{ "cells": [ { "cell_type": "markdown", "id": "36dccb97", "metadata": {}, "source": [ "# Integration of *pyforce* with *pyDMD* for Dynamic Mode Decomposition (DMD)\n", "\n", "This notebook demostrates how to use *pyforce* in combination with the *pyDMD* library to perform Dynamic Mode Decomposition (DMD) analysis on time-dependent data. DMD is a powerful technique for extracting dynamic features from complex systems and it can be combined with *pyforce* to efficient compression and importing of datasets.\n", "\n", "In order to run this notebook, please make sure you have *pyDMD* installed in your Python environment. You can install it via pip:\n", "\n", "```bash\n", "pip install pydmd\n", "```" ] }, { "cell_type": "markdown", "id": "a6d0a5a7", "metadata": {}, "source": [ "The data for this tutorial comes from an OpenFOAM tutorial (com version 2012) for *pimpleFoam* in laminar condition, called [cylinder2D](https://gitlab.com/openfoam/openfoam/-/tree/maintenance-v2012/tutorials/incompressible/pimpleFoam/laminar/cylinder2D?ref_type=heads)." ] }, { "cell_type": "markdown", "id": "31cf26d0", "metadata": {}, "source": [ "As mentioned in the basic tutorials, the *pyforce* package comes with the `ReadFromOF` class, which allows users to easily import simulation data from OpenFOAM cases. This class must be initialized with the path to the OpenFOAM case folder." ] }, { "cell_type": "code", "execution_count": 1, "id": "b4fa9220", "metadata": {}, "outputs": [], "source": [ "from pyforce.tools.write_read import ReadFromOF\n", "import warnings\n", "warnings.filterwarnings(\"ignore\", category=RuntimeWarning)\n", "\n", "io_data = ReadFromOF('../Datasets/LaminarFlowCyl_OF2012/', \n", " skip_zero_time=True # optional\n", " )\n", "\n", "# Import the mesh information\n", "grid = io_data.mesh()" ] }, { "cell_type": "markdown", "id": "948d5476", "metadata": {}, "source": [ "The variables to import are the pressure (scalar field) and the velocity (vector field). The snapshots can be loaded using `pyvista` (default) or `fluidfoam` libraries: the latter is more efficient for large datasets, but it only supports cell data. The method `import_field` can be used to load the data from the OpenFOAM case and returns the snapshots as a `FunctionsList` object, including a vector with the time instances (from the OpenFOAM directories)." ] }, { "cell_type": "code", "execution_count": 2, "id": "c5dc54a4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Importing p using pyvista\n", "Importing U using pyvista\n" ] } ], "source": [ "import numpy as np\n", "\n", "var_names = ['p', 'U']\n", "\n", "dataset = dict()\n", "\n", "for field in var_names:\n", "\n", " print('Importing '+field+f' using pyvista')\n", " dataset[field], times = io_data.import_field(field,\n", " import_mode='pyvista', verbose=False # optional\n", " )" ] }, { "cell_type": "markdown", "id": "b52c054a", "metadata": {}, "source": [ "Let us extract the first 80\\% of the snapshots as training data for the DMD models." ] }, { "cell_type": "code", "execution_count": 3, "id": "5e1c954f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training on 200 snapshots out of 250 total snapshots.\n" ] } ], "source": [ "Nt = len(dataset[var_names[0]])\n", "assert all(len(dataset[var]) == Nt for var in var_names), \"Mismatch in number of snapshots among variables.\"\n", "train_cut = int(0.80 * Nt)\n", "\n", "train_snaps = {var: dataset[var][:train_cut] for var in var_names}\n", "train_times = times[:train_cut]\n", "\n", "print(f'Training on {train_cut} snapshots out of {Nt} total snapshots.')" ] }, { "cell_type": "markdown", "id": "5c1c1471", "metadata": {}, "source": [ "Let us define the plotter class." ] }, { "cell_type": "code", "execution_count": 4, "id": "fca00e79", "metadata": {}, "outputs": [], "source": [ "from matplotlib import patches, cm, pyplot as plt\n", "from scipy.interpolate import griddata\n", "\n", "class PlotFlowCyl:\n", " def __init__(self, grid, center = (0,0), radius = 0.05, gdim=3):\n", " self.nodes = grid.cell_centers().points\n", "\n", " self.width = np.max(self.nodes[:,0]) - np.min(self.nodes[:,0])\n", " self.height = np.max(self.nodes[:,1]) - np.min(self.nodes[:,1])\n", " self.aspect = self.height / self.width\n", "\n", " self.center = center\n", " self.radius = radius\n", " self.gdim = gdim\n", "\n", " def create_streamlines(self, velocity):\n", "\n", " x_grid = np.linspace(self.nodes[:,0].min(), self.nodes[:,0].max(), 50)\n", " y_grid = np.linspace(self.nodes[:,1].min(), self.nodes[:,1].max(), 50)\n", " X, Y = np.meshgrid(x_grid, y_grid)\n", "\n", " U_interp = griddata(self.nodes[:, :2], velocity[:,0], (X, Y), method='linear')\n", " V_interp = griddata(self.nodes[:, :2], velocity[:,1], (X, Y), method='linear')\n", "\n", " # Mask inside the circle\n", " mask = (X - self.center[0])**2 + (Y - self.center[1])**2 <= self.radius**2\n", " U_interp[mask] = np.nan\n", " V_interp[mask] = np.nan\n", "\n", " return X, Y, U_interp, V_interp\n", "\n", " def create_circle(self, ls=1):\n", " circle = patches.Circle(self.center, self.radius, edgecolor='black', facecolor='white', linewidth=ls)\n", " return circle\n", " \n", " def plot_contour(self, ax, snap, cmap = cm.RdYlBu_r, levels=40, show_ticks=False,\n", " streamline_plot = False, density = 2, linewidth=0.75,\n", " ylim = None, xlim = None):\n", "\n", " if snap.shape[0] == self.gdim*self.nodes.shape[0]:\n", " _vec = snap.reshape(-1, self.gdim)\n", " snap = np.linalg.norm(_vec, axis=1)\n", " \n", " plot = ax.tricontourf(self.nodes[:,0], self.nodes[:,1], snap, cmap=cmap, levels=levels)\n", " ax.add_patch(self.create_circle())\n", " \n", " if not show_ticks:\n", " ax.set_xticks([])\n", " ax.set_yticks([])\n", "\n", " if streamline_plot:\n", " ax.streamplot(*self.create_streamlines(_vec), \n", " color='k', density=density, linewidth=linewidth, arrowstyle='->')\n", "\n", " if ylim is not None:\n", " ax.set_ylim(ylim)\n", " if xlim is not None:\n", " ax.set_xlim(xlim)\n", "\n", " return plot\n", "\n", "plotter = PlotFlowCyl(grid, radius=0.06)\n", "\n", "cmaps = {\n", " 'p': cm.seismic,\n", " 'U': cm.twilight,\n", " 'vorticity': cm.vanimo\n", "}" ] }, { "cell_type": "markdown", "id": "fb28da08", "metadata": {}, "source": [ "Let us generate the error dictionary to store the errors between FOM and DMD results." ] }, { "cell_type": "code", "execution_count": 5, "id": "23c85ab1", "metadata": {}, "outputs": [], "source": [ "errors = dict()" ] }, { "cell_type": "markdown", "id": "8feb97c6", "metadata": {}, "source": [ "## Classic Dynamic Mode Decomposition (DMD) with *pyDMD*\n", "The Dynamic Mode Decomposition (DMD) is a data-driven technique used to analyze the dynamics of complex systems. Given a set of time-dependent snapshots $\\mathbb{X} = [x_1, x_2, \\ldots, x_{N_t}]\\in\\mathbb{R}^{\\mathcal{N}_h \\times N_t}$, where each snapshot $x_i$ represents the state of the system at time $t_i$, DMD seeks to find a linear operator $\\mathbf{A}$ such that:\n", "$$\n", "x_{i+1} \\approx \\mathbf{A} x_i\n", "$$\n", "for $i = 1, 2, \\ldots, N_t - 1$." ] }, { "cell_type": "markdown", "id": "2ff86bd7", "metadata": {}, "source": [ "The snapshots have been imported as `FunctionsList` objects, which can be easily converted to NumPy arrays for use with *pyDMD*. The library requires the snapshots to be organized in a 2D array where each column represents a snapshot at a specific time instance (as standard *pyforce* format)." ] }, { "cell_type": "code", "execution_count": 6, "id": "7cc5a53c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitting DMD model for field: p\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/sriva/miniconda3/envs/ml/lib/python3.10/site-packages/pydmd/snapshots.py:73: UserWarning: Input data condition number 2861167.0. Consider preprocessing data, passing in augmented data\n", "matrix, or regularization methods.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Fitting DMD model for field: U\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/sriva/miniconda3/envs/ml/lib/python3.10/site-packages/pydmd/snapshots.py:73: UserWarning: Input data condition number 52116544.0. Consider preprocessing data, passing in augmented data\n", "matrix, or regularization methods.\n", " warnings.warn(\n" ] } ], "source": [ "from pydmd import DMD\n", "\n", "dmd_models = dict()\n", "\n", "for field in var_names:\n", "\n", " print(f'Fitting DMD model for field: {field}')\n", " \n", " X = train_snaps[field].return_matrix() # Shape: (Nh, 0.8 * Nt)\n", " \n", " # Create and fit DMD model\n", " dmd_models[field] = DMD(svd_rank=50)\n", " dmd_models[field].fit(X)\n", "\n", " # Define original times\n", " dmd_models[field].original_time['t0'] = train_times[0]\n", " dmd_models[field].original_time['tend'] = train_times[-1]\n", " dmd_models[field].original_time['dt'] = train_times[1] - train_times[0]" ] }, { "cell_type": "markdown", "id": "1e84158a", "metadata": {}, "source": [ "Let us plot the summary for the DMD model for the pressure field." ] }, { "cell_type": "code", "execution_count": 7, "id": "fc2d488c", "metadata": {}, "outputs": [ { "data": { "image/png": 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CUqJECWnWrJk8++yzcvDgwaSt54svvpCePXtKpUqVJG/evMb/+rc+HqujR4/K6NGjpW3btlK6dGnJnz+/VK9eXQYOHCgrV66MuZydO3fKgw8+KA0bNpQiRYoYN72vj+3atSvia48fPy5z5syRe++9V8466ywpV66c5MmTxyijfv36MmjQIPnpp5+i1uHhhx82RmfHcvvuu+/Eq75a9af0GrUgZIO7f0fSC0bOl9eCYlsAAOAMDCtGWmkDe4Vi+Y3Un8H2/HtEXp21TsbN2SA9G1eUAWdWlRplCltSTwAAADjDkWPH5cQIaTi//uVP49aocjEZeGY16XRqOcl1Imk7AQBwk88//1yuuOIK2bt3b+Zj2tC+dOlS4/baa6/JtGnTpEaNGgmvQxupr7vuOhk/fnzA41u3bjVun3zyifTv31/GjBkjJ554YsSG8m7dusn3338f8Pj69etl7NixMnHiRHnllVeMsiJZvHixXHDBBbJ9+/aAx1esWGHc9D1rnZo3bx7y9aeccops3rw52+NHjhwxGv71pu/lzjvvlKeeeoq05znw5sKNxgj3WPqA6jKPT/vFuK9ZmwAAgHPQ6I60Or1Kcfn2jrPky5XbZcyc9bJ88z/Zljl87Li8t3SzcTunbhkZ0LaaNK9aguAeAAAA2ZyU60R5rW9TWfvXPqPz5sfLthrxZDCNO29450epUrKA9G9TVS46vbLkz5PLkjoDAIDkWbZsmVx88cXy77//SqFCheSee+6R9u3bG39PnjxZxo0bJ2vWrJHu3bsbDfCFCyc2wOO+++7LbHBv3LixDBkyxBidvm7dOnnmmWeMemhDt45cf/LJJ0OWcezYMWNUvNngfuGFF8qAAQOMUfnaiP7444/LX3/9ZYx4r1ixonTt2jVkOdpY3qNHD9mxY4fkzp1bbr/9djn33HON56ZOnSojRoyQbdu2Gcv88MMPxmj8YH/88Yfxv3ZE6NWrl7Ru3VoqVKhgfG6zZs2S559/Xv7++2/jveXKlSvse/Knjf2RVK1aVbxm1uq/5MFPs2cvKFkwj3RrUN7oDKqj4HWgkj9teNc4t2+rU9JYW9jJseM+mbNmhyzasMvojFEob26pWaaQnF23rOTJTQJjALCjE3zkWUQYW7ZskcqVK2cG86EC9JzQXW/ppr9lzOz1xuijSHQuo+vaVpMu9RmZBADwtlSfnwGn7786VdHEBRvl7UW/G5mUwilRMI9c2aKKXNWyipQslDfp9QAAwEmcHGOeeeaZMnfuXKPxWdOlt2zZMuB5TS+vDeTqoYceMtKhx0sb7U899VQjLXzTpk2N9WhKeP9R9e3atTMa9bUev/zyS8hR9RMmTJB+/foZ9zV9+6uvvhrw/Nq1a+X00083Ruzr67UcLS/YVVddJW+99ZZxf8qUKdK7d++A5/Ux7Yig+vbtK2+88Ua2Mlq1amV8Hp06dQo50EU7E+hnaTbsr169WqpVyz7yWj/PRx55xLhv1WVmu+6/W/4+KOe+PE/+ORgYk17YpKIMu7CB5M2d0QH00JFjMnLWWnnp27UBy+k10I8HtZKGlZjj3UuOHjsu4+dtkDcWbJRte7JPw1qxWH4Z3L6G9G5ayeiYAQB2tcWm5+dU4lsZltGAvtkpJYyRSd/c0U4ubV45bC+9/23+RwZP+lHaD//OSMn07+Fjaa8vAAAA7K9M4XxyV+c6smBoB3moRz3jolQouw8clhe/+U1aPfWt3PfxCtmw80Da6woAAHJmyZIlRoO70sbs4AZ3pfO8161b17j/4osvGunT4/XCCy8YDe7q5ZdfDmhwVwUKFDAeV7qcjhIPZfjw4cb/OrJdOwME04Z2HalvNsB//PHH2ZbRdPLvvPOOcb9z587ZGtxVnz59jOeUNs4Hp6BXCxYsMJYJl1lSR/Hr3PDme9JU9Yjd4aPHZfA7P2ZrcL+pQw15rvdpmQ3uKt9JueT2TrXl3m51so10vu295UajPLxBOw1f88b3MuyLX0M2uCvNinDvxyvk0rGLInYyBgCkH43usIXqpQvJsAsbyvy7OxjBZ9H8J4Vc7vfdB42UTK2e+kZGfLladu7/L+11BQAAgP0VzJtbrmldVWbfdZa8dGljqV+xSMjl/jt6XN5Z/Lt0eO47uf6tH+SHTX+nva4AACAx/g3B11xzTchldH51HRmu/vnnHyN1ejx09Pann35q3K9Tp460aNEi5HL6eO3atY37unzwqG8dLa8j181GcW2oD+Xqq6/OvB+q0f2zzz4z5peP9J79y9Fl9TWJ0DT9/iPfEbsJ8zfI/7bsCXisa/1ycnvHWmE7Olx3ZnUZ3L56wGPrdhyQZ2asTmldYQ+bdx+UC0fOl7m/7Yxpec0ge8nYRVwfBwAvNrpv2rTJ6FmqwWnBggWNHp3NmjUzenVqCqZk+eKLL4y5kTRNQd68eY3/9W99PFbae3P06NHStm1bYx4m7b2qvTt1PqWVK7PPwRPOzp07jR6hDRs2lCJFihg3va+P7dq1K8F3KEZ6KA3OzNvGjRvFLUoXzit3dKotC+/pIA/3qCeViocemfT3wSNGyqXWT31r9Oxbv2N/2usKAACsRXxJfBmL3LlOlPNOqyCf39hGJg04Q86qXTrkcnpdfMbK7dJr1AK5aNQC+XLldjl+nJm4AACws3nz5hn/ayyoadnD0dTvpvnz58e1jg0bNmTOf+5fTqT1bN26NVs8ZdY1WjnlypWTWrVqha1rrOXk5D2b/vsvqzFP53VHbHbs+09eCUoVX7VUQXnmooZhG9xNt55TSxpWKpqtAf+nLf+kpK6whwP/HTVGuGsni2ANKhaVCxtXlNOC9gv1y7a90mfMQtkTlFEB3qEdvDRL8LAvfpE73/+f0VaigxVX/bHX6qoBnpR9UqAU+Pzzz+WKK64w5iMy6YVQnedIb6+99ppMmzYt5FxHsdJem9ddd52MHz8+4HENcvWmPV/79+8vY8aMMXq4RrqQ2a1bN/n+++8DHl+/fr2MHTtWJk6cKK+88opRViSLFy+WCy64IFv6phUrVhg3fc9ap+bNm8f1PqdOnWrMy+R2BfLklqtbV5UrWlQxLn6OnbNefgrqHWqOTJq0+Hd5d8nv0rFuWRnYrpqcXqWEJXUGAADpQ3yZhfgyNnqBs1X1UsZt9fZ9Mm7uevl0+VY5cswXctTI0rd+kGqlCkr/ttWMeTc17ScAALAXc+S4xnyh5j43aSfN4NfEatWqVSHLiWU9VatWTbgcHRmv858eOHDA6FQQXE7RokWNBvpwypcvb3TQ1Hg53vdsmj17duZ9M0V/JDo//PLly42MAsWKFZN69epJly5djI6mxYsXF6947svVsv+/jOkITM9f3EgK5wud2dOfztE9os9p0v2lecZ1T5OOdn+7/xkpqS+sbzQd8sFPsvavwEFlpQrllVcuaywtqpXMXG7Bul1y+5Tl8uferA4x63cckKEf/SQjL28StVMH3OWbX/6UEV+tkZUhGth1wGLbmqXklrNrStNTaC8BXDPSfdmyZcbIGQ3wChUqJE888YQxZ9A333wjAwYMMJbRILJ79+6yb9++hNdz3333ZV4Qbdy4sbz77rvGvE76v/6t9ELk/fffH7aMY8eOGaOWzAuiF154oTGCSS9wvvTSS1KmTBmjh6cGipFGNmlA3KNHD+OCqAb8Q4YMkTlz5hg3va+Pbdu2zVhmy5YtMb/H/fv3y+DBg437Whcv0JFJ5zasIJ8Obi3vDmgh7SOMTPpy1Z/Sa9RCIw3PjJ+3G/MeAQAA9yG+JL7MqdrlCsvw3qfJ3CEdjE6bhfOGvki/fucBY6RAm6e/lZe++U3+PnA47XUFAAChHTp0yOjcqDQTUSTa4Gs2XGtcFQ//2CraeipXrpx5P3g9iZSjjWzBsZ35d7Qy/MuJ9z2bHVp1Lnul2Z7OP//8qK/56quvZMeOHXLkyBHjf2201znqq1WrlpmiPxH6niPdNA62i5V/7JH3lgZ+3r2aVJJGlYvFXEaNMoXllnNqBjw2b+1Omb82trTjcJbx8zbItBWB+3CNMoXk0xtbZza4K21Qb12jlLw/sJWcXCJweoovft4uk5b8nrY6w1qakU079/SbuDRkg7tJpyroPWahTFzgnkx2gHh9pPstt9wi//77r3Eh8Msvv5SWLVtmPtehQwepWbOmcaFQL4w+99xz8vDDD8e9Dn3t8OHDjftNmzY1Lj5qyk6lKUbPO+88I6WSjnrSdKPXXnttyFFPOsrITNE0aNAgefXVVzOf0xFDXbt2NVJV6QXem2++2eglGqoXrV6g1cBSTZo0SXr37p35nKYU1TL0QvFff/1lXKR94403Ynqfuuzvv/8uZ599thFYa329QoOKltVLGrc1f+6TcXPWyydhRib9+Ps/cv3bPxhpm/q1qSoXnV6JkUkAALgI8SXxZbKUK5pP7ulaV25sX0Pe+36zTJi3Qf7Ycyjbcjv3HzZGEIz6bp30aVpJ+rWpJieXDD0PKwAASA//zpXaETMabXTXUePa6TBV6/EfkR68nmSXE+t7DlVGLO6++24jTlTaSbNChQphl23QoIGRkUnjW11OG91Xr14t77zzjhGv68j3Xr16GdmqNP6Nl39nBrt7/qvfjMFBpgJ5csmQLrXjLufa1lWNhjL/Ec3PzPhVPhncmtHMLqJTpj4949eAx4rkyy0T+jaTisVCT7uqv0MmX9dCur8015iC1fTo56uk2SklpFbZwimvN6zz39Fjcuvk5UZHi1jo99FDn62Urf/8K0O71JETT+T7A3DsSHcdCTR37lzjfr9+/QIuiJp0Hk4zPdGLL75oBGXx0l6XOk+mevnllzMviJoKFChgPK50ueeffz5kOeaFVZ0PVC+eBtMLqdo7U61du1Y+/vjjbMvo6CMNKFXnzp0DLoia+vTpYzyn3nrrrWwpQkPRC7r6HrRn6ciRI8XLNHB4tvdpMu/uDnLDWdWlcL7QfUc27Dwg93/yszHv+4tf/ya7GZkEAIDjEV8SX6aCpvrUNPKzh7SX5y8+TeqWLxJyuX+PHJOJCzfJWcNnyeB3fjTmzgMAANaNdDflyZMn6vIa8yjtvJmq9ZjrCLWeZJeTyvessadOf6Q0rn788cfDLnvrrbfKTz/9JI8++qice+650qRJEznjjDPkqquukpkzZ8ro0aMzM0DpdEr+n4PbrP1rn3z9y58Bjw06q7qULZIv7rJ0ANEtZ9cKeOx/W/YYmT7hHo9NXRUwqEz7U7x4SeOoHXwrFMsvz150WsBjOh3Bw5+tNDJkwJ10297/8c8hG9y1k0bfllXksjNOllKFsp8fdPre575anaaawo7ZEWav2SGDJ/0onZ6fLR1HzJZuL86VBz75WX7ZFj5bAmzW6K5zSpquueaa0BU48UQjCFPa63HWrFlxf9GY6Yl0vqMWLVqEXE4fr107o1ehLh988tHRTOb8RnrRUi+khnL11Vdn3g91UfSzzz4z5v+M9J79y9Fl9TWR6IVcTZWqyw4dOlRq1QoMuLxKA9a7u9SRhfecLfd3rysVioYOYHcdOCzPf71GWj31jfElsmnXgbTXFQAAJAfxJfFlKukcmj0bV5LpN7eRt/o1N+bAC0VnMdIUkOe/Ol/6jFlozKWnP2IBAED65MuXdR3o8OHoAy10Sh8V3Jkymesx1xFqPckuJ1Xv+bvvvjM6t5odRz/88MOIr9e52yPRaZTM8v744w+jvHhpevxIN+2YawfaqOWvaP6T5JrWVRMur3fTSkYmT3+vzQ1cB5xLf0PMWp2RzczUr3VVaV8ntmm/zqlXVq5udUrAYzrn+7e//pXUesI+3lq0Sd7/IXDKkVwnniAP96gnc4a0l0fOry9P9mxgDFa8qUP2THyvzlonX9Fxx3PmrNkhHZ77TvpOWCLTftoma/7cL7/9tV9Wbdtr7FNdX5wrl4xdaAxihc0b3c1UmprKSFNehqOpOU3z58+Pax0bNmwwArbgciKtZ+vWrbJx48aQdY1WTrly5TIvSoaqa6zlxPOeR4wYIcuXLzdSpZojoZClUN7cmSOTXrykkdQLMzLp0JHjxpdI++HfyaB3fpBlv/+d9roCAICcIb4kvkwHTdnZtmZpeavfGTL95rbSs3FFyR0mDd+SDbuNufQ6vTBHpny/2Uj3BwAAUq9w4awUyrGkT9fU8rGmZU90PeY6Qq0n2eWk4j1rJiSdRkkb6/U106dPz8wglRPa8G7Sed7jpdMgRbqVL19erPbn3kPy8bKtAY9d1bKKFMybO0cdQm85O3Bu9+83/i0rtuxJuEzYg/5meHTqqoDHShfOK7ecE7i9oxnatY6UDxqI9uT0X+TIsYxO23CPpRt3G1MI+NPpKyZe01yubl3VaHz3z5RxR6fa8uxFDQMeV7dPWc6gRI/QgSE6TfPVry+RjbsORlx20frdcv4r82Tub4EdgWCzRndzZI+mzQw1N6VJRxAFvyZWq1atCllOvOtJpBztSekfBPuXU7RoUeMCajgaDBYpUiTqe9aLvo888ohxX9N++qeXQvZA9PxGFWXazW3knf5nyJm1SodcTgchTV+xXXqOXCB9Ri+Ur1cxMgkAAKcgviS+TLd6FYrI8xc3MkYODGhb1ejwGcrav/bLkA9/kjZPz5JXZ62VPX7zKwIAgOTTEd8lS5Y07m/ZEjjyL9jff/+dGWPFOz+4Nuqaoq1HYzlT8HoSKUc7Avq/zr+caGX4lxPLe165cqV06dLFmDNe40PNMKVp4pOhXr16mfe1s6obTZi/ISBNeJ7cJ0rfoFHIiejesLyULRIYr78+f0OOy4W13l+6RTYFNYLd07WOMe1VPLRxdUiXjOxrpnU7Dsi7S35PSj1hn04ad33wkxwNasMY3vs0aRMmO5vq3bSykSHY375DR+WWyctpD/FAg/u9H6+QJ6b/YrSHxWLvoaPGaPjx8zYwTYUdG911fp6dO3ca94ODw2DFixc3RisFB6ex8A8wo63HP8AMXk8i5eiOFxzgmn9HK8O/nEjv+frrr5eDBw/KpZdeKuecc44kk9Y10m3btm3iRPqDpHWNUvLmtc3li1vayoWRRiZt3C3931wqHZ+fLZOX/C6HjjAyCQAAuyK+JL60ks6beF/3ejJ/aAdjREnwxU/Tjn3/ybMzV0vLp74xRiJs+Ttyj3IAAJDzxty1a9ca0+eE8+uvv2bej3fktn+DsX858a4nkXI0tjNj2uBy9uzZI9u3Z5/X16Rx1969e2N6z+vWrZOOHTvKrl27jI6t7733npx99tmSzGt1bqbXEycvCYy/e59eSUoVypuUQUZXtqgS8NjnP/0hf+09lOOyYY2jx47LmDnrAh5rcnIxI7tWIs4/raI0rFQ04DHtBHz4KKPd3WLs7PXZUn8Pbl9dujWInuVDpyA4t2Hgcss3/yMf/Bi94xacS78D3g06L6k65QrLg+fWk1cuayw3d6hhZNjwpw30j01dJY9Pi2/wCtLQ6K69Ik2xpDAyA8hYUiMluh7/IDV4PckuJxnv+e2335Yvv/zSGNX0/PPPS7Jp4B7p1rx5c3G6uuWLyIiLG8ncu9vLdWdWCzsySXsADv1oRebIpH8ORp8XCwAApBfxJfGlHejcnNe3qy5zh3QwRhbULpuVKtbfwcPHjBFP7Z79Tm5+d5n8vJU0oAAAJFubNm2M/3UU+w8//BB2Of+U5q1bt45rHVWrVpUKFSpkKyeUOXPmGP9XrFhRTjnllJB1jVaONqSvWbMmbF1jLSfW96wdI7UjpjbSn3jiiTJx4kQ5//zzJZn8M0CZn6WbzFy5Xfb8G5jlSKfCTJZLm58seXNnXcbXEfVvL2Yks1NN/WmbbN79b8Bjd3aqnXDnlBNPPEHu6xbYsebPvf/Jp8vdmVXCazbvPiivzFob8Fjjk4vJ7R0DMxyEo/vV070aStVSgR24npnxa7bvLbjDlyu3y/AvM+IIf3d2qmUMUr22TVU5t2EFub1TbfnuzrOka/3AjIo6JUGHOmXSWGN3SelId1OePHmiLm+mtfz3339Tth7/1JnB60l2OTl9z9qz9PbbbzfuP/nkk1K2bNmo5SG88kXzy73d6sqCezrIvd3qSLkigXPdmHbuzxiZ1Oqpb+Xhz1YaJzUAAGAPxJfEl3aiKUMvOr2SzLi1rbx+TTNpVT0jvW2wY8d98tn//pBzX54nl41bJN+t/otUbQAAJMkFF1yQef/1118Puczx48flzTffNO4XK1ZM2rdvH9c6tMHCbITWEeiLFi0KuZw+bo5Q1+WDG9Bq1aqVOeJ8ypQpRuahUN54443M+z179sz2vM65ro3jkd6zfzm6rL4mlL/++stocN+4caPx9+jRo+Wyyy6TZBszZkzm/Xbt2onbTFkaOJpQ48LgBq6cKFkor1zQKHAU9JTvNxtxJpxFU3qP+i5wlHujysWkZZjfErE6o1pJOaNqiYDHxs1dTwpxF9BRx//5ZS3QhL6PnV8/21ztkRTMm1se6pGVbUXt3H9YXvg6e8MsnE0zItz23vKAx3RXGXl5E7mxQ81ssYnuG69e1kRuPadm5mMPdK9rZJKGzRrddV4l0+HD0UcN//fff8b/+fPnT9l6zHWEWk+yy8npe77jjjtkx44dxmggTQGaCpp2NNJtyZIl4jZF8p0k151Z3ZiT87nepxnpNMKNTHpjwUZp9+wsuXHSj7JiCyOTAACwGvEl8aUd6Y/W9rXLyKQBLeTzG9tIj9MqhL0AsmDdLrn69e+lywtz5YMftpDyEQCAHNK4pm3btsb98ePHy8KFC7Mt89xzz8kvv2SkSb3lllvkpJMC50z+7rvvjPO53q6++uqQ67n11lslV65cxv2bbropWwdH/VsfV5qeXZcP5c477zT+3717twwZMiRkmvdhw4YZ92vUqBGy0b1cuXJy+eWXG/dnzpwpH3zwQbZl3n//feM5deWVVxqvCfbPP/9I586dZfXq1cbfmgVpwIABEo8VK1YYqf0jGTt2rLz22muZdQ/1npzs910HZf7aXQGPXdwsawqqZAmeH3773kOyYF3G1Ftwjm9//UtW/5mVEU0Nbl8jKVMwDGwXmF1hzZ/75bs1f+W4XFjnf5v/kS9X/RnwmE43Ub9i4HQCsTirdhk5p25gx/s3F24yvsPgDtq5/76PV8iBw4FTKN/TtW7EqQg0W8at59SS0Vc0kWtan5LtfIP4hM61nQSFC2c1ZsaS0lPTQMWaNjPR9ZjrCLWe4HL8L5LGW472VM3Je/7222+NVE4azGsPU7P3arLFMi+om0cm9Tq9klzYpKLM+W2njJ2zLluArLQzoKb80VvLaiXlunbV5KxapV0/FxUAAHZEfEl8aXcNKhWVly9tLEM61zZSy7/3/WajM2cwvdB25/v/k+EzVxs/ai8942SjcygAAIjfiy++aKRP14bvTp06yb333muMZte/J0+ebDT6miPNtRNiIvS1d911lzz11FOydOlSY3133323VK9e3Wgof/rpp2XZsmXGsrpczZpZI8b89e3bVyZMmCDz58+XV1991Uglrw3dxYsXNzonPvbYY8Y87BqrvfTSS0YDfihPPPGEzJgxw+hQeemllxp1Ovfcc43npk6danQ0UKVLl5bHH388ZEfN7t27y/LlGaPhtBFfR7z//PPPEacx0lT7/jSlf//+/Y3Pu2vXrtKgQQMpWbKkHD161Bj1/8477xhTGymNQ3VbBM9R73Tv/7A521REnU/N3skhp+pVKCL1yheRVdv2Zj724Q9bpG3N0klfF1Jn4sKMrBKmWmULydlJSuN8Vq0yUrNMIfntr6zfjaNnr5cOdchw5lQvf/tbwN8lC+YxUoInSufynvPbjszO35otY9TsdTLswgY5rius9/GyrUZHf3/a/tW/beC5O5wu9csbN9i00V0vKmqQpWksdW6gSP7+++/MC4Q612OiF/airUdH15iC1xNcTqlSpaKWow2vwRcW9e8///wzal38ywmuiwbqqmnTpkZdAJ4qAADC6ElEQVRvU7PHqb8NGzZk3v/888+NIFpdcsklUdeLLLoN29Uqbdx0ns2xc9bLtBXbQqZnWrh+l3HTYGhA22pyfqOKRuM9AABID+JL4kunqFyigDzU41S55eya8s7i3+X1+RuNaYyC6QilYV/8Ki9/u1YubV5ZrmldVSoUiy8zAwAAXte4cWN577335IorrjAarLXRPVSj+bRp0wI6RcZLG7o1Hbs2mmsDe6gYqV+/fiEbuU3a8PzJJ59It27d5Pvvv5cPP/zQuAVPF/TKK68YjdjhaKyn8Zqm19eGe431zHjPpKPKdV2hOkXq/O0LFizI/Fsbx/UWiaaF16wAwY4dOyZff/21cQtHY3jNRNCjRw9xE71++P7SwBi9Z+OKku+kjKwIyaZTGz06dVXm3zNWbpd9h45IYTpvOoKOKJ77W2B2As3IqqNMk0HLGXBmNRnywU+Zjy3ZsFtWb98ntcNke4V9rfxjj3z9S2CmguvOrGZ07EnUySULyFUtqshr8zYEdN65+ewaxvS8cK6/DxyWx6dlZPUxVSyWXx6/oD4DSN3S6K7q1asnc+fONdIMaQ/HcL0zzfmOlDm3UTzrCFVOvOsJLqdRo0ZRy9EAN7h3ppajvTz37NljBL2h0jeZwa3+EAhVFzMt6OLFi43eqtHcfPPNmfe5KJo4Tcvyko5M6lJbJszbKJO//z3kyCRNzXPXBz/J8C9Xy9WtqsplZ5yco5MdAACIHfEl8aWTFCuQx0gX2a9NVfl0+Vajg+e6HVlZDUz7/zsq4+ZuMBrnNT29dvDU0UwAACA22pj7008/GaPetXFdOyvmyZPHSNHeu3dvufHGG6VAgQI5WoeOPteG4169ehkjtrXRfOfOnUbHymbNmsnAgQMjNpSbdHlt8B43bpxMmjTJSH2vnUUrVKggZ599tpEC/9RTT41azhlnnGGkd9f3rI3r5rzsOhpd55TXFPfa2J1K2nnATOuvHRG0o6h2kNUUtyVKlJDTTjtNunTpYqTtL1LEfbHN4vW7jE6UqU4tbzq/UQV5cvovcvT/BwsdOnJcpq/YJhc3Ozll60TyvPv97wF/6/XkcxuWT/o+8uzM1bJjX1aHX82+9WDQfN6wv1e+DZy6o3iBk+SKFlVyXK52zHhz0abM0e6Hjx03fqdqp3E41/Nfr5HdBwKnJHzkvFOlQJ6UNgEjhJQO023Tpo3xvwaOeqEwnNmzZ2fe1/RM8dBAUoPS4HJCmTNnjvF/xYoV5ZRTTglZ12jl6IXONWvWhK1rrOXk5D0jtSoVL2AEIguHnm00wJcunDfkcn/u/U+envGrtBr2jTw+dZVs/SdwPi8AAJB8xJfEl06ko530YuhXt7WT165qKs2rlgi5nF5A1ZRw3V6aK1eOXyzzfttpXLQGAADRValSRUaMGGFk9NFYUTMfacO4zp0eqcH9rLPOMs63envjjTdiamjWRu6tW7caHRv1f/07lgZ3k3YcveGGG4zOpNpwr6nwNU29NubH0uDu34CvKem18X3fvn3GTTsf6GORGtw1bjXfc6y3UKPcy5QpI9dee63RgUBT3GvWJZ0WSd+Pfi7Tp083OnO6scFdTV2xLeBvTf9et3zq3mvJQnmNeZn9ffjD1pStD8mjDZzvL92cLe1zsrMi5M2dS3qfHpjd4qNlW+S/o9kHlsG+1v61X774eXvAY9qRu2DenDegli2ST/o0DdxH3l3ye8jMbHAGbZfSbeiv86ll5Zx6TC3hukZ3TXFkev3110Muc/z4cXnzzTeN+8WKFTPmAIqHpkbQ3pvmCKFFixaFXE4fN0cQ6fLBKRU0zZQ5ImjKlClGgBiKf/Dds2fPbM+fd955mXNkhnvP/uXosvoafxrERgt0dQ4o/1Sg5uNInqIFTpJBZ9WQeXe3l2d6NZQaZULPB3vg8DEjJUu7Z2bJrZOXGalfAABAahBfEl86maZ81B++Uwa2lI8HtZJuDcpJuGySmnryivGLpftL8+STZVvlyLGMkQgAAACw3tFjx2VGUKPYuaelfi7c/2PvTsCiKts+gP9ll1XFXVzAfd8XQBTQcikrW6xss9Q228uteqv3rV61sszUNrN9sfLVMjNLBZRFEPd931AUEQUE2f2u+/gNzjlzBgRhmOX/u665nBkO5zwzjvLw3M9933dqAqpJRzOQmslEIGv3z+4zSL+ozkK9r3/1VCgY00ddbeFCbiH+3nWmWq5F1eO7DcdUj309XPBgiHqT//V4bFBruBj9IipVM35MVAdtyXbMjzqIwuKrazduzk54jZUL7DPo3q9fP4SFhSn3DaWGtGbPnq2UURJSPsnV1dVkgVAWMOUmpYj0SLkk6Ykknn76aWU3pTF5LM8bdpLK8Xpeeukl5c+MjAxlF6yW7DidMWOGcl/KU+ktikq5z/vuu0+5v2rVKvz6668mx/zyyy/K18QDDzxgtkQoWQfZITimb3P8/dwgLBrXB/3LyExatvWUsjB6/8JErNt/lgvVREREVYzzS84v7UXPFnWx4L7eiHopHA8Gt4SHq/6vZrtTs/Dc4q3KBs+F6w8rpeiJiIiIqGbFHzpnUsr35q5XqmVVp8gODZUAnDFt8J+sj7QxNdavVT20aVg9fdZb1fdCcJC60oWUmCfbkFtQpPRZNza2f0v4elRde9vm9Txxa49mquckU7r4/1tXkO04kZFrUkVD2iFLP3eyw6C7kL5CtWvXVnpu3njjjcqiomQFRUVFKb2ODIuPkgn04osvVuoa8r2TJ09W7kspIymnuXjxYuW+/CmP5b6Q49q2bat7HsnuMZTinD9/Pu68805l8TIpKQnz5s1DSEiI0idTsofmzp1rtofo22+/jQYNGij3pWfmtGnTEBsbq9zk/tixY5WvyTFvvfVWpV4z1UxmUmSHRlj8WDB+mxSKm7o1MZuZFHswHQ8uSsLIubFYuiWFmUlERERViPNLzi/tSUt/L/zn1i6InzYEL9zQDv5ebrrHncrMw1sr9iB4xhrMXLkXZzT9Q4mIiIjIclZsV5eW7x7ghxb+5tsYVBU3Fyfc0Em9wXblDgbdrVladh7iDqarnru3vzobvard06+5yVq1BOfI+v229RSyjTZaS0G96qiK8FBIS5PfN9fuTavy61D1WhCtznJ3d3HCE+Gta3RMju76m0CUo2fPnsrC5P33368sKL788su6i5orVqyAj0/ld3fJQmRaWhoWLVqELVu24J577jE5Zvz48WUuQko2k/Rgkt5M0vNpyZIlys2Yu7u7skBaVp+m5s2bY/ny5Ur5U+nROWvWLOVmTLKP5FoBAeqSQGQbujevg/lje+H4uVwsijui7Ba8VGjaG2dPahaeX7wN7/y1D4+EBioTHp8q3JVGRETkiDi/5PzSHtXzcsMzQ9ri0UFBWLI5BQvXH8GR9ByT47LzivBJzCF8EXtYyU6Q49s1qp4sGSIiIiLS78/91y5Naflu1Z/lbiAtimS+aLDxWAbSsvLQ0NfDYmOgim3QME4g9nRzxvDO1duKYFjnxvCr7YrMS4Wlz/2+7RQmRbSp1uvS9ZGqud8mqEvLR7ZvqGSmV7VuAXXQLcAP21MyVWXtb2AfcJuRfjEfSzadNMlyb8SfBfad6S5GjRqF7du34/nnn1cWQD09PZX+mn369FEWC2URU8ppXg/JDpISo7K4Kj01mzZtCjc3N+VPefznn39i4cKFpf0wzalfvz7i4+OxYMECDBw4EP7+/vDw8EBQUBAmTpyITZs2YcKECeWOp3///tixYwdeffVVdOnSBd7e3sqta9euynM7d+5UjiHbJjtY37ilM+KnReLFG9qhvrd+ZlJqZh7e/nMPQmasxYyVe3A6k5lJRERE14PzS84v7ZWHqzPu698Sa14YjE8f6I3eLevqHie72X/dlIIbP1iHh79MQvyhdLY2IiIiIrIAmXcZBzPFyG7V38/dYGDb+vB2v5pLJ1PAVZpNAGRdmcvagHhttyutzKrzd4pR3dWfyeXb1OMg67P5+AWlvZix+4PVGelV6f7+6nPH7D+LY+dMN36Tdfox8TgKjCosSyWUJwYzy72m1brMlRkyIyUlRcmqEidOnGDW1DXIKyzG0i0n8fm6wzisk5lk4OpcC7d0b4aJgwLRobGvRcdIRES2jT+fyZbx81s5m45l4LN1h/H37jPKoqo5XZv5KZnvI7o0houzRfZXExGRneDPaLJllv78vrJ0B75PvNqju2eLOlj65JWWUpby3E9bsMwomCs9vH98dIBFx0Dlkyqpg96NUj335cN9EdG+YbVfO+lIBsZ8mqB67u/nB7FKlhWb+ut2LDbqz92inieiXwpX2t5Wh0sFxej/39XIyrtazv7xwa0xbUSHarkeVR1pZxw6cy3SsvNLn7urdwDevas7rEmKA84vuRJDVMW7CO/t1wKrXxiMzx7ojT5lZCZJGajhc9bjoUVJiD/IzCQiIiIi0te7ZT18+kAfJftdysXJDnY9O05m4ukftyD8vWh8GXcEOUa9AImIiIjo+sn63Zo9aSaZy5Y2oqs6iznxyDml1DBZl9+3nTRpKTWwTX2LXFvWpRtrykwz2926k/n+3JGqek5a1VZXwF1IxYU7e18JiBos23ISxcb9EMgqrdx5WhVwFw+FtKqx8dBVDLoTVQP5YXhj58b49YkQLHkiBMM7N0YtMz8fpWzL2IWJGDUvFr9tPYkio5IgREREREQGQQ288d/RXZXWRtL/va6nq+5xKecv4d/LdyNk5lq8t2of0rLZ2oiIiIioKuw6lYXTWeq51dCOlu+BPLhdA6U3uIHEyKL2qjcDkPWVlr+paxO4WqgilaxP36xpeyBBdyZ+WafVe84g22jTtMQSRvdsVu3XHdNXnXks/78lHj5X7del6/NV3BHV476t6qJLM78aGw9dxaA7UTWTPpyfPNAba18Mx/0DWsDdTGbSzpNZePanrRj8bjQWxTIziYiIiIj01fd2xws3tEP8tCH4z62dlbKDeqTX6Lyogxg4MwrTlmzHwbSLFh8rERERkT35Z/cZ1eNW/p5o3cCrRqptDmrbQPXcWgbdrcrBtGwc0My/b+3R1KJjGNVdfb2j53KVNWiyPks3q6siSMuIJn61q/260vq2Q2N1ywFpn0vWa/epLGw+fkH13LiQwBobD6kx6E5kIYH1vfDWbVcyk54tIzPp5IVL+M8fuxE8Yw3e+Wsv0jS7Z4mIiIiIDOUAHwxuhaiXwrHgvl7o3ryO7nEFxSX4aeMJDH0/BhO+3qj0d2SGCxEREVHlslG1We61zJW3rGaRHdV9wdcfSEdBEStoWotVu9SfFSn13quFfivS6tItwM9kg+4f21li3tqcu5ivVMM1Zoksd4PbezUzKV0u/d7JOv26KcXk/5YbO1u+4grpY9CdyML8vd3x/P9nJr15Wxe09NfPTMrKK8KC6EMYOCsKU37dpuyOJCIiIiLScnaqhZFdm2DZkyFY/OgADNUswBpbvScNYz5NwOgF8UrPQPbrIyIiIro2qZmXlPLyxobUQGl5g4j26jnfxfwibDyaUWPjIbW/d51WPZagWHX259YjG0K0Jeb/3n2GG3CtjJT9LzL6vczD1Qkjuqr/3qrTrT2aqVrjyv8l2g1GZB1kY9WyrepKBHf2DrBY2woqH/8miGowM+mBAS2VsvMf39cLPcrITPo5OQVD31+H8V9txIbD5zgxIiIiIiLdRbX+Qf5Y+FBfrH5hEO7u0xxuZn753nriAp78fjMiZ0fj24SjzGQgIiIiKodsXjTmV9sVfVpZNnPZWAMfd5NKR2s0Y6Sa26CxLSVT9dyNnRrXyFiGdVZf90h6Dg6dZdspa7J8e6rJZ8Xb3cVi12/k64HQ1vVVz7HEvHWK3peGjJwC1XN39A6osfGQKQbdiawgM0l2ri19MgS/PB6slKUyZ83eNNzz2QbcNj8OK7YzM4mIiIiI9LVp6INZd3ZD7LQITIpoDV8P/UWbY+dy8a/fdiFk5hq8/89+pbQhEREREZmK1vRMD2/foMazC4d0UGe7r9nLLGZr8M9udZawzMX7B9WrkbF0beanlJ/WZruTdTidmYdNx86rnrutZ1OLj0Nbzn79gbPIvFRo8XFQxUrL925ZV2lrTNaDQXciK8pM6tuqHhY+1AerXxiMe/s1h5uL/j9R2Sk56YfNCH8vCl/HH0VuQZHFx0tERERE1q+hjwcmD+uAhOlD8PqoTmhWp7bucedzCzF3zQGEzFyLV5buUDJgiIiIiOhqSd+Ew+fKLO9eEyI1QXfZUHmY87ga97emn7u0IaipDRpS0n5op4ZlbgqgmrNK04bAx90FoW3UWeeWIO0PjKukFRZfxtq9/JxYE9kgv1az+UtKy5N1YdCdyAq1aeiNGbd3Q9zUSDwd2UYpV6XnRMYlvP67ZCatxft/70M6M5OIiIiISIeXuwseDg1EzORwzL23J7o089U9Lr+oBN8nHlfKzj/2bbJJ1gURERGRI5I5Ua6mHc/AtpYPjGl1buqLRr7uqueiNEEZsqzM3EKlPaixGzuZr2xqCTdoSttvOX4BaVl5NTYeumrlTnVp+aGdGsHdxdni4/DxcEWY5v+0lTvUGwKoZv2xPRVFRpWP3V2ccFO3JjU6JjLFoDuRFZPeTC/e2B4J0yPxxqhOCKirn5l0QTKT1h5Ugu/T/7cDh9mXh4iIiIh0uDg74ZbuTbH8qYH4YWJ/pSyqHqlKumrXGdzxcbxykwyMErY2IiIiIge17sBZ1WPZwFjfWx3srqnKmdqM+3UH0mtsPARE709TBcakkumgdvpzbksJDvJXMqiNrd7DzRk1TRLoko5kqJ4b3kW9QcKStNeO2X8WOfmssGstpN2wsWGdG8PXQz9Zk2oOg+5ENsDTzQXjQgMR/VI45o3tiW4BfmZLXf2YdBxD3o/Bo98kI/mo+oc2EREREZFhgTakdX189XA/rHpukFKWztW5ltnMrse+3YSh78fgh8TjyCtUZ3kRERER2bt1+9VB90FtazaIakwb0E08fI7ztRoUs0/9WQlt7a9UnapJEvgfrNls+89uZjFbQxsC433Nnm7OGFyDGzRu6NQILk61VFXQovZxc4Y1OJ2Zh43H1LGeUd2b1th4yDwG3YlsLDPp5m5N8dukUPw4cQAiyshM+nv3Gdz5SQJuXxCHv3aeRjEzk4iIiIhIR/vGPnjvru5YPyUSjw0OMsmCMZD+oC8v3YHQmWuV/u/ncwosPlYiIiIiSzubnY9dp7JUz9V05rKxkNb+MIqTKYEytgiqGVIZSrKDjUV0UFciqMmAqrH4Q9ycYW2l5aVqhYer5UvLG9TxdENwa3/Vcyt3cnOGNfhzR6oS8zGQ39kHtav5FidkikF3IhvNTJIfgF8+3A9/Pz8Id5WRmbT5+AU8/t2VzKTvNhzjZIqIiIiIdDX288D0ER0RPz0Sr97UEU39PHSPO5dTgPf/2Y/gmWvw2m87cfxcrsXHSkRERGQpsQfVQVQvN2f0alEX1kICZd0C6pRZDp8sY8fJTGWubCy8nXUE3SWDWrs5Q9t7niwnK68QCYfU7/+IrjVXWr50DF3UPcKj9qYxnmAFVuxQb9C4oXMjuLvU3AYNMo9BdyIb166RD969qztip0biifDW8PHQz0w6kp6DV5ftVPq+z1m9HxnMTCIiIiIiHT4erpgQFoSYKRH44O7u6NjEV/e4vMISfJNwDOHvRWHS95ux9cQFi4+ViIiIqLqt36/ukS6JMFKu25qEta1f5pjJMqI1peWDGnihhb8nrGVzRk/NZhHteMly5N9okVFlWjdnJ4S3r/kNGjd2bqTanJFbUIwEbs6oUacuXDKpXnJzN/XmCLIe1jU7IKJKa+TrganDOyBh+pAyM5Mk2D5n9QGEzFyDfy3biWPnciw+ViIiIiKyfq7OThjdMwB/PjMQ347vZ7KYayBrRbLz/rb5cRjzaQLW7DmjlNYkIiIisnWXL19G7MF0qy0tbxCm6TG/OzVLKYtPlqXtf20tWe4G4ZrPrrYUPlnOmr1nVI8HtPaHt5k2X5ZU39vdpJKH/H5HNVta3pivhwsGtrG+n0N0BYPuRHZGfjgbMpM+vKcHOpWRmfTtBslMisYT323CluPs9URERERE+q2NZCH32/H98eczYRjdsxlcjNMfjCQdycD4r5Nx45x1WLzxOPKLWIqQiIiIbNehszlI0wSvQ9tYXx/dni3qKGXvjcUfYra7JUmi07YUdeWniA7WFRjTZlJLZVQmZFleccllkyoDQzpYzwaNyI7qsazdk6ZsQKKa8dfO06rHwzo3trpqK3QV/2aI7Dgz6dYezbDimYH4bnx/s7tw5eflyp2nMXpBPMZ8koB/djMziYiIiIj0dWrqiw/u7oF1UyIwYWCgyeKuwcG0i5i6ZAcGzorC/KiDyMwttPhYiYiIiK5XgiZw3djXA0H1vWCN64DBrdWbAdaxxLxFrdt/VllnNajt6ox+gfVgTTo39UV9bzfVcywxb3nSlkvb+jXSioLuQzs2Uj0+lZmHPanZNTYeR5Z+MR+bNMmSI7o2rrHxUPkYdCdygMykgW3r45tH+mHls2G4vazMpKMZmPhNMm74IAY/JR1HXiEzk4iIiIjIVNM6tfHqzZ0QP30Ipo3ogEa+7rrHSVnTd1ftQ/DMNfj38l1IOZ9r8bESERERVVb8IXUv45DW/spamzXStgKSDQPMTrWcdQfOmnxW3F30N6jWFCenWiaJWdGakvhU/bTl2ts18kbzep6wFm0beiOgbm3Vc2s15fDJMq5UGbj62NPNGSGaDVZkXRh0J3IgHZv44v3/z0x6dFCQ2T4xUjpr2v+uZCbNW3sAF3LVO++IiIiIiIRfbVc8Prg11k+JxHt3dUf7Rj66x+UWFOPLuKMY/G40nv5xC3aezLT4WImIiIgqQipBbjisDroHt/aHtZIgrzY79XgGNzxagmxuiDuoriwwuL11lZY3V2I+4fA5Jl5Z2Nq96o0OQzSZ5TVNNhZpy92v0YyZLOPv3erNDoPbNYCHq3Vt5iE1Bt2JHDQz6eWRHRE/PRIvj+yglMYyV77kvb/3I3jGWrzx+y6c4ESdiIiIiHRIT7k7ewfgr+fC8OXDfU0WfY37Fy7fdgo3fxSLsZ9vQNQ+9gckIiIi67T3dDbOa1rkWHPQvU1Db9T3VlcfStBk6lP1OHT2Is5k5aueC21jndmog9rWh3GxhrzCEmzWlK+m6nPywiXl/xZr7edubiOAlMSXWAFZzqWCYsQeVFfQuKGTdW3QIFMMuhM5MF8PVzw6qLWS+T77ru7o0Fg/M+lSYTG+ipfMpCg89cNm7EhhZhIRERER6WdFRLRviB8mDsDypwZiVPemcDbT2kjKtT785UYMn7Mev25KQUFRicXHS0RERGROvKafe4t6ngioaz0loPXmYdpNAdry+FQ91h9Qf1aa+HkgqL4XrFEdTzd0beanek6bpU/VZ91+dRC1jqcreraoC2vTP6gevNyuZlTLPunofeqxU/Vaf+CssinGQH6vjrTCDRqkxqA7ESmZSXf0DlB6vn/9SD+EttHftVtyGfhjeypGzYvFPZ8lIGpvmlJqi4iIiIhIq2uAHz66tyeiXwrHw6GtlP5zevadycZLv2xD2Dtr8UnMIWTlqTPKiIiIiGqCNkvcXCUfaxIc5G9SOpxVhaqfNmg9sI1kk+tvPLUGMj5jsZpNA2S5oHtY2wZmNynXJHcXZ5NqDdqxU/X6R1Navm+rusqmGbJuDLoTUSmZDEpfkO8nDMAfTw/ELWVkJm04nIGHv9qIYXPW4efkE8gvYu8fIiIiIjLVvJ4nXh/VGfHTIjF5WHuTsqcGUpJz5sq9CJmxFm/9sRunLlyy+FiJiIiIRFFxCRKPZNhMaXlzYzybnY9DZ3NqbDyOoLC4RFknNTawrXWWljcXdN9+MhOZmlYKVD3/r8RqNmhIuX9rNbh9A9VjGTsT8CxD3mdpxWbshk6Na2w8dO0YdCciXV2a+WHuvT0RMzkcj4QGms1MOpB2EVN+3Y6wWVH4OPoQMi9xgkZEREREpmRX/qSINoidGoFZd3RF6wb6JTcv5hdhYewRDHonCs8v3ordp7IsPlYiIiJybDtPZSlzElsLurfy91RKm2uz3an6bDtxweSzEtLaegOpolfLunB3uRoakmIICYeZ7V7dtqVcQHZekUmmu7UapBlbRk4Bdp5i21lLkPc5/WKB6rmhHVla3hYw6E5EZZJeVa+N6oSEaUMwZXh7NPDRz0xKy87HrL8kM2kN/rN8N1LO51p8rERERERk/TxcnXF33xb45/nBWPhgH/QLrKd7XFHJZSzdchIj567HA18kKuUMWR6ViIiILOFERq6qn3Hbht5o6KMOZlttX3dNifkN7OterbSZyx0a+5hdP7Wm+bh2Dq59HVT1Yvar3+P2jXzQWLNJxtoqlgXVV2+UjmFfd4uI2qt+n4MaeKGlv/6mdbIuLjU9ACKyDX6erngyvA3GDwzEb1tO4bP1h3Ew7aLJcTkFxVgUdwRfJxzFyK5N8GhYkNLPk4iIiIjImJNTLQzt1Ei5bTl+Hp+vP4y/dp6GXsXC9QfSlZssYk4MC8Ko7k3hZpSdQ0RERFSVZK4xvEtjbE/JRMKhdPh4uMJWDGjtj/9tOVn6eMP/93W35h7jtiz+4LkyS7dbK+nXLfNrA/Z1r37anuiD2ln/Z2VQuwY4nH61RcW6A2fx9JC2NTomR6AtLR/RnlnutoKrFERUIe4uzhjTtzn+fm4QFo3rg/5mMpOKSy5j+bZTGDUvFvd+tgFRe9PY84WIiIiIdPVsURcL7uuNqJfC8WBwS3i46v+quvd0Nl78ZRvC3lmLT2LY2oiIiIiqj6uzE3q3rIunItvioZBWsBXaTPdzOQWqoBlVnbzCYmw9ccEkmG0LtJsDjp7LVSo8UPW4kFuA7SkXTALa1m6wZoybj19AVh5/B6tOUsZfWhEYC29v/Z8VuoJBdyKqdGZSZIdGWPxYMH6bFIqbuzWBk5kNs9I76uGvNmLYnHX4eeMJ5BcVW3q4RERERGQDpGTef27tgvhpQ/DCDe3g7+Wme9yZrHzMXLkXoTPX4q0/duPkhUsWHysRERGRNQqoWxuNfdUlqzceyaix8dizLccvoKC4pPSxrI32aVUXtqBTE1/U9VRXcJCqCFQ94g6eU1X0kk3GfVvpJ7NZk/5B9eDm7KRKtItnK4JqdaWt2tXHtXXaQZD1YtCdiK5b9+Z1MG9sL8RMjsC4kFbwNOp5ZexA2kVMWbIdA2dFYX7UQWWHHxERERGRVj0vNzwzpC3ipkVixu1dlR52ei7mF2Fh7BEMeicKz/60BTtPZlp8rERERETWRMrI99UEaJKOMuheHRKPqIPUnZv62UwrAkmo6h+oroqQyM0Z1SbukDpQ3S/QHx6u+mvo1sTTzQV9A9UbSdaxFYFFS8uHtvFXqg+TbWDQnYiqTPN6nnjjls6InxaJycPao4GPu+5xZ7Pz8e6qfQiZuRZv/L6LpYuIiIiISJcsRN3brwVWPz8YCx/sY3aHv2Rc/Lb1FG7+KBZjP9+gLFRI71IiIiIiR9RXk22dfPR8jY3FniUeVgepzbXhtOYs5rI2EVDV2XBI/d6GtlZveLBmYW0blPlaqOrI77WS6W4snP3cbQqD7kRU5ep4umFSRBvETo3AO3d2Q9uG3rrH5RYU46v4oxj8bhQm/bAZ2zQ9kIiIiIiIDJk4Qzs1ws+PBWPpkyG4qav51kbxh87h4S+vtDb6JZmtjYiIiMjxaMtWH8/IxZmsvBobjz2SOebm4+rNDP2DbCeQKgZoxnsi4xLbNlWD05l5OJyeo3oupHV92IpQzVjltaRm8nNSHXadysT53ELVc+znblsYdCeiaiNlT8b0aY5Vzw3Cl+P6ItjMxFP62azYnopb58dhzKcJWLPnDEqMm9wQEREREf2/ni3qYv59vRD90pXWRtLjTs/+Mxcx+dftCJsVhQXRB5GpWbwgIiIislftGvnAx8NF9VwSS4dXqe0pmcgvutrPvVYt0woD1q59Ix/U0fR1T2Rf9yqXcFhdjt3XwwWdmvrCVshYZczGEpjtXi1iD6o/K9JmLaCuZ42NhyqOQXciskhmUkSHhvjx0QFY/tRA3NK9KZzNpCbJLwDjv07GDR/E4Kek48grZGYSEREREZlq4X+ltVHC9Ei8dGM71PfWb22Ulp2Pd/7ah+CZa/Dv5WxtRERERPZP1t36tNSWmGfQvSppNzFcCWC7wdbWbLVVEbQl8+n6aQPUUhHB3Nq4NZKxaqsiSHUxqnpxmqB7WBvbqYhAVzDoTkQW1TXAD3Pv7YmYyeEYPzAQXm76mUmHzuZg2v92YOCstfhozQGczymw+FiJiIiIyPrJ4uZTkW2V1kaz7uiKNmW0Nvoy7kpro6d+2IztKWxtRERERParr6a/eBL7ulepDZqMcG1Q0lZo+9Czr3vV0waozVWDtWYhmh70spHg8mVWqq1Kkny4UfP/dCiD7jaHQXciqhFSFuVfN3dC/PQhmDq8Axr66GcmpV8swOx/9iuZSa/9thPHzqn73xARERERCQ9XZ9zdtwX+fm4QFo3rgwFB6gVEA+li9Mf2VNwyLw73fJaAtXvZ2oiIiIjsjzaDee/pLGTlsd1OVSgsLsGmY+fLDF7bCu1mgaPncpUe5FQ1pMpWynl1//OQNjYYdNcEf09euITjrCBWpZKPnkeBUcsKKYYwQLPZgawfg+5EVKP8arviifDWiJ0aiffu6q6UYtKTV1iCbxKOIeK9aDz5/SZsOc7duURERESkXyYzskMj/PRoMH5/KhQ3d2uiLFjo2XA4A498lYwb56zD4o3HkV/E1kZERERkH7oF+MHN5eryvySlagPFVDk7T2YqVZSM9bPRoHvHJr7w0fTrZrZ79ZWWr+flhnYN9de/rVnbht6o761un8AS89Xbz7178zrw9XCtsfFQ5TDoTkRWQX4JuLN3AP56LgxfP9IPoWZ2/EkS0p87TmP0gnjc9Uk8/t51mplJRERERKSrW0AdzBvbCzGTI/BwaCt4mmltdDDtIqYu2YHQmVGYH3UQF3LZ2oiIiIhsm7uLM7oH+Kme26jpQ06Vk6h5HyUg6e+tX8XTFvp199NURZCNqVQ1EkzaENRTNgnbmlq1aiG4tTrbnUH36u3nPpCl5W0Sg+5EZHU/wAe3a4DvJwzAH08PxG09miqTPz3S4+TRbzdh6Psx+D7xmNL3hIiIiIhIq3k9T7w+qjMSpg3BlOHty2htlI93V+1D8Iy1eOP3XTh+jiUTiYiIyH5KzEv5Yrp+iZpAan8zbY1stcQ8M92rhvQ8jz+kDqRqA9e23dc9nX3dq8j5nALsPJWpeo793G0Tg+5EZLW6NPPDnHt6Yv2UCEwMC4S3u7rUkcHh9By8snQnQmeuxYerDyAjh5lJRERERGTKz9MVT4a3wfqpEXj3zm5o18hb97hLhcX4Kv4owt+LwqTvN2PriQsWHysRERFRVQfdt6ZcYDud61Rcctlk80L/QNvuu6zdNHD4bA7SstnX/XodSc/Bmax81XPBmg0OtiRUs2Eg/WIBDqRdrLHx2FtFBOP9C7VdndGzRZ2aHBJVEoPuRGT1mtapjVdu6oT46ZF4eWQHNPb10D3uXE4BPli9HyEz1+DVZTuUiQ0RERERkV651bv6NMeq5wbhy4f7mmRtGEgXoxU7UnHb/DiM+SQBq3efYWsjIiIishm9WtZFLaMCkgVFJdiRos6mpIrZfSoL2flFquf622g/d4NOTXxNkp0SWWK+ykvLS7Wt1g28YKua16uNZnVqq56L15REp6rp594vsJ7yOyvZHgbdichm+Hq44tFBrbFuSgTeH9MdHRr76B6XV1iC7zYcR+TsaDz2bTI2HeMkkYiIiIj0WxtFtG+IHyZeaW10axmtjZKOZmDCN8kY+kEMfkw6ztZGREREZPX8aruifSMfkzkNVZ629HpgfS80NJMgZCtcnJ3Qt1Vd1XMsMX/9tD3Pg1v7K79/2CoZu3azchz7ulcJ9nO3Hwy6E5HNcXNxwu29ArDy2TB8O74fwtrq/xCSkiyrdp3BHR8n4PYFcfhr52mlBBQRERERkV5row/v6als8JwwMBBebvqZBVJuc/r/dmDgrLWYu4atjYiIiMi6ScaksY1HGHS/Hhs0GeC2nuVu0F/b152Z7tdFep1v0ASkzVXXsiUhbdSvYcPhc1xvv04nMnJx7Fyu6jn2c7ddDLoTkU3vrgtr2wDfju+vBOBv79UMLmYykzYfv4DHv9uEIbOj8e2GY7hUwMwkIiIiIjIlJRNfvVlaGw3BtBEd0MjXXfc46WH4/j9XWhv9a9lOHDvH1kZERERk/X3dk4+dZ7ucSpL3baOmUoC2H7qt0m4ekF7d6RfV/cjp2u0/c1FphWosOMj2A6na15CdV4Rdp9iyoiqz3P293MxW+CXrx6A7EdmFjk188f6YHlg/NQKPDQqCj6YPkcHRc7nKoqgsjsoiKSePRERERGSuHOvjg1tj/ZRIzL6r7NZGsqkz/L1oPPHdJmw+ft7iYyUiIiK61qC7BMn2ncmusfHYsv1p2ci8VKh6rn+g7WcvG6o+aSs9JbEqQqUlHEo32dgrPdFtXWM/DwRp+tJry+jT9fVzD2lTH05mEgvJ+jHoTkR2pYlfbUwf2RHx0yPx6k0d0dRPv6fS+dxCpRxo6My1eHnpDhw6e9HiYyUiIiIi22htdEfvK62Nvnmkn9n+etLaaOXO07h9QTzu/Dgeq3axtRERERFZR5BMG+xLZl/3Skk+qt5cGVC3NprWsf1AqnB1dkJvzQaNxMMMplaWvfVzL6tMPoPu11c9Q/v+DdSU8CfbwqA7EdklHw9XTAgLQsyUCHx4Tw90auKre1x+UQl+SDyOoe/HYOI3yUqJKOm5Q0RERERkTBbJBrVrgO8m9MeKZwZidE/zrY2kbOtj325S5pjfbTiGvEK2NiIiIqKa06elOpi65fiFGhuLLdt8TB1079OyLuyJtsR8kmaTAV17IDVJs7ElOMh+AqkhrdWbkDceyUBBUUmNjceW7TmdhQxNGwL2c7dtDLoTkV2TXZq39mimLIz+MKE/BrdroHucxNn/2X0Gd32SgNEL4vHnjlRmJhERERGRrs5N/fDB3T2wbkoEHh0UBG8zrY2OpOfgVaW10VrMWb0f59jaiIiIiGpArxZ1VI/ZDqdyZGOlsd52FnTvpwm67zudhew8dTl9Kt/BsxdxIVf9vg3QZIfbsgGaDQSXCouxk33dq6Sfeyt/TwTU9ayx8dD1Y9CdiBwmM0n6oXz9SD+sem4Q7uwdAFdn/cykrScu4MnvNyPivWh8k3AUuQVFFh8vEREREVk/KSf68v+3NnplZEc0MdPaSLIX5qw+oATfX1m6QwnGExEREVlKzxbq4PDRc7ncDFhBadl5OJ6Rq3qut6aCgK3r2swPbs5XQ0aSj8SqCBWXdCTDpJ+73OxFPS83tGvkbZLtThWXoCktL/ELsm0MuhORw2nf2Afv3dUdsVMj8UR4a/h46GcmyUT6td92KYujs//eh7PZ/GWEiIiIiEz5erhi4qAgJfP9g7u7o2MZrY2+TzyOyNnReOzbZGw6xsUpIiIiqn4dGvugtquz6jkGUytm8zH1++Xl5qysMdoTD1dndGnmW2Z2P5VP2pca69PKvioi6FVF0G40oPJJld1kTQsHe2pD4KgYdCcih9XI1wNTh3dAwvQheO3mTmZ3HEo5oI/WHkTorLWYtmQ7DqZlW3ysRERERGQbrY1G9wzAn88MxHfj+ys94M21Nlq16wzu+DgBty+Iw1872dqIiIiIqo+LsxO6BfipnmOJ+YrRbpaU6gHOTvpVNG1Zn1bqYCo3iVacNpDaV/Oe2gPta5Ie9vx9pmJ2n8pCdr66wm7/IPv7rDgaBt2JyOFJD85HBgYiZnI45t7b02RHp0FBUQl+2ngCQ99fh/FfbUTi4XO4LCumRERERESa1kYD29bHN4/0w8pnw3BHL/OtjTYfv4DHv9usZL9/m3AUlwqKLT5eIiIisn+9NP3HmeleMZvsvJ+7udcln5Oi4pIaG4+tOXnhknIrKyvcHmhfU3ZeEfadZqJaRWw4rC4tH1TfCw199NuVke1g0J2IyGjX7y3dm2L5UwPx48QBiOzQ0Oyxa/am4e7PNuC2+XH4Y/spTj6JiIiISJeUmp89pjvWT4nEY4OD4OOu39ro2Llc/EtpbbQG7/+9D+nss0pERERVqGfzOqrH21IYTL1WeYXF2HkyyyGC7n00ryu3oBh7UhlMvVba3uZ1PF3RpoG6/7k9aOJXGy3qeaqeSzqiDiJT2RI171d/lpa3Cwy6ExHpZCYFt/bHonF98c/zgzCmTwDcnPX/u9yWkomnftiC8Pei8WXcEeRoSsIQEREREYnGfh6YPqIj4qdH4tWbOqKpn34Ww/ncQsxdexAhM9di+v924NDZixYfKxEREdl/prsEU/edYTD1Wuw8mYkCow0KtWpJeXn1JgZ74e/trmTcGktmifnK93NvWRdOdtiGQC/bfaOmrD6ZJ6X4kzQbNAawtLxdYNCdiKgMbRv54J07uyN2agQmRbSGX21X3eNSzl/Cv5fvRvCMNXjnr71Iy8qz+FiJiIiIyPr5eLhiQlgQYqZE4MN7eqBzU/OtjX5MOo4hs2Mw4etkZVGGrY2IiIiosup7u5tkpkqbG6p4afn2jXyUOZ290mbxJ2teP1170N0e+7mbC7on8veVa7b3dBay8jT93AOZ6W4PGHQnIroGDX09MHlYB8RPi8QbozohoG5t3ePkh+WC6EMYOCsKU37dhgPcMUxEREREOlydnXBrj2b44+mB+GFif4S3b2D22NV7zmDMpwm4bUE8VmxPVTIjiIiIiCqqlyY7e8txBlOvhTbobK+l5Q36tNIE3Y8ymHotzucUYP8ZdZWqvnbYz92gn2ZDgbTHOpKeU2PjsSUbDqs3Z7T091Qqo5HtY9CdiKgCvNxdMC40ENEvhWP+2F7oHuCne5yUnPo5OQU3fLAOD3+ZhPhD6ZycEhEREZFua6OQ1vXx1cP9sOq5QbirdwBcnfVLUG47cQGTftiM8Pei8HX8UeQWsLURERERXbueLdTB1C3MdC+XrOdt1gTdtUFpe9O7pTqYeiYrX6nySRXbnOHh6oQuTfXXju2BBIob+rirntOWTCd9iYfV/dwHMMvdbjDoTkRUCS7OTripWxMsmxSKxY8OwNCODc0eG7XvLMZ+nohb5sXh922nUGTUA4qIiIiIyKB9Yx+8e5e0NorEk+Gt4evhonvciYxLeP33XQiesRbvrdqHtGy2NiIiIqLy9dIE3SUrNSOnoMbGYwuOncvFOc171LuF/WYvi9YNvFDX07XMEvtkSioCGOvRvA7cXJzsevOwtsR8kuY9IFMl0s9d8z71Zz93u2G//+KJiCw0uegf5I+FD/XF6hcG495+zc1OpnaczMQzP27B4Hej8UXsEVzMZ2YSEREREZlq5OuBKcM7IH76ELx2cyc0q6Pf2ijzUiHmRR3EwJlRmPrrdhxMY2sjIiIiMq9DEx8l+9YYS8xXLHu5vrc7mtfTn5vZ03qnNts9+RiDqeXRBlK15dftUX9t0J2Z7uXan5aNC7mFquckvkD2gUF3IqIq0qahN2bc3g1xUyPxTGQb1NHsCDU4eeES3vxjN4JnrMHMlXtxJouZSURERERkytvdBY8MDETM5HB8dG9PdG1mvrXR4uQTGPr+Ooz/aiM2HD7H1kZERERkwtXZCd0C1H3dNzPoXiZthneflnWVoLS9M+3rzs9JWS4VFGNHSqbD9HM39xqlDYGsfZN5iZp+7gF1a5vdZE22h0F3IqIq1sDHHS/c2B7x0yLxn1s7o0U9T93jsvOK8EnMIQyctRYv/bIN+04zM4mIiIiI9FsbjereFL8/FYqfHh2AIR3MtzZaszcN93y2AbfOj8NytjYiIiIijZ4t1EF39nUvm7afe++W9t3P3XhzgbF9Z7KVKkukb+uJCygqubrp1amW/Fuz/89Ku4Y+8KutTjzbyGz3MskGaWP92c/drjDoTkRUTTzdXPBgcCtEvRSOj+/rpfTx0VNYfBm/bkrBsDnr8NCiJMQdTGdmEhERERGZkKyqAUH++GJcX/zz/CDc3ac53Jz1f63fnpKJp/+/tdGi2CPIYWsjIiIi0unrvu3EBRQbBQvpKgkySyloY70cJOjepZmfap4pS5VsRWDeRk1p+c5N/ZSqVfbOyakW+mrK6LOvu3my5q8twT+A/dztCoPuRETVzNmpFkZ0bYKlT4bg18eDcWOnRjBXhSpm/1nctzARN82NxbItJ1HIzCQiIiIi0tG2kQ9m3dkNsdMi8FREG5MMEwMp7/if/29t9M5fe5HG1kZEREQOTRt0zykoZvVFMyTIbJwX4+bihC7NfOEIPFyd0S3Ar8xS+2Q+6K4NRNsz9nW/dgfTLuJcToHqOdlUTfaDQXciIgtmJvVpVQ+fPdgHa14YjLH9W8DdRf+/4d2pWXhu8VYMeicKn687jOw8lm8iIiIiIlMNfTzw0rD2SJgeiX/f0hnN6+n3A8zKK8KC6EMInbUWk3/Zhv1nuLhORETkqG0RtfMF9nXXpw0yd2vmB3cXZziK3uzrfk2knZO2DUFfzXtnz/ppgu4SWE6/mF9j47FmGzQbEpr6eSg93cl+MOhORFQDghp447+juyJuWiSeHdIWdT31M5NSM/Pw9p97EDJjLWb8uQepmZcsPlYiIiIiso3WRg+FtEL0SxFYcF8vdC+jtdEvm1Jw4wfrMO7LJMSztREREZHD6dlcHRBkX/drC7o7Sj93gz4t65n0LWdVTlN7UrOVihHGJPHKUXRu6gtPN/VmlGSWmNeVqO3nHuSvJOqR/WDQnYioBtX3dsfzN7RD/LQheOu2Lmjl76l7XHZ+ET5ddxhhs6LwwuKt2H0qy+JjJSIiIiLbaG00smsTLHsyBD8/FoyhHRuZPTZ631mMXZiIUfNi8dtWtjYiItt27NgxvPjii+jQoQO8vLxQr1499O3bF++++y5yc3Or7DorV67E6NGjERAQAHd3d+VPeSzPX6uioiJ88sknCAsLQ4MGDVC7dm20bt0ajz32GHbt2nXN50lPT8drr72Gbt26wdfXV7nJfXnu3Dn1wn5Zdu7cqVxbxiBjkTHJ2GSMMlZLvjdkGb1aqDfnsVe3fvayBJkdOeiufb2XCou5JqlD28M8qL6XUlHCUbg4O5l8VhJZYt6EbHTecDijzNL8ZPtcanoAREQE1HZzxv0DWuLefi3wz+4z+Hz9Yd0+SUUll/G/LSeVW1jb+pgYFqT8yR1xRERERGRM5odS6lFuUuLxi9gjWLI5BQVFpoH1nSez8OxPW/HOX/vwcGgr3NOvBbzduVxARLZj+fLluP/++5GVdTUYJIH25ORk5bZw4UKsWLECbdq0qfQ1SkpK8Oijj+KLL75QPX/y5EnltmzZMkyYMAGffvopnJycygyUjxw5Ehs3blQ9f/jwYXz22Wf4+uuvMW/ePOVcZUlMTMRtt92G06dPq57fsWOHcpPXLGPq169fmef5/PPP8dRTT6Gg4GqP2by8PMTGxiq3L7/8Unnv6tevX+3vDVlOL02A7HB6Ds7nFKCul1uNjcna7D2djVxN9rL2fbN39bzcENTAC4fP5pQ+l3zsvNmKSo5q4xHH7edu0K9VPaw/kG62xz1d+X9WW3af/dztD2c5RERWlpk0vEtjLHkiBEueCMbwzo1hLp4uE5kHFyVhxIfr8T8zC6hERERERG0aemPG7V0RPy0Sz5TR2ujkhUt4a8UeBM9Ygxkr9+B0Zp7Fx0pEVFFbtmzB3XffrQTcvb298fbbbyM+Ph5r1qzBxIkTlWP279+Pm266CdnZ2ZW+ziuvvFIaVO7Zsyd+/PFHJCUlKX/KYyGB7ldffdXsOYqLi5XMb0PA/fbbb1eywCWAPnfuXDRs2BD5+flK1nlZ2eEnTpzAqFGjlIC7i4sLpkyZgnXr1ik3uS/PpaamKsekpKSYPc+ff/6Jxx9/XAm4N2rUSBmDjEWuLWMT8hplzDL26nxvyLI6NvGFu4s6NLDlBLPdjWmTYQLreykVKx1NX02J+U3HGEzVZi8na96TPg7Uz91cX3epiJCVV1hj47FGiZos90a+7mhppuot2S4G3YmIrFTvlvXwyQO9EfViOB4Y0BIerk5md96+8PM2DHonCp/GHOKEhoiIiIh0yULxC//f2ujNWzubXeTJzivCpzGHEfbOWrz48zbsPc0yokRkvZ599llcunRJCTT//fffePnllxEcHIzIyEglc/ydd94pDbzPnj27UteQ733vvfeU+3369EFcXBzuuecepXy9/CkZ4fK8kHL2Bw8e1D2PZLHLseLJJ5/EkiVLMHz4cCUb/emnn1bOKyXiJXP8mWeeMVvaXYLcZ8+eVe7/8MMPmDVrllIOXm5y//vvv1e+lpaWZjbQXVhYqFxTriXXlGvLYxmLjEnGJmMUMuZvv/22Wt8bsixXZyd0C/BTPbf5GPu6lxV079XC8QKporcmgJx89LwSaKYrjijZy1crhegFoB2BVD9wc766dl1y2fTfkKNLPKLp5x7Ifu72iEF3IiIr16q+F968rYuyOPr80HbwN1Pq63RWHmas3IuQGWvx1h+7lUwlIiIiIiK91kYPBLfC2hfD8cn9vdBT09fVoLD4slKSfvic9UqFpdgD6VxkJSKrItnU69evV+6PHz9eCbZrSZ/3jh07Kvc//PBDJdhcUXPmzCkNgH/00UdK33Njnp6eyvNCjvvggw90z2MITku/eQlAa0n5++nTpyv3JTi9dOlSk2Mku90QVB82bBjuuusuk2PGjBmjfE1IsFxbgl7IuaWkvZBrSj93LRlj3bpXAm56463K94YsTxtEZqa7mjZg6Gj93A36aF53WnY+Us5zzdFcGfWGPu5oUc/xspc9XJ3Rvbl6I08S+7qXkt+htJnu/YMcb3OGI2DQnYjIhvooPTu0LeKmReK/o7siqL6X7nEX84uwMPaIkvn+3E9bsPNkpsXHSkRERES20tqoCZY+Gaq0NhrWuZHZ1kbr9p/F/V8kYuTcWCzdkoLCYrY2IqKaJ73CDR5++GHdY6SH+IMPPqjcv3DhAqKioiq8UP7bb78p9zt06IABAwboHifPt2/fXrkvx2s3KUlG+J49e0qD4hKM1jNu3LjS+3pB999//13JTi/rNRufR46V7ynrvTO+pjEZo4xV7N69W3kN1fHeUM3oqQm6bz1+AcWSnkpIzbxkksziiCXDDWX1tQlA7Nd9VdKR8yb93B01e1mb4a/tde/Ijp3LVRLmjLGfu32yWND92LFjys5SmYB5eXkpOzqlzJDskszNza2y60jPIekzFBAQAHd3d+VPeVxWHyQt2XX5ySefKCWZGjRooOzQlN2e0k9p165d13ye9PR0vPbaa+jWrZtSpklucl+eO3dOXUpCSybE0odJSmKFh4ejcePGcHNzU87RpUsXpbzT9u3br3ksRGRfOwfH9m+B1S8MxucP9kG/Vvq74uQXpWVbT+Hmj2Jx38INiN6Xxl9siciucH7J+SURVW1ro08f6IM1LwzGff1bmPR5NdiTmoXnF19pbfT5usPIZmsjIqpBhlLtMhfs3bu32eMGDx5cel/Kn1fEkSNHcOrUKZPzlHWdkydP4ujRo7pjLe88Mkdr166d2bFe63nKe82G80gwXK5ZmfNU1XtDNaNXS3Wlm5yCYuw/k11j47Em2lL7Ph4uaNPAG45IAsi9NNnuySwbXkrbz72vg27OEP0C1UHkbSkXkFdYXGPjsebS8tL2y1xCHdk2F0tcZPny5bj//vuRlXW1D5wshCYnJyu3hQsXYsWKFUoJpcqSRcRHH30UX3zxhep5mcjJTXZvTpgwAZ9++qmyw7WshcyRI0di48aNquel3JL0gZLeS/PmzVPOVZbExETcdtttJuWbduzYodzkNcuYpE+SnlatWuHEiRMmz0sJLFmYlZu8lpdeegkzZ8502N1TRI7MyakWbujUSLltOX4en68/jL92nlZ65mjFHTyn3No38sHEQUG4pXtTuJlZSCUisgWcX17F+SURVaWgBt54e3RXpff7txuO4ZuEY8jIUfepFKmZeXj7zz2Yu+YA7u3fAuNCWqFpHXVJYSKi6mbIHJc5n/R0N0c2aWq/51pJhrfeea7lOoGBgZU+j2SVy9wtJydH2VSgPY+fn1+ZwfImTZoomytlvqx9zRcvXiydF1b0NVXHe0M1o6GPBwLq1laVCt98/Dw6NvGFo9MGUqUUv6zDOSoJJP+z+0zp401HGXQXaVl5Sgazsb4O2M/doFeLOpB/Joa1aWlVteX4BQS3Zka3Xml5rrnYp2qPuGzZsgV33323MsHz9vbG22+/jfj4eKxZswYTJ05UjpFJ5E033YTs7MrvpHvllVdKF0R79uyJH3/8UenrJH/KYyELka+++qrZcxQXFytZS4YF0dtvv13JYJIFzrlz56Jhw4bIz89XMpLKymySSeuoUaOUBVGZ8E+ZMkXJKpKb3JfnUlNTlWNSUlJ0z2HYJSq/NEydOlUpAyULyNKn6j//+Y/ST0kWgt955x3ltRORY5OSYAvu642ol8LxUHBL1HZ11j1u35lsvPTLNoS9sxYfRx9C5iVmJhGR7eH8kvNLIqp+/t7ueG5oO8RPi8Rbt3VRSovqyc4vwmfrDiuZ788v3opdp9jaiIgsIy8vT9ncKKQSUVlknmMIXOttQiyL8dyqvOs0b9689L72OpU5j1Sr087tDI/LO4fxeapiLNV5nvLIdcq6yTyYqqbEvATISDLdz5fZ19wRKyIZ25+WzTVFKS2vKbPv4+6CDo0dd9OKj4crOjdlX3c9iZr3YYADb86wd9We6f7ss8/i0qVLykLg33//jeDg4NKvRUZGom3btspCoSyMzp49G2+88UaFryHf+9577yn3+/Tpoyw+SslOISVGb7nlFqWEkSwqSrnRRx55RDfrSbKMDKWVpLzm/PnzS78mGUMjRoxQSlXJAu8zzzyj7MrU20Uri5Rnz55V7v/www+46667Sr8mJUXlHLJQnJaWpizSfvXVVybnkOu9/vrruPHGG012vAwcOBBjx45V3ku5jrwmyYwKCgqq8HtHRPalpb8X/n1rF2WB9LsNx/B1wlGkXzTNTDqTlY9Zf+3FvLUHcHffFnhkYCsE1NXvJ0dEZG04v+T8kogs29ro/gEtcW+/Fli954xSUl6vpGhRyWUs3XJSuQ1sUx+PDgpCWNv6zOAgompjvLlSNmKWR4LukjUuWd7VdR3jjHTtdar6PNf6mi0xlus9T3mMA/ZU9Zmpy7dd2ZxryHR3dJcKirHr1NWKakJbXt3RdGnmq1TMLCgqUR5L90rZmBDRoSEcWbIm418+J84OXBHB0Nd9x8mrm3CTjkpZ9bZwZCcycnHywtWKIqI/+7nbrWrNdJdMIMmcEePHj1ctiBpIH86OHTsq9z/88EOlvGVFzZkzR+mTKT766KPSBVEDT09P5Xkhx33wwQe65zEsrEo/UFlo1JKF1OnTpyv3Dx48iKVLl5ocI9lH33//vXJ/2LBhqgVRgzFjxihfE99++61JiVAh2VpyjLkFCukBKr07Da9JSokSERnU9XLD00PaInZqJGbe3hWtG+hnJkm/rkVxRzD43Wg8/eMW7EhhZhIRWTfOLzm/JKKaIQuIwzo3xq9PhGDJEyEY0aUxzMXTYw+m48FFSRjx4Xos2ZRSukBLRFTVme4Gbm5u5R7v7u6u/CmbN6vrOoZr6F2nqs9zPa/Z2l4T1Rwpm27s8NkcnNdpK+NItqdcUDYTGkgMtUfzOnBk7i7O6B7gV2YJfkekzeKWgLOj074Hm49dQGGxY/8usOGwup97PS83tG1Y/sY5sk3VGnQ3Xqh7+OGH9Qfg5IQHH3xQuX/hwgVERUVV6BpSZum3334r7Q00YMAA3ePk+fbt2yv35Xj5Pm02k6EvkSxaykKqnnHjxpXe11sUlTKdUpazrNdsfB45Vr6nMiIiIkrvHzp0qFLnICL7z0y6p18L/PP8YHzxUB/0NzP5Ky65rOxsHjUvFvd8loC1e8+gRK85PBFRDeP8kvNLIqp5vVvWxcf390bUi+F4MLglPFz1lxb2ns7Gi2xtRETVxMPDo/R+QUH5QUJp6SO0mymr8jqGa+hdp6rPcz2v2dpeU3mkHH1ZN9mYS5Uj/dvdXdQ/x7eecOwS85s02f7yHnm5V3vBYKvXp1W9MrO8HU1WXiH2nlZXROireY8ckfY9uFRYjJ1Gme+OSFtaXtbnWQ3MflVr0N1QSlPKB0nJS3OkNKdBXFxcha5x5MiR0v6Uxucp6zonT57E0aNHdcda3nkaN26Mdu3amR3rtZ7nel6z3mTV2Vm/fzMRkXByqoUhHRth8WPB+G1SKG7u1kTZqatnw+EMPPJVMm74IAY/JR1HXmGxpYdLRGQW55ecXxKR9WhV3wv/ubUL4qcNwQs3tIO/l36Wo6G1UciMNfjP8t1KiUUiouvl4+NToXLlUlr+WsuyV/Y6hmvoXaeqz3M9r9naXlN5pF98WbcmTZpU6Hx0lZQM76bJYHb0EvPafu6y2ZBM+9rL5gxHrmYknxPjfCU3Z9N/S45IsrjbNVL/H+/ofd0Tj6gz3c0lxZF9qNaguyGzR8pm6vWmNJAMIu33XKvdu3frnqei16nMeWQnpfGE0fg8fn5+ygKqOTIZ9PX11R3LtYqJiSm9byihSkRUnu7N62De2F6ImRyBcSGt4OmmH1Q5dDYH0/63AwNnrcXcNQeQ4eDlxYjIOnB+yfklEVnn4tozQ9oiblokZtzeFUHltjaKwlM/bMY2B8+kI6LrI1nW/v5XeqKmpKSUeez58+dL51gV7Q8uQV2D8q4jczkD7XUqcx7JhDP+PuPzlHcO4/Nox9KsWbMKj0XvPFX13pB1lZjfpAk6OxKpXqZ9/Qy6678P+UUl2HXKcTOYtZn+EnCXiqNkWmLekYPupy5cwokM9nN3JNUWdJeePunp6cp97eRQq27dukq2knYCdi2MJ3TlXcd4Qqe9TmXOIz+EtRNKw+PyzmF8noq+ZpGbm6v0GjX0RLr11lsrfA4Za1m31NTUCp+TiGxH83qeeOOWzoifFonJw9qjgc/V/mrG0i8W4P1/9iNk5hq8umwHjqSrg0FERJbC+SXnl0Rk3WSh8d5+LbD6+cFY+GAf9DNTYlOygv7Ynopb58dhzKcJWL2brY2IqHI6deqk/Hnw4EEUFRWZPW7v3r2V3lhouIb2PBW9TmXOI3M7w5xWe57MzEycPn3a7Dlk3pWVlaU7FslQN8wbLf2a9M5DNaunJugum+KkDaEjkjWv87mFZW5KcFR1PE37UDtyifmkoxlllt93ZP0C/U3eK0f9P0Wb5V7H0xXtG12tEkP2p9qC7tnZ2RUqGWSYQF5LaaTKXsd4kqq9TlWfpzpfs5g6dSqOHz+u3J80aRKaNm1a4XPI5LqsW79+/Sp8TiKyzUnzpIg2iJ0agXfu7GZSAsggr7AE3204jsjZ0Xj0m2QkH80w6V9MRFSdOL/k/JKIbKe10dBOjfDz48FYNikUN5XR2kgyXyZ8k4yhH8Tgh0S2NiKiihk4cKDyp2Sxb9q06Zqq+YSGhlboGoGBgaXzIuPz6Fm3bl1pJnmrVq10x1reeSSQvn//frNjvdbzlPeaDefZt29fmcH7ss5TVe8N1axeLeuYVKbZd/rq7zKORJvl3tDHHQF1a9fYeKy+r/sxx8xgzi8qNqnY1LcVN2cYaDfeZucVOez/KYmHM0x63svvSmS/qjXT3cDNTb+vmzHJphGXLl2qtusYrqF3nao+T3W+5u+//x7z5s0r3Rn61ltvVej7iYj0uLs4Y0yf5lj13CB89XBfhLbRL3Ujcfa/d5/BnZ8k4PaP47FyR6rD7lYkIsvi/JLzSyKyPT2a18H8/29t9HCo+dZGh8/m4OWlOxA6cy3mrN6PcxfzLT5WIrI9t912W+n9L7/8UveYkpISfPPNN8r9OnXqICIiokLXkBLvhgpAkq29YcMG3ePkeUM2txwv32esXbt2pRneP//8s1JlSM9XX31Ven/06NEmX7/lllvg5ORU5ms2Po8cK99T1ntnfE1jMkYZqyGrXV5Ddbw3VLMa+nigeT11YNlR+7prX7eUVOfn1Xxfd8l0d8SEnJ0nM5Xy+sb6tGSmu0FjPw+09PdUPZekyfh2FIma0vrs527/nKqzr5JBQUH5fYDz86/8Ql27du1qu47hGnrXqerzVNdrjo6Oxvjx45X79erVw5IlSyr8nhlI2dGybklJSZU6LxHZNvllIrx9Q3w/YQBWPDMQo3s2g4uZHXhbjl/AE99vRsR70fg6/ihyC8yX8yMiul6cX3J+SUS23dro9VGdkTBtCKYO76Bkjuk5l1OAOasPIGTmWiUIf/hsxSt3EJHjkCo6YWFhyv0vvvgCCQkJJsfMnj0be/bsUe4/++yzcHV1NZkLye/Bchs3bpzudZ577jk4O1/ZNPT000+bbHCUx/K8cHFxUY7X89JLLyl/ZmRkYMqUKSZfP3ToEGbMmKHcb9OmjW7QvXHjxrjvvvuU+6tWrcKvv/5qcswvv/yifE088MADyvdoybmDgoKU+3JNubbW5MmTcf78+dL71fneUM3SllB31KA7+7mXTbJ0tfO2o+f0NxDZs42asvpSLtzPU/2zxdFps9215fgdQVpWnkmb1gHs5273qi3oLr2BDK6lvKWUgbrWspmVvY7hGnrXqerzVMdrTk5OVnamymKqfM+ff/55XT2QpC9oWbcmTZpU+txEZB86N/XDB3f3wPqpEXhsUBB83F10jzuekYvXf9+F4Blr8e6qvcqkgoioqnF+yfklEdk+WZB8Irw1YqdG4r27uqNDY/2ehpI9JOXmh7wfg4nfJCtl6B0xk4qIyvfhhx8qGwalp/uNN96oBJAlszoqKgqPPfZYaXBbsrRffPHFSl1DvtcQdJb5k5RZX7x4sXJf/pTHcl/IcW3bttU9z0MPPVRaon3+/Pm48847leC4bEyUqkMhISFKH3bJTp87d64SpNbz9ttvo0GDBsr9e++9F9OmTUNsbKxyk/tjx45VvibHmKtgJJsPPvroI+Vack0Zl4xBxiJjkrEtWLCgtBS9BO+r870h6wq6S5KFo8m8VIj9Z9S/c/Vi0F1FKiI00Gyc3OiAwdSNmuzlvoH8nGj11WR0O+JcfoPmc+Lj4YKOTXxrbDxkGfoztyogGTn+/v44d+4cUlJSyjxWdkwaFgil12NFyOKdQXnXkewaA+11tOepX79+ueeRHbDG32c4z5kzZ8odi/F5ruU179q1C8OHD1d6ekrZ0GXLlqF///7lfh8RUVVo4lcb00d2xFORbbB44wl8GXcUJy9c0v0FZX7UIXy+7ghu7dEUEwcFoV0j/YVUIqKK4vyS80sish9uLk64s3cA7ujVDOsPpOPz9YeVP7Vkbe6f3WeUW/fmdTAxLBDDOzeGi3O15RAQkY3p2bOnEty9//77leDxyy+/rBsYXrFihWpTZEVJoDstLQ2LFi3Cli1bcM8995gcI9WDymrTIxnhMucaOXIkNm7cqFQYkpsxmZdJ8HvEiBFmzyNzveXLlysl4qUf+6xZs5SbMclul2tp55bGZByffPIJnnrqKWW+achI11YTWLp0aWk2e3W9N2RdQXfJzpRWL/7e+pVp7NEWTXa/zFU6N2WAzJj8viq9y//ccbr0uU1HzyvtKh1FScllJGsqImgrAJBpGfX0iwU4nJ6D1g0qlhRhyxIPnzP5nDizn7vdq9bfUqXXjzh48KCy29QcQ08fUdHMGsM1tOep6HUqcx6Z4Hp5eemeJzMzU5n0mpOamqr8IqA3Fi0p73TDDTcoC8yyw1V+kRgyZEiZ30NEVB18PFwxISwIMZPDMffenujazE/3uILiEvyyKQU3frAODy1KQtzBdIfbzUhE1YPzS84vicj+Fm8HtWuAb8f3x8pnw3BHrwC4OusvRm07cQFP/bAF4e9F48u4I8jJZ2sjIrpi1KhR2L59O55//nklwO7p6an0b+/Tp48SjJZAsJRrvx6SES4l7CV4L33JmzZtCjc3N+VPeSwVgxYuXFjab90c2YgZHx+vZJFLBrlsKpXNpVLqfeLEidi0aRMmTJhQ7nhks+SOHTvw6quvokuXLkrVIrl17dpVeW7nzp3XtKHScE35U8Zg2OgqY/v4448RFxdX5ubRqnxvqOZ0aOIDD1cnh85236wJpHZr5gd3F/ObTRxVb03v8o3HHCvT/UDaRSXpyBiD7qZa1PNEI193k2x3R8J+7o6p2jLdhUzO1q9fr2QZyeTN3EQvJiam9L6hxNK1CgwMVCZwp06dUp1Hz7p165Q/mzVrhlatWpmM1Xg8ejsyhSx07t+/3+xY5Tzffvtt6Xnuvvvu63rNktE0dOhQZRFVJqZff/21MlklIqpJkll0S/emGNWtiTKB+HzdYazZm6Z7bMz+s8qtUxNfTBwUiJu7NYUrM5OIqJI4v+T8kojsl5RbnD2mOyYPa4+v4o/i+8RjyM4zDaynnL+Efy/fjQ/+2Y/7BrTEuJBWaOTrUSNjJiLr0bJlS7z//vvKrSLCw8MrtElcssPldj1k0+MTTzyh3K6HBMPffPNN5XY9JGj/2Wef4XpVxXtDNUPWaboH1FEFiaSv+9BOjeAoNmky3dnPXZ9kuhs7fNaxqiJoy+k3q1MbTevUrrHxWPPG2n6B/li+7ZQq6H5vvxZwBGez83EwTd2uoj/7uTuEao16SIkjgy+//FL3mJKSEnzzzTfKfdmBGhERUeF/vIZFQskQkp5NeuR5QwaRHC/fZ0x2wRoygn7++Wfk5ubqnuerr74qvT969GiTr0tPTMOuTXOv2fg8cqx8jx4pyyQLokePHlUeS7knQ08mIiJrIP+XDgjyxxfj+mL1C4Nwb7/mSvktPbtTs/D84m0Y9E4UPo05hKw89a5QIqJrwfkl55dEZP8a+3lg2ogOSJg+BK/d3AkBdfUXMrPyivBx9CEMnLUWL/68DXtPX6n2QURERBWn7V8uQXdHUVxyGVs1mf3s525+k2RtV3UFgE2aKgGOFHTXbkKgq/rp9HV3FNrX6uXmjC5sV+EQqjXoLj1/wsLClPtSYighIcHkmNmzZ2PPnj3K/WeffRaurq6qr0dHRysLmHIbN26c7nWee+650r5C0nvo0iV1n2F5bOhJJDtJ5Xg9L730kvJnRkYGpkyZoluGc8aMGcp9KUmltygq/ZLuu+8+5f6qVavw66+/mhzzyy+/KF8TDzzwgPI9WhcuXMCwYcOwb98+5fEHH3yglHkiIrJWbRr6YMbt3RA3NRLPDGmLup7q/88NUjPzMGPlXoTMWIs3/9iNlPP6QSgiIj2cX3J+SUSOw9vdBY8MDET0S+GYN7YnugfotzYqLL6MJZtTMHzOejzwRSLWHzjL1kZERETX2dd924lMFBWXwBHsO52NnILiMt8PuloVoWeLOg4bdE8+qn6tfVha3ixtOfWTFy45zDpw4hF1P/fereoplWPJ/lVreXnx4YcfKuUtZWHyxhtvxMsvv6xkG8njn376qbR0kWQCvfjii5W6hnzv5MmTMXPmTCQnJyvXmzp1Klq3bq0sZBp6Nwk5rm3btrrneeihh7Bo0SKlV9H8+fOVUp+yEFm3bl0kJSUppZqkT6ZkD82dO1dZYNXz9ttv46+//sLZs2dx7733KmO6+eabla/98ccfykKwaNCgAd566y2T78/Pz8dNN92ErVu3Ko9lkVUykqQXkznS+1NKoRIR1bQGPu544YZ2eGJwa/y6OQVfrD+Mo+dMJ1QX84vwRewRpXToTV2bYGJYELqaWUglIjLG+SXnl0TkWGSBSloUyZxRskY+X38Eq/ec0T12/YF05dahsY8yvxzVvanZSkxERER0lTaQeqmwGHtPZ6NLMz+HKy3f0t9TWd8ifX1a1kX8oXNms7/tlQSN5VZWNjdd1aaBt5KUdT73arVTmcsH1PWEvUs8zH7ujqrWZQts/16+fDnuv/9+ZUHR3KLmihUrlOweLclEMpQElUVL4/Kb2jKisoApi5rmjB8/XlmENZTn1JOenq70Htq4caPu193d3TFv3jxMmDABZUlMTFTKn8rCqh7JPlq2bJluH1Ip91nRBc7Bgwcr71VVkn6fzZs3V+6fOHECAQEBVXp+InKcEl2yKCp935PL2fk6IKgeHh0UhPB2DeHkpC7TTERX8OfzFZxfmuL8kogcyaGzF5UNnEs2pSC/yHwWXiNfd4wLCcTY/i3gV1u/EhMR8Wc02TZ+fqvO4HejcMwoceLNWzvjgeBWsHfPL96KpVtOlj6+vWczvH93jxodkzVbt/8sHlyUVPrY1bkWdrwxDB6asvP25retJ/HsT1c2sguZW2751w1cwyzDo98k4+/dVzfL3tO3OWbe0Q32LCOnAL3e/Ef13JIngtG7peMF3lMc8OezRbZ7jxo1Ctu3b8fzzz+vLIB6enoq/TX79OlTmiWktyBaEbLQKSVGZXFVemo2bdoUbm5uyp/y+M8//8TChQvLXBAV9evXR3x8PBYsWICBAwfC398fHh4eCAoKUhZdN23aVO6CqJDFzh07duDVV19Fly5d4O3trdy6du2qPCdZRXoLokRE9sbZqRaGdW6MX58Iwf+eDMHIro1hbi664XAGHvkqGTd8EIOfko4jr1Bd2ouIyIDzS84vicixtW7gjf+O7or4aZF4bmhb1PNy0z3uTFY+Zv0lrY3W4D/Ld+NEhmOUtCQiIqqM3pqS6o5SNlz7OtnPvfyqCMZre9LqZ3tKJhytT7f0c2fAvWyO2Ndd+xo9XJ3QtZm6kgjZL4tkupNtcsRdKERkGcfP5WJR3BEs3nhCKVdmTn1vNzwY3Ar3D2hpdiGVyNHw5zPZMn5+iai6yGZN6ev+xfojOJyeY/Y4WRcd+f+tjbo35+IXkQF/RpMt4+e36ny74Rj+texqC6oW9TyxbsqVKmH2Ki07D/3eXqN6buWzYejYxLfGxmQLRn64HrtTr1aemzK8PZ4Mv76N79Zu2AfrsO9MdunjaSM64PHBrWt0TNZuR0omRs2LVT2X9MoQNPTxgL369/Jd+DLuaOnjgW3q47sJjpkgkeKAP5/Z2IyIiCyuhb8n3rilMxKmR2LysPZm+2SlXyzA+//sR8jMNXh12Q4cKWMBlYiIiIgcl5Qzva9/S6x+YTA+f7CP2f6aJZeBP7an4tb5cRjzaQJW7z6DEnmSiIiI0EvT1/14Ri7SL+bDnm0+dkH12NvdBe0a+dTYeGxFn1bqagDJR+27KkJmbqEq4G7IdKeydWzio/ybMrbxiH1/VtjP3bEx6E5ERDWmjqcbJkW0QezUCLx7Zze0a+Ste1xeYQm+23AckbOjlV5AyUczwEItRERERKQlJT5v6NQIPz8WjGWTQnFTtyZmWxtJ6ccJ3yRj6Acx+CGRrY2IiIjaN/KBp5u6L/dmOy8xv/n4eZPS6dIqkcrWp1U9kxL99ryRMfmYOpDq7uKELs38amw8tsLF2Qm9Ne0ako6cgz1vzthz+moFCNE/yL/GxkOWx6A7ERHVOHcXZ9zVpzlWPTcIXz/STym7o0fi7H/vPoM7P0nA7R/H488dqSi24wk9EREREVVej+Z1MH9sL8RMjsDDoa1MgggGh8/m4OWlOxA6cy3mrN6Pc3ae0UdERFRWgKx7gDrbffNxdSa43fdz1/S1J319NIHUzEuFOHj2IuzVRk0mv7QpkvVMKp+2AlWiHfd136gkiqk3Z3Rvzs0ZjoRBdyIishq1atXC4HYNlD43K54ZiNt7NoOLmd3FW45fwJPfb0bEe9H4Ku4IcvKLLD5eIiIiIrJ+zet54vVRnZEwbQimDu+ARr76rY3O5RRgzuoDCJm5VgnCH7LjhWMiIiJztFmp2kxwe5JfVKz0nC7r9ZO+pnVqo1md2g5TYl6Cqcb6aTL9yTxteXUp0y8Z4fYoUZPFL5UzuDnDsTDoTkREVqlzUz+8f3cPrJ8agccGB8FH0//HuL/YG8t3K4uj767ai7SsPIuPlYiIiIisn5+nK54Ib431UyIx+67u6NBYv19rflGJUm5+6PsxmPB1slKGnq2NiIjIUfRqqc50355yAYXFJbBHO09mocDotdWqBfTQ9LUn87QbFKQdpD2SFkTy76CsnvZkXtcAPyXj20Cm1dpy/fZCm8XfP5Cl5R0Ng+5ERGTVmvjVxvQRHRE/PRKv3tTRZBetcRmr+VGHMHBWFCb/sg37TmdbfKxEREREZP3cXJxwR+8ArHw2DN+O74ewtuZbG63ecwZjPk3AbfPj8Mf2Uyiy06ADERGRQc/m6mBiXmEJ9qSqexTbC22/eulp7+vhWmPjsTV9NYHnZM37aS+2nZCNJ1c3YEpRTlZEuHaS6S0Z38ZkU6u9yc4rxM6T6soZ/YNYEcHRMOhOREQ2wcfDFRPCghAzORxz7+2Jrs30++HIDuVfNqVg2Jx1eGhREuIOpjMziYiIiIh0WxuFtW2Ab8f3VwLwd/QKgKuzfmujbSmZeOqHLQh/LxqLYtnaiIiI7FddLzcE1fcqMzhtt/3cGUitkN4t65lUo7THCpTazQQdGvsq65R07bTl+O2xr7u0VygxWoJ2c3ZCrxb8P8XRMOhOREQ2xcXZCbd0b4rfnwrFT48OwJAODc0eG7P/LO5bmIib5sZi6ZYUuy2HRkRERETXp2MTX8we010pPf/44Nbw8dBvbZRy/hL+88duBM9Yg1l/7cUZO1xYJiIi6qkJFG0+ri6tbQ8kQWOTpl99bwbIKqR9Yx+TdpD2mO2uzcrup+lRTuXrpymzLhnh9raJdYOmn3v35n7wcGU/d0fDoDsREdlsZtKAIH98Ma4vVr8wCPf2a66UCtWzOzULzy/ehkHvROHTmEPIyiu0+HiJiIiIyPo19vPAtBEdkDB9CF67uRMC6uq3NsrKK8LH0dLaaC1e/Hkb9p62z7K7RETkmLR93TdrgtP2QDbSnc3OVz3HkuEV4+xUCz0179lGO+vrXlxy2aTSA/u5V+7/FBepy///iuR9tbP/VxIPs587MehORER2oE1DH8y4vRvipkbimSFtUddTv8RTamYeZqzci5AZa/HmH7uRcj7X4mMlIiIiIuvn7e6CRwYGIvqlcMwb2xPdA/RbG0l/zyWbUzB8zno88EUi1h84y9ZGRERk87TBZwlQ21vZcG1peX8vN7T096yx8diqvprPivZ9tXWysTJbk5HdV1Mqncrn6eaCLppWoRsOqzPDbb2f+w72cycG3YmIyJ408HHHCze0Q/y0IXjrti4I1PQgM7iYX4QvYo9g8LvReObHLdiRop4UEREREREZWhvd3K0plk0Kxc+PBWNox0aopd/2HesPpOOBL5Iw4sP1WLIpBQVFbG1ERES2qW1DH2UDmjF7y0pNPpZh0s9dqipSxfTWZH3vOpVlV2XDN2iyl1vU80QjX48aG48tC26tzvyOO3jOrloQSFUEA1fnWqyc4aAYdCciIrtT280Z9w9oidUvDManD/RGXzNln2Qy9Pu2Uxg1Lxb3fJaANXvOoMRogkREREREJGQRXvp3LnyojzLHHNu/BdzNtDbaezobL/6yDWHvrFVK0GdeYmsjIiKyvbLhPZrXseu+7huPaPq5M0BWKfI5MS4bLmtt9tTXPeGQOjA8gNnLlRaiCbpvT7lgNy1AYw+mqx73alFXye4nx8OgOxER2fUvicM6N8Yvj4dg6ZMhuKlrExj9HmCyc3X818m44YMY/JR0HHmFxZYeLhERERHZgNYNvPHf0V0RPy0Szw1ti3pebrrHncnKx6y/pLXRGvx7+S6cyGBrIyIish29WtSx27Lh53MKsO9Mtuo52VxHFSeBxe6aDRr2UjZcNhAkHTlXZrY2Xbs+LevBzflqSFLynpI0lQRsVbwmaz+0Tf0aGwvVLAbdiYjIIfRsURfz7+uF6JciMC6kFTzdnHWPO3Q2B9P+twMDZ63F3DUHkJFTYPGxEhEREZH18/d2x3NDpbVRpBKEDzLT2iinoBhfxh3F4HejMOmHzdh2wr4yBYmIyD5JuXVtVqq9JChsPKoO9NV2dUaXpup+03TttNnf9hJ035Oahaw8dan8AUEMul9PZdJeLdUbNOIOqTPEbVFadp7JJh4G3R0Xg+5ERORQWvh74o1bOiuLo5OHtUdDH3fd49IvFuD9f/YjZOYavLpsB46k51h8rERERERk/TxcnZVy81J2fuGDfcxmykk2z4rtqbh1fhzGfJqAf3aztREREVkvKbduXC2wsPgytthJiXnpv2xMAoFuZtrGUPm0gejtKZl20dddu3mglb8nmvjVrrHx2IPQ1vXLzBC3hxYE3u4u6B7ATTyOij9JiIjIIdXxdMOkiDZYPzUC797ZDe0b+egel1dYgu82HEfk7Gg8+k0yko9m4PJlLo4SERERkZqTUy0M7dQIPz8WjN8mheLmbuZbG8li/8RvkjH0/Rj8kMjWRkREZH18PFzRWZP9rc0Qt1VJmtfRrxWzl693g4ars/31ddcGU1la/vqFtFG/h5IhfjY7H7Ys9kC6SeUHF6My+uRY+DdPREQOzd3FGXf1aY6/ngvD14/0w0Az5X8kzv737jO485ME3P5xPP7ckar8EkFEREREpCW9TeeN7YWYyRF4JDTQbGujw+k5eHnpDoTOXIs5q/fj3EXbXnQkIiL7oq3eos0Qt0UX84uw82Sm6jn2c6+Cvu4B9tXXvai4xOTzztLy169bQB14aebFCTb8WZHErLiD6qA7S8s7NgbdiYiIANSqVQuD2zXAdxP6Y8UzA3F7z2ZwMZOaJOXUnvx+MyLei8ZXcUfsomQWEREREVW95vU88dqoTkiYNgRTh3dAI1/91kbncgowZ/UBhMxcqwThD529aPGxEhERafVtpQ5Gbzp2HoXFJbBl8hqMcygkQ7tnC3XAmCpOG5DWZonbmt2pWcjWrPcFM+h+3VydndBf8z7Ga4LWtuTouVycysxTPcegu2Nj0J2IiEhDyqe9f3cPpfT8Y4OD4OPuonvc8YxcvLF8t7I4+u6qvUjLUk+yiIiIiIiEn6crnghvjfVTIjH7ru7o0Fi/tVF+UYlSbl7Kzk/4OlnJsGJrIyIiqil9W9VVPb5UWGySJW5rko6og8GSoe3hql+RhiofdN9xMlOpKmCrtJsGghp4oaGvR42Nx56EaMr0x9vwBg1tlnsDH3e0behdY+OhmsegOxERkRlN/Gpj+oiOiJ8eiVdv6ohmdWrrHpd5qRDzow5h4KwoTP5lG/adzrb4WImIiIjI+rm5OOGO3gFY+WwYvh3fD2Ftzbc2Wr3nDMZ8moDb5sfhj+2nlDKnREREluTvbRpAsvW+7tqS4SwtXzV6taxj2tfdhj8r2pLnLC1fdUJa1zdJajqRkQtbZFJavrW/Uk2VHBeD7kREROXw8XDFhLAgxEwOx9x7e6JrMz/d4wqKS/DLphQMm7MODy1KQuyBdGYmEREREZEJWYwLa9sA347vrwTg7+gVoFqoNrYtJRNP/bAF4e9FY1HsEZvOGiMiItvT1476uucVFmPbCfZzt1xfd9v8rMhGx42azzlLy1cdqfhUz8tN9Vz8IdsrMS8bS7SbM1hanhh0JyIiukYuzk64pXtT/P5UKH56dACGdGho9tiY/Wdx/xeJGDk3Fku3pNh8zzMiIiIiqh4dm/hi9pjuiJ0aqZSg9/XQb22Ucv4S/vPHboTMWIOZK/fitKZ/JBERUXXorxN0LzFuim5Dtp64oCRMGDjVAnq3VJfQp8rTZoNv0AQkbYWUxs8pKFY9x0z3quPkVAvBdlBifvepLFzILVQ9x6A7MehORERUicwkmWx/Ma4vVr8wGPf2a66UCtWzJzULzy/ehrBZUfg05hCy8tSTMSIiIiIi0cjXA1OHd0DC9CF4fVQnBNTVb22UlVeET2IOIeydtXjh563KfJOIiKi69G1Vz+Tn0L4zttlWT5ul36mpr1LdkKqGNpBqq33dtdnLbRp6K726qXr7uttatdA4TXZ+UH0vNDXTmpQcB4PuRERE10Em3jNu74b4aZF4Zkhb1PXU/2XtdFYeZqzci+D/rsGbf+xGynnb7FVERERERNXLy90FD4cGIvqlcMwf2wvdA/RbGxUWX8b/Np/EiA/X44EvErH+wFmbW6wkIiLrJ0Gk5vVq20Vfd5N+7q2YvVyVerWoa9LX3RY/K9qy+CwtX/VCNX3dz2bn40DaRdh0P3dmuROD7kRERFWjvrc7XrihHeKnDcFbt3VBYH0v3eOkPNUXsUcw+N1oPPPjFuxIUfcSIyIiIiIytDa6qVsTLJsUip8fC8YNnRqhln7bd6w/kI4HvkhSAvBLNqWgoIitjYiIqPqy3RNtsK+7tP3bdOy86jn2c69atd2c0aO5tq/7OZv7nCRrNgpoM/jp+rX090QzTVZ4vCaIbc3yCotNNpSEtuHnhBh0JyIiqvJfMO4f0BJrXhiMzx7ojb6t9HuDyW7f37edwqh5sbjnswSs2XPGZnuiEREREVH1tjaSoMDnD/ZR5pj39W8BdzOtjfaezsaLv2xTSs9/HH0ImZfY2oiIiKqnr7utVVfZeTITlwrVfbrNrdlQVfZ1t60NGttTLiBX089d+/mnqpnfajczxNlQX/fNx88jr/DqJlfZGBscxEx3YtCdiIioWjg51cKNnRvjl8dDsPTJENzUtQmczGQmyS8g479Oxg0fxOCnpOPKbkkiIiIiIq2gBt54e3RXpbXRc0Pbwt/LTfe4M1n5mPXXXoTMWIN/L9+FExlsbURERJXXL9DfpBT0sXO5Nl1avm1Db/h7s093dQfdZbNDdp7tbALUbhJo38iHn5Nqos0M33DonFJpwBas26/Oyu/azA9+ZlqOkmNh0J2IiKia9WxRF/Pv64WYyREYF9IKnm7OuscdOpuDaf/bgYGz1mLumgPIyCmw+FiJiIiIyPrJ4u9zQ9shblok/ju6K4LKaG30ZdxRDH43CpN+2IxtJy5YfKxERGT7Wvl7Km31ygpi21w/d2YvV1tfdzdnJ1Wlx2RNWX9rFn9IHUxlafnqo+2Bnp1fhM028lmJ3pemehzWllnudAWD7kRERBbSvJ4n3rils5KZNHlYezT00d8pm36xAO//sx8hM9fg1WU7cCQ9x+JjJSIiIiLr5+HqjLH9W2D1C4Ox8ME+ZgMI0sVoxfZU3Do/DmM+TcA/u9naiIiIKlYKWlti25b6ukvgV9t/mUF3y/V1T7CRsuGXCqRP9/kyM/ep6jT08UDnpr6q52L2n4W1O52Zp7R0MhbevmGNjYesC4PuREREFlbH0w2TItpg/dQIvHtnN6VUlR7pDfTdhuOInB2NR79JRvJR2+uZRkRERESWaW00tFMj/PxYMH6bFIqbu5lvbSSZfhO/ScbQ92PwfeIxtjYiIqJrog1SJx21jUCq2JOahay8ItVzDLpXnwGa7PD1B9TZ49Yq6WgGCoquljd3djLtO05Va3C7BjYXdI/Zr85y9/VwQU/NRhNyXAy6ExER1RB3F2fc1ac5/nouDF8/0g8DNWWVDCTO/vfuM7jzkwSMXhCPP3ekKru0iYiIiIi0ujevg3ljr7Q2eiQ00Gxro8PpOXhl6U6EzFyLD/7Zj3MX8y0+ViIish3aIPWJjEtIzbwEWxB3UB30DazvhSZ+tWtsPPZOW2pbNj2czbb+ecZ6TcBXMvb9arNPtyWD7rtOZSEtOw/WLHqf+nMS1rYBXIxaKpBj4yeBiIjICsq0ySTzuwn98eczYbi9ZzO4mElN2nriAp78fjPC34vCV3FHkJOv3qlNRERERGRobfTaqE5ImD4E00Z0QCNf/dZGGTkF+HDNASX4/vLSHTh09qLFx0pERNZPqvRJRqctlg2P14yT2cvVS4LV3u4uZW58sEaxmjGaS46hqtOrZV34aD4r6/Zb72elsLgEsZrKDYPbqzcOkGNj0J2IiMiKdGrqi/fv7qGUnn9scBB8NL/QGu8of2P5bmVx9J2/9iIty7p3gRIRERFRzZAMrccHt8b6KZGYfVd3dGis39oov6gEPyQex5DZMZjwdbJShp6tjYiIyLiVSX9Nf+u4g9YfdJdy4fIzzVhoawZTq5Ors5NJL/R1B6y7bLisq2n7dA9qx8+JJT4roZrNDdZcYn7zsfPI1iRAhWuy9cmxMehORERkhaTM2fQRHZXMpH/d3AnN6uiXPcu8VIgF0YcwcFYUJv+yDfs0vyAQEREREQk3Fyfc0TsAK58Nw7fj+2FQGQuEq/ecwZhPE3Db/Dj8sf0Uioqv9jclIiLHFarJEI8/lG71G7SkYuClwmLVc8x0r37agLVkB1vzZ0Xbd16yr7sHsE+3JWgzxdcfOGu1bTWjNRsCOjXxRUNfjxobD1kfBt2JiIismJTjGj8wEDGTw/HRvT3RLcBP97iC4hL8sikFw+asw4OLkqz+lxkiIiIiqrnWRtJ78ptH+ikB+Dt6BcDVWb+10baUTDz1wxaEvxeNL2KP4CJbGxEROTRtRmpqZh6OpOfAmsnGAGMdm/iinpdbjY3HUWhLs6dl52P/mYs2U1peNmawT7dlaDeCXsgtxObj52GN1u5JUz0OZ2l50uD/GkRERDZAJvqjujfFb5NCsfjRARjasaHZY9ftP4v7v0jEiA/XY8mmFKWUGhERERGRlgQeZo/pjtipkXgivLVJr16DlPOX8OYfuxE8Yw1mrNyD1MxLFh8rERHVvDYNvdHQx131XJyV93WP15TA12brU/UIrO9lUrVRMpitUUnJZZNM9zCWDLcY+Zxo2x9J1SVrc/xcLvadUVcYHVLG+iw5JgbdiYiIbCwzSXqoLXyoL1a/MBj39muhlArVI72oXvxlG8LeWYsF0QeRmVto8fESERERkfVr5OuBqcM7KK2NXh/VCQF19VsbZecV4dOYwwibFYXnF2/FrlOZFh8rERHV7JpEiLbEvCZD2JrkFhRhywl1xmxIGwbdLfVZ0ZaYt9Ze3TtPZSL9Yr7quTBNpj5VL23wevVu6wu6/6PZCODv5YYezevW2HjIOjHoTkREZMM7zGfc3hXx0yLxzJC2qOvpqnvcmax8vPPXPgTPXIM3ft+l7MwkIiIiItLycnfBw6GBiH4pHPPH9kJ3M62NikouY+mWk7hpbizGfr4BUXvTlCwxIiKyfyGaYGTC4XNW+zMg6UgGCouvjs3FqRb6BTLobinSzsZY4pEMZSOEtVm7V10yPKi+F1rV96qx8TiioR0bqR4fOptjda0rtBsBZKOAs5N+iyZyXAy6ExER2bj63u544YZ2iJ82BG/d1kX55UBPbkExvoo/ivD3ovDEd5uw6Zh19kciIiIioppvbXRTtyZYNikUPz8WjBs7NUItM2uK8YfO4eGvNuLGOevwU9Jx5BUWW3q4RERUg33dpf/y7tQsWKN1+9VZ+N2b14G3u34rFaqez4pxUFLaH2rL/VsD2TxoLLw9S4ZbWveAOsr6prE1VlRiXqqHJh3NKHOjAJFg0J2IiMhO1HZzxv0DWipl5z9/sA/6BdbTPU42oK/ceRp3fByP2xfE4a+dqSi20l3pRERERFSzpWFlTvnZg32w9sVw3D+gBTxc9ZeSDqZdxLT/7cDAWWvx4eoDyMgpsPh4iYjIMv2XW/l7qp6LtdIS8zH71cHUwezTbVF+tV3Rp6W6/Pbafeq/k5p2Njsf21LU7XIiOzDobmlOTrUwRPO+W1Nf9+j9aaq1U3cXJwxsyxYEZIpBdyIiIjsjE9UbOjVSspJ+fyoUo7o3NVvuaPPxC3j8u82InB2Nr+OPWmWZLyIiIiKqeYH1vfDWbdLaaAhevKGdSTaSQfrFAnywej9CZq7BK0t34PDZixYfKxERWTbbfZ0V9upOOZ+rlKg2NohBd4uL0ARSJav88mXrSfzQ9pn3cnM2m8RC1WtoJ3Xm+Maj55UMc2vwj6a0/MA29eHpxqoZZIpBdyIiIjvWLaAOPrq3J2Imh2PCwECzZdSOncvF67/vQvCMtXjnr71Iy8qz+FiJiIiIyPrV83LD00PaInZqBN65oxvaNvTWPS6vsATfJx7HkPdjMOHrZCQePmdVi+xERFR52ozxjUczkJNfZNWl5et4uqJrM78aG4+j0maNp2bmYd+ZbFhraXnJXnZzYdisJkggWzLIDSSzfM3ems92l9ZJ0fvOlrlBgMiA/3sQERE5gIC6nnj15k6Inx6Jl0d2QBM/D93jMi8VYkH0IYTOWosXf96GPVbal42IiIiIapaHqzPG9G2Ov58fhK8e7ovQNv66x0mcXcqD3v3ZBtw6Pw6/bzuFouISi4+XiIiqTkib+nB1vlpRr7D4MuIPWVevbm32fVjbBmarAFL1kc150pLA2FpNoLumFBaXYN0B9eeEpeVrtm1mmKZk+587UmEN/5dcNNpUVKsWMKQjPyekj0F3IiIiB+Lr4YpHB7XGuikR+PCeHujSzFf3OPmFecnmFIz4cD0e+CJRKbfFzCQiIiIi0uv7Ht6+Ib6fMAArnhmI23s2g4uZoMb2lEw88+MWDH43GgvXH0Z2nnWUDCUiooqRKnp9WtYrs396TQdT4zR95gex/3KNzRO0gWxtdnlN2XgkA9l56goNMqehmjOiSxOTihVZNTxfXKEJ/PdrVQ8NffSTmYgYdCciInJArs5OuLVHMyx/aiB+nDgAQ8rYybv+QDoeWpSE4XPW4+fkE8gvKrboWImIiIjINnRu6of37+6B2KmReHxwa/h66Lc2OnnhEt5asQchM9bi7RW7cerCJYuPlYiIrs/g9uoS81J+2Vo26289cQHZmnL32pL4ZDnaoPumY+eRkVOAmrZq12nVY2k/0MiXwdSaJGXbjatoFBSXYO2etBotLb9Gc/2buqk3BhAZY9CdiIjIwXccB7f2xxfj+mL1C4Nxb78Wqv5JxqTn1pRft2PgrCjMjzqIC7k1/wsSEREREVmfxn4emDaiAxKmD8HrozqheT11WVkDCYh8vv4Iwt6JUjLgd6RkWnysRERUOdogdsr5SziSngNrEL1PHSTr0NgHDRlMrTGy7lTb1bn0cYm0ntlds726S0ouY9Uu9RiGdWaf7prmV9tVaQVRVqZ5TZeWH96lcY2Nh6wfg+5ERESkaNPQGzNu74r4aZF4bmhb+Hu56R53Njsf767ah+AZa/Habztx1Ep+qSYiIiIi6+Ll7oKHQwMR/VIEFtzXCz1b1NE9rrjkstLrfdS8WNzzWQLW7DmjLIYTEZH1UgLZPu6q56Q1nTVYvTutzKx8siwPV2eEa/4O/tJkmVva9pOZOJ2Vp3puWGcGU63ByK5NTP5fqamWRNqAf1+WlqdyMOhOREREKv7e7nhuaDvETYtUgvCtG3jpHnepsBjfJBxDxOxoPPZtMpKPZlhNKTkiIiIish7OTrWUBdSlT4ZiyRPBGN65sZIppGfD4QyM/zoZQz+IwQ+Jx5WynkREZJ2V87TZ7mutoFf3iYxcpVKfsRs6MoO5pmmzg2MPpNdYIFWvtHxQfS8lGYVq3g3aEvNFJTXyf4teafmbWVqeysGgOxEREZndiSzl5v95fjAWjeuDAUH1dI+TOLuU5LrzkwSMXhCPFdtTUVRcYvHxEhEREZH1692yHj55oDeiXwrHQ8EtVeVmjR0+m4OXl+5A6My1+OCf/Ui/mG/xsRIRUdnC26t7dW84fA5ZNRhIFav3qEuG1/NyQ88WdWtsPHRFRIeGJr26o/bVTGUESRhZtVMddB/WRTYEmtkRSBYvMT+wTX3Vc8u2nLT4OP7efca0tDyrIVA5GHQnIiKiMjk51UJkh0b46dFg/PH0QNzao6mSraRn64kLmPTDZoS/F41FsUdUk1MiIiIiIoOW/l74961dkDA9EpOHtUcDTYlig3M5BfhwzQGEzFyL6f/bjoNpFy0+ViIi0idl292cr4YYCosvI6aGAqnmgu4R7RuaXcMgy/H1cEVIa3UgVRv4thSZSxzWtEpkaXnrMqp7U9XjdQfSkZatbgdQ3ZZsSlE9Dmntj4a+LC1PZWPQnYiIiK5Zl2Z++PCenlg/JQKPDgqCj7uL7nEp5y/hP3/sRvCMNZixcg9OZ1p2YkxEREREtqGOpxsmRbRB7NQIvHtnN7Rv5KN7nJQW/THpBIa+H4NHvtqI+EPpbG1ERFTDvN1dENzaX/XcP7vVQW9Lkiz7xMMZqueGdlRn45P1lJiP2pdWI21ktH26G/t6oFszP4uPg8yTTRCeblerIRWXXMbvW09Z7PppWXlYf0C9geiOXgEWuz7ZLgbdiYiIqMKa1qmNl0d2RPz0SLx6U0c0q1Nb97jsvCJ8GnMYA2etxQuLt2L3qSyLj5WIiIiIrJ+7izPu6tMcfz0Xhm8e6YewtupsOGPS13Ps54kYNS8Wv209iUK2NiIiqtH+y9pAak39vyxZ9kUlVzdkSRZ+mKbvPNXsZ8W4gntuQTGiLNyrWzbsaYO3shlAqjyS9fBydzHZpLFks+VKzC/behJG/5UoGwBYDYGuBYPuREREVGk+Hq6YEBaEmMnh+OjenugeoL8zWH7p/d+Wkxg5dz3uW7hB+SWcmUlEREREpCX9VAe1a4Bvx/dXAvB39g5Q9YA1tvNkFp79aSsGvROFz9YdqvE+wkREjkgbdJfN99ps85oqLS9Z+JKNT9ahvrc7+gfWMwluWtKOk5kmpeVv6aEuZU7W4U5NZvme1CyLJPPIeuWSTerP5YguTZSNAETlYdCdiIiIrpuLs5PSb2nZpFAsfnSAye5lY3EHz+HhLzfixg/WYfHG4zVSSoyIiIiIrF+Hxr54767uiJsaiUkRreFX21X3uNTMPPz3z70ImbEWb/6xGynncy0+ViIiR9XI18NkA/4/uy3fq1vWFlZrStuztLz1ubVHM9XjqL1nkZlruU1zv2my3FvU80TP5nUsdn26dgOC/NHUT91DfclmdZ/16iCbOvedyVY9d0dv9eeWyBwG3YmIiKhKM5P6B/nj8wf7YM0Lg3Ff/xZwd9GfbhxIu4ipS3YopefnrjmAjJwCi4+XiIiIiKxfQ18PTB7WAQnTI/GfWzsrC+R6LuYX4YvYIxj8bjSe+mEztp24YPGxEhE5Im22+9+7z6DEuDazBcTsP4ucgqub+iURgOWgrc/ILk2Usv8GBcUlWLlT3WO9ukhf8OXb1EH3W3s0VdayyPpIyf/RvZqZBN2rO3nnuw3HVI+lpeaAQP9qvSbZDwbdiYiIqFoENfDG26O7ImH6ELxwQzvU93bTPS79YgHe/2c/QmauwStLd+Dw2YsWHysRERERWT9PNxc8GNwKUS+F45P7e6F3y7pmF9X/2J6KW+fHYcwnCfh712mLB3+IiBzJjZrgtlQg2Xz8vEXHsGK7OnDbr1U9ZdMWWRc/T1dEdGhQIyXmEw+fQ1p2vknQnazXnb2bqx5fyC3E75qNE1XpQm6Byefxrj4BygYAomvBoDsRERFVq3pebnhmSFvETo3ErDu6om1Db93j8gpL8H3icQx5PwYTv0lG0pEM9n0nIiIiIhPOTrUwvEsTLHkiBP97MgQjuzaGubXQpKMZePTbTcocUzKXLhllQRIRUdWQ3/O1v+trM4qrvbS8pp/7zd2aWOz6VDG3aUrMbzicgVMXLlX7df+3RR1M7dTEF20a+lT7danyAut7IaxtfdVzX8cfrbb1wp+TTyC/qKT0sYtTLYzt16JarkX2iUF3IiIisggPV2fc3bcFVj03CF8+3BehbfRLM8m8+Z/dZzDm0wTcNj9O+UW9qPjqhJeIiIiIyKBXi7pYcF9vRL8UgXEhreDp5qx73JH0HLy6bKdSXen9v/fhrCbTjYiIKk/Kc4/qrs4YXrEj1WK/y0fvS0Ou0aYq2Yg1rAtLy1uriA4N4ePhonpuqSYgXtUyLxXij+3qjSC39WSWuy14KLiV6vGuU1nYfLzqWwhJpaTvNhxXPTeiaxNWzKAKYdCdiIiILEpKMkW0b4jvJwzAimcG4vaezZSdo3q2pWTi6R+3KH05F64/rPTpJCIiIiLSauHviTdu6YyEaUMwdXgHNPJ11z3ufG4h5q49iNBZazH11+04cCbb4mMlIrJH2qC7tJJLPJJhkWtLSxFj/QP90dCHgTJrTsqQ3u7Gfkg8rgQ9q8uyLSeVCosGsg41umdAtV2PqnaTRkDd2ibZ7tWxeed4Rq7quYeCW1b5dci+MehORERENaZzUz+8f3cPrJ8agccGB5nsdDY4eeES3lqxB8H/XYP//rnHImXHiIiIiMg2e8U+Ed4a66dE4v0x3dGxia/ucQVFJVicfAI3fLAO475MQtzBdLY2IiK6zjLQXZv5qZ77fWv1l5jPzivEmj1pqudu7s7S8tbu3v4tTNZ91u0/Wy3Xkp/vEtQ3NqxzYzTw0d+gR9bXVuiBAerg9587UnFCEyC/3s/I/KiDJu0HeresW2XXIMfAoDsRERHVuCZ+tTF9REckTB+C127uZLKD1SA7vwifrTuMQe9E4dmftmDnyUyLj5WIiIiIrJ+bixNu7xWAP58ZiO8n9Mfgdg3MHhu97yzuW5iIm+bG4n+bU5SAPBERVdwoTbB75c5U5BddLfteHVZsT8WlwmJVgE4CqmTdugf4oXNT9ca47zYcq5ZrSSnyfZrKNveyT7dNGdOnOTxcr4Yzi0ouY0G0Okh+PeIOnjMpWS9ti6R1BlFFMOhOREREVsPb3QWPDAxE9EvhmD+2F3o0r6N7nEyuf9t6Cjd/FIt7PkvAmj1nUFKNZciIiIiIyDbJYmlom/r4+pF++Pv5QRjTJwBuzvrLYbtTs/DCz9uUDZ4fRx9S+r8SEdG1u6mbusR8Vl4R/tl9plqv+XPyCdXjyA4NUd+bGcy28PP5vv7q7OW1+9KQcr7qspcNtFnuLf09EdLav8qvQ9Wnrpebyefll+SUKvm8SJb7h2v2q55rVqc2buvZ7LrPTY6HQXciIiKyOi7OTripWxMsfTIEvz4ejGGdG8Hc5tINhzMw/utk3PBBDH5MOo48ox3uREREREQG7Rr54J07uyN2WgSejmyDOp6uusedzsrDrL/2InjGGvx7+a4qLV9KRGTPJFDVP7Ce6rmfktRB8ap0MO2iSXaqZMSSbbi1R1Ml+cJAurxoA+TX63RmHn7fdlL13D19W8DJiRnMtkbaUrq7qLPd50cduu7zJhw6h41Hz6uemxTRRqmaRFRR/NQQERGRVe987tOqHj59oA+iXgzHg8EtVeWkjB06m4Pp/9uB0JlrMWf1fpy7mG/x8RIRERGR9Wvo44EXb2yPhGlD8OZtXZQ+xHpyC4rxZdxRDH43CpO+34wtx9ULskREZEpbtjv2YDqOn6uezUu/bFIH9Ot7uyG8vfl2ImRdvNxdMFqTTfzthmPIyqu6SjNfxB5GYfHVyogSSL2rT0CVnZ8sO38b21/9/8uvm07gSHpOpc9ZXHJZ2WhprKmfB+7szc8IVQ6D7kRERGQTWtX3wn9u7aIsjr50Yzs08NEvF3cupwBzVh9AyMy1ShD+0NmLFh8rEREREVm/2m7OeGBAS6x+YTA+e6A3+rVSZ2caSBejFTtSMXpBPO78OB5/7TytLNKS9cjNzcU777yDvn37ol69evDy8kKHDh3w4osv4tixqu0RvHPnTjz22GNo3bo1ateujQYNGiAsLAyffPIJioqKrvk8K1euxOjRoxEQEAB3d3flT3ksz18ruZ5cV64v45DxyLhkfLt27Sr3+3fv3o13330XN998M1q1agUPDw94enoiMDAQ99xzD/78889yzxEdHa1slr6W2xtvvHHNr41s1/AujeFXW11JZHFy1WYvi6LiEvxvszqD+fZeAXA100KErNNDIeqS4dl5Rfg2oWr+376QW4DvNZnz0maG7Qds1xODW6uy3WVDxWu/7VRKxFfGTxuPY1tKpvoazHKn68BPDhEREdlcH6enItsidmoE3rmzG9o38tE9Lr+oRCk3P2R2DMZ/tVEpF1XZSTgRERER2S9np1q4sXNj/Px4MJZNClXaHJmrOpt87Dwe/24ThsyOxjcJR5FbcO1BVqoeBw8eRI8ePTB16lQkJyfj/PnzShB+3759eP/999GtWzf88ccfVXKtzz//HL1798Znn32Gw4cPIy8vD+np6YiNjcUTTzyB0NBQ5XFZSkpKMGHCBIwcORLLli3DyZMnUVBQoPwpj+X5iRMnKseVRa4TEhKiXFeuL49lPDIuGZ+Mc+HChWa//6GHHkLnzp0xZcoUrFixQtmckJ+fj0uXLuHo0aNYvHgxbrrpJgwfPhwXLqjLdxOVxcPV2SR7WXovS5C8Kq3ceRpns9UV7u5idqrNadPQByO6NFY990XskSr5+fpNwjGlao2B/Gx/NKz1dZ+Xak5DXw+MC2mlem79gXT8sT21wueSCpnv/LVP9VxQfS9lYwZRZTHoTkRERDbJ3cVZ6dX213Nh+PqRfghrW9/ssWv2puHezzdg1LxY/Lb1JAqr+Jd9IiIiIrIPPZrXwfyxvRAzOQKPhAbCy81Z97ij53Lx2m+7lOpK767ai7SsPIuPlYDs7GwlMHzgwAHlsQSr16xZg/j4eLz99tvw9vZGVlYW7r77bmzduvW6riVZ348//rgSIG/UqBHmzp2LxMREJTP99ttvV45JSkpSstWLi68GebReeeUVfPHFF8r9nj174scff1S+T/6Ux0KC5a+++qrZc8j55TobN25UHsv1ZRwyHhlXw4YNlQC6ZLyby5yXIL+QygCPPvoofvjhB+V9k7F8+umnaN++vfL1VatWYdSoUeVuAhCLFi3Cjh07zN6efPLJcs9B9lliPi07H3/vPlNl55cN9QvXH1Y916tFHbQ1symfrJv0zzaWkVOAH5PUrQMqSkrUfxl3RPXczd2aooW/53Wdl2re00PaorGvh+q5N//YjcxLFWtL8Pafe0y+RypsynojUWXVusyULzIjJSUFzZs3V+6fOHFCKXNFRERkzfakZmHh+iP4fZsE1s1PcaQ/07jQVrinXwv4eqjL3lk7/nwmW8bPLxER2RpZjP0p6bjS2/10GYF1N2cn3NKjKSaGBaF9Y9sL+tjqz+jXXnsNb775pnJfystPnjxZ9XUJIg8ePFgpwy5/Sin0yigsLFTK1UsWua+vLzZv3qyUcTc2adIkLFiwQLn/5ZdfYty4cSbn2b9/v5JdLuPp06cP1q1bp5SEN5AMfRmnZOy7uLhgz549aNNGHYwyBLfHjx+v3JdA9vz5802y/yXTXTYcyPfLeeR8xh5++GEEBwcrGe9S3l5LxjJs2DAli158/fXXePDBB02Ok/c0IiJCuR8VFYXw8HBYmq1+fu3d6AVx2HL8apWE7gF+SjURaTVwvZKPZuDOTxJUz8mGKalUQrZp3JdJiN53tvRxfW83rHkx3KRVwbV6e8VufL5eHXRf+WwYOjbxve6xUs1buSMVT3y/WfVcZIeG+PzBPkoFo/JIZUxpSWns5m5NMG9sryofqyNLccCfz8x0JyIiIrshvzzNHtMdsVMj8WR4a7O/nJ3KzMN//9yLkBlr8dYfu3HywiWLj5WIiIiIrJ/MJx8b3Brrp0Zgzt090Lmp/mJ9QXEJft2UgmFz1uHBRUlYf+AsWxtVMwmES1a36Nixo9K/XUvKrxuC0zExMaWZ4RW1dOlSJeAupk+fbhJwF9IbvW7duqX39cyZM6e07/tHH32kCrgL6acuzws57oMPPtA9z3vvvVeapa53LQm0yzgNAXgZv5ZsDJAMd72Au2EsH3/8cenjX3/9Vfc4InMeDg1UPZa+ydL2rSrIZntjzerUxrDOjark3FQzno5UbzBKv1iAD/7ZX6lzHT57UdksZ+zGTo0YcLcjw7s0Rnj7Bqrn1u5Nw/v/qMvF69l8/Dxe/22X6jmpbPTqTZ2qfJzkeCwWdJe+QDL5lV2hXl5eyqSwb9++ysRQdk5WFSmZJOWVZMeETBrlT3lsrpSSHpnUfvLJJwgLC0ODBg2UCbBMpqUk065d6n+MZZFeSrLjVnpHyS5Yucl9ee7cuWufYOzcuVO5toxBxiJjkrHJGA0TdSIiIrqqka8HpgzvgPhpkfj3LZ3Rop5++bCL+UVYGHsEg96JwtM/bsH2FPYqtCWcX3J+SUREZCmuzk64rWcz/PH0QPwwsb+STWXOuv1n8cAXSRjx4XolEF9QxNZG1UGyqjMzM5X7kq3t5KS/zGmcca4XfL4W0mtd73zaIPWYMWOU+7t371ay2o3JJozffvtNuS/z1wEDBuieR543lHaX47WbN+S8krku5Hpy3ep63V26dEH9+lfaeB06dKhS5yDHNbJLY5PfxT+Ouf7P0bFzOVi1+7TquYdDW8HFmfmFtqx3y3oY2lG9ceKbhKNKRcOKenvFHhSVXP2/09W5Fl4e2bFKxknWQSpmvD26K+p5uamenx91SGk9YW7j45bj5zHx62Rls6Sx/97eFY391CXriay2vPzy5ctx//33KyWN9LRr1w4rVqzQLZd0raSvkOzONPRE0jNhwgSlJ5G5SbhhIXPkyJFmd77KQuu8efOUc5VFeijddtttOH1aPQEwaNKkiTJh79evX5nn+fzzz/HUU08p/aL0yPfLe2eYAFclRyz9QERE9qm45DL+3nUan68/jM1G5e309Ausp5QFHdKhIZyuoSSVpfHn8xWcX5ri/JKIiMiyDqZl44vYI1iy+WSZgfWGPu54KKQV7uvfAnU81YvD1sIWf0Ybl5ZPSEgwG8SWDYV+fn7KpsxBgwYpGe8V1aJFC+V9kWD43r17zR4nfdnHjh1bWgJeSrgbSKa8IUNeNj/KZkdz5OufffZZ6fcFBgbqlpaX691zzz1mzyPjlSC9jF82rFaGvHcy5+7atSu2b99u8nWWl6eyfLvhGP61bKfqOdm81KWZX6XP+exPW/Db1lOlj33cXRA/PRI+NtY6jkydyMjFkPdjVD9T+7Ssi58eHXDNmyp+23oSz/60VfXcY4OCMJ1Bd7u04fA53L8wUbXJQtzVOwD/GtWptKWkrAsu2ZyCV5ftNJmzTQwLxCvMcq8WKQ7487nat39t2bIFd999tzI58/b2xttvv630U1qzZg0mTpyoHCOTv5tuugnZ2dmVvs4rr7xSuiDas2dPZdKZlJSk/CmPxcKFC/Hqq6+aPUdxcbGStWRYEL399tuVDCZZ4JRyVQ0bNkR+fr4y8S0rs0k+PKNGjVIWRKVf0pQpU5QeTXKT+/Jcamqqcox86Mz5888/8fjjjysLoo0aNVLGIGORa8vYhLxGGbOMnYiIiPRJP6cRXZvgf0+GYskTIRjRpTHMxdOTjmRg4jfJGPp+DL7bcAyXCvgz1tpwfsn5JRERkTVo09AHM27vplRXemZIW5NsK4O07Hy8u2ofgmesxeu/7VSyNOn6STa5gWSOmyPzJMNGTEOGeEVcvHhRmYuVdx3t17XXutbxVsd5ZPw5OTmVmncbNrlKCf9rmT+3bNlS2VQqpfZlzvz888+bZP2T45DAl/TmNjbrr72Vbr+x82SmKuAu7u3fggF3O9G8nieeGKxu35F87Dze+/va/g85dPYiXtb06ZbP31Oa0vVkPwYE+eP1UaYB8182paD/22sw6YfNeOmXbUqFyym/bjcJuIe09sfU4WX/LCWqCBdUs2effRaXLl1SJrh///03goODS78WGRmJtm3bKguFMvmaPXs23njjjQpfQ77X0MuoT58+yuKjoSeSlBi95ZZbMHjwYCQnJyvlRh955BHdrKevv/4asbGxyv0nn3wS8+fPV2X8jBgxAr1791Ymm88884wy6ZXXpTfBPHv2rHL/hx9+wF133VX6NSnbKeeQheK0tDRlkfarr77S7Uv19NNPKxlWUjY0Li5O1S9q+PDhmDRpEhYsWKCM+dtvvzVb3oqIiIiu6t2yLnq37I3j53KxKO4Ifk4+gVydwPrh9BxlB+zsv/fhgQEt8UBwKzTw0e93SJbF+SXnl0RERNakvrc7XrihHZ4Mb61kUX2x/ogyl9S6VFiMrxOO4ZsNxzCsU2NMHBSolNOlyjFsNJQ2Q3Xq1CnzWMmykixtmU/JhkdzfczLuo4oL0PLkM0lDIF6aziPBDjl+wxl66/Vf//739L7htL5ZZGNsAayyXPr1q3KTTZ6/utf/8Lrr7+ulASuqLI2lQrZfErWycPVWentLhuPDNYfSMfqPWm4oVPFerDL53jGSvUmFB8PF5MgLdm2J8Jb439bUnAi41Lpc5/EHEK3AD+M7NrE7PflFhRh0vebkaNZ3/nXzZ24KcPO3T+gJTIvFZpszpB514rt5n8+hLWtj/n39WJrCqpS1fppkiyZ9evXK/el7JHxgqiB9OE07JT88MMPlcXAipozZ05p78mPPvqodEHUQHobyfNCjvvggw90z2NYWJV+oLJ4qiULqdOnT1fuHzx4ULcfkmQfff/998r9YcOGqRZEjSep8jUhi5l6JULl3FI+Ssg1jRdEDWSMsmvUcJ+IiIiuXQt/T7xxS2ckTBuCKcPbK2U/9ZzPLcTctQcROmstpi3ZjgNnKp85TdeP80vOL4mIiKw5uHRf/5ZY/cJgLHywD/oH6gfUJcHzr12nccfHCRi9IA5/7khVyp5SxRgqGknlo/JIYN44c70y17mWa5V1HWs7T3mWLFmCX3/9VbkvGzwNVZHMtTmSzZtSEUqqKG3atEmZe8p83dXVVdn0+e9//1vZSFoZsnmgrFt57ZWoZo0LaYVGvurft99asRv5RRWrrBW97yziDp4zCdDWNVNlhGz3Z+mcu3sofdiNvfjzNqzapd9qLSOnAGM/T8Te0+r1mrv7NMetPZpV63ip5slmrqci2+Lj+3qhtqvzNX3P/QNa4MtxfUvLzxPZRNBdekoaGPcwUg3AyQkPPvigcv/ChQtK75+K7nD77bffSksmmevfJM8bdnPK8doSNpLNZCjXJIuWspCqxzjbR29R9Pfff1cmkmW9ZuPzyLHyPWW9d+YyjGSMhl2mUlqKpZqIiIgqzs/TFU+Gt0Hs1EjMvqs7OjT20T1OSlD9tPEEbvhgHR7+MgnxB9MrXRKPKo/zS84viYiIrJ2TUy0M7dQIix8Lxu9PheKW7k2Vdkd6thy/gCe/34zw96LwVdwR5ORf2fRH5cvLy1P+dHMrP+BmnNkuFZMqc51ruVZZ17G285RF5rCGeadsPpVNneYy1KUKlPSLnzdvntJfXgLgvXr1wm233aa0YpIKStIXXsycORPbtm275nGQffByd8H0Eer2BMfO5eKzmCsbgq/F+ZwCTNeUDW/i54FHQgOrbJxkPaQKzGujOptkLT/+3SbMWb0f2XlXNtbL7+BxB9Nx5yfx2Hrigur49o18lEQLchzSVlLmXSO7NoaLmXmXVExYcF8vvHlrF2a4U7Wo1k+VoZSm7KqUHZHmSGlOAylzWRFHjhzBqVOnTM5T1nVOnjyJo0eP6o61vPM0btwY7dq1MzvWaz1Pea/ZcB5ZyJVrVvY8REREdG3cXJxwR+8ArHw2DN+N74/B7RqYPTZq31mMXZiIm+bGYumWFBQWq3tCUfXh/JLzSyIiIlvSLaAO5t7bE+umRGBiWCC83fU7PUoZ3TeW70bwjDVKv+MzWVcDq7ZOgrXXe9NrnePh4VFaxrw8UlLeQFvBqDyG61zLtcq6jrWdxxyZB48cOVLJqJf3ftGiRWX2c5d5uWSzmyNBeAnIGwJkhvsVISX2y7pJNSyybrf2aIpeLdRtIOasOYCkIxnlfq98bl5eugOnNf8vSlsPyYom+3R//xYY00fdQkP2uc9ZfQD9/7sGd30SjyHvx+C+hYk4fFbd0qWup6tSNry2Gz8fjqZtIx8suK834qdFKq0FHg5thQkDA/HskLZY8kQIfpskQfkmlWp1QlTjQXdDZo+UzdTrTWkgGUTa77lWkoGjd56KXqcy55FJXU5Oju55ZAdnWYuZUnZJemnqjUXKPRn6NV3PayIiIqKKk4n3wLb18fUj/bDquUG4q3cA3Mzsft2dmoXnF29D2KwopceY9JCi6sX5JeeXREREtqhZndp45aZOiJ8eiVdGdkRTv6uBU2NZeUX4OPoQBs5aixd+3oo9qVkWH6ut8PHxueay6cbzq2spR693nWu5VlnXsbbz6MnIyMCNN95YuplU2ilJ9vr1knMY5qkxMTEV/n7pXV/WTebBZP2/Z0vWsXGcS9pqTPphM9LK2WT03YZjWLnztEkv5jt6qQOyZF/kM/PWbV11/55zC4qx8eh5k2C7kJ+vvzwegjYNK/Z/PdmXhr4eGD8wEK+P6oxXb+6E529oh94t6zLYTtXO/ErldZJSR+np6cp9mfyURfpGyq5ImQgaFgOvVUpKSun98q4jPX4MtNepzHlkl518n6GsqPF5yjuH4Ty7du2qkrGI63nv9KSmplbofERERPamfWMfvHtXd0we3h7fxB/Dd4nHcCHXNLAuO+5nrtyLj9YcwJi+zZUSd83r6ZcSp8rj/JLzSyIiIlsnvUMnDgrCuNBWSi/3heuPYMfJTJPjCosv43+bTyq3gW3qY0JYoFKJyRYXi6tiE59eUFXmNNI/XOZ70lKoTh11Fq0xw5ymQYMGqpLr16JZs2bXPNcxnjsZz6kM462O89SvX7/c88jnprw5oGS2Dx8+XJlLijfffFPp014VZLOsVHZKTk5WKkSR41b+eDqyLeauOVD63NnsfDz81UYsGtcXjXxNNyN9n3gM//rtymfSOItZWsNJKw+y/4qE793VDe0aeWPmX3uVTPeySLvALx/uiyZ+FatoQkRk9UF3mahVZCelYVH0WnanVvY6cg0D7XWq+jzX+pqrcyzl0U7aiYiISF9DHw+8NKw9noxojSWbUvBF7BEcPZdrclxOQTG+jDuKr+OPYkSXJsriaM8WdWtkzPaI80vOL4mIiOyFq7MTbu3RTOn3nngkAwvXH8bqPWm6x8YeTFduEnSYMDAIt/ZsCncX2ymZW16Vncrq1KkTlixZotzfu3cvBgwYoHtcUVERDh06pNwvq0y6OZJZLnMcCWDLdcpi/HXttWS8esdd73l69OhR7nlk/MZzPC3p9z5q1Chs3LhReTx58mS8+uqrqEq2uGGEqp6UeJbe2+v2ny19btepLNwyLxYf3N0DwUH+ymclM7cQC6IP4tN1pn3fZ97RTcliJccgn4fHBrdGn1Z18WnMYazZm6ZUSTDWvF5tPD64Ne7sHWBTPx+JyP5Ua6a7gZubW7nHG3aZyiSvuq5jvJNVe52qPs/1vOaqGgsRERFVLU83FzwQ3Apj+7fE6j1nlMVRKWmmJb//rdiRqtz6tqqLCWFBGNqxEZy5E/+6cH7J+SUREZE9BhMGBPkrt0NnLyqbO2WTZ35Ricmx+89cxJQl2/HOqn14KLgl7h/QEnW9yp8f2KuBAweW3peS5eaC7pJdbSizHhoaWulr/fjjj9i3bx9Onz5ttuWPcel07bUCAwPRtGlTpWd6eSXW161bV5pl36pVK5OxGF/PXPl3Gef+/ft1x2KssLAQd9xxR+mYHn/8cbzzzjuoSrLxwTAWeQ/IccnvxB/e3QM3fxSLkxeu/q5xJisfYz9PRFADL9TzdMO+M9nIzisy+f5JEa0xrLP5lltkv3q3rIfPHqyHM1l5yqaNvMJiuLs6I6BObfQLrAcXM20BiYgsqdr+J/LwuLrbrKCgoNzj8/PzlT9r165dbdcxXEPvOlV9nut5zVU1lvLIDt2ybklJSRU6HxERkSMtFMgv+tInbNmkUNzUrQnMxdMlKP/Yt5vw4KJESw/T7nB+yfklERGRPWvdwBv/Hd0V8dMi8fzQdvA3E1BPv5iP2f/sR/DMNUqg3lGFh4fDz89Puf/1118rbXr0fPXVV6X3R48eXalr3XbbbbrnM5abm4uff/65NBtdyqlrN1jceuutpRnoGzZs0D2PPG/IUJfjtRnicl5D9rtcT65b2dddXFyMsWPHYuXKlcrjBx54AAsWLEBVW7x4MTIzr7RRGDx4cJWfn2yLbBb6dnw/tPQ3bckmPbqTj53XDbhLlvxLN15tw0WOSdoQ3NWnuZIQMaZPc4S0qc+AOxFZjWr730hKL1WkLKVhx+m1lM2s7HUM19C7TlWf53pec1WNpTzSy6msm16/LCIiIlLr0bwO5o/thZjJEUovdy83/VJmEe0bWnxs9obzS84viYiIHIG/tzueHdoWcdMiMfP2rmjTUP/ncSt/LwTVN18y3N5J9Z5nnnmmtG/8e++9Z3JMQkICvvjii9Jgb9++fXXPJYFtuWmzyo2D1kFBQcr9GTNmlJarNyYl2c+fP196X89zzz0HZ+crvy88/fTTJlWF5LE8b+iDLsfreemll5Q/MzIyMGXKFJOvy/hknKJNmza6QXfZpDBx4kT8+uuvymPJdv/yyy8rVAZeXm90dHSZx8imy6eeekq5L+d+4oknrvn8ZL+CGnhj2ZOhSoZyeWSD+/QRHfD8De3YpoCIiByzvLxk0/j7++PcuXNISUkpd4JmWNyraB9IWbwzKO86kl1joL2O9jz169cv9zzyQ974+wznOXPmTLljMT6PdixSOsp4LNdyDr3zEBERkeU0r+eJ10Z1UhZIf0w6jq/ijuJ01pWS3t7uLhjTlz+nrxfnl5xfEhERORIPV2fc06+FkskXvT8Nn687goTD50q/Pn5goMMHoCS4LVnUUrpcgs8HDx5Uyq1LtZ6oqCj897//VUqby+M5c+ZU+jqurq746KOPlL7nWVlZSrl26Xner18/Zd75+eefl/aXl/LvkjGuR7LUZcwzZ85Uyt7LeaZOnYrWrVsrgfJZs2Zhy5Ytpa+tbdu2uud56KGHsGjRIsTFxWH+/PlKKXkJoNetW1cJcr/55pvKOJ2cnDB37lwlgK8XuJcgu+jSpQtefvllZfNCWeQ4Y5K9HhERgW7duinVAHr37q1sspSNBcePH8cff/yBb7/9trTSklxTjiEyZLx/N74/vkk4iu82HMPRc6ZVG6SqnFT+MLf5iIiIyCGC7oZSSuvXr1cmvDLB1ZvgCUPJJGEoj1SRa+idp6LX0Z6nR48e5Z5HFiG9vLxMzrNp0yZl0llWj6fU1FRl8qs3FslEknPLguf1vCYiIiKyPL/arnh8cGsl633FjlPK4mhIa3/4erjW9NDsAueXnF8SERE5GienWojs0Ei57TyZiYXrDystjG7pwd7YMsdZsWIFRo4ciQMHDuCzzz5TbsZ8fX3x/ffflzkXuxZyjU8++UTJ2pYNkYaMdGMShF+6dGlpNruet99+G2lpaUrQXALsej3Zx48fj7feesvsOeT8y5YtU8a0ceNGJeBvCPobuLu7Y968eRgxYoTuOYyP37lz5zUFw82V8N++fbtyK2u8//rXv/Daa6+Vew1yLG4uTpgQFqRsIpL/13aczISbcy341nZVqsq19Hfcah5ERGR7qrXZhezsFJJlJAuF5sTExJTelx2eFREYGIimTZuanEfPunXrSjN9tOWiDGMt7zyy0Cm7Z82N9VrPU95rNpxn3759yjUrex4iIiKqucWD0T0DsOKZgXhpGPvOVRXOLzm/JCIicmRdmvlhzj09sebFwXB3MR/YdSRSPl2C15Il3qdPH9SpUweenp5o3749nn/+eSUYfPPNN1fJtSSbXOag8qeUmzdUYpJ51scff6xknpdV3UhI9rmUvJfNAtKzXeadUipf/pTHf/75JxYuXKgcVxa5Tnx8vNKDXa4v45DxyLgM45wwYQKqk4z5l19+wQsvvKCMQebRshFCKgPI+GQu+corrygbZl9//XWHr8xA5slnQ0rNS/BdenXf2qMZA+5ERGR7LlejxMRE2f6o3B577DHdY4qLiy937NhROaZOnTqXCwoKKnydJ554ovQ6CQkJusfI84ZjnnzySd1jDOOoV6/e5ZycHN1jZsyYUXqen3/+2eTrqampl52cnJSvDxs2zOyY5WtyjBwr36O1ePHi0uvINfXIGOvWrasc06lTp8tV7cSJE6VjkPtERERU8xz95zPnl5xfEhERUdXjz2iyZfz8EhERWZ8TDvjzuVoz3aWkUlhYmHJfdnAmJCSYHDN79uzSfkHPPvusshPSWHR0tLLTTW7jxo3Tvc5zzz1XWrZJSjtdunRJ9XV5bCj5JCVI5Xg90ldIZGRkKH2gtKS30owZM0p30Y4ePdrkGCn3ed999yn3V61ahV9//dXkGNkBKl8T0uNJr0SonFt2pgq5plxbS3o7Sd8ow30iIiIie8f5JeeXRERERERERERE1qZag+7iww8/RO3atZWemzfeeKOywLdhwwZERUXhscceK118bNeuHV588cVKXUO+17AomJycrJQuWrx4sXJf/pTHcl/IcW3bttU9z0MPPVRaQnP+/Pm48847lcXLpKQkpQdSSEiI0idTyjvNnTvXbA9R6c3UoEED5f69996LadOmITY2VrnJ/bFjxypfk2PM9WeSxeGPPvpIuZZcU8YlY5CxyJhkbFI+Skj5JllcJSIiInIEnF9yfklERERERERERGRNakm6e3VfZPny5bj//vuVxT1zi5rSx0iye7QkEykiIqJ00fKrr77SPUdJSYnSr2jRokVmxzF+/Hh89tlnZfZESk9Px8iRI7Fx40bdr7u7uyuLk+X1REpMTMRtt91mtl+mZB8tW7YM/fv3L/M8n3/+OZ566ikUFBSYzfaS9668flGVkZKSgubNmyv3T5w4gYCAgCq/BhEREVUMfz5fwfmlKc4viYiIqLL4M5psGT+/RERE1ifFAX8+66fSVLFRo0Zh+/btSlaSLODJG+3m5qYsgt51113Kop+np+d1XUMWOqXE6B133KEsfMqipixwymJh3759laynESNGlHseOT4+Pl5ZjPzhhx+U0qQ5OTlo2rQphgwZopQo7dy5c7nnkcXOHTt2KK9ZFj+PHj2qPB8YGIhbb71VKUHq7+9f7nlkoTc4OFjJfFqzZg1OnToFLy8vdOzYUSkzKouz5jKirpdkjxmkpqZWyzWIiIioYox/Jhv/rHY0nF9yfklERERVh3NMsmWcYxIREVmfVAecX1ok051skywsS6YTERERWScpCy7BXyJbwfklERGR9eMck2wN55hERETWLclB5pfV3tOdiIiIiIiIiIiIiIiIiIjIXjHTnczKy8tTSpiKBg0aXHeZUSklYdh1KrtamjRpUiXjJMvg35/t4t+dbePfn+2qrr87Kcd09uxZ5X7Xrl3h4eFRJeclsgTOL8kY//5sF//ubBv//mwb55hEpjjHJAP+3dk2/v3ZLv7d2TbOL22spzvZJvkHUF3lHuQfbUBAQLWcm6of//5sF//ubBv//mxXVf/dtWrVqsrORWRJnF+SOfz7s138u7Nt/PuzbZxjEl3BOSbp4d+dbePfn+3i351t4/zy+rC8PBERERERERERERERERERUSUx6E5ERERERERERERERERERFRJDLoTERERERERERERERERERFVEoPuRERERERERERERERERERElcSgOxERERERERERERERERERUSUx6E5ERERERERERERERERERFRJDLoTERERERERERERERERERFVUq3Lly9fruw3ExEREREREREREREREREROTJmuhMREREREREREREREREREVUSg+5ERERERERERERERERERESVxKA7ERERERERERERERHR/7V3J0BSVIf/wB9HWAgIiIgGAQ8Qj2iiiagEEY8I8RYsD0i8gldiErWsilpWIIkVD4xaiVURNR4xpeARNMYo8ULDJaLGeIsHUChB5VDURS77X6//NfNjYc9hdnZ69vOpardn+vWb3n7bvd/lPV8DQIF0ugMAAAAAAABAgXS6AwAAAAAAAECBdLoDAAAAAAAAQIF0ugMAAAAAAABAgXS6AwAAAAAAAECBdLoDAAAAAAAAQIF0ugMAAAAAAABAgXS6UxILFy4MF110Udh1111D586dQ48ePcKgQYPCNddcE6qrq1v68CrKRx99FB5++OEwbty4cPjhh4eePXuGNm3apMvpp5/e5PoeffTRMHLkyNCnT59QVVWVfo2v4/uNtW7dujBx4sQwdOjQsPXWW4dOnTqF/v37h3POOSe89tprTT6mSvb888+H3/72t2H48OH5c96lS5cwcODAcMYZZ4QZM2Y0qT7tVxorV64MkydPTu9zw4YNCwMGDAjdunULHTp0CL169QoHHXRQmDBhQli2bFmj6ps1a1b40Y9+FLbffvvQsWPHsO2224YRI0aESZMmNem4Yvn4sxT3j/XE+mK9s2fPLvA7bX0uvvji/D00Lk8//XSD+7juoDTky9KRL7NNvswuGbMyyZdQ3mTM0pExs0u+zC75snLJmGUigWb20EMPJV27dk3ij1tty8CBA5O33367pQ+zYtR1nuNy2mmnNbqe9evXJ2PHjq23vjPPPDMtV5+PP/44GTRoUJ11VFVVJbfccksRvvPsGzp0aL3nO7eceuqpyerVq+utS/uV1uOPP96otuvZs2cyderUeusaP3580rZt2zrrOPLII5NVq1bVW0d1dXVyxBFH1FlHrP/Xv/51kc9C5fnPf/6TtG/fvsa5mzZtWp3lXXdQOvJlacmX2SVfZpuMWXnkSyhvMmZpyZjZJF9mm3xZmWTM8qHTnWb14osvJp06dUovsC5duiS/+93vklmzZiVPPvlkctZZZ9UIrStXrmzpw60IG97U+vXrlwwfPrygwHrJJZfk99t7772TSZMmJc8991z6Nb7Obbv00kvrrGPdunXJAQcckC87atSo5NFHH03mzJmT/PGPf0x69eqV/+X5yCOPJK1d//790/PRu3fv5Pzzz0/uv//+9JzPnj07ue6665Ltttsufy5Hjx5db13ar/SBtW/fvukfFH/4wx+SKVOmpO02c+bM5J577klOOOGEpF27dun56tChQ/LSSy/VWs/EiRPz5zv+PNx6661puz344IPJwQcf3Oj2P/nkk/Nl435x/1hPrC/3cxaXm266qZnOSPbFUJkLjbmf9YYCq+sOSkO+LD35Mrvky2yTMSuLfAnlTcYsPRkzm+TLbJMvK4+MWV50ulOSkW9xlE0MqhubMGFC/qKMI6PYfOPGjUv+8Y9/JEuWLElfz58/v8mB9a233sqPjNpnn33SEWcb+uKLL9L3c21b1yjf+Msx99k//elPN9ke98uNIB4wYECydu3apDWLo/9iuIm/sOoaORb/uMud02eeeabWctqv9Opqsw098MAD+fM5cuTITbYvW7Ys6datW/6PzdjeG3/G0Ucf3WBwiv8gkCsTy298bLHeWH/c3r1792T58uVN/n5bg+uvvz49R7vuumsaMBs67647KB35svTky+ySL7NNxqws8iWUNxmz9GTMbJIvs02+rDwyZnnR6U6ziSNachfdOeecU+conN122y1/41yzZk3Jj7PSFRJYf/KTn+T3iSPdahPfr++mGuXatkePHunNujZXXnllvp577723Cd9Z6xT/GMmdr5///Oe1ltF+5WuXXXbJT9G0sauvvjp/LuOowtosWrQoP9o0Tr1Um8MPPzwfimL52sT6c58V/+GAmhYuXJj+nw3x/Dz99NPpP6g0FFhdd1Aa8mV5kC8ri3yZfTJm+ZMvobzJmOVBxqwc8mX2yZfZIGOWH53uNJsNR9U8++yzdZbb8ML717/+VdJjbA2aGli/+uqrdHqg3OioxvzyjdMGxf02HjGV+9xzzz23zjr+97//NXq6GZLk888/z5+v2gKL9itvuVGCMQxtbPDgwem2OAKwvmdejRgxIv9MnI2ntIuv49RPcfsPfvCDOuuI9edGGsbPpaajjjqqxj2zocDquoPSkS/Lg3xZWeTL7JMxy598CeVNxiwPMmblkC+zT77MBhmz/LQN0ExmzJiRfu3cuXP47ne/W2e5YcOG5ddnzpxZkmOjbvPnzw+LFy/epG1qk9v+wQcfhAULFtTa/g3Vs+2224aBAwem69q/YatXr86vt2vXbpPt2q98vfXWW+Gll15K13fdddca29asWROee+65dH3w4MGhQ4cOddaTa4/4s/D888/X2DZ37ty0rg3L1SbWv//+++f3Wbt2bcHfV6W59957w8M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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pydmd.plotter