL1dYWJimT5+uoUOHOszxzDPPaMuWLXr44Yfl5OSkhQsXqn///qpcubKmT5+u77//Xt27d1dWVpbmz5+vsLAw7d27N88g3Lt3b23fvl2PPfaYJOk///mPhg8frvT0dP2///f/iu9AFbMLl7OLZJzmcWvzbC9nSB7lXfR2/2ZqGVBZW9NO6aUlu9QlPkU5eeTA7yd0va753V2ve4kdAABAsSjUp5ONGzdKUr4hID8vvPCCUlNT9eKLL2rixIm29hUrVqh79+6KiorS/v37Va5cOQUHB6tmzZpavHixpk+fbheKdu/erR07dqhXr17y9vYu0NyjR4/WsWPH9Oqrr+qll16ytc+ePVvR0dEO/ZOSkjR79mw1btxYGzduVMWKFSVJL730kpo0aZLvPMeOHVOdOnX01VdfydXV1bZP06ZNNWrUKD366KO6/fbbC1RzUTl69KhatmyppKQkW039+/dXp06dNGXKFLswM2HCBCUlJWns2LEaP368DMOQJGVmZqpjx4569tln9eijj6pGjRp2c+zdu1ffffedqlatKkmKiopSq1at1LdvXzVo0EC7du2yHcOuXbuqT58+mjZtmt566y2Hev/3v/9p9+7d8vLyknR1PUyrVq0UHx+vfv36qUWLFkV/kErAveNWFev4OaY0sWdDdW9UXZLUvVF1mTI1dP72Iq0n/bXu110jAABAcSjUZWbHjx+XpELdMezy5ctasGCBfH19NWbMGLtt3bp1U+fOnXXgwAFbUDIMQ0888YROnTql5cuX2/VPTEyUJA0YMKBAc1+6dEmLFi1StWrV9Oyzz9pti4qKUt26dR32mTt3riRp3Lhxtg/hknT77bdrxIgR15xv4sSJttAgXT1OI0aM0KVLl2yXXpW0+Ph4u5ruv/9+1apVS1u3brW15eTkaObMmapdu7ZdkJEkDw8PjRs3TpcvX9Ynn3ziMP7LL79sCzKSdN999+muu+7S6dOn9eqrr9odw8cee0wuLi7auXNnnrWOHTvWFmQkycvLS2PGjJFpmvr3v/99fQfgFtEyoLLd9/cF+JRSJQAAACWn2K8b2bdvn7KyshQaGip3d3eH7aGhoVqzZo127Nih9u3bS7p6qdmkSZOUmJioRx99VNLVD9zz58+Xr6+vunXrVqC59+/fr0uXLqlFixZ2Z3ikq6GpTZs22r9/v1177gft3Fr+KK+2XM7OzmrdunW++2zfnve/khcnb29vBQQEOLTfcccd2rRpk+37/fv369SpU6pRo0aedwf75ZdfJF39Wf5ZXmerqlevroMHDzpsc3JyUrVq1XT06NE8673WMS+N41dUrveyrj+71hmVrWmnbGdmJOnrtF+LvR4AAIDSVqgwc9ttt2nfvn06cuRInmc18nL27FlJyneNTfXq1e36SdI999yj5s2ba8WKFTp16pQqV66spKQk/fTTTxoyZIhcXFwKNXe1atXy3J5XTWfOnFG5cuVUpUqVAvXPVaVKFZUr53iiK3efM2fOFKjmovTHsxx/5OzsbHczg19/vfrBd8+ePdqzZ0++450/f96hzdPTM8/xr7Xtt99+y3P8vI5vaR6/olJUa022jemUZ/uQD7/V2KW7ZcrUfQE++jrtV41buketAnz0zhPNiq0eAACA0laoy8zatm0rSVq3bl2B98n9QHvixIk8t+deuvbnD77h4eG6fPmyPv74Y0m/X2IWHh5e6Ll//vnnPLfnVZOXl5dycnKUkZFRoP65MjIy8rzbWe4++QWLgsgNSdnZjgvJi+JDfu5xeuyxx2SaZr6vOXPm3PBc15LX8S2K41dW+FZyy/M1c0Bz1a/hqaHzt+u+V9dp6Pztql/DUzMHNM+zPwAAQFlRqDATGRkpJycnvf/++7ZLj/Jz6dLVW8DWq1dP5cuX19atW3XhwgWHfrm3Rf7zJUn9+vWTs7Oz5s2bp4sXL+qTTz5RYGCggoKCClxv3bp15ebmpm3bttnqyWWapt2lVrkaN24sSdqwYYPDtrzacmVnZ+c5Xu4+TZs2LXDdf1a58tX1EEeOHHHYVhSXX91zzz3y9PTUN998k+9Zk5JwrWN+I8evrPOp6KrE6FZa888OmvVkC635ZwclRreST0XXv94ZAADAwgoVZgIDA/X8888rIyNDDz74oNLS0hz65N7GOPeZKK6ururXr58yMjI0adIku74rV67UqlWrFBgYaDvrk6tatWrq0qWLNm7cqKlTp+rs2bMFXvify83NTb169dKJEyc0depUu21z587Ncw1I7pmfCRMm2F1WdeTIEU2bNu2a87300ku6fPmy7fuffvpJ06ZNk5ubm/r27WvX1zAMu4X211K3bl15eHjo008/tV0SJl09axEXF1egMa7F2dlZgwcP1qFDh/Tcc8/lGWh2796d7xmuovLKK6/YnWk6c+aM4uLiZBiGIiIiinXusqCOn4c63+vHAzMBAMAto9AXz8fFxSkrK0vx8fGqW7euOnbsqAYNGsjFxUVpaWlau3atTp48afche/LkyUpOTlZcXJy++uortWrVSunp6Vq0aJHc3d01Z86cPNebhIeHa8WKFYqJiZFU8LuY/dGkSZO0du1ajR49WsnJybbnzCxbtkwPPPCAVq5caTd3aGiooqKiNGfOHDVs2FA9e/bUpUuX9NFHHykoKEjLli3Lc57q1avr/PnzatSokR5++GHbc2ZOnjypt956y+62zLmXozk5ORXoPbi6umrYsGGaOHGimjVrprCwMGVmZuqzzz5TcHCwUlNTC31c/mz8+PH69ttv9dZbb2n58uXq0KGDqlWrpiNHjmjXrl3auXOnNm3alO/6o6Jw9913q0GDBnbPmfnpp5/0zDPPWPa2zAAAAChG5nXaunWr+be//c0MDAw0K1SoYLq5uZn+/v5m//79zTVr1jj0/+WXX8zhw4ebtWrVMl1cXMwqVaqYvXr1Mnft2pXvHBcuXDA9PT1NSWbr1q3z7LN+/XpTkhkTE5PvOAcPHjQff/xx08vLy3R3dzfbt29vJicnm0OHDjUlmdu3b7frn52dbU6aNMm86667TFdXV/Ouu+4yJ06caB44cMCUZEZERNj1r1WrllmrVi3z119/NQcOHGj6+fmZbm5uZuPGjc358+c71LNz505TkvnEE0/kW/OfXblyxYyNjTXvvPNO09XV1bz77rvNadOmmQcPHrxmTXkJDg428/rRZ2dnm++9957Ztm1b09PT03RzczNr1qxpPvDAA+bMmTPNc+fO2fpGRESYksy0tLQCj59fXbn9L168aD7//PO291i3bl3zrbfeMnNycvI9LpLM4ODgfLcDAACg7DJM08zjGeHWkZSUpNDQUMXExNgubSuodu3aadOmTTpz5owqVap03TX4+/tLktLT0wvUf8aMGRo+fLh27dql+vXrX/e8ZUVISIiSk5N1Pb+KhmEoODjYtvYKAAAAt45CrZm5meU+7DGvGwQcO3bMoW3evHnauHGjOnXqdENB5nps2LBBjzzyCEHmOq1cubJQa44AAABQNln+gRP+/v62NTXS1QdC/lmDBg3UtGlT3XvvvXJyctKOHTuUlJQkDw8PvfnmmyVZriTpo48+KvE5y5LAwEC7n3numTEAAADcWix/mVlBvPzyy/rss8/0448/6vz586patapCQ0M1duxY1atX74bHL+xlZrB3I5eZAQAA4NZ1S4QZAAAAAGVPmVkzAwAAAODWQpgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEmZtYUlKSDMOwvYKCguy2x8bGyjAMJSUl3fBcq1evVtu2bVW5cmUZhqEePXpc1zgJCQkyDEMJCQk3XFN+srKy7I6LYRjFNhcAAABuXs6lXcDNaNu2bXrnnXeUkpKio0ePKicnRzVq1FCbNm305JNPqnPnziVaT3BwsEJCQnTHHXcUy/jp6ekKCwuTt7e3oqKi5OnpqXr16hXLXAUVEhKi5ORkmabpsM3Z2VkxMTGSroanQ4cOlXR5AAAAuAkYZl6fFm9ROTk5eu655xQfHy9nZ2d17NhRDRo0kIuLiw4ePKi1a9fq1KlTmjBhgsaOHVvs9SQlJSk0NFQxMTGKjY112J6RkaGMjAzVrFlT7u7u1z3Pv/71Lz311FP68MMP1b9//xuoWDpz5oyOHTum6tWry8vL67rHuVaYuZ5+AAAAKHs4M/MHY8aMUXx8vJo0aaLFixerdu3adtsvXryoGTNm6OTJk6VUob0qVaqoSpUqNzzO0aNHJUk1atS44bG8vLxuKMQAZckPJzKVfvKC/H3dVcfPo7TLAQCgzGHNzP85cOCAXn/9dfn6+mrlypUOQUaSKlSooFGjRmn8+PF27RkZGRo5cqQCAgLk5uamatWqqXfv3tq9e7ddv+joaBmGoZSUlDxrmDJligzD0KxZswpUc15rZtLT02UYhiIjI3XgwAH17NlTlStXVsWKFdWpUyft3LnToW/uJVuhoaG2NSjXuw4nvzUzhmEoJCREJ06cUEREhKpUqaIKFSooKCjIYS7DMJScnGz7OvcVGRl5XTUBxeXkuUt5vg78nKk+721S5/gUPTX3G3WOT1Gf9zbpwM+Z+e4DAAAKjzMz/ychIUFXrlzRoEGD5Ofnd82+bm5utq9/+eUXtW7dWqmpqQoJCVHfvn2VlpamxYsXa/ny5Vq1apXatWsnSQoPD9fs2bM1b948dejQwWHcxMREubm56fHHH7/h95Oenq6goCDVr19ff/vb35SamqqlS5cqNDRUe/fulZ+fn7y9vRUTE6OkpCQlJycrIiJC/v7+kmT7b1E6ffq02rVrJy8vL4WHh+vnn3/WRx99pK5du2rbtm1q0KCBJCkmJsa2FiY3aElSkyZNirwm3NouXM6+of2bx63Ns72cIXmUd9Hb/ZupZUBlbU07pZeW7FKX+BTl5HNF5PcTut5QLZLk7sof6QCAWwt/8/2fjRs3SpI6duxYqP1eeOEFpaam6sUXX9TEiRNt7StWrFD37t0VFRWl/fv3q1y5cgoODlbNmjW1ePFiTZ8+3S4U7d69Wzt27FCvXr3k7e19w+8nOTlZr732ml544QVb29ixYxUXF6c5c+Zo9OjR8vb2VmxsrGJjY5WcnKzIyEiFhITc8Nz52blzp4YMGaLp06erXLmrJwU7duyov//975oxY4beffddSVfPOCUlJenQoUN5rhUCisq941YVy7g5pjSxZ0N1b1RdktS9UXWZMjV0/vZirSX9te43PAYAAFbCZWb/5/jx45JUqDuGXb58WQsWLJCvr6/GjBljt61bt27q3LmzDhw4YAtKhmHoiSee0KlTp7R8+XK7/omJiZKkAQMG3MjbsAkICNCoUaPs2qKjoyVJW7duLZI5CqtixYqaPHmyLchIUkREhJydnUutJqC4tAyobPf9fQE+pVQJAABlF2dmbsC+ffuUlZWl0NDQPO8mFhoaqjVr1mjHjh1q3769pKuXmk2aNEmJiYl69NFHJV29i9r8+fPl6+urbt26FUltTZo0sQsN0u9B7fTp00UyR2HdfffdqlSpkl2bs7Oz/Pz8Sq0m3Npu9NKua51N2Zp2ynZmRpK+Tvu1WGsBAOBWRJj5P7fddpv27dunI0eOqG7dugXa5+zZs5KU7xqb6tWr2/WTpHvuuUfNmzfXihUrdOrUKVWuXFlJSUn66aefNGTIELm4uNzgO7nK09PToc3Z+eqP+8qVK0UyR2HlVZN0ta7Sqgm3thtdY7JtTKc824d8+K3GLt0tU6buC/DR12m/atzSPWoV4KN3nmhWLLUAAHAr4jKz/9O2bVtJ0rp16wq8T+6H8xMnTuS5PffStT9/iA8PD9fly5f18ccfS/r9ErPw8PDCFQ2gVPlWcsvzNXNAc9Wv4amh87frvlfXaej87apfw1MzBzTPdx8AAFB4hJn/ExkZKScnJ73//vv65Zdfrtn30qWrt1GtV6+eypcvr61bt+rChQsO/XJvOfznu3D169dPzs7Omjdvni5evKhPPvlEgYGBCgoKKpL3UhY4OTlJKr2zSMCN8KnoqsToVlrzzw6a9WQLrflnByVGt5JPRdfSLg0AgDKFMPN/AgMD9fzzzysjI0MPPvig0tLSHPpkZWVpypQptjtsubq6ql+/fsrIyNCkSZPs+q5cuVKrVq1SYGCg7axPrmrVqqlLly7auHGjpk6dqrNnzxbZwv+ilvvcmJJ+xouPz9XF0ocPHy7ReYGiVMfPQ53v9eOBmQAAFBMu0v6DuLg4ZWVlKT4+XnXr1lXHjh3VoEEDubi4KC0tTWvXrtXJkycVFxdn22fy5MlKTk5WXFycvvrqK7Vq1Urp6elatGiR3N3dNWfOHIeF+NLVS8pWrFhhe47KzRpmcnJyJP2+3qakdOzYUYsXL9Zjjz2mBx98UOXLl1fjxo318MMPl2gdAAAAuHkRZv6gXLlymjJlivr376+ZM2cqJSVFKSkpysnJUfXq1dW1a1dFRUWpU6ffF/1WrVpVW7Zs0SuvvKKlS5dqw4YN8vLyUo8ePRQTE2N7EOSfhYWFydPTU2fPnlXr1q1Vu3btknqbhbJ7925JUt++fUt03qeeekrp6elauHChJk+erOzsbEVERBBmAAAAYGOYppnP86hR2pKSkhQaGqqYmJhSe3hkixYt5OTkpC1btpTK/H8lJCREycnJ4tcYAADg1sOaGQsYP368DMMo8RsEZGZmaseOHXrxxRdLdN6/kpWVJcMwZBiGkpOTS7scAAAAlBIuM7uJ+fv729bUSL8/9LKkeHh4KDs7u0TnLAhnZ2e74wIAAIBbE5eZAQAAALAkLjMDAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWdMuFmaSkJBmGYXsFBQXZbY+NjZVhGEpKSrrhuVavXq22bduqcuXKMgxDPXr0uOExIfXt29fuZ5iQkFDaJQEAAKAUOJfURNu2bdM777yjlJQUHT16VDk5OapRo4batGmjJ598Up07dy6pUiRJwcHBCgkJ0R133FEs46enpyssLEze3t6KioqSp6en6tWrVyxz3Wp69eqlevXqaceOHVq6dGlplwMAAIBSUuxhJicnR88995zi4+Pl7Oysjh076pFHHpGLi4sOHjyo5cuXa968eZowYYLGjh1b3OXYhISEKDY21qF96NCh6tu3r2rWrHlD469du1ZZWVn6f//v/6l///43NBbs9erVS7169VJCQgJhBgAA4BZW7GFmzJgxio+PV5MmTbR48WLVrl3bbvvFixc1Y8YMnTx5srhLKZAqVaqoSpUqNzzO0aNHJUk1atS44bEAAAAAOCrWNTMHDhzQ66+/Ll9fX61cudIhyEhShQoVNGrUKI0fP96uPSMjQyNHjlRAQIDc3NxUrVo19e7dW7t377brFx0dLcMwlJKSkmcNU6ZMkWEYmjVrVoFqzmvNTHp6ugzDUGRkpA4cOKCePXuqcuXKqlixojp16qSdO3c69I2JiZEkhYaG2tZ2XO86nMjISBmGofT09ALVm7suKDY2Vt988406d+4sDw8PeXl5qWfPnnmOI0lpaWn6+9//rpo1a8rNzU3Vq1dXZGSkDh065NDXMAyFhIToyJEj6t+/v6pUqSIPDw91795dBw8elCTt3btXPXr0kI+Pjzw8PNSrVy+dOHHCbpw/Hts9e/aoe/fu8vb2VqVKldSlSxdt27btuo4ZSscPJzK15vsT+uFEZmmXAgAAbgHFemYmISFBV65c0aBBg+Tn53fNvm5ubravf/nlF7Vu3VqpqakKCQlR3759lZaWpsWLF2v58uVatWqV2rVrJ0kKDw/X7NmzNW/ePHXo0MFh3MTERLm5uenxxx+/4feTnp6uoKAg1a9fX3/729+UmpqqpUuXKjQ0VHv37pWfn5+8vb0VExOjpKQkJScnKyIiQv7+/pJk+29J2bp1q15//XWFhoZq0KBB2r59u/773/9q165d2r17t8qXL2/ru2XLFnXt2lXnz5/XQw89pDp16ig9PV0ffvihPv/8c23atEl33XWX3finTp1Su3btdNtttykiIkL/+9//tGzZMu3bt09Lly5V+/bt1bx5c/3tb3/Ttm3b9J///Ee//vqrvvjiC4daDx48qLZt26pZs2YaPHiwDh06pEWLFqlDhw764osv1KpVq2I/Xiick+cu2b4+deGyXl6yW1vSfrW1tQrw0as9G6iyu6t8K7nlNQQAAMCNMYtRSEiIKclcu3ZtofaLiooyJZkvvviiXfvy5ctNSWZgYKB55coV0zRNMycnx6xZs6ZZuXJlMysry67/rl27TElmr169bG3r1683JZkxMTF5zh0TE2NKMtevX29rS0tLMyWZkszXXnvNrv+YMWNMSeakSZP+cpzrFRERYUoy09LSClRv7nuUZC5cuNCuf3h4uCnJXLBgga3t8uXLpr+/v+nh4WF+++23dv03bNhgOjk5mQ899JBde+74//znP+3aBw8ebEoyvb29zalTp9rac3JyzG7dupmSzG3bttna/3hsR48ebTfWypUrTUlmw4YN8zwuc+bMMSWZc+bMyXM7rs/5S78V6FXrhWW2V8DoZWaj2FXmsp1HzRNnL5rLdh41G8WuMgNGX91ekPEAAAAKq1jPzBw/flySCnXHsMuXL2vBggXy9fXVmDFj7LZ169ZNnTt31po1a7Rx40a1b99ehmHoiSee0KRJk7R8+XI9+uijtv6JiYmSpAEDBhTBu5ECAgI0atQou7bo6GjFxcVp69atRTJHUerQoYP69Olj1/a3v/1NiYmJ2rp1q/r27StJWrZsmdLT0zVhwgQ1bdrUrn+7du0UFham//73vzp79qw8PT1t2ypVqqS4uDi7/v369dPMmTPl6+ur4cOH29oNw1Dfvn21YsUK7dy5