{ "cells": [ { "cell_type": "markdown", "id": "9efb7fb8", "metadata": {}, "source": [ "# Introduction to EOFS" ] }, { "cell_type": "code", "execution_count": 78, "id": "49f4fb7a-76d0-4ac2-b125-831648d91948", "metadata": {}, "outputs": [], "source": [ "#!wget https://downloads.psl.noaa.gov/Datasets/COBE/sst.mon.mean.nc" ] }, { "cell_type": "code", "execution_count": 31, "id": "0cf05ab6-b405-495e-88a5-9e47d1208e4f", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from scipy import signal\n", "import numpy.polynomial.polynomial as poly\n", "\n", "import matplotlib.pyplot as plt\n", "from eofs.xarray import Eof\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature" ] }, { "cell_type": "code", "execution_count": 91, "id": "b1334ee2-48dd-4105-adb6-d2c811c16548", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_samples = 1000\n", "\n", "x1 = np.random.normal(0, 2, n_samples)\n", "x2 = 0.8 * x1 + np.random.normal(0, 1, n_samples)\n", "data = np.vstack((x1, x2)).T # Combine into a 2D array\n", "\n", "ds = xr.DataArray(data, dims=(\"time\", \"space\"), coords={\"space\": [\"X1\", \"X2\"]})\n", "\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "plt.scatter(x1, x2, alpha=0.6, label=\"Data\")\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 133, "id": "3303acbc-92b7-4d64-95e2-89cdba0e3082", "metadata": {}, "outputs": [], "source": [ "solver = Eof(ds)\n", "eofs = solver.eofs(neofs=2) # Get EOF spatial patterns\n", "pcs = solver.pcs(npcs=2, pcscaling=1) # Get principal components" ] }, { "cell_type": "code", "execution_count": 134, "id": "4e7820ca-dd67-4b6e-9bfd-8cb2a78a2734", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 134, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.quiver(0, 0, eofs.isel(mode=0)[0], eofs.isel(mode=0)[1])\n", "plt.quiver(0, 0, eofs.isel(mode=1)[0], eofs.isel(mode=1)[1])" ] }, { "cell_type": "code", "execution_count": 135, "id": "ff69a1aa-1f55-4ad0-b9eb-8dea7565d399", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 135, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean_x1, mean_x2 = np.mean(x1), np.mean(x2)\n", "scaling = 5 #\n", "\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "plt.scatter(x1, x2, alpha=0.6, label=\"Data\")\n", "plt.grid(True)\n", "\n", "plt.quiver(mean_x1, mean_x2, eofs.sel(space=\"X1\")[0] * scaling, eofs.sel(space=\"X2\")[0] * scaling,\n", " color=\"red\", scale_units=\"xy\", scale=1, label=\"EOF 1\")\n", "\n", "# EOF2: Second dominant axis\n", "plt.quiver(mean_x1, mean_x2, eofs.sel(space=\"X1\")[1] * scaling, eofs.sel(space=\"X2\")[1] * scaling,\n", " color=\"blue\", scale_units=\"xy\", scale=1, label=\"EOF 2\")\n", "\n", "# Plot styling\n", "plt.axhline(0, color=\"grey\", lw=0.5)\n", "plt.axvline(0, color=\"grey\", lw=0.5)\n", "plt.xlabel(\"X1\")\n", "plt.ylabel(\"X2\")\n", "plt.title(\"Scatter Plot with EOF Axes (using eofs)\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "35967a36-f559-4207-a509-413fe152dd54", "metadata": {}, "source": [ "How did we do that?" ] }, { "cell_type": "code", "execution_count": 136, "id": "cdef47ef-544a-4ad2-825e-4f41cb55dba4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1000, 2)" ] }, "execution_count": 136, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.shape # is already (time, space)" ] }, { "cell_type": "code", "execution_count": 137, "id": "99c550bb-6cd9-497f-9b82-10bfb0dfb84e", "metadata": {}, "outputs": [], "source": [ "data_mean = np.mean(data, axis=0) \n", "data_anomalies = data - data_mean " ] }, { "cell_type": "code", "execution_count": 138, "id": "2301a011-0f33-41a4-9e99-ed448cbde2b2", "metadata": {}, "outputs": [], "source": [ "cov_matrix = np.cov(data_anomalies, rowvar=False) # Covariance across space" ] }, { "cell_type": "code", "execution_count": 139, "id": "2108b192-4800-4cbd-8f0d-26e2c5dd3d08", "metadata": {}, "outputs": [], "source": [ "eigenvalues, eigenvectors = np.linalg.eigh(cov_matrix) # Solve for eigenvalues/vectors" ] }, { "cell_type": "code", "execution_count": 140, "id": "fd1e48af-8491-4367-896c-423721850477", "metadata": {}, "outputs": [], "source": [ "sorted_indices = np.argsort(eigenvalues)[::-1]\n", "eigenvalues = eigenvalues[sorted_indices]\n", "eigenvectors = -1*eigenvectors[:, sorted_indices]" ] }, { "cell_type": "code", "execution_count": 141, "id": "db3892fe-4f38-4455-969d-1b08ec865719", "metadata": {}, "outputs": [], "source": [ "pcs = np.dot(data_anomalies, eigenvectors)" ] }, { "cell_type": "code", "execution_count": 142, "id": "c971c1b0-8eee-4829-bfc1-584b05b84c31", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 142, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Bbdq0qXVm5fTp07XOwNRISkqqc3xUVJQ6derU4Jj6XtPtdis+Pj7sAcBS//7vUkxMMHDcbun8eemdd4JndK5VWdnk0wPQNBwNnJiYGKWlpamgoCBse0FBgTIyMurcZ+jQobXGb926VYMGDVJ0dHSDY+p7TQCtyF13Ba+5iYn517aLF4ORc+3dmx99JP3zrW8AdnH8Lapp06bpzTff1OrVq1VaWqqpU6fq+PHjys3NlRR8++iZZ54Jjc/NzdWxY8c0bdo0lZaWavXq1Vq1apVeeeWV0JiXX35ZW7du1cKFC/XZZ59p4cKF+vDDDzVlyhSnlwMgEvTqVfuuqcpK6X/+RyorC35tjHT4sHTNf5YA2MHxwBk7dqyWLFmiuXPn6t5779Unn3yizZs3q2fPnpKkU6dOhX0mTkpKijZv3qzt27fr3nvv1bx58/TGG29ozJgxoTEZGRlau3at3nrrLQ0YMEBvv/221q1bp/T0dKeXAyBSJCdLzz4bfoHxpUvSu+9Kn38uffWV9N130pEj0pdfNt88ATjC8c/BaYn4HBygFfn6a+kPfwhei1OjTZtgAB09Gvw6KUn6xS/4fVRAC9diPgcHAJpdYqL03HPS1f8YVlf/K26k4F1WxcVNPTMADiJwANgvISEYOR061D9m2zbuqgIsQuAAsJ8x0oULUrdu9Y/57jtp586mmxMAR0U19wQAwDHGSLt3B3+z+Jkz1x9fVCSlpUkej/NzA+AozuAAsJfLJf3wh1Jqavjn4tSnqir42TgAIh6BA8BubdtK//mf0ssvSxkZUtR1TlwfPBi8hRxARCNwALQO7dtLWVnB0Bk8OHireH3+8pfg21sAIhaBA6B1iYuTHn5Ymjw5eL1NXZ99c/y4VFra9HMD0GgIHACtk8cjPfaY9OKLwet0XK7w5wsKgtfkAIhIBA6A1u2OO6Sf/ER64YXgbyKvcfastGdP880LwPdC4ACAJN15p/Rf/yXl5kp9+gS3FRaG/4oHABGDwAGAqyUlSePHSxMnBn9fVWFhc88IwC3gg/4AoC7duklPPy39/e/Ba3Gud3s5gBaFv7EA0JDu3Zt7BgBuAW9RAQAA6xA4AADAOgQOAACwDoEDAACsQ+AAAADrEDgAAMA6BA4AALAOgQMAAKxD4AAAAOsQOAAAwDoEDgAAsA6BAwAArEPgAAAA6xA4AADAOgQOAACwDoEDAACsQ+AAAADrEDgAAMA6BA4AALAOgQMAAKxD4AAAAOsQOAAAwDoEDgAAsA6BAwAArEPgAAAA6xA4AADAOgQOAACwDoEDAACsQ+AAAADrEDgAAMA6BA4AALAOgQMAAKxD4AAAAOsQOAAAwDoEDgAAsA6BAwAArEPgAAAA6xA4AADAOgQOAACwDoEDAACsQ+AAAADrEDgAAMA6jgbO2bNnlZOTI4/HI4/Ho5ycHJ07d67BfYwxmjNnjrp27aq2bdvqgQce0KFDh0LPf/vtt3rppZfUp08ftWvXTj169NDkyZPl9/udXAoAAIggjgbOhAkTVFxcrC1btmjLli0qLi5WTk5Og/ssWrRIixcv1tKlS/Xpp58qKSlJDz30kCoqKiRJJ0+e1MmTJ/X666+rpKREb7/9trZs2aLnn3/eyaUAAIAI4jLGGCdeuLS0VKmpqdq1a5fS09MlSbt27dLQoUP12WefqU+fPrX2Mcaoa9eumjJliqZPny5JqqysVGJiohYuXKhJkybV+b3ee+89Pf300zp//ryioqKuO7dAICCPxyO/36/4+PjvsUoAANBUbubnt2NncLxerzweTyhuJGnIkCHyeDwqKiqqc5+ysjL5fD5lZWWFtrndbg0bNqzefSSFFnojcQMAAOznWBH4fD517ty51vbOnTvL5/PVu48kJSYmhm1PTEzUsWPH6tznzJkzmjdvXr1nd6TgWaDKysrQ14FA4LrzBwAAkeumz+DMmTNHLperwcfevXslSS6Xq9b+xpg6t1/t2ufr2ycQCOiRRx5RamqqZs+eXe/r5eXlhS509ng8Sk5OvpGlAgCACHXTZ3BefPFFjRs3rsExvXr10sGDB/X111/Xeu6bb76pdYamRlJSkqTgmZwuXbqEtp8+fbrWPhUVFcrOztbtt9+ujRs3Kjo6ut75zJw5U9OmTQt9HQgEiBwAACx204GTkJCghISE644bOnSo/H6/9uzZo8GDB0uSdu/eLb/fr4yMjDr3SUlJUVJSkgoKCnTfffdJki5duqTCwkItXLgwNC4QCGjEiBFyu93atGmTYmNjG5yL2+2W2+2+0SUCAIAI59hFxv369VN2drYmTpyoXbt2adeuXZo4caIeffTRsDuo+vbtq40bN0oKvjU1ZcoUzZ8/Xxs3btRf//pX/exnP1O7du00YcIEScEzN1lZWTp//rxWrVqlQCAgn88nn8+n6upqp5YDAAAiiKO3Hb377ruaPHly6K6oxx9/XEuXLg0bc+TIkbAP6Xv11Vd18eJFvfDCCzp79qzS09O1detWxcXFSZL27dun3bt3S5J+8IMfhL1WWVmZevXq5eCKAABAJHDsc3BaMj4HBwCAyNMiPgcHAACguRA4AADAOgQOAACwDoEDAACsQ+AAAADrEDgAAMA6BA4AALAOgQMAAKxD4AAAAOsQOAAAwDoEDgAAsA6BAwAArEPgAAAA6xA4AADAOgQOAACwDoEDAACsQ+AAAADrEDgAAMA6BA4AALAOgQMAAKxD4AAAAOsQOAAAwDoEDgAAsA6BAwAArEPgAAAA6xA4AADAOgQOAACwDoEDAACsQ+AAAADrEDgAAMA6BA4AALAOgQMAAKxD4AAAAOsQOAAAwDoEDgAAsA6BAwAArEPgAAAA6xA4AADAOgQOAACwDoEDAACsQ+AAAADrEDgAAMA6BA4AALAOgQMAAKxD4AAAAOsQOAAAwDoEDgAAsA6BAwAArEPgAAAA6xA4AADAOgQOAACwDoEDAACsQ+AAAADrEDgAAMA6BA4AALAOgQMAAKxD4AAAAOs4Gjhnz55VTk6OPB6PPB6PcnJydO7cuQb3McZozpw56tq1q9q2basHHnhAhw4dqnfsyJEj5XK59MEHHzT+AgAAQERyNHAmTJig4uJibdmyRVu2bFFxcbFycnIa3GfRokVavHixli5dqk8//VRJSUl66KGHVFFRUWvskiVL5HK5nJo+AACIUFFOvXBpaam2bNmiXbt2KT09XZKUn5+voUOH6siRI+rTp0+tfYwxWrJkiWbNmqUnnnhCkvTOO+8oMTFRf/zjHzVp0qTQ2AMHDmjx4sX69NNP1aVLF6eWAQAAIpBjZ3C8Xq88Hk8obiRpyJAh8ng8KioqqnOfsrIy+Xw+ZWVlhba53W4NGzYsbJ8LFy5o/PjxWrp0qZKSkq47l8rKSgUCgbAHAACwl2OB4/P51Llz51rbO3fuLJ/PV+8+kpSYmBi2PTExMWyfqVOnKiMjQ6NGjbqhueTl5YWuA/J4PEpOTr7RZQAAgAh004EzZ84cuVyuBh979+6VpDqvjzHGXPe6mWufv3qfTZs2adu2bVqyZMkNz3nmzJny+/2hx4kTJ254XwAAEHlu+hqcF198UePGjWtwTK9evXTw4EF9/fXXtZ775ptvap2hqVHzdpPP5wu7rub06dOhfbZt26YvvvhCHTp0CNt3zJgxyszM1Pbt22u9rtvtltvtbnDOAADAHjcdOAkJCUpISLjuuKFDh8rv92vPnj0aPHiwJGn37t3y+/3KyMioc5+UlBQlJSWpoKBA9913nyTp0qVLKiws1MKFCyVJM2bM0M9//vOw/e655x795je/0WOPPXazywEAABZy7C6qfv36KTs7WxMnTtTvfvc7SdIvfvELPfroo2F3UPXt21d5eXn6yU9+IpfLpSlTpmj+/Pm6++67dffdd2v+/Plq166dJkyYICl4lqeuC4t79OihlJQUp5YDAAAiiGOBI0nvvvuuJk+eHLor6vHHH9fSpUvDxhw5ckR+vz/09auvvqqLFy/qhRde0NmzZ5Wenq6tW7cqLi7OyakCAACLuIwxprkn0dQCgYA8Ho/8fr/i4+ObezoAAOAG3MzPb34XFQAAsA6BAwAArEPgAAAA6xA4AADAOgQOAACwDoEDAACsQ+AAAADrEDgAAMA6BA4AALAOgQMAAKxD4AAAAOsQOAAAwDoEDgAAsA6BAwAArEPgAAAA6xA4AADAOgQOAACwDoEDAACsQ+AAAADrEDgAAMA6BA4AALAOgQMAAKxD4AAAAOsQOAAAwDoEDgAAsA6BAwAArEPgAAAA6xA4AADAOgQOAACwDoEDAACsQ+AAAADrEDgAAMA6BA4AALAOgQMAAKxD4AAAAOsQOAAAwDoEDgAAsA6BAwAArEPgAAAA6xA4AADAOgQOAACwDoEDAACsE9XcE2gOxhhJUiAQaOaZAACAG1Xzc7vm53hDWmXgVFRUSJKSk5ObeSYAAOBmVVRUyOPxNDjGZW4kgyxz5coVnTx5UnFxcXK5XM09nWYXCASUnJysEydOKD4+vrmnYy2Oc9PgODcdjnXT4Dj/izFGFRUV6tq1q267reGrbFrlGZzbbrtN3bt3b+5ptDjx8fGt/i9PU+A4Nw2Oc9PhWDcNjnPQ9c7c1OAiYwAAYB0CBwAAWIfAgdxut2bPni23293cU7Eax7lpcJybDse6aXCcb02rvMgYAADYjTM4AADAOgQOAACwDoEDAACsQ+AAAADrEDitwNmzZ5WTkyOPxyOPx6OcnBydO3euwX2MMZozZ466du2qtm3b6oEHHtChQ4fqHTty5Ei5XC598MEHjb+ACOHEcf7222/10ksvqU+fPmrXrp169OihyZMny+/3O7yalmX58uVKSUlRbGys0tLStGPHjgbHFxYWKi0tTbGxserdu7dWrlxZa8z69euVmpoqt9ut1NRUbdy40anpR4zGPs75+fnKzMxUx44d1bFjRw0fPlx79uxxcgkRwYk/zzXWrl0rl8ul0aNHN/KsI5CB9bKzs03//v1NUVGRKSoqMv379zePPvpog/ssWLDAxMXFmfXr15uSkhIzduxY06VLFxMIBGqNXbx4sRk5cqSRZDZu3OjQKlo+J45zSUmJeeKJJ8ymTZvM559/bj766CNz9913mzFjxjTFklqEtWvXmujoaJOfn28OHz5sXn75ZdO+fXtz7NixOsd/+eWXpl27dubll182hw8fNvn5+SY6Otq8//77oTFFRUWmTZs2Zv78+aa0tNTMnz/fREVFmV27djXVslocJ47zhAkTzLJly8z+/ftNaWmpee6554zH4zF///vfm2pZLY4Tx7nG0aNHTbdu3UxmZqYZNWqUwytp+Qgcyx0+fNhICvuH2+v1Gknms88+q3OfK1eumKSkJLNgwYLQtn/84x/G4/GYlStXho0tLi423bt3N6dOnWrVgeP0cb7an/70JxMTE2MuX77ceAtowQYPHmxyc3PDtvXt29fMmDGjzvGvvvqq6du3b9i2SZMmmSFDhoS+fvLJJ012dnbYmBEjRphx48Y10qwjjxPH+VpVVVUmLi7OvPPOO99/whHKqeNcVVVl7r//fvPmm2+aZ599lsAxxvAWleW8Xq88Ho/S09ND24YMGSKPx6OioqI69ykrK5PP51NWVlZom9vt1rBhw8L2uXDhgsaPH6+lS5cqKSnJuUVEACeP87X8fr/i4+MVFWX/r5K7dOmS9u3bF3aMJCkrK6veY+T1emuNHzFihPbu3avLly83OKah424zp47ztS5cuKDLly/rjjvuaJyJRxgnj/PcuXN155136vnnn2/8iUcoAsdyPp9PnTt3rrW9c+fO8vl89e4jSYmJiWHbExMTw/aZOnWqMjIyNGrUqEaccWRy8jhf7cyZM5o3b54mTZr0PWccGcrLy1VdXX1Tx8jn89U5vqqqSuXl5Q2Oqe81befUcb7WjBkz1K1bNw0fPrxxJh5hnDrOO3fu1KpVq5Sfn+/MxCMUgROh5syZI5fL1eBj7969kiSXy1Vrf2NMnduvdu3zV++zadMmbdu2TUuWLGmcBbVQzX2crxYIBPTII48oNTVVs2fP/h6rijw3eowaGn/t9pt9zdbAieNcY9GiRVqzZo02bNig2NjYRpht5GrM41xRUaGnn35a+fn5SkhIaPzJRjD7z3Fb6sUXX9S4ceMaHNOrVy8dPHhQX3/9da3nvvnmm1r/K6hR83aTz+dTly5dQttPnz4d2mfbtm364osv1KFDh7B9x4wZo8zMTG3fvv0mVtNyNfdxrlFRUaHs7Gzdfvvt2rhxo6Kjo292KREpISFBbdq0qfW/27qOUY2kpKQ6x0dFRalTp04NjqnvNW3n1HGu8frrr2v+/Pn68MMPNWDAgMadfARx4jgfOnRIR48e1WOPPRZ6/sqVK5KkqKgoHTlyRHfddVcjryRCNNO1P2giNRe/7t69O7Rt165dN3Tx68KFC0PbKisrwy5+PXXqlCkpKQl7SDK//e1vzZdffunsologp46zMcb4/X4zZMgQM2zYMHP+/HnnFtFCDR482Pzyl78M29avX78GL8rs169f2Lbc3NxaFxmPHDkybEx2dnarv8i4sY+zMcYsWrTIxMfHG6/X27gTjlCNfZwvXrxY69/iUaNGmR//+MempKTEVFZWOrOQCEDgtALZ2dlmwIABxuv1Gq/Xa+65555aty/36dPHbNiwIfT1ggULjMfjMRs2bDAlJSVm/Pjx9d4mXkOt+C4qY5w5zoFAwKSnp5t77rnHfP755+bUqVOhR1VVVZOur