{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# SVP global drifting buoys" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this lecture, we will use a large data set of satellite-tracked buoys, to compute the mean circulation around the Hawaiian islands. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](http://marlin-yug.com/assets/images/Products/SVP-B.GIF)\n", "\n", "### World Ocean Circulation Experiment drifting buoy principle " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](http://nettuno.ogs.trieste.it/jungo/argoitaly/image/gerin/Egypt003.JPG)\n", "\n", "### A WOCE buoy before deployment " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import scipy.io as sio\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "drifter = sio.loadmat('/home/ocn463-data/woce/drift/drift.mat')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The WOCE satellite-tracked buoys data for the Hawaiian area is here. It covers more than 10 years. Let's first look at all the buoys:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['__header__', '__version__', '__globals__', 'U', 'V', 'Lon', 'Lat', 'id', 'coast'])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "drifter.keys()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(418660, 1)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "drifter['U'].shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "U and V have been pre-computed from the randomly-space ARGOS satellite fixes, and co-located to the interpolated latitude-longitude. The variables of interest to us are:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "Lat = drifter['Lat']\n", "Lon = drifter['Lon']\n", "U = drifter['U']\n", "V = drifter['V']\n", "id = drifter['id']\n", "coast = drifter['coast']" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Variable Type Data/Info\n", "-----------------------------------\n", "Lat ndarray 418660x1: 418660 elems, type `float64`, 3349280 bytes (3.194122314453125 Mb)\n", "Lon ndarray 418660x1: 418660 elems, type `float64`, 3349280 bytes (3.194122314453125 Mb)\n", "U ndarray 418660x1: 418660 elems, type `float64`, 3349280 bytes (3.194122314453125 Mb)\n", "V ndarray 418660x1: 418660 elems, type `float64`, 3349280 bytes (3.194122314453125 Mb)\n", "ax AxesSubplot AxesSubplot(0.125,0.125;0.775x0.755)\n", "coast ndarray 1831x2: 3662 elems, type `float64`, 29296 bytes\n", "drifter dict n=9\n", "fig Figure Figure(864x864)\n", "id ndarray 418660x1: 418660 elems, type `float64`, 3349280 bytes (3.194122314453125 Mb)\n", "np module kages/numpy/__init__.py'>\n", "plt module es/matplotlib/pyplot.py'>\n", "sio module es/scipy/io/__init__.py'>\n" ] } ], "source": [ "whos" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Drifter locations')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "fig, ax = plt.subplots(figsize=(12,12))\n", "ax.plot(Lon, Lat, '.')\n", "ax.set_ylabel('Latitude')\n", "ax.set_xlabel('Longitude')\n", "ax.set_title('Drifter locations')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data set covers 10 N to 30 N and 130 W to 180 W, or 100 deg^2. On average, there are about" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "418.66" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(id)/(20*50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "points per square degree. To have a graphic idea of the density of data, let's look at a 2x2 deg^2 box centered on (-160,20):" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(19.0, 21.0)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12,12))\n", "ax.plot(Lon, Lat, '.')\n", "ax.set_ylabel('Latitude')\n", "ax.set_xlabel('Longitude')\n", "ax.set_title('Drifter locations')\n", "ax.set_xlim(-161, -159)\n", "ax.set_ylim(19, 21)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's compute the median currents in this box. First, we need to find the indices (in the 418660x1 matrices) of all the buoys that crossed the box, and compute the median currents in this box:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2773,)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# limit lats and lons, then find all values in both and sort\n", "boxlat = np.where(np.absolute(Lat-20) < 1)[0]\n", "boxlon = np.where(np.absolute(Lon+160) < 1)[0]\n", "box = np.array(sorted(set(boxlat) & set(boxlon)))\n", "box.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What are the median velocities in the box?" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.02416794875609749, 0.0701)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.median(U[box]), np.median(V[box])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use median rather than mean, because the median is robust to outliers (unflagged bad data), while the mean is not. The mean currents in this box are:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0007300161124620394, 0.057987531735318516)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(U[box]), np.mean(V[box])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Means are different from medians because the distributions are skewed. You can see this in the histograms:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2,1,figsize=(12,12))\n", "ax[0].hist(U[box],20);\n", "ax[0].set_title('U')\n", "ax[1].hist(V[box],20);\n", "ax[1].set_title('V')\n", "for axes in ax:\n", " axes.set_ylabel('Number of points')\n", " axes.set_xlabel('Velocity (m/s)')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Likewise, the standard deviations are" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.2417194863660976, 0.2187069218930997)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.std(U[box]), np.std(V[box])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "reflecting the energetic eddies present in the area, much larger than the mean currents. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course our interest is to construct a map of mean currents, not just estimate them at a single point. For this we must define a grid. The grid resolution is a matter of compromise between precision and resolution: finer resolution will yield less buoys crossing each box, thus larger standard errors on the estimation of the mean, while coarser resolution will yield more precise estimation of the mean velocities. We chose a grid resolution of 2x2 deg., which is a good compromise; see (-160,20) above." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We define two matrices cenlon and cenlat containing the (lon,lat) of each grid point (center of each box). cenlon is a matrix in which all lines are identical to each other, and cenlat is a matrix in which all columns are identical to each other. We populate the cenlon matrix by creating the first line with longitudes [-179:2:-131], and then replicating it for all latitudes. Likewise, we populate the cenlat matrix by populating the first column with latitudes [11:2:29], and the replicating it for all longitudes. In practice:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "cenlon, cenlat = np.meshgrid(np.arange(-179, -130.9, 2), np.arange(11, 29.1, 2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here they are, filled:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[-179., -177., -175., -173., -171., -169., -167., -165., -163.,\n", " -161., -159., -157., -155., -153., -151., -149., -147., -145.,\n", " -143., -141., -139., -137., -135., -133., -131.],\n", " [-179., -177., -175., -173., -171., -169., -167., -165., -163.,\n", " -161., -159., -157., -155., -153., -151., -149., -147., -145.,\n", " -143., -141., -139., -137., -135., -133., -131.],\n", " [-179., -177., -175., -173., -171., -169., -167., -165., -163.,\n", " -161., -159., -157., -155., -153., -151., -149., -147., -145.,\n", " -143., -141., -139., -137., -135., -133., -131.],\n", " [-179., -177., -175., -173., -171., -169., -167., -165., -163.,\n", " -161., -159., -157., -155., -153., -151., -149., -147., -145.,\n", " -143., -141., -139., -137., -135., -133., -131.],\n", " [-179., -177., -175., -173., -171., -169., -167., -165., -163.,\n", " -161., -159., -157., -155., -153., -151., -149., -147., -145.,\n", " -143., -141., -139., -137., -135., -133., -131.],\n", " [-179., -177., -175., -173., -171., -169., -167., -165., -163.,\n", " -161., -159., -157., -155., -153., -151., -149., -147., -145.,\n", " -143., -141., -139., -137., -135., -133., -131.],\n", " [-179., -177., -175., -173., -171., -169., -167., -165., -163.,\n", " -161., -159., -157., -155., -153., -151., -149., -147., -145.,\n", " -143., -141., -139., -137., -135., -133., -131.],\n", " [-179., -177., -175., -173., -171., -169., -167., -165., -163.,\n", " -161., -159., -157., -155., -153., -151., -149., -147., -145.,\n", " -143., -141., -139., -137., -135., -133., -131.],\n", " [-179., -177., -175., -173., -171., -169., -167., -165., -163.,\n", " -161., -159., -157., -155., -153., -151., -149., -147., -145.,\n", " -143., -141., -139., -137., -135., -133., -131.],\n", " [-179., -177., -175., -173., -171., -169., -167., -165., -163.,\n", " -161., -159., -157., -155., -153., -151., -149., -147., -145.,\n", " -143., -141., -139., -137., -135., -133., -131.]])" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cenlon" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[11., 11., 11., 11., 11., 11., 11., 11., 11., 11., 11., 11., 11.,\n", " 11., 11., 11., 11., 11., 11., 11., 11., 11., 11., 11., 11.],\n", " [13., 13., 13., 13., 13., 13., 13., 13., 13., 13., 13., 13., 13.,\n", " 13., 13., 13., 13., 13., 13., 13., 13., 13., 13., 13., 13.],\n", " [15., 15., 15., 15., 15., 15., 15., 15., 15., 15., 15., 15., 15.,\n", " 15., 15., 15., 15., 15., 15., 15., 15., 15., 15., 15., 15.],\n", " [17., 17., 17., 17., 17., 17., 17., 17., 17., 17., 17., 17., 17.,\n", " 17., 17., 17., 17., 17., 17., 17., 17., 17., 17., 17., 17.],\n", " [19., 19., 19., 19., 19., 19., 19., 19., 19., 19., 19., 19., 19.,\n", " 19., 19., 19., 19., 19., 19., 19., 19., 19., 19., 19., 19.],\n", " [21., 21., 21., 21., 21., 21., 21., 21., 21., 21., 21., 21., 21.,\n", " 21., 21., 21., 21., 21., 21., 21., 21., 21., 21., 21., 21.],\n", " [23., 23., 23., 23., 23., 23., 23., 23., 23., 23., 23., 23., 23.,\n", " 23., 23., 23., 23., 23., 23., 23., 23., 23., 23., 23., 23.],\n", " [25., 25., 25., 25., 25., 25., 25., 25., 25., 25., 25., 25., 25.,\n", " 25., 25., 25., 25., 25., 25., 25., 25., 25., 25., 25., 25.],\n", " [27., 27., 27., 27., 27., 27., 27., 27., 27., 27., 27., 27., 27.,\n", " 27., 27., 27., 27., 27., 27., 27., 27., 27., 27., 27., 27.],\n", " [29., 29., 29., 29., 29., 29., 29., 29., 29., 29., 29., 29., 29.,\n", " 29., 29., 29., 29., 29., 29., 29., 29., 29., 29., 29., 29.]])" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cenlat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are now ready to compute the mean currents:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "Umean = np.nan * np.ones_like(cenlon)\n", "Vmean = np.nan * np.ones_like(cenlon)\n", "\n", "for ilat in range(cenlon.shape[0]):\n", " for ilon in range(cenlon.shape[1]):\n", " boxlat = np.where(np.absolute(Lat-cenlat[ilat, ilon]) < 1)[0]\n", " boxlon = np.where(np.absolute(Lon-cenlon[ilat, ilon]) < 1)[0]\n", " box = np.array(sorted(set(boxlat) & set(boxlon)))\n", " Umean[ilat, ilon] = np.mean(U[box])\n", " Vmean[ilat, ilon] = np.mean(V[box])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It takes a little while to compute, but then it is trivial to plot the mean currents; we add Oahu coastline for reference." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(10.0, 32.0)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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EwYMHDbIuxhhjjDHG2KeJW/wM6M6dO6hUqRIqVKgAc3NzDBgwACdOnEi1XNOmTWFjYwMA+Oqrr+Dr65upOEOHDsW4cePQpk0bVKhQAc7Ozhg+fDi+/PJLDB06VLtceHg44uPjUaxYMRw6dAg1atRA7dq10bJly2xtJ2OMMcYYY+zTwoWfAfn5+aFs2bLa22XKlIGfn1+aj9m6dSs6d+6svS2EQIcOHVC/fn1s2rRJ7+M+fvyIK1euYOXKlXBwcMDPP/+Mx48f4+HDh3B3dwcAXLp0Ce3atQMALFy4EBcuXICHhwdOnjyZja1kjDHGGGOMfWq48DMgIko1Twihd3knJyds3boVy5Yt0867ceMG/vvvP5w7dw5///03XFxcdD7WwcEBQgjUrFkTJUqUQM2aNWFiYoLq1avD29sbgPp6w8SislmzZhg6dCg2b94MpVKZja1kjDHGGGOMfWq48DOgMmXKwMfHR3vb19cXpUqV0rnsgwcPMHLkSJw4cQJFihTRzk9cvnjx4ujZsyfu3Lmj8/EWFhYAABMTE+3/ibcTEhIAqLueNmrUCACwYcMGLF68GD4+PqhTpw6Cg4OzsaWMMcYYY4yxTwkXfgbUsGFDvHz5Eq9fv0Z8fDz279+Pb775JtVyb9++Ra9evbBr1y5UrlxZOz8qKgoRERHa/x0dHVGjRo0s5fL48WNUrVoVpqamAIBXr16hcePGWLhwIYoWLZqsQGWMMcYYY4zlbjyqpwGZmZlh3bp16NixI5RKJYYPH47q1asDULe4AcDYsWOxcOFCBAcH44cfftA+zs3NDYGBgejZsycAICEhAQMHDkSnTp2ylMu5c+eSPXbatGl4+fIliAjt2rVD7dq1s7OpjDHGGGOMsU+I0HVd2qeqQYMG5ObmZuw0coT27dtj586dKFmypLFTYYwxxhhjjMlECHGPiFL9IDi3+OVSFy9eNHYKjDHGGGOMsRyCr/FjjDHGGGOMsVyOCz/GGGOMMcYYy+W4q+dnaNGiRYiKioKDgwO++uor7cifjDHGGGOMsdyJW/w+Q7169cLy5cvRvHlz2NraYsiQITh8+DDCw8ONnRpjjDHGGGNMAlz4fYaqV6+Ofv36AQCCgoKwc+dO9O3bF0WLFkWHDh2wZs0avH792shZMsYYY4wxxgyFf84hiYiICHTt2tWAGeVc79+/x/Pnz9Ncpnr16nBwcICDgwMaN27MXUIZY4wxxhjL4fT9nAMXfkmEhobCxsbGgBnlHkWLFkWXLl3w7bffomPHjhBCGDslxhhjjDHGWAr8O34sy+zs7ODg4IBu3bqhdevWXPQxxhhjjDH2ieHCLwkrKyusW7fO2GnIwsnJCUeOHNF5nxACjRo10nbzrFmzJhd7jDHGGGOMfcK48EvCwsIC48ePN3YaklOpVNiwYUOyefny5UOHDh3g4OCALl26oESJEkbKjjHGGGOMMWZoXPh9ho4ePYpHjx6hbNmy2la91q1bw9LS0tipMcYYY4wxxiQgWeEnhLAE4ALAQhPnMBHNF0IUBnAAgD0AbwD9iOijjsd3ArAagCmALUS0VKpcPzempqZwd3dHrVq1uAsnY4wxxhhjnwHJRvUU6ooiHxFFCiHyALgO4CcAvQCEENFSIcRMADZENCPFY00BvADQHoAvgLsAviWiJ2nFzO6onowxxhhjjDH2KdM3qqdkP+BOapGam3k0EwHoDuBfzfx/AfTQ8fBGADyJyIuI4gHs1zyOMcYYY4wxxlgmSVb4AeqWOyGEO4D3AC4SkSuAEkTkDwCav8V1PLQ0AJ8kt30185iB3L1719gpMMYYY4wxxmQiaeFHREoiqgOgDIBGQogaGXyorgvPdPZJFUKMFkK4CSHcPnz4kMVMPy/79u3DgQMHjJ0GY4wxxhhjTCaSFn6JiCgUwFUAnQAECiFKAoDm73sdD/EFUDbJ7TIA3ulZ9yYiakBEDYoVK2bItHOlx48fY+TIkShatKixU2GMMcYYY4zJRLLCTwhRTAhRSPO/FYCvATwDcBLAEM1iQwCc0PHwuwC+EEKUF0KYAxigeRzLhvDwcPTu3RvR0dFc+DHGGGOMMfYZkfJ3/EoC+FczQqcJgINEdFoIcQvAQSHECABvAfQFACFEKah/tqELESUIISYAuAD1zzlsI6LHEuaa6xERhg8fjufPnwMAF36MMcYYY4x9RiQr/IjoAYC6OuYHA2inY/47AF2S3D4L4KxU+X1uVq5ciSNHjmhvFylSxIjZMMYYY4wxxuQkyzV+zLhcXFwwffr0ZPO4xY8xxhhjjLHPBxd+uZy/vz/69+8PpVKZbD4XfozJJy4uztgpMMYYY+wzx4VfLqZQKNC/f38EBASkus/GxsYIGTH2+dm/fz/u3btn7DQYY4wx9pmTcnAXZmQzZ87EtWvXUs23sbGBmRm/9HIhIgih66cpWW7n7OyMIUOG4O3bt8ZOhTEtlUoFT09P3LlzB+/fv8fEiRORJ08eY6fFGGNMYnz0n0sdPnwYK1as0Hkfd/OUDxHhwIEDGDBggLFT+SzkpCL7yZMn6NGjB8zNzVG8eHFjp8M+YwEBAbhz5452unv3LkJDQ2FnZwdnZ2cu+hhj7DPBhV8u9OzZMwwbNkzv/XIXftHR0bh48SK6d+8ua9ycYMuWLbhx4wYXfjL5+++/MX78eKMXf+/evUPnzp0RGhqKOnXqGD0f9vmIiIjAvXv3khV6Pj4+qZYrW7YsnJycYG9vL3+SjDHGjIILv1wmMjISvXv3RmRkpN5l5PwpB6VSiW+//RbffPONbDF1cXJyQps2bWSN+fz5c0yaNAmDBw+WNe7n7PLly4iJicG0adOMlkN4eDi6dOmi7d5ZqVIlo+UCqFtB79+/Dx8fn8/y5Eui+Ph4mJubyxIrISEBwcHBCAoKQlBQED58+JDq/8KFC2Px4sUoWLBgtuN9+PABs2fPxq1bt/DkyRMQUZrLly5dGk5OTqhQoUK2Yyfy8/ODs7MzChcuDBsbm2QTX1ogn7CwMOTNm5dbcWUQHh6OAgUKGDsNxjKF98a5TEhICDZt2gRbW1t8+PABTZo0SbWMXC1+RISJEyfi5MmTmDx5siwx9Vm4cCG2bt2KdevWoVChQpLHi4+Px6BBgxAdHQ0rKyvJ42VEXFwcLCwsjJ2GpMqUKYMZM2bgyy+/RLdu3WSPr1Ao0KdPH3h4eGjnGavwe/r0Kfbv34/9+/fj48ePuH//vlHyMJaAgABcu3YNLi4uuHfvHv766y+d+0NDiY2NxaBBg+Dk5ISPHz+muWyPHj3wzz//GKToA4BixYph6NChuHLlSrpFX6lSpeDk5ISKFSsaJHaikiVL4tChQzh+/Hiq+6ytrbVFYNLCsHDhwnBwcECLFi0MmgsAeHl5oWDBgrL/Zm1ISAgKFy4sa8xEvr6+mDhxIo4dO2aU+J+brVu3omrVqujcubOxU5Gdi4sLWrZsaew0EB4eDmtra+5VkxlElGum+vXrU04XHx8vW6wff/yRABAAqlq1KvXs2ZMA0NSpU2WJv3TpUm18Pz8/WWLqM3LkSAJAdnZ2dPXqVcnjzZw5U7vts2fPljxeevz8/Oinn34ydhqSS3zP5c+fnx4+fChrbJVKRUOGDNG+7onTli1bZMshIiKCfv/9d6pVq5Y2vomJCV26dEm2HGJjYykhIUG2eEnduHGDhg8fTpUqVdJuf548eejcuXOyxA8JCaEWLVqkeg8kfS2WLl1KKpVKkvg+Pj5UokQJvfFLlixJz58/lyQ2kfr9V6NGDb3xk07ly5enQ4cOGfS5ePfuHa1atYoaN25Mffr0kex5Tkvr1q3JxcVF9rju7u5UunRpGjdunOyxP1c3b94kU1NT2r59u9FyiI+Pp7CwMFljOjk5UZkyZWSNSaT+jn358iXt2LGDRo8eTTVq1KBhw4bJngcRkb+/P8XExBgldkYBcCMdtZLRizVDTjm98Dt8+DAdPXpUllixsbFUuHBh7ZfsH3/8QTExMdSqVSv6/fffJY9/48YNqlChAgEgKysro3wBK5VK6tixIy1evJjGjh2rfS6EEDRz5kyKi4uTJO5///1HDRo00MZbtGiRJHHSExoaSmfPniUion///ZdMTEzo3r17RslFLrt379YeYHfr1o2ioqJkix0QEEB79uyhcePGJTvAleNEQ1KHDx8mIYQ2/uLFi2WNHxMTQ7Vq1aLJkyfT/fv3Zf3sx8bGUqtWrZIVWgcPHpQt/uPHj7X7vZRTsWLF6PLly5LGb9Omjd5Cq0SJEvT06VNJ4w8bNoxMTEzSLPisra1p2bJlBj9oun79OhUsWJAAUKVKlSg0NNSg68+Ie/fuUdOmTcnMzIzWr18vW1x3d3cqVqwYAaBjx47JFjepoKAgCg4ONkpsY1EoFGRtbU1CCNq4caNsccPCwujAgQM0aNAgKl26NAUEBMgWOyAggGxtbQkAeXt7k6urq2SxYmJi6Nq1a7Rs2TLq3r279j2edJLzeU+kUCioVatW5O7uTkqlUvb4GcWFnxEolUo6cOAANWjQgG7cuEEFChSgX3/9VZbYCQkJdObMGerVqxflzZuXAgMDiUhdDFy/fl2WHG7evEmDBg2iDh06yBIvpevXr6d5AFK3bl168uSJJLGDg4Np8ODBNG3aNFq5cqUkMdISGxtLbdq0ISEErVmzhr777jsCQA0bNpS8NSYqKoquX79OZ86ckTSOLk5OTtSnTx8aPHiwZIV9elxdXaljx440adIksrKyIl9fX1njP3nyhIoUKUIAqGvXrrJ/MaUsPGvUqEFLly6ld+/eyRLfwcFBW3zI2dpKRBQdHa0tPpJOjRs3Jh8fH8njnzt3Tue+rnjx4pLt65KaOnVqmq2dY8aM0X4XGZpCoaDGjRuTpaUlubu7SxIjLQEBAZQnT55k2zxmzBjZ9kN//vkn1alTxygFL5H6ta9WrRq9fftW1rgqlYqcnZ3pzJkzRulpMGjQIBo6dCgpFArJY7148YJ69OiR6n32999/Sx6bSH1c2bZtW21cGxsbsrGxkew1j42NpSNHjpCDgwOZmprq3K9Uq1ZNkthpmTFjBgGgcuXK0R9//CF7/Iziws8Itm/fnqy7EQDq06eP7HmEh4fLHjOpkJAQo8RN2tVV32RpaUnr1q2TtFUiMjJSsnXrM2LEiGTbaWZmJtuXRFxcHJUuXZqaNm0qaRxdIiIijNbNMCWVSkWHDx82yhnBiIgIatq0qVHOwL9584by5s1LRYoUoe7du9Nff/1Fd+7ckeXAiIjo48ePNHbsWPrrr79kiZfS2rVracCAAdrP2w8//ECxsbGyxFapVDRw4ECaNWtWspbGR48eyRL/5MmT1LhxYzI3N0+2/2nfvj09ePBA8vhKpZL27dsneRxdzp49S/ny5Uv1HdO8eXPZWmSMVfTFxcVRz549ycLCgkqXLi3b+y1R8+bNjVIAEMl/fBUdHU1nzpyhH374gcqVK0eWlpb06tUrWWLPmzdP53FU9+7dJY8dEBBAf/75J1WvXl0b18LCQvYWv+PHj6fatxmjR1tGcOEno/Xr19OoUaPo+++/T/UBqVKlirHT+2y4u7vT9OnTqXTp0ukWgJ07dyZ/f39jp2wwd+7c0dktAgAVKFBA8m1dunQpjRw5UtIYLG1BQUFGievr60uPHz82aheYly9fGi02kfr9b2VlRTt37jRKfD8/PwJARYsWlf1a14CAgGTfd6dPn86xB0aGdOfOHSpevLjOfW6ZMmXIzc3N2ClKLiEhgby8vMjV1VXW1/yff/6hH374QbZ4OYVKpaLHjx/L0sp64cKFZD05EidTU1O6cuWK5PETqVQqcnNzowkTJlDhwoXJ0dFRttgvX75M1aMjT548kl63nR1c+Mno/fv3VLVqVb3dXaKjo42d4mfj1atXZGdnl27hl3iQdPz4cWOnbBAqlYr27Nmjd1u//fZbSeOHhITQpk2bJI3BWE61bt068vDwMFr8kJAQKlKkiFFyOHjwINnY2NDq1atlHczMmMLDw2ns2LHUrl07qlatGtnY2OjsXbJnzx5jp5orffjwwWjXNn4OfH19qWjRonqPJ0xNTWn48OGyd/ONjY0lT09PWWJFR0dT7dq1kx0vjhs3jpydnXPsdX76Cj+hvi93aNCgAbm5uRk7DQDq3zRq0aIFXr9+neq+e/fuoV69ekbI6vPi5eWFNm3aaH9PLaNGjRqFFStWIH/+/BJlJp34+Hhs3rwZmzZtwoMHD9Jc1tHREe3bt5csF4VCwb8lxT5LRGTU4cXj4+Px5MkT1KlTR/bYN2/eRNWqVY32kwY5RWxsLAICAvDu3Tv4+/trp759+xrldcntVCoVTExMjJ1GrpOQkIA2bdrg+vXrOu+3srJC9+7dMXDgQHTs2FG230qV2/Dhw3H06FH06tULAwYMQNu2bXP875MKIe4RUYNU87nwk46XlxeaN28Of3//ZPN37NiBIUOGGCmrz8eJEyfw8uVLxMXFITY2NtmUcl7K23Z2dvjnn3/wxRdfGHszMs3V1RXLli3D8ePHkdbn+4svvsCDBw9gaWkpY3aMMcYY+xTMnDkTy5YtSzbP1NQU7du3x8CBA9GjRw9YW1sbKTt5vHnzBh4eHujYseMn9VvIXPgZyZMnT9CyZUsEBwdr502ePBl//fWXEbNin4Pnz5/jjz/+wM6dO6FQKHQus2DBAsyfP1/mzBhjjDGWk50+fRoODg7a21999RUGDRqEvn37okSJEkbMjGUEF35GdO/ePbRt2xbh4eEAgPbt28PR0dHIWbHPxbt377Bq1Sps2LABERERye4zNzfHo0ePPsmWTcYYY4wZ3ps3b1C3bl2UKFECgwYNwsCBA1GhQgVjp8UygQs/I7t+/To6dOiAmJgY2Nrapur+yZjUQkNDsWHDBqxatQqBgYHa+V9//TUcHR2Nek0SY4wxxnKGw4cPo2LFiqhTpw4fG3yiuPDLARwdHeHg4ID4+Hh8+PABRYsWNXZK7DMUGxuLnTt34o8//oCnpycAYO/evfj222+NnBljjDHGGMsufYUfD4Ekow4dOmD//v0wNTXFw4cPjZ0O+0xZWlpi9OjRePbsGQ4dOoQGDRrg559/RmhoqLFTY4wxxhhjEuHCT2Y9e/bE9u3b8fjxY2Onwj5zpqam6NOnD+7cuYO9e/fCycnJ2CkxxhhjjDGJ5Owfocilvv/+e/j5+Rk7DcYAAEIItG3b1thpMMYYY4wxCXGLn5GULl3a2CkwxhhjjDHGPhNc+DHGGGOMMcZYLseFH2OMMcYYY4zlclz4McaYAahUKiQkJBg7DcYYY4wxnbjwY4wxA/D19cXhw4eNnQZjjDHGmE5c+DHGmAG8ePECy5YtAxEZOxXGGGOMsVS48GOMMQN48eIF3N3d4ejoaOxUGGOMMcZS4cKPMcYM4MWLFwCAZcuWGTkTxhhjjLHUJCv8hBBlhRBOQoinQojHQoifNPMPCCHcNZO3EMJdz+O9hRAPNcu5SZUnY4wZQmLh5+TkhLt37xo5G8YYY4yx5MwkXHcCgClE9J8QwhrAPSHERSLqn7iAEOIvAGFprKMNEQVJmCNjjBlEYuEHqFv9eKAXxhhjjOUkkrX4EZE/Ef2n+T8CwFMApRPvF0IIAP0A7JMqB8YYk0N8fDxev36tvX306NFkhSBjjDHGmLHJco2fEMIeQF0ArklmtwAQSEQv9TyMADgKIe4JIUanse7RQgg3IYTbhw8fDJZzbuHl5QUvLy9jp8GYUURFReHdu3eSx/Hy8oJKpdLeJiL88ccfksdljDHGGMsoyQs/IUR+AEcATCKi8CR3fYu0W/uaEVE9AJ0BjBdCtNS1EBFtIqIGRNSgWLFiBss7t9iyZQvu3Llj7DQYM4opU6YgKEj63uIvX6Y+f7Vz5074+/tLHpuxRO7u7sZOIcdQKpXGToExxnIcSQs/IUQeqIu+PUR0NMl8MwC9ABzQ91gieqf5+x7AMQCNpMw1N1IoFNi2bRsPNME+SydPnsTGjRthaWkpeSxd3Trj4+OxatUqyWMzlmjSpEmIj483dhpG9+7dO2zYsMHYaTDGWI4j5aieAsBWAE+JaEWKu78G8IyIfPU8Np9mQBgIIfIB6ADgkVS55lanTp1CYGAgF37ssxMQEIARI0YAgNEKPwDYsGEDwsLSGr8q4yIjI7F8+XLs3r0b9+7dQ2RkpEHW+7kgInh7e4OIjJ2KJN6/fw9nZ+fP/nck/fz80Lp1axQsWNDYqbBczNPTM9fuS1juJmWLXzMA3wNom+TnG7po7huAFN08hRClhBBnNTdLALguhPAAcAfAGSI6L2GuudKmTZsAAP/99x93ezGSz/WLITo6GpcvX0ZcXJzssYkIw4YN03bxNGbhFx4ebrCWh/z586N9+/aYOnUqGjRoAGtra9jZ2aFDhw746aefsH79ely9ehUBAQGf7fsuKSLCq1evsGXLFgwaNAh2dnZwc3OD+pxk7uPk5AQAOHBAb0eaXM/HxwetWrXCy5cv0agRdxJi0rl37x5GjRqF2NhYY6fCWKaI3HSA0KBBA3Jz45/8A4DXr1+jYsWK2gPAhw8fokaNGkbO6vMzceJEtGrVCr179861B5z6dO7cGdeuXUPbtm3RqVMndO7cGeXLl5c87t9//40JEyZob4eFhaFAgQKSxixdurTeQWRKlCgBb29vgxWgr169QocOHdIctKl27do4d+4cSpYsaZCYn4o3b97AyclJO/n4+GjvW79+PcaOHSt7TgkJCTAzk/KXk9TGjBmDTZs2wdraGu/fv5flhIcuBw4cQP/+/dNf0MDevn2LNm3awMvLC4UKFUJwcDBMTGQZv459hiIjI1GsWDHUrFkTR44cQdmyZY2dEpNRQkIC4uLikC9fPmOnopcQ4h4RNUg5n/eKMpg/fz6ePXsma8ytW7cmO+tvjO6eCQkJGDZsGGbMmIHjx48jMDBQ9hwSEZFRWj3t7OzQt29fNG7cGFeuXJE19tWrV2HMkW4XL16MqKgonDp1CuPHj0eFChVQpUoVTJo0CefPn0dMTIzBYz558gRTp05NNk/qA+DIyEidRd8XX3yBatWqITAwEDt37jRYvIoVK+LGjRuoXbu2zvvr16+Py5cvf3ZFHxHB1dUVM2bMwM6dO5MVfb/++qssRV9ERASuXr2K5cuXo0+fPnBwcEBoaKjkcQHg8uXL2hzOnTsnS8yUDh8+jI0bN8oe982bN2jdurX2ZEjDhg256JPRkydPjBI36UjKcsufPz86d+6Mu3fvon79+toWd7nFxMQgJCTEKLE/V/Hx8RgwYECyn3D6lPCeUWI+Pj64efMmqlevjlGjRsHPz0/ymAqFArdv30br1q0BAF9++aVRCj8TExMEBwdj+fLl6NmzJ2xtbVGxYkV89913WL9+PaKioiSNf+HCBVSsWBFFihTB8OHDJSk00nL48GGcPHkSgLrwbteuHTp27Ij79+/LEn/fvn0oXrw4ateujcmTJ+PMmTOIiIiQJfbTp0/RsmXqgXhfvHiB1atXo3PnzihcuDA6d+6MNWvW4MWLFwbpnujt7a0dUMXCwgJCCOTJkyfb601L4oie/fv3x6xZs7Tz7e3t8fjxYzx+/Bj58+c3aExbW1s4OzvrfI7v3bsHDw8Pg8bLCJVKhQ0bNsj2/k5JCIHevXvD3t4+2fzx48dj7ty5suTw9u1bdO3aFTNmzMDz58+xbds2FC1aVPK4b968QWxsLExNTVGlShXtfkdOnp6eGDNmDMqVKyd77IiICAwePFh721jdPJ2dnY3a9e/9+/eyxvPz80Pfvn0xdepU2b5bkpo3bx7i4uKM9pz36dMHABASEoJnz54hISFB1vgqlQoDBgxAkSJFMHnyZFljJ/XmzRscOnRI9riGun4+M+Li4tCnTx8cOXIEFy5cgLe3t+w5ZBsR5Zqpfv36lNOsXbuWoP5NQgJAlpaWNH36dAoJCZEsplKpJJVKRV5eXnT48GEKCQmhe/fuSRYvLVZWVsm2v3z58vTrr7+St7e35LEfPnxIdnZ2tGXLFlKpVJLHS2nUqFHJtj3pNGDAAHr58qWk8Rs2bKiNZ2NjQyNGjCAnJydJYyZ69uyZ3m1POpmZmVH79u3pn3/+obCwMIPEjouLo9OnT9OVK1do+PDhBllnWs6fP0979uwhlUpFHh4etHbtWjp//jy9efNG8tgxMTHUo0cP7fOZJ08eqlixIikUCsljJ+Xp6Ult2rQhAPT999/LGjul2bNnU7ly5QgA9e3blxISEmSLnZCQQH369KHq1atTYGCgbHEDAwMpKiqKTp48SS9evDDYZymznJyc6MqVK0aJHRkZSX/++SfNmTOHTpw4IXt8T09PsrS0pEGDBhnl++bPP/+kevXqyfLZVygUtHLlSsqfP79233PgwAHJ4yalUqmoRIkS1K1bNypevDht3bpV1vhERGFhYeTg4EDr16+XdT+TKCYmhgoUKEAAqGrVqrLHJyKKjY0lOzs7srS0pNu3b8sa++eff6b27duTr6+vLJ+56Oho6tixY7JjmCFDhkgeN6sAuJGOWsnoxZohp5xY+D169IgsLCxSHfCWKVOGDh8+bJQvCDn9888/ZGVlRd9//z1duXKFlEqlrPF9fX1ljZfU5s2bqUiRImkWPT/88AP5+/tLEn/JkiU0ZMgQOnv2LMXHx0sSQ5/379/TxIkTydTUNNV2W1lZUc+ePWnXrl2SngAhItnfb8agUCho5MiRBICWL19Onp6essYPDg6m+fPn05QpU2jKlCm0Zs0ao+7XlEolHThwgNq1a0exsbGyx3/z5g0FBATIHpepKRQKCg8Plz3uhQsXqFWrVmRqakq//vqrrLGVSiVt3ryZypYtS//884+ksV68eEFt2rQhS0tL7T7dxMSELly4IGnclN68eZPse6VDhw506NAhevXqlax5REREyBovpQ0bNlDHjh3p2rVrRol/+/ZtKlWqFAGg4sWL0+vXr2WLnXhye9GiRZLHioyM1J7cTDr9/PPPksfOKn2FHw/uIrFTp07B19cXtra2KFGihHYydNevnOratWuoVavWZzm09pEjR7RdQVIyNzdHiRIltN1ff/31V1SuXNmg8VUqlVGvczl48KB2kAcbGxs4ODigZ8+e6NChA/LmzWu0vHIjIsIvv/yCQoUKYdq0acZOx+i8vLxQrFgxWFtbGzsV9pkJDQ3FpUuX0KpVKxQrVkzW2LGxsTh+/Dj69esny76fiBAfH4/Y2FioVCrY2NhIHjPR4cOH0bdv32Tz2rRpg1OnTuXoATdyI6VSiXv37uHs2bN4+/YtVq9eLfm+NyYmBgULFsTvv/+OKVOmSBorPDwcXbt2xfXr11PdZ21tjc2bNxtlQKv06BvchQs/xiQQHR2N2bNnI2/evNqiP+nfggUL5upRPokI3bp1Q/ny5dGzZ0+0bNlS8mvtGBAYGIgSJUoYOw3GGJPUtGnT8Oeff2pvf/311zhx4gSfVMwBiEjy45sbN27A3d0d48ePlzROaGgoOnXqBFdXVwCAlZUVatWqhbp166Ju3bqoU6cOatasCSsrK0nzyAou/BhjskkcbY1H1mOMMWZorVq1gouLCwCgQ4cOOH78eI48+GbSiI6OlrzIj4uLw4IFC6BUKlGnTh3UrVsXlStXhqmpqaRxDYULP8YYY4wx9klLSEhAwYIFER0djU6dOuHYsWNG+91KxnIq/h0/xhhjjDH2SXv69Cmio6PRpUsXLvoYyyQu/BhjjDHG2CfB1dUVDg4OOHr0KBd9jGWSmbETYIwxxhhjLCNKliyJw4cPw9zc3NipMPbJ4cKPMcYYY4x9Erp27WrsFBj7ZHFXT8YYY4wxxhjL5bjwY4wxxhhjjLFcjgs/xhhjjDHGGMvluPBjjDHGGGOMsVyOCz/GGGOMMcYYy+W48GOMMcYYY4yxXI4LP8YYY4wxxhjL5bjwY4wxxhhjjLFcjgs/xhhjjDHGGMvluPBjOV5sbKyxU2CMMcYYY+yTxoUfy/F8fX3h4OCAM2fOQKVSGTsdxhhjOnz8+NHYKTDGGEsDF34sx6tUqRKaN2+Obt26oVq1ali/fj2ioqKMnRZjLBNUKhX+/vtvEJGxU2ESICLMnTvX2GkwxhhLAxd+7JMwefJk1KlTB8+fP8cPP/yAsmXLYtasWfDz8zN2aoyxdERERKBXr1548OABhBDGTodJ4MmTJ9iyZQsiIyONnQpjjDE9uPCTAHdHNLw8efJg69atMDU1BaDuUrR06VLY29tj0KBBcHNzM3KG7FPm7++P58+fGzuNXMnLywtNmjTBiRMn0KNHD2OnI7n//vvP2CkYxZkzZxAXFwdHR0djp8IYY0wPLvwk8PbtW5w6dcrYaeQ69erVw5QpU5LNS0hIwN69e9GwYUO0aNECR48ehVKpNFKGnxalUolr164hISHB2KnILiEhATdu3MCcOXNQr149tG/fHra2tsZOK9dxcnJCw4YN8fjxY+TPnx9t27Y1dkqSmzVr1md5rduZM2cAACdOnDByJoxl3aNHj+Dq6or4+Hhjp8KYJLjwk4ClpSWGDx8Of39/Y6eS6yxYsACVKlXSed/169fRu3dvfPHFF1i1ahXCw8Nlzu7T8OTJE8ycORPlypWDh4cHzMzMjJ2SLAIDA7Fz504MGDAAxYoVQ/PmzfHbb7/Bz88Pp0+fRsGCBSWLHRoa+tkV2P/88w/at2+PkJAQAECnTp1gYWFh5Kyk9fr1azg6OuLu3bvGTkVWHz9+xI0bNwCoC8DP7b3Oco9KlSph3rx5KFCgAJo1a4YpU6bg8OHDfFkJyzW48JOAlZUVgoKCMHToUO72aWBWVlbYvHlzmsu8fv0aP//8M2rVqoUnT57IlFnO9uHDB6xduxYNGjRA9erVsWzZMjRq1Ajjx483dmqSUSqVuH37NubNm4eGDRvC1tYWQ4YMwYEDBxAaGgpAfZLm5MmTsLe3lyyPmzdvYsyYMTmywA4NDTX4YCvx8fEYN24cxo8fn6z1/XPo5rl9+3YAgKurq5EzkZejo6P2tQ4ODsbNmzeNnBHLrYhI0uMqS0tLHDt2DE2aNMHNmzexYsUK9O3bF2XKlEHZsmXRr18/rFy5Erdu3UJcXJxkeTAmGSLKNVP9+vUpJ4iPjycABIBWrlxp7HRkp1KpKDo6WtIYo0aN0j7HKaeqVavS5s2bKSoqStIccrrY2Fg6fPgwffPNN2RmZpbsObKzs6OQkBBjp2hwHz58oN27d9PAgQOpSJEiet8jidOhQ4ckyyUhIYEWL15Mpqam9M8//0gWJz1hYWHk5uZG+/bto4ULF9L3339PX331FZUsWZL27Nlj0Fjv37+nVq1apXqeTU1NZX+/OTk5yRovISGBypQpQwCoa9eussY2tu+//z7Z6z158mRjp8RyidjYWLpx4wYtX76cunfvTq1bt6b4+HjJ40ZERFDTpk3T/P4wNzenr776in7++Wc6cOAAvX37VvK8UoqJiSFPT0/Z4+YEKpXK2CnkaADcSEetJFkRBqAsACcATwE8BvCTZv4CAH4A3DVTFz2P7wTgOQBPADMzEjOnFH5ERKamptodg4eHh7HTkU1UVBT169ePHj16JGmcjx8/UsmSJXXujMuUKUPu7u6Sxs+pVCoV3bp1i8aOHUs2NjY6nx9TU1O6ceOGLPm8evVKljiJ9uzZQ7a2tukWfADo999/lywPX19fatOmjXYfIFfR8/z5c/rtt99o2LBh1KxZMypevLjObS9QoABdvnzZoLE9PDzI3t5eZ7y2bdsaNFZ6Vq1aRePHj5c15tmzZ7XbW7Ro0c/moCQhIYGKFi2a7PWuWLHiZ7P9zLA+fPhAJ06coOnTp1OzZs3IwsIi2XvL0dFRtlxCQ0OpYcOGGfo+KV68OB0/flzyfK5evUorV66kwYMHU82aNcnMzIz+/fdfSeMSqT/nt27dkjxORqhUKtqxYwcdPXrU2KnkaMYo/EoCqKf53xrACwDVNIXf1HQeawrgFYAKAMwBeAColl7MnFT45c+fX7tDqFatmuQtYCmpVCp6+fIl+fv7yxbT19eX6tevTwDI19dX8njHjh3TuxPOnz8/nTlzRvIckvLz86NffvmFHjx4IGvcpFQqFR07doxq166t97n57bffZMunb9++tGTJElkPAsPCwuinn35K80t6xIgRkuV06tSpZK2N/fr1kySOLgqFgiZPnpzmtpcqVcrgJ6P+++8/vSdiANCaNWsMGi8tW7ZsIQC0ceNG2WISEfXq1SvZNst90oPIOGfAb968qfM1f/z4sey5yCEyMpJWrlxJmzdvpjNnzpC7uzt9+PDhsyh0Y2JiDLo+lUpFz549o61bt9Lw4cOpSpUqae67evToYdD4GRESEkJ16tRJM69evXrRhw8fDBZTpVKRn58fnT59mhYtWkS9evWiChUq6Iz99ddfS/7eu3nzJtWtW5dmz54taZyM+PjxI/Xv358A0LVr14ydTo4me+GXKhBwAkD7DBZ+TQBcSHJ7FoBZ6cXISYVfsWLFkrWwTJgwQfKYgYGBtG/fPhoxYgSVK1eOSpcuLVt3xzt37iQ78PP19aWHDx9KHrd3797amIk7g8TJxMSEtm7dKnkOSa1du5YAUO3atemvv/6iyMhIWeMn8vT0pBIlSuj8klAqlbLkEBMTQ2PGjCEA1Lt3b4qIiJAlbkBAANWrV0/vl3Tbtm0l6yp09+5datKkSbJ4Z8+elSSWPq9fv9Z7oPLll1/SmzdvJImrUqnI29ubChcunCqut7e3JDFT2rdvHwkhCICsZ6cDAgJSdafeu3evbPETXb9+nWxtbalmzZrUsWNHGjp0KM2aNYvWrl1LPj4+ksScM2eOdn8LQPs8SNmibmyPHz+mSpUqJXu9bWxsjNYi4ufnJ+n6ExISaMaMGXTy5MlU90VHR9OVK1cytb4zZ87QN998k6qlOL1JCEGFChUie3t7qlu3LrVp04Z69epFw4cPp7CwMENtbirv37+n6tWr682rSpUqBjmZdvPmTerSpYvenhq6poEDB5Kzs7MBtjK1gIAAGjJkiDbWqVOntPfFx8fTrVu3aPfu3ZLE1sXZ2Zns7OySnVyS67tFlydPnhgtdkYYtfADYA/gLYACmsLPG8ADANsA2OhYvg+ALUlufw9gXXpxclLhV65cOapRowaZmZnRxYsXydfXV5KzMq9fv6YpU6bobOEpUqSILN0i9u/fT5aWlsli582bl+rUqSP5mSh/f38qVKgQ5c2bl+Li4mjv3r1kbm5OAMjS0pJu374tafyUVCoV9ezZkwDQqFGjjHYW+PLly9oD4MSpePHisrUAx8bGUsmSJZOdDKhevTq9fPlS8tgJCQn01Vdf6fySrFq1quTdLp8+fUpmZmZkYmJCtra2pFAoJI2X0rlz53Rue/PmzSk4OFjS2E+ePNGemU7saly3bl1JYyZSqVR07tw5yps3L1laWsp2ooGIyNHRkXbs2EGNGzcmIQQtWLCAZs6cKVv8RHfv3qUCBQoke90bN25s8G69SY0YMYJOnz6tPQk3ePBgOnPmDE2aNEmymPoEBARQaGioLPv94OBg+vrrr7XPc+nSpWXv2UOkPunaokULyS4pCQsLo27duqVqYXn9+jXNmDGDihQpQqamppnq5aNSqcjNzY0mTJig80RRViapT3L7+/tT5cqVdca2sbEx2L7V29ubZs+enazxIL3J0CdZ4uPjaeXKlan2JadOnaLff/+dOnbsSPny5dMeZ8XGxho0vq585syZoz25lDiZmZnRt99+K2lsXV69ekV9+vQhAJIV3YZgtMIPQH4A9wD00twuAXVXThMASwBs0/GYvjoKv7V61j8agBsANzs7O8mewMzasWMHhYSEUFBQkOSxXrx4QUuWLElV/BUvXjzTZ+IyQ6lU0ty5c9PcIcnRFL9161b6+uuvtbevX79OxYsXl3TgjrSEhITQ8OHDjXKhd1ILFiyg0aNHa8+UynltxJ49e3S+HwoVKiRLC9ijR4/I3NycGjdurI1drFgx2brf3b59m3bt2kXTpk2TJV5SKpWK6tevn6xFonfv3gbvpqVPZGQkzZkzhzw9PalAgQK0YMECWeImCgwMlLTQSYtKpdIWnMYYXMrHx0fb2l29enU6fvy45CefEtevUChIoVDI1qMgafynT5/Sxo0bSQhB1apVk61rsUKh0HYrl7M7c6K3b99qr2l2cHAw+PpfvXpF1apV0+5HHj58SI6OjvTNN9+kOgifN29elmLExcXR0aNHdQ5CltHJ3NxclpOsvr6+ybpclilThszNzSUZxC82NpZ2796d7gAzAGjnzp0Gi+vk5EQ1atTI1PPv4uJisPgpeXp6UqNGjfTGzpcvn8H3tYGBgeTl5ZVq/sePH2nq1KnaxgUAVL9+fdn3eRlllMIPQB4AFwBM1nO/PYBHOuZ/8l09jeXZs2e0aNEiqlmzJlWvXl2ynWFkZGSybpa6ppIlS9KRI0ckiZ+USqWiq1evJpsXHh4uedy0yN3Ko0via29nZ0ezZs2SNba7uzvVrFlT5/tCCCHLdX/e3t7k7u5OAMjCwoJu3rwpabyUVCqVrNfYJhUXF0crVqwgADRx4kRKSEgwSh7Lly+n+/fvGyX252r69Om0c+dOo73mxrBw4cJk+5hly5bJGn/r1q2St6anFBERkexkb9OmTQ06uuOVK1dStcYljlqbcjIzM6OJEydmO2ZgYCCtWrVKb1f1X3/9lZycnOjYsWO0bds2+uuvv2ju3Lmytq57e3truxuOHz+evLy8KC4uTtKY9+/fp1GjRlHevHmTPR8WFha0bds2ev36dbZj+Pj40IABAzJV8AkhqE6dOnT+/Pnsb2QKKpWKtm/fnmy8DF3ToEGD6N27dwaLGxQURDVr1qQLFy5o58XHx9O6det0jhRetWpVWca0yArZCz8AAsBOAKtSzC+Z5P+fAezX8VgzAF4AyuP/g7tUTy8mF37JPX36VJJ+7z4+PlS3bt10dwpdu3Y1egHGiH7//XdZhr9OasWKFam6mqac5LjuLygoiADQgQMHJI2TE/3++++0fPlyow46ERcX91kMepGTfI7Pt0KhSNYy8uuvvxo7JUklJCTQoEGDqHfv3rRt2zaDn2D6559/MtT6VrJkSVqwYIFBD7wTeXh40OTJk5Nd79aqVSuDx8kKT09PKlWqFE2fPl3WuB8/fqRVq1Yl63Ka9Lq7rIiNjaWlS5dqu26mV+jVrVuXfv75Zzpx4oRkl02EhIRQv379MlR8jhgxwmAtbh8/ftQOUHjkyBFSqVR0+vRpqlq1aqq4RYsWpb///lv2Y6vMMEbh11zzBD1Akp9uALALwEPN/JOJhSCAUgDOJnl8F6hHAn0FYE5GYnLhJ73bt29neLh8QD3IibG7PH7u5D4QfPr0KY0ePZq6d+9OjRs3Jnt7+1TXgCZO1atXpxcvXkiWi0qlohUrVki2/pwsN/5OI2P6eHl5kbW1NQEwyvWVcoqJiZGklSk+Pp7GjRuX7vd6y5Yt6cCBA7Ic9MbHx9OpU6eoT58+ZG5uLsugcRnx7Nkz2rRpk1FiK5VKunjxIvXo0SNbo0afP39e73WLuiY5es5cvXqVypYtm6mWx6FDh2a7h0N4eHiygdmmTZuW7BrexMnc3JymTZtGHz9+NMwGS0hf4SfU9+UODRo0IDc3N2OnkWvt3bsXw4cPR1xcnM77zczMUKpUKZQtWxZlypTR/q1fvz6aN28uc7YsJyEihIeHIzAwEAEBAcn+xsXFYcaMGShatKix02SMfcJ27dqFwYMHY9KkSVi5cqWx0/mkBAcHo2/fvnByckpzua+//hpnzpyBubm5TJn9X0hICIKCglC5cmXZY+tCRBBCGDWHwMBAlChRIlOP+fDhAyZNmoS9e/dmOl6xYsVw+/ZtVKhQIdOPTc+TJ0+wceNGWFhYwMrKCnnz5s3w36JFi8LMzCxLcaOjo9G1a1dcvXo1zeX69u2LpUuXSrLtUhBC3COiBqnmc+HH0qNSqbBw4ULs2LEDZcqUSVbUJf1bvHhxmJqaGjtdxhhjnyEiwrfffotChQphw4YNxk7nk/H48WN888038PLyytDyrVu3xtGjR2FjYyNxZkxKSqUSUVFRiIyMzNRUtmxZLFiwwOhFryHExcXhm2++gaOjo95lGjZsiJUrV6JZs2YyZpZ9XPixLFMqlQDARR1jjLEc7ePHj1ixYgUWLVpk7FQ+CadPn8bAgQMRERGR7rKFChVCmTJlULp0aXz99deYMmVKrjj4Z58nhUKBPn364OTJk3qXWbt2LX744QeYmJjImJlhcOHHGGOMsVwvKioK+fLlM3YaORoRYfny5Zg1axYAwNbWVlvUpfybOPFzynKLhIQEDBw4EIcOHUpzuZIlS2LLli3o0qWLTJkZjr7CL2sdYhljjDHGciAuUNL38eNHtGrVCm/fvoWtrW2Wr49i7FOjUqkwfPjwdIs+APD390e/fv2wYcMGfPfddzJkJz3+pDPGGGOMfUYKFy6Mr776ythpMCYrIsK4ceOwa9cuvcuUL18eTZs2RZMmTdC0aVPUrFkzV50YyT1bwhhjjDHGGGMpEBEmTZqETZs2aedZWFigQYMG2kKvSZMmsLW1NWKW0uPCjzHGGGOMMZYrERFmz56No0ePom/fvtpCr27dukb5aRJj4sFdGGOMMcYYY7lSTEwMgoKCULZsWWOnIht9g7t8euOTMsYYY4wxxlgGWFlZfVZFX1q48GOMMcYYY4yxXI4LP8YYY4wxxhjL5bjwY4wxxhhjjLFcjgs/xhhjjDHGGMvluPBjLAl/f3+oVCpjp8GY0fj5+SE2NtbYaTDGGGPMwLjwYyyJsLAwVK9eHePGjcOFCxcQHx9v7JQYk1XevHnRuHFjTJ06FS9fvjR2OowxxhgzEC78MsjHxwfLli3D+/fvjZ0Kk1DVqlXxxx9/YOPGjejUqROKFSuGgQMH4tChQ4iIiDB2eoxJzsbGBsuWLcNff/2FypUro3379jh69CgUCoWxU2OMMcZYNnDhl0Fly5ZFcHAwypYti++//x6urq4gImOnxSTQrVs3LFmyBAAQHh6Offv2oV+/fihWrBi6deuGLVu28AkAlqt16tQJY8aMAQBcunQJvXv3Rrly5TB//nz4+voaOTvGGGOMZYXITcVLgwYNyM3NTbL1x8bGom7dunj27FliPIwfPx79+/eHlZWVZHGZ/IgI3377LQ4cOKDzfiEEmjVrhp49e6JHjx6oUKGCzBlmnUqlgkqlglKpTPV/yr8qlQoFCxaEtbW1sdNmMouMjETt2rXh5eWVbL6JiQkcHBwwbtw4tG/fHiYmfP6QMcYYy0mEEPeIqEGq+Vz4Zc6dO3fQpEmTZAOAFC5cGCNHjsS4ceNgb28vaXwmn+joaDRv3hz3799Pd9latWph+PDh+PHHHyGEkCG7jFGpVNi8eTNmzpyJ8PDwTA9cU716dbi4uKBw4cIGy+nJkyfYsWMHzM3NYW5uDgsLC1hYWOj8X9e8AgUKyPI5i42Nxfbt21GjRg00bNgQlpaWksfMaa5fv46WLVvq7d1QoUIFjBkzBsOGDUOxYsVkzk5egYGB8PPzQ7169YydCmOMMZYmfYUfiCjXTPXr1yc5zJw5kwCkmoQQ5ODgQBcuXCClUilLLp+LN2/eUP/+/Wn+/Pl06dIlioyMlC1usWLFdL7eiZOZmRlNmjSJgoODZckpK7y8vKh9+/ZpbkfKyd7ennx9fSXJx9HRkUqVKpWpfACQhYUFnT9/XpKcdLl58ybly5ePzM3NqWnTpjRjxgw6deoUhYSEyJaDsU2bNi3d18Xc3JwGDhxId+/eNXa6klGpVNSlSxdq164dnT9/nlQqlSxx3d3dyc/PT5ZYjDHGcgcAbqSjVjJ6sWbISa7CLzY2lqpVq5bmgdAXX3xBq1atoo8fP8qS0+fg3r17VKBAAW2x1bhxY5o6dSqdOHFC0qLLxcWFzMzM9L7WW7dulSy2IalUKtqxYwfZ2NhkqMiaNWsWvXv3TrJ8goODqV+/fhku+szNzens2bOS5aPPpUuXyNzcPFU+NWrUoHHjxtGePXvozZs3kuYQFxcn6frTEhMTQ9WrV0/ztSlZsiQtXbo01+/vXr9+TVZWVgSAatWqRbt27aL4+HhJY/r7+1P58uWpWrVq9NNPP9Hp06cpIiJC0piMMeNyd3en3r1704oVK8jd3Z0bE1imceFnYHfu3CFTU9N0D1bz589PJ0+elC2v3M7FxYUsLS11PteJB+J79+4lHx8fg8bdsGGD3tdYCEGTJ0+m6Ohog8bMioSEhHSX8ff3p759+2a44KpXrx798ssvdPPmzQytPzNUKhXt2bOHChYsmG4eX331FV25coUUCoVBc8iI48ePp/t5t7Ozo4EDB9L69evp4cOHBv2iPnfuHNWoUYMcHBxoxowZtHPnTnJzc6OoqCiDxUjLf//9p/fkR7ly5SgoKEiWPHKC5cuXJ9v+smXL0l9//UXh4eGSxXz27BkVKVJEGzNPnjzUsmVLWrRoEd2+fdvgn0vGjEmlUpG7uzv5+PhIfmIlJzty5AiZmJgQACpatCj17duX1q9fTy9evJCtxwH7dHHhJ4HZs2frPQjMmzcv/fDDD/T8+XNZc0oqJCQkV+40z5w5k2YLXOJkb29P33//Pe3Zs8cgO8lx48alGa9q1ark6upqgC3MOKVSSW5ubrRw4UJq0qQJOTk5Zfixx44do5IlS2a4AARAhQsXpoEDB9KePXsMerD/5s0batOmTYZyKFasGI0ePZocHR1lfX/v3r2bhBAZyjF//vy0f/9+g8a/du1aqgJZCEHly5enbt260YwZM+jff/8lNzc3SbpCL1y4UO/2VqtWjV6+fGnwmJnh6elJa9eupWfPnkkaJz4+nmrVqpXqOShYsCDNmDFDslbymzdv6j3pVahQIerVqxetX7+ePD09DRJPpVJRREQEvXnzhv777z+6ePEiHThwgP755x9atGgR/fzzzzR48GDq2rUrNWnShCpXrkxNmjShsLAwg8TPCrlOCqlUKrp58yaNHTtW8tb+9PJ49OgRLVmyhJydnY2SQ0REBN27d8/g8W/fvk0lS5YkIQQVL16c6tSpQ126dKGRI0fSvHnzaMOGDXTy5Elyc3Ojd+/eGeXkR3x8vOTHeOvXr9f5mS9btiwNGTKE/v33X8kuychJoqOjaffu3Ub9vH1quPCTQGxsLNWoUUPnh7JgwYJ04cIFWfMhUn84Dh48SD169KCmTZsa/ayQVPH379+foYPwVq1aGeyANC4ujlq2bKld96ZNm8jOzi5ZPFNTU5ozZ46kXfNCQkJo//79NGTIECpRooQ2duvWrTP9fH/8+JFGjRqV6nlr06ZNshYGXZOJiQk1adKEFi1aRPfu3cv2a61UKumvv/7S2a0yrUJ0+PDhdPbsWVm6Q6bV8ps4dejQQbIvJ3d392Svub6pUKFCdP36dYPGVigU1LBhQ22MlCdfChUqJOv1l9HR0XT27Fn68ccf6YsvviAAVLt2bVm6RN26dUvv/sfc3JyGDx9OXl5eBo977NgxbQuAvilPnjxZ7n4eHx9PS5cupVKlSmXqcwiArK2t6cmTJwbeYt0iIiLI1dWVtm/fTlOnTqXOnTtTuXLl6Ny5c5LG9fLyooULF1KlSpW0+1y5JSQk0LVr12jKlCnaPEqVKkUxMTGSxvT09KQzZ87QypUraezYsdSmTZtk12k7OjoaPK6fnx81atQoQ++/8uXL0+vXrw2egz63b9+mmjVrGvwEny7z5s1Ld/ubN29OgYGBkuWgUqmM0t30wYMHNHHiRLKxsaGKFStyl9dM4MJPIm5ubnq7gJmYmNCqVaskL74UCgVduHCBhgwZQtbW1tr4u3fvljRuSvHx8eTm5kbr1q2j7777jtq0aSPpICybNm1Kc0c4ZswYg+8k3r9/T3Z2dmRqakrx8fEUFhZGI0aMSBW7Vq1a5O7ubpCYKpWK/vvvP1qyZAk1a9ZM74HftWvXshzjypUrVLFiRe269u7dSwkJCXT79m2aO3cu1a9fP90vnpIlS9Lw4cPp8OHDFBoamuVcHjx4kKpFpUOHDtS8efM0i/2CBQvS4MGD6dSpUxQbG5vl+OlZtmxZms/Dzz//LOm1bi9fviR7e3u98WvVqiVZ69vTp0+1rU6rV6+mMWPGpNrnLV++XLJ93osXL2j16tXUqVMnna1fcnar/+GHH/QW/seOHZOs9WndunV6X/tGjRrR06dPsx3jzp071KJFi0wVfmvWrDH46x4ZGUl3796lHTt20LRp06hLly5Urlw5nfGHDRtm0NiJQkNDacuWLclO+iVOR44ckSRmStHR0XTixAkaPny4zsHGVq1aZbBYoaGhtG3bNpoxYwb16NGDqlWrlu5JgAkTJhgsfkoxMTE0ePDgNOPXq1dP0uvRkwoPD6eJEydqv4vk6NWlUqlo9OjRerd/+PDhkna3j4iIoIEDB8p2aUFERARt3rw5VdG/dOlSWeLnFlz4SWju3LnJdkB58uRJ9mbdvn27wWOqVCq6ffs2/fjjj3pbAMaMGUOPHj0yeOxEvr6+dPjwYZo6dSo1b9481YHYtGnTJO+K98cff+jdGQohJGl1vX//PlWvXj3ZvNOnT5OtrW2y+Obm5uTt7Z2lGKGhoXTo0CEaNmxYhrtjFitWjGxtbal06dJkZ2eX6S5fUVFRNG3aNDIxMaEZM2akut/f35+2b99Offv21Q6yo28yMzPLVpe72NhYmj59uvbLdfLkyUSkPgO8bt06at26dZotH+XKlZP0hMucOXPS3P4aNWpIGt/X11fvAFM2NjaS9jZYuXIlAaD79+8TkboVNOU+7++//zZIrKioKDpz5gxNmDAh2YkJfVOzZs3ozJkzBomdntDQ0FSfeQA0ZcoUyWPPmDFD5/bnz58/WyeAklKpVHTkyBFtq1JGpu7duxskNpG6N8K0adPS3dckTl26dCEPDw+DxFYoFHT27FkaMGCA3u61AKhHjx709ddfU8OGDembb74xSOxEHz58oB07dlCPHj20Awrpm+rUqUPLli0zWGw3Nzfq379/uq3LSfd3x44dM1j8lFQqFa1YsUJvPqVLl87UZQ5ZdfLkSSpTpow2rqmpKS1dulSS1s6UFAoFde/eXef2t2/fXrKuro8fP6Yvv/ySChUqlGx+ZGQk7dixgxYvXmyQOCqVilxdXWnkyJGUP39+nds5Z84cmjNnDo0ePZp69OhBzZo1oxEjRhgkvi5pHT+/fv2apk2blqMH2gIXftKJi4vTtlAcPnyYrl27pj0r16RJE4O2Pjx9+pTmzp2boYMgAJLtjFUqFTk5OdF3332X5hejHB8KfQfhVapUkaz7n66z6sHBwTRw4EBt/HHjxmV6vZGRkTRz5sxUB9JZmV68eJGlbbt7967Owi+p+Ph4unr1Kk2fPl1nd+cSJUoYpLX16tWrZGdnR926dUt1X0BAAG3YsIHatWuXqtV9yJAh2Y6dFpVKRRMnTkwWM2kOcoz0GhQUpLMblIWFhaTD/yuVSurWrVuyFq1r165pT0DVrVs322eGY2JiaNGiReke8OqaduzYkd1NzLADBw4ke/1NTU1lGXlWqVTSoEGDUm17uXLlDN7LIi4ujlauXJmh0YDT229kRXh4OK1evZoqVKiQbvzbt29nK5a7uztNnjw5Q92pU052dnbZ3tbg4GBasWIFtWzZMsNFV+I0ZsyYbMdPydPTk3744Yc0v+MTp4MHDxo8fkqOjo4634empqYGH9AtqXfv3lGfPn30bvu3334rWeykoqOjqVmzZqniS3Wyaffu3ZQ3b14CQNWrVyeVSkUuLi40bNgwbXFmYWGRrZ83CgkJobVr1+q8bjojU926dQ24xWoqlYqWLl1KXbt2TXWfq6sr9evXT/v5XL16tcHjGwq48JNW4qh3/v7+RETk7e1N3bp10942BEdHR+rcubPesyG6pl27dhksvj6hoaG0fv16atCgQaqdoRzXGKpUKho/frw2bvPmzalJkyaSX++hz6FDh6hx48bZKnrfvXtHGzdupM6dO2f6WpvE6dWrV1mOn9nX7c2bN7Rhwwb65ptvKG/evDR06NAsx04pNDSUlixZkuYy79+/p82bN1PHjh3JzMyMTp06ZbD4+iiVShoyZIj2+d63bx9NmzaNmjRpItt1CBEREfT1119rcxg2bBj98ssvksfVVVz4+PhQ586ds9zKrYu/vz9t3LiROnXqlOGTIXJ2cVepVNS5c2cCQC4uLrIc/CaKi4ujdu3aEaC+xmvmzJl0+vRpyeIFBwfTzz//rPN1sLCwIEC6E41E6uvMjh49qrMLqoWFBRUtWpQCAgIyvV6FQkF///13lg88E6eCBQsaZDtfvHhBq1atog4dOmRq3z9y5EiDxNfl/fv3NG/ePCpcuHCquGZmZmRiYqLtASC1ly9f0pdffqmN37lzZ0mKXiL1Pn7jxo3pjjpdpEgR2QaXCQ4O1vb2SBzsxtAjCsfExNDYsWOTbWPx4sX1tv5ntoeHSqUiZ2fndBsOMjKVKVPGoNuuUCi03Wr79OlDROr3wfHjx3Xue8qXL2+UkcYzggs/Gfz777+yxFEoFOTq6krLly+nLl26JLuuL+n077//yv77Xx4eHvTTTz9R4cKFZT0TolQq6bvvviMANGnSpFw1qE1YWBjt37+fBgwYoPe1FkLQgQMH6Pz583TmzBk6efKkbP3xU4qJiZH0IvP0BAcHy/a+VygU1Lt3bwKgHUxF7tHlYmNjtTnk5h9QDwsLo3379lG/fv10nvwyMTGhy5cvZ+vsc1Z4eXlRrVq1ZI2ZKDQ0lGrVqkWNGzeWLebLly+pV69eyZ77GTNmkJeXl2zdnu7evUsDBw7UDjCUN2/ebMWOjY2lmzdv0vLly8nBwUFngaNrGjhwIC1fvpw2bdpEhw4dMuAWqkVERNCJEydozJgxVLZsWb15LF26VJZRdSMiImj16tXJBjUrUqQIRUVFybrfCwsLo2+++YYA0LZt2ySJ8eTJE2revHm674ECBQrQiRMnZD34f/v2LZUpU4Zmzpxp8HV7eXlRvXr1MvT+t7CwoAEDBtDNmzczvH6VSkW7d++mDh06UKFChTJV5H355ZfUq1cvGjNmDM2dO5fWrFlj0M9deHg4derUSRsv8eczKleurDMfW1tbWrJkSY74KS9duPDLxRQKBd29e5f++OMP6tatm/aaiOrVqxvtTERsbKzsB6GJfeAXLFgga1w5xcbG0vnz52ns2LGprv2bP3++sdP7LMXGxlKHDh3o4cOHRsshISGBRowYIfvPiRhLTEwMnT59mkaMGJFssItZs2YZJR9j/pSFr6+vpINr6OPi4qId5VXOwjMpHx8fmjFjBhUqVIj27NljsPUqlUp6/Pgxbdy4kb7//nsqX768zgM/BwcHg8VMj0qloocPH9KyZcuoVatWybqWt2rVStaTnfHx8bR7925tK6kc17ilpFQq6ZdffqG//vrLoOuNjY2lBQsWZKq1dcyYMbKfbH78+LHBu7WfOHEiQ8VYo0aNaP369dkexEylUtGLFy9o9+7d9OOPP9JXX32l7T2ga+rQoYNkz7Ovry/Vrl07Q693jRo1aPv27ZIOImcI+go/ob4vd2jQoAG5ubkZOw2jUyqVcHd3h7OzM9q0aYO6desaOyXZxMbGwsPDA40bNzZ2KpJTqVS4e/cujh8/jmPHjiEwMBBv3rxBgQIFjJ3aZyc6OhoqlQr58+c3Wg5EhJiYGOTNm9doORiDUqnEzZs3cezYMVy5cgVOTk6wsbExdlqyUigUyJMnj+xxVSoV9u3bh3nz5sHd3R3W1tay5wAAkZGRePr0KRo2bChZDF9fX9y4cQPXr1/H9evX4eHhASLC+fPn0bFjR8ni6hMaGoqLFy/i7NmzOHfuHPbs2YN27drJmgMRwdHREYGBgRg8eLCssRN9/PjRYJ/3mJgY/Pbbb3jw4AEUCgUSEhIy/HfWrFn48ccfDZJHRhERhBDZXk9CQgLmzJmD5cuXp7mciYkJzpw5g06dOmU7pj7x8fF4+PAh7ty5o52ePn2KxFrl4MGD6Nu3r0FjPnjwAF26dIGfn1+ay7Vv3x5TpkxBhw4dDPK8S00IcY+IGqSaL1XhJ4QoC2AnAFsAKgCbiGi1EOIPAA4A4gG8AjCMiEJ1PN4bQAQAJYAEXcmnxIUf+5w9e/YMlpaWsLe3N3YqjBkFEUGhUMDc3NzYqXxWYmJikJCQYLTCzxjCwsJw+/ZtBAUFYdCgQUbNRaVSITg4GMWKFTNqHuzT8+7dOwwYMADXrl3L0PJlypTBxYsXUbVqVYkz+7/w8HDcu3cPd+7cgZ+fH1asWAEzMzODrPvChQvo27cvIiIi9C7z/fffY8qUKahdu7ZBYsrFGIVfSQAlieg/IYQ1gHsAegAoA+AKESUIIZYBABHN0PF4bwANiCgoozG58GOMMcYYYyxtV65cwbfffov3799n+DH58+dH5cqVceLECZQpU0bC7KS3detWjBkzBkqlMs3lBg8ejI0bN8LS0lKmzAxDX+FnmJJZByLyB+Cv+T9CCPEUQGkickyy2G0AfaTKgTHGGGOMMaZGRNi0aRNWrlwJe3t71KtXD4ULF0bhwoVhY2Oj/T/lbRsbm1zRm4KIMHfuXCxZsiRDy+/cuRPPnj3D0aNHUbp0aYmzk55khV9SQgh7AHUBuKa4aziAA3oeRgAcNT/gvJGINkmXIWOMMcYYY7mbEAJjxozBmDFjjJ2K7OLi4jB8+HDs3btX7zJ58+ZFhQoVULFiRVSoUEE75ZYxUSQv/IQQ+QEcATCJiMKTzJ8DIAHAHj0PbUZE74QQxQFcFEI8IyIXHesfDWA0ANjZ2Rk8f8YYY4wxxtinKyQkBD169MD169dRpkyZZEVd0ql48eKfxOAtWSXpqJ5CiDwATgO4QEQrkswfAmAsgHZEFJ2B9SwAEElEf6a1HF/jxxhjjDHGGEvq+fPnAIBy5cp9ctfrZYXs1/gJdbm8FcDTFEVfJwAzALTSV/QJIfIBMNFcG5gPQAcAC6XKlTHGGGOMMZY7ValSxdgp5AgmEq67GYDvAbQVQrhrpi4A1gGwhrr7prsQYgMACCFKCSHOah5bAsB1IYQHgDsAzhDReQlzZYwxxhhjjLFcS8pRPa8D0NVJ9qyOeSCidwC6aP73AvBp/WAGY4wxxhhjjOVQGWrxE2rfCSHmaW7bCSEaSZsaY4wxxhhjjDFDyGhXz38ANAHwreZ2BIC/JcmIMcYYk1lISAgePnxo7DQYY4wxyWS08GtMROMBxAIAEX0E8On/iiNjjOVyKpUKa9aswe7du/HmzRtjp5NjFS5cGNOnT8egQYPg6elp7HQYY4wxg8to4acQQphC/aPqEEIUA6CSLCvGGGMGYWJigj59+mDevHmwt7eHnZ0dvvvuO2zcuBFPnz7NNT9KawjLli3Dvn378OWXX2Ls2LHw8/MzdkqMMcaYwWTod/yEEIMA9AdQD8C/APoA+IWIDkmbXubw7/gxxphuXl5eaN68Ofz9/ZPNL1q0KFq0aKGd6tSpAzMzycb9yvGGDx+O7du3AwAsLS0xfvx4zJw5E0WLFjVyZowxxljG6Psdvwz/gLsQoiqAdlCP1HmZiJ4aNsXs+1QKvxMnTmDt2rWoWrUqqlevrp2KFCli7NQYY7nY48eP0bJlS4SEhOhdJn/+/GjatClatmyJFi1aoFGjRp/Fj90m8vPzwxdffIGYmBjtPGtra0yZMgU///wzChQoYMTsGGOMsfRlqfATQhROa6VEpP/owQg+lcIPAA4ePIjvvvsOCoVCO69EiRLaIrBatWra/wsXTvNlYIyxDLtz5w7atWuHyMjIdJe1srLCihUrMHbsWBkyA+69+Yi/nTxRqpAl5nWrDnMzKX9qVr+5c+di8eLFqeYXKVIEs2fPxrhx42BlZWWEzBhjjLH0ZbXwew31dX0CgB2Aj5r/CwF4S0TlJck2iz6lwg8ALly4gF69eiE6OjrN5WxtbZO1DHbv3h0lSpSQKUvGcpbXr1+jUKFCsLGxMXYqnywnJyd07twZcXFxepdp3bo1tmzZgooVK8qSk5t3CAZsuo0Elfo7aVrHKhjfppIssVOKiIhApUqV8P79e533ly5dGvPmzcOwYcOQJ08embNjjDHG0qav8EvzdCoRlSeiCgAuAHAgoqJEVARANwBHpUn189GxY0dcvHgRhQoVSnO5gIAAXL58GWvXrkVgYCBfa8I+a0WKFEHTpk1x/vx5Y6fyyWrTpg0OHjwIU1NTvcsUL14c5ubSDt586UkgHNZeR6dVLhiy7Q4SVIQCpG6J/OPCc3j4hEoaXx9ra2v8+uuveu/38/PDmDFjUK1aNezbtw8qFY91xhhjLOfLaD+ahkR0NvEGEZ0D0EqalD4vTZs2hbOzc7oteIULF8bFixcxd+7cNA/WGMvtChQogDZt2qBz584YNWoUwsPDjZ3SJ+mbb77Bv//+CyGEzvsPHjyIKlWqYOHChcmudzOkPa5v8NAvDM8CIhAVr0SLijYwufgHop5dBwB0//sGfvp5Mo4fP47g4GBJctBn5MiRqFq1qt77hRAoW7YsIiMjERUVJWNmjDHGWNZkdFTPCwCuAdgNddfP7wC0JKKO0qaXOVnp6qlSqfD3339j48aNyJcvH/Lnz4/8+fPr/V/XfRUqVEDBggWzlbunpyfat28Pb29vnfcLIdCnTx/88ssvqFWrVrZiMeMgIsTHxyM2NhZxcXGZ/psvXz6MHDlS74H65+TRo0eoWbMmAMDOzg7bt29H27ZtjZzVp+mff/7B+PHjtbctLCxSdQEtV64c/vzzT/Tu3dug778bnkEYtMUVALB7RGM0q1QE79+/R7OO3ZHQaa52uY8uOxF+6yBq1qyJ1q1bo1WrVmjZsiWKFStmsFx0OXXqFL755hud923btg3Dhg2TNH5uREQ4ePAgfH19YW1tDWtraxQoUEDn/5aWlry/Y4yxLMjWqJ6aQV7mA2ipmeUC4NfcNLjL2bNnMXToUHz48CFTj/v6669x4sQJ5M2bN0txk/Lz80PHjh3x+PHjNJfr2bMn5s6di7p162Y7JpPPhw8fMH36dOzYsSPTj7WwsMClS5fQvHlzwyf2iWrVqhVcXFy0t8ePH49ly5YhX758RswqfUSEu3fvIjo6GvHx8VAoFIiPj0/1f1q3J02aBHt7e4Pl9Ntvv2HOnDkAgE2bNiEqKgoLFixAWFhYsuVat26N1atXG+zkExGhz4ZbuPfmI4rmt8CtWW2Rx9QE3t7eaPnLXpiUqa1d9s2ybqkeX716dbRq1Uo7GfraZyJCmzZt4OzsnOo+c3NzHDlyBN26pc6LpS0qKgoTJkxId19oamqaqigsXLgw1q5di/Llc9QQAzmWUqmEl5cXoqOjER0djaioKO3/KW/r+l8Iga1bt/K4Aox9YrL9cw6fguwO7uLv74/Bgwfj0qVLGVq+S5cuOHLkiEGHOg8ODkaXLl1w584d7Txra2tERESkWtbBwQHz5s1DgwapXleDISJ4e3sjNjYWX375pWRxUnr69CmuXr0KKysrWFlZwdLSMtX/KedZWlrCxMQ4owBmhrOzM8aNG4enTzP2iyhCCBw6dAi9e/eWOLNPy4EDBzBgwIBk8ypWrIgdO3bk+ALZw8MDo0ePTvY5z6h58+alef1ZVhARZsyYgT/++APHjh1Djx498OHDB8yZMwdbtmxJ9iPvJiYmGDNmDBYtWmSQn6B5Hx6L9itdEBajQNOKRVDQKg88fEJR2cYUV73/34Uy/v1rBO6dCVVc6m6VFStWxObNm9GmTZts55OSm5sbGjZsCAAoU6YMPnz4oG0RzZMnDw4cOICePXsaPO7nYPfu3Rg3blyGRpgF1MX2gQMH0KNHD2kTy4GIKMutn2fOnMGPP/4ILy+vTD3OxMQEx48fh4ODQ5bifkqICOHh4fDz80s1BQQE4I8//pBtoCvGDEFf4QciSncC4ATgSsopI4+Vc6pfvz5ll1KppGXLlpGZmRlB3a1V5ySEoEWLFtHbt2+zHTOliIgIateunTbWlStXaMuWLVS+fHmduXTp0oVu3bplkNjh4eF05coV+u233+ibb76h4sWLk5mZGT158sQg688olUpFmzdvprx586b5OqScLCwsqGDBgvTPP//IkmNWxcXF0ZIlS8jS0jLdbcqXLx8NGzaM9u7dS4GBgQbcgk9bXFwc2dra6vxsTp48maKjo2XLJSoqiq5du0a3b9/O8GMSEhJo3bp1ZG1tneH398iRI7P1vkuLSqWiUaNGkZOTU7L59+7do2bNmqXKxcbGhtauXUsKhSLbsfe5vqFyM06nO1mWr5cqj2nTplFUVFS2c0jLwIEDCQAtXbqULly4kOxza2ZmRgcPHpQ0flqUSqXRYqtUKnr69CmFhIRkeR0vXrygevVSv666JmM+z3JKSEigR48e0bZt22jcuHHUoEEDOnDgQLbWGR0dTQsWLCALC4sM729WrFhhoC0yLpVKRT4+PnTr1i06fPgwrV69mqZPn06DBg2iNm3aUOXKlSlfvnx6n4dff/1V8hz9/f3pwIED9MMPP9CUKVMkjyc3Hx8f2rFjBw0aNIgOHTpk7HQ+CwDcSFdNp2tmqoWA+kmmZgBWAFiekcfKORmi8Evk6upKFSpUyNDOsUWLFrR+/Xr68OGDweLHxsZSr169CAC5uLgQEVF8fDxt376dKlWqpDOPDh060PXr1zMcQ6lU0uPHj2nr1q00atQoqlWrFpmYmKRa7/Tp0w22XZn1/PlzatCgQaaKvwULFkiWz4sXL2jRokU0YMAAgxyAv3r1ijp16pSp7atduzZNnTqVLly4IGtxkxEqlYrOnDlD79+/lyXe3Llz9T5PVatWzVQhllEJCQnk4eFBmzdvplGjRlHt2rXJ1NSULC0tycvLK9Pr8/X11X7W05uqVq1KkyZNorNnz0pS7CQkJFBYWFiq+SqVivbu3UulS5dOlVONGjXo8uXL2YobE59As48+oJ/2/UdjdrpRz7+v6yz8dD0nXbp0oRcvXmQrfnpev35NFhYW2jiXL19OdlLKxMSE9uzZI2kOScXExNDevXupXbt2WXrPZUdYWBgdPXqURo8eTXZ2dlS9enVKSEjI1jpjY2Ppxx9/TPf9b2VlRf3796dTp05RfHy8gbbIuFQqFXl5edGBAwdo6tSp1LJlS8qfP3+y7W7VqpXBTvh4enpSly5dMrS/sbS0pHbt2tGSJUvo1q1bBjnJk1mxsbF06NAh2rx5c7bWc/v2bfr6668z9V2beFwlxcmVt2/f0q5du2jkyJFUuXLlZPuShw8fGjweUfZOVmdWaGgoHT9+nCZMmEBVq1bVbl/FihUpLi5Otjw+Z9kq/HQ+EHDO6mOlmgxZ+BGpv+C+/fbbDO8gzMzMqEuXLrR7926KiIjIdnyFQkHDhg0jZ2fnVPN37dpFVapU0ZlH27Zt6erVq6nWFxQURGfOnKG5c+dS+/btqUCBAuluU548eejgwYN0584d8vLyorCwMFl3HkTqgnfOnDkkhEg337Zt2xrkuU/K29ubli9fnuys9Pbt2w