U82aNbPbz9vbWy+//LJdW9euXXX//fdr3bp12rZtm5o3b379BwMFdu+4VYXeJ8eUJvZsqO6NqkuSujeqLlOmhs7fXuAx01/rXuh5AQDAre2me87Mvn37lJWVpfvuu0/u7u4O20NDQyVJO3bssLWFh4dL+j28SFfvojZ//nz5+vqqW7duRVJbkyZNVK6c/SHLDWqnT58ukjmKUl4f/vOqd/PmzZKk/fv3KzY21uF1/Phx5eTk6H//+5/dWHXq1HH4GVWvfvXDbKNGjWQYRp7bcm+O8EdNmzZVpUqVHNrbt28vSdq+ffs13ytKX8uAynbf3xfgU0qVAACAW0Wxnpm57bbbtG/fPh05ckR169Yt0D5nz56VpHzX2OR+IM7tJ0n33HOPmjdvrhUrVujUqVOqXLmykpKS9NNPP2nIkCFycXG5wXdy1R/PSuRydr56CK9cuVIkcxSlgtb7669X1zl8+OGH1xzv/PnzBR7/Wtt+++03h235/bxz28+cOXPN2lB0vp/QtUD9/ny2ZWvaKduZGUn6+g/rZwo6JgAAQGEU65mZtm3bSpLWrVtX4H1yPwT/+a5XuXIvXfvzh+Xw8HBdvnxZH3/8saTfz9LknrWxstyzQdnZ2Q7biuJDfu6x/Oyzz2SaZr6v4ODgG54rP/n9vHPbvby8im1u2HN3dS7Qa9uYTrZXqwAfjV26W8u+O6qfM7O07LujGrd0j1oF+GjbmE4FGg8AAKCwijXMREZGysnJSe+//75++eWXa/a9dOnqnZHq1aun8uXLa+vWrbpw4YJDv9xbEDdp0sSuvV+/fnJ2dta8efN08eJFffLJJwoMDFRQUFCRvJfSVLny1ct3jhw54rCtKC6/yr1T2KZNm254rOu1fft2nTt3zqF9w4YNkuSwlgelz7eSm+01c0Bz1a/hqaHzt+u+V9dp6Pztql/DUzMHNOdOZgAAoNgUa5gJDAzU888/r4yMDD344INKS0tz6JOVlaUpU6YoNjZWkuTq6qp+/fopIyNDkyZNsuu7cuVKrVq1SoGBgbazPrmqVaumLl26aOPGjZo6darOnj1bZAv/i1pCQoLt2SoF0bJlS9t+f7R48WIlJyffcD1hYWGqWbOmpkyZkufzen777Td9+eWXNzzPtZw+fVqvvvqqXduqVau0bt06NWjQgMX/Nzmfiq5KjG6lNf/soFlPttCaf3ZQYnQr+VR0Le3SAABAGVbs13bExcUpKytL8fHxqlu3rjp27KgGDRrIxcVFaWlpWrt2rU6ePGl3V6zJkycrOTlZcXFx+uqrr9SqVSulp6dr0aJFcnd315w5cxwW4ktXLylbsWKF7YGVN2uYycnJkfT7GpK/EhYWptq1ayshIUGHDx9W06ZNtXfvXn3xxRfq1q2bVqxYcUP1uLm5afHixXrwwQcVHBysjh07qmHDhjIMQ4cOHdKGDRvk6+urffv23dA819K+fXvNnDlTW7ZsUVBQkO3nXaFCBf3rX/8qtnlRtOr4eaiOn0dplwEAAG4RxX43s3LlymnKlCnaunWrwsPDlZqaqnfeeUfx8fG2BzWuWbPG7ra8VatW1ZYtWzR8+HClpqbqzTff1Jo1a9SjRw9t2bLF9sDMPwsLC5Onp6d+++03tW7dWrVr1y7ut3dddu/eLUm2WyP/lQoVKmjt2rXq0aOHvv76a82cOVNZWVlKSUmxnbW5US1bttTOnTs1YsQIHT58WO+++65mz56tffv2qUePHnrnnXeKZJ783HXXXdq4caMqVKigt99+W59++qlCQkK0YcMGHpgJAACAPBmmaZqlXURJSkpKUmhoqGJiYmyXtpW0Fi1ayMnJSVu2bCmV+W8m6enpCggIUEREhMNldH8lISFBUVFRmjNnToEv2QMAAEDZcdM9Z6akjB8/XoZhlPgNAjIzM7Vjxw69+OKLJTpvWdK3b18ZhqGoqKjSLgUAAACl6Ja7H6q/v79tTY30+0MkS4qHh0eet1hGwfXq1Uv16tWzff/nO9sBAADg1nDLXWaGm8uNXGYGAACAWxthBgAAAIAl3bJrZgAAAABYG2EGAAAAgCURZgAAAABYEmEGAAAAgCURZgAAAABYEmEGAAAAgCURZgAAAABYEmEGAAAAgCURZgAAAABYEmEGAAAAgCURZgAAAABYEmEGAAAAgCURZgAAAABYEmEGAAAAgCURZgAAAABYEmEGAAAAgCURZgAAAABYEmEGAAAAgCURZgAAAABYEmEGAAAAgCURZgAAAABYEmEGAAAAgCURZgAAAABYEmEGAAAAgCURZgAAAABYEmEGAAAAgCURZgAAAABYEmEGAAAAgCURZgAAAABYEmEGAAAAgCURZgAAAABYEmEGAAAAgCURZgAAAABYEmEGAAAAgCXdcmEmKSlJhmHYXkFBQaVdUpmSkJAgwzCUkJBQbHNkZWXZ/QwNwyi2uQAAAHDzci6pibZt26Z33nlHKSkpOnr0qHJyclSjRg21adNGTz75pDp37lxSpUiSgoODFRISojvuuKNE50XBhISEKDk5WaZpOmxzdnZWTEyMpKvh6dChQyVdHgAAAG4CxR5mcnJy9Nxzzyk+Pl7Ozs7q2LGjHnnkEbm4uOjgwYNavny55s2bpwkTJmjs2LHFXY5NSEiIYmNjS2y+W0XPnj0VFBSk6tWrF9sczs7Otp9dUlISYQYAAOAWVexhZsyYMYqPj1eTJk20ePFi1a5d2277xYsXNWPGDJ08ebK4S0EJ8PLykpeXV2mXAQAAgFtAsa6ZOXDggF5//XX5+vpq5cqVDkFGkipUqKBRo0Zp/Pjxdu0ZGRkaOXKkAgIC5ObmpmrVqql3797avXu3Xb/o6GgZhqGUlJQ8a5gyZYoMw9CsWbMKVHNISEi+azAiIyNlGIbS09NtbX9cI7J69Wq1adNG7u7u8vX1VURERL4h7bvvvlPfvn1VvXp1ubq6qlatWho2bJhD//T0dBmGocjISO3du1cPPfSQvL29VblyZfXr108ZGRmSpE2bNun++++Xp6enKleurL///e86f/683Vi564ViY2P15ZdfKiQkRB4eHvL29tZjjz2mAwcOFOgYXUt+a2YMw1BISIhOnDihiIgIValSRRUqVFBQUJCSkpIc+iYnJ9u+zn1FRkbecH0oPT+cyNSa70/ohxOZpV0KAAAoI4o1zCQkJOjKlSsaNGiQ/Pz8rtnXzc3N9vUvv/yioKAgTZs2Tf7+/nrmmWfUsWNHffLJJ2rVqpW+/PJLW9/w8HBJ0rx58/IcNzExUW5ubnr88ceL4B3l79NPP9XDDz+sGjVqaMiQIapdu7bmzp2rsLCwPPved999+vTTTxUSEqKRI0eqYcOGmjFjhlq3bq1Tp0457JOWlqY2bdro0qVL+vvf/67GjRtr4cKF6tGjh7788kvdf//9qlSpkgYOHKjatWvrgw8+0LBhw/KsdfPmzbr//vvl5eWlYcOGKTg4WEuWLFGbNm108ODBIj82uU6fPq127dppz549Cg8P16OPPqpvvvlGXbt2tQupMTExqlWrlu3r3FePHj2KrTYUj5PnLunAz5nq894mdY5P0VNzv1Hn+BT1eW+TDvxMqAEAADfILEYhISGmJHPt2rWF2i8qKsqUZL744ot27cuXLzclmYGBgeaVK1dM0zTNnJwcs2bNmmblypXNrKwsu/67du0yJZm9evWyta1fv96UZMbExOQ5d3BwsJnfYYmIiDAlmWlpaba2OXPmmJJMZ2dn88svv7S1Z2dn297/pk2bbO0ZGRmmp6enefvtt5vp6el24y9YsMCUZA4dOtTWlpaWZkoyJZlTp061tefk5JjdunUzJZne3t7mf//7X9u2y5cvm40aNTKdnZ3N48ePO7x3Sea7775rN/e7775rSjIfeuihPN97QeUejzlz5ti15847ZMgQ28/ONE3zX//6lynJHDRokF3/a/0crqcfisf5S79d81XrhWVmwOhlZqPYVeaynUfNE2cvmst2HjUbxa4yA0Yvu+a+AAAAf6VYz8wcP35ckgp1x7DLly9rwYIF8vX11ZgxY+y2devWTZ07d9aBAwe0ceNGSVcvQ3riiSd06tQpLV++3K5/YmKiJGnAgAE38jYKpH///mrbtq3teycnJ0VEREiStm7damufO3euzp49q0mTJtnOPuTq27evmjVrpoULFzqMX7t2bQ0fPtz2vWEY6tu3rySpadOmdmeAXFxc1KtXL2VnZ+v77793GOvuu+/WU089Zdf21FNPqU6dOlq+fLl++eWXwrz1AqtYsaImT56scuV+/7WLiIiQs7Oz3TGCddw7btU1X5KUY0oTezZU90bVVc2jvLo3qq5XezZQjnnt/QEAAP5Kid2auaD27dunrKwshYaGyt3d3WF7aGio1qxZox07dqh9+/aSrl5qNmnSJCUmJurRRx+VdPUuavPnz5evr6+6detW7HU3b97coS03xJ0+