7nU3Fa7atUqc/jwYTNlyhTTvn17c/ToUWOMMTNmzDA5OTmh8TW31U6dOtUcPnzYrFq1qtZttTt37jRt2rQxCxYsMKWlpWbBggXcJu7AcV64cKGJiYkx77//ftif3YqKiiZfX0vhxHG+FndRBRE4rcCZM2fMU089ZeLi4kxcXJx56qmnzNmzZ8PGSDJvvfVW6OsrV66Y2bNnm6SkJON2u82PfvQjU1JS0uD3ae2B48Rx/vjjj42kOh9lZWVNs7AWYNmyZaZnz54mJibGDBw40BQWFoaee/bZZ82wYcPCxm/fvt3cd999JiYmxvTq1cusWLGi1mu+9957pk+fPiY6Otr07dvXrF+/3ulltHiNfZx79uxZ55/d2bNnN8FqWi4n/jxfjcAJchnzz6uVAAAALMFdVAAAwDoEDgAAsA6BAwAArEPgAAAA6xA4AADAOgQOAACwDoEDAACsQ+AAAADrEDgAAMA6BA4AALAOgQMAAKxD4AAAAOv8P5g8lqRltn9zAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.quiver(0, 0, eigenvectors[0][0],eigenvectors[0][1], color=\"red\",alpha=.5)\n", "plt.quiver(0, 0, eigenvectors[1][0],eigenvectors[1][1], color=\"red\",alpha=.5)" ] }, { "cell_type": "code", "execution_count": 143, "id": "2962f827-0fd4-47ed-85a6-3f12762345ad", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 143, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.quiver(0, 0, eigenvectors[0][0],eigenvectors[0][1], color=\"red\",alpha=.5)\n", "plt.quiver(0, 0, eigenvectors[1][0],eigenvectors[1][1], color=\"red\",alpha=.5)\n", "plt.quiver(0, 0, eofs.isel(mode=0)[0], eofs.isel(mode=0)[1],alpha=0.5)\n", "plt.quiver(0, 0, eofs.isel(mode=1)[0], eofs.isel(mode=1)[1],alpha=.5)" ] }, { "cell_type": "code", "execution_count": 144, "id": "a7a57740-20a7-4ab3-a151-88b41cbfd358", "metadata": {}, "outputs": [], "source": [ "infile = \"sst.mon.mean.nc\"" ] }, { "cell_type": "code", "execution_count": 145, "id": "f1377216-5c54-438d-91e1-2140bf0cacaf", "metadata": {}, "outputs": [], "source": [ "dataset = xr.open_dataset(infile)" ] }, { "cell_type": "code", "execution_count": 146, "id": "cb224b51-7b42-4180-8930-dc5c8e3cf117", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 146, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dataset.isel(time = 0).sst.plot()" ] }, { "cell_type": "code", "execution_count": 122, "id": "eefe836b-4892-4c3a-9e4a-c9416611038e", "metadata": {}, "outputs": [], "source": [ "def detrend_dim(da, dim, deg=1):\n", " \"\"\"\n", " Detrend data along a specified dimension.\n", "\n", " This function removes a polynomial trend along a given dimension by fitting \n", " and subtracting a polynomial of specified degree.\n", "\n", " Parameters\n", " ----------\n", " da : xr.DataArray\n", " The data array to detrend.\n", " dim : str\n", " The dimension along which to detrend the data, typically representing time.\n", " deg : int, optional\n", " The degree of the polynomial for detrending. Default is 1 (linear detrend).\n", "\n", " Returns\n", " -------\n", " xr.DataArray\n", " The detrended data array with the fitted trend removed along the specified dimension.