22fpVKRQcPHqSSJUtm+kvJwsKC2rZtS7///ju5ubkZ7ey/QqGg3bt3U82aNcnOzk6294iPjw+ZmprqfX7Mzc2zdaZcpVKRt7c3HTx4UHtQpu/M8OLFi7O1LSdOnKAyZcpk6rX/+uuvafny5eTh4SHLcx4ZGUm//PKLzlaDXr16GbQIiYlPoCtPA+l5QDit3n4gzc+/ubk5zZw50+Cf/aR27tyZ7LaLi0uyA3QTExPasWOHZPGJiB48eEA//vgj2djYEABq3769pPGI1CcI7927R0uWLKEWLVqk6g1z7Ngxg8U6ceIEFS5cOEPv/yJFitAPP/xAN27cMPh7X6VSSXZSLSAggE6dOkXz5s2jzp07U9GiRdM9rnj8+LFBc1CpVHTixAkqV65cpr5vrK2tqUuXLvTnn3/Sf//9J+n3jYeHB/30009UpEgRApDqOCirnJycqGnTphne5oIFC1Lr1q3p559/pn///Zc8PDwyfdJBpVKRp6cnbd26lYYMGUL29vZ6440dO9Yg25nUy5cvae7cuTRr1iyDrztRXFwcOTs709y5c+mrr77S+728f/9+yXJgyUFP4ZeZwV0SmUDd8reGiKqk+2AZSfED7kSEnTt3Yvz48dohu4sUKYLBgwdj//798Pf31/k4KysrdO/eHQMHDkTnzp1hZmaW5fiRkZGwtrZOdZ9SqcShQ4ewaNEiPHnyJNX9LVu2xLx589C2bVt8+PABy5Ytw86dOxEUFJSlXBLlyZMHRYoUQdGiRbV/k/6fdF7t2rVhYWGRrXiJrl27hu+++w5v375NczkrKyt07doV/fr1g4ODQ5auwfT398ehQ4ewf/9+3Lp1K9l9JUuWxOvXr1NtV0JCAmJiYrQXx9vY2KT7G41JhYeH45dffsHff/+t/V2wPHnyYPXq1bh8+TIuX76M0NDQNNdRuHBhtGvXDu3bt0fXrl1RqlSpDMfPiujoaGzbtg1//vkn3rx5AwCYPHky/vrrL0njJtW7d28cPZr8Z0Xz5s2Lw4cPo0WLFsifP3+G1xUWFgZXV1e4urrizp07uHPnjt4f8U7KzMwMf/31F8qWLYtixYqhevXqWfqB+YiICMybNw9r1qzJ9G/D2draokOHDujYsSO6dOmSqfdeZr1+/RpTp05N9bxbWFhg2rRpmDlzpsEH2dmwYQPGjRunvV2iRAkEBgYmW6Z06dL4888/0b9/f1lGg7x58yY6d+6s/UkRIQQ2bdqEkSNHGixGREQEDhw4gC1btsDV1TXZfYcOHUKfPn1ARAgNDYVCoUDx4sWzHfPDhw9wdHTEhQsXcOHCBb2fgbJly+LAgQPIkycP8uTJA1tb22wPAuLj44OBAwfi+vXr2nlmZmbIkyeP3p8VqVChAgYOHIjBgwfjiy++yHJsIsKVK1cwf/58bNy4EdWrV8/w48LDw9Mc3TswMBAzZszAv//+m+m88ubNi+LFi2unEiVKJLtdvHhx2Nvbo1KlSplab3R0NH7//XcsX74c8fHxmc6rcOHCaNWqFdq2bYtOnTplOn5KoaGh2Lt3L7Zt24Z79+5p51evXh0PHz5M9ZkmIoSFhSE8PBx2dnYZjkNEOH/+PH755Rf8999/mc7T3NwcNWrUQJ06dVCnTh3UrVsXzZo10+ZHRHj27BlcXFzg7OwMFxcX+Pn5ZWjd5cqVQ4kSJVKNcJvW7fLly6f63IeGhuLgwYP4999/cfPmTQDA9evX0axZs0xvry4JCQm4ffs2zp07h/v378PZ2RnR0dHpPq527drImzevdlyG7E7W1tayjj+RlEqlytHjSmT3Gr/XALw0f18CcATQPCOPlXMydItfUs+fP6e6detqW8ESEhIoISGBLl++TCNGjKBChQrpPSspdZcUpVJJhw4dolq1aqWK37hx42RnQ+Pi4ujQoUPUuXNnnd06DT29e/fOoNv68eNH7fU26U1mZmYUHByc4XV/+PCBNmzYQG3atEmzdcHGxoZq1qxJFStWpJIlS1LBggUpT548qZbbsGFDlrbx7t27VL9+fe16nj9/TkTqbniurq60ZMkSat26tc6YSafsdo1JS3BwMC1cuFDn2eqKFSvSd999J1nslC5duqRz+9evX5/pdcXExNCePXuodevW2XrfZ/daJDc3N+3+JnGaN28eLVu2jNq2bUvm5uZpxpeii6suly9fpho1aqSKf+fOHUniLV68WBvj5s2btGnTplTvQTs7O1m7QLu6uibb/1eoUCHb8VUqFd2+fZtGjBiR5rVHVatWJVtbW20rXNeuXbMUT6FQ0PXr1+mXX36hBg0aZKh3ha5p/vz52drupPn88ssv2jzy5s1L4eHhtHPnTurQoYPe7645c+ZkOeaVK1eoRYsWBIDs7e31tiKGhISQs7MzrVu3jsaMGUNNmzalAgUK0Ndff52hOM+ePaOpU6em29KX2alXr15Z3vYXL15Qx44dk63vr7/+ojNnztCUKVOoXr166b4nsnpJiFKppEuXLtHAgQP1XvPeoEEDGj58OHXv3p2aN29OX375JRUvXlzbqlSwYMEsxVapVHTkyBGqVq1atp77MmXKpFrvjRs3aNy4cdoWSymnZcuWEZH6c3PmzBnq379/ql4ZderUSfaeViqVFBoaSt7e3nT//n1ycnKiY8eO0fbt22nlypU0f/58+umnn2jIkCHUvXt3atmyJdWqVYvs7OwydV261NMXX3yRpdc+O968eUMLFiygcuXKSdYt1xCQzWv8LHXMs8jIY+WcpCz8iNR9zSdPnkwAyMfHJ9V9x48fp379+iXbeUnRbK+PUqmkY8eOJTtgPHPmjN7lfXx8aNGiRXoHjQHUXTtKliyZbpGhb5KqL/fu3btTdVWtWrVqsue+S5cu6a7n48ePtH37durUqVOaXQazMmXnwviEhARau3YtWVtb6712KDIyks6ePUuTJ0+mmjVrporv7e2d5fj6vH37liZNmpTmwSigLv7kolKptN2eBw0aRObm5rR06dJsd/968eIFzZgxg0qUKJHp1z7lAClZoVAoaMWKFdrnesaMGdr7IiMj6cyZM/Tjjz+m6vJtY2OT7WuuMpvn2rVrtd0Phw4dKlkslUpFkyZNIgD08uVLIlIfiE+YMEFbDBhj4IB79+5R4cKFyc7Ojl6/fp3l9QQHB9OqVat0FtMZmRo1apSluN7e3vT7779Tw4YNs7XPy25355QuX76sHcAp6TX0/v7+tHLlylTXf2dlEDInJydq1apVsvWMHz+e4uLiyMPDg3bt2kXTp0+nzp07p9kVu0SJEpmKGxsbSwcOHEg2kFt2puwea6hUKjp8+LB2G0eMGJHs/uDgYDp69ChNmDBBZ6F07ty5TMXz9vbWHjwbYvuzc/1hQkIC7dq1iypWrJhsnWXLlqWTJ0/SwoULqVevXnqPlbp166Z33XFxcXTy5Enq379/hgZzy8o0e/ZsmjJlis7BzhKnUqVKUZ06dcje3p4KFSqU5ZM7uqZ+/fpp9/9yTzVr1szy655UdHR0moMkxsbG0sGDB6ljx47JnrtJkyYZJL4UkM2unv8RUb305hmbFF09dTl37hzKlSuHatWq6bw/IiICx48fx759+zB79mzZh5YnIpw5cwbHjh3Dli1b0u3ypFKp4OzsjK1bt+LIkSOIjY3V3lexYkW8ePECQghEREQgODgYQUFBCAoKSvf/+Pj4bHcrTYu3tze+//57bZegxYsX46effsKpU6dw8OBB9OvXD99++63ex799+xa//vorzp49i4CAAIPnt3jxYu1vo2XVu3fv8PjxY7Rv3z7dZQMCAnDp0iVcunQJ3t7euHr1arZiJ/XkyRMsX74ce/bsQUJCQprLmpiYoHLlynj8+LFs3SDWrFmD+fPnw8fHB6GhoShTpozB1q1QKHD69Gls3rwZ58+fh659ZokSJWBnZ4f379/jw4cPuHPnToa7iaXnzZs3mDBhAuLi4uDo6Kh3GUdHRzg6OsLGxgabNm0ySOzMCA4OxqJFizBz5kzY2tpKFkelUmHo0KFYtWoVChf+/1UIHh4e2LNnD5YtW2aUH/1+8OAB8uXLl+kh34kITk5O2LJlC44ePar9qYisKF++fKaH7E/p7du3OH78OI4ePYpr166l2eU4sQtmQkICFAoFli5dihkzZmQrfkrv37/HkCFDsHjxYtSvXz/V/c+fP8eePXvw6NGjVF2P0+Li4oL58+fr3E8WLVoUoaGh6e7rdOVarFixTD0GAF69eoUtW7Zg+/btqbovN2rUCCtWrMD79+8RGBiI9+/f65wmTJiABQsWZDp2SlFRUVi8eDEcHR2TdbdMKSAgAFevXsWVK1fg4uICNze3dLvVx8TE4Pjx49i2bRsuX76sc1+aVYGBgdnu5qxQKLBjxw4sXLgQvr6+ANT71qTdSENDQ/HgwQPcv38f7u7ucHd3R69evTB37tx01x8eHo5jx45hz549uHz5ss7P1qJFi1C8eHFEREQgPDwcERER2inp7dDQUAQFBSE6Otqgz2NWuLu7o1q1arh8+TIOHTqEY8eO4ePHj6mWMzU1xbp16wAAsbGxBplq1aqVpZ9FSsrLywu9e/fG0KFD8dNPPyW77/Hjx9i6dSt27dql83i2SJEi8Pf3R548ebKVgxSy9Dt+QghbAKUB7AYwEEDit2kBABuIqKoEuWaZXIVfbhYaGop9+/Zh69at2p3+hQsX0KFDh0yviyjrvzuUUUqlEkuXLsX8+fMxePBgbNu2LdPrIE1//CtXruDKlStwcnLSudNKVKhQIaxZswb58uVD3rx59U5WVlYwNTXNzublCC9evMC6devw/PlzvHjxAm/evEnzi6ZAgQJ4+PBhpq65yK7Q0FCsW7cOv/zyi6RxfHx8sG3bNmzduhU+Pj7a+WXKlIG3t7f29Tb0ez+xOGjbtq3B1vkpUygUMDU1zdHXV2SGv7+/9ppSV1dX3L17V3vdYFr69u2LoUOHolixYtrJkNdWvn//HidPnsSxY8dw8eJFKBSKZPd/8cUXePr0qWTv+0QqlQqRkZEoUKBAttd1/fp1zJ8/H1euXMnyOszNzfHll1+iZs2aqFWrFmrWrImaNWuiVKlS2dp+hUKBU6dOYdOmTXB0dAQRwcTEBN7e3ihbtmyajzX0c//y5UtUqlTJoOt8+/YtLl++jNu3b+PWrVt49OhRhoqWokWLYsCAAShSpIjeydra2mC5xsbGYtOmTViyZAkWLlyIMWPGGGS9Sfn7+2P//v3YvXt3susMf/zxR6xevVrv4zw9PTFjxgycOHECSqXSYPkULFgQhQoV0o5NkNaUcpmUz318fHyyIjDp2AQbN27E6NGjDZZ3dt/3Z8+exaBBgxAaGor9+/ejf//+iIiIwP79+7F169ZU11UnsrW1xdChQzF8+PBsXVcspawWfkMADAXQAEDSiioCwA4iyvjpNRlw4WdYHh4e2Lp1K6Kjo7FlyxZjp5OmO3fuYOPGjdi6dWu216VSqeDh4aEtBF1cXFL9wPCBAwfQr1+/bMf6FMXGxuLVq1d48eIFXr58iRcvXminxLPVrVu3xuXLl2U9MJfzQmulUomLFy9i8+bNOHnyJBISEnDq1Cl069ZNlvgsd1OpVHj+/HmyYtDDwyNVC1Tx4sXx/PlzSQfySRQWFoazZ8/i6NGjOHv2rHYgh09lX3jjxg0sWLAAly5dytTj7O3ttYVdYqH3xRdfSH6G39vbG1u3bsW2bdswevRozJ8/X9J4xhAREYE7d+5oC8Hbt28jODg41XJCCNy9e1dni6+UoqKi4O7ubrABUfR5+vQp9uzZgz179iAoKAi+vr5pDhQUHR2NO3fu4MaNG7h+/Tpu3ryZ7omiYsWKYdmyZToLO2tra8lOUsfHx+PSpUvaIrB48eLJThYZi1KpxMKFC7Fw4ULtvGXLluHZs2c4ePCgdjDHpExNTdG1a1eMHDkyW4M2yiVLhV+SB/cmoiOSZGZAXPhJQ6FQ5Mhm7JQSEhIk+SAqFArcvXtXWwjevHkTpUuXxtOnT2Fubm7weJ+y8PBwbTHYrFkzWVv9jCUwMBD//vsv3r9/jz///NPY6bBcKjY2Fvfv39cWgnfu3MGrV68wfvx4bfcpucTExMDR0RFHjx6Fj48PLl++bJTutRlx69YtzJ8/HxcvXszU4/bt24cuXboYpJUxOxISEnD//n00bNjQqHnIgYjg6emZrBB88OABlEolvvrqK9y4cSPXtPLrQkS4efMmbGxs9F5KpItSqcTjx4+1heD169d1jn5+/PhxdO/e3ZApZ0piEVirVi2DXo6RWcHBwRg0aBAuXLiQoeW/+OILjBgxAoMHD0bJkiUlzs5wstri9x0R7RZCTIH6QsZkiGiFYdPMHi78mBxiYmJw69YtVKhQAfb29sZOh+UQcnRtZiyp4OBg3Lt3D23btjXa2WeFQgETExOjn8HXJSwsDKdPn8bbt2+TTW/evEFERESaj23SpAmcnZ0/iZOeuVlUVBTc3Nxw69YtdOvWDTVq1DB2Sp8EHx8f3LhxQ1sMPnjwAPb29nj8+HGWfuIqt7h37x569+6t/fkpfaysrNC3b1+MGDECLVq0+CS/27Na+I0hoo1CCF19DIiIFuqYbzRc+DHGGGMsPWFhYakKwqSTn58fpk6diqVLlxo7VcayLTw8HLdv30bFihUzPQBVbrFlyxbtQGn6fPnll/jpp58wYMCANLvbfgr0FX5pniIkoo2afy8R0Y0UK5S20zNjjDHGmAQKFiyovW5Pl4SEBAQEBHBLPssVChQokKVB+nKDmJgYTJgwIUOD/338+BFfffXVJ1/0pSWjnaXXZnAeY4wxxtgnzczMDGXKlOGij7FP2OvXr9G8efMMj/geEBCAli1bwtnZWeLMjCfNFj8hRBMATQEUE0JMTnJXAQA5r0M/Y4wxxhhj7LN27tw5DBo0KNXPc5mZmaFo0aLJpmLFiiW7nZtP+KR3Nbg5gPya5ayTzA8H0EeqpBhjjDHGGGMss/z8/PDkyROsWLEiVZFXsGDBXF3YpSejP+dQjojSHgInB+DBXRhjjDHGGGOfM32Du2T0Gr9oIcQfQoizQogriVM6AcsKIZyEEE+FEI+FED9p5hcWQlwUQrzU/LXR8/hOQojnQghPIcTMDOaZYUqlEq6urlCpVIZeNWOMMcYYY4zlKBkt/PYAeAagPIBfAXgDuJvOYxIATCGiLwF8BWC8EKIagJkALhPRFwAua24nI4QwBfA3gM4AqgH4VvNYgzE1NcXdu3dRqVIl/Prrr3j9+rUhV88YY4wxxhhjOUZGC78iRLQVgIKInIloONTFnF5E5E9E/2n+jwDwFEBpAN0B/KtZ7F8APXQ8vBEATyLyIqJ4APs1jzOo8ePHo0aNGliwYAEqVKiAtm3bYufOnYiKijJ0KMYYY4wxxhgzmowWfgrNX38hRFchRF0AZTIaRAhhD6AuAFcAJYjIH1AXhwCK63hIaQA+SW77auYZlBAC27ZtQ6lSpQAATk5OGDJkCGxtbTF8+HC4uLggI9dAMsYYY4wxxlhOltHCb7EQoiCAKQCmAtgCYFJGHiiEyA/gCIBJRBSewXi6htvRWYEJIUYLIdyEEG4fPnzI4Or/r2jRoti9e3eyEX4iIyOxfft2tGrVCpUqVcKiRYvw5o38Y9sEBwfLHpN92nx8fBAentGPGWOMMcYY+1xkqPAjotNEFEZEj4ioDRHVB1AxvccJIfJAXfTtIaKjmtmBQoiSmvtLAniv46G+AMomuV0GwDs9uW0iogZE1KBYsWIZ2ZxU2rRpg9mzZ+u8z8vLC/PmzYO9vT3atWuHXbt2ydYV9ObNm+jWrRtu3rwpSzz26XN3d8emTZuMnQZjjDHGGMthMtrip8vktO4U6ia0rQCeEtGKJHedBDBE8/8QACd0PPwugC+EEOWFEOYABmgeJ5n58+ejSZMmaS5z5coVDB48GL169Ur1g5BScHBwgImJCZo1a4ZWrVrh/Pnz3PWUpen58+dYuXIl4uPjjZ0KY4wxxhjLQbJT+KX364fNAHwPoK0Qwl0zdQGwFEB7IcRLAO01tyGEKCWEOAsARJQAYAKAC1APCnOQiB5nI9d05cmTB3v37kWBAgX0LtOkSRM4Ojri/PnzsLHR+SsUBrd69WpYWlrCxcUFnTt3Rv369XHo0CEolUpZ4rNPy/Pnz/Hu3Tvs3bvX2KkwxhhjjLEcJDuFX5pNT0R0nYgEEdUiojqa6SwRBRNROyL6QvM3RLP8OyLqkuTxZ4moMhFVJKIl2cgzw+zt7dPsJhcZGQk7O7tk1wNKrXz58pgzZ4729v3799GvXz9Uq1YN27Zt45Ydlszz588BAH/88Qf/RiVjjDHGGNNKs/ATQkQIIcJ1TBEASsmUo6z69++PESNG6Lzv4cOHaNCgAQ4ePChrTtOmTcMXX3yRbN6LFy8wYsQIVKxYEatWreKfoGAA1O8LAHjy5AnOnDlj5GwYY4wxxlhOkWbhR0TWRFRAx2RNRGZyJSm31atXo0qVKtrbzZs31/4fGRmJ/v37Y+LEiYiLi5MlHwsLC/z999867/P19cXPP/+McuXKYdGiRbJce8hyprCwMAQGBmpvL1++3IjZJHf69Gljp8AYY4wx9lnLTlfPXCtfvnzYv38/zM3NAQAnTpzA9u3bYWVlpV1m3bp1aNGihWw/89C+fXv07dtX7/3BwcGYN28e7OzsMGfOHCgUCr3LstwpsZtnouvXr+eIEWGdnZ2xbNkyY6fBGGNaMTExxk6BMcZkx4WfHnXq1MEff/wBOzs7FC5cGEOHDoWrqysqV66sXebu3buoW7eubF3qVq5cifz58+u9v2rVqvj1118xadIk5MmTR5acWM6RsvADjN/q9/btW/Tt2xdFixY1ah6MJUpISMDLly9x+vRpnDwp6WDROVZCQoKxU5BcWFgYPDw8cPLkSaxZswaTJ09Gr169UK9ePRQpUgTr1q0zdoqMMSa7XNtd0xAmTpyIvHnzam/XrFkTd+/exahRo7TX+X38+BHdunXDzJkzsWjRIpiZSfeUli5dGgsWLMDUqVNT3SeEwKxZszB48GDJ4qfl9evXyJMnD8qUKWOU+Oz/1/cldeLECTx79gxVq1aVPZ+YmBj07NkTHz58gK2trezxnz9/nqzLNvu8hISE4Pnz53j+/DmePXum/d/T0xMKhQKmpqY5okU8IxJ/xiezA4sREd6+fQsPD49k07Jly9CrVy8pUpVNREQEXr16BW9vb+305s0b7f+hoaF6H9uxY0dMmTJFvmSzIDo6GkFBQQgODkZQUBBiYmLg4OBg0MHlEj8HJibcBpCIiBAUFITXr18jb968qFGjhrFTyjWuXbuGyZMnIzIyEubm5siTJ0+yv7rmJf3brVs3tGvXztib8cnjwi8NQgiMHDky2bwCBQpg//79aNGiBSZPnqztUrl06VLcunUL+/btQ8mSJSXL6ccff8T27dvx+HHyX7cgIgwZMgQBAQGYNm2arCOPAkCpUqVQs2ZNzJ8/HwMHDpQ9PtPd4gcAf/75J7Zs2SJrLkSEMWPG4L///gMA2Qs/pVKJH374AZcvX5Y1LpOXQqHA69evUxV3z549Q1BQUJqPnT17Nho1aiRTphkTHx8PT09P7TYkblOFChWwZ8+eNB8bExODR48ewcPDAw8ePND+TVkA9ejRAz179pRwK9KnUqkMUmycP38ef/75J4KDgzP8GAsLCyxevFj276jw8HC8evUqWTGXOCW9nbTQS2rfvn0Gz9nLywvff/89/vvvvzQPvvXN69OnD4YMGZJ+oBwmLCwMr1+/hre3N16/fp1s8vb2RlRUFAoUKAB3d3djpyq5kJAQ3Lp1CyEhIfj+++8ljdWiRQscO3YMw4cPx8WLFzP12C5duiQbb4NlAxHlmql+/fokJ1dXVypXrhxB/dMWBICKFy9Oly9fljSui4uLNl7lypWpQIECyXKYNGkSKZVKSXPQZdq0aQSA+vbtS0FBQbLHNzaVSmXU+LVq1Ur2PkiczM3Nyc/PT9ZcVq1alSyHDRs2yBp/3759BIBiY2Nljcvk9fHjR1q6dCnZ2trqfO/rm0xMTGj27Nm0e/duunXrFn348EHWz++HDx/o2rVrtHnzZpo6dSp169aNKlWqRKampqlytbGxIV9f31SPP3PmDP3222/Uv39/qlq1KpmYmKS73VZWVuTt7S3bdiaKj48nZ2dnmjVrFjVu3Ji8vLwMtu6IiAhavnw5FStWLFPvgQIFClCTJk1o5MiRtHLlSrp48SK9e/dOsvdBXFwcrVmzhooUKZKpPAHQ9OnTJcmJSP3aLFiwQOd7L63JwcGB4uLiDJJDeHg4vXr1yiDrSurx48e0bt06mjJlCvXq1Yvq1atHNjY2Gdq+/fv3GzwfQ3v27BmtX78+w8d7KpWKnj59Slu3bqURI0bQl19+qd1eR0dHibP9P6VSSevWrSMrK6sMvRYdO3akmJgY2fLLLQC4kY5ayejFmiEnuQs/IqLg4GDq2rVrqoOKRYsWSVp8DR48mADQsmXLyMPDg0qWLJkshwEDBsh+0Pvy5Utt/JIlS9LZs2cNtu6goCA6ePAg7dixg/755x/666+/aNGiRTRr1iyaNGkSjR49mr777jvq3bs3de7cmVq1akWNGjWiI0eOGCyH9ERERND8+fMpPDxctpiJlEplmjtRKQ8cUrpy5Uqqg4jjx4/LFj8hIYGqVq1KAMjT01O2uDmJQqGgp0+fGjsN2cTGxtLWrVu1r3tWpoIFC1L9+vWpf//+NGfOHNq+fTtdu3bNIMVATEwMLVq0iJo2bUqFCxfOVF5btmxJtb6oqCjavHmz3pM9aU1CCLK1taWGDRtSz549aeLEibRs2TLau3cvubi4kJeXl0EO6F+/fk0bNmygHj16kLW1tTb+2LFjs71uXSIjI+nPP/+k4sWLZ/k9AIAKFy5MLVq0oHHjxtG6devIycmJPnz4YLA8P378SNOnTycLC4sM5WNmZkYLFy6ky5cvS/rdcufOHapSpUqGcmrVqlW2jy8+fPhAW7dupa5du5KlpSW5u7sbaEv+T6FQ0K5duzK8XYlT2bJlaf/+/fTw4cMcdfIwISGBrl27RtOmTaPKlSsTAJo1a5be5aOioujq1av022+/Ubdu3fTue3r06CHjVvzfs2fPqGHDhum+HiVKlKCxY8fSxYsXKT4+3ii5JoqNjSVPT0+6cuUK/fvvv/Tnn38a7ASIoXHhJyGlUkm///57qjOunTp1MugXRlIBAQFUsGBB7c7S29s71c6tXbt2FBYWJkl8fdq1a5csh7Fjx1JERIRB1n3y5Emyt7fP8M579OjRsrfCTZs2jUqXLk1HjhyRNfabN2/SfC4KFChAoaGhkufh7e1NRYsWTRX/9u3bksdOtHv3bm3cK1euyBY3KZVKRX5+fuTo6EgrV66kESNG0KBBg+j9+/ey5VCpUiWaPXs2RUVFyRYzpejoaHry5AmdO3eOIiMjJY+nVCrp5MmT1Lx582wd/Kec8uXLR7Vq1aJevXrR9OnTadOmTXTlyhV68+ZNhk/wKRQK2r9/P9WvXz/T8W1tbalZs2Y0ZMgQWrhwIe3du5dcXV0pKCiIXFxcqG/fvpluscnIwVb9+vWpR48eNGHCBFq6dCnt3r2bnJ2d6dWrV6kOiKOioujs2bP0448/6j3QtrS0TNV6aWhRUVG0cuVKva3AefLkydLzUbx4cWrbti1NnDiRNm7cSNevX6ePHz9mOc/Xr1/TwIEDM5WDEIJq1KhBI0eOpM2bN9PDhw8pISHBoM/dxIkTM5TLV199RX/88UemWm/fvn1La9asodatWyc7XurWrZvBtkGXhIQE2r9/P1WvXj3Tr7upqSlVqVKFevXqRb/88gvt27ePPP7H3nnHNZG8f/wTqqCAIIqKDezo2cDee7/z9Lx+lrN37+zeib2X88Ry9rOXU1QQBVEEURFRFKRL70U6oYQkz+8Pv+yPmAQSSAB13q/XvHazO7vz7CbZnc/MM8/4+VVZD1Rubi5dv36dpk6dKtVbXLt2bYk6ZlxcHF25coWWLFlC3bt3Jy0tLYWu8aeffqKdO3fS8ePH6dq1a+Tm5kavXr2imJgYysnJUWtdpri4mDZu3Kjw88vExISmTZtGjo6OahHlKSkp5OXlRVevXqU9e/bQkiVL6OuvvyYbGxuZjUpHjx5VuQ2qAnKEH+/9vk8DGxsbevHiRbWV7+Hhge+//x7JycnctqZNm8Le3h42NjYqL+/atWuYOHEiN1bi3bt3GDduHLy9vbk8Xbt2xd27d2FmZqby8uXZVHraidatW2P69OlYvXq1SsYn5OfnY/v27di1axcEAoHcfHp6ejh27Bh++OEHaGpqVrpcRUlMTISFhQUEAgHGjh2LgwcPokWLFmov19XVFSNGjICGhgbq1auHtLQ0AMCkSZNgYWGB//77DwsWLMCKFSvUZkNxcTF+/vlnxMbGIiAgAHl5edy+qKioKrkPQqEQHTp04ALd/Pvvv1U+BsXHxwcTJkxAYmIit61jx464d++eWsf/lkYoFOL777/H9evX0aJFC9jZ2WHcuHFqL5eIsGnTJjg7OyMqKgopKSnQ1dXFuXPnypyORh14eXlh9+7duHnzJj58z3Xp0gWNGjVCeHg4oqKiKhXlUldXF5aWlmjVqhVatWqFxYsXl/lbJyK4u7tj9+7duHv3boXLLaFu3bpo1aoVGjVqhKysLISGhiI1NbXS51UEExMT6OnpQSAQICMjAyKRqMz8WlpaMDMzg7a2NrS0tKCtrS0zVXTf1KlT0bhxYwDvxzyeOHECO3bskPgv7tmzB9999x0CAgIQGBjILQMDA5Gfn6/0PTA3N0eHDh3QsWNH2NrawsjISKnjX7x4gWXLluHRo0dKlw0ABgYG6N69O4YOHYq1a9dW6Bwf4urqiunTpyMhIUGh/F27dsXChQvx66+/Su0LCwuDvb097O3t4ePjI/P4Y8eOwcbGBsXFxRAKhRAKhdz6h0tZ20QiEX7//fdy7RSLxbh58yY2bdoEPz8/ha5NHhoaGmjVqhWsrKzQtWtX2NraVup8pUlISICjoyMcHBzw4MEDuXWdLl264Mcff8Tw4cPRoUMH2Nvb499//8W9e/cgFotVZo+WlhaMjY1hbGwMExMTqeXcuXMr/W578eIFfvnlF4SEhCh8jIGBAcaNG4edO3eiadOmlSq/hMTEROzYsQNHjx4ts44JAB06dICjoyMsLCxUUraq4fF4L4lIWnzIUoMfa6quHr/SJCcn05AhQ7jWgDp16lBISEiVlZ+Xl0djxozhyu/QoQNlZGRUWfkCgYDMzMy48nfs2KGWckJDQ2nEiBFltgw1atSoWsbdzZgxgwBQv379qqyHx87OjiwtLenx48f022+/cfdgypQpRPS+B0odYyhkwefzuZbJli1bEgDKz8+vkrJfvnxJa9eu5crevHlzlZRbGrFYLNGr06tXL0pPT6/S8lu3bi3VOjxhwgSKiYlRe/mle1zr169PT58+VXuZ8hCLxRQSEkKzZs2ScK0bOHAgl6e4uJgiIyPp3r17dPjwYfr999/pyy+/JCsrK4Xd8UqnwMBAhe3z9/enKVOmKNwyX16ysLCgwsJCOnfuHPXo0UNmy/7r16/p9u3bdOTIEfrjjz9o6tSpNGTIEGrTpo3CY25qanrx4oXUPS4oKKCDBw9SkyZNpL770ohEIoqMjCRHR0favn07/fzzz9SlSxelXDIr6vIlFovp1q1bMntKJ02aRL179y7XjqFDh1aobHlkZGTI7JGU1zOzbt067lp8fX3pzz//JCsrqyr77pV514vFYnJwcJDrZtinTx9q2rSpwmV36tSpUvdaLBbT69evadOmTWRjY6P0tR86dEjifPHx8bR9+3alXVwrmoKCgip1/SXk5+fT4sWLJc69Z88eOnDgAA0cOFDmOGYdHR21eLbFxcXR/Pnzy/UQ+Omnn1RetqoAc/WsOoRCIf3555/E4/GqZYCwQCCgadOmUdOmTSkuLq7Ky1+zZg3NmTOHDhw4QMXFxWorRywW09WrV8nc3FzmH/Lnn39WW9llERISQgsXLqxSwe/h4cG51IaGhlZLwIrS5Obm0tmzZyk9PZ369u1bpWWLxWKKiYmhzMzMKv0OSmNnZ0cNGjSgYcOGqczVWVHCw8PlvqT09fVp165dah0nERAQQDY2NtSuXbsqa2wICwujGzdu0N69e6lZs2a0f/9++uabbyQq4klJSbR27VqqW7cu8Xg8SkxMLPe8IpGI4uLi6OHDh3T8+HFatWoVTZo0iTp37ky1a9eWur88Hq9CLmBxcXG0fPlyibFwJRXKN2/e0M2bN2nv3r00b948GjFiBFlaWsqsgA8fPlzivN7e3vTzzz9zlRcTE5My3aPEYjGlp6eTn58fOTk50T