fdrWtnnzZknSli1blJqa6rBPVlaWMjIylJGRoSpVqtjaGzVq5LCWJ/eOYU2aNHEYJ3fb0aNHHba1bdvWLlBIUrly5dS2bVv98MMP2rlzpzp16pTX27whd999typVqmTX5uzsLD8/P7tjhLKnZUBlu+/vC/AppUoAAEBZUqxh5rbbbtO+fft05MgR1a1bt0D7nD17VpLyXWOT+yE9t58k3XPPPWrevLlWrFihU6dOqXLlykpKStJPP/2kIUOGyMXF5QbfyV/z9PR0aHN2vnp4r1y5Ymv79ddfJUlvv/32Ncc7f/68XZi51vjX2vbbb785bMvv2Oa2nzlz5pq1Xa+86pSu1vrHYwTr+H5C12tuzz3DsjXtlLo3+v123V+nXf3/4NOhbRVYrVKe+wIAAPyVYr3MLPeyq3Xr1hV4n9wPvCdOnMhze+6la3/+YBweHq7Lly/r448/lvT7JWa5NwgoqNwzFtnZ2Q7biuJDfm7du3btkmma+b7+fAlaUcrv2Oa2c2tlFJS7q/M1X9vGdFKrAB+NXbpby747qp8zs7Tsu6Mat3SPWgX4qNEd3vnuCwAA8FeKNcxERkbKyclJ77///l+uw7h06ZIkqV69eipfvry2bt2qCxcuOPTLvY3vny+t6tevn5ydnTVv3jxdvHhRn3zyiQIDAxUUFFSomitXvno5zJEjR+zac3JytHPnzkKNlZdWrVpJunor5dKyceNG5eTk2LXl5OToq6++kmEYaty4cSlV9jsnJydJ4oyNxflWctPMAc1Vv4anhs7frvteXaeh87erfg1PzRzgeGkmAABAYRRrmAkMDNTzzz+vjIwMPfjgg0pLS3Pok5WVpSlTptie6O7q6mp7fsqkSZPs+q5cuVKrVq1SYGCg3WJ7SapWrZq6dOmijRs3aurUqTp79ux1Lfxv2bKlJDk8J2XKlCl51l9YUVFR8vDw0Msvv6w9e/Y4bL9w4YJtXU1x+d///ufw3J1Zs2bpf//7n7p3766qVava2nOfG1PSz3jx8bm6puLw4cMlOi+Knk9FVyVGt9Kaf3bQrCdbaM0/OygxupV8KrqWdmkAAMDiiv1ajri4OGVlZSk+Pl5169ZVx44d1aBBA7m4uCgtLU1r167VyZMnFRcXZ9tn8uTJSk5OVlxcnL766iu1atVK6enpWrRokdzd3TVnzhyHBezS1UvKVqxYoZiYGEnXdxezqKgovf7664qNjdWOHTtUu3ZtffPNN9q9e7eCg4NtD3O8XlWrVtWCBQv0+OOPq3HjxnrggQdUr149Xbp0Senp6UpOTlabNm20cuXKG5rnWrp27arhw4drxYoVql+/vvbs2aPPPvtMVapU0bRp0+z65p7ByV2DU1I6duyoxYsX67HHHtODDz6o8uXLq3Hjxnr44YdLtA4UnTp+Hqrj51HaZQAAgDKkWM/MSFfXoEyZMkVbt25VeHi4UlNT9c477yg+Pl5btmxR165dtWbNGr388su2fapWraotW7Zo+PDhSk1N1Ztvvqk1a9aoR48e2rJli9q1a5fnXGFhYfL09NRvv/2m1q1bq3bt2oWu18/PT+vXr9f999+v1atXa9asWfL29tbmzZvl7+9/vYfBTvfu3bV9+3ZFRkZq9+7dmj59uj788EMdOnRIUVFReuWVV4pknvwEBQVp3bp1OnPmjN566y0lJSWpR48e2rRpk+666y67vrkPs8y9DXRJeeqpp2xn9SZPnqyxY8fqP//5T4nWAAAAgJubYZqmWdpFlKSkpCSFhoYqJibGdmnbreJ63nuLFi3k5OSkLVu2FG9x1ykkJETJycm6xX6NAQAAoBI4M3OzGj9+vAzDKPQNAm4lmZmZ2rFjh1588cXSLsVOVlaWDMOQYRg3fNkfAAAArOuWu/+pv7+/bU2N9PuDLeHIw8Mjz1tUlzZnZ2e7nyEAAABuTbdkmLnVLi8ra5ydnfkZAgAA4NZbMwMAAACgbLhl18wAAAAAsDbCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIszc4mJjY2UYhu01evToYpsrISFBhmEoISHhhsbp27evXc03Oh4AAACsiTBTyvr37y/DMLRgwYJr9jt79qzc3d3l7e2tixcvFnkdERERiomJUadOnYp87KLWq1cvxcTEKCwsrLRLAQAAQCkizJSy6OhoSdLs2bOv2W/BggW6ePGi+vXrpwoVKhR5HZGRkYqNjbVMmImNjVWPHj1KuxQAAACUIsJMKevYsaMCAgL0xRdf6Mcff8y3X27YyQ0/AAAAwK2OMFPKDMNQVFSUcnJyNGfOnDz77NmzR19//bUaNWqkOnXqaPLkyQoODlaNGjXk6uqqGjVq6Mknn1RqaqrDvrlrYpKSkpSQkKBmzZrJ3d1dISEhBa4xOTlZHTp0UMWKFeXr66s+ffro8OHDCgkJkWEYDv1//fVX/eMf/5Cfn5/c3d3VsmVLLVmyJM+x09PTZRiGIiMjtWfPHnXv3l3e3t6qVKmSunTpom3bthW4TgAAcPP64USm1nx/Qj+cyCztUlCGOJd2Afj9Eq+EhASNGzfOISDkhpzo6Gjt3btX48aNU2hoqHr27KmKFStq3759mj9/vpYvX65vv/1WtWrVcpjjjTfe0Pr16xUWFqYuXbrIycmpQLWtXr1a3bt3l5OTk/r06aMaNWpo/fr1ateunSpXruzQ/8KFCwoJCdGuXbvUunVrBQcH6/Dhw+rTp4+6dOmS7zwHDx5U27Zt1axZMw0ePFiHDh3SokWL1KFDB33xxRdq1apVgeoFAADSyXOXSrsEm1MXLuvlJbu1Je1XW1urAB+92rOBKru7lmJljnwruZV2CSgkwsxN4M4771SXLl20cuVKffHFF7r//vtt27KzszVv3jy5ublpwIABcnJy0rFjx+Tj42M3xvr169WpUyfFxcVp1qxZDnMkJydry5YtatiwYYHrunLligYOHKgrV67YAkyuiIgIzZ0712Gf119/Xbt27dJTTz2l999/39YeHh6uBx54IN+5NmzYoNGjR2vSpEl2czzwwAN66qmn9N133xW4bgDArefC5ezSLuGm0jxubWmXYFPOkDzKu+jt/s3UMqCytqad0ktLdqlLfIpyzNKuzt73E7qWdgk3LXfXmzM23JxV3YKio6O1cuVKzZ492y7MLFu2TCdOnFDv3r0dAswfhYaGqn79+lq7Nu8/vAYOHFioICNJX375pQ4dOqRHHnnELshIUlxcnD788ENduXLFrn3u3LlydXXVhAkT7Nq7du2q+++/X+vWrctzLm9vb7388sv57rNt2zY1b968UPUDAG4d945bVdolIB85pjSxZ0N1b1RdktS9UXWZMjV0/vZSrswRv0f5S3+te2mXkCfWzNwkwsLCVLVqVS1ZskRnzpyxtee18D8pKUk9evRQ9erV5eLiYnveyq5du3T06NE8x7/vvvsKXdPOnTslySHISFfPJtWsWdOu7ezZs0pLS1NgYKBuu+02h33at2+f71xNmzZVpUqV8t1n+/ab7w88AABQMC0D7C9Nvy8g/3+gBQqDMzM3CRcXF4WHh2vKlCmaP3++Bg8erOPHj+vzzz9XzZo1bbdMXrRokfr06aNKlSqpa9eu8vf3l7u7u+3hkYcOHcpzfD8/v0LXdPbsWUlStWrV8h0zLS2tUP3zk9+23PY/BjwAAP6My4Ps3WxnGLamnbKdmZGkr/+wfuZmwu+R9RBmbiLR0dGaMmWKPvjgAw0ePFiJiYnKzs5WVFSUypW7ehItNjZW5cuX17Zt21SnTh27/RcuXJjv2HnddeyveHp6SpJ+/vnnPLefOHHihvoXZFtuu5eX17WLBQDc0m7W6/lLy7YxN89z44Z8+K3GLt0tU6buC/DR12m/atzSPWoV4KN3nmhW2uXZ4ffIeviJ3UTuvfdeBQUFafPmzfruu+80Z84c262bc6Wmpqp+/foOQebYsWM6ePBgkdbTuHFjSdLGjRs1atQou20//fSTw3NxPD09FRAQoAMHDuj48eMOl5pt2LAh37m2b9+uc+fOOVxqlrtP06ZNr/t9AABwq7mZ7so1c0BzjVi43W6NTPs6VTStb1P5VLy57mYG62HNzE0md23MkCFDtHfvXnXq1MnuVsu1atXSgQMH7M5kZGVlafDgwfrtt9+KtJZ27dqpZs2a+uyzz7Rp0ya7bWPHjnVY/C9dvWvZ5cuXNW7cOLv21atX57v4X5JOnz6tV1991a5t1apVWrdunRo0aMDifwAALMqnoqsSo1tpzT87aNaTLbTmnx2UGN2KIIMiwZmZm0yfPn00cuRIbdy4UZL9wn9JGjZsmIYNG6amTZuqV69eys7O1po1a2Sapho3bmxbtF8UnJyc9O677+qRRx5Rx44d1adPH1WvXl3Jyck6cuSIGjdu7HDL5Oeff16ffPKJZs2apT179qhDhw46fPiwPv74Y3Xv3l3Lly/Pc6727dtr5syZ2rJli4KCgpSenq5FixapQoUK+te//lVk7wkAAJSOOn4equPnUdploIzhzMxNxsPDQ71795Yk+fj4qEePHnbbn376ab377rvy8fHRrFmztGTJEgUHB2vTpk3y9vYu8noefPBBrV69Wi1atNDHH3+s999/X3fccYe+/PJLXblyxbZOJlfFihWVnJysgQMH6ocfftDUqVO1b98+ffTRR+rVq1e+89x1113auHGjKlSooLfffluffvqpQkJCtGHDBh6YCQAAgDwZpmneZI8rQkmKjY3V+PHjtX79eoWEhBR4v8zMTPn5+alhw4basmXLdc+fnp6ugIAARUREKCEhoVD7JiQkKCoqSnPmzFFkZOR11wAAAABr4swMJF196KZhGBo9erRd+/nz55WZmWnXduXKFY0aNUoXL150OHNUEvr27etwYwQAAADcelgzc4v789mYPz8g84cfflC7du3UtWtX3XXXXcrMzNSGDRv0/fffq379+ho+fHgJVntVr169VK9ePdv3TZo0KfEaAAAAUPq4zAzX9Msvv+j5559XcnKyTpw4oezsbNWsWVM9evTQyy+/fMPrdG7kMjMAAADc2ggzAAAAACyJNTMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwg0KJjY2VYRi21+jRo+22h4SEyDCMIpnrrbfeUv369eXu7i7DMDR16lRlZWXZzV9UcwEAAMB6nEu7ABRO//79tWDBAs2fP1/9+vXLt9/Zs2d12223ydXVVceOHVOFChWKtI6IiAj5+/urXbt2RTpuroULF2rEiBFq2rSpRowYITc3NwUFBcnZ2VkxMTGSpISEBB06dKhY5gcAAMDNjzBjMdHR0VqwYIFmz559zTCzYMECXbx4UREREUUeZCQpMjJSISEhDu1z587VhQsXbnj8ZcuW2f5bo0YNu22xsbGSpKSkJMIMAADALYwwYzEdO3ZUQECAvvjiC/3444+qWbNmnv1mz54t6Wr4KUn51VNYR48elSSHIAMAN5MfTmQq/eQF+fu6q46fR2mXAwC3HNbMWIxhGIqKilJOTo7mzJmTZ589e/bo66+/VqNGjVSnTh1NnjxZwcHBqlGjhlxdXVWjRg09+eSTSk1Nddg3d01MUlKSEhIS1KxZM7m7u+d5FiYvea2ZSUhIkGEYSkhI0OrVq9WmTRu5u7vL19dXEREROnnypEPf9evX294va2MAFLeT5y4V6nXg50z1eW+TOsen6Km536hzfIr6vLdJB37OLPRYJ89dKu23DwCWxZkZC4qMjFRsbKwSEhI0btw4hw/6uSEnOjpae/fu1bhx4xQaGqqePXuqYsWK2rdvn+bPn6/ly5fr22+/Va1atRzmeOONN7R+/XqFhYWpS5cucnJyuuG6P/30Uy1fvlwPP/yw2rRpo5SUFM2dO1epqan68ssvJUlNmjRRTEyMbT1M7voYALeeC5ezS2yu5nFrC9W/nCF5lHfR2/2bqWVAZW1NO6WXluxSl/gU5ZiFn//7CV0Lv1MRcXflowAA6+JPMAu688471aVLF61cuVJffPGF7r//ftu27OxszZs3T25ubhowYICcnJx07Ngx+fj42I2xfv16derUSXFxcZo1a5bDHMnJydqyZYsaNmxYZHV/9tlnSkpKUtu2bSVJV65cUadOnZSUlKTNmzcrKChITZo0UZMmTWzrYXLXxwC49dw7blVpl5CvHFOa2LOhujeqLknq3qi6TJkaOn/7dY1Xmu81/bXupTY3ANwoLjOzqNy1MLlrY3ItW7ZMJ06cUFhYmHx8fOTl5eUQZCQpNDRU9evX19q1ef9r5MCBA4s0yEhX78SWG2QkycnJSREREZKkrVu3FulcAFDcWgZUtvv+vgDHP2sBAMWLMzMWFRYWpqpVq2rJkiU6c+aMvLy8JOW98D8pKUlTp07Vli1blJGRoezs3y/dcHV1zXP8++67r8hrbt68uUPbHXfcIUk6ffp0kc8HwNpK8tKr6zkzsjXtlO3MjCR9nfbrdc9fmpeZAYCVEWYsysXFReHh4ZoyZYrmz5+vwYMH6/jx4/r8889Vs2ZNderUSZK0aNEi9enTR5UqVVLXrl3l7+9vewjltZ7T4ufnV+Q1e3p6OrQ5O1/9Fbxy5UqRzwfA2kpyLce2MZ0K1X/Ih99q7NLdMmXqvgAffZ32q8Yt3aNWAT5654lmhZ6fdSsAcH3409PCoqOjNWXKFH3wwQcaPHiwEhMTlZ2draioKJUrd/UKwtjYWJUvX17btm1TnTp17PZfuHBhvmNz9zAAtxLfSm6F6j9zQHONWLjdbo1M+zpVNK1vU/lUzPuMNwCg6BFmLOzee+9VUFCQNm/erO+++05z5syx3bo5V2pqqurXr+8QZI4dO6aDBw+WdMkAUCb4VHRVYnQrnjMDAKWMGwBYXO7amCFDhmjv3r3q1KmT3a2Wa9WqpQMHDujEiRO2tqysLA0ePFi//fZbidcLAGVJHT8Pdb7XjyADAKWEMGNxffr0UcWKFbVx40ZJ9gv/JWnYsGE6e/asmjZtquHDh2vIkCFq2LChdu/ercaNG5dGyQAAAECRIMxYnIeHh3r37i1J8vHxUY8ePey2P/3003r33Xfl4+OjWbNmacmSJQoODtamTZvk7e1d8gUDAAAARcQwTfM6nlWMW1VsbKzGjx+v9evXKyQkpFRrCQkJUXJysvgVBgAAuDVxZgbXJTQ0VIZhaPTo0SU6b1ZWlgzDkGEYSk5OLtG5AQAAcHPhbmYolD+fjWnXrl2Jzu/s7KyYmJgSnRMAAAA3Jy4zAwAAAGBJXGYGAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTCDAouNjZVhGLbX6NGj7baHhITIMIxireHdd9+1qyEyMrJY5wMAAMDNizBjIf3795dhGFqwYME1+509e1bu7u7y9vbWxYsXi7yOiIgIxcTEqFOnTkU+dnp6+jVDSosWLRQTE6MRI0YU+dwAAACwFufSLgAFFx0drQULFmj27Nnq169fvv0WLFigixcvKiIiQhUqVCjyOiIjIxUSEuLQPnfuXF24cKHI5/ujFi1aqEWLFkpPT9e0adOKdS4AAADc3AgzFtKxY0cFBAToiy++0I8//qiaNWvm2W/27NmSroafkpRfPQDs/XAiU+knL8jf1111/DxKuxwAACyLy8wsxDAMRUVFKScnR3PmzMmzz549e/T111+rUaNGqlOnjiZPnqzg4GDVqFFDrq6uqlGjhp588kmlpqY67Ju7JiYpKUkJCQlq1qyZ3N3d8zwLk5e81swkJCTIMAwlJCRo9erVatOmjdzd3eXr66uIiAidPHnSrm9AQIAk6d///rfd2pikpKSCHSTgJnHy3CWH14GfM9XnvU3qHJ+ip+Z+o87xKerz3iYd+Dkzz/4AAODaODNjMZGRkYqNjVVCQoLGjRvnEB5yQ050dLT27t2rcePGKTQ0VD179lTFihW1b98+zZ8/X8uXL9e3336rWrVqOczxxhtvaP369QoLC1OXLl3k5OR0w3V/+umnWr58uR5++GG1adNGKSkpmjt3rlJTU/Xll19Kkpo0aaIRI0Zo2rRpaty4sXr06GHb39/f/4ZrAK7XhcvZhd6nedxah7ZyhuRR3kVv92+mlgGVtTXtlF5asktd4lOUYzqO8f2ErtdTro27K3/EAwDKNv6ms5g777xTXbp00cqVK/XFF1/o/vvvt23Lzs7WvHnz5ObmpgEDBsjJyUnHjh2Tj4+P3Rjr169Xp06dFBcXp1mzZjnMkZycrC1btqhhw4ZFVvdnn32mpKQktW3bVpJ05coVderUSUlJSdq8ebOCgoLUpEkTjRw5UtOmTVOTJk0UGxtbZPMDN+LecauKZJwcU5rYs6G6N6ouSereqLpMmRo6f3uxzJv+Wvcb2h8AgJsdl5lZUO5amNy1MbmWLVumEydOKCwsTD4+PvLy8nIIMpIUGhqq+vXra+1ax385lqSBAwcWaZCRrt6JLTfISJKTk5MiIiIkSVu3bi3SuYCbWcuAynbf3xfg+P8oAAAoGM7MWFBYWJiqVq2qJUuW6MyZM/Ly8pKU98L/pKQkTZ06VVu2bFFGRoays3+/XMbV1TXP8e+7774ir7l58+YObXfccYck6fTp00U+H1CUrudyr/zOqmxNO2U7MyNJX6f9WqTzAgBwKyHMWJCLi4vCw8M1ZcoUzZ8/X4MHD9bx48f1+eefq2bNmrbnvyxatEh9+vRRpUqV1LVrV/n7+8vd3d22IP/QoUN5ju/n51fkNXt6ejq0OTtf/fW7cuVKkc8HFKXrWXuybYzjc5iGfPitxi7dLVOm7gvw0ddpv2rc0j1qFeCjd55oViTzAgBwK+FvSouKjo7WlClT9MEHH2jw4MFKTExUdna