import plot_summary\n", "\n", "plot_summary(dmd_models[var_names[0]], figsize=(10,6), max_sval_plot = 70) " ] }, { "cell_type": "markdown", "id": "f2b0036d", "metadata": {}, "source": [ "Let us plot the modes" ] }, { "cell_type": "code", "execution_count": 8, "id": "c2af3ccf", "metadata": {}, "outputs": [ { "data": { "image/png": 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hykRSQAigcvjkwyTjC4SEcO6K6TuT6jLQmWSCoseAdlqvEJICE2McDe0lnI3bxouY7ATQMcAKTUdrAZMZaZvITZ1L71wTu2lweGLKymDPxJSd/RGOzDg4TNQEQKkz4Tn0IQpNptAwMIyGhoyhXOizUciHZjttbUxASouKUozFkImGhkY/dwbAZuFjXjNFPtQJ+DWG0S+OgQ7mzzcEKaXOyBCwu/TN/QnjUe5m/hhl/VgKgjo4ODg4RCIshCxNcVGqjCgv8j6MnITlr/DnWrQdTHMMs5PsaV4Rk6JZ5V6S/cs0wPtLOxAVGQXXeRlFdRGCAjUHpINVlHlFvuLCfbZ3c6gwCM1gvIhzYBBChrYdCB+rLPYUmXYvoV63xVgbF5ZTZ6Kb+vkcHaYy3DfksP/DTmTPda6L1Wc4RwnJS5HGtmeyCeeC+rLGZG3oPJdU8/yUmmIYCkgCyEcimaRYczOVyk4W+cDqZLKLmpvxqcIXT+qaGry+ZIXXIEVq0CfIhyFOQrg06dKLlzsT4W7m4ODg4DDhkDIk+GeTuJ+WvG8pLwJxGQuDJiqFFQW0kzyXMOSkSJ5LsSEfdv6KCBziGLbT9DHQ4o0Z7bXqAkKDtugzTctACJkQGiI6dlEJtxuYV0IDOhcGRMWQlYGKOJ+r9Lm7q4iG4yX+diE/w53FtLOtiPbMSXLbPlV82mFqwpEZh/0bYeTBIiATznUxySISGmY3Ca3BIhvC4sjUutraRj8cTCLIRMjwyIciCgad6jWeTFLN8uX+Dg0NdRZP2cuva9Z4hKahwVJnVH+BcDNDkBovbqA1a1LWz6HqjBAuK9TMV2dkB2PnmAuU5yjMzMHBweG1zHfRRGWs++t8FwBKh4SV2Qn8thWxJPCDdAixsZUZqdUC1QWuYpj4g4BAWfHJh8pf6aFyL8E+ls95MSAWLZ2GeCgCokmKJO6zSYCV56JDyPbUDvrtRHHRwD6DXeV8XrMWFlEsNuCpM7gzzyz31Rl/DJ1e8U2MM4rYjQeDHbtpcKBkYn30TszaeX+EIzMO+y9GSz7PYKuckdCE5bqo0DA5rE4xSSMfmqGY0DAS5aO+3nuvyIJWU9raUha0UGcaFflgVcZs65L3IDQYDAhXUxMtWZLPh/bIzC4zVo/MYD2TDwlRU8qMEJsYSIhcB/arr/Ob28oMXwupO6NCzpjEODg4OBygyDZhH+00oYmqA2O7kIUl7mdSXMLqtXDtldpCj6QYBSbKNUyTFJjaswWyITGC4eZuJjSbzeeAQmLaMVHp7PNJysuxAQ73YoKk8lzsEDJsf/NxFXyuPS1FFFbmEmPuTXjWzzg2Wzor4gNSw+gY8PucVZ6kqjKXPTnV4ciMg4NBpA2yLTuEKTMIDfNdvtKLVAp3CpAPQ0AkNEwUkHhzM9WkdqCGhqU+MYKSkkzupZUrqzg8DOQDhEeOL+QDREaeM8H4hUPOsH3NGs6dCfK4XeA7tGrVAlaQQE7qTH8gHVB3MLaEKUaZEHUGjdesoVqj9ghAuLZt88gRh5rZRgD7INQsZpaJAjdKBwcHh1xhrPVe9D5jCScT2DVdwpP3ByMr3iOMzG9X6xGeNNcwQ2hAUiSMq7MWqotRSToGfDVluJlShGYxKdXFaycYae5kQrMznk+bYr3BdtKXhIU1E6ssm2p7eawIXUP4GG/TigtC0zpLfBUJTmtMkExbGzge2s7Jxc3EYKirgwaTE1NWhvpy6BW9n8CRGYcD14ksRJ2x01d8G2S7D53rovusreXEfB1uJkIO+AFjWR01wgbZCuV61bz31RSEh6G/yxpoyZI6wkePq2wkoipaufIwqq0FacinpaZApvzmdlvhYSA0i0BAli+nxmsaOJwMaoyEmgHNzVUcbsbqjCYezc2+2iOvrM6g4ZIlrGDNn58fuJQ6go5tmrUa5eDg4HCAYbxFK7XyIn3YRIZVGONEZteE0bDDxAAk5PuJ9iFhZDohPxUaBgUnGSAeIARMNKiMCUWY6sJtkXBvCA0skKGm2KqLD4SmtRRxO+TEtMZMOyvPpSBewmMVIlVZV0g7W9JDzeScMC5YQGsjgKgHV2ibSzLjMDlwZMZhv0BkWFgmJ7KQIpWyKcBzOIld1UOxc13kvc9WvFwXbQqmw8Mwp2c1xbiCabLQbRYoK1hfs2IF9wu1BN2DcHjYwv9ftaqRBZKl17CkQqXLlzPREHQqUlOn1JklSxoJXTc3Vxsy4y0gOMuWERGMAISANDf7ioyA1RlJ4rGMACQyTV+qtFAzDftzDoBggVzcf0Zy0IeDg8OBjYkSmbB1Ekrmf+4e9MPKogpU6hAyf7/YIJ1UX8n7hoWRDeq6LtTrkxSEgDH1UOFhIASJ5zyFZtbxOtfFIwtDW3dzW62mrI51h6ou0ieS8REaBqBdR+tgWp6Lp/qUB0mKMQKQO3seCJC6FiA+bFhQV5g6F3U+bEZQkfvwssGOLhqcoLIy2J9ZjTsQ4SwaHKY9hIjg1U7mDyAsocNSWOQtJuIQMvzNeiKuSE1vczOHieGVpRMwBKgfta1+UxAZqCnJ5FZuguW+FflETU0eASkq4om3qCmi0uD+0btypd8fSEtRkeTLgHxsoebmrcyJViOvBmxnyRKKq+R3TZL4foST4lAzMSUQctTO4WY4VzTx+1Nqj8AnNer62elH3jkrVzN8L1Z4nYODg8P+Sl70MhoQPmYn+jNZybAE2hpHMlkQGiUWy2JbnCpeSan6L6b9pj3drLqgHZzINHhS39JHu1/op82bBrhvqCRolx9PjRnEgkkFqylJWre5j4+P4+p2ui36Rd4KgGKWxfNKfNLhh4dxaJh3ThgjVJf8+nJuB0KDBe+9fJgUSeHxoV19PEVkEPJmzl3C6kCQ0CeO7bcx7aDioO3enrAMHIepBEdmHKY2MhCPKPiEJmzSbPdj3ouqY4svZu7vTe6tibjkurSaZSdIDcgHCM2KFcJVFAF5ipLJ1T6haUUAmyEMgoRaXhQC4qspIv5UKUKz0e9PGEqYIiE5L6Ii4XxxWG9sqf5AuHA4TeDCkvX9EDZFZoTryfnaoWYBFWYS1BgHBweH1xLZkpdMgAJjh49FLdxGuZVhgi6LQLtx2URFJvVMfkxSPEhF2byiFAGBUoFikmybnOp70eJibicTf01SkOgP8gNCA7Ig7fwEeyErhvhIeBiPz+ovEBrWk2TChZwYtANJ0YqLHl+pacfnYQiKTaoAEC4hcdhut5HwNYepDUdmHKYfxkJo9D5adrGll7Y2amxI/WDJavASn9C01XmEAbN2E1ImKgqWFyw1pa5tta/OpMjHap/QoG9mPCFqiiyvqv5SasphhoDAiazdJyBCjkA+hD7p8LAuQ7jSyRFCzVLqjE8+5Fxra3l8NkliBzZFBkflJ9rWDcAO2mc6h4jncHFwcHAYDRMhMWEkyM59kTAyHU6mQ8pkEi95LzIBR10ZmbCHAWFbUEdAaABJjGfCEGg4wEoK2oOkAKK6iEpiExq0xThs1SUYRpYMqDO6P01+cF44b191EZICKKIi6owoLiBSOLZNUqQd8ow0iQtDd3fuyEyyo4+SHb0TXJw1sw1HZhz2G0Jjiy6B0CaBznMR6UXYCtsMpyLJRFUQ5UMTBkArFkJoJDxMdgJX4RwUnzBsYkKD8DBfnWlooJoQ9UPIjKgzIEc4tKd8zFQEaRefApMjnACS8kMm4r4pgDnf1KWpUv2lLgtfP0M4ss0/sTlJIG/GLp4ZtZODg4PDfkpkoLxELS+1d6blwoSFkY1FKUAIGQASUCMhVSEKjRAaTO5BBOwwMpvQIGkfBMlWZ+wwsoRKyrfVGRtx1Z9NfAAmH+WFQfUoQnEBcB5MpOIh5MwQQFzrxbPK+dg2iQPRwtKXQzLjMDlwZMZh+iowGbanbQqz2tKLmeDXkZebopP3m5u7fELjqymqUbdFPkBXNkO1WLFCEZAFKpwLispTqf7AdpYsobkh6odfN0bluqRCzapNX8id6fLsm1Womb5lJEJCzaBEhYeadYUTkKiket8EIP1ShyLrhhM3AJjo4gpvOjg45JLIZMyFkRAypbwIkbFDyDgnxip8CejcGFvJwYQdE3y0sQkNgL437ez1c10knCuK0CQyqC4SRgYFBOME8QklHSYnRsbo59iA0NTH049vzgPtRHUBNAmRayQhdprQSDsxOuAQu76BgGlCYJwYX1fuyMxA5wAbE0xokUKjDj4cmXHYr3Jn7Ca+OhM2eZZGJuxKCAMm+XZ4WFryviEgEh4mpKPNKClss2yskFMEZKFRQLYE+mytbWSCpNUUXfyyTcLDVq3isQVDzdp9JzJtBIDCm3NVfzEVaqbDw6yUnbTLo/Nm7L7CIH2l8oRSfYV+F06VcXBwmAYYS0J/FISwgDDIIgQG7zGxxgLyogteYnLeqxauYq8m37ZSIyFltpKDyT32E0ITZggAxQVjkDwSJguGUEBt4QU1YFr6uD3IgiTlR6kuojSBSOiQNEallyujz0FyXWTBZxmvGBto1SUqPEzOWciPDbmWuPZy3QIkzzib6bo7DlMTzprZYeojSoEx68OslUctfmmHnOnttbXU1NSoClXuMuRjFy1fHrRCRi2YF5QVslZoQEBqQI4ua6WmpjquC4MQM4+AQL+p4kKVXNfFEJDa5mYvrEwRGnE4q1G2yvX1qBEDYjTTjG8jbdvm9YU6N0y0mpujLYr9xP06474sFs3AXraR9i2VzTXxPZcnChxwkotmlhYWUmnexEteJkdGiAZTT0kdHBwOPEQRmKj1YTViEEKGSbMuYonJc2fCmzDrpH0AE3C2SzYERpQETLZ1/ouQHlknyf72cbitqUUDtNIg96XtmvGeSU3cUzOwoGjmoFUrRkNq1Himy+GQfBwBExrLLlnDVo3CVCSQlD3lydBrJ+eP7Thfv46OOV+bnHjha96126nWS6FPOih8nONBf9cgFRRN7N7Un3T3JBuOzDi85rCT9bOuFzPKU33dvE7qnNgTadgrg4ygBouuPXNZLReqBDlYuVIm+lsomaymFSsW0JIl+bTUZNDPXbmSyYuQD0m6BympMWoP+vIIyEJDZDw1xQthq/DIEXJdmpt9dUcjGGrWaAiIDjVr5762basgQg0bY6lcoYpx6r74XM35pvJmQqDCzIQUdUYkxuu8frmUkaYA9nfnFBoHB4dpRmQ0aQFh8cPIjBLBE+mSYl4PIgPVQxemxHsoBjZZAYmQSTa2wfFLgO2YdKNvURQEQmSiJviAhLFpQhQ2wU/EvCR61J7pMet8u2QiKkAImAUmJ6YNqy8qRMwfj1mXZ3JddHiYqDOlEUqKJh4AFwmNpSb2+tqySxuqx8xJXRtdRwfAOWMBgeFrWl7oFebU9Wbau2m4y02VpzpcmJnDlENGa+WIkDOxGpZdVD3HVPiV2IFF2CtLKJeEnaWaBq2QxTNAcmd0eJhWQTiky9SfWdo0bIwAoM4sVm5kG3mM4pQGIwCd7wEkdHhYaKiZwAs14+tnlB4axZErGBaW6kuuX5rrWJb9RZaTcXVmHBwcpglpiSIyrd1daeoLE5Y93YFwMQ4l29NNTzZ3cI0W5JmAmGARFQQWxonnejhsC4sGkvL15FvCrTDp1iYBmIjLZByIMgjQYWy6/gwm9Jzs3tzNr0JsolzQdJgYiBHGKUU2sa1gwWxPfYkXcf+iLqFfO3xMyJvkA+F4WECksMjnMDUKRFFbTwt0OJ7U3LEhyf1iOR12zTR5c5jacHTTYeLQSke2E1UV0gUikrHYZdh+/kw7BYSStVnhZkExJ58axVYZs34VxkXyitAwMJWGBmq8pokaGvJZOUkmq0yuC9SZrazOLFuWT40qPAz7y+ESqlDlIsOoEB4GI4BkcqGvpoCACH9qBNtZsYKVnm6l8gDdlqKC8DAQkGQy6GrW1mbC1owKBaXHK18ZkbQf5HYZwe5thvxhXGH1ZyaEOXNy21d+Dp7VDA8TtbTkYkQODg5TEJqwyHsUsJT3QloyKS8ACItWXkRZaG3zkuWFMOgEc17XbIpNQq0wagcm55hcM+ExBAf7YOKPCb6YAgjgFiZKDdaL1XGpIQFCFEQJkmMAWIdxIQ+Gx8AbU7/tCdkuIVcGQlRknAF1xqguyGXB8cNIGc5FxqchhEaHktnnC+BcF9d47yWMTM5HH0vOVdp0GCIjygt/D/EiTzkKuQUNdXYSdZZSrtDTNUJUODKxPgYntv/+CKfMHIiwZ/lhSfWjJNyH1nEZy/Ej9tOJ+2nWyuKVLERGasX4VR7TH/xL99KMrZDRwJM2AuqHKDSspoTWYkm5kUl/thWydsLqDHEiS6kzWGaq8LCUExn6Ckuj5FuNT4y0aiS2z6pA5RgUkFRTOceq9PCwKEczCd0LaapNFNKGIhudUuPg4PAaIUx5ESIjdskaIDKctC8uYQjZ6hvwlReoLKK8SP0WrAMhAWmRCbSEVmHd0NbdlNz6qq8CiPKCfUUh0UnwmNSDNEnYlg45wxhs4iAkRlQhvAauQYtHZDicylgqAyAUOEduj6KZKnwMhAXjEaLC4xRyoIiMKC4SxiZuYqLGgJjZqop/TuWFXo0ck+Oj2wmxEQMFe7uEj+HcpJ6MDTEzCIOQNyYyDtMCTplxSMGu/WETFJ1Twp+ziSsKlUjSjxfSLLA5AwHS6+uYENSl8TD0BU6B17qmBo+JzJ9PieZm34WMlDNZqRCQJi/hH4n6MADQ9sWrVlWwUUCdMQKoTSZTBMYKNUN/jU1Qeupo+XL0tdGQB3Eiq+BQuEYpeplM+rk3AWKkFBUQGi9xv8rvx7805vuQvJkoePlJchOQ0LcU3wChZJXH9AllCOFurMpkICGa32TFVUatuDlG1NURFebg5w3J/06ZcXDYr5DJkQwhZCAoAkyoocqsat3NIUvBpHrP+avlRc+uWCDKC8LHhCgACL8CMJlnEhEyYUa/UpRS+hICIKRE+oiZSb8QGcmt0XkoaM9jA9moLCZvb++3kcPDEFpmhVPJ/iBN2Fcm/RJeBucyrhtj8m1EcdL7g6xAMVqXSCcMIGWiJoGMiAlC6rp6qpf/HSCsToWK6ZA0fAcSXofPcn1kTAMVBZz/A9UFhId/zZUq4xXuhLo2wxxzcgtS9uJGPsFbU6/L/0+DIzMHIjJ68Y4RhimwitIWkrw/Wp/WWGxVpa42Q2iZZj9CpkBompo4DEv6Wrmyi0OyUipLEHYYFjuHmdoz6CvdCIB8AsIhXZBbUKPmt7/lvkIT7n2lp47H4Dmbia0ylJ4FKUVlyRKKrVwZnpti1KnapujEfb5M5uRBOmLJpH+OUcTGMxTAu+o0W2X/+hr44WVB/+rQXZzo4uDgMJVgh48BICuyzg4jA4TISPhWyols2CMyGzp5Uuy7c8WLWBkAkYHqIiig2RQ7qszLI0G+hpCceNyreB8vCigrOhxLjABSxKGEJ+lIcvfJlCIs2A+qkKg/Phk5xiNUrO4818Pbeltf4nXFsWomXNgXZOPxFxMBMoZXbIfqcuyiEiZdYaoMiA72BwHRSfkBEmaIjO3GJhDLaruWjihNGjAE4DAyQ4o0ufLUrfSprlaaNLhvpUQ5TA84MnMgYzzkJWJ2GiAxUSpMBrWnzjiOgRRJE06Mh1oBaUSvBKQuTJiUU1vLCgg2C/9BngsIgzeMfFpqsvujlAtWH0xIF/pCc1gfexP+jYEoN9+medUq6jT2xd02OTKNGy5byn2tXFllwsxSigr3dZk3LqlfI8/s4soEoNQ3PMi38mYirnlzc/o5jqKEyKUMfK9R+/jfbfr+GQ+FDbguuVZlJGcmFzk9lu22g4PD9EG21smyDsn6fnK5edqPdaK+2FbBQmR8smDyXkBCQC5AZAYSu3yigMk+FAvuyxAAEBkARAiTcJAcbIP6IaFaIDii8khb5Hn0JlKExc+7wf/iRUx8htbvDoyhlA6lvE4cbwYrGOgPRKa3L32MOGcOj2vvZvVIxinbAfQRpsogfMxXdhQx4zEYswIhMnYImISLyfcgdWU0WQECeTFzPOLJ7mUCIVhGJePt2wc8khkRXrYv0N1DNJQSzsaFPlf2Jg2OzBzI0LkoY2mfq3Yhx/VCmvL9NBhvyWelpbGp1iMxqj4MO5AZxBDOhSqUMBVoaqL58/ON4uCpH54Z2IJAnRiEfyFJHrkyaYnyhmE0XtZAy5ZJ6BpCxFKbxSmtUdQZE7amCU1CQs1AQqhV2TSLqYC6HFZ4GPoIjdrlxhzsp4pnhtsr4xYkY9IuaQLhEh4xGkNYWIT0IpxVb+bwPhAj+yufDCLj4OBwwCOMyISRmDAioyFERvJXJHeFFZQNnTSwLvUbjqf8KDIJstP/RCeTCBCF0pJqT32JF9ErT/d6+TNKFeDE/44BGlr7aoA4lB4xi19ZQTHbANnetd4jGyAkTERASI6FwQwxkenesJZ2dT9HvSMdVF24mIo7q6kovsBLkt/Q6W8Hygtq/DECOGeQHRwT54FArKIFc/n8QDjSVBkTEifhZ9hu5+foGjnpIXuZauSkQsl0gj9e8V0w4bEUnLGCc4R6PGezNMRTFtMOUxOOzDiEz17DCI7MUCd6LNtUwAoVQw5KW21+QHjxDmtUGhOyBegcFUzSQSYkpKu2tlGFYu3y3b7EYACFKtEOJCi0sKTydhZ1Bh89VcXLm0FxSXYiuzhFjtAfZQg1Cxaq9AiI9CXjkvCwUJiLInzCO1yIOiOWylHnFwIJMQvlKVG1YcxrVL5TZD/2Dj1SzcDBwcFhctQYOx9Gqy8CSapfvaU7QGQAcRRb++dU+JYApGTe4cW+iuMTjFg1E5fk41sDhAQhW1Bg2B543Rbq2PW819EuouqZZ3gmArBsfvyFADHCqIfWdXL77iFT5rGbqG7OafwWZAlEZVPvg1QyUsBqDdpV0pHeNYI19LotTGTa81toxlCMaIhollJQQHa0qsPnF/eIGshGmipTWeybAsh2TQAlXE6c2nTIHoBrCsIiJEeHktkmAfr7gDqVhpACn9rK2oYQOJvM4jtyJgDTA47MOIQjLCQMCLKLrCHuZ/x0XvcdESoGIoJ5uESTSSHGyy4zhIYLvXjoUq9xK3kf3XmKQ8rxSxQVzywgpc7oxP1AQ0OwRJ1BYUqPQMBWucKYkHnJ+6LOvJiBHDUE8l20tXKFlyck16G5OdTVzB8baVKE/atDvxYxECC5PiHJ+zoKMFQs0XKLhmkcZq2tjc6y+nM56CDKaZhZcQ6epg2EV712cHCYXkRGkxhAWyqLEuAnn5ukejuxH6oEQqyQbA/lQ0NUCygvsg2T4VKTDwNy0Zx4wm+/iJZRQeVcmn3EDNpx924mJrsGUVCZqDSvkiqNwxlUF1FPeBtV+21jeYMkEUu78/u8e0dlMZMfEJlFeZX+LG/bYAePh0PgNnhECESmZKiA+goSVDpcyeOEsoLzBlETcgUCxagsTqlSMAZQYW86/E4czoTsSA6PXF9xOPPPKaROTKhCEgEOVTM2zWOBdmbThEmHoeGajVTkbqrc0UvUP0Ef4b7sL80BA0dm9ndk4SI2acc0x5GJrrc6P0hohDBI6JiZ/dYt8wgNNsO6GOQBJAK7NSJEzDqHbpVjEpa877mRdQXtn6nOU2fa2jg8TZy6otQZhLktWeLl9EBFSSY9dUaMABrhkgbHLyvpvkuPa9s2K98leNn8ULP58yne3JxmJqCRugSenXImhJoJiHFDSJ+jJu9rW+UMJg5hn0P7cnBwcNiHREZslpHXoSGJ68+t7uNJv65aj4k+56880R5IEAeRKThmNvU/sYNJi6gxsh7kBuRidl4JzSyYQS2DCSYKNXQE7XxwD+1a/Qi1jKyBQ4CHIaLW7Y9S+06PbJTnFTFZmTk8jzejbeOMGjok5ikKHf0j9Hhihz8e9A0ic3yl9zjs5USStg32emFwcEXbupvJUAl5feN45YU1rCxBIdn5VIJJlK/69BGV1h3KCoaoUgG7Zkz668t9UuI7nKm8Fa3KSAFN23kN0FbOfB2NEoQkf+kbQP8YD3+2byH4vkLUGQld44KeIX8rOA6Oa2/Ps8boMPXgyMw0Ql9fH+3YsYPy8/Npzpw5VBSW4JxN/ku26kqUOjNav/qzCkHyJ+sN+X62hyYMftI9MH++b4u8ciVWbGQFAsUqQSiWGmuy+MqVgQl/IiR5v6lJDuMpH4Cpi+mpM4I1a6jUL9SizsGEtHnGAo1+4r+X87KX+8XnpiZDjpYvZyKSsPJw/HGZopee+CK2ytZ1DzEnyGSx7CGc0IBcJQxrimXBVCItsSNUGXuV5qWjEqLJAlQe41A0IUTE2Ds4OKTQ2dVJXZ2dVFxcTNXVNZSXx2no04LI6CKXnJhuExkDuJBxVfkn2v08GTy1F8KCELLmjb/n/BSgnk6hkmOO5fcgK7OHS+jgYu9XvH2oiIlC6R8f90O9PIXEm8D3FyTomMJSOiRW55OVNd17wTk41AxE5Y0Li6jMxA/v2J5HjydMLk3HAJOdc2fW0TyjVnT0FxL1e5N4TP5BVPKol+YVeh10D6aKeWJCz8YAfbv8cymnGiZCMCTANQORgHITMAYwoWJCCMLIhCTxh6kukhNjQ8hKWoJ/DiAFPkGYbIMB3aa4InclGTv7R6g/f2JFL/uHXdFMG47MTHEkEgn68W230f/efTetWrWKkmZSWlZWRqeeeip94MIL6YMf/CAV7Q5K3llByIYOH7KJTtR6u58sDqVTZOBcpjcgkR+3jjjqq6xcSaUoHmmUFU/B8Fy/oLB4DmJNTBrYQSyZZEKD24SfG2L6bWxoJVrm3RBUbU3/M2rSNCo+E3pOmJ3jvKHOXNxAa9aIsUDw3DwraWOtbOXNJELyXWykCl5S1kh9HdWBNBm7QWjOjPVd6pCwrImIIUZthu/ZfQm85P+IekMODg7TDi0t2+gnd/yEHvvro7Rpk+fwCNRU19CJS06iD33gw3TySae8ZuMbK5GRECioDgF3sPo4Exmg6/42Jia8T0k1h5DNOOUgVmRefPFODvuK5RF1jySZDMSQC/P4C7R7cC0dPcNL5gegzrQP7aaRvqfoUA6HraFXhrtYIQGhaSysobcdV0Sz5ptcjm1JWvO0l6QPQHGZf2QRFRvFqCeRqmODcYM4gcgI2REgPwdEAwQKikxlQTF1DA345wOVhGvPtHenVBkFsYjWRAWEBkQH+4IQtLahbksydf1MCJrYMYfVndHQqk0UbAe1UJhrI3k89rY8ZSWtw9w4DE+NG21KyvctOXcYOxyZmcL45S9/SVd+5jPU2dlJ73rXu+iGG26gww47jIaHh2ndunX00EMP0SWXXUZf/9rX6Kc33ECnv+ENYz9IGJEZT22aDOFsYWViEGbFE3/Vb8IsoB7sSrZkCTU0XEIwCvvtb1GXZSNbLEOdWbZMOYh50k0wJwQwVTKZrCzz8kswBiE1ftpNGKHRIWcwFZDzaWhgdSaVi4MxVaWMAEyoGRALc0gzfQdNAMKVmYwmAApC9vA6mtjB1yYDU7E5bNpG/fcS0YcmRVnXmkGjRFrWkoODwxTDwMAAfeeGa+lnv7iDZs6cSe9973vpy1/+EkcLdHd380O33937O7rwQ+fTqae8ga6/9gaaWzt3UsdUVlCUVj8mjMhIor+dYK6JDELCdJFL5MEAHb/Z7CsvyGlB7krBcXM5d+SVp35D8wsL6JCSCtqbHKRXBrqYDHTffTsV0G4mMlVFhbxN8K75s+igOURl8Tza1TpCtKWC1vf38l3w+IOKqP4N1VSyYIHX+LG1NHPNDJpRfSSHn4GolC+o5O2Dne1Utv4ln6wkH9/NZMkGxiyW0TiH+YXBNgiLQxgdEvftpHcQHSZ1QmYMiWGXMzE5MPky2SCMrIDogGSGgQ0ZOMcpu9ovIChhhIeLauIaYFsI2ZEwNNkmfXlZPw5TGY7MTEGArFz12c/STTffTBdeeCH9x3/8By2QHzWDd77znfQv//IvtHbtWrryyivprAsuoBu+8hX650svHfsB7cTuqGTvsP3CXjWsMDOBl4CvZrtKydB5L41NTSbxfoHvIgZCAq7TCHUG+S5IpjTMJJDzIoyFFZoGVlXuW+H9aGlCwyRrmSE01kAxvY7pcDO4kRljgRS8UDO7WCUSYioUoWFHswkoE7GI5H07xIw3W8fxCZ61r0njyS7MTG9UjCUq+f81xbx5RKVMQSeG3vCbq4PDgYg9e/bQJ674GD279ln6+te/Tv/8z/9M5eVBm5JzzjmHvvnNb9Ly5cvpiiuuoHedezb98JYf05ITTtynhTB1kj8gREa7aGlFBon72m0M4WOY1HJC/I1P0+a25RyahWf0vSNeDgkUipcf+jnNLkiwWoJwMADKDHzol86eQ/NqPEWmZSfR3iQx0XnLrFn0ureWU+nBc6gwPpPia1+gDdsSVDpQSf2UYJITe10jldYdScmuXVRc+YJvu9zbtpzKYnEqnImlmsmMABPzvs5OVlxsVQaqDgjHwIb0UCqoQQgX48m+WSchZjapgF5j12nxVYwISIJ9lKNYmnKiICRJk1NNVjSJ4vHF85ksiUOZTbLwebCrKOCyZkP2lTbl5bnLuG9PDlJx/sSUnoFhR65sODIzBfGFq6+mm2+5hW655Ra+GWSKPz7uuOPo/vvvp89//vN05Ze/TOVlZXTphReO7YA2cckw4Q64kum2GfbRT+iFRGAuzAn4Ji7Ktkfm/BI0XrGCLrn4Yk4xrK1FbooXc4w+QEyWSkKMsWxOm75asWVLoZyY1L4VK1KnzmIFcl7EKU0RLNYLMB7M+lUCv9ekOt3yOYSg2dc7pViMnrjvE6pREEkg7NwnHUdmrQ6tCxP13Y7CWKS/QOHNTPvCgczBwWHK5mxe9olLqKV1G/3pT3+iN2SIBMA96x/+4R/olFNOYeXm0ss/Sr+583/piMOPmLRcmSgiI2FlYXbAMone8kinX8dF1AZM0GtOjFHbf22kDTt/RYsKK71cl5EkqxwIrQKRObR4gI4/yCN0Hf3kh21dWD+HjjzBCwUbQB7LziRt6N/DxOGwhURVp72RyQrQt3Ur/9LDWrmv7S6qPaactxWXe6pHUWUptQ/1U2V9OefTlMUrmQRpSL4Nxm9TCyhC4kg2WsFIUU1wjgK2llYTfL1e58xkS3BAEHSCv8AuoJkJejy2dbNtKhC1XdtFA6w8hZAfe3+HqQdHZqYY/u///o++c/319L3vfY8+9alPZbVPYWEhXX/99dTT3U2fvPpqWvK619HxxxyT/UH1ZDdClQl7+u4jjNCo0DVM7teQl2ciwofkhyAvBh9AFNLskUWCqa2lSy5u8gmE9OFxjjpqBNmR+jNi9Wwn6aiDNjQs9U9RlBl/4i1qkYEW2yV5H8v8+QELgyCMaqGLVWZGCKFRhEiITOCWYRERXR8mcP3G8ScQas0cldlvxqEvdyjH2de5MiBGZV6c+4Tgat84ODD+/dpv0vMvPEePPvooLYHRSRaoqamh3//+9/SmN76JPvmpj9MffvdHmjEjB8YcWWBmSQm91N4ZSWRgsYxJKoeWrX2Vk+IFUGVip8ykHXe3ci4MiAz3WTCDk+Wry4/i0LITyofp6PleIv6O7R5p2DY4RMfM8JQXEBagb+smokdfopK8WhoZ6vDJSmnVITQ0kGCVZW/yVSp+4xFUfnc6aUh29Bq1h9gowEZPgrhWDAgCcnXiBd46AQjWjKrqQOI9yJG8zhiJ+QU8w2ATFhCVQA0WE5YldVpYOZG8GpNgr7fbhCMTGQHZiDIHsEmLtI/6jOMk1GetzGWzfy7QOZSkopGJJfAnnTKTBkc3p9iTr8989rO0dOlSDh0bC/AkDGFpixYtoqu+/nUamcg/llGeuIc+aR8F4BpaoZGoLagznBSzbBmV1tdTDfJEdFgUGoLQ3HEHLW1opcsu85qLyoNNUGhaaxthJ+ZtlIOJ7ZgskGJg2UytgTQhGQua8HisLHrcEzolhM13IwtO+r2il2rOrjaO7kI2BmSwQs5Y00X2EyIiiftj4Ri2u4CVEzXKMB0cHKYpnnv+ObrzV7/kkOdsiYygoqKCfv2bX9O2lm3005/9dNIczEBe5FWIDMKadDV5m8jAtQw5MjpHBOFjcCdLPNfj58IgbAsLAEKCNggtO3p+HifiC1YP7qT62ClsmVxx3BEeYTHqC0LQDj7xPFZWAFFdgMH2Tg4/g4sYCBOUGA0oO1BedG0bqDkgSb2vbCfk/0NJkdArkBesw4LwNiEuWnUBOcJ6UZpAUOQ6gaggLE2WMOUE5AftwkgQkwwQHJNgb0PIjSgjICthIWi6No1sxzr0L0TGJhuxCLKCnBzZjvWyLa7IEt7r7dKmqsxZM091OGVmCuH2n/yEtm7dSvfdd9+4rC1hiwmFZtmyZfTQo4/SWW9+c07GlRZaNtb6NUadgSWzEBlRRMAvmpoaqQ4sxTAULnopEDXAKCsoTNloVBpTG5MX8JdlOu9F7JSFhCCJX+QY5L0Ya2QhIlL80nckC4Gf8zIaAxjDLD5Va6YqVBHR4WVjCjUbhxKiyWZY3k1awxDFzj71rIkvduwKtUsYvzVzLJsrNgqcKYGDA91w0/W0eNFi+sd//Mdx7X/kkUfyvj/48ffpgxd9iGK5+LcZAiE07GTWkwwoATLpxeQUtWSeeraH7Zd1vRgOm1owmy2I9/xhHfWN4DcwNVaoLkeedB6TnLfOKqfqutR9+tkdSVpceha/F0tkjZf7ergnOI2BrAx076LS4hi/QnkBUKPmkJIy/oxcGSyDXbvYzUy2w4UMhgEl8Q4q7uilzuYePnZ5wTy/iCXq2GzdW+YbDnBBTaWugKD0DnbQ7vwEKzpQmgQgCUMonlntkTBA3Mr8z/XlNNzsPQ3nmiwWYfHISkqB04QjimyEtY0C5/50DvtkR8iI2CvbfejtSOaXejeayISpRJMRXtYx3E+FI5nd2kbD4IhTZmw4MjOF8PNf/ILjjPHDP15A1cH+P/+f/xkfmVEhZqEkRtqMNnG3c3DgOlZb69WXaYIjWL6vhoDQwCGMi2F6H1K5LqKuAMJeOPelidraUn34YEJj8l4MkfGno8h7wfply6ixyct78YDil+ja1KEJkRXQhxbagzkvni2pzXMib9dQdgJ1P1NP6EZFaAzYGDBWySQX4WE5JH8ODg77Frv37KY//fkRzuEMrW2WJa666iq6+eab6cGH7qf3vPvcnDiYhak1YZbMMmHG5HRxTSmt3tJNPS1BJYAVmQWzaeF7qmnLPbvYNYwLShog3+Xwwy9l1ab96RaqLAuGGkNZqT/tRHr+wesQ58rrQEYAqCdQQXY/9Rs6tLiCyUpv6/O8va/5eWpb380Kye7eB+ng0rmsxCTWP8GKDdpu3OKFkcFSuW8kyWoLEcbvvcfY5seO94kZVBzUpQHQ78w8r9gmlBuQDyYq3tCoNFbtOZJVFvtOZXAuK1AkT/JfoNyAKAwg5wWEpjOlvJQaghBGTux1+Ky/E6gmIJ8cBmaOIe2EUAgxFXtoO99FMNrnFLFR64xqk2oT+Ei92ZmoObyGcGFmUwRbtmyhp556it3LJgIoOhdddBH9dsUKttCcCEBiAon+UaoEyINZEO7FIV86jguxYFhuv91bvvlNqltzH++CuTn4BVb/1x35tLp2aTBUzNSg4QUJ9dIPF8QMHgI8yKsd08C2zjLx7zRLqzSWvJrAPNr74ffJTBTsopo+9oYShsl5/ugdI4pTpg1fwsNCQsQmOoYxrB5THweKM9QHPvABisfjbHF76aWXcl2p0UJRYQoye/ZsfrqN5Ort27cH2kDdPfvss7kW1UEHHcSuh4ODwSd5SOBubGykGTNm0OLFi+mOO+4IbP/qV7/KvyV6mchDFofpi/sf+CO/vu9975tQPwcffDDnziz/w3LKNUBihMjYwGQ2btQYEBnk0Oj8GagOXPgSNsxHx9nVDAUhAQnFAlmYXXgcWzH3/WEdqyt83M4RVk1ANqB+PPfgLX4hSoSBgZC0P34/kxUANs2waIaakvj7at7Wct8ztOp5Lyxc+t32fJK23PcSNf91F/394W56tsPbH8U1gZcTSXp8i7f8ec8eGjHWNwiXQ6L/vLwGGqLZvCAszldekMdSWczhYbMOPYlJDUgczh+kRNQOvMe54ppgkZwYITsS6gXbarxCydIACUEoHxYdyoVFvg9ZbGVEiI4dAqahQ8DCyEhU/2gXtkRt399w66230iGHHEIlJSV08skn05NPPpmx/V133cW/+2gPsylEDWncfffd9Pa3v53vR7hHrFERMRorV66kt771rex8iPvdm9/8ZuoNcQrt7++nhoaGjH1FwSkzUwRPP/00v55xxhkT7uv000+nL3/5y/TiSy/RsWOZgGQIE8u0DxQczXWYg9TmUyOS6SUOzBAIdimrr/eUmmtqqba20ecXICRe+kwjLV2WOi6IiEzxUCBzERo2NFDtZSmLZNSfQUFNj1PlU6M6Fz095ONHFK40ZmWR14Ito0M3Z3YkywViWagzY+UFYaYO0rXvZBYFdbCxRBzuM/ICA4CKHGQr5TL0zQKIzKuvvkoPPPAAF8P96Ec/Sh//+MfpzjvvjNznM5/5DCdU4yZTWVnJJiHnnnsuPf7447x9aGiIiUxtbS399a9/5f4//OEP8xP1f//3f/cfnKDNJz7xCa5lhXpVl112Gc2dO5fe8Y53+Mc65phj6MEHHwwYjTgceFi77u/8t4Bk/oni9DNOp/+87T9pn7iZqckonupjkRozgeKJqqYIws6ksr2EYiVgw5w3myf+O//v/2jX4CYujLl17wh19ORxLgxCyBblVVLljGLOl0GuCohIT8KTP0A6GsqraEGVF5aGMLFdrbu4HULEoOqABCEvB6FhG7Z5NWmQ+4KQMSgtJVTgkZ08LzcH4BCxwiOpyjiVdex6nskMxlpJR/qJ+yBs2l0MRAXEpoBSREUD5ITVl5B8FwAkJREb9glOaZZqiP3e/p4kDMxuq8MFtaITaGNyamzyEgXtdhe2XhBlJz1egCAX0sg+DzP79a9/zeroj370IyYyN954I//ev/DCC/zQywbuH3i4/u1vf5tTF3Bfes973kOrV6+mY4891juX7m5605veROeddx597GMfiyQyTU1NdPXVV7O6i/vIs88+S/n56fOPf/3Xf6W6ujrePla4u9MUwfoNG/gPKhc3DNx4gHUvvDA6mcm2loz+rJyshMiAr4hogc1+jqhhKlBVhJTAhnkR1qMA5WWN3Ky5GZPGjfTDH6I4ZgU1XNPo565gHxkF1N86Y9vsJfKnpH7kvvihYgaRz7m5kQ4T8OyVNaRWTFeuk/izhVdV0ycyvilCLvrNgFxFoY3HKOJAwXPPPUcrVqxgNVYSqvFDjzBR5L3hB91GR0cH/eQnP+GbCp5yAT/96U/pqKOOoieeeIJtcGHTvmHDBiYhKGKIp1zf+MY32Lodagvy6nAzW7hwIX33u9/lPrD/Y489xg6KmszgpgNS5HBgY+OmF/mpbC6ASdD2Hdtp7969VFVVNem2zIC4mdmFMllNwKS9c9gnMXA0gxuYJgRid8z2zHmVbAjQPjRIjyd2UF+vl/sAkoHaMZIrA5LywFqPpGDyCqKCQpioHwOXMYSGQW3ZPNJBM4fncehYQ0nqeoAcYRtycGb37WICVZ4XnMBiW/nR3veS3PoqExmAx29C5ji3BaYAxlkMtsygU1hfOK/Ezz2xi1iCnDBhMddMu6AJ6mq96WOYwQJ/B1BiDJmwCYGsx/eURiYsMqL31STJDxez2ozWv6xHfhX+bjSpkfeybX/CDTfcwIQDD80A3AfwYOy//uu/6Atf+EJa+5tuuolJCJR9APcRPHj7/ve/z/sCH/rQh/j15ZdfzvgADvWo9DGOOCLdov0Pf/gD37/+93//l9+PFS7MbIoAoSLzUOgvB5g1axaVlpbSjl0mKDab3ImwELKoz9Z6SW0RESZQ2sUwHBCZVw0pSWhnsECY1hYmNBBeWGGMqFTvE5TA/rv8gppReS+BfQOwrlOWE7iwZlGT+0kLNxtrSk1I0cxI7Gs75VwrM7ajwXgWU/ums7MzsEAOnwjwtAqhZdoZ6qyzzuKnVX/7298i1VsoOGgnQAgACuqiP+kXE08QGQEICsa8fv16v43uQ9pIH4KNGzcyqTr00ENZRUL4msOBh127d+fs3iT97N6T4d6UQyMAmeTqSblMzDFZX7S42J/kC5HpHvJUD6DkncdyocrmxBNMZJCcjwWOYwjfOm7Rx+nomgvo4OIKrh0DQwApVglVZc6c99D8mBdtETN5GLIdZgLHn/AZqj/sbD83p3KGp9wgtA1kJf7+0zkcTBzQcFxRZEBkKt5ey/ktAMatxw7CcvAJpRQ7qixUfUExUFwDvEpyP0iNXB8QBxAWEBuQHnEgE0IIMoGwPXEAs/NiOFSrpNhbrFCuMAUkU/hXFFHKRnmxjxP2d6Lb6XWTgf78YVbaJrKgj7HclwYGBvj+oX/3ca/BZ/t3X5DtfSITduzYwfczPKhHXSrcl97ylrfwwzN7/gui9Ytf/ILDo8cDR2amCIaHh8flYBYF/KGiz1DYvsRabZmkCawmEV2hT+93+YTGH8J+9FQ4MY7aL2n7TnHsR19XGurr6zmsSxZI7xNBW1tbmrQPJQQPIrAtah8oKyBBGrhByD541URGtsu2TG1wM5Q4ZoQhII8G6tEPf/hDDk077bTTqGsSw+4cpiZGhodDQ0LGA+lneHgkp7bMGtlORqOcqsSKGCQG6g2IDsgE2zPPyPMJB9oVvTGo5gNl8Tzq6PHICurGpI094dk0VxcuZiKibaEFyL+BugKEbdcFLcOAfcSm2Q4Bw/nINuQR2SREExaQFVFgNESJYaJi8mDGAlFGonDozHgkCfGJjCFKQlh1KFo2iFJesF5MJHIdYvZa3Zd27drFIchhv/uZ7jdjaR+Gl17yajchKgBkBfcT5GqeeeaZ/LAMQBmRiy++mMOex2r7ruHCzKYI8IcI6T0XQJJwT08PxaNyBkKKYo5aSTGiH4SCIT9GFIG0wolGXUFoGaZBeDhVEZq3gZjfhUR0GIeo8f5rRrFBTjsHz97YtxUO2TcrhcTsx+rRa4lxEJ/XEvafFb7b1yrU7NXt+ZTomfgErKvL66O5uZkTFwVInA8DpPRrr7121BCzqY53vvOd/vvXve51TG6QwP2b3/yGjQocDhzEKirYrCIXkH5ybc1sT4yjJqqiLmCC39o2GAg7C7SLVfOkv+v+Ng7hghJiz5YQ+kW/+B9+PWZGqSlSmSJpedRLL999OyftQ9VB6JkA+TAtI2uo++6d1DvSwTk4AEgOtqEwZvPG31N161HsYCaPnaVejNg0i3sZwuBArkSZweei5rn0ytNFoYUl+Vitg7SO+pjM4LpIqJm84voQ9QYcxAR4j/wjP8wrhEiMRgS065yf72JIinx/tr12VL6LtMGrnZMTFmYWts7eNllEZsZwORWMTGzqPWRyZrK9L71WkAfql19+uR/e9vrXv57zNBHeBvKF8Go8JENOzUTgyMwUwVFHHslPP5FQBceHieD5559ntnv0Ycg/GUcujIZWbMLITVsbJ/rD5libTwS6mj+f6vCPziTRIxug9NRTObFGuisqWkDJZBXV11dw7cvGhmGi5anJvFwRECEU1hS3s9Rwqrlmixir0YoMRMaEEAWNyarHrCyk9t07NnvlcYDvk8gVyjH/kdqikRtHeQqTRZP9Arhh6JtGFD772c/yU6ZMQNgWclEgwWvAcQyTvag8FaxHuEB7e3tAnYFEL/vg1XaoEbcz3cZ2QMNnnB/CU8OA4x1++OG0adOmjOfmsP9h0aGLaMP6DTnpC/lcIDJza+fSZEMmpTy5rU0VfBRVAZN5TNzZrrg+TrH4iVTe6U2iQRIkD0UIAhzNXhnwwpqQBzOfXcu2MJHh7dtGfNUGbmNvjEF5xbG8c4VhQKUxDADOLMX6YdqbLOWQNOTJCGFB2NnMggTt7X6MQEVAbrrZitmzXSZqofbeFqLNxDk3oibJK8Llire+yucApzKd/A+gHg3sn3d3lVMHXMkMyRPgunS0pteF0RBHuD0xIRCD/jX2Xj3ThTA3skyEIRPREFVG7x9FpDRB0utD+1XkSLeJGv90uy9VV1dTQUFB6O9+pvvNWNqHAaYywNFHHx1YjzxNCVt++OGHOXTNJmJQaRDe/LOf/SyrY03db+kAgyRYrlq1imMKJwJMZhCydvThh49tx2xmpRGJIlxDpslyyBIC1NTEk3AsNZg5Q3oB40CtGEOAPDXGIyOon5nyWfbIjwjtddJ4yRJavcYzHxAyZFZ7aoCyJtPPADmJPkOtFVaYlKoTFeKVqZ7kpMOwMG1+kDVyxTwU+Y3guPt12FkUYOCRjYnHqaeeyqQEccwnnHCC/6OOJ1lQQcKAdnAlw1MtWDIDcKLBTQH9Sb/f+ta3mChJGBuSNnHDkxsK2tgWm2gjfYQBltGbN2/2Ez4dDhwccfiR9KPbfsDx+BN98ot70+GHHTHhkGrUmMkUagbY4UcIqeLPsUHavGnAIzLN3azAACA0M46O00BLH1F7N9eZ8YpmsoEY58iU+OpHG+fOHD3fOw9J6G9JJJiIwLlsyZF5NGu+SYDflmRDgDXdXpgmzAKQY4OQtJ7OItq4pYgtlhFeVjJSwETI67vcdzyDgxkrRJTwnNMKvPN5ZWA37RrsoPrYKfyZlRy8tnkPHqp3Lea8G3E04zAzKDrt3rkP18dpsMtTcITcAQOdSdrdVUS984p8K2TbDGAnDVICZMf81ksxSkBeQWo0IbC/l7Btevto32va9izDzex2OqxNb8P70R4iTnUUFxfz/QP3DjiSAbjX4DMcMcOA+wG2f/rTn876PmEDNtDIu8R9SuPFF1/01X/UnvrmN7/pb2ttbeXcHLivRd0Lw+DIzBQBpLf58+fzFzhRMoM+3vrGN0aHmY0X9qw15L04kAX2UTVf/HWoSUN1/qRXSsMsbRr2iAxcAEyfMbMwEUEjSDdNTbTmjtQQhB+xKqMcCGKGCMWF1JixiAtbaIhaBEZ//vHa5rtkzVNAhqRIT8gmXAMOEZvAOALXMdPfjWzPMfBAqTsHhc5GKfsybuDJFJxiEEcMZxgk9uOmcsEFF/hOZi0tLRxb/POf/5xOOukkDkVFiBfsNZFbA4LyT//0T3xzgZMZAM9/kBaQjuuuu47jm6+55hquTSMTUcQmw5EGNpiXXHIJkyiEj8HZRvC5z32OC/gitAw3l6985Sv8ZG+idbAcph/edubb6PobrmOHIZkIjQcIJcHf2JWf+gztK2AimppcD/hFM7HuFVM0U0K18BgOVsQ1J8ZoR7MXC+ApJN6/m91DRDWnv5OqO/vohSdvZpvl+UcWUXFlMZWt76Zn1xDXouHwM/ysHVNOVae9kQbbd1Hx2heI1rZTScGRHF4G17P6N1RTyYIFNNjZTmWPbaE/P0JcH6Yv73kmMoeenIrQ6FjeTet3w4Z5Me9/fGU59wEzgY1bZjERArj4ZTcxCYNyxIU6B9cSvURU3XiGf74wO2C0EpW2H0p03FwqnlfkhZh1DPgEbzheQj2IizCERoehgfSABGEbrqfkzWjXuFS+TorQ6O/E3ibbve8rZUQQZtOs+7BzdvQ2+d7D9zeEyqg9ovQEx4fzoJyhJC9OhaoY63gwaFS6seCqq66ij3zkI6x44H4Ca2ZEAkn4Fyz8YdAheTdXXnklz0Xhegkr/1/96lf8sP22227z+0QkAR6m4R4BCGmBeoMFDy3ghob7x/HHH8/umlBaED30P//zP9wWBjYaEoK6aNEinhNnC0dmpgiQGHnhBRfQ7T/5CdeDsJN8swX+mB555BG6/frrx7ZjWrJLxCQz6jF82DbbGcrkUbDwYUrPAKgtwyQGJOSbxspMLNJqa726MEKK0Lipie5bkR/YX8hQY20r0Qptp5YiMkyGDOORQ8DOWYeo6XwbmccGKGEa4wnJc7LydXJq7ZxFHBkOnQ0RgYK1ZiIeIGn21unIKm/mAJVxUOMFBAaEBf/+obbgKZUABAf/npH/JoB9srTFk3I8wfrBD37gbwfhWL58OX3yk59kkoOQVdzAvv71r/ttYMuMSSUsM2G/iRvG7bffHrBl3rZtGxOX3bt3s9KEWgKwf86FdbzD9MJhiw+no446mkn3RMgMnIqQz7ns7H/IybhGU2d0LoeEluG1M9HNKk1LxQANqAR7TPAxsd9NC1ilKV9dQ31DXvFMAAQh8cRTNOuSM2nkyeCzeigsUGpejRk758SfqaiylAorqnkBYSFqZ7tnKCYgIbHXNXrbunZRSbzZG/OhJ9HGF9fy9orjPPMA7Duv5iWi3d723S+uZSIjRArs5eVEBW03lsy0nTwr6Mpy6ugv4xyc9f2bqJrOYFcznC/UG+TqANUv7aLqmWfQgCmAOWAIj1yXos65NFBxUMBIAIoWv8LQANfVFCWVPBpRb/DaixC2WhTMpAxWzh6hESJhb9dkJcoKWtqMtn9Ymz3lST8czd4WFWY33XD++efTzp07uQYhHnKBWCAhX5L8QUq00Qfcx1AGAA/DvvjFL9Jhhx1G99xzj19jBrj33nt9MgTgYRwA8oKkfwDKDv7d434D8gNSA4UHZCWXcGRmCuHTV15Jt/7gBxwm8p3vfGdcfeCJ6sHz59NFE7jpjDq5jEqUsImMqSXDBMaQB+EocggQEc6PQQVysBO7YA2ARtJYERmt6nA/IDKqQCcWEBj/tiNxaA0N1KZUHagyYjrgjcUM0pAgro0jyo4hZun+AlUpzmbWZ/9QH05u0TUXRFlCf1FyN8aS8SGGkKCxutaNEkMGotJmQgulqZ1mlRXQeIK5YhpIR8mFqqJ4RM4BdSVTgUxI9Mh900AlZlRxxhIFqCl2GFlYYd1nnnkmcjuewjk4CK74xKfoU1f+I09C3va2t415f9RIwuTm3Pe8l+bV5cbmOVPCvxgCzCpP8pN5QCewv0wDdFRjCa3tGqKCrXFfqeDXx4ldykAc1m5eQzNphq/SbOp9kI5bcSi7iXX0BP9tQql5rHk5HX74RaE//lVFhbQjHuewLyIvX66owsu19EiJV8yyb/MQk6PCmd42vJbFXkoVu3zRU2TKF1RSIVy/OprpkC1E2zuIa8vQRuIQNBCeyu48quwp4nwfIN8UwQSRgUEBACWpcuuRVHDMbN8sAERGCnDSVi8EL3a4F5uAn0RRbsiEqfUmPOII0iC5NIHaNeY+gDZ2vR+bbGTaHra/7dZm18ZBPpCoMCBMds0hkBXOjTHkN+z4xfnBOjwTQVl+NRXlR9tFZ4PkcHReUSbg4VlUWNmf/vSntHXvf//7eYkC8kNHyxEVY5ywWjbZ3veywf5BOfcTILzk6i98geU/qeg91ie9eCp77Re/yJOeUTHWgpnafSyqTo1erK7AMYSvAKykCJFBWNntt1PvypVcYNOvQ4MZukmkaW1YSv91Rz6acSSa8Bvk2DTS6lR4mhAirQoZIoS+kGsjc3soMjAd8At9ykBDoPNtbCKTdrJjdiLzauTYkHtiwJwzAxEJtbXWHUe4vOl9/Sb230dEP1nV2zkAlRcHh/0F73zHUjpxyUkcojhWZzNMTFA0D3lXn7vqX3M6LqgzmdzMFs8qT7Mf7lVP3lGHBQSBw7Nke+tLNLR+NxMa1HppGUzVeEFxzBdfvJOqy4/i0K5tzyeps9l74gE75ljeIO156UlO5u/e2sGqS1+zV8wS5gB+eJdBsitVb0fC2TSg3PB5xr3cnOJ5JWwAIJ8L4zOZCFVKaQ5DikCcQHhQpBOkBkQMZgBCVmA1jXVQcEBqQFwQNiZGAHBDQ24QFBy8R+gZrpm+jlBvOESvYyCtqKbk3nihaENpSonU+2HlhtWyiW0HJIxMiAyOK3Vz9PE12ZG/hWz6d5jacMrMFMPn//Vf6f4HHmA5H8lXsEXNBn/84x85/v0jH/4wvf8fspTx9ewVk01hGTZJUZ+zstqV9uY1jOOIouITkOXLaWcy6U/afRXEyC6rqZGWGxKDObVEe4Gf1K25L0hiNKSh6ae1tpHWrAjyHYleC+TbqNk4xsLPpBQ5Uv4CPimy+V16dYDUeOQQXpjbGBAoXFoXmgrjERFzLG0xZ/cTYiKQlcIT0kALOOlli7K0aLacUyYCdBVhzDUmmLIrDg4HNBD7fv1/fJfe/b530bvf9W763fLfZRUKDSLzpS99ifO+bvjOjVQ7J/cPNcLCzXwns5JiJjT8xF3ZC+MV1sOooYIcmZ0dC2ngiRSxwCQ9rzNOsXe8kWb/3y5qGVzLE38Ak38vyX423bcpQcfvLGcygeXgRAW9MvA8gUqB6BRXPs7hZiA2cDGT5Pwd24kWbt1EJVaZmqG1ng10T+cI59pogICI2oHtc2Z6Sgn6R6gZyMe8eSXG0Sz1WwpSo4lSAdyvdnrroOC0DxXxvjUdA1Qai/kP0CQMDWMu3Xoo9SZmptWcgYKT31lOg13lgbwZNhHoMOpBvCjN1lmrNkKgRBkZ63YgERsmUiVRtJEBG0wngs/thewIWJ0xxgJh/XfGc0doSktmU1H+xIw0CocnVrR5f4QjM1MMcCu65+676cy3vY1j3hGn/MEPfjDS/QVx9UjQ+rd/+zd6Z1MT3fbjH1NecfH4HcrCYoNGs20erU9rlRCIOmQfGrlGExkfmDQbIgM1Bgsm/yAOIB9YmMhgw6pV1NvcHFRQwoiMikLTm7HUta32N0qNGUn659sYdlDmAd6l3eXbOmPxndTMdR93iUHLUU2MDMIyFlKkKENmjh0CmGFzmj8A2mu1SoesReTNhKVgjXVMDg4OUwf19QvoJz/+L7rkYxfTiSeeyEYzKIAXBSg4MLi4++676fOfu5re865zcjoem8BAnbHDzYTUnFRfSZvKu2nd5r4AoYGr2aLFxdR7CojZiTSwbos/SS/omE0xXv9urgfTrvJnUDvm6JoLWNG4b/daOjoxi9UQHkfBDE68f3xLkhLd3RQr9/JLkLvSN7KHlZWte+fSkX9vpsF2764HdQfEotMoNyA79Vu3UonJmQF5gT0zclWY7CTI3zfZMfoTF+47sYsq6wpNcJkHjLljaAZtHmnh0DFM6ncadYcUqcH10OqLzqkR4pdIzAgtnsmkYl5R6HqEvbFyAjISth+IB9QkdXuQcWiyYk9lNZni1tbx7Zo6Nhmy++/udurMVIcjM1MQiKV//NFH6fJPfIIdJm644QaOc4SzBJKm8LRr/fr1rNwggffll1+mf/viF+lrX/0qJwBPuBBIFKGx+9WvGWArFhI5Zss18kSIk/Xr633Xsts/JURmtemv0QtRQ2iZUXU2qwKX8WSSatCnWJwZIgNVR4e5peXbwDggRN3xx2NYT1i+jOE5GcO47MvpNdubsU6NEDwhNNn1OT7YPg6jOpqZvxOdN5MRtnxj95XjQnoODg65xesbGume//0d/eM/f4KtXs855xy+R8EgArUskOj71FNP0e9+9zv64Q9/yA/hfnzrf9Lbznr7PhmfEBquDG/VDIFCAyBJXfI6ABCamtpCKj1rFk/kUYMFwOS+pyVJC8+IE3V8mF5+6Oe+VTMIBcKvat79bqp8/EhavfNXtGjIs0v21I5+tlLe0FzgO6JJwUuQEoShPf90HsWe38XKCcjLKwNdNDTwnF+T5pB1uyne0cv1YEBeQIJAtpCvk+geYbWn2GwX0oHJOfJc9iZb8Gg0cG1QewYEDhbNAhAsge/qZvJqNHCu6BvqC0LVhmaWewQnsYtAfUD8JNRrM1sIpPJq8Bh2oLMkbTsfE2FoUWTEICxMzScrFvHisVohbzaEzNrKjbZjtslQX/fYczgc9i0cmZmiKCsro5//7Gd06SWX0Df//d/5CRdIDG4OkhxVWFhI555zDv3fb3+bORwtW0IzFuKjCU+WhEbAKggUjDXp4VyBWjLLlnGyP/iKR2Tw1OxE352ZbvfybEBkXlXHCoSEKSIjbs+61E2KyJgGItuo8bDSA6ZidhJLaAkRkxAzTdCg7ITmn8u4JrHQZFq+i22LrF0YMqgqWdkqhxDf8HShLEPNcoSWFiTLT7yfiELiDg4HLA5ecDDdc9e99Nv/u5tuu/1HdM5vPcUFD9KGhrwn3bAN/+BFH6ZLLr6UqmdPTkHhKDczyZ8BmeHQJFNAEQtXmF9YRKupO0Bo8B6EJnZGnF55uijl1tWZpJYXC6jmrFk00nke7Vr9CCfMg1CAHMQ6Bmjep08gupHopba7Ao+cQHgOrV3GE/7mxBOUR0kmNgDycO7d5pEbCQFDIc4R6uC+13TvpspnZ1Hlxm6f3ADoC2Fkz+5oodjzCCFLBrZj3Mj/eWV7F+3YPotiylMFoWQgZ1xP58lYYPYHggVygusAssI5ROoGxueKa3JCKYd9hQU5jZZbMikFKEE4rDA2WR9GpqLICqs/UWQIOUFd1kPiCaC4fDYVFUzs5pQ35G5MNhyZmcIAcYHrEJa9e/dylVRYpmL94sWLuaAQSE9WyNbFKkNByfH2701iU45X2v5YEAtRQUBCkCfT3NxliMxMLo7ph4StWMHhaSAyrxoS4/92K/Kx4g5P2dEmaRLq5hkQBImMhJiRrm1jVBmYB6BZasLuhZj5ts5Qd1atCiUyATc0XwBKxUX7qSgWIdKhaljHVtVp2EueZ4IVambayjnx+aj1URGFoYeIcrAzuTcTUYUcHBymVzj0ee87n5eW1hZ6Zs1qdixDLaOjjzqaC22mRQlMMqHRIWYgNIfOjNNLJhRLIIRGCmiGERqYAryiw5xa+rh45EHn4sHPGVS6oZon97BZHtq6m3a/UE4l7zyW5t+1i93OQAyA6sIjqfjYhVRSfywt+kM1bdj5KyofTqkeQzSbjQTQl1ebpjSw7b7dbVS+J6XqzBjx7pJQXjYk1hJtmUWHxIoCCgvGg5yY3Tv7mOBU9njh6R1DmLgX+6FdqFfTPuQZEwhAlDCRB1lBH6XbK/28GQDkAAoJ3MMS8eBkHNuEBPB263sSVUfsmW2AjGgVzRt0uPKSbRibDfv4muygvpDO+dFkCBjqysGTMYdJhSMz0wRVVVW0dOnSyT1ILvIWwp7km1AkITS+KiPtTS0Z/ikX57FlyzjiywsJQxgWYpcP83NlJPkFpZqkNiJuW/5vlWEYouyAgCSTW43zWEWoAYGtpmjyIQ4BUGVSNTn3BkLM/BygtjYeiyYhfp0bZSAQNvkf61cwFhMBPjeQIe0UYFKLdHQdxiDjq7PHExVuGAKt0IQ2m8ScGVgz69Sx8WJgfA6YDg4HDGC1PBl2y2MlNDpnBq9CaHBnCFSWz6DQYLJeZwgNFBkQGZkw736BmNDsrI9T6VovFgAhW3A+Y+viU06ko9dVcx4NwLbGKKg5r4iGj11IMx+aR90mTA0hY7PzanifGNzIHn+B94N6AkB9qS7xiM5uXhejUpM2C9Vkdt9xtHpwDb2yR0+yC1ldKVowl2YOz2N15+Ck93DLC3GL8SS9cF4JE7GWnWvAmnzgWDjfeYfHKbFgNpW/VEO9gx2BMLSO1kGad3gxh+OB8BSrbSAsUF+Qd7M7XsQFNzU4VGyOR3aycry3iEwa2RkFEjZXEC8JJPQz6RJzAp/UpFgOyNyA1cdwV+6myvkVFVRQODF3mqHBiRXd3B/hyMyBhH3x6Dzq6b1PaEImseyJrD4b4rDqmzIhBgE5iU49tSIVFoaE/2SSCYNtHKCd0NCHR2S8fJtQ8qEMCCQ3Ja7Dy4wqI/VtMCYhELB1FgMBYV87LVJUoUPflIGA18fekDo1qaKdaIGf08ADrdCJv1erJizEKy3kbZTkmkBaS0MEybB9nJUrms69Ece4UGIUxkAcHBwcckBoBCA0s0r6Ajk0eEUOTeNCChAa7XKWqCtkRUYUGrx2tBZwDs0r8SImMX4i/NZXWYUpfuMRVNOxMPVUH5bGSIOpLKa6OadR6/ZHeXXJMFHlnCMpv76cidMWOoIqH08J9SBC5UcfR7H6OFU3d7KtMlskG6AGTmmrpxBJ2JuQnbx4CdUfdjZbSEt9GZCnmcMycY8zEZm5PUiuZLyMymIeQ2m3R64EIAVQL2AR3d8clFlwfeTacfFNkBFFGlh9MXkp2D5o5cZIGBpyaqAe6W2ZEJbjkw38HKGZ5XwsGBhAsZOcHm1yQFQ5rmM47Ds4MuOwb8hSWN6FPSlX9mII50rZBFfwqykTo6WRgOMYflrnSpjakiXcB5p6YWpCGpQttCEfcEGDwqP1jbhFtlqpjokMRByvv42sFEk0GxOs5R4xslUZ+/yCyk4QfEmgWm3bFiBp+NkNBJAFQtWkH7xWpAiNYja6r0zPhOSaR4aZ2d+dUXnYBKDW+850c11IM6OhABrBMjSH1swSUTcRqIhDBweHaUJobOh1osxwTk1JMR0yx/tHrpPMEXKESTkm4D06Wdwko3uhaLNp+HGJCzAhXsfN5fya3S/08z4wExje6rmgQTGpo9P89vgMgEiBHIwsmOtPmUE2oPbANrr3qDJKPFHCxT0FKI4ZO24ulTd3csFLTXRk+6LOZUyeECo2Y4iovLDGV1AwzrpOj1zBmQ35PZgNguxgPLGjymho7aFU/lKqX3Z4M4SF1QsoL4YQMDoG/NyVSiGC1vegrytfT0NsZBvWQLlBDsuACYmzwceGv0FICJpdLyZn6MydRJ8/s4zyC8sm1sdguLvtgQxHZhzGh0xuZ1FWzlH9aCMBQ2Qw4de2ySLYMGlQxgF6gl+hzQMQEpZGGqqC9WDQjwlVEwUk0KcMoKmJ824QkZYiMl7if0CVMTk8ooKIohITtUjc0IyrmvcYrt3kAnl9aWtn9KNuFaMgwhFt27aAKgNSE5O8G/Wd6bo327Z5YxmT9VnEZkDIUeBPwiXYODg47CNTACCM5IDQQKEBuVm9pdsnNHiFAgHb5s34rFQChFpRXSGHj3UZVy+/5kpzOXXMK6HZR8ygnU8lmTxIocxSOpSVGw1WBMykveCY2ayqgFDgFesQsnXsohJ6HAUc9Y6VxUyAaF4Jk56i5rl8LHEqg+JTXHkE1a+N8/Gh4HDYmzkmyEqiYyFVgwR1e0SHt7V3cxgWQskSx82lyk6PKGF/TVhwXda2lPskTru/ddYWMmHBddLqi1gw47qCsEQB54zgNiEyQnY0bOUmrD/t2gaE2UbLOSMUDeeFvwMbnmOb5dvsMOXgyMyBhLCJZ9SkMswNazSCko36EnUMwzAkBAuQcDAhH5ysb1QLQZ1SHeosC+Vty21nrer0GjeZSIORXSTp3yMgG/1cmcC4vrnKJ0ZhV5THhfMzCo9NsqQsDm+AWmRC6NL6EbkhkHcjT8/walVhM9C21xogT9u2BX/ktWO2r6ZoFzS7sf8arrtIqFnkRiBjpU4HBweH7AkNkMnpTNegATi3ZiHRpp29gaf7CHvq5PDoMp6oCzDx5dyPY2b74Uo+GWjpo954GU+4EbzFzmCibNBcT22B4tOSZPcxkADOLwFBOTrOBShlEg9S9TINMLlooXgg9wPqB0hDK1SQeBHlNZtzqyz2HMnmFVFPfAHlry+nUhVSJQDhKe88jmgDRYaSQS0a2JAiQpLoj+sCMpdoDvYJgrGzrYgOOb6Mx9fRKnVgUtcN4HGrXCVbGeN6OKrQJRe1NCFqotzI3mFkx0Y2bQRhBgYjXc49bKrDkZkDDdm6mkVBT16zUV/0zNgmL/Jq3ktomV4tzZh8GKcwaYSJfakuJKnMA6Sv1GmexOoHiIynyqTyW8JIg1ZS1qzwmnsGAl5RNR1ixpKNUWXsHB78zHNwgGkspgZeX1BlgGqftImcBFJEqq9AAJYifam8m3aTW2TVuzFmBICcZyIi1CzVV0XmPw/7uxxFmRmVyEwCEGZWmINft8Hg/dbBwWEaqzRMdBAdZWrRaHhmAUSbAmUliRoXlnt5Ncq2F6+Y9PKE/ri5fm0aBurCtBSlDAL8vIugsvGcUltYjcGbeSUcwiYTe7QV4sRqifms8ebjKugv6FpN2BGKBWe2BJLxaTYTHVF8/GuBsXfGqbT90MAYJfcFx9vSEtwuZO3l7cXcf089DBD6gjbGnSVMPCSczC5Qib6hNsF8JozQgLhgCVNVNNEUgoJztdtPGFm4qI0XeRUllFc0QWvmpCviacORmQMN9sRTXK2itmeajdq1ZjIVRbTbh6zTPEu647Aro1ak5WzYxgGyzuSTyOq2Nk+tECLjuZhlJnPaeQz8aeVKCS/DZH8hEwf0s7QpqMq8aqkgFZoYNTX5hgRa4ZG+eFy3e31FqkVGwkldivS8G40we+cwIqE/eqRG5d5o2N9vyN9GmPgnC5sAuBAzBweHfajS2OvKysPD0YTQ2M5ZIDSbYr08+dZkgottxmKee5epTSOEAMrGMELADAkQBQNECJNy7ZolkAm/Vi503ROst/NCMFYQmtUxL0xOyA8IABLa1xERAsGGO70JuoRv+SF0yDRd6/UlY0QfIBwt80poAAUxt6rtHV7R0ROPL6Od8wYpYYgSgFcoSxg7xoSxtnSmCI30DbKzuAaP1ILXVIeL4VyjgGsnkHMNoLLYI4fmvW4/WjiaXh8gog5TGo7MHOjIRD5kfZiiMpZ+RqtdE2Lf7DfXM2Hb61f3adWCkV0kekmIDIQbVnnQl+kPhENuQ+U670aZCKTUD6CKXcyYS6lcGZx5wnJE8+vmqL5SqgzCwhb6eTw8LqUWaXc1klcj4QRVpxCFx8qJicq9gcKTwt6Mrmiy0q9Zo78XE2am99NWz6MCjY8+mnKF1lai/Bw8rBt2D8AcHPYLaPLChCYiv0a7nwFQcFLhaV4YmigImjBAGRErZwFyU3qsEDBM7EEGOEzNUjbEVQvkqTPhWSFrQoNj43ggA0JqJPyKCZcdJldWRHW13nY4seHYOuEeZAxKCgiLrqsi/SLca2dLsef4ZULVJDdmz2KvLk/aOTR387UAucL12WmIBI4tpIbHWGPC+GIptUlecW2lwKacn1x3TXrkO0BbtNOhaqKuCHmTNkwiK4PnpJUY9Bn0cMsx4sUTrxsw4EIGbDgyc6AhqiJi1Iwzx/U/sunfV2SAtpCYJa0KCFtRREbXTNE8B6+spCBczXJEk2czc0NCzFLJ+nsDpMFP/F+1il7ABFqpMgJ+zocDNzVxAVC4oaVUGaBKeJPfF0hMt9WXH64WWnRTFB51SS1750wI8p69fqhZWiNFZEaDvv6jhqzJoBEb5uDg4LCPVJoogLzYNs8eySmmTXu6aU9s0J8ggzAcu4jo5dgAT9yFeGDSzJPueUU0UJHKd2HbYtMG76He6AKRIDCbansDREDaS60Wb6I/GLQ1Liuik+orvfEZAsAW1EYBASQPRcgAiBH63N0Fe+LiUOcxGBoMdAyYx4zhNsxSU0YIEUgdxh5fXOzluCh1CQCZg9IlhCUMXAsI15u604mKRWRsaBc0jC/KcACERkLv0AbXyz4O5zxVuKKZUx2OzByIGE0lyWXf2RRZVOt8EiP72rZYkk0uJEYl12jzAB2qJtFnmnxoaOWD68ucemrAjjlYDwZKygK2ifbsmJezkhKmfIiTGQ6MvoJ5N6j4vJiJkQ4xg000QtUkZyayfs7t4qy2xVdT9OXQ9s7ZO6IF7T0D34N69UkWXNEy9JbRAyKqamiOAF6UlwP3ypGRXIzGwcFhupkFSH6NBgjO4llEe8qCAWJL6mbTrLJOPxRNA+FcoiqI0iJhT5zoHoe5QGryjW2iwMB8QBf1BF7ePsAqDCCkRYfGwZ0N4wvU1KkppVnlSd5XQ+e2cFK9IVxMPmo90uTZLJfTcHOKrADs/hXYnlJu8iqL/XA6kI7eEHVm86YBY67gEQk7F8gfv1KhwogM22z3JEPzaeycGrQRYqXzh2wLaHZLi5ewRXauQ83yKwopf8bE6gbk97upuw13RQ5kZAoty5Uqk61JQLbH0q5Xmq2oPBntnqVK1/hhXDZJitshYaLKGAFHqyhI/LeVlFYVEqbDwioUMYJHQEqV2aWsohd4SlTbau5P8m4orC/k8ZhwtVS+jIxtpu+KZts7A/Jz7EcHW+FqUgTUhl3oNJEFKbE5qDQb1e7ZwcHB4TVAVMhZ2Pow1Ubn24A0aJKBCffimiIOAbMhye4JazIP4gP1h3NBagtpp1Fh0IadvUytHMBXYcwr1AwsOu9H3kuImo0adQxNtnSRS4RmhT0fEhvmAE2CEQAUmLhnb43zExIBVQc1ZMAUcUxbNZHrABc3XAMdXqbB1xXEDcVQjXKjr6GcA84N5y3X1YcKLcP5RZkIMKFBaJjDlIYjM1MVWdlB7eNQtH2JMEXHviaWKiO72XwnQGSsyXfMTvg3TKW1tpFWpVk7p1QZSfyHkqJpgNSUqZPcG0n8/5RWZbYYE4GFfDjk8fDYli/3DQSENCRMPzGrfk4q9A3wbDP9PB7L3rkz68scNBPwr6OVK9MZYfOcNcJqEuF19uzx9ujg4OCQszA0O79Gr/PbhUQe+fk2SrkR17TFbLsZzGkBQFiwaEVHckZAWOCuBjKgIWFlNrAeYVkcomUUCw2t2tiKB0iFJhZhBCLseBin5KGQMgIQdUbOB+oMqzIIqYP6w0pNEYfhybHt3Bnt6iZj1MfGuUieUBiR0eYAaC9tpE4NXtnGGiFxxv5Z9xPIq3GY0nBk5kDFaGQlFwRqLIqLbhtFZLLoy27qKxVSaNMiRJzELg2FWTQ1hQg4hzGRMc7Pnh3zmjW+65hWLDDJx+FrrMT/lCpTZQjIYcx1uE7N7atCw9WEMPjEKDTEzOvLtneOckTzw9WMmhXmiuYTGbkApvjmaIK79mkQVzT93QQajtXmewwYHMSxc1ElebSMIwcHhwPFBc3+HFXLJqxAJ9b5OTeWcsMwP4E6sZ9JCbYrG2OZ4O8pT6aRE4FWbvy+zHFs1cYO3RKIIiL2ykwAQsKywpQeBkgLCnsawoakeil0KVbU6A/hbUJShNCABNl5NiAc4tQmECKDUDy7PdpBNUKIHc631bSRMDc5B7GxRjtRz3ichpyB0IxU5G6qDPJUOCP7ujdhGC6e2P77IxyZmaqwbY5zOdnbV6rLWMecaVyj5NrYq2UTE4WwuCddlVN2MmQB+S3BXVLuZSAyukhmp86NMa9ztSOaSfz3lJR2syAkbCH3qYlRpwpXC5yPFWKWCn3T4W/p9s5heTd+uJq5SClTt11qbKn8G/97Ge274b/X1CoJW5Pd0siRg4ODwzRHFKHJBDunRUiHKCmzlFOw38a4ftlAiFVaSFkIufCdwVShUBs6BwWTeiEymiRoJUNIhZAEyUPx82pUGBf63WwC0bSNMwjNIJOKQi/cToiM5QqH4+pj2mTLJjJhjmh2To42B9B1bHRfklczlqKbDq8NHJmZqpisSd90m0yO5r6mQsys1SkodSGtobxXLgEpBzNpliIyCDFj8hGRd1NuyAyrMije2aYT//casnAYF/H0TQkM+dA1agR+uJoKMfNOAyqPwCNGaCLhdGEhZpIX5IfmpZG29EsS1kDn8mhkbZInoX65zM1KA4hZqrbB+OGUGQcHh/ETGh2mFqbYCPxcF0U4RGHBa1otFb0v2lgkJlXLJbukeulHQ0/sdZFKUT0kvEvCx4SoCAlAW7FE5r46BgJhWwUqCZ8trhN9oX3xKOZ5YxPSIyRG17CRMdrqja3K2OYAot6g30AbQ8iKK3LnBFNckU/FJROsG9CX4yKh+wEcmTmQMN2ITBQyKDIafsHN0fZVREY7ogFiwSzEg8mCykkhFUglBTIXQfmQcDWfGAn5OCygykjif1SIGchRDfpravLyeFZJiJnUqUF/1UG3NpX4byMuJ7VkiZX8n1J5pO6N74rW1sbnGqYa+eqWua6ZyJEf7mdjEsLMHBwcHKaqQhNFavR6Vl1U3ouQAhu22gKCoYmPECQ7FM0mR9y/OZbOQdGTeyEyKKgpSfeoOSPhY75DGOq4xL1cGOnPJhIaOvkefYHICOnBFsm/0STFP67JweEaPvguDOmR8wORgUEBji/j5HOZVxJQZeD0FqbeACXljjxMdTgyM1UxHcPKJguj1MDBJDlY/FERmShrZ71OQsyUI5p0j9VCaNiKWVk7I1wrbgiN2Doz8TCJNVBl0FSHq3kmAo1K5UnVlgnLk4HKI6YEKXc1XadmJufy+Lk330yFmGlyJKpRIF/GvzzaEa3a53Z8DXECJl+GxlyvxgpX0410cg0uMD4fc0wWR3FwcHCYPoQmiuRkIjRwShMS4ruWcQhaasoWyIlRYWYyOQ+rvxJmPiBtJbzMdg/TIVaiyEhfIAkBQqGvxzwU7PQIGHJahKQIkIsi/cs4mEwY9UYskaWdqCho2/LigH9cX8HhE0qpN8C6zX2hRMa2YpawugBBMoQMKC931ZOnOhyZ2Z8x3UnMGCCEJlCnJgza6ixDnRpM5jHX9olMQ7iJgLiXkdg6axOBOzzy4SkfUFAoYCLAqoxhO0IWdPhWrag84oj2TeFRQj4OS7eKViFmNuZa1tPoL5gvs9Av4qmNBMJsmeNW7g2uXTDxH+da4XNFP2Rtn/1d7iai/hz0kw2Nc3BwcBhfDo3eV4ej2dbPYe5l2cJWZTS4Bo0xJtB5KBo6tEwS5UFQtDuZj8piVj2QVA+SBEIBkhBGeLhtPKWMQH3RhMcGQtHQTo47tBW/88GQNVFbdAic1MDxYXJwYpZ6E0bMPLJFOQNUnhmlE1N68gucUmTDkZn9DQcQgbGRVnDTRlSImQqR0s20+3OammAa+BHJMms3RAaJ+kbU4Ek9BBy8CpFha+c7UuQDUHmf/N7PlYHKYxL/U/VgqgJW0RxiZlQeO/FfVBkdYib9eSFrKVVGQsy8kLUUkQlTjgI1ftIuT1X6pdcNgp7XDg4ODvutExqQTV6NDbF1joIOMbOVGHZCs3JwQhP+JQwtQ60Wm8hg8q/Dy2wig0KaKOyJtugvoIoYpQUhaUJ6AHYkM4n/dqFKKCRMjsqKOK/GVnnsejE4r9Y2j0SByOi2ulimkB6uk4NjhxAuXIOqstBL6DCF4MjM/oQDiciMNQwvrE6NvCoTgVBrZ8mTiTq2ZSCAxHovHEwLQZaJgISrmUm9Lo5JhsiwiQAaG5UnGBIGFeUw7o9DwpTKoxEwJRCVx5gcBAtveo5oovL4IWYmX8YGj1fJLjo8z74saBZpjz1pJgBQmsb3hDQIV2PAwcFhcgtzhsFWZ+ywNL0tSrWxiUxangxyckw+TZghgC46KWFoomL4UK5lQmQ4p6YnSZs3DfiqjE0o8uvLuS0n/iv1BiFmXKiys5Nf0VZC0XB8PrYVioZ29jmK0hLIvwGRqiz2XcwCJMoeY6Bd7sLMysvzqaRsYspKYb5TZmw4MrM/4EAiMdnAJh5RE2brsyYyssnLvQk5hm4kM3ZDFDCxF+FBqzsBEwFhOwapn+KQ3Buj8ojDmhdeVkWnnlqRsmMGUVAqj6DcECTuXwqCUp2yZCa/7g1UmVR/JsRM5cvEwkLMDKHRqTCRIWZavnF/sw4ODgcYoohLFGwCYxfwtJUXW8mxlRtdbyabEDQJ2RIjgoB7mYJYNguRAUBQEDamVRlRRUBkdE6Nrd4IQRHygX4BEKlIIwETsgb1aPWWbm430tzpkx5NeNBO3NjEZU1IjyhH0g5Kz96eXDhjOkwmHJmZ7nCTwvHZO4d6OAc/hrqh2Tk3ss4YCNhuaFqdCOTeqAk9E4NkMj33xrCfNl9FCbqNoT/OvQE5SjGdNIe1OluVMUYCXp9SdDOlyvAYEQIXYU2mTQTEAc7mJ5rEMTmyQ/QmHR05UmZ6ctCHg4ODw8RgExltFBBGfsJMBLLJu9GOYRKyBSKDXBW7OKUkyGsig2OATEjifRSRWbS4OC2nxjYIyKuPs9ojpgNabbFJj4SiicVyWgicGnOpCkWDKqPVG01ohMz15fA2gP4mqswUO2UmDY7MTGccyEQmys436pqMEsakHdHGZCKgZ+0q3ErX4wQM1wl3WMOPZobcm6CwVBGwi2bigVyZELIQIDKaHJmQNS//xiMysIoOjDFCPfFVGSW7pIhRuirjh6zpELMD+e/WwcHBYQzhaJnUnEx1a6Ig5Ccsl0ZbJOuQLcmnCYMQGSEc2hwgQCiMOxiIjJgDgCD5ifd2To0hMvMOLw6qMqpWjRAZtJVQNOnTrmnDfZqQNa0IhYWscRhcvMivQfPX9a7e2FSHIzPTAWFhUm5CmE5oJnhN0khMmPtWVL5MRPFO3SQwqc/UUOLRDDnSDsZ2E+7LypWRAp6+ioLGxiUgzJhACm7atWrQSMLWAv2J3GJsz+zkf4vfhdsxa6g6NQ4ODg4HOsYajmbvox3R7NCzMKe0qLozUQU27QKavoLTPcikIw0WkRFzALtIpa5TI/k34mCmVRkQGFFQhHigragtHGIWot5IKJoQqUzuaUKOoPR0dztr5qkOR2amIxyR2bfXwnYFsLeNssonMqOFuqkcFDtkTZODQMgaVBkFCVnz3wtDMa8pIwEPIDIq3SdldhARXmarMiBHlsFbQJXxLZ73eZ5Me46smXtz0IeDg4ND7sPNRiM9mZQbOwQtsE3VtokKQZPPUvtFSA/UDglF0/VchMiAnEj+TcBIQKCIjK5TY9tA+0RG5d+EKT0CIT01qk9xTxuN9PTlkMxUlRVQaUgNoLGgl1K1fxw8ODIzHeAUmcnBRNWAkLybML+BNMUn6riqgCeS9MMEHJWeE046bLtoRWSiiIcSWdLUkzRypFUZlc8jw9DqUcAJLqrGjFNkHBwcHCZdvQmrYxNGaKLC0EBaoKQIoRESw/uYSX9iFAVH2oe1FfVGh61Jv4AQFG2trPNvAF/pMaRH20BLW7FjlsR/gTYIkLwa6XOgyykzUx2OzEwnOCKTW0SpLbJtnJPuNBMB6S+TmYDsJEzFNA+LQgu1i7b7k76skDUBF9k0fQqRCRAP1TeTGLtxiNmB4mLp5CjT366c1Jw5lDugmNrY48nTEV3AzcHBwWG6E53RwtC8cLPBtFA07Ypmu6GBvEiNGgBqiNS1kba6no0oOCAbdk0bJhNiOqBsoCVsTYwEQHp0n2GkB+MAkfGVHgs6/0aUnjD3tomgqqyIyiZQABXoGZnY/vsjHJlxcJgIFNvQJgLyebR9Mq0Lq3mTClnLPpcnUz6PcB3fZU3LSiAhYY1VrozOk5FXITVpqoydLyONHRwcHBz2KUYzD/AVmp5kaEFOwWihaKLg6D60KmOrN3ZxTiEoOmQN+6C9EBkxKMhEeoRQoU/bMto2HRAraJAeLrzZFW5d7TB14MjMdIFTZaYFMjqhZVPzZhQjAT/3ZrT8Gy2TGFXGPnRoHZjRXNvMTlFhcJHkKNN5Twqp6ciRqpKLvBsHBweH6YMo8wBAr9OhaLaBgKwD2QjLwdGkR+fegMjYBCmM+IDISFvJ1RGE5epIeJluF2U6EFOhaFEWz+NF1YxiKg+5rmPBjMGJ7b8/wpEZB4fxEsdsQ8+iiniO0o+9OpIoCRGIsIwWchTGIzjpX1zWADupRr+X2DFTGNTuK5QcZQoxC+xARAcdFN7OwcHBwWFS6tVErROEEZrAdiEq3YOhYWhhBgNiAa2toLV6Yzuo6bA1UW902zClR/bzTQeUeuOHjRkFx87VAUJd2RymLByZmQ5wqsxrkzczWYg6nllvh6vJOkYUEYpKsIk4dDBkbRRypZkKezenDql5VEYLamkUdhxnzezg4ODwmufV6Bo3o4WhRRkIAH6RzggzgTAb6Gwc1HTIGtqLKmO3k89oDyID2PbSdthamOlALnNlHCYXroyog8N4sA8n31nl3tgsJSJXRi+hEMJhe0FnUHr0Zg4vyxQGFzWQnF9PWDPvzcGCfiYHe/bsoQ984AMUj8dp5syZdOmll1Iikci4T19fH11xxRU0e/ZsisVi9N73vpe2b9/ub3/22WfpwgsvpPr6eiotLaWjjjqKbrrppkAfr776Kl100UV0+OGHU35+Pn36058OPdZdd91FRx55JJWUlNBxxx1H9913X47O3MHBYX9xSRPCAnKBZfGscl6HRQiRVneYiKgFoWJh6g0AMqIXO2zNBggMFqgxICYgMmFtQV5kQRiaEBkOWzMKjs7Vya/I3XP/ypIZfF0msqCP8eDWW2+lQw45hH/TTz75ZHryySczth/tHjAyMkJf/vKXae7cuXy/Oeuss2jjxo1jvs/9/e9/p9NOO42Pg3vXddddN+Zzc2RmqsOpMpOPTNbB+wrWZB4ERpZR98uCGITxnsj8G7ATvWRgQGmHHy2fx160KpNTN7OpD/zAr1+/nh544AFavnw5/eUvf6GPf/zjGff5zGc+Q7/73e/4JvPnP/+ZWltb6dxzz/W3P/3003TQQQfRf//3f3Pf//Zv/0ZXX301ff/73/fb9Pf3U01NDV1zzTV0/PHHhx7nr3/9K5Mi3HieeeYZes973sPLunXrcngFHBwcpiqhkSUKWrkR8iKkRSbdNoTwBBZrX25X7uW46AXERBMfqDIS2paJ9Eg7O2QNC0iMEB/0rQFSJCFrZXXT3z3s17/+NV111VX0la98hVavXs2//e94xztox44d474HgHTcfPPN9KMf/Yj+9re/UXl5OfeJh27Z3uc6Ozvp7W9/Ox188MF8//rOd75DX/3qV+m2224b0/nljYBajQIcrLKykjr27mV25bAP4cjM1MRYlYTRvsfx5N+Mpn5w3G/484pQy+ioMYaoMmGHDpAjLKtWRfcbovh0dnVR5ZFHUkdHx7h/Z+S3iug9RJSLGxBCHu6Z0JjC8Nxzz9HRRx9NTz31FC0xPtkrVqygpUuX0rZt26iuri5tH4wBJOTOO++k973vfbzu+eefZ/Vl5cqVdMopp4QeC0oOjvfwww+nbTv99NOpoaGBbrzxxsD6888/n7q7u/nmI0D/aIsb11SBfN/PPr2OKmIVr/VwHBz2e4Tl1YwGbfWcCQhHi0r+F+Kj29mW0NzOUm6kHcLM7No2EoamCZKugSMFQEuq+umWTy/Nyb0pF79VXYkuOv6EY8c0npNPPplOPPFE/8HW8PAwqyD/9E//RF/4whfS2o92DwB1wH3qs5/9LH3uc5/j7RjPnDlz6I477qALLrggq/vcD3/4Q37o1tbWRsXF3veL8dxzzz18f8sWWWlnwnfwZTjsQ6jwEYcpBCgIY/230NU18f7sv4fy8uhjlJXxS6yM6NXtKUIzd473I82Hk/5E8o3FiOynNEjKx3b0XVZGXV35/qGxu4gpsbJh6ty43VuJPvA6ezZRSwvRzJnp54Jt+BHGMU3/nWYcWTxfyQK5cqBJhv72zZgxg5fxAuQDkrv8wAOQ6BH2hSdc55xzTto+eGqVTCa5nQAhAAsWLMhIZnCDmTVr1pjHh6d4GnjihhvMVIL8rYwWnufg4JA79I6R0GCi2dEXdIbUoVKyrad/ILQ6GBzAaHCAuhMDfrvenmSqQLRCyUgRzRj0fhf2mnZ9PUPU1zNMherZHtSbqrICKhkZ4fZo27qrj9v195oQswKikiqiwvzenN2bcvFbJX1ke18aGBjg+wdUegHuNbiX4Ld+PPeALVu2MAHR9yOQNZAm7Asyk819Dm3e/OY3+0RGjnPttdfS3r17qaqqKndkpstMkuoPPjirTh0cHBzGC/zeeOrK2IEfxFqugfP7nI0HuSl4gqUBqR5S+HiBmwDCwTQKCwuZdGBb1D44P9wcNPAkLGofhAogvOD3vx/b9UB/6Dfb47xWkHvTG98STuQcHBwcptK9KVe/VWO5L+3atYuGhoZCf9Oj1I/R7gHyOlqb0e5zeF24cGFaH7Itp2QGUlBzczNVVFRQXl5eVh07ODg4jAV46oWbRViIVbZAAiGeGOFJVC7HZf/uRakykMfxRCkTIL3vCyC2+d3vfjff4BCTvD/C3ZscHBwOxHvTWO5LBwKyIjOQhOa7St0ODg6TjPE+9bJvGlheCyB++OKLL87Y5tBDD+UndHbi5eDgIDu/YFsYsB43wvb29oA6Azcze58NGzbQmWeeyYmWSPQfK9CfdkmLOs5rDXdvcnBw2BeYzvem6upqKigoGNNv+mj3AHnFOriZ6TbIq5E2o93noo6jj5ENnJuZg4ODQ46ABH3ksWRaEG5w6qmnMilBHLMACfpIykTMcRhOOOEEKioqooceeshf98ILL9DWrVu5PwGcY8444wz6yEc+Qt/61rfGdR7oTx8HgBuNPo6Dg4ODw9RHcXEx3z/0bzruNfgc9Zs+2j0AoWEgG7oNcniQCyNtsrnPoQ0czpAPqo9zxBFHZB1ixoCbmYODg4PDvkVTU9PI61//+pG//e1vI4899tjIYYcdNnLhhRf627dt2zZyxBFH8HbBJz7xiZEFCxaMPPzwwyOrVq0aOfXUU3kRrF27dqSmpmbkgx/84Mirr77qLzt27Agc+5lnnuHlhBNOGLnooov4/fr16/3tjz/++EhhYeHI9ddfP/Lcc8+NfOUrXxkpKiri/h0cHBwcphd+9atfjcyYMWPkjjvuGNmwYcPIxz/+8ZGZM2eOtLW18fYPfehDI1/4whfGdA/4j//4D+7j//7v/0b+/ve/j7z73e8eWbhw4Uhvb2/W97n29vaROXPm8PHXrVvH4ywrKxv58Y9/PKbzc2TGwcHB4TXA7t27+Uc9FouNxOPxkY9+9KMjXV1d/vYtW7bAOmfkkUce8dfhJvGP//iPI1VVVfyDf8455zBZEeCGg33s5eCDDw4cO5s2v/nNb0YOP/zwkeLi4pFjjjlm5Pe///2kXg8HBwcHh8nDLbfcwg/D8Jt+0kknjTzxxBP+tre85S0jH/nIR8Z0DxgeHh750pe+xGQEROnMM88ceeGFF8Z0nwOeffbZkTe96U3cx7x585gkjRVZ1ZlxcHBwcHBwcHBwcHCYanA5Mw4ODg4ODg4ODg4O0xKOzDg4ODg4ODg4ODg4TEs4MuPg4ODg4ODg4ODgMC3hyIyDg4ODg4ODg4ODw7SEIzMODg4ODg4ODg4ODtMSjsw4ODg4ODg4ODg4OExLODLj4ODg4ODg4ODg4DAt4ciMg4ODg4ODg4ODg8O0hCMzDg4ODg4ODg4ODg7TEo7MODg4OOQQt956Kx1yyCFUUlJCJ598Mj355JMZ299111105JFHcvvjjjuO7rvvPn9bMpmkz3/+87y+vLyc6urq6MMf/jC1trYG+tizZw994AMfoHg8TjNnzqRLL72UEolEoM3f//53Ou200/g49fX1dN111+X4zB0cHBwcDoR7E/DVr36Vt+PeVFVVRWeddRb97W9/I8HLL7/M96KFCxdSaWkpLVq0iL7yla/QwMAAafzxj3+kU045hSoqKqimpobe+9738r5jgSMzDg4ODjnCr3/9a7rqqqv4B3v16tV0/PHH0zve8Q7asWNHaPu//vWvdOGFF/IP/jPPPEPvec97eFm3bh1v7+np4X6+9KUv8evdd99NL7zwAr3rXe8K9AMis379enrggQdo+fLl9Je//IU+/vGP+9s7Ozvp7W9/Ox188MH09NNP03e+8x2+Ed12222TfEUcHBwcHPa3exNw+OGH0/e//31au3YtPfbYY0yUcJ/ZuXMnb3/++edpeHiYfvzjH/P96Xvf+x796Ec/oi9+8Ysk2LJlC7373e+mt771rbRmzRomNrt27aJzzz2XxoQRBwcHB4ec4KSTThq54oor/M9DQ0MjdXV1I9/+9rdD25933nkjZ599dmDdySefPHL55ZdHHuPJJ58cwU/3K6+8wp83bNjAn5966im/zR/+8IeRvLy8kZaWFv78gx/8YKSqqmqkv7/fb/P5z39+5IgjjpjA2To4ODg4TAfsi3tTR0cH34sefPDByDbXXXfdyMKFC/3Pd91110hhYSGPR3Dvvffy/WtgYCDr8yvMhvCAWSGsARJQXl7e2NiSg4ODQxYYGRmhrq4uDqXKzx+/aNzX15cmY090XPbv3owZM3jRwDGhelx99dX+OpwHpPeVK1eG9o31eFqmgadl99xzT+R4Ojo6eDwIJ5M+8H7JkiV+GxwTx4bkf84553CbN7/5zVRcXBw4zrXXXkt79+7lEIHpCHdvcnBwOBDvTdnel/bVvQnHgNJfWVnJqk+m+9esWbP8zyeccAKP5ac//SldfPHFHB79i1/8gsdWVFRE2SIrMoObBWKsHRwcHCYbzc3NNH/+/HHfLA4qLaWuHI4nFoul5Z9AqkeYlgak8aGhIZozZ05gPT5Dbg9DW1tbaHusjzo/5NBA/kd+jPRx0EEHBdoVFhbyDUP6wSvilu3jyLbpSmbcvcnBwWG63JsWLFjgh2Dtq/vSZN+bENZ8wQUXcEj03LlzOdS5uro6tM9NmzbRLbfcQtdff72/Dvel+++/n8477zy6/PLLeZynnnpqWn5OTsgMnnoBza+84t9AHRwcxojt28PXWz8YY+4D6+w+zOdXt6c/RZo7ZzjYF14j4mYZmCijvzlzuD97CHJo7hcb165N9d3Skt63TLznzfN2Nv13JhJUv2SJ/3szHuDpEIjM5/GUiiaOfiK6NpHgm5j+7Qt7+jXZgBkAfvDxRO6HP/zhPj/+VIT8rTz+5yf45u7g4DC56B1Kjnmfjj78kqajsmRGWpu9/eHKRdWMlKqMNnt7krS3ZyjYpqzAvBZxe92uMzFM3d3m3kdE5eX5FI/l8z5oz/32JOmVHUm/XV/3MA10DVPJzAH68RfeN+F7E4jME396fMK/VSAxp5z+xilxXzrjjDM41wWE6T//8z/5HoWIAPsBW0tLCzU1NdH73/9++tjHPuavBznC54985CP8kA4K2Je//GV63/vex8QoW8U9KzIjneGiOTLj4DAO4GlG1A9hTw9RbW12/aCt7hPAD2N3d2o9+jL/ThM9+YGm2JToIaqrHfbaYAP2lSc8YYpAWZl3jJ4eSlTUcXPdTH6X4/Fhb3yHHurts2oVUXs7EUKb9A4S6lRSgscy3rHRiekoF+FCELFLJ9wLUa95zea3D0+jCgoKaLvF9vC5NuL7xfps2guReeWVV+jhhx8OjAVt7STOwcFBdjiTfqKOI9umK+RvBZODitj4JxoODg7p6AkhLjEqCXxu7+tLazMTv+0Kg4UeWdjTNxC6HiiPFfH2ssJi2tOTftx+03ZWSTH1Fw5QX16SemmQSYpge4KYoJTmFXJ79CXtBoaHaXB4mHpN+65OosHhfCopK+T2s8qKuO1BBw1Sa9sgt+nbO0jFM4j62iln96bS4jwqK55YP0PFY5uTV0/ivQlOZosXL+YFjmSHHXYY/eQnPwmEtEFBB+l5wxvekGY6A4c1hKZpd83//u//ZsUdpAh9ZgPnZubgMAXR2pYfWNKgyQHeZ/ps7YYlY5/btgUX1R9IkPyWyWpZVq/J99iS/eMo/do7ZBjndATyURD/+9BDDwVyOvAZsnkYsF63B/A0SrcXIrNx40Z68MEHafbs2Wl9tLe3c0y0AIQHx4b9prSBwxn60sc54ogjpm2ImYODw+SRmDAiY0MTGRARIStYL9vkVbaBqPiL2sfvxxCZPd2DwUXtYyORGPYXEJGXtw/4/YCkCEBkBjpTS6/VXrcVDHYF1Z/piOJJujeFAf329/cHFJnTTz+dj4+8GDvnCOFp9joQL+krW2SlzDg4HNAIm3CP5Wl2NhN2tDF9hhENrGM1BW1s4mK/D7SpyzAM9KmYCSDkJQxr1hA1NHCfcgjhOxJGzOOUMWClJjJhA8HOghyGCcVypMx4P6nZAwmTkMuRjH/SSSfRjTfeSN3d3fTRj36Ut6NGzLx58+jb3/42f77yyivpLW95C333u9+ls88+m371q1/RqlWr/KdXIB+Q22GlidhkxBNLzDJyYnCTOuqoo1i+h1QP20vs86lPfYrjmJGwClx00UX0ta99jW02kXMDe82bbrqJrTIdHBwOLGiiUlYQnMCHkRghJLbiYpMUeQ0jBYE23YP+66zywrR9sF4rLkBnYoBVF8DuX9QW+/Oe2CAtrinlY2B/m6RgGagooN64uefOIa9tzCNGum2ukOzZTQN5fRPsQ0VivEb3pu7ubvrWt77FZQKQK4MwM6gsIC8IJdNEBiUBkCej84VE4UHfuA99/etf98PMYN2MfV7/+tdnfX6OzDg4ZELUxF6Rj1GRiYDI9og+NT/xCY290e5P+qmt5fbYL1oEUeRjNJJk3tc11FKbIlxpTWvrqI5SYwgQJRt658WLabrj/PPP5x9sxPyCdDQ0NNCKFSv8RMqtW7cGnkJBdr/zzjvpmmuu4R9wSPRwizn22GP9m8G9997L79GXxiOPPMI3CuCXv/wlE5gzzzyT+0fRsZtvvtlvCxkfSZZXXHEFPyFD2AHGqGvRODg47N8IIypRCkxY+FjYOkCHhYmSEkZSZDsgZCUTSdGEQj6DaDDpKCvy+wKgtIB0FFZ4j6B20iAluN9eHguOgc/SDhjuTNJAZ5IGu4pIptmHzCn22lrHnu44P8f3JqgnMA/42c9+xkQGEQMnnngiPfroo3TMMcf4Sg6S/rHYxgnI/QRQXwbHQZgZlrKyMlZ/MDYU2swWefBnHq0RCq7hZtixd6/LmXE4sDCaqhJCaNJIh+4nU39m8i/KTBTn4b6hkghDCSMJ+OHADg0N1Apq0ebtopuiCebHjQ3D5DdAnov0bR8cjWH/a/qU5ppwBfpcsSLYnxxckzb0h/dLllBnPE6V738/WzeO93dGfqtuzWHOzBXGTtL99k09yPf97NPrXM6Mg4NBNiFiowHEJSykS4DcFYBDxRD+FaKmgBSASHB7kA/VziYLsVg+Ewlph9AvtBGVBSSkOJ5PpbF8vy2AdjvbBn2SAoKSH/dIEYhNZV0h1dUW8jikbU9LkttpYJ+yeUVUU+sRH4xR2g70d9Mvbz0nJ/emVQ/+jmLl5TQRJLq7aclZ/+DuSwpOmXFwyCGEiIQSGo0wsuDnpYxOaEZVe/AZRGEUJcVDPjU2hKhMNkkCKTGoa6qlNSblzuZpKRVJhZrZjYTQaNXm6KMpV8CtoiwH/bikQgcHh/2RxESpLAglC+TCWKFhQk6ioEmKKCmivNiww8NepgFWXQCtjoCoyCvnupiwMLTRiotAiApUlw4xLIAvjrStKOBt1JEia8MdA9RD5Z5CYwiN3zbcjG1cSHbtpuRw78T66FZGQA4MR2YcHCaCDLku8jlUpRlNoVFN9Xsv0sgQBU0G7D6xDaqI/7HRXyVN9e61tVmSD8C0qa2t47dayBG+g6Z1GGymcDzNfhwcHBwc9imRyaS86G1adZHcE+SjRBEbTVLwnsO9aj0iZOevaKIiJIUVGpO7In3ZeSsIIwPpQFtuF89PtVEkBe+E0EChgarjtS1iAjPSmSJuw53FBJqQEOWn1pgG9I81e9JhX8ORGQeHbBEpk0Q3C6gU9v5a+dBZ9GvWMBEQNcUWSNIIjd2P3Z9RUtpq0xP3Id7gFSSkrsmQD3Uivcr9qlRIDhhRbS3VNnjJ5bpPOX/05xMkaRQWDic7YMmhMoOAo4kJ+R7cLczBwWG6IRu7ZDtx31+v8lzs8LEo1cUmNVolEbDdsSE0WnUJJSk6d0WpLlpx0XkuaYoLcjKEpHT2+YQGREba2trGcHs3K/HD9XHqaC2gPbUeWWuNDdJAX+40+sHEbhocnpiyMtgzMWVnf4QjMw4O2SBMSbFZS0RqTCjn0a5hWiYx+SOifAgHsJ2MQWgQPhbWpxCQUmsQIB+ipMhhlXjD5KMxxFrZrzGcTFKpITIcvkat1NBQl8al9Jjr1PlodzOMsbSoKLU+U1FRBwcHB4esYNslZ4IdQuavNwn8Gjp/RSspIAYgNayQKMVFkxRxDQNmLSpMU13CkvGFJEWpLtgTlEDCwqC6oD9RXLhNu+f6VRAvYUKzM55P8cXFfttEZzGTHWkn/Q/Gi5h8LT6ulOpqB6m/1wUcT3U4MuOwfyNLW2UdIhaZ6xLVl2WDHBahRQ0hNsiAZhbW2Oy8lPToNOS6GDXF9AOSIOQjkUxSjbAVOJs1NDBBEiSTXdTcjHde4jQ4RePFDSKreIvXgDrDCI3pT7wGbNLF3TTVUV2tCjVT18snNJOA8hwpMw4ODg7TMaQsW8vksMR922VMQ7uB+SSlrpDDzkBokPci5EMn2YMudbQSvRwboMaF5dzeV1NaDAHrGPBJymZ8XuwpNEAL58so1QUkJF7CeS4SFtZZO+y1s8Y8tHU3FSyYTT0tRdRpQtOguPTEi7gPMmTGV2c6i6k34RkRgFDtKM+hMtOxmwYHSibWR+/ErJ33Rzgy43DgwcrjCMt1yZrQqL50or1dg4W5BghNWF9apdFEq7aWGhoaA05k0q/fnMlCap+EIR5aTWFCgzZr1rCSAv6TUmT2+oQG61H4kgmSkmw6rVc/3AzhcBeD0OQHhi1KjfAWPxcnKtRM5Bxj5+jg4OBwoGA0YmLXgRkLJEwsTHGJskEWtQSuYVgHFUNIja2kaJLCfS7yiAL2A0nBtuFmQxSgeNSXU8uLHtUAoYFfpK+mmHaa0LRCnVnkHR+qykBL8PxAaoabiToqCpgk4djsbFbpKS5pbTsxthk0a2ERKy4drYNMfPJnlgfVGUPa4H6GcUYZGDhMHTgy47D/IlOSfURiuqzOSGgy5H5AqbAJR+BQDUapEIazbRv1GvWD0dycIgvz57M6I2oKVmk1RcQTTrRXBESITBduBprQNDRw2yVL6tg12etnFy9tbY08HFZnmkxoGFbosRlCExN1Bsdcs8Y3FwjzDvBUKTNQ1WiyFBkHBweH/SlZX9oKqZHPmfJitF0yoJUXUVzCQsk42b0zaIWMfdHeJyk6H8YQD1t1AVHwSEowHwaEBUQDnAR9oqAl+tdqilZddsPhLJbPfaLdQGcJDYSFkLX0UaKukEkKrJX9dhZBkXPctNOrPYPzE+IDQmOHmuF8cR2rylz25FSHIzMOBy4sQpOe7xKSuG+zFKufOkR9mdArFf0V4E1+or1Wh9Sw4lpNYXWmTkV97WXy0dx8GC1f7hEabK/DAefPp5ghHyAy+BmXn3KsLwWDWbKEyZHHfSrAc1idSSa30qpVC7i/JlF7amuZdGA8enwgS6VycugvWMuRCRfIluTkNEiInV5Gq98zQcTMMlHk5aAPBwcHh4nWf8G+tkozWk4MEFbTBZ+RDA8a4hGawciK9+IaNqvccwNL1X1JpghNx4BPUoBAyBfIgnINw28qRr1Z2StDdYFq46szSklpebHAJ1NhqgvaoU+oLJtqewPt0hQXjLOzhK8Jzgfqkx9qpk0DDHCuUGfm5OJmYjDU1UGDyYmFiQ315dArej+BIzMOdKDnzkCBiarrEkpoMtkWQz6Hc5gKXZNwM22D7IdygYQYAvKqaY/XzmSSFi1f7ue6LFvmFan0moLQPEnNzSfRihUVLKKwOqPG0K3CwvC8CWRkEY63ahU1XtPkh4alhBcQpCpqa6vwnM2kv2CjoDpjpBdcv/nz8wPNde5MINRM1apxcHBwOFAwViJjKy9QXbQqE+ZGZjuTjVbXBcCkPiwhX5MacRgThQSfdaK9EAp80oQGBGm3aqfbIn8FYWTHLiqJzHUZae70k/ERbgbVBfvZeS5QZzBWm6QEdaHUObHiEhv0bJrnFXHeDYhUniE1viFBRQElYsM5JTMOkwNHZhz2C0TWdMmU5xJR5yRrQmPnuqj3yHWRtBM7PIybXFZHdRLKpULDhND4Cg0IzZIl1NB0iRlmldnaTkQbadUq7zgNlzUyAUH4l6gzZPXJ/eF4a9bQkiWNJtSs2pAjb4FaAx6zVIWaob+YzsMRdUaxNHFeE+B8t23z+goNNdOwP+cAIHC5uP+M5KAPBweHAxfjUWPsOjCzSopDw8qi3MgEWnXRIWSBPmKDHO6FYpU6jEzbIBOVMIFZTd3BhHyjuujwMCE0UFO0a1ieScQHOMm+mTiMbJ2p/8I5MSG5LiAZyImBVTKrLvMGuT9RXfDqKSrlrMjguCAp2Ac2y/JYURMVjEnC58SEgJUhq5CmtM0lBju6aHCCyspg/+iK3IEGl9XkMO2hE/gDyfx2TkxYQodlEaYT90ES/IKQeiKurLt2JpPeAgKBHcAQli9n22JwATT1wq428rJyZRc3wcIzfRCQoiKeeHcbkpAwBOQF/JCafj0bZKKiIo8MeeRjC4eHoS/mRDjg/PkUV05eCVupMSclaTZBcgR1povPF0YA/jlb8EmNun5RPEWa8Peiw8wcHBwc9mMCI0s2QPhYphAyzoGxF4vIYHKuF01oMLmHWqHB1soJRCUMejkkZUiK9/JICisKKD+eGg9yUnpakkwWEHYFUlFZVxhoA2LBIV0I5Wrpo82bvPHjuMXzPCIheSlo5yXvd3N4GADVBe2EdOjwMF91KSvi/nBctJP+8N6zdk6RFJwHt6uPe32CKGEx5y5hdThnnIt/zqodu7V1DtPenjCNx2EqwZEZh6kNm3RkkWthu5ON2p8JldLzbEkJEULDk3sdyjV/PlsLd5oQLiybk0nqXbnSYyorVtDSpmGLgGzh8DAQGgguq9vqPAKCxR6mITScq4LGa9bQsmXSVAiIR5BM9BiSXXiMYYpEp+lPkyP0VV9fofrz1BmfwJnz5byZkP709dT8RM5XLq8vYGm2MwlqjIODg8NribEQGHs/gR1CFrWEARN0WQQgAOLGhQm+hqgwPqEp90K5Au2gVCAvpjPpExoQKJCAsnlm8q/A6kvHALdFv0KQ7HZCVkAY0E4Ikt1OnxvOG8QMxAPtQFK04iLtgBozPhCU/HqP9GjyJYAqlUZoFIRIOUxtODLjMP2QgdDIpjRCo4mQSC8iv4jNsCE0GpjYg0sw+dCERjXsMgvIwosgDCA0hoAEucpen9BInyKRhKkpeN0kBGT5cmps8MgR0WGKgHjqjE+4liyh0vp6mguZ34RaaXWG3xu2kuIWCDWb6aszcllsJcUmSVycM5A3Ey66pH1dihD6pCbHak08h4uDg4PDZCb3y/6Bgpc6F6Z7MG0RiCOZba0sE3CEqGl1xiY0UEZEoUG/IBUgAkwYAg0HWEkRkmKrKdoNTKsuGIetugTadSb9MWOMYf3Jecn4fFVIVBQk+xsSokPIhNCEkRRpJ9cwFnJtBN3duSMzyY4+Snb0TnBxdWZsODLjsN8QGjsvPxDaJLArO4rllsklkYL10o+oHiZ6zFNTIJEYxULwqlnaDKERtiLqjEdAyNATEJDV3KeoMzX19WnnIzVjWJ3xc11ETQH5EGtlT53xatk0cH+aHKUpKrgGJtQsmIcD7A2GholLGo0P4mIdCNWzvxMXdubg4HCAEBkQlqgFisymPd2hygsm3iARWPxJeEgRTDucDP0BIAGa0OiJu4ScSb8gAgHCoADysfuFfj+MjMO56suDyfMmjIwtkxPDAdXFJikaEh4WpbrI+HAeICkgPqy8hCgucs41SnWxCRrGBkVq8SyvlgyujW6Dc8XSl0My4zA5cGTGYeoiLHE/zFUspElaRFpU/oyuSAl1hlrT5trII9GERgiDNNK5LiALbSbkTJJZ0sO5PEIj4WYcHrZkCaspNmmQ/BkewPLl/qE9clRt1JR2f4yi9NQUFRmrgZBimib2C2pKKgwuRWiQ4+NfP2XRDISSGt8EIPxSR2ISSYwYAEx0ib7tOjg4OIydyEjOC0gGExf1WWrD2IUubXtlDrmKSPrXQH6LVnMwuUdIlU14dB4J9gH8cC4bRqGR9osWF/vhZpqoSP6MVl1CSQfbJafOR3JitOpiQ1QXye+xiUpCkT0hcULepJ2E2OHa4tqLOgP44zQhdgNduSMzA50DXANnQkunMwCw4ciMw/SATWJGyZ0JVWcyERoQD8NYEM6luIpfh0WS9+9bYcLNliyhOis8rM0oKa+qcDPDVYhooVFU9vr5LuBRregFBS2JfEKTUAvIEkwG0Lix1jMC8MhHeq6LhJph8DEVaiYkpMsKD0uFhoEYhVxidd0k5CqTSiPXLJUnlOrP/y50PJpTZRwcHKZpUn8UkbGT+QNEpifJaoAQDH5vSAyIhCTw68R+5KkgZEtCwnR4mZAdASbkMikHbCVHckTCQs56zbEkjAyKBifvG0IBtUUWqC4yFp+AREDOBURCQsh84lNZ7BfnFEhYmCz4LARMin0KoeExRoSHyTmL6hJ2vpoY+sqQAs7VLv7pMPXgrJkdpj7C1BhlhQzbZJ0jE2qtLPtINUtAWytrsLXyUlNYEsrMLkMYqtgKGWpKwzXGCnn5cqpIJgO5KaKmcG2XFSuo7rLLuLDlb38LNWW1r6ZAnVm+vJGj1i4xuS4VxgZZEwYJNeNCmqz01LHS09y80JAiCTVbwISmETbICDVrbmai5Sfrq/FJjRhYKqdK3Ujo2l6/6GXAUtmyfI6CvsRZYRIITWlhIZXmTbzkZXJkhGhw9CegDg4O+y/Gmg/T2t0VsFVGjRhWX3b2+kQBENLR2uYRA62YYGINcqPtku39dDiarJNk/7BimWiPyT3IQKupHaOhjyOkqBcFLU2tGLFC1pAaNbBZ5rAwXaTSIDAWhJCpbZoECaGxw+DCAFK2pzxJL6dVp0n1tYl6uZ1dR0eTEzln1LEBuEaN2WYX0cwF+rsGqaBoYvem/qS7J9lwyozDaw4QEb1EIqpwpUlA1xCeIs5crH6EqDNQKfwFSoqxMBO3r1SCfLuf6wIyw9bKxl5MFBCyCE1CBrJiBTc99VSoFY1KnfEUH9+JbNkyJl2ipggSRlHRzmGe0lOtFJV2Dg/zQ81qa/1Qs9AkdstSOZg3k8p10cn6+jzjWXKSNNMyrcjo78MpNA4ODtOEyIhCE5b38lJ7ZypkDEvfgLfOEBmtsEAFEdUFk2pZr5UVfMbkWxYAoVMgJXaoGYiMbQig4StB3V7BSK1WsA1xi6e4IMkf+4v6EcgjEQtmBX0sUV2Y9KgQsUC9Fknary8PqC4CfLYXgVZwkOuic4HsMTGh2dnrXxvdhq2cWzzVRcwF5NoxTL0ZPt8uRx6mOhyZcRidRGSDMT2Kzwx/LFET3Ai75rBcf5MKEwyZUlbICWWtjPfaWjlYi2WmUUG2pOWnSKiZrai0KSvkoBOZuJFBUdkVCA8DAakN6Ysk1Mz0lSIgwVAzP5xLhZpFQl03O29Grp9mJJI3I0RGGyBEcZVQOOLi4OAwDWyVoxQZIS26FgzwZHMHrd7STes297GqwjkrPUleh4R5JM4LKQF5wQLiICQCi1ZXQHSwXQpYYuIPcgEiI5N0ac8Ep7yQJ+Va/RHYdWikuCQm+BgP8mAkR0Qgk3ts1yqFVmdwPJABGSPAyfv1cQ5RQ/+iLqEfHT6GXBuEiWEc2lIanxEKJ4sdOschekaVkjAymwBKCJkO2QuDrk+Tti1EZXKYmnBhZg5pqsaYoVWSbCeqivzYYWKj7ufPsoPr0U9bSLhZ6lD51Cgl6a1xiqKCkKxFYCogKU1NKqSryqggXr7LmjWNnDuzdNkyL9TMhIdpZYYk1AxshdWZpbR8uQ4Pg9qz13ci47FB6Vm5kgkD+ohZRS9rjNy0ZEmjGZeEhgG7qK3NCzXDteACmibULA3mGgYvg5xftKIi5zhed7OMmDMnt33l5+BZzfAwUQvqWTs4OOyPCCMwyHmxrZIRKqbzXgQIIxMiA8IiYUsIzwLxeOrZHo+4GKKiQ6t4XceATxRAAAQgJNhPkwSoKJi4gxxpiFKD9ZjA61wWIQpaGcF6IUxQg3AMfwyWgxgIlR6DPgf0I+MUSIFKbMd4cXz0oQFSVmyuD8YRRiRApFh94msdzAvyCU2ZCeVDGFligMeD85Tx8Ctc1Mw1QqhZhyEwmrQNxos8IqVuQXI9hjo7iTpLKVfo6RohKhyZWB+DE9t/f4QjMwcidN6J/hy1zt4W1edo28cwNBENeVIuGzSRCXM64yHW8TDsZqykmH6ZNJgVMUMSpFYM9AmEnJUaK2TkukDkaG7GRL/Kn+yLZfPSyzwCcnhzM+8vJIa0e5hp3HDZUtXXYT6h8cLDKuiSi43Ss3Il59xocuTD1MWR9J8UybLSgEyuS8ycU6bnS8GUGK32eCpPnW5oSFtgZ4v5hLkup/1puKKZDg4OrzGilBfkvNgAkeHwMZVwj4k4JtQgES0vDqQliu8ko6w0e1bFMtHHZJ7VjuZOfvqPCXNBPE4F9XE/FErCy4T4SDiWnXPDoWWGyIA0yERewscwSQdhkbHpsC5s0+MAvC3l3DfOlfsz+TK8faZnwwxVBaoJEzhDyhiGyGA7yIpWZSRcTYgMCIatmsg5aaLoIXXd5RU5MT7piQ0GjiXoaCWKHZ7uiKbJm0fWZhira6/2jU9kHKYFHJlxCCchkmCvEu0zEhIVV6RVFlZ9otzHrOPazfzNUURGv2Ib3MUQytVQl2bPLO+5T0z0Tf2URHMzEwc92Wc1xVSObLymiRoa8mn58gWUTCIsjEyuSxetWVPBuTh1UGdWraK5zc2+gpKw3MNAjpCHs2xZHSfqp0wFxImsgkPNGpURAFsyK8Ll2yqDzPg1YjTJ8sLM7O8DEHWmIlSVk+9LQt8svqH6CYSWZanCZdUs1+Smro6oMAc/b0j+d8qMg8MBk9Av6otAJtQgMpKQD0hYkxCZgQ2pia9UnE881xMgCgVw8op7oVU7n+rziYwO3YqFqB0gAdhHqw7c9nAvtMwmUzrHBaFtWokY5LEVplSZ5m5KbvXuNiBUsn9cxtHiuZdp4PxARjpDzAmEyMCyGWNbl0hPogeZEjUJgKoiCpKGHcbH1zRNxfHIkCT5Q3kBfDWposBXXXBOLVY+DL7FvBD758lCL27kE7w19boUnjQ4MnMgIpP6YmO0NorA1NFwMGyNJ97ZDSk4qU7tXofuhVBhwqtDzLhKpLUDws2aQEDq/JwZ5LggJwTdIBE/K6gaNAjpgqKycuVhvjLjEYcKL6RLbJqbmwNKStx2D4tUenbRtm3iRNbA54m+Ii/dtm1U26QT98VQwN8cqA8TSyY9A4EMSDmaVafZKlOYE5y2WI5gKxnzZhwcHBz2IXGR0DFAh49JCBnAeTA6hMxMtkFkkAejQ7WEdDBZMMqLDtMCCRha+yr1tr7En4tj1VRAs72aLBaERIAIgJQAomRAxcDkn00CRAEx6gcm6SALMgZGZTFP77HfzqcSQdVlZjkNd2LiPsNXVAbWbaGBhPcQC1sKFszmfUEO1r7QHdhfzg/nADKCa8IESqkyAOf1lBcy+Qsk/ptx4dpJCJlWZuy8mCjYfc6yYql1WJxH8Ix6051SqKLyYbhvpUQ5TA84MuMwNkTMTgN5N2EEyMt+D9+mLJZBaLSiArUCoWOsuOh9pdBlW5unfEAxkBir2lpqbKql5cvzlZKyl0Oybr8dpCaflkpxyVWrqDOZ9FUQAfdpBoKmMBvbtg05KiA03g+/EW+o4bJGX50BCbGJA+e6mFAzKD04flERlJ6NAUWFSUhTKjxM2yrHtcpj3Nu8fioIvgB28r7+vpA3k8hCCUn1lfqa0/KpotgJE87wJrqsTNoGnPRkhJwhZybEoGDMkAvi4OAw7RBWE8YmMgIhMjKJluR3ITIgEwIJ4QKJGFq/O0AWJIxsoDmluvio9CrSM2ExBABEhkO36uNeMroiJcVG4WDisaGThrbuTpGS+jh1tBZ4yolWfxbMJgLRea7HJ1O9fbuotKSaSulQDmXj69GS5O0gMtjO5xWr9seIcwZB0mFwWpXBdZJ8Gw0QHQ6/606FfQGamGG7GBjYuTDaWhqKjTi0SV6MIKAIzfGIZ8CmWQhWiPXzZFguZ4vuHqKhkFqkY0GfK3uTBudmdiAj7NF5Lh6la9vdTI/nbUcyE4qlhSOxQV7d5hWW9EmRaQCHL4SFbU4maadxDpO8EhNJZuCFdQkBEftinuyHhF/5A1A2zVhAQiRHBYqPSa3x+lu2zM9R0Q+K2CXNFL1En6mCnKn8FISt+Y5rqF+TyVZZxuZDiEwEoVEJ+2EuaTaXyPgnII1DVBmbp9pffajRhMudcXBw2AfOZFFEBqqMTWQEWIdJvXYhAzAh58R4E6KFyT4WqBZw8MKknQtLKqIgZGDLI53U/8QOn5SAfIDIgJAMPP6Cp5Ss28KTccmRSTzRzuvkOCAYaI9+sE/3hrVMWjR5AlHZ89KT1Jx4gnYNbuJxYDsUHagPIGHYZ1f3c9Q9tNMfI7aDQDBR27qb98F58L4zPStlqDIYV0CVUaYAgNhQ2wRQ1BcQCz43RWbsGjlhbmR2gr/YKgegxpQNMG7OEerxnM3SEN93YWgO44NTZhzCCU0OrZZD+7aTWtR2qDBttcgtSdWK8USXfFraZNzITIiZ5JJI8n2suTmQvJ8iDbt8ty/sLvkpaAeHMKgzaQn34uu8Zg0tbfKc0jx+A1VlKzcxxme09Bov1Az5LlBnQLA07FAzL6wLpGiL30ZslesMUcC5UBihMddM+ITXTyrMDPD7QX2Y5ma+TrEs/gQkxCyUg+pwP/kcIbuEmQCkrbATpHqkVJmDg4PD+JDJTtnOwUA+jNSA0QqBJNX/ZW1XKufETHp9h66nEr5S4pOVymKad3gxExZf6TCvIAJMVkxIV2ndoV5I19FxVldASEAsgPKCGpq1NU67XyhnwgQi07HreW+/kmoOBxMi0jviZYmU5lVSXew0fg+iAiKze3CtX6AShKaSjuT3UG1AwkB0+gsSNGMoRjRENMsoKyAZOK6EyAmYrMW9Yp6Sb2MbG0j4nTYd4GugVBlca9vhrE6Fptnua0JyBHa/2UCHD0a2MaRIlBshoE4ImfpwZMYhHFGExnZCyxJBUwDVt4SGWf0iTGzNmnypYekTG4iJHCJm2gmR6dbJ+2i8bBknyXvGZQgPSzl++YcTpQdhWytXcl8B4iAN0V9tLTU0NHK4GbByZVUgb4bJkVgrGxKSBnOuMi6vD7FW9vry8oSCifuhkbt8AkKKZGV1ZHgYzqvTvHJIXgQB0VwldGOEWUSYtbY2Osvqz+WggyinYWbFOXiaNjC2J3wODg7Th8hgnRSz1KoBqsYjqV4TGQCTdYR9PbfaC+3SYGIyr4SJjGzDZLh8wVye7O/80x+oZSSV57m49SyKHTeXJ+O9K15lYtKeb8xGhohKER52l0dYAJAWEJZSqmZig74WFVTiKLx980iL5zxZWUzJdVuYyBw9A/SEqGNogLYNDvF4cA7963dT6/ZHKY96qYRjnnqpvGAxEy7JzwFRE1UJBIphQtB2RhgDCLFg9STEihqEBdCua9y/RVZsowOQH8mLkfX4XtCvXyOmhkaFbR4gzmxieCCElsmZypnJr8jdVLmjl6h/gjFRfROsprE/wpGZ/RmjuY+NhvEoNCF2ZDLRlU2BpH4tvQBq9ltb2+iHc2Gyf/vtCPECEaijOqgqy5czcdA5KgkdHmbqxHjRXVBTvJbCT7gfOAK0tRFc5JHzwuFgYerM/PlMsNpMf15+iedqJoSm0Vgro+6MTrrv0jVitm0LyXcJuXymRozk8pSHhMKlvsKgnXIUQGRio5CQtOhA+/vUpDMihDDryMVMBMnBwcFhAiRG14qJIjJSl0UDIVRY/8rTvYGkekycobqAyCC8SyeIFy2Yy216V2wJqBmxU05k5QXrmXzkgXwQtQ/1M1GIdQxQ1/2d1Lzx9ykiY4jLpt4HafZwCVOVmQUzaPNIgkqHvf3R15mlc2lBlae7dPQQtexOxRWAqIDIHBLzSMTLCaJtg708eQfhSGx9lY+H/oHuEe/6IdwNhAOqE85Dws+oz1OSQNb4erck0+ycC0wuDSB2zj5M+JkoL0CY8xpg2ysLQUrLickEGBFkCDUDWfHvfMa0QHJy5Li6MGieNUaHqQdHZqYJ+vv76emnn6Zt27ZRXl4eLV68mF73utdRQYH6RzYW4qEnkZkmlGMhNGG1X0y/WnwJ1C4xE/xekRcQJgYCASXkskY1rI088YdFMnjMJcb1Kyy53U/eNyFdkmYDhUYflp3IELYGQmMOxMfW55Gmznj94aNX4wV5OBX8uanJhHYtWUJxo/R0RZgKQFXxQsRStWsC11zViMkOnjtaME/IAysxyWTqOkWQEL1fZCqL3i+kkTacS4tAG2vtookAKo9xKJoQIpKFHRwcPHR0dNCzf19DHZ0dNGPGDDrqiKNo/vx6vk+9lkCtmDBrXxAZbbOsC0zi6TzWB4iMwewjZnDiPoiMtjIuPnYhJ8X3/WEdbW5bzmFbwOLSs3g9FAqQFagolQXFPplB2BcZtaZkpIAVkr4CbyINxcQmK+17+qmkoIZJEEjR0fPzqLrO2/7yxhGi3YZUdQwwUTkkVkfzjFrR0V9I1O9N4kEUoOyAyIAkAd2DqTA6qFQgKjiOhLCVU02KCCW8Qp62rbS2c7br7fjX3hCSsLwUMVwA9P7cdjy3iVHslnVx0EyhahxaV5G79PLO/hHqz59Y0cv+YVc004YjM1MczzzzDH3r3/+dlv/+90xoNCoqKuiC88+nq7/wBVpYOo4KtWEkJiyMbLQJpz35D9lHkxmPRKjtbW080RbRHjknXJelbbWqdI9J/0Z+9QtMNjX5bmQCX3kQdaahgWu7yMRap+p4/CSfGiV2TAaXimnzCIhU3OR8ngaaP1+Hd6XycHybZkNENBIh+S4eUvkuPo8aww83zklUosgG6tpkUycmstBlVKPaWmqzXLI1z0ETr97QGAm3g4PDlMTw8DDd/+Af6cf/+SMmMjbq5tbRBy76EH3oog9TLJYpW29yEOVYlonIQJFAmBHnu3QMpKyW6+NUc2KMQ68Sv3k2kLuCELLYKTOp4zebacPOX9GiQignldQymGAyUL5+N+1a/QgV0G46pKSK9ia9cDaQCAQYVxa00JFFc3ndy309vB8IzRtjB9GbT8qneH0Zb2tb303PdsyAQMI4vrKc5h9ZROULKinZ0UsHdXYTNXsTb4SHgaiAyJRZl17IFRQXPAYFuUIImpwP8mVwTUBUfFXGbEPfuE5iXSzGAJIXxNe3vJBayXM4s62qJYQvvU6M2besiEP+bNvlMNgOapkgeTyhyo1R3HQRUXai02SnsphKyl9bYu4wOhyZmaIYGBigz37uc/T9W2+lRYsW0be+9S06/fTTWZHBjWT9+vX00EMP0Q9+8AP66R130Levvpo+e/nlY38aZis0Y0VUQU1LlQF0iRjOMbEUgoROlgeBWLOGmpoa2dHMs0Te6BeYvG9FPi2ForJmDS1avpxdzQT+hB0HXrGCyUptk6eECE+RBX17xgKG0EjSiLF89gmNyu1JqTNemBjMAITQcEHO0eq7IG+m1s53UbBqxAhGmxJILZ1RoSSTMAcy/Zq2Ub7XDDVmdJ5M1sILGibSDKTHj3nziMZD8G30evahDg4OHrZv307/dNUVtGrVU/TWt76VfvrTn9Ib3/hGqq2tpe7ubnrqqafo3nvvpRtvvoF+esdP6Mbv3kxvOPWN+5zIZCp8qZPPhchAUbDrsiAPJnZUGROZPf/1ECfMC+qpmgqOmU1d97fR2s23UWNhDVUVFTJhaR8qYjLQ8vT3WEU5sjwYBgwS8bbjimjWfO9etWdbkvauLaZtg/jNSrDqMudNC6lkwWIabEfeygtEa7qpsvpIDiEDUal8XT0VxmdSYWc70fqXfLICMgOyZBMZ5NuIZTQUl/mFniojACnx82U6O31VJjXoYiYFIBth1sbZJuIDUcpNGNAvGzLwd2jC2uJFkYQG7Qe7wm35Mf6OigKuw8OV7eJF0WTHAG3Ky3OXpNKeHKTi/ImRo4FhVzXThiMzUxBdXV08Uf/b3/5GN910E/3jP/4jFVrVzN/0pjfx8i//8i/0ta99jf7lG9+gZ9ato5/fdFMw9GwiCk22ikwUoQGsSbOQCF5tJv4m3srfhZ23oM4sX85Kx2WXIXemgpYvb+QcFbFXZgcxUwWT67jYqpDIL3hS2NDAIWVQYkBgACgpqVM0xgKWw5pMryVsDUttkw5/8yAFOu0ZPMLEumxHswmoE1HJ+zpnJizXhY8rG639Ncn09xcTgTURbEchKvk/I+z8GwcHhymP555/ji6+9ENUVFxEDz/8MJ1xxhlp0QL/8A//wMuXv/xl+uhHP0ofvuSD9PWvfJMuuuADk54voxUZITCATvTXT/5tIgM7YwmdQsgWKxmdw0xktiUe8Z3BRqiUc0jgGvbs099jIoP8lI7+ET8HZV5hgs6ZW0cHzfH22biFaG+SaEP/Hrqwfg7Vv6GaShYsoMKZ1VT86ONU9XyCqocWc9gZwsdix5xCRRXViEimrrUvcB8IaettW07VdZUekZlZTYMgM4iILRhiZaWt9SU/nE0DDmmY6IdlkmBfhMzxZD/DtQapSOk14SFbYZAQtChHsTQyEYKwkEGbRIWNzyZZ8nlQ1b6xIYYFMnaP+jhMZTgyM8UwNDRE7z/vPPr73/9Of/7zn+nUU0/N2L6srIyuvfZaOuGEE+iiiy6iWTNn0i3f/ObYDpplEnbQkWw4M6FRhAIqBD7qdBQ/Ad/YI4O8pCkPRjpZelkt0WVeH1BlJCef1ZmLL/Zrs0gdl7A+5ODsOLasjlfJfNq4PPM4ebvJj9EEC8pPjWEs3rnnK1vkVKiZnw9k7W8jxSmqRk3aZ8vpjK3sPrOAH3cXvn/GXBetylh9hI0ntL5M2kGMA5mDg8OUVWQ++rGP0Pz6+fSHP/yB5ozy77W+vp7++Mc/0pVXXklf+uq/UU11Db3trLfvEyJj15DJhsjYtskIL2NycOMDTGTmFXq/wggFqy5czO9BZAK5Lf2ecxiwdHE5HfF2LwQLoWAbt3TT6sGdbD52yGF5NPONb6fy2iNpoHsX9R28ifYm22nWoSfR7hfXcngZiExxeTVvL6os5Tyb2UfHqf8R3BE8IwAboTVSEM+QHORQMWwPU1VgzSwJ734tHWNW4FtLqwm+Xi/2xYCu96LDtGyAIOA4QiZ0fZlsocdjWzdrUwHJhQqM2xAYbRcNsPIUQn7s/R2mHhyZmWK48aab6IEHH6QVK1aMSmQ0zjvvPNqzZw998pOfpHe85S207G1vy/6g9lPyEHIT9vTdRyZlxhCfNZQv0VsBEzPOMYEDGPJb7GR+YS0rVnAYGMgGSIiQD090yaeGhqWenbFknwupMeYC/tjM+LTts6+omDk6O5Kpc5c8Hv65VoNH3kwkTJyVEJHREUJolGIV02PQbENdbqkPo5sEJBdZmaEujHx9ocn/OrM/BCHu2ukN9iUw0Srz4s0nBFf7xsGBRkZG6F+/+DkqKiqk++67b1QiI0CUwM0330yvvvoqfe4LV9FDf/wTVc9O5VhMJkYjMjGpd2IRGQATew4v+81mdhVDLozkl0DFQLjXiy/eSefOrqPDFnr77NjukYbdQzE6ekYxHXpyOcVe5zly9m3dREQv0by8Bk78B1kBkSkojnHNGP96HTeXyjcWMXnRABmC2oN8F89KmXxFZrC9k3oSHiEBQUCuTryAeJ0A455RFbzuIEfyWpo3O/I6QtHRhEWICtb5RTotwsJhYCHkQZMdIRy2LbPeJtuRixOm6qCdvX9YfwKQkoTaLn8H2nzA3t9zaMs+R2c0dA4lqWhkYgn8SRdmlgZHN6cQdu7cSV//xjeYkLxtLGTE4PLLL6czzzyTPvuNb3DOzbgxyuN9L5l7bJNTKQ0DIUZHga1uq/NCxS67jEpPPZVq6uuppqgomPcCBnP77dRIq9GMFxFisGnFCqLV1EgElQYHkIPpGjYmB0de9RhkM5ozabMswcScgHNozA66hgrgWTRLAn9wY/aOZNGIZ/h+NE/xMdr3I4n7maLIwhQZO7M/Q3Shix5zcNg/8MifH6ZHH/sL52giN2YsyM/Pp9tuu42JzfduumHS7JhBXvQSVgxTT2AxsYVrmV0vBqrMjFMOosQT7UxYkPOiXchASIBjZpQykZG8F2B9fy9Vlx9Fxx9URBXHHUGldUfyAiAErbrxDHYqs8kKCMkrA108FnEYA6DKJLt20UCHR6KwvTyvyN8HhAZEp2Wnp6SIAxv6wjp/GUww+dCqy+78Pl6PVxAWEBRJzuf6OAU1vPg1ZrRygsT5meXcTlsYa5IBQiOLTRBAbmQBosiKFCi116F/29JZ+kH7UrUIWYHBAIDPWEBS5O9AgPd6f7Garipz1sxTHU6ZmUK4+ZZb+AnYV7/61XHtj+T/G264gY4//nj6ze9+Rx9873vH3kmEKhMZKhSl5uj3KEoJJ7Amry9pLg/6kYNSh1AyTJSFdMhGkU4MU0BYGurHcCCxyXtJRZFZifyGgEiYFpsKGEal6m76Cfwi6OiilRq5yHnxx2Ym+6laM56tsg0dXpZtqNl4YRmUpcYa1tA0CKtTo5Hx78besSvULmH81sy5cFHKpSmBg8M0xS233swGNMiFGQ9mz55N11xzDf3rv/4r/fMVV2at7GSC1JEJWwciY0+OZUItleaferaHJ/+6XgyIDNQRIPHEUxTLwxPw1EQ2MVJI9ae/k15+6Of01llFVBZPJXI/uyNJi2qXsdtZzJrfg3jAraysvdsPVwNRKS2O8Wv31g5WXuB8NqegmAlKb6vnmgYDgG3PJ1l5wXZu14on+7upJN7B5gEvJ5JUXjDPDyFDG6wTVQY5PgKQFpCU3sEOQi8zhyuptNwjLFCvQBKGZpaz+iQQ62WQHVzHHigvrM6UBEK+QHbsUC07J8UmJ/ZnTXz0e63q6D5tZcXuW5MVr11Q1bD3RfvJDCvrGO6nwpHsDRDCMDjilBkbjsxMEYDE/PLOO+n888+n6urxy/CoPQNjgDvvuWd8ZEZBJqppE9KQwphpjmh6VitxYYaCiH0xHM2M6MLFLRuaLvG2SSyZqkHDJEKIDuKRDaHRTsreoU0iv9gpq1CxBPJevGQdJkQwA5DUFil+6Ssr1qw8YakjwZwXuKyleQdkJB/B7sfwfUcWgBllH5855lAyyZAvE0A2KpGDg8OUxJaXt7D98m9+85sJ1Y655JJL6Itf/CL9/g/L6ZKLL83J2EBeNKRIpg2ZMKMgJp7QoygmCj9qCJFZeEacXvr5NtrV/ZxPY0AINo900PEnfYZVCdRxqSxLhRojpAuJ/UcsmEu72+5CnCuvh6oy2OWRFag62168kxUdkJWuDY9Rsn4XJdY/wYQEQPI/rJo7m3uo6O+reR32hboCIEQN38CGbSO0gDlYkrbuHeFjz48dz8QMSspIopTXAVB05hV6apI4gIGolCaqOSQN7XHuOlQM+UJFGRL8Oeelvpz7E0ewKBIi6oguTKkJDDuVlRUx+eQwMEOY5HuziYWt8tjbbaXFRhjxEdUmCr3BkkMOUxAuzGyKAAn/W7ZsYTIzUVxwwQV0/5//TInucfwLVBNLkJhAon+UKmEmyK1UR621jbz4/QjbAGORBQYFd9xBjQ3DPM9GE9l0X1ujF0cmhSxNDZrNySQvvStX+mTHzz+3osj8MC818e8UUhN5Hih+qcLEomAX1VT729cDmJQKCybvJYxT2u8zhYhlzIOaAMZkxzxZRAZPfrVJwXiXSTQlQI7bBz7wAYrH4zRz5ky69NJLKTGKEtTX10dXXHEFP+lG/Y73vve9nJitsXXrVjr77LPZHOSggw5ix8PBweCTvD/96U/U2NjIRQ5h937HHXcEtkMdxsRVL0cemXpS63Dg4IEH/8h/S8uMc+R4UVVVRU1NTfTHB1ZQrgESE0ZkMHGVJ+0gMgBCz7Q1M1QHOJeByCBPBnVmpCgmFA6QEIRjoQgmh2L98XGu44JCllBIoJqAXIA0wBDg6BmzeF84kLU/fj/tffRxbgPMLyxg1zOQFWxv+X930Zb7XqIH1nrbEdImRTBfuH8XPf3bXfS3R5P05z17uBinFOSEyvOXV7t5eTyxg0ryvN/R3lbPork+dgrNLjyOF4TF+SqLqa2C8wWBgeEAk7gFs5mUwCAAqgfeg9DIIkRH8o7QBuYIxfNKQh3BJIxLh3IJiZDvQxabXEA5k1CwsO1ChKSNTUb0d87hZWp/tAtbMm3PNfA3lYtlPLj11lvpkEMOoZKSEjr55JPpySefzNj+rrvu4t99tD/uuOM4X07j7rvvpre//e18P8I9Yo16cK2xcuVKtnEvLy/n+92b3/xm6g0pe4Baig0NDRn7ioJTZqYInn32WX7FH9hEccopp7Ar2oYXX6STXv/67HbKNKnM9GTdTIo1R2CCgWKUsF6WTP/ly/26LZwPYxoieR/cBCQEr3y/vKzOU16MugIS4t1aPKCuDNSVxmugzuT7oWKrVi3gY/s1bAz09JBrxqQVrkzBz3EPuR4YR03o5syOZOOGKkQz2SFm+pC+A1lbdgfL4Mg9OYPcTwAig8ToBx54gJLJJNvYfvzjH6c777wzcp/PfOYz9Pvf/55vMpWVlfSpT32Kzj33XHr88cd5O/7dg8ggr+Gvf/0r9//hD3+YioqK6N///d+5DR6aoM0nPvEJ+uUvf8n1qi677DKaO3cuveMd7/CPdcwxx9CDDz7of7bt4R0OHDtmKP6lOajbhHvTf/zHf3AkwkRUnmzczORpP+djdA/6hTI1YL083OkVToTKgJoxEnaGUCwa4v9odmENqxjND97ChGI2lXAY18vm5oIclUUFlXRISRlVzsijRDfRS3/r5geKID1o21Be5buegQS9vNHb9mxHN5MlIUEwEdi7w1ODpIjmjJEYJ/5zvkwesUqEsDPkvsyPncj7YXwAlBauGVN3aCCfxVdXOgaYoBSApEQARGUgJCdFILkkiVh4GLEoIqEqiEUu7G34ruz9JcQM6yWUTRMdO6RQ58iEQdt2R9UkstdPd/z617+mq666in70ox/xPPPGG2/k3/sXXniBH3rZwP3jwgsvpG9/+9v8IAP3pfe85z20evVqOvbYY7kN6kohEggGVB/72MciiQweYlx99dV0yy238H0E813k0tlAGGpdXZ0/Hx4L3N1piuC555+nBQsWsE//RHHUUUfxjWJUMpPNxFLPVO0QMkVkdLgXNgce4q1axaoKfveRFTE3mfQJSe1lS7lJczO2bKTf/hbFMSuo4fvGtvn223k/0ZhAauIIFzNhaHA487CLc0/84pVmjImwvBf/XLQjmWevrM+PSZcpfFnxGs7Lhcj4pggTRbahalnkBmVqknW+zAGI5557jh0LUWBwCf7OkZdwyy20dOlSuv766/kH3UZHRwf95Cc/4ZsKnnIBKFiIf+9PPPEETxTvv/9+2rBhA5MQ5CXgKdc3vvEN+vznP89qS3FxMd/MFi5cSN/97ne5D+z/2GOP0fe+970AmcFNZ6zJ3g77Hza/tJlOPuWknPQFgtzZ2Unbd2yn2jm1k0dk1IQ0zM1MJuwAJu0DGzppYN0WzncRQgA1Y1bcO+89Lz1JuwfX0jFMOEqZvCCMS3JRUIDyzXPL/ZoycDZ7fEuSrZhBOpB7c/xBswI1Z0Bi4HxWXrCQyvOe54KbIEIwCljTvZfzcxbVvp9d1lCsE0QG5gBQitAn8nNQdwZ5MlCSQGZQqJP6UiFzUE6Q9M/hZR0D3BakBuTNP39l5ywGAZV1nqoC8mdfNwGUrj2xwUg7ZZtQaMIh6/E92YQh036AJjrSLo3MQFUxfwNRhAQmEfK3o/9e9Pr9CTfccAMTDjw0A3AfwIOx//qv/6IvfOELae1R4xAkBMo+gPsIHrx9//vf532BD33oQ/z68ssvZ3wA98///M+BYxxxxBFp7WD3jvvX//7v//L7scKFmU0R7N27d0K5MhoICcDSLraJYbBzXMJCr6JmqtZ6SebX6ozfxGwQIgNSktDOYIEwrS1E9GQqNWa0MKSQ8QWiwLKeiKUsOSeKfe1APGaeYl2TXI53Ss17cxxmhgmYXiCHTwR4WoXQMiEywFlnncVPq1AsNwxPP/00KzhoJ0AIAB6CoD/pF+EAOsEaBAVjXr9+vd9G9yFtpA/Bxo0bmVQdeuihrCIhfM3hwENnZwfV1IgmPTHIPa6rK8O9KQvYif8a4mYWNsnFxF0m75isL1rsTWIxyRdrZiYExtGrtGkhh2AhVwXKCULEQDpAKhDadeRJH2NSAbczEBVtCACyc/wJn+GQL7TXpgAgLCAyh5x7WSDRXoAwIvQ767LXMzGR8DINEJmF76n2wsDUuAUgLPMOL/ZJiw3knuD8QVw0kdGkASFfdo6KJjeLa0r98D0NIRogCbYKIusPnRlUhgLhXSH76b5x3MWzyiPbBNpn0UZDk5ioIp8TQX/+MKttE1nQx1juSwMDA3z/0L/7uNfgs/27L8j2PpEJO3bs4PsZlJ83vOENfF96y1vewg/PNBAqDaL1i1/8gueu44EjM1MEUFIgvecKGWX8MCJjr5tEdOXq6f1os+fXmlmEIUOtlqi2zk/rtQcKACKsSxZI7xNBW1tbmrQPJWTWrFm8LWofKCsgQRq4Qcg+eLWdouTzaG1wM5Q4ZoQhII8G6tEPf/hDDk077bTTqCuXjnMO0wM5vDdJP7kIMZsscHiZyaURoqPJBNQTaQeVQ9enAUBoED4mkPAvga7/Aqtle3+EmWHCivWJ53pStVwUEF42tHU3W0uHAfvAqc0Oq5PzESMAsTK2AcICxQWkAYTGBvrV7mJ2or3elg1AGoQ4gHwIGc0EtIHqIvuN9ZggLVHqC9ZPhxCzbO9Lu3bt4hDksN/9TPebsbQPw0sveTlciAoAWcH9BLmaKCGCh2Xym3DxxRdz2LN+uDdWuDCzKQI8+UJ8ey6AcJSenh6qmR1RCCvsjzEq8SHTH66xXEZ+jPwNCi/yeYZJwoiZ3A9groRMpSWhY5J2WKoWzZpww4Ho/BHP3pj3jRi3v28Wio/k+DhkB9ude1RL70nEq9vzKdEz8Wc1XV1eH83NzZy4KEDifBggpV977bWjhphNdbzzne/03yNfAuTm4IMPZkcrGBU4HDiYVTWLWltbc9KX3OOqqrz8kFzBnvzKZJTzZroHQ+1/YQKgtQzkmdjve1ds4aR6hHV15A1QR783ZUKoV2JkE3U/9HN2NmssrDEkZSRAVmAIALOAOcUVnEcD4BWEpT1/J/U++Z9+Dg7WYUqGXBnkx8BNbdfdz1HvSAe7Q3PS95D3OkIdHPpWaYgOiA/Ilagz+FywNU47n/LygdLQMUC7X+indSaRHgn8oszIK/JhEKIn10srMkJ2NlEvE54wIpFJ1RCiEEUY5PtjkhPSNwhPQEExbfDq59FkICNROTKBsU2CKgPMGC6ngpGJTb2HjDVztvel1wrDw8N+DUQJb3v961/PeZoIbwP5Qng1HpIhp2YicGRmiuCYo49mxrt79252hpgIJJzkmMMPH/vOVn2Y0G1WHg0S/XX9GLsbsJNFbW2005ADJhRgLEuW+O2LihZQMllFp55awfk2jbWtvgEA2pfbRMjYO6eGUs01W7AaC60IJ0FCotKNyapD+U0mVSS1L0LkJreqNY8D5gUTFX6s7xTnHLnPaGQ2Q5OQckXTGrhh6JtGFD772c/yU6ZMQNgWclEgwWvAcQwOZ1F5KliPcIH29vaAOgOJXvbBq+1QI25nuo3tgIbPOL+oJG8c7/DDD6dNm1DJ3OFAwmGLD6N167x7ykSxbt06DjWbPWti97hsIQYAqC0iyeOiLMCaWRQKhGoVx0uomLwcFJgAdG9Yy4SCyQRskwcT1N7d7ztJIU+msmCAqormMhGBo5nkvODz0tlzqNJEzECpgYWymF4iVO3cmJcX19Ffwe2Rh9Mx5OXEID/m4GJvUt0xVEAtgwVeiBHbERCVDPVyDs/utrWct1NduDigKrEaBP7Z+pLvVqbB59hMtLMzSR3zSvxClJrQdLR6pEWS/QUSpreTBinBJLE3UL8F19i7zoMBcmFj055wt9VMZELC10ZTZMJyaKL65O0qvyas34lbX7y296Xq6mouWhv2u5/pfjOW9mGAqQxw9NFHB9YjT1PClh9++GEOXbOJGFQahDf/7Gc/y+pYjsxMEUB6Ax599FF2jJgI0AcmJUcsWjT2nbOREEMIj1c/JlVI0XPDMjNaZhfGCQzr8BlkpqGB1hiXTs+JuYJXX3LxMNEdK/y+9T/VOmm8ZAm7lmkyZFbDIDpVbFOpMdyPyoeILHCfRWHMqM37ZAJvWFjK/GAc+5vvJOrc+DvM1IdiKzahmQpEBr/B43Emn2jNTCis2eQXnHrqqUxKEMd8wgkn+D/qeJIV5WiIdnAlw1MtWDIDcKLBTQH9Sb/f+ta3mChJGBuSNnHDkxsK2tgWm2gjfYQBltGbN2/2Ez4dDhwcc8yxdM+9v+W8TtgrT/TedMxRx0xKwUwbYU/1GxeW8/qn2kwcmEmKF0IDa2auP7OeaNfG56hvpI3rugDIkakqP4pK+nYxkTi+spwOW+ht27G9iG2SN/d2sKryxthBdPzxeRSv99hM2/puemDtIOfRgKi8a/4sOvKEIiquLGab5pc3FtEruGUNDlEsj+gts2b5ffckiujxLcVsJjBzeB4rQcjfASESm+bNI2vYOhoQAtbfu8ZzPNv4HNXT2Rw2h7A4hKdJ6BryggY6ZnPNGJAZQMwCBiqLabCriFo6hzmvRqszIDtYfMcz6/ceZBGLp4h534F2HtPfiyY7mmxEhY1FqTWj7Zdtm7GGq40VJXlxKoQr3QQwSGNTjYqLi/n+gXuHzC9xr8FnOGKGAfcDbP/0pz+d9X3CBmygkXeJ+5TGiy++6Kv/N998M30T5ToMoAIjNwfua2Nx93VkZorgsMMOo+OPP57+3//7fxMmM3A7etfb3sbe4BOCPUsNm7WGvCL0zLf1NQqKH4cm/TQ0MBmReTVIBF5ZkQGRgduZ6Q9kpEacvMBYsDQ10Zo7UhNn2Z9racI9wHiU65A0fo+GhggFUZUKj7PIjDiZ+aRqDDP1fZnvkosUIXwfOSciUX83evsBBjyZglMM4ojhDIPEftxUUCNKnMxaWlo4tvjnP/85nXTSSRwTjRAv2GsitwYE5Z/+6Z/45gInMwCe/yAtIB3XXXcdq72ovI7aNPLkC7HJcKSBDSYKGYJEIXwMzjaCz33uc1ztHaFluLl85Stf4Sd7sOp0OLDQ9LYm+to3vsI1JSYSYoi/o0ceeYS+/c3MYZi5hnbbkrAoqA2vmKKZUGEwuS9o76YEeUUztzR7905xEAO2DXZQ7JQT+T6y+8G1rLrMmu8RkrJ4Dz27o5gWF53FzmPA7GNnU+x13kNKoseJ1rZz3RcUxoQZQOXr6qlkwWIq3Qq1cwvRNq8+zN7ux2heDVHtMeVUVOkV2ITF8/rmGFXHjqL23hY2IhCys2B7ObVv60+Fx3UTu6fNR82aQihKbRySVt14hl8vBmFoXDAzUU3FnZ2sSBWfMtNTZoTgdXo60HB9nHrjZb4RgKg3ID2Y9kPBAY5dVMJEQDug4RXqjc67QRv9naCIZsBm2doOZLM96jv3oMLPDFlJtRkMWHmH7V86KQXj9i2uuuoq+shHPsKKB+4nsGaGtbKEf8HCf968eX7ezZVXXsnJ+nC9hJX/r371K1q1ahXddtttfp+IJMDDNAlDFdIC9QYLcuPghob7B+a3cNeE0vL888/T//zP/3BbGNhooH4asGjRIpo/hiLhjsxMIXzogx+kL/7bv3HSFEJRxgNMTFCA81tXXTW2HXV8mH60bk80I0LNQrfJZ6MCSH4MWznf4U2cfRLTMEy0YgXR7V5BTF2xniVeaWiIzH0r8iUKTUQe3sSqjHhEKzIElNbXB8LTsCSTXX6Imk9mkKsTRUTMP65U96pYpr4exsENiLJ2HhciYsJwSPl3j/fZaDZQz9ZMxAMkzd56nHkzU0HKeQ2AGi8gMCAscJaB2oKnVAIQHNwckP8mgH2ytIVzDZ5g/eAHP/C3g3AsX76cPvnJTzLJQZEy3MC+/vWv+21gywziAstM2G/ihnH77bcHbJm3bdvGxAVhr1CaUEsA9s+5crVymD446KA59KY3nkY33XgTh1Dib2w8wN/2jBkl1PR2PHGinKszyKGQ3Bm8ziob8CeukgiP185ENztw7Zw3SIlmL1mek/ATu3hiv6VjIdefQchW39Buv38QhMQTT1H8/af7lswaUEqgd8CFjBJ/5nWFFV74cenBc6iqKEFDx59B3U/tpLLYiEdk6o7kNr2vIJxnN5UffRxte/IRKosRVRzn2dfijA5av5qo2bNcLnmxgMmOJlINe6vo+b5dvD9tJyZgUI6AykQxre/fRNV0Bn/G+frhc4lNVN23mGZtjdPA0XFWZxDkJUVDATxG7IkXUekRqTAgmAvwa8cAqzoylRQSoO2eZf2s8tR7bUyg85mEqERtD9vfJjSyXQiVkDB9fP03obdF9V+cH3R6m444//zzaefOnfTlL3+ZH3KBWCAhX5L8QUp07Re4j+HBOB6GffGLX+QH7vfcc49fYwa49957fTIE4GEcAPKCpH8Ayg6KPeN+A/IDUgOFB2Qll3BkZgrhE5dfTt+78UauCYGieGMF3CrAvk894QQ627LUywUyTkzDnrabkDJdVFN4hiYhATVGN5AJrmIrrbWNtOIOrxk4j0SsQZFhIgNCJJVjQYR0XyZPBzu1GVVHQtRkE5Oq5cEQtYR5ZVIkjCdwulWWsjPWKws3m+jwjU6jCvk1csYDRQ7HJOOEJcWoa4q/hzZDUnXTtNypLMwkqFzdUSYIpKOMNUQsDIpH5BxQVzIVyIREb7tIQW1FFWcsUYCaYoeR2Tj99NPpmWeeidyOp3AODoKrrvwsnfP+d3PSblRxvEyAGx6I+OUf+yTF416V+1xCksF1Ujjb+5Yn+ck/oNUCALbEa1vKqahzLg1s8BzFmNSsIyquPIJmHXoSvfjiJralEWxLPELz7yLOUeno2UF9nYNMKAAUxHys+Qk6vO4i2rs3PFQJKpCX1xLMlwNAQAqOmU19T/9/9t4ETq6qyh8/6X2tXtJJOklnZwkNTNAgBA3iwgCjKKhBxA0ZGWbG5T9uvxkcFZwZHVfcBsZ9xBkHERgFRUSjyCYGSMAIJATIRjp7p/d9q//ne947r867dd+rqu7qpDt9v59PUd3v3nfvfa9Dvfut7znfM8qOaEW1DUx0RrpbA8tn1I6h54jJTuXiGipie+ODVLO5l+vLSGFMWEWD8PDPFcW0ZU8bz118qpc7AyIzi7zkfthOl+9roOLuxUGomSg3fL4fgkdUysQAH4kSmsfXtIeos7qQ2hq9vCQYK5g2zxKGZio3NmUlrl2fD8KEXB8hPFJwU7cL0K7zd8w5UC9HzCKstXUyp6VkjYqCBiouyM0u2sTw2Pic1j7wgQ9EhpXdf//9accuu+wyfkUBX25kyhEVYxxbLZtsn3vZwFkzTyHgW9Qvfv7zLL/hoZErwJ6feuop+uqnP52d9aXt2/CYcCBsXEFMWGGx1YCxFpqhUFFNv9ZlcDoTGVZkvsdkpn/PHjYKCOrQgGFAcrn6anqCXirdAiKDJuTYLDjwRDBGUPjGQmLAehBihrWgiygyEg0XLFCtP1S0UuXbRCbOxzaGb62nDAHt1lNkPx4y54whBaEaOyLV6IFj8oHS/nzm31flIenJZqCo4uAwo7DqL86gt7z5Mja4EIOZbIFvZa+44u3UMLuB/vbqv8vruqDO2NzMJIkctUigwmAzq+ulYMONb+BPP6/SS/5XTmbYyMMyufgVi1ll2e4bAIBsIOzshf7fclHNB9raaNfzSc6H6evyNl9NRYW05/lfsiNZ74udNLDnWX6NdHif4Aj30hjuDtsyQ/FAnosNcD1DEUwYAXhkJ0FFiVoORROjAShKohKB8OCFkLaFRVWsyAhZwVi4FhwHqQFxQdiYkAMAzmh4oZAo7oepkoAc4QVik0Ze/DA0DkXrHk1TOqTeD17ijCYQIpKpnXN2VN0gW7v00fNrsmMb31wfXlGFQR2mDpwyM8WA0I4HHnyQrrnmGk7aeuc735nxHCRyIekXMfJfueEGOts3E8jq23B5R19s5E2SYoQApSkztm/6ddFBy3Q6aoznBIn54x/ZfEUQqCA+AbnnTwuYpwhXEX7yuov88DRhOCYjkIl8MrOPFgR8BRAb6NRY9s2+aR5gThMKU/MbrWXhAu/ocea4hKSPcIiX5B95RCSLcSZiIhBaz4I0VSb8Ty+Doif/TgznlIkAQ0UYc+UEv+yKg8OMx6c/+S/0zDNPca4XwhRh2Z0JqF10xduuoM2bN9OP/+fWcRfEG48ZgCY0wC4aCn3jDkJDjUVejgydzGktUvMFm/RZXQkq+6vT6ITbz2cCA4tlQGyTKwtX0s9bnqXz+uoDMgFFpGP0CHWMEj27aZhW0lNBkn+ggsyqoUMHiZa9+AIVJcJkZuhpFI4mJkcjHV6bvHP7Xk8REfKkAeIBsuIpP6nPUhAarKvLvzYk/cOTGuQMx/G0bRl5geZ0DlF5VVXwBZq4uCFxpr6jl++dzn3R9W9wr7DhFwVFTAT4ZyYYqYR3jGNTbkQZ4WvOsh3vuGYmK6okCo6LUx3O6O8Jf28vZEcAG2rJl7Gtr7c3f2SmvGw2FRdMzEK5aGxiRZuPRzgyM8UAReWmG2/keHgk8T7yyCMc7y6Vk03s2rWLYxLvuusu+td/+Rf6sHKemJAdc5RFs86p0TvWGHcsOU2n4eAV5Lds3MgfoPIhGnwv5asyIDIiugwPv8hhYUGyv1Z1hoeDkDBWUUSN8ePQQGTQXSLZNM8JjAP8RqkxI+oyGxD4dmc6bM4LEWtIXZNs2v37kl2JQYu1s1JQ5Jrw6LBlLKRyf6qjCZL5N4xpTjMBwC+SoCQdYsaS8TIqNib7cXBwmNKRAz/47n/Te//2KjacQGIwDAHwpVuUc9nV772a9h/YT9++6Tus7uQTJoGBOmMrgij1ZmSzyySGUj/PUYSm8KkEb9LZEKBzNhUtLOMcmYX/00pHkk+xmgHAUWxBw7lUQyvpp4dvpRWdNbS0zGM0S0qq2WYZ7madD1VSTYW3TtgvQwXpKOihF9vn09KHd4bczkAsDrY+y7+D7DQ+tY3Kl3SwqgPyAhIFhQTKDWrZIM+mfAmxQYAmH1CN2of3+tkuYcCVTH8/AwUHKhKUGigsUF4O+2FzAoyL+8EubyeUBGTPBAgFVLDtnHXjhaJJ2JsNQjZIyEhMu4YoMZqs6K0s2k0yRQvTyVQc2QnNz5i6RV4dPDgyMwWBSuA/+K//YseJf/ynf2I3Iyg2cJZAEhaUGPj1wzbv//7v/9gu8+d33snuQ2nIlCORRS2REOKcqCLGkSkk6ilQZSwhaWQk6yNH5u7vEf3sZ9isP+bnpng2zBJa1v+zn7GqI2QIWgN/KS+SC0LLDiwIhboBoXwbjCXqjqpv02OqRLCTVsqOLtYZ2Dr/6U8BsYq6IbEGAgry3VewjhjkpPRYYtpMHpvRntk/CZbckjcjQ2szgpQ6Y0mq0ZP7LiYODg5TE0gWvv3H/0f/8pnr6X3vex99/