///EN//vknTZs2jYYNG0Zt27YlfX39KqvMK5vKGidWWFhIR44cIUtLS6WCjwmFQgoLCyN7e3vavHkzfffdd9SxY0epCqGVlZXC55SHQCCgQ4cOSbjLHz58mIjeB4d5/vw5HThwgH788UeuUa0k/fHHH5UuXxZXrlyRCIhia2tLHh4etHjxYk5MA+9Ft52dnVLDMVSZKuLyKhaL6e7du9S7d2+Jc124cIGIiLKzs8nb25tOnTpFy5cvp9GjR0sF9ANAP/zwQ6XusZ+fH82fP5+aNWtWoWs/ePCg3Ovz8vKiOXPmkJGRkcxjeTweTZ48mYYPH042NjbUsmVLMjY2Jh6Pp3D5SUlJlbr+D3F1deV+Wxs2bOC2p6Sk0NGjR2nEiBFcY9nYsWNVWvaHxMTE0OzZs+U2zu3cuVOt5VcGMFfPqicoKAhWVlbVUjYRISUlpVrmT4uKigKPx6sS1z7g/XxOmzZtwl9//cW5Gp05cwadO3dG586dq8SGDxEIBNDR0amWsmsaWVlZqFu3bnWbUeVs2LABa9asga6ubpWWGxMTgxUrVuC///6Tm6dDhw44cuQI+vfvrxYbrl+/jiFDhsDY2Fgt5/8QgUAAc3NzZGRkcC5Offv2xePHj6Xy5ubm4uTJk7CwsMBXX31V4TKJCKmpqQgPD+dSeno6Dh8+XOFzZmdn4+jRo/j7778590R5btLFxcWIiYlBREQEwsPDERERgdatW2PevHlSeVNSUnD8+HEcOXIEdnZ2lZrDj4iQnZ2NuLg4xMfHcyk8PBwWFhYICgqCs7Oz1HQEAGBmZoZTp06huLhYwl1PVqrIvsOHD6N58+Zl2i8QCFBYWAhDQ8MK3wPg/f1/+/Yt5y5qZGSkkLuhImRnZ2Pnzp3466+/MH78eG7e4A9JS0uDt7c3vL29MWbMGPTu3Vsl5X9IYmIiZsyYAWdnZ/z444/c1CJisRg+Pj64f/8+52b69u1bODs7w9nZGQ8fPkRhYaFCZWhoaEi48pZeytr24b7bt29X+J1LRHBzc8PmzZvh4eGBb7/9FleuXJGbPy8vD8HBwQgKCkJQUBC6deuG7777rkJlf2hHYGAgnJyccPv2bTx9+rRMl80SN+MFCxbgyy+/LPPcBQUFuHnzJv7991+4urpKuL87Oztj5MiREvnFYjGys7ORmZmJjIwMmcuS9UuXLqn8PZeVlYVFixZBJBLh4sWLUvszMzPh4OAAc3NzDBs2TKVlyyI6OhpbtmzBv//+y9Uzjx07hlGjRqnMzVTVMFdPxifPmzdvaMCAAQSAzpw5U93mMBjVQkZGhkSY7rLS1KlTqzTgjDpZunSpxLWtWLGiuk2qMEVFRXT69Gnq0KGDSluUBQIBvX37VmXnk0deXh5dv36dfvrpJ6nphpydndVe/qdCbGwsLVu2rNqnCiJ633t05MgRGjBggMLH5Ofnk4uLC/32229lPpNOnTqlRsuVw8PDgyZOnFgjIjWmp6fThQsX6Mcff5Q5DYW5uXmFPQy2bdvGRQZVd3CdyuDr61vdJkgQHh5O06ZNI01NTdqyZUt1m1MmYD1+jM8BIsL58+cRHR2NdevWVbc5DEaVs2XLFnh7e0NPTw+1atWSWMraZm5ujsGDB1f5hNaqxt/fX6KH397evtonKq8sYrEYYWFhaNeuXXWbUmEEAgHc3Nxgb2+Pmzdvon379vDw8KhusxgVJCEhAebm5hU6NiYmBi4uLnB2dsb9+/eRm5sLAGjRogVCQ0NrlJcMEdWoZ6JQKMSzZ89w+/ZtODk5ISAgAABgZ2eHhQsXVuicRIRnz57h7Nmz2LRpE+rXr69Kkz9p3r59CxcXlwrf+6pAXo8fE36MTxKxWMxFO2UwGJ8H1tbW8PX1BQAkJSVVi6s7Qz4ikQhPnjxBt27dUKdOneo2h1GNFBcXw8vLi3MLnTVrlkw3ZYZsYmJi4OTkhFevXuHIkSPQ0tKqbpMYNQwm/BgMBoPxSXPw4EEsWrQIFhYWiIyMrG5zGAyGguTn50NfX7+6zWAwPhnkCT/WJcJgMBiMT4Iff/wROjo66NOnT3WbwmAwlICJPgajamDCj8FgMBifBCYmJvjqq6/UFt2QwWAwGIyPGeYUzGAwGIxPhunTp7OxfQwGg8FgyIAJPwaDwWB8MgwfPry6TWAwGAwGo0bChB+DwWAwPhlYdDsGg8FgMGTDxvgxGAwGg8FgMBgMxicOE37VQHFxcXWbwGAwGAwGg8FgMD4jmPCrBnx9fTFu3DgcP34caWlp1W0Og8FgMBgMBoPB+MRhwq8a6NmzJ0aPHo3Zs2ejUaNGGDZsGI4ePcpEIIPBYDAYDAaDwVALPCKqbhtUho2NDb148aK6zVAIIsLUqVNx7tw5bpuGhgYGDRqEyZMnY+LEiWjQoEE1WshgMBgMBoPBYDA+Nng83ksispHazoRf9ZGfn4++ffvi9evXUvs0NDQwcOBATJ48GV9//TWbl4rBYDAYDAaDwWCUCxN+NZSoqChYW1sjMzNTbh4ej4cBAwZg8uTJmDRpEhOBDAaDUY14eXlhz549MDAwgImJCUxMTFCvXj1uvXQyNDQEj8erbpMZDAaD8RkhT/ixCY+qGQsLC1y6dAmjR4+GPBFORPDw8MDbt2+hr6+PadOmsYoEg8FgVBO9e/fG77//jm+//RaJiYll5tXU1JQSg4sXL8aIESOqyFoGg/G5UVRUhGvXrqFly5bo2LEj6tSpUy128Pl86OrqsvlVaxDsm6gBjBw5Elu2bMEff/whN8+mTZuwbNky6OvrV6FlDAaDwZBF37598erVK/z444948OCB3HwikQhpaWlc8K5Vq1Zh+PDhVWUmg/HJIhKJUFRUhKKiIggEAqn1xo0bf7YeUrq6umjRogVGjhyJnJwctGzZEp06dZJIlpaW0NBQb4xHIsL48eORm5sLa2tr2NjYwMbGBm3atIGmpqZay2bIRm2unjwe7xSAcQBSiajj/7ZdAdD2f1nqAsgioi4yjo0GkAtABEAoq6tSFh+jq2cJYrEYkyZNws2bN2Xu7969O86fP482bdpUrWEMBoPBkItIJMLGjRuxefPmcvOuXr0a27dvrwKrGIyPGyLChQsXsHv3buTn58sUdyKRSO7xX3zxBR49eoS6detWndE1EF9fX4wYMQLp6elS+/T19dGxY0cJMfjFF1/AxMREpTbk5eVh7NixePToEbetTp066Natm4QYbNWqldqF6OdElY/x4/F4AwDkAThbIvw+2L8XQDYRbZKxLxqADRG9U6bMj1n4AUBOTg66d++OsLAwmfv19fWxd+9ezJkzh7l6MqodkUiEpKQkxMTEICYmBtHR0YiPj8f69ethZmZW3eYxGFXK3bt38fPPPyMjI0NuHi0tLYwdOxbTp0/HmDFjoK2tXYUWMtQFEXEuvzwer0JJV1cXOjo61XwlNQ9fX1/MmTMHytTtmjZtCi8vL5ibm6vRso+HwMBADB8+HElJSQrlb9KkCaZPn46NGzeqrK6Zl5eHcePGwcPDQ24eQ0NDTgiWLC0tLVl9t4JUS3AXHo/XAsDtD4Uf7/23GAtgCBG9lXFcND5D4QcAQUFB6NGjB/h8PgBgzJgxuHPnjkSesWPH4uTJk6xy/RnC5/MRHByMgIAABAYG4vvvv4e1tbVayhIIBIiLi+OEXWmBFxMTg7i4OAiFQoljNm7cCFtbW7XYw2DUdGJjYzF58mQ8f/683LwNGjTAzz//jOnTp6NjR6m20U+KgoICpKenIyMjQ2I5ceJEmJqaVrd5KuHevXuYOXMm4uLilD62WbNm8PT0RLNmzdRg2cePSCTC4cOH8ccffyA3N7fc/FOmTMHChQvRrVs35k74PyIiIjB06FDExMSUm3fJkiXYuXMndHV1VWoDn8/HuHHj4O7urlB+Y2NjXLp0CSNHjlSpHZ8LNU34DQCwT54LJ4/HiwKQCYAAHCWiY4qUV57wIyJcuXIFL1++BBFBLBYrlYgItra2aNu2rdwyVMG1a9cwefJkmJiY4N27dzhz5gwWLVqEvLw8Lk/9+vVx8uRJjB8/Xq22fIq4u7vD2dkZ2tra0NLSgpaWFrf+4VLWthYtWsDKykqtNhYWFiIkJASBgYGcyAsMDERUVBQXBGjIkCG4f/++SlvDiAjnz5/H+vXrER0dLTfgkCwGDhyIBw8esBct47NGIBBg+fLlsLOzk9het25dZGVlyTzGxsYG06dPxw8//ABjY+MqsLLyiEQiuLi4IDk5mRNyssRdRkYGCgoKpI6fP38+Dh06VGW2xsXFISIiAhoaGhg8eLBaysnOzsaKFStw/PhxhY8xMzODp6cnWrdurRabPiUSEhKwZMkSXL9+XaH8xsbGGDZsGIYPH44RI0agefPmarawZhMXF4dhw4bJ9SoDgKlTp+LUqVNqc7nk8/kYP348Hj58WGa+oUOH4syZM6zXthLIE34gIrUlAC0ABMjYfgTAsjKOa/y/ZQMAfgAGlJF3NoAXAF40a9aMykMgENC2bdtIV1eX8F5YKpx27txZ7vlVxcqVK6lXr17c54iICOrbt6+UTbNnz6a8vDyVlJmZmUm+vr50/fp12rNnD+3du5fEYrFKzl2TEIvFdOrUKTIwMFD6N2BpaUlxcXEqs6WoqIgCAgLo8uXLtG7dOpo4cSK1adOGNDQ0yrSjTp06FBUVpTI7PiQmJobmzp1L2traCt+b1q1b0y+//EK7du2iO3fuUGxs7Cf5+6lK8vPzKSwsrLrNYFSAy5cvU506dbj/R3x8PF29epVGjx4t9/+tq6tL3333HTk7O5NQKKzuSyiXsLAw+vrrr5V+jg4YMIAEAoFKbcnPz6fAwEBycHCgv/76ixYuXEijRo2i1q1bc88xbW1t8vX1VWm5snBxcaGmTZsqdC/WrVtH2dnZarfpU+L27dvUvHlzpX93rVu3pgULFtCtW7dUds+zsrIoOjpaJeeqCpKTk+mLL74o8z516NCB/vvvPxKJRGqxgc/n05AhQ+SWz+PxaP369ZSTk6OW8j8XALwgWbpJ1kZVJVnCD+8jiaYAaKLgOTYAWK5IXmtra4VvSHBwMPXp00fhB8aKFSsUv9sqoLi4mM6cOSOxTSgU0tatW0lLS0vqYebt7V3uOfl8PgUGBtLt27fJzs6Ofv/9d5o4cSJ17dqV6tatK3FOTU1N8vLyUtfl1Qiio6Np0KBBCv8GmjVrpvIHvL+/P02dOlUpgQWAGjRoQD/88AOtXr2a/vnnH3J2dqaQkBDKz89XqX0xMTE0b9480tHRUfolC4AMDQ2pT58+NHv2bDpw4AC5ublRamqqSm38lMjOzqa7d+/SmjVrqG/fvqStrU03b96sbrM+e7Kysip0XHBwMHXo0IEAkJ+fH7c9Pj6etm/fTm3atJH732nSpAmtXbv2oxD+Hh4eZGNjo/BzYfz48fTPP/+Qn5+f0gI3ISGBLl++TFu3bqXp06fTgAEDyNzcXKFyd+/eraY7IE12djbNnj1bIbu0tbVp+PDhZGdnVyNFBJ/Pp3v37tWo32JeXh6tXLmSNDU1Je7lwIEDqXPnzuXec01NTerXrx9t3LiRvLy8qLi4uNwyRSIRBQQE0PHjx2nGjBlkZWVF2traEv/tj4H09HTq3r17ufeoU6dOZG9vr5YGXD6fT0OHDi2z/Pr169OBAweoqKhI5eUrg0AgoKSkJJXXr9RNTRJ+owB4lHFMbQAGpdafAhilSHnKCD+i939iOzs7ql27drl/AGNjY/rhhx/o3LlzlJaWplQ5qsbHx4fatm0r9RDbuHGjxMMrOzubli9fTr169SIzMzOlKuzbtm2rxiusOkQiEe3fv59q1apV7j0ZOnQoXbt2TWU9rKVJSkqidevWkampaYUEVulkZmZGPXv2pO+++45WrlxJhw8fpjt37lBQUBDx+fwK2RcbG0vz58+vsAD8MDVo0ICGDBlCixcvpmPHjtHTp08/y1bvtLQ0unHjBv32229kbW0t1RM0ZMgQ1mtahRQWFtKrV6/o7NmztGLFCho5ciQ1btyYVq9eXeFz5uXl0U8//UR3796V2icWi+nJkyc0c+bMMj0Q+vXrRydPnqzRLeAikYjOnTtHTZo0UepZYGBgQEOHDqU///yTnJycKD09vcxyhEIhXblyRaHKfelUq1Yt2rt3Lzk7O1N0dLTaejM+xNXVlZo1a6aUrZ07d6Z169aRj49PldlZmsLCQnJ3dydbW1vq378/aWtrU7NmzaigoKDKbSkPPz8/6tWrF3fvSv6rSUlJdO7cOZoyZQo1bNiw3HtuZGREEydOpCNHjlBERAQREWVkZNCdO3fI1taWhg8fToaGhlLHLV68uDovv8JkZ2fTgAEDuOto0aIFjRkzRua96dq1K926dUvl7yI+n0/Dhg0r97uxsLCg8+fPq+y/kJeXR9HR0eTj40N37tyhM2fO0N69e2n16tU0Y8YM+vLLL6lPnz7UunVrrlNk4MCBKvdSUDeoauEH4BKAJADFAOIBzPjf9n8BzP0gb2MAd/63bon37p1+AAIB/KFomcoKvxKio6Np5MiRCj+UeTwe9erVizZv3ky+vr7VUjHj8/k0f/58Kdt69epFb9++5fIVFBTQoUOHFHY7KUlfffUV/fnnn3Tp0iXy8/OrkQ98VRIcHKxQC1hJBWLChAl05swZysjIqFB5eXl59O7dO6nt+fn5dOLECa6XQB2pfv361L17d5o8eTKtWLGCDh48SLdv36aAgADKzc0t0+64uDhauHChlABs3LgxHTx4kObOnUv9+vUjIyOjCtnWrFkzGjNmDK1cuZLOnj1Lvr6+5bayFRcXk7u7O23atKnGu8fFx8fTxYsXad68eQp9xydOnKDQ0FBKSkoiPp/PRKCKEIvFFBUVRQ4ODrR161b67rvvyMrKSqr3AAC1bdu20s8/sVhcbsNGXl4enT17lgYPHiz396Cvr09Tp04ld3f3ahEEipCfn09bt26VcHNVNrVt25amTZtGR48eJX9/f5n/a7FYTLdv36bevXtXqAw9PT3q0qULff/997Rhwwa6fPkyvX79Wi2t+jk5OTRnzhwpG/r160f6+vpl2tm4cWOaM2cOOTk5qe09LBAI6MmTJ7RlyxYaOnSozIbQ8+fPq6VsVSASiejIkSNkZGREw4YNk9ovFovpzZs3tHfvXho1ahTp6emV+/tQxAtHW1ubXF1dKTIykrKzsz+65zOfz+fqviVDi7y8vGjEiBEyr9fGxoacnJxUep35+fk0fPhwrozdu3fTwoULZd7/zp070507dypUvkAgoB07dsgU7+Wlpk2bUkpKisquuaqAHOGn1uAuVU1lonoSEc6dO4fffvutzHDcsmjUqBHGjBmDsWPHYtiwYTAwMKiQDRXhzp07+PXXX5GSksJtq127Nv7++2/8+uuvXOAPgUCAs2fPYtu2bYiKilK6HA0NDbRq1QpWVlZc6tChA9q2bQs9PT2lziUWi/H06VPY29tjy5YtNWZSeqFQiB07dmDjxo1S0SrloaWlhUGDBmHixImYMGECGjVqJDdvbm4ubt++jWvXruHRo0cICQlBvXr1ZOYlIty/fx/79++XiuoKAL/++ivq1q2L6OhoLin7u5VHvXr10KJFCy41b95cYt3Q0BAJCQnYuXMnjh07hqKiIgBAfHw8NxCb6H1484CAAIkUGBgoM9BDWWhoaKBly5bo2LEjlywsLBAREQEnJyc4OTkhMzMT69evx4YNG1RyD8qCiPD69Ws8efIECxYsKDe4Tn5+Pnbu3Inz588jMjKyUmVramrCwMAAhoaGclNZ+0v2GRgYQEtLq1K2fEzw+XycO3cOr1+/xps3bxAQEICcnByFjr148SK++eabKp16ISoqCmfOnMG///4rNwqfpaUlpkyZAmtrazx+/BgikQi7d++uMhvLIzk5GevXr8eJEycgFou57YMHD4a5uTm8vLwQERGh0LkMDQ3Ro0cP9O7dG71790avXr24IDhEBA8PD2zbtg2urq6VtpvH46F58+Zo166dVGrQoEGlgmndv38fM2fO5L5TR0dHDB06FA8fPoSDgwMcHBzKDLmvr6+PkSNH4ssvv8TYsWNRv379CtkhEonw+vVruLm54eHDh3j06BEXSVwWBgYG2L9/P+rUqQN9fX3Url1b5lJfX79ag3slJydjy5YtsLOzK/N7KiwsxNOnT3Hv3j24urrC19dXJeVra2vDxMQE9erVUziZmJhU67QuRUVF+OGHH5CcnIynT59y2x8/foz169fDzc1N6piePXti48aNGDFihEqCyxUUFGDChAm4d+8eLl++jO+++w6RkZFYt24dLl68KJV/4MCB2LFjB3r16qV0WSEhIVizZo3cObNlsXHjRsybN6/C/7fqolqielY1qpjOISUlBYsXL8bVq1e5bUeOHIGenh6cnJzg4uJSZoVBW1sbAwYMwNixYzFmzBi0adNG7XOQpKWlYdasWbh165bE9gkTJuDYsWMSP9bi4mJcvHgRW7duxdu3UjNpKA2Px4OlpSU6dOggIQrbt28vIeiICG/evMHFixdx6dIlxMbG4tdff8XJkycrbYOq8fX1xZQpUxAYGMhtmz59Ot69e4d79+5xQudDeDweevXqhYkTJ+Lrr79Gy5YtkZ2dDUdHR1y7dg3Ozs7csUuWLMH+/fsVsickJAR///03zpw5w4mmefPm4fDhwxL5cnNzuekWSqZcKC0M371TanYUuRgbG3NC0NTUFKGhofDy8sKqVauwfPlyGBkZyT1WJBIhOjpaShCGhIQoLLZloauri1OnTqFXr15o0aKFyiOSERH8/f1x9epVXL16FeHh4di1axdWrFih0PFisRienp44f/48/vvvP2RnZ6vUvoqgr6+vtGCUlWrVqvVRzLMUGRmJQ4cO4eTJk0rffw0NDTRu3BjNmjWTm+rWravy+yAWi+Hu7o7Tp0/j2rVrKCwslJt3w4YNWLlypdINceomICAAy5cvh4uLC4D3UxQ5OTkBAFJTU/Hs2TN4eXnh2bNneP78OfLz8xU6b7t27Tgh2Lt3b1hZWeHFixfYtm2b1LsQAHr37g0iQnBwcIX/f8bGxjIFoaWlpcINKbm5uVi5ciX++ecf7NixA6tWreL2icVi+Pr6ciLQz89P7nl4PB569+6NL7/8El9++SXatWtX7u8vPj4ef/zxBxwcHORGmK0surq6coVhaYFYXh55Sx0dHZX/z9LS0nD//n04ODjg7t27Vf58NjQ0lCsK5QlGAwMDld0HoVCI48ePY968eVL7PDw8YGtrKzH5egl9+vTBpk2bMGTIkErbUlBQgK+//hpz587FhAkTuO2vX7/GmjVr4OzsLHXM119/jW3btqFdu3ZKl+fp6YkVK1bA29tb4WMsLCzQs2dP9OjRAz179kTXrl1r3PO2NEz4KcnNmzcxb948rtWypCehuLgYT58+hZOTE+7cuSMhDmTRoUMH+Pn5qb0VjIhw6tQpLFmyRKLlrlGjRggKCkLdunUl8otEIly9ehVbtmxBUFCQxL7hw4ejc+fOCAwMRFBQkELzvnwIj8dDixYtcOjQIbx69QoXL16Uulf+/v744osvyrym/Px85OXlKZ1yc3NhbW2NjRs3Km078L5F0NbWFnv27AERYefOnVi5ciVyc3Ph7OwMe3t7ODk5lTmnkJmZGTIzMyEQCKTuzZMnT2BmZoaioiIIBAIUFRVx6cPPJdsyMjLw5MkTeHl5QSgUYtasWRAKhXKPu3z5Mho0aMCVy+fzyxSGqampFbpXH2JkZARLS0u8ePFCYQEmEAjw9u1bCTH45s0bhXsESqOlpYXWrVtj0KBBICJuKpaSpaxtsvaJRCJkZ2cjPj4eCQkJEv8rTU1NDBw4EJqamjLP+ffff6NLly4y7SssLISjoyPOnTsHZ2dnFBcXy70WTU1NiEQipe9BVaKlpSUhDIcMGaJwo4YqSU9Ph4ODA6ZPn15mvry8PJw9exYHDhxAaGioysqvU6cOmjVrhv/++0/l070QEdzd3bFjxw54eHjIbXwyNDTE06dP0aFDB4ntIpGIey4UFhaWuV6R/SXLWbNm4dtvv5Vpm4uLC5YtW4bY2FhkZGTIFEpCoRBv3ryBl5cXl5TpFTx06BB+/vlnBAQEYPv27bh8+TLX27hw4ULY2dmBiJCamorg4GCEhIRIpIq864D3Db6tWrXC06dPpd618njw4AE8PDywadMmuXliYmLg6OgIR0dHPHz4sMxnRadOnfDq1asyn7kJCQn4+++/ceTIEbRs2RJhYWFKe2BUN5qamjIF4YMHD1C7du1Kn7+kceDkyZO4du0aYmNjVWC16indu7h06VLMmjVLbWURER4+fAhbW1s8efJEar+qpmYpLCxEWloamjZtKrXP3d0dq1atkpojVUNDA1euXME333yjdHlEhGvXrmHNmjUVrmtMnjxZZq9kTaBapnOo6lTRMX7yyMjIoBkzZtDXX38tN09UVBQdOnSIxo4dK9MvfuTIkSq1qTzevn0rMdB56dKlZeYXiUT033//UadOnbhjevfuLZEnNzeXnj9/Tv/++y+tXLmSxo4dSxYWFhUevwG8H9A/ffp0mjx5Mo0ePZr69etHXbp0oVatWlHDhg2pTp06xOPxKlWGKu69p6cnWVpa0vTp06X2FRYWkpOTE82YMYNMTEwqZas6UskAdUXh8/kUHBxMd+/epSNHjtDq1avp+++/p169eik0OL50atKkSYXud1FREd27d48WLlyodECEmpS6detGffv2pW7dupGVlRVZWlpSo0aNyNjYmPT09Cr92y4raWpq0tChQ6l79+7Utm1batSokUIBrFSVJkyYUKHvvqKkpKTQypUruWtUJMIx0ftn3927d2n06NEqvf7Y2FiVXJdYLCZvb29avnw5tWjRQqGytbS0yMLCgho3bkz16tWj2rVrS0WBVmcqLyhYcXExHT16lMLDwxW+DykpKXTr1i1avXo1DRw4sMwxca6urhLHvn37lmbNmkXa2tpkbm5e7rhIPp9Pr169okuXLtH69evpu+++o86dOysU/MvAwEDpsUfK5M/OzqarV6/Szz//TMbGxlLljxs3Tu6xL168oJ9++on7LfB4PIqLi6OcnBy6cOECjRs3rswxbTo6OqSvr1/uNEPVmdQVeCMjI4PWrl1b5vQRnTt3poiICHr+/DndvXuXzp8/T3///TfZ2trSggUL6Pvvv6fhw4dTt27dqHnz5pUa/yor7du3Ty3X/iFisZhcXFyoZ8+eEuU7OTlVWfnXr1+XCG5Yt27dcgNClUdRURH9/fffVK9ePal726RJkzK/r1mzZqno6lQP2Bi/ihMYGCjVgiqLgoICPHz4EHfu3IGTkxOio6Nx4MABLFq0SOU2lYVQKMS2bdtw48YNeHl5oVatWuUeIxaL4ejoiM2bN8PX1xdJSUkwMzMr8xg+n4+QkBAEBQXB19cX7u7uCA0NrTEtiP369YOnp2elz5OXl4crV65gxowZEtvz8/Nx/vx5XLt2DW5ubjWuZyYoKAjt27dX2fkKCwsRGxsr0UtYutcwMTGRy9u3b188fvxY6TLevn2L//77D05OTvDy8sKn9HyqKrS0tGT2DIhEIuTl5SEnJ0dmys3NVXh7WW65U6ZMwZkzZ9R5iQCAxMRE7N69G0ePHpV45owfPx4ODg5KnSs0NBQHDx7E6dOnJXp2O3ToAHd3d8TFxSE2NlZmSkpK4n6nmpqaKCwsrPD4SSKCt7c3/vvvvxrd2yAPW1vbCntZKIpQKIS/v79Er2BkZCQ0NDSQmZkJQ0NDqWPi4+Oxd+9ezJgxAx07dlS6TLFYjNjYWKkewuDgYM5Tonv37lK9EepCKBTiyZMncHR0xK1btxAeHo5jx45J9PqIRCI4ODjgr7/+knoPtm/fHjt27JB4lkdERCA8PFxhV9sP2bFjB8aOHYv8/Hzw+XyVLRV5B2hra0t51qiDqKgoHD58GKdPn0Z6ejq3fdWqVdixY4dS5yoqKkJGRgbS09MVThkZGTLrGWfOnMGUKVMqfX2KQkRwdnaGra0tNDU14eXlVaXu/kKhEKdPn8aGDRuwaNEirF69WiXnzc7Oxo4dO7B//37OrX7GjBk4evQoQkJC4O3tDW9vbzx//hxv3ryBSCTCiRMnpOqGNQXm6lnFEBFCQkJQv359mJqaVosNxcXFSg8aLvlDm5iYoGfPnuXmz87Ohq2tLY4dO1bm+BNVUadOHYWThYUFfvzxR7XaExcXB1dXVy6Vfhkog66uLnR1daGjo8Oty/qs6DYdHR388ssvVfrbKyoqQlxcHKKjo6GpqYnBgwdX6nzv3r2Ds7MznJyc4OzsXOaYlBYtWmDw4MEoKipCZmYm6tatC0NDQ2hoaIDH43HL0uslFUU3NzdER0dXylZVwePxUKtWLWhra0MkEkEgEKBVq1bQ19eHnp4eatWqhVq1apW7vmTJErW9iIkIhYWFcoVi8+bN0b9/f7WUDQCxsbHYuXMnTp48KeXyWLt2bSxYsADbt2+v0DjP7OxsnDp1CnZ2dlwQrFevXsl12wXeuyknJCQgNjYWaWlpFXI5KuHFixc4ffo0XF1dVTIGWxFKnhm1atUqc12R/b1790afPn2qxO7SpKam4s2bNxg6dGiVl52RkYHQ0FAUFxdjwIABVV4+ESE0NBRmZmYwNjZGbm4uTp06hQMHDlQ6mFRZmJmZSQQBmzhxInr06KHSMkqeNeWJw+LiYvz6668qLbssRCIR3NzccOrUKQgEAvz1119o1qyZ2ssVi8XIycmREoR9+/aFhYWF2sv/ECJCenp6tdVxCwoKuHemKomLi8O6detw9uxZNG/eXGZARD6fD19fX7Rp06bcTpLqggk/htogIoSFhcHd3Z1LycnJ5R63YMECGBsbKyzk9PT0VB60Q5WIxWK8fv2aixT2+PFjua2Qd+7cQb9+/aCrqwttbe2PIjhGdSIUCrmxtU5OTlLjRQ0NDREdHc1F+lMGIkJQUBAePHiA+/fvw93dvcyxmwBQv359DBgwQGEhpuj6h7+F4uJiiEQilb/YPkYiIyOxfft2nDlzRqpH09DQEIsWLcLSpUtVUgkRiURwcnLCgQMH0KVLF+zZs6fS51SWmJgYrkHpwYMHZTYqdevWDYsXL1ZauKkjUAajeoiOjoadnR1OnDihcMTasmjYsCEXwKtk7PzGjRthaWmJZs2a1Zho3NVNXl4e6tSpU91mMNSAn58fVq1ahSNHjlSLsK4sTPgxqgxFhaCdnR0WLlxYDRZWDfn5+Xj06BFcXV1x7949BAQEcPsGDx6MBw8esEpXBYmOjuZEoJubG4qKivDnn39i8+bNlT53cXExfHx8OCHo5eUlJTT09PQQHh6Oxo0bV7o8RtmEhoZi27ZtuHDhgpSbk7GxMZYuXYrFixcrHFRDWZKSksqcpqUqKGlUKhGCjx8/lujt1NHRQWhoKFq0aFF9RjKqHCKCl5cX/vrrL9jb20tMm1EeDRs2hIWFhUSvXcmUPc2aNZMZrZCI2DuL8dkhEAigo6NT3WYoDRN+jGpDnhCsV68ewsPD1VZhq2kkJibi/v37XOXt7NmzGDFiRHWb9dHD5/Ph5uYGT09PbN68Gbq6uio9f15eHjw9PXH//n3cv38f/v7+AIBZs2bh2LFjKi2L8f8EBgZiy5YtuHr1qlSF1tTUFMuWLcP8+fNljun61CkoKMDjx4+5Z8nr16/xyy+/4OzZs9VtGqMKyc/Ph7u7OzdHakkkbkXG2X84JpDBYHxaMOHHqDEQEd6+fQt3d3e0bNmyWsZlVDdEhIyMDLkTuDNqLqmpqdzEx1u2bPnoJnWt6bx+/RpbtmzB9evXpfY1bNgQK1aswJw5c1QSuv1TITU1FQ8fPsRXX33F3II/c0rmSg0MDJQQhMHBwRJDDwwMDBAQEFAlY9MYDEbVw4Qfg8FgMGosPj4+2Lx5MxwdHaX2NWnSBKtWrcKMGTNq9IS5DEZNRSgUIiIighOCAQEBMDc3x969e5n7JoPxCcKEH4PBYDCqhbLGyT158gSbN2+Gi4uL1L4WLVpgzZo1mDp1qspdeBkMBoPB+FSRJ/xqbohEBoPBYHz0XLx4EcuWLZPYRkRwd3fHkCFD0K9fPynR17p1a5w+fRphYWGYPXs2E30MBoPBYKgAJvwYDAaDoRYOHjyIn376iQvOQkS4d+8eBgwYgMGDB+Phw4cS+du3b48LFy4gKCgI06ZNU3oeUgaDwWAwGPLRqm4DGAwGg/FpQUTYtGkTNmzYAOD9xPS3b9/G5s2b8fz5c6n8nTp1wrp16zBx4sQaPVcng8FgMBgfM2yMH4PBYDBUhlgsxpIlS3Dw4EFum6amptQcfABgbW2NdevWYfz48UzwMRiMGk9CQgLs7e1hY2ODrl27sii6jBqLvDF+rMePwWAwGCqhuLgY06ZNw8WLFyW2fyj6evfujXXr1mHUqFEsoiCDwfhoMDc3h76+Pvr06QMtLS107twZPXr0QI8ePdCzZ0+0bduWNWIxajSfVI+fhYUF/fPPPzAzM0PDhg1hamoKLS2mbRkMBkPd5OfnY/Lkybhz547cPAMGDICtrS2GDBnCBB+DwfhoOXbsGObMmSO13dDQEDY2NpwQ7NGjBxo3blwlNhHRZ/VcPXPmDLKystCjRw906dKFTfXzAZ/FdA48Ho8++AxTU1N069YNly9fRt26davJMgaDwfh0ycrKwvjx4/H48eMy802aNAmnTp2CoaFhFVnGYDAY6uHIkSOYP39+ufnMzc05ITh27Fh07NhRLfY8ePAAdnZ26Nu3LwYOHIiuXbt+0gGyCgoK8OWXX+L+/fvQ0tJCp06duN7XHj16oF27dtDU1KxuM6uNz1L4Ae+jxN29exfNmzevDpMYDAbjkyY5ORkjR46Ev7+/Qvlbt26Na9euoVOnTmq2jMFgMNTLoUOHsHDhQoXyTpkyBQcOHICRkZHa7Dl58iRmzpwJAKhduzb69OmDgQMHYsCAAejRo8cnNzVOfn4+xo8fDzc3N6l9derU4XpfS1KTJk0+m17Rz1L4GRgY4Pnz52jXrl11mcRgMBifLFFRURg+fDgiIiLk5tHQ0ECrVq1gZWXFpa5du8LKyqoKLWUwGAz18Pfff2Pp0qVy92tra+PChQuYPHlyldizZ88erFixQmq7rq4uevXqxQnB3r17Q19fv0psUid8Ph/jxo2Du7t7uXkbNmyIHj16oG/fvli6dCl0dHTUb2A18VkKPwDQ0tLChAkTMGfOHAwZMoQNumUwGAwV8ObNG4wcORJJSUkA3j9rW7duzYm7Dh06wMrKCq1bt2aR7xgMxifNvn37sGzZMrn7bWxssGvXLgwePLhK7Fm7di22b99eZh4tLS10794dAwYMwMCBAzFo0KCPdpwcn8/H6NGj4enpWW7e9u3b4/z58+jWrVsVWFZ9fLbCrzQtW7bE7NmzMW3aNDRo0KCqzGIwGIxPiqSkJGzatAmNGjXihF6rVq0+6dZTBoPBKIvdu3dj5cqVZeYZO3YsduzYobZxfiUQEebNm4ejR4+Wm7dWrVrYvHkzli5d+lEHRMzLy8OoUaPw5MkTuXlGjx6N69evf7QCVxk+O+HXtm1bpKWlISMjQyqftrY2vv76a8yZMweDBw/+bPx9GQwGg8FgMBjqYceOHVizZg33uVWrVggPD5fIo6GhgenTp2Pjxo0wNzdXmy0ikQg//vgjrl69KjdPjx49cP78ebRu3VptdlQlubm5GDVqFJ4+fSo3z/fff4+tW7fC0tKyCi2reuQJv0/K79Hc3JwTcYMGDUJCQgLOnTuHfv36SeQrLi7G1atXMXToULRt2xZ79uxBWlpadZjMYDAYnxyFhYVISEiAv78/Hj58iKysLLWWV1xcjKSkJPj5+eH+/fu4ePEi7O3t1Vomg8FgfMjq1auxZcsW7vOpU6fg7OwsEcxKLBbj5MmTaN26Nf744w9kZ2erxRZNTU2cO3cOo0aNkpsnMDAQ169fR1FRkVpsqGoMDAxw9+5d9OrVS26ey5cvo127dli6dCnevXtXhdbVDD6pHj8bGxvaunUrfvjhBwwZMgTXrl3j9gUGBuL48ePcvB8foqOjg4kTJ2LOnDkYOHDgJ9ULKBKJkJeXp9ZIUgwGQ7WIxWLExcUhODgYwcHBCAkJwU8//YQBAwZUqR1CoRDR0dFIT09XOOXn53PHT5o0CVevXlV6fHV2djZiY2ORlpaG1NTUMpeZmZkSx+rq6uLx48ewsZFq7KwScnNzERcXB7FYrHaXLgbjc+XmzZtYunQpsrKyuDqboks9PT3Y29vD2tpaLbZt3LgRGzZswIsXL2BtbQ2RSITz58/jzz//RHx8vEReU1NT2NraYs6cOWpxl+fz+RgxYkSZvWAtW7bE/v37MW7cOJWXXx1kZ2djxIgReP78OYD3QV3q1Kkj1ftqaGiINWvWYMmSJZ+c+6e8Hj8Q0SeTrK2tiYgoPDycFi1aRLLIz8+nM2fOUN++fQmAzNSmTRvas2cPpaWlyTxHTUMsFlNycjJ5eXnRpUuXaNu2bTRr1iwaNmwYtWzZkvT09Ojx48eVLiczM5Pc3NwoNDRUBVYzyiIpKYmePn1a3WYwqoCioiIKDAyka9eu0ebNm+nHH3+krl27kr6+vsRzafDgwSQSiarcPrFYTLdu3aI2bdrIfWbKS1988QXl5uZWqNycnByytbWVug+KpNOnT6v2JpSiqKiIIiMjycPDg86dO0fbtm2juXPn0tixY+mLL76gunXrEgDS1tam58+fq80OBoNBlJCQQOPGjVPq+aClpUUODg5qt23dunUUGBgosS0/P5927NhBhoaGUna1bNmSrl69SmKxWOW2ZGRkUKdOnbiyGjRoQHXq1JGyYfTo0Sqt4+Xk5FBgYCCFh4er7JyKkpmZSTY2NgSABg4cSEVFRWRnZ0f169eXum5zc3M6deoUCYXCKrdTXQB4QTK0UrWLNVWmEuFHRApVkN68eUOLFi0iIyMjmQ8HHR0d+vHHH8nDw0Mtf0RlyM7OplevXpG9vT3t3buXFi5cSGPHjiUrK6tyK0abNm1SuryUlBS6e/cubd26lSZNmkQWFhYEgJo2bVrhihxDNhkZGXTv3j3aunUrTZgwgZo0aaL2yiujeggLC6MzZ87Q6tWr6auvvqI2bdqQpqZmuRUVAwMDio6OrlbbBQIB2dnZUb169RSuYM2ZM4cePnxIeXl5FS43MTGR5syZo9B9AkB16tShVatW0fXr1ykuLq5Sz+7Q0FD6/fff6ZtvvqEePXpQo0aN6H9jyctN+/fvr3C5jE8XPp9P/v7+n1QFs7oRi8V07tw5MjY2Vui/+dtvv1XJ/ReLxVRcXCxzX1paGi1dupS0tbWl7OvZsyd5eHio3J6kpCRq2bIlAaCJEydSYmIiTZkyRap8bW1tWrlyJeXk5JR5voKCAnr79i25ubnRmTNnaMuWLTR79mwaPXo0dezYkatbGxkZUWRkpMqvRxEyMjKoW7duNGrUKG5bdnY2/fnnn6Snpyd17R07diQnJ6dqr/Orgs9O+CkDn8+nf//9l3r37i33QdGuXTvat28fpaenV6iMEsRiMYWFhSl9noiICJo1a5bMh0RZqXnz5hQVFSX3RywWiyk2NpZu3rxJtra2NG7cODI3N5d7vqpoJfuUycvLo0ePHtHevXvp+++/5x7CH6YBAwbUuAdPUlJSjbPpY4PP59ORI0eodevWSv2PjYyMaMSIETR37lzatWsXXb9+nV69ekXZ2dlVfg1ZWVm0cuVK0tHRUdh+TU1N6tq1K82bN4/Onj1LYWFhSv+WgoKC6KuvvlLqvgGgRo0a0VdffUVbt24lV1dXyszMVKpcX19f+vLLL5Uqs379+mRvb08RERHV0kvLqF4EAgGFhoaSo6Mj7d27l+bOnUtDhgzhGvUWLFhQ3SZ+kiQmJtKECRMU+o+amprS1KlT6fr169XamB0REUE//PCDTBu//PJLCgoKUml5kZGR1KhRI5oxYwa37enTp2RtbS1VfsOGDens2bMkEonI29ubFi1aRBMmTKBu3brJ7DWTl+zt7VV6DcqSnp5OmzdvltqekJBAM2fOJA0NDSmbBw8eTD4+PtVgrepgwk9B/P39acGCBTK74QGQrq4u/fzzz+Tp6alQxeXdu3fk5OREtra2NHLkSDI2NqYOHTqQQCCokH0xMTG0YMEC0tXVVaoiYmBgQD169KDp06fTsmXLaPLkydS/f38yNTVV+Bzm5uZ05swZcnV1pYCAAMrIyGBCoAyKioro+fPndOjQIZo2bRp16NBB5gNGVtq8eTN5enpSaGgoZWVlVct9jo+PpwsXLtCsWbOoTZs29OOPP1a5DZ8qIpGIbt68Sf369VNayMiqwPTo0YO+//57+uOPP+jkyZPk7u5OsbGxahUdUVFR9P3331fY7nr16tHYsWNpy5Yt9ODBg3Jbl0vw9PSkXr16VeqetW3bln755Reys7Mjb29vKiwsLLdcHx8fGjNmjNJl1alTh3r16kWzZ8+mgwcP0qNHj5QWn58yfD6fvL296fjx47Rw4UJavXp1uc+77OxscnR0rFZXWpFIRDExMeTq6kqHDh2ipUuX0pgxY6hVq1Zl9k63adOG+Hx+pcrm8/nk4uJCAQEBKrqaTwexWEyXLl1SyjNBR0eHRo4cSYcOHaLY2NhqsdvHx4cGDRokZZuGhgbNnj2bEhMTVVZWQEAAbd++XWKbSCSiEydOyBR0vXv3phcvXpCbmxv1799fqedf+/btydnZmRITE6u1vlhW2YGBgTR+/HiZ9n///fcUERFRhZaqDsgRfp9ccJcXL16o5Fx8Ph9Xr17F0aNH4e3tLTOPlZUVZs+ejSlTpsDY2BhFRUV4/fo1vL29uRQRESF1nLu7OwYOHFgp+xITE7F7924cPXoUBQUFlTpXZdDV1UXjxo3RqFGjMpfGxsafVMAcRRCJRHB2dsaxY8dw+/ZtiMXiCp9LV1cXDRo0gJmZGbcsvV56aWpqCk1NTaXLSEhIgLu7O9zd3eHh4YG3b99KlB8aGormzZtX+BoYsnn27Bn27t0Le3v7Sv1GZKGjowMLCwtYWlrC0tISLVu25NYtLS1Ru3btSpfh7e2N33//XSpwQLdu3aClpYVXr16huLi43PNoaGigY8eO6NWrF3r37o1evXqhTZs2MoPCEBFu3LiB1atXS/xOAWD27NmIjY3F8+fPZU7nIwttbW107twZPXr04FLbtm1llu3t7Y3169fDxcVFoXPLo2nTpujUqROXvvjiC7Rp0wba2tqVOm9NhYgQGxsLf39/+Pn5ccu3b9+ipB6io6OD169fo3379hLHFhQU4MmTJ3Bzc4ObmxtevHgBAwMDREREwMTEpMqvpaioCHv37sXu3buVjli7YcMGfP/997CwsFA4kIdAIMDz58/h5uaGBw8ewMvLCyYmJnj79i0MDAwqcAUfL2KxGBEREfD19cWQIUNQv359mflSUlKwYMECXL9+XWJ7s2bNEBsbW2YZnTt3xpdffonx48fD2tpa6cBUFYWIcPfuXaxcuRKBgYES+/T19bF8+XIsX75cJd+5SCSSWU/IysrChg0bcPDgQYhEIm47j8fDzJkzsWXLFvj7+8PW1hZeXl5KlWlqaorOnTtLPPesrKxQq1atSl+PKnj06BFWrFjBBYQpQVtbG/Pnz8eff/4JU1PTarJOeT6LefxUKfxK4+fnh2PHjuH8+fPIycmR2q+pqQljY2NkZ2eXW8GxsbHB4cOHYWpqivr166N27dqVEkQpKSnYt28fDh06BD6fL7VfX19fIsJedaGrq4tGjRqVKxBNTEzULhBDQkIQGxuLESNGqLWc0iQkJODUqVM4ceJEuS+dyqKhoQFTU9NyhaJYLEZQUBCePHkCDw8PqWhXpfn111+xY8cO1KlTB7Vq1aoyEZ+dnY1Hjx5h3LhxNaLhgIjg6+sLT09PLFmyRKU2RUZGYv/+/Th58qTUf3bRokUwMzNDREQEIiMjERERgYSEBFT2+W1mZiYlCEvWGzZsqHCFh4hw/fp1rFq1CpGRkQDez5V06dIlFBQU4NWrV/Dy8uJSYmKiQuc1NjZGz5490bt3b/Tu3Rs9evSQiE5cXFyMEydOYMOGDUhNTQUAnDt3Dj///DOICJGRkXj+/DmXfH19UVhYqFDZhoaGsLGxkRCDpefcevr0KdavX4/79+9LHWtjY4Po6GilQ4Xr6OjAyspKQgx26tQJZmZmNeL3ryj5+fkICAiQEHj+/v7lhq3fsmUL/vjjDxQXF3NCx83NDU+fPoVAIJDIu2fPHixbtkydl1Euubm5OHbsGPbt26fwb7oETU1NtGjRAq1bt0abNm0klk2aNMGbN284oefp6Sn1fj9y5Ajmzp2rysupcYhEIrx9+xYvX76Er68vXr58iVevXiEnJwejR4+Gk5NTuf+L//77D/Pnz+f+iydOnMCYMWNw+/ZtODo64v79+2U2njds2BDjx4/H+PHjMXToUOjr66v0GmUhEolw5swZrFu3Tup31aBBA6xfvx6zZs1SayNRYGAgFi9eDDc3N4ntRkZG2LRpE+bNmwc3NzfY2tpKCSVl0NTURJs2bSTEYKdOndC0adNqeeYREa5du4Y1a9ZIddx8bBFAq1z48Xi8UwDGAUgloo7/27YBwCwAJZPmrSWiOzKOHQXgbwCaAE4Q0Q5FylSX8CuBz+fj8uXLOHbsWKV+6KXR1dVF/fr1OSFYspS1zdTUFPXq1ZPZSvPu3Tvs378fdnZ2EuL03r17aN++PYKCghAUFITAwEBuWZG5Y3g8HjQ0NCRaglSJjo4OJxDLEon16tVTuFIqFovx/Plz3Lx5Ezdv3kRoaCju3LmD0aNHq+UaykIkEuHevXs4duwYHB0dZd7Hkl7UlJSUGiHaP0RDQwN16tQpMxkYGJSbp3TS19fnvs+UlBTcunULN27cwIMHD7B06VLs2rWr2q5XKBTC09MTN27cwM2bNxEXF4dNmzZh3bp1aikvIyMD//zzDw4cOICUlBQAwKxZs3Ds2DGJfIWFhYiJieHEYIkgLFmv7G+nVq1aEr2DJYKwZcuWaNGihcwXX1FREQ4fPozNmzdDR0cHSUlJMl/ecXFxePbsGby8vPDs2TO8fPlSqmIvCx6PBysrK4lewfbt24PP52Pv3r3Ys2cPJk+ejNOnT8s8vri4GAEBARJiMDAwUGEB3bhxYwkhaGNjA39/f6xfvx4PHz7k8l28eBHff/89UlJS4O/vL5GCg4MVutbS1K9fX0oMWllZSXwHhYWF8Pf3R48ePZQ6t6opLCyEnZ0d7OzsEBcXp9SxDRo0ABEhMzMTQqFQbj4NDQ1s2bIFxsbG0NfX55Kenp7E59LbtLW11VaRLCoqwoULF7Br1y6EhoaqpYzS6OrqYt++fTA0NJS6ztL3oPS113SEQiFCQkI4gefr64tXr17JbdAODAxEixYtFDp3WloaFi1ahCtXrmDp0qX466+/uH35+fl48OABHB0dcfv2bSQlJck9j56eHoYNG4bx48dj3LhxaNSokdLXqQz5+fnYv38/duzYgdzcXIl9bdq0wY4dOzBhwgS1/a5LPCt+//13xMTESOzr0KEDDhw4gMGDB+POnTuwtbWFr6+v1Dl69eqFgIAA5OXlKVV23bp1pcRgx44dVeKloggCgQDHjh3Dxo0bpRrwmjRpgk2bNmHKlCkV8q6qKqpD+A0AkAfg7AfCL4+I9pRxnCaAMADDAcQD8AHwAxEFlVemuoVfaV6/fo2jR4/i3LlzMh9M6oLH48HY2FiuWNTT08OTJ0/g4OCAnJwczJkzB//884/UeYgIycnJnBAsLQwVdY8qjaamJkxMTFC7dm1oamqiuLgYOTk5apu4WVtbGw0bNpQrDOvXr4+IiAg8fPgQt27dQnJyMnestbU1fHx81NqaREQQi8VlPhQSExO5XsDSD1UdHR0kJCTA1NQUfD4fKSkpSElJQWpqqsxlyXpFvreahI6ODohIotdcQ0MDo0ePRv369ZUSmUZGRpV6QRQUFODevXu4efMmHB0dkZ6ezu0zNDRETEwM6tatK3GMWCyGUChEcXExatWqVekXQlFRES5evIg9e/YgOTkZSUlJcl3DxGIxRCIRhEIhxGIx9PX1kZKSIiUGS9bLqtwoSuPGjWX2FLZs2RJaWlrYsmULFi5cCEtLS4Wu9dWrVxJiUNGecSMjI/Ts2RO9evVC27ZtERwcjM2bNyt8Hbm5ufD19ZUQg8r0yrdr1w49evRA3bp18ejRI7x+/Ro//fQTzp8/LzN/cXExwsLCOCH45s0b+Pv7Ky2SNDQ00Lp1azRq1Ai5ubkIDg7G8uXLsWHDhmppKReLxRCLxdDS0gLwviLv4OAAOzs7uLu7V7k9H6KpqSlXIJYlGJXZZmRkhFu3bmHHjh0yG4cNDQ2hq6uLtLQ0GRaqDy0trTKFoSq2GRkZKT0H3cOHD3H9+nW8fPkSfn5+Cg9bsbGxwaxZs9CoUSM0bNiQaygu75lrb28Pe3t7uf9NsViMly9fwtHREY6Ojnj9+nWZ5+vevTvXG9i5c2e1/e/S0tKwefNmHDlyRKpBpE+fPti1axf69u2rlrKB9wJ09+7d2LFjh5THxKRJk7B37140a9YMDg4OWL9+Pfz8/Lj93t7esLGxQUxMjETvv7+/P8LDw5XyWuHxeGjZsqWEGOzcuTMsLCzUdu9zcnKwe/du7N27V+r32bFjR+zcuROjR4+ukR4Z1eLqyePxWgC4raTw6w1gAxGN/N/nNQBARNvLK68qhV8JeXl5uHTpEo4ePYqXL1+Wm9/IyAh8Pr/M1kxV0rRpU8TExCj8oyQipKamIigoCH5+fnBycoKPj0+FegeB9+5QjRs3RmJiIpKSkuQulXWJqgxTpkzBgAEDIBKJFErFxcXIy8sDn89HXl4e8vPzJVJhYSEKCgpQWFiIoqIiLtnY2KBx48ZS5xMKhVKfs7KykJ6ezvXW1qtXDwYGBgrbKGts2J49eyAWi+UKRXX12tYEOnXqhCFDhkAoFMpMxcXFUtsKCgqQlpaGd+/eITs7W+54O01NTWhra3MV3ZJUmtGjR8PU1JT7rhVZyttXXFyM/Px87j8sK1/p57iBgYFMl/TS5OfnIyoqSmZPYWRkJIqKiip877t27Sqz5VdZEhMTJYTgixcvFHLTlNU7qizJycnw8fGREIOKNmJt2bIFz58/h729vVLiPzMzE2/evOGEYIkoVKZhUU9PD3l5eUqNSSIi5OfnIzs7Gzk5OdxS3rq8/bm5ufj777+xaNEiqTLevHmDgwcP4ty5c9U6Jl2dGBsbc41vRAQPDw/s3LkTzs7OXB5LS0uEh4cjOzsbb9++RVhYGIKCgvDo0SMEBgYiMzOzusyvNJcvX8Z3332n1DEikQguLi44cuQInJycKuW6Hh8fL+GKLY/CwkKFx5TFxsZyLqFubm5ye+q1tbXx7t07GBoaKmWzsoSHh2Pt2rX477//JLbXq1cPsbGxandDjYmJwbJly6TGTY4bNw6Ojo4A3ovnmzdvYv369QgICICtrS02btwo83x8Ph+BgYESHhF+fn5KdRhoamqCz+dDV1e3wtelCImJiVi/fj1OnTol8b7X0dFBVFQUGjdurNbyK0JNEn7TAOQAeAFgGRFlfnDMNwBGEdHM/33+BUBPIlpYXnnVIfxK4+vri6NHj+LChQtyX9a2trbYsGEDsrOz8e7dO66iWd6yvIqcPM6dO4fvvvuu0q4eAQEB2LdvH5o3b44GDRpI9BCWuKPJIi8vT6GeF4FAgOTkZE4IlojC0NBQvHr1CrGxsQoFiGD8P2/fvkWrVq1k7hOLxcjMzOTEYGhoKFxdXfHs2TMkJCRUumxDQ0OMGjUKubm5yMvLQ15eHnJzc5GZmYmcnBz2XaoRfX39SnkhiMViJCUlye0tLBlLJ49Jkybh2rVrFS5fHgKBAH5+fhJiMCoqSirfqVOnMH36dJWWTUQIDw+XEIKvXr2SKZBTUlJQv359EFGlg0KIxWJER0fD398fT58+hYuLC0JDQ+UK83bt2mH79u1KizhVBRUqGaMnj4yMDJw6dQqHDh1CdHS0xL5GjRph8+bNePToEZ49e4bIyEilG0iNjIxQVFSk8DhOVWJubo74+Hip7a9fv8auXbtw5coViMVi+Pr6omvXrjLPkZubiwsXLuDixYvw8vJS6vp1dHTA4/Eq1WhTGRwcHDB+/PgKHx8TE4Pjx4/jxIkTZdYpZFFy3ep0ac3NzYWrqyvnElq6sXrEiBGVDvakDN7e3lixYgU8PT0BAPv378eSJUuqrPwHDx5g8eLFCAoKgpaWFvz9/aUCMonFYly7dg23b9/G2bNnFT43ESE+Pl7KRT40NFRmY3WHDh0QEBBQ6WtSlKCgIKxevZoTur///jv27t1bZeUrQ00RfmYA3uF9mNTNABoR0a8fHDMZwMgPhF8PIpJuRny/fzaA2QDQrFkz6w/9kKuD3Nxcrhdw/vz58PX1xYULF5CdnY3GjRsjJiaGc4dRlKKiIqSnpyssFN+9ewehUIiHDx9i0KBBKrs2IpLqPUxPT0dwcLDEGMKgoCDo6upygR6UIT8/H/b29jh58qSUi9DcuXOxdu1aJCQk4MqVK7h06ZLSL4nPhZCQELRt21bp4yIjI3Hp0iVcuHABwcHBAN4/XG/duoW0tLRyXU8zMjLQr18/7qUEvA+QtHDhQjx+/Fhl18eQjY6Ojlorf3l5eTJ7CiMiIhAdHY3ffvsNO3fuVFv5pUlOToa3tzcXNMbHxwe+vr5o166d2ssWCAR48+aNRM9gQUGBzEjOFSU/Px+3bt3C+fPn4eLiUuN76VesWKHQeFyRSAQnJyfY2dlJBMcJDAyElZUVgPf39969e7h8+TJu3bolMUaIx+Phm2++QXZ2NuLi4hAXF4e8vDykpqaifv36EIvFKCwslPDMKCgokPLW+HCbInk+3FZCq1atpCLMliYyMhJ79+5Fo0aN8Oeff5Z7j7KysnDr1i1cuXIFrq6uEiJQW1sbs2bNQnx8PN6+fYuIiAhs2bIFK1asgEgkQkFBAWdjaVuV3Vbe/tK/R1dXVwwbNqzc6yqP4uJi3Lx5E//8849UYJESevfuzTUWJycnw8TEpNwGKVUiEong7e0NR0dHODg4YN68eVi4sNy+CZVCRHB0dMTRo0dhb2+v9h6vDykuLsaRI0eQnp4ut0cPeC8AVREVtbCwEMHBwVK9g8OGDcPFixcrfX5lefToEbZu3YqLFy+iXr16VV6+ItQI4afIvo/N1bM8SoRSfn4+rl+/jhMnTuD333/HV199pfZys7Ozoa+vr7TfvaooKChQOPIREcHHxwenTp3CpUuX5PZwlrhOpqenV5m7bGm0tLSgq6uLWrVqoVatWhLjHGrXrg19fX3Url0bderUgYmJCQwMDKCpqVlm0tLSKjdPRVKTJk0q9d0TEfz9/XHhwgVcunQJ//77L4YOHVrucQKBAHw+H8bGxlLnCw8Px927d+Hs7IyHDx+W2zJvaGiIhg0bQltbG1paWnJTyf6SRgkdHR3o6elJ7JOXNDU1ud7l4ODgcsd31a9fH+3bt5dZvra2NrS1tWFgYAA9PT2J77f0UtY2RfYperyFhUW535M6EIlEKCoqqpLId7IoLi6W+B1UNQKBoNLPW5FIBA8PD5w7dw7Xr1+XCuqgbnR1dWFoaAhDQ0MYGRlJrcvaVrLeuHFjueH15REUFISDBw/i7NmzWLRoEbZvl37VFxQU4M6dO7hy5QocHR1RWFiIRYsW4cCBAwDeP1tycnJgaGhYpd89EXECUygUwszMrNxjKvIbSU9Ph729PS5fvgx3d3eIxWJs3LgRtra2AMC5hFd1WPwSN/T8/HwYGxurvPzQ0FAcPXoU//77r4Qb7Pbt27F69WoA74VFVlZWtUzrUYKqxA1DOYgIRUVFNWY6iJpGjRB+PB6vEREl/W/9N7x34fz+g2O08D64y1AACXgf3OVHIpKc1EQGNVH4yUIZQfSpk5aWhvPnz+PUqVNV2l0PvB+TUa9ePS5aakkq63NVt6rVFMRiMdLS0hSq2ChKQUEBHj16BGdnZzg7OyMkJEQqT8uWLREcHFylUelSU1Ph4uKCu3fvwsXFRSpojrGxMaKioiSmFWAwVEVwcDD+++8/eHp64unTpwpHZ9XQ0EDdunUVFmnytlXXMy4rKwv379/HN998U2a+3Nxczt3u6NGjn908dsnJybh+/Trc3Nxw8eLFz+KdVFBQgCtXruCff/6Bt7c3WrdujdDQ0BoZUIPBqClUR1TPSwAGATAFkAJg/f8+d8F7V89oAHOIKInH4zXG+2kbxvzv2DEA9uP9dA6niGirImV+LMKP8d5HfdeuXXBwcKh0z52WlpZcocbj8RAfH4/Q0FD4+/ujqKgIPB4Pr1+/RqdOnVR0NQxVEBUVBRcXFzg7O+PBgweca9exY8cwa9asarFJJBLBx8cHd+/exd27d/HixQsQEdavX48NGzZUi02Mz4fi4mK8evUKjx49gqenJx4/fiw3em/Tpk0RGhrKGhUZnzSvXr3CP//8gzlz5qBbt27VbQ6DUWNhE7gzahREhKioKIlADa9fvy5XBHbq1Ak7d+6UEHqKuvcUFhbi0aNHuHPnDvT19bFt2zZVXQ5DxQgEAjx58gTOzs4IDAzE9evXa0TLdlpaGu7du4cnT55g3759zMWEUaWIxWIEBQXB09MTnp6eePTokUQwJnXOL8lgMBiMjwcm/Bg1noKCArx8+RLPnj3jBGFiYqJUvidPnqBPnz7VYCGjupAVVIjB+NwhIkRHR3Mi0NfXF46OjgqFtWcwGAzGpwsTfoyPjpKwvqV7BV++fAkrKyu8ePGi0hNkMxgMxqcGCzTBYDAYDHnCT7k5BRiMKoTH46Fp06Zo2rQpJk+eDOD9tBZ+fn7IyMhQOnocg8FgfOow0cdgMBgMeTDhx/io0NXVRY8eParbDAaDwWAwGAwG46OCNQ0yGAwGg8FgMBgMxicO6/FjMBgMBoPBYDAYNQ6xWIw9e/YgPz8fPXr0QPfu3dlQn0rAgrswGAwGg8FgMBiMGkleXh7GjBkDT09PAICFhQV69OjBpW7dukFfX7+araxZsKieDAaDwWAwGAwG46MjLy8Po0aNwpMnT6T2aWpqomPHjhJi0MrKClpan69jIxN+DAaDwWAwGAwG46MkNzcXI0eOhJeXV7l59fX1YW1tjXHjxmH58uWfXcRjNp0Dg8FgMBgMBkMmIpEIfD4ftWvX/iTmyRWLxTh+/DiePn0KsVgMsVgMIpJYylsnImhpaeHQoUNo2rRpdV8K438YGBjA2dkZI0aMgLe3d5l58/PzYWxsjGnTpn12oq8smPBjMKoBkUiEnJwcZGVlyU0NGzbEvHnzqttUBuOTpri4GMXFxSjxflF0WXrdyMiIVSwYNYLc3FxcuHABOTk54PP5Eik/P7/MbUVFRfjmm29w5cqVCpVNREhPT0dycjKSkpK4ZVZWFv744w/Url1bxVdbNhoaGpg5cyby8/Pxxx9/oKCgQOFjeTwerly5wkRfDcTQ0BAuLi4YMWIEnj9/Ljff3LlzcfjwYfB4vCq0rubDhB+DoSYSEhKwbds2xMfHS4m6nJycMo81NjYutzWLwWBUHj6fj+XLl+PkyZMVOn7x4sXYv3+/ao1iMGTg5+eHefPmoaCgAPXr14epqSnq168vtd6oUSOcOXMGz549U+r8vXv3xtmzZ6UaMYRCIRISEqQE3YfLlJQUFBcXS533xIkTVS76StDU1MRvv/2Gr776CrNmzYKbm5tCx/3999+YPHmymq1jVBQjIyO4uLhg+PDhkDfE659//kFqaiq2b9+ONm3aVLGFNRc2xo/BUCOJiYlYu3Ytzpw5o/AxmpqacHFxwdChQ9VoGYPBKI2rqytmzZqFmJgYhY+ZNm0aTp48qXRvn1AoRG5uLrKzs5GTk8MlRT537twZx44dYz2MnylpaWn4/vvvFRYwPB4PitTzNDQ0cO3aNYwdOxY6OjoS+8RiMa5cuYI///wTkZGRStk7Y8YMnDhxQqlj1AUR4eTJk1i2bFm5ja/6+voYOnQoxo4dizFjxrCevxpKZmYmhg0bBl9fX7l5NDU1MWfOHNja2sLMzKwKrateWHAXJcnNzUVsbCzi4uIQFxeH2NhY/PDDD7CyslLJ+Rnlk5SUhNOnTyM/Px+FhYUoKChQaFmyPn36dOzfv7/cbv6srCxERUUhMjISkZGR6NWrF/r376/Sa3nx4gWWLFmCp0+flptXT08Po0aNQr9+/dCvXz907doV2traKrWHwWBIk5ubizVr1uDQoUPl5jUxMYG9vT369eun1HiozMxMrFmzBseOHVOoQl4aCwsLPH/+HKampkodV1MQCASIiopCeHg42rdvD0tLy+o26aNEKBRi3bp12LFjh8LHKCoA9fX10a9fPwwePBiDBw+GtbU1FxlRIBDg5MmT2LRpE5KTkxUqt2/fvujduzesra1hbW2Nli1bVnujRUJCAubPnw8HBweFj+nUqRPGjh2LsWPHolevXp/EGMhPhYyMDAwdOhSvX78GAHTs2BFCoRAhISES+erUqYMVK1bg999/R506darB0qqFCb9SFBUVISEhQUrYlV5mZ2dLHPP111/j+vXrzFe4inn+/DnmzZtXZmuOLMaPHw97e3toaWlBIBAgNjZWQtxFRkZynzMzM7njOnToAB8fH+jp6an6UkBEuHLlClauXIm4uDiFj9PT00OvXr3Qt29f9OvXD71794ahoaHK7WNIk5OTg4yMDOTm5iIvLw95eXncurxl6fWff/4Zv//+e3VfBkNJHj16hF9//RURERHl5q1Xrx7GjBmDcePGYeTIkTAyMlKojFevXmHx4sV4/PixQvm1tLTg7e2Nbt26KZS/uiguLkZ0dDTevn2L8PBwvH37lksxMTEQiUTo1KkTnj9/Dl1d3eo296Pmxo0bmDp1KnJzc8vMt3jxYsycORMLFizg5kFTFAMDA/Tv358Tgl26dEFhYSHs7Oywc+dOZGVlKXU+Q0NDdOvWDd26dePEYOvWratcDBIRrl69ikWLFiEtLU1iX3ki2cTEBKNGjcLYsWMxatQomJiYqNtcRjmkp6dj6NCh8PPzw9SpU3HixAmcOnUK69evl2qkaNiwITZs2IAZM2Z80tM9yBN+IKJPJllbW1NZ3L17l9q1a0cAlEotWrSgjIyMMs/9uZCXl0evX7+m//77j1xcXKqkTKFQSAcOHCBDQ0OFvi8DAwOaNGkSDRo0iJo3b04aGhoKHaerq0v+/v5qvx4+n08bN24kfX19pX+LAEhDQ4O6dOlCCxYsoEuXLlFcXJzabf5cSU5OpunTp1foexo1ahQVFxdX9yUwKgifz6fff/+deDyewt+5lpYWDRkyhPbt20dhYWHlliEWi+nSpUvUpEkThc6vo6ND/fv3p7Vr15KzszPl5OSo9JrFYjElJCSQu7s7HT9+nFauXEmTJ0+mmJgYqbxRUVF09+5dOnDgAC1atIhGjx5NrVq1Ik1NzXKfs2/evFGp3Z8zISEhZGVlVe5vZ8CAAXTmzBk6ceIEmZmZSe3v0KGDQu/KunXr0ldffUX79+8nT09PWrVqFenp6VXoGVn6nT1gwAD67bff6Ny5cxQUFERCobBK7l9aWhr99NNPEvY4ODjQtWvXaPr06TLv1Yfv4759+9K2bdvIz8+PxGJxldjNkCYtLY2++OILmjt3LrctNzeXNm7cSHXq1JH67tq1a0c3btz4ZL8zAC9IhlaqdrGmylSe8CMiyszMJFtbWzIwMFD4odSqVSuaP38+/fPPP/T06VOVv2xrGvn5+fTmzRuyt7ennTt30syZM2ngwIHUuHFj7p7Url2bwsPDq9SuxMRE+uGHHxT+3mT90ctKjRo1ogULFtChQ4fIzc2NkpOT1fpAiIuLk3rhAKBDhw7R/PnzqVOnTgpXOps3b04//vgjHT58mPz9/UkkEqnN7s8RLy8vsra2Vvi31KRJk0+msUgsFlNSUhI9fPiQDh8+TIsWLaLLly9Xt1lVhpeXF7Vv317i+zUxMaHu3buX+zto27YtLVu2jB4+fEgCgUBuGXl5ebRu3TrS1dVV6pmloaFB1tbWtHTpUrK3t6fU1NRyr6fk+3z06BGdPHmSVq9eTd988w117tyZateuLVWGra2tzPOEh4fTnDlzSEdHRymbu3XrRqdPn6anT5/Su3fvKvy9MP6f3Nxc+u677xS6/0ZGRjRjxgz68ccfJUS6u7s7ZWZmkoODA/3222/UuXNnhc5nampKY8aMoX79+pGWlpbEvhEjRpCtrS2NGzeOGjVqpNTvpHbt2tSvXz9asmQJnT17lgICAtQqBm/fvs01wPz999/cdpFIRD4+PrRhwwaF/vNNmzalOXPmkIODA+Xl5anNXoZsUlNT6eTJk1Lbk5OTaf78+VK/UQDUt29fevr0aTVYq17AhJ8k6enptHbtWqXFQUmytLSkr776itatW0f//fcfhYaGVlkLlapISkoiBwcH2rt3L82dO5eGDh1KzZo1U0hsyPpjVRWurq7UunXrCn1vyiZjY2Pq27cvzZw5k/bt20d3796lmJgYlQpCLy8v6tGjB1fm7du3uX2ZmZl09+5d+uOPP2jgwIFUq1YtheyuW7cujRkzhrZu3UoeHh6Un5+vMns/V4RCIR07dozq1auncAVr3LhxtGfPHvLx8anxvX9CoZDevn1Ljo6OtGvXLpo+fTr17t2b6tatK3FdLVu2/OwqNAUFBbR27VquomxiYsIJqBMnTtCECRNkiqYP/5Pff/89nT9/Xq7giYqKokmTJsk8XtFGoPbt29Ps2bPp/PnzXE+dg4MDffvtt9S1a1elGj179OhRpmAlet8gt3LlSqXOWzrVq1ePevfuTVOnTqVt27bRtWvX6M2bN+yZpSRisZj++usvqR7Xpk2byr337dq1o5YtWxIA2rFjh9Q53717R9evX6eFCxdShw4dFPo+S7+jOnbsKPGuTExMJEdHR9qwYQONHz9eojFZkaSvr099+vShRYsW0b///ktv3rxR6XM1Ozub5syZQzNnzpSbJzk5mU6fPk3ffPNNuV5Iurq6NGrUKLKzs6PIyEiV2cmoOKGhoXKfsRMnTqTQ0NDqNlFlQI7w+yzH+JXm3bt32LNnD+zs7JCfn1+p8vX09NCxY0d06tQJX3zxBTp16oROnTqhXr16lTqvuigqKsL58+exa9cuhIWFKXycvr4+VqxYgbZt26JNmzZo3bp1lY85KywsxK5du7Bt2zYUFRVx27W1tVG3bl0pn31VU7t2bbRv3x7t27eHlZUVt7SwsKiQz7hYLMbFixexevVq/PTTT9i5c6fMfAKBAK9evcLjx4+59O7du3LPr62tDRsbG26cYN++fT/aABHVTUZGBmxtbXHkyBGIxWKFjzM0NES/fv0wcOBADBo0CN26dau28QWJiYl49OgRgoODERwcjJCQEISFhUn8l2TB4/Hg6emJvn37VpGlkhQXF+PNmzfw8fFBeHg4tm7dKhWBUJ34+vpi+vTp8Pf3R0JCAho3bsztKywshLu7O27fvg1HR0fExsbKPY+Ghgb69u2LcePGYdy4cWjfvr3E+HE3NzcsWbIEAQEBEttEIhEePXoET09PPHv2DIWFheXa3Lx5c/Tr1w9mZmbw8vKCl5eXwtdramqKTp06oU2bNtzzvk2bNmjRooXUbzcrKwuHDx/G/v37VfL85fF4aNasmUS5JevNmjWr9gAhNRVPT09MnjwZKSkpAID4+HgEBwfjxIkTuHHjBgQCgdQx2trasLCwwIkTJ9CvXz+5sQxSU1Ph7u4ONzc3PHz4UKF6Q8OGDTFs2DAMGTIEgwcPRosWLST2Jycnw9fXFy9fvuRSfHy8wterp6eHzp07c+MFra2t0b59+0oFRIuOjpayUxbFxcV4/PgxnJyc4OTkJBVM5EPat2/PBYjp27cvC9pWjXh5eWHlypVSY6w/pQigLLhLOaSmpmL37t04dOiQxCSf+vr6WLduHd68eQN/f3+EhIRAKBQqde7GjRtzIrBEFLZr165KKyxlIRKJcPPmTWzfvh0vX76s0DkaNmzIvZxLp5YtW6r1OsPDw7Fw4UK4uLgAeP+nzc7ORkREBB48eID79+/Dw8MDfD6/3HNZWlqiXr16yM/PR2RkpFKTvZago6ODtm3bSgnC1q1bKxTIgM/n4969e/j6668VKo+I8PbtWwkh+PbtW4WObdeuHScE+/Xrh5YtW9b44EXv3r3DkydP8PjxYwiFQuzbt6/abPbz88PChQulXhyKRs+rU6eOhBC0trausoqAUCjE9evXsXv3bqX+87q6uujXrx8sLS3RsmVLiWXdunVVaqNYLEZYWBieP38OHx8f+Pj44PXr15w4/eeffzBnzhyVlqkIAoEAO3fuRP/+/TFo0CCZeYgIAQEBuH37Nm7fvg0vL68yfxOWlpacCBw4cCB0dHQgFArxzz//wNbWFpmZmdi3bx9+++037piioiK8fPmSE4KPHz8uN0Q9ANStWxf6+vpISkpS6HcqC21tbVhaWkqIshJhZmBggH///Re7d++WOTXG6NGjERUVhYiICJlzvimCrq4uWrduLSEGS5Y1taG1KklMTMS3336LJ0+e4NWrV+jSpQuA98/P8+fP48SJEwgMDJR5bJs2bTBjxgxMnTq13IpvQkIC3N3d8fDhQzx8+FChqR5atGjBBYoZPHgwmjRpIpUnNTVVSgyW1ZDyIbVq1UKnTp0kxGCHDh3U/nyNjIzkRKC7u3uZDWlGRkYYMWIExo4di9GjR6NBgwZqta2mQUTVXt8gIjg4OGDVqlUIDQ2V2PcpRAD9LISflZUVPXjwAA0aNKhwqN3k5GTs2rULR44c4VpT/f398cUXXwB4/7INCQnhhGBJSkpKUqocLS0ttG/fXkIM1qpVCwKBACNHjqyQ7ZWFiPDgwQPs2LEDDx48UMk5NTQ0YGFhIVMUNmnSRCWttkSEa9euYenSpUhMTMSTJ0/Qp08fbr9AIMDz589x//593L9/H97e3uWK9yZNmqBXr16wsLCAnp4e4uPjERQUhODgYKmIr4qgqamJli1bSgnCdu3aqXxi25SUFDx9+pQTgr6+vgo1VpiZmUkIwS5dupT5ohSLxRCLxWrrtSIiREREcNfx5MkTiRbVZ8+eoWfPnmopW1GICBcvXsSKFSu4Z0CdOnUQFhaGJ0+ewMPDA+7u7hI9N/KoXbs2+vbtywlBGxsbtTcOEREePXqEPXv24Pbt25U6l4mJiUxB2LJlS5ibm5f5TCYixMbGcgLPx8cHL1++lCtkevbsiadPn1Zrr48yFZe0tDTcvXsXt2/fhrOzc5lRGA0MDDBixAiMGzcOY8aMgaamJtatW4f09HRcuXJF7nEikQj+/v7w9PTkxGBqaqrS11VZDAwM0KZNG7Rq1QoCgQA+Pj4SPTguLi4YMWIEhEIhoqOjERYWhrCwMISGhnLLhISECpdvYmIiJQZL7FFHtOaaSnFxMZYvX47Ro0dj1KhREvuICN7e3jhx4gQuX74ss2FUS0sL48ePx8yZMzFy5EiF6lQxMTGcCHz48KFC0atbtWrF9QYOGjQIDRs2lJnv3bt3UmIwOjq63POXoKOjIyUGO3bsqLZnLJ/Px4MHDzghWNZvmsfjoXv37lxvYNeuXZV+tr179w5eXl4YN25ctQuqDxGJRAgMDIS3tze8vb0RGBiI69evS3hMVCdCoVBuBFAzMzNs3Ljxo4wA+lkIv/+NgYCmpiYaNmwIc3NzNG7cWO7SyMhI7h8kMTERO3bswNGjR7Fx40asXr26zLLT0tI4MViyDAgIUMgVpzR16tSBjY2NRA9hhw4doK+vr9R5KouPjw927twJe3t7qVbhQYMGQVdXF2FhYYiOjq5wq3GtWrW4VtsPU0XcEHNycrB+/Xq0bNkSCxculJsvNzcXjx49wv379+Hi4oLg4OByz92xY0cMGzYMQ4cORZs2bRAXF8cJwZJlRStZzZs3lxKE7du3h7GxcYXO9yF8Ph/Pnz/nesqePn1abvhv4H1vd+lpJHr16oXi4mLcu3cPd+/eRXh4ODw8PFTWilpcXIzXr19zIu/x48ecu9KHTJ06Ff/++69KylUFubm52Lx5M/766y8IhUKJVnbg/Uv50aNHnBD09/cv95x6enoSQrB79+5qDX8fHByMv/76C2fPni3X5VNZdHR00KJFCwlBaGlpibCwMDx8+BC+vr5K/X86d+6Mbt26oUGDBmjQoAHMzMy49QYNGqB+/fo19iUtEAjg6enJuYSWNWUEj8dDz549MW7cOHTv3h3Dhw9XuFJHRAgLC5MQgspUlAFg+fLlqF27NmJiYjhhlp6ertQ5PqRhw4YYP368xPPe0tJSogKel5eH8PBwCTFYslSkV1MWn6vraGFhIWrVqiV3f25uLq5evYoTJ07g2bNnMvM0adIE06dPx6+//qqQCyTw/vcXGRkpIQQVaSBv37491xs4aNCgMusC6enp8PX1lRCEykwwr6Ojgy+++EJiaokvvvhC5c9ZIoK/vz8nAp89e1bmMIGGDRtizJgxGDt2LIYPHw4DAwOpPPn5+fD09OQ8m169eoWVK1fKHSZSlSQmJnIiz9vbGy9evEBeXh63f8eOHVi1alU1WiibvLw87Nu3D7t375awFwDatm2LHTt24Kuvvqpxwloen5XwUxR9ff0yhaG5uTlEIhGePHmCqVOnKm2PSCRCeHg41yvo5+eHFy9eKN07yOPx0Lp1a6mxgy1atFD7yyokJAS7d+/GuXPnOLecmTNn4vjx4wDev1QiIyO5VtvSSV6lXRFMTExkCsJWrVqV20OWn5+vlFBOTk6Go6Mjjh49itTU1HJbKbW0tNCzZ09OCPbs2RM6OjpIT0+XEIIlS2Xm7CtNw4YNZQpCMzOzSj14RCIR3rx5w4krT0/PCrWw79+/H0uWLKmwHWKxGG5ubpyb2rNnzxQeZ9uyZUs0adIEdevWlUpGRkYytxsaGqp90t2QkBAsWbIEEyZMwLx58+TmS09Ph6enJzw8PODh4YHXr1+X24Cira2N/v37c0KwR48eZVboKkpKSgoOHTqEQ4cOISMjQ2Lfd999h86dOyMyMhIRERGIjIxEXFycUmMdZVGrVi0UFRVVuBFJFvXq1ZMrDD/cZmBgUC0vcyJCaGgo5xL6+PFjiEQiufmbNm2KcePGYfz48Rg8eLDS339cXJyEEAwKCir3GE1NTXTt2hUDBgxA//79YWVlhYyMDE6MlaS3b99WyD2+pIwPPUNKRJm5uTn33RARUlNTJcRgybqqXUdL1j8n19GAgACcPHkSZ8+elfrvA+/rIsOGDcPMmTPx1VdfKSWQShoiSsYHuru7KzQW9IsvvuB6BAcMGFBug2hmZqaUGAwPD1fYTm1tbXTs2BHW1tacIOzUqZNKn7Xp6elwdnaGk5MTnJ2dJeYSlmXPgAEDMGrUKDRr1gxhYWF48OABnj59KjFe09jYGBERESprMFYUPp+Ply9fSgi9ssZotm/fHq9fv64xQ51kkZKSgk2bNuHYsWNS3lJ9+/bF7t270bt372qyTnGY8KsE9erV44SgPJHYoEEDmSIsPj4eLi4ucHFxwf3798v8gyuLvr4+2rZtCysrK3To0IEThfXr14e2tjY0NTVVVpmJj4/Hvn37cOzYMdSqVQvJycnltqhnZ2fj7du3UoIwNDRUqjVFGZo0aSJTFLZo0aLSvU8l7oUlbqFubm7lfme1a9fGwIEDMXToUAwbNgwdO3aU+C3k5uYiJCREShBGRkZWqMJsbGwsUxA2bdq0Qg0BJW52JULQ3d1doV5Q4P14jdLuoVZWVkrZEBMTg/Pnz+Ps2bNKBRiqKAYGBgoLxQ+3GxkZKfT7IiIkJibC3NxcYbsyMzO5e+/h4YFXr16V+9vQ1dVFr169MGjQIAwcOBC9evVSqSsbn8/HmTNnsG/fPq5XavDgwXBzc5PIJxAIEBMTwwnBD5eKjK+tbmrVqlWmMCy9zdTUVG1jhTIzM+Hs7Izbt2/j7t27ZT579PX1MWzYMIwfPx5jxoypkNvUu3fv8PjxYzx69AiPHj1S6HcHAFZWVhgwYAAnBps0aQKxWIz4+HiZz/vo6OgKNw7o6+ujdevWUuMJ27RpI1HJrQrX0dLC8FN2HS0qKsLNmzdx4sQJ3L9/X2aeevXqYcqUKZgxYwY6dOigdBlEhMDAQK430N3dvdx3LY/HQ9euXbkewf79+ysUWC4rKwuvXr3ihKCvr69S7xstLS106NCB6xXs1q0bOnfurJLvXygU4tmzZ1xv4Js3byp0njFjxuDXX39FrVq1oKenJ7H8cJuOjk6l64bPnz/HsmXL4OXlVWZj1YdoaWmhQYMGMDU1Rf369SWW8rZVVxCcsLAwrF27FtevX5faN3HiRGzfvh1t2rSpBssU47MQfjY2NuTg4IDExEQkJCTIXapSfJWgpaWFhg0bonHjHoW2wQAAO59JREFUxtDW1gafz0diYmK1jLH40C5dXV1oa2srlHR0dMrcX+KrXTJGr7z83377rVTLDhEhJSVF6gUdFhZWqVZbLS0tiYADVlZW+PXXXyt1/0QiEV6/fo379+/jwYMH8PT0LNd9t0GDBhgyZAgmTpyIyZMny81XWFiIsLAwKUEYFhZWoXtQu3ZttGvXjhOC3377LVq2bFnucUKhEN7e3nB2dsbdu3crHOAHeD+ms1atWqhduzbq168PHR0daGlplZtKgvJERUUhKipKZuS5moC+vr5CInHEiBEKu0SVJisrC46Ojrh8+TJcXV2V+h3o6OigZ8+eGDRoEGbPni0zaIIyEBGEQiEKCgpw48YN2NnZwdfXF56enqhbty6KioogEAggEAi49aKiIpibm3NjL0t6aGQJwoiICKW9H2Shq6sLTU1NiEQiCAQClfYaysPExESmODQzM8PkyZNhYmJS6TKEQiGePn3K9QaW1xhjbW2NcePGYenSpRUOtJOTkwMvLy94enrC3d1dofHQAGBhYYH+/ftj7Nix+Pbbb6X2FxUVcZ4hH/YUVsYzpH79+hJCcNKkSWjdurVUvg9dR0vsUIXraGkxOGPGjCodllFcXIyEhATEx8ejYcOGaNWqlcrLiIqKwqlTp3D69Gm5Arp3795YtGgRfvjhhwqXIxaL4efnxwnBR48elfvdaGpqwtraGkOGDMHs2bNhYWGhcHk5OTkSYvDly5cICwtT+PmhqakJKysrWFtbw8bGBvPnz1dJQ/v58+dx8OBBiUBWqobH40kJQlmCsTwBCYAb3uTj46MWW4H3gXBkicL69eujUaNG+Pnnn9VWNlB2BNDZs2dj27ZtKg9upgo+G+GnSFTPgoICJCYmlisQlR2fx5AmNzdXqYhIQqEQMTExMl1HlYnqBbz3yS4vvLKyFBYW4unTp5xf/YsXL+S2ZP/yyy84e/as0mUUFxcjMjJSShAGBwcr5Url6uqKYcOGlZknICAAixcvxsOHD5W2syZT4taZlZVVJULgQxwcHDB+/HiF8qanp8PBwQHXrl2TK/b69OmD4cOH4/Xr1wgICEBkZGSZ1/XLL79AT09PpjD7cJu8/RUVUT/++CMuXLigUN78/HxERUXJFIZRUVEVqvisXbsW3333HVJTU5GamoqUlBRuvfTnlJQUtTzjw8PDFWpwUZaIiAhOBHp4eMj8ndSqVQvp6ekqEx+FhYXw8fHh3EPLGx88efJkXL16VakysrKypDxDSgSasr3Fjo6OGDdunML5S7uOfthLqGwjpKamJvLz81XmwiYUCpGYmIi4uDjEx8cjLi5Oaj0lJYX7j/7xxx/YsmWLSsqWhUgkgouLC06cOAFHR0epBoG5c+fiyJEjKiuvZKx0iRD09PQs8/fw8uVLdOvWrVJl5ubm4vXr1xJiMCQkpNznYKtWrRSOpl0eIpEIjx8/xpUrV3D9+vVq7zxQhLCwMAgEAs5NuLLjgJWhSZMmFR5OowzyIoA2btwYb9++rfI4HIrAhJ+SEBGysrLKFIaJiYlITk4u04Xll19+Qd++fWFvbw83N7cyW09Lwg0XFxdLJYFAIPG5smNqqorCwkKVDZTOz89HRESETFEoay678ePHw8HBQSVlyyMzMxPu7u6cECz9QDhz5gymTJmisrLEYjFiY2MRFBQkJQplRRr9cJ6xsoiMjMTNmzdx48YNPHnypFrEkipZtmwZ9uzZA7FYjLy8PGRlZSErKwvZ2dnceukkb3tWVpZSbiwleHh4YMCAAXL3p6am4ubNm7h27Ro3P9unwqRJk3Dt2rVKn0csFiMxMRERERGIiIjgxkTGxMSAx+PJvWdXrlyR2ev0IUQEPp9fpjgs/Tk9PV2h/0VOTo7MYAyqJCcnB/fu3cPt27fh5OTEPf/Gjh1b6eisZSEUCuHn5ycxTrD0s9fOzq7MwFrKQERISkqS6RkSGRkp810aGhqqMterkkbIkp5Bd3d3eHl5ISsrS6YgbN26tcLug0KhEMnJyTLFXMl6eXWLD6nKgFfJyck4e/YsTpw4wQkeHx8f2NhI1TFVRnFxMXx8fDgh+OTJE67hpm7dunj37p1axnDn5eXBz89PQgwGBwdLfDfffvttmRF3K4pQKMSjR49w9epVXL9+vcw5e5s2bQpdXV0UFBSgsLAQhYWFKCgoqJK6YlxcHOdhUlRUBAcHB5w4cQKurq5Sz8z58+djzJgxSEtLw7t37+Qus7KyFCq7a9eu8PX1VfUlyeXDCKAnTpzAjBkzqqx8ZWDCT00IhUKkpqbKFYYTJ07k5prKyMjA7du3cf36dbi4uEi1Zu/atQsrVqxQqFyxWCwlDvPz8xEWFoaAgAAEBQUhNDQUf/zxBwwNDWWKSXmisrykTP7Xr19XSbS0jIwMqVbj3r17Y+nSpWovuzTx8fGcCNyxY4dS47wqSkkFqbQQjI6OhpOTU4VcT1JSUuDg4IAbN27gwYMHMt0u+/Tpg127dkEoFHKpJLJtYGAgTE1NMXz4cIn9IpFI4rMiqfQx6enpiIqKQmxsLEQiEQYMGMC5I36Ypk2bJjHnWWXubX5+vkJCsfS2M2fOoF27dlLne/PmDVasWAFXV9ePpvFGHpqamtDR0YGOjg50dXW55YgRI3D48GG1lZudnY2LFy+iX79+EIlEUj2Fe/fu5abfUSUlv0FZwrBkW2ZmJjw9Pas0UIxIJMLz589x+/ZtWFtbY+LEiVVWNhEhJCSEE4Fr166FlZWV2sstLi5GdHS0hBh8+/YtnJ2dVToeKD8/HxcvXoSdnR0XiXffvn2YNWuWlOtogwYNsHfvXohEIiQnJ8vtpYuPj0dSUpJKG3v09PTwzTffVMjDpDIQETw9PeHs7IytW7dW6e++qKgI3t7eePjwIYRCITZv3lxlZfP5fPj7+3NCcNCgQRUKAKgMQqEQ7u7unAj8MPjOvHnzpJ67pd31S4Rg6aWsbcrkKVl3c3OT6d4eExOD06dP49SpU1yvXOfOnfHq1atyfyvFxcVIT0+XKQpLr7du3Vqt7xt58Pl8nDp1CvPmzauxEaSZ8Kth5OXl4e7du7h+/TqcnJyQl5cHMzMzREdHqyVSH4NREXJycnDnzh3cuHEDd+7c4YLyaGhoICQkROZ4GnUjEong5ubGhWb/2ODz+fDw8MC9e/dw7949hQLp6OnpwdTUlBNYH4qtD7dVxX51R0hlMKqL6OhoHD58GCdOnJCICaChoYGXL19CIBBwYu5DUZeYmKjQuEhF0dXVRdOmTdGkSRM0bdpU5rqJiclHE2KeUXmKi4vx8OFDXL16Ffb29sjMzEStWrUQExNTIyeCF4lEuH//Pk6cOIFbt27B09Oz2ufg/Rxgwq8GU1hYiPv378Pe3h6jRo1SyE2JwahqCgsL8eDBA9y4cQO3bt3Cl19+iZMnT1a3WR898fHxcHV1xb179+Dq6ipzfISlpSWCg4NrdAhsBuNjhojg5uYGOzs7ODo6VkmPvI6ODifiPlyWrJuamjJRx5CLQCDAgwcPcPXqVXTu3LnKvZyUJS0tDYmJiejcuXN1m/LJU+XCj8fjnQIwDkAqEXX837bdAMYDEACIADCdiLJkHBsNIBeACIBQluGy+FiFH4PxsSESieDj44OePXuySokKEYvFePXqFdcb+OTJE2480aFDhzB//vxqtpDB+LTIy8vD+fPnYWdnp9C8hoqira0Nc3PzMnvrTE1NP9mJ4xlVDxGx9zGDozqE3wAAeQDOlhJ+IwC4EZGQx+PtBAAiWiXj2GgANkQkfySrDJjwYzAYnxJ5eXnw8PCAq6sr/P394ejoiNq1a1e3WQzGR09ERAQOHTqEU6dOyQyOVRZaWlpo3LixXNfLpk2byp3bl8FgMKoCecJPbSMSiegRj8dr8cG2e6U+PgPwjbrKZzAYjI+dOnXqYOzYsRg7diwAfPTRVhmMmkDJZPPNmjXDxIkT4efnh8DAQIWmD1m0aBH++usvNsaVwWB8lKh1jN//hN/tkh6/D/Y5ArhCROdl7IsCkAmAABwlomOKlMd6/BgMBoPBYCiLUChEWFgY/Pz84O/vzy0/nLRcW1sbvr6+6NhRqlrDYDAYNYZqCe4iT/jxeLw/ANgAmEgyDODxeI2JKJHH4zUA4ApgERE9klPGbACzAaBZs2bWMTExKr4KBoPBYDAYnyPv3r3Dmzdv4Ofnx4lBAwMDPHjwgPX6MRiMGkuNEX48Hm8qgLkAhhJRvgLn2AAgj4j2lJeX9fgxGAwGg8FQJyXTNdTU+bsYDAZDnvCr0pHHPB5vFIBVAL6UJ/p4PF5tHo9nULIOYASAgKqzksFgMBgMBkM2WlpaTPQxGIyPErU9uXg83iUAgwCY8ni8eADrAawBoAvA9X8hZ58R0Vwej9cYwAkiGgPADMCN/+3XAnCRiJzVZSeDwWAwGAwG4+MlPz8fly9fBhFBR0cH2tra0NHRkVov67ORkRET9IxPHnVG9fxBxmaZsz0TUSKAMf9bjwTAZnZkMBgMBoPBYJSLvr4+unfvjl9++QV+fn5KHz9hwgRcvXpVDZYxGDUL1rTBYDAYDAaDwfio+eKLL+Dt7Y3169dj165dCk9/M378eFy5cgXa2tpqtrByiEQi3L17FxkZGSgsLERhYSEKCgoklmVt09PTw9WrV9GwYcPqvhRGNcKEH4PBYDDUglgshkAgQHFxMQQCgcR6eUuBQIABAwawSgqDwVAYXV1d7NixA+PGjcOUKVMQFRVVZv5atWrh119/rSLrKoempiasrKywcOFC3L17V6ljdXR0cO/ePfY8Zag3qmdVw6J6MhgMRs1ALBbjn3/+werVq5Gbm6v08d999x0uXrwIDY0qjUGmNFlZWTAyMsL/xqUzGIwaQm5uLn7//XecOHGi3LxGRkYYP348Jk2ahJEjR0JPT68KLKwYRAR7e3ssWbJEap5JedjZ2WHhwoVqtoxRk6iW6RyqGib8GAwGo2aRkJCAJUuW4Pr16wofM3ToUDg5OUFXV1eNlqmGO3fuYNasWahfvz4sLS1haWkJCwsLbr1FixYfxXUwGJ8qjo6OmDlzJlJTUxXKX7t2bYwZMwaTJk3C2LFjUadOHTVbWDFyc3OxYcMG/P333xCJROXm79KlC4YNG4ahQ4eif//+qF27dhVYyagumPBjMBgMRrXh6OiIBQsWIC4urty8P/30E7755hsMGTIEhoaGVWBd5Xj16hXGjRuHxMREqX08Hg/m5uZSgrAkmZmZfRa9hUKhEBkZGcjIyEB6ejrS09PlrterVw/nz59ngpmhMtLS0jBnzhzcuHGD22ZqaorOnTvD3d1drnDS1dXFqFGjMGnSJIwfPx5169aVmU8kEiEpKQlRUVGIjo5GUVERZsyYUSX/bX9/f8ydOxdeXl4KH6OtrY0+ffpg2LBhGDZsGGxsbFhE008MJvwYjE8EoVCIvLw88Pl85OXlSSQ+n4/Ro0fDwMCgus1kMKTIzc2Fra0tDhw4ALFYXG5+LS0t9O7dGyNGjMDIkSNhbW1dY10/4+PjMXbsWPj7+yt8jI2NDW7duoXGjRur0bKqp6CgAFu3boWLiwsn6rKzsxU61sDAAM+ePYOVlZWarWR8bhARzp49i0WLFiE3NxfGxsZcY4ODgwOuXbuG+/fvo7i4WObxWlpasLGxQceOHWFmZobU1FRER0cjKioKMTEx3HE8Hg+urq4YOnRolV2bWCzGqVOnsGrVKmRkZEjs09bWlntNJRgaGmLQoEFcj2D79u1VLlqzs7MRFxfHpaSkJPz2228fRePexwgTfgylICJkZWUhKSmJS8nJydx6SkoK9u3bh86dP6+ZN4hIrS14RUVF2LNnD54/fy5T1OXl5aGoqEju8cuXL8fu3bvVZh+DoQpevHiB2bNn49WrV0odV69ePQwfPhwjR47EiBEjapxgysnJweTJk3Hv3r1y8/700084fvx4jR5LVBnEYjEuXLiAtWvXIj4+XuHj/vvvP3zzzTdqtIzxuRMdHY1p06bBw8MDaWlpMDU15fZlZWXh9u3buHz5MpydnRVyofyQNWvWYNu2bao0WWHS0tKwatUqnD59mtt2/PhxdOrUCffv38f9+/fx5MkTCASCMs/TqFEjrjdw6NChMDc3LzN/QUGBhKj7MMXGxkqN9d62bRvWrFlT8YtllAkTfgwpvLy8EBgYKCXqSj6XJTD+/PNPbN68uQqtrRoEAgHi4uK4Vrzo6GhuPSkpCTdu3FC72C0uLsbBgwexfv16pYJifP3117h27VqV94ioWwwzPk2EQiEOHDiAdevWIT8/n9s+Y8YMJCUlwd3dXWK7LDp27IiRI0di5MiR6N+/P2rVqqVus8uluLgY8+fPLzOgRO3atXHw4EH88MMP5bozfuz/r/z8fPz111/Yvn07+Hx+ufl1dXVhbW2N3r17c6mmCXzGx49YLMZff/2FQYMGwdraWmaehIQELFu2DDdu3ChXKJXm119/RZcuXdChQwdYWVlVizv348ePMXfuXAQGBmLevHk4fPgwty8/Px+PHz/GgwcPcP/+fbx69arcqS/atWvHCcFBgwbByMgIIpEIhw8fxtatW5GSkqKUfSNHjsSdO3dqrAfHpwATfgwpsrKysHv3buzfv7/cClZphg4dChcXF2hqaqrROvVQXFyM+Ph4CUFXej0hIUHuA3D//v1YsmRJldmalJSEVatW4dy5cwrlnzdvHsaMGYP+/fvDyMhIZXYIhULEx8cjKipKKvH5fLi4uMDMzExl5amLj70C/akSExODBQsWwMnJCQBw4MABLFq0CEVFRXj8+DHu3bsHFxeXcidl1tPTw8CBA7neQHW4KikKEWHHjh1Yu3ZtmfkaNWqERYsWYc6cOTAxMYFYLEZoaCi8vb3x/PlzPH/+HPv27cOAAQOqyHL1kZycDFtbW5w8eVIhN9/SNG3aVEIIdu3aFTo6Oiqxi4gQGxuLZs2a1fjng1AoRExMDFq0aFGl718iwrt371C/fv0qK7OqUOS9kJubi7///hu7d+9GTk6O0mWYmJhwIrD0Ut2CsLi4GPv378edO3fw8OFDufnevXuHhw8fckIwIiKizPNqaGige/funBCsX78+du7ciQsXLij83+7fvz8GDBiATp06oVOnTmjduvVHWaesyTDhx5BLcnIytmzZgmPHjpXrBw68n0umQ4cOsLa2Rrdu3WBtbY3OnTtDX1+/CqytHJ6enli/fn2ZD0FZ9OnTBx4eHtUy+Pnx48dYsGCBwmOHNDQ00LVrVwwaNAiDBw9Gv379yhSCRISUlBSZwi4qKgpxcXEQCoUyj3VycsKYMWMqdF2qQigUIiUlBQkJCVxKTEyUWK9bty5cXV1ZFDMlICLEx8cjKCgIQUFBCA4ORlBQEEaOHIl169apvKxr165h8eLFGDlyJP7991+pPElJSXB1dYWLiwvu3buHd+/elXnOpk2bcmMDhw0bBmNjY5XarAiXL1/G1KlTy+0t0NLSQsOGDZGVlYW8vDxu+3fffYfLly+r28wqJSAgAMuXL4eLi0uFz1HRXkE+n4+AgAD4+flxyd/fH1OnToWdnV2F7VElRITU1FSEhoYiLCxMIoWHh+Pnn3/GqVOn1FJ2UVERwsPDERwcjJCQEISEhCA4OBihoaHYtWsX5s+fr5Zy1QERIScnB2lpaVx69+4dBg0aBEtLywqdk8/n4+jRo9i1a5fSPVyyMDEx4USgOgVhcnKyUvP3RUdHcyLwwYMHSEtLKzO/np4e+vfvj06dOiEgIAAuLi7l9iB+SK1atdCxY0dOCJakevXqKXUexv/DhB+jXCIjI7F+/XpcuHBB6T+thoYG2rdvzwnBbt26oWvXrlUSBrm4uBjBwcGoW7cumjVrptAxnp6e2Lx5M1xdXRUuR1dXF+3ateMe0iXJwsJC7S1VQqEQR48exZ9//omsrCyljtXQ0EC3bt0waNAgDBo0SEIIEhEuX76MP//8E5GRkUqdd9q0aTh16lSVtJILhUJcu3YNERERUsIuJSWlzFbG2rVrw8fHB+3bt1ebfRkZGQgMDERAQAACAwMxfvx4jBw5Um3lqRKxWIzo6GgJcVey/qGrcZs2bfDq1Su1NfJkZWXh/Pnz5c43JRaL8fr1a7i4uMDFxQVPnjyR2zgBvP8P9OjRgxOCPXr0qLJGHE9PT0yYMIELuGBjY4OkpKRy598yMDBASEiIytwcxWIxioqKasyYQmdnZyxfvhyBgYHcth07dsDa2hpeXl7w8vLCs2fPkJmZqdD5SvcK9urVC6ampggODpYQeG/fvpV6tzVr1gwBAQFVHhArNzcXb9++5URdaaEnr1epRYsW8PPzq3QwjKysLClxFxISgsjISJlj2oYNGwYXF5dqd8sjIoSEhCAlJQXv3r2TEHUlwq70+ocN2aNGjcLt27cr/b4uKCjA8ePHsXPnTpmRfCtLaUFYWhhWh8uoWCzGmzdvOBHo4eFRroeYkZERDAwMlBrbKw9zc3MJIdi5c2e0adMG2tralT73pw4Tfh8RAoEAL1++xOPHj9GoUSP8/PPPVVr+mzdv8Mcff8DR0bFS5+HxeGjbtq2UGKyMG2JRURECAgLg6+uLly9fwtfXF/7+/jA1NUVQUJDSL0QvLy9s3rwZd+/erbBNtWrVkisIVf2iTE1Nxdq1a3Hy5EmJ7T/88APS0tLw5MkTFBQUlHmO0kKwpEdQX18fFy9exNatWxEWFqawPcbGxrCyspJK5ubmKn9BxcfHY/PmzTh16lSZlfwP2b59O1atWqUSe7KzsxEYGCgh8gIDA5GcnMzl6datG549e1ZjX0wZGRk4fvw43rx5g6CgIISEhJT7mynh8ePH6Nu3r5otVJ7c3Fw8fPiQ6w0MDw8vM3/dunUxdOhQzi20efPmarMtOjoaM2fOxIMHD5Q+tk6dOjA3N0f9+vUlUoMGDaQ+m5qaQltbG4WFhQgLC5Oo0AcHByMtLQ3Pnz8vN0hDVSIUCnHq1CmsW7cOqamp+Pbbb3HlyhVuv1gsRlhYGCcCvby8EBAQoHTDZFls3boVv/76Kxo0aFAlwqYkgNfWrVsV/t+VsHnzZkybNg2NGzdW2tZ3795hzZo1cHR0VKq3SkNDAy4uLujfv3+NmF7Dz88PK1euVCiAUmksLS3x4sULlfb8FxYW4vTp09i+fTs3TY2NjQ369++P69evIzY2VmVlAe/ftx/2DlpZWaFhw4ZVJggFAgGePXvGCUFvb2+lA+B07NgRY8aMgb+/P/z8/JCUlKTU8To6OrCyspIQg506dUKDBg2UOs+nDhN+CiIUCvHy5Uu8ePEC8+bNq5IXQVZWFp4+fYrHjx/jyZMneP78OQoLC6Gvr4/Q0FA0adJE7TbI4unTp1izZg0ePXrEbTMzM4O9vT0nvF6+fImgoCCl/vitWrWScBPt1q2bzIdxfn4+/Pz84Ovry6WAgACZlf6bN2/iq6++qtiFAvDx8cHmzZsrLXZLo6enh/bt20sJwubNm1f6d+Xt7Y0FCxbg5cuXAIA9e/Zg2bJlEAgE8PHxgbu7O9zd3RUWgtbW1hg0aBD69++PtLQ07N27F0FBQRW2z9DQUKYgbNq0aaWvPSIiAhs3bsT58+cVrgDWrVsXXbp0QZcuXdC1a1d06dIF7du3lyvOcnNzERQUJCXwyuul0dbWxsuXL/HFF18ofV1VSWRkJP7++2+cPHlSoYAbJejq6qJFixbcnHQlqeSzvDmuqprIyEiuN9DNza3cIElt27blgsQMHDhQ5S7BYrEYt27dwuzZs5GZmVmhSIGKoKGhIbf3e968efj6668lBKOqxslVltzcXG6MUGRkZJmV2JycHDx//rxCvYJloaWlBXNzczRt2hRNmjThlqXXzczMVFYnSE1NhZ2dHQ4dOqS0/Xp6emjVqhVat27NLUtSo0aN5N4/kUiEmzdvYvfu3fD29laqTB6PhyZNmqBly5ZcsrS05Nar2pX63r17WLFihcJDIPr374/JkyejZ8+e6Ny5s0pFrEDwf+3deXRU9d0/8PeHDNmBAJFADBCWhEVEQBZB8bGAHKT+sEpdf7XqsdblVFur9nHBPn0OnioU3EF/gLZwoIAwBU0V8MciS6ABQkhIAiErWSCEBLJA9pnv80fm3s5klsya+IT365w5mbnL3JvkO3fu+36X24x169bhz3/+M0pKSnDp0iX06dMHqampMBqNMBqNyM3Ndbp+WFgYevXqhdraWjQ2Nnq8fS0Qtm822hmBsLa2Fvv379eDoHUNvjNBQUF46aWXMHfuXMycORP19fU4deoUMjIy9DCYlZXlcoBBR2JiYmyC4Pjx4zF69OgfxQWLrsDg54RSCllZWdizZ49ejV1bW4t3330Xr7/+ut/3UetIfujQIT3oObuC+c477+Ctt97y+z54QimFXbt24c0339SHXj99+jRGjx6tL9PQ0ICMjAybWrjMzEy3+gtqhg0bhoSEBP2KdVlZGc6ePetWR+Hhw4djxYoVGDRoEAYNGoTo6Givv5zT0tKwePFim5u8Am21oFeuXNEDgPaoqKjweBvh4eEOA+GQIUM82m+TyYQvvvgCb7zxBn7yk59g69atdstoQXDfvn344YcfcPjwYbdrBGNjY5GZmelxE1BXIiIi9N/dOhDGx8d7/D/Lzs7GH//4RxiNRq/2JSQkBOPGjbMJg7fccgsiIyNx4cIFrFixAp9//jmqqqrcfs/IyEjcfvvtiI+PR3x8PIYNG6Y/HzBgQKdcla2ursbBgwcxf/78Dps0VVdXY9WqVfj44487DLXuiIqKchoKhw4d2iWjbra0tODIkSP6IDGpqakuLxgEBwdj5syZem3g+PHj/fZ/a2howM6dO1FSUoLVq1cjMzPTL+/rrT59+risRWxf0xjoE6iSkhJER0d71BxVqxXUagSTk5PdOvn0hhYOnQXDwYMHY8CAAR41Jayrq8OaNWvw/vvv+6VpXEREhF0Y1AKi1lRQKYXk5GQsW7YM33zzjV9qUPv27WsTBK2D4Y033hiQ7hAmkwnr16/HokWLPPrbBQcHY8KECZg2bRqmTZuGqVOnYuTIkT5/zltaWrBhwwYkJiZixowZ+nSlFDIzM/UQ6Opz379/f0yZMgVxcXFobGzEmTNnkJ2d7dEAfBqtRU77WsJABsLz589j7969+q0j3LlYOmPGDMyePRtz5szBlClTYDAY0NraitzcXD0MaoFQq1l1l8FgwOjRo23C4Pjx411eIOkurovg17NnTzVq1CjExMRgwIABTn/W19fj8OHD2LNnD/bu3Wt38h4XF4ezZ8/6pS+EyWTCqVOn9JB36NAhtw9Q9913HwYOHIioqCi7R58+fWxeh4aGBrQQm81mbNmyBW+//TZ+85vf4KWXXnK5vNYkUwuCqampyMjI8GhIZG8ZDAbExMQgNjZWD4PWD236gAEDnPbzycjIwDvvvIOtW7dCKYVVq1bhmWeesVuusrLSLgxmZWV1OPCEIxERETYHae0xePBgl//bqqoqfPbZZ1i0aFGH22hqarKrEezoCmOPHj0QFhZmUzPUr18/HD16FGfPntVrxrS+YZ7cgkITFhamN5e1DoTDhw/v8IQhNTUVb7/9tsPmuq5qQBwREYwcORITJ07ExIkTMWbMGOTm5uLLL7/E6dOnPf69rIWGhuoh0NHD22BoMplw7NgxvZljSkoKnnnmGXz22Wduv0dzczO2bNmC5cuXe3xvPU/ceOONDkPhsGHDEBsb2ymjul26dAm7d+/W/14dNTMaOHCg3jfw7rvv9tvIhkoppKSkYM2aNdi0aZNdzWt0dLTD44iIIDQ0FI2NjX5t8uiO3r17d9jk1Pp1V91eQ6sV3Lp1K5KSkgLSD8sZg8GA2NhYp8FQqzlsX9abm5uxceNGLF261GFrC61frTcBQNOrVy+7UBgcHIydO3di8+bNDmtYgoODff7eDg4ORnx8vMNQOHz4cJ/PtRoaGvDRRx/h3Xff9WrUTaDtO23q1KmYOnWqHgat7+/nTzk5OXoIPHHihMt9WrBgAe6//34kJiYiPz9fP8fQvm9/zIFQKYWzZ8/qIXDfvn2oqalxuY52I3ktCLYfnfnKlSt2tYOZmZke/x369+9vFwbHjh37o+kD7Q/XRfATEb/8MmPGjMHMmTPRv39/3HDDDYiOjkZ4eDjCw8MRFhaGsLAwh89DQkLsPjSNjY1ISkrCunXrsGPHjoA18QkODnYZDDsKj+Hh4W594FtaWpCZmYmJEyd6vI/Nzc3Izs62CYPp6eleNW3wBxHBgAED7AKh9UO7GtvY2Iivv/7a7feuqKhwGAi1AR48ERkZ6TAQxsXF+XyQ1oKgdY2gu/+Pxx57DI8//jhuv/12fWAEpRTKysrswmBWVlaHB3xHQkJCMGrUKLtAOGLECLtmmocOHcKiRYuwf/9+fdqCBQuwYsUKpKWl4eTJk/rPwsJCj/YjJiYGgwcPRlVVlcfrusuTYFhSUqIHl927d9s0FQsLC0NeXp5Xg4IopbB//34sX74c//znP23mzZ8/H2+88QYKCwtRUFCgj/paUFDg8jYo7goODsbQoUMdhsLhw4ejb9++fr+4pV2J15qFHjx40GXzIhHBpEmT9CA4ffp0vzSXrKurw6ZNm7B69WocO3YMQNuFoD179mDVqlVYv369w5PvkSNHoqqqyi9NHQMhMjKyw3Bo/TpQJ13l5eVYsmQJ1q5d69XfSqsl8xctHDqqOYyNjUVOTg5Wr16Nw4cP6+sMHz4cubm5KC8vR25urt0jLy/Pp+/SXr16ITIyElVVVTZlbeHChfjyyy9RUFCA/Px85Ofn2zwvLi72+bwmNjbWprbQ+nl0dLTbn/vKykosXrwYK1eutOkSMmbMGMyYMQMpKSnIyspy+385fPhwvVZw2rRpmDBhgt8vZhQWFuIf//gHjEYjjhw54nS53r17495778XChQsxb948hIeHw2w2o7i42CYMaj99DYTW5xz+CoStra04ceKEVzeSnz17NmbPnu2w65PJZEJBQYFd7aCn39U9evTAqFGj7EYW7eji+48Vg1/nbN9lMAwKCkJFRQVKSkq8CgCBZDAYOqxVdDU/MjLSqw9Ga2srTp8+bdNMNC0tzaODVo8ePWAwGAJamxgVFYW4uDiHNYfWD1ejHWrDdDsKhN6cjGj96NpftfNlYJWmpiYcPXpUrxF0JwgGBQVh8uTJ+qih1kFQo5RCeXm5TRjUvqS8+Sz07NkTiYmJdoFw5MiROHDgAN566y0cO3ZMP5Fpf3JeXV2N9PR0pKWl6WEwOzvbo0FjHHn44Ycxbtw4/d6QRUVFKC4u9qjZszPBwcGIiIhAc3Ozy355d955J1588UUEBwejZ8+eCA4OtnnuaJr1c4PBABFBTk4OPvjgA6xduxaNjY2IjIzExYsXHZbxpqYmFBcXOwyFhYWFfjne9e7d22kojI+P90toqK+vx/79+/VQ3VEtb2RkJGbNmqU3Cx05cqTP+5Ceno41a9Zg/fr1eO+99/Dss8+ivLwcK1aswMqVKx3+LePi4mA2mzu1ZisQIiIi3KpJ1F57OrpsS0sLtm/fjk8++QQHDx4EAPz85z/HtWvXPOorGBUVhZiYGISHh8NkMqGmpgZlZWU+Hz+sBQUFoX///mhpadH36/e//z2mT5+uh8WBAwfqNYdmsxllZWU2QVB7np+f73F/KWtRUVFITEy0azqakJCAyMhIFBcX60GwfTD0pA+xI7169XLahHTIkCEOW+3k5eXhzTffxJYtWwC0tTQoKSmBiKCurg7Hjx/H0aNHkZKSgpSUFLc/Nz179sQtt9yi1whOmzYNCQkJfuv3WVZWhm3btsFoNOLAgQNOW6uEh4fjnnvuwcKFC/HTn/7UblA760Cofc/6EgijoqIc9iH0tblkfX09kpOT9SDoyY3kZ8+ejbvuustlv/La2lpkZmbahMGMjAybW+a4Iyoqyi4Mjhs37kd/e6jrIvglJiYqbXSwixcv6iErLy8PFy9e9OnAR64FBQXZBcU+ffpgzZo16Nevn0fvZTKZcPbsWZuawRMnTnj0Ye3duzeGDBmCBx54ABcuXLB5XLx4MWA1r71799ZD4S9/+Us8+eSTHa5jHYraP7ypJevTpw/Gjh2LpUuX4o477vDit/g3LQha1wh29DkKCgrClClTYDQaO6x10sKwdRjUvqg6uneQs20nJCTgvvvuw/Tp0/H222/jww8/xKxZszpct7GxEdnZ2Ta1g+np6R6VOxHBzTffjEWLFuHBBx8E0FaeL1y4YBMGrR/nzp3z6wmjP1iHRIPBgKamJly7dg0DBw5Ev379XIbJ2267Da+88orN+9XU1NjdH9I6IPqj1n/gwIEYNmwYXnjhBb+NhFxcXKz3Ddy9e3eHt1LR+hvPmzfP5203NDQgMzMTU6ZM0addu3YNa9euxQcffOBw5FKtn5U26JNm3759GDBggN1JufY/8PW70WAwoGfPnggKCkJ9fb3HN2j3Vnh4uE0YfOedd9xujZKeno5PP/0UlZWV2LZtm94sTRs0xpMRRENCQjBp0iR88sknMJvNKCkpQWlpKUpLS/XnJSUlAQmHWs3h3Llz8ac//cnhciaTCaWlpQ5rCgsKCny6MNW/f38kJCTg1VdfxcKFC23macd3Z7WF1qMheyMoKAhDhw7FiBEj8MUXX2Dw4ME281NSUvDqq6/i0KFDyMnJQWJiosP3KSsr00NgSkoKjh8/7nZgjYqKwowZM5CUlOTXwQArKiqwfft2GI1G7N2712m5CQ4OxlNPPYXPP/+8w/d0FghPnz7tVUDXAuGyZctw2223ebx+e1VVVdi3b58eBN29kfy2bdswaNAgt7ZhNptx7tw5uzCYl5fnUa2+1i1k4cKFePfdd91erzNdF8Gvo8FdysvLsX79emzevNllB/+QkBC0trYGLBx0prlz5yI6OhrV1dX6o6amBtXV1T5fiXNHTU2Nz/ccAto+rHl5eUhNTUVycjJ27tyJwsJClycY48aNw6lTp+ymm0wmVFZW4vz583ah8MKFC/r08vJyn2oRFy9e7Fa/O2eUUjh//rxdM46srCy3+jEcOXLELwdja42NjXY1go5OGnv16oXLly/7dK+0S5cu2dxXTvv93TlZePLJJ/HXv/4VZrMZly5dQkxMjFf7YDabkZ+frwdBLRR2tA+bNm3Cww8/7NY2TCYTzp8/bxcIc3NzcebMGVRWVnZ6Xy5fPPDAAx4NuKNd+HAWCktKSjwKEh9//DFefPFFb3bdpdbWVru+lI726/jx47j11lv9vn1rJpMJSUlJWL58OQ4dOqRPj4qKQklJCc6cOYPly5djy5YtMJlMePnll/H+++87fC+tpsjZybkntbWvvPIKlixZgitXruj3U6uoqLC511r715cuXfJbUExOTrYZVMMdNTU1Tm8xpPUV1AaO+de//uX07xESEoLa2lqXTX/NZrN+Qdo6FFo/Lysr8yqIPfroo/j73//u8XomkwnFxcUOQ2FhYaHbQXXdunV4/PHHPdr2tWvXUFhY6LC2sKioyKO/w+XLlx2OLKqUwjfffIOIiAjMmTPHrfcymUzIzs5GSkqKXjOYmZnptJxOnDjRZV89X12+fBlJSUkwGo34/vvv7b5zf/vb3+LDDz/0+v21QNi+djA7O9ut88TU1FRMmjTJ6+07486N5KOiolBZWelz//Br164hKyvLLhB2dLHv6aefxpo1a3zadqAw+LVTVlaGrVu3YvPmzXbtqh977DFs2LAB9fX1qKiosKlB1H6Wl5frj0uXLjn9MpgzZw4WLlyIhoYG1NfXo6Ghwea59bTa2lqUl5ejsrISDQ0NerOrhoYGr0/8vv76ayxYsMDhvJaWFj0Etg+Fjh7t53U0iEePHj3Q0tISsFtimEwmbNiwAStWrEBcXBzq6uqQmpqq/y+eeOIJ/O1vf/P6/ZVSuHz5ssNQ2P7hqPnEmjVr8PTTT3u9fVf7VVZWZlc72H5gFX+Fble0IKjVCB45cgRNTU2YP38+vv3224Bs8/LlyzaBUPvdrUcPW7p0KV577bWAbB9ou4hk3WcwLS3NZrhuV1eXPaXVgG/evBk7duxAWlqayxOiHj16YMSIEWhubkZLS4vNz+bm5oBf0HrkkUewceNGv71fS0uLw2ak2uv2A6AkJSXh3nvv9dv2nbly5Qr27Nmj9w8sKSnBDTfcgPLy8k690XVKSgqWL18Oo9GI1157De+9954+r6ioCB999BF27NiB7Oxsr/arurpaPxlvHw6Li4ttToZXrlyJ559/3qP3N5vNHgdFZ2X47NmzSEhI8Ph3dJerWsEZM2YgOTnZ521o4dBZMNRqDtsfA/7whz9gyZIlPm/fWmtrq34Rqn3z0aKiIpv/w+HDhzF9+nS/bVurpXTWhNS6NUzfvn0D3n3m6tWrOHHihE3NoDZQ37PPPutWjZs/1NXV4dtvv4XRaMR3332H+vp6HDx40OfWPY5otdeO+hBqgVBEcPXqVY+bXXuzL5mZmXptoHYjeU8vNHpCKYXS0lK7MJiTk6Mf9z766KMOBzvsKgx+Lpw7dw5fffWVXhMYFBSE/Px8j27q29raisrKSruQOGHCBLeambVXUFCAjRs34ne/+x3Cw8PR1NRkFxqdBUjrab/4xS/8dgLaXmtrK2pra50GxoaGBrz55psB2bajfTEYDFBK4dy5czhx4gQGDRrk1y8iZ5RSqK2ttQuD8+fPx5gxYwK+fev90A7SRUVFHp+A+UNjYyNSUlJgMBg6/UbfNTU1eiCcNm0abrrppk7dfl1dHTIyMnDy5Ek899xzARuhsqGhAbt27YLRaERSUpJdc+Dx48cjPT3d6fpmsxktLS02YdDRc2+njRs3Dg899FBAfndH6urqUFRUpAfBhx56yKuBbXyhlEJOTg4KCwtxzz33dOq2NYWFhYiMjHQ46uiVK1cQGhrq98FTmpubce7cOf2EfNasWTa3+gkEs9mM6upqh8Hw5Zdf7vR+N7W1tTh27BiUUm7XKPlKa8lgHQYnTZrUqcfc5uZmm1D41FNPOa059TftoqxW7q5evYpf/epXnbJta+fPn8fRo0cRFxeHyZPtzq8Drr6+Ht9//z0WLFjQqRebrANhcXExnnvuuU7btka7kXxoaCimTp3aqdtuaGjA6dOnkZGRgdtvvz2gF5t8weDnpry8PHz11VeIiYkJSG0NEZG/NDc3Y8+ePTAajdi+fbt+z8H09HSMHz++i/eOiIiIugKDHxFRN9ba2ooDBw7AaDQiLCwMy5Yt6+pdIiIioi7gLPh5P/ICERH9aBgMBsyaNQuzZs36XzUYDBEREXWOzmsUTEREneJ/481miYiIKLAY/IiIiIiIiLo5Bj8iIiIiIqJujsGPiIiIiIiom2PwIyIiIiIi6uYY/IiIiIiIiLo5Bj8iIiIiIqJuLmDBT0S+FJEKEcm0mtZPRP6/iORafvZ1su48EckRkTwReT1Q+0hERERERHQ9CGSN398AzGs37XUAe5RSCQD2WF7bEJEgACsA3ANgLIBHRWRsAPeTiIiIiIioWwtY8FNKHQBwud3k+wCstTxfC+BnDladCiBPKVWglGoGsMmyHhEREREREXmhs/v4xSilLgCA5ecAB8vcCKDE6nWpZRoRERERERF5wdDVO+CAOJimnC4s8msAv7a8vCoiOQHYp2gAlQF4XyJXWO6oq7DsUVdguaOuwrJHXSGQ5W6oo4mdHfwuisggpdQFERkEoMLBMqUABlu9jgNw3tkbKqVWAVjl3920JSLHlVKTA7kNovZY7qirsOxRV2C5o67CskddoSvKXWc39fwGwBOW508A+NrBMscAJIjIMBEJBvCIZT0iIiIiIiLyQiBv57ARwBEAo0SkVESeBvAegLtFJBfA3ZbXEJFYEfkOAJRSrQB+A2AXgNMAvlJKZQVqP4mIiIiIiLq7gDX1VEo96mTWbAfLngcw3+r1dwC+C9CueSOgTUmJnGC5o67CskddgeWOugrLHnWFTi93opTTcVOIiIiIiIioG+jsPn5ERERERETUyRj8rIjIgyKSJSJmEZlsNb2niKwVkVMiclpE3rCad6tlep6IfCwijm5HQeSSi7L3f0XkpNXDLCITLPNY9sgnzsqdZd54ETlimX9KREIt01nuyGcujnnxItJgdcz73Goeyx75xNUxzzJ/iIhcFZFXraax3JHPXBzzplod79JF5H6reX4vewx+tjIBPADgQLvpDwIIUUrdDOBWAM+KSLxl3mdou49gguUxr3N2lboZh2VPKbVBKTVBKTUBwOMAipRSJy2zWfbIVw7LnYgYAKwH8JxS6iYAdwFoscxmuSN/cPZ9CwD52nFPKfWc1XSWPfKVq3IHAB8A2NFuGssd+YOzspcJYLLlPG8egP9n+Q4GAlD2GPysKKVOK6Uc3QBeAYiw/CPCADQDqLXci7C3UuqIaussuQ7Azzpth6nbcFH2rD0KYCMAsOyRP7god3MBZCil0i3LVSmlTCx35C9uHvN0LHvkD67KnYj8DEABgCyraSx35BfOyp5Sqt5yRwMACEVb5ghY2WPwc89WANcAXABQDGCZUuoygBvRdsN5TallGlEgPAxL8APLHgVWIgAlIrtE5ISI/MEyneWOOsMwEUkTkf0iMtMyjWWPAkZEIgD8J4D/bjeL5Y4CTkSmiUgWgFNoa2nTigCVvYDdzuHHSkR2AxjoYNZbSilHN5QHgKkATABiAfQFcNDyPo7a2nKYVHLIy7KnrTsNQL1SKlOb5GAxlj2y42W5MwC4A8AUAPUA9ohIKoBaB8uy3JFDXpa9CwCGKKWqRORWANtF5CbwmEdu8rLc/TeAD5RSV9t1o2K5I7d5e56nlEoBcJOIjAGwVkR2IEBl77oLfkqpOV6s9hiAnUqpFgAVIpIMYDKAgwDirJaLA3De972k7sjLsqd5BP+u7QParvyw7FGHvCx3pQD2K6UqAUBEvgMwCW39/ljuyC3elD2lVBOAJsvzVBHJR1sNNI955BYvj3nTAPxcRJYCiAJgFpFGAEaw3JGbfDzPg1LqtIhcAzAOATrmsamne4oBzJI2EQBuA3BGKXUBQJ2I3GYZaeeXAFzW3BB5SkR6oG2AoU3aNJY9CrBdAMaLSLilb/N/AMhmuaNAE5EbRCTI8nw42gY0KGDZo0BSSs1USsUrpeIBfAjgz0qpT1nuKNBEZJg2mIuIDAUwCm0D+QWk7DH4WRGR+0WkFMB0AN+KyC7LrBUAItE28s4xAH9VSmVY5j0PYA2APAD5sB8NiqhDLsoeANwJoFQpVdBuNZY98omzcqeUugLgfbQd704COKGU+tayGssd+czFMe9OABkiko62/vXPWfrUAyx75KMOvmudYbkjn7koe3cASBeRkwC2AXhBa22DAJQ9aRsohoiIiIiIiLor1vgRERERERF1cwx+RERERERE3RyDHxERERERUTfH4EdERERERNTNMfgRERERERF1cwx+RER03RCRqwF+/+9EJMryeMGL9e8SkX8GYt+IiOj6xuBHRETkJ0qp+UqpagBRADwOfkRERIHC4EdERNc1EZkgIv8SkQwR2SYifS3TfxCRJSJyVETOishMy/RwEfnKsvxmEUkRkcmWeUUiEg3gPQAjROSkiPylfU2eiHwqIk9ans8TkTMicgjAA1bLRIjIlyJyTETSROS+zvurEBFRd8PgR0RE17t1AP5TKTUewCkA/2U1z6CUmgrgd1bTXwBwxbL8YgC3OnjP1wHkK6UmKKVec7ZhEQkFsBrA/wEwE8BAq9lvAdirlJoC4CcA/iIiEV78fkRERAx+RER0/RKRPgCilFL7LZPWArjTapF/WH6mAoi3PL8DwCYAUEplAsjwYRdGAyhUSuUqpRSA9Vbz5gJ4XUROAvgBQCiAIT5si4iIrmOGrt4BIiKiH7Emy08T/v2dKV68TytsL7aGWj1XTtYRAAuVUjlebI+IiMgGa/yIiOi6pZSqAXBF678H4HEA+12sAgCHADwEACIyFsDNDpapA9DL6vU5AGNFJMRSyzjbMv0MgGEiMsLy+lGrdXYBeFFExLKtie79VkRERPZY40dERNeTcBEptXr9PoAnAHwuIuEACgA81cF7rASwVkQyAKShralnjfUCSqkqEUkWkUwAO5RSr4nIV5Zlcy3rQSnVKCK/BvCtiFSiLVSOs7zNYgAfAsiwhL8iAPd692sTEdH1Ttq6FBAREZE7RCQIQE9LaBsBYA+ARKVUcxfvGhERkVOs8SMiIvJMOIB9ItITbf3wnmfoIyKiHzvW+BEREREREXVzHNyFiIiIiIiom2PwIyIiIiIi6uYY/IiIiIiIiLo5Bj8iIiIiIqJujsGPiIiIiIiom2PwIyIiIiIi6ub+B9WdoRalUDADAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,12))\n", "q = ax.quiver(cenlon, cenlat, Umean, Vmean)\n", "ax.quiverkey(q, -178, 30.5, 0.25, '0.25 m/s', coordinates='data')\n", "ax.plot(coast[:,0], coast[:,1], linewidth=2)\n", "ax.set_ylabel('Latitude')\n", "ax.set_xlabel('Longitude')\n", "ax.set_title('Mean currents Tropical Central Pacific from WOCE drifters')\n", "ax.set_aspect('equal')\n", "ax.set_ylim(10, 32)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The mean currents show the well-defined southern part of the North Pacific gyre, with the westward North Equatorial Current (NEC) intensifying from the latitude of Hawaii, down to a maximum at 12N. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }