{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "```{eval-rst}\n", ".. currentmodule:: thermoextrap.gpr_active\n", "```\n", "\n", "# Active learning: adsorption of a square-well fluid in a pore\n", "\n", "In this notebook, we will demonstrate how to perform active learning to map out the adsorption curve of a square-well fluid in a pore. Data from many such active learning runs will be collected and used to compare various active learning strategies." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import glob\n", "import os\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import xarray as xr\n", "from matplotlib.ticker import MaxNLocator\n", "\n", "import thermoextrap\n", "from thermoextrap.gpr_active import active_utils" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preliminaries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define some constants related to the square-well fluid. Note that these are also defined in [run_active_adsorption.py](https://github.com/usnistgov/thermoextrap/blob/main/examples/gpr_active_learning/run_active_adsorption.py)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "kBT_over_eps = 0.12500e01\n", "eps_over_kB = 0.10000e03 # Assuming units of Kelvin\n", "kB = 1.380649e-23 # In units of Joules / Kelvin\n", "eps = eps_over_kB * kB\n", "beta = 1.0 / (eps * kBT_over_eps)\n", "sigma = 0.30000e01 # Angstroms\n", "lnZeta = -0.268000e01 # Equal to beta*mu for the bulk reference simulation\n", "muRef = lnZeta * kBT_over_eps # In units of the LJ epsilon" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, it will be helpful to have a function to load in the macrostate distributions we will use as our data source." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def get_lnPi(\n", " mu,\n", " file_str=os.path.expanduser(\n", " \"SWF_Adsorption_data/sw_t125/t125.h0900_l10.ew_50.r*.lnpi.dat\"\n", " ),\n", "):\n", " files = glob.glob(file_str)\n", " dat = np.array([np.loadtxt(f) for f in files])\n", " Nvals = dat[:, :, 0]\n", " lnPi = dat[:, :, 1]\n", " # lnPi_err = np.var(dat[:, :, 1], axis=0)\n", " # Adjust to desired chemical potential\n", " lnPi = lnPi + (1.0 / kBT_over_eps) * (mu - muRef) * Nvals\n", " return Nvals, lnPi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get a sense for the system, let's first load in our macrostate distributions and take a look at them. We will plot the distributions for the fluid in the pores as solid colored lines at a variety of chemical potentials and also plot $\\ln \\Pi$ for the bulk fluid at the same chemical potentials as black-dashed lines. With increasing chemical potential, the distributions will be tilted up at more of an incline." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot lnPi curves, both inside pore and in bulk\n", "\n", "\n", "fig, ax = plt.subplots()\n", "\n", "for m in np.arange(-12, 3.8, 0.1):\n", " Nbulk, lnPibulk = get_lnPi(\n", " m,\n", " file_str=os.path.expanduser(\"SWF_Adsorption_data/sw_t125/t125.v729.b.lnpi.dat\"),\n", " )\n", " N, lnPi = get_lnPi(m)\n", "\n", " if np.around(m, 3) % 2 == 0.0:\n", " ax.plot(N.T[:, 0], (lnPi.T - lnPi[:, 0])[:, 0], label=\"%f\" % m)\n", " ax.plot(Nbulk.T, lnPibulk.T - lnPibulk[:, 0], \"k--\")\n", "\n", "ax.set_xlabel(r\"$N$\")\n", "ax.set_ylabel(r\"$\\ln \\Pi (N)$\")\n", "\n", "fig.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For our GPR modeling and active learning target, we will focus on the adsorption isotherm, or the average number of particles adsorbed in the pore as a function of chemical potential. With knowledge of the chemical potential and the bulk macrostate distribution at the same temperature, this can be related to a bulk pressure of the adsorbing species. For our purposes, we only focus on learning how the average number of particles changes with the chemical potential.\n", "\n", "To make this work, we will need a custom {class}`~active_utils.DataWrapper` class. This will actually be simpler than the typical {class}`~active_utils.DataWrapper` class because we are not loading data from a simulation that we have to process. Instead, we just need to load a macrostate distribution and adjust it to the proper chemical potential. From the macrostate distribution, it is straightforward to compute the average number of particles adsorbed in a pore - it is simply the average $N$ weighted by the probabilities $\\Pi (N)$ for which we know the relative (unnormalized) log-probabilities $\\ln \\Pi (N)$. Interestingly, this is also sufficient information to compute the derivative of the average number of particles, which is related to the variance of $N$ given the distribution. More generally, higher order derivatives are related to moments of $N$ and $-\\beta N$, where $\\beta = \\frac{1}{k_\\mathrm{B}T}$ is the reciprocal temperature. As described in [this paper](https://doi.org/10.1063/5.0014282), $\\langle N \\rangle$ is the average property of interest and $-\\beta N$ takes the place of the potential energy for the purposes of computing derivatives." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class Adsorption_DataWrapper(active_utils.DataWrapper):\n", " \"\"\"DataWrapper class.\"\"\"\n", "\n", " def __init__(self, mu) -> None:\n", " self.lnPi_files = os.path.expanduser(\n", " \"SWF_Adsorption_data/sw_t125/t125.h0900_l10.ew_50.r*.lnpi.dat\"\n", " )\n", " self.beta = mu # Calling it beta for compatibility, but it's really mu\n", "\n", " def load_U_info(self) -> None:\n", " raise NotImplementedError\n", "\n", " def load_CV_info(self) -> None:\n", " raise NotImplementedError\n", "\n", " def load_x_info(self) -> None:\n", " raise NotImplementedError\n", "\n", " def get_data(self):\n", " # Instead of returning U, X, and weights, return -beta*N, N, and weights for each N\n", " # Averaging those should give the appropriate moments in N and beta*N\n", " N, lnPi = get_lnPi(self.beta, file_str=self.lnPi_files)\n", " lnPi = lnPi - lnPi[:, :1]\n", " maxProb = np.amax(lnPi, axis=1, keepdims=True)\n", " weights = np.exp(lnPi - maxProb)\n", " weights = weights / np.sum(weights, axis=1, keepdims=True)\n", " beta_N = xr.DataArray((1.0 / kBT_over_eps) * N, dims=[\"rep\", \"n\"])\n", " N = xr.DataArray(N[:, :, None], dims=[\"rep\", \"n\", \"val\"])\n", " weights = xr.DataArray(weights, dims=[\"rep\", \"n\"])\n", " return -beta_N, N, weights\n", "\n", " def build_state(self, all_data=None, max_order=6):\n", " if all_data is None:\n", " all_data = self.get_data()\n", " u_vals = all_data[0]\n", " x_vals = all_data[1]\n", " weights = all_data[2]\n", " # Build raw moments array\n", " moments = np.ones((x_vals[\"rep\"].shape[0], 2, max_order + 1))\n", " for i in range(2):\n", " for j in range(max_order + 1):\n", " moments[:, i, j] = (\n", " ((x_vals**i) * (u_vals**j) * weights)\n", " .sum(\"n\", keep_attrs=False)\n", " .values.flatten()\n", " )\n", " moments = xr.DataArray(\n", " moments[:, np.newaxis, :, :], dims=[\"rec\", \"val\", \"xmom\", \"umom\"]\n", " )\n", " state_data = thermoextrap.DataCentralMoments.from_raw(moments)\n", " return thermoextrap.beta.factory_extrapmodel(self.beta, state_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To accompany our {class}`~active_utils.DataWrapper` class, we need a function to create data. This is typically done by running a simulation, but here it's as easy as loading an $\\ln \\Pi$ distribution at a specific chemical potential and providing the associated {class}`~active_utils.DataWrapper` object. This is a highly simplified version of the {class}`~active_utils.SimWrapper` class, but accomplishes the same goal - here it's just way easier." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class SimulateAdsorption:\n", " \"\"\"Simulation class.\"\"\"\n", "\n", " def __init__(self, sim_func=None) -> None:\n", " self.sim_func = sim_func # Will not perform any simulations\n", "\n", " def run_sim(self, unused, mu, n_repeats=None):\n", " # All this does is creates an Adsorption_DataWrapper object at the specified chemical potential and returns it\n", " del unused\n", " return Adsorption_DataWrapper(mu)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can calculate isotherms. Below, we plot the adsorption isotherm and its derivative with respect to the chemical potential $\\mu$. The uncertainties (standard deviations) associated with each average value of $N$ in the isotherm are plotted on the right. Uncertainties are computed over three independent simulation runs to compute the macrostate distributions, with the standard deviation calculated for the computed average $N$ at a given chemical potential." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# To look at convergence, compute absorption curves with uncertainties at many mu values\n", "\n", "\n", "mu_plot = np.linspace(-12.0, 3.8, 1000)\n", "ads_vals = np.zeros((mu_plot.shape[0], 2))\n", "ads_derivs = np.zeros((mu_plot.shape[0], 2))\n", "\n", "for i, m in enumerate(mu_plot):\n", " this_dat = SimulateAdsorption().run_sim(None, m)\n", " this_coefs = this_dat.build_state(max_order=1).derivs(norm=False)\n", " this_means = this_coefs.mean(\"rec\").values\n", " this_stds = np.sqrt(this_coefs.var(\"rec\").values)\n", " ads_vals[i, 0] = this_means[0, 0]\n", " ads_vals[i, 1] = this_stds[0, 0]\n", " ads_derivs[i, 0] = this_means[1, 0]\n", " ads_derivs[i, 1] = this_stds[1, 0]\n", "\n", "fig, ax = plt.subplots(2, 2, sharex=True, sharey=False, figsize=(7.13, 7.13))\n", "\n", "ax[0, 0].errorbar(mu_plot, ads_vals[:, 0], yerr=ads_vals[:, 1])\n", "ax[1, 0].errorbar(mu_plot, ads_derivs[:, 0], yerr=ads_derivs[:, 1])\n", "\n", "ax[0, 1].plot(mu_plot, ads_vals[:, 1])\n", "ax[1, 1].plot(mu_plot, ads_derivs[:, 1])\n", "\n", "ax[0, 0].set_ylabel(r\"$\\langle N \\rangle$\")\n", "ax[1, 0].set_ylabel(r\"$\\mathrm{d}\\langle N \\rangle / \\mathrm{d} \\mu$\")\n", "ax[1, 0].set_xlabel(r\"$\\mu / \\epsilon$\")\n", "\n", "ax[0, 1].set_ylabel(r\"$\\sigma_{\\langle N \\rangle}$\")\n", "ax[1, 1].set_ylabel(r\"$\\sigma_{\\mathrm{d}\\langle N \\rangle / \\mathrm{d} \\mu}$\")\n", "ax[1, 1].set_xlabel(r\"$\\mu / \\epsilon$\")\n", "\n", "ax[0, 1].set_yscale(\"log\")\n", "ax[1, 1].set_yscale(\"log\")\n", "\n", "fig.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When we want to compare our GPR models to the ground truth, it will be helpful to have a function that represents it, at least for the adsorption isotherm. That function will be an interpolating polynomial based on the data just plotted." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from scipy import interpolate\n", "\n", "# Create a function we can use as the ground truth to compare to\n", "ground_truth_ads = interpolate.interp1d(mu_plot, ads_vals[:, 0], kind=\"cubic\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Active learning" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this point, we are ready to perform active learning. This is a pedogogical reproduction of the function `run_active` in [`run_active_adsorption.py`](https://github.com/usnistgov/thermoextrap/blob/main/examples/gpr_active_learning/run_active_adsorption.py).\n", "\n", "First we need to define how the update will be performed. Here we will use maximum variance updates, though other possibilities are random or space-filling. This can be modified by changing the update function, with a number of options in {mod}`~thermoextrap.gpr_active.active_utils`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "update_func = active_utils.UpdateALMbrute(\n", " save_plot=False, # Will not save plots\n", " show_plot=True, # But will show them in notebook\n", " compare_func=ground_truth_ads,\n", " avoid_repeats=True, # Here, running \"more simulations\" won't reduce uncertainty, so don't bother\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we will set up all of the stopping metrics we want to compute, along with the {class}`~active_utils.StopCriteria` class wrapper that determines if the metrics have been satisfied. Note that we actually include a {class}`~active_utils.MaxIter` metric, which can never be satisfied and will ensure that the maximum number of active learning iterations is reached. You can always include this metric as a simple way to change the behavior of the active learning algorithm. Otherwise, convergence is defined as the point when all metrics are simultaneously satisfied at the specified tolerances (the only argument passed to each metric). All metrics may be found in the {mod}`~thermoextrap.gpr_active.active_utils` module." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Set up list of metrics to compute\n", "metrics = [\n", " active_utils.MaxVar(1e-03),\n", " active_utils.MaxRelVar(1e-02),\n", " active_utils.AvgVar(1e-03),\n", " active_utils.AvgRelVar(1e-02),\n", " active_utils.MSD(1e-01),\n", " active_utils.MaxAbsRelDeviation(1e-02),\n", " active_utils.AvgAbsRelDeviation(1e-02),\n", " active_utils.ErrorStability(1e-02),\n", " active_utils.MaxRelGlobalVar(1e-02),\n", " active_utils.MaxAbsRelGlobalDeviation(1e-02),\n", " active_utils.MaxIter(),\n", "]\n", "# And stopping criteria function wraps metrics\n", "stop_func = active_utils.StopCriteria(metrics)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And run active learning! In the paper, we used 50 iterations, but here will just do 5 since we want this to be a quick tutorial. Note that we will in fact have the update function plot the iterations and information will be printed as we go." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Initial mu values: [-12.0, 3.8]\n", "Metal device set to: Apple M2\n", "\n", "Current GP info: \n", "╒═══════════════════════════════════════════╤═══════════╤═════════════╤═════════╤═════════════╤═════════╤═════════╤══════════╕\n", "│ name │ class │ transform │ prior │ trainable │ shape │ dtype │ value │\n", "╞═══════════════════════════════════════════╪═══════════╪═════════════╪═════════╪═════════════╪═════════╪═════════╪══════════╡\n", "│ HeteroscedasticGPR.kernel.kernel.var │ Parameter │ Softplus │ │ True │ () │ float64 │ 0.706654 │\n", "├───────────────────────────────────────────┼───────────┼─────────────┼─────────┼─────────────┼─────────┼─────────┼──────────┤\n", "│ HeteroscedasticGPR.kernel.kernel.l │ Parameter │ Softplus │ │ True │ () │ float64 │ 7.12763 │\n", "├───────────────────────────────────────────┼───────────┼─────────────┼─────────┼─────────────┼─────────┼─────────┼──────────┤\n", "│ HeteroscedasticGPR.likelihood.power_scale │ Parameter │ Softplus │ │ True │ () │ float64 │ 0.285788 │\n", "├───────────────────────────────────────────┼───────────┼─────────────┼─────────┼─────────────┼─────────┼─────────┼──────────┤\n", "│ HeteroscedasticGPR.likelihood.power_add │ Parameter │ Identity │ │ False │ () │ float64 │ 0 │\n", "╘═══════════════════════════════════════════╧═══════════╧═════════════╧═════════╧═════════════╧═════════╧═════════╧══════════╛\n", "\n", "Current stopping metrics: \n", "{'MaxVar': 33.368781773936824, 'MaxVar_tol': 0.001, 'MaxRelVar': 0.24167522051492132, 'MaxRelVar_tol': 0.01, 'AvgVar': 15.817050749568901, 'AvgVar_tol': 0.001, 'AvgRelVar': 0.10823409002811854, 'AvgRelVar_tol': 0.01, 'MSD': 175703.8478709112, 'MSD_tol': 0.1, 'MaxAbsRelDev': 0.9999999999999987, 'MaxAbsRelDev_tol': 0.01, 'AvgAbsRelDev': 0.9999999999999196, 'AvgAbsRelDev_tol': 0.01, 'ErrorStability': 1.0, 'ErrorStability_tol': 0.01, 'MaxRelGlobalVar': 0.12219335135507876, 'MaxRelGlobalVar_tol': 0.01, 'MaxAbsRelGlobalDeviation': 2.8169777245057106, 'MaxAbsRelGlobalDeviation_tol': 0.01, 'MaxIter': 2.0, 'MaxIter_tol': 1.0}\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "After 1 updates, mu values are: \n", "[-12.0, 3.8, -3.1695703617068625]\n", "\n", "Current GP info: \n", "╒═══════════════════════════════════════════╤═══════════╤═════════════╤═════════╤═════════════╤═════════╤═════════╤═════════════╕\n", "│ name │ class │ transform │ prior │ trainable │ shape │ dtype │ value │\n", "╞═══════════════════════════════════════════╪═══════════╪═════════════╪═════════╪═════════════╪═════════╪═════════╪═════════════╡\n", "│ HeteroscedasticGPR.kernel.kernel.var │ Parameter │ Softplus │ │ True │ () │ float64 │ 0.796786 │\n", "├───────────────────────────────────────────┼───────────┼─────────────┼─────────┼─────────────┼─────────┼─────────┼─────────────┤\n", "│ HeteroscedasticGPR.kernel.kernel.l │ Parameter │ Softplus │ │ True │ () │ float64 │ 1.31565 │\n", "├───────────────────────────────────────────┼───────────┼─────────────┼─────────┼─────────────┼─────────┼─────────┼─────────────┤\n", "│ HeteroscedasticGPR.likelihood.power_scale │ Parameter │ Softplus │ │ True │ () │ float64 │ 6.70178e-05 │\n", "├───────────────────────────────────────────┼───────────┼─────────────┼─────────┼─────────────┼─────────┼─────────┼─────────────┤\n", "│ HeteroscedasticGPR.likelihood.power_add │ Parameter │ Identity │ │ False │ () │ float64 │ 0 │\n", "╘═══════════════════════════════════════════╧═══════════╧═════════════╧═════════╧═════════════╧═════════╧═════════╧═════════════╛\n", "\n", "Current stopping metrics: \n", "{'MaxVar': 54.38810088154869, 'MaxVar_tol': 0.001, 'MaxRelVar': 0.5211720320529506, 'MaxRelVar_tol': 0.01, 'AvgVar': 29.923032980613527, 'AvgVar_tol': 0.001, 'AvgRelVar': 0.14496660037342468, 'AvgRelVar_tol': 0.01, 'MSD': 17161.58891393348, 'MSD_tol': 0.1, 'MaxAbsRelDev': 0.909011731589524, 'MaxAbsRelDev_tol': 0.01, 'AvgAbsRelDev': 0.41032583943701445, 'AvgAbsRelDev_tol': 0.01, 'ErrorStability': 1.0, 'ErrorStability_tol': 0.01, 'MaxRelGlobalVar': 0.22568304306205875, 'MaxRelGlobalVar_tol': 0.01, 'MaxAbsRelGlobalDeviation': 0.9119802022407292, 'MaxAbsRelGlobalDeviation_tol': 0.01, 'MaxIter': 2.0, 'MaxIter_tol': 1.0}\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "After 2 updates, mu values are: \n", "[-12.0, 3.8, -3.1695703617068625, -7.589422539806207]\n", "\n", "Current GP info: \n", "╒═══════════════════════════════════════════╤═══════════╤═════════════╤═════════╤═════════════╤═════════╤═════════╤═════════╕\n", "│ name │ class │ transform │ prior │ trainable │ shape │ dtype │ value │\n", "╞═══════════════════════════════════════════╪═══════════╪═════════════╪═════════╪═════════════╪═════════╪═════════╪═════════╡\n", "│ HeteroscedasticGPR.kernel.kernel.var │ Parameter │ Softplus │ │ True │ () │ float64 │ 1.16547 │\n", "├───────────────────────────────────────────┼───────────┼─────────────┼─────────┼─────────────┼─────────┼─────────┼─────────┤\n", "│ HeteroscedasticGPR.kernel.kernel.l │ Parameter │ Softplus │ │ True │ () │ float64 │ 2.54837 │\n", "├───────────────────────────────────────────┼───────────┼─────────────┼─────────┼─────────────┼─────────┼─────────┼─────────┤\n", "│ HeteroscedasticGPR.likelihood.power_scale │ Parameter │ Softplus │ │ True │ () │ float64 │ 1.29218 │\n", "├───────────────────────────────────────────┼───────────┼─────────────┼─────────┼─────────────┼─────────┼─────────┼─────────┤\n", "│ HeteroscedasticGPR.likelihood.power_add │ Parameter │ Identity │ │ False │ () │ float64 │ 0 │\n", "╘═══════════════════════════════════════════╧═══════════╧═════════════╧═════════╧═════════════╧═════════╧═════════╧═════════╛\n", "\n", "Current stopping metrics: \n", "{'MaxVar': 45.73391938536791, 'MaxVar_tol': 0.001, 'MaxRelVar': 0.2550283782900389, 'MaxRelVar_tol': 0.01, 'AvgVar': 10.81489965595335, 'AvgVar_tol': 0.001, 'AvgRelVar': 0.0530042376561962, 'AvgRelVar_tol': 0.01, 'MSD': 9124.51638557436, 'MSD_tol': 0.1, 'MaxAbsRelDev': 13.154261368856268, 'MaxAbsRelDev_tol': 0.01, 'AvgAbsRelDev': 2.649544250129215, 'AvgAbsRelDev_tol': 0.01, 'ErrorStability': 0.37841528806762653, 'ErrorStability_tol': 0.01, 'MaxRelGlobalVar': 0.15646289415705913, 'MaxRelGlobalVar_tol': 0.01, 'MaxAbsRelGlobalDeviation': 0.7460354715165454, 'MaxAbsRelGlobalDeviation_tol': 0.01, 'MaxIter': 2.0, 'MaxIter_tol': 1.0}\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "After 3 updates, mu values are: \n", "[-12.0, 3.8, -3.1695703617068625, -7.589422539806207, 0.6132640502804736]\n", "\n", "Current GP info: \n", "╒═══════════════════════════════════════════╤═══════════╤═════════════╤═════════╤═════════════╤═════════╤═════════╤═════════╕\n", "│ name │ class │ transform │ prior │ trainable │ shape │ dtype │ value │\n", "╞═══════════════════════════════════════════╪═══════════╪═════════════╪═════════╪═════════════╪═════════╪═════════╪═════════╡\n", "│ HeteroscedasticGPR.kernel.kernel.var │ Parameter │ Softplus │ │ True │ () │ float64 │ 1.10664 │\n", "├───────────────────────────────────────────┼───────────┼─────────────┼─────────┼─────────────┼─────────┼─────────┼─────────┤\n", "│ HeteroscedasticGPR.kernel.kernel.l │ Parameter │ Softplus │ │ True │ () │ float64 │ 2.44882 │\n", "├───────────────────────────────────────────┼───────────┼─────────────┼─────────┼─────────────┼─────────┼─────────┼─────────┤\n", "│ HeteroscedasticGPR.likelihood.power_scale │ Parameter │ Softplus │ │ True │ () │ float64 │ 1.3817 │\n", "├───────────────────────────────────────────┼───────────┼─────────────┼─────────┼─────────────┼─────────┼─────────┼─────────┤\n", "│ HeteroscedasticGPR.likelihood.power_add │ Parameter │ Identity │ │ False │ () │ float64 │ 0 │\n", "╘═══════════════════════════════════════════╧═══════════╧═════════════╧═════════╧═════════════╧═════════╧═════════╧═════════╛\n", "\n", "Current stopping metrics: \n", "{'MaxVar': 4.390844836551273, 'MaxVar_tol': 0.001, 'MaxRelVar': 0.3140873056345023, 'MaxRelVar_tol': 0.01, 'AvgVar': 1.6568264973339222, 'AvgVar_tol': 0.001, 'AvgRelVar': 0.04677795199631348, 'AvgRelVar_tol': 0.01, 'MSD': 680.9600988957988, 'MSD_tol': 0.1, 'MaxAbsRelDev': 0.09788574299935855, 'MaxAbsRelDev_tol': 0.01, 'AvgAbsRelDev': 0.025893336325031605, 'AvgAbsRelDev_tol': 0.01, 'ErrorStability': 0.10171678824786973, 'ErrorStability_tol': 0.01, 'MaxRelGlobalVar': 0.01438667718053079, 'MaxRelGlobalVar_tol': 0.01, 'MaxAbsRelGlobalDeviation': 0.22202730700041273, 'MaxAbsRelGlobalDeviation_tol': 0.01, 'MaxIter': 2.0, 'MaxIter_tol': 1.0}\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "After 4 updates, mu values are: \n", "[-12.0, 3.8, -3.1695703617068625, -7.589422539806207, 0.6132640502804736, 2.6549411015242947]\n", "\n", "Current GP info: \n", "╒═══════════════════════════════════════════╤═══════════╤═════════════╤═════════╤═════════════╤═════════╤═════════╤═════════╕\n", "│ name │ class │ transform │ prior │ trainable │ shape │ dtype │ value │\n", "╞═══════════════════════════════════════════╪═══════════╪═════════════╪═════════╪═════════════╪═════════╪═════════╪═════════╡\n", "│ HeteroscedasticGPR.kernel.kernel.var │ Parameter │ Softplus │ │ True │ () │ float64 │ 1.29579 │\n", "├───────────────────────────────────────────┼───────────┼─────────────┼─────────┼─────────────┼─────────┼─────────┼─────────┤\n", "│ HeteroscedasticGPR.kernel.kernel.l │ Parameter │ Softplus │ │ True │ () │ float64 │ 2.47153 │\n", "├───────────────────────────────────────────┼───────────┼─────────────┼─────────┼─────────────┼─────────┼─────────┼─────────┤\n", "│ HeteroscedasticGPR.likelihood.power_scale │ Parameter │ Softplus │ │ True │ () │ float64 │ 1.30257 │\n", "├───────────────────────────────────────────┼───────────┼─────────────┼─────────┼─────────────┼─────────┼─────────┼─────────┤\n", "│ HeteroscedasticGPR.likelihood.power_add │ Parameter │ Identity │ │ False │ () │ float64 │ 0 │\n", "╘═══════════════════════════════════════════╧═══════════╧═════════════╧═════════╧═════════════╧═════════╧═════════╧═════════╛\n", "\n", "Current stopping metrics: \n", "{'MaxVar': 2.503140700319048, 'MaxVar_tol': 0.001, 'MaxRelVar': 0.29114668457503184, 'MaxRelVar_tol': 0.01, 'AvgVar': 0.8572931141489303, 'AvgVar_tol': 0.001, 'AvgRelVar': 0.04125061635628719, 'AvgRelVar_tol': 0.01, 'MSD': 0.39864627656191604, 'MSD_tol': 0.1, 'MaxAbsRelDev': 0.06857040291389717, 'MaxAbsRelDev_tol': 0.01, 'AvgAbsRelDev': 0.009658972464118499, 'AvgAbsRelDev_tol': 0.01, 'ErrorStability': 2.6983970265041087e-05, 'ErrorStability_tol': 0.01, 'MaxRelGlobalVar': 0.00819020079438659, 'MaxRelGlobalVar_tol': 0.01, 'MaxAbsRelGlobalDeviation': 0.0061557822470107845, 'MaxAbsRelGlobalDeviation_tol': 0.01, 'MaxIter': 2.0, 'MaxIter_tol': 1.0}\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "After 5 updates, mu values are: \n", "[-12.0, 3.8, -3.1695703617068625, -7.589422539806207, 0.6132640502804736, 2.6549411015242947, -5.2698371497200425]\n", "\n", "Current GP info: \n", "╒═══════════════════════════════════════════╤═══════════╤═════════════╤═════════╤═════════════╤═════════╤═════════╤═════════════╕\n", "│ name │ class │ transform │ prior │ trainable │ shape │ dtype │ value │\n", "╞═══════════════════════════════════════════╪═══════════╪═════════════╪═════════╪═════════════╪═════════╪═════════╪═════════════╡\n", "│ HeteroscedasticGPR.kernel.kernel.var │ Parameter │ Softplus │ │ True │ () │ float64 │ 0.749811 │\n", "├───────────────────────────────────────────┼───────────┼─────────────┼─────────┼─────────────┼─────────┼─────────┼─────────────┤\n", "│ HeteroscedasticGPR.kernel.kernel.l │ Parameter │ Softplus │ │ True │ () │ float64 │ 0.959127 │\n", "├───────────────────────────────────────────┼───────────┼─────────────┼─────────┼─────────────┼─────────┼─────────┼─────────────┤\n", "│ HeteroscedasticGPR.likelihood.power_scale │ Parameter │ Softplus │ │ True │ () │ float64 │ 1.11657e-05 │\n", "├───────────────────────────────────────────┼───────────┼─────────────┼─────────┼─────────────┼─────────┼─────────┼─────────────┤\n", "│ HeteroscedasticGPR.likelihood.power_add │ Parameter │ Identity │ │ False │ () │ float64 │ 0 │\n", "╘═══════════════════════════════════════════╧═══════════╧═════════════╧═════════╧═════════════╧═════════╧═════════╧═════════════╛\n", "\n", "Current stopping metrics: \n", "{'MaxVar': 72.08481964307762, 'MaxVar_tol': 0.001, 'MaxRelVar': 1.6341784740125775, 'MaxRelVar_tol': 0.01, 'AvgVar': 14.784076033503265, 'AvgVar_tol': 0.001, 'AvgRelVar': 0.2816469624575393, 'AvgRelVar_tol': 0.01, 'MSD': 1034.992789875864, 'MSD_tol': 0.1, 'MaxAbsRelDev': 0.8721152873406117, 'MaxAbsRelDev_tol': 0.01, 'AvgAbsRelDev': 0.2330526791541307, 'AvgAbsRelDev_tol': 0.01, 'ErrorStability': 0.7080381251355963, 'ErrorStability_tol': 0.01, 'MaxRelGlobalVar': 0.2380682751590889, 'MaxRelGlobalVar_tol': 0.01, 'MaxAbsRelGlobalDeviation': 0.34832825623625074, 'MaxAbsRelGlobalDeviation_tol': 0.01, 'MaxIter': 2.0, 'MaxIter_tol': 1.0}\n", "\n", "Reached maximum iterations of 5 without convergence\n", "\n" ] } ], "source": [ "dat_list, train_history = active_utils.active_learning(\n", " [-12.0, 3.8], # Initial values of chemical potentials\n", " SimulateAdsorption(), # Function to perform \"simulation,\" really just return DataWrapper\n", " update_func,\n", " stop_criteria=stop_func,\n", " max_iter=5,\n", " alpha_name=\"mu\", # Just the name of the input parameter to the GP model, here chemical potential\n", " max_order=2, # Maximum order of derivatives to be used\n", " gp_base_kwargs={}, # If we want to change the kernel, can do that here by specifying keyword arguments for creating GP model\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparison of active learning strategies" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We repeated the above procedure many times and for different active learning strategies. Specifically, we used maximum variance, space-filling, and random updates. We also explored two different types of kernels described in the paper, the standard kernel and a change-points kernel that applies different kernels to different regions of chemical potential space. As we will show, this significant accelerates active learning because such a model better represents the function to be fit. Specifically, we need rapid function variations at intermediate chemical potentials, with small kernel length scale parameter values, while the function varies slowly with large kernel length scale values at low and high chemical potentials. Without a change-points kernel, sampling new points within the middle of the chemical potential range results in reductions of the kernel length-scale that then cause large increases in uncertainty and oscillations at low and high chemical potentials. This cycle keeps repeating, in the end requiring lots of data points over the entire range due to the GPR model learning that a small length-scale is necessary. A change-points kernel avoids this by only requiring many data points for intermediate chemical potentials.\n", "\n", "The first thing is to load all of the data. Note that for a small number of runs, data is not available because a numerical instability while creating a GPR model. This can happen for a variety of reasons, but is most likely due to sampling of chemical potentials that are very similar to each other with a large kernel lengthscale. Such behavior is far more likely for a random update strategy that does not make use of prior information to help drive exploration of the space. It is also more likely for a change-points kernel using a space-filling update strategy, where the scenario of the sampled points being too close to the points at which the kernel changes can also lead to instabilities." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File not found in SWF_Adsorption_data/run18/alm\n", "File not found in SWF_Adsorption_data/run65/alm\n", "File not found in SWF_Adsorption_data/run7/alm\n", "File not found in SWF_Adsorption_data/run18/random\n", "File not found in SWF_Adsorption_data/run32/random\n", "File not found in SWF_Adsorption_data/run37/random\n", "File not found in SWF_Adsorption_data/run65/random\n", "File not found in SWF_Adsorption_data/run7/random\n", "File not found in SWF_Adsorption_data/run73/random\n", "File not found in SWF_Adsorption_data/run92/random\n", "File not found in SWF_Adsorption_data/run18/space_fill\n", "File not found in SWF_Adsorption_data/run65/space_fill\n", "File not found in SWF_Adsorption_data/run7/space_fill\n", "File not found in SWF_Adsorption_data/run18/changepoints_space\n", "File not found in SWF_Adsorption_data/run65/changepoints_space\n", "File not found in SWF_Adsorption_data/run7/changepoints_space\n" ] } ], "source": [ "# Load all the data that we'll need\n", "# Identify directory where data is held\n", "base_dir = os.path.expanduser(\"SWF_Adsorption_data\")\n", "\n", "# And all run directories\n", "run_dirs = glob.glob(\"%s/run*\" % base_dir)\n", "run_dirs.sort()\n", "\n", "# Define methods used for updates/models\n", "method_names = [\"alm\", \"random\", \"space_fill\", \"changepoints_alm\", \"changepoints_space\"]\n", "\n", "# Collect training information\n", "train_info_dict = {}\n", "for m_name in method_names:\n", " train_info_dict[m_name] = []\n", " for rdir in run_dirs:\n", " try:\n", " train_info_dict[m_name].append(\n", " np.load(f\"{rdir}/{m_name}/active_history.npz\")\n", " )\n", " except OSError:\n", " print(f\"File not found in {rdir}/{m_name}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following reproduces Figure 6 from the paper, using the same data. The top panel plots the GPR models compared to the ground truth, with locations of sampling indicated at the bottom of the plot with markers. The bottom panel shows the uncertainty predicted by the models, along with the uncertainty in the provided average number of particles at each chemical potential." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# All final models (values, not derivatives)\n", "fig, ax = plt.subplots(2, sharex=True, figsize=(3.37, 3.37), dpi=300)\n", "\n", "train_colors = [\"tab:blue\", \"tab:orange\", \"tab:gray\", \"tab:blue\", \"tab:gray\"]\n", "train_labels = [\"MaxVar\", \"Random\", \"Space\", \"MaxVar w/ CP\", \"Space w/ CP\"]\n", "line_styles = [\"-\", \"-\", \"-\", \"--\", \"--\"]\n", "marker_styles = [\"^\", \"^\", \"^\", \"d\", \"d\"]\n", "\n", "alpha_vals_list = []\n", "for i, m_name in enumerate(method_names):\n", " t_info_list = train_info_dict[m_name]\n", " this_mu = np.array([t_info[\"pred_mu\"][-1, :] for t_info in t_info_list])\n", " this_avg_mu = np.average(this_mu, axis=0)\n", " this_std = np.array([t_info[\"pred_std\"][-1, :] for t_info in t_info_list])\n", " this_alpha = t_info_list[0][\"alpha\"]\n", " this_alpha_grid = np.linspace(this_alpha.min(), this_alpha.max(), this_mu.shape[1])\n", " ax[0].plot(\n", " this_alpha_grid,\n", " this_mu[0, :],\n", " label=train_labels[i],\n", " color=train_colors[i],\n", " linestyle=line_styles[i],\n", " ) # , alpha=0.3)\n", " ax[1].plot(\n", " this_alpha_grid,\n", " this_std[0, :],\n", " label=train_labels[i],\n", " color=train_colors[i],\n", " linestyle=line_styles[i],\n", " ) # , alpha=0.3)\n", " alpha_vals_list.append(this_alpha)\n", "\n", "# After plotting ALL other curves, plot alphas based on automatic y limits\n", "y_lims = ax[0].get_ylim()\n", "for i, this_alpha in enumerate(alpha_vals_list):\n", " ax[0].plot(\n", " this_alpha,\n", " (y_lims[0] - (i + 1) * 0.10 * (y_lims[1] - y_lims[0]))\n", " * np.ones_like(this_alpha),\n", " marker=marker_styles[i],\n", " color=train_colors[i],\n", " linestyle=\"\",\n", " markersize=2,\n", " )\n", "\n", "ax[0].legend(frameon=False, fontsize=6, loc=2)\n", "\n", "ax[0].plot(mu_plot, ads_vals[:, 0], \"k--\")\n", "ax[1].plot(mu_plot, ads_vals[:, 1], \"k--\")\n", "\n", "for a in ax:\n", " a.yaxis.set_major_locator(MaxNLocator(prune=\"both\", nbins=3))\n", " a.tick_params(axis=\"both\", labelsize=8)\n", "\n", "ax[-1].set_xlabel(\n", " r\"Reduced chemical potential, $\\mu_\\mathrm{c} / \\epsilon_\\mathrm{sw}$\", fontsize=8\n", ")\n", "\n", "ax[0].set_ylabel(r\"GPR mean for $\\langle N \\rangle$\", fontsize=8)\n", "ax[1].set_ylabel(r\"GPR std for $\\langle N \\rangle$\", fontsize=8)\n", "\n", "ax[1].set_yscale(\"log\")\n", "\n", "fig.tight_layout()\n", "fig.subplots_adjust(hspace=0.0)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We next reproduce Figure 7, where we compare convergence to the ground truth for all of our active learning methods and our two types of kernels. Each panel shows a different metric for assessing distance from the ground truth. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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kZPbt28fKlSv59NNPOXHiBIWFhfj7+5OQkMDNN9/Mww8/THBwcF9XdchLCPHmldvGM3aYH8NDvPHx0PHs108SoypitLqNBy4bfwWBz7V5zR07dhAaGsq4ceN6qNZCCCGEEEIMDdJSLQa1vn5q1RNKahqZ+bvNhNqKWWv4FSGqSpfHpWnGsNJ6dZvX0Wq1PPTQQwwbNqynqiqEEEIIIUSP6+vv/NJSLQaFfp39u5sFextYMCqUDSfsPG56hk/1v8WgsjgdN9yahoYFWNG4vI7FYmHlypU89thj+Pj49HS1hRBCCCGEGJQkqBaDQnP276HijqnRbDhRyCH7SH5hfoxX9W84HaPDSiy5ZBDr4gqK6upqVq5cydKlS9HpdD1ZZSGEEEIIIQYlCarFoDBYs3+3Zf7IEEJ9DBRVN7LGNpeRllye0n7pdFw8Oe0G1QB5eXl89dVX3HzzzTJ/tRBCCCGEEJ0kQbUYFJYuXcrSpUud9l88vmKw0GrU3Dolin9sPQvAK5Y7SFTlcZX6IGY06FVWABI4x2Y3rpeSkkJYWBhz5szpwVoLIYQQQggx+MhEtUIMULdPiXJs21HzI/PT3Gn6Fc9bljr2R1CEBw1uXe/bb7/l9OnT3V1NIYQQQgghBjUJqoUYoBJCvJkWF+B43YAH39tH8al1AQdtIwBQYyeOXLev+cUXX1BcXNztdRVCCCGEEGKwkqBaiAFsenygy/3/ZX4Us13J+h3PObev19jYyKeffkpdXV231E8IIYQQQojBTsZUi0FhKE2p1cxitfHl0XyXZWfsUfxe9TC/4m3iyenUdcvKylj12UrufeBBNBrX03EJIYQQQgghFBJUi0FhqE2pBUqyst/cNJaly/e7LH+34QpuvnUxY9Jex/tsDTV4u33tjOxzbHznRa696Q4IGwOSFVwIIYQQQgiXJKgWg8JQm1Kr2eVJocweHsTus6Uuy3+0XcXmZ/9F/MfvcSzducVaTyMmDC7P3XdeTeE//8yV/nlET1yAatytEDS8W+svhBBCCCHEQKey2+32vq6EED3l4im1jh8/zpgxY/qwRt2vsLKeWb/fgq2N3+Q37p1EhKWQtWvXuiwPooxSXI/NbvYonzCMQoicBGNvgzE3g9+wS626EEIIIYQQl6yvv/NLojIhBrgwP08Wjgprs/y5fx8nJDK6zfKpHMGT+jbLgyklkkLlRf5h2Pgc/GUMLL8O9r8DtSVdrrsQQgghhBADnQTVQgwCL97U9pO48joz7+wrJDDQdWt0cejl3KHdjAqby/IpHMN5RLUdsnfB1z+FP46Ej26FI59AQ1XX3oAQQgghhBADlATVQgwCEX6ezGhjei2AD/ZkYQiNd1mWYQok/tmNXDdC71SmwcJ4TrZ/c7sV0jfRsObH2F5OhE/uggPvQaX782MLIYQQQggxUEmiMjEoDMUptS72yLwE9mWWuSyz2eH7Kh9cdQKvqKigvFHFtHt/ifexQ3y97mtqGq0AjCIdIw1u3X8jl5Fhi2H66SNMP/0ztFghbCyMuBpGXgNR00AtU3QJIYQQQojBRYJqMSgMxSm1LnZ5UghBRj2ltSaX5duy6rhZp8OoMjuVZWRkMGXKFEaNm8zI0RM4ffo0h77fzZRgP8gvgryD7d67ER3HScKEno3MJ4VkbmM9wYXHofA47PwzeAZA4kIYcQ0kLgCv9pOjCSGEEEIIMRBIUC0GhaE6pVZLOo2a26ZE8eb2DJflFpudLH08Y8ynncoyMzOZMmUKABqNhlGjRjFq1Kim0megLAOOfwHHV0NRqtP5zQF1swLCeJN7WcwWJjZ3H68vh2P/UhaVGqKmw8irlSC7N+bCtpig6AQUpoJGDwmXg3dIz95TCCGEEEIMejKllhjU+jq9fm9LL6ph4Z/bbrHXYOMuw2F0qtZJyYxGIz/72c9QuRPYFqbC8VVKkF2eBcBb3E0+4S4PH89JFrMZA84t5A6+UTBsEoSMgtCmJSgRNLqO6+OKzaY8CMg/pLSy5x2E8ylgbbxwjFoLSdfB5Adh+BXSNV0IIYQQYoDq6+/80lItxCCSGOrNlNgADmaXuyy3ouaMNYTR2sJW+2traykqKiIsrO2puRzCRkPYr+HKX0HeIQr2rSb/WNvBbwqjyCGC21ivzHXtSlWuspz86sI+tRaCRkBoclOwnQyhoyEgHjQXfXRVF0BeiwA6/xA0VLb/PmwWOPmlsvhGwaT7lMW/7enHhBBCCCGEuJgE1UIMMo9flsBjH7Y9BvqEJYxkTSHqixqlMzMz3Quqm6lUEDWF/CIV6hPrsNlcT8kFUI4/73InC9nJTA65N+2AzQLFJ5WFf1/Yr9FD8EgISVZanvMOKwH5pajKhW2/h21/UMZ7T34ARl4LWueM6EIIIYQQQrQkU2oJMchcPSacX18/2iloblaLgWybc5KwjAzXY7E7MnnyZJ555hmGDx/e7nE2NGxkPp+whBo8u3QvAKwmJfnZ8VVKy/alBtSt2CF9E3z+APx5FGz8JRQ7j0EXQgghhBCimQTVQgxCD8+N58NlM2hrhPRxSzgXZ1NIz8jEarV26X4+Pj7ce++9XHXVVajV7X+spBPPP7mfs8R06V69pq4Edr8Gr0+Dd6+Bwx+DaehM0SaEEEIIIdwjQbUQg9ScxGBumTzMZVmp3Uih3bvVPpvFzI/e3UJRtXvzUl9MrVYzZ84cli1bRkBAQLvH1mDkQ25hE/Ow9vbHkKoL98vZC2ufgj8lw+rHIHUtNNZ0f92EEEIIIcSAI2OqhRjEHp8/nC8O5bksO2EJJ1yf3mpfTnYWV//Fzos3juHGCZHuZQO/yLBhw3j88cf5+uuvOXbsWDtHqtjJVLKC5nPrcDMBNWlQlAal6WDvWou58y3USpKzYZNh2BRlCUmGc3vg0AdKkjKr63m9XWqsgpTPlEVjULKGJy9Wxl/L9FxCCCGEEEOSTKklBoUVK1awYsUKp/0Xz1M92KfUcmXp8u/ZeqrYab8nJm42HEevuhDAnrf6sMGcDEBCsBFvDy0GrRq9Vo1Bq0GvUWPQqdFrWuzTqh3HhPgYuGxECOF+Htjtdo4cOcL69esxm9uZTgswGAzccMMNylQIlkYlsC46CcVpyrroJJRngr3tZGgA+MdcCJ4jJ0PEBDB4t318XRmkfA6H3nc5/7b7VBAzUwmwk66DoPbHlwshhBBCiO4jU2oJ0Q2ysrLYtq3t+ZmHssfmJbQKqqMDPDE2ljDVehKtqvUztVB1DRpsWFGTUdK18cNatYq/3jWJxeMjmDRpEtHR0axatYqCgoI2z2lsbGTVqlXU1NQwc+ZMCBujLC2Z66HkTFOwfVIJvFEpc1o3B9GdbS32CoSZT8CMx5UpuQ69r8y/beps12670vp9bo+S3Cx0tBJgJy+GiIlKpnQhhBBCCDEoSVAtBoW4uDjmz5/vtP/iluqhaNbwIMZE+uLroeOxyxKYPzKE3Pw83nvHuWVWo7ITqq7hvM23y/ez2Oz8eOVhEkO9SQr3ITg4mEceeYRvv/2Wffv2tXvuhg0biImJITIy0rlQ5wkR45WluzVND0bUFLjmd3Di30r38Nzvu3a9olRl2f4K+A6DEVdBcJLSgh04HAJiQdP23N5CCCGEEGLgkO7fYlDr664g/UVNowVvw4VnaDabjZdffpmGBuekZCmWCA5Zoi75ntPiAvjssVmoW8ztderUKdasWUN9fX2b54WHh/Poo4+i0WguuQ6XrOgkHPoQjn4K9WXdd12VRumqHjQcAhOUQLt52z8WNPK8UwghhBDCXX39nV++uQkxBLQMqEHJ1B0XF0daWprTsRHqqm655/6sclYdzOWOadGOfUlJSTz55JOsXr2arKwsl+cVFBSwZ88e5s6d2y31uCSho2DR72Dh85C5HdLWQdp6qC26tOvarcoY8fJM5zK1Vgm4WwbagcMhMF7Z3x0t3DYrVOZC2Vkoy4DSDKg+f+H+ai2o1S22mxbVxfs0oPVQfk5x80Crv/S6CSGEEEIMMBJUCzFEJSQkuAyqg1S16LFg6oaPh//75iQLR4cRaLwQbPn6+vLAAw+wbdu2NsfB19b2s/mgtQalC/eIq2DxXyDvgBJgn1ynBKbdyWZRAt2yDEj/tnWZUwt3i8U/tnVQ6wicM5Q6lmZc2C7P6lzWc3cY/CD5Ohh1Iwy/EnQe3Xt9IYQQQoh+SoJqIYao+Ph4l/vVKnh2VgD6oGgaLTZMFhuNFmvTusVrq82xL6O4lrwK5y7d5XVmfv/NSV6+bULre6jVXH755RQWFrYK7IODg7nxxhuJiYnp3jfbndRqiJ6uLAtfhJLTTS3YX0PewZ69d3st3Co1+EUrQXdNkXJMdwfO7WmsVLrJH/0U9N4wchGMvgkSF4Leq/fqIYQQQgjRyySoFmKICg4OxsfHh+rqaqeyGF0N1811HXS7kllSyzWvbsdkcZ7y6vMDudw+NZppcYGt9qtUKq677joyMzMxm83MmzePefPmodUOoI8llQpCkpRl3k+hKh9OrVcC7MztSqtzb7HboCJbWfqaqQaOr1IWnReMuFoJsEdc3f4UZz3B3ABnt0BdKfiEKw8d/KIl0BdCCCFEtxlA316FEN1JpVIRHx9PSkqKU1lmpouW0HbEBxt56vLhvLrpjMvyX/77OOt+NBedRt1qv6+vLzfffDMBAQGEhYV16p79km8kTHtEWeor4My3cG63Mv1XaQZU5fZ1DXufuQ5S1yiL1kNpuR59E4y8Bjz8eu6+VrMyRdq2V6DGxXRuxpALLfsXL37RvR/8CyGEEGLAkqBaiCEsISHBEVTb7CpMaPBQWSguLqa6uhofHx+3r/XE/OGsPZJPpov5rU8VVvPezkwenz/cqSw5Obnrb6A/8/SH8bcrSzNzvTKeufRs0zjnsxfGT1fl9VVNe4+loamr/DrQ6CHxKpj2MCRcqXSr7w42mzLX+He/VX7WbaktVpb8Q67LvYKU4DogFiImwLCpEDkJPLo+3ZwQQgghBicJqoUYwuLj4zHZ1Zy2hnDSEkawupYr9ErirczMTMaPd39OaA+dht/cNJb73nU9F/Wrm85w/YRIhvl7dkvdBySdp5IpO3SUc5mpThkH3SrgzlQC7ur8nquTd1jT3NlxSkI2u1VJcmaztFisF62bt81QfAoau5Ax3mqCU18rS+BwpXV/4j3Kw4iusNvh9AbY8hsoPN61a7RUV6os549A6tqmnSoIHgnDpsCwyco6bKxkPRdCCCGGOAmqhRii8ivqWbE7n1WmiZjsypzQdTY9VTYDvurGTgfVAHNHBHPDhEi+OuocBNabrbzw5QnefmBqt9R/0NF7QdgYZbmYqU5pdS1r0bLdHHS706XcGNo6Y3jQ8AvTdBnc743gkqURMrYqgWfaOmio7Pw1ys7Chv9WAuJxt8P0RyF8nPvnZ+2CzS9Bzt7O37tT7FBySlmOfqLs0hggYnxToN20BCYo4+2FEEIIMSRIUC0GhRUrVrBixQqn/f1uaqZ+IjW/ihv/vhOLzQ5oHPvtqEi1hjFTfY6MjAzsdjuqTgYHv1o8iq1pRVQ3Oifp+ja1kG9TC7lq9CAYP92b9F4QNlpZLmauh/LsCwF3TaEyVrl5nuuA+J7tsqw1KOOjR14DllchazukfqkE2HWlnbuWuU4ZB33ofYiZpbRej7qx7Zbg8ylKMH3x1GO9ydoIufuVpZmHP0ROvDDVWUBs0zoOPAMk4BZCCCEGGQmqxaCQlZXV5pzHwtmoCB/ig42cKapxKku3BjNRmweVlZSXlxMYGOjiCm0L9fXgZ9ck8fyXJ1yWv/DlCeYkBuGl79zHj91up6amplPjvIcEnSeEJitLX9PqlURkiQth8Z8he5fSgn3yK6gt6ty1zu1RFu8wmLIUpjwEvhFKWelZ2PJbOLHa/eupNEqGdOydq0dXNFQorfcZW53L9D4tgmwXa72x5+snhBBCiG4lQbUYFOLi4pg/f77T/traWg4cONAHNerfVCoVj16WwM9XOWf+tqDhlDWUCdrzZGRkdDqoBrhvZiyrDuZyLM+5K3BeRT1/25zOf13rfhBYWlrKV199RXV1NU888QQ6na7TdRK9TKOFhPnKct0rkLNPCbBTv+zcGPGaQtj2B9jxJ0i+Xml1P/yxMvbbHSo1TLwXLv8vJeN3ZS5UnIPKHGVdcQ4qmrar85sC7x5kqlbGfLc17tsruKmbfryyDoi/8NorSFq5hRBCiH5IZbfbe+GxvRB948SJE4wdO9bx+vjx44wZ42LM6hDUaLEy9w/fUVzd6FTmgZnbDUcZP3Y0t99+u4uzO5aSW8FNr+/C1SeMVq3i6x/NIym8/VZnq9XKnj172Lp1KxaL0p183rx5LFiwoEt1Ev2AzaZMM7b/HaUFuyfn8h69BK78JQSPcO94i0nJwt4ccJdnwfmjkHew813Ze4LepynYdhFw+0R2XwZ1IYQQYoDp6+/80lItxBBl0GpYOjuOVzacciprQEeGNQjj2bOcPHmSESNGoNV27uNifJQ/98+M5YM92U5lFpudX645xmePzUKtdt3ylp+fz5dffklBQes5hnft2sWYMWMIDw/vVH1EP6FWQ9xcZak6DwdXwMHlSot0dxl+JSz4tTIFVmdo9ReC1pbsdqjIVoLrvEOQe0DJCm5p6LYqu8VUDQUpynIxvTdEz2j62c5TxnRrpEeHEEII0RukpVoMan391Kq/q6gzMev/tlBvdu5K66eqZ4n+OCoVeHl5MX78eCZOnNipYLaqwcyCP21z2RoO8PJt47ljarTLsjVr1nDkyBGXZZGRkTzyyCOopWVucLCYIO0r+P5tZRx1V0VNgwXPQ/y87qtbW6xmKDrZFGgfUILtopP0yphtd+i9IWbmhSA7YqLSJV8IIYQYhPr6O78E1WJQ6+tfsIHghS9PsGJ3lsuyhbrTRGlaj4uOiIhg0qRJjB07Fi8vrw6vv/ZIHj9eecRlWYCXji0/vZwAo3N257q6Ov7+979TV1fn8txrrrmGWbNmdXh/McAUHFO6hqd8rmQDd0fIKFjwK0i6rm/HHDdWK93F8w8rmdjLs5UW7opzyrzcfUnvrWRUdwTZE1wH2RaT0mugphCqC6CmAKoLW6/rykDnBT5h4BOhJJPzCVcW7/AL2+4kXWusVu5TlQ/V55Wl6rwyvr26QNluqADPQPCPAf/opnUM+DVt+w6TucKFEGKI6+vv/BJUi0Gtr3/BBoJzpXVc/sfvsLn4JIhQV3GN3rl7OIBGoyE5OZmJEycyfPjwNluN7XY797/7PTvTS1yW3zk1mj/c5no+7GPHjvHFF1+4LNPpdDz11FMEBAS4LBcDXH0FHPlECbDLzro+xj8GrnhOmdtarXF9TH9gsylBakX2hUC75boqt+cTpF1M76O0ZBuDm4LnpiC6vqx77+EItsOUe9VXtA6YTdXdcCMV+Ea2DrSbA/DgJKVMErwJIcSg1tff+SWoFoNaX/+CDRRPfXyQ9ccKXJZdr08lWN3+fN++vr5MmDCBiRMnEhQU5FSeUVzDold3YLK6DhxWPTGLqXHOWcbtdjuffPIJZ86ccXleQkIC999/f6fn0hYDiM0GGVvg+3fgzEYl67dfNMz5MUx+cHC0UFrNTVnJs6EsE8ozlZbusixlbW7/9090wDMAwsYqS3jTOiQZdB59XTMhhBDdpK+/80tQLQa1vv4FGygOnyvn5jd2uyyLUlewUO86qHUlIiKChIQEEhISiI6ORq9Xgp6/fHuav252fZ2kMB/W/WguOo1za3dlZSWvv/46JpPr7rNLlixh4sSJbtdPDGDmBqgtBr+oodPyaLcr77ksQwm4yzJaBN2Z3duyPJSoNBA88kKQ3bz2Dhs6/7eEEGIQ6evv/JK1RAjBpJgApsUFsD+r3Kks1+ZPic2LYLV741vPnz/P+fPn2bVrFxqNhujoaBISErhpRBxfHvYks6ze6ZxThdUs35XJY5cNdyrz8/Nj4cKFrF+/3uX9NmzYQGJiIt7e3m7VTwxgOg+lS+9QolKBd6iyxMx0Lq+vgOI0yNqpLDn73B+LPpTZrVB8UlmO/evCfq9gCButtG5rPUBrAK1n09rjwlrn0fS6xT69UXng4zusfw9HEEII0e0kqBZCAPDU5Yk8tGK/y7LTukSCrS6m8emA1WolKyuLrKwsAK7U6cnUeZFv8+W8zZdKuwegtAr95dszTIsLZGK0v1N37qlTp5KSkkJubq7TPerr69m4cSO33HJLp+snxIDn6a8E2zEz4bKfKYnG8g9D1g4lyD63FyzOD7JEG+pKIHP7pV1DrVMe/gTEuV48/C61lkIIIfoZ6f4tBrW+7goykNjtdpa8voujuZUuyz96YBymgnSOHDlCVVVVt9yzzq7jvM2XfKsvuTZ/GtESH2zk+vERLB4fQVKYjyPALioq4s0338RqdZ7+C+CZZ57Bz0++rArRisUE+YdaBNn73A+yNfqmbN5hFzJ8e4eDdwg01iiZupsTnDUnO2u8hM8Gz0Alm7hvRFOCs0hl2zMAaoovZFKvOAeVOVBX2vV79SXPAOdAOygRgkYoPRKk+7kQQnRaX3/nl6BaDGp9/Qs20HyXVtRma/XCUaG88+A0bDYbmZmZHD58mJMnT7YZ5HaWxa4i3RrMCWs41XYlgVBiqDfXj4/g+vGRJIZ6s3XrVrZu3ery/AULFjBvXi/MTyzEQNYyyC46qYzZbs7OffHaM6DzAZ6ptkU28fMtpuNqmorLw7cpcI68EDj7hCv7Ops4rLFGCa4rci4E3JU5FwLv2uLOXa8/MPhC0HAlwA4ecWE7KBH0HU9hKIQQQ1Vff+eXoFoMan39CzbQ2O12bnp9FylttFZ/9YO5jIu60BpcX1/P8ePHOXz4MPn5+d1SB5sdsm0BHLdEUGq/MM9tcrgPi8eGYj62gapK57HfISEhPPXUU5IJXAihqCuDwhNQeBwKjivropNgbezrmnWNb5QSZAePUALtgNgLY7o1BiUTfqu1QeltoDWAWist4EKIQa2vv/PLmGohhINKpeInC0fw8IoDLsv/uvk07zw4zfHa09OTadOmMW3aNEpLS8nIyCAzM5PMzEzq67s2jlOtgnhNOfGacvKtPhy3RpBv8yWtoJq0gmrGaoxM1TkH1cXFxRQUFBAREdGl+wohBhmvQIifpyzNrBYoTW8KtI9dCLhrXE8p2K9U5SpL5rYunKxqHXy3TLCmueh1W+U6D9AZQeepJGXTebXe1jeVNW9rdN3+I+hX7HawNCg/G3lgIcSQJ0G1EKKVK5JCGR/l57K1etPJIo7nVTJ2mPPY5aCgIIKCgpg2TekiXlBQ4Aiys7OzsVgsna5LpKaaSE01ZTZPjlsiyLQFkGENYoo21+V3mKNHj0pQLYRom0YLocnKMu62C/trSy4E2FX5SrBkaWxaNzi/Nrd83bTu1y3g9gt1761qqrVKEO7p13psvmO7xdoY3H8zpjdUKQ9iSs9C6Zmm7abXpholO7x/jNJzwD+2aZx883asJKYTYoiQ7t9iUFixYgUrVqxw2l9bW8uBAxdaXaX7t3s2nyxk2fuuW6sXjgrjnQendup6FouFnJwcMjMzycjIIC8vj6589NTY9ZywhBOjLidCU+1UbjQaefbZZ9Fo+umXMyHE4NVQpYztLs9ysWSDzdyn1evXVGowhrYIvMNA763sV6maWoJVLV6r236t1SuBrs5DaTV3TIHm2dSS7tm0r3ndNFa9IlsJlktaBs7pSn6AS+EZcCHADoi7sG0MUco8/MHgI63dQlwi6f4tRDfIyspi27audIkTrlyZHMq4YX4cy3Nurc4qraWm0YK3wf2PD61WS3x8PPHx8Vx55ZU0NDSQnZ1NRkYGqampVFc7B8iueKtMzNCdw2R3/eWjtraWs2czGDlyhNt1E0KIbuHhC+HjlOViNquSuO3iYLssE8rOQr3zkJYhxW5TuuAPhG74nVVfriznj7R9jFqrBNeeAco0eZ4BrZfmMg8/5Vi1RllULdfqprHzF5epla74eqPyoKInuuXbbEqrvalWWRt8lAcj8qBADCESVItBIS4ujvnz5zvtv7ilWrineWx1y9bq4SFGfrRgBNePj0SjvrQ/lB4eHiQlJZGUlMRVV13FsWPH2LVrFyUlJW6dr1e13cr91prveO7pWAKM+kuqoxBCdBu1BvyilCVurnN5bWlTy+iZ1i2lZRlgNfV+fUXvslmUOdLr3PsbeEk0+qZx795NgbarxVs5Rq1VguTG6qZ1c+Bc3bTdtM9c63wfv2gYdQOMuhGiZyhBvxCDmHT/FoNaX3cFGcjsdjs3/n0XdSZLtwXT7bHZbJw5c4Zdu3Zx7ty5Ll/HYlez3WMmf79/OuOj/LuvgkII0dusFqg8ByXpFwXdTa3b1kallVeI/sw7DJKvh9E3QuxcJbeBEN2sr7/zS1AtBrW+/gUb6AqrGgj2NvRoMO3KuXPn2L17N2lpaV06f4cpnhxVKM/fOJp7psfINFtCiMHLalGCa0uj0qrdat2ozE3eat3YIrma6aIkbBe/bjrGXK9sm+qUVklz/YVtCepFZ3gGQvJiGH0TxM9XxsAPdpZGpYXf4NP93e/tdiW5YlGqkmyx8ISy1JUpCQAjJkLkRIiYAGFjB/V89339nV8eFQkh2hTm69En942JiSEmJobi4mL27NnD0aNHsVqtbp8/XFPKWXMwz/37OAezy/nfJePw1EvyMiHEIKTRKove2Pv3ttuVoNtUC+a6pkC77sK2qUbp0lxdqIyXbrmuLRpYAbnWAwKHQ3AiBDUtftHK+yjPbpGkLhsqc5Qu3cJZfRkc/lBZDH6QtEjpIp64QEke15bmKcxMtRf9f6tVxo8bvJWgVe+jrLWGSx/TbbVc6OreWN20VClLQ9O6sfqi7Urn/Y4hHCrwCb8wFMQvSvk/1LztG6VMBdhWvU21UJTWOnguPA4NFa6PrylQyo981HR7DYQktQi0J0L42L757BiEpKVaDGp9/dRKdI+qqir27dvHgQMHaGzseD6YUpsn35kTqbErDwWSw334x31TiA+WPxxCCNEv2KzKVGY1hcpSXdA64LaalUDKbgOa1i5ft9hnsyqt8eYGsNQra3O9su1WkKtSpscKSoTgEU3B83AIGgG+w9wfF2yzKq2H5VlNwXZ26+3BmJDtUumMEDND+bdsfjhjqmmxXQt0ImRRa5XgumWg7Qi8m9Y2y0XBcnXrxVzXY2+3TVrP1kG3V5CSzLDwhJLYsDM/A3eo1BA8snWgHRivZKfvr9PctaGvv/NLUC0Gtb7+BRPdq6GhgYMHD7Jnzx5qamraPdZk17DTHM85WwAAPgYtr9w+gUVjw3ujqkIIIfoTq+VCoG2pV4Lt5m7tVhN4BUNggjL9Vk+zWZUWzebM4PUVF7YbWmxfXNZYDXarcr7d/d5bQnSaSq0E1t5hSuu607rF3PNaQ1/XFuj77/zS/VsIMWB4eHgwZ84cJk2axJo1azh9+nSbx+pVVq7Up3PcEsZBSxTVjRae+Oggj12WwM+vSUKrkUykQggxZGi0oGlqsexrao3SzdcrsOvXaG6hbw6wbVal5dXVPqtZ6Sbd3HW6uQXYsV3bomW4xXE2q9I12OB9oXVX79302tjUAuzdYl9Tt+tzeyB1LaRvVnoOiIHHbrvQi6Qgpf1jPQPAJ+JCwB0zE6Ys7ZVq9icSVAshBhwvLy/uuusudu/ezebNm2mvw81YbSEh6lq2mYZTh563tmdwJKeCv989idA+GjMuhBBCXBKV6sJc1P1NQCxMuEtpWT+zEVK/hDPfup56Swx8zT0pilKV11aTBNVCCNFZNY0Wtp8u5rpxEb16X7Vazdy5c4mKimLVqlXtdgcPU9dwo+EE28wJnLf58X1mGdf9bQf/de0obpk0DHUvZzcXQgghBj2DD4y9VVnM9UrL9ckv4dQ3yhhm0b18h0HYGGXxj1Gm38s/orQ0m9ofMtetvIfmMDsJqoUQXVLTaOH93Vm8vSODijozX/9oLmMi/Xq9HnFxcTzxxBN88cUXZGZmtnmch8rC1brTHLVGctQSSUmNiZ/96yif7MvmpZvGMnZY79ddCCGEGBJ0njDqemWxNELGNji5FtLWKxnBBwq1Djx8mxKf+SpLy9dtlem8lMR8lTlQmdtiyVGS2tnM7tdB5wWho5sC6LFN69FKN2xXbDZlnvvzR+H8ESXQPn9UyWzeE3zCeua6/ZwkKhODWl8nLRiMqhvMfLAn2xFMN7tmTBhv3j+1z+pls9nYunUr27dv7/DYfKsveyyxVNsNgAqVCu6aFsP/uyaJQOPAnDMzv6Kefx3I5Xh+JXFBXjw0J55I/3amJxFCCCH6mtUC2Tshe4/ShVjvpWQC1xtbbHspgaTeu8W2UVnrvJoyhjdn7W4x/ZXTviqlxbZ5n1rbIghuubSzryeSctlsSsb75iC7ZdBdVwbGoAvBc+hoCIh3PxN9e/csy2gKsg83Bdwp0Fh56e/n5rdgwp2Xfp1O6uvv/BJUi0Gtr3/BBqN739nLrvRSl2XrfzSP0ZG+vVyj1tLT01m9ejV1dR1PhdFo11Bm86LM7kWZzQuT3pdHr5rAvbPi0QyQLuHH8yp5e0cG61LOY7Vd+DgPMur59LGZjAzrB0l5hBBCCNG/2e1N09y1nFO+oMWUdy3Wloa2r/PAl5Awv/fq3aSvv/NL929xSQoKCti0aRMHDhzgwIEDHD58mLq6OmJjY8nKyurr6oke8OCsuDaD6r9tPsM/75/SyzVqLTExkccff5xVq1aRk5PT7rEGlZUITTURXOgCdWZjCv+1xZuk+GjGJsYQHh5OeHg4Hh79J6mZzWZn6+ki3t6eyZ4M1/8WpbUmHvvgAGt/MBc/T10v11AIIYQQA4pKBd4hyhI+ru3j7HZl6jdH4H3ROiCut2rcr0hQLS7JypUreeaZZ/q6GqIXXTU6jNERvqSed04y8p8TBaTmV/V5a7Wfnx9Lly7lP//5D/v37+/UuRqVHaO1mtz0VHLTUx37/f39iYiIICoqipiYGCIiItBqe/cjtMFsZc3hPN7ZmUl6UcdJR7JK63j2syO8/cBUScYmhBBCiEunUinjtz0DIDS5r2vTb0hQLS6Jr68vCxYsYOrUqUyZMoX8/Hx+8pOf9HW1RA9SqVT8ZOEIHvvwoMvyvm6ttlgsnDlzhpSUFMc81iqVqt1pt9xRUVFBRUUFJ0+eBECj0RAZGUlMTAzR0dFER0djNBovuf6ulNWa+GhvNh/syaKkxtSpczenFfG3LWf4ycKRPVI3IYQQQoihToJqcUkefvhhHn74YcfrVatW9WFtRG/pqLX6WG4l46J6P5v2iRMnWLduHfX19U5lISEhFBcXd9u9rFYrOTk5rbqYBwUFOQLs6OhogoODUV9CMpHMklre3ZnBqoO5NJhtXb7Oq5vOMG6YHwtGDc2MnEIIIYQQPUmCaiFEp6lUKn68cASPt9FafcPfdzIqwpfZw4OYkxjE9PggvA09/3Hj7+/vMqC22+2MHz8etVrNwYMHKSvrmek7SktLKS0t5ciRIwB4eHgQHR1NVFQUwcHBBAcHExgYiE6nw263U2eyUt1goarBTHWDmaoGC1X1ZqoblLm/vz1ZSHelkvzJZ0f48gdziQ/umdZ0IYQQQoihSoLqfs5qtXLixAn279/PgQMH2L9/PykpKZjNylRG8+fPZ+vWrV26tslk4rPPPuPTTz/lxIkTFBYWEhAQQHx8PLfccgtLly4lODi4G9+NGEyubqe1GuDk+SpOnq/i3Z2ZaNUqJkT7M3t4ELOHBzM51h+DVtPtdYqMjCQ4OJiSkhKnsuPHj/Pkk08yZ84c6uvrKSwspKCggIKCAnLy8ikpLkZF906G0NDQwJkzZzhz5oxjnx2ow0CFzYMKmweVdg+q7B5U2jypRwt0bezztLgAbp4Uxf9+nUqtyepUXt1g4bEPDrDm6TkYe+EBhxBCCCHEUCHfrPqxNWvWcO+997o1NVBnpaWlcc8993D48OFW+5uDjD179vDKK6+wfPlyrrvuum6/vxj4Omqtbslis3Mwu5yD2eW8tiUdg1bNtLhAZicGMTcxmPFR/t1Wp/Hjx7NlyxanssLCQgoLCwkLC8PT05O4uDji4uIu1NFiYdPhdD7YfBRzTRmBqjoC1XUYVM4B6iXVETDSiFHdyDB16/kgTXYNlXYl0K60eVBh96TU5kUdelwF22oVXDs2gkfmxTMpJgCAQKOeJz5y/W9ypqiG/7fqKK/fMxmVShKXCSGEEEJ0Bwmq+7GKiooeCahzc3NZsGAB+fn5gBKIXHbZZSQmJlJUVMSmTZuor6+nqKiIJUuW8M0337BgwYJur4cY+DpqrW5Lo8XGzvQSdqaX8HXkeb7+0bxuq1NbQTVASkoKV111lcsyrVbLomnJLJg8kvd3Z/HqpjPUNJoxYiJQXUeQuo5QVQ0h6hp0qq6Pb26PXmUlRFVLCLXQoiG/3q6lzOZFqd1Iqc2LWq0P109JZNm8BKIDvVpdY9HYcJ6+Yjivf3fW5T3WHyvgze0ZPDF/eI+8ByGEEEKIoUaC6gEgLCyMadOmOZYNGzbw17/+tcvXu/feex0BdWxsLF9++SXjx493lJeUlHDXXXexefNmzGYzd9xxB2fPnsXf3/9S34oYZFQqFS/fNp7b/rm7y4m05iR27xADf39/YmNjyc7OdipLSUlhwYIF7SYP02nUPDIvgRsnRvKHb07xxaFcam0GcmxKS7AKOwGqOkLVNY7FW9W5jNyd5amyMExTxTAuPLzwTDvFd5URREQoS2RkJAEBAahUKp69KoljeVVsP+06MdvL/0ljTKQv80aE9Gi9hRBCCCGGAgmq+7FFixaRnZ1NTExMq/379u3r8jXXr1/P9u3bAdDr9Xz11VeMG9d6gvfg4GDWrl3L+PHjycjIoKysjJdffpnf/e53Xb6vGLzGDvNjw08u450dmWw7Xcy5ss71rpg9PKjb6zR+/HiXQXV1dTVZWVkkJCR0eI1QHw/+dMcE7pkRwx83nGJvZil2O9hRUWY3UmY1kmZVsml7YWoKsKsJVdcQqKqjp6eFrq+vJyMjg4yMDMc+g8HgCLB/NDmcvGI1Z8udH3bY7PDDTw/z1Q/mOrV0CyGEEEKIzpGguh8LDw/v9mu+/vrrju0HH3zQKaBuZjQaeemll7jvvvsAePPNN3nppZfQauW/jHAWG2TkN0vGApBTVsfusyXsPlvKrvRSSmoa2zxPq1YxPT6w2+szevRo1q9fj9XqPB766NGjbgXVzabEBvDpYzOpqDORW17P+coGCirrKahqaNpuULYrPMkyK+9Fi5VgdS2hqhqC1bX4qRrwUTWiVnVvIrSLNTY2kpWVRVZWFgDzgMkGPUU2b4psRopt3pTZvbChpqLOzBMfHeSLJ2fjoev+pHFCCCGEEEOFREhDSE1NDZs3b3a8fuihh9o9/rbbbuPJJ5+kurqasrIytm/fzpVXXtnT1RQDXHSgF3cGxnDntBjsdjtnimrYla4E2XszSqlusDiOnRTjj5fevY+hP244hR07D86OI9THo91jPT09SUpKIjU11ans5MmTLF68GL1e36n35e+lx99Lz9hhruffttvtVDVYKHQE2/UUVDZSVN2ARq3CW6/GSAM6cx2qxips9dU01FRQW1mOqbGhU3XpDKPKRLymjHiNMo2Y1a6ixG6k2GakuMCb5z7T8sd7Z0riMiGEEEKILpKgegjZvXs3jY1Kq6HRaGTatGntHm8wGJg5cybffvstAFu2bJGgWnSKSqViZJgPI8N8eGhOPBarjeP5VexKL2HP2VJmJ7rX9bu81sQ7OzNoMNt4e0cmt0waxiPzEkgM9W7znAkTJrgMqk0mE2lpaa3yCHQHlUqFn6cOP08dI8N8OnVubW0tpaWllJSUOJbi4mLKy8u7tY4AGpWdMFUNYeoaoBDSz/Lb3+8gaXgc8fHxjB07Fk9Pz26/rxBCCCHEYCVB9RBy8uRJx/a4cePc6so9efJkR1Dd8nwhukKrUTMx2p+J0f48fUWi2+d9uDfbkQjNZLGxcn8OK/fnsHBUGD9ZOMJl63FiYiKenp7U19c7laWkpHR7UH0pjEYjRqPRKX9CfX0958+fdyz5+fmUlZV1+/2tjXWkpqaSmprKhg0bGDduHNOnTyciIqLb7yWEEEIIMdhIUD2EnDp1yrEdGxvr1jktv+SnpaV1e52E6EiD2cr7u7Nclm06WcjWU0X8781juXNa64BUo9EwduxY9u/f73Te2bNnqampwdu77Zbu/sDT05OEhIRWY8AbGhooKCggPz/fEWyXlJR02z0tFguHDx/m8OHDREVFMW3aNEaPHo1Op+u2ewghhBBCDCYSVA8hpaWlju2wsDC3zmmZLM1VC1lOTg6TJk1yvDaZTI79wcEXpkq6++67ee211zpd55aKioooLnY9RVBb0tPTL+meou99cSiX0tq2p6yy2Oz81+pj+HnqWTS2dXK/CRMmuAyq7XY7x44dY9asWd1e386w2WzU1dWh0Wjc6nJdV1fH8ePH0ev1BAQEEBYWxowZM1CpVFRWVlJaWkphYSF5eXnd0nU8NzeX3NxcNmzYwOTJk5kyZQoBAQGXfF0hhBBCiMFEguohpKamxrHt7pjJlse1PL+Z1WptFaw3s9lsrfZXV1d3pqouvfHGG7z44ouXfB0xsHx+ILfDY+x2+PHKw3zy6AymxF7IJj5s2DACAwNdPhBKSUnpsaDabrfT0NBATU0NtbW1VFVVUV1d7Vi33LbZbCxYsIB58+Z1eN2KigrWr1/f4XF+fn4kJyfj5eWF1WqloqKC/Px8zGZzl95PXV0dO3fuZOfOnYwcOZJp06YxfPjwduf7FkIIIYQYKiSoHkIaGi5kGHY387HBYHBsuxqbGhcXh93es9MEiaHt40dmsPL7c7y3M5P8yrazZDdabCx7/wCrnpjtSGCmUqmYMGEC3333ndPx58+fZ+3atQwfPpyxY8d2WI+WgXJzsNxyffE+V9N5taWqqsqt45oTDXaksrKSyspKx2utVktkZCSBgYFotVr2nT5PbUUJvmr3rtfS6dOnOX36NAEBAUybNo2JEyfi5SVzXQshhBBi6JKgegjx8LgwDVFzN+2OtPwSLxmBRV/wNmh5ZF4CD86O4+uU87y5PYOT510HoRV1Zh5873v+/dRsQn2V/+/jx493GVQDHD58mPPnz7sVVBcUFPDmm292/Y20w92eHO7+3l7MYrFw7tw5zp07B4AGMOi8yDQF0GDXocFKlKYSL5Wl/Qu1UF5ezsaNG9myZQtjx45l5syZrYaLCCGEEEIMFRJUDyEtkzK5anV2peVxfZ3U6amnnuL222/v1Dnp6eksWbKkZyokepVOo2bJpGHcNDGSP397mte2uB4vn1dRz9Ll+/ns8Zn4eOgICAggJibGEVBezN1eG13tOu0Od4Nqd1uq3WGw1hGvqXO8NtnVbDfFM0JTQoTG/eEaFouFI0eOcOTIEeLi4pg5cyYjR46UruFCCCGEGDIkqB5CgoIuzAlcWFjo1jkFBQWO7cDAwHaO7HmhoaGEhoa6LFuxYgUrVqxw2l9bW9vDtRK9TaVS8exVIymobOBfB12Pt049X8VTHx/i3QenodeqGT9+fJtBtbtZrXsyqO7u7t9dUW/XkWELJsMWjL+lniRNEYmaEnQqm9vXyMrKIisri8DAQGbMmMHEiRNbDSERQgghhBiMJKgeQpKSkhzb2dnZbp3TMhBJTk7u9jp1l6ysLLZt29bX1RC9RKVS8btbxlFU3ci2064zwu84U8J/rU7hT7dPYMyYMWzYsMFlYNwfguqamhpsNluHrbt6vZ7g4GAaGxsxmUzdGmQX2y/0RKmwe7LPEstBSxTDNaWMNxRjtNW1Ot5uh2K7kTKbF4HqOkJUtahUSllZWRnffPMNW7ZsYcqUKUyfPh1/f/9uq6sQQgghRH8iQfUQMmrUKMf2sWPHsFgsaLXt/xc4dOiQy/P7m7i4OObPn++0v7a2lgMHDvRBjURP02nUvHHvZO56ay/H8ipdHrP6UB4Rfh78v2uSWbBgAf/5z3+cr9MLQbWHhwc+Pj74+vri4+PTart5rWqOSNsxYcIEJkyY4Hhts9kwm82OALuxsZGqqipyc3PJyckhPz8fi8W9cdKVKl+nfRY0nLKGcqouhGTvRu6IbSQn4ww2m53vzImcs12YXitAVcdEbR4x6gpHcN3Y2Mju3bvZs2cPo0aNYubMmURHR7v1XoUQQgghBgoJqoeQ2bNnYzAYaGxsdASbM2fObPP4xsZG9u7d63h95ZVX9kY1u2Tp0qUsXbrUaf+JEyfcSkIlBiajQct7S6dxyz92kVPmOk/A69+dJdzPk/tnziQoKIgTJ05QVVWF2WzGbDa7Pe/yxUG1wWDAaDTi7e2Nt7d3u9vuBu6dpVarMRgMGAwGfHx8AGUaseYHYBaLhcLCQnJychxLW13Nf3HbXH68NqONOcFVpNV48NcMH56fFcXRvdsJt1ZRY9dTZvcCVJTbvfjOPIIgVS0TtXlEqSsdwbXdbic1NZXU1FQiIyOZNWsWo0ePRqPR9MBPRQghhBCid0lQPYR4e3uzYMECxzy3K1asaDeoXr16tSOBUkBAAJdddlmv1FOIzgjxMfD+Q9O59R+7Ka9z3Zr8/NrjhPoYuGbMCEaMGNGl+yQmJvLII4/0eKDcnbRaLcOGDWPYsGGO3/XKykpHS3ZOTg7nz59Hp9Mxe2w8qyLDuf/dfeSWu35AUVlv5pudJximtjBaW8RobRFlNk/SrcGctoZgQUOp3chm80hCVDVM0uYRoa6iZcN0fn4+X3zxBRs3bmTGjBlMnz7d7WRxQgghhBD9kQTVQ8xTTz3lCKqXL1/OD3/4Q8aMGeN0XF1dHb/+9a8drx9//PEOu4r3JUlUNrQlhHjz7tJp3PP2XhrMzom1bHb40aeH+eTRGUyJ7VrCPV9fX3x9nbtIDzR+fn74+fk5fu/NZjPl5eWo1Wrig4188eRsHnj3e04VOmcA98REhKp1V/tAdT3T1TmM1RZwyDKMs9Zg7Kgotnuz0ZxEmKqKSbo8wtU1rc6rrq5m06ZNHDhwgOuvv57ExMSee9NCCCGEED1I5jwZYhYvXsy8efMAZc7b66+/nmPHjrU6prS0lCVLlpCerkxZFBgYyC9+8Yter2tnNCcqu3iR8dRDx+SYAP5+92TUbQzXbbTYWPb+Ac4W17g+YIjS6XStsuqH+Xrw+eOzmBrr3C0+QVPa5s/XS2Vmri6LG/QniFBfCLwL7b78xzSKDaaRFNmMTudVVFTw0Ucf8cUXX1BTI/82QgghhBh4+m/TowDguuuuIz8/v9W+ltNcHThwgIkTJzqdt379eiIjI11e85NPPmH69OmcP3+erKwsJk6cyPz580lISKC4uJhNmzZRV6dk+tVqtXz++ef9PnOvJCoTAAtHh/GbJWN57t/HXZZ76jRYbfZertXA4+el48NlM3j6k0NsSStq2mtnhKakw3MD1fVcoz9NrtWPA5YoKuxeAJy3+XHe5EeUuoKJ2jyC1a2ziR87dowzZ85w9dVXM2nSJElmJoQQQogBQ2W32+UbZj8WFxfn9vRXLWVmZhIXF9dmeVpaGnfffTdHjhxp85iQkBCWL1/O4sWLO33//uLiRGXHjx932d1dDC5/2niK17akt9qXHO7D8oemEeHn2Ue1GnjMVhu/+CKF1YfyMNLITYYT6FVWt8+32eGMNYQjlmHU03oMeoy6nInaPALVzuO34+LiuP766wkODr7k9yCEEEKIwa+vv/NL9+8hKjk5mX379vH++++zaNEioqOj0ev1hIaGMnPmTP7whz+Qmpo6oANqMXQ9e9VIbpsS5Xg9KyGIz5+YJQF1J+k0av542wQenRdPLQY+a5zAdlMC+VZf3Hkcq1ZBkraYWwwpjNfko+VCQH7OFsBXpjGkWkKdzsvKyuIf//gH27Ztc3tKMCGEEEKIviIt1WJQ6+unVqLvmK02Hnn/AL6eOv54+3gMWpm+qavsdjtvbs/g99+kOfYZaWS0tpBkTREalXt/RmrtOg5bojhrDcJOc/duO0v0x/FXN7g8Jzg4mBtuuIHY2NhLfRtCCCGEGKT6+ju/BNViUGgv+3fLMdUSVA8tDWYreo0adVvZtUSnfL4/h/9anULLYeneqgamaHOJ15S7fZ0ymyf7LdGct/kBME6TzxRdXrvnTJkyhYULF+LpKb0NhBBCCNFaXwfVkqhMDArN2b+FaMlDJ63T3emOadH4e+n4waeHMVmUqctq7B5sMyeSaqlhmu4coeqOp7FrmcxsjzmWQrsv0H5QffDgQU6dOsWiRYsYPXo0jY2N1NfXu72YTKYO6+XqGbNKpUKr1XZ6UavV2O12xzWbt1survar1Wo0Go1j7e7i6emJn58fBoOhw/cphBBCiO4lQbUYFCT7t+gOWSW1xAU7T/skLrh6TDgfPDydR98/QHXjhfHOxXZv1ptGEasuZ4o2F191Y4fXitJUcr06lU2WZCJj4sg/l9Xu8TU1NaxatepS38Kg5uXlhb+/f5uLXq/v6yoKIYQQg450/xaDWl93BREDx3dpRTzywQF+eGUiP14wQqZ06kBaQRUPL99PfqXzWGg1NpI1RUzQ5mNwI1u4TefJk0/9gIKs02zcuJH6eueM4KJ7eHh44OPjQ0hICP7+/hgMBmw2G3a73Wnd1j673Y5Op8PT07PdBaCxsbHV0vI6iYmJHdbXbrdz5MgRAgMDGTZsGFqttAUIIYRw1tff+eWvkxBiyDt5vooffHIIq83Oq5vOkFlSyx9uHS/dx9uRHO7LmqfnsOz9AxzLq2xVZkNNqjWcdGswE7T5jNYWocL181uNRsOD99xBRICRiIBJjBgxgg0bNnDs2LHeeBtDTkNDAw0NDRQXF/d1VXjmmWfw9fXt8AHW2rVrAdBqtcTGxhIfH098fDwRERGo1TKJiRBCiL4nQbUQYkgrqm5g2Yr91JoutKiuPZJPbnk9b90/hSDvoTtGdcWuTA6dq+CxyxIYO8zPqTzU14PPHp/Jj1ce4dvUQqdyE1r2W2JIs4ZypW8RAY2tj1Gr1dxxxx3Ex8c79nl7e3PrrbcyYcIE1q1bR0VFRbe/L9E//OUvf0Gv1xMUFERQUBDBwcGO7aCgIAwGAyqVCpVKhd1ux2KxcPbsWc6ePQuAwWAgLi6OhIQE4uPjCQkJkR4mQggh+oR0/xaDWl93BRH9W73Jyl1v7eFobqXL8uhAT5YvnUZiqE8v16zvma025r/8naN799zEYB6fn8DcxGCnwMVqs/O79Sd5d2dmu9cc42viGr8CyoqV4PrWW29l3LhxbR5vMpnYtm0bu3fvdplETAxuPj4+BAcHk5WV5da/v9FodLRiJyQkEBAQ0Au1FEII0R/09Xd+CarFoCBTaomu+Da1kMc+PEB7n4I+Hlr+ce8U5o4I7r2K9QP/PpzLM58dddo/OsKXV24fz5hI55brD/Zk8cKXJ1pNuXUxPw8Vjw0rYubkcUyZMsWtuhQUFLBu3Tpyc3NdlqtUqg7H9+r1eqeHAe60atpsNqxWKxaLxa2loaGB2tpaLBaL49zmxWaz4eHhQXh4uOPezS2xza/tdjtWq5W6ujqKiorc+vkI1/z9/YmPjycuLo7Y2Fj8/f37ukpCCCF6SF8H1dL9WwwKMqWW6IqrRofxj3un8JPPDtNgtrk8prrBwoPLv+c3N43lnhkxvVzDvmG323lzW4bLsvSiGkJ8XHeJf2BWHNEBXvzgk0OtutO3VNlg5y+ZIfxuUijuhdQQHh7OsmXLyM/Pp7KyEoPB4BQw99XY2vLycrKyssjOziYrK6vD7uo+Pj4sXbq0w+tWVlbyl7/8pXsqOURVVFRw+PBhDh8+DChBdlxcnGORIFsIIUR3kaBaDAoypZboqkVjw/ncfxaPvH+AomrX00BZbXb+59/HyCyp4b+uHYVGPbjHbW4/U0JaQbXLslunDCPUx6PNc69IDuXzJ2axbMUBCqqcM4MDWGzw81UpHD5XwfAQI3qtGp2meVFhaPVajV6rRq9Ro9P64BXqT6C3Hh+DttfHz9rtdkcQ3RxIV1a6HjrQlqqqKreO8/b2dowl7gnJycnU19djs9lQq9WoVCrHunm7oaGBc+fO9cj9+0JFRQVHjhzhyJEjgBJkP/LII3h7e/dtxYQQQgx4ElSLQWHp0qUuW38u7goihCvjo/xZ+4M5PLziACfPtx30vL0jk70ZZVwzJozLk0IZHeGLehAG2G9uO+tyv0oFj8xL6PD8MZF+rHl6Dg+v2E9qOz/PT7/vOGBTYSdBXcpZWxBw4Wet16oJNuoJ8jYQ7N28VraDm7aDmrYDjfouPQix2+2Ulpa2aomurnb9sMFdjY2NNDQ04OHR9oMJULKi+/r6thu0Nx/j5+eHt7c3BoMBDw+PVuu2tjWajjPbV1ZWcuzYMUfG8Pr6ehoaGmhsbESj0ThdW6fTteox0NyV3Wq1YjabaWhooKysjNLSUurq6tz/ofUQs9mM0Sjz0gshhLh0ElQLIQQQ4efJqidm8aNPD7M5re2xrMfyKjmWV8kfN54m2NvA/JEhXJ4UwrwRwfh76Xuxxj3jWG4lu8+Wuiy7alQYw0Pca9UL9/PgX0/M4oefHmZLOz/P9tmZo8skUVNKqKWGvZZY7E2BtcliI7+yweU82RdTqSDIaGB4iJGkcB9lCfNhZLgPvh46p+PNZjMffvghJSUlPRL8VVdXdxhUg9Lt3Wg0OgLnixej0dij3d79/PyYO3duj1y7rq6O0tJSSktLKSkpcazLysqwWjue27w7DBs2rFfuI4QQYvCToFoIIZoYDVreemCqW5msAUpqGvniUC5fHMpFrYJJMQFcPjKE+UkhjBvmNyCn93lzu+tWaoDH5w/v1LWMBi1vPzCV36xLZcXurE7WxM4M7TkSNUqAn6QtRqeyssMcj53OBZJ2O1TU1HG6tpx9mZ60bPGO9PNgZMtAO8yH4SFGioqKaGjoOGDvisrKSkJCQjo87u677+6R+/cHXl5eeHl5ER0d3Wq/zWajsrKyVaCdm5tLQUFBt9fh9OnT/PnPfyYmJoaYmBiio6MJCwtzasW3Wq3s27ePcePG4eMz9GYCEEII0THJ/i0Gtb7OBCgGro/2ZvP8lyewtpfKug3B3nq+/5+FHXYN33GmGLPVhtlqx2K1Y7E1b9uwA8NDvJkU449O0ztJuM6V1nH5H79zmb17WlwA/3pidpevvXxXJi+tS20303pLk7W5jNeed66j1Z9t5uFYUaPBiqfKggdmPFVmPFxuW/BQKWuAzxsmUEf7PQrUKljimYavretdvYOCgggICMDPzw9fX1/H4ufnh7+/P1qtPNPujLq6OjIzM8nMzCQjI4OysrIeuY9erycqKoqkpCQmTZqEXq8nLS2NlStXolarSUpKYurUqcTHx/dZcjwhhBDO+vo7v/xVF4NCe1NqCdEV982MJSbQi6c/PkR1o6VT5142IsStsdYPLd+PpYOgPcLPg2Vz47lregzehp79yH5nZ0ab02E9dlnnWqkv9tCceKICvPjRp4epN7ffvXes5rzLgBogRlPB7eqjaLChU7nO2N4eX3UDdbb2g2qbHYrNOnw7HnbsEBoa6sgqHRsbK2N1u5mXlxdjxoxxfEGqrKwkIyPDEWTX1NR0y31MJhMZGRlkZGSwa9cuFi5cSEpKCqC0op88eZKTJ08SEBDAlClTmDRpkvxbCyGE6N9BdW1tLZs2bWL79u3s27ePwsJCysvLqa6uxtfXl8DAQMLDw5k5cybz5s1jwYIFeHp69nW1RR+QKbVET7hsZAirn5rNc2uO832m+y1j85M67toLoNWoOgyqz1c28NuvT/LXzWe4d0YsD8+JI9S34/G4nVVWa+LzAzkuy4aHGFmQHHrJ97hqdBj/+ck83tqewZFzFZxoI4lZvdoLq12FRuX6Z+Oh6txDjpZ8VQ0U4NvhcdX2tn/GdkBrDCApMYFxyYnExMRIYNXL/Pz8mDRpEpMmTcJut1NSUuIIsLOysrql635VVRWrV692WVZeXs6mTZvYsmULo0ePZurUqcTGxg7IIR9CCCEuXb/s/l1VVcWrr77K3/72N8rLyx37XVW15R+w4OBgnnnmGX74wx/KF5whpr2W6pZTakn3b9EVdrud9KIatp4q5rtTRezPKsNsdf3RqVbBwV9eRYCx46Rl457f0OlWcL1GzZJJkTx2WQKJod03vvPVTad5ddMZl2Uv3zqeO6ZFuyzrKqvNzsSXNlLd4Pz+f7xgBEsSdXz66aeYTKZuve9xSzgHLB2/lwR1CZfplXH1NjuU2b0osPlQ2LSYmp5JT4j258YJkdwwPqJHHnaIzrPZbJw/f55z5845lt7otRQcHMzEiRNJTk4mODi4x+8nhBDigr7u/t3vguozZ85w/fXXk56e7giiO5qrs2W5SqVi1KhRrFu3jri4uN6osujH+voXTAxONY0WdqeXsPV0MdtOFZNXUe8omxTjz7+fmuPWdSa9tJHyOnOX67FwVCiPzx/O1NiAS2ohqzdZmf37zS7rEupjYMcvrsCg7URfaDc98v5+Np10zgw+MyGQlY/NIjc3l48++qhbE4ZVGkLZ1DC8w4cZ3qpGhqkrqbIbKLEZMXfQsUulglkJQdw4IZJrx0bg5+WcVVz0jeb5xZsD7JycHIqLi3v0nkFBQSQlJZGUlER0dLSMvxZCiB7W19/5+1X379OnTzNr1iwqKipa7TcYDEyaNImkpCTHfJzV1dVUVlaSlpbGkSNHaGxsdByfmprKjBkz2LdvnwTWQohu523QcvWYcK4eE96qFXvr6SLmJrrX9RtAe4kJyDadLGLTySImxfjz+GUJXDU6vEvzMa86mNNmcP/QnPgeCagBZiYEuQyqD52roMFsJSoqiqVLl/Lhhx92W0vjSH8Vf37ias5XNnCqoJpThdWcLqgmraCa9OIaTBZlnHaN3cApq/td3u122H22lN1nS/nV2uPMTAgixMeAQavBQ6d2e33x/4mW/5oXPzdRtSgN9tET7ush3Y9dUKlUBAYGEhgYyMSJEwEl8VlOTg45OTmcO3eOvLy8bp3Kq7S0lN27d7N79248PT0ZOXIkSUlJDB8+HIPB0G33EUII0T/0m5Zqq9XK7Nmz2b9/v6Plec6cOTz77LPccMMN7WZKNZvNrFmzhldffZU9e/a0On/79u3yJWMI6+unVkK057KXv6OougGdWo1Wo0KrUaNTK+uCqgZHgOeu+GAjy+bGc9uUKDx07gXCFquNK/+0jXNlzvMxexu07PqvK/Hz7JlW12O5ldzw950uy1Y+NpOZCUGAEqB88sknlJa6nj8bQKPRYDQaWy3e3t6ttpuzcV88ZVIzi9VGdlmdEmwXVHMkp4Jd6SUdjnvvL4b5ezJ7eBBzEoOZNTyIMOmO7jaLxcL58+c5fvw4+/fvx2brfBI8d2g0GuLj4x2t2L6+HY/vF0II0bG+/s7fb4Lqf/7znzz11FOoVCo0Gg2/+93v+NnPftbp6/zhD3/gl7/8peMP4ltvvcWyZcu6u7pigOjrXzAhuqq4upH3d2fx4d5sKuvd7yLupdew938W4OvRfiBsttpYdTCXHWeKWX/M9RzAj86L57nFoztV786w2uxMfHGjy67YzywcyY8XjnC8tlgsnDx5koqKCgwGQ6uA2Wg04uHRM6205bUm1h8/z5dH8vk+q8ztKcH6g+EhRuYkBjN7eBAzE4Lw9+p4nL+AkpISNm7cyOnTp3v0Ps0JVoUQQly6vv7O32+C6okTJ5KSkoJKpeJ3v/sdv/jFL7p8rT/84Q/893//NyqVikmTJrVKVCWGlr7+BRPiUtU2Wvhsfw7v7sxsNXa7LWG+Bvb9z8IOjyuubmTa/25qs1yrVrHjF1cQ4dezMyosW7GfzWnOXcBnJQTx6WMze/TenVVQ2cC6lHy+PJpPSm5lX1enU1QqGBPpy+zhSpA9LS4QYw9P0TbQpaens2HDhh4bf/3II48QFRXVI9cWQoihpq+/8/eLv6iHDx92BNRTp069pIAa4Be/+AWrV69m//79jmuPHz++m2orhBC9x2jQ8vDceO6fFcv6Y+d5c1sGqW1MRQXg00ELdbPqhvZbv2+aOKzHA2qAGQmBLoPqQ+fKabRYe2w8d1eE+3nwyLwEHpmXQGZJLV8eyefLo3mcLe75zNKXym6H43lVHM+r4q3tGWjVKiZG+zM1LpC4IC+iA72ICfQiws/jksf6DxaJiYnEx8dz8OBBvvvuO+rrO36o5S6j0UhkZGS3XU8IIUTf6hdB9a5duxzbzz77bLdc85lnnuGee+4BYMeOHRJUCyEGNJ1GzU0Th3HjhEh2pZfy5vaz7DhT4nScr4d7H+uuprJq6bHLErpUz85qHjd9sUaLjaM5lUyPD+yVenRWfLCRHy8cwY8WJJJ6voovj+az7uh5t3oT9AcWm50D2eUcyC5vtV+jVhHp70F0gBfRAV7EBHkRFeBJTKASeAcZ9UMqT4lGo2H69OmMGzeObdu28f3337s93lqtVrd5bFJSkmQEF0KIQaRfBNUHDx4ElD9A119/fbdc84YbbkCj0WCz2aT79xDQ3jzVQgwmKpWKuSOCmTsimBP5lby9PYOvUs5jbUqm5W5LdVU7LdVXJIWQFN59c2C3Z3SEL94GLTUuxlXvzSjtt0F1M5VKxZhIP8ZE+vGLa5I5dK6cHWdKKKpupNFipdFio9GsrBvaWDeabTRYrP1ivLbVZienrJ6csnrAOTGcl15DdIAXob4GfD10+Hpq8fXUNW3r8PPU4euhbbGtrPXagR1Aenp6smjRIqZOner2eGubzUZgYCDh4eGcO3eOmpoaR1lSUlJPVlcIIUQv6xdB9bFjxwAYO3YsRqOxW65pNBoZO3YsR48edVxfDF5ZWVls27atr6shRK8aE+nHq3dN4mfXJPHeziw+238On0tsqdZpVPz06t77wq/VqJkWF8B3p5zHre7LLAVGOJ/UT6nVKqbGBTI1rvMPAux2OyarjZYNm3bsLcovOr7Fdp3JwsGscnafLWXX2RIyerA7ep3JyqlCZSqyzvDQqfH10BET6MXYYX6MG+bHuCg/hod4d2kauL4SHBzMPffc4/Z467KyMqqqqrjqqqsYNmwYp06d4uzZsyQk9E5PECGEEL2jXwTV5eXlqFSqbp9TOi4ujqNHj1JWVtat1xX9T1xcHPPnz3faX1tbKz0VxKAXFeDFr28YzX9dm0xpbaNb56hVKqICPKlusFDdYMYOJAQbeW7xKMYO8+vZCl9kZkKQy6D6YHb/G1fdU1QqVZffp7dBy7XjIrh2XASgJFTbfbZEmTc7vYT8yoburGqXNJhtNJgbKapubNXl3FOnYUyk74ALtDsz3tpisfDNN98wfPhwbrrpJsn4LYQQg1C/CKorK5Usqv7+/t163ebrVVW1ndRHDA5Lly5l6dKlTvsvzgQoxGCm16rdTi62aGw4i8aGA0orqdVm77MEVTPaGFfdYLaRklvJtC60/A5l4X4e3DI5ilsmR2G328kurXO0Yu85W0pZramvq+hQb7Y6je0eKIF283jrsWPHsm7dOlJTU9s9/uzZs7zxxhssXryYcePGdXj92tpatm/fzlVXXYVW2y++rgkhhGhDv/iUbg6qfXy6dwyft7c3IEG1EEK0R6VSodX0XcAyNtIXo15DrcnqVLYvo1SC6kugUqmICzYSF2zknhkx2Gx2ThVWsyu9hJTcSs6V1ZFTVkdpPw+0g7313DE1mgdmxRHu59GHtXPm5eXF7bffzrFjx1i/fj0NDW33DGhoaOCLL74gLS2NxYsX4+Xl5fK4srIyPvroI8rKyqipqeHWW2+VxGZCCNGP9Yug2mq19mg2UavV+YuaEEKI/kGrUTMtPpCtLrqA780o4wdX9kGlBim1WsWoCF9GRfi22l/baCGnvK4pSVkd58rqyC2vawq666k39+3f0ZIaE29sPctb2zO4dlwED82JY3JMQJ/WqSWVSsX48eOJjY1l7dq1ZGRktHv8iRMnyM7O5qabbmLEiNZ5A/Lz8/n4448diTZPnDiBj48PixYt6rH6CyGEuDT9IqgWQggxtM2ID3IZVB/ILsNksQ347NH9ndGgJTncl+RwX6cyu91Oaa3J0aqdV1FPZb2ZqnoLVfVmqhrMVNWblX0NFirrzY5s9N3NYrPz1dF8vjqaz8Rofx6aE8d14yLQ9ZO5tf38/Ljvvvs4cOAAGzduxGJpe+q6mpoaPv74Y6ZMmcLVV1+NwWDgzJkzfP7555jNrbPz7927F19fX2bPnt3Tb0EIIUQXSFAthBCiz81McN3Fu8Fs41heBVNipQt4X1GpVAR7Gwj2NrjVOmy326kzWZuCbUtTAG7mfFUDJ/IqScmt5HRhNZZLDLyP5FTw45VH+L/1adw/K5a7p8cQaNRf0jW7g1qtZvr06SQkJPDvf/+bvLy8do8/ePAgGRkZ3HDDDXz11VdOAXWzjRs34uPj49Z4bCGEEL2rXwXV//73vzl+/Hi3Xe/MmTPddi0hhBA9Z+wwvzbHVe/NKJOgegBRqVQYDVqMBi0RbSSSbzBbOVVQzbG8So7lVnIsr+uBdkFVA69sOMXfNp/h5knDeGhOfK/Ns96e4OBgHn74YXbu3Mm2bduwtZwv7SLl5eV88MEHjB8/nrS0NEwm12Pc//3vf2M0GmVKLiGE6GdUdvvFs1/2PrVa3WNjqu12OyqVSsZVD1EXZ/8+fvw4Y8aM6cMaCSHa8sB737P9tHMX8Hkjgvlw2Yw+qJHoTQ1mK2lNgfbxSwy05yQG8dDseK5MDkXdD7KG5+fns3r1akpKSjo81s/Pj6qqKtr6emYwGHjooYcIDw/v7moKIcSA1dff+ftNS3U/iO2FEEL0oZkJgS6D6gNZ5Zittn4zblb0DA+dhonR/kyM9nfsq2m0sOpADit2Z5FVWuf2tXall7IrvZT4YCM/vyaJRWPDezQhakciIyN5/PHH2bx5M3v37m332MrKynbr2tjYyMcff8yyZcu6fSpSIYQQXdMvgurnn3++r6sghBCij82Id56vWqdRMXaYL6U1pn43lZLoed4GLUvnxPPArDi+O1XE8l1Z7EzvuLW3WWZJLU9+fIjLk0J48cYxxAYZe7C27dPpdCxatIikpCTWrFnjmE7UlY4aGqqrq/noo494+OGH25yWSwghRO/pF92/hbhUK1asYMWKFU77a2trOXDggOO1dP8Wov8yW21M+99NjAzzYWZ8IDMTgpgUE4CnXtPXVRP9yKmCalbszmT1oTwaLW2PU76YQavm6SsSeXx+AgZt3/6famho4JtvvuHo0aOXdJ2YmBjuv/9+dDpdN9VMCCEGpr7u/i1BtRgUXnjhBV588cUOj5OgWoj+Tbp5C3eV1Zr49PtzfLgnm4KqBrfPiw828pubxjJ3RHAP1s49aWlpfPXVV445qbti3Lhx3Hrrrd1YKyGEGHj6OqjuF92/hbhUcXFxzJ8/32n/xS3VQoj+TQJq4a5Ao56nr0jkscsS+OZ4Act3ZXL4XEWH52WW1HLfu/u4YUIkv1w8ijDfvhtWkJycTHR0NF9//TWpqaldusaxY8dITk6WB8ZCCNGHpKVaDGp9/dRKCCFE7zl8rpzlu7JYl5KPO0nDvQ1afnr1SO6fGYu2Dx/o2O12jh8/ztdff01Dg/ut7s28vLx46qmn8Pb27oHaCSFE/9fX3/kHfJNAY2MjO3fu5F//+hdffvklR44c6esqCSGEEKIPTIoJ4G93T+KrH85lUox/h8fXNFp48atUbnp9F4fPlfd8BdugUqkYN24cTz/9NCNGjOj0+XV1dXz99dcyk4oQQvSRARtU19bW8pOf/ITAwEDmz5/PXXfdxc0338yUKVOIjIzkb3/7Gzab+wlMhBBCCDE4jIn044snZvN/t4zDz7PjJF4n8qu45R+7+Z9/H6OiztQLNXTNx8eHe+65hxtvvBG9Xt+pc0+ePMnx48d7qGZCCCHa0y+CarvdTkJCAoGBgQQHB5OZmdnu8RUVFcyaNYvXXnuN+vr6Vk9m7XY7BQUFPPPMM9x5550SWAshhBBDkFqt4u7pMWz56XxumxLV4fF2O3yy7xwL/rSND/dmk1te1yctvyqVismTJ/PUU08RHx/fqXPXr19PdXV1D9VMCCFEW/pFUL1//36ysrKorKxk8uTJHf4RWbp0KcePH8dut6NSqQAlmL44uF69ejW///3ve7TuQgghhOi/grwN/PH2CXz++CySwnw6PL601sSv1hxn7h++Y/bvt/CDTw6xYlcmx/MqsVh770G9v78/999/P9deey1arXt5Zevr61m3bp10AxdCiF7WL4LqHTt2OLbvu+++do/dvn07X375JSqVCpVKRVhYGB9//DFlZWXU1dWxa9cuFixYACiB9e9+9zsqKyt7tP5CCCGE6N+mxwey7kdz+Z/rkvFyc+7z85UNrEs5zwtfpXL9azuZ8OJG7ntnH3/59jQ7zhRT02jp0Tqr1WpmzJjBk08+SVRUx63tAKdOnSIlJaVH6yWEEKK1fjGl1sGDBwHlj8eNN97Y7rFvvvkmoATMXl5efPfddyQlJTnKZ82axX/+8x8WLVrE5s2bqa+vZ9WqVSxbtqzn3oAQQogeY7PZSSuoZl9mKbWNFn5wZecTOQkBypRtj102nOvHR/LSV6n850RBp86vNVnZmV7CzvQSANQqGBXhy9TYAKbEBTI6wpfYIK9unxouKCiIhx9+mN27d/Pdd99htVrbPX7Tpk2MGzcOtbpftJ0IIcSg1y+C6tOnTwMwcuRI/P392zzOarXy1VdfObp8P/roo60C6mYajYa//OUvjB8/HoAtW7ZIUC2EEANIYZXSQrgvo5Tvs8qoqDMDyhRIT8wf3qfTH4mBL9Lfk3/eP4Xv0or49ZfHySmr79J1bHYlydmJ/Cre35MNgFatIjbIi8RQb8cyPERZjIauf+1Sq9XMnTuX6OhoVq5cSX1923Wurq7m0KFDTJ06tcv3E0II4b5+EVTn5OSgUqkYPXp0u8cdOnSImpoaQEnk0V5X8bFjx5KUlCTdoIQQYgDKLq3jN+tSnfbXNFo4kV/FhGj/3q+UGHSuSA5lY8J83tiazj+3ncVsvfSxyBabnbPFtZwtrmXDicJWZZF+HgxvEWgnhnqTEGzE30uPXuveg6LY2FgeeeQRPvroI8rL254GbN26dZSXl7NgwQJpsRZCiB7WL4Lq5kyVgYGB7R63d+9ex7afnx9Tpkxp9/jx48dz6tQpCgo6171LCCFE35oQ7YdBq6bR4pwYal9mqQTVott46jX89Ookbpkcxfu7s9iZXkJ6UU2P3Cu/soH8ygZ2nClxrodOg6+nFl8PHb6eOnw9tE1rnWO/n6fOsW/2dbfz/eZ1FBfkt3m/Xbt2UV5ezs0334xO1/HUYkIIIbqmXwTVzWODOpr+6sCBA8CF6SY6EhAQACDTSwghxABj0GqYEhvA7rOlTmV7M8p47LLhfVArMZjFBxt54cYxAJTXmjiYXc6B7HIOZpdxNLcSk4sHPN2p3myl3mylsKrR7XM0RDBXV0e8pqLNY1JTU0nLKSJkwhUE+vng56kjwEtPkLeeQKMBP08dGrWqG96BEEIMXf0iqPbz86O0tLTDFuXvv//ese1OUG02K2PwmsdgCyGEGDhmxAe5DKr3Z5ZhtdklEBA9JsCoZ+HoMBaODgOg0WLleF4VB7PL2J9VzsHscspqTX1cS7CiZps5kRp7LuO0bX+HslWXcGb7l3xrHkm13aNVmVoF/l56Ao16ApvX3he2g7z1BHjpCfU1EBXghfcljAsXQojBql98MsbGxlJSUsL+/ftbzT3dUkFBAadPn3aUzZ49u8PrlpQo3av8/Py6t8JCCCF63MwE10OCqhstpOZXMS5KPttF72juOTElNoDHLlNmIMksqVVasrPKOZBdRmZJLbY+mR5axUFLNDV2AzO02bT1rMlX3chi/Um2mBIpsl+Yr9tmh7Jak9sPCYKMeqIDvYhpsUQHehET5EW4r4c87BJCDEn9IqiePn06Bw8epLi4mDVr1nDzzTc7HbNy5UrsduWvlU6nY/78+R1e99ixY6hUKmJjY7u9zkIIIXrWhGh/9Fq1y263ezNKJagWfUalUpEQ4k1CiDd3TI0GoMFsJbu0jvSiGmUpVtYZxTUucwN0t1PWUGrsei7XnUWncn0/D5WFa/Sn2GFOIMvWfh6btpTWmiitNXEkp8KpTKdRMczfs1XQHebrgdGgxWjQ4G3QYjRoHWsvnQa1BOFCiEGgXwTVd911F//4xz8AePrppxkzZgwjR450lJ86dYr/+7//c7RSL1y40DFeui0FBQVkZWWhUqlITk7uucqLfmHFihWsWLHCaX9tbW3vV0YI0S08dBomx/izN6PMqWxfZimPXpbQB7USwjUPnYakcB+Swn1a7bfZ7ORV1F8ItotqOFusBN3NU8V1lzybP9+YklmgP4NR5fraGpWdy/Vn2Wm2kW4N7tb7m612skrryCqtc/sco17TKtBuDr7DfD0YFeHL6EhfksN98NL3i6+sQgjhUr/4hJo3bx6zZs1i7969FBQUMGnSJG688Ubi4+PJzMxk3bp11NXVObqGP/vssx1ec9WqVY7tmTNn9mT1RT+QlZXFtm3b+roaQohuNjMhqI2gWsZVi4FBrVYR3dRF+orkUMd+u91Oaa2JoqpGqhrMVNWbqWqwNK3NVNVbWuxv/bq60YK9ja7mZXYjXzeOYqH+DIHqtueynqXNotzmSand2N1vuVNqTVZqTVaKqttO0KZSKYnkRkX4Mrop0B4T4UuIj0Hy5ggh+oV+EVQDvPfee8yZM4fy8nLq6+v5/PPPHWUtx1nffvvtLFiwoMPrtWy1dKeruBjY4uLiXP4719bWOrLGCyEGnhnxQcAZp/3VDRaO5VUyUabWEgOUSqUi2NtAsLeh0+fabHZqTE0BeKvg+0JQXlkzHPOZXWhri1xeQ6Oyc7nuLF+ZRmPqP18HXbLbIaO4loziWr5OOe/YH+ytbxVoj47wJT7YiFYj83ILIXqXym5v61ln70tJSeGuu+4iLS3NZfmSJUv4+OOP8fT0bPc6mzdv5qqrrgIgISGB9PT0bq+rGBhOnDjB2LFjHa+PHz/OmDFj+rBGQojOaDBbGf/iRpfjqm+eNIy/3Dmx9yslxACRmprK6tWrsVgsbR4THBXPsMkLKK8zKwnL6kyU1ZgubNeaKK8ztdky3t94G7TMGxHMFcmhXJEUSohP5x9aCCEGnr7+zt+vHk2OHz+elJQU1q5dy8aNG8nNzUWlUpGYmMjNN9/sdotzSkoKd955J4BbrdpCiJ7zwgsv8OKLLzpef/rpp9x1113tnrN48WLWr1/veJ2ZmUlcXFxPVbFddXV1REREUFVVxdNPP83f//53t87bsWMHl112GQBffPEFt9xyS09Wc9Dy0GmY2sZ81WuP5PHjBSOIC+7b7qtC9Ednzpxp1euvLSW5mUwefY6b57Y9q4rFauN8ZQM5ZXWca7E0vy7v5rHhl6Km0cI3xwv45rgyxdiEKD+uTA7jyuRQxkT6SmI0IUSP6FdBNYBWq+XWW2/l1ltv7fI1nnnmmW6skRCiOy1fvrzdoDo/P58NGzb0Yo3a5+Xlxd13382bb77JJ598wp/+9CcMho5bPt577z0AQkJCuOGGG3q6moPa3dNjXAbVNjv8Y+tZ/nDb+D6olRD92/Dhw4mJieHcuXMdHvvtt98SFRVFTEyMy3KtRu0YF+4q9K5qMJNTVkdOWX2rwDunvI6qegu1jRbqzdZLfEddczS3kqO5lfxl02lCfQxckRTKFcmhzB0RLHNuCyG6jXyaCCF6RXBwMPX19WzatImcnByio6NdHvfBBx9gtVqJi4sjKyurdyvZhmXLlvHmm29SXl7OmjVrHD1h2lJTU8O//vUvAB544AF0Ol1vVHPQum5cBH/59jQZJc7Z/L84lMuPFo5gmH/7w4KEGGrUajU33XQT//jHP9rt/g1K7pp//etfPPHEExiNne/54euhY0ykH2Mi257mzmqzU2tSAuzaRgs1jdamddM+k9VRVlZr4nRhNSfPV1PT2H7dO6OoupHPDuTw2YEc9Bo1MxICuTI5lCuTQ4kNkh4vQoiuk6BaCNErjEYjixcv5v333+f999/nl7/8pcvjli9fDsDSpUt54YUXerGGbZs2bRrjxo3j2LFjvPfeex0G1Z9//rljOreHH364N6o4qGnUKp66IpGf/euoU5nFZufNbWd56aaxLs4UYmgLCgriqquu4ptvvunw2OrqalavXs29996LWt39ib40ahW+Hjp8Pdx/yGiz2ckpryM1v4rU81WO9fnKhkuuj8lqY8eZEnacKeHFr1KJDfJiUrQ/E5qW0RG+eOg0l3wfIcTQIOkRhRC95qGHHgKU7PyuciTu3LmT06dPk5CQ4BiP7MqpU6d45ZVXWLhwIcOHD8fT0xNfX18mTZrEL3/5S0pKSlye9+STT6JSqfD392+zFfyNN95ApVKh1WrZsWOHY/+yZcsAHC3t7Wnu+j1z5kxGjx4NwLlz53j99ddZvHgxI0eOxGg04u3tzejRo/nJT37SbhfNyy+/HJVKxQsvvIDZbOZPf/oTU6dOxd/fH5VKxdatW9utz2Bw08RIogJct0av3J9DUdWlf8kWYjCaNm0aUVFRbh179uxZtm/f3sM1cp9arSI2yMi14yL46dVJvLt0Gnv+ewGHfnUVHz8yg18uHsUtk4aRHO5zydPrZZfWseZIPi9+lcotb+xm7PMbuOG1nfxyzTH+dSCHM4XVWG0DJFubEN0kKyuL1atX8/3335OXl9dhr5ehTFqqheiE5mQtg1mEn0ePTUdy2WWXMXz4cM6ePdsqkVezlq3U7c09es0115CdnQ0o09L4+flRWVnJkSNHOHLkCCtWrGDz5s0kJSW1Ou/Pf/4zO3bs4MSJE9xzzz1s374drfbCx+Dx48f56U9/CsBzzz3HvHnzHGX33XcfP//5zzGZTO22tJ85c4Zdu3YBFwJxULqBt5xL3c/Pj+rqak6ePMnJkydZsWIF69atY+7cuW2+74aGBi6//HJ2796NVqvFx8enzWMHG51GzVOXJ/I//z7mVGay2Hhrewa/vH50H9RMiP5NrVYzZ84cPvvsM7eO37p1K9HR0QwfPryHa9Z1gUY9cxKDmZMY7NjXYLZy6Fw5W04WseVUERnFzsNFOsNis3Msr5JjeZV8hPLQ09ugZdwwPyZE+zMx2o/xUf5E+HnIXNliQLBarWRnZ1NfX+92VuyMjAxSUlJISUkBQKPREBERQVRUFMOGDSMqKsrxgH+o6xdB9ZVXXtmj11epVGzevLlH7yGGhvOVDcx7+bu+rkaP2vHzK4gO9OqRa6tUKpYuXcqvfvUr3nvvvVZBdW1tLZ9//jlqtZqlS5dy9uzZNq8zc+ZMfvazn3HttdcSHR2NXq/HZDKxY8cO/ud//ofvv/+ee+65h4MHD7Y6z9PTk88++4xp06axZ88enn/+ef73f/8XgPr6eu666y4aGhqYM2cOv/71r1udGxQUxJIlS/j8889ZsWIFzz33nMs/Is2t1EajsVU38bFjx3Lttddy4403EhcXh6enJxaLhUOHDvH888/zn//8hzvvvJP09PQ2pw18/fXXAeXhw5133omnpyelpaVD5o/ZrVOG8bfNZyhw0Sr98b5zPHn5cIK6MOevEINdUlKS4+GjO7744gueeOIJfH19e7hm3cdDp2H28GBmDw/ml9ePJqukli1pRXx3qoi9GaWYrZfeylzTaGFPRil7Mi4kTgwy6kmO8CEpzJfkCB+Sw30YGeYjXcdFv2CxWMjIyCA1NZVTp05RX1+Pj48Po0aNcmuYR25ubqvXVquV3NzcVvuNRiPx8fHcdttt3V7/gaRfBNVbt27tsS+Fdrt9yHzhFGIgePDBB3n++edZtWoVf//73/H29gaUccg1NTVcddVVREdHtxtUr1y50mmfXq9nwYIFbN68mcTERA4dOsTOnTudWn7HjBnDn//8Z5588kl+//vfs3DhQq644gqeeeYZTpw4gb+/Px9//DEajfMXomXLlvH5559z9uxZtm3bxuWXX96q3Gq18sEHHwBw++23t2pJdjUVl1arZfr06axbt47JkyeTkpLCF198wX333efyfdfU1PDll1+2yiYeFBTU5s9psDFoNTw+P4EXv0p1Kqs3W3lvVyb/75rkPqiZEP2bWq1m+vTpfPvtt24dX1dXx6pVq3jwwQddfhYOBHHBRh6eG8/Dc+OpabSw80wJW9IK+e5UMcXVjd12n9JaE7vSS9mVfiHQVquU+yeH+5Ac7ktSuA+jwn2JCvCUKb0GKbvdTm1tLVVVVVRWVjrWzds1NTWA0tIbGBjIPffc0+E1a2tr2bt3LxqNxrFotdp2XzfvKy8vJzU1ldOnT2MymVpdt7q6mvz8/A6HhdhsNvLy8tyqZ1VVVYfHDXb9Iqhu5mqMpRBicImOjmbhwoVs3LiRzz//3JHIq7nr96Um9vL29mb+/Pl8/vnnLoNqgCeeeIJNmzY5Atjnn3+eN998E4C33nqL2NhYl9deuHChY4qa5cuXOwXVGzZsID8/H2jd9bsjGo2GRYsWkZKSws6dO9sMqseMGTPkp+e6a1oMr3+XTkmNyans/d3ZPDZvOH5ekm1diItNnjyZrVu3Yja7N6f0uXPn2LJlC1dddVUP16zneRu0LBobzqKx4dhsdo7nVyqt2GlFHM11r/W+M2x2yCiuJaO4lvXHChz7jXoNI8OV1uzxUf5MiwtgeIi3NP5cxG63Y7FYMJlMmM1mTCaTY3H12mKxYLVasVqt2Gw2x3bLpXl/ZGQkCxcu7LAOdXV17N+/H61Wi06ncywajaZV8NwcNFdVVbk93tjdf+/a2tpWuV2608mTJzsMqktLS2lsdO8BlLt5GwazfhVUq1QqRo8ezd133z2kWl+EGGoeeughNm7cyHvvvcfDDz9Meno6O3bswN/fnyVLlrh1jXXr1vHhhx+yf/9+CgsLqaurczrm4m5LLb399tvs37+fc+fO8fjjjwPwyCOPcPvtt7d5TnPX9JdeesnR0t6yNbq56/fIkSNdBvM7duzg3XffZe/eveTm5joyhLtb5zlz5rRZNlR46jU8Mi+B33+T5lQ2JzGIGpNFgmohXPD09GT8+PFOw2Las2vXLqKjo0lOHjw9QNRqFeOj/Bkf5c9PFo6kqLqBg1nlHMmt4GhOBcdyK6k19cyc2rUmK4fPVXD4XAWffq8kvAw06pkaG8D0+ECmxQUyOtIXXQ/lNRkodu3axaZNm3rk2u4GtDU1NXz3Xc8M93O390dPJgVLTU1l4cKF7f482vs+crFhw4Z1R7UGtH4VVIPyj/zSSy9x3XXX8cADD3D99de3SiQk+qc9e/bwxz/+kZ07d1JZWUlERATXXnstzz33nPyiCSc333wzAQEB7Nq1i9OnT/P+++8DcM899+Dh4dHuuTabjfvuu49PP/3UsU+r1RIQEIBerwegsrKShoYGl0Frs4CAAF5//XVHy29CQgJ//etfO6z7Qw89xG9+8xvq6upYuXIljz76KKA80f3qq68A163tv/jFL3j55ZcdrzUaTas619TUUFtb226dQ0NDO6zfUHDfzFj+ue0sFXVmVCq4fnwkP7gikaTwoZO4TYiumDFjRqeCaoA1a9bw+OOPExAQ0EO16luhPh5cOy6Ca8dFAMp82meLaziSowTZR3MrSDtfjaWHMn+X1ZrYmFrIxtRCALz0GibF+DMtLpDpcYFMignAUz8wu+B3lU7Xcw9GrVb3Hpi426OjK9wNqt2ta1eUl5dTWFhIeHh4m8eEhYUxa9Ys8vLyyM/PbzfIl5bqfhJUf/XVV3zwwQd89dVXNDQ0YDKZWLt2LWvXriUwMJC77rqL+++/n+nTp/d1VYUL77zzDo8//jg2m43w8HDGjh3L6dOn+cc//sHKlSv57rvvmDBhQl9XU/QjBoOBu+++mzfeeIN3332XTz75BLgw5VZ73n33XT799FM0Gg3PPfcc999/PwkJCa0Sbtx///189NFHHQ4peeeddxzbeXl5pKenM378+HbPiYuLY8GCBWzatInly5c7guqPPvoIk8mEVqvlgQceaHXOt99+6wion3rqKZ588klGjRrV6g/rr371K37729+2W+eBOraxu3kbtDw6L4HMklqevHw4w0O8+7pKQgwIoaGhJCQkkJGR4fY5DQ0N/Otf/+Lhhx8eEo0cGrWKkWFKsrE7pkYDSmbxE/lVjiD7aE4FWaXOvaO6Q53J2mqMtlatYuwwP6bFBTAtLpDoQC8CvPT4e+kGRDK0+vp6MjIySE9PZ86cOQQHB3d4TvPD5p7QH4Jqd3+Peiqo1ul0jBgxosNW+8jISCIjIx11KSoqciQpy8vLc0xf6uPjM6CSGvaUfvHpuHjxYhYvXkxVVRUrV67kgw8+YPfu3YDS+vPGG2/wxhtvMHLkSB588EHuvfdeoqOj+7jWAuDYsWM88cQT2Gw2/vSnP/GTn/wEtVpNTU2NI6nTzTffzMmTJzEYBn5W3gg/D3b8/Iq+rkaPivBrv6W4uzz00EO88cYbvPrqq5hMJsaOHcvUqVM7PK85SdkjjzzCiy++6PKYgoICl/tb+vvf/87atWvRaDQkJSWRmprKXXfdxYEDB/Dyaj/7+bJly9i0aRN79uwhLS2N5ORkx5jwa6+9loiICJd1vuaaaxwZvLtSZ3HB01ck9nUVhBiQZsyY0amgGiA/P58NGzawePHiHqpV/+ah0zAlNoApsRda68trTZw8X8XJgmpOFVSRVlDN6cJqGsy2br23xWbnSE4FR3IqeHtHZqsyT52GQKMSYDcH2gFeegK8dPh76QkwNu/X4+OhxcegxdtDi6dO02ZAZTKZOHLkCI2NjVitVqcxxTqdzuW+lmOOz58/T3p6Ounp6eTl5TkeFoeGhroVVEtLtaI7u397eHiQlJTEqFGjGD58eKd/xs1TaUVERDBt2jRAeWCSn59PfX295AWgnwTVzXx9fXnsscd47LHHyMjI4P333+fjjz92fPifPn2a5557jl/+8pfMnz+fBx98kFtvvRWj0djHNR+6XnzxRaxWK3fccQfPPvusY7+3tzcrVqxg7969ZGZmsnz5cp544ok+rGn30GrUPTbd1FAzdepUxo0bx7FjyrzD7iYoy8lRxqFNmjTJZXlNTQ379u1r9xrHjh3j//2//wfAr3/9ax588EEmTpzIyZMneeaZZxxJy9py8803ExgYSFlZGe+99x533nknR48eBVwnKOuozna7nS1btrR7TyGE6A4jRowgICCA8vJypzKdTtdmMLF//36CgoKIiopyBFB6vd6x7c70PINJgFHP7MRgZreYK9tqs5NdWktaQbWynK/iVGE12T3Uqt1gtlBS0UBNpYViLBhUTUvzNlbHa4ANZmVsvFql9Pjx8dDh3RRoN699tHY8Utf3SH3T09OZNWtWh8f1ZEu1zebeQ49LCWjVajW+vr74+fnh5+eHr68vvr6+aDQaLBaL2626Hh4exMfHO5KttUzI5mrfxT3djEYjycnJjBo1iri4uG7vaeLp6dmv57Pvbf0qqG4pISGBF198kRdffJEdO3bwwQcfsGrVKiorK7Hb7WzdupWtW7fy9NNPc8stt3D//fe7lc1PdJ/a2lq+/vprQOnSejFPT08eeughXnzxRVauXDkogmrRvf7whz845pBvK+P1xfz8/AAcQezFfvOb31BdXd3m+fX19dx99900NDQwd+5cnnvuOTQaDW+99RZ33HEHb731FldffTW33nprm9cwGAzce++9vPbaa3z44YeOqSTCwsJctuR0VOd//vOfnW45EkKIrmieXmvDhg1OZWazmeDgYEe3zov95z//afO6Go2mVZDtamlu4WzZ0tnWdnPQbjAY0Ov16PX6fj8ERqNWkRDiTUKIN9eNu9BjqbbRwunCC4H24ZwKTuRXYb1onLYGGwGqOgwqKwYs6FsGyE37DBftc5dyKzugwmaHqgYLVQ2uAkc7DxqgJxoes7OzMZvNHbaSthdUt/y/0bxcPK2UWq12mmaqeZ+7Aa3BYCA6Ohqz2ezIMN681uv1rQLmi7eNRmO3PGSKioriwQcfdPv45gznzQ8EPD09L7kOwn39Nqhuad68ecybN4+///3vrFmzhvfff59vv/0Wq9VKbW0tH330ER999BGRkZHcd999/Pd///eg6dtvtVo5ceIE+/fv58CBA+zfv5+UlBTHk+T58+ezdevWLl3bZDLx2Wef8emnn3LixAkKCwsJCAggPj6eW265haVLl7bbTefw4cM0NDSg1+vbfPI4f/58APbt24fNZhtyT7JF+6699lquvfbaTp2zaNEiDhw4wNtvv83EiRNZunQper2egoIC/vCHP/Dqq68SFBREaWmpy/Pbmo/69ttvZ9myZbz77rs8+uijTJ8+vd1hJsuWLeO1116joKCAt99+G4AHHnjA5ZPgRYsWsWrVKr755ht+85vf8Oyzz2I0GqmoqOCNN97g17/+dbt1FkKI7jRp0iS+++47p/lrQQm6jUZju0kTXbFardTX11NfX99d1XSi0WhaBdkXB93Ny8WBuasA/+L9Pfn9xGjQMikmgEkxF7qP1zZaOHSunP2ZZXyfVcaRnAr0lnquN5zskTqoVaDFhoWOHkyoMKNBT/eP57VYLGRnZ5OY2P7wnfDwcB5++OFW/57N6976HpmQkEBCQkKv3Ku7qNVq1Gp1j3afF20bEEF1M4PBwJ133smdd95JYWEhH330ER9++CEpKSmAkmjo5Zdf5vbbb2fy5Ml9XNtLt2bNGu69916XUwVdqrS0NO655x4OHz7can9BQQEFBQXs2bOHV155heXLl3Pddde5vMbp06cBiImJafOp4ogRIwAl0Ul2djbx8fHd+C7EUPTTn/6UVatWkZaWxuOPP86TTz6Jr6+voxfL448/TkNDgyOjeEurV69uNR91TExMq/K//e1v7Nq1i7S0NO69916+++67NltGJkyYwJQpUzh48KCjO1lbXdgfeOAB3n//fXbs2MGvf/1rnn/+efz9/amsrMRms7F48WImTZrEb3/720v50QghhFs8PDyYOHEi33//vVNZUVER1157Lf/5z386TPbY26xWK3V1dT3yvUiv1+Pl5YWnpydeXl5tbrfcp9Pp2hxLWlVVRVZWFtnZ2QwbNszpe6nRoGXeiBDmjQgBwGSxcTCjgA2fHO/299ZMh9WNoBrMqHskqAalC3hHQbWHh4fT32ch+rsBFVS3FBYWxk9/+lMefPBBfv7zn7NixYq+rlK3q6io6JE/HLm5uSxYsID8/HxAmbPvsssuIzExkaKiIjZt2kR9fT1FRUUsWbKEb775hgULFjhdp6ysDKDdOcUDAwMd2+Xl5RJUi0vm7+/P7t27eemll1izZg15eXlotVouv/xyHnvsMe666y6WLl3qdF5OTg6PPPIIoLQyu5qP2svLi08//ZSZM2eyY8cOfvvb3/L888+3WZdly5Y5pqeZPXt2m3O56nQ6Nm7cyO9//3s+/fRTsrKysNvtTJ8+nQcffJDHHnuMl156qQs/DSGE6Jrp06e7DKpB6aZ75ZVXOobnDAUmkwmTyURFRYXb52g0GoxGI/+fvfsOj6pKHzj+nZLee0JJQkIJvYfecUGxYEFFpFhW1g72XV1QUNfV/aGugmJFEFTWCgLSO1JCb4EUQhLSey9Tfn8MM2TIJJmElCG8n+e5z8zce8+ZM4FM7nvPOe9xdnbGwcEBnU5HeXk5hYWFZj322dnZ9O7du9bh6/ZqJZHhAVQflN947BVaSq24T1KhV+OiaNxEXR4eHnTs2JHOnTs3ar1C2AqF3tZuQ1qhsrKSNWvWsHz5cv744w/T3AG9Xo9CoeDQoUOtoqd62bJlPPTQQwQEBDBw4EDTtnHjRtN6ug0Z/j1q1Ch27doFQEhICGvWrDFbRigrK4v777/f9MfU29ubuLg4PD09zepZuHAh8+bNY8SIEab6rqbT6Ux/RHbv3s3w4cPr1dZrdfr0aXr06GF6ferUKbp3796sbRBCtIzYjCJWRyXx8sQIVErJTCrE1b799ltiY2PN9gUGBjJkyBB69uzJ6tWriY6ObqHWtT7Ozs64uLjg4uJiSl5VdS6uu7s7H374IeXl5U3y/r+XdyVLX/cShCPt4nBTlKNDgQodanSGR4XO9Lqur1S1Wk1ISAgdO3akY8eO+Pr6SoZo0aRa+pr/uuqp/vPPP1m+fDmrV6823Uk03hNwdHTk9ttvZ8aMGTVm2L3eTJw4kYsXL1YbAlNXZuParF+/3hQA29vbs3btWnr27Gl2jq+vL7/99hu9evUiPj6enJwc3n33Xd5++22z84wJECzNyTIqKyszPa9rmSIhhGgMZ1ML+Hh7LOtPpqLXQ8+2HtzWu01LN0sImzNo0CBiY2NRKBR07dqVQYMGERwcbAp+pkyZwo4dOzhz5gz5+fmNusTPjcg4dD0zM7NJ6ler1dWGqTs5OaGyd0ChsuPODl3Q2jlRVKahqFxDUZmGwsuPReWVFJVrKCzTUFTuR1x+GdFpNSX91KNEfyXgVhge1ZcD727tvBnSrQMhbbwID3TD181BAmrR6tl8UJ2QkMCKFStYsWIFcXFxAGZzfIYPH86MGTO49957W01yMqPAwMBGr7PqGrkzZ86sFlAbubi4sGDBAlNG5qVLl7JgwQKzJExeXoaEG7UlVzIOEa96vhBCNIXjSXl8tC2WLWfTzfZ/vC2WST2DUEpvtRBmwsPDGT9+PD179jStUlCVSqVi3LhxpilgOp3OlAW5oqLClBm5rtfGMtY812g0ErxbQaVS4ejoiKOjI05OTqYecCcnp2qbg4ODKQO2UqlD6aZGqbQ3JbaytCkUCk4m57NifwK/HUuhXFN1KSoFOhToUFIJhqTiRnpIS9SwLTHGtMvT2Y4uAW50CXSjc4AbEYFudApww8NJEmqJ1sMmg+rCwkJWr17N8uXL2bt3rymINj6GhYUxffp0ZsyYIXN066GoqMhsftRDDz1U6/n33HMPjz/+OIWFheTk5LBr1y7Gjh1rOt6lSxcAEhMTqaiosJisLCbG8KXq6OhISEhIY3wMIYSw6Ou9F6oF1ADn0gvZcjadv3Rv/BuVQlzPlEplvaZlKZVKU0ZmFxeXJmuXTqczBebl5eWm+c51vS4vLzcL7K/eWlOwblwBp75Z2q2lUChQq9UEOTszp50zeZVKEvK1ZJVBqd6OMr2aMuwo09tRqldThho9ljNz55VUcuBCDgcu5Jjtb+PhSOdAQ7DdJcAQcIf7ueJkb9tLpwlhic0E1Tqdjo0bN7J8+XLWrFljGjZsDKQ9PDy49957mTFjBsOGDWvJpl639u3bZ5qn4+LiwsCBA2s938HBgcGDB7N582YAtm3bZhZU9+3bF0dHR8rKyti/fz8jR46sVsfOnTsBQ0IUWU5LCNGUnhzTkd+Op2ApU8hH22K5qVuADEEU4jqgVCpxcHDAwcEBNze3BtVRUlJCUlISSUlJjBkzBpVKZQrWr97Ky8spLS1l165dpKdXvzF3I9Lr9VRWVpKfn09+fj4AQUBQLZFDuV5Fmd6OMtSU6y9vqKjQqylHTbleRTlq0+vMfA0p+aXsOGc+HL6tpxPh/q6E+boQ7u9KuJ8LHf1c8ZNh5MKG2URQ/cILL7Bq1SrTF5kxkFar1fzlL39hxowZ3HHHHTg4OLRkM697Z89eWfuwZ8+eFtfTvVq/fv1MQXXV8mAIzG+55RZ+/vlnFi9eXC2oLi0t5euvvwbgvvvuu9bmCyFErToFuHFzj0DWn0yrduzkpXx2ns9kdBf/FmiZEKKp6HQ6ioqKKCgoICsri6SkJBITE83mLXfr1o02bdqYBeuWJCYmXnNQbWdnh1qtRqvV1ppzpjVyUGhxUGipPpGgZjo9VFwOuMuwI1/nSF6hE7EFThw+70gx9oAhkHZzUBN2OcgO97vy2N7bGUc76d0WLcsmgupFixahUChMwXSfPn2YOXMmU6dOxd9fLoAay7lz50zPrR2KXTVJmqUMoPPmzeO3335j9erVDBo0iDlz5qBUKikqKuKRRx4hMTGRkJAQHnnkkWv/AEIIUYcnx3S0GFSDobd6VGc/6ekQ4jqh0+koLi6moKCAgoIC8vPzqz0vLCxEp9PVWk9iYiJt2tSdrPDqVU7qolarCQgIICQkhJCQEIKDg01JXOHKutrGYdrFxcUUFRVRVFRkan9+fj6FhYU2tyZ4c1EqwBENjgoNHpQToCwyO16pV5KvdyRP70SexomcS47EJzvxi94BPVe+y13sVXi52OPtYo+Xs+HR09kOb2d7s/1eLoZ9ns722KtlBKVoPDYRVBspFAq6detGREQEBw4cuKYs11fXu3Llykap63pWNaFYQECAVWWqJkurmnTMqHfv3ixevJgnnniC559/nvfee4+2bdty/vx5CgsL8fT05JdffmmUUQYZGRn1zph59VIhQojWrXsbD8ZF+LM1OqPascMXc9kfn8OQcJ8WaJkQoi6ZmZmcPHmSxMRE8vLyKCgoqDNgtkZiYiKDBw+u87yrg2q1Wo2np2eNm4uLS6036VQqFW5ubnUOYddqtabe9qrBdtXHoqKiWutorewUOnwVJfhSAlU6o7V6Bfl6R/L1ThTp7dHqlGgLFGgLlKSjIAUlOr0CLUq0l5OqaVGg1V957uzkRGigD12C3Oka6E5EkBud/N1kTrdoEJsKqgHOnDnDmTNnGq0+49rVElRj9oVc9U5qbaqeV9MX+uzZs+nZsyfvvfcee/fu5eTJkwQGBjJt2jReffVV2rVrd20Nv2zJkiW88cYbjVKXEKL1empsR4tBNcATKw8za2gHZgwJwculenJFIUTz02q1fPXVV1y6dKlJ6k9MTDRdD9amXbt23H333aag2dXVtVlGtqhUKjw8PPDw8KB9+/YWz9FoNBQXF1NWVkZpaWmN29XHm2rN65amUujxVpTiTWnDK9GB9pKCvGQHNuvt+UXvQBH2OLu4E+DnQ4c2/kS096NbG3faeznLChKiVjYTVN+ow16aU9U1oy1l6rakag9zaWnNX1xDhw7ll19+aXjjhBCikfQN9mJEJ192x2RVO5ZbUsn7W87z6c447h3QjkdHhNHe27kFWinE9aGkpISjR48yYMCAJstto1KpmjRvTlFREbm5uXh7e9d6npubW41LjbY0tVptCrzrwzi3W6/Xo9Pp6rWVl5ebDV2/eispKWmiT9t8VAo9HooyPLhyjUz5JUiG/GTYe0DBRr0DpQoH7Jzc8PD0IMjXm7BALzq38cHDzdm0dJlKJT3cNzKbCKrnz5/f0k24ITg6OpqeW5s8o+odTmt7t4UQoqU9NaajxaDaqLRSyzd/XmTF/otM6tWG2SPD6NG2fherQrRm6enpHDhwgBMnTqDRaLC3t69z1ZBr0atXL+Lj4xu9Xjc3N4KDgxtlGPn1SKVSNdn1m06nqzZnvLi4uNae9No6aGyRWqHHU1GGJ2VQlg9pyWSlQdYpOHj1uXb2ODs54ex8ZY1w4zriTk5OuLm54eHhgaenJ+7u7rIqTisjQfUNxNXV1fTc2i+1qudVLd8SnnjiCaZMmVKvMrGxsUyePLlpGiSEsFmDwnyI7ODNwQvVc0FUpdPD2uMprD2ewvCOvsweFcbwjr6SzEzcsGJiYti7dy8JCQlm+w8cOMCAAQPq9buh1+spKyuzKqiLiIhArVZf01rSarUaHx8f2rdvT3BwMMHBwXh4eMjvcxNRKpW4urrW6/rQ2AN+daBdUlJCTk4OmZmZZGZmUlhY2IQtbxqaygoKKisoKMiv81ylUom7uzuenp6mQNu4GUckSM/39cUmgmrRPHx8riTnsXbJiLS0K1l06xo21dT8/f1rzAa/bNkyli1bVm1/cXFxE7dKCGGr/nVXT+799E+yi60bmbMnNos9sVl0C3Jn9qgwJvUMQq2SngRxY7lw4UK1gBogKyuLuLg4OnbsaLGcMSiquiUlJeHt7c306dPrfF9HR0e6dOnC6dOnLR5XqVS4u7vj4eGBu7t7tefu7u44OztLAG3jlEqlqee2NmVlZWRlZZmC7MzMTLKyssjNzW2mljYtnU5HXl4eeXl5Fo8rFApTz7aTkxNqtRq1Wm1ass2a58by1k75FNfmhgiqi4qKWryX1RZ06dLF9PzixYtWlUlMTDQ9j4iIaPQ2NZaEhAR27tzZ0s0QQtiQcD9XNs4dyWe74ll1IJGicut6wM6kFvDs98fIKa7goWEdmriVQtiWyMhI/vzzT4u5bv7880/s7e2rBc85OTlmeVuqysvLo7CwsM4M2GAYAn769Gnat29P165d8fb2NgXPEjDfWBwdHWnXrl21ZLcVFRVkZ2ebguysrCzKy8vRaDRotVqLj8bnWq22hT5N/en1etPycdfK2dm5Wk941ddNmc/gRtKqg+r8/Hw++OAD/vvf/5otJ3Wj6tq1q+n5yZMn0Wg0qNW1/xc4cuSIxfK2JjQ0lFGjRlXbX1xcTFRUVAu0SAhhC3xdHfjHLV15ckxHVh1I5Ku9F8gsrDsbrou9irv6Nc7KBUJcTzw9PYmIiODs2bPVjsXFxREXF1ev+vR6PadOnWLIkCF1nhseHs4zzzzT4iPjhO2yt7cnKCiIoKCgepfV6/VmgXZBQYGptzg3N5fUjGyyc3MpLSoA3fUTgNelpKSEkpISUlJSLB53cnIyC7T9/PwIDAzE398fOzu7Zm7t9atVBtU5OTksWrSIjz/++Lqck9FUhg4dioODgymbY1RUVK3rNpaXl7N//37T67FjxzZHMxtk1qxZzJo1q9r+06dP06NHj+ZvkBDCpng42fH46HAeHh7Kr0cv8dmueOIya54e8sCgYDyc5GJC3JgGDRpkMahuqBMnTlgVVKvVagmoRZNRKBSmIdJgyBXUpk2baufp9XpKSkrIy8sjPSubuOQMLqVnkZeXR1lJIfrKCuzRoFK0jpWLjPPaq075BMNQfV9fX4KCgggMDDRtkrjYslYVVGdkZPDee+/x6aefUlJSYhq6JMOFDFxdXRk3bhzr168HDPOQawuqf/75Z9NNCS8vL0aOHNks7RRCiKbioFZx38BgpvRvz9boDJbujCPqovkcPbVSwcPDrRv2ffhiLqn5pYyN8MfZvlX9SRU3sJCQEAICAqzOv1KX1NRUMjMz8fPza5T6hGhKCoUCFxcXXFxcaNu2Lf16mx/X6fTEZxVx/GI2p5OyiLmUTVJmHjpNBQ4KLQ5ocFBosEd7+VGDo0KDq6ICe8X10wOu0+nIyMggIyOD48ePm/Z7enqaAm3jo5ub2w0fb9ncFcCRI0f47LPP2LVrFykpKZSVleHv78/gwYOZPXs248aNq1YmPz+ft99+m48//piysjL0er3pH9bFxYXHH3+8uT+GzXriiSdMQfXXX3/N008/Tffu3audV1JSwrx580yvZ8+eXedQ8ZYkicqEEPWhVCq4qVsAN3ULICohh6W74tl8xhBA3NGnLUEe1t2J/2rvBdadSMXRTsnYCH9u6RkkAba47ikUCgYNGsSaNWsapT6lUsmlS5ckqBatglKpoKO/Gx393bh7YCgAWp2eC1lFnLyUz8nkAk5eyuN4SgElFeZBtD0aXBQVuCrKcVVU4HL50fjaUdHw7PfNxThkvupoFhcXF1NPdps2bSzGFq2dTf3Vf+GFF3j//fcBzBJkJCcn89NPP/HTTz8xd+5c/vOf/5iO/e9//+OJJ54gJyenWjD95JNP8vzzz+Pr69u8H8SGTZo0iREjRrB7924qKiq49dZbWbNmDT179jSdk52dzdSpU4mNjQUMWb9ffvnllmqyVSRRmWgps2bN4ptvvmHmzJkWb+wI2zcg1JsBod7EZhTy+a4LVvdSl1Zo2XY2A4CySh3rT6ax/mQajnZKRnf2p0+wJ538Xeno70o7L2dUyhv7Lr64vvTs2ZMdO3bUO1GSnZ0d3t7eps3Pz49OnTrh4uLSRC0VouWpqgTad/Y17NPq9MRnFnEiOZ+DF3LYFZNJan4ZFXo1uXpni/Wo0ZoF286KCtToUKFDrdChQo/q8mvV5ddqs9c61OhRK5p3Xfbi4mJTzgVvb28JqlvSwoULWbRoEVDzcG29Xs/7779PUFAQzz//PK+99hr/+te/zIJpV1dXnn76aZ577rlWMS/nlltuqZZYoOqch6ioKPr06VOt3Pr16y3OEwFYtWoVkZGRpKamkpCQQJ8+fRg1ahRhYWFkZmayZcsWSkpKAMP8ptWrV+Pp6dlon6kpSKIy2/X666/zxhtvVNtvb2+Pj48PPXv2ZMqUKcycOVMSYogW1dHfjX/f08vq87efy6C0svpQvrJKHX+cTuOP01e+qx3USsL9DAG2MdDuFOBKiI8LdrJsl7BBdnZ23H333Xz//feUlpaaHbO3t8fb2xsfHx+zANrb2xtXV9cbfhioEGAItDsFuNEpwI27+7dDr9cTk1HEznOZ7IrJ5MCFHCo05sGvBhV5eify9Nc2b1mJ7nKPeAU9fdVEtnPEW11Jfn4+eXl5FBQUWMzw3xgakkSuNbCJoDolJYU333zT7Et49OjR9O3bFycnJ1JSUti6dStJSUno9Xr+/e9/4+3tzdtvv20q4+zszJw5c3j++edtPgCsjzNnztS6/FVxcbHZPAejioqa12Vt164d27ZtY+rUqRw7dgydTsf27dvZvn272Xl+fn58/fXXFofc2xpJVHZ9CAgIMD0vLCwkNTWV1NRUNm3axNKlS9m0aRNeXl4t2EIhrLfuZKrV55ZrdJxJLeBMqnmvn1qpINTXxRRoh/q44O1qT0c/V9p7W+7JEKK5hISE8Mwzz3DhwgU0Gg2enp54e3vj4uIigbMQ9aRQKOgc4EbnADf+OjKM0got+y9km4Ls+FqSZ9aXDiWFekcK9Y6kZsCmDAjz8+bR4QN4vF9b7JSYZT/Pz88nNzeXrKws0tPT0WgaPgw9MDCw0T7H9cQmgupvvvmGyspKFAoF7du359dff63W+6rVannzzTd54403yM7OZvbs2YCh93rChAl88cUXtG3btgVaf32KiIjgwIEDfP/993z33XecPn2a9PR0PD09CQsL48477+Thhx+WofOiUV2dWTIxMZE333yTzz//nKioKJ555hlWrFjRQq0TwnpVh35fC41OT2xGEbEZRWb7nx3Xibk3da6z/MnkfOKziugS6EaXAEkUIxqfk5MT3bp1a+lmCNHqONmrGNPFnzFd/AFIyilhV0wmO89lsi8um6Lyxp1fHZ9ZzD9+Ocn/bTrHjCGhTB8SQocO1TsytFot2dnZpKWlkZqaanqsaS36q0lPdQvavXu36fn3339vcTizSqVi/vz5REdH88MPP6DRaFAoFEydOpUVK1a02guJhISEJqvb3t6eGTNmMGPGjCZ7DyFqExwczGeffUZ8fDxbt25l9erVfPLJJ7i6urZ004SoVUmFhrv7t+WPU2lkFdU8MqihvF3srTpvzfFLfL77AgARgW68NqkbwzvJzVAhhLjetPd2ZtqgEKYNCqFSq+PIxVxOXsrnQlYxF7KKScgqJiXfusC2NtnFFby/5Tyf7Izlnv7teGR4GB18r+Q8UKlU+Pv74+/vT69ehilRer2e/Px8U5BtDLQt5Vy4UXuqbWIi1+nTp1EoFPTs2bPWJZ7AkL3ayMHBgUWLFrXagFpYb9myZYwePbraZmlIuLA9EyZMAAzTFmJiYsyOZWRk8NVXX3HXXXfRtWtXPDw8cHJyomPHjjz66KOcPn26xnpnzZqFQqEw/T/48ccfGT16NN7e3jg7O9OnTx8+/PBDdLraE3qsXLmSYcOG4ebmhoeHB4MGDeKzzz6zej7Szz//zK233kpAQAD29vYEBARw66238ssvv1jd9mXLljFkyBA8PDzw9vZm/Pjx7Nq1y3S+RqPho48+on///ri7u+Ph4cEtt9zCkSNHrGqjqB8fVwfenNyTA/8Yz6q/DmLaoGB8Xa0LhK3hZWVQnVNcaXoenVbIg18e4LHlUSRmlzRaW4QQQjQvO5WSQWE+PDoijLfu7Mmqvw5m39/HEb1wIhvnjOTTB/vzys0R3D+wPYM6eBPg7lDv9yir1PHt/kTG/t8OZq+I4vDFnBrPVSgUeHp60rVrV8aMGcPUqVN57rnnePHFF5k+fTo33XQTPXv2JCQk5IbtGLGJnurcXMMaob17967jTEy92AqFgqFDh+Lv79+UTRPXiWbL/q3VQMGlpn+fluTeFlTN+9VQNTjVas0TP7300kt88803ptfu7u5oNBpTlslvv/2WlStXcvfdd9f6Hk899RSLFy9GqVTi7u5OaWkpx48fZ86cORw5csTsPaq265FHHuHrr78GrvxRiYqK4uDBg2zfvh0Hh5r/kFVUVDBjxgx++OEHwLCsjIeHB1lZWaxbt45169YxdepUvvnmm1qTtBkzjKvVapycnMjNzWXr1q3s3LmTX375hZtuuonbb7+dTZs2YW9vj52dHcXFxWzYsIGdO3eya9cu+vfvX+vPRzSMSqlgaLgvQ8N9eeP27hy8kMPO85mcSy8kJr2IS3mldVdigbezdUF1bkn1XvJNZ9LZcT6Tv47owBOjO+LiYBN/6oUQQlwjRzuVYbpPoFu1Y8XlGhKyi4lJL+L7Q4nsj685SK5Kr4eNp9PZeDqdvsGeTB8cwsBQb9p5OdXZceni4kJ4eDjh4eEN+jytiU38pS0qKkKhUODh4VHnuW5uV/4TBQcHN2WzxHWk2bJ/F1yCD63PDnxdevYEeIU061tu3LgRMAStHTqYL2fUoUMHXnvtNe6++27Tsiw6nY6zZ8/yr3/9i5UrVzJz5kyGDBlSY8b7NWvWUFxczKJFi3jkkUdwd3cnOzubV155hS+++ILly5czc+ZMxo4da1buo48+MgXUTz31FPPnz8fX15f8/Hw++OAD3njjjVq/t/7xj3/www8/oFAoeO2113juuefw9PQkNzeX//znP7z99tt89913BAcH884771is47fffqO8vJylS5cyffp0nJycOHfuHNOmTePw4cM8/fTT3HrrrURFRbF69WomT56MWq3myJEj3HfffcTFxfHss8+yZ88eq/89RMOoVUqGdvRlaMcrw69LKjTEZRQTm2kIsmMyiojLKCIhuxhdLQMdvFysy4SfU2x56HmFRsfi7XH8eDiZV26OYHKftjKqSwghWjEXBzXd23jQvY0Hk/u25URyHp/vvsD6k6loa/uDU8XRxDyOJuYB4OtqT5/2nvQN9qJve096tffEVW7S1ui6/sncqMMLRHWS/fv6ZExUtm3bNgBuu+02fHx8zM6ZP39+tXJKpZLu3bvz7bffkpeXx7p16/jqq6947bXXLL5Pbm4uX3/9tdn/ER8fHz7//HOOHj3K4cOH+e6778yC6rKyMtNSYNOnT+ejjz4yHfPw8GD+/PmUlZXVGAxfunSJDz/8EIBXXnmFBQsWmI55eXnx1ltvUVZWxqJFi1i0aBHPPvusxeQeeXl5fPvtt0ybNs20r0uXLqxevZqOHTuSkJDAxx9/zO7duxk+fLjpnP79+/PZZ58xbtw49u7dS3JyMu3atbPYVtF0nO3V9GznQc925jdfyjVaErJKiMkwBNuxmYZgO6uogtySCqvnVFvqqa4qvaCcuT8cZ8WfF3n99u70aufZ0I8ihBDiOtKrnScfTe3LSxO68PXeBH44lEhxRfVlIGuSVVTBlrMZbLmclFOhgM7+bpcDbU/6BHvSyd8NlVJu2MJ1HlQLIa4vVZNXFBYWmtZDB0NG+iVLltS7zkmTJrFu3bpae2Lbt29fY0K+22+/ncOHD3PixAmz/Zs2bSInxzB0at68eRbLvvLKK3zwwQcWM2L+9NNPaDQaHB0deeWVVyyWf+2111i8eDHl5eX8+OOPPP3009XOCQ4O5oEHHqi2PywsjPDwcGJjYxkxYoRZQG00atQoHBwcKC8v58SJExJU2xAHdc1D+Oqzdqi1lzJHEvO4Y/FepvRvx4sTIvBzq//8OyGEENef9t7OzLutG8+O78R3BxP5eu8F0gvK612PXg/n0gs5l17ID1FJALjYq+jd3tPUo92nvecN+/dFgmohRLNJT0+3uH/GjBksXboUR0dHi8ePHz/O0qVL2bNnDwkJCRQVFVULPJKTk2t834EDB6JUWs7LaBwybgygjYzTBtq3b0/Hjh0tlvXw8KB///7s3bu32jFj+YEDB+Lu7m6xvJeXFwMGDGDv3r01TlMYMGBAjcN2AwICiI2NZeDAgRaPq1QqfH19uXTpkil3hbB99RmmvePFMRy+mMPra85w8lJ+refq9bA6KpkNJ9N4ZlwnZg4NxV5tE/lKhRBCNDEPJzv+Niqch4d1YO3xFD7fHU90WuE11VlcoWVfXDb74rJN+8L8XNgydxTKG6wH26aC6oMHD5oNkWzM82vqaRJCNB9jIKzX60lLS2PNmjW88sorLF++nB49evDiiy9WK/Pxxx/z7LPPmjJ0G/MvGBOElZaWUlBQQHFxcY3vWzUXw9XUasPXYGVlpdn+jAzDcKe2bdvW+plq6v2tb3nj+Vezpu0N+Xyi9egf4s1vTw7jf4eTeG/juTqX+Cos1/DW+rN8dyiRf97azbRGqhBCiNbPXq3k7v7tuKtfW3bHZPH57nh2x2Q1Wv0eTnY3XEANNhZUHzp0iEOHDtV5nvEuvrXngwTVrd2yZctYtmxZtf21BVqi5SgUCoKCgpg9ezZdunRh7NixvPzyy/Tv399sXvPZs2eZM2cOOp2OKVOm8OKLL9K7d2/s7a/MN/3yyy959NFH6zVktr5tbY7ykkRKXAulUsF9A4O5uWcQH22N4eu9CWjqSEwTn1nMQ18f4uYegfxnSm/JEi6EEDcQhULByM5+jOzsx5mUAr47mMj++GxiMoquqd4+7T0bp4HXGZv6C2qrF8XC9jXbklrubQ3ZsVsz99p7Vhvb6NGjmT59OsuXL+epp57i5MmTqFQqwLCutFarpWvXrnz//fcWh3CnpaU1SbuMy/XVNqwcDAnJaiuflJRUa3lj/X5+fvVtohDVuDva8eqkbtwfGczC38+w41xmnWU2nEojJb+MZbMGWr0+thBCiNajWxt3Fk42JPYtKKvkRFI+RxNzOZqUx7GkvBpXmrCkb7BXUzXTptlEUD1y5EgJfMU1abYltVTqZl9u6kYwb948Vq5cydmzZ/nmm294+OGHgSsBae/evWucE71ly5YmadOAAQNMbYiLi7O4BmNBQQGHDx+usfyKFSuIiooiPz/f4tJbeXl5ZnOvhWgs4X6uLHsokm3R6Sz8/SwXsmoftXM8KY8pS/9k+cORtPF0aqZWCiGEsDXujnYM7+TL8E6G5SH1ej2JOSUcTTQE2EcTczmTWkCl1nJnaF/pqW45O3bsaOkmiOucLKl1fQsPD+e+++5j1apVLFy4kOnTp2NnZ2cKRE+ePIler692823Dhg1N9v1x00034eXlRW5uLgsXLrQ4veDdd9+ltLTUYvm7776b559/nrKyMv7973/z9ttvVzvn7bffpry8HDs7O+6+++7G/ghCMDYigOEd/fh67wU+2hZLUbmmxnNjM4q455N9LH9kEB39ZclKIYQQhhG/IT4uhPi4MLmvYTRjWaWW0ykFHE3MvRxo53EprxRfV3vaed2YN2Yl7acQwib8/e9/R6FQkJCQwJdffgnAxIkTAcPNkSeffNKUobu4uJilS5dyzz33VFvXurE4OTnxz3/+E4BvvvmGOXPmkJ1tyG5ZUFDAwoULefvtt/H09LRYvm3btjz77LMAvPPOO8yfP5+8vDzA0EP9z3/+k/feew+A5557zuIa1UI0Bnu1ktmjwtn2wiju6V/7smop+WV8siOumVomhBDieuRop6J/iBePjgjj4wf6sfeVsRx8dRyfzah5xZLWToJqIYRN6NGjB7fffjsAb731FuXl5YwbN477778fgE8++QQfHx+8vLzw8PDgb3/7G127duX1119vsjY9++yzTJ8+HYAPP/wQf39/vL298fb2Zt68edx3333ccccdNZZ/++23uffee9Hr9SxYsAAfHx+8vb3x8fHhzTffBGDq1KksXLiwyT6DEEb+bo78Z0pvfn1yGG1rGOIdGerNW3fK6B4hhBD14+/mSL8bdD41SFAthLAhr776KmBI3rV06VIAVq5cyQcffECvXr1wcHBAq9XSs2dP/vWvf7F3715cXZtumKpSqWT58uUsX76cwYMH4+TkhEajoV+/fnz66aesWrWq1vL29vb88MMP/PTTT9x88834+PhQWFiIj48PN998Mz///DOrVq3Czs6uyT6DEFfr096THx8fQqerhnh3DXLn85kDcLRTtVDLhBBCiOuTQt9UKbeFaEa1LalVNVHZqVOn6N69ezO2TAghbFNucQUPLTvEsaQ8Qnyc+d/fhuDv5tjSzRJCCCHq7eo8Ss19zW8TicqEuFbNtqSWEEK0El4u9qx8dBD//PUUc8Z3loBaCCGEaCAJqkWr0GxLagkhRCvi4qBm0X19WroZQgghxHVNgmrRKsiSWkIIIYQQQoiWIInKhBBCCGGVU5fymfP9UcoqtS3dFCGEEMJmSE+1EEIIIeoUn1nEzK8Okl1cQUp+GZ9PH4CHs2SuF0IIISSoFkIIIUStUvNLmf6lIaAGOHghh8i3tzCiky/juwYwrmsAfm4OLdxKIYQQomVIUC2EEEKIGuUWVzDjy4Ncyis121+u0bHlbAZbzmagUJykT3tPxncN4KZuAXTyd0WhULRQi4UQQojmJUG1EEIIIWo0d/UxYjKKaj1Hr4ejiXkcTczjvY3nCPFxZnzXAMZ3DWBgqBdqlaRwEUII0XpJUC2EEEKIGr1ycwRnUgrIKCy3uszF7BK+3HOBL/dcwMPJjjFd/BjfLYBRnf1wc5R52EIIIVoXCapFq7Bs2TKWLVtWbX9xcXHzN0YIIVqRiEB3fvzbUKZ/dYCL2SX1Lp9fWsmvx1L49VgK9mold/drx+yRYYT6ujRBa4UQQojmJ0G1aBUSEhLYuXNnSzdDCCFapWAfZ9Y8NZwl22P53+Fkci4nLKuvCo2O7w4m8sOhRG7pGcTjo8Pp3sajkVsrhBBCNC8JqkWrEBoayqhRo6rtLy4uJioqqgVaJIQQrYuHkx1/v6UrL02M4GhiLpvPprP5TDrxmfUfEaTTw+8nUvn9RCof3t+HO/q0bYIWCyGEEM1Dodfr9S3dCCGayunTp+nRo4fp9alTp+jevXsLtkgIIVqXuMwitp5NZ8uZDKIu5qCrx1WFm4OavX8fi7vMsxZCCHENWvqaX3qqhRBCCNFg4X6uhPu58tjIcLKLytl+LpMtZ9LZFZNJSYW21rLTBodIQC2EEOK6J0G1EEIIIRqFj6sD9/Rvxz3921FWqeXP+Gw2nzEME8+8Knu4vVrJw8NDW6ahQgghRCOSoFoIIYQQjc7RTsWYLv6M6eLP67d1Z83xFD7dGUfs5TWvp/Rvh7+bo1V1nUjOo7RCS692njjZq5qy2UIIIUS9SVAthBBCiCZlr1ZyT/923NW3LZvPprN0ZxyPjQyzqqxOp+eF/x3nfHoRaqWCbm3c6RfsRf8Qw9bG06mJWy+EEELUToJqIUST0+v1/Pjjj6xatYojR46QkZGBSqUiICCAoKAgIiMjGTFiBOPGjcPd3b2lmyuEaCJKpYIJ3QOZ0D3Q6jLbojM4n27o3dbo9JxIzudEcj7L9iUAEOThSL8QL/pfDrS7tXHHTqVsiuYLIYQQFklQLYRoUnl5eUyePNlsHXG1Wo2zszOJiYnEx8ezd+9e3n//fb7++mtmzZrVco0VQtgUvV7Pkh2xtZ6Tml/GuhOprDuRCoCDWknvdp70C/FiRCdfhoT5oFQqmqO5QgghblByK1cI0aRmzJjBzp07UalUPP/885w/f57y8nKys7MpLS3l+PHj/Pvf/6Z3794t3VQhhI05eCGHI4l59SpTrtFxMCGHT3fGMe2LA9z0/k6+O5hIWWXtmciFEEKIhpJ1qkWr1tJr1t3oYmJi6Ny5MwD/+te/eOWVV2o9v7S0FCcnmR8phDCY9fVBdpzLbJS6fFzseXBwCNOHhODr6tAodQohhLANLX3NLz3VolVYtmwZo0ePrrbJUOKWdezYMdPzO+64o87zrw6oQ0NDUSgULFu2jMLCQv7+97/TpUsXnJyc8PX1ZfLkyRw4cKDG+hITE1m8eDGTJk2ic+fOuLi44OrqSrdu3ZgzZw6JiYl1tikpKYmXXnqJPn364OHhgZOTE+Hh4dxxxx0sX76csrIyi+WOHj3Kww8/THh4OM7Ozri6utK7d29ee+01srKy6nxfIW50er2e4R19Gd3FD3fHa5+tll1cwYdbYxj6zjb+/vMJYjMKG6GVQgghhPRUi1bi9ddf54033qjzvGu9a6XVaikoKGhw+euBu7s7KlXjLFnzv//9j3vvvReATZs2cdNNN9WrfGhoKBcvXmTRokUsXbqUc+fOYW9vj6Ojo+nfQalU8vnnn/Pwww9XKz969GizudweHh4UFhai0+lMr3///XeGDx9u8f1XrFjBY489Zgqc7e3tcXJyIj8/33TO0aNH6dOnj1m5+fPns3DhQoxfr87Ozmg0GioqKgAICgpi3bp19O3bt14/DyFuVDqdnrjMIg5fzDVsibnEZxZfc73/ndqX23u3aYQWCiGEaEkt3VMticpEqxAaGsqoUaOq7S8uLiYqKqrR3qegoIAPP/yw0eqzRc8++yxeXl6NUtfAgQNRKBTo9Xqef/55fvzxR9Nw8Pp44403UCqVrF69mjvvvBO1Ws3Zs2d5/PHH2blzJ7Nnz6ZPnz7069fPrFyPHj24+eabuf322wkNDcXJyQmNRsORI0eYP38+f/zxB/fddx+xsbHVesnXr1/PzJkz0ev1DBs2jHfeeYehQ4eiVCopKCjg+PHjrFixAnt7e7NyH3zwAQsWLMDNzY1//OMfzJo1i8DAQLRaLceOHeOll15i27Zt3H777Zw9exZXV9f6/2CFuMEolQo6BbjRKcCN+yODAcgtruBoUq4p0D6elE9pPeZNO9mpGNnJt6maLIQQ4gYiPdWiVWvsu1a5ubkSVNfTY489xueffw6AQqGgT58+DBkyhP79+xMZGUn37t1RKCxn5jX2VANs2bKFcePGmR0vLS2ld+/exMTEcMstt7Bu3Tqr26XVaunXrx8nTpxgxYoVPPjgg6ZjGo2Gzp07c+HCBYYPH87WrVurBc+WZGVlERISQmlpKZs3b67WXmPdgwcP5vDhw7z//vvMmTPH6jYLIWpWqdURnVrI4Ys57I3LZuvZdHS1XOHMGBLCgjt61HyCEEKI60ZL91TLnGohRJNasmQJ//znP3FxcUGv13P06FGWLFnCI488Qs+ePQkMDOS5554jPT29xjqGDRtmMUB1cnLixRdfBOCPP/4wG5ZdF5VKxcSJEwHYs2eP2bHt27dz4cIFAN5//32rAmqAlStXUlJSwoABAyy2FwzLiU2dOhWAjRs3Wt1eIUTt7FRKerbzYNawDnw+YwA7XxzDw8M64GJffTqLQgEPD+vQAq0UQgjRGsnwbyFEk1Kr1SxYsIDnn3+etWvXsnPnTg4dOsTZs2epqKggIyOD999/nxUrVrBu3ToiIyOr1TF27Nga6zce0+l0HDlyhDFjxpgd3717N19++SX79+8nOTmZ4uLq8zCTk5PNXu/btw+AwMBABgwYYPVnNQbnp06dIjAwsMbzSktLAUy98EKIxtfe25l5t3Xj2fGd+P5gIsv2JZCab8iPcFPXAEJ9Xayq50xKAS4OKkJ8rDtfCCHEjUeCaiFEs/Dw8ODBBx80DbMuKytjz549/Pe//2Xt2rVkZWVx9913ExMTg6Ojo1nZtm3b1lhv1WMZGRlmx15++WXeffdd02uVSoWXl5ep57moqIji4uJqgXZaWhoAISEh9fqMKSkpgCFoNgbOtSkpKalX/UKI+vNwsmP2qHAeHt6B9SdT+Xx3PH8dGWZ1+flrTnH4Yi639W7D46PDiQh0b8LWCiGEuB7J8G8hRItwdHRk/PjxrFmzhpkzZwKGHuM//vij2rk1zbmu7djmzZtNAfUTTzzByZMnKS8vJycnh7S0NNLS0pg7dy4ANaWWqO19LdFqDUmS/va3v6HX6+vcEhIS6lW/EKLh7FRK7ujTlrVPDWdAiHV5Iw5eyOFQQi46Pfx2LIWJH+zm0W+iOJKY28StFUIIcT2Rnmoh6sHd3Z1nn322pZvRpNzdm78X5rHHHuObb74B4Ny5c9WOXz08u6Zj/v7+pufff/89ABMmTGDx4sUWyxp7pK8WFBQEYJpXbS3jkO+TJ0/Wq5wQovnU52bZkh2x1fZtOZvOlrPpDA334YnRHRnW0afeN+CEEEK0LhJUC1EPxuHDonFVXVbKwcGh2vHt27fXWNZ4TKlUmq37nJSUBFDjWtB6vZ5t27ZZPDZ06FAA0tPTiYqKsnpe9bBhw/jtt9/Yv38/Fy9erPfwcSGE7Th1KZ8d5zJrPL4vLpt9cdn0bufBE2M6clPXAJRKCa6FEOJGJMO/hRBN5sKFC5w/f77O84y91EC1tabBkABsx44d1faXlZXxf//3f4ChR9rT09N0zMPDA4Djx49bfM9PP/2U+Ph4i8fGjBlDWJhhzuXcuXOpqKio8zMATJ8+HScnJ7RaLU8++aRpOLglOp2OvLw8q+oVQjS/T3bEWXXe8eR8Zq84zIQPdrH6UBIFZZVN3DIhhBC2RoJqIUSTOX36NF27dmXSpEksX77cbA5xZWUlR48e5aGHHmLRokUAREZGMnz48Gr1eHh4cPfdd/Pjjz+i0WgAiI6OZtKkSURHR6NSqViwYIFZGeNyWRs2bGDhwoWmZGR5eXm8/fbbPP300/j4+Fhst0ql4uOPP0ahULBnzx7GjRvHnj170Ol0ABQUFLBjxw4efPBBzpw5YyoXGBjIO++8A8C6deu46aab2Lt3rym41uv1REdHs2jRInr06MHvv/9e75+pEKJ5jI3wJ8zP+ozfMRlFvPTTCQYs3MJfl0ex5ngKJRWaJmyhEEIIW6HQ15ShR4hWoKUXgr/Rbdy40RTcGtnb2+Pq6kpubq5ZgrB+/fqxdu1a2rRpY9oXGhrKxYsXWbRoEUuXLuXcuXM4ODjg6OhoWpNaoVCwdOlS/vrXv5q9T2VlJePGjWP37t2m8zw9PcnPz0en0zFp0iT69u3Lm2++yahRoyz2hC9fvpzHHnuM8vJywDA03cnJyayH+ejRo/Tp08es3Hvvvcff//53UzBtb2+Pm5sbBQUFVFZe6cX69ttvmTZtmpU/TSFEc9Pq9Gw6ncbiHbGculRQ7/KOdkrGdQ3gtl5BjO7ij6Nd9TWzhRBCXLuWvuaXnmohRJOZMGECMTExfPjhh0yZMoWuXbvi4OBAXl4ezs7OdOrUiXvvvZfvv/+eQ4cOmQXUVXl5eXHw4EFeeeUVgoODKS8vx9vbm9tuu429e/dWC6gB7Ozs2LRpE/Pnz6dz587Y2dmh1+uJjIzkk08+Yc2aNahUtV/gzpgxg+joaObMmUO3bt1Qq9VUVFQQHh7O5MmTWbFiBV27dq1W7sUXXyQ6Opq5c+fSq1cvHB0dycvLw9XVlYEDB/LSSy+xb98+HnjggYb9YIUQzUKlVHBzzyDWPjWcbx6OJLKDd73Kl1XqWHcilb99e4QBb25h7g/H2BadToVG10QtFkII0RKkp1q0ai1910pcG2NP9ddff82sWbNaujlCCMGhhByWbI9ley1JzOoybVAwb93ZsxFbJYQQN7aWvuaXnmohhBBCCCsNDPXm64ciWffMcCb1CqIhq2lN6B7Y+A0TQgjRYmRJLSGEEEKIeurexoPFD/QjPrOIlQcSWXcilbSCsjrLebvYMzTccpLEq2m0OtQq6f8QQghbJ0G1aBWWLVvGsmXLqu03ZnwWQgghmkKYnyv/vLUbr97SlaiLufx+IoX1J1PJKrK8FN/NPQKtCpQLyyoZ+q9t9A3xYkRHX0Z09qVLgBuKhnSNCyGEaFISVItWISEhgZ07d7Z0M4QQQtyglEoFkR28iezgzbxbu3HgQg5rj6ew4VQa+aVXsv7f1ttyQsar7Y/PobBcw67zmew6nwnrwc/NgeEdfRnRyZfhHX3xd3dsqo8jhBCiHiSoFq1CaGgoo0aNqra/uLiYqKioFmiRaAxV17UWQojrhVqlZFhHX4Z19GXBHT3YG5vF2hMpHE/KY2CodRnE98RUT4SWWVjOL0cv8cvRSwD0DfZkSv/23No7CHdHu0b9DEIIIawn2b9Fq9bSmQCFEEIII71eb/Xw7bH/t4P4TOumMDnaKbm5RxBT+rdjcJgPSqUMERdC3Fha+ppfeqqFEEIIIZqBtQH1pbxSqwNqMKyHbezBbuflxD3923F3v3a093ZuaFOFEELUgwTVQgghhBA2ZG9sVoPLJueW8sGWGD7YEsPQcB/uHdCeCd0DcbJXNWILhRBCVCVBtRBCCCGEDbmrb1s6+ruy+3wWe2IzOZqYh0ZX/9l6++Ky2ReXjZuDmlt7t2HKgHb0be8pGcSFEKKRSVAthBBCCGFD1Col/YK96BfsxbPjO1FUrmF/XDZ7YrPYFZNZr6HhAIXlGr47mMh3BxOZPjiEhZN71F1ICCGE1SSoFkIIIYSwYa4OasZ3C2B8twAAYjOK+PFwMj8fSSajsLxedfm42lt1nkars2o9bSGEEBJUCyGEEEJcVzr6u/LKzRG88JfO7IrJ5H9RyWw5m06ltu4h4p0D3Kx6j/c2neN/Ucl08nelc4AbEUFuDO/oS4iPy7U2XwghWh0JqoUQQgghrkNqlZKxEQGMjQggp7iC345dYnVUMmdTC2os0znA1aq6Y9KLyCmu4MCFHA5cyDHtD/N1YXQXf8ZG+DOwgxcOakmAJoQQElQLIYQQQlznvF3seWhYBx4a1oFTl/L58XAyvx67RF5JpekcO5XC6p7mmIxCi/vjs4qJz7rAV3sv4GyvYlhHX8ZG+DO6ix9BHk6N8lmEEOJ6I0G1EEIIIUQr0qOtBz3aevD3WyLYciaD/x1OYtf5TMJ8XbGzYp50SYWGpJxSK87TsvlMOpvPpAMQEejG2Ah/xkT407e9p8zJFkLcMCSoFkIIIYRohRzUKib1CmJSryDS8suIzyyyqlxshnXnXS06rZDotEKW7IjDw8mOkZ39GBvhx4TugTjbyyWnEKL1km84cc3S0tLYsmULUVFRREVFcfToUUpKSggJCSEhIaGlmyeEEELc8AI9HAn0cLTq3PPpDQuqq8ovrWTt8RTWHk/By/kMj44IY8aQENwc7a65biGEsDUSVItr9v333zN37tyWboYQQgghGsFN3QJY9ddBxKQXcT69kBPJ+Zy8lN/g+nJLKnlv4zk+2xXPw8M6MGtYKB5OElwLIVoPmewirpm7uzvjxo3j5ZdfZvXq1XzwwQct3SRhI15//XUUCoVp+/777+ssM2nSJLMyLT3aoaSkBA8PDxQKBU899ZTV5Xbv3m36DD///HMTttB2aLVafH19USgUxMbGNqiOvXv38swzz9CnTx/8/Pyws7PDy8uL3r17M3v2bLZu3YpeX33ZoNDQULP/N8bN3d2dHj168OSTT3LmzJlr/YhC3BA8nOwYGu7LzKGhvHVnT9Y+PZxDr47nP1N6M6lXEG6ODeuTyS+t5P0t50nOLWnkFgshRMuSoFpcs4cffpgtW7bwzjvvMGXKFNq2bdvSTRI26uuvv671eEpKChs3bmym1ljH2dmZqVOnArBq1SrKy8utKvfVV18B4Ofnx2233dZk7bMle/bsITs7m+7du9OxY8d6lU1LS2PixIkMHz6cjz76iOPHj5OTk4ObmxvFxcWcOHGCzz77jPHjx9O/f/8ag3ZHR0cCAgIICAjAz8+PoqIiTp8+zZIlS+jTpw9ffvllY3xUIW44fm4O3NO/HYsf6MeRf97ED48N5m+jwuli5brXRjd1C6B7G48maqUQQrQMCaqFEE3O19cXFxcXtmzZQlJSUo3nLV++HK1WS2hoaPM1zgqPPPIIALm5ufz66691nl9UVMT//vc/AGbMmIGd3Y0xzPG3334D4I477qhXuQsXLjBgwAA2btyInZ0djz/+OAcOHKCiooKcnBzKy8uJi4vjww8/pEOHDhw9epRTp05ZrOu+++4jLS2NtLQ0MjIyKC4uZvXq1QQEBFBZWcns2bM5ceLENX9WIW5kdiolg8J8eOXmCDbOHcneV8by1p09GN/VHye72tetfmZsp2ZqpRBCNB8JqpuAVqvlxIkTfPnllzz++OMMGDAAe3t703DE0aNHN7juiooKVqxYwS233EJISAiOjo4EBQUxdOhQ/vOf/5CVldV4H0SIRuLi4sI999yDTqfjm2++qfE8Y0/2rFmzmqll1hk4cCA9e/YErvRA12b16tUUFxcDhpEcN4qGBNXl5eXcddddXLp0CTc3NzZv3sySJUuIjIxEpTJcnCsUCsLCwnjmmWc4f/488+fPNx2ri5OTE1OmTOHbb78FDN/Pn3zyST0/mRCiNm09nZg2KIQvZg7k6LybWP5wJDOHhODqYD5MfGyEPz3bSS+1EKL1kaC6kf3666+4u7vTu3dvHn30UT799FMOHz5MZWXlNdcdHR3N4MGDmTFjBhs2bCAxMZHy8nLS0tL4888/efHFF+nevTvr169vhE8iRON66KGHAFi2bJnFObF79uzh/PnzhIWFMXLkyFrrOnfuHO+99x7jx48nPDwcJycn3N3d6du3L6+99lqNN5cef/xxFAoFnp6eNc7VXrJkCQqFArVaze7du037jb3VdfW2w5XAe/DgwXTr1g2AxMREFi9ezKRJk+jcuTMuLi64urrSrVs35syZQ2JiYo31jR49GoVCweuvv05lZSX/93//x4ABA/D09EShULBjx45a2wPwn//8B4VCwYABAywe79Kli+lz5+dXT0g0e/ZsFAoFM2bMsFj+5MmTxMfH06ZNGwYOHFhne4y++uorjh07BsDixYsZNWpUreer1Wpef/11Jk2aZPV7AIwfP56goCAADh06VK+yQgjrOdqpGNnZjzfu6MGel8fwzNiOuF0Orp8ea/20kOV/JvDbsUucTM6nqFzTVM0VQohGIdm/G1leXh4lJY2fgCM5OZlx48aRkpICGHpuRo4cSceOHcnIyGDLli2UlpaSkZHB5MmT2bBhA+PGjWv0dghzSTlNl2wlyMMRtaru+16p+aVotNWD1Ppo7+18TeWtMXLkSMLDw4mLi2P37t3VAueqvdQKhaLWuiZMmMDFixcBw++Ch4cH+fn5HDt2jGPHjrFs2TK2bt1Kly5dzMotWrSI3bt3c/r0aR544AF27dqFWn3la/DUqVM8//zzALz66quMGDHCdOzBBx/kpZdeoqKigm+++YbXXnvNYttiYmLYu3cvcCUQB8Mw8J07d5pee3h4UFhYyNmzZzl79izLli3j999/Z/jw4TV+7rKyMkaPHs2+fftQq9W4uVk/l3Hs2LEAHD16lLy8PDw9PU3HUlJSOH/+PGDoyd25cye33367Wflt27YBMGbMGIv1G3upb7/99jr//ar6+OOPAejYsSMPPvig1eWUyvrfE27Xrh2pqakUFBTUu6wQov48ne157i9deGREGFvOpNM32MuqcnGZRby+5jS6Kn/aAtwdCPN1JczPhQ6+LoT7GZ6383JGpbT+O0cIIZqCBNVNJCAggIEDB5q2jRs38uGHHza4vmnTppkC6pCQENasWUOvXr1Mx7Oysrj//vvZunUrlZWV3HvvvcTFxZldOIvGN+Ld7U1W9+6XxlgV7N7zyZ9cyiu9pvdKeKd+vX4NoVAomDVrFv/85z/56quvzIJq47xXpVLJrFmziIuLq7WuwYMH88ILL3DzzTfTvn177O3tqaioYPfu3fzjH//g4MGDPPDAAxw+fNisnJOTEz/88AMDBw7kzz//ZP78+bz11lsAlJaWcv/991NWVsawYcOYN2+eWVkfHx8mT57M6tWrWbZsGa+++qrF4NHYS+3i4sJ9991n2t+jRw9uvvlmbr/9dkJDQ3FyckKj0XDkyBHmz5/PH3/8wX333UdsbCxOTk4WP/fixYsBww2I++67DycnJ7Kzs60KYvv06YOXlxe5ubns2LGDyZMnm44ZA2Z3d3cKCgrYtm2bWVCdnJxsSgxWV1Bdn6HfaWlppozckydPrlcw3hDG0Qne3t5N+j5CCHMeTnbc3b+d1ecv3h5rFlADpBeUk15Qzp/x2Wb77VVKQnycCfNzIczPlW5B7ozu4ifrYQshmpUM/25kEydO5OLFi6SlpbF27VrmzZvHzTfffE3B7fr169m1axcA9vb2rF271iygBkMiqN9++42wsDAAcnJyePfddy3Wd/UyR/XZ0tLSGvw5hJg5cyZKpZIff/yRoqIi0/7Vq1dTVFTEuHHjaN++fZ31fP/99zz11FOEh4djb28PGH43xo0bx9atWwkICODIkSPs2bOnWtnu3buzaNEiAN555x22bzfcGJk7dy6nT5/G09OTlStXWpyza+x5jouLM+t1NtJqtSxfvhyAKVOmmPUkf/zxx7z88st07drVFDSr1WoiIyP5/fff6dWrFykpKfz00081fu6ioiJWrVrFrFmzTHX4+PhYFSQqlUrT0GpjEG1kfD1nzpxaj4eGhlpMInfp0iUOHz6Mm5tbjUG3JadPnzY979u3r9XlGuLHH38kMzMTMNyUEULYpoSsYn47lmL1+RVaHTEZRWw8nc4nO+J4+ruj9F+4hUe/ieKXo8kUll379DshhKiLBNWNLDAwkODg4Eat09g7BYagxJgw6WouLi4sWLDA9Hrp0qVoNNXnITk6OuLh4dGgrSFDLoUwat++PePHjzf1TBsZh343RlIvV1dXU/BoKagG+Nvf/sbdd9+NTqfjwQcf5LPPPmPp0qUAfPbZZ4SEhFgsN378eNPvt6XlwTZu3GgaUVJ16HddVCoVEydOrLXNYLghcC3LcxkD3quDZuONhdmzZ9OuXTtOnTplCkCrHq8pYF6zZg16vZ6JEyfi4OBgdXuys6/0ODVF77Fer+fixYt89NFHpn8Pe3t7nnzyyUZ/LyFE41iyIxbt1d3U9VSh1bHlbDpzfzguAbYQollIhGTjioqK2Lp1q+m1MdlTTe655x5T71hOTo6ph7uqV155hby8vAZt/v7+jfsBxQ3H+H/YOEw6NjaW3bt34+npaTYkuS6///479913H2FhYbi4uJiNqDAG7MnJyTWW//zzzwkODiYlJYXZs2cD8OijjzJlypQayxiHp4Oh57OwsNDsuPEzde7c2eLc6N27dzNr1iwiIiJwdXU1a7NxZEltbR42bFiNx6xhnFd9+vRp0tPTAcOQ6ISEBLp06UKbNm0YM2YMer3eFEhD3UG1cZmx+i6lVTVhXWMN/f7mm29MP1OlUkloaCjPPPMMBQUFuLi4sGrVKjp1kiV9hLBFSTkl/HzkUqPWaRZgv7mFbdHpjVq/EEKABNU2b9++fZSXlwOGnui6suo6ODiYDW28ukdKiJZ255134uXlxd69ezl//rypx/eBBx7A0dGxzvI6nY4HHniA2267jdWrV3PhwgUqKirw8vIiICCAgIAAUz3GZa0s8fLyMhsFEhYWZlXeg4ceegiFQkFJSQnff/+9aX92djZr164FLPe4v/zyy4wcOZJvvvmGc+fOUVZWZtZmFxeXOtt8rTe1unfvjp+fH3AlUDZ+RxgDbuOjcX98fLwpKZyloLqgoIAdO3agVqvrnZHb19fX9Lxqr/W1cHR0NP1MAwMDCQ8PZ8yYMcyfP5/o6GjuvvvuRnkfIUTj83Nz4O27ejKpZxBdAtywVzfuZWqlVkePtrKklxCi8UlQbePOnj1ret6zZ0+zTMU16devn8XyQtgCBwcHpk6dCsCXX35pmoNc1ygMoy+//JLvvvsOlUrFvHnziImJoby8nJycHNLS0khLS+Oee+4BsLh0V1VffPGF6fmlS5dMybhqExoaasqsX3UI+LfffktFRQVqtbraslObN2829UQ/8cQTnDx5slqb586dW2ebrV2buSYKhYLRo0cDV4LmuoJq42OnTp1o1656oqENGzZQUVHBqFGj6p07onv37qbnR48erVfZmtx3332mn2lqaiqxsbFs27aN119/3WL7hRC2w9FOxb0D2rN4Wj82zh3J2QUT2f3SGJY9NJD5t3Vj+uAQhnX0Icij7huwlkSGeuPv1rCyQghRG8n+bePOnTtnel7TPM+rVZ3THR0d3ehtElfsfsn6pEz1Ze1Fw4+PD7nmJbWa20MPPcSSJUv44IMPqKiooEePHjWun3w1Y+/wo48+yhtvvGHxHGsS6n388cf89ttvqFQqunTpwpkzZ7j//vuJiorC2bn2rOuPPPIIW7Zs4c8//yQ6OpqIiAhTgH3zzTeb1kO+us0TJkww6x2vb5sbw9ixY/nf//5nCpa3b99uFmwHBwcTFhZGTEwMycnJVi+lVd+h32DIQdGtWzfOnDnDb7/9xrvvvtvkGcCFENcPlVJBe29n2ns7M9p8hURKKjTEZxYTn1VMfGYR8ZnFHLiQTXpBeY313dorqMZjVaXml7LmWAo3dQsgzM/1Wj6CEOIGIUG1jas6JDIgIMCqMoGBgabnOTk5jd6mqyUlJZll7q2oqDDtrzq8c+rUqXz00UcNfp+MjAyz5EnWsKbn8Vo0x/rOdQnysLz8ki0bMGAAPXv25OTJk0D9EpQlJSUBNWeLLioq4sCBA7XWcfLkSV588UUA5s2bx8yZM+nTpw9nz55l7ty5pqRlNbnzzjvx9vYmJyeHr776ivvuu4/jx48DlhOU1dVmvV7fbFM1jMFxXFwcmzdvJiUlhd69e5v9ro4dO5b4+Hi2bdvGjh07zMpVVVlZyfr16wGqrWttrSeffJInn3ySmJgYvv32W6ZPn25VOZ1OJ4kThbiBOdur6dHWw2w4t06n53BiLutOpLLhVKpZgK1QwIQegZaqqmbjqTT+tSGaf22IJtzPhZu6BXJTtwD6tvdEKWtiCyEskKDaxlVddqimtWuvVvW8quWbilartTgfUqfTme2/OqlTfS1ZsqTGnklx/fn3v/9tSsL34IMPWl3Ow8NwAWUMYq+2cOHCWv+vlZaWMnXqVMrKyhg+fDivvvoqKpWKzz77jHvvvZfPPvuMv/zlL7XOvXVwcGDatGl89NFHrFixgoKCAsBw48vSvOK62vzpp58SHx9f4/s1JmNCspSUFP75z38CV4Z8G40ZM4YvvviCJUuWkJqaCmDqya5qx44d5Ofn07dvX6tH0lztkUce4dNPP+XkyZM8+eSThISEmK1hfjWtVstbb71F3759rykTuhCi9VEqFQwM9WZgqDfzbu1mFmCH+rhYPfR789krycziMouJ2xnHpzvj8HV1YHxXf27qFsCwjr442l3blBwhROsht/ltXFlZmem5cT3eulRd0qa0tLTR23S10NBQ9Hp9nduyZcuavC3i+nHzzTfzn//8h//85z+m5FnWMC499fnnn/PZZ5+ZRkYY5yW/++67+Pj41Fi+pvWop0yZYupl/utf/2rqXa6J8dy0tDQ+//xzAGbMmGEx74GxzRs2bGDhwoWmZGR5eXm8/fbbPP3007W2ubEZe52NPfpXB9XG18bjXbt2NRsBY3QtQ7+NHBwc+OWXXwgKCqKwsJDx48fz5JNPcujQIbRarem8hIQElixZQkREBPPnzzc7JoQQVzMG2K/f3p0/XxnH4mn96i4E5JdWciDe8ii/rKJyvj+UxCPfRNF3wWZmr4ji2/0XOXwxh6Ly6kuYCiFuHBJU27iq2ZCNwUNdjNnCwfrebSGuF88//zwRERFoNBpmz56Nk5MTXl5etGnThg8++IDZs2dz6623Wiz7888/m61HffWa8v/973+JiIggNzeXadOm1Rq49e7dm/79+wOGURlQ8zD2GTNmMGLECMAw3NzNzQ1vb298fHx49dVXmThxIo8//nj9fhDXoGoQrVKpqvUMBwYGEhERYXpd2/rUcG1BNUB4eDhRUVGMGzeOyspKlixZQmRkJPb29vj4+ODg4ECHDh148skniY2NZdCgQfTq1eua3lMIceNQKhX4ujrUfSKw41wGGivWyS6t1LLxdDqv/XqKuz/5kx7zNzLi3W38dXkUizadY92JVOIyi655zW0hxPVBhn/bOFfXKwkyrO11rnpe1fLXuyeeeKLWNYQtiY2Nrdfax8L2eXp6sm/fPhYsWMCvv/7KpUuXUKvVjB49mscee4z777/ftJZ0VUlJSTz66KOAoZfZ0v8lZ2dnvvvuOwYPHszu3bt58803mT9/fo1teeSRRzh8+DAAQ4cONQtEq7Kzs2PTpk288847fPfddyQkJKDX64mMjGTmzJk89thjLFiwoAE/jYapGiQPGDAAd3f3aueMHTvWlOjQUlB95MgRkpKSCA4Opk+fPtfcpjZt2rBlyxZ2797NDz/8wO7du0lOTjatL921a1eGDBnC/fffz6hRo675/YQQwpJNZxq+jnVSTilJOaVsrlKHo52SzgFuRAS60S3InVnDOjRGM4UQNkahr2vNGdEoXn/9ddN84FGjRpmS/9TliSee4JNPPgEMS8VUXRe3JkuWLOHJJ58EoFu3bpw+fbphjb6OLFu2zOLw8uLiYqKiokyvT506ZbaMjxCiYebNm8fChQt5+umn+e9//9vSzRFCiEbx9d4L/HYshWNJeY1ed5ivC9teGN3o9Qoh4PTp0/To0cP0urmv+aWn2sZ16XJlDYmLFy9aVSYxMdH0vKaes9YmISGBnTt3tnQzhLhhGOdTy0gQIURr8tCwDjw0rAMZBWVsOZvB5jNp7I3LpkKju+a6I4LcGqGFQghbJEG1jevatavp+cmTJ9FoNBYTIVV15MgRi+Vbs9DQUItDQq/uqRZCXLuKigruuusu7rrrrlozdQshxPXK392RBwYF88CgYIrLNew6n8nmM+lsO5dBXkllg+qMCKw+1caSzMJyvtgTz5gu/vQP8cJOJSmQhLB1ElTbuKFDh+Lg4EB5ebkpQBw8eHCN55eXl7N//37T66uz+rZWs2bNsjiP9uqhIEKIa2dvb1/rXHMhhGhNXBzU3NwziJt7BqHR6jiUkMuWs+kcS8ojOrWA4grrViOICLSup3rHuQyW7oxn6c543BzUjOjsy+gu/ozu7Ie/u3XLggkhmpcE1TbO1dWVcePGsX79esAwd7i2oPrnn382rdHr5eUlvUhCCCGEEI1ErVIyJNyHIeGGZRB1Oj2X8kqJTiskOrWA6LRCzqYVkJBVzNWJv63tqd5xLtP0vLBcw/qTaaw/mQZAtyB3hnX0YWhHXyJDvXFxkEt5IWyB/CZeB5544glTUP3111/z9NNPW5x4X1JSwrx580yvZ8+eXedQ8daitkRlQgghhBBNQalU0N7bmfbeztzULcC0v6xSS0x6EWfTCohOLeRCVhHtvOpe5rRSq2NXTGaNx8+kFnAmtYDPd1/ATqWgb3svhnb0YVhHX/q095Sh4kK0kBsj4rrOTZo0iREjRrB7924qKiq49dZbWbNmDT179jSdk52dzdSpU4mNjQXA29ubl19+uaWa3OwkUZkQQgghbIWjnYqe7Tzo2c6jXuWOXMylsExj1bmVWj0HE3I4mJDDB1ticLFXEdnBm2EdfRka7ktEoBtKpaIhzRdC1JME1U3glltuISUlxWxfWlqa6XlUVJTFdV3Xr19PmzZtLNa5atUqIiMjSU1NJSEhgT59+jBq1CjCwsLIzMxky5YtlJSUAKBWq1m9ejWenp6N9plsnSQqE0IIIcT1bvu5mnup61JcoWX7uUxTHT4u9gwJN/Rid/B1oa2nE+29nRurqUKIKmSd6iYQGhpq9fJXVV24cIHQ0NAaj0dHRzN16lSOHTtW4zl+fn58/fXXTJo0qd7v3xq19Jp1QgghhBDW2ng6jZ+PJLMnJsvqBGjWGtHJlxWPDKrzvJIKDUVlGnxcHVBJT7e4TrT0Nb/0VF9HIiIiOHDgAN9//z3fffcdp0+fJj09HU9PT8LCwrjzzjt5+OGH8fX1bemmCiGEEEKIeprQPZAJ3QOp0Og4lJDD9ugMtp/LIC7z2nPE+Lk5WHXeznOZPL7yCPYqJf1CPLm5RxATewQSIJnHhaiRBNVNICEhocnqtre3Z8aMGcyYMaPJ3kMIIYQQQrQce7WSYR19GdbRl9du7UZSTgl7YrPYG5vFvrhscoor6l2ntUF1RmE5ABVaHfvjc9gfn8Pra0/TP9iLiT0CublnEG096066JsSNRIJq0SpI9m8hhBBCtFbtvZ2ZGhnM1MhgdDo90WmF7IszBNkHLuRQYsVQcX8363qaMy8H1VXp9RB1MZeoi7m8ue4svdt5GNbu7hFIiI9LvT+PEK2NBNWiVZDs30IIIYS4ESiVCrq1cadbG3ceHRFGhUbH8eQ8Qy92bDZHk3Kp1FZPmWR9T3VZneccT87neHI+72yIpluQO7f0DGRijyA6+rvW+/MI0RpIUC1aBcn+LYQQQogbkb1aycBQbwaGejNnPBSXaziYkMO+2Cz2x+eQkF1MYZkG/3oO/7aWce3s/2w6T+cAVyb2COKmrgF0b+MuS3qJG4Zk/xatWktnAhRCCCGEaGmlFVrUKgV2KmWd5076725OpxRc83v6utozspMfo7r4MaKTH94u9tdcpxA1aelrfumpFkIIIYQQohVzsldZfe7yhyNJyi1le3QGG06lcj69qEHvmVVUwc9HL/Hz0UsoFNC7nSfzb+tG32CvBtUnhC2ToFoIIYQQQggBgI+rAz6uDvRp78ncmzoTm1HEH6dSWX8yjTOpDevB1uvhWFIens7SWy1aJwmqRasg2b+FEEIIIRpfR39XnhrbiafGduJidjEbTqWx4WQqx5Pz61VPsLczoT7OdZ5XrtGiQIG9uu6h6kLYCgmqRasg2b9tl16v58cff2TVqlUcOXKEjIwMVCoVAQEBBAUFERkZyYgRIxg3bhzu7u4t3dwbWnZ2NgEBAajVarKysnB1rX8W1w0bNvDLL7+wd+9eUlNTKSwsxN3dnfDwcIYOHcrUqVMZNGhQtXIKRfVkNgqFAnd3d8LCwhg/fjxPPfUUwcHBDfpsQgghrl2Ijwt/GxXO30aFk5xbwh+n0thwKo3DF3PrLDu6i5/F7/qrbTmTwbPfHyXU14VO/q6GLcCNTgGudPB1wUFt/VB2IZqLJCoTrUJtPdVVs39LorLmlZeXx+TJk81ueKjVatzd3SkoKECj0Zj2f/3118yaNasFWimMvvnmG2bNmsWkSZP4/fff61X2/PnzTJs2zez3TaVS4eHhQX5+PlrtlTVUx4wZw+rVq/H19TXtM15oubi4mIJ5rVZLVlaW6RxXV1d++OEHbrnllgZ9PiGEEE0jLb+MjafT2HQmjUMXcqnQ6qqd8+XMAYzrGlBnXe9vPs+HW2MsHlMpFYT4ONPZ3xBkdwpwo2ugGx39Xa0K2EXrJYnKhGgEs2bNshiQXf0LJprXjBkz2LlzJyqVijlz5jB79mzCw8NRKpVoNBrOnDnDH3/8wapVq1q6qQL47bffALjjjjvqVe7QoUP85S9/IS8vDxcXF5555hnuv/9+evbsiUKhQKfTER0dza+//sp///tftm/fTnJysllQbfTCCy/w+uuvm14XFhayatUqXnzxRQoLC7nvvvuIjY0lIKDuCzMhhBDNI9DDkZlDQ5k5NJTicg1/xmWz83wmO85nkJRTir1KyZBwH6vqis2oOTGaVqcnPrOY+Mxi/jh9ZX97bydu7dWG23q1oWuQmwTYotlJUC2EaBIxMTGsXbsWgDfffJNXXnnF7LharaZXr1706tWLl156idLS0pZoprisrKyMTZs2oVAouO2226wul52dzV133UVeXh5t2rRh06ZN1e4MK5VKunXrRrdu3ZgzZw5z5861+oLHzc2N2bNno1arefTRRykqKmLZsmW8/PLL9fp8QgghmoeLg5rx3QIY3y0AvV7PhaxizqUV4mxvXdhxPr2w3u+ZlFPKJzvi+GRHHGF+LtzWqw239Q6io79bvesSoiEkA4AQokkcO3bM9Nyank8nJ6dq+0JDQ1EoFCxbtozCwkL+/ve/06VLF5ycnPD19WXy5MkcOHCgxjoTExNZvHgxkyZNonPnzqahxcbgLjExsc52JSUl8dJLL9GnTx88PDxwcnIiPDycO+64g+XLl1NWVmax3NGjR3n44YcJDw/H2dkZV1dXevfuzWuvvWY2pNlaTz31FAqFgnvuuafascrKSlxdDUPf/Pz8sDSrZ8KECSgUCubNm2ex/s2bN1NcXMygQYMIDAy0ul3vvvsuycnJAHz33Xd1DrVydnZm6dKl9OzZ0+r3AJg2bRpKpeFP1qFDh+pVVgghRMtQKBSE+blyc88gq86v1Oq4kHVtSWbjM4v5cGsM4xftYuIHu1i8PZaL2ZK4VjQt6akW4hrk5tadmKOh3N3dUanqTsaRn5+PTld97lJ9eHk17ZqRycnJdO3atcHlc3NzGThwIOfOncPe3h5HR0eys7P57bffWLt2LZ9//jkPP/xwtXLG4edGHh4eFBYWcvbsWc6ePcuyZcv4/fffGT58uMX3XbFiBY899pgpcLa3t8fJyYn4+Hji4+NZs2YNvXr1ok+fPmbl5s+fz8KFC03BrbOzM5WVlZw4cYITJ07w1VdfsW7dOvr27Wv1z2Ds2LEsXryYHTt2oNfrzXp6Dx48aMp0n5WVxcmTJ+nVq5fpeGVlJXv37gUM85ktMQ79njx5stVt0mg0LF26FIBx48YxcuRIq8saA2RrOTo64uPjQ2ZmJgUFDVvSRQghhG1LyCpGo2u8dE/RaYVEp53jvY3n6N3Og2fHd2JshEwfEo1PgmohrsGHH37YZHU/++yzVgW7X331Ffn59VvW4mpV57A2loEDB6JQKNDr9Tz//PP8+OOPdO7cuUF1vfHGGyiVSlavXs2dd96JWq3m7NmzPP744+zcuZPZs2fTp08f+vXrZ1auR48e3Hzzzdx+++2Ehobi5OSERqPhyJEjzJ8/nz/++MM0R/fqnvL169czc+ZM9Ho9w4YN45133mHo0KEolUoKCgo4fvw4K1aswN7efM3NDz74gAULFuDm5sY//vEPZs2aRWBgIFqtlmPHjvHSSy+xbds2br/9ds6ePWt1hu3Ro0ejUCjIzs7m+PHjZoH89u3bAUwJ4LZt22YWVB84cIDi4mIcHBwYMmRItbp1Op0pMVl95lNHRUWZ/u/deeedVpdriOLiYlMPv7e3d5O+lxBCiJYR6uvCxjkjickoJCa9yPR4oRGC7ePJ+VRorq0TQoiaSFAtWgVZp9r2hIaG8uijj/L5559z8uRJIiIi6NOnD0OGDKF///5ERkbSvXt3q+bW5ufns2XLFsaNG2fa17VrVzZs2EDv3r2JiYnhn//8J+vWrTMr9/HHH1erS61WExkZye+//06/fv04ceIEP/30Ew8++KDpHI1Gw1NPPYVer2f48OFs3brVLHh2d3dnxIgRjBgxwqzurKwsXn31VRQKBb/88otZe1UqFf3792fjxo0MHjyYw4cP88UXXzBnzpw6Pz8YAsnevXtz7Ngxtm3bZhZUb9u2DYA5c+awYMECtm3bZlav8fiQIUNwdHSsVvf+/ftJT0+nc+fOREREWNUeMCQCNKpPr3tDfPLJJ6ae/8GDBzfpewkhhGgZdiolXQLd6BJoPhe6QqPjYnYx542BdkYRMemFxGUWo7Uy2HZ1UDO6i39TNFsICapF6yDrVNumJUuWEBgYyKJFiyguLubo0aMcPXrUdNzf359p06bx8ssv15rNediwYWYBqpGTkxMvvvgijz32GH/88Qf5+fl4eHhY1TaVSsXEiRM5ceIEe/bsMQuqt2/fzoULFwB4//33q/VG12TlypWUlJQwcOBAi+0FQ1A/depUDh8+zMaNG60OqsEwdNsYVD/33HMAlJeX8+eff+Li4sJzzz3HO++8w65du9BqtabpA8ae7LqGftc363d2drbpeVP0Hmu1Wi5cuMDKlSv517/+ZXqfmTNnNvp7CSGEsF32auXltardgCvzs3OLK/jjdBprj6ewPz6b2uLrv3QLwNFO1rgWTUOCatEqhIaGMmrUqGr7r16nWjQvtVrNggULeP7551m7di07d+7k0KFDnD17loqKCjIyMnj//fdZsWIF69atIzIy0mI9Y8eOrfE9jMd0Oh1HjhypFjju3r2bL7/8kv3795OcnGxx9IIx0ZbRvn37AAgMDGTAgAFWf949e/YAhrURa0v2Zcx0fvHiRavrBsNnff/999m1axcajQa1Ws2+ffsoKytjwoQJeHh4MGjQIHbv3s3hw4eJjIykrKyMP//8E2j8oLpqQrTGWr7kjTfe4I033rB4zM/Pj59//rnJcwAIIYS4Pni52DM1MpipkcFkFJax4aQhwI66WD3nza29rUuWBlBWqZUAXNSLBNWiVZB1qm2bh4cHDz74oKk3uKysjD179vDf//6XtWvXkpWVxd13301MTIzF4clt27atse6qxzIyMsyOvfzyy7z77rum1yqVCi8vL1PPc1FREcXFxdUC7bS0NABCQkLq9TlTUlIAQ9BszRJhJSUl9ap/5MiRqFQqCgsLiYqKYvDgwaZeaOPNhbFjx7J79262bdtGZGQk+/bto7y8HGdnZwYNGlStzujoaM6dO4e/v7/F+da1qbrOdNVe62thzNAOhmRmrq6uhIWFMW7cOB5++GF8fKxb51QIIcSNxd/tylrZKXmlrDuRyu8nUjienI+Hkx3DO/pZVc/xpDxmfn2QR4d3YNawDrg6SLgk6iZLagkhmp2joyPjx49nzZo1pqG8ycnJ/PHHHxbPr60XtKZjmzdvNgXUTzzxBCdPnqS8vJycnBzS0tJIS0tj7ty5ABaXoKrrfS3RarUA/O1vf0Ov19e5JSQk1Kt+d3d3UzI24zxp42PVoNrS8WHDhlkcxm7spb7tttvqnZG76vJZVYf1X4sXXnjB9O+TkpLC+fPn+eOPP3jxxRcloBZCCGGVNp5O/HVkGL89NZydL47m/ft6Y6+27m/cB1vOk1dSyX82nWfEv7exZEcsxeWaJm6xuN7JrRchrsGzzz7bZHW7u7tbdd7DDz98zUtqtaTHHnuMb775BoBz585ZPOfq4dk1HfP3v5KA5PvvvwcM6zMvXrzYYlljj/TVgoIMQ8SM86qtZRzyffLkyXqVq4+xY8dy6NAhtm3bxrPPPsvBgwfx9PQ0BduDBw/GycmJvXv3UlFRYQqqG3voN8CAAQPw8PAgPz+fX375hSeffLKBn0oIIYRoGiE+LoT4uFh17tHEXLafyzS9zi2p5N0/zvHF7gs8NjKMGUNCcLaX8ElUJ/8rhLgGtjC309rEXLaq6pJSDg4OFs8xDnGu7ZhSqTTLQJ2UlATUnJVar9ebAs6rDR06FID09HSioqKsnlc9bNgwfvvtN/bv38/FixfrPXzcGmPGjOHf//43+/btY+vWrVRWVjJq1ChTL7O9vT3Dhg1jy5YtbNmyhUOHDpnKXS09PZ0DBw7g7OzM+PHj690WtVrNY489xnvvvcfWrVvZtWuX1WtV63S6eveMCyGEEE3pgy0xFvfnFFfwzoZoPt8Vz+xRYUzp3x4vF+uSmIobg1zRCCGaxIULFzh//nyd5xl7qYFq60wb7dmzhx07dlTbX1ZWxv/93/8Bhh5pT09P0zHjzYbjx49brPPTTz8lPj7e4rExY8YQFhYGwNy5c6moqKjzcwBMnz4dJycntFotTz75pGk4uCU6nY68vDyr6q1qxIgR2NnZUVpayttvvw1UT+RmDKAXLFiARqPB1dXV4o2BNWvWoNPpmDBhQrV1uq310ksv0aZNGwCmTp1qtsyWJaWlpabh+EIIIYStOHwxl53nM2s9J7u4grfXRzPgrS3c/9mffLXnAkk59cuPIlonCaqFEE3i9OnTdO3alUmTJrF8+XKz+cOVlZUcPXqUhx56iEWLFgEQGRnJ8OHDLdbl4eHB3XffzY8//ohGY5jXFB0dzaRJk4iOjkalUrFgwQKzMhMnTgRgw4YNLFy40JSMLC8vj7fffpunn366xjm6KpWKjz/+GIVCwZ49exg3bhx79uwxDbMvKChgx44dPPjgg5w5c8ZULjAwkHfeeQeAdevWcdNNN7F3715TcK3X64mOjmbRokX06NGD33//vV4/UwBnZ2dTlvQDBw4A1YNq42vj8REjRqBWVx+YdC1Dv418fX356aefcHd3JyUlhUGDBvGPf/yDU6dOmeaqGz/3u+++S3h4uNma00IIIYQtSMwptjopmVanZ398Dgt+P8OId7dzy4e7eX/zeU6n5MvftxuUQi//8qIVuzr796lTp8ySK4mms3HjRlNga2Rvb4+rqyu5ublmf3T69evH2rVrTT2eRqGhoVy8eJFFixaxdOlSzp07h4ODA46OjuTn5wOGZGJLly7lr3/9q1nZyspKxo0bx+7du03neXp6kp+fj06nY9KkSfTt25c333yTUaNGWewJX758OY899hjl5eWAYXi6k5OTWQ/z0aNH6dOnj1m59957j7///e+mYNre3h43NzcKCgqorKw0nfftt98ybdo0K36a5ubNm8fChQsBwzzy9PR0s+MajQZvb28KCwsBePfdd3nxxRfNzikuLsbX15fKykrS0tLMMnk3xNmzZ3nwwQc5cuSIaZ9arcbd3Z2CggLTzRAwjCpYuXKl2U0NY1K4+fPn8/rrr19TW4QQQoiGyCup4PPd8Szbm0BxRc2jzWrT1tOJm7oF8JfuAUSGeqNWSR9mc2jpa375VxatwrJlyxg9enS1zdIyW6J5TJgwgZiYGD788EOmTJlC165dcXBwIC8vD2dnZzp16sS9997L999/z6FDh6oF1FV5eXlx8OBBXnnlFYKDgykvL8fb25vbbruNvXv3VguoAezs7Ni0aRPz58+nc+fO2NnZodfriYyM5JNPPmHNmjWoVLWvQTljxgyio6OZM2cO3bp1Q61WU1FRQXh4OJMnT2bFihV07dq1WrkXX3yR6Oho5s6dS69evXB0dCQvLw9XV1cGDhzISy+9xL59+3jggQfq/4PFfH60pbnSarWaESNG1HrOxo0bKSsrY9iwYdccUAN07dqVw4cP8/vvv/PII48QERGBq6srBQUFuLu7M3DgQObOncvhw4f5448/JJO3EEIIm+PpbM+LEyLY/fJYHh8djrN9/deqvpRXyrJ9CTzw+QEGvLWF51Yf449TqVRort+ksqJu0lMtWoXXX3+dN954o87zpKf6+mLsqf7666/lBkkjmzFjBitWrOD//u//eO6551q6OUIIIYTNyS4q57Nd8Sz/8yKllQ3ruQZwslNxdN5NONrVP0gX1mnpnmrJ/i1ahdDQUEaNGlVtf3FxMVFRUS3QIiFsl1arZd26dQBMnjy5ZRsjhBBC2CgfVwf+fktX/joyjK/2XGDN8RSSc0vrXc/Izr4SULdyElSLVmHWrFkWezKvvmslhIDs7Gyefvpp3NzcTFnOhRBCCGGZr6sDL02M4MUJXYhOK2TT6XQ2n03j1KUCq8r/pVugVedlFpajUBjeT1xfJKgWQogbjL+/vyQDE0IIIepJoVDQNcidrkHuPDu+E5fyStl8Oo3NZ9PZH5+DVld9Vq1KqWBshL9V9X+zL4HFO2Lp3c6TsRH+jI3wp1uQO0qlorE/imhkElQLIYQQQgghRD219XRi1rAOzBrWgfySSradS2fzmXR2nMuk5HL28IGhXni52FtV37boDPR6OJaUx7GkPBZtPo9KqcDVQY2boxo3RzvcHNW4O6pxv/zc7apHdyfDo7O9Cmc7NY72Spzt1VYvFyYaRn66QgibVXVtayGEEEIIW+XhbMedfdtxZ992lFVq2ReXxeYz6fQN9rKqfFp+GWdSqw8n1+r05JdWkl9aCdR/PjdAmJ8L254fbdW5S3bE4ulkT7C3M8HezgR5OmIny4LVSYJqIYQQQgghhGgkjnYqxkYEMDYiwOoy289lNFl7nKxMklap1fF/m86bDWNXKRUEeTiaguz2lx+Nm6ezHQqFDE+XoFoIIYQQQgghWtC26JYPqlPzyqrNC9fq9CTnlpKcW8q+uOxqZdwc1NzVry1v3HFjJwaWvnwhhBBCCCGEaCF6vZ5LDViqy1pO9tYF1Yk5JfWuu7BcU+8yrZH0VAshhBBCCCFEC1EoFKx/dgTxmUVsi85gW3QGBy/koLGQTbwhrO2pbkhQDdDe27lB5VoTCaqFEEIIIYQQooWF+bkS5ufKoyPCKCrXEJtRRH5pJYVllRSWaao8aii4/Lyg9PK+8ivHrh7C3ZQ91SBBNUhQLVqJZcuWsWzZsmr7i4uLm78xQgghhBBCXANXBzV92nvWu5xer6esUkdJhYbSSi1llVocreypDnR3oF+wJ4k5pWQVlVv9nsESVEtQLVqHhIQEdu7c2dLNEEIIIYQQosUoFAqc7FVW905XZVxzG6CkQkNSTimJOSUk5ZSYPSbmlFCu0ZnKSU+1BNWilQgNDWXUqFHV9hcXFxMVFdUCLRJCCCGEEOL65GyvpkugG10C3aod0+n0ZBWVk5hTwqW8UlwdJKSUn4BoFWbNmsWsWbOq7T99+jQ9etzYKf6FEEIIIYRoLEqlAn93R/zdHRnQ0o2xEbKklhBCCCGEEEII0UASVAshhBBCCCGEEA0kQbUQQgghhBBCCNFAElQLIYQQQgghhBANJEG1EEIIIYQQQgjRQBJUCyGEEEIIIYQQDSRBtRBCCCGEEEII0UASVAshhBBCCCGEEA0kQbUQQgghhBBCCNFAElQLIYQQQgghhBANJEG1EEIIIYQQQgjRQOqWboAQTSkzM9Ps9caNG4mNjW2h1gghhBBCCCEaW1xcnNnrq2OApiZBtWjVNm3aZPb6+eefb6GWCCGEEEIIIZrDpk2bGD16dLO9nwz/FkIIIYQQQgghGkiCaiGEEEIIIYQQooEUer1e39KNEKKp7NixgzFjxphe//rrr3Ts2LEFWySEEEIIIYRoTLGxsUyePNn0evv27c06/FvmVItWzc/Pz+x1x44d6d69ewu1RgghhBBCCNHUro4BmpoM/xZCCCGEEEIIIRpIgmohhBBCCCGEEKKBJKgWQgghhBBCCCEaSIJqIYQQQgghhBCigSSoFkIIIYQQQgghGkiCaiGEEEIIIYQQooEkqBZCCCGEEEIIIRpIgmohhBBCCCGEEKKBJKgWQgghhBBCCCEaSIJqIa4Der2+pZsghBBCCCGEsEDd0g0QQtQsKiGHt9ef5VxaId3bejD/tm50b+PR0s0SQgghhBBCXCY91ULYqNiMQh744gBHEvMortBy8EIO9376J2n5ZS3dNCGEEEIIIcRlElQLYaN+OJQEmgq6q1IZbhdPD1Uq+ooSfj6a3NJNE0IIIYQQQlwmw7+FsFGnk7K42T4aL2WpYYcK+qmTSTqUQXywkg4dOqBQKFq2kUIIIYQQQtzgJKgWwkbpMhOuBNSXKRXgUJzG8uXL8fX1ZeDAgfTu3RtHR8cWaqUQQgghhBA3NgmqhbBBZZVaXCuyQVXzOVlZWWzYsIGtW7fSq1cvIiMj8ff3b75GCiGEEEIIISSoFsIWJeeW4KYot+rciooKoqKiiIqKIiQkhMjISCIiIlCpaonIhRBCCCGEEI1CgmohbNCFjCJcrQyqq7p48SIXL17Ezc2NAQMG0K9fP9zc3JqghUIIIYQQQgiQoFoImxSfmolKoW9w+cLCQrZv387OnTvp2bMnEydOxMnJqRFbKIQQQgghhABZUksIm3QpLbPGY7p6xNo6nY7jx4/zxRdfoNVqG6FlQgghhBBCiKokqBbCBuXk5FjcX6K348fyXhDYFRcXF6vry87O5tSpU43VPCGEEEIIIcRlElQLYYPKivIt7i/UO1CCA8lOYcydO5e77rqLdu3aWVVnXFxcYzZRCCGEEEIIgcypFsLmaLQ6KC+yeMurQGdYjzoxpwS1Wk2vXr3o1asXKSkpHDp0iJMnT6LRaCzWm5SU1JTNFkIIIYQQ4oYkPdVC2JjU/DJcKbN4rFDvAEBSTil6/ZXJ1W3atOGOO+7gueeeY/DgwRbL5ubmUlRU1PgNFkIIIYQQ4gYmQbUQNiYhs6jGNaoLLgfVpZVasosrqh13dnZm6NChNdadnJzcOI0UQgghhBBCABJUC2FzYlNqXk6rQO9oep6UU2LxHHd3dzw8PCwek6BaCCGEEEKIxiVBtRA2prbltIzDvwGScktrPK+m5GUyr1oIIYQQQojGJUG1EDYmOzvb4v5SvZrKKrkFa+qpBmjfvr3F/ZcuXZL1qoUQQgghhGhEElQLYWOKC2teTquq5Nz6B9UajYb09PSGN04IIYQQQghhRoJqIWyIXq9HV1Zo8VjV+dRgyABek4CAANRqyyvmyRBwIYQQQgghGo8E1ULYkMyiclz0lpfTMq5RbZRUS0+1Wq2mTZs2Fo9JUC2EEEIIIUTjsdyVJYRoEQlZxbgpal+j2iglrxStTo9KqbB4fvv27UlMTKy231YygOv1ej7fHc/3B5MoKNMwvqs/827rhrO9fC0JIYQQQojrh/RUC2FD4i5loa5xOS3zoLpSqyetwHIADjVnAM/Ly6Ow0PIQ8+b02a543l4fTXxWMVlF5Xx/KIknVh5p6WYJIYQQQghRLxJUC2FDklJrTiJWeNWcamhYBnBo+SHger2eb/YlVNu/41wmF7OLm79BQgghhBBCNJAE1ULYkMysHIv7y/QqKizM1kisJah2dXXFy8vL4rGWHgKeVVRBSr7lXvbTKQXN3BohhBBCCCEaToJqIWxIUUGexf2WeqkBkmsJqqHmIeAt3VN9Iavm3ujabhQIIYQQQghhaySoFsKGaEst99JePZ/aKCm35mW1oOYh4CkpKWg0mvo1rhFdyCqq8djFbAmqhRBCCCHE9UOCaiFsRH5pJY46y0Gys6uHxf21zamGmoNqrVZLWlpa/RrYiOJr6amu6zMJIYQQQghhSySoFsJGXMwqxk1RbvFYSJsAi/trW6sawN/fHzs7O8tlW3AI+IXMmoPqizmSqEwIIYQQQlw/JKgWwkbEpmRhp9BZPNa9QxuU6OimSqOLKsO0P72gnLJKbY11qlQq2rZta/FYSyYrS6glw3dKXhmVWss/ByGEEEIIIWyNBNVC2IiLKRk1HnNRlHGH/Ski7ZLor07GgUrTsUt5tc+rtrVkZVqdnoRa5k1rdXpS6vhMQgghhBBC2AoJqoWwERlZWRb361GwZ/N6PJSGoeH2Ci191ZdMxxs6r7qgoID8/PwGtrbhUvJKqdDU3hMtGcCFEEIIIcT1QoJqIWxEYV6uxf0K9NX2dVZl4qkwBJ51ZQCvqacaWmYIeG3LaRlJBnAhhBBCCHG9kKBaCBtRWVpo9blKBQxUJwH6OteqdnFxwdvb2+KxlhgCbk1QLRnAhRBCCCHE9UKCaiFsQFmlFnuN5UBSbWdvcX9bVQHtlPl1ZgCHmoeA22pQLT3VQgghhBDieiFBtRA24GJ2MW6KMovHwrt0q7HcQHUSSbVk0jaqKahOTU2lsrLS4rGmUtsa1UYyp1oIIYQQQlwvJKgWwgbEpmRjX8NyWpH9+hAcHGzxmIeyDHXOhTrrr2letU6nIzU11fqGNoILWUV1npOYU4JeX30uuRBCCCGEELZGgmohbEDCpfQajwX4+zJx4sQaj0foE0nPLai1fn9/f+ztLQ8jb84h4OUaLcl1JFYDKCrXkFvSvD3oQgghhBBCNIQE1ULYgPRMy8tp6RQqXFxcaNOmDZ269rB4joNCy+at22qtX6lU1thb3ZwZwBOzS7C2A/qiFcPahRBCCCGEaGkSVAthAwqzMyzuVzi4oDj4Gax/kVvbF6PRW/6VjTt9gszMzFrfo6agOikpqdmGWluTpMxI5lULIYQQQojrgQTVQtgA+xLLQbW6LJt7fi2i166BPPl7KkF6y73Ker2OTZs21foeNSUrKyoqIj8/v34NbqB6BdWSAVwIIYQQQlwHJKgWooXl5ObhqLOc+TtT506UvgsFuLBH1xNHXT7uesvrWcfExBAXF1fj+9TUUw3NN69aeqqFEEIIIURrI0G1EC1s2669KBSWj53UBAGGg2GKFGaoNjNesbvGujZu3IhWq7V4zMnJCV9fX4vHmiuotmY5LSMJqoUQQgghxPVA3dINEOJGVlpaytmTxyweK9TZk6DzNr3+p/pb7BRaenKOA/TlEkHVymRkZHDkyBEGDhxosc727duTlVU9KVpzJSuTnmohbgCVZVCYAgVXbSXZ4OQJHu3BMxg8QwyPLr7UeGdRCCGEuA5IUC1EC4qKikKrsbx01GltIPrLvdQjlccZrTwGGPqtJ7KDL5lqsdz27dvp2bMnjo6O1Y61a9eOo0ePVtuflpZGRUVFjctuNYbCskoyC8utPj+toIyySi2Odqoma5MQjUqvh4TdcOY30FaATycIUoXXvwABAABJREFU6A4BPcAtoHHfS1sJOfGQcRZyL4BCaQhSvUINm5Nn476fUXlh9WC54JLhsbBK8FwfaqfLQXYweLav8twYdPtJ0C2EEMKmSVAtRAuprKxk//79Fo+V6dXEaK8M1fZX5PFs5ZMMVJ5junoL7UmjB9GcIqJa2ZKSEnbt2sVf/vKXasdqSlam0+lISUkhNDS0YR/GCglZ9et51ushObeUjv6uTdQiIRrRxT9h20K4uNfycRe/KwG28dGvC6gdaq9Xp4XcBEPwnHnW8JgRDVnnQVfLWu5OXlcC7Ks393aguurPv15vCIYLLkFBquGxMLV6AF1hOafDNdGUQtY5w2aJygHsnUGpBoXK8KhUXd5q2adSg6MHOHmDs7eFRy/Dcyev6j8PIYQQoh7kr4gQLeTYsWMUF1seDn1GE4CWKz20P2pHMUhxhvtV2037xrOHaDqisfBrvHffn3To2pNO7c2HiPv6+uLo6EhZWfXEaMnJyU0aVMdnFVncb69WUqnVWVy/OimnRILq1kCnNQRsRRlQnAFFmYaA0Dsc2varO7C0ZZeOwLY3IW5r7ecVZ0L8DsNmpFCBb2dDkB3YwxBo63WXA+fLQXTmOdBYTmRYq9Jcw5ZSfWQKSrVhCLZXCGjKL/cypxp6122RthxKrR/l0iAOHuB8Och29jHc8AjsBUG9wbeTIVgXQgghamBzQfWUKVOYPn06t9xyC2q1zTVPiEah0+nYt2+fxWOVeiXRWn+zfW3JZIn9h6gdXaC8AABPChlKFLsYXK0OBXr+/cVq+o6exCPDO5iGUCuVStq2bWsxS3hTJyuraT51Bx8XCssqScmvHjhczLZ+DrZoARUlhiHIRemGoNEUNF/ejPtKsgzBoiVqJ2gfCR1GQOhIQ5Ctsmvez9EQ6Wdg+1sQ/XvD69BrLwfOZ+HUj43XtrroNIYh47kXmu89bV15vmHLTTC8jt185Zids+GGR1DvK5tfBKibbrqMEEKI64vNRa0//fQTP//8M15eXtx7771MmzaNYcOGtXSzhGhUZ86cITc31+Kx81o/Kqr8ajpQwVL79/FRFMKdq/j01608VPoNDgoNw4jiCD0oonpvbjtFLis2H+K7g4l8Mq0/Pdt5AIYh4DUF1Xq9HkUTzV1MqCmo9nUhr7TCYlCdmFPaJG0RDVReCIkH4OIeSNhj6AXVaa6tTk0pXNhp2ADsXCB4EISOgA4jIaiPbQ3NzY6D7W/DqZ8AC8MrROtTWQLJBw2bkcoe/LtdDrJ7Gf6fBnQHO6cWa6YQQoiWY0NXKuZycnJYunQpS5cuJSQkhAcffJBp06bRpUuXlm6aENdEr9ezd6/leZc6vYLTGvOERu/YfU4PZYLhRfvBHAr055dznfjAbjFdlUmMYy+/MaFaXUV6e5ToSc4tZeqnO9k9zQOvsP41zqsuKSkhNzcXb29vi8evVY091X4uZBep2R+fU+1YYo70VLeosgJIOmBIvpWwB1KOGXpXm1JlMcRtM2wA9q4QPORyT/YIQxDTEkNx8xJh57twbFXT/wxaE0cPcG8LbkGGeeUlWYafZV6S4YbK9UpbAanHDJuJwpAgrqa526bh5d5X5nI7ext6wiURmxBCXNdsLqh+/fXXWbVqFefPn0d/eZLlxYsXeeutt3jrrbfo168f06dP5/7778ff37+O2oSwPfHx8aSmplo+pvOmhCvzSx9VreNO1eUA3KcjuPjQ3juNrfpgJlcs5AX1ah5Rr2enfhB5Ck/AMHz8pCaI09pAtJeXoi/SqPhl5RIetttEW58ewFiM619XlZSU1CRBtV6vr3GN6g6+Lrg6WP4qkmW1mllZPiTuvxxE7zUEDDUN224uFUWGobjG4bh2Lpd7A/WG5FroDW3UY2Gf/so+lR24BYJ7mytBnvG5exvD5uwLSqX5+xemwe7/g8PL6jfnOKAHFGdBUVoj/BBqoVCBT7jhM+ZdbN550S5+tf883YLAoYacCHq94eeTl2hod16i+ZafZOghvq7or8xlz6k+GqhGakdw9QfXAPPN7arXrv71mxqh1xv+P1SWQGXp5a3E8LuhVIPSznCDSmVX+2sJ+IUQok42F1TPmzePefPmERUVxYoVK1i9ejXp6emm40eOHOHIkSO88MILjBs3jgcffJA777wTZ2fnFmy1ENbbs2dPjcdOaa4kFhukPMsr6u+uHGw/CIB2XobhheXY85bmQbbr+nCH6gC5Sk9itb4c0bSllOpz/Q7rOvGw/g8cs07gT28y8K12TtLJPfQOC2z05X+yiysoLLM8TDjM16XGZbMSc0qadEj6DU9baeiJjtkE8Tsh7UTLB9F1qSw2bPWlLYfsWMNWE6UduAeB2+Wg0M4JTv1cvx7V9oNg7D8NPetgCBzTT0P6qSuPGdGG9tSLwpC5278b+EcYHv0iDEm0jInedFpDwrHchOpbzgVDL7E1lGpDQGwKlKsEycag2S3w2hLMKRTg6mfY2vWvftyYjTzvouHGhk5zedNe3jSGEQNX7zPt1xoSvJXmQknOlWC3JAdKcxqW/K2paMqu3Eyoi7PPlQDb3tVQ1hgsmz1WCaCvlVJ9Jbld5wkQ+ZghyZ1ofnq93OQQwkbZXFBtNGDAAAYMGMD777/P5s2bWblyJb/++itFRYYMwhqNhk2bNrFp0yacnZ2ZPHkyDz74IDfddBPKq3sahLARKSkpXLhgOTlQotaTPL0hYHZVlLHY7gPUiioXRO0jAQj2Nr+BtE/Xg9O6UF6zW0V7nDjBXWAhqD6pD7tSFSkWg+rk2NPwf/8wXDy16XN5vmAfQxbcawi0axr6DRDq64KdyvLvbFmljszCcvzdq6+5LRqoKNPQ63t+I8RtNyRnalYKQ2CgKW+a5Zmuha7S+uDmakG9DcF0x/HmF70uvhA2yrAZaTWG4N4UaF8OtgsuGY57tAf/roag2RhE+3YxLCtVG6UKPNoZttDh1Y+XF0LuxSuBdkGKIdmWWU9zG0MPdEtnu1YoDD87l+rfU42iosQQXBuDbNNjriGBW+pxQwZ2WxvqX5Jt2DLONN97Gm9WZMfAnzGwfwl0vR2GPGn6u9Tq6HSGUTIVRVBeZPiuKje+LjRsFUWGmxcqO0PCRbWD4Uac2vHyo4Nhv52jYZ9pv6Ph96ss/8rNHotbXvV9CpVh7n7PKdDzHsP0ASGETbDZoNpIqVQyYcIEJkyYQGlpKb/++ivffvstmzdvRqMx9HwVFxezatUqVq1ahb+/P1OnTmXatGn072/h7rcQLaj2XupAAFRouccuCl/FVQHH5Z7q9t7VL6zzceXFyr9y+LYs2m1Zzt9KH692TqI+gFy9K16KItqRymF6VTsnHV/KscMhP8kw/PLs2isHXQOrZL+9vNSMR3ur7ppfyCzGkXLaKrJoo8i+/JhFiDoHnx+X4FlZwUd2SpL1flU2X5L1flzMKWm8oLqy1HCh4uRp2wmF9HrDBZfxIu1a6HSQdhzOb4KYjYYloBo9wdblQNnV3xCQGYeymp77g8vlR2dfQ+IxrcbQrgu7DcPNL/7ZsB7oluYXAWNeha63Wd+DpFJf7m2OMFwYG1WUGOpoqv+bDm6GpbsCezRN/dcTe2fD5tGu5nMqSw3Ba+rxK1v6adtdeqy56HVw5lfD1m6gIbiOuM22EgrWprzQcFMrK8aw3ntWjOFGWnnBlcC5wvISkDbBmDRv4z+gy83QZxp0HHd9rJogRCum0OstrQ5r+7Kysvjuu+9YtWoVBw4cMDumUChQKBSmoFvcuE6fPk2PHlcuIE+dOkX37t1bpC3Z2dl8/PHHWPqVS9e5sqGiKwAj7eK4RXWQ+6kS0Dp4wMsJoFRSVK6hx/yNFt9j1V8H0UGdy5BPzls8vtzuX4xUnSQLLz5mlsVzZvI/OpBs3Ydy8jIE18b1XD1DDMNP85MgP/ny3MhkSjITcNbkWVfnVcocfHD07QCewYYhh57Bl7cQQ4Kf0pwrvTcll3ucjK9Nxy4/Vp2j2aYf9LgLut9Z+4V1U9PpLveMHTO/eC+9nB3e0fPKcFu3NpeHJwdVGY5rYS5weaGhFzpmI8RsNix51ZicfSF0mCFxWMgww1rL13pBra00ZBNP2G0ItBP323YiK68OMOYf0OPulu/VFc1HWwmZ0ZB64srvatrJ6/OGUGPyCIZBs6HfdENyupam0xlGfmSdvxxAn7+8xUJhSku3rvG5+EOve6HPA4aebCFuQC19zX/dBtVVxcXFsXLlSlauXElsbKxpDqZWa2PDtkSza+lfsKrWrl3L4cOHLR7bUtGJZJ0nPVSpDLBLZihR/IXdV07oOB4e/Mn0su+CTeSWVFar5927ezFlQDsi395KZmH1OZsvqn/gSfVv6IF3+RulVO8RG8teRnKw2v5Wrf1gQ4DdbXKjzyc3o708hLJq8Jx64tqHQSsvJ+FyCzLMfUw+ZBjK3Fhc/C8H0cMhZDj4dWn6eX2aCrh0+HLStN2QdNA25sG6t4NRLxkuXqVnSIBh/nZ2HOQnGkbCXD2kvOpc7pLcFphy0Yzs3aDfDEOA3dB51zqt4edlHF5tcc54ieVjZfmGJHFZsbZ9U64pBfU29F73uAdcfFq6Na2HTmfIS1GaaxiFJUPvzVWUGDoHQoa2WBNa+pr/OhmrUztHR0fT1gruEYhWqLCwkCNHj1k8lqtzJFnnQRtlPv3Uhh5ib/LMT7o89Nv00tuZ3JLqF2ZJuSUoFAp6tfVga3RGtePHA++GsAAUyVG0S0knhtDqdRBUbV+rl7TfsP3xiqHntcdd0PWOhl+Q6PVQnGm40M46b0gAlnoc0k41zYWervLy6ICkxqnPNdA8iPbt1PzJcdT2EDLEsI16CSrLDH+w8y+PolAoL7dJYf6oUFbfh8JwgV6YaphHXHUrTLXuBoSLP4x8AfrPurYEXaL1UarAr7Nhs4ZWA2V5VwLt4kzDaJKiDENStqKMy68vb9e6FnxzqiiE/YvhwCeGKRFDnroy77qi2PB5CtOvfN6itOr7ijNtby779cR4w3bjq9Bl4uXh4eNb503A8iLDSJHygstz1p0Nc9jtnK/MYbdzNnxn1/Q3TK83/C4Wphp+/65+LEq7/HjV72JAD8Pw+y43Q1Df6itH3Cj0ejj1E2yeb7jh8PRhw4i6G9B1G1QXFBTwv//9j5UrV7Jr1y5TMK1QKCSwFjZn4/Y96HWWLxJOaYJwU5Qzyi4O5eXv/OpBtXkymPZezpxIthBUX16Cqmc7y0H1yUJXuOU9Qx3btxGzc1e1c5IJQo+lBbduAHrdlZ7RdS9A2GhDgB1xq2Eettm5l5cEyokzBM858VWeX7C9JFy1sXOB8DGGC6/QEYYlmmwtw6ydIwQPbvx6jb0PBZegIPXy4+Vgu+CSITFQp79A/5lg79L47y9uPCq19UnYdDpDAG68qDcGooXphgzyxqDB4mMNxxTKy9nSKw1BgrayhteaK/ty4uHAUsNNQmvodXDmN8Pm3taw5v319J3YGugqDXlRzq419Kx2m2zI3h463LZzitSlJAfObYDo3yF2q5UrKSiqJJG7HHirnQwjG4rSGpYnIf2UYdv1niGHSOeJhgC7w6i6k0rWRa83/M5nnDa00TXQkL9AXT0JbYu6dMTQGZFUZRru1gVw5yct16YWdF0F1ZWVlfz++++sXLmS9evXU15u+EWqGkT7+PgwZcoUpk+f3lLNFMJMWVkZJ48dthikFuntSdJ5cLP9ORwUV4Jus6BaoYS25kn32nlb/oOYlGvoBe3dztPi8bz8AhIz8wj286RdSChQPaguxYnsyJfxzT9puNttzEh8o9FrIW6rYVs7xxBw+ne9vDzR5cC5vKClW9lw3uGGC6xOfzEM17pRe1+VyivJ1Nr0benWCGFOqTQMM3X2hoBuLdeO8LHQ/2HD9+GfH0P8DuvLtqa/IXYuhrXX7V0Nj3YuhuC1sswwCklTbhiKrikzbNaOMnD0MOQoqW1z9DT8TT62yjDVoD6KM+HQ54ZN7WRYjaDTTdBpAni2r/ePodkVpBqC6LNrIWFPA0Yy6C9PE/h/9s46vK3zbOP3EZtlZsYYkzhMDjacJmmShsvM69at69Z28HVru3br2qa4Nm0aaBpOw8xstmNmkNkyis/3hyKTzpFkW7KV5P1dly5Leg+8si3p3O/zPPdzx/Xf3LTVAMk/aG88G+0idcQ87c1YSZlMqm2zWJsF1GRrzRFrs7t9VXSInLQL/NFLtQv+wymwWyVa8Zy6VX8sbRsw7km969b7gbtCVJ87dw5bt27Frl27IJVqo3M9hbRIJMKiRYuwfv16LFiwADzeXfGyCPcRkydNxKUrV0Gpe6eZZqs8MYlfCmdOd0owFyo4oseKvmeM1rW3B/7OzKugPSPVOijQ8OM0I5xbDz9OM05fEOHR5fPh6+vLmtlR7j0fbgv+qH3QXt+7BliSro1aDIJaWowq2hUx0bHgO/sDXAFqKwpQVpQDP6oOXlST8YMMJRolkHdEe7tb4fC1Kd3hc7Vi2jV0uGdEIBDuJjicO0JsjraU5eoXQMbOu9cNnScCXMO05S2u4VrxI3DoLZp7PhbY9z/FV63Sim2lrFtoKzu13yki8R2x7GS62WHUAiDp90DpJa24zt7X24DTFFSdQN5R7Q2va9v26QS2/3jrcXFvLLoTaf9V63Z+t6DqBHIPa28A4DtGm4YfMV+bAVaT3VtAm1q2JZNqRWzqVu3/TORCrdHqUApspUxb3nHhY8MO+Uf+ADxx3Poy3iyMlbxz9MnIyMBPP/2E7du3o7JSu8rZ8+Kfw+Fg2rRpWL9+PVasWAFHR8fhmiqBYBCRSIQHZs9C0tQp+GrPSZTnpMGOUkBOcyGACkHc3gLSGVL0+truU08NMLfVAoDaVjlkSjXc7IUIdQScOioQxq2HLdUt5kvzskDT8yAUCuHp6QmJRKJ3nIqKCowadSdqZ+embdcRNqt7A5lUW8fU02yrPleb8scVdPfKdQpAWqs9fsrRoJJ2QyXtBgntAjkE8HAQ4vrq2d2HbOjAig/PAACEUMCbaoAfVQ8/qg6/HSeCm6pG22O3uUybrqX3i3bStnXS3WzuRHd6Pmfror2QKjwNZO3Vpm5ZCxRH66Kta1vmFQeAulPXVa1dqW+tuvPzzs1YFMTBu/tiKSRJb3GGQCAQBoRXLLD0c2DW28DN/wE3vtV2WLBG7L20wtktXPsZ63rnvpO/5etguTyA62Dez14OBwieqr0t+ADIPqAV2KXsLTsNoouMXvpE22kkbKb2OyNsNmDv3r0dTWvr4mXN3T20dff7/qTV2tcsdNR+NwsdAZEjw08n7U8uX3v82uzulHVr+n4eDJU3tbfTfzffMWVSbUQ4bVsPgb0UCJlhGYFN09pMgWNvAc2lxrevuK6ts+7ZMvI+wOpE9fvvv4+tW7ciKyur67meYjouLg7r1q3DunXr4OvrOxxTJBAGhFAoxMtrFuJywVi8v/UE+Op2xPP0W3sYMykDAH9n9nqoiqYOhHk4YKR9GxwU1XrjtKwNJSUlCA4Ohp+fH6OoLi83snIqctLWZQVN6X5OJdd+4YrEvS5U9h7Iwi/qEr1DBLv1rk/1EYvA5VBQa2jIIUAJ7Y0SWmt2MTMsEQ/EeHVvrJRpUwrVSq1QtnHunwmL72it6VRdLpC5B8jaY3qtoDng8LSp5N4JgPdI7U/PmP7V7HbVAld1G3C1VmvbaTl4a9PPvOLvu5ViAoEwhDh4alvLTXkNSP8ZuLJJu8BqCXoaT/WtGef1eOzg2UM8h1lHiy9LIXQARq3T3hqLgbQdWqHV3M/0cB1yqXbBOWsvAApwj9JG1XWC2VKmeTwbbQmSrNkyx7+X6SmwhU7abIbopdprAHOUdUkytXXTJReMbwtofUjGPaUtGbnPsDpR/eabb+qlpPr6+mLNmjXYsGED4uLihnF2BMLgmRTmgU2vLMff//MVmNbIXY2YlAGAr7MNKEq7eNiX8sZOhHk4ICgyGnWXc8Ch9DdKTk5GcHAw/P39cfPmTb3x2tpayGQyiEQiE18VtB/eDB/gxfXM/Vv7imoelwNfsQ3KGvVT2fSe44vMk77sHgnMeBOY/gftqrhOYDeVDP7YOoSO2qiILgLtnaBNtxvsl13PWmCMNMdMCQQCYWDwbbTO+KM2ajOBrnwGFJ0xsL2dVvzae975HPPS/nTw6n7OxrmHaBaRfvDGcAnWfp/p0sPTtgNZ+wbRQ50G6m6bc4bsqDoH1xmDwzOT4Ke6/w8dvJl/8myA4nNas7Ti8+ZtXzlY5FLt3z1tu1ZghyRps948orWeDOIg07Mz2uu10fXkH7RZiKYQOguY9w/ttdV9iNWJakAbmXZ0dMTy5cuxfv16zJgxAxSJthDuIVxsBXCg2xkttntFqu09AbF+r08hjwsvRxGqpfp9e8ubtAJ0VIg3vr0o1ksvB4Ds7GzMnz8f/v7sBiWVlZUIDR28cDVVVANAoKutaaLa3FCU9ovHK06bzliVok1dytoHtFQY31/oCLiEaG+uoVoTMN19W1cSLSYQCPcHHA4QPlt7q8/XfpZ2NPYRzJ7aOmWCZeiZHj7/A634yz8GFJzUN7+6mxEHatu2jViidcamqO6a9Z49zFWyOyZlsj6PO7ULNj1Fs52HaTXl7hHaaKy8VbuIlHsEyDtmGRM0Dn9gwl0uBW4f0N508O0AjyhtZpxHjFZoe8T0bh+qUmgN7c6+rz2GKbiGAXPf0xqf3sfXO1YnqnWGYw8++CCEwvvUjZZwz1NY09yrzrknvUS1/zjWDyh/Z1tmUa0zK/N1Qr7ajVFUq9VqZGRkYNy4cbC1tUVHh75oLS8vH7SolqvUqGhiFsRMopqtVry0wcKiuicUpU0P9x0NzPkbUHFDG72WZGq/iJ2D9MWzndt9/UVCIBAIeujqmAnDh9AeiF+pvWnUQMVNrcDOOw7UZAz37PqPR7TWAXvEYu0ieN/vXV1ZwFAhdACiH9TeNGqg/Podk7IjQEN+/44lcLgjcqO7I8se0dpsjcLTWlO63COD6zqibAcqb2lvPbH3vHPeEUD+caChwLTjCZ2A6b8Hxj5lfe2+hgGrE9UHDhwwvhGBcJeTX6Zf66yjt6jWr6fW4edig+sl+s+XN2pTqJxs+eCLvdHeXgI7BgF/69YtjBs3Dv7+/sjN1a+Bq6gwIUJrhPLGDmhY2saHuDNEqllEdbmlI9VscDhAwHjkC6NxMK0KDiI+loz0gadjP9LiCQQCgUAYbjhcIGC89jbrba0PR/5xrcAuOjuINHEL45uoFdFRi7U18tYKhwsETtTeHvgbUF+g7RiSewQou9KdQs3ha2v+Pe+IWF3E2MmffXE+aoH2ppLfMVrdpxXv5mrr2VajvRkq2egJxQFGPwLM/JM2qEAAYIWimkC4HyivrmN8ngN173ZaBkQ1a1utHpHhOH9n5Ge5YySDIVptbS2qqqpYRXV5eTk0Gg04g3BHLapj/pLmUMxR6QA2Ud3UAbWGBpcz9NHgHdfL8ObejK769S/OFeKLdaMxPsTV8I4EAoFAIFgrjj7aOvjER7VirfSSVmDnHwcaC007Bt8OsBHfaQ8m7u6nzeFqBZ+sRf+nMfFOcYDAyXeE9EJtJ5G7EbcwwO0lYNJL2rR7aaX29+ISOvCoLk8IRM7X3lRyoPCMNoKdc9j0VO3BEjRVWzftRTyu+nLXiOrMzEyUl5ejqakJKpUKGzduHO4pEQgDpq6hAUyWK86Qgos76o0r0JpascCWKt0zqhvv64Qz6W5I4FYxLoAmJyezmv/J5XLU19fDw8ODdQ7GYKun9nO2hZCn/xsIcGV+TUo1DUmLDL7iIUzrAtDUrsD/Hb7dyxCusV2BZ3+6hQMvTmH9GxAIBAKBcNfAE2rdmkNnAvP/CTQUat2e2+u1niFdwtm5+77IaWDiUK3SCmwm0S0SA35j7r3op42z9mZOeEJt/+vIeVqBXXRWG8HOOWQZgS0OBB74u3axg5S7MWLVorq0tBQffPABtm/fDqm09z9IX1FdU1ODl19+GTRNY8yYMXjjjTeGcqoEQr9ob2kGU2f1XqnfPqMMOkSztdVqkakg7VTCyYaPeD8ntNFCVNOO8KH004QyMjIwY8YMcDgcaDT67o4VFRWDEtUlDaablAHskWoAKG1oH3JRfTqnFq0yfUfRpg4lntt6C7uenQQRnzjSEggEAuEewjXUPB02mODytK0wbV0sc/z7EZ4QiJirvakUWlfyiutATZb21lQCgKUWzxh8O2Da68CEF7SdVwisWK2o3r59O5555hm0t7f3aq8FgNEJ3NPTE/X19Thz5gwOHz6M559/Hvb2xF2SYJ2oO1sZn9czKTOAoShpeWMHnHydkOAvxt7nJ4FqDsC+Pbv1tlMoFMjPz4eXlxeqqvRTxMvLyzF69GiD8zAEW/o3m6h2EPHhYidAY7tCfy6NHYCFvuPZOJfHnKYPAJmVLfjTvkx8uCKedCcgEAgEAoEw/PAE3Q78OhTtQG0OUJvVLbRrs4GOBsPHGrlOW3/v4GXZOd8jWKWo3r17N9avXw9A215LLBZj4sSJKCwsRF5eHut+Tz75JM6cOYPOzk4cPXoUK1asGKopEwgmo1RrIFB3GG+nZaCeGgA8HUXgcyko1fqrjxVNHYj1dYKIz8WoAGeofBxw/Cizy/etW7fg5+fHKqoHA1v6N5NJmQ5/F1tGUT2kDuAA1BoaF/LZRTUA7LpVgZH+YqyfoN/2jEAgEAgEAmHYEdgBfonamw6aBtpqewjtbO39ziZt6eGU17QmcQSTGbgDkYVobm7GU089BZqmQVEU3n77bVRXV+PQoUOYM2eOwX2XLFkCPp8PADh16tRQTJdA6DdldS2MbtxAH1HtZzhSzeVQrOnQOgdwHTweDwkJzPXZFRUVcHJyYhyrr69HWVmZwXmw0SZXobZVzjjGFqkG2B3ALd6rug8ZlVI0dRjvDfmXg1m4VXoP9f4kEAgEAoFwb0NRgIOnto5+0kvAsi+AZ84Dr2YAD/9EBPUAsDpR/fXXX6O5uRkUReGdd97Bu+++a3K/ajs7O0RHR4OmaaSlpVl4pgTCwMgpk7COdYlq5yDth50RWM3KGHpDG0rjrq+vZx377rvvcPjwYcjlzAKZjRKWKDUABLmyi2q2uuqhFtXncg1HqXUo1TSe33oLdSwLCAQCgUAgEAiEexurE9WHDx8GALi5ueH3v/99v/ePiIgAABQVFZl1XgSCuSirqmF8ngM1xLhjJmYk9VuHH0tbLSYB6u7uDn9/f8btc3JyYGfHLnSvX7+Ozz//nLH1FhtFLKJawOPAx4DhGJsD+JCL6rxak7etaZHjhW3JUKr1zd4IBAKBQCAQCPc2Vieqc3NzQVEUpkyZAoGg/1b9zs5ay/q+buEEgrVQV89sDCFGS3c7LSMmZTpY+zqzCFC2aHVnZ6dRl++WlhZs374dv/zyC1pbmY3WelLMYlIW5GprsN8022tq7lBC2mk8HdscNHcokFre3K99rhc34p9HciwzIQKBQCAQCASC1WJ1orqxsREABtzGR6HQGhxxOFb30ggEAECLtJnx+f6YlHVt5sIc8a1o6tRzzQeAmJgY1sUqtVoNsVhs9JxZWVn4/PPPkZyczHgOHcX1bYzPG6qnBoBAlkg1wL5YYG4u5NdDw/LSpoaz98/838Vi7E+ttNCsCAQCgUAgEAjWiNUpT51hkimRMCZ0pkqurq5mmxOBYE5UHfr9ooEeolpgD3hEm3Qsf5b0b7lKw1jjKxAIEBcXx7hPWVkZVqxYgZiYGKPnlclkOHDgAH744Qc0NDBH3tmcv4PdDLe683QQQcBl/mgaKgdwtlZavmIbfLNxDOL9mI3dAOAPuzOQI2H+GxMIBAKBQCAQ7j2sTlT7+vqCpmmkpqb2e9+Ojg5cvXoVFEV11VYTCNaERkODr2IWhi64U7LgNwbgcE06nsFe1QxmZYBhw7K8vDysXLkSa9euhaOjo9Hzl5SUYNOmTbhw4QLUanXX8zRNs9ZUhxiJVHM4FPxYIvBDUVdN0zSrqE6KdIeIz8WmdaPhbMtn3KZTqcYzW24NWao6gUAgEAgEAmF4sTpRPWPGDADA7du3kZKS0q99P/vss64+vDNnzjT73AiEwVLV1AY7Sr8HMwC44E5bJhNTvwHA2ZYPOwGzAO/bVkup1iCzUoqz5SpoRMyR1pSUFGg0GkREROCFF17A+PHG56JWq3Hq1Cl8/fXXqKioAAA0tivQKlMxbh9soEe1juFsq3W7upXVyXt6hDsArUHcp2tGg600vLShA7/5ORUathxyAoFAIBAIBMI9g9WJ6rVr13bdf+aZZ7pEsjFOnTqFt99+G4C2J+/69estMj8CYTDklJrQTstEkzIAoCiKva1WDwGq1tAY/bcTWPTpRby1LxPXW5lFdWtrKwoKCgAAQqEQ8+fPxxNPPGGSx0FNTQ3+97//4dChQ0jLZ+9tbaymGjDUVou9TZe5YItS8zgUJoV111NPCXfD7+ZGsR7nVE4tPj1dYPb5EQgEAoFAIBCsC6sT1WPGjMHy5ctB0zRu3bqFadOm4cqVK6zbV1VV4Y033sCCBQugUChAURSefPJJBAQEDOGsCQTTKGVpp0VBc6edFgX4junXMdnaavVM/+ZyKIS4d9cyF6ldoaJ7h1n5fD5GjRqlZ1bm7++Pp59+GjNnzgSXazgtnaZp3LhxA+f3b8USQSZiuNWwRXdk3kHEg6udcVf/AJY+1kMRqWZrpTUmyBn2Ql6v555NCsH8WC/WY/3nVB7O5JjemotAIBAIBAKBcPfBM77J0PPtt98iOzsbOTk5SElJwZQpU7pqrXU89NBDyM/PR1ZWFgB0jY0aNQoff/zxsMybQDBGTV094/NOaAUPGq1BmY24X8dkcwDvm/6d4OeEtDttohTgoVTjglBuA9q4jlg9fxpiY2MhEokYj8Xj8TBt2jRER0fj4MGDKC0tNTovF04nXDgVGMOrQLXGEUUaVzi4BIKi2Ntp6WCLVFc1y6BUa8BnMTIbLG1yFW6WNDGOJUXoR+spisKHKxOQV9OKQoYWYjQNvLIjBQdfmoJAloUCAoFAIBAIBMLdjdVFqgFALBbjzJkzmD59OmiaBk3TqKysRFVVVdcF+b59+5CVldU1DmjrqI8fPw6hUDic0ycQWJE2NzM+P5DUbx1sDuB9jcrifHunfKervLFfHoN9nVGITRjFKqh74ubmhkceeQSLFy82+X1GUYAPtwVT+MWIbzqPX375Bbm5ub2MzfrC1lZLraFR1dzJOGYOLhfUQ8VSB510p566L/ZCHr7aMEYviq2jRabCM1tuoVPB/noJBAKBQCAQCHcvVimqAcDT0xOnTp3CDz/8gJEjR3aJ5743ABgxYgQ2b96M48ePw8XFZZhnTiCwo2Rpp+U6AJMyHWw11dVSGVRqTdfjBH9xr3EpbYMm2hYqDY0ciekt7DgcDhITE/Hiiy8iOtq01l86KFqDrKwsbN++HR999BEOHz6MiooKvX7XbAsFgGXbap1lqad2dxBihLcD635hHvb418p41vEcSSv+sCfdYF9vAoFAIBAIBMLdiVWmf+ugKAobNmzAhg0bIJFIcOXKFVRVVUEqlcLOzg6enp6YMGECgoKChnuqBIJJcJXMRlvdkeqBiGrm9G+1hka1VNYlukPd7WHD56JTqR8xTa9oxsg+otsYDg4OWLVqFXJycnDo0KF+95bv6OjA9evXcf36dbi4uGDs2LEYN24cuFwubARceDgIUcvgwm2pumqapnEul6WVVoS70bT1ebHeeG56KL44W8g4vj+1ComBztg4MWiwUyUQCAQCgUAgWBFWLap74uXlhWXLlg33NAiEAVPf0gEbWg4waDMXSAFbV8AlpN/HNRTVLWvs6BLVXA6FWF9H3GCoGU6vkPb7vDqioqIQEhKCjIwMpKenm1Rv3ZfGxkYcO3YM1dXVWLZsGSiKQoCL7ZCK6sK6dlSypJazpX735bcPRCKjQoqLBcy183//9TYSA50R48Psvk4gEAgEAoFAuPuw2vRvAuFe43aphLWvsQuatVFqE0y8+mInZHfULu8jQOP9xIzbpVc09/u8PREIBEhMTMRjjz2GyUs34pbSD00a4zXaevNIT8eNGzcAAAEsddVlFkr/ZmulxaGAqeFujGN94XIo/HfNKPiKmbMHFGoNXtqWgnY5cw9vAoFAIBAIBMLdBxHVBMIQUVzJ3E4LoCGGdEAmZTr82HpVN/UV1cwR0oLaNj2h19raOqAa4OpODjLU3tiviMUBeQwyVZ7ooPkm73/06FFUVlayOoCXWihSzSaqR/qLIbY13gZMh4udAF+uT4SAx/zxWlTfjrf3Zw1ojgQCgUAgEAgE64OIagJhiJDUsrfT4kM9oHpqHf7OprXVYotUa2ggu7rbRI2mafzwww/4/PPPceXKFXR0mC5ki+t1deMUGmlb3FQF4Bd5AkpdEpGQkAA+37DA1mg02LlzJ3wdmD+eyhs7zG74JVOqca2ogXGMqZWWMeL8nPDOYnYTt93JFdiTXNHv4xKsH4VKg2NZEpzJrUUdQ/kCgUAgEAiEe49hqal+/PHHLX4OiqLwv//9z+LnIRBMpbmpCUzxThc0Axwe4DNqwMdmcwDvG6kOdLGFg4iHVpl++nFaeTPGBmnd88vKylBfr10EOHbsGE6ePImYmBgkJiYiICDAoGlXt6juhgYFT98ALFsWj4ULFyI3Nxfp6ekoKChgFMhSqRSizIsA3NC3CL1NrkJjuwKu9uZrnXe1qAFylYZxLCnStHrqvqwdF4DLBQ04lFHNOP6nfZkY6S9GiLv9gI5PsD6K69ux6qsrXWKax6GwMN4bj00O7rcRIIFAIBAIhLuHYRHVmzdvNuqkaw6IqCZYE/J2Kbuo9k4A+MzRZlNg7VXdJ1LN4VCI93PCpQL9qGxGZbdZ2c2bN3uNqdVqpKenIz09He7u7khM1EadbWz058wkqgEg2M0OgLb+Oi4uDnFxcbh16xYOHjzIuH1NeQliuSpkqr31xsoaO8wqqtlSv51t+Xr9vU2Foii8tzwOaRXNqGjSN0DrUKjx4rYU7H1hEoQ87oDOQbAeaJrGS9uTe0WnVRoa+1OrsD+1CqMCxHhscjDmx3qBzyVJYgQCgUAg3EsM2zc7W99ptl7U/R0nDC1XrlzBQw89BE9PT4hEIgQHB+P5559HZWXlcE/NauAoDLTTGkTqN8DeVqu+TY5ORe8WWnG+YsZtdQ7gHR0dyM7OZj1XXV0djh49io8++gh79+5FWVlZ13tOodLomaPp0InqnowePRrx8ez9nUfzKuBJ6bfqMrcDOJuonhruDi6bu5wJONnw8emaUeCxHCO7ugX/OJwz4OMTrIcrRQ3IrGTuQw8AKWXNeHl7Cqa8fxqfnc5HQxtJDScQCAQC4V5hWCLV33//vdFtSktL8d5770GhUAAAJk+ejAkTJsDf3x92dnZob29HeXk5rl69isuXLwMAhEIh3nzzTQQGBlp0/oTefPvtt3jmmWeg0Wjg5eWF2NhY5OXl4YsvvsCOHTtw5swZJCQkDPc0h5XWTjlsaBlLO63mQZmUAYbbalU0dSDc06HrcQKLWVlxfTuknUpkpaZCrdbvZd0XlUqFtLQ0pKWlwcPDA4mJiXDwCYWGZU2LSVRTFIVFixahuroadXX6wpZDAUmCQhyQx0CG7lpsczqAlzd2oKiOecHD1FZahhgV4IzfzY3EP44wi+fNl0swKdQVD8R4DfpchOFj+/Vyk7araZHjX8fz8N/TBVg60gePTQ7GCG9HC8+OQCAQCASCJRkWUf3II48YHL98+TJee+01KJVKLFiwAJ988glCQ0NZty8oKMArr7yCI0eO4JNPPsHBgwcxadIkc0+bwEBGRgaeffZZaDQafPTRR3j11VfB4XDQ1taGJ554Ajt37sSyZctw+/ZtCIXmS9e928gpM9JOy29wotpHbAOKApiSNMr7iOo4FlENAFmVUrS0tICiqH5lfNTW1uLIkSPgcHmYyHNGisq3lwimKPYWWQKBAKtWrcLXX38NpVKpN25LKTGNX4QTygjQd1YlzOkAfpYlSg0AUyNMa6VljKemhuBSYQPOs5zrd7vSEevrBB+WVlwE66axXYFjmZJ+7aNQabDzZgV23qzA+GAXPDY5GHOiPQeVGUEgEAgEAmF4sLrCroaGBqxcuRJSqRQbNmzAwYMHDQpqAAgLC8OhQ4ewfv16NDU1YeXKlV0mSwTL8pe//AVqtRqrVq3Cb37zG3A42n8pe3t7bN68GQEBASguLjYpO+FeprCcrZ0W4OxoBzj5Dur4Ah4H3o7MfaH71lX7im3gwtLXOq1Cinnz5uG1117D9OnT4ejYvwiaRq1CJK8OS4UZCOPWA9AKcz9nG4N1w+7u7li8eDHruA+3BQm8qq7H5kz/PpfLLHRjfBzh4dD/XttMcDgUPl6VAHcH5oUlaacSr+xIgUrNbJZGsG72JFdAMYi/3bXiRjz70y0kfXgGX58vRFaVFHKV8WwRAoFAIBAI1oHViepvvvkG1dXVcHBwwOeff94vQ7NNmzbB0dEREokEX3/9tQVnSQCA9vZ2HDp0CADw/PPP643b2NjgscceAwDs2LFjSOdmbVTVMAs3R7RCEDDWLOdg7VXdR4BSFMXarzqjslk7L0dHTJ8+Ha+++irWrFmDiIiIfr0XRZQaU/jFeICfBwdKhmA34w7X8fHxGDNmDOt4ArcKPhxt3be50r8VKg0uFzIvwE0foOs3G272Qvzn4ZFg+zXeKGnCf0/lm/WcBMtD0zR23GBO/Rb005CsoqkT7x3OwcL/XkT028cw66OzeGFrMj45mY+jmRIU17dDzVZfQSAQCAQCYdgYlvRvQ+zevRsURWHmzJmws9OvwTSEvb09Zs6ciX379mHPnj344x//aKFZDh1qtRpZWVm4ceMGbt68iRs3biA9Pb0rTTYpKQlnz54d0LEVCgV+/vlnbN++HVlZWaipqYGzszOCg4OxfPlyPProo3BzY09/TUlJgUwmg0AgwMSJExm3SUpKAgBcu3YNGo2mK5J9vyFtrGcqpzaLSZmOABdbXC9u1Hu+b1stAIj3dcJZhghtWrm012MOh4PIyEhERkZCKpUiOTkZycnJaG3VNw9jwofbggc5WeCpALU6EVyuYZfruXPnorKyEtXV+m2oKAqYxi/CAXkMJC3a3tIi/uBcs2+WNqJDwRwRHEh/amNMDnPDC9PD8NmZAsbxT88UYEKIKyaFmSftnGB5bpY2oaC2jXHshRlhmBvric2XSrA3pZK1bRsTag2Nwrp2FNa192rLJuJzEO7hgEgvB0R63vnp5QAPB+GQdNUgEAgEAoGgj9WJ6pKSEgDadNCBoNuvtLTUXFMaNvbt24d169aho8O8TscAkJOTg7Vr1yIlJaXX8xKJBBKJBFeuXMGHH36I77//HgsWLGA8Rl5eHgAgICAAAgFzOnF4eDgAQCaTobS0FMHBwWZ8FXcRrcz1luYwKdPBZlZW1qjfzineT8y4bWVzJxra5IztqpycnDBjxgxMmzYN+fn5uHXrFvLzjUdWeZQGqMrAN9/UYcmSJfDx8WHdls/nY+XKlfjqq68gl+u7I4soFZIEhTiqiERFUyfCPAbX45nN9dtByMOoAPGgjs3Gq7PDcbWoATdLm/TGaBp45edUHHllKtzM2DKMYDm2Xy9jfJ5DAavG+sHbyQb/fCgeb8yLwvbrZdhypRSSFtmAzydTapBRKe3VAg8APB2FWJnoj6eTQuAo4rPsTSAQCAQCwRJYXdhQJyArKioGtL9uP0sI0aGmubnZIq+joqICs2bN6hLUFEUhKSkJTzzxBBYvXtzVe7i2thZLly7FqVOnGI/T2KiNirq6urKey8XFpet+U5O+iLhf4CqYI1lOVBvgGWuWc7C11apo7NAzHWNL/wagd7HeFy6Xi6ioKKxbtw6vvvoqpk2bBnt74+JWIpGgvNy4Q7KLiwuWLl3KOu7JaUMirwJljcyO3f2BrZ56cpibxXoJ87gcfLJmFJxsmIVPXascv/0lDRqS5mv1SDuVOJyhn1UBADMiPeDt1P2edLET4IUZYbjw+xn4bO0oJAY6m3UuNS1yfHamANM/PIstV0qgJPX5BAKBQCAMGVYnqn19fUHTNM6cOcPYYscQNTU1OH36NCiKgq/v4IyfrAlPT08sWrQIf/nLX3D48GG88sorgzreunXrUFWlNX0KDAxEamoqzp49i2+//RYHDhxAWVkZZs2aBQBQKpVYtWoVmpub9Y7T2amNgLJFqQFAJOo2eroXFjoGgkyhAk0zp2XaOIgBrnmiSv4sNdWtchWknb1dtT0cRfBiMTbT9as2BbFYjJkzZ+LVV19FdOJEqFleJwD4+flh7FjT6sdHjBjBWlIAALG8Gty+Pbj+zjUtMuRImNPYk8xcT90XX7ENPljB3p/7bG4d/nex2KJzIAye/amVkCmZxevqcQGMz/O5HCyK98Hu5ybhwIuTsXyUL/hc86VtN7Yr8Of9WZj7n/M4mV3TLxd/AoFAIBAIA8PqRPUDDzwAAJDL5diwYQNjCigTcrkcGzdu7Nped5y7mXnz5qG0tBQSiQQHDx7E22+/jfnz50MsFg/4mIcPH8b58+cBaMXwwYMHER/f++Lezc0N+/fvR0hICABtRPqDDz7QO5Yuoq3rJc6ETNad5mhry95L+V4mr0wCmmJ+qzn5hJvtPIZ6Vfd1AAf0W2sJeRyMDhDDg8Wh2hA8Hg82AXE4oIhBjUY/as3hcLBkyZJ+1dTPnj0b/v7+rON1mRe7siUGAlvqNwBMM0N/amPMjfHCIxMDWcffP5qD1PJmi8+DMDBomsa2a8yp356OQswwYWEm3k+Mjx8eiUt/mIlXZ4cjxsfRbAK7qK4dT/54E2u/uYZMI9knBAKBQCAQBofVieoXX3yxK/J54sQJTJgwASdPnjS4z4kTJzB+/Piu7QQCAV588UWLz9XSeHl5ISCAOdoxUD7//POu+4888gji4uIYt7Ozs8Nf//rXrsdfffUVVCpVr22cnbXpiw0NDazn6yl6dNvfb5QWZLOO+UZPMNt5PByEEPCY39JMZmUPRHti3fgAvP9QHI68MhVZf5mLPc9PZo2wGaO4vh1S2gZHFFG4rAyEgu42EZs6dSo8PPpn/MXlcrFixQrQXJZMCLUSO3fuZOxtbQpsojrcwx6+Q9Qv+s0FIxDtzdy2TKWh8dL2ZLTIBvb6CJYlrULKmumwMtEfvH6UD3g4iPDq7Agcenkqsv86Dydem4bP1o7CyzPD8EC0J4JcbVld441xpagBiz+7iN/sTEVVs/7iGoFAIBAIhMFjdUZlUVFR+OCDD/Dqq6+Coiikp6dj7ty58PT0xNixYxEQEABbW1t0dHSgrKwMN27cQE2NtgewLs3tH//4B6KioobzZVglbW1tveqjde2u2FixYgWee+45tLa2orGxEefPn8fMmTO7xiMjIwEAZWVlUCgUjGngOiMrkUiEwED2qNy9TGtZBuPz9miDfdgks52Hw6HgJ7ZBUb1+rXHftloAsHKMP1aOYY8E95firvNSyFN7oFwtxnh+GXxFSkydOnVAx3RycoI4egqa008zigqJRIJjx45h0aJF/TquSq3BxXzmVlpJQxCl1iHic/Hp2lFY/OlFRhfy8sZO/H5XOv798MhBO50TzMsOFoMyAHh47MDfV3wuB+GeDgj3dAB6JBF1KFQoqG1DjqQVeZJW5Na0IlfSitpW49lcNA3sSa7EofRqPDU1BM9OD4W90Oq+/gkEAoFAuGuxym/Vl19+GVwuF7/97W+70rklEgl+/fVXvW171osJhUJ88MEHeOmll4ZsrncTly9f7vp92tnZGa1vFQqFmDBhAk6cOAEAOH36dC9RPWrUKIhEIshkMly9ehXTpk3TO8a5c+cAAOPGjbtv22kpmqoAOOg9b49OwNZFf4dB4OdiyyyqGSLV5qbveTshwFllGJ4e5wseb+AfNWFhYfhfSg5G8qoYx2/evInAwEDWrAsm0iqa9erMdVi6nrovoe72+NuDsXj9lzTG8SOZEqRXnMMb8yKxON4HHA5pmzTctMlVOJDG/P84NdyN1d9gMNgKeIj3E+s59ze0ybH5cgm+uVDEWt+tQ67S4LMzBdhxowyvzYnAw2P6F1EnEAgEAoHAjNV+m77wwgtIS0vD6tWrIRRqazxpmta7Adp079WrVyMlJYUIagPcvn27635cXJxJQmf06NGM+wNaYa5rt9UzrVxHZ2cnvv/+ewDAww8/PKA53wuoZcyClicwf9sbf2fmtGWmmmpzQtM0iuuYHc5Dvfq3cNDXWCnAxRZpKh9UqZnTpAHtgo9GY7rbMZvrtw2fi7FB5l3oMIWHEv2wfBS7uWJlcyde2ZGKpZsu4WoRe7nFQNBoNJDL5ejo6IBCoSDGViZwMK2Ktb/5mgGWTwwUV3shXn8gEmd+Ox3LR/ualCZe36bAW3szMf+TCziTW0v+5gQCgUAgDBKrjFTriIiIwLZt29Dc3IzLly8jNTUVdXV1aGtrg729Pdzd3TFy5EhMmjRpUOZd9wu5ubld901Nxe5Z052To++2/Pbbb2P//v3YuXMnxo8fj1dffRUcDgdtbW144oknUFZWhsDAQDzxxBODfwF3I4p2dNDM4pnnYP6IKFuEzNKR6sZ2BVpkKsaxYDfTeklrNBqkp6fj+vXreOSRR7oW0wJdbUGDwnllCJZwsmBL6UeYm5qaUF1dbbLrP1s99cRQ12FLs/7b0liklDejuL4dXKghpmTgU2pwQYMDDbig0VZVjz//rwAxXvaYFekKJxEXarUaKpVK76dSqYRKpeq69Xzc8z7TYgSfz4dAIIBAIGC83/M5kUiE0NBQeHh4gBpo4e9dBltvalc7AWaP8Bzi2WjxdrLBx6tG4vHJwfi/Q7dxxYTFl/zaNjz2/Q2MD3bBK7PDMTHE9b75GxIIBAKBYE6sWlTrEIvFWLBgQVdUlDAwehqKeXqaduHn5eXVdZ/JaTkhIQGff/45nn/+ebz++uv48MMP4evri7y8PLS2tkIsFmPv3r1dAmkw1NbW9rvNWkFBwaDPOyhoGrBzhVNHKxQ0F53ojiTbekea/XRsDuAVTZ3QaGiLpQ4XM6Sc6wh2szO6f1lZGY4ePdrV6u3ixYtdbd2cbPhwEPHQKgPOKUIxV5ADppdhqqhuaJMjncUNeSjrqfuikrXjtZEcHDyfD09KCh5lIHrYANy6bLm5KJVKKJVKtLeb3gs8KCgIixcvNti3/l4gq0rK2nZuRaIfq1ngUBHr64RtT43Hqdu1eO/IbRTVGf8bXituxNpvrmFckFZcTwrtv7hWq9Xo7OxEe3s7662jowMajQYajaYr26znfbbHgLbDAJ/P77r1fcx0EwqF8PHxgbv78L2vCQQCgXB/cFeIaoJ5aGvrTs/VtcMyRs/teu7fk2eeeQZxcXH48MMPcenSJWRkZMDLywvr1q3DW2+9BT8/v8FN/A6bNm3CX/7yF7Mca8gQ2uOl373T9bBJUorStHNoLL2NoIn6NeiDJYAlUq1QaVDXJocnS2/qwcImqh2EPLjZs/cxb25uxsmTJ5GZmdnr+cuXLyMxMRFisRgURSHQ1RaZlS2ooR1QT9vBg9I/n06QG+NiQT3Ysl2HUlRrNBpUV1cjNzcXeXl5kEgkAABfqy3KMUxJSQm++OILJCUlYdKkSeBy701jtR3Xy1nHBmNQZk4oisLsaE8kRbpjx/Uy/PtkPhrb2Vsf6rhe0oh1317DmEBnvDwrHFPD3UBRFNRqNZqamtDY2IiGhgY0NTUxCmZrxdvbG4mJiYiLizPLAi+BQCAQCH0hovo+omfPaCanbiZ6XoB0drLX5U6aNAl79+4d+OTuE5y9AuHstdFix/d3YV8sSa+QYk700IrqYHc7gxGvGzdu6AlqQBv1OnHiBFauXAlAu1iQWdkCAGjQ2MGDo3++6upqk+bKVk8d6GqLIBOi6oNBoVCgqKgIubm5yM/PZ12oultRqVQ4deoUMjMzsXjxYrMtqFkLnQo19qVWMo5NCHFBiLtppQ5DBZ/LwYaJQXhwlC++OFuI/10shkLF5j1Aww4KOHJkaK2oxWc/pmGfrRqeAiVk7S13dd11dXU1fv31Vxw7dgxxcXFITEyEj48PSXUnEAgEgtkgovo+QiTqFlQKhfGoBYAut3DA9Og2YfhwsuHDQchDq1y/vvmpH29iXowXXpwZhlhfJ7Oel1VUGxGpU6dORUpKCmOUKysrC+PGjUNgYCACXLqP00AzR+NramqgUqkMGvBpNDTO5zOLaktFqaVSKfLy8pCbm4vi4mKo1cwGV/cSNTU1+PbbbzF+/HjMnDnznokOHsqoRiuLd8BQG5QZQ61WQy6XQyaTQS6X4+EoEaa4+2DfzVJklNWDDzWElAoOlByOlByOlAzcviUHCqDTtK+KuwKlUonk5GQkJyfDy8sLo0ePRnx8fK/vRgKBQCAQBgIR1fcR9vbdURRDUeee9Nyu5/7DwfPPP98VuTSVgoICLF261DITskIoioKfiy1uV7cwjh/NkuBolgTTI93x4owwjOnjdN2pUCO7Wlsz2qFQ44UZYSadd6CiWiQSYebMmYzt8gDg6NGjeOqpp3qltTdomI+p0WhQW1sLHx8f1vNlV7egvo1ZJZhbVDc2NuLo0aPIy8sz63HvJq5du4acnBwsXLgQERERwz2dQcNmUCa25WNujBfjmKXQaDSoqqpCYWEhKioq0N7eDrlc3iWkVSpm8W8HYIL5Gw/cdUgkEhw+fBjHjx9HbGwsEhMT4efnR6LXBAKBQBgQRFTfR/Q0EKqpqTFpH12dJwC4uAx9q6GeeHh4wMPDY1jncDcw0l/MKqp1nM2tw9ncOkwIccGDCb5IKW9CeoUU+bVtUGu00SoHIQ/PJYUaNTfTaOgBi2pA27btxo0bjP+T1dXVSE9PR6BrdxpxM20DFU0xGnlVVVUZFNVsrt8CLgcTQsxnsFVdXY0tW7aYpc6Uw+GAx+OBy+VCRXMglauhUANqcKABBTU4UNNU931QUNMcqMFBYrAbxgS7dZk68Xi8rlvPx3w+HxwOp8sZXKFQQKFQMN7v+ZxUKkVtba3B+UulUmzbtg0xMTGYP3/+sC/ODZS8mlbcKm1iHFs2yndIXOOlUikKCwtRWFiIoqIikxdHCeyoVCqkpqYiNTUVHh4eGD16NBISEkhmFoFAIBD6BRHV9xGRkd1u06WlpSbtU1bWHZmJiooy+5wI5mfd+ADsTq4wUDvZzdWiRlwt0nd1B4BWuQrFDe0INVInWt0ig5zlXKaIag6Hg3nz5uGHH35gHD958iSWr3+y6zENCo20LaNZmbG6arZ66rHBzrATmufjsKysDFu3bu1VOtEfPDw8EBERgcjISPj6+oLD6e1cJlOqsflyCT4/U8CaiqwjrYSDNcsmsLZaGywajQYpKSk4fvy40deblZWFwsJCPPDAAxg1atRdFxE0ZFBmqdRvhUKB0tLSLiHd3+4Hw4mNjQ3s7Ox63WxtbcHj8cDhcEBRFCiK6nW/72PdfQC9WsHp3OkN3eRyOWPHCkPU1tbi6NGjOHnyJGJjYzFz5kw4Ojpa4tdDIBAIhHsMIqrvI0aMGNF1PyMjw2j9KQAkJycz7k+wXmJ9nfDz0xPw+i9pJrXTMURGhdSoqC42cA5Tjb+Cg4MRFRXF2Au9ra0NhZk3weNQUN2JorOZlRlyAJd2KnGrjDnSOD3CPBkQhYWF2LFjB5RK/V7abHC5XAQFBSEiIgIRERFwdnY2uL2Iz8WzSaFYNcYf/z2Vj5+ulnb9XvoiU2rw5/2Z+P7RsRYRsRwOB4mJiYiIiMCRI0eQnZ1tcHuZTIYDBw4gPT39rmq/JVOqsSelgnEsMdAZEZ4OZjkPTdOora1FQUEBCgsLUVpaalU1+DQNtEOAFo0I7bQAneBBRvMho/noBA/gChHp74Yxod6YFO6OeF8n8LjDZ2ff0NCA5ORkpKam9qs9nC56nZubiwcffJAsKBMIBALBKERU30dMmjQJQqEQcrkc7e3tuHnzJiZMmMC6vVwux9WrV7sez5w5cyimSTADowKcceK1JBzNlOCzMwVG08HZ2Hy5GNVSGWwFXNgIuLAVcGEn4HXdtxXwkFbRzLivm70QjiLTizfnzJmDvLy8rr60Pbl65QpCnMYgr+mOqGYxK6utrWVdLLpcUN+V2t6XpMjB11Pfvn0bu3btMkkE2dradono0NDQARl5udgJ8O6SGGycGIj3j+bgWBZzScfZ3DocyZRgQZx3v89hKg4ODli1ahVycnJw6NAhtLa2Gty+pKQEmzZtQlJSEiZPnmz17beOZUnQ3MG8ULLaDG20VCoVzp8/j+TkZKtwhBfa2EKqEaGsnYMWWnTnJkQrLYIaBkSyBqguasPZonzgRD7sBFyMDXbBxBBXTAx1RYyPE7hGyknMiaurK+bMmYMZM2YgLy8Pt27dQmFhocn7d3Z2YseOHRg7diweeOAB8PmkGJ1AIBAIzBBRfR9hb2+PWbNm4fDhwwCAzZs3GxTVe/bs6bo4dnZ2xrRp5u+rTLAcXA6FhfHeWBDnhdM5tfj0dAFSy5v7dYzUcilSy6UDOn9IP9tTubq6YsKECbh8+bLemFqtRhzKkAdtbTWbWZlarWY1K2Orp/Z2EiHcY3B1vmlpadi3b5/BtkOurq6Ijo5GREQEY1r3QAlxt8dXG8Zg86VivHuQOVL8l4NZmBruBod+LHIMhKioKAQFBeH06dO4fv26wW3VajVOnz4NiUSClStXWnU6OJtBmYOQh4Xxg1usUKvV+Pnnn5Gfnz+o45gCn8+HUCiEUCiESCSCUCiEvb09XF1d4eLi0vVT54adUSHFJ6fykXnbNA+OvrQr1F3+DQDgIOJhQogrZkR6YGaUB7ychsZ1m8fjITo6GtHR0WhqakJycjJSUlJMXsC4ceMGSktLsWLFCuLrQSAQCARGiKi+z3j++ee7RPX333+Pl156CTExMXrbdXR04O233+56/MwzzxhNFSdYJxRFYdYIT8yM8sDlwgZ8ejqftY7anJhST92XadOmITU1ldHgy6GzGh6UE2ppB4NmZdXV1b1EtUqtwaazhdh1izl9NynCfVCC7vr1613vKTaioqKwYsUKi76HNk4Mwr7UKsaFk5oWOT46nod3l+i/182NSCTCggULEBcXhwMHDhitA87OzkZxcTFCQkIsPreBUFzfzvp+WTrKF7aCgf9NNRoN9u/fPyhBzeVytW3nAgJga2urJ5p73u9vRkCcnxO+fWQMMiul+PR0Pms2hKm0ylQ4kV2DE9na40R7O2LWCA/MiPJAgp94SKLYzs7OmDVrFqZPn468vDwkJyeb9Puvra3F119/jXnz5iExMdGqF4EIBAKBMPQQlXSfsXDhQkydOhUXLlyAQqHAokWLcODAAcTFxXVt09DQgDVr1qCgoACA1vX797///XBNmWAmKIrC5DA3TA5zw82SRnx2pqArgmQJgt37L6qNtdgaxy/Dr4po0KDQRNvCncGsrKqqComJiQCAgto2vL4zFWkV7NH2wbTSunDhAk6dOmVwm/j4eDz44IMWT3HmcCi8tywOiz+7yJjm/uOVEiwf7Yt4P7FF56HD398fzzzzDC5duoTz588bTIvPz8+3WlG94wZzlBoAVo8beOo3TdM4duwY0tPT+72vu7s7wsLCEBoaisDAQIunJcf6OuGrDWOQXdWCr88X4lROrVGTPFPIrm5BdnULPj1dAFc7AZIi3TEryhNTI9z6VToyELhcLkaMGIERI0agubkZKSkpSE5ONli6oFKp8Ouvv6KwsBCLFy+Gra1lDAAJBAKBcPdBRLWVs2DBAj3zpZ5trm7evImRI0fq7Xf48GHW1kLbtm3DuHHjUF1djZKSEowcORJJSUkICQlBXV0dTp482RUp5PF42LlzJ8RisdleE2H4GRPkgs2PjUNGhRSfnynA0SyJ8Z36SYTnwFKqDbXYcuN0IJTTgEKNG+rUdnBnMCurrq6GRkPj+8sl+OBoDqszOQDwOBQmhbn1e440TePUqVO4ePGiwe3Gjh2L+fPnmy3V2xjRPo54fHIQvrlQrDemoYG39mZi3wuTh6yulcfjISkpCTExMTh48CBr14Gen2nWhEKlwa6bzBkO8X5OiPFxGvCxz58/j2vXrpm0rY2NDUJCQhAWFoaQkBA4OQ38vIMh2scR/1k9CmoNjawqKa4UNuBKUQNuFDeiXTE4Q7WGdgX2JFdiT3IleBwKY4KcMSvKEzOiPBDqbmfRyLBYLMaMGTMwbdo0nDt3DufPnze4/e3bt1FZWYmHHnoIgYGBFpsXgUAgEO4eKNpQESBh2AkKCjK5/VVPiouLERQUxDqek5ODNWvWIDU1lXUbd3d3fP/991i4cGG/z28tZGVlITY2tutxZmYmY7r7/U5eTSse/uoKmljMmPqLm70Ql/8wEwLewMRkcXExa4utDpqPPfI4OFGdWCy8rTfO4XKR7TETV4ubjZ5n9Vh//POh+H7NTaPR4MiRI7hx44bB7aZMmYJZs2YNeZpou1yFOR+fQ5VUxjj+zuJoPDY5eEjnBGh/b8ePH+9lfqjDxsYGb7zxhtWl1B7OqMbzW5MZx95bFoe14wfWSuvGjRs4dOgQ6ziHw4Gfn19XNNrb23vIFmYGglKtQUalFFeLGnClsAE3S5rQqTSfa3mgqy0eiPbEI5OC4Ods+ehwcXFxL08RNiiKwrRp0zBt2jSrN9sjEAiEe53hvua33m9pgkWJiorCtWvX8MMPP2DevHnw9/eHQCCAh4cHJkyYgPfffx/Z2dl3taAmmE6EpwPeWhhtlmN5Ogrx7SNjBiyoge4WW0zYUkrE8arRQNuhQq0fsdOo1cgrqTR6jsUJPv2uMVar1di3b59RQT179mzMnj17WESinZBn8HV9dDwPEhbBbUk4HA7r37SzsxNS6cAM8SwJm0GZrYCLJSOZM4GMkZmZaVBQ8/l8PPbYY3j88ccxbdo0s5raWQo+l4PRAc54fnoYtjwxHmnvPIBdz07E63MiMCnUFcJBfBYAQGlDB765UIzpH57Fm3vSUd6o77lgToKDg/Hss88iMjLS4HY0TePcuXP44Ycf0NzcbNE5EQgEAsG6GZZI9VC0ZqIoymitI+HeZ7hXre4maJrGprOF+PeJPNa+x0w4iHhYkuCDB6I94eVkgzAPe7OkFzc0NOCzzz8HzdBiS01T2COPgwI8LBBkw5nTWyReUgYhX81cK+0o4uFvS2OxJMGnX6JXpVJh165djL20e7Jw4UKMHTvW5ONaiqd+vNllCNWXBXFe2LQucYhnpBXP77//PuPY6tWrraofcHljB6Z9eAZM35ADyXAAgIKCAmzbto2xbRygXXhYu3YtwsLC+n1sa0amVCOlrBnn8upwJqcWuTWGI8DG4HEorBzjh+enh8HfxXKRa5qmcePGDRw7dsxoqzyRSIQlS5YgOto8i5MEAoFA6B/Dfc0/LDXVZ8+etWgEh6Zpq0sjJBCsHYqi8MKMMCxJ8MGX5wrxy80KKNTs9cg6WmUqbL1WhgOpVXh0chB+Mydi0HOhaRp7s6XIVHgghqdfb8ulaIzhV+C8MgRS2gbO6C2q3ah25INZVLvYCdCpUEOu0kDENy1lU6FQYMeOHSgqKmLdhqIoLF26FAkJCSYd09K8uyQGlwrq0cFQ63o4Q4IzObWYETW07YFsbGwgFosZo3oSicSqRPXOm+WMghoAVo/rf9p3eXk5fv75Z1ZBDQDLli275wQ1AIj4XEwM1faq/sP8KFQ0deBMTi1O5dTicmEDFAZ8D5hQaWhsv16OX25WYEWiH16YYRlxTVEUxo0bh4CAAOzatQv19fWs28pkMuzcuROJiYmYO3cuBAKB2edDIBAIBOtl2HLKaJq22I1AIAwcfxdb/N+yOJx7YzoenRRkcupmq1yFHEnroBe0FCoN/rA7A38/dBupKm900sxrf8HcRozllSKI26Q35spgYKajpKEDf9iTgYn/OIX3Dt9GST37toD2YnnLli0GBTWXy8WqVausRlADgK/YBq/NZl/g+PP+THQO0lxqIHh7M/d1rq6uHuKZsKNSa7DzZjnjWJSXAxL8+mcUVltbi61bt0KpZPcsWLhwYa8uDPcyfs622DAxCJsfG4fUt+fg241jsHZ8ALwc+9e3WqWhseNGOWb86yz+sNtyaeFeXl54+umnu7oKGOLWrVv47rvv0NSk/7lEIBAIhHuXYYlUnzlzZjhOSyAQ+oG3kw3eXRKD56eH4uvzRdh6rcyo+dDLM8MHdc6GNjme+ykZ10u0fYGV4CFF5YtJfGazvgAOcx2uM9UJDjTQGFg3bOpQ4uvzRfj6fBGmhrth3fhAzB7hAR639z5HjhxBeTmzwAK0NbCrV69GaGiosZc35Dw2OQh7Uipxu7pFb6yiqROfnMrHH+YPbXTYy8sLt2/rG8xZkwP4mdw61LTIGcfWjAvo18JRU1MTtmzZApmMvY59xowZVlEyMBzYCniYHe2J2dGeoJfSuF3ditM5NTidU4uU8mbWbIGe6MT1rlsVeGi0H16caf7ItUAgwOLFixEaGooDBw4Y/HtKJBJ8/fXXWLlypdW2iiMQCASCeRkWUZ2UlDQcpyUQCAPAw1GEPy2KxnPTQ/HtxWL8eLmEsX3OjEh3xPUzgteTXEkrnvjhBiqaOns9n692RxS3Fi6c3s/LaB6K1K6I5+hHOLkUDTFHgUaNaZGvC/n1uJBfDy9HEVaP88fqsQHwchKhtrYWaWlprPsJhUKsW7cOAQEDc4G2NDwuB+8ti8XyLy4zipNvLxRh2ShfRHo5DNmcvLy8GJ+XSqXo6Oiwit6/P14pYXxeyONg6Shfk4/T1taGLVu2GHSRHj9+PKZNm9bfKd6TUBSFaB9HRPs44sWZ4Whok+NIpgRfnivU+1xgQqWh8fPNcuxO1orrF2aEIcDVvP9P0dHR8PHxwZ49e1BWxt7DvLOzE1u2bMGcOXMwceJEUpJGIBAI9zjWbSlKIBCsBld7IX4/LwoXfz8TL88Mg4Ow95rcS7NMi1J3KFR4c086rhU1dJVrnLpdg+WbLjFeONOgcF3VLVo1NIUslSf2yOOQovaBmma+WH1qnBvGBDqb+vIAAJIWGf5zMh+T3z+NZ7bcxO5LWayRMltbWzz66KNWK6h1jApwxlqWGmCVhsZbezOg6Ycx3WBhS/8GrCNafSanFhfymWtnF8Z7w8mGb9JxZDIZfvrpJzQ2NrJuExcXh7lz5xLBxYKrvRDrJwTizG+n4/2H4uDnbGPSfjpxPeOjs3jt51QcTKtCQxtz5sFAEIvFeOSRR5CUlGTwb0fTNI4fP47du3dDoVCY7fwEAoFAsD6GJVJNIBDuXpztBPjNA5F4YmoIfrhcgv9dLEa8nxNGB5gmYA9nSLD9ejm2Xy9HgIstxgW7YHdyhcE0z0ZKDEevQDjb8PDvHFu00N0R6EbaFu6Ufl20P68Vu55bhOSyJnx7oQhHMyUwVTuqNTSOZdXgGAAHKg6R3DqEcesgorQRegcHB2zcuBHu7sxmaDpUag0Uag2EPK5ZHNEHyhvzonAsqwb1DMLiZmkTdt4sH5D51kBwcHCAra0tOjr0618lEsmwpsvKVWr89dds1vE1Jv6OlEoltm/fbnCRIDw8HEuXLrX6dlnWAJ/LwcNjA7B8tB/2Jlfi0zP5KG80HrlWa2jsTanE3hRti71ob0dMDnPF5DA3jAt2ga1g4JdAXC4XM2bMQEhICHbv3o2WFv0SCx2ZmZmoq6vD6tWr4ezcv4U+AoFAINwdEFFNIBAGhJMNHy/PCsdjk4PQ3MFuwNSXXbe665PLGjtQZsRcyM1egK82JCLexwE8Hg+7Pr2IrKruC9gGjS3cGYzJqqqqAACjA5yxaV0iyho68N2lYuy6VYE2ucrk+bbSItxU+SNZ5QsXqgM2lBKvxwUYFdQAMP+TC8ivbQOPQ8FbLIKv2Aa+Ylv4OtvAT2wDX2cb+Ipt4C0WQcgzzYl8IDjZ8PHnRSPwyo5UxvF/HMnB7GhPuNkLLTYHHRRFwcvLi9H4bbgj1d9dLEExi3HdSH+xSZkParUau3btQmkpsw8AAPj7+2PlypXgci33N78X4XM5WDXWH8tG+/ZLXOvIrm5BdnULvrlQDD6XwqgAZ0wOdcOUcFfE+4nB5/Z/gSMwMBDPPPMMfvnlF5SUlLBuV1NTg6+//horVqywSv8FAoFAIAwOqxfVVVVV2LlzJy5evIjy8nI0NTVBrVajsLCw13YdHR1dX2guLi6sdXsEAsG8OIj4cBCZlhJb1tCBq0Xs6bB9GeHtiG82JsLPubsu8o8LRuCZLbe6hHEDbQegTm/fmpoaqNXqLuES4GqLd5fE4HdzI3EgrQo/XS3tJc6NoQEH9bQ9QANiLz+T9hHytRfpKg2N8sbOOwJA//VTFODhINSKbmfbOz9tMNJPjFhfR7OkBy9J8MGuWxWMqc3STiXeO3wbH68aOejzmIK3tzejqB5OB3CJVIZPT+ezjr+7JMbo34GmaRw8eBC5ubms23h6emLt2rWk5dIg6CWuUyrx2ekCo4tzfVGqaVwvbsT14kb8+yRgL+RhfLALJoe5YXKYGyI87U1+39nZ2WHDhg04ceIErl69yrpdZ2cnfvrpJ8yePRuTJk0iaf8EwjDQqVCjqL4N1c0yOIh4iPNzGlTWCoGgw2r/i2QyGX7729/i22+/7dWGhK0HNU3TmDp1KpqbmxEbG2vQXIhAIAwPu5IrTN72gWhP/PvhkbDrU7s9OcwNv740BadyatEhV2GCdxQO7SzR21+tVqO2tlavhtdOyMOacQFYPdYfaRVS/HS1FAfTqiDvR69ce0exSduZGn2maaCmRY6aFjmSy5p7jSVFuGPTutF6v4f+QlEU/vZgLB74z3nGvsB7kiuxItEPk0LdBnUeU2Bb9Kyvr4dSqQSfb9oijTn5x5HbjD29AWDVGD+M9Bcb3F9XP5uamsq6jbOzM9avXw8bG9NqgwmG4XM5WDXGH8tGDVxc62iTq3DqTu9sAAhxt8MbcyMxN8bLJPHL5XIxb948eHt74+DBg1CpmLNhaJrGiRMnUF1djSVLlpDFFQLBAtA0jfo2BQrr2lBY14aC2jYU1rWjsLYNlc29s1sEXA7Gh7ggKcIdM6I8EOJmRxa8CAPCKkV1S0sLpk+fjrS0NJP7TtvZ2eHpp5/G+++/j8zMTKSnpyM+Pt7CMyUQCKai0dDYfcs0Uf3CjFC8PicSHJY65CA3OzwxJRgAoFKpcJTLhVqtL4iqq6tZjbEoisJIfzFG+ovxp4UjsDu5EluvlaKoznDfagBQqE0T4IIBpJP25VxeHb65UIRXDfScNpUgNzu8OCMMH5/IYxz/095MHHl1qkVT0QF2UU3TNGpra+Hra7rDtjm4UdKI/alVjGMOQh7emGe87dj58+dx5coV1nF7e3ts2LABDg5D57R+v9BTXO9LqcSngxDXOorq2vHsT8mYE+2Jvz4YA28n0xZCEhIS4O7ujp9//hlSKXPLP4DUWRMI5oCmaZQ1diCvRiueC2vbUHDnZ4vMtDIvhVrT1QHk74duw9/FBtMjPDAjyh0TQ9xgIyBlOgTTsEqHlPXr1yM1NRU0TcPDwwP/+Mc/cO3aNaxfv97gfmvXru26f+TIEUtPk0Ag9AMa2hTaB6I9wWMRywIeB/95eCR+NzeKVVD3hcfjwdPTk3FMV1dtDLGtAE9MCcap3yRh25PjMTvCBRTYhbOpUW1d+vdg2d2PCL8xnkkKQYi7HeNYUX07/n0iH2oLu4G7urqyRqOHOgVcraHxzv4s1vFX50QYrTW/evUqzpw5wzouFAqxfv16uLi4DHieBOPwuRysHOOPU68n4cv1iVgzzh8Bg+xXfSK7BrM/OofNl4pNfl/4+Pjg6aefRnBwsMHtdHXWfcvZCASCYVpkSnx/qRizPz6HpA/P4qkfb+KfR3Lwy60KpJQ1myyomShv7MSWq6V4fPNNJPz1ODb87xq+u1iMoro2kwN9hPsTq4tUnzlzBr/++qu2X2V0NE6ePNl1wezkZLgHblxcHDw8PFBXV4fLly8PxXQJBIKJcDkU5kR7Yk60J+rb5NiXUoldtyqQI9H28B3pL8Y7i6MxykQX8Z74+PgwCuj+CjSKojApzA1UXT5cStORr3ZDnsod7egtquRKE0U1zzyiuryxE6UN7Qh0ZRbD/UHI4+LvS2Ox9ptrjONfnivEgdRKrB4XgIfH+sPT0bRe3/2Bw+HA09MTFRX6iwVDbVa27XoZsquZa+vDPeyxcWKgwf1TUlJw9OhR1nEej4e1a9cSn48hhM/lYF6sF+bFan/n5Y0duFRQj4sF9bhS2ICG9v61t2pXqPHuwWzsTa3CP5fHYYS3o9F97OzssH79epPrrGfNmoVJkyYRN3gCwQA5khb8eKUU+1IqWct1zIlC1R3F/uuvQICLLaZHumNmlAemhrsPa1cPgvVhdaL6p59+AqC9uN26dStrBIqNkSNH4vjx48jJybHE9AgEghlwsxfiyakheGJKMFpkKrR0KuHnbDPgOia2FG+JRNLLrMxUCgoKYEspkcCrRhy3GlUaJ9RoHMC3c0JCXLTJ0a835kXhmaRQ1LfKUdncicqmTu3PO/f7c3F/Ib/eLKIaACaFumH5aF/sSa5kHK+SyvDxiTx8ciofs0d4YN34QEwJczM5e8AUvLy8hl1UN7Ur8NFxdlOxvyyJMegInZ2djQMHDrCOczgcrFq1CoGBhoU5wbL4u9hi9bgArB4XAI2GRo6kFZcLtSL7enGjyRfnaeXNWPzpRTw5NQSvzAo3mhaqq7P28fHBgQMHDNZZnzx5EtnZ2Zg7dy75fyEQeqBUa3AsS4Ifr5TierHpRqeWoKyxAz9eKcWPV0oR6m6HPy2KxoxIj2GdE8F6sDpRfeHCBVAUhbFjxw6oJloXDaipqTH31AgEgpmhKApONnw42QzcmEqlUrGmZKnVatTV1fUrSqhQKHq1xuFQgB9XCj+uFDMmhyMpKcbkY4W62xsc71CoUNXciYqmbqG9N6US1VKZ3raXCuqxfoL5LrbfWjACp3NqDbZD6+rXnVWDABdbrBkXgJVj/MzSeottIaSmpgYajWZIInYfnchlff0L4rwwKYzdtK2goAC7du0ymA64fPlyREQMvhaeYD44HArRPo6I9nHEk1NDoFBpkFrejEsF9bhUUI/ksiaD/exVGhpfnivE4Yxq/N+yWEwNN95aLz4+Hu7u7tixY4fBOuuqqip8//33iI6OxuzZs0m5AOG+pqZFhm3XyrD9ehlqW+XDPR09Cuva8dj3N5AU4Y4/LRyBcE/il3G/Y3WiWheliI6OHtD+OlfVjo7BmZQQCATrRaFQICUlBQUFBSgpKenVIaAvVVVV/RLVJSUljKZnABAWFtbvuRrCVsBDmIcDwjy6v4w1tDYFuy+XCxug1tBmSzdztRfizflR+P3uDJO2L2vswPtHc/DxiVzMjfHCuvGBmBDiMuDsAra/iVKpRENDg0l9wAdDVpUU266VMY6J+Bz8ccEI1n3LysqwY8cOaDTsZQCLFy9GbGzsoOdJsCwCHgfjgl0wLtgFr82JQGalFG/uyUBGJbv4BbTvhw3/u47lo3zx1sIRcDWy0OTt7Y2nn34au3btQnFxscFts7OzkZubi/Hjx2Pq1KnELZ5w30DTNK4VN2LLlVIcy5JAZQZ/D7EtH2Hu9gh1t0eoh532p7s9fJ1tkF3VgrO5dTibV4vU8mYMpGT6XF4dLhbUY8OEQLw6OxxiW+Lof79idaJadzHb33RNHU1NTQAAR0fjNU8EAuHuhKIonDhxgjWdsif9rasuKChgfN7W1pY1umpOpoa7MYpqaacSGZVSo62d+sOqMf7IrGzBlqulJu+jVNP4Nb0av6ZXI8TdDmvHBWBFol+/LyQ8PDxAURRjpFcikVhUVNM0jXcPZLFGJJ9LCuvVG70n1dXV2Lp1q8H/vQceeACJiYnmmCphiIn1dcLe5ydh8+USfHQ8D51Kw6nhe1IqcSa3Fm8tjMZDo30NLjLp6qxPnjxp0Cke0F4LXb58GSkpKZgxYwYSExMHfF1EIFg7HQoV9iRXYsuVUuTWtPZ7f4oC/JxteojnOz/d7QwueCX4i5HgL8Yrs8PR2K7Ahfw6nM2tw7m8OjT2ozxLraGx+XIJ9qZU4rXZ4Vg3IdBg6RDh3sTqRLW7uzvKy8tRXl4+oP1TUlIAsEdBCATC3Q+fz0dQUBCrAO6JqQ7gOtiOGRoaOiQpyYmBznDiqeCkaQUFGmpwtDeawtmUXPgIg8HlcsHj8XrdBnLBTVEU/rY0FktH+eKnq6U4lFHN2MOajaK6dvz90G18fCIP7yyOxsNjA0zel8/nw93dHbW1tXpj1dXViIuLM/lY/WV/ahVulDQxjvk52+CZpBDGsfr6emzZsgVyOXsq4rRp0zBp0iSzzJMwPPC4HDw5NQTzYr3w532ZOJNbZ3D7pg4lfvtLGvYkV+D/lsUh2I3d+4DL5WLu3Lnw8fHB/v37jS4MdnZ24vDhw7h27RoeeOABREREkB66hHuKE9k1+OPeDNQNIMXbzV6A1WMDsHZ8AHzEg8vocLET4MGRvnhwpC/UGhoZlVKcza3Fmdw6pFeYFsWWdirx7sFsbLlaSuqt70OsTlTHx8ejrKwMV65cQWdnZ7/Snm7evIn8/HxQFIUJEyZYcJYEAmG4CQ0NNUlU19TUmGxW1tDQgMZGZiMUc6d+M9HZ2Ylz585hKS8VFPS/wZuTc7ApmXlfiqLA4/G6xOrUqVNNnnNioDMSA53x9qJo7E6uwLZrZSiqN96vW0eHQo0/7MlAoKsdJoS4mryfl5cXo6i2pFlZm1yF9w7fZh3/86JoiPj6/yvNzc348ccfDZYWjRs3DjNmzDDLPAnDj5+zLb57dCwOZVTj3QPZqG8zfNF/ubAB8/5zHp+sHtXlPM5GXFwcfHx8cPz4ceTmspvl6WhoaMD27dsRHByMuXPnksAB4a6nVabE337Nxs6b/W8ZmRjojI0TAzEv1gtCnvkzOLgcCiP9xRjpL8arsyPQ0CbHhfx6HM2U4GiW8e8nXb319EhtvXXPEi/CvYvV5SYsWLAAANDa2opPPvnE5P1UKhVefvnlrscLFy40+9wIBIL1YKpgVKlUqKszHGnSYahfrKVFdWZmJj799FNcvXqVUVAbg6ZpKJVKdHR0oLS0FD/99BMOHDhgMKraF2c7AZ6cGoJTrydh21PjsTDem7WnuP75gT/vy4RSbXqkm00YSCQSi/UD/ex0AavpzdRwNzwQrd9xoq2tDT/++CNaWphbbwFAQkIC5s2bR6KI9xgURWFRvA9O/SYJa8YZz8SQqzR4aXsyMo3UZAPafu1r1qzBxo0bTRbJxcXF+PLLL7F//360tvY/TZZAsAauFTVg/icX+iWoRXwOVo/1x6GXp2D3c5Pw4EhfiwhqJlzthVg6yhdfbkjEvhcmY3SA2KT9zubWYe5/LuDdA1lo7uhfKz/C3YfVieqeXy7vvvsuduzYYXSf+vp6LFq0SHsxSlEIDw/HsmXLLD1VAoEwjLi5uZnsnWBqXXV+fj7j8z4+PrCzM087K0OY22AxOTkZX375JcrKmA252KAoCpNC3fD52tG48uYsvDEvEn7OxrOG8mvb8P0lwyZMPWGrUe/o6DAoYAdKUV0b/nexiHGMx6HwzuIYPVHc2dmJLVu2sGYwAEBUVBSWLFlCegzfwzjZ8vGP5XHY+cxEhLob/ixQqmm8vCMFnSa26goJCcHTTz+NBx98EPb2hjsG6EhJScF///tfHD58GDk5Oejs7DRpPwJhOJEp1fi/Q9lY/c1VVDSZ9j8b5GqLPy0cgWtvzsY/H4pHjI+ThWdpmJH+Yux+bhI+WT0SPk4io9vr6q2TPjyLzZeK+1ViRbi7sLorAFtb264ItVKpxLp16zB37lx89913qKzs7qmamZmJPXv24JlnnkFwcDBOnDgBQFuv9NVXXw3L3AkEwtBBURRCQ0NN2taUumqlUtmrlVZPhiL1OyYmxiL9aZuamvD999/j5MmTJhm79cXdQYjnp4fh/O9m4IfHx+GBaE+DDuT/OZmPaqlpF0uenvpRYR3mTgGnaRp//TUbSjVzBPyxyUEI8+gtaORyObZu3WqwRWNISAhWrFhBTKTuE8YFu+DwK1Px6uxwCAwYEWn9BrJNPi6Hw8GoUaPw0ksvISkpCTye8eo8pVKJ69evY8eOHXj//ffx5Zdf4ujRo0RkE6ySzEoplnx2Ed9cKDZan0xRwOwRHvjh8XE4/fp0PDk1BE62A2+9aW4oisKDI31x6vXp+M2cCNgwlAz1RVdvPemfp/DPIzkoayBdiu41KNpSOXaD5N///jd+97vfQaPRGE2n070ELpeLL774Ak8++eRQTJFwF5CVldWrrU1mZiZiYkzvM0ywbjIzM7Fr1y6j2/n6+uKpp54yuE1hYSG2bNnCOPb4448jIMB0E66BUl1dja+//toiqc8eHh54+umnTbpYN4ZEKsNbezNwKke/HhoAFsZ74/O1o0061r///W/G3r0zZsxAUlLSoOYJaFO309PTkVFUhRM59VCBAyXNgQpcqGgOVODAzkaEj1aPhpOdDQQCAfh8Png8Hnbv3o2iIubINgD4+flh48aNEAhIC5X7kYLaNvxxbwauF7NnMXy7cQxmM5QUGEMqleL06dNIS0sb8Py8vLwQFBSEoKAgBAYGktZchGFBpdbgq/NF+M/JPNZFTR0UBTwyMQhPTAmGvwtzBwZrRCKV4YNjOdiTXGl84x5MDXfDuvGBmDXCg7iFm4Hhvua3OqMyHa+99hri4+Px3HPP9TIj0gnsvhedYWFh+OKLLzBr1qwhnSeBQBg+QkJCWNsy9cQUszI20zORSARfX99BzdNUvL29MXr0aNy6dQsAwOPxQFGUwT7cpsDlcrF8+XKzCGoA8HIS4R/L4zDro3NoletHvw+lV2PN2HpMCXczeixvb29GUd3fVmhM1NbWYvPmzV1p9bFsL18N/Lw1q1/H9vT0xLp164igvo8J87DHjqcm4OUdKfg1nfn/9Y3d6TjqPxUeDsbTRHvi5OSEZcuWYfz48Th27BhKS01ve6dDIpFAIpHg6tWrALpFdnBwMMLCwkh2BcHiFNe34zc7U5FS1mx0W38XG3y0ciTGBbtYfmJmxstJhI9XjcTGiUH468EsJJvwegHgQn49LuTXw8NBiNVj/fHwuAD4DtLFnDB8WK2oBoBZs2YhNzcXBw8exOHDh3HlyhVUVVVBKpXCzs4Onp6eGD9+PBYtWoSHHnqI1LMRCPcZtra28PHx6VUawoTOrMyQGZChVlqDvfiUy+UQCtl7ZfZk5syZyM3NxejRozFlyhQIBALQNA2NRgOVSmXw1t7ejlOnTumJ1BkzZpjdLdjDUYTX5kTgr78yp7i+fSATR1+ZBgHP8Oeyl5cXcnJy9J43R/r38ePHzV6nDgAuLi7YsGEDifwRwOFQ+L+lcUgubUKVVKY33tiuwO9+Scfmx8YOyMTOx8cHjz76KHJycnDixAmDtf3G6CmynZycsH79eov2gyfcv9A0jZ+uleG9Q7eN9noHgDXj/PHWwmjYC61alhhFV299ML0a/zx8m/EzgYnaVjn+e7oAn50pwPRID6wbH4DpkR4GS60I1ofV//dSFIUlS5ZgyZIlwz0VAoFghYSGhhoV1YA28skmLJubm1kdwgdTT93R0YGzZ88iMzMTL774Imxtjaez2dnZ4ZVXXgGf310/RlEUuFwuuFyuUXEeERGBo0ePIjU1FQAQEBBgsb7JGycGYufNcuRI9F2Ii+ra8e3FIjw/3fDvz9DfpL9tFXvS1tZm0M19oDg6OmLjxo0mG0oR7n2cbPn4+OGRWPPNVcZa0XN5dfjhcgkenRw8oONTFIURI0YgPDwcN2/exNmzZyGTmXaxzoZUKsXu3bvx7LPPDuo4BEJfJFIZ3tidjvN5xrtuuNkL8f5DcZg1ov8lEtYKRVFYkuCDOSM88c2FInxxttCkhQUA0NDA6ZxanM6phY+TCA+PDcDDY/3hZYIhWk9omoZaQ3fNh4I2tV73mGAZrE5Ujx6trcOzsbHB2bNne11YEggEQl/CwsJw/vx5o9tVVVVh1KhRjGOG+l2baobWl6KiIuzatasrUnr69GksWrTIpH0H87knEomwdOlSREZG4vjx41i2bJnFsnh4XA7+tjQWK7+8wjj+6akCPDjS12A6G5sDOKCNrAUHD0yI5OXlmb023dbWFhs3boRYLDbrcQl3PxNCXPFsUii+OMu8kPPekRxMDHVDpNfA+9XyeDxMmDABI0eOxO3bt1FcXIySkpIBO+VLJBI0NTXB2dl5wHMiEHS0ypTYn1qFD4/lQtppvGRpfqwX/m9ZHFzs7s0SGhsBFy/PCseqMf747Ew+9iRXosPEjgAAUCWV4d8n8/Df0/kIdbeDhtY6ias0Gmg0gEqjufOYhlp956du3ISvPorCHbGtFd2652z4XIwKcMY7i6MR4k4Wj/uD1YlqnSnHggULiKAmEAhG8fX1hVAoNNqP2VCNLpuo9vT0NLltV09KSkqwbdu2Xm7bt27dwpgxY8yShq1bheYZMDYZMWIEIiIi+pW63tzc3G/BODbIBQ+N9sPuZP1+o51KNf52MBtfbkhk3d/R0RE2NjaMbsWDEdVMKeWDQSgUYsOGDXBzM14nTrg/eW12BC7k1yGzUl/kKlQavLIjBftemAyRCU7BhhCJRBg1ahRGjRoFmqbR1NSEkpISlJSUoLi4uF/9q+vq6oioHmJkSjUqmjoR6Go7JOZUGg0NNU1b5FwaDY0rRQ3YdasCRzKrIVMabxflIOLhrw/GYOlI3/siaurlJMLfl8bh9/OisD+1CtuulSG72vSFMLWGRl5Nm9nnRdMArbvTA6VahXN5dVj6+SXseX4SwjwGvhB4v2F1otrV1RUNDQ3w8fEZ7qkQCIS7AC6Xi+DgYKMiSiKRMJqVqVQqVofngaR+V1ZW6glqQCuEjxw5gkcffXRAFxJN7QpcKqzHxTvGJk9MCcbjUwwLzv4IaolEgm+++Qbh4eGYMmUK/Pz8TN73D/OjcDxbglaZvmnZ0SwJzubWYnqkB+O+FEXBy8sLxcX6/a0HWlctl8tZU79bNULIwYWXPQ82XBpKpRIKhQIaDfvFoIuLC1asWGEwqk4gCHgcfLJ6FBb+9wKjuMiRtOLDY7n486Jos52Toii4uLjAxcUFo0eP7rfIrqurQ0REhNnmQzDMN+eL8NGJXMiUGoj4HCwd6YtHJwchyqv/i7fGyJW04scrJTicUY2mDiVC3OwwPsQVE0NdMSHEpd/meT0pqW/H7uQK7EmuRGWz6e3bJoe54sMVCfC5D824HER8rJ8QiHXjA5BWIcXWq6U4mF5l0kLEcNAiU+GpH29h3wuT4WRDgpymYHWi2s/PDw0NDYxusAQCgcBEaGioUVGtUqlQX1+v1xu5oqICCoWCcZ/+iuqamhr89NNPrMcrLS1FdnZ2v1o8bL1Wiu3Xy5BV1dJrQflSQb1RUW0qKpUKe/bsgVqtRk5ODnJychAUFISpU6d2Oawbwt1BiN/NjcTb+5kdtN89kIVjr7lCyGMW+d7e3oyieqAO4AUFBVCrmdPsziuD4erpg/+8NKVXpF+tVkOhUHSJbN19GxsbuLq6EqdkgkmEutvj7UUx+OPeDMbx/10sxvRId0wNt4xBGJvI3rVrF6qqqvS2r6+vt8g8CPrsvFGO/zt8u+uxTKnBjhvl2HGjHJNCXfHopCDMGuE5KHMqlVqDE9k1+OFKCa4W9Ta1K6pvR1F9O7ZfLwMAhLrb3RHY2pubvWG/jlaZEoczqrHrVgVulDT1a15CHgd/mB+FRyYGgXOfm29RFIWR/mKM9BfjT4uisS+lEluvlVokGj1Yiuvb8fL2FHz36FhimmYCVieqFyxYgNTUVFy+fHm4p0IgEO4STBW/VVVVeqKaLfVbIBDA39/f5Dk0NjZiy5YtjGnMOpycnPpd1lIjlTGmk14taoBSrTFLSt+ZM2dQW9u757Qu0uXt7Y0pU6ZgxIgRBmuz140PxM83ypFVpT/XkoYOfH2uCC/NCmfcly0lvq6uDkqlst+/s9NXUxif76R5qKPt8emSGL3UeS6XCxsbG+LoTRg0a8b540xuLU5k1zCOv74zDUdfnTYktaQ6ke3v709E9TBS1dyJv7F0SgCAy4UNuFzYgAAXW2ycGIhVY/3hKDL9c6++TY4d18uw9VoZqk10nC6sa0dhXTt+uqoV2eEe9l0ie3ywC1zthQNK7+5LvJ8TPl41EmEepD63L042fDwyKQgbJwbiVmkTtl4rw6GMaihU1hO9PpdXhw+O5eDN+SOGeypWj9X1oHr88cchEolQWVmJ7777brinQyAQ7gKcnZ3h4mK8tyVT5DM/P59x25CQEJP7OkulUvz4449oa2NfaY6NjcULL7zQ71TLKSwRrXaF2qTen8YoLS3FpUuXWMerq6vxyy+/4LPPPsOtW7f00tp1cDkU/rY0lvU4n50pQHkjc3srNlFN0zSrKzsblY3tkJTrR70BoEztjBWJ/pgQ4tqvYxII/YGiKPxzeRzcHZgjf7Wtcry5J93sRnqGYPMCIKLa8tA0jTf3ZKBVzvzZ2ZOyxg78/dBtTHzvFN7Zn4miOvbvFJqmkVLWhNd+TsWkf5zGv47nmSyomcivbcOPV0rx/NZkJP79JOb++zymfnAG6769hr0plf0W1FwOhVdnh2P3c5OIoDYCRVEYE+SCfz88EtfenIU/LRyBEDe74Z5WF1+dK8L+VONdVu53rC5SHRISgv/85z949tln8cILL8DW1harV68e7mkRCAQrJzQ01GgP176RmpaWFtTUMEeTTI1+t7e3Y8uWLWhubmbdJiYmBsuXLx+QC/dIfzFsBVxG19CLBfUYF2x8MYENtVqNffv2mbRtY2MjDh48iLNnz2LixIlITEzUa+81OsAZD4/xx883y/X2l6s0+Ouv2fhm4xi9MTc3N/B4PEbBXl1dbbLHhkZD4y/bzsAHzKnfHXaeeGex+epZCQQ2XO2F+NfKBDzy3XXG8WNZNfj5RjlWjwsYkvmwierOzk60t7fDzs56LuDvNX65VYFzJrSX6km7Qo0frpTihyulmB7pjscmB2NauBsoioJMqcav6dX48UoJ0issVyqZW2O64V1P3OyFWD7aF2vHBSDIioTh3YKznQBPTg3BE1OCkVrejKyqFijVGvA4FLgcDrgcgMvh3HlMdf/kUl3PcyiqK12bpmnolu+05mRahzK6x2OaBjQ0jb8fuo2CWuaFnDd2pSPEzR5xfk5D84u4C7E6UV1WVoZ58+bhgw8+wB//+EesW7cOn3zyCVavXo3ExES4u7ubnJ4XEDA0X1YEAmH4CQsLw40bNwxu09eszFAfY1NEtUwmw5YtWwxGe8LCwgbV1krA42BCiCtO59TqjV3Mr8Nv5gzcZIjL5eLBBx/EkSNHWBcX+tLa2orjx4/j/PnzGDduHMaPH9/rgvyNeZE4miVhbKlyIrsGp3NqMDOqdwo+h8OBp6cnY7/x/piVbb5cghZJKXwYvtkUNBdvrUqCQz9SKgmEwZAU4Y7HJgfh+0sljON/OZiNccEuQ9K2xpBrfX19PRHVFqJaajjt2xTO5tbhbG5dVw30oXSt8Zg1IeByMCfaEysS/TA13M1gZwqCaVAUhVEBzhgVMHTu/IGudnjws4toYTAdlas0eHrLTRx4cQprFs79jtWJ6qCgoF6mODRN4/r167h+nXm1lw2KoljTFAkEwr1HUFAQOByOQRfnvmZlbPXUbm5uRltLKRQKbNu2zaDoCwwMxKpVq0xOI2djSpgbo6hOq5CiRabsV+1dX4KCgvDss8+ioKAAFy9eRGlpqUn7yWQynD9/HpcvX0ZiYiJmzJgBkUgEV3sh3pgXibf2ZjLu986BLEwKddNrK+Tl5TUoUZ0jacE/j97GUm4z47ituy/GhVrGHIpAYOP386JwuaCBMerXqVTj1Z9Tsfu5SRZvrWRvbw+RSASZTD89uL6+HoGBgRY9//0ITdP4454Mxq4IAGAn4KK9H32LdTXQ/WVUgBiL4n1QUNuKq0WNKK7v/zHYSPBzwopEPyxO8IHY9t7sN30/Eexmh0/XjsZj319n7HVdLZXhuZ9uYdtTEyDgkYWTvlidqNZB07S2ITnVnb5AIBAIbAiFQvj7+xsVhdXV1fD09IRarWaNVIeHMxtq6VCpVPj5559RVlbGuo2Pjw/WrFkDgWDwFxpTw5mjTGoNjauFDXggZnC9rymKQnh4OMLDw1FWVoaLFy8iLy/PpH1VKhWuXbuGvLw8PPLIIxCLxVg9NgA/3yhnTE0sb+zEl+cK8ers3hF2tnZVEokEGo3GYKRfplTj1R2pcFK3wpbHHMFZPG2sSa+HQDAnIj4Xn6wZiSWfXWI0H0qvkOI/J/Pwu7lRFp0HRVFwc3NDRYV+P3lSV20Z9iRX4kwuc9q3gMvBvhcmo0OhxveXinEooxpKtfmucwU8Dh5M8MHGiUF66brV0k5cK2rElcIGXC1uQGkDs9cFG+4OQiwf5YuHEv0Q4Ul6GN9rJEW44w/zo/DeYeaOKjdLm/DOgUy8tyzuvugz3h+sTlQHBASQPxKBQBgQoaGhRkV1VVUVRo4ciaqqKsaoDWA49VutVmP37t0GU8fd3d2xfv16iEQD7wPaaz4e9vB0FKKmRa43drGgftCiuicBAQFYu3YtampqcOnSJWRkZJi0qNnU1ITNmzfjkUcegbOzM/72YCyWbroEpl03nS3EslG+CHTtTjllMytTKpVobGw0mL76r2O5yJG0IpHH3OaFw+EiKpL04iUMD1Fejvj9vCjWNOBNZwsxLdwd4y1soMcmqvtrBkgwTk2LDH85yNxiEABenROO8DuC9D+rR+GPC0bgp2tl2HatFPVtzC0ZTcFXbIMNEwOxaow/q7u8t5MNlo7yxdJRvgCAyuZOXC1swNWiBlwpakBFk34HC5LefX/x1NQQZFe1YF+qfscAANh+vRzRPk7YMIFkuPTE6kR1SUnJcE+BQCDcpYSFheHatWsIDQ1FS0sL4+eJzgGczfWbz+ez+jFoNBocPHgQt2/fZhwHtE7kGzZsgK2tbf9fAAsURWFymBv2JOunR1/Mt0yUydPTE8uXL8eMGTNw+fJlpKSkGC2paW5u7hLWCf4uWDMuANuu6UfzFSoN3j2Qhe8eHdu1iOrh4QGKohgFvEQiYRXVlwrq8e3FYgA0AjjMojo0NETPVI1AGEoemxSEs7m1uMDwfqVp4Dc703D4lalwsrFczT9xAB8adGnfTHWpgLbF1NNTQ3o95+Eowm/mROD56aH4Nb0a318qZmxPyMbUcDdsnBiEmVEe/e4n7Cu2wUOJfngo0Q8AUN7YgatFDUgua0KHQo0xQS5YHO9N0rvvIyiKwj8fikdhXTsyKpnN8P5yIAvhHvakm0YPyFITgUC4Z/D29sZvf/tbLF++HDExMYzb6NKJ2eqpg4KCGPsi0zSNY8eOITU1lfX8Dg4O2LhxIxwdHQc0f0OwpYAX1bejspm9N/ZgcXZ2xsKFC/Hqq69i6tSpRsWpVCrF5s2b0dDQgN89EAlnW2aRcCa3Didvd9eJCwQC1ot+plZoANDcocDrO9MAAE6UDE4c/Ug+AERFWTa1lkAwBodD4aOVCazvh8rmTryzn9mHwFywvb+am5uhVFqX8dXdzL7USpxi8MAAtBHfD1cksEZ6RXwuViT64deXpmDnMxOxIM4LbBrZXsjDo5OCcOr1JGx5YjzmRHv2W1Az4e9ii5Vj/PGP5fH4ZPUobJgQSAT1fYiIz8XXGxPhZs/8na/S0Hh+azIqmvpXPnAvQ0Q1gUC4Z+jpw8DWhkmpVKKsrEyvvZYOttTvM2fO4Nq1a6zntrGxwYYNG+DsbBmnzsmh7OnPlywUre6Jvb09Zs2ahddeew1z5syBvT27Y3FLSws2b94MKNrxh/nsgvbdA1no7GHUw5YCzmRWRtM0/rg3A5IWbQp/IEuUGgAiIyNZxwiEocLDUYR/PhTPOr4vtQrpFc0WO7+hEoqGhgaLnfd+orZFhncPsLt9vzI7HJFexuuQKYrCuGAXbFqXiAu/n4lnkkLgK7YBl0Mh1tcRf1sai6t/nIV3l8QgdAjc4wn3J95ONvhy/WjwucyLNY3tCjz94y10KIgxNEBENYFAuEfx8PBgNbe6cOEC635Movry5cs4f/486z5CoRAbNmyAh4dH/ydqIh6OIkSymMJcKBi69E2RSITJkyfjhRdeMNg/2t3dHfb29liZ6I+R/mLGbSqbO/HOgUw0d2hrCNlEdXV1tV5a+J7kShzO6BbbAVxmUR0QEGBwAYBAGErmxnhhzTh/1vEvzrJ7NQwWZ2dn1s9EkgI+eLQLfZmM7QQBIM7XCc9MC2EcM4Sv2AZvzh+BS3+Yidy/zcOvL03FhgmBsBdaXQUn4R5kTJAL/vpgLOt4dnULfrcrnRhKg4hqAoFwj8Ln81lFLpvJmIuLC1xde9cHlZaW4vjx46zn4fF4WLt2rUGBaS6msKSAXy6oh4ap/4UFsbGxwcaNG+Hn56c3FhwcjDVr1oDP54PDofD3pbGsKYw7b1Zg4j9O4+39meDYMUf5Ozo60Nra3ZKovLED7xzoNgGyhRxuHOYUNJL6TbA2/rwoGiFuzH2hj2ZJUFjXZpHzcrlcuLi4MI4RUT14DqRV4eTtGsYxPpfChyvjB23wRQzCCMPBmnEB2DiR3ZTsUHo1NllwQfBugbw7CQTCPQtbmyY2mKLUAQEBmDZtGuP2HA4HDz/88JD1eGUT1Q3tCtyWmG5qYy5EIhHWr18Pf//uyFtQUFCXoNYR6+uE9QZcQjuVavx4pRSP/cxsHgd0p4Cr1Bq89nMq2uTd6WYBLL2pASKqCdaHrYCHtxaOYByjaeCrc5a7OHV3Z+7VTkT14KhtlfVa6OvLyzPDEeVlfq8NAmGo+POiaIwPZl6UA4B/Hc/FyWzmRaX7BSKqCQTCPUt/o8dMopqiKMycORPz58/Xe/6hhx4y2tPanIwPdmGtbbKUC7gxdMI6ICAAgYGBWLt2LWNv7tfnRMKVpcWLDhnNQxvNvI3OrOyLs4W4Wdo71ZutntrT05M1MkcgDCczozxYyzn2plSiWmoZ80HiAG5+aJrGn/ZmormDOe07xscRz04PHeJZEQjmhc/lYNO60fAV2zCO0zTw6s+pKKhtZRy/HyCimkAg3LP0J1LN5XIRFBTEOj5+/HisWLGiqyZxyZIlrA7jlsJWwMPoAOYU6YtDWFfdF6FQiHXr1rEKagBwsuXjz4uijR6rUcPciqyyqhqp5c34z6ne0WwhVPDkMH+Jkyg1wVqhKArPsQgtpZrGtxeKLXJeQ6Jao9FY5Jz3OgfTq3GcJULH41D418oE8EnaNuEewNVeiG82joENn8s43iZX4akfb0HKssB0r0Pe5QQC4Z7F09OT1ZinL4GBgayCUEdsbCzWrVuHBQsWYNSoUeaYYr9ha611vbgRMqWacWwoEAqFRtttLR3liz8vioaQx/43aaSZRXVybjGe2XIT6j61436cZtZ6bSKqCdbMonhv+DkzR322Xy9DU7vC7OdkE9UqlQpSKXM/WgI7da1yg63QXpoZjhHeJO2bcO8Q7eOIf61MYB0vrm/HSztS9L6r7weIqCYQCPcsfD6ftYawL2yttPoSGhqKcePGDWZag2JyGPNFsVylwa1S9rZS1kBZQwcuFdRDrtKAAnNUjC1SbQ85Glva9Z5nc/0Wi8WsbuIEgjXA43JY3aA7FGr8cKXE7Oc01FaLpID3D5qm8ed9mWhiicpFezvi+Rkk7Ztw77Ew3hsvzWS/ZjqfV4evzt9/xmVEVBMIhHuSpqYmHDt2zOToy1DWRg+GeD8xHEXMrVSGMwXcEHKVGp+dzsecf5/D6ZxaOFMdWCbIhDvVBg4FBLp0R+saWEQ1ALhQvetMuVDDl8Ns0BYVFdXVs5xAsFZWjvGHmz1zhszmyyVol5u3/6tQKISDA3MtNxHV/eNQRjWOZkkYx3gcrds3Sfsm3Ku8NjsCs0cwd1iZGu6GdeOGxsDVmiDvdgKBcE+iVCpx5coVyGQyo9s6OTkZjOBYE1wOhUmhzHMdLrMyQ1wurMf8Ty7gX8fzIFdpIKY6MFeQC0eOHHMEuXBFK8aHuOKHx8dhSpgb2iGAnGau13Lh9I5U+3JawKOYI94k9ZtwNyDic/HY5GDGseYOJXbcKDf7OYfSrEytoaFU33u12g1tcry9n93t+4UZYYjxcRrCGREIQwuHQ+HfD49EmId9r+efnhaC7x8dCydbPsue9y5EVBMIhHsSd3d31ohMX7hcLjIyMiw8I/PB1lors0pqkTrMgVDXKsdrP6di7TfXUFSnFcNiqhNzBbkQUdrom4DSYJagAMfTSjDST4yfnhyPwy9PA5elX7Vrn17UUSLmKLWtrS0CAgLM+GoIBMuxYWIgHITM2SffXiiCQmVeUToUorqyuROPb76ByD8dwei/ncA/Dt+G5h6osWzuUGD79TJs/O46Glk+a6O8HPDCDNPKiQiEuxkHER/fbBwDRxEPAh4H/344AX9cMOK+7afO/ClOIBAIdzkURSEsLAwpKSlGt21sbMSePXvQ0dGBCRMmDMHsBseUPnXVAh4H44JcMDnMDcOd8azR0Nh+owzvH8lBi6w7ddWJ6sRcQQ5sqN7prCJKhSi6AntSKvDY5GBE+zhiakI4rlzRv8B3obpFNYfSIJAnhZLhujYyMtJkgzoCYbhxFPGxbkIgvmToT10tlWFfaiVWjfFn2HNgWLpXdWlDOx7+6iokLdosoVaZCl+dLwIAvLmAuT+3NdMuV+FEdg0OplXhfH4dlGr2xQHuHbdvgQEzRgLhXiLYzQ5frE+EvZCHBH/xcE9nWCGimkAg3LOEhoaaJKp1HD16FG1tbZg1a5ZV1+MGutpiVpQHwjzsMSXcDWODXCBiaXExlGRVSfGnfZlIKWvWGxvBrdET1DoiuHXYfTkHj04KAkVRrAZjYkoGDjTgcLj48zQPFF+VM25HUr+HB5qm0dnZidbWVrS0tHTddI/b29uhVqtB0zRomoZGo9G7LxaL8cQTT5h0vpSUFPB4PNjb28POzg52dnawsbG5KxdUHp8ShO8uFTNGpb88V4iHRvuBy2Zz30/YItXt7e3o6OiArS27r4Exyhs7sObrbkHdk28uFGHpKN+7wg1bplTjbG4dDqZX4dTtGsiUpmULPD89FLG+JO2bcH/BZqB6v3HXimq5XI7PP/8cBw4cQE1NDdzd3bFw4UK8/PLLsLFhblFBIBDuL0JCmJ11DXHx4kW0t7dj0aJF4HKHX6gyQVEU/vfo2OGeRhdtchX+fSIP318qBluG5zVVAGwoJQK5zXpjHApwbcnDteJxmBDiyiqqORSNDxcGYtrISNy4cApMnXwFAsGA/u4E06mtrUVxcTGjcFapBmesxeOZflly+PBhKJW9nZc5HA5sbW1hZ2cHe3t7eHt7IywsDP7+/lb7fgYADwcRVib6Yeu1Mr2xorp2nMiWYF6st1nOZcwBfKClE5XNnVjzzVVUSZl9LDQ08O6BLOx4eoJVLlqq1BpcLmzAgbQqHMuUoLWfJnGRng540YAjMoFAuLexOlFdVVXVlX65aNEibNq0SW8bmUyGmTNn4tq1a13P5eXl4dKlS/jhhx9w9uxZeHgwO9IRCIT7B1tbW/j4+KCqqqpf+2VlZWHy5Ml3jXnZcEHTNI5mSvCXg9mMkale24KD88pQrBVmg6vq1BsP5jZhx9lUTAiZBTc3N/B4PEaBFmyngpu9ADk5OYznCQsLA59//xmkmIJSqYRUKu11k8lkkMlkkMvl8PT0xIwZM4wep6SkBEeOHLHIHGnatLpbhUKhJ6gBQKPRoK2tDW1tbaipqUFhYSEuXrwIoVCI0NBQREREICwsDPb29gxHHV6emRaK7dfLGBemNp0txNwYL7OIUQcHBwgEAigU+rUTAxXV1dJOrPn6Kiqa9N/bPblW3Ihf06uxOMGn3+cwJ21yFWpbZKhtlaO2VY4bxY04nFGNhgF6Ugh4HPxrZQKEPOtduCEQCJbF6kT18ePHUVFRAYqisGTJEsZt3n77bVy9ehUURel9Aefk5GDt2rU4efLkUEyXQCBYOWFhYf0S1VwuF6tXryaC2gTeO3wb31xgihfrE+puh78tjYVdWwD27t3LuI27NA80PRNcLhceHh6MfzeJRIKqqiq0tLC30rofoWkaHR0dvQRzc3Nzr8ft7fp9vntiilM+ADg6Wi5911RRbey19EUulyM7OxvZ2dkAAB8fH4SHhyM8PBw+Pj5WkTIe4GqLRfE+OJCm/3+fXiHF5cIGs6RZUhQFNzc3xvfXQOqqa1pkWPvNNZQ1dhjfGNrPjVkjPGArMP8laHOHAtVSGeruiOXaVhlqW+Soa5XfeU4rpDsUarOdM8rLAW8vjkacH0n7JhDuZ6xSVAPaCNOsWbP0xltbW7Fp06au1dqnn34aixYtQmlpKd555x00NjbizJkzOH36NGbOnDmkcycQCNZHaGgozp8/b/L2y5cvJ+nDJrIgzhvfXiyGIR0k5HHw8qxwPDU1BAIeBxqNC46fOY/25ga9bZVSbWQxLCwMXl5ejBf91dXVEAqFjOficDiIiIgY8Ou5G6BpGs3Nzaipqem61dbWQiqVMkZu+4Nczlyj3hdTXfUHgkZjWu1qW1vboM5TVVWFqqoqnDt3Dra2tl0COzQ0dFhLyJ6bHsooqgFg09kCs9UumktU17bKsOabqyiuN32Ro1oqw6Yzhfjt3Mh+ncsQOZIW/H5XOtIqpGY7piF8xTZYnOCDJQk+GOHtYJXp7ATCUFJXV4e0tDQEBwcjNDR0uKczLFidqM7LywMAxMXFMabw7d+/Hx0dHaAoCk888QS+/PLLrrHQ0FAsWLAAAPDzzz8TUU0gEODn58ea6tiXhQsXIiYmZghmdW8wKsAZa8YFYBtDHSgATI90x1+XxCLAtdv4iMPh4MEF87Bt21bGfU6cOIGQkBB4ezPXj9bU1KCzkznFNDg4GCKRqJ+v4u7i+PHjuHLlikWObaqovhsj1Ybo6OhAWloa0tLSQFEU/P39MX/+fNb/QUsywtsRM6M8cDqnVm/sUkED0sqbzeKwa462WvVtcqzr0TKvP3x9vggrx/gh0NWu3/v2JatKipVfXjFr9JkJN3shFsV7Y3GCD0YHiImQJtz3tLW1ISMjA+np6aiurgYANDQ0EFFtLdTX14OiKNY/SM+07hdffLHX2Lx58xAcHIySkhLcuHHDovMkEAh3B1wuFyEhIaw1uDqSkpIwdqz1mH/dLfx+bhSOZUp61SJ6OYrwzuJozItlrgENDw9DUFAQSkpK9MZqamqQmZnJalamUChYL/zv5tRvjUZjUgqyJcsSTE3/trOzA4fDMRpVtre3h6OjY9fNwcEBfD4fHA4HFEV13Xo+NrUenqIouLq6or293eR5mwJN0ygvL7doNN4Yz00PZRTVAPDF2UJ8uSFx0Odga6vV1NQElUpl1DCusV2B9d9eQ34te8ZAjI8jYnwcsfNmhd6YQq3B3369jW8fGWPynOUqNQpr25FX04rcmlbkSVqRI2lFZbPhOu7B4CjiYX6sN5aM9MH4YJf7tv8ugaBDoVAgNzcXaWlpKCws1FsIzcvLQ2dn531pGm11orqurg4A+0r4hQsXAAC+vr6Ij4/XG4+Pj0dxcTFKS0stN0kCgXBXERoaalBUjxkzBtOnTx+6Cd1DONny8adFI/Daz2ngcig8OikIr82JgL2Q/euFoijMmTMH33zzDeP46dOn8fTTT/d7LneLqKZpGo2NjSgtLUVpaSnKysowcuRIJCUlGd3X09PTYvMyNVLN4XDg5+cHiqLg4OCgJ5wdHR1hb29vUbftyMhIREZq04dVKhXa29vR3t6Otra2rp+VlZUoLCzsd1p8aGjosBqZjQ1ywdggZ9woadIbO5YtQUFtG8I8Bjc/tsUZ3f+mIbPX5g6toM6RtLJuM8LbET89MR4cDoVTt2sZDcBO3q7B2dxaTI/UP1dtqwy3Spq04rmmFbmSVpQ0dEDN1l7AjNjwuZgT7YklCT6YGuFGzMcIRtFoNFAqlVAoFF03pscikQjOzs4Qi8Wws7O7a7IdNBoNSkpKkJaWhtu3bxvM/FOr1cjKysKYMaYvmN0rWJ2o1q18M325SyQSFBcXg6IoTJ06lXF/3RdBayv7hz2BQLi/CAtjb3MSHR2NBQsW3DVfbqaiUmsGFFVRa2jsS6nElaIGfLgi3qTfy9KRvsioaMFDib6I8THNrMfX1xfR0dFdxlE9aW5uRnp6Otzc3ExOR/Xz8xvW6KIhNBoNampqugR0aWmpXvqyqQvB5upsYWdnBycnJ9jb20MoFEIoFEIkEpkcMX/88cfNMg9zwOPx4OTkBCcn/f89lUqF0tJS5OfnIz8/Hw0N+rX8fYmLizPpvGq1uivSbm6emx6KG5tv6j1P08BX5wrx4cqEQR3f2dmZ0ewV0GYMsv2fSTuUWP+/a8iuZjYKBLStpX56Yhyc7QQAgDfmReL3uzMYt/3rwWxMCnWDgNf7d3ghrx6v/5Jm6ssZFA5CHtwdhIjydsC8WG/MtpCJGsF60Gg0Xd0PmESwKff7Cub+wufzIRaLe910glssFsPGxmbYr0tqamqQnp6O9PT0fumq9PR0IqqtARcXF0gkEsa0wNOnT3fdZxPVOjEuEAgsMj8CgXD34ezsjISEBKSl9b5ICwoKwvLly63C+XewaDQ0bktacD6vHu8f1UblP187Gn7ONnCxE8DVXgAbPpf1S5qmaZzIrsG/jucir0ab0vngSB9MDWdOE+0JRVF4e3F0v+c8a9Ys3L59m/HC/vz58wgMDDRZVFtTlFqlUqGysrJLQJeXlxuNAldUVECtVhuN7goEAri4uKCxsZF1Gw6H0yUynZycIBaLez12cnK6b9qO8Xg8hIaGIjQ0FPPmzUNDQ0OXwC4pKYFa3bsOl8/nm/y/lJaWhnPnziEuLg7x8fFmbeU5I9IDUV4OjNHgvSmVeG1OBHzEA0+v5PF4cHFxYVxk0GUM9qVFpsTG764hs5JdUId52GPrU+Phat9tJrgy0R9br5UhncFErKi+Hd9fKsYzSb1L/iK9LLdAJuRx8OMT4+DlKIK7g9CggF737VVQoDDSX6y9BYjhZs9slEiwXtrb21FZWYmKigpUVFSgsrLS5MwcS6FUKlFXV8f6fhMKhV0C29XVFV5eXvD09ISbm5tFs4BaW1u76qQlEsmAjlFWVoampiY4OzubeXbWjdWJ6ujoaFRXV+Pq1auQSqW9Vp5//vnnrvvTpk1j3L+yshIAe70QgUC4P5k3bx4EAgFSUlLA5XKRmJiI6dOnG60dtHZaZEr8aW8mLhXU66VYvrAtuddjIY8DVzsBXOwFcLYVaO/bCeFsy8fp3FqklDX32v6Do7mYEuZmsdVyV1dXJCYm4uZN/YhcR0dHv2plR4wYYc6p9RuVSoX8/Hykp6cjPz+fsce2IRQKBSQSCXx9fY1u6+npicbGRojF4l4XWroLMF3NM0EfV1dXuLq6YsKECVAoFCguLkZ+fj7y8vLQ0tKCqKgoVnf5vmRkZEAqleLixYu4ePEivLy8EBwcDFdXV7i5ucHV1RX29vYDev9QFIXnpofilR2pemMqDY1vLxQPaCGrJ25uboyimmkhq02uwqPfXTforh3iZodtT47XE50cDoW/LInBsk2XGff776l8LB3lC0/HbpPBMA97UBQMdhYYKFHejhgf7Gp0O5lSjWtFjVBpaFws6P6d+DnbIMFfjFF3hPYIb0fYGSh3IQwtKpUKEomkl4BuatIvpbB25HJ5V4eHnnA4HLi7u8PT07Pr89/T07NfJSsqlaqr7WLPW1NTEyorK002jGTC398fCQkJpKbaGpg3bx5OnTqFzs5OPP300/j+++9ha2uL7du349dff+0yMYuOZv4ySUlJAUVRBtM9CQTC/YeNjQ0WLlyIhQsXDvdUzIq9gMcoqJmQqzSokspQJTVNrGZUSnEkU4IFcZZzQU5KSkJaWhpj+lxZGbOreF/c3d3h6mr8Itnc0DSNiooKpKWlISsri9WV3FTKyspMEtXz58/Hgw8+eM87nVsagUDQVZtN0zRqa2tNjgC1tLSguLh3j3aJRKIX2REIBF1CvqfYdnV1NSreF8Z541/Hc1HeqP9/tf16GV6cGQYXu4Fn5bm5uSE3N1fv+b6iul2uwmPfX0dyn0W3ngS52mLbUxPg4cj8PzkqwBkrEv2w65a+aVm7Qo33j+Tg44dHdj0n4nMR5GrXr1ZdAEABcLETGPw8jPI0LQqeVdUCFUMNd0VTJyqaOnEovbrrOU9HIYJc7RDibodgNzsEu9kj2M0W/i62pCbbgtA0jaampi7xXFFRAYlEopeBci+hKyfSpWbrsLOz6xLYXl5ecHNzQ2dnp55wbm5uHnRLwr64uLggISEBcXFxcHFxMeux7yasTlQ/+uijeO+999Dc3Ixdu3bh4MGDsLW1RVNTE2iaBkVReq7fOm7cuIHGxkZQFIXExMG7YxIIBIK1w+FQmBTmhoMsvW0Hy7+O5+KBaE+Lud46ODhg4sSJjL3ETb0wGurU78bGxq46M0Np2P2ltLQUEydONLqdJVta3a9QFNUvE7iMDOYa4b4oFApUV1d3tZvpib29PVxdXeHu7o6YmBgEBQX1imrzuBw8PS0Uf96Xqbdvp1KNHy6X4LU5A+/Lbqitlu56q0OhwuObbzCapunwd7HBtqcmwMvJ8CLPE1OCcTCtCnKVvmv8npRKrJsQgMTA7gvyCE/7fovqjx9OwLJRfmhqVyDvjslZjqT7Z6tMhQgTU8tTy5tNPm9Nixw1LXJcK+79ecChAD9n2ztCu/sW4m4HP2dblqMRmKBpGlKptKvHvO5mTvf/u5n29nYUFRWhqKhoSM5nY2OD2NhYJCQkwNfXd9jrv60BqxPVrq6u+O6777By5UqoVCrIZDLI5fKuVITJkyfjhRdeYNy3Z3o4W801gUAg3GvMifa0mKgubehAankzxgRZbvV50qRJuHHjBmOkl4Y2+mSIoUr9VigU2LJlC8rLy81yPJ2QCwwMREBAAAIDA81yXILlMVVUG6KtrQ1tbW0oLS3FzZs3ERYWhkWLFkEsFndtszLRD5+czEd9m3795+bLJXh6WsiAU4/ZRLVSqURLSwvklBBP/XjTYMq3r9gG25+aYLC+u7K5E1+dK8SOG+VQMAhqHW/vz8KBF6eAy9G+40d4OyK/pg0Rng6I8HJAfasc266zZ688OikIy0b5AQCc7QQYH+KK8SHdGSw0TUPSIoPIxMhxf0Q1GxoaKGvsQFljB87lddfOxvo64teXyHWqIVpaWvQEdEdHx3BPq19wOBwIBAIIBAJwuVy0trb2uzTImuByuYiMjER8fDzCwsLu+vI5c2OVv40HH3wQly9fxt///ndcunQJLS0tCAgIwMMPP4y33nqLMT2rvb0d3333HQBtcf/MmTOHetoEAoEwLCyI9cJ3/mKzXAT2ZEmCD34zJwJBbnZmPW5fhEIhfKJGozDlkt6YMUHt6OgIb2/Lpaf3RCAQDOqCiMvlwtfXt0tA+/v7kxTuuxCpVIraWuY+0oOhoKAAmzZtwuzZszFmzBhwOByI+Fw8PiUIHxzVT9OWdiqx/XoZnpwaMqDzGep5npxXhrdO1hosFfFxEmHH0xNYI66lDe3YdKYQu5MreqVR2wm4aFfoZ6FkVbXg5xvlWDs+AADwyqxwvDpbG4lPLW/Gqi+vsM5lbJAz/rjA8OIaRVHwdjK9zjPNzJ+nPQl2G76WbdaGUqlEc3MzGhsbUV1d3SWgzZ2ibIie4pfP5xu8z+fzIRQKe42x3bjc3uagNE2jvb29q365bz2zVCq1ytT1wMBAxMfHIzo6+r6slTYVqxTVgLZv7L59+0zens/nIyUlpes++aMTCIT7BR6Xg+1PTcB3l4pxpbABda1yNLQr0NShGFBf1xmR7vjt3EiT22OZg52lAkRoBHDgGK8N70lUVNSQpp0lJCQwpvIyIRAI4O/vj8DAQAQGBsLHx+e+cd2+l3FycsJvf/tbZGdnIz093eTaf1NQKBQ4fPgw3NzcEBKiFcvrJwTiizOFaJXrL+h8e6EYGyYGDqhu18bGBvb29ozi5T8Hb6FKwW746uUowranJsDfhVlQ/3S1FH89mA2FWj8yzSSodXx4LAcL4rwgthV0va/r2+R47qdbjMcCAA8HIT5fO1qvLddg+dfKBKSWNyG1vBlp5VJUNg/OM6EnwSYuVGZVSfHx8TyMDnTGqAAxEvzEd50pGk3TaGtrQ1NTE+NtKFvgOjo6ws/PD76+vvDz84O7uzsEAsGQRVwpioK9vT3s7e3h5+enN67RaLp+Vzqx3dDQgJqaGtTV1XW1HR4K3NzcEB8fj7i4uPvOxXug3F3vTAMIBAKSOkcgEO5bbARcvDAjDC/M6DZp1GhotMpUaGiXo6lDgYY2BRrbFWjsUKCx7c7Pdu2tQ6FGqLsdnpgSgnHBQ2s0QlEU1k0Ixtf7SjFNoF8PRtMAm242R+q3Wq1Ge3u7SbXKsbGxOHbsGKs7qkAgQExMDOLj4xEQEGDR1ieE4cPW1hZjxozBmDFj0NTUhJycHEgkEjQ0NKC+vn5QdZ7R0dFdghoAHEV8rJ8YiC/OFuptK2mR4ecb5dg4MWhA53Jzc2MU1SINe5qth4MQ254az5jBotbQ+L9Dt/HdpWKGPbvxchJBwhAFb+pQ4uMTefjrg7EAAJVagxe3JaOaJWLO51L4Yv1oVoO0wTAu2KXXZ2Fti0wrsCuakVrejPRyKeNChykEu5lWT329uBGncmpxKkebGcHlUIjzdcKMSA9Mj3RHnK8TOJyhWVSkaZq1T3PfW0tLS5cwbGpqGpaUZz6fDx8fH/j5+XUJaWv3o+BwOHB0dISjo6OeplGpVKivr+8yKdPdBhvRt7Oz0+uX7efnBy8vL1In3U/uGVFNIBAIhN5wOBScbPlwsrX+6OjiBB/83yEPNGqq4cLpjggVq51RqnbGdAaxbWNjg4CAgAGdT6VSobi4GFlZWcjJyYGPjw82btxodD97e3uEhYUhPz+/6zldx4mEhARERkaSaPR9hrOzs57BXEdHB+rr69HQ0KB3M5TeKRKJsGDBAr3nH58cjP9dLGasSX57fxZulDThD/Oj4NvP3tVubm4oKSnRe15MMUdlvZ1E2PLEeIS466cvt8tVeGVHCk7eNp4aX9siA59LQanWX5z66Wop1owLwAhvR7x/NAdXi9jNAN9eFN3L3MySeDiK8ECMFx6I8QKgXbSsbO7E/7N33+FtVnf7wO9H25L33jPDie3svUlSCIQRVoAAgYayS9+W7gWUt+X3UnjflpZRKBCgBEJYgYQRkpCQkD3s2HGGHe+999B8fn88tmxHki1Pyfb9ua7nkvQsHWfq1jnne/KqW2y24rpW9DZIyNnh36cKehaIM1tEpBVJof5ve7IQoFNh+aQgrEgMxrKJgfDVDrwafOe6yeXl5SgrK7MGtu5h2Z0FBQXZ9EKPpS81FQoFQkNDERoa2mN/c3OzTdCuqqqy/jvj5eUFHx8fm+Ds6+sLHx8f/n81hEZVqC4oKEBVVRWamprg5eWFwMBAxMbGurpZREQ0SDq1AjfOisSeY7W4UpWFUrMXTpmiUCNKvWGXh20AmDRpUr8+NJlMJuTm5uLcuXO4cOFCj97EvLw8tLS0QKfre1jm9OnTkZ2djbCwMEyfPh3Jycn9WiOUxj6tVovo6GibL30sFgsaGhqsAfvMmTMoLe0qMrhmzRq7f5aCvNRYPycS7x61P9R8x5lS7D5XjoeWJ+DBZQnwUDn398LRvGofmW3P8LRIH7y+cY7dXuGyhjbc99ZJnCtr7PM9Q7zVeHBZAqqa9XZ73y0i8OTnmbh7QQz+fdBxj/dNsyJw1wLXjVCUyQRE+UvLZi2b1HOovN5kRlFtK3KrWpBfIwXt3CrpsbJJj7gA54Z/p/ayjBkA1LQY8ElqCT5JLYFMkJYuWzEpCFckBmNqmLfDXuy2tjbrEnBlZWUoLy9HdXX1iA4vHgx/f3+Eh4dbt9DQ0HFbn6JzOHlCQoJ1n9lsRltbm3XuN40Mtw/VX3/9Nf79739j//79qK+vtznu6+uLFStW4P7778eaNWtGvoFERDQk7pwfg3eO5OML/RRUiTp0L1OWZQ7CAlnPQJGUlNTnPdvb21FQUIBz587h4sWLDofliqKICxcuOLUc4+TJk/Hoo48iKMjxnFMie2QyGfz8/ODn54cJEyZg7ty5OHr0KL799lvExsZi+vTpDq99cFkC3j9e5LBOQrvRgr/vyca2E0X47TVTcO20sD6Hbwoe9ofDagUjlDDB2PExcU1SKP522wy7Yf1sSQPue/sEKhptK5R3F+nngYdXJOCW2ZFQK+RoM5jxeVqp3bnKx/NqbXppu5sa5o1nbkxx2+GpaoUcE4K9MCHYdvmuZr0Jnk7Miy5vaO/XPG6LKPVsnyqow//uzoKvRoZ5UTosjPFBcpACLXVV1gDd0OC4oru78fX17RGgw8LCWDepD3K5nF/0uoDbhur8/Hzcd9992L9/PwA4nL9WV1eH7du3Y/v27Vi+fDneeOMNxMXFjWBLiYhoKEwO9cLcWH+cyLf9oJxjDsRsRTGUgtSTMmHCBEycOLHHOaIooq6uDkVFRSgsLERRUVG/qjRnZmY6FaqVSiUDNQ0JmUyGRYsWITEx0aZS8OWi/LVYPycK7x8vhAomWCDABNuQW9rQjsfeT8V/jhTgieumIjnCfsHBM0X1+PnnuVjt4P18hHZUi554aHkCfnXVZLu9nrvPVeAn76eizeh4SLtcJuAPa6fgrgUxUHZb795DJccf1k7Bw1tO273O0ZcHvlolXr17NjTK0Tm015lALYoidqdeGtT71Ldb8E12E77JboIAEd5CO3wEM3wET/jIFIiX1UIm9L+Q5XDy8fFBWFhYjwDtzOghInfglqH6/PnzWLVqFSoqKnqEaUEQ4OPjA51Oh5aWFjQ0NEAURes5+/fvx+LFi7F3794RW7eUiIiGzl0LYnAi37aHygg52kOSMUnXhISEBMydOxdmsxllZWU9QnRLS8uA37s/Q8CJhpK/v3Pzgv947RS0GUyoyzyAIFkLDhtjUWqxH5qP59fiuhe/x+1zo/DzKycj0FNtPfZVRhl+ti0N7UbAqJZZv6zq0SZ5O355w0LcNte2boEoinjj+zz85cvzcNDnAQDw0ijwyp2zsWSi/WHma5JDsSghAIdzavr4ySWCAPzj9pkOq46Pdk1NTUhPT0daWhouVTRhpsIPVRZPVFo8YRjER3YRAhpEDzSIHgD8oDCbkaB27td8KKlUKvj7+8PX19c6YqNz8/X15brHNKq53Z9evV6PG2+8EeXl5QCkIL1hwwbcc889mD9/Pry8uobSNDU14dixY9i8eTO2bt0KACgvL8eNN96I9PR0qFQDL9hAREQjb01yKPx1KtS22BbFuWAKwi+vWoSMjAxs2bIFJSUlQ7qmp1KpREVFRY/Ky0TuRKtS4MHpGnxwQfri6UpVFg4bY5BlDrZ7vigC7x8vws4zZfiv1ROxcWEsXv8+t9u61wIaRA0CBdtq33dO97MbqE1mC578PBNbjvW+lFiknwc23zsXE0Nsh0B3EgQBT12fhKtfOOjU8n+/uHKyzfzl0c5kMiErKwtpaWnIzs62dhT5yIDpMmn5PlEEGkQNSiw+KLH4oNziBQsGvoSYj9DucEUFe8yiALmDXm1BEKBWq3usz6zRaOwGZw8PD7cdsk80WG4Xql977TVkZWVBEAT4+flh+/btWLJkid1zvby8sHr1aqxevRoPPfQQ1q1bh7q6OmRnZ+PVV1/FY489NsKtJyKiwVAr5Lh1diRePWBb7TuztBEnzufj1KFDQ/Z+KpUKkydPRlJSEhISEljUhdxaW1sbvvjiix77FigLUGPRokZ0PIeySW/Cn784j5f359h8YdUgahAI21CtNtvua2w34tEtp3Ewu7rXds6M9sW/N87p0TvuyKQQL2xcGIPNh/J7Pe+qpBA8siKh13NGk/LycqSmpiIjIwOtrY6XMAOkHnpfoR2+snYkoQJGUYZyixeKLb4oNvugBX3/OnfnIzhe8k2hUCAkJAShoaEIDg7GuTrgXyfr8Ytl4VgY79cjPKtUqj6nLRCNF24Xqrdt22Z9vmXLFoeB+nJLly7Fli1brEtRbNu2jaGaiGgU2jA/2m6oBoADpSIGOzhbrVZj8uTJmDp1KoM0jSq7d++2WZdWBuA67yK81zQZBkvvvZf2RoA0WDxgZ2o2qqt7Buei2lbc9/YJZFX0vi7utdPC8Pyt0/s15/mnqyfh87RS1NhpHwDEB+nw/K3TR314a29vx5kzZ5CammodkTkQSsGCKHkDouQNEBVdvdjFFh9UONGL7dOxkoKHhwfCwsKsSzWFhoYiICDAuqpCU7sRP/3bAVQ0m/DLLwtx+1wRv1s7Bd4a/ptJdDm3C9UXLlyAIAhITk7GVVdd1a9r16xZg5SUFGRkZODChQvD1EIiIhpOMQE6LJ0YaLc37PPzdbjf1wvNzU39uqdOp8OECROsQZpz92i0ycvLw+nT9ot6Qd+MJ2ea8FVDOL6/1Hsv8uUaRPtLEdXW1sJsNkMulyO1sA73v3MS1c29r1X82MoJ+NnqSQ6XcnLEx0OJX69JxK8+Trc5plPJ8epds+E1ioNcVVUVjh8/jrS0NBiNxgHdQ6PRIDk5Gd7e3jAYDDAajdb1o7ueN6O5vQ65LUrktnmgwOiJFtF2KuQ1S+Zg/cIJ8Pb27vWLiv/31QWUNXT1am89UYT9F6vwzE3JWJkYMqCfg2iscrtPFZ1FZmbNmjWg62fNmuXUUBoiInJfd86PsRuq9SYRZq0/0EeoDg4ORnR0NKKiohAVFQU/P79R38tF41tYWBimTZuG9HTb4AkA2Zln8MSGJBQsisWfvziHghrnPgc5CtUWiwW1tbWot2hw+2tHoTc5XsNYKRfwPzdNw82zI516T3tumR2J3ecrsPtcRY/7/t9tM3qdl+2uLBYLsrOzcezYMeTm2h950xdBEJCQkIAZM2Zg8uTJ/R5VI4oisisacbG8GXk1rcipakZOVTOWz5wEH5/ef00PX6rGe3bmzZc3tmPTWydx08wIPHHdVPhqWb+ICHDDUB0eHo68vDyHS2g5KywsbIhaREREI231lGCEeKvtrn2b0aDEhG6vlUolIiMjERUVhejoaERERHAdUxpzNBoNbrrpJpjNZmRmZto95/PPP8fDDz+Mb362DG9+n48Xv81Gi8FxMT+VQoYnb5yH9J3n7H7uqq6uRmJiItamhOGT1BK79/DVKvHqXbMxPz5gYD9YB5lMwIsbZuLN7/NxIKsKId5q3LMoFjOj/QZ135HW1taG1NRUHD9+HPX19QO6h7+/P2bOnInp06fD29v+WuLOEAQBk0J9MCnUfoV4R1r0Jvz6E/tf3nT6JLUEB7Kr8ed1yViTHDrgNhKNFW4XqufPn4/c3FykpqYO6PrU1FQIgoB58+YNccuIiGikKOQy3D43Gi/szbY5ltmoxpLJkzBzSgKio6MRHBxsnQNINNZde+21KCoqQmNjo82x5uZm7NixA7fddhseXpGAm2dF4K+7LuKjU8U25wboVHht42zMjvFH4fe+qKuzXcquuroagiDg/92cguL6NhzPq+1xPC5QhzfvnYu4wKFZhk6tkOPhFQl4eBQWJKusrMSxY8eQnp4+oCHeKpUKSUlJmDlzJqKiolw+smbZxKA+K7xXN+vx0LunsHZaGP50fZJThemIxqqB1+MfJvfffz8A4OzZs9i9e3e/rv3mm2+sw6Luu+++IW8bERGNnDvmRUNuZ25mnahFhioR8+fPR1hYGAM1jSseHh5Yt26dw+MXLlxAWloaACDYW4Pnb52O7Y8uxoL4rrWwl04MxKePLMbsGGlfUJD9Zao6i5WpFdK85tiArvWh58X545OHFw1ZoB6NLBYLLly4gLfffhsvv/wyTp061e9AHRsbi3Xr1uEXv/gFbrjhBkRHR7s8UOvUCvzlxhS8d/98RDuxJvgX6WW48m8H8PmZ0kGPNCUardyup3rFihV48MEH8eqrr+LOO+/Ejh07MH/+/D6vO3r0KO68804AwI9+9COsWrVquJtKRETDKNRHg1WJwfim2xzLTrvOlqO0vg3hvhzmTeNPfHw8Fi5ciCNHjtg9/tVXXyE2NhZ+ftLQ6RlRvtj6wELUNOshCAL8ddI8WFEU0dhmQmBgILKysmzu070CuJ9OhTfvnYubXjmMlYnB+H83pUCtGJ9faLW1teH06dM4ceLEgIZ463Q6zJ49GzNnzrT+HrmjRQmB+PqnS/Hcrot463A+esvLtS0G/OT9VOw4U4q/rEtGsLf9ufpEY5XbhWoA+Oc//wmtVou//e1vWLJkCe6++27cfffdmD9/PrTarm/MWlpacOzYMfznP//Bu+++C4vFgscffxzPPvusC1tPRERD5c4FMXZDtcki4i9fnMdLdw6sqCXRaLdy5Urk5OSgsrLS5pjBYMAnn3yCH/7wh5DJugYlBnQMzxVFEfsuVuKFvZegVsjwm7mBdt+juroaoihae07jgzyx48dLEOnn4fLeVFeorq7GsWPHBlzFOzw8HPPnz0dSUtKoWYFAq1LgyeuSsDYlDL/6KB251S29nr/7XAWO5dbgieuScPOsiHH554TGJ0F0wTiN+Ph4p84rKSmB0Wi0/oUUBAF+fn7QarVobW1FXV2ddZiJKIpQqVQIDw+3npuTkzM8PwCNGpmZmUhOTra+Pnv2LJKSklzYIiLqD4tFxIrn96Ow1n4l43c2zcOySfaHrhKNVY3tRpTVt6O5vhpffPguLGb7xchWrVqFpUuXWl+Loojd5yrwj2+zcbaka072P26Iw+ld2+ze4/HHHx9UsazRThRF5Obm4ujRo8jOtq3x0BeZTIakpCTMnz8fkZEDr47uDtqNZvxtTxb+fSAXFifSw53zo/H0Dcl2p/EQDTVXf+Z3yddk+fn5Tn9z1XmeKIoQRRE1NTWora3tMWdDEAQIggCj0YiCgoIe36oSEdHoJZMJuH9pHP74mW21Y51Kjsom2+rgRGORwWTBV2fL8PbhfJwurLfuT5KHYa7SthAZAOze+y2eO1IPs8YXGqUcda0G5FbZ9jRuOVOHKQ7et7q6elyGaoPBgIyMDBw9ehRVVVX9vt7T0xNz5szB7Nmz4eU1+pYEs0ejlOO3V0/BNclh+OVHZ5BV0dzr+VuOFaK+1Yj/u236uJ0qQOOHy8aeDKaD/PJrWRSBiGjsumNeNN47XoTzZV09a2unheGPa6ci1Ifz9mh8eHHfJfzDTjX8c+ZQRMkbECqzXbtdBhHxzZnYUZsEcy+1aY/l1yPcKxA+Rtu14aurq50eYehKer0e9fX1EEURvr6+0GgG9m9DY2Mjjh8/jlOnTqGtra3f10dGRmLevHmYOnXqqBni3V/To3yx47EleGlfDl7edwmmXrqtv8goQ2O7Ef+6azZ06rH560EEuChU5+XlueJtiYhoFFLIZfjzuiTc/MoRxAfq8PQNyVgy0f4cUKKxav2cSLz4bbbNsFsRAg4a4nCDOhMqwXYYuK+sHbMVRThuiun1/mfM4VgG+6HaXRkMBmRlZeHs2bPIzs6GudsweI1GA19f3x6bj4+P9fnla9kXFxfj6NGjOHfuHCwWS7/aIZfLrUO8IyIihuRnc3dqhRyP/2ASrkoKwa8+Skdmqe0Sb50OZldjw+vH8Na9c+HXUSSPaKxxSaiOien9H3YiIqLuZsf444175mDJxEAOI6RxKdJPi9VTQuwW7muBGkeN0Vimst9pMVVRiSKLL8osPg7vr1GpYGoToBB6pnZ3C9Vmsxk5OTnIyMjAxYsXYTAY7J7X3t6O8vJylJeX2z2uVqutAbulpQXFxfaH0Pemc4j3nDlz4Onp2e/rx4KkcB9sf3QxXjuQi7/vyYLRbL/X+kxRPW599Qh2/HgJPFT8N5zGHo7DICKiUWHVlBBXN4HIpe5ZFGs3VANAriUAUeZ6xMnr7B5foszDZ/pkGC776PeDqSH4ycqJaC46h127bAORO4Rqi8WCwsJCZGRk4Ny5cwMaln05vV6PiooKVFTY//XsTWhoKBYuXDiqqngPJ6VchkevmICZUb64/52TaDHYL5x3/fRwBmoas/gvAREREdEIE0URx/Jq8dahfKyfG4mViX1/abQoIQATgz2RXWmvQJSAI8ZYhMiaoRVsl3vSCUYsVObjO2MCAAFXJ4fixysnIClc6r3ObrM/paKxsRF6vR5qtbo/P96giaKI0tJSnD17FmfPnkVTk+2c8ZEkCAISExOxYMECREdHsyCuHYsmBGLrAwtxz+bjqG3pOYLg3kWxeGzlBBe1jPpiNptRWFiImpoaBAUFISoqqsdyfNQ3hmoiIiKiESCKIjJLG7EzvQxfZJSiqFbqcW0xmJwK1YIg4P5l8Ugrqse6GRGI9PNAu9EMvcmCdqMZ7UYLyooikL5/p93r4+R1WDDbE1cunoOEoJ7DlQMDHdcpqKmpsS5ZOtxqa2tx5swZZGRkoLa2dkTeszdqtRqzZs3CvHnz4Ofn5+rmuL2USB98+NBCbHzjOErqpT/f62aE44lrp/KLCDckiiLOnz+PvXv3oqamxrrfx8cHM2fOxIwZM+Dr6+u6Bo4iDNVEREREw+hieRN2ppdiZ3oZ8qptl7Q6mF2NS5XNmBDc97zc9XOisH5OlOMTEgKgaa3E8ePHbQ7Nnj0bV121CCqVbbEoHx8fKBQKmEwmm2NVVVXDHqqNRiP279+Pw4cPu8WqLn5+fliwYAFmzJgx4r30o11CkCc+engh7n7jOCL9PPDcrdMh41rVbic3Nxd79uxBaWmpzbGGhgbs378f+/fvR0JCAmbNmoXJkydzukMv3P5XZteuXdizZw/S0tJQXV2NpqYmp6oyCoKAnJycEWghERG5E73JDJVcxl4RcqlLlc3YmV6KL9LLHAzX7umdI/l4+obkIXnvH/zgB8jNzbXOh9bpdLj++usxefJkh9fIZDIEBATYnWM83POqS0pKsH379gGtBw0AHh4eSEpKQnJyMnx9fVFfX4+GhgbU19f32BoaGvr8DBkXF4cFCxZg4sSJHP46CGE+HvjwwYVQK2VQyvnr6E5KS0uxZ88e5ObmOnV+Tk4OcnJyoNVqMW3aNMyaNQvBwcHD3MrRx21D9dGjR3HvvfciO7trTcbOby67f1C6/NtMQRAgiiI/TBERjUP7Llbiqc8z8Zs1ibg6JczVzaEOoiiiuK4NepMFWpUcWpUcHir5mPvyo6CmBTvTy7DjTCkulPdvDvDHp4rxy6smw0ujHHQ7lEolbrrpJrz++uuYOHEirrvuOqeqUwcGBo5oqDaZTDhw4AAOHjzY795plUqFxMREpKSkID4+HnJ5VwEsR8NVLRYLmpqabMK20WiEv78/pk6ditDQ0MH8SNQNl89yL9XV1fj2229x7ty5AV3f2tqKo0eP4ujRo4iMjMTtt98+bqve2+OWoXrPnj1Yu3YtTCaTw9B8+T5A+k/bHYYMERHRyCqua8XTO85ZKyM/vfMclk0Kgk7tlv/NjRtN7Ua8+X0+/nO0ANXNepvjcplgDdmfPLIYEb4edu7ivkRRRE5VC/aer8DO9DJklDQM+F4tBjO+yijH+rm9DO3uh/DwcDzwwAMICQlx+osLR/OqhyNUl5WVYfv27f2qvi2XyzFp0iQkJydj0qRJUCr79wWETCaDj48PfHx8uLyrGzqaW4N5sf4cKj7EGhsb8d133+H06dNDlpNaWlqg1WqH5F5jhdt92mhpacGGDRtgNEqVKx966CH88Ic/xEsvvYR33nkHAJCXl4empiYUFBTgwIEDeOedd1BRUQFPT0+8/PLLWLp0qSt/BCIiGiEGkwX/PpiLf36bjXZj17DOsoZ2/OPbbPz26ikubN341W404z9HCvDy/kuoa7WtRN3JbBHR1G5CU7sJSrlzH6Q/OV2MM0X1mBHti5lRfogJ0I5ob3e70YxjebXYd6ES316oRGFt66Dup5AJWDE5GPcsisGSCY6LhQ1Ef3tdHYXqmpoamM3mHr3BA2U2m3Hw4EEcOHDA6el88fHxSE5OxpQpU6DRaAbdBnI/H50qxi8+PIObZ0Xif25O4ZDxIaDX63HgwAEcO3bMbq2EwZg5cyanR1zG7UL1G2+8gerqagiCgF/84hd49tlnAQBeXl7Wczq/XUxOTsbatWvx1FNP4fHHH8err76KTZs24eOPP8Z1113nkvYTEdHIyatuwf/tzoLZYvvt+xsH83DLrEhMDPGycyUNB4PJgg9OFuHFb7NR0WjbM90bncq5jyRfny3HN+cq8PaRAgCAn1aJGVG+mBnthxlRvpge5Qsfj8EPobbnu6wqPPSfU2gz2l+H11kyAViUEIhrp4XhqqRQtxkmGxQUZHe/xWJBfX09AgICBnX/iooKbN++HWVlZX2eq9PpsGzZMiQlJXGI6Ri351wFfv1xOgDg49PFKKlvxUsbZiHAkwXiBistLc3pQD158mQsXrwYJSUlSE1NRWVlpd3zBEHAjBkzhrCVY4Pbhepdu3YBADQaDf74xz86dY2HhwdeeeUVmM1mvP7667j33nuRmZnJeTFERGPc5FAvbFwYg82H8m2OmSwi/vjZWbx//4IxNW/XHZktIj5NLcELe7Osy0T1l4ey715QURSRWlTfY19dqxH7LlZh38WuIlcTgj0xI8oXMf5a+OlU8Nep4KfteNQp4adVDagnbHKI14ADtSAA82L9ce30cFydHIpANwwM/v7+Do9VV1cPOFSbzWYcPnwY+/btc6p3OikpCddccw10Ot2A3o9Gj2O5NXj0vdM9vhg9mluL6188hFfvno3kCB8Xts49WCwWtLe3o7W1FS0tLdYtLi6u16Xw1Go1li9fji+//LLX+0dHR2P16tWIjo62vl6wYAFKSkpw+vRpnD17FgZD17rjEyZMgLe399D8cGOI24Xq9PR0CIKABQsWOPxm0lEhsv/93//F+++/j/r6emzevBm//e1vh7u5RETkYj/7wSTsTC9DVZNtz+jR3Fp8fqYUN8yIcEHLxj6LRcTXmeX4v91ZuOREhWtHNEqZU/MoS+rb7P4+X+5SZXOf7fHSKHqEbX+dCs/dMq3XL2BCfTSYGuaNc2WNfbah0+wYP1w7LQzXpIQhxNu9hy6rVCpr9ezLVVdX91o93JGqqips374dJSUlfZ6r1Wqxdu1aJCUl9ft9aPTJLG3Aj94+Cb3J9ouWkvo23PzKYTx78zSsmzl6//0+evQoioqK0N7eDrPZDIvFAlEUnX40m81oa2uz+2XUdddd12uoBoBZs2bh8OHDdv9Oh4SEYNWqVZg4caLNv3uCICAyMhKRkZFYs2YNMjMzkZqaisLCQsyaNWtQvyZjlduF6s6Fx+Pi4nrs774uWltbm93J8V5eXlixYgW++OILbN++naGaiGgc8NYo8Ye1U/BfW9PsHv/zF+dxRWIwvIegqjJJRFHE/qwqPL/rIjJLnQ+YjmidHPqddlkv9WB0zuUuqJHmRPt4KJ0a0bAyMbjPUD090gfXTgvHNdPCRkXxNYPBYF27OjAw0O4H8P4ud2WxWHDkyBF8++23MJv77t2fMmUK1q5dy6He40h1swHGXkYu6E0W/PSDNGSWNuDXaxKhkMvsrgTkyLFjx1BaWgqz2QyTyQSTydTjuSP27t29KLJer8eaNWswceLEPttQWFg44GrbfWlt7bueg0KhwMqVK/HJJ59Y9/n5+eGKK65AcnKyU/OiVSoVZs6ciZkzZ6KqqqrXES3jmduF6s6/LJ3/uHfqPqe6vLwc8fHxdq8PC5OWUCksLBymFhIRkbu5fno4th4vwpHcGptjVU16/G13Fp68jr1fQ+Fobg2e33URJwvqnL5Gq5Jj0+I43DY3CiaLiBa9CW1GM1oNZrQZTHC2IG1qYf3AGu0EfyfnNV+RGIwX913qsU8QgJlRvlg9NQTXpoQjOmB0VMVtb2/HkSNHcOzYMdx3330ICgpCYGAgLl26ZHNufyqA19fX4+OPP0ZRUVGf52o0GqxduxbJycmcpjHOLJ8UhC0/mo8fvX0Sda0GqGCGVjDCQzBACyO0ggEeghHZRy/h92e+QbBGRGtLMx599FGngl1eXh4uXLgwLG1vbnZuZI6Hx/B9qdbS0uLUecnJyTh06BCam5uxfPlyzJo1q0dnZX84qrtAbhiq/f39UV5ebvOHtfv86PPnzzsM1Z3Di+rqnP/PnoiIRjdBEPD0DUm4+oWDMNkpWvb24XzcOjsKU8M5D2wwsiuacPtrR50+X6WQ4e4FMXh4RcKQzCFePCEArQYTUgvrcbGiyekw7gw/rXMjGWZE+cJPq4TZImL55GCsTAzC8knBTodyd2AwGHDs2DEcOnQI7e3tAID9+/fj1ltv7XVZLUfT77orKyvDli1bnAodkyZNwnXXXdej44TGh7a2NhQXF6OhqAgPhRejuLgEcvQyosEANHVM621qanIqVA80ODqjrc252hHDWa3e2VAtk8lw6623wsvLC2q1+9VyGCvcLlRPnjwZZWVlKCgo6LF/+vTp1udffvkl1q5da3NtQ0MDjh07BkAa2kBEROPHxBAv3Lc0Dq9+l2tzzCICf/zsLD58cCHXQB2ECcGeiPTzQHFd7x8oFTIB6+dG4bGVExDmM3Q9NSsTQ7AyMQQA0Kw3Ib24HqmF0pZWVIfqZkMfd3DM2VAslwn4+OFFiPbXQjEKl/1JT0/Hrl27bD6QZ2ZmYsmSJQ5DdXt7O1paWnodnp2dnY0PP/ywR1Eje9RqNa6++mpMnz6dvdPjgCiKqK2tRVFREYqKilBYWGgznaA/i7XtP1uIe5xYZ3woloBzxNlQPZw91c4M/+7U19xrGjy3C9Vz587F/v37kZmZ2WP//PnzERgYiOrqamzevBkbNmzA4sWLrcctFgt+/OMfo7a2FoIgYP78+SPddCIicrGfrJyIz9NKUdbQbnPsVEEd/r4nC49cMQEaJypNky1BELAmKRSvf5/n4DiwbkYEfrp6ImIChrdys6dagUUJgViUIH1YFEURxXVtSC2qR1phPfKqm1HbakRdiwF1LQY06XtfVsZP63xPc3zQ6J33KwiCwx6uffv24YYbbnB4bXV1tcNQffr0aezYscM6jc+RCRMm4Prrr2f14DHMYrGguLjYGqKLioqc7lV1xgeHs1AmC8Ivr5oMeS9fkrpDT/VwhGqlUgmdTsfq+G7G7UL1qlWr8Nxzz6Gurg6nTp3C7NmzAUh/MR588EH85S9/gV6vxxVXXIFrrrkGSUlJaG1txRdffIGcnBzrfR544AFX/QhEROQiOrUCT1w7FQ9vOW33+D++vYT3TxThgaXx2DA/Gjq12/03OKJEUURGSQO+PluOVVOCMTum7yGVa5Lth+o1SaF4/MpJmOSidcEFQUCUvxZR/lpcPz3c5rjBZEF9qwG1rQbUthhQ12JEbasUuGtbDJgZ7TvyjXaBpKQkHDx40O4atFlZWaitrYWHh4fd0FBdXY3Y2Nge+0RRxL59+3DgwIFe31elUmHNmjWYOXMme6fdUGel6c4iXiaTCUajEXq9HgaDAQaDAXq9Hv7+/oiKiur1XoIgYOvWrf3qSe0PrWDEv77LwbmyRvzj9hnwdfCF2HCG6s5pE30JDg7GrFmzoNFooFAoIJPJIAhCvx41Go01RGu1Wpu6U+Qe3O7TxMqVK+Hv74/a2lr85z//sYZqAPj973+PnTt34syZMzCbzdixYwd27Nhhc4+NGzfimmuuGclmExGRm1iTHIplk4JwIMt+teKqJj3+8uV5vLz/En60NB53L4wZ85XB241mVDfrUd1sQHWTHlXNelwsb8I3meUo7ejVb2gzOhWqZ0X7IchLbV3aatmkIPziykmYFuk7nD/CoKkUMgR7axDs5staDTeZTIaVK1di69atdo/v27cPgYGBdouMXV6szGQy4fPPP0d6enqv7xkVFYWbb74Zvr6+A243OS8/Px/l5eVobGxEY2Mj2traeoRle5szFdoBYM6cOU6F6ujo6GErEuYhSNMLDmRV4foXD+G1jbORGGo78iEiIgLTpk2DQqGAXC6HQqHo8dzRlzu9jbYQRREqlcrpgl1RUVF9/nrR2OB2oVqhUCAtLQ0tLS02QyY0Gg327duHRx55BB988IHNH3qtVotf/OIXeOKJJ0ayyURE5EYEQcCfrk/CVX87AIPZ8XItda1GPLfrIl79Lgf3Lo7DpsWxDns83JHJbEF1swEVje2oatJ3hGZ9x3MDqpr11gDd1N770GcA2JVZgadvSO51OCUAyGQCrpwaguyKZvziqsmYF8flVUabyZMnIzw8HKWlpTbHcnNzMWHCBLvXdQ/V7e3t+OCDD5CXZ38qQKekpCSsW7cOSuXY/uJquFgsFut89s6eyr6cOnUKGRkZw9KevubLd4qKihpUqNZqtfD09EJRs4iCRgvaoESrqEKrqESj2PXFWGFtK256+TCev3U6rkkJ63GPadOmYdq0aQNuA1F/uF2oBoDIyEiHx3x9ffHee+/h+eefx7fffovS0lLIZDLEx8dj5cqV/BaUiIgQF6jDj1dOwP/tzurz3MZ2E/6xNxtvHMzF1z9dhij/gS+H1GowobS+De1GC1QKGVRyGdRK6VGlkEGtkEMpFwY1/PXmVw6jsLYV1c36Ia1+Xd2sR2phHebE9h2S/7B2KjRKGYfxjlKCIGDlypV499137R53tHxWZ3GphoYGbNmyxe4Q8u4WLVqE1atXO7UW7nghiqI1JLe0tKC1tdX63NHrzk6ktWvXYu7cuX2+x3BWU9fr9U6d52zvrKenp7U3NyIiAr6+vtDpdNah26Io4pXvcvDcrosO/71rNZjxyJbT+OvN07B+LnuFyTXcMlQ7Izw8HHfddZerm0FERG7qx1dMgMFkwWsHcnvtse40NdwbkX69F5UxmCworW9DUV0rimo7H1tRXNeG4rpWp6tPqxQyqC8L3D9eORG3zHb8pXKnzp7p4fD12XKnQrWHioXeRruEhARER0ejsLDQ5lh9fb3daxoaGlBUVIRt27ahqanJ4b0FQcDVV1+NefPmDVVzRyWLxYK6ujqUlZX12JwtcnW53n7NuxvOInDO9lSHhYVBLpfbDCsPCQlBVFQUoqOjERUVBV9f316/nBMEAY+smIApYd74r/dT0djLqJvffpqBMF8Nlk7kWso08kZtqCYiIuqNTCbgF1dNxt0LY/DagVxsOVaAdqPjcP3Yyom9frgzmi2Y+sTXdtfB7i+DyQKDyYLu2bjV0PcQbQAI8db0uaTVQO06V47fr53CHuhxoLO3+q233urXdZs3b4bF4vjvkUKhwC233ILExMRBtnB0unDhAgoKClBaWory8nKne3ad0djY6NR57hCqlUolYmNjIYqiNURHREQMeN3mKyYH47MfL8ED75xEdqX9NdDNFhGPvHsaX/9sGSJ8h28pKyJ7GKqJiGhMC/HW4I/XTsXDKxLwxvd5eOdwPloMPXtPpkf6YOnE3tfxVMplCPJS212uayionFzzOMRbPeTvrZAJWDQhEFclhcBsEaGQM1SPB7GxsUhISOixekpfegvUWq0WGzZs6HUa31h3+vRpZGX1Pe1kIJwN1cMx/FulUkGlUvVriai77757SNsQF6jDp48uxs+3pWFXZoXdc+5bGodwn/FdjJBcg6GaiIjGhUBPNX69JhEPLovH5kP52HwozzqU8Md99FJ3ivLTDl+oVjgXqoO9BveBUSkXEOSpRqCXGjEBOqxMDMLKySHw0bKQ1Hi0cuXKfoVqR/z9/XHXXXfB3390FK6zWCxobW1FY2Mjmpub0draira2NoePsbGxuOmmm/q8b1hYmMtDtY+PD/z9/eHl5QVvb294enpCpVLZVL92ZlOr1VAqlW4zL95TrcArd87GC3uz8cLebOt+lVyGZ29JwY0zx+8XOuRaDNVERDSu+GpV+NkPJuFHS+PwzpECHMmpweopwU5dG+nvgeP5w9MuZ0N1iJ0loZRyAYGe6o5NhSAvtfV15/MgLzWCPNXw9nC8lAyNPxEREZg8eTIuXrw44HtERkbijjvugE6nG8KWDVx7ezuampqsW2Njo83z5ubmXnvdL+dsoA0LC+v7pAHqz5zqn/zkJ8PWDleTyQT87AeT0NRuwpuH8uCrVeLVu2ZjfnyAq5tG4xhDNRERjUteGiUevWICHr3C/vJB9kT6DbwyeF+cHf69YnIQAnQqBHurEeKtQYi3Br4eSsj6WAqLyJGVK1cOOFRPmTIFN91007AumSWKolNfBJ0+fRpff/210/N++8PZ4mL9DdUKhQI6na7HptVqHb6mLr9fOwUWUcQ9i2IRF8hfG3IthmoiIiInRXWrDh7oqUaUvwei/LSI9PNAlL8WUX5aRPl7wFergtFsgb6jIFnnpjeZpUdz5+uuY1PDnSsuNCXMG1PChq8QEY0/ISEhSE5OxtmzZ/t13YIFC3DllVcOydBgURRRWVmJ3NxclJSUoKmpybqkVEJCAm6++eY+76FUKoclUANAa2urU+d5e3tDp9OhpaWlx/7AwECEhYVZt86lo1Qq1XA0d1yQywQ8dX2Sq5tBBIChmoiIyGmrp4Rg98+WIdJPy2WlaExZsWIFMjMzrWsi9+Wqq67CwoULB/Wezc3NyM3NRU5ODnJyctDcbL+qs6P9lxvO9Zmd7akWBAFTp06F0Wi0BuiQkBCo1UNfYJCI3AdDNRERkZP8dCr46dizRGNPYGAgpk+fjrS0tF7PUygUuOmmmzB16tR+v4fRaERRUZE1RJeXlzt13eW9vo4MZ6g2mUwwGAxO9SyvXbt22NpBRO6JoZqIiIiIsHz5cqSnpzss4OXr64ubbroJ0dHRTt2v+5DunJwc5Ofnw2Rybj327pwN1QNdn1kmk0Gr1UKr1cLDwwMeHh7W590f3aUCNg3MrsxyzIr2Q5AXRw3Q0GOoJiIiIiL4+flh9uzZOHHihN3js2fP7jVQ7927F42NjWhtbUVrayvq6+udDsS9aW1thcVi6TPUKpVKaDQatLd3LXun1Wrh5eVlXV6q83n31wzMY5soinh5fw6e23UR06N8sfX+BZy+Q0OOoZqIiIiIAABLly5Famqq3R7lw4cPY+7cudBo7K+VfubMGaeXnuoPURTR3t4Orbbv6vs333wz1Gq1NTgrFPyoO54ZTBb8/tMMfHiqGABwpqgej29Lw0sbZnHFBBpS/JeGiIiIiABIQ6jnzp2LI0eO2BzT6XRobGx0GKq1Wu2gQ7UgCIiMjERUVBS8vLysS0k5u2TXxIkTB/X+NHY0tBrx0LuncCS3psf+r86W49ldF/Dbq6e4qGU0FrldqC4qKkJUVNSg7/Paa6/hgQceGIIWEREREY0fS5YswalTp6zLU/n5+WHFihVISUnpdZj0QNdR9vf3R0JCAhISEhAbG+swtBP1xx8/O2sTqDu9+l0uYgN0uGOec/UBiPridqF6+vTpeOWVV3DbbbcN6Pra2lps2rQJO3bsYKgmIiIi6iedTocFCxYgLS0Ny5cvx4wZMyCX9z0H1Znh2QCg0WgQFxdnDdJ+fn6DbTKRjd+vnYIT+bUoa2i3e/wP288i0s8DSycGjXDLaCxyu1BdX1+PDRs24KuvvsKLL74IT09Pp6/dvXs37r33XpSVlUEQOE+CiIiIaCCWLFmCpUuXOj3sGnAcqgVBQFRUlDVEh4WFORXSiQYjxFuDN+6Zi1v/dRgtBrPNcbNFxCPvnsb2Hy9GQpDzeYPIHrcL1Z3+85//4NChQ3j33Xcxf/78Xs81Go349a9/jX/84x8QRREA4OHhMRLNJCIiIhpznFmP+XIRERFISUmxLk+l1Wrh4+OD6OhoDukml5ga7o0XN8zCfW+fgEW0Pd6kN+HpHefw9qZ5I984GlPcbv2AZ555xlqpMScnB0uXLsV///d/W8Py5c6dO4e5c+fihRdegMVigSiKmDFjBk6ePDmSzSYiIiIa16ZNm4abb74ZV199NZYvX465c+di0qRJDNTkUlckBuOp65McHv8uqwp51YNf+o3GN7cL1b/5zW9w6NAhJCQkAABMJhOeeuopLFu2DIWFhT3OfemllzB37lxkZGRAFEUIgoCf//znOHbsGBITE13RfCIiIiIiciMbF8Zi0+I4h8e3nih0eIzIGW4XqgFgzpw5SEtLw7333mvdd+jQIUyfPh3vv/8+qqqqcO211+InP/kJ2tvbIYoiIiIisHv3bjz33HP9mv9DRERERERj2+/XTkFSuLfdYx+dLIbBZBnhFtFY4pahGpCKXbz55pv44IMP4OvrCwBoaGjAXXfdhfj4eHz11VcQRRGiKOKmm25Ceno6Vq5c6dpGExERERGR25HLBNy1IMbusZoWA745Vz7CLaKxxG1Ddadbb70VaWlpWLZsGQBAFEW0tLRAFEV4enri9ddfx0cffcTlGIiIiIiIyKHrpodDp7Jfef794xwCTgPn9qEaAJqamlBbWwtAWpahc7ksPz8/TJo0yZVNIyIiIiKiUcBTrcD1MyLsHjt0qQb5LFhGA+T2obqzGFlmZqY1UHcu81BcXIwrrrgCf/zjH2E2264/R0RERERE1GnDvGiHx7aeKBrBltBY4rahunsxsra2NoiiiKioKOzbtw8nTpxAcnIyRFGE2WzGM888g8WLFyMnJ8fVzSYiIiIiIjeVEumDlAgfu8c+OlXEgmU0IG4Zqr/++mtMmzbNWowMANavX48zZ85g6dKlSE5OxsmTJ/HYY49Zh4IfP34cM2fOxJtvvunKpo9L6enpePrpp7F69WqEhoZCqVTC19cXCxcuxPPPP4/W1lZXN5GIiIiICABwh4Pe6upmA/acrxjh1tBY4Hah+qc//SnWrl2LyspKazGyN998E1u3boWPT9e3SiqVCi+88AK+/PJLhISEAACam5tx//3345ZbbrHOwabhlZOTg+nTp+PJJ5/E3r17IZfLMWPGDHh6euLo0aP45S9/iZkzZ9qsMU5ERERE5ArXzwiH1kHBsveO8TMr9Z/bhep//OMfAKQq33PnzkVqamqP9aovd9VVVyE9PR1r16617vv0008xffr04W4qQfp9CgoKwlNPPYWcnByUlJTgxIkTKC4uxvfff4+YmBhkZWXhtttuc3VTiYiIiIjgqVbghhnhdo99f6kaBTUsWEb943ahGpAqfP/2t7/FoUOHkJCQ0Of5gYGB2LFjB1588UVoNBqIoojS0tIRaClFRkYiLy8PTz75JOLj43scW7x4MbZs2QIAOHr0KM6cOeOKJhIRERER9eBoCDjAgmXUf24XqiMjI7Fv3z785S9/gUKh6Ne1jzzyCE6ePMle6hGk0Wig0+kcHl+8eLF12P6FCxdGqllERERERA6lRPggKdzb7rEPT7JgGfWP24Xq9PR0LF26dMDXT5kyBcePH8fPfvazIWxV/5jNZqSnp+ONN97Aww8/jDlz5kClUlmXBFuxYsWA720wGPCf//wH11xzDWJiYqDRaBAWFoZFixbh+eefR3V19dD9IEPAbDbDaDQCALRarYtbQ0REREQkjYy111utVsiwbFIQmvUmF7SKRqv+dQWPAF9f30HfQ6lU4vnnnx98YwZg+/btuPPOO4el4vWFCxewYcMGpKam9thfXl6O8vJyHDlyBM899xw2b96Ma665ZsjffyA+++wztLa2QqFQYOHCha5uDhERERERAOCGGeF45svzaDWYMSnEExvmRePGmZHw0Spd3TQaZdwuVI929fX1wxKoi4uLsWrVKutccUEQsGzZMkyYMAGVlZXYs2cP2traUFlZiXXr1uGrr77CqlWrhrwd/VFfX4/HH38cAHD//fcjMDDQpe0hIiIiIurkpVHiqeuTkBCkw6xoP+tSvUT9xVA9TEJCQjB37lzrtmvXLrzwwgsDvt+dd95pDdQxMTH4/PPPMW3aNOvx6upq3H777di7dy+MRiPWr1+PnJycIen5HwiTyYT169ejoKAA8fHx+J//+R+XtIOIiIiIyJH1c6Jc3QQaA0ZVqG5oaEBTUxMsFucKB0RHO67qN1zWrFmDgoICm/c+duzYgO/55Zdf4sCBAwCk9bl37NiBlJSUHucEBgbis88+w7Rp05Cbm4va2lr89a9/xTPPPGNzv6eeegp/+tOfBtSWsrIyhIaG9nqOxWLB3Xffjd27dyMoKAhffPEFvL3tF4IgIiIiIiIazdw6VBcUFOBf//oX9uzZg4yMDGvBK2cIggCTaeQLDPQVOAfipZdesj6/5557bAJ1J51Oh6effhp33XUXAODVV1/F008/bVNFXaPRWCty95dM1nttO1EUcd9992Hr1q3w9/fH7t27kZiYOKD3IiIiIiIicnduG6qff/55/OEPf7AGaVEUXdwi12hubsbevXutr3/4wx/2ev4tt9yChx9+GE1NTaitrcWBAwewcuXKHuf85je/wW9+85shb6soinjggQfw1ltvwdvbG7t27eLyZkRERERENKa53ZJaAPDcc8/hV7/6FQwGA0RRhE6ng5eXFwCpBzomJgb+/v49igkIggAPDw/ExMQgJibGJUO/h8Phw4eh1+sBSD3Rc+fO7fV8tVqNBQsWWF9/++23w9q+7h599FG8/vrr8PT0xFdffYU5c+aM2HsTERERERG5gtuF6qKiIvzhD38AAHh6euKDDz5AfX09Nm7caD0nLy8P1dXVqK+vxxdffIG1a9dCFEUYjUY8+OCDyMvLQ15enqt+hCF1/vx56/OUlBSbodz2zJo1y+71w+knP/kJXnnlFWi1WuzcuROLFi0akfclIiIiIiJyJbcL1a+++iqMRiMEQcCLL76IW2+91eE8Xi8vL1x99dXYsWMH3n//fQiCgN///vd4+umnR7jVw+fixYvW5zExMU5d072X/sKFC0Pepsv96le/wj//+U9oNBp89tlnWL58+bC/JxERERHRSMgoboDR7FyhZBqf3G5O9b59+wBI1azvvvtup6+77bbbUF1djcceewz//d//jRtuuGFMzOetqamxPg8JCXHqmu7F0mpra4e8Td0dOXIEzz33HADA29sbTz31FJ566im7527atAmbNm0a8HtVVlaiqqqqX9dcunRpwO9HRERERONTU7sRn58pxfvHC3G2pBH/ums21iQPfUFiGhvcLlTn5ORAEATMnz/f4QLsJpPJ7jDoRx55BM888wzKy8vx5ptvDmpdaHfR3Nxsfe7h4eHUNd3P6379cOic7w1IobeystLhuatXrx7Ue7388ssDXgqMiIiIiKgvGcUN2HKsAJ+fKUWrwWzd//7xQoZqcsjtQnVdXR0AICwsrMd+tVptfd7a2mp33WNBELB06VJs27ZtRAt0Daf29nbrc5VK5dQ13X+t2trahrxN3a1YsWLcVmYnIiIiorHl7SP5+OhUsc3+A9lVKKptRZS/1gWtInfndnOqO4Pj5b3U3UN0SUmJw+s9PT37PGc00Wg01ucGg8Gpa7r3Hjvbu01ERERENN7dMc/+CkKiCGw7WTTCraHRwu16qoODg5Gfn4+GhoYe+2NjY63PU1NTMWXKFLvX5+bmAhj+HtqR0vklAeD8z9T9vO7Xj3aPPPIIbr311n5dc+nSJaxbt254GkREREREY8qsaF8khnrhQnmTzbEPThThv1ZNhELudv2S5GJuF6qnTp2KvLw8mwJT3ZeJ+uCDD7Bhwwaba7OysnDo0CEIgoDw8PBhb+tICAgIsD6vqKhw6pry8nLrc39//yFvk6sEBwcjODjY1c0gIiIiojFKEATcMS8aT36eaXOsskmPby9U4sokzq2mntzua5bFixcDADIzM3sMY05OTsakSZMgiiJ27tyJZ599FhZLV2n7vLw8bNiwAUajEQBwxRVXjGzDh8nkyZOtzwsKCpy6prCw0Po8MTFxyNtERERERDRWrZsZAbXCfkx6/3ih3f00vrldqL7yyisBSPOC9+/f3+PYb3/7W+vz3/3udwgODsbixYsxc+ZMTJo0CampqQAAhUKBn/3sZyPW5uHUfZh7RkYGTCZTn9ecPn3a7vVERERERNQ7Hw8lrp1mf9Tr/qwqlNSPjWmmNHTcLlTPmjULc+bMQXBwMHbs2NHj2D333IN7770XoihCFEXU1tbi6NGjSE9Ph9lshiiKkMlk+Oc//4mkpCQX/QRDa9GiRdZq3i0tLTh58mSv5+v1ehw9etT6euXKlcPaPiIiIiKisWbD/Ci7+0VRmltN1J3bhWoAOH78OMrKyvDiiy/aHHvzzTfxr3/9CxMnTgQAa8AWBAELFizAN998gwceeGCkmzxsPD09sWrVKuvrt956q9fzP/nkEzQ1SYUV/Pz8sGzZsuFsHhERERHRmDMr2g+TQ7zsHtt2oggms8XuMRqf3DJU9+WBBx7AxYsXUVhYiKNHj+L48eOorKzE4cOHx2TP7COPPGJ9vnnzZmRm2hZOAKT1u5944gnr6wcffBAKhdvVoiMiIiIicmtSwTL7vdXlje3Yd7FqhFtE7mxUhupOkZGRmDdvHubMmdOjSvZYs3btWixduhSAtFb1tddei4yMjB7n1NTUYN26ddaq6f7+/vj1r3894m0lIiIiIhoLbpwZ6bBg2bNfX0CLvu9aRzQ+sBtzGFxzzTUoLS3tsa/7MlcnT57EjBkzbK778ssvHS4F9t5772HevHkoKytDfn4+ZsyYgeXLlyM+Ph5VVVXYs2cPWltbAUiF2rZt2wZfX98h+5mIiIiIiMYTH60Sa6eF4ZPTJTbHLlU243efZuDvt82AIAguaB25E4bqYXDu3Llel79qaWnBmTNnbPYbDAaH10RGRuLbb7/FHXfcgbS0NFgsFuzbtw/79u3rcV5QUBA2b97cYx42ERERERH1353zY+yGagD4LK0Uc2P9cdeCmBFuFbmbUT38e7xJTEzEsWPH8Pbbb2PNmjWIioqCSqVCcHAwFixYgGeffRbnzp3D2rVrXd1UIiIiIqJRb3aMH65JCXV4/Okd55BR3DCCLSJ35LKe6qeffnrY36N70a6RlJ+fP2z3VqlU2LhxIzZu3Dhs70FERERERJL/d9M0ZJQ0oKjWdn1qg9mCR947hZ0/XgofrdIFrSN3IIiiKLrijWUy2bDPPzCbzcN6f3J/mZmZSE5Otr4+e/bsmFnDnIiIiIhGRkZxA25+5TAMDpbS+sHUELx292zOr3YRV3/md/nw7851pod6IyIiIiIiGgopkT544rqpDo/vPleBfx/MHcEWkTtxeaEyQRAwderUHt8sEBERERERuZM750fjRH4tPksrtXv82a8vYma0H+bG+o9wy8jVXB6qAalatkqlwj333IMNGzYgMDDQ1U0iIiIiIiKyEgQBz9yYgszSRlyqbLY5PjPKF1F+Whe0jFzNZcO/H3/8cYSGhlqHa6elpeFnP/sZIiIicMMNN+Djjz/udYkpIiIiIiKikaRTK/DKnbPgoZT32P/Asni8/8AChPpoXNQyciWXhernn38eRUVF+Oqrr3DHHXdAo9FAFEUYjUbs3LkT69evR1hYGB5++GEcOXLEVc0kIiIiIiKymhjihWdukqauemkUeO3u2fjdNVOglLu8XBW5iEt/52UyGa666ips2bIF5eXleP3117Fs2TIAUgGzuro6vPbaa1iyZAkmTZqEP//5z8O6XBUREREREVFfbpwZid9cnYgvHluKK5Mcr2NN44PbfJ3i5eWFTZs2Yf/+/cjNzcVTTz2FCRMmWIeH5+Tk4Mknn8SECROwYsUKbN68GU1NTa5uNhERERERjUMPLU9AdADnUJMbheruYmJi8MQTTyArKwuHDh3Cgw8+CB8fH4iiCIvFgoMHD+JHP/oRQkNDsWHDBnz99ddcRouIiIiIiIhGnFuG6u4WLlyIV155BeXl5di2bRvWrl0LuVwOURTR1taGrVu3Yu3atUhNTXV1U4mIiIiIiGiccftQ3UmlUuGWW27Bjh07UFJSgnvvvdfVTSIiIiIiIuqTxcJRtWPZqAnVAFBZWYm//e1vuPLKK/H2229DEARXN4mIiIiIiMih43m1WPPCARTWtLq6KTRMFK5uQF/0ej22b9+Od955B7t374bZbAYA6xzq8PBwbNiwARMmTHBlM4mIiIiIiKxEUcSrB3Lx3K6LMFtEPPLeKXz00CJoLlvjmkY/tw3VBw8exDvvvIOPPvoIjY2NALqCtFarxbp167Bx40asXr0aMtmo6nAnIiIiIqIxrKHViJ9/eAZ7zldY950tacS/D+TisVUTXdgyGg5uFapzcnLwzjvv4N1337WuR90ZpAVBwPLly7Fx40bceuut8PT0dGFLiYiIiIiIbJXUt+G2V4+guK7N5tgbh/Jw39I4aFVuFcNokFz+u9nQ0ICtW7finXfewdGjR637O8P0pEmTcPfdd+Puu+9GdHS0q5pJRERERETUp1BvDaL9tXZDdX2rEdtOFOHexXEuaBkNF5eF6p07d+Ltt9/Gzp07YTAYAHQFaX9/f6xfvx4bN27EggULXNVEIiIiIiKifpHLBLxw+0xc8fx+NOtNNsf/fTAPdy6IgVLOKaxjhctC9fXXXw9BEKxBWqlU4uqrr8bGjRtx3XXXQalUuqppREREREREAxbkpcad86Px6oFcm2Ml9W34Ir0M62ZGuKBlNBxcPvxbEARMnToVd9xxBwIDA1FdXY3NmzcPyb0feOCBIbkPERERERFRf2xaEofNh/JhMFtsjv3ruxzcMCOcSwSPES4P1QBw7tw5/PGPfxzy+zJUExERERGRK4R4a3DjzAh8cLLI5tiF8iZ8l1WFFZODXdAyGmouH8gviuKwbERERERERK50/7J4OOqM/td3OSPbGBo2LuupXrZsGYc7EBERERHRmDUh2BM/mBKCb85V2Bw7mluLtKJ6zIjyHfmG0ZByWajev3+/q96aiIiIiIhoRDy0IsFuqAaAV7/LwSt3zR7hFtFQc/nwbyIiIiIiorFqVrQf5sX62z32dWY5cquaR7hFNNQYqomIiIiIiIbRQyvi7e4XReDfB22X3aLRhaGaiIiIiIhoGF0xORiTQ7zsHvv4VAkqm9pHuEU0lBiqiYiIiIiIhpEgCHhgmf3eaoPZgs2H8ke2QTSkGKqJiIiIiIiG2fUzwhHuo7F77N2jBWhqN45wi2ioMFQTERERERENM6VchvuW2u+tbmo34f3jhSPcIhoqDNVEREREREQj4Pa5UfDxUNo99sb3edCbzCPcIhoKDNVEREREREQjQKdWYOPCGLvHKhr1