vOf52fTK17xCnYvgoX3448/Tr/4xS/o4YcfptNOPZ3uvOMXtGypb701yRBCg3wZXTMEZIZfy4rpCeqNJDS7E8VUuMcLnfLCpypp9smlNHbJJUR3ETuRgVRwEc3WZ2nOJZfQqj0fpmcf+y519LYzkREgPK3lyCjNOtIfkCC8V44V059626lmcz3VPN/LYWB7DxMToFG/jOfmQ8M095lequ/cw3k5IDcIL0NiPpSdvYeT1MBqz0Ea8jftotwgZK6zdYgtnaHKCBBKho0815zZ7h3zCnV6apOX9N9kLbIJxaqkC/lHY6yEjNZWBsYJoDcgfml5JkJomGCUBTkrQnYEngpSFEkkbGFqAVkxiJd1/pqStFC0tLEWplSf0Pg+BnonZqXsMPlwZGYKKzTv+/u/p7dedhl97etfp5/deSc7DgngOoFKql/8whfomr/5G/7WLBZRpCPOejkOpuNZhm/X01QZKBh/Ss9NSeiimhdfHESQeUSmg4jOYiLDZAjOZ3ffjXzIdAVEJoIF9IEFJk8JpdGYREZUGTJVHsM8wHRCC8LmIu5hQIomYKOMtQWmBiGAFHkP0rR8F6U08bkxoWpyOJR7E0VA1PVk8hs42ti7F8nyEx/H8kWvg8OMBmqYff6zX6Srrnwvfff736Yf/OBm+sIXUnbLCCV76UtW07dv+i699jXnhxySjkZ4WVr+DOqSKFKDWjMvVPXT9heGQoQGOTXIodn6RCEN7S3hzSw2tUe2Ec15WRVR519R+YYGDjHj+1DWwEpJ9QWNdFLH2+m5525hQiJWziA8K8/6G1YxkEeDmjVCalB4854jB2FgFhw7UjBApaOdTFa2DB6gumfnUs1Ob90oxAmAPCCMbHPnTqp5vpLmdvWySsMFObmjd00ovNnTW5kWhsbqSk0J16uhwvDXbRgb9wFkhXOIesJEqMofG3k1gxbSEEcYJg1YU6I4nUip+kHcZ2FZyFEtRFYMsiM/a5ODoe7xOfjZUFI5m4oLJ/ZwmjXqHkwmHJmZ4kB42Wf+7d/4BZtU1J7AwwGORdXV4zD8zbSLtiX2Z4MYBcgLvUo90NJquTQ2UtWePalEexRl8p3LQD727On2icwyWrTIK6zJBOTee2n78DCbh4njV/Dx7deTEWVHwstAQDCGkA/PgOBPKSKzZ09IBQmFq/m1ccQ8QFSVYCw4od3sJf/vy+L+emOk4qEDS3X/3oi6kylUTUwE8H7gQHXmv7dfdDP4Wxjd9Z9yQdQ/BZHaVO6NOVVWhMaFmDk4TEucfNLJ9OUvfIWdh/bt30ednR1UWlJKixcv4eKuRwOa0OgQMxAaTWqCqu59w0xoUGsG2HdgJORyhg3vKS8tI9AVoToBoTm/nqjmFVTyhwZPkahqYKLSs7WPyi9aRiu6LqbtB+6mIwj3KiBaOOsMDrMqXzOXi1aC7EhQlBThXDDvXB4LBKl2jKifOoO23/XvpbKeQiY7ID+l/lMJJOqF/j8R7Sda2l4RFM4EUBATOTFHDg+wuoN6NABCyYhK2GBAbKdRf0br/SAsIDtQovoTCSo/WJPKm/E391BIQPp6LOFjkmfC7ZY2TSZM4N7rgpneojMrL/L30WFk2SIolor1JYpDOT9alZH1O0xtODIzjTB79mx+jRvZEJmJIqIcvBCaIKfEr+UirltBrrbEoPnhXF5IGEgDwhROTOW3QJXxc20kFAvvwWelzzBwPojMH//Y7Y/jWSCnasp4BgR4wUVNxiEzvEwRIy2+aFtn03tak5BA4VEGApFCh08QsnEWTo0Rb+8cjAVlJ/S38W65UdonMBOInFA6ZZEzI6ekESMzZwZ+ynkChooI5c8JQ+NzwHRwmFFRBAsXLOTXsYAQGp0zIzVnhNCEKssrQoOaMzZTgIDQ+An3WqE5kjiNip85wkSmAOFWT+2noc7ZVPKKk+mkpxLUv28Hn8Pqhr8Zh6Vyw44TgjA1hIw1lZ/C55QlTqPyPyz3nM78PTPIBnJyxCJ5dPSwn9jvjXsCecU59/akPjPLZzVy6FfJacto4Y4zaMvgU9TpO6NBqcFTCBv4ouoE1TSspNYDL/jHU8B1VlWVcyha5Y451D+SIjO43s59I7TwpBLOqwFpko9YMUzYdXCI826OJIppzCA8kqQv9s5xQKibqfOkkZ0MkLyewkRZiIyw8qLIikdqUiwLytOQMcZYd/62ygXV1VRYNDF3mtERF/ZmwpEZh/zCtkPXhMaWcxP4IqcSWViVuVs22HUBaQgKY/rKhSYMUGagS/DHt0+INn5GQsue98nMWSLaeOP4tW1AZPYZYzH5kM6KXHkKz4vB8oMQM7/GDcbSRKRau6EpAwFPUZGcGXudGvTAx2noC63IUDXYO6erdTpsjmvVxNgz63H5/YwM4Yn+WMibkQKcZlRaVhwZneGy4+Dg4JAHQiPAsRPqPSMAU6FByBlyaHRtkR7/G3ps2vcahKZzXyEtWV1Oe6vn0tCWLlZC2DDg6S4qXjyf7ZwLu+anNsudQ0FOC+rW9D5/mKWAsjGvACY27RhvZ9d8qulaGQj1UF8wXtmpp1HVnl6q9+cRoDjmSR3LmThJ2JuQHT3X9uTegDxB+cHmHBt7jN3QGiZXsl4A6g0IT+9BL4cHwPw4F/cGFtGDe9JlFty701aUeQVJu7xQvZD60jvCZAd1aUaM3BjJWcmG7GjYcnyygRAVEFKso6enNGRggPbUPc9/bSSH/MKRGYf8IRsbaNsuN4ivSpGQP92bsmBuakqFhQWuY5LFrxzHKkUBgXnAmWdySBi6hUmDocogWX/PHiYyQoxCdEDCy/y8mxSRwVPnxDAx8p3ZuiyhYVVKdQorTgifqzXW5YWqaWvnXnNdoVC19pAjWpDbr+rCyFiJDH8vHT1mhfm3UxJOVMqVCC9ZGQrk0Zo5H5Euigc6ODhME0JjwnYMgFHAS5cRvXC4n0POBBJy1LOgiI50F6ecr7pHWb2BcvNU9yiTGQES6FGzBuoNNu4IP4Nqw85oiQRvmhed+Pqgv2yi9z5XyOSATltG9S8mgv4YCyFfdHIpHX68hAr2VAYbcISvoQBm4Z7ZVP7i8mDTzbbLvhKE0LbKHY9R76zDTJ6E7GBOFOesedEjKwhtK/Vz8KFS4PoqFhbT6OL5VNka9s9EmNq+A6XsinZ4UYK/vgqczTqHWLlB8UwmJBZ1Re7rYb+eDe641L7RYV44Jn8NadfKyQj+Jpa/Z1w9GF2YM3RNHb1UyEVBY9CVP4m+oLaCCoomZlFeMOLc1Uw4MuOQ2brX9hV7VJ8MFsAZnQEaG5mEmP4CQbK+r8oI5hOHDgeKzArsYH2HABAiT5UR0rAsXA/mbi/5RYiMmE0GpEHJLn+62SMge/YIkfFqy4Qson1VZr8aKyBYWJevQKUUp1S+jKyL1Ss/VA0qSroBps2QLFyrwISoRIH1tTIRkPA/EWtA/KDuZPSC0P8mIkiRQMhR6J/DeB0QHBwcHDIU0YwzBpD6M/IzCM0JvGfv580w1AVRZ1BXBcREKwUIU9rnb/h7Fs9mVUYAQ4AjvtrS4wkmXu2anlYqp+VMMkRJEIIkyg8XvET4Vudsfpd+UDoex5r8kCnpi/lpYS31LaqkgmdSpIrbE8VU8IrF1FBbSeVbnuJjujAozh07bRl/uQRXNr2xx/VBlepZlGDCI7V3BLgfK04ooc6FZZ7q5JMZcX/DPYy6b6jngvsK97jDPl2RQp3iWAblpl8V78wGuiBqcA9qM5giaXR6NYig1pk5P55jmypi4zAl4cjMTIJt4xn3VXq2x6PGyhRnZJoNKCIDiOoBBERGJXeAICSGhwO1IXBB8ythht2HlwX1YAIlBaFqfsJ/b5SS4is8UGW8vJtWnxydGB4L5gF+4c9eZUgQulaEz5GXKO+ZGoRDzFig8hNyQIpsif867yZ8yzv8tS0O3/sDB3gtPTm4NOs/Y6CmCNuJ6hzhjCbjW/8J6LG0Oufg4OAwSU5nEoqmSc3yWu/T+oVQFRZiK2E6wXMyZicwH1AgoE6ASBR3zU/lVvi5I1BbQChGFYlgxYXme2oL3Mu2eUqHJKKPLUp4Cg1eapP/9PYBJg/bfYtjKRSJTTeIzq7GIS/szSdFANqxviM0myrp9GBteoNf0pygJMLbhHD5kPySqlMqqHvPfKIXU+1Yq9SbYXVmb0loTBC0wweKaemqCupqHKO9RnFKMVlglaSxiMkNjplkxPwdBEeHoQ3FKDc2ZNMnBMN4INnt3MOmOhyZmWkws7JzsWO22fSaao1tLJ0xr+UWGQf1ZJBH4ncTzhSycfbrt+gEezTO0eMq8wBNijycyOqHKDwS6xXrFqZC3lJ5N16FZsAcC0RGnNXIf8dV8mPSyLtJqUVAQ7j2jh+qJqQIMEVwe96NxRXNh75GzpuxXG5qrJjimzKuNgDIoMwcC7MyhJkV5eHTbSQVeeLg4DDNCU1cKJoQmrbK4VDNkcD5DLke+8IfCCAmIAyz9pSFrIDhjoUN9JhSbjgEzFcAWNnYNxKuuOJbCLMqohzWeO4DI3yOKEcCrBN5PwBCt8RWGEQIBAAhap0+0RFVJxSudapvKOSlgIbyR6CeQJ0p7OhNS/THeqC+SKK/vnYQLhgBIP8Ea+3c5xEkITUgMGiDs9nTPQMh4oL+WDev3Qd+lhAxHUYmBCW41ihk4Yh2NDGruoxmFU/Qmnn4GNhgT3E4MjPTkKlWSA61RPJShNOfkwsqGvbNqXo0iuXI2GK1hZ27Zj4+Kzhwb2p4mAdorqPzUmzQeTdQUlL20JKbsixQU9iO+QN3syqD8DKtgohOMUdCzM44g+7+gGlIAAeyutS6EPoW4WQWuKs1NalboUlR+J5qe+c0+NcOUqR+ZXVneBhrqk6/PdqCLUalswl08mJHsyi76OZm63gODg4OEwk7E4DIBMcs+0kQmvqyAWqrSJkFAGctqqHHfNtk7X6WIgyFNLQlNQ6HkFUXcjhYCS0L1SyBsgFixK5Z2GirNikQCaIAwiDkRN5xHBt7vanHOqV2js77QT+QhqdpgDqpLCBOEr4GcoR1HO5KkJle2C+J/KdUUA/C3hTZCUKyKou8ULuu1DVwvZm9JZxrhMgsCRkz1RmQMJDEBY0jIXtsfV9xrRr6mqEKyTkgQ2n5MDUlbLksEJVLg4mboVaZ7dp0wWFqw5GZmYa4LG0bzE2r7Wdbcr85ZxaESNejCSkyUSFO2gUNTOWii7wwLiXg4LDwHXQP3NCkeqaZWC8qiH9SSknRqkxdUO9GqzIgM3L1VSYBOfNMuudeMSR40R+rNVw7xw+jkxAzIUaqiHOwrhSZ0fHMnsKjb7UoT3G5NymkFJ40IqP+rmkFOAOSsyB03rEsnLlvHwrLTnycMfcFmIPDcQFRaYTQZCq6iVwafeysRUQvVPay6mAShl1VQ3Q4UctJ/xrY7PcR1A7f2ctXCSS0qs9QNkCC+ntSttEpY+RUiJaoGqIeybsmXLLxRw7IaSvIX19KuZE+nNsCwmKprYJxoc4glA7rk1A6CTVrO8Fv35uuzhzZNki7fJJxWBL6lToDAlNfOcyEqMsPNTOBNqyfi57616hVKdw/UW3QF310u9xrkLdy1UeTyIDIKPUGY6Y83CYBiZKJ1w0YciEDJhyZmcmEJpcEfRuiiEsuyoxBdNLq0WRaj6HMHAgbnZmOz36RTN8qzbLO+YaSsvF72kRA0JBW7wZExqaALFAhZqmxHlckpC4VYuaH0Qkx0uNVantnX3lKrStVPye45gz2yxrhrjKevSCrKD0hgmWBJjXWZZiFdrBoxIY5ODg4HAWVRo7FERqbxTMgm2vZcNcvK/aUERWKhk0zNtHlKELZUxzKdxFSESI7PtD2xM7eIEwLG33pj9/bqjxVQ68D7y9QLxMatqD2Q+XEghrnSI6KBta/r2qEhpDMr45jPiFOe6uHmKzo74ZAukBItA0zlBBNypA7kzihhAnPXsMNDNcEUhjlMBasr6yEr8EMrwM0kTGVG23XjPttC0ODIxzWi3chPJgL80i+E0nOU/XEwsIcJh+OzMxUTObX5XFha1krNJYNuSSDYCMsPyvHMckjkVNtbmiBgYAaV6soAfm4+GJWeVLWzgI4oi0OGRJASem1kJlKSdi/+GK2dgaHGh5+QoWGncDECGMF4Wp79rCSEhlmJo5obBHdrRL/vXA1m71zr62oqDXhPsIVTd3UkDMaXNEsoXq2tKrIIpyTBPCiWXlwr0wm87EaBweHqYooQmM7DkJz5gK7gQA23lBGsHHWzlyyYffCqSyJ7guLvYR2X7UACRLSYm7CRZ2hOZ7qonN7tDtb6FjfMJMfJjhVI8GmH+vC+RLOhVA0vQYBGwl0V9LYHgo2/7IWIFBnfGWH+3A4XTGTO4wfWDErdQZuZj2+uoL7YKozQtDMa9T3NSB1fkigjKET/rF+nXOj1Sm+loicGrQhzynfoWYF1UVUUDqxugEFg27rbsLdkamMbNWTiYwfdzwfc2czRjbXqRUfHUvl7941kdHuWTrELLB1thCZhM6VgeTiJ+uH81KQK3Mih6rhxezEV1Lk405Uiypf5dGJ/56SgvCyF/zeqWKgZriajCVrrJa1NTUF9XNSKgpQG1hFi72zOLUB1o9jFa4WJmx2YinhZWlObRkMABwcHBymo6Vz1PEo5QahaLo4JwDSwe+Vw6xGaIVBkt09V69w0jurPpVEu3zNRG/2RXGR0KmQWlRWEigaaf1BgAyDA5mPOA8lnIzPio5PDhCaZft+SNQbsxKLhMwFDmQ+icDxoa5hrhUDImdCX2dXjzeqqcp497PIu07cbzPETBEyuZe6D5QX6Y2fo9QbgAkNQsMcpjQcmZmqyCLROi/j25Cv+Say9myMCHTiv7pdZg1Ozr/Rts7G2EEdGJFvVOJ/SnjwrJ0XLVqcUlK+tzFNSREikxCVRxL/PyO5MtpEYFlYMVLhalqZCcZSRTe9dT3vqykNVntnyZeJIjLh3Jt0M4HgPir1RTu1ZQo1i4Rp5iCY7TvrODg4OEyRUDQ5LoQmzkBA59uIciNKibyb6oi825zKWHmYlyI0JskQomSGmwXExSc00n4C2JEaX4dmmS5iANrT8lmUkoExQBRMMwNRZxBaJ2MHRgC+ggMlByF2IDTlhjqDd1seDSDuZ1q5MU0EhMhANQLZsl2LhKKJjTX6YaxQHz+nJmVf4DBV4ciMw9SAEJ9s83AiSJLpT5ByRLNsoBsbUxbFkrhiWCh73b0QLiTqh1QZ39pZJ9cLmWkUJeXiiznxP+Vg9oI/3on8ggjEeTx3320NV6tShTd1Ho/nrqZdzKLtnU1oEhImMkBtcDtCHVpaomvVqJuufRo8tcfLvTGNCSYbIyOYOx9VkiONux0cHGYw0cmk2tjUG+TcsFOar45IvgfASf0+STEhpEfIDjbm6K9DytIUGp/oeGOreQzVxpxDgDkO+45qICGiZuh8FD1fHEAUMJYUCk3l1pRwiJ0k8wOSIyThaNqC2aw/I0qXzisSiMuZkLoeY1wZW6yd0U/MHXidvhKFtSI0LF/AnEWlOda9MTBWMrHzj0c4MjNVYdZ0yedO8GjFAOW65lzVohiXtLQaNbaxTQnHJzJS2FLGOXCgOsi7AZHxyIcn20geilZk8PtJOBmdL7qI7ZjD5KM25GKmE/9NFSUUYobcG2uIWcremRWjz0TbO1frwptnnEEtdwv5aPXXVxvOvbGoKFYDAN98QSBha2m33eZK5+Dg4HAcwsy70QRHk40oCOnwyEg6adA5MppURBEMnedjgxgavHC43xraxUU9fWIB1QPQFtIhROSiaJtqqcmDrSiIhxAOLgDqKzhQfECgdNiYzGsjMQIJLwNAUtBXExm5DpAeVmUU4TFzZ3Iuuulw1OHIzFTFZBGO6ZbMEKfW+JBaKfqwlchEeQVrh4BQkUwPKvqMXnfRGNG9IdmGITkkjX5IWPk55xjkQ+rK1AaqDLgOjxeT+B+EmPmLuDtwRNMhZgYxMuyd9VjaKlryjMzbi9ybNDITFa5mIGu/Bz3xpEg2HXkKDnDKjIODQ+4GAmZdG+mjCY0tFE0TjsCNzCc1mdy/RFGR5H5JkNfjCdHRIWZRBMtUSHT4loTGcfFPRT4AMQlAf8lXYZLQORRYPAO6kCc7q9FIEIompAfqCK9U5deIGgOLaBNwiNO1Z4SYRZEeGBQIgUsjPD4hK6nOnxNMSXUBlZRNsG7AQB7qDhxncGRmqmI8xSePJxITdS8sdW5AWrAx102x1s6m1ZlyCQD50LcKBEG4DlsxSya/SoivVkbGIB5zxEQAqsxnTGtnEJmX0TnneCFrQj7McDVemv8Sq+iUu9qLSuWpC6yide6NjXgE9s5GrRpPRUmpPDoVScLz5FrT1B5VyMd0MTNveyjc72gaXTg4ODgcI0Jjgy0EzTzOqosiMjpULCe1RZLkfSJj5usE/UA6VJ+onBXJQ0E/hI7pPBghMSABgd2xn9NiqiIaOsQMIV66rg1aZtWUMBkREtXjExkOBxMS5c8Zujf+3CBcmF/C3ERl0mFrNnLH8yeKqazS1XWZ6nBkZiojHxu86UxixnkvYq2dtdWZHLNYO5tcR1sxSyeEayX8TX7IDc1PrAkTI6kDcyKbCIDrsCrzmbvTyIeEcM03rKJTU7f65KPBdzELmxJIiJkmRwmfcOncm5QCpfNlvNwbvPh6cb/i8mUMhHNwvGsObrf+e+hwM0yG3089lfKHI0Q0mIdxsr1yBweHmYwoQhNHcqJc0WD9LCQkl3A0TVJs5Edv2EXBkdAyAOqEaURg5qzohHoQDE0QNAGAQhLYPu/z8mV0iJkk12N8UZK0eiOWyNIP88u1BePtST05OUPSJzM6FC1Qjoz1aeC6QcxCBEmRo8rK/CkhZZUFVFo+sfEKCp0yY8KRmeMVxwuJyRKRSowJs76KxRFNuul6nEwUoCoAhrVz4IaGjj6R2df4Ug4JS9WpafCJjDIR8FUZKUQZJPor8sGqjG8VjdybMPnwjAQwFoeY+aYEEmJmIiBbvtyUMnaTfJllgTITGAkoAqId2xL6mn1r7HDivxeupu9hAJc34+DgcBwiyhQg2/PkXCE0NgQ5MoYio22aTSKjw8vMc9j5rKyEXmjrDYiMzRkMREZCslDU01RlAtSUMJFZcUIJj//09gF7P78vnMQAzI1+oZwaBcyP8ZD/IuPZQtYkxCwqBI7h5+Bo0hMQM6OvR7asS3KYQnBk5njDDCMxE7Z29t9tqoz8zERGNvV6E57BDU26Y1MPaqK4jjfmzeG8GzP3JjAROPNMdkQL14Op83NlPFXGU3lSpgTmmJVa5WlsDHJ5UuN5qgzIlthZc26QH2IWZ++sQ9ZStyelygROZo7EODg4zFCL5yiCE2UHDZgFMG3KTai/T2KC2jaWPgIdZqZrtZhERpzGRJERIhOoGBo1JRy+hXAw5Ougr6goAlFaZi1KcF8hFOx2tscjJ2ahSigk4jj2+IG+NJVHIPViOP/mQIpE6b6zDNITUm/8vkG4nH8P6iqst9BhCsGRmeMFM43ExIWdZWPvbBTdpAgiY3VD0+fqY35ijXZDEyHI4DpBwU3Z3MsXP9Va+YCJADpfdBFtTMu9WUbFxS/l8YLEf0s2vxCZ+aKkqBCzVEFQCQmrSw8x004ICrxeJbvAySwq+T/SHtt2T/MGKE25fTtqh83c2sHBwWFyVZuovBpp08qNGYoWpd5oAmMLLzOhiYwkyYtds821DORk4Ukl9NJllUHfKEIBgiL1XaDeSDI/1BYUqtR9JRQNY9pC0XR/yedhErWnl0ZfRMixIlI1JaEimeyIpogMwITG7+fl1WQZ+ZEFELJWVjGxMLGiAhdmZsKRmeMBM43I5MM8wPJ7XNe480KJNf7GXhunyUtMBJgoGMQDH8UJMxwM46ncm1T3EzlPRqyiWZW5ORWyJqhUBClQZawFQetCqowZYqbDy8gMMfOVHpOfSIhZoPLokDVL4VIHBweHmYA4JSZXQmRTbgBbmJoZehYU3LTUnNHQtVokHMtM5gcxCRWfVH1FldFqR8GiSpp9cimdtqKMw8ZsOTXcr7aS+0ooGo+5dyDUD0RGSAr6Sb0YHbIG0qMJj+TfgMAxifKJTGA6oPJ0QHra+1zZzKkOR2amO9ymMIxci25mckQzz9MmAiK7CFvJxkQAYyJ8S4VbgRggXA1ExMy9YRXlZr2MOiYKQoy0g5keU9zV+DqEHPknpIs4DQE5wisqBE4Q2Dv7L5Atk59Ic1qI2VH799qZJ2WmLw9jODg4OIwfZk6NjbDYlJxcTAQE2uFLQrZATqRWi4YkyAuRATmRnBpb4j2fs6gyZA4QlXsDQoFQNOkrOTA6V0YTFAlFw1p1gc60+RPFHAYnoWjaPc0kPWJ4sO9wP+ULIFETVWZKnDKTBkdmpjNmMpHJ1c43i75CaGLNBCzW0DrD3RZeFjIRsJEjH+WWeDRNFLwpUopHQDzuTQ8v0yoKmwgoVSZsyRy2Yw7IkT+pVnpkPCZcwnwsIWZm4n+aJfNM/nfr4ODgkIP6Eqfk2AiM6aoWpd7EhaDp38Wq2VZEU5zOQGSEnITMAYxQNHE5E3MAECRTvZFVSE6NFOfk8DYbOVKkB8RDxjQNAmR87Z6myZHO05EwOMnTeTbCttlh6sCRmekAW+yT2xCmE5o83JMQkTE337YaNfLumwhEcZ60UCvzfN3ZJzKaeGhHMF3jM1BlFFLfKyki48ePYSwRcUA6wFWk4GYaOVJKTyJCldFrtIXWebVqlBRkMwAI5Jt858zkw5o5f9/IOTg4OGSLKBJjs4C29bWFmgn5sYWgYXNvs3W2uaCZds3scuaPEVWg0iQyoTo1ChyO5hsJIP9GcmpkTKgoIDAgIExkEmUB6QnmjwlFk0Ke4rIW5Z4WkJ6+YertzR+ZqasopPKImkHZop+8+++QgiMz0wWOyNhxNO5FDnk3UV28kLWIsfXPIruAePgcIKpLkHujwKqJr6YECorIOI2NKvHfgxAZW66MicCCWiqJ+uRIR4/p0LIQOfILjWa8WQ4ODg4Oecm7iTMR0CFo2LCbTmi2fBodgiY/SyK9rdimDkMDiRCXMyTyS05NCL6Co4kMxsWYEooG8gICUrh4tjeHn1Oj7ZhN2EiPFOjUSMu/8dWjrgOuaOZUhyMz0wGOyEwOcg1Ti3LfUj/Lj5qEpOXe2OaVcDM/Y16rPHKKte6NWRRUwtViQtakSdULVcQjPZ8njRzpxH8jxExPGVKjBO7fr4ODg8MxDV+LKsypQ9LMMDQhLfJuhqZFFdsEhMiI0lRh5GkAAQAASURBVGE6p4H0jCkjARAZGds0EjDVGx3iZubfBDbQCBtbVBkk/gdESuXpSK6MhJjxPYhQjxymHhyZmU5wG8Gjl3czQRUhRGRsY9rkG/2KsIoOhazZYJoSGCFr5vRpSfoWZYZJjDmmUZtHptZrDAhXpsR/OWHePMofYMcZ/a1k9rCHIDg4ODhMZ+VGExp9TIehpVQae8HNqFA0KbSp7Z1BIkSVAUwzARATIT1iBY38mxAMG2ghMqKgaATuaTUlQYgbxhb1SBMUCVtjtccv+immA7aQuYmgrqKYKnIwZLChLzmx849HODLj4DARKLYhBgL697S+QqBs8WM6McY4La1mC7iBzT5MQ4eDKQXF5rIWEA89nri2AVrGUWPqPBlzTJ4wLl8mxKQcHBwcHI4msg1DS2uLCEXTqo3+PaFc0QBRcIT0yLuoN1LTRhfxFLVEu6dF5uoo0qOJjFZlTKWnUKk92nQApGes24WZTXU4MjNd4FSZaQGrE1o2Ko/6Pc5IwFrE0zaeJh8RU1vrwGjCoZzWQl7LhgW1pTnlYBZ33ZrI4Oe5cym/1sz5UFXyYSLg4ODgMH0QFYYWF4omOSuawJjFOTXxkZwbnXsj6o0tFM1mOqD7RuXq6DA0myqjFRxRe6SvSXrygbrSEqqMcJjLFqUjEzv/eIQjM9MBjshMzfs9HkXBzL3R4xjjmcNbiVLUGrTjmE+OooSgjMRD3sUpwM+VMbvpMLOMBTLNcDinzjg4ODgc0xA07ZJmC0OT4/ZQNBCX8HhR9W1MBUeUGzEjyBS2JkQGEFVmXE5ryjJa5+pEWVE7TF04MuMws5FrvZp8IMN8ZriaHGOYckjU+mNC1nRzmjmBVmP0SSGmklqKKd6EVJmYmjqhRdjmzIs1cz6+vQrHYTs4ODgcrzBtn+PC0LIpyilEKFNNG63eZCriKeoNj6sUHN1PfjfVGw2b0xpydYCuHm+9k5H4X1NWSlUZ7msmFI3kVy06HuDKiDo4jMdtK98EyBhPyAvecyriabzMkLU0RSZuXE02YpSetDEzhcFFjT3D0NbWRu94xzsokUhQbW0tvfe976Wenp7YcwYGBuj9738/zZ49m6qqqugtb3kLHTx4MGjfvHkzXXHFFbRo0SIqLy+nU045hb7+9a+Hxti/fz+9/e1vp5NOOokKCgroQx/6kHWu22+/nVauXEllZWV0+umn0z333JOnK3dwcDhebJ9BWKJeuk+IuKgXyEacgiOvBWIM4BsPmLbRQmDwAjHR6o0GiAsIjLxM0wFT6QHpKag+Pr73v+mmm2jp0qX8mX722WfTY489Fts/0zMgmUzSddddR/Pnz+fnzfnnn0/PP/98zs+5P//5z3TuuefyPHh2ffGLX8z52hyZmepwIWZHBxG1VfKCcW7UY8mGOb5JFiKWkMYbbNctvs3avzmDOUFaeFnc5Gkn+cirm9nUBz7gn3nmGVq/fj3dfffd9OCDD9I111wTe86HP/xh+sUvfsEPmQceeID27dtHb37zm4P2TZs20dy5c+lHP/oRj/2JT3yCPv7xj9ONN94Y9BkcHKQ5c+bQJz/5SVq1apV1nkceeYRJER48Tz75JF166aX8evrpp/N4BxwcHKYqobG9TNiUGxyTlwmQhbSXIj9Bv0ovWV+/RL0JmQ/4hT5N0mOqN7awNbyQH6OJjAkhPBULpr972E9+8hP6yEc+Qtdffz098cQT/Nl/4YUX0qFDh8b9DADp+MY3vkHf+ta36NFHH6XKykoeE1+6Zfuc6+rqogsuuICWLFnCz68vfelL9OlPf5q+853v5HR9s5KgVhmAyWpqaqizvZ3ZlcNRhCMzUxO5EpRMf8dsx4tTkSyExgxXs4asme+2tRmqjM3mOVBl4GAGoFBm3DoNotTV3U01K1dSZ2fnuD9n5LOK6FIiyscDCN/+3TmhNdmwdetWam5upscff5zORC4SEd177730ute9jlpaWmjBggVp52ANICG33HILrVu3jo89++yzrL788Y9/pDVr1ljngpKD+e677760tle96lV0xhln0Ne+9rXQ8csvv5x6e3v54SPA+OiLB9dUgfy9N296mqqrqo/1chwcjnvoMLRsIfk1mSDhaKbqYtbBQT/pYxIVM2RNyIyZByMha6ZBASyepV/gpFbYT//xodfl5dmUj8+q7p5uWrX6tJzWc/bZZ9PLXvay4IutsbExVkE++MEP0rXXXpvWP9MzANQBz6mPfvSj9LGPfYzbsZ558+bRzTffTG9729uyes5985vf5C/dDhw4QCUl3t8X67nzzjv5+ZYtstLOhO/gj+FwFKHCRxymEKAg5Pr/Qnf3xMcz/z1UVkbPUVHBb1UVRPsPpgjN/Hljqamkv0i+VVVE+lsacRfDPOhbUUHd3QVpU6OJx33+oLfGvj7vffZsor17iWprw+vEcQAfwpjTH7/LX0cW369kgXzFFA9bP/tKS0v5NV6AfEBylw94ABI9wr7wDdeb3vSmtHPwrdXw8DD3EyAEYPHixbFkBg+Y+vr6nNeHb/E08I0bHjBTCfJvJVN4noODQ/7QnyOhybTR7BzwXCPxido+OJRWIax0xPv/vNfPZekbHKJ+n8yYgWRlyeKgf7vfb6BvlAb6xqioIJyzU06FNL+kkmhkiPvuax3gfoP9QmK8/nXVg3l7NuXjs0rGyPa5NDQ0xM8PqPQCPGvwLMFn/XieATt37mQCop9HIGsgTTgXZCab5xz6vPKVrwyIjMzzhS98gdrb26muri5/ZKbb3/QsWrIkq0EdHBwcxgt83njqSu7AB2Ij3NYO/DJv60FuCr7B0oBUDyl8vMBDAOFgGkVFRUw60BZ1Dq4PDwcNfBMWdQ5CBRBe8Mtf5nY/MB7GzXaeYwV5Nr3iPDuRc3BwcJhKz6Z8fVbl8lxqbW2l0dFR62d6lPqR6Rkg75n6ZHrO4X3ZsmVpY0hbXskMpKA9e/ZQdXU1zZo1K6uBHRwcHHIBvvXCw8IWYpUtkECIb4zwTVQ+12V+7kWpMpDH8Y1SHCC9Hw0gtvmSSy7hBxxiko9HuGeTg4PDTHw25fJcmgnIisxAEmqaFPtUBwcHhxTG+62X+dDA61gA8cPvec97YvssX76cv6EzEy9HRkbY+QVtNuA4HoQdHR0hdQZuZuY5W7Zsode+9rWcaIlE/1yB8bRLWtQ8xxru2eTg4HA0MJ2fTQ0NDVRYWJjTZ3qmZ4C84xjczHQf5NVIn0zPuah59BzZwLmZOTg4OOQJSNBHHkvcC+EG55xzDpMSxDELkKCPpEzEHNuwevVqKi4upt/97nfBsW3bttGLL77I4wngHPPqV7+arrzySvrsZz87ruvAeHoeAG40eh4HBwcHh6mPkpISfn7oz3Q8a/B71Gd6pmcAQsNANnQf5PAgF0b6ZPOcQx84nCEfVM9z8sknZx1ixoCbmYODg4PD0cVFF12UfMlLXpJ89NFHkw8//HDyxBNPTF5xxRVBe0tLS/Lkk0/mdsHf/d3fJRcvXpy87777khs3bkyec845/BI89dRTyTlz5iTf+c53Jvfv3x+8Dh06FJr7ySef5Nfq1auTb3/72/nnZ555Jmj/wx/+kCwqKkp++ctfTm7dujV5/fXXJ4uLi3l8BwcHB4fphVtvvTVZWlqavPnmm5NbtmxJXnPNNcna2trkgQMHuP1d73pX8tprr83pGfD5z3+ex7jrrruSf/7zn5OXXHJJctmyZcn+/v6sn3MdHR3JefPm8fxPP/00r7OioiL57W9/O6frc2TGwcHB4RjgyJEj/KFeVVWVTCQSyauuuirZ3d0dtO/cuRPWOcnf//73wTE8JN73vvcl6+rq+AP/TW96E5MVAR44OMd8LVmyJDR3Nn1uu+225EknnZQsKSlJnnrqqclf/vKXk3o/HBwcHBwmD//xH//BX4bhM/2ss85KbtiwIWg777zzkldeeWVOz4CxsbHkpz71KSYjIEqvfe1rk9u2bcvpOQds3rw5uXbtWh5j4cKFTJJyRVZ1ZhwcHBwcHBwcHBwcHKYaXM6Mg4ODg4ODg4ODg8O0hCMzDg4ODg4ODg4ODg7TEo7MODg4ODg4ODg4ODhMSzgy4+Dg4ODg4ODg4OAwLeHIjIODg4ODg4ODg4PDtIQjMw4ODg4ODg4ODg4O0xKOzDg4ODg4ODg4ODg4TEs4MuPg4ODg4ODg4ODgMC3hyIyDg4ODg4ODg4ODw7SEIzMODg4OecRNN91ES5cupbKyMjr77LPpsccei+1/++2308qVK7n/6aefTvfcc0/QNjw8TP/0T//ExysrK2nBggX07ne/m/bt2xf0uf/++2nWrFnW1+OPPz6p1+rg4ODgMD1w01F+NgHPPfccXXLJJdTQ0ECJRILWrl1Lv//97/N+bY7MODg4OOQJP/nJT+gjH/kIXX/99fTEE0/QqlWr6MILL6RDhw5Z+z/yyCN0xRVX0Hvf+1568skn6dJLL+XX008/ze19fX08zqc+9Sl+/+lPf0rbtm2jN77xjcEYL3/5y2n//v2h19VXX03Lli2jM88886hdu4ODg4PD1MRPjsGzCbj44otpZGSE7rvvPtq0aRPPi2MHDhzI6/XNSiaTyUydxsbGmG1VV1fzt30ODg4O+QY+irq7u/kbnoKC8X/PMjAwQENDQ3ldl/m5V1payi8T+LbrZS97Gd14443BZ+eiRYvogx/8IF177bVp/S+//HLq7e2lu+++Ozi2Zs0aOuOMM+hb3/qWdT1QW8466yzavXs3LV68OK0d35gtXLiQ58SD5niGezY5ODjMxGdTLs+lY/Vsam1tpTlz5tCDDz5I5557LvfBfYRCs379ejr//PMpb0hmgT179oDwuJd7uZd7TfoLnzfjRX9/f7I6z+upqqpKO3b99denzT04OJgsLCxM/uxnPwsdf/e735184xvfaF3vokWLkl/96ldDx6677rrkX/zFX0Re4/r165OzZs1KdnZ2WtvvuOOOZEFBwYTu43SBeza5l3u513R5Ns2ZM+eoP5eO5bNpbGwsefLJJyevvvrqZE9PT3J4eDj5pS99KTl37txkW1tbMp8oyobw4FsvYM+WLZTwf3ZwcDi26KKE9XiCusIHdAzr3r32wRYu9N4XLMg4fmgOGRvj6nlefDF8gigIMr4xH8/VvZcWNTcHnzfjAb716iaif8K3VDRxDBLRF3p6aM+ePfxtksD27Re+hRodHaV58+aFjuP3Z5991jo+pHZb/ygJHt/sIU4Z8r9ej8b3v/99Dh9oamqi4x3yb+UPD2ygqqqqY70cBweHKYKekbACUlVUEjre2tfP74d78SmfwpzK9M/2vt5euuLiCyb8bDp8+DBtuP/hCX9W9fT00JpXrc3quXQsn01Qjn77299yeBruHVStuXPn0r333kt1dXWUT2RFZkTKApGJeoA6ODhEQxODNLJhoqUl/Zh1Yxr1/2IiPEeX+rmy0n5KR4c3B/oGcyXSlpNahj+HjI1xy8u9n3ftwqdqePyDB7139MEgMp//eYL/dpH3oMhHuBBmL6P8AZ97x/qzD+Fjb33rWzm84Jvf/Ka1T0tLC/3617+m2267jWYC5N8KNgfVVe6LNgeHY4nukTAxMFFdVJr3ecwxpa2KPPKS1m9kkA739VNlVRUd6hmkisriUL9e9fPcqvDY+Xg25fOzaio8l+KeTfj9/e9/PxOYhx56iMrLy+l73/seveENb+CQtPnz59NRJTMODg7jh6lw4PdIQmMjMvp4lt+2W+fQY5vzYFwc0+/ZLEP6x3XWc4Do6AFi5poI8L2XT62O2gck3FoKCwvpoBA3H/i9sbHReg6OZ9NfHhaIRUYiZdQD7Ac/+AHNnj07LQnTwcHB4VhDiMZ4SU0msiTtICuCORXl1vNBZKLQ2jMS+j3iK8BxYWSgi0aKxiY4Rk9O/RuO0bMJvyPnpr29PTj+n//5n5wv88Mf/tCaqzNeODczBweDBMgrX+NlfTyKFGQBnCqvTHNb55FjMWvQ4+M9bXxNSuLmAKExBzsOUFJSQqtXr6bf/e53wTEkWeL3c845x3oOjuv+AD7odX95WDz//PMs2YOs2IBvwUBmYI9ZXBz+ttHBwcFhqgCkQl65nGNCkyK0g8RoIgPI7zaiYyMxmsjI72Yo2nRDyTF6NsHxDDBNE/A75s8nnDLj4DAeBSVP82Wt0MQoGWbXrNQTUUhikGhqCu6JKeqkBJwE97MuxDxmqj45qk3TAbC+vPLKK9kSGa4uX/va19gR5qqrruJ2EA04jX3uc5/j3//hH/6BzjvvPLrhhhvo9a9/Pd166620ceNG+s53vhM8LNatW8fWl/iGC3HPErNcX1/PDyn9LdjOnTvZltnBwcEh38hEKCY6ZtRYcaRHkxRTbTHDxITIRKkyDVVFaaoMcKR3lKY7PnIMnk0gPsiNwbzXXXcdh5l997vf5ecUxswnHJlxcMigoEwmobEijhTEhIHZeYOx/ijmI1i6NJZk2OZojuIi2cyl2/IY+1uTpzCzcNR1ZsDOEkme+ODGBztsLJHsKImUL774YuhbKtSIueWWW+iTn/wk/fM//zOdeOKJdOedd9Jpp53G7Xv37qWf//zn/DPG0kDhsVe96lWhxH+MhyJnDg4ODvkiJ9mQCTnX1temhujwL3OsbAlSHJEBcAyERs+v+2myI8dNQtPWNUoDffkjM0Pdh2hwrGdiY/R6isdUfzY1NDTwHJ/4xCfoNa95DROgU089le666y6uN3PU68x0dXVRTU0NdRrOCQ4Oxwuycu4aR6K+Oa6NJwTjm2FXUeoM3v2fMb4ZsaW7yTvPgcYNG8KhXlHrX7s2mGdLS3gO3VVeofHjwsjU2vkdhMY/1pVIUM2iRdTZ2Tnuzxn5rPp2nsgMHoF/SzShNTlMHuTvvXnT084AwMHBRy7hW1HIlphoUiIkxDwvLrTLRmrixrKtB0REExAQkiiyIpA2mV+rNulkppc+/zcX5eXZ9Niv7qCqygqaCHp6++isv1rnnksKTplxmJYQknA0VJOMyfS24xlUDd0t4/hRIWER4WZ29zF1IM4IwLJAMyrMzoFwDUaSv63zUQotw7Z2Yo8LD+4D0sHBYSaRmLixbKREjoEUaGUl27Xo83MlMs8c6uB3W2hYHJGxzW87zzauw9SEe1Y7TDtoteNokpqJwJZzYv6cBpPEWEiNl6+SiOUOa9ao3BYbkbGxE5mrpSWYA28i7JincRcZX4eqRUHadaiZg4ODg8MxAzb2UUpJnLpiIzW5EBpz7mzOA5GxkQ1RZQRaaclWsZH2ySAzQ10HaWhkYnEDQxn+FjMRjsw4TCscq9yWyPGjQrV8loJz9JpN/pCWSJ8pz8Qyl3ma8BC8gyuAgIDQcG5LtoRGL9DCtmRsbQYQGj/qWsycH03Qamvjr9XBwcHBwYpcQrsAk7RI/6jz0D8q90Qg+SlapZkImYqyWBYigxAwjfpEYbAOTWLQD234HYRGrsXWR85Hn4aqwbQ5HKYmHJlxcBgvouLGIuK8MqXCZDWPiQ0bKLFmDZOhuOgx7/cENQs5iQoFs+XttLRQU1NzwEEefjid0IRCzeKuYZLqytjCzPJRG8B7tDk4ODhMH5iExJb0HkUUJgKT4Mi4JhHKhKi+moDs3jscaquuLggRmef2eWvp7k5ZAIOsCOGScTRZMYkL+rYmRmhf7vn2kRhpP0gjAxMr6TzSP5C39RwvcGTG4bhBVupMFjkbUWQjGD8za4gMBbMRGtnfr1kTEQoWp3AgUd8nG3LIdgoQCjcTFuJ3HOzuDvqVVleHa8JAYWIFKJowpdQZRZaysWw+jmyZHRwcHMaLOCVjvPbHUQ5fAlEgTMJhC73Sqgl+FtIg0KFcNlJjIzTiNqYRZbEsx0FSQFD6OlPEo6KmMJh7y4FeJiW6j7TraxMio8kOCBGO4QUSI2Fpdb5i4zB14ciMw3GFrMPBcthMZ6zbkqlmixEKpnmCqBtyPOdwM4NsxJ0SEI6IZeKuJXxiU2ooMxpYr3nJ4xZcJMfGwcHBYQYim3AsyUHJBjZCEpVbIn0yKTPa4thGTMxCk3p8TVZshMnso8mGjCPHNZEZ8olKiSIqtnYNCTUTBUYTGdvvOvTMYWrDkRmH4x9xYVpGbksm5SGtbss4Q8Fszsip3BZLKJihntDWrcQf/5KRz0zCU2dM4iQmAPJz8xp7HgwgV5YAodHXZag/5mWn5f5kYwIwiUCdmao8jOM+IB0cHKaC25itBstExpP8EU1o4kiKhvSNcwqzjR8X9ob2qKR+rbZ0vDhEo+0jVFhXZCUi0i7Q/aJIjAmQIbxE0SnP44NgpP0IDfdPrNDoyED+XOuOF7hntcPMCjez5bNYZIUom+Mg0d3sHJXZr/qYoWD6VBUxZg0FA5ExryghhAZ9Nmyg5nVN1GKoM93dvf48lUHkF+rGBITJpgL5pGaO3Bc5sSlK08lRmTE765A0BwcHh+MM402GF2gikK1lsg22ZPZsFBrbebqvWWjSJDR6nVp5kTaTRJnz4feDLcOstghRsREaEJmRHd4zL4DfByFkUaoOSIutXVBeZ70tDlMIjszMYGiXralubZwXxIWa+RbEWj2xpa5A4WCyFBUKZia6QznxjyXWeeMLh1BNDEmsBy6IUE8iCY2/HhAmcTDziMwR7rd1K/5bmYroErKkvZa1MqPDzWT9QSBaloggSg4ODg4zARMlMbZjZpFHDVPxiKuvAkh+iA6lkvFFDYlSMiQ8zJxHExE9rq24JX4WZcaWkG8SGU1UZtV554l6IkQm2Z66L7PqykN9hKgIIRqCiebiksA8wISQmvZC52g21eHIzAyEzd54sq2N8wXT6jgKadcTZSUmCOKkwuoDDum8FgkFi8xt0eFgIBrCgDAI1JM1a0LqiSgnIBtQT2QpaeqJx0asfyFWUMR1bE2zeUratYTUpWwVEf86IyLgQt2iwuSOJuBmlo968LPyMIaDg8PMQz4LWGpkIjHZFoCMC7XS40k/3X88uSTaYUwgY0RZLcu8QmSEqAhJgbICIgKyI+1jbd7zt6C+OtQHECKTbPfWgdn6/HasReYSsgPlhwlNPeUNI+1dNFJaMrExBkHDHDQcmZlhiCMC04XQmMjZ6ti2yfZJh1YfZPMvqomMm5bbomLH0sLBurtpjlY/WP3x1BOc4hEOTz0BB9qwoTIYknNbfPWEHcZ8kuTVPE6B81swx9q1vH4xAqiurqTubozd6vesDMSjQF2SG2Ywn+AupIXQjTPUzKk0Dg4ODhOq46JhuoBpsqKT783QMdPpywbT6Uu7gpkkCHOxhXEEGZFrQbvpHKbbbM5ipuICoiIkBURjXlMxk5A9nQNB+3BHG7eX1lezeoM1ow+snDWR0UA7rmM3he2ebaFsDlMT7q80g5CNonE05p8oYcqkzsim2qrOqMr2aScAa9Z4JMWveC9Khn4FG/Y1vnpihGulXZ0mNEuXcm4LbJgxdphwtFJ398lMaDAkSAmUnFD8mUKHmd+CfujvGwGEgbFns/oTGAFEFMTU1zEnok3n98caktlIzFHIj8G/DqfMODg4TCXE5baYbVHWx7Yq9yakr5eXkgoHM9UZqA5QLoSsgEzoDb1OgpffNaRuC9YZRUbQjpA1kAmbVbKuGSPziVKSIiApxQXvhb4ygz6YF32kHSiurU9bRxR5w3yZ7qfD1If7C84gZBuiNRnQ8+YjVyfqWnQJloDQmPVOogqxCNh5rDk2FQZgLrCmmRJNyi5MhYMJ2ajVhMYnEE1NFxiTeuoM0TbauvVkevhhT6EB8bHFjem7lhB1RkLNfOUnXXDBHJX2UDMzJs0ETuL7ElsX1MHBwcEhA7JVXcxK9iZstVs0qZC6KbTAGwubdvyuk9zNd9PuWGCzOqaFxfym16cJkChEMqfuIyRDkxwNm1KiIWtEiJmoLaLKSCgaVBUhPDZo1cV2jydDlRls76eikpGJjTEUfV9mKhyZcZjaoW1ZfqsfZ6kc+kWHmNnUGZWsD/VEKzLaGUxHjl0gRCYiXCuAIjTNH1tDa9cmeJzUKRIOdiRQUPj++MwEyf4mutSLVRTOm9E9ZqtxjdvZZA9jyxZZR45pdmk7wdWZcXBwOM4gFspm7kw29V9skA25masiYWQ6VEvISofa9KMIJK/HCBOT/BAdfjVaV8obeTnXzDXh5HtFeCRJ34SoMuacQnZMYiXznbTAu3doM8PCClT4GIiQJllQZEBopA/Gk3si/XAcY4qBAEiV/B3wM3JozIyUnp54K2eHYw9HZmYYjoU6k2nOrAtd6mOqNkymU+KS9dMIjYR1gXCsWROEg6Wwjbq7G2jrVpAEFQ7mSxZCCvAQkStq0S5hMAUAg9mwgdasuYCn88YSeMQDx3bt8kjTBTGhZgDmalJhdJI3EyW4ZBKmeJ00SThKMg5CzI5tUKWDg4ODR2psZgBRaot2+IoC+ugQMoGuwyLAxvwg2mpS+S+aAGBjr8O4AJCBwtUNoTltuSaAkBWTkIB0gbiJ8mIrcqnPM68vSk3Riolcq3YwK12+JFBlJMfHVH5mGWTNdG1LV6acEjLV4cjMDEQuhCZfpgDjJjRRyLI2jMBazNFP2NdgoqFySUA4ZPO/fr302saKRzgczFdnUCDTEg6G9xf9DfaKwHnMW46XNwNCs0Wt5AjnzqD2DK1JESWEk5kGAKG8Gf+6JEzOG7shpM6kzvHviX+tGf9FWNzeHBwcHBzGny9jbtqFBJg5M6LI2Db56Ivjqc29R1CAZF05Ky39lrApIQKDO3bTQM8BPlZW1cjJ82ibd2oZKy6aMGi7Y6hIm7b187waUDjQBvcykzzhvCULi9NCz/S5NqLjqS3lgaJyZHNfiGDpdiEq5txy/WiT3ByZS+aWejNAnEnCeDHUOURFxcmJjTHsyJUJR2ZmKI4FoRk37OwkVBvG7Kbz/DknnizuY750YYaCBeoJ7lMTws2aWRhJEYMj/msbrV9/MjU1gdAkPAUFjmhbt3KejIzbqYYHoWnC+A8/TAk/NyeloMxVhKaVWloWp0LNss1tUTchJxHEMvakKhs68cjBwcHhOLZizraopSYrNuXGdCKD2tJWPUrP0WBAOsZ2hL/uAgkR5WXM3/AXLa/0Nvs7epnItLZtpp6xw9y/EYSmbiWVL/VIA8iAqcqAFGDTD7JiEhlxDzPdy0jVdJHcHRtwjihMAk1iMLdJ2HQfrbj070pfN9rggiZz2UwJzLozg9n/+RyOERyZmcEQgmIm5+vj+SQxeVFnzAx/pRbIrzY75VBtGFFn1MY/rRjl+vVeMUrffSw9v2WLTz6I7rjjpTzkmg/BDCCloJhEBj8ntIriKygej2jwFR/BEc7RQagZJ+v7eSU4XxMlDS5y6d+jsAlAKm/Gy/vx6tkEGAehkPQjfWrOw0wikSmtqqLSWRP3IitNJhEwnZc1OTg4HN9EJhNp0UoLNvQ2wiKbeUBcvaSvucmXvBhAF5QUiFVxoLp0NHIYln4GoE2IjIaEaOmQNUFJRPiWrumC8DK9Vp0PYyM6opYAWmESEmOSq9Hth4Jzxa4ZfUBU5D5pEiY5NGjHGsyaN3ItUI30/WZ1ZyB/Ck1v+ygli+1FOrNF37Ar4mnCkRmHNJKRLwvl8SCrYpdGhr/kiMhhbOIlxcQUdaCyJKDU+DtxdgDziYcOCcMdaBJCw+qMLb/F+zCFWvPww4u5/QLEhSHUbP364I5KIFu1PzaWxEYALS20Zp3s6TEuCI2EhLWGjABEVZIQNiFFaYhMhvHin6EuSbdgXP8acS9AwqZfpSEHBweHo6++SJK/kBjTpcwMFdP5LTZHMxtBkPAyIQcmuTA39npzDyKjVZeqoYM0v7aeSmrm+ef2U8/QQRoo9D71y0YTHGYmBEIIgQ4xg6oDQgAlyCwwCTIiRMFUbIQoiBWzXKeQHE1kpK6MhLSBpEhY2K5d3nrEuUxsmHVNGV1EUyDXpFUjWwicw/SEIzMOjGMZRqZy+jMjoqq8GW6m6limgQkNSIffEQRBrl4L9Dh1BUjHrbdS89fEfazSJzQ6JGwbbdiw2EvW/xBLQAGRqVFkptv/PVBR/GT9pUsTKm8m/d7wNWSRN6MRjqiTWjbZIdvwMpDGiD9HqkNUiKANCxZQ3oCxCvPwYBodJXruuXysyMHB4TgLI5NjpkOZOJJlsmAGxDrYVF1kc402bP7NHBEAJEYIC1BVMo+qm5qZBGAjj+Ots7ZTBRVRX+EIVSXnMNHBuJhLJ/3z+QVzAnKgSYUO4wL5AFkwQ7hwHGQFRGbPMwMhkqNDuzQp0224D1u3DPCcATlDTZkVc4mWljKRERtmc90yD4Ax+p7sCtatC23K/HJ9eo0AyM1uTFsdJpRDMWYEDlMDjszMQIwnfGyy8mZs7siRc5k7Z+N3SXqPKiuj5wrslFVtGIGe+bDYKd9xB61Z89e+OqNDwqTY5Yu0a9di2tKSoOa1a6n0jjuotrubCRE+RvVHb0dkqBkFoWupsRfLxYUS9WuzvakB0olSprwZdmazEA/TGE7C2TKOHWeh5nJnHBwcjhEpEYUllxAyqfEihMUMGTN/l5or5jHpZ0s2xzEbqQDwe3fLFjow8DQrK1BVqmgeb9yhngxv6mdFBkTGNu7wplYmQuhT5n+FVVU2zyMPUHU2tQZEQIjM7FUV3KZDuCRPBYQExAtEJhTy5is2QlZAggJS5pMIKZCJNiFoZvFLkD2zXYD1gZgcUbk0NsKD822BgEKsRKWRv4W1ts4E0ddNlJzgzrt/YmVqjks4MjMDMR5SkinfxRoaZsKwUzYjyHQqTAg6EcaEOs6hYU3NTDjAPyC+INxMExkJP2M7ZXTctcsLr/LVGR1qFozrJ+w3r1vnqyiLqbtbyAwUD3yL1MrqjBkSlrDkzQSXZ82bkfHCl6/rzZjkK47YWOptpkPlEDGB8ZWj0CD6PcN8OTc6IuPg4HCMk/TjYMuFESJjy3uRY3H2wiAyEnam66XIxhoQhUE25qIwgEAMbHqWdg0/wmSlYhTKi/fUKlhey2rHoGUzD+UGG3+MK2NCjeH11K/y82mIRjbuCQgDnM0wH0K9OMzr4Z6AMIgFMhL7QTagHmkDArSLYsOhZU92GSFxc6nkJQm+T3KuzvHh62mvpv5dpdTXbicyApyrc4QQLqcJkUlyUvfSI2qSoyN/TSFpOD465NjDVIcjMw5ZQRMZGxkKqSlZV1OMrlvJyfrZnKRJzdKlnA/DZGKNl7Cvl7J1ay+HXAnWrWtmFYVd0VQuijl6oKL4tWFSSfVCPiS/xSNRF6xrClzNEiq0jNTP2ko5JbqIejI3+lIVSdLA70JEvN+9PCKB5Mpky0v0WHGFLcdd71IuerIKZi5cSFSUh4+3kREXZubgMIPJj1ZfTEQVvTTrpOikfkAcvTCu2BcLhMhA3QBhMS2TpegjQsgqxoqopsAvMEkj3AekAwoEVBsNKDfVy5qDDb2QApAYbPhFkQFhkHOFEIjyAtXFdEvjuTtHA6KiVZXCuvKguGXr/e1p11NIc5nEIQ8GBArzIodHiBfALmxt3aE2vW6QEsy7f8fvQ0YGyA9CHyEtMreM0dDhX7evdGkyJOPS8tgYCIcpBEdmHKywqTA5uZHZCI3/O/Jb9DiRaRXmjjtKndESD/qsXeupLms8U4CUMgOHMNRv8UK3gvowDz9szUXRKo0k7KM2TCrUbK6q39IauI91NXmuZnOqq4NQs0hY680IUkXLdLK+dkvLBItxW/i22uzItFQ2UdXEHNPBwcHhKCbnR7VHtcl5cUTGpryI61g2Sf1SdR7nIw9EA0oGyAg235K8D/WkjJCYX86hXod/1sHHxROrc2yQQ8WwCce5mnCMkRcatrThfH43a8rgnKIzF/HvJqHAnAIoMmgHZMMvRABExlxvA62iorpFAdFhJan1t9xfrocT+Td5dW5CRgW+WiRz4TyE0oG8IfeHQ+p6DvAaQEBAZPrGdlOdT+xwPzTQR/KHSEwu24jm177aa9/REaxB2kB2ynzVJtmRbmYwXnR1Ew1NMJ0zj+Zqxw0cmZnGMInFZNsoy+852ytH7qSjuwTqjI3QaKJk2yT7sWQgNGvWJAwOBNIBBWUxD4P2ZuVA5l17OMysSxL2raFmuiClch/zQ8KgomRLB1KhZjG3a5zkIgexbPLDvlxYmYODwxQIH4sby5YPo8lKVAiZhI7pmjA690JsjTXJQbtYE+MYNtc2y2TkwnB7W7e3uR9NrUcIQP9vNwcKRGPZaXwMpgBQXjoeuJ9zbKQvCAWOgyBBOZEcHD2e5M+YJMjLpSnltr0bf+4ZDYwVBQRL0HvfQer886NBSBzICI2SR0ba6nlObhsrCshIOwgRecrMs+0/pfkFlXRiaSO1DnukYgu1BWvAukBkzqxooPqyAmobGKPW4VLaMXyYndtAAPdv/Dn3aS72Qs7aRwd5DhAlEC4oO4FZAofsjTChWdjuhd0lO1yhmakOR2amGTIRiXySmlwKa0YiRp3RYVDSZHbPSGhsiTeqP8LCJNzMiyTzCl4KoUEbqzO+A5lZw6UrNmFfXM3SL1HnzdjqwgRX7jua4TrNmjBpSfvKokzC4tLGiyEKkUKLLiQadWLEYZ3jNK58mckC3MxKSiY+zlD+vpFzcHCYWrDlwujE/qh8GCEyuh6MCSg1Zi0VgUlwALEeRnI9Nug6pApAPgtyU0A6sAmHOoE8GYSXNRSs4JAqHWrF6gdC05Yv8RLktx8KzAIGqIsakis8VWZ5JY8pREfMBAC0i2LBqoYfrga9ppSWMOkCkSmmA/TKUk/FeX6gm4kCiIS0B0SiwCMS+/38HhCZQwOP0SsrGpmIAM91D9D+WV6oGsjT/GQlnV1bQ0vn8+y0az/RrjZv64rrwtqWFidoxewCqkkQLaUCemJnCe0YHmGyw/bTY4fprIoG7gNsP1JCDw6m8nJwP8014hpAGqE+jbW7WmNTHY7MTCNkSyzy6Tw2YUKTIdzMJDS6i2yUvY2+F7oVHJRMfr9zkLCOZH01X8JXZ9DdIwp4QVGZTS0ti/n4unUJtmouhTrj56PI3UtbHWrDrBEyc7JK2G+wWinjfHkJamP4hBdqFlZnbJ2lJkzaIJYxs470yiHMzPyzTqWCmQ4ODg5xrmVRIWRQVeKITGh8RVRM0oJxbOdLTRVdn0VyUoQQca6MocqAqPDG/f72IIEeZAVWy8gtAWkJQrF89aOx+DQmMpWvmcdhXiAOUk+Gzy/xnM+0skIq/AntQjZAFuZSfUBEvFo05UyA5ha209mNqczQ1gOl1D7mXZsQnQvq51JdJVF7L8gK0f4xz+0Misyl9Qvo1JN9FaeLqG2ghGjQU39AVJrLqrm9sk4WN0o1HakQQtyntbVVtKDJ64OilAIhcQXURytme32A9t4CqugrCgwPcO+WFyfopOoy/h1r0GRnpKOd8oWOPqLSidXMpEE7R57RcGRmGmA8ZGKyrJRzmtvc8VpIDQgKVAwpeumnpoROSW3KfVJj1DABkQldqdgp46QNG6ip6QJFFChI3EeOC8LCOGk/g5ISLMbPcUmNB3LkWUKH4I9XesopwZiR4OtI2UpLYU5J2g8B1x2WmuwJ+xPJubcRjRhSk9XENiaVlafzBAwASqPtVrPGYP7CVxwcHI49TCKjQ8jMY6LASOHK2HH90DHUKGlNjEQqNiAy2rpYardgjs1/TFkwS5gXSAUUEhyXUC9s9HUCPMK4QFSgYnCcF5Zd7DmbBfkqw4+krQXnQY2pKxj1ziWi/bN6g7lBZISIiKKxf7CX58WYg0Ob6dJTamjuEu/+HNo9SnTAW7uoHZcvmhsiGs9t9NQdrK+5oJ6JyvzV3jNvsK2Pdu3vZzKDOVrbt1N92QKqX1ZOlSfMp5G2Tupt92qmeYpTKROVpfOruE9pfQXRjg6qLyOqGpjDqlPHA1uYjMkagLrKUerr9P5GMFPAGCdVz/XVH9yEAl6DKDsDvWGVzGHqwZGZaYCRkRH605820R//+DDt29dCBQUFtHTpCnr5y8+l5ubTaNYsyWiLdyA7mgQn1gwAYWK++1hQuNInNZK0j/265LrIO1JbvDwXqDTpHs4hO2XkuPj+zM1ruvyCl9r+OJzjQn6oGZL2u7q7MyopfpqNkeOSCgvTVsrafazLotTILUol64Mk9UYn6/v3M0RgtAxj3BchL7FKivpb5FbFNEvEjetUGgeHaYmenh564slN9OTmJ6mzs5NKSkqo+ZRmetmZZ9H8RtkZHn3YasKYRCauLowtH0byZXTejC2MTB8TEgRSIzkyWpHRIWaowSJtICuSfI9NO8KdQDx0Yj6OF69uYGKE48g5kYQVzvnwE9slXyV0LckVfA7IBsKvJMTr0Y5OL7m+bB6fc9WiBSES0L4BjIM4z+b5X99GVyyqoUWrfBIBZcUnGiBgUFVAhE48vZASy2uZqPS291NDcQkdGq1jEnVRfRUTmfITVvB5RW2ttHT+DiprS3juajuJCQbGL673nrWVdSlzAxARuLlVJrw+NuA6z6gt42sorZXQY+/fB8geTA0wBubBOIz93psUH+0dCucuTQTtA2NUUjAxaWVozEkzJhyZmcIYGhqi7//3f9PnvvZ12rPnRSovL6elS5fS2NgYbd++nUnOaaf9BX3sY5+kSy9dF0lqbMn7k0lqUntWP9/F9q28zneRnTwIDazCyMsfAYkx02JAIkJFL/2QK19yUdfr57ggjmzNGiPPZba9josYASglJc2E0s9xkTUiVM2M9gouN8J9LFN+izduZXR+S8y5cch4ipkEI8cySDmx69RsVB8zx0Rb17FREh0cHHJD65FW+u73vk3/e+uPqK+vjxoaGmju3HnU29tD3/net7jPX772AvrA+/4/Ov20049aOJktB0YjUwiZJO1raHUF4WM6NE1IisBW+PKkBZ5CbFow6xAzqUYvxSQl/Ek207bE/KCezPZDVmczKB+bN32VFZf5VMnHQXJAZACEf4lqAuzDc6uDAtMA5MCcdq6niPC92bib33E+Qreg5oCo1J7l/X2H27wSBbuGu2hxTSMdan2MTj15LtWfuYTKTziNytsO0GDHJmodHqCG+pdTT+tvmUCAyFQsO8O7f/QnItrhX3spJ+ODYKBPUb1P7mr3h+5NXWFpQLaK6mtYmYEJAAgV7inuTV1llSIyHkDacO/7O9roxLJqnkfUI1aiOr01cM5NUvJYHaYqHJmZoti7bx9dduWVtOHxx+nyyy+nD3zgFnrZy17G33wBeIA89NBDdMMNN9B73vNWeuMb30L/+Z8/oOoswo2AbFWaqBC3qFoz6Zt6FRomB02G4oeDseex70LW0pQIIqpsOf68/mysg1XSvldSptJXU7wPJz22Wewyda2GkqJMAMywMKv7mJGwb9aEMbqm/W4d06aiWO6FdMG9FDFs3EKIJSdnQo7Lk6nILF5MVO59Gzsh9DsXGwcHjUcf20Af/ND7aXBokD70oQ/Ru9/9bjrppJOCL9MOHTpEd999N33h81+gN132RvrYh/+R/vZv/i72y7Z85MREERmd0A+YNWB0CJlpowzFxCxwKb+H1mKcp3/GfGZ/bJI1NJGRIo5Sb2Zw/aE0MwApBAmnMMmFwcZfCEvZKHkhYLULgnOguoyNVlBDwyp2CLtqwQImK1A0WDXp6qfOPYO0oqmZntr5PXrHWQsCoiIk4rnudmqoX8NzXrSwhomKJiK9XTt4fpCxpZ0JX3U5jUpqUhbPyLuZt3ol0a9/ywQCJKVyrpc0M9R5ICBscv2pXJkwuNDl9kOs9JhERRzcANybmkRVqA25O5gDZBAK0sraAqXcDBG1jAZkZ6StmwYLsiuF4HDs4MjMFMQL27fTuX/1V1RUXEyPPPIIrfE3+RoVFRV04YUX8uvOO+/kB8qFF76C7r77fqqv9z7oJgshIqM209osIN2VzCc0ugFMRR9TbXAh0/t1CbsCGYHYguOszvi/CFmIynWRPJewmjI7UIDMPJemrVuDkDAbzLAwOSbvmhwF6pGEv4HISGdfodD5LFociRRFbCpKxAma0JjHQx1CB7NDVkKRTCxsysHBYVrinnt/Sf/wkQ/SK1/5Svrxj39M8+Z59rkac+fOpb/+67+mK6+8kq677jr693//d9q5awd9/rNfzAuhsSX2Z0NkTBJjAm025UTIjqno2GrK2FzKoGfsplQtGdmkm0RGcmVAZlD48pTmMnrins60ivdSTBIWzNplLKgnU3waDSY3M9kwVRds4EGEmjvrQ6oKvbCdOrv6gzGQywIiEhCVnX8KiMjc5Uvo2U0/pQVNC5iolCYaabDLIyGdXZj/5RwWh2R6KCUgMugjRAWEq7GulElGZZ3XbkKuMVsMdgwxKUNODQALZ/zVcF+1fbX0hXKDnCPAM1qIJjs9HW1UPjbBwjAKR4aHqbggOaExhn2DBYcUHJmZYkDc8evf+lZK1NTQgw8+aH1YmLj00kvpj3/8I5133nn07nevozvv/A0VZah+Pl5VJjgvwqGM/G9D5JDst8E79ObeTN5PiBOZT3A8pzOtfuDoEX5vaqoMh4Yhf8QPNYsiH9r+WAiNufxmOJCp8XRoWIiA+JCxVMRbfC4Kxgk7GljXmpFPRBECg1mYHCV2ajlgFiYVKWe8qozuqNc9gXA5BweHo4/Nf95MH/l/H6K3vvWt9N///d8ZnzGFhYX02c9+llauXMlfti1etJje//cfPCq1ZCRHJhORkUKXaLflv0iIGULE0toXeoRGkxqTDNnsl0Xtkf79Rg4NFId5TcWcQyNqDRDUhqlqDNVmEfcytM9f/mq2Z4YDGMiKKBaB6nKC1/6GhWWsqkAVGWk7EGzgpbAmiIjksTARqW+ktp2PsTnAvLpyDl1Dwr0Gwsy2Hxmj2vNexS5nS1dQkOciQAiXECaTZABYCwgRYMstEjLChMj/3as9U8zqkswB0oWZxflNn4t2nANSp/8+ngua1y5haubfz2HqwpGZKYZP/Nu/0f6DB+mJJ57IisgITj31VPq///s/evWrX03/9V/fomuu+cDkEpmI+i6STyJNkuvPQIFK2fmLKhPM5yFwIfMtkFNRaeJEFo5UCwjSmjV8bmDRbMIPDVMmaMGy07iBoaYEx9K7pO3PQ2PpDbsZP2YZUx/SIWFpJgA2FpGBGNlEHCvGoZzkzEuOBoFBnZlKixtcruhNuQ45OMxUDA8P0/+79qO0atUZ9IMf/CAjkdF417veRc899xwrNH95/oV00okn5X19Ql40siEyzY2VtOVAL+3eO5xGRIR0SJtZ+LLNJzoYAyFoW6iXums8wqP7SkFMjSULi/l9q+oHRUaUm4Mtw9S/y1NrsOluIM+5DIBSAyID9URqoqDWDIhM0ZmLqHXndloxewEn3afQz4RH2k88fVEa0UB9l7LXrKRnf30jvfbUqjSSAXUHqgsIAnJMzIT73hf2c42ZhcsrqWd9uvsXxoD1MkiXJmlQbECYUnk3XtJ+rd8H5EKO412slzEG7kWB76I2F+FhvgoFsqOvDgSpcqenfGENyOs5sb465CqH47CBwzvITllNIxMqqF8OUx+OzEwhbN22jb71X/9Fn//85+mEE07I+XwoM1dd9df07/9+PV122Tuorq4ub7bPsURG/+xvVIXIpBXCBKHR8oBR/BFkhNUZ3+EsleuSCucCZGxWU5T6kYmASMSenB+V42IqSFb2ko2LscSx2ciM8XNU5Fj8BAoxCTFZjW0jSjF5OFmtM66jU2ccHKYFfnzbLbR9xwv0xB1PUOk4LM8/+clPclja577wWfrB935IkwkzyT8TkbG1SwFLqDGSnK+BbXO3T1AOVQ0ymWGFZqEXVhYHjCtqDuYZQtiZCj0D8QGRgRMZwrUA5KAg4R/ovnMLKyPIFRG0Dxey+xfOQZuElwlQaBJEBAQAJMjMMdm/yUvcP7G9n22K5y7x6sZIaFj/C9tZdUEeClShFRUpU4TuPX9iotK2s5/axwqp0U+6l9AtjIEXxghUl+2H2EEMxATndnPiPwhPJ88DSNgdyAWIUml9J6svICsgZkL0trd2UWdXGRFsoX2FSdzcJETPG1MKZo4F7TIHlJi6Lq+di3IOd9EKv+hnvtExOkhFyYkpPiMuzCwNjsxMIXz9m9+k+fPn0wc/OH4p/rOf/Qz96Ef/Qz/+8Q/pfe/7UCQpyaV2jTW0LCrGyFdAdDctxGDfGqgzeBlkxjxR1BmcoseQLhxqhkYQBj2udIxRP8z9f2AqYHoZR2y644hMqE2PpzvI8RhCExuRFpkEk37YHDNjp4wnTBCTTWBQZ6Yq/O3iuNDjKj87zGwkk0n6/g++R+94xzvojDO8HIpcAQKEkLO3ve1t9Nzzz41LnUHBSx1qJgUwATk+HiJjS/qHcoI202XMlrwvc4lBAOrMRF5DdUGQg4PzOIxtcYpY4Pc9zwyEiAxqnYDIzF5VQUc297Fq4ek6HqDMVBWgiGUph3dBNdHo2tHhqS41jdy+2CdBonaAZIAgIPwLNs6oySLqB4gGXiA7G/taaXFHm+eqVlHFxKLoBc9hDWTjmW2e6gKrY684ZxWPXVTvzYP+IBr892rZwuoJiIrug7UKUFNHyEVlop8q/RAxjMF1anyAmDx6YIAajnjXBXWobCzczqFoqr2BVoT/htJ+xPs5sLZu62Zi1l/gws2mOhyZmUI2zLffeSf9zTXXjOubL0FjYyO97nWvo9tvv8VKZnItwJkWkmbWi8kyPEmTmjVrUk5kYlvclSHXxeQD+ndWeiDfwAxAw2ABMpZutnSLVlEyKB8Zx8oiFyXulLRONhUqyzycjKFrGRYRNX0sOcq4EAcHh6mGP21+kksDXHXVVRMaB7mdtbW19Iu776KPfvj/jWsMTWBsJAbIlB/DIWEZiAyAUC+TyAjMsDEBE5oF8UU3TeMAITg4jtycKIBYaaXAyxXxQqrmls1jEoHws8WljSFigBAsKA0VvlnAGTULOHeEXoDF8X5WVEAGYMkchK/5JEfGAVEB2UHBTig3ICoyBt4xBwgTUTnn5NAsn4RsOhLUhZE+rbP2edIW2fvgulpnHSBq84gIj7utjAtdgsh483hEg+9ncgXtGt5Nu4aJ1R7k9TQUrAhUGbRvGdtOFX3efcd1LG1YxWF9UIhAwOR8QNtXYwwmaKNOCZnqcGRmiuDxJ56gtvZ2Wrdu3YTHwhjvfOc76ciRVpo9OxwXe7QghCOqxIzOdUFY2ZwMY0F0sUV9pU0oP0cQkHGHcFnactqHZ7mJz5jjEtfBQmiiUmyyWmOGtgldf84DTB/cdNNN9KUvfYkOHDhAq1atov/4j/+gs846K7L/7bffTp/61Kdo165ddOKJJ9IXvvAF/kJCfzN+/fXX03e/+13q6OigV7ziFfTNb36T+wra2tpY0f3FL37BRXXf8pa30Ne//nWqyoc65TCjcf+D99Ps2bM5jHkiwJd0b3zjG3m88ZIZG4kBslFjbETGzI8RIoM8GTP5W+ySS4wkfpkPY5u5O6als0CHt8k6ZE0Yf6SuPKgbA7BS42/gkZi+a3g7dQ5790AS6p9/4TY2AwBAPvTmH32gMMwvqAxIA+327t0TO8dox/AIDYw9wiFqSP6HYgI1hvNL9hP9pg2b/iVMdjAGwrIe24A5+oM5toy1UQPVeSFmhT7p2FbGeSh8fQNjrCLBtKC1cDuvFX3aNpdQPbr5fUC8cD7GQb2cXaNdtKuti2o6vPuoyQrnE9WvooGeeaxYgY80JClwKuO/AX4GrynwXNJgoIDzJMSMndN8csV/x+J5KVvnHt8qelb+9lGdyUEqGptgmFlyZEo8m37605/St771Ldq0aRM/g5588slI9RbPMZx777330s9+9jP+ciOfcGRmiuDpLVvY/eX00ydeYOylL30pv2/d+gytXTuxB1Aa9O44Ro0RsgHBRAScEK+QxriT1a9xP3s1c9R5sZKB/XAscbCsTWyos9qjR+WOWMhRhsi2DAueAOmIYz2GupW1umeqMjkvaoIGAIncVEgrcizk+ZOf/IQ+8pGP8Af82WefTV/72tfYPn3btm1sWWsC1utXXHEFfe5zn6OLL76YbrnlFv6QhwHIaad5xeu++MUv0je+8Q364Q9/SMuWLeOHC8bcsmULlZV5uwCEAO3fv5/Wr1/Pydr4Fv2aa67h8RwcJoLnnt/GGxQ8n/LxbLrtJ7fR6OjouMazFciMK4IpioiQCvS1ERmoI1HFLU0Sowtl4l0X1bStR34WRUbya2QdUFw6DMWnaHkljezwcjpAYLQ9MzbjS3tezkUxpf4MO5tRESsTrGxgV9/t5X6wolLYxUQFIWggDLS/gN8RcjXMvmB9QTuPt5+obecYj8UkpWAFkwsmSwUUzNHeMahq2yQCkgKnMpCQLZ1tIdcyrI9fyVLqpEEem/An9f+sWAP/TficPl57RcESJhxyrSAr+F2IBvKJSmkJVRv3SQDiMr/21UHInhTbFIC4VFMqNF6AsWTO2XWnEbXfQdMZP5mEZ1Nvby+tXbuWHQ7/5m/+JnZ+zJfvWlMas5KgSxnQ1dVFNTU11LlnDyXysUFwSMNH/vmf6Zfr1/M/rIkCm5ny8nK64Yb/pKuuumZy6spEbVCbmkK1ZmzRS3jxmBJ3ZrMDBnw5xlaM09wLB+NFdfTfM23EI62n9QX4mPBY41mXIENYWM7GDjkg57VmOy4+ZxYtYnvy8X7O5PuzKtc14SGB4rY33ngj/z42NkaLFi1i1eTaa69N64+CuHggoMigAHWlsHnEQwcfzwsWLKCPfvSj9LGPfYzbsRY4Hd58882cg7B161Zqbm6mxx9/nM4880zug2+/8C1YS0sLn3+8Qv7emzc9TdVV2RUMdsgNF118Af3lBecH/6Yngl//+td00UUX0QO/fYgWLQrb4+dixayJDBBFZoTEQDF55lBHEIKmyYxJZCT0TCsztYtLgnAw0/lMQtOQhwPYlB89l7aDhv2y51qWulYQGcwHkgO3LYRCIcdEkxls4CVMCmFdfWO7mSQIoF4g4R99selHAU0Qlfoyj8QISZE+KKL5ytJGbuf70D3ghaYVLGGXNGzs0UfIhsyBcCxPGTngqTZGO8YX0wDk2tQVjFJdobdOPT7/vcVuetQjZXqMmr84O8ijERIDogFSgzbkFIFwIixQ8o2E2Mi9wn016/qgnxAcyYVC28CmZ3keITM1NSfTT3d8Oi/PptPqV1NhwcS+GBgdG6Wn2zbltJ6z8/xs0oBygy/aopSZP/3pT0yINm7cyHnhTpk5jtHX10fVlqrw40FxcTF/Y9vXlx9bWU/58DeoWSSFS99mJPtncs8CYbEUBdVzmJtjc0ysL0jet5xvW1tGZKEc5GssTQ7yub6cxssBUWPmmo81nYAHkRkyY+a2Ie8NcvvHP/7x4BhCvs4//3yuA2UDjuPbMg0phAvs3LmTQwIwhgAPRDyYcC7IDN6RiyBEBkB/zP3oo4/Sm970pglevcNMxsBAf96eTbLx6h/w8h7yQWSioImMWVRT1BQhFoBZa0ZUEtR8AdlBuyYypuUy5nlgR6s1Fyd0bZhjYfiYVgpG20vZFGDRqWW0y1JrBUoDNu8orNmL83ak2kAUQBKWlr2c673wda3fTHMLSwOiAqDPyoY3U9Vlq6nn9k3Wmi8gGk1/eTlv8uGghj51xd5nHtdxSa7gdiYJt28iak+tAe1QaqqXNVP1uhOo4L5qOvCYZxYgAGGBgAQXtoqXJIjuICpjQwGvXoyGXC/bV2+ikF0yE5LltbTqnEomh33t5URt3YGVNYA14n4CMFgY9vOJQGR0O/42rfen/7sqqs3sDDtVn0uT9WzKZW/79re/nUPckNM9WXBkZooAkvvISH6SzPBtLsaKqwWQaZNrbkxz+qZfF4KxGQUIicG4yvksdrwYNQIkRghN7Di2MYyxeE3ZjCPIIoQqm3t3LBWSfI0zHqc8cyX5greGPCgz/ju+wdJADsunP/3p0LHW1lYOnzHrQ+H3Z5991jo+iIqtP45LuxyL62OGCeD//fr6+qCPg8N4gU1Pvp5NiBoACgvCoVm5Epk46HAuW/0ZnYxvqikCyYkR1UYUG6glUVbLUH7iiMyQUnvQLgU0zSuCsnAEfZaWeoRlRzWVdXgKC1QUvcY+vzaNACQCoVlQQ0BCYAqA8LC5heG9AIeFrV4Z1FHRqo7krSxueBWPgfVAVdF/MYSWLeYkeu88rI0JkerkOZqRUfQz/fOIC1u+JMGkpmrHHFaZgmscLaKepFdzpmJVBfXXlTJJqfJzZPDCvSlsn8tEBsCaQFLEIEAgRBXXrEPNpL6P/F1Ca0Y+Df4fqJuauYfZPJcm69mULT784Q/Ty1/+crrkkktoMuHIzBRB04IFLNWBiEw0rvDgwYM0ODhIC0yz+RwQlRsRxyuCPbwQGbiLmVbJqgw9iIzJe/RYaeMBOgEnFEbWHMstQupSFoQm6hqt45iLj3LuijH1ipzUsr6cydEEc1ZkvslQeaYL9hhhaxNxHHRwmE5obJzPz6Z8QMaZN2/i39BKDozNIUwTGe10pvtKYr5uk3wY02FMilhqIKwJhAL9xFjADFHTyg1+xnFspvvbR7z6Mv44SSOPAwQCCgMUA6gOWGlxm6c08EZ9Rwe1+qFS2HC3Dm/nwpl8fQWeExf6IHTLcx9LeLkyypoYoVStvsOZOJhJCJpYE4MMIYzNG8MjS0BgXbyjg0ZgX+yHY2mygyR+dja7w3cFK5lHhwbCVXgwd1XLPO4jwNicU4MxEE42dpgJT6vFFluIVPH2el6hhJLJfQI4HK99JMhLMiFjQrHxQtDSCfOs2nRSPF6UjlVTUbIoLwYAU/259POf/5zuu+8+Dj+bbDgyM0VwWnMzxz8ixt1k27nimWee4ffmZi9Ja7wwv2k39+62PXIQAgYig3yYlhYuhAlwQUtsopVjm06b0bbL4l4WEBnpoE80jALMep5pjmc25mTCP8FGsEK5OmaHCNXIvHdm9yB/SB/M0iY5K44SUw8ojmzFTJvTGo8V9u3LOXc/tswMHhiZYpMbGhpYYcWXCRr4PUpex/G4/vKOY4g11n0kNhl9Dh06FBoD36TDXWYyZX2HmQHUhHn08UfzMhaeTYuaFuXNZc/mFAbYFBmbamNTepD/Iv3iiAzIiagytuKbQmTENADjCJCXMeLnyWADHpXwj006FAsQGq0m6NyRwBDAB37nHJUXng5ICJSW9tFUHkrZ6GHqa/05KzJCZMTqGX3ZRaz1t1TQ2hck7QtAMtAOItTT+ltPgZlFnPgvBESTldad2znkDMoMkyB1m3DOodHHeK1o50T/gcPUqULNMD6c2hpbTgtcxgAxBeDXjoNMiqq3N/P90vcK73xfDRVG/4zcJLn3+j4Gf6+OzIrgsUA2z6XJejZlAxCZ7du3cxi0Btw2zz33XLr//vspX4jWeh2OKl720peyIoMEyYkCyb+wZF66dHle1iabbb1f1fvutP2yOiBExvxZ+oiAA0IjL/kSMAgxwwHdwSdJ5ly6lo3mLXiFCAPGwwsTy8/GRZjXF8l/NNky1hM3lu4WUlpsnSKuVXe33ProiSNIk41wWa/bdjDiBtmmjuOS0xklJSW0evVq+t3vfhccQ5Ilfj/nnHOs5+C47g/AkUz6I6kSDw/dB3HSyIWRPniHZTNiovVDBHMjt8bBYSI4Y9VLaNu2Z2n37ky17TPjV7+6l1ateglNJqKITCZAYdE5NEJkRGXRSfogKjqXxkz4N4kMxkV/HJfkc3lhI819X5IINtggKiALUDagoOActIPUYMONNoR+IWEeP2PjjUR4vHAu2pYXF9GZFQ38EhLTPlbICfUgOTh+0cIauuCkMjq70csnEfczEAsk619QP5fOrq3hl4whVtAIB8McMA4AIQLhAVlBHwBmAGjD66yKiiB8DOeLsiPrQ3sxeevG3LoPxsE8hwYeY1IDoqeJBhOmWdv5Xsj9Aryk/nK+XyB/KAjKif18PyXEzAujwzG0gwTixWpPbX3wmu4omYRnUzaAscCf//xnNgCQF/DVr36VfvCDH1A+4ZSZKYLGefPoNa98JdvfXX311eMeB3GRP/7xj+nNb7481voyFC6VY9hZxlooAn/XilnSvjtoamLSIZFoW7eKWUFKJrayE3U+/+47n+mNshkREVJThLiYEo4KW4slaqI+ZUFizPC3qGi05iZLnpFxD8MXkt4UGb6WpTITFTGXEzL+gxhX12kFJExeeeWVnIwP/37YUcIRRgoOvvvd76aFCxey3SXwD//wD1y/44YbbqDXv/71dOutt7Ljy3e+8x1uxxccH/rQh+gzn/kM+/yLNTMcysQN5pRTTmGHKFhjwmUGeQkf+MAH2BzgeHYyczg6OP81f0llZeX8XLG5HmWLp59+mp566s/0wb////JOVLTCIj+Ph9SYZgASFmZaNMcRGV2DBiFneHXXeKFrnCNTVxpWAfh9LtW+qo6GllfSqFerksOroEr0tB6mpZug4KzmHJrujV4bCAk2+p1ju6m1jahp9UpeY9mORioYeIxOqp5Ldf7jtHU4wbVkTjzhrUwGaoZKacXsAjrxdG+tle2jnM6CpH+4k0GVuai+hk49Wd2cbTV0Z2cvLW04n9uXFieYCHkooyd2ltD+Qc/hDBbNZ5Y20EuXFVCl//Cv3zaX69XMLTuNScvS4iI2JVjqC84rumro3r2dbAogBTwxB+re8N9moIRD5DA3rgM40Pp0YEkN4F7s8u9X+fmrmATiellFQv0bnyzNr62nQp84CjmU+w0VCfMDUHmY+IykmxKMF6hZU1Tg1TMaL0bGUirfsXo2AVD/X3zxRdqHUAj8E/HdePEFnH6ZWLx4MT/L8glHZqYQ/vpd76J3XH01/eEPf+DCeOMBalHs3buX3vGOzNWacyU0USVTQhtpcze8dWtAZErhiOMTB86X2aCJDFIeZ3M/CTOjDam8m8GtW0PrCELW/HlkLFNkSQsLiyINONESsqaJUdrmW0+WIezKNmUk8YiyqraMlRX5yCoezc6jrOF1thMstWgydZ1MQrN3L1Gl4sXjRW+OhoCwszx8+DBdd911nCiJUDAopZJIiQ9+JFQLkBiJLzA++clP0j//8z8zYYFbjPj4A//4j//IDx3UjYECA19/jCk1ZoD//d//ZQLz2te+Niiaido0Dg4TBULCXv9Xr+fNz/vf//5xO5uBkM+dO4/OPfeVsf2qi0pjTQBs0PkxAv2zzo/RoWk4D8c0iQFAUCQZHARGIEQGSou2cRaIEgNoMtTvP+FARvASxy2AQ8q2Ex2pK6Wla6to5465RL4Vs9RbwQb+5E1LaNG7m6hvxVyiFzw3MDiHeQ5mu1ldaProOXRwYz1xggkcw/yHb8OREjo0Wkelf7mMaD1RXWcpIaW2tLbEX/kQNRSXUF/hPFYiBtq7aOn8KqpfVk6l9RU02NZHtK2fN/qwOsb4IBlzlxSqMfrpwWeJrZZ7XjjMREW3n0r99Oijpayq8PZ29FkmMotWeX+7uR1D1N5bQw93ECtMDRsR4tTOhAxr7e0qoPr9NUyIAFZMWr37oG2nN/b5F++DVa5ZXv0b/hvP2k4NHauoqM4L52ey47czOaQ+Dl1D7ZlZQjzb/XjjaYzLJ+HZhJwYIUMAvkCLMyKYTDgyM4Xwtre8hb5y4438TSxs8eLcyGzARucTn/gEveUtb6OXvGR1VueYhCYu2VsXijQ3ulGbUiYwFivmdE4xm6qrKwOnZp5fGQjo1YRUHt/JTEejRW6ShXygU6SK5I0VRYwiyZGxJr0I3YwxTe+CUCdLyFtoXOOUSEXGBpk8A/SYkfcyivlMrOtxAZAKvGywxQhfdtll/IoC1Jl//dd/5VcU4FzmCmQ6TBY+9P99hH55z91MSFAFPFc89NBDXLTvC//+JSotyZykPB5CM94cG20kAOjcF0na1wUzxd1McmC0RbO0gxShXerECPraPRti5Mgk26s5/CkgNBuJ9tQto4ZX1dHo9mbOIxFAhUEY1K6Ha/lcKAeoHQOAhOCpuKP1t1R2/0pWE/p2ht3nsNFvHdxOTTt6OTG+dQeut4yJSqrPKB0qaPQIj//lO9qL6r0Qs6Xz+2mgsyuUawKiUnmCJ63M7dhNFc94exZP2dhFieW1fH5xPULdnqITN48R7gZyX7a/8BhVJsqC80vbOmnp7iN0b9vhlJPYaDsTGZAqBHtVJvrpuY0JL9Rs9Up2P6srbGeVCcStrquAVahDbZtpEa3icUBMKsaKWOUREwMQnHK/XUgj2nEvW4dLacvYdppPrw7MGUae932npzk+kOdn03ve8x5+5YIsSluOCy5nZgoBrPjGL3+ZnR9gZ5fLHx0Jv6gCPjAwQF/5l0/mpLjkYqXrGSB3hRzHQoUwBXJQ2AleSPxfu5ZVGR1iBgiRWbtWVBmflWzYEM610fDnMHlFd3dvuhKgQtYw3mH/ZRvbJEZp3MKUHOLC4YwxYyPTdAhcjskl1lM0K5NJ9eQR67T9PF5EhexFCVoODg5TDwsXLKQPvP//oy996Ut011135XQuTG1QSXz1S1fTW96UMn/JhtBk20/66tAyEBT9EqCP9MN5+NkkOVBVJFwMBSylMKYQFVFddGFN6S+hZxrYfOMFYgMzAdQ0Qf4LqyA9B/iFXI3B9TvZ/rnozEVBqJMAYVdwF+MCnk3NnGzvERmP0CDHpeOB+71Qs9GUexkAdQOqg9denpaoL30QbgUlCeebkHAxQK/NIyoesQEhAFnSOS1oL6pvZGIE0oFrBeHSQJ/yE1bwHCBuuDd6DJyLV2VdIV8rxsB1gvDgdxAZnAvig98RMoYQM3Eqg3qD43yfCkuZ4KAdZAVjSTtIH96l7g7uNZSZgd5wIvxEUFniGR1M5IUxHMJwyswUwxpUaP3Sl+jvP/IRSo6N0Ve++lVO3ooDXNAQ7/ib3/yGfnnbbbR4HG5otroycYRIqzRpiIpB85mKubE95ZRK3UwJSOyK6Zir0OFqEmIm5ANExhP0UzFGgcrjExlz/zwnYlMvxAhEK23vr9iOJkT80ak6mipPxrCwqF2+r6hodzRNjLIQXFKSSAaFJqPaY67R/HtnyO05GqoMQnjL8+Cm2T81TWwcHI46/u5v/p6efuYpDiX57ne/S+985zuzci/j3K4k0Y1f+2YojCUbCEmJUmk04THVHFNxyWleP1TMLK5pFs60hZdJuyY6gLiPQYHZRYu8kLL2uVTm53QwWogKNlVT5Wvm0dhfnE09Gw+G6q4gwb3w/rmsnlTsWEKtw+0BocEmfcfA01Sz42zOKXl+x485D0WAJP7ftD1G9IBnf7yvhaiyroNJyGCH52SGcKuFOzo4r6Szy/vwG2nrTF3naBFv7plojO0KkZHS+k5qKO6lQzt2s2rS9tAjHJ4mH8NQaGoSR+jAnqepYfnrOcm/13i4g6yAWIBoIJxt+EnvmABrhYK0peMgLVhaKnU6mchIvxWziR4chIKU+rdRFyoaWkI7hg+nWWej3csxKuC6neIop5Uoh6kLp8xMQfzde99L3/zKV+g73/0u29f9/ve/t6o0cKO44447OKHrgQceoDtvuYUueO1rMxaQtCkt8soFun/auUI2wFDktWZNKCQMENFGiIyZDA+ioK+Ef1ZykA4LSxGZ1BJCqkxLCxOZLvUy14xuwqNkPK30mONhfaHxLHkvpthiVXqiEmEixpNDUSFxacgghdjWFisQTUBmcWqMg8P0A4jIV7/0NXr9X11M73rXuziZGLarNnR3d9MXv/hFdtMrLCikH/3wx2kF+HKBqC/mKzSnT2SiEv+F2NjsmEWdAWERVzN5QY2RnBrJpdFERSya0VcKa0J98YozegUcNbBJhoMWwtAQcsZFIGEzPHaYE+MRTtZ730EmNMg/EfcwLiCJJPVNz/KcC898I20ZawsslQGoGghdg7IzTI306IEBald5fyAKmANJ+ki2P7R7lNp29vM7wDkjf36U17P9yBh17ehgQsI5M/75GB9E47nuASZBw22t/ArC2do283UjWV/aR9o8IifKC+ARpjBZAllB/guuESQCIWG9MCfwyRAAwoH7AAIJUqWvP0y6POVFgPPwwhqloKc2a9DQVtT5RlnlPF73hF6V4/9/6XiFU2amMKFZdfrp9P6PfYxe85rX0KmnnsrOEieddBI7lsEZBiQHRcjOf9Wr6Fe33UYnrFhhLXiZTWV2mxKTjUGAtd2WTOMTD4nEAs8RcUCi0ZjIaNtlX4XRhCZQZfxXOFwNRAYfqg1auEkjHlI8C87n+F0LtrJ590wJPGcOMSYwO9lUnkR3t2dO4F8YVCM9rkeMLEqP7mTKN3Iv+T26OGjaWDaTArOopxpTYFN70C2oIRQ1X4zkYlOkJtsAQOXHjxsDXlFpBwcHLspXRl/83JfpzNVn0le+dgMbT8CsBqYUICswqnj88cf52YSf37rucvr4P36CKipSuRlHA1JDJqoOTRxsBThBhCThX0NyaUBkABAdr/CiR5yYzPhFL2lH6jw4aPU9Wc75Mf1nLmJ1pgr1UnxCQ38mKlh+ISswSzs89zBvA97FZKH0viU0500LaOWON9Ou1p8HmaTYhKO9qX0lNf3l5fTsr2+kBg438763BlFAgjzIyoGBw/STrZ1szwyA9EDB2MIuYi/nfiuemksLmjzyByWH1R+4idW+lW2cn3+qjE6r3R8OVevcTvNRbHNWLx3aXUOJ5SmyImsc3uStYfuRHXRaWx8V+WRIwDktdas4HA7qjZApDZBGEMHR8PABoCCV1CSC3BsNUZiqq2czORgUZcxh2sKRmSmMc846izY98ADd85vf0E9//nP67W9+QzfffDMnBJ+wfDldfMEF9PbLLuN+JkxCEwXdJ5fcmYwwSAygeYpqTiX8R8gMgYmAzsPxc2/ExSzVHfG7s4OuTJBu9dhOLC2T/JsNmhiJyuOFrQV5Qf76THUn6u7J5dhC4EKdADNsLWbHb/KetMixKPXkaLCJuDo1M8AEwMHheAWeP5dfdgVd8oY30f/97A56+JGH6Pvf+z6HO6MC+SmnNNO73nElXX7Z22jB/GNjDW5TX2www9dM8gNS9MyhjsDlLKqOTHNjJRfOtAHuZUN1DV4l+u2HgvwZcTCbvaqCWttXUtUDB7hgJICcjrLfbqaqy1azxXDjnV4NFm6jw6yegOygfe4PDtCugccCNYHdujY9y20IN3tw5/foldQYhFmJOgOLZRCfe/ceYJIDIGRt/kClX+9lCbed3VvDJEUUHpAq5PfAxvnRA+1UszmVT4M+IApoByF6YucOqkwcofplKTICQoT1w7Hs+Y2bqW1nAYeoAVBysE6EkdW2D3I4HNQbOJ1Ju6xhRJkZ9Hbhm6vRUEiaBhSe9t7wt1sglCCn7IrmRZSlESoznNBh6sKRmWnw4Hj9hRfyK1cIoZkIScnZvtnYoZoWvbpLQDa0IiGbet1JnxiTeyMKiuTgmCFhosroq+HRxS6aEkrlwTdF8m3RyemqzNatIZUndb2+0mPUv9EhcKLOmGNq9QgI/mrGDTRzcOQWGe7SaWMH9zCCSehxJbXG/BOEoC2ks8jBiXJyc8TGwWH6Adbg77jinfyaytBhZyA5UWFoouboc/C7rZYMoN3NoNyYSf8aSPg/WFNIvahZ4udiiINZR90yDjeDgxkq2UOd4ZoobZupeH09zXvvyZRsfxXnunC1e7QrslN36YVEd3oGAQIupLljJSs7K29/M21s/TktHQ7vA7CJb1p9ObWs/wk9P3CASYYkyHeOeU+h0pJVnGeztDt1LsjKgdGn2QRgy/B2oufqg6KbAiFLG1sf4/oyS7v6mfBA3QHY+ritm4t4PsMBEEeYiCCkDMYFnLvT3s/hcEyYEmU0l4aCkDNACl9CvQHhwfjSDsLm1fGZF6u8CFnBGJ5hgmfvbCKfYV1FtXVUXDixPJzkqEvmNOHIzHGObBWafNejkfNsueIh9zMbkRGYREbixvzcGyg9WsRBor50DVzR7tgQSRIQZqYXJcpRd/eLfogZTCQ91xWTHGEs9DLvit6T63yeVAicILVWjlVT43aZYWtqnTalw5aHHwkdapaBgORTwNFmamb42mQQmRdfRNXjiY8zlB6O7eDgMMWQrY1zpkKaJvGxGQhIngXczcz6NGgbqisiTWuQX9NdU0inNJfR5k7P+UssmQGEXJW8Zh4Tj4bb25jEBNfVsoUT/hGOlmyHIQBCyihEdqrXnUDJ815FSx/wSASjgNi5rK4uXb3Bxn2gcITJVOnyZUE4GlH6tUI9QRFOhJYh1wXne2N4tVhW1r+Z29r3djIJ4nMKSmn/LC8cDurNb9p2MxlCXRoQBagkAhCiRzs2c0HOukrvrkkODMiIV8Dz57Rrv6e8gLSIQoR2KDPIKUJ+Dy4armZoZ6c3Rdr2t/dS20B67hLfKn8Mb15YMw/x+YurGtNMHBymLhyZccgKthycbPub+RI5ERmdWOO/trRokpDOeUKuaCokzIaENcSs1ScyeE9ZSPI8G8KkIy7MLBwx1+oTJHzEysds+AZpwuXdQ3vomr5tnuJD0aFrNmVmorD9vTLKOOlD5Gs5Dg4OMxO51qLJtn6NEBmbzbIk+4PImI5p7Gi2uIT6/Po0Or8DKgCsfo+0ezk0mtD0Pdnl1Zc5fxU1/NZTVgQITetYXukZArS9mh3NRL3BzwX3VXP+DJGn3oDQoK2K5rGVc+FfLmP1puy3jfRs+0+JComtlxFGVbqplc89cftb6amd3wNfCEgJ1JH5bd1Uf/VZnKOz7bHvM4mRcDbMMb+2nvNnQLqQayOWxpgD7V4oG3Hdll1tRQGZGqPDTCZgMQ01SggPwGRnlkc2YDQw1lpBj3Z0BmREyA6311czIXp+YDPRkWqq7/WUFYSnabJS9kKCDQnk2tAO4G+E8D+YEaDwaPtouF3ynqCmOExtODLjkHelRtsHa2RNZCJIjFY6osYGkQnC16DK+HKLuVqoMthHl55ySpB/gxAzL/E/5YgmOTgyLtYqIWZ4Se5hTUz9m1SI2aEQkcmUg0MWgwJBeNzZ6ffEli+jf84yDyemqx1ZSC1Z1u50cHBwGBfiFBjT7tn8PSrfxrRpPnVubaivmABoCKGBKUB/+wjRUi9HBp/apb66gFdhXTkTHs+ueSU1bEpZOWNTDrtmqDdwKUP1+p7W33IbCAPyT2bVvSpQb2AewOFoeO04SPPXE6s+yL1Z6RMl5N1wqNqO3dR6fzmPu7Tl5V6omuJuIClFuxZR8eoGWrrjfI8MjYZzZ2rPexXVwcTgt43KqMDv03OAXddAikC82qEoUQWTB7RBNYFjG9pgl8znzvLIloBtpl+4jQ0JBGXqaz6EkR1ofZrJColhy6zU/YcBQ+OfT+Nr6xz2iaf/pxLHOZgEtCJkbtQjMpifc2nQta6ICuqqKF/AWAVFEzPEKBix5wbNZDgyM4ORTQiaJi252D1LDZpxhRFJOFkMiTHTa1QEWsoVzScJOqFeQstwJQnlDZ0yJ5BwMM8VDURBcnBY6dmwIQgxizBRCRaVUnqgyMgHcWs4B0cuRhEu7bYWtKsf07lfhKmAumFyDwIzhYg8nJyRwx/4aObGoM5MUR4+3UbCeb8ODg7HCUxrZ63aaLXFJClCZMxj+mdWdKoLCKUWYdNskhuYAvSnPuE5/2O0vZTzckBKWmklkSI0IDz9u2oDs4DGB5QhAEjJpmepY/lqrz5Nm6d2CEAUFvq1a8hXfqp6DvB5PP4m4rowCClb+mc/98ZXb3qSB6l64x4ikJXVK6lh/QpqLdyeUmD8tfOa1bo0oQFAppp2zGXLZa06ifqysP6NrFQN+OuqKkvlqKDA5onkqT9yzSBDwdjLl1Bjz2mheZFrI2SF/7ZNzdSw4yCvXdpBVqSwprSD5JWNeuFvUHRg9MDqTa2rNTPV4cjMDIWQlChCY1NexpM3YzoBW8cwv6ZXO944ImMRb9INBULrT70nDFVmwx0e/0mFmDX4IWaezTPn31hUnm5DmQmFrYXyZSLC1owQM21QUGu9mal7oK2o46DJHH4OHNJwE30jhXHB5pBmgSZJLtnfwcHhWISYjWc8ISbys3Y8syk40ob3LdRL3TVjXg6Nv6nGO2dm1BQGhEZsnPHe8WIRmwX0vSRByfYlgZ0zqzM7qqmjrojNArz8mRRhYbvmTUuo9k0LaMjPvRHSoNUbPne1R5SoxyNCeDcJDas6dDggQ/Pp1azeQEXBmry2Lu98f+yi5ZVU4ytDnhtainDgemt9kqZVJwHUk3JYWO9YwsYAuF5RRjjM68xFVINwsR2NaeciTAxkpKyjMUWGSuYFZAXrSq6Yy4pWVY89kR/ExWs/EKg9uljmrNo8JGA6TCocmZmByEaRyTVHxjwndvMa59mrXcz8n00iA8QSmXDxGVYjmgwDACYy69YFqgw23OGimyAdJ1N19WIOMeOxjRCzFEVIkQ+pg4O8Hm/MFw1nNOPyDFVG3+kOf61z1A0Mh661Koe02YE6E4TxqRuW5pAWAfNPo8noRGCOYXNey6c1OOrMFOZBiR91+Z8ODscFkTGVmLixdC6MVl3i6tZIm4S4NVQNEi302kzXy8BIgAlNGCimaTMLgDozsqOcScHQ6oYgf0Yw6IeMLXvDbNq5w7N6NtWbWXWrfDK0hAb+7G3cmbi0HaT52z0zARATeuB+AutiowFFaKCS4F1UEpAa5OZAcSmjlUxKqtuagy/dtKpUsaqCiUWpT9JMUgLVCWQN11jQHk7WB/GjpfOYYBRv90iOBshOYftcbqumZo/8qWKlmBfr0+eiHUQJwLhQeIrb6kNtYvYwNJi/rTJUnlnFE1N6Zg2nF1Gf6XBkZgYrMkC2qkwmRG1EI7+Fj4tBU+FlumtEt2gio3bmIBnB90RGrZqUKqOJDB4kJ0sUmtfBDzEzH0zVOmzNT9yRpaSUHi+3xUOqDo42FDBto4MxDaRUGZ3bE9kxzVRgTnz3tGNipxxbNFMzFEshTnNMU7FzcHBwyEcifxRpyZUMxREXsXiOK8wpx9uqRz1TgM7RNHeseU3F7HSGfBkB+uzeOxwyC/Bshr2QriObS+mlr6uhJ9oXBcQC4ByU7fW055lKz0zAt3rW7mfzN9bTUN0y3rxDfQCJYbOAgjmec9qTYec0CdsawJNjBwUKDZ55MjarMFBDHjjA+TMgPGiXBHxgbEcHP61ASkZASHzVBe+4Nqynr7OUVp1TSVtrCqnvyfT7iXt1kBLUX1fK4wE4D6QDeS1UV0Sz6haxGgMyJMoK1DAmQ8srg3YTQmqQuyS/8zk+Siz5UA5TC47MzHAlJp/EJZt1xBKZmBgkk9BoIhOqJxOX+CFjg5287W2BKpNK/Nd1ZRo4VyaweP7ywwGZkcR//d1RKAcnrfimVmUa2EIaBCFT8n8Ifh2cdFGrVZEkdfv8+6BDzKLc0QAt5ED1EZvryI624xG1azLBhZ45ODjkimxIS77NA8zQMl2bxtaPCc0Cz7o55V0WBiyeAVuBRjO3RgCHNc8sYC6VdbSFVA4Uk6w+tYw6jHAzbSaA/BmoM5w74xfqFLLU15nghP+GHauotd3LMQFAejjHpW4Z59AgLAtjg/CA7GCcsk2NbDQAwoOwOBAVJjUIG4NCQ4tYJeEvDFNDM5BbtLumkEnLns7KIDRP5y7VNxfSVvRV4XkSxsbEsHuMQ/WQf2SSFpBDkEqvPTy2kCE9ntQRAobEWCAPQMjarJKJ/dudNeSSOU04MjMDCU2+QsjyDkuhTFvYk7xb3dHkJPMEfZLPUH6zwatVE95wz/YJx2LmJYhES2z4TWAkYN4t5MrgzuBxM8cPMRNnNDMUTAwFTAKmCUfcvQlztfTQtdBNU+/mmjlvJsN0UtgzkmSMI/YsTolBWyKRXwOAWb6jzUSQdGq+g4ODD11M0zwWBw5VQ8jZwuKQ1bM4ozWcXETP7Ru0FuZEzg0tD2/eEYqGzbuYBUCRESUEhGTPMwOscmzyw80QCiYJ/wil6nuyPDYkDCQKqklZa4LJChL++0Baeg5QeftIYERA61NECf1AbhbuWMJ2zwgZG0ZujlEkFESI1ZQVc3mtmFMKYIJogHCAeOgICFGrQPw8hYaCXCQmIgYxxLkmNRRLbbzj/pkqmRAY6St/H2Cw3ykzUx2OzMxAQjMeNSbqnFwczkKIix2LGNfkJcG4Mo6uoGk7GewEksi6dUGtmlRqjRAO5MlUMomBeMPha7emVJkOS8I/XrwcP3TNj0hThTdFOTEMBfxYNFuIme3C062eo++PmYsTCV9FklOygjAqG2l0MouDg8MUR7b1ZvJRfNPMwzFNBYIwtQVkJTS1ft2afkshTmzeYRbQh4O+0oHwKmzysfkH2UH9GeS0INEfoWWszrRXB4nxtpCwvvZyJhuNLZ5LGIgM2yUXe0YFsFfG+Shq2dPqWyr76g3IidTUad3h3QetHEGxgfIDJWRkB9f39MLoOJRuLj8LcS5ftyIc+Hm3EJYm8ghNFGm0hIPjvoKcnLTAu998fucokxiT8MhY8neqqvLIjcPUhSMzMwzjITKTNmeWm15biFna6THEKJBCQGTWrGGipFNrPHIwO2TDHISXCTMxiIF2RlssqozYPH/NJEgUFMsUQwFeGkhSBOEQtUe7o6W+QZNxDwXuaBIWph3SMkK5yAk/0bVrHBwcHGYyodGhbNnk6Nj6aGKj82xAbLRpgNevgwkNj+WTGmyw8QJ5kbybEv9n2D9LWJZ2yhQI2dHOaOSTh9H2WjYDQA6KhIRJW4FyCcNzh13LCsKhaADUm6q2OV5OjQLWiHUd8XNRAHFOgzKEuTnhH0RqU3+oQCiuA+QN5wNmrpEmNHJPoKjgfuHegawgTwljyFpkHNwvkBQmLOp8AGPYiqHiWH9R/pSZwtoiKiyd2Na7MI+GBMcL3B1xGBdyqU+TD5i8xxpeZusox4TIIOHfDy3Tp4IMCGfw02m8ujI+45FQMB29LGSDZ4SUs3Yth66lnNEEYvN8cio0DmOr0LUoQiPuaOE8HLKGmEmtHSY96p7YSFiuyLfYIsYCk4WeHtz/fDyA9N/RwcFhpubdmKTFdq55LI7c2ELWoopvcr5IopA38hVqA44NPIiOhGXpXBAxFTj3rCp6yD8mhAVuXaywLC3l3Js9vouYRyZShAb94A4G22NAEveFIEC9qWqZF+TdwEgAKk9R+yJeG0LAcI5WZtAO57Hq6iomHDAE8FSZFFnq31UaKE9bffKGOWVekBLbfQJAaAKyolQuTXjkXAknk/dMxg8OUxeOzDhMaaJki0azbqzloM3zVxXhNH0CvK4pVUMUGQ4vu0OxHgVdeBOnl/7lX3rOaGsuoJaQM1prms1z4I4WZ09tuqOlJf+HDQUkdC24bKN2jYmgcGa4u7GciEKceYCLRHNwcJgJJCgb9UeTmqiNdGAPvdBL/o80EfA3/RoIlYLV81aax7kykp8iDl4Aatvsah8J7IyF9ECdgcNXIXn5LXIMAMEY9QtO6rwbAQgX+gyjPgzIEOrZWC2oRynZHlaGxN2MJEemZTg4D9eHEDGYAUCF0aF58i7kz1yPEBrpo9/lPuuCqQ7TB47MOEwpVSZTrkzGOUBchKnoYjR+eFkUMVLijW+Z7BefiajTEiq8KeFlofI2upjlyYHNc1CzRoWY6dheGd8MMRMCZs+X8UwFgvsSlztkXLzc71T3DHbP4zQAsHW38U4HBweHmQatztgIjS7GeahqMAhFMwkNFAsdOiWhVdj0e4QGrmHp42ND372qgj/9kTOja7QE1sf+l1ui/oBU4Ljk3WiI6gPAaABOZuF2XK/37AlyayzqTFtTsbc2FB/tHE3NjXAz5ASdXJRGaAAQPsmP0W2mY5zkz5iQXBnB7Mr8hZnB5rmkbILjDThDAhOOzDhMGUzYTEDeNYnx3zWRsblqCZEJwsuMODRzZSEio+rVpHJwKERkQjbPKs6tywhd02SJFRSfXaVc1zTZgOIzOxQiFxVelnYNsSxCEzGFODVpysktSGhNfZs3fmThNOfg4OAwTtisnU1Sk2Yo4Ns9m7CFXulcEhAa2B/rPBS0S7hah+GcJkQGhIPzdrrH0tQf9IEVs3ZbE9VH3NhAeEwrZowB0oFxkVsDAiXqjACKDBQY9OF5VRuuQa6LCY8iM/Jzc2Ml36tN2/pD4XnyjnvIfXxAlbHdV4epD0dmHKYE8mb9bLM8MzbZtvybNJtnC2SFQR6LUa8mLIh44V9iKiBEiVWZDXZLZhl/sXZHQ4hZU3MEj0iFmKXyZYxkoLh7pMLu0kmYpXZNHlUZBwcHB4fs3dCC0LaK1DG98Q5C0XyYrmjoK25fuyPCr8Q5je2gfSBUDGQCpMFaL0cS7dU5GhKOJlbMAqgsmBOK0kFLPR2QI4wpKouoM+Y1yj0QsqWx5UAvk5UlCz13Nw1RrbaQ10cTGQnli8rLcZh6cGTGIa9FOI/G3FZEqQJKlclUfiakbISTaqhUyzm6Xk1TU2DzHJ7DIwNCZEKqjCUMTOfhhBL/16wJQszCp3hESdet8cLj7ERGKz6x9ysYW40ZuKTlUDjmmAMKVj5in41AbwcHB4c8wiy8aRIZITE69ybOGprr1vi2wmZ+jY3QYFOvHb3kpaHtiuEUZhIhOdeEOLFJXRhYMWvwvH5ezB78vLyWw9w0QFA4HGxhurOZDqOTvhq4foTlybrNMDPpD0IjZNC8ZzhembEyW/YoTxRSafnESFJhiSNZJhyZcTjmmDRiZFFkdDSa6dwcS5T0WFKvxndHC7uMhW2SNZGxua/ZwtcCm2dr+FqrUdwzFWIW5Mv4yf/mHCGS5Es5WHuqEGdWtzG+k1ETZ0pHojk4ODhMMnIxAbCdm+s5NugNepySIcdtioQQIWnDubrIZJyKAVWFsTyVd4PwNZyPtYGMYDymMUaBUBAQmTsomKlIiagzQtIwnr4uvW5ZhyY1Zq6Nw/SEIzMOeUWuyf+5EBnr2BnszqLGN4lMGqJ8gw2nALs7Wri0TUo1sasy1jwZ/5Wu+Egui1ezRshSMD4QocyEatZE5BGZhExuQ0DEMjEfmcOFljk4ODjkpUhnFGz2zibJwWY+jmjoXBINySURdy+MI0TIHE/XZ9HnyHlp5gQWFUcc2dhi2mgDycB6WhMjKWJktIsiJXk4ug0IFKm9w8E1mw5nUWjIgThmAgpwllVMrAhncaEr4mnCkRmH4ytPJsP4tnwZIDJXxnQJkGMGGTC7as4TMhVQAHFJKAUlRGR8hmJXTjwio8PLOBfHqC/jXVd4Pn1SFJGRELmIlKPwRWZIiMmG+0yeAUA+Ng+uzoyDg8PRIzRRakzc+TaVRh/TuTVafRB1xhYipot66lySKEtjPa+EzmEMCXmLI1SinnAIm+TtGAQLY3kEq5dD5GwEjNe7wKs1Y0MUodHQKlNA0MacYjPV4ciMw7TLmxkPsq5XE9cYoWpoR2hTjYkNX9M1X/QJPguSXJwwUu5lIVXGiOsSotRl5snoBVrTa8LuaKHaNdmSvSwxmUUzHRwcHKZzkc6JjgniYyM0mlSYKoZGlKuXJjSaxERZSguhEeDcqHAusVLWEKKF9WA8M29HrxfteEHB0XNodUYTGg2d/yN9MRbuYU+Py52c6nBkxmHGhK9pQqP34FmbCsSwnyhDAbOQZey4OhdHmRbIqWYujnCSwCEtJoTNVGVk/KiSNGkhctmGjVmInm1slzvj4ODgMH7iArISR460kmMqLIJMbl3Z2BTL2Nnk8JiOazZkWpOQFYEOERM1ScLN4tYrhMim8Ajkmloj7LPHg7pEIZVXTCyBv7/IGQCYcGTG4ZioM8dK1cmoxmTKUleFJm2nWU0FotiCLS5NhYDZlCRDvPEc0iKYQ6TqEzG+JktpytI42MmxtWSGm1k+HkB9eRjDwcHB4dioPBLyZVNOciUwUUTDJDJRtXPiSI05r00xAlk5dW4tNTd6DmRaWdLkxabOmHPEkSad/+MwPeDIjENeoTf6UYrHZBOZSRnf2KzHhaxlVB1sHYTIKFUGkNC1KMUkuMeZFmS+LN01Ics6BMwyj83FLOqyHRwcHBwmF5rQ6OR8QG/adUhYJlUmSmXRRCZurqg+NtiIR5SVsm196CPhcZKfo9tF3bG5smUiZg5TA47MOBwVTJv8GtlxR+zAbaqMdDf39WlkLoPik00ujuqaXQibPsFPsDFD2EwikxYmZ9beMefRDMtYUrYcK/+AhXVZHsYZyMMYDg4ODkcXpllAnEJjKis6cd9EXJ6MbPxtBEX3tbmwCTQ5MU0GMIYYC2SCDq2TPJ0oQiPtej49x+He/DnRza4spIrKiW29+2a5MDMTjsw45BWygceG+VgQmMl2SNPNcU5mGce1sZ+IEzWJ0V2zcmDLEMJmRtZFKj9x16OITKZcJX2K2acrt7QoBwcHB4cI2NzPMuW1mApOlPoSRWKiYCMyuk0TB1MZMdegraIzXUuUm5uN0NiuNRvS5DA14MiMw7QANsm5mgBMxhoyIZLIRLEf9W5LnLeRpFg1w0aWFDvJNIcWWEJz4CQtE8XMbRNyMq7bwcHBweGYGgrYFBzZ0JsERpOFbEOxcin0qQmGuZZsjAmyhRlmJ+NrZapiVt6mc5gkODLjcNyEkx3tuaNElownZHk8LmLMCiEb0jFDXRzz1MgQtrhM/giilA1hmlxyAwOAfCRwum/mHBwcjh+yYh7Xx0xCk0lViUJcKFtUvRybMiLWyICsJ86RLc4tLc4SWl+vIJ+EKTRXZSlVTtBcoJfCttIOjsw4HCfqzLE0Fcgq4T9DOFim9ZtzWPNxRD0xT8oihE13s4aY2cY3T/JhClCmSJTp2hwcHBwcjm2Nm1xVlGzG0kQmTs0x7Z6zUX5MFUefE1e4U9SYyVB9HI4eHJlxGDemdU5MDiFseZkzZscelWeS4zD2XBn/XSf9Z+qeNRSJsY1vjhup/jg4ODg4TBnCY1NOTDJk65OJFEWdExfClg20lXK2BEirOCAyR4vENFSUU9UEiWL5WHRtnJkKR2YcHKYJcsqTyXiSvVts4n8MWcoU9WYSmRyXNw60EVFJHsYZysMYDg4ODtMHR0PFsYV22cYyHdKiwtH0ubZxo0LQnBJzfCC9KpGDw/FktZwlbO5rR8ORLcrq2cS4cnIsDmMmadHkIlItiUre8d/jVBmQGBuRMec61uYOxwJtbW30jne8gxKJBNXW1tJ73/te6unpiT1nYGCA3v/+99Ps2bOpqqqK3vKWt9DBgweD9s2bN9MVV1xBixYtovLycjrllFPo61//emiM97znPTRr1qy016mnnjpp1+rg4DBzCU9UX5AP85WrS5rk1UQRKumjXzMVN910Ey1dupTKysro7LPPpsceeyy2/+23304rV67k/qeffjrdc889ofZkMknXXXcdzZ8/n583559/Pj3//PMTfs6NB47MONBMJzI2ApOPaxzvGDmJKzYGYoR/AXE5/FmFfEWxnyyuIVs1Jr+E5ohfa2aiL4wzOcAH/DPPPEPr16+nu+++mx588EG65pprYs/58Ic/TL/4xS/4IfPAAw/Qvn376M1vfnPQvmnTJpo7dy796Ec/4rE/8YlP0Mc//nG68cYbgz4gN/v37w9ee/bsofr6errssssm7VodHBxmFqFBm7zyARspERKT6xzZEhqxbkbSfr5QVVQSujfjeWGMXPGTn/yEPvKRj9D1119PTzzxBK1atYouvPBCOnTokLX/I488wl+MgXw8+eSTdOmll/Lr6aefDvp88YtfpG984xv0rW99ix599FGqrKzkMfGl20Sec+PBrCSoVQZ0dXVRTU0Nde7Zw+zKYebieCYyk4HJysXJduOfDZkRRColMdZkNgezuLwZGw8KahPhc2bRIurs7Bz354x8VhFdSkTFNHHANebOCa3Jhq1bt1JzczM9/vjjdOaZZ/Kxe++9l173utdRS0sLLViwIO0crGHOnDl0yy230Lp16/jYs88+y+rLH//4R1qzZo11Lig5mO++++6ztt95551MiHbu3ElLliyh6QT5e2/e9DRVV1Uf6+U4ODjEINs8m2yUmTh3NPM8m+KTTcK/hKZV0jBd8upX5OXZlI/Pqu6eblq1+rSc1nP22WfTy172suCLrbGxMVbwP/jBD9K1116b1v/yyy+n3t5eJiACPGPOOOMMJi+gDnhOffSjH6WPfexj3I71zJs3j26++WZ629veNq7n3KTmzAjf6eruztvEDtMTMy8YaOL3yyQeKRIzkbuZ+VxvHq9fNqpuuGil+sX8sPQ7yvgydm+v995vPH/weYW2hQtT65C5cG9kJvl8yeL7lSyQL+vK4eBBpFFaWsqv8QLkA5K7fMADkOgLCgr4G643velNaedAdRkeHuZ+AoQALF68OJbM4AED5SUK3//+93nM6UZk9L+VyQhbcHBwmHz0jETnJcZl4uD/eSgU3TSUNkZ5RF/p19vXT5UgNb2DXEPmSG84oX52ped6Vunb+0vCfT6eTfn4rJIxsn0uDQ0N8fMDKr0Azxp87uPZYQOOQ8nRgOqCL78AfPl14MCB0PMIZA2kCeeCzIznOTepZKbb32Qsam7O28QODg4OUZ83nrqSO0pKSqixsZEOHPhl3taD3BR8g6UBqf7Tn/70uMfEQwDhYBpFRUVMOtAWdQ6uDw8HDXwTFnUOQgUQXvDLX9rvB8LUfvWrX7HaMx0hz6ZXnGcncg4ODg5T6dmUr8+qXJ5Lra2tNDo6ys8KDfwOdd8GPFNs/eVZI++Z+uT6nJtUMgMpCHHV1dXVnCjq4ODgkG/gWy88LCYiPSNREd8Y4ZuofK7L/NyLUmUg13/hC1+IHQ/S+9EAYpsvueQSfsBdcMEF1j4//OEPmRwhFno6wj2bHBwcZuKzKZfn0kxAVmQGklCTKwrh4OAwyRjvt17mQwOvYwHED8MtLA7Lly/nb+jMxMuRkRF2fkGbDTiOB2FHR0dInYGbmXnOli1b6LWvfS0nWn7yk5+MfBj+13/9F73rXe/ibw2nI9yzycHB4WhgOj+bGhoaqLCwMOR8GfXsEOB4XH95xzG4mek+yKuRPrk+58YL52bm4ODgkCcgQR95LHEvEIdzzjmHSQnimAVI0EdSJmKObVi9ejUVFxfT7373u+DYtm3b6MUXX+TxBHCOefWrX01XXnklffazn41cK9zQXnjhBXarcXBwcHA4PlFSUsLPD/3swLMGv+tnhwaO6/4AHMmk/7Jly5iQ6D7I4UEujPQZz3Nu3ICbmYODg4PD0cVFF12UfMlLXpJ89NFHkw8//HDyxBNPTF5xxRVBe0tLS/Lkk0/mdsHf/d3fJRcvXpy87777khs3bkyec845/BI89dRTyTlz5iTf+c53Jvfv3x+8Dh06lDY/+px99tlH4UodHBwcHI4lbr311mRpaWny5ptvTm7ZsiV5zTXXJGtra5MHDhzg9ne9613Ja6+9Nuj/hz/8IVlUVJT88pe/nNy6dWvy+uuvTxYXF/MzRvD5z3+ex7jrrruSf/7zn5OXXHJJctmyZcn+/v6sn3P5giMzDg4ODscAR44c4Q/1qqqqZCKRSF511VXJ7u7uoH3nzp2wzkn+/ve/D47hIfG+970vWVdXl6yoqEi+6U1vYrIiwAMH55ivJUuWhObu6OhIlpeXJ7/zne8cpat1cHBwcDiW+I//+A/+MqykpCR51llnJTds2BC0nXfeeckrr7wy1P+2225LnnTSSdz/1FNPTf7yl78MtY+NjSU/9alPJefNm8dE6bWvfW1y27ZtOT3n8oWs6sw4ODg4ODg4ODg4ODhMNbicGQcHBwcHBwcHBweHaQlHZhwcHBwcHBwcHBwcpiUcmXFwcHBwcHBwcHBwmJZwZMbBwcHBwcHBwcHBYVrCkRkHBwcHBwcHBwcHh2kJR2YcHBwcHBwcHBwcHKYlHJlxcHBwcHBwcHBwcJiWcGTGwcHBwcHBwcHBwWFawpEZBwcHhzzipptuoqVLl1JZWRmdffbZ9Nhjj8X2v/3222nlypXc//TTT6d77rknaBseHqZ/+qd/4uOVlZW0YMECeve730379u0L+tx///00a9Ys6+vxxx+f1Gt1cHBwcJgeuOkoP5uA5557ji655BJqaGigRCJBa9eupd///vd5vzZHZhwcHBzyhJ/85Cf0kY98hK6//np64oknaNWqVXThhRfSoUOHrP0feeQRuuKKK+i9730vPfnkk3TppZfy6+mnn+b2vr4+HudTn/oUv//0pz+lbdu20Rvf+MZgjJe//OW0f//+0Ovqq6+mZcuW0ZlnnnnUrt3BwcHBYWriWDybgIsvvphGRkbovvvuo02bNvG8OHbgwIG8Xt+sZDKZzOuIDg4ODjMU+LbrZS97Gd144438+9jYGC1atIg++MEP0rXXXpvW//LLL6fe3l66++67g2Nr1qyhM844g771rW9Z54DactZZZ9Hu3btp8eLFae34xmzhwoU8Jx40Dg4ODg4zG2cfg2dTa2srzZkzhx588EE699xzuU93dzcrNOvXr6fzzz8/b9dXlE0nXDSko+rqag5dcHBwcMg38L0KPuggVxcUjF80HhgYoKGhobyuy/zcKy0t5ZcG5sQ3Tx//+MeDY7gOfGD/8Y9/tI6N4/i2TAPflt15552R6+ns7OT11NbWWtt//vOf05EjR+iqq66i4x3u2eTg4DATn03ZPpeO5bNp9uzZdPLJJ9N///d/00tf+lJe27e//W2aO3curV69mvKJrMgMHhZgcA4ODg6TjT179lBTU9O4HxZzy8upO4/rqaqqop6entAxSPWf/vSnQ8fwLdTo6CjNmzcvdBy/P/vss9axIbXb+kdJ8Lg+xClD/se3WzZ8//vf54fOeO/hdIJ7Njk4OEyXZxPUisOHDx/V59KxfDaB2Pz2t7/l8DR84QQCBSJz7733Ul1dHR11MoNFAHu2bKGE/7ODg0Nu6KIEJagr+xMkkW7BgsjxohCaRyfk7d1rP2HhwtTP/nxZjS9jY1w9z4svhk/Q4VAYX+ZT19bV3U2LmpuDz5vxAN9Agcj8E76looljkIi+0NPDDzFNHmzffk02ED721re+lb+R++Y3v2nt09LSQr/+9a/ptttuo5kA+bfyhwc28MPdwcHBoWckXf2oKioJtbX29fP74V58yocxpzL8+d7X20tXXHzBhJ9NIDIb7n94wp9VIDFrXrV2SjyX4p5N+P39738/E5iHHnqIysvL6Xvf+x694Q1v4JC0+fPn01ElMyJlgchEfRvo4OBgh5CC8H9jSE1Li/cuH3hdft+0b4TiyIZeQFdq3MpK+wkdHanxg//HE6HlCLxuPjGTsTFuebn3865d+FQNn3TwoPe+dKnXV+azfJ7kI1wIs5dR/oDPvUyffXBrKSwspINyrT7we2Njo/UcHM+mvzwsEIuMRMqotfzgBz9gad9MwjxeIf9WsDmornJftDk4HEt0j6QTA43qotK8z2OOibYqKomee2SQDvf1U2VVFR3qGaSKyuK0vr3G73DrytezKZ+fVdk8l47lswm/I+emvb09OP6f//mfnC/zwx/+0JqrM144NzMHh2OASNXDZA7ZtmU7vh5Lv/T4GeaRZp4jTnK3zQGio+fJ4ZpyAWhgdR5euXx/VlJSwnHAv/vd70I5Hfj9nHPOsZ6D47o/gA963V8eFs8//zxL9iArNuBbMJAZ2GMWF6c/oB0cHByOJUA05DWR8+PaQFTMl+1cEBkbWntGgpfApt6MFyMDXTQy0DnBVw4RHnTsnk1wPAPMPCP8jvnziayUGQeHmQJNAnIKCctivIzIZmOPPgaBsJ2GLkFYG37RnWwn6GP++DhXr1+6yHChZcgvcYRITgKhMc85TvI7kDB55ZVXsiUyXF2+9rWvsSOMJOODaMBp7HOf+xz//g//8A903nnn0Q033ECvf/3r6dZbb6WNGzfSd77zneBhsW7dOra+xDdciHuWmOX6+np+SOlvwXbu3Mm2zA4ODg5TGUIsslVrbCRGzpU2IS5xiOujCYz+veI48Bb5yDF4NoH4IDcG81533XUcZvbd736Xn1MYM59wZMbBIYJ45JzjMo75IsePYihZQvhB5BxCKDQQAmYhNeZywl0SlDDJkrkQE5rQGPNMd8DOEnHR+ODGBztsLJHsKImUL774YuhbKtSIueWWW+iTn/wk/fM//zOdeOKJ7BZz2mmncfvevXvZnQzAWBooPPaqV70qlPiP8VDkzMHBwSGfiFNTJhI+Zo5rGytublFjbGrL3KpSK4mJUmUaqorSSE1b1yj1F43SdMflx+DZhPA2zPGJT3yCXvOa1zABOvXUU+muu+7iejNHvc5MV1cX1dTUUKeRbOTgcLwg62T6PI6bNn42YV6y8W9qCsa2RWupbt74ceFe5kkgNfgZczQ1WyPR9Pg8R8uW1PgydtR1yElqHr5XiQTVLFrE9o7j/ZyRz6pvE5GfwTMh4PH3t77lpPvsm3qQv/fmTU+7nBkHhxwQRRBsOSjZAufa+kepIXMqoj+l9Tri1hBFZEwyY+sT1W6SmYG+Xvr831yUl2fTY7+6g6oqK2gi6Onto7P+ap17Lik4ZcbBYbyI26xnOCUrMSJu/JYWVkRMsmQXQnz1JKqTyDgWcgMihPNNbpIxzCxqUVEqznGkzjg4ODgcK4w3HyXb801iogkJzo0iNHFjmaQmFyJjIyCisGRDZMy50Q/nmyFnDlMbjsw4TEvkO7cl01xpc2RK1M+Q16JJTez4tnAwOdEybdR8zVFcIU4NCuSX5hAHiSRMco5ecxRxmmTgO/qJffflwX1AOjg4zBQikwk2hUUfAzHIldDoMYRYZDOGEBmTdAiR0apLVFiZ7Zr0eY7QTB+4Z7XDtMPRzm0ZF2I27bGJ9BpCCmKIk6e4pCfpm7DmtmQKa/OPyxx427Ah/XS5luCCzNybmLG5r0DXqXFwcHBwmDCi1I+4vhpyXrbJ9eMlNCbMpH69fk1kEAZWnygM3jUhMVWbbIiOtMk7xs0nhroO0tDIxIKgh7L4W8w0ODLjMK0QlYNyzJL1M4SaRTmCZZ1In0UeTZOf1yKwiTkeacqR0GAg/zrM08w50Mbqj2ZotnlMBqcHqq2NvEYHBwcHh2iYxMEkH3FEJapdH0ffbJLoA4xDGhcylGk9mshEEQ6zD4gOfgehkWvZcsCrKKP7CJFBH4yBY/s8h2GHKQxHZhyOG+Sb0GSMiIoiAnojb3EEi0ohiQ0FM4kBXmvX8q8gKJLXYs4lgKKyZg3maIoMBRvs7qZSVDg268DwjWgO1vvww/YlRoaapXekoxFmFlEeNCd4jzYHBweH6YNMpENUhzjVBueZCfImobFBztNjZ3Oebf3mGoTIPLdvkLq7w3VKqqs9Jy70B0kBQTH7gJjI2jCOSYL07zJ3vkPNRtoP0sjAxEo6j/QP5G09xwscmXGYOYiwHY7rZs1tsXWI2rwboWC2+pQpZ7AI5cQkF3ICWAUITUsLqzNyapSRWEidkVAwRWT0e6l2JoMRQAbCJHM324hcnCmAS/x3cHBwmBTr4yj1RI6LAgFowiHtup+oJtIPx6KS7+POi1qHLalf+mgCIkSmrzNFPCpqUl87gcjs3jsc2W6uWRMeECIQGglZkz51vmLjMHXhyIzDcYWsw8Fy3EyHBIWomKsMoWDSRTiCCU89iQ43SyMakFpAaBTZMNccJkuKcFggdy0YRTMjXo93DeBBtjCz0LDZ5M3IiTpvxsHBwWGGINucklwKTNqsijOpC5nyaTShiCI05lxCaqIITRzRsjmTCZE52DJMQ4qolCiiImpMx4tD1rGFoNhUG0Afw8+i9pS7nfKUh/sTORz/yMJ5THJbMkWOeaFUEWTJJrf40En0NnXGjxhLkQ0jVEuIjP65VGLHfEIj6oyeo7u7l1paKvl3v1tKnTE7+8DVJRByppnXmjXW7umpMBmKaB4l1BBRVR7GcR+QDg4OU8VpTBLrxzueDqPSygNgU0+iSFA2oWOSn2ILV9NERlskP3OoI21O/C4ERIjMaLvXp7Au9Qktao1uN/sIidGqjancAGZ7eR3lDSPtR2i4v3RiYwxMrmvddIR7VjvMrNyZaJYS+jWquzW3xRbbpZPgVSiYGTEmEKLBWJPwCI0RCtalyYYQDhAa32YssS5dnRFCs2FDJfMeGS5KnSE1xxzzGn11acKpMGZnZTTg4ODgcDxhPKQjLlk/U6J/tjBDqfQcWnHRSfapJPowQYmqyyKERq9VKy/SJsRIjpuky0ZkTICA9O8apGS7cb99MgOVRRMeU9mJavfGyHAzHY45HJmZwTiatVryBdMdLCfE5W746onpPGY7JVZ9sBEaGX+NF26mFQ5NbjTZaFrTTImmdIagCQ1eTZrQ+IQJHAiHQGKIjnB/iDmi0DCZWeOTJe21bISasSGAWqT3bySHe38MFRoYAOSjHvysPIzh4OAwM5EvIhN3PJPFcJzrmM0FTBMLabeFZMkcZqiZSUT0+rV7mBAjnQ8TR2RMojKrrjSkqoCAoD3ZnrpPs+rKQ32E8JiqjYSTyThCmIZ8stOeZ3tmh/zDkZkZCBsZmJK1WiaAtOuJih8zYVEfIBzgJakdcbktOhwMYDKgCEPzuiZqUepJinDMZvUkWEaTUk/wvnWrf13mdRLNkTmWLqWmdZosVVJ3N8Zu9S+9MhBB+P5Ix2zgX6fNDE13iQqTc3BwcJhJyCeRyQQbYZHwLiE1WjmJIif6XFteieSRjKf2inYPk3GF7GgbZWmTefC7EBkhKkJSQDTQD2RnZEcvjW4/FMxXUF8d6oNxRHERUsS/+UQHa7HdFz6nnvKGkfYuGiktmdgYg/acoJkMR2ZmEDIpGtOF0MTVbgEi9+dZOo+Ja5eki5ipMH7UWGrTbsgsoprweN3dlNi6lfhx4oeDrVlzAXMPdPc5ChMaEI8NGxYH1wBikvBDzdgy2SdKHeaiu7s9QrNrF98brN92D3T+TNoNSy0kuAa+w6Z85JsA5IwpkEfj4ODgcCyRC1nJVMfFzEOxJc3bkvuFUOi8EPzcXTNGtNDu8mX21TkmmEssjE0yIuuMslOW64xqA5DML0RmrK07IClQVeY1FStVxru3wx1t/F5aX83qDdZ60oJS2rStnxWXtDA0n8jgOnbTcOg4+uucG4epC/dXcjjuwtpSSekWcpbJeQy5J5zs7hECW/egzgpyW3RsmA9NZuT3JhCaO+7g3zE+lB2MXV0dVk+8cLDFPAfXhZEEfwNCNjr8dyYz/kuc08LA+LNDvCQgY9nmzUSYlcUaktlIzFHIj8E9cWFmDg4O0xVm+FYUWbFB+ur8FlvNFFEqoF6ApOw2xjGJi5lLInVbopQcvR6deK/HNK2W0QYihLFhsewREI/IAHgvrCvnNes+OC5EprjWk1JARDAW5jeT+qUd82W6nw5TH+4vOIMwoXyTSQhrkzXl61psdU+C/BbdwZYMI8eMui06B1+UDb0Xb1pnOIMphaPDf6GufYsQGkgySp1JneLltgBbt86mpqZKbkdYmm1s7x56m/YuM7/Fz5tJP+VIEGrmkRl1s4yx02BxNDO8E8YPZ83s4OAwg5Ct6iJEIc5VzFR7sLnXaKsepdbECDU3VvKmHaTDTHKXn02yom2PzVwSxsLiEFkxCZC4mcmcAvwsyo3NXUzONZUSDcwh49rUllmK8GQTFme7x6LK9PTEh+XlgsH2fioqmVghzsGh6PsyU+HIjMMxDTXLOJ89Az9jN73ZDm3adYiZbWxfBdHJ+hogNN6+38tvQfsFos4oUtBhqDRCu1aAoTz8cEj9SfGI1kCh2bDhpcyr+P7gByhGFsLR5ZOlIHcGRIzXLj1mB2Na76NvAqDD2PIOk/04ODg4HOeIslDOVP8lSiWQDbnOMxGLZBnLRlT6agq9EDLyku9N9SQq9KpoeWUakbHlmsja+iJUm4ef60qbU8iOuV4hTwgLEzXFXBvCzCT5X/JgJMRMFBnpI4RH58vIuTKfKDcAfsb90hkp3poceZjqcGRmhiGTOjMZRCbTnFkXuoyoDRN3SijZXeKhoryXDZlBkvXDwsg2btu69WRFaPxws127POXFJwW2cLPDyG9R6ozHnUA4BEhgbGDS9PDDnp3yBSocTELLNPB7sGo/b0Zq2tgElyiXtoyaXQZ75qxwlCyYEWJ29DVIBwcHh3RSA0JjKiiayGiiIg5fcZBzn6GOUF9tXxwQj7pSGvIVBiEcmuygnyTOI0wLhABkYLS9lCoWe4nqMh5IgyTfC+BQpgtZajUHbabdsRAIQJMM8/psaopHUspZMZExkfgvbZJTI33kntggIWb6/mM9Zs2ZfGOoc4iKipMTG2PYkSsTjszMQOQSbpYvpWbchEYjvUJj8CsgpmFmwj4IgdVOuaUlzX0Mu//g0dDUxIRDNv86WR+kRggNUmE+9CE/WR8kK0JBeVHyW3x1puljFzC38vJmQGi2+L1bg5AwXi5slJuaYtWTQJnxr0tUJW/sBqs6E3I0yybULJ/QTm0ODg4OxwFMFUbUmTjoTbtYFosTmQ4xE0XG7I8QMg7J2jscbO61PTEw0j5IRyyFJCUfpbtFnj1EAz0HqKb+7CDfRMiAOaZs+mXe0HVXF/CakA9jEpkKFfplCy/TLmZ6XCEpoqyYDmd8XSvmcjvWjrlgHqAh1y3rEJczPbeGbX0OUxOOzMxQRJELTSqk/WiFnmWt0GSoDQPoaDLPStniPuZv4M0ZtfsYxl+zxit2Cetkjxh4ZAYAoQkUFPxnzRo+X0K/Oo2xX5TaMC0tlGjZEpAOj0fMDREaGAFgXr4vMUTJdm/ywREmXdmYRCJTWlVFpbMmnr5fmkwiYDova3JwcJhZVsxyTFSZTLkymqyYIWhCDtJyTJo8QoGNu43IaLti2fCjkCQn/e/opcEdu+nAwNNBe2PZaUwaan1VRuq3hMbwiY7MqyHuYVi/VmykbcnC4iB3xwat5EiOjpAYTcLGdoRjFKRP+VIvvKzPUKjkfFyXNhgwCQvasEZADBEGx+eY7XAU4cjMDIZJWqLap4wBgS3D3yc0ElYFiPmX7s6qjek+ZjiQRbmPNX/sY+w+hlPXr5deqQcE8luYMEGdWbuWz4MlswkQG1x9i+TOtLQwUfLITENAkFJWzb20a5enzgRETBElE2wCIBceMgGYbdS1ScVCB/cSG/cc8mYk/ShkhuBEFgcHhxkIWxiZCZPIYENvy5nBZl7bG2PTjeR9M5xLsEdt2k0iIw5fUFuAsqpGKmivDj0DpM0Gqd+iAVIAIoQ1mkRG56CYio20aVKm2wAhIbpAplZa0C5WzeJupnNkQGROaS7jubVyY9alAdmyqUbaphmAAQH3GcifQtPbPkrJ4rAClCv6hp1iZGJid9ThuABIhiYu3m/HJuMgbd6oYpfGce0yrM2x0AxyI9yFxwcrQVK9hG4Fc6deGHUQKghIxx13BKdUV6MOzGxFaLZRd/eLPIdHmHx1Rikb3eoV5NH4C0utG2OC0EhImISa+Zeocmb0e67KDMLOpJseV4+v1+7g4ODgkCIttpdUsI97AWKRbMuJERKDzbO8ZMMPIiMbdBAX/Rre1EojG/fQwKZnWWXRm3wQmV2tv2XlBa/Wts3cLht3bPR7hg7SQGEXv4TwhEO5+kPFKiXXRBQNWQeAui8gCqZio8PLRLERIiFrkZoxmoTIvOiDdhARCY3DtYkVs1l3RtemkevUEPc1m6NblDLmMLXhlBmHAMeqYKZOhYlFVLFLhGz5xS4taTF8TJdqgRqSaGrxiAfOVaFmWrjmvf769VSK8C6uDRMVEraNi12CzFzwIY+dCBmo8UmMRoeyUsY9X7o0ofJm0u+NRzooIF9QfWSdcaQjFVEntWzSx8+ImD8KSGNM/dF0s4VMYy5YQHkDxirMQyLn6CjRc8/lY0UODg7HUQiZQIiM3gBrRzKv1kv0VktbB9tCtiQUSqsVOoQM+S4gJEBVyTwvgX95LYdhgbyApFSMFlFf4QhVJeewioFxj2zuY/IjKBtNUFXBnMARDO16PhAZOJxJLoqoQTp8C9eC4pTSDkhomOSjbN0yEISQSRtICM7d88xAyJBA5qWlHrkCCTJVmdDfqXuMx5BwO+knhTaljzZKEIipAADVBhDCNTTolJCpDkdmHLLCuPJmsmApNuKRNpdf3T4NOKY2zEJowFH0qVLPBYRGhkFiv1S45/osKrzKDDkL3MfWNfPYXuK/hIR5KoqnziymLesS1OyHmtV2dzMhwseo+dEbslJOy5shNfbiMDPx82YQapbVTQ0QQ2R8e2bTBECrVhomYZRwtlhksmV2MWoODg7HiJjEJeqbeS9mjZeoOjD6WNS3/EJydDK83uQLidH5IRIyhQ3//h2/p9ZZ24PqvlU0j3NiEG7Vu4OoZ+wwVVi2eSAbMib6lPlfizXUr+LzRdXQ7mAgMiAsZi5KcA/9HBqTBCE/R8gKiEzfk6knLK4YjmlQc0CCQEJwXWbxSxAK0DWcq9v1PcG5rQaJMYF7ib+iDmHTYOICVcxXi2xOaxNFXzdRcoI7734nGqXBkRmH/Fs6R4WEKTtlW/TYuIowGiSHc0soRWjMOpk4Lq5nQX2YDRs4RwY6i1yFtlVmQwDUhlm3jtauTdAdd4gRgOS5HAol7PMaEGq2fj3fMW0CgJ9DlxciM2IuEE7YDJkAyJoy3BZtz5yVUZl/860EJgfnsdguUQk2jsg4ODgcY4Ulrr9O4JcQsSgio3NhzCR3bcGMfhhL7IttG2dz8166fEmwCYciAyID1YX7Fo6E6sPYNvRQbmTjL+1I+JfwMowPMqAVm1I/H0UMAcxcFFFlOHTsya40EiSFK4XIaNUFxKmv0yMyIEGiNGkgx2dkB9GwWhfyfLBeDblPOgcIfYQQgbyZ90Q7pGmCNmIQndEhxx6mOhyZcYhELsYAITVFNqcR38SjHxSUqHIv3hAWK+WozlqlaWriJH8ZXw+B5Hc4kqW4lW8IsGZNoM5Igr6gw1BnmpouSEuq1/ktXqiZV7WyyXcvQ6iZQH62F7mc7b+gznhkKe1SfWUmzYHNoqRojiC5MuN2RNaJSJkPZwcp2jkZWLiQqCgPH28jIy7MzMFhBhIZWxgZYIaUaehwMl27JA6mRbGoMsiFweZdJ+8LWQEZQWhZxVgR1RR4m+4+GuE+IA8gHEIKhOQ0JFdQdVNzGlmRDX/RmYt4M4/cG3NOWRMIhyYFhb5KxDk+T3aFzq2mZm5HSBuITO99B9OuB0Slf1cp9fmhZWbIXGBisGM3h8xBRUIoHKOH+HpASDCvtCOsTkLmyqgxCDHD3OgjwPiyRiFn+r7gnojVs8PUhyMzDlkTGVFVdJtWbDKGokWEnUWpNGl9RYWxJcbIuySy+5bKctjrAoewI0xEYKfMqsU6z4EMLAQkwSxIKWYATDwefpjWfOwCI9RM6re0Bu5jUr8F5AKhZjaLZtuePlUT5oj11omjmeTNZAOJwrPeW/MXk4RqV4XxIgOxdXBwcDjaoWNx58t5OrHfhE15kTowoXF9ImOz/5XcDF3UUZLhQQwGjQ08NuZimXxw/U4+Lg5OnWODHCqGDbipfsjGHiFk3PfPjwaEAcegxiDHBsB5esMvc/I139+eFgImG30QFRk3WG9HIxXVLeKQNhAztGsL6KU+UQI50m0BGSGPzIDgoK2A+vh6+8Z20xhVBO0gOzA5QHtdQSnVFdTTrtEuXgeepmYfQc/AYSYzgBAZfb+reuZRja9KJTvCuUwTQVc30dAE0znzaK523MCRmeOMbEymbXNUXRrz99iQsyCWrDmW53i8xFdn4kLLbDt1/L52LTWva6IW3xQgBS/HZf36k6mpySM0F6hcFO/aw+FmFJmwf3IQYuYhVeiyWdWFSRjqjO1aUuFgos6E74d5D2WtXjBZ5rCznHJaJjvs62iElcEAoMQLi5gQhvL3EHNwcJj60KFlZhiZqbxoC2WBhKEJ0dH2v4DYGut6KnI8qI/ikwpsrDUqXpLwyAHCqfzEfp6jcIQakp5i0fHA/QFZkRAyKBhQGdAmpEEUDhCZ2asq6PDP9nEOjswp7bzRX59STaBosKpSX82KxuDGPfT8C7cxUYBKVEBh8je4fiePCxIidwlkBApNcVt90AYi4k1YSe3q/F3Dj1BzcT01FAs1IdrY18prwDVBlcHcZ1Y0UH2ZP0M30Y7hEZ9wldP+jT+nuoJROrHMG6N1eIjbcR9BuDCGkB0hTDTkPbdZtelwhWamOhyZmWaIy1uRtmPlSpYVfPVEQs3MpshwM9lsm4qM7ZiKpUKiv4R/eft/UT2OcMgZRBla54WaIZRMlBSyhZr5c4Vrw+iE/XQVBbk4Ov9GkIjIb/HWKPbMRtK+RSkJ3cEIJSUjT5GiMbbjkSel5zhlnS/j4ODgMAVCzGy1YbJJ7NdEhsf3f9ZkB0pNVIiZWRRS7I5RrPGJzX28yTaJjOTLSN0XqBd9hV00NlpBDQUrmGSYZAQb/rLVK1ldgH0ziIxYMMPZDJt9mAWAyEAdYTOBQm9sAO2imvB5szxFA5pKKXn5NSAyy4uLArLx/ABR+9hhml9bz3OiHUQCZAMkAtgy5qk7WG8xHaAL6udSXSVRey/Rc90DtH+W1w7CMz9ZSSdVl9HS+d596OwCmVF/j7bNPPZLlxVQZYKot4uobaCEyQoIFxPDWdvplaWNtGK2T3aOlPAaJJ8G84DILC1OUENxCT0/0M3XAEUHYWhj7fkrnNzRR1Q6waIog/GRizMSjsxME+RS92VczmOTVejSlvfikwKQFEnYN5vl3dufe+1IlA96GptvKCeiUoAR8Hc8IE3scNZsqB4ID5vNCftwOENBTFFSQD6EvHjXn75ujOeFmkltGAreA261JhwSpsexOZEJD/EUn8z3lFUi1dGWuC9jmsUtI9NUbIQjA5HJ0O3Y5Ms4ODjMeMSFnkWFkEFViSMysfN1j3mWvgu8cWznSxgZcloAsTaWYo5wA+O8lZ4DTEYk5AnhYFBQdAgZjjcWn0ZU7OWfhJSFwhFuAwFqeFUdh4iBOAiR4fNL5vFmv/uOFwJlBc5nkmMj5AgqxXLe5DcyGdlCbUEuzd6NP2cic8FJZcG4rc+VUvuYNwbOR/vZjVVUkwARKaNHDwx4ZKnYU0BAZE49maiyrpALStK2MtrSmbqmsyqqub1+WTkNItxr9ygrQEJEQFRWzF5Ac5cUUmltCdHOfk+h6fNUJxASECIhOx4KaOOeokBdAlnDNYI0gVTRkWp6cPBAkG8z0qG1IoepCEdmpgHGQybySWjGPXdUbosBEBpJ2DfzZ8z0Da4RgwPKklmIjLwSoqJAjlm7lsmHlxYjRMHLS0GOSxAWBnaibI+7osiHn7CfynGJsDyOsVJO+2vydXhhdyl1ZjaPn0YSlI0yCA2u3Tp3vgWSGFKT1blRzCcfeTlRBgCleUjcHBxf0rCDg8PUhCYyUYRF1BdbPgzUF9OlzCQ0rYmRUPiZLjIJRca0NRZ4xR77UwnwQ6m8Fqgc4taFjf785a8O3LgQPiZhXgxMVext5kFk0M6qiw+QibK6RiYjOI4wLjyZ2kcHWelhIjV0kFWTyxfN9YmIp2ggikwUm7mF7fSmM8uYaABtO/21F8zhtbLqclINEw2gEmQlZTbGSgiIyvzVs6movoZKX9hPdS39VNbm5f8MtHfRitlVPH7lCfOptA3Zpx1EW8WJrJRD7RY0EROZ0voKquT8llFeA1SnfXduoRPLqpnIBISoZZRJG+4d7jfu3UnVcwP1p763gK8TQPtArxe25zB14cjMNMCuXTvpV7/6Of3xjw/Tvn0tNGvWLFq+/ARas2YtXXzxpTRnTnqoU65uZJNKaAC9mRVVRRzIsKY1a0IqjZSW0WRGvshnQgPrZZEcDN9hJjR+jgukl+aPee5mXlfkuTySluPCSgpczWAEYCgpIezaFYTIpcaTmjMpYhNYKau8GQ3zd7k+j9CFncdCneTdvzGBIqPIkwm5b7FKikxui0mbiIIilTVdmJmDw3GFZDJJTzy5iR76w0P0p81PUmdXJ5WWlNIpK0+hl515Fr32Nefz78cCtpow2RAZTWJATHQujFgp41whN7YwMn0M/aQoJsZCsr8u1KghxR4lxwVkoLrWc+synbjEpavyNfM4+d5LkE9B1BUQIFFXQqpLwRxWPRD+dWlNqljxox2DAZE6NPAYXXPq3EDxmNsxRO0biMr6Epyrsmvn9+hDKxcERGQEREPITMk8Hv+KRTW0aJVHRNDeu+kIh3H1Fa7kNV9UX8XnV5/1imANNZt38DvmoJ3ERArnF9f7URCq5g5IIQgcVB0QGaxD2rEGEEeQsvraAu4DsHrD1WY8+2UoXSBVIDKBcrPfexOy0zsUDvmbCNoHxqikYGJxYkNjLs7MhCMzUxh79+2jj//Lv9Att99ORUVFdNZZZ9Fpp51CY2Nj9Mwzz9Dtt99CH//4h+iv//rv6NprP02JRCLvqs14VCFtfQyEkvijpBdseJG0zxtyLyxMkxkzNeYCkA9fpeANvaFQ6BwXHRoGoqDVFOliko/YopT+Pj81XoNdhIhxH+M1Gxt8zUcic1xiSEsmwiCEKbKbmQSTxZiRXTK5mJkECf27pnCul4ODQ4CNmx6nL37587TxiY1UX19P55xzDp140gnU29tLD//hIfrh/9xM8+fPp/f97Qfo7W97B38BdzTCyWw5MBqZFBlbLowQGkns10Cb7i/qC96hxgAgM2tPStDDz9k/35Avo/NnsIHGjGW+LTDcvqDGmIn5xasbOFxN2wlrZ7Oe5EE69MJjvFGnwgTtGu4KLJoBCf868XRvnc8/Ncqih5gGIPxLiAgwuHF3MD8S5psL6rm9/IQVVFTfSP0vwFjgCM+zYkkzz33i6TV8fvkJp9FI2wGq3NFBrcMDVL2kmQ688DQTCJxfvegMHht9iDwyI6oLCAaIDOYASmv3h4hGXWH636VtYIzVK9xT3Le6yiqfxKSA+4B7396yhRYXl/A8EurGoWad3howR09STH4cpiocmZmiuP+hh+jyq66igsJC+spXvkJXX301VVRUhPocOXKEvvGNb9BXv/pV+s1v7qH//d+f0cknn3JUwtCias1EkZpQzRhb4r7hQkZrvLAzRFR5JWC8kLBUd79GDJJeLOpMaBE+mZGNvKempOyPhTRJsUsmQYYRQFruDOnxZltruQS/KPexbGAm1MeSBVlPFmFgZo5/0GbLa7JNbCFf43JcFiIzmWrN4sVE5d63sRNCv3OxcXDQasz3b/4efeFLn6OXvOQl9Itf/IJe97rXUUFBOKN569at9O///u/0qU9/gh76w4P0pc/fQNVVloK8ecyJiSIytoR+WwiZEBltoyyERBL7JcdGJ/rzWozzAP37FvIUF4FZu0QUGQHCwxAiBZIz0tYduJMJEIKFjXr/bzezYiO5MFxrhhL8+/KCIjqpNpVY394xSBXJJRyetv2Fm+mCU+bSCa/2VJXeF/ZTTaKfOvcM0oqmZnpq5/foHScvoNqzTmcSAZIBEvFcdzvNX/46djZ7dWMZE5WKZT4RqT9AvV072KkMqhGS8hO4jhNOo5KaVIFLhLLNgwvZzi6qTFTx+EVlnt+nEBYQJqltI4qKCVFVoPSYRAW5PbhHUG44/C5RFWrH/QCQq6SVG28cLwwNoXhYA+7/YEF2pRAcjh0cmZmCWH/fffT6t76Vzj33XLr11ltpzhy/SJSB2bNn07/8y7/QO97xDnrzm99MF174CvrVrx6iU045NS/ryBimZuxkQVjkHDOJH0n2aUUwVc4Lh4Sp3XvTGq84ZeoU5Lh4eS9yrBnqDJJhkAyvrIrT0NJCzWtSoWGemhJMFZnnEocw0fBC1bRgEpAjvxM/ukzypmLnjF+DY9YIL5UvFDpZ2iIQGy0WRSwyhJhl5WQWN4YLP3NwmDb4yte+TDd960b6x3/8R/rsZz/LEQM2nHLKKfQ///M/dNlll9G73vUuuvKv30U/uvmWtC/k8pXYny2RMXNdzNowJiHRfbYc6A3Ol2MmqTFtmOVYd01KvRGSkm4GIKFP5dznlOYyeuKezqCui0CKSbbf+euQO5nUk6kqm0eDQ5s5KV9yVQ7tHqVHO7xzMR6IhqgqQGl9J3V29VNFgeeYBtUF4V8gKqWJRuqmPxHRU0xE5tZX066dj9CJpy9iooL2wS4vEQZ5NUsbzme1CM5hGB9EBn2GOv0+Y4PU6JM5EAhNdDxlJnWNNnDOi+UYwsw4lA15OT7knpp9odxI3R1P8UqRHZwPsoN7yWSno43KxyZYGEbhyPAwFRckJzTGsG+w4JCCIzNTDNt37KDL3vMeOv/88+muu+6i4uLijOecdNJJ9PDDD9MrX/lKetvb3kgPPLCJamvjA6XGq8qkERkdD+U7lOm8F2mGwhLKdTGS98EuEoYLGfqnhJfZAaGRPBcpThkVymWiKcV9QiqPrJXJkS+3WN3C1MbbFu1l3ZfrqpU5hG9l7BoXZua/R4Wr5Zxzbzkha1UmW9VnMurMVIb/xuNCb/gbUweHmYqf330XE5kvfvGL9P/+3//L6pw3vvGNdN9999F5551HH//UP9HXb/iPvNsra9IiPwviiIzOg0EImJn/AlVGQsw2besPkR2QE7ThfE1o0I4NsBAak9iI0iNj64KZQmSgOMxrKqbNf+zlEDNtBiA1XnRtls5RLxcG4WE1f3E2J/WvrfVyVQLs7mcScaLfftEpBayqiOoCYAOPDT7IzjmNZQHRESC5v32skObVlbM7GFQXjeG2Vs+p7DUr2XCgxsJHQBSg3PA98GvkmGCjAaTwR+QWBYQIc3a0+XbPxTTY5vk1w5oZpAvB33AyM0kQ1iDKjRBJOc432Q9Tk5wbhPg5TH04MjPF8A/XXkt1dXX04x//OCsiIwB5Afk5/fTT6Utf+jf67GdvmBCRiS3KabMdMzao0gW8ReX5h3Jd0udULmRLl1LTuuYQ+RBu4ef1hwpe6uR9K/xQs1SuS4pfhIQDPZ6+Tot0klFJ0eTCFrJl2dBniOyyMxR9IRbSIV2yQhbJ/iY/yajORJ3g4OAwLdDV1Un/+tlP09ve9jb62Mc+ltO5q1evpu985zscQfCWS9fRK889b1LWmAuJAU5aUMpEBoqLLUxMsHXLQBopEWD85sZKbxzqZZITNY4AJCYwEKgZ81PRU0QGqow2A8CmGy9Uqw/MAAIHMuKcEdRUqV7W7Nk3P7abls6fy0qFAKoLh3/57XOXqIR6bPTb+ri+C4jIs7++kd5yTjgsC4RnX4unuiC06+zaVBloqDJQXRCqhnyZk+tK08Li0AdjgGhA8ZDEfQDnQrkRQgTg/Frf8Q0ko/+F7VRU3xpSXjAG7ktr2yAd2l1Glb4KAzIEspO6Ou8YO6kR8XVgnSf6tswCrA0uaGhHnZkaEL0dvWnX4jA14cjMFMLv7r+ffvnrX9Ptt99ONTWRNeMjsWzZMrr22mvpX//1X+nqq99Py5Ytz0hksk3wz0hkLBKACDBhTuDnukijEc4VhJzBNaxlC6szKXUn/Zv2LtSeEcbjE5oowhAVyiVdvDyibGQRe7NwibTQtTg3L2N92lAschnyiyTBjDdJ39YpvWrp+MeMkobMARy5cXCY0vjPb/8nDQ4O0g033DCuZP4rrriCvv2tb9O/f+EztPYV56bl2OQTuRIZ1HYxCQiUERAOITJQCWTjC8Ix5KsrGP9Q1SCPBVJD1EvhdPx0YFxRc9qqR6kPYWd+foiEnmETjRApURbg7FW0vJLXMfDnR1kZQa4IgI03Kl0WnbmI3cuQ8J+qp+IRFaguUG6g9KDdzDGB6oIikqt8m+LKupqAaODV8dhTrLoUL6lnVWiFL8qIqoPk/z2bPcKE+yShWyAnffQn3yBge6C6wEAAADHBGF4YG8brpO1HPIVM6umAZOAaRHkB2YASJSFkIC679hPV+WPjfHFtkxA9b8yC4GdRh2QMKDF1XQW8PrQzGeKcm/znTHaMDlJRMp7wZsKICzNLgyMzUwjf/P73adWqVfSWt7xl3GN89KMf5QfOj370X/SpT30mL+5k1hyZqK/6fQVEd5OuoqZwgn8qez5yHK+mi6emaEUlTW2Q+DGvAmbsBjpjeklkooo9AT7q9+DnuPEsifAmkYkNCbM5go1XGLExqAzjxsJkZvkYM9c6M1XhbxfHhZ78VX52cJiOGBoaotvu+An9/d//PS1A+OY4AAL0b5/5Nw43gxPaWS87O+cxpOClDWK5DMQRGSESUURGwr/QD22cgG8k55sQU4FT59ZSQ9Ug0UKQlLDLWXANfmiaPg/EqVuFtEGV0URG6qksOrWMdj3c49d/CQNEBSQCRKO5LEVUmAR0DHmqS41XV2ZtrVfgUtQOKCogCHD3QjvIDkgGiIgoJSAqIDsrEdbF9WoW8NhFfh9WZfZ76wBRQR5PZ1cVkxO2bKbt1LWjg0kVFwLtOcCEAfPWP/YUldZ7NXD2bzrCIWA9Y30BEcG4sFIGQev1yQbyg+T+gJjg+hoGUuSugVIhciA2ONZ6wPv3A1Wmys8NkjGkHQQRPwvZQTvW218wMfLhMPlwZGaKoKuri+7+9a/pM5/5zIRsLMvLy2ndunV0xx230Cc/+W8TtsRMC0mz1YvJIjxJ72tzyXXB/DAP0GRITxck2utdf4Sk4V2LZwKgYVVTbIjwNc6Yj6IP6Ji7iFyUjIjrNJ7wtTjiMRGClO16HRwcpixQR6ajo50T+SeCtWvX0pIlS+iuX9w1LjKTLYkBsiUyGkJkoNqg8CVIjpm3AVIBhytRUGQujIt1aPtm01wAMImMYMnCYm7DvN485UQq3wNEZc8zRUEODY/BuSKeMoFKcyARHtFo5E0/yANICQgDiEhD22bOsyGaG+SPgJCAqNy7t5OqSpbSruFHqLnYC/kCQeE+HUP0xE6PQMA5rWLMV5V29tNgx+5gjkc7OmmYDlJP20GiWV4ODsiJAH1AOkB0pC4OiEnNZhCV/qAP8l0GCnt5LpAKjNs2UE31ZQWsoIgSJUQPBGrL8CNU0VcUkJelxZ7RAd/z5AraP2s77R/zSCnc3iT5H0DYG9o7hwdp17B/ftnLvX9fLVu4fWQ0f0pIZ3KQisYmqMwknTJjYvK0Xoec8OjGjSzjv+ENb5jwWEi6RKHNvXvH45ubH+gUDnN/zZtgUVMQGnbKKUxq5BU1HrpjTDOci9Um6YCXntQgILrJtra0c/XLQjxMBSU2byRLW+KM64s7MfOhzMTDNrH/sya3WV9zDus9HnDTTTfR0qVLqaysjM4++2x67LHHYvsjrHTlypXcHzlv99xzT5od7nXXXcd1O/BlBcxBnn/++VCftrY2zklArSnkz733ve+lHqcqOeQBjz22gZYsXsL/NicChJbh+fb4xkfzQmJ0AcxciYzZRxMZjANVRfJkxEZZExlJ5Bf1ReZG3g7mEGMAeSEETXJrhPDo4pz/f3tvAmZHVa0Nr/Tc6Snd6c7YdCYCSQABg0lQFBEZLnplUERERK6K86+i94oDwtXPT73XebgqnwOoeAUcEEW5ckVAhhAICoSEEMhEyNSd7vSUnvv8z7uqVp1V++yqU6fP6aQ72e/zVM45Vbt27arTObXfetd617YXh9hkAO+FKGGijgWAUjO0to2VAiSm75rSywQFCyb8UGtQpBJJ9SA5UDPWrB6hpzcSExUmIlOeD/JUUFMGJGbd3/roz8/2c2I/iAzC10AaQIZk+133DtH9A7t5Ui99gFSgbxzjb0+M8jEwJqgYWDAOkBBskwVhaiAq2IZQNlFMcHzdBuSMrykTM+J+HzvQRn9u38uv+IyxgGjgeqDA6PzSl9OMihXsxob3MEkAkFMD4oJ1wdL4Wl4vkO3YF33gvRQtFcwsT1by4ki7N/3mN7+hs88+m5118eD8H//wwgVtwH3sn/7pn7jd7bffToWGU2YmCNZt2MATlaOPPjrvvuSms2HDOmpuPooKirhwJKOZ8AsNRIGFGuhsfHNn9VEf2lyf8SFWhkg4wY9rBLc16mISlbgv2zWLOM9EikfUhoSExtooKnQwH9KRg9pTUCAcJmER2VjkWMjzlltuoauvvpq+//3v883iG9/4Bp1zzjm0ceNGmjEDz0/DeOihhzif4Itf/CK9/vWvp1/84hd0wQUX0OOPP07HH+8Vr4N7FOpJ3XTTTZwXd+2113Kf69ev55sMACKza9cuuvvuu2loaIiuvPJKuuqqq7g/B4d88OymjXTCS04oSOFL3Ju+973v0cBAP5WXe3+7+dSVkbovUUUwNYkB0N4sjGkSGR16BvICdQb5KkJizEKZJmxFOeWzjAWvMo792wf5GFJXBcfx8mO8gpmYsOuJNSbq83s85QBAcUxM/KdSSUBWQCQAkJTqolnUX/w82y0jjApEBM+xQRwQcuXZMbcykZHEfpAhqCggH0M0i+aXvZzVFBwDj8BBmDb1DzDxACmpGK1lxQMkRYBtaw54xAxqDEgMxidjpBGiXcW91DFUzAYG0oa/E/8VIwW5yIir84HrUr5wHk1b9GomfDW+miXXC69ioOCF63kmEToXBtvQh85SxjXnQqV+8n9FVbRV9GTBLeNwb0KRXCiub37zm+nd73537PFxvPEsnuvIzATBlm3baOHChVRcnL+feUtLCzuhbd3qVdLNB6HimknyKvxX4Sk2BLsL25HJbkwIli2CLLrj6G1xJGSs+SOF7CtqdSjcLwEZGEtu1LiRjMNAgUEYqEZ5eTkvJlDgFj/qIBMAbhx33nkn/fjHP2ZzDhPf/OY36dxzzw2sbj//+c8zIfnOd77D++JpFm4Cn/nMZ+j888/nNj/96U9p5syZ/HQL7lIoUHjXXXfRo48+Sqeccgq3+fa3v83FDL/yla+MOc/BwQHY8eIOesMpbyhIX4sXL6aRkRHauWsXLZi/YExWzFE1ZWzhXUIeoJg8vXd/BsmQ/JggId+i6sBdDCQGoWCAzTBAjinHMAmTAAn/bbXDfDzsA2tmMRcYFmethVU0raWMDtQV04EOL9xM2wODzMCCGc5kIDs9j90REAU4m4GAQL1YUn8RJ7EjjwZE5ZgajzyCzICogEAsPvodnr1xx29ocXm63gu2Q/UBiWn0VYqi/jWcT4P+5RiNRYto8fI3sMPaMx2/4ePoMcwv9eyisR3KERgMtgOcZJ9aRHNXeH9b0oecC7Brive7O+30VwemAFBkACYaPUSl7Q1UvryRyupqabCzkRWsUkVohMRMPdm7J8KOWciMKF/YLgYL+C6GNmezcRg7kH9TnGdM1Igfppb0vjQe9yZAQk+3mhW5DUCxQS73Y489xhEG4wFHZiYIEGImT1nzBeR8/EEjcTMXyETfhF7n1ZGJn6TyxBuFKqMOJGFmJkPR7Ef1HVWkU7cJSFeCiXOiGjuF6idBX3J9x1r7Z7z7M5Gt3xABPkTwrkH+yoycxVFHhRXO6667jq6//vrQOvx/W7t2LX3yk58M/V9EWNjDDz9s7R/r8bRMA0/LRIbfsmUL7d69m/sQwOkQT9awL8gMXhFaJkQGQHsc+5FHHqELL7wwjyvgcKQDf9eFujch+gCAejiWejIaospEQRMZkwBJsj0IBcK/0BfyVTQB0UqM5NGAfGibZrQxk/ptZMcsoAlSo0mXVgqGNxMTGRgDvNBZRSNetFUAVhqWNzLhaVPWwkCaRLycKl97oucs9lwrLSwNT3DZmvjod1D5WQto6LZ2JiFmP0iir7/gHP6869a/BtuErICINJ91CZMAEBETCG2DXXTVazxVo7odxb/TpAyEBX8Fmmg0PraIDig/OFZoSr0Qv+knTiXYEVSAfLU/EToWSMjSU6vYfW7YzzfSoWQYI64n8ELnCKXqK0NFSrEdBgv4/tvuzfy7KplWTxMRSe5L43VvSooDBw7QW9/6Vg5xmzUrTZgLDUdmJghAPvr6CmMDODo6yuSorCza/SVqsinro57sy/ooXiFEJlRoRkPnnjQ3s7Wy1exKj8cMQxOI4uH3F6dGRBIiy0lkUzVC1y6BU1cSlSS2TwsZymmMWZDz+ArUp22viYoXXniB81EEtqdfbW1t/NQZqokGPj/zjGdFagJExdYe62W7rItrY4YJoDJ7Q0ND0MbBYawoKysr2L0JExsglxpqSVQZkAkdygVEERkhETr8zFRsJCdG1BgbkTEhIWxR0IU0QVZAanAc84wwyT7wd6I9VMtkaaihhir2z2J1RnJBMHlHHzYIidD2xhoIEeOaMw017NQGxaReKQVQbqCatDR6SfKs/oy2BgnWIDJ6O9tF9+z2iIfqB2Fj+ryjgDEOLqwKQsBMQIGp27yfLaxBakBSqntm8nosuDZFm2tow/p0bhPOTRfMxBiFqMYV40TInwYXK8XEv74AzpiH6L40XvempPjoRz9KL3/5y4PIgvGCIzMTBIsWLKAbbryR/+DyDTWD5IcnXwsWhCv45gIbqcnmzBzMuaWqpRTANBtBgXnLW7hvaWK6KaMJv89GjIJ+w6TItDcOqQVRgzfCwbJyClu9HWOHqOtn7S+qL+PimEQhNoWpQHkwE0FtOZTADUPfNBwcjhQcdVQLPfvsswXpC/2AaM+dMzfvvkBEtDqjSYxZRFPaSRtpJ+FnNsVGCJIoLbpavA4/Q1uz+KZM4LXrGd5LzZo+LH5ODufK+CFjAE/C27upFzVfFk5jFQZAOBXAE3U4lW1OT7h7+lupwxeVkBzPIVaPEYeYeXkstUxSQGRARpBH0/nkI76r2AGqL6713dHKArIDdNz+P0wYJBcG+wLIkwGBKX2+gY8l7mTShpP4i73jN97Wzm0xzr39YQUHuT7VO2ayOiTn0jb0PNWlygMjABApUX5shAcqjRTIxPUS6BAyKFT7nvCut4YUKhVLbHw3QgBBHIVATplmJ1pjQfloDZWkSgriZjbR70t33HEH3XPPPfT3v/993I/lyMwEwXFLlrCagh/7pUvzc8546qmn+HXp0uPyHlcUqYmaIy/ThMZnKSiEKSgPzcA9AiLcBxATsdAEXTcwWY8xKY8aWywxsjiMxfZjNjAz9i3sQjfVif54by1IGnngzD71+1iOYjt4TJ+x/eWY1J9ofAXEzp055+5bkYshWGNjIz+I2LMnXDEan6PkdayPay+vWKdjjfH5pJNOCtrs3Rt+Ajs8PMwOZ+Mp6zscGTjm6GPoj3fdyflb+Sbw4t40f/4CVnsKAW2FrKGJTNR+NtUG0Dk0IDKSoI8JsUx8MSmWPBq0NR3SNInRpgEgM1J8EwoMwp3EJU0TGiYjWDZv4+R0EJrhzV5olBgC6Dwa2BMLMPnGBL+t43m2UUY4F8LKOkY8guARlVY60L+NFpbWUmOpRwVAYrAgVwbJ/FBsQGKQJ0PFXq6MJPwjxAwEZuuWh3x3Mg9CQPi8R0o4ZGx72zbPJGAEc4ip1DmaNgmYXVRFe/vX0IEhbzvOA6+7YAbgT08xBuTSIAQNzmNQZlih6vHzZnxCg9o1FZtn8fXSpEfCyfjahUiMmAEgRyZNJCXXRsLU8Dq8v/DFMw8mGsfh3pQEIDLPP/88h0FroJbiK1/5Srr33nupUHBkZoJg1ctexvHEYLL5khnENC5atJjmFODpVzZjKuskVTXSRMbsTPgOeIoIOFqZCULMROWJCzUzuIoec0a4GohMDFOJ68d6/KjkN6M/vUtGn1HkSBoaOyXiUbZGup8sSpSsi1SksjZM+PdymAATtOXLl9Nf/vIXdn2RkE98/uAHP2jd59RTT+XtH/nIR4J1SLLEegDuZbh5oI2QFyR9IhcGRQylj/3793NMNI4vNxEcG7k1Dg754NRVL6cbfvQDTuI9+eSTx9wP/h7v+N0d9OrTz6DxRDYiEwUdfgZIrRmBJjJlisjEJfzrIpxYuHZNfdqlDApM8aIZRPUlrPTohH+ZqGOSXkcrOfekb2s578dkxbcuxuQfdsOYxANQXLCN3cvKpZAkBQn7UD8GBp+gldNm0Hz/+Qgq37ft9uvRpBZRDyHPpoRWzkqHrz6y2+8D20dbqb5ohE0DpP6LECE+75ESJkFiOsD77+/M3L8C9WPq0qYDQw/xGOF0dqC4KzAUADpGdtMzHc+zk5uE2wFyHaDoVLTV0qwez3QAKg2ICq6XmAbw9apOE54p/ncB5Sd0zctmBi5njOE0AZuMKBuHe1MSwFjgXe96V4aj4de//vWClCHRcGRmgqC6upre8E//RD/72c/YPQLJWWMBakvA+/v97/9o7FO0XMOGbC5gWR2a/ZmrV6rSQmZWezwARKa7W6osV6XTauLC1fw+9KGiotFCYxQiE0VmIhSVDPUpjhjpip7NaRuErGqWbiQnkSFTRY8tlnhkUY/ieFRi+H3K30pcelLWv51JCiRMXnHFFZyMv2LFCnYig32lOMi8/e1vp7lz57LdJfDhD3+Yq6LD6eV1r3sd/fKXv2THlxtuuIG34/8wbiYopgsnKLFmhkOZ3JTw8AOuM3CqgcsMQkxxg4I5gHMyc8gXLz/1FVxHAi56+ZAZPIWFM9r5/+z93RaaqIjKks3tzAYdfgboWjM6x0KIDJLJdRiaLd8GAHnBsoeGeL2X1D8SKASAF9Y0g8pOruVEeISXwSQHE37knSCEjJ5ECNU5nAS/5zFvG1QNoJMOsIpy7MJ3soIDdWJqWwkdU1dB9X5eP6rbD43MormneM5jUzufYSIzY5431qqOEWrcV0aN/Z760dP2v0xEFp/gbUdhzGN6K2h9p1eXhdqfoPriDnrpgiKq4pt7ET290dsO84Gt9BDbQB93rDrRjXX0yH6iOrU/iJC0md9VQR0bqtgUAOSMc3mYUHmEqKO3gp7tLqfN/etosX9f3d3m2UWzeoQ2qQFWjHANKv2QMwmDw7UE8ase3EOzpzVQsa/MhMjhFI8c0iBRDS3zQ9T6aLSjcDW7qqc0UknR2HLGBMOj0QYaB+veBED93759O+1EKAS+4o0b+RUP4PRic9zFvayQcGRmAuH973oXnX7eefxHA/eHsQA1KRCudtll3h9oHGyEJo7kZKutEhAQtbJ8xw6q9dUZLojpx5HJZBeLR2RQKXh60A/3tTrNUEyFJwgu8BuDGGnukxGFptlOFmJkRraNmRgZ/WVVemxMTNtVW/pKrB6ZnxOQI2vzMbCeqKbjSWhefJGoKmzQMyb0CsdOiEsuuYRaW1u5yCUSJaGmwDZZEinxw68fVCAxEv79sF7+1Kc+xYQFyqr4+AP/9m//xjcd1I2BAgNff/SpHaZuvvlmJjBnnnkm9w8ZH7VpHBzyBZL133LxpUyUkcyLiUiuQIjapz71aVq6ZBm99GRPPYxCTUl5YkczjaiwsSThaGa9GigtutaMAA5iosiI+5lWbyT0TJQazwbY67uvvpyT2NHHvo5poZCmobV4XUIL/nk6bV04jSfjhLouXG/lAE/Gax5bRnTisZ6S85x3PKgWWBBGBpLSdOEcGkB4VJvvGOY/RQRR2TzU6uXgtHfTSCcxCamVHBMOsxplogI1or+ji+bPrg62l7cfoPodfWBOvB1k57Rp1UyG0Gag/QDN7+qjqe0lbD5Q8dw6JioNCyqpvMHLv8E9/hG/XiqUj47B3XTcsRXcBkBQ18pdRA/s947huZ918DlgrHgsU7+jgra+sDeoH4Pz1ApQe38ZF9bUgOLS76s8IH6Sp1N/iucExtbUU54PHN3QBmQRgMvZ0NrJHWI2nvcmRBIJGQLwAC3OVW084cjMBMKrXvEKuvD1r6dPfOIT/KQVbkS5APk2qCsBVaalxZdHx5nQxD1914QmYCiIH1u1KkQ8PEynpUurgma1kIX9+LOBDRtCozFVHiFGUdwiIEYiAylyxARLnYgmWbJY03PMRgnC32IVI1somOVamodIHLZlyxGyIEH6T/SOCZnJ4arKCEAqoqR7W4zwxRdfzEsUoM587nOf4yUK+K1wBTIdxgvveff76NZf3cIq4a9//eucc2d+8pOf0COPrKabb/rvRPvmQmii2gpBiSIyURAiohUWQOfImO5m2sZZVB5sB5HRjmIHOmYQnVzrh5TN8EmMh/61z9DW+hNp/mnVtHnzvICQSN4IkumL753B6s2s+47nUDEACgjuius7fkMV9y5hsnNgS9ixa9H0Irp/oItDqpAY37YZ1yb9MKR8Whk1VIzQ9p7d1PCaFURr0/uWNHhhYHW1fUQ7/ST7NcSqD/bDdiwz9m+jug2ek5iXw7OViUzl0Z4RUUP7AVq5kQjeWQgD2+RXn686Op0LOH/2Zrq983maK05iIx1MZITwEPXR/N21rGzhPKs3e4RHwuXqu4qobaiW9rY/QUeR57aG0LHZ5IWria001tX7RFWc2OpLy/latg2VB+Fy7CYHJWR/BxUKVWVNVCqFQ8eIIZWbdCjvTe94xzt4yfXBxnggz9I9DoXG17/4RTrQ28t/QFBYkgLWe7C+a2lupn//2AdztubNxUpX+tYqSiiRXTaKJZlPYHg57TS2YxYHM5k819RUBTU0udyMKChxbElUGSW4iNKTsZtq0NrdzSPFwqTGaGwSowy+otUJ22JpqpvbtjFiD5oJW98Z44xSe3LsP9mG6KZR555DVw4ODocwDPrfr/s8/fa3v+XiebkAlcQ/8IEP0Jsuupjzb5ICJAVL0rZRYWggNdr1DG2kHfbD+yjCA4IiSxSRMYHtCD3T2/H0n5P21z5DB/7exf3hqT+rIFAO/KXvf5+grQ/0cLgYCAES5wVQD7A/+WSA80+YyHiEBsrC/vvu5X6Rl4I8Fg3k0Lz42B1Bon6vMUUAOYECBDXJS9YPA6QCk34QNIytw1etSxs8AwEQG8lvqWleFjp+ScMsJi04BkK6EL6lzw19YIHSw4YCUKf8vJiq+mImRVjwHioMrhXOE4QH514l6k0z8XYoK9qwAcB6tMUYZbsAJgnYBjUJr54ilg4Z7O8NJ8I7TDw4ZWaCYV5LC/325pvp7AsvpDPOOINuu+02jmPM5hBz0UUXUef+/fTgn/9MNaI25OhWpglNtpyauJCz0Ep5L4kwq1ZZrJg9IgOFkhP/RZUJxhKGDlfTuTcekdnut/Ik44Bk+Q2EyGjg2Y6GJgYeMfLGF5p4K0IQcmuLIDTCJyLDwqJm/YaaYtb50ak1sUgQj2YSjKzqia1Pi+xikpiDocoghNevz5cXClRew8Fh0uPcs/+JPvaRj3MICcJUEHOfzZUMIdPvfOc76SUnnEifv/7/jOm4cSqNJjvSTsLNTOtmvE+i0uhilnodimuK/bIJUWUAEB0bxOYXSs2++nJ66Xl19HjHMIeUSRHInvY9NPuxBio+awFXvW+8e0+oiCTaVfx9CZOd+U++nDb1P8FJ9AAm6Uigr1u7kmYvPIMee+5Gatg1I8ibwWR+a/s2JjQgElt3Ec3YvJ9JyMD+wUABGn7sBbZ37uzyfvyG2ztD54EcEiYrOzeHyEh5QycdU9NHz2zeRhXLl1DbtkEOP9M/wyAbbTufp/kLq5gwmYQKY0HYGBQkEL0hw9GXCVNVH/Xs30NzDOUMRIevQ9UI9cPRQEFIFsgK7Ke18iLANu9aFSGyj8knvtO2iPo3DhMLTpmZoOFm9955J23fto1e8pKXcEIWYuVNIOnq4x//ODsWTa2ooIfvvpsWL1pkVVqyKTXeHrl52er2GfsK2cAicsuqVbR+RzokzCg7w6/LmrvSEotPFPSZ8HslB2HUaB42EUj3bVoyiyIji7mDjM3rD8RoX0jpMfvTKk+oP6WGRAk4wSTfRmTMV6M/WaXFF6vKEbkh3JlNKYkViKJC6xLAqTIODpMT73/vB+nz13+BfvjDH7IZwC233MKGE2YYCRKFL7zgQrr00kvprDPPpp/8v5uovDwd1pQrRKUxFw0b4bGRF1tejagzEiIm7mNYjplTHrJf1nVkZEIsjmViGgB1A8YBUsAxsBP2VRoQhice7uWEfs4PQa2Y0VZeEE42tLaNw8mQsC81X6AWYDvUFwBkp2O02K8PQ0EbuJmVn7WAZlSsYIcwUVBEgUAfSNKHu9imp0aofUsf7d02EmyH8xfG88juftq1dh8TEiyyHf3jnDb1d/O+Q+1tvAAgA0jcBziPZ/8gbxtu3x0aI64N1B1wDpMsQRlB/g/UG4SEwXxAh7sBOAcQSLahVuevj2HmO2FsWDxC45EyM5RQXyfARlzzRUXVTB53XktVuJilg1NmJrRV8+P330/Xf/GLnEiFJCwkbCEJC5Z669atow0bNnDBpI998IP0yauvpqlTp4ZUE0E2kiJtc8mdie3blmTS3BwQGUB4jg5TC4iMmrhDhdGEJlBlfIIkzb1+YSKAH9VjtXBD9KtweJnQQqQ2dhnKjFZkQkHLvtKjG2Fccvbi2AazA1Zn/HPWqpGp9ESSDv2qE1f4dVkyImA2sO0QIZHY1B7sHnJdsx0voQlATrk4eRgAqPz4MaO/vxCjcXA4PIB8l8sufRsrLV/9xn9ywi/uO3igBtciuGk++uijrNzMnzefvvrlr9MF51+Yd32afMwAcsmZMdvKZ6g62n5ZCmBKrgwID8wD2HrZr0kDcMV6v0YMPe/Xj/EJTdHaGjpQNzNwIIPLlhAaEIYp9a9mO+bF7W+mTc/dyknsuNMg36Pm7i00853H0uLn30xPbfkhLRtqCCbhCBWDOlN/wTn0wq17iLo7qLHfC6GCigMSwmOgWXTLC9vo7F5PvQHpYTOB/jVMhKBeHLNxDif2I4Rr5w5vO9zEatqXcZjbzh11VPXYNlZMBBgn1CeQMJCl46ftoqqj06QFygvIHCblz+/bTMe3H6ASnwwBGCdydyrrT+Rj9HbVBWRKA/V/QBJhZmADyEpZXW2Qe2MjOyChGMeAr4w5TF44MjOBMaOpif7ra1+jz/zrv9If//xnemD1anphxw52nDj91FPp01dfTa87++yMgkQmoYnLhzFDy2zbc1JsLDVRzKT6yHwbHX+mGmpyoHNxdL9pNAb5N6EQs9WrQ0QmfZ3UuJubafWvNDHaF/QpTcz+zD4DcuQzAX06ZghcBqLC1mLCwvS5i4tzqIF+tXUwjowiQVqOg4PDJMQJx59AN/7wp7R+w9P0wIN/o78/8XfasnkrlZeV0QVvuIhWnLKCTnvFK6mk5NBMMZLaM8epOZJX8/Te/YFVs0aZyqXBPuKEZgLtYLvM03FFaOBmduDvldT46noaXr6Equ/b7dkww3IY9sJrZ9GU+hNZZZm/37MqBlADBuoJzABq3nQ0LfnhRZz8LxP0/uJhVjaqlzeysrNxzY9kJMGY0P/io9/M/fy5fQ2d0t/ICgdUERTX3Ip6L6lF9Of2bbxN1AwJRcN+UHfuehEkoI7mNHvXG4QI44C6BOUFZGXOlj4a2L8tfN13rOe8n8fW3EEvfaKIjqJdvF7C3TC+aR2v5lA0DoebNxjaDsI0vLk3MDPo7cKTq5Eg1EyuL5GnYEDhgbWzBtef6R5lQtTZNmANC9ROdQ4TG47MTALMmT2b3nXFFbzkAlOhOWhQE2Qb4cggMZrp6Pgzsz/ZSaky4b6nB80CIwHDvcwbk4eAAvoyDpQjHH7DBqgy8EtHoS0UDTvWSjh2+EQmoz8DptLT3T2d1RmzT0CrPSTEyCCHOqxMb8K6rHVmYmSRqHC1SL6To0OauEybhz9YeTQODg6FxbKlx/EykZG0iKatHUiRFMXUkPAkMQUQ5cYGKDhHHVdB3XX13h3AJzRMap4nzp8BoUl1rKSexzx1RvJjkD9T+aajqfK1J9L8//XWsXqD4o733UtT6s+h6ouX0/yf7ObaLgAIANqVr53Hqg+UHa3eAJ7KQ6ze0O1Ejx1Yw4oJCA3Ul86hAU5CaGl8A93f8Rua3Z8uXgn1B2QHZAZhbghHQw0aQJL+McbG6hPpsbY1RE800qLpnk20pLKwutTeTVOL5tHjW3qpCk5psMLv8voQdQe5O892d9D8bRVUhfo7CtgORzOoN1t31ZF3B0qHywmgvOzFOAzg+oOsgBAhh8gbu1cAVPYL+ihgWFfJtHoqLc4vDyc14pI5TTgyc5ijEIQmKgwtyX62iXGkGmPzLtazXMyEfVXGzL0BRJEREzUvbM1zMdM5LVE5OGlyIOFqWGZY829EkZF+a/3Pek4eJnKi9Ez3X9MGBcyKjJweGRvITXkCsSWWENgy8PGa1TUgQd8JG8r3ZJbNGS8is307qh7n389gZji2g4PDBMJYatIkAYiMNhAwk/2RIyM5NqLKMMmZX07mVBOmACiYecAviomSiYFCs3k/7a8v4ZCy2e1nsKoRnNuO9VR0Tw0tfHszbelIqzdMeAaJKv73CSYzQkqgaAASqjat/tWs7Cy5zVNvuNYKbH2LveOX0FG8b8+te6hjZHdAWKSPuQvn0Yn0UTYN2Dq0LSAJnL+T2sPqDsYLYwFsw/543TWliwkVwtXuH3iI2nY3cK0bkCW2Rh5t5eOjrs1jbXcw4RH1R3JgZDvG3bhlFttLA8/vGw2FkoG8gYDAlhlkCeoQztGLpyBWXg50DHP+kLi/CST3CX0g/G4x1fDxsX+dv107ojlMXDgDAIdxsXDW7WyqTCIiA3lFDATgEPCmN7GtsxAZW/SZ7/6ctneOSYCv1Tk4fu0br54mSEy6NoA+hjQyk/7jzAQ8pUfIkYSuKRiqTKRBgXE9RfExjQ8i83ASZN6bvCeykc3uOUvfZhcuBM3BwWE8iEyUGpPU7lmIjE2VESIDdzMzxwbbQGhQRwbJ55KAjkkxCA22QS0RUwAJd0LIFLaBeMCJTAMhY7BrhnoDFzGoFQAIAQjDwN1b+HggJQjtku0ArJyRwwPCc8KCd7GSAhUCk3eEUYFIYV+Eo2Ebh2ONeNcU6gjGBpLVfNYlnAPDRMiHEBLsCwUH+yPPRtpgO9QNKDibh4a5mCVMAaCkcP89u/kagPBgGwwJ2LBgJG0NDXMEhLvx9t39vGiyA+CcsR0kBwv6wDliO647rjX6QL/YF4u2hYbRALu3jQ4woUE7vV3UFIeJDafMOOSMbHk0pn2wICO0TGBOjAHDHUD3aZsIg7wo92dPlUHiv8dOrKFggSqD2jdUy27QHjEQZQbA853p3Df3+cADTDq2+31K7mHaZyUcDhZWZYQgHWu1jTYJjHw2raOl7/RYEbYWkS9jex8RYma+jwxdGyPk0KY64+Dg4HAww8uE0IAMaXKDz1H5NmK9LIqMNhmQ9fLaXlNEqEyCyTTIBNCH1/nlNK2ljPZ1TFN5HZ7CsO+Jci6YubXjKGrcfyJP9gUgHQfmlzPZabytnUjCzUZbA/Wm6cI5lOp4NYefQbVBKBesnhv/l5jMYN/F5CkpeIyN7RWbvVwW1HWZv/m19IzKveHrsWM9lWw9imu6zG/08nY6Rw8EZIftpuuXcP+L725go4IDfggbt+nZzbkxdbSSlSIcc2oq/BgdBA3RCVCVOkZxrcIOYyB3GPP60ed5bELG9P67n1vHhIbd1nzlCcC1x7lVPzmTtg4974XPcblQb39xnIMCtLWtlRUlAORHyCYIaVF9NRUK6KuoZGp+fQzbXdiOZDgyc4RC15fJ1kYjiTKja9CMKYzIQmQ0iTHFHCgxQDi8LG0jpvNlvPF5SxNUGV/OEXtnL1cmTGSWLvXdx4xQMCEy3TYy4zuZeWNtywhbC6BOyjQTmGZhGmGxSZMui6mAkYtDokQZfcZxyqzI8Qs+mHVmCpF7PGzP6XVwcDgMwstMIiPQ4WW67gxIDNQYk8hIuJn5eY+QGB+wbAahgRrSR9NYFQCREUC9AaFBSFnp8w2xZgFMWPz8GZCSfU9MU7k3XnFMAOpN6d0NbBZAUH7u9kiKbKsG4aCVXBtmydqLmLCAqIAwIJQMoWzI2cH2Wfft5nwZAee+PL+Xpp58NI2cclRgVCA5OQKoUfULz+G+QHA458dXV6C+TFv0aqp5fplXWFSROAB5MbPpDKreMZPHY5IhKC9QZ0CGQEZAVBpT6UeAICMgPI2b97B5AgAlBmRFCmvifXV7E1X7+8EBDf2Ka92Uaa7WzESHIzNHOKJyaqKUl1zzZkxCk6HKAOZjepXwH0VkZDfTGyAgMpBZfFXGO64+B/+zH5OG0LWwi9len8h4yf8SviaMB83kKnTHuKOhPy/ETKsy4fFqQwFbyFpzxsXMPTxLkznOwdESiR9eJ5BrnIiI6rC1mIbZSt04ODg4TESAlCDUzCQrUdBEp612mLrrRr0cGpAYH2Lp7BGaNDCxHkRYWnMpk5JsZgH05CNMaLRZwIH5R2fk3kjtGqg32AbSUaFIg5AhkAoQlvlrfaMBf+KP91B3sA0qS6MyKRBnNfTNFtM+4WGyYiQxCEmjtbxjCFB+ShYuoOLNMwISJ8oIyAZUJWwDcRKCl95eyeOCvTWfExKS/O1skY1wP58QCYkzwaFoSg0D+UG/AL6rPmU9nS9AjKaU5keOpgyB0TloODJzBCKJKpMLwYnbJ3KeGzW7NWrURIWVmbuAbITycNQOUCNqzVo1wlB8VSYdYibwiAxMBaD86BCz/RFEZpr0fdppnNeDPsNmApZT9ZP/taGABoeZqQsop5V2R9sXOKSJOpPhEBdhfhAH/b2NBxGxmdYV0nkPdWaKC6DEjzhnTgeHw0KVicqVibNnhkIjRCaqXo1tPQjNMjbD6iUO5JpfHiq0CSBHZuqJU2n/dq+IZBKzAEzOD3SWMykh8ggNiAOUBLZr/vsMWvDP06nvFC9UTeycAaldAzLUunke9T/pkxkQE5ChaQ1UvryR67uAvEgoG1SWnrZWJjkgPAj7wrFEXZG8HgAhXR6x2BYQA6hKIx3TvJyhk2sp1TGPaHP4euH8QXb21BWzhXVRhx9BYNhb96EI6ebwNjluRX0llXfMC0L3QFA0WcI9va6hJrRdkvtBXHBupe0N/vpK3obvCI5nxdPcVHmiw31DR5j6oglJrqpMHKImolYio2fJtgYqvMy08LU0yzQUAIswJvNBeBUgROYtb6H1tEz5EEhyvtgxHwvPgZDFs1wZXaerRqs9Gc5oYiYgTmbA9LQyA7c11a++8kGf6hpn5uFkh5mHY8vBsV1fWSd2ylw0M4rZZFg/Rxf3NImSs2V2cHDIlZjYSEiS5P5cyFAUgYHyYoaa2cBEaC55hEapMqE8nJayUHgx2nTXFTOheWF5Iw2tDcQGDknr21pOLz2vjp7obOTilfxATNkVv/B0FRODzZvn0aye473cGd/9DMoG1B2e/G+exTk1wTUBGdo8w1OFfOe0tqHneRsITZsQnrMWEN1N1LPZ25cd1PrX8bEQroa+cdVADEI5Px2VTGawvdQnFLytvZvJw54d5bR0WQVt4HC88qDwqADXA9cFdz1sw7UQ0oFQsjJWwLxz0/uCKEEFAxka7KxiYmX2LaSm2O8PwD74fkBmylSoocPEhCMzRzgKSVxyPlaCWaxtMmyGlulwrdjED217psLLwH3SjmMUEBnkygSqzC+9sDWdpC/0CPkyuCI8LFF7vmHLa0kX9QRB4Ovhqz1x7mVmKF74mrQpkqQuqZEvlE2ZMR3SMMZYjEGuiSIujtA4ODjkiqTEpZDGASZ5kbbmevkckKG5xKYAmIybQK0aTJqhXGigoCOIz8jCzApm214c4to1MAvAfUiHT8EZrbuljNWb0fZlTDrE4QwKD5QNhIRBiUC+jISqASAI+7cj5KuKi3ZWtNUG+S/iXlZOC6jklKM4bAvha7KdC31unkWVICs+CQtUGz9sDKoL+k4tmsHHEpUEQCjeNp/Eca6ROl9WtZpLafmxlRyl5qlZ6e8f10nIzv7tg361mTBk+wHkwdSH1TB2nfOd56Q/qSWE1+KywpGZKdPKaEpZfn+7UwZdMqcJR2aOEGgVRpORpGQm3xCgnEiTMbM1rZ3l1eqOZsakmcU3lXezhJeF5+XTAyIDN2idK6PzWup8dUaITIsRYgYu0d293bBj9gwFbDVrsl4PZfXsITN0LThVg2iY/Zu1a2wAoUFhz0KTjDhCU1tbWAOAKVPy7yflQpMdHByykJc4AgRCg2VvddjqWYwFoN5IKBsIjEa6bk1YTcCEvea4Cpp+4lRq65jBhCYdiuYREpAdCTeTpHu2Q25voOHNlaxgQNmp2O/nmgQ20ZVMOJjstDdRP3X5LmKee1llx3BwXCTlm+rN3M3zqBJhcExo0vcoyftB5AP6H97spdVwGNrzezm8C/V2oFQJoZHQPJALkD1cM5A/vgaWaw2y86xPDHWekgD7CqlkUqNC/zSBEfttwYCrUTnh4cjMEUhoxqLGRO2T1N0sAxKOZFsf0a/JSzKIjE2V0TspIgPCEU6v2RdyL5NItGW0PjAT2GH8gB7lv7YYqkxmvZrpKnytMeBUmnjZ8mW8a5eGNE9bMqchSkqI0CQkSnBdk10SwVZTxsWNOTg4TPIwtaRtTfJitjG3g/xoUgOIsUCg3szx1kF1sREaNgdQAPHhMCgjlwShV1AdsJ2tnulEIuTA9HhV7YVUQF3BwvupHBaQIRANrr9SNpOLdILIsB1yqRcyRidOjVRvPLVlJltQt232roOQqeqemUy8kOyP/UVdwT5YoObsx324pSwgFjo8D9cG5yzheQgBC66RD5AQGC/Yrhe2HTOnnJ7didyjcMhfXDHU6mpXknGiw5GZIwxjITLjdryEk16T92Q1FDCtuIT5gMg0NwdERly2PHLgEQ4hMlBlzl4VrlUTPq/0KxffXLqUd8p0RhM0+oYCLTIML3QtgnCgz2mRVs/S795Mq2fzWiQMXRN+omvXODg4OByphEaHscW1lXa6do0JTW4k10bn42AdlqfxWAshaV0jgUojk3dWE5SSgPdYLyoGclJs8FSUsNWzAHkhg/WNoZo3eMXUHWRGasCIOxnIkBwb0OqNBsgHxoX8HISXmXbLIFsYFx7iaS1KlCGoJthfHwt9spLSUhaoMxq4XiApWr0xrxdUGQCERvbBeiFDUgxV23NjXV9J4cLMYCZQXJ7f1Lt4wE3dTbgr4jAmZFNkCk2aTAITUmXiiIys832cQTaEFMhuWtVQ4o21Vo2OXsZ7XIVFRr2aTGc0sXluDBSfWsQ4K0vmKELDoWsqzMyD3R0tsKr2TQVsfY81kms8ws3Gs3BmTw+ufyFuQPp7dHBwOFLzbpK2japdkyQszWY4YBbj1KFoos54hKY2VKQToWiY+CP06m+dI5yv4oV5eU5eHLY2v5zD0V6gRiYRCPfShAbt6hpWUg1UE78mDCDhWSA8KDhJwpGKvHCyko6jeGzIRRmFq5i6RWN7cQfuh1ODAqI6dwZjgNIE8gZSos0TgvPyQ8b4mijiJ69YL0VOASEs+trJddXtklpwO0w8uG/OYUITJVs0WqxDmq1kPWbNfkVNm0+ANNdERsiGsjoLIIQmlPRvrVfTZtg8t6SJEhSfGFUm5I42fz5fE3u9lsYgdC0geFmgnd3MOj5pYPxZTADGCBeJ5uDgcCQgaTibmYNjK8IpIWpQH8zcGp6YN3tFOsnIBUH7V66opr8hqb4+7RImrl2AR2gALzFfILVW4PJVbIkC4BowC+fxXchUXySMa7i+0lN0VG0ZHONAZy27lyGZH4RHExqxoCbfHEEUFhA1ECRRWURhAWyERj6LxbJ5zXRejK1gqsPkgSMzDhNKlcmWK5P1GLYCnMrqOcofQEWh+YU3w4ynKyq87KyzPHbypjeFQtc8IuMRDTEVCFQZ9KaYieTh1FpUHyFhwqnC+TJyc1GmAoDfd+y3ENpBQ0iYF3qQAW20kANszW28s3DAo8Jw7PnYYFYTcnBwcCgcTCIj6oyp0gRqjp9bI0YCJqHRREdC0QAQmrXs9hV28pJ94YC2z1+vCQ1yWyS3xKyVA2KRUjVaTNUHJAIESgpc2hDk1oTIjGdB3d5cms6BUYQG2ow4w4HomddCIPkx5jXR521TYyRXRjC9qnBhZrB5LqvIs79+ZxVtwpEZhwmDpI5pVotnXbZe1smrIjI2ziPhWRmJ+Yr51NrCv3S9GmUokA4xk7yTtM2zrlkjhEOUni6VK9MseTj+oHZY83C8YyBMzkz8t183O8KFODOR4ZKWrXiMg4ODg0NesIWixbmmmaFTWqnAhB4Te7E2Rk6KANsDMwF2TqMM5QakhJ3AukbYKUyTGknkl/ouer+A8CyaEYS4CdAH+sNx9/tFLSXMDUBfqD3TsMwLGWP3MbU/SImcFxMeI/wOAFERQiP76FdpI8Rx/W4XVjxZ4ciMw4RAwaq/m7kyEU10zoYmMiF3NAWQl1pYGkuIlhAZFV4WDgMTZSPsjqbzfCQPRyBEJhRihv4NImYLMZNIOlaUsiknSq2K5icJDQASkJgxlKRxcHBwOGJhc0sLMDXcVlzRBHivlQWZ2Eu7wJ7YT37X+SSBJbJRcwVkIrCPrguHuDGEHMFQwHAJg/Ky3whh045rGI+oQsV+/RmT8JjqjD43OVdN4PS1QUJ/W613LA0hNKYKo1UeWxhavqisLabyyvz6LWTdm8MFjsw45FWz5lAc2wrbhFrZPMfl3YQirkybZ9UwuJ0YTgEWISekmESZCkTl4QTuaCrELHMXCV9Lh5hZDREsqpKGvc5oY8Z18eriWHbOAQdXvIGCVYjYZxXo7eDg4FBgxKktUWYCcQYCyPkQ4iHKh4346FwSrVSwixgKTPpqjVkTB25rkpSvncCC4/j7htb5hAYKjq6Xw8eVvBilCmmgL86NmUshAwDZPyp3Rs4feUYcilYTPk/dJg7YtyprZTaHQw1HZhwOOcaFGCWsVyOfI5PnoxqLO5pBlDzVx0uc97lIpqmA2sEcXbMOYfNVH3Ff88LA2qLD1xQzMVWfDHc0ia1LKOQEjWy1fHQjpfg4RcbBweFIRy41bXJBLo5oGnFKhkDqsej2WsHQBMkkPOb7AKLQKNUHRAhkQo71AtzYjN1AQERhae/qCoXIaXUG29f77pP6vITA6ZwiW7iZw+SGIzMOBUWuyf+5EJlYsjGGx/4h1cGExKCZ9Wpk26pVHtGIcEfTpW24+KY2FYhQTkK5OL4bQabik07MF+UnUFBiQsxCoWsxhghm33IZxmrqEMV9HBwcHI4UjBeh0aRGjARMkmOGUZmwOX3ZiJHuRyyRNZHRuSfaEQz7BeRGFbo0ISYEujC1qbCA9GgyYm63JfOL8mJu031kKEkGIWvMkquUC1CAs2JqfkU4S4tdEU8Tjsw4HLJQs4IqMhZGklSVAay5MqYzmnYK8Hc0VRnNd0JNLaxB8nDkfSh5R9XEySQEXgib4jxZQ8zMmjXx6kk4XyaSI07ohH+4mRVi8uASQh0cHPJHXFFNs03Utrh9TRITRWp0WJWoMxIqFgVzX9PWWBMFKQAKcqVD3sxjmv1LCJsQDTM/BgBZmjd3mMPcTEIj6ox5jvIZ/Yt6Ywuxk7whjE+H1TFBG3UKzkSHIzMORwQS16uJcwlI6I6W1FQADUK3LksuDvJlBCAw4D6mIhOEmFH6VRMl+WyGyIEoZSKd65ORS5QtbizHKpjjWTTTwcHBYbIX6kxCaGL7880CtFKiSYiZU5OLogMIURFFxiRQksOj22brD7ktoVPwiRbGg/6kjY0U4Vhog4R/k9DI+QR5Py+Grft1/o+0Q184p54elzs50eHIjMMhUWdy3a8Q4WvawTm276iGkbVZsjRNwqJicnH07siRMUPYArIUEdNlKjLSP2ArxGkMxZ78H3UBLEQv6lTH3wDAlk6aK7hutoODg8OkJEOaYJgEJZtbVxJCE0VkbBBCYzquaaKTbUx8vDleMVBNxER90f3ZkvtlvEKa4kLs5JzajFpA+aC+tpgqp+bnRtZX4tzMTDgy43DQcaic0BKrMVENI0wFYsrbJHdf0/7KlhAws98w0bAzh8BGWhMZUWUsQgsUGX28DJe0HJOPclLCHBwcHBzGDdmMAZIQmCiigUm/qEZmEdCkYzGPa1OMoLwcN8Pz/oT6YhIW6UP3L9utRUYjkERFcphYcN+YQ0GhJ/q2ifzBIDJ5HcMWjybrFTR5MUWcWOXBFlsl6yRXxuqQ5oeTpf0HwmQpife0L+Voh7So5kKWskInCfmfzaE4VzMHBweHgwvTyhkkIymhSaLKmBN+M/xNh7YJ9PFtZgFRsBEPU92J29ckPNg3irDoYwkxa+0dH/MGh8LBkRmHw1KByQsxs/gkpgJZw9eiEmxiQrRMghFpLBAXwqYS/wVCxDQ5M5eM2jvmcSzKTFQxTk30MvJyCgpYWFcUoJ/+AvTh4ODgcGhhup6Z62WbWasmKhwMMMmR9J2NyOix6LyauKKVksMixgLZIMcTNzX0q/uOIzRyDrmQv6SYXlVMU6vym3ofmOLCzEw4MuNQUMgE/lARmfE8ru47SsCRbdaVUfbRMbN5m8AyphA23/ZMziFKWTJJU9ZcJWOHqAKl5qnb+FzX2NyfHRwcHBwSup/F5bZoBScucT+KxETBJDJxzmymCmOaDGBcSRSZuFwhWZeE0DhMDjgy4zApyAT6zTaxPtgEaswOabbGWVSZrH1HDSCLnbS5i6W5B1GUoM7EqT8KNiHH5c04ODg4HBxks3M2zQTQNmlImqnoFILIxJGYbOQim3FA3Pi0lbSN/EydQgVDU1U5VeWp+PRS2InNwZEZB4e8kJhgRBkLJFRl9LpIVcaWj5MghE3vaiUxSXYyVBlT+dHnE0mYCu5mVogQAfdkzsHB4ciygk4SkhYHGxHKtm+UAmSOJc6RTRfuzJY743B4wZEZh0kDUV7MiXwhineOu+qTRcaJc0jTTSMn/1H9Z2ELEWV0MglTgnyfOO5jEhnbNgcHBweHQwdTNUlKXrJB+tH9a6KUjfwkcUgziYzeR8wCbOoN1Bit+CQJYXOYeHBkxmHMOBzzYsb1eBGz9qj+E0/yo/JxFEMR1STOKyAnpcRgP3Gqj2l4lvOxxoR2IiorQD+DBejDwcHBYfIpOSAeUcqOzS3NhEmGkoSX2faLCzGzFe5MSn40DhaJaZxaSdV5ksTKUacwmXBkxuHIcirLUZ2ZCHk4elvsjhHrs52DqfpEhrHlKKlIio28l11MRzMHBwcHh8kdoparimMjHbY+zDbZwtGiEJXo75SYwwOZVYkcHI5Q6Ek/3k+kmjix4WVR6y3bomyRY8lFnIQTofoIQGKi8nH0e+9qH1l2Zu3t7XTZZZdRbW0tTZs2jd75zndST09P7D79/f30gQ98gKZPn07V1dX0xje+kfbs2RNsf+KJJ+jSSy+lo446iiorK2np0qX0zW9+M9THO97xDpoyZUrGctxxx43buTo4OByZRAftotqCgOjFRFwoGj7LEkdkdDtZjlR897vfpfnz51NFRQWtXLmS1qxZE9v+tttuoyVLlnD7E044gf74xz+GtqdSKfrsZz9Ls2fP5vvNa1/7Wtq0aVPe97mxwJEZBzrSVRmNQpKYbP3EhZeZpCMWpmezJRcnrnBlYhMDCxtJEiJ3aNSYfX6tmXwX9DM+wA/8008/TXfffTf94Q9/oPvvv5+uuuqq2H0++tGP0u9//3u+ydx33320c+dOuuiii4Lta9eupRkzZtDPf/5z7vvTn/40ffKTn6TvfOc7QRuQm127dgXLCy+8QA0NDXTxxReP27k6ODgcfogiKUJgxmI+EAeTkAgJSnocIT1JCY1YN8OBrFCoLikLXZ+xLOgjV9xyyy109dVX03XXXUePP/44nXjiiXTOOefQ3r17re0feughfjAG8vH3v/+dLrjgAl7WrVsXtPmP//gP+ta3vkXf//736ZFHHqGqqiruEw/d8rnPjQVTUqBWWdDV1UV1dXXU+cILzK4cjlwczkRmPBClNuR7HZOoGPoYcWQmSimJ3NkgS6aDWRJ7adux+HfmqKOos7NzzL8z8ltFdAERlVL+gAXm7XmNyYYNGzbQsmXL6NFHH6VTTjmF191111103nnn0Y4dO2jOnDkZ+2AMTU1N9Itf/ILe9KY38bpnnnmG1ZeHH36YVq1aZT0WlBwc75577rFuv/3225kQbdmyhebNm0eTCfJ9P7F2HdVU1xzq4Tg4OMQgac6MRrZcHJvVc7bwtTgbZltoWhUN0flnvKIg96ZC/FZ193TTicuPz2k8K1eupJe97GXBg63R0VFW8D/0oQ/RNddck9H+kksuod7eXiYgAtxjTjrpJCYvoA64T33sYx+jj3/847wd45k5cybdeOON9Ja3vGVM97lxzZkRvtPV3V2wAztMPniT4yMrFChfdFnIQWGuYxIyk0Y2VRe/KeGileqD+WPpN5TzkL57e73XPnUfkd8qbJs71xuHPhauixxJfl8SPF9JgEL58A8FNyKN8vJyXsYKkA9I7vIDD0CiLyoq4idcF154YcY+UF2Ghoa4nQAhAC0tLbFkBjcYKC9R+NGPfsR9TjYio/9WxiNswcHB4eCgZzjaaMUWQCb/36FQ7BruyboP2qOtHKf3QB9VgdT0DnANmX296YT66VVpx7Mq395fEu4LcW8qxG+V9JH0vjQ4OMj3D6j0Atxr8LuPe4cNWA8lRwOqCx5+AXj4tXv37tD9CGQNpAn7gsyM5T43rmSm259kHLVsWcEO7ODg4BD1e+OpK7mjrKyMZs2aRbt331mw8SA3BU+wNCDVX3/99WPuEzcBhINplJSUMOnAtqh9cH64OWjgSVjUPggVQHjBnXfarwfC1P70pz+x2jMZIfemV5xuJ3IODg4OE+neVKjfqlzuS21tbTQyMsL3Cg18hrpvA+4ptvZyr5HXbG1yvc+NK5mBFIS46pqaGk4UdXBwcCg08NQLN4t8pGckKuKJEZ5EFXJc5u9elCoDuf7LX/5ybH+Q3g8GENt8/vnn8w3u7LPPtra56aabmBwhFnoywt2bHBwcjsR7Uy73pSMBicgMJKFm56Hq4OAwzhjrUy/zpoHlUADxw3ALi8PChQv5CZ2ZeDk8PMzOL9hmA9bjRrh///6QOgM3M3Of9evX05lnnsmJlp/5zGcib4Y//vGP6fLLL+enhpMR7t7k4OBwMDCZ702NjY1UXFwccr6MuncIsD6uvbxiHdzMdBvk1UibXO9zY4VzM3NwcHAoEJCgjzyWuAXE4dRTT2VSgjhmARL0kZSJmGMbli9fTqWlpfSXv/wlWLdx40bavn079yeAc8wZZ5xBV1xxBX3hC1+IHCvc0J577jl2q3FwcHBwODxRVlbG9w9978C9Bp/1vUMD63V7AI5k0n7BggVMSHQb5PAgF0bajOU+N2bAzczBwcHB4eDi3HPPTZ188smpRx55JPXAAw+kFi9enLr00kuD7Tt27Egde+yxvF3w3ve+N9XS0pK65557Uo899ljq1FNP5UXw1FNPpZqamlJve9vbUrt27QqWvXv3ZhwfbVauXHkQztTBwcHB4VDil7/8Zaq8vDx14403ptavX5+66qqrUtOmTUvt3r2bt19++eWpa665Jmj/4IMPpkpKSlJf+cpXUhs2bEhdd911qdLSUr7HCL70pS9xH7/73e9STz75ZOr8889PLViwINXX15f4PlcoODLj4ODgcAiwb98+/lGvrq5O1dbWpq688spUd3d3sH3Lli2wzkn99a9/DdbhJvH+978/VV9fn5o6dWrqwgsvZLIiwA0H+5jLvHnzQsfev39/qrKyMnXDDTccpLN1cHBwcDiU+Pa3v80Pw8rKylIrVqxIrV69Oth2+umnp6644opQ+1tvvTV1zDHHcPvjjjsudeedd4a2j46Opq699trUzJkzmSideeaZqY0bN+Z0nysUEtWZcXBwcHBwcHBwcHBwmGhwOTMODg4ODg4ODg4ODpMSjsw4ODg4ODg4ODg4OExKODLj4ODg4ODg4ODg4DAp4ciMg4ODg4ODg4ODg8OkhCMzDg4ODg4ODg4ODg6TEo7MODg4ODg4ODg4ODhMSjgy4+Dg4ODg4ODg4OAwKeHIjIODg4ODg4ODg4PDpIQjMw4ODg4FxHe/+12aP38+VVRU0MqVK2nNmjWx7W+77TZasmQJtz/hhBPoj3/8Y7BtaGiIPvGJT/D6qqoqmjNnDr397W+nnTt3Bm3uvfdemjJlinV59NFHx/VcHRwcHBwmB757kO9NgjvvvJOPV1lZSfX19XTBBRdYj7dv3z5qbm7me9f+/ftzOjdHZhwcHBwKhFtuuYWuvvpquu666+jxxx+nE088kc455xzau3evtf1DDz1El156Kb3zne+kv//97/wjj2XdunW8/cCBA9zPtddey6+/+c1vaOPGjfSGN7wh6OPlL3857dq1K7S8613vogULFtApp5xy0M7dwcHBwWFi4pZDcG8Cfv3rX9Pll19OV155JT3xxBP04IMP0lvf+lbrMXGsl7zkJWM6vympVCo1pj0dHBwcHELA06eXvexl9J3vfIc/j46O0lFHHUUf+tCH6Jprrslof8kll1Bvby/94Q9/CNatWrWKTjrpJPr+979vPQbUlhUrVtC2bduopaUlYzuemM2dO5ePiRuNg4ODg8ORjZWH4N40PDzMStC///u/M1GJw/e+9z0mXJ/97GfpzDPPpI6ODpo2bVri8ytJ0ggnDemopqaG5R8HBweHQgPPVbq7u1muLioau2jc399Pg4ODBR2X+btXXl7OiwaOuXbtWvrkJz8ZrMN5vPa1r6WHH37Y2jfW42mZBp6W3X777ZHj6ezs5PFE/dDfcccdLNfjSdjhDndvcnBwOBLvTUnvS4fy3gTF5sUXX+RjnXzyybR7924mQ//5n/9Jxx9/fLDf+vXr6XOf+xw98sgjtHnzZhoLEpEZ3CzA4BwcHBzGGy+88ALHzY71ZjGjspK6Czie6upq6unpCa2DVH/99deH1rW1tdHIyAjNnDkztB6fn3nmGWvf+HG3tcf6qPNDnDLk/9raWmubH/3oR3zTGes1nExw9yYHB4fJcm+CWtHa2npQ70uH8t4kxARj+trXvsYqzVe/+lV69atfTc8++yw1NDTQwMAA7wOCg+szrmQGT72AF9avp1r//UREF9lv7g4ORyIseXiRmDMn/b6WurL+H0PfL74YPo58BubODfeLz3gf9G0ZXFdNDR21bFnwezMW4AkUiMwn8JSK8scAEX25p4dvYpo82J5+jTcQPvbmN7+Zn8hBkrdhx44d9D//8z9066230pEA+Vt58L7VfHN3cHDID52D+NXLDW0H+nLeZ2+vd5x9PSOh9dOri4P3M6rKg7Zo19GVbtvdOcqvNXWeUlJfWxzaX9qj3YDaT1Dut8f+si+w/YWhoP1QxzCN7h+mkamDdOsP35b3vQlEZvW9D+T9WwUSs+rVp02I+1LcvQnKOfDpT3+a3vjGN/L7n/zkJ0wIYS7wnve8h9WipUuX0tve9jbKB4nIjEhZIDJRTwMnAmRkjtQ4HAnQpMP2N99lcJIdO8Kf9QMm/d867n9PrX8s9F1V5a2rrPT6rqgg2rrVW4f3sg3HwW839qltrvXGbQ4O8G8UhQgXwk+6P4SCAL972X77Ghsbqbi4mPbs2RNaj8+zZs2y7oP1SdrLzQKxyPfcc0/kWHCjmD59ekYS5uEK+VvB5KCmeuI+aHNwmOjYP9jPr9VlpTnt13qgj6rU5Hx3TyYZmlUdnmSjTWVVKbV1D1PFVKL2zjTZONBB1FDnkYtuf4qKthWjw1Q+5JETIDXo7dPVSlRRV0x72jxiUjFaTI01JUH7wcFRbjvUPhwaw+ABotKGEhocLKYDQ0V0THM5j6dx1gh1V45Sf+cITSkfptGyIW5bqHtTIX+rktyXDuW9afbs2fy6bNmyEOFauHAhbd++nT9jn6eeeop+9atf8WdJ48eYQYKQb1MwMjPZgMmSIzQOkxUgBtmUbFM9kc9Rf/cmkTGPYz2mbafmZj5Wc3NtRhMhMuZ7tWv4g9l/LlJSFuDWWlmAfnL5gSwrK6Ply5fTX/7yl8B6Ek+m8PmDH/ygdZ9TTz2Vt3/kIx8J1t1999283rxZbNq0if76178yWbEBNwGQGdhjlpbmNiFxcHA4cghLLkQlKTSJASmwwSQ1AIiMEBQBPoviAmJiAkRDkxO8BzHJhtGOodBn/amtbjg4ljmeQmLoQAcNFQ3l2Uc4vGyi3ptwTJAXuJyddtppwT5bt26lefPmBW5nfX19IROBf/mXf6G//e1vtGjRIkqKw5LMJJncOThMRMj8Xl5tpCYuDEwTeRtfSEyc9I56MFmYVrbjed346sxhCCRMXnHFFWyJDFeXb3zjG+wII8n4IBpwGvviF7/Inz/84Q/T6aefznHEr3vd6+iXv/wlPfbYY3TDDTcEP/xvetObOJESrjKIe5aYZcQb4yYlwBOuLVu2sC2zg4ODw1gITBSJEbJiIyQ2EqPVFr1dCAPe6zYgKBr43F03Su11I4FSE0dOBjqGaKi+lPobSng/kCHZT/ed2pc+t5F9fTQ6vZJoUSVtg1DQ4pOnFuLPppozmXH1Ibg3QaV573vfy7k8yG0EgUFuDHDxxRfzq0lYkN8DIPSs4G5mkxlOpXGYLMimnhTib94WahZ7DBupwTGam63qjO2zDcuaE7KtMaKuQMpMmiokA+wsERcNe0lxbrnrrruCREpI69oNBzVifvGLX9BnPvMZ+tSnPkWLFy9mtxhxeoETDNzJAPSlgSdhSKTUif/oD0XOHBwcHLIRGSEtTVMrrSTGFjJmrjPJjRAUrW5opcVUW7BNKy1CUIrqS3kdyAnIRRSiyIkcD4QG5EYIj21/PqNFldTeWcRjwwIShWPzHuFoq0mJSw7RvQnkpaSkhGvNQIGBRTQevKF4ZiGRqM5MV1cX1dXVUaeRbDTZ4EiNw0RG3Lw+lN+iVY2IUDD9944msujdpE/9ioX71zvYGJC/4BirVxMvCC0zjyV9r1pFNH++9xnvQ8fx0dXTQ3UrV7K941h/Z+S36gcFIjO4Tb7Ht5yczL99hyvk+35i7TqXM+NwRCIX5SWXsDFNXKLCxkxiImqLEBQbkN8iqoluC+ICIqPJyRQQE+RZLKoM9rO1T7Wnw66mNFTzftinqaU0OE7r9iHeZ+Q57/5p7lN8dC3VLCineS2lwTmtfbqPj9W7q5Nu/q+LCnJveuTOW6i6airlg57eA7TydZe4+9KRpMxoOJXG4VDAFlKV699h4pwW1Tjq793GUbIqM7YkGKXQYH9NZrq7e3n7hg3I669ismN2yeFmOmlHW6o5ODg4OIwLibEpLlFKixAZU3HRSktUbosQDoGoLbTAHqpmEhO8B9EQ5UQfV5QcaT+8r51fZRQIOeuuK2Yyg+R+jBv7gOhowiTAOOGEuQ3nclwJX4d5LcMcbta7K/JyOUwQHFFkBnCExmGy5HQlDjGLIjU+odH+ZFm4icppUZDGEcdpbl7G44TyElaA9vG/3d1YlyY0WgnC+fMY+UPh8mjwjD6/Z19H6A+kg4PDpCYy2dSXuER9EBJbboxO0hfFRV4lP8WETWlBGBjQ2VFJ/UptMVUcISaMfe1U0t5AA9QUhI/xPg0lHDYGsjO0aXtoX/xujzwHN7Raaq8rouNnV3nEhB3S0uMQCCHCGaLfZ3cMEDVTEG7WVe/uBBMdR+Q35MwBHCYKkqoHQsCQAABi80lEQVQnkbktETktAVg5CTfJwk289mY+i/leBnPaaSF1JhNI5muj7u5jmdBgtwce4N3GlA/k4ODgcCQhad5LrjAVF3kflWwPmLktOq8litQAWm2RzyAnkrAPUhOoJn7b/q50ccYKf7KKfaC2IBQMeTQ7ETamiInsI+1HOyqpdXsJravrDeXBcF6NMS55L4oO3M1AgvDapurQ5IvBjhdpcCC/IOjBMX7nhzOOSDIjcCqNw0T8O4wzAvBeLW5gMVn4QjakDwkHiz+WHwKWjSz5xEbUGVkQXuYRGVFoNjKhWb26inNmwnk1h6+7mYODg8N4hZCNNXxME5lcbJFNtUWIBMiBJiYArJIl4R5qSYic1M7yJp+Lm4gaSrzjLShn1STVUM1qDI9lwKvE3N36IjXRciptqKbuLaWstnBi/4JyVnmg3Gg1B8cCoUF7jGvb9iEOHQvCzepLM9QZAc4P5wEzgN01A3wN+o9yVvcTHUc0mQGcSnN4oBB5Kdn6zNZfIqUhpnJlEu4QaaMcFzdmEBq9myY1WEKKiTAT3bc5KMgs6P9NXv8INdP5MR6REVKzMVBo0KUZblZIOoMwM7+mZ14o3PM4BwcHh/FTYpKEj9lCxyTESxQXkJBstsgZeSrtDUxCxElMCE2RQRo0OanpmkvVtIzVllY4qrV4ZIj72JR5fkyGNsEU4Fjq7ixnYoLxddeXBgQIJEmTJowT4Wb9DQ18TaC01NQN5KTO4NpNr3Z3gomOI57MCJxKM3kRNQ3Oh6ja+ozrL0l9mEhlwycbNnXGDDOLzGux9a9CwWy5LbbdhLegHdsnm/3ZzgE7rV5NzavODvgPCAtyZdJIqzSealPF49DDdHBwcDhSEUVicgkjy1bnJQo6UV/UFLNmi0BUmZDaAiVk36xQbosQGnMUPaOgLhwzRrQFBY6X0VD9HGo4oSIIHSuZ3sB9hvZB+y6ikk0NTGCerSsKlJas6kw7EvmHqLFmIGd1BmRmRlV0bZ1cMdSxl4b6K/Lroy/32kGHOxyZUXAqzeGJQhPVXMLCcin2kkvtlkA5MTfaBuMnqejcFiFH4jrm7ZpO0ufXVbW0zMJ+BnyWUi7r0Hj+fKrdsZ5WrVomYg2eB/rKzF5jQGF1ZjzIDOrMVBegH/cD6eDgMFES+bX6Ele80gwfs9V5EbITZXEsSosOH4Nqg3XSTpQWm9pS8dJqLxfm6FpKtYfJSV9xp8dyBohJUFFHE5ON5cdV8lj3P1fN69GnBo4n7aHOIEkf+TMbOyupf186PE0DY0XuDM5B1BmYAWzsHEmsztQ41/cJD3u21hEOF79/+KHQ3+mY+4tRZzT05B6Tfll0HZeAUJlMQDfSC9QTn8iIKuIBhGMfdXdvl2ZpEUZ2sACkZgAyi2T1c+5Mup5MGG0+qRFDgN7YUjYODg4OhyuBkSWXXBgzH8a2zgwf0wvqrIAwYLutbgwm8VA2ZIFD2ODqjVyXZeB5r96KhI7BQUyrJrLs6vsH9WxZT6ObWql7ywATKBCgosVNHAKmAUKDfaCgoH2/Py7sg5ovUGdqyudmjFPao3+4joGYgTTBPAD7mMfBuYCogbTh3HHNZB+cSxREqcpF4XI4dHAPHiPgws4OPxyM79TmPhbYD9saJshtsTUH4UAiPSsn2BgXO6bVmR3rOdwsPUaEg6XzWjwb5RZuHozdIDQmjWtShAnnuWpVLe+/YcN0oyWOMSMgT1qdcWFmDg4OhzMK4UoWVbwSKo0oNXrybdZ5YbUBv/OqzotO1BeyIIoLyET/2t1UvcBTW+pe6pEYM6+FlZYI9QS5MEHomB9hpiHtB55vom11xVZ1prqoKYOg2NQZjBGTWgRxmbkz4myGHKBsuTPBtegciXRoGytG2ttpuKIsvz76Bws2nsMFjszEwIWdHbmIJSD+zFvIkfAJk0tktVPOUohSNzXfx7qOmY30IJqbadmqZiYc4cN7NWFshObsVUpu8Y8jV6bWV2g45Aw7rFoV5OagWGZ393SfwEjOzF4//CzTgGCZx7EKAkQFFCIyYEoB+nBwcDhyUShrZZuVsoaQGXb58gtEaucxTNY5Ud6v81Ku8loAVlv2tTO5kLyWnj7vdbaf24JclTknVTI5KV3cQjVdu7lN1Uh6Ktla/ByTltmbGriWDIgGyBPICciR9CnAsdBP6b4W6u+sDNSZbj88DS5mra1rM84X5yXtobSACA2o8zAVGr4Oiyq96zfbv0518bkzAIfrNbsgpokO9w0lgAs7O3xQkPCwhDFROYVOGTFk2ubY7BOqjJ9z7+W2WBpzCJhagr5jw8FAODby64YN6TAwJvMR8gmuJl9RY+zpvj3iEj5GOtQs5+vk4ODgcAQQmaaplbxoCJHBBFsWhI4h3Grdrt7I8DEJIUPoGBYO61rTzqFagC3cCmqLLAgfw/4gR5x/s6Ccw7qEMPQWD2cQFLRHeBrGLKFjUHigslSO1FnHKe1BNHAMhKeZ4WYgW1BdpD3OHwBpAkEDWAVSEGMAEDyMX0LN4iChacDe3mjLa4eJAafMJIRTaSaZijLGBP6cXMiam62ha3ZLZV9BMRvY5ByEg1ncx3RTSdTH9vU7jER9Qz3hc4Z6IjvNn0/LfCtlryYM1JPpKq8FaOSaMNgehLNFoEv698lSLasz0rfXl7eIOpNWgvQ57dwZeQgHBweHw65OTBKA0OjcGG2nLBAr5aiQKO08BjKARH2EcLF92NG1HGpGvhKCbaba0lvcyeqIqC3HnlDBYV2jmxqourWJ+igdZhaMyVdbujurmWi0NpTQSEM1NTUtJ4LSMpIZagbnsdbtlXTMy8O2yzzWrrDhgD73kDqjDAo0JNQM9WxEyYoKNcOrzgsqJAbbu6m0PL8ws8EBF2ZmwikzOcKpNON/fQt6jaPshGOaj6VxVN6Hzr8PNY7qS6knuA5adMECNUOS58FN/KbUhTyYGOUEvbeKQuPvBJIi4WBh7PVrwqgkfTWIWlOVMfNolLLkkSQTe0OEJkuJnDGhtoCLg4ODQxxyTei3QRL6hbhgH9kPE2+tJEAxwAJlAgsrDlsGOMlfXMyYoBjgBH0/UR/khFWajiEON2O1BcTBCM+qKypnYqPVFoAT6Bc3sWoCpcVUZ0A8QAowLqgtyJ3Rif1mHoyoLTgXKE2wUBYFSCstotKYif28ra4ow6Agivw4HF5wZGYMcIRm/K9ZQa5xVIXILP1Ls0QqnE864vrJCNfK1lAIR4z7mDiPafcxk1FpoiFL4D7m9x3uNxwG5iXpe/3z2O02ZeHzUKFmgEeUJG8m+tQdHBwcJrsrmflZE5JcoImN7C8TcFFlAjvlfX3sOCauYyAPNucxUTUkdMx0EtMuYibRkP2YcOzzQrugtqB/HTpmEhodmibkRJzNhNCYx5L2nnKSJieyj0l+pD2A8DQbiRNI/pAoXraCoACOBxI1Hhjo6KeB9r78lg5XZ8aEIzMTRUGI6P9wIE5jPYdczj9x+N9YZs9R1scKpopiHi5r/kmEnbJXuyW9S1pFQc7J9kCdYcIBdcYnHOW+MT6u3n5/CZQUP+nGczaLym3xbJQxDEnnkTFL3wL5hnRujj1vxjxG5nUqFGoKpMq48gIODg5jCSOLIjHTyjILJooaA8JiLlqt0bVjzJwYnthvag1IDYCJvalsQGXBonNhoG5Ingom8iANQkw6Rwesagsg7RE6JoRG58MI+dG2yyAnYqFsWi+L2oL2yAGykROMQYiZ5MKYYXf6nLWrWbbvx1R04oiRw8SCIzN54nAgG+N9rkLLxpu4jTWfKW9b4CwzcZPQRMgtoXowmqVoohSGR2hCoWyqoXk1QGh2COnw5RwhSmGIVfM+e6iZJQTL/ObCY55uITQ6f8bBwcFhchEZUV3MSXGcGgMio4mQTvDHZB/hUuaCkCsskuiuIYn9qO0iC0LHJPyqyU+KF4KiITkxrM50DAVqiyT225QWrbagvVkTxqboSOgYzkWrMyZ0Yr+0N2vIxKktkjejHdrMcSfBeOXKOIwvHO2coPVLJqrRwKSqvxNnWWyci9k0o0aMbmB6MfuftaWy7kdyQvAe5AFH5oR6Wfy+mGT44GR6EA5s55CwswOlw0uqT1spI4H/gQeqvER9/AMS5EMUGY0uVRumeZWNcAgk1KzKO9VVaszeIPjqdUWccJiASajZXqP/Fhdq5uDgMKGQb/6LCSEt6Bf7axID1UWIjKm8mIqDCbEhBoLk+C6iknZM/L17UYWfFB8HsTlu7yxi8iOJ/UjSR/J/VHuxXe7saAqS9NkfOaYmDNsuizqDcbe+mKi9qUnx+frnOtQ+fnMSz1ShcIUz+zqGaEppnn0MZRLbIx2OzBQIh7vbmUz8C61EjbuyZZKQLE0T96Whc3EiasToJHdPDVHuZgpB/RZxBwOhgfvYqi7DfUyrGx7h8App1lJtmPWE+9VkBqFm1EXz59eqmjCNQVFLCTVjxxuB33fthg2hPm3XRIpzen2T33faLW08UV5dTeVT8q8SU55KEfVkOuM4ODgcfsi3JoxtO4iLTb2R9UJkkLxvQqyBpfAlQrQQ+oQFa1AfRYpcSm0YkAkpWknkEY51W0q9xP6+sI1ypT9H99SQWqKWUo/8LG6ipn2ZrmOI5cHxhEBg3FKwMrWvxSukaXEd0zVhEDomzmYgYlB0pD27mtGsoH2u8Grt5E42i3yyJCoPlCCsi1J5HCYeHJk5ApULk0DkMt6otmPp86CF6MWwFD2GqDHLeut4LeTGIynpYppmM1kfslMOjpV+bRZC4yetCDlIQ4jBdCY4W7d6Ckqg+igyo/vnh2fSt99vRPOMfJ9alTcDwmX9BtX5pHmVkCS7EYCDg4PDoYSZuG/WeBFCom2SMXmWdjYiI/ku2j0LoVDY76m9+zl8TKyWhbgIdMHLYB3+seRxBEQmAiA/w9OjbZTleFBDoETAfhnkhIPBWtda+5f2ICei/rAipHJUTPVEQs3EQpnJjwFNljT50VcH47GFtMUhKkxNw5b075kEOCVkosORmSOU0OQCmcQfivNKerxsxMjsx9bepq5JuJmsr7UxFIu3MAhCRq6MD4kCa35TWJ3RIxI75eYNG7z6MKedFpCOTELTGAoHE8qDs5hmCTPLCDULyEyjTza88DIPXt5MQJS8k7NcOwMcwqbJl65lQwdFnXFwcHDIlcTo9yZRMYmMbottsk4n9OvwMakDo9UYkBhRXjTYqczPiQlNxhdVBorBsKqngoR+oDqVnuTrsLUgb2Ygk/zgGKjxAjUEY0T/Q6rujC10TNoTlQbqTP++zJowUkNmynPVTErYaECFmoH86PHUUDi3x4S0xatui+u5u2YgJ7Iils4mRAGLqtuTD3o7U5QqSeXVx4Hh/PY/HOHIzBFIaMxwsThVxdwWdV5avZgo5x03jriQOTkHk7NYBZ7A6kt9RtHLiPwZyZuR90ExSl8aMQmNmd8CpSMdEkbKRnk67djREs5tsZ63l0fDW/1x2xP1M+vDhFQfP9QsGzJFIrN45jhhzhyi4gKECIyMED37bCFG5ODgMIFCyExXsagQMiEqGprIQGERaEID1UXIigAFGhG1C5IBRzBTfZHJNifwb9oehJCBhGC0IBAAqyfGRDxwEfPn3xKqJeQESghslGlLZl6LGWoGcrINTmYdTVSNR1hbwqFjZqiZVltMdcZsb8IMSRPygzA56Xuj7Yvx2/L4AgUlE2bdHCGC5neqiYyJGVXp79thYsKRmSM0jyYudCrJuDP20xJGAvD+cZnfCfuK7IeLO6aJlRnmFRp3luPKqXmvIEEGkdGsJ2QOkFYm8BEKh/e+Kth1WXPmMeXWOM2S32ISpLQ6c2yG6xhbKCtTASt4zObKTMIRXKa8rd+kfwcHB4eJgaS5LrakfQ1MvIXI7PxHX4isgKhAf4GuAOtkUV5sLlpYj6KWOg8GN4NSauHJOI5jy7ExwcU0/ck7Jumphmqe/IMs2CyLdehYnNpiJuq31Q1nJOqH1B+Vx4Nrhv53Gse2KUvZiI8NIHlmeJ4JXYDURmKgyuA6Y5xeWxdmNtHhyMxBwERSK0xkS+q3jdtKZOTVJxG67yQhXqF+jAlzBFdJFFoWpa4kzdcxeUpoQ8gTWQFMBcrMKjMszAvdknCwQEWJAEhNrZHfAoJkz2/xwsGIqvzrLucZhnxmkuS/l9SdtOIjoWb2axHUsoGDWzay5MPru1Fdh0zlp6CYO5eopAA/b8PDTplxcDgMVRltsWyDVlwEUF1AZEzVBZNf2CAD9z/TxUQG9V40WQEw0e/312urYIRbSdI59mObZUUGdEgVSIPk4DAB2kKh/BFtwQxy0u9PzGGJ3E21NNpRyRM/KD2a0EjoWPeWUmqvK4pUW0KuaZsamMCgfRwwfhkhVCmpHzNsEJngXLt2UxkdG9unea6Azk0ygWuF65stdEyIzHiEmAFdnURDeQYN9BXOXO2wgSMzRzihSZK4bybJZ5ATf8YeFb5mnnugCpnVJXXIlYIWOzKEgQS+vpFhYhH7Cgmy8ZRIQpOlX49oeAQBhEEIDV8zo96M6Tym+0yHben8ljQCxUe5jkX+1RmKT7pfiPrSf+a14f4sJgNmMU3rNRvDdgcHB4dCOJMJiRGLZJsaAxJjqi7yhB5EZu3TfRwiBtIhGJ1eyYqLhI8Nr9mZQVa43aZWJipaYeD6LNMbgjwNPU+VSb6EkEkYmh4bh1Gp2zg+43hCpIZ8Vy6enDOhIVZoNKHBgv248GZHpdUWGdu1jbIOB0N7KDlmor4eP45RCsczyr2Oi2mOYCJbcUsz+R+kFEU59f44htmPmDX09jhlZqLDkZkjnNBkyx3R7eL6MNvndeyEVspJ99GrAkUnJiHGJrpkkBhVPCajPoxBcMLcxrM9BpnJhi4dauZ3lOloZr8MmmxEmQCYSNs+6zAwi4KiLkYUgbE0VQYA0ud0R2QcHBwOmsWykBhbDowQGVFdQmjxJrYgMp2P9zAp0WQF4V/ocUARFjNnA0QB63f1/SM0yYfiAtVAJtJoB6Kg1QrdD8YmeR8gNzg2lJOoopCizoBsgJQhFwYKzfCasGrEhMbPy4E682xdUYaNMhBK1vcJihgBaLUI45fCnKhVw/kt7T3U39lAjTWV1jwYtDfrycSpLcHxfOKB7y6K+PC18g0IbAYJcv2F+EXl4DhMTDgyc5AxUQlNPttzwVh4iiB2n4Q1ZAIiExG7pnNsNGfJOIQqdKmJgo729YiaXDup3UJB7ZZ03ky0lbJ5PMpI1tfEA/1nOprpVwDkpjYr6cgCXRFTf6nhSpmh5t7pST5O4/gbAJSV5d/P4GAhRuPg4DBBCl7arJIBITKS6yKAYoK8k7WdaSJjkhUQECErUvMFoV86DApkA0SmiHpDk3yZaCNMTZMoEB0QArxKGBkbA6jcDqmPQj4JETUmcEDzt2EfSaZvrxthcqMJioDDzjZhPMdS63bPrKDCsFHWJIvVmU3bqfjodIFOXH1WnlSZLz7fiKgtJkfFfpsYmGQtiTWzKDISYpYt+V+2ixKnjR4Khc4eooE8eVK/CzPLgCMzhwATkdDYkOsYkziEmSFj2XJ2zP2SFreUsVtJTFQSjqHKwEI5JvqNN4rjWDBeXRvGCk+ZQNiZqc4kudr2/Ja99oa+CYDktWRGgKfPQ3Jx0rktQrwspMO8EDkzU2cA4ODgcHALXkaFjwEIOdq2fSgjfEzCumS9dhgDhKxgoo2E/dYpz1HVaAn1oTDliGczzPkwPnEAEZiTSv/u9/pBWZJ8bqoKgUOZD5CVkee8sDYJS+O6M4sq2VRA2ggwLkzyEDrG5MQ/51Ya4nOTXJhQYr2fCzNUPycwD4giHj3k57d0HJthhoA2dUUeGegcHeB9PUKiijCrtmMBiCTOI2lxSyguZvK/ue945co4jC8cmTlEmCyEppCIJTS2p/yW/TJgWanVlVBYmU1uAaRwpSI0plFZNogGoxProyFEwVBmgvPNjnAhyrCiErJn9vNmJGQt1L86ZtghWmrCeADBCY0Xb3SxT1OZMYCmKJXjESU5/+n82YWZOTg4HAoiI8B6EBmoLtphTMKXoNKIGgNlRSsDkp+y65m76cDoVppTVMUKRF2qnDokf2XFHG7fvXZ3oFA0llRQ23B6zDiGkA0ct6lpOZMEsWUWMBkAQQEJWdzEREaMB9glTZEZyYMRQjNATdwmUFvUNQiZDfS10uwtRDWoI9PQwP0jb8ZGUnZO8cLHavb1UXdndC4M2neMZldbTIB44TvTShmuu1knRwiIDhsT4HpKiJk2cbD9LUh42XipMg7jB0dmJhmhGR0dpSlTpvAyEZGhtBieyFkVmojZrU29sV07K/kwpRabT7NFmRE7ZSgoWhmShhJiJiMLgspUB+mClOagvJAwDVFRIhWUDHtmIRyN9tAw31igNsbVzEY60n3qY8TA/M588wGzSfr6Tbc2R2RYQd3MygtwMxqIL8Lm4OBwaO9NScPKzMmrTFolD8a0Sga0u9jmwftYlRDFBISjdLGnMmByXV9UziQFEKKC7XNOquTQNaC3eJiJjiYyAMgSLJAFIEgwBWBLZB/aeUxyWxA+1nBCBZ8HJvLmr5Xsg/aa0IDM6BC12PAxnyxJG1GWcK6dgwOsznjXLfMxnr4e0n+2ZH5bbRgTEsKH6ySqlplbo62uJcQsLg9GCNF4E5l9/SkqL8qv6OXAqCuaacKRmQlOaEZGRuh3v/s1/f73v6HVqx+gnTtf5JvFggWL6NRTT6OLL76MXv3qM8d0A9HHLmRNnGyJ/aLCYFIeTrK3GAlEJepb6sgkdh7LIreIKuM5kMHy2LNTzg/2IpQhFcUnGVBQIglNhpHYdEOdyWysLZR1Fk9UvzhX8TQQ9SRWFcuizOjmXt+9TpVxcJjk6O7ppltu/W/624N/o3888Xfq7u6m0tJSWrpkKb3slBX01re8jRbMXzChiQxyZBBCJkUqAQkLw0QeT/P7N21nRabKny6BkGAyDaJSsaKB+tdEqwuY5O/8R20odA0hV9IPSBGIQ/czfmFMX+kpgupCRGWLm0Jjk3AwuIqhBXJboCohD8YG3b6may7XmAGhQVgaO6cZyfpQUDC+1uLnuD3Cx4i8UDuToNgUFxACuXeJemMDvpNspMZWvDIKcSRFQgV1iJkQH3Zr6xwNiIzuJ67OkMPEgyMzE5jQ3H//X+nqq99HmzZtpBUrVtDb3nYZHX300fwE7Omnn6a//OUvdPPNN9KKFafSt7/9Q1qyZFlOx9Sv+SI2nyUmR8XWxCtMaSTq2wq+RKgp1hwXHTdmYz3GOu9jJknQyfVJkc5FSbt4RbqEGVbKNlUl3KcoKI2hcLAgdM8INZP+2IUsIsxMSIe5LbQCi4TrJWAl+hLrcTpC4+AwuZBKpejGn/6EvvWdb1Bffx+d+Zoz6ROf+ATNmjWLent76dFHH6Xf33kH/eSmH9OF519E1376OqqtqZ1wRAbbkHCv68FIwjiIjCgqUDe0MxcA4iFJ76aakyYsJazoVKhQqqbU0axkeO+bOOQMqg76bx18jir31NHsrpOopmEFEyWoCZ2PEyffi7FAMIau3ZzbAr0DYWASRiX5OdJeFBGEj1U/8yLNprM4H8a0IQb5AFFppAp6fjAdPoY7BpM61bZRmavsHNnH4WL9nS0BKfCUKsoZHsFTx6kpYbKmr3soX0a5wJkERhfO1G3M5H9NZESVAZFxmFxwZGaCEprvfOdrdO21/0qnnXYa/fznP2UyY7up/M///A99/OMfp9e8ZgV973s30fnnv3FMx8+WiC9j1O1tsNaCkQ1AKJPfowUmXwGWRVkhm2heFooiA9A0lAajO46yUs6SsC/9po/rJdcHEoaNdPhhZukyMuHEd7lOQa0Zn3RoxPWZzm+JCQfzD6KNAEwio5uaqTDSzBI5FoSx2VQzs1+/jqj1/McFLS1ElQW4IfW5J3MODoK+vj7612s+Rn+860563/veR5/+9KdpLkI6DfT399OPfvQj3v73fzxO3//uDXT0osUHlciYeRfy1F2IDCbJWh0QIgNVBERGiI4JqCmYSGPbsO9gJgQGYVd6Us6haW3p/WZXnkRNtcv5WGIaAHczCd3qpF5Wgarbl1FFXRNPtMMGzZ6Kgr643TMvUtM+rz+oLKJC6LaB4kK91Dqlk2q2zOV8mJqzmjyXMj8PprGsIiApbcPltHPKczQbNtGd6fAxbldZRo2VEglSRlU98dNI6XPnSLquSxygeuF8stWOAST5X77TfkVc5VroEDPJl4mDEJnxUmX2DQ5SWZ5hZoOjru6NCUdmJiC++92v06c//TH6t3/7N/rCF75AJRGVzBFadu6559IrX/lKeuc730nveMeb6eabf0vnnfeGMZGXKIJiIznZwuOC/m0FJYOQqnTQk5nGEhRn1Nn4uo/TTousDZMxpzbDocxwKzV7txMFoy5MDsn6mYn1mepElPuY9B9HPiQkzBoOZlwIJm62wUWMWQ0r2UlqghPTd1aS5ODgMOGAkOcPfuT99Mia1fTrX/+aLrroosi2FRUV9IEPfIDOPvtsuuCCC+ht77iMfn3Lb2nunEziky9QCDMbwZGn7oAQmX6VWC75FZgAly/yFBld+FIrKiAkICE9e+4KiAUwtShd/Hh0BMrEMC0uns6T+bbBQXp+xKMlCE9jVWcNUc+ecK4NzM2QVA+CVPR4E/UvCisMAlFb+qiT+6hubfJyeAynMJCPRWXe+KC4IHdFyBLqvWhgnEJSllAtdfYMBIpLNkC9iq84loaNpID85QqzEGbc8WwuZhou6X/yw5GZCQRM7v/04D/oM5/5OP3rv/4rffnLX060X1VVFd188800ODhI7373ZfTAA0/QggULcz62SXIK4rZmCeGyxaSZwo0130VDHvX7yozNfUw+L4sZC1Sa7D9f6eKOnvtYepYvSkquuShxDXWOS1x/aaLhESMrKdBSi9mJbI9RUUStsYaa5QAt4kQIOIUF3ASq8s1zwl022dNEB4fDHd/67jfpvvvvpT/+8Y90zjnnJNpn8eLFdM8999DKlSvpA//fe+lXv/xt5MO5sRAYgRAZ82m6TGCl4jsUGuRIgMhAleG8DJWbAXLTd9f2jDoyFTQrSG/fsucuJiqnVuMXfyoTlSdH9tHsspOoZvkKzm8B0VkytZaObvLIwdG4y7xYR5v6/kG1009n5Wf7GjVOXRNrmDzXtD/7bmiWSbt2FKOiYeoc3Upb9rTSAjqXylYd67mdtfqhY4qktPWV0SM9mRbJ3K5yCk0LcuanUN2BcitJsbUDWOVSZgEZ55UDQC5Ny2S+Dr5Dm7TB9weigu8X+U9jybkx82QcJiccmZlgT76u+bcP8A//F7/4xZz2LS4upptuuomWLVvG4Wk///mvs+6TpMZLHKLUmchQswjIXDsy0ks3MkhJ2N0rsymTDyTYh6267P1DmVnluY+ZqkcIaoZvEo/aiDArMxdFKx6BPXOUiiKNFfEwQ8KMYWWO14RFcpHLij5sYWFRXcX1G9dexppI/XFwcDhk2P7CdvrB//seh40lJTKCmTNn0i233EKrVq2iW391C731LZcVdGw2RUY/YUdY0f3PdIVIjH5qL5NmOJp1/fk+JhKifEB1WVB7bqCm9P9pHROZ18+rozrf637bjnJ6vrXEIz0rPOLR14b9pwZtgMbWMs5FGVy9kV7Y18KECcepT1UxIZKJP6s0w/20p+9B6h0c5jwace9C3ouQD5ClNElJ0TMHulgxmrMvTVLQlxAqHssOj3ygXUX78aEJPwhKaLydFbRr4EWa1j5MNQvKKe45XKGA611TOTexyxm+P1vyvz4vHWKmofczVZnxTPzfNzxApUX5Vb0cGs1dyTrc4cjMBMLNt95KT65bR2vWrGFykitqamqYBF1++eX06KOr6WUvW5VoP01qxmoIYBNgxgKZRMcm2gtbijig50JWxX2t0pdAZs0qyZ5DuCznYiMfhohhVVLM/oRsmeklQEZ/2VSUiHFGIkmivoXQRHVjPdYYFRoHB4fJg69/86vU1NTEif5jAR7Q4b709W99ld544RupvDysrBSKyOgn65iQihqD/BeQGAkrk4KTmOjOaymldfd5RAY5LqgVg/AwhGTt9EkNSAqKUkKVgSKDSX/VNI8kTNuforp9nopRuqaddj70W5pDVSqvxAM+g0isb7uFCUpgKuAnyoPQcLuyMlpSV84ERdY/iUqZA14+CULLhKTIOHphIbaplu7p8/JctC0xMGe+N5Z5lKK2vlp6uKeVr4VM+rVDGfrr3J89pwPH3u97H8AsQPGgAJqk5QKE+8UVr2THOSM/yIYkeTem4mcjx41OsZnwcGRmAuEnN99MZ511Fr3sZS8bcx9vfetb6TOf+Qz94hc3JSIzZlhZodzNYhEzCx/LZDczcT1c5NF09srIHVGQPB5NPqzNjRl+eQLVI2rstv4y4u1iVJSsx4m6qGq9nHdOaoyNUCbIw0nUd75AUnJ1dBG3xOjJdCpycDjSLJjv+vOf6P/8n//DIc1jxac+9Sn62c9+Rvfefy+dc9a5B8UEwEZkBEJkNj7Vz4oLFBkQGT2xB4SkdK9dw8n6jZWZ1wD7PN/3IO164B/cRvJUOg2P/dOm1zGZANoGS7huDdQaGAeI2gKS4pEPj4Ds3IoQtem0abCV83WgziAJH2SiaWEZlTdU0tT2Pjp6/yA9s80bm0z0QSTQ19SGUm5Hz3VRYyWMHDozJvtCjNC2bv8gK0k4Jl+3BeVZ7ZbjwHV1YqpHSN6RTX3RSf0mJPlfJ/XjnLT6JvkyUVbL2sEMf1POjnlyYgzmeQ7jgZ27dtF9DzzAZCQfFBUV0aWXXkq//e2tNDwcLUVi8iqLXpcr9D6xk96Yx/sR6Rv2RuZ7fzJtHsIaaiVxTZBrYnbQUV1mc4BD63SDLAfXq7GLLLFjNA8cUYgy6+FtB5YlyyU2uZW1se3AlmsZ9x0dbiFm3/3ud2n+/PmcBI0n0lBa43DbbbfRkiVLuP0JJ5zAOQmma+FnP/tZmj17NlVWVtJrX/ta2rRpU6hNe3s7XXbZZVRbW0vTpk1jQ5AeR8QcCoC7//fPnI/5lre8Ja9+8Df+0pNfSr//wx00XpBcGrFltlWE15N4KDLIkRFXMRugOjz7wA0c9iUkBejdn+IF6gRIw8rqJvrnpip6XdMML+m/z9v2XKv3ijCuZcdPoXPPKefloldUsAIDgoAEeLihQckAqag/upZmrpzLy9Ev9ZQac6IPIlOzeAZNPWYBv4K0gFSJaYEGiEzZ9BomKhgHFCGbsQC2AyA1UJJ0IU0NCUdDXyb5MyGKEwgLFBUJ6xNyCbVJoN/bCmFif6kDZMuJkb7x/eoQwomErtSA53yXx4I+JsK96Te/+Q2bfEyfPp0Nqf7xj39k9PGe97yHFi1axPcuqLvnn38+PfPMM8H2J554guesRx11FLdZunQpffOb38z53JwyM0Hw6OOP86QFyky+QB9f+tKXaMuW52nxYhS9CmM81RfrpDfB03vbRJoogpnEkA8bJwg1svUVkQivhx9JFOCqpt3WdH/GGM3+LKcSL2GoxjkrHbLBZqNsGWdOfSeAhX9mfOddB0EUHG8gN+Dqq6+m73//+3yz+MY3vsE5Bhs3bqQZM2ZktH/ooYf4hxzhoa9//evpF7/4Bbs/Pf7443T88cdzm//4j/+gb33rW5wTt2DBArr22mu5z/Xr1/NNBgCR2bVrF9199900NDREV155JV111VXcn4NDPkBBzCVLllJzAZ46nHX2WfTzn/2cxtPRLOrJukx+ZZKLYplwLNv1zN1cF6VIqwh4wDjFIzeltItDy7Qis83/DZNQsOWLpzC5ELRuHuQ2D+zzyEDjYAWtqi5nkgLyAdTsg2fzi/TMgxU0NDw7cEtjdeSYBVR19HIabN9BJdMbad7mf1BfeydP5OFcRtTLBAXbShtm8lK/r5saHx2lrUjaX3SSd9xKT2kBkUHb8n3dVDdtMFBY9GRfwubQ74H2sIoFdSNd4WZ8wUVD60sDh7GNMW3jQtEEtnyZXELMDhfcMg73JtSVQvmQN7/5zfTud7/betzly5fz/amlpYUful1//fVMgLZs2cLpFGvXruXj//znP2dCg+Pi3oVtH/zgBxOfnyMzEwRPb9hA9fX1NAcuTHlC/tC2bXiUli+eTYccEbFLUDjMSb61uc3u12ArWsjQTTOIgqgS2m3A0pdt+BnkyDbGiHM2J+5WJGQSYryQiNCYLCLBQBLPWRI2HMMQ8gf+H9UWwI0vR4b1ta99jX/UQSYA3DjuvPNO+vGPf0zXXHNNRns8gYK9OtwLgc9//vNMSL7zne/wvnjAgZsOQkfxRAv46U9/yknVt99+Oz8t37BhA911111crPCUU07hNt/+9rfpvPPOo6985SsF+U1xOHKx6blNdMIJ3j2lEPemF3e+yKFrNdVJzXyTOZqZkGKZesKu36NODJLwdWHJXkJ9GC/hvilFdGB0K53WVEfzmiU3JRWQFJAdKBxQZEQlAWEAyhu20LYdXhvYOrcN76K6aeUBSQEGG3bQ1E17EUjFyf01NJdoZB2TD5CT8tpZvHTTYwHRgCKBto2VnjKLdmUN3o8oCEtjZSdtNQRZIT3Spmpalyr26SkhZl6Lp9B4isqhhKnM2JCkdkw+QPhZ8eDkr+vytQLfmwDkwQFbY9ybQEwEUIUQrnriiSfyPlBs/uVf/iXUfuHChfTwww+z6uPIzCTEi7t2MXOFVJcvwHLxxHbHzp1j7qPg+TOWWas5KbdObLMpKkazrADjsdmtRag9scgWJ+Wvl+touq5Zr3eO0kiiczbloIids9UOyvXvwdbfZA0p6zJITXl5OS8aCMXBU6ZPfvKTobBPhIXhx9kGrMfTMg08LQNRAfD0avfu3dyHoK6ujp+sYV+QGbwitEyIDID2OPYjjzxCF154YZ5n73AkY8+e3fSq019ZkL7mzZvHr3v37MmbzGSDuFUh1AwkBk/xZR3yZDCZRwiZDqUC8WiauZztjWEIUDqwi4lMWnUZItqRYpKyrPESzqchepYJQ+Xi45hYQE0h2sKtQYzmnHYhPfHwf+J/LpOP6lmetQ2oBOexUHfagvm5dV5IWEMzlU71nNGErIA46aR3EBNsA+EZ4HGkYQuvwrGHWQ2KDg3zxuOB7ZczI9aULXNYySoEQNQOJuJqz4wXDhSNUHGeCR4joyOJ70vjdW8aC6Dk/OQnP+EIA6gwUejs7KSGhmR1hASOzEwQIL+lEP77Akh0sHrOB0nrzORDeoJ9TY9h833MLNjah0asXJNjf1kIQWy/O9ZH7isZTNwuQZ85X/OE4yx0CGJu/RXu2N61zF+ZkRGZP7zXXXcdy+UabW1t/H8OqokGPusYYQ0QFVt7rJftsi6ujRkmgN8S3AykjYPDWIG/6ULdm6SfkVF7Lkshn+hLTZlcJ9MgMiicCYLRHxFbBZJS8U/HE/2JqK1jXcZ2EA2iTlZ4uECmfb4YQPJA4jzEkFeTtHZKVPiVp9C8SIWCuJllA/I8MN1kZSlBaBhCAUE0kigzhUJciBkMGiYiktyXxuvelAv+67/+i4vAg8wce+yxrPCURbjcIcwMIXFQjXKBIzMTBNXV1Rkse6wAC+/r66PqQhQNLBBMYhQiDLaimr40gv3iOAr3I33EkQ+/L+k+qlmoP3M8lrHpJmZfof5sB1Z9aRUjkTqSzQfbH0QSQhoiHHH9GoQosYqTxLN7gks2L7zwAifXC2xPvxwcDkdMnTqVn5QWAtLP1MqDZ3Urblh4baUhavILO5r2xQCsmZt+/yI1NS33VRfPkawpwzmpl1746U38frZlFjW4r5sVjJ7WVs7L0Rg60B6oLhLitXtfe6LJmOnIFoVcSVy+AAkUUwUvfC0TZnL/RADI0qFQZ460+9Jll13GudzI60ToM3JsHnzwwSDnU7Bu3ToOpwYpQ15NLpi83+JhhiWLF9M3v/c96u/vz/iCcwWcjkZHR2nJMceMuY9sIUdWRCT6R/YTR0LU/rYmMvdd1qwaPPCAvZGlLxv5CJpLAx0HKu+NxP6sw9dEJgFRiOJQ5ulkNE4QVhZ1DYMQtyjSpfu0DiQGcX2afRcix2WcgBuGvmnY0NjYyIronj17QuvxedassN2oAOvj2ssr1sHNTLc56aSTgjZ79yL2Pqz0Itky6rgODkmxcMEizssqBNBPRUUlzZkzt+BP0W05NFIkU5OAnX4RyIHpcFdaTshsb53yHIdxITG+c3QrrW97jtWXIhpgNzJ63HMZE8DVDHkwUBway5qo47kuKpv+NPXR07x9oL2PVQuQnk3rf0FV/lSrb9PTHBqGsDCEo6Ed3L5aD6zlcYAYYR22DfnOZXiPXB0ADmQIjaMY13lWlCLsjCXMDKFhTT6Z4/6mJlddZL2+HrlC8pniUChVBsfaXTMQqkEUhygL50KhYrSWSlL5Tb2HU8OJ70vjdW/KBQiNxrJ48WIunov88N/+9rdsMCCAoc2ZZ57JOTbIEc0VjsxMEBy/bBnLgLCpQzx8PoDbBHDckiU03sgljCh2Lmwm5Kt9TG6R4QcgRCYLS5HNq1enD6nz9gPyIQeL6y+CHFkj2TTRiroIEQRJO6lZL4q+dhknEz6keSq2NJrcGtubRvYVR5IKrMwgXawQQmcu7saQzeHc8pe//IVdXwA8VMDnqETGU089lbd/5CMfCdZBgsd6ALHFuHmgjZAXKLjIhXnf+94X9LF//36OicbxgXvuuYePne9viYPDMcccSz/9+Y0FCYXGvWnx0UdzvH6hIQQHk9HGGq/GDHJHpOYIiAByTkBsUOK47qXV1EnHUtNqop49rVRXNMy5JEvKaplgtKX6aeeUYbqnbxe1vTid665IIcxVc/EEvDyY3O/cCpvmHUGivpAPsXIG4YHC080J//8TqDdwPQPEhOCEstnsJDbUvocT/4UAYV+QK6geaIui0Njfy8/xCA/6Zne1KuJzlnYC9KnHlgsOttKTCwqZ/G9zNAOxmewlM8fj3jRWwNQGy8BA+nt7+umn6TWveQ1dccUV9IUvfGFM/ToyM0FwysknU1NjI/3qV7/KewJy66230qkrVuScQJUXsoQSmYoDKyryQVsbC4zJrdkkRGTkNSpkTa3LejhpAMaTJWfGRrQi+4wLXYvoUzZl8B+TcEUhgtBo/hBLaGyfDbUtawSZPnCU44kMZFoej/omCJAwiR9kJOOvWLGCncgQJywOMm9/+9tp7ty5bHcJfPjDH6bTTz+dvvrVr9LrXvc6+uUvf0mPPfYY3XDDDbwdhiC4mcABBk+1xJoZDmVyU4IvP1xn4FQDlxlYM+MGBXMA52TmkC/OOP019M1vf53++te/5lU6AFEHd9xxB73j7WH3okJAP0kHmYHDVVudV2cG4U8DEeFZzWfU0g46lqp/v5YVmUaqCLl77Rzx3Mh6iufSk3330UsGp3PNF6+opYe6/SlauylFbS8OZjiDoa0kzHPNGSg8m73fRBAUqD5QSfqKe2lOqiogGx2r17MjGgDVh9UhVlbafcOCKlZwQHSGpu9hxQUk6JkDXdTY0hBSotCuzFdkQID42KMDHDpnKjhoq62ZWZ3y83Qk7G48AZWompaFil5mJVnNnqPZs5SeHGN/fO84P8nRiVJbbArQeKszh8O9CYD6v337dtrpm03B5hnAAzgsmzdv5vwXhIyhxsyOHTu4bAjqycBtU0LLQGRgLoAxSk4OlCTskxSOzEwQlJaW0psvvJBuvvlm+tznPsdf9liAPxbYtH7d/4McT+SaLK4n5V5oU/L9bOpHAJkk79hBA93dVF5juORYVBQ9CRdBIyOPx+8PCPo0iFFichQVZhZBOOSU8IpSNhkkMK7PiOqjceF6WZlZTEVTk3hZyZH6jkIHl/UTPGcmKS655BJqbW3lIpf4UYaagv+PkkiJH379VPrlL385+/dDVkeFdBAWuMWIvTogiZOQ36HAwNcffepwVPxugMBApkf/b3zjG7k2jYNDvjjh+BNowfwF9MMf/jAvMoMHdVAV3/C6NxR0fOakUz4fPxvkoJe2bScaqi8lrS1gst/fUMITXRCa0U1ncTgYiIUmIwg9g7sZkv1fsmYZPb/+/9ESmhEqMNm73yMxT47so4Vlp9Omnn9QfdEwLZlay05oAimgKaQHx/IS44nmFFUFDmMgOQTFxldtYAUNklJdNJsJBcYEgHCgbgwICkgI1CEOe/NVKCE9msSgHfqHmQBUKhtpQBtdQycKPM5DBChUox2VRAuic0SE0IDwgNgmqTVzMFA9pZFKipIZOURheHRoQtyb7rjjjoAMAVJYV4wIcI/629/+xsSpo6ODj/WqV72Kk/zFtAa/CxgX6sxg0c6HcZbPJhyZmUD48PveRzfceCN9/etf5z+esQD71U+bRpdfckne40mcNxPzeD4ugT9f8Px3dSY7sREaGUccB7ARGdCbWunT0twUceD8LK8Z5gRR5ChGOYpVZqJOBB1kUZCs3CGJ2qN2tgk4sSGENnlIo4DKzIsvEhXC/6LXXhQ8FiAVUdL9vffem7Hu4osv5iUKUGfwgANLFKDCugKZDuMB/P29+53voU9dew197GMf46e6Y1FlMCk68zWvpYULFxU0HEg/RTdDjkBoEHL2LIo+bi8JTd7xHoFYCEWrPLeFFuw7l7bsuYuJgwCTfhCICjqeSlbModH1Vf4kP1xCAWFpUHBqzz6dKlbPovVtt9ASy70TfXeMltDsypNoaPhF6i32cnWEyKAfai3j/Bn5/PxgJ41SFc2unEu7+v7BxT0xhp1bQaQ6QyoP2rErmkrC1wUw8R7ttOLihaNN9cPPhpikSShaIZP2cRy2w+5sinU0g/pUQnMitwFsY+0rS1BWQFRgu50tHA5/K9nC0uRv63BUZz5Y4HvTO97xDl6igMiAP/7xj7FjAumxObDlCkdmJhAWL1pEH7zqKvq///f/cgjJsmWeH31S/PnPf6af/exn9P2vf52TrQqBKEIzVlUmA/J0PiZ3wswZkRz8qDGEiIwlCR5Ld3cv1dRUZebL+JN5ITKAEBp9EkKOdH9ekyq7MmH0WQtyZLkoURwlI6xONzYbWtSjOAUpw3ks6ssSdYa/p2VWfmI9IVu/kTKbg4PDRMPFb3wz/fTmm+g973kPP1XNNXIAT4NffPFF+tEPbizYmCTh32YGIKFD4lZ1TLM32d22fSgwBQDwKu+hvixe00C7nrmbDQEATPoBOJKBJCyYeS490/oHalyHQpqDAZGAyiI1UkoXt1DlHvv9F8rJgpmv52NVr9lJPetBJLx7BxQhztXxCQyIlFfAcz73zYn6cn4+6Wns8UjVM50DvM/syleEJv0gPb370+oRj3VwMCApNnc0EB5pB2VHwrWigHPKZlkEY4UOxTPwXcjdwCNTYWBcyHnC9+YFLo0N+G5BVrUJgCg0OrzsYFpAO4wPHJmZYPjcpz5Ff77nHnr9619P999/PzUnnOwhsRJ2d/901ln0riuuKOiYxuRslgswSdZqgiWkSVYJkbFO7jWR0Y2am5NEeVkREBkDmURmHxFNDx/DQo40/eLbSYQqEyuOqEai9PC52+SczF3s526Gl9kaGoqP2dSqIEU1MoEvFnJKgYAQ3kK4v/YdXg/mHBzGBMSvf/XLX6M3XnIR26z+93//d2Ib2B/84Af0n//5n/SpT3yaFi5YmPdYTPIipMb2FB2TWCyYPIPUNB5XQs/uGGDhQ1zOEJIFIOwK6svcxW+l2ZtaqWdLui4YCI6gZ7SEHtjXSW193p0Bk35M6IcGXqSK1RuD3BKs37YjnTPDxKJ4mMkO3NQ6O5qo+pkmOjDqkRmPPFCgxCxrPJfbctK/PxaEjkHJAXniYpUHvL5RxLOp6GiqXuA9ZIoaA1QZ9D9v5ms9kvJcV/oc9uP7TAUhcULQQAaiyIyEosFBLR8EhUtHMm2wcXybloLvDeGD7IyWNnrMQJK8mSiMhzpTXT6bSovyC3kb8sMTHdJwZGYC1pu589Zb6VXnncfuE0ieevWrXx3ZHq4QCC9B8u/xS5fSL3/8Y77xFBo5E5okJExPuk0nLrW/aU8c6jqqEKY0FPZjzKGhykRaMic8t7TSASLjJVhq9xjdpxAZTWZYnTGayqtN6THD6rTSE/RnjN8WkRYV5ZWxg+28lQRj6zMjt8c8sSg2hYtZX28ZkIODw0TA0iXL6Nvf+C594P97L51++qvpV7+6LfZhG+qdId/rm9/8Jl1x+TvonVe+e1zGpcPNAAkj0va/mtS8akkt3U9dTGjEGACEgZeGai5yWXfJAip6vIkGV2+k1ta1gVIDVFIdDdFsergnrSj0FQ9TLz1HrW1+u2KQkhKizjpq7PMVF9gh09E0tGk7Id1Eh4Jxrk5JBb+C8CwsO4mLd7Lj2uOVVLFvFnW3ph/2SK4N2iK8bWHZXCYUZogZkx4cvy8d5gaiJGFaoevYEyYpOMY0n6SYuTU222aQjkIARKx0Xwt1d1Zzcr8NUJ5KVZ2gbKFjSfJmtDqT1MbZYeLAkZkJiHktLfToX/9Kb7nySjrjjDPon//5n+lDH/oQJ2RV+YkASKaCuwycJiD7X/6Wt3B4GQqcFQJB7RH1eSx9RBGSIJ9Ez4CNhrK/SToiCY2GNFITb2NVZt/ZeIzRX7am0kirMriJ2TJDtDtYWunBe/xblXk8RZAoRu2xqTLCSUICWERuDxAQpIyd0qsjofNlbEk2MiAHB4cJjzPPOJNuufk2ev//91465phj2JQCLkgveclL2LYZD9e2bdtGv//977k4HlyOrv/s5+jyt76dc2/Gyz43ahIKAmPmUayjXiY0d3bu5yf7I/v6grAs4tcW6m9oYCLRsamB81ekBg3QSb1UU34SzVl+IX/uXruGc1mQ9B/kvgz3087iXjYFIJ9IVI4iZMybrPevTTuDgZBAkZAq86KwlC+qZEXBLFfK7f0QOJAetJ3ik7ARX2mR7Rir5ACBnDBRqjydihY3MUER4iOkR3KBQL7QFqQHY5C7AfoA0RGLammXCzyVpzTI2cnXBKC7s5xJD5S3bQRb6+FQCB3+1aFmJqER0guiK4AaM16EpqJmJpUW51dLsHikn2j8zeUmFRyZmaCY0dREf779dvrFbbfRF77yFba2g+IC6zz4g8O1DFh5yin0h1tvpfPOPrtgNwuT0GQlMuZj/pjJaeQmG2OJcMjKIDIZhWd8+KoMxq8n8LGTb6OPuDNPE482n3w02hspIgNEmcCE5/ui9FhC1yLC1ky1R5svxOb1GPFtVsUnZsyAjlCLs3oOkSRtglBgQoOItTxrzzL67XMmB4cjFie+5CT64+/+h37y0x/TjT/5CSsveMiGwnxw3Wtra2NXpNef98/0/773I1p89NiLN+cCmYDaJqFCaPDqve+l5cdV0lpM0DsqqaS9ISA0UE4YKxo47Kxmy1w60Bd2VUL+Su30SiY8qfZl1LfxPlpcPD3khAZyMrPyFUEIFkgMSE/roFJ5RuuYvPT4Gf/IZUFoF8iJGBRIGJzO4QFgIgAiw2NcUM4kAdNynIfk14Bo9JJPfihNfmxEwgtzC6tIGIcNptOZTemxwbvGLbHhZmzP3N5D/Z2ZfWp76OqIY7IV9/N9kaFmGqZ6JzAJT9thZgRwOMKRmQkMPOl6+6WX0tsuuYQ2bNxIDzz8ML3w4ot8ozh64UI6bdUqWjB/fsFJjEZiRSbLZFRvDhSfrEwlUdeedZhWeCJ2kNWwOtZ1JoPmikhBjcAkXnJmeOKtiVYGIZoevAv6REiYQTh0Dg7em/HB6bA1LwfHe80MXdNKjyDqm0pzibTaA0Jja2iSpKBPQ1nRHxO5JxpqD4lD3DgQGQcHh/EFDGY+8qGP0vuueh89+dRT9I8nHqf9nZ1UXlZOy5Yuo5eevHxc65xFqTOS3yCk5in1C6kVGpm4zmsppY2dldS/r9pXZShEaKB2gIyM9uH3Mq1AIGkdIWjd9cfzhJ9Jhv9g31Mtyuj5QS+XBMn+rBKsJuob7AzqyQBQTnpGPWICoL0QA6gsGKWoJ2ww4EdTcS5L7SxWWOacVMmqwsanwnktnOTvr2KSVDnXIzKLm4IJvxA4Dlsb9hQaycFB6BryiEyjAJAdIW1oD0Kmr3EUARorbOqUDjXr76wMjB7Q1szvwdgx+u664pwsmsdTnXEoPByZmQQAeTlu6VJexhtJyEsSJzNbiFnGfhFhRnrfrMcKEQzLxLi5mftobg6fV6R5GpgIvJZ9AgNCk7Fd9YHcm+7uxkBJiVIlcEuNPBPfoCBNCtqUMtMYDs1TzGG/QZBs/YdNCtJqT1RDW24PmaRLkbnIYqYRCCk+5iB9v3sHB4fJgfLyCnrZKS/j5WAjzs1MJqInzJhGrdV9HFpmKjQASEBTSyntbMevUUtalfFJxMhznjvZ7K6TaPPgfRxu5oVVdXIuzew18YQNSkJNw0lEDSU06N1WglA0QELLQExwHAHGYStSKY5p0h6haKaqIO1Y4fCVHmkPciYqjig+aNM6pTMgPpKHIwqOJoHYJoSHxz86wPVvQGA4HM1viz5RhFTxv5wBZUryWDCOKNPlqAKb2tghKeLUmUKhuKGeSkryI0mjw04pMuHIjEPBkdXKOWL2G0mkInyKM9r7dsE2AoR1SEoHqcma54/+ofbs2BF2CIudqTcGJCGp0GA7W50vEwmfdFACgpRI7VEXw6b4ZAs1M4YWNgBQF9sca1cO/eaK7duJVMTHmOEbDDk4OExQ6LogWp3RKs3xs71cGRtg/wt4Ncw99zANTIZrlq+ghWuJw8Qq/fkuQsPgMgaigMn784N40FRHbeo3A4SiZk07VaxoiLUshhojbfrXtDORwb5iW6xJCdqCPMgkHQQC5MQMrTKJjxAZm3oBZanXdxQDkWlqWu4RFIP4CITQgNxMja+tqQwL0tNNqChQh4ahQu0Jt8U5x9WaCSyqu4jDA3EnBQlBnzZg7CBCKJLa3lkU5M0IUdJkDdfGJIYOkwOOzDjkhGxKSb5ERnOHyGMZjlomQFiCfY0Gtc3NGSqNNFsmhAVxaA88YHaasY+Ek23YMD3DIc1OqCzkwz9mIiM1S76M7s9mLBBWeyjI7QmJYniv+tVEZn8Ca2o9bos/AENCzKzKjIODg0OBVBqbna4QGkxkMYmVCau8eg5nRK0cflWZMXkH0Zgy3SuICUUmNLHuSoeAPTniFcHUE32t9mjnsig3sH41qdeWxTU0N0RkoMpInRyxmBYipq2SsY8QGeQJwZpa1AxRfyQkTUhTsI9BfMRUIPhMddQ0c3li9cOWW4Nj9lkDyShQzzyiaQfOXUwA4sDn3BJvOgBiE1fQ02HiwpEZhwD51pIZ6/4mkQnBrFUSU+cEkM2mG5tubBIa2Z/3yWb1rIwJ5FXyTzLc0lRI2DSDGAR5OBkQVWZvKMQsqq5OHMIhZkJoIkwKItSeqPA14/SyDyRKmaHxAerMlBTg123Y1VJzcJg0sFVv18YAZh6NtvYFoVlX18tFGrXRL0KcQDSazqilnfXHc2gZFBldxJLVmenL2CxAFBVWcHz3MtpEgeqhw6+0YgHSgJA3jA59SE0ZAKoJh43RMiYZUDUEyK0BiQkc2QzyIDkyyA+SCTuTH0OBEiKjTQUA7XrmjUVZGKeavGPUlzLpaN0+lOHSJu/RNhfYCnqawDmXLU73y2PgDJk0grH7IXO2vBkhbPietVIzHqFmU+qraEppfq6zU4Yc4TLhyIwDoxBFMRNZOVvIiOmYltXxLMexZLAdRWgy+JF80A5pESTKJC9JhwdiU2sqM6tNJ7MZ/nsVumY4o8VqZBkmBft8giR9tmSwkqh+p0WYFQCmMoOuEKEXbPQRR5SaciBoDg4ODrmEnZmQPBpbbZLjZ3sPprYZhSLxtD4djjaHkOKO2i8gKhL6BdJQu/h0qvYLbnKImR/qBbDNcddc6ulrpZ1TPKKCST5IDyblQ+1zOEmdw9rK54ZczzRATEB6QByElOgCn4AORxMyBkCV6d4ywCqOkB89RjEIAJEB+YFyZZIKcVTTzmuaXJkkKR9IbSAbcH0raBafC0wATJjjwHkg1Ay20FHAd67r5eBvZLxyZxwKC0dmHEKT/5yS7xP0F+BQuFbZJsnGOLSrtLcJik6EzbMF2upZ1+jUx0Z/mtqFiEzMUEE6dOhasli0dL/p5rqoJ9AYkDAzHC/JNy6Wz1r5wTitsBAaBwcHh/FEXC0aIM6lCoSm0QhHkwm1hKOB0Ex5rppK/YdCEvbFT/brS6mmoZoqLEn8IAuzt3gTceTcgMhwiFdosm2H5JLgQRTG0103Sv0+KdEqkSYnGBeIhuSCaAJkQopugvygPddt8ZUWIT4YK8ahVRwcQ+q46GR8nYeD93BTQ/9oqwtU5l1gM8bqWYDzlVA4/k5ne3k7eC+kFWPHtdIkNioPx2HiwX1TDiEkqSuTbXukKmIhNIkUmZjjgHyYZW5y2d96fD0QXSjSMAEwRZuQzbNutGGDfzw5rv/eZz+ZYXaNodegX6WgZCUGoYFoIpM9D0dHL2d80xFfkhfKZic0um7NfkPtCTmaLV9OhawzU1yAgtQjLhfUwWFSIs7tDFg8rZ63mfk1AJ7GY0GOjQae1ItCg/waPQnGJJ3VjLqiYJuXoJ4GJ9U3rOA6KqaaAoUBRTyFWFTu8ciAhJpFuXdhQi9GAYwBYsVCqzLaJGB0k0eKNNEKlByoQgvK+Ry1igMIYRLyJeQHJE6rODrcDSQG4XLYh9vn4CyWYRag1gmh4uvGxKzBSpBkLDi34Pq2lGaocnJNNaEBoZM+bQHhY8WUhkqaUpafm9mUwQSuC0cYHJlxiFVpokLHolQbtAntl4Wh2BQh3VeQwxLBVmR/uGdJH7F1bJLWwLFtzLJvKOxMDde0eA7VrVGuY2EgFGx6pIJig+5Xqydh2PNwbA5mZKs3YyT/p93XLHbPhm+zaSxgMyxwcHBwONgqjY3QSI4NtpmTX0z2oY7wU36VVI6JN5QdL/emIcNMAJN5thnuqGRSYwuFksk37KDhnibqhkzeoxAyC/AVC1FlQGbYKMAPgdPkRJQcrcpgEi+5NTabaG0SgJA3reKY4LC0Ij9/x+8fMFWcvoTnmYs9s1mThs8bOTExt3UhNGgXFeLmMPHgyIxDLDQxESXDRmRMMhKZgB8BkzTlSirMPmIR0VeiY/pEwdYsRDxMFzX1ngmHFPr0dw4n04MYNHLoVlAP1FBQMseuBuMrSeE+9xr9Z4bDkVJlurM8jcqa/G+xe5b3ofE6ODg4HAJCg882wwBb0URWaQxCA9JiKjcCDmFCXgsmx77aImAVhy2PK0NkR6sWHI61bxbNppNCIWQACEYUcbCBQ9J8YqJD0rS6occGgKRBlQH5MSEW0ZIrg/5BfmwWzrbcmoAEGpBcHBCfOIRUKMt1h4GDDSCOIJG0wLNlNkPIdG4Q3knoHNrt7bV/zw4TB47MOOQUcpaEyES1y+W4sYioO2NFQmUotv+YvmzKjG18Qb0a3dCPH0PyfxqicEwPmnBC/erofBkdvmaqPeG6NWIqYLijqWKZvI/97DP6NvNxtKub2Tegr3RXFmOBQriZTUEh7jyRcmq+g8NhFXZmW5+E0ACa0EhyuFnfJghTW1LOCg0TA6OWiTehL+KE/+4tpRmTac51QS7IJi9kTBsN2BLVo4A2PMHv7PcS5Y2QNLwPLJ/93Bc+l+1D7JIm4WgmodLtQeruf6aLQ9hAGEJ2zzIOP8RMxmMLSTP7F4e0qPwaGbvtnDX1kGsXfGYiVZrVOU2HmlUV0DysaFoJFZWX5tfHgJu6m3BXxGFMIWdR7Q4JQkVTCtCPDapQp722TUQ4mC3UTcWj2fubHlJlAqVHEQOg1uaQlrVujdd3KA8nS+gaaRtp3yUtbPmc3hT4JBh92kLYomrYODg4OEyEwpumUYBNodHWzyYZwsQdC+yAo9Zv8yfOQ8bkWggNCEK1T2IkFCxkJwxb6AGvVkugbigIGUA/YvkskPY6xAzEC8QE4WVSU0cX7xRI+3W7epn8iEOaSXwkJE2HmOEYcSpOXBiZNiHQMAtn6rwgJjSsPFUTLbLnq+jxgHri+wDZdKFmkwOOzDgkwoQlMlkQZVYQaVJgwlLY09wlI7wsm3IEluJLLmEntbS6oZp4G424Ll3/pdaWhxNYPWtVpjHTycxI/rdfq/B5hE9PzAXSOTO2Qpxm/+NNYnp6QLQKcROyVw13cHA4fEPRbG5nQlZyseqVtiYJ0uvxGwOVplVN3IWwoDYKh0YlyBPRlsk62V5cxjC5Z1IS8bModWUkXEyrOCBA0r8ZYoaQN1OV0WRDt0euEefjbPGuhZmLY7ZnwpfQ+Swp6cC1MImPldj43wHaVtUn6trhEMKRGYfDFoWonWP2ZeMpGdbJQj5sipGKHbMl6Ut/p52WTqsJQswi8nCgyjQrBhSlHpmmArpPrZxIrkydJRcnPGYhShbkYPXs4ODgMBkc0GwhZeb2qG2aBGmydPxsonV4aNLihXfpmi0Mi10zJ/MrswDUr5HYKlFCBJIvEwUhPjoxH6qMqeKYIWZI/Ne5NVJbR4exyVikPQDyI8YCAiE+gRmBCnmz5deMxSTA9n08GwpIS9emAZkSq2y5LoVCaX0JlVbkN/VO9bupuwl3RRyObCKTMLRMN7VxlETqlC5EYwkFM40EWD3ZsZ7ogQcClcM7ltGtVmV8tSczesxTZRBiJkSJfuXJN9lGboavRSX/hxQfNQBbiJmDg4PDZCE15uc40pJtmw2iEqB2jC0nRodn6ToompAgt0agw9HEXtmmgggpkPwUyWURVabKnyKiuCePw0/khx2zqDLaWCAqOV/am0YBZkgaYAtJi8qv0SrOWIAxtfoBftpZTtel4Xwnp8xMeDgy4zD5YLNrziFfphBhcZp4hMLL9Gw/qhCNkSuD5mYTkI1lzV1ZVZngPXYAS1EhZl5Oiw4Dmx7Ow1F1a+zXyZ6LA5hESYp7hgwQLMn/eM5Xl6WAaGGAG19yx59oRNohODg4HGGmAZrUxBXejCM0GmYbmcBrNQATbiE7oiToEDNM5kvUe10sE8RBF8kEeUFujWmZDARFNTe1BqqMWeNG+hanL1FlkFsDIiNKjhmSJon/a5/uC/JxsoWYZXNJM3Nr5BrZyN5YIHVpkhgtOBx6ODLjMHkRMQEuiCoT01QTmaywEJkoUmA0seffWIhM+dKlIZK0OsiXCRfgXLrUIxxBHk60S0AQYhaVixMmSmHRSdtIm0TGwcHB4XCvXRMF0x0NkFyaqBwOrJecG7FZxmR/wDcJAORV1BhRKkB6TCKgc2uampYH5EES/6McxiQXB8cwi2RqIqMhtWiC2jU++RGHNG0soEPShPygcCefg5+PE+eqFjI7sJCfiYLy2mIqr8yPIE0pcwTLhCMzDkeEpbTelghGiFncseJIAUMsvgxVRnYxNjPZ4PAyI15Mim92aZcxEBlRZVatYiKTGQYG5aQlyMXhU/NDzIRwCOpsqkxsLk5jKA8nlOOTJWdm2ripMg4ODg4TO7/Gtt4kNHFmA4FJgK5fU1ccOJKJKqMBwiB2xiAmpYtbmGxgPx2Opo0CEGImKg7aC1ESFQeqjFZxzJA0bRSQLSRNwuNAlkyLaPM8RMXRIWlidmBCWzPLeBwOLzgy43DEIN+imombCDsBq9BMJYG1szVsLeM8wmqJMCDdd3q3tM2z5MowUVIkyVbIUlSZJq3KZPTtqT46xEzny3QlyJcJhZnNmUOFA8wJClHoLFyh28HBwSEqFM1GbOLC0aIgJMZGiGwJ6UJi9CTdDLfSE3pWNBqqmcjYwtEEQkwCFUcl/mdzSBNjAUn816pMZEgajAgWlGeoMlH5NYAOSZP8GtkHfUo4m6g4GjZzAYfJCUdmHI5cIiM5LeY6H1GqjDTJSo5MySWm6GZGeBlgybQPSIzspHNlDP4DkqH7trmjmWegHdJ0rgwbC1hVn3Rxz1BonCVfRqs+soQugoODg8NhTGziiItZv0aTGHObJjTyvsEvYIm6LwKoFiP7+nyFxMunATCpZ0VjQblX48YPRxMFhI0B/Hm+DgFDIr9WTHTeixAf2Ufaa1UGjme7+v6REZKma9FAlQExMQt3RoWwSUia5NeY0CSOP/vt5ZraQvHGE/i+yivzc0grKyusw9rhAEdmHA5LFFKFsTXLKI4Zt1OMKmOSmdiwNdPiWYrRNDfT+h1eroz2HtD9SnhZEL6m+jcpm1g9syrjkyUdGmeqPrYQMzN8LSrELCjGGVTbLBTaC6TMuDozDg4O4xOGphWXpPVrxHVMQrHMvBoTphoBwiAhaQJbOBp+PiWci4nGYs/5DCRDkvhtaklT6mhWcdDetG8220OVCeriNFSHVBldu0bvp0PMcB5yHUCYTFJmKlE6JE2UHIfDA47MODgUEibriXELiCQy2fqVHaReTfMyVk2i+hYiE7ij+WFgJuEQghGoJoZhgTk0Hb4WjN+3kU5ShDN0DGBuZuVnBwcHh8OV1GTLq4mChJNJjo2NCAVkpaGEJ/mS64L1QgBANLSagUm/aEuwehYSAEIElUXn1mhIqBhQUxlWcUAYbHkvNpVFqzJCSqLsm7VRgKgytlA5gTi84drheul94to7TA64b8rBwYK4xP+cQ9ZiiEzE5ujGEfVqohzXhGhkczDTBCNwSFPKj0mWTEWG+xcbNdW/mBWYeTk2wuTg4OBwJDqgmXk1JrkR1cXmeBan6AihkVfJqxECYCoTps2zhKOJkmMSBlFwBPhcvWAZqzJMfDpHPfLjKyxm0r92VIMqIwpLlH2zVmVAlnJVZXSIWZRZgJx7cExWcgqXW1NfW0wVU/MzIOgvdQYGJhyZcXAoVPhazIQ8Uf6NjWhokhRRrwYwndFMm+eg/8xqmplWz9pcQBkL2ELY5DhR4xcio0nMNPM4MuiCGwAUIg76QAH6cHBwcMgeehZXpyZpGBpgc+vS9Wr0RB0EBRN9oTXa5tl0SLNN/qXeiw5HA9HAPjrvRSssouSIiiP2zRKSlq2opk2VwXGyqTJCfjSRM1UmTeJwDFy3GVUuR2Wiw5EZB4cE9s5jLrRpEBwb34nsG5N8XVFT1hlqhuY6eG824fAyiyojVs8aTDAgs1iMBcxzEHe0QPVR4Wu2M9JEJiPEzCkzDg4OR2gxThvBGWsImkzwNaExw9F0bk1cOJooOabrlyg4cha2cDTJrdFgYwFDZQH5gSqjjQJEyTERpcrIcWyhbKYqAwR5PH6ImZAgrcjgOuD8sc/eXudqOdHhyIyDQwTGTGAEhZigm4nxiqVoQwEhMpHuaFpaUQgS8M2dfEaU2LQgXKkz1iGtWZMmzby68rzeDg4ODoeZapPN2tk0EcgWjmYzCcgWjmaDdkjT4WhI+tcqTigkTR/Tr3MjSfkgJaLK2EiJOJ5pBzMYBcg+NlVGVBxRZXAN4PYGosVjs7iYmapMoTG9upgqq/KbevcVuTAzE47MODjkgyz2ztkQ6Ypm9ptAwbB5BMS6rtlycbRjQIQqkyEO6aQd4zhBYUydjyNExlCYshUozQ1t6rlhPsi9yreDg4PDeOTWFNIVLS4cDbARIpAC0ACdaWOGo0Uhqs6N5MrYEvhBYBBqpnNxhJiIUYDsE5crA4IluTKSX6MT/7UiI+cjqgywr8fVo5nocGTGwSFfJCAvZtiarLP2ZebImMexhK6ZuySyebbtFKH82MrmcAFOnYsTOjfbNTDCy1SH3rVxyoyDg4ODLQxNUChXNFs4mqyPA4ehKZcvs2Cn6ZCmTQXks65zE5ePw+fWtDyDmJhJ/yZ02JuEsIHk3f9MV5o0RagyQsyOaS4PlJyOLkdmJjocmXFwmIi1b7KoPSYxytkdzYxJs8kuMf1nkKUIhzQz+Z9d0gzSND6AAUDyJ5TRKEStGgcHB4eDZ/WcJBQNyOaOpkPSbKqLJjE6JA1kQMgJCIKudWMzFjCLXWqLaJuKI4RJqytoB3UGr3JcMSKQYqJxpEmHl0lImrieFbIezYyqcqrKQT2zoZf1MQcNR2YcHCYioib5ESRDcxMgsmaNSWR0J0JkjAKfUfk4cbk4msgImQmIjJErU9jwMgcHB4fDH0md0WzKTS6haJrw2MLSopQcCUkz18UZC0AtAXFB2JhWV3ToFxBFSgIio5L+obAIKYmrKyPj0+Fl4no24JSZCQ9HZhwcJgsS5svk5I4m66UTQy2JIjJxuTjIiYGjWZAfY/ZtkCYHBwcHh8KGpGVTbnINSZPJvUletNKjASIhtWm0sQAQlVgvCo6p5Eg4msBUcnTOiw5hE8czNgrQpgQqxEyOBRUHIWwSkqYJ0FCHXc1xmDhwZMbBYRLCloMj63NyRxPEhHyZIk6SXJxIlzRLiJkpFBUGSAYtK0A/gwXow8HBwWFiKTdxLmmmgmOGpcUpOyZRMQmMJkYmQEKyKTkZhT6nV3qKjlEfRxQWUVdCeTyWfcS9TIwCTAJUKDROraTqLA512VA56pQiE47MODhMBNjyZMztMYQmg8Rkc0eL6tuiyujVifJ+bP2ZqowLL3NwcHCYUOFoY3VI05bQNlOBbMYCQa0b47POybGBi312DIVC0TT5wVjMUDZBFPnRRMtUgBwmLlxZUweHSZYnowFykZOxQIQ6EqfKZBCZqKT/OAXGCC8TxPG3wx3t7e102WWXUW1tLU2bNo3e+c53Uk9PfHG2/v5++sAHPkDTp0+n6upqeuMb30h79uwJtj/xxBN06aWX0lFHHUWVlZW0dOlS+uY3vxnq4x3veAdNmTIlYznuuOPG7VwdHBwOPamJW2yEJtuiIYQHhMC2YLssAhAOkAgsEpaGUC98RoiYKCVRNtFYEB6GxSQyUeQJ5EUW2U/CywAhQIVM+p8o+O53v0vz58+niooKWrlyJa1Zsya2/W233UZLlizh9ieccAL98Y9/DG1PpVL02c9+lmbPns33m9e+9rW0adOmnO9zTz75JL3yla/k4+De9R//8R85n5tTZhwcJhLGzd0rwTGzkKZE7CPKTtooTjP+qgzczMIhC2PD+LnG4Ad+165ddPfdd9PQ0BBdeeWVdNVVV9EvfvGLyH0++tGP0p133sk3mbq6OvrgBz9IF110ET344IO8fe3atTRjxgz6+c9/zjeFhx56iPssLi7mtgDIzZe+9KWgz+HhYTrxxBPp4osvHrdzdXBwmNg4GAqOhqni5GIRbSo5Zjib9G2qMmwrbfRjkp/xJjJ1ZeVUE2O9nQTFZbnfl2655Ra6+uqr6fvf/z4TmW984xt0zjnn0MaNG/meYQL3DjwY++IXv0ivf/3r+b50wQUX0OOPP07HH388twHp+Na3vkU33XQTLViwgK699lruc/369UxMktznurq66Oyzz2YihLE99dRT9C//8i9MfNAuKaakQK2yAAfDjbPzhReYXTk4OExwmKQjadHMpP1qZcbiZhaCafesyIzOl8HvzFFH1VFnZ+eYf2fkt4roggKSmdvzGpMNGzZsoGXLltGjjz5Kp5xyCq+766676LzzzqMdO3bQnDlzMvbBGJqamvgm8KY3vYnXPfPMM6y+PPzww7QKLnEWQMnB8e655x7r9ttvv50J0ZYtW2jevHk0mSDf9xNr11FNtcrTcnBwyBu5EJtcDAVshgEmzHwdCf2KChsz1RhNZsycGTOMTYeXaTLDyf+oZTN1gG78whsKcm8qxG9Vd083nbj8+JzGs3LlSnrZy15G3/nOd/jz6OgoP/D60Ic+RNdcc01G+0suuYR6e3vpD3/4Q7AO95iTTjqJSQeoA+5TH/vYx+jjH/84b8d4Zs6cSTfeeCO95S1vSXSf+973vkef/vSnaffu3VRW5uW5Yjy4L+H+VlBlRvhOV3d34o4dHBwOEXbuzFw3bVrmOjOkqasreb+9vUT19d66mTOJtm/PbN/S4r2iHdrjeJikdyHXxwN+h+Ww3d3emwTPVw6iojIU3Ig0ysvLeRkrQD7w5El+4AE8mSoqKqJHHnmELrzwwox9oLrgyRbaCRAC0NLSEktmcINpaPAsS2340Y9+xH1ONiKj/1ayhec5ODjkjqhslc7BTDKSJKW9zSc8eiq/t3cgVINF0NszFLRFm6oion09IzTV8oxqejVGOkR9vel1/QdGaKDPIzADfaM0RfnBlJV5Ks7U0mKqKirm/dC31xb7eWRmsH+EaCrR4MCBgt2bCvFbJX0kvS8NDg7y/eOTn/xksA73Gvzu495hA9ZDydGA6gKSAeDhFwiIvh+BrIE0YV+QmST3ObR51ateFRAZOc6Xv/xl6ujooHrMHwpFZrp9EnPUsmWJOnVwcHAYK/B746kruQM/iLNmzaLdu+8s2HiQm4InWBrXXXcdXX/99WPuEzcBU9ovKSlh0oFtUfvg/HBz0MCTsKh9ECqA8AKEptmwc+dO+tOf/hQb2jaRIfemV5xuJ3IODg4OE+neVKjfqlzuS21tbTQyMsL3Cg18jlI/cE+xtZd7jbxma5PtPodXhKiZfci2gpIZSEEvvPAC1dTUcKKog4ODQ6GBp164WdhCrJICcbp4YoQnUYUcl/m7F6XKQB7HE6U4QHo/GFi3bh2df/75fINDTLINiHUGOUIs9GSEuzc5ODgcifemXO5LRwISkRlIQs2HIjHZwcHhiMJYn3qZNw1JPjzYQPww3MLisHDhQn5Ct3fv3tB6JOLD+QXbbMB63Aj3798fUmfgZmbugwTMM888kxMoP/OZz0TeDH/84x/T5ZdfHpL4JxPcvcnBweFgYDLfmxobG9kERjtfRt07BFgf115esQ5uZroN8mqkTbb7XNRx9DGSwFkzOzg4OBQISNBHHkvcAuJw6qmnMilBHLMACfpIykTMsQ3Lly+n0tJS+stf/hKsgxPN9u3buT/B008/TWeccQZdccUV9IUvfCFyrPfddx8999xzbJXp4ODg4HB4oqysjO8f+t6Bew0+63uHBtbr9gAcyaQ9QsNANnQb5PAgF0baJLnPoc3999/P+aD6OMcee2ziEDMG3MwcHBwcHA4uzj333NTJJ5+ceuSRR1IPPPBAavHixalLL7002L5jx47Usccey9sF733ve1MtLS2pe+65J/XYY4+lTj31VF4ETz31VKqpqSn1tre9LbVr165g2bt3b8bx0WblypUH4UwdHBwcHA4lfvnLX6bKy8tTN954Y2r9+vWpq666KjVt2rTU7t27efvll1+euuaaa4L2Dz74YKqkpCT1la98JbVhw4bUddddlyotLeV7jOBLX/oS9/G73/0u9eSTT6bOP//81IIFC1J9fX2J73P79+9PzZw5k4+/bt06HufUqVNTP/jBD3I6P0dmHBwcHA4B9u3bxz/q1dXVqdra2tSVV16Z6u7uDrZv2bIF1jmpv/71r8E63CTe//73p+rr6/kH/8ILL2SyIsANB/uYy7x580LHxg2ksrIydcMNNxyks3VwcHBwOJT49re/zQ/DysrKUitWrEitXr062Hb66aenrrjiilD7W2+9NXXMMcdw++OOOy515513hraPjo6mrr32WiYjIEpnnnlmauPGjTnd54Annngiddppp3Efc+fOZZKUKxLVmXFwcHBwcHBwcHBwcJhocDkzDg4ODg4ODg4ODg6TEo7MODg4ODg4ODg4ODhMSjgy4+Dg4ODg4ODg4OAwKeHIjIODg4ODg4ODg4PDpIQjMw4ODg4ODg4ODg4OkxKOzDg4ODg4ODg4ODg4TEo4MuPg4ODg4ODg4ODgMCnhyIyDg4ODg4ODg4ODw6SEIzMODg4ODg4ODg4ODpMSjsw4ODg4ODg4ODg4OExKODLj4ODg4ODg4ODg4ECTEf8/eoZhgbpvcI0AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 5\n", "ncols = len(var_names)\n", "\n", "ylim = (-0.25, 0.25)\n", "aspect_ratio = (ylim[1] - ylim[0]) / plotter.width\n", "\n", "fig, axes = plt.subplots(nrows=nrows, ncols=ncols, figsize=(5 * ncols, 5 * nrows * aspect_ratio))\n", "\n", "for field_i, field in enumerate(var_names):\n", " for rr in range(nrows):\n", " c = plotter.plot_contour(axes[rr, field_i], dmd_models[field].modes[:, rr].real,\n", " levels = 40, cmap=cmaps[field], ylim = ylim)\n", " cbar = fig.colorbar(c, ax=axes[rr, field_i], aspect = 5)\n", " cbar.ax.set_yticks(np.linspace(c.get_clim()[0], c.get_clim()[1], num=3))" ] }, { "cell_type": "markdown", "id": "d4369601", "metadata": {}, "source": [ "Let us predict future states using the trained DMD models and visualize the results." ] }, { "cell_type": "code", "execution_count": 9, "id": "3e13bcfc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import clear_output as clc\n", "\n", "nrows = len(var_names)\n", "ncols = 3\n", "\n", "ylim = (-0.25, 0.25)\n", "aspect_ratio = (ylim[1] - ylim[0]) / plotter.width\n", "\n", "levels = {\n", " 'p': np.linspace(-1e-4, 1e-4, 40),\n", " 'U': np.linspace(0, 0.02, 40)\n", "}\n", "\n", "for tt in range(train_cut+4, Nt, 5):\n", " fig, axes = plt.subplots(nrows=nrows, ncols=ncols, figsize=(5 * ncols, 5 * nrows * aspect_ratio))\n", "\n", " for field_i, field in enumerate(var_names):\n", "\n", " dmd_models[field].dmd_time['t0'] = times[0]\n", " dmd_models[field].dmd_time['tend'] = times[tt]\n", " dmd_models[field].dmd_time['dt'] = times[1] - times[0]\n", "\n", " # Get the reconstructed snapshots\n", " recon = dmd_models[field].reconstructed_data.real[:, tt]\n", "\n", " # Original snapshot\n", " fom = dataset[field][tt]\n", "\n", " # Compute residual \n", " # resid = np.abs(fom - recon)\n", " resid = fom - recon\n", "\n", " # Plot\n", " c = plotter.plot_contour(axes[field_i, 0], fom, cmap=cmaps[field], levels=levels[field], ylim=ylim)\n", " cbar = fig.colorbar(c, ax=axes[field_i, 0], aspect = 5)\n", " cbar.ax.set_yticks(np.linspace(c.get_clim()[0], c.get_clim()[1], num=3))\n", "\n", " c = plotter.plot_contour(axes[field_i, 1], recon, cmap=cmaps[field], levels=levels[field], ylim=ylim)\n", " cbar = fig.colorbar(c, ax=axes[field_i, 1], aspect = 5)\n", " cbar.ax.set_yticks(np.linspace(c.get_clim()[0], c.get_clim()[1], num=3))\n", "\n", " c = plotter.plot_contour(axes[field_i, 2], resid, cmap=cmaps[field], levels=levels[field], ylim=ylim)\n", " cbar = fig.colorbar(c, ax=axes[field_i, 2], aspect = 5)\n", " cbar.ax.set_yticks(np.linspace(c.get_clim()[0], c.get_clim()[1], num=3))\n", "\n", " axes[field_i, 0].set_ylabel(f'{field}', fontsize=20)\n", "\n", " axes[0, 0].set_title(f'FOM', fontsize=20)\n", " axes[0, 1].set_title(f'DMD', fontsize=20)\n", " axes[0, 2].set_title(f'Residual', fontsize=20)\n", "\n", " fig.suptitle(f'Time = {times[tt]:.2f} s', fontsize=24, y=1.1)\n", "\n", " plt.show()\n", " clc(wait=True)\n", " plt.close()" ] }, { "cell_type": "markdown", "id": "2e267a71", "metadata": {}, "source": [ "Let us plot some line profiles to compare the FOM and DMD results." ] }, { "cell_type": "code", "execution_count": 10, "id": "0ccd1dc3", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for tt in range(train_cut+4, Nt, 10):\n", " lines_x = [0.25, 0.5, 0.75, 1, 1.1]\n", "\n", " nrows = len(var_names)\n", " ncols = len(lines_x)\n", "\n", " fig, axs = plt.subplots(nrows=nrows, ncols=ncols, figsize=(5 * ncols, 4 * nrows), sharey='row', sharex=True)\n", "\n", " for field_i, field in enumerate(var_names):\n", " for xx, _linex in enumerate(lines_x):\n", "\n", " grid.clear_data()\n", " grid['fom'] = np.linalg.norm(dataset[field][tt].reshape(-1, 3), axis=1) if field == 'U' else dataset[field][tt]\n", " grid['dmd'] = np.linalg.norm(dmd_models[field].reconstructed_data.real[:, tt].reshape(-1, 3), axis=1) if field == 'U' else dmd_models[field].reconstructed_data.real[:, tt]\n", "\n", " line_grid = grid.cell_data_to_point_data().sample_over_line(pointa = (_linex, -0.6, 0), pointb=(_linex, 0.6, 0), resolution=500)\n", "\n", " axs[field_i, xx].plot(line_grid['Distance'], line_grid['fom'], label='FOM', color='r')\n", " axs[field_i, xx].plot(line_grid['Distance'], line_grid['dmd'], label='DMD', color='b', linestyle='--')\n", " axs[field_i, xx].grid(True)\n", " axs[field_i, xx].legend(fontsize=12)\n", "\n", " if xx == 0:\n", " axs[field_i, xx].set_ylabel(f'{field}', fontsize=20)\n", " if field_i == nrows - 1:\n", " axs[field_i, xx].set_xlabel(f'y at $x = {_linex:.2f}$', fontsize=16)\n", "\n", " fig.suptitle(f'Line profiles at t = {times[tt]:.2f} s', fontsize=24, y=1.00)\n", "\n", " plt.show()\n", " clc(wait=True)\n", " plt.close()" ] }, { "cell_type": "markdown", "id": "8b34612d", "metadata": {}, "source": [ "Some discrepancies are observed between the FOM and DMD results, this is because the standard DMD is not able to entirely capture complex dynamics, unless a large number of modes is used. Let us measure the error in time between the FOM and DMD results." ] }, { "cell_type": "code", "execution_count": 11, "id": "5994921d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "errors['DMD'] = np.zeros((len(var_names), Nt))\n", "\n", "for ii, field in enumerate(var_names):\n", "\n", " fom = dataset[field].return_matrix()\n", " recon = dmd_models[field].reconstructed_data.real\n", "\n", " error = np.linalg.norm(fom - recon, axis=0) / np.linalg.norm(fom, axis=0)\n", " errors['DMD'][ii] = error\n", "\n", " plt.plot(times, error, label=field)\n", "\n", "plt.axvline(x=train_times[-1], color='k', linestyle='--', label='Training limit')\n", "plt.xlabel('Time (s)', fontsize=16)\n", "plt.ylabel('Relative Error', fontsize=16)\n", "plt.legend(fontsize=14)" ] }, { "cell_type": "markdown", "id": "137c8b4b", "metadata": {}, "source": [ "## Hankel DMD (HODMD) with *pyDMD*\n", "The Higher-Order Dynamic Mode Decomposition (HODMD) is an extension of the standard DMD technique that aims to improve the accuracy and robustness of the decomposition by considering higher-order correlations in the data. HODMD is particularly useful for systems with complex dynamics, where standard DMD may struggle to capture the underlying behavior." ] }, { "cell_type": "code", "execution_count": 12, "id": "464c7a87", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitting HODMD model for field: p\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/sriva/miniconda3/envs/ml/lib/python3.10/site-packages/pydmd/snapshots.py:73: UserWarning: Input data condition number 6412557.5. Consider preprocessing data, passing in augmented data\n", "matrix, or regularization methods.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Fitting HODMD model for field: U\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/sriva/miniconda3/envs/ml/lib/python3.10/site-packages/pydmd/snapshots.py:73: UserWarning: Input data condition number 786325568.0. Consider preprocessing data, passing in augmented data\n", "matrix, or regularization methods.\n", " warnings.warn(\n" ] } ], "source": [ "from pydmd import HODMD\n", "\n", "hodmd_models = dict()\n", "\n", "delay = 5\n", "\n", "for field in var_names:\n", " \n", " print(f'Fitting HODMD model for field: {field}')\n", " \n", " X = train_snaps[field].return_matrix() # Shape: (Nh, 0.8 * Nt)\n", " \n", " # Create and fit HODMD model\n", " hodmd_models[field] = HODMD(svd_rank=50, d=delay)\n", " hodmd_models[field].fit(X)\n", "\n", " # Define original times\n", " hodmd_models[field].original_time['t0'] = train_times[0]\n", " hodmd_models[field].original_time['tend'] = train_times[-1]+1e-12\n", " hodmd_models[field].original_time['dt'] = train_times[1] - train_times[0]\n", "\n", " # Define times\n", " hodmd_models[field].dmd_time['t0'] = times[0]\n", " hodmd_models[field].dmd_time['dt'] = times[1] - times[0]\n", " hodmd_models[field].dmd_time['tend'] = train_times[-1]" ] }, { "cell_type": "markdown", "id": "d13f9a81", "metadata": {}, "source": [ "Let us predict future states using the trained DMD models and visualize the results." ] }, { "cell_type": "code", "execution_count": 13, "id": "6dfab44d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import clear_output as clc\n", "\n", "nrows = len(var_names)\n", "ncols = 3\n", "\n", "ylim = (-0.25, 0.25)\n", "aspect_ratio = (ylim[1] - ylim[0]) / plotter.width\n", "\n", "levels = {\n", " 'p': np.linspace(-1e-4, 1e-4, 40),\n", " 'U': np.linspace(0, 0.02, 40)\n", "}\n", "\n", "for tt in range(train_cut+4, Nt, 5):\n", " fig, axes = plt.subplots(nrows=nrows, ncols=ncols, figsize=(5 * ncols, 5 * nrows * aspect_ratio))\n", "\n", " for field_i, field in enumerate(var_names):\n", "\n", " hodmd_models[field].dmd_time['tend'] = times[-1] + 2 * (times[1] - times[0])\n", "\n", " # Get the reconstructed snapshots\n", " recon = hodmd_models[field].reconstructed_data.real[:, tt]\n", "\n", " # Original snapshot\n", " fom = dataset[field][tt]\n", "\n", " # Compute residual \n", " # resid = np.abs(fom - recon)\n", " resid = fom - recon\n", "\n", " # Plot\n", " c = plotter.plot_contour(axes[field_i, 0], fom, cmap=cmaps[field], levels=levels[field], ylim=ylim)\n", " cbar = fig.colorbar(c, ax=axes[field_i, 0], aspect = 5)\n", " cbar.ax.set_yticks(np.linspace(c.get_clim()[0], c.get_clim()[1], num=3))\n", "\n", " c = plotter.plot_contour(axes[field_i, 1], recon, cmap=cmaps[field], levels=levels[field], ylim=ylim)\n", " cbar = fig.colorbar(c, ax=axes[field_i, 1], aspect = 5)\n", " cbar.ax.set_yticks(np.linspace(c.get_clim()[0], c.get_clim()[1], num=3))\n", "\n", " c = plotter.plot_contour(axes[field_i, 2], resid, cmap=cmaps[field], levels=levels[field], ylim=ylim)\n", " cbar = fig.colorbar(c, ax=axes[field_i, 2], aspect = 5)\n", " cbar.ax.set_yticks(np.linspace(c.get_clim()[0], c.get_clim()[1], num=3))\n", "\n", " axes[field_i, 0].set_ylabel(f'{field}', fontsize=20)\n", "\n", " axes[0, 0].set_title(f'FOM', fontsize=20)\n", " axes[0, 1].set_title(f'DMD', fontsize=20)\n", " axes[0, 2].set_title(f'Residual', fontsize=20)\n", "\n", " fig.suptitle(f'Time = {times[tt]:.2f} s', fontsize=24, y=1.1)\n", "\n", " plt.show()\n", " clc(wait=True)\n", " plt.close()" ] }, { "cell_type": "markdown", "id": "dc263675", "metadata": {}, "source": [ "Let us plot the errors in time between the FOM and HODMD results, including the previous DMD results for comparison." ] }, { "cell_type": "code", "execution_count": 33, "id": "71037571", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "errors['HODMD'] = np.zeros((len(var_names), Nt))\n", "\n", "for ii, field in enumerate(var_names):\n", "\n", " fom = dataset[field].return_matrix()\n", " recon = hodmd_models[field].reconstructed_data.real\n", "\n", " error = np.linalg.norm(fom - recon, axis=0) / np.linalg.norm(fom, axis=0)\n", " errors['HODMD'][ii] = error\n", "\n", " plt.plot(times, errors['DMD'][ii], '--', label='DMD - ' + field)\n", " plt.plot(times, errors['HODMD'][ii], label='HODMD - ' + field)\n", "\n", "plt.axvline(x=train_times[-1], color='k', linestyle='--', label='Training limit')\n", "plt.xlabel('Time (s)', fontsize=16)\n", "plt.ylabel('Relative Error', fontsize=16)\n", "plt.legend(fontsize=14)" ] }, { "cell_type": "markdown", "id": "2bde78dd", "metadata": {}, "source": [ "## Bagging-Optimized DMD (BOPDMD) with *pyDMD*\n", "The Bagging-Optimized Dynamic Mode Decomposition (BOPDMD) is an advanced variant of the DMD technique that computes the eigenvalues and modes through an optimization approach, including a bagging strategy to enhance robustness and accuracy with noisy data." ] }, { "cell_type": "code", "execution_count": 34, "id": "bb310821", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitting BOPDMD model for field: p\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/sriva/miniconda3/envs/ml/lib/python3.10/site-packages/pydmd/bopdmd.py:973: UserWarning: Initial trial of Optimized DMD failed to converge. Consider re-adjusting your variable projection parameters with the varpro_opts_dict and consider setting verbose=True.\n", " warnings.warn(msg)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Fitting BOPDMD model for field: U\n" ] } ], "source": [ "from pydmd import BOPDMD\n", "\n", "bopdmd_models = dict()\n", "\n", "for field in var_names:\n", "\n", " print(f'Fitting BOPDMD model for field: {field}')\n", " \n", " X = train_snaps[field].return_matrix() # Shape: (Nh, 0.8 * Nt)\n", " \n", " # Create and fit BOPDMD model\n", " bopdmd_models[field] = BOPDMD(svd_rank = 30, eig_constraints={'stable', 'conjugate_pairs'})\n", " bopdmd_models[field].fit(X, train_times)" ] }, { "cell_type": "markdown", "id": "6e97cffc", "metadata": {}, "source": [ "Let us predict future states using the trained DMD models and visualize the results." ] }, { "cell_type": "code", "execution_count": 35, "id": "bda6f4d0", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import clear_output as clc\n", "\n", "nrows = len(var_names)\n", "ncols = 3\n", "\n", "ylim = (-0.25, 0.25)\n", "aspect_ratio = (ylim[1] - ylim[0]) / plotter.width\n", "\n", "levels = {\n", " 'p': np.linspace(-1e-4, 1e-4, 40),\n", " 'U': np.linspace(0, 0.02, 40)\n", "}\n", "\n", "for tt in range(train_cut+4, Nt, 5):\n", " fig, axes = plt.subplots(nrows=nrows, ncols=ncols, figsize=(5 * ncols, 5 * nrows * aspect_ratio))\n", "\n", " for field_i, field in enumerate(var_names):\n", "\n", " # Get the reconstructed snapshots\n", " recon = bopdmd_models[field].forecast(times[tt]).real.flatten()\n", "\n", " # Original snapshot\n", " fom = dataset[field][tt]\n", "\n", " # Compute residual \n", " # resid = np.abs(fom - recon)\n", " resid = fom - recon\n", "\n", " # Plot\n", " c = plotter.plot_contour(axes[field_i, 0], fom, cmap=cmaps[field], levels=levels[field], ylim=ylim)\n", " cbar = fig.colorbar(c, ax=axes[field_i, 0], aspect = 5)\n", " cbar.ax.set_yticks(np.linspace(c.get_clim()[0], c.get_clim()[1], num=3))\n", "\n", " c = plotter.plot_contour(axes[field_i, 1], recon, cmap=cmaps[field], levels=levels[field], ylim=ylim)\n", " cbar = fig.colorbar(c, ax=axes[field_i, 1], aspect = 5)\n", " cbar.ax.set_yticks(np.linspace(c.get_clim()[0], c.get_clim()[1], num=3))\n", "\n", " c = plotter.plot_contour(axes[field_i, 2], resid, cmap=cmaps[field], levels=levels[field], ylim=ylim)\n", " cbar = fig.colorbar(c, ax=axes[field_i, 2], aspect = 5)\n", " cbar.ax.set_yticks(np.linspace(c.get_clim()[0], c.get_clim()[1], num=3))\n", "\n", " axes[field_i, 0].set_ylabel(f'{field}', fontsize=20)\n", "\n", " axes[0, 0].set_title(f'FOM', fontsize=20)\n", " axes[0, 1].set_title(f'BOP-DMD', fontsize=20)\n", " axes[0, 2].set_title(f'Residual', fontsize=20)\n", "\n", " fig.suptitle(f'Time = {times[tt]:.2f} s', fontsize=24, y=1.1)\n", "\n", " plt.show()\n", " clc(wait=True)\n", " plt.close()" ] }, { "cell_type": "markdown", "id": "f35c70dd", "metadata": {}, "source": [ "Let us compare the line profiles" ] }, { "cell_type": "code", "execution_count": 36, "id": "c46752c9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for tt in range(train_cut+4, Nt, 10):\n", " lines_x = [0.25, 0.5, 0.75, 1, 1.1]\n", "\n", " nrows = len(var_names)\n", " ncols = len(lines_x)\n", "\n", " fig, axs = plt.subplots(nrows=nrows, ncols=ncols, figsize=(5 * ncols, 4 * nrows), sharey='row', sharex=True)\n", "\n", " for field_i, field in enumerate(var_names):\n", " for xx, _linex in enumerate(lines_x):\n", "\n", " grid.clear_data()\n", " grid['fom'] = np.linalg.norm(dataset[field][tt].reshape(-1, 3), axis=1) if field == 'U' else dataset[field][tt]\n", " grid['dmd'] = np.linalg.norm(dmd_models[field].reconstructed_data.real[:, tt].reshape(-1, 3), axis=1) if field == 'U' else dmd_models[field].reconstructed_data.real[:, tt]\n", " grid['hodmd'] = np.linalg.norm(hodmd_models[field].reconstructed_data.real[:, tt].reshape(-1, 3), axis=1) if field == 'U' else hodmd_models[field].reconstructed_data.real[:, tt]\n", " grid['bopdmd'] = np.linalg.norm(bopdmd_models[field].forecast(times).real[:, tt].reshape(-1, 3), axis=1) if field == 'U' else bopdmd_models[field].forecast(times).real[:, tt]\n", "\n", " line_grid = grid.cell_data_to_point_data().sample_over_line(pointa = (_linex, -0.6, 0), pointb=(_linex, 0.6, 0), resolution=500)\n", "\n", " axs[field_i, xx].plot(line_grid['Distance'], line_grid['fom'], label='FOM', color='r')\n", " axs[field_i, xx].plot(line_grid['Distance'], line_grid['dmd'], label='DMD', color='m', linestyle='--')\n", " axs[field_i, xx].plot(line_grid['Distance'], line_grid['hodmd'], label='HODMD', color='c', linestyle='-.')\n", " axs[field_i, xx].plot(line_grid['Distance'], line_grid['bopdmd'], label='BOPDMD', color='b', linestyle='--')\n", " axs[field_i, xx].grid(True)\n", " axs[field_i, xx].legend(fontsize=12)\n", "\n", " if xx == 0:\n", " axs[field_i, xx].set_ylabel(f'{field}', fontsize=20)\n", " if field_i == nrows - 1:\n", " axs[field_i, xx].set_xlabel(f'y at $x = {_linex:.2f}$', fontsize=16)\n", "\n", " fig.suptitle(f'Line profiles at t = {times[tt]:.2f} s', fontsize=24, y=1.00)\n", "\n", " plt.show()\n", " clc(wait=True)\n", " plt.close()" ] }, { "cell_type": "markdown", "id": "d5ba2b34", "metadata": {}, "source": [ "The reconstruction and prediction is much more accurate than the previous DMD techniques. Let us plot the errors in time between the FOM and BOPDMD results, including the previous DMD and HODMD results for comparison." ] }, { "cell_type": "code", "execution_count": 37, "id": "11359ed6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Relative Error')" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(12, 4))\n", "\n", "errors['BOPDMD'] = np.zeros((len(var_names), Nt))\n", "\n", "for ii, field in enumerate(var_names):\n", "\n", " fom = dataset[field].return_matrix()\n", " recon = bopdmd_models[field].forecast(times).real\n", "\n", " error = np.linalg.norm(fom - recon, axis=0) / np.linalg.norm(fom, axis=0)\n", " errors['BOPDMD'][ii] = error\n", "\n", " axs[ii].plot(times, errors['DMD'][ii], '--', label='DMD')\n", " axs[ii].plot(times, errors['HODMD'][ii], '-.', label='HODMD')\n", " axs[ii].plot(times, errors['BOPDMD'][ii], label='BOPDMD')\n", "\n", " axs[ii].axvline(x=train_times[-1], color='k', linestyle='--', label='Training limit')\n", " axs[ii].set_xlabel('Time (s)', fontsize=16)\n", " axs[ii].legend(fontsize=14)\n", " axs[ii].grid(True)\n", " axs[ii].set_title(f'{field}', fontsize=20)\n", "\n", "axs[0].set_ylabel('Relative Error', fontsize=16)" ] } ], "metadata": { "kernelspec": { "display_name": "ml", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 5 }