\n", " \"\"\"\n", "\n", " p = da.polyfit(dim=dim, deg=deg)\n", " fit = xr.polyval(da[dim], p.polyfit_coefficients)\n", " return da - fit" ] }, { "cell_type": "code", "execution_count": 123, "id": "6196aae2-35f0-4693-8cc5-fa4e70b1f605", "metadata": {}, "outputs": [], "source": [ "detrendedSST = detrend_dim(dataset['sst'], dim=\"time\")" ] }, { "cell_type": "code", "execution_count": 124, "id": "0735cc61-1043-42f0-8576-92df2880f990", "metadata": {}, "outputs": [], "source": [ "monthly_mean = detrendedSST.groupby('time.month').mean('time')\n", "sst_deseasonalized = detrendedSST.groupby('time.month') - monthly_mean\n", "sst_deseasonalized = sst_deseasonalized.drop(\"month\")" ] }, { "cell_type": "code", "execution_count": 125, "id": "c8a0faf0-7eee-424a-a732-91e038495033", "metadata": {}, "outputs": [], "source": [ "coslat = np.cos(np.deg2rad(dataset.lat.data))\n", "wgts = np.sqrt(coslat)[..., np.newaxis]\n", "\n", "solver = Eof(sst_deseasonalized, weights=wgts)" ] }, { "cell_type": "code", "execution_count": 126, "id": "0e265e03-8d15-4f49-815d-74a88d78c5e3", "metadata": {}, "outputs": [], "source": [ "eof1 = solver.eofs(neofs=10)\n", "pc1 = solver.pcs(npcs=10, pcscaling=0)\n", "varfrac = solver.varianceFraction()\n", "lambdas = solver.eigenvalues()" ] }, { "cell_type": "code", "execution_count": 127, "id": "991913cf-90d1-4e9f-85cb-cd2115130d89", "metadata": {}, "outputs": [ { "data": { "image/png": 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Z7xX+fn78/fffhIWGkpCYSGRkJEFBQXh7e6Ompoaenh4xMTGkpaUBMHjIENq1a4eZmRmWFhZoamqqrAhiY2OJiIjAzMwMMzMzVRDHlJQUkpKSSElJITk5meTkZNXfmfvi4+OJjIzkyZMn3Lp1i5s3b6r62KNHD1o0b05QcDCRkZGEh4cTGRFBdEwMSUlJSJIEkoQkSejp61OxYkVcS5fm+PHjHD12DEmS0NfXxzEjVsjxEydUdVetWpU2bdrQpk0bnJycSEtLw9zc/K1F9xs3blCzZs13+j4mf/89I0aMyJXhRJIkwsPD8ff3JyAgADU1NUxMTDDOEI1MjI3fSgBLTk7myNGj/LttG6dOn6ZOnTr079+fbt26fVa/T4HgSyZTpNCt+S0yjcJJFSwpUkhyWy1EikJAiBQCwVfA/fv3Wbt2Ldu2baNIkSL069ePnj165Eqxl3NxXKBFsaR8q0VtYaTyfBs+1Bv3wKAgfH19UVdTo1ixYlhbW2czvS0sy43X1ZPr3PIRImR5bE9LSyM0LIyAoGDMTE1ziwJZvtOPETROLpfz4MED1NTVqVC+/EfNCiAQvIm0tDTc3d2Ry+VUrFjxtamWPyaZIgTAmrVr2bNnj2qfq6srzZs3x8nJid69e2NmZoZcLufhw4f4+PjQrl07NDU1C71PT58+xdXVNds2FxcX6tWrx7p16wCwtramVq1aGBoakpqaiqampspFJPNfdHQ0d+7c4dmzZ1SsWJFRo0ZhaWmJt7c3L168wNvbm2PHjuXbD6VS+U7uEN7e3pQsWfKtj7OysiI0NBSZTMb8+fORy+VcunQJHx8f/Pz8SE5Ofu3xzs7ONG/WjJ49e1CtatUCtxsSEsKu3XvYsmULPr6+9OzZk+HDh1O1alXhDiIQvAdCpPi8ESKFQPCFEhcXx/bt2/n77795/PgxXbt0YeCgQdSqWTPXxOV9xQlJkoiPjyc8PBwbGxt0dXWJjo7mydOn6ZktihVD9gbz/de1/S4L/uDgYM6fPUtEZCRRkZHo6esT4O+PJEkUdXDgmYcHgUFB1Ktbl8mTJ7/RvSDzPCVJQk1NjeDgYJKTkylatGiuBfXnJlCkpqbywN2d69fduHbdjQfu7nh5e6veqAK0b9+OubNn4+Tk9NEFirS0NB4+fEhySgoVK1QQb/0Libi4OJ4+fUrp0qW/SDeFzw25XM79Bw/QUFen/GcgpIWGhubKGgSgo6ODXC5HqVRSokQJWrduTY0aNShfvjxOTk5IkoRcLkcul5OamgqAkZERhoaGBboPvolbt25RvXp11WcrKyumTZvGpo0buXf/vmp7eFgY4eHh6Orp4eDgoBIVcj6fkpKS0NHRee2CW5IkwsLCOHPmDAcPHqRGjRpMnDjxvc/ldSQkJBCcYRFSIeO+FRISwpgxY9izZw+GhoY0aNCAUqVK4eDgoPpXtGhRJEkiOjqa6OhoIiMj+eef9ezZsxeAatWqcenC+bfujyRJ3L5zh40bN7Jz125KlCjB8OHD6dOnj0hnKhC8A5kihf43YwpVpEi4tkKIFIWAECkEgi8ISZJwc3Pj77//ZufOnZRydmbQoEF069FD5f+bbcGZZWErUyrSN6lpIEkSUWGh6BsaoqOjg6SQ4+vjQ3x8PEqlEn0DfabNmEnwy5eEhoUTGhZGUlISAIaGhlhaWuDt/UJVt46ODuXLl6d5ixZMmfoDmhrvPxHOi6znNum7Saxe/VeBjrt1w42y5cq/tkxSUhLe3t7o6Ojkesv2IaLvv5UwkPV7zPJ3VGQkRUs4oVCkf7fa2tpUq1aNypUrU6ZMGezt7bGzs+Om23V+W7AQhULBpQsXKFIkn0wGOSxm3kpEeQ3h4eE8e/6c8uXKicV0ISJiUhQ+iYmJ3H/wgBKOjp98TJevWMGUKVMAOHDgAOXLl+fu3bscPHiQQ4cOERUV9U71Xrp0ibp1675zvwYPHsyGDRuoXr06Y8eMpv+AgQDUqVObKVOmUq1aNaysrHKJPN7e3sTGxuLs7Iy+vv47t/+pSUxM5OHDh1SuXDlPS5Xk5GQGDhzIyZMniY2NVYnFlStVZMigQfTo1iX9PlhAC0Upj3Lx8fHs2buXfzZsxN3dnW7dujFs2DDq1q0rrCsEggKSKVIY1BlfqCJF/JWlQqQoBIRIIRB8AcTHx/Pvv/+ycuVKfHx86NmjBwMHDqRSlSqqMvmJEymJ8az7ZwOPnnjg7++Pv78/zz09USrTy3Tv0gm3m7fx9fNTHVO+XBncHz5WfR7Yvx9ly5bBytKKcxcuEBAQiHMpZ+zs7Dl+/DiXL19WlU1ITPwgk6Sc5+fr60vjps0ICgrKVs7FpRTt2rbD1rYIRYoUoXr16tjZ2edbr1KpJCAggICAADS1tCjh6Ii5ufmrpj5TgQJJSUx0NBWq1iAkNJTSLi7cu38/l5l6SkIckO6+Uqt2XZycnTl7+lQenco9ES4skQLSfd0/FxP6rwUhUnwYPpff6o8//cSff/5J+fLl6dWrFy1btqRixYpA+n0rLCwMHx8ffH19cXd356G7Ow8ePMDH1zffOm1tbXn48GGBs3BIkkRiYiIeHh7s378fPz8/Dhw4wNChQ5k7exYvXrygTBYB2MjIiBIlSlC9enWWL1+ebRwjIyN5/vy5ykKtWLFihWLZ8bnh6emJs7Nz7u0eT7C3LZL7gPcQKwAePnzIho2b2L5jBzY2NowaNYr+/fuLBZJA8AaESPF5I0QKgeAzxsPDg5UrV7Jp0yYcixdnxIjh9Oja5dVbqKyLVmWayloChRyZUsHdBw8ZNOY7nnu/oEJZV4ra2VLcuTQaGhosWrQIgDp16lCuXDnatm2LpaUlly9fZtq0aWhraxMfH//GPhoZGVGzRg2++eYbqlevTpNmzQrt/PNdCGc5b09PTxQKBcWKFXuVcaMAkz5JJiMtLY17d++SkpKCnZ0d9kWLvtOkuVDdJQoSdyLL30nJKZhaWlPG1ZXRo76lavUauLi4qMx/JUkiLi6OBQsWMG/ePIoWLYq2thbRUdHUrFmD9u3a06VL5/TfVAHH7U1kjkdkZCRJKSnY2ti83pT7I6SO/RoRIsWHJSQkRJVtoqBkir/5BXMMCwvDoVgxqlatioODA0WKFMGpZEmcnJxwcnLK5l6WkpLCqdOn2bhxI2fPnlVZs2Xy77//0qtXr1xtXLt2jZ9++olz585l275//346duxYoPPI63o1NjbG1dWVovb2TPthqiouRXR0NOcvXGTX7t3s379fVX7NX3/Rv39/dLJkQlIqlfj5+eHn54empibVqlX7IHEzPgeSk5JIS0sjMDCAps2ao62txX/79lIyR3yg/MSHt24vOZm9e/exes0aPDw86Nu3L2PGjKFs2bKFUr9A8LWRKVIY1ptUqCJF3KXFQqQoBIRIIRB8ZigUCg4fPszKFSu4eOkSnTp2YOTw4dSqWePVxDGnOJHxWSZPVO174etP+bpNcS3lxD/L/6B8mdJoWhXP1V54eDi7d+/m7t27PH/6mOde3gQFv0SSJOrXq8vqZUsJCw8nPDIKhUKBjoERRoYG6BsYoK9vgIODg2phr+pejrtKzvlu1gXl2yx6C4vU1FQ0NDSQyWQEBgVhamKCvs6b009lm0y+z8TybTJxkL9Akcnxk6f4c+lyLly8qNpmYWGe4Rcdky02RcmSJWnfvj1mZmYcPnwYNzc3APbt3knrVq3y77JM7VWMkgLEsUhKSuLe/fsYGxtT2tW1UK1rvgpBohCysQiRIgsFHc+CvrWWJJ49f05ERAQVK1QokHvCsWPH6NylS7Zt/x04QPPmzVWfDxw4QK/evfOtQ0tLi7Zt2/LtiOH8OH2GKnNGkSJFsLW1pWjRosTFxnLm7FlcXUszcsQI2nfoiK2tLVpar+5haWlpNGzYMJuV2+jRo1mxYkWBzv+nn35i3rx5qs+GhoacO3WcsuUrIlMqOHfhAleuuXH79h1u3bpFWEaKUEdHR2rVqkXNmjUZNGhQvpP0pKQkwsPDVfEbFArFVytWADx+9IgOHTsSFRXF1KlTGTxwwKvf1Hs+S3I9HySJW7fvsGbdenbv3UfNmjUYPXoMHTt2/KrHWCB4W4RI8XkjRAqB4DMhPDycNWvWsGbNGiRJYtiQwQzs3x9ra6tXhQogTmQy6/clLFrxF0GPb2PqmP1NSnJyMidOnGDTpk0cPnwYSZKwsbYmJCSE1Iz4BqqysVGgpk6qLP3tnrqaLJcIAelCxJvECfi0AkVmmjhvb2+KFSuGjU16bAaVBcrrjv1MBQpkaqq+xcfH4+npxbPnz/Dy8sLj2TOuXL5CQGAgABYWFtSsWVOVGjAsLIzo6GgALl84l2/E+bcVKNLS0rjv7o5SqaRixYqFHoBQiBTpREdHc/fePSpXqiQC532