+Cy1dIRbREOBoZqIiIiIiGiE3LMoFmqF/Rj26oEcWCziCLeIBouhmoiIiIiIaIQEeqpx65xIm/0+HkpckxIGg9niglbRYChc3QAiIiIiIqLx5IGlCXjvWCEsIhDmo8F9S+Jwx7xo6NSMZ6MRf9eIiIiIiIhGUHSAFg+vSEB8oCeunxEOpZwDiEczhmoiIiIiIqIR9surEl3dBBoi/EqEiIiIiIiIaIAYqomIiIiIiIgGiKGaiIiIiIiIaIAYqomIiIiIiIgGiKGaiIiIiIiIaIAYqomIiIiIiNyM2SLiq4wyfHyq2NVNoT5wSS0iIiIiIiI30W4049PUErx2IBd51S0AgMUTAhHqo3Fxy8gRhmoiIiIiIiIXa9Gb8PaRfGw+lI+qJn2PYyue34e/3zYDa5LDXNQ66g2HfxMREREREbmY0WzBi99esgnUANButOChd0/j0fdOo6bZ9ji5FkM1ERERERGRi/lqVbhjXnSv53yRXoYf/O0AdqaXQhTFEWoZ9YWhmoiIiIiIyA08siIBUf4evZ5T22LAj99LxcPvnrbbq00jj6GaiIiIiIjIDQR4qrH53nlICNL1ee7XmeX4wd++w/bUEvZauxhDNRERERERkZuYEOyJL36yFA+vSIBM6P3c+lYjfvpBGu5/5yQqGttHpoFkg6GaiIiIiIjIjWiUcvx6TSI+fWQxJoV49nn+nvOV+MH/fYePThWz19oFGKqJiIiIiIjc0PQoX+x4bAkeWzkB8j66rRvbTfjFh2fww7dOoKyhbYRaSABDNRERERERkdtSK+T4+ZWT8dmji5EY6tXn+fsvVuHK/zuAj08Vj0DrCGCoJiIiIiIicnvJET74/MdL8NPVE6Hoo9e6SW/Czz88g19+eAZtBvMItXD8YqgmIiIiIiIaBVQKGX66ehI+//ESJIV793n+h6eKse6lQ8ipah6B1o1fDNVERERERESjyNRwb2x/dDF+ceUkKOW991oX1rbCYmHxsuHEUE1ERERERDTKKOUy/HjlRHzxk6WYHunj8Ly/3JiMiSF9z8WmgWOoJiIiIiIiGqUmhXjh44cX4VdrJtvMtb5tThRumhXpopaNHwzVREREREREo5hCLsMjKyZg20MLEe6jAQAkhnrhTzckubhl4wNDNRERERER0RgwK9oPX/xkKa6dFoaX7pwFjVLu6iaNCwpXN4CIiIiIiIiGhp9OhRc3zOrXNaIoQhB6L3hGjrGnmoiIiIiIaJxq0Ztw0yuH8fXZMlc3ZdRiTzUREREREdE4JIoifv9pBlIL6/HQu6exfk4k5sT4I9RHgzAfDUJ9NPDSKF3dTLfHUE1ERERERDQObT1RhO1ppdbX204WY9vJ4h7n6FTyjpDtgVAfDUK9NT1Cd6SvFj7a8R28GaqJiIiIiIjGmXOljXjy88w+z2sxmJFT1YKcqha7x2+bE4Vnb5k21M0bVTinmoiIiIiIaBxp1pvw6HunYTBZBn2vkI4lvMYzhmoiIiIiIqJxxEMpx7oZERiKgt9hDNUM1UREREREROOJXCbgv1ZPxLv3zUegp2pQ9wplqOacaiIiIiIiovFo8YRAfPuLFfgsrRTfXaxCRWM7yhraUd2sd/oeod4M1QzVRERERERE45S3Rom7F8Tg7gUx1n0GkwUVje3WkF3e0PHY2IbyjtcVTXqYLSKHf4OhmoiIiIiIiLpRKWSI8tciyl/r8ByzRUR1sx4+HuN7OS2AoZqIiIiIiIj6SS4TEMKh3wBYqIyIiIiIiIhowBiqiYiIiIiIiAaIoZqIiIiIiIhogBiqiYiIiIiIiAaIoZqIiIiIiIhogBiqiYiIiIiIiAaIoZqIiIiIiIhogBiqiYiIiIiIiAaIoZqIiIiIiIhogBiqiYiIiIiIiAZI4eoGEA2nqqqqHq937dqFS5cuuag1REREREQ01HJycnq8vjwDDDeGahrTvvnmmx6vf/7zn7uoJURERERENBK++eYbrFixYsTej8O/iYiIiIiIiAaIoZqIiIiIiIhogARRFEVXN4JouOzfvx9XXHGF9fX27dsxYcIEF7aIiIiIiIiG0qVLl7Bu3Trr63379o3o8G/OqaYxLSgoqMfrCRMmICkpyUWtISIiIiKi4XZ5BhhuHP5NRERERERENEAM1UREREREREQDxFBNRERERERENEAM1UREREREREQDxFBNRERERERENEAM1UREREREREQDxFBNRERERERENEAM1UREREREREQDxFBNRERERERENEAM1UREREREREQDxFBN5OYaWo04VVCLZr3J1U0hIiIiIqLLKFzdACKyTxRFvLTvEv53dxZEEVDIBDxx3VRsXBjr6qYREREREVEH9lQTuanvL1Xj+W+kQA0AJouIJz7LRHpxvUvbRUREREREXRiqidzUx6eK7e7fnlo6wi0hIiIiIiJHGKqJ3NS5ska7+7Mrm0a4JURERERE5AhDNZEbMpgsyK1qsXvM0X4iIiIiIhp5DNVEbii3uhkmi2j3WGlDG9qN5hFuERERERER2cNQTeSGLpY7HuItikB+DXuriYiIiIjcAUM1kRu60C1UBwrNiJHVIlzWAAWkHuo8DgEnIiIiInILXKeayA1JPdUiFivyMVFRbd1vEYFaUYv0o02IkU9DTEwMdDqd6xpKRERERDTOMVQTuaGL5U2IltX3CNQAIBOAQKEVbSUXsG3bBQBAYGAgoqOjERMTg5iYGPj6+rqgxURERERE4xNDNZGbaWo3oqS+DSuV1X2fDKC6uhrV1dU4ffo0AMDb29sasKOjoxEUFARBEIazyURERERE4xZDNZGbyaqQ5lP7y1oHdH1jYyMyMjKQkZEBAAgKCsK1116LmJiYIWsjERERERFJWKiMyM1cKG+CGkZ4CoYhuV9VVRXeffddNDU5rihOREREREQDw1BN5GayypsG3EvtiNFotPZcExERERHR0GGoJnIzF8qbECDYD9V6UY5L5gA0WdT9vm9JSclgm0ZERERERJfhnGoiNyKKIi5WNGG6g57qKosnvjfGAwAeXBCGaxOUKCgoQEFBAaqqqnq9d2lp6ZC3l4iIiIhovGOoJnIjlU161Lca4a9qsXu8RtRan+c3WZCSkoKUlBQAQGtrKwoLC5GZmWl3qHddXR3a2trg4eExPI0nIiIiIhqHOPybyI1cKG+CEmb4yPR2j9daukJ1blXP4K3VapGYmIhVq1Y5vH9ZWdnQNJSIiIiIiAAwVBO5lazyJvg5mE8NADWizvq8oKYVZotoc46Pjw+0Wq3NfoBDwImIiIiIhhpDNZEbuVDehACZ/aHfelGOZlFlfW0wW1BS12ZzniAICA8Pt3sP9lQTEREREQ0thmoiN3KxohEBDoqUSUO/hR77cqub7Z4bFhZmdz97qomIiIiIhhZDNZGbMFtEZFc0w9/B8O8aUSvNtxa6eqcvn1fdyVFPdWexMiIiIiIiGhoM1URuIr+mBSaTCb6C/dBbb/HAalUWrlZdsAbvvGr7odpRTzXAIeBEREREREOJoZrITXQWKZMJ9o9PVlQhRNYMjWDCVaoLCBCaHQ7/ZrEyIiIiIqKRwVBN5CYulDfB38F8akBEULcCZmrBjKtUWairsB+QWayMiIiIiGhkMFQTuYmL5U0IcLiclm33tUowY6bhLC5kX7J7BYuVERERERENP4ZqIjdxscLxclqOKAULPtz6Pi5dsg3WLFZGRERERDT8GKqJ3ECbwYyCmib4OShSFoJKh9eazWa8v+U/uHjyux77WayMiIiIiGj4MVQTuYFLlc3wQTvkgmj3+HXYg6nIcni9WRTwwc49OPevTUDWN4DFwmJlREREREQjgKGayA1cKG9EgIMiZTKYEYoq3IwvkYLzDu9hgRwflkci473fAy/OhnD0FYSHBNk9lz3VRERERERDg6GayA1cLG9ClKzO7rEQVEMBC+QQcSN2YSbOOryPCBk+wdVIq9UAu36LsIJP7Z5Xmp8N5B0EKs4BTRWA2TgkPwcRERER0XijcHUDiAi4WN6AGFmD3WNh3eZT14meuBZ7IBfMOInpds8XIcN2XAUT5Ai3FAOYZXNOXYsBbW/fDA/ou3ZqfABtgLTpgoDwWcCkK4HQaYDgYPFsIiIiIqJxjqGayA00leZCcdl86lZRiVaLEiHyrlD9v6b1OGCZhjvluzFTnoFUIcXhPXdiNZbjiMPjZQhGPIq6drQ3SFttrvT64pfAvj8DXmHAxCuBSVcB8SsAlW5APyMRERER0VjEUE3kYrXNesSZCm0mY2gFIzQyEz41LsBMRSZUghlHLFNRLAbhWdMGaEztuFl5Ckq5yuG9v8NCKGGAEbbnlCKkZ6h2pKkMOP22tMnVQOwSYNIaqRfbL7afPy0RERER0djCUE0oLy/Hnj17cPLkSZw8eRKpqalobW1FTEwM8vPze702PT0d27dvx4EDB3D27FnU1NRAp9NhypQpuPnmm/HII484rEBNkoMn0+Ej09s9lmMOwCHzHJy3ROIffh+gFlFAuwkA0A4NthgXYbqlFDOVjqt52wvUgNRT3W9mPZCzV9q++iUQlNjRi70GiJoPyPv3T4ooikgtqocoApNCPOGlUfa/TURERERELsRQTdi6dSt+9rOf9fu6nJwcTJ/eNa83PDwcM2bMQFlZGY4ePYqjR4/i3//+N3bv3o3o6OihbPKYIYoiMlOPOTgGZJhDAQBnxAm4tuFXCPBVoaEjVEsEnDFHYE5cIMzF6f1671KEDLTZXaouSNvhf0hzsmOXAkoPwKSXNrMeMBk6Hnvus5jaYWhvwzTRiDaokSVPQOjMqxEx6xogbDogkw++fUREREREw4yhmuDt7Y1Vq1Zhzpw5mD17NkpLS/HTn/60z+tEUURQUBAeffRR3H333YiPj7ceO3ToEO68805kZWXhtttuw5Ejjuf2jmf5+fkwNFTbPVZg8UOj6GF93WRWYoqXGvk1tktvFSijcd0if6Qe3u/0e9fBF21Q9yxWNhjtDcCFnU6fLgOgAQAB8EIbZlvOAqfOAqeeAzz8gLhlQPwVQMIVgxtmbjIA1VlARSZQcVaaMy7IgOCpQPhMafMagi8YiIiIiGhcYqgmbNq0CZs2bbK+/uijj5y6LjIyEnl5edDpbAtXLV68GFu2bMGSJUtw9OhRnDlzpkevNkkOHjzo8Fi6KazH6zum+SIiNAjH822X3sqrbsZRrwCcNsZgobLA6fcvu+ULxAd6AK01XVtLFVB4BCg4DFhMfd9kOLTVAec+kzYA8IuTwnX8FVLY9vC1vUYUpfnfneG5IlNaMqz6ov2f4/znXc+9I4CwGV0hO3wmoAsYjp+MiIiIiMYYhmoaMI1G0+vxxYsXw8fHBw0NDbhw4QJD9WVKSkqQm5tr/5jZG7Vi15cVk+TleOLmq7Avq8ru+QU1LSipb0O7ORgyWDBf6UQBMgCl9XrEJ8+1f7C9AcjZB2R/A2TtAlrt96iPiLo84GQecPJNqZc5fJZUidw3Cqg83xWk2+yv9d2nxhJpu/hF1z6faCB8RregPUPqQSciIiIi6oahegSYzWZkZmbixIkTOHnyJE6cOIH09HQYjUYAwPLly7F///4B3dtgMOCDDz7A+++/j8zMTFRUVMDPzw9xcXG46aabcO+99yIwMHAIfxrnmc1m68/IYmW2eu+lDrc+10CPl6aeh4dagbhA+8tZmSyAyWIBAGSZgzFDUQq1YO6zDWVlZY4PanyApHXSZrEApalA1tdA9i6g7Eyf9x42ogUoOSltw6mhUNq692j7xQKhKUBIChCaDIQkAb4xXMebiIiIaBxjqB5m27dvx5133onWVtt5sIN14cIFbNiwAampqT32l5eXo7y8HEeOHMFzzz2HzZs345prrhny9+/LZ599htbWVigUCixcuHDE39+dVVZW4sKFC3aPVVg8USF6Wl//SfE2Jk5dDwAOQzUAyAUBZlGEGTLkmf2RqJB6tUURKLN4oUbUIUVR3uOa0lLHVcN7kMmAyNnStvL3QGNZVw927n7A2OLcfUa7unxpO7+ja5/aWwrXIckdQTsFCJ4CqPhFEhEREdF4wFA9zOrr64clUBcXF2PVqlXWUCQIApYtW4YJEyagsrISe/bsQVtbGyorK7Fu3Tp89dVXWLVq1ZC3w5H6+no8/vjjAID777/fZb3l7urQoUMOj2WYwgBIPZ/Xyw5hvXw/EPsPAIBGKUeErwdK6ttsrnt0ZQJEEdhyrBA5rYEIkzUixxyIHHMAWqCGEiYky8t7dKrW1dWhra0NHh4eNvfrlXcYMPseaTPpgfzvgbzvgKYKQK4EFGppTWuFClBoALmqY58KRkGJ33yWjVaLHAYoYIICU4QCLJFlYK4sC2rB2L+2uJq+UZqDXtitGJ8gA/wTOkJ2stSbrVBLvxZ9PmqkLzGIiIiIaFRgqB4hISEhmDt3rnXbtWsXXnjhhQHf784777QG6piYGHz++eeYNm2a9Xh1dTVuv/127N27F0ajEevXr0dOTg58fX0H+6P0yWQyYf369SgoKEB8fDz+53/+Z9jfczSpq6tDerr95a9qLR4otvgAAIKFevxF+SYEv2jAL8Z6TnyQzm6orm424JkbU7BsUhBu/ddhfGpIQWc4BwAjFGgQNfAV2ntcV1ZW1qNye78p1MCEVdLmhFO5NfjYdLTHvu8wHf8yXw8N9Fiiysa/FzdByN0PVGQMvF2XkymldbVDpgLGVqA0DWhwbu55v4kWoCZb2jI/7f/1MqW0NFlAArDoMSD55qFvIxERERENCYbqYbZmzRoUFBTYrNN87Jj9tYmd8eWXX+LAgQMAAJVKhR07diAlJaXHOYGBgfjss88wbdo05Obmora2Fn/961/xzDPPDPh9nWGxWHD33Xdj9+7dCAoKwhdffAFvb+9hfc/R5vDhwxBF0e6xzl5qGSx4UvkuvIQ2IHZZj3PiAnU4mG1bNCy3qhkAkBzuA4VMBpPF9j2qLJ7wlfUM1aWlpYML1f10LLfW4bF2qLHHkIyqhasQfNWfgeYqqQc8Zx+Qu08qJuYM74iOIdlJQHDHY+BEqRe9u+YqoCxNmi/euTX1Ms98pFiMgN4oteejTUD2HmDt84DK8fB/IiIiInINhuphFhoaOuT3fOmll6zP77nnHptA3Umn0+Hpp5/GXXfdBQB49dVX8fTTT0OhGJ7fdlEUcd9992Hr1q3w9/fH7t27kZiYOCzvNVo1NzfbzIHv1GhRI9/iDwCYrSjGclnHeXFLe5wX72BedV61NK/ZQyVHYpgXzpY02pxTJeowET0Dea/FyobB8fyaPs/Jr2lFsLcG8AwCUm6RNlEEqrOlcJ2zTwqcpnapN7dzTnNIkrT+tNbfucZ4BgETfyBtnRrLegbtktOurXwOAGfeA0pPA7e+DQTz7xQRERGRO2GoHmWam5uxd+9e6+sf/vCHvZ5/yy234OGHH0ZTUxNqa2tx4MABrFy5csjbJYoiHnjgAbz11lvw9vbGrl27uISWHUePHoXJZH/t5wxzGEQIiJLVYb78EjzRMcQ7dkmP8+KCPO1cDVQ06tGsN8FTrcDMKD/7odpie63TxcqGgMFkwamCvpe9yq9uwby4y4KxIABBk6Rt/oPD1EJI88W9w4DJV0uvRVHqIS9Nk5btKs+QHuvyh68N9lRdAP59BbD2f4EZG0b2vYmIiIjIIYbqUebw4cPQ6/UApJ7ouXMdrDHcQa1WY8GCBdi9ezcA4Ntvvx2WUP3oo4/i9ddfh6enJ7766ivMmTNnyN9jtGtra8Px48ftHmsRlcgxB0ALAxYr8xAuVEoH/OIAn8ge5zrqqQakMJoc4YMZUb74z9ECm+P1ogeMogxKwWLdN+BiZQOQUdKAdqOlz/Pya9yomrggSL8HPpHAlGu79rc3ApXnukJ2+VnptXHoCxNaGVuB7Q9LheGueY7DwYmIiIjcAEP1KHP+/Hnr85SUFKeGcs+aNcsaqrtfP1R+8pOf4JVXXoFWq8XOnTuxaNGiIX+PsSxZHHwAAPJ+SURBVODEiRMwGAx2j2WaQiFCwHJVDjSCGWHoCNWXDf0GgAhfD6gUMhhMtuE0p6pZCtXRvnbfR4SAGlGHUKGpx/5BFytz0rG8vod+A24Wqh3ReAPRC6Stk8UM1OZJBdbKz0phu+oiYGiRqqSb2gGzfvDvnbYFKDnF4eBEREREboChepS5ePGi9XlMTEwvZ3bpXiTN0drIA/WrX/0K//znP6HRaPDZZ59h+fLlQ3r/scJgMODgocN2j7WLcmSZgzBDUYIQmVRszBqqLytSBgAymYC4AB0uVjTZHOucVx0XoIOPhxINbbbLU1VZdAiV9bx2pIqVHc9zXKSsu/zqYeztHU4yORA4QdqSbrR/jsUCmA1SuO4M2pc/tlQB3zwBNBQ6fi8OByciIiJyCwzVo0xNTVdPX0hIiFPXdC+WVltrG2qKioowc+ZM6+vO3tSioqIe60vfcccd+Oc//2l9feTIETz33HMAAG9vbzz11FN46qmn7LZh06ZN2LRpk1PtdaSyshJVVVX9uubSpUuDes+h8t3h4zDq2+0eO28KQZCsBSnyroJhvfVUA9KyWvZCdW6VFKplMgHTo3xxIMv218vevOqRKFZmMltwMr/v+dSA1FMtiiKE7otqjxUyGSDTAEpN7+fFLQc+exS4+KXjczgcnIiIiMjlGKpHmebmZutzZ+fAdj+v+/WdzGZzj7DeyWKx9Njf1NQzxHXO7QakwFtZWemwDatXr3aqrb15+eWX8ac//WnQ9xlpJpMJ3x383u5fNqMoQ57ZH2vUFyHryI9atMIbzUDARMDLfvX4uD4qgAPAzMtCtRwWRMvqMEleBVGUpgp3GoliZefLmtCst1+k7XKtBjOqmvUI9uojeI5lWn/g9veAoy8Du58ALL382nE4OBEREZHLMFSPMu3tXb2dKpXKqWvUarX1eVtbm83x2NhYh+sm92bFihUDum680ev1iIuJRmFuFi7vd71oDsJ8ZSG0Qtcw7VBUSeddVvW7u3gHFcBzq5qtPbzd51VHyeqwVJkHlWC2e91IFCtzdj51p/zq1vEdqgHpm4+FjwJR84EP7wUaihyfax0O/n/AjDtGpn1mE2BqA5Q6qQeeiIiIaBxiqB5lNJqukOGo6NXluvcoj0SFZ+pJp9Phvo0bUFxWgX9t+xKy2kLIBBFmUYBZlCFC0XPpq76GfgOOe6pbDGZUNekR7K3BjEhf6/560cNhoO403MXKjjk5n7pTfo2dZbXGq8g5wIMHnBwO/pC0lvfEKwFdEOAZLD16+Pc/+Ioi0FoD1BUAdXlAfYG0lFhdx2NDMSCaAY0PEDFHCv9Rc6XnGu/B/MREREREowZD9Sjj6dnVQ2mv19me7ud1v360eeSRR3Drrbf265pLly5h3bp1w9OgfooMC8Gf/+uH+OhIFj76ci9UohEpinKb87qKlDkO1QlBjufO5lS1INhbAz+dCnGBOuRVt6BJ1KDC4mkthGbPcIZqi0XEifx+hurqUVABfCT1Zzh4+gfS1p0gA7SBHSE7ENB1hG3PIOlR7Q00lfUMzfUFgMHxnxmr9gYgZ6+0SW8GBE8BIucCUfOAyHlA4MSecw6IiIiIxgiG6lEmICDA+ryiosKpa8rLu4Kbv//o7fkLDg5GcHCwq5sxaLcsnIQPj2YjuP4MZILt8PkwVAJBiVL4ccBXq4KfVom6Vtvq3rnVzViYIP05mRnla51nfckc2GuoHs551VmVTai301YACPFWo6LRdpmpUbGs1kjrz3Dwy4kWoKVS2oadKK3ZXXkOOP22tMvDTwrZkfM6erNnA2qvEWgLERER0fBiqB5lJk+ebH1eUFDg1DWFhV3L8iQmsoiRq4miCENjNTwF2+H7Kujhh3ogtu8e+fggT5wqsK2mnVfVFUZnRPvik9QSAEC+2Q/zFQVQ2AnywPCG6mO59nuplXIBN8yIwGsHcm2OjdpltUaCs8PB3UlbHZD9jbR1UmoBhaZjUwNKD+mx87XistdKD0CulIaliyIAUfqyQOx47P66xzFRuj5wEhA2DQhJ5vB0IiIiGjIM1aPMlClTrM8zMjJgMpmgUPT+23j69Gm715NrVDXp4WFssvu3LwxVkAG9zqfuFBeosxuqc3tUAPezPjdCgVIEIBrVdu83nMXKHK1PPS3SF4mh9nsrx/SyWkOhczj4kZeAPU/2PhzcXRlbpc0V/OOB0GlSyA7t2LycW6bQhsUMNFcCjaVAYwnQVC7NNffwB3QBgDZAGnqvDQBU2sG122IB2uulLylaa4G2Wmn4vUonjXDxi2PROCIiohHGUD3KLFq0CGq1Gnq9Hi0tLTh58iQWLFjg8Hy9Xo+jR49aX69cuXIkmkm9uFDehACZ/SAR2jmfOsZx5e9O8Q7mVXdfVisxzAsb5kdjeqQPZkb7AY2T8d6Wdx3eczjmVYui6LDy97w4f8Q6KLrGZbWcIAjAoh9Lw8E/+mH/hoOPd7W50nZue9c+z5CeQTtsGuAVLs01byrrCM2l3cJzx77OEO0MpbYjZHfbdIHSlyTaQABiR1juFpq7P7bXd/TKO6DyBIKnAqHJUo98SDIQMpVD7YmIiIYRQ/Uo4+npiVWrVuHLL6Uhn2+99VavofqTTz6xri/t5+eHZcuWjUg7ybELpfXwE+wXmQtDJRCcJPVu9SE+0H7RucLaVhhMFqgUMijlMjxzY4r1mCVIBy8vL5s1xzsNR6jOrW5BdbP9SvXz4/wRG+C46BqX1XJS1Fzg4UNA+jbg/OdAYxnQUiUFsKGi8AD8YgG/GOnRt+NRpQNKTwNFJ4Di49L7jlbNFcCl3dI2XIytQEPr8H0BYmiWfh+Kj/fc7xfXEbRTgJAk6blvDIvHERERDQGG6lHokUcesYbqzZs347HHHkNSUpLNea2trXjiiSesrx988ME+h4rT8MsuKIXOwbzmMFQCcc5VOHfUU222iCiqa0WCnbWsZTIZpk2bhkOHDtm9Ni8vD4sXL3bq/Z3laD61TABmx/jBU62At0aBxnbb4ctcVqsfND7AvPulrZPJIIXc7ltz5WWvq6TiZe2NUo9p98DcGaD9YqUK4Y4CWPxy6VEUpaW3OgN20XGgItP5XlwaPnV50nZ+R9c+tbcUsK1bilS1XT16V4kgIiJyBSasUWjt2rVYunQpDh48CIPBgGuvvRaff/45UlK6eiRrampwxx134NKlSwCkqt+//vWvXdVk6qaqsgz24rACJgSitteltLqLCdBCEDpqMl0mt6rFbqgGgBkzZjgM1cXFxU69d38cdzD0OznCB14aJQAgNlCH9OIGm3O4rNYgKVSAT4S0jQRBkOYq+8cD02+T9umbgdJUoOgYUHxCCtpt/VtejYaJvhEoPCJt3fnFdfRmp3QFbt9YztUmIiJygKF6BFxzzTU2lZW7L3N18uRJzJgxw+a6L7/8EuHh4Xbv+d5772HevHkoKytDfn4+ZsyYgeXLlyM+Ph5VVVXYs2cPWlulebsKhQLbtm2Dr6/vkP1MNDBmiwhjUy1g57NpCKogB4CYRU7dS62QI9LPA0W1tkPJ86qbAdgvuhQUFAR/f3/U1toGm/b2drS2tkKrHWQxpQ7SfGr7AWpebFcPdGyA/VBdUMMK4KOe2lMqvNdZfE8UpbnM9YWAqb1j00uPxste2ztuMQIQpHW3BaHjeecm63nM+lqQ5j6Xp0tFvah3nb3aF3Z27eucq90ZstXeHYXm2ro9tnUVn7PZ1yb9Hqq8OuaP+0vzyT06Hjv3WV8HSFMLODydiIhGAYbqEXDu3Llel79qaWnBmTNnbPYbDPbnoQJAZGQkvv32W9xxxx1IS0uDxWLBvn37sG/fvh7nBQUFYfPmzVi1atXAfwAaMgU1LfCB/d7XMFRK8xy1zg93jg/0tBuqc6t67+GdPn26zZ+VTmlpaVi0yLlg35fiujaUNbTbPTY/vmveeGyA/RCfx57qsUcQgIAEaRtpogjUFwBl6UB5hhSyy9KBpiFcTk6uBrzDpMfWGqlXvrfCYoMlU0hD/1trAdifVjIkHM3VHk5yVVfA9o8DwqYDYTOkR8/gkWsHERFRHxiqR7HExEQcO3YMW7duxfvvv4/MzExUVFTA19cX8fHxuPHGG7Fp0yYEBga6uqnU4UJpA/x7K1IWu7xf94sL1OG7LNvCULl9hNE5c+Y4DNUZGRlDFqqP5tof+g0Ac2O7lvtyVAG8gMtq0VAShK454lOv79rfXCUF7M6QXZ4O1OTAJqSqvQGvMMA7HPCOkMJz53OvMOlR69+zd7VzCazWGqClWnps7Xhsqen5urUGgNCtx9beo1/Xaw8/qaq3IEjD7CvPAxUZQPlZoOKsNJ/d0Dzsv6zDxmzoqrxecbbnfHCvsI6Q3W3zjmDPNhERuQRD9QjIz88ftnurVCps3LgRGzduHLb3oKFzLr8ECsF+r1Uoqpxan7q7BAfFyvrqqdbpdNDpdGhpsT2voqICer0earW6X22xx9H61ImhXvDVqqyvYxxUAG/hslo0EjyDgAmrpK2TvhmouiANXfYMkUKcxrv/95bJuoY2B04cujZfTu0pVYGPmtu1z2KReuY7A3Z5hvS8Ln/42jFSOsN21tdd+7QBPUN26DTHS4nZK0bRSamRev+JiIicxFBNNIJKSstg76OaDGYEo9bp+dSd4hwsq1XdrEdjuxHeHYXA7ImJicG5c+ds9lssFpw/f97uPP/+Op5vP1TPv6yid5yDnmpAmlfNUE0jTu0JRM5xdSsGRyaThk37xwFTruva397Y1atdkdm1jeZebUDq6c/5VtoGyy8WSFkPTL/dNVMViIhoVGGoJhpBTbVVdkN1EGqgDE/ud++Io2W1ACCvqgXTo3xt9rfoTUgvbsA5SzgM4kWoBNvljlJTUwcdqssb2h0WGpsX13Mdbj+tEl4aBZrsLKuVV92CubHOzzMnoj5ovIHo+dLWydqr3RmyOwJ3bR6Gda62u6rLBw78VdqiFwLT7wCS1rEHm4iI7GKoJhoh7UYzFPp6u5W/w1Dl9FJa3YV6a6BRytButB1Snlvd3CNUv7TvEnacKUVWRRMsHZ+R5ykCMVVRYXNtQUEB6uvrB1Ux/piDpbQA2Kw9LQgC4hwsq1VQw2JlRMOuR6/2tV37O4fBl3fr1a7NASAASg9AqZUeVdqu59ZHj5775EpA39Qxf7y2Y+so5tZaA7TVDW9Rt4HqXHbsq18BidcCMzYA8SsAmdzVLSMiIjfBUE00QrLKmxAo9FL5O/b+ft9TJhMQF+iJ82WNNsfyLptXXVzXhgvlTT32XTIH2A3VAJCeno5ly5b1u02dHC2lFR+kQ5CX7XztGAfLauVXc1ktIpfpHAY/EkPhO4u6tdV1C9410vJr5elA2RmgsWT42+GIqR04+5G0eYUD09ZLATtosuvaREREboGhmmiEZOSWQCHYH0YZimogZuGA7hsfqLMbqnMuqwA+M9oX7x8v7LGvVtSi1uIBf5ltRfK0tDQsXbp0wJW3HRUpm3/Z0O9OcQ6W1cpnTzXR+NC9qJujeczNVUD5GSlgd26uKLzWVAoc+ru0RcyWhocn39yvJRGJiGjsYKgmGiG5hcUOjogIDQt3XKW2D47mVV/eUz3TzvxqQECOORD+siKbI7W1tSgpKUFkZGS/21TdrMelSvtFjy4vUtbJUQXw/Gouq0VEHTyDgAmrpa1TW500PL170K7OxojNBS85JW27fgdEzgWCp0hbUMcjgzYR0ZjHUE00Qqory+FnZ38A6qBOWDzg+zoM1dUtsFhEyGRSGE0I8oSXWoEmfc9iYLnmAMxRFNks77phwwaEh4fbvXdtbS08PDyg0Wjsht0TDnqpAdv51J0crVXdYjCjutlgd8g4ERE8/IC4ZdLWSd8MNJai92Bt54s60QLkHwTS3gNKT/evHWYDUHBI2rrzDOkI2lOBoMSOx8kDW6KNiIjcEkM10QhRNZfZ3S/Np75hwPd1tKxWm9GMiqZ2hPl4AJDmX0+P8sX3l6p7ngclakQtAoWec5cVCgVkMjtV1QC88sorMBqNkMvl1jWvdTodPD09ER4ejmN5ZkgfZnt+aI3y90C4r4fde8Y6GP4NSEPAGaqJyGlqTyBo0sCuDU4E5t0PVF4AzrwHpG+T1sQeqOYKacvd33O/T1RHj3aiNNzdLw7wjwe8I6Sh8ERENGowVBONgNpmPXSWVkCw/aAUimogar6dq5zT2xrPuVUt1lANADPshGoA2G9IwC2ajB77ysrKEB8fb3OuwWCA0WgEAJjNZjQ2NqKxsWtOd1paGgBgvVqJcosXyizeKLd4oUlUO5xPDQD+OpXDZbXyuawWEY204ETgB08Dq54EcvdJvdcXvpAKlg2FhiJpy/6m5365SlonuzNk+3c8+sUBvtGAQjU0709EREOGoZpoBJzJLbcbqAEgKMBH6lUZIB8PJQI9VahuNtgcy61uweIJgdbXM6N97d6jGRq0ikpoBaN1X2lpqd1zW1qcKxymFYyIl9ciXi4NBW8WVYhoqEdamojY2Fib5boEQUBsgA4ZJXYqgLNYGRG5ikzeNY+7vQHI/BRIex8oOjo872c2ANVZ0nY5QQb4REoB2ycKUOkApQZQeHQtY6bQdCxl1n1/t+dylfQzCfKOR1nX6+7P2VtOROQ0hmqiEXAhN9/hsaiJ0wd9//hAT1Q3285jzq3qWSxsht1iZZIqiw4x8nrr67Iy+8MdnQ3Vl/MUDGgovoTtxZcAAH5+foiNjUVcXBzi4uLg5eWF2EBHoZrLahGRG9D4ALPvlbaaHODM+8CZrVKP80gQLdISY/WFfZ87FKzBWw7oAoHohcCEVUDCSsAzeGTaQEQ0CjBUE42AxsJzdvf7oAHaSQOfT90pLlCH4/m2oTrvsmW1AjzViPbXorDWNqRWWTx7hOra2lq0tbXBw6PnHOiBhurL1dXVoa6uDqmpqQCA5ORkRHvaX0Ynv5o91UTkZgISgJV/AFb8Tqr+XZYGVJ7v2M5Ja26PdqIZMJul5w1FQEYRkLFNeh2aIoXrhFVA9AJAwboXRDR+MVQTjYSGEtj76zbY+dSdHFUAz62yDaMzonwdhGrbe9ibVz1UofpyZ8+ehdIjHzrEowU9P5wV1LRyWS0ick8yGRA1V9o6iaJUnKzyXLegfR6ougAY7C83OOqUZ0jboRek4eaxS7t6sQMmwGZJCSKiMYyhmmiYiaIIi8kECLZ/3Xw0cmmO2yA5KlZWXNcKvckMtUJu3Tcz2hefn7GdL10j6mARAVm3z0H2QnVKSgri4uLQ0tLSY2tubkZhUTFKSkp63KM/jG3NWKbKxVeGRHSvHN6sN3FZLSIaPQQB8AqVtoSVXfstFqnHt+pCV+CuyQHq8oDWGte1d7CMrUD2LmkDAJ9oYEJHL3bsktGzVrfZKM2bb6uXHtvrOh6776vv2mdsA7zCgJAkqec+JEmq3s4vFIjGHYZqomGWXVwJvaCxe8w/LGpI3iM+yH6hM4sIFNa0YmKIl3Wfo3nVJshRL3rAX2iz7rNXrEypVMLPzw9+frarbn+XVYXn3zyCEFkTQmWNCJU1IUBodfrzhaeXFz6ujoW99WMLuKwWEY12MhngFyNtk67qeay9AajNkwJ2bW7H83zpeWOJS5o7YA2FwKm3pA0AVJ5S+PQKBbzDpeeXP3qGAPIBfCwVRam4m6kdMLYD+iZA3yht7Y1dr9sb7e/XN0mv2+ulLwcGIvOTrucaHyAkWQrYIUnS8+ApUlE5IhqzGKqJhll26gGHx+KnLx6S94j210IuE2C2iDbHcqpaeoTqqeHeUMllMJgtNudWWTzhL+sK1Y6KlTlyLLcGRshRbPFFscUXAKCCCRO1bXh0jjfy8/NRWVlp91ofHx/cc889ePuFE4DedlmtvOoWzOGyWkQ0Vml8gPAZ0nY5YxtQV9ARuDtCd1tdR5BskzZTW7fn3fZbjLb3G2mGZqAmW9ocEqTiZ51BW6YATHrpZ7Fu+q7w3P01bP/vc5n2BqDgkLRZCdKyaN1DttrrsirsHRXXe7y+bL9KB2gD2BNO5IYYqomGWV1+BgDbpUl0aEFw0ooheQ+VQoYoPw+7VbIvL1amVsgxNdwbaUX1NudWiTpMRpX1dW1tLbKzszFhwgSn5jMfz7MtlmaAAjEJE3HNNbMBAM3NzSgoKEBubi5OnToFAPD19cW9994LX19fhxXAC1gBnIjGK6WHtG52cGL/rzWbOgJ3u9QTazZKVcRFM2Axd3u0dL3u/txikUJxwWEgZy9Qc2nofz4AQMc89OYKqejbmCICtTnSdv7zwd3KOxJIvhFIuRUIncaATeQmGKqJhll7Qy2AQJv93rJ2ae3QIRIXqLMbqi9fVguQhoDbC9XVFtth5Fu2bEFkZCRWrFiBhIQEh+G6zWDGmWLbewLAvG49zJ6enkhKSkJSUhJWr16NnTt34sorr4SPjw8AICZAazdU53GtaiKi/pMrALmX1DM6GEnrpMe6AiDnWylg5x4A9Lb/XtMwaiwGDv9T2gInSeE6+WapGj0RuYxt9xkRDR2zCc1mpd1Dat0gP+BcxtG86st7qgGpWJk99aIGBlFus7+4uBjvvvsu3njjDWRnZ0MUbYfapRbVwWi2PwRvfnyA3f0eHh649dZbrYEacFx0rYChmojI9fxigDk/BG57F/hVLrBpF7DsV0DEHNirh0HDqDoL2PcX4J+zgNeuAI68DDSVu7pVROMSe6qJhlFbVT6aRJ3dzxleEZOH9L0cLqtlL1RH2RYZkwiotugQLm+0e7S4uBhbtmxBREQEVqxY0WNY+LFc26HfAODjocTkEOe/QIgJsP9z5FdzWS0iIrciV0hrVEcvAFb+HmitBXL3d/Rkfzv6CqxdTpBJc901PoDGV3r08O16LciAqotAxVmpqrsrlZ6Wtm9+Ly1vlnIrMOU6qb3UUXm/EKi8AFSdl0ZcyJWAfwIQOAEImAj4RErz2IkGgKGaaBh5hE7AT3/zR6SfSUVZ5mG0VBWird2IGvgidsaSIX0vRz28tS0G1Lca4KtVWfdF+XsgQKdCTYvB5vwqUYdw2A/VnUpKSmzCtb351AAwN9Yfsn6ssRUXqLW7v1lvQlldE/y1Kmg0QzdsnoiIhojWH0i+SdpEUQrVDcVAYynQVNbtsUx6bCrrKDQ2TNTe0rD3zkfN5a99ej6/PDSrPKUiYc5oq5eWSavIlEJ2RSZQcQ4wjvAoK9EC5H0nbV88Dky8Eki5BZh4FaCy///rmHJ5eK66KC1dV53Vd3V3uVoaRh8wQdoCJ0phOyBh9CwLRy7DUE00zLw81Fi8YAGwYIF1n6W5esj/gU5wMPwbkHqrZ0V3hWpBEDAjyhd7L9hW4m71CAaMzlX97gzXYeHhKCvyAuCFy7vl58f17+d01FOthAkfvv8ePDVK3HXXXVCrubwWEZHbEgSp588n0vE5oihVMbcG7VLpsblCul6hARRqQOHR8djxWtn9tabbeRpA7SkF5f4E4qHg4QvELJK2ThaLVLG9IrNb2D4rfblgMUkBeDiZDcCFndImUwKRc4G4pVJPduTcIa3r4hJN5UDZGenLjP6EZ0fM+o7148/ZHtMGdATsCUDETGDqjYDO/tS2cctiGdm/c26GoZrIBWSetoXLBivYSw2dSo4Wg9nmWF5VC2ZF9xzyPTPafqiutnjivvvuw3fffYdLl5yr8lpWWooVcqBK0CHDFIpiiy8sHSUb5sf3L1QH6FTwUivQ1G1ZLRVM+IEqC3VVLagD8N577+HOO++ESqVyfCMiInJvgiB9waz1l5abGmtkso6ezwRg6vW2x0XxskrrDqqxW8zS0mgFh4GMD4G8A/0P5BYjUHhY2r57VvoCInIuELdM2sJnAQo3/j+1rR4oTZWGuJd0bE2lI/f+rTXSVnQUSHsX2P0UsPi/gIWPcA1yfTNw+m3g2L+Ae78AfKNd3SKXYKgmGiMEQUBckA5nS2yHbudW26sAbn9etVwmwMMvGHfddReKi4uxf/9+p8N1kKwFK1U50ItyFJj9UCYPRmKI4x50Rz9HTKDW+nOoYMKVqosIlHV981xQUID3338fGzZsgFJpvxAcERGRWxOErvWoneEfD8y8S+qhzfwUyPgIKDk5sPc2tQP5B6Vt318ApVaaGx+7VArZYTOkOfOOmI2AoUXajK3SsmuGVuk1xG5z0Ts2pdb55b8MrUB5BlByqitE1+YM7OccLoYmYN+fgRP/Bpb/Gpi1UZqjPZ601ADHXwWOvQq010v7Dr8IXPNXlzbLVRiqicaQuEBPu6HaXgXwaVE+8FDKkRTujZnRvpgR5YeZ0b4I89FYi4FFRkZaw/V3332H7Oxsp9qhFsyYpKjGJFTjHy8UIikpCSkpKYiIiHCq0FhsgPTlgBpGXKW6CH9Zm+3PlJeHrVu34vbbb2ewJiKi8cMrFFjwsLTV5ABnPwEytklDnwfK2NpVYA4AVF5A+AypN93Q3BGcu4Vos21Nll7JlLZBu/scdrUXUF8IlKRKw69F21F3bqm5Qpq7fvRlYNUTwJTrx/7a4fVFwJEXgVNvA6bLPp+dfgdY/itAN/QjMt0dQzXRGBLvoFhZbpVtqPbWKJHx1JVQyPue/xIZGYk777wTJSUl2L9/v9PhGgCam5tx7NgxHDt2DH5+fkhOTkZKSgqCg4MdXhPbMa9aKZihFkwOz8vJycG2bdtw2223QaHgP2dERDTOBCQAy38JLPuF1Lub8SFw9uPBV143NEm92EPFYgRaq6XN1XyigaDJUm99zSVpTv9g1VwCtm2Ulpb7wdNA7OLB39PdVJ4HDr0g/RmzOPhsZmqTeq5X/n5k2+YG+CmUaAxxtKxWXnULLBbRpgq3M4G6u4iIiAGHawCoq6vDwYMHcfDgQYSEhCA5ORnJycnw8+s5FD2248uBZlGDXYZErFFdgFYw2r1ndnY2vvvuO6xatapfbSEiIhozBAEImyZtq/8EFB4Bzn4EnPtMmgs8HvlEA8GJUoAOmiI9D5wsFbPrTt8k9fjXXAKqs6XHmmxpn8F2+lyvSk4Cb10jVVtf/WT/agWIIlCbKw17LzktPTaWSr34gROAwEkdW0dVco13/9o2UEUngO//Blz8wrnzj78GLP6J1O5xhKGaaAyJD7Q/f1lvsuDWV4/AU62ARimDh1IOD5UcaoX0qFHI4aGS9quVcsgEAfWtBjS0GVHfakTd5c9bjWjS+yJAmIrpilJEy+v73daKigpUVFRg7969iIqKwqxZszB9+nTIZDLEBnQt+9EoarDLMBlrVBfg4aDX+siRI1i4cCG02nGwXAgREVFvZDKppzR2MXDN/0oVx/MPAnkHpWJn+gZXt3Bo+UQBwVP6Ds+OqDuGuofP6LlfFKX56zXZUtiuugikbwXanfj1y94FZH8DzNgArPgt4Btle05jWcec8Y4QXXra8b2rztvu8wyVAnb3sB04CfCOGHwVblEELu2VwnTB9/271tgGFJ8EEq4YXBtGGUEURdHVjSAaLpmZmUhOTra+Pnv2LJKSxmCF0Q5N7UakPPXNiL9vgNCCRHklYuR1UAkDnwcVGhqKq6++GrqAUMz5854ex3yFVqxRXYTGQbC+7bbbMGXKlAG/NxER0ZhnMUvLUHUP2SO9lvZgaAOBiNlAxCypYnn4TMAzaOTev7VWCprHXpWW4HKGXA3MfwCIvwIoSxv+6uUKD6ln2zsS8AyWNl2w9OukCwY8Q6Tnam/b+d9mE3BuO/D934GKjP69r9obmHsfMP9hwCtkqH4ap7n6Mz9DNY1prv4L5grz/rIHlU1O/kM/xOSwIELWgDh5DeKUjdJ/3gOQkpKC/5euQrW+5zetfkIrbtRlw2KyLZCycOFCXHXVVQN6PyIionHJbJSWqso7IAXtwmO2xaf6Q67uWA7M/pStfuksltYZoCNmSb3S7lAIrKEY2PcMkPYegFEapeTqjsAdJAVtXaD0Z6Auv3/30QVLS4vN2SQVnXMRV3/m5/BvojFmQrCny0K1GTIUWvxQaPHDwxtnwaO1EhkZGcjJyUF/vr/LyMjA1YIcqfIwnDOHWNe8rhO1kPmFw1KVb3NNQUHBUP0YRERE44NcCUTNk7ZlvwBMemk4ctExoKVaWgpLpQVUnh3PdV2bsmO/qmO/UictwyWKUhGw9oaeW1u9tPTS5fs7N4UGCE3uCtABEwc/jHm4+EQC614GFj4K7H0ayPra1S3qP7MeaCiStoHwi5XW6p6+AVBqhrRpoxFDNdEYs3ZaGA7nuLYoyYJ4f8yfEApBCMP06dPR0tKCc+fOISMjA4WFhU7dQw4z5iiLMVFeheOmaJRYfAEAdYI37JW+KCsrg16vh1qtHrofZJRpN5pR3ayHj4cSXhouM0ZERP2kUAMxi6RtoAQBUHpIm1fo0LXNHYUkARs+APK/B3Y/OfB1w0eT0BRgyc+AKTf0vpb5OMNfCaIx5pbZkTiSU4Od6UOwREQ/qOQyhPiosSoxBL+8anKP9ah1Oh3mzp2LuXPnoqGhAWfPnkVGRgbKy8v7vK+PTI8fqLJRZPbBcVM0CvWesDeYRxRFFBcXIyEhYQh/qtFj97kK/GF7Bioa9dCq5HhkRQJ+vHKiq5tFREQ09sUuAX60Bzi/A9j7J6mC+EAJMiAoUeqtD50mzeOuyZbWIa++NLjh+YMRuxRY8lMgYZV7DMF3MwzVRGOMWiHHP++YicdWTkRaUR1aDWa0Gy1oM5qhN5rRZjSjzWBGu8kiPRqlra1j0xst0JvMUMllCPBUI8xHA1+tEr5alfTo0fnYbZ9WCQ+lvEeQdsTHxweLFy/G4sWLUVVVhX379uHcuXN9Xhclb0C47Cyy68PgofVAW5vtfyqFhYXjMlQX1LTgJ++nos0ozWFvNZjx/DdZiPDzwI0zI13cOiIionFAEICp1wOTrwZS/wPs/x+guaLv63xjpAAdMVsa+h423XHlcosFaCyWqpFXdwbtLOl5c98dFQOSeC2w+KdA1Nzhuf8YwVBNNAYJgoDJoV6YHOrcGoFnSxpwLK8WqYV1SCuqR3WzVAjsplmR+MVVk4etnUFBQVi/fj1yc3Px1Vdfoaqqqtfz5YKIRJTCYLT/T9d4nVf9xvd51kDd3fO7srA2JRwqhZvOSSMiIhpr5EqpaNe024AjLwNH/tm1VJY2sGeAjpglFQhzlkwG+EZL24RVPY+1N3Yt/1WXDzRXAi2VQHNVx2Ol8+tuyxRAynppznRwovPtG8cYqokIr+zPwRcZtsPFU4vqRuT94+Pj8dBDD+HEiRPYt28f9PreC62ZTfaX1SouLobJZIJCMX7+aWs1mPDp6RK7x0rq2/Dx6WLcMS96hFtFREQ0zql0wPJfSsG0OkuqjO0TOXxDpzXeHcuNzXZ8jqH1sqBd0TN0CzIgJBmYfrv9tbXJofHzyZOIHJoZ7Ws3VJ/Mr8NvP0lHYqg3poR5Y3KoF3w8hqcAllwux4IFC5CcnIy9e/ciNTW13/cwmUwoKytDVNT4+Y9gZ3oZmvT2v2QAgJf2XcItsyOhlLO3moiIaMQpVFJVc3eg0gKqWKlyNw0phmoiwowoX7v79SYL3j/ec6mFCF8PJIZ6YUqYNxLDvJAY6o24QB3ksqH55tXT0xM33HADZs+ejb+/tQ2epsZ+XV9YWDiuQvV7x3qvpl5c14ZPT5dg/dzx82tCRERENJIYqokIyRE+UMgEmCx9ryVdUt+Gkvo27L1Qad2nVsgwOdQLU0K9cc20MCybGOhU0bLeREZGoi1uOdLOZWC2ohgeguPe2O4KCgqwePHiQb33aHGutBFpRfV9nvfivku4cVYEe6uJiIiIhgE/YRERNEo5kiN8Bny93mRBenEDPjhZhHvePI47Xz+G3Coni2H0Ii7QE5fMQfhEn4JMUwgsImARgVyzP3JN/navKSwshMViGfR7jwbvH3duze/C2lZsT7U/75qIiIiIBoehmogAABuGsJjV4ZwarPn7Qfx9Txb0Jtuq1M6KCdACAIxQ4IQpGh/rp2G7IRkHjAnIsgTZvaa9vb3PKuJjQavB1K+g/NK+SzCZx8eXDUREREQjacyGalEUUV1djcJC53pyiMa7W+dE4hdXToKXemhmhRjMFrx9OB/N7c4N27YnLlDX43UL1GgUPQAAVRYdLKL9Iebj4e/9zjO9Fyi7XH5NKz4/UzqMLSIiIiIan8ZcqP7uu++wdu1aeHl5ISQkBPHx8T2OP/vss9i0aRNqa2td1EIi9yQIAn68ciJO/GE1Pnt0MZ69OQX3LorF/Dh/eGsGFrR/e80UBHiqB9wmX63K4TEz5KgRtTb7FQoFWltbB/yeo8V7DoZ+e2kUDovGvfjtJZidmDdPRERERM4bU4XK/vrXv+J3v/tdr/Mpvb298fbbb2P58uW45557RrB1RKODRinH9ChfTO9WEVwURZQ1tONCeSPOlzXhfFkjLpQ3IbeqGY4y2rw4f9w6O3JAbTCaLfjPkQK8sDe71/MqLF7wFtpRafFEhcULSrUaH/7mDqfWqU4trIO3hxIJQZ4DaqMr9Vag7LY5UahrNeLj08U2x3KrW7DjTCnWzYwY5hYSERERjR9jJlTv378fv/nNb6DT6fD000/j5ptvxoYNG3DkyJEe591000149NFHsWPHDoZqIicJgoBwXw+E+3pgZWKIdX+70YzsimacL2/ER6eKcTxPGgGilAt45saUflcAF0URe85X4v99eR651S19np9mCsdJUyQA6X3mGopgNBr7DNWiKOJ3n57FhfJGXDstHI+tnIBJIV79aqsr9Vag7I750ZAJAj5NLbb7hcc/v83GddPDh2wJNCIiIqLxbsyE6r/97W8QBAH/n727Dm/rPBs//j2SLKPMzHZMsWMnDjjYNNQkTdKmzcprU1xp65jfbe9v3Tveuq2jcleGlZs2hXAaskN2YsfMzAyi8/vDtWJHR7ZMie08n+vSZVkH9Mio+zz3c99PP/00t9xyC4DiG/qAgABCQ0PJzc292EMUhBnHyUFNcqgHyaEe3LgglLdOVPKbj89xx5IIYvxHNwOcXd3Grz86x+GiJruP8ZB6aZOdMKIGIFjVRlFREXPmzBn2uF3n6jlX09//+sPMaj7MrObqOYF8Y00MScFjr4J+MQxXoGxxlLdl5v26eSG8o7BfUUMXH52p4dq5wZM6TkEQBEEQhMvFjAmqjx49io+PjyWgHk5QUBD5+fkXYVSCcPmQJIkbF4axdnYALlq13ce9mVHB33YXUN3Wg2z3cl+ZdY5FhEotmGSJBtmVOrMOT6mH/Pz8YYNqWZZ5XCGtfOfZWnaerWXd7AC+uTaGlFBPu1/DxTRcgbLbFp+v4P71NTG8d7pKebZ6dwFbkoNQidlqQRAEQRCEcZsxhcpaW1sJD7evJZDJZKKvr2+SRyQIlydvVy1ODvYF1bVtvfzw7SyqWkcTUANI9En9RczUkkygqpO5mhokCQoKCoatq7Avv4EzVW02t+86V8e1/zjE3c+nc7K8ZTSDuihesZH67eXiwMY5gZbPZ/m5cY2N2eiC+k4+PlszKeMTBEEQBEG43MyYmWpvb2+72uiYTCYKCgoIDAwccV9BECbXv/YVjvnYEr07s7R1Vo/39PRQWVmpeJFNlmX+tmv44mcD9uY1sDevgStifdmcHERztx5XrYarEgMI9nQe87gBihs68XTR4unsMKrZ4uzqNjJtFCi7YUEojpqhFzMeWRPDB5nVihcs/r67kE1zxGy1IAiCIAjCeM2YoDotLY0dO3awe/du1q5da3O/V199lY6ODq699tqLODpBEC50uqKVl46WDbuPJME1KcGK/ZVrzO6o1BrMJutU6Pz8fBtBNdy9PJK/7ymksL7TrnEeLGjkYEGj5fNHP8xmfoQXs/zcaOnWU9feR0NHH2tn+/Po1uHXcvePQWbj3w6iN5rRqCS8XbX46RzxdfvyptPi5+aIn86RpGAPZvm5WupDDFeg7JY069cb469jS0owHyp8/fLqOvg0u5ark4Ps+TIIgiAIgiAINsyYoPr+++/nww8/5IEHHuC9995TXFP5+eef88gjjyBJEg888MAlGKUgCABGk5mfvHNm2JTvpdE+/GzLbBKD3Nl9ro4uvWnIdhMqXH2D6KirsDo2Pz+fdevWWT2uUklsnRfCNSnB7Dxby9/3FJBb2zGqsZtkyChtIaN0aGp4VUuPXcd39BnRG/vT041mmfqOPuo7bC9H2ZAUwF9vTkVG5r1T1sExwJJob5utwR5ZE8OOLOXZ6r/tLmBDUqCYrRYEQRAEQRiHGbOmevPmzWzfvp3i4mIWLlzImjVrKCoqAuB73/seS5cuZePGjbS3t/PAAw+wYsWKSzxiQbh8HSpqslTfvlC0ryvPbF/Iq19bTFKwB5IkEenrqrivwVV5GUd9fT2tra02n1+lkticEsTH37yCJ+9YQFKw+6hfg9VzDhMYD9Zo534DPs2u45mDxXyYWU2njQJltyrMUg+IC9CxaY7ybHRubQefn7NOoRcEQRAEQRDsN2OCaoDnnnuOH/3oR0B/3+ra2lpkWeavf/0rx44dQ61W84Mf/IB//OMfl3ikgnB5uzLOjzcfWEpi0Plg1ttVy/9ek8gn317JusSAIS3xIn2Ug+pavGw+R3p6OocOHRq2KKFKJbEhKZAdj6zgubsWMjfMc/Qv5ksF9R002BEw27PPhV5LL+eVY/YVKFPyyNoYm9se312APLoqcYIgCIIgCMIgMyb9G0ClUvHb3/6WRx55hPfee4/MzExaWlpwc3MjOTmZbdu2ERERcamHKQgCkBblzcffuoKSxi46e40kBrujtpGGHOnrovh4cbuZqwMCqKuznm09fPgwAIGBgcyaNWvYsUiSxJqEAFbH+3OgoJH/ff8spU3do3o9vQYzq/+4l2+ti+POZZFoNcrXLBs79aM6L0B1Wy/Vbb2K25QKlF0oIdCdq+cEsvNsrdW27Op2dp2r56rEgFGPSxAEQRAEQZhBQbUsy5aZreDgYB5++OFh96+rqyMgQLyJFIRLLcpGavdgETZmqksau4i7Ik4xqB5QXl4+YlA9QJIkIn1cqG9XDmBH0qk38euPz/FaRjk/35LI6nh/q30aOye2nd9wqd+DPbImVjGoBvjb7nzWzfYfkh0gCIIgCIIg2GfGBNUPPfQQTzzxhF371tfXs2bNGrKzsyd5VIIgTARbgXdHr5HA8DjgoM1jy8qGrzA+mMFk5luvn6bbYLvPtT2KG7q4+/kM1ib487MtiUPGf2taOOuTAmjs0NPQ2fvlxz4aO/to7NSTUdJMrZ1B/ZJob6JtFCi7UGKwO+sTA/gsx/oCxNmqdvbm1bMmQVxoFARBEARBGK0ZE1Q/9dRTBAcH84tf/GLY/Zqamli7di25ubkXaWSCIIxXhI9y+jdAr4M7Li4udHcrp2tXVlZiNBrRaEb+c/f47gJO2+gD7aCWeOvBZeicNPzfR+fYk1s/4vl259ZzoKCBe1ZE8ciaWNwcNWg1KoI8nAnycAY8rI556WgZP3/v7IjnBrht8eiWs3xzbaxiUA3wt10FrI4Xs9WCIAiCIAijNWMKlYWEhPDLX/6SZ555xuY+zc3NrF27luzsbFatWnXxBicIwrj4uTniqlVeN1zW3ENsbKzNY41GIzU1NSM+R3pJM//cW2hz+/fWxzM3zJNoPzeeu2sRz9+1yK7UdYNJ5sn9xax/bD/pJc0j7r/ezrXN3q5aNiSNbmZ5TogH62YrH5NZ2ca+/IZRnU8QBEEQBEGYQUH1J598goeHBw8//DA7duyw2t7a2spVV11FVlYWV1xxheI+giBMTZIk2VxXXdrUTVxc3LDHl5crV84e0NZj4DtvnMZsowj2slk+3H9F9JDHVif48+m3V/LTTQm4OY48C17d1sstTx3hz5/lYTDZTi8PcHciNdxzxPPZU6BMybfW2r4A8bddohK4IAiCIAjCaM2YoDopKYkPPvgAjUbDzTffzNGjRy3b2traWL9+PadOnWLZsmV8/PHHODs7X8LRCoIwWrZmhUsbu5g1axYqle0/Z8Otq5Zlmf959wxVrT2K2z1dHHjspnmoFCqTazUq7l85iz3fv5IbFoSO8ArALMPf9xRy05NHKB+muvj6xOFbZAHcsihsxH2UJId6sCbBuoAawOmKVg4WNI7pvIIgCIIgCJerGRNUA6xYsYJXXnmFvr4+rrnmGvLy8ujo6GDDhg0cP36cxYsX88knn+DqOnLKpiAIU4utddVlTV04OTkRHm67CnZ5eTlms/Ls8Nsnq9iRZTs9/HfbUgj0cBp2bP46J/5041zefXiZXb2uT5W3sunxg7x/ukpx+0hp3UujfewuUKZkuNnqH72dxU/fPcPLR8s4Wd5Ct9445ucRBEEQBEG4HMyYQmUDrr/+ev7xj3/w8MMPs2HDBoKDg0lPT2fBggV88sknuLmN/Y2oIAiXTqSNmeqSxi5kWSYuLo7S0lLFfXp7e2loaLBqo1fa2MX/vm+7KNitaeFsnDPyrPGA1HAv3n1oGe+cquJ3O3OHbZ/V2WfkW6+fZl9eA49uTULn5GDZFu3nhr/OkfoO5eNvW2xfGy1b5oZ5sirej3151muoa9p6efXY+XR5SerPEkgK9iAxyJ3EYHcSg9zx0zmOawyCIAiCIAgzxYwLqgEefPBBqqqq+PWvf01FRQXz5s3j888/x8PDutKuIAjTQ6SNNdXtvUZauw3ExcXx2Wef2Ty+vLx8SFDd3z7rFF16k+L+0X6u/HzL7FGPU6WSuGFBKBuSAvjNx7m8lj78eu53T1VxvKyZv92SyvxwL7ueY0m096jHdaFvro1VDKovJMv9LcKKG7r4MLPa8ri/ztESYG9KDmJOiPj7KgiCIAjC5WlaBtUHDhwYcZ+rrrqKTz/9lMLCQn72s5+RlZVltc/KlSsnY3iCIEyCSF/bbbVKmrqYH+6Lt7c3zc3KFbbLyspYtGiR5fO/7sons7JNcV8HtcTjt6Tioh37n0idkwO/3ZbMlXF+/PidLFq7DTb3rWju4cYnjvCddbE8tCqGczXtNmepAQ4XNbF1XsiYxwYwP9yLK2J9x7yGur6jj/q8BvblNfCvfUXcsSSCX103Z1xjEgRBEARBmI6mZVC9atWqUfVSvfHGG60ekyQJo1GsFRSE6WKgrZbSzHJpYxfzw72Ii4sbUqRwsLKyMmRZRpIkjhY38a99RTaf6wcb4ids5nXjnEDmhnnw3TcyOVLcZHM/k1nmT5/lc6CgER9Xrc39ov1c0QxTlG00frghgWPFh9EPU43cXi8dLeOqxABWxvlNwMgEQRAEQRCmj2kZVIeHh48qqBYEYfobaKuVU9Nuta30y0rawwXVHR0dtLa2onJ04ztvnMZW56gVMb7ctyJaeeMYBXk48/J9i3nyQBGPfZaP0VbvLhi2l/X8cE/eeXj5hI0rOdSDx2+dx6Mf5lDd1jvu872RUSGCakEQBEEQLjvTMqi2VYxIEISZLdLXRTmobuwC+i+4OTg4YDAop1qXl5fz1FkTNTYCSC8XB/5801zF9lnjpVZJPLwqhmWzfPnW66coG6alli13L4+a8HFtnBPEutkBnKvpIKemjezqdnKq2zlX025zvbktB/IbMJjMOKhnVGMJQRAEQRCEYU3LoFoQhMuTrWJlh4sa+eFbmbhoNah1gdBcobjfp8fO8lGxp83z//4rKQS4D98+a7zmhXny0Tev4H/fz+btk5V2H+fjqmVDkv2VyEdDo1aRHOpBcuj5lHezWaa8ubs/yK5pI6e6nezq4dd6d/QZOV7awtJZPpMyTkEQBEEQhKlIBNWCIEwbtoLqxk49bx7vD1Bj1BpWOCjuRm1lOeCpuO2ri8NZP0lB64XcHDX8+aa5XBnvx/+8c4aOvpHrO9ywIBStZugMsNFopLe313Lr6emhr68Po9E45GYymWx+PnDfbDaj0+nw9fW13EK9vYn0DWJzSpDlORs6+sipaefhl08ozmTvy6sXQbUgCIIgCJcVEVQLgjBt2OpVPVilyQNZ099f+ULuqj4cMdDH0Kg7xt+Nn21OnKhh2u3aucGkhnny7TdOc6KsGWcMuEp6XCU9LpIeR8mEFiNayYRffTPPPXeEnp4eSxBtK819okiShLe395BA29fXl7QwX5bH+PJZTp3VMXty6/nJptG3IhMEQRAEQZiupmVQ/eKLLwLg4eHB1q1bhzw2Gtu3b5/QcQmCMLmGa6s1oBcHmmVnfKQexe0Bqk7Kzef7QWvVKv52yzycteoJG+eFZFmmt7eX9vZ22traaGtrG3L/ir42kp3bQbZdhbuy1Hbl8MkiyzJNTU00NTWRl5c3ZFuY1pkNDhraZCfqzDrKzV6YUFFQ30lFczdh3iN/rwRBEARBEGaCaRlU33XXXUiSRHx8vCWoHnhsNERQLQjTi7/OiXlhnpyuaB12vzKTNz6qKsVtQaq2IUH1DzfGkxQ8Me2zoD8QbWlpoaysjLKyMqqrq2ltbUWv10/Yc0wFJn0PQWoIooMEGuiRNZwzBpBn8mNvXj3bl0Ze6iEKgiAIgiBcFNMyqF65ciWSJBEeHm71mCAIM9ujW5O487l0Wrptpz5Xmj2Yj3JQHaI6Xz18ZZwf94yzorYsyzQ2NlJWVkZpaSllZWV0dHSM65zTkbNkZL5DFSmaGjIPNdMUtxUfH7G2WhAEQRCEmW9aBtX79u2z6zFBEGaelFBPdn33SvblNVDW1EWX3kS33kS33khX38BHDwyNeThgXUhLJ/XhopHZmBzKb7Ylj7p9ltlspr6+fkgQ3d09+vZYE0WWldePXyoayYyus5y///3vJCQksGzZMsLCwsRFT0EQBEEQZqxpGVQLgnB583Fz5CsLQofd5803q8nJybF6XJLgvTsTiIuNsfv5WltbycnJobS0lPLycnp7lftcXywGWUWV2YMykxfdsparHXOB/sJiTk5OaLVa1Go1Go0GjUZj132z2UxTUxONjY20tLQgy/K4x5mbm0tubi6hoaEsXbqU2bNno1KJHtaCIAiCIMwsIqgWBGFGSklJUQyqAZwctXado7u7m/3795Oenj4hQaa91Go1Hh4euLq64uTkhLOzM7LGkbNtWk43ypxtMGAYVNPshrseJDbIC61WOyEzwkajkebmZhobG61uY1kbXllZyX//+1+8vLxYsmQJqampaLX2fQ8EQRAEQRCmumkZVI+l0rcSUahsYvT29vLEE0/w+uuvc+7cOfR6PeHh4Vx77bX85Cc/wdvb+1IPUbgMRUdHo1KpMJutK2oXFBQMqclwIZPJxPHjx9m7d++Ez0pLkoROp8Pd3R0PDw88PDys7ru6uloFxzVtPXzvt3sUz3m4vIs5kRPXY1uj0eDv74+/v/+Qx2VZpr293RJg19bWcvJ0FpJsnWavpKWlhZ07d7J3714WLVpEWloaOp1uwsYtCIIgCIJwKUjyxZx+mSAqlWpCZmNMJvveCAq2NTU1cdVVV3Hq1CkkSSIhIQFnZ2eys7Pp6+sjKCiI/fv3Exsbe0nGl52dzZw5cyyfnz17lqSkpEsyFuHie/nllyksLLR6PDAwkAcffFDxmIKCAj799FMaGxvH/fwBAQFEREQQGhpqCZp1Oh1q9djad239xxdkVrZZPb4wwou3Hlo23uGOydvpxfzn/T3M1tThIo2ub7aDgwNbtmxh7ty5kzQ6QRAEQRAuB5f6Pf+0nKkWlb6njjvvvJNTp04RExPDe++9Z/nhbWpq4q677mLHjh1s3bqVrKwsNJpp+eMmTGNxcXGKQXVtbS1tbW14eJxvpdXQ0MCnn36quL89JEkiKCiIiIgIIiMjCQsLw8VlYns1r08KVAyqT5S30NDRh5/OcUKfzx5r54Tyg3eDyO4LIErVzBxNLV4q5R7hFzIYDLz//vuEhITg6+s7ySMVBEEQBEGYHNMyyhGVvqeGs2fP8tFHHwHw7LPPDrka5OPjw4svvkhsbCznzp3jxRdf5J577rlUQxUuU3FxcXz88ceK2woKCli4cKFl3XRGRoZiqrgtKpWKkJAQIiMjiYiIICwsDEfH8QW1JpOJtrY2mpqaaG1txWw2I0kSkiShUqmYJfURo25ElkFGQub8x3f2HGPr4jgCAycuDdweni5a5od7cbyshSKzL0V6H4JV7cxR1xKsbh/xeLPZTEZGBldfffVFGO3kkmWZ/56o5J2TlQDMD/dic0oQiUHu4kKwIAiCIMxg0zKoFqaGgwcPAhAcHMzKlSuttnt5ebF+/Xpee+01Xn31VRFUCxedp6cn/v7+1NfXW23Lzc3FZDKxb98+enrsm1l1d3cnNTWVyMhIQkNDcXBwGPWYZFmmq6uLxsZGmpqahtyam5tHDOxX2HjKmlNFHFe3s2XLllGPabxWJ/hzvKzly88kqs0eVJs98DX38IN5Ennnsod9XWfOnGH9+vVjToufKv6yq4DHdxdYPj9a3My/9hUR7efKluQgtswNJi5ArCEXBEEQhJlmSgXVDQ0N/PnPf+ajjz6iqKgIvV6Pl5cXsbGxbNiwgXvvvZfQ0OHb6Mw0JpOJ7OxsMjIyOH78OBkZGWRlZWEw9K9dvPLKK8c8c6/X63njjTd47bXXyM7Opq6uDi8vL6Kioti2bRt33XXXsCmZzc3NAMN+T8LCwgA4cuQIZrNZtNMRLrq4uDjFoLqwsNDuVG8HBwdWrFjB0qVLx121+qmnnqKmpmZc57DFaP9E+4Rak+DPHz/Ns3q80eSMa3wq31q/jvT0dI4fP05fX5/Vft3d3RQWFhIfH38xhjspDuQ3DAmoBytu6OLxPYU8vqeQuAA3tqQEsyUliGg/t4s8SkEQBEEQJsOUCaozMjLYsmULjY2NQ1rXDMzeHDt2jN///vf87Gc/46c//eklHOnF89577/HVr36V7u7uCT93bm4ut912G6dOnRryeG1tLbW1tRw5coQ//vGPPP/882zatEnxHJ6enkB/uxxbKioqgP43zWVlZURFRU3MCxAEO8XFxfHFF1+M+fiUlBTWrl07ZP019F+Uam1tpbW1lZaWFmJiYvDx8RnxfG5ukxdIVbXZV6lclmVaWlomrDJ/QqCOIA8nahSef09uPVtS5nHVVVexYsUKHnvsMctFwcEyMzOnbVDd2NnHd9/MtGvf/LpOHvs8n8c+zycxyJ0tc4PYkhxMuM/Err8XBEEQBOHimRJBdXt7O9u2baOhocGyfnBwYC3LMpIk0dvby89//nPKy8t54oknLuGIL47W1tZJCagrKytZu3Yt1dXVQH+BpZUrVxITE0N9fT27du2ip6eH+vp6rrvuOnbu3MnatWutzrNkyRIAqqur+eKLL1ixYoXV+D///HPL5y0tLSKoFi660NBQnJ2d7U7xHuDu7s6sWbPQ6XQcP34cs9lMe3u7JYju7Owcsv/WrVvtCqp9fHwoKFCe0Ryvsib7/l7U19fz73//m8DAQJKSkkhMTLRr7LZIksTqBH9ePVZutW1/XgNms4xKJeHs7ExiYiKZmdYBaF5eHj09PTg7O495HJeCLMv84L+ZNHZaz8CPJKemnZyadv7wSR4poR5sSQliU3IQoV4iwBYEQRCE6WRKBNXPPvssVVVVlmA6ISGBa665Bn9/f9ra2sjMzGT37t10d3cjyzJPP/00S5cu5c4777zUQ78oAgICWLRokeX26aef8re//W3M5/vqV79qCagjIiL44IMPSElJsWxvbGzklltuYffu3RgMBm666SaKioosM9MDFixYwPLlyzl06BB33XUXb775JvPnzwf637Rv3759SFuiybhAIAgjUalUxMTEcObMmVEd197ebpXJMZyWlpaRd4JxBa8jqWjpoc9owlEz/Nrk7Oxs4Hxmyu7duwkKCiI5OZkFCxaMqeDa6njloLqpS09WVRvzwjyB/pl/paDaZDKRk5PDggULRv3cl9J/DpeyN69h3OfJqmwjq7KN33yci4+rlhh/N2ID3IjxcyM2QEeMvxv+OkdR8EwQBEEQpqApEVTv2LHDcv/BBx/kH//4h9Xa2+bmZr71rW/xyiuvIMsyP/7xj7ntttvGVChouti4cSNlZWWEh4cPefzYsWNjPufHH3/MgQMHANBqtXz44YckJycP2cfX15f333+flJQUiouLaW5u5g9/+AO/+c1vrM73yiuvsHr1aoqKiliwYAERERG4urqSn5+P0Wjk7rvv5vnnnwf6Z/4E4VKIi4sbdVA9Wq2trXbtZ2/rKJ1Oh5OTE7IsW25msxlZluk1mGju6kMCJGTLxx6TxOHCJlYn+Ns8ryzLlqB6sJqaGmpqajh69CjXXnstMTExdo1zwPIYH7QaFXqFhd17custQXVUVBQ6nY6Ojg6r/TIzM6dVUJ1T3c5vP86d8PM2delpKmnmWEnzkMd1Tpr+YNvfjVj//kA7xt+NEE9nVKqJC7bNZjMGgwG9Xo9erx9yf+Bzo9GI0WjEZDKN+HHwfUmSUKvVqFQqq49Kjw181Gq1ODo6Wn0cfF+0bRQEQRAulSnxH2jgDV5gYCCPP/64YjErb29vXnrpJQwGA2+++Sb19fW89dZb3HrrrRd7uBfNZLTG+ec//2m5f+edd1oF1ANcXV159NFHuf322wF48sknefTRR63etERERHDixAn+8pe/8O6771JUVIRGo2H58uV897vfxcPDwxJUX+xWP4Iw4GLM7o1lptrJyQkfHx/LzdfXFx8fH7y9vYctiGYwmVnwq89p7zVabfs0u3bYoLquro6mpiab29vb23n55ZeZN28eGzZssDsd20WrYUm0DwfyrWdt9+bW892r4oD+zIGUlBQOHTpktV95eTnNzc0TttZ7MvXoTXzz9VPoTcrV4WYHufPMnQvZfa6OHZk1ZJQ1M2hV06ioMOOMAae+TpoqG+iuMpAvGXBBj7NkwFVlxFkj4eqowc3JARetxhJkDyypGvgduPC+0Wi0CpiV1rxPByqVyirg9vLywt/fH39/f/z8/PDw8BAFMwVBEIQJNyWC6paWFiRJYtWqVSNeaX7sscd49913MRqN7Nq1a0YH1ROts7OT3bt3Wz6/++67h93/hhtu4KGHHqKjo4Pm5mYOHDjAmjVrrPbz8vLi0Ucf5dFHH7Xa9qc//QnoD779/W2/0ReEyTRr1ixUKtWo+lCPlr1BtU6n4+6778bX1xcXF5cxBfwOahVrZwfw7qkqq227ztVhMsuobcxcKs1SKzl9+jRFRUVs2bLF7gJia+L9FIPqM1Vt1Lf34u/uBGAzqAbIyspi1apVdj3fpfSrj3IorO9U3ObkoOLvt84jxNOZ7Usj2b40ktq2Xj46U8OOrGpOlbdaHeMm9RGiakMn9eEs6XHGiLOkx0Uy4CiZRh6QCczd0N4NI3cHn5nMZjM9PT1D6icMFMscoNVq8fPzswTZAwG3TqcTqfWCIAjCmE2JoNpgMCBJkl1rDYODg1m0aBGHDx8mIyPjIoxu5jh8+LClnY2rqyuLFi0adn9HR0eWLFliKTa2Z88exaB6OG+88QYA119//RhGLAgTw9nZmeXLl1t6q08kSZJwd3fHy8vLrrZxkiQREREx7uddn6gcVDd26jlZ3sKiSOXZXnuDf4COjg5ee+01kpOTufrqq3FxGb6A1uoEf/7fhzmK2/blN3DTwv4WewEBAQQFBSm2FsvKyuLKK6+c0gHOJ2drFNePD/jfa5KI8R/ajzrQw4l7V0Rx74ooKlu6+Sirhh2Z1TTUVpKoriNM1coUfskzhl6vp6qqiqqqob87Tk5OQwLt8PBwAgMDp/TP4VTV1WekuKGLwoYOatv68HZ1YOOcIDycZ+5yPUEQhCkRVI9WbGwshw8fpra29lIPZVo5d+6c5X5ycrJd68/mz59vCaoHH2+P119/nePHj+Po6Mg3vvGN0Q1WECbYmjVr8PDwICcnh87OziFpsfbeBtJJB26enp54eHhckrWcV8b74ahR0aewhvnTs7U2g+obbriBdevWkZOTQ3Z2tlVwoeTMmTMUFxezefNmEhMTbe4X4eNKtJ8rxQ1dVtv25tZbgmron61WCqqbm5uprKy09Lifaqpbe/jR27bX529MCuSWRcOPPcDNgUW6NswOZ6nT1k30EIUx6O3tpby8nPLy8xdL3N3diY+PJz4+nsjISLFmexBZlmns1FNY30lRQ6flY1F9J9UKrfX+8nkBL92bRmyATuFsgiAI09+0/A8x0Oe1ra3tEo9kesnLy7Pct3embHCRtNxc64I8X3zxBV1dXaxbtw61ur/isF6v5/nnn+db3/oWAL/5zW+YNWvWeIYuCOMmSRILFy5k4cKFl3ooE8JFq+GKWD92nbMOyj7NqeV/Ns+2Ocvm6enJsmXLWLZsGS0tLRw5coT09PRhn6+rq4s333yTpKQkNm3ahKurq+J+a+L9KW4osXr885w6/vf9swR5OhPg7oinexhmVKiwviiQmZk5JYNqk1nmO2+cpq1Hec1xkIcTv/tKss2ve0dHBxkZGRw/flx0Q5gG2tvbycjIICMjA0dHR2JiYkhISCAmJmbatX4bD5NZ5nBRIznV7YMC6C6bvwdKatt7+f0nuTxz5/AZcoIgCNPVtAyqBxiN1kV6BNsGFycKCAiw65jBxcWam5utth8/fpzvfOc7uLi4EBkZiZOTEwUFBXR0dKBSqXj00Uf57ne/O/7B09+mq6FhdK1rCgsLJ+S5BWEq2pAUoBhUVzT3kFvbweygkSvue3l5sWnTJpKSknj//fcVf88Hy87OpqSkxHLMhQHkmgR/nvnCOqg2mmVeOFI25DFndSpLVMVEqIempJ89e5aNGzdOuZnBf+8rtKrIPUAlwV9vnoeni3WBuerqao4ePcrZs2cndV3/VKVWq3F1dcXX15fg4GDMZjMmkwmz2Tzkvq3HTCaTpZBaX18ffX19F/3r2NfXR3Z2NtnZ2ahUKiIjIy2z2Be2m5xJ8us6uP/F45Q2jf8i0J7cejp6DeicRBq4IAgzz5R6x5KXl8ehQ4dITk4W7ZcmQWfn+aI69l5lH7zf4OMHrFq1invuuYcjR45QWVmJXq8nMDCQG2+8kUceeYR58+aNe9wD/vWvf/HLX/5yws4nCNPd2tkBqCQwK1SV/jS71q6gekBERAQPPvgge/fu5ciRI8Pu293dzVtvvcXZs2fZvHkzOt35lM6Fkd64OWro7Bv5omePScV+UzSbpRx8VOeLS/X29pKfnz9sqvnFdqKshb/sKrC5/RurY1gcfb4uiMlkIi8vj6NHjw5JKb5Uio3etMrOSPT/sAxcCzHLEgZUGFFjlFXM1tThr7JO3x8Pk8lEe3s78fHxrFu3bsT9u7q6UKlUw/6fMhqN9PX1WQLtwQH3wP2Ojg4aGhqor6+f0Mw2s9lMcXExxcXF7Ny5k8DAQOLj40lISJhR67CNJjPffO3UhATU0P936mR5K1fG+U3I+QRBEKaSKRVU79q1i127dgH9accpKSmkpKSQnJxMSkoKcXFxohXGOPT2nl/nNFy7nsEcHR0t9wdXVB0wb948nn322fEPThCEUfN21ZIW5c3RYuvZ00+z6/j2urhRnU+r1bJhwwYSExN5//33aWxsHHb/3NxcSktLufrqq0lJSUGSJLQaFStifPkk276aF2ZUZBjD2eCQN6RQV1ZW1pQJqtt7DXzr9VOYlK5eAPPDPfnm2lig/+/kqVOnOHbs2JRaolRu9qLUPHKrsmBz+4QH1QPsbau4f/9+0tPTcXZ2ttQvCAoKIiEhwdLnXaPRoNFobC5DuFBvby8NDQ2WIHvgpnSxeLRqa2upra1l//79eHl5kZqayrx586b95MCBggZya637yY9HRknzZR1Uy7LMwYJGqlp7SAjUkRrudamHJAjCBJlSQbU8qIlnWVkZ5eXl7Nixw/KYo6MjiYmJQ96oGI3GKZciOFU5OTlZ7uv1eruOGagWDvbPbguCcPFsSApUDKrdHNVUNHcT5j18xW4lYWFhPPDAA+zfv59Dhw4N+dt8od7eXt59910qKirYsmUL0J8Cbm9QDVBrdqfC7Em4utXyWH5+Pt3d3SNWHJ9ssizz8/fOUtlifVERQOeo4W+3pNLb082RI0fIyMiw++/rYPHx8fj4+HD48OHxDlmRg1pCYfm6FQPqSXl+sD+oHliCMNAeq7q6muzsbHbt2oWfnx+zZ89m9uzZo5oVdnJyIiwszGqtfnd395BAu66ujsrKyjGnl7e0tLBnzx727t1LTEwMqampxMXFTcv3KW+dqJzwc2aUDr+8ZCYzmszc9+Jx9uWdX8Z2x5IIfnXdnEs4KkEQJsqU+Cv/61//mszMTE6fPk1hYaHln9mFb+R6e3s5deoU0F90SJZlXF1dmT17NqmpqZbbvHnzhqQjCv0GCryB8qyzksH7DT7+Unj44Ye58cYbR3VMYWEh11133eQMSBCmgKsSA/jlBW2srkoM4N9fnU9ubQdjLffl4ODAunXrCIuK5dlX3sTFbHv2UpIkkpKSLJ+vShj9TNRxYxghqjbUUv/ffbPZzNmzZ0lLSxv94CfQOyereP90tc3tv9gQSdaRvZw6dWrUdT60Wi2pqamkpaXh4+ODXq/nxIkTQy5mTgRJkvjdtmRanQLZm1fP3twGqlqV/wfUm11xMPpiQI0eNXq5/6NBVqNHg15WY0LCU+rFW9WNt9SNt6obF2mEolWSRH67iia5FbVKQqNSfflR6v+oliyPNzXbbvs2MNt84MABvLy8LAF2SEjImDLZXFxciIiIGFK8s6enh8LCQnJzcyksLBzT90OWZQoKCigoKMDFxYW5c+eSmpqKv7//qM91KbR269mVU2/Xvp4uDsT4uRHj78asLz8eL2vmn3uLrPY9XdFKn9GEo2byLt5MVW8crxgSUAO8dLSMtbP9WRU/PX4uBEGwbUoE1T/5yU8s97u7u8nMzOTUqVOcPn2aU6dOkZ2dbUldHgi0B1rcGAwGzpw5w5kzZ3jxxRct54mKihoSZG/atOnivqgpaHAf8Lo6+9q4DG5b5u09curgZPL39582b0gE4WIJ9XJhTog7Z6vaAfDTOfK7bclo1CrmhHiM69ztvQZ+sLOCs90JpGhqSFHXoJKsZ61XrVpFVFSU5XN/nROx/m4U1Fun1mrVKvQm61nAdtmJXJM/SZrzf5syMzMvaVBd2tjFL94/q7jNQ+phi38bOZ8fH3YmX4mnpyeLFy8mNTV1SAaRVqtl06ZN9PX14eDggFqttqQ527oN7KNSqYa0fwOG3B+wdnYAsixTWN/JF4WNHCtuJr20meau/tn1UrMPpWYfRtIquwxJJ3fGMCTI9pa6cZd6LSn9LSYn7n7h5IjnlZC53bEZtR0T0C0tLRw+fJjDhw/j5uZmCbAjIiIs3SjGwtnZmeTkZJKTkzEajZSWlpKXl0deXh7t7e2jPl93d38Ww5EjRwgNDSU1NZU5c+YMWV411XyYWa34ewpw08JQ5oV5fRlEu+LjZv06fNy0ikF1n9HM2ap2FkRcfmnPtmb+X0svF0G1IMwAUyKoHszFxYWlS5eydOlSy2Mmk4lz585ZguzTp09z+vRpWlr6r2YrvaEpKSmhpKSEd955B0mSRKVw+tMLB5SVlQ2z53mDC+wkJCRM+JgEQRi/DYmBlqD6jzekKL7JHa3OPiN3PZdOVmUboOK0MYRykxfLHUrwUZ0vXBQdHc0VV1xhdfzVcwIp2GNdfd+MjCSBUhyaaQwmRt2Io2QCoKqqisbGRss62otJbzTzzddP0aU3DXncR+okRVNDuLoVqQ1GE05HRESwZMkS4uPjbc6qzp07dxyjto8kScQG6IgN0HH38ijMZpnChk6OFTdxtKSZY8XNNHaObna2BweqzB5U4QFffsk0mPCSevBWdWPGvjRtZ/SWbIXR6OzstLS/cnZ2Jj4+ntmzZxMdHY2Dw9irTWs0GmJiYoiJiWHTpk3U1NSQl5dHbm6u3RenB6usrKSyspJPPvmEpKQkUlNTCQ8Pn3LFzWwFgCGezvxuWwoq1fDjTQxyx0WrpvuC3x/oTwG/3ILq1m49mRWtitv25jXQ2WfEzXHKvSUXBGEUpsVvsFqtZs6cOcyZM4fbb7/d8nh5efmQGe3Tp09bgsDRzhxcDmbPnm25f+bMGbvWo588eX5mYfDxgiBMHTenhfHE/iJuWBA6ITMe3Xoj9/wng5PlrUMeb5Zd2KGfTbK6lnkO1bi5urBt2zbFAHF1gj+PKwTVRpPMihhfvii0LoKmR8NpYwiLHc5fzMvKymLNmjXjfk2j9djn+V9eUACQCVR1kKyuIUQ9+plKgCVLlrBx48aJG+AEUqkk4gJ0xAXouGNpJLIsU9zYRXpJM8eKmzhW0kxNW+/IJ7qAETUNshsNJvuXDumk8ae+9/T0WC6+q9VqgoKCLOupExISxlzwVJIkgoODCQ4OZvXq1bS0tFhmsEtLS0f1vsNgMFjG6OPjw8KFC1mwYIHdRUQnU35dB5mVykX2ts0PGTGgBtCoVcwP91L8PT9e2gxXzhr3OKeTLwobFbs0QP8FvN3n6tg6L+TiDkoQhAk1LYJqW8LDwwkPD2fr1q2Wx1pbWzl16tSQYDsvL+8SjnLqWLZsGY6OjvT19dHV1cXx48dZsmSJzf37+vo4evSo5fNL8cZWEISR+eucePVrS4gLGH8tiV6DifteOE66jX7MMiraPWO4ZdsG3Bxs11qYG+qJj6uWpi7rol1+Okebs1i5Jj8S1PV4qPqDuMzMTFatWnVROz+8daKSJw8UATKhqjZSNNXjrohdUFDAhg0bptyMpBJJkpjl178+9ta0cGRZpqK5h6MlTRwrbiarspXSpi4Mpom/eF0n63izdy46qRedqg+d1EegqoMA1diqdJtMJsvscGZm5oReHPby8mLJkiUsWbKEzs5Oy9K1karmX6ipqYlPP/2UQ4cOsWrVKlJTU8eVvj5ebw9ToOwr80PtPs/CSOWgOqO0BbNZtis4nyn2X7CW+kI7smpEUC0I09y0DqqVeHp6snr1alavXm15bKKLvkxXbm5urF27lo8//hiA//znP8MG1e+88w4dHf3tNLy8vFi5cuVFGacgCKM3N8xzVPv/5fN8Vsb5siDi/LrYXoOJ+186weGiJpvHhXo58+rXlhDsOXw3AJVK4sp4P945WQWAEwbMSOjRcLS4iQevnMVjn+dbHSej4rgxlLXa/lnutrY2ysvLiYyMHNXrG9DW1sbp06dpbm7GbDZjNpuRZRlZli33Bz6aTGaKGzqp7+hlo4OMMwbcVeP//+Hn58eCBQswm82XNFgaK0mSCPdxIdzHhZsW9pe+M5jMlDd3U1TfSWFDJ0X1XV9+7LSrR/kwz0Y3WrplLXWDrrk4oydc3UqEqoVAVTtjicfCwsIm7aKGm5sby5cvZ9myZVRWVnLy5Emys7NHVQm+s7OTHTt2cPjwYVavXk1SUtJFbyNqNJl551SV4rZFkV5E+trXwgwgLVK5Dktbj4HChs4JuQg4HciyzIGC4YPq/XkNdPQa0DmNfamCIAiX1owLqpVM5WIgF9vDDz9sCaqff/55HnnkkSFVewd0d3fzi1/8wvL5Aw88MC1bggiCYO3T7Fr+truAv+8p4BurY3hkbSyyDF9/5SQH8m2/+Qv2cOI1OwLqAavj/XnnZBUSMqu0RbhJfezXz6KmDa6M9+X19HKqFdKKK8xe1Jh0BKn7L+plZmaOKaguKSnh9ddfH9WFVRUQOEFxTEpKCosWLSI0NHRazFCPhoNaZZnNXj/ocVmWqe/oo7C+k8L6TooaOi336zvGfoGiBy15Jn/yTP44YiRM3UKEqoVgVbvda7BDQ+2bZS0sLOSLL75g7dq1Vi24RiJJkiXVfOPGjeTk5HDy5EkqKirsPkdzczNvv/02hw4dYu3atcTExFy0n5+DhY002Pg+3bDA/llqgHnhnmhUEkaFvOf0kubLJqjOq+ugrn34n329ycyuc3Vcnzq6r7EgCFOHiJIuM5s3b+aKK67g4MGD6PV6tmzZwgcffEBycrJln6amJm699VYKC/tniry9vfnRj350qYYsCMIEqm/v5cdvZwFgluHxPYXsz2/AT+fI7lzbLXT8dY68+rUlo+p7vTLOD7VKIllVRaCqP0C+WpvLcWMoXxQ08sONCXz7jdOKx6Ybw7lGlY1KgpycHDZt2jSqglPl5eW8+uqrGAwjtHqaBGFhYVx99dUEBwdf9Oe+1CRJIsDdiQB3J5bHDC0wpzeaMZjMGM0yJrOM0Wzu/2ga+PyCx80yjR19/HZnLiWN59Pv+9BQaPKj0OSHAyZCVa2Eq1sIV7ehHqYZt70Bcnl5OaWlpTz33HOsXr2aFStWjGnG2NHR0dKFpKGhwbKGuqvLvqUEtbW1vPLKK0RERLB27VrCw8NHPYbRslWgzMlBxabkoFGdy0WrISnEQ7FA1/HSZm5fEmF90Aw03IXKwT7KqhFBtSBMYyKonuI2bdpEdfXQHqmD21wdP36cefPmWR338ccf23xD9+qrr5KWlkZNTQ2lpaXMmzePK6+8kujoaBoaGti1axfd3f3VfTUaDW+++Saenp4T9poEQbg0ZFnmB29l0dI9NNC0VZRogK+blle/tmRUqZ8AHs4OrAw0Ed50/m+YSpJJc6ig6Ohn3PXNu5kb6qH4/C2yC0UmX2I1jfT19ZGXl8ecOXPset6qqipefvnlix5Q63Q6rrrqKpKTk2fczPRE0GpUaDWjD05XxPryh0/y+M/hUqttBtSUmH0oMfugNpgJVbdzVbABTUetpRUngEqlsvsiR2Vlf2ApyzJ79uyhpKSEbdu2odONfWbVz8+Pq666ijVr1lBQUMDJkycpKCiwq7hZWVkZzz33HPHx8axZs4aAgIAxj2M4bd0GPs9Wrmi+MSlwTKnJaZFeikF1RqntXuQzzX47g+oD+Y209RjwcBYp4IIwHYmgeorLyckZtv1VV1cXmZmZVo8Pt44rNDSUPXv2cOutt3L69GnMZjN79+5l7969Q/bz8/Pj+eefZ+3atWN/AYIgTBkvHimz+w3eAC8XB165bwkx/vZXcB7Q3t5OVMdZzArxpXtfA088+QTfvHIz9/5XOag/aQwhUt2Mg2QmMzPTrqC6traWl156aVRrWcdLrVazbNkyrrjiiilRvXmmcdFq+H/XJrE+MYAfvJVFVWuP4n4mVJSZPHmmAmYHRvPzLSE49DRTUVGBwWCw63tjNpstQfWAkpIS/v3vf3P99dcTGxs7rteiVqtJSEggISGBjo4ODh8+THp6OiaTddG+Cw1UGk9JSWH16tV4eU1sW6oPsmz3pr5hwejS4AcsjPTm6YMlVo9XtfZQ1dpDiJ1LSaarbr2RjBL7LiDoTWZ25dTxlVGm2QuCMDWIoPoylZCQwLFjx3j99dd57bXXyM7Opq6uDk9PT6Kjo7n++uu55557Lkl/WEEQJkdh/egqKHs4O/DyfYuJDxzbDN2+ffswG2yvJexob+fE7ve5ZvZyPjzXarW9By3FJh/iNQ0UFhbS2dlps9o4QH19PS+++OKQGcrJlpCQwPr16/H2Vi7KJEycZTG+fPLtK/i/Hed44/jwa5TP1XZw52t5fHtdHPdsmY+z1r4CcfX19YoXZLq7u3nllVdYtmwZa9asmZAaIzqdjg0bNrB48WL279/P6dOn7Zq5zsrK4uzZsyxcuJCoqCi0Wi1arRYHBwfLfa1Wi0ajGVXauq3U72APJ5bO8rH7PIMtHKYf9fHSZkJmeMXro8VNNi9UKPnoTI0IqgVhmhJB9RRXWlo6aefWarVs376d7du3T9pzCIIwdfzqujksm+XDT949Q2v38KnROkcNL92bRlKwx5ifb+PGjZjNZk6fPm1zn+7ubhaoyvhU7TXkzadO6mWhppJwVf8sjyzLnDlzhqVLlyqep6mpiRdffNGydEVJZGQkbWYn0kubMZpBBmSkL29gRsJd6iVKPfLMkp+fH1dffTXR0dEj7itMHJ2TA7+/IYUNcwL48dtnhi1+ZjDJ/PHTPJ7YV8SWucHcuDCU1DBPm6n5BoNhxP+5hw8fprS0lBtuuGHCLqR4enqydetWli1bxp49ezh37tyIx5jNZtLT00lPTx92v8GB9sB9T09PkpOTiY+Pt+xXWN+hmKYNsG1+KOoxtr/ycXNklp8rRQ3W68jTS5pnfBupA/mja692sKCBtm4DHi4iBVwQphsRVAuCIFxGrk4OIjXcix+8lcnBAuU3fK5aNf+5J42UUM9xPZdWq+W6667jRLMGc9lJHCTlGZvSony2J63gmaw+dE4aUrW1RPSVWlV1zsrKUgyqW1paeOGFF+jstD0TnzB7NlkOCbyaXgkMN/MuE+VRCp3KXxsnJydWr17NwoULp2V7rJliTUIAn33Hi1+8n80HmdXD7tvRZ+S19HJeSy8nxt+NGxaEsi01BH93pyH7OTg44OrqilarHXb5QHV1NU888QTXXHPNkCKf4+Xn58fNN99MVVUVu3fvpri4eNznNBgMGAyGIcXRKisrOXv2LBs3brS01XzrhHIbLWDcM6dpUd6KQfXxy2Bdta3lNjH+boqZQwaTzGc5tdy4cGzp9oIgXDoXtwGiIAiCcMkFejjxwt1p/GJLolXhKGcHNc/dtYgFw6RtjtbqZYvYoU+kxexkcx/n2iy+tjyMfd9fxT3LIhTbJNXU1FBfP7RCeVtbGy+88ALt7e02zx0eHcPr9UFfBtS2uWjV/OO2+dx781bF7QsXLuSRRx5h8eLFIqCeAjxdtDx+ayr/vG0+XnbO7BXWd/K7nbks/d0e7vlPBjvP1KA3nr/Yk5yczIMPPjhiUTO9Xs/bb7/Ne++9N+Hr90NCQti+fTt33HHHpFaQ37dvH3q9HpNZ5t1Tyr8bCyO8iBplgULrcyjP6OfVddDaffFqH1xs5U3dQ6rWD/bwqlkEeyj/PfzoTM1kDksQhEkypWeqy8vLx3W8SqVCp9Ph7u4uKrEKgiAMolJJ3LMiipVxvjxzsIQzVW1E+rry/fXx434TfaGl0b70ql3ZoU9ks/Yc3irrQlMd7e0s1dbg45ZCSkoK+/btUzxXZmYmV111Vf8xHR28+OKLtLa22nxuN78Q/lniS1NPx7BjnOXnypN3LCDGv38WOzExkZycHAAiIiLYuHEjQUGjaykkXBybU4JIi/LmJ++cYdc55erVFzKZZfbk1rMntx4vFwe2zgvhxoWhJAV74O3tzT333MOePXs4fPjwsOc5ffo0lZWV3HDDDQQGBk7Ey7GYNWsW0dHRnDt3jj179tDYOLpU4pH09vZSXV1NaZ+LzT7KE7G+Ny3Kdpr8ibIW1s6enGrml9r+AttFIVfG+ZFT3c4zX1gXcfuioJHWbj2eLqLooSBMJ1M6qI6MjJyQYFiSJOLi4li0aBG33norGzdunIDRCYIgTH8x/jp+95WUSX0OZ62apbN82JfXwGFDJJu151D603706FFSUlIICgoiPDxc8cJqVlYWa9eupaenhxdffJGmpiabz1sv63ipIgATJjykHjylHsrM1m/wNycH8fsbUnBzPP8vcd26dTQ1NbFmzRri4uLEhdkpzk/nyNPbF/DOySr+34fZdPQa7T62pdvAfw6X8p/DpSQGuXPjwlBWxfuzas06oqKiePfdd4ddq9/Y2MjTTz/Nhg0bWLRo0YT+rEiSRGJiIvHx8WRmZrJv375hszJGq7KykrfKlXvPO2pUbE4Z/4WkUC9nAtwdFQP39NLmmRtU5ykH1XNC3PF1c2RzSpBiUG00y3yWXcdNi0QKuCBMJ9Mi/VuW5XHdzGYzeXl5vPzyy2zevJnU1FTOnDlzqV+WIAjCZWNNgj8AjbIbuSZ/xX1kWeaNt9/FYDQxd+5cxX06Ojo4d+4cL730Eg0NtmeC6s2ufNYXiwNmlmpK2ao9y3KHEpw4X6BNrZL42ebZ/OO21CEBNYC3tzcPPvgg8fHxIqCeJiRJ4isLQtn13Su5e3kknmMo9pRT084vP8xh9Z/2kfDzndz1dgVZujRMrn7DHmcymfj444956aWXOHr0KJWVlRiN9gf2I1Gr1cyfP59HHnmEq6++moiICNzc3HB0dBzXz2dJWTmf5djoTT0nEPcx9Ka+kCRJLIpUnq2eqeuq9UYzR4qUMwuujOv/WZoX5mmzpdgOkQIuCNPOlJ6pDg8Pt/yzqKmpwWAwWNpNSJKEh4cHrq6udHV10dbWNmSbVqslMDAQg8FAS0sLPT3n0w0zMzNZvnw5Bw4cYN68eRf9dQmCIFxuVsf7A9kAnDSGEq5uwVWyrkDe2ljPLb9+mdBZs/FWqZHN1v1733rrrWFbDzWaXfhcH4e71MtV2nycpf7gRouZuZpqjhkj8NM58s/b5g+bmiqC6ekpwN2J/70miR9fncCunHr+e6KCA/kNmEfuVjWEWR7opwyHiGCOWkuqporhCmEXFxdbCoyp1WoCAwNZu3bthFWJd3BwYPHixSxevNjymCzLGI1G9Ho9er0eg8FguT/w+blz5yzLGQYrLa9Ab3QHrF/UDRPY2mlRpDc7sqwDxazKVnoNJpwcZlaNghNlLXTplXuPr4ztD6olSWJzShBPHbAuSHeosJGWLj1eriIFXBCmiyk9U11aWkpBQQFf+cpXMBgMqNVqvva1r1nSn5qbm6moqKC5uZn29nb27dvHfffdh1qtxmAwcMMNN1BWVkZXVxf5+fn86le/wtOzv51GZ2cnN910EyaT8h89QRAEYeKEebsQ69/fY9qAmmOGcJv7JpjL+PxsFcUGd8XtwwXUzWZnPtfH4yIZWD8ooB4Qr25gRagjHz2yYtiAWpj+HDVqNqcE8Z+70zj847X8cGM80WOsFyAjccYUzE59Ap2yfYGOyWSiqqpq0ovaSZJkqVzu5eWFv78/oaGhREdHk5CQQHJyMqmpqcpj7OvBFetiYUEeTiyb5TthY7Q1U20wyTZbeU1nB2ysp3Zz1DB/UBHIzcnK6fUms8yn2bWTMjZBECbHlA6qAb7xjW/wl7/8heDgYI4fP86TTz7JypUrcXUd+o/R1dWVlStX8tRTT5GRkUFgYCCPPfYYX//61wGIiYnhf/7nfzh16hQhIf19EYuKinj11Vcv+msSBEG4HN2Sdj6QLjd7UW7yVNzPQTKz2KGMIpP1m/peWUOJSfkNeqvZic/08ThIJtZr83CSrNNvVZLMZt9Gq3ZKwswW6OHEw6ti2P29K3n7oaXcsijMKuXfHg2yjg/6kig12VcdX0aiXXKzb99hLhaNV2io7VlnP5V1a6dt80PG3JtaSXygDp2T8tc7o7R5wp5nqrC1nnrZLB8c1OffeqeEehDqpZwCLqqAC8L0MqWD6l27dvHUU08B8MYbb5CSYl8xnblz5/LGG28gyzJPP/00u3fvtmyLiIjg6aeftny+Y8eOiR20IAiCoGj70gjWJgysp5Y4ZgjHICv/G4pQt6LCTI/c/0bcJEucNQbydl8yBwzRVu252s2OfKqPR0JmvUOeYmr5gLzcXKqrh+9tLMxMkiSxIMKb330lhfT/WctjN81labTPqM6hR8M+wywOGyIwysMHnk1mZ67511Gu++ch3syooFtve531oUOHeOONNygrK5vwANvZ2RlfX+WZZz+VddunbfMnLvUb+usX2GrTl3GJ1lUbTWZ25dTxjVdPcvXfDvLwKycmZNa8vqOXnBrlYnJXxg9dmz+QAq7kcFETTZ3KVdkFQZh6pvSa6meeeQaABQsWsGzZslEdu3z5chYuXMiJEyd4+umnWbt2rWXbhg0bLJVlT5w4MaFjFgRBEJQ5qFU8c+dCDhc1sfNsDfvyGjjVHkKaQ4Xi/osdyik1euKsMnHcGEqnfD6QzjCGs16bD0CnrOVTfTxmJDZqc3FX2X4j6uHhwbp16ya8/ZEw/bhoNWybH8q2+aFUNHfz1olKPsyspthGb+GhJPJN/tSb3VjpUKzYJg6g0dyfVXe6opXTFa08uiOHrfOCuTUtnDkhHpb9jEYjx44dsxTiCwoKYsmSJSQlJaHRTMxbtdDQUMW2XBfOVM8P92SWn32z66OxKNKbfQozuCfLWjCZ5QmdGR9OVWsPb2RU8GZGBbXtvZbHz9W0czC/kXceXkZsgG7M5z+Yb7v12cB66sG2JAfz5H7rddX9KeB13LbY9lIZQRCmjikdVGdkZCBJEsnJyWM6Pjk5mePHj5ORkWG1LS0tjfLy8mGrxwqCIAgTS5Iklsf4sjzGF1mWKapfyBsv/wdDh3UKqKtkQJIk9hlirLZVmz2oNbuhk/r4VB+PHg0bHfPwknqt9h0QFRXFLbfcgqOj44S+JmH6C/N24TtXxfGdq+Lo0ZuobOmmvPn8rWLQ/V6D2XJcq+zCB/okglXtBKna8VN14SN14SD179NgHhqcdvYZeeVYOa8cKycl1INb08K5Zm4wxXk5dHSc76VeU1PDu+++y+eff86iRYtYuHCh1bK30QoNDeX06dNWj/tI3agwY/4yefGGBZPTysnWuuqOPiO5te0kBXsobp8IRpOZPbn1vJZezr78BmwlAnT0GXl0Rw4v3btYeQc72FpPHe3nSpi3dfuyOSHuhHu7UN5s3bbtozPVIqgWhGliSgfVNTX960nG2pZi4LiB8wzm49Of7qXXWxfoEARBECafJEnEBLhz1y1f4ZlnnlFMeY1TN1Bg8qNJtg4osoxBdONIanQQc3qy6G62PcMYFhbGrbfeilYrqukKw3PWqokN0CnOVsqyTENn3/kgu6mHipZu8us6OFHZBoCEjKfUg6+qixqzcrE9gKzKNrIqz/B/O7K5SZevuE9nZyd79+7l4MGDpKSksHjxYgICxtbX2da6arUk4y110yi7TVhvaiUpoR5o1Sr0JrPVtoyS5kkJqiuau/tnpY9XUN9hXyr1wYJGTpa3MD/cvnXzg5nNMgcLlGeqlWap4XwK+L/3FVltO1LURGNnH75u4kKgIEx1Uzqo1ul09PX1Kc402yM9PR0ANzfrNKbe3v7ZjIHgWhAEQbg0QkJCSEtL49ixY1bbVJJEhLaDpj7roLra7MmbX0sj/8inFFbZrpQbGBjIbbfdJgJqYdwkScJf54S/zokFEUNnXgvqOngtvYK3T1bS0iPRYrKelVTiamhD7hp+XbHRaOTkyZOcPHmS6OholixZQkxMDCqV/aVx/Pz8cHBwwGCwrjfgp+qk0eTGhqRAPJzH35taiZODmpRQD46XWb/WjNIW7loeNSHPY/hyrfRrGRUcLLA9Kz2cv+8u4Pm700Z93NnqNpq7lCdrLlxPPdjmZOWg2izDJ2druX1JxKjHAtDareeVY+U0d+lZGefHylhf0SpQECbJlA6qExMT2b9/P3l5ebz77rtcf/31dh/79ttvk5eXhyRJJCYmWm0vLS0FsFm4QxAEQbh41qxZQ07O0BTYoKAgrrnmGoq6HLjj2XSrYyRkdnzwHqq2Kpvn9fX15Y477sDZWbnCriBMlNgAHb+4JpEfboznk7O1vJpeTnrJyJWtI9WjK9Q10Avbx8eH1atXM2fOHLuOU6vVhISEWN7/DOan6uKcaWJ7UytZFOVtI6huRpblcQV8Fc3dvJpezn+PV9I4zgJfe/MayKxoZW6Y56iOs1X1W6tRsSTK9iROUrA7kT4ulDYppIBn1YwpqM6saOXeF45bvhbPflHC+sQA/nZLKs7amdUXfCRGk5n2XiOt3Xraegy09hjo6DXi7qRhToiHyAQQJsSUDqpvvvlm9u/fjyzLbN++nZdffpmtW7eOeNz777/P3Xffbfn81ltvHbJdr9dz8uRJJEkiOjp6wsctCIIgjI6joyObNm3ijTfeQKvVsmbNGtLS0lCpVATJMgmBOnJrOwYdIbNMU4qqzXZRIE9PT7Zv3z7utaiCMBpODmquSw3hutQQCus7eSOjnLdOVNLSrVyRPt0YRqXZg0R1HaHqNrufp6mpibfeeov6+nrWrFlj1zGhoaGKQbW/qpNAdyeWx0zuRMOiSC/+rfB4fUcf5c3dRPiM7Xf1lWNl/PKDHMXU8rH6+54Cnrlz0aiOsbWeenGU97CB7EAK+D/3Ws9WHytpor6jF3+d/W0ASxu7uOc/GTRdMGv+WU4dtz97jGfvXIiny/TP3Clv6uZ4WTP1HX39wXK3gfYeA609elq7DbT1GGjrNtDRN/wy0jBvZ+aFeTEvzJN5YZ4kBbvj5HB5XXgQxm9KB9X33Xcf//73vzl79ixdXV1s27aNlStXctttt5GWlkZoaCguLi50d3dTWVlJeno6r776KgcOHLCszZszZw733XffkPPu2LGDjo4OJEniiiuuuBQvTRAEQbjA7NmzWbduHcnJyXh4nF9fKUkS910Rzff/m/nlIzJpmnJiNbYDajc3N7Zv3467u+01rYIw2WL83fifzYl8f0M8n2bX8dqxco4UN12wl0S12YNqswcexh5mq+uI0zShwr4A8cCBA4SEhBAfHz/ivhqdctDsJum5bo73pFfgXhDujSShmJKdUdoypqA6u7qNX7yfjck8ujzvuAA3bk0L571TVWRWWl/M2HWunrNVbUOqtA+nvdfAyfJWxW1XxtlO/R6wOTlYMag2y/Dp2VruWBpp1zgaOvrY/ly6VUA94ERZCzc+cYQX7kkj2HN6ZfD0GkwcKW5if14D+/MbKLGrUv/IKpp7qGju4cPM/laLDmqJxCD3/iA73JPUMC8ifFxE6rwwrCkdVGs0Gj744APWrFlDSUkJ0P/P48CBA8MeNxBQR0ZG8sEHH6BWD73a9OabbxIR0Z9Ks23btkkYuSAIgjAWK1asUHz82rnB/OGTXOo7+pinqSZRU2/zHM7Ozmzfvh1vb+Vqw4JwsTlq1Fw7N5hr5wZT3NBpKZ514ex1m+zMUWMkJ42hXOndQbyqjs7ODhtnPe/999/n4YcfVqwhM9ixetuB52J/m5smjIeLA/EBF2ad9MsoaR5T+vmfP8u3O6B2clCxJSWYW9PCmB/uhSRJRPq4cvd/lGv3PL67gKe2L7Tr3IcLG22OY6UdQfXsIB3Rvq6KLd12ZNXYFVR39Rm594UMxUrigxXUd/KVfx/mxXvSxtU+bLLJskxJYxf7vgyijxY30WecuGwEWwwmmczKNjIr23jhSBkAXi4OzP1yJntJtA9pkd6oLlIbOGF6sL/CxSUSERHBsWPHuOWWW5Bl2a4bwE033cSxY8cswfNgr7/+OiUlJZSUlChuFwRBEKYWrUbFncsiSVLXME9TbXs/rZY77rgDf/+LECEIwhhE+7nxk02z2fHNKwjzVp4p1KPh82YvDjouYtM11xESEjLsObu7u/nggw8UK+gPMJll3jvbTIdZOe3X2GE782Mi2WqtlVE28vrzC50oa2ZPru0LbAMSAnU8ujWJYz9dx59unMuCCG/LrOOqeD9SQpVnoz/LqSOnut2usezPV079DvJwItZ/5L7fAyngStJLm6lvt90uEPoLtD38ykmyFGbdldS09XLDE0c4MYav+2Tq1hvZlVPHz987y8o/7mXNn/fz6I4c9uc3XJSA2paWbgP78hr4664CbnnqKJseP8gxq6wT4XI25YNq6C808+qrr3L27Fm+973vsWDBAhwchlandHBwYP78+Xz3u9/lzJkzvP766/j5jXxlUBAEQZgekh0bWeRQaXO7RqPhq1/9KsHBwRdxVIIwNiGezrx+/1KbgTVAZlUHvz7axU2338W9995LUlKSzX3z8/M5ceKEze2HixqpaeulQVYO8Corbf9uTaSFkcqtqoobukZVYEyWZf7wSZ7N7c4Oam5eGMZ7X1/Ozm9dwfalkYqVzSVJ4ptrYm2e5x97C+wai60iZStj/exOG7YVVMsy7Dxru8OBLMv8+O0zNgN7W9p6DNz29DF25dSN6riJVtbUxdMHivnqM0eZ98vPue/F47x0tIyK5p5LOq7h5NZ2cPNTR/n266eoG+GCh3B5mNLp3xdKTEzkj3/8I9D/B6S9vZ3Ozk5cXV3x8PAQax0EQRBmqKysLPZ89onN7SZZImXFRpF9JEwrIZ7OvPa1Jdzy1FEqW5QDiMyKVrY/l85L96Zx44034unpyaFDhxT3/eSTT4iMjFTsbPL2if6gucHsSrTaenayuroak8lktWRuoqVF2V6Wcby0hY1zAu06zxeFjRyzUV19bqgHL9+3GJ2Tfe3B1s72JzHInZwa61npj8/UklfbQXyg7TTpooZOqtuUA6vhWmldKD5Axyw/V4oarFPAP8qq4c5lkYrH/fmzfN4+afuiiK117AB9RjMPvHyC31w/h5sXhds91vEqb+rmozM1fHSmmrNV9mUDTBSNSsJZq6ajd/gCZvZ473Q1n+fU8e11cdy1PBIH9bSYrxQmwbQKqgeTJAkPD48hxWwEQRCEmUmlUqFSqTCbrdP/zDIcMERTWmRi26qLPzZBGI9QLxdev3/kwPqOZ/sD69WrV1NUVERtrfXMpdFo5J133uHee+8dEhy39xr4JLt//waz8ky1wWCgvr6eoCDl2dKJEuThTKiXs+JrzShttiuolmWZP31qe5b6hxsT7A6o4cvZ6rWxPPiy8kz/3/cU8I/b5ts8fp+NWWqVBMtn2V9RvT8FPJjHd1vPjmeUNVPb1kugx9Aq4C8dLeMfewttnjPE05nn717Ej97O4pSNQmoms8yP3j5DQ0cfX18dM2mTVBXN3Xx8poaPztTYnaZuj7gAN3zdHPF0ccDDWYuHs8OX9x3wdO7/6OHigKdL/zZXrRpJkqhv7+VURSunyls5XdFCVmUb3XrTqJ+/S2/i1x+f483jFfxyaxLLRvE9F2aOaRtUC4IgCJePOXPmoNVqefPNNzEah84uHDJEUWb2pqygkdzadhICRcVvYXoJ9XLhta8t4danR5ixfjadF+9NY9u2bTz11FNWvwvQP+O8f/9+1qxZg8ksc7qilVeOldFr6L8g1Sy7YJIl1JL11GVlZeWkB9XQv666ssW6v/zxUvvW936WU6dYsRtg2SyfMbUGW58YoNC6r99HZ2r4dn0HMf7Ks9UHCpTXo6eGe+HhYn9wD7AlJUgxqO5PAa/h7uVRlsc+OVvLL94/a/Ncni4OvHhvGrP83Hj1viV849WT7B5mDfqfPsunoaOPX1yTNGGV4Ctbvgyks2psfs9Gy9PFgZWxfqyK9+OKWD/8dGPrM+3v7sSGpEA2JPVfyDGZZfLrOjhd0crp8lZOVbRQUN9pc5b/QgX1ndz29DE2pwTxs82zCfKYXtXVhfGZdkF1R0cHR44c4eTJkzQ2NtLR0YFOp8PX15f58+ezdOlSdLqpW8lQEARBGJu4uDhuv/12Xnr5FUzG/qrJRw3hFJnPv4F+5mAJf7px7qUaoiCMWZi3iyUVvKpVObA+XdHKnc+l88I9aVx11VXs3LlTcb9z5fXsfPM0e/IarFormVHRJLvgL1mnGFdWVrJo0eh6M4/Fokhv3j1lHVSfrW6nq8+Iq6Ptt6cms8xjn+Xb3P79DSO3FlOiUvXPVj/8ykmrbbIM/9hTyF9vSbXa1msw2SxYtTJ29LV94gJ0xPq7UVDfabXto6zzQfXx0ma+9fopmwGfo0bFs3cuYpZff2aCs1bNk3cs4CfvnOG/J2ynir9wpIzGTj2P3TwXR83YlgJUtfaw80wNO7JqOF3ROqZzDCZJMDfUkyvj/L4sLOc5Ke3f1CqJ2UHuzA5y59a0/lT4jl4DZyrbOFXRytHiJg7auIAy2EdZNezNreeRNbHcuyIKrUakhF8Opk1QXVZWxq9+9SteffVV+vpsF7JwcnLitttu42c/+5lYWycIgjDDREZGcvddd/LEs/8hUx9ArilgyPb3T1fxww3x+Ls72TiDIExdYd7nU8FtBdanyr8MrO9eREFBAYWF51N/TSoHDhsiKMrVAdZB64AGsxv+KuWg+mJYZKNY2cDM+nAzzR9mVpNXp9xmbN1sf+aHK5/bHhuTAm0GtB9kVvPNtbFE+w1Nnz9W0myzKvVo1lMPtjkliL/usp6tPl7WQk1bz5ets47bfF6VBP+4bT4LIoZ+LTRqFX+4IQU/nSP/2mfdE3vAR2dqaO7S8+T2BbjbSKM3mMzUtPZS2dpNZUvPl7duCus7JyS128dVy5Vxflz55Wy0t6ty1frJpnNyYFmML8tifPn66hgOFzbyvx9kK/6MDNatN/H7T3L574kKfnltEleM4QKLML1Mi6B6YH1Qe3v7sO0iAHp6enjuued46623eO6557j++usv0igFQRCEiyE0NJQFV9/Cy+/kWm0zmGReOFLKDzYkXIKRCcL42R1YP5/BysgUjFIZGtlAlcmdQ71RdDNy8NG/rtq64nNTUxPd3d24uLiM92UMK8bfDS8XB6s+3QDpJc02g2qDycxjn9uepf7uVWObpR6gUkk8sjaWb752ymqbWYZ/7C3ksZvmDXncVtVvTxcHkkPGVvdnc7JyUA3wn0Ol7Miqoa3H+ms34P+uS+aqxADFbZIk8cONCfjrHPnljhybM91Hipu4+cmj/HBjPPXtvVRZAuf+4Lm2vRc724PbbW6oB+tmB7Aq3p+kYPcp2Qd6WYwvH3/rCl44XMpfdxXQ2Td8sbPihi7ueDadq+cE8rMtiYR4Ts2U8MbOPo6XNtPeYyQhSEdKqOelHtK0M+WD6k8++YRbbrkFk8lkCai9vb1JS0sjMjISV1dXurq6KCsrIz09naamJmRZpq2tjVtuuYUPP/yQ9evXX+JXIQiCIEykaxZE86c95YpBxyvHyvn66hhctFP+X5wgKLI3sD5V3kq4KgJXqY9zpgDAviCkwexqc1tVVRWxsbZbTE0ESZJYEOHNrnPWgf3xYfom//d4JeXN3YrbrpkbTGLw+OspbE4O4m+78hUrcL9/uppvrokl0vf81+9AgXJQfUWs35hTlGMDdMQH6BRn5J88UDzssd9cG8tti0eu4n3X8ih8dY58543TGEzK0fG5mnbufj7DvkGPUUqoB5uTg9iUHESY9+RezJkoDmoV910RzbVzg/nNx+d473T1iMfsPFvL3rx6rk8N4dq5IaRFeU9KCru92nsNpBc3c6iokSNFTVa1BK5PDeG325JxcpjcbgAzyZR+x9Hd3c29995rKcQRGRnJ73//e66//no0Guuhm0wm3n//fX70ox9RVFSEwWDg3nvvJT8/H2fnqXllSBAEQRg9jVrFPSui+NWOHKttrd0G3j5RyR1LIy/+wARhgtgTWAOUm0ef7rxhXhSuFcV0dVmnsFZWVk56UA2QFuWlGFSfLGvFYDJbtSbqNZgUC3hB/1rY76ybmDGrVRKPrInl22+cttpmMsv8a18hf7ihv25DVWsPhTbSgFfGjq8C9OaUIPI+V05zt+XmhWGj+jpsSQnGy0XLAy+dGHHGdSIlh3iwKTmIzclBhPtMj0Baib+7E3+9JZVb08L53w+yFYvcDdZrMPNaegWvpVcQ4O7INSnBbJ0XwpwQ90lvC9xrMHG8tIXDRY0cKmriTGXrBZkGMoGqDjykXhrNLrx7qoqqlh6e2r4AT5dLk3o/3UzplfPPP/88NTU1SJLEwoULOXnyJDfeeKNiQA2gVqvZtm0bJ06csBTaqK6u5vnnn7+YwxYEQRAugpsWhqKzUdDo2S9KME10bqIgXGQDxcuCPcZXI8BRo2Jtgj+/uT6ZYz9dy2O3pBIWFqq478VaV70wUrlfdY/BRE61dd/il4+WUduu3Av6hvmhVmudx2NLShBRvsqz+e+crKLiy9nyA/nKs9QAV8aNbw3tpuTRVWFfHe/Hr6+fM+rgbHmML6/fvwRft7FV0LZXUrA7P9wYz/4frOLDR1bw0KpZ0zqgHmxxtA87HlnB/16TaPN/0oXq2vt45osSrvnHF6z5837+8nk+RQ3Dr9MeDYPJzImyZh7fXcAtTx0h5f99xu3PHuNf+4rIrBgaUGswsdahgI3aPJY6lHGN4zkWa8pIL23ihieOUNminB0iDDWlZ6p37NgB9AfLr732Gp6ennYd5+7uzquvvkpCQgJms5kPP/yQhx9+eBJHKgiCIFxsOicHbl0czlMK6ZB17X0U1HeI9lrCtBfu48Lr9y/llqeOUN2mHFQq8XXTsibBn3WzA1gR62u1HCI0NJTcXOu6BFVVVZjNZlSqyZ13mRPsgZODytLqa7CM0mbmhnlaPu/sM9osrKVVq/jmBM1SD9CoVXx9dQzf/2+m1Tbjl7PVv92WYnM9dUKgbtzFEmP83Wy2+LrQ3DBP/vnV+WjUY/uezQnx4J2HlnHHc8coa5q4ACoxyJ3NKf0z0pE2LlLMFBq1iruXR7ElJZjf7czl7ZP2X5wqaezib7sL+NvuAuaEuLN1bghb5gaN2JKrW2/sX+ve2kNVSw9Vgz6eq2m3s+e2zAqHEsLUQ4vLzdbUY0DFyfowtv3rMM/fvYik4LHVCLhcTOmg+uzZs0iSxIoVK5g1a9aojp01axYrV65k7969nD1ru4efIAiCMH3dtSyS574owfjlZXd/nSN3LY/ktrRwkbImzBj2BtZxAW6smx3AusQA5oV6DlvoKTRUeaa6t7eXpqYm/Pwmt1qxVqNiXpgnR4ut11CnlzRz3xXRls+f/6KE5gtagw24bXH4pBR/um5eMI/vLlBcw/3WiUoevHIWhwqV2yuNter3hbakBI0YVEf6uPDcnQvHXUMi3MeFtx5cxt3/SedslXWmwHC8XbWEejl/eXMh3NuFZbN8JjR7YLrw0zny55vmctviMH7+XjY5NaP7Wp6taudsVTu/2XmOtEhvrp0XjI+rlqrW3i8D5m5L8KxU6G+0UtQ1RKpblLdpammXnSjs8OPmJ4/yxO0LWDHOZQ0z2ZQOqhsb+/9YxcTEjOn4WbNmsXfvXst5BEEQhJkl2NO5f+1hbQdfuyKaa+YGi56gwow0EFh//61M0kv6A1GNSiItyrs/kJ4dMGw6rSzLnDt3jri4ODQaDcHBwUiSpNhVpbKyctKDaoC0SG/FoPp4WQuyLCNJEq3desVsFABnBzVfXz2294gj0ahVfGN1DD98O8tqm8Ek88hrp+iwsQ75yglqn7QpOYg/DdOT29dNy4v3LMZnglK3/XSOvH7/Uh79MJv/nqi0VAb3sQTNLkOC51AvZ0K8nEVRSAULIrz58JEVvHqsjL/sKrB5UcgWWe5v13asxHbhvvEKV7Uw38F26z2ApZoyOsyO1PW5c9fz6fzxxhSuT1W+IHe5m9K/Bc7Ozuj1ejo7x7bGYOA4UaRMEARh5vrN9cm4aNWTXuhFEC61cB8X3rh/CdnV7ZhlmQgfVzyclfsID9bd3c2OHTvIyclh2bJlrF+/Hq1WS0BAALW1tVb7V1ZWkpqaOhkvYYhFUcrrqpu79BQ1dBHj78aTB4ptBq93L4/ETzd5a4Gvnx/C33YXKBaKs9WL2UWrZoGNPtyjFe3nRmKQu+Jsp4tWzfN3pU34umQ3Rw1/uGEuP9+SSGu3AR83rQiax0itkrhjaSQ3LgxjX149H2RWs+tcPXob/cUvJi+pmyschq8kD6CWZFZrC/mwL4kusyPfeSOTmrZeHrpylvife4Ep/VsSHBxMa2srBw8eHPWxsizzxRdfIEkSwcHBkzA6QRAEYSpwtbMwjHBpdOuN7Mmt51xNOwaTjEYl8dUlEXal7J4qb6HXYMZP50iol7No70J/O6o5o+h/XFRUxHvvvUdHR38a8eHDh4mNjSUqKorQ0FCbQfXFkBruhUpCsd/x8dJm3J01PH+oRPFYnZOGB1aObmngaDl8ubb6p++esfuYpdE+OGom7uf066tj+PqrJ4c8plFJ/Pv2BSSHTt4aV52TAzqnkS/YCCNzclCzcU4QG+cE0d5r4LPsOj7IrOZQYeNFL6jp6eLAsgg3gmtyMPbaF9wXm3zo5vxyqj98kkdNay//79qkS9oWbKqZ0u9EVq9eTU5ODtXV1Tz++ON885vftPvYf//731RWViJJEqtWrZq8QQqCIAiCMIQsy2SUtvDWiQo+PlNr1a5nfVKgXUH1//sgm8xBM4K+bo5W6aeD74ug+zyDwcDu3bs5evSo1bZ3332Xhx56iLCwMI4fP261vb6+nr6+PhwdJ7citJujhqRgD85UWc/6ppc2k1vboVjIDOCBldF4uEx+0HfDglD+safA7iJxE7WeesDmlCCKGuJ4cn8RXXoTIZ7O/P4rKWJt6zTl7uTADQtCuWFBKA0dfXx8poYPMqs5Uaa8rnm8XLRq0qK8WT7Ll6WzfIj3d+Xll1+irNe6D/uFzDKkG8PJNQVYbXvpaBl17b08fmuq+Lv7pSkdVN9+++3885//BOD73/8+Go3GrireTz/9NN/5zncsn99xxx2TNkZBEARBEPpVtnTzzskq3j5ZOWwVYQe1fbMbetPQWZzGzj4aO/s4XdGquL9S0B3m7ULYl2s/J3IGcarT6/WcOaM8w9re3s5nn33GihUrFLfLskx1dTVRUVGTOUQAFkZ6KQbVB/IbaOtRLsTk46rl7uWTPzboL6j20OoYfv6efUVvV07QeurBvrk2lruXR9JnNOPh7GDVw1uYnvx0jty5LJI7l0VS0dzNh1nVfHC62q6K74NJUn+RzhBPZ0K8XL786ExikI6UUM8hPy87duygrKzM9pj8/GhoaMDR0ZG+sDRyz9q+mPRZTh23PX2UZ+9chJerKAw6pYPqxYsXc9NNN/Hmm29iMpl45JFHePrpp7n77rtZvnw5ERERuLq60tXVRXl5OYcPH+aFF17g5MmTlgIXN910E4sXL77UL0UQBEEQZqRuvZGdZ2p560QlR4qb7DpGa2dQYDCNbu3hcEG3JEGAzokwb2fCvFy4YUEoy2Jm7myfq6srW7du5dVXX1Xcfvr0adasWYOzszM9PdZrhisrKy9KUJ0W6c3zh0qtHm/stF3Y6eHVMRd12cdNC0P5555Cm32yB0T4uExa6yidkwO6STmzMBWEebvw8KoYHl4VQ15tBx9kVrHzTC1lzd2opP6inCEDN6/zH0M9XQj0cLKrQGdGRoZiZsqA2bNnc8MNN7Bjxw6WLl2Kn58fIQdL+PXH52wec7K8la/8+zAv3JNGmPfM6Ds+VlM6qAZ47rnnKCkpISMjA0mSyMrKGjILrWSgkuWiRYt49tlnL8YwBUEQBOGyYTbLpJc289aJSnaeqaHLrn6o59nbT9c4yqB6OLIMte291Lb3klHawuJo5SJZM0lcXBwLFy5UfCMtyzL5+fmEhoZSUFBgtf1irateGDm670OQhxNfXRw+SaNR5qhR8+CV0fy/D3OG3e/KuMmvmC7MfPGBOn4QmMAPNiRgMstIMGx7PHuUlJSwc+dOm9sDAgK4/vrrUavVbN261fL411ZGE+DhxPfePI3BpLz+u7ixi+v/dZj/3L1oVPUeZpopnz/i4uLCvn37ePDBBy2tH0a6qVQqHnroIfbu3YuLy+V91UQQBEHoDyBG29JEsFbR3M1fd+Vz5Z/2cstTR3nrROWoA2qwP/3b1pu4iRDmZd/7g9ZuPYX1Y+tCMhWsX78eDw/lN7q5ubk2+1VXVlYqttuaaH46R6JGMbv7zbWxl2QN5y1p4fiPUGl8MlK/hcubWiWNO6BuaWnhzTffxGxWvkjp4uLCrbfeilarnMJ97dxgXrgnDZ2T7bnYxs4+bn7yCPvzG8Y11ulsys9UQ39LrH/96198//vf5+mnn2bPnj2cPn0ag+H8WhsHBwfmzZvHmjVr+NrXvkZ0dPQlHLEgCIIwFeiNZj7MrOaZL0rQqCQ++MZy0QZklAwmM7vP1fHKsXK+KGxkrHGWzlFDQpAOR43a7hY9kxnU2Zuq+O6pKn75YQ4JgTq2pASxOSV4VEHgpabVapkzZw6HDh2y2lZcXMz8+fMVj+vq6qK1tRUvr4lpDzWchRFelDSOXDgp0seFa+YG0dDRR0evgY5e45c3A+29Brr6TOicNIR4OhPs6Uygh9OEBeBODmoeuHIWv9qhPFvtoJZYOstnQp5LECZKX18fr732muISDwCVSsXNN9+Mp6fnsOdZNsuX/z64lLuey7C5DKJLb+Ke/2Twu23J3LgwbLxDn3amRVA9IDo6mt/+9reWz9va2ujs7MTNzc3mVVhBEATh8tPWbeCV9DJeOFxKXXuf5fFjJc0siRZvfO1R0dzNa+nlvHm8ksbOvpEPUKBRSaxO8OeGBaGsjve3a93fYId/spZeg4matl4qW7qpbOkZ9LH//uDvr73UKokgDye79v0oqwaA3NoOcms7+NNn+SQFu7MlJZjNyUET3id4MsyePVsxqDaZTPT22l4nXFlZeVGC6kVR3vz3xMjp5pUtPcz5389GdW5fN0dCPJ0I/jLQDvZ05ta0sDH1Xr4tLZx/7ytUXO+9MMJbtPcTphSz2cy7775LfX29zX02b95MRESEXedLCHTnnYeXcdfz6eTX9Wfv+EsdNMkumOi/eGUyy/zgrSx6DCa2L40c92uYTqb1b7+Hh4cIpgVBEIQhmrv0XPH7PYppyc8cLBZBtZ2e/aKE/xwuHdOxiUHufGVBKFvnBePrNr62TE4OaqJ8XW3ODvcZTdS09l4QcHdT0dJDRXM39R3WQXewp5Nd67qrW3s4rtDqJru6nezqdn7/SS5zQz3Y/OUMtj1twi6F4OBgdDqdpVf1YIWFhZaKvxeqrKwkOTl50se3yM511cYx9PQdKF43uDWbvWuyu/qMQwJlZ62aB1bOUizctHVe8KjHJgiTad++feTm5trcnpaWxoIFC0Z1zmBPZ/774DLuf/E4reW5LNaUUW72Yp9hFjqpD5Ms4ejixooZXATSlmkdVAuCIAjChbxdtSyK8mZfnnWQsOtcPfvzG2ZMQaGuPiOF9Z209hgIdHci0MMJdyfNhKS435oWPqqg2sdVy9Z5IXxlQQhJwRfvgrejRk2kr6vNqsu9BhOVXwbYFS3dVDR32z1L+fGZmhH3yaxsI7Oyjd98nEtapDd3L49kfVIg6nGug5xIKpWKhIQEMjIyrLYVFBQwe/Zsm0H1ROnsM2KWZdydrHtLR/q44OvmOOaMiNHwcdXalRJuMsukPvo5Lo5qwr1dCPN2Idy7v13R3FCPIUH60mgfbligvDZdEBoaGqiursbBwQFXV1fc3NxwdXXF0dFx0pYjGQwG8vLybG6Piopiw4YNYzq3m1bFHaEtHK/pb80VqW7hRlUmrpKBXHMgP7xrNdF+bmM693QmgmpBEARhxvnaFdGKQTXA9/+byaffXon3NO6rWdzQyXOHSnj7RBU9hqEz8i5aNUEeTgR59K8pDfLoD7aDB33u4eww4pu5+EAdCyK8OKEwUzvAQS2xJsGfGxaEsSreb0r2z3VyUBPj70aM/+jf5O3IGjmoHiy9tJn00mbCvJ25e1kUNy0Kw22KpATbCqr1ej2OjsrZBDU1NRgMBhwcrAPhkXT1GTmQ30B6aTMZpc3kVLfzk6tn87WV1jVvJEliUaQXO8/Wjvp5RivEy75sgrr2XvQmM/puM63dbWRVWvfSVkng6aJFbzLznTczv/y9c7L8/gV5OuHr6jjuQlMzkSzLtLW1UVtbS21tLfX19RgMBlQqFWq1eshN6TEPDw/mzZs34vPU1NRw6tQpzGYzJpMJs9lsua9Wq3FwcLDctFrtiJ9rNBp6e3vp7OzE1dWVoKCgEcdQWFjIp59+avW4RqPB1dV1SKCt9NHJyckyFpXKvr+xDg4O3HPPPbz77rtWs9VeXl7ceOONqNWjrzfQ29vLm2++SXFx8ZDHXaX+OlfJLu3MC708s4inxl96QRAEQZhAy2b5kBjkTk5Nu9W2ho4+fvx2Fk/esWBaFS2TZZnDRU08+0UJe3Jtr5Hr1psoauiiqMF24ScnBxWP35LK+qTAYZ/z1rRwxaB6dpA7Ny8M5dp5IdP64sRweg0mNGMMhiqae3h0Rw5/+TyfW9LCuHNZJKF2VhufLJGRkTg5OSmuoVZKC4f+NZm1tbWEhdlfdKizz8hzX5Tw9IFiOvqMQ7allzYrBtXQnwJ+MYLqYA/7gury5u4R9zHL/ctNmrv0Ni8+OaglAtwHBdoeToT7uPDVxfatY50JTCYTDQ0NlgB64Dbcev6RhIWF2RVUt7S0kJ6ePubnGU5qauqQ9lO2uLoqZ9EYjUba2tpoa7O+YGOLRqNBq9Vabi4uLtx1112K+zo6OnLTTTexf/9+9u/fD/QXLrz11ltH3R3JaDRSWFjIjh076Oy03Q3B0NtNaWnpZVkw+pIH1eXl5RflecLDL25PQ0EQBOHSkSSJn26aze3PHlPc/llOHW9kVHBL2tT/39BnNPHB6Wqe/aKE3Frl4Ge0eg1mPJxHnn3ckhLEox9m095rxEWr5tq5wdyaFk5KqMe0uiAxFk4Oat56aBnVrT18fKaGHVk1nK5oHdU5OvqMPH2whOcOlbJxTiD3rYgiNXzyC38pUavVxMXFkZWVZbWtvLwcBweHIV1VBlRWVtoVVPcaTLxyrJx/7S2kyUb7uuOlzZjNsuLM7fqkAH6789yo26hJErg5anB3csBZq7YEubYE27nu3Z6g2h4Gk2wprAf9gXeol7NdQXVXn5E9ufX46xzxd3fCX+d4UYqhGY1Gurq6hvw8DP59V6vVI1aLBjh48CDZ2dk0NDRgMo2+9d5w7J1ltXdmdyyGCy4Hc3ObuFRoo9GI0Wiku7v/53Ok4FilUrF69Wr8/f1577332LZtG/7+/nY9l9lspqysjDNnzpCTk2P3RZCsrCwRVF8KkZGRk/6PWZIkjEbjyDsKgiAIM8aKWF/uXh7J84dKFbf/8sMcFkf7TNn2SC1del48UsZLR8smZa1pkB0zdk4Oaktf4K3zgtEprIed6YI9nbnvimjuuyKaiuZuPj5Tw0dnahTTgW0xmWU+yqrho6waFkR4ce+KKNYnBthVLG0iJSQkKAbVXV1dBAUFUVNjne5eUVHB0qVLbZ7TaDLzzskq/rorn+q24d90t3QbKG7sJMZfZ7Ut1MuFb62N5U+f5Vsec9WquWNpBCGezuicHHB31qBzckDn1P/R3UmDq1ZjFaT36E1Ut/VQ3dp/q2rttdyfHWT93ErKmyYmqFYyUr/rAWVN3Tzy2qkhj/npHIn9cjlDjL8bMX5uxAS44edme32uwWCgu7ubrq4uurq6FO8Pfkyvt31RAsDHx4dHHnlkxPG3t7dTWzs52Qf2BstjSXG2V1fXyG3gYGKD6gvZ6i19oaSkJCIjI23Omg+QZZna2lrOnDnDmTNnbGaxDOfcuXNs3rx5TMtGprNLHlQPmMxelIIgCMLl6UcbEzhc2ERenfUbgx6DiW+/foq3Hlo2JdcCN3b28Zdd+SPvOEb+7va9sb/vistvxsGWMG8XHrhyFg9cOYuypi4+OlPDjswaxWUGtpwoa+FEWQs/3ZTA/StnTeJorcXExKDRaBQnGmwFKbaKlcmyzM6ztfz5s7xhlxpcKL2kRTGoBvjGmlgWR/uQUdqMu5MD16QE4+Ey+jfmzlo1s/zcmDWOYkkTNVOtJMDdvnZu9R1DL1JImGnp6OZwRx+Hi5qGbHN30hDj70asv44Yfzd03dVUnD2Gvq9XMQPhYggMHH55yXhcrjPVF7I3qAblNPS+vj6amppobGykvr6e3NxcGhsbxzUmHx8fOjo68Pa2r6r/THHJg+rw8PAZn0ImCIIgXBpODmr+ess8tv7jEHqT2Wp7ZmUbj+8u4Hvr4y/B6IYXG6BjZZwfB/KVC66Nh70VkAXbInxceXhVDA+viiG7uo1nvyjhw8xqu9KXtRoV2+Zf/GrRWq2WWbNmKVYFtrWus729nfb2dtzd3YH+YPpgQSN//DSPM1X2z9YPGOmYRZHedrfYmkw/2zyb2xaHU97cXzG+/MtbRXO3Yp/q0bhwptpgMNDZ2UlHR4fl1tnZyZmSWtY71OMsGXCR9DhKJgqMvhwyRlmds73XyMnyVk6WtwIQrWpkpXZilouM1UwPqtvb23nllVesnkMprtFoNJYiaRPJnqBalmU6OjpobGy0urW3239BcDje3t6kpKSQnJyMj8/l2bbykgfVpaWll3oIgiAIwgw2O8idH26M5/8+su4tC/DPvYWsjPObEm/kL3Tviqhhg+rEIHfuXRHF1cmBtHQbqG3roaatl9q2Xqpbe6ltP/95XXsvA21+Az3smykT7JMU7MFjN83jRxsTeOlIGS8fK6O12/bs4LbUELv6dz91oIjMijaivmwZFuXrQpSvG14uI1dvtyUhIUExqB5u1q2yspLExEROlrfwh09yOVrcbPfzuTtpWJcYQFqkN4uivImeosstLuTv7oS/u5NiX/uuPuOX7dl6qG3rodryO9dDbXsvNW296I1DgycJGR+pi0BVB07VTbz44klL8NzT02NzHMEXxI6Okn3LGfsm8S2+vT97/v7+SJI0Yjaqp6cngYGBeHp6IssyJpNpyG2gWvfgm5+f7baIHR0dlJWVUVpaSlFR0ahe22gVFBRM6vlHUl9fz/PPP4+TkxNOTk44Ojri5OSESqWiubnZEjyPlNI/Fq6ursyZM4eUlBSCg4Mv+0nSSx5UC4IgCMJku2d5FPvyGvii0DqtzSzDd944zcffukKxh+6ltDLWl1h/Nwrqzwc8kgRrEwK4d0UUS6K9LW9kXLQaQoYpwmQ0mWns1FPd1oPZLJZcTYYAdye+vyGer6+O4e2TlTx3qIRihdToe1ZYzzQqOVTYxH6FiyruThpm+buxfJYvm1OCSAjU2f2GNi4uzmagY6s6+LHcCh7L6GbXuTq7ngPA2UHN3csjeWDlrDGlcE9lro4aEgLdSQh0V9wuyzKNnX3klVRSWFRMfXUF3c21YOq/0NJXB8WKR47M3qBaL1/6t/gODg74+vpaeqCrVCr8/f0JDAy03AICAnB2tq94nC1tbW2WILqsrIympqaRD5oh9Ho9ZWVlF+35HB0dSUxMJDk5mcjIyEnNBJhuLv1vnCAIgiBMMpVK4s83zWXDXw8oziBWtvTw/97P5rGb5138wQ1DkiTuWRHFT945g4tWzY0LQrlredSYiqtp1CoCv+xZLUwuZ62a25dEcFtaOPvy63nmYIllDezKOD/iAuwrllXapLxWub3XyKnyVk6Vt/KPvYVE+7myOTmIzSlBxAcMH2C7uroSERExYqZgm9mJKrM7VWYPqtINgH0BtYNa4ta0cL6xJgZ/3eX5s7Zv3z4yMjIsFZonkhb7gureSXyLX97czd93F3DN3GAiR/hbtGLFCmRZJjAwEF9fXzSa8Y/LaDRSWlpKXl4ehYWFtLQotzMTJsZA54Dk5GRiY2MvuwJk9hJBtSAIgnBZCHB34nfbUnjw5ROK2985VcXqBH+umRs86WPp6jPa3Rrn+tQQuvqM3LggbMbN+M10KpXEmoQA1iQEkF3dxnNflHJ9aohdxxpM5i/bMI2suKGLv+8p5O97CpllCbCDiQtwUwywExISFIPqwbPUhwyR1Mv2Bf/Qn0Fx/bwQvnNVHGHel7Yn96Umy/KkBNQAPk4St6WGU1jXSWFDp832YbZmqs1yf2q4zs2VUD8vXFxccHV1xdXV1eq+k5MTTx0o5rkvSgadQUZGoufzfP78eT4poR5ckxLMlrlBih0F5s6dOxEvm+7ubgoKCiyB9GSkMwvnSZJEVFQUycnJzJ49Gyeny/MC2WiIoFoQBEG4bGycE8jNC8N443iF4vb/efcM8yO8hk2jHq83j1fwh0/yeP3+JcT4j1wV1slBLSpwzwBJwR78+Sb7A4yK5m5MY0jTL2ro4vE9hTy+p5AYfzfLDPbg2fGEhAQ++eQTq2PVarWln3CIuo16o31B9VWJAXx/fTzxgfYH4dONLMv09fXZFVxERUVx4MCByRmIsY9fXzfHcrGkuUtPYX0nBfUdFNZ3UljfSVF9JzVtPRwyRNIna+iT1fTiQK+sQY8GGYnfbU7mlrTwYZ9KlmU+zm2lG9vFsLIq28iqbOPXH58jLdKba+YFs2lOID521AwYSXNzM3l5eeTl5VFWViY6BU0ijUaDj48Pvr6+hIWFkZSUhE43c3+fJ8O0Darff/99S6XK7du3X+LRCIIgCNPFL65J5FhJE6UKfWjbe418943TvPq1JahVE1905cn9Rfx2Zy4A2589xlsPLSN4EgN4Yfqylfo9GoX1nfxtdwF/211ArL8bCyO9WRnry9XJQZa+1M7OzsTFxTF79mwiIiL485//jNFoJFjVzqkRzr802ocfbIxnfrjXuMc61ZjNZurq6igrK6OsrIzy8nICAwO54447Rjw2NDR0yAWK0XBwcECn01lubm5uQ+5f2BbJ21VLWpQ3aVFDCy129hkp+jLIrm3vpa3HQGu3ntZuA209BkK9Rs4myK5up7hxFO3SSptJL23m/32QzfrEAL63Ps5m+zQlZrOZqqoqSyA9sBZ7onh6ehIREUFkZCQRERF4eXlhNBoxGAwYDAb0er3ixwsfGxzc27qvtG2gyJrRaLT748Btori6uuLr62t18/DwEOujx2naBtU//vGPyc/v798pgmpBEATBXq6OGv5y8zxueOKI4kzgsZJmnjpQzEOrJq6HsCzL/O6TXJ7cf748UXVbL3c8e4z/PrgMb1f7e40Kl4cwLxceWRNDSWMXJY1dlDZ20aUffZA2oKC+k4L6Tho6erk6OYi1a9eiUqmIiIgY0p4oKCiIiooKfKQutBjRK7xVTAn14Acb4lkR4ztjKv4ajUaqq6stQXRFRQV9fX1D9qmoqMBkMo3YzsnBwYGwsDDFFHuNRkNYWBgBAQGKwbOjo6Pla2o2m+nt7aWrq4vu7m4MBoPdM+ZujhrmhnkyN8xzVF+H3t5eWltbaW1t5ZOcZtQS2NElbgiTub+H+afZtWye7c32VG90DrIlQB0cyA583t3dTXFxMV1d47+YNMDb23tIEO3p6Wm1j4ODw5RfI2w0Gunr66O3t9dyu/DzCx83GAzodDqr4Hm8ReEE26ZtUA39b1Jmyh9zQRAE4eJJDffiW2tjeezzfMXtj32exxWxvswJ8Rj3cxlNZv7n3bOKKedFDV3c/Xw6r3xtCW52rrEWLg+xAboh/dNlWaahs4/Sxm7O1bTzydlajpU0MdoM8SNFTRhMZmJiYhS3h4aGUlFRgUqCYFU7pebzM6Ax/m5876o4Ns4JnPbvv2RZpr6+ntzcXIqLi6mqqhpxRlCv11NXV0dw8Mh1F6KioigtLUWlUhEaGkpUVBSRkZH4+/sPCZS7urqoqKigq6tryGMD9231NXZycsLDwwNPT0/LbfDnzs7Oit8jg8FgCZpbWlqGfGxtbbVq73WjVkOZyYsSsze1Zh1g//fdLMOHOc3szGkgSV3LHE0tDtLE9mkezNfXd0gQPdBbfbrTaDRoNBqrLAVhahH/wQVBEITL0sOrZrE/v4ETZdaVYw0mmVeOlfPbbcnjeo5eg4lvvX6KT7NtV07OrGxj55kablwYNq7nEmY2SZLw1znhr3MiLcqbO5dF0tDRxyfZtXyUVc2xkmbsWXLapTdxsqyFxQr9l6E/qB4QomqjU9YSomojRN3OHx54CLdp/MZelmWqqqo4d+4c586do7nZ/n7bA8rKyqyCaoPBQFdXF52dnZZbd3c3sbGxSJJEd3c3mZmZHD58GIPBdv/y0RiYmayrU/7botVqLUG2o6OjJWgerh+5EifJSLymgXga6JIdKDV5U2LyplEeuR7EACNqMk0h5Jn8SdVUEatuYCJW1zg6OhIbG0tcXBzR0dG4udk/JkGYaCKoFgRBEC5LGrWKv948j6v/dpDOvvMzVFq1ih9siOdeO3sJ29LRa+D+F09wpHj4nqk/35IoAmphTPx0jtyxJII7lkRQ39HLJ2dr+SirhvTS4QPsgwWNdgXVsZpGYjXne7tXV1URFxc3YeO/GEwmE+Xl5Zw7d47c3Fza29vHdb4TJ05QX19Pa2sr7e3tdHZ2WqWJTwV6vZ6GhoYJXZfsKhlI0tSRpKmjw+xIibk/wG6R7av23osDR4yRZJsCWKipJEzVymgTHjw8PEhISCA+Pp7w8PAJadElCBNB/CQKgiAIl60wbxd+eW0S3/tvJgCx/m787ZZUEoPHlzbY1NnHXc9ncKaqzeY+apXEH29IYdv8UJv7CIK9/HVObF8ayfalkdS397LzbC0fnakhQyHAPljQwPc3xCuex8PDA51OR0dHh9W2ysrKKRFUm81murq6aG9vH3Lr7OxEpVKhUqno7u6mpaWFpqamCZsdBmhsbKSxsXHkHWc4naqPFFUNKZoaWsxOlJh8KDF70yGPXB29XXbmuDGUUG2rXcnkwcHBxMfHEx8fT0BAwLRfeiDMTCKoFgRBEC5r2+aHsC+/AR9XLT++OgEnh+GLEFU0d9PcpSfIwwkfN0erKuFVrT3c8cyxYavmOmpU/PO2+axLDJiQ1yAIg/m7O3HnskjuXBZJXXsvO8/U8PGZWo6XNWOW+9e66o1mtBrlar9hYWHk5ORYPV5ZWTnZQ8dsNtPR0WEVMA++dXR02FxrLFx8XqpevFRVpMpVlJq9OWEMoXOE4HqBptJmCrharSY6Opr4+Hji4uJmzNpoYWYTQbUgCIJwWZMkib/ePM/uFlpvHq/g73sKAdCoJALcnQj0+PLm7sTHZ2qoaeu1ebzOUcOzdy2yaoEjCJMhwN2Ju5ZHcdfyKHoN/dXDR7pwFBoaqhhUV1VVYTabx9V6ZyBoHljje+Gtra1NBMxTgCRJuLq6WlpBmc1mzGYzJpPJZr9oSYIodTPhqhZyTf5kGYPpUwg1QrS9LA52Rqt1R6PRWCpwu7q6EhkZSXR0NI6O4+9zLQgXkwiqBUEQhMveaHpSDw6YjWaZqtYeqlp7hjniPF83R164ZxFJweOvKi4IozVSMD1g8Lrqwfr6+mhsbMTf319x+0BrpIHq1V1dXbS1tVkFziJo7jdQ0dnFxQVXV9chtwsfc3FxQa1WD7kgMfhrO3B/NF9bnU6Hl5cXnp6elo8D93U6nc3WYQMB9kCQfeFHSZLQaDT0mODZwxX850g5euP5cf39vjUzsre5cHkTQbUgCIIgjELtMLPQwwn1cublexcT6Tt9qycLlwetVoskSYozkgcPHsTDw2NI+6eBj1OxYNfFplarcXNzs7q5urpafT7wdR6NgcBXidlsprOz0yrgNhqN6HS6IUGzh4fHmIt8DaxbH4k78NPNSdy5PJo/f5bHu6equHpOoN0B9ctHyzhb1cb1qSEsivRGNRElwwVhkoigWhAEQRBGoabNvlnpweIDdLx4bxoB7iMX8RGEi02WZaqrqy0VsocrxHXmzJmLOLKpxcnJaUg/aA8PD9zd3YcEzU5OTpeskJZKpcLd3X3KrUEO8XTmsZvmcc/yKDycHew+7uWjZeTWdvB6RgUhns5clxrM9amhxPiL1lnC1COCakEQBEGwkyzLw66XVrIgwovn7lyEh4v9byYF4WLKzc3ljTfeuNTDGBO1Wo1Op7MEk5IkYTAY6OzspKqqCicnJ8uMsMlkwmAwYDQaMRqNVudyc3MbEjBf+NHJSVwUG485IfYvezlX005u7fkK9FWtPfxzbxH/3FtESqgH180L4dp5wfi6ibXXwtQggmpBEARBsFOX3oTRNEwD4AtcGefHv2+fj4tW/LsVpq7o6GjUajUmk+lSD2VEMTExLFy40BJEu7i4KKYiDxTYspXibDabLcG10WjE2dkZBwdx4WuqeO9Ulc1tWZVtZFW28euPz7Ey1pfr54eyISkAR419NQMEYTKI//KCIAiCYCc3Rw15/7eR5i49NW291Lb1UtPeS21bDzVtvdS191LX3oebo4YtKUHcuSwSB/XYKyULwsXg6OjIrFmzyM/Pv9RDGZFKpSIhIWHE/QaKZQ13Hq1Wi1arncjhCRPAZJZ577TtoHrwfnvzGtib10CwhxO/uCaJDUmij7VwaYigWhAEQRBGQZIkfNwc8XFzHFU6oyBMZQkJCRMeVLu4uODm5mYpkDVQ4OzUqVP09Nhfm8DR0ZGAgAACAwMJDw+f0DEKU8+Roibq2kdX9K66rZcHXz7B6ng/fnntHMJ9XCZpdIKgTATVgiAIgiAIl7n4+HibFb8dHBwsKdIXtntSuu/i4mKVlt3W1sbHH39MXl6eXeOJi4tj/vz5BAQE4OnpKWYfLyOLorx44vb5vHOyir159RhGseRmb14Dh/+yn6+vjuGBK6NFSrhw0YigWhAEQRAE4TLn6upKeHg4ZWVlVtt8fHy4//777WqjdCGz2czx48fZtWsXer3ernFs2rSJxMREEUhfphw1ajbOCWLjnCBauvR8dKaGd09VcaKsxa7j+4xmHvs8n3dPVfHo1iSuiPWb5BELggiqBUEQBEEQBGD27NmKQXVtbS1tbW14ednXX3hAQ0MDH3zwARUVFXbtn5qayvr163F2dh7V8wgzl5erltuXRHD7kgjKmrp491QV752qorSpe8RjSxq7uOPZdDanBPHzzYkEeojq7cLkEdVTBEEQBEEQBOLj421uy83NHdW5jh07xhNPPGFXQO3t7c2dd97J1q1bRUAt2BTh48q318Wx9/ureOfhZdyyKAyVHckMH2XVsPbP+3jmYDFGk3nyBypclkRQLQiCIAiCIODl5UVgYKDittEG1R4eHiO26JIkiRUrVvDQQw8RFRU1qvMLly9Jkpgf7sXvvpLCB99YwbwwzxGP6dKb+L+PzvHgyycnf4DCZUkE1YIgCIIgCALQnwKupLy8nK6uLrvPk5CQQGJios3tQUFB3H///axbt070hxbGbE6IB+88tIzfbkvGw3nkn6Nb08IuwqiEy9G0XVP97W9/m8bGxks9DEEQBEEQhBkjISGBvXv3Wj0uyzJ5eXnMnz/f7nNdffXVFBcX09vba3lMo9GwZs0aFi9ejFotKjML46dSSdyaFs76xAB+/0kubx6vVNzvqsQA1s4OuMijEy4X0zaofuCBBy71EARBEARBEGYUf39/vL29aW5uttqWm5tLQEAA7e3tNme0B9PpdKxfv54PPvgAgOjoaLZs2YK3t/eEj1sQfNwc+cMNc7lpYRg/e+8subUdlm1ODir+9xrbmROCMF4i/VuYEEeOHGH79u1ERETg5OSEj48P8+bN45FHHlGsJCoIgiAIwtQjSRIJCQmK2/Lz83n66af56KOPMBqNdp0vNTWVxMRErrvuOu644w4RUAuTbmGkNzseWcHPNs/GVdufDfHNtbGEerlc4pEJM9m0nakWpo4f/OAH/PnPf0aWZXx9fUlOTqazs5PCwkIyMzPZsGEDERERl3qYgiAIgiDYISEhgcOHD9vc3tnZSU5ODikpKSOeS5IkbrrppokcniCMSKNWcd8V0WxJCebpg8XctyL6Ug9JmOHETLUwLj//+c/505/+RFhYGJ9++in19fVkZGRw7tw52traOHjwIHPmzLnUwxQEQRAEwU6hoaG4ubkNu096evpFGo0gjF2ghxM/35KIViNCHmFyiZ8wYcwyMzP57W9/i5ubG3v27GH9+vVI0vmGgWq1mhUrVhAZGXnpBikIgiAIwqioVKphe1YDVFZWUlVVdZFGJAgXh9ksX+ohCNOUCKqFMfvLX/6CyWTi/vvvZ9asWZd6OIIgCIIgTBB7CpGJ2WphJmnp0nPXfzL47/GKSz0UYRoSa6qnMJPJRHZ2NhkZGRw/fpyMjAyysrIwGAwAXHnllezbt29M59br9bzxxhu89tprZGdnU1dXh5eXF1FRUWzbto277roLX19fm8fLssz7778PwNatW8nNzeWZZ57h7NmzqFQqEhMTuf3225k3b96YxicIgiAIwqUTGRmJr6+vzfalkZGRw/ahFoTp5GxVGw++fILKlh6OFjcxO8idOSEel3pYwjQiguop6r333uOrX/0q3d3dE37u3NxcbrvtNk6dOjXk8draWmprazly5Ah//OMfef7559m0aZPiOfLz82ltbQX608C///3vo9frLdt37tzJY489xk9/+lP+7//+b8JfgyAIgiAIk0ej0XDdddfx2muv0dXVZXls7ty5pKWlERAg+v0KM8PbJyr56btn6DOaAdAbzTzw0gl2PLICL1ftJR6dMF2IoHqKam1tnZSAurKykrVr11JdXQ30V+VcuXIlMTEx1NfXs2vXLnp6eqivr+e6665j586drF271uo8Nf+/vfuOjqpO/zj+mZBKKKE3IaGFhCIRMYQOQUQBFWVFBaS4WEEFG7iKNF1WFCysIsoasOHirsiiKFKCIk0QCUg1QCiGmhAghPT7+4OT+5shM8lkSCZl3q9z5pw78y3zzMxDmGfu99574oS5/cwzz6h58+Z699131bVrVyUnJ+v999/XjBkz9OqrryokJERjxowp9tcCAABKznXXXafx48crPj5e/v7+ql+/vgICAko7LKDYTF++Rx9tOJzv8T9TLuvJL37TwtGRquRlsTMSsMUx1WVcvXr1NHDgQE2bNk0rVqzQU089dU3zDRs2zCyog4ODtWPHDq1bt04LFizQ//73Px09etQsorOysjRkyBBzj7S11NRUm/vffvutoqOj5efnpwYNGmjatGl6/PHHJUlTpkxRTk7ONcUNAADcz8fHR+Hh4WratCkFNSqcRjUc5/T6P85q9g/73RgNyjOK6jLq1ltv1ZEjR3Ty5EktX75cL7/8sm677TYFBQW5POeKFSv0008/SZJ8fX21fPnyfNeYrF27tpYtW6Zmza5czy85OVmzZs3KN5e/v7+5PXjwYLO/teeee06SlJiYqLi4OJfjBgAAAIrbg11DdEf7hg7b31t3UN//ftKNEaG8oqguo+rXr68mTZoU65zvvvuuuT1y5Ei1a9fObr/AwEBNnz7dvD9//nxlZ2fb9KlZs6a57ehEJcHBwQoMDJQkHTp0yOW4AQAAgOJmsVj0j8HtFFa/qsM+z34Zp/jTqQ7bAYmi2mOkpqZqzZo15v3Ro0cX2P8vf/mLqla98gcmOTnZ3MOdp1WrVuY1qQtaDubn5ydJLP8GAABAmVPZ11vvD79RVf3tn2oqNSNbj3yyTakZ2XbbAYmi2mNs3LhRGRkZkq7sib7pppsK7O/n56eoqCjz/tq1a23aAwMD1b59e0lSfHy83TlSUlKUnJwsSWrUqJHLsQMAAAAlJaR2oN6+L8Jh+8Ezl/Tcl3EyDMN9QaFcoaj2EHv37jW327VrJ2/vwk/83qFDB7vj89x3332SpC+//FIXLlzI1/7hhx9KkqpXr15oEQ8AAACUluiwehp/c0uH7d/9flLzf+JwRthHUe0h9u///7MXBgcHOzXG+pjuffv25WsfO3asGjZsqOTkZI0aNUrnz58321atWmVen/r55583l4EDAAAAZdGT0S0VHVbXYfus7/dpQ/xZN0aE8oLrVHuIpKQkc7tevXpOjalfv765nbeM21qVKlW0bNky9e3bV0uXLtXKlSvVunVrnTt3TgcPHpQk3XvvvZo0adI1Rn/F6dOndebMmSKNcbQ0HQAAALDm5WXRm0MidMe7P+tIUlq+9lxDGvf5di1/opuuq1G5FCJEWUVR7SGsryvt7HUmrftdfV3qPB07dtTu3bs1c+ZMrVixQrt27ZK/v7969uyphx56SEOHDjVPaHat3nvvPU2bNq1Y5gIAAACuVr2yj94ffqPuem+D0rNy87WfS8vSY59u18cPRqpGoG8pRIiyiOXfHiI9Pd3c9vV17g+A9ZLty5cvO+zXsGFDzZ07VwcPHlR6erpSUlK0bt06DRs2rNgKagAAAMAdwhtU02uDr3fYvuvP87r17Z+0/o+iraBExUVR7SH8/f3N7czMTKfG5J0tXHJ+7zYAAABQ3t0Z0UgPdm3qsP3UhQw98K9fNH35HqVncelYT8fybw9RpUoVc7ugvc7WrPtZjy8tjz/+uO65554ijYmPj9egQYNKJiAAAABUWC/0D9Pvief1y+H85xbK89GGw9oQf1Zv3Reh8AbV3BgdyhKKag9Rq1Ytc/vUqVNOjTl58qS5XbNmzWKPqajq1q2runUdn5ERAAAAKC4+lbz0z6E36I65G3TyQrrDfvtPXdQnm4/o73e1c2N0KEtY/u0hWrVqZW4fOXLEqTFHjx41t8PCwoo9JgAAAKAsq1vVX4sfjlLLuo5XbQbXqqwX+4e7MSqUNRTVHiI8/P//oe/atUvZ2dmFjtm+fbvd8QAAAICnaFo7UMuf6KZRXULytVXysujNeyMU6McCYE9GUe0hunTpYp7N+9KlS9q2bVuB/TMyMrR582bzfnR0dInGBwAAAJRV/j6VNPWONlr0YKTqVP3/K+Q8Ed1CHZrUKMXIUBZQVHuIKlWqqE+fPub9hQsXFtj/q6++0sWLFyVJNWrUUI8ePUoyPAAAAKDM6xlaRyvH91C/NvV0Q5MgjevdorRDQhlAUe1BHn/8cXM7JiZGu3fvttsvLS1NL7/8snn/kUcekbc3S1oAAACAmoG+en/4jfr4wUh5V3KunDIMQ1k5uSUcGUoLRbUHGTBggLp37y7pyrWqBw4cqF27dtn0SUpK0qBBgxQfHy/pylm/J06c6PZYAQAAgLLKYrGoqr+P0/2XbDumkR/9osxsCuuKiN2PZVj//v2VmJho85j1Za62bdumiIiIfONWrFihhg0b2p3z888/V2RkpE6cOKGEhARFRESoZ8+eatasmc6cOaPVq1crLS1NkuTt7a0lS5YoKCio2F4TAAAA4EkSzl7StOV7lJaZo9dX7tOLA1qXdkgoZhTVZdiePXsKvPzVpUuXFBcXl+/xzMxMh2Ouu+46rV27Vvfff7927Nih3NxcxcbGKjY21qZfnTp1FBMTY3McNgAAAADnZefkavy/dygtM0eStGjjEY3u2lQNgwJKOTIUJ5Z/e6CwsDBt2bJFixYt0q233qrGjRvL19dXdevWVVRUlF577TXt2bNHAwYMKO1QAQAAgHLrn7Hx2nEsxbyfmZOruWv/KL2AUCLYU12GJSQklNjcvr6+GjFihEaMGFFizwEAAAB4IsMw9M3OE5q7Nj5f25Jtx/Vwj+ZqWjuwFCJDSWBPNQAAAAAUI4vFoqTUDOXkGvnacnINvbX6QClEhZJCUQ0AAAAAxWxYVLCa1Kxst+1/cYnad/KCmyNCSaGoBgAAAIBi5lPJSxP6trTbZhjS7B/YW11RUFQDAAAAQAm4o30jtaxbxW7bqj2n9NvRc26OCCWBohoAAAAASkAlL4ueuaWVw/Y3ftjvxmhQUiiqAQAAAKCE9GtTT9dfV91u24b4JG2MP+vmiFDcKKoBAAAAoIRYLBY9W8De6td/2C/DyH+WcJQfFNUAAAAAUIK6t6ytyKY17bb9djRFa/eddnNEKE4U1QAAAABQgiwWi57rV8De6pX7lWvnmtYoHyiqAQAAAKCE3RRSU71a1bHbtu/kRX2z64SbI0JxoagGAAAAADco6NjqN1cdUHZOrhujQXGhqAYAAAAAN2jbqLoGtGtgt+3w2Uv67/bjbo4IxYGiGgAAAADcZELfUHlZ7Le9vfoPZWTnuDcgXDOKagAAAABwkxZ1q+juDtfZbUs8n67Ptxx1c0S4VhTVAAAAAOBGT/VpKZ9K9ndXvxsbr7TMbDdHhGtBUQ0AAAAAbtS4ZmXdH9nEbtvZ1EzFbEhwb0C4JhTVAAAAAOBm43q3kL9P/nLMz9uLa1aXM96lHQAAAAAAeJq61fw1skuI5v94SJLkU8mi+25qonHRLVSvmn8pR4eioKgGAAAAgFLwaI/m+uKXY7o5vJ7G39xSjWtWLu2Q4AKKagAAAAAoBTUCfbV+Ym9V8/cp7VBwDTimGgAAAABKCQV1+UdRDQAAAACAiyiqAQAAAABwEUU1AAAAAAAuoqgGAAAAgDIuKTWjtEOAAxTVAAAAAFBGZWTn6LXv96n7rFjFn75Y2uHADopqAAAAACiDfv/zvO6Yu0Hz1h1UWmaOnl4Sp+yc3NIOC1ehqAYAAACAMiQ7J1fvrPlDg97doP2n/n/v9M7j5zVv3cFSjAz2UFQDAAAAQBny/e6TmrPqgLJzjXxtb6/5Q7//eb4UooIjFNUAAAAAUIYMaNdAPULr2G3LzjX0zJI4ZWTnuDkqOEJRDQAAAABliMVi0azB16uav7fd9v2nLuqt1X+4OSo4QlENAAAAAGVM/er+mn5nW4ft8388qF+PJLsxIjhCUQ0AAAAAZdCdEQ11a5v6dttyDemZJXFKy8x2c1S4GkU1AAAAAJRBFotFr97VVrUCfe22JySladb3+90cFa5GUQ0AAAAAZVStKn76+93tHLYv3JigDfFn3RgRrkZRDQAAAABlWL829XX3DY0ctj//n526kJ7lxohgjaIaAAAAAMq4KXe0Uf1q/nbb/ky5rBnL97g5IuShqAYAAACAMq56gI9m/eV6h+1f/npcq/eccmNEyENRDQAAAADlQI/QOhoe1cRh+6SvduncpUw3RgSJohoAAAAAyo0XbgtXk5qV7badTc3QS8t+d3NEoKgGAAAAgHIi0M9bb9zTXhaL/fZvd57Q8rhE9wbl4SiqAQAAAKAciWxaUw91b+awffKy33X6QrobI/JsFNUAAAAAUM483TdULetWsduWkpalSV/tkmEYbo7KM1FUAwAAAEA54+9TSXOGRKiSl/114Gv3ndbXO/50c1SeiaIaAAAAAMqhdtdV17jeLey2RYfVVcfgmm6OyDN5l3YAAAAAAADXjItuoTX7Tun3Py9IkhpW99eUO9roltb1ZHF0NjMUK/ZUAwAAAEA55VPJS3OGRCjAp5Ie6dlMq5/pqX5t6lNQuxF7qgEAAACgHAutV1UbJ0WrRqBvaYfikdhTDQAAAADlHAV16aGoBgAAAADARRTVAAAAAAC4iKIaAAAAAAAXUVQDAAAAgIf45XCyMrJzSjuMCoWiGgAAAAAquDMXMzT+i980ZP4mffDjodIOp0KhqAYAAACACion19AnmxIUPXudvt6RKEn6Z2y8jiallXJkFQdFNQAAAABUQIfOpOqu9zZo8rLdupiebT6ekZ2rKf/7XYZhlGJ0FQdFNQAAAABUQNUDfHTEwR7p2P1ntHL3STdHVDFRVAMAAABABVSrip8m3hrmsH3a8j26lJHtsB3OoagGAAAAgArqvpsaK6JxkN22E+fT9dbqA+4NqAKiqAYAAACACsrLy6JXBrWVl8V++0cbErTv5AX3BlXBUFQDAAAAQAXWtlF1jewSYrctJ9fQS0t/V24uJy1zFUU1AAAAAFRwT/cNVd2qfnbbth05p//8etzNEVUcFNUAAAAAUMFV9ffR5IGtHbbP/G6vzl3KdGNEFQdFNQAAAAB4gIHXN1D3lrXttp1Ly9I/vtvn5ogqBopqAAAAAPAAFotF0+9sK19v+2Xgv7cd05ZDSW6OqvyjqAYAAAAAD9G0dqAe69ncYfu9H2zWnf/8WXPX/KG9Jy7IMDiBWWG8SzsAAAAAAID7PNarub7e8aeOJKXZbY87fl5xx89r9qoDahQUoJvD62p016YKqR3o5kjLB/ZUAwAAAIAH8feppOl3tnWq758pl7Vo0xFdyswu4ajKL4pqAAAAAPAwPUPraEC7Bk71bVjdX60bVCvhiMovimoAAAAA8EBT72ijxjUDCu13c+t6slgsboiofKKoBgAAAAAPVKeqn5aP66an+rRUy7pVHPa7ObyeG6MqfzhRGQAAAAB4qKDKvprQN1QT+obqSNIlrd57Wqv3nNIvCcnKyTVUxc9bnZrVLO0wyzSKagAAAACAgmsF6q/dmuqv3ZrqfFqW1h04rbOpmfLzrlTaoZVpFNUAAAAAABvVK/vozohGpR1GucAx1QAAAAAAuIiiGgAAAAAAF1FUAwAAAADgIopqAAAAAABcRFENAAAAAICLKKoBAAAAAHARRTUAAAAAAC6iqAYAAAAAwEUU1QAAAAAAuIiiGgAAAAAAF1FUAwAAAADgIopqAAAAAABcRFENAAAAAICLvEs7AKAkZWRk2NyPj48vpUgAAAAAlISrv+NfXQOUNIpqVGjHjh2zuT9o0KDSCQQAAACAWxw7dkwdOnRw2/Ox/BsAAAAAABdRVAMAAAAA4CKLYRhGaQcBlJSUlBT9+OOP5v3GjRvLz8+vVGKJj4+3WX7+9ddfq0WLFqUSC8o2cgXOIlfgLHIFziJX4KyylCsZGRk2h3327NlTQUFBbnt+jqlGhRYUFKQ777yztMOwq0WLFmrTpk1ph4FygFyBs8gVOItcgbPIFTirtHPFncdQX43l3wAAAAAAuIiiGgAAAAAAF1FUAwAAAADgIopqAAAAAABcRFENAAAAAICLKKoBAAAAAHARRTUAAAAAAC6iqAYAAAAAwEUU1QAAAAAAuIiiGgAAAAAAF1FUAwAAAADgIu/SDgDwFHXq1NGUKVNs7gP2kCtwFrkCZ5ErcBa5AmeRK//PYhiGUdpBAAAAAABQHrH8GwAAAAAAF1FUAwAAAADgIopqAAAAAABcRFENAAAAAICLKKoBAAAAAHARRTUAAAAAAC6iqAYAAAAAwEUU1QAAAAAAuIiiGgAAAAAAF1FUAwAAAADgIopqAAAAAABcRFENAAAAAICLKKoBAAAAAHARRTVQgjIzM/XJJ5+of//+Cg4Olr+/vxo0aKAuXbrojTfe0NmzZ0s7RJSQnJwc7dy5U//617/02GOPqWPHjvL19ZXFYpHFYlGvXr1cnnvNmjUaMWKEQkNDFRgYqJo1a+r666/Xc889p3379hXfi4BbJCQk6MMPP9Tw4cPVvn171ahRQz4+Pubn+sgjj+jHH390aW5ypeJITk7WDz/8oFdffVV33XWXOnTooCZNmiggIECVK1dWo0aN1K9fP82cOVN//vlnkecnVzzLhAkTzP+PLBaLQkJCijSefKk4Fi5caJMLztxeeeUVp+f3mFwxAJSIvXv3GjfccIMhyeGtbt26xrffflvaoaKYLV261KhcuXKBn33Pnj2LPO/58+eNe++9t8B5fXx8jL///e/F/6JQ7LZv325ERkYW+Hla33r16mUcOXLEqbnJlYpnwIABTueKr6+vMWXKFCMnJ6fQeckVz7NlyxbDy8vL5jMODg52aiz5UvHExMQ4/bcl7zZjxoxC5/W0XPEuWgkOwBnHjx9Xnz59lJiYKEmyWCzq0aOHWrRoodOnT2v16tW6fPmyTp8+rUGDBum7775Tnz59SjlqFJeUlBSlpaUV65xZWVm6++67tWbNGvOxtm3b6sYbb9Tly5f1008/6eTJk8rKytLf/vY3ZWVl6eWXXy7WGFC89u/fr19++cXmsdDQULVt21a1a9dWSkqKNm7cqOPHj0uS1q1bp86dO2v9+vVq1qyZw3nJlYqvXr16CgsLU5MmTRQYGKi0tDT98ccf2rp1q7Kzs5WZmalp06YpISFBCxcudDgPueJ5srKyNGbMGOXm5ro0lnyp2MLCwpz6PnrTTTcV2O6RuVLaVT1QEfXo0cPm19+4uDib9jNnzhh9+vQx+9SsWdM4d+5c6QSLYpf3q2+9evWMgQMHGtOmTTNWrFhhPPXUUy7vqZ48ebI51t/f31i8eLFNe0ZGhvHcc8/Z/AK8bt26YnxVKG6LFy82JBktWrQw/vGPfxjHjx/P1ycnJ8dYsGCBzcqHqKgoIzc31+G85ErF9PrrrxsffPCBcejQIYd9Tpw4YQwZMsTms/3Pf/7jsD+54nlmzJhhfpZDhw4t0p5q8qVist5TPXLkyGKZ0xNzhaIaKGbffvutzRK8nTt32u2XmppqNGvWzOz7wgsvuDlSlJQTJ07YXaY7ZcoUl4rqU6dOGYGBgebY999/32Ff66VWnTt3diV8uMm6deuMmJgYIzs7u9C+X331lc2Xj++//95uP3IFubm5Rq9evczPtm/fvnb7kSueZ+/evYafn58hyRg2bJhNMVVYUU2+VFzFXVR7aq5QVAPFrH///uYfiIceeqjAvp9++qnN3uqsrCw3RYnS4GpRPWvWLHNcaGhogXspjxw5YnOs3Pbt24shcpQF1sdfP/HEE3b7kCswDMP4+OOPzc+1Vq1advuQK54lNzfX6Nq1qyHJqFGjhnHq1KkiFdXkS8VV3EW1p+YKZ/8GilFqaqrN8SOjR48usP9f/vIXVa1aVdKVM7v+9NNPJRofyqevv/7a3B41apQsFovDvk2aNLE5Hmrp0qUlGRrcqGvXruZ2QkKC3T7kCiSpbt265vbFixft9iFXPMu8efO0YcMGSdLrr79ukyPOIF/gLE/NFYpqoBht3LhRGRkZkqTAwMBCT+Tg5+enqKgo8/7atWtLND6UP+np6dq8ebN535lLcVn3IacqDusvJjk5OfnayRXk2bt3r7kdHBycr51c8SzHjx/XpEmTJEndu3fXgw8+WKTx5Auc5cm5wtm/gWJk/UWmXbt28vYu/J9Yhw4dtGrVqnzjAenKGaLzztJqsVh0ww03FDqmQ4cO5jY5VXHs2rXL3G7cuHG+dnIFkpSYmKg33njDvD948OB8fcgVz/LYY4/p4sWL8vX11fz58wvcc2gP+eI5UlJStGTJEu3Zs0fnz59X9erV1ahRI3Xr1k3h4eGFjvfkXKGoBorR/v37zW17ewfsadKkibm9b9++Yo8J5Zt1TtWtW1f+/v6FjrHOqeTkZJ05c0Z16tQpkfjgHseOHbP5Bf/mm2/O14dc8VyXL1/W4cOH9d1332nWrFk6ffq0pCuXaMvbQ2mNXPEcX3zxhb755htJ0sSJE50qjK5GvniOZcuWadmyZXbb2rVrp5deeklDhgxxON6Tc4Xl30AxSkpKMrfr1avn1Jj69eub28nJycUeE8q3a80pibyqCCZMmGAu+W7SpIluv/32fH3IFc/x888/y2KxmLfKlSurTZs2evbZZ82C+tZbb9WmTZtUvXr1fOPJFc+QlJSkp556SpLUsmVLvfjiiy7Pk4d88Vy7du3Svffeq9GjRys7O9tuH0/OFYpqoBilpqaa2wEBAU6Nse5nPR6Qrj2nrp4D5c+iRYv03//+17w/c+ZM+fn55etHrkCSgoKC9Nlnn+m7775TzZo17fYhVzzDhAkTzB9Z5s+fb/fvhjPIl4qvadOmmjRpklavXq3ExERlZGQoNTVVu3fv1pw5c2z2Ji9cuFBPPPGE3Xk8OVdY/g0Uo/T0dHPb19fXqTHW/8ldvny52GNC+XatOSWRV+XZtm3b9Oijj5r37733Xg0dOtRuX3LFczRs2FBjx46VJBmGoYsXL2r//v3avn27UlJSNGzYMC1YsEDvv/++QkND840nVyq+H374QZ988okkaeTIkerdu7fLc5EvFdugQYM0YsQIeXnZ7mv19fVV69at1bp1a40ZM0ZDhw41DyV4//33NXToUHXv3t1mjCfnCkU1UIysjx3JzMx0akze2cIl53/Vg+e41pySyKvy6vDhw7r99tvNLynt2rXT/PnzHfYnVzxHs2bN9M9//jPf44mJiXrxxRe1cOFCxcbGKioqSrGxsWrfvr1NP3KlYrt06ZIeeeQRSVKtWrVsTlznCvKlYgsKCiq0T9WqVbVkyRJFRETowIEDkqTXXnstX1HtybnC8m+gGFWpUsXcdvaXNut+1uMB6dpz6uo5UD6cOHFCffv21cmTJyVdKaJWrlxp9/jYPOQKGjZsqJiYGD355JOSpHPnzun+++/Pdwk2cqVie/HFF81r2c+ePVu1a9e+pvnIF0hXit2JEyea92NjY/MVxJ6cKxTVQDGqVauWuX3q1CmnxuR9aZbk8Pg3eK5rzSmJvCpvkpKS1LdvXx08eFCS1KBBA61evVoNGjQocBy5gjwzZ85UtWrVJF25RM13331n006uVFzbt2/X3LlzJUm9e/fWyJEjr3lO8gV5+vTpY26npaXpyJEjNu2enCss/waKUatWrcztq//QOHL06FFzOywsrNhjQvlmnVOnT59Wenp6oZeosM6pmjVrlstLU3iqCxcu6NZbb9Xu3bslXfmCsmrVKjVt2rTQseQK8lSuXFldunTR999/L0nasGGDBg4caLaTKxXXzp07zesEHz16VFFRUQ77njlzxtw+ceKETd/JkydrwIABksgX/L+rf9y1Ptu35Nm5QlENFCPr6z/u2rVL2dnZ8vYu+J/Z9u3b7Y4HpCv/QXl5eSk3N1eGYWjHjh0FfkmSyKny6tKlS+rfv7+2bdsmSapWrZpWrlypNm3aODWeXIG1GjVqmNv2vviSKxXfwYMHzRUvhcnMzNSWLVvM+9YFN/mCPJcuXbK5HxgYaHPfk3OF5d9AMerSpYt5FsNLly6ZX44dycjI0ObNm8370dHRJRofyh9/f3+b/5DWrVtX6Jgff/zR3Canyof09HTdcccd2rBhg6QrexpXrFihG2+80ek5yBVYO3HihLl99XJKcgVFQb4gz2+//WZz/+o9156cKxTVQDGqUqWKzfEmCxcuLLD/V199pYsXL0q6slehR48eJRkeyqlBgwaZ24Xl1PHjx7VmzRq7Y1E2ZWVlafDgwVq7dq2kK5cXWbZsmbp27VrkucgVSFf2TG/atMm8b2/vD7lSMY0aNUqGYTh1i4mJMccFBwfbtI0aNcpmXvIFkmxyJjw83O5SbU/NFYpqoJg9/vjj5nZMTIx5bOTV0tLS9PLLL5v3H3nkkUKXisMzjRw50lxitX//fi1YsMBh3+eff94802/nzp3VoUMHt8QI1+Tk5Gjo0KFasWKFJMnb21tLlizRzTff7NJ85ErFlJyc7HRfwzA0btw486y8fn5+NsdT5yFXUBTkS8WUmprqdN+lS5fqs88+M+8PHz7cbj+PzRUDQLHr3r27IcmQZISEhBg7d+60aT979qzRt29fs0/NmjWNc+fOlU6wcJspU6aYn3nPnj2LNHby5Mnm2ICAAOPf//63TXtGRoYxceJEs48kY926dcUYPYpbbm6uMWrUKPPz8vLyMhYvXnzN85IrFc+bb75pdOzY0Vi0aJFx/vx5h/3i4uKMfv362Xy2L730ksP+5Ipni4mJMT/X4ODgQvuTLxVPTEyMERkZaXzyyScO/7ZcuHDBmD59uuHt7W1+ro0bNzZSU1MdzuuJuWIxDMMouZId8EzHjx9XZGSkeUybl5eXevbsqWbNmunMmTNavXq10tLSJF3ZM/X999/bLBtH+de/f38lJibaPHby5EnzEhOBgYFq0aJFvnErVqxQw4YN8z2elZWlW2+91VwiLEnt2rVThw4dlJ6erp9++snmGMpp06bZrIRA2fPee+9p7Nix5v2WLVvqlltucWpsrVq1NG3aNLtt5ErF89Zbb2nChAmSrvyfERYWplatWqlGjRqyWCxKSkrSzp07FR8fbzNu8ODB+uKLLxyugiJXPNvChQs1evRoSVeWf+dd29oR8qXisc4BHx8fhYeHq1WrVgoKClJ2draOHj2qTZs2md9ZpSuHK/70009q27atw3k9MldKu6oHKqq9e/caERERNr/CXX2rU6eO8c0335R2qCgBwcHBBX72jm6HDx92OGdKSooxZMiQAsf7+PgYr776qvteKFxmvXKhqLfC9iqRKxXLe++9V6T8qFq1qjF79mwjOzu70LnJFc9V1D3VhkG+VDTWOeDMLTo62khISHBqbk/LFfZUAyUoMzNTX3zxhRYvXqzdu3fr1KlTCgoKUrNmzXTXXXfpwQcfVO3atUs7TJSAkJAQp69Vbu3w4cMKCQkpsM/q1au1aNEibdq0SSdOnJCPj48aN26sfv366a9//Wu5viSFJ5k6darDvc2FcWavkkSuVCQHDhzQ6tWrtWXLFu3evVtHjx5VSkqKpCuXX2vQoIEiIiJ08803a/DgwapSpUqR5idXPE9R91RbI18qhoyMDG3btk2bNm3Spk2bdPDgQSUlJSkpKUm5ubkKCgpS8+bN1blzZ913333q2LFjkZ/DU3KFohoAAAAAABdx9m8AAAAAAFxEUQ0AAAAAgIsoqgEAAAAAcBFFNQAAAAAALqKoBgAAAADARRTVAAAAAAC4iKIaAAAAAAAXUVQDAAAAAOAiimoAAAAAAFxEUQ0AAAAAgIsoqgEAAAAAcBFFNQAAAAAALqKoBgAAAADARRTVAAAAAAC4iKIaAAAAAAAXUVQDAAAAAOAiimoAAAAAAFxEUQ0AAAAAgIsoqgEAAAAAcBFFNQAAAAAALqKoBgAAAADARRTVAAAAAAC4iKIaAAAAAAAXUVQDAFAGjRo1ShaLRRaLRQsXLiztcCqk5ORkTZ8+XZ06dVKNGjVUqVIl3nM7EhISzPclJCSktMMBgDKHohoAUKJ69eplfiG3WCxq0qSJMjIynBo7adIkc9yoUaNKNlB4lISEBEVERGjKlCn65ZdflJKSotzc3NIOCwBQDlFUAwDc6tixY5o/f35phwEP98gjj+jYsWOSpICAAN1+++169NFHNXbsWI0dO1bh4eGlHCFYrQGgvPAu7QAAAJ5n5syZGjNmjCpXrlzaocADnTx5Uj/88IMkyc/PT3FxcWrZsmUpRwUAKK/YUw0AcLuTJ0/qn//8Z2mHAQ+1fft2c7t79+4U1ACAa0JRDQBwm06dOpnbr732mi5cuFCK0cBTnTt3ztxu0KBBKUYCAKgIKKoBAG7zwAMPqFWrVpKunHn5zTffLOWI4ImysrLMbS8vvgoBAK4N/5MAANymUqVKmjp1qnl/zpw5Sk5OvqY5161bZ57MqFevXk6NsT4beVH6/Prrr3rooYcUGhqqwMBAVatWTd27d9fHH38swzDyzbFmzRoNHjxYzZs3l7+/v+rXr6+77rpL69evL/LrlK78EDFr1ixFRkaqTp06CggIULNmzTRmzBj9+uuvRZ5v69atmjBhgiIiIlSnTh35+vqqfv366tmzp1577TWbPbqOhISEmO9TQkKCJOngwYN68cUXdcMNN6hOnTry8vJSREREkeO7Wmpqqt555x3169dP1113nfz9/VWjRg21bdtW48aN05YtWxyOtc6T0aNHm48vWrTI5rO2WCw2OVoU1me6X7duXaH9p06dWuhz2uuTlpam9957T927d1eDBg3k7++vJk2a6P7779fatWuLFPO5c+c0ffp03XDDDQoKClLVqlUVHh6uJ598Unv27CnSXJK0d+9evfnmm7r77rvVqlUrVa1aVT4+PqpTp446duyoCRMmFDpvXk4tWrTIfGz06NH5PqfCPqusrCx98sknGjJkiJo1a6aqVasqMDBQTZs21f3336+lS5fa/Xdrz9atWzVu3Dh16NBBNWrUkI+Pj2rWrKnQ0FB169ZNTz/9tFauXKnLly87NR+ACsYAAKAE9ezZ05BkSDLmzZtn5ObmGu3atTMfmzhxosOxEydONPuNHDnSbp/Y2FizT8+ePZ2KKa9/Qf8NXt3n1VdfNSpVqmTzuPVtxIgRRm5urmEYhpGammrcfvvtDvtaLBZjzpw5BcY4cuRIs39MTIyxadMmo1GjRg7n9PLyMl544QWnXn9ycrIxePBgh3Pl3YKCgowvv/yywLmCg4PN/ocPHzbmz59v+Pv755urffv2TsXmyPLly4369esXGvPQoUONS5cu5RtvnSeF3aZMmeJSjNa5HhsbW2j/KVOmFPqcV/fZt2+f0bp16wLjHzVqlJGZmVno88fGxhr16tVzOI+vr68xb9484/Dhw+ZjwcHBDue75557nHp/LRaLMX78eCM7O9vuPNY55epnFRsbazRv3rzQ8VFRUcbx48cdvqasrCzj4YcfdjqeF198sdD3HUDFw9m/AQBuZbFYNGPGDA0aNEiSNHfuXE2YMEH16tUr3cAKMG/ePL344ouSpBtvvFHt2rWTYRhav369Dh06JEn6+OOP1apVK02aNEmDBw/WypUr5evrq27duqlZs2a6cOGC1qxZo6SkJBmGoaefflo33XSTunXrVujzHzlyRE8//bTOnTunwMBARUdHq169ejp58qRiY2N16dIl5ebmaubMmcrOztasWbMcznXy5ElFR0dr79695mPh4eGKiIhQ1apVdfr0af388886e/asUlJSNGTIEH3yyScaNmxYoXF++eWXev755yVJjRo1UpcuXVS9enUlJiZe04qEf//73xo2bJhycnIkXVnx0K1bN7Vo0UKpqalav369EhMTJUmff/65Dh8+rLVr18rf39+co1GjRho7dqwkad++fVqzZo0kKSwsTH369LF5vsjISJdjLUnnz59X//79dejQIfn6+qpXr15q0qSJkpOTFRsba64sWLhwodLS0vTvf//b4Vy//PKLBg4cqEuXLkm68u+yU6dOat26tS5fvqyff/5Zx44d02OPPaa33nrLqfiOHj0qSfL29lbr1q3VsmVLBQUFqVKlSjp9+rS2bt2qP//8U4Zh6K233lJGRobee++9fPOMHDlSSUlJWrNmjfbt2ydJ6tOnj8LCwvL1tfdZffnllxo2bJi5zN/f319RUVEKCQlRpUqVdODAAW3atEnZ2dnavHmzOnfurK1bt9r9G/Tss8/qgw8+MO83atRIkZGRql27tgzDUFJSkvbs2aP9+/c79R4BqKBKt6YHAFR0V++pznPTTTeZjz/11FN2x5aVPdW+vr5Go0aNjA0bNtj0yc7ONp599lmbPbtTp041JBm9evUyjhw5YtM/JSXF6N27t9m/V69eDp/fek+1r6+vuRc2JSUl35z33XefTbxr1661O2dOTo7N83fo0MHYunVrvn6XL182pk6dalgsFkOSERgYaBw6dMjunNZ7Fb29vQ1fX1/jgw8+MPfa50lPT3f4WgsSHx9vVKlSxXyOjh07GgcOHMj3umbPnm14eXmZ/Z544gmHc8bExBSaV64o6T3VeXlw8803G4mJiTb9Ll++bIwfP94mDz766CO7c6anpxthYWFmv5CQkHx5kJuba7z55puGl5eX+bwqZE/1pEmTjCVLlhjnz5+3256bm2v873//M+rUqWPOt379eofzXb1awxm///67UblyZXPc+PHjjaSkpHz9Dh48aHTr1s3sd9ttt+Xrc+bMGcPb29uQZFSqVMlYuHBhvrzOk5iYaLzzzjvGggULnIoTQMVCUQ0AKFGOiurvv//efNzPz884duxYvrFlpagOCAgw9uzZY7dfTk6OER4ebtO/TZs2xuXLl+32P3r0qPlF3WKx5CuO8lgXFJKM/v37Gzk5OQ5j6Nevn9n3pptustvv448/NvtEREQYFy9edPj6DcMwXn75ZbP/o48+arfP1Ut1P/300wLnLKoRI0aYczdr1sw4d+6cw75z5swx+3p5eTn8IaC8FtWSjBtuuMFhbhmGYYwZM8bs27BhQyMrKytfn/nz59vk9tU/Ulj7xz/+YfP8BRXVztq8ebM535AhQxz2c6Wojo6ONse88sorBfZNTU21+be7efNmm/bly5ebbcOGDXPq+QF4Jk5UBgAoFf369VP37t0lSRkZGZoxY0YpR+TYo48+qvDwcLttXl5euueee2wemzlzps3SY2uNGzdWly5dJEmGYTh1gjGLxaJ33nnH4Zmqvby89M4775gnVdu6davi4uLy9ZszZ465PXfuXFWpUqXA533hhRcUFBQkSVq8eLFyc3ML7B8ZGenUMnFnpaSk2Cxhfv3118147HnqqafUpk0bSVJubq7Nst2KYvbs2Q5zS7ryHgUGBkqSEhMT9e233+brs2DBAnP7qaeeKvA63c8884yaNm16DRHn16lTJ/PfU94y/OIQFxdnnqgtNDRUkyZNKrB/YGCgXn75ZfP+Z599ZtNufcm/OnXqFFucACoeimoAQKl55ZVXzO2YmBjz+OSyZvDgwQW2t23b1twOCAjQbbfd5nT/w4cPF/r8Xbt2VfPmzQvsExoaqs6dO5v3Y2NjbdpPnDihHTt2SLpyXKgzx3L7+/ubc54/f16///57gf3vu+++Qucsio0bNyojI0OSVKtWLd1xxx0F9vfy8tKDDz5o3r/6PSjvGjduXOgZ7oOCgnTnnXea969+Dy5evGjzQ84DDzxQ4Hze3t4aOnRokWM9cOCAPv/8c82YMUPPPvusnnjiCY0bN868nT9/XpKUlJSkY8eOFXl+e1asWGFu33PPPapUqVKhY6Kjo83tn3/+2aatSZMm5vZ///tfnTx5shiiBFARcaIyAECp6dGjh/r27atVq1YpKytL06ZNs7mMTlmRt/fTkRo1apjboaGh8vYu+L9X6/7We8MciYqKKrSPJHXu3FkbN26UJP322282bZs2bTK3DcPQuHHjnJrz4MGD5vaxY8d0/fXXO+x74403OjWns6xfQ6dOnQp9X6UrP0BYjzcMo8BLp5UnnTp1cuq1dO7cWZ9//rmk/Hmwc+dOc8VBtWrVHK7AsOZs/knSt99+q8mTJ+d73oKcPXtWjRs3drq/I9Y5vmnTJqdy3LC6pNbVxX2nTp0UHBysI0eO6NixY2rTpo1Gjhyp22+/XVFRUQoICLjmmAFUDBTVAIBS9corr2jVqlWSpE8//VSTJk1y6ou+O1WvXr3Adutir7C+V/fPO0NxQaz3mBXEujA5c+aMTVve2bHztt99912n5rRW2HWri3uJrPVrCA4OdmpMSEiIuZ2ZmamLFy+qWrVqxRpXaSmOPLC+f9111zlVpDtb8E6dOlXTpk1zqq+1ixcvFnmMPdY5vnbtWpeu2W3Nx8dHn376qQYMGKALFy4oOTlZb775pt588035+vqqQ4cO6tGjhwYMGKDu3btXmB9vABQdy78BAKUqMjLSXNabm5urKVOmlHJE+RXly3JJfLGuXLmyU/3yjqWV8hcqecttr0V2dnaB7cW95y41NdXctn5tBbm6X3EVbGVBceSB9XvqynyOrFq1yqag7tatmz788EP99ttvOnv2rNLT02VcOUGuDMNQz549zb6FHavvrGvN8bxLtlnr1q2b4uLi9OCDD9q8D5mZmdq8ebNmzZqlnj17KiwsTEuXLr2m5wdQflFUAwBK3YwZM8xi9D//+Y957G9JKK4v8O6UlpbmVL+8aw5LUtWqVW3arAuCQYMG2RQ4zt5GjRpVLK/HWdYnUrN+bQW5ut/V70NZUtRcLI48sH5PXZnPkddff93cfvjhh7V+/XqNGTNGERERqlWrlvz8/Gz6l8SPHdY5/vXXX7uU4/aEhIToX//6l86cOaPVq1fr5ZdfVu/evW1+RDpw4IDuvvtum5MBAvAcFNUAgFJ3/fXXm2fQNgxDkydPdnqsj4+PuV3YnlSpePbYutvRo0eL3K927do2bfXq1TO3//jjj+IJrIRZLyd39j04cuSIue3r6+vWorqkc7E48sD6PT127JjDQtJaYScSy8nJ0Y8//ijpysnirE9A6EyMxaWkczwgIEB9+vTRtGnTtHbtWiUlJem///2v2rdvb/Z54YUX9Oeffxb7cwMo2yiqAQBlwvTp082z9X7zzTfasmWLU+Osi6akpKRC++/atcu1AEuR9QmYCrJ582Zzu0OHDjZt1ieb2r17t44fP148wZWgG264wdz+5Zdf7C7PvdqGDRtsxrvzONeSzsXNmzc7VQQXlAfXX3+9eWm2ixcvas+ePUWaz56zZ88qMzNTklS3bt1Cj63fs2ePzp49W+jzFvWz69Spk7m9cuXKIo11RUBAgO6++27Fxsaqfv36kq4sC3fHcwMoWyiqAQBlQqtWrTR8+HDz/ksvveTUuJCQEPPLd3x8vM0xo/YsWbLE9SBLycaNG23Owm3PgQMHbIrv3r1727Q3bdrU5gRwb731VrHGWBK6dOliLhs+c+aM3WsuWzMMw+bs8daXS3IH6+s5F3YIQ2JiYr5LOBXm+PHjWrduXYF9UlJStGzZMvP+1XlQtWpVm7O0f/rppwXOl52dbZ5J3BHr66dfvny50MJ/3rx5Bbbnsb4etzMn9Bs4cKC5vWbNGrf9gFajRg3z2vOSdOrUKbc8L4Cyg6IaAFBmTJkyxVxCu3r1anNJaUGqVaumVq1aSbpSAHz22WcO+/7222/68MMPiydYNzIMQ08++aTDY3Bzc3P15JNPmsVMx44dbZak5pk4caK5/fbbb2v16tVOx1Aa1+gNCgrSvffea95/7rnnCjwW991331VcXJykK4XeQw89VOIxWouMjDS3Fy9ebF5j254JEyY4VShe7emnn1Z6errD9ueee848BrpBgwYaMGBAvj5//etfze133nmnwKXSs2fPLvRa6rVq1TLPsH7+/PkC/91u2LDB6aK6Vq1a5rYzS6ojIyPN63gbhqHhw4c7dck66coe5qvP/u3MaoM81svZi/ss+ADKPopqAECZ0bRpU5sv/IUtO80zdOhQc3vSpEl29wB+9913uuWWW8rlZW98fX21YsUKjRgxIt9xuOfPn9fw4cNtlpzOnDnT7jzDhw83995mZ2drwIABeu211xyeiCo1NVWLFy9WdHS0nnjiiWJ6NUUzZcoU8+RaBw4cUL9+/XTo0CGbPrm5uZo7d67Gjx9vPjZ27FibPcfucPvtt5tLwI8cOaIxY8bo8uXLNn2Sk5M1YsQILVmyJN/Juwrj6+urHTt26I477tCJEyds2jIyMvT0009rwYIF5mMzZsywe23vkSNHKjQ0VNKVk5X169dP27Zts+ljGIbefvtt/e1vf5Ovr2+BcXl5eal///7m/dGjR+uXX37J12/JkiXq37+/cnJynDqjeLt27cztr7/+2lxiXpC5c+ea+bJz505FRkYW+ONRfHy8Xn31VTVt2tTm0IG8uSIiIvTee+/le7/zXLx4URMnTjTfv0qVKqlfv36FxgmgYuE61QCAMuWll17SwoULC9wbd7Unn3xS77//vhITE5WSkqIePXqoa9euCgsLU3p6urZt26Z9+/ZJkmJiYjR69OiSCr9E/O1vf9Pbb7+tzz77TMuWLVN0dLTq1aunU6dOae3atTZL3p9++mndfPPNduepVKmSlixZor59++q3335TZmamJk2apOnTpysqKkpNmjSRr6+vzp07pwMHDmjPnj3m3tTBgwe75bVerVmzZlqwYIGGDRumnJwcbdq0Sa1atVL37t3VvHlzXbp0SevXr7c5RjwqKkqzZs1ye6yVK1fW5MmT9fzzz0u6srT6hx9+UO/evVWtWjUdO3ZMP/30k9LS0tS2bVv169dPs2fPdnr+xx9/XMuWLdOqVavUtGlT9erVS02aNFFycrJiY2OVnJxs9h08eLDND1TW/P39tWjRIvXp00dpaWk6fPiwIiMjFRUVpfDwcKWnp2v9+vXmCcpee+01TZgwocDYJk+erGXLluny5ctKSEhQVFSUOnfurNDQUGVmZmrTpk3mHu+HHnpIBw4cKHQlym233abKlSsrLS1NcXFxCg8PV69evRQUFGT+OHbLLbfolltuMce0bdtWixcv1r333qu0tDTt379fffv2VePGjXXTTTepdu3ayszM1JkzZxQXF1fouQXi4uI0duxYjRs3Ts2bN1fbtm1Vu3ZtZWVlKTExURs3brT5UWrSpElOX9cbQAViAABQgnr27GlIMiQZ8+bNc2rM+PHjzTF5t5EjRxY45tdffzVq166db1zezdfX13j33XcNwzBsHnfEmT55YmNjzb49e/YstP+UKVPM/lOmTLHbZ+TIkWafmJgYY+PGjUbDhg0dvj4vLy/jueeeM3Jzcwt9/rS0NOPRRx81vL29Hc5nfQsICDD+/ve/250rODjY7Hf48OFCn9tVy5cvN+rVq1dorPfff79x6dKlAueKiYlxOq+KKicnxxgzZkyBMUZFRRnHjh1zKg+u7rN3714jLCyswPkfeOABIzMzs9BY16xZY9StW9fhPD4+Psa7775rHD582HwsODjY4Xxff/21Ubly5QJje/jhh4309HSbvwuxsbEO5/zggw8MLy8vh/M5et927Nhh3HjjjU7ltyQjJCTE+O2332zmeOONN5we7+vra0ybNq3Q9xxAxcSeagBAmfPCCy/oww8/dPraxNKVsxzv27dPc+bM0fLly3X48GHl5ubquuuuU9++ffX444+rdevWJRh1yercubPi4uL0wQcf6KuvvlJCQoJSU1PVoEED9e7dW48//rg6duzo1FwBAQGaN2+eJk6cqE8//VRr167VgQMHlJSUpNzcXFWvXl3NmjVT+/bt1adPH916663mMbOlZeDAgYqPj9dHH32kb775Rrt379bZs2cVEBCghg0bqnfv3hoxYoTNGaBLg5eXlz788EPddddd+uCDD7RlyxYlJSWpVq1aCg8P1/Dhw/XAAw/YXH6rKMLCwrR161Z99NFHWrJkieLj43Xu3DnVrVtXXbp00cMPP6w+ffo4NVd0dLT27t2ruXPnaunSpTp06JD5b6ZPnz567LHH1LZtWyUkJDg135133qnff/9dc+bM0Q8//KCjR4/K29tbDRs2VNeuXTVq1Cj16NGjSK/3oYceUtu2bfX+++9r8+bN+vPPP5WWllboydDat2+vbdu26YcfftDXX3+tDRs2mCtZ/Pz8VKdOHYWGhioqKkr9+vVT586d8x0a8swzz2jw4MFatWqVNm7cqF27dikhIUEXLlyQl5eXgoKCFB4erujoaI0YMULBwcFFem0AKg6LUdhfJQAAAJSKqVOnatq0aZKuHF8+derU0g0IAJAPJyoDAAAAAMBFFNUAAAAAALiIohoAAAAAABdRVAMAAAAA4CKKagAAAAAAXERRDQAAAACAi7ikFgAAAAAALmJPNQAAAAAALqKoBgAAAADARRTVAAAAAAC4iKIaAAAAAAAXUVQDAAAAAOAiimoAAAAAAFxEUQ0AAAAAgIsoqgEAAAAAcBFFNQAAAAAALqKoBgAAAADARRTVAAAAAAC4iKIaAAAAAAAXUVQDAAAAAOAiimoAAAAAAFxEUQ0AAAAAgIsoqgEAAAAAcBFFNQAAAAAALqKoBgAAAADARRTVAAAAAAC4iKIaAAAAAAAXUVQDAAAAAOAiimoAAAAAAFxEUQ0AAAAAgIsoqgEAAAAAcBFFNQAAAAAALqKoBgAAAADARRTVAAAAAAC4iKIaAAAAAAAXUVQDAAAAAOCi/wNMQ45aHM2JYQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Have intentionally set mu_plot so that will be same as values used to evaluate GP models in training histories\n", "# So can compare distance to ground truth versus update iteration\n", "fig, ax = plt.subplots(3, sharex=True, sharey=False, figsize=(3.37, 1.5 * 3), dpi=300)\n", "\n", "train_colors = [\"tab:blue\", \"tab:orange\", \"tab:gray\", \"tab:blue\", \"tab:gray\"]\n", "train_labels = [\"MaxVar\", \"Random\", \"Space\", \"MaxVar w/ CP\", \"Space w/ CP\"]\n", "line_styles = [\"-\", \"-\", \"-\", \"--\", \"--\"]\n", "\n", "for i, m_name in enumerate(method_names):\n", " t_info_list = train_info_dict[m_name]\n", " this_mean = np.array([t_info[\"pred_mu\"][..., 0] for t_info in t_info_list])\n", " this_std = np.array([t_info[\"pred_std\"][..., 0] for t_info in t_info_list])\n", " this_max_rel_dev = np.max(\n", " abs(this_mean - ads_vals[:, 0]) / abs(ads_vals[:, 0]), axis=-1\n", " )\n", " this_rmsd = np.sqrt(np.average((this_mean - ads_vals[:, 0]) ** 2, axis=-1))\n", " this_gt_logprob = np.sum(\n", " 0.5 * ((this_mean - ads_vals[:, 0]) / ads_vals[:, 1]) ** 2\n", " + np.log(ads_vals[:, 1]),\n", " axis=-1,\n", " )\n", " ax[0].plot(\n", " np.average(this_rmsd, axis=0),\n", " color=train_colors[i],\n", " linestyle=line_styles[i],\n", " label=train_labels[i],\n", " )\n", " ax[1].plot(\n", " np.average(this_max_rel_dev, axis=0),\n", " color=train_colors[i],\n", " linestyle=line_styles[i],\n", " label=train_labels[i],\n", " )\n", " ax[2].plot(\n", " np.average(this_gt_logprob, axis=0),\n", " color=train_colors[i],\n", " linestyle=line_styles[i],\n", " label=train_labels[i],\n", " )\n", "\n", "ax[0].legend(fontsize=6, frameon=False)\n", "\n", "ax[-1].set_xlabel(\"Number of updates\", fontsize=8)\n", "ax[0].set_ylabel(\"RMSD\", fontsize=8)\n", "ax[1].set_ylabel(r\"Max abs rel dev\", fontsize=8)\n", "ax[2].set_ylabel(r\"$-\\log P_\\mathrm{like}$\", fontsize=8)\n", "\n", "for a in ax:\n", " a.set_yscale(\"log\")\n", " a.tick_params(axis=\"both\", labelsize=8)\n", "\n", "fig.tight_layout()\n", "fig.subplots_adjust(hspace=0.0)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we reproduce Figure 8 from the paper, showing the behavior of different metrics that could be used to define stopping criteria without prior knowledge of the ground truth." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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TxBkFqEVERESKQlIcpMQ7n+dKEFtERERERERERArVLbfcwocffsiHH35IuXLlXFrTtWtXACZMmMD48eNJSUkByOrj/P777xMREWG5fsiQIWzdupWwsDCmTZuW1de5d+/eWdnPjz76aFbWs5XMudHR0VkB6v79++Pjk7vQcuae586dyxtvvEFCQgIAMTExvP322zz99NMO9yziCgWoRURERIqCq4FnZVCLiIiIiIiIiJRIQ4cOpU6dOqSlpTFw4EACAwMJDw+nYsWKfPrppwwcOJDbbrvNdO3PP/+cVb57/PjxVKlSJcf4Z599Rp06dTh37hz33Xcf6enplvto3LgxzZo1AyAjIwOwLlPev39/2rVrBxglxUuXLk2ZMmWIiIjg5ZdfpmvXrjzxxBPufSJELqEAtYiIiEhRcDXwrAxqEREREREREZESKSwsjFWrVjF48GCqVauGt7c3Pj4+dOjQge+++44vv/zSdN3hw4d55JFHACP7uXfv3rnmlCpViu+++w5/f3+WL1/Om2++6XAv2ftNX3/99dSpU8d0nq+vL/Pnz2f48OHUqlULX19f7HY7LVu25IsvvmDWrFlZmdwieWWz2+32ot6ESGHaunUrDRo0yHr+77//Ur9+/SLckYiICLDpB/jlMefz6twG90wr/P3IZW/mzJn07Nkz67n+JhIREZErkf4mEhERESn62JkyqEVERESKgjKoRURERERERERE5AqkALWIiIhIUVCAWkRERERERERERK5AClCLiIiIFAVXA9Tx0ZCRUbh7EREREREREREREfEQBahFREREioKrmdEZaZB4pnD3IiIiIiIiIiIiIuIhClCLiIiIFAVXM6jdnSsiIiIiIiIiIiJSjClALSIiIuJpdrt7vaXVh1pEREREREREREQuEwpQi4iIiHha4llIT3F9vjKoRURERERERERE5DKhALWIiIiIp7kbcFYGtYiIiIiIiIiIiFwmFKAWERER8TR3A87xClCLiIiIiIiIiIjI5UEBahERERFPUwa1iIiIiIiIiIiIXKEUoBYRERHxNHcDzupBLSIiIiIiIiIiIpcJBahFREREPE0Z1CIiIiIiIiIiInKFUoBaRERExNOsAtShlc2Px5+AjPTC24+IiIiIiIiIiIiIhyhALSIiIuJpVgHqik3Mj9szIOFUoW1HRERERERERERExFMUoBYRERHxNKuS3RWbOlijPtQiIiIiIiIiIiJS8ilALSIiIuJJGelGyW4zkQ3Ay9d8TH2oRURERERERERE5DKgALWIiIiIJyWcMkp2mwmpCKWjzMeUQS0iIiIiIiIiIvkwYMAAbDYbAwYMKOqtyBVOAWoRERERT4o7Zj1WugIER5qPKYNaRERERERERKRQjRgxApvNluvD39+fihUr0qVLF7766itSU1OLeqsiJZoC1CIiIiKeZBVo9vKFwDLKoBYRERERERERKQYiIyOzPnx8fDh+/Djz58/n0Ucf5frrr+fcuXNFvUWREksBahERERFPsgo0l44CLy8ji9p0nTKoRUREREREREQ8JTo6OusjISGBgwcP8uijjwKwdu1annnmmSLeoUjJpQC1iIiIiCdZBZozM6eVQS0iIiIiIiIiUuxUqVKF8ePH06lTJwBmzJhBfHx8Ee9KpGRSgFpERETEkywzqCvk/G+udcqgFhEREREREREpal26dAEgJSWF3bt35xg7efIkEydO5M4776Ru3bqEhoYSGBhIzZo1eeSRR9i6davleQcMGIDNZmPAgAEA/Pjjj3To0IEyZcpQqlQpmjRpwqhRo8jIyHC4v2nTptGmTRtKly5NaGgorVq1Yvz48djtdpde388//8xtt91GZGQkfn5+REZGctttt/HLL7+4vPdJkyZx3XXXERoaSpkyZejcuTPLli3Lmp+Wlsbnn39Os2bNCAkJITQ0lFtvvZX169e7tEcp+XyKegMiIiIiVxSnAWqLDOqEU5CeCt6+hbMvEREREREREbm8pKdB3NGi3kXhCrkKvD0b6soe6E1PT88xNmzYMCZPnpz1PCQkhLS0NPbu3cvevXv59ttvmTZtGr169XJ4jUGDBjFmzBi8vLwICQnhwoULbNq0icGDB7N+/foc18i+r4cffphvvvkGAJvNRlhYGGvXruWff/5h8eLF+Pv7W14zJSWF/v3788MPPwDg5eVFaGgop0+fZs6cOcyZM4d7772XyZMn4+tr/f7UgAEDmDx5Mj4+PgQGBnLu3DkWLlzI0qVL+eWXX7jpppvo0aMH8+fPx8/PD19fXxISEpg7dy5Lly5l2bJlNGvWzOHnR0o+BahFREREPMlpiW+LDGqA+JMQelXB70lERERERERELj9xR2FUo6LeReF6djOEV/XoJefNmwcYAeCrr746x9jVV1/NK6+8Qq9evbjmmmsICgoiIyOD7du388477zBt2jQeeOABrrvuOipWrGh6/lmzZpGQkMDHH3/Mww8/TEhICGfOnOGll17iq6++YsqUKTzwwAPceOONOdZ9/vnnWcHpQYMGMXz4cMqWLUtsbCyffvopr7/+OqGhoZav6//+7//44YcfsNlsvPLKKzz33HOEhYVx7tw5PvzwQ95++22+++47qlSpwrvvvmt6jpkzZ5KcnMy4ceO4//77CQwMZOfOndx3332sW7eOp59+mttuu421a9cyY8YMevbsiY+PD+vXr6dPnz7s3buXZ599lhUrVrj89ZCSSSW+RURERDwprxnUoDLfIiIiIiIiIiJF5NChQzz22GMsWrQIgO7duxMREZFjzvDhw3njjTdo0qQJQUFBgJGJXL9+fb799lu6detGQkICEydOtLzOuXPnGDduHEOGDCEkJASAiIgIJkyYkJVZ/N133+VYk5SUxOuvvw7A/fffz+eff07ZsmUBCA0NZfjw4bz44ovExMSYXvPo0aOMGjUKgJdeeomRI0cSFhYGQHh4OG+99RbPPfccAB9//DHHj5u/vxUTE8OECRN47LHHCAwMBKB27drMmDEDm83GgQMHGD16NDNnzqR37974+vpis9lo1qwZ48ePB2DlypUcOXLE8vMjlwcFqEVEREQ8JS0ZEs+Yj2UGpgPDwdui3JJVcFtERERERERERApUVFRU1kdQUBBVq1ZlwoQJANSpU4exY8e6fc5u3boBOMwQrly5Mv379zcd69GjBwCbN2/OcXz+/PmcPXsWgNdee8107UsvvURAQIDp2E8//URaWhoBAQG89NJLpnNeeeUV/P39SU1N5ccffzSdU6VKFfr27ZvrePXq1alRowYA7dq1o23btrnm3HDDDVklyC99fXL5UYBaRERExFPiT1iPhfyvrJPNZp1FrQC1iIiIiIiIiIhHnDhxIusjMTEx63j//v3ZsGEDV11l3oZt06ZNPPnkkzRq1IiQkBC8vLyw2WzYbDaefPJJAIcZwi1atMDLyzx8l1kWPDMYnWnt2rWAEdyuWbOm6drQ0FDL3s6Z61u0aJGVtX2p8PBwmjdvnmP+pZo3b47NZjMdi4yMzLqGGW9v76ys73PnzpnOkcuHAtQiIiIinhLnIMCcPSht1YdaJb5FRERERERERDzCbrdjt9vJyMjg2LFjfPnll4SFhTFlyhQ+//xz0zWjR4/m2muv5YsvvmDLli3Ex8cTGhpKZGQkkZGRWcHfhIQEy+uWLl3acszHxweA1NTUHMdPnjwJYBk0z1SpUiXT4+6uz5x/KVf2npfXJ5cfBahFREREPMUqA9q3FPhnuzvVMoNaAWoREREREREREU+y2WxUqFCBgQMH8ssvv2Cz2XjxxRezelFn2r59O4MHDyYjI4PevXvzzz//kJSUxLlz54iOjiY6OpqPP/4YMILfhbVXT6zP73VEfIp6AyIiIiJXDKsAc+koo7R31nOrDGqV+BYRERERERERF4VcBc9e5r18Qxxn/Ba0Dh06cP/99zNlyhQGDRrEli1b8Pb2BuDHH38kPT2dunXr8v3335uW6Y6OLpzkg/LlywOOS4cDHD161OH6w4cPO1yfef5y5cq5u0WRHBSgFhEREfEUqwDzpQFpZVCLiIiIiIiISH55+0B41aLexWXntddeY9q0aWzfvp3Jkyfz0EMPAReDu40bN7bsIb1gwYJC2VNmb+jDhw+zd+9eatSokWtOXFwc69ats1w/depU1q5dS2xsLKGhobnmxMTE5OhVLZIfKvEtIiIi4imOMqgdPc9arwxqEREREREREZGiVKNGDfr06QPAG2+8kdUvOTOou2XLFtMS3nPnzmXJkiWFsqebbrqJ8PDwrD2Zef/997lw4YLpWK9evfDx8SEpKYn33nvPdM7bb79NcnIyvr6+9OrVq2A2LlcsBahFREREPCW/GdQXzkJacsHuSURERERERERE3PKf//wHm83GgQMH+PrrrwHo2rUrAFu3buWpp57i7NmzACQkJDBu3DjuuusuIiIiCmU/gYGBvPrqqwBMnjyZwYMHc+bMGcDInH7jjTd4++23CQsLM11/1VVX8eyzzwLw7rvvMnz4cGJiYgAjc/rVV1/lgw8+AOC5556jQgWL9nQiLlKAWvJtzpw5DBo0iOuuu45KlSoREBBAUFAQderU4fHHH2fbtm1FvUUREZHiweUAtYM/8lXmW0RERERERESkSDVo0IAePXoA8NZbb5GcnEynTp245557APjiiy+IiIggPDyc0NBQHn/8cerWrcuIESMKbU/PPvss999/PwCjRo2ifPnylClThjJlyvDaa6/Rp08fbr/9dsv1b7/9NnfffTd2u52RI0cSERFBmTJliIiI4M033wTg3nvvtczQFnGHAtSSb5988gljxoxh7dq1eHl50bBhQypUqMDevXsZN24cjRs3ZurUqUW9TRERkaKX3xLfjs4hIiIiIiIiIiIe8/LLLwNw5MgRxo0bB8C0adP49NNPadSoEf7+/qSnp9OwYUPeeecdVq5cSXBwcKHtx8vLiylTpjBlyhRat25NYGAgaWlpXHvttXz55ZdMnz7d4Xo/Pz9++OEHfvrpJ2655RYiIiI4f/48ERER3HLLLfz8889Mnz4dX1/fQnsNcuWw2c0K4Yu4YerUqURFRdG2bVsCAwOzjh89epSnn36aX375BX9/f3bv3k3lypU9vr+tW7fSoEGDrOf//vsv9evX9/g+RETkCpccD+9cZT424Heo1ubic7sd3q4IqYm55/aeDPV7FsoW5fI2c+ZMevbsmfVcfxOJiIjIlUh/E4mIiIgUfexMGdSSb/fffz833XRTjuA0GD0Lpk+fTlhYGMnJycyZM6eIdigiIlIMxJ+wHrs0Y9pms86iVga1iIiIiIiIiIiIlGAKUEuhCggIoHr16gAkJCQU8W5ERESKkFX/aTDvOW3VhzpeAWoREREREREREREpuRSgLgHS09PZvHkzX3/9NU888QTNmzfHz88Pm82GzWajQ4cOeT53SkoKU6dO5dZbb6Vq1aoEBARQoUIFrr/+ej788ENOnz6dr72fPn2aHTt2ANCiRYt8nUtERKREi7MIUAeEgl+p3MeVQS0iIiIiIiIiIiKXIZ+i3oA49uuvv3LfffeRmGjSgzKfduzYQd++fdmwYUOO49HR0URHR/PXX3/xwQcf8M0333Drrbe6de7Tp0+zZs0aXn75ZRITE+nbty/t27cvyO2LiIiULFYZ1FaZ0lbHHWVii4iIiIiIiIiIiBRzyqAu5mJiYgolOH3kyBE6deqUFZy22WzccMMNPPzww3Tv3j2rn/TJkyfp2bMnCxcudHrOX3/9NSuru1y5ctx6663ExMTw5Zdf8u233xb4axARESlRrDKfrTKllUEtIiIiIiIiIiIilyFlUJcQkZGRtGjRIutj3rx5jBo1Ks/nu++++zh27BgAVatWZdasWTRq1Chr/PTp09xzzz0sXLiQ1NRU7r77bvbu3UtYWJjlOSMiImjTpg0ZGRkcO3aMI0eOcODAAb777jtuuOEG6tSpk+f9ioiIlHjKoBYRERERERERERFRgLq469q1KwcPHqRKlSo5jq9evTrP5/z9999ZtmwZAH5+fvz22280bNgwx5yyZcsyc+ZMGjVqxL59+zh79izvv/8+b7/9tuV527Vrx4oVK7KeHz9+nFdeeYWJEyfSqlUrNm/eTNWqVfO8bxERkRKtoDKok2IhJdG8b7WIiIiIiIiIiIhIMacS38VcVFRUruB0fo0ZMybr8QMPPJArOJ0pKCiIkSNHZj0fN24caWlpLl+nQoUKfP3119x8883ExcXx1ltv5X3TIiIiJd35Y+bHS1e0OG6RQQ0QrzLfIiIiIiIiIiIiUjIpQH2FiY+Pz9FP+sEHH3Q4/6677qJ06dIAnD17Nivz2h09evQAYO3atW6vFZEikHoBlrwL39wK0+6GI+uKekciJZ/d7n4GdXCk9fnUh1pERERERERERERKKAWorzCrVq0iOTkZMDKkW7Ro4XC+v78/rVu3znq+aNEit6+ZmpoKQHp6uttrRa5IqUmw8A14tyq8fRXMGQoXYjx3/R/uhyXvwMGVsHsefNUJDqz03PVFLkdJMZCWZD5mlSntHwx+pc3H1IdaRERERERERERESigFqK8w27dvz3rcsGFDfHyctyG/9tprTde7wm6389NPP+U6j4g4sOQdWP6hEdBKiYc1X8HcFz1z7SNrYc+flxy0G/sRkbxzlPFslUHtaEwZ1CIiIiIiIiIiIlJCKUB9hdm5c2fW46pVq7q0JnsP7B07duQYW7t2La+88kqO82Y6dOgQ9913HytWrMDb25tnnnkmj7sWuYKkXoB/JuQ+vvkHiDlc+Nfft9j8+MFVkO56D3oRuYSjjGdHpbwtA9TKoBYREREREREREZGSyXn6rFxWzpw5k/U4MtLBG+LZREVdfHP87NmzOcbi4+N56623eOutt4iIiKBKlSr4+flx8uRJDhw4gN1uJygoiK+//pqmTZvme/8nT57k1KlTbq3Zs2dPvq8r4jEnt0FqgsmAHQ6vhrDKhXv9YxvNj6clwdl9UK5W4V5f5HIVZxFQDioHPn7W66zKfyuD+oqXl7+JDh06VEi7ERERESka+ptIREREpGRSgPoKEx8fn/U4MDDQpTXZ52VfD9C4cWM+//xzlixZwpYtW9i3bx8JCQmEhITQqlUrOnfuzMCBA6lUqVKB7H/s2LG8/vrrBXIukWIpeov12NF10PCuwr2+VYAa4ORWBahF8soq49lReW9H464GqPcthZ2/g38INH8IQiwC3lLi6G8iEREREf1NJCIiIlJSKUB9hUlKSsp67OfnIGMrG39//6zHFy5cyDEWHh7OoEGDGDRoUMFsUORKF/2v9diRtYV77fhTEHfEevzEVqh/R+HuQeRyZRVQtsqQdjbuSonvxW/D0vcuPl89DgbMhgqNnK8VERERERERERERKSTqQX2FCQgIyHqckpLi0prk5OSsx65mXYtIHjnKoD6+CdJc+7nNk+MbHY+f2Fp41xa53BV4BvUJx+vO7IXlH+U8lhwLi99yvE5ERERERERERESkkCmD+goTHByc9fjSbGgr2edlX18UnnzySXr37u3Wmj179tCzZ8/C2ZBIQcrIgBMOMqjTk40y2xXz38/dlKPy3uB4byLF2fHNEHcUytaCiBpFs4eCzqBOOQ/J58G/tPn4vz9BRlru43sWQmoS+AbkHpMSJS9/Ey1atIhnnnmmkHYkIiIi4nn6m0hERESkZFKA+goTERGR9fjECSfZV/8THX3xTfUyZcoU+J7cUb58ecqXL1+ke/Aoux1O7zYy765qBv5Fe4OAFLJz+yEl3vGcI2sLMUC9wfF4zCFIioOAkMK5vkhBuxADM5+CHbON514+0OE/0P55z+8lzwFqBxnW509YB6i3zzI/npFqVGqo3MLxdaXYy8vfRHv27Cmk3YiIiIgUDf1NJCIiIlIyqcT3FaZ27dpZjw8ePOjSmkOHDmU9rlOnToHvSSwkn4fv7oUxLWBKD/iwFuyaV9S7ksLkSoby0XWFd31nJb4BTm4vvOuLFKSYQzCxy8XgNBgZxYvehCOF+HNkJiMD4gsjQG1RNvzsfsftAgrz94iIiIiIiIiISAlnt9v573//yx133EHVqlUJDAwkODiYGjVq0LZtW5577jl++eUX4uLiinqrIiWWAtRXmLp162Y93rJlC2lpJuU/L7F+/XrT9VLIVn0Ou+ZefJ6aAP990MhglcuTo4BSpsIKLMWfNEogO6My31ISHF0PEzrBqR0mg3ZY941n95N42rzcNjjvQe0bCAFh5mNWWdnbf3N8zqNrHY+LiIiIiIiIiFyhYmJi6NixI3fffTe//vorhw4dIi0tDX9/fw4dOsTKlSv55JNPuPPOO/n555+LersiJZYC1FeY66+/Hn9/fwASEhJYu9bxm9TJycn8/fffWc9vvPHGQt2fZLPp+9zHUhOURX05cyVAfXqXUba4oDnrP53pxNaCv7ZIQdrxO0zqBgknrefs/B0y0j23J6tMZ3CeQe1ojtV5nQaolUEtIiIiIiIiImKmf//+LF26FG9vb4YOHcquXbtITk7mzJkzXLhwgU2bNvHee+/RuHHjot6qSImmAPUVJjg4mE6dOmU9nzRpksP5P//8M+fPnwcgPDyc9u3bF+b2JNOFGIixKMF+eqdHtyIeFO1idvKx9c7nuMtZ/+lMClBLcbZ6HHzfF1ITHc9LPAOH/vLMnsA609nmDUFlna+3yrI2O2/ccTjyj+Pznd0HiWedX1dERERERERE5Aqye/dufvvNuPH/zTff5MMPP+Saa67By8sIpfn4+NCoUSOGDRvGxo0b6dOnT1FuV6REU4D6CvTkk09mPf7mm2/YutU84JSYmMhrr72W9XzgwIH4+PgU+v4Ex0HAM3s8tw/xnMSzEHfEtbmF0T/Xlf7TACe3gd1e8NcXyY+MdPjjPzB3GODi9+f22c7nFBSrTOfgSPDydr7eMkBtct4dLr6uwrjRRURERERERESkBNu4cWPW49tvv93p/MDAwBzPq1Wrhs1mY9KkSZw/f57//Oc/1K5dm8DAQMqWLUvPnj1ZvXq15fkOHTrEmDFj6NatG7Vq1SIoKIjg4GDq1avH4MGDOXTokNM9HT58mGHDhtGkSRNCQ0MJDAykRo0a3H777UyZMoWkpCTTdRs2bOChhx6iRo0alCpViuDgYBo3bswrr7zC6dOnnV5XxF2KNl6BunXrRrt27Vi+fDkpKSncdtttzJo1i4YNG2bNOXPmDPfeey979hjB0DJlyvDiiy8W1ZavPI76/CpAfXlypbx3psIoz+tqBnVyHMQehrAqBb8HkbxISYSfH3U9MJtpx2zo+g7YbIWzr+ziLALUIS6U9wb3Mqi3z3LtnEfWQc3Ors0VERERERERkRIpPT2duLi4ot5GoQoJCcHb24UEADcdOXKEunXr5mntuXPnaNGiBTt37sTPz4+AgADOnDnDzJkz+e2335gwYQIPPfRQrnWZ5cUzhYaGcv78ebZv38727duZNGkSs2fPpm3btqbXnTp1Ko899lhWENrPz4/AwED27dvHvn37mDVrFo0aNaJJkyY51g0fPpw33ngD+/8Sk0qVKkVqaiqbN29m8+bNTJw4kTlz5tC0adM8fT5EzChAXQLceuutHDt2LMex6OiLb0qvXbs21y8UgN9//52KFSuannP69Om0bNmS48ePc+DAAZo0acINN9xA9erVOXXqFAsWLCAx0SiR6uPjw4wZMwgLCyuw1yROOAxQ7zUyWD0RVBHPcStAvbZgvwfORzvukXupE1sVoJbiIf4kTO+Tt2zg2MNG5YCKHvjD2urny5X+047mXXrehDNwYKVr51QfahEREREREZHLXlxcHKNGjSrqbRSqZ599lvDw8AI5V4sWLbDZbNjtdoYOHcqPP/5IrVq13D7P66+/jpeXFzNmzOCOO+7Ax8eH7du388QTT7B06VIGDhxIkyZNuPbaa3Osa9CgAbfccgs9evSgWrVqBAYGkpaWxvr16xk+fDh//PEHffr0Yc+ePbmyt3///XceeOAB7HY7bdq04d133+X666/Hy8uLuLg4Nm3axNSpU/Hz88ux7tNPP2XkyJGULl2a//u//2PAgAFERUWRnp7Oxo0bGTZsGIsWLaJHjx5s376d4OBg9z+xIiYUoC4Btm3bxsGDFv2IgYSEBDZt2pTreEpKiuWaSpUqsWjRIu699142btxIRkYGixcvZvHixTnmlStXjm+++SZH32rxAEe9iFMTjaBEiPnNB1JCObop4VIJpyDmEIRXLZhrH9vo3vwT/0LtWwrm2iJ5dWonTLvL+Flw5LpBsPpLyEjLPbb9t7wFqNNTYeN0OLUDImpAo3vA38Ef51Y9qK0yo12ddz46580qu+aCPd21cx5dp5udRERERERERESyqVatGo888ggTJkxgy5Yt1KlThyZNmnDdddfRrFkzWrZsSf369bE5eT8lNjaWBQsW5Iir1K1bl7lz59K4cWN2797Nq6++ypw5c3KsGz16dK5z+fj40LJlS2bPns21117L5s2b+emnn+jXr1/WnLS0NAYNGoTdbqdt27YsXLgwRyA6JCSEdu3a0a5duxznPn36NC+//DI2m41ffvklx369vb1p1qwZ8+bNo3Xr1qxbt46vvvqKwYMHu/S5FHFGPaivYHXq1GH16tVMnjyZrl27UrlyZfz8/ChfvjytW7fmvffeY9u2bXTr1q2ot3plyUiHk9sdz1GZ78uPOxnUULDZj672n87kqEe6SGFLT4O138DXNzkOTnv5QI/R0OUtqNbOfE5e+lCnp8HkHvDbM/D3WJgzFCbdCsnx1mssM6hdDVBbZFCnXYCk2IvPt//m2vkAEk9DjPXNbyIiIiIiIiIiV6KxY8fy6quvEhQUhN1uZ8OGDYwdO5aHH36Yhg0bEhUVxXPPPceJEycsz9GmTRvTpL/AwEBeeOEFAP744w9iY2NzzbHi7e1N165dAVixYkWOscWLF7N//34APvnkk1xZ0lamTZtGYmIizZs3t0xS9PHx4d577wVg3rx5Lu9XxBllUJcABw4cKLRz+/n50b9/f/r3719o1xA3ndlrBB0cztkDV7f3zH6k8KUlG5mY7ji6DhrcWTDXd7X/dKYT2wrmuiLusNth93z48zXnPy/+IXD3FKjR0XhetzvsW5x73umdcGoXlHOjVNOaCXBoVc5jxzfBkneMYLgZywzqfPagzjx3YBgkn4e9i1w7X6aj6yC8mntrREREREREREQuYz4+PowcOZKhQ4fy22+/sXTpUtasWcP27dtJSUnh5MmTfPLJJ0ydOpU5c+bQsmXLXOe48cYbLc+fOZaRkcH69evp2LFjjvHly5fz9ddf8/fff3PkyBESEhJynePIkSM5nq9aZbxXFRUVRfPmzV1+rZmB7n///ZeoKOv3ny5cMOIVjir9irhLGdQixc0JFzJpz+wt/H2I55zaaV5+GKBCY/PjR9YW3PWtSnxHNjQ/fmY3pCYV3PVFnDm2ESZ3h+l3Ow9Oh1SCh+ZdDE4D1OkGWJRe2uFG1nFGOvz9hfnYPxMg5nDu4+mpRll+M64GqIMjrccys7N3zYN0i9YePoHmx4/moXe3iIiIiIiIiMgVIDQ0lH79+jFhwgQ2btxIbGwsf/75J927dweM8ti9evUiKSn3+6RXXXWV5Xmzj508eTLH2Isvvkj79u2ZPHkyO3fuJCkpifDwcCIjI4mMjCQoKAggV9A6OtpIjqha1b2WkMeOHQOMAPSJEycsP+Li4gBITEx06/wijihALVLcuFI+WSW+Ly9W5b29/aHxveZjxzcZga/8ijsO8RbZnU37mR+3Z7if8S0lR9wxOLgKzu4r6p0YAd+fH4PxN8CB5c7nV2gMjy6EyHo5j5eOgsq572YF3CvzvesP67LY6cmw9N3cx+NPAHbzNa4GqH38oVSE+Vj8/8pJWZX3Do6Cej3MxwqyVYCIiIiIiIiIyGUsICCAzp07M2vWLB544AHAyGT+448/cs111KPaauzPP//k/fffB+DJJ59ky5YtJCcnc/bsWaKjo4mOjmbIkCEA2O3m7zU56419qfT0dAAef/xx7Ha704/CrPYrVx6V+BYpbqL/dT5HAerLi1WAunxdqNzKfCztApzcZp1h7SpH/acb3AkLhkOaSbb0ia1QsUn+ri3Fz6rPYdGbxtfc5gWtnjDKVrv5x22+JcXC8o+NbOX0ZNfW1OoKvb4G/2Dz8Tq3weHVuY8fWw+xRyC0kvNrrP7S8fjG6XD9M1Cu9sVjVuW9wfUe1GAEsxPP5D5+/jikXoDdf5qvq3sblKsDm3/IPXZso3Gji7ev6/sQERERERERkRIjJCSEZ599tqi3UahCQkI8fs3HHnuMyZMnA7Bz585c45eW4LYaK1++fNbj77//HoAuXbowZswY07WZmdKXqlDBSILI7EPtqsyy3lu2uFDVVaSAKUAtUtyccCFAfe6AggqXE6sAdVRDiGxgZFKbBemOrM1/gNqq/3RYFQgubwS2zILYJ9WH+rJzfBPMf5WsbF97Bvw9xuh3X7urZ/aQngprJ8KSd+HCWdfWePtD28Fww4vg5W09r+5t8Oer5mM75kCrgY6vc2Ir7F/meI49Axa9AX2+vXgsswT3pbz9ITDc8fmyKx1l/u/D+WjYuxhSc/cjAqBuD/AvbT6WdgFObocKjVzfh4iIiIiIiIiUGN7e3oSHu/H+g7gkOPhigoS/v3+u8cWLF1uuzRzz8vKiadOmWccPHzZax2U/lp3dbmfRokWmY9dffz0AJ06cYO3atS73oW7Tpg0zZ87k77//5uDBg26XCBfJD5X4FilOEs9C3FHn8zLSIOZQ4e9HCp/dbt13PKoh+PhZB48KojyvVf/pCk2M/0bWNx935UYKKVnWTsS0FPXaiZ65fvJ5mHoHzB3menC64d3w9Fro+H+Og9MAZaobN3yYsSqPnZ2z7Ons58reI94qg7p0lHuZ6VbZ1uePW+8/MByqtrl4o4sZlfkWEREREREREQGMDORdu3Y5nZeZPQ1w7bXX5hpfsWIFS5YsyXU8KSmJjz76CDAypcPCwrLGQkNDAdi0aZPpNb/88kv27TNvydexY0eqV68OwJAhQ0hJSXH6GgDuv/9+AgMDSU9P56mnnsoq+W0mIyODmJgYl84r4goFqEWKE1f6T2dSme/LQ+xho5yxmaiGxn+vsrjjLb+BJbvdOoO64v/u1LMMULvxvSrFn90Oe83vwOTIP5CRUfh7mDnItT7TANXawaOLodcEI9vfVXVuMz9+cCUkmJTPzpR4FjbPcP06C0YYn1MwenqbcbX/tLP5MYdh5+/mY7W7gbePkxtd1pofFxERERERERG5wmzdupW6devSrVs3pkyZkqPncmpqKhs2bODBBx/k448/BqBly5a0bds213lCQ0Pp1asXP/74I2lpaQDs2LGDbt26sWPHDry9vRk5cmSONV27GhUM586dyxtvvEFCglEtLyYmhrfffpunn36aiIgI0317e3szevRobDYbK1asoFOnTqxYsYKM/72nFxcXx5IlS+jXrx/btl2sjBkVFcW7774LwJw5c7jppptYuXJlVqDabrezY8cOPv74Yxo0aMDs2bPd/pyKWFGJb5HixJ2s1DN7gC6FtpXLVvJ5I7sxINQIwnq6t+6lrMp7w8XgcKXmYNI6l1M7ISkOAvLYZ+X8cUg4aT6W2V/aKkCdcAriTxplwKXkO7vPuirDhXPG75tytQrv+jvmwLZfnc8rWwtuegNqdcnbz27d7rD03dzH7Rmway407We+bt0k817sVg4sNwL+NTtZZ1CHuBugtsigPrbeek3d7hcfX9UMjqzJPeeog/UiIiIiIiIiIlcQX19fMjIy+P333/n9dyMhwM/Pj+DgYM6dO4fdfrH64LXXXssvv/yCl1fuPNDhw4czbtw4evfujb+/PwEBAcTGGklKNpuNL774IlcZ7v79+zN58mSWL1/Oa6+9xvDhwwkLCyM2NpaMjAy6detG06ZNefPNN033fssttzBp0iQee+wxVqxYQbt27fD39ycwMDBH5vPzzz+fY90zzzxDcnIy//nPf1i8eDFt27bFz8+P0qVLExcXR2pqatZcW1G/ly6XFWVQixQn0e4GqMVldrtRqvjj+jC1J0zoCBO7GIG5omT1NQ+ragTRwQgsmbI7Dk45Y5U9DdlKfFuURAZlUV9O9ln3xQHgsNkdEgUkKRbmDHU8J6gc3PYJPPGX0Q87r38MR9aH8GrmY1ZlstNTYc1X5mO+payvtfB1I/Pcqgd1QWVQW/ELhuodLj63+j1ycrtx446IiIiIiIiIyBWuS5cu7N69m1GjRtG7d2/q1q2Lv78/MTExlCpVimuuuYa7776b77//njVr1lCxYkXT84SHh/PPP//w0ksvUaVKFZKTkylTpgzdu3dn5cqVPProo7nW+Pr6Mn/+fIYPH06tWrXw9fXFbrfTsmVLvvjiC2bNmoW3t+MWd/3792fHjh0MHjyYevXq4ePjQ0pKCjVq1KBnz55MnTqVunXr5lr3wgsvsGPHDoYMGUKjRo0ICAggJiaG4OBgWrRowbBhw1i1ahV9+/bN2ydWxIQyqEWKE6texGYUoHZdUhzMHgz//pTz+OHVMK4D3PEF1OlWFDuD6M3mxzPLe4MRUCsVAYkmJYiPrssZhHKHVf/psKpQqozxOKgsBEdC/Inc805shRod83ZtKV72uhCgvvb+wrn2ghHWQVyfQLj+aWjzDPiXzv+1bDYjq3jV57nH9i42ArWXXmfHbIg7an6+ts/BgWWwf1nuseObjKxwRz2o3RHs5vxaXcA34OJzRze6HN8E1XKXoxIRERERERERudLUrFmTZ555hmeeeSZf5wkJCeGdd97hnXfecXlNQEAAI0aMYMSIEabjjsYyVatWjU8++cSNnRpq1qyZVbpcxBOUQS1SXKSnwckdrs8/s7fw9nI5id4C4zvkDk5nSo6F7/vCn68ZXwN3xR2DuS/CqMYw9jr4ayxkpLu3PzNR2frF2mzWwaUj+ehD7az/dKby9cznKYP68pCeZh5gze7wP4Vz7YOrjMoGpmzwwG9w48sFE5zOVKe7+fH0ZNj9Z+7jf39pPt/bH5o/CJ1GWF9r0RsF2IPazQB13UteZ5nqEBBmPveI+lCLiIiIiIiIiIiI5yhALVJcnNljBEhcFXcUUhIKbz8lnd0Oa7+BCZ3grAvB/JWjYMrtcN4kU9hMUiwseB0+uxZWfwnnDsDJbTDvP8a5XD1HzEHzsewZ1ABXNTefd3St8VrdZbfD8Y3mY5n9pzNZ9aF2p2e6FF/H1kNynOM5p3dC4tmCvW5qEsxycCdq6yegcouCvSZApRZGVQAzO2bnfH5sAxz+23xuw95GhYFKzXIHgzOd3WfcBGPG7Qzq8oCLpc29/aHmTTmPObrR5Wg+bnS5nGRk5O1GJREREREREREREXGLAtQixUVegn1F3T+5uEo+Dz89YpT1difof3AFjGtnZHVaSUs2sqRHNYEVH0Pahdxzln0AyfHOr+coAznqkt7PVoGl+BMQe8T5tS4VdxQSTpmPXZpBbdWH+tROBXMuB87Ke2cq6CzbZR/Amd3mY6FVoOPLBXu9TF5e1iX9d803fsYzrR5nfZ5WAy8+vvFVsLn5J1Vp8x5Flrx9jV7crqjZCfyDcx+3DFDno5f95eD0Hph0G4wsA+9XhyXv5e3GHxEREREREREREXGJAtQixYVVqeeytcHL13xMfahzi/73fyW9f8zb+vgTRqBi5Wc5AxQZGbD5vzC6hZElfcFBNmlqImyf5cJeLb7mAaEQWjnnsauutT5PXrIfrfpPA1RonPO5VQZ1erJr2elSvO1d5Nq8w6sL7prR/8LKT63Hu39iHmAtKFYZzynnYd9S43H8SevWAFXbQIVsZfjL1YYm97m3h9IWWdwO17iYdW31+ipZVGKIO2LdK/tyl54GP9wHB5YDdiPjfcnbsPbrot6ZiIiIiIiIiIjIZUsBapHiwiqDukJjKHO1+ZgC1BfZ7bBuMnzVyfnnJdhJkMeeDn++Cj/0M8pw710MEzrAz49Yl+S+1MbpzudEbzY/HtXIKMebXakyUKaG+fyjechsteo/HX41BIbnPFauNti8zeerzHfJlhQHR9a4NregAtQZ6TDraciwyL5vdA/U7Fww17JSrZ1xI4iZHb8Z/137DaSnmM9p9XjuYx1eMkpru8KvdN76arvSt9rLB2p1NR+rWMA3ulwOds2FUztyH1/yHqSnen4/IiIiIiIiIlJiHThwALvdzoABA4p6KyLFngLUIsVFtEWgL6oBRNQ0Hzuj7FXAKKf9y0D47RlIS3I8t15PGLQG7vsxdyD2UjtmwycNYWpPOL7JvT0dWA4xhxzPsfqaW5XUtirPeyQPgSVX+08D+PhD2WvM5zsqUy7F34EVxg0Zrji6rmBKuq/+0uh7baZUBHR5O//XcMbb1zqIu+N3SL1gnUEbWhlq32pyvBK0fNS167vbf9qdddXaGTe0mAkuB2FVzMeu1AD1noXmxxNOwp4Fnt2LiIiIiIiIiIjIFUIBapHiIOE0xFuUV42sDxEWmbOFnUEdexRWj4d/JkCig5LWRSX1grG/MS1h8w+O53r7QbePoPckCAiBa26Cx5bm7rd8qeTYvO/P0Z7SU+HkdvOxqIbmx63K8x7f6F7g0G63zqC2+nxYlflWgLpkc7W8Nxil6/ObMX/uACx603r8lvchKCJ/13CVVRnsxNMw90Wj3L+Zlo+Ct4/5WLuh4B/i/Np5DlC7kEFt9boyXWXxe+RKDVDvc9CDfcO3ntuHiIiIiIiIiIjIFUQBapHiwFHQJ7KhgwzqQgxQ75oPo5vD3Bfg9+dhVOO8ZeoWhuR4o0f0p42M/cUddTw/vBo8/Ce0eCRn6ezwqvDQPGj+UN734lsKgsqZj238Lmcf6+xO7zZ6OJuxClBbBZZSE+GURbDbTOwRSDxjPlahiflxywD1NtevK8WPo+CcmcP/5P1adjvMHmJ8v5q55mZo0Cvv53dXjU7gE2g+tn6y+XHfUnBtf+tzlioDbZ5xfm1XAs2m65wFtm1Qp5vjKVaVGI6uh4yMPG2rxDq7z7hpwsquPyD+lMe2IyIiIiIiIiIicqVQgFqkOLAq9RxUDkpHWgeoL5wrnMzm1KTcgaTkOJg1yDrg6gkXYmDpB/BpA6NHdMJJ52vq9oCBy8xLV4NRvvq2T+CO8dbBKjM2b2j2IDyzAdoMNp9zdi8csegPHb3F/LiXL5SrYz4W1cDIBDdjdR0zVtnTYPQ8N2NVdjz2kNGn+3KTnla03+ueEHPI+iYXq57j+elDvfkH64xtv2Do9nHu3uuFya8U1Ozk3ppGfZy3Bmj1BASVdzwnJK8BaifrKrdyHsS2ClAnxxV+VY7iZq+TGzQy0mDLDM/sRURERERERERE5AqiALVIcWCVQZ0ZFLQKUEPhBBQOrIC4I7mPn9zmXiC0oCScgYVvwKcNYfGbRmDeGW8/uOUDuHsKBIQ6n9+4Dzy6yPHnOlOd2+DJv6H7p0YwqGFv64Depunmx09YBKjL1QYfiyC0j791drU75Xmt+k+XqQ6BYeZj5etZn+9yyqK2243vtQ9qwJvlYXofiDtW1LsqHI6Cc436mB/PawZ1/Cn44yXr8U7DIaxy3s6dH87KYV+q1ePO5/gHww3DHM8prAxqV15PhcbWv6+utDLfrlQQ2DDt8r9ZRURERERERERExMMUoBYpDiwD1P8rqxwcaWQYmimMAPWuudZj//5U8Nczk5EBZ/bCvJeNjOnlHxoZfq4I+1/p7laPuZeRGVkPHl0M9W43H6/cyjjvPdOgXK2Lx0tHWmdi/vuTkZF+KasMaqsAdKaC6B/rbv9pgNBK4G8R6M9vX+LiZOl7xvdaUgykpxglfmf091yA6kIMzH4OPmkInzeHv78ovGtbBeciG1gHOmMP5S1g/8dL1jeWVGoJLR52/5wFoVYX8LLoJ32p6h2hvEV1g0td+4DRWsBKYfWgdiVA7VfK+F1n5mgR3IBUVNLTYP8y5/NObnVcdUJERERERERERETcpgC1SFFLT4VTO83HMoOVNhtE1DCfU9ABarsdds2zHt/6C2SkF9z1MtKNQPSO32H5x/DzQBh3A7xzFXx+Lfw12rpn7aW8/aHlY0ZJ76uuzdt+AkKg92S47VMIrQI2L6jUAvpMM4LTVVqbr2t8r/nxpNjcAX+7Pe8B6koWAeqT2yH5vOO1mdc+ttF8zKr/NBjfg5Z9qLc6v25JEHMYln+U+/iRNXBwVeFf326HXwbC2q+NQPCZ3UZg12xP+ZWRDvuWmI9V7wCVW1qvdTeLetc8+PdH8zEvX+jxOXhZZPQWtsBwqNbOtbmuZE9n8vGDjq9Yj4dUcv1c2QWVtc5+rtAYwqu6dh7LPtRXUAb1sQ2utyfYOK1w9yIiIiIiIiIiInKFcTFtSEQKzeldRqammex9fyOugeObcs8p6AD1yW0Qe9h6PD4aDv0F1drm7fyJZ2HTd3B0vRGYP70L0pPzdq5MvqWg+UNw3aC893bNzmaD5g8aHxkZ4OXCvTy1bzUyjJNNAh6bvof6d1x8fv44JJ4xP49Vr+dMVoEl7EbA5er2jtfHHIILFn3LHWVQgxGgPmQSqD15mZT4Xva+9c/ivsVQrU3hXv/IGiNj+1JL3jG+v6yyXvPi+CbrjOYaHY1AaJkaRh/1Sx3+B+r3dO06qReMjHAr7Z93PSu5sNTt7rzUc5nqcM3N7p23QS9YNSr3zSilK+b9BhovbwipaP472p1y5Vc1g3WTch+P/teo+OAbkLf9lSSulPfOtOW/cPNbV8bnRURERERERERExAOUQS1S1KItyiN7+ULZbGWkrXojnzEJIOXHTgflvTPltcz3iW3waSOY939GRuWJLfkLTvuVhnZDYfAW6PJWwQSnL+VKcBqMwEWDO8zHdv8J8ScvPrf6moPzDOoy1Y2sTzOuZD9a9Z8GqNDI8VrLDOptRiC/JDu9x+g1a8WVUsD5tfkH8+MZafDbswX7ObYKznn7Q5XrjceVW5nPObza9ev8+5N5P3uAcnWg7RDXz1VY6nQDnLQCaDnQ9d8Fmby8jMoL2cty+wVDj8/ylzFet0fuYz6B0PBu189h1SogI7VgS/Yf2wATb4F3q8DErsbNOulpBXf+/Ni7yPW5SbGwc07h7UVEREREREREROQKowC1SFE7YVHquVxto0xsJkcB6oIMXDkq751p20z3gwwZGfDTw5DiQhlqZwLCoMP/wZAt0Ok1I9uzOGjc1/y4Pd3IwMsUvdl8XkglKFXG8TVsNuss6iMu9I+16qUaURMCLHpMZ7IKUKecN0pSl2RL3ja+TlaOrnOthHpepaca5fOtHPkH1k0suOvttQhQV2lt9CgG6zLfxzcZmdGu2DjdYsBmlPb28XftPIWpdJTjkuZ+paGJxc+2M+FV4el1cPcU6PU1PPUPXHNT3s6V6fpBEJXtZhKbN3R50/Xy3mD8++IbZD7myu8RV8QeMYLTh1YZAd5Dfxkl7Me0gI3fFW2gOvm8UbHAHY5uYBERERERERERERG3KEAtUtSs+vdeWurZqgd12gU4f6xg9pJw2rU37RPPwP6l7p1736L8l4IOKgedX4ch/0KHF60ziYtK5ZZGhrOZTd9dfJzX/tOZ8tM/Ni/9pzOVr2s9VpL7UEdvcV4VICOtcPtQ711kXfY904LXIe54/q+VkgCH/jYfq9Hx4mOrDOqMVOvvo+zO7oODK83Hmg1wHBT2tDq3WY81vc/oTZ9XfkFQ73ZoeBeEXpX382QKqQgP/2kEvW/9EJ7ZAC0ece8cXt7WJf0Lqg/1318Y/z5d6uw++PXx/wWqpxdNoPrACuNn2kyV68yP711kBN1FREREREREREQk3xSgFilqVuWeo1wMUEPB9aHe/Sdgd23uvz+7d+5/Jri9nSzl6kLXd+HZzdB2MPiXzvu5CpPNBo3vNR+L3nLxa21VQvfSr7kVq/K8549DnIObFex26wxqZ/2nwfi8h1czHzvh5OaDzF7EnzSEUU1gxafGfoqDRW+6Nq8wy3xvnuF8TnIczB2W/2sdXGUEmc3UuPHi43J1wN8iMOtKme9N31uPtXzU+XpPqmsVoLZBy8c8uhWX+AYYQe+Wj7qXOZ2dVR/sggpQO6vGcXYf/PoEjG5uZCd7MlBtVd47qLzRa9qUPeeNRiIiIiIiIiIiIpJnClCLFKX4k5Bw0nzs0gzqgFDjzXMzBRWg3uVC/+lM23+DNBf7R5/d70LpcJsR/KzVFdo8Cz2/gEcXwX+OwFN/Q+snLpYeLs4a9bEe2/QdJMdb9w3PbwY1OC7PG3MQkmLMxyo2ce3al35fZnLUtzY9FabeCWu/NkqBn9sPC4bD8o9cu2ZhOrQadv3h2tx9blYNcFXyedjhYn/b7bNgx+/5u55Vee9SZSEy2/eglxdUsrgZ4vA/jq+RkWEdzKvQxLpcfFEpU938Z7fZAMc3B5VkVl/bs3sh8Wz+zn3uAJzZ7eLc/TDzSRjdDDZ8a/y+KGxWPwM1OhqB+3IW1SI2Ti8+N9aIiIiIiIiIiIiUYApQixQlq1LPYB6sdNSHOr/SUmCPRVaZmeRY6yy0S635CsvM7JvfhIHL4P+OwbOboO8PcNNIo+frVc2Kb7a0lfCqUK2d+djmGf/rP23xuXA1QB0UYZ3JfNRBgNoqexpbzp62jlgFFh2V+F70htGH9lJL34PYo65dtzDY7bBwpOvzT2yBBCdluPNixxzzUshWfn8+f/2wrX5uq3cwgtLZWZX5PrzacaDu4EqIsehL3uQ+p1ssEre8bwSkfUuBTyC0eNSo3HC5cnSjy7H1+Tv37j/dX3PuAMx8ysio/mcCXDiXvz1YiTlsHTyv3tGohNHU4nv07D6jl7aIiIiIiIiIXJZGjBiBzWbL+vj+ewcVAv+nW7duOdYcOHCg8DfqQGJiIqGhodhsNgYNGuTyuuXLl2e9hp9/drN6agmVnp5O2bJlsdls7NmTtyTAlStX8swzz9CkSRPKlSuHr68v4eHhNG7cmIEDB7Jw4ULsJu+jVqtWLcf3TeZHSEgIDRo04KmnnmLbtny2TC3mFKAWKUpWQb3gSAgqm/u4VSZfQWRQH1oFKW4GvZz17QWj3+2GqeZjkQ3gukFQoXHJyI52VeN7zI8nnISVn5mP+QVDWDXXr2FV5vuIg/K8Vn2DI2q63mO3fD3z42f3Qkpi7uO7/4SVo8zXpKcUbRb1vsVwcIV7aw4UQplvV8p7Zxd31PWy5LnWHodT283HsvefzmTVJzrxtBGss7JxuvlxL1+jF3NxFBgG3UfBy8eNj24fGqW0L1chVxn/1pg5ms8A9Z4FeV977oBxE8aHteG/A4zfIQVZ/nufRfY0XPwZaNQHbN7mczZMK7i9iIiIiIiIiEix9s033zgcP3bsGPPmOasc6lmlSpXi3nuNNpTTp08nOdm1KqgTJ04EoFy5cnTv3r3Q9lecrFixgjNnzlC/fn1q1rRIDrQQHR1N165dadu2LZ9//jmbNm3i7NmzlC5dmoSEBDZv3sz48ePp3LkzzZo1swyABwQEEBkZSWRkJOXKlSM+Pp6tW7cyduxYmjRpwtdff10QL7VYUoBapChZlUW2KqNsmUFdAAFqqxLc/iHQsLf52I7fzYOS2W3+AZJizcdaPmZkq11u6t1uZGGasSqjHtkgd/aqI1bleY9tgIx06zEzrvSfzmT1vWnPgFM7ch6LOwa/DHR8vvVTrDNtC5Oz7Gmrr19Bl/k+f8I6YHZ1e8Di52P1OMc3I1jZt8R6rLpJgPqq5tZ7sCrznRwP22aaj9XuCqXKONph8XA5/l66lM1mfaNLfvpQpyZZ92uPqGkd+L1UejJs/QWm3QWf1IP5r8JJi5sr3GFV3rt8PSgdZTwOLm+0mzCz9Rfje1xERERERERELltly5YlKCiIBQsWcPjwYct5U6ZMIT09nWrVqnlucy54+OGHATh37hy//vqr0/nx8fH897//BaB///74+voW5vaKjZkzjfcwb7/9drfW7d+/n+bNmzNv3jx8fX154oknWL16NSkpKZw9e5bk5GT27t3LqFGjuPrqq9mwYQP//mseC+rTpw/R0dFER0dz8uRJEhISmDFjBpGRkaSmpjJw4EA2b96c79daHClALVKUoi0C1FFuBqjPHTRKdOeV3Q47LQKnNTtZZwSnJsDu+Y7Pu3q8+VhAmHXgu6TzLw113bzLzNXy3pmsAkupCXB8Y+7jdrv5cXC9/zRAmauN8sdmTmYrOZKeBj8+DIlOSmJnpMKyD1y/fkHZMcc6YF+tHTToZT5mFXjLq60/G8F9M51fh1ZWAX47/Pas+/16rcp7l60NoVflPh4QYl3W/fBq8+PbZxnfh2aKa3nvK9VV15ofP7I2772WD/0FqRY3Lt0+Bp5eC036uR6oBog/Aas+g7GtYXwH49+VvPTJzsiwvkmjxo05n1uV+U5NgG2/un9tERERERERESkxgoKCuOuuu8jIyGDy5MmW8zIzrAcMGOChnbmmRYsWNGxovN+cmRntyIwZM0hIMN7Pe+ihhwp1b8VJXgLUycnJ3HnnnRw9epTSpUvz559/MnbsWFq2bIm3t/F+l81mo3r16jzzzDPs2rWL4cOHZ405ExgYSO/evfn2228Bowz5F1984eYrKxkUoBYpKmnJcHqn+VikRbDSKkBtT4eYg3nfy+ndcG6/+VitrnD1DRBokfXoqMz3gRXW5YSvvf/yKut9KaugvhV3A9RRDY1yyWYm3AifNYWfHr2YaXt6l3UmuzsZ1F7eUL6u+Vj2kvVL3zPvO21mwzTH5aILWka64xLZnV4z+jGbObsXYo8U3F6syntH1DS+Lje+YpRiNnNiC/w91vVr2e0OgnMm2dOZrMp8W2VQW5X3LlUWana2vo54nlUf6sTTea9sYFXeOyDUuLGmTHXo+b9AdVM3A9Vg3Fgy9wX4sBbM6A+nLP4dNRO9CS5YBLYvrSBwzc0QVM58rsp8i4iIiIiISAl1+GxioX2kpVskYVzieOyFfF/LEx588EEAJk2aZNpDeMWKFezatYvq1avTvn17h+fauXMnH3zwAZ07d6ZGjRoEBgYSEhJC06ZNeeWVVzh9+rTpuieeeAKbzUZYWJhlb+uxY8dis9nw8fFh+fLlWcczs6idZYHDxSB269atqVfPaPF46NAhxowZQ7du3ahVqxZBQUEEBwdTr149Bg8ezKFD1u8ddejQAZvNxogRI0hNTeWjjz6iefPmhIWFYbPZWLJkicP9AHz44YfYbDaaNzdP1Kpdu3bW646Nzf2+98CBA7HZbPTv3990/ZYtW9i3bx8VK1akRYsWTveTaeLEiWzcuBGAMWPGcMMNNzic7+Pjw4gRI+jWrZvL1wDo3LkzFSpUAGDNmjVurS0pfIp6AyJXrFM7IcOir6ZVxmKZqzHK7Zpktp3ZA2Wvydtedv1hMWCDmjeBt69RtnqdSc+N3fMh+byRNXypf8ZZn7fFI3nba0lx9Q1QuiKcP+bafKuseSu+AcYaqyzgs/uMjy2ZAVCrksU2iGrk3rUj68Exkx61mSXr9y52Lyvang5LP4A7PHQn2JYfrW+cqHWLEZANr2a9ft9S6+xKd5zeY/55BGh4t1GC2b803PohfH+v+bzF7xg/m472m+nEVqMPuhmz8t6ZKreCtSZ3Wp7cZtz0EBB68di5A3Bgee65YPT19b4yygOVGI5uTjm6DsKrun/O3X+aH6/eEbyz/dlZprqRUd3ueaMX/abvrP9NNJORapSS37MQHlkI5es4X2NV3tvbD6pef8kxX+N79q/RuecfWgVn9kJEDdf3KyIiIiIiIlIMtHvf4v+NC8DyYR2pXMZ5QtJdX/zF0ZgL+brWgXfdC/blRfv27alRowZ79+5l+fLluYLQ2bOnbU7axXXp0oWDB40EM5vNRmhoKLGxsWzcuJGNGzcyadIkFi5cSO3atXOs+/jjj1m+fDlbt26lb9++LFu2DB+fi++v/PvvvwwdOhSAl19+mXbt2mWN9evXj2HDhpGSksLkyZN55ZVXTPe2e/duVq5cCVwMaoNR6nvp0ovtDkNDQzl//jzbt29n+/btTJo0idmzZ9O2bVvL152UlESHDh1YtWoVPj4+lC5tEkOwcOONRrW7DRs2EBMTQ1hYWNbYsWPH2LVrF2BkGC9dupQePXrkWL9okVFJsmNH8/c9M7One/To4fTrl93o0cZ7RTVr1qRfv34ur/Nyp73n/1SqVInjx48TFxfn9tqSQBnUIkUle7Zpdt5+1oFmH38Iq2I+lp8+1FYB6sotISjCeGxV8jgtybw8eMxho4yymdq3uBZQK8m8vKFxH9fm2ryM/qfusirzbcqiXG/ZWuAf7N51rfpQn9hq9FT++THr61nZ/L0RsC1saSmw5G3r8Rv/94dacHnrr0lBlfneYpE9DdAoW/n7Ordal4xPuwCzn3OtHLNVeW8vX6hm/YekZQY19ty9ijf9YH2eJn0dbk+KQGCY8TvATF76UMccsq4Mcs1N5sfLXA23j4an10O7odYVA6ykxMMcF38GrPq9V2ltXtHDUUl6q0oBIiIiIiIiInJZsNlsWaW7Ly2Tndkn2MvLy6Xy3q1bt+bzzz9nz549JCUlce7cOZKSkliwYAEtW7bk6NGj9O2b+72zwMBAfvjhBwIDA/nrr78YPnx41tiFCxe45557SEpKok2bNrz22ms51kZERNCzZ0/AOgs8+2sLCgqiT5+L72c3aNCAd999l23btpGYmEhMTAzJycmsXr2arl27EhsbS58+fbhwwfpmgzFjxrB582a++eYb4uLiOHv2LKdPn6ZRI+cJU02aNCE8PJyMjIxcGdeZweeQkJAczzMdOXKEPXuM95qdBajdKe8dHR3Ntm1Gm8uePXu6FdjOi8ys+TJlLKrblnAKUIsUlRMW/afL1XGcZWhV5juvAerEs3Dob/OxWl0vPq56PQRHms8zK/O99mvr3rotH3NvjyVVY4us10uVrQW+Fn2dHbnmZvfXXMqd/tOZrDL8E8/Ad/dYZ+kGhEKH/zMfs2cYZcEL24apRpavmQZ35cxkv9qiNM/+pXnvz5vJbrcu712phZFdmt0t74N/iPn8vQuNrHBnrIJzlVs6vkkh/GrrUsfZy3xnZMBGi9LHUQ3drxIgnmFV5jsvAWqr7GlwXt49vKpRXn/wFrj/V6OKgFW/+0sdXAnbf3M8JyXR+t86qwoCkfWgokWf7o3TjXYBIiIiIiIiInLZeuCBB/Dy8uLHH38kPj4+6/iMGTOIj4+nU6dOVK5c2el5vv/+ewYNGkSNGjXw8/MDwM/Pj06dOrFw4UIiIyNZv349K1asyLW2fv36fPzxxwC8++67LF5svMc3ZMgQtm7dSlhYGNOmTTPtcZyZEb13794c2dCZ0tPTmTJlCgC9e/fOkeE8evRoXnzxRerWrUtgoPEejY+PDy1btmT27Nk0atSIY8eO8dNP1i1A4+PjmT59OgMGDMg6R0REhEsBVy8vr6zy2ZcGoDOfDx482OF4tWrVqFatWq5zHz16lHXr1lG6dGnLALaZrVsvJh02bepG28w8+PHHHzl16hRg3OBwOVKAWqSoRG8xP+6sF7FlgHpv3vaxd5FRYtlM9gC1lzfUv8N83p6FcOHcxeepF2DdZPO5ZWtZ9/e93JSrbR3cyM4qI9mZmp3hmi55W5vJnf7TmcpbBKjBumQ1wO1jjQzJMhZlcbf8F07ucH8/rkq9AEvfNx+zeUPHS4LnV1v0Dzl/3Ojbnh9H11n3fW94d+5jIRWh8/DcxzP98ZJxs4mV1CQ4aNET3FF5bzBKjVduZT52ePXFx4f+gpiD5vMcZaJK0bIKUB/bCOlulNwG498CM1ENoXSUa+fw8jZ6oveaAM/vgh6fQ5Xrna/781VIS7YeP7gK0lPMxxz1YLcq53/+mPVNHyIiIiIiIiJyWahcuTKdO3fOypjOlFne+6GHHsr3NYKDg7MCsWYBaoDHH3+cXr16kZGRQb9+/Rg/fjzjxhntNcePH0/VquZt2jp37kyVKlVy7Dm7efPmceyY0aIye3lvZ7y9venatavDPYMRXO/e3aIypAsyg8eXBqAzg/QDBw6kUqVK/Pvvv1nB3OzjVsHnWbNmYbfb6dq1K/7+/i7v58yZM1mPCyOr2W63c/DgQT7//POsr4efnx9PPfVUgV+rOFCAWqQo2O3WGdRW2amZCjqD2qq8d2gVKF835zGrMt8ZqbB99sXn//4MFyyCZS0fMwJeVwpXyho7uynBipcX9PkWen4BdW6DYBcDQNk5Ku1sJSgCSldwb02rJ6DubUYP2g4vWUyyw9J33d+Pq/6ZAPHR5mNN++XuJ1utjVF+3cz+3HccumWzRSlsm4MbQZo9BJUsym0nnjZKq1vdqHLoL6Mcv5kaNzreK1iX+T6y9mIWqVXJYy8faNjbfEyKnlWAOu2Cda920/kp1j8XzrKnrQSEwLX94aG58MwGuOFFKF3RfO65A7B6nPW5rILJgWUgqrH1uga9wNvif1Q2WFQMEBEREREREZHLxoMPPghcLIW9Z88eli9fTlhYWFYJbVfMnj2bPn36UL16dYKCgrDZbFkfmcHvI0eOWK6fMGECVapU4dixYwwcOBCARx55hN69rd93y16C/Mcff+T8+fM5xjNfU61atUx7SS9fvpwBAwZQp04dgoODc+z5/fffd7rnNm3aWI65IrMP9datWzlx4gRglL0+cOAAtWvXpmLFinTs2BG73Z4VlAbnAepff/0VcK+8N5CjTHpBlfeePHly1ufUy8uLatWq8cwzzxAXF0dQUBDTp0/nmmssWsKWcApQixSF+BNGOWQzzrJpLw2iZTp/HJLjzcespKdZl2St1SV3ILlSCyNwbSazzLfdDv9YBAn8SkPje9zbY0nXoJfR49eRvAaoAXz8jCD4PdNg6A4YshV6T4brnzayDh2VyK11S96v7U7P7ApN4KbXLz5v0AvK1jafu/UX6/7s+ZEUBys+Nh/z9ocbhuU+HhBqnWGenwB1eqpxE4eZmp0g2KKctpcXdB9lBHzN7PkTRjeHGQ/A0Usy2a2CcwFhrpV5t8qgTo6DUzsgJQG2/Wo+p1ZXCCrr/BpSNCIbgLef+di+Ja6f59BfRj9oMzUt+k+7o0x1o8pBvx+tbxxZ9gEknDYfs+rBXr2D8bNlJTDcuLnGzI45jisXiIiIiIiIiEiJd8cddxAeHs7KlSvZtWtXViZy3759CQgIcLo+IyODvn370r17d2bMmMH+/ftJSUkhPDycyMhIIiMjs86TkJBgeZ7w8HDGjBmT9bx69eqMGjXK6fUffPBBbDYbiYmJfP/991nHz5w5w2+/GS3TzDLBX3zxRdq3b8/kyZPZuXMnSUlJOfYcFBTkdM/ly5d3uj9H6tevT7lyxnulmUHnzGzqzOB15n8zj+/bt4+DB40qj2YB6ri4OJYsWYKPjw/dunVzaz9ly158jzN7NnV+BAQEZH1Oo6KiqFGjBh07dmT48OHs2LGDXr0skgYvAxbvcotIoYq2yJ6GvJf4Bji7Fyo4yAS71OHVkBRjPla7a+5jNhvU7wmrPss9tn8pxJ+Cs/vg+Cbzcza9D/xLm49drkqVMYL9O2Zbz8lPgDo7mw1CKxkf9Xsax9LT4OQ2OLoWjqyD6M1GgLP6DUY2Yl5F1jd6HzvjHwK9vwGfbBmIXt5GFvWPD5qvWfy2EXAvSH+NyVmGPrsWjxifMzNX32Dei3f/cqPnsqPAlpV9S4yMZzNm5b2zi6wHbZ6F5R+Zj9szjEDxtl+NHtptnoUanayDc1e3N74ezlRoYtxokZGae+zwaqNlgVVw0tVe7FI0fPwgqpHxO+JS/0yA1k+69j2yx+JmJ/8Q6wz8vIisb2RVr5uUeyw5Dpa8A90u+fk4H238HjTjqLx3pib3XbwJK7v0ZON4y0edn0NERERERESkGFg+zPV+u+6qEOo8WAvw4xPXkZZudz6xmPD39+fee+9l7NixfP3110yfblQRzMysdubrr7/mu+++w9vbm5dffpn777+f6tWr45XtfcX777+fb7/9NkeGrpmvvvoq6/HRo0fZs2cPjRo1crimWrVqdOrUiQULFvDNN9/w6KPG+xjffvstKSkp+Pj40L9//xxr/vzzz6wM6SeffJInnniCunXr5uhz/eqrr/Lmm2863LNZX2x32Gw2OnTowH//+18WLVrEPffc4zRAnfnfa665hkqVcr/nO3fuXFJSUujUqRNhYWFu7ad+/YvVbzds2EDfvi5UT3WiT58+TJo0Kd/nKYkUoBYpCics+k+XrmgENB0JrWRkfKab9No8s8e9ALVVeW/fIKhqUfq5QS/zALU9A7bPtO5zC9DiCn0Tv0lf6wB1cCQE5+9OMoe8faBCI+Ojef57omRxtW9291FG5uOl6vWE8h/CSZNs6R2zjf63rmT2uiLhNPw12nzMLxjaPWe99ur25pnXSTFGsD8ve9w8w/y4bxDUudX5+vYvGJnmZ/c5nrd/mfER2cC6pYAr5b0BfAOM13pkTe6xw/9A3FHzdaUi4JqbXbuGFJ1rbjYPUMcchJ2/Q10XegXtXmB+vHoH8HZSRcJdHV+GLT9ByvncY2u/Mf6tKV/n4jFHmeDOerCD8RpCKkGcScmq9VOM362uBPFFREREREREiljlMqWKegtUCHVQ8bGYevDBBxk7diyffvopKSkpNGjQgObNm7u0NjNr+ZFHHuH11183nRMdbdGWMJvRo0czc+ZMvL29qV27Ntu2beOee+5h7dq1lCrl+Ov68MMPs2DBAv766y927NhBnTp1sjLBb7nlFipUyNnOMXPPXbp0yZG17e6eC8KNN96YFaAGI5M6M3ANUKVKFapXr87u3bs5cuRI1jyr8t4zZ84E3C/vDRAVFUW9evXYtm0bM2fO5P333y+wUt9XIpX4FikKVhnUUS4E/by8zQN+YN1/1squeebHa3Q0AlJmKjSGMhZlxtd8DdtmWpyzE5R1kP19Oat5kxGoM1NQ2dOe5qxXOhhBmwZ3mo95eUHH/1ivXVKAvaiXvGOd3dv6Scflp6u0tu4/m5cy38nx1jcr1OkGfkHOz+EbCN0/sy5zfCmr4DS4lj2ayarM9+75Rka5mYZ3Gxm6Urw1e8C6FcFfY52vjz1i3a/6mgIo732p4PLWN5bY02H+KzmPWVUQiLgGwio7v56XNzSxqAQQvRkmdoXTe5yfR0RERERERERKpObNm9OwYUNSUlIA85LYVg4fPgxA06bmrQTj4+NZvXq1w3Ns2bKFF154AYDXXnuN33//nbCwMLZv386QIUOc7uGOO+6gTBkjMW7ixImsW7eOTZuMKqgPP/yw23u22+1ZgeDClhlo3rt3L3/++SfHjh2jUaNGOcptZ8+iXrJkSY512aWmpvL7778D0KNHjzzt56mnngJg9+7dfPvtty6vy8jIyNP1LmcKUIsUBauAkStBP7DuQ33GjTfIz+6D0zvNx2p1sV5ns1kHHU9ug4w087FWA13f2+XGxw8a9jYfq2aRqV7cla1l3QsZjKzdLm87Pked24zSwmZ2zTVKkufXiW2wdqL5WGA4XD/I8XrfQOvyxPuXub+fnb9DaqL5WCMn5b2zu7od3D3VqLqQV2WqQ3g11+dbfR4SzwAWpXysgnpSvJSOMqpjmDm0Co5tcLx+j0X2NBg3JxWG1k9CWBWL/fx5cU92u3UGtTs3aDRxULLpyD/wZVv4+wuj9L+IiIiIiIiIXHbee+89hg4dytChQ+nXr5/L60JDQwGyAsKXeuONNzh/3qRK3P9cuHCBe++9l6SkJNq2bcvLL79M1apVGT9+PADjx4/np59MWpNl4+/vz3333QfA1KlTmTBhAgCRkZGmfZid7fnLL79k3z4n1R0LSO3atalY0XgP9NVXXwUuBqQzZQajx44dy/HjxwGyMqyzW7JkCbGxsTRt2pSqVavmaT8PP/wwDRsaSWdPPfUUy5Y5fo84PT2dkSNHMmfOnDxd73KmALWIp6Umwend5mOulk226kPtToDaKnsanJfktQpkWAm/2sgivpK1HwbBUTmPlYqAZq71Kil2fPygbG3zMd8g6D3JCO46YrNBx/+zHl/iJMDtjN0O8/7PKD9vps1gCAh1fp6rbzA/fnAVpKW4tyer8t6lyrpWaji7urfBs5vg9rHWXwtH3L1eJTf7CEc2sL4BQYqf6560HnOWRb3bov90+foQelXe9+SIbwB0Ni+LBcC8lyE9zbhxKv6E+RxXS9yDcUNH1TbW42kX4I+XYEoPOHfA9fNeKvYI7FmY9/UiIiIiIiIiUihuueUWPvzwQz788EPKlSvn8rquXbsCMGHCBMaPH5+VhR0dHc2QIUN4//33iYiwqL4JDBkyhK1btxIWFsa0adOy+jr37t07K/v50Ucfzcp6tpI5Nzo6OitA3b9/f3x8cichZe557ty5vPHGGyQkJAAQExPD22+/zdNPP+1wzwUtMwCdmWl+aYA683nmeN26dYmKuuS9ePJX3juTv78/v/zyCxUqVOD8+fN07tyZp556ijVr1pCenp4178CBA4wdO5Y6deowfPjwHGNiUIBaxNNO7TBKkJpxtdyzowC13SKT8VJW/acrXmtk0zlSvi6Ur+fadQBaPmqUdL6SBUXAgDnQ5D6o1AIa3QOPr4DAsKLeWd7V72l+/LZPoOw1rp2jVlfje87MngVwyHF5G4d2z4d9i83HwqpAq8ddO091iwB1aqJ5314r8aesSw036GX0C3eXjx80vQ+e/Bvu/R4qt3Z9rTvZowAhFawzVs006WvchCAlQ4XGUNWiosPWnyHuuPlYWgrssyh3f03ngtmblfp3WJeeP7UD1k+2/pnz8nG/gkX7F5zPObAcvmhj9MJ25d/j2COw6XuY+RSMagyf1Ifv74O0ZPf2JiIiIiIiIiLF0tChQ6lTpw5paWkMHDiQwMBAwsPDqVixIp9++ikDBw7ktttuM137888/M27cOMDIlK5SJed7c5999hl16tTh3Llz3HfffQ6DoI0bN6ZZs2bAxXLTVqXK+/fvT7t27QCjpHjp0qUpU6YMERERvPzyy3Tt2pUnnnjCvU9EPmQPSHt7e9O+ffsc41FRUdSpUyfruVX/6VmzZgH5C1AD1KhRg7Vr19KpUydSU1MZO3YsLVu2xM/Pj4iICPz9/bn66qt56qmn2LNnD61ataJRIyXyXOoKjxiJFAGr8t4+Ada9nS9lFaBOiv1fuV0nkuLgwErzsVpdXduDVZnvS/mWMoKyYvTg7jkWHlkAd46DkHyUZy4OWj4GVa7PeazjK9C4j+vnsNmg48vW44vfytve0lON7GkrN71h3Wf9UhWvBb/S5mPulPne+rP1zSnulPc24+UFtW+Bh+fBQ/Og9q2O53v7Q7V27l/HKhiYaz8+Rv9pKVmssqgz0mDNBPOxw6shxaIMVWFXzrDZoMs71uOL34Ltv5mPVWoJ/hY/11ZqdIReX4N/iON5KfEwezB82wtij+YcMwtI/zIQNnx7MfM67QIcXe/e3kRERERERESkWAoLC2PVqlUMHjyYatWq4e3tjY+PDx06dOC7777jyy+/NF13+PBhHnnkEcDIfu7dO3cLyVKlSvHdd9/h7+/P8uXLefPNNx3uJXu/6euvvz5HUDc7X19f5s+fz/Dhw6lVqxa+vr7Y7XZatmzJF198waxZs7IyuT0he8C5efPmhITkfm8mexDbLEC9fv16Dh8+TJUqVWjSpEm+91SxYkUWLFjAsmXLeOqpp2jUqBFhYWHExcURGBhI48aNefzxx1myZAl///031atXz/c1Lzc2u93VdEuRkmnr1q00aHCxdPa///5L/fou9nouDHNfgtVf5D5eoQkMtMhCu1T8KfjQIkj90Dyo4iSLcuuv8N8HzMceWwoVmzjfw5m98LlF5mt2zR6E7p86nyclU1qKkTEYc9AIXrraRz07ux2+vtno42pmwBz3Mx3//sIot2umyvXw4O/uZfdOuxt2m5TFr3I9PDTXtXNM6GSecR1+NTyzoeCzjU/thJWfweYfICM151ibZ+Gmke6f858J8PvzzufVugX6fu/++aVoZaQbv9fNSlQHhsOQbeBXKufxP4fDyk9zz/cLhmH7jSz/wvbTo7DFony+lY4vww3D8na9mMMwa5B1b+vs/EOhzdNw7iAcWAHn9ru4v1fgBhcytt00c+ZMevbsmfW8yP8mEhERESkC+ptIRETkyvPaa6/xxhtv8PTTT/PZZ58V9XaKhaKOnSmDWsTTrDKoo1zsPw0QVNZ409uMK32orfpPl65glHl1RUQNI6juTMvHXDuflEw+flCzEzR/KG/BaTACszc6yqJ+2/XS9QCJZ2GJVValDbq+7X4w2KrM95E1kJLgfP2ZvdblwBv1KZxS2OVqQ88xMHiz0W87qpHRRqDz69BpRN7OWdnFPtRN+ubt/FK0vLyhlUV5pgvnYLPJTQd7FpjPr97BM8FpgM7DjSok7nC3B3t2YZXh/l+h20fgG+R4bnIsLHoTNkx1PTgNxo0/IiIiIiIiIiJSIDL7T2e/SU2KlgLUIp5kt1sHqCNd7D8NRjArwqIcuLMAdUa60ZvXTK0u7gXKGvRyPF6tHUS60atarlxX3wBV25iPHVwJKz52/VxL3jHK3Ztp0hcqNs3b/sxkpMKhv5yv3/Jf67H8lvd2JqQi3PQ6PL7c6HvednDee8KXr+88IBdYxvVWAVL8NL3PuoT131/A/3oUARB3zPrftJqF3H86u9BKcP3Trs8PCM3b74HsbDZo8Qg8sSJ3q4OCcPgf9aEWERERERERESkAKSkp3HnnnYwYMSJX/2opOgpQi3hS3DEjC82MOxnUYN2H2lmA+ug6SDxtPuZuUKn+HY7HWw1073xy5bLZoKODntELR8JfY5yf5+QOWPO1+ZhvENz4at72V74elIowH9vnpDS/3Q6bLcoPV7zW+maT4sjbB65yUtq/4V2ey5yVgudfGq7tbz52ehfsXXTxuVX2NMA1hdx/+lJtBkNwlGtzr25vfC8XhDLVjTYEXd52P4vbkfCqxt8MIiIiIiIiIiKSL35+fgwfPpzhw4fj41NA7wlJvilALeJJVplm4H55ZMsA9V7H63b9YX7cJ8A6S9RKWGWj77CZ0MpGH1oRV1Vr6/h7cN7/GT2QHZn/MtjTzcfaDYGQCnnbm5eXEdQys99JgPrYejhr8XNZ2NnThcHqZz6TynuXfC0fA5vFn4h/Z7tRZPef5nPK1TWymj3JPxg6uXgDSn7Ke5vx8oLrnoKBy+GqZnk7R7k6RkZ270nw/G54ajWUubpAtykiIiIiIiIiIlJcKEAt4klW2c0hlSAw3L1zWZb43puzBOulrPpPX90e/Eq5tweApvebH2/5WMFlqMmV46aR4OXg++b352HdZPOx3X9aZ3SGVobrBuVvb1bB8+Objb7XZs6fgFnPmI/ZvJ2XyS+OHAWoy9dzrTe9FG/hVaFud/OxvYvg5HZIT4V9S8zn1OxUaFtzqHFfo9e6MzVuLJzrl6sFD82HTq+Bl6+TuSYB6W4fGZVJgssXzv5ERERERERERESKCQWoRTzJKogVXtX9c1llUKcnQ9wR87GYw9ZZ3HntGdvkvtxv9ldrB62fzNv55MpWsQncPgZw0Av9t2dh43c5j6WnGhnWVm56HXwD87c3qwxq7HBgRe7D5w7CxC7WP3PVO5TMQFSl5tZjTfq618deii9Hv8P//gKOrIHkOPNxT5f3zuTlZZTadiS8WuFmJnv7QLuh8NiSnDe1KCAtIiIiIiIiIiKSRemNIp5k1X/a3expcNy39sweCKuS85jdDn+Ntl5Tq4v7ewAjIHDfT7B9JpzeY+yr3u3g5Z2384k0vgfSkuE3i8xj7DDzSaPPcWYG8tqJRn9cM5VbQf0787+vMtWNTOzYw7nH9i+Dej0uPj+5A6b2hPPHrc/XqE/+91QUSpUxSiTvW5zzuG8QNCyBJcvFXOVWRo/0Y+tzj23+wXqdbxBUua7w9uXM1e2gzm2wY7b5eEGX97YS1QAemAUXYsDbF/yCPHNdERERERERERGREkAZ1CKedMEigzovAWr/0hAcZT52aR/qjAz4/QVY/aX5/MiG+esX6uVlZIHd8AI0uFPBacm/Zg/ArR9aj9sz4KdHYftvRmWCxQ6yJru+UzBZvTabdZnv7H2oj66Db25xHJyueG3JLO+d6abXoVTZbAdscOv7UDqyyLYkBcxmM/oqm0lLgvUWpfar3wA+/oW3L1fcNNK6xHZhlfe2Ehim4LSIiIiIiIiIiMglFKAW8aSCzKAG6zLf2Xtdp6fCr4/DmgnW58lr9rRIYWr5KNz8lvW4PR3++yDM6A9JMeZzGt8LVzUruD1Zlfk+vQvijhmZ1JN7WN+MAlCmBtw9uWT3aK/QGJ76B7q+Bx1fMR437VfUu5KCVu92KF3RvTU1OxfOXtwRUQPamFRgKFMDat/i+f2IiIiIiIiIiIhIDiX43XGREsgqQF2qTN7OF1EDDpr0vs0MUKcmwY8Pws7frc/hV9roiylSHF0/yMjWXPSG+XhGKhxYbj7mWwo6vVaw+7HsQw0seB22/mL0gbcS1RD6/QLB5Qp2X0UhKAJaP17Uu5DC5O1r3Ciy8HXX1xSHADUYN06kJMC6yZB2wfjZu2O88ZpERERERERERESkSClALeJJnsygTj4P391rHbwDsHlB908hpELeri/iCe2fh/QUWPqee+vaDoEQN7M/nQmpAGVrmfe73vy947VVroN7vzdK/oqUFM0GwLIPIDXR+dyytSC8aqFvySVeXnDLe3Djq5CRpp87ERERERERERGRYkQlvkU86UKM+fGCDlDHHDLKDDsKTnv7Qe/J0PCuvF1bxJM6/AfaPOv6/JBKcN2gwtmLVR9qR2reBP1+VpBMSp5SZYxS+a6oeVPh7iUv/IP1cyciIiIiIiIiIlLMKEAt4inpqZAcZz5W0AFqewYcW2+9zrcU9P0B6vXI23VFPM1mg86vQ6snXJt/0+vgV6pw9lLdzQB1/TvhnumFtx+RwtbaxZ+7a4pJeW8REREREREREREp1lTiW8RTrLKnIe8B6vBqRplue4brawJC4b4foXLLvF1TpKjYbND1HaPH89qJ1vMqtYAGvQpvH1XbADbA7nxusweh20fg5V14+xGHjsVc4Nu/D7LrRDxNq4TxYJtqlPLTnz9uKXsNXHMz7J5vPce3FFS53nN7EhERERERERERkRJL79CKeIpV/2nIe4Daxw/CqsK5/a7NDyoH9/8CUQ3zdj2Romazwa0fQVoKbPzWfE7Xd415haVUGajQGI5vdDyv7RDoNLxw9yIOHYu5wF1frOJYbBIAC7afYOH2E3z3WGv8fXTTgFtaP+k4QF2tHfgGeG4/IiIiIiIiIiIiUmKpxLeIpzgMUJfJ+3mtynxfKrQyPDRPwWkp+by8oMdn0LB37rHWT0Kl5oW/B2dlvju/Dp1HKDhdxH5YczgrOJ1p/aEYlu06XUQ7KsGqd4Dy9azHrymG/adFRERERERERESkWFKAWsRTrALU3v7gG5j387oSoI64Bh76AyJq5P06IsWJlzfcMR66fQyVWhoZzTe/CTe/5Znr1+5mMWCD7qOg7WDP7OMyZbe7UD7dBWsOnDU9/s/+MwVy/iuKzea4F3VN9Z8WERERERERkZLPbrfz3//+lzvuuIOqVasSGBhIcHAwNWrUoG3btjz33HP88ssvxMXFFfVWr3hnzpzBx8eHgIAA4uPj83SOuXPn8thjj1G/fn3KlCmDr68vERERtGzZksGDB7N69WrTdTabLdeHl5cXYWFhXHvttQwbNoxDhw7l5+Vd9oqsxPfIkSM9cp3XXnvNI9cRccoqQB0Ynr8sS2dB56hGRlnvoLJ5v4ZIceTlBS0eNj48rUorqNsDts/Kth9fuHM8NLjT8/u5TPy47ghfLNnD8dgkrq9Rljd7NiAqNO9lo2MSU02Pn7M4Lk40vBuWvAdxR3Ier9YOylxdNHsSERERERERESkgMTEx9OzZk6VLl2Yd8/HxoVSpUhw6dIh9+/axcuVKPvnkE7755hsGDBhQdJsVZs+eTXp6Ol27diU4ONittbt27eK+++5j7dq1Wce8vb0JDQ0lNjaWNWvWsGbNGkaNGkXHjh2ZMWMGZcvmjrEEBQVlXTs9PZ3Tp0+zYcMGNmzYwBdffMEPP/zArbfemr8XepkqsgD1iBEjsHmg9KkC1FJsOApQ50fFptZjVa6Dvj9AQGj+riEiud31Daz7Bg79Bf4h0OYZKFO9qHdVYv2+5TjP/3dT1vMF20+w91Q8fw5pj4933gq+xF6wCFAnpOTpfFc83wC4ewp8eyckxRjHwqvBrR8W5a5ERERERERERApE//79Wbp0Kd7e3gwePJiBAwdSo0YNvLy8SEtLY9u2bfzxxx9Mnz69qLcqwMyZMwG4/fbb3Vq3Zs0abr75ZmJiYggKCuKZZ57hnnvuoWHDhthsNjIyMtixYwe//vorn332GYsXL+bIkSOmAernn3+eESNGZD0/f/4806dP54UXXuD8+fP06dOHPXv2EBkZma/XejkqsgA1uFfC02azOZxvNu6JALiIyworQH1VM6jQBI5vzHm85k1GIMGvVP7OLyLmvH2g5aPGh+TbpFUHch3bfzqB1fvP0qZm3ipAWAaoExWgzrNKzeC5bbBnAfgEwNXt89emQkRERERERESkGNi9eze//fYbAG+++SYvvfRSjnEfHx8aNWpEo0aNGDZsGBcuXCiKbcr/JCUlMX/+fGw2G927d3d53ZkzZ7jzzjuJiYmhYsWKzJ8/n/r16+eY4+XlRb169ahXrx6DBw9myJAhLscbS5cuzcCBA/Hx8eGRRx4hPj6eSZMm8eKLL7r1+q4ERRagHj58uNM5sbGxjB07ltTUVOx2O5UqVaJVq1ZUrlyZoKAgEhISOHz4MKtXr+bIEaPcpL+/P0888QShocoYlWLmgnkv1HwHqG02I0t61jOwfxl4+8H1T0ObZ8HHL3/nFhHxgIwMO5uPxJiO7TpxPk8B6tT0DOKT00zHVOI7n/yCoJ57d6aKiIiIiIiIiBRnGzduzHrsSkZuYGDuG/arVavGwYMH+eabb+jVqxdvv/02P//8M4cOHSIoKIi2bdvyn//8h1atWpme89ChQ/z222/8/vvv7N69m6NHj2Kz2ahSpQo333wzzz33HFWqVHG4r8OHD/P5558zf/589u/fT0pKChUrVqRBgwb06tWLu+++m4CA3C31NmzYwOeff87SpUs5fvw4Xl5e1KhRg+7duzN48GDT7GFHBg0axJgxY+jVqxc//vhjjrHU1FTCw8NJSEigbNmynDx5MlcAuEuXLsyfP59XX33VtGXwn3/+SUJCAq1btyYqKsrlfb3//vtZ8cTvvvsuV3D6UqVKlWLcuHFkZGS4fA2A++67j8cee4yMjAzWrFnj1torRbENUO/YsYNbb72VlJQUmjRpwkcffUTHjh0t5y9cuJDnn3+eTZs2MXPmTObMmUOdOnUKetsieWeVQV0qnwFqgNJRcN8M43FGhtGbV0SkhDgac4GkVPM/8qyyoJ2Jc7BOGdQiIiIiIiIiImLlyJEj1K1bN8/rz507R4sWLdi5cyd+fn4EBARw5swZZs6cyW+//caECRN46KGHcq3LLDGeKTQ0lPPnz7N9+3a2b9/OpEmTmD17Nm3btjW97tSpU3nsscdISkoCwM/Pj8DAQPbt28e+ffuYNWsWjRo1okmTJjnWDR8+nDfeeCOrSnGpUqVITU1l8+bNbN68mYkTJzJnzhyaNnXQbvQSN954I2PGjGHJkiXY7fYcAeh//vmHhIQEAE6fPs2WLVto1KhR1nhqaiorV64EsIwLZpb37tmzp8t7SktLY9y4cQB06tSJ9u3bu7zWy82YS0BAABEREZw6dYq4uDi31l4pimUUKyEhgTvuuIODBw/SpUsX/vrrL4fBaTC+mf7++29uvvlm9u/fzx133EF8fLyHdizigsIq8X0pBadFpITZc8r63+uYPGY7Owpsx15IJT3D9TYjIiIiIiIiIiKXg3PnzhXaR3p6ukt7iI2Nzfe1CkOLFi2ygqhDhw5l165deT7X66+/zsmTJ5kxYwYJCQnExsaybds2brjhBjIyMhg4cCDr16/Pta5Bgwa8++67bNu2jcTERGJiYkhOTmb16tV07dqV2NhY+vTpY1pe/Pfff+eBBx4gKSmJNm3asHz5ci5cuEBMTAyxsbEsW7aMRx99FD+/nFVXP/30U0aOHElwcDDvvPMOx48fJyEhgcTERNauXcuNN97I8ePH6dGjh1sxtw4dOmCz2Thz5gybNm3KMbZ48WIAQkJCAFi0aFGO8dWrV5OQkIC/vz/XXXddrnNnZGQwe/ZswL3+02vXriU2NhaAO+64w+V1eZGQkMDp06cBKFOmTKFeq6Qq0h7UVr755ht27txJYGAgU6dOxd/f36V1/v7+TJkyhWrVqrFr1y4mTpzIM888U8i7FXGRpwLUIiIlzJ4T1n/c5jWD2tE6u90YLxOkNggiIiIiIiIicuUYNWpUoZ372WefJTzc+XvdEydOzAoS5tWIESPytd5MtWrVeOSRR5gwYQJbtmyhTp06NGnShOuuu45mzZrRsmVL6tev71Iv4tjYWBYsWECnTp2yjtWtW5e5c+fSuHFjdu/ezauvvsqcOXNyrBs9enSuc/n4+NCyZUtmz57Ntddey+bNm/npp5/o169f1py0tDQGDRqE3W6nbdu2LFy4MEcgOiQkhHbt2tGuXbsc5z59+jQvv/wyNpuNX375Jcd+vb29adasGfPmzaN169asW7eOr776isGDBzt9/WAEZRs3bszGjRtZtGhRjqztzID04MGDGTlyJIsWLcpx3szx6667zrQc+d9//82JEyeoVauWW5WUt27dmvXYnWzwvPjiiy+yMtJbt25dqNcqqYplquX333+PzWajY8eObte1L1++PDfeeCN2u50ffvihkHYokgcKUIuImNpz0lEGdd7Kccc4CWyrzLeIiIiIiIiIiGQ3duxYXn31VYKCgrDb7WzYsIGxY8fy8MMP07BhQ6Kionjuuec4ceKEw/O0adMmR7A3U2BgIC+88AIAf/zxh1uBem9vb7p27QrAihUrcowtXryY/fv3A/DJJ5/kypK2Mm3aNBITE2nevLnpfsEIkN97770AzJs3z+X9wsXy3NkzpJOTk/nrr78ICgriueeew8/Pj2XLluXIwM/MsHZW3tud7GmAM2fOZD0ujKzm9PR09uzZw+uvv84rr7ySdZ0HHnigwK91OSiWAeq9e/cCcNVVV+Vpfea6zPOIFAsKUIuImHJU4rswelADnEtQgFpERERERERERC7y8fFh5MiRHD16lKlTp/LII4/QuHHjrIDvyZMn+eSTT2jQoAH//POP5XluvPFGp2MZGRmmZb6XL1/OgAEDqFOnDsHBwdhstqyP999/HzB6ZGe3atUqAKKiomjevLnLrzcz0P3vv/8SFRVl+TFy5EgADh486PK5s7/WZcuWkZaWlrXXpKQk2rZtS2hoKK1atSI2NpZ169YBkJSUxF9//QUUfIA6M6MZcCkT3hWvv/561tfHx8eHa665hhEjRpCcnEy5cuWYOXOmS5UFrkTFssR35l0jJ0+ezNP6zHVqPC7FRnoaJFncDaUAtYhcwex2u+MM6kIo8Q1wLo+9rUVERERERERE5PIWGhpKv379sspoJyUlsWLFCj777DN+++03Tp8+Ta9evdi9e7dpCWpHyZfZxy6Ngb344otZQWgwsqbDw8OzAuTx8fEkJCSQkJCQY110dDQAVatWdet1Hjt2DIALFy6Y9rW+VGJiolvnb9++Pd7e3pw/f561a9fSunXrrOzozOD1jTfeyPLly1m0aBEtW7Zk1apVJCcnU6pUKVq1apXrnDt27GDnzp2UL1/etD+1I9krNmfPps6PoKAggoODAfDy8iI4OJjq1avTqVMnHnroISIiIgrkOpejYplBHRUVhd1uZ/HixW41XQc4f/48ixYtwmazERkZWUg7FHGTVXAaFKAWkSvaqfhkh8Hk2DwGkmOcrFMGtYiIiIiIiIiIuCIgIIDOnTsza9asrHLNR44c4Y8//jCd7yg712rszz//zApOP/nkk2zZsoXk5GTOnj1LdHQ00dHRDBkyBMiZCezqdc1kltV+/PHHsdvtTj8OHDjg1vlDQkK49tprgYtlvjP/mz1AbTbepk0b01LlmdnT3bt3x8vLvRBn/fr1sx5v2LDBrbVWnn/++ayvz7Fjx9i1axd//PEHL7zwgoLTThTLAHWHDh0AI9j85JNPurX2ySef5Pz58znOI1LkrMp7AwQWfK8DEZGSwlH2NBgZ1FZ/dDviPINaAWoREREREREREXHPY489lvV4586dpnMuLcFtNVa+fPmsx99//z0AXbp0YcyYMTRo0ABvb+8cazMzpS9VoUIFgKw+1K6KiooCYMuWLW6tc0f2AHRCQgL//PMPYWFhWYHr1q1bExgYyMqVK0lJSckKUBd0eW+A5s2bExoaCsAvv/zi9nopWMWyxPcTTzzBlClTsNvtTJs2jdOnTzNq1CiuueYayzW7du1i8ODBWU3abTab28FtkULjMECtDGoRuXLtdRKgTs+wE5+cRukAX7fO6yyD+qwC1CIiIiIiIiJyhXn22WcL7dwhISEuzXvooYfIyMgotH0UtsxyzgD+/v6mczLLWDsa8/LyomnTplnHDx8+DJDjWHZ2uz0reHup66+/HoATJ06wdu1al/tQt2nThpkzZ/L3339z8OBBt0uEu6Jjx4689957rFq1ioULF5KamsoNN9yQlf3s5+dHmzZtWLBgAQsWLGDNmjVZ6y514sQJVq9eTalSpejcubPbe/Hx8eGxxx7jgw8+YOHChSxbtoz27du7tDYjI8PtjG1xrFgGqFu0aMHQoUP54IMPsNlszJs3jzp16tCiRQtatWpFlSpVKFWqFImJiRw6dIi///6btWvXAhdLGzz33HO0aNGiKF+GyEVWAWovX/AL8uxeRESKEWcZ1GBkQ7sboHaWQR2ToB7UIiIiIiIiInJlCQ8v+mSpzAzW4mb//v2kpqZSq1Yth/MmT56c9TgzC/hSK1asYMmSJbmq/CYlJfHRRx8BRqZ0WFhY1ljm52XTpk2m5/zyyy/Zt2+f6VjHjh2pXr06+/btY8iQISxcuNC0PPal7r//foYPH86FCxd46qmnmDlzZq6s7UwZGRnExcXl2LMr2rVrh6+vLxcuXODtt98GLmZVZ9//ggULGDlyJGlpaQQHB5sG2WfNmkVGRgZdunQhMDDQrX1kGjZsGNOmTePYsWPce++9zJ8/P0fp70tduHCBoUOHMnDgQBo3bpyna4q5Yhvuf++99xg6dChAVn37NWvWMHr0aIYNG8agQYMYNmwYo0ePZu3atVlzwAhOZ28kL1LkrALUgeHgZl8IEZHLyW4XAtTOsqHNxDkJUCuDWkREREREREREMm3dupW6devSrVs3pkyZkqPfcmpqKhs2bODBBx/k448/BqBly5a0bdvW9FyhoaH06tWLH3/8kbS0NAB27NhBt27d2LFjB97e3owcOTLHmq5duwIwd+5c3njjDRISEgCIiYnh7bff5umnn7bsaezt7c3o0aOx2WysWLGCTp06sWLFiqxM9bi4OJYsWUK/fv3Ytm1b1rqoqCjeffddAObMmcNNN93EypUrs3pT2+12duzYwccff0yDBg2YPXu2W59TgFKlStGyZUsAVq9eDeQOUGc+zxxv164dPj6582vzU947U9myZfnpp58ICQnh2LFjtGr1/+zdd3yV9fn/8dd9TvbeCRAS9t4ylSHiQrEiilZEXK1arXZpW/ttXb+2ttqlrbXuhaK4cKFsEGTvmZAA2WSQvXPW74+bhCTn/pyckx24no9HHiT3Oh8gOUnO+76uawq/+93vOHz4cEPGWP/3fvbZZxk4cCAvvfRSq0YQCte6ZQV1veeee45rr72W3/3ud2zfvr3FT4CpU6fypz/9SdmbXoguU11kvF3aewshLnDuVlB7qqTadQBdIgG1EEIIIYQQQgghhDjL29sbu93OypUrWblyJaC3nw4KCqK4uLhJPjVhwgQ+++wzZcvnJ554gpdffpmFCxfi6+uLn58fpaWlgD6e9qWXXnKqEF6yZAlvv/02mzdv5vHHH+eJJ54gLCyM0tJS7HY71157LePHj+ePf/yj4WPOnTuXt956i3vvvZctW7YwY8YMfH198ff3p6SkpOG4Rx55pMl5Dz/8MLW1tTz22GNs2LCB6dOn4+PjQ3BwMGVlZVgs516X01pZbHfZZZfx/fffA/rc7VGjRjXZP3HiRIKDgykvLweM23tXVlaybt06zGYz1157bavWUW/q1Kls376dxYsXs3fvXp555hmeeeYZvLy8CAkJoaysrOHGAtCr3fv27dumxxTOunVADXDppZeydetWjh07xoYNG9i/fz8FBQVUVFQQFBREdHQ048aNY/bs2QwfPryrlyuEMVcV1EIIcYEqrbaQX17b4nGtqaBuKdQuqpSAWgghhBBCCCGEEELorrrqKlJSUli5ciVbtmzh8OHDZGVlUVJSQkBAAL1792b8+PEsWLCAhQsXupxHHB4ezs6dO3nmmWf45JNPyMzMJCIigksuuYTHHnuMadOmOZ3j7e3N6tWr+ctf/sKyZctIS0vD4XAwefJk7rjjDu69916nquvmlixZwsyZM3n++edZvXo16enp1NXVMXDgQEaPHs2NN95omKM9+uij3HDDDfz3v/9l3bp1pKWlUVJSQkhICIMGDWL27NnMnz+fqVOnev4Pix44/7//9/8a3m/Oy8uLGTNmNNwYYHTMqlWrqKmpYebMmURFRbVqHY0NHz6cPXv28PXXX/PZZ5/x/fffk5ubS1lZGSEhIQwcOJDp06ezePFiZSt30TbdPqCuN3z4cAmgRc+lCqgDIjp3HUII0Y24Uz0NLVdDG2lxBnUrQm8hhBBCCCGEEEIIcf4aNGgQDz/8MA8//HCbrxUSEtJQmesuPz8/nnzySZ588knD/a721evXrx///Oc/PVipbtCgQQ3ty9vb7NmzW+yQ/PXXX7vcv2LFCqBt7b2NXHvtta2qyJaW323XbWdQC3FekQpqIYRwcsLNgNrTFt81Fhs1FrvLY0qqLdjt8oOkEEIIIYQQQgghhBDdmc1mawiw58+f37WLEe2mW1ZQ33333QBcfvnlLFq0yOPzly9fzrfffoumabz++uvtvTwhPCcBtRBCOEktcDOg9rDaucyNQNtmd1BeYyU0wNujawshhBBCCCGEEEIIITpPYWEhDz30EMHBwQwYMKCrlyPaSbcMqN966y00TSMoKKhVAfWuXbsariEBtegWlAF1WKcuQwghuhO3W3x7GFC7W3FdXFUnAbUQQgghhBBCCCGEEN1YTExMi63NRc8jLb6F6AxVRcbbpYJaCHEBS8kvd+s4T2dQl7gZUBdVeT7bWgghhBBCCCGEEEIIIUTbdMsK6raqH06uaVoXr0SIs6TFtxBCNFFjsZFVXO3WsR5XULt5fIkE1EIIIYQQQgghhBCinaSlpXX1EoToMc7LCuozZ84AEBQU1MUrEQKw26Cm1Hiff0TnrkUIIbqJEwUVnL2frEXutuyu53YFdaVn1xVCCCGEEEIIIYQQQgjRduddBXVZWRmrV69G0zQSExO7ejkXhNzcXNauXcvu3bvZvXs3+/bto6qqisTERLljCM6G04oURiqohRAXKHfnT4PnAbW7x0sFtRBCCCGEEEIIIYQQQnS+Lg+on376aeW+nTt3utzfmMViITs7m1WrVpGbm4umaUyfPr29lilc+OCDD/jFL37R1cvovlTtvUECaiHEBcuTgNrjFt9uV1BLQC2EEEIIIYQQQgghhBCdrcsD6ieffNJwVrTD4WDXrl3s2rWrVdf19fXlpz/9aVuXJ9wQEhLCnDlzmDhxIhdddBE5OTn8/Oc/7+pldR/VJep9ElALIS5QngTU1RYbtVYbvl5mt44vdbMyutjD4FsIIYQQQgghhBBCCCFE23V5QA16GO3J9pYkJCTw0ksvMXz48LYsS7jp7rvv5u677274+OOPP+7C1XRDqgpqzQy+wZ27FiGE6CY8CahBr4qOCXYzoHazgrpYKqiFEEIIIbqf9G2Qsgp8Q2DE9RA5sKtXJIQQQgghhGhnXR5QP/HEE07bnnrqKTRNY9KkScydO7fFa2iahp+fH5GRkYwePZpJkyYZVmUL0SWqi4y3+4eDfJ4KIS5AFpudU2cqPTqntMpCTLCfe8e6G1DLDGohhBBCiO5lxyvwzaPnPt7yL7jtI0iY0mVLEkIIIYQQQrS/bhtQA0yePNlw/4XGZrNx5MgRdu3axe7du9m1axcHDx7EYtFfgJ81axYbN25s1bXr6ur48MMPWbZsGUeOHCEvL4/w8HD69+/PggULuPPOO4mKimrHv80FSFVBHRDRuesQQohuIr2wCqvdsy4pJW6Gzp4c6+lsayGEEEII0YHqKmHdU0231ZbChj/CHV92zZqEEEIIIYQQHaLLA2ojM2fORNM0Bg8e3NVL6XIrVqzgtttuo6qqqt2vnZSUxKJFi9i3b1+T7bm5ueTm5rJt2zaee+453nzzTa655pp2f/wLhiqglvnTQogLlKq9t0kDL5OJOpvdaZ8nYbK7FdRFUkEthBBCCNF9ZGyHOoOfE09tBmstePl2/pqEEEIIIYQQHaJbBtStrQY+H5WUlHRIOJ2VlcWcOXPIyckB9DbpM2fOZNCgQeTn57N27Vqqq6vJz89n/vz5fPPNN8yZM6fd13FBkIBaCCGaOFFgHFD3jQig1mInt6zGaV+JB2FyqZthdklVHQ6HQ8aCCCGEEEJ0ByUZih0OKMuGiAGduhwhhBBCCCFEx+mWAbVwFhsby6RJkxreVq1axfPPP9/q6912220N4XRiYiJffPEFY8aMadh/5swZfvjDH7Ju3TosFgs333wzJ06cICwsrK1/lQuPBNRCCNFESl654fbBMUFkFVcbBtTuVkU7HA63j7XYHFTUWgn283breCGEEEII0YFKM13sy5KAWgghhBBCiPNIjw+oP/30U7744gvy8vKIjo7m2muv5ZZbbunqZbWbq6++mvT0dBISEpps37FjR6uvuXLlSr777jsAfHx8+PLLLxk9enSTY6Kiovj8888ZM2YMJ0+epKioiGeffZY///nPrX7cC5YE1EII0USqooJ6YEwQ5TVWw33uhs5VdTaP5luXVFkkoBZCCCGE6A5KXAXU2Z23DiGEEEIIIUSHM3X1AowUFhYyc+ZMZs6cye9+9zvDY+x2OwsWLGDhwoW8++67rF69mvfee49FixYxe/ZsKisrO3nVHSMuLs4pnG6rF198seH9O+64wymcrhcYGMjTTz/d8PHLL7+M1WocHAgXqoqMt0tALYS4ANntDk7kG3+PHhQdRKi/cVjs7gzqEjeD7HpFlTKHWgghhBCiW2ipgloIIYQQQghx3uiWAfWaNWvYsmUL33//PRdddJHhMc899xwrVqwA9Haejd++++477rnnnk5ccc9RUVHBunXrGj6+6667XB5/0003ERwcDEBRUVFD5bXwgFRQCyFEg5zSaqotNsN9g2KCCAtQBNRuBs/uzp+uV+zBbGshhBBCCNGBXFVQl0lALYQQQgghxPmkWwbUq1evBvT203PnznXaX1tby7PPPoumaQBcddVVvPDCCzzyyCP4+vricDj46KOP2L17d6euuyfYunUrtbW1gF4hPWnSJJfH+/r6MnXq1IaP169f36HrOy9JQC2EEA1S8o3be0N9QO1juK/EzSDZ3Vbg9SSgFkIIIYToBmwWKM9R75cKaiGEEEIIIc4r3XIG9ZEjRwAYNWoUAQEBTvu//vpriouL0TSN+fPn88knnzTsGzt2LLfffjsAS5cuZeLEiZ2z6B7i2LFjDe+PHj0aL6+WPwUmTJjAmjVrnM4XbrDboabEeJ8E1EKIC9AJRUAdF+JHsJ+3ssV3mbsV1NWeBc7FlZ4F2kIIIYQQogOU5YDDrt4vAbUQQgghhBDnlW5ZQV1QUICmaQwZMsRwf32FNcAjjzzSZN+tt95Kr169ANi+fXvHLbKHSk5Obng/MTHRrXMaz8BOSkpq9zWd12rL1L9kS0AthLgApSoC6kExQQDqGdRuB9RSQS2EEEII0eO4mj8NekDtcHTOWoQQQgghhBAdrltWUJ85cwaA0NBQw/2bN28GICoqimnTpjXZZzKZuOiii/jqq684ceJExy60ByosLGx4PzY21q1z4uLiGt4vKipy2p+Zmcn48eMbPq6rq2vYHhUV1bD91ltv5d///rfHa24sPz+fgoICj85JTU1t02O2iaq9N0hALYS4ILUUUCtnULs5W9rd4+pJQC16qtb8TJSRkdFBqxFCCCHayNX8aYC6CqgpBf+wTlmO6DnkZyIhhBBCiJ6pWwbU9QGn1Wp12ldUVERSUhKapjF9+nTD8+sD1bKyso5bZA9VUXEuGPD393frnMbHNT6/ns1maxJ817Pb7U22l5eXe7JUQ//973956qmn2nydTlPtHOg3kIBaCHGBcTgcyhnUDQG1v/EM6rIaCza7A7NJc/kYnldQS4tv0TP1uJ+JhBBCCFdaqqAGvYpaAmrRjPxMJIQQQgjRM3XLgDosLIyCggKyspxnDG3atAmHw4GmacyYMcPw/Ppg22w2d+g6e6KampqG9318jEOA5nx9fRver66udtrfr18/HNJqy5iqglozgW9I565FCCG62JmKOmWA3FIFtcMB5TUWwgJcf+/yOKCulApqIYQQQoguV+JGRWtZNsSN6vi1CCGEEEIIITpct5xBPXToUBwOB9u2bWsSqAJ8/PHHDe/PnDnT8Pzc3FwAIiMjO26RPZSfn1/D+/WV6i2pra1teN/dqmtxVnWJ8Xb/cDB1yy8/IYToMKr23tDyDGpwL3x2d1Z1PamgFkIIIYToBtyqoHbjGCGEEEIIIUSP0C0rqOfMmcPmzZspKyvjt7/9Lf/6178Affb0xx9/jKZp9O7dmwkTJhiev2/fPjRNY+DAgZ246p4hKCio4X2jamgjjY9rfH5XeOCBB1i4cKFH56SmpjJ//vyOWVBLVBXU0t5bCHEBSs03HvUQHuBNZKBeGR2qqKAGfb50Ygv3npUpAuqIQB+KDKqlpYJa9FSt+Zlo/fr1PPzwwx20IiGEEKINWppBDXqLbyGakZ+JhBBCCCF6pm4ZUN9999389a9/paamhn//+9+sWLGCyMhIDh06hNVqRdM07r33XsNzjx49Sl5eHpqmMX78+E5eeffXuKo8Ly/PrXPqK9IBIiIi2n1NnoiJiSEmJqZL1+ARCaiFEKKBqoJ6UEwQmqbPlg729cJs0rDZnUdHuFMdraqyTowMMA6oq+oaRocI0ZO05mei1NTUDlqNEEII0QZ2u3vhc2l2x69F9DjyM5EQQgghRM/ULXsMx8fH849//KNhrnFmZib79+9vmC09bNgwfvWrXxmeu3z58ob3p0+f3vGL7WGGDh3a8H56erpb52RknJsFNWzYsHZf03lNAmohhGiQWqAOqOtpmqZs811S1XK1c4miZXf/yEDD7bVWO9UWW4vXFUIIIYQQHaSyAGy1LR8nFdRCCCGEEEKcN7plQA1w33338emnnzJmzBgcDgcOhwN/f38WLVrExo0bCQgIcDrHYrHwyiuvAODl5cXll1/e2cvu9oYPH97wfn1Fekv27t1reL5wQ1WR8XYJqIUQFyBVBfXA6KbjI8IUAbWqfXdjqgrqflHGATXIHGohhBBCiC7l7mxpCaiFEEIIIYQ4b3TLFt/15s+fz/z586msrKSsrIzo6Gi8vNRLrq2tZdmyZQD4+/sTGhraWUvtMS6++GJ8fX2pra2lsrKS3bt3M3XqVOXxtbW1bN++veHjyy67rDOWef6QCmohhACgrMZCXplxZczg2OAmH6vmUKuqo+vZ7Q7KaloRUFfW0SfM3+W1hRBCCCFEBynJaPkYgPIcsNvAZO7Y9QghhBBCCCE6XLetoG4sMDCQXr16uQynAYKCgpg1axazZs1i8uTJnbS6niUoKIg5c+Y0fPzWW2+5PP7TTz+lvLwcgPDwcGbOnNmRyzv/KAPqrp3lLYQQnU1VPQ1NW3wD6hbfLVRQl9dYcTiPrgYgISIA1ZjpYjdahwshhBBCiA7ibgW13QoVeR27FiGEEEIIIUSn6BEBtWhfDzzwQMP7b775JkeOHDE8rqqqiscff7zh4/vuu6/FmwREM1JBLYQQgDqgDvAx0zvUr8k2VYvvliqoVe29ASICfJTBd1GlBNRCCCGEEF2mxM2AGqTNtxBCCCGEEOcJCagvQNdeey0zZswAoK6ujnnz5nHo0KEmxxQWFjJ//nxSU1MBiIiI4De/+U2nr7XHk4BaCCEAOOFi/rTWrLQ5LMDH8NjSatdBcomL/aEB3oQrrttS8C2EEEIIITqQuxXUIAG1EEIIIYQQ5wkph+0BrrnmGnJycppsy83NbXh/9+7djBs3zum8lStX0rt3b8Nrvv/++0yePJnTp0+TlpbGuHHjmDVrFgMGDKCgoIC1a9dSVVUFgJeXF8uXLycsLKzd/k4XBIdDAmohhDgrRRFQD27W3hvULb5dVUi72q9pEOzrRXiAN6cM9kuLbyGEEEKILiQV1EIIIYQQQlxwJKDuAY4ePUp6erpyf2VlJQcOHHDaXlenfsE9Pj6e9evXc+utt7J//37sdjsbNmxgw4YNTY6Ljo7mzTffbDK3WriptgwcNuN9ElALIS4wqhbfAw0C6rCA9m3xHeLnjcmkKSuoi6XFtxBCCCFE1/Gkgrosu+PWIYQQQgghhOg0ElBfwIYNG8aOHTv44IMPWLZsGUeOHCEvL4+wsDAGDBjADTfcwN13301UVFRXL7VnUlVPA/iHddoyhBCiq9VYbGQWVxnuG+RBBXVJCxXUqgC7PvAOD1QE1NLiWwghhBCia1SX6Dd3u0sqqIUQQgghhDgvSEDdA6SlpXXYtX18fFiyZAlLlizpsMe4YLkKqAMiOm8dQgjRxU4UVOBwGO8zCqhVFdSlVRYcDofTzOqG/YoAuz7wDldcV1p8CyGEEEJ0EU+qp1tzvBBCCCGEEKJbMnX1AoQ4bykDag18Qzt1KUII0ZVU7b29zRqJEQFO20P9jSud62x2qi2K0QlAWUsBtbKCWgJqIYQQQogu4cn8aYBSafEthBBCCCHE+UACaiE6iiqg9g8Dk3zpCSEuHCcUAXX/qEC8zM7Ph6oKalBXSYO6xfe5CmrVDGpp8S2EEEII0SU8rYiuOgOW6o5ZixBCCCGEEKLTSEomREdRBtThnbsOIYToYqkFxgG1UXtvUM+gBnUIDe60+JYKaiGEEEKIbqUkw3h7UJz6HKmiFkIIIYQQoseTgFqIjiIBtRBCAJCSpwqogw23tzagLqk2DppbmkFdVWejxkXrcCGEEEII0UFUFdQJU9XnlGV1zFqEEEIIIYQQnUYCaiE6SpUE1EIIYbXZSSusNNynqqD2NpsI8vUy3FeqCKH1fVbD7fUtwyMUM6jBdfAthBBCCCE6iGoGddQQCIgy3lcqAbUQQgghhBA9nQTUQnQUZQV1ROeuQwghulB6URUWm8Nw36Bo44Aa1FXUroLkshZafIcpWnwDFFVKm28hhBBCiE6nqqAO6wuhfRTnSEAthBBCCCFET2dcntQN7d+/ny1btpCZmUlxcTE2m43XX3+9q5clhJq0+BZCCFLzjdt7axoMiA5UnhcW4E12SbXTdtWcaYASxSzpUH+fhmt6eq4QQgghhOgglmqoLDDeF9pXfzt9wHmfBNRCCCGEEEL0eN0+oP7444958sknOXbsWMM2h8OBpmlOAXVeXh4TJkzAYrEwffp0Pv30085erhDnSEAthBDKgDohIgA/b7PyPGUFtSKgttjsVNYZz5Guv5a32USwnxflNc6twIulxbcQQgghROdyFTSHJUBovOfnCSGEEEIIIXqEbt3i+/777+eWW27h2LFjOByOhjeV2NhY5syZw5kzZ/jiiy/Izs7uxNUK0YwE1EIIoQyoXbX3BnW1s6rFt6q9NzQNu8MVbb6LpIJaCCGEEKJzlWSo94X00d+MSEAthBBCCCFEj9dtA+rf//73vPLKKw2h9FVXXcVf//pXZs+e7fK8O+64A9CrrFeuXNkZSxXCmATUQgihDqhjXAfU9W25myutNg6SVZXV0DTsDg80vm6JzKAWQgghhOhcqvnTQbHg7aeuoC7LBhfFC0IIIYQQQojur1sG1CkpKTz77LMAhIWFsW7dOr755hseffRRRowY4fLc2bNnExSkv+i9cePGjl6qEMYcDqguMt4nAbUQ4gJhtzuUAfXAFgJqVQW1aga1q9nUTSuoja8rFdRCCCGEEJ2sRBFQh/Zt+mdzlir1DeFCCCGEEEKIHqFbBtSvvPIKVqsVTdN47bXXWqyabsxkMjF27FgcDgdHjhzpwFUK4UJdBdidZ5wCEBDRuWsRQoguklNaTbXFeC704JYCatUMakWL71LFdi+TRoDPuVnXEYoW36rrCiGEEEKIDqKqoA6rD6gVLb5dnSuEEEIIIYToEbplQL1u3ToABg4cyIIFCzw+PzExEYCsLJlLJLqIq7u5pYJaCHGBUFVPQ8sV1KGeBtSKCuqwAG80TWv0sWIGtbT4FkIIIYToXC1VUAfFgsnL+JjS7I5ZkxBCCCGEEKJTdMuAOj09HU3TmDJlSqvODwkJAaC8vLw9lyWE+ySgFkIITp2pNNweG+JLiJ9xAF2vvVp8hzQLuiMCVcG3BNRCCCGEEJ1KWUGdoP9pMkNIb8W5UpAghBBCCCFET9YtA+rKSv0F7fpZ0p6qqNArtvz8/NptTUJ4xFVA7RfaeesQQogulFVcbbi9X2Rgi+eG+htXOlfUWrHY7E7bVZXVzSuxlRXUElALIYQQQnQemxXKcoz3NZ49HRJvfEyZBNRCCCGEEEL0ZN0yoI6MjAQgPz+/VecnJSUBEB0d3W5rEsIjqoDaL1S/C1wIIS4AWcVVhtv7RgS0eK6qghqgzKBaWtni26mCWjGDulJmUAshhBBCdJryHHDYjPeFNQqoQxUBtVRQCyGEEEII0aN1y4B64MCBOBwOduzY4fG52dnZ7Nu3D03TGDt2bAesTgg3VBUZb5f23kKIC4iqgjo+3L/Fc10F1CUeBNTOFdTG1y2vtVJnda7MFkIIIYQQHUA1fxqaVlBLQC2EEEIIIcR5qVsG1FdeeSUAp0+f5pNPPvHo3N///vfYbPpduFdccUW7r00It6gqqP0jOncdQgjRhdQBdcsV1M2D5caM2nmXVhu36G7e0ltVQQ1QorhGW5wsqOCPXx3l8c8PsytNcfOSEEIIIcSFRjV/2i8U/ELOfRzaR3F+dvuvSQghhBBCCNFpumVAfeeddzbMj/7pT39KSkqKW+c9/fTTvP3222iaRnh4OLfffntHLlMINWVA7XkFtc1mo65OZqMKIXqWshqLsqrZnQpqf28zPmbjH1OMwmjVY4U0C7rDFTOoQT3HurU2pxRw9fObeW3LKd7Zls7C/23jtc0n2/UxhBBCCCF6JFUFdWhCs4/7Gh9XnqPPsRZCCCGEEEL0SN0yoI6Pj+eRRx7B4XCQn5/PpEmTeOaZZzh58iQOh6PJsYWFhSxbtowpU6bw1FNPNWx/+umnCQwM7OylC6GrLjHe7kFA7XA42LhxI8899xx//vOfefXVVykoKGif9QkhRAfLVlRPg3sBtaZphCracRtXULetxTdAUWX73gz099XHndqGP782hZIquelICCGEEBe40gzj7WHNAmlVi2+HHcpPt++ahBBCCCGEEJ2mWwbUAE899RQLFizA4XBQXl7O73//ewYPHsxLL73UcExkZCQxMTEsXryY3bt3N4TXd9xxBw888EBXLV2Idqmg3rJlCxs3bqSmpgbQ56u/9957WK1yl7joXooq68gsqqLGYuvqpYhuRNXe22zSiAvxc+saYYo230ZhtKr6ufk1fL3MBPqYDY9tz+C4sKKW/ZklTtvLa61sO1HYbo/TVZrfMCiEEEII4RFlBXWzgDpE0eIboEzafAshhBBCCNFTdduAWtM0li9fzu9//3tMJhMOh6PhxVBN0wAoLi5u2O5wODCbzTzxxBO88cYbXbl0IdocUBcUFLBx40an7SUlJSQnJ7dhYUK0H4fDwZ++PsrUZ9Yx49kNzHpuAxuS8rt6WaKbyCquMtzeK9QPL0Xr7uZU1c5tqaDWr2vc5ruosv1afCfnliv37c1QfI9w08GsEu59ZzeLX9vBixtSqbV23s0hFbVWHv/8MGOeWs3Fz6zj76uTsdklrBZCCCGEh1QzqJtXUPuFgk+w4hpZ7bsmIYQQQgghRKfptgE1gMlk4umnnyY1NZWf/exnDBkypEkgXS8hIYGf/OQnJCcn88QTT3ThioU4q7rIeLsbAbXdbufLL7/EZjMOHE6dOtWWlQnRbpbtzOTVzacaWhjnldXyo3d2s+ZoXhevTHQHqgpqd9p71zMKl8E5jK6x2Kht1kq74RoGIXdEoHFAXdyOFdTJea4C6pJWX3dPejHXv/g9q4/msSX1DM+tSubB9/a1+nqe+sOKw7yzLZ3yGis5pTX8e30qP/9wv1RUCyGEEMJ9Doc6XG5eQa1p6jbfqpBbCCGEEEII0e15dfUC3JGYmMg///lP/vnPf1JUVMTp06cpLS0lMDCQ2NhY4uLiunqJQjTVhgrqffv2kZGhmMcFpKent3ZVQrQbm93BixtSDbc/+P5e3rl7MlMHRHbBykR3oaqgjg8PcPsaof7GQXLzVtyq6mkwbhOuqswubscZ1K4qqA9llVJrteHrZdxq3JW/rUqmeRa89lgeezOKmZDg/hiJ1jiaU8Zn+5xbaX55IIeLEsK485L+Hfr4QgghhDhPVBaAtcZ4X/MKaoDQPlBwzHl7qbT4FkIIIYQQoqfq1hXURiIiIhg5ciQXX3wxY8eOlXBadD8OhzqgDohweWp5eTmrV692eUxBQQEVFRWtXZ0Q7eK74wVklxhXyNZZ7fz47d0czi7t5FWJ7qQ9KqiVLb6bBdKuAmqjKmx1BXX7tfhOchFQ19nsHMkp8/iaFbVWdqYZd+jY2Ant9T/ao65S+tPKY+xrY+tyIYQQQlwgVPOnAUITDLapKqilxbcQQgghhBA9VY8LqIXo9ixVYFNU4bVQQf3tt99SW1vb4kNIFbXoau/tUFf5A5TXWrnzzZ2cOlPZSSsS3Y06oHa/gtqo+hmcA2mjmdT1QgyuEa6YQd1eLb7tdgfHXbT4Btib7nmYuye9WDnvefspxWiJdlJrtbHCoHq6nsXm4MH39rZrFboQQgghzlOlit8lvPwhMMp5uwTUQgghhBBCnHe6ZUC9cOFCvvjiC6xWa1cvRQjPqaqnwWVAnZyczJEjR9x6CAmoRVc6XVrN+qSW50yfqajj9td3kFemaN8nzltlNRZlVbNHM6gVFdSlVe5VUPt5m/Dzdm6j3dEBdXZJNVV1NpfH7G1FtfHOU4XKffszS6ixuH7Mtlh3LL/FCvOc0hp+/uF+7IoQXQghhBACUFdQh8brM6ebC1EE1GUSUAshhBBCCNFTdcuA+pNPPuGGG24gLi6OBx54gO+//76rlySE+1oRUNfW1vL111+7/RBpaWlNPq6otfLMymNc/a/vmP/i93x5IAdH8yGlQrSTD3dl4m7+lFVczZLXdzoFiuL8lq2ongYPA2pFBbW7Lb5V54cHKq7bTp+nrtp719ubXuLxdXecVFdJ11ntHMj0/Jru+mi3i1acjWw6XmA4n14IIYQQokGp4ucKo/nToK6gri6GWhl/JYQQQgghRE/ULQPqekVFRbz88svMnDmTAQMG8Pjjj5OcnNzVyxLCtSoXbVb9wgw3b9iwgbIy9+eR5ufnU1l5rnXyzz/Yx8vfnSQpt5z9mSU8tGwfv/vsEFab3e1rGikor+X9HRl8uCvD5YxXceGw2ux8uMu9oKpecl45d7+9i+oWKkrF+UPV3tts0ogL8XP7OmGKSufSakuTm3BKFJXPYf7G56sqqIvaqT11cm7Lz+e5ZTXkKOa4G6mx2DiQVeLymB0d1OY7t7SGTccL3D7+H2uP833qmQ5ZixBCCCHOA8oKag8DaoAy9QgSIYQQQgghRPfVLQPqJ598ksGDBwPgcDhwOBykp6fzpz/9iREjRjBp0iReeOEF8vPzu3ilQhhQVVD7hoDZy2lzdnY2O3bs8PhhMjL0uV17M4pZe8z5a2HZzkx+9M5uKmtb1yp/0/ECLvvbRn732SF+88kh5vx9I5tT3A8oxPlpY3IBp0uNW3aHK9oxgz479yfv7cHSxpsmRM+QVVxluL1XqB9eZvd/9FDNoLbZHVQ0em4r87SCWhFQl9VY2nxjD7hXQQ3614W79mYUY7G5bl2ww0UL8Lb4ZG+W210TABwO+NkH+8hVPFcIIYQQ4gLnaQV1SG8X15I230IIIYQQQvRE3TKgfvzxx0lKSmLnzp089NBDxMbGNgTVDoeDvXv38otf/IL4+Hjmzp3Le++9R1WV8YvhQnQ6VUBt0N7bZrPxxRdfKNtxT548mdDQUMN99W2+1xxVzwLemFzALa9sI9/DGcAWm53HPz9MeaMA6ExFHT96ezfbT3ZMACJ6hmU7Mwy3+3iZ+PKh6YyJN/58Bf3z8ZGPDsh82guAqoLak/beAGEubnpo3I67ecvveiEetvh2ONTtwj1xPM+9gNqTOdQ73aiO3pNeTJ21fW8CcTgcyvbefcL8CfJ1vvEK9O8ZDy3bKzelCCF6vooC2PU67H3HdackIYT7lBXUCcbbvXwhKNZ4nwTUQgghhBBC9EjdMqCuN3HiRJ5//nmys7P55ptvWLx4MUFBQQ1BtdVqZfXq1SxZsoTY2Fhuv/12Vq1ahd0uL4aKLuRBQL1t2zby8owD5pCQEObMmUO/fv0M96enpwOwIcl1J4HD2WXc8N+tpLgZmADsyyghvdD5po9aq5173trF/g6ccyq6r5ySajYkG3++XTu6F/HhAbx55yQGRAcqr/H5/hye/uqozEg/z6kqqOPDAzy6jqoCGpoGyapQWRVwqyqoAYrbOIe6zmrnZEFlywcCezNK3L6uq/nT9Wosdg5ll7p9TXfsTi8mzeD7AcCSaYk8e9MY5bm70op5bpWMZhFC9GCnNsO/RsHXv4QvHoIXxkPWnq5elRA9W00p1Cp+XlFVUIO6zbe0+BZCCCGEEKJH6tYBdT2TycRVV13FO++8Q15eHu+99x5z587Fy8urIayurKzk/fff55prrqFPnz788pe/ZM8eefFAdAE3A+qioiI2btyovMw111yDr6+vMqDOzc3lVF6xW61ks0uqufGlrW5XP+900Sa2ss7Gktd3cDTH/ZnZ9WosNv655jiX/GU9o59YxaXPbeCWl7fx8LJ9/Onro7y2+SRfHshh56ki0gsrqbHIzOLu5INdmco2v4um6NUOkUG+vHvPFJdzht/amsbz61IkpD6PtVcFdbCfN5pmvK9xBbUqoPa0xTdAsWKetbtOFFRgdbNLwJHsUree5+qsdrerrdu7zfdyxcx5s0njhgl9uGZ0L+66pJ/y/Fe+O8mqI7ntuiYhhOgUdVXwyT1gbdSJqKYEvvgpyA3RQrSeqnoa1DOoAUL6GG+XCmohhBBCCCF6JOO+jN2Yv78/t956K7feeitnzpxh2bJlvP/+++zYsaMh7MjLy+P555/nhRdewGpt3fxdIVrNjYDa4XDw1VdfKT8/hw8fzrBhwwBITExUPtRn21PcXlZZjZUlr+/kuYVjuH6c4pf7s3amuQ5Cymqs3P76Dj68bxqDYoLcevzk3HIeXraP5EaV3OW1VmVlXr1Qf29G9g7hocsGM21gpFuPJdqf1Wbnw13G7b0HxwQxMfHc53efMH/evWcyC1/e1iREbOxfa1PYdqKQ310znLF9wzpiyaILZZcYB9R9wjwLqM0mjRA/b8MAuqT6XJCs+jxTBdT+Pmb8vE3UWJwDhuLKtgXUyW7Onwaw2h0cyi5lUr8Il8cdzCqh1s3W3TtOFvHApW4vwaWKWitfHzptuG/20BhigvUbUR6bO5z9mSXsU1SEP/LRAYbFBZMYqe6uIIQQhhwO2P06fPd3/WfsAbPgqj9D5MCOf+wDy6DCoNNR/lHI3AGJ0zp+DUKcj1TzpzUzBPdSn6cKr1XXE0IIIYQQQnRrPaKCWiUqKoqHHnqIbdu2kZKSwpNPPsngwYPRNK2hslqITudGQH3w4EFOnjxpeJivry9z585t+Dg8PJyQkBDDYzelnPFoaXU2Oz/7YD8vbTyh/Pqw2R3sTW+5Uq+wso7bXttORgsBs8Ph4K3vT3Hdf7Y0CafdVVptYeuJQha9tl05B1V0vPVJ+eSV1RruWzQlAa1Zmevg2GDevHMSAT5m5TV3nCri+he/56Fl+8gscv15JHqO8hqLMjD2tMU3qNt0Nw6tyzxs8Q3qKuq2VlB7+jznzvPtDjfmT9fbk16MtZ3mPq88eJqqOuMK75snnmuz6eNl4sVFEwhX/HuX11j5ydK9VNTKTYNCCA8d+Qy+/hWU54C1Go5/Cx/cBpaals9tC7sdtv9Xvf/ghx37+EKcz1QV1CF9wOyihkLV4rtUWnwLIYQQQgjRE/XogLoxPz+/hjcJpkWXaiGgrqysZNWqVcrTr7jiiiaBtKZphlXUNofG0ULj4MDHy/WX9l+/TeL3Kw4bhhjHTpe5HSLkldVy2+vbOV1qXC1ZUF7L3W/t4skvj1LnZvWfisMBj358kPd2pLfpOqJ13t9pXD3t62ViwXjjF4vGJ4Tzv8UX4W1W9Gg+68sDOcz5+yb++NVRStoYDoqup6qeBs9bfAOEKaqg29LiG1wF1G2bQe1JBTXogXJLPAmoK2qtHD3t+QgGI8sVNwVFBfkwe1hMk229w/z51w/HK1uyHz1dxqgnVjHu6dVc9c/vuP31HTz60QH+tiqZd7ens/pILgezSsgrq8HSTgG7EKKHczhg/f9z3l5wDA591LGPnbIaClPV+498Blb5mUWIVik1/r3C5fxpgFAXLb7lNSAhhBBCCCF6nB7X4ruxsrIyPvroI9577z2+++67hmC6voJaiC6hCqgD9Bauq1evpqrKuFq0b9++TJgwwWl7v379OHToUJNtefZgLA7jIPrl2y9i6bZ01iXlK5f53o4MYkP8eHjO4Cbbd3oQhABkFlVz22s7WH7fNKKCfBu2b0jK59GPD3Cmon1fvPu/zw5Ta7Fz9/T+7XpdoZZZVMWm4wWG+64d04tQF1WqM4dE84+bx/HwB/tcvm5UZ7Pz2pZTfLQni5/OHsSSixPx9VJXX4vuK6vIOKA2mzR6hapnk6uEKELm+lDa4XBQogioVecChAca7+uoFt8hfl6U1Tjf/LM3owSHw+HUhaCe1WZnT5pnz8s7ThYxJj7Mo3OaO1lQwW5FeH7D+D54m52//8waEs1Dlw3mhXXq8RMlVXqFfUuV5hGBPkQF+RAd7EtUkC/RQb5E1b8f7EtUkA9DYoMN1yHOY2U5esvl0L4QGNXVqxEdLWcvFBl3HGLfUphwe8c99rb/uN5fUwKpa2DYtR23BiHOV6oKalfzp0FdQW2rhcozEBTdtnUJIYQQQgghOlWPC6gtFgtfffUV7733HitXrqS2Vm852ziQjoyMZOHChdx+ewe+aCGEiosK6vz8fA4cOGC422Qycd1112EyOb/Y3q9fP6dtWfZQw+sE+3kxfVAUMwZF8cQXR3hvh/Ed6iN6hRiGvJ4G1AAnCyr54Svb+Pj+i/HzNvOXb5J4a2uax9dx19NfHaXGauOBSwd12GOIc5bvzlSGy7dNSWjx/OvG9qa6zsbvPjuE2V6Hn2bFATjQ9DdH/ftQW23hbysP8d7WVH52+VCun5CAyeS6Alt0L1nFxjfgxIX44dWKMDFMUelcX21fWWfDZjf+BFVVX0PHtPguq7EoK8gXTIg3fF48U1FLZlE1CZHG7c+P5JRRqWizHRbgbdhOfcepQn48c4D7Czfw0Z4s5b6FE9UvIP9szmD2phezJdWzERTNFVXWUVRZx/G8CuUxEYE+PHDpQH40o21/V9FDbPgzbP4H2C3gHQiXPwFT7uvqVYmOdOhj9b7M7XAmBaIGq49prdMHIG1zy8cd/FACaiFaQzUzusUKahf7y7IkoBZCCCGEEKKH6TEB9aZNm3jvvff4+OOPKS0tBZqG0n5+fsybN4/FixdzzTXX4OXVY/5q4nzjIqA+evSo8rQZM2YQExNjuC8iIoKgoCAqKs69UK8KqGcOiW6oKPvj/FHEhwfw12+TmhzTJ8yfN++aRJBv068Th8PBLg8r9eql5lcy6U9rCfD2orSm5Ra5lw+P5ZJBkeSV1ZJXVtPwll9WS7kbLcaf/TaZWoudn18+WFl5KNrOYrPz4S7jF5GGxgYzISHccF9zVw0JIa9vFoV5Oe49cA0c+Gore772wj8ohD6x0fSJjSIiIoLw8PCG2exms1RZdzdZxcYBbWvae0PLLb5V7b2h81t8p7ioCr5lUl/e3pZmeLPH3oxiZUCtumnI18vEoskJ/HfjCcNz7HZHq2/usNrsfKIIqMf1DWNIbLDyXLNJ4/kfjuPaF7aQW9axM2KLKuv449fH6BXqz7VjenXoY4kudmI9bPrruY8tlfDtbyFhKvQa23XrEh3HboPDn7g+Zt9SuOKp9n/sbS+6d1zyt1BTCn7GP5MLIRRaW0EdEAVmH7AZ3ExYmgW9x7d9bUJ0EJvNzs6kdPYcScHLy8z9C+Z09ZKEEEIIIbpct05xDx06xNKlS1m2bBnZ2dlA01DaZDIxc+ZMFi9ezE033dRkbq8QXcJSDVbFC/L+4aSnJxvuioyMZPr06crLappGv379OHz4cMO2uT5JZNtDKfTpRZYtmPKzrWNnD41pct5PLh1I7zA/Hv3oIHU2O8F+Xrx51yRiQ5xb7Z48U0lhG9rbWmwOSm2uwx0/bxN/mDeCRZMTlMFyZa2VvLIavjxwmn+uPa681vPrUqi12vnN1UMlpO4g647lk19ea7hv0RT1/2FjVVVVvPnmm5SUlHj8+F4OK5byItLKi0hLbfr1YzKZCAsLIzw8nNDQUHx8fPD19cXHx6fhrfHH9e8HBQVJsN2B1AG1cQDbkjBFC/n6YNrV3HJV9TVAeKAioG7Dc2CSor13sK8Xw+KCGRwTZFgRvDejmPnjjecq7jhVaLh9QkI40wdHGQbUZTVWknLLGdG7dT8XfZdSoPy6v9lF9XS9yCBfXrxtPLe+soO6Tpgn/eyqJK4eFYdZui2cv3a97rzNYYedr8L1LbRiFj3Tqe/0du6uHFgGl/0BzO34K21ZTsvBeD1bLRz9omNbjQtxvrHUQKViDFVLFdQmE4T0geJTzvtK1Z1fmnA4QH5vFJ1k//EM1m7bQ0FuDubqInzQuyJVmgJBAmohhBBCiO4ZUP/1r3/lvffe48iRIw3bGgfTo0eP5rbbbuO2226jTx/jF3SF6BKq6mnA6hNCZqbx3eITJkzA21td6QeQmJjYJKD216wMMhcy2F7Er379a47kVrEhuYBZQ5xbm10/rg+xIX789P29vHDreGX1265WtPf2xIheIbxw6zgGxair7wACfb0YEB3Ezy4fTLCfF09/pa48/9+mE9RYbDxx3QgJqTvA+zuNW8T7eZuUgVpjdrudTz75pFXhtDvXLioqoqjIs89bLy8v4uLi6N27N3369KF3795ERkYattcXnssqMW7x3doKalUVdH1A7aqCOsRP/WNOuCL4bkuLb9X86SFxwWiaxoSEcMOAeo9i1rPd7lBWUE/uH8GEhHB8zCbDEHjHqcJWB9Qf7TZ+kdfP28S8se5VKl+UGME790zmT18f41B2aavW4a70wipWH8ll7mipoj4v2e2QvtV4X+o6CRvOV67ae9eryIMT62DIVe33uDtfAXvLnXwaHPxQAmrRc2TsgO//BVm7ITwRLvs9DLi0c9fgKkgObXl0EKHxrQuo66pg9f/B/mX694wxt+gdGKQDguhA+5JPUnHqAM1/CwqwVZJdWEqfSPn8E0IIIcSFrVsG1I899hiapjUJpfv06cOtt97K7bffzujRo7twdUK4UKUOynJKLVitxi94JSYmtnhpoznUoN+8cTo7iymDBzNlQKTy/KkDItn868vw91FXjrZm/rS7fjyjP49cNRRfL88qV++e3h9fbxP/99lh5TFvbU2jzmbnj9eParGlrdVmp6TaQrCfl8drudBkFlWxOaXAcN91Y3q7bJ9cb/369Zw44Vzh2ZWsVitZWVlkZZ17IcvX15devXo1BNa9e/cmLCxMbnpohfZu8a36PGto8a1oyR3k6+Vy5nWEqoK6DS2+VRXU9TcFTUgM5wODlvlJueVU1VkJ8Gn6Y1lyXjllNcbfN6YMiMDP28zYvqHsSnMOuHecLOKuS/p7+legsKKWtceMqxbnjupFiF/LX/f1pg6I5MuHpjd0xWg80iH37EiH3LIacktryC+vwWJTDLt3w/82neDqUXHyNXs+OpMM1YqfT8pzIO8IxI3q3DWJjmWpgWNfuHfsvnfbL6CurYDdb3h2TtoWPRgLjW+fNQjRESoKYO2TsH/puW2V+bD0JvjRms5tjV1qfPMr4N7XkeqYlgLqlY82/fvveRPsFrjezZb+QrTCtDFDSd+z0Wm7psF3+5K59fLJnb8oIYQQQohupFsG1KCHbiEhISxYsIDFixcze/ZsedFRdH8uKqjTco33+fj40KtXy1VfUVFRBAYGUllZ6bQvPT2dwYMHt3gNV+E0wE7F/OlhccEE+Jg5drqcaoutxccxkpRbTmFFHb3DPA+pbpuSiK+XmV9/fAC7Ir94f0cGtRY7z940BovNTkZRFemFVaQXVup/FlWRUVhJVnE1VrsDb7PGkmn9ePSqofh5S1BtZNnODMN5uQC3Tmm5wuHo0aNs2bKlnVfVMWpra0lLSyMtLa1hW0BAAAkJCfTv359+/foRExMj34daUF5jaQiOm2t9i2/jILmkWq90VlVQt3QDhfK6VXWtmt/scDg4rphBPSzubECtmNluszs4kFnKtIFNbzLacdK4vbe3WWN8X/1ak/tHGAbUO9OKcDgcHn/OrtifowyKF05sXQBT3xVjQHSQ8hiHw0FRZR0FFbWcKa+joKLm7J+1nCmvpaCiloLyWrJLqhtGWjR2IKuUHaeKmOriRi3RQ6mqp+ulrpGA+nyTsgpqy9w7NvkbqDwDgVFtf9z97+szpY1MWAJ73zHY4dCrvaf/vO2PL0R7s9v0IHbd08af23YLrH0KlqzovDWp5k8HxoC38wgqJ60JqPOONg2n6+1bCpc+JjeYiA4zNCGOOrzxwfn3leQTaSABtRBCCCEucN0yoJ43bx6LFy/m+uuvx9fXt6uXI4T7VAG1TzDpGca/jCckJLg1D1fTNBITEzl61LnddeNQrbVOl1YrKx9/fvlgrh7VC5vdQVphJUdzyjh6uow9aUXsSi9WhpiNbU45w1X//I4nfjCSGyf08Tg0uemieHy8TPziw/3YFCn1J3uzWJeUpwzIGrPYHLy+5RQHs0p4dclEl7NqL0QWm53lija/w+KCGd83zOX5+fn5rFixov0X1omqqqpISkoiKSkJ0APrfv360b9/f/r3709kZKQE1s1klxg/h0DrK6hVM6hrLHZqLLZWB9QRiq95uwPKaiwePyfkl9cqn3uGng2oB0QFEhbgbXjc3oxip4BaddPQ2PiwhhuOpvSP5MUNzl0KiirrSM2vYLBipIMRh8PBR7uNv1f1jfBnav+OC381TSMyyJfIIF+IUx+XlFvG1f/abLjv5U0nJKA+H2Vsc70/ZS1M/0XnrEV0jkMfuX+s3aq32Z72YNse026D7f813ucXClc9o7dFzjcYO3PoIwmoRfeTtQe+/iWc3u/6uJMbID8JYoZ1yrIoVQTULc2frheiGDFUlq0+Z7uLKunkb2Dyj917bCE8pGkaWnAUlJ922ldakNsFKxJCCCGE6F66ZUD9xRdutnQTortpFFBnOKKJowgfzYbNL4KMDON2Zu60967Xr18/w4A6JyeHuro6fHxaH7K6au89sV8EAGaTxsDoIAZGB3Hd2N4ApOSVc8vL2yhyIxQur7XyyEcHWHUkl7/fPNajVrEAPxjbGx+ziYeW7VVW+LkTTje2K62YG1/aylt3TaZvROsqPM9Ha4/mcaai1nDfbVMSXAazNTU1fPjhh9TVGc/y9fPzY8mSJQQGBmK323E4HE5/phdWsDU5l4MncyguKSFYqyFYqyVYq8Vf82A2ZDuqqqri6NGjDV+DQUFBDdXVCQkJREREuHWzyfksq8g4oDabNHqFulEVYyDMRdBcVm2hpNUV1Or9xVWeB9Sq9t4AQ8+GxCaTxvi+YWxIdm6dv7fZHGqHw/X86XoXJYZjNmmGN+5sP1XkUUB9KLtU+fdYeFFfj6vKO8KwuBBmDYlm03Hnf8MNyQUk5ZYxLK51s7dFN+RwtFxBnbkdasrAT/7fzwvVJXB8tWfn7FsKUx9o2yzy5G+M59oCXHQX+AbBmJv1NsnN5R2G3MNSyS+6h6oi/fN07zuAm6Mzdr4M8/7Zkas6p0TR4jvUzYBadVx5LljrwKvZz28V+XBwufp6SV9JQC06VJ8+8eQnOQfU/pZSSqpqCQuQohwhhBBCXLi6ZUAtRE9lryxivX0S6xzTMJu8GGE/wiLzKnK8+mKxGIcoqtnSnhxrt9vJzMxk4MCBrVi1bpeiUm9gdCBRQepfmgbHBrP6l7N4YV0Kh7JKOV2qzxZ1Jb+8loBWttW+elQcr9w+kfuW7qHOam/VNZo7UVDJDf/dypt3TmJ0fGi7XLOne3+n8YtH/t5mrh+vqFxA/1z87LPPKCw0bk0MsGDBAnr37u3y8ePiYMrIQQDkldWw9lgea47msTa1ELvN0hBW1wfXvpoNL2x4a3a8seGNjcgAM5rdqgzK26qiooJDhw5x6NAhAMxmMxEREURHRxMVFUV0dDTR0dFERkbi7e3ZzRg9VVZxleH2uBA/l/OgXQl1ESSXVFuUFdSuAmiAcMUMatCrj/tHBbq3wLOSc43b0cYE+zZ5rAkJ4cYBdUZxk5bcJwoqOVNh/Lk7pVGVcKCvF6P7hLI/s8TpuB0nC7l9qvs3QX2k6JqgaXDjRd2n/eV9swYYBtQAr3x3kn/cPK5zFyQ6TkmG66o40CtoT26EET/olCWJDpb0FdiMb5BjwKX6/3Vz+UchZx/0mdD6x92mqLA0ecHke/X3Ry80DqgBDi2XgFp0Lbtdn8m+9kmoVt94bOjABzDncfA3HkXiks0K+9+DE+v1VtkX3QVRg9THq1p8u1tBrWzH7YDyHAjv13TzrtfA5uJ3gbQt+o0x/mHuPb4QHpowYhDfJu1y2u6j2dh88CTXTR3eBasSQgghhOgeJKAWoh2UVVbzwarvST1YS4BpOnqc62CvNopFrCLdYRzGeXt7txjUNRYdHU1AQABVVc4hUFpaWpsCancq9VSignx5+nr9RTm73cHb29L4yzdJ1BoEyL5eJv6+cGyrwyqA2cNieOOOSfzonV3UWNonpD5TUcstr2zjxUUTmD0spl2u2VOlF1ayOeWM4b4fjO3tsvJ98+bNJCcnK/fPnj2bIUOGeLSe2BA/bpuSyG1TEqmotbL5eAFrjuaxPjmfDBcV8942jdfumMSMQZFYLBbq6uooLy8nJyeH7OxscnJyyM/Px+FOj3o32Gw2CgoKKChwDs7Cw8MbQuvBgwfTr1+/87I9uGpMQGvbe4PrSuiSKnVA3VIFdaCPGR+ziTqb83NISZXnNzUk51YYbq9v713vokTjF3+LqyycOlPZMKd5xynjmzzMJs3pGlP6RxgG1DtPuT+HusZi4/P9xkHg9EFR9Alr/f9he5s2IJIx8aEczHKep/nF/hweuXIovbvRekUbtNTeu17qGgmozxeqSsfg3nDdC/D8WAyrQvctbX1Anb0HMhSV+iMXQOjZG/NC4yFxOqRvcT7u0Mcw50kwtf7nWyFaLWc/fP0ryN7duvMtVXrF9SU/8+w8hwM+fxAOfnBu29534baPIGGK8TmqFt+hCe49Zqj6RllKs5sG1JZqPaB2xW6FlDUwZqF7jy+EhyYM689KNEwG37sOJp+QgFoIIYQQFzT5DVqIdvC315eTc3ALATStHA7U7OyxDyXNYhxI9O3b16OWwPVzqI2kp6e7v+BmiivrOJ5nHK5M6tdyQN2YyaRx1yX9WfmzGYwzmFP866uHMSgmqDXLbGL64CjevmsygT7t11K5qs7Gj97ZzTJF9fCFYtlOxQtHwKIp6hePUlJS2LBhg3L/0KFDmTFjRpvWFuTrxdzRvfjHLePY/X+X89QPRiqPtdgc3PfubvZklODr60twcDC9e/dm4sSJXH/99fzkJz/hscce4+677+bqq69m9OjRREZ2zPza4uJiUlJS2Lp1K2+//TavvfYaJ06caLdwvLtQB9Stb5/v62XGX9FxoaSqjlLFTQotBdSapimrrIsqWxFQ5xlXUA9rFlCP7RuGqlP23oyShvdVNw2N6h1CkG/T+wunDDB+ns4vryWt0LiqvblVR3IpqzFun79woptVTZ1E0zTum2l8Q5bV7uCNLYo2vaLnSf/eveNS1upBiejZynPh1HfG+0bfCOGJehW1kUMf62FUa6iqp8F5tvWYm42PK8t2//NViPZSUwbf/AZene1eOO3lD76KblE7X9WroT1x5NOm4TRAbSl8dAdUGtxoZ7NCWY7xtdytoPYN1ufCGylt1gnmwAdQpe7q1CDpK/ceW4hW8PHxweYXZrgv/3QLXWKEEEIIIc5zXRZQm83mhjcvLy/lvra8Nb+uEB3lsksmG27XNPjMMYeMKuNKLk/mTwOsO5ZHaKzxL+9ZWVmtbmW8u9ns08Y8DajrDYwO4uP7p/HoVUPxNutpzJT+Edx1cb9WXc/IlAGRvPujKcoW5CYN+kb4M31QFIumJPDY3GH8+9bxDHYRkNvsDh779BB/X5183oWH7qiz2vl4j3FAPaJXCGMULdALCwv55JNPlNeNjIzkhhtuwNSOlUVeZhN3XNyP310zTHlMjcXO3W/u4nC2c6Ul6C8YJCQkMHXqVG688UYeeughfvOb33D77bczY8YM4uPj23XN9bKzs3n33Xd5++23lfPpe6KsEuMwtC0V1KBu113qosW3q9bg9SIUbb49nWVvsztIUdzkM7TZPORAXy/ljOS9GfpzscPhYMdJ97taTOwXoRy9uuOkGy/Mom7vHeLnxZUjYt26Rme6elQcCRHGNz4s25mhvHFB9DDpblZQl+fobZ7PVw6HPpd55aOw+g9w9AuoVv/s1mMd/hTlzNzRZ4Ph8YuN99eWwrFWhEwlmXBkhfG+fjOg97im20ZcD2bFiIiDH3r++EK0hsOhPw+8OAV2/A8cbnSUGjYPfroTLv6p8f7STEj+2v01WGth7VPG+8pPw4qfON84VJ4DDpvxOe7OoHZ1bFmjn2Xsdtj+X/eul7pW//sI0UEiY3sZbjdXF1Fdp/iaEEIIIYS4AHRZglvfctIoAHK1T4juaNaEYXzzTRD+VueAwmoKoNzmwFdzfuHAk/nTpdUW7n13Dza7g0htBPGmEvqYS4nSKjFp+uzfrKwsBgwY4PH6VfOne4X6tSlY8jKbeHD2IC4bFsPjnx/mbwvHYlKVDjaz81QRYQHeDIkNdnnchIRw1j8yi8/2ZnOmopaoIF8SIwNIjAykT5g/Pl7O4eLMwdHc++5udigqFAH+vT6V7JJq/rJgjNM1HA4H2SXVHM4u43B2KYeyS8koqiLQ18ztUxO5eWLfHtu+ec3RPOXc20VTEgz/XnV1dXz44YfU1BjPHvfx8eGWW27Bz8+vXdda796ZAymvsfLv9amG+8trrSx5YyfL75vKoBjXn08A/v7+DBw4sKFlfm1tLRkZGRxKSuFQUir2yiLa6383LS2NN954g8GDB3PZZZfRq5fxixc9RUe0+Aa9Gvp0qfPnV2m1hZJq48/XliqoQR18F3vY4jutsNJwpAHAUIPnsAmJYRw97VxxvffszUKZRdXklhl/PU3p71zlH+LnzYheIRzJcb7mzlNF/HCy67aZWcVVfH/CuK3//PF98FNUsHcls0njxzMH8IcVh532VdbZWLojnQdnu5iBKbq/inwoTHH/+JQ1EKvuqtFjpW+F1b/X21A3oenhaf9ZMGAW9J0KPm52q7BUQ+EJOHMcik7qgeuQqyHasxEc7e7QR8bbo4ZC3Gj9/WHz9OrJGoMbz/a963mb3p0vqwOz5tXToM+pHXIVHPvSed/Rz+Gav4F3x/y8IwQAJRn6zSrHv3Xv+PD+MPdZGHKl/vFFd8J3zxnPZd7+P/0mDHfseg1KXHTwSlkF21+CaQ80Wru6S5PbFdQAIX0gz/n7f5MK6tS1+nOcO+oq9O4Ng69wfw1CeGDU4AFsTXe+kS5Eq2VHSg6Xjuxe3YqEEEIIITpLl5YYuwqgJZwWPYmmaQwZOY7MA84z6fw0G1m2EOLNTYMDLy8v+vRxMUOrmc0pBdjs+tdFoSOQQlsgB2x98MXCD3yPEKhZSE9Pb1VA7Wr+dHsErcN7hfDR/Re7fbzVZue3nxzkVGEl14/tzYOzBzEgOgizItwO8fPmDg8qs0MDvHnnnsk88tFBvjygaDMHfLo3m/yyWh6/bgSp+RUcyi7l8Nm3YkV13m8+OcSe9GL+euOYHhlSv7/T+IWmAB8z149znpfucDj4/PPPyc/PV15z/vz5xMR07FzvX14xhPIaK29tTTPcX1RZx+LXdvLR/dPoq6i6NGK3O9iRXsY720pZn+TA7hiIN4nEmiqIM5XRy1ROhFalrF51V0pKCikpKYwYMYLZs2cTHR3dtgt2gfIai7LyuC0tvkEdNpdUWZSVsmH+igq3RlQV1J4G1Mdzyw23mzQYHOvcsWFCQjhLtztXzifnlVNeY2G7Yv60pqm7WkzpH2kYULu6Eafe61tOKbsj39zN2ns3tvCieP615jiFBi3Z39qaxj3T+3fLcF24yd350/VS18L0n3fIUgB9PuvOV/Qqu4FzYM4fwCew4x7vTAqsfdJF61kH5OzT377/lx4y951yLrDuPQFqSvSA5sxx/XpnjkNBsh5wNa9UXvMH/dwp9+lhtamTv3YKT0DOXuN9oxfS8I3W20+vpt71qvNxp76D4nS9Fbg7asthz9vG+yIGwuCrjPeNucU4oK4t00M5dwM+ITxhs+gVwRv/os+MbonZF2b8Ei75edObJoJiYNRNcOB953MytsLpA9BrrOtrVxfDpmdbXsOaxyFh6rn58Kr5076h6rbdRkLjjbc3Dqi3/dv964H+XCsBteggk0cNZuta4327DqdKQC2EEEKIC1aXBdR2u7oNlat9QnRXt1w1nWf2b8XboFLaT7Nid9Bk7mh8fLxHbeg3JBUYbjfjIAA9oElLS/NozQBVdVZl++PWtvduq0/3ZXPyTCUAK/bnsGJ/DmaTRnSQL7EhvsSE+BEX4kdsiC+xIX4Nb3EhfoT4e7kVDPt6mXn+lnH0DvPj5U0nlcdtST3Dlf9UzENUWL47i2A/b35/7fAeFVKnnank+1TjYOz6cb0J9nMOCbdt28aRI0eU15w+fTojRoxotzWqaJrG4/NGUFFr5eM9xq2Kc8tqWPz6Dj66bxoxIa6rm0qrLXyyJ4ul29MbPhfrWfAiyx5Glj0MADN2QrQawrRqQk01hGrVhGk1hJpqMKlalSocPXqUY8eOMWbMGC699FLCw43n13dH2SXq2Z8d1eK7sLKO8lrjeYnuVVArAupKz9pDJykC6n6RgYYB6UWJxv+vDgccyCxV3jQ0LC5E2bp8yoAI3vjeefZydkk1mUVVyhszdp4qUt7YMSwumJG9jduRdwd+3mbuuLgf/1jjXCFVUF7Lin3ZLVaPi27M3fbe9TK26fNY/Trgc3bXa/D1r859fOa4/nh3fqXPQ21PFQWw6S+w+011Za8RWx2kbdbfNvwRTF5g93Ce7KlN+ltYAkz6EYy/HQLc/FnQbtODrVPfwen9gAbDroVRN+LWXVyq6mnQ5083Nv4244AaBxxYBpf+1r0171uqh8pGpj0AqhEfg69UV3EfXC4B9fmkrkq/CSQgAmKGd906MnfBVz83rho2MvgqmPtXiOhvvH/q/cYBNehV1De85Pr63/1NvwGmJXYLfHw33Ped/tysqqD2pHoaXATUZ+f5nj6onmevkvwNXPtP9de9EG0QFhaK1eyPl83596XMrPNn3JMQQgghhKdkSLMQ7SQowI9AyqnDuZomylRFri2IOPO5FuCetPe22x1sOm5coRpvLml43S8rKwuLxYK3d8vBTL19GSVY7cYhmtGs045WZ7Xz/Frnlp42u4PcspqzbW+NA3XQK317h/nTK9SPPmH+9Ar1p3eYH73D/Okd5k/fcH+8zPoLDyaTxmNzh9MnzJ8nvziC4p+hVV7fcopQf28enjO4/S7awZbtVP9yvGiyczXSqVOnWLNmjfKcAQMGcNlll7XL2txhMmn8ZcFoKmutfHM41/CY9MIqFr22g5mDo6motVBRa6W8xkpFrZWKxn/WWZUVpc3ZMFHsCKDYEQCN7k/RcBDra+Whi2NJCLCSlpbGiRMnWryew+HgwIEDHDp0iGHDhjFy5EgGDRqEr6/xrPXuIqvIOKA2mzR6hbat3amqGjqruEr5/+ROQB2hCKiLPKygTlYE1EPjjIOrhIgAIgN9DCt/96QXs0NRQT3FxXPyZBc3FO04VWQYUFfVWXn04wMuq6e7+002t09N5KWNJ6i2OAd5r3x3kpsn9nV7tIToZtK/N94eNwZyDzpvt1v1cHX4de27jvI8WP248/bT+2H5HbDoQzC7/3OXUl0VbH8RtjwPdcbPKR7xNJxurCRDr3zc8IzeMnvyfRA3qukxDoce1J88G2qnbXYObI98CimrYf7/XIc+Doc6oI6fBBHNugP1Ggexo4zDun3vwcxftxwy2azq+bT+4TD2VvW5Xr4w8gbY85bzvuOroKrI/WBfdF+pa+GTH52b9z74Srj5HfBu2013HqkugXVP6TesuHPTY0gfvZ33sGtd3xjSaywkXKxXTDd3+GO44im90tpIcZreTcJdxafgq1/Aja9BqeJ3DU/mT0PLFdSuZk9f/DBsfcF5e0WePkqh7yTP1iKEm4IiY6jJd+5WZi07Q53VbjiaTAghhBDifCcBtRDtxVLDDazmQ24w3k3TKrrERDfbDwKHc0qVc4HjTedeDLTZbGRnZ3sUfqsq9cICvBkU7dyatqN9uCvDZSVmS6rqbKTmV5Ca7zwPHOB/8+Lwri0BIDo6mtjYWBZNiicuxI+HP9hHjaX9Ojj8Y81xgv28uOsSRfVCN1JrtfGRovJ4dJ9QRsc3bbtXWlrKRx99pBzHEBYWxk033YSpk6sQvMwm/vXDcVS8vZvNKcYzdV19frQnBxq5td7834Yi7r6kP7+99RJyc7JYv369W90O7HY7R48e5ejRo3h5eTFo0CBGjBjBkCFDOmyed1tkFRu3m4wL8Wu4KaS1VBXUGUXqFpeqc9w5psTTFt95xmHSEIP506BX/I9PCGftsTynfd8cPk2mIux3FVCHB/owNDaYZIO17DxVyE0XOb+Y+9dvkkgvNP43jAn25eZJ3b/dYHigD7dM6mtYBX7yTCVrjuVx1ci4zl+YaJuaUnWl4KQfwcZnoPy0876UNe0fUG98BiyVxvtOrIMvHob5/3WvStiI3aZX/a7/E5Srx450CWu13tp87zuQeAlMukefX31yk16dWGF8M1gTBz8EvzC9mlP1b5SzDwpTjfeNNpgprWkwfjF8a1ApXZoBad/BgEtdryvpq7Otzg1MvLvl9u2jbzYOqO0WOLpCv4bouUoy9RtQ6hr9vJiyGtY+BXP/0jlrSP5Gf36pVI/RaaCZYMpPYPZj7nd1mHq/cUBtq9MD8Ut/Y3zeuv9nPL/alcMf61+THV1BXVuqjzM49LHx/r5TYNZvYMfLYKt13p/0lQTUosMM6t+PwwYBdQQVHMwqYmK/qC5YlRBCCCFE1+qWt+hlZGSQkZFBSUlJq84vLS1tuIYQnaa6mOFaGhZFi/o4Uzmldr0C0mw2Ex+v+MXawPok4xcmTNjpZWramtDTNt+70owD6omJEZ1edVZjsfHv9YoXKNvJ92u+YvPmzWzevJlPP/2Ul156iT//+c+kbvqUXw0uZrJ/PvGmEgKpxa1KhRY89eVRZcvp7mT1kTyKDKo5AW5t1iLXarWyfPlyqqqMgy0vLy9uueUWAgLaNne4tXy9zLx8+0VMVLRRbi9Bvl7cMS2RR68ailcLXytvfH+KH76yDa+QaO68805uvvU2giNj3X4sq9VKUlISn376Kc899xzvv/8++/fvp7q69TdztLesYuO1tLW9N6Bsa616TIAQdyqoFTOoizxo8V1jsZFWaBxeDVNUUIO6zbeqXTjApBa6WkwZYLzfaA711tQzvL3NeOY8wF9uHE2Qb8+4j/Ge6f0xK74G/7fphPJGGtGNZe4Eh+KGsX7TYdAc432pa3G7/YU7CpL1cNaVA+/D+j+27vppW+DlmfD5g+6H0wFd9AJ2+vd6q97PH4RDy90Lp+vtfBm2/EO9XxUmaSa9UtnI6JvBpHie37e05TVte9F4u8kbJt/b8vkJ09RVnwddtCsXPcOGPzcNp+vtfgMqjW+AbFfbXoRlt7oXTveeAPduhKv/7NnIgaHXqj+Hd78OVoPfC7L36mGzkaA4GDFf/XgrHzXufgHtV0ENevcHu+LnuGkPgm+Q+gaW5JWerUMID0waZdxZzUtzsO1Qy122hBBCCCHOR90yoO7Xrx/9+/fn8ccN2um54Y9//CP9+/dnwIABLR8sRHs52/5tMvsNd3trdgodemDXp08fj9pwb0g2nj8dZyp3mnmdnq4OHOrZ7Xaqq6ups9rZm1FseIyrSr2O4mM28eQPRjIopmMqt/2wYNacX7i22+3k5+eTffI4IxzpXO6TwkK/gyzy3cdcn2NM8UpnkLmAcK0Kjab/3omRAVw5ItZlQPnrjw/wraLldHfx/g7jG3oCfcz8YFzvJtu++eYbsrOzlde67rrr6NWrV7uuz1MBPl68cdekDpmfOzgmiP93/Ui2/24OT10/igdnD+LD+6a12MZ6b0YJ8/69hRv++z3XvZ3Cv7P7srZuMEV2zwJcm83G8ePHWbFiBc899xxLly7l8OHDXR7CqTofxIe3/UYFVbtum6Ivv6ZBsBvhariixXdJVZ3b/54peRXK8QCqFt8AExLC3Lp+vUExQUQFuW7zPqV/pOH29MIqcktrGj4ur7Hw6MeKF4mBhRfFc9kw92+g6Gp9IwK4drTxc86+jBJ2pxt/nxPdWLpBVR9AYIze7nnQFcb7y7Ih/1j7rWPNE+7Ngd78N31OtbtsFlj7JLw1z/2Zsr3Hwx1fwaOp8NM9cO3fYfgP9HbUrWXy1lsCd4Z1T8Ped523221w+BPjcwZcqm4zHBgJw64x3nfsS701spHqYr3dcNZO4/2jF0KwG10XTCbj6m7Qq1KLW/55XHRTuYf1rgZGbLWw582Oe2y7Hb59DFb9jhZvlPUJhmv+Bj9aq7fs9pTZCyb/2HhfRZ7eCaAxhwNW/0F9vdm/g+v/49ySv561GqqMR5h4XEEd3AtQ/O6lCpnDEmHYPP191XPHmeNQcNyztQjhpvjevbBrxi/Bpp6S7xlCCCGEuDD1jNKYVujqF+rFBehsQH2NtoWdjovwNghCw7Qa6hyaRy24z1TUcjCrxHBf4/be9TIzM7FarXh5OX95V1dXs2XLFvbv309lZSUBQSEMsQeTTDS1NA2AWqrU6wgmk8Y1o3tx1cg4Pt+fzaubT3HsdFnLJ7opUPOsHZ2PZiNWqyDWdK6CwqGZ8AkKJzYujqEDEhiY2JeYmBi+OZLPwx/sMyzcsjvg4WX7eOPOSUwf3P1ad50sqGDbSeMXjK4f36dJFeXevXvZs2eP8lqTJ09m7NhWvEjWAUL8vHnn7snc/PI2ThQo2rO6yWzSuHJELEum9WPqgAinubwXJYbz9cMz+PmH+/nuuPENJQBFlXWNKtU1suxhZNWF0t9UxDivbEJNBu0GXbDb7aSmppKamsq+ffu4+eabu2xWdUdWUKtmUKuE+nu71QEiXFFBbbU7KK+1EuLX8o1ESbnGz1G+XiYSI9UtYsfEh+Fl0rCq0u1mJrvxnOzqmB2nCrl+nB5E/XllkvKGgl6hfvzhuhFurak7uXfmAL44YFyB+vKmE0xyMaNbdEMZ24y3J07T70AZcCloZuPwOHUNxLbD5/CpzXD8G/eP//oRCIptucV4cZo+1zZrl3vXDU2Ay5+AkQvOzVWOGqS/TfqRHmjlHtTnQJ/cpP/bWZp1OPENheghENXsLbyfHlJl7dGrnA9/qq48bA9f/gwCo2Do3HPb0raoq7FH3+z6euNvh6OfO2+31uih96R7zm1zOODAB7D691DlogJ22gOuH7OxMTerK8MPfQQzH3H/WqL7WPskLsPhna/BxT8DL89+NmmRpRo+vReOfdHysSPmw9V/gZA23hA6YQls/IvzcwbA9pf0mzDqf+Y9/i2kbzG+TvRwve2+yQw3vQGvXeHZc0loQsvHNGb21kNqT8YiTH1AXx/AkLnAzzH8f07+Wn++FKKdmc1mfIKjsJY5d0aoKMrDZncoOwIJIYQQQpyvztuAWohOdzag9tZs9LLncEZzfsEgwlRNmjXco4D6u+MFym6V8aYSp21Wq5Xs7OwmM66tViu7du3iu+++a9ISuKqijAneZYzxyuGELYqjtlhKHf74e5s7pPLUXWaTxoIJ8SyYEE9xZR05pdXkl9WSW1ZDXlkNeWW1Z/+sIae4iuJqq1vXDdI8C/+MaA47lvJCssoLyUo5wjrAZDIRExPDQ/0D2ZpRSY3Dixq8qXF4Ue3wohZvamxe3Pvubt69Z4qytW9XWbZTPQ5hUaP23tnZ2Xz99dfKYxMSErjqqqvadW1tFRnky9IfTeGWl7e7nFesEhXky62T+7JoSgK9Ql0HrRGBPrx15yT+syGVf6497kGXWY1T9kjS6iIYaD7DOK8cgjy8mQLgxIkTLF26lNtuu61LZlSrZlC3S0DtxjzpxlQV182Fu7huSaXFrYBaNX96cGyQyxeZ/H3MjOgdwsEs5xuNjLjT1SI62JcB0YGcNLghY8epIq4f14dNxwtcfs3/9cYxbv29u5tRfUKZMTjKcPb82mP5pOSVM1gxE1x0M5YayFbcCJV4if6nf5g+S9RofmrKGrjkZ21bg92uB5kecejB85LPIWGq8SGHP9VD2lo3br7zC4UZj+jtpr1dPKebTNB7nP52yc/AWqvPdK7I16uro4dCYLTrGdnxF0H8K3DlH/W5yrvfMJ7x7Q6zr37jgN3gZzOHDT66E5Z8AQlT9G2Hlhtfx8sPhl3r+rEGXnY2pDJY676l5wLqvKPw9a+MP18a6z8L4ka7PqaxmOH68bmHnPcdXA4zftX62eSia5zcpN/k4kpFrl5dPKaFGyg8UVWkt/TO3O76uLAEuObvMOTK9nlc/3AYc4txVXjOXv1Gmr6TwWbVW2erXPH0ufC393i48v8Zz4hX8bSCGvQ23+4G1L6hMP62cx8Hx+p/r8wdzscmrYTpv/B8PUK4oW/fvpw64hxQhzvKSc4tZ0QXvgYjhBBCCNEVzsuAurZWD6F8fNr5rmYhXKk+10L0Jm01LznuMHxNStMc9O7dh9zSGqKCfPAyu+60r5o/nRgZQJTFQZ1BjpWenk5iYiJ2u50jR46wbt06lzPdvTQHQ70KGOpVQLYtBGIHtzhTt7OEB/oQHujDyN7O+1JSUli+fDk1vlaq8abK4UNlo7cKh0/Dthq8CWhF6OcOu91Obq5e/TPKxbOqxWHigzf38X1MOGNHDmf8+PGEhHTtL6E1FptyRvbY+FBG9QkFoLKykg8//BCbzbjVaVBQEAsXLsRsNnfYWlurV6g/Xz08nf+sT+VgVgl2h97+OdDXiyA/L4J9vQg6+36QrxfBfl4E+XoTFezD4Jhgj+5kN5k0Hp4zmAkJ4Tz8wT7lXG8jDjRSbdGcsEURZyon0VREorkYf829GzBA76CwdOlSFi9e3KkhdUWtleIq40qZjmzx3dbjwxQtvgGKqupIiGx57aqZ0UNjW/7anpAQ7nZA7U4FNehtvg0D6pOFlFZb+I2L1t6LpiQwc0i0W4/THd03c6BhQA3wyncneW5h9+juIFqQvQdsiufOhGnn3h98uXHgmLEdass9m8Xa3OFP4PR+431hCVCaZTwj21oD798C96zWg+F6dVXw7W9anmcN52Ygz3wEAlpR+e/lqw7IWxIUA7N+rYczx76AHa+0HJhpZugzQQ93+8/UbxxI+go+ucf4eGsNvH8z3L1Kr+A++qXxcUOuBr8WnkdNZhh7q3EVc85efZb50c/1SlB3WrW35saGMbcYB9RnkvXK9ta0XhZdw253HcI2tv2/TauL26I4DZbeBIUpro+b9lOY/X/g0/afq5qYcr+6bfn2l/Qgd+/bevtrI/1nweBmYxem3K+H/e50ofDy02+i8VRoHzD+FcbZRXc4f08Yeo1xQJ21C8pz3Wv1L4SHJowYxKkjzjfhBWl1bEvKZETvkV2wKiGEEEKIrnNeBtRHjhwBICJC2jmKTtQooI7Tiqixm/DXnF+8jDeVcvnf15NVbifQx8wDswfxwKUDnVoGA1htdmW74MuGxZBQmkBqaqrTvrS0NOLj41m9enVDcOquPuYyOLOH//43g6lTpzJmzBiP5mV3lkOHDvHZZ59ht9sxaxBEncuqU6tDw45+M0B4eDje3t6cOXMGu93gBeYO4q3Z8aaWovxcNuTnsm3bNn7wgx8wYkTXtdNddSRXGSwumqJXT9tsNj7++GPKyowrvkwmEzfffDPBwd23OjHEz5vfXTO80x5v+uAovn54Oj99fx97PJh/GxXky9QBEaQXVrE9O4Qd1kRitAoSzXpYHai13C4xKyuLd955h9tvvx1//7ZXL7sjW9HeG7p3BXWInxdmk2Y4y7q4yr2bC5IVAfUwF/On601IDOetrWktHpcQEdBiBX+9qQMiDCukTxRU8qvl+8ktqzE4S/9/6syvkY5wyaBIRvYO4UiO83PViv3Z/OrKocS1MCtedAOq+dO+oRDb6IXbQVfoc42bs1v0YGT4vNY9vqXG+Lr1bngZCpL0OcZGakpg6Y1wzxq9/W7eEfjoLj2wbMnIBTDncYjo36qltxuzN4y6UX/L2Q87X9VbVtvOdqKJGQkDZunBVOLFzkHy6Jug8oweyhupKYGlC+Dih6FWcZOOar5zc+MXq9tsv3GV8Y0ERqY+AIPmuHdsY6NuOjuX16BtysHlElD3JEc+Vd+Y0lzOPj3cbO3NIPWy9+o3bFSqx8Ng8oLrXmhaAdyeYobBgNlwcoPzvqOf6zOZNz6jOFnTq6Wb/x6raTD/v/DSJS1XOYfGty7oD4137ziTF0y5z3n7sHmw9gmDExyQ/A1MvMvzNQnRggH91O3sDx8/BZdJQC2EEEKIC8t5E1DbbDays7NZvnw5GzduRNM0Ro/2oEWbEG1VXdTwrgPw1SyAczWpWXMQWpVNFr2orLPx3Kpk/LzN3DPd+cXIfZkllNUYV09eOiSauoxYw4D65MmTnDx5stV/FYCCggK+/PJLvvnmGxITExk5ciQxMTGEhIQQFBSEyeS68rsj7dy5k5UrV7p9vNlsZmC/fgwePJjBgwcTGRkJ6K3PCwsLycvLIz8/v+HP0lL3KhrbqqamhuXLlzNx4kSuuuqqLrkR4P0dxq1+g3y9uG6sXra+fv16Tp06pbzG1VdfTUKCh7PjLgC9Qv354N6pPPttEq9uNv73iwz0YeqASKYOjGTagAgGRgehaRo1Fhv/99lhPtmbRZ4jmDxrMDutCURrFfQzF5NoLnZ5Q0ZOTg5vv/02S5YsISCgnSttDKjae5tNGr3aIRDsqApqTdMID/DmTIXzv2WJGwF1cWUd+eXGowOGuBNQJ4S1eAy41967nqtK67XHjDtyADx705gm8+Z7Ik3TuG/WQB5ets9pn8Xm4M2tp3hsbs8O4S8IqjbMCVPOtZAFvbVyUJzx/OLUNa0PqHe+AqWKNvjD5umBbOLFUJYD3z1nfFxpJrx3E4y7TZ9na2thxIh/BMx/CYZe3bo1d6Te42D+i3DNc1B0AoJ7Q2Bky+dNvV//v9nyT+P9ZdnqANsv1LkiUyVyICRcbPx54044HZYAc59tOhfbEyG99MrxU5uc9+18FVLX6QG+Xyj4nv3TL/TctpA+emeAlqrFRcey1rq+McXI9v+2LaA+vkpveW80/7meTzDc/Hbrbp7wxNSfGAfUDhu8c706QB9zi/omjIAIuOl1eOta11+Loa1o7+3JeSNvMA6zowZB1FDjm4eSV0pALTpEYGAgml8wjhrnG1wri/K6YEVCCCGEEF2ry1+JVLWDdTgcvPjii7z44oseX9PhcKBpGjfeeGNblyeE+xpVUBcQgUkzU+Pwws+gPe9QcwFHbHGAfrf431Ylc/WoOPqENa2Qq2/v7YWNcK2acFMV4Vo1UeZqvv/kAHVG/b3bmdVq5cSJE5w4caJhm8lkIjg4mJCQEEJDQwkJCWl4PyoqisjIyA4JsB0OB5s2bWLjxo0tHhsWFtYQSPfr18+w5b+XlxexsbHExsY22V5TU9MQWOfm5nL69Gny8vKU7a3bavfu3WRkZLBw4UKiozuvvW5qfgU7ThUZ7ps/vjcBPl4cPXqU77//XnmNMWPGMGnSpI5aYo/nbTbxf9eO4NKhMby2+SSFlXX0CfNn2sBIpg2IZFBMkGH3BD9vM39bOIaRvUP408pjZyt8NQocwRRYg9ll7UuMVsEsnxPKqurc3NyGkDowMLBD/55ZigrquBC/FscYuCPIV13pbMSTiuvwAB/DgLqosuVq9WTF/Glwr4K6T5g/sSG+5JW5Dq/cbe8N+o0RCREBHs1cv/Piflw8MMrt47uza0bF8Wy4v+Hn5Lvb0rlpQrzMou7ObFa9LbORxu29Qa+4G3Q57F/qfGzKWnA4PK/KqyqC7/5mvE8zw+VPnvt49v9B2WnjxwfIOwyrHmv5MROnw42vQojBLJPuxCfAs/nMAHOe0Gdh73/Ps/NGXK+3KnfX+MUtz5duzuStt/Se8au2t0wec4txQG2rhYJjLZ8fEKUHeQMubds6ROvtfgNK0j0759iXUJKh3+Tg8eO9CV//0nVwGxQHt30EvcZ4fn1PDboCIgbqN6E0p6qANvvCZb93fd3Ei+HSx2DDn9THtGb+NOg3d7hj6gPqfcOugS0GAfXJjW0fFdHTnUnRn4dD+7ZPK3vRIKZXb/JOJVOFH14hUfSJj2fSqMFcNLRfVy9NCCGEEKLTdXlAXR8mOxzOLzobbXPX7Nmzufvuu9uyNCE80yigTke/S9viMOFn8PtciKmW3qYycuz6fN9qi42nvzzCy7dPbDjGbrdz+MB+rvPJIEKrcvq9sC3ZtLe3N+UBvbCVnHarZXBzdrud0tJSSktLyczMNLx+XFwcvXr1aniLjo5u03xiu93Ot99+y86diheuzxo9ejQzZ84kKirKMPhzh5+fHwkJCU2qgq1WKwUFBZw+fbrhLTc3F6vV/fnAruTn5/PKK68wd+5cxo8f3+q1e8KoDXC9RZMTKSgoYMWKFcpj4uLimDdvXqestae7ZFAUlwzyLADUNI27p/dnWFwwD76/t1krdo18RzDf1A3jap9kZTV1Xl4ef3juRY4GjiMoKIiEiACuH9+HWe08Z1hVQd0e7b1B/7cI8/em0M2Z3p5UXIcr5lC7U0Gtau8dFuBNTHDL4YqmaUxICOebw65HMUwd4Ea1YiNT+ke4HVD3iwzg11cPbfnAHsLLbOJH0/vz5JdHnfZV1dm45+3drHjwEiIC1fPHRRfKPQh1Fcb7Ei9x3jZYEVCXZeltuGM8rJj/7jl1y+mJd0HU4HMfaxpc9y+oyNMrtj2lmfTgZsavmlaGn080Da57Xm/3nbLK/fPcbe9db8T1sPJRsFS6d/yAS+GavzX9/2yL4dfpYaPVeIRCi6rO6LPLF30oIXVzRaf0meYVeXpgG5YA4Yn6n/7h7fMYNaWw6VnjfZoJrvyT8c0mDrveceHKP7r/WA4HrP8jbFbcCFMvergeTrc2vPWUyaS3wf7m1+6fM/Un7q1vxq/g1HeQttl4f2gruzC50+I78RLoM0G9f9g84y4PtjpIXatXX19oynPhvYX692OAPhPh1mUQFNO16zqP3HDNlZTWzGFIfLT8Hi2EEEKIC16XB9TQtiC6np+fH5GRkYwePZobb7yRO++8s01hmBAeaxRQp50NqIO0OuwOMBn83jHUnN8QUAOsOpLH+qQ8LhsWy+nTp/ns8y8YWH0a2rEQWdM0LrroImbNmsUV/95JXm00/UzFjPTKJcrkfrVdSywWC5mZmU3C67lz5zJlypRWXc9ms7FixQoOHTrk8ripU6dy5ZVXelS9bbHZySquJiEiALPRf9RZXl5eDWF743UVFhY2hNXl5eVUVVVRWVlJZWUlVVVVHs24tlgsfPHFF5w8eZJ58+bh59dxs1JrLDY+2ZtluG9c3zAGRPjw6qtvK6v0/fz8uOWWWwwr00X7unhQFF/8dDr3vruHY6ebztatcPjxbd0wrvJOIthk/H8VQhVDy/eyunAYu9O9+XRfNn+6YRS3TUlstzWqKqjjw9uvvXhoQAcF1IHGxxa58VhJioB6aGyw2y84tRRQ9wr18zjonzIgko/2GH99N6Zp8LeFYwnw6RY/Drabmyf15V/rUiipcr4BK6OoivuX7mHpPVPw8eq4URUlVXX8d+MJVh46jb+3mUVTElgyrZ/L7zMCyNhmvN3Lj9rIERzavZuCggJiYmIYN24c5gGz9cpmh0GHk5Q1ngXURSf1lsxGfIJh1m+dt5u9YeFb8PY8fSatu0Li4cbXIHFay8f2dPX/Ru/8ALJ2tXx8cC/jmxFc8Q2CUTfAPkU1e72gOLj6z/qs7/YMBfxC9BbhRz5r/TWsNbDsVlj8iV512l3UVcGB9/VK4fjJMPQaPczsDKlr9fnttWXG+31DmwbWYWf/7DvFvTb09b5/vsmopiYmLIEp98OeN+HMcef9e97Rnxt8g9x7rNW/h23/cX1Mvxlwy1LwD3Pvmu1l3CI9PFf9ezfmHwEzfunedU1mWPAq/G+6fjNGc/ETnbe5w50W39MedL2/9wT1qIiklRdeQG236TPR68NpgOzd8O4N8OP1nnW2EEpx0ZHEdfUihBBCCCG6iS5/RdIovDGZTGiaxoMPPsgLL7zQBasSohXOBtQOzlVQaxpU2H0INqhu7GsqIYA6qjgX8D214iBVo63s2b2zXW7caGzYsGHMmTOH6OhoMouqyC2rAUycskdyqi6CBK2Yy3wN2rq1k969W9e6sq6ujo8++oiUlBSXx1122WXMmDHDZShUWWvlo92ZpBVWcepMJWmFlWQVV2OzO9j869n0jfAsTDObzcTExBATE8PYsc7z1xwOBzU1NRQUl/HbD3eRVVBCtKmCkeZcw5sW6h0+fJjs7Gxuuukm+vRxs32dh745fNowvAG4dVI8K1asoLCwUHn+jTfeSHh4O1WuiBb1jQjgk59M49cfH+Srg6eb7Ktw+OohtU8yISbjVtHhphqu9kni27qhVOPDMyuTuH5cn3abOawKqPu0UwU1QJgHoXOYv/s3TqgrqN1o8Z1r/CLuUDfae9ebkOj662hK/wiPqyvcnVn9o+n9mdjP/fbhPUWAjxcPXjqIP600bq2781QR//fZIZ69aUyHVK5sSM7nNx8fbDKf/Kkvj7I3o4R/3jy2Xdren7fSjds01/aewpvvvkdu7rkQ4eDBg9xxxx2Y+k42DrZT18AlD7v/2OueBrvi6376zyBI0XnCNwgWfQSvXwHFp1p+nGHz4Af/1uezXih8AmDRcnjjKuOQr7FRN7auonz8EnVArZn1kPHS33bcrOepD7QtoAZ9FvF7C+H2z6Dv5PZZV1ucSdFnqRennds26iZY8ErHV/2fSYXld0KdepQGtaWQd0h/a8zkDWNuhqv+1HKVdVkObPuv8T7vAL3Lgcmkf/58bRDI1pbCgWUw+ceuHwfg4PKWw+nRC+H6F7smCPQN1tvlb1f8ezR26W/1GeruCumlf94su1VvfV+v9wToP8vztYL+HOrlp+5cEDEAhrQwW95k0m8u2fOm877jq8Bm0W+yuVAc+ABOH3DenndYb9N+hYdz2oUQQgghhGhBt32FrL3DOSE6XHUJAIWEUcG5ea8BihbaJg2GeBU0fJxgKmZy9U5279rR7p//N910Ez/84Q8b5hs7zx3WqKTjXgjRNM1pzrNK44rd6upq3n333RbD6Xnz5jFz5ky3goYnvzzKW1vT2HS8gPTCqoaZtqfOuNkW0gOapuHv709C71hevPdKbCG92WPty6q6oVQ6XL/YUVxczOuvv87WrVs9qsJ217Id56rbfbHQ11TMBK9MrvVLJmX1uyQlJSnPnT17NoMHt1NbTOG2AB8v/n3reH5z9TCnwq9K9JC61K7+Og411TDXJ4kA6qiotfL1QcVMwVbo6Bbf4FlVdIhHFdTGAXVLFdQOh4PjecatiD0JqEf1CcHHRWA5ub9n7b1B/3fvHeq6A8PA6EB+deX509q7ubun92fOMHU7yo/2ZPHq5pPt+piVtVYe+/QQd725q0k4Xe/LAzn8YvkBrLb2f04/LzgcygrqDbaJTcJpgPT0dA4fPqzPoTaSvk2fIeqOzF3qcDG4N0xtoQovKFqvfA1wMcrB7AvX/l2vjLyQwul6ARGw+FP939MVT9t710uYorf6bq7vVLjvO71yuqPCadAD5Wv+BuY2dpapq4ClN0L23vZZV2udPgBvXN00nAY4/DFs+mvHPnZdJSy/3XU47Yrdos89f+kSOGkwG7yxDX8Gq/FNdkx7EILP1jmO/SH4hRkft+N/0NLP6nlH4MufuT5m+i/ghle6tkp18o+BFn6fihgAF93l+bUHzYE7v4bhP4Be42DaT+GOL1pfka9prtt8T33AvWsPm2e8vbYU0ra0bm09kaVG/3pQ+f4FSPu+89YjhBBCCCEuCF1eQW1kw4YNAB1WOShEh6jSQ9/66ul6Zs1BtcMLf+3crGK7AzLtYZy26S+U9TaVcplPaqsf2tvbG4ulaRAeHBzMpEmTGDJkCFFRTV8w3eUUUOtVmMcDRvLzSxOprKykuLiYgwcPOh3XGlFRUW63gv7kk08oLi5myJAhHDt2zGUVr8lk4sYbb2TkyJFuXTvQ14uYYF/D4CCtsJKZtO9c3sbCA334641jWPz6DvIcIXxRO5Lp3qfoa1bMukTvMLF69WpOnjzJwoUL8fVt+wtWdrud3cdOUZqZxHTvCmK0CqeqW1djtYcMGcKMGTPavA7ROpqm8ZNLBzKsVzAPL9tHec25/6wqfPj27EzqUJNxNUmIqZarfZJYVTeUD3ZlcsukVs79a6Si1tpsPvY57RlQhykqnY14NoPa+NjiFmZQZ5dUU1Fr/MUyzIOA2tfLzMg+IezLKDHcP2WA50GWpmlMGRDJZ/uyDfebzrb29vM+f0ehmE0az986npte2qpsxf7MN0n0jwriihHu3UDlyq60In61/ECLs7+/PKDfGCKV1AbOHIcq5+/5ZQSy67TxjXtHjhxhzKVXwPr/57zTbtHnng671vXjOhx6212Vy/5PrwBuSeRAvUr47Xl6JWxjUUPhpjcgblTL1zmfhfXVg/w3r9bn/jYXORh6OXekcdsNL0PMCDixXq9+HXfb2YrsTvpam/xjvU3y6QN6Z6WaUqgpO/tnqR541b9fnquuJq8t01vq3vEl9BrTOWtvLH2b3uZX1ep507N6G+1Bc9r/sR0O+OoXkH+07dcqy9Zby099EOY8Dt7NbtzKT9KDbCMBUXBxow4MPoFw0Z3w/b+cjy1M1duRD7nS+Fo1pfDhYufnhXqaCa55Dib9qKW/UceLGABDrobj36iPufxJ8GrljRh9J8Et77buXCOh8fq/f3N+YfrXojv6z9DHOBjdEJG8EgbObtMSG9RWwNYX9O9LAZH6dYfNO3cTRFfb9SqUuRoP44AV98P933fszT5CCCGEEOKC0i0D6lmzWtnmSYiuYq0Fi16Bm4bzndyawwEaVDq8SbFFc9wa3aS1d449hFx7EHEm42q8ehaHidjYWAYk9CE2NrbhzWQysX79ek6cOIG/vz+jRo1iwoQJyjnsu9KcA+pavBg4ZCCTJ5978TQgIIDt27cbXmPAgAH07t2b0tJSysrKKCsro6SkxLD6u/HcZleqq6tJSUnBbreTn5/v8lgvLy9uvPFGhg71rAKwX2SgYUDdERXUzU0fHMUPJ/Xlg12Z1OLNOstghtvzmeiViVlTV82npqby2Wef8cMfx610wAABAABJREFU/rDVj+1wONiyZQtbt26lurqaaa3oVhcREcGCBQs8mvEtOsbsoTGs+vlMXvnuJEdzyiiqqqOkqo7iKo1v64ZxpU8S4S5C6rm+SazOdHA8r5whse6HqUayFe29Afq25wxqT1p8K0JnI6oW3y0F1MmK0BPw+N/0ooRww4A6KsiXAVGBzie4YXL/CGVAff+sgYxPOP9b9Af5evHaHROZ/+L3nKlw/v90OOBnH+zjk59czPBerXuxtcZi459rjvPK5pO42/xEQmqFdOPKrM1Mbeh20lxaWhq2mJsxB8VCRZ7zASlrWg6ok76CTOOfdYgZCWNvdX1+Y/EX6RWCn90PZ5L10GPCkrMhd+u+ls87sSPg1g/0ALZ5a95Zv27bbGhvf7318KUG88I7i0+gezOk7Xb4/AG9PbSRmhJ4dz7c8ZX+b9ZZUtbqYaqqqhgAB3z6Y7hvM4S28w3lu1+Hgx+27zW3v6jftLDglaaB/9onwaGofJ71G+cQbvKPYeu/jWfeb/+vcUDtcMCKB/QZ90Y0E9z8LgxXVPF2han3qwPqvlP0Cujuou9UOLnRefvEu91/zvXyhcGXG3fRSPoa5j7b9pn11jr9po/G3+eSvoKvf6XPdh8+Tw+rIwe27XFaq7oEvvtby8eVZMC3j8H8Fzt8SaJz2e12qqurKS8vp6qqCn9/f6Kjo/Hy6pYvGQshhBDiPCI/bQjRHs6293ZgHFD7mWwkWaLYYUvEcbaz/sUDI0nOLaewsg7Q2Gbpxw98jhgGlZm2UPZY45k9dhAP/3C84RKuuuoqt5ZaUF7LSUUYO6nZ3NIZM2awd+/eJm2362VkZHDDDTcQHHwuiLFYLOTl5XH69OmGt7y8PLcD6mPHjrndztpqtfLhhx+iaRp+fn74+/sTEBBAUFAQwcHBTm+hoaH4+fnRLyqAnQYBfVonBNQAv7t2OBuTC87OANc4Zoslzx7ELO8ThCrmBwMkJSVRWlpKaKgH894a2b59O+vWrWvlqvUq/VtuuQU/P9dtg0Xn6R3mz5M/aNo9wOFwUF5r5XTBJXz96YeUFZ8xPDdIq2OuzzE+2NSLx29244V0F1TtvU0axLXQZtoTnoTOnlVQqwJqCw6HQzk6QFWV2yfMn2A/z+4AuXxELK9tcZ5de8WI2FbPSJ4zPAZfLxO11qbPqUNjg/nZ5RdOi/748ABevn0it766nTqr8/eXqjobP3p7NysevIToYM+6VBzOLuWXy/crW7278uWBHBwOB/+6ZZyE1PXSndt7lxDMHtRVx7W1tZw+fZr4QZcbV0KmrNEDItXXkc0Ca55Qr+nKpz2ftdtnAjy4Q68+NXm7V319oUm8WA9eP39AryL2CYZLftb69t49kcmkzxq21cHhT4yPqSqEd67Xb3qIHtLxazryGXzyY/Us9uZr+/gufW3tNaM3aw984+LmAr8wvf23O+trruAYvHqZfrPIxQ9DxnZ1CBveX6+Wbi40Xm8jf+RT530nN0D+MYgZ3nT79//Sg0iVy5/sXuE06DOhY0ZC/hHnfVf+se1hbXuacDvsfFnvWFAvcjBM/7ln1xk2zzigLsuG0/uht/Hv327b+rzyJiyydupvax7X/92Hz4Ph10HsqM77t/7+ef2mGHfsXwpDr9bXKHqM4uJizpw5Q0VFBeXl5U5vFRUVTq/DeHl50atXL/r27UtiYqLHhQFCCCGEEO6QgFqI9nD2l+JiQinHuHIu2xHWEE5rGjxx3UgOZ5fyq48OAFDq8OewLY6xXqcbzql0eLPTkoAjtA+/nDmAxVMS27zU3QbhbL3J/ZoG1IGBgVx88cVs3LjR6Vir1cqmTZuYN+/ciyre3t7Ex8cTHx/f5Dh3Q+dDhw65dVxjDoeD6upqqqurKSpS/90uueQSrrjiCvopqhHTCl23ZW0vIX7ePLNgNHe9tathW5EjkC/rRjLNO52BZnVL88zMzFYH1Dt37mzVeaC3C54/f77bc8RF19E0jRA/b0L6RhP/o7t45513yMszqCoE/DUrNUfXcyo9nv6JrW/1naWooO4V6o93OwZvYR1VQa2YQV1ntVNVZyPQ1/hHpeN5xgG1J/On600dEMkVI2JZc/Tc/1Wovzc/b0OQHBPsx2Nzh/H0V0epLz7tHerHfxdPwNfr/G3tbeSixHCevXEMP/9wv+H+7JJq7n13N8t+PNWttudWm52XNp7g+XUpWBWVve746qD+/V5C6rPStzpt+o4p2HH9b3Py5El1QF2WBQVJzqFRvd1vQNEJ430DZqvnW7dE08Cvdd+vLxh9J8GDO/WZy5r5wgzyTWa9LbmtDo59aXxMZT68fR3ctbJjqyv3vqPPSFZVFBvJ3KFXIV/1p7Y/fmUhLF+iDp9DE+C+TfrXVXkulKTr1ZwlGVCcrn9ckASVBerHsFv09R5f3dD5ytDlT6hbWE99wDigBtj+EvzghXMfn9wI655WP87w65q2Ee8uNA2u/w+8cZX+uVlv+i/1WevdSWg83LsRNjwDhSl6NfK0Bzx//h10OZi8wG4wuiVpZdsC6jOpsOk5947NP6K/bforhCXqnyMj5kP8xI4Lq8tO65+7nvjyZ/q/dbD8bthdORwOsrOzSUpKanFsmorVaiUzM5PMzExOnTolAbUQQgghOkSPCKhXrVrF2rVr2b9/P2fOnKG8vNytwEvTNE6cULzoJER7OhtQG1VPg168k2c/F1rcOCGeoXHBDIkN4sPdmew8OxP6oLUXA0xFBGq1JNliKQwZxJ8XjGfagEhMpvb5pXSHwfxpgISIAMNqx2nTprFz506qqpwD3L179zJt2jQiIyOVj+duW6jy8nLS0tLcOrY16iu9+0caB9SZRVVYbXZw2NE0TdkevT3MHhbDggl9+HTvufa7VsxstgwgxxbCxT7pmHF+jsvKymLUKM/nV5aVlVFcXNzygc14eXnRt29fLrnkEgYNGuTx+aJrBQYGcscdd/Duu+9y+vRpw2N8sPLuu++yZPFt9OvXr1WPo6qg7tOO86cBQt0Mnb3NGv4ezFZWzaAGvc23KqBWtfhuTUAN8L/FF7F8dyYHs0oJC/DmR9P7ExnUtrnzd17Sn4sSI9h64gxhAd5cMSKOCEUgf76bP74PqfkV/GeDwaxKYF9GCb/55CD/umWcYdV6jcVGcm45h7JL+WhPFgcyS1p8zD5h/tw7cwDPfptEZZ1BS1gkpG5QkuE0+7KIUPYxUnHCOSdPnmTmpOv1VrlG4VrKmqYBtd0Gx7+FHf/TZ4Ea0uBKg7nWon1pGvi2bcxEj2f2hhvf0MNZVUVvRS68/QM9pA5v+82qTrb+2/Ucdle2/QcSpratmtJug09/pJ5/a/aBW96BgLM30ob20d+at1Kvq9KrUHe96vrxMpxvhmnQ5yI9EFTpOwn6TITs3c77Dn4Ic56AwEgozYKP71EH/pGD4Pr/dq9q5Mb6TIAHtus38dSWwZC5MHRuV6/KWHg/WPBy267hHwb9ZuiV8M0lfa1X3reGwwFf/Rxs6i5ZSiXp+tfXtv/ony9jfwhjfghhfVu3FpVNf1G39NfMxi3tqwrhi4dg0Yfd93O4hyquqGbLoZMMHZDg8cggm81Geno6SUlJJCUlUVZW1m7ralyAIIQQQgjRnrp1QL19+3buvPNOUlJSGrbVz7dt/OJh85m3mqa5bMspRLs7G1CnKwLqIkcAdWe/3Hy8TPziCr1Nn6Zp/HH+KK55fjNWuwMbZjZb+mPDRKEjEFNxHSF+3u0WToPx/GmASc2qp+v5+voyc+ZMvv32W6d9drudDRs2cNNNN7V5XRkZGYbzq9tLfUCtqqC22h1kFVdTkXuKL774goSEBBISEkhMTKRPnz7tPn/p8Xkj2JxyhoJm87BP2KPoZStjkEEldXa28TzZlrh7XmhoKPHx8fTt25e+ffsSGxsrc6d6uICAAJYsWcK7S5eSo/g8sFstLF26lJtvvpkhQzxvIaqqoI5v54A6zN+9YDXU39uj7/+qFt8AJVUW4g1GNVtsdk4UGLd1HtbKgNps0rh1cgK3tnNx0uj4UEbHSyUnwC+vGMLJMxWsPJRruP/z/TkMig7ixzMHkJxbzsHsUg5nlXIou5TjeeUeVUvfPDGeP8wbQbCfNyN7h3DHGztdhtQO4PkLOaQ2aO+9iSkNnWdcyczMpM4ciE/8ZONZ0qlr4JKH9Z/V9r6rh1clGa4vOm4RxI12d/VCtI2XD9z8NnywCFLXGh9TlgVvz4O7vtGrRtuDwwEb/gTftVDdOXaRPkNZNat9xQMQOxIiBrRuHZv+qs+IVrnmOfcqWH0C4Nq/wZCr9fbxRnPpW3LF0y0HblN/Ap/c47zdWgN73oSLH4Lld0CV8ZgVvAPglqXOM667m8iB7VMd31MMu9Y4oM4/AkWnIKK/59fctxTSNrd9bYWpsP6P+lu/Gfr3qOE/AN+gtl33TIr+fdFIQJQe/L+3UHHz1yrY8xZMvKtta7jApZ8+w5YDSaSeTKeiKA9/SzngYO/4G3hi/li3r1NSUsLLL79MdbXiZoM26tu3nW+MEEIIIYQ4q9smD2vXruXaa6/FarUqA+jm20APqzsy5BLCULUe+qbRx3B34+rpOy/uR5+wc8HNkNhgfjRjAP/bpFf75zvOHWt3wO9XHOLTBy7BrAipbXYHm1MK+HhPFgezSqmqsxLs502wn5f+5lv/vjdBfl4cO218J+3k/gYpzFkTJ05k27ZtlJaWOu07fPgwl1xyidtzplVGjhxJfHw8y5cvb3UQ60pDQK2ooAZIK6ykMj2duro6UlNTSU3VK+38/f0ZP348kyZNIjxc/e/kibAAH/44fxT3vbvHaV+BPcgwoD59+jQ2m83j6u6sLOOKlFqHmVRbFPn2IJ6/Zw7jBvb26LqiZ/D39+eOJUv4079fw1Rh3PrSarXywQcfcOONNzJyZMsVi42pA+r2bdfqbgW1J/OnAUL8vTFpYJQ9FlXWOW8EThZUYrEZ/6zhabWD6Dwmk8bfF44js2gbh7Kdv58B/H3N8Ta17o4K8uUvC0Zz+YhzbS8n9ovg7bsnuwypvz5bSX2+htSlFVU4gLAgxfNCs9mcZwjnIIq23M3YbDYyMzMZOPhy4wAtfRt88TAc+ggsbozz8PKH2a2slhOitbx89dDy/Vvg1CbjY0oy4I25emjUvHrYU3Y7fPsb2PmK6+Om3A9XPQPlp+HlGXrlZHO1ZXoge88a8HbuxuTS8dV6QK0y7jaYcIdn1xx8uV79++XP4NgX7p835GroN73l40ZcD6v/AOU5zvt2vgqlmcYV1vV+8G/12AHRdYbOhZWPGO9LXgnTHvTsehX5re9M4EraZv3t61/pIfW4W/XQ2tSK7l/rnjaukAaY9Wu99fn0X8Dmvxsfs+p30H9mx44fOI8VFRXx5sv/afg4EODsSz7JJ9MB9wPq0NBQfHx8JKAWQgghRI/TLV8Bq6ysZNGiRVgsFhwOB/fffz87duxgyZIlDcecOnWKgwcP8uWXX/Loo48SExODw+EgKCiId955h1OnTnHy5Mku/FuIC0p1MSUEU4pxlVru2YA62M+LBy51/gXu4TmDmoTWjR3IKuX9nc6VPmlnKvnbqmQu+ct67nxzF18dPE1GURVnKuo4daaSg1mlfJ9ayLdHcvloTxZvfH+KF9alGIYwAJP7u27TPXv2bOX+devWKfd5Ijg4mJKSEsN9vr6+BAQEtLozQn1A7e9jJi7E+MWztDOVpKenO22vrq5m69atPP/88yxbtowTJ060y40wV42M47qxzqHwGbuiyttqVc4TdiUzM9Nwe5Y9lF3WBKL7DpRw+jzn6+vL/BtvIdOmrqS12+18/PHH7Nu3z6Nrq1p8t38FdccE1GaTpjynuMo4oE5WzJ/2MmkMjG5jNYvoUP4+Zl5dMpHYEHX79NaG03NHxbH6FzObhNP1JvaL4J17JhPoo34B+euDp/nZh/v1cRPnieKySv7+zgr++rd/8PJyRftigIymFdQbmepW9XS9kydPwqArjHfaLbD3bffCadDnl4Ya33AoRIfy9odbl0GCi/C5NAPevAZW/R9YWhlEWGthxU9aDqdn/Rau/guYTPrXxI2v0ZCeNJd7UA+8PVGcDp/+WL0/djRc87fWtRAOiICb34H5/wMfN24c00xw+ZPuXdvsDZMV667I1atKVab8BEa3vfOU6ACh8epK/aSvPb/et49BTYnxvsTp8NPd+udcn4meXxv072kHP4B3rod/jYa1T+nz2d2VtUd9A0dYIlx0tjJ61m8hbox6DZ/dBzaD2d2iReHh4Zh9jF+XqCzKo7zG4va1NE1j2LBh7bW0JoKCgggLC3Pr2OLiYlasWEFtbSva2gshhBDigtQtK6hff/11zpw5g6ZpPPLII/z1r/pd1fUBE0Bioj5/a9SoUVx77bU8+eST/PKXv+Tll1/m7rvv5pNPPuG669owC0sIT1QXK+dPA+TZ9cDigUsHEWbQTjbAx4snrhvBvQbVtADPfpvE1SPjCPQ1882hXJbvzlTOkm6NqCBf+kW6rnYcM2YMW7duJT8/32lfamoqaWlprZ5hWy87O5vKykrDfddffz0jRozAbrdTV1dHdXU1VVVVVFdXN7xVVlZSXl7e5K3+ekFB50KjflEB5JbVOD1GWl4JGPz9GktOTiY5OZnIyEgmT57MuHHj8PVt/ZzYJ68bwdbUMxQ2qtQscvhjdWh4ac4hSVZWFr17ux8m22w2cnIMKjzQK7UBFk1J8HDVoica3y+SnIjxWIsO0t9s/PzhcDj4/PPPqaurY8qUKS1es6LWSnGV8Ysn7R1Quxs8expQA4QH+hj+PYoVFdTJucadKAZEB+Lj1S3v/RONxIX68eqSidz88jZqLG0Pg4P9vPh/14/i+nG9Xd5EdVGiHlLf8cYuKmqNX8z9+uBpcMDzP+zZldT5xRW8sWINZelH8MGKD1CWcZTC0quIDG12E0dFAZw53vBhHpEcZqhHj3fy5EmYMwcCY6DS9fdxl/rNgFnGIdv+zBLe/P4UFTVW5o7uxfXjeuPdg/+PRDflEwi3LYd3F0DWTsVBDn0u7fFVcMP/IN7NgMtaB/ve1ashy1roVnTVM/rNGo0NvEz/+tj0F+Nz9rylh+tjb2l5LZYafe62KsDzDdXbnvu0oRuLpunVpYkXw2f3u549PW6RZ1XNF90Jm55Vz+410neqzLbv7oZeCzkGN2pmbIPKQn2+uDtS1sDhj433mX3huuchapBenTz9F1CarVdpH/sC0r5XVzWrlGXDln/oN51c93zLN0E4HLD2CfX+y/6gjx4A/c8Fr8LLM41naWftgi3/hFmPerZmgaZp9Ordh6y0E077orUK9qQXc+nQGLevN3z4cHbs2OHymKCgIIKCgggODnZ6q9/u7+9PQUEBWVlZZGZm4u/v71aRQF1dHR988AF5eXlkZ2fzwx/+kMhIN79mhBBCCHHB6pYB9apVqwDw8/PjD3/4g1vn+Pv789JLL2Gz2Xjttde48847OXLkCHFxcR25VCF01cXK+dPFdn9q8SYuxI+7LumnvMQVI2KZMyyGdUnOL6yW11i57bXt5JTUKF/UbovJ/cNb/KXDZDIxZ84cli1bZrh/7dq13HPPPW2a/Z6UlGS43Ww2M3DgwIZ1+Pn54efn51a7bZvNRmVlJd7e50Kr/lGBbD/pHNDl5WThXPdmrLCwkG+++YZ169Yxbtw4Jk+eTFRUlJtnnxMZ5MtT14/kp++fezHEcXYGeazmPOPW0/bneXl5WK3GnzMF9iBC/b25ZnTb2rOLnkHTNG6enMjTX1ZgcZgY4qWYjQh888031NXVMWPGDJfXzFa09wbo294tvt0Mno1uAmqJPofa+eYYVfienGtcQT00rpvPkxQNxsSH8Y+bx/HAe3vbdJ0Zg6N49qYx9Ap174aMixIjePvuSa5D6kNn23330JD6q60H2brqc3w0G42/Gr2x8faKNfzyjhuanuBUPT0NVZVmv379SEtLc9p++vRpqmpqCBh0ORx43/NF95motzIedaNeLdrMhuR87nlrV0MXmnVJ+Rw7XcYf5o3w/LGEaIlvMCz+WK+MNArL6hWmwOtXwCU/g0sf09uEG7HWwf739GC61LirTgPNpLegHr/YeP+sX+ut9E9uNN7/1c+h15iWw95vfwOn96v33/BS+7UNDk+EO7+Crf/WZ/jam31v9w6ES3/n2TUDIvQg3lW1dGOBMXrgbvb8JjrRiYZdCxv+6LzdYYc1f9DD35b+D2sr4KtfqvfPelQPpxsL7aNX5U/+MVQVQfI3cHQFpK7zLKyuq9Dno6dt0bsfqFrup65Tz8aOG61/L2wsZhhc8RR8+1vjczb9BQbNgT4T3F+rAGDowH7GAbWpgp2nCj0KqBMSEggICKCq6lzHGJPJxIABAxg2bBhDhw5tUvTjSu/evenduzeTJ0926/j6m5zru70VFBTwyiuvcNNNNzF48GC3/w5CCCGEuPB0y1e9Dh48iKZpTJ06tUnVY2Oq9rp///vfCQwMpKSkhDfffLMjlynEOS4qqOvbe//iisH4eatbe2qaxpM/GImft/GX5fG8ig4JpwEuGeResDpkyBDl/KGsrCySk5PbtA5VQD1gwIBWVymbzWZCQpqGRqo51LWlnrfPrqurY+fOnfznP//hnXfeITU11eP239eO7sVVI5tG46o236p50iqq460OjWKHPzdOiHf5eSnOLzeM74O3l5mt1n4csbq+HWPdunWsWrUKm039wpiqvbdJ06tU25OX2USwb8v31bWqgloRaqtafCepAupYae/dk1wzuhe/umKIR+f4e5u5KDGcOy/ux7IfT+Wduye7HU7X00PqyQS5+Hz++tBp/vD5YY+u211MHt5fua/w1GFKypvdDNIooD5NNMcwfiEzOjqaefPmKa996tQpffasu0zeMOYW+NF6+PE6GLPQMJwG+PvqZKcRKa9vOUWSopuCEG3mFwqLP1W31q3nsOvVi69cCjn7m+6zWWDvO/Cfi/TguKVw2uQNC99Wh9Ogz7ld8BoEK25utFTp86hrK6CuCs6kwIn1sPdd2PAMfP4gvDXPdbA7/Rd6UNieTGaY/nO4d0PTf1PfEFj4Zuva+k/5iXvHaWZY+BYEy43z3V7McAhXfA/b/x4svRGqi11fY+Mzeit+I9HD4eKfuT4/IALG3wa3fQS/PAZX/gliR7W89sb2vAmvXw6FzsEndjusfVJ97pwnjb8XTr4PBlxqfI7dqrf6rnNzlIZooHptxVezcTC1hefsZkwmE0OHDsXb25sRI0awYMECfv3rX7N48WImTpzodjjdGt9//z1Hjhxpsq22tpb33nuPzZs3t8t4tP/P3nmHx1Gd+/8z27Ra9VXv1ZZc5N5xN2AwphdTEiCEEkhyEwLpuSHJLzfhJrmkkQBpQKgmFIPBYLBxw71LlmXZ6r2s+mqlrfP7Y621pJ0tkrWWbM/neebZ3Tkzs0dlz5453/f9vjIyMjIyMjKXJuMyg7q1tRWAzMzBNwcq1bnu9vb2otO5Z2eFhYWxfPlyPvroIzZs2MAPf/jDwHZWRgbo7DbSToZkW6MjjJy4UG6d5dkCvJ9UvY5vrpzAbzefn9A7HBIjtH71DZwi+pVXXukx+GPr1q1MnDgRhYcFXm8YDAbXZ38oo11PKSNGWvzd1ZPA5oeupK62hqqqKqqqqrBa/a/9VF5eTnl5OZmZmVx11VV+W3ELgsD/u2kq+yva6DibsdniQaBubW2lt7eX4GD/BJFdx6T/l1rFEERBIdt7X2ZE6jRcMyWBD47Xc9CWihUlM1TSFvAAe/fupaqqiltuuUXSIaCuQzqDOjEiOCDWtxE6Nd0+AnXCRyRQe6pB7f75N5pt1HrIHJczqC8+vrEyhxajmX/vrXJrC1YrmZwUTn5yBFOTI5iWEkF2bChKxcidQvqZnR7Fyw/M475/HZAMPosIVnPP/PTzfp+xIC4qDF3KJGx17gK7Gjv/fn8L//WlG8/trNrteurMnpZm+fLlREdHExERQWdnp1t7eXk5U65c6RTZhmZIDiQ0HuZ81WnRG+bbN8VgNHOiTlqIfvtQLT+Rs6hlAoVOD1/Z5MxaPPqq92ObT8I/VsGSJ51C7Il3YedvoL3Sv/dS62Ddq84sSF+ExsJtL8JL10lndxpK4Lc5w7O/7idjCaz4yfDP85eEfHhkJ9Qegr5OSJ3rDAYYCXF5Ttvzss+9H3fVLyDjipG9h8yFRRCcwRF7n5Vur9gB/7wa7l4P+iz39vqjsO+vni4ON/zpnHW2P4TFw6JvOLfGQjj2BhS+BT0tvs9tLIQXlsGNz8KUm87tP/E2NBVKn5OxxPMYoFDAjX+F5xY6PztDMZyGtx9w9jVtoTMoRMYnSUlJzv87CQG3tbGBPqsdjVJwW19xOBwcO3aMhoYGwsLCmDVrFqGhoaxatYo1a9YMco8bDjtPt7CtpJmwIBVfXphBbJjvJIHS0lK2bNnisX3r1q00NDRw4403nldpNBkZGRkZGZlLk3EpUPdH12k0gyfvAyP+GhsbycqSuCkAEhOdEd3V1R4iV2VkRplKiXu0fpocYfxpda7fNp0PLcni3SO1lLVI12L2hEal4NqpCSyZEEuv1U53n5XuPhtdvc7H/tf9z5VKgekpkfz32snDyqBNT09nwoQJnDlzxq2tpaWFgoICZsyYMay+g+fsaXBmbo8mmR4EaqtDgNAYlizJYMmSJZjNZgoLC9m/fz8tLX4sBJyloqKCv/3tb0ydOpWVK1ei1+t9nhMXpuWp6yfz+PrjABhEz5mYdXV15OTkeGzv53RTN3V1dYRLaCktjlDumpdGTpyc8Xm5sW5uKh8crwcEjtmSsYoK5qo9Z+bX19fzwgsvsHr1ambPnj3Ixt+TUJs8yvWn+4nUqT2+p+uYEQjU+hAPGdQDalDXd/RysLKNbRJlGPrJSwhcZoJMYBAEgV/cOJUVuXEcrGzDaneQlxBO/iiK0Z7wJFJHBKt57cH5TE0eoWgyDrj/pqv467PFaAR38aqptJDunqsIC9FBX5dzER2oI54SpC194+PjmTRpEoIgkJWVxdGj7rbHFRUVEHw9zHkADrzgfpGUuU4b70k3DEsgOFbd4bFtw7E6vn9tnlyLWiZwBIXBjX+BvOth43+B0Yvbj8PmtNrd/cfhicPBerjrTUib7/856Qvhyp85bY+lGIk4HZYIt/0LlAFeohAEpzA9Gix4zLtAPfkmWPj10XkvmQvDrPtg//POz5MUhtPw91Vw52vO+ub92G3wwX85XQ2kmPtVSPXPLlmShHy4Jt8Z8FC2FY697qxbbZd2+wHA0g3/uQ+qHoarfwkITpt7T1z5c+fnwxMRyXDdM04bcSlOf+zcQuOd37VTbpLFah9oNBqiYuJob3Ef26PoZt+pWop2fsjVV1/tssq22Wy89dZbnD592nXswYMH+drXvubRgdIf/veTUzy3/VzW/Ut7KnnrawvJ8xGAGxYWRlRUFO3tnt0FTp48icFg4M477/RrbURGRkZGRkbm8mFcCtR6vZ7GxkaMxsH1VwfWky4uLvYoUPfXaPU2QZKRGU3KjNJijEN0MCU9jqsm+1vZ2Ck0/7+bpnL33/f7dfy0lAhun5PKDdOSiPCQBTjarFq1SlKgBti2bRtTp04d5HjgD57swVNSUkbdjipN77k2bmVrD1mxzhu7oKAg5syZw+zZs6msrOTAgQOcOnXKb4uqEydOcPLkSebOncvSpUsJCZEWxvu5aUYyG4838PmpZoyihl5RRbDgvjjij0DdZ7Xz+KsHmCv0SbYrw6L57+vkrK/LkYVZ0aTqg6lpcy4eF9kTsaJkoarK45qU1Wrlww8/5MyZM9xwww2u/2VPFt8pARKo/bHvHonFt6e61aXNRr6z/hj7K9o8Zov3o9MoSY4MzM8tE3hW5MWxIs//On+jxez0KP791Xnc+0+nSH0piNMAKbERaJJyoeGkW5saG698sJXH7roeag+4FvO3ecmeXrFihSt7yJNA3dbWRnt7O1Gr/wc0Oih4y9mQudRZ1zN59oh+liPVnu8nDEYLO0pauHIY8zwZmRGRew2k7oOPvweF//F+rL/isFLjdBJY8qRfbgJuLPomVO+Dko+Gf+5QFCqnDXbohR+Hz4vsVRA9wVkPfCgxE53Zq94EP5nxR+xEuOXvTstqT+Jvb5uzRvwNf4bpdzr37fsrNBZIHx+WCKt+Ojr9U6pg4mrn1tsOB/4O25/2Xqv6wN+g9qDz+7DD3TEGgMk3Qoof35P5tzlrZJ942/MxxiY4+Hfn5hKrb4a0BbJYLcGEzHQOSAjUScoudm56G0dvN2+++Sbr1q1j4sSJfPbZZ4PEaYDu7m42b97MLbfcMqI+VBp6+PvO8kH7uvps/OGzMzz/Zen/C4dDpNtsIz4+noceeoh33nmHsjIJW/mzNDc38/e//52vfvWrks5cMjIyMjIyMpcn4zLcPzc3F1EUqaoaPHmePn266/mmTZskz+3s7GT/fqewFxUVFbhOysicxWp3UGOPlmzrdQj84Nq8QRmH/rAoO4ZbZnquhRalU/PAFZl8/K0lfPCNxXx5QfoFE6fBGSySn58v2dbZ2cmhQ4eGdT2j0UhNjXSNpdG29wbQqpUkeaiPW2lwF9wEQSAzM5N169bxrW99iyVLlkiWGJDC4XCwf/9+du7c6fNYQRD41c35Z+vsCrQ4pCOgT5yp8Hmt//momI7WRo/t371lEcEaeYHgckShEFg3Z3C9s9P2OHZZM91qrA6lpKSE5557zhWg4imbOSXKv8/HcIkM9p31GDmCsVAfIn1OY1cf7x6t8ylOA0yMD0MRwGxbmUuXWWlOkTolKviSEKf7ue/Gq7CI0t8zdSXHMZl6oWoPANUkUop03c+kpCRyc3Ndr4eWABpIRUUFKNXOzM7vnHRuNz8/YnEa4KiXDGqAtw97dqCQkRlVdHq49R9wxyugO4/FfYXaaXP/X0dhzW9HJk6DU3i96a8QOQrlCK7+pVO8uthQKOCqn7vv14Q6LdODZGeVi5Kpt8C9HzjdBTxhtzhF7K3/D9oqYNuvPB+75rcjt5L3RnAULPse3P+h57rw/dQfdborSCEoYeUwBPTrfgdh/pWyconVL62BZybBR0/CyQ+gvUrS1vpyJC1NuuRWqGDB0dsNgN1u57U33uSn/9jAG3vO0OwIwSSqB/0Ki4qK6OkZngtfP5+dbMImcSP4eUkzVru7K8DLeyqZ+z9bmP7zT1n5f9s5ZTBzzz33cMUV3ssZ9Pb28vbbb+NweHAakJGRkZGRkbnsGJcC9dy5TsutoqKiQfvnz59PTEwMoijy4osvsnv37kHtDoeDb3zjG7S1tSEIAvPnD8OmTEZmhLy28wTtREq26fXRzM0YmYXR/9ycz+Kcc4tPCgFW5Mby3D2z2PejVfz0+slMShy7eqcDs5mGsnPnTsxms9/XGhoBPJCBi9Kjiac61JWt3m/qIiMjWbVqFY8//jg33XSTX3Wm1Wo1S5Ys8atfCRFa/ucWp/hv8FCHuramlqI6z77yn5xo5JV9VcQpjJLtyiAdcyZ4DoCQufS5bXYqQ7XUckcMW60TEJXeRWCj0chrr73Gpk2bqG+T/h8LWAa1H+LzaGZQD4fpKZeGqCgzNsxKi+LzJ5ZfMuI0QGZCFELcBMk2NTZe//BzqNoLwDYWSR4HzvnGwEC/0NBQ4uOlBbXy8nLJ/SPF7hA5Xtvh9Zitp5po6/FisSojM9pMvgG+vt+ZlTgcFCpnxvR/HYW1z0BEyvn3JTgS7njZmY09IgRY+j2n/f7FSt51Ttvj8BSn0Jc4HR7cArGBuYeRuUCkL4SHtjoz4b2x63fwt2WenQvy1sKk60e/fwNJXwSP7HLWRB8Js+6FGN/lo1wERzmDUxhmYGa/WP3Wl+GP0+A3mc5M9M+eghPvQlv5ZSlap6T4NxYLogOx5jgVdj2bLJN5yzyDV8yz+dicS709HLvdzrFjx0bUh5f2VErut9gcnG7qHrTv06JGnvqgiNazc5/ylh7u+ts+Cuq6uOqqq7j11lu9uuk1NjZ6Xf+RkZGRkZGRubwYlwL1qlWrAKdF9+HDh137VSoVjzzyCABms5kVK1Zw00038eMf/5jHH3+cvLw8Xn/9ddfxDz/88IXtuMxlh9Xu4LMvDnpsv3HpdI9tvgjWKHnlq/PY9F9LeO3B+ez/0ZW8+JV5XJufSJBq7DNf9Xo9s2dLZySZTCb27t3r97U81Z+Ojo4mNjZ2RP3zhSeBusLgX9SxWq1mxowZPPTQQzzwwAOkp3vOHlm0aNGw6kHdMD2JH63Jo0WU7mOQYOPRf+2iSkJMr+/o5fvvOO3lYgXpnyU3O8PvvshcmiREaFme626jWeeI5APLVNIzpUtoDOTAgQNcYTuGXnB3HQiUQO1PfemRCNSealD7i0apYN1c6ewHGRl/0ajG5bT8vLj3Js9Z1JXFR+mrOU4FKVQg/flJSUmRLGnhqcxPeXn5qGblnG7qxmTxYpsKWO0iHxyrG7X3lJHxi5AYuOPfcOs/nWKRNwSlU4D65hG4/o8Qmer9+OGSNNOZ2a324p4SEus8Lm8tzH/UmTF9+0vwRAms/PHFb4M996vw7QL4SRM8shPiJo11j2RGA30WfPUzyFzm/bg+D4HDmjBn9vSFIDQW7nkHVvwEhGHMJ1TBsOz7w3+/7BVw03Pnlxne2w7l22H3H+Dtr8CfZsLT6fDSWtj8Yyh8GwylcIln20ZERKDW+uc+pRREpqkaAKeQ70BBkxjOZ9aJNDtCOHTo0LDnQVa7gxaj5+SCwtrB/9//kXCOMdscPPjyIeo7esnPz+fBBx8kMjLS4zV37drld9k0GRkZGRkZmUubcVmDeuXKlej1etra2njllVcGiWA//vGP+fDDDzl+/Dh2u52NGzeyceNGt2vce++9rFmz5kJ2W+YyRK1UcPOEIE5I6Kt62pnso06wLwRBYHLS2GVJ+2Lp0qUcO3YMq9Xq1rZnzx7mzp3rs+6yxWLxmPEUqOxpgMzokWVQD0UQBNLS0rj//vs5c+YMn332GS0tLa72kJAQFi3ynBnmiYeXZmPoNGI+dFpyzU7Z28aX/3mAt7+2kLhwp125ze7g228eo7PXioBIjIcMan+jtGUubdbNTeXzU81u+9utSoLylnFNrrPGmd3uWZyJUvRxneYkR2zJFNkT6M+kSA2Uxbc/GdQjsPiOPg+BOjc+jB9dN2lcj9UyMmNFbnI09pgcaC1xa1OJNt50rMKhkC65Ac57AqkyKZmZmZKBcCaTiebmZhISEs6v42fxZe/dz9tHarn/Cs/W4zIyAUEQnPVgMxbDxm/B6U+GtCth+l2w9EnQB/j/c/KNED8VKndBjwHCkyA82ZmlHZ4Mas+f80sGhRIY+yBimVEmOBK+9A5sehIOvzS8c698yvlZuFAoFLDsu5A2H97+KvS4z/PdWPgYhPuwB/fEjLuc2eFnNkPRe3DmM7D1jexa/Zg7neNI5a5z+zRh8KW3L84yAH5gc4g02kOJxj3odyhtjmC2WCYyNHtdRKDYFk9ceznl5eWSwX2eKKzrxGLzLGoX1HVy54DXJY3dkscZjGa++vIh3v7aQhISEnj44Yd5/fXXqa11F7Tr6uooLy8nOzvb737KyMjIyMjIXJqMy1QNlUrFsWPHKC4u5jvf+c6gNq1Wy7Zt27jzTucUSRTFQVtwcDA//elP+ec//zkWXZe5DLl1zSq+NU/D8gQjCYpWtKLT3itN0+k7o+EiJywsjAULpG8ULRYLX3zxhc9rlJWVYbPZJNsCUX+6H08Z1HXtvV5v0DwhCAITJ07k0Ucf5YYbbiAszFlzbtmyZQQFBY2ojz9cOw1RK127LlbRQ3WbiXv/dYDOXmeAwLPbSjlQ2QZAhNCHRpD+OWSBWgZgZV4cMaHS/5tvHaplwYIFPPzwwx6tdPtRCiJz1bXMVjkXHxSCM0M7EPiTHT2SDOrMmBASwv3rc3ZsCHfNS+P366bzxfdXsPnxpSybGBinBxmZS4F7bljlMYu6VMihSpQuOZGenu6x3nR6errHMiMVFRWDXouiSENnL9tKmnl+Rxm/3Szt2iLFkep2v447UddFcUOX39eVkRlVwhLgrjfh9pdhwtXOTOV5j8A3DsJNfwm8ON1PdLbTQnzpkzDjbsha5tx3OYjTMpc2SjWs/QNc/T/4bWudMs9Z630syFwKX/sCMnyUmAqOgiu+dX7vFRQKU2911lz/bpnT1SFvLahG8XNv6R6dWvfjlL9sK6XM5Hu9oM0RzGZLLmZXnpFIjGBkurKONZqTLFE7g/4PHTo0rPefEBfKc/fM8tg+MIPa7hCp7/BgZw8UN3Tx+PpjOBwiOp3Oa9LQrl27PLbJyMjIyMjIXD6Mywxq8C6gREZG8vrrr/O73/2Ozz//nPr6ehQKBVlZWaxcudKrlYyMzGgjhCcSteZHLAeWiSKfnmyiutHAslnJoAlMFuF4YtGiRRw8eJC+Pvdo6QMHDrBgwQIiIjxbf5WUuGdVAeh0uoAKqZkx0n8bhwjVbSZy4vy35B6IQqFg1qxZ5Ofnc/ToUY826P4gCAIz8rIoOH7cra0/O/pUYzcPvnyQb66cwJ+2nnG1x3rInlYoFCQmjjBKXuaSQq1UcOvsZF7Y4e5gcKymg1ONXeQlxPPggw/y+eef+7Ttn6Js5KQtHn1EBGplYOLfIoK9Zzpr1YoRlUAQBIFf35LPg/8+hN1xzm5OIcCUpAjmZuiZl6lnbkYU0R5EfRkZGWmmpcfxUlQWmo4zbm0qQaTboSFMcK/hPLT29ECCgoJISUmhurrara28vJyQ1Em8e6SOovpOShq76eo7FwinUSr49pUT/RqnjvopUAO8c7iWn6yd7PfxMjKjiiDAlJucm4yMzOgjCLDoG07b73ceBKsX1y2F2mmn7yGQ6oIQFg/3vg87/hd2/IZ+S+hBLHny/Cy6hxIU6nR1yL8NzN1wekBmtd2zhbRPQuNHnuU9zjlR18mzn5cSKXpfe2h3idPOQNyJymZmqerQCu6B/iUlJXR1dREe7p+7U5hWzbX5ifzmtml87+0Ct/ZTjV2YbXaCVEoaOnuxObxbc396sonfbC7hB9fmkZSURE5ODqWlpW7HVVZWUl1dTVqaXCZJRkZGRkbmcmbcCtT+kJSUxJe+9KWx7oaMjAtBEFg9JQGmjI615MVAcHAwixcvZsuWLW5tdrud7du3c+ONN0qea7fbPQrUubm5HrOjRoNUvQ6F4BSk+wnXqsiMCaHP6r3epD+o1WrmzZvn9/EOh4OjR48yc+ZM189d225CHZmAKB53s/mOFkwocOBAwcHKdu578QADyzjFCtICdUJCAmr18DNMZS5N1s1JlRSoAdYfrOGp66egVqtZvXo1OTk5bNiwge5uaVs3hQCJim5iogI3/vmy+I70IWB7Y0VeHNufXM5HhQ2IIkxOCmdWWiRhWvnzIiNzvty5dhUbXilHI7h/vwZJLK5mZWWRkZHh9ZpZWVmSAvVHp43894ndeFo/tdgdVLX2kBMn7VDST6fJSlmL/2U/Nhyr4/vX5gUsQEdGRkZGZhyQtwYe+AReXwfd9dLHLP42xI+DgCWFElb8yGmN/c5DYDKca8tcBvMfCdx7B4W5i9UlH0P9EWiTvvfwSOL0wPRxjLHYHDz5n+PYHCJt6LCICkkHtD5RSZldT6yiB6OowSgGUWqPISXITJqj0e14URQ5cuQIy5cvH1Z/pqVIBytY7SKnG43kp0RQ0+Y5e3ogz+8oIzs2hNvnpLJ06VJJgRqcWdT33HPPsPopIyMjIyMjc2lxUQvUMuOHxsZGtmzZwqFDhzh06BBHjx7FZDKRnp5OZWXlWHdPJsDMmzePffv2YTS6i6LHjh1j0aJFxMa6W+DW1NTQ2yt9kxPI+tMAQSolP7g2j+iQIDJiQsiMCSFKp/aYrRVIRFHk448/5uDBg5w5c4bMOSt5+tMzrtqX0cJkFqkriVacq0ulFESiBBOtZ6OtxSEL8bEK6UV12d5bZiBZsaHMy9RzoKLNre29o3X84No8V0ZydnY2jz76KBs3bqS4uFjyerEKI8lRwQHrry+BeiT23gNJ1ev42jK5FpqMzGgzLyeBV8Mz0HeXubVpBAc9DjUhCqtr34oVK3xeMysri+3btw/aV2BL5IjN9/fcqcZunwL1sdoOn9cZiMFoYUdJC1dO9l4WQUZGRkbmIidxGjz0ObxxJzQcG9wWm+fMTB5PZK90Wv4ffgk6qp2C7/S7nNblF4KBYjVAXyc0FEDDcefvr+E4GM4gmeUNkDjjwvTzAvPnz89w6mw9ZwcKimwJzFS7Bz1oBTtz1HWu16IIvai44upbKT+whc62Vrdzjhw5wpIlS1Aq/XeWyokNRatW0Gd1F8kL6jqcAnW77zrZ/fzovUIyYkKYm5FGeno6VVVVbsecOXOGhtITJIaK0NMCxhYwdzn/Z3TRoNOffYwBTQhuUfujgcUE3Q3QVQdd9WC3QkSy0y0hPAWUo7BsLopg7QVLD1iMzker6dxz136T04UxKtP5/pFpzkATGRkZGRmZSxhZoJYZFd58800ef/zxse6GzBih0WhYvnw5H374oVubKIp8/vnnrFu3zq3NU/a0SqUiKytr1Ps5lIeXjg8haufOnRw8eBCAU6dOsf1kHUWWHPqH6FYxhE2WSSxSV5KtPHcDGqvoodXubgemxkakIC38ywK1zFDunJsqKVB3mKx8WtTE9dOTXPt0Oh133HEH7777LoWFhW7nxCmMpEQFrrSBrwzp8xWoZWRkAset165k8/oKyewg9YDM6okTJ5KamurzesnJyWg0GiwWC6IIR23JFNiTfJ4HUNLYzdpp3o85VOk+LgLoQzT0We2YLO7Z4G8frpUFahkZGZnLgfBE+MrHsPUXcOifYLdA1gq46bnxWXddp4cl3xnrXjjRRkDmEufWj7kbGgudYnX9sbOidQmIjksyg7qgtoO/bh8ctFdoT0REYLKqCa3C4fzZJRAEOGZN5tjeZr47czq7t3/udkxXVxdnzpwhLy/P7z6plAqmJEVwuMq9vElhbSfMh9o2/wRqJXbiHW288O9XyFwVydKoJl5x16cB2PXqr7iDj/y4aNBZsfqscB0S4/xfUgWDKshZ99ztUeN8VKjA2OwUoPuF6K56pwtCr5dyLgq1UyTWZ4H+rGisz3IKyFHp4LCDsRG6m7w/mtrwGIDhDYUaojIgOvvce/c/j0iVxWsZGRkZmUsCWaCWGRXCw8NZtWoVc+bMYfbs2dTX1/Ptb397rLslcwGZOXMme/bsoa3NfUG3uLiYuro6kpOTXftEUeTUqVOS18rJyUGjGblV78XEoUOH2LZt26B9CYpurtGc4jPLRHpx/h7sKDhpiydT0YribOBwrKKHUxJu5DGKHo/BxbJALTOUa6cm8tT7RXSb3W121x+sGSRQg7OUQXZ2tqRAHSWYSAwL3I2yLwE6wkeGtYyMzNixNCOY9Q4Ncco+tzaN4MDkUBEVrGTNmjV+XU+pVJKens7p02c4YEuj2O6/MFzSKF2qYCAfHJO2bp2ZGklUiIa3D9e6tW091URbjwV9yOUxh5GRkZG5rNHo4NqnYfX/gM3sfC0zMoLCIH2Rc+vH0gNNRRAzcez6FQDMNjtPvHUc+5BaJA4UFNiTyEhLQduw3+P5pfZoTttjmNJ8gsI91SiFYOwS2uehbRvJsxU5xVnF2XskuxlslrOPZmdgxYDHfHsSh3EP9is4XQaHDhFf0cx1ih7MqDGjRomDJKGVZKGFZMFw9rmBBNpQCiI4gM8gGkjiLupxLwV1kgm0oCcW6cBAF3azU1D2ZK0fCBxWaCtzbmOBwwqtZ5zbUJQaCE2A0LhzW8iA56HxEBLrfAzyXuNcRkZGRkZmLBkzgfrf//73BXmfe++994K8z+XOAw88wAMPPOB6/fbbb49hb2TGAqVSyYoVK3jnnXck27du3Tro89jS0kJ7u3S0aqDtvccLxcXFfPiRdLSwXtHLGs0pPrVOpFvUEoSVFZpSlzgNEOOhznSsIG3vrdPpiIqKOu9+y1xaBGuU3DgziVf3uddy/aLUwCt7K7lzXtqguqox8dJZigoBQm1dAeurVq1Ao1JgsUlnFMgZ1DIy4xdhx2+YSzVnxDwPWdQOrrnmOiIjI/2+ZkZmJi+dtHLG7l5GRIrECC25CWHMyfD+XVhY20GVhyyhYzUdfPuqCZICtdUu8v6xOr5yRaZf/ZGRkZGRuQRQKGVxOhBoQiB13lj3YtT5w5YznGmWvo9P0okkdRTgHsrnpM0RjM7eynual5ipKAULvMdqjuNe87y0yUjb24+jp9Pvvk2zLwYec9t/ulNB38bvcY9g5Z4RxOAJwFL28yY3SrZ+wVxuZvPwL3w5Y7dAZ7Vz84UyyClSa0JAE3p2Czn3ur9NrXNe12ICa89ZW/Khz89uosOZwa6NhOAoCI48+1ziMSQOwpPkcVJGRkZGRpIxE6jvv//+gNd6FQRBFqhlZC4gU6ZMYffu3TQ2Nrq1lZeXU15e7rLu9pQ9LQgCEydeWlHSUlQYevjTjiqiHAo0gkQaNBCmMLNGU8xW60RmKWsJFSyD2iMUZjTYsAwZyuOVnutPj0WNbZnxz51z0yQFaoD/fr+IF3dX8t3VuVwzNQFBEOgRtPSJKrSCe9a1aHSvgzZaCIJAZLCa5m6zZHukLFDLyIxPmk/Rvf9VmhV3U2nXM1FlcDtELTiobGxlpp+XtNodvFQieBWnBQG+uXICi3NiyI0P88tlwWJz8O31xzy2t/ZYeOr9IsK0Krr73MfAtw/XjrpAbXeIbCluYteZFsK1am6ZlUJOnJwNIyMjIyMjczFxtLqdF3ZIZ+PqsHBzRAM97dKlukRR5F7eYY5mcJm0ORRICtQgcISpXMluv/s3TSiX3G9DRbGYxkxh5JnEEyknDgPNxLi1FZDHcvYSReACnS9r7GYwmcE0yvfpxqbhHR8cBeHJTrE6PMlZ49v1PNmZ+S0IzprdomPAo8QWFOa8nry+JSMjI3PRM6YW36I4ghocFwl2u52ioiIOHjzIoUOHOHjwIAUFBVitVgCWLVvG9u3bR3Rti8XC+vXreeONNygqKqKpqYmoqCgyMzO55ZZbuP/++4mJcZ/0ycgEGoVCwapVq3jttdck27ds2cJDDz2EIAge60+npqYSEhISyG6OKT1mG3/+vJR/flGO1S4SJeRxleY0OsEqeXywYOM6bQmCQ1rEjlf2UGOPGLBHJDWoF4fE5fyp6SlzeTI1OYLJieGcbJBeFCg39PDoa0eYmRbJD6+dhNFspdkRSpqyw+3YjpaGgPY1UudZoJYzqGVkxiGiiPjJD3mfVfQKOrSCFauoQC2RRX1g3z7yZ8wmJ9F7hnOf1c43Xj/KlhLPdpAC8H+3T+eWWcMrbVFh6KGx01PukhOHiKQ4DVBU38XJ+i4mJ4UP632lEEWR7SUt/O8npzg1wJb8xd2VPHv3TFZNkutdy8jIyMjIXAz0We08+Z/jDHH2JlIwMVXVSLayjZ52z2uk64QPmSyUuu1PoYF4mmkizq3tCFNZzl5USLtPDSVTaEBHHybc66gXOrKYqRi5QK0AlnCAd3Av5RJNO0Z040KgdiAgICLLngGgt925NZ0YnetpQp01wiPTzz4O2TwJ2A67MyPc2nsuO9xqAofD6YihUA3YlO77EJznmY1gMYK5+9yj2QiW7nNtdqvTjl2pAaV6yHP14P1B4c7a6v211rWRoFC4919GRkbmEmPMBOr77rtvrN464GzYsIF77rkHk0naGvB8OHXqFHfffTdHjx4dtL+xsZHGxkb27t3Lb3/7W1588UW/a/jJyIwmOTk5pKenU1VV5dZWX19PcXExKSkp1NXVSZ6fl5cX6C6OGV+cMfDEf47R1HVOXGsXdWyyTOJqdQnhCmnRTXDYEQRBMqjnodmRvHBaS11HLxHBar6+KJ763YckryPXn5bxxt3z0/jJBu83i0erO7jjhb2kRAUT6UGgrqutxeFwoAjQzZQ3EVquQS0jMw45/QkHytsoZToAKYpOTttjyVO1uB1qERX87O0DvPrN1ZKXstlsmO0iX3v1CLvOuGdh96PAwfUxrcMWpwFyE8JYPTWBd49Iz1P84Z0jtUxOkspm8p8j1e08/fEpDlS4i/C9Vjtff/0I6x9eyPTUyPN6HxkZGRkZGZnA88xnpylr6Xc6E0lQdDNF2Uiq0rcF90IOMRl3cRqcAXlzKOQjVuEQoUUMxSYqSFZ2YUJHMTnkc9rtvGYxkjihY9A+pSAyVajggDjJ7fgCMctnP30xhdNsYyFtOAMRE2hiKQfIoxQFAuhinLbR5m5ntq8oHaQfCJqI5t/cTg/BAAg4UAzaxCGPDkIxEYeBBFqIp4V4DAQhnXggiaAATdg5u221FowtYHR3JJSRwGKE5pPOTQpNmDM7WzwrSFvOitF26XW3cYegBJ3e+bnQRUNI9NnPSDg4bE7x22512rLbrc6a5f3P+/c77M5jxbOPDrv0PnCK42FJEJ7o/L31Pw87m+WuPf/gWxkZGRkpxkygfvHFF8fqrQNOR0dHQMTp2tpaVq1aRX19PeC0Ol26dCk5OTk0NzezZcsWent7aW5u5qabbuLjjz9m1apVo94PGRlvCILAqlWr+Ne//iXZ/vnnnzNvnudaUpdq/ekzTd3c/+IBbENDpgGjGMQmyySu1JwmRiE9dnhynFCY2vji+/fQ2mMhMlhN0YlC3pM4ThAEkpKk6wbLjAy73U53dzfd3d1YLBasVitWqxWbzebxuUqlIi0tjSlTpox19924Y04q/zlUw/Fa34skte29WARpe1mz2YzBYCAuzj2KfzSICPZc+EzOoJaRGWfYzDR/9Gs+Zalrl0IAjWAblEXd5QiiwJ5ImT0asc5GYW0n+SkRbpfbd+gImzdvRmULI0JIoVMMdjtGiYMV6lKijJ0YjUZCQ4dvhV3c0O37IC9sOFrHD67NQ60cfqBOaXM3v/mkhE9PerdN7LM6+OrLh3jvsUWk6uWafjIyMjIyMuOVw1Vt/H1XOQIiaYp2pqoaiVVIl+UaShp1Xm26G0Q9JfY4djgyqXVEYkVFlGAiWVkEwCGmuQnUXWIwC8zPkiwYWKQoYqHiJAsVRcQLHeQrKjhgdxeoCx0jK1/SKeqoF2NoEPUYxAh0OgjRqVg6OYmcrKUIYd+AkFgI1oNywBK1KEJfp1OoHrr1GJyPlh6wmcHW5/3RbnZmo/ZbSYf3i3DJrn3RwbFYfv9nOOt6KaLAjgJvEnk7kdQweI0lStVHQrCd+HAN8dERJMTHExmXhKCNHFz3WRMCqiDpDF9LD7SVQ2uZ87GtDFrPPg7XVvtyxtINBmnnxosC0Q49Lc7tQtBVBw3HPbdrQiEs0RlEwhAbdkR3a3Y4W4M89twWGjfkeYzzsylbtcvIXNaMqcX3pU58fDxz5851bZs3b+aPf/zjiK93zz33uMTp9PR0PvjgA6ZNm+ZqNxgM3HnnnWzduhWr1codd9xBWVkZkZGR5/ujyMgMi7S0NCZOnMjp0+6RugaDga1bt0qeFxsbS3R0dKC7NyY8t6NMUpzupw81m6153KmvRdnT7Pd1+zPRY0KDKKjt4LPCWsnj4uLiCAoKGl6nL1McDgcOhwOLxUJnZ6fb1tXVRWdnJ93d3SMqVWGz2calQK1RKXjz4YX8cesZXtxdgdnm3QquVQzBIQooBPffQU1NTcAE6kgvWdKyQC0jM76w7fkr73RNxT7kliND0cFpewwpik6O2xMptccgck7MfXVfFf9727RB59S0mfjTh4eYrLKTruwgQdHNJsukQSK1Cjur1GdIVDoF5oqKCvLz84fV5x6zjZLG87OYbO2xsL2khasm+2/BXd/Ryx+2nObtw7Vu9p+eMBjNfOWlg7zztUWyg4SMjIyMjMw4pNdi50frD7BAcYYsVSdqiXsnT4TQw218hNKDRff79oV8y/pNt/3tog6TqEYnWKkilRZ1KrFCu9NGWBXEAes0HGYFNWIc6+1xrLevACA7qIMvJZSChInMGTGFMkcCkUIPQVgJwooSBwYhiriUHIhIgchUiEilqCeCJ7e0UWOPxsiQILoukf3fWEV8uHuQ4SAEwSluBUdCdLYfv63zQwVkZWV5LEXnL+02Le3dUNwN1JmACoKC6pk4cSJLly4lNirW90U0IZCQ79yGYjY6ReuOauhpPptx3XT2+YDN6l8AhIyM31iM0Hpm9K+rUDszxIcGcLg9P7spVGcFbcHpQiCcfRz6WqFyCuD9gvjQIBgZGZlxg/zJDADXXHMNVVVVpKWlDdq/f//+EV9z06ZN7Ny5EwCNRsPGjRvdFtxiYmJ4//33mTZtGuXl5bS1tfGb3/yGX/3qV27X+9nPfsbPf/7zEfWloaGBhISEEZ0rc/mwatUqSYEanBmWUox19rTDIdLU3UeFoYdei33Uajt29VnZVOi9Lu+M1Eh+fsMUpiSG8re//Y3mZv9E6t7eXtra2iAolK+9cpimTpGrNaHEK4yDjrtc7L1FUcRkMmEwGNy2q666ismTfVuuVldX89JLLwWsj7NmzQrYtc+XYI2SH1ybx70L03nms9O8c6QWTxq8HQWtoo5Ywf3mt6amhtmzZwekj5HeLL5lgVrmIqa3t5fS0lIsFkvAPj8XlO4mPt++k6az1t4DUQgiiYoOPrVMpGvowiXw/vE6frRm0iDR9UBFG3pFr+t1kOAUoz+yTMaMCg02rtKcHpSRVF5ePmyB+nhth0eBOEqnpt3kn3Xjv3aX+yVQd5gs/HV7GS/tqcTiIzBIitJmI4+8eoiXH5hHkEo57PNlRpfGzj4qW3tIjgyWM9tlZGRkLnN6Xr6TnVVWVtmzMamH950QRQd38gHhuN9rOUSBTY75PGu9yeP5dfZwJqhaATg067dce+21rrY9G0/C7gq3c4xB8Sy980b4vx3u74mCVZZnhuwVmZOu5+0HFw3aOwW4J7jKQ/kogaL6Lt8C9XnS1tbGyZMnKSoq4vrrr/fLTS4nJ+e8BWopzGYzhYWF2Gw21q1bd34XCwqFxGnOzeubGs+J1n1dTnHR0nP2sf/5gDrKlh5nHWalGtQhoNGBOnjA87Nb/3NwZrj3tkNvB/R1SDy2O7PYZWS84bBeIFt7wWmZ7sroPite62Kc+4OjnNncwZEDHiOcnwlv2Mxn6493D65HLiicdcW1EU57dG2E87MjZ4vLyLghC9QBIBDi7V/+8hfX8/vuu8/jYltISAi/+MUv+NKXvgTACy+8wC9+8QtUqsF/aq1WS0SEu3WiPwSqrqjMpUV8fDzTpk2joKDA73PGov70oco2/rGrgsrWHipbe+izOheHkyK0oyZQf3Cs3nXdocSEBvGDa/O4ZWYyCoVzopKRkeG3QA1QXVPL7w71Ut/ZBwjssmZxg+YEGuHce16sArUois6ao2YzZrOZvr4+1/OB+zo6OlxCdG9vr+S1Wlr8s0ZyOIYvEPhLQkLCRWG1nhQZzO9un86DSzL5349Psa1E+nfX7AiVtKerqakJWN+8ZVBH6jzbf8tcXvSPHRaLBQCdTocwDm8G29vbKSkpoaSkhKqqKhwOByEhIcycOfOin2+Vb/g1exyeF89O2pMkxWlw2le/faSWry4+ZydZ1dpDpDC4DEa4wsxydSl7mMAK4dQgARucArUoisP62x+t7pDcHxGsZst3lvGzjSfZeLze53X2lrXx603F3DIrhVR9MDrN4Lm40Wzj5T2VPL+jjO4+m9/9k2JfeRs/eKeQZ+6YPi7/zy8X/rKtlD9sOY3VLqJUCNy3MIMfrclDNQKrdxkZGRmZi5uCggI+qJiADaWzULSfRNLJQg4zkyI0DJkfKDUw/S6+UrKQHa3e68HWOSKZgFOgPn78OKtWrUKjcd4r7SkzSJ6zMCuazOgQwoJUdJv9mZsIHoOxvrQgnb9sK6Wh012gLKztYmXe6Ky1DKSjo4OioiKKiopc7pMAZ86c8esefMKECaPep35UKhWrV68elWudqOukrMVIdmwoU5M9rOsGhTo3/fnXDj8vLCboboCu+rNb7YDndc7HC2VhLXOZI54rE9Byyv/TNKHnBGu1zhnIMVCMtlv8v5agPCdWu8TrCInX4dL7lRrn+7nKGJwtZSC1r7/WuMdtQA1y0eG0lB9o0S46BrSd3bThEJ7iLI0Qkex8HhIL433dQhSdQTi97YO3vk5npr0qyBmQo9I6N7UWVMGD9/eXZZAJCBeNQN3W1saePXuoqamhvb0dm83GT3/607Hu1gXBaDQOskT+yle+4vX42267jUcffZTu7m7a2trYuXMnK1euHHTMD37wA37wgx8EpL8yMv0sX76cEydO+CX4hYaGjolw191n45Mi92i9+s4++qx2tOrzz0Zaf1BarIsLC2LLE8sI1w4W3JKTk4d1/b9+UcvuAc7eRjGIg7Y0rlBXuvZdLAL1qVOn2Lp1KxaLBYvFgtlsHjXB2GCQvhEfykhsu/1l1qxZfokHoihy+PBh4uPjx9SePS8hnBe/Mo89ZQae/vgUBUPqUzc7QpmCex2s1tZWenp6CAkJGfU+ecuSljOoLx3sdjt9fX2YTCZ6e3slt/4xYuDjwOcDx46goCBiYmKIjY11bTExMURGRl5QIdjhcFBfX+8SpaWCkXp6eqivr79oxm0pTGV7ea9MiacV2UZ7CCV27xaHr+6r4iuLMlzBW8crGskU3CsBJiq7eTSlleZa9+Ckzs5O2trahlU+xJNAPTMtkujQIP5810yunZrATzacoK3H+4LECzvLeWFnOQC/ujmfu+enYbLY+PfeKl7YUeZ3NjbAFTnR9FkdHK5ql2x/72gdqVHBfOfqsXWjuVz54oyB324+l3Vld4j8a3cFte0m/nz3TDm7XUZGRuYyIyomzilO+0kiTVzBISZxBiVD7kc1oTD7flj4dQhPIvS1I9Dq3aGt3hGOQwSFAH19fRQVFTFz5kxajWZONXZLnrMoOwaFQmBqcgR7y1vJjAlhanIE05IjeP1ANRUG98Dk1CjPmdBTkyOkBeq6Dq99Hw6dnZ2uTOnaWulyZ6WlpSxbtszntSIjI4mJifF73WA4LFu27LzLL3aarDzxn2NsKT53//Dw0ix+cE2ea7487tDonBbt3mzarX3QXe8UiwTF4M1l2zzQyhlnZnhHNXRUnX3sf17jzMi9kAhKZzCAJuzsY+i5R1UQ2K1nN8vZzTr40WF1ioqmNrBJJ1vIjCH9rgNd0uPLsBDt58TRSwWlxlmbPOKscB2eDGEJgOD8efuFcNEODse5ff2PSvVZ+/b+z0+/tXvogNdhTtHYbARzl9MVwtx59rFrwOPZfX2d0Ns2WIweTiCBJ4L154T5iOSzP+/A58myiD1Cxr1AvX//fn7xi1+wefNmN9FgqEDd1NTEjTfeiMPhYOHChedV73k8sWfPHpclckhICHPnzvV6fFBQEAsWLOCzzz4D4PPPP3cTqGVkLgR6vZ7Zs2dz8OBBn8fm5uaOSbZYRoxnAa2q1URuQth5Xb+ovpPCuk7JttvnpLiJ08CwhPpKexTbJeZJZ+yxpCo6SFN2oNVqL5ra3lar1e9M5+Hi741moDKoVSqV31az1dXVfPjhh67XUVFRxMfHuwTr+Ph49Hr9BfvMLMqOYcNjV/BRYQO/2XyKmjbnjVOLI9TjObW1tQGx7Y/wkiUdrh330xoZnOJzZ2cnHR0dtLe3u7aOjg56enro7e31WApipJjNZurq6qirG1xUT6VSuYTrmJgYYmJi0Ov1REVFodVqR+W9LRYL5eXlnD59mpKSEnp6fNeEKykpuWgFaofdzjtv/ptuPGTGiA62WycAAmqlwLSUSEnRtcLQw56yVhZPiMFmd9Bbf9pjBlJzbZXH/pSXl/v9HSiKIsdqpBcMZqVFuZ6vyU9kXqae/95wgo9P+GdJpw9R849d5Ty/owyD0f8b5KnJ4Xz/mjyWTIilw2Thluf2UN4i/T/0p89LSdHruGNOqt/XlxkdnttRKrn/05NNPPjyIV748my3LHoZGRkZmUuXl460EezoplfhfT0hhwqu4BAZ1LpPc3TRMP9RmPtVpwXtWXITwvjIRwkxCyoMYghxZ8sxHTp0iJkzZ7K/os3jOQuznfOlp2/NJ1KnGRT8+5ft0t9zKV7KWUxLjuCzk+7BzJ7WR7xhtVrp6enBaDRiNBppa2ujuLjYL+eu2tpaTCYTOp1vm/VbbrmFvr4+RFHE4XB43PrXLRobG2lqanK5NkkRExPDwoULh/XzDqXS0MMDLx90mwP+bWc5+hANX1sW+DrdAUOtHX6mtz4T0ua773c4nHbR/aJ1T8vZLMgBNuXq4AG25cHn9iuUQ7JKh2agDhDb1MHOzNagUGd25Wg5GFlMYDI4s3x7Wgc8N5zL/rUYnaKgUuPM/ux/rlQN2a921ndWKJ2v+x8F5dnn/ftVTvGuu9GZ0T4w4900+sEaMpcYdsvZ4BDP9+OXDL1tzq2x0PMxIbEQEue0jB9oF+963r//7KMu2pkdf5m7oI3ru+Snn36an/70p9jtdjdxWioDLT4+nqSkJDZs2EBBQQE//elPLxpRxhvFxcWu5/n5+W523VLMmjXLJVAPPF8G6urqRj2rLyUlxa+/S21tLTbb+dk4eiIhIcGvxfTGxkb6+gJTByYmJobQ0MGC1dKlSzl27BhW67koRpPJ5DaBDw0NpbKy8rz7EBkZ6VdkakdHBx0dHdjsDhxdzTgksmb3HT9FUJ/3DC8pQkNDiYmJAeAtD9nTANflRUn+zA6HQ/J3JMVpSyg20f2mT1Bq2BOaQaziBNnJyR6FzL6+PhobA1PvRaFQ0N7eTkVFBTfeeKPHzGGbzeaKdm5ubqajo2NU+9H//2AwGLxavfb/LWpqakbUB7VajVKpRK1Wo1KpBm1xcXEkJCS4bNU80T9GbN68eVAfOjo6qKgYXCdMqVQSHR1NdHQ0CoUCh8OB3W7Hbre7ng/cFxoaSnBwMDfccAPx8Z4t1byNEfkR8M9bMnj/WB0v7amks9dKXW8PIYJ7lPLBgwfdMr+lxggpDAYDRqNRsk1h7MTW6f4/HxsWRG1Ntc9rD3eMCAQDxwhvGI3GgETwg7PUhz8lSc5njOjt7aW+vh6DwUBXVxednZ10dXXR1dUFOMeI8HDv9oTgHBP7zwkENptN8mfU6XQusVqv19Pb20tERASRkZHodDpsNht9fX2DSg/0v+7furq6qK2txW53z/wdSHh4+KBxuqSkhFWrVrkdd77ziKamwZ+d0Z4TGbrNbN/0Bkar5zFmmzWHPtQkq0389Lpc9Logbi0skfwe/uvGPaTcMo2Sxi4ON4vEaLoGla/wRGhoqGteVlFR4TG4c+h4V9/RS2Od9Pd2giLB7Tv7e1foma238euPizEPqR+tCA5HoTmXVfSjdwtpk8iYtps6Ea3uY25KZDAPLsliZV4cCkUPlZXOBclfrornkVcOecy+/u6/tiB0T2dupl4e784S6PGu0tDDjsMnPbZvO9TEbU0NvPH4dT6dPgbOiQJBRkaGX8eNxpzcE/J9k5PRmBOdL/IY4eRCzIl8oVKp/ApMk8eIc4z3OdGqFIFjhQp6JWIuFdjJp4RFHCKeVmq7HFQ5nC2EJ0BkBmQth8k3OoW05i7g3Fw4wtYheT80lDMKK/ooGyqVirq6Ourr69lT1ip5bLy6F3tXM5Vn36a9G/pD9oxmK4YG6f87VY+BykrpeW4Mzvu2oXOipi4zzV19xIUPHocNBgNnzpxxBXSaTCbXoz9rI944duwYixYt8nmcTqdzvZdS6T0DPi4ujilTprjuVfpLjrW0tNDS0uK6f1m5ciW1tbUjHu+O1XTwo3cL6PJQEubX65tJ1/QwKdH3fdXlM94lOD9Lnn4lVshIzvDrSs7xTnF2OzuP6wO6e0CiRvxwcBvvNDrQpEFk2qDjxmxOZDO7hOvGiiL6Wuuc+1xZ7bhnvCM4xTbR4axF3tMKva3ODHHT2Ufr4N9bjE4gVONboDOYHAwjzndYRGoFIrW++9DRJ9LRFxjXxVANxOh8J6EYLSIGU2D6oFVBQqjvPvTZRBqNgemDSgEp4b77YHOI1HYFzgEzI9K/hKDKjgHrAB1NIOEy6RVB5RSudVFO4VoX5czWDo4iJT0LVUS8s1Z6SIzzMTjKzVb9fMeIoYkcF5pxK1D/5S9/4Uc/+pHrdV5eHitWrODgwYMcOnTI43n3338/GzZswGq1smnTJr785S9fiO4GlJKSc3Zx6enpfp2Tlnbuy+zUqWHUVrgMGK26LwOpqKjw62Zu8eLFVFUFJqpo27ZtLF++3Odxd955Jzt27AhIH1588UXuv//+QfvCwsJYsGABu3btcu379NNPOX78+KDjRsvx4KmnnuJnP/uZz+P+8Ic/8POf/9zrMfc/P7I+3Hfffbz00kv0We28d1R6kF+YFc2BbR/7tOwfKUGpU1He/TR7rBmsTvackb1v3z5WrFgRkD5ER0fzjW98A4BJkyZ5zKatra0lMzNTsm00eOqppwBn1HVXVxcREdJ1mgLZh/EwRtx3331kZGT4vNEe7hjxj2H0QWqMkOLJJ5/k5ZdfHsaVoQ7I/K3v40ZzjBgp/WOEL95+++2AjRHLli1j+/btPo8L5BgRERHBt7/9bZ/HdXV1BdQVp3+MGIrJZMJkMrkWRgL1/wDwrW99a5BI0NzcTFtbG3q9ftBxoz1GBGJO9MR/PUpoVJxkW5ddQZUjmi8vSOff317LNb/0/rO8AbzxxLnXz/nZh/7xDpzjr8PhkAzUGs54t26Yc4LoNd8mNP9K12spcRqgfdu/6Dmx1W1/HbD/6eG9Zz93nP1FyeOdk/Ew3jWGx3F36Nv8+4F5RId6tn4L9JzI3zIml/qcaLzeN0kxkjmRv8hjhJPxMEakp6f7JfrKY8Q5LoY5Uenmv/H5nkPUkQiABjPThDMsiTcREZMIUfdDZDqLb/w+VXX9C9pdwGngU+BH0hf2kzogecCc6PDhw+wpk87obnj3aTJ/eXjY73GrH/OjoXMicGZRrxoiUAdyvGtoaPBLoA7EeNd/H+PPeLd//34OHz7M17/+9WG9xxo/J8nyeHeOy3m8G4jXOZEqCKLSISqdO+/7YeDmRD//GvdfO8dZJ9jSc9ZW++xzq8n1+sl/HOfl/YEJVntqmYafLfcdvPiHfWZ+viMwKvl909W8dJPnsgn9vH3SylfeD0wA5bJ0Jdvv9x2sta/WzoqXTQHpQ3qEQOW3fbuZ1naJZP4xMEGcAOJTvoN+gFHqQwdQ4ba34luh7kL5g1shZc6gXYEcIy4E41Kgbmho4Hvf+x7gjO7661//6rp5++Y3v+lVoL7mmmvQarWYzWa2bdt2SQjUra3nIhy9Zb0NZGBEXFubZwuf0aKmpoaZM2e6XvdHHNbU1AyKELzrrrv485//POL3aW5uHrb9b2mptBWRzIVj0aJFHDx4MGAZCOOV8pYeNCol4B7FtG5uKh3HAx88UuOI4oQpnLEw+R8YvbV582ays7P9ioYfbWbMmOGy7h0ty96LGX8yVmVkZMaO8PBwcnNz/apXPx6xCdJOEcFiD5s0q3jxnlmsyIvjlW9fmP70Z/KHhoa6sgD77eUDlRkyXjCaA5NpITMyiuq7WPe3fbz61fkkRMjzERkZGZlLHWVCPlfM7OGjkz0YlBF8YU3lG0/8wr3Ml0o6WHI0sIjngpP3HiumvGeK5HFq8cLOGQpqO1k1afD6ZqAyRMF/d4CxpLy8nI8//pgTJ06MdVdkZC4safNh7v2+j/viftgfmCAW1Lqzmd/enc9kZMYc3cXvFj2UcSlQP//88/T29iIIAr///e/9iizuR6PRkJ+fz8GDByks9OIJfxEx0NIrONh3JM3Q4wJlCTYQu90+SEjvx+FwDNrf3d19Xu/z17/+NaAZTDKBITg4mMWLF7Nly5ax7soFZXJSOHt/uJJtp5pZf7CGbSXNOERnndxrpibw5nHf1xgNnj9g4KaFJtKifddcChRtbW0cOHDAr6jl0eamm2664O85XgkODvZpMy4j048oivT29o51Ny4LYmNjueKKK8jNzSUhIeGiFacBQugBIgftU4h2uuJmsOm+FcR4yR4NFP/4h7TXw3gInFMpAve3fv9YHV9t6CI7NhSNyj+LMpnAUtps5PYX9vDaVxeM6bxMRkZGRuYCEJ5A3vX/xcTrHCgUSuo6et3F6QDT4tAx8ezzGovn9USrafh1oc+HEwPqUHd3d7N3715OnvRcLuN88Xctdayw2Wx89NFHrucyMjIXmCu+BT99ypmt3dvhtCcf+mjthZrtsOPjwPQhJBbi0qCvE/q6wHJ+GsqI0Okhd9VZ23bhnH27KDproXfVOuuTSyRiyVwgQnyXirjYGJcC9ebNmwFITk7m4YcfHvb52dnZHDx48KJObR/IwMUzf4WFgXU/L8TickZGht/2KDKXJ/PmzWP//v3nHaRwsaFWKrh6SgJXT0mgsbOPd444rWK1au82y6OJyWLnO28dY/0jC1EGcCHcFzt27GDatGl+1duTCQye7M1lLj+MRiNHjhxBFEUcDofrsa+vj9bWVtc2sMyITOC45557LorMDn9Yd8cd7P7sA5rEc5G9U/V93PzY3Re18D7aBKuV3LsonYLaRN4sCMx7tHSbufaPu1ArBXLiwpiUGMbkxHAmJ4YzKTGcqBA5YGksqGnrdYrUD84nJ863fZ2MjIyMzMWLQqFwlRlJ1V/4wCSD45xVa6ND+jsnQuilk8Ct58UK3ViwY+fcGkjBAIF6165dHDhwAIfDIXX6ZcHevXslk35kZGQuIIIAQWHOjVTpY7aZgAAJ1BOugsdeOvfaYQdz11nBuhPsNqft+n8+gvd/EJg+xE2Gu97wfozDAZs/gJdvDkwf8GfN4OzfigAmZX77hLPmuq3XWTu9qw46686J9P3P6QpcH4aiDALNpbemPi4F6vLycgRBYNGiRSNayOpfgO/quoD/IAFkoCVtv3W2L8xms+v5eI8UlLk80Gg03Hrrrbzyyitj3ZUxIyFCy9dX5IzJex+qaueFnWU8tnxs3h+cNaCrqqqYMkXaVkwm8Piy97bb7XR2XtjoeRnnd/apU6c4ceIEjY2NOBwOgoKCOHx4+HXg/MVgMPDBBx8E7Pr+otPpiIqKIioqisjISCIjI9HpdAQHB7u2pqamgNagXrx4MS0tLRgMBtrb2y/rxbHRIDxpAqse+R/++NdnSVT0kKxo5aaHfi2L02cJUin48oJ0HlmWTWxYEPevD3xms9UuUtzQRXFDF+9S59qfEK5lUmIY9WXyguiFpqnLzB0v7OPfD8xjarIcPCYjIyMjExhaxVBE0YYgQIND+l4wUdFFIO8Ac1UGJgcdo8CWRJE9ARGBlm4zTV19xIdrWbZsGcXFxQHswfimvb09YLV9ZWRkLmIUSgiOcm4DCfNc+vaCoFBAcGTgrh+ZCj8udtYgN3efrUXeC5oQ0IZDULhTpK2uht8ErkY8kR6CFIbywwu4zhES4wykuMQYlwJ1/+J4VFSUjyOl6c8YVqsvrHVOoBiYbehvNvTA4y6lbMXHHnuM22+/fVjnlJaWyha/44SMjAweffRRdu3aNdZduSz5/WenWTYxlilJF34hdMKECaxevXpQTXqZC8ucOXOYPXu212Pee+892tvbL1CPLm/sdjvl5eUUFBRw6tQprFbroPaenp5LPlggIiKC733vez6PC/T/5JVXXul67nA46OzspL29nba2NtdjW1tbQPtwqTExIZwHvvooqcEWgrprUehGNqe/lNAoFdw9P43HlmcTFz4+6g83dvXR2NVHR4UsUI8FbT0W7vrbPl78ylzmZOjHujsy44zyFiN/31XOtpLmse6KjIzMRYwFJa2ihiDRhlGULrOSoOjmVID7oREczFHXokCkwJ4EOOtQXzVZS0hICA899BAffxygrMRxzv79+2VbbxkZGZmBqIOd2yVoZz0swpNB0+20nodLsv40gCCOQ1/mhIQEWlpauP3223nzzTcHtX3zm9/kL3/5C4IgYLdLF65fsmQJu3fvJj09nYqKigvRZb/42c9+5qqfvGzZMrZv3+7XeY899hjPPfccAOvWrXP7nUjx17/+la9//esATJ48maKiopF1+hKgqKiIqVOnul5v3ryZiRMnejlj+KSkpKBS+Y73qK2tDdjEMyEhYVC2vScaGxsDVnMxJibGr4AIg8EQsNro/Rl4vujo6KCjowMAm93Bqv/bgV1iOPzljVNZnhc3rD6Ehob6JcQajUYMBoPH9r1797J///5hvbcowk5rFgaFHmWouyAwMT6UD76x2GUx3tfXR2Njo8/rtrS0cPToUU6dOuV3dqFCoSArK4vVq1czYcIEj8fZbDZqa2v9uuZI8Nc2t7KyMmB9uFjGiKqqKv785z977MO6detITEx0219eXu4xG/eBBx5wZW5frGPEaCGKIo2NjVRWVlJTU4PJZPJ6vMVi8XnMSFGpVH79LWw227D/FrGxsSQmJpKUlERSUpLHzH2VSkVKSopffRgPY0RFRQUmk4nOzk76+vrQaDRotVrX5s9n3BMXaoz49NNPeeSRR1yvx9uc6HRTFw+8JB0RfsvMZL5zda7b/q6uLt544w234Ex/+mA0Gof1+wwPD2fx4sVMmDDBY0b47z49xYaj9SiCw1FoglErBdbNTeXrK3JIjHB3NRo43jkcIttLWvj7rnJq2s//s68ICkGh9f05d/QZcZh7ANBplNy3MIPb5qQQpDr/ciSjNSc6H7RaLQkJCT6P83dOBNBqNHPrc3uwOdznjguzo/ntbdMB6DBZeOKt45Q0m1CFS/8e1EqBZRNjuX56EssnRNPe4l8fRoI8J3Iy3u+bDEYza/64i+ZuM3ZTJ6K1j+gQDa89NJ/QoNELwh/LOVE/l+oYMVwutjnRpTBGjPc5kS8M3WZu+utun8cpQ6KYpW0mGCt7bNKZZncGHcXW0+G1D32iEqOoocehoUsMwoyG1RPC6G2u8nm/otPpXOUKLaKCN80zcaDgv1ZN4DtXnfudX6r3gP14Gu8+Lqjjn29tZKrKOb54ugdUqNTcsPa68yoLJI9357icxjtvjPc50UAu1zFiKPKcyMllNUZY+8BkcFqOR2e7HXe+Y8Tp06dZvXq16/WJEycuqPvpuMygTk9Pp7m5mUOHhm9Z0NbWxsGDBxEEgcmTJwegdxee3Nxzi3H+1tWurq52Pc/Lyxv1Pl3MJCcnj1mdR38G2EDjzxdNoImJiRnzTNqhk4/srGrKDT1ux5m0+oD9v4SGhnqdhJnNZkpKSoiNjSUpKYnk5GSSkpLYtWuX17qwq0Qj75vTsUq0nW4y8rvNJfxkrXN81Gq1Hn8+h8PB6dOn2bdvn+sL15dFdD9arZbly5czd+5clErvC9wqlWpc1F4dD30Y6zEiPT2d5cuXe/z+PXr0KPPmzXP7m8bFxbFz507JcwRBGPbvdjyOEedDW1sbBQUFFBQUDCsTV6PRuBZzxgqVSuX196BWq0lJSSEtLY3U1FRSUlL8usEdbh/Gw+czMzOA9lF+cr5jRHx8/KDX421OlJEB8w53c6S6w63t8zr4VWIKoUHuty+RkZG8/PLLHoNXBxIUFOSylI+KiiIiIoKqqiq/rSX37NlDbW0tt956q6us0ED+/FA6159s4kBFGwnhWq7NTyAlynPNyaHjXVZWJvdePYd3j9Txhy2nqe8MzELQQBTaUJeQbQH+fszI5upqfrQmj9VTEi6IPbuvOdGFwNucaCgbt56BsDjJm+nH1s4lI+NccON7P8jkqy8d5GCltBuE1S6ypbiZLcXNaNUKVuXFc/30RJbnxrkCCi8042HMHes5EYzdfdPvPztNc7ezZJdSFwFE0AkcMqi4/4qMC96f0ZwTjZSLbYwIFONlTjQe+nCpz4l8kS6KxCZW0W6SuusfTJ09glBBulygXjARHRpESHwWISEhrs9aVFQU4RER1Peq+eqbRYi4lyS57pZFTE8Op6ysjGPHjvkVzK4RHMQpjDQ6wims7RjUdqndA/qD2Wbne++eoNuWSocYzEJVpdd7wB07dhAcHMy8efMCOj+Tx7tzjIc+XM5zooFcjmOEFPKcyMllNUaotRDheRw43zGip8ddD7mQjEuB+sorr+TgwYNUVFSwbds2VqxY4fe5Tz/9NBaLBUEQBlk2XsxMmjTJ9bywsBCbzeYzwurIkSOS58vIyEiTERMiKVBXSuy7UGRlZfHDH/6QoKDBVlypqaleBepQwcICdTW7rFmS7f/cXcHKSXEsypae2ImiyNGjR9m1a9ewrXUFQWD27NmsWLGCkJCQYZ0rMz648sorKSkpobu7262tubmZ3bt3s3Tp0kH7dTodMTExklGcNTU15OfnB6y/45Xu7m6KioooLCykrq7O9wnjnKCgIKKjowdtMTExxMXF+QxCuZzo6uqiu7vbtfX09KDT6cjIyCAubnhuHJcrX16YLilQG802Nhyt40sL0t3a0tLSuP7669mwYYPP66vVah544IFBC3/pk6bzf8dE5qmriVH4zlyurq7m9ddf5+GHH3b7/xcEgdVTElg9ZeSLOCqlgjvmpnLDjCRe31/NX7aV0tojvbAcKKrbTHzt1SPMz9Tz32sny3WSB2CzO3j9QLVkW5pex7KJsYP2hWvV/PuB+Tz8yiF2nfGe7dBndfBRYQMfFTYQGqTi6snxXD89iStyYtCoAl+vXGbs6THbeP9YvWTbwcp27r/i/IKlHA6Ruo5eEiK0qJXy/5SMzMWKIAjkJoSxr9x38KuBMDzd1d+0aDLfvV66jN4ft5zh91uKQUKcBkiN0qFUKpk4cSITJ07EZDJRWFjI0aNHvWbWJSm6nAJ1XReiKHoUWkVRpMdilwxOvFQ4UddJd58z663UHkOXI4iVmlK0gnQmnCiKfPzxx7S0tHDttdfK92EyMjIyMhc94/Jb/stf/jK/+c1vcDgcPPLII+zevZvY2Fif57388sv83//9H+BcLL/33nsD3dULwqJFiwgKCsJsNtPT08OhQ4dYsGCBx+PNZjP79u1zvV65cuWF6KaMzEVNRrS0mFppCIy9rj+o1dIWfv5ERmUpWjHF5XC42T2CWRThybeO88njSwnXDn4Ph8PBhg0bKCgoGHZ/J06cyKpVq9yi0WUuLrRaLdddd53HchI7duxg8uTJbpGrqampHgXqy4W+vj6Ki4spLCykoqKC8VJFRaFQoNFoUCgUCILgehz4vP9RqVQSGRnpJkaHhIRckCzK8YTdbqevr4++vj7CwsL8ymb/xz/+QVdXl2RbfHw8+fn55OfnS2beyji5dmoi/+/DYtokBNlX91Vxz/w0yf/FGTNmYDAY+OKLL7xePzs72+1veay6g2YxjA8tk8lStDFLXesx06ifpqYmjh8/zqxZs/z4qUaGVq3kgcWZ3DE3lVf3VbHxeD0nG7oY7tBy88xkYkI1FDd0c7KhS/J364n9FW1c/+wX3DE7lSdWTyQubHzUzx5LthQ30+Ahs/1LC9JQKNz/P4M1Sv5x3xy+9cYxPinyzw7PaLbx7tE63j1aR6ROzbVTE3loSSZZsWObMSETWD4sqMdolhYmpIJph8O2kma++5/jGIwWglQKvrs6l68uzrzsvt9lZC4VcuP9E6gdonOTwlPQOsDkJM/uaVqVgpjQwfMpnU7H/PnzmT9/Po2NjWzcuFEyUDdJ0ckRUjAYzTR29bmVQBFFkR2nW3j281I0KgWvP+R5/XMsEEURm0NEwBlUeD7UtvcOet0/H12lPkOUotfDWXDo0CFaW1u5/fbb0ek8O/UA9FntY+bIIiMjIyMj44txKVDn5eXx4IMP8sILL1BWVsacOXN4+umnueWWWySP37t3L7///e955513XNF3TzzxBNHRl0bh8NDQUFatWsWmTZsAeOmll7wK1O+++64r8y0qKsot001GRsadzBjpSX1Fq/8LQaIoYneI532T4ovExEQEQfAqfgkCfG9lGt/4qIGWsxaBA6nv7OPRVw/zxztnEhN6LkP76NGjwxKn1Wo1M2bMYP78+WNutSMzeuTl5TF58mROnjzp1ma329m4cSP33XcfCsW5//XU1FSOHj3qdnxjYyMWi2XMraoDhdVq5fTp05w4cYLTp0/7ZTHsiZCQEPLz80lKSsJisWA2m922gfsdDgc6nY6QkBCXJV//84GvtVrtZbX43NPTQ2NjI42NjTQ1NWEymVzj5cBxU+q52Wymt7eX3t5ezOZzY+f999/vl3VTWFiYR4G6qamJpqYmtmzZQnp6Ovn5+UyePNnnotLlhlat5I45qTy/o8yt7VRjN4eq2pmboZc8d+XKlRgMBk6dOuXx+osXL3bbd7Sm4+wzgXJHNFXmKCYrG5mubkSF58/0jh07mDZt2nnVH/eH0CAVX1uWzdeWZdPeY2FveSu7Sw3sKWulwg/BamVeHNdPTwKc/+vN3WZONnRxsr6Ltw7VUNXqPRhPFGH9oRo+LKjn0eXZrMlPJDPm8gta6efVfdIll4JUCm6fnerxvCCVkmfvnsn33ing3SPDc9boMFl540A1bx+u4auLs/jmyhxCLuGMssuZ1w94DuyrNPR4zTb0RkNnLw+9fMhVN91sc/DLj4rJig1hZZ4cXCojczGSm+Bf+S1PKASYlyU9pwKYluI5oDI6VON1LEpISGD69OmSAnW0YCIIG2ZUFNZ2ugRqURT57GQTz24rpaC203X84ao2Zqd77ueFpLS5mx+/d4L9FW2oFAKTk8KZlRbFrPQoZqdHkRQxvPsuqYA3oxhEUdhsvpLUxJkzZzyeW1FRwSuvvMJXvvIVyXttURR5bX81f9hyhvceW0SqXr7nkJGRkZEZf4zbu9o//vGPFBYWuuq8felLX0KlUg2qazh79mzKy8tdC4H9i4tXX301Tz311Jj0O1A89thjLoH6xRdf5Jvf/KZksXKTycRPf/pT1+tHHnkk4ItmMjKXAhkx0hnULd1mjGabX7ZSByra+K83j3Lb7BTumJNKuoes7PMlKCiIuLg4mpqavB43JSed39wWy1dePCjZvru0lWv/uIs/rJvBFTlOcXn69Ok0NDR4rEHcT3h4OPPnz2fWrFkEBwd7PVbm4uTaa6+lvLycvj73m+aqqiqOHj3K7NmzXftSU6UX5UVRpK6ublzU7x0t7HY7FRUVFBYWUlxcjMUycutdtVrNpEmTmDZtGpmZmRetTdvJkyeprKxEpVKhVCpRqVSu5wN/pqFC8dBHhUKBVqslODgYrVaLVqslNDTUp4hrMpl47733aGxslLSnP196ez1nMAwkLCzMr+Oqqqqoqqpi06ZN5OTkkJ+fT25u7iUbyDFc7pmfxgs7yyQzhV/ZW+VRoFYoFNx+++1s3bqVffv2udVBnDx5sqQr09HqwcaXdhQU2pOYMDmfFeEtHDlyRDIorLOzkyNHjjBv3rxh/HTnR1SIhjX5iazJTwSgrqOXPWfF6t2lBlfd2oFEh5z7vxIEgfhwLfHhWlbkxvHgkkxe3lPJn7eW0u0ha7OfHoud3316mt99epq4sCDmZ0UzP1PPgiw92bGhl4VgXdZi5ItSaZvu66cnERXi/TOsUir43W3TmZeh509bzwy7xrjVLvL8jjLeP1bHT66bzJr8C1MjXObCUFTfyXFXwIw7vVY7TV1mEiKG72Sw4Wi9S5weyOv7q2WBWkbmIiU34fwcNfJTIt0c1QYSH65Fq1bQZ3V3ZQtS+b5nyc7OltwvCJCg6KLKoaewrpOrpyTQabKy7m97OdXoPo//8+elvPSVCzfX8kSvxc7D/z7scrOwOUQKajspqO3kpT2VACSEa5mVHukSrackhXv9XTV6mAckRYdz110r2bJlC3v27PF4fkNDA4WFhYPuywHaeix8/50CPjvpXDP61ptHeeuRhQFPppBxx2azuQWaD31ttVrR6XTEx8cTFxc3SPuQkZGRudQZt8qlRqPh008/5dFHH+WVV14BnFlKNpvNdRN+7Ngxt8Wi++67jxdeeOGSu1G/7rrrWLJkCbt27cJisbB27Vo++OCDQXU9W1tbueuuuygtLQVAr9fz/e9/f6y6LCNzUeHJ4huc2Qr+1F5cf6iGpi4zf9lWxl+2lbEwK5o756WyekrCqFsqJScnexWoIyMjCQ0NZUVuKPfMT+O1/dK1Elu6zfzw3UK2PrEMtVKBSqVi7dq1JCYmsmnTJrds0NTUVBYsWEBeXt5FK6TJ+EdYWBhXX301H3zwgWT7p59+yoQJEwgPd0buR0dHo9VqJQXtmpqai16gdjgcVFVVceLECYqLizGZRm7/LwgC2dnZTJs2jby8vEtClKyqquLAgQMBufaUKVO4/Xbp2nj9aLVaKioqsNm8C2wjZbQF6n4cDgenT5/m9OnTqNVqbr31VvLy8kbSxUuKVL2OFblxfH6q2a3t4xMNtHRPJjYsSOJMUCqVXH311cybN489e/Zw5MgR1//FkiVL3I632h2DsnQGMiMrgesXLmD27Nn84x//cBO8AXbu3MmMGTPG7HOcHBnM7XNSuX1OKqIoUtZiZE9ZK2XNRlp7LLT1WEiMdA8kE0WRth4L1W0m4sO13LMgjU+Lmqgw9OCPg3hzt5mNx+vZeNxZKzcmVMP8zGjmZ+mZnxnNhLhQSavrix1P2dMAX5aojy6FQiFw57w07piTytGadjYeb+DDggYMRvfgAk80dPbx9dePsDgnhp/dMIWcONn2+1LgTS/Z0/2UG4wjEqhPNUq7exyr6RxxVraMjMzYMjF+ePPOoSzK9u06GaxWSgrUUgEvQ9Hr9URERNDZ6T7PShogUANE6NQexfLtJS0U1HYwLSXS53sGkneP1vostdDY1cemwkY2FTrLeWhUCvKTI1iYFc2KvFhmpEahHDA/cogiOo0Sk2XwuktiuBaFQsHVV19NTEwMH374oeQ8FJz3YQMF6t2lBh5ff2xQ0OKR6g7+ur2M/1o1Ydg/t4z/tLS0UFFRQXV1NbW1tXR3d4/IYS0yMpL4+PhBm16vH+RgJyMjI3OpMG4FanDWL3n55Zd58MEHeeaZZ9iyZQs9Pe6TgaCgIFauXMn3v//9cWNnvWbNGurr6wfta2w8V2/s0KFDzJgxw+28TZs2kZSUJHnN119/nXnz5tHQ0EBlZSUzZsxg2bJlZGVl0dLSwpYtW1wL5iqVirfeeovIyMhR+5lkZC5lkiKD0SgVWOzuk/7KVt8CdVeflU2FDYP27S1vZW95K9dPT+LPd80c1f6mpKRw5MgRr+39/Pi6SewuNVApYeGpUgj84c4ZqIdE0s6ePZu4uDjWr1+P0WhkypQpLFy40K/61zKXDjNnzqSgoIDKykq3NrPZzMcff8y6desAZ+ZiamqqpA3ZWNWhFkWR9vZ2ampq6OnpISQkhJiYGJeY7guHw0FtbS0nTpzg5MmTGI3G8+pPUlIS06ZNY+rUqYSGjm8xwWKxUF9f75etNRAwYRjw62+lUCiIj4+XtBEcDQIlUA/EarUSHy9nsfXz5QXpkgK11S7y1qEavr4ix+v5kZGRrFmzhiVLlrB37166urpITEx0O664oQuzbeh3v0iiopsZZxdCk5KSmDVrlqS7iNFo5ODBg1xxxRV+/2yBQhAEcuLCyIlz/z90OBx0d3fT1tZGW1sbP/u8icJW98Xl66cl0maysLu0dVjvbTBa+KiwgY/OzoX0IRpumpHMk6snotOM61tOvzFZbLx9uFaybXpKBNNTI4d1PYVCYHa6ntnpev577WT2l7eysaCeTYWNdPZa/brGF6UGrv3jTtn2+xKg12Jnw1Hf32EVhh6vNWM9UdYiPYcxGM0jzsqWkZEZW8K0apIjg6nr8G+eOpSFWb4Fak86dLvJt4NUf1Cu1LpFksIZNFNYey5I5purcvjyP6UDXp/9vJS/3TvH53sGClEUeXWfdNC/Nyw2B4er2jlc1c6z20qJ1KlZNjGWFblxLJ0Yyy9unMrPb5hCV5+Nxs4+6jt7aezsIz36nHvUrFmz0Ov1rF+/XvKepLn53Hx5T5mBL/1zv6QL0fM7yvjKFRmEecmalzk/du7cSWFh4Xlfp6Ojg46ODkpKSlz7VCoV99xzz0Uf+C8jIyMzlIviDnbJkiUsWbIEu91OQUEB9fX1dHZ2EhISQnx8PDNmzBh39hcnT56kqspzhH1PTw/Hjx932+/NJjQlJYXPP/+cu+66i2PHjuFwONi2bRvbtm0bdFxsbCwvvvgiq1atGvkPICNzmaFUCKTqgylrcQ+CqfSjvuMHx+olI4sBbpwuHXRyPiQnJ3ttHygk6zQq/nLPLO762z66+gaLSE+uzmVWWpTkNVJTU3nkkUeor68nNzf3/Dstc9EhCALXX389zz33nKQAWVxczMmTJ5k8eTKAR4G6trYWh8MR8Ihfh8NBU1MT1dXVrs2T3XNYWJhLrI6JiXFt4eHh1NfXU1RURFFRkcd6wv4SHR1Nfn4+U6dOHfd12i0WC6WlpRQVFbnqaX/3u9/1y8b/fGpv+8LfOV5CQkLABGopZwAp+gMPlEolYWFhaDSaQYtG3khNTSUqSno8vhxZOjGWVH0wNW3uC3Gv7avia8uyB2WgeKLfDcITR6s73PblKA0sVldSvEfJhBuuJzg4mKVLl3L06FHJ//UvvviCOXPmEBQkndV9oWltbaW8vNwlRvdvA/tutqYDcW7nHj9ZwrdmarhueTz/KuiltG1kJQzaeiz8a3cFhXUdvPLV+aPuJDMWbDhaT3efdDDOl/zMnvaEUiGwKCeGRTkx/PyGqewuNbDxeD2fnmzC6MN6Xbb9vjT4sKDep80+QIXEvYovHA6RsmbP5xXWdcoCtYzMRUpuQtiIBGq1UmBOhvd5p90h0t0nHTDV3Wejpdvs0dGmn6ysLEmBOkxhJgQzrT1wsqGLKUkRLM6JYUZqJMckSh18erKJ4oYuJiWeX93tkXK0poPihvO7LwToMFl5/1g97x+rRxBgZmokK3LjWJEXx5SkcHITpINdMzIyuPrqq3n//ffd2gwGg+tee35mNPMy9OyvaHM7zmSxs6W4iZtnykkHgSItLW1UBGopbDab30lo+/btIyQkhPDwcIKDgwkODkan08kuiDIyMuOSi0Kg7kepVDJz5kxmzvQvE9FoNI77DKXhkpeXx/79+3nzzTd54403KCoqoqmpicjISLKysrj55pt54IEHxv0iuIzMeCQzJkRSoK4w+LbyXX9QOkM0LiyI5bnu9S7Pl9jYWDQajceglqGZzlOSItjw9Sv4xutHOXn2xmrJhBgeXpLl9X3CwsJkcfoyJzo6muXLl7NlyxbJ9k2bNpGZmUlwcLDHOtS9vb20trZK1n49H6xWK/X19VRVVVFdXU1NTQ1ms38Wqd3d3XR3d1NRUTFov0Kh8Gif5i9hYWEuUToxMXHMhQKbzYbRaHT9zJ42KRG2uLiYWbNm+fUegcLfOveBzD72N4N6ypQp5OXlERwc7Pq7d3R0cOLECQoLC72WZhhYtkXGKdjdMz+dpz8+5dZW39nH56eauWry+f/Nh9afDhP6mK9yZsgUF5+krq6Wm2++mczMTObOncu+ffvcrtHb28u+fftYtmzZeffnfDCZTGzcuJHi4mKfx4YK0mNlp119dmGtkCWCwKqEOA52aDljDqdbHL6AdbCynW+8foTnvzT7oq57KIoi/95bKdkWqVNz/SgGI2pUClbkORer+6x2Pjhez28+KfFpAS7bfl/cvHHAv8y8ytbhC9SNXX30Wj0HkhXWdY7KeCojI3PhyU0Ik3ScAQjXqkiKDMZsc6BWClS3mVxB9TNTo3w6nDR09nrMoAY4UdfJijz3YLeBeMv21AkWesQgrvvTF2TGhDA7Pcqr4P2XbaU8e7fv+5JA8NoIsqd9IYpO6+0j1R3832clJIcqWTwxkYeWZ0u64cTFSf+ubTYbHR0d6PV6lAqB36+bwTV/2OmWnADwUUGDLFD7QBRFurq6aGhooL6+nvr6evR6PWvWrPF5blpaWsD6pdFo/BKobTYbn3zyicdr6HQ6l2Dd/6jT6YiJiSExMRG9Xj/m6xcyMjKXFxeVQO0vnZ2d/OEPf+BPf/oTra3Ds6cbLaTsUEcLjUbDvffey7333huw95CRuRzxVIfa10JQUX2nq3bSUG6bnRKQBVmHw0F0dDQNDQ1ubUqlkoSEBLf9WbGhvPvYIp7++BQfFTbwzB0zLsn6kDKjz8KFCzlx4sSgUhX9GI1GtmzZwvXXX09SUhKCICBKeIrV1NSMmkDd1NTEjh07KCkpGfXM3ZGK08HBwUyePJn8/HzS0tLGtD6U3W6npqaGsrIyysrKaGhokPyb+ENRUZFfAvV4yaAeSEhICAkJCcTGxqJUKgfdaHt6rtFo0Gq1rkjz4OBgtFotISHS3w9DkcqgjYyMZPHixSxevJimpiYKCwspLCwcVI9PEASmTJni13tcTtwxJ5VnPjuNxc2CG/6+s5wZqZE+M3d8cXRAlo6Ag2XqMtTCuffr6uri5ZdfZvHixSxcuJDDhw9jtbpnE+3Zs4e5c+ei0+nc2i4EtbW1/Oc//5Gs8yhFmAeBulsMQhRBEJwLdOaOJqYB04KgT6Gj1BLOaXssXcMQq7cUN/PDdwv5zW3TLtoFr8NV7ZxqlHbkWDcnddgZ4vX19RQUFNDe3o7dbsdms2G3292e97++RenAEq6kuU9Bj6jGJGroETVnH52vTagRUbhsv3947SS+ckXGRfs7v5w41djFEQk3Byl81T+VwpO9dz8nPNzHyMjIjH9yPdShVipg/49WETxAhDbb7Byv6WRPmYGUKN/zFSkXm4EU1PoWqENCQkhMTJRctxA59/1UYeihwsf49lFhA99uNl7wAKwOk4UPC+ol21KigglSKSQTHTwhIBIh9KEXeohWmIhWmNALPWhsDjgJfzgRwqI5M7hu2TwiIs6VmvN2L93S0oJerwec5etumZXCS3sq3Y7bedpAZ6+ViGDZ5hvOidGNjY0uMbq+vt6tvGh0tG87fHD+jbRard/uW8MhPj7erzmdt3sBi8WCxWKho6PD4zFarZbExEQSExNJSkoiKSmJqKgoeT4pIyMTMC4pgbqtrY1nnnmGZ5991qOlp4yMjIwnMmI8CNQ+bpTe8pA9Dc7F9fPF4XBgMBior6+nrq6O+vp6GhsbPQpCiYmJqFTSw7tWreRnN0zh21dOIFKn8ev9D1W2kRCh9esmVubSRKlUcsMNN/D3v/9dUug8fPgw+fn5ZGRkkJCQILkAUVNT45fQ6Y22tja2bdsWMNus4aJWq8nNzSU/P5/s7GyPn7sLQVtbG2VlZZSWllJRUeG1ZMhwKC8vd9Xv9kZycjKiKGKz2VziykCRpZ/+G1tPjzabjb6+Pvr6+lzn+StQx8fHc+WVV5KQkEB8fPx51YMOFPHx8cTHx7Nq1SpqamooLCykqKiIpKQkv0Xwywl9iIa1+Ym8K1GX9UBlG/N/tYWF2dGsnZbENVMSiArx73utn1ajmarWcy4pM1T1xCikXVO++OILysvLmTZtGocPH3ZrN5vN7N2794KX2BFFkQMHDrB58+ZhBdh4EqgdKDChJgR3EV7rMDFVZWKqqhEhPJ4yEthj0CARP+DGfw7XEh0axA+uzfO7j+OJV/ZJl24SBLhn/vDsvQsLC3nvvfdGFBAV5yX2SRShFzUmUU2PqOGTTyo5XRDLHYsmEqOPIjw8nLCwMNnecRzy5gHP9xJDqW41YbM7hhUAW+5DOPEUaCsjIzP+8WQJbXdATXsvEwcI2EEqJfMy9czL1Pt17Zp2705yhXUdfl0nKyvL7f5QFJ1BcVLkxodR0uS+piuK8NdtpTyzboZf7ztavHOkDrOHyc5P107m6ikJtPdYOFrTzpGqDg5XtXO8tgOTxY4CB5FC71kR2kS0oge90ItK8DwHiFH0cPrIbk4f2U1aWhpTpkxh8uTJhIWFERkZKSkutrS0DHK+WzstUVKgttgdfHayidtmX35Z1FarlebmZpqammhqaqKxsZGmpia/xOTW1lb6+vp83pcqFAqPZc+GHhcUFOTalEolra2tXt3g/HUL8yY++0NfXx8VFRWDnOb6ReukpCSuuOKKMQvIlZGRuTS5JATq5uZmfvvb3/L8889jMplci+dydI+MjMxwyBwgUAepFGREh5ARoyMjJgS7Q5SsddlntfOexMI5wIIsvUfRezjYbDaee+45vzMgfYmAvb29dLcaiNT5Fs9FUeR77xRQ3tLDvEw9N89MZs3URCJ0csTt5UZSUhILFy5kz549ku0fffQRjz32GKmpqR4F6pHS1dXFzp07OXLkyHnbb58vKpWKCRMmMHXqVCZMmIBGMzxBLBDs2LGDbdu2BeTaoihSXFzMnDlzvB63ePHiUX9fq9VKX1+f33V9g4KCRr0fgUIQBNLS0khLS+Oaa67BZPJdSuJy5UsL0yUFagCHCLtLW9ld2sp/bzjB4gkxrJ2WxNVT4gnX+v6eGljjMBgrU5TuLhEDqa+vp6WlBZVKJWlrv2/fPubPn3/BSgyZzWY2btzIiRMnhn2uJ4EanAvGIYJ0zcl+xK4msmhienQY0RmTaFQnsr/WRGFtJzYPfqDP7ygjJlTDgz7Ki4w3WrrNbCp0/14DWD4xlrRo/xfpysrKRixO+0IQQIcVnWAlhrNjSnMzH2woGnCMQGhoKBEREYSHhxMVFUVCQgIJCQlER0ePqfvH5Uqvxc67R2r9Pt7mEKlt7x3WPYavDOqWbjNNXX3Eh8t1qGVkLjayYkNQKgTsEt+9JY3dgwTq4VLb5n1+WlDrX3BLdnY2u3fvHrSvWwzCjPRc7Qdr8vj1pmJON7mPXe8fr+dbV04g3YP73WgjiiKv7ZcOUksI17I0R4/BYKCjo4NwYwczlB1kRneyStGOoa2dPtPwXS8GUl1dTXV1NZ988gkZGRke7z1bWloGvZ6VFkVihJaGTnfx9aOC+kteoO7t7aWuro6GhgaXEN3a2jpiVzGAhoYGr5b1/WRmZtLX10daWhrJycmEhIQQFBSERqNxCdJSge2iKNLR0eES0Pu3trY2RFG8YAK1FANF66VLl4769WVkZC5vxo1AfeTIEf72t7+xc+dO6uvr6evrIy4ujgULFvDII49IZiN0dnbyq1/9imeffZa+vj5EUXSJ0iEhITz66KMX+seQkZG5iMlPieD1h+aTER1CQrjWL/vrzUWNkrV9AO6cOzr1ZzQaDXFxcZK1S1NTU6mvr3dlGk6ZMoXp06d7vJbD4eDtt9+moqKCa6+9ljlz5ngN5ims63RlXRyoaONARRtPvV/Eqklx3DQzmeW5sQSp5Eycy4Xly5dTXFxMe3u7W1tLSwu1tbWkpqZy4MABt3aDwYDJZBpWtK3JZGL37t3s37//vGscR0VF0d3dPaLrKJVKcnJymDJlCrm5uX4LpiPBbrdjNBrp6uqiu7ub3Nxcn9luSUmjV/t0KDqdLqD23Z4QBAGNRjMuAgACjVKpHJfZ3uOFmamRTEkKp6i+y+txNofI9pIWtpe0oHlXwbLcWNZOS2RGaiQpUTrJILMjA+pP96Jmk2UyS9VlRCo8Z1JI2XsPbPviiy+45ppr/PjJzo/m5mbWr18/onJGOp2OFL2e4AqRXrv776XbEUSCwrug5Tq2u5vuwgMoFArunjSJhAVT+foHVXT1SY8bv/yomOhQzUVV//CtQzVY7dILml9e6H/2dGNjI+vXrx/TQCtRFJ1/Mwm3MZVKRXx8PImJiS7ROi4u7rIYh8eSTYUNHu8lPFFh6BlVgRqgsLaT+MmyQC0jc7ERpFKSFRPCmWb3z3lJYzfXe14a8ElNu3eL72Y/g1tSU1PdgvuaRelgPkGA2elRfH1FDt9685hbu90h8tz2Mp6+dZrvH2AU2FveOsiFIgQzE1QGEhVdJGDn6V/vuiD9EEVxUEbrUIYK1AqFwJr8RP75hfs5u84Y6DBZ/HbUu1jo7e1l8+bN1NbWYjAYRv369fX1fgnUixYtYtGiRcO+viAIREVFERUVRV7eOcchi8VCS0sL4eHhfl0nEAJ1P7GxsQFdC5GRkbk8GRcC9ZNPPsnvf/97gEHRTLW1tbzzzju88847PP744/zud79ztf3nP//hsccec0USDRSmv/71r/PEE08QExNzYX8QGRmZi5pwrZpF2f6NG6IosrmoiV9vOiXZHqZVcc1U9zrQIyU5OVlSoHY4HHz961/HYDAQEhJCcnKy1+ts3bqVsrIywJnx2tDQwJo1azxaE0tlh1vsDj4+0cjHJxqJCFZz3bREbp6ZzJx0uS7NpY5Go2Ht2rW88sorku2VlZXk5+d7PL+2tpaJEyf6fB+z2cz+/fvZvXu3V5srTyiVSpKSkkhPTyctLY3U1FSCg4NxOBx0dXVhMBjcNqNx8KKOQqEgKyuLKVOmkJeXR3Bw8LD74Q273U5rayvNzc2Dtra2tkHHPf7444Nqj0mRnp6OUqkcNSE5ODiYSZMmMWXKFDIyMmQ7WJkxRRAEvrYsm2++cdTvc/rtCz876fzeDFIpyIwJYUJ8GDmxoeTEhTIhPpRDlYODbdpEHRstk7ktvo3gzsoR9ffgwYMsXLjQ5+f2fDh+/DgffvihV7EcnIE56enp6PX6QVu/PeGGP+/iRJ278G/VhINjeMK3w+GgqKiIoqIi7ouM5vPWMMqtEfSiBgbPDb77nwIidRpW5HqvWzkesNkdvObB3jtVH8yyif79DJ2dnbz22mujVn4hENhsNurq6qirOzf3EwSB6OhoEhISSEpKIjU11WspGZnh8+bBasn94VoVGpUSg9F9HlRh6GHFMN6jrNl3Bl9hXSdXTvYvO0tGRmZ8kZsQJi1QS9hkD4caHxnU4MyivspHcItarSYtLY3y8nLXvmaHtECdGx9GuFbN2mlJ/GHLGcm61O8cqeWbqyaQHDm692dSvLa/GhBJVHSRp2wmVdFBf8yjOA6+0pOSkrj++usl17/XTpMWqG0OkU+Lmrhj7vmXoxtPaDQaioqKfM6PR0p9vXQd8kCj0Wh8rvMNJCgoiNjYWDo6Okb9d5GYmDiq15ORkZGBcSBQ/7//9/945plnAM+W3KIo8vvf/57ExESeeOIJfvKTn/DrX/96kDAdGhrKN7/5Tb7zne+g1/tXT0VGRkZmJFQYenjqgyJ2nm7xeMzNM5PRqkdP1ElKSuLIkSNu+xsbGwkPD/dr3Dtx4oSbtdaRI0dobm7mjjvucIvItNkdbDzufRLe2Wvl9f3VvL6/muzYEH52wxSWTIj14yeSuVjJzs4mMzNTMoK7srKSxYsXExYWJpmdVVNT41WgttlsHD58mJ07d9LT478dWlBQEKmpqaSlpZGenk5SUhJqtbtlnEKhIDIyksjISHJycga19fX10draSnt7O1qtlqSkpFGprTTQqmugEG0wGPzKouvu7vYpdGk0GtLT0wct+nhCpVIRHh5OaGgoYWFhkpter5dtXmXGFWunJVJY18nfd5UzEmc+s83BqcZuTjX6Xqi1o2TCnKUsiVvI+++/P2z7dbvdzq5du1i7du3wO+oDq9XKJ598IlkDeyjTpk1j7dq1XrNf0/UhkgJ14sRpfG35ak6fPk1JSckgwdIfujtamatsZa4SekUVbQ4drWIIrQ4dbaKObkcQj716hNcems+stKhhXftC8/mpZuol7DHBWXtaKjN/KL29vbz66quS34vjHVEUXYFc/Vby/UFgqampru1C2dpfapxp6uZgpbsrDcAts1I409yNoVRaoPYXo9lGY5fv+pon5DrUMjIXLbnxYXyIeymKEj/mPd7wVYMaoLC2g6v8CG7Jzs72S6Cene6cFygVAo8tz+a7bxe4HWO1i7ywo4xf3DjV5/ueD7WGTipPHuNmTTMRXtx1xpL6+nra29slhcMZqZEkRwZT1+GeCf9hYcO4FahFUcRoNNLW1kZbWxvt7e1MmTLFp8V1//ykqko6sHAkREVFuWovp6f775ozlixevNhV9spqtdLb24vJZBr0OHRfW1ubX1nngXRuk5GRuXwZU4G6vr6eX/7yl4OE6eXLlzNz5kyCg4Opr69n69at1NTUIIoi//u//4ter+dXv/qV6xydTse3v/1tnnjiCSIjI8foJ5GRkbkcMFls/GVbKX/fWYHF7l1YumPO6E72PUVM2u12mpubfU4Um5qaeP/99yXbamtree+997jvvvsG7d9VasBg9D8suKylhy//8wAPXJHJ967JHVWBXmZ84UmgrqmpweFwkJqaysmTJyXbPVFfX8+77747LDuu2NhYVq5cSW5u7nkLqlqtluTk5GFFJ3vCbDZTWVlJaWkppaWlkpbo/tLV5d3WuJ+cnBw3gVqj0ZCRkUFOTg7p6elEREQQFBQkOx3IXHQIgsCP1kzijjmpfHCsjo0FDcMSaIbLzLQoctOjePTRR9mwYYPLecRfjhw5whVXXEFU1OiJr21tbbz11ls0Nnqvk61UKlmzZg2zZs3y+VlP1UsH4VS3mVwWz0uXLsVoNFJSUsKhQ4doaJCuxeyJYMFGsrKLZM6NZRZRSZuo4/f/quJLK6czd+rEcRtg/IqH7GmNSuHXXM9ms7F+/Xo3682B5ObmEh8fj1KpdG0qlWrQa4VCQU9PD11dXW5boDKFPGG326mpqRn0nR4VFTVIsI6Li5MDnfzgjQOe50V3zUvj33sr2V3q7mYwnPGv3A97b3BmUMvIyFyc5CZIl4qpbjPRY7YREjT8pd8+q52mLt9OVgV+jh1ZWVmu52ZRSYconf08J+Pc3Ommmcn8cesZaiWsxt88WMM3VuQQ58NefCQ0NjZy8OBBDh89xlxV4EoddaIjKSaSnJR4jhlENpf3EisYyVS2oVd4t1cfSGFhIZMnT3bbLwgCa6cl8sJO9yDm3aUG2nos6EPG3ua7q6uLgoICamtrXYL00LlNeHi4XzWYU1JSRixQR0REkJSU5NoSExNHJWB9LFGr1ajVar/swc1mM42NjdTX11NfX09DQ4Pb2owsUMvIyASCMRWoX375ZaxWK4IgkJqayoYNG5gxY8agY+x2O7/85S/5+c9/TmtrK4888gjgjKhavXo1//jHP0ZlMVlGRkbGE04770Z+sfGkxyyagcxOj2Jq8uhae8bFxbnVbeqnvr7e60RRFEU++ugjjwuYQUFB0pleIkxODOdkg38CWT//2l3BnjIDf7hzBnkJ/tXJkbm4yMjIcD3vt5DNyMhwWU17Eqjr6uqw2+2DLKPtdjtffPEFO3bs8LsuZ0REBCtWrGDatGnjYgFcFEWam5tdgnRVVdWo1Rj1N+MuOzsbcNpuZWdnk5OTQ0pKimzDKnNJkRMXyneuzuXxqyZSVN/FhwUNfFhQL7lwOVLUSoEpSc7vrrCwMO655x4OHDjAp59+6vfn2uFwsH37dm6++eZR6VN1dTWvvfaaz5IHkZGR3HHHHX4vHqV5EKiHWnqGhoYye/ZsZs+eTV1dHQcPHqSwsHDEZQU0gp0EoRvoZu/nDez9/BOmTp3KjTfeKOl+MVYcq+lg1xnpoKnrpyX5XNR1OBxs2LCByspKj8fk5eVxxx13jPi7TBRFzGbzIMG6oaWNzUcr6O3pJkSwECJYUAuBrXvd3t5Oe3s7BQXOTLeQkBCys7Ndm5xh7U6f1c47R2ol22alRZKbEEamhzrTwxGo/ak/Df7XkpWRkRl/eBKoAc40G5mRGjnsa0pl3UpRWNs5yN3SE/Hx8eh0OkwmEy2OEIaW/+hndtq5gDW1UsGjy7P58Xsn3I6z2Bz8bWc5P1nrLsyOBJPJRFlZGQcPHqS6Wrr0wvmgVCpJSEggMTHRtd3wryIMtRZU9QIxoUE0OdQ0Ek6hPYkIoZdMZRuZijaf2dvl5eVu99j9XOdBoLY7nGtcd81LG7WfcbhYrVb27t3Lrl27fAbbDS2D5YmUlBSfx6hUKuLi4khISCA+Pp6EhATi4uJGvaTXhcRqtdLR0eES+Nva2ujs7MRqtSKKIg6HA1EUXdvA1w6HA4VCQWxsLBkZGUycOJEFCxYgCAJms5mGhgaXYJ2QMHplDGVkZGT6GdNVy127drmev/nmm27iNDi/xJ966ilOnTrF+vXrsdlsCILAXXfdxSuvvCJnAcnIyASU8hYjT31Q5HGBciiJEVr+91bPNXhHSv8NTW2t+0JWXV0dc+bM8XhuaWmp15us2267jejoaLf9K/LiWJEXR0ljN+8dreP9Y3U0+CHQA5xq7OaGZ3fzg2vyuH9RBgo/LDBlLh6SkpK45ZZbXFm5Q0lNlc4qs1qtNDU1ucST1tZW3nvvPcn/aylCQkJYunQps2fPHjfCq9Vq5c9//rPfmc7DxV+BOi4ujieffFIWAWQuCwRBYGpyBFOTI/j+Nbkcr+1k4/F6Pipo8MvK1huTkyIGOYAoFAoWLFhAREQEb731FqKfHuMFBQUsXryY2NjzK3ths9l46623fIrTeXl53HjjjcNaXEuPlhaoDUaLx4yrfqeJq6++mqNHj3Lo0KHzcono58SJE/T19bFu3bpxI1I/89lpj21fXujb5nHr1q0uW2wpUlJSuPXWW88r0EoQBLRaLVqtlri4c/Wwr1rl4Gcbi3j9bO1MDXZ0Z8Xq/i1MMKNX9BIh9CEwAu98L/T09FBQUOASrBMTE8nJySE7O5vU1FTJRfTLjU9ONNLZK70g3y8YZMVKC9R1Hb30We1+uRWVt/gvZhfWdhLvo5asjIzM+CM1SodOo8RkcQ8cK2nsGpFA7U/9aYDWHgv1nX0+60ErFAqysrI4ceIEzQ5pQV0foiFVP/g6t81O4dnPSyXXIV7bX82jy7OJDg3yq6/9iKJIa2uryw2kpqbGq9OJv4SGhrrKSUVGRhIREeF6rtfrB333mW12DMajgLMm9ND5a6cYzDFbMsdIIkro5cu5AoqOWjo6Otze12w2U19fL3kPnp8cQZpeR7XE3/PDgvoxE6hLSkr45JNP/J5DjlSgDgkJISkpaZAYfTGVsxJFEavVSl9fH729vfT19dHV1eUSofsfR6OMTGNjI4WFhYAzYz0jI8O1paeny/qLjIxMwBjT1d2ioiIEQSA/P58FCxZ4Pfaxxx5j/fr1gDPb75lnnpEHRxkZmYBhd4j836cl/H1XOVa770U7hQBfXpDOd67KJUIXmIXVpKQkSSGvvt5znWiHw8HWrVs9tq9atYoJEyZ4fd/chDB+cG0e31udy/6KNjYcrWNTYQPdZvds7oFYbA5+8eFJtpU083+3Tw+I/ZbM2KBSqZg2bZrH9oSEBJRKpWR2XU1NDYmJiRw+fJjNmzf7ZU0aFBTEFVdcwfz58wkKGt4ChL+IokhhYSFFRUUYjUYsFgtpaWlcf/31Xs9Tq9WEhYUFRKBWqVR+ZygKgiCL0zKXJYIgMCM1khmpkfx4zSQOV7fz4fF6tpW0SC7G+WL1FGn7wEmTJnHTTTfx3nvv+XUdURTZvn07t99++7D7MJCysjKMRs8ZkIIgcNVVV7Fw4cJh3xt5yqAGpy3opETPLig6nY4rrriChQsXujKOTp/2LOj6Q2lpKW+99Rbr1q0b8yCkAxVt7DwtvVg9/ez/mzf279/P7t27PbZHR0dz1113BUyM16gU/OrmfKYkhfOzD4qw2AUsoooO0f1vrsRBpNCLXmFCL5hcj6OZdd3Q0EBDQwO7du1Co9GQlZVFdnY2EydOlAx0uxx4/YB08GiYVsXaac5AvswYz9/rVa0mr1mT/fibQQ1Om+8r/aglKyMjM75QKAQmxIdxvKbDra2k0f8xYCA1w3CnKazt8ClQAy6BukWUHtvS9Dq3uUyQSskjS7P42UZ3d65eq52fvl/Es3fP9DoHslqt1NfXDxKkTabhzxEHEhMTw8yZM4mPj3eJ0cP5Tm/2wz7diUC7qOONuiC2fed6/vjM7yTvn8vKyiQFakEQuG5aIs9tdy9Xs7esFYPRTMwwBf7zwWAwsHnzZs6cOTOs8/wVssPCwli2bBmxsbGkpKQQEREx7rQDh8OB0Wiks7PTtXV1dblqQw8Uo3t7e0fsWHQ+9Nuu9wcaRkREuMTqzMxMucSqjIzMqDKmd/79XzDTp0/3eWx/drUgCCxatGhQhLiMjIzMaKNUCJxpNvolTs9Oj+IXN05hSlJgF9g8lTNobm7GYrGg0bhbTRYXF3usV5mZmcnixYv9fn+FQmBhdjQLs6P5+Y1T2FrczHtHa9lS3Oz1vF1nDKz+w06evnUaq6fIlkCXAyqViuTkZMnM/dOnT1NaWurXTalKpWL+/PlcccUVAa3/1NPTw4YNG9z6FBbme+EXnPbadXV1I3pvhUJBdHQ0cXFxrk2v1xMeHo5Wqx13N9QyMuMZhUJgboaeuRl6fg6YLDbKW3o409xNabOR0mYjZ5qNVLWasDvcv99z48O4b2GGx+tPnz4di8XCRx995Fd/ioqKWLJkyXnZ4Xmrfx0WFsZtt91GerrvbF4pEiO0KBWC5O/Cl0Ddj0KhYMKECUyYMIH29nYOHz5MUVHRiLOqz5w5w3/+8x/uuOOOMcuyFUVnkKInvnPVRK/nFxcX8/HHH3tsDwkJ4Z577iEkRDo7djS5Z346ufFhfO3VIxiM0ovhdhS0iiG02gf2R3RmWAsmohUmYgQjsYqeURGtLRYLp06d4tSpU3z00UdMnDiRhQsXkpGRcdl855U2GzlQIZ0NdvPMZII1zv/9lKhgVAoBm8RntMJg9E+gbvY/g/qEXIdaRuaiJTc+VFqgbhpZEG3tMIL8Cmo7uWZqos/jsrOzcYictfh2R6eR/t6/c14az24rk/we+6iwgbI/Gfn+6jyW58YO+h5paGhg+/btnDlzZlTKLzlEsIUl8uAtV5GZmXle31n1flqo99PSbebNQ3Wkp6dTWlrq1l5WVsby5cslz13rQaB2iE43jy8tGNk8cjiYzWZ27tzJ3r17R/S3aGtr88tKHmDFihUj6aIkdrsdg8EwyOa6o6MDpVJJUFDQoE2r1brts9vtg4To/m20yoFdKDo7Ozl+/DjHjx8HICcnh2uvvVbSiVFGRkZmuIypQG00GhEEwa+o6YGLxGlpY1cjQ0ZG5vLhp2sns/N0C2ab9OQxOkTDD9dM4paZyRfEwtpTTUlRFGlsbHQbG+12O9u2bfN4vSuvvHLEN1VatZLrpiVy3bREdpxu4cn/HKel23MUcLvJyiOvHOauean899rJ6DTjw55ZJnCkpqZKCtTexJaBTJkyhdWrVxMeHtg65uXl5bz77ruSGYoWi8Wva+Tk5LBz506fx0VFRQ0SouPi4oiOjh7zTEEZmUsVnUblsgIfiMXmoKq1xyVYG802UqOCuWNuKkEq76Lo3LlzMZvNbNmyxa8+bNu2jbvuumvEP4PUIiQ45wR33333eTknqJQKkiODJTPN/bX2HEhUVBRXXnklV155JSaTicbGRlfmbGNjIwaDf+VSSkpKePvtt7ntttvGRKTeU9bKfg/i4Zz0KJZOiPF4bk1NDe+8847HdrVazd13341er/d4zGgzJ0PPh99czCOvHOJ4rb8CpEC3qKVb1FLl0J/dIxIlmIhTGIlVGIkTjIQp/Pue9Mbp06c5ffo0CQkJLFiwgKlTp17y34vrD3ouvXPn3HPzebVSQZpeR7lEzWmpfUOxO8Rh1asulAVqGZmLltwE6XumkWdQ+z8P8HfsiIiIwBGeiK1F+ru9x4NDm1at5OGlmfxq0ynJ9lMN3XzlpYPMSovkyatzmZcRyY4dO9i9e/eoCIG9oorT9lhKbHG8dP8ysjLP/zvcU0ma0CAVNoeDPqt7v5/fUc4zy7Mk54a1tbX09vZKlnqZnBhOZkyI5PfBhwX1ARWo+13KPvvssxHZUAcFBaHX69Hr9VitVsmkDE9YrVa6u7sRBAG1Wo1KpUKlUqFUKiXXwfrF6H4hur6+nsbGRmw2786BlyOlpaU8//zzXHnllcydOxeFQoHRaGTr1q2sXLnS70B/GRkZGRhjgXqkyBaWMjIyF4JUvY7Hlufw+y2DLSsVAty7MIPHr5pIRPCFq5MYHR1NUFCQZB3Kuro6N4G6oKDA42JwXl6ex4zs4bJsYiyffGsJP3i3kM9ONnk99o0DNewrb+Mf980hO1Yeyy9lPNWh9oVWq+W6664jP3/0a7kPxG63s337dnbt2uXxGH8F6uTkZLRaLX19gxcaQkJCyMnJIScnh6ysrAuSLScjI+MbjUrBhPgwJsSHce0Izl+8eDFms9nr+NFPSUkJtbW1bjXx/KG/rpwU8+fPH5V7ovRo6bqEI7FHH4hOpyMrK4usrCzXPrPZTGlVHU+/uxe7sZ10ZTtBgrRtYXFxMe+++y633HLLBRWpRVHkd16yp5+4OtdjcJ/BYOD111/3uJApCAK33377qM2/hkNChJb1jyzkx++d4J0j7uVi/EFEoE0Moc0ewim70wY6GItTrD67RQsmlMLI6lk3NjayYcMGtmzZwty5c5kzZ84l+b1pttl5+7D032B6aiSTkwaLTBkxIZJidIUftaVr201Y7P6LM83dZpq7+uSyPDIyFyG58dKCkMFoptVoHnad5po2/zN8C2o7/c5uNYengEQFDSUOKlqMHq9zz/x0/u/T0x6TBwCOVHfwrX9u5cqQaoJs/gfneKLJEcopWxxVjigcKJgYH8rcjKjzvi5AfYe0QJ0UqWXphFj+8UWFW5vBaOZEt7Q4LooilZWVTJo0ya1NEATWTkvkz5+7C9v7K9po7u4jLmz0x/2GhgY+/vhjyaB1KbRaLXPmzHE5ikVFRaHTudu+e8Jut1NXV0d5eTkVFRXU1NR4DFDoF6v7hWulUklHR4csRg8Dq9XKxx9/zMmTJ5k4cSK7du2ir68Ps9nMHXfcMdbdk5GRuYi4KAVqGRkZmQvFI8uyeOdIrWuhdk56FL+4carb4tGFQKFQkJiYSGVlpVvb0DrUNpuN7du3e7zWypUrR7Vv0aFB/O3Ls3nzYA2/2HiSXqvnOjk2h4O4MO83yM3dfbxzuI7YsCCiQzXEhAQRE6ZBH6Lxmd0mMz4YiRiTlZXFjTfeGPB6lO3t7bzzzjuSNd0H4k99bAClUklWVhbFxcWkpaW5ROn4+HgUCsVodFlGRmacsXLlSsxmMwcOHPB57O7du1m3bt2w38NT9jQ4bTJHg1QPdairWs9PoJYiKCiIKROz+N+vJbL2z19QbOpgteYUWg8idVFREQqFgptvvvmCjaXbSpo5Wt0h2XZFjrPMiRTd3d28+uqr9PZ6XtBfu3YtEyd6twcPJFq1kt/dPo385HB+/fEpr4v8/tKLhmqHnuqzWdYq7CQouklWdJKs6CRc4W+NzXMYjUa2bdvGrl27mDZtGgsWLLikynttLmqi3SQ9v7h7nntwX2aMtEjvT2b0cOpP91NY18kqWaAeFs1dfZS19NBjttFjsWE02+gx2zCa7c595nP7eq12okOCmJQYxuSkcKYkRRAXFnTZ2NvLBA5vlv8ljd0syhmmQO1HBrVCgJy4UPKTI+m12v1ySWt2hALuY1OM0IPZoqSmrZe0aPe5SWNXH1YvATdK7MxS1TFZ2YRwHhqjWquj0BhCiT2OdnFwP+6Znz5qn9XGTun5QmJEMI8sy+bV/VWSWdT/PGjgrrAwjBLZyGfOnCE9PV2yNNZ1HgRqUYSPCxu5b1HG8H8ID5hMJj7//HMOHz6MKPoXtDZr1ixWrVo1rMA0h8NBc3OzS5CuqqryO8DcZrNhs9ncAswvdgRBIDw8nKioKPR6PTqdDoVCgSAIrk3qdWdnJ5WVlTQ0NAz7PauqqqiqqnK9PnnyJMXFxZLBEjIyMjJSyAK1jIyMjBe0aiU/u2Ey33u7kB9em8cts5LHdAEhOTlZUqAeWv/2yJEjdHZKW21NmzYtIAt9giBw17w05mfq+fb6YxRI2EgqBPj9HTMI03rPPC9tMvK/n0hbeIVpVcSGOoXr6BDnY0K4lgnxoeQlhJOm110Qy/WLibYeC0eq2mkxmukx27hyUjwZHhY8B/LCjjL+c7gWlUJAIQiolAJKhYBSOPuoENCqlcSFBREXriUuLIj4cC3x4UHEhWmJjNLT0S6d/TcQlUrFVVdd5bKHCiQnTpxg48aNkk4EQ/H3Bhfg6quv5oYbbkCrlRd1ZWQuBwRB4JprrsFisfD/2Tvv8CaurI2/M+qSJcu9yr1iMMVgmqmhJ4QEQoBU0tjUzZZssr1+u9m+6b1BCiEhIQVCaKF3FzBg3HsvsizZVp/5/jA2tjUjybaMbbi/59EjeZquVa7uve857zl37pzTY4uKimCxWAZkSwjwl0QIDg72mKNUBI9APRiLb3cJVcvw6LwY/O27fOy1JGKpuIA3k/rChQugaRqrVq0a9t+HrtrThbz7f7Y4kXO70WjEhx9+CJ1Ox3vu3LlzkZaWNtQmDhmKorBxdjSWTwjBiZJm1OpMaNSb0KA3o8FgQqPejEaDCVa76wVlX0XX+CvY+8pNJUVxYzu+OV+LakYNAFBSJoTSeoTRbQih9QOqYW2z2ZCdnY3s7GxEREVj3pwMxMTEjHkhb+tp7kwyL4kQt6Q6lvPhE6jLW1wL1KU8WdZhahlYlkVtm+PC/IWaNtyUHOTy2gRAb7Limc/OY68LBykudl24KgL4KcQYF6rqEay77XgFZD5DGAABSgn8FGK0dDjOXwoaDJgVx1+eoj8GkxU6nkCa2bF+WJgchNTwrs+qQjKwZeXCFu7rBtDtYEDhQk0bp0D9/HeXwfD8NAVReswWlQ84KIqiKAQFBUGj0UCj0SAiIgJPfH4Zp3SO81eZSIDbp3jOAYWr/wW6MqgDlBLcNzMKbx0pddjf0mmFPTAQ4BCos7OzwbIsVq1a5bAvMUiJuEAvFDc6Bgfsyq3zmEB9/vx57N69223hNzw8HMuXL3fLXYZlWbS2tqKsrKxHlO7sHL7x6mhFJBJBrVb3iNC979Vq9ZDKpBiNRlRUVKC8vBxlZWVoaBj47xsAfPfdd4iOjiZrIwTCFcxmM9rb22EwGGAwGNDe3g673Q5fX19oNJob3hZ/VAjUZ86cwZ///OdhOf73v//9YJtFIBAIAICFSUE48qzfqKibzFeHWqvV9tQcslgsOHz4MOdxNE1j/vz5w9hCICbAC188Ngsv7i/Cq4eK0Tto9smF8Zga5bpmUx3PhA0ADCYbDCYbb+09mUiAhGAlkoKUSApRIjFYiaRgFXwVAxMGxjJ2hsX5ah0OFzThcGETzlfr+rwPoWqZWwJ1o8HMOYl1FwoxkEIDGWWFnLJCiKsL01ECLaIErQgJCcHq1asREBDAeY0vsqrx/aV6MAwLO8vCzly9MSwLqUgAP4UYPgox/BRi+Cok8FWI4efVlXHvpxBDJRXBZuuyoMrJyXHZbolEgrS0NAQFub9Aq1ar3T6WQCBcH9A0jZUrV8JisSAvL4/3OJvNhpKSkgFlEtjtdpSWOi5MAl117z1FJI9AXd1qhJ1hh00guWdGJN46UormdmCvJQFLxYUQ84jU58+f73mth1Ok3nOpHpdq9Zz7FiQGIC3S0dbTYrHg448/RmNjI+91J02ahAULFnisnZ4gSCXF7ZO5nU5YlkVrpxWNhi7hulFvQrvZBl+FGCHeMgSrpAhUSSAVcTva3DY5FL/ZcRF1bSYYWCkK7FIU2ANBg0Eg3Y5Qug0aWgcf2v2spcryMnxYXoaA4FAsW3zTmBWqS5vacbK0hXPfqkmhnEJPDM94rbndgjaj1Wm5Ib4M6pgABWQiAadAcpHUoXYLs82Ohzdn4gxPvfqB0NJhwdGiZhwtulqaSSYSIClEiXkJAbhresSw2O8Srj8SgpScfUxB/cBq/zqz9/7HHakI9+EeO7iiVmdEnZ5bRA6iu9qYW6PDzakhffYdL27G/suOv7NC2DBNWI1EIYdnOAcMLURIaBiS46Kh0WgQHh4OieRqZnlpUzuOl3B/p2+dGAqViyD7gVDPs94RrOqqIb1pbgw+PFnB6Ux3tEGAqTzX7e+s1w1FUbh5QghePFDksO9shRb1bSYEe3umn3FHnFYoFFi8eDFSU1Odju10Oh3Kysp6BFO9nnucNlYRCoVQq9VQqVTw8vKCTCaDVCqFTCbr87j3vUg0fGUGZTIZkpKSkJSUBKArG76ioqInKICvhGB/DAYD9u7di1tvvXXY2kogjBYsFktPaa7W1tYeEbpbiDYYDC6TX9RqNcLDwzF58mSPOaWNJUZebQFw9uxZnD171uVx3ZNQd48HiEBNIBA8w2gQpwE4jSytq6tDTEwMzpw5g44ObvF2ypQp8PV1LRAPFZGAxjNLEzE3IQA/3XYONTojJmnU+PFC9xbV63gsr9zBaLXjfJUO56t0fbYHKiVIDFZikkaN+2dFwX+AdbhGO00GM44UNuFQYROOFjXxRr0DQIfZPd8zO1+YugsksEFE2dHOSmCEGEZWDG2/S6lpE+bOnYB58+Y5rS9a1Njusra5K/wFnZgvKoUXXH+u0tPTsXjxYoeJH8Ow6LTa0Wm2ocPSZdlostohEQogEwsgFwugEAshEwsgFhJbbwLhRkEgEGD16tWwWCwoLi6GUCjkrF83UKu76upq3omsJyetfBbfFjuDer0JYWqZx56rN3KxEI/Oi8X/7bqMFtYL+ywJWCwugJgnwzYnJwc0TePmm28eFpHazrD4776BZU/bbDZs27bNabmI2NhYrFy5ckyJqRRFwVfRFeSVFDzw8xcmBWHvT33x9935+LhXtjADGvWMCvWMCtkIRzBtQIqgHhqB+4JoU30tPvzwQ2g0GsyfP3/MCdXbzlbx7tuQHsG5PTqAP6CwvLkDEzVq3v0ljdzzgdgAL/gpxJyZvxeIQO0ShmHx88/Oe0Sc5sNotSOnUoecSh1eO1SC1ZPD8MjcGMQGeMY9g3B9khjMI1A3DFCg5rH3FtIUQrwHPy7Iqmjl3RdAd0AABher+x5jZ1j8ZadjEGAYrcMsUTkUlOuSTEZWiNPWCFQwvmCLKSwUKvBEtC9iJX3XA7ae4a+VfM+MSJfPMxD41jtC1F0isb+XBPfNisSbhx2DFYuMckzl0ZJbWlp463jfktpXoBYJKMyND8DNqSFQyTyz3pWamoqzZ8/yjo1omsb06dMxb948zuxavV7fI0aXlZU5dae5ltA0jcDAQISEhCAkJAQCgQBms5nz1l2HuduxTaVSwdvbm/M2kBrbI4FcLkdycjKSk5PBMAwyMzOxb98+t0qhZWdnIzY2FikpKdegpQTCtUGr1SIvLw9arRYtLS3QarUwcDhaDBSdTgedTofIyEgiUI8U7takGCijuZMnEAiEwdA9iOWyMqqpqUFISAiOHTvGea5QKMTcuXOHu4l9SI/2xe6fzMFfd17GY/NjIRS4t6jsLIN6sDQazGg0mHG8uBkPzo72+PWvNSarHeeqdDha1IRDBU28WV9cdFr4a4T3xl2BWgYrgmgDgmgDgmkDfGgjyuy+OGzlH1hNmTwZCxfyxX5fxc2PjON5YBBKtyGC1iFG0AIBnP8vMpkMq1at6okW7s2vd1zAJzyWnFyIBBRkIgHkYiHkki7xWiUVIVQtQ7iPDGFqGcJ95Aj3kSHYWwrRYP9JAoEwKhAKhbjzzjuRn5+PsrIyTqeGwsJC2O12pwE5veGz9xaJRNBoHOvUDhYuG81uKls6h02gBrpqOb5xuBTN7WY0sV7Yb0nAYnEhrw10VlYWaJrGihUrPD7P25lbi8IG7mzTpSlBmBDu3WcbwzDYsWMH7/sEdFmx33nnnW6/59cTSqkIf719AlZODMUvv8hFuUNNc6pHrFbZjBgnaECsoMVtC/Cqqip8+OGHiIiIwPz58xEdHT3q5/5WO4PtWdwL9qnh3hgf5s25L0gphVREc9YiLXMlUPNkUMcGeiHch/u73XDF5n04Mnb3XqrHm0dK0WgwYZLGB3+6NWVMOhz94/t87MwdeJ3OwWKxMfj0bBU+PVuFRclBeHRejFuOVIQbD7461IX1BjAM63YZLL4yH6Fq2ZCcVfgEahVlhPRK4ei6muo+AuvnmVXI75UBLoAdM0UViBNwu1H0p8TuizPWCJhxNfj4h/xG/JDfiBkxvnhyQTxmx/nBbGPwuZM+uv84YCiYbXY0t3MHIYb0ymL+0dxYfHiywmHuboYIBkihhOOaic1mg16vh7e3Y3vjg5RICVXB30uCW1JDsGRcMLzlns3GpSgKK1aswFtvveWwLyYmBsuXL3dwTtPpdDh58iSKi4vR0uLe+zqcdIvRoaGhCAkJQWhoKAIDA4c1c3ksQNM00tPTERcXh6+++gqVla7XR7Zv3w673Y7U1NRr0EICwTUMw6ClpQVVVVVobm6G2WyG1WoFwzC44447XJ6v1Wqxf//+YWufJ+f5Y4kRFajnzp076ieSBAKBMJqgKAphYWEoKnK0ZqqtrcXJkyd5LZXS09OhUqmGu4kOqKQi/OOOgQ1I+SyvPMHUSF/4jMHFsJZ2MzIrWpFV0Yqz5VpcrGlzq0YkF+1uZlDb3BCoxwvqMFXkOJnvsmljAXD/znNNmrkQDGCcIIYN4bQOEQIdwug2txe6o6KisHr1at7vh3iAArLVzsJqt0Fvcv06B6ukOPXrmwZ0fQKBMPoQi8VITU2FVCrlFKhNJhPKy8vdjoguLi7m3B4dHT2k2nL9UUlF8JGL0MrhulGl7cTMWD+PPVd/ZGIBHpsf25MZ1cgqsd+SgEVOROqzZ89CIpFg0aJFHmuHzc7ghf2O4yoAoCjgp4sT+mxjWRa7du3CpUuXeK/p5+eHe+65p4916I3IjBg/7H56Ll7YX4i3j5Zy1g/VszKcskUh2xaOREETkoQNbmXEAUBlZSW2bNkyJoTqnEodZ21YgD97GgBomkKUn6KPQNMNX7kbAGjtsPA+X2yAAglB/LXuLta0YWGSZwXqs+VaPPZxdk/wY5XWiAvVOnz9RIbHBZLhZMvJcrzJURf2WrH/cgP2X27AlAg1Ns2NxeJxQaRWNaEHPoG6w2JHjc7I65rSHz6BWuM7tKA1PoE6iL4aTONta0WlthORfgq0m234996r7iZC2LFIXIRg2nW2WgcrwklrFKoZNe8xp0q1OFV6GhM1akwK9+Z1ILt7On8fPRga2vhrZffOUPdViHH/rCi8fsgxGK7S5o0UIfeaSUNDA+9c++snZrudNDBYQkNDMWXKFGRnZwPosq5dunQpkpKSHH6jz507h507d3K6Dw0WkUiEyMhIxMTEIDo6GhKJBDabjfNmtVp7HovFYgQGBiIoKMijY+3rDV9fX2zcuBGnT5/GgQMHnL53LMviyy+/hJ+fn1t1xgkET2M2m1FdXY3q6mpUVVWhurqad8189erVLp26htORtLsPuhEZ0R730KFDI/n0BAKBMCYJDQ3lFKiLiop4F7TFYjFmz5493E3zGOE+MiQFK9HSYYG2wzJoq2kubkp27we/rLkD27OqYLExMNsYmK0MLHYGZpv96mMrA7OdgVIiRIi3FCFqGUL73Xtx1BN0hyptJ06VtiCzvBVnK7QobeJfhBwonRb3JoCMG697K8u9UCGnrFBRZujZoS1wuhvpH0zrsURUCJpy/7PCgsJNCxcgIyPD6UBULh6+7LduGzcCgXB9EB0dDbFYzGnPnZ+f75ZA3dHRwVtDcDgsv2IDvKDtsEDjK0eknxwRvnJofOWY5CQz01PcPT0Cbx4uQaOha7G2gVXigDUei0RFEPKI1MeOHcOkSZPg7+/vkTZ8mVODMh6hb2VqKJKC+wYv/fDDD8jKyuK9nkqlwr333gsvL2LFC3QFIvxqRTJWTAjBc1/kcgqtAGCBEBfsIbhoD0IU3YoUYT38aW6RpD9jQag+xVN7WiYSYOXEUKfnxgRwC9TlTgTq0mbu7GkAiAvwgr+XBCHeUk7XogvVeixMCnLapoHyl515DuP58pZO/PHbS/jfukmDvm6b0YotJ8pR3NSOCWHeuGt6xLCVZtqX14A/fsMfmCKkKajlIigkQijEQnhJhFBIBFBIuh8LIRRQKGnsQF5tG2cNcHfJrtTh0Y+yEO2vwMNzorFmSjhvXXjCjYOzwJOCeoP7AnUrt/20ZpC1p4GuElN5ddyOXwHU1f4qlNYjt7oNkX4KvHawGM3tXeMDEexYJC7sI2bzERyTjF3aQFTXu/cbwlUerBulVOiyjx4otU7KmYX0qwO9aU4MtpwoR0e/LOoqRo0UcJfBKi4uRkJCAue+4Ranu7nppptQVFSEqVOnYtasWQ7Zx1arFbt37+4RsYcCTdMIDw/vEaTDwsKIwDzM0DSNmTNnIj4+Hl999ZXTcjcAcODAAdx3333XqHWE65mGhgZYLJaecX7/ewBobGzsEaQbGxvddm7uDlRxhre3N2iaBsO4lwwzEMLCwoallNVYgPTYBAKBMMbgizx0Frk4c+ZMKBT8NexGG39aNb7nMcOw0BmtaGk3o7ndguZ2M1razWjp6HrcZDCjuLEdFdpOuDPuuCnZvQW3EyXNePUgv3WnuyilV8Rrbxn8vSSQiGj87fYJLs977VCJ0zpYgyFIJYGPXAwfuXsZ5KsmhyIlTAU7w8LOsLBdub/6NwNDhxFsbhFnnnQQbYDezi3Aurtu7G4GdQujcGHi3Zd2VozwyQswd+5Ml8cqBhlk4A7hbi702BkWP/owC1Mi1ZgTF4CUUJXb4j2BQLh2iEQixMXFIS/PsV5ifn4+li9f7nLiWVrKn50XFxc35Db25/NHZ46YmCcVdWVR/+nbq69XPaPCAWscbhIVQcgTdFRSUuIRgdpiY/AiT/Y0TQFPL4rvs+3EiRM4evQo7/VkMhnuvfdeqNXqIbftemOiRo1vnszAG4dL8ObhEofF9m5Y0Chj/FBm8UUg1Y6JwlqECdwrY9ItVI8fPx6rVq0aVXacp8u4BeoZMb4ugxmj/bnH8HyBFQBQwhPYqJQIEaDsyuwfH+bNLVB7uA51Xm2X4MTFjpwaLE0JxrLxAy94XqszYsPbp1BxxUL+63O12Jlbh48enj7oAFE+cipb8dTWbE4XAKArmPGzH83ktWrnorXDgrw6PfJq9bhU24a8Oj1KmjoGFJhb1tyB3+y4iP/uLcRvbk7G6inhbp9LuP7wkggR7iNDNYfAXNBgwKJx7s2D+TOoBy9Qn6/W8X62A3uJzn5UBy5UNGFyhBrvHCsDAIhgw2JxIQJp5wHbarUat956K2JiYrCJYfH9pXq8sL+Qt4SHO6yZEu7xoBc+tziVVOgw7/RRiLFxdpTDukQj4wWG7Rqr9Mcd6+XhRqFQ4Omnn+YUirVaLT777DPU19cP+vrBwcGIjo5GTEwMIiMjXYpKhOHB398fDz74IE6ePIn9+/fzCoGlpaUwGAxQKvmDaAhjn87OThQUFKCpqQl2ux0Mwzi92e122Gw2mM1m3HPPPW6tWX/77bcuAyIGi9VqddmXCAQCqNVqaLXaQT+PRCKBl5cX7HY7dDpdz/Yb1d4bIAI1gUAgjDlCQwcWwSuTyTBzpmsRbrRC0xR8FWL4KsSIdzKn7rTYUNjQjoJ6PfLrDcivM6CgwQBtL3vDKD85YgPcE+oPXG4catMBAAaTDQZTe8/EWC4WuCVQT4vyGbJALRHSmBHjh/mJAZiXEIBof8WARIhZsf6YFetaAHiz6Qzq6hxr8a2OF8NvfCoa9SY0t1tgtXdFGbIAJri5gDdRo8bGWVEQ0BSENAWapiCguu5pCmg32aC9YmPZXucLb6vrulVldh+ctEbhH5HuDQAVw5hBzVcDsj8Xatp6bB3/iQL4yEWYFeePOXH+yIj3d1voJhAIw09ycjKnQG0wGFBbW4vQ0FCnIjVfXWO1Wj0stmIjnWm6IT0CbxwuQYP+quVlHeONH6zxuElUBAGHSM2XYT5QPsusQo2OO5Np9ZRwxAZczYLOycnB3r17ea8lFotxzz33ONRWJFxFLKTx45vi8fCcaFRpjWBYFjRFQUB3fQ5pqus3nqIAAd11/9aRUuw8cRGThDVuC9UXL16E2WzGunXrRkUWldlm57W2nRHj2kY/2p87G7+suaNPrdbe8NWfjgm4OhacEOaNfXmOGXgXPSxQf5ZZ5XT/b3ZcwLQoH/h5uW+Jb7La8dhHWT3idDfnqnT46648PL/ac/UuK1o68PDmTM464EDXZ/XVu6cMSJwGuoSn2XH+mB13daxtstpRUG/AydIWbDlR7naWdUuHBT/77DwaDWY8Os/zThuEsUNSsJJboOZxr+gPy7Kc5wPuz1u4+qVJGjW2PJiOrCslq7IrtOi0MpDABm/q6uecpoCysjL8o4OBxcZADBuWiAtcOmpMnz4dN910U4+4QNMUlqUEY1lKMPZdbsCrB4t5A2WccZeH7b0B/gzq3vbevXlkTgw2n6joU6aLAY0OVgwl5ejYMxThhI/y8nLodDpMnDjR7XEj1+/v5cuX8dVXX8Fs5rc55yIwMBBRUVGIjo5GZGQk5HIy9x0t0DSN2bNnQ6PR4IMPPuDNLM3JycHcuXOvcesIww3LsqioqEBWVhby8vJgt3MHoLrCbDa7JVC7mw09GKxW90oM+fr6cvazFEXBx8cH3t7eUCqVPTcvL68+971F8Pb29h7r8fj4eIdr3iiM/GyNQCAQCAPCy8sL3t7eaGtzb4KVkZEBqfT6txGWi4WYpFH3sSRlWRZN7Wbk1xmQX6+HWiZ2a0JltNhxvLh5WNpptrlnBTMtanAiREyAAvMSugTpGTF+18TuLzIyklOgNmrrsTYtfEjix9yEAMxNcG+xPytLgG+//ZZ3PyWSwBKUApoOQoze7LZN3fBmULu30NP/89jaacWu3Drsyu163aP9Fci4IlbPjPWDSjp6ssYIhBuN+Ph4Xuuv7Oxs7N69G7Nnz8a4ceMc9rMsyytQx8XFjbiYPBxIRQI8Pj8Of+hnnVvLeCPfHogUoaOAxvWbM1BMVjte/oE7e1pIU3j6pquLBJcvX8Y333zDey2BQIANGzaQ+npuIhcLeWul9ucPK1MQF+iFP3x9CT42PSa5mVFdVFSE7du3Y+3atRAIRtb6OLe6jVfcnO6WQM09Xmk329DUbkag0nGcX9LInWnYO+iCL1iwXm9Ck8Hck2k9FExWO3bk1Dg9pqXDgt/suIjX75niVh/Hsiz+8PUlnOcRm7aeqcKSccFYkDT0On7aDgs2vn+Wt543APz1tvFYkOiZmoFSkQATNWpM1KjxUEY0dubW4s3DpbzW+P355/f5mBiuxsxY158rwvVJQpAS+zkCrd0VqJvbLTBauQUGVxnUnRYbtp2twpaTFdi2aQYCVVf7JrlY2GdeZ7MzeOb5V2Aw2x2ctTqba7GvTgTJFXHaz4k47eXlhTvvvBMREVeFZKudwZaTFfjsbBV2PDELS1OCsWRcEI4VN+OVH4pxusw9ATc9ytepbfpg4cug5iv9pJaL8cDsKLz8Q99ybk2MF5S04/9isVjQ2dnpMRHXarXim2++gVarxfnz53HzzTcP2MXGbrdj//79OHnypFvH+/n5ITo6ukeQJmVTRj8RERFYtGgRbzBnVlaWy9JqhLFDZ2cnzp8/j6ysLDQ3D33tdKBBK8OBuwJ1REQEKIqCr69vn5tarR7wnMPLywvJyclITk4eTJOvG4hATSAQCGOQ0NDQHoGapmnIZDJ0dDguRCmVSqSnp1/r5o0aKIpCoFKKQKXUbZETAI4VN7stJA8UO8PCZmdc1n8K95EhSCXpk1HGhVIqxPRo3yuidCAi/K59NHFUVBROnTrlsF2v10On08HHx+eatCMxMdFBoJbJZEhMTERycjJiYmIGZfc5NyEAnzwyHQpxVy1BubjLfk0qomG2MTBa7Oi02NFhtsFo7XrcabZ13Vts6LDY0Wwwo7rViGpdJ6pbjdB1dg1+w9TuCdRHi5qc7i9r7kBZcwc+PFUBmurKPO/Krg7A5Ag1RNeo3hiBQACkUimio6M5hebuWnu7du1CZGSkQ6R4Y2MjDAbuReThqD89Wlg3TYPXD5WgXt930baZ4Y6kb2pqgsViGZKl48enK3l/Y++cpoHGVw6GYVBcXIzt27fzRuxTFIU77rgD0dHRg24LwTl3T49EtJ8Cj32cjX1GJQJsBreE6vz8fHz55ZdYs2bNiC6InirhdndRiAUYH6ri3NcbvgxqAChr6uAUqEt5MqhjA69ey1nG78WaNo8IvHvzGtBmdL3g9/2lenxzvharJrkO8vjkTCW2ucjKfu6LXOz96Vyo3Sxrw4XJascjWzKdWqk/tTAO69M9n2EJACIBjdsnh+O2SWE4WtSMt46U4piLAFqGBX78aQ6++/EcjwQYEMYefME/JU3tXRnJQud9YVUrvxjMF9zb2mHBlpMV+OBEGVqvzHHePV6GXy3nX3AXCmiMjwpGdbGj40wQ1QYJrFgqLoAvzV+vWalUYuPGjfDzuxqQcaK4GX/89lKPe9lrB0vwzNJEUBSFOfEBmBMfgMxyLV45WIxDBc7nV3fPGJ7vdq2OR6D25k8qeDgjBh8cL4ehVxZ1NeONGHCL7ZcvX0ZaWtrQGnqFY8eO9WQLlpWV4fXXX0dGRgYyMjLcmlvr9Xp8/vnnqKpy3m/TNI0FCxZg4sSJUKlc/zYSRh/OAjXb2tpQUlJyQ2eJjnU8lS3NhcXCHwjYvw2egKIoBAcHw8fHByKRCCKRyO15JXEC8DxEoCYQCIQxyOTJkxEVFYWwsDAEBQX1TAy0Wi0OHTqE3NxcAF0/nKOp/t5Y4cBlx2wtT2JxQ6CmKApTo3x7MmS7CVPLMC3KB2lRvpgW5YOEQOWI1yLuHbHen4qKimsmUHt5eUGj0UCv1yMpKQnJycnQaDRDzpwKUkkRpOJeMJAIBYPKVm4321DTakSYGxnUnRYbrzUoFwwL5FTqkFOpw0s/FEMhFmBmrB+Wjw/B0vHBHq/LSCAQHElOTubNhAaAjo4OfP/991izZk2f7cXFxZzHUxR1XQugUpEATyyIxe++7ptF3cJyL4azLIuGhoZB1+rqtNjw+qHu15qFHFaoaBNUlAlqgQXxhla88sphtLa2ulx8ufXWW2/4qPdrwaw4f+x4fBYe3pyJ0mZgnzURgTaDyxrVly5dglAoxKpVq0ZMpObL1psW7etyPAgAPnIRvGUiTqG3vKXDIQvbYmNQwVNDtnepmwClBMEqqUNgCNBVWsQTAvVnZ50LEr35/deXMCPGj3fMBQBZFa34Yz+3BS4aDWb87utLeHnDZLefvzd2hsVPt51zOv5aPTkMP1ucMKjrDwSKonoyTy/WtOHto6XYmVvHW8+3yWDG05/m4MOHpkMwwnMEwrWHT6C2MSzKmjtculfw1Z+WiQTw93JcvH/9UAle/qEInZa+v5Ufn6rE4/Pj4C3jnydNGpfAKVCraDNuFl+GiuYP1FapVNi4cWNP6ZManRF/23UZuy70nTu/daQUa6eGI9Lvat83NcoXHzyQjos1bXjtUDF2X6xHf80jNdwby8eH8D7/UKjXD8ziGwC85SI8MDsKL/XKoq5m+IOM8vPzPSJQNzc349ixY3222e12HD58GBcvXsSmTZsgkfAHw5SUlOCLL75AZ6dzi3alUom1a9c6XVcgjH4CA52PG7KysohAPUbRarX45JNPPJItzYW7AvVgkcvlCA8Ph0ajgUajQWhoKKldP4ogK5QEAoEwBklI4F4M8fX1xerVqzF79mycOXMGkycPblHmRkcspDEtygdiIQ2xgIZEKIBEdOWxqOtvsZCGREhDSFNobregrs2I+jYTatu6bBGdYbExcCehY3q0L8qaOnoE6amRPgh1M+P2WiKXyxEYGIjGRkc7ufLyckyaNOmatWXDhg2QyWSj3gbXS+K+venpMi2s9sFHinZY7Nh/uRH7Lzfi1zsuYNG4INw6MRTzEwMgEY6s7SmBcL2SmJiInTt3Oj3mwoULSElJQVJSUs82PlFbo9Fc9+U67rySRd275qqelcLC0hBTjq4mtbW1gxao3z1wETGmIswSG6CkzBD1u35FqXvXWbp0KRlrXUNiAryw4/HZePyTLBwvbkEjq8Q+ayKCbHosEBdDSnEHE5w/fx4CgQC33HLLNRepLTYGmRXcAvX0aPdsmCmKQrS/AueqdA77Sjmyeyu1HbziZW+Lb6Ari5pPoB4qVdpOlxm/vWkzWvHLL3Lx3sZpnOO4Rr0Jj32U5faY6NvztViaEoRbUkPdbkM3f911Gbsv1vPunx3nh7+vSb3m483xYd54cf1k/GJpIt45WoYPTpRzHneipAUvHSjCT6+BgE4YXcT4e0FIU7Bx9AH59XqX8w9n9ae5Pu9SEe0gTgNdwbgfnarAEwvieJ8rKSEOfCMlZ+K0Wq3G/fff3ycI+r1jZQ7iNNAVGP6XnXl45/5pDvvGh3njtbvTUNzYjjcOl+BQQRNaOy1YkBiAP96a4jLbfLDUDSKDGgDunRmF1w+X9PSBFohgYykIKcf3uqqqirMWuCvq20xo0JswUaMGy7LYtWsXb6CeRqPhFaeNJjPe3r4bLcXn4KoFMTExWLNmjVv1ZwmjG5lMBqVSyesGVVBQAL1eTzLkRxiLxYL8/Hzk5+dDq9VCrVZj/fr1Ts/x9vaGycTdd3mqTZ6CoigEBgb2EaR9fX1H/RrhjQwRqAkEAuE6JCgoCCtXrhzpZoxZ/rxq/JDOt9gYNOhNqNUZUa83oVZnQl2bEXqjFWIh7XbG830zo3DfzKghteVaERUVxSlQV1RUDOm6DMNg3759SE9PdysT21O1tkYTcQFeeHZZIo4VNSOzvBUW++Dt5802pqd2tUoqxPLxIXggIwpJwWSSSCB4EqVSifDwcFRXVzs9bufOnYiIiIBcLofFYuHtM69ne+9uJEIBHl8Qh99+dbHXVgpaVoFgynGhq7a2dlDPU13fhNrTOzFOaHN9sBPmzJmDmTNnDukahIHjLRfhgwfS8advL+GjU5UAgAZWhX2WRCwVF0DMI1JnZ2ej3mDBg+tXu5W17Clyq3W89adnxPi6fZ0YHoG6rMlRoC7h2AYAAppyKAUzIcwb+zmcgy56QKD+3IkNN011Ob7052BBEz7PrMad0/oGn1hsDB7/OBuNLoJA+/Pbry4iPcq3Ty1cV7x9pBTvHS/j3Z8YpMTr96QNm3jlDuE+cvzx1hQwLIstJ7l/N176oQjTonyRET+wWrGEsY1YSCM2wAsFDY6/m4Uc2/rDl0HNV3963TQNXjpQ1GPt3Zv3j5fhoYxoSEXcAbFeXl6wS1QQmJ2Xa+iNj48P7r//fqjV6j7bf3xTPL7KqeGsF7//ciMOFjTy1oqPC/TCv9dOBNBl7c/XXk9gstp5a9o7y6AGulwvVkwIwdfnro5/DKwUPpRjUIHJZIJWq+1jf85Ho96E3RfrsTO3FmfLW5EcosLup+cgNzcXZWXcfaFMJsPixYv7bGNZFtXV1TiblYVz5y+AZu0uxel58+Zh3rx5pC7xdURgYCCvQM2yLHJycjBv3rxr3CoCwzCoqKjA+fPnkZeX10cQdqf2skAgwOTJk3H06FGXx6pUKoSEhICm6T43gUDgsE0oFEIsFrvMvu/mwQcfBMuyPVbf/e8BQCgUQigkkudYgrxbBAKBQCB4GLGQhsZXzjuRvx6JjIzEmTNnHLa3traira0N3t78FmTOOHjwIE6ePInz589j7dq117XFLR8aXzkenx+Hx+fHwWix40y5FseKmnC0qBn59a4XmvjQm2zYllmFZROCiUBNIAwDycnJLgXq9vZ27NmzB7fffjsqKip4s1Ti4vgzkK4n7pyqwWsHi/tkUbcwcgTTjn1dXZ1jppQ7vLdjLyQYmjg9depULFy4cEjXIAwekYDG/902AfGBSvzp20tgWKCFVWCfJQFLxAUOGfHd1BZdxCPPt2J6xgKsmxYBH8XwW/vx2XsrxAKnNaD7E+XPnVnGVR+5hKf+tMZH5uCckhrO3Ya6NhOa283w9xpcHWM7w+LzLO7+LzlEhWUpwfjf/kLO/X/emYdZcX4I71Xv9v925SHTid02nwW6rtOK55xkZfdv8993X8bbR/nF6WCVFO8/MG1Q5V2Gg9/cnIycSh1nxjvLAk9/moPvnp7j1DadcP2REKzkFKgL3Jg38NWg1vCUJZKLhdg4K5rz+9zcbsHnWdW4d0Yk7/OpgzUwVLi27Qe63OLuv/9+znmlt0yEZ5cl4rkvLnCe++dv8zAr1s+le9RwitMA0MDhWNFNiNr19/S+mVF9BOomRgEfnjrdJSUlTgXqvFo9/vTtJZwp1/axOL9cp0deVRP27NnDe+6SJUt6Mp7b29uRm5uLnJwcNDV11fV2JTfTIgnWrFmNlKREF0cSxhqBgYFOyxxlZWVhzpw5JCjhGtHS0oLz588jNzcXOp2O8xh3s5enTJnCK1BTFIWEhASkpaUhLi5u2N5fIjxfn5DegEAgEAgEwpCJjORfeBhsFvXFixd7BsCdnZ3YsmULTp8+3Sc68kZDJhZgXkIAfnPzOHz/k7k4+5tFeGHdJKyZEo4g1cAXkX0VYmTEkcwaAmE46G3d7Yzz58+jsLCQdzFHJpMhJGTodRCtViuamppQXFyMzMxM7N+/Hzt27MDOnTuRnZ2NtrahZ0wOFbGQxhML+4rxzQy3MNfU1DRgO7jzVTq01rlfE5eLlJQUrFixgtjEjQLunxWFDx5Ih1LatVjVxHphnyUBVpZ/mSPSVoO9+w9gxvP78YevL8Jgcp01MhROlbZwbp8a5QvRADK5o3kE6oqWTgc775JG7gzq/vbeAJyK5EOx+T5a1IS6Nm4hZt3UcDy+IBYTeJ673WzDs9tzwVz5v7ZnVfNmCXddT4MPH0rnrbd8sKAJ21zUwu4w2/CjDzOditNeEiHef2DaqCq3IxEK8OpdU3q+A/1p6bDgqa05sA3BfYcw9kjisfHmEq37U6XlFjudBV7fNzMScjG3sPv2kVKnn79xCe4F4Pn7+2Pjxo1Og57XpmkwkSfopqy5A+8dK3fruYYTvn4RcG3xDQBTItRICb0aWNzC8ttiFxcX8+4DuhxJTpdpHepvA8DXO7/nrRsdGRmJCRMmoLCwENu2bcN///tf7N27t0ecdkUjo8CnhiTc/VkF/r2nAI2G4bMNJlx7XGXC6vV6FBUVXaPW3JgYjUZkZmbi3Xffxcsvv4wjR47witMAYDa7507j4+Pj4OqlUqmwYMEC/PSnP8WGDRuQkJBAgg8IA4aEHRAIBAKBQBgyXl5e8Pf3R3OzY63BiooKpKamDuh69fX1+Prrr/tsY1kWu3fvRn19PW6++WYSPYkuq7fbJofhtslhYFkWxY3tOFrUjGPFzThV2sJZE643N08IGdACOYFAcB8/Pz8EBgZylj/oz7fffssreMbGxg5qon/8+HHU1NRAp9Ohra0NHR3colVvpEo1KO9g6IW+qLDIYYcQWzfNGPBzD4W1aRq8drAENbquRfIWlntRnGVZNDQ0uF2H2mJj8JvPMzGVHtxCqFqtxuTJk0nWxyhjbkIAvn0yA3/ZmYcD+Y1oZJU4YI3HIlEhZ11OAEgV1sFupbD5JIvipnZ8+OB0t8uvDASrnUFmOXfW7/QB2HsD/AK1xc6gVmfsIx7xZVDHBjoK1AFKCYJVUs461Ber23gtcV3xGY+9t1hI47bJYRAJaPznzom45aVjnKVLTpS04KPTFZis8cGvd3BnRALAxHBv/GlVCqQiAZ5YEIeXDnAvev9lZx5mx/lzimw1OiMe3pyJy3X8NsNCmsLr90xBcsjoc5yJ8JPjX3dMxKMfZXHuP1Omxf/2F+IXS90LmiKMfRKCuAXqKq0R7WYbvCTccyg7w6JWN3CB2kchxvppEZzW+JXaTnx3sR63TuSuBT9rUhJO7P0GAp7+GgB8/brEaS8vxz6sNzRN4Y+3puD2105w7n/5hyLcPjkMwW4IwcOFnWERF+iFOp0RHb3mad4yEeRi13NbiqJw/8woPPtFLgBAx/AHzJSVlcFut0Mg4A4eCFPLMCVCjexKXZ/tgZQB5gbuoEmapuHr64sXX3yR18bZGZdsQci0hYMFjc5OK145WIy3jpTi9slheHhONOJ5PruEsYM7Vs1ZWVlITCTZ80OFYRjo9Xo0NzejubkZLS0taG5uRmVlJa8rFxcWi8XtmvVpaWkoLS29JtnShBsHsrJLIBAIBALBI0RGRnIK1OXl5QO6TkdHB7Zu3cpbCycvLw8ZGRlu1dS6kaAoCvFBSsQHKfFgRjQsNgY5la3Yc6kB3+bWoomjbuOqSdyLRQQCwTMkJSW5JVA7W+Srq6vD559/DoVCAYZhMHHiRLdE2eLiYt7agXyYDDrAoIMIQDRLoZFV4sgRK+Lj4xAUFHRNFiDEQhpPLozDr77sEqX0rBQWloaYw7a5trbWbYH69UMl0DfXA05cnWUyGfz8/Hpuvr6+PfcSyeCsjgnDT5S/Au9unIby5g58dKoCn2VW4aAlHgtFRbyix2RRLeygcbwY+CG/EYvGBXm8XbnVbTBauRcIZ8QMbAzDJ1ADXZmB3eIRy7L8AnUA9zXGh3lzCtS5g8ygbmk3Y1+eY11rAFiWEgy1vOtLmBCkxM+XJOD53fmcxz7/XT7UchEsNu7sSz+FGK/fk9ZjyfvUwjj8kN+AizWOQnOHxY5nPj+PrY/M6BOMcK5Kh4c3Z6K53Xn20POrJ2BOfIDTY0aSZeOD8eDsaN7a2a8eLMG0KF/MH2TAAWFswZdBDXTVoZ4S4cO5r67NCBtXcXgAGh/npasenhONLSfLOc9/7WAxVqaGcIof3goZDEI11HbuYB6Rlw8efMC1ON3N5Agf3Dk1HJ9lOpYY6LTY8fIPRfjr7RPcutZwMDvOH/t/Ng8sy8JgtqG+zYRandFlUHFvVk4MxV+/u4w2oxU6ll9st1qtqK6udup0dnNqaB+BmgaDmaJy3uMZhkFOTo7bbe3Gwgpw3BqFCsYxOMtiZ7AtswrbMqsQ6i2FUiqCUiq8chP13KtkV+6lQsQGeGFciGpYgssIQyMgwPVvZVFR0ZDKwN2oFBQUoLa2to8gbbMNrWxRNxaLxa25TmJiIn7yk5+Q947gUYhATSAQCAQCwSNERkYiK8sxe6OlpQUGgwFKpeuIaLvdjs8//9yp1eyaNWuIOO0GYiGN6TF+mB7jh9/cnIxTpS34+lwNdl+sh8FkuxI1z71ARSAQPENSUhKOHDkypGu0tLSgpeWqTXBQUJBboqxarR7S8wooFiGUHj/8cAA//HAAcrkciYmJmD17Nvz9h7c0wB1p4Xj1YDGqW40AKGhZBYIpRxG/trbW8WQOChsMeOVgESZy1LIGALHcCz958nHI5c4X4Amjmyh/BX57yzj8fEkivj5Xg28OSxHXfgE0j0g9VVQNG2i8fbR0WARqPntvuVjAa2/Nh0IiRJBKgga9o5Ba1tyBuQldC8JN7WYYTNyLlVwW3wAwIcwb+y87CsoXBylQ78ipgdXO/Zqvm9a373p4Tgz25jUgi6O+tNFqh7GNW7QR0BRevXtKH7ttkYDGf++chFtePsYpap8u0+K942V4eE4MAGBnbi1+/tl5mHkE8O7n+dOtKVg71b1AmJHkl8uTkFXZivNVOs79P912Drt+PGdUWZQThocwtQxysYBT9Cys5xeo+ey9AUDj6/xzE6qW4bbJYdjOUXs+v96A+N/sxk8XJ2BqpA9Sw9WQ9bIElwVFAbWOfYCB9sLvNj3ktjjdzbPLknrmO/35PKsaP1mUgADlyAadURQFlVQElVTEm/HOh0wswJ1Tw/H20TKYIYKRFUJGcff7JSUlTgXqlakh+OuuPHTHFaQI6uEzSKcZLkysEMV2P1yyBcPoLELwCrVtJsCJDXpvovzk+OniBKxMDSVC9ShCLBbDx8cHra3cQSdAVzBddnY2FixYcA1bNvY5ffo0SktLPXY9uVyO5OTkAQUhCwQCIk4TPA7JwScQCAQCgeARoqKiePdVVla6dY09e/Y4zbi+6aabkJCQMMCWEQQ0hdlx/vjnHROR+dtFePPeNDy7LNHtyfzuC3V4YX+hQ51LAoHgnJCQEI9P4vlqAvZnqAI11/Pm5OTg9ddfx5EjRwZkHTdQRAIaT/WqRd3CcAvHdXV1Lq9lZ1g8uz0XVjuLIJo7szQpLoaI09cRMrEA69Mj8PEzt2PaguVgwf9bly6sRGVFGXKrdR5vB59AnRbpM6jyGlF+3BnQZc1X7ftLm/it/HkF6nBu2+q6NpPLzOL+sCzLW+9Z4yvDzH6Z4wKawr/XToRUNLDX49crkjmz0BOClPjFEn7b0H/uKUBRgwEvHyjCk5/kOBWnlRIh3t84DffM4Bd3RhNiIY1X75oMb5mIc39rpxVPbc2BldSjvu6haYpX9Myv53dsqWrlHl+o5SIopdyfq948Oi+Gd5+NYfGvPQVY99YpTPjjHuzKvfr7fceSDNTZ+7a3gfHCklVroVYNTJwGAH8vCX66iHu+aLEx2HyifMDXHG3cMyMS3Qnpzmy+S0q4rbq7ETMmhIu6fje8KBMmCt0L/HMGwwLVdm8ctMTikDgdj961GssmR0PoYRG5vKUTT396DiteOor9eQ1guYppE0YEd2y+s7Ozh3UuMdoxGo04e/YsvvzyS1RUVLh1jicChGmaRnJyMtavX4+f/exnWLlyJdLT0yESue7jCYThggjUBAKBQCAQPIJKpYKPD3dEvjs239nZ2Thz5gzv/pSUFGRkZAy2eYQrSIQCLE0JxqpJYW4dX9nSiWe35+KF/UW4993TaDR4LqqeQLjeoSgKSUmerfvprkA9XNHtdrsdP/zwg9vZy4Nl9ZRwRFyxLW5huIW5pqYmWCwWp9d5/3gZzlXpIIQdfhT3axcRETG0xhJGJRRFYeX8dKxZfTvvMTQFzBOV4N0DFz363FY7w5kVDAzc3rubGB6L7tJeAjWfvbePXAQfBXf22ngn2dwXBphFnVOlQ1EjdxvWpmk4A+Oi/RX41fJkt59j1aRQPDg7inf/gxnRSI/irvFtsTG4/bUT+M++QqfPofGV4cvHZ/Vkpo8Vwn3k+M/aibz7sypa8e89BdewRYSRgs/mu7CBX6Cu1nL/Rrqy9+4mLlCJJW64UdgYtk9/lhblhxlLb8cxWyyyrGE4wcRjxrI1WDpx8MEh98yIRLCK2/56y8lydJg9Y4s7UkT6KTD/Sv+kY/kF6traWt5xo16vx+bNmxHBNgBgMUNYCaGTWuCu0DMSZFvDsN08EfutCbAoQ/Hpj2Zj0bgg/G/dJBx9bgF+NDcGSp4a6IMlv96Ah7dkYvXrJ3CixLHcGOHa445AbTAYUFRUdA1aM3pgWRZVVVXYsWMH/vOf/2DXrl3Izc1FdbWj8wQXQ3ERDAsLw4oVK/DMM89g3bp1SEpKglBIjJUJowMiUBMIBAKBQPAYfFnUrqJCS0tLsWvXLt79QUFBWLVqFWftMsLwYbbZ8cQn2TBcWcQ5UdKCFS8ew4liMvknENzF0wJ1Rwd/hmRvnGVQe3l5ITw8HOPGjXNrEak/aWlpbtd+HiwiAY1fr+h67ZpZ7sVxlmVRWlXDe42Klg78e2+XGONPd/BaPROB+vomNTUVq1at4t0vpexgS06gosmxdvFguVDTxltTdLACNV8d6vLeAnUjd//Alz0NAIFKKYJU3Ha3F6sHJlBvO8OdPU1TXdb9fNw7I9Ihu5qL5BAV/r461el4sDsrW97LQrg37S6EqWlRPvjq8dmIH6Dt7mhh0bggbJrLn8n65pFSHOCwdCdcX/BlUBc4zaDmtvh2Ze/dm0fnx7o8RikROrTvgYwYfP27DXj+8Tvx9W/X4/5Z0W4/JxdiIY2HMrivoTfZ8CmP08NY4r5ZUQCcC9Qsy6KszLE2fXt7OzZv3ozW1lZE0q2IoVsQLhh4WQcbS6HE7ovvLYn40jIBufZQdEKMMLUM2zbNRFSv360Qbxl+tSIZJ361EL+9ORlhHi43kFOpw11vn8Y975zGOZ5SB4RrQ3R0NKZOnYoVK1Zgw4YNEAi4f48zMzOvcctGBpPJhDNnzuD111/Hu+++i/Pnz/epHd3c7N7aykAzqJVKJTIyMvDEE0/gkUceQXp6OnGMIoxKSKgEgUAgEAgEjxEZGYmcnByH7Y2Njejs7OQcEJeVleGTTz7htXiSy+VYv349xGLXdasInuX57/Idsqea2824+93T+PHCePz4pngISM0vAsEpERERkMlkMBodF379/PxgMpncFp0B9zOo/fz8kJqaCrVaDbVaDW9v7577/hHzer0ef9l6EPXVFQij9ZDy1DIEuhY7Fi9e7HZ7h8Ky8SF4fH4sXjtUDAtLQ0w5WtO+/O1ZvPBUpINlMsuy+OUXF2Cydp0TSHFndUql0mGvqU0YeSZPngy73Y6dO3dy7velO/HB1u34/VMPeCQYjs/eWyYSIDV8cO4G0f7cInN1ayfMNjskQgFvBrUzgRroqkPdoG902D6QDOoOsw07c7mdFeYmBDitfUzTFP55RyqWv3iUV0BWy0V46960PrVr+Yjwk+O3N4/Dr3dccK/xV1g9JQzPr54AidD1c4xmfrE0EVkVrbxZ/E9/eg5v3ZuGWXGk77te4cugbumwoFZn5Pw+Vg0xgxoApkT4YEaML06VanmPmRSh5pw/KCRCp44OA2XD9Ai89EMRZy3qd4+W4r6ZjmOHscS8+ABE+snR1sqdKd5NSUkJUlJSev7u7OzEli1b0NLS9TslohhMF/GX47KzFARXAvwoikInJUWTVYIaxhtldl9Y+kkLYWoZPt00Axpf7s+NUirCw3NisHFWFL67WI+3j5QO2K3DGceKm3GsuBlLxgXh50sSkcjzXSAMHzExMYiJuRooNX78eJw/f97huOLiYrS2tvK68I11ampqkJWVhQsXLsBqtfIe5wmBWqlUws/PD/7+/vD390dISAg0Go3btaUJhJGECNQEAoFAIBA8RmQkvxVbRUUFkpP7WjiWl5fjk08+6RNB2huKorB27drrdtIymtl9oQ4f8NRoY1ngxQNFOFuuxet3p8FbTmoWEQh8CAQCJCYm4ty5cw77Ojs74ePjwylQBwUFYdKkSejo6Oi50TSNkJAQt55XqVRi9erVbh2rUqkQHJ2Ez8uEAFj4Up0Io/UIpdsQJGgHjauZxytXroRU6nwx1JM8syQRVa1GaC8XIJhyzPxqa2nAb3ZcwD/W9M2q/PRsFU72EgmDaO6ssYiICLJ4c4MwdepUNDU14/TpU5z7WW0lDh09jgVzh15OhE+cmRo1uPrTAH8GNcN2CUtxgUp+gTqQ+9xuxod5Y/9lR4H64gBEg125dejgyRpfN9W144LGV47f3pyMX37pKCrTFPDS+sm8ggcXG9I12JtXj0MFTW4d/4uliXh8fux14dYjEtB4ecNk3PzSUbR2Oi6Kt5tt2Pj+Wfx33UTckho6Ai0kDDcJTkS5R7Zk4uOHp0Mt7xv8y1eDOnwA3zsAeHRerFOBOi3y2szrvCRC3DsjEq8dcqzDXNtmws7cWtw+md/ZYbRD0xTunRGJf+9y3k+XlJSAZVlQFAWj0YgPP/wQjY19+3sJxd13NzIKhCWkYlFyEHIa7fj4nBZVbfylVTS+Mmx9ZAbC3QhqEApo3DoxFCtTQ1DW3IHCBgP0JhsMJhsMJisMJhv0xq57g/nKvcmGipYOMG44ke/Na8C+yw1YMSEEK8aHICPeH94yMmcdCdLS0jgFaqCrzNtNN910jVs0fBgMBhQWFiIzMxN1dXVundPU1NTzHXWGUqlEaGgo1Go1/P39ewRpPz+/azo3IxA8DRGoCQQCgUAgeAwfHx94e3ujrc1xotxfoK6oqMDHH3/sNJp02bJliI4emsUbYXAIBTSUUiFn1kE3J0pacO97p/HRw9OhkpIJP4HAR1JSEqdAbTQaOTOrAWDSpEmYOXPmMLfsKleFHwpaVgGtXYEL9hD4Cmi8tswHhw4dQnx8PBISEq5Zm4CuBdh/3ZGKZ/53Duh0FJn9qE58llmNCF85nlwYDwCobzPhb7su9xxDgUUgzS3cEXvvG4slSxYjt6gcRm095/7DBw8gMjy0T+bPQLHaGWSVc4szg7X3BoAIXzloCpwL86VNHQj3kaNGx92fuJNBzUVtmwkt7Wb4eXFbgPdmWya3Za6fQoybkl3XpQWAddM0OFbcjJ25fRd1f7U8ecD1oCmKwj/WpGLJ/46gzcg/1pSKaPzvzklYPsG94J+xQqhahv+um4QH3j/Lud9iZ/DU1hw0G8zYOJuMta83/L0k8PeSoLnd7LDvUq0ed79zuo9IbbLa0aB3PBYAND4Ds2KelxCA2AAFSpq43WGmRnLXiB8ONs6OwjtHy2CxOzqwvHm4FLdNChvTQSlr0zT4994CXLIFQQQ7EoSOmZhtbW1oaWmBUqnExx9/7LZoxrDASWsUpFVCfFRQD6OVW8TuJtJPjq2PzHDqlsEFRVGICfBCjIvfqW6KG9vxv/2F2JXr+v9g2a7gqV25dRDQFKZEqDEvIQDzEwMxLkQFeow5gXU7jCjEgjH1udVoNAgMDHQIjACAnJwczJ8/n9cGfDTT2dmJ2tpa1NbWoqamBrW1tTAY+Mso8GEymdDZ2QmFwnkwIU3T2LRp02CbSyCMWohATSAQCAQCwaNERkYiNzfXYXt5eXnP48rKSpfidFpaGtLT04ejiQQ3WDwuCN/9eA6e+CQbuU5qUOZWt2Hje2ew5aHp8JKQoSWBwEVsbCxEIpHTPq8/cXFxw9giRyJ5MqS0JgbJqWlISUkZcKYxwzAeyU6WigS4e8FE7NlV4bDPmzJCADv+vbcQ4T5yrJoUit9+dQGGXjbBPlQnRBz24AARqG80BAIBHrnvLvz9hVchB4cYw7LYvn07Nm3a5LSOuzMu1rTxZhLPiBm8MCMW0gj3kaOSw4a3rLkDGl85WJ6sssEK1ECXzff8ROe16osbDbx20rdPDoNY6F4/QFEUXlg3CckhKuy/3ACVVIR10zRYMUjxOEglxZ9XpeDpT89x7g9USvDO/VORGq4e1PVHOwsSA6+USXDMIAW6xJs/fpuHpnYznlmSOKYED4JrFiUH8tZavlSrxz3vnsbHD82At1zEG9wCYEDOBUDX9/jpRQn48VbHsk8CmsKkCPWArjcUApVSrEkLw9Yzjq9Dfr0BhwqbsMBF/zaa8ZaLcNukMHx6loEYNsQLmsH1Nc7Pz0dRURGqq6vdvnaePRitrBxoM7k8NtpfgU8emY4Qb8/WleYiLtALr941BY/Na8N/9hbgoJsuGXaGxdnyVpwtb8W/9xbC30tyRawOwJx4fwdHAVfXMpis0Btt0JusXTdjV+a3/krmt95kBcOwkEuEUIgFUEiEUEiE8JIIIRcL4NXrb6lIgDajBY16MxoMJjTqzWg0mNGgN6HRYEbTlcedV8YWId5SzEsIwLyEAMyO9x/1geIURSEtLQ27d+922Nfe3o6CggKMGzduBFo2MCoqKlBdXd0jSOt0uiFfU6lUIiUlBSzfAI5AuAEgq4gEAoFAIBA8Sm+BWiAQICwsDJGRkT2Z0FVVVfjoo49gsfDbg02cOBE333wzWSgbYTS+cnz+6Ez8fXc+3j9ezntcdqUOD31wFh88kO5WbUgC4UZDJBIhLi4Oly9fdn0wuiy3r3Vd5Ag//gXoSm0nJgywbm5eXh6OHDmCu+66CyqVakDnMgzbs0A3UaMGAMRFabCH41iaAnwpI5pYLzy7PRcXatocrIr5sqcFAgFCQ4m97Y2Gr1qFgIkL0HZuD4SU44JgZ2cnPv30Uzz00EMQiQa+6MtnbSsTCTAhTD3g6/Um2l/BKVCXt3QgrIlbGBALaIS7yIAMVEkRqJSg0eAo2l90Q6DexiOCAV1Z0QNBKKDxxII4PLHAM0E6t04MxaGCJuzIqemzPSVUhXfun3pNBJWR5GeLE1DR0oldF/izDV89WIJGvRnPr54A4RiuyUvoy7PLknCqtAXlLdzW3RdrukTqjx6azlt/GuiqKTxQVowPxpuhKlyq1ffZvmZK2DUPaH14Tgw+PVvFGcDz5uGSayZQFze2w2CyIsRbhgClhLMO92C4d2YkPj1bBQuEaGYVCKAcM9f3798/oGu2s2Kcs7k3PooJUGDrIzMQpLq2FsPjw7zx/gPpyCzX4p97CnCmjN9WnovmdjO+yK7GF9nVoCkgPlAJmqZgZxjYGRZ2hoXtyn3vv612pkcoHinq2kz49GwVPj1bBQFNIS3CB/MSuwTr0ZoZnpqain379nGWdsvKyhoTAvV3332HhoYGj1wrLi4OU6dORXx8/JjMHicQPAkRqAkEAoFAIHiU2NhYzJ8/H5GRkQgPD++zuFtdXe1SnE5NTcWqVatITdBRgkQowB9WpmB6tB9+sf08r+X36TItHtmSiXfunwqpiEyyCIT+JCcnuy1Qx8Ze+zqoQUopxAKa0wZzoAJ1RUUFvvjiC9jtdrz77ru45557EBDgaM/bqDehpKkDFS0dKGvpQHlzBypaOlHe0gGTlYFcLMClPy0FRVHw8/ODWCzm/P3wozvQZPeCxc7g3WNljv8bT/3psLAwCIVkSnwj8sDiybgruxCzBKWc++vr6/Htt9/i9ttvH/B38VSv2ue9SYv0cTuTmI9ofwUOFzpmi5U2dSBYxS0iRfrJ3RIdJ4R540C+o/3mBRd1qC02Bl9m13DumxKhRnwQfy3cawFFUfjnHakIUkmxI6caFCjcNjkMP74pDnLx9f/9FwpovLRhMnwUInx0qpL3uM+zqqHtsOCVu6Z4PNiwoN6AQwWN6LTYsSg5aMABT4TB4asQY+umGVj/1ilU8IjUF2racO97p7E0JZhzf5BKMqhxvVBA48170/DYR9k9fcii5ED8cnmyizM9T2yAF5aMC8KeS47C0qlSLc5V6TDpSjDccPLBibKe76CAphCklCBELcPicUF4dF7soK+bEuqNtEgfZFW0opZRIYDmtlYfCGesGtjg+n2PvSJOB15jcbo3U6N8sW3TDBwtasa/9hS4/M3igmGBgoaBWzOPBuwMizPlWpwp1+Jfewrg7yXG3PgAzEsMwMxYPwR4SUZF0L9MJsP48eM5Sx6VlJRAq9XC1/fa2f8PhtDQ0CEJ1AqFAlOmTMGUKVPg4+PjwZYRCGOb6380TiAQCAQC4ZqiVqsxf/58h+01NTX48MMPYTZz1zcDgAkTJuC2224j4vQoZNn4YIwLUeHud0+hSsttA3isuBmPfZSFN++dOuRFeALheiM+Ph40TYNhuK2me3Ot7b2BrlrP4b4ylHLUjOTK2OSjsbERW7duhd3elV3S1taG9957Dxs2bOix086r1eN3X1/ktQTuptNiR6PBjCCVFDRNIyQkBBUVjjbffpSz9pH60wRH/L0kSJs8CXnZ7RgndBRlASA3NxehoaGYMWOG29e12Rlk8tafHvrCa0wAd33CsuYO3uw1V/be3YznEagv1ug5jr7KD/kNaOngDjwcaPb0cCES0Pjl8iT8cnnSSDdlRBDQFP6yajwClVL8d18h73EH8htx9zun8O790+CjcN/ulgujxY6dubXYeqYS2ZW6nu0v/1CEZ5clDUmQI7hPiLcMWx/pEqn5fstzq9twkUfU0/gMzN67N+E+cnz7VAYqWjogFwvh7yUeMaHsR/NiOQVqAHjrSAleuztt2NtQp7tqlW1nWNS2mVDbZkJS8NCDeO6bGYmsilbU2L0xUehejWkAYAH0f0e0jAyVjHPxTEBTuG1SGH53S/KArLGHC4qiMDehy6p7z6V6/HtvIYobucd+1zvN7RZ8mVODL6+4hijEAmh85Qj3kSHcp+u++2+Nr/ya2oNPnTqVU6AGgOzsbCxatOiatWUwhIWFISfHsXSBK6KjozF16lQkJiaSwFgCgQPyrSDccNTU1EChuDqxDw4OhlTqOtpPr9dDq3VcbBCLxW5bA1ZXV3Pamfj7+8PLy/XCQWdnJxobHRcNaJp2e4Gtvr4eJpNjDRm1Wu1WnTWLxYLa2lrOfREREW6JSs3NzWhvdxwsenl5uWVnyTAMKiu5o79DQ0MhFrseIOt0Os56IVKpFMHB3NHD/amsrORcZA4MDIRc7noi197ejubmZoftQqEQ4eHhbrWhtraWM5PI19fXLTtNk8mE+vp6zn1RUVFutaGxsRGdnY6TXZVK5VYEpM1m462FFB4e7tYATqvVQq93XDyTy+UIDHTPsqt3feTekD6ii6H2EQ0NDThw4IDTzOnx48fjtttug1arJX0ERm8f8Y8lIXjyk2xoaTXnOQcLmvDU1my8ctcUiAQ06SOuMBr6iP7fbTImurZjIplMhqioKJSWXs3Y7Ozs5PyOumuJ7en+zpfRobCt672lBGIIvLoWKF0J1N39nV6vx2effdbThysUCohEIhiNRmzZsgV33HEH/MOjsfH9M32shBmLEYyRQwSjBCjvJbzxCdT+dAdshhaAcfxMKWViKKTctb97f1bImOgq10N/504f8VBGDBafqYAvbUQwR5Z9e3s7Pv30U1itVmg0V4VWZ33ExVp9T/1p1m6Fvf3q6xAhDut5bQc7b5IYW2BrawAlkkIgv5qF2mgwI7da53A+yzLwYXSc72n/PoKvDnVVfRPO5RU6iBDdYyI+e2+5WICbU7ve7+t1TNTNWOgjKIrCj2+Kh4wx4s9fZqK/2zEllECgUCO7Uoc73jiBLQ9N57V2dtZHlLVasPVMJXbk1HC67jAs8LevstFSV427Z0T22UfGRH3xVH8Xqpbh003ORWqroRWs3fH7ESBxbzwy2teJxoeGIj3KF2c4Aoj25TWgud0Mfy/JsM4Bq5scrwt01RPuzWD6u+XjQ/AXr8toamdgZWmY2tt6AgV7I5PJIJFIAACdrAjHrFGIE7Qgmtb21K4+ZwsFa7PC3uEYROgjF+OBpdOwYXqEy/III9HfURSFZeNDsHhcMA4XNuKb00U4cqnCoXxFd3/nDrY27sAGgcIHlND1OJsxd4IxcWRn00IIlX7utUHfDLCO7yctU4EWO38fOix25FU14WIBRxAKRcE3MBQRfnIsHx+Cu9IjeIOTPDFvslqtEAqFDp9vb29v5OTkYP78+U5/x0Z6LTk0NBQmk4nzdRAKhX36a7VajXHjxiEtLQ1+fn3fZzIm6oLMm7oYDeMIo5E7AeVaQQRqwg3H0qVL+/x98OBBzky//rz33nv46U9/6rB94sSJvBFg/cnIyOBcVHv//fexceNGl+fv3bsXt99+u8N2b29vzkE0F+vXr8fhw4cdtv/hD3/AH//4R5fn5+XlYfLkyZz7Wltb3RqYPPPMM9i8ebPD9vvvvx8ffPCBy/P1en1PLdv+5OTkYNKkSS6v8cILL+BPf/qTw/Z58+bh0KFDLs8HumyI29ocB3k7duzAbbfd5vL87du344EHHnDYHhkZyfsD158VK1bg/PnzDtv/97//4Sc/+YnL80+dOoUFCxZw7mO5ijRxsGnTJnz99dcO259++mm88MILLs+vrq7mfT/LysrcGtz8+c9/xosvvuiwfdWqVfjqq69cng+Atw2kj+jCE33Ec889xztAGzduHG6//XYIBALSR1xhtPcR0/5vH2etSgDYc6kBP912Di+un0z6iCuMhj6i//OQMdG1HxMlJyf3Eaj37t3L+R3V6XQj3t9JNOMRfNffAQCVWud2kXz93bp165CU1JWxaLPZsG3bNrCaKWg09F2o7iw4jpbvXnA4X6AKRPkDCzA9pmthh2+S7k0Z0bT9j7A0Otp7x920AchI4Dyvt+hIxkRXuR76O3f6iLhALyxICsahfDtWSi5BQfUNZNi+fTsqKiocXk9nfURve29rcxXqPvhxz9+r3rh63FDnTYrxN8H/5r6vMVedWdbcib9vvBV/57h2/z6Cz3ZZn/k1Jr+43mH7vHnzsPXr3ZyW4wBwS2pIT63Z631MNJb6iEu73kP1G459hCx+BgJX/xYAUNLUgdWvHcdfb5uASD85ApVSqGTCnuxXvjbM/vFLqJbFuGxDe+4+/PaFt/HbftvJmKgvnuzvQtWyK3bfJzmdkJq++QfMVRcdtpe2PwE8OMdlG8bCOtGj82Nw5oOrIoBURGPdVA0enhMDf68u0XY454BR6/8ARE5z2N5f6B1MfycW0rgrXYOXfihGHaPCdx+/xmlFvHTpUsyYMQNGVog9lkS0sTLUMmqcp0KRKqyDmjKikvGBufYCGrb+2uH8GgA/+8/o7+8ENIWFSUH45o3nkcMxJurd37mi5o2HOLcHbfgbpBGpLs9vz92H1h/edtguCoxG6AMvu9WG+o+fhV3vGITit+In8JrgOuvYVJaDph1/ddhOSRQQ/mQbLtbocbFGj80nyvHGvWmYEuGYQT/UedOlS5cwZcoUzn3PPfccKIrC66+/DpqmwbIsGIYBwzB9Hm/btg1ZWVkO52dkZOCJJ56AUCiESCTqcy8QCCAUCiEUCmE0Gnl/xw8fPozp06dDLOZ3eggMDMTp06c5+4Lk5GS89tprCAsLQ0hIiFNRkIyJuhgNYyIyb+rixIkTbj3PcEEEagKBQCAQCNeEVatWYe/evQ4D1uTkZKxZswYCAalbPJb45JGuRa7mdu6s+J25dRALabg5PyEQbggSExOxa9eukW7GgBmIxbczWJYFKrMwSRiKc7ZQOBpLOlLWfPW5Q0JCOI+hKUAAbuv0AIljNDnQtcgkkznPOiFc/zwyJwY/5DfiB0scVojzIaCG9qN1mqf+9FggSCVFoFLCG3zWH12nFf/8vgAMz0u2bhqx0B/LNOjNeHhLZs/fYiGNQKUEAUoJ7znFTe2Qkrd91BKmvmr3Xd3qXraUSnbt7H+Hm/kJgUgI8kKTwYz7Z0XhvplR8B2ilf1A6DDbwJUb2T+DerDcNT0Srx4qQS3jPPvRxAqw94o43U0bK8NRawxoMHBnbDbWmaTxxoLpEThU0IQanWcyBxViAVQyEVRSEZRSIVQyEYQ0hexyBRwlVX7UchGClFIEqrr62yCVFP/aLEKL82obHqHRYMb6N0/h/24bjzs9UKKjuLgYeXl5aGxsdEtoa2lxPobiyhAFAIPBgPz8fJfX58p87uaTTz7BDz/8AJqmIZfLIZPJIJPJeh73vuciMDDQLTGSQCA4QgRqAoFAIBAI14Tk5GR4e3tj+/btPZZGSUlJuOOOO4g4PQaJC/TCRw9Px/q3TkHXyW2f+2V2DcR112A2TSCMEVQqFcLCwlBTUzPSTRkQtToTrHYGIoFnastPEtZCDgtO2qLAulgIbdRfXUzy8/ODWCzmtKQT8gnUYu7FLFJ/mgB01YUeH6bCxRrgpC0KGSLHLHx3sdkZnC13Xld9tDOBpw41F/n1euhyuPuyuEAvTIlQe7BlhJHGYmNQ3Wp0W9gkjE7CfeQ9dt/uvJfXsj7tcEPTFF67ewpC1TLIxaNnOTyEx0p/oAR7S7E0JQjHLvK/rzaWwj5LIlpZbpGNAY0wtQwl3C7I1w2BSin+evsEsCyLkqZ2ZJa3Qme0QkhTENIUBDQFAU1DSFNY9w/uazx/+wTctHABVDIhvCRCCHnGyC9ojyFrm+P25GAVfvjtIig2Q9QAAQAASURBVHSY7ei02qAQCxGokkAidFwXeV0iBJd0+8ySRPhOTsLhwiacLWuFxc49Fh4IFjuDZ7/IxcXaNvzulnFDGvs3NDQgOzsbAL+4PNpgGAbt7e2cVuIA0NHB7SpVU1ODzZs3w8vLCwqFAgqFokfk7n9zF5ZlYbfbYbPZYLPZIBQK3bKMJhDGGqPnF5lAIBAIBMJ1z7hx47B27Vp8/vnniI+PJ+L0GCcpWIWPHpqODW+f4qwzCADVHopKJxCuF5KTk8ecQG1nWNTqjIj0U7g+2E0ShM2QUVYcssZCSHOL1KFqGf67blLP3zRNc9ahNjBiiHgyX81G7uxvIlATgK56lY/MicHTn55Dsd0fflQHkoXOBdru2oH9a6peqtWj3Ty6FmD9vSTgrhDNzfgBCNTOWDdVw2uRSSAQRpZwH3lPJrWr7FHv6yiDGgDiApUj3QQHglWeE5zunRGF7y7UwQZuUbHQHgCa5R7LJQYp8ZNF8ViaEoybf12I73mew5MBiyMNRVGIC1Q6/Vys49keHeCFCD/X9YL5nxvw85LAz3V5WF6CvaXYODcWm+bGosNsw6nSFhwubMKhgqYhux9tOVmB/HoDXrt7So8F/kBxt4bv9YDVakVZmXtBjmYzt1PNt99+i5KSkh5B2mazObgPenl5obCwcMjtJRBGE9fHLwqBQCAQCIQxQ3JyMjZu3Ii1a9dCKCSxcmOd8WHe2PJgOhRiEmhAILhDd03mscZgFrrGjRvndL9G0Ial4gKsnBDAuZ9Lt+5v811t98Y3lvGwUwOb2hKBmtDNigkhCL1isXrGpkE943y1uLS0FJ988olDds3pstFn7x3tP7Cgkglh3HWoB4KQpnD7lLAhX4dwbVEPkxDpLRPhwdnR+MXSRJfHthm5HXkInkfj25VJHeYie9dLSuZqw4mPXASZh+ZQbW1taLx4DKsVhRCAO2ivnXUUw+MDvfDqXVOw++k5WD4hBDRNISPOn/d5Oi12j7SX4FkUEiFuSg7Cn1eNx5FnF+DMb27CF4/NxAvrJmHVpNBBXfNMmRa3vnwMF6od6yW7w40kUA8EvhrNHR0dMBgMMBqNsFqtnMe1t7ejsZE7kLCzsxMnTpxASUkJWlpa0NHRMWYy1wk3NmSkQSAQCAQC4ZpDhIHri8kRPnj/gXTc/94ZGK1k0YJAcIa/vz8CAgLQ1NQ00k0ZEIMRqFNTUxEaGorvvvuO95hAugPFlcVuXzM0tGuRjWWBy/YgnLVpwIJCJ+P+Aq9KpYK399CFOML1gUhA44HZ0fjrd5fBgsYhSxxWSi45Pae4uBhvvPEG1qxZg+joaADAqVLttWjugIgOGFh214TwoX8vbkkNGXS2FWHkSIv0QVByIPZfHnoGPQCkR/virvQILBsfDKmoq39WiAX447d5vOfU6ozYlVuHm1NDeI8heA6Nb3cm9UnU8xxDEyeEYSXY2zP23kCXy0xOTg5UACgegbo3sQEKPL0oATdPCIGgX0Tg1Egf3vOut6z665VApRSBSinSIgFUhOIdjmMUYgFWTwnDl9n8zk61bSbc8cYJiNq5s36doVKpIJFIeDOGCZ7FYrFg7969Dtu7rcG7bxKJBDqdjvMaRNAmjAQUyxe2QSBcJ1y6dAnjx4/v+XvPnj1ISEjo+Ts4ONitGg56vR5areOig1gs7lkoc0V1dTVnZ+/v7w8vL9e+Lp2dnZyRUjRNuy321NfXw2QyOWxXq9VQq9Uuz7dYLKitreXcFxER4WB1x0VzczNnPQ8vLy/4+/NHanbDMAwqK7mL4oSGhkIsFru8hk6n4/xBlkqlCA4Odnk+cNXerz+BgYGQy10vBrW3t6O5udlhu1AoRHh4uFttqK2t5azD6OvrC5VK5fJ8k8mE+nru6WhUVJRbbWhsbERnp+OitUqlgq+vr8vzbTYbqqurOfeFh4e7lWGr1Wqh1zvWuZXL5W5HbZaXl3NuJ31EF6SP6IL0EVfh6iNOFDfjgQ/Owmy7+n/bO3S4JcUPzy3rmzVK+ogurmUfsW3bNqxfv77nbzImGrn+7sKFC/jiiy/Q2dnZ8x1VKpW49957IRaLR7S/e/SjLFysaQMlEEPgdXWB8kdzY/CrFcmc13DV3z356jfwacyBgMeG22KxQCaT4Y477uhTm42rv2tqasLLr7yGU7YIFNqvfn9thhYIWDteumsyJoarAXR95nU6HSSSvmLZ+PHjcccdd/TZRsZEV7ke+ruB9hF6kxWznv+hx6JbRZkw3ZwNBeNYa7B7ga+befPmYXbGHKT93wEYell8s3Yr7O1aPJQRjQdmR/e5xlDGROeqdHjq8zwI5K7F5N/dnISbNNzBG3x9RMY/fuhTm5YxtYMxO74O/fsIAND4yvDtkxlQy/te90YcE3Ex2vsIXz9/bD5ZgW/O1aBC2wldJ3dGs62tgXO7r38g7pweg/XpEYgL5P6evn2kFH/ZkQXGZHDcSQsh9fbHq3dPwdIU5+NtMia6ylDHRJUtnVj9n12ob+37njy3LBH3zkshc0AMfQ74rz35+LawA7So72fqpqRAvLtxWp9tg+3vWJbFP/7xD5hMJhgMBtjtV4OGs6xhKGP8QEuViAsLwNOL4nFLaqiDMN2NyWTCvswCxAUqIOtXr/t66e/ImKirj9BoNNh8ohx/2XUZdoZfIrK3t+LOyUF4bH5sn3rbruZN7777LqqqqmC322EwXO1jJk6ciJkzZ6K8vBxyuRxCoRAURYGmadA0zflYp9PBYDDAZrPBbrfDarXCbrdDKBRCLpfDZrPBarX23HfXb7bb7bBYLD3Zx1xSmFKpdKv0nMlk4pw/CoVCt94LoMvtgKsNCoUCIpHrABCLxcL53aJp2q3xDACHPqIbmUzW856q1Wp4e3v3PFapVD01tq1W63U/JrqR+ojMzExMm3b1t+jixYtISUlx67k9ARGoCdc9/QXqa/0lIxAIBALhRuJQQSM2bcmCxd61MJMYpMTXT87uyZ4hjBxff/01brvttp6/yZho5GBZFsePH8fRo0dhNpsRGhqKlStXOthXjwQ/3XYOO3IcMymWjw/G6/ekDfh6WRVarHn9JAIpA24SF0FC8bsshIWF4b777nMQlHvDMAwW/n4rym1qzv2+CjG+enw2QlQi/P3vf+dcfFmxYgXS09MH/L8Qrm/+uisPbx+9Wj9QCDumCysRL3QUCvrjHxyG18r90QlHAWTbphmYHuPnsXY2GcyY9tf9bh275cF0zE3gttDn4/3jZfiTkyzX3gSpJIjyUyDKT4Fp0b64JTWE/N5fR5htdjQZzGg0mK/e601ovPK40WCC2cogyl+BW1JDsDQl2K33/9WDxfjXngLe/SIBhTfvTcPCpCBP/jt9IGOivjToTfjLzjycKGmBUirEwxnRuHdm1Eg367rhwQ/O4od8R4Hw7ukR+OvtEzz2PN1iYH+sLI0c+RQ8vHgSbp0Y2kdgJBAA4GRJC574JBvaDsdArt5kxPnj5Q2T4aNwHfABdNVVzsrKctgeFRWFjRs3DqapA6KmpgZnz57FxYsX3c4ODgkJQWpqKoxGIzo7O2E0GmE0GtHR0dFzu9HlNLlcDqVSCS8vL6c3qVQKijhxjHpGWjsjFt8EAoFAIBAIBI8xPzEQr949BY99lAWRgMard08mi9UEQj8oikJGRgZmzpwJlmUhEAhGzeRd48udzTgYi2+WZXtEiEZWid2WZCwWF0BBcWfl1dTUYOvWrbj77rt5MwhomsaMQBYVtSxYOL5m2g4LHtp8Fi/couEUpwFSZoLAzcbZ0XjveHlPBpENAhy3RaOOUWK2pBIClj+4orm+BrdKGnDMGo1qRt2zXSKkMVGj5j1vMPh7iaGUCPtka/MRy5PF6oz7Z0bBamfwztEyNLebEaCUINJPgWg/BSL95Yj2UyDKX4FIPznkYrKkdD0jEQoQ7iNHuM/ArOJd8cSCOFjtDF7YX8S532pn8eiH2Xjn/qkDDrAgDI4glRSv3DVlpJsxajBZ7R6dv9S1OWZcAkCoixrgAyUgIIBToBZRDNKNmbAVd6I5dK7b2eCEG4eZsX745snZ+NGHWbhU65hR2s2x4mbc8vIxPLM0AbdODOPNwu+GLwu1oaEBLMsOy/zHYrHg4sWLyMzM5HV24CMmJgZr167t4+jUH4Zh0NnZiY6ODrS3t6O9vd3hcW9h+3q0OO/s7ERnZycaGrgdVboRCAQ9YrVCoXAQsOVyOcRicZ+bSCRyK5udcP1AZhMEAoFAIBAIBI+yeFwQ3t04DW1GK+IClSPdHAJh1DIaJ98poSpkxPlD4ytHhK8ckX5d93zCtTOOF7f0qcurY2XYZR6HxeJC+NBGznPKy8vx+eefY926dbyvz/wEf5Q0luGsjVtoLmpsxy+/KcR4VuCQsS2RSNy2bCPcWISpZbh5Qgi+Od93MbOU8UezyQv3BNais62F93wpZcMicRHOWsNxyd7lhjAlwsfjQVoURSHKX4ELNW1Oj5OKaISoXFsL9oemKWyaG4tNc2PBMCxoF4vPBMJgePqmeFjtDF49WMK532Jn8MiWTLy/cRpmxbm2dyYQhgrLsjhZ0oI3jpTiQrUOP/x8vttZoq6oa+Me84R4D7yPdkZAgPOAjry8POTl5SEpKQnz5s0bFc49hNFDuI8c2x+dhee+yHUYC/WmRmfET7edx+uHSvCzxYlYmhLEKzTzjbmNRiMMhnbUG7sCOExWO0xWO8xWBiab/crfTM+92WaHnWER6afAXekR8JY7BrKyLItTp07h8OHDnDbcrpg2bRqWLVvmcn5G03SPwBoU5Nrpw263w2Qy9QjWRqMR+vYOHM2vRUtbB/yUUkyO8odSJoFQKOxzE4lEEAqFEAgEMBgMaGho6Lk1NTVxlk8ZTdjtdrS1taGtzfmYtT9CodBBuJbJZA43uVzusE0oFMJms/WxfO//uPsmEAg4X+/+21iWhdlshslk6rnv/bj3vVgshlKphEql6nNPssn5IQI1gUAgEAgEAsHjzBtgxovBZIVIQJNsawJhhFmaEuyy9qc7dGVP5zts74QYeyyJeDCwHJ16Hee5hYWF+Oqrr3D77bdz1q0MDQ3FOMEptLHSPnWoe3Oh2Y4CpGKisBZJgsae+tcajcatWpiEG5NH5sRwLsrqWSnebIjCmiAl5G3lTq8xTVSNakaNNlaGGR609u5NtBsCdYy/15DFZSJOE4YLiqLwzJJEWO0s3jpSynmM2cbgoc2Z2PxgOtKjXdejJBAGg83O4PtL9XjzcGmffnXlK8fw5r1pSAn1HtL1jRY7bz334GssUHeTn5+P+vp6/PjHPyZjIkIfZGIBXlw/CRPCvPH87stwUpYahQ3tePSjLEwM98YzSxOREefvIMA5Cwpd/9Ie5LUP3EXg/eNl2PlUBgL7BeGdOnUKe/bsGfD1/Pz8sGDBgj4Wx55EIBBAoVBAoVAA6CqfcfurJ5BXBwBd21K0dnz2o4lQSPiluqCgIMTFxfX8bbPZ0Nzc3Ee0bmhoQHt7+7D8H9eSbgGZq0b1WEUkEkGpVPaI1iqVCoGBgQgNDYWfn98N3RcTgZpAIBAIBAKBMKKwLIvnvshFaVMHXrlrMsm6JhCuA/bmNeB8NbeANjkmGD9atwDvvfceb0T9hQsXIJFIcPPNNzssdoWEhICigBnCShhYKeoYFec1LBDirC0C+fZApAmrEUm3EntvglMmhHtjRoxvn8z/buyg8VlDABIkYmSIysHY+Os0RtFanLeHYXrM8Ihq0f4Kl8cMxt6bQLiWUBSFXy1PgsXG4IMT5ZzHGK12/HrHBez5yVyXVrIEwkDRdVpw6yvHOcuYVLcaseb1E/j76lTcNjls0M/Blz0NAKHenrX4HohDTEZGxg0tiBD4oSgKj8yNQWKwEk9tzUGbkTvAopvz1W24990zmBHji18sTURa5NWxT7cw29HR4XAea2wDMPDvQKPBjL99dxkvrJ/cs62urg779u1z+xoURSE5ORlTp05FdHT0Nc1sfe9YOfLq+tqoX6rV46UDRfjVimS3ryMUChEcHOxg2d+d3ds/27f/dqPRiPb2drS1tUGv57d1J3gGq9UKrVYLrdZxjiEWixESEoKwsDCEhoYiNDQUPj4+N0zGNRGoCQQCgUAgEAgjysenK/HdhXoAwMqXj+Pt+6YiI57YORIIY5lGgxkykQBGq2Pd3meWJsLb2xv33Xcf3nvvPc5FK6CrhhzDMA5We35+fhCLxbBYLJgvKsYuyzjoWf4sJAMrxSFrHAKodqSLSd9CcM4jc2I4BepuCs3eqDEnYblXBbxs3AEWQbQBYorGJA/Xn+4mJsANgdqNYwiEkYaiKPxh5TjYGAYfnap02B+mluH9jdOIOE0YFtRyMcLUMk6BGgBMVgY/2XYOudVt+NWKJIgEAxd063nqTwOez6BWKpWQSCQua96qVCpMmjTJo89NuP6YmxCAb56cjU1bslDQYHB5/KlSLda8fhILkwLxs8UJaDfb8N2FOmg7heAafftQ/MEbrtiZW4dnlyUhVC2DxWLBF1984ZbdtVKpRFpaGqZMmQKVijvAdThhGBYfn67g3Lf5ZDkeyoh2yAwfKFKpFFLpwK5hs9mg1+vR1tYGnU7Xc9/9uK2tbdTbiY9lLBYLKioqUFFx9bMhlUp7xOpu4VqlUl2XojURqAkEAoFAIBAII0ZerR5/3pnX87fRasdjH2dh11NzEOE38Jq3BAJhdHDvjEgsSwnGa4eK8fGpSljsXYsai5IDkRbpA6BLaL733nvxwQcfONSKmzZtGpYvX86Z3UPTNIKDg1FZWQkJZcdNokLssoyDxcX0ton1whNflWFXiRHPLUtCpB8R8AiOLEwKxJx4fxwtauY9pgMSfNEeh9miCsQJHI8LpDswJVQ1bGUr3MqgDiAZ1ISxAUVR+POt42G1sdiWWdWzPcJXjk8emY5wHzIeJAwf/1qbiltfOQ5tB78rxnvHy3Cptg2v3j0F/l6SAV2/lkeg9lWIPf4bQVEUAgICUF1d7fS4OXPmQCgcmiTAMCxqdEZofMn383om0k+BLx+fhb/vzscnZyphd+b5fYUf8hvxQ35jz9/pQin8hY4BfWp68AK1jWGx+WQ5frU8GXv37kVzM/+YDQCio6Mxbdo0JCYmuqwxPZwcK25GdSv3/22yMnj1YDH+tGp4rMadIRQK4evrC19fbucfhmF6Mq67bwaDoc/f3bfB1P8mOGIymVBaWorS0qtlUBQKBRYtWoTJkyc7OXPsQQRqAoFAIBAIBMKI0GG24clPsmGx9Y3GNZhseGprNj5/dBbEQmI9RyCMVQKUEvxhZQoenhODl/YX4cucavx8SWKfY4KDg3H33Xdjy5YtsFq7LATnzJmDhQsXOo0QDw0NRWVlV7adN23GEnEBDlri0AHXC8ffXajHvrwG3DczCk8tjINaLh7Cf0m43qAoCm/fNxV/3XUZH52uAMuzFsuCxmVbAKdALaQYpA1jsn4UEagJ1xk0TeH51RNgtTP4MqcGMf4KfPzIdIR42AKZQOhPuI8cXz42Cz/60HmW6OkyLVa+fAxv3JOGiQNwx6jTcYtRwUPMkuTDlUCtVCqHJG7k1+uxI6cG35yrBQXg6HMLr6nDgd5khURIQyIcGZGRYVhQFK7LLEY+FBIh/nLbeDyYEY0X9hfim/O1vGMjLlpZ7n68K4OaBTC413Lr6UosD2eQmZnJe0xaWhpmzpwJf//R4aC09YyjU0hvPjlTiUfmxoy6wCyapnvs2oOCgpwea7Va0dHR4SBcN7XqUVTThCZtGyibGTLKChFFsrIHQkdHB8Ti62/eSgRqAoFAIBAIBMKI8N99hSht5rb2PV/dhr/vzsfvV467xq0iEAieJkwtwz/uSMXPlyYgUOm4IKvRaLBhwwZ8/PHHWLBgATIyMlxeMyQkpM/f/nQnbpNcRJ49GBdtIbDCeXCL1c7i3WNl2HqmEvMTA3DbpDAsSQl2eg7hxkEqEuAvt43H6ilh+NWXF5Bfzy1aaFkFrCzNucAWKmgftvappCL4e4nR3M6d8UdR7mVZEwijCZqm8K+1ExHkLcUDs6KGbHNKILhLlH9XluizX+RiV24d73F1bSasffMk/m/VeNw5TePWtev03NmEoerhE6idkZGRMeDsab3Jiq2nK7Ejp8bh9/DTs5W4e3rkgNs5UC7X6fF/u/JwvLgFAprChnQNfrk8GV6SayNtHClswl93XUZBgwERvnI8Nj8W66dpbiihOtpfgRfXT8aj82Lxn72F2H+5wa3zdAy3QC2iGChggZGSQC4WQirqCjyQimhIRYIrNxrtZjvOV+kczreaOvHNN9/wPu+4ceNwyy23jJr3qNFgwr4856+Z1c7ipQNF+OcdE69RqzyPSCSCWq2GWq2Gxcbgh/wGbLtQhcOFHWDYYABX51sUWAjBQAg7RBQDEew9j/vcg4GEskElYhCtFsFfRsFqNsFoNMJoNIIdQMSESCSCUCiEQCAAwzCw2Wyw2WwDsjCnKKrHSl0ikfQ8FovFMJlM0Ov1MBgMvGWshkJoaKjHrznSEIGaQCAQCAQCgTAiPLkgDkWN7ThS2MS5/73jZZgR40tEIwLhOoFLnO4mJiYGTz31FNRqtVvX4pqciygGE4W1iBc04pwtDEX2ALAusjI6LXZ8d6Ee/l6Sa9LXMAyD/Px8FBYWQqvVgqIo0DQNiqL6PO5/LxQKIRQKkZ6ejsDAQJfPU1hY2LNgwzAMGIZxeCyXyxEcHAx/f/8hW31er0yO8MG3T2Xg/eNl+N++Ioea6iwoNDJeCBPoHc616xsdtnmSaH8Fr0Ad6i2DTDxyFpYEwmAR0BSeW5Y00s0g3IAoJEK8smEyJoZ74++788HnZGyxMXj2i1zk1ujw+1tSXLo98WZQe7j+dDfOBGqJRIIpU6YM+JosA/xnb2FPuZbe/GtPAVaMD4GPYviy+j47W4XffX0R5iuuW3aGxUenKnGhug3vP5AO32F8bpZl8c7RMvxt9+WerOFKbSd+9eUFHC9uxit3Dfz1HOskh6jwzv1TkV3Ziv/sLcDx4hanx/NlUAPAs/OCcfuCaVBJRbzHdJhtmPn8AehNtj7b4wXNYKzc9dZVKhVWrlw5asRpANieVQ2bGxbpX2TX4NF5sYgZw044hQ0GfHa2CjtyatDipHwCCwpWCGCFAEa2zw5ubACMgFhI47ZJoXgwIxoJgV4wm809YjXDMD3zpm4xuvsmEAh4PxN2u71HrLbZbLBarT2PWZbtI0SLRCK3Pls2m63HDr1btO6+b2xsRGNj44DEdZlM5vZceSxBZqEEAoFAIBAIhBHBRyHGe/dPxd3vnMbpMi3nMc98fh7fhapGnc0VgUDwPAOZcPv5+UEsFsNicVz0kFM2zBJVIFnQgCybBtWM6+suHufcrm6odAvThw4dQmPj4IXL5ORktwTqffv2oamJO/inPwKBAAEBAQgODkZISAiCg4MRFBQEqZRkLwKASEBj09xYrJgQgt9/falPXUUAqGeUnAJ1dXUV7Hb7sNU6jPZX4Gx5K+e+2MCxu6hJIBAIIwVFUdg0NxbjQrzx1NZstHZaeY/96FQlihvbseXB6U5F6jqeGtTDZV/vbIwwf/58iET8QiAf3nIRVkwIxlfnah326Tqt+OeeAjy/esKAr+sKo8WO3319EduzuC3Lz1e3Ye0bJ/DhQ9MRqvb862m1M/j915d4bZkz4kaHbfRIMSXCBx8/PAPHi5vxrz0FOMeR5QwANghgYMRQ0o5j9hgvu1NxGugKHrlreiTeOFzSZ3uuPQQmCJEhrQFj7yter169GjLZ6CkRwTAsPj1T5daxdobFC/uL8NKGsVVn2Gyz48vsGnx6tooz492TWGwMPsusxmeZ1Zgd54eHMqIxPyGQt4a2OwgEAggEAkgkrstFuYtQKOzJJufCarWivr4etbW1qK2tRU1NjdN66mFhYaMq6MJTEIGaQCAQCAQCgTBiCAU0Xt4wGSteOsqZCaY32fDU1hx89qOZEAlIPWoCYSSxMyxYloVwFHwXaZpGcHBwTx1qLnxoExaJi1BrVyEHUWiyci84eEmEmB7t59bzVmk7EeItdfs1YFkWBQUFOHjwIBoa3LNCdIa7mc407f57ZLfbUV9fj/r6epw7d65nu4+PD0JCQhAYGAiBQAC73Q673Y45c+a4Vf+subkZNpsNKpUKMplszC+ohPvI8e79U/H9xXr88dtLaNB3Ze00MErO4y0WC+rr6xEWFjYs7Yn25xehYwOIvTeBQCAMlox4f3zzZAYe/SgLl2odA5C6OVWqxX/2FuBXK5J5j+EXqIcnCMzb2xsajQZVVX3FMKVSibS0tEFf9+dLErH7Yn1PFnNvPj1biQ3pGqSGqwd9/f6UNLXjiY+zeUtsXD2uA3e8fgJbHpqOOA8GZ7V1WvH4J1m82cFLU4Kwzk2b9+ud2XH+mBXrhwOXG/HvvQV93jOJkMb8xACEtQdD3+A4Znc3aPP+WZF452hpvwxkCoX2QAT7hmOWoAT19fUAgDlz5iAqKmoo/5LHOVHSgkptp9vHf5tbi8cXxCIpWDWMrfIcl2rb8NQnObzl24aT48UtOF7cgpgABR6YHY01U8IgF48NyVMkEkGj0UCjudqXmM1m1NXV9YjWtbW10Gq7kjmuR3tvgAjUBAKBQCAQCIQRJlAlxf/WTcJ9750Bl8NRTqUO/9pTgF87WfwhEAieZe+lelS0dKJS23Wr0naiutWIt++finkJfe0j7QwLAX3txcfQ0FCnAnXPcQI9VkwWwhY+Ef/eU4D6fvUg5yUGuLTo7ObBD86iud2MJeOCsSI1BLNi/TiDZ1iWRWFhIQ4dOoS6Ov56lgPF3WxcT4jBra2taG1tRV5eXp/t6enpbgnUR48exfnz5wF0CesqlQoqlQre3t5QqVTQaDSIjY0dtgzj4YCiKCyfEIKMeH/8Z28hNp8sRzOrgI2lIKQcf8AqKiqGUaDmdxaJHcO2kAQCgTAa0PjK8cVjs/DrHRfwZXYN73GbT5bj8flx8JY7ZoHa7AwmatSobzOiTmeCwXw1y3O4MqgBYNmyZdi6dSva29sBdIkg69evd+u3mw+NrxxPLIjDf/cVOuxjWeD3X1/Cl4/NAu2B8eDO3Fo8tz0XHRa764MB1LaZsPaNE/jggXRM1KiH/PwVLR148IOzKGniFtsClRL8fXXqmA+88yQURWHRuCAsTArEqbIW5NXqEe4jR0a8P7wkQuzfr8OxIQjUId4yrJgQgm/OO2bxH6my4OePr0VDfhYqKiowf/78of47HocvC58Plu2y1X/7vqnD1CLPwLIsPjpVgb/sugwLR/CKM4Q0hZRQFdqMVjQazOh08/vOR2lTB3731UX8e08B7p4egY2zo5yWlxqtSCQSREVF9QmyMBqNqK2thbe398g1bBghAjWBQCAQCAQCYcSZEx+AJ+bH4ZWDxZz73zpSihkxvliYNLw2vAQCoYvffX2xJ0O0N5UtHQCuCtQt7WY8+lEW1k+LwJq08GvYQiAkJMTtY6MiIzBpUjhunhCCd4+V4t1jZT3WnUvctPcuajCgqLFrsXdbZhW2ZVbBWybCknFBWDEhBLPj/CESUCguLsbBgwdRW+u4iDZUhiODeqDY7e4tIOn1V7PObDYbtFptTwZANz4+PsjIyMDEiRPHVB1spVSEP96agtsmh+E3Oy6gqckLIQLHLK/y8nLMmjVrWNrgPIOaCNQEAoEwVKQiAf6zdiJSw7zxf7suc9aPNVkZbMusxKa5sQ77hAIaWx5M7/nbYLKivs2E2jYTxoUOX2ZkWFgYHnvsMVRUVMBisSAxMdEjdseb5sZge1Y1ZybouSodtmdV484hZBWbbXb8bddlbD5ZMeBzWzut2PD2Kbx7/zTMjHXPFYeLs+VabNqS6dTePcRbijajdVjrbo9VaJrCrFh/zIrta3/OZz3f3NzsdjmUhzKiOQVqANh8sgr/XbcENptt1AU+NrebsTevnnPf0pQglDV3oLCh3WHfvrwGnKvSYdIAgi4a9SZcqtUjQCnB+LDhFTPbjFb86stcfHeB+3/jIzZAgXXTNLh9cjgClFfdrTrMNjQazGjUm7ruDWY0Gkyo05mw/3KD2wJ2m9GK1w6V4J1jZVgzJRyb5sYg2n9sOwvJZDLExjr+xlwvjJ0ZIIFAIBAIBALhuuYni+JxpkyLM+Xc9ah/9tl5fPfjOcNSY4xAIPQlwlfOLVD3WpQsajDgwc1nUaU14lyVDhpfOdKjB1/7yx3sdjsaGhrg7+8/IJuziIgIAIBMLMCTC+Pxo3mxOFumxb7LDZif4LqmMwDOBZg2oxWfZ1Xj86xqKKVCLElQw7tkn0MtPE8xGgRqhnEvQ6K3QM1Ha2srvv32Wxw+fBgZGRmYPHnyoOpjjhSTNGrsfCoD277pQH7OKYf9lZWVYBhmWN6PKH85VFIh9Ka+nzWxgMa4kLFhCUkgEAijHYqisHF2NJJDVNj0YRbajI7C5eYTFXgoI8alm4xSKoJSKkJ8EHdpCE+iUCgwbtw4j15TKhLgDyvH4aHNmZz7//59PpamBHNmk7uiStuJJz/JxvnqtkG3TyYSIEg1+PqxO3Kq8dz2C7DYnY9z7p8VhagxLnhda/gEarvdDq1Wi4CAAM79vZmoUWNalA/Olrc67Ps2txa/XJ6EQNXAMmY7zDYIaApS0fCJ2l9kVcNq57CJA3DPjEh0mO149KMszv3/2VuADx+a7vI5GIbFCweK8Mbhkp5M5psnhOAfd6TCS+J5+e98lQ5Pbs1Gldbo1vEKsQArJ4Zi7VQNpkSoOd0HFBIhoiVCTjG5zWjFtrOV2HyiAjU6957TYmOw9UwlPj1biWUpwXh0XqxHHBYInocI1AQCgUAgEAiEUYFQQOOlK/WotR2O9ah1nVb8eGsOtm6aQepREwjDTISvgnMBqKKlS6A+UtiEJz7O7rGrtNpZ/OjDTHz1xGxE+nlu0c5oNKK6uhpVVVWorKxETU0NrFYr7r77bsTGxkIsFsNicewveuPl5QUfH58+20QCGrPi/DErzp/nLEd2X3Ru1W0w2fBFbjPShP6YIHSdTZCcnIzAwEAwDAOW7arv3f249z3DMLDb7bDZbJBK3Vt4UygUUCqVoCgKNE2Dpuk+jxmGgVardTsbujfunMOyrFsCdTd6vR7fffcdjhw5glmzZmHq1KlDsiK9llAUhempiZwCtclkQmNjI4KDgz3+vBKhAPfMiMRrh0r6bF+TFjYocYBAIBAI/EyP8cODs6Pxv/2OFtc1OiP2X27A0hTP9/WjjZuSg3BTUiAO5DtaM2s7LPjPvgL8edX4AV3zwOUG/Oyz85zif29CvaX42+oJePFAEXIqdX32eUmE2PxgOmIG4SDCsiz+t68QL/3A7eTVjY9chLfum4ppUe4FY3aYbThZ0oJFbjr1XM/4+fmBoiiwHPW8Ghsb3RKoga4saq75idXOYsvJCjyzNNGt65Q0teMXn59HdqUOcrEAy8eH4JmlCR633mdZltfeW+Mrw+xYf1AUMCHMGxdqHIMzjhY143RpC6bH8LsCmKx2/Oyzcw6BtLsu1KGlw4z3N6ZDJvaMAM+yLN49VoZ/fJ/PK7r3ZlqUD+6cqsGKCSFQDEEo95aJsGluLB6cHY3vL9Xj3WNlDn0Af5uB3RfrsftiPWbE+OLRebGYlxBALPpHEUSgJhAIBAKBQCCMGoK9pfjvnROx8f2znPszK1rx332FeG5Z0jVuGYFwYxHhy13ftlLbiQ9PVeCP31yCvZ/VZWunFQ9tzsQXj82Ct8wzAtlrr70Gg8HROrmqqgrx8fEIDg52WYdao9EMeRGipKkd+fWO7eDioi0YSYJGiCjuDJzk5GTMnz8fQUHDt2C5YcMGl8fY7XY0NTWhvr6+51ZXVwez2TFzvv95rjAajbBanS80c9He3o69e/fi2LFjmDlzJqZNm+a2KD+ShIeH9wj//amoqBgWgRoAnlmSCLlYgK/O1cJmZ7B8Qgh+vjhhWJ6LQCAQbnTumh6BVw4WcQozHxwvvyEEagD4/cpxOFrczFlz9qNTFVg3TYOUUNf2wlY7g3/vLcCbh0tdHrsgMQD/vXMSfBRipEf74tGPsnGksAkAIBbSePu+qYOyNDZa7Hj2i1x8y2Md3U1sgALvbZw2oCDMP3+bh22ZVfjF0kQ8sSBuwG27nhCJRPDz80NzczNomoa/vz8CAwN7bu6yeFwwNL4yzszdj05X4IkFcS7F2OLGdtz55smegPhOix1fZFdj14VaPDovFj+aG+sxQfdkaQvKWxwt8QFg/bSInprtP1+SwLv+8e+9BfjsRzM55zLN7WY8vDkT56p0nOeeKtVi04eZeOf+qZAIh/Y/tXZY8Ivt57H/suu64SsmBOOZJYmDChhxhlBA45bUUNySGorsyla8e6wM31+sd5iT8nGqVItTpVokBSvx6LxY3JIaAiFJfBhxiEBNIBAIBAKBQBhVzE8MxKPzYvHG4RLO/a8fKsH0aF/MT3R/MksgEAZGhB93BkF+vQG/++oi73nFje34w9cX8cL6yR5pR3h4OC5fvuywvaqqCgAQGhrqUqDutvceCkUNBsjFNDotru2tzRDhsj0Qqf2yqIMjYrBq+eIB1c4eTgQCAYKDg/uIpyzLQqfT9RGs29vbQVEUBAIBaJp2y4K7+xyuTBl36OzsxIEDB3D8+HFMnz4d6enpUChGr52mSCRCWFhYz+eyN+Xl5Zg+3bU942CgaQpPLozHkwvjh+X6BAKBQLhKgFKClamh+DKnxmHfydIWFNQbkBg8/PbdI02knwKPzo3hzDhmWOAPX1/C549yC2rdtLSbsenDLGRVOGbD9oamgJ8vScRj82J7xDy5WIh37puKn39+Hrtya/Hyhsku604fzG/Ex6croTdaoTdZ0WbsurlT13Z2nB9euyttQO4k31+sw7bMrjHBv/YUIMBLMqT63NcDt956K6RSKXx9fd0uWQN0lYPpdkIS0BQemBWNP+/MczhO12nFlznVuHt6JO+1anRG3PvuaU63NpOVwQv7i/DZ2So8tzwJt04MHXKA69YzjuNCABDSFNZODe/5e15CAK99+dnyVhwubHJY+yhqMOCBD86iutW55fXRomY88XEOXr9nyqBd6DLLtXhqaw7q2kxOjxMLafxh5TjclR4x7BnKUyJ8MOUuH9TojNh8ohxbz1TCYHKvxFJ+vQE/2XYO//w+H0vHB2NBYiDSo32H1eqdwA8RqAkEAoFAIBAIo46fL0lAZrkWmTyLFt31qIO9R39mHYEwFonwHZwYmByiwi886HCg0Wg4Berq6mrY7Xa3xN6hCtQdHR3w0pXg8aBSRM1aiX0FLdif14AOJ4ual2whSL6SRV1l98Y5WxhaChXIEtbg50sUSAoenTWCKYqCj48PfHx8kJycPOjrBAYG4re//S06Ojqg1+vR1tYGvV4PvV4PrVaLoqIit2pZm0wmHD58GEePHkVMTAxSUlKQlJQEmcyzFoyeICoqilOgrqioAMuyxEqQQCAQrgPunxXFKVADwAcnyvH86gnXuEUjw2Pz4/BFdg1nPdjMilZ8mV2DNWnhHGd2oZSKYHNR6zlAKcFL67nFZ7GQxovrJmHjrEikRbq23K7Xm7D/coPL4/qzIV2DP68aPyBhr77NhF9+eaHPtl/tuIBAleSGDrAezHi8oqICW7ZswaRJk7B06VKIxWLcOU2D/+0r7Ckz1Jv3jpVhQ6/M5N40t5tx7zunXYqstW0mPP3pOWw+UY4/rEwZdN3ilnYz9lzkLvmzKDkIgcqr6xgUReGZJYlY95ZjuRgA+M/ewj621MeLm/HoR1luC7L7LzfgJ5+ew4vrJw0oY9jOsHjjcAn+u6/QZZZyTIACr2yYgnGh13aOE6aW4dcrkvHjm+Lx6ZlKvHuszOV73E1tmwnvHy/H+8fLIRMJMDvOD/MTAzE/MQDhPtxuYgTPQwRqAoFAIBAIBMKoQ9SrHrWu09EmVtthwY8/zcEnD08ntkwEwjDAZ/HtjEXJgXhx/eQh1Rjrj0bDnW1itVrR2NiI0NBQp+eLRKJB2yszDIODBw/ixIkTPbbW0yx1eHH9dJisdhwtasZ3F+qwP6/BYZHMDCFOWiOhZ6VoZq/a2+3La8D+yw24dWIofrooAVH+ozcreKgIBAKoVCqoVCqEh/ddpG5tbcXx48eRk5PjlmU4wzAoLi7uua1du3a4mj1oIiMjcfToUYftnZ2daG5udru+IoFAIBBGLxM1akyJUCO7X/3TWbF+WDzuxhEfZWIBfnfLODz6URbn/ud352NxShBUUu6sY7GQxit3TcGKl45yimwzYnzx0obJfUS8/tA05ZY4DWDApWcoCvj18mQ8PCd6QAFmDMPimc/PO8xf7QyLJz7OxrYfzRyUFfmNSGtrK7Zt2wa73Y6srCyUl5djzZo1CA0NxbppGrxzrMzhnJKmDhwubMKCpL7fRb3JivvfO4PS5g63nz+7UodVrx7H6ilheG5ZEoJUAwuM/zK7BhaeIIwN0x3F+ukxfpgT74+jRc0O+y7UtGHPpQYsGx+Mz85W4dc7LsDmpq11N7su1EEipPHvtRM5Bfz+ZFVo8YdvLuFijd7lsasnh+Evt4336BxwoHhJhHh4TgzunxWFb87V4s0jJShsaHf7fKPVjv2XG3sszBOCvLAgMRDzEwMxNcpn0NnnBNeQV5ZAIBAIBAKBMCoJVcvw3zsn8u4/U6bFuxwTUwKBMHT8vcSQD6D+2iNzovHmvVM9vjAREhICgYC7HZWVlfDz83NqOR0eHs57vjNYlsXnn3+Oo0eP9hFQz549C5ZlIRUJsHhcEP63bhIyf7cI722ciuXj+wrhpYx/H3H66rWBr8/VYv6/D2HFi46CJhdWO4OSpnY0Gcww21wLuqMdHx8f3HLLLXj66acxY8aMAVk9pqSkDGPLBo+zWucVFRXXuDUEAoFAGC42zo4GAEhFNDakR2DPT+bik0dmYGFS0Ai37NqyNCUIc+L9Ofc1t5vxwr4ip+drfOX455pUh+1PLIjFRw9NdypODxQ+oZwLmUiAN+9JwyNzYwbsfpJTpcPxEkeBEQA6LHY88MFZVGm5axITrmI2m7F161Z0dl59rVpaWvDOO+/g+PHjuG9mJPg01v7rAyarHQ9vzsSlWtdCKxdfZtdgwb8P4ZUfimCyujcGZ1kWW89wlyAKU8swJ477e/PzJYm81/zvvgL88/t8PPtF7oDF6W6+zKnBb7664LQET6PehJ9tO4c1r590KU7LRAL8645U/OfOiSMqTvdGJKCxJi0c3z89F+9tnIr0KPeCWPpT2NCON4+UYsPbpzDlz/vw0Adn8cbhEmRVtMJic+0C5QyWZWF14SBxIzE6PjkEAoFAIBAIBAIHC5OCsGluDN46Usq5/8UDRVg1KYxYfRMIHoaiKET4ypFfb3B6nJCm8JfbxmND+tDrPHNeXyhEWFgYZ53pqqoqTJ8+HSEhIbx1qAdr73369GlOa/Hm5maUlZUhJiamZ5tEKMDCpCAsTArCxZo2/GdvAQ4WNLn1PO4udNXpTLjpP4d7PScNlUwElVQIb5noymMR1HIRQtUyRPjKofGRQ+Mrg7dMNGrtpVUqFZYtW4aMjAycPHkSZ8+ehcXiWBewG5FIhLi4OJfX1Wq1KCkpgUqlglKphEqlglwuB00PX4y+RCJBSEgIamtrHfaVl5dj6tSpw/bcBAKBQLh2LB8fjN/fMg6rp4RBLRePdHNGDIqi8MdbU7DshSOw2h0Fr80ny7FumsZpXe7lE0Jw38xIbDlZAR+5CP+9c5JD9qsncDeDOkglwbv3Txt0lnNapA/+cMs4/PFbxxrJANBkMOOBD87ii0dnDaim9Y0EwzD44osv0NjYyLlv37592ODvj+XjQ7DrQp3DMceKm5Ffr0dSsApWO4MnP8nGmTLtkNrUabHj33sLsfVMFZ5fPQFzE5y74pwu0/Jma29I1/BmME/SqLF4XBD25Tna0Rc2tLvMCB4XosIvlibi6U9zoOex/956pgoSoQB/WDmuz/zAYmPwwYkyvHSgGO0c9un9SQxS4pW7JiM+iP/7PZLQNNUzP8uqaMWbh0uwl+N1dQeD2YYD+Y04kN/1mZQIaUzSqJEe7YtpUb6YEukDLw6B3mixo7S5HSVNHShpbEdpc/d9O0xWBqnh3nhgdhRuSQ29oTO0iUBNIBAIBAKBQBjV/GJpIs6Wa5HTz0oP6Jos/m9fIf5xh2P0PYFAGBoaFwK1SirEG/ekYRZPFoDH2qHR8ArUABAaGupRgbqurg779u3j3X/mzJk+AnVvxod54/0H0pFZrsU/9xS4XBBTurlgqjf1tYo02xg0GcxoMphdnquUCBHuK0eEr+yKaN0lXEf5KRDpp4DADZu/4cbLywuLFy/G7NmzcerUKZw+fRpms+P/lpiYCLHYtRhQWVmJXbt29dlG0zS8vLygUqng7e2NyMhIjBs3Dl5ejlnugyUqKopToCZ1qAkEAuH6QSSg8WBGtNNjWjssOFHSghC1FCHeUgQqpaPi99bTxAZ44aGMGLxxuMRhn51h8fuvL+LTTTOc/v79ekUybAyLpxbGIcRbNiztdEegnpcQgH+sSR1y4PPG2dGobTPxBlgXN7bjkQ8zseXBdEhFA3f5ud45cOAACgsLefenpaUhISEBD0p1nAI1ALx7tAz/WJOKZ7fn9lg2c5EYpMRb96Xh/ePl+PBUhcs6yzU6I+5//wyemB+HnyyK5y01xpc9LaAprJ3KXb6om58vScD+yw1wkuTMycKkQLy8oavU0ocPTcfd75zmFZo/OFEOiYjGL5clgaIoHC5swp++vYTSJvcs0NdP0+APK1MgG4Db1kiSFumDt+6biuLGdrx9pBRf5lRzBtW4i9nG4HSZFqevzPMENIVxISpMjfIBgB5BukZndHqd3Oo2/HTbefx7TyE2zY3BnVM1Y+Y19SREoCYQCAQCgUAgjGpEAhovb5iM5S8c7VPnlaK6Jke/WJo0gq0jEK5f4gK9OCP4ASDKT453N05DbIDnxD0++OpQt7W1Qa/XIyQkhHM/RVEOtY9dYTabsX37dqd1kYuLi2E0GiGT8S+iTo3yxbZNM3C0qBn/2lOACzVtnMeppO5NyfVGq+uDeDCYbbhcp8flOkebPplIgIRgJV7ZMBmaQdQd9zRyuRwLFy7EzJkzcfbsWWRnZ0On0/Xsd9fe22BwDKxgGAZ6vR56vR7V1dW4dOkSdu/ejcioKEwYPx7JycmQy4f2GkRGRuLEiROc7WltbYWv7+BsBgkEAoEwtrhUq8cTn2T3/C2gKQQqJQhVy/DZj2ZeV2L1Uwvj8PW5GtS1mRz2nS7T4pvztVg1KYz3fKlIgL/dPmE4mwhfLzHumxkJb5moy3lG2uU+0+VCI0Sotww+Cs9lw/9yWRJqdUbszOUWUM+UafHzz8/j5fWT3aoHfKNw7tw5HD9+nHd/VFQUVqxYAYqikBbpg0kaNc5V6RyO+/pcLVgAO3JqeK8V4SvHhw+lI1AlxR9vTcE9MyLwf7su45ALFySWBV45WIyz5Vq8tGGyQ23q1g4Ldl+o5zx3YVKgy1rWScEq3JIaim/POwY88rFxVhR+d8u4nn5lokaN9x+YhvvePQMjj1vTm//P3n2HN3FlbQB/R829946NG92Y3nsgkAABAgkESN+0Td20TTZt0/t+u6QX0kgjgTQIobfQMR1jbHDBvXdbsqTvD8XCskaybMuSbL+/5/HDzNw7M8dg7Os5c8/deQFqtRbZZXUWzyx2U0jx4oJBZv8/O7LYQHe8smgwHr0yEdtTi7D9XBF2pRWbnG1uKbVGi5O5lSZ/32tLbkU9nv75NP6z9TxuGtsHK8b06VUVFpigJiIiIiKHF+7jivtnxOPfv+rKpQ0J98Kz8wYiKcLbvoER9WALk8Px7g7jGTGjon3x3g3DrPogzxxTCWpAN4s6NjYWcrkcKpVhEjcuLg5OTk7tutfGjRtRWloq2iaTyTBx4kQkJyebTU43EwQBE+MDMCHOH5tOF+CNP9JwvsiwNJ9nB2dQW0u9So0Tlyrga6N/S0u5uLhg4sSJmDBhAnJzc3H69Gmkp6dbVN4bEE9Qi9Fqtci8eBGZFy/il19/Q3xcLAYOHIiEhASTXzsp2eXYfb4Ens4yePz1gNvDWQZvVzn8g0NN3iszM5MJajKg1WpRX1+PmpoaVFdXo6amRr/d2NgIqVRq8CGTyYyOtedDJpPBzc0NUqljz87RarUoLCxETk4ORowYYe9wiDokr9Jw5pxao0V+ZQNUak2PSk4DgJuTDE/M6Yd71qQYHPdykUMmEfDihrOY1i9ItASurbg7yfDcvIE2u59EIuD1a4egqLrRZDWd307kI8zbBf+c3c9mcTmy7Oxs/PLLLybbfXx8sHjxYoOfYbdOiDb6ugMApVqDtUcumbxWoIeTbp3zFsni2EAPrL5pJLafK8Lzv55BRhuziQ9cLMPs/+zG29clYULc5ZLfPxy9BKWJ9YWXWrgk0gPT47DhZH6bM7olAvCvq/rjpnHGFR1G9PHFxyuH46bVh9BoYs3kj1qt123OrAHBeGJOP4d4obWzfN0UWDgsHAuHhaNJrUFKTsVfCeti0Rd6baWsVok3NqfhvZ0ZWDoqEreMj+kVS9kxQU1ERERE3cLKMVHYfKYA85LCsGS46bWbiMg6YgPd8fKCQXj659NobNJAIZNg+egoPDorEQqZ7dbJcnNzg6+vL8rKjB/w5eTkYMCAAZg6dSo2bdqkP+7i4oLp06e36z4nT57EsWPHTLbPnj0bycnJ7bomoEtUzxoYghn9g/HTsVy8tSUNOWW6B9eWrolY2YkZ1G2J8nWFmwUPjasaVLjq//agb4AbYgLcERPghr5//Rng7tQl5aubZ8GHh4dj5syZRu1qjRaFVQ24VF6PzNJapBfVIK2wGi45GQhq7820GqSlpSEtLQ0ymQzx8fEYOHAg4uLiIJdf/nc6nFmONzebLj3pIR0KD20tvIQGeAn1uj8lDcjMzOrQ1w91b1qtFmVlZcjKykJ+fj6qq6sNktHmqjV0BUEQ4OHhAW9vb3h7e8PLy8voz5Zf77bS2NiICxcu4Pz58zh//rz+JZPY2Fj4+PjYPB6izsqvMJ5NDKDHJhvmDArBmr7Z+DPj8kt+7k4ybLh3AmqVTWhUqe2aoLYHZ7kUHywfhkXv7UN6kfjawR/suoBQL2fcKJJg7E0qKirw7bffmvyZ6OTkhOuvv96o0s2sAcEI83Zps5RyS57OMnx+y0hE+oknWqckBGJ8rD++3J+Ft7ecNzsGL61VYsUnB/H3KbG4b3o8JILp8t6hXs5trl3dLCbAHQuTw/DdYdNJdleFFP+9fiim9TM94h0b64/3lw/DbZ8f7nBJ674Bbnhm7gCDJHxPIpNKMKKPbi3pR2YloqCyATvTirA9tRh70kssWo/b2mqVany4+yJW/5mJBUPDcfukGJtULbOX3vWTgYiIiIi6LZlUgq9vM7+GGRFZ13UjIzFrYDAuldcj2MsZ/u7tm5FsLREREaIJ6ua1p8eMGYPIyEhkZGRAKpVaPMu5WVlZmdlZGwMGDMDQoUPbH3gLUomABcnhmJ8UhlN5lbhYUotwH8tmIVTVd93DkX4hnhb1u1Bci+yyOmSX1WF7q/KHHk4yxAS4IdzXFZ7OuhnFHk4y3Z/N+3/96eksh7uzDFJBAP76du4kk1i0DuNnf2bidF4lLpXX41J5PfIq6tEkMrtkjqIB6MQ7FE1NTThz5gzOnDkDJycnjB8/HuPHj4cgCKhuYzZ7tVqGanghD14Gx9cfUuPz/L3oG+COaH9XBHk66z+CPZ3h6SLjz7e/qNVq1NXVQaPRwNPTs1v9vWg0GhQXFyMrK0v/UVMjnpiwB61Wqy913/z9szU3Nzf4+PggJCQEoaGhCAsLg7+/PyQS672YpNVqUVJSok9IZ2VlQaMxnuGVnp7OWdTULRVUiSfMumqNZXsTBAHPzh2AK/+zW/9zObeiHg+vPY73lw/rVt/HrcnbVYHVN43ANe/8ieLqRtE+z/56BsFeLpg1MNjG0dmPUqlESUkJioqKcOnSJRw+fNhkX0EQsGjRIgQGBhq1yaQSrBwbhRc3pFp0Xxe5FJ/eNBKJwebHvnKpBDeNi8b8pDC8sfkcvtwv/vMS0JX8/r9t6TiYWYYbRkeZnHm9ZERku6on3DstDutSckUTy0GeTvh45QgMDPMSOdPQ5IRA/G9pMu766mibM7JbcneS4f7pcVg5tg/kJtba7omCvZyxZEQkloyIhLJJg6PZ5Th4sQyHMstwJKscdUrbvVioUmvx7eEcfHckB7MGBOOOSX0xpAdWEGSCmoiIiIi6jd76cIPInrxdFfB2tW8J6MjISBw/ftzoeEFBAZRKJRQKBcLCwhAW1v410ZqamrB27VoolUrRdm9vb1x99dVW+/4jkQgYHO6NweHeFp+zfEwUrhoSgqr6JlQ1qFBVr0Jlve7PqoYm/X5hdSMuldXhUnm9yfKCrbX1kK5ZhonZP4Bunevjlypx/FLH1l67dXw0nryqf5v9fjuZb7JUZkv1WjlqtAq4QgWJ0LEZI80aGxuxdetWCIKA8ePHd3idOqVWimM5FaJrJQK6JP2SEREWlSCt/+vhmLNc0mN+LjY1NSEjIwNnz57FuXPnUF+vS+64uroiMjISUVFRiIqKQlBQkEOVqFar1SgoKNAno7Ozs/Wxd1e1tbWora3FpUuXZ24pFAp9wro5ae3j49Ourz+lUonMzEx9Urrl+vKmnD9/nglq6pbyTMygDumhM6gBIC7IAzeO7WNQNviPM4X47M/MXj1DONzHFZ/eOAJL3t+HWpHkllYL3PdNCtbcNhrDonp+xYj33nsPBQXiazSLueKKKxAXF2eyfcmISLy95XybiUO5VMD7y4e16+/Yx02B5+cPwqT4QPzj++NmZ1Pvv1CG/RfEx6gSAVg8Itzi+wK6r5u/T40zqtrTL8QTn9w4vF0vu8wcEIy3lyThvm9SYEmOemFyOB69MgGBHj33+5UlFDIJRsf4YXSMHwCgSa3BmfwqfcL6UGY5ymrFf380uI5Ugmh/N331qWh/NxzKLMMPRy9ZNLNdqwU2nirAxlMFmJoYiI9XDu8x43+ACWoiIiIiIiJycKbWodZoNMjLy0OfPn06fO3t27cjLy9PtE0QBCxcuBDOzvZ9QOMslyLEywUhbU+UAABoNFoUVTcip7wOOX/Nes4pq0dOeR0uldUhv6oB2r+eh/QL8bDomhdK7D8LNNzHBQctWC5vm6r5QaYWLmiCi6CEq6CCm6CEu9CISEkFvCTiyQOT19y2DXFxcajqonLrjU0ayCycofrOjnT8d1s6ZBJBPzvdx1WOcF9XRLb6CPFyhsxBZ74olUqkp6frk9JiL4nU1dUhNTUVqam62VEKhUKfsI6MjERYWBhkMuNHWxqNBkqlEg0NDQYfGo0GEokusS+RSExuA0BDQwNqa2tRV1dn9kNs5m9Po1Qq9Un4Zi4uLggJCYGLiwu0Wi00Go3Bny23m5qaUFBQgKam9r3gceHCBahUKruUHSfqjKPZ5aLHe+oM6mb3TY/D5rOFyCqt0x97cUMqxsf5IzbQsvFGTzQwzAvv3DAMN68+JDqLtbFJg1s/O4Qf7xqHaH83O0RoO+15yWzo0KEYPXq02T5eLnIsHh6B1X9mmuwjCMDbS4ZaXGK7tRn9g/DbveNxz5oUky8amjM1MbBD//f/PjUWrgopvj6YjSaNFlcNDsGdk2M7VC7/6iGhaGzS4B/fG7/w22xQmBeemTugV7wo0REyqUT/kvGtE2Kg1WqRUVyrS1ZfLMPF0lrIJRJ9IrpvoO7PcB9Xo9nzC4eF4/7p8fhk70V8tT9L9OUVMWHeLj0qOQ0wQU1EREREREQOzt/fH87OzmhoME4q5uTkdDhBnZ6ejr1795psnzp1qsnkuCOTSAQEezkj2MsZI/r4GrU3qNRIK6zG2fwqJFv4EOqCiZKF1mDpcxZLS6K3uDLqIUe9Vo6yFs+DjyAcvkIdoqVliJaWwV1oe/aDRqPB+vXrUeXUuVLv5gR5WlZCv/qvWdxNGi3K61Qor1MhuwyiM9ilEgFh3i6I9HVFhEgC28vVtom/hoYGnD9/HmfOnEF6ejpUqvYl/JuT2unp6QB0D7rDwsIgkUgMEtGNjY3Qajs3e57Mq6+vx4ULF7r0Hk1NTcjKykJsbGyX3ofIGrRaLQ5lluOzPzP136db68kzqAHAw1mOL28ZhWd/OYM/M0rg66bAreOjEePfc9dPtdSk+AC8dM0gPPLDCdH28joVbll9CD/eNdbulYu6UmBgIHJzc9vsFxkZiTlz5liUjLtpXB98ti8Tpn7sv3jNIMwZHNLeUA2E+7jiu7+Nwau/pxpUCbDE9SMjO3RPQRBw64QY3DohpkPnt7ZoWDgam9R4Yt0pg+O+bgo8PDMBi4dHtKsMeW8nCAJiA90RG+jeoX/jYC9n/HN2P9w9ORZf7M/Ep3szUWpmRrZUIuD2idb5WnAkTFATERERERGRQ5NIJAgPD9cnpVrKycnp0DVramqwbt06k+3R0dEYN25ch67t6Jzl0naXGc8o7roZ1JbOBAj3af/sE1eFFHGB7ogN9EB8kDvigzwQ4esKjVYLZZMGDSo1igvyUFd4ERfPnzO7XnB+fj76RAYjOdJfX1q9uqEJ9SrrrEcX5GlZ4sJU4kOMWqPVrx0uxtNZhkg/V0T46BLWI6N9Ma1fUJvXzSypRXVDE1QaDVRNGjjLpfB0aV5vXAYnmW6GlEajQWFhITIzM3HhwgVcuHABarX11u9Tq9Um11LublxcXODh4QF3d3e4urpCo9FArVaLfjQ1NZls6ykzuiUSCSIjI6269jVRV1mfkosPdl3Amfwqs/16eoIaACJ8XfHRyuH2DsMhLR4RgdyKevxn63nR9gsltbjzy6P47OaRUMh65ve+oKC2xxje3t5YsmSJaIUUMVF+bpg9KAS/ncg3anvsysQOJ4hbU8gkePKq/hgZ7Yt/fH/comVfQrycMamDM7e7wrJRUYgL9MBHuy+gvE6JCXEBWDmmj81fWKTLvFzluGdqHG4ZH4Pvj+Tg/Z0XkFthvFzMVYNDEOHb3pd1HR8T1ERERETUo2i1Wmw4WYCR0b4I8LBsNhoROb6IiAiTCWqtVtuucmcajQbr1q1Dba34rGBXV1csWLCAiZEWHr+yH84VViOjqAYXSmqRUVyDijrrlLu29F/OXILa01mGPv5uiAv0QFyQO+KD3BEX6IEwbxdI2poN0scXwEBoNHOQlZWFY8eOGa15LggCxo0bh8mTJxs9MFU2aVBY1YD04hpkFNXg0LlsHMsoQKXWGQ2w/IGf5Qlq65UZr2powqncKpzKrdLvW5KgfuC7Y0jJrjDZLpcAThINZBolZNomKAQ1FNBAIYTDTVDCQ2iEu9AID6ERzmiyeBZ9dxYcHIzQ0FB9Errln25ubhY/iG+LVqsVTVw3NjaioqIClZWVRn+aezHDltzd3REXF4e4uDjExMTYfXkFIkvtSS9pMzkN9PwS39S2+6fHIa+iHt8fuSTavu9CKf61/hReXjiox5XyBXQzqM1RKBS4/vrr4ebWvlLnz88biNO5lcj8q7y8VCLgwRnxuGNS3w7HasoVA4LxW4gn7vk6BcfbKPm9eHiEwy21MjLaFyOjjSsskX25KKRYMaYPrh8Zid9O5OPdHRk4V1itb++Kr2VHwAQ1EREREfUY6UXVePrn09ibXopFw8Lx+rVD7B0SEVmJqVLb9fX1KC0thb+/v8XX2rdvHzIyMky2z58/Hx4evXetRDFTEgMxJdHwoWJZrRIXimtwobgWF0pqUVGnRHVDE6oadDOLaxqbUP3Xdp25tdUsfP4a7e+GK/oHIdzHFeE+Ln99uCLMxwVeLp2f+SGRSBAdHY0+ffqgvr4eaWlpAHQl5ufPn4/w8HDR8xQyCSL+KqE9JSEQi4f448033wQANGilqNS6oFLjjEqtM9yCY1CrlaOwqhGltY0G5SjbW+K7K0RaODND3sbLGyoNoNJIAPyVYDRTbVsGNdz/Wh/cQ2hEsKQKUdIKywLuRsrKyqBWq+Hk5ARnZ2csXrwYCoX1y7gKggCZTCaa8DY1c02lUqGqqgoVFRUoLy9Hfn4+cnNzUVRU1KUzsgVBQHh4uD4pHRQUxBeDqFu6cWwfrDWRcGwpyIsvz/Z2giDgxQWDUFDVgN3nS0T7fHs4BzEBbvhbD0xItZWgXrhwoUWzrFvzcVPgjwcmYdPpAtQ0NmFopDcSgz07GmabInxd8f3fxuCV31PxsYmS3xJBN2ueqD3kUgnmDw3DvKRQbD9XhHd3ZMDdSYZ+IV339WxPTFATERERUbdX09iE/9t6Hp/suYgmje4p+Nojl3D9yEgMs3B9VSJybGFhYRAEQXRd2ezsbIsT1Lm5udi6davJ9tGjRyM+Pr7DcfYmvm4K+Lr5YrjIOtetNak1fyWsm1CrbIJGA2ihhVYL+Ltb9sA+xMsFH6zo+rKhgiDg6quvxrvvvoukpCRMmTIFcrnlCXBPT0/4+PigvLwczoIazkINgiS6GaojYkIwZ85UAIBKrUFxdSMKqhpQVNWAUG/LZtbVNNovQa1SqZCbm4uaauP1rjuqCVJUaF1QodV9/j5+/rhudjzkcjmys7ORlZWFS5cuoamp6z5vW1AqlSguLtbvWzpj+pdffkFDQwN8fX3h5+en/3B1Nf63UqvVqK+vR21tLerq6lBXV6ffViqVcHJygqurK9zc3ODq6oqIiAhIpVLI5XL9dVtSqVQoKChAXl4ecnNzkZeXh5IS8YSKpVxcXPQJ6b59+4p+HkTdzcAwL4zo44NDmeUm+/i7K/TLH1DvJpdKsGpZMha+8yfOF4lXsDiUWYbbJsS0XQWmm3Fzc4O/v7/oz5IZM2YgISGhw9dWyCS4ekhoZ8Jr9/3+1aLkd+sXCK8bGYkwC8d2RK0JgoCpiUGYmhiEOmX3HgObwwQ1EREREXVraYXVuOGjAyiqbjRqe/rnU/jp7vGQ9rBf7Il6IycnJwQHByM/33h9uZycHCQnJ7d5jcbGRqxdu9bkjMCQkBBMnz6907GSMZlUAm9XBbxdrT9jtCt4eHjg73//O1xcOvZgsU+fPigvN05UZGVl6bflUglCvV0sTkw3+7/rh6KsthFVDU2o+WvGekFlg36t6ezSOpTWKjsUd4CrYFAyv76+Hjk5OfpEcV5eHtRqNSqVcQC8O3SPtkwaNgCJibpZY3376v5sampCXl4esrKykJWVhezsbCiVHfscAUAq1SWJtFqtXdZsVigUFs8UTktLQ3V1tdFxZ2dn+Pn5QSqV6pPQ9fXGaxaa88QTT+j/LsTI5XJ4e3tj//79kEgkCAsLQ2hoKBoaGlBXV4fGxkaDNbGbmpr022KkUini4uKQnJyMqKioHlm+lnqvG8dGm01Qs7w3teTpLMcnN47A/FV7jX5m3zI+Gv+c3a/HJacBXdJtypQpWLt2rcFLp8OGDcPYsWPtGFnHzRwQjP4hnnjht7P440wBAGDJiAg8MbufnSOjnsJV0XPTuD33MyMiIiKiXqGPnxvcnWSiCepTuVVYczAby0dH2SEyIrK2iIgIkwlqS+zevVs0aQjoEjGLFi2y2jqw1P11NDkNAFFRUUhJSTE6XlRUhNra2navrdhStL8bov1152s0GhQUFCBfVoICVQEKagtQIClAnZMaNVonVLf4qNE6oeqvPzUQT46u++JDbHPRzaZtampCYWGhaD+JuZrdnRQhMotbJpMhMjISkZGRmDBhAtRqNX7cn4aP9mYjzlONQQFy9PWRobG+DlVVVSgtLUVpaaloxQUAuOqqqzB06FD9vkaj0X80J63lcjnefPNN1NXVWf1zdHKyrGpAY2OjaHIaABoaGpCbm9vhGBQKhUWVARobG3H69OkO36cltVqNEydO4MSJE/D19UVSUhKSkpLg6dkzy1ZS73LFgCCEeDkjv7JBtD3Ag+W9yVCErys+WDEM1394AMomDaQSAc/OHYAbevjvrgMGDICLiwuOHTsGlUqFhIQEDBkypFu/tBTh64r3lg9Dg0oNuVTCF+SJLMTfvImIiIioW1PIJHhm7gCs+OSgaPvrm85hzqAQ+Lp1j1l7RGRaREQEDh40/r9eUlKCuro6s6Vi6+rqRM9tNmfOHKPytkQdFRVl+uFydnY2+vXr3Kya8vJyHDt2DMeOHUNlpXG5bbkA+Aj18IHxjFqtFqiD/HICW6NLWtdDDidBjYYGdZuJzy5NUPsY/j/WaDRQKpVoaGgw+Dh17gIklYUoqarHmbwa5Essnz3ceoavRCIRndGckJAg+qJBM6lUisDAQJSXl6OhQTwpJcbZ2dmifmVlZRZfs70sLa3dVTPMy8rKsG3bNkilUowbN65L7kFkS3KpBDeMjsJrm86JtgdYuJwF9S7Donzx2qLB+Nf6U1i1LBkT4gLsHZJNxMTEICYmxt5hWJ2znGX8idqDCWoiIiIi6vYmxgdg5oAgbDptPNOrsl6FV39PxcsLB9shMiKypoiICIN9f39/RERE6NdRNcfZ2Rlz587Frl27UFRUZNA2ePBgJCUlWTtc6sV8fHzg5eUlmjzOysrqUIJapVLh7NmzSElJwcWLFzscmyAAblDBTVAhCDVAB56ljpdfxDhchARaSKBFEyRQQgaVVgolpGgS5HD3DYSbtz+c3L0hOLmiVqlGcXUjcsrqkV1Wh3qVeBnoCF/dzPXt27dj//79aGw0rpACAAKAUZYvDW7AVAnq1hITE40S1E5OToiPj0diYiJiY2Ph5OQErVaL2tpaFBcXo7i4GCUlJfrtmhrj9UWZoNaRSCQYMmRIl12fyNauHxmJN/44B43IOzwxAR2vnEE927ykMEyMC4APX6gmol6GCWrqtN9++w0bN27EkSNHkJOTg5KSEkilUkRERGDy5Mm499570b9/f3uHSURERD3cv67qj51pxWhQGT9I/eZQDhYkh2NktK8dIiMia/Hy8sLUqVMRHByM8PBwixMsgC4RMnDgQPTv3x/nzp3Dzp07UVBQABcXF8yePbsLo6beKioqCidOnDA63nId6rZotVrk5eUhJSUFJ0+eNJmstTW5YPiz1kUqID4iFH369EGfPn0QFhYGuVyO2tpaFBUVobi4GEVFRSiXlGPUnFGIi4tDaa0SOX+tm32pvB45ZXUorm6El8vlrHNXfb6NSpVF/WJiYiCXy+Hs7IzExEQkJiYiKirKaCkAQRDg7u4Od3d3REdHG7TV19ejpKQEpaWl+tnfHh4eFt2/tLTUsk+oAxwhQR0fHw93d/cuuz6Rrfm6KXDdyEisOZBt1Da9f5AdIqLugslpIuqNmKCmTnvrrbewdetWyGQyhISEYNCgQSgvL0dGRgbOnTuHjz/+GJ988gmWL19u71CJiIioBwv3ccXdk2PxxuY00fZH1h7HxvsmwkXBsltE3ZUgCJg4cWKnriGRSNCvXz8kJibi/PnzaGhosHg2I1FrGo0G+/btg1KpxJQpUwzaTCWoCwoK2vy6q62txYkTJ5CSkmI0498RODk5ISIiApGRkYiKioKvry/Ky8tRVFSEM2fOYOfOnfr1tluLjo5GfHw8/N2d4O/uhKGRPqL36Mr/l//bloYtZd5YkByOIeFeJte9lMvluPPOO+Hj49PhtTFdXFz0lR7aq0+fPpg4caJ+Te3S0lKoVJYl1wHdv5Orqyvc3Nzg5OSEhoYG1NXVtbkkQktdmaBuuQ44UU/xz9n9cOhiGc4XXa6e8LeJMegbwJcxiIiIWmKCmjpt5cqVePTRRzF+/Hi4uLjoj+fm5uLvf/871q1bh9tuuw2TJ0/u0C9kRERERJa6bWIM1h69hKzSOqO2zNI6vLUlDf+c3bl1P4moZxAEAfHx8fYOg7qxkpISrF+/HpcuXYIgCIiNjTX4ndfUOtRarRbZ2dmiX39lZWXYs2cPjh8/bnEZanP8/PwQHBys/wgICEB9fT1KS0v1s3qbP8zNVpZIJJDL5ZDJZJDJZJBKpfoy1gcOHBBNRJtSVVVlUT9rJagbtFIUaTxQqHFHqdYNKq0EdVonHNyXhc/3ZSEmwA0Lk8Mxf2gYwrxdjM739bVf9ZXIyEhERkbq97VaLWpqavT/ZhUVFRAEQZ+Ebvmnq6ur0UzvlixNPLu5uWH48OHQaDSiH81JcBcXF4OPlsdkMhnS09ORkpKCtLQ0aDQauLu7IzY2ttN/R0SOxt1Jhl/vHY/fTxWgqKoRg8K9MDrGz95hUQ+h0WiRXlyDuED3Dr84RUTkKJigpk4zNTM6LCwMa9asQUhICCoqKvDbb7/hjjvusHF0RERE1Js4y6V4bt5ArPzkoGj7R7sv4MqBwSZnaxEREbVFo9HgwIED2Lp1K5qamgDoEofr16/HHXfcAblcV6Laz88P7u7uomsQZ2VlGSSoi4qKsHv3bpw6dQparcjipW2QSqUICQkxSEYHBgZCoTAuGert7Y2QkBCDY81rKJeUlGDv3r04f/680efc2NholZLbXZ2grtXKUajx0H9UaJ2hW7Fa3IXiWry26Rxe/+McRkf7YUFyGOYmhcJJ5ngVVwRBgIeHBzw8PNCnT59OXUsikVjUz8fHB1dddVWn7gUACQkJSEhIQE1NDY4fP65/0YGoJ3KSSTEvKczeYVAPtOt8Me5Zk4L4IHc8MacfhkVxCSsi6r6YoKYu5ezsjJiYGBw9erRdb1QTERERddSk+ABcOywc3x+5ZNSm0QKPrD2BX+8d75APnomIyPGtXbsWZ86cMTpeWlqKbdu2YebMmQB0ycSoqCicPn3aqG/zOtR5eXnYtWsXUlNTOxRLcHAwhg4dikGDBrVrTfbWWq6hHBYWhlWrVqGioqLD1zPHGgnq5nWhnZyc4OzsDMHFC2WCJ46Xy3EwrwFKdfuT/FotsO9CKc4WVDGx1IXc3d0xbtw4e4dBRNTtfPZnJp795TQ0WuBodgUWvrsPVw4MxiOzEhHt72bv8IiI2o0J6i6gVqtx+vRpHDp0CIcPH8ahQ4dw4sQJ/TpBkyZNwo4dOzp0baVSiW+//RZff/01Tp8+jcLCQvj4+CA6OhoLFizAjTfeCH9/fyt+Np1TUlKi/0V7xIgRdo6GiIiIeosn5/THzrRiFFUbz/Q6X1SD/21Lx0NXJNghMiIi6u4GDx4smqAGgP3792P48OHw89OVczWVoM7Ly8MXX3yBjIyMdt/f2dkZgwcPxtChQ41mQluDXC7H7NmzsWbNGqtfG7A8QR0YGIhrr70Wzs7OBh9OTk5mS1fXK9U4nFWGPzNK8WdGKU5eqoCmHfnquUNCoZBZNruYiIioqzWpNXju1zP4fF+WUdvGUwXYfKYQN4yOwr3T4uDrZlw5hYjIUTFBbWXr16/HsmXLUFdnvO5hZ6WmpmLp0qVISUkxOF5QUICCggLs27cPr732Gj799FPMnj3b6vdvj5KSEhw6dAhPPPEE6urqsHTpUkycONGuMREREVHv4eUqxwvXDMJtnx8WbX9nRwZmDgjGwDAvG0dGRETdXWJiIgYPHowTJ04YtWm1Wpw4cQJTpkwBYHodao1G0+7kdN++fTF06FAkJCToy4h3lfj4eCQmJnZ4ZndrLi4uCAwMREBAAHx8LFtmw83NDQMGDGj/vRRSTIgLwIS4AABAZb0KBy+WYfOZAmw4WYCaxiaz5y9IDm/3PYmIiLpCnbIJd355FDvTik32adJosfrPTPxw5BLumhKLm8b1gbOc1cKIyPExQW1lFRUVXZKcvnTpEqZNm4a8vDwAuvJbEydORGxsLIqKirBlyxbU19ejqKgI8+fPx8aNGzFt2jSrx2HO+vXrcc011xgci46OxnvvvYfbb7/dprEQERERzegfhLlDQvHz8TyjNrVGi0fWnsBP94yDXMpZUkQ9kVarhSCYXneWqDNmzZqFCxcuiK4vnZaWpk9QBwQEwMXFBfX19R26j6enJ5KTk5GUlARvb+/OhNxuV155JTIyMvTV4Czh5OSkT0QHBgbqP9zc3Oz2/9HLRY4Z/YMwo38Qnp07EJvPFuLHo5ewK63YaGZ1TIAbhoTz5TUiInIMTjIp+od6Yvd5459ZrVU3NuGV31Pxxb5M/GNmAuYnhUEi4ViYiBwXE9RdJCgoCCNGjNB/bNq0Cf/5z386fL1ly5bpk9NRUVH4+eefMXjwYH17SUkJrrvuOmzduhUqlQqLFy9GRkaGTX+B9fPzw7hx46DRaJCXl4dLly4hMzMTX3/9NSZNmoTExESbxUJEREQEAM/MHYC96SUorVUatZ3Jr8L7OzNwz9Q4O0RGRF1Fq9VCo9Hgo48+QmJiIkaOHAkXFxd7h0U9jKurK8aPH4/ff//dqC0/Px9VVVXw9PSERCJBVFRUu2ci+/n5Yfz48Rg8eDCkUuvMgsrLy8PBgwdx9dVXW3RNqVSKadOmQaPRQCKRQBAE/UfLfYlEAjc3NwQEBMDT09OhXwxxUUgxd0go5g4JRVFVA34+noe1Ry4htaAaALAwOdyh4yciot5FKhHw6KxEzE8Kw8sbz2L7OdMzqZvlVTbgwe+O44NdF3D3lFjMHhQCKRPVROSAmKC2slmzZiErKwuRkZEGxw8cONDha27YsAG7du0CACgUCvzyyy8YNGiQQR9/f3/89NNPGDx4MC5cuICysjK8+uqrePHFF42u98wzz+DZZ5/tUCz5+fkIDg4WbZswYQL27Nlj0PfJJ5/EJ598glGjRuHEiRMmy5sRERERdQVfNwWenTcA96xJEW3/v63puGJAMOKDPGwcGRFZg1arRXl5OXJycpCTk4Ps7GzExMQgMDAQ+fn5yM/Px59//olRo0Zh9OjRcHV1tXfI1IPEx8eLJqgB4Pz58xg2bBgAtCtBHRQUhAkTJqB///6QSDpf4aOhoQGnT5/GiRMnkJWVpb/HmDFj2jzX3d0do0eP7nQMjirQ0xm3TojBrRNicCavCutSLmFeUqjF51fWq+Dl0rWl1omIiAAgIdgDn940EnvTS/DCb2dxJr+qzXNSC6rx969T8NbmNNw1JRbzkkJZPYyIHAoT1FZmKnnbGatWrdJvr1y50ig53czNzQ3PPfccbrjhBgDA+++/j+eeew4ymeE/s7OzM7y8Olayqj2/IIeEhODjjz/GpUuX8Mcff+CFF17ABx980KH7EhEREXXUnEEh+GVAHjadLjRqU6o1eGTtCfxw51i+VU7UzRw8eBA7d+5EbW2twXFBEJCWlqbfb2xsxK5du7Bv3z6MGTMGU6dOtXWo1EP5+voiICAAxcXGs5nS0tL0Ceo+ffq0ea3w8HBMmDAB8fHxnZ7Bq1arkZGRgePHj+PcuXNoajJcc3n79u0YMGAAPD09O3WfnqR/qCf6h/a3uP/mM4V46LtjeGnBYMwZHNKFkREREV02LtYfv/59PNYfy8Xrm84hr7KhzXMulNTiH98fx9tb0nDHpL64dng4nGRco5qI7I+vzDi4mpoabN26Vb9/0003me2/aNEieHjoZgCVlZXpZ1639Nhjj6GioqJDH4GBge3+HObOnQsAOHz4cLvPJSIiIuosQRDw73kDTc5yOpZTgU/3XrRxVETUWTKZzCg5DQCFhYUoKyszOq5SqUT7E3VGfHy86PELFy7o124ODg42WU0sOjoaK1aswC233IKEhIQOJ6e1Wi3y8/Px+++/480338SaNWtw+vRpo+Q0ACiVSmzatKlD9yGgoLIBD689jqqGJty95igeXXsCdUrjv2ciIqKuIJEIWJAcjm3/mIxHZyXCw8myOYiXyuvx5PpTmPjqdny85yLqleoujpSIyDwmqB3cn3/+icbGRgC6GdIjRoww29/JycmgBNe2bdu6ND5LNP9Srlbzhx4RERHZR6CnM566yvTMqNc2nUNRlfjb541NahzNLsfHey7ivm9ScOeXR/DOjnQ0NnFsQ2RPERER7eovCALGjRvXRdFQb2UqQa1SqZCZmQlA97W3aNEixMbGQhAEyGQyJCQk4JZbbsHKlSsRExPT4cR0XV0d9uzZg3feeQfvv/8+9u/fb9GLGKdPn0Z6enqH7tmbqTVaPPDtMVTUqfTHvj2cg6v+uwfpRdV2jIyIiHobZ7kUd07ui52PTMGNY/tAZmFFsMKqRvz71zMY/8o2fLAro4ujJCIyjSW+HdzZs2f124MGDTIq1y0mOTkZmzdvNjrfHrRaLX744QcAuriIiIiI7GVBchh+OZGHHecMS7EGeDjh3/MGItDT2eich747jl+O50Gp1hgc33iqAD8fy8NXt46Cn7tTl8ZNROL8/Pzg4uKC+vp6i/oPHjwYvr6+XRwV9Tbh4eFwdnZGQ4PxS07nz59HXFwcAMDDwwM33HADlEolJBKJRb/bt+XSpUv48ssvRe9tibS0NMTGxnY6jt7kvZ0Z2Heh1Oj4heJaLH5/Pz6/eSQGhnVsSTUiIqKO8HVT4Jm5A7BybB+8/sc5bDiZD6227fNKa5VIzefLVURkP5xB7eDOnTun3zZVEqy1yMhI/XZqaqrVY2rp8OHDePLJJw3ibJadnY1ly5Zhz549kEqluPfee7s0FiIiIiJzBEHAi9cMgnuLEmgLk8Ox+YGJmDUwWPQchUxilJxullpQjRs+PoiKOmWXxEtE5kkkEoSHh1vUVxAETJgwoYsjot5IKpWaTPKmpaVB2+oJsUKhsEpyuq6uDt9++22HktMhISG47rrrMHv27E7H0ZucyavCm5vTTLaX1Spx/Qf7cSTLeIkBIiKirhbt74ZVS5Ox+YGJWDA0DNI2ZlQLAnDXlL42io6IyBhnUDu40tLLb+YGBQVZdE5w8OUHrGJrr1lTTU0NXnjhBbzwwgvw8/NDZGQkFAoFioqKkJmZCa1WCzc3N3z88ccYOnRop+9XVFSE4uLitju2wLJlRERE1CzU2wX/nN0P/912Hi8uGIQpCYFm+w+N9MbXB7NNtp/Nr8Lyjw/iy1tHmVzjuit0ZEyUnW368yDqriIiInD+/Pk2+w0YMAD+/v42iIh6o/j4eJw6dcroeEVFBYqLixEYaP5nTXtptVr88ssvqK62fNaTh4cHBg8ejMGDB1v8bIEMJQR74N6pcfjP1jRoTMxMq25swg0fHcSHK4ZjfBy/59gCx0RERIZiAz3w5pIk3Dc9Du/tzMDaI5egUhv/4Jo9MASxgR52iJCISIcJagdXU1Oj33ZxcbHonJb9Wp7fFYYMGYL//ve/2LFjB06ePIkLFy6gtrYWnp6eGDVqFKZPn46//e1vFs9saMs777yDZ5991irXIiIiot7p+pERmJsUajCT2pTkSJ82+5zMrcTKTw7ii1tGwsPZNklqjomIdFpWjzJn4sSJXRwJ9WbNa0u3ni0N6GZRWztBnZKSYtFyXnK5HP369cOQIUMQHR0NiYRF9DpDKhFw3/Q4jIv1w33fHENuhfjyAvUqNW5efQjvLEvG9P58GaCrcUxERCQuys8NLy0YjL9PjcMHuy7g64PZaGy6XB3s7ilc5oOI7IsJagfXslyXQqGw6Bwnp8vrIFq6HltH+fj44J577sE999zTpfchIiIishZBECxKTgNAjL8bvFzkqKxXme13LKcCN356CJ/fPBJuFl6biDovNDTUZGKwWb9+/ayeICRqydXVFREREaKzMtPS0jB+/Hir3au0tBQbN2402ycmJgZDhgxBYmKiwfMBso7hfXyx4b4J+PvXKdiVJj5zV6nW4I4vj+DNJUmYOyTUxhESERFdFurtgmfmDsBdU/ri490X8cX+LIzt64f+oZ4WnV9eq0RDkxohXpZNniMishRfn3Vwzs7O+m2l0rL1DRsbG/Xbls66JiIiIiJjEomAoZHeAABXhRS+bqZfGDySVY6bVh9CnbLJRtERkUKhQEhIiNk+nD1NthAfHy96PCcnB3V1dVa5h1qtxg8//ACVSvylqYCAADzwwANYsWIFhgwZwuR0F/JykePDFcMwc4DpGdJNGi3u+yYF3x5iOWkiIrK/QA9nPD67H/Y+OhVPXz3A4vP+s/U8pry+A69tSkVVg/kXt4mI2oPTOxycu7u7ftvS2dAt+7U8vye46667cO2117brnPT0dMyfP79rAiIiIqIe76EZCXh4ZgISgjxQVN2IJR/sQ06Z+Ljs4MUy3PrZYXxy4wg4y6VdFlNHxkTbtm3Dvffe20UREdlPREQE8vLyRNvi4+PbTGATWUN8fDy2bNlidFyr1SI9PR2DBw/u9D127Nhh8mtdKpVi4cKF8PLy6vR9yDJOMilWLU3Gw2tPYF1KrmgfrRZ49IeTqG1U4+bx0TaOsHfgmIiIqH183BTwMfPidUsXS2rx5f4sNGm0WLU9A98euoQXrxmIKwYEd3GURNQbMEHt4Pz8/PTbhYWFFp1TUFCg3/b19bV6TPYUGBjI8nxERERkU4PCLz/sD/V2wde3jcaS9/ebXHvyz4xS3Pb5YXy4YniXJak7MiZKT0/vkliI7C0iIgIHDhwQbePsabKVgIAAeHt7o6KiwqgtLS2t0wnqzMxM7N6922T79OnTERzMh8W2JpNK8Ma1Q+CqkOKrA6ZnSj/36xnUNjbhnqm69crJejgmIiLqOq9tSkWT5vJSOiU1jbj9iyNYMDQMT189AF6ucjtGR0TdHUt8O7iEhAT9dlZWlkXntFz3KjEx0eoxEREREfVm4T6u+Pq20Qj2dDbZZ/f5Etz11VEomzQ2jIyod4qLi4Orq6vo8fDwcDtERL2RIAgmy3ynp6dDrVZ3+Nr19fVYt26dyfaYmBiMGjWqw9enzpFIBDw/fyBunxhjtt8bm9Pw8u+p0Gq1ZvsRERE5giNZ5dhwskC07ceUXFzx9k7sOFdk46iIqCdhgtrB9evXT7998uRJNDW1vabh0aNHRc8nIiIiIuuI9HPF17ePRqCH6fU9t6UW4Z41R6FSM0lN1JWcnJxw1VVXQaG4XKrQz8+Py/yQzZlKUDc0NCAnJ6fD15XL5Rg4cKBom4uLC+bPnw+JhI937EkQBDx+ZSIemC7+NdDs/Z0X8OT6U3yBjYiIHJpWq8VLG86a7VNY1YgbPz2Ex388gZrGtnMWREStscS3gxs7diycnJzQ2NiI2tpaHD58GKNHjzbZv7GxEfv379fvT5061RZhEhEREfU60f5uWHPbaFz3wT6U1ChF+/xxphDT39yJKD83LEwOw7ykMBtHSdQ79O/fH2FhYcjNzYVMJkPfvn0hlXbdOvBEYqKioiCXy6FSqfTHBEFAREREp2bNymQyzJgxA7Gxsfjxxx9RXV2tb5s7dy48PT07FTdZhyAIuG96HNycpHj+N9MP9b86kI1TeVX473VDEelnXP2BiIjI3jRaYG5SKC6W1KK0Vvx33WZfH8zBrrQSvHbtYIzt62+jCImoJ+Artg7O3d0d06ZN0++vXr3abP+Wv6z6+PhwzTUiIiKiLhQb6I6vbh0NXzeFyT5ZpXXYlVaMvIoGG0ZG1Pt4eXmhf//+iI+PZ3Ka7EIul6Nv375wdnbGwIEDsWDBAjz88MO4+eabER0d3enrR0dH484770T//v0BAMOGDWPVNAd064QYvHjNIJhbavp4TgVm/99u/H5KvHQqERGRPUklAlaM6YMdD0/G3ybGQGLmZxoA5FbUY+mHB/D0T6dQp+RsaiKyDBPU3cBdd92l3/70009x+vRp0X51dXV46qmn9Pt/+9vfIJNxkjwRERFRV0oI9sCXt4yCt6vcbL8gT9PlwImIqGe46qqr8PDDD2PRokUYPHiw6ProneHq6oprr70WCxcuxMyZM616bbKepaMi8faSJEjNPNGvVTbB04XPbIiIyHF5OMvx+Ox++P6OsYj2d2uz/2f7sjD7P7txOLPMBtERUXfHBHU3MGfOHEyYMAEAoFQqcdVVV+HkyZMGfUpLSzF//nykp6cDAHx9ffHoo4/aPFYiIiKi3qh/qCe+vGUUPJ1NP2gO9HC2YURERGQP7u7uXT6DXxAEDBo0yGDddXI885LC8M6yZCik4o/e7pkSy1KoRETULQyL8sGGeyfgpnF92uybWVqHa9/fh7vXHMWhzLJOLXNCRD0bX9XsArNnz0ZeXp7BsYKCy2WbDh8+jKSkJKPzNmzYgNDQUNFrrlmzBiNHjkR+fj4yMzORlJSESZMmISYmBsXFxdiyZQvq6uoA6Nan+u677+Dt7W21z4mIiIiIzBsY5oXPbxmFGz46gJpG47JmnEFNRETUu8wcEIzVN43APV+noKzFGp7Donxw37Q4O0ZGRETUPi4KKZ6+egCu6B+Mh9cex6XyepN9tVrgtxP5+O1EPvqHeOLGsX0wNykUznIuw0NElzFB3QXOnDmDrKwsk+21tbU4fvy40XGlUinSWyc8PBzbtm3D9ddfj2PHjkGj0WD79u3Yvn27Qb+AgAB8+umnButWExEREZFtJEV448tbR+Hur44it8LwF/ZAT86gJiIi6m3Gxvpj430T8MC3x/BnRik8nWX4z3VJkJmYWU1EROTIxvT1w+/3T8SLG85izYHsNvufya/CIz+cwEsbz2LJiEisGBOFUG8XG0RKRI6OCepuJDExEQcOHMA333yDr7/+GqdPn0ZhYSG8vb0RExODa665BjfffDP8/VkiioiIiMhekiK8sePhyTieU4HssjoUVTeiuLrRbPlvIiIilUoFAJDL5XaOhKwtyNMZX9wyCu/tzECMvxvCfay7NjkREZEtuTvJ8OI1gzBzQDAeXXsCBVUNbZ5TXqfS/xxcPCLCBlESkaPjU7IukJmZ2WXXVigUWLFiBVasWNFl9yAiIiKizpFLJRjexxfD+/jaOxQiIuoGNBoN1q9fj6qqKlx//fVwdWUCs6eRSgTcPSXW3mEQERFZzaT4AGx6YCKe++UMfjh6qc3+Pq5yzE0SX+K0pcmvbYeySQOVRguVWgO1RosADycMCPXCgFBPDPzrTx83hTU+DSKyEyaoiYiIiIiIiIjs6I8//sDp06cBAJ988gmWLVsGHx8fO0dF9lZS04j0ohqMjvGzdyhERD1WdnY2oqKiAAAHDx7EiBEj7ByRbZSUlCAgIAAAsG3bNkyZMqVD1/FykeONxUNw5cBgvLjhLC6U1Jrsu2REpEXrUOdVNECp1hgcq25owoXiWvxyPE9/LMzbRZewDvPCwDBPDAj1QqCHEwRB6NDnQkS2xQQ1EREREREREZGd7Nu3D/v379fvl5SU4OOPP8ayZcsQEhJix8jInk7lVuL2zw+jqqEJ6+4ai7ggD3uHRETUI/Xv3x8A4OHh0WuS0wDg7++PsLAw5ObmYubMmVAqlZ263vT+QZiaGIid54vx2Z+Z2HGu2KBdIgA3jI606FoyqQCluu1+uRX1yK2oxx9nCvXHvF3lcJZJIQiA5K9EtUQCCBAgCMC2hyZDKmECm8gRSOwdABERERERERFRT1ZZWYnDhw9jzZo12L17t/74qVOnsGnTJqP+NTU1+PTTT5GRkWHLMMlB/Hw8D4ve+xN5lQ2oaWzCrZ8fRkVd5xIHRERkbP369ait1c34PXTokJ2jsb20tDQAgEqlwssvv9zp60kkAqYkBGL1TSOx/R+TcdO4PvBw0s2RnNE/COE+li1hIpd2PG1VUadCQVUD8isb9AnsnLJ6ZJfVIau0DkxNEzkOzqAmIiIiIiIiIrKyoqIinDx5EufPn0dBQYH+eHV1NSZMmIDMzEysW7fO7DW4FnXvotZo8fof5/DuDsMXE7JK6/D3r1Pw6Y0jIOvEQ3siIjJ0ww03AADkcjkSEhLsHI3tubq6wtXVFXV1dXjqqafw2GOPWe3a0f5uePrqAXjoigSsO3oJA8K8LD63Mwnqtlha/buqQQV3hQwSzrYm6jIc1RIRERERERERWdnFixexe/dug+Q0AOTn5yMjIwPffPMN1Grx+pUSiQSLFy9mie9e5qdjuUbJ6Wa7z5fgld9TbRwREVHPpVKp9LOnV65caedo7OeZZ54BoPv7yM7Otvr13Z1kWD6mD5IjfSw+Ry7tmqSwIMDi9amf+fk0Jry6Ha/+norzhdVdEg9Rb8cENRFZXUlJCby8xN+K++GHH+Dm5gZBENr10Z35+fnZOwQiIiKyEo5zDHGcQ2RafHy8ybavvvoKDQ0NJtuvvvpqxMbGdkVY5MDmJ4VhRv8gk+0f7r6IH49esmFERESGmsev48ePx3333QeJRGIwrg0ODtb33b17NxQKhUG7XC7HsWPHjK77wAMPmBxHe3l5IT8/XzQeuVyu77d9+3aj9jfffNPgOi3NmTNHv/3hhx+a/Jx7+hj/4Ycf1m/PnDnTjpFc9vjsfnj92iH4z3VJeGdZMv5zXRLuntIXk+ID4O+u6PB1Lf1XqVM2YdOpAuRW1OOdHRmY8dYuzF+1F4cyyzp8byIyxhLfRGRV586dQ2JiIsLDw43a5s2bh59//tkOUdlXVVWVvlwOERERdV8c5xjjOIfINB8fHwQEBKC4uNioTaPRmDxvypQpGDp0aFeGRg5KIhHw1pIkLHhnL9IKa0T7PPbjScQEuCMpwtu2wRERtXD8+HHs3bvX6HhhYSE8PT3x6aefYtGiRUbtTU1NGDp0KLRarcHxt99+2+S9qqqqEBoairy8PKPKItnZ2QgNDQUATJs2zeDna2VlJR566CGD/ZZ2794NwPyM2t4yxpdKpVCr1Th//ry9QwEAzB0SarJNq9WiqLoRp3IrcSq3CqfzKnE6rwq5FfVtXldi4YsDm88UolZpWOXmWE4FFr+/DyvH9MHDMxPg5sTUGlFn8X8REVmNSqVCYmIiFAoFcnJyDNo2b97cKwZ0YjIyMhAVFYXAwEAUFRXZOxwiIiLqAI5zxHGcQ2RefHy8aILalGHDhmHixIldGBE5OncnGT5cMRxz/7cXlfUqo3ZlkwZ/++IwfrlnPAI9ne0QIRERUFNTA4lEgiNHjiApKQkA4OTkBKVSierqan1y+o033sCDDz4IABg6dKh+9vSoUaNw4MAB/fUSEhIQFxeHH3/8EXK5XH/8nnvuwapVqwAAcXFxqKkxfHknJCQETzzxBF544QVotVoEBQWhsLAQABAYGKjv98033xh9Ds2VTDw8PEQ/x940xg8ODkZubq7JpUcciSAICPJ0RpCnM6b1u1x1pLxWiTP5VSipaYRGq4VWC2i0uoS2VgtooTVzVUPrUnJFj2u1wOo/M7HlbCFeWTgY42L9O/35EPVmLPFNRFbTXCpH7OHkvHnzjI75+PggPT0d6enp8PExXodELpdj1qxZmD9/vtVjtaXIyEjcf//9KC4uxnXXXWfvcIiIiKgDOM4Rx3EOkXnmynyL9Z09e3a3KgtKXSPKzw3/WzoUEhNfCoVVjfjbl0fQ2OT4iQQi6rmqq6v1yWkAyMzMNGh/6aWX9MlpAEhJSdFvHzlyxKBvamoqfvnlF4PkNAD873//wyOPPAIA+vWiW3v++ecREREBQDdWv+eeezBx4kQolUoAwNixY7FkyRKTn0dAQIDo8d40xo+KirJ3CJ3m46bAuFh/zEsKwzVDw7EgORyLhoXj2uERWDwiAktGRGLJiMg2r1Nc3Yjd50vM9rlUXo9lHx3A4z+eQFWD8ctkRGQZJqiJyCrGjBmD+vp6LFy4UHRdxvp6wzIrgiCgrKwMffv2Rd++fVFWVmb0IEalUmHjxo1Yt25dl8ZuC2+99Rbkcjm+/fZbbN682d7hEBERUTtwnGMexzlEpoWHh8PZue1ZrmFhYVi0aBGkUqkNoqLuYEJcAP45u5/J9pTsCjy57pRRmVwiIlvw9PSEq6urwbHW5bcfe+wxo/OazxGbqfvVV1/By8vLaF3rV199Vd/n1KlTovFkZ2frx9urVq3Sl+9WKBSipchbCgoKEj3em8b4ffv21W+XlJhPzvZ0x3MqILXwZcGvD+bgijd3YVtqYRdHRdQzMUFNRJ2WnZ2N/fv3QxAErF271qJzWg9aAdMDQkfUPFhuj+YB8axZs7oiJCIiIuoCvW2c05ExDsBxDpEpUqkUcXFxZvv4+Pjg+uuvh0KhsFFU1F3cMj4aC5LDTLZ/f+QSPvsz03YBERH9pXnGcmvN40iZTHxlUXd3d9HjcXFxuOGGG1BVVWX2xZstW7aYbGtZMrxZbq54qWZLYmqtJ4/x/fz89Nvp6em2CMlhTe8fhENPTMeL1wzCiD7Gs+RbK6hqwM2rD+PBb4+hok5pgwiJeg4mqImo0xISEgAAf//73y0+R2wAJzbQ60lGjBgBb29vaDQa/Vo8RERE5Ng4zrEMxzlEpplLULu6uuKGG26w+OE49S6CIODFawZhSLhx9Y5m//7tLPam9+7ZbkRke97e3mbbTVUEEUuSvvzyy/qkqCAImDZtGtauXYvi4mJotVqD0t5VVVUm7zlixAiD6wcEBMDfv+01gi1JYgM9e4yfmpqq3x49erQdI3EMXq5yLB0Vie/vGIvVN41AqFfb1XB+TMnF9Dd34fdT+TaIkKhnYIKaiDrlk08+QUNDAwRBwH/+8x+LzyssNC59InbM2o4dO9bl9zCnucTQDz/8AJWKa5QQERE5Mo5z2ofjHCJxcXFxomW+ZTIZli5dajBriag1Z7kU7y8fjgAPJ9F2tUaLu9ccRXZpnY0jIyKyjn//+9/67ZqaGmzZsgULFy7UJ5ctLZcdGxtrMPu6uLgYb775ZpvnlZaWWnR9e4zxbTW+v3Tpkk3u0x1NTgjEpgcmYtmottevLqlpxB1fHsWst3fh8R9P4JuD2TibX4UmtcYGkRJ1P0xQE1Gn3HHHHQCA4cOHt+u8/Hzjt8nEjolxdnaGIAhYsWKFwZo0MpkMGRkZRv2WLVum7zN06FB9+5133mlwviAISExMNLpfQkKCQZ/OlO8ZOHCg/uHUkCFDOnwdIiIi6nq2HudYOsZp2VdsnGOPMQ7AcQ6RKS4uLpg1a5bBrC5nZ2csWbIE4eHhdoyMuotgL2e8d8MwKKTij/Eq6lS45bNDqG7gy0FE1P00NDQA0L241Xpda8AwgW3Kyy+/rB8vt5zd/dBDD6GuTvwFnuafy5YmqLt6jG/P55gXLlxos09v5uEsxwvXDMKaW0chwtelzf6pBdX4+mAOHvvxJK78z24MeuYPPPjtsa4PlKibYYKaiDps//79+tkxzesOmtJ6bRqtVgs/Pz9kZ2cjOzsb/v7+RmvMtDWT4IsvvoBCoUBycjIUCgXUarVo+bw1a9bAyckJo0ePRnJyMgDg5ptvxnvvvQcAiIyMxNChQyEIAs6dO6cv5QkAw4YNQ1paGgAgMTERERERKCoqMrseTluefvppAMDZs2c7fA0iIiLqWvYc51g6xgGMxzn2HOMAHOcQmZKUlIS77roLkydPxowZM3D33Xe3uTY1UUvDonzw/DUDTbafL6rBvV+nQK3p3Pdxos6SSqX6xNi7775r73Ds5quvvtL/PUgkfARvTnOiWK1WG7WpVCqcO3fO7PmVlZV4/PHH9fvl5eX45ptv9Pumxt2hoaH6e4ix1xjfHs8xm5P4np6eZvv1dmNj/bHp/om4aVwfmFnS20i9yvhr25RZb+/CkGf/wKCnN6H/U78j4cmNGPTMJsx6exduWX0IT/90Ch/sysCGk/k4nlOBkprGTv8OR2Qv/OlIRB02c+ZMAIBCoYBcLjfbt+VaJs3KysoQFRWFqKgo0bcVT548afaaCoUCjY2NOHLkCBobG6FQKKDVanHnnXca9HN1dUVDQwP27duHI0eOAAA+/fRTAEBKSgqysrJw9OhRaDS6civNAzkAOHr0KABdWaCzZ88iOzsbzz//vNm42vLYY4/ptydOnNipaxEREVHXsOc4x9IxDmA8zrHnGAfgOIfInICAAEyePBnjxo2Dh4eHvcOhbmjx8AjcOLaPyfbt54rx8ka+IET2s2LFCv24Q6FQiI5deotly5bpK8totVosWrTIzhE5rujoaAC6v6d+/frpj+/evRtOTuLLG7QUGBio324uB75kyRL9WsoNDQ244oorjM574YUX9NuHDh0yarfXGN/WzzErKyv127fddpvZvgS4KmR4+uoB+P5vYxDj72bxeUMivC3qV1WvQmW9CtWNTahTqtHYpEF1QxNSC6qxNbUIn+3LwosbUnHXV0cxb9VeDH9+C/o99TumvbEDKz85iBc3nMXu88VobLI8KU5kL0xQE1GHVVVVAQAmT57cZl9XV1ds2LDB4mt//PHHCAkJMdtnxYoVovvffvutwfHbb7/dYL/5zUu5XI7w8HCUlJToP9zcdAOLzz77TD84lclk+nVvAOCJJ56w+PMwxcfHBwCwZ8+eTl+LiIiIrM+e4xxLxziA4TjHEcY4AMc5RERd6Yk5/TC2r+kZeh/uvohvD2XbMCKiy7744gv99o8//mjHSBxDy/HhDz/8YMdIHNvx48f126mpqfqZ5xMnToRWq9XPdBYzceJEKJVK/fb8+fP1bfv27dO/aLp582Zs3LjR4NyVK1fqZ2+3PK+Zvcb4tn6O2fKl0tdff91sX7pseB9fbLhvAu6Y1BcSC2ZTW5qgllhysVYaVBpkFNdiZ1oxPth1Acs/PoikZzfjltWH8MW+TOSUiZe5J7I3JqiJqEOefPJJ/fZ3331n0TlXXnkllEolBgwYYLD+WkvR0dGoqKjAzTff3Ob1Zs2aZbA/ffp0AJfXrmm2YMECg/3mAalKpUJAQIDBR21tLQBdWc/du3cDgP6N15ZMxW+pu+66C4Du7VCxtzSJiIjIfuw9zrF0jAMYjnMcYYwDcJxDRNSV5FIJ3lmWjD5+xuu0Nnty/SkcuGDZmqpE1jJ16lT9tlQqxZw5c+wYjWOYMmWKQSWecePG2TEax+Xq6oqUlBTRqkUTJkxAbm6u6Hnr16/Xj2sVCgV27txp1CcvL0+/LfY1OX78eKN+LdljjG/r55jNs7779u1rNn4y5iyX4rErE7HurnEYGultsp9CKkG/EMuq50g7kKAWU69SY2tqEf7102lMeHU7pr6xA1/sy7TKtYmsRWbvAIioe3rzzTcB6AY4Xl5eFp8nl8tx6tQpq8Tw+++/Y+HChfr9LVu2ADAeiLUe4DbPhJJIJJg7d67ote+//379zCmxh8GdXdvj+eef15cSWrBgAXJycjp1PSIiIrIee49zLB3jNN+zmSOMcQCOc4iIupq3qwIfrRyBa97Zi+qGJqN2lVqLbalFGBVjeqY1kbVt375dv/3QQw/ZMRLH8txzz+nXR/7zzz/tHE3ntTVWbC47bUpBQYHo8aSkJP1MaEvvO3/+/DbjEVsnuqVdu3bpk7fXXXedwdrVzWw9xrflc8wXXnhB33bixAkLPgsSMyTCG+vuGocLxTU4llOBYzkVOJ5TgTP5VVCptegX6gknmdSia0mt8MKwmAvFtagSGTO0ptFokVVWB28XOTxd5FZLmBOJYYKaiDqkvr4egO4tR3v5/PPP8eGHHxrsA2hzXZ+kpCQAukHz6tWr23zw3NTUhJKSEn15nJZr1HSGIAjQarW4dOmSVa5HRERE1mHvcU53H+MAHOcQEXW12EB3rFqajJtWH4JacznxIBGAJ+b0x83j+tgvOOp1HnjgAYP9V155xU6ROJ7HHntMn6AGgHvuuQf/+9//7BgRtbZ06VKsWbMG3377rWiC2loccYz/r3/9CwAwduxYuz7j7SliAtwRE+COBcnhAIDGJjXO5lejQWX5etAdKfFtqckJAW32Ka9TYsrrO/T7ns4yhPu4YmS0L0bH+GJUtB983BRdFiP1LkxQE1G7ZWRk6LcTExPtFodSqYSTkxMGDRqEkydPQqlUQhAEfPDBB22eu3z5cnzxxRfw9vZGaGgo+vbti/z8fFy6dAmNjY36Nz6TkpJw7NgxBAQEoF+/fqipqbHaLCBPT09UVlZa5VpERERkHY4wzunuYxyA4xwiIluYGB+Af83ph2d+OQMA8HCS4f+WDsWUhEA7R0a9zapVq/TbPj4+dozEMQUGBqKoqAgA8MEHHzBB7WC++uorbN26FZWVlTh06BBGjBjRJfdxtDF+ZWUlnJ2d4eTkhL1791r1cyUdJ5kUSRauPd3sX1f1R11jEyQSATKJAIlEQFW9CpfK6//6qENuRT1yy+vR2GS+YkFLgR5O6B/i2Wa/inqVwX5VQxPO5FfhTH4VVv+ZCQBIDPbA6Bi/vz584e3KhDV1DNegJmpFEAT9R7NFixZBIpEYtAmCgJCQEKhUKqNrjBo1yqivIAj6kixteeGFF+Dr6yt6T0EQIJVKceWVV5q9xpNPPmlwjodH2+tcSKVSg3M2b94s2u+WW27RbzevMWgPS5cuhVKpxJEjR6BUKiGVSnH27FmLzv3888/x0EMPQRAE5OXlYffu3UhPT0dDQwOCgoL0/VJSUvRrsJw9exY5OTkICAiwyvqMgwcP1m//4x//6PT1iIiIrM0aY5KW/SMjIy2+d8t7iq1H1yw/Px++vr5GsUkkEgwfPlw0jueee87k9RxhnNPdxzgAxzlERLaycmwfLB0ViUhfV6y7eyyT012Az4nafk7U8nNuT0UWlUqFUaNGQSaTiX5e7flYunSpxfe1tXfeeUe/rVKpRL9GyL4KCgpQX1/fZclpwPHG+F5eXqirq0N5ebl1PkGyiknxAbhyUAhmDgjGtH5BmJIQiHlJYbh7SixeWjAIX9wyCtsemozUf8/CoSemY91dY/G/pUPx+JWJmDM4BJ7O4nNSJ8Vb9rteRV3b359SC6qx+s9M3PHlEQz992Zc+Z/dePaX09h0ugAVdaZL9bdHTlkdvj6YjRc3nMXzv57BSxvO4uWNqXhtUyre/OMc3t6Shv/beh6rtqfj3R0Z+GBXBr47lIOiauMS9+S4BK01FhkjcmCnT5/GwIED9funTp3CgAEDTPZv+Y1aq9XC1dVVX+bRVP/GxkbI5XIcOnQII0eONBuPh4eHfk0QMXK5HE1Nba8H0Xzvo0eP6ku9tBYWFoa8vDz9/vXXX481a9aI9k1MTMS5c+f0+5MmTcKOHTtE+7q5uaGurg6AddYpbC9nZ2c0NjZi3759GD16tM3vby3r16/HNddcA0D3Nm1hYaGdIyIiop7sp59+wvz58/X7bY2JrDUmaTluACwbO5w7d85g9vKSJUtEy+298MILePLJJ9uMLTc3F6Ghofpjzz77LJ566inR/vYc5/SUMQ7AcQ4RkS2p1BrUNjZxBpOF2jsm4nMiHVPPiVasWIEvvvhCv2/p+GnevHn4+eefLeprCXOfiyNo+XVkamxLPVNPGuOT42tSa3AspwLbzxVhx7linM7T/XxZtTQZcwaHtHn+ttRC3Lz6cIfvLwhAv2BP/ezqkdHtm2H99pY0/HwsDxdKajt0f2e5BA/PTMRNY/t0abn0nqK9uTNr4wxqIjN8fX0Nfulo/cYsoBt4N79x1vqXDrH+1dXVmDp1qsl7qtXGa1I0zwJqTavVYujQoSbfvMzNzTW4/9dff41Tp04Z9Vu1apXBLx0KhcJkchqA2V/EyHItfyEuKyuzXyBEREQirDUm+fe//22w/+2337Z579YzgMQe4H311VeiyenW4y+tVtuumdsc51gHxzlERLYjl0qYnLYRPicytm7dOoO4LDFy5EirJqe7A6lUqt/+5Zdf7BgJEfVkMqkEw/v44uGZifjt3gk4+M9peHXRYIyP87fofEtmUJuj1QJn8qvwyd6LuP0L3Qzr2f/Zjed+OYM/ThdAozH/ElNWaV2Hk9MA0KDS4N+/nsH1H+5HTlld2yeQXTFBTWRGc4mTGTNmQKvVQqPRQKPRoKKiAjLZ5XIZ9fX18PPz0++/9NJLBv3/+OMPg+tu377d5D1dXV0RFBSEb775BlqtVn8dtVqt3580aZLBOX369DF5vU2bNhnsDxkyxGBfpVLhnnvuMTiWm5tr8nqAfWZN93SWvg1NRERkK9Yakzz44IMG+3fccUeb97548aJ+28XFRbTP8uXLDfajo6MNxl9arRZTpkwB0L6fsxznWB/HOURE1FPwOZGx2trLiQRPz7bXN33ttddw6NChNvv1NN7e3vrtltWFLDVo0CBIpVKrfsyZM8eKnyEROaJAT2csHh4BLxfTy2a1VN7JBHVrLRPWz/x8Gm29xzQx3rJEelsOXCzDzLd34asDWfwd34ExQU3UhjvuuMPoFwcvLy9UVlYaHGto0K1vkJqaiscee8ygbcaMGXj11VcNjr377rui96upqUFBQQGWLFliMqYdO3bg2Wef1e+3LM/U2owZMzBt2jT9vkajQb9+/fT7Pj4+Bv0fe+wx+Ptb9oPAWmsUtldDQwO0Wi3L4hAREXUha45JAgIC9NsVFRVm77t+/XqD/SeeeMKoz2233WbwS2bfvn1x4cIFo37btm3r8HqE9hjncIxDRERdTa3RotLKD597Gz4nMtRyTBYfH2+yX7NHH33UbHtkZCRGjx5tkOC3RMvlYRzR4MGDO3X++fPn9S84WOvjyJEjVvrsyByO8ak7WTYqEnsenYJf/z4eX906Cq8uHIyFyeEI8xZ/cbw9Rsf4tfl79oS4ALPt7VGnVOOJdaew4pODyKtgpTRHxAQ1kRlSqdTkLwiurq5QKAxLaPXr1w8JCQmi/R9++GGD/f/973+diq31uonm3rbdsmWLQaypqal49913ce211xq86RoUFISXXnrJ7H1LSkr02y3fDqaOsVeSn4iIyFosGZN89dVXBvvm1o2++eabDfbFEtSrV6822E9PTzd5va+++srin7cc51gXxzlERI5FrdHioe+OYfH7+1BS02jvcLolPicy1LqUeFvrbe/evdvkTDapVAqtVousrCzs27cPJSUlOHnypMlrCYKgn0Gu1WqNPn9HM3HiRIP91i80EBE5Ame5FOE+rhgY5oVxsf5YPCICbywegr2PTcXuR6bg1UWDsSA5DKFezu2+9ui+bb945O/uhIFhbVfjaI/d50sw8+1d+OHIJc6mdjBMUBOZMXnyZLPtYWFhBvu7du0y27/l+kCXLl1q8/4vv/wyYmJi9L/kyGQyg1I8LbV8U1ZMUVGRwf5dd92FtWvX6vcFQUBBQUGbMbUsw8SHjp3Hv0MiIuoOOjsmmTFjhsH+G2+8YfJezaUzAZicOdOyZLSvr2+b8Y8fP77NPgDHOdbGv0MiIsfRnJxefywP5wqrsezDA0xSdwCfExnasmWLwf6YMWPM9je31Mvhw4eNjg0cOBCzZs0S7a/VapGdnW32fo6k5ax1APjhhx/adX7zLFxrfljyHJCIqFmErysWD4/Am4uTLiesFw7GgqFhCLEgYT0mxrLKGJPiL8+i7hfiiamJgZgUH4AJcf4YF+uH0TG+GBnti+FRPhga6Y0hEd5wVUjNXBGobmjCuzszoFRrLIqBbIPTAojMeOihh8y2+/v7G6yR2FZpbJlMBqVSCcD4LdOWZs6caVQuqi1trRvt5eWFp59+2uQvKL/99ptF9zl37px+u/UvP9R+LR/cZmRkoG/fvnaMhoiIyJA1xyQJCQn6cURzycvWXnjhBYP9L774wqhP6zX7Wie/xbz66qttPjAFOM6xNo5ziIgcQ8vkdLPmJPVXt42Cv7uTHaPrXvicyFDLsROANn/Wiy3JAujGDElJSaJtGzduNPnS2yOPPIJvvvmmzTi7QnNMQUFBFiV6W5ZRB0z/XRARdQeCICDC11WXtB4RAa1Wi5yyeuy/UIr9F0qx70Ip8isv/94f5u2CcB/LyoTPTwpDjL87JsT7I9DDspna2aV1+Mfa4zh4sUy0XSoR8ObiIXCS8fd8R8IZ1ERmTJ8+3Wx769JNbWk5oNZoxN/WCQoKavcvHYBuTaK2PPPMM0Zv8wLAhAkTcOWVV1p0n6ysLP02H9x2Xsu3pVNTU+0YCRERkSFrj0lal5lctGiRUZ/WCWqx8cnOnTsN9q+++uo2Y7J0vTeOc6yL4xwiIvsTS04340zq9uNzIvPaGj+ZSsLL5fJ23wsAUlJSOnQeERFZlyAIiPTTJavfXJKEPx+bip0PT8YrCwfhmqFhmDM4xOIKW3FBHlg4LNzi5DQARPq54pvbRuNfV/WHk8w47Xn3lFgMDve2+HpkG0xQE5nR0QFyR915551GJZY8PT0xf/58fPnll0hNTTUoxdPym7ql6ycEBwcbHXvnnXcsjrFl2c2WDx2pY1r+G+blGT8wICIisoeuGJOEhIQYjB3Wr19v1Ke+vl6/HRsbK3qds2fPGuzHx8e3+flYiuMc6+I4h4jI/qrqVTiZa3qtWyap24fPiQy1Xl87LS3NbH9TSXiZrGNFPluul+3oWo9hY2Ji7BQJEVHXEwQBUX5uWDIiEm8tScI/Z/dr+6ROkkgE3DI+Ghvum4CkCG/98f4hnrhnivjzhdY+2n0B61NyUVglXvWNrIslvokcyPvvv2+wn5eXh5CQEJP9Lf1lo9kPP/yAI0eOGB0fMmQI1Gq1RdcICgrSb1t6Tm9af7C9/yYt+5t6EE9ERGRrXTUmmTJlCrZu3QpAN46orKyEl5cXAOC6664z6NvcrzWxB6EjRoyw6P5t4TjHPI5ziIi6Hx83Bb6+bTSu/3A/MorFk3ks9+24HP05UesZ5Xv27MGyZctM9pfJZKKzqJuamiyI1ljzOLI72LRpk8H+woUL23X+oEGDcObMGWuGhFmzZlm85F9vGvOSofZ+XyGyt74B7lh7xxh8sPsCVm1Lx5tLhkAhMqu6tcYmNV7/4xwaVJq/ruOGMX39kBDkgQhfV0T6uiLcx9Wia5FlmKAmciAtf+AvWrTI7C8dHSFWShPQvcHav39/iwa6ffr00W9b+uCWTGv59nBycrIdIyEiIrqsq8YkW7ZsMXi4NW3aNBw+fBiA7gFpM4lEgsjISNFrTJkyxWD/l19+MfsgFAD2799vUXwc51gXxzlERI4h0NOZSepuytGfE7WeUX7o0CGz/V1cXEQT1ObW3zanO70At2fPHoP99ibXz58/b3IGekeJvZxARNQTyKQS3DU5FstGRsHL1bLqJ8eyK/TJaQDIKK41GjcJAhDq5YIIXxdE+boh0s9Vn7yOCXCDp7NtK610d0z1Ezmol19+2Wz75s2b23U9Pz8/g/3777/fYG2ks2fP4sMPP2zzOomJifptSwfGLctN9fSP9mr5d9id3vwlIqLew9pjkpbjj6NHjwIA6urqDGbOTJgwweT5rq6u7b7/I488YlFsHOdwnENE1FM1J6n7BriZ7MNy347NUZ8TtXz5MD093WzfefPmiR7XarU4duyYaJu5tbD/+9//mo1LEASMHz8et99+OyQSif6YWEnxgQMH6ttbfowbN87s52SpU6dOWeU69mLvcSg/us/vAESOxNLkNAD8mVHaZh+tFsitqMf+C2X49nAOXtt0Dvd+nYL5q/Zi8DN/4Iq3duLxH0/g+8M5uFBcw/9DbWCCmshBpaammm1fsGCBxde67777UFZWpt/38/PDW2+9hdzcXIN+t99+e5tvrY4aNUq/zZlFREREPZ81xyQAcNddd+m3tVotTp06hcmTJxv0aesBa8uHii3HOKa0nrFiCsc5RETUk7UnSb0ttRBrj1zCezsz8PyvZ3D/Nym44aMDmPX2Lry08azJ86nrOOpzIje3y19PVVVVZvt+/PHHJtuGDx9udOzUqVP4/fffTZ5jquJOS0ePHsWHH35oMklQWVkJiUSC06dPi7b/+eefBp9jR1VUVOi3W79waYmGhgarJx4LCgo6/XkREfUU+yxIULclrbAGXx/MwcNrT2DqGzuR/O/NuPWzQ/jsz8zOB9gDMUFN5KBuueUWk23/+Mc/UFNTY9F18vPz8X//938Gx0pKSgAA/v7+RjOKWr9B21rLQTQf3HYe36IiIiJHZ60xSbO33nrLYH/OnDn6Mt+ArlRk63KRrS1fvtxgPy4uzmTfZcuWWfzzluMc6+I4h4jI8TQnqWPaSFLfvPow/vH9cby8MRUf7bmI9cfysCe9BKkF1bhgokw4dS1HfU50zTXX6Lfb+tkvl8sRGBgo2qZWqyEIAqKiojBmzBj4+/tj0KBBJq81d+5cs/dqVl9fD0EQsG3bNn1ituVs7YCAAH3cycnJBgnc8PBwALpqP52dSd1ybHn11Vd36lpERGRddcompOSUW/265XUqbDlbhG2pRVa/dk/ABDWRA2n5MLawsFB0rb5Ro0bhjTfesPiaUVFRBvvffPONwf4rr7xi8MtBdXU1brzxRouv316tSyU999xzBu3jx4836tMb9JbPk4iIuoeuGJO05Onpqd/Ozs42eJhp7uFrs08++cSonGRMTIxRv+nTp2PNmjUdirEjOM4R11s+TyKi7iLQ0xnftJGkNoclwG2nOzwn+vzzzw323333XbP3v3jxotn27Oxs7N+/H6WlpmeySaVS/PTTT2av01J5eTmmTJmi3x84cCAA4O2339bPEF+6dKnRmsw5OTlwd3cHoJtJ3VE//PCDwf4XX3zR4WuRaZ988gmcnJxES7W3/mhZOYmIqE6pxpIRER0eG7VlWJSPRf1e/T0VV/93D/72xWE898sZ5FXUd0k8joIJaiIH0nptn5SUFAiCAIlEol8r5+DBg/r2th72jRkzxqAUU3JyMpYsWWLUr7Cw0GD/s88+w7lz50xeVyLhtw5ra7nOExERkb1Ze0zSWutZOy219VCz2aeffmqwf/HiRaMYt27dCgBG6wya+7nLcY71cZxDROR4OpOkZoLadrrLc6KWifQnnnjCbAyurq74448/zPYxRxAEs8nr1tzc3ODl5SXa9uyzz+q3v/rqK9E+jz32mH67srLS4vu21HKJG0uqBVH7XXHFFbjlllugVCot6v/ggw92cURE1J34uzvh+fmDsO2hydj/+DS8tWQIrhsRgRF9fBDk6dTp61uaoE4tqMbJ3EpsOl2IT/ZehLJJ0+l7OzI+fSFyICtXrsQVV1xhdLy5tFBLbQ3m169fj/379+v3pVKp0ZugLf36668G+wMGDDDZ19vbW7/dsiwStc/u3bv1281lo4iIiByBNcckpq4vxsPDo13XePrpp42Ot45REARkZ2cb9DFXLpLjHOvgOIeIyPF1NEldUm1ZAkir1eL7wzloUHHZjI7qLs+J7r33Xv12eXnbJVJnzJiBvLy8didqvb29odFoTCacxfTp08dkW8uEs6mZtk8++aS+z/r169sVb7OiosulXS2pFkTt88ILL2Dz5s36/TfeeEP/f6R1dYHrr78ey5cvF30xg4gIAIK9nHHN0HC8vHAwvr9jLA78czpS/z0LWx6ciI9XDsfTV/fHTeP6YHq/QMQFusNJZj7NKhGAIRHeFt07t9xwxnSwl3NHP41ugQlqIgezadMmrF69WnSQLggC+vXrB61WixkzZpi9Tss1gACYfdMV0K3/OHbsWP2+Wq3GkCFDRPsuXLhQv93ybVNqn5Z/d//85z/tGAkREZExa41JTBFLWra3ZPgzzzyDvLw8+PgYv40sCAKGDRsGjUaDkJAQg7bx48ebvCbHOdbBcQ4RUffQkSR1vUqN2samNvv9fqoAD689gWlv7MTPx/Og0Zhfn5jEdYfnRK+//rrB/j/+8Q+z1waAkJAQKJVKrFu3zmzCWRAEBAUF4eTJkxYlv1tr+fJha22tmd1aVlZWu+//8ssvG+xbWi2ILNfyJYK8vDyD2dEPPvgg4uPj9fv33nuvUVl6IqK2OMuliA30wLR+QbhpXDSevnoAPlo5ApsfnITUf8/C7kem4D/XJWHFmCgMCPWEpEVBk8RgT7g7yUxfvIWWJb0DPJzgLJda+1NxKJb9rRD1Iu0ZnO7Zs6dd125oaLCo38qVK03OLGpJozFd4qG9g2wA2Lt3r0X9Vq1apS8z1Zk1eHq7lm8q33zzzXaMhIiISJw1xiSm5OTkdCQkIyEhISgrKzPbp/VDUnMPQTnOsQ6Oc4iIuo9AT2d897cxeOqnU/j9VAE0Wt1sH183J/i7KxDg4QR/d9227k8nSCXmS0k3Nqnx0sZUAEBuRT3u/ToFD313DAHuTgjwaP5wvrzt7oRAT92fEb6utvi0LcbnRJaZNm2afnmVt99+2yhpbcr8+fNRUVHR7tisQRAEaLVaSKVSNDW1/dJFRzz11FP67dGjR3fJPXqzxx9/XL+9dOlSoxdTAeD+++/Xl1n/8ssv+e9ARFYlCAIifF0R4euKeUlhAIDaxiYcz6nAkaxyeLtZtuRVZb0K1S1eAAzzdumSeB0JE9RE1G4t39otKSmxYyT2I5FIREtqtUdzKan2rttJRERE7fPOO+/ot9v6udvbxznWGOMAHOcQEXU3/u5OeGfZMCibNKhuUMHbVdFmEtqc1XszkV1WZ3BMpdYir7IBeZWmk7LernIce8q4pDU5vi1btuh/7qvVaqxfvx7z58+3b1BtcHNzQ01NDdTqrilDv3v3boM1v/ft29cl9+nN/vvf/+q3Ta0j7uR0ef1Yf3//Nq/Z0fFwdHQ0SktLUVVV1a7ziKjncXOSYWysP8bGtv09p1nr8t69IUHNEt9E1CGRkZEAOjZjinSaB7r9+/e3cyREREQ91wsvvID6+su/6JlbP7EZxzmdx3EOEVH3pJBJ4GfBDGlzSmoa8b9t6R06N9DDqe1O5LCWL1+u3168eLEdI7HMww8/rN9OTk62+vVbrh/u6Mn67qq2thYAzK5nvnr1av32Pffc02WxZGZmorq6usuuT0Q9W5CnE15dNBj3TYvDomHhGBvrZ++QuhwT1ETUIb/99pt+u/V6Ou3RPJBsplQqO3wtSxw7dqxLr2+pln9nmzdvtmMkRERE3ZdEIkFsbCwyMjJE25OTkw3WpAOAAwcOtHldjnM6h+McIqLebdX2dIMSle0RwAR1t/b5559DItE9blapVA6/3vJTTz2lT2ympKQgJCTEqILOhx9+CF9fX7i5Wb5OOwB8++23+hLugiBg3bp11gmaRJlba7zlsj2WzKAmIrIHP3cnLB4egQdmxOP1a4dg2agoe4fU5ZigJqIOGThwoL500yuvvNLh62zZssVg39QD5pacnZ0hCAJWrFgBQRD0HzKZzOD85n7Lli3T9xk6dKi+/c477zQ4XxAEJCYmGt0vISHBoE9QUFCHP99mr732GgDdLyli6+MQERFR27RaLTIyMhAbGwtBECCRSCCVSvU/s1NSUgz6X3/99XB1bXtdS3uNcywd47TsKzbOsecYB+A4h4iot/v71DisHBPVoVnYgR7OXRAR2ZJardaXR77zzjvtHU6biouL9Un1goICBAQEGIyPbr/9dpSXlxtU5LHEkiVL9H8PrMrT9Uz9HR86dEhfwj00NNSo3ZLx8KOPPgqJRGLQTyKR4MMPP9T3af4aAmDQz9LziYh6IyaoiajD5s2bBwCoqKjo8DWOHj2qf6P2gQceQFlZmVGfY8eO4dy5c0bHv/jiCygUCiQnJ0OhUECtViMuLs6o35o1a+Dk5ITRo0frSzbdfPPNeO+99wDoyngOHToUgiDg3LlzSEhI0J87bNgwpKWlAQASExMRERGBoqKiTq/L2Px5zpgxo1PXISIiosvMPQBcuHAh1qxZY/G17DnOsXSMAxiPc+w9xgE4ziEi6u183RR4dt5AbLp/Aq7oHwRZOxLVnEFNtubl5QW1Wo2JEyfqE4qtBQYG4uuvv7ZxZNQeYuNsABg9erR+u/Ua4JaOh/fv3w+ZTIb4+HhMnDgR4eHh0Gq1uP322/UvkT766KP6/rNmzcKsWbOwZMkSi88nIuqNBK01nkAQObDTp09j4MCB+v1Tp05ZtPYgWaZ58P7888/jiSeesLh/e3l6eqKyshKAbsZQY2MjFAoFGhsb9X2cnJygVCpxxx134N1339X3c3V1NSqx2RxHSkoKkpKSjI43f2ts3i8uLtaXAXrhhRf05UI78i101apV+jVv+C2YiIhs5aeffjJY+64njImeeeYZvPHGG6ipqTHZJygoSF+ysb1sPc6xdIwDwOQ4x55jHIDjHCIiMlZZr0JmSS2KqxtRVN2I4upGFNc06P5scayxSYMn5/TDrRNiujSenjgmIuqtPDw89L8L9OvXD2fOnAGgmzk9duxYNDXplhuYP3++UZn1jo6HS0pK8Omnn+KRRx5BQkICUlNTDa7X1hjY1PlERLZm79wZE9TU49n7P1lPN2bMGOzfvx9yudyidRUteXArCILRYM7DwwNVVVUALj+QvfXWWw3K4dx222346KOP4OPjg7KyMn2/+++/H2+99Za+37lz55CYmAi5XI68vDyD+/Tp0we1tbVYvXo1+vfvj5EjR0Imk0GlUol+Hh35Furq6or6+nqDgTMREVFX48PY9rP1OMfSMQ4A0XGOvcc4AMc5RETUMVqtFtWNTZAIAtydZF16L46JiHqOU6dOYdCgQWb7TJo0CTt27DA4dujQIYvHwyUlJfqxdGstXxY1NY629HwiIluzd+6MJb6JqFOay+OoVCrs37+/3ed7e3sb7Pv6+kKj0cDNzc3guNg3xlmzZhnsT58+HQDQ0NBgcHzBggUG+xs3btTHHBAQYPDRPCjcv38/du/eDUD3ALi1js6QKikp0a9bdPz48Q5dg4iIiGzDXuMcS8c4gOE4x55jHIDjHCIi6jhBEODpLO/y5DQR9SwDBw7Evn37oFAojNqcnZ2xYcMGo+Q0gHaNh0NDQ1FbWwuFQoERI0Zg7ty5mD17NgDo17c2p7PnExH1VBz1EVGnPfLII3j11VcxY8YMVFdXt+vcBx54AE899ZTRcXOlOpv9/vvvWLhwoX5/y5YtAIwHl3K53GB/8uTJAACJRIK5c+eKXvv+++/Xz9gWexjc0VlFzQ+gp02bZhQXEREROR57jHMsHeMAhuMce45xAI5ziIiIiMj2Ro8ebbA8jiUmTJgAwLLxsEqlgiAIBvd48sknsWHDBovu1dnziYh6KiaoiajTXnnlFbz99tuoqanB+vXrDUpldaXPP//coPzl559/DgBYtGiR2fOa12PUaDRYvXo1vLy8zPZvampCSUmJwXo0HVFSUoKioiIIgqB/0ExERESOzR7jnO42xgE4ziEiIiKi7mPEiBEALB8Pt55V/dprr4n2MfWypyXnExH1NizxTURWkZmZCQAGs326mlKphJOTE4YPHw4nJycolUoIgoAPPvigzXOXL18OQFd6MywsDBMnTkRcXBxcXFwgkVz+1tj8oDcgIAD9+/dHZGQknnzyyQ7FGxUVBQD4/vvvO3Q+ERER2YetxzndbYwDcJxDRERERN2LpeNhQRCg0Wjg4+ODkSNHQqFQQKlUGvVrrnbk7++PefPm4cYbb2zX+UREvQ0T1ERkFSEhIXj11Veh0Whw5ZVX2uSeS5cuhVKpxJEjR6BUKiGVSnH27FmLzv3888/x0EMPQRAE5OXlYffu3UhPT0dDQwOCgoL0/VJSUtC3b18AwNmzZ5GTk4OAgIB2r8/4zDPPoK6uDgsXLrRpEp+IiIg6z9bjnO40xgE4ziEiIiKi7sfS8fCPP/4IQRBQUVGBQ4cOQaVS4dlnnzW63k8//QQAKC0txc8//4zPPvusXecTEfU2grYzi4wRdQOnT5/GwIED9funTp3Sr49H1jdy5EgcOnQIf/zxB2bMmGHU3nqQ9+yzz4quzWiOs7MzGhsbsW/fPowePbpT8drCsWPHMHToUISGhiI3N9fe4RARUS/1008/GZSn5pio/bp6nNPdxjgAxzlERNT9cExEREREZP/cGdegJiKrOnjwIGJjYzFz5kxoNBqj9t74TkxycjIf2hIREfUAHOcY4ziHiIiIiIiIiNqLJb6JyOrS09OxePFie4fhMGbOnMmHtkRERD0ExzmGOM4hIiIiIiIiovbiDGoi6hLffPNNl127oaGhy67dFTZu3GjvEIiIiMiKumqc093GOADHOURERERERETUfpxBTURERERERERERERERERENsEENRERERERERERERERERER2QQT1EREREREREREREREREREZBNMUBMRERERERERERERERERkU0wQU1ERERERERERERERERERDbBBDUREREREREREREREREREdkEE9RERERERERERERERERERGQTTFATEREREREREREREREREZFNMEFNREREREREREREREREREQ2IbN3AERdrbi42GB/06ZNSE9Pt1M0RERERPaxadMmg/1169ZxTERERES9DsdEREREREBGRobBfutcWlcTtFqt1qZ3JLKxf/7zn3jppZfsHQYRERERERERERERERGRw3n88cfx4osv2ux+LPFNREREREREREREREREREQ2wQQ1ERERERERERERERERERHZBEt8U4+3Y8cOTJkyRb+/fv16xMbG2jEiIiIiItvbtGkTHnroIf0+x0RERETUG3FMRERERASkp6dj/vz5+v3t27dj8uTJNru/zGZ3IrKTgIAAg/3Y2FgMGDDATtEQERER2Ud6errBPsdERERE1BtxTERERERkrHUurauxxDcREREREREREREREREREdkEE9RERERERERERERERERERGQTTFATEREREREREREREREREZFNMEFNREREREREREREREREREQ2wQQ1ERERERERERERERERERHZBBPURERERERERERERERERERkE0xQExERERERERERERERERGRTTBBTURERERERERERERERERENsEENRERERERERERERERERER2QQT1EREREREREREREREREREZBNMUBMRERERERERERERERERkU0wQU1ERERERERERERERERERDbBBDUREREREREREREREREREdkEE9RERERERERERERERERERGQTTFATEREREREREREREREREZFNMEFNREREREREREREREREREQ2wQQ1ERERERERERERERERERHZhMzeARCRGSe+B/a8BShrgPARwJzXARcfe0dFRERERERERERERERE1CFMUBM5qvObgR9vvbxfkQXkHwdu2wY4e9ovLiIiIiIiIiIiIiIiIqIOYolvIkek1QKbnjA+Xnoe2PAP28dDREREREREREREREREZAVMUBM5ouJUoOSceNuJb4ET39k2HiIiIiIiIiIiIiIiIiIrYIKayBGdXm++/dcHgfJMW0RCREREREREREREREREZDVMUBM5ojPrzbcrq4EfbgPUTTYJh+xAqwWKUoGCU4BGbe9oiIiIiIiIiIiIiIiIrIIJaiJHU5SqK/HdlksHgV2vdX08ZHuVucBnVwPvjALeGwd8OEX3dUFERERERERERERERNTNMUFN5GjO/GR5312vAtn7uy4Wso8tzwCZuy/v5x8HfntQN6uaiIiIiIiIiIiIiIioG2OCmsjRtFXeuyWtRlfqu76iq6Kxn7oyYMPDwEczgK+XArlH7R2RbdSXA6fWGh/P2gsUnbF9PERERERERERERERERFbEBDWRIylOa38SsjIb+O2hnjW7Vt0ErL4KOPiBrpT5ud+AT2bp/n56usLTuhcPxOQesW0sREREREREREREREREVsYENZEjMTd7etYrpttOrQVOfGv1cOzm1A9A0WnDY+pGXenrnq7wtOm23jKLnIiIiIiIiIiIiIiIeiwmqIkcian1pyNGAaPvAIYuN33ub/8Ayi52TVy2lva7+PH0zUBDpW1jsbWCk6bbOIOaiIiIiIiIiIiIiIi6OSaoiRxFSTpQeEq8rf883Z+zXgZ8+4r3UVYDP9wKqFVdE5+taDTAxZ3ibWolcM5E8rqnMDeDuugMoGqwXSxERERERERERERERERWxgQ1ddqJEyfw3HPPYfr06QgODoZcLoe3tzfGjBmD119/HXV1dfYOsXs4s850W3OC2skdWPgRIJGJ98s9DOw0Uwq8Oyg8CdSVmm43Vwa9u9OogaKzZtqbzM+wJiIiIiIiIiIiIiIicnBMUFOnZGRkYMiQIXj66aexdetWSKVSJCUlwd3dHfv378fDDz+MoUOHIjs7296hOr7TJsp7h48AvMIv74clA1OfNH2d3W8AWX9aNzZbythuvj19K9BQZZtYbK3sAtBUb75PHtehJiIiIiIiIiIiIiKi7osJauoUrVaLgIAAPPPMM8jIyEBubi4OHTqES5cuYc+ePYiKikJaWhqWLFli71AdW2mGbuawmP7zjY+NvQ/oM0G8v1YD/Hg7UF9hrehs60IbCWp1I5C2yTax2JqpEu8t5TJBTURERERERERERERE3RcT1NQp4eHhuHjxIp5++mnExMQYtI0bNw5fffUVAGD//v04fvy4PULsHsyVre4/1/iYRAJc8z7g7C1+TmUOsOmf1ojMtlT1QNa+tvv11DLfBRYkqDmDmoiIiIiIiIiIiIiIujEmqKlTnJ2d4ebmZrJ93Lhx8PLyAgCkpqbaKqzu5/R68eNhwwDvSPE2rzBg7n9NX/PYV92v1Hf2ft0M6bac3ww0Vnd9PLZWeLrtPiXne26JcyIiIiIiIiIiIiIi6vGYoO4G1Go1Tpw4gY8//hh33nknhg8fDoVCAUEQIAgCJk+e3OFrK5VKfPHFF5g9ezaioqLg7OyMkJAQjB07Fq+//jpKSko6HbtKpQIAuLq6dupaPVbZBaDghHibWHlvg/a5QPIK0+2/PQSoVR0OzebaKu/drKeW+bakxDe0QP6xro6EiIiIiIiIiIiIiIioS8jsHQCZt379eixbtgx1dXVWv3ZqaiqWLl2KlJQUg+MFBQUoKCjAvn378Nprr+HTTz/F7NmzO3SPn376CXV1dZDJZBgzZow1wu55zvxkuq3/vLbPn/UykLlHl+huregMsP9dYNy9HY/PljIsTFADujLfgxZ1WSg2V1+hK81uidwjQPTELg2HiIiIiIiIiIiIiIioK3AGtYOrqKjokuT0pUuXMG3aNH1yWhAETJo0CbfccguuvvpquLi4AACKioowf/58bN26td33qKiowIMPPggAuO222+Dv72+9T6AnMVXeO3Qo4BPV9vkKN2DOm6bbd7wMVF7qUGg2VVtqeia5mPObgcaarovH1orOWN43l+tQExERERERERERERFR98QEdTcRFBSEq666Cs8++yw2bNiA++67r1PXW7ZsGfLy8gAAUVFROHbsGHbs2IGPPvoIP//8M7KzszFt2jQAgEqlwuLFi1FRUWHx9ZuamrB48WJkZWUhJiYGL7/8cqfi7bHKLpou19xWee+W+k4BBi4Ub1PVAr8/3t7IdJoagYu7gMy9gLqpY9ew1MUd7evf1ACc70FlvgssKe/9l7yUtvsQERERERERERERERE5ICaoHdysWbOQlZWFgoIC/PLLL3jqqadw5ZVXwtvbu8PX3LBhA3bt2gUAUCgU+OWXXzB48GCDPv7+/vjpp58QExMDACgrK8Orr75q0fU1Gg2WL1+OzZs3IyAgAL/99hs8PT07HG+PZq6894D57bvWFS8ACg/xtrM/62Yct0fmXmDVSOCzq4HVs4H3JwKlGe27RnuYKu/tHQm4BYq3mfv7624sWn/6L5U5QE1x18VCRERERERERERERETURZigdnDBwcGIjIy06jVXrVql3165ciUGDRok2s/NzQ3PPfecfv/9999HU5P5WbRarRa33HILvvnmG/j6+mLz5s1ITEy0TuA9kakEa0gS4NOnfdfyDAGmPmG6fcM/AFW9ZdfK2A58uQAoz7x8rOg08Ptj7YvJUlotcGGHeFvfqUC/q8Xb0v4AlLVdE5OttSdBDQB5LPNNRERERERERERERETdDxPUvUxNTY3BetI33XST2f6LFi2Ch4duVm5ZWZl+5rUYrVaL22+/HatXr4anpyc2bdqEIUOGWCfwnqg8y3SSsf+8jl1zxG1AkPgLByjPBPa83fY10rcCX1+nK6Hd2vk/umY967ILulnBYmKmmP77aKrXxdRVGiqBylxdqfOupFEDRWfbdw7XoSYiIiIiIiIiIiIiom6ICepe5s8//0Rjoy7Z5ubmhhEjRpjt7+TkhNGjR+v3t23bZrLv3XffjY8++gju7u7YuHEjhg8fbp2geyprlvduJpUBV71pun3PW+bLdKdvAb6+Xjw53eyi6ZcUOizD1NeVAERPBKLGAa7+4l1Or7d+PACw/SXgjUTgrf7A/w1tf4n09ii7CKjqxNu8IsSPcwY1ERERERERERERERF1Q0xQ9zJnz16epTlo0CDIZLI2z0lOThY9v6V7770X7777LlxdXfHrr79i7NixnQ+2pzuzXvx48GDAN6bj140YCSSvFG9TNwIbHtaV1G7t/Gbg66W6PuZc2Nnx2Exec4f48dAkwNVXl3g3Veb7/B+A0kRyt6NOfA/sfPly0rgqF/j+JqC60Lr3aWaqvLcgAYZcL96We0T835GIiIiIiIiIiIiIiMiBMUHdy5w7d06/HRUVZdE5LdfATk1NNWp/5JFH8N///hfOzs746aefMGnSpM4H2tNVZOsSjGI6Onu6penPAC6+4m0ZW41nb6dtAr6xIDkN6GZQWzMxqm4CLu4Wb4uZcnnb1N+Lqg5It+LsZq0W2PmK8XFlNXD0M+vdpyVTCWrfvkCUiZc96kp1X0dERERERERERERERETdSNvTZ6lHKS0t1W8HBQVZdE5wcLB+u6yszKBt3759eO211wAAnp6eeOaZZ/DMM8+IXufmm2/GzTff3M6IDRUVFaG4uLhd56Snp3fqnl3izM+m2/rP7/z1XX2BGc8BP98j3v7740DsNMDJAzi3Efh2OaBRWXbt6jygNB3wj+t8nACQlwI0Voq39W2RoI4aD7j66RKzrZ1e3/F1u1vL2guUnhdvO78ZmPSIde7TUuFp8eNBA4DQoabPyzsK+Fj2ogkREfUsHRkTZWfzxSYiIiLqWTgmIiIiIuqemKDuZWpqavTbLi4uFp3Tsl/L8wHo17MGdL8UFBUVmbzO9OnTLQ3TpHfeeQfPPvtsp69jd6bKewcNAvz6WuceScuAlC+AnAPGbdV5wI6XdbNzv1tpeXK62cWd1ktQX9guflzmAkSMurwvlQGJV4nPYk7bBKjqAbllX9NmHf7UdNulQ0BtKeDm1/n7tGRqBnXwQMDFWzeTukxk7fDco8CAa6wbCxERdQs9ZkxERERE1AkcExERERF1Tyzx3cs0NDTotxUKhUXnODk56bfr6+sN2iZPngytVmvRh6mZ1b1O5SVdolPMACvNAgYAiQSY8yYgSMXb978LfLfCfHJaIhc/bs11qE2tPx01FpA5GR4zWea7Fkjf0vlYakuBs2Zmt0MLZGzr/H1aaqg0Xao7aKDuz7Bh4u15KdaNhYiIiIiIiIiIiIiIqIsxQd3LODs767eVSqVF57ScJW3prGsyw2x5byvPhg0eCIy+U7xNqwY0TabPHXErMOZu8bbM3YBG0/n4GmuAnIPibS3LezfrM8H02tqn13c+nuNrAHUb/y+sud41ABSeMd2mT1Ani7fnHbPOvwMREREREREREREREZGNsMR3L+Pu7q7fbj0b2pSW/Vqebw933XUXrr322nadk56ejvnz53dNQB1hsrz3QMA/1vr3m/wYcOoHoDrf8nNG/g248hVd+e29bxu315cDhSeBkCGdiy1rr+kZ3DEiCWqpHEicoytd3lra750r863VAkdWt90vfQugUQMSEzPT28tUeW9nL8ArXLcdaiJBrazWrZcdkGCdWIiIqNvoyJho27ZtuPfee7soIiIiIiLb45iIiIiIqHtigrqX8fO7vHZuYWGhRecUFBTot319TcxetZHAwEAEBgbaNYZOqcwVXxMaAPpbsbx3S04ewKyXgO9vtKz/qDt1/QUBiBgNSBXis4ov7up8gtpUeW+3ACCwv3jbgPniCWplja78duKcjsWStRcoTW+7X12prrR2+PCO3ac1UwnqoIG6fwMACB6kK9WuVRv3yz3CBDURUS/UkTFReroFP+eIiIiIuhGOiYiIiIi6J5b47mUSEi4nsrKysiw6Jzv78vq4iYmJVo+pVzGVkAWA/vO77r795wN9p7bdb/Tdl5PTAKBwBcJHive1xjrUGdvFj8dM1q2hLSZ6EuDiI97WmTLfhz+1vO/5Pzp+n9YKTCWoB1zeVriaTtjnHrVeLERERERERERERERERF2MCepepl+/fvrtkydPoqnJzBrEfzl69HICrOX51AGVOeLH/eOBgPiuu68gALNf182GNmXs34GZL1xOTjeLmSTeP+tPQG2iPLclqvKB4rPibWLlvZs1l/kWc24joGpofyy1pcBZM2uDt3beSutQazRAkYk1qFsmqAEgbKh4vzwmqImIiIiIiIiIiIiIqPtggrqXGTt2LJycnAAAtbW1OHz4sNn+jY2N2L9/v35/6lQLZuGSabXF4sd9+3b9vf36AuMfFG8bdx8w49/GyWkAiJ4ofo6qVldeuqPMzSaPmWz+XFOzzZXVujLf7XV8jXgZc1PyjgI1Re2/T2vlFwFVnXhb0CDDfVPrUBecBJraETsREREREREREREREZEdMUHdy7i7u2PatGn6/dWrV5vt/+OPP6K6uhoA4OPjg4kTTSQryTK1JeLH3fxtc/9JjwBDll7elzoB058Bpj8rnpwGgLBhgNxNvO3iro7HYipB7R8PeIWZPzd6EuDsJd525qf2xaHVAkdWi7eZKiUOAOlb23cfMabWn4YABLYqpx82TLyrWgkUne58LERERERERERERERERDbQLRLUZWVl+PXXX/Huu+/ixRdfxHPPPWfvkLq1u+66S7/96aef4vRp8eRWXV0dnnrqKf3+3/72N8hksi6Pr0ezd4JaIgWueRf4+1Hghh+B+44B4x8wnZwGdCW1o8aKt3V0HWqt1nSC2lx572YyBZB4lXjbuQ1AU6PlsWTuAUrTxdtG3216drs11qEuNJFY9usLKFq9FBDYD5A5i/fnOtRERERERERERERERNRNOHSC+sCBA5gzZw4CAwMxb9483HPPPfjXv/6FZ5991qhvYWEhRo8ejZEjR+K+++6zQ7Tdx5w5czBhwgQAgFKpxFVXXYWTJ08a9CktLcX8+fORnq5L3Pn6+uLRRx+1eaw9jqkS324Bto3Dry8QOw3wDLWsv6l1qC8dBJQmSlSbU3QWqCkQb+trQYIaMF3mu7EKyNhueSymZk8LUmDoDUDcDPH2jG2Auu013M0qMDGDuvX604DuRYHgweL9uQ41ERERERERERERERF1Ew47Hfbll1/GU089BbVaDa1Wa9AmiMz2DAoKQmhoKNavX48TJ07gqaeegp+fn63C7VKzZ89GXl6ewbGCgsvJvcOHDyMpKcnovA0bNiA0VDwBuWbNGowcORL5+fnIzMxEUlISJk2ahJiYGBQXF2PLli2oq9MlHmUyGb777jt4e3tb7XPqtepMzaC2cYK6vUytQ61WAjn7gb7tXJvc1OxpQQr0GW/ZNWImA05eQGOlcduZn4CEWW1fo7YUOPuzeFvClYBniC5BfeA94/aGCiD3MBA52rJ4xZgq8d16/elmYcm6lwJay03peAxEREREREREREREREQ25JAJ6lWrVuGf//ynfj8xMRFTpkzBoUOHcPjwYZPn3XjjjVi/fj1UKhU2bNiA5cuX2yLcLnfmzBlkZWWZbK+trcXx48eNjiuVSpPnhIeHY9u2bbj++utx7NgxaDQabN++Hdu3G848DQgIwKeffmqwbjV1kLoJqCsTb3N18Jcpggbp1mOuLzduu7irAwlqEzOcw0cATh6WXUOmABJnA8e/Nm5L/Q2oKQLcA81f4/gaXZJdzLAbdX9GjQdkLkBTvXGf8390PEHdUAVUmPh/LTaDGgBCk8WPF58FlLXGZcGJiIiIiIiIiIiIiIgcjMOV+M7Pz8cjjzwCAHB2dsYnn3yCM2fOYNWqVRg1apTZc2fNmgVnZ90ara0TrWQsMTERBw4cwGeffYZZs2YhIiICCoUCgYGBGD16NF555RWcOXMGc+bMsXeoPUN9GQCteJujz6CWSIA+E8Tb2rsOdZMSyNwr3mZpee9mJst8VwKfzzf9QgCgWwfbVHlvr8jLSXe5s+kS551Zh7rojOk2UwnqMBMJaq0GyDd+SYWIiIiIiIiIiIiIiMjRONwM6vfeew/19fUQBAFvvfUWbrzxRovPVSgUGDRoEA4dOmS0pnJ3lpmZ2WXXVigUWLFiBVasWNFl96C/1Joo7w04foIa0CVpxcph5x8D6isAF2/LrnPpIKCqNXGPdiao+04BnDx16063VnQa+GoRsOIn8VnZmXuA0nTx6yavACTSy/ux04G03437FZwEqvJ1pcDbq8DE9ygnT8A7UrzNt6/pzzf3KBA1tv1xdIZGo/v3v7hT9/UdORpImKN7oYGIiIiIiIiIiIiIiEiEw2URNm3aBAAICwvD7bff3u7z+/btCwBmS2IT2UVtsek2Ry/xDQDRJmYRazVAlokZ0WJMrT+t8ADChrUvJpnT5VLcYnKPAF9fD6hEynObmj0tSIGhNxgei5th+h7pW9qKUlzhafHjQQMAQRBvk0iA0CTxtryjHYujvZR1QOoG4Od7gTf7AR9OAbY8A+z7H/DtDcD6O3SJayIiIiIiIiIiIiIiIhEOl6C+cOECBEHA2LFjIZhK0pjh5eUFAKiqEplhSGRPphLUzl669ZQdnV8s4BEq3nZxl+XXyTBRfj96AiDtQFGHSY8AQQNNt2fuBr5drist3qy2VHw2OAAkXGk8I9qnD+CfIN6/o2W+TSaozXwugOkkfm4XJqgrc4FDHwNfLQZejQa+uR44+hlQU2Dc98S3wN63uy4WIiIiIiIiIiIiIiLq1hwuQV1ZWQkA8PHx6dD59fW6mZJyudxqMRFZRV2p+PHuUN4b0M3qjZ4o3mbpOtT15aZn+ra3vHczJw9g+TpdAt2U9M3Aj7cC6ibd/vE1gFop3nfYTeLHTc2ivrADUKssDheAboaxuRnU5oSaWIe6/KL5Nbfbq+wisO0F4L3xwFv9gd8eBM5vApoa2j532/NA1j7rxUJERERERERERERERD2GwyWomxPT5eXlHTo/IyMDAODv72+1mIiswtQMatdu9LVqKkFdfBaoKWr7/Mw9upLgYvp2MEENAO6BurWmvUys3QwAZ34CfrkX0KhNl/f2ijQdh6kEdWMVkHOgXeGiItP0OtzBg8yfG2YiQQ0AeSnti8OUI58Bq0YCu141vVa2OVo18MMt1k2YExERERERERERERFRj+BwCeqoqChotVocPny43eeWlZXh0KFDEAQB/fv374LoiDrBVILarQckqAHLynybKu/tGW5+BrQlvMKBFesB9yDTfY59BXxxDVCaLt4+bAUgkYq3RY4BFO7ibe0t811wykSDAAT2M3+uZxjgFijeZo0y3+WZwMZHTM8wt1RVLrCO61ETEREREREREREREZEhh0tQT58+HQBw8eJFbN9uIpllwssvvwylUmlwHSKHUVsifry7lPgGAO8IwDdGvO1iG2W+68qAs7+It8VM1pUQ7yy/vsDy9YCLmSUCTMUpSIGkG0yfJ3PSxSnm/GZLI9QxVd7bNwZQuJk/VxBMz6I2VT69PY5+blkZb0uc3wTs+591rkVERERERERERERERD2CwyWoly9fDun/s3ffcVKVZ//HP2dme+8Flt5BmoAFFewFu8YeTSx5jOZJNb2YmOT3PEk0PfoksUejiRq7WEFFUJHee9lle+9l2vn9cdg69z1zZpnZHeB6v1683D33mTM3uDss8z3XdTmtCsY777yTmhpN1ekATz75JL/97W8BSEpK4pZbbonYHoUYFG1AfRRVUAOMW6w+HmgOtWnCq1+FNk0b8CNp7z1Q/nT4/IsQlxra46ZcBGmFgc/Rtfmu3g5Npfafq0pTQR1s/nQ33RzqI62g9nlh47P2zk3KgTk3wbX/CBzsL7sPDq05sn0JIYQQQgghhBBCCCGEEOKYEXUB9dSpU7njjjswTZN9+/Yxf/58nn32Wbq6upTnf/LJJ1x77bXcdtttmKaJYRjcc889ZGdnD/HOhQii/RiooAZ9m+/GYqs9tMqGp2Dn6+o1ZzyMD2NADVaF8U3PQUyi/cfMuzX4ORM1ATWEVkWtDahPsPd4XQV1ayU0l9vfx0D734eWAI/PmwFn3AO3vwvf3g1XPATTL4cl90OeZqyCzwMv3CrzqIUQQgghhBBCCCGEEEIIAUDMcG9A5Y9//CNbtmzh448/prS0lM9//vPExMSQkJDQc868efPYv38/zc3NAJimCcD555/PT3/602HZtxABHQszqCH4HOrMsf2P1e6FN7+nf8xJX4LkCNxQMmYhXP80PHtD8HnK6aNhwtnBr5k+0gppqxUtuve8C/NthNydzfogv8BmQK2roAarijpthL3rDLThafVxZzzc/YnVQl0lLgmueRL+fia42/zXmw7BK1+B658JTyv3aFKxCQ6ugsQMOOFqqxW8EEIIIYQQQgghhBBCCCG0oq6CGiAuLo533nmHm2++GdM0MU0Tt9tNa2srxuFwY+PGjTQ1NfWsA3zhC1/glVde6TlHiKjhcUFnk3ot6SgLqJNz9JW+B1b0/9zjgv/cDu529fm50+DsH4d3f31NPBc+95g1XzqQebeAw+bLoa7N9/4PwKPu9NBP9Q79mt0W38nZkDFGvTbYOdTt9bDzDfXatEv04XS33Mlwye/067uWwqf/N7i9RasV98PfFsPbP4CX74K/LYKWyuHelRBisLweaySFEEIIIYQQQgghhBAioqIyoAZrjvSTTz7Jhx9+yOWXX05ycnJPGN03lI6Pj+eiiy7igw8+4PHHHycuLm6Ydy6EQnudfu1oa/EN+jnUB1b0f3P/g/+Bio3qc53xcPUjEBtCG+7BmHYpXBEgGDWcgWcoDzTpfPVxdxuUfBL88br23nGp+tBZRdfme7BzqLf+R19pPtfmn8/s6wP/Wb57L5StC31v0aj+AHzwa6DP13vNTvjkL8O2JSHEIDWVwVNXwf+MgN9Nh3d+DB0Nw70rIYQQQgghhBBCCCGOWVHZ4ruvM844gzPOOAOv18vmzZspLy+nqamJ5ORk8vPzmTNnTr/W30JEJV17bzj6WnyD1eb70wf9j7dWQc0uyJsKBz6ClX/QX+O8++y3tD5Ss68DVwu8cY//2szPQVqh/WuNOgni06Cr2X9tz7sw/szAj9fOn54RWvvrESfCtpf8j5evt24SCLWThK69d1qR/oYElSW/gbK1Vlg7kM8Nz38R7vzIaol9NNv+svX7GWjrS3D+L4d8O0KIQfL54KkroXaX9XlLOXz8Z+s1cfH3YcHt4Iwd3j0KIYQQQgghhBBCCHGMidoK6oGcTidz587l4osv5sYbb+Tyyy/nlFNOkXBaHB20AbUBiVlDupWwGLNQ3zb7wIdWu+iX7qRfdWlfE86Bk+6M2PaUFtwBF/8OYvpUbOdOhYt+Hdp1nLEw4Sz12p53gj++SjG/GkIP63UV1J1NUL8/tGtVbdNXus+5ARxBWqT3FZcM1zzR/8+5r8YSePW/j/42uiWr1cebS60540OluQIOrYHWADfBHKvcnXBwJVRsPvq/nsTw2be8N5zuq6MB3voePHQK7FwqX2NCCCGEEEIIIYQQQoTRURNQC3FU07X4TsoCZ9Q3MvCXkKYPSPd/CK9/A5rL1OtJ2VbLbbszn8Npwe3wldXwucfhhn/DXR9DYmbo19G1+a7dDQ0H9Y/z+fQBtd35090KZwOaKulQ23xv+Kd+bc6NoV0LIG8aXPyAfn3Ha/DZw6FfN1qYJhzSBNRgfR0MhXfvhT+cAI+ea/33aP4zDdXBlfCnOfDExfC3M+CpK6Ctdrh3JY5GxasCr9fthX/dAE9eChWbhmZPQgghhBBCCCGEEEIc4ySgFmIo6Cqok47C9t7ddG2fd78J21/RP+7yhyA1PzJ7siNzDJxwFUy5MLTK4L4mnqtf2/Oufq2xGFyt6rX8ECuo41Mhd4p6reRj+9fxumHzv9VrY06DrPGh7avbnJtg1vX69Xd+BOUbB3ft4Va7Bzrq9euq9ubhtuUFWPVH8Hmszz2dsPQ7UL0j8s893Lpa4aUvQ0tF77H9H8CKADdFCKFTusbeeQc/gr8thpfvtjoXCCGEEEIIIYQQQgghBk0CaiGGgi6gTs4d2n2E07hF6uOmT/+YBXdYwfDRLrUACmap1wIF1Lr50wB500Pfx8h56uMbnoa6ffausfttaNdUns65KfQ9dTMMuPi3kDNZve51WZX2R2Pb3EDV0xD5kNg0NWGsCev/EdnnjgY734CmQ/7HNzwFPu/Q70ccvbweKFsXwgNM2PhP+POJ8MGvwNUWsa0JIYQQQgghhBBCCHEsi7rewmefffYRPd7hcJCamkpGRgbTpk1jwYIFLF68GMdwtBMWopuu9WzyUVxBPepkcMaDt8ve+TlT4LxfRHZPQ2nS+VC52f/4gRXWbNzYBP81XXvvzHEQnxL6HsYstMKSgbwuePN7cNPzVlAciOrxALHJMP3y0PfUV3yKNY/64bOtCt+ByjdYgf5kTcv0aHXo08DrNYp5tuF0cCXUaELw0rWRfe5ooOvQ4Gq15q/nTBra/YijV/V2cLeH/jh3O3zwv7DuSbj+af3NQkIIIYQQQgghhBBCCKWoC6g/+OADjGCBSogKCwv51re+xTe/+c2wX1sIW47FgDo2AUafbAWywTjj4OpHIC4p8vsaKpPOh48UVayeDitAnKRoA66roC4Isb13t+lXwHs/U1fo730Xdr0JU5foH99SZVVQq8y4cnCh+UD5M+CiX8NrX1evf/hrmHRe8CA9mpQEqaCOdIvvz/6uX6vYBB4XxMRFdg/DpasF9r6nX6/YJAG1sK/0M/Vxw3G4u0OQDg8t5fDk5fDNrZCYEe7dCSGEEEIIIYQQQghxzIrKsmLTNHt+qY4N/BXsnPLycr7zne9wzjnn0NmpqOITItKOxRbfoJ9DPdA5P4VCTUvso1XRfEjMVK/96wZ49Hx4917Y9Ra0H55XXKkJqEOdP90tPgXOvU+//tb3wd2hX9/8bzA1LZHnfn5we1I58QtWoK9Sthb2LQvfc0VaWx3U7Ql8TtMhK0iNhKYyq8W1jrcLqjWV+nZ5PVbr4mhsl73nncBdGyq3DN1exNHvkGb+9Mj5cOeHMPaM4NdwtcC2l8K7LyGEEEIIIYQQQgghjnFRV0H9/vvvA7Bu3Tp+9KMf0dXVRUZGBldccQULFixg5MiRJCcn09bWRllZGWvWrOHll1+msbGRhIQEfvnLXzJr1izq6+vZvHkzL7zwArt378Y0TT788EPuuOMOnn766WH+XYrjjm7G79FcQQ2HA+ogbbvHnwWn3D0k2xlSDidMOBu2/sd/zeuy5hQfWg2r/mgdy50GDQfU1xpsQA0w+wZY94S6ErCxGFb9Cc78nv+aaerbe2dNgNGnDH5PAxkGnPkDK1xU+eDXMOGco6OKOtj86W41u6EoAm1/1z2uv6mgW+laGDF3cNff/Q68+V3razUxEy78Ncy+bnDXigRde+9uqrb7QujoKqhHnQSFs+ELr1mdKN79CdTt1V9HbowQQgghhBBCCCGEECIkUVdBvXjxYpqamvjRj36Ey+XiO9/5DqWlpTz22GPcddddXHbZZZxzzjlcdtll3HXXXTz22GOUlpby7W9/m87OTn74wx/S2dnJtddeyy9/+Ut27tzJ73//exwOB6Zp8uyzz7Ju3brh/m2K442uxXfSUR5Qj5gLcan69cQsuOL/4FidAa+rClbRzQwGqw32YDkcsOR+QBPurvwdNBT7Hy9br29FPefG8IfFI0/U/3mVfgYHPgzv80VKsPnT3SLR5tvTZd2MEEzZIP+Oay6H527pvZGiowFe+i9rVng0cLVbM8sDqdh8uDWzEEG01Vkzy1WKFlj/NQxrTMLdn8JFv9F3zajdHZk9CiGEEEIIIYQQQghxjIq61OjQoUPccsstuFwu7rvvPn7961+TlBR4bm1SUhK/+c1vuO+++3C5XNxyyy2Ulpb2rH/961/nxz/+cc/nTz31VMT2L4Qfdwe4WtVrR3uLb2cMjD1Nv37ZnyGtcOj2M9QmngexyUd2jbhUyBhzZNcYMQfm36pe83TC2z/0P75R00nCcFhV2ZGwWFHJ3e3D30TmOcMt2PzpboFuSBis7a/oxwX0NdiAevXfrBnqquNHwueFT/8K/7kD3voB1O0b3HX2vgfu9sDntNdCS8Xgrn8s6miEl++GB6bAQwth3ZPDvaPoUapp7w29AXU3ZyycfKfVCUKlZlf49iWEEEIIIYQQQgghxHEg6gLqv/3tbzQ3N5Ofn88Pf6gIVQL44Q9/SH5+Pk1NTfztb/3fUP/Od75DcrIVJK1YsSJs+xUiKF31NBz9ATXAjKvUx+d9EaZdMqRbGXLJ2XBWaK9TfvKnh6fC/Oyf6Kv7dr5uhXvd3B2wRdGaHKyW7Okjj3w/KkXzrVbeKsWr4MBHkXnecPF02a8mjkRg9dnf7Z1Xu9sKJkN1cKX6ePnG0K/V178/D299D7Y8D58+BA+fpa9cDSRYe+9u0m7Z0tUCjy+xWvm3VlqzyV/7GmyQMSeAvr132kj9a2DOZPXxtmqr44AQQgghhBBCCCGEEMKWqAuoX3vtNQzDYPHixThCDG2cTieLFy/GNE1effXVfmvJycksXLgQ0zT7VVcLEXGBKh6P9hnUADM/BxPP7X9s/Jlwwf8My3aG3ML/hltegUkXQHx66I8vnBOefSRlwTn36tff/J4VsALsfAO6mtTnzb0pPPvRCVhF/evIPveRKt8I3i5751aHucV3+YbAFZ9+568P7fpdrVCxUb1Wtwc8rtCu1+3QZ7Braf9jnU3w+rdCu467E3a/be/cCplDjWlaldPV2/zXVv5hyLcTlQ5pAuqB1dN95U7Rr9VIm28hhBBCCCGEEEIIIeyKuoD60KFDAKSlpQ3q8d2P675OX6NGjQKgqUkTzAgRCe116uOGExIyhnQrEeFwwo3PwzVPWuHjtf+wPo87wtbXR5PxZ8JNz8H3DsCXV8GSB+CEqyF1RJAHGrDg9vDt48QvQOFs9VrdXqt6FfQVlAnpMOXi8O1HZfTJMG6xeu3gR1D8cWSf/0jYnT8N0FRihb7h8tkjoZ0fapvv0s/A51Gv+TxWSD0Ye5epj+9/H6oU4anO/vfB1WLv3MpN9q97rFr5e9jxqnqtbo81b/x45vVAmeYmjlEn6R+XWmiNZVCplTbfQgghhBBCCCGEEELYFXUBtdvtBmD//kG0/+zzuO7r9OV0OgFITdW8uShEJOgqqJNzwtPaORo4HDDjCqvd9fTLISZuuHc0PBxOKDgBTvoSfO4x+NZ2+MYWuOphmHcr5E7rPTchHa78a+CKvME8/5IH9Osf3m9VDe7/QL0+81qITQjffnSO1ipqu/Onu4UrsGqvt9pjh6I0xIA62I0BVdtDu17P47bq1z55yP517Lb3Bmnxvec9WPbzwOdE840gQ6FmB7jb1GuBKqgNA3I1bb5lDrUQQgghhBBCCCGEELZFXTo2evRoTNNkxYoVlJSUhPTYgwcPsmLFCgzD6KmW7qu6uhqAnJxjoK2yOHroAuok+To85hkGZIyGWdfCpX+Ar3wK3zsI39pp/Zp9ffifc9RJMEfTptvdBk9fDZjq9Ui39+429jQYe4Z6bf8HoQfBdpgm7HgNPvwNbHwm9JbVpgmHQtxXuAKr9f/QtxbXtYgvW2vt2a6DqwKvV0cgoN7yHLRUBb+GxwU7lwY/r1vDQauN+PGofj/85za03+PdSj4Zku1ELV17b2ecvgtFN90c6lpp8S2EEEIIIYQQQgghhF1RF1BfdNFFAHg8Hm644Qaam5ttPa65uZkbbrgBj8dqUbpkyRK/czZu3IhhGBQWFoZvw0IE01arPn4szJ8WoUvMhLRCiEuK3HOc+zOI14xJ6NK8pubNCN88bDsWf1e/tuI34X0u04QXboN/fx7e/3/w8l3w8Nng7rB/jbp90K75XnbEqI9X7wh9rwP5vLDmUfVa2kg460fqtbYaaLR5k5e70wq0AxlMQN3VYoXFOl4XrLHRuvzACv3MdJ3jsYra1Qb/+ry9cL74OA+odfPcC2dDTHzgx0pALYQQQgghhBBCCCHEEYu6gPprX/saycnW7NpPP/2U2bNn849//IO2NnUrxvb2dp588klmz57NZ59ZFTFJSUl87Wtf63fe5s2bKS4uBuCkkwLMFxQi3LQBde7Q7kMcP1LyrHbroZh7k1XxPVTGngGjT1Wv7X0v9BbVgexbDtte7H+sagusCNAOfSDd/GnDAZMvVK+Fo4J6zzvWPGuV+bcGnpdrdw512VorLA5kMC2+7TxmzSPBbxTY/rL6eHya1SpfpWJz8Oc+lpgmvPIVqLY517t6O3Q0RHZP0UxXQV1k4+dD3ViGhuLQbnoRQgghhBBCCCGEEOI4FnUB9ejRo3nooYcwDgclxcXF3HrrrWRnZzN37lwuvfRSrrvuOi699FLmzp1LVlYWt912GyUlJZimiWEYPPTQQ4wePbrfdR988MGej1XV1UJETKAZ1EJEyoIvQd50e+c6YmDWdZHdz0CGMXSzqLe9pD6+/h/gddu7RokmoM6fASPnqddqwlBB/dnf1cedcXDiFyExA7Inqc+xG1DbmUfcVAKd9jqa9AjU3rtbRz1s+pd+3euBnW+o1yZfqG/HfLxVUH/8J/3XuZIZmVb6R4P2eqjfp14bFWD+dLccTUCNCXV7B70tIYQQQgghhBBCCCGOJ1EXUAPcfPPNPPvss2RkZABgmiYul4vNmzezdOlSXnjhBZYuXcrmzZtxuVyYpolpmmRkZPDss89y8803+13zi1/8Iu+//z7Lly9n8eLFQ/w7Esc1XVtgCahFJDlj4CKbrbInXzg8X4/jz9RXLO55G8o3hOd5dOFyW7VVrW2Hbv70qFMgb5p6rbHEars8WLV7rOpvlelXQMrhLgxF89XnlAZp293t4Ep759XstHdeNzsBNcCnD4HPp14rXmmF2CrTL4eCWeq1yqOwgto0Ydeb8M5P4NP/g/oD9h63bzm897PQn6/Exo0JxyJde2+AIhsBdeZY6wYRlXDNnRdCCCGEEEIIIYQQ4hgXlQE1wDXXXMOOHTu45557yM213oTvDqL7/gLIzc3lnnvuYfv27Vx77bXK65166qksXrxYwmkx9KTFtxgu486AE64Oft6cmyK/F5WgVdT3H/lztNZA3R79+oang1+jvV4/X3b0KfqWv3BkgVWg+cwn/Vfvx7oK7opNwSvEPS59u+OBQp1DXWWz3XTtbv2NAttfUR+PTYaJ5+gD6pqd4Omy9/zR4tWvwrPXW9XQb30f/jQHHrsQ1j0BHY3qxzQctOarm5qAP2M0TDhbvXa8zqHWfb2njoD0ouCPd8ZA1gT1msyhFkIIIYQQQgghhBDClpjh3kAgeXl53H///fzmN79h+/btbNy4kdraWlpbW0lOTiYnJ4c5c+YwY8aMnpbgQkQV09S3+E6SCmoxBM77Bex6C9yaSt7kPJh03tDuqa+J58CIE6F8vf/arjesWcKFmhDSjpIgIdzut6ybSAJVkOuqpwFGnQxpIyAmETyK+bM1u2Dkifb22ldXK2x8Rr1WOKd/1bQuoPZ0WKGyrg02WCG2at8qocyh9vlCO/+Tv8Dk8wdcwws7XlOfP/l8iE3Uf234PFC9A0bMsb+H4XRoDWx4yv94ySfWr6XfhalLYPYNVuDsjAVXO/zr8/pZ0jGJcN0/ra9fVSV++QZrZnJsYnh/L9GuVBNQ22nv3S13srqFv1RQCyGEEEIIIYQQQghhS1QH1N0Mw2DGjBnMmDFjuLciRGhcbeDpVK9FoILa5zOpb3dR09JFbWsXk/JSKUhPCPvziKNI+khY/B19C+DZ11lh13AxDDjz+/CMuvsFK34D19moctbRtffu5vPA5ufg1LtDv0baSMgYZX2cM0ndVnqwc6g3/xu6NDOfT/ov68+tW/4J4IwHr6JiuHRt4IC62GZ7bwitgrqxGFwt9s8/8KE1N7pgZu+xkk/1N/hMv9z6b/YkiElQv85Wbj56Auqdrwde93ZZM6a3vWT93THzGmg6BFUBZm1f9mcrwDc0zXJ8buvrY9wZg9/30cbnhTLFzTCgHzegoptDLRXUQgghhBBCCCGEEELYErUtvoU4JujCFQjrzN+bH13NSf/vPSb9+E3m//I9LvrjR9z86Gd8tCfA84vjxyl3Q/ZE/+OGA+bePPT7GWjS+foQdcdr9ltFq9iZs7vxn1a3Ax3t/OmTez/WzaEeTEWlacJnD6vXErPghKv6H4uJ01cS68K4bsUhzCGu3h74z6mvwfw/++Sh/p/r2nvHJMLEw1X/zhjIm64+r+IomkMd7EaKvtpqrLnduupygFP/G2ZdY32cNx0S0jXPe5y1+a7eAa5W9dqoUALqyerjdXvB6wl9X0IIIYQQQgghhBBCHGckoBYiknTzpyFsAfWOimY2ljRS3dKF19c/PKppPcpmsIrIiImHqx+B+LT+x0//ZuD5yUMl2CzqFYOcRd3Vai+krNpqtbpW8XTpQ97Rp/R+rPtzrB5EBfXBlfrK6xNvVrdkHjnf/xhA2Vr98/i8oQWj7XXQWm3v3Kqt6uOZ4/oH+31teR5aKg/vzQc7XlWfN/EciE/p/VwXzqsq2qORu1Pd4n6wxi2Cc+/r/dzhgFGnqM8N5QaFY4GuvbcjVj/PXCVXE1B7XVb3ACGEEEIIIYQQQgghREASUAsRSe2agNoZ5x8WDtLNj35GS5e6Yqu2xRWW5xDHgBFz4c4VsOg7VkX1jc/DOfcO9656TVkC+TPVa9teHlwlcukaML32zt34T/Xxik3q1tnQP2jN1VRQN5ZYrf5DsUZTPY0B829XLxVpAuqaXdCpaRVeuUXfRlzHbptvXUCdPwNO/Yp6zefurRwvWwstFerzpl/R/3NdsFi51Qq6o135BivYDIf0UfC5x63K8r7GnKo+v3TN8VXxe2iN+njhbIgNYRxG9iTAUK9Jm28hhBBCCCGEEEIIIYKK6hnUHR0dvP7666xZs4aDBw/S1NSE2+229VjDMFi2bFmEdyhEELoW30k5/WfIDpLXZ1Lfpq+Slgpq0U/WODj7x8O9CzXDgMXfhedULcdN2PA0nP+L0K4ZSnXwlufh/F9a1eZ2rhGbbM1+7qatRDetwGrEXHv7aCqDHZp5xFMugswx6rWRJ+qfv3w9jD/Tf6l4lfohznirQrm9zn+tejtMOEvzXH3oWnwXzISpl0DGGHWl6dpH4Yx79O29nXEw+YL+x3Tt4d1tUL8fchTt7aOJrs12TCIkZkJLub3rxCRY89pV3TlGL1Q/xtVqVZprv36OMboK6lDaewPEJVnz5xtL/Ndqdlnfq0IIIYQQQgghhBBCCK2oDajvv/9+fvnLX9LaqpkVGIBpmhhhCP+EOGK6Ft9hau/d0O7CF2AkbE1LZ1ieR4ghMfUSa16uqkp399uDCKhDaF/c0QC7lsKMK/sf182fLprfv0o1c6wVEHoU33M1u+wH1Ose11d9n/Ql/eMyx0FStjpULlunCag1fz5FC6zf2/4P/NfsVFB3tUL9AfVa/gxwOOGUu+Ct7/uvdzTApmf0AfWEsyFhQPeJvOnWPHVTUS1duekoCKg1N0GMPQ1ufA4OfgSb/gXbX7VCd51L/wgj5qjXRszVf32WfHJ8BNTt9daMaJWiBaFfL2eKOqCWCmohhBBCCCGEEEIIIYKKyhbfd9xxB9///vdpaWnBNM2QfwkRNbQBdW5YLl8bpEK6pkUqqMVRxOGAk7+sXqvdBQ0H7V/L64bSAPOXVTYMaPNtmvrwcPSAmb4OJ+RMUp9rdw61xwXrnlCvZU+CcWfqH2sYMHKeeq10nf8xn09fQT32NCv0VamyEVBX7wA0fxfnz7D+O/fz+jEHy34BTYfUa9Mv9z8Wl3S45bJC5ZaAWx12Ph8cCvA15nBaNxdc+Vf49m648m+HbzYYcBPeWT+C2dfrnycmTj+nPNQ51KYJW1+Ef38envsC7HkvtMcPl0CvB4MJqHVdEwYzjkAIIYQQQgghhBBCiONM1FVQv/HGGzz22GM9FdCjRo3ihhtuYO7cuWRnZxMbGzvMOxQiBLoW32GqoA42Y1oCanHUmXS+fm3Pu4GriPuq2AzudvVa4WxrtvRA+5ZBcwWkFVqf1+/Xz5HvO3+6W+40dSBqN7A6sEL/mrHgDivAD2TkPNjzjv/xsrVWqNi3s0jNTqtaWWXMQmjUBMQ1O61QNdBeqjShcFwKZIy1Po5PhXlfgI//7H9eZ6P68Y4YfevkwlnWTQwDVWzW7zMcvB7/ec+hqNkJnU3qtdED5kbHp1gh9OzrrVbwe9+zvj7HnQlFmpsT+hpzKhSv9D9e8qn/10cgHz0Ay3/Z+/n2l+GKv8KcG+w9frjo2nunFkJ6UejXy5msPl67O7Q/T4B9y62bQlILQt+HEEIIIYQQQgghhBBHoagLqB955JGej2+88UYeffRR4uPjAzxCiCimC7dsVlC/v6uax1YeoKKpk9Mn5vDtC6aQEt/7bRusgrq500On20tCrNP2loUYVmmFUDDLmos70O637QfUuvbesUlwwf/CE0v810wfbP4XnP7Nw9fQVLYaDnXFpbai0mYF9a6l6uOxyfbCP12FbGsVNJf1D+F01dOOGOv3FpeqXne3Q+NByBqv34du/nTe9P7B9kl3wicP6VuaDzRusTWTWaVgpjVHfKDKzaGHhXYcXAlv/cC6ISFrPFz4v/6zse3QzZ92xMKIAG2300daAX8oBgbe3dproXYP5GoC176ay+GDX/kfX/od6+aS5OzQ9jSUDmkC6qIFg/v60H2/dzVDS2XvjS7BuDvgmevB22W1DR+/GMYtgjGnQVJW6PsSQgghhBBCCCGEEOIoEHUtvlevtuZ95uXl8cgjj0g4LY5uR1BB/f6uam5/Yg0f7allb3UrT3x8kC889lm/NvbBAmq75wgRVXRB38GPwKWpih5IFy4XzbcqhHUtoTf80wo0Qd96OW+G/xxkgLxp6vMbioPv2zRh15vqtalLICE98OMh8Bzhge2NdQH1iBMhLhnypuLXRrpbsDbfuoC64IT+n2eMghlXBL5WX6r23j3XnqU+3lZjhYXhVL4Rnr768E0UJtTvg2dvsNf+fCDd1+mIOVbr8nAadZJ1c4VyHzbbfK9/Cnwe/+OuFlj1+8HvLVSmCa01vd+rwfi8ULZevTbqpMHtQVdBDepqfp1Dq61wuvtxn/3dap/+m/FQvXNwexNCCCGEEEIIIYQQIspFXUBdX1+PYRicddZZJCQkDPd2hDgyuhnUScED6sdWHsA34L33dcUNbCrtbQdbYyN8ljbf4qgzSRNQezqtNtjBmKa+MnX0qVa15Nyb1Ot1e6B0jfVxyWrNNRTtvQFyp+o2ZLX9DaR8A7SUq9d0ba0HSsrSVzaX9QmoTVM/d3jMQuu/ccmQOVZ9TqCZ2qapD6i750/3dcpX9Nfqy3DC1Ev064Wz9WvhnEPtdcMr/219LfZlemHVH0O/nt0Z5+EQn6oP8os13y99eT2w/kn9+mcPWy3yI+3gSvi/hfDARPjfIut5gwXVNTutEF2laJABdVKW/u/ymiDf733pXtMS0vVz7YUQQgghhBBCCCGEOMpFXUCdk2O92ZeaqmkvKsTRwjT1AXWQFt+mabK+WD0fdktZb0AdbAY1SEAtjkIjT4QkTavgPW8Hf3ztHmivU691tzmedb2+mnTD09Ber6+CHKUJDzPHglPT9SPYHGpde29HLEw8L/Bj+9K1+e5bPVq3z2r7rTL29N6P86arz6nWBNAAjSVWi2OV/Jn+x4rm6VtP99vXaYHbRydlQZpmjnClYt74YK36g37G9p63rRDXrqZSaCpRr9n5MxmM7hsQBrJTQb33XatVvI6nE1bcP7h92dVUBv++GaoPV6u7WmHpt2H1XwM/Ttfe2xEb+OaGYHRtvkOpoNYF1GNPB4eM5xBCCCGEEEIIIYQQx6aoC6inTbNapB46dGiYdyLEEepsAp9bvRYkoK5tddHmUs9lretTNW2vxXfwEDtcfANLvoUYDIdTH8rufid4taQubDOcvbOj0wph4rnq87a+CAc+1F9fV0HtcOrb/gabQ61r7z3uDHU7cZ0iTUBdvqE3PNW19zYcMKrP7y1fF1AH+L1UbdWv6Vqgn3K3/jHdArX37lagCMABKhTzzAejeid8+Bv9ekeDvi28iq56Gvr/fwgnXfDdWGKFv4GsfTz49dc/CfUHQt+XXZ8+BB31/sffvTfw/+furggDFc6C2CPo1qP7fg/WMaFbZ7O+9fj4Mwe1JSGEEEIIIYQQQgghjgZRF1DffPPNmKbJRx99RGNj43BvR4jB01VPQ+BKQOBgXZt2ra5P4GwnoB6KCuoNJQ1c9peVTP3JW1z+l5V8sk9TvSqEXZPPVx9vLu2tntTRBX+FsyA+pffzOZo2364WWPZz9VrqCEgfpX/uPE2b70AV1A0H9cHulCX6x6mMnKc+7m7vDcl1AXXBrP5huC5Qrt0DHs3riq69d8YYfdA+9WJrXcuAqZcGWD+sUNO+Ohwtvn1eePW/wRvkhh/djQYqujb0OZMhOfgYiEHRVVAH2g9YAfaed4Jf3+eBD38d+r7scLVb3Q1UvC74zx36We+6CurBtvfupqugttviu/hjqz28yrhFg9uTEEIIIYQQQgghhBBHgagLqG+66SZOPfVU2tvbueeee4Z7O0IMXnuggDpwBfXB2gABdVtoFdQ1rZ1BzzkSh+rbue7vn7K5tAmX18em0ia++Phn7KnSzPsUwo4J51gVzyrBgjLdfOXRA8K5KRdBYqb63Pr9mmucbM2w1tEFVoGqjgOFmqEG1AUzwRmnXitbZ/1XO3/6tP6f5ylmRoMVqNXuUa/pwmBddTNYleeBqqhHnwqp+fr1nufQBNQNB6yOFkfis7/rq3D72vlG8Ar/bkM5f7pbco6+6lf3dQGw7knA5u9r87+tavNw2/of6GzUr9fugnd+5H+8vd6aLa8yasGR7Un3Z9laae9rTtfeO6VAf20hhBBCCCGEEEIIIY4BURdQO51Onn/+eWbMmMETTzzBzTffTHV19XBvS4jQtdWoj8cmQVxywIcW12mqwOht2e3zmf2qqXUiXUH9/NpDuDy+fse6PD5e3hikXawQgSRm6IO63QEC6uZyaCxWrw28Xkw8zLwmtH3p5k93y9VUHTccBHeHem3nG+rjhbMhfaTtrQHW70kXBpeuhYZiaNKM0Bg7IKDOnmDN6FXRVbHrKqjzNWF3t7k3QXy6es1Oe28IHIJXBmg9Hkz9AX1F/UANB4LPGwfoaNT/WUVq/nSw6+sqqL1u2PCU/eubPnj//4W+r4DXNGHNw8HPW/uY//dT940ZKpGqoAZ7VdS6UQLjFgW+EUYIIYQQQgghhBBCiKNczHBvYKCf/9x6E/iCCy5gz549PPPMM7zwwgucfvrpzJw5k/T0dAybb9rde++9kdyqEIHpAuqk4K1bA7X4rm+zQummDjceGzOfIx1Qby5TV4ntrmqN6POK48Ck89TtqA+ttub9qqqfA7UpVgVzc26yqmPt0s2f7parafGNac2lLZzd/3B7vb5ydcrF9vfV18h56lCubF3gKtmBfz7OWCuAU7UfV4WrrjZ95Xn+CfrnBYhPhdO+Bst/0f94Ug7MujbwY7tljIaEDHWVbeVm/wDeDtOE175utUi3a9dSfav3bqVr0FYkR7KCGqw23+uf9D9evd36ekzK6n9811JorVJfy3CqW1TveNWaez5i7pHvF6yv3YpN9s595b9hxInWnHnQt/dOKYD0oiPbV9pIiEsBl+Lvu9pdgSu022r1rf2lvbcQQgghhBBCCCGEOMZFXUD9s5/9zC+A7urqYvny5Sxfvjyka0lALYZVm2YOs43ZooFnUFuBs5323gA1Ns8brL3V6iDa7v6E0Jp0Abz3M//jphf2LoOZn/NfK9YE1NkTIUXRWr9wthWe6oKivmKTIT9AlS5A5lhwxoNX8fVfs8s/oN77nn4G7dQQ23t3GzkfUITu1Ttgz9vqx+TN8A8mAfKmq/9sVC3Lq3egDV2DVVADnP5Na9bxhqetP5P0UXD5X9T7UjEMq4r64Ef+a4OdQ73hKX2Vq86upXDGtwKfo7uRIiUfMseF9nyhClShfWi11fq+r7WPqc+NTYIL/9cK8FWW/xI+/5/B7XGgNY/YP7ejHl66E25+GRwOKNUE1KMWHHmVsmFAziQrjB8oWCW96uu0mwTUQgghhBBCCCGEEOIYF3UtvgFM0+z3S3Us2C8hhp2ugjrI/GnTNCmu1VfrNbS78Xh9toPnmpauiH1PdLi8lDWq2xZLQC2OWN40K6RU0c2h1s711YRyhmFVUdtRNA+cQe7rcsZYgZWKKtTVtfdOHx286linaL5mwYTtr6qXxixUH8/TtCxXtfjWhfyxyfZCV4cTLvsTfGs7fHU9/PdaGH9m8Mf1NfAGgG4Vm0O7DkBzBbz9Y/267maF0rXQoqk47hZo/nSkWztnjLYqf1UGVtjX7YP9H6jPPeFqmHuLvrX63vcCV+zb1VYHW18M7TEHPoRP/gw+L5RqWnwfaXvvbrpZ0bVBWnzr5k9njIHMMUe2JyGEEEIIIYQQQggholzUVVD/9Kc/He4tCBEe7bXq40EqqOvbXLR0eQKf0+7qmUUdTKfbR2uXh9QEzSzZI3Cgtg1d9m1nPrYQARkGTDof1j7qv7bnXSt8cjh7j3U06kPSQFWjs66Fd38CvsDfd0HnT3fLnarex8CKSk+XFeKpTLlo8EFl1nh9q2tdtbYuoNZVPjcdgs5mSEjrPaab85w/3apktSu1wP65A+nC0pod1p93TLy965gmvPEt6FKPMGDUKXDZn+FBVQtn06pUP/EW9WM9Xfq5yJGePw3W19XoU2HrC/5rAyu71z2hv878W63/r2f/BJ7RtGFf9gu4demRhe4bnlJ3JADr96GrRl/2C0jOA1eLen1UhAPqYBXU+zWV+eMXH9l+hBBCCCGEEEIIIYQ4CkhALUSkaCuoAwfUgdp7d6trdVEbwmzpmpauiATU+2r0c6bbXV7aXR6S4qLuZUYcTSZfoA6oO+qtkK9vyBRoru+YAMFfcg5MvhB2vh54L8HmT3fTzaGuGVBBfeAj9exaGHx7b7DCwJHzYN8y+48Zo5nPrKugBqsivO+fiWouNdhr7x0uBbPUx30eqNmpr7AeaNuLVqtuFWe81Xo8ZxJkT4K6Pf7n7FyqD6grNoGnU70W6fnT3cZoAuryDdYs8bhkK0jf+E/14wtnW3OewbqJZNTJVnvwgUo+tr4OJ547uH36vPoW42lFVhvvJ5aoA3+fG175ivqxjhj7XwvB5E5RH28sBncnxCb4rzWVQv0+9ePGSUAthBBCCCGEEEIIIY59UdniW4hjQpumgjopSEAdoL13t7pWV0gttO1WW4cqUEANUNsiVdTiCI09A2IUAQ/A7gHzlHXthO3M9Z37+SAbMaBIVS2rkKcJqBsOgrtPS/xdmvbeCen6wNgubZtvheyJkJqvXksfBXGp6rW+bb5NM0BAPchW5YORM9kKkFXstvluq4Ol39Wvn/n93jbuA+c1d9v/Prg0r+W6il87M87DZbSmYt7nsVqUA+x4Ddrr1OfNv623KtowrCpqnWW/QNtqI5i971lBr3IPX7TC36sfgbgU9Tm6jgEFsyA2cXB7GihHE1CbPn0IfSDA/OmxZxz5noQQQgghhBBCCCGEiHISUAsRKbqAOsgM6mI7FdRtXSEF1DUhVFuHYl9N4L3WtskcanGE4pJg3CL12p4BAXWg+dPBWgxPPM9qB6yTP8MKju3QVVCbPqg9XG1rmrDrTfV5k84H5xF2PBg5z/65gcJww7A3h7rpkL4d9lAG1M4Yq6W4SqXNgPqt7+lHNBTMgoVf7f186sXq8zyd+tnNuq/TUQuCzzgPl9ypVht4le4AXVe5HJcKJ3yu/7FxZ8D4s9TnV2y0wu7BWPOI+rgjFk78gvVx1nhY8kBo1w1Xe2+ArHFWRbaKrs33AU1779xp+ptFhBBCCCGEEEIIIYQ4hkhALUQk+HwBZlAHDqgP1AWvoK5tDT6DOjHWyZjsJOaPySQpzhnw3MHaVx2sgloCahEGk85XH6/cAs3l1sdHOtfXGQOzr9Ovj7LZ3husam1nnHqtO7Aq3wAtFepzdFW5oQhXQA36wLeqT0Ctq54O9PhI0bX5tlNBvest2PK8es0RA5c/2P/mgaIFkJStuZaiQt7nC3wjxVBxOPTPV/wxVO+E4lXq9VnXQryiYjlQFfXyX1rtukNRf8CaNa8y/XJI6XNDyezr4YSr7V/bbjcEO5yxkDVBvVa72/+YacKBFerzdTfjCCGEEEIIIYQQQghxjJGAWohI6GiwqiVVkjVhxmG2Kqhb9RXUV80dwbb7LmDHLy7kw++cxQt3LeSsqQEqQwfJ5zPZXxskoI5Qa3FxnNEF1NAbYJWtB6/mhohA86f7mhOgzXcos4GdMdZsYpXuOdS6+caOWKua+0gl50DmWHvnjg0SUOdpZkhXb+9t3Vy5VX1Oxmj7lefhUqgOqH2VW/B5A4SknU3w+jf166d9w//aDqc1v1xl11v+oWzdHmt+uspQzZ/upvu+KF0Dax7WP27+rerjRfNg6iXqtdpdsPm50Pa39jG0M+VP+lL/zw0DLv4dpI+2d+1wVlAD5E5WH1dVUNfvh+Yy9fkSUAshhBBCCCGEEEKI48QQ9ZIcPNM02b59Oxs3bqS2tpaWlhZ8Pk3wN8C9994b4d0JoaGrnoaAFdSmaXKg1k5A7SI9MZaclDjq2lz9xntWbfuY95PLuPDCC4mJidy3eFljB53uwN+LobQhF0Irc4zVkrhmp//anndg3hf0c33jUu23mM6balUTD6wcjUuBieeGtue8qVCtqCruDqx2agLqcWdAQlpoz6Uzcp419zqQjNGQXhT4HF2L7456aK2C1AKo0gTUQ9neu1vBbOVhh7uNy375NF+/9kLOmTagjbLPC699A1rK1dfMmQyLvqNem7IENv7T/3h7rVXV3zcM1X2dGk4YGcLc8HDQzaF2t8Pax9VrRQugIMCc7LN+BDvfQBksf/C/VpVzjKa7QL89dMCGp9Rr+SeoOxokZsDVD8PjF+lvEANrJn36qOB7CEXOFEDRxlxVQa1r7204YOzpYd2WEEIIIYQQQgghhBDRKmoDarfbzf33389DDz1ERYWmDWoQElCLYdNWo19LytEuNbS7aen0BL18XVsXT91uvUFfU1vHg488QX27h04zlnSjg7Vra0hOTuasszQzQcNgX03g6mmwKr2FCItJ56sD6n3vW+29dcHfqJOsKle7Lvsz/P2s3nnKhhPO/RkkZYW2X90c6uodVmisCq/BCjvDZeR82PqfwOeMsRGI5QVo0V29PfoC6vzpgIEqJB3VtZf/emodH3z7TEZlJVkHTdOqnN72ouaChtXaOzZBvTzhLIhJsOZOD7TzjQEBtaa9d+EsddvsSCqcDTGJ4OnwXzM1lebzbwt8zfzpMPMa2KKolm4shg3/gAV3BN/btpesTiQqC+7Qz5QffQos+i58+Cv9tYsWBJ9JH6rcKerjtXusmx/6vgbt1wTUhbOtkF0IIYQQQgghhBBCiONAVLb4rq+v55RTTuEnP/kJ5eXlmKYZ8BegPCbEsNEF1HGp+pADOGijvTf0ts7u6Ojg3/96FjpbyHJ0MMLZTLLhBmDdunUR/V7YVxN8r9LiW4TN5AvUx91tcPAjKFmtXg91rm/2BPjGJrjwV3DeL+BLy/3bCduhC6gbDsC2l/WPC8f86W5FNipyx2iqaPtKzraqTlWqtoOrHer2qdfzNe3BIykuGXLULdanOw7i9Zm8ufXwjW+mCW/9ANY/qb/eyV8O3BI6LhnGn6le2/Vm/891N1LoqpkjKSbO3tdIt4R0mHFl8PPO/L51Y4fKh/dDa3Xwa3ymaTEen2YF4IEs+k7gmfHhbu8N2q83vF1WMN/N57Ner1SkvbcQQgghhBBCCCGEOI5EZQX1tddey4YNGwAoKCjgyiuvZO3ataxZswbDMLj33ntpaWmhuLiYVatWUVlZiWEYJCcn85WvfIWEBH0AKMSQaNO0+E7WV0+DvfnTYFVQe71enn/+eWpr1c/V2tpKU1MTGRkZtq4ZKjsV1DVSQS3CZdTJEJ/eW9nc16o/qo+D/fnTfSVmwil3hf64vnQBtemDT/9PvVY4O3i77VAUzARHDPgCdGUINn+6W950q533QNU7Ds/V1twME6gddCQVzFK2V55hWGFhcV27dWD5L2C15v8HWC3Qz/5x8OebchHsfsv/eO0uK7zPngDNFfqW60M9f7rbmIX6wHSg2TdCbGLw87InwIk3w7on/NdaK+Hhs+GGZ/VfG2XroHy9em3OjcErzZ0xcNXf4a9nQFez//r4CHQWydHMoAao2Q1Z462Pq7dDe536vHGLw78vIYQQQgghhBBCCCGiVNRVUL/zzjssX74cwzBYsGABO3fu5MEHH+Skk3orXn7605/ywAMP8Pzzz1NaWsrzzz9PUVERbW1tvP322/zXf/0XP/3pT4fxdyGOe9qAWj9/GuBAbbuty9e1drF06VL2798f8Lzycs081TDYVy0tvsUQcsbCxLPVawdWqI87Yq05zMMha7z1/CqtlerjUy4O7x5iEwO32E4thMxx9q6la/NdvQ0qNe29Y5Mgc6y964ebJvyc4TgIQF2rC1bcDx/9Vn+N2GT43BP2Wm9PvlC/tuvwvPFDmvbeMHwBdSgdBubfav/cRd8FZ7x6rekQPHo+7FDMbAZY81iAPdxu7/kzx1pt2R0D7sOceonVTj3c4pL1c6373iihmz/tiB2+rwEhhBBCCCGEEEIIIYZB1AXU//rXv3o+fvTRR0lLSwt4vsPh4Oqrr2bt2rVMmTKFTZs2cf311+Pz+SK9VSH0dC2+w1RBPdZbzrp164KeF9GAWlp8i6E2SdPmW2fEXHsVn5HgjNG3/dWZGsb5090CtXAes9D+LN58XUC9Eyo3q9fypoc2/zucNCFkrtFELg2cUvUvWP5L/eOd8VaVb5HNGxxSC6yZ3yrdbb5186ezJkBKnr3nCbdRJ/mHuCpjTtPPWVZJHxl41rS7Hf79eesmgb6jKNrrYesL6seMWwy5ASqVB5p+Gdz8Eky/wpq1fvaP4Zon7D8+VLoq6tpdvR/rbqYpWmCF3EIIIYQQQgghhBBCHCeiLqD+5BNrPuOMGTM44YQAlV8D5Obm8vTTT2OaJitXruSFFzRvcAoxFNoH1+L7YF3wCuoiRyMLYg7Z2kakAuqmdje1NqqjmzrcuDxys4gIk4nnAjYDVRhce+9w0rX5VkkfHbjaebACVZCPsdneG/QV1J4O/znL3YZj/nS3An2V7E9jn+KLrX/XP9YRC9c9DeNDbLmsmx9e8okVvGrnTw/j12lcstVaPpj5t4V+7cXfheyJgc9Z/kv4zx3g7rA+3/hP8HSqzw0UeOuMWwTXPgm3vmHNpnZquhqEgy7ArzlcQe31wMFV6nNlRylYAAEAAElEQVRk/rQQQgghhBBCCCGEOM5EXUDdPU965sz+7TmNPlVeXV3qYOzEE09k/nyrgumf//xn5DYpRDCDbPF9sDZwVXKW0c7i2H22ix7Ly8sxTc1s2COw18b86W71bVJFLcIkJRdGnmj//OEM/iC0gHrKRfarmUOhq+qF0ALq3Klobw5oLlMfj0TgbldyDp7kAuXSJc4ArbYNJ3zuUZh8fujPOUVTAW/6YOt/oHKLen24WzsH+z5JyoZpl4Z+3cQMuOXV4AH41hfg8SXQVAZrHlWfkzpC/+cbLQJVUJsmlG8AV4v6nFBvhhBCCCGEEEIIIYQQ4igXdQF1W5sV0GVkZPQ7npzc2/qwsbFR+/gTTjgB0zTZskXzRrAQQ0EXUCfpK6gb2100dbi164m4OCduN7GGvYpknwn1HV4+3nGI93dV224fbse+EAJqO5XWQtgWSpvvUSdHbh925IUQUEeivTdYbcZVfw6jTg6tZXNcEmTZnFfdrWAYA2qgOUNT9a1lwJV/hemXD+4J86bpZ26vuN8KqlWG+0aKMQsDr8+5CWI086SDSR8Jt75ltdkOpHw9PHQKNBxQr8+/1WqbH81030+dTdBarZ8/HZMY+EYSIYQQQgghhBBCCCGOQVEXUKempgLQ2dm/xWNmZmbPxwcOaN7A7PO4ysrKCOxOCJu0M6j1FdSB2nvH4OWcuD0kG/oAu9v7rgn8q3MO/+iaz3Ndc7jpH1u49fE1vL0tfN8ToQTUNRJQi3CyW9maOw2SsiK7l6B7sBlQJ6SHVs0cCsOAJfdDxpjeYxmjYckDoVds69p8h+v8MKtNCSGAB7j0DzDr2sE/oWHoq3xbq9THk3Ige8LgnzMcggXk8754ZNePS7JmP5/5w8DndTWrjzti4MQvHNkehkJOgK+32l36+dNjToWYuMjsSQghhBBCCCGEEEKIKBV1AfWYMdab6DU1/QO+adOm9Xy8cuVK7eM3bdoEQFycvNknhonXAx316rUAM6j1Fc4mZ8TuJ8fRG2DX+xJp9sXjNh2YJpxxxhnk5lrhtwsnncQysB1vTUv4guJ91farsetapcW3CKOC2ZCSH/y84Z4/DZA13ppnHMyk8yM7G7dwNtz9Kdz4HNzwb/jKGijUz2jWCiVwTh9ttXgeRocSJtk/+cJfH3kQC/o51DqjT4lMa/dQJGXpb6YYf1Z4AnTDgDO/ZwXVMYmhPXbaZZBq43t+uCVnW+3QVSq3wKHV6rVx0t5bCCGEEEIIIYQQQhx/oi6gnjVrFqZpsmPHjn7HTznlFJxOJwB//etfaW/3rzb95z//yY4dOzAMgylTQqycEiJcdOE0BAyoD2jmT8+LKWWMs7HfsWWuSbzomsU/u+bxjGs+P11r8Fz9aEq9aSSirrIOZ0C9X1p8i+HicMCk84KfN9xtk8EKnbMnBj8v1FBzMOKSYPIFMOVCiE0Y3DXypgU/p1v+jME9RxjtNWy2JD/nXjjly+F50tGnQkJGaOdHA10L7pP+K7zPM+NKuO0ta6a0XSd9Kbx7iCTdHOoNT4OnU702blHk9iOEEEIIIYQQQgghRJSKuoD6zDPPBGD//v1UVFT0HM/NzeXCCy/ENE0OHDjAokWLePnll9mzZw+bNm3i5z//OV/6Uu+bmFddddVQb10Ii669NwRs8V2saPE9yVnDzJj+rblNk8MV0ha3aVDa0EFxmwMvDhI1bcDD1Wrb5fFRXK9vRz5QbRiDcSEAe3OooyX4Czbn2RELE20E7tEglNB5mOdPA+xzZ9FkJgU+adF34Ix7wvekzlirIt6uaPk6PfUr/lXUs2+MzGz0EXPgv963N3c5b3r0/BnZoQuoq7erjyekWx0OhBBCCCGEEEIIIYQ4zkRdQH3xxRf3VEq/9NJL/dZ+/etfEx8fD8CGDRu4+uqrmTp1KieeeCL33XcfXV1WEDZ+/Hi+8pWvDO3GhegWKKDWtf8EDg5o8Z1ltHFqzEG/89xYQbRKouHWB9RhCoqL69rw+kzb59e1SYtvEWYTzgrcOjutCDJGDd1+AglWdTzuDEhIG5q9HKmsCeC0OT4jCiqoa9vcbPeN1a5vKroJzvpR+J/YbkV8TOLgWq1HQkIa3LkCLvmDFdp//j9wxUORe77UAvjiGzAzyMzvBXcMfwv0UAS7IWWgsWeAwxmZvQghhBBCCCGEEEIIEcWiLqDOzc3ld7/7Hd/97ndJSupf+TR9+nRefvll0tLSME1T+Wvy5MksXbqUlJSUYfodiONeW636eEJGwDmzBwe0+J4XcwiH4n35TjNGe40khzfiAfW+ENp7g7T4FhEQnwpjFurXo2H+dLdggdWUCFSoRoozBnJsBnD5w19BXdPSxQtedfvkpz3n8Gr+VyITfk48197s8aL5kZ09HqqYeJh/K5z9Y+v3EOlgODYBrvo7nPNTQPFcSdkwK0iAHW3sfn90k/beQgghhBBCCCGEEOI4pU+6htFXv/pV7doFF1zAnj17ePjhh1m2bBnl5eU4HA7Gjx/PJZdcwhe/+EXi4mxWeAkRCbqAOkB776Z2Nw3tvcGyAx+Fjhb15U391/fovEyaK9QBckO7G5fHR1zMkd2Xsq9GPStbJ5yzr4XoMel8OPChem30KUO7l0Byg1RQD8X86XDKnw5VWwKfE5MIWeOHZj8B1LZ2sd13Gmd713Ox8zMAPKaDx7wX8b+eG7g8Ut0dEtKsyvh9ywOfdzS1ro4Uw4AzvmXdyPHyXdDZZB2PSYAr/mrdjHI0ydW0+NaRgFoIIYQQQgghhBBCHKeiMqAOJicnhx/84Af84Ac/GO6tCOFP1+I70Pzp+v6hb47RpqyeBtjqLVQeT4pzMraokH2VmlmXQF1bF4Xpidp1O/ZVh1ZBLS2+RURMvgDe0bRnHh2gunqoZY0HRwz4PP5rhbMhvWjo93QkgrUs7z5nmNsWm6ZJXasLL06+4v4Gj3l2kWs0sdccwV7T+jOP6GvTlCU2AuooupFiuE29GL6xFba/Aj639eeXWjDcuwpdWhHEJoG7Pfi5yXn+c7+FEEIIIYQQQgghhDhORF2LbyGOeu26Cmr9/OkDA9p7j3XWK8/zmAaNvgTlWk5KPCNGjNC2+IbwVDPrWnxPLVBXutW3ufCFMLNaCFuyJ8L4M/2PjzrFXog6VGLiIEdTVTnl4qHdSzjk2ZgtXTD87b2bOzy4vL6ez9eZU3jLd1JPOA0R7u4QrDLecEDRgsg9/9EoIQ1OvBnm33Z0htMADgfkTLJ37rhFR9d8bSGEEEIIIYQQQgghwkgCaiHCbRAtvovr+ldbFTqalec5MOlA3eI7JyWOESNGEI8XBz7lOUcayJimqW3xfdK4LOVxr8+koV2qqEWYGQZc/Lv+s45zpsAlv4u+0GfOjf7HYpNgzg1Dv5cjZSf8j4b5062dQc+JaAV1ehEUzNKv559gBbLi2GN3DrW09xZCCCGEEEIIIYQQxzEJqIUIN12L76Qc7UMO1vUNfU3SDHW40mbG4dN82+akxJOXl4fT6WCUo1F5zpEG1NUtXbR2KVoVAyeP01eIS5tvERHZE+DOFXDb23DbO/DllZBvo8J3qM27FaZe0vt5XIoVrmeMHr49DVZ6EcSnBz4nGgLqluCvORHv7jBliX5N5k8fu3QdEwYavziy+xBCCCGEEEIIIYQQIoodFTOoW1tbKSkpoampCbdb3754oEWLpDpFDINBVFAf7NPiO8PowKkpAK30qdtoA+SkxmMYBg6Hg8Wx+1jmdlLm6x8k1bYeWUAdaP60roIaoLali8n5+r0LMWgOZ/TP8o1PgeuehvIN1uvDyHkBW/5HNcOwqqgPfao/J3/60O1Hw85rnddn0tjhJitZ3ZXiiE1dAh/+Sr0W7V+zYvBybQTUGaMhc2zEtyKEEEIIIYQQQgghRLSK2oC6ubmZP/3pTzz77LPs2rUL0wytyskwDDwedaWnEBGlDaj1FdR9W3yPc9Rpzzvg1YfAOSnxbNiwAY/Hg8OAWTHllLn6B9RHWkG9VzN/OicljtzUeNITY2nq8L+JpOYIg3EhjnqGASNPHO5dhEeggDqtCBIzh3Y/CnZf62pbuyIXUBfMguxJULen//HYZBgn1bPHLDstvqW9txBCCCGEEEIIIYQ4zkVlQL1+/XouvfRSKisrAUIOp4UYNh4XdDWp1zQBdXOnu18L7JFO9fxp04QqUzWz1AQMshMMPvjgg56juUYrTrx4cfYcq2oOPpc1EF0F9fjcFMAKqlUBdV2rtPgW4pgRqI16wfC39wb73SJqWyPY3cEwYMn98NSVWK/Thy265+itoBfBZY0HwwmmV3+O3KAghBBCCCGEEEIIIY5zURdQ19XVccEFF1BX11tFGhMTw4QJE8jOziY2NnYYdydEEO2a6mnQtvgurm3v93mG0aG+NLF4FfOnk3ERb3hwVeyitbU3QHYYkGV0UGOm9Bwrr9e36LZjX02b8viEnoA6XnnOkbYWF0JEkbxp+rUomQFu9zUn4jfPTDgL7voY1jwMpg+mXgqTzo3sc4rhFRNnhdQDK+f7kgpqIYQQQgghhBBCCHGci7qA+re//S11dXUYhkFqair/8z//wy233EJKSkrwBwsx3Npq9GuagPpgXW+gm0QnMYa6Y0C1T/090EYc58fupmyHfyCT5Winxtv7uOojraDWtPiekJsMWAG1igTUQhxD8gLMmM6PjgrqUFp8R1z+dLjk95F/HhE9cqfoA+qcKZBaMLT7EUIIIYQQUaHT7SUh1hn8RCGEEEKI40DUBdRLly4FrBnSr7/+Oqeffvow70iIEOjmT2No57IW9wmoxzvrtZfWz5826CSGdNM/fM42+lczN3QMfi57a5eHiiZ1wD0hr7fFt4q0+BbiGJKUZQXRVVv7H3fEwOhTh2dPA9TafM2R1yYRETmT9WtSPS2EEEIIcdwwvV62b/yEDZ+tpKGmCtOEr/7wfzFiE4Z7a0IIIYQQwy7qAuoDBw5gGAannXaahNPi6KMLqJOywaG+S/ZAnxbfRQ7N/GqgzJeuXavzJZHv8K9uznL0bx/e5TNo6/KQHB/6t/4BTXtvgIl9WnyrSAW1EMeYxd+D579gta3uNv82SCscvj31EcoMaiHCLneKfm28zJ8WQgghhDjWHdi7k4/+/Req3Im0kXz4qPWeTsmWVYw58Zzh25wQQgghRJSIuoDa57Pe7J46deow70SIQdC1+Na094b+FdQDA+VuMfGJeDv1baCajRSg2u94ptGBgQ+zz+zq8voWJhWqq7kD0bX3jo9xMDIjEYBsbUAtVYpCHFOmXwY3vwwbnoauZph8Acy79Ygv+/rmch56fx+VzZ0snJDNTy+dQW6q+nVFxzTNEAJqeW0SEaBtg2/AmNOGdCtCCCGEEGLo1ZipHHBlYRoOv7V1az6RgFoIIYQQgigMqEeNGsWuXbvo6OgY7q0IEbp2TQV1co72IQfrrFA6Djex+JTnZOTmg764GjMxAxQ5i9MwyTA6aTCTeo7tKq4YVEC9t1odUI/PTcHhMAB9i+/a1i5M08QwjJCfVwgRpcYvDms16DvbKvnvZzb0fP765gp2Vrbw9jcW4XTYf+1o6nDj9pq2zq1rkwpqEQEFM6FwNlRs6n989vVWi3wxKKZpsmpvHXurW5g1KoO5ozLk5wohhBBCRKUFE0fwidFMAxl+a9XVmsIGIYQQQojjjP+tfMPs/PPPxzRN1q5dO9xbESJ02gpqdUDd2uXpqfQb56xH9z7rhEkB2oUCCWmZOJ3qCuvsAVXZe8sG948hXQX1hNzkno9zNJWOXR4frV2Dn39thzUjuwPTtBdMCSGiy99X7Pc7tre6lU/21YV0nVDadkuLbxERhgGX/QVy+vzdPeY0OPe+4dvTUc7l8fGlf6zj84+u5mevbeeqhz7mBy9uweeTv/OFEEIIEX0MwyA9WX0Df4MngcZ26eQkhBBCCBF1AfXdd99NfHw8u3bt4t133x3u7QgRGt0Mak2L74O1ve29RzsatJeddcKMgE+bm5pAXl6eci3L6D87uriqPuC1dPQBdUrPxznJ+la8kWql6/b6+OkrW5n1s7c59X+Xc9EfP2J7eXNEnksIERmdbi8bDzUq17aVB2gfoVDTYv+1pk5afItIKZwFd66AL6+EOz+CL74BqfnDvauj1qubynlvR1W/Y/9ac4hV+/x/7jJNk3+vKeGmRz7lur99wlOfHJSb14QQQggx5MZPmtzzcYfppMqbQq0viRIzh3dWrh7GnQkhhBBCRIeoC6gnT57M73//e0zT5Oabb2bbtm3DvSUh7NMF1EnqCuriut7q5myHuq19YmIi+Rkp2upqgJyUeAoLC5VrWY52YvGQZnSQbzTT1aIPwnU8Xh8Ha9XzsSfk9QmoU9V3CEPkKhX/vmI/T35STHcR1c7KFm57Yg1NHe6IPJ8QIvy2lTfh0VRCljeGNvKjJoTXmnaXl3ZXZLs7iONYbMLhdt+zCPiXuAjq9c3lyuPv7/TvCvPQB/v43n+2sGpvHasP1POTV7bx+3d3R3qLQgghhBD9ZE88iQpvCvW+RBLwku9sJcfRTpbRwd6Nnwz39oQQQgghhl3UBdQAX/7yl3n88cdpampiwYIFfPOb32TVqlU0N0tVpIhyIbb4PlhnVTc78RKPOiQpLCwkxukgM0kf/uakxFNQUKBcyzdauSlhA1fFb+Wi+F3kdZSEPOO9tKEDl1c9H7tvi++kuBiS4tStxusiEFC7PD4e/si/LXBlcyePKo4LIaLThpJG7VpZiAF1bUtorzVSRS1EdDNNk82l6k4KVc2d/T53eXw8uvKA33mPrzpIp9sbkf0JIYQQQqjsrfdS6Gwly9HR717FWMNHTUuX3FQvhBBCiOPesATUTqcz6K/bbrsNl8tFZ2cnf/rTn1i0aBGZmZm2Hut0OomJiRmO35o43g2yxfdoR4O2uGrKFGuGZbZmfhFATkqctoJadd2KigrttVR07b0NA8bnpPQ7lp2i3mdNBEKg93dV09iu/kfdoysPUN8mwZMQR4MNmvbeAGWNndo1lVC7NYRScS2EGHqlDR3av88Hfv/uqW5RntvS5WGbjP8QQgghxBA6/+QTcJnqt127iOfdbZVDvCMhhBBCiOgyLAF19xw40zQD/gIw+qRrwc5XPV6IIeNqB3ebek1TQd3d4nusM8D86VmzAH3we+nsQs6bUUB+vv3ZlmVlZbbPBX1APTIjkcQBFdM5Keo51KFWNdrx4vpS7Vqby8vfPtwX9ucUQoTfxkAV1A3q8QI6NVJBLcQxZUuZfg79wBtSKpv0N7TUtIR2s4sQQgghxJFIjI/FFZOsXEt1uHh3zY4h3pEQQgghRHQZthbfdgJkCZzFUaVdUz0N+grqwy2+cwx1sB0fH09iYiIA2ZrgNzHWyciMROLi4sjJUQfhA5WXq2c56uytVgfUE3JT/I7pAuq6tvAG1I3tLpbvrA54zpOfHKS6Wd6QFiKaVTd3Bmzj3dzpoaXTfvu7UCuoIzF+QAgRPptKG7VrA29+Kw8QUNfKzShCCCGEGGLTJoxSHk80PHSUbac5hH/nCCGEEEIca4YloPb5fBH/5fXKnDkxxHTzp0FZQd3W5aG6pQsDk0RD/Y+SvlXROZoW332r/3RtvgcKNaDeV6MO0NUBtXqftS3hfWP4tc0VuL2Bb1zpdPt48P29YX1eIUR4BWrv3a08hDbfoYZQoQbaQoihtUUzfxqsG1i6PL0/85cG6LhQ0RTaPHshhBBCiCN12QXn4jXV89ySDBfvba8a4h0JIYQQQkSPYaugFuKY01anPu6IgYQMv8Pd7b0zjA4cmvnTkyZN6vlYV0Fd22fWYkFBga2tNjU10damaUc+gGma+grqPP92VdoW32EOgQK19+7rmc9KAr5hLYQYXhsCtPfuVh6gwnqgUFt8S1WlENHL5zMDBtTQ/0a9sgb9a0VFgOpqIYQQQohIyM3OopkE5Vqy4WHp5tCKB4QQQgghjiUSUAsRLroK6qQcMPwT6OLD7b3zHOrw1zAMTjzxxJ7PdTOo+7antVtBDfarqOvbXDR1qCu8Q2vxHb4Q6EBtm61QC8DtNfnLcqmiFiJabShpCHpOqc2A2jRN7TiBLE0XCqmgFiJ6Haxro6XLE/Ccvt/DpZqAOinOyXXz1S02hRBCCCEiKT9Z/dZrqsPFrt17pc23EEIIIY5bElALES66GdSa+dMHDgfU+Y4W5frIkSNJTu6tUM5O1gS/raFXUAOUlZXZOk/X3hvUAbUuSB84J/JIvGSzerrb8+tKOVhrr2JcCDF0PF4fW8oCV0eC/Qrqpg63tvX/lPxU5fE6qaAWImptDlI9DfYC6p9cMp2Tx2eHbV9CCCGEEHZdeuJITM10stGOWmnzLYQQQojjlgTUQoSLroI6Wf2GaHFtO2BqA+oxY8b0+1w327nD7aXdZVUXJSUlkZ6ebmu7diuo99WoK7zTE2OVe9JVULd0eeh0H/lseJ/P5MUN6nA9Pkb9kub1mfxx2Z4jfm4hRHjtrmql3RX8dcFuQB2oGnpqoSag1lRcCyGGn62AusW6yaTT7dW+BhRlJoZ1X0IIIYQQds2cdxqNprrNd46jnaVbKoZ4R0IIIYQQ0SHqAurm5mZGjBhBVlYWV199dUiPveqqq8jKymLMmDF0dNifVynC45NPPuHqq68mPz+fhIQExo0bx9133227Uveo1xZaBfXBujZSDBfJhrqd0+jRo/t9rptBDf0rAHVtvj2mQa0viUPedBp8iZSXl2PqbuPtY59u/nRuMoaidbkuoIbwtPleW9ygrZD67oVTGZ2VpFx7eWMZu6vUNwMIIYbHxkONts4LNFe2r+oAnRqmFqgDaplBLUT02lzaGPScmsOhdFmAG1mKMtU/GwghhBBCRFzGaGJRv++TYXSyeleZtPkWQgghxHEp6gLqF154gcrKSpqamrjttttCeuytt95KY2MjpaWlvPDCCxHaoVB55JFHOP3003nxxRdxOByccMIJ1NXV8X//93/MnDmTTZs2DfcWI08XUCflKA8frGsjz9AHpqNG9Z+VqGudDf2rBnVtvjuJ5XXXDJa5J7PPm01raystLcED272aCmpVe2/QV3pDeNp8v7RB3d471mlw5dyRfOPcScp104Tfv7v7iJ9fCBE+duZPQygV1OqwOTUhhhEZ6grKhnYXHq/P1vWFEEPH4/Wxtdx+i2/dzWsAIzLUVUtCCCGEEBFnGJycrX7vxTBgjFHDsh3S5lsIIYQQx5+oC6jfeecdAFJTU7ngggtCeuyFF15IWloaAG+99VbY9ybUtmzZwpe//GV8Ph+//e1vKSsrY+3atZSXl3PttdfS0NDAlVdeSVfXMd5GVdvi2z+gbnd5qGruIt+hDn9zc3NJSupf7XOovp1Yh3/FMtiroE7ETSxWK90OMxawN4da1+J7Qp46oE5PjCXWqd5noPa7dnS6vby+Wd3+6swpeWQlx3H5nJFMyE1WnvPm1kq22ph3K4QYGhtsVlBXNnfithEi626CyU2J13Z3ME2ob5cqaiGizd6aVjrdNr7vD/8MpOu0kOzw0FinuYlQCCGEEGIIXDIzn2af+t8jRY4m3thcOcQ7EkIIIYQYflEXUG/cuBHDMJg3bx4xMTEhPTY2NpZ58+ZhmiYbN26MzAaFn/vuuw+v18u1117Lt771LRwO68sqJSWFJ554gtGjR3PgwAEef/zxYd5phIXQ4rukvh2APM386YHtvQG++uwG3D51S+6+M1QLCwuJjY1l1KhRGHkTWekey6td0/ln14m4cQLQgRVQB5tD3en2aiuSdBXUhmGQnaz+h1fdEbbSfW9HFS2dHuXa1SeOBMDpMPjWeVO01/idVFELERWaOtzs1YwQGMhnQlVzZ9DzajQ3weSkxgfsQnGkr01CiPDbfMjeDWXdN6aUNrQr15PMTt54442w7UsIIYQQIlSJ406iw1S/BZvraGPV7gpapM23EEIIIY4zURdQd1d0jhkzZlCP735caam6DbAIr7a2tp43/e6++26/9cTERG699VYA/vWvfw3p3oaUaUK7LqD2r6A+WNtGPB4yHerARfX1H6g9dt+2tqmpqfzgBz/g9ttvJ3/Gqez15lJvJuPr8+3eXUEdLKA+UNuGbky1rkoZ9O3IdeGRXS+tV1d8pyfGctbUvJ7PLzqhgGmFacpzl++sZl2xvbbCQojIsTNbti87c6gDVVBnJcVhqJs7HHF3ByFE+G0ua7R1XrAW3ylGFyUlJTQ0yN/9QgghhBgmI+YyDvX7GU7DJM9sYNmO6iHelBBCCCHE8Iq6gNrlsoK22NjYQT2++3EdHfbmVR4NvF4vmzdv5tFHH+Wuu+5i/vz5xMXFYRgGhmFw5plnDvraLpeLp556iiVLljBmzBgSEhIoLCxk4cKFPPDAA9TWBm6JuGHDBjo7O4mLi+PUU09VnrN48WIAVq9ejc93jM75dLWCR1Pdp6igPljXznin/s92YAV1l8dLs6ZyGPpX/xmG0VPFnqtpads3oDZ1CTT69t6xToPRWUnKNUDbSvdIQqDa1i4+2K1uo37JrELiY5w9nzscBt8+f7L2Wr99Z9eg9yGECI8NJY0hnV/eZCOg1lVQp8QR43SQmaS+eUYqqIWIPptLbVZQtwauoE4xrPWaGs0oFiGEEEKISItPYUnmIdpN9Xud45wNvLFFPc5MCCGEEOJYFVoP7SGQlZVFdXU1FRWD+8Gs+3GZmZnh3Nawefnll7nppptob1e/6XYkdu7cyY033siGDRv6Ha+srKSyspJPPvmE+++/n8cff5wlS5Yor7F7t9UuefTo0cTFqd/4nzRpEgCdnZ0UFxczbty4MP4uooRu/jQoK6iL69qYpAmoU1NTycjI6HcsWHjSt8V3X7mp6qC4kxh8pnUjR2Njo/b7ZV91m/L42OxkYpz6+1t0AfWRhECvbSrHq2lxftWJRX7Hzp6ax5xRGWxUzLj9eF8dH++tZeFE//83QoihofreDMROBbWuS0P3a2F2chz1bf6vQ1JBLUR06fJ42VHRbOvchnY3bq8vQEBtfc/X1tYyebL+5jUhhBBCiEiaNH4MDesSSXL6t/Ie4WjmP7uraOl0k5owuIIdIYQQQoijTdRVUI8ZMwbTNFm1ahVerzekx3o8HlauXIlhGBQV+QdWR6PGxsaIhNOlpaWcc845PeG0YRgsXryY22+/nUsvvZTExEQAqqurueKKK1i2bJnyOvX19QBkZ2drnysrK6vn42O2vWJbnX4tSdXiu500Q11xreoeECw80QW/uoAaDDoPz6Hubquvoqug1s2f7pajafF9JCHQi5r23mOzkzhxdIbfccMw+Pb5+lnUv313d8DqcSFE5JimyYaS0P4+KGsMPoO6tkX9Wth904y+u4NUUAsRTXZVtuD22v87uqKxk2rN93+5L40N7hH86dM6vvvCpnBtUQghhBAiJPFjFpCC+j2WOMNLlq+Z5TulzbcQQgghjh9RF1CfddZZgBXMPvzwwyE99uGHH6axsRHgiNpeR6P8/HwuueQS7rvvPpYuXcrXv/71I7reTTfd1DN/eMyYMWzcuJEPPviARx55hFdffZWSkhLOOeccANxuN9dee23Pn21f3a3UddXTAAkJCT0fRyJsjwq6CmpnPMSn+h2uqqklxlC/8aqcPx0k2NWt6wNqe3OotQF1nn7+NIS/xfeeqha2lKlbfV45twhDM1j2tInZnDwuS7m2rrhB2zJcCBFZJfXtNLT7Vw4ATMxT3wBT1hi4gtrnM7XdJLpfk7I1N8/USQW1EFHFbnvvbjsq9OcX+7LY5B3Jp9UOXttUEfGb07o8Xv60bA83P7qabz+/ic2ljRF9PiGEEEIcJYoWcJpjMy5T/VbsaEcDr2+WNt9CCCGEOH5EXUB944039oRN3/72t/n4449tPW7VqlV85zvf6XedY8GFF15IcXExlZWVvPbaa9x7771cdNFFfi2gQ7F06VJWrFgBWMHya6+9xqxZs/qdk5OTwyuvvML48eMBq1L6N7/5jd+1uiutu2eHq3R29la9JSXp5xYf1XQBdXIuDAhPO91e0jv0VcsD/1+AviqwW52iZS1AZlIcToc6vA0WUPt85uArqFPDO+f1xQ36P68r547UrhmGwT0Bqqjvf2sX28ubta3DhRCRoZs/bRhw0QkFyrXyIAF1U4dbW3HZfbNOuG+eEUJERqihbmVVJSc4KxjrqCfHUP/sAtDh9tLc4TnC3emZpsntT6zld+/u5qM9tbywrpTr/vZpyB0jhBBCCHEMyp7InLhSan3qG/5HOxv4cHc1LZ3qG3mFEEIIIY41URdQz5w5k2uuuQbTNGlvb+ess87iRz/6kTZEKy8v50c/+hHnnHMO7e3tGIbBlVdeybx584Z455FRUFDA6NGjw3rNBx98sOfjL3zhC8ycOVN5XnJyMj//+c97Pv/b3/6Gx9P/Tb3u2cV1dfoW191twPuef8xpV8+TJtm/9XlJfTsjDE2lj2EoK6h1c1W71be58ClCVqfDIDtZHRb3Dah9Pp/fenlTB51u/+OgD6i7q5Kyk9UhUH27C49XfU0dn8/kZU1AvWBsJqOzA9/0cNK4LBZNzlWuba9oZsmfPmL2fe9w86Or+f27u/loT438g1CICNOFNZPzUpmc7991AqyAOlDlY6CQOacnoNbcPKO5yUcIMTxCraBuOLiD+bGlnBm3j0vid3BNvL6Vd3lT8Hn2g/Xp/npW7u3/M2GH28tjqw5G7DmFEEIIcZRwOBhVVIQXdRFBsuEmxdsqbb6FEEIIcdyIGe4NqPztb39j48aN7N69G7fbza9+9St+9atfMWnSJMaPH09KSgqtra0cOHCA3bt3A73B2KRJk3jkkUeGc/tRrbW1td886VtvvTXg+Z/73Oe46667aGlpob6+nhUrVnD22Wf3rE+ZYlWnlpSU4HK5lK2+9+zZA1itvlXh6zGhTRdQ+wejB2rbyHCoZ6mmpabicPjfNxKsus/rM2nqcJOpCKNzUuKpbvF/fMfhGdQul4vNmzcze/bsfq2y99W0aZ9vfG7vHb8ej4cNGzawZs0aampqSEtLIyNvJBMcHVT6UmmjN6w2TSukzktNUF1W6dP9dVQ0qf+8rjrR3qz5b58/mRUB2nm3dnn4aE8tH+2x/j8aBkzJT2XemEzmj81k0aRcsjWVl0KI0G081Kg8PmdUBiMzE5Vr7S4vje3q1zkIfCNP9406uu/jwXZ3EEKEX4fLy+6qFtvnx+ClqWx/v2OJuDAwMRVvAFc2dTKtMO2I96nyoeZnjfXFUkEthBBCCIgfPY+J+0ppN9NxHh775jIdNPiSaDbjaTYTeGNzBZfP0XeKE0IIIYQ4VkRlQJ2ens7777/PNddcw8cff9wTPu/Zs6cn7OzWt5pq4cKF/Pvf/z6i9tfHuo8//piuLutN/OTkZBYsWBDw/Pj4eE455RTeffddAJYvX94voJ47dy4JCQl0dnby6aefsmjRIr9rfPjhhwCcdNJJyvD1mBBCQL2vtJpYQ11FPGrUKOXxWhvhSV1blzK4yU2Nh8NjjJz4yDDaqTeTeiqoAV5++WXWrl3Leeed13MTwb5qdYvMgrQEUhNicbvdbNiwgZUrV9Lc3Nyz3tTURFNTE2cc3kqzL54KXxqVvlQqfGnUtYYWUP9nvbp6Oi7GwZKZhbauMasog/On5/PO9ipb55sm7KxsYWdlC/9cXUKs0+Dzp4zh6+dMIiNJP29dCBFcp9vL9opm5drc0RmMzFAH1GDNodYF1LrXydSEGBJinYC+xXdNaxemaWrn2QshBs/bWoeRlGn7Z8Bt5U3oJm+MzEj0m0c/zlmP6evf4cdhQCJu2vF/vdDd9BYO64rrlcerWzrx+UwcmrErQgghhDhOFC1ggfFb/u07Dyc+YvGR4Wgn39lKptnOKs84PthdQ2uXh5T4qHzLVgghhBAibKI2LSwsLOTDDz/k73//O1OnTgWsMHrgL4Bp06bx8MMP8+GHHzJypNxlGMiOHTt6Pp45cyYxMcF/4D3xxBOVjwcr5F6yZAnQv3V4t46ODh5//HEArrvuukHt+WiwvaKVZSxkBxPYa46gykyjyUymPT4Xt9fX70aK8gO7tdc54YQTlMdrFRXQfucMCGe8Xi8HDx5khOsQp8fu57K4rdwUv45L43eQaXT2C6gBSktLefzxx/nXv/5FTU2Ndv70xNwEVq9ezZ/+9CeWLl3aL5xWSXN0MSWmhsVx+7k+YSOv/+sJli5dyo4dO/B6vQEf2+7y8ObWCuXaedPySU+MVa6pfOv8yQz2fWG31+TxVQc584EPeGLVAdwhtikXQvTaVt6snRU9d3QmuSnxxDrV36wDg6m+ajSvk93zpwGyNS2+XR4frV2Rm0srxPGoct8m3rz/dv72wE9Zunyl7cfp2ntnxsMXcnZwp/M1znRsBKzXkclOddVykqG+aaUiQi2+uzxeNmn27vaaNLRLpwYhhBDiuDfyRMYZpYx0NlPgbCXb2U73P33iDB8ZRgcuj49lO+zdXC+EEEIIcTSL6tvxnE4nd9xxB3fccQclJSV8+umnVFVV0dLSQmpqKvn5+Zxyyilhn9F8LNu1a1fPx3bbbff98925c6ff+r333ssrr7zCc889x8knn8w3vvENHA4Hra2t3H777ZSUlDBmzBhuv/32I/8NRKldjXFs4mQA9nmzGONsoNWMp+WTeFo//istZjwdRjydjkQmmJVMdPpfw8RqUa8SrMU3qFvUPvXUU8R7vX7Pl+Voo8WnriTcuXMnu3btojWxiESye1qBO/ExxVnNhKotvPnm4KuP2prq+eyzz/jss8/Izc3lqquuorBQXQn9zrYq2l3qEPuqE0O7GWVqQRo/ung6v3h9e8h77tbY7uZnr23nqU+L+fEl0zlrSt6gryXE8Uo3fzo5zsnEvBQcDoPC9ERK6tv9zikPEFDrXif7Vk3nJOtb9de2ukhNsH/TixDCn8/n4/2Vn7Br5SvUdcXhNazOMF2r34Zz/bvsqGwubfQ7Foebf8T/gZmlGzj8YwlvehfwM89t5DrUI0mSDRe1inthIlVBvbWsGZdHfwNbVXOXjAsRQgghjndJWYzKSsJR78WH/xtDBY4WGr1JLN0ibb6FEEIIceyL6oC6r9GjR0sQHQZ1dXU9H+fn59t6TEFBQc/H9fX+rQtnz57Ngw8+yN13380999zD/fffz8iRI9m9ezctLS1kZGTw0ksvER9/5G/KVVdXU1OjnyWssnfv3iN+3mCqPb0zmRMNNzGGSYbRSQb23wR1xiVoK9ptBdRt/c9xOp3k5eVRUeFfgZxltFNNivZapmmS2X6Iq+LL2OopwI2TmTEVJBoeCGORYU1NDa+99hpf+tKXlK11/7O+VPm47OQ4Fk32b58ezO2nj2PhhGxeXF/K2uIGtpY1aSs5A9lX08atj69h0eRcfnLxNCblp4Z8DSGOVxs086dnj8rAebjNwYiMBGVAXdYQIKDWVVD3DahT9S3661q7GJeTrF0XItoM5meikpKSCO3G8vff/4LKFhNIou/459quWDZu2sic2XOCXmNzmX8V8ldjXmKma0O/Yxc513DAmEA16pvckjUV1JURCqiDzZmuaulkOpGZfS2EEEIcz6LxZ6JA4kadyMj6Kg4xwm+twNHCTm8+H+yqoa3LQ7K0+RZCCCHEMUx+0jnOtLb2tm1OTNTP+eyr73l9H9/XnXfeycyZM7n//vtZtWoVW7ZsoaCggJtuuokf/ehHFBUVHdnGD3vooYe47777wnKtcOnoclFjZva8EZtsuAd1nYwc9Q0Dbq+Phvbg11TNXy0sLFQG1NmOdjo8wSsFYw0fc2PLg553JMrLyykrK/P7Gqlq7mTVXvVs70tnjyDWObgJBdMKrUpqsGbhbi1rYl1xA2uLG1hf3EBdm/0WnCt213Dh3lpuOnk03zh3Mlma2bhCiF4bSxqVx+eMyuj5eGRGEuB/Q1R5gNa8NZobefq2+E6KiyEx1kmH278zg50bgYSIJtH4M9GCzGZea+m9aavdjKHel0S60ckTL73NH4IE1M2dbvbX9K+IzqeeO5xL/c51EUOTI1N5nZiYGJI8Q9vie61m/nS36ubIzb4WQgghjmfR+DNRQEXzGbvpBU1A3QyYdHl8LNtZzWWz/c8RQgghhDhWSEB9nOns7H1zLC7OXpjWt/K5o0P/pt7ChQt56aWXBr+5o9Qn67fgMXrDXt3Mw2BGjp+sPF5vMzCtU4QrutbZWUY7bpyMmziZA3v1M7FD4XQ6mTt3Lk6nkwMHDlBdXW37saWlpX4B9Ssby/BpiptDbe+tkxDrZP7YLOaPzeJOrMrx4rp21hU3sK6kgWU7qqhqDhxaeX0m//ikmJc3lPG1cyZxy6ljiYsZXHguxLGuurlTO0d67ujeoGlkRoLynIAV1NoW3/3/rstJjeNQvf91VDf5CCFCM+faH7HygZ9T4sujixiyjHaKnM0AtPriqNu7luyJ87WP36qonr4n5nkSFT9bbWcSXahfKxYuXMie97cq18obOzBNU9m5ZbBM02RdsArqID9PCCGEEOI4UbSAsfyBjw6PiesrwfCSYXTQaCbxyEf7mTEijQm5+u53QgghhBBHM0lRjjMJCb1v5Llc9t6M7+rqfUPNbtX18WTbzh39Po819PMHdVp8cTTFqSuoazRtawdSzaDu2569r1jDR5rRxdlLruALX/iCNsi2w+l0ctJJJ/H1r3+dSy65hIsuuoi7774bZl3KB64J7PLk0qSZd92trKzM79iL6/2PAUzMS2HmyPRB7zcQwzAYm5PM1fOK+J8rZ/LBt8/im+dOJjFWMTR8gOZOD798YweX/WVlwDm5QhzPdO29YUAFdab675qyRn0FYm2L+u+0nAEzX7M1c6hVr6FCiNA4U7Kojh1BqsNFjqMdR58MOMXh4sFnXwFTP1pjc2n/gHqKUcLnnCuU565npvJ4QkICp512GikOdfeZDreP5s4wzisBiuvag97kUiUV1EIIIYQAyJvOqJhGHPh3dQKrzTdYPxed97sP+c7zmzikGH8khBBCCHG0kwrq40xKSu+dl4Gqofvqe17fxw+Hu+++m2uuuSakx+zdu5crrrgiMhsCZhQkU1VygGozkwYyBnWNA75sKnfXctuiiX5rdtvODpxBDdacccMwMBVvBmcZbdS0dnHiuHF86UtfYtu2bSxbtozGxkZbzxcTE8P8+fM57bTTSE31n8Gcm5nOQV8WB31ZACTRxfzYUsY7/VtgDgyot5c3s7OyRfm8V504MqxVT4Ekxjn5+rmTuG7BKH7z9k5taN7XzsoWvvPCJp6+/eQh26cQR4uNmoC6KDOxXyvuERnqgLq2tYtOt5eEATeN+Hym9rWy73XBv6K677WFOJoM5mei5cuX87WvfS1CO7Jc97mref6Zp3Ea/j97lLoycO98k9hpS5SP3Vza2O/zH8Q8i0NxnRqyKMHqplLszaTel0iK4SLZ6OL0ydMwnLHW60iVeo+VTZ2kJwYfdWLX2iDV0yAV1EIIIUSkROvPRFrOGOJGzmJkceA51AA+E55fV8rLG8u4bsEovnr2JPLT1B1khBBCCCGONhJQH2eys7N7Pq6q0rxrN0BlZWXPx1lZWWHfUyjy8vLIy8sb1j0MdPZFV8JFV4LXQ/HBPbz+0XqqKivp7OzE57OqlZ34cGKiyitrfUls9RTg2VdHTUuXX5hit+2sqvovLi6O7Oxsamv9ZzlnO9p7qrMdDgczZ85k2rRprFmzhqXvLsfpU1cexcTEsGDBAhYuXKgMpnue29n/N9tOPMXeTGVAXV9fT3t7O0lJSQC8v0vdHtww4Io54WnvHYqC9AR+d+0cvnDqWH7++vagbTxX7a3jk311LJyYM0Q7FOLosKFE/b3Tt703wEhNQA1Q0dTJuJzkfseaOtx4NDMBBlZQD/y8m+omHyGi2WB+Jtq7d2+EdtNr1pQJPGokkol/pU+Bo5XnXvwPN33/PHD6B8R9K6hPc2zhTOemns/rSWc1c6gkD3eff8KUeDPY5+v9+/adz0x+uuZNTswoBEzA/4eviqYOphTof4YJ1bog86cBqlukgloIIYSIhGj9mSigovmMLf5MO4c6xejEAFpMK4x2e02e/rSE59eWcsupY/jy4glka/5dI4QQQghxtJCA+jgzZcqUno+Li4ttPaakpKTn46lTp4Z9T8cMZwxjJkzjKxOm9Ryqau5kxbZDrN+xn0NlpSS4GonDww5fPvF4aDXjKfFlYOIAE97aVsnNp4zpd1n7FdTqILuwsFAZUGcZ7X7tw2NiYjj11FP59vImClwHme6s6qmAcpsOMsdO48vXXKStpK9q7uTNLRW8saWCtQf9g6gan74Cv6ysjEmTJgGwoaRRec7J47K0lZVDYfaoDF748qm8vrmCX725UztLF+B37+7m1AnZUkUtxGFen+nXvrdb3/beoK+gBmt+7MCAOtDrZM6Am36ydRXUmhbhQojQzZkxg+Jta/yOOwyTdzpmcOOaxzBOubPfWl1rF6WH58wb+PhhzDM9a02k8CSfo4k0v2t2mv5jOEwTslMTSGropB3/7/mKpvCGxaqfeQaSFt9CCCGE6FG0gLG82DOH2jShyUygw4wlyXDzufgtlHgzWO6e1O9hXR4fD390gGdWl3Db6eO444zxYe0KI4QQQggxlCSgPs5Mm9Ybnm7ZsgWPx0NMTOAvg/Xr1ysfL4LLT0vgmlMncc2p1j8qDtW3s2pvDe+/vp1Wl/+s6tc3lfsH1DZnUDd1uHF5fMTF9B8tX1hYyJYtW/zOz3a0U614s7Spw01Zi5cyRrHVU0iBoxkvDqp9KTx82kJlOP3h7hr+snwPa4sbAo2WpJ1Y2g//g2ug7oDaNE02HlK/0btwwvBXJBuGwaWzR3De9HweXXmAB9/fS7vLf3bU2uIGPtpTy6LJucOwSyGiz+6qFuX3CsDc0Rn9Pk+IdZKTEqfsIFHW4H9jyMCbbfoa2NJbV0FdKxXUQoTN5684nx9v3UCi4T/rOcfRxUfvvM2i2ddCYm/3hC1lvTewXOFYxQxH742U77BIGU4DLIo7wHqPm93eXMw+1dJj0gzWGy7aTUVAHeAGs1A1trvYU90a9Lyali68PhOnQ25cE0IIIY57RfMZRTkOvBR7s8hytJPh6CSD3vdoRjsbGeet44Av2+/hbS4vf16+lyc/PshPL53B1fOKhnL3QgghhBBh4Qh+ijiWLFy4kPh46835trY21q5dG/D8rq4uPv30057Pzz777Iju71g3KiuJ608aw22nj1euf3aw3i80DmUuakO7f5hTUFCgPDfB8JAb7x+S76nqnf3cRQzFvixKfRm4iGFyvroCusPlYc3BwOG0xaDGl6xcKS0ttf7b0KFtaz4wxBpOCbFOvnLWRJ687STtOb97d7dy/nc4dXZ2smzZMh5//HFeffVV6urqIvp8QgyWrjNCnNPBjBH+wZOuilrVuaBG8zqZlhBDfEz/6kpdKzzVmAQhxODExsaSlO7/ZipAqqOLf3SdCSse6He8u8NCPC6+Hftcz/EKctnGFHTiDS8LYg6RSP+b3yYceoFkQ/19faiuRXl8MNZrRhcM5DOtKnEhhBBCCFILiEsfwUgqceMkWXETP8DiuP3MdpZhjS3x19zp4Z7nN/GBZkyaEEIIIUQ0k4D6OJOSksI555zT8/kTTzwR8PwXX3yRlhbrTbzMzEwWLVoUye0dNy6e5T9nCKy2Tm9urex3zO4Mautc/zc+dQE1wEkF/i8Buiqg1PgYCtISlGtTUj2cH7+Hq+M2c17sLnINfSVRrabNd1lZGaZpsuFQo/axs4oytGvDZcHYLG2V9MZDjXywqyZiz93V1cWTTz7JRx99RHFxMevXr+fhhx+WkFpEJV1nhGkj0vxCZIAR6fYDat3r5MD23uBfUd2tuwuFECI8rr/0PDSj4fE4ktj+yVKo399zrDugvtX5FiON3r/HlrMw6HNt9Rb4tfKe1rGOJE1AXVIbvOLZLjvtvbtVNUtALYQQQojDiuYzllLSjQ7cpv7t2bmx5ZwRux8n+n+rPPj+MM/UFkIIIYQYBAmoj0N33313z8ePP/4427ZtU57X3t7Ovffe2/P5nXfeGbQduLBncn4KE/PUQe3rm8v7fZ6ZHEdBWgKxzuAtIVUVgElJSaSnpyvPr6io8Du2u0pdVTQxP6XfPOVnPyvh32tKeO/DlTz15OOMMBpJdXQx0tnMRXE7mOGsQHWXb42prqDu6OigoaGBDZpKpIl5KVE7W+mb507SrkWyinrZsmV+/w87OztZvXp1RJ5PiCOhq6CeO2D+dLeRmeqAulwZUKtDH1U7b12Lb4D6NqmiFiJcJk+cgMuhvrFttKORR1wXwLs/7Tm2ubSRTJq5O+aVnmPFjGAP6q4z3drMWLZ6/G/Gm2CUk2m0KR9TGcZ50GuLQwmoZQ61EEIIIQ4rWsBYSskyOtjvVXee6TbBWc/5cbuIR11pveZgg9+NvD6fj3379vHmm2/ywgsvsGHDBnw+uSFXCCGEENFDAurj0MUXX8wZZ5wBgMvl4pJLLvGbUVxXV8cVV1zB3r3WXZhZWVl873vfG/K9HqsMw+CSWYXKtTUHG6hs6n0D8883zOXTH57D7l9exMZ7z+O9by0iLUF9o0CdZoZqYaH6uVQB9Z4qdVXR5LzUno9N0+TB93by+qsvs/L99/z+keMwYEFsKWfG7iOW/jNn6zQtvsFq8x1qiBUN5o7O5Oypecq1LWVNvLcj/O22SkpK+Oyzz5RrBw8eDPvzCXEkmjvd7K1Rv7boWveH1OJbM4M6V1FBnZ2srqCG0EYqCCECMwyDE2dOVa45DJO9xnjKt6+E4o+pau6kuqWLr8a8TJphfY+bwDJOC/o869xFeOjfhSGDFlKMTgoNdUeRunav8nioXB4fmwJ0fhmoqkUCaiGEEEIcVrSAUZTjNLwkGV3s8QQOqfMdrVwav4N0w//fQwCvbbKKHdra2li1ahV/+ctfeOqpp1i9ejVbt27llVde4fXXXw/7b0MIIYQQYrCkHPYosGTJEsrL+1fVVlb2toFeu3Ytc+bM8Xvc0qVLGTFC3Ur6mWee4aSTTqKiooKDBw8yZ84cFi9ezPjx46mpqeG9996jvb0dgJiYGJ577jkyMjLC9nsScPHMQv7w3h7l2htbKrj99HH9jhmGQUZSHBlJcRSkJ9Dc6R/26GaoFhYWsnPnTr/jfb+OuukqqCf1mT+9dncJJ3ZuIMup/odRt7HOBjKNDpa7J9JkWmGTGyeOxHR8HU1+55ccKmV7ubpSfE4UzZ9W+ea5k1m+Ux1E/+7d3ZwzNQ+HI3gVvB0ej4dXX31Vu15bW4vX68Xp9G+bLMRw2HyoSTujfu6oTOXxkZqAuqKxE5/P7Pf9pAuWcxXV0plJcTgMlK2HJaAWIryWnH8umzZtJtbwr9aZ6KzjMc+F/PjtH7Jp4TOMNqr4vPPdnvV9jKGEooDXb/PFst/n/2ZukVELwGijSvm4Ti+0dLpJTTiyzizbypvoCmE0gLT4FkIIIUSPwlnEOR2M9Fbiczop9aaywV3I3Fj/QoJuKUYXl8TtYLl7AhW+vp3yTJat3U5u7Ua2b9+O16u+GW/9+vUsXLiQnJycMP9mhBBCCCFCd9QE1M3NzZSVldHQ0IDH4zmuZiFv376d4uJi7XpbWxubNm3yO+5y6VuVFhUVsXz5cm644QY2btyIz+fj/fff5/333+93Xm5uLo8//ni/udUiPCblpzIlP5VdfQLhosxELp5VyBmTAv9jITs5HvAPqHVzWHVzqJuammhvbycpKcn6vN1NtaYScXK+VUG9a9culj73AlkOdWupgdIdnVwSt51V7nEc9GUB4E7IxKkIqPcdLMHlHaW8ji7EihYzi9I5b3o+7273fzN8R0Uz72yv5MIT1JXsoVqxYgW1tbXadZ/PR319Pbm56tnYQgw1Xev+7OQ4RmWpg2hdQO3y+qht7SIvrbd1sL7Ft3+1tMNhkJUcr3yM7jVUCDE4KSkpZGRk0NZU77eW5uhimedkvlb2Eu6Nz/HdmKXEGdabqXarp3d6cwH/m7+KjBoAxhnlfmvdKpo6jzigXhdCe2+AamnxLYQQQohuMfFQMIuxZaUcYiRFzhZSDRer3aOYF1NGjOIGP4BYw8t5sbtZ7RnDfm8WE5x1THHWkNnSwYDmiEr79++XgFoIIYQQUSGqA+qWlhb++te/8s9//pOtW7f2zHE1DAOPx9Pv3Orqah544AEAZs6cyc033zzk+z3aTJ06ldWrV/Ovf/2LZ599lm3btlFVVUVGRgbjx4/nyiuv5LbbbpMfXCPoklmFtHzm5uJZhVw8awSzi9L7zXnWyVaELgB1mpBG1+IbrCrq8eOt+Y67q9XV0wATc5NZvnw5K1asCLq/gWINH2fG7WObp5W1niKanamo4uaG2mocjMQ3YPpAUpyTyfnqmd3R5BvnTlIG1AC/f3cP508vOOIq6srKSlauXBn0vOrqagmoRdTYqGmBO2dUhvY1TzeDGqw2330D6lBafIMVXKsCat1rqPDn9vrw+kwSYqVTgwjsvLMW8dJLL6P6Vh/jbOIZ7zl8fv8DpDh7fwbZwUQqyA967RozVXm8O6CeyCGsuNv/yUs+/AeTr74TnIP/51CoAfWgZ1CbJux5F3a+BrFJsOBLkDNxcNcSQgghRPQoWsC4stf5iJMBSHd0MdcoY51nJDNjKkky1IUBDgNOjS3mBGcFqY7QbrKtqlK/ZyGEEEIIMdSiNqD+8MMPuemmm3pm5Jq63qCH5eXlsXz5cjZs2EBGRgbXXXcdcXH6OZNHk0jOk42Li+OWW27hlltuidhzCL0vLRrPV86aGHJomaNoWwtQ16b+h0lqairJycm0tbX5rVVUVPQE1Lr509kJJste/w/79u0LaZ8DTXbWsMubR7U3WRlQY/rINNqpM/uH0TNHphPjdKgeEVVmjEjnohMKeHOrf+v0XVUtLN1awSWz1G337fD5fLz66qt+M79VampqBv08QoSTaZps0ATUuvnTAJlJsSTEOuh0+3+9lzV2MHe09Sri85na8Qa610rruP8NObrXUNGrpqWLH7+8hXe3VxHrdHDZ7BH84ooTJKgWWjNnzuSlV14D07/V5GhHI//sOpfbnG/2ZMheDJaz0Na1W0319/jI+C7wQaFRS47RhgOTJMNFsuEm2XCRZLgo2PYENL4AV/4VcqeE/PsyTZO1moA6Oc5Jm8v/9zvoFt8f/Ao+/FXv5589DLe+CaNPHtz1hBBCCBEdiuZTtPphnHjwHn6LNs7wsSDmENs8BYxwNpPtaNc+PNRwGtSj3oQQQgghhkNUJj4rV67kwgsvpKKioieYnjZtWsAqUIAvf/nLmKZJY2Mj7777bsBzhYgGCbHOQVXUZieHVkFtGIa2zXf3TSCgnj+dZbRxgWNr0HC61Yxj4bkX441N1p7zsXsszWYC5Z1xxMaq22rmOvxD9O4g6mjwjXMnK6vEAP7w3h68qsG3Nn366ad+8+h1qqvV87CFGGol9e3Ua4LfQN/bhmFo23yXN3b0fNzU4caj+b7SBdS6LhS1mkpsYTFNk+++sIm3t1XhM6HL4+P5daXc85z/mBEhujmdTqZMmaxccxgm6U4vr3h723lvZhq1+M+VHshnQpup/l4uuuT7MP0K0mnm8vgtLInfyZlx+1kQe4jpMVWMdTbgM2KhfD389Qz4+M/gU89q1DlU36Ht3nD2NHX1d3XLICqoG4rhowf6HzO98MY9VmW1EEIIIY5eRQuIw8MpbOh32GHAzNhKWsx4DnnTNQ8enOrqals3vQshhBBCRFrUBdSdnZ1cf/31dHV1YZomt9xyC6WlpWzbto2rrroq4GOvuuoqHA7rt/Tee+8NxXaFGBbZmtAl0PxU3Q0efe+e3TOgxfcIRxOXxW8nzhf4DdUybxprE+Zx3mnzOXnJNZR4M/zO2e7J54DPesO5ps2l3Y86oPa/XqSZpklJXTsf7amhsd3+XclTClK5eKb697a3upXXNtkLmAeqr69n+fLlts+XCmoRLXTtvQ0DZhUFfrNlhDag7n1NqgnQllvf4lvzGioV1AFtK2/m/V3+ry1vbKngLUXnCCG6nXPWmejuz5rsrOFh7xJMEzw4+YBTbF2znThMRevuUY4GKnZv5vG2M/l9wnd6qpEGqiXL+sDbBe/8GB5fAvUHbD03wNpi/7naYL22XXSC+qbA2lYXLk+IbwhvexF8Hv/jVVugalto1xJCCCFEdMkYDcl5LGI1J7MBg/4/J4x1NpBkdLHLE/rovcRE9b+l3G43DQ2hjSkRQgghhIiEqAuoH330UcrLyzEMg7vuuosnnngiaOV0t6ysLKZMsVr0rV+/PpLbFGJYaWdQt3Vp2+HrKqhra2txuaxQZveAFt91vqSge9nkKeQ992ROmzoCwzA494RRfGpMYZ17ZM+b0VW+FNZ4inoe0+7ykl+obnWdYygC6lEZQfcRTi6Pj28/v5lF97/PzY9+xoL/9x7PrT1k+/HfOHeStor6j8v24PGG9ua0aZq8/vrreDyKN6g16urqQjpfiEjZUNKoPD4pL4XUBHUnhW5FmjnUpQ29FdSBqp51r5VSQT04gW6w+emrW2nuVM/IEyI/P5+UlBTlWpqjixYjnQ98c1jHCTRhr0qo0qu+Xp6jlf07t1BcXExLp/7vwZ6AutuhT+GxC6HhoK3n17X3npyXyqQ89d4g8E01StteCrD2YmjXEkIIIUR0MQwoWkA8bi7iA+7h73yON5jPJrJjrJtysx2djHE2ssWdj8+014Fv1qzZfOMb39CuS5tvIYQQQkSDqAuoX3vtNcCamfvrX/865MdPmzYN0zTZu3dvuLcmRNTI0YQrnW4f7YqZhwAv7vQPfrtVVVXR2O7ya1XpIkbbPdJlOlnmmsgGTxEmBmdPzQOstuXnTCtgi3cE77onU+9L5APXBMwBLzepWXnK66Y7Oomj9w3lkRmJ5KUlaPceCc+vO8R/1pf2fO72mnz/P5s5VK+f/dTXxLxULp+tDuAP1Lbx8sbQqqg3btzI/v37lWuGJgn3+XzU1dWF9DxCRIJu/vQcGzeejEgP3uJbF/akJcQQH6Oei6yroK5rk4Bax+czAwbUVc1d3P/WriHckTjaLDz1FO3PFJOdNfzdu4QV2Jup7DWcrPOMUq65Y/SjRvqqRTFioLUSXroLbLS9XHdQHVDPG5sZ8OeWquYQ2nzXH4CKAC30t74obb6FEEKIo13R/J4PU+jgBHZzCcv5quf/+FbC81w5vpNTp4xgYU4XO7y5uEz1v3H62teVTHx8PNnZ6rEpVVVVYdu+EEIIIcRgRV1AvWXLFgzDYNGiRdpKi0CysqxqiMbGxjDvTIiht728mT1VLTS0ufD16Y2ZnawOVwDqNG2+fXHJuMzeb3m36aDKl0JTyhgSEhL8qqcBTAy68P/HT4Mvkddc0znks97cjYtxcOqE3n/4XDzTqtau8KXzqmsGHfgH6o5U/XzJnD5tvucMQ3vvlzeU9fs8PsbBjBHpfi3QA/naOZPQjRf/07I9uG1WUbe0tPD2229r188///ye0QYDSZtvMdw63V62lzcp1+zMlte1+C7rG1Brqp517b1Bf5NPXatL24XieLeupIHypsDB2tOri1mnaXssxLx587TdRcY4GvE40mjDXrjcVjBX+bMFQEKKvQrsOjLxKVqEU/IxrP6/gI9t6nCzW/MzwfwxmaQlxJAQq/67uTqUgHr7y4HXGw5AxUb71xNCCCFE9ClaoF1K6yxl9v7/4/Ld3+SeuGf5++IOUsfNpsSbETCoLm2zfsbJz89XrktALYQQQohooB7KNoy6K/5Gjhw5qMd3v7Hss1H5IES0+/bzm9he0QxAjMMgOyWOnJR4vrhwrPYxtW1djM72b82dl5bAK55RuEwndWYSLWYCJgbTY9PIzc3lnf3Fyuu5jVgS6K3K3u/N4mP3WDx9gutTx2eTFNf7cnLmlDyS4pyHq7nV70a3+eJISUmhtdU/GM8x2ig/3OJzqNt7m6bJmj5VUVPyUxmVlYTTAQmaakyV8bkpXDm3qF8ldreS+nZeXF/KdQtGB73Om2++SWen+s3sUaNGcfLJJ7Nu3Tpqa2v91qurq23vV4hI2FbejNurDnztzJYfqWnx3dThprXLQ0p8DLWam3J0VdKgv8nH4zNp6nCTkaQOvo5ngaqnu5km/ODFLbz+1TOIi4m6eyDFMEtMTGT0mDGUFPv/vOEwTGbE2Huj9PTTT2dleyEcOKhcz8rKBv8fLfx4iaGRNLJQ3ESz7Ocw6XzImaR87PqSBm3h8vwxWRiGQX5aAsV1/p1XqppD6NSw7eXg52x9EUbMtX9NIYQQQkSXEXPBEQO+ICO6anaSWfNzfmA4WDPyeu6qXEJzp49kw0Wy4SLF6Dr8XxdbD3XS6faSn5/P9u3b/S4lAbUQQgghokHUvXuYnGxVTrS322ulO1BZmVX5qGtjI8TRpLqlN5j0+EyqmrvYVt6MzzS1b/7rKqhzU+LZ5c3jgC+bZjMR83Bw3N0ed4+ighrAEWsFOQ6Hg9Xu0axwj+8XTgOcNSW33+dWm2/1nbrd6tvd2htRch29e7ETYoVT5YDKpl1VLby3o4q3t1WFHLh87ZyJODVl1H9atheXJ/CNNDt27FD+YxLA6XRy2WWX4XA4yMtTt0uXCmox3LZpqqeT45xMyksN+viRmgpq6G3zXatp8Z0TqII6wJou8D6eebw+lm6psHXu7qpW/vbhvgjvSBytzjj99CN6/Pjx4zn77LMDdkgozMkgLs7eTSa1WfPVC55OeOnL4FW/Uaxr752bGs+oLOt1Kz9V3ebbdovvepvV0dteljbfQgghxNEsPgVmX2//fNPHgspneM38GlMcpTSYSZT6MtjpzWedZxQfuidQ1+Xg/Z3VFBQUKC/R2NiovRFeCCGEEGKoRF1AXVhYiGmabNu2LeTHut1uPvnkEwzDYNy4cRHYnRCR5/WZfLKvjh++tEUblOSmxpOTrGtRG1q72/o2F16fye4qdavK+JwxLF68mPGLrmSHNx9VRfRZU/0D0otnFiqv1622pStAQN0GmMQ6DWaMsNeqM1x2VerbeE/KDx6o9TUmO5nPnVikXCtr7OD5dYe0j+3o6OCNN97Qri9atIjcXOvGgO7/DiQV1GK47a9pUx6fMSJde/NGXwXpCdqWwGVBAurcgBXU+vBKd70j0eXxal+bjwYf76sLKbj/8/K97KuxUcIqjjsTJkzoCY+9pkGFN5V6XyKmCbFm4Bb76enpXH311TgcDm2bfoBRWUm2b1StnX4bxGraipethY//qFxaq2llP39MJsbhF628NPVrkO0K6mDtvbs1lUDpWnvnCiGEECI6nXuf1b0lBIVGPc/H/pSrHB8BMNfYTU6fzjCvbCzXtvgGWLNmzeD2KoQQQggRJlEXUJ9xxhkAbNy4kX37QqvAefLJJ2lqsn4YO/PMM8O9NSEiyusz+dmr2zjlf5dxw8Of8szqEu25OSnxZGvCl7o2faite96GdpdyBjXA+BlzOeuss/ikzK1ez01mTLb/m7tnTsklOU7fEru2tYuiInV4m2B4SDG6mFaYRkKs/bba4aAL6gvSEkhPjA35ev999kRitFXUe9he3qxce/fdd5Xtz8GaI3Xaaaf1fK6roK6vr8fjCdImTIgI2l+rDqgn5NmbMxvrdGirEMsarIB6MDOoE2KdpMarp5zoulAMRluXh+88v4mpP3mLeb98j2v/9on96skoYqe9d18ur48fvrhF5nkLPw6Hg7lz52Ka0GbGUuhsIcvRgWGA24jrCXcHiomJ4brrruvptJQVoA3/yIwE+wF1uw8u+KX+hPf/F6r63zTr9vrYeKhRefq8MZk9H+enqV+7+nbHCchOe++ec1+0f64QQgghok9yDtz4HHxxKcz9PMTZuzk+wXDz29j/44+xf+bfcb/go/iv85OYp8ilgeW7qiEuiYQE9c8k77//vvY9ByGEEEKIoRB1AfU111wDWHNgv/KVr9ieJb1161a+/e1vA2AYBjfccEPE9ihEJDgdBptKG7VhS19WQK1+c1ZbTRggrNlX3ap93OT8VNxeHyt2q9tFnzVFHY4mxDo5W9vm26S2oYHmZnU4C5BrtA35/GlAG9RPLgiterrbqKwkrl0wSrlW1dzFpX9Zya/e3EmHy4vb7Wbbtm0888wzrF+/XvkYwzC47LLLiInpDdd0FdSmaSpnUwsxVPZrqmjH5dgLqEE/hzpoi+8AFZZAyK+hg/Hbd3bz/LrSnu67nx2o5/Yn1+Dx2vvZJhp0eby8ta1SuXb6xBztjTurD9Tz/NrSSG5NHKVOOukkDAPSHPZvBrnkkksYMWJEz+eOAB0Y0pPitAF1p+lkg3sEq9xjecc1mbf2tsG8W2HC2eqL+dyHW3333qS3vbyZTrf6e3j+2Kyej/O1FdQ2Amq77b27bXsJbP6bSQghhBBRyjBg7Glw+YPw7d1w1cOHf0YJ3HnKMOBy5yfEGV4SDRe3x7zJyvhv8AMe56N1m7U3tPt8PqmiFkIIIcSwirqA+uyzz2bx4sWYpsm7777LZZddRmmp/g1Ot9vNQw89xOmnn05zczOGYfC5z32O6dOnD+GuhQiPS2aNCH4SVrCSnaypoNZU/2UlxWlb5W4qbdQ+1+T8FNYVN9DSpa7EPVvR3rubqs33GbH7uT5+A7kHl/Hyyy9rH5vjaGPu6EzteqToKqin5KcM+ppfOWsicU71y63X5+M/Kzbx1d88wq/vf4Dnn3+e3bt3a691yimn+LVGz87OxuFQX1/mUIvh0un29rThHmhcjv3vpxGaOdTljR34fKb2NS8nQItvQN+FIkwBtcvj49nP/DthbC1r5sUNZWF5jqHwwa4aWjrVr/+3nDqGH108TfvY/7d0h62brsTxJTs7m9GjR9s+f8GCBcyZM6ffsS6PPoxNiHGQlZWlXHNissk7gj3eXMp96Rxs8ljv6l72Z4hPU1+wcjOseKDn03XF6vnT8TEOphf2XkNXQW2rxbfd9t7dWiqg5JPQHiOEEEKI6BWXBLOuhZtfgm9th3N/BjlTbD883nBza8zbXLjsQvI69mrPW7NmDW63ulueEEIIIUSkRV1ADfDUU09RUFAAwJtvvsm4ceNYtGgRy5Yt6znnnnvu4bLLLiMnJ4evfvWrPZWY48aN469//euw7FuII7VkZkHQc9ISYoiPcWqrA+va1G98xjgd2rmrujbTaQkx5KbG8/5O9Szj5DgnC8aq3wQGq833wGA2Fi8Jhlf7mG65jlbmDHEFtc9nskdTQd1ReQCXa3Ctf0dmJHL9Sf2rqFOMLmY5y7kqbgsXx++gyFOBxxX4TevMzEzOOussv+NOp1NbLRbpOdQNbS7+vGwP33thM798fTsPr9jPq5vKWb2/juK6Njrdwf9fi2NTcV07ug7P43NDqKDWBNRljR00drjx+NRPEqhrBOgrrGs1YxJCtbOymQ7N1/8f39uDK0DAFk1e1bT3TkuIYfGUXK6ZV8Qp49V/DzR1uPn569sjuT1xlBoYOOsUFRVxwQUX+B3vGwQP1OH2af9OjDV8JNH7JmyT20F7ezukF8GFv9Jv5KMHoHwDoA+oZ4/KIC6m92eePM14gqYOd/C/G3XtvXOnglPz2iZtvoUQQohjU9oIOP2b8JXV8KXlsOBLkJBh66GxuCms+VC73t7ezpYtW8K0USGEEEKI0KgHMA6zoqIili1bxtVXX83OnTvxer2sWrUKoGc23R/+8AeAfvMNZ8yYwauvvkpGRsZQb1mIsChMT2T+mEzWat78BMg5HLro2tMGmp+akxJPrWL9ra3q9q2T81MxDIP3d6lDztMn5fR7M3aghFgnJ4xMY31JY+/+fEmMdjZqH9Mt29FOUUbggCncShs6tIFSY/F2/vrXfVx55ZWMGqVu2R3IPedN4bN9tXjqipnorKXAoa7UDuTSSy8lLk79/z0vL09ZLR3JCuqq5k4u/tNHyq+pvtISYihITyA/zfpVmJ5AUWYiozKTGJWVREF6ArGaCnNx9DpQq77Zw+kwGJWZZPs6IzPUIU95Y2fAdtyDraCuDVPF7ybNjFqwwvXn1h7i86eMCctzRUpbl4dlO6qUaxeeUEB8jBOA/7lyJhf+8SNl6P7apnKumjuSswJ02xDHnxkzZvDmm28GrNhJTk7m2muv7TfSotvYnGRSE2KU1f21rV3MGaGfQZ3m6KTdZ/1d2mbGUVtba1V0z7kRdrwGu9/0f5DPAy/dhflfH7C2uF553flj+nd90bX4Bqhu7mJ0tuZ1MFB779k3QOka2Pm6/9r2V+DCX4MzKv95J4QQQogjZRgwcp7167z7YM2j8PGfoC3wv/kLsNZNE2VXvU8++YS5c+f2vN8qhBBCCDFUovYdjGnTprFu3ToeeOABHnzwwYBVgBkZGXzjG9/gnnvuITnZflWWENHoklmFAQPq3MOhiq7Fd6CwsCgzkZ2V/sFop6aSb1J+KqUN7dq5zLr5031dOXdk/4DatPc96sSkurq638zJSNulae8NkG50UF/fxmOPPcZpp53GmWeeqXzTXMXj8bBn+ybONdfTGqufux3IySefzPjx47XrujnUkayg/tWbO4OG0wDNnR6aO1u1X0dOh0FBWgKjshIpykw6HFwnMjIjkYRYJw7DwOHA+q9h4DCs+aM9HxsGPtPE7fXx/9k77/goyvyPv2drekJ6J5AQAqGE3ruABcTeEHvBdqfened556m/8/qp59kLgg0bAgIiKL2X0HtJSEjvvW2b3x9DQpKd2eymA/N+vfKCzMzOPkl2Z595Pt/P51tnsWG2ipgsNsxWGyaLDdOFf81WG4IAAyN8iQ3yUm/AO5jUwirZ7dH+Hg4LW5qj1IM6t7yW3DLlXq5KRTz1KAnYRe3koD6YUeZw/1sbznDLsEjc9Np2eb6OYN2JPMVeu7MHX7w29w7y4ldT4/jPz/LtCf60/Cg/PzMRT2O3nXaqdDJGo5H+/ftz6NAh2f0ajYbbbrsNHx9lp3SQl1FRoHZ3d8fDw0NyRzfDR6glF+m81Y0FakGA2W/Cu7ugRmYeVnCCijV/Ia98rOx4hsc0FaiDFSK+AfIqapUF6uM/KD6OxBskt7ecQF1VAOnboPdk5cerqKioqKioXB4YPGHcr2DEQ7BvIeL2NxEq5QtLgyii0OZOhc2NXjr7OU5BQQEpKSnExcU59dTbzxbyzsaznCusYmjPHvx5Vn/F1iYqKioqKioqKo7o1iuF7u7uvPjii/zhD38gOTmZnTt3kp2dTVlZGZ6enoSEhDBq1CjGjRun6CpUUbnUuGZgGK+sOq4YjduSg7q4qg6bTUSjsRffZvQPZd0J5wXL+BAvNp5SrsZ1xhE3sldTF1ORzfkikszMzE4VqA+ny/+s3kItIpBv86LE5k7Zlr2cOXOGG2+8saEdgRxWq5XDhw+zefNmSktLWzWmCtFIRPwgZsyY4fC44GD5v0VJSQlmsxm9Xt+q51eipMrEj4dz2uVcVptIVmnNhX7F8s609mZQpC+/m9mX8XGBqlDdQaQWyAvUvQJdKyRT6kFttYkczZYXgX3d9Q3uXiUUI77bqQf1ocxSh/vzyuv4cvd5Hhzfq12eryNYcVA+3jvQy8CY3k2v7Y9MjGXloRzZQp+s0hpe/+U0L87q3yHjVLk0SUpKUhSoZ8yYQc+ejhMGAr2MsoUw9e9hf39/RYG6HhM6MnMLGFq/wTsErv0PfP+g7HN673uXIUIQB8Q+dvuGRjcVqL2MOryMOirr7EX0vHLl4hqOLZPfHj4EesSARyDo3MFSY3/M0aWqQK2ioqKionIlYfCAMU8gDH+ATV/9h4SUBYQKF0VoUYSXLPeyypqIt1BHjLZE3kW9bgVxvZ8GjeNC4n3pJdy3cA9mq7Rg9ePhHA6eL+WHJ8e1mGCloqKioqKiotKcSyJTVafTMXr0aJ555hn+/e9/8+GHH/LGG2/w/PPPM2XKFFWcVrmsCPFxY6SDvs71Dmqlyb9NhNIa+cjMW4ZFcnViy32u64kP8WaTQv/p/mE+TlXJNhfSa9BTJTonlmZlZTl1XHtgs9nYdFDe/VchurG4bhirTf3YaYkhx+ZDXl4eH374Idu2bcNms9md6/Dhw7zzzjv88MMPLovTJlHLKUsQq+sS+L5uIP87Aq/9csbhY5Qc1KIoUlhY6NLzO8Pyg1mYrJdGD105DmeWMW/BHu78aJdiP9GWSC+q4n/rz/DwZ8n8cdkRzjhw4F+JnGskHOmxEKopx1eoobeLArVSD2qAwwouZSXxuTFKKRSO2iQ4S3mtmZQC+cSAxry36SzVJnvxqjtQWm1iyxn5op3rBoahaxbLb9Bp+NtNA2UXvAAWbj/H4RZEe5Uri5iYGFmnzqBBgxg5ciSnciuwKvSYBwj0VigyqZDew0p9qH2EpkUoqbnNPgMG3Az958g+VsDGf/Tv40bTc/QJ9sLPw348SjHfeeUKhTCO4r373yD9a/SCePu+3ACcWAFW5dj0S5bD38E7o+GNAbDkQajsuHQYFRUVFRWVSxK9OzHXPsukujf4k/l+skVpTUkQQIcVEKgQ3Thv85N9eEpuOfn/uwoOLnY4l1i8+3yDOF1PVmkNf1h6pEkLRhUVFRUVFRUVZ7gkBGoVlSuNWYPCFPfptdLqv6P42iIFB6BGI/DmnUmMjwt0ahx9QrzwddfjJRPLOtXJfqI9PAw0N3M766LuTIF69+7dZJbL959uTokoCWY2m41169axcOFCioqKsNlsHD16lHfffZelS5dSXOy8G9gmQobVl02mWL6pS2KnJYZ80RuQfnkLtp2jrFr5RtHf3x+tVt4x2t59qEVR5Os9Ge16zq5iV2oxN7+3g4c+3cvJ3Jbj18trzXy15zy3vr+DSf/exOu/nOaX43l8ufs8s97axubTHdfzWw5RFDGZ2ieSur1JvSDQ9tIUcYvxMFcbTnGj8SjuOftcGrO3mx5vN/nAFyWXsjPV+0oidmWdhVqFXvTOcjSzTDEFozGFlSY+3ZHepufqKNYczbVbfKrn+iT5ZIthPXswT6Gvtk2E578/guUSLmxRaV8EQeCGG25g0KBBaLVatG5eeMSPY5c1lrH/2MjM/27hSJZyVL7S+7zeQa0sUDd1L2cUNSsuEgS47nXwlC/8itXk8Dvdt022NY/3rkepkC9fyUHdUrx3PQNukj+mpgRSNyuf41Lk9M+w9CEoOAFlGXB0CXx+E9jUa4mKioqKikpjYgI9SYgK5gvrdCbXvcEL5gfJFAN5VrcET6S5xzGLsmFhV2kPWP4YvJkEa16As+vA1DSN5qjC3OyX43l8v7/z1m9UVFRUVFRULg+6nUD9448/YrW2bWFYReVS5+oBygJ1bJAXAP6eygK1o77ARp2WD+YNY0i0n8Mx6DQCvm56Xr89if0vTuerh0fzyMTe9AmWnn9KgvzCbXO0GgH/Zk7FIptC38VmFBYWUlMjE2HZzuTm5vLzL+soE53rm1Ria+rozMjI4P333+e9995jyZIlLjmWQ0NDmTZ9Bn6jbmSrLYE0mz9WmUtzncXGgQxlp69Wq1VcjG/vPtSHMssU+3UHehnxvgT7zK47kc81b27l118fIK1ZZKzFamPjqXye+uoAI15dxx+WHmFvmv3fos5iY/7n+9iX3jkx5UePHuWNN97gb3/7G2+++SZbtmyhqko+VruzKakyUVJtxh0zY/RpGIWLn+sVWSkcOHDApfMpuahzFHpQB3m3LFAHOBCx2xrzfdAFp/AHW1KoqHXN8SiKIkezyth6pkA2Prg9WHFIPt47ws+dIVHyYhzA72b2JVRBlDueU863yZntMj6VywMvLy9uvPFGToVNZ1F5f949bOLbfZnkXhBwN51S/vxqrUDtLdQhcLH4Iq+8Doul2fvIMxBm/VfxuR/U/cQo4UTD98N6yiffKAnUihHfSvHeYUlSvHc9fWaAwUvhHEvlt1+KiCL88qL99rwj0qK5ioqKioqKShPmDJYKSU3oWWydxpS61/mrZS43arcDkC96UaiwHnOIflTiDuWZsOsd+OJm+GcMfDYHtv8Pco+SU2bfPqWeV1YcI7NEeb+KioqKioqKSnO6nUA9e/ZswsLC+NWvfsXu3bu7ejgqKl1CkLeRKX3lBeBxF9zPRp1W0VVYVOVYXPE06lh43wj6hngrHmOxifzmu0NYbSIGnYYxsQG8cG0/fnl2Elufm0KSA4GiOc2dikWi8xG/2dnyIkl7YTabWbp0KSUWPTYnL4mlooedO9JsNjvtVNZqtYwYMYLHHnuM+fPnM2HcWJ69djCrfz2eEQouLFCuVq5HqQ91ezuov9kr754WBFj+xFiOvDKTY6/MZONvJ/PVw6N5844k/nBNAg+M68W1A0MZHOnrsMCiqxBF+OFgNle9vpkXlh1hd2oRf/3xOGP+sYH7F+5l5aFs6iyOHVs1Ziv3L9zLiZyW3dht4eDBgyxZsoTycul5SkpK2LBhA6+//jrLly8nNze3Q5+/Jer7wsZqCzEI9r+zw4cPu3Q+RzHfcjjjoA5ycExbY74PZZQ6fWxptZlPtqU5fXxRZR33LtzLrLe2MW/BHsb8fT3rjue5PkgH5JfXsjO1SHbfrMFhaJrHYjTC203PK3MSFfd/sCXFYWyzypWHIAhoNBrZ14WjVAplgVp6//r7y4vGWkHEs1HMd5Wol0886TcLBt2u+PxvG94kTpAKLob3lP/sDnYl4ttRvHfijU2/17tD32vkjz2xCixtK7LpNuQdhYKT8vvStnbuWFRUVFRUVC4BZg0Ka5JgZ0bHEuskllrH0UOoBgRFF7UVHckMaraxDlI3SQVj749jnfgor+nfY45mGwE0XZ+oqLPwu+8OY1Pn+ioqKioqKipO0u0EaoCioiLeeecdxo4dS3x8PP/3f/9HSkpKVw9LRaVTeeX6AXgYmkY23zUqmij/i9WuSouzzogrfh4GPn9wJEad8mVg1eEc/rT8qF0voSh/D7QOBIrmNB+nsxHfAJmZHeu2W7duHfn5+ZSKzgtgdeiowbk+2o3RaDQMGzaMp556iuuuu46QkJAm++OCvfnmkTFM6CMfwX44s3UCdXs6qKvqLKw4KB/dNaFPEJE9pNenp1FHr0BPxsQGMCcpgkcnxfLn2f15d+4wfnhyPPtfnM7RV2ay5ukJfHzPcF6a3Z8HxvViRv8Q+oX5tIsLWxDAqNPgbdQR4Gkg2AlXLUjFGYt3n+f2D3fx0dZzFFS4ttBfXmth3oI9dk7s9iI9PZ0VK1bI7rNarRw8eJD333+fhQsXcvz4cbse6Z1Bff/pcI28UO9K/D1AuIsCtTMOah93XUPLhOa01UF9SKE3thIfb02ltLrl63ZJlYm5H+9mSyPRrqLWwjPfHCSnrP3SJlYdzlGMKL9+sHy8d2NmJoYyMzFEdl96UTU/Hc1py/BULkMmxcsX5R3KKKWkSv69oRTTX1BZhyiKigI1NO1DXSUalJNPrvkneMun2gQJ5Xxl+CvDPfPpGSDvRArxVnBQV8g4qJ2N927YphDzXVcGKRuUz3UpceQ75X2ZyZ03DhUVFRUVlUuEYB83xsTap8hUY2SYTrqPT7P1oEqUX8/Yy2DMyLcOAwgWSrlZu5U3De+yz+0xvtT/lYFCasP+nalFLNqR1rYfQkVFRUVFReWKodvlsPbq1Ytz5841fJ+SksIrr7zCK6+8wsiRI5k3bx633XYbgYHO9dBVUblUiQ7wYP1vJvHZznSq6ywMie7BnGZ9PwM8DQ1CUGOUelA3J9jHDXe91qErdMm+DO4Z05N+YT6u/QCNaL6IXIOeKlGPp2Afa2sRBXTCRWWkI/tQnz17tiGpoXlsd0uU2Nzx0DoXyysIAoMHD2bSpEn06OHYea7RCAzv6c/WM/aL5S05qIOC5Bf4S0pKMJlMGAxtdy3/eCSHKpN8G4bbh0e5dC4vo46EUB8SQu1fW6IoUmexYbWJ2EQRmyhtk76X/m8TubBPRBAEDFoNBq0GvU76v1YjIAhNBch96SX8e+1JdqV2bAx3YWUddy/YzZL5Ywn1dS463hmKi4v5+uuvnRKd09PTSU9Px9fXl5EjRzJ06FDc3V17nbeWc4WVaLERopGPgq+pqcFsNqPXO1foEdHDRYHaCQe1IAgEeBobooQb0xYHdV55rew5AZKi/Dgo466uqLPw0dZUfjczQfG8pdWSOH0y1/53WlFnYdGONP5wTb9Wj7sxKw/LJ1fEBnnS38nPghdn9Wf9iXwsMg6K9zalcN3AMLv3p8qVy6T4IP4is90mwtazhbKFEYEKhSgmi42KOgs+bka8vb2pqLB/z/gItWTjC7QgULv3gOvfgi9vkd0dJJSxgFcQCsdCUF+7/co9qGXmaceXy4+hebx3PXHTwOgrCdLNObpU2WF9qWCzwZHvlfdnHwCrGbSuFwyqqKioqKhczswZHMH2s83TkAR0gpWemmLSbf4ct4QwQm9vBqjCkyMkMJRjTj3XOO0xlmpe4g3LLbxvnY0NDf9cc5KJ8YHEBSsn9qmoqKioqKioQDd0UKekpLB9+3Yef/xxAgMDEUWx4WvPnj089dRTREREMHv2bL755htqaxV6uKmoXAaE+brz+6sTeGXOAG4YEmG3mB+g4B4qVHAbNaeoso7SGmWR1V2v5eN7R7RJnAb5Xq9KLup8mzdltosLullZWXYO7vagqqqK5cuXN3zvioMaQOgR6dRxAwcO5Mknn+SGG25oUZxueEyk/O87u6zWobNTyUENuNQX2xFK8d7+ngau6q/8/K4iCAJuei2eRh3ebnp83fX4eRgI8DIS5G0k2MeNUF83wv3ciezhQYSfO0HeRnw99HgYdOi0Glnxa1jPHnz18Gi+eHAUgyN92228cmSW1DBvwW5F95+r1NTUsHjxYpf7speVlfHLL7/w+uuvs2rVKpfdy60htaCKYE0FWkH5vVsfT+4MrjqoA72dK8ZQuoYWtMFB7Sje+7+3J+Gj0Jph4fY0xeKishoz8xbs4biD6PjFu89T1Q79qDOKqzlwvlR23+zB4U6LypE9PLg+Sd5tfSy7XLYIR+XKJTbIk0iFQpTNp5rGfH+8NZVnvz3IioPKLUAKKxz3ofYRLt4/VDsSqAH6TMc25F7F3b7WElg0CwpO2+0LUYj4rqyzNO0fX3xOElzlaB7vXY/OCAnXye87tRrM7Zeq0CVk7JJ6YCphqYE85xbPVVRUVFRUriRmDgjFoLVf7i22uTNCn4EWG2esQZhF+SXhXQzFlRUYvWDlOf03fGV4lXAKqbPYeOabQ5itLiR51VXCoW/gl5fgyBIwqb2sVVRUVFRUrgS6nUANMGbMGN5++22ys7NZuXIlt99+O+7u7g1CtdlsZvXq1dx1112EhITwwAMPsH79+g4RsVRUujNywi8476A+nVepuM/LqOOLh0Yqxm66glwUeZFNPg7TR1PLKlM/sqySSFtVVUVpaaniuW02G3v37uX111/nX//6Fx9//DE7duygrEzZbSyKIitWrKCy8uLP76pA7R0ZzzXXXINOJy829e/fn8cff5ybb75ZcYFciQERysLpEQcu6h49eiiOpz36UJ/Nr2BfeonsvpuGRGDUKUeBdScEQWB8n0CWPzGO9+8eRp9gL5fPEeJjZP6kWH769QSu6icfZQxwJr+S+xbtbbNwaLVa+e6779pUaGA2m0lOTuadd97hzJkzbRpPS5wrrFKM967HFYG6I3pQg6NraOuLCg5llspuj/J3JybQk0cm9pbdX22y8v5m+3Ym5bVm7vlkj8P3PkhR30v2tb0lwopDyqKfM/HejZk/KVZxn9zPqnLlIgiC4nxj8+mCJr0MN58uYOn+LIfxkS31ofZtJFA7dFBf4PjgP7LNqtxbnap8+HQWFDa9tio5qEFKW7j4BC7Ge9czQCHm21QJZ35RftylgKN473oy93b8OFRUVFRUVC4xfN31TEmwn1eViB54CSYGaHMwoeOMVT6ZMp9AUg39nX4+EfiMmzit6ccjxs3cZdhNUH4y/3znE77++mu++eYbli1bxvr160lOTub06dPk5uZSU1ODWF0Cm/8F/x0Ayx6B7f+F7x+ENwfBjrdVoVpFRUVFReUyp9tFfDdGp9Nx3XXXcd1111FZWcnSpUv58ssv2bBhA1arFDFbUVHBp59+yqeffkpYWBh33XUXc+fOZfDgwV08ehWVjifQU97956y4cjZfPn5XAL55dDSJ4e3jMJXrE1kkyjuovQQTGkTWmeMZIZ6nnzafrKwsWfex1Wrlhx9+4PDhww3bqquryczM5OeffyYqKorExET69++Pj89FV/K+ffs4depUw/cWUaBclF9EjvBzJ6vU3oV0Kq+CUbdNIDY2lnXr1nHmzBl0Oh2xsbFMnDiR0NBQ5V9ICwR7uxHq4yYbE3wks4wpfeWdyhqNhsDAQHJzc+32tUcfaiX3NMDtI1yL9+4OCILA1QNCmd4/hOUHsnhj3WkyS5QdZ256DVcnhnLT0EjGxQU29GF/+64h3Ldwj2Js+KGMUh75PJlP7hvRKhFfFEVWr15Namqq4jF6vR6z2bnIeavVytKlS3nqqafw8JAvFGkLNpvIucIqpl8CArVSD9uiqrY4qOWF5MGRfgDcN64XC7ado6Ta/u/12c50HprQu0HUqqyzcN8nexy6shvzyfZz3D26Z8NrszWsVBCoB0T40DvItWKO+BBvruoXzLoT9tefHSlFHMwoJSnKrzXDVLkMmRQfxJe7z9ttL6ys43hOeUPxltxnstxjwN5BXSXqKbe5USBefC2b0JFTUIx4oV2EHMlZ1fzD/FsW8B/GaRVcu5V5kpP6vlUQ2AeAIIUYcpAE6tj695Sr8d719J4sxZDXyBSPHVsK/a9Xfmx3xmKCY8taPi5zL4x8uOPHo6KioqKicokxJymCtcfymmwrvmASGKjL5aw1kBPWEPpp85Gb/nxumsnVY37DaPdzkLIRMnaDTb7oWgRS6Sl9I4BBgGhKsRSXcrKF8C49ZnyowJcpF/6tJIYMelZlovn5j7D9TRj/NAy7Hwwu3rvWlkPqRinlxi9aan/i1rZ0QBUVFRUVFZX2pVs6qOXw8vLinnvuYe3atWRmZvLaa68xdOhQgAZndXZ2dsP2gQMHdvGIVVQ6HkX3n5ORwkoO6oERvu0mToNrDmqAQE01IgJ7LD3ZaenJ+Qx7V6DFYuH7779vIk43JyMjgzVr1vD666/zySefsHv3btLT01m7dm2T48pFN0TkF6WVImrP5FVitYkEBgZyxx138Pvf/57f//733HbbbW0Sp+sZqBA/3ZKLUqkPdVsd1CaLje/3y/cDHxrtR5+QS7e/lFYjcPOwSDb8ZjJ/mZNoJyiM6uXPv24ZxN4/XsV/7xjCxPigJgKgm17LR/cMZ6AD5/v2s0X8+quDWFyJObvA7t272bdvn+L+Xr168dxzz3HrrbcSFeVcoUBNTQ3r1q1zeSzOkF1WA5Y6AgTH1e6uCNTB3kb0WudFV6Xo7uYoCdmOovQdYbOJig7qeiHWy6jjscnyzuI6i413N54FoKrOwv0L97BfIW5bjvSiatadyGv5QAVO51XI9rgG193T9Sj9rADvb1Jd1CoXGRsXqPg+33xa+gwTRZEsB4VE9dS/h/v27cutt97K/PnzuXv+r/muLom15gQOWiKaHF9ah2yv6nqS00uoxciD5t+yw+rAUVSZK4nUhdL72E2vxc9DvkdyQx/qkjQH8d43KD8XSP2X+82W33d6LZiqHD++u5K6UV50b47qoFZRUVFRUZFlakIwXsamnqRS0R2bCDrBxgh9BhWiG+dtforn2LDvNEz8Hdy/Gn6fxlshf+FTy3TO2ZomiCmtpTiDGT1F+JNKTw4ygM2M5lNuZQnXYUWQUmrWvgD/S4Kd77bcwqQ8G/Z+DJ/fBP/qDd/eAxtfldzZbwyAda9ARevvl1RUVFRUVFTal0tGoG5MSEgIzzzzDMnJyZw4cYIXXniBXr16ARfF6uPHj3fxKFVUOh7FHtROR3zLL8YqiaOtRU4EqsFAlSi/aBsgXFxQPW0N5p97qjmRU94Q8Wk2m/n2229dep+fP3+en376iYULF9o5TUsU4r0NWg0zE+XF5jqLjbSii+M0GAxoNO13SVUSO49kOhaolfpQt9VBve5EHsUKhQ93jIhu07m7CwadhnljYtj63BQ+e2Ak780dyrbfT+GbR8dw2/AovN3kX68A3m56Ft0/gtgg+WQAgDXHcnlh2RGX2lGcPn3arqCiMQEBAdx2223o9XoSExN58MEHeeihhwmI7oOthYWC/fv3c/68vVuxraQWVBGmqZCtxG+MKwK1RiMQ6qscldsYX3e90051RQd1KyO+zxVVUVEr7ywY3MgpPG90jKKzcvGe85zNr+D+RXvZm+aEQNOMBVvPufyYepTc0wDXDWqdQD2spz8jY+RjltcezyWlQLnVhMqVhZdRx/Ce8q+VeoG6oLKOOkvLhT71PagDAwNJTEwkNDSUyABlx0yVqHcY873/QnuLepF6Z0si9aezoEgqwAjxlr92NUR8H1uufK7+NyjvqydRIebbXA2n17T8+O6IM/HeAMWpUFXUsWNRUVFRUVG5BHHTa+kb2rSI3IqmITmup6aEEKGcYxbl4nqTqdE9kdGbny1DeclyP1NMb/Ar05OUX1hHaYtArcRx4jlBn4sbKvNg7R/gzcGw672LQrUoQu5R2Pxv+HAyvN4PfvwNpKwHW7PEqroy2Pa6FCe+4ld2rVlU2pmKXKmf+LmtYHO9UF9FRUVF5crgkhSoG9O3b19effVVtm3bxk03KSzQqKhcpgR4ygscFbUWTE4s4J7JlxcG4tvZDRvorSAC2eTFvABNU8dPeo2Ra97cypC//MKDi/bw5NvL2HEyE1s7tZ0XEfAS7EX93kGeJIR6o5SWe1rBadgeKBUJ5JbXkl9hH/1dj5KDurS0tOkNposoxXt7GrRcNyis1eftjrjptUyMD+KagWFE9nA+RizAy8jnD45yGEf9bXImf1t9wimROi8vjyVLlige6+7uzl133YW7u/R8VpvIykPZ3P/tWV477ce3tYM5YA6nWqEQBGDFylUNLTPaC6n/tONCCnBNoAbnY76VRGc5lK6hrXVQK0VxazUCieEXxTF3g5YnFJzFZqvI7Le2s+ecch5ehJ87ExX69e5JK3Y6Erwxoigq9p8eEdPD5Zj1xii5qEURPtysHF2vcuUxqa/863pfegnltWan3NMABTJFJm56Lf4KrVGqUe5DXW2ykF128XO3BjceMP+WXbZ+ygOoyJGc1EUpBPvIX2fy6h3UjuK9/XspP0c9MRPAQ76HJEeXtvz47oapCk7+6PzxqotaRUVFRUVFlnCZ+XuJKN3fCgKM0p+nQPSk0EG6XU3NxblXTqP50ArbWK41/YM9tr4dIlADnCDOfmNlHqx5Ht5MghVPSYL1++Mkl7RSIk1zrCbY/ym8PQK+ngsZXTyXMFXDhlfh3bHSz/PJNfD9Q/DLn2H3h3BilfSzVeZfOkLvwcVSscD3D0qFm4uulSLXVVRUVFRUmnFJC9SVlZV89tlnzJw5k+joaJYtW6bYO05F5XLEkRCj5Hatp7CyTvGYPiGu9RltCaUFYaWY7wCNfDRwWY2Z9ScLWJvnySpTIovrhvKzKZ7DljDybF5Yxda9/+O0RXw8J5xjr8xk+RPj+NfNg3hofC/mJEXgptcSEyAvpCtF4bYHjuKijzqI+VZyUEPrY76zSmvYckb+sdcnhePZLDrsSibcz53PHxxJgMJrHuCjred450KMsxKVlZUsXrxYsahAo9Fw++23ExAQgNUmCYtX/3cLT311oKHwpBY9h6wRfF83kHKbghBbkM+uXbuc/Omc41xBJeHalm8+XRWo5RZY5HDU87U5SikUxVUmrK2ogFEShuNDvPEwNH2f3DkqmnAFV3iNWbloINzXja8eHs1zM/sqHrNgm+su6sOZZaQXyV97WxvvXc/kvkEkhMoXPi09kElumXLRjcqVxWQFgdpqE9lxtpBMJwVqpSKTUB/591yVqCxQy70vanDjftPvqA0frTyIimxYNIvh+nMI2C8m5lXUti3eux6tTvnYM79ceouBp36S3N/OogrUKioqKioqsoT72c97im0X76n8NTX01RY4dFEXF0tFsyaLzW5+lSkGcYfpRdIH/KqdRtyUNDFSeWdlLuz/DErT2/AMIpxcBQuukkThU2s6XwCuKYFPZ8OWf0P+MWlueH6HlCaz/U346XfwzVzJHf6fPvDXEPjvIFh4neQa745x5ZnJsPxxEBv9Ls/vhM3/7LoxqaioqKh0Wy45gdpqtbJq1SruvPNOQkNDuf/++1m3bh1Wq7Uh3tvPz4+HHnqoq4eqotLhKPWghpYdgErx3gB9gtvXQW3UafFxsxcxi0R54ddLMGHELLuvMRa0ZNt82W+J5CdTPxbXDeWQLoFa0TXBNC4ujlGjRuFp1JEU5cdtI6L406z+Da6/5tFY9ZzqQIE60MuoKF4dyVRebPbz80Onk//5WytQf5ecgZLh97bhzvU8vpLoHeTFpw+MxNuBcP+fn08riohms5mvv/6asjLlQoTZs2cTHd2TFYeymfnfLfyqkTDdHCtadll6Kp5r/YaNlJaWKu53lfScfLyElt36Heegdl6gVjrWJkJJteuJAwcVIviTouwLTow6LU9O7SNztDKhPm4sfng00QEeDIjwZXRv+TjkH4/kkF3qnJBXj1K8t1YjcM3AtqUkCILA/EnKjvFPtrc+llzl8qJviDchCo7jzacL2ixQyy3UQksCtXwfZ7PGHd287yB6rPJAKrL5deqj7DfO5yP9azyk/ZHBwll0WMgvr4XjPyg/1pl473qUYr6tdZLgeynhbLx3PapAraKioqKiIkukAwd1PUm6LLJtPuQrpNulZuYCKKa42dBgHvs04wfHMdZ4mnHsZSzJjGEfo9nPKA4wgoP05zSRZONDhWzhnhxVgidltK95QpHzO+Cr2+G9MXD0+3Y5ZX5FLW+uO8Nvvj3EDwezqLM0K0KuzJcSd7KSnT+p1SSJ8unbJNf428Mll7WtfVPRWo3FJMWnI7OAdOBzab+KioqKikojLhnb244dO/jiiy/47rvvGir4GseeGgwGrr32Wu6++25mzZqFweB8xKeKyqWKn7sejYBs1HVRCw7qM3nyYlYPD71LEbnOEuhtpLxZb1YlBzVAoKaaLJtrvbCtaDhQ6Y02aiJPJto4fvx4i72XPTw8mDNnjsP0hb6h3vx0NNdu+ykHIn97MCDCt0msaD1HskoVH6PRaAgKCiInJ8duX2v6UFttIt8lZ8ru6xviTVKjvroqFxkQ4cuC+0Ywb8FuxX6pf1l1HKNOw92jL4rHoijyww8/kJkp/zsHGDduHDHxidy9YDc7UpzrvZlt8+Wc1Z9eWvvYaJvVwtIVP/LAPXOdOldLVBcp9zFuTFVVFRaLRbGgojmdKVCD1IfalXOZLDZOZMuL7oMj/WS33zo8kvc3p3C+uGW3YLC3kcUPjyIm8OLi0UPje7Mr1f5varWJfLojjT9c6yCCuBE2m8iqw/bXDICxsQEu/R6UmDUojP/8fEpWYPxyVzpPTI7D10M5jl7lykAQBCbFB/GtzOfOplMFTE1wLilF0UGtUPhVLRooLJR3oKQpJAtE+Xugc/eBud/Bl7dIzhAFegiVTNfuY7p2HwBVopET+X1hT6n8A5yN964negx4h0nR4s05thQG3+78ubqS6mI4u05+n9EH6mSusVn7pUVZjbZjx6aioqKionKJIZdAVdxsDcZNsDJEl8VGUxzD9ZmEacoREKkQjZSLbujTKpkwCoeJRxH+nvS78W6om0PON08TlrrE4bisCFTiSTnelBkj+JfpNnqL8vciaUJvBouHnfhpHSBomrp5HVFwEpY8AGnb4brXpCz0VpBSUMm8j3c3rOd8vz+TOUnh/Pf2JGntqSwTPpsDRY6T1VqkrlxyWR/4HGa9AZHD23a+trLjTckJLkdtGaRtgbirOndMKioqKirdmm7toD5x4gR/+tOf6N27NxMmTOCDDz6gqKiowSktCALjx4/n/fffJzc3l6VLl3LTTTep4rTKFYNGI+Cv0EO1qAUH9Zl8eXG1T4h3h0TlB8qMswaDYn/cSE1pq58rOaMCTXgijz/+OI8//jiTJk0iMNC+P6NWq+Wmm27C29uxY7yvQk/utKIqah1E8baVQQp9qI84iPgG5T7UrRGot58tJEvBiXn7iCi1rYIDRvby5727h6JTamIO/Gn5UZbsk4SYrKwsPvvsM44ePap4fEJCArFJY7jpvR1Oi9OCALMHh5PlGY9JlF/AP596hmMnTjh1PkfUmq141Do3LnDNRd0REd9K7Qeg5Wtoc07mlmOyyi98DFIQqPVaDb+a1rKLOtDLyOKHR9M7qKmDYGpCML0C5d0Oi/ecp7LOIruvOXvSisktl190amu8dz06rYaHJ/SW3VdlsvL5rrR2eR6VS5/JfeVbVeSU1bLplHNJIIUV8kV6Yb7y15Eq0UB5eblsWwWl6Pto/wsLvEYvSaSOchD33QxPoY7htsNQdl7+AGfjvevRaJQd12fXQ1GKa+frKo4vB5vCdWvSc/LbTRXSYrKKioqKiopKE+Tun6rRU9vsnjBeW4BOsLHV3Jtv65L4pm4Iq0392WbuzdcnaqmsszTpP90YT4P2YnKY0ZuwexbwVcz/USYqmxG0iPh4+xB1zbMEPLyELTWRlNqaFhGW2dw4Ywkkffw/YPQToJMvMlQkuD9M+C08vAGePw9X/wN8XUh/S17Q6kjqOouVJxcfsDMb/HAwm7XH8qA4VYoUb6s43Zjcw/DxVbDyaangrysoOA2b/+X4GEfpQSoqKioqVyTdzkGdk5PDV199xZdffsnBgwcbtjd2S/fr14+5c+dy9913Ex0d3QWjVFHpPgR6GWSdQkWVjh3UpxUc1PHt3H+6nkBveSGo0OZJtLbUbntfrSSmnrP6Uyh6YnOinsbDoGV8XCDT+gUz4EIP5+DgYIKDg5k8eTL5+fkcO3aMvLw83NzcGDFiBJGRDvoa1Y9FIeJbFCUn+kAFIbmtDFDoQ51XXkd+eS3BCr00lfpQtybi+5u9GbLbDVoNNw6JcPl8lwKlpaUcOHAAi8VCcHAw8fHxuLs7J442Z2pCCK/dNpinvzmoGJP+6ve7yNxXRWm245jjsLAwooZM5qb3dlBa3XIEviDArEHh/GpqHH1CvDmYUcofP8hmhE5eEFmyfBV9YmPbVOR1rqCSUI3zonN5eTn+/vIx1c2J6OGkQO2C29eg0+Drrqesxv73WeCiQK3Uf9pNr3F4Xb0hKZx3N50ltUA+RjjA08Dih0cRF2x/Do1G4IFxMbz4g32VekWthe+SM7h/nGMXZkmViReWHZHdZ9BpmDlAuSedq9w2PIo315+hWCbhY+H2NB6a0Bs3veqCvNIZFxeIViPI9oFXKphqTo3ZSlWdBc9mrRaUelBXi9J1r6ioiLCwppH2ShHfMQGNFl6N3nD3EvjiZsjY7dQYHeJKvHc9A26C3e/Zb7eZpb6Fc96G/nPaOrKO5YiC48ovGkY8BOtekX6e5mTuhZDEjh2bioqKiorKJYZ8ga9Aic2DMO1Fw4JGgP7aPHbLtIWqv6eQm5cBhPi62RWtz7nrCe55I4zfVr3OaE3TIug0WwjvWq8n1TiLtxNGszNFarFyxhqI0WYl3+ZFgc2TOiQjQ3ixF9ff+jcY9yvY9l9I/kRqYWL3Y2mktisJ10Lfa+2TaEY/Js0lji2TejvnKReFN7Dp79IcJOmulo9txH/XneFEjvw98frNm7i65iWph3YjCkUf9tniKRJ98BJq8KYa74Z/q/GmBk9q0QgKiwoAiLBvIZxYAdP/AoPvlIoYOwObDVb+Woogd8SJVXDdG6DtdnKEioqKikoX0e0+EaKiohrE6MaidGhoKHfccQd33303Q4cO7arhqah0OwIU4rgLq5TFFVEUOaMQTx2v4BZuK0oRsUU2D/yEGnwCgpk+PAEvLy+WLVuGRoB+unz66fKxiBoKbJ7k2rzJE70psHlhbSRY3zkymqsHhDKql7+iuCEIAiEhIYSEhLg89p4BnrjpNdSa7d2RJ3PL6RNoJDMzE61WS1RUlNORxS0xUEGgBslFPU1hoV3JQV1WVkZdXR1Go3MCXlFlHT8ft482B5iRGEIPB+7TS5Xc3FwWLFiA2XxxAVyj0RAbG0tiYiJ9+/Z1WayekxRBVZ3VTgT0wESSLos4bSGlLaRie3t745s4mfs+24/Z6uim9IJjelA4v5oWR1yjfvJJUX5cM3U8JzctJ1Bj7wgU66r46oc13Hvr9c7/cM04djYNo+B8qoBLDmoF52NzlIphlAjwMsgK1C0V+TTnYIZ8ssHACF90WuWFAZ1WwzNXxfPUVwfs9vXw0PPlw6McXpdvHhbJf34+LfszfLL9HPeMiUGr4OKvNVt5+LNkRXF8St8gfNzaL3bb3aDl/rExvPbLabt9RVUmvkvOYN6YmHZ7PpVLE193PUOi/EhOL2nTeQor6+wE6l5BnoyI6UFxZgruYh0egglPwYyHIL3fCwsLZQRqeQd1z4Bm6QVGb5i7BBbf5jDuu0VcjfeuJ3KE5AwqkyksqyuHb++BUY/B9P8DXTf8/C7LhPTt8vsG3gp6dwgdCNn77fdn7oVh93Xo8FRUVFRUVC41fNx0eBl1dqlKJaIHYTRdD4rTFnLIFkWt7eJ9i0Gn4eahEUyMD2Lxbvki5zCZ9ikeBh1/uOMqbn/fnRnCHmZpd1EmerLTlsiPtlFY0UJmFbPe2saACB8AjlnD7M4DsOZYLq/eOACjdyhc8w8Y92vY8RacWCmlrkQOg77XQfxM8Gih8Fmrh0G3SfOKlPWS4J221fFjVjwFPhHQe5Lj4y6wN62YDzbLJ9cMEFL5Q/4/QGhqFtlh7c988zOUI5+MVY+ADS9quVv7C7/Xf6N8YHUR/PC4FPt93WudU8S3f5HUx7slaoql+Z6Tv08VFRUVlcufbidQ22wXBSAvLy9uuOEG7r77bq666io0nVX5paJyCRGgGPGtLK4UVpooUXBg9gnuGIFaaZyHrOEcskbw5qQkxiVFIIoia9eupbr64oKwTrARpq1oqPK1igImr1BCBozjcG41FbVmRsYoi9NtRasR6BPsLRutffLsOdI2fk1VlSTw+Pv7M2/ePHr06NHm5w3wMhLh5y7rGDucWca0fvJiu5KDGiQXtTOucYBlB7IUxdA7RrieXlFRUcHJkydxc3MjOjoaX9+OcZ63FlEUWbp0aRNxGqTPpTNnznDmzJkGsbp///4kJCQ4LVbfNSqaOouVV1Yex4CFgboc+mnz0DmsgJbQ6/XYeo3l+VWOI8AEQYpjfmpqU2G6MY9N7sODxwcTULBTtp1WyrEDpIwaRmx069zxqampLh3vikDtbtAS4GmgSMZ925ggL9fi3wK9jLICrVIPWyUOZZbKblfqP92YWYPC2HAyn2UHshq2BXkbWXT/CBJCfRw+1sOgY+6oaN7dZL8QklFcwy/Hc7l6gP2Cj80m8ptvDzkUAW8e6ty1whXmjenJe5tTqDbZFzJ8sCWVO0dGOxT0Va4MJvcNarNAXVBRZyciDwr35r1b4vniiz2UlpbaPaawsLDJ93UWK9ll8q7tmECZ6Eo3H7jvRzj4JexbBDmHlCOrlXA13rseQZAWXLe9rnzM7vcgcw/cukhyBHUnjn6vvG/grdK/kSMUBOrkjhmTioqKiorKJYwgCIT7udml5xWL9vewesFGX20+h2yh+HsamDe6J/PG9GwwGij1oA71kb8fHtbTn9/M7M8/12hYbZNvg1JYWddi+5aKWgtbTxdyVf8Lax8+YXD136Sv1iIIUh/kuKsgax9s/5/kOpbrU22zwDfz4MG1ENzP4Wkr6yw8++1B5MzmI4STfGL4N95C03mlVRT4rXl+i+I0gIiGCjywRY2GopVgli+irOdc2jnWvfU3+vRPYuycRzB4dtD6S3k2/PKS88cf/0EVqFVUVFRUGuh2ArVOp+Oqq67i7rvv5sYbb2x1rKqKypWCUg9VR/1TldzTAH06OeIbJJUsKcpP+k4QiIiI4MyZM4rnCgkK4J577sTHRxJuLFYbdRb53q/tRd9Qe4HaW6jFdOoAVvHi4nNxcTGLFy/m0UcfbRcn9cAIX1mB+qiDPtS+vr7o9Xo7oRWkPtTOCNSiKCrGe0f2cGdsbECL52jM6dOn+eqrrxqSMQRBID4+nuHDhxMbG9stCpDOnDnTYp/uxmL1ypUr6d27N4mJicTExKDVatFoNA3/Nv4SBIG5IyIoOnuI4tQjGJx0GWu1WoqCh7B0j+M+UvEhXrxz11D6tJCAoNUI/GPeJJ574xy9sXfHaxBZsPh7Xn3uyVb9Tcrzs1yaWLgiUIMUU9eSQO2qgzpQIYXCFQd1ea2ZlAL5tgmDL1zbHCEIAv+6ZRAz+oewM7WIEB837h7dE19359zL946N4aOtqbIFJR9vPScrUP/9pxP8eCRH8ZwT+gQyvb/riRMt4edh4K6R0Xy8zT7SPrOkhh+P5DAn6fJsH6DiPJPig/nPz/ZOe1doXGSycuVKUlNTKS0tbZLQZPeYZgJ1RnGNYnuGaH+FhUSNFobeI32ZqiBzLx9+/gWJluMM1ZzBXXBwbXHzg6S5yvtboHjwI9Tu+Jpwm4NYjqx98P4EuPED6Ht1q5+r3Tnynfz2kAEXF4SjRsKeD+yPKTgJNaXg7tdRo1NRUVFRUbkkCfdztxOoS2zy/aH7anK5dvpo7p2YYFf8n1suL1DLOajreWxyLD7uOl5ecazFFDBHrDqcfVGgbm8ihsFtn8LxFVLaDDLjrCuDL2+Fh9aBt3L7o1dXHSej2H7tZoLmMB/qX5edAx4We5NNoEtD9uk7EYbsgTXPw8lVisftE/vwV8tdcBhCj65i4aQa+k2dK6XStBeiCD/+VkrrcZYTK+Haf0tzZhUVFRWVK55uJ1BnZWUpxtOqqKjYoyiuOBBxTisI1P6eBsUo7rbi6Lz+ngai/S/eJEVGRioK1CEhIdxzzz14el5cGNZpNR3uuOvbTPjTYmOyPgWtaO+MKigoYNOmTVx11VVtft6Bkb6sOWYvJB52IFBrNBqCgoLIzrZfoHa2D/X+86WcyZcX3G4fHoVGITJYjqqqKpYsWdJEFBBFkVOnTnHq1Cn8/PwYNmwYQ4YMwcurYwoknGH7doVoUQVsNhtnz57l7FnHzmaQ/iaiKCKKIgYnf3XhkVFsro5ge4pjMXtCn0DemTvU6SjmUF83br/hGjYv+wIPwb6IwVBbzAfLNvLYzdOcG+gFTCYTmuoi+Z2CgJzK46pAHeHnLptk0BiltAYlFNsPOGiT0JyjmWWKIlaSEwI1gF6r4ZqBYVwzUD7ezhEhPm7MHhTO0kYO7HqS00s4mFHaZByLtp/jo63KPc/7BHvx9p1D7frJtRcPTujFpzvTZBeq3tuUwvWDwzvsuVUuDRLDfQj0MlDoRKGIgOxSIgWNHltRUUFJScuO7OYCtVL/aUGAKH8nFvcMntB7Msv9tPwtpxw9FgYI5xihOckIzSkmGM/iZrlwHfQKhev/B17KKSiOsNlEnl6ZwdHqP/Nf/TtM1Mr3lgegthS+uh3GPQ1TX+z6PoD5JyFXYbwDb7n4/8jhyufI2gdxrn1uqaioqKioXO5EyPShLhXdEREQms2gPAQz40JE2WQ6JQd1iAOBGmDuqJ4khHoz/4v9FFS4llBVzy/H86g1WzssMQ+A/tfDzL/C2hfk95dlSG1c7lsNRvs1i1+O5/G1TIH/TM1e/qd/C6Mgn6hzXnR93uftpgO/KLjjSzi9Flb/DkrT7Y5Lt10U03Ntfjy7qZTVhwcjTHhGao3SHkL1iRVw6kfXHlOVD+d3Qcy4tj+/ioqKisolT9db1pqhitMqKq4RoCCuHM8uZ2eKvFikJDz2Ce44cVBJSAcYEuXXRIwYPHiwrHszIiKC++67r4k43RYyS6pZfSSHs/mVWKyOHdh9Q5sK1KN06QTI9PGtZ/v27WRmZrZ5jEp9qAsq6shTqGIG5WtpSw7her7ZK99jSiPALcNdi/3dtWsXJpOyyFBaWsr69et5/fXX+e6770hLS3PocANJDC0oKCAlJYUDBw5w9OhRamrkY1idISMjg/R0+5u69sJms7X4M9VTbHNnq5jAZ4UxbM92LE7PHRXNwvtGuNwn+Lqknhh6DlHcf/7wTo6dd+61Uk96ejoaWZkIPIOiZLe3xkHtCF93PQada1MbJUG7wAUH9UGFeG9/TwORPTonCeaB8co9axc0ciuvOZrLK6uOKx4b5G1k4f0j8PVov97TzQnzdefGIfIu6ZO5FWw67VwhzeXG+aJqlssUGVyJaDQCE/s4d0+g9J4vbLQIGhDgXOpHUVFRk3ZDaQr9p8N93THqnF8kDfGRrjNmdBwQ+/ChdTYPm3/LPwb8CE/ug8d2wK/2S/0TW8lHW1PZcrqAYny4z/x7XjPfgk1sodBj+3/h09lSNGNXcnSJ8r4BN1/8v19P8FR4Xagx3yoqKioqKnbI3T9Z0VCjkXdR5+baF8fbbKLi2kOYT8vtlYb19GfVU+MZEu3X4rFyVJmsbDzp2r1pqxj9OIx8VHl/ziFY8gBYm4rNhZV1PP/94SbbPKjlQe2PvKN/U1GcBsj2H+PyML3dGhUWxs+EJ3bDxOdA23TNLU1s6jo/IcZwosIoOa/fHAy73gNz69dQqCmRxHElJv0edAqvj+M/tP55VVRUVFQuK7qdg1pFRcU1gr3lxRWLTWT+F/tY+vhYYoOaCs9n8uQF6vgW4oHbgiMHdXOHoZ+fH9deey1r165tiKlOTExk9uzZuLm51l/WEZtPF/DHZUcBMGg19A7ypG+oN0lRftw/rqnYk9BIoA7yMuDvGQhlRcj7tiSH8LJly5g/fz56feuFHiWBGqQ+1NP72/8+RFHE6CsfE+WMg7qyzsKqw/LRv5PigwjzdV5wq6mpYc+ePU4da7PZOHbsGMeOHSMwMJBhw4bh5eVFWVkZZWVllJeXN/xfTox2c3Nj7ty5REXJi6GOcNU93RGU24wcsERwzuYPCFCnXIAgCPDHa/vx4PherXaavjB3Bi/86wx+VntXoVGw8M4Xy3n9dw86Xal+/JR86kGNqKN/71iO59sXPbjsoG5B7A1SuB46IkAx4tv5Cv9DGaWy2wdH+naaE3hAhC9jegewM9W+MGn1kRyevyaB3LJafv31AUW3t6dBy8L7RhDZQ37Bqj15ZGIs3+3LlB3L+5tSmNI3GJtNpMZspcpkobruwr8mK1V1FkwWG2G+7vQL877ke1ZbbSKLdqTxn7WnMFttJIR5t9h7/EpgUt8g2VSA5ngZddRZ7AtKGkd8OytQWywWysrK6NGjBwDnFRzUPQNce4+EKCze5laYITDOpXPJceB8Cf9ee6rhexsa3rLexD4xnjf1bxMkOLjWnt8hRX4PvgP0HpKbxuAp/av3kL4M9f96QWB8+zquRVE53jt6TNNe2YIg9aE+tdr+2My97TcmFRUVFRWVywQ5BzVAkc0ND+znOXl5eXbbCqvqsMg1VkZK53KGEB83vn5kNC+vOM5Xe+SL4R2x6nBOq5KmXEIQ4Oq/S25pubkGwJm18NNzcN1rIAiIosgflh5pSDCMFbK4W7uOm7Vb8BEci7/F0VeT0+NGyJNvraaEl7HZ+pLeHab+EQbdDqt/A6mbKBR9OC/ax6LvtPWnv+Y8VOZJQvW2N2B8Kx3Vv/xZOo8coYMk0TzvmHwM+YmVcPU/oBu0euPQ19Jc1Fwr/R4G3KTGj6uoqKh0IqpAraJyiTMkugdueg21ZnsHcFmNmfsX7mXZ42MbnNaiKHI6Xz7iO76D+k+DJBwppPwyJLqH3bbhw4cTHx9PUVERHh4ehIS0f8+h07kXfw8mq42TuRWczK0gs6TGTqAO8jby9SOjiQ/xbuj7nZ6ezqefftrEbdWYoqIiNmzYwMyZrXdE9bjgwMwssb+5OZJV1qRH7Om8ClYeyubHwzlU19YxU5TusRpTXl5ObW2tQ6F/1aFsqk3yzt3bR0TLbldiz5491NW5HuVVWFjI2rVrXXpMbW0t33zzDU8++aRLhQyFhYWcPHlSdl94eDjR0dEcP37cZTHVWWpEHQctEZyxBmJzItjEXa/lzTuSmJGo3P/KGTyMOu665QZWfr0IrWD/xgw2ZfPPJdt56c6JTp3vbEqK7PYcmw+9woOQ8+xWVlZisVic7tce4ef47+ooqUH5MfKidmFlHaIoOiUwH8qQjx13pv90e/LQhF6yArXVJvK31SfYmVJEnUX+eqXVCLx79zAGOCiKaU/igr2Y0T+EtcfsFzV2nyum/5/XKF6HGuPtpmNUrwDGxQUwLi6QPsFel1Q8+Nn8Cp5bcpj950sbtj235DBLHxt7yQvvbWVCn6CGeYNBq8GkkHTSw8Mg29aksUDt7+/v9PMWFhY2CNRKDuqeAa4luQQrCNR5FcqFSM5SVmPmqa8OyC4c77AN4Lq6v/OW4S1GaeQ/5wCoLoSdbzv3hAZvSLoTJvzGYR9Gp8lMhpI0+X2N473riRyuLFCLMhMfFRUVFRWVKxilBKp8sztRMnX0cgK1Urw3OC9QAxh1Wv5+00AGRvjy0oqjLvWlXn8yj6o6C57GDl7G1mjh5o9h0XWQfUD+mOQF0CMGxv2K75Iz2Xg8i2s0+5in/YWxWuWkqsYssU5ki/G3VJfLr5XcOTKKl2YnUl5rprLWQkWthco6CxW1ZgZHKtyvBcbBvOVwbBl/+e4oh8RYu0N22hJ5kDUXN7RWqD63BfZ/Jr9P0ML1b0kFjf3nyAvUFdmQlQxRI1t+ro5kzQuw652L36dvk2LLb/4YdB3T/lBFRUVFpSldIlA/8MADDf8XBIEFCxbI7msLzc+ronK54u9p4PmrE3h5pfxE+HxxNY98vo8vHxqFm15LQWUdpdX2fWcB+nSgg9rDoGNET3/2pBU32R7oZWR4jL1ADeDj44OPT8e5yE4p9OKWE+oFQWB076YOrJ49e/LMM8/w2muvKT7Hzp07SUhIoGfPnq0eZ0yAp7xAnVlKSZWJz3els+pwNqebOeOLDJ4ECvZV0QUFBYouY5tNZLFCRXOgl4Fp/ZzvkVRXV8euXbucPr49qKysZPPmzS4VBezYsUNx35QpU+jTpw8zZswgKyuL48ePc/z4ccrKHPdBdgaj0ciYsWP5IduTU4cUKo+bEextZMG9IxiodFPqIiP79WR77CDKUg/J7i86sZO95/ozope8I7+eiooKKkrkWwoUCX5Ehyi7FysrK/Hz83NqvC1FfDtKalB+jLyoXWu2UW2ytrgIkldeS65C5N3gSD+Xx9MWpvQNpnegJ6mF9u/7HxVSEer5+40DmRTfuW1W5k+KlRWoAafEaYCKWgvrTuSx7oR0nkAvI2NjJcF6bGwgUf4d7wZvDWarjQ82p/C/9WfthNfDmWV8sv0cj0y0X1S6kvD3NPD7qxOID/FidO8Abnhnu93nHEjXxbMF9tsb96921kENcPjwYaKjozEajYo9qGNcdlDLX5vyFRYlnUUURV5YekR2jtDwHPTgLtMfeVb3HU/oVrTp+QAwVcCeD6VFyREPSX2svdpw7VByT2t00P9G++2RCguZtaVQdBYC+7R+LCoqKioqKpcZ4QoFvsWi/H1VeXk51dXVeHhcnOvkKAjUBq0Gfw/XC4TvGhVN31BvHvtiH/lO9qWuNdtYdyKPOUnybYLaFYMn3PUtfDwNShXc3r+8SLHFQP76vWwzridUsE8lU+JTy3RettyL9lgBvYPkix7Dfd1x02tx02sJdmWZThBgwE2EnYuF7fYt53bbErCKgn2Ber1QvfU1SJglRYf3miSl6DTHXAMrf608hrFPQniS9P/4mVL0uFWmfdbxH7pWoD7wZVNxup4TK6R+47d/KdtvXEVFRUWlfekSgXrRokVN3C2NheTm+9qCKlCrXCncOzaGlIIqPt8l30N3X3oJv1tymDdvT1KM94aO7UEN8KdZ/bj7492U10o9eAw6DS9f39/pCOHWUFhZh9UmysZrtkfUube3Ny+++CJ/+ctfFI9Zvnw5jz32GAaD6zdvBzNKSU4vlt13JKscmyjy5vozWGWcU+cJJFAmtis/P19WoDZZbPz2u0MczpQXX28eGoneBUdfcnKyYl/o4OBgCgsLFd3nbWHXrl0kJSU55bqvqKjg0CF5cTY4OJi4OCl6VaPREBUVRVRUVINYfezYsVaJ1TqdjhEjRjBhwgQ8PDwYb7VRZzvA6iP2/b4a0y/Mh0/uG+5SxLozPHnnLF7+5xn0FnunoL+mhm9/3MCIJ29zeI5z584p7jP6h+Hrqyyol5eXOy1QK0XU1dOaiG9HonZhZV2LArVSvDfAoHYqJHAWjUbggfG9+NPyoy497lfT+nDbCNej8dvKkOgejO7tz65U+WtcayisrGPFoWxWHJJ66kb7ezAuLoBZg8IZGxvQLdzVR7PK+N2Sw5zIUU5leO3n00zvH0qvQNecupcb8ydJIr0oiooirFL0f2MHtbe3NzqdDotFuQdgPUeOHCE1NZVJk6eQVdI+DuoQbwUHdXktNpuIRtO61+XiPef58Yjj4hMAK1r+bbmDIv9hvGj+L0KN84uoilhqJdd18kIY9QiM/RV4OO9UlwZmgWNL5ffFTgVPmcKC8CEgaECUmT9k7lUFahUVFRUVlUaE+LihEaD5ckGJTbnYLi8vj169LibKKTmoQ3yNrZ7DDOvZg1VPjeexL/ezL11uXiLiJZgIFioJ0lTiLphZdTikcwRqAK9gmLsEFkyHWvn7ff+Nv+dJFwOP3rFcz78ttwMCFpvI+WL5uWZYC/e9LTE5MZL3ZQTqCjw5JsYwSFC4f68qgH0LpS+dG8RMkETm+JkX265s/icUp8o/vkcvmPT8xe/dfKU53ek19sce/wFmvNo16TfZB2HVM8r7UzfBZ9dLrwFX57cqKioqKi7RZRHf4oWcX7mFQlGpOaILdIcFSBWVzkIQBF6a3Z+Mkmo2nZLvMbzyUDYxAR4N8dTNCfA0NMSAdxSDIv345dlJrD2Wi9UmMqFPIHEK5aA2m43i4mKqqqpcch+LosiJnAo2nMxj/cl8DmaU8sC4XrxwTV+Ki4spLCykrKwMq0ZPeVU1cpfBvi46ybVaLc899xzvvvsulZX2ondJSQnr1q3j2muvdem8284U8sjnybLx7QIidVVlnD59imuDy8gqLKNKNHLWGoj1Qkx0ms2fIUK63Xxfrg91tcnCY1/sZ/Np5R7VrghYZrOZnTt3yu4zGAzcf//9WK1WDh48SHJyMqWlpU6fuyVEUWT16tXcd999LX4W7Nq1C6tV3qk5btw42ccLgkBkZCSRkZHMmDGD6upqTCYTVqsVm83W8NX8e5vNhtFoJCwsrElfcp1Ww39vH4LJso91J/JlxzI1IZj/3TkErw6INNPr9dxyw/X8sORr2f1uhSfIzy8gOFjZIZeaKn+DWmYzEhkSiJubGwaDAZPJvnLaleh0f0+DYksDaJ2DWqkHNUgOzJaEqEOZpbLbo/zdO/yaKsfNQyP5z8+nFJMy5I5/5qquE3QemxzHrlTn+tS3hvPF1ZzfU81XezIYFxfAn2cl0je049JCHFFrtvLfdWf4aGuqbFFRY+osNj7fmc6fZ/fvpNF1b0qrzYqueqV+0IWNHDkajYaAgADZ2Eo5qqqqWP3jKq7VubPXEkW2rWmxSXv1oLbYRIqrTa26dp3MLef/FNJzlPgkvw/X3rmC4Xufbb+ezeYqKRZyz8cw+jEY8wS4+zn32HObpYVQOQbeKr/d6AXBiZB3xH5f5l5Iusu551ZRUVFRUbkC0Gs1hPq4kd1MZK5Gj0ZvxGa2dzDbCdQKaVGhCvMbZwn2ceOrh0fz8spjLN59Hh1W/IQaBuhyCNZU4SE0vZ9ZciqH8lozPm4y2eQdQVBfuGMxfHYD2Jy7t1LChI5/mu9ggbXpmpDSfa2S891ZhkT7YdRpZNs77bAlMkijXGDegKUWzv4ifa3+LQT1g14TYe/Hyo+Z/aa967rf9fICdVkGZO+HiGEtj6U9qS6Gb+eBtQX3ftY++ORqmLcMfDupMEJFRUXlCqRLBOqFCxe2ap+KiooyOq2Gt+8ayi3v7eBkrnx09VsbziouqvbpwP7TjQnxceOeMTF22ysrKzl37hzZ2dnk5OSQk5NDXV0dvr6+PPOMg8rGRnyz9zxvrjtDbXkR/ppqfIVapuhqqdh3lL/uX2Ln1r3VqOG0NZjjlhCquShSxbdCvPDw8OD6669n8eLFsvv37NlDv379mtzoKVFWY2b1kRxe+uEYNquZAKEWX6EWX02N9K9Qi49Qi1YQWbviCAFAwIWreT9tHj+a+mFGR7lFR4HGi2ChqWien99UBC2tNvHAor1NeqA2Z1Qvf2KDnH+NHDhwQFasBxg5ciTu7lJF8Pjx4xk7diypqakkJydz6tSpdilSSk9P58iRIwwaNEjxmNraWpKTk2X3+fr6MmDAgBafRxAEPD098fRsm8vRoJPev498vo8tzYoE7hsbw4uz+qNtZXW6MwwZkMC2XbEUZdr3kdYi8vXS5Tz16EOKRWUpCv2ns22+jL7gAPXx8aGwsNDuGFcEakEQCPdzJ7VAPnY3qBUij5dRh0GnwSRz815U2XLknGL/6U6O967H3aBl7qho3tko/zdpzPi4QP5+08AuLeqb2CeQwZG+HFJIbmhPtp8t4po3t3D36J48c1U8PRQKtjqCPeeKef77w7Lx683xMGj5/dUJzBvd+tYQlxuOIqz7KBS6VZms1JisuBuklBZ/f39ZgTrf5skBSwRVooHp+jN4ay6+73toaphhOE2W1Ye9lihKRWkO5YxAbbPZ0GikgrEQX+VrU155rcsCdbXJwpOLDyj2lA/zdVOM43xjbzVf3rca1r0sH2vYWkwVsOVfsOcDGPMUjJ4PxhbmU0eWyG/XuUNfB0V9kcOVBWoVFRUVFRWVJoT7udsJ1CCAuy+Y7Qukc3ObJntll9rPw9wxEaUtIyUlBTc3t4Yvo9GITqe81FxdXU1JSQnFxcUUFxdTUlJCXEkx93rlI1iUe10D+IrlbDpVwPWDwx0e167EjIcb3oWlD7fu8e7+MHQeS8XpLNjg/H1veBtT04w6LcN69mBHin0brp0+VzPftE4SoF2h4IT0pcSQu6H3JPvtfa+RWrfYZJKMjq/oXIHaZoXvH1KObm9O4Sn4ZKbU2zswrkOHpqKionKl0iUC9b333tuqfSoqKo7xMur45L4R3PDOdsVePulF8hFCrsRadwRZWVl8//33dtvLysqoqqpySgDUajRkl9UyTZ9FlLaR2CHaR1oBGAQbA3S59NfmkWrz56glFI2HX6ucTADx8fEkJSVx8OBB2f0//PADjz32GEZj0/PXmq3sSy9h+9lCtqcUcTqzgARtHrO0xfjoXetP6aepJVGXx0GLVOF5zupPsKapUNzYQZ1XXss9C/Yo9uMGSTz9vzkti7X1WCwWtm3bJrtPp9MxevToJts0Gg1xcXHExcVRVlbGgQMHOHr0KCUlJWi1Wnx9fZt8+fj4NPw/IyODZcuWyT7Xzz//THx8PG5u8tXH+/bto65O/vc7ZswYtNqOi56Xw02vZeF9I/h8ZxobThWg0wjcOzam0/oC33nTbF5/8y0Mgr1LsTg3i/379zNsmP3NY2FhIRUV8q+fHJtPQ1+t9hCoQYr5VhSoWxHxLQgCQV5GsmQWXhr3sJXDZhMVHdRJUX4uj6W9uGdMDB9uScVsVS72SAj15r27h2LQuZhL184IgsDrtydxz4I9sn8DOXQXijUsLbiQ5bCJ8NnOdH44mM0zV/Vh7uieLrUucJXKOgv/WnOSz3bKt+BozoQ+gfztxoHdtnd2V5GpELVt0GmIDVaeHxRW1jX8LpX6UGsQybngkK4UDXhj/7kQoS0nTHOMs9ZAzrv1xl2vpbKyktLSUsrKyigrK7P7f11dHT4+PvTp04ekIUPRagRZ53x+eR2JLq6zvrLiOGfz5YvADDoNH987nH+tOSWbirL9bBEHc6pJuvpv0P96OPq91HfQVC31FDRXN/qqkb5MVYCT77faMtj4Kux6FxJvgOD+0ldIf3DvcfE4cw2cWCl/joRrHff8ixopRU82J++YNFZDJ0fj15RAxl7I2AUZe6Tve8TAlD9KP7eKioqKikoXEu7nDjIx2tVaL9ywF6gbF/R9sSudn47at6JyEyx4Z+7m88932+3T6/UYjcYmwnV1dTXFxcXU1sqLoo3LZUVRPvX5iRE9mD0oTPbxHcqg26AkXZrfOEvEcBjxECTeCHo3rq428dKW9YrFhc0J9W2bgxpgbGyArEC9tzII87MH0e/6HyR/4rpQLYdnMExXaHvn4S/1s05Zb7/v+A9w1cudF/O96e/y43BEWYYkUt/9/cXe2ioqKpc2FbmQexQCYsG/ZSOZSsfSZRHfKioqHUO4nzsL7h3BbR/spMYsH4cpR58uFqjDw5VXZ3Nychp6ATtict8gBAHKRDeicN6NpxFE4rRFxGmLqNQFcu5cHDExMYDr7QKuvvpqUlNTZUW30tJSfv75Z669bhZHs8rYnlLI9rOFJKeVNLlRGanLpr9OPurZGWI0xRxEEqjTrD0YoTtPY/NtRUUFNTU15FXZmPfJbjKKlUUhD4OWD+cNdykS9/Dhw4qi4/Dhw/HyUl509vX1ZfLkyUyePLmJ+0yJHj16cPDgQdkeyJWVlWzevJmZM2fa7bNYLOzatUv2nG5ubgwZMsTh83YUWo3AfeN6cd+4zp8gBfr7URXYH0ORjCuNi4K/t3fT14JSvLdNhFybN70Dpb+3j4+P7HGtEaiVaG1xSYCXQVYcbclBfa6oiopa+Z62g7tQoA7xcWP24HCW7s+S3R/m68ai+0fi3VnxeC0QG+TFumcnsf1sIQWVdXgYtHgadHgYtHgYdXg2/tcgOd5rzVYOnC9lx4Xr6KHMshZjsxtTVmPm5ZXH+XL3ef48uz8T+rR/Icjm0wW8sPSIU8K7j5uOF2f155ZhkWqbGhlG9PLn43uGk1lSTWZJjfRVWo1OoyHYQbxkgRMCtY9QhyS+Ck3SVJqjESBeV0icpZhXX92n2B6iMWVlZSQnJ5OcnMz1Rk+OmwI5Z/XH1OgWLE8hNlOJHw5m8U1yhuL+P13Xj8RwX56YEqfYtuPdjWf58J7hED1a+moJUQRTJRz4Era+BlVOzFFqiqVFz8Z4h10QrPtJPaRNCsVxSvHe9USOUBinDbL2Q68JLY+vtYii1Hfx/K6LgnTBSfvj8o5C+naYv12NhVRRUVFR6VLCFe6fiqzuyH1C5efnY7Va0Wq1nMgpl02aKhE9yLF5E661/yw3m82YzWbFRLWWUJoK52Zndt08eeJvoTQdDnyueEiNaMA24BY8xz0C4U3XE/w8DMxJCufbZPu+0M0J9DLgpm97sfyYWPm5b7XJyuEyI8Ou/juM+zVsrxeqnSsWluXafznu1dx/jrwwXHIOco9AmHLyXbtxcjVs+bfyfkELosL8vroQPp0Nd34NMeM6ZnwqKiqdQ/In8ONvL77fk+bCnHc6r1BGxQ5VoFZRuQwZGOnL/+4cwiOfJ+NsWnJ8cOdEfCvh7e2Nl5eX7E1Mdna2UwJ1oJeRpCg/yrKU+yi3hFddIZ9++ilhYWHU1tYSHx/PjBkznHbTurm5cf311/PFF1/I7t+3bx9v7qvmbK3y7/uYJZS+2gK0Quuirv00tbhjogYDNRjIs3kT1uzGce+JNJ5dnUWhAwGuh4eehfePdMkJarVaFd3TWq2WsWPHOn2ulsRpkAoIrrnmGt5//327CHeQekwnJSUREhLSZPvhw4cVXb8jR460c7lfKYwcMZwtP6bZvV4A6urqWL16NbfffnuT7Urx3oWiJyZ09GrkoJajrMy1aGelBRaAQO/WRTYrCduO3h8AhzJKZbdrNQKJ4fI/b2fx0PjesgK1t1HHwvtHtEtVfnvibtByVf+Qlg+8gJtey5jYAMbEBvCbGX2pqDWzN62Y7WeL2H62ULHVRXPO5Fcyb8EeruoXwp+u60dMYPs4L9cczeGxL/c79Rl8dWIo/3dDIsHe3etv0p0I9DIqvj5EUVSM6W/ch1pJoDYIVtywUIueGlq+9muw4YQ2bYevWMUYfRUjdOdJs/lzxhJInuhNXrnzSSlphVX8cdlRxf0zE0MaouFH9vJnREwP9qbZO6Z+Pp7H6bwK59NzBEGK6x49H4beA8kLpL7T1fauHIdU5Ehfjpwrbn4QO83xefxjpeNqS+33Ze5tf4G6uhgOfgnpOyFjt7RI6Qw1JZJTZ87b7TseFRUVFRUVF4hQ6GecUWuUFaitVitFRUUEBwfzwLgYvtwtH4d8zBoqK1A7wioKbDf3IlhTQZimHB+hzmlNoLggl8KKWgK7Ys4sCGSO+yun9h1jmmZ/k12ptlC+sE5n8KzHmDMmUfEU80bHOCVQO7rfdYVBkX54GLRUm+wnrjtTihjW0x+8Q+Hqv8Hk38PZ9XDmZ+nLlTle32uh/w2Oj0mYBauekReAj//Q8QJ1UQose1R5f3Ai3PYpfD1XivWWo64cvrgJbl0kxZarqKhcepz8UboWNebglxAyAMY83jVjUqFrcx1lmDp1KlOnTuWtt95q1ePff/99pk6dyrRpLSxsqKhc5kzvH8KL1zkfK9jVDmpQdlFnZ2c7fY5pCcGU2dp+w5KTk0NJSQm7d+/mtddec8nlGRcXJxuFXM8Q8SwG5F2XAFUYOWsNdGm8zQnVXLxRTLPZV7L+Z8Veh+JbmK8b380f43JM8bFjxyguLpbdl5SUpChStoXg4GC72PB6RFFk9erVTfpa22w2tm/fLnu8Tqdj5MiR7T7GS4Wp/YLZYYnBKsqvEpw4cYLjx483fG+1WklLS5M9NsfmQ7C3ES+jVAvXGQ7qAM9WOqgVehEXVjmO+FYSqONDvPEwdG0NYP9wH349rU+Tbd5uOj6YN4yE0K4VzzsCbzc9UxNCeHFWf9Y8PZHkP13F23cNYWQvB5X8jVh3Io/pb2zm76tPUFFrbtNY8itqefqbgy2K04FeRt6bO5T35w1Txek2UB/TL0fjmH4lgRrAR5BczL0HDGPAAOdbWrQG3YXUlmuMp7jRcISClEOKBVONqbNYeeqrA1TWyc8fIvzc+dfNg5s4ix6frFzc9/6mlvvUy2LwgLFPwa8Pw7Q/S0Jxe5J4A+haKDbSaKQ+1HJkJrfveA4uhv8OhJ//BKd+dF6crufo91LsuYqKioqKShehJHimVGoUHcn1Md8BXkZ0CmsXWTY/Sl1ceykUPUm1BbDLEsMy0yC+qxvMVlMvzlgCsCjcg9ajw8Zfvtvh0vO1J6uPF/Kw6Vn+ZL6f1daRfGaZzt2mPzDN9B+yEu7j+tGO198GRvo6tb4S1k6FxHqthhEx8vdCdtHfbr4w4Ca48X347Rl4cB1M/B2EDnT8JAZvuPY/LTsPPQOUncfHf8BpZ01rMFXBN3dLArMcRl+4/XMI7AP3/wThQ5XPZamVROyDX3XMWFVUVDqOqkJY+Wv5fdveAItrLTZV2o9u56DetGkTgiC0enEoJSWl4RwqKnJkZWU51c/YFSIjI9HpWn47ZWZmYrEoC5NtITQ01K7X7v3jYkgrqmrS+9JaWYJobSq69PDQU16QTXnrjccABAYGOoxvrqewsFDWKa3RaCgtLbXbfuzYMUURrDnDw4y8JSpP6AVBQKvVUVlZodj/qDmlpaX8/e9/55prriE6OhpRFMktryW1oJKUgipSC6pIK6ziw3uGY9Bp8PLyYsaMGZw9e1bWHeopmBmhy2BrdSi2GvlJ8j60BBlKm0Rzu4IvWeAmLcanW3swSpfe5FxulkogANFiwlrV1F0V5e/BG9fFoqsuIi3N+cpZm83G8uXLG/6GGo2mQZQUBIHx48fLPs5isZCZ2XIlsSN69uzJ5s2bqaqS70185MgRBg2SqnJPnz5NUZH9z1VaWsqgQYMoLCyU7ZXcFrrrNaI5Yb7uBHlo2ZFrZKDevtcYwBdffME999yDm5sbWVlZ5OfLR72eqwsgMrK84b1bXl6OyWTCYGgqPFRWVjZEyNWjdI0A8DKXYynLs9se6edOdqZ8dX9j/Pz88PPza7ItUKZ3ta22kvNpaaSlKQucOw6dxFJm/x6O6alxeM3y8vIiMLDlIpTKyso2vRZviNMTqQtj65kCfNz1XD84nGBdJWlplbi5uREaGtriOWpra8nNlX8ttBWdTkdkZGSLx7X2GjHAB/45I5RNp7S8vfGsYpSyzldy5pqtIh9sSeWno7l8/chou8U8Zz+H3tl4lsrCHIfHXJ0Yyq+mRePjXkdaWlqnXSMa9xSEy2dO5FFXhKXsosir9eyBoDM0KcTy8PDAaDRSV3dxW2VlJRaLBb05E4vNn/QMC4/fMpywsHDe/3YVAYJ872unxuThYXe9a46vpo7qlD28+OI2EhISmDx5suJ1+n/rz3DguHy0t0YQeH7WEErys2j8iZ4U4ku/MB9O5Nhfp344lM0z0+OJ8vegtLRUdv7VIlE3w40z4MAXsP8zKQa8GV4GCPRouSa60iRSWC1Cj/HgzHtNFwelP9tvP7wDRp9rslDaquudzQY734K9H7c8FodUwk/voBtxT4de75ylvoVNSzh7vWsNl8qcCCA3N9fp+wVXaet9U3sgNyeSo9XXCCforDmRI66EOZGzXEnXiMt1TtSc0NBQInrIC9Rmm4CffwAlRYUNc6J6Dh06hLe3N7uPnWFoVTI7LPItqJI1OobrSx2OofGcKNfW1BhRjYEUWyDpth6E1WVgMTsuED5YkMwnYV5M7Rfs8LjmtMf1bsXWQ5jKSlnEIBZx0fHbw6OM+UPjSU9Pl31cPV5eXtwzpicHFYqc6wkwiu32Hov3qGF9o3tnQWtA69WDfekl1FmsGHUySYEaLbVBA8m1BkHvu6EiD9K2wrnNUouT+p7VBm+46g0oMUOJE+P1Gwelm9BpINKn0dyw6IzULiW4X5PDZa93xecgZaNUzBg6SHI9OkreE0X46Tk4bZ9AFON34XE3fSD1oQVJSL93hSRCn9sMQFpp85QmGyx6BMYcgeEPgLb10kp3uUaocyJ1TlTPZTsnEkVY9Sxk2a8lAlCaC2vekQp1LnAlzYmysuTbA3YWgih2ZJmS62g0UgXfE088wf/+9z+XH/+73/2O1157DUEQnOoNp3L5c+zYsQ53w5w7d86pC1dMTEyLk9bWsnHjRiZPnmy33WK18fBnyWw8JanPuYufpy5DOR6yLSxcuJD77ruvxePuu+8+Pv300w4Zw5///Gd+cZvImJrd1KGjTHSnzOZGmejG8L49+cddY9hyOp9H5z9OyrYVHTKGe++9l0WLFnHu3Dm7n7NSNOCGBZ1g48vkHM7++GGHjCGyZy+0d1xMopihP0W49uICdbbVh5/Nfak9f5i8r17okDH4+vry9NNPAzB48GBuvPFG2ePS0tLo1avjei6/9NJLeHl58eSTT2I0GlmwYIHsJOaVV17psDF052tEc2IHjST1yN4OGcOcOXNISkqy2/7MM8/g6+vb8H1HXiNeeuklXn755SbbPt6ayqs/nmiyrXTbl5Rt75jK6PprREssWrSI+++/v0PGMGnSJDZt2tTicZs2bWLKlCkdMoaePXs6NZnv6GtEz9+vsts2NSGYT+5r2ue2I4sfu8M1or3oDj9LyJ1/wy16EPeM6cn/zbk4B/zwww+bpLIsWrSow8agdL1rzvLlyzl06FCHjOGll15i+E2P8OTiA7L77x4dzas3DOTll1/usM/AewfrWXRDy1GViw6auP+Hjln0Uq93F3H21v9yv945OyeaPHkymzdv7pAxdIf7Jrk5kRwdeo1Q50SAeo1oTHe4RrQX3eFn2bhxI0NHj2PQyzJFXcAL/cvJTj3VaXOiNaa+5Nrs05x6uVVTsvyvHTon6g7Xu/c/WsDYf2ygWCapK9zXjYcm9Obcjh959fdPdcgYjFEDCL3rHwB8/choRveWTxjq0Oudr0Da080SHCf/ASY/32RTh1/vXvKRXOJT/2S/01IH3z8EJ1YgvOJa4psrdJdrhDon6j7XCHVOpM6JGtNV14ijR4+SmKjcsqK96XYR322lvgeps/1iVVQud3RaDW/dNZR+YZdfpKscgiAwtV8w35sGscqUyFZzbw5bw0m3+bM+vRaNVkdKUS2FYvtWR8vRq1cvkoY2jaAst7mxuG4IP9X1xSh0TAUkgBYbHly86TnXLObbT1PTYc8th5J7urOorKxk8+bNnD9/vkNdB5cDfh6t6+PcFlyN+W5vlHpQq1y5bDiZz55z8u0KVC4dmreycBTz3d6E9RlIQGRspz2fEtcMCKOXQm/1b5Mzya/oGFG4Aa2+Y89/qaBGxqmoqKiodBE+bnq8jQoOLLeOXyeKjY1lwoQJXH3d9RThK3vM6F49Onwc3QE3vZbbhkfJ7ssuq2VAhC+xwS07SdsDu5jvruT4D53/nLHTJGFcDp1R6jU99J5OHZKKiorKlchlJ1Dn5EiRis5EQ6ioXCl4GXV8ct9wQnyuDBFmWkIIYF/BVFpt5sD5Ek7ndUwkjBzaqEGUixd/7+HacgKFKvJEHwoVbs7ai1DNRdEv3dqjSV9hD8HssA92e5KYmEhQUFCnPJcjdu3axZo1a7p6GN0eL7eO6/6hVDymCtQq3ZF/rjnpdNWsSveksKKpO6UzBervjlfy2ll/8npfw9hx4zG4d3xhnBxajcD8Sb1l95ksNhZsO9exAxh4Kzx7Au7+Hqb/BQbfBWGDQdcsSjByZMeOwxmKO/B3IRN/rqKioqKi0lko9aGu0nrLbm9PBg4cyLRp07D2iMZsk59bz0zqOBdcd2PuqGjFls2f7UzrtHHs6k4Cdf5xKDjduc9588egcWBu02hhtuvJri5hqYPUzVJLmRMrwdzBhaMqKioq3ZDLSqDOzMxkzZo1CIJA797yCzEqKlcqYb7uLLh3BDpH/VkuE8bEBuCml/8515/M53Rehey+jmD2kGium3U9jW/DBuuy0WoEnpoa16HPHaq5+HOa0JHTLErLT+gcF/WECRM65XlaQhTFhiKm5qifGRfpuHAacHeXXxjpaoE6wKvzXeMq3QelAoV96SWsOyHfY13l0qC5g9rfX7mnfEfx0/FC9lkimHP3w6wz9SHd6ofC2myHceOQSMJ85XvLfbEznVpzB7dF8gmHuKtg3K/gxvfg0S3wQjY8uQ/u/wme2g/DOyamzmlO/wyrf9dx5zdXQ2VBx51fRUVFRUXFAeF+8vOAIlvLvWfbix0p8j1Tfd31TBjQy6k+m5cDUf4eTO0r30N7zdFcymvMnTKOAxkl1Ji6UWvME81c1B1dKOzhxH1BB0b3AvD+BPjsevjxN/DN3fDWUDiypON/dhUVFZVuRJd++j/wwAOK+9avX+9wf2PMZjNZWVns3r2bmpoaKeJ36tT2GqaKymXDgAhfBkX6srN7t2pqM256LePjAmWFhXXH88gs6dx462kjEjEVZbB71y4AIrTl3D/Qm4hqjw593jBNUyH+nNWfSG1Zw/ehmgoSA0tZ1IFjiI+PJzQ0tAOfoX0YN25cVw/hisDNTX4BpKsF6tggLzwNWqq60w26Sqfx1p1DuPOjXbL7/r32JFMTgtFqOnhxQqVDKOjCiO/GfLLtHLMGhpNp8yPT5oc7ZobpM4jTdo5zxaDT8NCE3vxl1XG7fVUmK4eySztlHE3QaCEwTvoCYGvnj6Ge3R/AmufBYt8Pst0QRTj4BYx/puOeQ0VFRUVFRQElB3V2JSR4dOy6RD1KkdJjegeg1Wrw8bky2tIBzBvTk/Un7derLDaR3Z3UZshsFUlOL2ZCn05Ou9MppJcdXyH1hAZp3rTlP503pq7CUkMT72B5Fnz/IOz5CK75B4QP6bKhNaGuEsoyunoUKioqlyldKlAvWrRItpG4KIqcPHmSkydPtuq8Pj4+PPXUU20dnorKZYlBd/k7qAGmJoTICtRn8rsmYvGqadMoKS7m9Gkptii6Lg1bBz+nt6YOT+qoQroBOG/zwyIK6ASpGnOoPou08rwOHcPEiRM79PztQWhoqOqg7iS6q4PaoNPw7Iy+suKNyuXPmNgAJsUHsfm0vbvxdF4lyw5kccuwyC4YmUpbqai1UGu24qaX4vu6SqA2W0U+2pqCXitgtorUoOe0JajTBGqAO0dG8faGM5RU27tyDmSUdto4uhVWC6z9A+z5sHOeL3khjP01XAFpRioqKioq3QtFgbqslkkhIR3+/BW1Zg5nlsnuGxsnzc+8vTs+bry7MLFPED0DPEgvqrbbtyu18+aHO1OKOl+g1nuAXLu53MNQnAo9esHaF+DAZ507ru5Exi74cAoMmQtT/9x14xBFOLYU1v4JSi5zp5OKikqXIYhd2FxP0wE35+PGjeN///sfQ4Z0kyojlS7n2LFjDBgwoOH7tWvXEh8f367PERkZ6VQcUWZmJhZLx/T9DQ0NVXQnNiY3N5fa2o7paxIYGOhU//fCwkIqK+WF4srKSj7++GOnni8uLo5rrrmmSV9bPz8//Pz8yC2rZfTf1ys+1lZbia2uqsm2X56ZiLuh5b9jTlkNt76/U3bfe3OHMiYhksDAQLt9VquVlJQUcnNzCQkJITw8nKIi124+/vzDUTY0q7Q1YOF640VhTaPTk2P1oswjkhRrAHXoG/ZN1Z8hWlva8L3FYlH8W7SVmJgYnn766RaPs1gsZGZmtutzi6LI999/T2ZmJn5+fg6PveWWWxgwYABpaWntOobGXIrXiMe+2MeRLGkRQY+FmYZTuAktO4z3mCI5L/ozNjaAf90yuMm+o0ePkpycbPeYqKgoHnzwwYbvHV0j2kr9NaI5oijy7qYU/r32FCB/jQDoH+7DHcOj+fOKo7Ln//bRMYoLQPV4eXnJXiOaU1lZSWGhfBReW3Fzc3Mq3aC2tpbc3NwOGYNOpyMysmXhtyOuEY2JiYnhaFYZs97aJrs/ws+dDb+dRE6mfNV4ncXKHR/ssnPrgpTo8f38Mfh6OI6R76xrxM8//8yjjz7a8P3lMidKK6zk7gV7Gr7XevZA0Em/8+3PTyWi0Xvy3//+N1VV0nu7srKyYQz7zRGk2gJ4dGJvPt+VTrVMosKfruvH1QPC7LbXma3M/Xg3ueUX51cadx80hovPmxDqTVmNmZwy6RgdVu4y7qe2phqTqalzd+bMmfTr14/Xfj7FsgNZds/nrtey6qnxGPUO+uZhf717a/0ZXvvFvr+frbaSJ8aFc/uIKNnzWG0iVXVmas02/DwMLhU7duj1zmaF98ZK8dnNmfBbGHYvoHC9qy2HJQ/A2V8ubrKI5FY2uzUOToTr3wIvFxZv93wEO5r2LNRpINJHA3O/hz5XKT60M653zqDOiSS6+31TW1GaEzWntLSU0tLSDhmDOieS6E5zIme4HK4Rl+ucqDn117sfDmbx668P2u33dtPxnzHwyy+/KI5BFOGgJZwUW8vv1f/cMojRsU2PCwwMZHdGFQ9+an8fCLDu2YnEBXuTkZHBa6+91uJzWEX4wTQA2wXnqZtey4J7h9MzwFPxMW253t37yR5SCuyvw6N7+/OfW5NaPGc9za93H21J5a+rT9gdZzPV8PL0aKb2k48Bbw1/XHaEzacLELQGtF49GrYnRfmx/An7NLkOvd5V5RH53Qz5nVe9DOU5sOcDLDaRzHI5yUIDM/4CBk9I3QTntkCNE67z0EFwy0K4cI/QputdygbY8Feoals7qEgfAV1LSV0GbzITHsIy6M6m7vP8E7DpH5C937UnNXjDjP+T2u/gYE6UfxJ++p30+wVyK23UNr9EXPsaxCv8LV2gXedEogil56EyT/qb651rY6DOiSQumznRgS9g8z/l92kMMPdbKE2Hlb+WP2bIPGLufdep8V4Oc6LTp08zc+bMhu+PHj1KYmJiq8/nKl3qoF64cGGT70VR5IEHHkAQBKZNm8bcuXNbPIcgCLi5uREQEMDAgQMJDm6/D3CVy5OIiAinJyLtjTMX2I6mO8QtBwYGOvzQjYyMbHHSER8fz2233aZ4oQ71dSMx3Idj2fLOTI2bFxq3ixOgKH93+sU71xO6pyjSI/g8FXX2F/9yfQ/Fn02r1RIfH9/kxtfVKuHxQ6xsyWk6gbUBJW5WHr5qIL169SIgKISRf1tPud3sUYr5bixQ63Q62UmYp6cn06ZN49ixY6SkpLg0xnpuuOEGp47T6XQd8p685557eP/997HZlL3qfn5+9OvXD3D+BqUj6U7XiFnjLJy4INaKwAmNO1MMLb8WSmpj0WFgcL9edr/TggL5/pvNHdQtXSM6AkEQeGJKHIFeBv6w9Ag0u0bUc7oK/ra1EJ2vvdPA39PAmMEJsukwrcHLy8upG7WOxM3NrcvfGx11jWjMgAhfrh8czopD2Xb7skpr+GLXeR4c30v2sYt3n6dE64fO137fAxN7M7h/+y12tvUaEdLMIXO5zIn8gk3ofOWr+gsr6poI1P7+/g0CdeP3V4jFi/OWEPJFH0zugehk6kxGDOxLTE/7fnX/XXeaQsEXna/MiwD41y2DuHloJLe+v6NBoLagpVR0x98DPJpFawqCQHR0T/YUnpW91swYGEbfPrGyz+WIe8bE8P7mFLt2Bho3L5acrqPaUElJtZnSGjNl1SZKa8yUVpsprzU3tMIz6DQMifJjdO8ARvX2Z2h0jwaHelto9fVuwMiGhbMmWFNB6bVdfA6+vgvym6ZmuOkEYvwaXb/7zYYbPwSDi9Gngb+Gkx+ATaaHZPInDgXqzrjeOUN3GEN3mhN1JV0xJ2qOs4u2HYk6J5JQrxEXUedErqFUQFtRa8HHP1Tx/WUVBbaZe5FuC3BqAfn9/RXcOGkIRl3TucGOlPOyxwd7G4kNkp47KiqKgQMHkpHRcpRwaJ0X+aK0lmIB/r61iOVPJLR5TtL8epddWkO6yROdr734PWfCAGJierb6uW4dHsl/fj5FnaXpeoXG4M5rO4uJjI5mRmL7fA7NHA3b847ZbT+SVUZlnQUvY9O/bsde72Jg+xDIPmC/a+PfwSoV/eo0zeZlABod3LwAEm+4sOFBsNkkkfbUT3B6DeTJFJJ7h8ND34JvhOujlfs9xDwA42+FDa9KrWLoQO+fqYLIw29AxnKY+TeIGgUbX4V9i0C0gZ+r5r8q2PYbsDwOV73SINg3UFchCXu73gPbxTXFUC+Z59n3Fxg+Hfzl75PbmxbnRHWVsPRhOLVa+t7gBbd/DrHt1wZWnRNJdOs5UeEZOPaW8ntjxiswbJp07Tj2NhTLrHNm/QA1fwN3vxbH0dW/B2j7PKJ+faSr6FKB+t5777XbVt93OiEhQXa/iorK5U94eHhDFLYcvXv35tZbb22ximhaQrCiQN2cviHOC8WCIBAf6s2+9BK7fadyK2Qe0X4MiJBf/N5cG82r/YcS4S8toiaE+bBHpndRhs0Pi6hBJyiLtsOGDeOqq67C3d2dIUOGcODAAdauXUtdnb07UIno6Gh69mz9zVp7EBwczOjRo9mxY4fiMWPHjm3iwFe5yNSE4AY3MUC6rQfnrX5NChyaU2JzpwbpBqdXoP2EWamvWEVFBTabrUOSVVzl9hHR+HsaeXLxfrvFgnosNvkb0EGRvu0mTqt0Pr+ZEc/qIzmyf993Np7ltuGReLvpm2y3WG28t/ms7Pmkvr+dc7N+pePrrm+Iz25OoUwf6oyMDEStnkKzgXLRjXKbkVybdH368UiO4vPIOXMyiqt5b5Ny8c73j41lWE/JqRLi07SCv8jmib+mxu4x2dnZHMosJa9c/nN3RmLrojh9PfTcPaYnH2xOtdtXUFHHpztbju4zWWzsPlcs9UdcDwathqQoP0b39mdU7wCGRvfA3dCJn6uRI+QF6kx5lxapm+G7e6HGfg7XhHFPw7SXWhfH7RUsidvHltrvO/0TlGWCb9eLryoqKioqVw6OEp48giLR6/WYzU0Lq3R6PWurepFjs1+DiA/x4nSevakgraiaj7ee44kpTYv/lfpPj40NaHL/1KdPH6cE6iBNJfnWi2s4J3MreGXlcf5+08AWH+sKG08pO2SnJrRskLJardTW1mI0Gu3Wr/w8DMxJCufbZHsHYJXJyiOf7+PZ6fE8NTWuzfeYY2Pl29zotQKn8yoYGt1Ddn+H0X+OvEBtdbDmpNHBrYukOVaT7RqIHC59TXtRcs+eXgtn10s9ncMGw5QXwCe8XX8EjN5wzT9h0G2SCzP3SPuevzkl5+DrO0FrdPx7cpZd70LGHrh1IfhFS87jo9/Dz3+CCuX7oSbUXUgkemCtvdDd2YgiLHv0ojgNYKqExXfA/K0Q1LfrxqbSeVgt0uvAopCAFD0WRj8m/V+jgbFPwqpn7I8zVUpFIOOf7qiRqjSiSwVqOe655x4EQWD06NFdPRQVFZUuwpFAHR0dzR133IFer5fd35hp/UL43wZ54aA58S4I1AB9FQTqk10kUINU/Rrl70G1ycKZPPlxWNCSafMlRms/9sDAQGbPnt1EWBYEgaFDhxIbG8vKlSs5e9a53+fEiRO7hVA3adIkjhw5QkWF/e/Dw8ODpKSkzh/UJUJCqDdhvm4Nbj8Q2GXuSaimAoNC1HeO7aIA3TvIXshREqhtNhtVVVXdpu/Y9P4hfPnQKB78NJmyGhkHnAKDI/06blAqHU7PAE/uHBnN57vsRbriKhMfbT3Hs9ObuqFXHMomo9heYAS4Y0QUwd7ORYqptA1BEAjwNDaJ2K6nuUA9depUpk+fzvIjhXy63N5hoVB/gpdRR4Cn/cLLX388oVjMcvfo6AZxGuwF6kLRkz7Yx7Pl5OSQd1R+Ycig1Ti1IKrEg+N7sXB7GiaFMbuKyWpjT1oxe9KKYcNZ9FrhgmAdwG3Do4jyd9F97CqRI+W3l2dCefbFxUhRlKK31zwPooN2FRodzPovDJ3XtnENf0BeoBZtsP8zaaFURUVFRUWlkwjxNqIR5Oc5RbUwY8YMfvrpp4b0MV9fXxLGzuDjZWmy5/u/OQO448Ndsvve2nCGG4ZENCTYFFeZOJEjbxwY2ywOPC4ujg0bNrT48wRrKjnW7OP8qz3nGd3bnzlJrrtkldhwQl6gTgj1bpLQ0xyLxcKWLVvYvXt3Q6G/u7s7Xl5eeHt7Y9UY8ffzYZSHgb2aIkpEd0pF+znT67+c5mRuOf++ZTCextYv4ccGeRHkbaSs2syQaD/GxAYwNjaQwVG+dm73TqHf9bDuZeeP1+jhtk8h4bqWj/WLhpEPS1+dQcQweHgT7H4PNv5NvvWMHCEDpJjtPtPBzQ9+eVGKDm8JZ8Rpj0AY9Sjs/ViKulYiKxnenwDTX4EjSyBtq3Njb0z2flj/Csz8q+uPbU/2fAQnV9lvt9bB8sfggZ9B2+1kMJX2Zvt/IWuf/D69J9zwLmgaXfMG3yklIVTLFFHtfh9GP971xRdXAF1vVWrGokWLWLhwIXfddVdXD0VFRaWLGDRokKy4GRERwV133YXB4NyHw8AIXwK9jC0fiCQ4u4KS4/p0XgWi2HHxPj5uenoFyvdWqu8X/MHmVEqqlUW1c9am8aRarZbJkyczf/58Rdezr68vc+fOZc6cORiNjn+nYWFhxMa6Hj3aERiNxiZ9NBozduxYp19LVyKCIDClmQhSjYF9FmXXV3ZjgVrmdaokUIN9zHdXMzzGn+/mjyHM13mBMSnKr+MGpNIpPDUtDneFaMCPt6ZSUHFxQcBmk/qWy6HTCDw6qXtcB68UAr3lr+eFlU37O/v4+ODp6cn1SeF2cYaOiPb3sJubbD1TwJpj8r23enjo+e2MppX6wT5NPz+LbPLirdlsZvsRe5czwNi4ADsnvysEe7tx2/COc++arSJ700p4a8NZpvxnEytlYvPblcjhyvsy90r/Wkyw8ldSHz1H4rSbH8xb1nZxGiBmPAQqxPvv+xSszhc/qai0SN5xWPMC/PQ8ZLnYi1JFReWKQKfVEOojf1+TVVrLiBEjePTRR5k9ezY33ngjTz31FNVy/WuQ5jhSIZr8fKLWbOPVVRfbaOxKlXdPA4xp5uwNDQ3F01O5l3Q9wZpK5GKVX1h6RLZfdGuoNVvZniLf57X5fXJjsrKy+OCDD9iyZUuTFLqamhoKCgpITU0l/ewJDiTv5sierUwypNJXW4AWKwbs5werj+Ry83s7yCh2UviUQRAEvnxoFIdfnsE3j47h6aviGdnLv2vEaYCAWAh10u2uNUgxzc6I012FVgdjn4LHd0EfhZ7MRh9JmL/+LXj2BDy2XRKGY8ZD6AC4eync+Q34t+EeUqOD0U/AU/tg0nMwfxv0muT4MbWlkgO8NeJ0PTvfliLWu4qcQ/DzH5X3Z+2DnW913nhUuobcI1JfdiVmvmofR693h5GPyB9fkSOlCqh0ON1OoFZRUVHx9/fnqquuahL3GxcXx9y5c3Fzc14s0mgEpiYEKe530188f59g1x3UcpRWm8mvaIe4HQcMVHBRH8ksI7u0hg+2OO4TXC66NfSS7NmzJ/Pnz2fy5MktRqYLgsCQIUN4/PHH6dOnj+Jx3cU9Xc+AAQOYOrVpz5l+/foxduzYLhrRpcOUvvY33qesQeTa7OO7K0VDg0DtZdQR5G1fyODh4aEYqd7dBGqQkhW+f2wsccHO9fcZFKmccKByaRDs7abYa7raZOWdjRdTJNYey+VsvvwC2E1DIxy6KlTaH6WCtAKFz2RvN71LMZAxgU3FZJPFxssr7Hv51fPbmX3x82gqmoc0c9QXix5YRfnPy9py+cXcme3Qi/DRibFoNR3/OW2xifz++8OKf4N2wTMQeihE6Wfuhcp8+HS25Fp2hH9veGg99JrYPuMSBMlFLUdlbtcu4qlcXpxaA++NhV3vSO6tj6bAwcVdPSoVFZVuiFLMd3aplAYUEhLCsGHDGDx4MDqdTjaZBiDUVzrPc1cn4OMmv4bw09Fctp4pAGCHgsgb5e9ul7Si0WiIi4uTPb4x7oIFb8F+flFlsvLEl/upNTsoSHOSnSlF1JrlE2emyQjUFouFDRs28PHHH1NQUODSc1WLeqxoucZwisn6s7g3E6pP5lZw/dvbFH+XzbFaraSnp7N79252795NRUUF8SHebe7R3a70n9PyMVoD3P4l9L2m48fTHvToCXd9KwnN/WZD3HSpbcx9P8JzqZLQPvQe+bhxQYC+V0si94xXJUHbFXpPhvnb4epGfXO9gqXiy0nPA22c+/ccD9FjlPcvf0xqY9PZ1FXAd/eD1eT4uI1/g/wTnTMmlc7HYoJl88GmUAQcOxWG3S+/b8RDoFPQGna8BR1oQlORUAVqFRWVbsm4ceN4/PHHuf3227nvvvuYO3cuHh6ux0ROTVDu0/jVw6PZ8rspfHTPcGKDW67SbUyCA8f1w58lt8sNkRKKAnVWGf9cc1LhJkpkgGclswzHuN5wDC8vT2bPns29995LUJCyiC+Hr68vd911FzfccIOdm3rQoEEkJCS4dL7OYOLEiTz55JPceOONzJ8/n9tuu61b9Dvu7oyLC8Cga/57EthoikPjeTG2tkbUsdXUC9uFaUWvQE/ZIgVBEBRd1N1RoAZpIWfJ/DFNYnrliPJ3J8DJxAaV7s0jk3rTw0Peofrl7nTOF1UjiiJvb5RveaAR4LHJLS+sqbQvSgJ184jvxsweHM59Y2OcOn/z/tOLdpwjpaBK9tgBET7cMSLabnvziG8bGkpE+cXiAMH+3IIAV/VrXf/pxkT5ezB/Uu82n8cZqk1WPtuZ1rFPEjlCfvupn+DDKZAhH0HaQK9Jkjgd2M7v28F3gE6hUCV5Qfs+l8qVSX06QHMX4ZrnpQVbFRUVlUZE9HAsUDcnt0xeoK5PmAr0MvKbGcp9XV9acQyTxabcf7p3oOx2R8XwjQkS5AtFT+ZW8H+NHNytZf1J+WhkPw89Q5r1bM7JyeGjjz5iy5YtrUrUq0G69/AQTMRoS7jOeJweQlPHdEm1mXkL9vDZzjS75xBFkYKCAnbv3s3ixYv55z//ycKFC/npp5/46aefeOutt5xu19Zp9GtBoNYa4Y6vIF7BkdxdqReab/8C7l5y0SWtdTIBSWeQ3NhP7ZPE7JaEZb+ekog/bzkEy6zFabQw5Q8wb6kU/e0qXqFw8wK4b5XUA1zpHDUlsORBqQdwZyGKsOpZKHZs0gEkAXv5Y507PpXOoSwLvrwZ8uzbdwFg9IXr35bem3J4BkKSQpJz/jHnovdV2kS3D98XRZHjx49z8OBBCgsLqaioaOiJ0hJ//vOfO3h0KioqHUlgYCCBga2YQDVifJ9ADFoNJqv9dWPjqQKenR5PdIDrwrefh4EQHyN55fYL34czy7j6v1t49YaBjO/TtvHLMVDBpVlWY+aHg/JRmn7uer549kYESw2VlZWEhYW1SaAVBIGkpCT69OnDoUOHqKioIDIykn79+nUr93Rj2uP1dKXhYdAxuncAW043rQCvQ89e41Bi/OrYk1pAseiBudGUQimGHqR43ZIS+x7oZWVl7TfwdsbPw8AXD47iycX7WX9Svg9ZUpRjAVvl0sHHTc8TU+J49Uf7CmuzVeSNdae5fnA4x7LliyquGxTu8D2g0jG0RqAGeOHafhzIKOVQRqnD42IazRXyy2t5c90ZxWNfuT5R1qEc4mM/xiKbJ4Ea+8jGQI29QD28Zw/ZdIrW8Oz0voT6uLHyUA6lNSb83A34eujxc9fj56HHz8OAr7ueP8n06XaVz3amM39SbJt6JzokaiQc+dZ+e5ETC7Gj5sOMv3ZMTzr3HjDgZjj4hf2+1E1QlCJFXKqotJbTP8n3lqwtk5zVg27t/DGpqKh0W1pyUDcnR0GgblxwN3dUNF/vzZDtMe2u13I0u4xUhYK+sXEBstt79+6NIAgtCr3BmkpSbfL394t3n2dUL8f9qEVRpLy8nJycHHJyckhMTCQ4OLhh38aT8i7oyfFBDfM8q9XK1q1b2bJli9Nr1XLUiHr0WDEgGR28BBPXGk6w2RxLps2v4TgPsYZFK7dwPHMgv58RS+b5dFJSUkhNTXVY8G0ymfjxxx958sknFRPNOp2geAjqBwUyrladG9yxGOKmdf64ugtewVIc+PAHpcKz8zub7td7wIRnYcxToHciaTJ2qhT5/f2DkL695eMFLYx+DCb9HtwumAy8Q+GmD+GLm+Qfk7ELNv0NpnWSHnPwS/l7ACWyD0g9iif+tsOGdEWTcwjW/x9UFUDEcJj8B/ByzRDlMseWSxH1taXKx1z7L/BV/iwApGj85IXItY5gx1tX9rWoE+i2ArXZbObf//437777Ljk5Oa06hypQq6ioeBl1jOrtz9Yz9lFIO1MKYbpCf0An6BvqQ165/E1LWlE1dy/YzU+/nkC/MBejeVogMdz18/1mRl/8PA2AAV/f9osh9vT0vOyislNSUkhOTsZisRAbG8vIkSOvaLf11L5BdgI1wJHscvK8jeSL9q/H3kGOBWo5uquDuh53g5YP5g3jhWVH+DbZPrpq3mj5/u0qlyZ3j+7JJ9vOkS2zMLf8YBYHHYiZT0xRBaeuINDLuR7UzTHoNLxz1xBmvbWN0mrlvsDR/heva3//6SRVJvmklJuGRjCsp7/svmCZ3o+Foid9sb/G+gvVaLA1JFNA+8R716PVCMwbE8O8MTGKx9RZrA4F6g/nDSOjpIbdqUXsPldMWY3876+sxsy3yRncP04hirutOOpDrYRGD7PeaJ9+044Y8YC8QA2Q/AnM/GvHPr/K5c0BhdcWwLGlqkCtoqLSBCWBOqtEwUFdLr+93kENUm/rv8xJ5Jb3L4pnvu56fjuzL3eNjGbFoSzF8YzpLS9Qe3h4EBERQWamclywVRTQCY4F4ReWHmFghC+9g7yw2WwUFxeTk5NDbm5ugyhdU3PxZ/T09GwQqE/lVZClINzX95/Oy8tj2bJl5ObmOhyHM9SIejwFUxODn16wMU1/hmRLJMesoYBAf20e/XT5cCyVN5U7zchSUlJCZmYmPXt2o/vWyb+H7+5ruk3nDnd9LUVWq0B4Etz/E5xYIfXDLT0PMRNg1KPgK98HXhGfMLhnBWz8K2x7Xfm4mAlw7b8huJ/9vrhpMP5Z5cdvfR16jut4Qa/gFKz+neuP2/QPKTI+JLH9x3Qlc3yF9F4WL9wj5xyCkz/CvSulYpT2pq4Cfnpe+T6rnoRZMOj2ls8XGCf1uT+5yn5f6kapv3Wo8+3BVFyjWwrUxcXFTJ8+nYMHDzoVjSJXWdddHXwqKiqdz7SE4AaBOtrfg2n9gpmWEMKIXm1zPPYN8ZIV7uqZPTi83cVpkPpm9g7yVKxEbk6fYC9uH+7ixPUKxGw2s2bNGvbt29ew7cyZM6SmpnL77bd3WqVxSkoKZ86cQa/XM2DAAEJC2h7n2hamJoTw8kr5iDSlfuuO3KNKBRLdXaAGaQHmnzcPIjbIi7c3nKWizoJBp+HZ6fGM7CUvSKlcmrjptTw9PZ7nlhy22yeKcK5Q/vo7vX8ICaHtf91XaRklZ3FLDmqAyB4evHF7Evcv3Kt4TH0P6uS0YpYdkF9s9TLqeP4a5TYXPm463PSaJq048q1eIJP4pxVE/IQaisWL19P2FKidIb3I3tndGBF4cHwvHhzfC5tN5HhOOXd+uIuKOvvovI+3nmPe6J7otB1Q8BUyQHLaWOSdXnZ4Bkuxi9Gj2n8szQkfCmGDpUWa5hz8Eqa+6Nj1UpYFez6AjD3gEwHjn1YXR1QkynPg7Drl/WfXQU3pxT6UKioqVzwRfvKfN7nltVisNrvP6Nwy+TlUqG/T8wyP8eemoREsO5DF7cOj+N3Mvg2tj3aclY/3jgv2ki3cq6dPnz6yArUgCEy+7mZ+tTKDMoX+0PWYTHW8+slyxgbWkZ+Xh8nkuGixsTlqg0JqllYjMCEugJUrV3LgwAGnXNOJiYkMGTKE6upqzp8/z6q9Z6iyaXHHgrtgxl0wUyPq8ZdJ1BEEGKHPxFeoJdkSSazWuR7USqSmpnYvgbr/DVK/5S3/ltI/wofCdf+BiGFdPbLuhSBIPbud6dvdElodXPUS9BwLSx+Wornr8Q6T/h4DblaOQwaY8kdI36HQRkeEZY9Kbm3vDrp3MddIYqhZ4V6lRwz495aPZraZpV7FD29wPna9JWw2KMuQelznH4eSNDB6S0W0cdPB6NU+z9NdSdsO3z90UZyupzIXFl0nxcMHKbeDcJmMvdJrt+Sc4+M8AmDWfx2/lhsz9il5gRpgx9tw0wcuDVPFebqlQH3bbbdx4MABAEJDQ7nxxhtJTk5m7969CILAn//8ZyoqKkhPT2f79u3k5uYiCAKenp488cQTuLk5EW2hoqJyxTA9MZQ6i41p/YKJDfJqtwKWvg5ECB83HS/Okqk2bCcGRvg6FKg12AgUqgjTlDPFTeDddw7w61//Wi3eUaCkpIRvv/1WNrHj9OnTrF69mlmzZnXo708URdatW8f27RfjlrZu3UpSUhLTpk3D21u573lHEh3gQWyQp2KvVTlig5Qn4Jeqg7oeQRB4dFIsd4yIJq+ilkAvI/6e8s5NlUubm4ZE8OGWVM7my/e3k+PJKWrv6a5CKeK7tNqM2WpD34IwOqVvMDMTQ1h7zD4u16jTEOLthtUm8ucfmtpVNNhI0OZzyhrM01f1Idhb+T5EEASCvY2cL77oyCnDDasooBXsi3IDNNUUWyWBun+YD1H+rrckaQstvfbP5FU0iOYajcCACF/uGh3NB5tT7Y7NKq3hxyM5DqM2W41WD+FD7KMP5QhLgju+dN1x0loEQYpmXPkr+301JXB8udSrujm1ZbDtv7Dr3abC+/EfpLjHpDvbNi5LHWQflGLIO8LVcDlgqZNcQOc2Swu2w++HXhO7elQXOfQViA6EEasJTq1W7qmnoqJyxaHkoLaJkFdRR0Sj/SaLTbHIL1RGWP7DNf2YN7pnk97Moigq95+OlXdP1xMXF8fGjRvttouiSKi3nnfnjeDeT/ZgscmbmiI1pYzRp+FZYyYzw+FTNdDYCb3hhLxAPaxnDyqK8poUtSvh7u7Oddddx4ABAxBFkZ07d7Jv3z6OmWPJsNmbJTyFUsVzxesKCdFUYGjBNd4SqampTJkypU3naFcEQRKFRj0GiKDROS8mqbSNPtPhyWTYu0ASVCOGSnNSoxPrTlod3LIA3h/fVOCup6pAEhDnLZd6YLc3a/4gCcFyaPRwy0Jp7vbuKGlO3Zzcw7DtDZj0nGvPK4rSz5Z//KIYnXccCk6CSeG+SWuU3OT9ZkP81eDhgrGhJF2KY0/bJsWTW2qhRy/J2V7/FZQAhi5sL5Z3DL66E6wKReFV+ZJIfe9KeUe+K1gtsPU12PxPezG8OQYvqTe7KxHjUaMgcgRkyhStH10iRde3FBWu0iq6nUD9888/s2HDBgRBYPjw4fzyyy/4+Pjw1FNPsXev9AJ56aWXGo632WwsW7aMZ599lszMTNauXcuPP/5IWFhYV/0IKioq3YwIP3cendT+kav9Hbijn7+mn8NF6rYyMMJXtt+0l1DLWF06wZrKhsir0gv3VoWFhQQFdXD/j0uQ06dPs3TpUmprlZ1X+/btw9/fn3HjxnXYOLZu3dpEnK7n4MGDHD9+nAkTJjB69Gj0+naq8pQhPz+fnTt3cv78eQICAhg4cCCJiYlMTQgmpaCF6sRGxLTQg1qOiooKbDbbJROn7uuhx9ej4/4WKl2PTqvhdzP78ujnLS9AAUzoE8jgKL+OHZSKIkoCNUBRpcnO7SNHYriPrEAd7e+BRiPw+a50jjfqsRgkVDBOn4afppYwT4F7x8YonlsURX46mkteefObd4FUqz99dPYLuIFCFWeQPrc72z0NkNKSQC2z/4Fxvfhk2znMVvsF4w+3pHL94PCOKfaKHN6yQD3gZrj+bTB0rtDPwFvg5z9BnUwhVvInTQVqiwn2LZQWXqplFvVtZlg+X4p3nPSc64u4oigJm7/8WVpgA+gzA+a82/E94i4lbFb49h44vebitpOrYO4S6D2p68ZVjyhKDvyWOLpUFahVVFQaUBKoQepD3VigzitXvjcOk5lTBXkb7dJsMoprFGOyWxKow8LC8PT0pKrKvkj67NmzXHddX/5200C7tCMjZkbqzxOrLXZ4fjny8vKwWCxU1NnYf15GdAOmJgQ7dT+ekJDArFmz8PLyoq6ujhUrVnDsmFTkWCXKFzd7Co4d3r6allOBWiIrK4u6ujqMRuV5c5eg7XbyxJWBZ6AUs94afCPhhvfgK5lCS4BzWyQx0VURuCWOLZPmykpMf0US2wGu+Zfk5pZj8z+lqO+WkolEEVLWw95PJMe43PzcEdY6qWDw1GqpACNmgiRWJ1xn7zAvSZfE6PqvsvP25ytOlcbTGL+eENz/gmjdH4ITpHQpUyWYqsFUBeaqZv+/8L3OAL2nSEWYrt5XlGbAFzdDnUwRQGOqCmDRLLh3Reuj1YvPSX/LjN0tHxsxHG7+SHLRu0J9wcy399jvs1lg9/sw4y9Nt5uqoCgFis5I/5ZlSgUDAXGSazwwHjyD1MKbFuh2nwBff/11w/8XLFiguJBdj0aj4eabb2bixIlMmjSJQ4cOcccdd7Bx48ZLZpFbRUXl0qRfmDf9w3yaLFYDjIjpwR0jojr0uQdGyMck14p6QjXlaGQ++86dO6cK1I2w2Wxs3LiRrVu3OnX8L7/8gp+fH4mJ7d+rZt++fWzYIBM/dAGTycT69espLCzkxhtvbPfnB0kIX7VqFRaLFM1aVFREYWEhiYmJTEkI5qOtzgnUIT5GvIzK0wulz3Wr1Up1dTVeXpd5/JHKJcWM/iEMifbjwPnSFo9V3dNdi1IPapBivpsL1DabjYqKCoqKiiguLqaoqIj8o+fwFoKoEJse2zPAk5IqE6/9fAoAPVaG6jJJ0OY33GtGmzMozM9TLJL9+Xgej3+5HwEbI3WZHLWEUo005sOWcOK0RXb3rYGai4uyMwd0fruHswWOBerTefb7Q3zcuCEpgu/22cdyHssuZ0dKEePiAtttjA1EjnSwU5Aq3sc/0zWLAwZPSYTe86H9vozdkHtUWqw5sQLWvSwtPLXEpr9BaboUW6dzMsWjthx+fBaOfNd0+5mfYeHVksvFr2Pnrx2OxeT878MR+z9rKk6D5Ehe8SQ8ua99nqMtZOyBorMtH5e6EaqLXXPrqKioXLb4uOnxdtNRUWvfiiO7mZCc60CgdqboD2BHinwctSDAqF6OBWqNRkNsbCyHD9u32zlz5gyiKHLb8Cgyi6v534azgEgvTTGj9OdxE+x/Pmew2WwUFBSwO9eGgjGbaQnBnDv7/+ydd3gU1/m279mi3ntFBQRCNNF77zZgmilu2AYbxyWO0504+RLnl8Rxilvijm1sMJjebHovoomOJCQQEqj3Xnd3vj8GCUk7s1oJCQSe+7r2Ak3bsyq7c87zPs9rPqY67OzseOihh+jVqxeCIJCfn8/q1avJzb3dGk5JoJ4yajBdtPlWr0/IIQgCHh4eODg4cPOmuXXcZDKRmppK166301MMRhOXMkq4mF7Mk0M6UPy3Ssen21QY8hIc/5/8/gN/l3pFa20kJ7VG1+BfHQga6V9bZ6klTvAgyw7uguuwRSaVqI6uU2DIi7e/7j0fLm+CxO3mx5oMsOknsGSf/H1dnTB94C15R21rMBmke7Pk/fD9LyTHbpfx0r1/yhEpJrw1FKVKD7nXaQ1H3pHi46e9a/09Y0UBrJgNpeYplPLH58Hy6fDU5pa1KxJFOL9a6jdeU2r5WEEDo34lPVob3x45TYqIL0wx3xf7leTMz796+1Ei3/qrEXZut8TqCPC6JVp7d5UKC9ojYeA+pMMJ1DExUuV7jx496Nmzp9XneXt7s2LFCgYMGMCRI0dYt24d8+bNa69hqqioqCAIAu8tiOb5b2Lr+5FGB7vx6ZMD0MgpxG1Ij0BXBEH6rG6IAS35oiPegnmlcUpKCoMGWVrA/fFQVlbG+vXruX7delcwwMaNG3FxcSE4uO0WcOPj49m2TaHPSQMEQWDYsGFt9rx1GAwGduzYwenTp832DRs2DI1Gw8BQD5xsdZTJ9BVtiqX+06AsUIMU860K1CodCUEQ+M2USBZ8Ktdf6zaDQj0YHG55oU2lfXF3sEGrETDKrCjmNomoNBqNvP3221RXN96uAwbqqog3+lAh2lAu2mBAS6inA//cdYWiilqCNYUM0afiKNQ2OlcURbZs2cKSJUvQas0nmhO6+xLp54xT3mWidNmEafM5WNuZLJMLpdiRZnIlWNu4+txdqESLiSBPJ7r53v02D9eaEaiv5ZZhNIlom9zzPD8qXFagBvj44LX2EagjJoKTL5Q1ccDbOMOcz6HblLZ/zpYw4Fl5gRpg75+lXsFpJ1t2zXMrpUWReV+DnXzhYj1psbD+WfnFFpAWWL6YLInU92Pkd9Yl2PYzSI+VFnvGvSE511tDZSHs+4v8vqIbcPZrGLik1UNtE85+Y91xJgPEb4X+i9p3PCoqKvcNgW72JGSZL/I3dTpnFcsL1E62OpztrFv4L68x4uagp6ii8T1TlL8L7la0SIqIiJAVqIuKisjPz8fLy4vXJnblZnY+xYkn6aQtsmpccri5ueHv748gCIr9p4Pc7eni48TxXfKFZBEREQwfPpzKykqOHDlCXl4eCQkJje43DaKGauS/f706BzGsczTe3t5s3rwZo7GZCNv6awrY6bUYDAZEUSQ/P5/8fGWX57Vr16h18iXmWj4x1/I5eb2A0lvz/Indfa0uQFBRAWDCn6QUo4wz5vtEkxSNbC2CRhIvOw2DTkOg01BwvlWka6iBdc/KJxIBOAdIiUANi1EFAaa/C/+Lgaoi83OyLkou77GvNxhzOwjTsoiSI1u2j/c9IG6zVAA580PoPM7ysTUV8O18yEts2XNU5MPyGZJI7d/b8rEmE1zdLbU8unGs+Wu7hcDsz6DT4JaNqSkaLQx9GX74pfm+6hLY+br59uaoKpKKkpu6v3V20GWCJKgHRLdmtA8MHU6grusn3atX42qKhlFwSnEk/fr1Y8CAAcTGxrJy5UpVoFZRUWl3Inyd2f3aKK7mlqHTCG3a49oSTrY6wr3k+wJnmZzx1sgL1E0jlEVRJL+8xmI06oPIjRs3WixOgyTmrlq1iiVLluDhcedulJSUFNatW4fYtNJAhv79++Pr27YOuuLiYtasWUN6unnVn6OjI3369AFAr9UwMsKL7ZeyzI5rSpiXZYHZwcEBjUaDyWTeP6ukpISAgAArR6+icncYEu7JmG7eHLiSq3jMS+NU9/S9RqMR8HC0IbfUPP4wr8k2rVaLg4ODmUAN0Elb1GiBs1rUorlyFV8nZ6Y7lOJpko98BMjMzOTEiROyxURajcCzPfTEHZUEVHvBwCT9Fc4Ygrhk9CPWEESgprhRAopGEHEXKpjco8tdubdoyuODQ4jLKGHzuXRKZNxWNQYTNwoqzAqTInydGR/pw16ZBd7DSXnEZZQQFWA5JavF6O2lRamNz9+O3vPrLYnT3t3a9rlag093abFNboElaVfrr5t8AJZNhsfXyrufTSY49r4kuJqaKTIrSZec1I+vux2NeD9QmArLp93ugVh4HdYvlhYYez/a8usdfNtyfOOhf0H049LvXGtIPgCJO6VFqZ5zwM/6onxAihK8vNH64y9vUAVqFRWVegKUBOpC6wRqXxfr1w0WjwjjmWGhxGeVEHMtn2PX8jmRnN9svHcdnTt3RhAE2blyUlISnp6enD17Fp+0g7hqrYu/FgEfb2/8/Pzw9/fH398fPz8/7O2l93SD0cSBK+dlzx0f6YPRaOTGjcaxuxqNBgcHB5KSkkhKSrL4/EruaaA+Yr137964u7uzevVq2YjzpugEsT4FzRqSribzk4PyvaxjkvOY1TfI6mupqKCzgUe/hI9HNR/13ByiCTLPS48TH0nbPMKle+jacnkRHCRhe+4ycJR5b3H2g4f+BRsUigsP/wsiH5LmDXdFmO7AlGbCN7MkF/r4/wd6mWIVo0G6z7ZUWGvrolxIUFkAX8+QimLlRFljLVxcB0ffg9x468bdZ6EU527XRvPL6Mdg/1/l+6u3JYYqqYVQwvfQ/2kp8etHmnrU4TKw6z583dzcGm13dLy98FFUVKR4fs+ePRFFkYsXL7bH8FRUVFTM0Gk1RPq50MXH+a4uIPcOcpPdnmmS/1CuqKioj5aqNhhZF5vG1PcO8+Syk2aTvuzsbM6cOcPx48dJSEggKyvLYo/m+42oqCgGD1aurLMkBFdUVLBy5UoqKiruaAxZWVmsWrXKqspoOzs7xo4de0fP15Tk5GQ++eQTWXEaMOt3PTbSx6rrdva27KDWaDSKLuqSEoWbWBWVBoiiSGlpKbW1tc0f3Eb8arKywNUr0JVREe3gCFVpMUrFVnll5j39PD2tWxy1FYzUlBZSmHnDojhdx/Hjx2UXCXNzc7l6an+jbRoBBujTGKu/SrloyzWj+e+Rl6acyT3ufrw3wMJBnfjLzJ6c+N0ExWTspGz5qLXnRyn3/Pr00LW2GJ45ERPg5dPw1BZ4ZgcsPdQxxOk6BjzbPtfNjYfPJ0iLeQ0pzYIVs2DP/2tenK6jIl+K37t+qO3H2V7s+K38AtL3v5D6wLWE3CvKTvc6SjPh1Octu24dxz+Crx+B4x/Ckf/A5+MlwbolxG2Wegpay/VDUKZcYKWiovLjIsBN3h3bNOI7U0Gg9ndtWXGORiPQI8CVJSPD+eLpgZz7f5N4ZXyEVec6ODgQGBgouy8+Pp5vvvmGLVu2yBYcNkQUIc7gw/fV3VlR1Q+iJjNnzhyGDRtGWFhYvTgNcOZGkWxRHsCoCA/27NljNgcxmUyUlVn3vmxJoG7oXA4ODua5557Dx8e6OXhLKMjPpZunvF8t5loL++ta4OyNQj4/nMzmc+lU1ljnBle5T3EPhRnvt8+1C5Lh3ArLxXljfgchFtIGe82VopvlMBlg/XOwbJLUT/lOxWm3TpID2bHt/3bvGsc/hE/HSA7zhogifP+a1E9bieDB8Op5CB+jfExloSRSZ5y9va26DGI+hPeiYdML1onTdq4w90uY9XHbidMgtWe6q2lJotRX/f2+cPIzMP343i87nIPa2dmZoqIiMyHE3d29/v/Xr19XFA/qzsvKat7lpaKionI/MzDUg41nzcVFZ09fNOVXZR2qcYlXWRdXyvJjKeQ0cJTFXMtn2K3IzePHj7Nz507ZSmU7Ozvc3NzMHvb29hQVFVFUVERhYWH94/nnn++wkc0TJ04kPT2dtLTGi5cjRoxg7NixHDlyhP3798uem5+fz3fffceTTz6JTtfyj9LCwkJWrFhhcTLdq1cvEhMTqa6uZvTo0Y0KtSyRnp6On5+fbMQsSOLekSNH2Ldvn0Xntp+fH+Xl5fXPO6abfP9yHUYG6W4QawiiGn2zEd8gxXzLFZupArVKcyQnJ7Np0yZKSkqwtbVl5MiRjBgxot2ft0eAK49EB7D5XIbZvlfG3Rt3q4o5Sn2o88rM32s9PT25etWKHq4toFevXkyePNnsc6G6uprvvvuOmhpzoRwgRFuEmxDHodownIRq/LW3Rd9Amyr6BrvLnne3sLfR0snDgdR888KspJwyJvUwP2dQmAfRwW6cu1lktm/rhUx+ObkbQe4ObT9YBw8IH932120LombADk/L7tym6Oxh2MtSr7Itr0iV9nKUZcEXU+HRr6DrJEjaDRtfkPq9tZSaMlgxV3LDRD7c8vPvJgk/KC+SVRfD5pfhyY3W9R4XRUnstkbMP/wf6LeoZYthN0/BjiaxgIYqWL9EKqywd7PuOmdXym/X2cn/fogmiN9872PJVVRUOgQBbvICc0ZR4/ePbIUe1Hca/6zXatBrrfdKdenSxWy+Dpi5mJUoMtlxtDaMXPH2msQ/d16hs7cTU3r6mR2/NyHbbJuASHebAs5tX01p6Z3NV5UEai8nW2x1jefvbm5uLF68mPXr15OY2MIoXQs4Ozsz0M+WK/nmn3cxyW0jUH988BpvbU+o/zrE04EtL43A1aGVfWFVOjSiKCL0mAkpS1pfxNdawkbByJ9bPkYQYNo7kHpMcvA2Je9Ky5/X0VtKSPLpcevfKKkwtu7e0GSUIrPjt0qPYuves2Tx6QGhI8AlQIrVzomTiipr78w0Y5HcePhsnOTqHfISaDRST/EzXyuf49UNFq6W5mMLV8Pqx+DaPvljq4ph+SMw9wsp5vzkZ/Ix7EqEjpSEadd2SnwY9Lzk4jbKz9/bhaoiKVo8djk89LbloosHjA4nUIeEhFBUVFTv8quje/fu9f8/cuQIQ4YMkT3//HmpctzGpvl+JioqKir3M7P6BvLOnsRGcaY2Wg1/md2Xi/tSuHnzptk5K/ecZk+1eRTt50euM6yLF5cvX2bHjh2Kz1lVVUVWVpbVRUCFhYXtKlDX9VjKy8ujoKCg/lFZWcnSpUstnqvT6Xj00Uf55JNPqKiowM7OjlmzZtGtm+S2GjVqFIWFhZw7d072/NTUVLZs2cKsWbNaJE6Vl5ezYsUKi1XWI0eOZPz48ZSXl3PixAmre4eXlZXx+eef4+joSK9evYiOjm5U0FVVVcWmTZtISEiwcBWJvLw8unS5/bvi42xH7yBXLqQ1jm2K0ObSVZeHj6aMnTWRhHs3//NWHdQqraGsrIzVq1fXi3zV1dXs2bMHe3t7+vfv3+7P/+YjPUnKLiMu8/bv6bPDw5jUw3xxS+Xe4K3ooDYXqCMiIjhx4oTM0S3H1dWVadOmEREh7wiqra1t5M6RvYamijH6ZDbVRDFQTCNSJ82Fgmyr0GjufQFEhI+TvECt4KAWBIGlo8L5yUrzKD6jSeSLIyn8cXpUm4+zQ6Ozhb5PSIsdzSFopBjpsb+TFqMA3MNg1Xxlgbu2HFYtgG5Tpbi45tDolMVYYzV89yQ88l8p5q4jUlMO239j+Zjk/dJC6aDnmr9e4g7lRbSmVBZIbugxzTx/HYZq2PwSUrhsE8pzpQW/qf9o/joFyZB6RH7fgGel11Ag0xv10kZVoFZRUQFux0g3xdxBXSl7nJ/L3e1P3KVLFw4cOCC7r3v37qSkpFBZaT5Wkyhw0ejHeYP0GTpSn4yrUMl1owcpRg9e++4cwR5D6RHg2ui8/Y3ak4iEaArpp0vHVVNFqfwtT4uwcfcDmVALJWe7ra0tCxYsYM+ePRw7ZkUf1mbQaDS8+OKL7EsqYsVF83u0mwWV3CyoINij9UWE+6/kNBKnAVLzK/jD5ku8v7Bvq6/7Y6e6upr4+HjKysoICAggNDS0Ufu+tqZpe0BLx61du5bQ0FAGT/qr1Hrl6u52G1cjHLykvsMaeXNGI5x84OF/SX2sW0uXiTD4BfDvA07yBo56NFoIGSo9Jv9VSjqqE6ubE8R9e0qCdOgIKd5cLrrcZIKiVMiJlwTrnHjpkZcIpiZJc1ob0DuAjRPYOEgOYb0jlKRBYYryOIw1sOsNqTVN+Gg4aOFe1TkAnlh/O6Jabw8LVsF3Tyj/PlQXw8o5Fr8VZmj0MO4NGPaKdT/31uLkI4nUMf+17nitjRRH7xEOFQXSz7i1EeHZF+HLqdDrUZj45u254ANMhxOoe/fuzblz54iPb2zlHzJkCFqtFpPJxMcff8yLL76Ig0PjD8yVK1cSHx+PIAj1AoOKiorKg4q9jZaNLw7jT1viuJBWRJiXIy+N7cKgMA9KQ0NlBWp/bRnS4ljjxe59CTnEJqSyc/PmNh1jUVERwcEyPRGbIIoiqamphISENCv2iqJIdnY2ly5d4vLlyxQWyn/oV1ZWNi8IuLoyZ84c9u7dy9y5cxv1lRYEgWnTplFcXKzYr/rChQu4u7tbHb9dXV3NypUryc9Xrkzu168f48aNA6T2FnX/t4YLFy4giiJlZWXExMQQExODn58fffr0wd/fny1btlBQIFMx2gAnJyceffRRQkJCzPaN7ebTSKAWMNFDJ1WZu2mqmGKbgJu++fGqArVKazh79qysA3X37t1ERkZanTLQWlzt9axeOoT9CTlczSljaGdPhoRZFxOtcnfwcrZeoA4PD6dnz55cunTpjp5z8ODBjBs3Dltb5Z6MTk5OLFq0iN27d1sUxZ011QRqSjhuCKVQdGCw7gaa6lJqamruefFthK8ze+LNe0on5SgXW03q4UeopwMpMsL26lM3eHV8xI/PSdP/meYF6i4TYeKfwbeJNT14ICzZI7mbCxRi0kWjdeJ07wUw6S+Sy/raXuVrbfoJVBbB0Bebv+bd5tA/rXOj7P6jFLXo2Vn5GEM17Pxdy54/5r+S8G1Nr7iDb1tejDz5KfR9svl+1Oe+Vd7X9wlp8fHwv8z3pR6Fkkxw8W9+rCoqKg80SgJ1abWBkqpaXOykz2WlHtR36qBuKQEBATg4OMi213JwcGDBwOBxNwABAABJREFUggXs2rWrUdsqe1dPvsvxpUB0xAYD42yu4qeR1GUvTQUD9WnkmBz5y7Ic3lryMKH+0v38zYIKErOl9ZIATQn9dGl4adrGoajT6Rg+fDjf57lDrnkKXoCF6HSNRsOkSZPw8vJi67ZtiDJJeQ0RBAFnZ2fZubXJZCIxMZEhnSMVz49Jzm+1QF1ZY+QPm+Tvrb+/mMlvpkYq/g6qKFNQUMCKFSsareX4+PjwwgsvtItIXZf499BDD9G5s/L9kyiKbN++nfj4eOLj4ykpKWH8glVoErZKUdm1FVIxpMl462GQ7i/r/m8ySkWR2XGtS/2Z/YnUY9paesyGy5sgfkvLnqfLRBjzWwga0LLz6hAEqd9yQDSM/4Pkfo7fCkm7JDFTbw8hwyVBOmSYdfeWGg14hEmPyIdubzfWSu1oBK0kRNs4glZhvlVbCXv+BCc+tvxcKYelhxK2rpI47dZk7VdvBwtWSkWvSTubf03NETpSEvv9+9z5taxh/B+hPA8urL69zSVQmlN4RoBXBHh2kR5unRoL5qIoFRXnXpHmALmJUvFAXiIUm6/Vy3JxrZQWNfpXUl9wnfJ6w/1OhxOox4wZw9dff01ycjKZmZn4+0uTKG9vb6ZMmcL333/P9evXGTVqFG+88QY9evSgoqKCzZs389Zbb9VfZ/bs2ffqJaioqKjcNYLcHfh8kflNUlhYGIcPm99AaE21eAiVFIiNJxw6jGzeuA6NQvxoa1ESj5sSHx/PmjVrCAsLY/Lkyfj5md9k5ubmcvnyZS5dukReXvM3r4WFhc0K1ACdO3cmLCxM9sZep9Mxb948li1bpvicBw8exN3dnejoaIvPYzAY+O6778jIMI8IrqNbt248/PDDrY4LrksRaUhLHO+dOnXi0UcfxdnZWXb/uEgf3tubVP91mKYAJ+H274yrUMXKb77m6aeftuicVwVqldZw7Zq8IFNVVcW+ffuYPn16u4/BxU7PI9HyvfBU7j2KEd+l5p9tGo2G2bNn07t3b65du8ax+BsUFhXjKNRgLzQf8evj48OMGTMICrIuVkyn0zF16lSCgoL4bt1GdIL84qK3ppwbJg+uGH0oMtkx1uYamZmZskVDd5MIn9vv6a72err6OhHh60yPAOWIY61GYMnIcN6QWaisqDGy4kQqL401T3V5oPEIg55z4dI6831+vSXR2FLPNo9wSaRetVCKw2spNk7w8L+hzwLp64WrYeNSuLxB+Zydr0uO4bG/vx2VbaiRXBfFtx5FN6XFlpJ0abFR7yA5NPT20v/rHvXbHMHWCQL6ti6aLycBjn1g3bG1FZIQ/+wOZafF8Y/knccAWltp8bQp1SVSscHEP1t+/szzcOQdy8eIJvjhV/DMD8px5CajskDtH327oEFOoEaUelcPecHyOFRUVB54lCK+QXJRu/jpMZrERu3AGuJ/lwVqjUZD586duXjxotm+2NhYYmNj67/WarUMHDiQpKQkwrX51Bi1TNAn4aYxF9t9NOX4GJP58pMPCAkJpXevnlwsd8JbKKOfLq1Ru5WWIggC7u7ueHl54eXlhbe3N926dcPBwYFln8sXKvorOKgb0q9fP2xdPPjP8o24ClXUoKVUtKVMtKVUtGXpxN6M6xOOi4sLgiDw7rvvys6vL1++TJ8+fYj0cyYhy/x1Hr+Wz7wBzZsM5HhvbxJphfLue6NJ5JuYVH47VVkcVzGnrKyMb775xmxtLTAwsF3E6draWr777jvy8/NZsWIF48ePZ/jw4bJrVIcPH+bUqds9m48ePUppaSkzZsxA17MFuowoQv41uHEMbhyXorgL5U0i9Qz/GXSZYP1zgHSP9fB/pMI9a1ru3KkwrYR3N+kx6pdte12QxGi3TtYdq7eXEnwiJsKml6SWQS1+PltYuAp8FZKxdLYw/xtYswgSt7f8+ghSm6Thr0Jg+6fmNUJnKxVBTP6bFL/t5CvNX6xBEMDRS3qEDm+8r7pMSm3a9YbkgrdEbblURHDmm9s/qweQDidQP/zww/VO6Y0bN/Lii7ertf/xj3+wZ88eampqOHv2LHPmyMcAhIeH89JLL92tIauoqKh0OIKCgtBoNLJ9qPu617C3oKFALTJcn4Kmug0yq5pgjUBtMBjYvVuKfLl+/TqffPIJffv2ZezYsdTW1taL0tnZ5v2gLFFQUEBAgHVRKJZu7O3t7Xn88cf5/PPPKS8vlz0mPT3dokBdXFzMli1bSE5WWPxEEofnzp2r2Du6ObKyslr8PWrIkCFDmDhxosXn7xXoipeT7S03okgvnfkNbF5eHsuXL2fRokWKIrUlgVoURbWfr4oZNTU1FnvNxcbG0r9/f6v/5lUeTLxaEPEN0nt/165d6dq1K9+kHedYjrRQocWEg1CDo1DD5AgXxneWXCh1i3xdu3YlOjrarNe0NfTq1YvfbU8louwiLhrzcXkIt5062aIL22qiiI6/cc8F6pER3ny7ZDBdfJ3wdrK1+n16bv8g3tmdSH65eZHAl0dTWDwiDDt9O8azdUQe+qck+NbFSbuHwpjfSTFu1iw0OnjAU5th0wtweaP1zxvQF+Ysa+wk1tnAnM/BzhViv1Q+99A/pcVCY40kRpdlIxtX3WIEKaJvwp+te+0gLWL+8EvrekXXkXZSEpPlehSWZkuvT2l8j6+BNU9JvfKacuITydHg7Gu+DyQXy6aXJLdQc9w4BhfXQe9H5fcnH5AKAOTo+4T0r0+U1P9Pzq19eYMqUKuoqODjbItWI2A0mb+HpxdWEunnQn5ZNQaZ/QC+dzniG6S2LHICdUOCg4OJiopi//791NTU0EMLXbW52CgUBNYhADdSU7iRmoKIwMO21n+2abVafH1964XouoeHh4fiPWLTKPU6rHUV9+gSSpxDbzJlHO5pBhfc3d3rv46KiuL4cfNitmvXrlFVVcWQcE9ZgXrn5SxqDEZsdC27P0vIKuHzw8rrHXA7Qcfe5v689yspKSErKwt3d3e8vZuJeG4D6hL45NbV2qPFlSiKbNu2rd7gIIoie/bsISMjg0ceeaRRYtTZs2fZt8+8NcqFCxcoKytj/vz5FhOmGiEI4NVFevR7StpWmgU3Ym4L1tmXpII+QSsl2Iz/Y+tepJO3VKy59mnlY7pMgNG/ldKLfgx0mQAvxsDWn0rObqsRpHlEUwG2KTpbmPc1rHvGuqQnkITv6IUw7KeWU5DuBo6e8jHrrcXWSRLdIyZKBbeH/wMG+c+Gegquwcq50HUqTPmbVLT8ANHhBGpvb2/+85//kJGRYRbhHRUVxaZNm1iwYAHFxTITRKQFo61bt7Zrz1MVFRWVjo6NjQ1BQUGygk4Pl2r2Nkh5DtUUEqa1HPvcWqwRqE+cONHoOFEUOXPmDOfPn8dotGJBT4Hmoqxbgru7OwsXLuSrr77CYGi8IDphwgSGD1e+IRNFkXfeseyc8fHxYeHChej1rY86VeqV3Rx6vZ4ZM2bQq1evZo/VaATGdPNmXexNwjUFuGvkb6Jyc3MtitRKArXBYKCystLs819FJTU1VbbgpiE//PADzz77bLv24lLp2CgJ1AUVNRiMJnRa5d+Nhv2VjWgoFe0oFe0IiYhi1IiwNh2ns7sXV4p9GKgxj/fyaBIlWSba8sdDxbgFZTKl572L5/V2tsVbIULdEnZ6LYuGhfKf3Ylm+/LKqtl4Np2Fg6ys8n9QcPCAJzZIjuPaSvDqquyaVUJvB3O+kBwS1vS0HvYKjPujJEg3RaOFae+Ag6eC+/YWqUdbNkarEOHY+5JgP/0D60TqC2uUYwY1evO+e3Xs/xtETDKP0d77JtQoRNX3fUJytA/7Kez7i/l+Q6X0PXtIQeA+8q7UR85adr0BXSeDncx90tkV8udobaHXXOn/ggA9Z0s9rZty84Tkdm+NY/1BQBTh9DK4tAEQoMdMqS+3WhSp8iNDp9Xg52JHuoxQWieeyomfddxtBzVgMWJYq9UyYcIEiouL2bnzdoSsIIANlucOTRGsLLzSaDQMGDCAkSNHKiaPySGKIhkKvb0tOdub0ivQVfZndDG9qNHXSgK10WjkypUrDO3sy1fHUsz2l9cY+eXa87y/sJ/VYzKZRF7fcFGxsKGOoopaNp9LZ8F9du9XXV3Nrl27OHPmDKIovca+ffvy8MMPt6pg1RrqEvgyMzPN9vn5+REYqJzqVVNTQ1ZWFra2tnh7e1s9Pz558qRsKl9cXBy5ubk89dRTODs7U1BQwNatykJmcnIyX375JY8//niL/kYa4ewHPWZJD4CqEqlQz8Gr+f7PzdFjFtw8Ccc/bLz9xyZMN8TBA+Z9A+dWwvbfKN8bN+Thf0lCqzXobODRrySR2pIIbusKAxdLvb6VCkAfFPT2MPrXUrLVrj9A3Kbmz0ncLsXnv3ZZmg8+IHQ4gRrglVdeUdw3efJkkpKS+Oyzz9i7dy8ZGRloNBrCw8OZNm0aTz/99D3v0aaioqLSEQgLC5MVqKsLs/Fz7kTWrdiuVJM7Fw1+sm7YiIgIFixYQGlpKUVFRbKP4uJiRFHExsYGd3f3Ro/mqkrLy8s5dOiQ7L47EaehbQVqkFzpc+bM4bvvvgOkyfCsWbPo2dNyv0BBELCzs6OqSn6i7+rqyhNPPGFVHHlz6HQ6MwHdEp6ensyfPx8fHx+rzxnbzYd1sWmkm1woNNm3SqRWEqhBqkpWBWqVpijFezckLS2NCxcuNBu3r/LgoiRQiyKk5FfQxUe+gLXaYFRcMAzxbPv3I18XO66L8te1FwzYU0sltwuWakwCL6w4w2sTuvLKuC5oNPeXoPLkkBA+OnCNylrzz/XPDiUzf0Dwffea7hhBsD5+TwmNBia+CW4hkqNYlFmId/SGWR83H4EoCFJPPHt32PX7OxtXa6gTX5sTqSuLLI/vkf9KMdjXD5rvM9VKUd/P7bst1KfHwjkF4dfW5bY7Z/ALUn++8lzz405/KRUANP155sTDobeVxypHWZZ0zqT/a7y9ogASvpc/p/s06edWRw8FgRokx/0w5bWWDoMoSg6bhO8l102/RRBovVAiy8G34cDfbn+degRKMmDC/7uz66qo3IcEuMkL1OlF0nw1q0R+3mqj1eDhePfXWx0dHQkMDGzUZ7oOX19fEhISSE1tJia1jejTpw9jxoxp5FS2lsKKWqpq5UXzlgj/vYNc2RVnnpx2Ia2xkSsoKAhnZ2dKS81d0pcvX+bhmQqRvMCW85kMCE3hqaGhVo1p5ckbnL1RZNWxXx5NYf7A4PsmNe3mzZts2LDBzHxx9uxZysvLmTdvXpuL1CaTiU2bNikm8PXo0YPS0lLZdZXExES2bNlCWZkkMNrY2BAeHs7UqVNxdXVVfM7U1NRGRR5NcXR0rF+n8fDwYNq0aWzdurVesG9KVlYWy5Yt44knnsDLy0vxulZj5yJfwNdaJv8NggfB1T3g6AORD7d9lPf9hiBIxZkhw2DDUimBSIlRv5YK/VqCVg9zv4T1S8zFWGd/KZWo/9Nt+3O+H3DrBPOWQ/JBqTggN97y8SN+9kCJ09BBBerm8PLy4vXXX+f111+/10NRUVFR6bCEhoZy8KD5Al11dTWP9XfhP0elRTYRgVhDMLkmR0bor9fHYLm5uTF79my0Wi1ubm64ubnJPo/RaMRgMGBjY9PiScb+/fuprpaPXm0JgiDg5uaGh4dH/cNSRWlr6d69O5MmTeLIkSMsWLCATp2aX1wWRVHxNTo4OPDkk09aFGytZcqUKYwZM4a4uDjOnz/f7CQ9MjKSmTNnYmfXshubkV290GkEqk16dtZ0Y7LNFYsi9ddff82iRYtwdHSs3+7k5KQYQV9cXCzbg1zlx42lePyG7N69m8jIyBb/Xqs8GARY6N+36uQN/jBNfiHuZkElCmsrhHg6yu+4A3xcbCkwKRcluWsqqDSZLyC9syeRhKwS/j2vDw429880zt3RhvkDg2VdOsl55eyOz2Zyj7Z53y8tLeXGjRvY2dnRqVOnO0omuW8YuBhcgyVHQkO3Q+fxkjjtZH0RGsNeBns32PKKvODdnpxdIaWGz7AgUu/7i7xIDBA6EnrPh9AR8OFQqUd0U7IvwsG3JOFZFKVFICVG//r2987WCUb8XOrH3RRTLRz8BzzyvwbbjLD5JSkSXY5OQyX3g1xM+fGPoO+TUm/COi6tl++DDRD9eOOvvbuCb08pCrMplzZ0fIG6ukzqi94wAvLsClj4HUS0sNdkHTkJ0s+9KUf+A90e+nE6pVR+1EhuXfOkszoHdZaCg9rP1e6eiYpdunSRFagzMjKaPdfd3Z0+ffpw8XIc+bk5rXr+yMhIxo0b16LC7qYoxXuD9RHfAL2C3GS355RWk11SVR/DrtFoiIqK4sQJ877X165dw1ZjxFanodog/3n/561xhHk5MjLCsukgp6SKt7cnWD3+K9mlxCTnM6xzG4iW7YjRaOTgwYMcPnxYUYRNTExk7dq1PProo20mUouiyK5du7h0SeZz/Bbnzp1j4EDzz65Tp07xww8/NBpvTU0NCQkJJCQk4O3tzfjx44mMbNwHvKSkhDVr1igmlrm4uJi1o+vXrx9OTk6sXbuW2lr59JqioiI+/fRTpk2bRu/evS2+7ruOIDR2aKvcxiMcntku3ScdeMu8VU3fJ2Hs71p37TqR+uxYqRBRawPdpkqtjnQtT+t6oAgfDS8chlOfS8lPcnMZr64waOndH1s7c/+sbKioqKiotIigoCC0Wq2sE7mHczX2em0jN9MNkwfbahyYYp+Mi6aa+fPnW+Xq1Wq1re6b3K9fP3Jzc1td8RwWFkaPHj3o3r17IwG0PRk6dCh9+vSx+vlqa2tlJzR6vZ7HH3+8bapJb2FnZ0e/fv3o168fhYWFnD9/nvPnzzeq9hUEgfHjxzN8+PBWLTC42Ol5dEAQq07epIo6kToBd438QkZOTk69k7rue6bRaHB2dpZt11HX41VFpY7S0lJycqxbTCovL+fAgQNMmTKlnUel0hFxc7ChZ6ALl9LN30fWnL7JLyZ1lRV2bxSUy15PECDY487TLZri62xHNXrKRT2OgvmCjodQQQbyDoftl7JIza/g68WDFB3jd8qK46lcTCumi48TnX0c6eztRJC7A9o7cDkvHhHGN8dTZXtefnoouU0E6ri4ODZu3Fi/SObr68tjjz1m0S3ywNB1Evz0LMR+Jbltu0yAzuOs7+vckL5PSD2p1z2rLLC2F3VuZjmROv0MnFomf55GL/UTFAQpwnrqP2DTT+SPPfIOdJ0CBdclkVgOzy7miz8DnoWY/8r3gT63Coa/JvVOBCkyMj1W/tp2blLEYcx/pb5zTTEZ4IdfSX3G6+7TlOK9XYKkCPKm9JglL1BnnJFet0fbti1oMwpTYdVCyLnceLvJIP08X4ltnatm75+VCy6+/zk8f0CKur8fKcuBxJ1SYUmXCVJcpIpKMyjFSTcX8e13D/pP1xERESFbfN8cXbt2ZdasWdjb2zNmzBgOX0zmnTV76STk46Ywf22IwcGLpQsfITg4uDXDboSSQK3XCi26p+sVqHxfcyGtmIlRt39OPXr0kBWojUYjp89fUhSnAYwmkRdXnmHji8MVU4gA/rwtjtJq61PcQHJR1wnUJSUlXLx4kaKiIkJCQujRo8c9d1fn5eWxYcMGqwogrly5wrp163j00UdbvS7WkKNHj8pGs9fh5OTE008/3agg22QysXfvXo4etdyOJTc3l9WrV2NnZ0f//v0ZM2YMgiCwZs0aysvl50NarZZ58+bJtm7r2rUrixYt4ttvv6WiokLmbEkg37BhA1evXuWhhx5SC8nvF7Q6qViz83jY9yYkHwAbZxj5Ggx79c5apGg0klO6/9NtNNgHCK0ehvwEes6FvX8ynwNMeUu+ZdN9jipQq6ioqDyg6PV6goODSUlJMduXlX6DeQP6sDymsTBcItqxoaIb/5nWCX//9u91GRAQwNNPP01CQgK7du2yqmd1cHAwPXv2JCoqqvX9bO4AQRBaJIbX1Jgv7mo0GhYsWNAuLu863N3dGTNmDKNHj+bmzZukp6djMBjo1auXohveWn4zJZLU/AqOXcunCj2XHPvykO0VSovkY9XlRGoXF5db8fBgQkArSKKFKlCrNMVa93QdJ0+epF+/fnfkcFC5f3licAi/3WDe87W0ysDGs+k8PjjEbF9KnvyCSoCrPba6thct6pwtBSYHHLXmhTrBmiIuGZU/g+MyS/jTlsv897E7jLxV4MCVHPbENy4KsdFpeHZ4GL+dGqlwlmWCPRx4qJc/W8+bL/TFphZyOqWAAaEerbo2QEpKCuvWrWvk/MjOzmb//v3MnDmz1de9r3DykRaS2oLu0+HxdbD6seZ70Nl7SKKwazC4BYPeQeqtXVtx61EJNeWNtxXdUBa/z60AxFsi9a2/P5MRtr0mbZdj2CuNHcd9FkqujIYu3DpEkxT1XSv/dw/A5L+bL/7o7aTv79ZXZa5plOKj534B+ddg3/+ZH1PHlLekvoqjfwMX1kqx3k25fhDiNkt9krMuQeY5+WtFL5QXVnvOlu+ZDVLM98ifK4+vtZTnSb8LrSmKAEg5Amuegop8hevnSP2+J77ZsuumHoMrPyjvz7oAp7+AQc+17LodgYTvYc2i233XPSNg/grwad37tMqPByW37m0HtbyQ6ncP+k/XERAQgL29PZWVyi7khgiCwNixYxkxYkSj/rsje4VTYLTl1dVncRcqCdMWEKopwEXTOKUiz+RArCGIN2aPITg4oE1eg6Lw72rXolYnHo42BLnbk1Zo/r24mFbExKjbfVstxXyfOnsBsNzjtbTKwJLlp9j00nDcHMxFkf0JOXx/wbxHMoCdXkOUvwtnZKK/98Rnc7OgAhdtLcuWLatfAzh16hTJyclMnz79nojUoihy+vRpdu7c2aLWaQkJCaxbt87MZdxSzp07x549exT3Ozg48MwzzzRaBzMYDGzatMmi47opVVVVHD16lGPHjuHm5mZxHe7hhx8mKChIcX9QUBCLFy9mxYoVFq9z4cIFbt68yZw5cyxeT6WDEdRfKpqsrQSd3Z0J0yrW4+QtpTP1f1Zq5ZRxBiKnQZfx93pk7YIqUKuoqKg8wISFhckK1KmpqSxaMoOvj6eaxZoa0LI+sYYZI+7OGAVBoHv37kRERHDy5EkOHjxoFokdEBBQL0rfqbh6t2n6WhwdHZk1axadO3e+K88vCAKdOnWyKo7cWtwcbPj2uSHEZUgTyTAvRwzVw1i+fDl5eXmy5+Tk5PD111/z1FNP4ejoWB9rni06c6CmMz10WXTT5qgCtYoZ1vSfbojJZGL79u089dRT97z6XuXu80h0IH/fnkBxpbkzefmxFB4b1Mns9yI1X94x0B79pwF8XSSXTIHoQDDmArWPpoxoXTrnDPJFTEPCPfjzjB7tMjaAa7nm348agwkn2zsT65eOCpcVqAE+OZTcaoG6qKhIMZbw0qVLTJ8+vU0cLT86wkfDSyckl29hquSqdg2SHm7BkiDtEijFX7eU5APw7QIwKAgN51ZKEdyP/FcSYE9/oSzSunaCUb9qvE0QYNq7cOM4VMjclxRY+FyJmCQ50uWIfhyOvAuF1833XVoPw38GO34LBgVXXpcJ0GeB9H9bZ6nX9AaF/n07fw8RE6XvhRLRj8lv9wgH/2j579nlDW0rUCfuhP1/hczzoHeUYhpH/gJ8lXubmnH6S2nxTS7yvCExH0r9qD2tvIcWRdj9x+aP2/cXiJopLQbeL5RmwfrnbovTAPlJ8M0sWLJb+jtVUVFASaDOKqmi1mhS7EHdkj7JbY1Go6FLly5cvGhehNgUe3t75s6dqzjffiQ6kKTsUv67/xqFBgfOEIinUE6gpgQbwUiGyYUMkws6jYZRXdvufUGv1RDu5Uh6UWUj57K/a8uTD3oHucoL1OmN7ystxXwXZd1ksK6S04ZOGFEuLkrJr+DFlWdY/uwg9Nrbx1XUGHhjk7Io+ur4rvQJcuWxz82fWxTh65gUQgrPmM3/z5w5Q0hICH369FG8dntQWlrKli1bSEpKatX58fHxdyRSJyUlsXnzZsX9dQl8np6e9dsqKytZvXp1qxMJRVG0KCr379+ffv2aL4j19PRk8eLFrFy5ksxM+YIFgMLCQr744gvGjh3L8OHDGxWPqHRw1ISWe0NQf1iyV5oPhI2816NpN1SBWkVFReUBJjQ0VHZ7TU0NNjXFTOzuy664bLP9BxNzScwupavv3XMo63Q6hg0bJvWHuniRnJwcPD09iYyMbHQTfr/h5ubGT3/6U6qrq9HpdHh4eDwwC+VRAQ1iFm2cWbRokUWROjs7m6+//ppnn322XqC+YPCnCj2xhmAuGPy5ebWGkWXVsjFn+WXVuDnY3FHMrMr9hSiKig7qPn36kJycLOsIuH79OnFxcfTo0X4inkrHxN5Gy4KBwXxyyPz3JjG7TLbnXWqBvJOyPfpPw20HdaFJXgAXBIjWZeAuVHC4NhwDtz8zFg0N4Y1pUY0WCNuSaoORGwrfD0vxjtbQM9CV4V08OXrV3CG5Jz6bqzllLX6OmpoaVq9erRgraDAYyMvLw9fXskNIRYG6uOy2JnwMPPYdfDtfWaQ+/6307/g/wl4FNzDAQ2+DjczfkpM3TH8XvnvC+nFpdDD5b8r7tXqp594GBbftyrlQZn5fDUixiNPebew86TUXYr+EVJlIzpI0OPB3uPCd/PVCRkhCtBI9Z8sL1FkXIe/q7Tjy1lJZCDteh/Orbm+rLYdL66RH5DQY9UsI6Kt8DWOtdI1Tn1n3nKZa2PUGLFzV/LEA8VuUY9wbUlUMe/4fzPzQuut2BI59IH2/m1KaAd/Mhmd3gEPrUylUHmyUIr5NImSXVCn2oPa9hxHfgFUCdUBAAPPmzZMtaq82GIm5ls/uuGx2x2Xj7qCnsKIWEMgXncg3Nr4HGRTmgbOdvs3G/9jgTjw2uBOiKFJQXkNmcRXpRZXY61u+NtAz0JUfLponcFxML0YUxUbFmEox3wIi3XW5pJo8yDJZbp9w7Fo+f9pymf+b2bP+2u/tTSJdIbY80s+ZJSPD0GkEuvk6cyXbfL6261QcY7kqe/6uXbvo2rWrVS3n2oKEhAS2bNmieD9pLfHx8axfv545c+a0aM0nLS2NNWvWKPa61mg0zJ8/v1ECX1FREStWrFBce7lTgoKCmDp1qtXH10WPr127lqtX5X+ucDuO/Nq1a8yePbt+XUhFRUUBjQb6PXmvR9Gu3JNSlbp+pe350OlU7V1FRUUlMDBQ8f3w+vXrLBmpvLC17LCMO+Qu4OjoyJAhQ5gxYwbDhw+/r8VpkD7zPDw88Pf3x9vb+4ERp+VwdpZEaks/s+zsbA4fPoyLiwv5JgcyTLd7aNWi43C+AyP+sY8VxxtXAZ9KKWDqe4d5d09iu41fpeORk5NDWZl8vGz37t2ZNEnB5Qbs3LlTNmJf5cHniSEhKNWxLD+WYrYtNV9JoG4fB7W3820HtSVCtEU8ZBOPI9VoMPHmtG78+ZGe7SZOg/S9kOsTDdDZ+84EaoClo+TdTKIIL397Rtb5roQoimzevJmsLJmI5AZYcnKo3EPCR0sitc7C4vP5b+HjEVBtnjQAQLeHJMeuEt2nQ+8F1o9p8AvgFWH5mJ5zwLu7/D4lcRpg0puS87whggBT3wZB4d7w2AfKkdd9mxHee8xS3nd5g+VzmyNxJ3w4tLE43ZSEbfDpGFgxR3KyN6WiQHL7WitO13HlB7i6t/njjLWw58/WX/fcSvlxdkQqCiTXuRJ5V2DVAqi5M6FF5cElwE1ZaE4vrFSMor6XDmqg2QSy/v378+yzz5qJ01eySnnp2zP0/8senv7yFCtP3CCntJriylq6WiiMGxfZPu2CBEHA08mWnoGuTO7h1yqXdu9AN9nteWU1Zj+/oKAg2f7BdQRorEswW3niBl/fahEXn1nC5wrrRYIAf53VC71WgyAIPD08VPa4rsYbis9VXl7OgQMHrBrXnVJWVkZcXFyz4rS1yVxxcXFs2bLF6ufPy8tj5cqV1NYq3wPPnDmTLl1uF5ZlZGTw+eefNytO30nLKzc3N8V5uBK2trY89thjjB8/vll3dEpKCh999BHx8fGtHqOKisqDwT0RqOsqgkRRbNeHioqKyo8dnU6nGO2ckpLCwFB3ege5yu7feC6d3NJq2X0qKko4Ozvz9NNPWxSpExMTcXFx4aJBvsdqVa2JcC/JuSiKIl8cuc7CT4+TU1rNB/uusjfewgKwygOFkntaEARCQ0Pp2bMnISHmPYVB6md+5MiR9hyeSgcl2MOB8d3lHbO747JJK7y9AGUwmrip4BgObSeB2k6vxc1BT6loS61oeTrmoankIdt4pthcYZhfuwynEddy5BeitBqh3lEuiiJZxVUcSsxl2ZHrvL7hAh/stS4OcWSEF9395Z0SCVmlLFl+isoao1XXOnLkCJcvX272uIwM+VhxlQ6ANSK1XEQ3SOdY4+6e+g8pirw5HL2t6+Gt0cK43zd/XENCR0K/p+X3+fVsef9jG2eImmH5GLdOEDRQft+lVgrUlYVS/+5v50GplYUfV/fAF5Phq2lStLsoQnacJF6nHG7dOHa8LgnQloj9ynKUuxzf/xKM1vccvWcc/0jePd2Qmydg/eL74/Wo3HWc7fQ428kXscdnljSKn27IvexBDZJDs3fv3mbbdTodjzzyCNOnT5ctzhcE+P5CJmXVjf8eTCLMHRAkm9xlq9MwtZf8XLUj0CtQfg0H4EKaecy3pVSpAI1CEZgMf956mQNXcnh9w0XFgsbHB3eif4h7/dczowNxtW/sRPcWygjUWhbGT5482agIURRFtl/M5BdrzvP/Nl/iYGIuJoUxtAQnJyfCwy0kkiAJr9bqDFqtlp49e1o8prq6mpSUFGJiYvjmm28s9lafNGlSo9/7pKQkvvzyS4visV6vZ+HChbz44ov89re/pX///uj1LUsDuHTpEu+//z5bt26lqKjI6vM0Gg0jR47k2Wefxd3d3eKxlZWVfPfdd2zdulUtLFdR+RFzz8L+VQFZRUVF5e7QNOa7rnr2xo0bmEwmFo8Ikz2vxmAyc7GqqFhDc07qvLw8Cgx6UkzyE5begS4M7exJebWBV1ad5c1tcRgaTD5f++4cNxQcjyoPFkr9p4OCgrCzs0MQBKZOnapY0X706FEKCgrac4gqHZSnh4XKbjeJsOL4bcdGRlFVo/eXhrRXxDdAiIcDIgKFYvPRhY5CLT6asrsitF7LlV/sCvFwwEanYfmxFHr/eRdD/r6Xp744yV+2xbHq5E12xll2MdchCAJLRykvAp5KKeTlb89Qa5RfHK8jMTGRvXutcFGiOqg7POGj4fE1lkVqOUb/WhJhm8PeDR75X/PHjf+j1GfbGiKnWY6ubojOHma8L8XzKTHmdUkgt5aes8DGivenHrPlt+fGQ04LHUtXdsD/hlh2TVsi5TB8/Qh8Ng6WTYSiZuYYA5dAYH/5fXlX4NQy5XOrS+GgQvGCoAEXhf7M2RfhtIXrdgSqiuHkJ9Yde+UH+P41qSjgfkIUpb73Ku2KUh/q2BtFiufca4EaYPLkyXTr1q3+66CgIBYvXkzfvsrvyRE+ToqpOKdSClm2aAC+Lo1F6l9O6qb4PaqsMXLsah6J2aX3bG3b1UGv+JoupheZbbMkUHsKFdhgXTGLSYTFy09z7qb5c4CUEvSryZGNttnbaFkwqHGCSLQuvdnnEkWR77//HpPJhMkk8vqGi/xk5RnWn0ljeUwqi744yfj/HOSLI9cpqWpctJSZmcm6devYvn27Va/L31++GKHO8FFdbZ1xQ6vVsmDBAiIi5NNYbty4wQcffMDf//53vvrqK3bu3ElxsXKBQJ8+fejWrRtFRUWUlZVx+vRpvv32W4tua0dHR55++un6vxM7OzumT5/O73//e2bOnNmsaNwQk8lEbGws77//Ptu2bbM41qYEBQWxdOlSq3qJx8bG8umnn7bo+ioqKg8O90Sglj5c2vdhNFpXea+ioqLyoBMW1liADgoK4sUXX2T27NlUV1fzUC9/AhQmmyuOp1JVq76fqrQcFxcXZs+WXxg1mUxsOpcByIuKT/STFmmf+uIk2y6YCwslVQZeWBH7QP1uVlRUsHXrVv73v/+xcuVKbt68ea+HdM8xGAykpsovUDascvfz82PgQHmXmNFoZMeOHe0yPpWOzbDOnkQoxDauPnWj/v0jtUDZhdZeEd8AM6IlR6dSH2o57oZAfVXBQR1+K97b0VZHaZX5IubVnDKrXSzT+wQwIER5cWxvQg6/XX9RcdE3NzeX9evXW/VcAFlZWZhMlgVvlXtM2Ch4fK31IrVXNxj6svXX7zwWBlpwKfv3gejHrb+eIMC4P1h37Pg/Wu4VDZKIPqEFcdR9rexD12MmSvdaVruo61zTq+ZDmXWFKBbJOAM1FiJDNTqY9g48/G+YYsEhf+BvUK7grj/2XyjPld/X5zF45APl6+77PyjLUd5/rzn1uSRSW8uZr2G/hb7qHZEj70gR8nGb7/VIHmiUxNczqYWy2zUCeMs4je82jo6OLFiwgF/+8pe8+uqrLFmyRFFcrEMQBCZFySfrHE7KpauvMzt/Noo/TIvip+Mj2PbKCJ5TKKY7cCWHgX/dw2Ofn2DSO4d47uvTZs7su4WSi7qpgxqkNSBHR/nCJkEAP415j2glBJMBWwVB+0/Te5i5pQGeGhpa337HWyht1j1dx82bNzl//jy/3XCB1afM58fX88p5c1scQ/62lzc2XSQ+o4h9+/bx6aefcunSJcU0rqZ4eXmZOYz9/PwYPXo0N24oR5E3RKfTsXDhQkVxGsDe3p78fIXWHTKcP3+eDz74gHfffZd//etfbNu2zWJRhKenJ0uWLGnUq7oh0dHRvPrqq7z44ot07tzZ6thyk8nE6dOnef/99/n+++8pLJR/n2iKnZ0ds2bNYvbs2djaWn7/yMvLY/Xq1aqhUUXlR8g9c1CrqKioqNwdAgICGt1sJyQksHr1ajw8PHBwcECv1Sj2Bcovr2HT2earW1VU5LDU8yg2Sf73yk2opI+31K/qhdHKfcbiMkt4Y9OlB2ICU1FRwbJly4iNjSU3N7c+tishIeFeD+2ecvPmTcXq8KY96MaOHYuDg7zQl5iYSGKi2rv8x4YgCDyl4KIuqqhlyzlJ7E1RSGPwdrbFwUY+/rIteHxwJ+b2D2q2D3VD7o6DWl6w73JL7FcS/atqTaQVKscTNkSrEfj4yf6EeSk7QNefSeOt7ebvgZWVlaxevdpqJwtAbW1tsz362oqyagPX88pb1Etb5RZhIyWRWm/F38TD/wadTcuuP/HP4KFwXzH1bSm6uyV0Hgchwy0fEzQIBi+17np9FkrHN4dnhHJ0d1NcAqDTUPl9lzc076xtiWvaozP49bJuXEo4eMJTW2DAs9LXwQOVe4hXFcP+v5pvL82WenfLobODsb+TfnZRM+WPqS6BXVYWH9xtaiog5sOWn3fobUnYvh9I3Al735QizNc8Bfv+CmqBUbsQoCBQpxfJf5b7ONuh03aMJWRBEHBycmqRE3RilHyflKpaE4eTcnFzsGHxiDB+PrErPRWE35sFFbywIraRIL0nPoePD7SwnUAbodSq7VJ6sdkcubmY70BNUbPPp8HEUF0KC23PstDuLLNtLtBTm4kt0j3P2G7ePNRL/vsc6GbP5B7Svmhdy+5nN23bwabTKRaPqagx8sOJBD76+BMOHTpU//pzc3OtumfUarX4+d0e+4gRI5g2bRoHDx60aowajYb58+c36hMth6enZ4ujtq2lU6dOLF682Kq/Cx8fH5588kl+97vfMWrUKMV5dFOMRiOnTp3ivffe49NPP+Xo0aNWxX/37t2bF154gaAghQSTW2RmZpKT04GLxFRUVNqFjnF3oaKioqLSbmi1WrNYnYKCAr766qv6m/X5AzvhaCO/MPf5kesPhAiocvfR6/W4ubnJ7nMS5Rc/euoyKSuVKrgnRvny4hhlkXpdbBqrTt7fTmOTycSmTZvMKqlNJhPr16//UUfTKlW829ramlWF29vbM378eMVr7dixg5s3b5KVlUV+fj4lJSVUVlZiMBjU97cHmNl9AxV7LH51LAVRFEnNkxdk26v/dB12ei3/erQP/7ewGYGrASUlJZSWWna4pBVWcOxq68RYURQVI74rspJZvnw5V88eVTw/Mdt6942Xky1fPzsIH2dlN8Unh5L55ODtRd+698WWOE/quBvi/qqTNxj2972M/dcBhv59Lx8fvKa+v7QUa0Tq3guk41qKjSPM+xqcmrjoJvwJOg1p+fWac1FrbeCR/1ovfGs08NA/UXQ819H3Cem5raWnQsx3/lXIuth4W3kexG+Vejx/PNJK17QgudlfOAJLD8NjayBwgPXjq8O3Jzy3H0KbvCdO+BPoFYpZYr8yfw0H31LuzzzkJ+B66/5h8t+Ur3thNaQov9fdM84sV+7J3utRsLUQUf/9LyFuS/PPYaiG64clIfz4x5Lgf7fIS4L1S4AG75uH3obvHocq69yWKtajJFAr0RHive+E/iHueDjKFzbtjrPu9/zv2+OpqjUvmFh18kab9EJuKb0C3WS3F1bUyhYNWhKog5vtQy0yUp9MN10uWkF6rS6aagbo05hne54xNsm8OMBym4wnBwXh0wL3dB2CsZq+ujTl/Zjorc1gmk0cHhrz1/3hRx9z5cqVZp/H398fLy8vnnnmGYYNG8a6deswGKyMPjeZyM5u/vdIo9E06/hvDT169ODJJ5+0WmiuQ6/XM27cOH7xi18wY8YMxbUbOTIyMti9ezfvvvsun3/+OTExMRYjut3d3XnmmWcYMWKEmXNbp9Ph7e3NoEGDZPvIq6ioPNiof/UqKioqPwLGjh1LTk5OfTyRra1to5gdV3s98wYG8+XRFLNzr+aUseNSFlN7tf2NtMqDj5eXl2xVratQZbbNkWrCNQWUlNyetP5iUjfOpxVx9Kq8IPGnLZfpEeBCn2C3thryXeXYsWOK7t7a2lq+/fZbnnvuOVxcXO7yyO49Sv2nQ0ND0WrNF/z79u1LbGysrBBVUFDAsmXyfSUFQUCv16PX6/H392fQoEF07dr1zgav0iFwtNXxaP9gvjh63WxfXGYJp1MLSS2Qd1C3Z//phvSOCOF7pN9DT09P/Pz8cHd35/Dhw7LHZ2Zm4uzsLLvveHI+L648Q43BxKaXhtHFR/44JTKLq6iokW+dkHf9MhpNOVy/jpPQmzLRXFhOyiljgkKEphzBHg58s3gwj358jBKZ2HCAv29PwMPRhkcHBLN3716uXr2qeL0RI0Zw9epVsrLMBbXMzEyio6OtHltLOX+ziDc2XcJ4a4G6osbIW9sTSCus4M0ZPdFoWiAo/tgJHSGJ1Csfhdomf5+2rjDpL62/tl9PeP6AJNSVZkLEROn5WkvIUOgyAa7uMd835rfg3c18uyUCoiX3sFIfZEELfRQcxUpEPQLbfw2ijAs19kvJBZ56FFKPQW4Lk1s8OsPMDxsL/F0nQ8QkuH4QDv1L6j3dHJHTYNYnYCuT0ODiD6N+IblqmyKaYPtv4eltkmiflwSxy+Wfw94dhv/s9teugTDmN7D7j/LH//BLWHoItO3jdGsxhmo4+p78Pr2jlALQ/xn4ZhYY5dyCoiT+Omxo/DtvMkm9t5MPQvIB6ffA0EDg2f1HmPxXqSd4SwojWkpVMaxaKDnYm3LlB/h6BizZZ7mXu0qLCHBrmeDs53J/C9RajcD4SB/WxpoLnXsTcjCaRLQWPqtPJOfzw0X5gp388hriMksUndftRY9A5fnhxfRigj0ai5XBwcHY2dlRVWU+D3fQ1BJgbyKjsvHfmEYAT0cbvCtvEKaVj3XWCiKhQj7fr1/FyUPeDBgwgN69e2NvLxVBmEwmzp07x9G9exllrwGFUIQJk6ewf89u2ZadkdpcbhjdyBTdGm13EyoZoU/GSyN/Pw9QXFTIqlWrGDhwIJMmTVJ0MI8ZM4YpU6YA8O2331rlDG7I/v376dq1q8UUOQAPDw+rY8OtYdiwYUyYMAHNHbw/arVa+vXrR+/evTl//jyHDh1qUT/otLQ00tLS2LlzJ8HBwfTo0YPu3bvXC/d1j5ycHPLz880KOA0GA7m5uXTr1g1PT89Wvw4VFZX7k/vq7q6yspKMjIw2fSNXUVFR+THg6OjIokWLeP7553n88cf52c9+ZtYb55lhYcjNyfp1cmNoZ/UmUaV1eHt7y253k6lu7qnLQiOIjQRqrUbg/QV98Veo2q8xmvjJilgKymvaZsB3kZSUFPbu3WvxmNLSUlatWkVNzf33+u6EiooKRcdj03jvOjQaDQ899FCLn0sURWpqaigvL+fq1ausWrWKuLi4Fl9HpWPy1NAQxTX1r46lkJov77QL8WhfB3Udtra2LF26lNdff52XX36ZuXPnMn78eMWilPR08/YIoijyTUwKT3x+goLyGsqqDTz3dWyLY6aV3NPQuKjITZBPwEhqgYO6jm5+znzx9EDs9MrT0t9uuMi32w9z9KiyozEiIoJx48YpulLa20H96eHkenG6ISuO3+A36y/I7lOxQOgIeHwdODWICtXZwfxvwMnywm+zuATAkBekyO87EafrmPYuOAc03tbtIRj209Zdb9wbYO8hvy9iIjjLx6cq4uSj/DpPfwHrF0v/tkicbuCalnOfCwKEj5GE42d2SCK+EqN/C/O+kRen6xjyEriFyO9LPXK7V/HeP4MoX2TDqF9Jvb4bMvgnUj9zOXLi4ORnymO625z7ViqqkGPgs+DgIbnP5y4DQeH91FgNqx6Dq3sl9/nap+FfXeCTUbD7D3Btb2Nxuu6cH34pHduS3tctwWSE9c9BfpLyMcN+qorTbYxSD2ol7ncHNUjpXHIUlNcQq9B7G8BkEvnL95bnBoeSFPretyMudnrCFdqlyPWh1mg0REZGKl5voEfNrevqmNEngHfnRxP7xkS+nt+ZAXplB3NDcnNz2b59O//+97/ZvHkzly5d4rPPPmPLli2Ul5fjZJK/V8w2OZFo9GHYsGGy+wUBJtokEaqRitYFRHpqM5luc9miON2QU6dO8dlnnylGSDs4OKDRaDh48KDFgkilQlGj0cjmzZtlBfY6qqqqFIuwW4pJhHhdF4aPHndH4nRDdDod/fv355VXXmHatGmtKpK/efMmO3bs4J133uG9995j9erV7N+/n7i4OPLy8iymCx0/fpzycoUUFBUVlQeWDn2HJ4oia9euZebMmXh5eeHk5ERwcDDh4eFmx+bl5fHhhx/y4Ycfsnv37nswWhUVFZWOjVarJSAggIiIiPpq1oZ08nSo7wtUx/AunnyzeDBuDi3s8yeDySRFhybnlmEwqr3Efix4eXnJbpfEjtuTEztqidBKsYUNBWoATydbPny8H3qtvMqUUVzFC9/EUm1Qngx2NEpLS1m3bp1V8a+ZmZls3LgR04+oB9/16+aO1zrk7gPrCAoKom/fvnf03KIosnXrVnVy/IAQ6uXImK7yhTI7LmWRkqfgoLbQH7mt8ff3x8am8eds0xj7OpoKrdUGI69vuMgfNl/G0EAEvZ5Xzk9XnW2RMHo1R16gtqcGW+H2+6urkkCtcL4S5eXlXLt2DaeqHN4c5UaYtpBQTT5hmnzCNXl00ebRRZtLVyGLuOP7FK/j6enJnDlz0Gg0BAQEyB6TlZXVbu+hJVW1FuNB18am8fM159R7n5YSOhxePglzlsEj/4PXLkP46Hs9KnPcgmHxThj7eyl+/OH/SIJra523Dh5SrLUcQ15s3TV7KMR8twbPLvDsTslVa2NFIU/IUHhivRTfHTnttnjq7C99n8a+3rzwqLeTnk+JXX+QHMDxW+X3u3WSHMBN0dncilVXYP/foLS5iPO7gNEAR9+V36e1haGv3P66+3R46F/K16ouhhWzYeurcHkjVFjZMiFuE3w6BjIvWDnoFrD/r5C0U3n/iJ8rR9WrtJqWRnwrFQvfT4yM8FYsiNsdp/y3vv5MGpfSLcdSH0603F4lNrWQC2lF5JVVt2n7j14KfagvphfJbnfvpJwS1Ylc1iwdypk/TOT9hX2Z2TcQnama7zdvQEPLxmwwGDh79izr1q2zqmXVWUMgX8ekEtG1m+IzaQQYY5PMWJtkfuJ/gwH6tPq4cWvJycnh008/JTY2VvbnkJiYaLHvdI8ePViyZEl9EmFT0tPTiYmJkd1nNBpZu3at5XY9gnXf6XJRz77aCE6UufPPnc3Hl7cUnU7HgAED+OlPf8rDDz+sKMq3NQaDQTUlqqj8COmwEd9Xrlxh/vz5XLwo9RRq7gPc09OT9957j6tXr+Ln58fNmzfbrIJIRUVF5cfCkpHhbL8kTc4mdPfhv4/1w05vZe88C5xIzucPmy+RmC0tXtvqNET6ORMV4EpUgAsDQtzp7t9+EcYZRZV8e+IGF9KLCXa356Fe/gwN9/xRRW7+Z3cieo3A4HBPBoS437XX7u3tjaurK15eXmTX2LAruYJikx3FYuNFkShdNjpBWrxvKlAD9O3kzh+n9+APmy7JPs/JlAJ+ve4C786PNutp1NEwGo2sX7+esjLrxZz4+Hj27t3LxIkT23FkHQel/tOurq7Nxn6NHz+euLg4qqvlIi6to7Kykl27djFr1qxWX0Ol47BoWCj7r5g7W4wmEaPCMlB796BujoCAAOLj4822Z2RkIIpi/fvcutg0Vp+6KXuNg4m5vL0zgdendrfqOZUc1K6axlGQyg7qEkwm0eLnS2FhIfHx8SQkJJgtQI1uhZ5na2vLwoULsbOTFs6VHNS1tbXk5eU1G7vYGrZfzKTGYFl83nwugxqDifcW9MVGp85RrcbOFXrNvdejaB63TjD61213vX5PQUEyHHtfirHW6KTI8NYK9N1nwPe/UHYXW4UAQ1+SHN76lglbAAT2gwUrobIIynMlR7SuBQWwkdMgbBRcP2S+r/gGrLIQfT7uj6BT6HcfPhp6zoFL68331ZTCrjdgzufWj7M9uLQeClPk9/V7CpybuEIHLoaybDj4j7YdR0EyfD4Bpr4lxYm3xf32pQ1w+N/K+yMmSb9zKm2Or4sdWo1gdSHbg+CgtrfRMjLCW7aobFdcNr97qLvZPLK82sDbVgiAp1MLKK824Ggrv8z+xqZLxGdKc1wbnYYAVzsC3Ox5ZniYorPbGnoFurL5nHlKzMW04kb3i3UkltlSK2rQC+b3LRVFuQwMda8/x2g0sm7duhbNWVtDlsmJLJMz5Ffw71U7cW/m+BBNPhXKhvdmMRgMbN26lWvXrjF9+vR680ZBQQEbNmxQPM/b25sZM2Zga2vLlClT2Lx5s+xxclHfoiiyfft2i+7pVLzYXxkKgAYRDSJaTGgR0Qq3/sWEAQ2loi2mW57D5TEpTOvtz4BQhfSVO0Cn0zFw4ECio6M5e/YsZ8+etarg4E7Iysqie3fr5i4qKioPBh1ydhwfH8/QoUO5ePEioigiiiIODg44Oio7GQRB4MUXX0QURbKysjhw4MDdG7CKiorKA0L/EHcWDAxmep8APnqi/x2L00aTyHt7klj42fF6cRqg2mDifFoxq07e4A+bLvHFEWW35J2QU1rFn7ZcZsw/D/Df/Vc5lJjLyhM3ePzzE4x8ez/v7kkkrdC6SKj7nQ1n0vj37kTmfRLDiH/s4+/b44nLKGnTCm45OnXqxGuvvca8hY+xNtuTRKMP2aILVegBafKrx0A37e2oLTmBGuCJwZ2Y3VfeVQiSAPCf3fL9nDsSBw4cICUlpcXnHT16lLNnz7b9gDogSpP38PDwZgsQnJycmDp16h2P4fz58xad3Cr3D6MivAlroSM6xOPuOajlUHICl5eXN3qPXDiwExO6K4uunxxM5nKGdbGs13LkUwMaxnsDuGnMexcCVBlElq/bSmXlbQFbFEWys7M5cOAAH330Ee+99x67du1qM3fE3LlzGyV1+Pr6KhYpt9eC2voz5rHrcmy/lMVPVsRSVXv/pH2o3CMEQYogf+0yPLUZXj0vRVS3FkdPKXK7tQT0ve2abo043RB7N/CKaJk4DdL3ZMpbyvHVTfuV1+HfRxKgLTHpr2CjEDF+cS0kfA+18u977Y7JpCzganQw/FX5fWNeh/5Pt/14jNWw7TWpn3V1y9s6NCLrImx+SXm/Z4RUHKC582JpFXO0GqFFfaXv9x7UdSiJwan5FbJJMB8fvEZuafNFr7VGkRPXlRMJMotv3xvVGEyk5Fdw7Fp+i9uxNKV3kJvs9pIqAzcKzN8XY5ILyDQpR1Q3bCUjCALBwcGKz21r3zbFnOcMgdStC2wu8OVEbTDtvEQBQFxcHB9//DE3btygpqaG7777TrY/N4CNjQ3z58+vd05HR0fTpUsX2WPlor5jYmI4ffq04liyTE4crApB+j4ImNBgQEs1eiqwoVS0o0i0J190pFi0rxenAUQRfr3+QrveX+r1egYNGsTSpUt55ZVXGD9+PH5+LWw5YiXtLYCrqKh0PDqcQG00Gpk9ezZFRUWIosjYsWOJiYmhrKyMp59+2uK5jz76aP2i5a5du+7CaFVUVFQePP4ysyfvzo9Gr72zj4is4ioe++w47+xJpLnC7B4BbeueLiyv4e/b4xn19n6+OpZCjUysZnpRJe/uSeL5r2Pb9LnvBhfTiimrNrToHNsGjq2M4io+OZjMQ+8fZuI7h/hgb5JiH9a2YuOZdLJL5Cf3kdrcRvGx1dXVspNDQRD466xeFt32H+y7yprT8m7CjkBiYiKHDx9W3N+7d29cXeWj2gC2bt3aItE0Ly+PCxcukJiYSG1t6xdAUvLKeWt7An/cfImfrznHT1bE8uetlzl3s6jV11SioKCAoiL56yr1n25KdHQ0c+bMITg4GJ2u9YFB27Ztu6Pvm0rHQKMReGqoQv9SGdwc9Lg6tDKet41QcgJD45hvjUbgnfnRdPFR7t/6vx3nLfbDqyMhs0h2e9NIbyUHNcCRi9f48MMPiY2NZdeuXbz//vt89NFHHDhwgOxs5Rjs1jBhwgQiIiIabdPr9Xh7y0e6t0cf6psFFZy8XmD18XsTcnju69NU1qgitYoVuARIwrJr0J1fq89C64916yQdP/19eDlWiufuNPjOx3Cn+PaAAYtbds7EN5uPEHfxlwRdJVY/Bn/1hbc7S/2aVz8OP/wajr4nuZtvnIDStn1/qydhK+QpuDd7L5Ai5uUQBHjo39Dt4fYZ16V1UuR39uXWnV+eL/XDViossHWBhaukFAWVdqMlfaj9Xe+wOKWDMD7SB6Wgl6bO6rTCCj49JJ/qJMchhZjvihoDRRXy84kAtzsT/nsEuCiGGTTtQ11rNHEiOZ8Eg3Jh48mTJ+v/r9FomDBhAgsWLDCLtO7fvz+/+dUvefzxx+nWrVurE8yyTM6Se7oegXijH7trI+6KSF1cXMyXX37Jl19+afE+ddasWY0KIgVBYPr06VZFfcfHx1vUKEpMtuyviWgkOsvhbKvDw1G+uCs5t5z39iZZPL+t8PT0ZOTIkbzwwgu8/PLLjBs3Dl/f1qcANCUrqwO01lBRUbmrdLiI75UrV3LlyhUEQWDWrFmsWbPG6qjugIAAwsPDSU5OtliZpKKioqKizJ0K0wB747P55drzFCpMxJoSFWDd4kNuaTXZJVW3JmLmk6CSqlo+P3ydL45ct1rAfXRAGyz63UXKqw0sXn4KEfj15G7M6RdkVVy3rU7efXA1p4x/707k37sT6RPsxiN9ApjW2x+fNqySN5pEPlGY3GsxEaUzn4SUlJTUR7Y2xN5Gy+eLBjDzf0cVq9l/t+EigW72DO8i3//6XlFUVGQxNiwgIIAZM2aQl5fHF198QU1NjdkxJpOJNWvWsGTJEsWo66qqKi5dusTZs2cbVcF7e3vz5JNP4uLS8oKQ7JIqPj5o7mr+OiaVv8/qxbyBytX1LcVS9FlYWJjV1+nVqxe9evUCpO+bwWCgtrbW7GEwGPjhhx/Izzd3PeTn53PkyBHGjh3b8hei0qGY0z+If+68QoUVwmCI5711TwM4ODjg7u5OYaF5hmFGRkaj6DuNsYaFQSW8lWOiVmZ6tz8xn/ff/4AhQwbTr18/2cW0mNjzFFbKf2/qHNRdu3ZFr9dz+fJlHKmmHPPrFIn2lJZmsXWrQi/YNsInJILhw4fL7gsICJBdZGwPR8bmc9a5pxtyOCmPZ746ybJFAxWjQFVU2pyec+Ds1/IR2V5dIWQYhAyHTkOVRc+OwNjfSa7mqqLmj+083nrn+OClcHYF5Jq3VqinIk96ZJ6X3+8TBf0WQZ/5YN9cSK0ViCIcUugnLWhgxGuWz9fqYO4y+GYW3JDviVqPRg+dhkiR52FjpB7q656FAuV7MvKvwmfjpD7efZ+0PvLbWAtrF0nR7LIIknPaK0Jhv0pb0RJx1MdFISb/PsPTyZYBIR6cTDEvLtt1OYuXxt52xf5jxxWqm2nh0ZBDSebtZAAyipQTGFpSJCCHo62OLt5Osu7vi+nFTO9zO5HnQlox5TVGynHFKAqy/Zvl5mGRkZE8//zzrFmzhuzsbAICApgyZQoajYaIiAgiIiIoKirizJkznDlzpkWR4OcMAdS5pxuSYXLjgtGPPjLrBNaitXNia3EQPXVZdNIWKR4niqLFe8QRI0bIRk67uroyefJktmzZInve/v37cXZ2Ztu2bYrXrhK17KntSrUFecbZVsczI8JYPDyMMzcKeearU7LHfXoomYd7+dMz8O4V9nh5eTFq1ChGjRpFbm4uly9f5vLly+TmNv5bcHd3x8fHB19f3/pHfn4+q1atMrtmSUkJFRUVODjc23ZLKioqd48ONyPeuHEjAHZ2dnz00Uct7iPds2dPrl27RlLS3akcUlFRUVG5TbXByD+2X+GLoy2Lxe3uLx8z1ZTvTt3gX7sS6ebrzJz+gcyMDsTHxY6KGgNfHUvhk4PJLYrJstFqmBmtHBndEfnowDVybgmzv1p3ga9jUvnj9CgGNtNzyFbf/Ofp+ZtFnL9ZxP99H8fwLl48NzKckRFed9zTefulTK7nyTu0I7S52AvmxQQlJSWKvUID3ez5YtFA5n0SQ6VMlJXBJPLCilg2/GQYEb7W/W61NwaDgbVr1yrGhtnZ2fHoo4+i0+nw8/Nj7ty5rFq1SjaCvbKykpUrV7JkyZL6iZvJZCIlJYVz584RFxeHwWD+Pc3NzeW7777j2WefRattWVyikohiNIm8vvEivq52jO7a2LVoNBpJSkoiKysLX19funXrZtV9nVL/aX9/f4vtXiyh0WiwsbHBxka+6nzatGksX75cdt+RI0fo1atXo6p5lfsPFzs9c/oF8c3x1GaPvdf9p+sICAhQFKhB+huLjY1l3759VFVVMVjvyZHacLPjK7EhqdBA8c6dHDhwgP79+zN48OD6tIazZ8+yYvMeIEp2HG6aKnr06MHs2bPRarX07NmTfd9eoLxWRqA2tb/DKsfkiFtAP8XPJn9/f9l2CJmZmZhMphbPL5UQRZENCvHeQe72FFfUUqpQLHc8uYCnvjjJl88MxMXu3rr1VX4kaDTwxAY4s1yKVtY7Sq7oTsPAST51oEPi4AFjfw/bm4s8vxWTbi1aPTz8L/jqDhzHOXGw4zew5/9B1EwpYrvTkNb3ar66B7IuyO/rMQu85ONlG6G3l5zIa54yL07w6yUJ+OFjpMIEmyb3WM8fgK2vwmXl4koMVbDlFUg5CpP+Ak7Kzsx6dv4eUpTThBj/B+g6ufnrqNwxAVaKox6ONnfc+qsjMTHKV1agPp9WTHZJFb4udsSmFrD1fMuSV0qrDBRX1uJq3/hzPaNIOXmmLXp79wpylRWoL6QVNfo65lqdw1ugQLTHWzBPMCgvL5cVBz09PVm8eDG7d+9m+PDh6PWNX6Obmxvjxo1j9OjRXLlyhdOnTyvO6eoo1bmRVaVcOH3eEECgpgQHoQZbjLKCuhLBwcEsWLAA55h03t2TSKQph4G6my26BkjtpcaNG6e4v2/fvsTFxXH16lWzfUajsV7jkMMoCuyviaBElP8daChM1yU7jY30YXbfQDacNb//NJpEfrXuAlteHt4mppOW4u3tzZgxYxgzZgz5+fmUlJSg0+nw8fGRLY5VmpeD5KIODzef06ioqDyYdDiBOjY2FkEQGDFihGI8myXq3ERyLhgVFRUVlbblel45H+6/yv/N6klGURWvrDrDpXT5/sFKhHo64GzF4qwoivV9Hq9kl/K3HxJ4a3sCwzp7kZBVQl6Zudu0OSZG+eKuEJPUEUkrrODTw40nehfTi3n04xhm9Q3kP/P6KC7Y2yk4qOUwiZLD63BSHn07ufHq+AhGd/VulVAtiiIf7pd3X2g1AoNcSkFmzq7Uh7qOXkGuvL+wL89/c1o2/qu0ysDTX55i40vD8HG+9z3Tdu3a1cjN3JRZs2bh7n7bbdO1a1cmT57Mjh07ZI8vKChgzZo1TJ8+nYsXL3Lu3DnFWOyGpKenc/DgQYsTbTksufyMJpGXVp5h/U+G0c1PKgiora1l7dq1JCbe7gneuXNn5s+fb3EyajKZFCPM23OSGhYWRnR0NOfOnTPbZzQa2bZtG4sWLbrjYg2Ve8uiYSFWCdQhHh1HoL582Tw+NSMjg9TUVH744YdGTuEQTSHHMMlGBKYa3fHRlFFdXc2xY8eIiYmhR48eeHp6cvDgQYpM8okMOowMjY5i5iMz6oXd7t27M35ALV/GmLdTKBJbLlDr9Xq0Wi2CICAIAhqN5tb/NeSWVVNtEBERqEFLhsmFC4YATDkKsbAo9++ura0lPz+/VXNMOc6nFZOsUHz19LBQBoV58OSyk4qFc7GphTzx+Qm+fnYQbg73z72Iyn2MVg8Dl9zrUdw5A56F019Ydjv3WSAJsC0hdAT0mgcX19zZ+AxVcGG19PDqJgnVfRZI4rq1iCIc+qfy/pG/sP5a9u7w1BZI3AGlmdLXoSPBsZnCOzsXmPsFhA6HHa+D0cJc68Jq6fsWMhx6zITuM+TF6jPfwMlPlK/TYxaM+LlVL0vlzrFWoH5Q+k/XMTHKl7/+IP/+sTsum8cGdeLNbcrvL6+Oj+C9vUnY6DQMDvNgZIQXIyO8ifRzlp0rNOw/3RAvJ1vFlLOW0CvQVbZg7lJ6CSaTWJ+2dvTq7XXyqwYvvG3kUwxOnDghmx5lY2PDww9bLuLRarVERUURFRVFUVER3377LTk5ObLHRg8exvq98q5zABNattX0kK6LkQG6NLrrbl/LIAqYELARGrvce/XqxYwZM9Dr9bw6PoKKGiOfHhLINjkzWn8NN42yo70hrq6uzJkzx2JhY13U94cffkh1dfO9yhtyrDaUbNG8mN7ZTsezw8N4toEw3ZA/TIviUFKu7PpXfGYJHx+4xivj720Chaenp2LaWx3Ozs44ODhQUWF+T68K1CoqPy46nEBdFwMRGhraqvPrPjjknEMqKioqKm1HQlYJT3x+kryyaq7nlROfWUJ5M9GpznY63ni4OwIClzOKuZxRQpiXdY7IszeLzFy4JhGOXJXv9SSHl5MNxZW11BolRfN+i/d+a3sCNQoxY97OtorimSiKhHo5cDq1oP61W8vZG0U8/eUpooPdeHVCBGNaKFTvvJxFXKa82DyjTwBBxWlkVJo7BJsTqEFaXPjjtCj+vDVOdn96USXPLT/N6ueHYm9z76r+L1261KifV1NGjBhBt27dzLYPHjyY/Px8Tp2Sj/FKSUnhgw8+aPF4Dh8+TOfOnQkJsb4nr2Mz37+yagPPfnWKjS8Ow8fFjr179zYSp0GKjNu2bRuzZs1S/B3KyMhQdJlb23+6tUycOJErV65QWWm+iJSSksL58+eJjo5u1zGotC9dfJwZ0cWr2c+NjhDxDcpCa2VlJV9++aXZdr1gIlBTzE2TebTsDZMbA8Sb9UY+URS5dOlS/f5iBWHZ30nLzEemmS3OdQ9wB8wF6mLRDlFs3jDo7+9PZGQk3bt3x9tb+XPlnd2Jsj314rOUPyN8fX0RBEE2gSIjI6PNBOqNZ9Jkt2sEmBEdgI+zHaueG8ITy05QUC4v7FxIK2beJzG8NLYLE6N8cbDpcNNzFZWOh1YHU9+Crx9R2G8ruaxbw6T/k+Kwi83f31pF3hXY+Trs+RNEPSKJ1SHDmn+TTDkCN0/I7+v2kNSPuyUIAnSb2rJz6s4buAQCB0ix3IUpyseKJskZnXIYfviVuVh98xR8b0F89u0Fj/yv9Y5zlRZjbbx0W7h8OxKhXo509XUiMdvcdbwrLhtHWy3nbxbJnhvp58wr47owrLMnvYPcrJpjpitEfN9p/+k6egfJRzqXVRu4nl9OZ28nqmqNxN64PedOMnkxRLwh++d26dKlNmlvVFhYqChOh4aGMm9sf947sZ+8suaFXSNaThhCSDD6EKwpwoCG60YPbAUjE/VXcNZI91ljxoxh9OjR9feVgiDw+tRIyqsNrDxxg201UQzS3aCrzvJcQKvVMn/+fKvSu5qL+pbjnCGAa6bGRUK2Og1LR3dm8YgwMxd+Q9wdbXjzkZ68uPKM7P4P9l1lSk+/DpMkp4QgCPj5+ck67U+dOsWQIUPaLPVIRUWlY9Ph/tLrYh9qa62PaG1InYugoQtJRUVFRaVtOX+ziAWfHq+fTJxOLWxWnO7byY0ffjqS+QM7MW9gMH9+pCfrfjKMfz7ax6rnXB8rvxBsDV5ONvxxWhRHfjOOE7+bwP+bHsXort6MjLB+kVpuoftucjqlgG0X5HsjeTra8PI45Zg/QRD4++zenP79RP4xpxfDOnu2eO3n3M0invnyFDP/d5R9CdlWfz9eWCE/cQL4yZjOiv2QrRGoAZ4ZHsbTw0IV959PK+bV1Wcxmu7Nzy8vL8/iZDUkJERxAUAQBKZMmdLmwqwoimzYsIGqqipqjdb1VbOmT2p6USVLvj7N5StXOX78uOwxFy5c4PTp04rXUOo/rdPpCA5u356Yjo6OTJ6sHCm5c+dOysvl3ZIq9w+LLLxf1BHqdW8c1EajkezsbM6fP8/OW3HcLaWTpkh2e6loR6EFd3OxQrxgvy4BsotDEb5Osscb0FImmruBBUEgJCSEKVOm8LOf/YylS5cyevRofHx8LBY9dfeX/4xIza+gTCE+W6/XK7aIaKs+1DUGE1sUoj9HRnjXJ3dEBbjw3fND8HZW7t2ZmF3Gq6vPMeD/9vDz785xKDH3nn1mqajcN4SPgchp8vsGP9/6PtrOvrBoK/RZCA5t2NrDWC05jL96CD7oD1t/BudXQ0EyslFAhxV6TwOM/GXbjctaAqJh6SFJbLaGOrH6+1/Av7vBV9Pgu8eVXdj2HrBgpXnMuEq7Euj+4xSoQSp0liPmWh77EpRdvX+YFoVOq2FwuKfVBdCZChHfAa5t0xYlyt8VjcKt1KX0YgDOpBY2KnQ3oaVc5n4NpETSpgXDmcWVrDyRym/WXbB6HcDSfeyYMWOw1Wl5eaz5PNfSMkWxaM8loz8JRl+q0VMi2vFDTXeKBUdmz57NmDFjzO4rBUHgL4/0ZHbfQAxoOWYI40BNODWi8s9v0pSH8Pf3b+4lYjKJFFfU4tmpG75B1hV/Jxs9bvXevs3wLp7sem0UP5/Y1aI4XcdDvfyZ0sNPdl+N0cSv1l24L+4l3dzcZLcXFhZavR6koqJy/9PhSrR9fX0pLS3lypUrLT5XFEVOnDiBIAjtvoip0pgLFy6wadMmDh06xKVLl8jPz8fR0ZHu3bszZ84cXnzxRbMeJioqKvcnJ5LzWbz8tOLCcFMEAV4Y3ZmfT+za6l441QZji3tAAbja61k6OpxFQ0PrBTY7vZZnhofxzPAwq6+TkFXCa9+d54OF0XTxufuVqCaTqOgSBvjFpG5W9bB0ddAzf2An5g/sRHZJFdsuZLLlXDrn04qtHsv5tGKe/eo0vYNceXV8BOMilcUFo0nk4yf6yYrUE7r70tXXmat3KFCDtFCQVljBnnj5Cu098dnEphYyKKwF0YptQEVFBWvWrKGmRn4xztHRkblz51rsB63Vann00UdZtmxZfcpMW1BcXMzna3/gq1QXnhjSiSeGhODlpCyg2Ou1jIzwwsFGS0mlgZhk+VYqF9KKeWVlGiMEFBdKtm/fjp+fn+y9mlKvspCQELNeZ+1Bnz59OHfuHCkpKWb7Kisr2b17NzNnzmz3cai0H+MifQhytyetULkf4L1wUJtMJv7xj38ovl9YS7C2COFWJHZTUo3ueGjkX7eSQN3FW16I7uIjv126lj3O1KDVagkPD6d79+5069bNoguluLKWI0l5PNy78WJglIJADXAlq4T+IfLv6/7+/o3iz+uo6999pxxMzKWwQr6gena/wEZfR/g6s2bpUB777DiZxcqxkhU1RjacTWfD2XS8nW2Z0SeAWX0D6RHgorYXUFGRY+rbUj/togatG/z7wKhf39l1PcJg1sfS/2sqoCQDStKgOB2K0279/9bXJelQY+7CtEjBNekReysJw9EHggdB8GCpZ7XJAMkH5M8NHwtB/Vv90u4IO1eY9zWc/FTqI22y0lRSJ1YrIWil67pbn+yj0jb4Wyk8+z9gEd8AE6P8+J9MG6pao8jkHr482j+I//s+rpHLekJ3H4Z3aXnhSoZCxLd/Gzmo7W20dPV1JiGr1GzfhbRiHokO5Og1c8fwTZMr3TXy88vzFy6i8+3C/oQc9ibkEN8gEe25UeEW7wMBrl+/TmqqfFud0NDQ+tTURcNCSS+qZHlMKjUGE0Hu9gwK9ZDtsaxEJTbsNvXkcRfldDyNRuDtub2pqDGy43IWKSZP8mqcGKW/ho+mcQFynMGHr9ZnwfofsNVpsNVpsNNrsdVrsNNp0Wk1lFXXUlxRS2m1ob7GyAFXZtpqsRGUjRvZJieO1oZRJ8O7Oeh54+Eo5vQLbPG93pszexCTnC/bSubczSK+PHqdJSM7dkx2UFAQZ87IGxqysrIUBWwVFZUHiw4nUA8dOpSkpCROnz5NZmamVRVLdWzYsIGcnBwEQWDUqFHtOEqVhly7do0+fW47IAMCAoiOjiYzM5Pjx49z/PhxPvvsM3bv3k2nTp3u4UhVVFTulBqDiZ+vOW+1OO3lZMs78/u0yKksR35ZDb2D3Dh6LU/WZNAUJ1sdi0eEsXhkmFXCrSV2XMri52vOUVFjZMny02x+aYRsL6D2ZMPZdC6my4vIkX7OzB/Y8qIsXxc76Xs0IoyUvHK2nM9g87l0ruVa5xC9kFbM4uWnebiXP/97vJ/sMVqNwIgIb3QaAUOTCt4Xx3ZGFEXF4qWWCNRajcB7C/oy/9MYsx7oDjZaPljY966K06IocvHiRXbs2CHbUwmkSu65c+fi7Nx8wYOdnR2PPfYYn332meL15HByciI8PJwLFy7I7t+cUEKe0ZZ39yTx4YFrzIwOYPGI8Po+0g3RaAS+WTwYkAoPfrIill1x5uIPQHKNM/baYAbq5eMxTSYTa9euZenSpY0Eq+rqam7elD/nbvWgEgSBadOm8dFHH2E0mi8unDt3jj59+hAWZn2Bi0rHQqsReGpoCH/7IUF2v6ONFk/Hu98PWKPR4OHhQVZWVquvodPpeGjUKFIT9MQkF5jtv2Fypy/mAq1RFChVEqgVFiCd7fQEuNqRISO4Rg4Zx8JoL7y8vOrTsZS4WVDBsiPXWXP6JhU1RiL9R9O5gSge5G6Ps62OUpn7jrjMUkWBOiAgQLanfFZWFiaT6Y4jAzeelU91cbTRMinK3NES5uXImqVDWfjZcYvFEXXkllaz7Mh1lh25ThcfJ2b1DWRGnwCCO0h/dBWVDoFrIDzzA5z8TBKqgwfBoOel3slthY0DeHWRHnKIohQHfu5bOPO1JFi3lPIcSNgmPZpj1D1wTzdEEGDw0luR309DsXwP2xYx5e8QNvLOr6PSYpzt9LjY6Sipsjy3fxAd1L0DXfF1sSW7xDxeetflbN5f2JcfOo9k9amb/Gd3IiWVtfzuoe6teq4MhYhvayPWraFXoKusQH3xViH6sWvmxcVJRm+66+QF6p179/NlcQ5ySy/7ErItCtSiKLJ//37F/WPGjKn/vyAI/P7hKF4a24WKGiNeTrZ8fkS+YNkSZdUmHv/8BB8+3o/x3eXd8TqthvcX9uX5b05z4EouZaIt22siidDm0Vmbj1HUcN3kQZLxdhFCtcFEtcHU7N8IQAW2nDIEM1yfIru/xGTLvpouGG+F2c6MDuCNaVEWi8Qt4eNsxx+mRfHLtedl9/9r1xUmRvl2mNZFclgyF6akpBAZGXkXR6OionKv6HAR33WuFIPBwK9/bX3la0ZGBj/96U/rv3700UfbemgqCoiiiLe3N3/605+4du0a6enpnDp1irS0NI4cOUJISAiJiYnMnz//Xg9VRUXlDrHRafjkyf442zVf3zQywovtr468Y3EaIMDNnhVLBnP0N+P49ZRudPaWv8m202tYOjqcw78ey2sTu96ROG0yiby3J4kXVsRScSu+PCW/gpdXncFgZSxyW1BebeDtHfJCCsAfp0ehVbKqWkmolyM/HR/Bnp+PZv1PhjGmm/U/s+aOdbLV0S/EHQdq6KQppJc2g1nu6ZzesZa///3viokpLY10crTV8cWigQQ0WEDxcbZlzdKhipPUhoiiyPXr19m2bRs7d+4kISFBVqBsjoKCAlasWMGGDRssisnjxo1rkcjp7u7OggULLLqtQRK5unfvzmOPPcZrr73G7Nmz6dfPvICgUtRxzehZ/3WNwcSa02lMfvcQf9mm7NYHSeB7d0G0Yr8zgMtGPxIMyr8bJSUlrFu3rtH3ODU1FZNJ/m+rvftPN8TLy4sRI0Yo7t+2bRsGg3VFOiodk3kDgrHTy0+DQjwd75lb1c9PPqrPGqKionj55ZcZNWoUU3vJF/gWig4ILubvhxpEZthcZoz+KvO6OzCjTwA9Alyw12vpbGEBsotCb7usCggMDLQoTp+5UciLK2MZ/c/9fHUspf5zdtmR643HphGI9Jd/noZunqYoFTnX1NSQny+fAGEtxRW17ImTT+yY2stfMfIz2MOBNUuHEurZMpH5ak4Z/9x5hZFv7+fpL09y4EoOpvsgtlFF5a7gGgQT/wxPboAxvwWHu5uWgyCAWyfpuV+9AAu/g65TQWiHpbZOQ6W+zh2BoP7wk6Mw7g3wjGj9dfo+IRUVqNwzAqwQSR9EgVqjEZigMEfcfyWHWqMJnVbDE0NC2P/LMXz0RH/CFVJlLCGKIhkKEd/+bRTxDcp9qC9lFFNcWcsFmcS0AtEBQSN/z2KqriDYQX6+sy9B/h6ojuPHj3PjhnzxSlhYWL17uiFuDjYEuNljo9Ng0+rUPRPPfxPLOgut4Wx0Gj5+oj9DwqXPChENiUYfttd0Z1dtN5KM3lgOGbdMktGLNKP5z6Ja1LK3NoJq9AS62fPVMwN5d0HfVovTdczpF8jorvJz7qpaE79df/Get6qzhKenp+K8q61Sj1RUVDo+Hc5BPXPmTPr06cP58+f59ttvcXR05D//+Y/FeOgffviBF154gczMTARBYPz48QwePPgujvrHTVBQENevX5eN7Rs+fDgrV65kxIgRHD9+nPPnzzdyW6uoqNx/9Ax05atnBvHkshP1C8oN0WkEfjm5G8+PDEdzh8JpUwLc7HlxTBd+MrozF9KKWX8mjRPJBdSaTEzo7suSkWH1fR/vhKpaIz9fc44fLpo72Q4n5fHW9gTemBZ1x89jDR8fvEZOqXllN8CkKF+GdW67/niCINA/xJ2vnhnEuZtFvL83yeIEtJOHA7P6Birur2NUhBdVNy7RT3/LVVIJGbfm6Uo9fauqqqiurm7WfdcQHxc7vnhmIHM/iiHI3Z4vnh5o1aJLSUkJ33//fSOxPCYmBmdnZ/r160e/fv1wdVUWY0HqHRsTE8OBAweaFS8jIiIYPrzlC4ydOnVi5syZbNiwwWyi6evrS9++fenVq5fZ5/GUKVNITU1tJMpcMfpgUqhTjA52a3YsDjY6Pl80gFn/O0a6wqLLCUMITkI1QVp5Een69evs37+fCRMmAMr9px0dHRX7ybYXI0aMqG9Z0pT8/HyOHDnSqPpf5f7CzcGGWX0DWXXS3LGv1PP4buDr23wxTVO8vb2ZOnVqo5SBSVF+/HHzZdnjffpNZKyfgZiYmProRUEAL10Nz0yfTHR0dP2xzYmgXX2cOJRo7rxJyjZ38DREFEXe2HiJOBmBeX1sGr+Y2BXPBgt23f1dOJVSaHasJYHaz88PQRBkF+UyMzPx9m598dz3FzOpUShUm93MZ2KAmz1rlg7lV+sucFDme9ccB67kcuBKLmFejiwaGsKc/kE432FSjIqKShuh1UG3KdKjOB3OrrjlqlYWS1rEyF9Kb9gdBTsXGPUraVzZlyFuE1zeBPlJ1p0fNBAe/k/Hek0/QgLd7GWdtw2xNgr8fmNilC8rT5gLqaVVBs7eKKpP4HK11yv2rG6OgvIaqg3y9wwBbRTxDdAryE12e0WNkdUnbyj0IxbwCwwm82aK7LleNVncwDw2+1RKIcWVtbK9klNTU9m9e7fiOK2ZP83oE8CAUA9stBpsdAI2Wi02Og16rZTK9pNvTnHmpvw9oNEk8su15ykor+b5UfIFznZ6LZ8vGsgTn5/g3M2iZsfTMgQO1nZmDFcJvDUHLjHZcrC2M6XYs2REGD+f1BUHm7aRYwRB4G+zezHpPwcpl1mbi0nOZ9XJmzw2uGOmmWo0GhwcHGTXhAoKzNOgVFRUHkw6nEANsHz5ckaNGkVpaSmfffYZa9asYdq0aSQmJtYf88EHH5CUlMTOnTu5evVq/XYvLy+WLVt2L4b9o8XOzvJN1fDhw3F1daW4uJiEhARVoFZReQDoH+LO508NYPHy01TW3r4RDnK354OFfenbyb1dn18QBPoEu9HHCiGtNdhoNVTXKrukPz9ynUh/F+b2V+5z1BakFVbw6SH5iCu9Vmh1zJg1RAe78cXTAzl/S6jeKyNUvzy2CzorKpxHRHiz/YgTyHxLS0uVF0RKS0tbJFADRPq58M3iQXTxcWp20d5kMnHmzBl2795NdbV5EUBpaSkHDx7k0KFDdO3alQEDBtC5c2ezaNi0tDS2bt0q2++0Ka6ursyaNavV8bK9evXCycmJEydOUF5eTkBAAH369MHf31+x+tjGxobZs2ezbNkyTCYTRlEgwSAv+Aa42jG1p3UuTh9nO754eiBzPjpKWbX5hFhE4GBtFx7WJuCGvJv8yJEjBAUFERkZqdh/Ojw8/I7jeFuKXq9n2rRpLF++XHb/4cOH6dmzJ15ebVcgonJ3+cnoLmy7kElpk8i+BYNa3jKhrWiJg9rW1pYxY8YwaNAgs2QFP1c7ooPdZBfddl7O5idjhhMZGUlGRgZXr15Fo9EQGRlp9vvcXJFZhK+8kygppwxRFBXfkwRBYMnIMH6+xjySsNpgYsXxG7w64bYjT6loICGzFKNJlE0R0ev1eHt7k5Nj/tmVkZFB7969Za9pDRvOyItNAa52DAn3lN3XEB8XO756ZiDnbhax+VwGW89nkF/est7j1/PK+dPWOP61K5G5/YN4amhIq5xdKioq7YRrIIz5jRTJfXUvxH4FiTtAbHk6DwD+0dBlfFuOsO0QBPDrKT3G/t46sdrJD+Z9A7o7cw+q3DnWOajbzunbkRja2RMnWx1l1QYEAQaEuDMxypeJUX6EebVNLHKmTCuUOtoy4jvSz1m2rRbAF0evy5wB3s62jBgykLUKAnWQpogzMgK10SRyKDGX6X0CGm0vLS1l7dq1iolYYWFhhIQ032vex8UOHwt9z799fhgvf3uGPfHKhfR/+yGB/LIafjs1UvZ+1MlWx/JnBrHgs+MWCx5bQy1adtd2w8lQhQ6RYtGW7v5ufDmnF70VCgnuhEA3e347NZI/KBSn/u2HeIwmE3P6B7WZMN6WeHp6ygrULWltpqKicn/T8d6ZgN69e7Nlyxbmz59PdnY2RUVFrFy5EqD+g+VnP/tZ/fF1lfH+/v5s3rzZYg+Du4XRaOTy5cucOnWK06dPc+rUKS5cuEBtbS0Ao0eP5sCBA626dk1NDd999x2rVq3i8uXLZGdn4+7uTlhYGLNnz+bpp5/uUAumRqOx/nVbcsKrqKjcXwzr4sWu10bx4YFrZJdUMayzJ/MGBt9xz+eOgOZWhPGsD49xNadM9pjfbbhIuLcj/dpRjH9re4JixfUzw8MIbaOJsyX6BLux7OmBXEwr5r29SeyJl0TYYA97ZvVr3j0NUo+vL5aO56OPzOO8LUVOlZSUtOrzzJoCiby8PLZu3VrvILSEKIpcuXKFK1eu4ObmRv/+/enbty86nY59+/Zx8uRJq8bl6enJY489dsefhWFhYS3ugRwYGMjYsWPZu3cvyUYPqpD/O31qWKhVRQd1dPNz5qW+9rx9vBRRJg6tFi3HdNHMc0uhLE8+pmvjxo0sXLiQ3Fx5N+Hd6j/dlLCwsPpUn6YYjUa2bdvGokWLWhQHbUm0U7m7dPJ04KPH+/OXbXFcyS7F09GG/zejBwND73I8bAMsCdQBAQFkZ2ej1+vp0aMHY8aMsdjDfkpPP1mB+tzNIrKKq/BztSMgIICAgADzk60kQiHiu6LGSHpRJUHuyu9103oH8I8dCbK9H785nsLS0eHY6SXhXUmgrqw1kppfrijMBgQEyArUmZmZiuNqjhv5FZxONXdzAzzSN9Dq5BhBEOjbyZ2+ndz5/cPdOZKUx8az6eyKy6LKQoFcU8qqDXx1LIWvjqUwpps3i4aFMjrCu80TbFRUVFqJRgtdJ0mP0ixIPgA3T8DNk5KQK9vhVYaRv7g/nMbWiNXe3WHe1+Ai34pB5e4S6G5ZJHWy1eFk2yGXju8YW52Wn47vgpuDDeMjfRqlt7QVSklTeq1wx/HODbHTa+nq6yybTiN3rwUwrLMnUVFRhIaGkpKSYrbfXajEgRoqsDHbtz8hp5FAbTQaWbduHWVl8msnOp2OKVOmWPlqLGOn1/LxE/357YaLFuO8PzmUTH55DW/N7iU7v3V10PPtksG8sfkSOy9lyYr7LUUQwNlWh6uDHjd7VwLd7Jnc05dpvQPQtzK63BoeHxzC1guZnLxu7jouqzbwh82X+deuRB4f3ImnhoZ2qNj+gIAA2Uh4k8lEaWmpxfmOiorKg0GHvcsYNWoU586d43e/+x3ffvutrLOpDp1OxxNPPMHf/va3O+rd1lZs2rSJxx9/vF2qfRISEnjsscc4e/Zso+1ZWVlkZWURExPDP//5T7788kseeuihNn/+1rB582YqKirQ6XQMHTr0Xg9HRUWlDQn2cODvs3vd62G0C852ej5/agCP/O8oxZW1ZvtrjCaWfhPL1pdHtMsN/umUArZdkF9E93S04eVxXdr8OS3RK8iVzxcN4FK6JFRP7O5r9SRLoxHw9PRQjFu1sbGhpsbcPdbSPtTWYDQaOXbsGAcOHGhVj+mioiL27t3L/v37sbOzs+qzXqPRMHz4cEaNGoVef+8KOIYPH05S0lU2J8mLOTrBxKzeLYvSzs7OJu/iIYboPIgxhMoek1NWyxfVwcy0K0VfU2q2vlpdXc2KFSsUn6Nz586UVRu4mFbMxfQizqcVU1BWg5+rHT8dH9FmDgc5Jk2aRGJiIpWV5otLKSkpbNu2je7duxMcHGzR7V9bW8uxY8dITk5m0aJFd90RriLPiAgvdvxsJOU1xg6x+Gpvb1+fOtSUyMhIFi9eDNBsL3qAyT38eGt7guy+XXFZPDU09I7GCtDFQn/qpJwyiwK1jU7D08PC+McO8zHmldWw+Vw68wdKcYTdfJ3RCCC3bhifWaooUPv7+3Pu3Dmz7ZmZmZhMplb9HW48m664r7l4byX0Wg1jI30YG+lDWbWBHZey2HQ2naPX8mhJ28CG8d/dfJ3RagX0GgGtRorF1GoEdBoBnVZz61+BIHcHxnTzbtM+mCoqKgo4+0GfBdIDoKoY0k5LYvXN49L/a2TEnahHoPv0uzvWtqCpWF2aBbUV4BF+f4jtPxKac1B3JCGrPVCKgW4tlTVGTqYUcPZGIa+OjyBTQaD2c7Vr82Ky3kGusgK1EsM6S/1/n3zySQ4fPszBgwcbzdUFAYK1RVwxms8P91/JaZRis2fPHouF39OmTatvZRObWkhpVS0juni1qDC6ITqthn/O7Y2nkw2fHJRP4QJYF5uGr4stL4+NwN7G/P7Z3dGG/z3Wj8oaI3ll1VQbjFTVmqg2GKmuNVFtMFFVa6TaYKrfV2Mw4WCrxc3eBld7faOHs53unhQJajQC/5jTmynvHlI0OBRX1vLhgWt8eiiZ6X0CWDwijJ6BltuY3Q3Cw8M5fvy47L7r16/fUeqRiorK/cG9X4mxgK+vL8uWLeMf//gHe/bsISYmhoyMDIqLi3F0dMTX15fBgwczefLkO6r+b2uKioraRZxOS0tj/PjxZGRIDiRBEBg1ahRdunQhJyeHPXv2UFlZSU5ODjNnzmT79u2MH39vY6CKior4+c9/DsBzzz3XoZzdKioqKs0R6uXIfx/ry6IvTsoujOeWVrP0m9N8t3RovdOrLTCZRN7cFqe4/xeTut0zp3rPQFc+e2qAReezHDqdDg8PD9mevi0VqMvLy4mJieHatWtotVp8fHzw8/PDz88PX19fRaEwIyODLVu2kJV1u7d4jagly+RMJ21Ri16PyWSy6rM+KCiI6dOnW91btriyFhc7Xbu4bDUaDUH9x1GYeEl2fxdNLscO7GHWrFlWXc9gMLB+/XqMRiPddLmUiLZcNsq7YSpqTXxbG0knTSHjbK6a7W/Yt9sgChSIDuSbHCm18WD252e5llsmK9T8cDGT3a+NppNn+yS0ODo6MmnSJDZv3iy7PzY2ltjYWDQaDQEBAYSGhhIaGtpIsL5y5Qo7duygsFByXZ49e5b+/fu3y3hVWo4gCB1CnK7D19dXVqDOysqySpiuo06kvCLTD3rHpbYRqF3s9AS522Or09DV15kIHycifJ2J8HUi3Kv5uOnHBnXig31JVMj0zPv88HXmDQhGEATsbbSEejmSnGse/xefWcLDveXfd5TmhzU1NRQUFLR4XiKKIhvOyjt1egW6KjrKW4KTrY65/YOY2z+IrOIqtp7PYP2ZtGb7gzbkel451/PMv1dKCAIMDfdkZt9Apvb0a1VP61qjiXM3i7iaU4Zeq2FyD1+1N7aKSnPYuUqx3XXR3SYj5MRJDuv0M5KYGzoS+j5x/wu6gqA6pjsogc30QX5Q+0+3FaIokpBVyuGkXA4l5nEypYCaWwLhzOhAMhQivtujMKxXkCurT920+vhhnaX7IK1Wy5gxY7C1tWXnzp2NjgnSyAvUhRW1nLtZRP8Qdy5fvkxMTIzi8/Tv35/o6Oj6r/+3/yr7EnLwcrLlkegAZvUNpEeAS4vnv4Ig8PrU7ng62vC3H+SLMgUBfjmpW7PpNHZ6DQs+Pc603v78bEJXWTG7oxPm5cgvJnVV/F7UYTCJbDybzsaz6QwJ92DxiHDGR/rcs/QdS7HvKSkpqkCtovIjoOOsxtyi4WK0i4sU5+bl5cWCBQtYsGDBvRpWq/D19WXgwIH1j507d/Lee++1+nqPP/54vTgdEhLCli1bGr1R5+XlsWDBAvbu3UttbS3z5s3j2rVruLm53elLaRUGg4F58+aRmppKeHg4b7311j0Zh4qKisqdMDLCmzcejlIUjM+nFfPb9Rd4Z350m4mKG8+mcyHNXKAAqb/U/IH3vpVFa16rl5eXrECtdK2mAnV1dTUxMTEcO3askaCdltZYMPDw8KgXrP38/PD29ubUqVPExMQ0EtZrRQ27a7qSKzoxVEyhm04+Yro12NraMmHCBPr372+VS2/X5Sze2ZNEfGYJ9not4yJ9mN0vkFFdvds0Duy7s0q9ukSitNmcP3+DLl260KtX88kI+/btaxSfO0CXRqloxw2TcsR61yAvyDEXqBuSbPTkmOFWhLkBqJCPigOpX+07exJ5Z350s+NtLdHR0Zw7d86iK8BkMpGWlkZaWhpHjhxBEAR8fHyoqampF6br2LNnD927d1fbnqjI4ufnR2Jiotn2hoU11jK5p5+sQH3iegGF5TW4O5pHNraUg78aK9sDuiEmkyi76OXqoGfegGC+OpZiti8pp4wDibmM7SYtinb3d1EUqJXw9fVVTO7IyMhosUB95kYRqfnyhUmzWumetoSfqx3PjQpnycgwTqcW8tXRFHZczsLYBhGUDRFFOHYtn2PX8vnDpktMjPJlVl/Lnz+iKHIlu5QjSXkcu5bPieR8yhsUGvxrpx3vL+zLoLB7F5mvonLfodGCXy/pMfBeD0blx0JzDmpfC72AVSSh9qH3D8sW0h5OyiVDwUHdlv2n6+gd6Gb1scEe9gR7NJ6LDB48mKSkJJKTbzuS/TWlaDFhxPx+YF9CNp0cDIqFvCAVC06dOrX+67yyag4m5tb/f9mR6yw7cp1uvs68Ma07IyO8rX4NdTw/qjMejrb8Zv0Fs3skJ1tdfbGjJcpvtaf55FAyR67m8cmT/S0mAXVUFo8IZ3dcNqdS5NvRNOV4cgHHkwsI83JkycgwFgzs1Ox9fVtja2uLTqdrVLBeR2vmPyoqKvcfHU6gdnNzQxAEfH19uXnzZoucAh2FKVOmkJqaSqdOnRptP3HiRKuv+cMPP3Do0CFAcppt3brVbPHYy8uLzZs307t3b5KTkykoKODtt9/mb3/7m9n1/vSnP/HnP/+5VWPJzMxsNkrdZDLx5JNPsnv3bry9vfn+++/rCw5UVFRU7jeeGR5KfGYJaxV6HG06l4Gvqx3PjQy/415S5dUG2cjTOv44LequTxraCi8vL65cMe9DrRS1XSdQGwwGYmNjOXToEOXlzbvCCgoKKCgoIC5O2YVuEDXsqYkgV5RcfjGGUESNjlcm9yQ6OpqLFy9y+vRp8vLyrHlpjYiKimLKlClWfe4VV9by562X2XDmdmxsZa2R7y9m8v3FTDwdbZgRHcCcfkGtqixvSHJuGXsT5AXqYE0RLhqpncq2bdtwcnIiMDAQGxt5Aev69escO3as0TZBgFH6ZHbUdCNPlHdPju0XiSkpl2vXrimO00tjvfMPYG98NgajqdURcc0hCALTpk3jo48+wmSyrjesKIpkZ2fL7qusrGTlypUMGzYMLy8vPD090ek63C25yj1C6R67oKCA6upqi1HyTZnSw4/39yaZbTeaRPbEZ/PogDsvdrLm8+ib46lsOZ/B86PCmdjdt5FY/ezwML6OSZFNKfn8cHK9QB3l78L3Mm0vLAnUNjY2eHt7K/ahbqkjY6OCe1qrEZgR3X5pXoIgMDDUg4GhHmQWV7LieCqrTt6koNw8eeROqTaY2HYhk20XMvFwtGF6b39m9g0kOtiNjOIqjiblcfRaHkev5pNXptyCK6ukisVfneK7pUOJClDngCoqKiodFR9nO7QaQbH4SXVQW8bD0YZega6yxeUHE/MoKJf/rGyP72tXPydstBpqjM3PV4aFmxfpaTQaZs6cyUcffVTf3kgnmPDXlJBmcjM7fm98NvZJe2ST0EBqXTNv3rxG85wt5zJkf9euZJficAeu5bn9g3B30PPSt2cauaWtTZ0rq7otjl7OKGHGf4/yv8f6MbSzZ6vHdC/QagQ+e2oA//d9PBvPpltd1Hg9r5zfb7zE7rhsli0aeNfXm5ydnc2KugHZbSoqKg8eHW41TKvVYjKZGDly5H0pToPywtKd8L///a/+/4sWLVJ0Njk6OvLmm2/yxBNPAPDJJ5/w5ptvmi182tnZ4eraul4TzTnBRFFk8eLFrF69Gg8PD3bv3k1kZGSrnktFRUWlIyAIAv83qyfXcss4c6NI9phPDibz2aFkBoR4MLmnH5N7+Laq6vbjg9fIKZWfyE6K8mVYl/u3VYK3t3xFdFWVfPRZcXExFy9eZN++fW06OTGIAvtqu5AtNl40P14TxBiDH8MdHRkyZAiDBw8mNTWV06dPExcX16w46eLiwsMPP0y3bt2sGsfhpFx+ve4CmQrRbwD55TV8eTSFL4+m0M3Xmdn9ApnZN7BVboYvj6Yo7ovS3hZTq6urWb58eb0LOCAgoP7h6+tLbW0tGzdulL2OTjCxNAq+TLcjo8j8dUX4utCz9xw++eQT2RhjADehEi1GjFh3H1hSZeDszSIGhrafU8/b25uRI0dy8ODBNrleeno6a9euBaT3Fzc3N7y9vfHy8qp/BAUFqb2qf4RYmkfk5OQQHGy9qNzd35lgD3tuFjR27/QKdMXxLsWaG4wmPj+SzM2CSpZ+E0u4lyNLRoYzu18gdnotnTwdmNzDj+2XzB0SR6/mczmjmB4BrnT3l4/PziiuoqiiBjcH+WIaf39/WYG6LpXKWqoNRraeNxfIAUZ39b7j4jRr8Xe151eTI3llXARbz2fw1bEULmdY32+yJRSU17A8JpXlMam42usprqxt0fml1Qae/vIkG14cdl+6kFRUVFR+DGg1An4udqRb6JWsYpmREV6yAnXMtTxF525zzvXWYKvTEunvrJjE1pBhXeSFVxcXF6ZNm1Y/TwEp5ltOoE7I+v/snXdYVGfaxu8zjWGG3nuvIkUQRbCAvfdeYokxpu8mm03Z7G6+bLKbbHY3ZZPophmjsYu994oCSm/Se+8wwDAz5/uDMIJzzhSKgnl/18WlnPeUF2Y4857nfp77aYG/XhPELFrmkiVLVBw9jySUMu7rbC5CsBO7C5c2TPG1xu5nx2LTT3Fo+lVwNhRqt95tbu+9xqlrlWLtD3fx5zm+WB/uMijttwYLE5EA/1oWiNeneWFnTAH23C1Cc7tqdTITV7OqceheMVaEOmneeQCxsLBgjPewxYkIwx+ZXIGq5g6IBFzW57jhRlVVFQoLC2FoaAhXV1edEst/6ww5gdra2hrl5eUwNe3fB9PTREtLCy5duqT8fuPGjWr3X7p0KV544QU0Nzejrq4O169fx+TJk3vt8/bbb+Ptt98e8LnSNI0tW7bgp59+gpGREc6dO4fAwMABvw6BQCA8bvR4XGxfF4IFX91iFRQVNBBbUIfYgjr87WQ6RtobYaafDWaOtIGHlebelAfii/Hfy8z2x3wuhXdn+/brZ3jSsNmpsgm/lZWVOHz48IDOQUEDVzs9UKZgTtL6+EwmOjoVeHWKBwDAys4B4VOt4TJqPO6nZCIpMwd1LR3oABcKcGBEtcOB24SJYaMRFRWl1SJUIpXhH6czsesOu2U0E1mVzfjHmUx8cjYTER4WWBLsgBl+Nlr1yGqQSHGIxQHAlJLAhqNqA9xdBVxZWYmEhAQAXYmEIpEIzc3M/VDFYjFWL56Lic0KLNt+Wxkc6MbTygAikQDLly/Hjz/+yFg9z6EAc0qCKlr7fq7XsqoHVaAGgEmTJqG5uRn3798f0PPSNI36+nrU19crrZ35fD7efffdAb0OYXhgYmICgUDAWI1SUVGhk0BNURRm+tng+5v5CHUxwww/1eQpNvvtgeJcWmUvgTyvphXvHknBfy5k4YuVoxDhYYHNE9wYBWoA+OFGPv6zIgi+tuxVuBnlzawVLnZ2dkhKSlLZXl5eDoVCoXUSyJXMalaBdjDsvTUh5HOxbLQjloY44F5hPXbcLsDZ1IG3/+5GV3G6m6rmDmzYEYdDW8c9NcGn4U5RrQSZFU2wMRYiwMHkSU+HQCAMAexN9VkFalJBrZmJnpb4+oqqO1SrVN6r/UVP7DT0/u4rI1mquR9FXWWwn58fsrOzkZiYCABw4DZ2tV1ioFhuDB+GNllRUVHw8PDotS2nqhkppcxzWzTKfkBE4NEuZji4NRzrf4xFRVO71gL1o8+sQJfj0Psn0pFa1oQPF46EkD+8iujsTPTxzixfvDrZEwfji7HjdgFrq5qefHUlB4uDHQa0zZgmHBwckJ2t6vpE0zTq6upgZkZaxgx36lqluF9Yj/tFXV/JJY2Q/Hp/nB9oh/+b7zcg7aeeFDExMTh//ryytZRQKERoaCjGjh0LAwNmd0HCQ4acQO3u7o7y8nKds9qfZm7fvo2Ojq5qOrFYjNBQ9Q2J9PT0EBYWhgsXLgDo6hH5qEA9WLz00kv4/vvvYWBggDNnzmD06NGP5boEAoHwOLAyFOLbdaOxdPttdMg0W2elljYhtbQJ/zr/AFN8rPDDBvX379MpzNVZALAxwhUuFmKd5zyU0LXf52DAoQBrTjNjFng3n118gF13CtDULoNU5XW2VdmfJ6dQWWGOtvRqTPW1hqEaK7H4gjq8cTBJq4dDNhQ0cCO7Bjeya2AmFuDd2b5YEqz+oX5vbDHaOpkDJH68CmgbD5DL5aziNAAsWLAAYrEY3mLgyEsR+M+FB7idU4N6SScsDATKhw57e3vMnj0bJ06cYDyPOUeCKrn2AvXVB1X4wwztKtf7CofDwZQpUyCTyZCZmclqZzcQWFhYDKtMfcLAweFwlK2OHqUvfdiem+CGLRPdYWnInDyzfkcsCmslcLcUw8PKAO6WBvCwMoCXjaHWtohs0DSNb68z2/k3SDrhbtn1sB7ibIpgJxNGh5LjSWX440wf2BgJYSLio0GiKpRmlDexBlptbVXv2QAglUpRV1en9ecSm723oR4P00ZYa3WOwYCiKIx2McPoX+2/L2ZUIb+6FTKFAjIFDZm8+18acgWNTrkCcgUNmYJGSb0EuQx9vQeanKoWbN4Zj92bxw674O7TxtdXcvDZhQeQ/ZrIMC/QDp+vCBq2rWMIBMLAoK4fMulBrZlRTqYQC7isYjQTg1FBDQAB9sbYo2EfTysDWBmqf11nzZqFwsJC1NfXw4CSwpSSoJ5WdUMpUZjAB70Fai8vL0yYMEFl354trR5lIJP9vG0Mce53E7EzpgDafLyVN7apVFD35NC9EmRXNmP7uhDYGg/O6zaYiPV42BDhinXjXHAxoxI/3MhHbEEd6/7FdW04mlA6IK2AtMXd3R1XrlxhHMvOzsbYsWMf21wI/UeuoJFV0awUoxOKGpBfw/7McTypDAW1rdj7XNhjc/kaSNLT03Hu3Lle29rb23Hjxg3cvn0bo0aNQnh4OEm0UMOQe9UXL16MGzdu4Pr165BIJBCJiB1YRkaG8v/+/v5a9SkMDg5WCtQ9jx9MXn31VWzbtg0ikQgnT55EeHj4Y7murpSWlkIsfijy2NjYQCjUvOhuampCXZ3qh7hAIICdnXZ950pKSiCTqWbmWVhYaJVRI5FIGG0KORyOSs9zNioqKhhtUkxMTFTsd5iQSqWsCSROTk5aVaLU1NSgpaVFZbuBgYFWgUKFQoGioiLGMTs7O9aeqT1paGhAQ0ODynahUKi1TX9RURFj5aeVlZVW966WlhbG/rY8Hg8ODg5azaGsrIxRJDEzM9Oq/217eztrwNvFxUWrOVRVVUEiURXbjIyMtPoAlslkKClhDvw6ODhodc+rq6tT9ivuiUgkgpWVlcbjAaCgoIBx+6P3CH8HY/xzaQBe25fYaz9FhwSKdgbhjsMDz9Ac3jaaxbapTjxcjFXtW2thboGXJ3swHNGb4XCPMDQ0VCtwAl0/B9P7WiAQ9PrbEgqF8PX1RV1dHSoqKpTJXDRNs9pHGxoaYpxJC0JczfBtHPuDWVVNHRQdqotoiisA16C3y4tMQeNSZhUuZVbh9WleeHWKJ4De9wiaprH9Wh5+uVsIjsgYHL7mzx2FtA2KNgbrVooLnlHXvbKuVYo/HExCelkT/jJvhMquZWVlaG1rx7en7kDWo18oR2gIjp4IFgYCTLQRo6yklnEOMpmM8X4NQOX9MHr0aHh5eSm/d7c0wNerg1FVVYXS6nrUtEh7/Z25uLggKChImZ3fEwtOK/Q5HAQ4mGCknQFsuRL42hohJq8Wn198oNyPa2gBisNFamkTqprbWYMtA3GPuHv3Lo4cOaLy92FgYKDVfaqjo0PZz60nXC4Xhoa97w9sdvj9XUc8OneyJhqaayKKohifg5j6mmtaE1lpCCw/qGxGeVUt8vJbcaHH9lcne+KZCZ79WhMlFNUjIb+S8X43P8iul23o2hBrxKZkqewno7jYGVOAt2b6wNem6x7wKN19qJnWRFKplLV3d3l5ea91J9uaqFEixeVM1fcaAMz2t+0luj7JNZGtsT7WhTlrfb+jaRrp5U04mlCKY4llvdqLyBpV32sAwBWbguJpXmc/uia6k1yJjV/W4J8rQuDooF0Qmtwjuhio56b0sib840B8r7Hj9zsx3sNco5UneW7qgjw3PUTb5yY2hsI6gqyJHmJnIoS8pR60XPXvQ0Qzt556lKF0v2NiMONEAh4H49wtcDGj67NT1lQF0KqOJj2fAdUJ1P253/k7dLmEyZprAYXqe4ojNESEh4vacwBda4TRo0crrb7NOnNQrehKyOMZP0zMK1cYoY3mQZ/qupapqSkWLVoEDofT636nUNDYd/keZM0doAQicPUfPvuMdjaFs7lqIn5/7nfGIj5eneKJuro6xvtVz/sdn8vBnrvM7xuga010r7ES0z/Ix4eL/BH4q/vIcLxHeIuBf860RUa5GAfii3EpowocI9X7/ldXcrBolD14PaqoB3NNpO59XVRUpBSoh+s94lGexjWRQkHjRk4NTiSVIqNZqFXCjry1AbSs6zPmfmMl1n9Zg38sDoC5qcmwWRNVV1djx44d6OxUTXLp/tuMj4/HvXv3MGLECMyePbvXWgMYGvcIpjjV42TICdQbNmzAv//9b5SWluKdd97BF1988aSn9MTJynoYrHF2dtbqmJ6L0MzMzAGf06P88Y9/xH//+18IhUIcO3YMkyZNGvRr9pUZM2b0+v7KlSuIjIzUeNyPP/6I3//+9yrbAwMDGYPrTIwfPx6FhaqWrjt27MCGDRs0Hn/+/HksWrRIZbuxsTHjByQTK1euZOyh+de//hXvv/++xuPT09MxatQoxrH6+nqtFiZ/+MMfsHPnTpXt69evx08//aTx+KamJri6ujKOJSQkICgoSOM5Pv/8c/zf//2fyvZJkybh6tWrGo8HgICAAEYR7MiRI1i4cKHG4w8dOsRo2e/s7Mz60P8os2fPZrSu/Oyzz/C73/1O4/F37txBVFQU4xjN8FDFxJYtW3Ds2DGV7a+99ho+//xzjceXlJSwvp75+flaBXw++OADxs+LBQsW4OjRoxqPB8A6B6Z7xIIge5Q1tOOTsw/vry3JF1B/+TuV4/lWrrDb+F/MHKl5sfrWhoUoK1Gtmpvz3r9gJJyv8fjhcI+wsLDQKFCfP3+e8X0dGBiIhQsXgsfjISwsDBEREdDX73q4p2kaDQ0NqKioQE5ODubPZ/59/ec//8HWrVuhr68PJ/tCvHc0lXG/pvhjaLy1V2W7nuNI2Kz+mHXucwMeVuux3SMsF/0JIq9xjMe7mIswyskU59IqUJVyC7WnP1fZh2tkBYcXfnz4PYfCwlHMC1e2e4Tp5OdgFLoAz4xzwfKQUOzYsYNxriUlJYz3a6DrPdGNmZkZpk+fzrifunvEp59+ioqKCpWA7wRnEXZsmA4ej4uCggK4ugYwntt+6w/KIMn1BzVYGsL8QNbfe0RVVRXCwsIYx9avX6/VfSohIUElsxboam+zdevWXtvYHrD7u454dL1C1kRDd03Ufb/rSWVlpYotdX/WRM3tnahs6mC83721HTg9AGsitvvdloluvb5vSLuB0u3PquzHNbLCL1Y/4+UoD2WSyqNkVHQFFdjud0uWLMHIkSNVtpeVlcHf31/5vbo1kfNbJxm3LwruLbYOpzURRVHwszOGn50x3p7li9u5NTiSUIpzqRVIZ3gtAMB61d8hdHp4P+ZxKAQ5miDCwwLj3M3xr3NZiC+sZ1wT7QNw+StvVORlaOUQQe4RXQzmc5Pthi+xL85So0BNnpu6IM9ND9HluYmJobCOIGuih9iZ6KP6+CfoKFZ9LvrJ6i+Mf/+PMtTvd4MdJ5ro9VCgLvvxFdAMic7dayIDPZ5al5r+3O+8rA0h4HFQduh9dFblq4ybTn4O4zarVjc/irZrIjk4uNHphmn8B+DzeVi+fLny+ZztfmcYMh9mU7cov390LdXN47rfWRjo4es1wfjoVAZ+ul2gsm/3+rQUwML/PNz+NNwj9ESGsHlFNeZRWCvB8aQyLA5++Gw92GsiPT09ZcFBT3om6A7ne0RPnvY1Edtz06PUnvsKbdl3lN8fBnD4j10FkNrogU96TdTR0YH9+/fjX//6F+N4zzgRTdMoKipiTJoeCveI27dva3WdwWLICdTGxsbYt28f5syZg6+++godHR345JNPYGzM3Cvyt0Bt7cNAjLW1dhZyPbN2mLIwBpKYmBh8+umnALoyf99//33WD6dNmzZh06ZNfb5WVVUVqqtV+5uoIyeHuZ8rgUAg9IcXIt0xxdcKRxJKcTa1AqpLu4fYGQvhb6/5c4zLklk+1vXpsYKxsLBAfr7qwzKHw2HtRd2T4OBgREZGqmR1UhQFU1NTmJqaslq6Al39sLofmteGOUOPx8EfDyczJbnrjJ+dEdws+95fZv04Z7w1ywciAQ+tHTK89Y90fH1a83FbJ7n1qY+kgMfBmrFOMDHQw3PPPYd79+4hPz+fNZuWDYqisHjxYq0yjh+Fz+dj7dq1OHLkCHJzu6yAbW1tsWjBfPB4ulnBXs2qYhWo+0NdXR1+/vlnnY4xNTVFQEAA/P39YWBggJqaGrS2tjIK1EzoaodfWlqKtLQ0jfvpuoYiDC06Ozt1sqXWxOOwd2ZikpclfGx638PV9cFuapfhYHwxfG2ZnUgeVLZAJmf//GCrAigvZ2+roQ32JvoY4/J0fD5zORQmeFpigqclJAtlEP+NfV8fG0OEu1tgvKc5xriaw6CHFd/360dj6fYY3Gc5tl4ixTdXc/FSlGZXGMLjIbmkEc3tnWrbkxAIwwmyJtIdPzv251TSckY7Jngyux/15N/LAzFqwnjGdiUDBZ/LwQhbIxSwjFMUEObK3n+6L5QpjJEit8GfF45V+xzOhIDLwVx/7SoEBxM+l4P35/thhJ0R3juSCqmadWU3Urn2lu5DFT0eB1wOBblCNRjy1eUcLAiyf2xtQIyMjBjvy0zVrYQnT0sHS2P6ASCBoe3TUIOmaRw/fpyxkp2NcePGaVXV/VtkyP1WugOAL7/8Mj755BN899132LVrF6ZPn46QkBBYWloqA8uaeOaZZwZzqo+NnvYV2v7sPfdjs+YcKHpmOFVVVTFaC3UzderUfl3rm2++0Sp7k0AgEB4HXtaGeGumD/44wxt/aruDf1xm3m+6n41WD/dsa391gfvhBpt1sTb4+PiwVkb3lWWjHSHgcfD6gSTGBzNdmBug5cP1Iy+nnbEQ/1waiPGeD0UnsR4Po7UQPjytDJSW4ky0qbFWWjzKHuYGXRmcBgYGmDRpEiZNmgSFQoHa2lqUlZXh7NmzGucwdepUra2kmDAwMMCaNWvQ1NQEqVQKS0vLPgXDbmTXQCZX9LIi6y+NjY3YuXOnVmspsVgMPz8/BAQEwN6+d09wBwcH2NszVweYmJhgypQpqKmpQU1NDaqrq3UWIN977z289957Oh1DGJ5UVFQMnEBdNbjPCGw8Wj2tDT/eKsBXq5mrLqQyBfLU9DVTJ1A/WpGuC4tG2ffr81kmk4HD4fT5+oOFSMAeIti2NgSLZk9kHTcRCbBz0xiEX9qPepZ9Pj2XBStDvQHtbdjU1ITz58+jpKREmSAkfwoCx48DuYJGbH4dpvg+uV7qBMJAQtZEuhPoYAyxHg/amXkTmHAxF8HRTB/Fdew2qYZCPkZqkbTeXwIcjMGW42xrLISxaOATkhJlDpCbauf42ZMpvlaDMp++sny0IzytDLB19z1UNqn/i/jkTBYmTozs1epluEFRXevZQ/dUbZLzalpxMrkMC4IGrj+4OqysrBgFaqlUCqlU2qdkeMLAU9bQhh9v5uP7A2zpqP0nsbgBu+8UYm2Y7veUx8WdO3e0SobrRigUIiQkRKdrdHZ2sraqetoYcgL1hg0begX0aJpGW1sbjh8/juPHj2t9HoqinhqBumePB21vyD3fvIPtIx8ZGam1pRWBQCA8jVAUxdr7FoBW9t6/FdiEFW2qp7Xp8dQXFgTZQ8jn4g8Hk9Dcrj4TlMuh4GCqDxMRH7UtUpQ3PvyM7mnvrY7pI6xx89fE+WUhDvjzvBFqbd4exUCPBwGXAzlN41/LAqGnptK4tpW9EnpjBLMdEofDgaWlJSwtLVFfzyYxAO7u7ggKCuplkdtXOByOVtZ/6mhs60RSSQNCnAeuojE6Opq1n3k3bm5uWL16NVxdXcHl6h6gEAqFmDDhodUeWVMRALA+iFZUVDDaVfeFnOqBEahlcgUUWr5v/eyMEO6ue+VOUZ0EBbWt4HEoyBiSibr7UDPB5sTV0dGB+vp6mJv3rZKIzZJSEzKZDGfPnkViYiJkMhl8fHwwc+bMft8DHwemIs3PovYm+lg91gkfq3EAeTs6BRaGeojy1q7frTrq6urwww8/oLW1K0mhoaEB+fn5jDZ3BGZu5dQSgZpA+A1DURR8bY1wi5gP9hmK6nIiUdfL+HGhzrnNxUK11/NAoACFV/cm4NSrE2Aq1l5IXDTq8YifujDKyRQnXhmPF3bfx71C9mfhtLJG/OfCA7w72/cxzm7geTnKA9H3S8CUq//lpWzMDbB7LFXUTk5OrIJfWVmZVnbNhMEjq6IZ/7uei+OJZZApaLTL+pYIamssRLCTKUbaG+PtYxTYFKu/HEuFlaEepvsNvVhqYWEhLly4oNMxoaGhOgvNtbW1+Mc//gFjY2PMnz8f7u7uOh0/nBhyAjXAHJj7LQfregbktbXc7FnVrG3VNYFAIBAGHi9rQ4x2Nn3S0xgyqKv8CwsLQ2Zm5hOxkpvhZ4NRTia4mV2DekknztXZ4OAt1f1CXcxw9a3JAACFgkZCcT1OJJWjtKENjmYira41P9AedIM5NoS7YtoI3QPCJiI+Tr46HvEF9Qh0NGHdr7hOguZ2Zgs5N0sxvG2Y7XK1Zd26df06fjC4llU9oAL1/PnzsXPnTrXWYhMnToSHx8DZ1RIrRQLAvn7v2YetvwxUBXVrhxwtHdoFKbZMdOvze/ynWwXwsDJAZkWzyli6GoHa0NAQra2tjM+TZWVlfRKoAx2M4d7Hlg7nzp1DfHy88vvMzEyUlJRg7dq1fTrfUMTaSH1CmVxB48Xd97FvS5jazzFNtLS0YNeuXUpxuieDnaQ9XOjUwqb0dq729oQEAuHphPcUOXY9KSYOFYHaQY1Abd5/gZoHOWRQTcota2zHm4eS8N0zo7Va65mK+IgcgES1wcDKUIi9z4Xhr8fT8LGa/b6/kYdZI20wymn4xntcLMRYGGSP6IRSlbHc6lacTinHvMDBt2F3dmavls3LyyMC9ROiub0Tbx9OwakU7VsjzROkoVJhgGzaFi72Vgh2Mu36cjaBrfHDZ9z9jia4lsl8DgUNvLI3AXueGzug8Z3+0tzcjIMHD2pVYBMREYGOjg40NDRg7Nixfb5mY2PjoBXrDBWGnEC9fv36Jz2FIYeBwcPgh7YP2j3363n8cOfFF1/EsmXLdDomJycHCxcuHJwJEQgEggZ4HGpALYeHO4aGhtDT0+uVSNWNpaUlZs6ciYSEBCQmJj72uVkZCrE4uMuquvgisyVsTzgcCiHOZjovmAU8Dn7ZHNanOXbjZW0IL2v1AvPO2wVgS+8b6zZ0FvkDydUH1Xh9uveAnc/c3BybNm3SuQf14+bDDz/Uaq3z2Wef4Ycffhj8CRH6DZtAXVFRMWDXyB2gCmpjER8cCtAkUdub6GO2v269CXtyv6gBE70smAXqMnaBmsfjwcLCgtE2sLy8XOkCUa/GceJRuj8rdKWqqgpxcXEq21taWrBjx45ebgpPO22dcmz6KQ6HXwjvU0VXR0cHfvnlF7VOH08DMi0CYOq4m1+ncZ/MimbUtHTAwuDptxAkPP2QNRHhSTHO3fyx9etVh6eVIQRcDpjSlJ21TKhWRzi/ANc7mSv5Gts60dwh08odbG6AHQS8oRsnEfA4+Mdif7UCtYIG3jyUjFOvjlfrajbUeWmyB44mljJWUf/3cjbm9GP9ri3qChlKSlQtyAmDj0Qqw7LtMYzPXuow50hgzpEggFeHCX5miIjwYuy9bKLBmalDpsCzO+NxaGs4PKwGTtuiaRqZmZkoLS1V26b2UeRyOQ4ePKh1K11PT09MnDgRVVVV/dbm+tMqcThA0b/l0uTHzPvvv6/snzxp0iRcvXpVq+NefPFFbNu2DQCwYsUK7Nu3T+Mx33zzDV566SUAwIgRI3TyxX/aSEtL62WFeO7cOXh5eSm/t7Gx0SoTpampCXV1qg/4AoEAdnbaZZOVlJRAJlO1j7