2oqKiVK7c1asHY2NjVb58eW3btk116tSx23/hwoX5jv3nmwoAKDzfSm4ObTMHNNeIhdvt1si0r1NF0/o2lU/FvM+UAgCA/BFmLOree+9VUFCQNm/erO+++05z5syx3bo5V2pqqurXr+8QZI4dO6aDBw+WdMkFknvnNM7WoCzyqeiqxOhWPGcGAIAiwg0ALCx3bcyQIUO0d+9ederUye5Wy7Vq1dKBAwd04sQJW1tWVpYGDx6s3377rcTrLYjKlSvLMAwdPny4tEsBik0dPw91vtePIAMAwA3izIyF9enTRyNHjtTGjRsl2S/8l6Rhw4Zp2LBhatq0qXr16qXs7GytWbNGpmmqcePG2rlzZ2mUfU2VKlVSy5YtlZKSovDwcNWpU0flypVTeHh4ns/EAQAAwK2LMzMW5uHhod69e0uSfHx87B4yKUlPP/203n33Xfn4+GjWrFlasmSJgoODtWnTJnl7e5d8wQWUmJioBx98UMuWLVNsbKzGjh2rtLS00i4LAAAANxnDNM08njsNOIqNjdX48eO1fv16hYSElGot6enpCggIUEREhBISEkq1FgAAAJQOzsyg0EJDQ2UYhkaPHl3ic7/77rsyDEMBAQElPjcAAABuLqyZQYH9+WxMu3btSryGFi1aKCYmxvZ9kyZNSrwGAAAA3By4zAwAAACAJXGZGQAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIswAAAAAsCTCDAAAAABLIszcBGJjY2UYhu01evTo0i7pppWVlWV3rAzDKO2SAAAAUEoIM5L69+8vwzC0YMGCa/Y7e/as3N3d5e3trYsXLxZ5HREREYqJiVGnTp2KfOyywtnZWTExMYqJiVGtWrVKuxwAAACUIufSLuBmEB0drQULFmj27Nnq169fvv0WLFigixcvKiIiQhUqVCjyOiIjIxUSElLk45Ylzs7Oio2NlSQlJSXp0KFDpVsQAAAASg1nZiR17NhRAQEB+uKLL/Tjjz/m22/27NmSroYfAGXTDycyteb7E/rhRGZplwIAAP4CYUaSYRiKiopSTk6O5syZk2efPXv26Ouvv1ajRo1Up04dTZ48WcHBwapRo4ZcXV1Vo0YNPfnkk0pNTXXYN3dNTFJSkhISEtSsWTO5u7sX+CyMYRj59vX395e/v79dW2RkpAzDUFpamt566y3Vq1dPbm5uqlWrlsaPH6+cnJw8x1q6dKnuv/9+Va5cWeXLl1eDBg305ptv6sqVK3b9EhISZBiGEhIS9Nlnn6lVq1Zyd3fX7bffrrFjx9rG//e//63GjRurQoUKqlmzpt54441rHpsPPvhADRs2VPny5XX77bfrn//8pzIz+UCJknHg50z1eW+TOsen6Km536hzfIr6vLdJv56/XNqlAQCAfBBm/k9kZKTKlSunhIQEmabpsD035ERHR2vv3r0aN26cKlSooJ49e2rkyJFq0aKF5s+fr/vuuy/fS5/eeOMNDRkyRHXr1tXw4cPVtm3bYn1Po0aN0iuvvKLWrVvrH//4h6Sr4WHs2LEOfV988UX16NFD+/fv16OPPqohQ4aoQoUKGjVqlPr27Zvn+EuWLFHv3r1111136R//+IcqVaqkuLg4jRs3Tm+88YaGDx+uxo0ba+DAgcrJydHzzz+vuXPn5jnWlClTNHz4cLVs2VIjR45U9erVNXXqVHXp0kW//fZb0R0U3PIuXM7O89UlPkX7jmfq7f7N9PXL9+vt/s2073imhs7/Ns/+AACg9LFm5v/ceeed6tKli1auXKkvvvhC999/v21bdna25s2bJzc3Nw0YMEBOTk46duyYfHx87MZYv369OnXqpLi4OM2aNcthjuTkZG3ZskUNGzYs9vcjSd9++62+++47Va9eXZI0duxY1alTR9OnT1dMTIxcXV0lSWvWrNFrr72mrl276j//+Y8qVqwoSTJNU0OGDNG7776r//znP3rsscfsxv/888+1ceNGtWzZUpI0fvx4BQYGKj4+Xp6entq+fbvuuusuSdJzzz2nwMBAvfnmm3ryyScdal21apW2bt2qRo0a2eYeMGCA5s+fr7feekvPPvts8Rwk3HLuHbcq320TezZU90ZX/3/p3qi6TJkaOn97nvukv9a92GoEAAAFw5mZP8hdC5O7NibXsmXLdOLECYWFhcnHx0deXl4OQUaSQkNDVb9+fa1duzbP8QcOHFhiQUa6Gl5yg4wkValSRWFhYcrMzNT+/ftt7TNmzJAkvf/++7YgI129vO21117L905vAwYMsAUZSfLw8NBDDz2kCxcuaPDgwbYgI10Ni+3atdP333+v7GzHf9V+8sknbUEmd+6JEyfKyclJCQkJ13cAgEJqGVDZ7vv7Ahz/PwcAADcPzsz8QVhYmKpWraolS5bozJkz8vLykpT3wv+kpCRNnTpVW7ZsUUZGht0H9NwzHn923333FWP1jpo3b+7Qdscdd0iSTp8+bWvbvHmzKlas6BDiclWoUEH79u1zaG/SpIlDW254ym/blStXdOLECd1+++1229q3b+/Qv1atWrrzzju1Z88eXb58Od/jChTG9xO6OrQd+PmcHpmxUVvTTtnOzEjS12m/SpI+HdpWgdUqlViNAACgYAgzf+Di4qLw8HBNmTJF8+fP1+DBg3X8+HF9/vnnqlmzpu35L4sWLVKfPn1UqVIlde3aVf7+/nJ3d7ctis9vzYyfn19Jvh15eno6tDk7X/2R/3FR/6+//qrs7GyNHz8+37HOnz9fqPGvtS2vNTD5HRs/Pz+lp6crMzNTvr6++dYHFJS7q+Mfe43u8FarAB+NXbpbpkzdF+Cjr9N+1bile9S+ThU1usO75AsFAAB/iTDzJ9HR0ZoyZYo++OADDR48WImJicrOzlZUVJTKlbt6VV5sbKzKly+vbdu2qU6dOnb7L1y4MN+xr/dp9YZh5HlpliS7M0jXy9PTU4ZhKCMj44bGuREnTpzIt90wDHl4eJRwRbjVzBzQXCMWbtfQ+dttbe3rVNG0vk1LsSoAAHAthJk/uffeexUUFKTNmzfru+++05w5c2y3bs6Vmpqq+vXrOwSZY8eO6eDBg0VeU+XKlXXkyBGH9vT0dJ0+ffqGw0yrVq30+eef64cffnB4TyVlw4YNDjcGOHTokA4fPqz69etziRmKnU9FVyVGt9IPJzKVfvKC/H3dVcePEA0AwM2MGwDkIXdtzJAhQ7R371516tRJtWrVsm2vVauWDhw4YHc2ISsrS4MHDy6W2wi3bNlS6enpSk5OtrVdvnxZzzzzTJGMP3z4cEnS3/72N508edJh+/Hjx7V3794imSs/c+fO1XfffWf73jRNvfTSS7py5YoiIyOLdW7gj+r4eajzvX4EGQAALIAzM3no06ePRo4cqY0bN0qyX/gvScOGDdOwYcPUtGlT9erVS9nZ2VqzZo1M01Tjxo21c+fOIq3nmWee0erVq9WtWzf169dP7u7uWrNmjby9ve3uVna9HnjgAY0dO1avvPKKAgMD9cADD6hWrVo6efKkDhw4oA0bNiguLk733HNPEbybvHXt2lWtW7dW3759VbVqVa1bt07ffPONgoKCNGzYsGKbFwAAANbFmZk8eHh4qHfv3pIkHx8f9ejRw277008/rXfffVc+Pj6aNWuWlixZouDgYG3atEne3t5FXk+XLl308ccfq3bt2kpMTNSiRYvUuXNnrVmzpsguv5owYYLWrFmj9u3ba926dZoyZYqWLVumS5cuKTY2Vk888USRzJOfZ555RtOmTdOWLVs0depUHTlyRCNGjNDq1au5xAwAAAB5Msy8HnePEhUbG6vx48dr/fr1CgkJKe1yStSNvPeQkBAlJyeLX2EAAIBbE2dmbiKhoaEyDEOjR48u7VJuWllZWTIMQ4Zh2K0hAgAAwK2HNTM3gT+fkWjXrl3pFGIBzs7OiomJKe0yAAAAcBMgzNwEQkJCbrnLy66Xs7OzYmNjS7sMAAAA3ARYMwMAAADAklgzAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSnEu7AKAkmaapzMzM0i4DAAAAf8HDw0OGYVyzD2EGt5TMzEx5eXmVdhkAAAD4C2fOnJGnp+c1+ximaZolVA9Q6orqzMzZs2d155136vDhw3/5PxmuD8e4+HGMix/HuPhxjIsfx7j4cYzzxpkZ4E8MwyjSPyQ8PT35Q6eYcYyLH8e4+HGMix/HuPhxjIsfx7jwuAEAAAAAAEsizAAAAACwJMIMcB3c3NwUExMjNze30i6lzOIYFz+OcfHjGBc/jnHx4xgXP47x9eMGAAAAAAAsiTMzAAAAACyJMAMAAADAkggzAAAAACyJMAMAAADAkggzQAGcPXtWzzzzjGrVqiU3Nzf5+/tr1KhROnfuXKHGmT59uqKiotSoUSM5OzvLMAwlJSUVT9E3oa1bt6pbt27y9vZWxYoVFRQUpI8//rhQY1y6dEkTJkxQnTp1VL58edWoUUMDBw7Uzz//XExVW8uNHuPU1FTFxsbqkUce0e233y7DMOTv7198BVvQjRxj0zT1+eefa/DgwWrUqJG8vLzk7u6uxo0ba+LEicrKyirm6q3hRn+PP//8c/Xt21f16tWTt7e33N3dVa9ePUVHR+t///tfMVZuHUXx5/EfnTp1yvZnxgMPPFCElVrXjR7jhIQEGYaR7+tW+vxwLc6lXQBwszt//ryCg4O1Y8cOdenSRf369dP27dv15ptvKjk5WSkpKSpfvnyBxho+fLgkqXr16qpataqOHz9enKXfVNavX6+uXbuqfPny6tu3rzw8PPSf//xHffr00eHDh/Xss8/+5Rg5OTkKCwvTqlWrFBQUpMcee0w//PCD/vWvf2ndunXavHmzqlatWgLv5uZUFMd4w4YNGj9+vJycnHTPPffcUr+jBXGjx/jSpUvq1q2b3NzcFBISoq5duyorK0urVq3Syy+/rP/+979KSkqSu7t7Cb2jm09R/B6vWLFCmzdvVqtWrfTggw/KxcVFe/fu1b///W99+OGHWrFihTp27FgC7+bmVBTH+M+GDh2qM2fOFEO11lSUxzgsLExNmjRxaOcfmv6PCeCaxo0bZ0oyX3jhBbv2F154wZRkTpw4scBjLVu2zDx27JhpmqY5aNAgU5K5fv36oiz3pvTbb7+ZtWvXNt3c3Mzt27fb2k+fPm3efffdpqurq5menv6X48yePduUZPbr18/Mycmxtc+cOdOUZA4cOLA4yreEojrGqamp5qZNm8wLFy6Ypmmabm5uZq1atYqpamspimN8+fJlMy4uzvz1118d2h9++GFTkvn6668XR/mWUFS/xxcvXsyzfe3ataYks0WLFkVVsuUU1TH+o8WLF5uSzBkzZpiSzK5duxZx1dZSVMd4zpw5piRzzpw5xVdsGUCYAa4hJyfHrFGjhlmpUiXz3LlzdtvOnTtnVqpUybzrrruua+xbKcysWrXKlGRGRUU5bEtISDAlmePHj//LcVq3bm1KcvhLICcnx7zrrrvMihUr2j6E32qK6hj/GWHmd8V1jHN99dVXpiSze/fuN1KmpRX3MTZN06xcubLp7e19Q2NYWVEf459//tmsWrWqGR4ebqalpRFmzKI7xoSZgmHNDHANP/zwg44ePaq2bduqYsWKdtsqVqyotm3b6uDBgzp8+HApVWgNudf1dunSxWFb165dJUnJycnXHCMrK0tbtvz/9u4upKk/jAP4d+axbOYLCEnOZNaM0BJqrsJkeTH1LugFSYpd+EIRvdAiDQKliyKYSHXljRB0YQjmRaCzsJsswoF3SoiENyKJJrJBUvP5X5TW2pz+22/T474fOBfbORyf33eH456z7fw+4sCBA8jPzw9aZzAY4HA44Pf74fV61RStMyoypshinbGmaQCA5OTE/QZ4rDP+8OEDvn79iuLi4n/eh96pzvjy5cvYtm0bHj9+rKS+rUB1xiMjI2hra8OjR4/w4sULzM7OKqlzq0jcMybROoyPjwMALBZL2PUWiwUejwfj4+PIy8uLZ2m6EinHnJwcpKWlrWyzmomJCSwtLUV8LZb/Vnl5eZQV64+KjCmyWGfc2dkJIPwboEShOuOBgQG8f/8ei4uLGB8fx6tXr5CdnY329nZlNeuNyoyfP3+Onp4e9Pb2Iisri7+Z+UX1cfzkyZOgx6mpqWhpaUFTU1N0hW4RbGaIIlg+MWdkZIRdn56eHrQdhbeeHNfKkK9FZCoypshimXFfXx86Ojpw8OBB1NXV/XONeqc644GBAbS1ta083r9/P7q6unD06NHoCtUxVRlPTU3h+vXruHDhAk6fPq20Rr1TlbHZbMbTp09RVVUFk8mEubk5DA4O4u7du2hubsbOnTtx7do1pbXrEZsZSggulwuLi4vr3v7GjRurfgJARKTS8PAwampqkJGRge7ubmzfvn2jS9oy3G433G43fD4fRkdHcf/+fZSVlaGzsxO1tbUbXZ6u1dfXQ9O0kE8NSB273Q673b7yODc3F5cuXcKRI0dgtVrR2tqKK1euJPRXUwE2M5QgOjo64Pf71739uXPnYLFYVq6qrHYFZWFhAcDqV1/op/XkmJWVFfU+/twu0ajImCKLRcZerxeVlZVISkqCx+NBUVFR1HXqWayO47S0NNhsNvT29sJqtaKxsREOhyMhb+WuIuNnz56hr68P3d3dyM7OVl6j3sX6fFxUVISTJ0/izZs3GBsbw6FDh/55X1sBbwBACcHn80F+3r1vXcupU6cABP8OI5y1flNDP0XKcXp6Gj6fb80MCwoKkJSUxNdiFSoypshUZ+z1euFwOLC0tASPx4PS0lJltepVrI/j5ORkVFRUJPTNQlRkPDIyAgA4f/580CSOZrMZAODxeGAwGMLOjZII4nE+Xm4i/8+F2q2KzQxRBBaLBXv27MHQ0FDICcPv92NoaAhms5k//l/D8sfkAwMDIes8Hk/QNqtJTU2FzWbDp0+fMDk5GbRORPD69WsYjUZYrVZFVeuLiowpMpUZLzcygUAA/f39OHbsmLpCdSwex/HU1BSA33ePSzQqMj5x4gTq6upClpqaGgCAyWRCXV0dzpw5o7h6fYj1cRwIBFaa8b/v7pmQNuaO0ET68X8nzfT7/TI2NiaTk5MR95tI88x8//5dCgoKIk4g9vnz55Xnp6amZGxsTObn54P2w0kzV6cq479xnpnfVGXs9XolMzNT0tLS5N27d3GqXh9UZTw8PBx2//39/aJpmmRmZobMHZYoYnWuEBHOM/OLynPF3378+CG3b98WAFJRURGrIegKmxmiNfh8PikpKREAUllZKc3NzVJZWSkApLS0NGSSxrdv3woAsdvtIft6+PChOJ1OcTqdUlhYuHLSX37u5cuX8RnUBhgcHBRN02TXrl3S0NAgt27dkvz8fAEgbrc7aFun0xl2orBAICBVVVUCQI4fPy5NTU1y9uxZMRgMYjab5cuXL3Ec0eajIuOZmZmV49HpdEpSUpIYjcag52ZmZuI4qs0l2oxnZ2clKytLAEh1dbW0tLSELO3t7fEd1Caj4jgGIMXFxVJbWyt37tyRq1evSnl5uQAQTdOkp6cnjiPafFRkHA6bmd9UHceHDx+WixcvSlNTkzQ0NKy8dzCZTDIxMRHHEW1ebGaI1mF+fl5u3rwpeXl5omma7N27V1wulywsLIRsG6mZsdvtAmDVpaWlJfaD2UAfP36U6upqSU9Pl9TUVLHZbNLV1RWyXaR/nt++fZPW1lbZt2+fpKSkSE5OjtTX18v09HQcRrD5RZvx8puRSMufVxQTUTQZrydffhIW/XH84MEDcTgckpubKykpKbJjxw4pLCyUxsZGGR0djdMoNjcV5+O/sZkJFm3GLpdLysrKZPfu3aJpmhiNRikpKZF79+7J3NxcnEax+RlERJR8X42IiIiIiCiOeAMAIiIiIiLSJTYzRERERESkS2xmiIiIiIhIl9jMEBERERGRLrGZISIiIiIiXWIzQ0REREREusRmhoiIiIiIdInNDBERERER6RKbGSIiIiIi0iU2M0REREREpEtsZoiIiIiISJfYzBARERERkS6xmSEiIiIiIl36D1LNEAGo2cTuAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import arviz as az\n", "\n", "# Collect the observation error covariance parameters\n", "az_obs_cov = az.convert_to_inference_data({\n", " ('Var[%s]' % mod.endog_names[i] if i == j else\n", " 'Cov[%s, %s]' % (mod.endog_names[i], mod.endog_names[j])):\n", " store_obs_cov[nburn + 1:, i, j]\n", " for i in range(mod.k_endog) for j in range(i, mod.k_endog)})\n", "\n", "# Plot the credible intervals\n", "az.plot_forest(az_obs_cov, figsize=(8, 7));" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:34:13.586749Z", "iopub.status.busy": "2024-04-18T11:34:13.585712Z", "iopub.status.idle": "2024-04-18T11:34:15.778012Z", "shell.execute_reply": "2024-04-18T11:34:15.777227Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Collect the state innovation variance parameters\n", "az_state_cov = az.convert_to_inference_data({\n", " r'$\\sigma^2$[%s]' % mod.state_names[i]: store_state_cov[nburn + 1:, i]\n", " for i in range(mod.k_states)})\n", "\n", "# Plot the credible intervals\n", "az.plot_forest(az_state_cov, figsize=(8, 7));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Appendix: performance\n", "\n", "Finally, we run a few simple tests to compare the performance of the KFS and CFA simulation smoothers by using the `%timeit` Jupyter notebook magic.\n", "\n", "One caveat is that the KFS simulation smoother can produce a variety of output beyond just simulations of the posterior state vector, and these additional computations could bias the results. To make the results comparable, we will tell the KFS simulation smoother to only compute simulations of the state by using the `simulation_output` argument." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2024-04-18T11:34:15.782374Z", "iopub.status.busy": "2024-04-18T11:34:15.780973Z", "iopub.status.idle": "2024-04-18T11:34:15.789173Z", "shell.execute_reply": "2024-04-18T11:34:15.788549Z" } }, "outputs": [], "source": [ "from statsmodels.tsa.statespace.simulation_smoother import SIMULATION_STATE\n", "\n", "sim_cfa = mod.simulation_smoother(method='cfa')\n", "sim_kfs = mod.simulation_smoother(simulation_output=SIMULATION_STATE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we can use the following code to perform a basic timing exercise:\n", "\n", "```python\n", "%timeit -n 10000 -r 3 sim_cfa.simulate()\n", "%timeit -n 10000 -r 3 sim_kfs.simulate()\n", "```\n", "\n", "On the machine this was tested on, this resulted in the following:\n", "\n", "```\n", "2.06 ms ± 26.5 µs per loop (mean ± std. dev. of 3 runs, 10000 loops each)\n", "2.02 ms ± 68.4 µs per loop (mean ± std. dev. of 3 runs, 10000 loops each)\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These results suggest that - at least for this model - there are not noticeable computational gains from the CFA approach relative to the KFS approach. However, this does not rule out the following:\n", "\n", "1. The Statsmodels implementation of the CFA simulation smoother could possibly be further optimized\n", "2. The CFA approach may only show improvement for certain models (for example with a large number of `endog` variables)\n", "\n", "One simple way to take a first pass at assessing the first possibility is to compare the runtime of the Statsmodels implementation of the CFA simulation smoother to the Matlab implementation in the replication codes of Chan and Jeliazkov (2009), available at http://joshuachan.org/code/code_TVPVAR.html.\n", "\n", "While the Statsmodels version of the CFA simulation smoother is written in Cython and compiled to C code, the Matlab version takes advantage of the Matlab's sparse matrix capabilities. As a result, even though it is not compiled code, we might expect it to have relatively good performance.\n", "\n", "On the machine this was tested on, the Matlab version typically ran the MCMC loop with 11,000 iterations in 70-75 seconds, while the MCMC loop in this notebook using the Statsmodels CFA simulation smoother (see above), also with 11,0000 iterations, ran in 40-45 seconds. This is some evidence that the Statsmodels implementation of the CFA smoother already performs relatively well (although it does not rule out that there are additional gains possible)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bibliography\n", "\n", "Carter, Chris K., and Robert Kohn. \"On Gibbs sampling for state space models.\" Biometrika 81, no. 3 (1994): 541-553.\n", "\n", "Chan, Joshua CC, and Ivan Jeliazkov. \"Efficient simulation and integrated likelihood estimation in state space models.\" International Journal of Mathematical Modelling and Numerical Optimisation 1, no. 1-2 (2009): 101-120.\n", "\n", "De Jong, Piet, and Neil Shephard. \"The simulation smoother for time series models.\" Biometrika 82, no. 2 (1995): 339-350.\n", "\n", "Durbin, James, and Siem Jan Koopman. \"A simple and efficient simulation smoother for state space time series analysis.\" Biometrika 89, no. 3 (2002): 603-616.\n", "\n", "McCausland, William J., Shirley Miller, and Denis Pelletier. \"Simulation smoothing for state–space models: A computational efficiency analysis.\" Computational Statistics & Data Analysis 55, no. 1 (2011): 199-212." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 4 }