WwsNDqZiWRSBhvnhwOB05OTlrNoaKiopdtfDcmJiZaWQtKpVKUlZUxjjk5OWnVR6+mpobxhm5gYKBVX0WFQoGiIubMVDs7O62s8BsaGtDQ0KCyXSgUwsZGOwuRoqIixqwpKysriESaF/4tLS2oqVGtWODxeFr3cy0rK2N0VjAzM2PtudiT9vZ21mC3thmKVVVVkEgkKtuNjIxgZqZZBJPJZKwLTgcHB8aFzKPU1dUxVjiKRCJYWWmXlVtQUMC4ndwjuhjIe8R3332H0lLVDN1x48ZhxowZ5B7xK/25R9A0jZ9jCuEkbIejsQAv/HJfaYHrZCbC6TdnwcREcw+0oXqPOHSvBJ9ffACuoQUoTu9gQPx7U1WC7P29RzQ3N+Ozzz5DXV0drKyssGTJEqVF03C6R+zfvx8rV65Ufk/WREN3TVRZWYkzZ84wHvPmm29CLO4S9Pp6v6tvlWLU37qsyRTtLVB0PKxA/duCkYjysdLpfrfok2OIK6hV2c4RGYPD73pP/XnuCDw7nrm1QM/7XXZlMzb+9KuIS3HBM3p43/exMWQMklgY6OH4phGsa6KLFy8iOTlZZczFxQWT5y3H9uu5OHA3D+2Nqj8DAPCMH7pd8DgU7r47BeYMYp6m+92BAweQnp7OeI1uIiIi4OnpqbJ9uK6J9sUW4asrv/rGcnjgGfauWHcyE2H/82G9KioA9fcIoVCIX375Bfn5+axz6OzsZKyspigOKHs/lAmcEO7ngucnubEGlZ/kPeJSRiU+Op2B7MIyuJnw8EKkO8LcHv7utF0T/fFAIvZcYe4TyDUwA8XtEhH+u2oUa4XUcF8TdUOem7oYaveInpA1UW/ImqiL4fQMuGTbbdxNyQIeCbWPdTXDrpenP7b73c8XE/BedGKvFixvz/LBM5Ej+32/s7CwwHvH0nE05WHiH0UBL0V64HdTPZXJ+VVVVfjxaubDNUD3vgIRuPqGOPJiuNrK46F0v0suacA70SlobHso+3PFpqB4Xe+pl6Lc8eYMH8bjh8s94rV9CTiWyPw3/M2aYARbUoN+j/j4448Zr2FoaIg33njjqbhHAMNnTfROdAr2xjL/vmiZFPLWh0miY/glcOJ0vc8ffT+YmZlhzpw5KhbV3WuiIwkl+Pf5B8rt3feIbuxN9HHkxXBYPeLQ1Jd7hFwux+HDh5XPY21tbcqWS1FRUcpjmO4RZ8+exZ07d1TO2f1+mDZtGvz8/JTb+7KOOHTokPJn4nK5MDQ0hKmpKV577TW15+jvPSI+Ph6hoaHK71NTU3v9LIMNEagfI30VqL/44gv87ne/A9BlfxoTE6PxmLfffhuffPIJAGDx4sU4fPhwn+b8NPCoQP24/8gIBAKB0JsjR44gKSlJZbunpyfWrFnzBGb0dLP9Wi4+PvPQO+mjRSOxZiy7hdZwoKCmFZH/uso49p/lgX2ublRHa2srzp8/jxkzZmj14DgUOXbsWK+qIrImGro0Nzfj3//+t8p2U1NTrFixQusASE8kUhlOJJXhbGoFrmSpVhN3c+53E3VuAfB/J9Kw41YB67iRkIfb70yBgZ52Bl5rvr+DWzmqYrG9iT5KG5gdpeL+NBWWhswVoHfu3MHZs2dVtis4POxuC4KC1r7iaVOEK/4yb4TW+3dTXl6O//3vfxr3oygKs2fP7hUkGO58dCod391gF5OdzUXY+1wY7Ew0t6ZSKBQ4fPhwvxOwFTSQpzCH0CUY324MB+cxVL1JJBJcvXoVSUlJ0NPTw+jRozF+/HgV4SY2vw5rv78LaQ97brGAi6MvRcBTg3tKTzrlCoR+dBENEuZ2Hz1ZNcYR/1gcoP0PQyAMc8iaiDAYfHExG59dfKCyXcjnIPEv0yHkP74q27SyRhyML0GnXIFlox0R1I+WGo/SJpVj4de3kFXZDAsDAT5bEYQJnqoVfnO+vIE0BpcbVwsxLr8xaVi1NjqfVoEtu+4xjnE5FI69FIGRavp/D3Vyqpox7bPrj+ZWAOhKED396oRBXytt376dMTGCy+XiT3/6k1aJLoOFRCpDS7sMpmIB+L8Bh8SzqRXYupv5/d4TM7EA68e5YG2YEzIS43Dp0iXWNr1+fn6YMWMGY5LMv85lqSSz9MTX1ggHng+DoRbuDOo4c+YM7t69q7LdwcEBmzdvZj0uNTUVhw4dYh0PCQnBvHnz+jU3APjnP/+pksjo7e2NVatW9fvc6njS2tmQs/gmqOLr66v8f0pKCmQymcZMsfv3H2ZJ9zyeQCAQCIQnDZs9DZP9KqF/5FQ14z8XHgZJTER8LB7VP/GWpmnU1NSApmmYmZlplb0+0LhYiOFiLkJB7cPFu4mIj4melnAwHRzxWCwWY9GiRYNybgLhUQwNDeHu7g5jY2PY2NjAxsYGVlZWGrOw5XI5SktLUVFRAZqmwePxlF9SBYX/Hk2CVEHBnKIgBwdycNBG85W9BDkU4GKh+9+Qp5V60WxNmLPW4jQAbB7v1kugHudmjs0TXOHvYIwxH11iPOZvJ9PhaWUAExEffvbGGOVoogx82toyWxNyFDKI0YFmaM5uF3A52DjeBW9M61sbAW2Tk2maxqlTp9DS0oLIyMgnGrylaRqNjY2oqamBg4NDn/ufvTPLF5VNHTiexFw5U1grwcpv72DvljDYqxGpaZrGuXPnBsQdjEMBHtxaVBfexq4YW6yPcOv3OTVx+vRppKamAuiyKL98+TIUCgUiIyOV+ygUNN4/ntZLnAaAVqkcn1/MxtdrgrW+XkxurVbiNADGhBACgUAg6MYELwtGgbq9U4H4gnqM99Rc5TlQ+NkZw2/+4Aim+gIuvl4zCh+fycTfF/vDylB1ffCgsplRnAaARaPsh5U4DQDT/WwwP9COcS0jV9D4w8EkHH95/JC2LVeHh5Uh5vjb4mSyaq/hzIpmnE+vxMyRuifI6sLMmTPx008/qWyXy+Wora19IjbHcgWNr6/k4H/XctEqlcPBVB9vz/LB3IDB78vdjUJBI728CR0yOQIcTAZdIK9obMfb0arOUz1xMhPhuQmuWBriCH1B13Pk+PHj4eDggIMHDzK6GKWlpSE7OxuRkZEYO3YsuNyHCTtvTPdCRVM7Dt1jrojOKG/C1t33sGPDmD7/jd2/f59RnAa63BzZqK6uxrFjx1jH7ezsMGvWrD7NqScymQxeXl6orq5GVVUVOju71vBPu703QATqYUF4eLiyX2drayvi4+MRFsbeu7Kjo6OX5cDkyZMfxzQJBAKBQNAKNvulhoYGdHZ2gs/vX1YkoYuuB+VkSGUPg9yvT/NSPkD0hbq6Ouzbt09pEUZRFCwsLGBlZQVra2tYW1vDysoKJiYmrEEHuVyO+vp61NbW9vqqq6sDRVHw9fXFxIkTNVYpR/lY4X5hPSZ5WyHS2xKBDiZ96vsmlUqhUCj6LLwQCIPFunXrtN5XoVAgNTUV165dQ20tu9A0leH2StNAscIEMZ0usDYz7lMPPS9r9dZhG8NddDrfJC9L+NgYwsfGEJsnuPWqSLE01EN1c4fKMSeSy3pVffjbG2PPc2NhKOSrrTg3p1rRTLP//YsFXKwJc8az411hbdS3+0RpaSmysrJ0OubatWtoaWnBnDlznkjFiEKhwMmTJ5WJz1wuF6GhoZg8ebJWFog94XAofLosADUtHbidy/z+LKqTYOW3Mdi3ZRyrSH3r1i3WwBIA0AIRbim8YNxeAR9uFfiU5v7NlpxWHD13FVNG2AxaghPQZZ/bLU73JD4+HhMnTlS+xkcTS5FezhzQP5NajuI6CRy17CF6JlU1yMxGUZ1Ep3MTCAQCQZVABxMYCXloale1Wr2RXf1YBerBxsPKEN+vZ3d7ib6v2tKrm0Wj7AdjSoPO+/P9cCunBrWtqtbImRXN+OZqDn431YvhyOHBq1M8GQVqAPjyUjZm+FkPamKBvX1X4gJTBW5FRcVjF+rapHK8ui8BF9IrldtK6tvw8p4EpJU14c3p3oNeVX4+rQIfnExHSX2Xg5SloR72PjcWHhqSgzUhl8uRm5uLtrY2uLm5wdCw63wKBY03DiayJjjaGAnx3lxfzPSzUdr5dyOTycDlchESEoLr168zHi+VSnH+/HkkJiZi7ty5Sot5iqLwj8X+qG7uwLUHzIUrt3Jq8eahJHy2PEjn33txcTFOnTrFOGZsbAwfH2aL/o6ODuzfv18pFj+Kvr4+li9fPiBFGzweT+nsolAo0NjYiOrqaq0s9Ic7RKAeBhgYGGDKlCk4ffo0AOCnn35SK1BHR0ejubmrN5upqSkmTpz4WOZJIBAIBII2MAnUHA4H5ubmaG1tfSILMJqm8eDBAyQnJ4PH4yEwMBBuboNfTTWYNEiksDMRIquCC2N9Pp4d74p1YX239lYoFNizZ0+vfkc0TaO6uhrV1dW9Ktr09PSUorWZmRmam5uVQnR9fT1jz6Vu7t69i4CAAI0C9Z/njOjzA6FUKkV2drYyi3fixImYMGFCn85FIDxJFAoF0tPTcfXqVcZeZNpAUYATtwFmnHQ0mUT06RzdFdQmlAQe3BpwQaNYYYIyhTEWj7JX6RmmCQ6HwolXxjNWCPjaGqG6WTVw8WgsK6W0EW9Hp+Dr1cHQ09ODhYUF4+/InCNBgcJcZbupiI+NEa54ZpwzTES6CbKPcvny5T4dd+/ePbS2tmLJkiWPPXnr2rVrvVy55HI57ty5g6ysLCxYsEDrnrvd6PG4+N+6EKz89g5rRVVxXRtWfhuDvc+FqYjFCQkJuHjxIuv522geTje7o5nmA3BEiswWPtwqjOBVQkipCgU98aNK8JeDsfjhucGzG2VLUGhpaUFLSwuMjIzQ3inHv86xJzIoaODHW/n46zzNlnsyuQLn0io17teTmNxaIlATCARCP+ByKIz3tMDpFFWb4uvZNXjnCczpSSBX0DiawCxQj3ExG7afNWZiAT5YMBIv7bnPOP7V5RwsDLKHi4X4Mc9sYPCyNsRsfxvG9296eRMuZlRh2gjrQbs+n8+HpaUlY7/siooK+Pv7D9q1H6W6uQObd8YhqaSRcXzb1VxkVzbjsxVB/badZqKkXoL3j6fjYkbvtVx1cwfWfh+LS29MglgHd6qe1NTU4MCBA8rfM5fLVcZDvruRz+qqw6GAL1eNwhhXM+ZxDgeVlZWIjY3VOIeqqir8+OOPCAwMhLu7O4RCIYRCIT6Y4YjXm5uRWN4KOTgAeq/LjyWWwcJAD+/N8dV6zd7Y2Ih9+/ZBLpczjpubm7MmA8fGxqp9xl66dOmgxC85HA5MTU1hamo64OceihCBepjw4osvKgXqHTt24JVXXmH0gpdIJPjLX/6i/P75559/ItabBAKBQCCwYWpqiqCgIJibm8PS0hIWFhYwNTXtZfHzuImLi1N+zgJAUlISJk+ePKyTvMwN9PDNmpABOx+Hw8GCBQsQHR2N+vp6tft2dHSguLgYxcXFOl8nLCwMdnaaLbN0FacfFaV7ZsGmpaURgZowrFAoFMjMzMTVq1cZgzh9oYXWg7OtqlCrDWIBhZmm1bCWFKA7VuCLKqTLrLB1Ut/+ttjs63xtDXGdJbP+UU4ll+P3U5vhYWUIOzs7ZoGa6m1BZ2ssxHMT3LByjCNEgv4/RxUWFiI3N5dxzM7ODp6enrh27Rrr8ZmZmdi1axdWrVoFfX3mymKaptHZ2YmOjg4IBALo6TH34taWuro63Lx5k3Gsvr4eP/30E8aMGYOpU6fqVE1tKOTjl81jseb7uxpE6jvYt+WhSP3gwQMcP36c9bydNAcXpV69KuGl4CFZbod0uTU8uTXw41XAgFKteAIAHqUAt/g+Dt9zx9LRjlr/PLqgroK+sbERRkZG+Ol2Acoa29We50BcMX431QvG+uqDoXfy6lDHUOEFADwOBZlCtTrpVm4NlocOzs//NNPU3glJhxyWhnp9cnIhEAhPFxM9LRkFvozyJrx7JAV/X/T4RLYnxZ28WlQ0MX+eLQoentXT3cz2t8FMPxucTev9GhsJefjz3BFwNh+e4ns3r0z2ZHz/Al1V1FN9rQa1itrGxobx2aa8XHtXmP6SU9WCjT/ForiuTe1+FzOqsGTbbXz/TCicBuh175Qr8OPNfHx+MRttncyCakVTO7Zfy8Ub03VvO1RWVobdu3f36nMsl8tx5coVZOYV4oscEwDMcbmXojxYxWmgK140evRo+Pr64uLFi0hISNA4n6SkJCQlJfXa5g/AXwjIaQpScJEqs0Ga/GG7ph9u5sPCQA8vRLprPH9nZyf279/PaDneTWhoKOt7OiIiAp2dnYwV4ZMnT4a7u+Y5EDRDlMthwpw5czBhwgTcuHEDUqkUc+fOxfHjx3tlD9XW1mLVqlXIyelqKm9mZoa33nrrSU2ZQCAQCARGuFyu0rpmKNDU1IRz586pbL98+TL09fURGspuXTYcaWtrQ1paGkaPHq3zsY6Ojti6dSvOnz+Pe/fuDfjcTExMEBUVNWDnUydK96SiogK1tbUwN++bOEcgPC5omlYK05WVulVHqqNJoYcrUg/8zVr3XoXV1dWIjo6GTVv5o0nuGMGrQm7CLXjOnDlgwawRtkY67f/t9Tz8c2kgbG1tkZys2k/NnCMBQMPNwgBbI92xMMh+QPsHXrlyhXUsKioKnp6eMDAwYLWdA4CioiJ8//33sLGxQUdHB+NXTztEe3t7LFmyBGZm7EEkdZw9e5a1yqCb2NhYZGdnY/78+XB1ddX63CYiAX7ZPBZrf7iL1FJmkbqkvkuk3vtcGNBaiwMHDjDaPQKAgqZwpdMDtTRztZIMXGTIrZElt4Qbtw5jeEUQUKo/mz23CTtOXsck76WwNOyfwP8ozc3NKCtj7r8NdAnUBmbW+PpKjsZztUrl2BtbhK2T1AfETqUwB3JFAi4WjbLHL3eLVMZu59aCpulh1xf0SdEhk+NPR1JxJKEUcgUNAZcDVwsxPKwM4G5lAA8rA3hYGsDNUgwh/8klYRIIhMeLOhvv2hbVFiVPI2z23gIeB7P9bRnHhgsUReGDhX64k1+rtEGe6muNjxaN7HMrmKGEr60RZvhZM7qwpJQ24kpWFSb7DF4VtY2NDeN6vaKiQus1SptUDh6X6lOv5rt5tdiy6x4a23rHDThQgAsFOsFFzweeB5UtWPD1TXyzJgTj3PsXS4gvqMOfjqQiq7JZ477fXs/DqjFOsGNpi8NEcXExdu3aBamUOYGxvDAPM7h6uKLwRAPd+7xBjiZ4dYqnVtcRi8VYsGABRo0ahVOnTvX5mZVL0dCHDEyv4idnM2FuIMByNYmlNE3jxIkTatfgQUFB8PX1ZR3ncDiYPHky7O3tER0djY6Ornu4l5cXxo8fr/XPQlAPEagHidmzZ6v8AVRUPMxAio+PR1BQkMpxp0+fZq0a2rNnD8aMGYPy8nIUFBQgKCgIkyZNgpubG6qrq3Hx4kVlBgyPx8OBAwd+Ez71BAKBQCD0hzt37rAG4k+dOgWRSMToWjLUqKurg6mpqdqHtszMTJw8eRItLS0Qi8VqF+Ns6OnpYd68efDy8sLRo0fR1qY+s1gX5s6dq3Nv054oFApUVVUhLy8PeXl5KCgogEym3tq1m/T0dFJFTRjSFBcX4/Tp0wNeQSClubjU6YkO8OBupb0lIU3TiIuLw/nz59X+nd29exccDgfTp08fEOHLV0eB+khCKV6f5g0bG+aAqB4lR7i9ELtemjTg1Y/d9yEmHB0d4eHhAaArc18sFuPw4cOsn0fdbRK0obS0FD/88AO2bt2q7CmnLQ8ePMCDBw+02re+vh47d+5EaGgopk6dqnXltolIgN3Pahapn91+CVGcNLXvr5udrihTqE+s4FDAWFdLzBzpD7vOUty6coFxv5F0Pt4/ch9fPzNOq59DWzT9PhsaGhB9OQfNDD1LmfjpVgE2RbiyJlJ02XszVz9N9rHCZB8rRoG6urkDOVUt8LTuX1/D3wpvH07BkR4WtlK5AlmVzSqBZYoCHE1FXcK1pRijXcww2ceqT4FzAoEw9HEwFcHNUoy8atWKvXD3p6cHNRsSqQyXMivhZimGq7kYLhZiVDV34ERSGab5Wmt0ABkOWBkK8dd5I/DBiXS8P98P8wPtnqrkrleneLK2CfniUg6ivAemirq0oQ1HE0pR2yKFgR4XhkI+uK3Mn40SiaSrnalAHxWN7ShvbEdFY9uv/3Z9X9nU9W9jWyc4VFcLoqUhDlgUbA8LA81r1GOJpXjzYDKk8t7tyHy4lQjilUFIydCk0MNdmTNKe6w96yWdWPfDXbw/3w9r+9BSrb5Vik/OZmJfHLP7nA2nCd7cavAgR57cHAUKM3TIFPjn2Ux8vnKU1tcxNzeHkZGRWstqY04H5gjScbPTFYWKrkRXsYCLL1YG6bxucXJywpYtWxAbG4srV66wCuOakLJUdL8TnQIzkQBTWWznY2JiGJMduhk1ahTmz5+v1Ry8vb3x/PPPY//+/ZBKpVi0aBGrLThBd4hAPUikp6ejsLCQdby1tVXFwgCA2j9WBwcHXL58GatWrUJiYiIUCgWuXLmikpVvaWmJHTt2YMqUKX3/AQgEAoFA+A3Q1taG+Ph4tftER0dDX19f557UNE0jLS0N9+/fh0wmg6+vL8aMGTMoVub19fX49ttv4erqigULFkAo7J293dLSgjNnzvTqE33q1Cm4uLiwWsaqo7m5GeXl5coM0oFg5MiRSrFGFxobG5GXl4fc3Fzk5+ertW9SB7H5Jgx1uFyu1uI0RVEwNzeHXC6HTCbr9fVoJeqVTnc00voQ8DhaC1MtLS04duwYsrOztdo/JiYGXC4XU6ZM6XdAy81CDAGPA6mMvZd9TzrlNHbcykeYixFoGmC6fJQTb8DFaZqmNVZP9/xdjBgxAiKRCHv37h2Qe2trayuOHj2KNWvWaB1A6ezsxJkzZ3S+VlxcnLKaWtvPShORALs2jsHm76+jtKoGhlSH8svg13+FUhnU/SZiOx2Rx9A/HAAEXA4meFpghp8Npo6whpm4K/lJoXBCVkYaaipUqyn0KRlKHtzD2VQXzBw5cBVemgTqkspa7LrPLNQzUdHUjlMpZVg0yoFx/G4+u733HH9bjHE1A5dDQc5k851TQwRqLTieVNZLnFYHTQNFdRIU1UlwORP47kY+RtgaYc9zY/vd355AIAxN1o9zwV+Pp/XaxudSmBMwvKuHtUHA5SD+T1PB43IgV9D4+koOdtzKBwAsGjW87b17sjDIHpO9rWEsGv6C+6P42Rljqq+1Sv9jAEgqbsC1B9WI9Lbq1zXuF9Vj9Xd30N7Zez0vgAyrWQrR535yEkVy7dyeFDSQVdmMj05n4J/nMjFthDWWj3bEBE9LlTU/TdP45mouPj2n2o7FiVOHMP7DpD4jTgem8B8gRuaCbLmlcrtMQeO9o6nIqmjGX+aN0CjmNjU14fbt20jNLUFyjRzxbVYAVNcEftxyhPJLlN87chth2NmBZLkdjiaWYUOEK4IcTbT6nYhEIqxbtw4//vgjGhuZe2sDAJ9SIEqQixRZK+7LHPB/C0bC2VyMiooKNDQ0wMfHR6vrAV3Pr+PGjYOfnx/Onz+P1NRUrY/tRkYxy5dyBY2X9tzHL5vHYrRLb9eonJwcXLjAnJAKdGlsc+bM0em51MzMDM8++yxaWlr6FEMjsEME6mGGj48P7t69i3379mHv3r1IS0tDZWUlTExM4ObmhkWLFmHTpk2wsHj6s/IIBAKBQOgvcXFxGjM55XI59u3bhw0bNmjVGxnoyvA9duxYr56TRUVFqK2txdy5c/s150fp7qvT3t6OjIwMVFVVYcWKFbCy6npozMrKYqx0bmlpwYULF7TOGu2JSCTCiBEjYGFhgcrKSlRWVqKqqgoNDQ06ncfExATm5uYwNjaGtbU12tvbVcT1R1EoFLh79y7i4uJAUZTWFYWaaGpqgkQigUg0vPuGEZ5e7Ozs4O3trbaXLQD4+/tj0qRJrM8Dcrkc7x5KwsmEAlhxWlD+awXA4lH2MBJqDrJlZWXh2LFjvXqXacPNmzfB4/EQGRmp03GPwuNy4GVtwFh5a6DHQ0uHahXqL3eLUNpgCR4thAml2hPRVjDwlps5OTkoLmauhHBxcWEUcl1cXLBx40bs3r0bLS0t/Z5Dbm4uYmJiEBERodX+MTExqK+v79O1Ghoa8PPPPyM4OBg2NjaQSqWMX52dnZBKpZBIJGhsbIS/QgH/Pmh0KTIbpMttVLaPcjLBpghXRHpbwpDh/czhcLB88UJ8s207QKsmOXjyavD5kVsY57ZgQILOnZ2drD3Iu0nKK0On3Emn835/Ix8Lg+wZA2ts9t76fC4iva2gL+Ai0MEY94saVPa5lVuLDRHaW7b/FilraMN7R1L6dY708ia8E52CbWtDBmhWBAJhKLFmrBNiC+pwKrnrfiwScPG3BSO1quIc7vB+Feaqmtvx+/2JuJXT9axmJhZgkrelukOHFRRFPZXidDevTfFkFKgB4ItL2ZjkZdnnpFO5gsYfDiSpiNMAIAUPLbQABpRqjMYErSiC7u2IOuU0TqdU4HRKBeyMhVg22hHLQx1hb6IPmVyBPx9Lxd5Y1TU7BRohvBKV7RwKiOAXQABZr97IALDrTiFyqlrwzZpgmP6aHEnTNGpbpSiuk6C4vg25OTloSL8BSt5lI+4GwEqvFsc7/CDtIdU5c+p6idPdBPHKkCO3gAQCfHgyHQe3jtP6tTA2Nsa6devw1VdfadzXn1cBbyMZZvlEob29HQcOHEBdXR3Cw8MxZcoUnQovjIyMsHTpUowaNQqnT5/WKYazfrwn/nKVef8OmQKbforDwa3h8LbpSrCsra3FoUOHWNsDGRoaYsWKFeDxdJdFBQJBn1soEdghAvUgwWblNhAIBAI888wzeOaZZwbtGgQCgUAgPO1IpVLcuXNH6313796NZ599VmOf4vz8fERHR3dZUD1CfHw8AgMD4ejI3itHV06fPt2rjUhtbS2+++47zJ8/H/7+/hCLxWhvVxVkAOD+/fsYOXKkztXhXC4XVlZWsLKywsiRI5Xb29vbUVVVhaqqKqVw3draCpFIBHNz815fZmZm4PP79lCfkpKCurq6Ph3bE5FIBF9fX/j5+cHZ2XlQqtsJhIEkMjKSVaD28/PDpEmTlMkpbHC5XPxpgT94Aj4OxpfAQI+DhaPs8O5s9Zb/UqkU58+f1+g6oY6rV6+Cy+X2261ghK0Ro0BtYSBgFKhbOmQ4m1qBcVwRTKB6P6ytYrZD7iuaqqcnT57MOmZjY4Nnn30Wu3btGpD73KVLl+Dq6qoxwaqhoQHXr19nHZ8+fTpiYmIYP9t6cv/+/T7NUxdy5Oa4J+tdPWwuFuCtWT5YGuwAjoZqeCsrK0RERODWzRuM476d2fjoZAr+uTy433PNy8vT2GqitZm5etrGSIhwd3NEM1TqppU1ISavVsUuViZX4Fwqi723b5c4DQARHhaMAvWdvFrI5AqlwEDojUJB4w8Hk9CkpR27Os6kVuByZuWg9vIkEAhPBh6Xg69XB+OVyU1olHTC1UIMq6egP7G23Myuwe/2J6KmR8/tzRNcSWuDYYS/gzEm+1jhcmaVylhCUQNu5tRggmffEg5OJpchr4bd9axOIYIBV1WgNuNIAOZOOFpT1tiOLy5l48vL2ZjgaQm5QqFMongUZ04djDnsSayh/BLoUXLcl9mjZ1/qmLxazP/6JrytDVFc14biegkkUjkAGiO5FQjmleDRpaoBJUUgrwxxsq6ERQuqBRP4eYzX5VA0XLm1SJPbIr6wHqdSyjE3QLtCCgCwsLDAli1b8O2332rcVyCpwbfffgszMzPlc8nt27dRWlqKpUuX6txKyN3dHS+88AISEhKQmZmJhoYGtLe3o729nbXNUZSfPd4TW+HDUxmM403tMjzz413s2RgMe9MuNyq2+BeXy8XKlSt1njdhcCECNYFAIBAIhN8kiYmJOlUASiQS7Nq1C88++yzrgjYuLg6nTp1Se54rV64MWJLZ/fv3kZCQoLK9s7MThw8fhkAggLe3N8LCwhATE8N4jhMnTuCFF17oV+/nboRCIZycnODkpFslmC7ExcWhrEzVmlVbiChNGM7Y2trC19cXGRkPH9BHjBiBSZMmwdpae5HDSMjHR4v88bcFIzWKeQBQVlamVRAD6OqtXFpaCoWC2YK7vLwcCoWiX3272PpQ10ukMBXxUS/pVBmTKWhUQwx3rqroW15eDpqmB6x/YFZWFut9yt3dXeM90tTUFM8++yx++eWXft3vgC7XiUOHDuH5559X2yNaXS/x4OBghIeHIzg4GOfPn38sIjQbJXJj3Op0QXcgkEMB68Kc8fo0b50qmSInTURicgpamxpUxow5HUhKjsONUY59Dr52o00/b6YqIQB4fboXgp1MGQVqoKuK+lGBOja/DrVq7L27Gedujv9ezlHZp7ldhrSyJgRqaRf5W+PHW/m4nTswzi0A8OejaQh73RwiAQnNEQhPIz42zOuVpx0OBWX1IkV12WE/P9H9Cc+KoCuvTvFkFKgB4POL2RjvYaHz2lnxq+27Ohpp5vWqJdV/d6FuaBq4/qBa3R4I4GlurRTAK4cAMtyVOYPuIVIX17WhuO6hgx0PckTwC+DK8BzSjSe3BgkyewgpGaYIssGjmCuAAcCNW6es3v74TCam+lpDyNc+rmFnZwfLsfPwxbUSjOfnw4nbwLpvY2OjiiV4YWEhtm/fjqVLl8LVVTfnHR6Ph9DQUISGhiq30TQNmUymFKt7fpmbm2Ozowg1LVJsv8bsSlTX1Irvv/0f9Gj1rljz58+Hvf3T02rgaYGsggkEAoFAIPzmkMvluH37ts7HNTQ0YPfu3diwYQNj3xlnZ2fweDy11VJ5eXnIz8/XeSH/KGVlZWrFcBcXF2VP56ioKGRmZjJat9bX1+Py5cuYOXOmcttACjUDSWNjIy5duqTzcUSUJjxNREZGIiMjAz4+PoiMjISNjarNsbZoI07LZDKtek3zeDxMnz4doaGhyMjIwMGDB1Ws1UaOHIlFixb1S5wG2AXqxjYZnh3vgh9uFjCOlymMAaha+LW3t6OmpgaWlv23nlQoFLh8+TLruLrq6Z6IxWJs2rQJ9+/fR3FxMRQKBfT09Fi/FAoFDh48iM5OVXG+rq4Op0+fxqJFixivlZeXh/T0dMYxoVCIKVOmKP8/f/58jBgxAsePH0dTk/Z9kweCaoUYVzvdQaPr/TPa2RT/t8APfna62z3y+XwsXbQAO3fuZBz351bgw0N3EP36LIj1+hY2USgUGi35AUBAycGHDJ09wjM+NoZYEuwALofCFB8rXGIIEF/OrEJOVTM8rB4mzamz947q0S8y2MkUejwOOhh6ud/KrSECNQOZFU3451n213NlqCMsDfWQU9WCnKoWFNS2olPOHlwGgNKGNnxxKRvvzFLvYEEgEAjDiXAPC9x8azKK6iQQ63HhYEpaKA1HghxNMMnLEtcYhNx7hfW4kF6J6X66PYecT6/Eg0r1QrMPl1k4FnM6wYMcMgz+s7wDpxFmnDbNOwLw4VVDQMlxs9MVCqg+4xhQHZjMz9Z4PgElhze3Cr6COujT6p1azDkSGFNtaKT1UVLfhh23CvBCpPZJIKmljfj8ZiU6wcPlTg/4K8oRzCuFLiGg1tZW3Lt3r99xLaDLMp/P54PP57MWg7w10xs1LR04dE/V9jyUV6xRnA4PD0dgYGC/50oYeIhATSAQCAQCYVjSnwq8tLQ01n7JYWFhaGpqYg3WV1ZWYt++fVi7dq2KRbWVlRVmzpyJkydPqr3+lStX4OLi0mcRWCKR4MCBA6w2SIaGhli6dKlSiBUIBJg/fz5rIP7OnTvw8/ODo6MjysrKcPbsWSxYsECjnfnjhKZpnD59WmPPcACQ0xSqaQPQBlZ4b1Uk7OzsiChNeGqwtrbGa6+9BlNT08dyPZlMhpQU9f1WbWxssGTJEqXAO2LECCxevBjR0dFKkTowMBALFizotzgNAL5qKpL87Y0h5HMY+9o1QQiFAmCawk8//YRZs2bBz8+vXwk66enpqKpirjbx9vbWKWufx+NhzJgxGDNmjFb7z5kzB0ePHmUcS0pKgru7OwICAnptl8vlOHPmDOs5J0+eDLFY3Gubh4cHXnzxRVy4cAH37t3Tam79oZPmIF9uhjiZE2TgwsJAgHdm+WJxMHMPZm1xdXWFf2AQUpISVcY4FA33tkx8es4V788fqXqwFpSXl2vdS9yAkqKefhieeXuWD7i/JpA8O8GVUaAGgB9u5uMfi7teU7mCxrk0ZnvvKB9Lpb03AAj5XIS6mOFmTo3KvrdzavFipIdW8/6t0CGT43f7EiGVMztDBDuZ4MOFI3tZo8vkChTVSZBT1YL08iZ8cSkbTO0Qf7iRj0Wj7H+zlZYEAuHpRF/AVfaE/a1T1tAGQyEPhsLh17P61SmejAI1AHxyNhOTfay0bgtC0zT+e5k56ZWiAG9rQzS3y9DSrg9TMFuAm1ESVNGGoCjAwkAPtsZC2BgJu/411oetsRBWhnpIKG7AvriiXlXM2iLgUlhg1YhW1dx+Vty4dRBAjiud7pA/IqAH80q0FrtD9coBhXY+5m7cWiT82vLm6ys5WOBvCRFXARMTE7XHNbd34tV9CT2S6CikyO1QR4sxkZ8LPUq765ubm2PevHla7TsQUBSFjxf7o75V2mtd7MBpgBdPdT3bE3d3d0ydOnWwp6gRmqaxL64YX17KRm2rFLbGQoS5miPM3Qzj3CxgY/zbaQXREyJQEwgEAoFAGBJ0dHSgpqYGEokEnp6erPtJJBKcPHkS2dnZ0NfXR2hoKCIiInQSPerq6kBRlEp1H4fDQXh4OEQiEdra2pCfn894fGFhIQ4dOoTly5erCJ8hISHIzc3tZcH7KEVFRcjNzVVWOOuCQqHAkSNHWAV2DoeD5cuXw8DAoNd2V1dXBAcHs1qzHj9+HJs2bUJ0dDRqamqwfft2zJgxAyEhIUOimrq8vFxtJVq9Qh9lCiOUKYxQqTCEDFxQ9cA/zKyJOE146nhc4rRcLsfBgwdRU8P+0B8REYGoqCjweL0fLf39/SGXy3H06FEEBwdj7ty5AyJOA4CxiA97E32UNqgGe0rq27B8tCN+jilkOJLCA4UlfDiqgbbW1lYcOnQIKSkpmDNnDoyMdBeLFAoFrl69yjoeFRWl8zl1ITAwEDk5OUhNTWUcP3nyJBwcHGBmZqbcFhsbi+pq5sCjjY0NRo8ezTgmFAoxb948ZTX1o9Z/uiISiWBqagpTU1OIDI1wOLUBabVyNCv0IIEANChwKGDDOBf8fpoXjPUHJsg7a8Z0ZGVlQdqu+l6y4rTizt043Au0R4iz7n9z2th7dyOmpKinuyrMxntYYJLXw2r+cW7m8LMzQlqZasX64fuleGO6NywM9HA3vxY1LcxJXLN72Ht3E+5hzihQxxXUob1TrpNVpLbkVbegrlUKJzPRsOrH+u/zD5BZwdx/XSzg4rMVQSoBeh6XAzdLA7hZGmC6nw1qWjqw+06RyvEyBY13o1NwaGu4Vq4WBAKBQBj60DSNe4X12HG7AGdTK/DWTG9sGYY25yHOpqxV1LnVrTh4rwSrxmjX3utqVjXjWgboWqd8vToYAHD8eAtrzOLNidYYFzYWVoZCCHjszxXhHhZ4YZI77uTVYl9cMc6mVrAmmfXEWJ+Pf0yzRuz5WC1+ot44cBsxnXqAS1JPSHtIbnc6nWFBtcJITT9rJVqK0wDgyqlDArr6X7d2dGL7j7tgoSfHpk2bVGJB3RTUtOK5n+ORV62aAFCqMMYl2h9rLUtRV6PO/rwriXb58uVq2wcNBjwuB1+tDsa6H+4ivrAeepAhnF+g9hiByAiW/pOQWNIIC7EezAwEEAu4jz3GJZMr8N7RVOyLe+jmVVgrQWGtBPvju7a5mIswzt0cYW5dX9bDaK3cH4a8QB0XF4dffvkFN2/eRHFxMerr66FQKFSsMxsaGpRWnQ4ODiqZ4QQCgUAgEIYWVVVViI+PR01NDWpqapRWoUKhEG+99RbjglEqlWLHjh3KYHpnZycuXbqEpqYmzJkzR+trR0ZGIigoCDExMbh3755yXREYGKgUJVasWIGdO3eivJzZLjMrKwuZmZnw8/PrtZ2iKMyfPx+lpaVq7U8vX74Md3d3nRfG169fV2u3O2PGDDg6OjKOTZ8+HdnZ2WhuVg2yVldX43//+59S+O7s7MTJkyfx4MEDzJ8/n/Uh53FhZ2eHjRs34vr16ygqKoJYLIazszPc3d3BMbLG3O3xKsfQNHAjuxoLgkifIQKhL5w9exa5ucy9voyMjLB48WK4uLiwHh8UFAQzMzM4ODgMmDjdja+tIaNAnVHejLdm+mD3nUIoGKoV02Q28OGxB12ysrJQUFCAadOmITg4WKd5p6SksIr5I0aM6JcduzZQFIW5c+eipKSEMYlJKpXi8OHD2LRpE7hcLpqbm3HlyhXW882aNUvjz+/u7o4XX3wRN2/eREZGBqRSKQQCAQQCAfh8vvL/Pb+6txsZGSlFaaGwdwBmYqQMfz+dgYPxxeDSwEQvS7w5w5vV3r2viEQizJ09C9HR0YzjwbwS/PlgHI78bgr0eLoJttrYe3djQHUFLSmqq3q659qAoig8N8ENv9ufqHKcVKbArphC/H6aF06z2HsL+RxM9rFS2d7Vv1p1jh0yBRKKGjDOfeBcVGRyBX5/IAknkh72VA90NMEMP2tMH2EDD6snu8ZQx+3cGnx3I491/C/zRsDZXMw63s2bM3xwLq0S1c2qAer7RQ3YF1eM1WO1C/ITCAQCYWjSIZPjVHI5dtwqQErpw+S9nbcL8ex4N6U7ynDirZk+uJ5dzegC8p8LD7AgyA4igXqJiaZpfMlSPQ0AL0c9TNxX13JHIG3S2jKew6EQ7mGBcA8L1LdKcTSxFPtii5FVyZxw5mimj582jsHN04dZzxkZGYkbN26wOtlZUK0wpdpQST90D5D+aqM9R5ABPqVZJNcWI04HLKlWVNMG8OJWg9NajbpWKFvSPbq2vppVhVf3JqCpnd0+/I8LRmO+/2ycOHFCrYPWvHnzYG1tPWA/iy7oC7j4YX0olv3vNmzqkiCiVNsbdSOlOThS74Rv9/X+WQQ8DizEAnhYGyLSyxJTfa3hZD54rQgkUhle2ZPA6ojUTUGtBAW1EuyN7RKs3SzECFMK1mawMnw6BeshK1BXV1dj48aNvezGuqucmAK5YrEYW7ZsQXl5OVxdXZGTk/PY5kogEAgEAkF3JBIJYmNVM1Pb29vR2trKKIjyeDz4+/vjypUrvaqf4+LiYG1tzVrpxYSJiQlmzZqFiRMnIjY2FrGxsQgPD1eOC4VCrFmzBj/++CPq6upUjp82bZqKON2Nvr4+li5ditbWVsTHxzMKPGVlZcjKyoKPj4/Wc87JyVFbnTdy5Ei1VrBCoRBz587F3r17GceZBI0HDx7gm2++wdatW/tUUTiQODs7Y926dSrbaZqGo5k+o4XXtSwiUBMIfcXS0pLRbWLkyJGYM2cO9PX1NZ7DyUl7waWjowM8Hk8r1wNfWyNczFB9yM8ob4KTuQiz/W1xMllVsGuGEKVyQ9hzmYNT3fM4efIkUlJSMG/ePFhYWGicj1wuV3t/joyM1HiOgUAoFGLJkiX48ccfVV43ACgtLcXVq1cxZcoUXLx4kbVtQkBAAJydnbW6pp6eHqZMmaLsVT0QGOjx8PdF/vhwwUh0yBS97KkHGn9/f9xPSERBvqoIKaDksGrMwFeXnfHGdG+tz9nY2IiKCma7bSbEVNfrsCjIHiPtVXtqzwmwxSdnM1He2K4ytutOIbZMdMPZ1ErGc0d5WzEGjv3tjWEo5KGZIVB5O7dmQAXqr67k9BKnASCpuAFJxQ3459ksuFuKMd3PBjP8bBBgbzxkKokb2zrxhwNJjEF5AJg+whrLRzMnBT6KsT4ff547Aq/uTWAc//hMBqaNsIal4eOtRiIQCATCwPH9jXx8ek41+au0oQ0X0isxc+TgJisOBiPsjLAoyB7RCaUqY9XNHfjhRj5emcLugAcAMbm1SChqYByb6mvdKwFR3bq7rKyMdUwdpmIBNka4YkO4C5JKGrE/rgjHE8vQKpWDooCZfjb428KRaG+oZnXRc3d3R2RkJJycnLB37150dvYWRimKgnvoFPjX6MFLpoCdsT4czfThaCaCg6kI0hpPnDtxFABgbGwMExMTFBYyOT49MndTUzQ2NkKhUBW3Xbm1aJDpI4j38LWpqKjA3r17lS3paJrG/67n4Z9nMxmTd7uZE2CLJb+2z1m8eDHs7e1x7tw5leeJ4ODgJ97L2VjEx8+bxmLT13WwaGeuTqdp4HqnOxpp1edVqUyBssZ2lDW24/qDanxwMh1e1gaY4muNqb5WCHI0BYcCEhMTcffuXbS3t8PV1RXh4eFqEyiYqGuVYtNPcUgsbtD558yraUVeTSv23O1y4HG3FOO5CW5YqaVrwXBhYNPYB4iysjKEhobizJkzoGla+aUOPp+PF154ATRNIz8/H3fu3HlMsyUQCAQCgdAX1C3s2CrQOBwOJk6ciPXr18PQsHdPq9OnT6OgoEDneYjFYkRFReGNN95QmZOBgQHWrVvXSyynKAoLFy5ERESE2vM6OTnB19dXraXr5cuXGR80mKivr8ehQ4dYxy0tLTF//nyNFdne3t4YOVK3fppubm5PXJxWB0VRiPRSrQ4DgGsPqqFQ9yRGIBBYGTNmDDZs2AAHBwcIBALY2Nhg6dKlWLp0qVbitK5cu3YNX331VS9nCzbYKmnza1shkcrwvBobxWudHjA20WzZXFhYiG3btjFWSigUCrS2tqKyshJ5eXm4fPky6uuZm9UFBATAyor5HjUYODo6qv3suXHjBq5fv46kpCTGcYFAgGnTpg3W9HSCw6EGVZwGuj5DFsyfBw6XOX/fhVuPE9fikc5iS8mELvbeQFcPagGPgzdmMIvgfC4HG8JdGMfqWqV490gKalqYrSOZ7L0BgMuhEObGLELfYrD+7iuNbZ34/gZzsLeb3OpWbLuai4Vf38K4jy/hvaMpuJFdjU4t7DgHk78cS0UZQ1IA0NX78h+L/XVywpkXYIsJnsyB96Z2GT46ld6neRIIBAJhaLBstAP4XObPhR231H8WDmVen+7Faqn9v+t5qGVZg3Tz38vshYSvTO7d9kxdnKi6upq1elkbKIpCkKMJ/rE4APf+PA1X/xCJ629GYdvaEFgY6OH69eusx06YMAFAV2xk/fr1Ks9C8+bNw4Y54/H9+lDsenYsPlkagJcne2JBUFermHEhQRg/fjxcXV2xZcsWrXoi6+vrY+3atXB3Z36uceXWwZ9XDn2q93NTd0u61vZOvLYvER+fUS9O25vo4+8LH65pKIpCWFiY8jkQ6IrFTZgwQSfnwsHExliILzdPw3VuEDJkvZ+zFDQQK3NCicJE6/M9qGzBtqu5WLItBmEfnsd7n/+IY8eOoaKiAg0NDUhISMDXX3+Nw4cPq21/1ZPiOgmWbrvdJ3GaidzqVq2s6ocbQ1KgXrp0KYqKikDTNHx9fbF3715UVlbixRdfVHvcypUrlf8/d+7cYE+TQCAQCARCPxCJRKwCB1s/zG5cXFywdevWXj2cFQoF9u/fzyoQaOLR/qndmJqaYu3atdDT0wOPx8OqVasQFBSk9XkdHBzg7c0ccK6qqkJ6uuZgpFQqxf79+9HezhwkFQgEWLFiBQQCgVZzmjlzptbikqGh4ZB5CFFHpDfzg2xtqxSpZf3rjUog/JZxdnbG5s2b8e6772Lr1q06J7hoi0QiQVxcHOrr63HixAl8+eWXuHv3rkp1QjdsAjVNA1kVzfC2MQSPpQpTCh5mLV+P8ePHaxSX5HI5Ll26hO3bt+Pnn3/Gtm3b8K9//Qt/+9vf8Omnn2Lbtm34+eefcevWLcbjKYrCpEmT1F5jMBg/frxa+/XLly+zjkVGRqokgT3tmJqaYspkdlE/lFeAL85rLx7qYu8NAGKqAxsjXGBvwv7ZvHKME8QsYv2xROaKIj0es713NxEsVdJJJY1o6VCfJKItu2IKdDpXZVNXr+Z1P8Qi+G8X8PqBRFzKqESHrO8B6b5wPKmM9fcKAJ8uDYC5gW7VzhRF4cOFI6HHEuQ/mliGm9kDlxxAIBAIhMeLlaEQ8wLsGMfu5tchbZg+lzqYilgT5Vo6ZGoF6PiCOsTk1TKOTfSyRKCjSa9tRkZGrLEZhUKhVhyUSCS4du0azp07x9qmqBshnwsXCzEczbqsnSsqKlgTDJ2cnHqtqx0cHLBx40blenn69OkIDg5Wez0AmDx5MtauXQuxWAxjY2O1rXQoisKKFStgbm4Of39/xn30KRn8uMyOPdk5OVj7zWUcT1Jfde5sLsKuZ8fAWMRXHfv1OfDNN9/Ee++9hylTpmjldPW48LAywHcbw5BJOaFG8dCiu4UWoE7Rt2RqAWQIkaWC31jMOJ6SkoKvv/4a0dHRat+LqaWNWLztNvJqVPt994dxLMmlw5khJ1AfPXoUd+7cAUVRmDBhAuLi4rBixQqlvZw63N3dlVkdpIKaQCAQCIShDUVRrPZN6hZ6paWl+Pjjj/Hvf/9bpaVHW1sb9u7di44O9Rm8umJjY4PVq1fjmWeegZeXl87Hq6tku3LlitosYJqmcfLkSbVWoQsXLtTKgrYbAwMDzJo1S6t9Fy5cOCiVkgPNOHdzCLjMS9urWeoTHggEwpPnzp07vcTopqYmnDlzBp9//jlu3bqlcl93NhNBxCLWZZQ349qDasjUlArsuF2EqVOnYsuWLbC1Za4w7Ul1dTXy8vJQWVmJlpYWjQ5f3QQFBcHc/PEHEjgcDhYvXqzz/dvCwgJjx44dpFkNbcLCwmBhxdxPT0x1oiE3AU3t7H3uuuno6GC1h5TQqsE/ADDkdOLFSA/GsW6M9flYEaqbpV+UtxXEeuyd3cI9mNcOcgWN2HzmYLIutEnl+PFWQZ+Pb26XIfp+KZ7dGY/Rf7uI1/cn4mL64IvVZQ1teO8Ie+/FtWFOiFIj/KvD2VysUi3Wkz8fS0V75+MV4wkEAoEwcGyMcGUd+6kfn4lPmhcj3WEkZF5T7L5TiAIWIU6X6mmgaw2rLrbBFhcpKSnB119/jStXriAmJga7du3C4cOHta64VufG11093RMrKyts2rQJM2bM6NUqTh0cDgdcLhcdHR3Ys2ePWjc9X19fpSju7e0NPp95DcmlmJ9JMhW2SKhSnyA4wdMCx18aDzdL1fZ63dA0DalUypo0/KQJsDfCeqtiWHAkym1GHClmCrIQwisGB9pXHBtS7ZgjSIcNh70VFND1O0lOTsbXX3+NI0eOoLa295r5ZnYNVn57B9XN7HFJIyEPK0Md4W4p1np+FgYCeFixv1bDlSEnUB84cABAVxXTzp07IRLp1qA8MDAQNE3rbKlFIBAIBALh8cNm36ROoLa3t8eUKVNYF/NVVVWIjo7W2jpbW5ydnXXqpdoTGxsb1n7VtbW1SElhD4LGxcUhOTmZdTw8PBwjRozQeU7+/v7w9FTfK2rs2LGsdlJDDZGAhzGuZoxjV7NU+9QSCIShQ3t7O+7evcs41traigsXLuCzzz7D0aNHce3aNSQnJ6O0tAR+lgIAqkGZjPImRN8vUXvNIwmlqGxqh62tLTZv3oxp06axVmv0FQ6H80Sqp7sxMjLCggULdDpm1qxZQ6oy4nHC5XKxaMF8AMyJ8d6cKpyJ01wZnZeXxxoMzZIxr3v0IYWYr9kqemOEC3Rpzzw7QH3yhaeVAWvP41s5/Reo98cVoa6Vuc+5rjR3yBCdUIrNP3eJ1b/fn4gL6ZUDLuYqFDTeOJCEJobe3ADgZiHGn2brvu7qyZaJ7qwBxvyaVnxzVX3VF4FAIBCGLv4OxhjtzNxK5lhSmUY77KGKiUiAl6KYE6xkChqfnlddIyWXNODaA+Zk8bGuZgh1YX5+V2fzzSRQ19fXY+/evWht7S2Sp6SkaC1Sh4WF4aWXXkJgYGCvIklbW9tezn09MTU1xbhx4zSeuycymQyHDx9WW4AAdAnu3fPW09NjdeVjop3mIa5Nfa/k5ye64aeNzJXT3fOMjY3F559/ji+++AIff/wxTpw4obEN0+Pmzp07aKqtVNlOUYA/rwIL9TNgyW3TeB4rqhlzBBkwZuhnzQZN00hKSsJXX32FI0eOoK6uDscSS7Hxp1i17kG2xkIceiEcHy8JwKU3IhH7pyn4ctUorB7rBDcLdsF6rJu5Tq1lhgsD+wQ+AHRXT48bN06tJRkb3TcwTdagBAKBQCAQnjxsmbGaPsdDQ0NRWVmJ+Ph4xvGsrCxcuXIFU6ZM6fccB4rIyEikp6czVt1dvXoVI0eOVBFHioqKcPbsWdZzuri49PlnpCgKc+fOxddffw2pVDV4bGlpqVVfpKFEpLclbjL0zUwsbkCDRAoTkXYW6AQC4fESGxur0fmivb0diYmJvbb5AfDW46CFFqCZ1kMLrYdmWg/p2XKkNKh/1JXKFdhxqwBvz/IBl8tFREQEfHx8cOLECbUVFLoQHBwMExOTATlXX/Hx8UFoaCji4uI07uvr6ztskpIGC3t7e4wdO4YxYYJD0UiMuYbl4/3UBofY7L3baB4KFWYYBWarxaamJpiZMQdqu3E0E2HWSFucSilXux/QZe89RUOVL0VRCHc3Z7Sy7m8f6k65At+x9J4WCbjwsTFEQnEDtDQj6EVzhwxHEkpxJKEUBno8TPW1wvwgO0R6WYGji4L/CDRN45urOaxWpDwOhc9WBPW7L7qAx8FHC0dixbfMzn/br+ZiQZAd3NVUNBEIBAJh6LIxwhXxhaqtx6QyBfbcLcIrU9Qnig9V1oe7YOftApQ1qrYeO5Vcji0TGnpZdn+ltnqa/XegTqAuL++9Bmpvb8eePXtUxOluuluqLVmyRGMSpqWlJRYtWoTIyEjcunULCQkJmDBhwoCJgh0dHThw4IBG+3Gga12YkZGhbK8UEBCA1NRUra6TKLNDJ4vsp8fj4J9LA7AgyJ5xXC6XIykpCdeuXUNj40NLepqmce/ePcjlcixcuFCreQw21dXVatsWAYARLcF8YQYiJkbCdcQo1Ek6UdvSgYzyZlzKrERySSPcOLWI4OezVqNroluoTkpORnanOXhye3SCOfbkbW2InzaFwtb4ocuVlaEQ8wPtMD+wqz1AZVM77uTV4k5eLWJya1FQ21UdHvYU2nsDQ7CCuqqqq8KlL/aZAJS9Fwfa2pNAIBAIBMLAwyZQNzU1afwsnzVrltpkths3bmi9gH8cWFpaIiAggHGsoaFBRXhpbm7GgQMHWCvBjYyMsGzZsn5VuhkbG2PGjBkq27lcLhYvXsxqIzVUYetDraCB66SnI4EwZGlra1Pbg00dPEoBE047HLmN8OVVYQy/GP6t9zGNmwY+1FdLHEkogUz+8B5rbm6O9evXY968edDT06237KNYWloOmSSp6dOnw8pKvVDJ4/EYPw9+i0yePBngM1uj60mqkZqewXqsQqFgdXMrlpughWZPlOoZBFTH5gns1qE9ifS2VGvv3U04Sx/qzIrmflV5HUssQ2kDc8XKmrFOiH4xAnffmYK/L/LHJC9L8Ll9C/62dMhwNLEMm36Kx7yvbuJGdt+KFbIqmrHquzv413l2N75Xp3iq9MrsK2PdzLEsxIFxTCpX4E9HUrRuJUAgEAiEocUMP2vYGgsZx3bdKYRUNrBub48LIZ+LN6azV/L+40yG8rMrs6IJ59NVK1sBIMjRBBEe7GKbOovv8vJy5TXkcjkOHjyoscAhPT1dJ7tvU1NTzJ07F7/73e/g4+Oj1TGakEgk2LVrl1bidDc9W9i6u7tr1bqnUaGHLDlzXMTeRB+HXwhnFKcVCoWyv/Lx48dZ16WJiYkqsasngUKhwLFjx7R6TeVyOa5fuYRrpw7B3ZjCdD8bvDbVE8deisBXkQJMFOSpFae1Xo7RNDx5NZirlw5jSnUNPMbVDAe2juslTjNhbSTEgiB7/GNxAK6+GYWYdybjsxWBGhNPhytDTqDuDkxoe8N4lG5L0CedqU4gEAgEAkEz6jJjH+3j8ihcLhfLly+HqSmzfRYAHD16FDk5OSgtLe3zHAeSSZMmsYow165dU/b1kclkOHDgAFpaWhj35XK5WLFiBcRi7fvVsBESEoIZM2YoxRgjIyOsW7dOq56sQw13SwPYmzAv9q+RPtQEwpBlxowZeOWVVzB69OgBs5e25LQilFfEOGYuFuCNaV44+9pE8B7pXU9RFEJCQvDSSy/pFJASCoWwsLCAs7MzJk+ejPXr1+vc/3mw4PP5WLp0qVoL8wkTJpBn6F/R09NDwNiJrOOnTp9ltTcsLS2FRCJhHCtWmEAGLtpp5tehoaFBq/mNcjJltQ7tyWx/7T7Hw93Zg8BslcSaUChobL/GHIAVcDnYPMENAGBlJMTqsU7YuWkM7v95Gr5cNQpzA2xhoIWwzkRaWRPW/RCLtd/fRUqJdoJ/U3snPjiRjtlf3sCdvDrW/UY5meDFyIF1GHhnti9MWaw17+TVIfr+0Fi/EggEAkE3eFwO1o1zZhyrau7AmVTNTihDlYWj7OFjY8g4dievDld/fe7++gq7EPvqFA+1Vcnq4kQdHR1IS0vD3bt3sX37dq0FX11FagAwNDTscxJtT5qamrBjxw6UlKhvQfQoJSUlylgWl8tlbRvXk/syB9AMkt8YVzMcezkCI+2Ne22naRoZGRnYvn07Dh8+jLo69rVQN6dOnVIWmepKS0sLoqOj8cEHH+DDDz/EhQsXGB39NHH37l2df58FBQXYtm0bkpKSIJPJcOTIEcTfuaX2mHqFENFSf1yTuqFRwZx08ihiqhOR/Bxwe/S/nu1vg583jYGxvu5FILbG+lg0ygF2LLGu4c6Qs/i2tLREa2trn23V4uLiQFEU7OzsBnZiBAKBQCAQBhxjY2PweDzGQO++ffvw2muvqRUrRCIRVq1ahe+//55xUSuTybB7924AgKurK8aPHw83N7cn1rfFzMwMo0aNwr1791TGmpubce/ePYSFheH8+fMoLi5mPc/s2bNhb89sydQXxo0bhzFjxqC1tRWGhobDtq8NRVGI9LbEL3dVRalLmZVIKm4YsMonAoEwsHRXKkycOBExMTGIj49XJu30FXduLeJljpD++thrpM/DH2f4YGmIA4R89UK4kZERVq5cidzcXKSnp6OzsxNisVj5ZWBg0Ov7ge5fPdBYWVlhxowZOHXqlMqYqakpwsPDn8Cshi7zIsfgys3bMEezylh7axNiYmIwYcIElTE2e285TaFcYQQAaKEFEFKq6x5tK6gBYPMEN8QXqq4luhHwOJjia63VuRzNRHAyE6GoTlVYv5VTi7kBusdWzqdXIqeKOcluSYg9rI1UA3yGQr7S3rBDJsfN7BqcSinHhfRKNLP0g2bjZk4Nbn51E/MC7fCH6V5wNldN6FMoaBy+X4JPzmaipkV9YFQk4OLzFUEqCS39xUwswLuzffHmoWTG8Y9OZ0BB09AXcKHP7/oS/vp/If/hNgMhD9x+WJsTCAQCYeBZFeqELy9lo71TtVp6x60CVovloQ6XQ+HtWT7YsIO5fczHZzLhaKaPk8nMLU1G2Bohylt9JaiZmRk4HA6rm9yhQ4d0m/Sv6GL3PVDU1tZi165dahMR+Xw+63NPXFycMvbj7+/P2uYOACoVBihUqCYxPjPOGX+eOwL8HusYmqaRm5uLy5cvo6yM+bVio7OzEwcPHsRzzz2ndDPWhubmZuzYsUMpgisUCty6dQslJSVYs2aN1ueqra3FpUuXdJpzNx0dHThy5AguXryI5mbVdX5PrOycILAJgV5yNfJbhCiQmsGVU4tAXpnGXtWmnHaE8EoQK3PChnAX/HnuCLJWY2HIPUWPHj0a+fn5uHPnDhoaGnTK4r506RKKi4tBURQiIiIGb5IEAoFAIBAGBA6HA3Nzc1RWqlo/NTU1YefOnViyZAmMjY0Zju7CysoKS5Yswd69e9VeKz8/H/n5+bC1tcX48ePh6+s7INmwujJx4kQkJiYyZu7euHEDenp6iI2NZT0+ODgYISEhAz4vLpcLIyOjAT/v4ybS24pRoG6QdGLRN7ewPtwFb0z37nN1FoFAGFyMjIwwY8YMjB8/Hnfu3NGqPzUbXIqGM7ce2b/a3B18PhzeLBUfbLi7uz81fZlHjx6N8vJy3L9/X7lNIBAMy5YOgw2fx4XIfTTonCtgytm6fv06AgMDVT432ey9yxRGkKErENpKC2ABVTFYF4F62ghrOJuLUFjLXK0d6WWp0+dchIc5imJVz3U7V/f2GDRNY9tV5p6THAp4fqLmvyc9HhdTfK0xxdcaHTI5buXU4HRKBc6nVaBJB7H6RFIZzqSUY81YJ7wyxRMWBl1uMSkljfjL8VQkFDVodZ6/zhvBKHIPBEtDHHDoXgnu5qtWLNW1SlnF657wuRQcTUVwNhfB2VwMVwsxnM1FcLUQw95Ef8CFdQKBQCBoxlQswKJR9tgbq5p4nljcgISieoxy0uyIMhSZ5GWJcHdz3M5VdVrJqmzGhh1xrLbIr0xWXz0NdMUmzMzMlE65A0l6ejoaGxuxbt06CIXaVcT2lfLycuzevZu1PzbQVXSxZs0aXLhwoVfBpqmpKcaOHYugoCDlNltbW1AUxdoCJL7TAcDD362Ay8HfFvphRahTr/3Kyspw9uxZFBUxu01pQ3V1NU6fPq11P+rW1lb8/PPPjBXahYWF2LdvH1atWqXxmUShUOD48eOsbkYuLi7Q09NjTRrtRpM4HRISgtmzZ4PL5eLNOQpcyazCgfgSXMniIF9qDldOLYJ4ZTBSI1SP4FUiPHgkXps3YtgWgTwOhlxkbt68eTh48CDa29vx4Ycf4l//+pdWxzU3N+Pll19Wfj9UmrUTCAQCgUBQj6WlJaNADQBFRUXYvn07Fi1aBC8vL9ZzeHt7Y8qUKVplUZaXl+PgwYOYPXs2xowZ0+d59xVjY2OMHj0ad+/e7bXdxMQEkZGR8PT0hIeHB3JyVIO79vb2mD179uOa6rAk3N0cfC6FTrnqQ5uC7spWP5tagQ8WjMS0EdpVlxEIhMePWCzGlClTEB4ejqysLJSXl6OhoQH19fWor6/XurralVOLbLklAh1NdBannzYoisK8efPg7OyMvLw8iEQiBAUFwdqa3AuZmBHqg++yUuHNU20R0dnZiYsXL2Lx4sXKbfX19ax2h8UKE+X/W2nm/ubaWnwDXdVLz453xV+OpTGOzwnQrU3HOHcLxgB6Ya0EJfUSOJiKtD7X7dxaJLHYa8/2t4WLhW5Crx6Pi8k+1pjsYw3pIn/cyq3B6eRynE+vRGOb5vuATEFjZ0whDt0rweYJbqhu6cDe2CKt+glyORTenumjEtgdSCiKwkeL/DHri+uMaxdt6JTTyKtpRV5NK4De71ceh4KjWZd47WIuxqyRNhjjakYCpQQCgfAY2BDuyvj5CnQ9l+oiUFc0tqO9Uw4bY6FGJ6DBhqIovDPLF/O+usk4XlKv2n8XADysDDDDz0ara1hYWAyKQA10tWT59NNPMWbMGIwaNQoGBgYQCAQD6ohUWFiIPXv2qE207W6vZmlpibCwMBQUFMDV1RVhYWHw9PRUKaiIjY1lFaeBriTIbqwM9bBtbQhCHmkLk5WVhQMHDvS5vW5PEhMT4eLi0ktEZ6KtrQ27du1S2ys8Ly8P+/fvx8qVK9W+DnFxcSgsLGQcEwgEWLBgAUxMTJCQkICzZ8/2yT582rRpCA8PV66V+FwOpvvZYLqfDaqa2hGdUIoDccU4UmMOt18rqtmEanl+LNraQiASab+W/q0x5ATqlStX4v3330d+fj4+++wzWFhY4K233lK7eE5LS8PatWuRlZWl7Bk2derUxzhrAoFAIBAIfcXCgr33IdC1mN2zZw+mTp2K8ePHs+43fvx4VFVVISUlReM19fT0EBAQoPNcB4rx48fj3r17kMlkMDQ0xKRJkxAUFKRciK9evRpXr17F9evXlceIRCIsX758yNvIPmnEejxEeVvhfDpz0gMAlDe247mf4zHTzwbvz/eDjfHgZk4TCIS+o6+vj6CgoF6BD5qmIZFIUF9fj703M3A9pRD23EbYcHpnwjcohL/aKtNYEjw8bRQHGoqiEBgYiMDAwCc9lSFPuLsF3uA4wZWug4BSDeIlJycjNDQUjo6OANjtvQGgRG6i/H8LzWxfqEsFNdBVefufCw/QIOkt0hoKeZjso94681HC3c1Zx27n1mL5aO2Dat+wVE8DwAv97OEs4HEQ5W2FKG8rfCRT4HZuDfbGFuFcGvtnfjetUjm+uJSt9bXC3Mzwf/NHPpbEFg8rA7wwyR1fXmb/3fUVmYJGfk0r8n8Vr3+6XYAID3N8sXKUsqKcQCAQCIODt40hIjzMcStHtdL4dEo53p3tq/FZtLm9E/93Ih1HEkohV9CwNtLDlytHYawb+2f348DfwRjzA+1wPEl7e+iXozzA0dLm2NLSEpmZmX2dnkbkcjliYmIQExOj3MbhcCAQCKCnpweBQNDrS09PD+bm5rCxsYGtra3a1mhZWVk4ePAga5UvAJibm2PdunVK92AvLy+8+OKLsLJiXsNJJBLcuHFD7c/0hzEiVAidYWMkxPJQRxU3neLiYhw8eFArcbr7mWHixIk4e/Ysq0vQqVOnYGdnxzrv9vZ27N69GxUVFRqvmZOTgwMHDrDGverr63Hx4kXW46dNmwZT0y5BPjg4GC4uLjhy5Ija9nk94fF4WLJkCXx9fVn3sTISYuskdzw/0Q33CuuxP64YF1LMMJ1OhohSTZxsbm7GqVOnsHTpUpIcyMKQi3DyeDx8//33mDFjBmQyGf70pz9h586dWLZsGTIyMpT7nThxAtnZ2Th37hwuXbqkzB4RiUT44YcfntT0CQQCgUAg6IgmgRroWhx3B4DV7TN//nzU1tZq7KETGho66HZO6jA0NERkZCR4PB5CQkJUbIw4HA4mT54Me3t7REdHQyqVYtmyZWqtzgkPeWuWDxKKG1DdrN4W+GxaBW7m1GD35rEIIr2pCYRhA0VRyt7PQQF8fJ0oRYnCGAv00tCsECBfYY58uRnqaX0AFPhcqk99dAm/bYR8LiJ87JGYVoUxfObA1pkzZ7B582ZwOBzWwF2NQgQJHorSrWoEaoVCoXX7EZGAh38uCcCWXb17Ub872xeGQt0s2y0M9OBjY4jMClW7w9s5NVg+Wv0arJuk4gbGIDwARHpbws9u4NYxAh4Hkd5WiPS2wv2ienx8JhOxDDbZumJjJMSf5vhiboDtYw0kvhjlgeNJZShgsW0fSG7l1GLef29i29oQsv4hEAiEQWZjuCvjZ6NMQWP3nUL8YYY367EVje3YsCO21+dzZVMH1v0Qi+gXwzHS/snGB96c4Y0zqeVaOYA4m4swVweHF23iREyIxWJIJBK1lcZsKBQKtLe3o729XeO+IpEItra2sLGxUYrWZmZmSElJwdGjR9Ve387ODmvWrIFY/NBVhsPhsIq8AHDt2jWNbY86KvPx7gszGcdqamqwZ88etaJ5N35+foiKilK+BgsXLsT//vc/xmRKdf2opVIp9uzZg9LSUo3X7ObBgwc4fPgwli5d2qtPuEKhwLFjx1hdtFxcXFRa4ZmZmWHjxo24desWrly5wtrTHAAMDAywatUqZb9vTVAUhdEuZhjtYoaW+X44eNkShXfPMu6blpYGLy8vkiDMwpATqAEgMjISu3fvxsaNGyGRSPDgwQN89NFHAKB8QOhp4d39B29gYIC9e/fC39//sc+ZQCAQCARC37C0tNS4z+TJk+Hs7KxxPz6fj5UrV+Lbb79FS0sL4z5cLhdhYWE6z3OgUVcN3o23tze2bNmC4uJiuLq6PoZZPR24WxrgxMvj8dfjqRqrqqyN9OBr+9u2/SUQhjPdf7/1tD5OdIxALS1Cz95rABDlbQUzMbMoSCCoY+ZIG7ySbAUvbjVMOKrByrKyMiQlJcHX17dX38CeFPeongaAFhaLb7lcjtbWVhgaqv9MUihoZfXRdD8bnHh5PA7e6xLQ5wfaYbSLmYafiplwdwtGgfpWbi1omtZKrFVXPf1ipEef5qUNwU6m2L8lDFezqvHxmUxkVarvK8iEgMvB5gmueCnKA2Id+ncPFEI+F/9eHoRnfriLVmn/bTc1Ud7YjuXbY/DBAj+sHDN4FuYEAoHwW2eyjxWczUUoZEhA2hNbhJcnezBadmdWNGHjjjiUN6quP6RyBV785T5OvDIexvq6JaUNJI5mIqwNc8aOWwUa930p0gM8rnZJeIDmOJFIJIKVlRUsLS1hZWWl/L9IJEJjYyPu3buHe/fuqe3/3B8kEglyc3ORm5ur3Mbn8zW2IXJxccGqVaugp6e9i0ldXR3i4uI07ldZWYmqqioVobu5uRm7d+9GWxuz9Xo33t7eiIqKgo1Nbxt2kUiEpUuXYseOHYwiL1M/6s7OTuzbt69Pfa4zMjJw5MgRLFq0SClS37t3j3WtzefzMX/+fMYkTw6HgwkTJsDd3R3R0dGMtvFWVlZYvXq1sppdVwz0eNg4Kwyn6TrExsYy7nP69Gk4Ozv3+RpPM9rfFR4zy5Ytw927dxEVFQWapnt9AVD5PjIyEjExMZgzZ86TnDaBQCAQCAQdMTNT3wfP3d0dERERWp/PyMgIK1eu7JVt2ZPuHkPDBXNzc409fQiq2BgL8b91o/HtuhDYGLFXy/99kT/0eE+2hxeBQOg79ib6MBLyAFCopcV4VJwGgMU62HtLZeyZ9QNFVkUz/n46A+8fT8PdPOZqU8LQINLbCnweD7EydgHv4sWLSE9PZ63K6Nl/GmCvoAY023ynljZi9pc3kFb2cD9/B2N8sGAkPlgwss/iNMBu813d3IHcauakv57kVDWzJoWNdjbFGNe+z00bKIpClI8VTr82Af9aFgg7Hdp3RHpb4tzvJ+KPM32eiDjdTYizKfY/Pw4rQx0xwtYIbhZi2BkLYSriQ8gf+PCdVK7A29EpeCc6GR2ywRfFCQQC4bcIh0Nh/TgXxrG6VimOJ6q6v93MrsGybTGM4nQ3RXUSvHkwqU+VwgPJK5M9Yajhs9PeRB8LR+nWbkddBfWiRYvwxz/+ERs2bMCcOXMQGhoKZ2dnZZ9fY2NjTJ48Gb///e+xdOlSFcF1sNAkTvv4+GDNmjU6idMAcOnSJbXVvz15tOVde3s7fvnlFzQ0NLAe4+bmhs2bN2PVqlWsvytHR0e1LXUTExORmJgIAJDJZDhw4ADy8vJY9zc1NYW+vj7reGpqKo4dOwaFQoGGhgZcuHCBdd8pU6bAzEz9OtPOzg7PP/88wsLCegnZfn5+2LRp04AIx9OmTWN933Z0dODIkSNav46/JYZkBXU3fn5+uHTpEpKTk3H69GnExMSgrKwMjY2NEIvFsLa2xtixYzF37lyEhoY+6ekSCAQCgUDoA3w+H2ZmZqitVQ3SGxgYYNGiRVrbXXbj4OCABQsWIDo6utd2sViMCRMm9Gu+hOHFdD8bhHtY4F/nsrAzpgA9n9+Xj3Z44r27CARC/6AoCj62RqzWvsb6fERp2Y83vqAOrx9Iwj8W+yPCo2+2gpq4kV2NTT/FKa0Qf7pdgBWjHfHBQj+SLDMEMdDjYYKHBS5lKlAkN4ETt0Fln9bWVpw+fZrx+Faajzq6d/9miq8HHo+nYrFYqTBAbX0DHBwcVM5D0zR23i7A309nQipX4JU9CTjxyvgBFVPHupmBy6EgV6gGum/l1MLDSn1l97ar7EHIF6P613taF7gcCktDHDA3wBa7Ygrx1ZUcNLYxB4ydzET4y9wRmOJrNWT6Ao60N8bHSwIYx2iaRodMgTapHG2dcrR3ytHaIUdJvQQFtRIU1LSioLbrq7JJvQ1oT/bGFiO9rAnb1obAzoQ9WPw4ya9phbmBAEY62tUTCATCUGTZaAf858IDtHSo2iv/eCsfy0Y7KD+HDsYX453oFMgYPo8f5Xx6JX64mY/NE9wGfM7aYiYWYGukOz49l8W6z9ZJbhDwdIvpCAQCGBsbMybvsbnlPQqPx8PIkSMxcuRIJCcn4+jRo09MIBw1ahTmzp3LWkjBRklJCdLS0rTePyUlBZMnTwZFUUqhWF3/58DAQCxcuFCrddC4ceNQUFCgth+1ra0trl69iuzsbNbzGBsbY/369Whra8POnTtZLdWTk5PB4XDQ3NwMqVTKuI+TkxPGjBmjce5AV+xx5syZGD9+PMrKymBiYqLWVl1X+Hw+Fi9ejO+//57xfVZYWIjbt29r5ab4KB0dHTonNgwXhrRA3U1AQAACApgX6AQCgUAgEIY/fn5+uH79eq9tFEVh6dKlfa52DggIgFAoxLlz51BfXw8nJydMmzaN9HH+DWKgx8P78/2waJQ93o5OQUZ5E8zFArw72/dJT41AIAwAI9QI1PMCbTUKvzK5Al9ezsFXl7OhoIHXDyTi7GsTYTrAtuBN7Z34/f4klT59++OLkVXZjO1rQ2CjQ9Un4fEwY6QNLmVWIU7mCHtOI7iUasCYrZ9fl71374Df1BE2MK4x7pWY10ILcFbqjdjoIrzSJMaKUCfoC7retw0SKd48lIwL6Q+rk/NqWvHno6n4z4qgfv983RgK+QhwMEZCUYPK2K2cGqwPd2E9trShDccSmfsL+tgYIsp74IJ/2iLkc/HcRDcsD3XE9mu5+PFmPjp+dUgQ8jl4KdIDz010Y7RVHapQFAUhnwshnwvTHtv9HVTXthKpDIW1EhTWtqKgVoJjiWXIKG9iPXdSSSPm/fcm/rt6FMLdBydBRxuK6yT48lI2ohNK8VKUB16f5vXE5kIgEAgDhaGQj6UhDvjpdoHKWGZFM+7k1WGcuznqWqX44ES6VuJ0Nx+fycQoJxOEOA+uU4k6NkW4YldMISqaVIVGS0M9LBvt2KfzWlpaorGxEQYGBggMDERxcTGKi4tRXV2t87kCAgJgamqKXbt2sYqdg0V4eDimTZumczIcTdM4f/68Tsc0NDSgpKQEDg4OOH78uNoqZnd3d8yfP1/reVEUpbEf9bfffgu5nN2VxdDQEOvXr4eJiQlMTEywbt06/Pzzz6z9tburspng8XhYsGCBzgUtBgYG8PIanPWFnZ0doqKicOnSJcbxy5cvw93dHba2mvuxd3R0IDMzE8nJySguLsbrr78OofDpe1YcFgI1gUAgEAiEp5vw8HCUlpYq+/dwuVwsXLgQLi4u/Tqvl5cXvLy8tO6dSHi6CXQ0wYmXI/DjrXzYmejDRER60hIITwPq+sgvDlatRu1JUa0Er+1P6CXKVTZ14O3oZGxfGzKgnx1fXMxGTQtL8KW4AXP/exPb1gYjtB82zYSBZ6qvNbgcCs0KIdLl1vDnsVehPMqj9t5AV5/o8vjeAnWazAY0OKhto/H+iXT893IONka4YJa/LdZ9fxdlDBaf0QmliPCwwJIQ9e9xXQh3N2cUqC9mVOKVvQnYOskNfnaqYuh31/NYg+kvRLo/0TWYsT4fb830wZYJbribXwe5gsZ4DwsYi57uylyRgAdfWyP42hoBADaEu+DdIymIvs+cSAAAta1SrP3+Lt6Z5YvNE1wf6+tW1tCG/17OwcH4YuV76ceb+dgY7jLgyUIEAoHwJNgQ7qLi6NXNT7fzMc7dHGZiAbatDcGGHbFai9QyBY2XfknAqVfHw9zgyVRY6gu4eH26F/54KFll7MVI9z4ng1lYWCAnJwctLS3IycnB6tWroaenx+i+pw2Ojo5Yt24do0gdEBAAf39/SKVS5VdHR4fy/42NjSgvL0dTE3uyFxNTp07tU8UsAGRlZbH2cLa0tERNTQ2jxXtycrJS2GTD1tYWy5cv17miW1M/anXitFgsxjPPPNPLjtve3h5r167tU+LA5MmTYW4+9BzxIiIikJ2dzfjaKRQKREdHY8uWLeDzVdeicrkcubm5ytewZxJsZmbmU9n+b8gJ1B988AEAYMyYMZg5c6bOx1+8eBG3b98GAPzlL38Z0LkRCAQCgUAYHIRCIdasWYPKyko0NTXBwcEBYrF4wM5PxGlCNzwuB1smPj6rUQKBMPiEu1uAQwGPxvHcLMUY5WjCelxVcztmf3mD0W7xXFolDsQXY0Uoe+9hXciubMZOhqqZntS0dGDVt3fw1/l+WDvWiXx2DRHMxAKMcTFDTF4tkmR2cOfWQkSp7zEIAJ00BxUKo17bjIQ8TPSywLkcE+W2dpqHB/LeFau1rVL86/wDnE6pwChnU5QllzNe48/HUhHkZAJ3y765zTxKhLsFvr6Sq7JdQQMnkspwIqkME70ssXWiG8a5m4OiKNS2dGBfHHPw1MlMhDn+mitEHgemYgFmjnw8PSiHIkI+F/9eFohRjib4PzXVeQoa+Oh0BhJLGvDPJQGD3pO7qqkdX1/Jwd7YYkjlvQPdLR0yfHsjD2/N9BnUORAIBMLjwMVCjMneVriUWaUydiG9EhWN7bAxFmK8pwU+XhKAPxxM6rXPRC9LxObXor1TVRSsaGrH7/Yn4qeNY8DlPJn147IQB2RVNOOHm/nKbYtH2WODGgcWTdjbP+xbXVlZie+++w6rV6/utV1XHB0dsXHjRhw/fhzl5eXgcrkICgrCnDlztKrElUgkqKioQHl5OSoqKlBRUcEoFHM4HMyZMwchISF9nqudnR22bNkCqVSK1tZWxMXFoaCgAAAwY8YMxMbGMtpt379/X61QbGpq2qde2N1096PWpbpbX18fzzzzDCwtLRnPt2bNGuzevVtjH+9uHBwcEBYWpvX1HyccDgeLFi3Ctm3bGEX36upqXLp0Sal90jSN0tJSJCcnIzU1FRKJhPG8ycnJRKB+HLz//vugKAovvfRSnwTqc+fO4d///jcoiiICNYFAIBAIwwgOhwNbW1utrG4IBAKBQOjG0UyE5aMdsS+uWLmNooC/L/JXK/JaGQqxJNgeO2MKGcffP56OUBczuPVT/KNpGu+fSNOqEkamoPHno6lILWkkfamHEDNH2iAmrxYycHGv0wETBPkajylTGEGO3oHOWSO7LOd7thtJl1lDDubXefVYJ8wPskNySQOK69pUxiVSOV765T6OvhQxIFbVwc6m0ONxlFbYTFx/UI3rD6oR6GCM5ye5I7W0kTFYDgDPT3IDj6ub7SJh8KAoCuvGuWCEnRFe2H0fVc3sfapPJZcju7IZe58LG5SKvJqWDmy/motddwrVvt9+ulWAZ8e7wuIJVb9YLQQAANkiSURBVAUSCATCQLIxwrWXQM3jUJgTYIuNEa692rwsDXFAaX0bPrvYJT5uinDFn+b44khCqYpw3c2N7Bp8dTkHr031HNwfggWKovDeHF8sH+2IxOJ6+NubwNfWsF8Jlz4+PjA0NERzczOArt7TO3bswIsvvghTU1MNR7Nja2uL5557Du3t7aAoCvr6+lofKxKJ4ObmBje3h32/pVIpqqqqUFFRgdraWvD5fAQFBfWqFO4LRkZGUCgUSEtLw71795S9mt3c3ODh4YG2tjZGgVqdOC0SibB27do+t9LrRlM/6p7o6elh3bp1sLa2Zt3H2dkZq1evxi+//MLaOqcbLpfbJ2vvx4mpqSlmz56No0ePMo7fuXMH1tbWaGxsRHJyMurqmNtV9SQvLw9NTU0wMjLSuO9wYsgJ1AQCgUAgEAgEAoFAIOjC3xf5w8/OCDdzasDncrAxwkWlF19nZydkMlmvINQ7s31xO7cW2VUtKuds65TjtX2JOPxCOAS8vgdAzqRW4FaOblaE++OLkVvdgv3Pj3tilTBZWVm4e/cuGhoaYGtri5kzZ8LQkN1OfaiTXNKA727kQyZXQMjnYryHBRYE2WkloE73s8Zfj6cBAHIV5vBRVMGS06r2GEZ77yA7AFAK1FKag0w5c39mS0M9LA1xgJDPxX9XBWPpttuMSQ6ZFc34++kMfLBgpMafQxNCPhfzA+1w8F6Jxn2TShrx4i/3WcctDfWwRIPFPuHJEOJshpOvjMdLe+4jrqCedb8HlS14eU8C9jw3dsAcHepbpfj2Rh523i6ARMoeQO+mrVOO7Vdz8d7cEQNyfQKBQHiSRHiYw8vaALUtUqwe64S1Yc6wNmLuKfvqFA+UNbTB28YQm8a7AugSruPy67A/vpjxmM8vPcBoF1NEeFgwjg82FEXB28YQ3jYDs17k8/nYtGkTTp06hcLCQhgbGyMqKqpf4nQ3HA4HIpFoAGYJCAQCODg4wMFhYNc9J06cwP3791Wqs6dPnw4A8Pb2Bp/P17rqmM/nY/Xq1QNii62pH3XPa65ZswZ2dnYaz+nq6opVq1Zhz549akX2qKgoxkrsoUZgYCCysrKQkZHBOH7s2DGdz5mamorw8PD+Tm1I8dQJ1N1/sMQOjUAgEAgEAoFAIBB+G3A4XZWB68a59Noul8uRl5eH1NRUZGRkICQkBDNmzFCOC/lcfLFyFBZ+fUvFXhYAUkob8fnFB/hjHy1m26RyfHSKOSihidn+tgMuTlc0tuOLS9m4llUFoYCLIEcThLmaI8zNHE7mXUG69vZ2nD59ulffurq6OhQWFmLz5s0wMTEZ0Dk9LiqbOnAiqUz5/ZGEUvxwMx8fLhqJYCf1gU5bY30EOpogqbgBAIW7nU6Yq8f+utI0UCI36bXN0lAPYW5dAcHu3+EDuRWkLGGZZ8e7KquigxxN8NZMH3x0mvmaP8cUItzdHDNH9t+F5s0Z3siqbEZyCXuwURs295g/YehhZSTEnufC8NGpDPykpv1ATF4tLmVUYeoI9qonbWhs68QPN/Lw460CxrYKbLiYixDkZNKvaxMIBMJQgaIobF8bAjsTfY2fkRRF4eMlqm5A/7fAD8mljcgoV+2FTNPAa/sScOrVCazC93DD1NQUa9euBU3Tvzm9x8XFBffu3eu1beLEibCx6WpZIhAI4OPjg5SUFI3noigKy5YtG1ARXVM/ah6Ph9WrV8PJSfuWSe7u7li5ciX27dvHKFLb2dlh3Lhx/Zr344KiKMybNw/FxcVoaVFNhu4LxcXMySnDmaFbB99HGhoaAGDAMmAIBAKBQCAQCL8taJpGQU0rKpvan/RUCARCH6moqMDJkyfx73//G7/88guSkpIglUqRlpamEkAZYWeEP870ZjyPM6cO6bfO4X879yApKUltNj8T267moLRB1ZoZAMa4mmHVGOaAzeJge2yMcNHpWpo4l1aBmV9cx97YIpQ1tiOvuhXR90vxx8PJ2LAjFgCQn5+Pbdu29RKnu2lpacGePXvQ0cFuCzyU4XFVg5rp5U1Y/M1tvH04GfWtqj3iejLT72H/4hraADly9uqTalqMdvB7bZvTI+HA2NgYMppCmoxZ9DMS8rBmbO/3xrPjXRHpzV4t8sdDySipZ+5ZpwtWRkIc2hqOT5b4w81S3KdzGAl5WBPm3O+5EAYXPpeD9+f74bMVgRDy2cODn57LglyLFgVs7IstwoRPLuPLyzlai9MOpvr459IAXHx9EuYGaK66IhAIhOGCm6WB1glcTIKskM/FN2uCYaDHnOBW0yLFK3sSIGNIvBzO/NbEaQDw9/fHunXr4OfnB29vbyxevBhRUVEq+2jDvHnz4OXlNeBzdHR0xLRp01S2c7lcrFy5Eq6urjqf09PTE8uWLVOx8NbT08PChQvB5Q6fBEiRSISFCxf26xxisRhhYWHYsmULli9fPjATG0I8VRXUnZ2duHr1KgDA3t7+yU6GQCAQCAQCgTAskMkVSC9vQlxBPeIL6hBXUI+alg78fqrXE+vhRSAQ+kd5eTni4+NVtjc1NaG4uBjOzr3Fs00Rrrj2oBo3smuU24J4pQjidVXclufX40j+A1y5cgUREREICgoCn99bgHyUoloJtl/PAwBQoEHjYWCNy6HwwQI/+NgYwd/eGH89nopOeZcA5G9vrLF/ti60SeX426l07LlbxLrPWBcTnDt3DjExMWrPVVVVhUOHDmHVqlVPvO9bU3snmto64WCqXXI6X81898UV41xaBd6a6YPlox3BYahcn+FnjU/OZiq/v9fpAGdOPfiUagC4+JHqaeChvTfQ1VMwV2GBNggY5/PMOBcYCnu/vzgcCv9eFohZX9xg7B3c1C7Dq3sTsP/5ceD3s++zgMfBilAnLAtxxPn0Smy/lovE4gatj18f7sIaOCcMPRaNcoC3tRGe3x3P2Os8q7IZxxJLsbgPlu3f38jDhzq4SNgaC/HyZA8sC3HsV2sFAoFAeJpxtRDj06UBeIGl1UZsQR0+PZ+Fd2b5PuaZEQYad3d3uLu7qx0XiUSQSNiTFCMjIxEcHDwY0wMAhIWFgaZpXL9+He3t7TAzM8P8+fPh4uLS53P6+Phg06ZNOH/+PKqrq2Fra4upU6fCyoq5Nc5QxsPDA2PGjEFsbKzWx/D5fPj6+iIgIACurq7DSpTXlSf6xPDzzz+zjmVmZqod70lnZydKS0tx9OhR5OXlgaIohIWFDdQ0CQQCgUAgEAhPMa/sTcCZ1AqV7fGFdU9gNgQCYSDw8fHByZMnGSueU1NTVQTqbvFvxufXUS/phBOnXilO96ShoQGnTp3CtWvXEB4ejtGjR0MgYBYZPziZDoWsEyO41RjBq8SZDh+0Qg8AsC7MGT42RgCA1WOd4G1jgK2770OhoLF9XciAWSOnlTXi1b0JyK1m75dsRklgXHQNMU3svWh7kp2djQsXLvSySh8MJBIJsrOzIZPJ4OHhoezb3M2nZ7Nw6F4JXp/mhY0RLhp7STNVUPekXtKJt6NTsD++GB8uHAk/u97Xc7M0gLe1IbIqmwEAbRAgQWaPMfzeVntSmoMcee9KZ0czfYxyNFF+T4NCmpy5KlTABWv1vLmBHj5fGYQ1398FzVDQer+oAZ+ey8K7swcmIM3hUJg50gYz/KxxN78O26/l4mpWtdpjhHwONoS7DMj1CY+PEXZG2LYmBHP/e5Nx/D8XHmBOgC30eNrfmx5UNvdK6lCHpaEeXop0x8oxTsQankAgELRglr8tNka4YMetAsbxH2/mY+1YZziaEZfZpxkulws/Pz/ExcUxjgcHB2PSpEmDOgeKohAeHo6xY8eio6NjwJyNHRwcsGnTpgE515Nm2rRpyMvLQ01NDes+FEXBw8MD/v7+8PHxYX3GfNp4ogL1hg0bGLPCaZrGpUuXcOnSpT6dl8PhYOvWrf2dHoFAIBAIBALhN0CQowmjQH2/sB4yuUKj6EEgEIYe+vr68PDwQFZWlspYWloaZs6cqZKJbmUkxCdLAvDKrjsYz89Xe/6WlhacP38eN27cwLhx4xAaGgp9fX3l+MXUElQ+SMBSvUoIqS5LW39eOe7IXGAmFuD3U3tb7IU4m+HkK+NR1tAGexN9aINcQUNB04zVsgoFjR23C/DJmUzG3tpd0BjJrcAoXinam3Sz742JiYGFhQVCQkJ0Ok5bCgoKcPDgQbS2dgnrFEVh9OjRmDRpEv6fvfuObqNK2wD+jGS5995rHDuJ0+P03kgIkJBKOgkJEBZY2u7CLltg2YVld1l6h/RKKiGU9N6c3mwn7iXuvcuS5vvDn4VljWzZsS3ZeX7n6ESae2fmymNHV/Pe+157e3tcTC3ChnOpEEXgHz/GYtflTLw9szf6NggCN6ZoJkBd73JaMR7+6CSWDAvGS5O7w7HBTOYHenlpA9QAcEvtBWuhFr3kOZALIipFBU7VBqOqUXrvh/v46tz72Hc9C6Ua6ZtOI31kcLO3Mti+4WHueG58OD48dEey/MvjSejmYY+50QFGvV9jCIKAoaF1a5XHZpXii2OJ2HstSzLt8xMjQ5psP5mvKD8nPNzXV2et9noZRVXYfC4Nj48wLlWnRiPi1R3XtJkhDHG1s8SqMWFYNDQINpYMTBMRtcRrU3vgSnoxLqcV62z3drTGxwv6Mzh9n4iOjsbFixf1ljHq3r07pk2b1mHp0eVyOZfdNUChUGD27NlYu3Ytqqp0s9X4+fmhT58+6NWrF+zt7U3UQtMx+d02URR1Hoa2G/uwtbXFZ599hiFDhpjwXRERERFRZzEo2FVye4VSjdisMskyIjJ/htZkq6ysRHKydAB6ci9vzBoShjO1QagVm/+6XFVVhcOHD+P999/HoUOHkJ+fj4OHDuPI9jUYqMjUBqcBIFyeDxso8YcpEXCy1U8P7uVojf6BLka+O2DHpQw88L/j+OVmts536byyGixbE4O//3CrieB0HTdZBeRC69aW3bdvn8Gf471ITk7Ghg0btMFpoO7+QExMDD788EMcOXoMf955RWcG8a2sUsz49BT+9v1NVBhY49bTwRoz+/vBy7H54KlGBNacTsH4/xzD7suZ2p/vA1HejWoKuKQKwNaafrjuPAzba/ogU+Osd7yG6b1FUcRnRxMlzytAg2Euza8j/fz4bhhs4LMLAP646zpOJxqeoXEvevg44v3H+uPY78bi8eHBsPn/2a6CAEzv54uXJkmv506dw8uTusNCIsU9AHzUgjWkN5xLxaVGAZOGnGwU+N0DETjx+3FYOTqUwWkiolawtJDh4wUD4NygXzkq3B37nh9p8DsudT2enp6YOnUqLCx+nYvau3dvzJ49u0unhu5svL29sWLFCgwbNgy9evXCuHHj8Nxzz2HlypUYMmTIfRmcBkw8g3rp0qV629auXQtBEBAREWFUkFkQBFhbW8PNzQ29e/fG1KlT4eDg0B7NJSIiIqIuKMrPEVYWMtSo9AM5MSmF6O3vJLEXEZm77t27Q6FQoLa2Vq/sxo0b6Natm+R+r0/rgYeSCvBDvi3GKhLhItNfk7WxmpoanDhxAidOnAAASK1OLRdEjHMuwpyBTc9sVavVKCsrg7Ozs8E6VUo1/rs/HjmlNXhq/UVEB7vgjw/2QHFVLX637QpKK6pgL6hQJVpCLTEuXRCAB6N8kZZri+CK8xBU1ZLn6du3L+Li4lBTo7/msUajwdatW7FixQq4u7s3+Z6MlZycjI0bN0Klkg6CKZVKHDt6BFYqHwC66+GKInAwNge/nyIdIA1wtcV78/oBAI7G5+Kv399EakHTweD88hq8sPUKvjqRhMeHB+PhPj4IcLXRW6dXCQtczFZBag5Ady97bTp3ADgSn4u4bOnBT6GyQsiqmw8AWshl+GB+P0z94ASKK/V/v1UaEas2XMKuZ4Yj1KN9bnb5u9jib4/0wmsPRiIxtwIudgr4OBk3+5/MV7C7HeZFB2CjxJr1BRVKfHsyGc9PCG/yGFklVXj3Z/3sFfWeHB2KZ8d308lOQERErePnbIP/zeuHFWsv4Pnx4Xh2fDfIDQw06qoWf1O39El3L4e6fpePI/r4OUF2H/0coqOj0aNHD2RlZcHBwQHe3o0HVZI5cHNza/dlkjobkwaoV69erbdt7dq1AICJEyfiww8/7OgmEREREdF9xspCjr4BzjifrL/m9IXUQiwfaVw6SyIyL5aWloiIiMCNGzf0ymJjYzFt2jQoFPoBEltLC3z4WH88+ukp7Fd2xzzrq23WJp/au6isrDA4Ql6j0WDPnj1ITEzEokWL4OPjI1nv6xNJyCmtCxrbQonq9Jv4+utTcBSqMQ1qCNZ19fbW9ECBqHsuHydr/G9ePwwNdQMA3L4dgE2bNurUsbe3xyOPPILu3bsjMTERGzZs0JmlXa+6uhqbN2/GihUrdFKct0Zzwel6SlGOmyrpm25/nxEFW8vmb3OMjfDELy+44fNjifj0aCKUEgOUGrp5txS/234Nb/8UhwAX/QB1Ux7pq7vW9KdHpGdPAyJ6W2ShuNi4oJ2PU90N6SfWxEAi0zZKqmqxfE0Mdj0zAi527beGnZWFHD19HZuvSJ3G8xPCseNSBqpr9f8uvjyehEVDg+Bq4HdKFEX8efdNgzOtR4W747WpkR2WbpSI6H4wLsITR18Ze1+m9FapNTiXVAilWoOTCb9mjwl1t8N/5vbFgBZkJ+rs7O3tER7e9CAyInNj8hTfjQUGBiIwMBBubm6mbgoRERER3Seig6W/uMakFEkGZYioczCU5rumpgYJCQkG94vyc8Ibj0ShCpZYUz0IZ2qDEKvyhEq8t6CKIACZmZmSZaIo4ueff8a1a9dQUVGBNWvWIDU1Va9eXlkNvjp2GyGyAkxSxGOO1VUMVGTCQ1YBK0GNhnEfK0Gts++Dvb3x829Ha4PTANC9eziio6O1r3v06IFVq1ahe/e6dbKVth5Is9VdM7uhgoICbNu2DWq12mCd5hgbnAaAqyofKCXG2k/r44NxEZ5Gn9NaIccLE7vjwIujMTbCw6h9CiuUuJpRYvQ5AODhBgHq88mFuJBaJFkvUFYMZ1k1ysrKjP5ZjovwxJ8f6mmwPKWgEk9tuIgaVeuvDd1/vBytsczAWtPlNSp8esTw/50/38jGwdgcyTJrhQz/mNGbwWkionZwPwangbq+jtSSNkn5FXh6/UUUVShN0CoiMpbZBahTUlKQnJyMv/71r6ZuChERERHdJwyt0ZVXVoO0wubXAyUi8xQWFgZra2vJMqmZ1Q0tGBKIzxcNhKO1AvFqT5xTBWF7TV9cV3kbtT51QyrIMGDwULzwwguIiJBOQX306FGcP39e+7qmpgbr16/HnTt3ANQFsNPS0vDR6s14SLiEMZZJ8JOXoqlYjyXqAr42Cjn+Nas3PlkwQHL960mTJsHX1xePPvoo5s6dCzs7OwB1M7Uf/ugkDhU44pbKcPA3OTkZP/74Y6sG9LQkOF0uWiJO7aW33cHKAn9tIlDblCA3O6x+PBqfLxoIX6e63xU3oQITFLex2OoC5lhdQZQ8CwJa/t76BjgjyM1O+/rTo4YDe30ssrTPS0tLjT7H48ODsWRYkMHy88mF+OPOGxxs1cZEUYRSpUF5jQqqZtZ674yeHh0GR2vpbATrzqYis1g/i0BJVS3+8v1Ng8d8aVJ3BLrdnwEUIiIyXnmNCoVGBpZv50gvmwIAuWU12HBWf7AnEZkPk6b4JiIiIiIyBwMCXSAIdWuYNhaTUqQTYCCizsPCwgI9evTA5cuX9cri4+NRU1MDKysrg/tPifJGL19HPLf5Mq6kF6MaClxUBeC6ygc95DnoaZGjN0u5IWtrawwZMgS9+w+Cu7ODwXpnzpzBsWPH9LarVCps3rwZAwcORGJiIgoLCyEDYGnkBEQrQY1evo74cH5/hDWxFrGlpSVWrlypN7PR19kGqv/PHx2jCoSTUA0/uXTw9OLFi/D390f//v2NaxyMC06HhITg7t0s1NRU41Ktv+Sa2r+fGglPR+mBCMYQBAFTorwR7W+LTzftgSonURv4t0MtBikyIIOIa2rfpg/USH1675e3XUV2aRVOJRRI1vORlcBdVqF9XVxcDBcX41JSCoKAvzzUE6kFlTh2O0+yzo5LGQj1sMNvxkmvu07GGfb2IZRVq6BUaXRma1krZBgd7oF/zuwNd3vD/590Jk62Cqwa2w3/+jlOr0yp0uCDg7fx7uy+Otvf+SkOeWX669UDQJSfI5YbmJVNRETU0H9+icfeq3fxl4d74pG+vk1m3mgqQA0Aa8+kYOXoUFgr5G3dTCJqA2Y3g5qIiIiIqKM52SgQ6S29huaFFP21qYmo84iKipLcrlKpEB8f3+z+Aa62+O7pYXhqdKh2mxIWuKr2w3c1fXGh1h+CQjc4amtriwkTJuCFF17AuHHjmgxOazQa7SxpQ+UxMTEoLGz5/0UjQxyx85nhTQan60nd/Jsa5Y1JPetmLIsQcLQ2DEUa6UBweHg4evToYXTbjAlO9+vXD4sXL0Z5t0mIqfVHkkY/20W/AGcsHByos00URXz33Xe4ePEiNJrmZ7dqNBpcuHABX3/xGdS5iXqz0ks0VrglMXO7KYIAPNSnbg3xC6mFBoPTANBbnqXzuqSkZWnELeQyfLSgP7p7SV9nBysL9PZzatExSV95tQrlNSq9VKLVtRrsv5WDuZ+fQUllrYla1/YeHx4MTwfpgPv2ixlIyP01KHAuqQCbz6dJ1pXLBLwzsw8s5LwFSURkaoUVSqxcdwHJ+RXNVzaBi6lFWHsmBQUVSvx2yxUsWxODjCLDGc2aC1Dnlyux67L08jpEZHpmN4P6+PHjbXas0aNHt9mxiIiIiKhriw52QWyW/szAGAaoiTq1kJAQ2NnZoaJC/0bcjRs30KdPn2aPoZDL8NqDPTA01A0vbbuCov8PQqkgh31QL/xh6UAk3LmNnJwceHp6IiIiApaWlka1TyaTYf78+dixYwfi4vRnK96LIYEOsLJo/YwRQRDw9+lROJtYgLIaFWphgUO14XjIMhbWwq+B5aFDh2Ly5MmQyYwLQBkbnH7kkUdwOb0EGy9mA/DRqyOXCXh7Zm/IZLoR5bi4ONy8eRM3b97EuXPn8MADDyAsLEzyPBkZGdi3bx+ysrIkyyHIECNEQIWW/RyHhrjBy4hZ3e5COXxkujdXWxqgBgBHawW+WRqNRz89hfzyX9Ni+rvY4NvHo9Hdy/AgCTKOpYUMkJ4gDKBuvctVGy9i7fLBUHSBYKyNpRy/nRiOP+3SXw5BIwL/+eU2Pl88ENW1ary267rB4zwxMgRRHCBBRGRyyfkVWLb6PFIKKnEnpww7nxkBVzvj+qsdQanS4LWd13Symh2Nz8Pk/x3H7x6IwJJhwZA36vM9MTIEAwJdcCenHN9fvYuqWv3MRl+dSMK8QQF6/UUiMj2zC1CPHTu2ybQNxhIEwag1rIiIiIiIgLp1qNed0V+jKjGvAgXlNXDrImk7ie43MpkMvXr10lnfud7t27dRXFwMZ2dno441LtITP/52FH675QrOJxfC1c4SHzzWH9ZWloiKijI4W7s5CoUCc+bMwffff4+rV6+26hjVFvbItvBCcIAf5g4Jhbero3Yt6Xvh7WSNVx+M1AapykVrHFZ2wwOW8RAg4qoQimeGj202OF1QUIBbt25Bo9Hg6NGjTa6JXB+cVovAH3caDnytGBWCHj662S9UKhX279+vfZ2bm4v169eje/fumDRpEjw8PAAAFRUVOHjwoGT694amTnkAL/cdgB0XM7DuTCqS/n/GkZONAiVVhmfLPtLv13TgTS3/3NsiS3/GdisC1EDdbP8vlwzCY1+ehVKlwYBAZ3y5ZFCXSTttasYEnU8nFuCv39/EP2ZEtcm9LVObOygAXx1PQkqB/uy1n29m40p6MQ7H5iApT3omXoCrDV6c2L29m0lERM04n1yIJ9dfQPH/D7JMKajEk+suYMOKIWaT/vrzY4m4nVOut71SqcaXx5MwZ1AA7K10w1kDg1wxMKguw46tlRyrT6Xo7Z+UV4HDcbmY2LNl2XCIqP2ZXYAaQJNfVImIiIiI2kN0sOH1Pi+kFuGBXt4d2BoiaktRUVGSAWoAeP/997Fq1Sp4eRl308rHyQabVgzBh4fuYECQi1GzZI0hl8sxffp0WFtb49y5c0btY2Njg969e6Nv377w9W16jb57MT86EHuu3MX55LqMErmiA07WhqAaFsjSOOFve2/i04UDmzxGYmIiDh061Oy56oPTMpkMXxxNRLyB1I3+Ljb47YRwve0xMTEoKirS23779m3cuXMH0dHRcHNzw5EjR1BdXd1se9zd3WEpaPD4iBAsGRaMEwn5WHs6Bf4uNpKDmgBAIRcwNerXzwwR0vc4fGyBQHWx3vbiYv1txhoQ6IL/zumLg7E5+NesPmZz07krsLQwblb0pnNp6OZhj+UjO/+aywq5DC9PjsBzm6UHcry64xoS8/SDCfX++Whv2Fjyd5CIyJT2XMnE7767prdExYXUIvx++zW8P6+fyWcXJ+SW4ePDCQbL35oRpRecbmz5iBCsPZ0CjUS368sTSQxQE5khswtQjx492qgv1RqNBiUlJbh9+zaqq6shCAKsrKwwZMiQDmglEREREXU1Pk428HO2QWZxlV7ZhZRCBqiJOrGAgAA4OTkZnJn61Vdf4aGHHkK/fv2MOp6FXIaXJke0YQvryGQyTJkyBTY2Njh69KhkHUEQEB4ejn79+qF79+6wsGj/r/UymYB3ZvbGlA9OQKmqu7mZrHHTlv94PRu/3Mxu8v/JtDTp9WkbahicTiuoxAeHbhus+/cZUbC11H3vlZWVOHbsmMF9RFE0OFBBirW1NVQqFays6mYgy2QCxnT3wJjuHqhSqrHtQjqqa/XXuB4d7gFn26ZTZjpYW+A3A62REKNf1toZ1PUe7uuLh/v6Nl+RWsTYADUAvLXvFkLc7TAu0rMdW9QxpvX2wefHEnHzrv4yKHHZhtf+nDnAD6PCPdqzaURE1AxRFLHzUqZecLre91fvIsjNFi+3Q7/WWBqNiNd2XjfYxof6+GBCj+aDywGutniwtw9+uKa/bMv55EJcSS9GvwDne20uEbUhswtQG/oSbkhtbS327NmD1157DUlJSQgNDcXnn38OhULRPg0kIiIioi4rOtgFmVf0A9QxKfqz8Yio8xAEAVFRUTh16pRkuUqlwu7du6FSqTBo0KAObp0uQRAwduxYODk54eDBg9q1sz09PdGvXz/06dMH9vb2Hd6uUA97/HZCOP79S7xk+Z9338DQUDc42Uh/F28uQF0fnC6qrEVSfgXe239bMvgL1N2oHBehH/hLT09Hba3htNvGsrCwwMiRIzFixAiD9xZsLOWY1NMbe6/eBQD4y4pRLlqiWLTFowP8dOouHhqE4spaiKhL9+3nbI0HoryRl5ZoMEAtimKXSBHdlfz5oZ6orlXD0kIGK7kMSrUGL227isIKpV5djQg8t/kydqwajgjvzr3+t0wm4PdTIrH0W+MHd7jaWeL1aT3bsVVERGQMQRDw8YL+mPP5GYODij46nIBatYgnRobAw6HjlwXZdD7N4PdtJxsF/vpwL6OP9eToUMkANQB8dTwJnywc0Ko2ElH7MLsAdUspFArMnj0bDzzwAMaNG4c1a9ZALpfjyy+/NHXTiIiIiKiTGRTsit1X7uptv5FZgiqlmmkqiTqxpgLUAODq6trqNaTbQ//+/dGrVy/k5+fDzs4Ojo6OJg9Y1t/0i83Sn0mZW1aDd36Kw9sze+uVlZSUoLRUf596/fr1g3W3Iej35gGUVquabIODtQX+8pB04CsiIgLPPvssDh48iJs3bzbzbqRFRERgypQpcHExvOxDvd8/EIFDsTmwqK3AGEUiBIjIde2DB6N8dOo9OTpMcn+lk5PkdpVKhYqKCpMMRLgfPbEmBj19HbF0eHCT63WP6a4/G/jzRQOx8OuzqFXr5xMtr1Fh+ZoY7Hl2RKdfB3x0uDuGhrribFKhUfX/8lBPuNo1nUWAiIg6hoO1At88Ho0Zn5xCXlmNZJ3PjyXi25PJeKSfL5aNCEYvX+k+SlvLLqnGOz/FGSx/fVqPFgXN+/g7G/y8+ulGFtIKKhHoZtuqthJR2zM+P5GZc3BwwIYNGyAIAr755huj1rYiIiIiImpocIir5HaVRsSV9OKObQwRtSlvb2+4u7tLlsnlcsyZMwfW1m2znnRbsbS0hK+vL5ycnEwenAbq1qP916zeMLRM4ebzaTgSl4v47DIcu52HbTHp2BqT1uTs6fqZ0y62ls0GpwHgD1Mi4dnEut8uLi6YM2cOnnjiCfj5+Rms15irqysWLlyI+fPnGxWcBupSSe57djhmOKVBIWhgIYjwK76GhIQ7Ru3vZCBADdx7mm9jVSpV2H8zu0POZY4upBTiUFwuPjqcgOHvHMYfd11Hcn6F0fsPDnHF2zP7GCzPLK7CU+svorpW3RbNNRlBqJtFbYzR3T0wvR9TzBMRmRM/Zxt8uzQaNgrDA66Vag22X8zAtA9PYt4XZ/DLzWyopRZ0biOiKOLPe26gvEa6/zeimxtmD/Rv8XGfHB0quV0jAt+eSm7x8Yio/XSZADUAREZGYujQoQDAGdRERERE1GLdPOwNpqe9kGLcrCEiMk+CIGDw4MGSZQ8++CB8fHwky0hXH39nPDEyxGD5sjUxeOD941j67Xn8fsc1/O/AHVhbWyMsLEy7ljNQt972yJEjtWtOh3jYNXvu/oHOWDA40Kh2BgQEYMWKFZg1a1aTgWALCwuMHz8ezzzzDMLDw406dkOxF05CVv1rMFkURWzbtg0ZGRnN7mtnZwe5XPpGcUcEqIsrlVj49Tk8uf4i9lzJbPfzmaMvjidpnytVGmw6l4bx/z2Kp9ZfQI3KuKDy7IH+eHqM9Cx5ALiYWoTXdl6HKLbfTf6OMCDQBZN7Nr0GqI1Cjn/MiDKLATVERKSrt78TPprfH8b8F30uuRBPrb+Isf85gm9OJqOs+t6XUGns5xvZOHArR7LMWiHDPx/t3arPk7HdPdHNUzoLzdaYdBRX6i/NQUSm0elTfDcWERGB06dPIyZGYiEnIiIiIqImyGQCBgW54FBcrl5ZTCrXoSbq7AYNGoTU1FRt+mdBEDBhwgQMGMD16FrixUnd8fPNbKQXVjVbN6+8BiGhYQgPD4dGo0FeXh5qamrg6OgIZ2dnbT0PeyvYW1kYnEVjIRPw9szekBmavi1BEAT07t0bkZGROHv2LE6cOAGl8tebkj169MADDzyg046WiI2Nxfnz+uvyqlQqbNq0CcuXLzc4ax+oC9I7OTmhsFB/AFRxcXGr2mSsu8VVWPLteSTklgMAXvnuKlxsLTFaIo11V5WQWy55Y1wUgYoaNawsjF/W4/cPRCAprxz7Ddxo33U5E9087fGbcd1a3V5z8MoDETgYmwNDE+pentwdAa5MnUpEZK4m9vTCXx7qiTf23jKqfnphFf7+wy28tz8e0/v7wdfJGgq5DO72VphlxOxmURQhitDrv5VU1uIv3xtejuXFid0R5Nb84EUpMpmAlaNC8Icd1/XKqmrV2HgurdN/HhN1FV0uQF0/IjUrK8vELSEiIiKizmhQsKtkgPpSahHUGhHyFgRHiMi8yGQyzJkzByNHjkRJSQk8PDzg5uZm6mZ1OraWFnj70T5Y9M25ZuuqNSLyy5XwdrKGTCaDl5f0DExBEBDqYYdrGdIzh//8UE9Eeju2qr0KhQKjRo3CwIEDkZiYiLKyMoSFhRlsi7Hi4+MNllVWVmLDhg144okn4ODgYLCeoQB1e86gTsgtw+JvziOrpFq7rVYt4ukNF7Fp5VD0C3But3Obk69PJBksM5Qe1BCZTMD7j/XDnM/P4OZd6fXW//1LPELc7fBg786braG7lwNmDvDH9ov6GQJ6+znh8eHBHd8oIiJqkWUjQmBnZYE3vr+JCqVx2UIqlGpsOvfrki2R3g5GBajLa1To88Z+ONko4GJrCWfbun8LymsMrofdy9exyWw9xpjezw///uU28sv1z7H6VApWjApp0UA0ImofXSrFNwCcPXsWAGBvL53GgYiIiIioKdHB0muPlteoEJctfdOZiDoXHx8fREZGMjh9D0aGuxu9LmB2aXXzlQCEuP86U8bBygJ9/Z0wZ6A/Nq0cgqVtEPiytbVF7969MXz48HsOTgPA9OnTMXz4cIPlxcXF2LRpE2pqpG/AAjA4e7u9AtRFFUrM+fyMTnC6XqVSjWWrzyMxr7xdzm0sURSRWlCB3LLqdkuLnVtajZ2XpNOa9/BxxKhwwzPfDbG1tMDXSwfB08HKYJ1nNl7CtYziFh+7XmGFEqcS8vH1iSS8vO0q5n95Fk+vv4jzyR23DMnvHoiAj5PuOvAO1hZ4d3YfWMi73G1GIqIuae6gAJx+bQL+9GAP+DnbtHh/hZH/3xdX1kIU6/5Nzq/A5bRiHI7LxVUDAxLlMgH/mnXvnyfWCjmWjQiWLMsvr8Huy/fn0iZE5qZLzaD+9NNPERcXB0EQ0KtXL1M3h4iIiIg6od7+TrC0kEGp0uiVXUgpQi9fw2uZEhHdT16f1gNH4/MkZ6c0lF1SDQQ0f7yVo0KxcEgQQtzt4G5vafbr2AqCgEmTJqG8vBzXrl2TrJOVlYVt27Zh/vz5sLDQvwVjaH3s9krx7WJniRWjQvHvX6RnfxdV1mLJN+exY9VweDcKQrY3jUbED9ez8P7B20jKqwBQN2hhci8vTOnljb7+zi1K8d6UNadToFTrf84DwFOjQ1v9u+fjZIOvlgzC3C/OoEaiHzEuwgMKuQyiKDZ5DpVag+T8CtzKKkVsVhlis0oRl12KnFLpv7Wfb2bj6yWDMLGZNaLbgpejNTasGIKPDt3BpbRiRHg74KVJ3dHDp3UZDoiIyDScbBRYOToUy0YE48CtHKw+lYLzKcYNeFLIjfucLGrhes8rRoUgyq9tvm8vHBKIjw8noKpWf5b4VyeSMWdgQJv1K4iodTp1gFqj0aCgoABXrlzBmjVrsGXLFm3Z/PnzTdgyIiIiIuqsrCzk6OvvhJiUujWn3e2tEB3sgkHBrvfV2pxERM1xtrXExhVD8Pjq83ozcgWh7v9Pb0drWFoYd/OvrW5IdiRBEDB9+nRUVFQgMTFRsk5iYiK+//57PProo3pBSUMB6vZM8f3M2DDkl9dg9akUyfLM4ios/fY8tj01DE62inZrR0NnEgvw9k+xeinek/Mr8MWxJHxxLAlejlaY3NMbD/TyxpBQV6NnbzVWXqPChrOpkmV+zjaY1ufeUnD3DXDGe3P74TebLumVhXrYNxvI1WhEbD6fhj/vMbw2p5R//ngLE3p4dsjAjjAPe7z/WP92Pw8REbU/C7kMU3v7YGpvH1zPKMHqU8nYe+0uatWGs5gY+xlcVFlrdDuC3GzxwoTuRtdvjrOtJeZFB2DN6RS9soTcchy9nYvxke0/sIuIDDO7ALVc3vrc//WpnwYNGoQVK1a0VZOIiIiI6D7zxMgQzBkUgMHBrghyszX7WXxERKYS4e2Agy+NQXxOGXJLq+HpaA1vR2t4OFi1OoDY2cjlcsydOxdr1qxBVlaWZJ1r167B0dEREydO1NluKMV3VVUVampqYGVlOF10awmCgD9P64nCCiX2XLkrWSc+pwwr1sVg/RNDYK349T6NKIqoVKpRVq1CWXUtSqtVqFKq4elohe5ehtfaNuR2Thn+9VMcDsXlNls3p7QG68+mYv3ZVDjZKDAh0hOTe3ljTHcP2Fgafy9py/k0lFarJMuWjwxpk9/baX18kJTXHf89cFtne6iHnYE9fiWTCS26oV8vKb8SqQWVCHZv/hxERERSevs74b15/fDq1EhsOJeGjWdTUVChPwva0sLYFN/Gz6D+56O9W/R5bozlI0Kw7kwKNI1i7Qq5gDs55QxQE5mY2QWo69MctXadoWnTpmHdunX3FOgmIiIiovvblKh7mz1FRHQ/sbOywIBAF1M3w6SsrKywYMECfPPNNwbTc588eRIODg4YMmSIdpuhGdRA3SxqT0/Ptm4qgLog6L9n90VRZS2O386TrBOTUoSpH5yAtUKOsupalFWrUF6jgrrxXV4Aoe52OPzKWKPPn1tajfcO3Ma2C+l6N42NUVJVi52XM7HzciYGh7hi21PDjNqvVq3BtyeTJcscrS3wWLQRueiN9Oz4bkjMK8fuBoMAQt3tjdo3qZXrgO88fQsvPRLdqn2JiIjqeTpa46VJ3fHM2DD8cC0Lx2/nIae0GrVqDVQaESFGDoYqkghuS3l+fDeM6OZ+L02WFOhmi6lRPth3vW4AoYO1BRYOCcLjw4M7fCkTItJndgFqAEYHpy0sLODg4ICQkBAMHjwYCxYswMiRI9u5dUREREREREREuhwcHLBo0SJ8++23qKyslKzz008/wcHBAT179gQAODoaTvfcngFqoG7202cLB2DB1+dwNb1Ysk5yfoVRxxoVbtxN5fIaFb48noSvjidJrgnZGuMijP8Z/XDtLu42Skdfb/GwINhZtd1tMkEQ8M6sPsgqqca55Lo1PcOMmEENAElG/twb+/FyMn47bQAnbRARUZuwVsgxe6A/Zg/0b9X+U3v7IMzTHkWVtSiuVKKoohZFlcq655W18HSwwujuHni4r28bt/xXK0eH4kp6MZaPDMG86ADYt/CzvqSqFhU1qvsqOxBRRzG7ALVGozF1E4iIiIiIiIiIWszd3R0LFizAmjVroFJJp5HesWMH7OzsEBQUpB14X1ZWplevPdehrmdnZYHVj0dj9uenkZTXuqAoAIwM92iyXK0RcSQuF2//FIvEeziPlAd6GZeeUxRFfHEsSbLMUi7D0uHBbdiqOtYKOdY9MRirT6XgVEI+PByaT9kuimKz10IGDTTQv0meWmWFmIuXMHQwZ1ETEZHpeTlaw8vRtDOV+wU44/jvx0Eua37ZrupaNWKzSnElvRhX0otxNb0YKQV1gw59nKzxuwciMHNA64L1RKTP7ALURERERERERESdlb+/P+bMmYMtW7ZIZohTq9XYvHkzVq5cCTc3Nzg5OUkGqA2lCm9rrnaWWLd8MGZ9dho5pTUt3t9CJmBoqGuTdeQyARN7euFgbI5RAepJPb0wOtwdh+JycTqhAEq19GSGcE97hHoYlzb7+J18xGXr/5wBYNZAP3g6tM8NdCsLOZ4eE4anx4QZVT+vrAblNXWDG+QyAWEedujh44gePo5wUJfg6rGfUKKxxi+1kXr71sIC2w6eQ/++fdpl/XIiIqLOqLng9H9+iceJO3m4lVWKWrV0dt+skmq8tO0qTibk4+/To9o06wrR/Yp/RUREREREREREbSgiIgIPPfQQ9u7dK1leXV2NQ4cOYe7cuXByckJGRoZenY6YQV3P38UW65YPwZzPT6O0WnrmtyEDAl3gYK1otp4oijhxJ7/JOv0CnPHHB3tgcEhdwHvxsGCUVdfiSHwefrmZjaNxuahQ/poa/IFe3ka388vjiZLbBQFYMSrU6OO0NysLOT5fNBD+LjYI97KHlcWv6br37NkDW6EWVjIVLKCGCvqpvBMrLHHq1CmMHz++I5tNRETUaV3PLMHVDOP6XTsvZeJqejE+WTgAkd6Gl2ohouYxaT4RERERERERURsbOHAgxo4da7D81q1bqKqqgrOzs2R5RwaoASDC2wGrl0XD1c6yRfsNCHIxql5SfgUyi6skywJdbfHxgv7Y9cxwbXC6noO1Ao/09cUnCwbg4p8n4dvHB2HeoAC42lkaHaC+kVmCUwkFkmWTenghzMhZ2B3ByVaBKVHeiPJz0glOq9VqxMfHAwDkgghvmfRs8LsaJ5w+fbrDf3+IiIg6q74Bzi2qn5hXgekfn8Lm82mS2XKIyDicQU1ERERERERE1A7GjBmD0tJSXLp0SbL87t27cHJykizrqBTfDQ0McsXPL4zCD1ezkFlcBVtLORysLeBgrdD+69joX2uFcXMfTkrMnnaxVeD5CeFYOCQIlhbNH8daIcf4SC+Mj/TCP9Qao9aTBIC5X5wxWPbUGPOZPd2U9PR0VFZWal/7ykqRoXHWq5cv2qGiVsThw4fx6KOPdmALiYiIOqf+LQxQA0CNSoPXdl7H6cQC/PPRKKOyyXQVpxPyoREBJxsFnGwUcLSp6xMa2y8jqscANRERERFRC6nUGljImYyIiIiaJggCpk2bhvj4eFRU6K+9nJGRAW9v6VnAZWVlUKvVkMv10zi3J08HaywfGdLmxz1xJ0/73NJChuUjQrBqbBicbHRv6JaVlSElJQVWVlYICgoyuJaysZ/D1zNKUNkgLXhDA4NcMDCo6fWzzUVsbKzOa1+Z9AxpEQKyNI64evUqhgwZAl9f345oHhERUafVx196sKAx9l69i+sZxfh4wQBE+bX+OJ3J63tuIClPt18rCICLrSWGhbrhj9N6wM/ZxkSto87EJAHqjvhyJQgCVKqWrZtERERERCSlpLIWl9KKEJNSiAspRYjNKkXM6xNhrejYoAEREXU+crkc/v7+2vTMDaWnpyMyMlJyP1EUUVZWZjAFeGdjrZCjb4AzBgW5YPnIEMkbl3Fxcdi5cyeUSiUAwNXVFQsXLoSbm1urz/vwxycNlj01unPMnhZFEXFxcTrbnIRq2EKJSuinZL+rcUSwvAj79+/H0qVLIQic0URERGSIm70VAl1tkVZYl6nE1lKO3n5O6BfojFB3O3x0OAEZRdLLlABASkElZn56Gn+a1gNLhgV1+c/d0qpavW2iCBRWKLHvehbOJRdg21PDEGpGS6iQeTJJgFoURQiCwPz8RERERGTWcsuqseSb84jPKUPjruvV9GIMCW39DXMiIrp/GApQZ2RkwNHR0eB+xcXFXSZA/fGCAU2Wp6en47vvvoNa/ets58LCQmzcuBFPPvkkrK2tW3zOn29kGSwL9bDDxB5eLT6mKWRnZ+utKS0IgJ+8BHfUHnr172qcIIpASkoK4uPjDQ6CICIiojqrxoZBANAv0Bnhng466aqnRPngD9uv4eeb2Qb3V6o1+Ov3N3EmsQD/mt1HL0NMVyGKIkokAtQN5ZcrsfDrc9j21DAEuNp2UMuoMzJZXkIGp4mIiIjI3LnbWSGzuEovOA0AF1KLOr5BRETUKfn7++u8rp9V3a9fP8jlcoNprBsHJbuq0tJSbN26VSc4Xa+wsBB79uxp8X2kgvIa/GnXDYPlT44KhayTrJXYOL13PV9Zqd42R6EKAbJiaFD33g4cOCD5cyUiIqJfzR8ciMcGByLS21FvLWUnGwU+WzQAb07vBctmlhj5+WY2HvroBNIKKtuzuSZTVatGrbr5PllWSTUWfXMOOaXVHdAq6qxMMoNao9GY4rRERERERC0ikwkYFOSCI/F5emVnkwowLzoAao0IlUaE5v//VWs0//+vCD9nGzjb6qfeJCKi+4uvry969eoFf39/+Pv7w8fHBxYWv96ScXJyQm5urt5+90OAura2Flu3bkV5ebnBOrGxsTh79iyGDRtm9HErlWoEudmioEKpV+btaI0Z/f1a1V5TaJzeu96QYGdcv1u33qM87zYsi5JgL+i+34KCAly4cAFDhgzpiKYSERF1SYIgYMmwYAwIdMGzmy4hpYkAdHphFVasi8Ge34yEjWXXWhasudnTDaUWVGLR1+ew9alhcLVrn/sitWoNziQW4GJqEWpUGjzc1we9fO+PtcC7ApMEqImIiIiIOotBwa6SAeoTd/Ix6K2Dze4/uacX/j27L5xsu2aKLyIiap6VlRXmzJljsNzZ2VkyQF1cXNyOrTI9URSxd+9eZGZmNlv3wIED8PPzQ2BgoFHHDnC1xXdPD8c3J5Pwn/23oVTVTZawtZTj/cf6wVrROW4YFxQUSP5uAMCg3pF4elk0ZDIBWVk++OIL6UD20aNH0bdv31alSSciIqJfRfk5Ye9zI/HHXTew9+pdg/Vu55TjqxNJeH5CeAe2rvViUgohE4CBQa5N1qtUquFgbYGyapVRx72TW47F35zDppVD2yztuUqtwdmkQuy7fhc/38hGUeWvQfPPjyVi6bAgvPZgj07T17ufMUBNRERERNSE6OCmv6A1Z/+tHLj+FIt3ZvVpoxYREVFX4+QkPdOjq8+gPnPmDK5du2ZUXY1Gg++++w5PPfUU7O3tjdpHLhPw5OgwzBzgj59vZEMQgMk9veHhIJ1S3RwZmj0NAJGRkdo05T4+PujXrx+uXLmiV6+qqgonTpzApEmT2quZRERE9w0HawU+fKwfhoe54W/f30SNSj9j8OPDg/HUmNB7Ok9hhRI/3chCda0GD/Tygr9L+6znXFShxHObLiOvvAbPjw/Hs+O76aU5rxfmYY/rf3sAao2I8moVSqpqUVylxN++v4lLacWS+9y8W4rla2Kw/onBsLVsXUhSrRFxLrkA+65l4ecb2ZIZcuqtPZOKmJQifLygP0I9jOszkmmYbA1qIiIiIqLOoI+/U7PrTDVn+8UMlFYbnwqLiIjuL/djgDohIQEHDhxo0T5lZWXYvn17i9dUdre3wqKhQVg4JKhTBacBwwFqPz8/ODo66mwbP348FArp2Ulnz55FUVFRm7ePiIjofiQIAuYPDsSeZ0cg2O3XwLGTjQJfLB6Ivz3SC1YWrZ/Be/x2Hsb/9yj+tOsG/v7DLYx+9wj+9XMcalQt6wM1RxRF/H7HNWSXVkOtEfG/g7cx/8uzyCyuanI/uUyAk60CgW626OPvjNXLBqOXr6PB+hdTi7By3QVU1xrffo1GxLmkAvxlzw0M+echLPjqHDaeS2syOF3vVlYpHv7oJHZdzjD6fNTxGKAmIiIiImqCtUKOPv73toaRSiPi1J38NmoRERF1Nc7OzpLbi4uLIYpixzamAxQUFGD79u0G35uVleEgckpKCo4cOdJeTTMrZWVlSE9PlyyLjIzU2+bo6Ijhw4dL1ler1Th06FCbto+IiOh+F+ntiO+eHg5fJ2sMDHLBj78dhQd6ed/TMY/G52LFugsobpC6WiMCnx1NxFPrL95rk3VsPJeGA7dydLadTynE1PeP48frWUYfx8lGgXXLB6Obp+EZy6cSCvCbjZdQq9afcS5FqdZgxdoLWHcmFfnlNUa3pV6FUo0Xt17F7767ikqlcSnJqWOZfYC6oqICX331FRYsWIDIyEi4u7vDysoK7u7uiIyMxIIFC/D111+jstLwovRERERERPdi0dCgez7GUYl1rImIiADDM6hVKlWXu99RXV2NzZs3o7q6WrJcLpdjyZIlGDBggMFjnDx5EvHx8e3VRLPR1HuUClADwPDhww2mQL9x4wYyMjiTiIiIqC15OFhh85NDseXJofBztrmnYx2Jz8WT6y5CKZE2HACWjQi5p+M3dDunDH//4ZZkWWm1CmcSC1p0PDd7K2xcMQSBroZTkR+Ky8WLW69ArWl+AKa1Qo5JPb1a1AYp313MwCMfn0Jcduk9H4vallkHqN9//334+/vj6aefxtatW3Hnzh0UFhaitrYWhYWFuHPnDrZu3YqnnnoKfn5++OCDD0zdZCIiIiLqgh7p64vnm1iHyRhHb+d2yVlwRER07wwFqIGuleZbo9Fg586dyM83nFXkkUcegZ+fH6ZOnQofHx+D9Xbt2oXCwsL2aKbZiI2Nldzu7u4ODw8PyTIrKyuMHz/e4DFXr16NNWvW4NixY0hLS4NKxRlFRERE9yrIzQ6Ke1wa7EhcLp5adxFKAzOMFw0NxJju0p//LVVdq8bzmy9Lrp8NABFeDvjTtB4tPq6XozU2rhgCHydrg3V+uJaFl7ddgcaIIPW0Pob7gi2RkFuO6R+fwqZzabwvY0ZatyJ5O9NoNJg7dy527drV5C9Lw7KSkhK89NJLOHnyJLZt2wZBaP3NQyIiIiKihmQyAS9NjsCqsd2QmFcOoG7NJQuZ8P//yiCXC5ALAk4m5OOV767qHSOntAaxWWXo2cS6TEREdH+yt7eHXC6XXFu5pKQEvr6+JmhV2zty5Ahu375tsHzYsGHo27cvAEChUGDu3Ln44osvJGdbV1dX47vvvsPy5csNrrvcmVVXVyM5OVmyzNDs6Xr9+vXD2bNnkZubq1emVquRkpKiTZWuUCgQFBSEkJAQBAcHw8fHBzKZWc9nISIi6nIOxeZg1YZLBoPTlhYyvDwpos3O985PcYjLLjN4rg/n94e1onVraAe42mLDiiGY98UZ5JdLrxe9+8pd+LvY4uXJ3ZuM5Y0Md4eDtQXKqvUH1Nko5BjfwxMP9/FBlJ8T/rjrBo7fNpy5rkalwR93XcepxHy8PbM3HK27Xv+xszHLAPUrr7yCnTt3an8x3d3dMX/+fIwYMQLBwcGws7NDRUUFUlNTcerUKWzZsgW5uXUzUnbu3IlXXnkF//3vf038LoiIiIioq7GxlCPKr+n1qB/o5YVXdwhQNRoNLAjAjcwSBqiJiEiPTCaDo6MjioqK9MqKi4s7vkHt4MaNGzhx4oTB8rCwMEyaNElnm4uLCx599FFs3rxZcp+srCz89NNPeOSRR/TKysvLkZGRgczMTGRkZCA/Px8KhQJ9+vTBqFGjIJe37qZrS1VXV+PIkSNISUmBo6MjRo0ahcDAwGb3u3PnDjQa6ZvUPXo0PaNJJpNh8uTJ2LBhQ7Pnqa2tRUJCAhISEgAA1tbWCA4OxsCBAxEeHt7s/kRERHRvDt7KwaqNF1GrNjxZM9TdDk42bRNQPRSbgzWnUwyWvz6tByK8He7pHGEe9lj/xBA89uVZlFTV6pX7u9jgtxPDoREBeRNzTa0s5Jjc0xs7LtUtUWKtkGF8pCem9fbFuEgP2Fr+GuJc83g0vjyRhP/8Eq93P6ahfdeyYGcpx7uz+7b+DVKbMLsAdWxsLD766CMIggBRFPH888/jn//8J2xt9fPWDx48GHPmzME777yD119/He+99x5EUcRHH32ElStXNjuilIiIiIiorTlYKzAwyAXnkgvhYqvA6O4eGBvhgdHhHnCztzJ184iIyEyo1WpkZ2cjIyMDGRkZBmcBd4UU31lZWdi9e7fBcldXV8yePVty5m5ERARGjhyJkydPSu576dIl+Pn5wcPDQxuMzsjIMPhzO3r0KDIzMzF//vx2nymsVCqxdu1aZGVlAQBycnKQkJCAmTNnonfv3k3uayi9t4ODQ7Mz6osqlIirtMV1mz5IL1ZiqmUcjE00WF1djbi4OMTFxWHSpEkYMWKEcTsSERGRUfLKauDhUHdv4MCtHDzTTHDa0doCPz4/CrJmlhxTa0TEZpVCpRFhKZfB0kL2678WMijkAkqrVfjd9msGjzGxhxcWDw1q3RtrpIePI9YuH4yFX51FhVI3S1BGURUS88oR6d38AP4Z/X1RVl2Lh/r6YkKkJ+yspMOaMpmAp8eEYXCIK57bdBmZxVWS9dztrfC7Bxg7NAdmF6BevXo11Go1BEHA73//e7zzzjvN7mNtbY3//Oc/sLKywttvvw21Wo1vv/0W7777bge0mIiIiIhI1ysPRMBCJqCPv/M9rVtNRERdz+nTpxEbG4usrCyd9X8NrSncmQPUFRUViImJwblz5wyudWxpaYn58+fDxsbG4HHGjRuHjIwMpKSkSJbv3bu3Re26c+cO9u/fjylTprRov5Y6fPiwNjhdTxRF7N69Gw4ODggODpbcr35Ws5TIyEjJVJgF5TVYfSoFJ+7k4VpmCepWxbMCYIUy0QqOQk2L23/gwAE4Ojo2G0wnIiKi5omiiNWnUvCvn+PwzdJoVCpV+M2mS00GpxcPDcKb03sZtaStXCbA3soCE947BrUR6zs35ulghXdn92nT5XP7BTjj28ejsXT1eVTX6maGOXAzx6gA9ahwD4wKN37t7QGBLvjx+VH4w45r+Plmtk6ZIAAfPNZPO0CATMvsFpU5ePAggLrRs3//+99btO/f/vY3uLu76xyHiIiIiKijRQe7on+gC4PTRESkJzc3F+np6XoBW6l1loHOmeK7oKAA+/btw//+9z8cPXoUVVXSM1gAYNasWQaD8/Xkcjlmz54Ne3v7Nmvj2bNnERMT02bHayw1NRVnz56VLFOr1drl6qQkJSVBqZRes9FQem+ZIOCTowm4mlEfnP6V4NOzyQEATdm9e7fBgQFERERknKIKJVauu4g3f7iFGpUGz26+hGc2Nh2cXjrM+OA0UBcA/+v3N1sVnBYE4H/z+sHVzrLF+zZnSKgbvlg8CIpGubwPxua0+bnqOdkq8NmiAfj79F6wlP8aBv3N2G4Y0c293c5LLWN2Aer09HQIgoBx48YZTG9liEKhwNixYyGKItLT09uphURERERERERErePv7y+5vaKiQnK71AxqtVqN1NRUHDx4EOvWrcOaNWuwb98+3LhxA2VlZffcxpqaGlRUVBhcA9mQ9PR0bN26FR999BFiYmIMzpquN2HCBERERBh1bHt7e8yZM6dNZ/X8+OOPSExMbLPj1VMqlU2mNAfqBiRs2LABpaWlemVxcXGS+1hbWyMoSDrtpoudJfr4OUmWldj64Xe/+x2eeuopTJ48GeHh4bC0NO4GdH0wPS8vz6j6REREpCsmpRAPfnhCJyBbXFnb5DrJjw8Pxt8eMT44DQCbzqfh2O3WfV4/NTqsXQO3Y7p74MvFg3RmLl/PLEFhhfSAvLYgCAIWDwvGrt8MR6i7HaKDXfDCxPB2Ox+1nNml+K7/IuXi4tKq/ev3a4svZEREREREREREbclQgNpQMLiyshJKpVKb9vnOnTtISEjQm3GdkpKinRHs6uqKoKAg7cPZ2VnyBmdtbS3y8/ORm5uL3Nxc5OTkIDc3Vxs0tbCwgIuLC1xcXODq6qrzcHJyglwuh0ajQXx8PE6fPt2iyQK9evXCyJEjja4PAEFBQZg0aRL279/fov0MEUUR27Ztw4oVK5qdxd0SBw8eRFFRUbP1SktLsXHjRixbtgzW1tYAoP15SomIiIBcLjd4vFHhHriaoT+g4WxSAdQi4OPjAx8fHwwfPhxqtRp3795FcnIykpOTJWf116uursbGjRvxxBNPwMHBodn31ZTa2loUFBQgLy8PeXl5UKvVmDRp0j0dk4iIyFylFlTgsS/PtmhW87IRwfjLQz1bFJxOya/AWz/EtqaJ6OvvhJcnd2/Vvi0xLtITh18egzOJBVDIZYjyc2qXGduN9fJ1wt7nRqJCqYKF3Ozm7N7XzC5A7erqipycHKSlpbVq//ovQ66urm3ZLCIiIiIiIiKie+bh4QGFQoHa2lqj9/nmm2+Qk2N8GsTCwkIUFhbi8uXLAABHR0cEBQXB398fVVVV2oB0QUEBxMb5oBtQqVTaQGJjgiDA2dkZoii2OA25v78/pk+f3qrZ0MOGDUN6ejpiY427Cevk5AQfHx/Ex8dLvteamhps2rQJK1asgJ2dXYvb01hSUhLOnz9vdP2cnBxs27YNCxcuhFwuR1paGiorKyXrRkZGNnmsUeHu+PiI/trV5TUqXEkvRnTwr/fK5HI5AgICEBAQgNGjR6O2thanTp3C0aNHJY9dXFyMTZs2YdmyZUbPvgaA8vJyXLx4EZmZmcjLy9ML3FtaWmLixIltOjOeiIjIXAS52WHx0CCsOZ1iVP3lI0Lw54d6tOhzUa0R8dK2K6iqVbe4fXaWcnzwWH8oOihw62CtwORe3h1yrobsrCxgZ2V24dD7ntldke7duyM7OxvHjh1Dbm4uPD09jd43Ly8PR44cgSAI6N69/Ud8EBERERERERG1hFwuh5+fX4vW9W1JcFpKaWkprl+/juvXr9/TcRoSRdGoWcINKRQKDB48GOPGjYOFRetuSQmCgOnTp6O8vFxvxralpSX8/Pzg5+cHf39/+Pn5aWf8xsTEYN++fZLHLCoqwtatW7FkyZJWtwuoC3bv2bOnxfslJSXh+++/x4wZMwym97awsEBYWFiTx+kf6AI7SzkqlPo3qE/cztMJUDemUCgwZswYlJWV4eLFi5J1srKysH37dsybN6/Jmdz1Ll++jH379jWZ6l2pVKK0tBROTtLpyYmIiDq71x6MxIXUQtzI1F/Wo6EnRobg9WktC04DQF5ZDawVcljKZVCqjV+exd3eCl8uGYhg93sfoNfVVNeqYa1ovq9D98bsAtRTpkzB8ePHUVNTg+XLl2P37t1GfTlQq9VYsWIFampqIAgCpk6d2gGtJSIiIiIiIiJqGX9/f8kAtSAITc5o7qzs7e0xdOhQDBw4EDY2Nvd8PGtrayxduhRxcXEoKCiAg4MD/Pz84OHhAZlMegZQdHQ0CgoKcPbsWcnytLQ07N27FzNmzGj1bN79+/dLrhkO1M1it7e3x927dyXLr169CicnJ4Mzw7t169bszGVLCxmGhbnhYGyuXtnxO/l4aXLT630LgoAHH3wQpaWluHPnjmSd27dv46effsK0adMM/pzUajV+/vlnbcr55uTn5zNATUREXZaVhRwfzR+Ahz48ITmIDABWjgrBHx9seXAaALydrLFp5VCIogiVRoRSpYFSpUGtWoMalQZKdd3z+u1KlQaONgpEejsw5bWET48m4Psrd7F55VC4dEAK8vuZ2f32rVy5Utsp/emnnzB27FhcvXq1yX2uX7+OCRMm4IcffgBQ1+lfuXJlu7eViIiIiIiIiKilDK1D3dWC0x4eHpg+fTpeeOEFjBw5sk2C0/UsLCwQFRWFMWPGYMCAAfDy8jIYnK43efJkhIeHGyy/evUqTp482ar2JCQkGJx5DADTp0/HggUL4OLiYrDO8ePHDQa4m0vvXW9UuPRa2tcyilFcqWx2f7lcjtmzZ8PHx8dgnQsXLuD06dOSZeXl5Vi7dq3RwWkAkinkiYiIupIQdzv8c2ZvybInR4e2OjjdkCAIUMhlsLOygIudJTwdrRHgaoswD3tEejuij78zBgW7Yng3d0T5OTE43YgoivjPL/F49+d4xGWXYenq8yirNn5JHmo5s5tB7ebmhv/+979YsWIFBEHAmTNnMGDAAPTt2xcjRoxAUFAQ7OzsUFFRgbS0NJw+fVq7ppIoihAEAe+99x7XoCYiIiIis5RdUo2j8bkI93LAwCDDN6mJiKjrMhSgbimFQoGQkBDY2dkhLS0NBQUFbXLcexUSEoLhw4ejW7duZrW2sEwmw+zZs/HNN98gN1d/ljEAHDp0CG5ubujZs6fRx62qqsL3339vsHzgwIHa9NyLFi3C119/jaqqKqOP35Kl7EaFu0tu14jA6cQCPNjbcOC5npWVFRYsWICvv/7aYMD8wIEDcHJyQlRUlHZbZmYmtm7ditLSplOYNsYANRER3Q+m9/NDWbUKb+27hepaDawsZHhlcgRWjAoxq/7S/UgURfz9h1h8eypZu+1aRgmWr4nB2uWDYWtpdqHULsEsf6rLly9HYWEhXnvtNajVdSkPrl69anAmdf0IY7lcjnfeeQfLli3rsLYSERERETWlVq3BxdQiHI3Pw9H4XMRllwEA5g7yZ4CaiOg+ZW9vD2dnZxQXF7d4XxcXF4SHh6N79+4ICgqCQqHQlpWVlSEtLQ2pqalITU01eu1quVwOd3d3eHl5wdPTE56enrC1tUVxcTEKCwt1HuXl5ZLHEAQBvXr1wvDhw+Hr69vi99VR6oOvX331FSoqKiTr7Ny5E05OTvDz8zPqmL/88ovBoKyzszMmT56sfe3m5oYFCxZg7dq1Ta7N3FBwcDBsbW2Nqhvibgc/ZxtkFusHwE/cyTMqQA0ADg4OWLhwIb755hvU1NRI1tm1axccHBwQFBSEy5cv44cfftDex2uOXC6Hm5sbPDw8dAZs1NbW4ty5c+jfvz/s7LgmJhERdS2LhgZh9kB/pBRUwN/FFvZWZhmiu6+oNSJe330dm8+n65XFpBThqfUX8dWSQVyTuh2Y7W//K6+8ghEjRuDVV1/FiRMnmk1zNXr0aLzzzjsYOnRoB7WQiIiIiKh5b+69hfVnU/W2H43P02YAIiKi+09AQIBkgNrGxkZndq1MJkNQUJA2KO3m5mbws8PBwQG9evVCr169AACVlZVIT0/XBqxLS0uhUCi0Qej6gLSrqyvkcv2bblIzvZVKJYqKirQB67KyMtjZ2SEqKqrJ9NXmxNnZGfPnz8eaNWskg8QqlQqbN2/WWYbOkPj4eFy5csVg+fTp02FlZaWzLSAgALNmzcLWrVuNam+PHj2MqgfUDRQYFe6OLTH6N1mP385vUd/D09MTjz32GNavXw+NRqNXrlarsWnTJnTv3h3Xr19vtl3Dhw9HQEAA3N3d4eLiovM7p9FocO3aNRw+fBilpaUoLS3Fgw8+aFQ7iYiIOhNrhRyR3o6mbgb9v7LqWpxLLjRYfuJOPl7cegWfLBgAmYz3b9qS2QaoAWDYsGE4duwY4uLicOTIEVy+fBl5eXkoLy+Hvb09PDw80L9/f4wfPx4RERGmbi4RERERkZ4R3dwkA9S5ZTW4lVWKXr5N3/gmIqKuyd/fXzKoV1tbi0WLFqGgoABOTk4IDg6GtbV1q85ha2uLiIiIFt0zSUhIwPnz51FbW4uwsDAMGzZMJ5BoaWkJLy8veHl5tapN5sLf3x8zZszA9u3bJcvLy8vx4YcfIiQkBJGRkYiIiICDg4NOncrKSuzdu9fgOQYPHoyQkBDJsh49euDBBx/Ejz/+2GxbjV1/ut6ocA/JAHVmcRWS8ysQ6mFv9LFCQkIwY8YM7Ny5U7K8pqam2eC0ra0t5s6di+DgYMnyxMREHDhwANnZ2dptFy5cwJAhQ+Dm5mZ0W4mIiIhaytnWEhtXDMGcz88go0h6CZafbmTjg0N38OIk45ZcIeOYdYC6XmRkZIs740RERERE5mBEN3dYyASoNPoZgY7G5zFATUR0nzK0DrVKpYKdnR26devWwS0CYmNjdWb1Jicn486dO1i4cCEsLS07vD3tLSoqCgUFBThy5IhkuVqtRkJCAhISEvDDDz/Az89Pe4/K3d0dP//8s8GU5y4uLpg4cWKT5x88eDCKi4tx+vRpg3X8/Pzg6NiyWVYjurlBEACpZIQn7uS3KEANAH369EFJSQkOHTrUov0AwMfHB/PmzYOzs7NeWU5ODg4cOICEhAS9Mo1Gg4MHD2LevHktPicRERFRS/g42WDTiqGY88Vp5JRKL23ywaE7iPR2wFQjl0uRUl2rRqVSDWcbBWdjA5CZugFERERERF2Zg7UCg4KlU54ei8/r4NYQEZG58PLykkyrDQDp6fqzX9tbdXU1fvjhB73tqamp2LRpE5RKZYe3qSOMHj0avXv3NqpuZmYmDh06hE8++QQffPABrl27ZrDujBkzjArqT5w4EVFRUQbLWzNhw9nWEn38nSXLTtzJb/HxAGDkyJEYMGBAi/bp06cPli9frhecLi0txZ49e/D5559LBqfrxcbGIi0trTXNJSIiImqRQDdbbFwxFG52hvtvL227ilt3S1t8bJVag/cP3saAvx/AgL8fwAPvH8fR+Nx7aW6XwAA1EREREVE7GxvhKbn9YloRSqpqO7g1RERkDiwsLODr6ytZlpGR0cGtAU6dOoWKigrJspSUFGzZsgW1tV3jMysxMRGZmZkA6tZGfuSRRxAQENCiY0itH15v2LBhCAoKMuo4MpkMM2bMkKxvaWmJvn37tqhd9UaHu0tuP5OYj4oa/XW3myMIAiZPnqyX5rwpKpVKZ4Z5TU0NDh8+jI8++giXL1+GKDXFu5Fjx461uK1ERERErdHN0x7rnhgMO0vpQaRVtWqsXHcBBeXSs6ylVCpVeGr9Rbx/8A4qlWoAwJ3ccixbE4NPjiQY1R/qqjp1gHrnzp14/PHHMXXqVCxZskQnDRURERERkbkYG+EhuV2tEXEqoXUzmYiIqPMzlOa7owPUJSUlOHPmTJN1kpKSsHXrVqhULQ9umguVSoX9+/dj/fr12L59O2pq6m4uKhQKzJs3D66urvd8Djc3N4wfP75F+1hYWOCxxx5Djx49tNusrKzw8MMPtzi9d71R4dJ9jwqlGmP+fQRfHU9CpbJl11KhUMDJyfilSW7duoWPP/4Y+/fvR0xMDD788EMcP37cqIEOMpkMQ4YMwcyZM1vURiIiIqJ70cvXCf+b189geWZxFVZtvASlStPssfLLazD/y7M4FKc/W1oUgX//Eo9nN19ucZ+sqzC7NagLCgrw6KOPAqhLH/TPf/5Tr45Go8Hs2bOxZ88ene0bN27E559/jh9++AF2dnYd0l4iIiIiouZEeDnA29Ea2aXVemVH43Px4D2sYURERJ2XoQB1YWEhKisrYWtr2yHtOHLkiFGB57S0NBQUFMDLy6sDWtW28vPzsWPHDmRlZQEAioqK8OOPP2rvQdnb2+OJJ57AiRMncOPGDYNrSzdFEATMmDEDCoWixfva2Nhg7ty5yM7ORmVlJXx9fWFjY9Pi49TrH+gMO0s5Kv5/pk5D+eVK/OPHWHx+LBH/mtUHE3sadz3lcjnmzp2Lzz//HJWVlUbto1arm1xjW0rPnj0xYcIEuLm5tWg/IiIiorYwuZc3XprUHe8duC1Zfj65EG/svYl/PNr0MjFJeRWIzSprss6+a1lIyqvAl4sHIsC1Y/r+5sLsZlAfOHAAJ0+exKlTpzBw4EDJOv/+97+xe/duAIAoijqP48eP44knnujAFhMRERERNU0QBIyLlJ7JdDQ+775O6UREdD8zFKAGOm4WdXZ2Nq5cudJsPSsrKyxZsqTTBadFUcSlS5fwxRdfaIPT9a5evYrr169rX9vZ2WHKlCl46aWXsGLFCowcORIeHtKf31JcXV1RW1vb6s91QRDg4+ODsLCwewpOA4BCLsOwMOk03/UKKpQtvhHq6OjYbrOaAwIC8MQTT2Du3LkMThMREZFJPTe+G6Y1MZlg47k0bDib2uQxBoe44j9zm1+uJTarFNM/OYWzSQUtbmdnZnYB6v379wOoW2dn6tSpeuU1NTV49913IQgCAOCBBx7Ahx9+iFdeeQVWVlYQRRHfffcdLly40KHtJiIiIiJqypju0utQ55bV4FZWaQe3hoiIzIGTk5PBNX07KkBdfx+mKdbW1li6dGmTAXVzJQgCUlNTDaaV/uGHH1BUVKSzTSaTwd/fHxMnTsRvfvMbPPfcc5g0aRICAwObPFdBQQHWrVuHjz/+GGfOnDF6lnF7WT4iuMnyab19EOFt/JrS9bp164ZRo0YBqPtZjRgxAqGhoa1pIoC6wP7cuXOxfPnyFq8FTkRERNQeBEHAv+f0QU8fw8ut/O37m80GlR/p64s/PhjZ7PkKK5RY9PU5rD+Tct9MYjC7FN83b94EAERFRUmmstq3bx+Kioq0aZN27NihLevbty8WL14MANiwYQMGDRrUMY0mIiIiImrGiG5usJAJUGn0v2gcjc9DL1/j13QkIqKuw9/fH7GxsXrbOyJAnZCQgKSkJMkyZ2dn7RrNS5YsgY9P65ejqKioQGZmJmpra+Hv79+idYzbwoMPPoi0tDS9QDRQNxFi586dePzxxyGXyyX3d3Nzw4gRIzBixAiUl5fj9u3biIuLQ2pqKpRKpd5NxIKCAvzyyy84dOgQoqKiMGjQIPj5+WknW3SU4d3c8c7M3nhj7y1U1eqn+n5uQrdWH3vs2LEoKSnB4MGDtQMXEhISsH//fuTm6q+zKMXGxgZjx47FwIEDYWFhdrcoiYiI6D5na2mBL5cMxPSPT6GgQqlXrtKIeGbjJez5zYgms9KsHBWKu8XVWHM6pcnzqTQi/rznJm7eLcUb03vBykK6b9pVmF3vLy8vD4IgoHv37pLlDUf2vvLKKzpl8+fPx+9//3tkZ2fj7Nmz7dpOIiIiIqKWcLBWYFCwC84mFeqVHYvPw2/Gtf4mMRERdV5NBag1Gg1ksvZJfqfRaJqcPT1lyhQ4OTlBEAR4e3sbfVy1Wo2cnBxkZGQgPT0dGRkZOoFhmUyGqVOnIjo6+p7aL0UURckgsJWVFWbNmoVvvvlGckZKeno6jh8/jnHjxjV7Dnt7ewwYMAADBgwAABw+fBjHjx+XrKtSqXDlyhVcuXIFPj4+iIiIAFD3s1er1dBoNDrP6/+1trZGSEgIIiIiDAbNjfXY4EBM7OmFr44nYd2ZVG2g+sHe3oj01p0RpFKpIIqiUWtoy+VyvVTf3bp1Q2hoKC5fvowjR44YXMdbLpdj6NChGDVqFKytrVv5zoiIiIjan7+LLT5bNBALvjorOeGgsEKJlesuYMeq4bCzkg65CoKAPz/UE9YKOYaEuOL13TeQWVxl8JxbYtJxJ7ccny0aAE+HrttXMrsAdX5+PgAYHE174sQJAIC7uzuGDRumUyaTyTBw4ED88MMPSExMbN+GEhERERG10NgIT8kA9cW0IpRU1cLJpvkbwkRE1LUYSmksk8lQWloKZ2dnyfKqqiocPnwYly5dgiiK6NOnDyZOnAh7e3ujznvlyhWDM10DAwMRERFh1IxfpVKJxMREZGRkICMjA5mZmVCpVAbrazQa7Nu3D76+vvDz8zOqrca4ffs2Tpw4gVmzZkn+zPz9/TFu3DgcPnxYcv/jx48jLCys2TTeDanValy+fNmoullZWXprYDclJiYG7u7umDVr1j3NXgcAd3srvPZgD6wcHYqvjidh09lkLOnnjBs3biAvL0/n8fjjjyM4OLjV56q/NxcVFYXTp0/j1KlTOr8Pffr0wfjx4w3+XhMRERGZm8EhrnhzehT+uOu6ZHlcdhle+e4qPlkwADKZdP9ZLhPw6tS6VN/fPzsCz2y8hHPJ+veH6l1MLcIjH53Cl0sGoo+/8z2/B3NkdgFqpbJumrzUl5nCwkLExcVBEASMHDlScv/6Ub2lpVzHj4iIiIjMy7gIT7zzU5zedrVGxKmEfDzY+95uQBMRUefj4+MDCwsLuLm5wd/fX/twc3MzOHu6oKAAmzZtQkHBr2veXblyBampqVi4cCHc3d2bPKdSqTQYqAWAyZMnG52OuqKiAlu3bjWqbkO//PILli1b1iZpr8vKyrB7925UVlbis88+wyOPPIJevXrp1Rs5ciQSExORmpqqVyaKInbs2IGnn34aNjY2Rp23pKTEqNnGrVVaWmr0gANDamtrkZCQgMzMTOTl5cEuLw+z5UX4+bvzkvV37NiBp5566p7Pa2VlhXHjxmHw4MFISkpCdXU1wsLC4Orqek/HJSIiIjKFBUMCEZtVivVn9fuRAPDTjWx8ePgOXpgonR26ITd7K2xYMQRv/XALa89IHw8Askurse96FgPUHcXZ2Rl5eXmSay0dO3ZMm65p1KhRkvvXB7bvNQUSEREREVFb6+5lDx8na2SVVOuVHYnLZYCaiOg+pFAo8Ic//MHoQGdycjK2bt2K6mr9z5KioiJ88803WLBggcGZ2QBw5swZg+mXo6KitGsKG8PZ2Rn29vYGj2dIWloaYmNj0bNnzxbt15hGo8HOnTtRWVkJoG5N6e+++w6JiYmYMmUKLC0ttXVlMhlmzpyJzz77TPLnV1JSgh9++AGzZ8+GIAiorKyEra3h9QRdXV3x7LPPIjk5GRcuXEBcXJxkCvHWGj16NBwcHFq8nyiKSE9Px5UrV3Dz5k3tWuLGKCsrw65du7Bw4cI2SS9vZ2eH3r173/NxiIiIiEztLw/3xJ3cMp3MeA/39cWrUyNRVKFEUaUStWoNFPLm+1AKuQxvTI9CDx9H/HnPDdSq9fuQo8Ld8bvJEW36HsxJ+yxkdA8iIiIgiiLOnDmj92Vh+/bt2uejR4+W3D87OxsA4Obm1n6NJCIiIiJqBUEQMDbCQ7Ls2O28Nr2pTUREnYexwemLFy9i/fr1ksHVelVVVVi7di3i4vQzdgB1AciTJ09KlsnlckyYMMGottQTBKFFAe2GDhw40GQ6cGOcPn0aycnJetsvXbqEr776CrW1tTrbnZyc8PDDDxs83s2bN3H16lXEx8fjgw8+QEJCQpPnl8lkCAsLw7x58/Diiy9i7NixrQoqN+bi4oKhQ4e2aJ+ioiIcPXoUH374Ib799ltcunSpRcHpeomJiQZ/R4iIiIjuVwq5DJ8uHAh/l1+z7ey9ehdbY9IR5eeEUeEeRgWnG3pscCC2PDkU7vZWOtuD3Wzx8fwBsGjh8ToTs3tn9V+ESktL8eqrr2q3nzhxAtu3b4cgCPD19cWAAQMk9798+TIEQUBYWFiHtJekpaenw9HREYIgQBAEpKSkmLpJRERERGZhTHdPye25ZTW4lcVlaoiISJ9Go8Evv/yCvXv3QqPRNFtfpVJh69atuHDhgl7Z0aNH9YK29QYPHgwXF5cWt6+1AeqioiKcPy+datoYGRkZTaYqDw8Plwz+9+rVy+B9JQDYt28ftm3bhpqaGmzevBnx8fFGtcfR0RFjx47FCy+8gHnz5iE0NNSo/aRMnjwZFhbNJz6sqanB5cuXsXr1anzwwQc4evQoioqKWn3eeocPH8ELXx/AxPeOQa3hADoiIiIiAHC1s8RXSwbB1vLXLM4fHrqDLefTWn3MgUGu2PvcCPTxdwIA2FnK8eWSQXCybb+lZMyB2aX4Xr58Of71r3+huroaH330EXbv3g03Nzdcv34dKpUKgiDgySeflNz31q1byMnJgSAI6N+/fwe3nBp68sknUVZWZupmEBEREZmdEd3cYCEToJK42Xs0Pg+9fJ1M0CoiIjJX1dXV2LFjB+7cudOi/URRxA8//ICSkhKMHz8egiAgNzcXly5dkqxvbW1tMFtdc6TSiVtYWMDX1xf+/v5wdXXFvn37JDOFHDt2DH379oWdnV2LzlldXY3t27cbDNj7+vpi/PjxBvefMmUKUlNTddbxrtcwgK9Wq7F161bMmTMHPXr0MKptcrkcPXr0QI8ePVBQUIDLly8jMzMTtbW1kMlkkMlkkMvlOv/KZDIIgoCMjAw4OTkhMjKyyXOo1WrExsbiwoULbT4poFaUIVHthssJlaiBErdzytDDx7FNz0FERETUWfXwccR7c/vh6Q0Xtdv+tPsGvBytMS5SelJCc3ycbLDtqWH4467rmNLLG9297j0jj7kzuwC1v78/3nvvPaxatQqCICA9PR3p6enaLzGRkZF4+eWXJffdtm2b9vnIkSM7pL2kb/Xq1fj5558xc+ZM7Ny509TNISIiIjIrDtYKRAe74kyS/g3xY/F5+M24biZoFRERmaOioiJs3rwZubm5rT7GiRMn4Ovrix49euDgwYMGl5MYM2YMbGxsJMua4+PjA1dXV/j6+iIgIAD+/v7w8vLSmQGclZWFixcv6u1bU1ODY8eO4cEHHzT6fPXB9+LiYslyS0tLzJ49u8kZyJaWlpg1axa+/vrrZmelazQabNu2DbNmzUJUVJTR7QTqlqCbOHFii/apn6DRFLlcjqioKCgUilYHqGUyGdzc3ODu7g4XN3e8e/QuCtTWKBWtoW6QdPFCSiED1EREREQNTInyxruz+uAv399Ada0Gao2Iz48lYkx3D8hkTffjDLFWyPHe3H5t21AzZnYBagB46qmn4OXlhTfeeANXr14FANjY2ODRRx/F//73P9ja2urtU1tbiy+//BJA3Sjdlnb+qW1kZWXhpZdeQnBwMN58800GqImIiIgkjI3wkAxQX0wrQklVLZxsunYaJyIial5aWhq2bNmCysrKJusNHjwYNTU12vsnjfXv3187G3fUqFGoqqpCenq6Th1nZ2dER0e3uq2WlpZ4/vnnm6wzbtw4XL9+HUqlUq8sJiYG0dHR8PDwMOp8J06cwI0bNwyWP/TQQ3B1dW32OL6+vpgwYQIOHDjQbF1RFJGZmdniAHVrGJPaG6gLZP/yyy9G1bW2tkZYWBg8PT3h4eEBDw8PuLq6Qi7/NT3l57dPISGtWG/fmJQiLB4WbNR5iIiIiO4Xc6MDMCzMDbFZpbC1tMCIbm7NDjKkX5llgBoAZsyYgRkzZqCiogKlpaXw8PBosoNevy4QUBfMdnJiakRTWLVqFYqLi7F169YWp+ciIiIiul+MjfDE2z/F6W1Xa0ScSsjHg719TNAqIiIyF1evXsX3338PtVptsI4gCJg6dSoGDx4MURTh6OiIEydO6NTp1q0bHnroIe2NsoCAACxfvhyxsbE4ePAgCgsLAQATJ040OijaWvb29hg1ahQOHTqkVyaKIg4cOIAFCxY0e5yLFy82ue5037590adPH6PbNWzYMCQmJiIpKanJeoMHD8bkyZONPm5HOHfunPYaShEEAeHh4ejbty+6d+8uuR53Q9HBrrgkEaC+kGL4HERERET3swBXWwS46k+qpeaZbYC6np2dnVGBTnt7e4wZM6YDWtQ8tVqNmzdvIiYmBhcuXEBMTAyuXbumXcNozJgxOHr0aKuOrVQqsXXrVmzevBk3b95ETk4OXFxcEBISgpkzZ+Lxxx+Hu7t7G74b423evBl79uzBokWLMHny5DZfA4mIiIioq+juZQ8fJ2tklVQDALwdrTE2wgNjIzwwoptp+nJERGQecnJycPTo0SaD01ZWVpg7dy7CwsIA1AUiJ0yYAEdHR/z4448QRRE+Pj6YM2eOzgzZ+ro9e/ZE9+7dcfHiRSQkJKBXr17t+p7qDR06FBcuXEBJSYle2e3bt5GUlITQ0FCD+8fGxuKHH34wWO7q6tqiVOFAXZrrGTNm4LPPPkNVVZVknYEDB2Lq1KlmNSOmvLwcx48flyzz9vZG37590bt3b9jb2xt9zEHBrvjiuH6g/m5JNTKLq+Dn3LoU8EREREREjZl9gLqz2b17NxYuXNhsCq7WiIuLw4IFC3D58mWd7dnZ2cjOzsaZM2fw73//G6tXr27xF7J7lZeXh+effx7u7u743//+16HnJiIiIupsBEHAilGhqFVrMDbCAxFeDmZ105uIiEzHy8sLzz//PDIzM3Hp0iVcunRJp9zFxQULFiyQTIcdHR0NBwcHHD58GAsXLoSVlZXB81hYWGDIkCEYMmRIm78HQxQKBSZOnIgdO3ZIlv/yyy946qmnIJPJ9MpSUlKwfft2g2toy2QyzJ49u8n3bIijoyOmT5+OLVu26JX169cP06ZNM7vP6cOHD6Ompkb72s7ODn369EHfvn3h7e3dqmMOCnIxWHYhpRB+/fxadVwiIiIiosY6VYBarVajqKgIZWVlcHBwgIuLi95IYFMrLi5ul+B0RkYGJkyYgLt37wKou6k5evRodOvWDbm5uTh48CCqqqqQm5uLGTNm4KeffsKECRPavB2GPPvss8jPz8eGDRtMNoObiIiIqDN5YmSIqZtARERmpqCgAKmpqcjIyEBGRgZyc3N1yoOCgjBv3jzY2hpOIxgZGYnu3btLBnnNQVRUFM6ePYvMzEy9suLiYuTl5cHLy0tne1ZWFjZv3tzkrPJHH30Uvr6+rW5XZGQkHnnkEezbtw9qtRqCIGDEiBEYP368Wf4su3XrBo1GA2tra4SGhiIsLOye75G52Fki3NMed3LL9crOJxdiOgPURERERNRGzD5AHRcXh6+++gpHjhzBjRs3dL6MyOVyREVFYdy4cVixYgV69Ohhwpbq8vLyQnR0tPbxyy+/4IMPPmj18RYuXKgNTgcFBeH777/XWVMpPz8fjz32GA4dOoTa2lrMnTsXiYmJcHZ2vte30qzdu3dj27ZteOCBB7Bw4cJ2Px8RERERERFRV3Tu3DmcP39esqx///6YNm2aUWtFm2NAtZ4gCHjggQfw7bff6mwbNGgQxo4dq7fMW2FhITZs2KAzW7ixKVOmoHfv3vfctgEDBiAqKgq5ublwdnZuUXrsjtazZ0/07NmzzY87KNhVMkB9IaWozc9FRERERPcvs/3GUlxcjGXLlqFXr154//33cfXqVahUKoiiqH2oVCpcvXoV77//PqKiovD444+jqMi0HeYpU6YgNTUV2dnZ2Lt3L/7yl79g6tSp9xQo/vHHH7XrCllaWmLv3r06wWkAcHd3x549e7RrNRUWFuLdd9+VPN7f/vY3CILQqkd2drbOsYqKirBq1SrY2dnh888/b/V7JCIiIiIiIrrfDR06VDK4PHnyZDzyyCNGBac7g8DAQG1wNTw8HKtWrcK0adP0gtPl5eVYv349KioqDB5r1KhRGDp0aJu1zdLSEv7+/mYdnG5P0cHSab7jc8pQUlnbwa0hIiIioq7KLL/ZZGVlYcKECYiPjze4tlC9huXr16/HuXPncPjwYfj4+LR3MyW1dp2fpnzyySfa50uXLjU4KtjOzg5vvvkmFi1aBAD44osv8Oabb+p9gbW2toaTk1Or2tL4i/Lvfvc7ZGdn43//+x+Cg4NbdUwiIiIiIiIiAlxdXbF06VL89NNPKCoqgqenJ8aNG6cdjN6VTJo0CQMGDEC3bt0ky6urq7Fhw4YmJyIMGDAA48ePb68m3peig10Nll1MK8T4SC+D5URERERExjK7ALUoipgxYwbi4uIgCAIAYMSIEVi6dCmGDRuGgIAA2NnZoaKiAmlpaTh79izWrl2LU6dOAQDi4+MxY8YMnD17Vrt/Z1ZeXo5Dhw5pXy9btqzJ+rNnz8aqVatQVlaGwsJCHD9+XO/L2quvvopXX321Tdp34cIFAMA///lPvPPOOzplDdOxR0dHQy6X48knn8Sbb77ZJucmIiIiIiIi6mqCgoLw9NNPm7oZ7c7FxQUuLtKzdWtra7Flyxa9LG4NRUZGYtq0aV3i3o858XexgZejFXJK9VOqx6QUMUBNRERERG3C7FJ8r1u3DjExMRAEAVZWVtiwYQNOnDiBFStWoFevXnB0dIRcLoejoyOioqKwYsUKnDhxAuvXr4elpSWAuqDpunXrTPxO2sbp06e16yzZ2dkhOjq6yfpWVlY6qa0OHz7cru2rl5eXh5ycHJ1Hfn6+tjw/Px85OTkoLS3tkPYQERERERERUeej0Wiwc+dOpKSkGKwTFBSEWbNmQS6Xd1zD7hOCIGCQgVnUF1IKO7g1RERERNRVmV2AeuPGjdrnX375JRYsWGDUfgsXLsSXX36pfb1hw4Y2b5spxMbGap/37t3bqPWmBgwYILl/e7hy5YrOuuANH8nJydp6ycnJEEUR77//fru2h4iIiIiIiIg6r8zMTMTFxRks9/Lywvz586FQKDqwVfeX6CDpme1X00tQXauWLCMiIiIiagmzC1Bfv34dgiAgNDRUu5aysRYvXoywsDCIoojr16+3Uws7Vnx8vPZ5UFCQUfsEBgZqnzf1pY6IiIiIiIiIyJwEBATgsccekxyg7+LigkWLFsHa2toELbt/GJpBrVRrcCOzpINbQ0RERERdkdkFqIuLiwFAJ011SwwbNgwAUFLSNTrMBQUF2udeXsat8+Pt7a19XljI9EtERERERERE1HlERERgyZIlOoFoOzs7LF68GA4ODiZs2f2hh48j7K2kM/jFpBR1cGuIiIiIqCtqPl90B/P29kZaWhqsrKxatX/9OtTGBnPNXXl5ufa5jY2NUfs0rNdw/64gNzcXeXl5LdonISGhnVpDREREZBqt6ROlpaW1U2uIiIjaXmBgIJYtW4YNGzagpqYGixYtgqur9MxealtymYABQS44flu/r1G3DnVYxzfKAPaJiIiIiDonswtQ9+3bF6mpqbh582ar9r958yYEQUDfvn3buGWmUV1drX1eH3xvTsPgflVVVZu3yVjBwcEQRbFNj/npp5/ijTfeaNNjEhEREXU27BMREdH9wMvLC0888QRKSkrg4+Nj6ubcV6INBahTi6DRiJDJBBO0Sh/7RERERESdk9ml+H788ccBAOfPn8fFixdbtO+FCxdw/vx5AMDSpUvbumkm0TCdlVKpNGqfmpoa7XNjZ10TEREREREREZkbZ2dnBAUFmboZ9x1D61CXVNXiTm7XytZHRERERB3P7ALUM2bMwPTp0yGKIh577DGkpKQYtV9ycjLmzZsHURTx8MMPY+bMme3b0A5ib2+vfW7sbOiG9RruT0RERERERERE1Jx+Ac6wMDBLOialsINbQ0RERERdjdml+AaA9evXY9myZdixYwf69OmDV155BYsXL0ZISIhe3aSkJKxfvx7//e9/UVFRgVmzZmHNmjUd3+h24ubmpn2ek5Nj1D7Z2dna511tfaZnnnkGc+bMadE+CQkJmDFjRvs0iIiIiMgEWtMnOnz4MJ5//vl2ahERERF1JTaWckT5OeFKerFe2YWUQiwaah6z2tknIiIiIuqcTBKgHj9+vFH1LC0tUV5ejjfeeANvvPEG3N3dERgYCFtbW1RWViItLQ35+fkAAFEUYWVlhYKCAjz88MMQBAGHDh1qz7fRISIiIrTPU1NTjdonLS1N+zwyMrLN22RKnp6e8PT0NHUziIiIiEyqNX2ihISEdmoNERERdUXRwS6SAeqYlKKOb4wB7BMRERERdU4mCVAfPXoUgiCdJqix+nqiKCIvL08bkK7fVl9HEAQolUocO3YMoigafXxz16NHD+3z69evQ6VSwcKi6ct26dIlyf2JiIiIiIiIiIiMMSjYFV+dSNbZ5mKrQE9fR1TXqmGtkJuoZURERETU2ZksxXd9cLkt9mvtsTqD4cOHw8rKCjU1NaioqMCFCxcwdOhQg/Vrampw9uxZ7WtjZ6sTERERERERERHVGxTkgiA3WwwKckV0sAsGBbsizMOuy0wKISIiIiLTMUmA+siRI6Y4badkb2+PCRMm4McffwQArFmzpskA9c6dO1FWVgYAcHFxwejRozuknURERERERERE1HW42Vvh2O/GmboZRERERNQFmSRAPWbMGFOcttN65plntAHq1atX47nnnkOvXr306lVWVuIvf/mL9vVTTz3VbDpwIiIiIiIiIiIiIiIiIqKOIjN1A6h506ZNw6hRowAASqUSDz30EK5fv65Tp6CgADNmzEBCQgIAwNXVFX/4wx86vK1ERERERERERERERERERIZ0yem1SqUSu3fvxty5c01y/gcffBB3797V2Zadna19fuHCBfTr109vvx9//BG+vr6Sx9y0aRMGDx6MrKwspKSkoF+/fhgzZgxCQ0ORl5eHgwcPorKyEgBgYWGBbdu2wdnZuc3eExERERERERERERERERHRvepSAeozZ85g7dq12LZtG0pLS00WoL516xZSU1MNlldUVODq1at625VKpcF9/P39cfjwYcyfPx9XrlyBRqPBkSNH9Nbz9vDwwOrVqzFhwoTWvwEiIiIiIiIiIiIiIiIionbQ6QPUaWlpWL9+PdatW6dNby2KIgRBMHHL2l5kZCTOnTuHLVu2YPPmzbh58yZycnLg7OyM0NBQPProo1i+fDnc3d1N3VQiIiIiIiIiIiIiIiIiIj2dMkBdUVGB7du3Y926dTh27BhEUQQA7b9AXZprU0lJSWm3Y1taWmLJkiVYsmRJu52DiIiIiIiIiIiIiIiIiKg9dKoA9eHDh7F27Vrs3LlTu95yw6A0AAwePBiLFi3CvHnzTNFEIiIiIiIiIiIiIiIiIiIywOwD1Ldv38a6deuwfv16ZGRkANAPSoeHh2PhwoVYuHAhwsLCTNFMIiIiIiIiIiKiLq+suhaX0opxIaUQEd4OeKiPr6mbRERERESdjFkGqIuLi7FlyxasW7cO586dA6AflBYEAaIoYtCgQTh//rwpmklERERERERERNTlnU0qwE/XsxCTUoS47FJo/v823cQeXgxQExEREVGLmU2AWqPR4KeffsLatWuxd+9eKJVKALqBaSsrKzz00ENYvHgxZsyYAUEQTLrWNBERERERERERUVd3NqkAa8+k6m2/mFoIjUaETCaYoFVERERE1FmZPLp77do1rF27Fps2bUJubi4A/dnSI0aMwOLFizF37lw4OzuboJVERERERERERET3p+hgV8ntRZW1SMovRzdPhw5uERERERF1ZiYLUL///vtYu3Ytrl27BkA/KN2tWzcsWrQIixcvRkhIiCmaSEREREREREREdN/rH+gMuUyAWiPqlZ1PLmKAmoiIiIhaxGQB6pdeekm7jnQ9V1dXzJ07F4sXL8awYcNM1TQiIiIiIiIiIiL6f7aWFojydcTVjBK9sgsphVgwJNAErSIiIiKizsrkKb4BwMbGBv/617/w9NNPc01pIiIiIiIiIiIiMzMo2FUyQB2TWmiC1hARERFRZ2byaLAgCKiursaLL76I77//HosXL8bMmTNhZ2dn6qYRERERERERERERgOhgF3xzMllve3phFR5ffR52lhawsZTD1lIOG0s57CwttM+9Ha0RHeIKR2uFCVpORERERObGZAHquXPn4vvvv0d1dTUAQK1W49ChQzh06BBWrVqFGTNmYNGiRZg8eTJkMpmpmklERERERERERHTfGxjkarDsaHxes/s72yrw2cKBGBbm1pbNIiIiIqJOyGSR3y1btiA7OxtffPEFRowYAQAQRRGiKKKyshKbN2/GtGnT4Ofnh5dffhmXLl0yVVOJiIiIiIiIiIjuax4OVghxb33Gw+LKWry87QpqVOo2bBURERERdUYmnZrs6OiIlStX4sSJE0hISMDrr7+O4OBgAL8Gq3NycvD+++8jOjoavXr1wr/+9S+kp6ebstlERERERERERET3nehgl3va/25JNc4kFrRRa4iIiIioszKb3NmhoaF48803kZSUhCNHjmDp0qVwcHAA8GuwOi4uDn/84x8REhJi4tYSUWt4e3tDEAR4e3vrlQmCoPN48803dcpHjhypV4faB6+F+Wnqb4eIiMwD+zmdA6+F+WE/h6hzmd7P756PcfJOfhu0hIiIiIg6M7MJUDc0ZswYrF69GtnZ2Vi3bh0mTpwImUymDVRrNBoIggBRFHHp0iXMnj0bu3btglKpNHXTiQhAfn4+nJycTN0MovuWmxvXdCMiai/s5xCZFvs5RKY1PMwNy0YE39MxrmYUt0lbiMh81A/sGzlyJH77299CJpPpDPhrOBDtxIkTsLS01ClXKBS4cuWK5LFffPFF2NnZ6Q0iFAQBTk5OyMrK0ttHoVBo6xw5ckSv/L333tM5RkOGBs9xoKP54LUwPxx0Sq1hYeoGNMXGxgaLFi3CokWLkJmZiXXr1mH9+vWIi4uDKIoQBAG1tbXYtWsXdu3aBUdHR8yePRsLFizAuHHjTN18ovtSfHw8IiMj4e/vb+qmEN23SktLYWtri8rKSlM3hYioS2E/h8j02M8hMi1BEPDXh3thXnQALqQUobS6FlVKNSr//1GlVNX9W6vGiQYzpYeFumFkuDtGdnNHlB8HehF1VVevXsWpU6f0tufk5MDR0RGrV6/G7Nmz9cpVKhX69+8PURT1yt5//32D5ystLYWvry/u3r0LHx8f7fa0tDT4+voCACZMmACNRqMtKykpwcsvv6zzmoiIOp5ZB6gb8vPzw2uvvYbXXnsN58+fx5o1a7Bt2zYUFhZq65SUlODbb7/Ft99+C19fX65VTdTBamtrERkZCUtLS/79EZlQYmIigoKC4OnpidzcXFM3h4ioS2A/h8g8sJ9DZB4ivR0R6e3YZJ388hrcyCzB4BBX2Fp2mluQRHQPysvLIZPJcPHiRfTr1w8AYGVlBaVSibKyMm1w+r///S9eeuklAED//v21s6eHDBmCc+fO6RwzIiIC4eHh2LlzJxQKhXb7s88+i08++QQAEB4ejvLycm2Zj48P/vSnP+Ef//gHRFGEl5cXcnJyAACenp7aelu2bGnbHwARERnNLFN8N2fw4MH49NNPkZWVhe3bt+Phhx+GhUVdR7c+Dfjdu3dN3Eqi+099ShzeKCIyrcDAQLzwwgvIy8vDY489ZurmEBF1CeznEJkH9nOIOg93eyuMjfBkcJroPlNWVqYNTgNASkqKTvnbb7+tDU4DwOXLl7XPL168qHe8uLg47N27Vyc4DQAff/wxfv/73wMAKioq9PZ76623EBAQAKCuD//ss89i9OjR2mVChw8fjnnz5rXszRERUZvplAHqegqFAjNnzsSePXtw9+5dvPfeezoffkTUcYYNG4aqqirMmjXrvl6XsX6NHWOFhITA0bHpUeeNWVtbS667Y8zjq6++aulb6rQ64lq01nvvvQcLCwuda7N8+fI2Pcf//vc/KBQKbN26FQcOHGjTYxMR3W/Yz2n55yrAfk576ahr0Vrs5xAREd2/HB0dYWtrq7OtYeptAHj11Vf19qvfR61WSx5348aNcHJy0lvb+t1339XWuXHjht5+aWlp2n7TJ598ghMnTgAALC0tJVORExFRx+nUAeqG3N3d8cILL+DSpUu4cuUKXnzxRVM3iei+kZaWhrNnz0IQBGzfvt3UzelUUlJSUFZW1qJ95HJ5q89naWnZ6n27utZci9bauXOnwS9dban+y9aUKVPa/VxERF0V+zmtx36O+WA/h4iIiDpC/YzlxuqDxPVZUBuzt7c3eMzw8HAsWrQIpaWlkmtU1zt48KDk9sYpwwEgMzPT4HG6uo4Y7MhBp8Yx54GnHTHolKjLBKgb6tOnD/7zn/+YuhlE942IiAgAwHPPPddmx2ycmqc+/U57qV/rpjOoqKjQLmfQ0sfSpUtbdb6GeC3u3f79+7XXxMvLq93OEx0dDWdnZ2g0Gu06T0RE1DLs53Qs9nM6P/ZziIiI7l/Ozs5NlhsajGgoSPfOO+8gISFBW2fChAnYvn078vLyIIqiTl+utLRU8hjR0dE6x/fw8IC7u3uT7SRdLR3syEGn7aejBp521KBTur91yQA1EXWcb7/9FtXV1RAEAR988EGbHbfxqMfExMRm96kfnbdkyRKd0V0WFhY6+9fXW7hwobZO//79teWrVq3SG70XGRmpd76IiAidOi29ASeT/fpfcMPjmJuWXgtjr0PDuvfbtWic7qo91aev2rFjB2prazvsvEREXYG59HPa6rO1oz5XAfZzGta9364F+zlERETUVv7+979rn5eXl+PgwYOYNWuWNsC8a9euZo/RrVs3nZnXeXl5eO+99+65bRzoaBgHnXZ+HTXolO5vDFAT0T15+umnAQCDBg1q0+NeunQJn332GQDgxRdfRGFhoV6dK1euID4+Xm/7+vXrYWlpiQEDBsDS0hJqtRrh4eF69TZt2gQrKysMHToUAwYMAAAsX74cn3/+OQAgMDAQ/fv3hyAIiI+P186gAoCBAwfi9u3bAIDIyEgEBAQgNze3yVRDjf3hD3/QPp8yZQqmTJmCefPmGb1/R2nttTD2OgC8Fu0pKioK1tbWAIC+ffuauDVERJ2LufVz7uWztSM/V4HO89nKa9G5sZ9DRETUtVVXVwOoSw0uNQiuYQBbyjvvvKMdRNhwdvfLL7+MysrKe2rb/TC5BugcA095LdpeRw46pfuYSNTF3bhxQwSgfdy4ccPUTeoyzpw5o/25KpXKZut7eXmJAEQvLy+9sobXqCUPR0dH7TGsrKxEAKKlpaXOsS0tLUUA4tNPP61Tz9bW1mA7Ll++LLm98eu8vDzttrfeekuvXnNaWr8j3Ou1MPY6NKx7P1+L+r+LZcuWNVtH6m/HGG+//bZZ/q4RUcfavXs3+0QtYE79nLb4bO3oz1WpY5sDXouOxX4OEZkj9onal0wm0/5sP/3002br79+/X/T09BQFQWjys1gul4uRkZE6n4ud0YYNG7TvSRAEUzenzdS/pxEjRkiW119fKysryfL6/kDjz3O5XG7wZ6VUKnV+R9544w2d8uLiYp1yURTFLVu2aF9bW1s32ZbGfROp38v63/EXXnhBsvzy5ctiXFyc9hj1/cP6/uSAAQO0/ciG77FhPSsrK3Ho0KHigAEDRFEUxWXLlmnLAgMDxf79+2t/vt27d9ceY8CAAdp6kZGRYkBAgN7Pwxivvvqqdp8pU6aIU6ZMEefNm2f0/u2B16Jjr0VH9OnJNEwdO+M3OOryTP1H1pU5OjpK3qAz5F5v3Ep9WXFwcNAeo77DsGLFCp1jr1ixQgQguri46NR74YUXdOrFxcWJAESFQiHm5eXpPOzs7EQA4po1a8Tz58+LAEQLCwuD78NY5ngz7V6vhbHXoWHdznQtRowYYdTPyNhzd1Qnr75No0aNavUxiKhz483YljGnfs69fraa4nO1tfu0N16LprGfQ0QdpaZWLZ5JzBdP3en4YCP7RO1n8eLF2p+rMX0oZ2dnoz93WvoZZM6sra2172XWrFmmbk6bqH8/bR2g7tatm3Z7ZGSkdvvx48f1+myNA9T1wUYA4q5du7Tbhw4dqt0+adIkg20xJkBtzKOzT66ROrap8Vp07LVggLrrMnXsjCm+iajVSktLAQBjx45t82M3TLsDAK6urtBoNLCzs9PZ3qtXL719p0yZovN64sSJAH5NC1Rv5syZOq9/+uknAEBtbS08PDx0HvVrmZw9e1a71l19OsGGzC3FTVto7bUw9joAnetaLF++HL6+vs0+goOD2+X8reXi4gIAOHnypIlbQkTUOZhjP6e1n63m/LlqarwWutjPIaL2Iooi4rJL8fWJJDy++jz6vrEfj315Fv89cNvUTaM2tH79eu3znTt3NlnXwcEBxcXF7dwi8/Tjjz9qn+/YscOELTF/V69e1T6Pi4vTpjQePXo0RFGEr6+v5H6jR4/WrkM8evRozJgxQ1t25swZKBQKAMCBAwe0/bO2INVPEyWWZ1myZInk661bt+psf/LJJ3Ve1y87o1Ao4O/vj/z8fO2jvv+6du1axMTEAKhLjV6/XjcA/OlPf2rpW+q07udrMXLkSL2044YeRKZkYeoGEFHn9Prrr2ufb9u2rc2P/+KLL+Ivf/mL3vby8vJm9/35558xa9Ys7ev6dUga3+Cr74zWq78BLZPJ8Mgjj0ge+4UXXtDesJa6ASnV0ensWnstjL0OQOe6FsuXL8fy5cvb5djt6ZlnnsE//vEPiKKImJgYREdHm7pJRERmy1z7Oa39bDXnz1VT47XQxX4OEbWXDefS8OfdN/S2X0kvRml1LRytFRJ7UWcyfvx47XO5XI5p06YZrHvixAmj7u90VePGjYNCoUBtbS0AYMSIETh16pSJW2WebG1tcfnyZQwePFj786o3atQoHD9+XC/Itnv3bu1gP0tLSxw7dkzvuHfv3oWHhwcAYNq0adBoNC1um7Ozs84gC1dXVxQUFMDe3l478BAwfnLN119/3eLJNVLOnj2LgoICAIYHO3a1vj2vha7ly5cjOTm52XqWlpZtfm6ilmCAmoha5b333gNQ90Hq5ORk4tboWrduHb766iud1wAwe/bsJvfr168fAECj0WDNmjXNvi+VSoX8/Hzt6Ld//OMfLW5rV+wU1mvtdQB4LdrDW2+9pf25zJw5E+np6SZuERGR+TLXfk5n6uMAXfuzldfCvLCfQ2T+hoa4Sm5Xa0ScTSzA5F7eHdwiamtHjhzRPn/55ZebrPvb3/7WYJm/vz8CAwOhUqlQWVmJkpISFBYWorKyskt9lr355pt47bXXAACnT582cWvuXXPXprkAcHZ2tsGyfv36aWdDG3PuGTNmNNsed3f3e/594uQa88FroauzDjql+w9TfBNRq1RVVQGoG8lobpRKJaysrDBo0CBYWVlBqVRCEAR8+eWXze67ePFiAHUj7/z8/DB69GiEh4fDxsYGMtmv/2XW31z08PBAz549ERgYqDPbqt6bb74JQRAkR8kBv3Z23N3dMX36dDz++OMtfLfm616uA9D1r0VoaChCQ0ORl5cHANi+fTtCQ0PRt2/fdjtn/ajijIyMdjsHEVFXYK79HHPq4wDm99nakXgtmsZ+DhE11s3THl6OVpJlJxPyO7g11NZefPFFndf/+te/mqxfP6Owsby8PKSnp+PUqVM4d+4crl+/jrS0NJSXl0Oj0UAUxWaD353Fq6++qvP62WefNVFLyBTqBzc2ft3SwY67du3Se0RERGizydQPdqx3L4MduypeCyLTYYCaqBGpNRhmz54NmUymt0aDj4+PXnoZABgyZIjkmg7GrmH4j3/8A66urpLnFAQBcrkcU6dObfIYr7/+us4+Dg4OzZ5XLpfr7HPgwAHJeomJidrnkZGRRr2njrRgwQIolUpcvHgRSqUScrkcsbGxRu27bt06vPzyyxAEAXfv3sWJEyeQkJCA6upqeHl5aetdvnwZYWFhAIDY2Fikp6fDw8NDr5OQkpICwPAN7j179gCo+3L2/fffY+3atS19u2brXq4D0PWvRXJyMpKTk7WjiMvKypCcnIxr16612zkdHR3b7dhE1DW1RZ+kYf3AwECjz93wnI1HqzeUlZUFV1dXvbbJZDIMGjRIsh1vvvmmweOZcz/HnPo4gPl9tnYkXoumsZ9DRI0JgoAR3dwlyxig7vw++eQT7XMXF5dm6/fs2VNyuzEZ1/7zn/8Y3zAz5+npqX1u7GB+6hrMabBjcwMdAQ48NaSrXwtTDDql+4xI1MXduHFDBKB93Lhxo8n6DeuKoija2NjobGv8EARBVCqVoiiK4vnz55usC0B0cHBo8vwWFhbNHqPhuS9fvmzwWL6+vjr158+fb7BuRESETt0xY8YYrDtmzBhtvW+++abJ99OQl5eXCED08vLSK2v83t544w2jj1vPyspKBCCeOXOmxfu2FxcXFxFAk9fJ3NzrtTDH6yCKnfNa1Gvqb6clRo0apb2uL7/8chu1jog6i927d7eoT9RWfRJbW1u9/lVz4uLidPaZN2+eZL233nrLqLbdvXvX6M82c+zn8LO17fBamB/2c4juHzsvpYtBf/hB8pFZVNlh7Whpn0iqHzNr1ixREAS9zxVvb2/tPaKGBg8eLNlPaereS0NvvfWW6OLiInlOAKJMJhOnTJnS5DH+9Kc/6exjb2/f7HllMpnOPvv375es17DOp59+2uxxlUplk/03T09PcenSpWJeXl6zx+rMtm/frvO+pX53qOMZ6pu05b3LBQsW6BxLLpeLcXFxevUM9Tlffvllg/8HNRQWFqZT7uHhod2v3rJly0QAoouLi8F279+/X+9cpsRr0THXoqn/pxtrqz49dayWxs7aGmdQEzXB1dVVm+IR+HXmTUOiKMLJyQmVlZUYPHiwTplU/bKyMowfP97gOdVqtd62+llAjYmiiP79+0vO4gaAzMxMnfNv3rwZN27c0Kv3ySefID4+Xvva0tISR48eNdjGmJgY7fO2Ws9CFEWdh9S6IZ1RcXExbGxstCPlOgNei67rpZde0j5fv369CVtCRJ1BW/VJ/v73v+u83rp1a7Pnbjwre8uWLXp1Nm7cKDnqvHH/SxTFFs3cZj/HeJ3xs5XXoutiP4fI/BmaQQ0AJ+90nlnUtra22LFjh+TaodnZ2bCystL2iWJiYiAIAs6fPy95rGPHjjWbAUKhUOD1119HUVGRwfVKNRoNfv75Z8hkMly5ckWyzltvvQVfX1/t6/LycixYsMDgeSMjI3XWDR4zZgwmTZqkV2/JkiU6r1etWtXU2wFQ955WrlxpsDw3Nxdr167VZg6xtbVtdTpcc9Zw3Vvg19mY1PU999xzOn1SlUqFiIgIbXl1dTVEUcTQoUMl9//Pf/6jTXvf8JGVlaVTLyEhQac8NzdXu1+93bt3AwAOHz5ssL2TJk3SO1dXwWthWOPzdMXrT6bFADVRE4qKigD8+h+/RqOBRqNBcXExLCwstPWqqqrg5uamff3222/r1N+/f7/OcY8cOWLwnLa2tvDy8sKWLVu0/+FrNBqo1Wrt6zFjxujsExwcbPB4v/zyi87rxik4amtr9da5yczMNHg8ADpBe2qaRqNBZWWlqZtB4LUAgBkzZmifFxYWmq4hRNQptFWfpGHQCACefvrpZs+dnJysfW5jYyNZp/ENvJCQEJ3+lyiKGDduHIC69b6MxX6O8fjZaj54LdjPIeoMPB2sEektvfzYiU6S5psTGfTt2rVLp13G+vLLL3VSXDelqqoKr7/+OmQymVGDHTsTuVyufb53714TtoSaw4GO5oPXgqhrYICaqBlPP/20XoDZyckJJSUlOtuqq6sBAHFxcXj11Vd1yiZNmoR3331XZ9tnn30meb7y8nJkZ2dj3rx5Btt09OhRvPHGG9rXd+/eNVh30qRJmDBhgva1RqNBjx49tK8brw306quvwt3d8KhmAGY7Sqq5EW3UMXgdOoeWBGuI6P7Uln0SDw8P7fPi4uImz1s/arzen/70J706K1eu1OmPhIWFISkpSa/e4cOHm5wZJMUc+zn8bDUfvBadA/s5RObL0Czq0wn50GjM7zO4MU5k0FdRUaF93txs8IbnkMvlyM3NNap+PVEU8dhjj3Wp9W+dnZ21z1sz2Kx3796Qy+Vt+pg2bVobvkMydxzoaD54Leh+wwA1URPkcrnBQLKtrS0sLS11tvXo0UMnBUhDv/vd73Ref/zxx/fUtsYjw5r6MnPw4EGdtsbFxeGzzz7DnDlzdL5IeHl54e233za6DS0ZGQsA48ePh5WVVZMjg4lIH/92iMicGdMn2bhxo85rqdTc9Rqn1ZYKUK9Zs0bndUJCgsHjbdy4scV9FoD9HKKOwr8dovvLyHDpAHVBhRKx2aUd3JrW4UQGXQ0H93Xv3t1gvYbs7Ox00ofX8/b2RnFxMX7zm9/oBPgbW7t2Ld5//32jzmXu+vTpc0/737lzRzvwoa0eFy9ebKN3R41xsKP54LUgMj0GqImaMHbs2CbL/fz8dF4fP368yfoN0y9lZGQ0e/533nkHoaGh2mC4hYWFzojGhhp+EZHSeFTqM888g+3bt2tfC4KA7OzsZtuUn/9r2q2Go4ONsWnTJlRXV2PTpk0t2o/ofteWfzutCdIQEd1rn6TxeoX//e9/DZ6rfmYSAIM3JhvOjnR1dW22/SNHjmy2DsB+DpEpsJ9DdH8ZEuIKhVz6b7UzrEPNiQy6GqcSb5zSXMrAgQMlU5Db2NggKysLTk5O+Pjjj5Gfn29w7W5AfxmZzmr06NE6rxsPdKCOx8FzRC3HvxtqDQaoiZrw8ssvN1neeARpc6mxG97oNLQeEAA88MADEAQBr732GpKTk1FVVYXa2lqo1WqdEY0NNbdutJOTE/76178aLN+3b1+T+9eLiYnRPucNIKLOh3+3RNQSbdknaXhztn5GUWP/+Mc/dF6vX79er07jlGeNg99SGs9QMoT9HKLOjX+3RObP1tICAwJdJMtOdoJ1qDmRQdfBgwd1Xg8bNqzZ93Dp0iXJ7ceOHdPbFh0dbXBgoyiKekvDdEYNZ7MDwI4dO1q0f/0s0LZ8GDOBpSvjwFOiluPfDbUGA9RETZg4cWKT5Y1Hxjan4Q0TqVRGQN3o1MapooxRXl7ebJ2//e1vel+WAGDUqFGYOnWqUeeJj4/XPm/85YeIzF/D/4cSExNN2BIiMndt3SdpPItn9uzZenUaB6il+ieNb14+/PDDzbbJ2LRt7OcQdW7s5xB1DqMMpPk+n1yI6lp1B7emZTiRQVfDvhMAhIWFNVm/qbWjo6OjJbc3NVP6t7/9rc5rQRAgCAK8vb2bbIc5aZheHQCSkpJM1BIiIqKOxQA1URMUCkWHnm/VqlV6I1gdHR0xY8YMbNiwAXFxcTojGhvegGm45k9TpDrpn376qdFtTE1N1T7njVuizqfhCP24uDgTtoSIzFl79El8fHx0/g+SmvFSVVWlfd6tWzfJ48TGxuq8NnatQ2Own0PUubGfQ9Q5jAz3kNxeo9LgYmqRZJm54ESGpjXXf/rxxx8ltzeXAcPQcfPy8oxrGOr6stbW1njzzTeN3oeIiIjaDwPURGbkiy++0Hl99+5dlJSUYNeuXVi4cKHeukXGBqXr7dixAxcvXtTb3rdvX6OP0XBdyIY3gIioc2j4xf/u3bsmbAkRmbP26pOMGzdO+1ytVuussffYY4/p1D106JDkMRqf+/bt20ad2xjs5xB1buznEHUOvf2c4GhtIVl2wszXoeZEBl0t7ZcZCpq3NkDdeNZ5/XEcHBz06paVlaGmpqZVwf721HjwZWhoqIlaQkRE1LGke4NEZBINvzzMnj0bPj4+bXp8qVSaQN0o3Z49e+LWrVvNHsPLy0v7XK02LvUW14Ijaj8tHajSsL6h2YlERO3VJzl48KBOv2DChAm4cOECAN319mQyGQIDAyWP0TDIDQB79+7FwoULmzzv2bNnjWof+zlE5qOlfZzG+7CfQ2S+5DIBw8Pc8fNN/XVuT3WCdag7ktSgwab6ZW05kcGYvlDjGeUnT55ssl+mUCh0MubUa67dKpVKcnvjAYWGZqGbs19++UXn9axZs1q0f+/evY26n9cSU6ZMMSrFOxER0b3gtAAiM/XOO+80WX7gwIEWHc/NzU3n9QsvvKCTeio2Nvb/2rvv8Ciq/Y/jn01CEggdAlJDb6JAUAg9gIiCKMpVFKVYwI6ABbwoTb1cUIQrPytcAVFQbHAtKFWkKgpio9wgYDC0JIQWUnd+f+TJ3N1sTza7SXi/nmef58zOmTNnw5zwzX5nztGCBQs8ttOoUSOz7O0XtwBKDts/2GNjY4PYEwClhb9jEtv4Y9euXZKk9PR0uy8ee/To4fL4ChUq+Hz+p556yqu+EecApRtxDlB6dHexDvWvSWd0+kJWgHtTcgX7QQZPCj5RvnPnTrf1C343lc9TgtpV4rlgXFgabdmyxW67SpUqPh3/3//+124dcn+8nN204Er+ut+8ePHi5eoFuEKCGiihPK2Zdsstt3jd1mOPPabU1FRzu0aNGpo7d67++usvu3pjxoxxmB6poFatWpllb+9MtZ1uihcvXv59+cp23Pr6hy+AS5M/YxJJeuihh8yyYRj69ddfFR8fb1fHU9I5LOx/E0HZxjiuFPzizxXiHF68Ss6rMIhzgNKjh4sEtWFIWw/yFLUzJfVBBtvkQ0JCgtu6Y8eOdblv2LBhTt9/7LHHXB7Tv39/h75YLBa7acsvu+wyuz5u3brVLnHibFmXtm3bOk2ydOvWzWk/8vd3795dY8aMUUhIiPmebdzqzK+//up2PwAAZRUJaqCEuvfee13ue+KJJ1yu21PQsWPH9Morr9i9l5yc98dezZo1HZ4ocnU3a77OnTubZZ4sAgCg7PNXTJJv7ty5dtsDBw40p/mW8p7E8bS+4/Dhw+22mzdv7rLunXfe6XWyizgHAIDAiKkRpQbVyzvdt6WEr0MdLCX1QYaoqCizfPbsWbd1x40b53Lf8uXLtX//frv3Dh486PCdlq2lS5e6PZ9kv4SLM5GRkWb5zJkzCgkJ0W+//ea07rZt2+w+b0G7du3SggULfLrRKi0tzSwX5onwjIwMv98kdvy44/T7rgT7hjZevHiV/BfgCglqoASx/TL2xIkTTqel69y5s+bMmeN1mzExMXbb77//vt32rFmzVKtWLXP73LlzGjVqlMv2bINlvrj1Xf6du7Z38+YreGfujBkz7PZ37979kpwixd3PDL4jMATgjeKISWxVrlzZLP/55592v5vcJcTzvf322w5P6zRp0sSh3jXXXKNly5Z53S/inKIhzvEdcY5/EecApUv3Zs6fot7832TGsxMl9UGGm2++2Sx78+/WokULl/tatWql6OhodenSRbVr11azZs1c1q1Ro4bHmxolac+ePXb96tatm13iJD093dwXHR1t1o2NjbWrV79+fUl5S9O4epL64sWLslgs2rBhg3ncTz/95LZ/tjHnoEGDPH4eAADKChLUQAlScOqk3bt3m9MN5U8P9P3335v7PX1x16VLF7s7XWNjYzV06FCHeidOnLDbXrJkicNdqwDKlkvli38AhePvmKQgd0/CvP766161sWjRIrvtQ4cOOfRx/fr1kuQwtaLt9JUAyh7iHKB06N4s2un7f6Vd1JGUdKf7LjWl4UGGd955x27bUyy3f/9+t7+nk5OTtWPHDp08edJtO56eKPfVvHnzzO/Qhg0b5rAOc2JioipWrCgp70lqV06fPq3evXub223btnVZ9+OPP7bb9uaJcMAf3n77bUVERHi1frDtLFMA4E8kqIESZOTIkbr22msd3nc2HcaaNWvctrVy5Urt2LHD3A4NDXUIrm19/vnndtuXX365y7rO1ucBULqQnAHgjj9jElftO1OpUiWf2pg6darD+wX7aLFY9Oeff9rVueKKK1y2S5wDlH7EOUDp0LVpDbnKU+45mhbQvpRUpeVBBttE+uTJk932Qcpb37oo1qxZo5o1nT+BX1jTp083y++9957TOpMmTTLLZ86ccdgfFRWlKlWqeH3Ohx56yCx7s8wN4A/XXnut7r33XmVlZXlVf8KECcXcIwCXKr59AUqYr7/+WosXL3YalFosFrVu3VqGYahfv35u27GdYkmSxyeiBw4cqK5du5rbubm5ateundO6VatWNcuepioCUHJs3rzZLOdPTwYArvgrJnHF2e8hX6cMnzZtmpKSklStWjWnfezYsaOsVqvq1Kljt6979+4u2yTOAUon4hyg9KkWFa62dfOSebUrR2hIbH3NG9pe30/uq5va1wty70qG0vIgw9ixY83y6dOn3fZDklq2bKmsrCyf11wODw/XqVOnCh1/umObcHb1JOkzzzxj1lm5cqVDG40aNfLpnLZPiXuzzA1QVC+88ILWrl1rbs+ZM8f8fVLwb7E77rhDw4cPd3oTCwD4AwlqoADb9WU82bJli0/1MzIyzLoZGRku640cOVJZWVl2bRuGIavVqt9//92sZ7VazX3Hjx93+TkMw1DTpk099m/r1q12x+zZs8dpvSFDhphl2ztMAZRstuP173//exB7AqC08EdM4kpiYqJDu6NHj/a5j3Xq1FFqaqrTPv7www+S8tZltOXuyRbiHKB0Is4BSqdpN7bRugk9tePpvppzWzsN7lBPtSpFBrtbJUppeJDhpZdestsuGHs5U65cOV24cEHbt29XzZo13T79XbVqVX3++efKzMz0+5PT+Xxd9/zIkSMO79ne6OjJP//5T7ttb5e5AYrC9iaLpKQku6ejJ0yYYLdG/NixYx2m8AcAfyJBDcBnr776qll2t+4OLk3504x5q3HjxqpcuXIx9gj5bO+Ov+eee4LYEwAIrNdee80se/o/ijgHrvga40jEOYFEnAOUTh1jqqtZrUoleu14HmTw/CCDJPXt29csz5s3z2Pb+eLi4nTq1Cm7vhd8nT59WgMHDvS6zcLIvwZDQ0Nd9sP2NWXKlCKdz/b4uLi4IrUFeOPpp582y8OGDXOYZUqSxo0bZ5bffffdQHQLwCWMBDUAn9netZucnBzEnqAsOHz4sM6dOxfsblwS8qcsK8lf/gCAv73wwgu6ePGiue1uekqJOAf+RZwTOMQ5ABBc69atM8u5ublOp8AuyaKioiTl9b24bd682W4t8O3btxf7OYH58+ebZVfrrEdERJhlb2YrKMwNnBI3cQLIQ4IaQKE0bNhQUt7duSgeFy5csNvOysoq1vOxzmbZl38Hf5s2bYLcEwDwj5CQEDVr1kwHDx50uj82NtZuGjtJ+u677zy2S5xT/Ihz4G/EOQAQfMOHDzfLt912WxB74pqrG8eefPJJsxwbG1usfbBdV3zw4MHFei4gX3787Wy5gHyLFy82y4888kix9YWbOAFIJKgBFNIXX3xhlguumwP/sL37WJLLL99tRUZGymKxaMSIEbJYLOYrLCzM7vj8enfeeadZp0OHDub+Bx980O54i8WiVq1aOZyvZcuWdnVq167t02cMCfnff0O27cD/bMfp2rVrg9gTAPAfwzB08OBBNWvWTBaLRSEhIQoNDTX/P9m9e7dd/TvuuEMVKlTw2C5xTvHzNc7xNsaxresszglUjCMR5wQScQ4AlAzvvPOO+f9fdnZ2iVxX2XZKdFtTpkwxE3e7d+9WnTp1HGbTWbBggapXr24+bV0YH3zwgTmdu8Vi0aefflrotoDCcLdWuu0SR8W13jsA5CNBDaBQ2rZta37BNmvWrCD3pmzatWuX+cfc+PHjlZqa6lDnp59+0v79+x3eX7p0qcLDwxUbG6vw8HDl5uaqefPmDvWWLVumiIgIxcXFmXcI33PPPXrjjTck5T1B1qFDB1ksFu3fv18tW7Y0j+3YsaMOHDggSWrVqpUaNGigkydPerXOVr6JEyea5euuu07XXXedhg4d6vXx8N6LL74oKe8PYGfrDAFAWZC/FqMzQ4YM0bJly7xqhzin+BU2zvE2xpEc45xAxjgScU4gEecAQMmRm5trrtP84IMPBrs7pvw1t3NycuxuHLNNNp86dcpMsB8/flzR0dF2dceMGaPTp0/bLR/jq6FDh9qtIQ4EmqvrbufOneYU93Xr1nXY780NnBMnTjSn/c5/hYSEaMGCBWYddzdxenM8gLKDBDWAQrvpppskSWlpacHtSBn20EMPyWKxaN68eU73d+jQQZ06dXJ4Pzw8XJmZmfrxxx+VmZmp8PBwp38cVqhQQRkZGdq+fbt+/PFHSdKiRYsk5d0xfOTIEe3atcsMXvO/rJXyvliW8v6A27t3r/788089//zzPn2+mTNnmuXVq1dr9erVev/9931qA97J/+K/X79+Qe4JAPjP1KlTVbFiRbd1ateuraSkJH300Uc+tU2cU/wKE+d4G+NIjnFOIGMciTgnkIhzAACeJCQkqFatWg7v2yabq1SpotzcXPXs2dPlrCe1atXS8uXLi62fQHFzdmOoJMXFxZnlguuie3sD544dOxQWFqYWLVqoZ8+eql+/vgzD0JgxY8xZj9zdxOnN8QDKDhLUAArNdhqiF154IYg9uXQ4+wPJ2dM8I0aMcLr9wQcf2L0/ZswYu+38p5TKlSun+vXrKzk52Xzl31W8ZMkS7dy5U5IUFhZmN+XP5MmTff1ICIBXX33VLH/99ddB7AkA+Ne0adN07tw58ykUZ6/jx48X6olK4pzA8ybO8TbGkezjHGKcsos4BwCQzzb+c+bEiRMOsaKzp0k3bdokq9XqNLY8ceKEw4wo+fu2bNlSLJ8L8If8G3sNw1CbNm3M93fu3Kly5cqZY2Hw4MFq2LCh3bHe3sC5adMmZWVlaf/+/dq0aZN2796t2bNnS5IGDhwoyf1NnN4cD6DsIEENoEjy766bPn16kHtS9hRcE6Z69eqyWq0Oax1dfvnlDsded911dtvXXHONJJnrHOW75ZZb7LZXr14tKW+tqOjoaLvXhQsXJOXdzbh582ZJeWs8FsTaiiXPk08+KUlq3bp1kHsCAKULcU7xKWyc422MI9nHOcQ4ZRdxDgAAgGe2T0Xv3bvXnEK7U6dOysnJkST16tXLYV10X27gTE5OVsWKFc22o6Oj9dRTT0mSEhMTPfaxqMcDKF3Cgt0BAKXb9u3bZbFYlJ2drR07dthNB4OiGT9+vKZMmeLw/vnz5z0e+9VXX2nIkCHm9rp16yQ5ftlarlw5u+34+HhJeevB3HjjjU7bHjdunM6ePSvJ+ZfBvq7PiOKVnJxsTlm2Z8+eIPcGAEoX4pziU9g4x9sYR7KPc4hxyibiHAAAAO+0bdtW27dvV69evZSVlWW3LzIyUp988omuv/56h+M83cBpGyPXrVtX2dnZCg8PV7t27VSnTh3l5OToyy+/NNe3dqeoxwMoXUhQAyiyp556SrNnz1a/fv107ty5YHcHkt555x0tWLDAbluS/va3v7k9rn379pIkq9WqxYsXq0qVKm7r5+TkKDk52byDsjBToBYMZuFf+U+e9e3b1+GGBACAZ8Q5JUtpinEk4pziRpwDAADgvbi4OGVmZvp0TI8ePSR5dwNndna2LBaL3TmeeeYZffnll16dq6jHAyhdmOIbQJHNmjVL4eHhOn/+vFauXBns7kBSVlaWIiIidNVVVykiIkJZWVmyWCx66623PB47fPhwSXlTb9arV089e/ZU8+bNVb58eYWE/O+/jfwveqOjo9WmTRs1bNhQzzzzjEN7M2bMkMVicXqnpfS/OzBr1qypm266SaNGjfLx08KV5ORknTx5UhaLxXzCDADgG+KckqUkxTgScU4wEecAAAAUv6uvvlrS/27gzOfqBs6Cy+K8+OKLHuv4ejyAsoEENQC/OHz4sCTZTbmI4Bk2bJiysrL0448/KisrS6Ghodq7d69Xx77zzjt6/PHHZbF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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot stopping criteria metrics over update iterations\n", "metric_names = [\n", " \"MaxRelVar\",\n", " \"AvgRelVar\",\n", " \"MaxRelGlobalVar\",\n", " \"MaxAbsRelDev\",\n", " \"AvgAbsRelDev\",\n", " \"MaxAbsRelGlobalDeviation\",\n", "]\n", "metric_labels = [\n", " r\"$\\mathrm{max} \\left( \\frac{\\mathbf{\\sigma}_\\mathrm{pred}}{\\mathbf{\\mu}_\\mathrm{pred}} \\right)$\",\n", " r\"$\\mathrm{avg} \\left( \\frac{\\mathbf{\\sigma}_\\mathrm{pred}}{\\mathbf{\\mu}_\\mathrm{pred}} \\right)$\",\n", " r\"$\\mathrm{max} \\left( \\mathbf{\\sigma}_\\mathrm{rel} \\right) = \\frac{ \\mathrm{max} \\left( \\mathbf{\\sigma}_\\mathrm{pred} \\right)}{\\sigma_\\mathrm{data}}$\",\n", " r\"$\\mathrm{max} \\left( \\frac{\\left| \\mathbf{\\mu}_\\mathrm{pred, t} - \\mathbf{\\mu}_\\mathrm{pred, t-1} \\right|}{\\left| \\mathbf{\\mu}_\\mathrm{pred, t} \\right|} \\right)$\",\n", " r\"$\\mathrm{avg} \\left( \\frac{\\left| \\mathbf{\\mu}_\\mathrm{pred, t} - \\mathbf{\\mu}_\\mathrm{pred, t-1} \\right|}{\\left| \\mathbf{\\mu}_\\mathrm{pred, t} \\right|} \\right)$\",\n", " r\"$\\mathrm{max} \\left( \\mathbf{\\delta}_\\mathrm{iter} \\right) = \\frac{ \\mathrm{max} \\left| \\mathbf{\\mu}_\\mathrm{pred, t} - \\mathbf{\\mu}_\\mathrm{pred, t-1} \\right|}{\\sigma_\\mathrm{data}}$\",\n", "]\n", "\n", "fig, ax = plt.subplots(2, 3, sharex=True, sharey=\"row\", figsize=(6.69, 4.2), dpi=300)\n", "\n", "train_colors = [\"tab:blue\", \"tab:orange\", \"tab:gray\", \"tab:blue\", \"tab:gray\"]\n", "train_labels = [\"MaxVar\", \"Random\", \"Space\", \"MaxVar w/ CP\", \"Space w/ CP\"]\n", "line_styles = [\"-\", \"-\", \"-\", \"--\", \"--\"]\n", "\n", "dat_std_y = np.std(train_info_dict[\"space_fill\"][0][\"pred_mu\"][-1, ...], axis=0)\n", "\n", "for i, m_name in enumerate(method_names):\n", " t_info_list = train_info_dict[m_name]\n", " for j, key in enumerate(metric_names):\n", " this_metric = np.array([t_info[key] for t_info in t_info_list])\n", " this_avg_metric = np.average(this_metric, axis=0)\n", " ax[j // 3, j % 3].plot(\n", " this_avg_metric,\n", " color=train_colors[i],\n", " linestyle=line_styles[i],\n", " label=train_labels[i],\n", " ) # , alpha=0.3)\n", " ax[j // 3, j % 3].annotate(\n", " metric_labels[j], xy=(0.01, 0.05), xycoords=\"axes fraction\", fontsize=8\n", " )\n", " ax[j // 3, j % 3].tick_params(axis=\"both\", labelsize=8)\n", "\n", "for i in range(ax.shape[0]):\n", " for j in range(ax.shape[1]):\n", " ax[i, j].axhline(10e-02, color=\"k\", linestyle=\"--\")\n", " ax[i, j].axhline(1e-02, color=\"k\", linestyle=\":\")\n", " ax[i, j].set_yscale(\"log\")\n", "# ax[i, j].annotate(metric_names[i*3 + j], xy=(0.05, 0.85), xycoords='axes fraction')\n", "\n", "# ax[-1, 0].set_xlabel(r'Number of updates')\n", "ax[-1, 1].set_xlabel(r\"Number of updates\", fontsize=8)\n", "\n", "ax[0, 0].set_ylabel(r\"Relative std\", fontsize=8)\n", "ax[1, 0].set_ylabel(r\"Absolute relative change\", fontsize=8)\n", "\n", "# ax[0, 0].set_title(r'Max local')\n", "# ax[0, 1].set_title(r'Avg local')\n", "# ax[0, 2].set_title(r'Max global')\n", "\n", "ax[0, 2].legend(fontsize=6, frameon=False)\n", "\n", "fig.tight_layout()\n", "fig.subplots_adjust(hspace=0.0, wspace=0.0)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we also reproduce Figure S3 in the Supporting Information, which plots an additional, more sophisticated, stopping metric, that, though more seemingly more elegant, does not demonstrate significantly improved performance here. For random updates, this metric frequently becomes completely unstable after only a few iterations." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot error stability metric versus iterations for SI\n", "fig, ax = plt.subplots(figsize=(3.37, 2.5), dpi=300)\n", "\n", "train_colors = [\"tab:blue\", \"tab:orange\", \"tab:gray\", \"tab:blue\", \"tab:gray\"]\n", "train_labels = [\"MaxVar\", \"Random\", \"Space\", \"MaxVar w/ CP\", \"Space w/ CP\"]\n", "line_styles = [\"-\", \"-\", \"-\", \"--\", \"--\"]\n", "\n", "for i, m_name in enumerate(method_names):\n", " t_info_list = train_info_dict[m_name]\n", " this_metric = np.array([t_info[\"ErrorStability\"] for t_info in t_info_list])\n", " this_avg_metric = np.average(this_metric, axis=0)\n", " ax.plot(\n", " this_avg_metric,\n", " color=train_colors[i],\n", " linestyle=line_styles[i],\n", " label=train_labels[i],\n", " ) # , alpha=0.3)\n", "\n", "ax.axhline(10e-02, color=\"k\", linestyle=\"--\")\n", "ax.axhline(1e-02, color=\"k\", linestyle=\":\")\n", "ax.set_yscale(\"log\")\n", "\n", "ax.tick_params(axis=\"both\", labelsize=8)\n", "ax.set_xlabel(r\"Number of updates\", fontsize=8)\n", "\n", "ax.set_ylabel(r\"Error stability metric\", fontsize=8)\n", "\n", "ax.legend(fontsize=6, frameon=False)\n", "\n", "fig.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "hide_input": false, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.8" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 4 }