AFLxpaWk8ePCgwL/jbt27c/jw4WzbWrZowapVqyhS5JWZ//Pnz2neogUvX74seJ9Jt27InLLNmTOHI0cOc+PGTZUIaWhoiKmpKQqFgpiYGBITE8k6xTMyMuL777+nb9++ODo6FqjN48eP0ypDvPxtzmwmjh9LwMtQnJxLvTrvrl3p1q0rDRo2wsrKKr+q8iUkJITnz59TsmRJbN5gdfUlExgQwA/TprF9+3ZMTU0ZM3o0I4YPe3XtfgCxIiIikk1bt7J2/T/I5akMGzaMkSNHqp59AsH/M5kihVGD7wtVpIi9sEiIFIWAECkEgk+Mh4cHixcvZsuWLdSqWZNvRwyndauWqglx5gJUJilfTcQlCbXk2DzrUygU7D98lD7DxwIwdvhg/pjzC0+Co1m7di2nTp7A08sbpVJJpQrlsbK05OSZs/n2Lzo+EQBNtXdMEfoWh0lSdmuMNx2bb5DQrGMFIFMjOSUFLy8vIqOisDQ3p4Rj8WxvHnNXnjUDxqtF+mtTshZgoZRXutDX1pN5jlkHI4swkTNTB4BMmUZiYiJ2RR1ITk7G0NAQY2NjtDPONyUlheSUFGyLFKFe3Tr89MNUzMxe46OeV7wKtbwXbErSF2ER4eFUqFixQG+gC5xthtzjl5epdH5jnK9ZdSGZW7+RtxSosvGx+vil8j5j+xqSkpK4/+ABOrp6XL1yhcjISDQ0NIiIjMTz+XN69epJ927dAKhRsxbuDx/mqmPmr78wZfLk9A8Z32NCQgK3b99GmaYgNVVBTGwMDx64c/fuXdzd3QkJDQWgcqVK1KtXj507d6q25cXcObNRU1MnKioSTU1NDA2NqFSxAlevXWPW7Dl5HnPkyBFat26db52pqamqe+SYkcP5bdYvqs/LV69hwR9LVBYUurq6uLqUwta2CKamplhaF0FNTY2UlBR0dXWxsLBg3Lhxecb6SE1NxdPTk5CQEExNTSlVqtQr172vEB8fHxYtWsS6devQ0tKiW9cutGzZkkaNGmNgYJDvcQWKEZRVrJCUoEwXsNLS0jh5+gyr167jwqXL9OrVi++++45y5coV2nkJBF8amSKFcaOphSpSxJxbIESKQkCIFALBJ0CSJC5evMgfixZx8tQpunbpzPixY6hQ/lUAsrcVJ9L3K9l98Ch9ho3GxNgIU2NjWrZpy71797h27RpFbKzp0K4NFcqVo1b1apQt48qBg4fp0X8QAEVsbHB1LY1LaVdKODlTtlx5GtR79yjwn4tAkZCQyAP3B6ipq+Pk6Ii5uVmu+sLCwgkMCiQ8IpKIiEhKl3ahYoUKX6RAkcmTp0/ZsWMHu3bvwcfHBwAba2tehoRka3Lnti10aN/uNR3PkfUjH4EiM87Hk8ePsbaxKbAvvxApCkAefVQoFMTFxWFoaPjJ02V+cj6QSAGwY+dOtmzdxtWrVzE1NUVSKjE0MkJLSwtfX19u3bxBMQcHDh46xD//bODxkyf4+/tTokQJ6tSuzZTJ3+Pk5ERsbCyGRsa5LQXy6LtSqSQqKgo9PT10dXWRJAkPDw/U1dXp0q0bz597qsrKZDL+WPQ7TZs0UQX9VVNTw9jYmNjYWCpWqqwSOPr368d/Bw8SExPDypUrGTVqVJ7nLEkSlSpV4sGDBwBMGj+Oxg3q0qxxo2zlQkJDefj4CQ8fPeHxkyds3PpvvuO4dOlSxo0bl+/+yMhIPDw8SE1NpVKlSl/9BP/ly5csW7aMvXv38uzZM9X233//nTGjR+d73PuIFZD+XFi28i+279pNg/r1+X7yZJo0afLVWrAIBPkhRIrPGyFSCAQfEYVCwZ49e/jjjz/w9PRk6JDBfDtiOHaZKSFzLkQyJxlZXDuQlMhSk7Pvz3JsUlIy1Zu05pmnl2pX08YNGTZ4EK1btXrlk5p5rJo6Sg1tJEkiW+uvW5BnLZbHxCbrXeVt5z35HZt18qXaplS8OiCPiX5aWhrq6uokJyfz9LknGmoyYuPi0/PXx8Tg6+fHnbv3uHvfnYCAgGzHVq1SmcuXLr1d58ljgZzX4ulNt12Z7K0ivsskJQGBgVy97kZUVBTq6uqEhoby+6I/0NDQoHv37nTt2pUqVapgZWXFwYMH6dChQ7Z6jIyMUCgUyGQyZDIZampqlC1bll7du9G5ew/MzMxIU0qoZ1jUvO4UJEnKqCef03vT+eeX0STLRDsXaulxUbIKKLI0ecYf7xE9/10FjMJaNL+m/S8+JsW7jlF+98lCIvM3J0kSP8+cze+LFtG2TRv+XLIEJycnYmJi2LNnDzdv3mTNmjXMnTObYsWKERUVRQnHEpQsWQJTU1PVBFWpVNKjV28OHz6MgYEBTZs2Yemff2JlbZNv30NDQwkLCyM+IYHtO3Zy+/Ztbt26BUDTJo05/Rrrt0xKOTtTrWpV/t2xI/28ZDJ+++03bG1tsbKywsbGBm1tbSIiIoiIiCAyMpKUlBTs7e1xcHBg9+7dzJ49O1udzx7coZhD0Xz7/e2E7/hn01ZVew3r16NRg/rUqF2XZs2a5RtQNJO0tDQCAgIoWrQoampqqnv410ynTh05cOA/1efy5cpx48aNbGUKGlxYJkl5fje5xHvSBaY1a9exdt16bO1s+e677+nZs+frLQwFgq+ITJHCpMk0ZBo6hVKnpEgm+sxvQqQoBIRIIRB8BOLj41m7di1Lly5FTU2NcaNH0b9fXwz09dILFII4ASCppy/QwiKjuXr9Jrp6ujg5OWf3P84iTgAoNbTztkr4AgUKSZIIDArC/eEj7j9wJygkFDe3Gzxwd+dtb3XTfpjKzzNmvNUxH0KgSElJ4eKlS+zeu4+42DjiE+JJSEhEqUyjSZMmeHt7c+XqNfwyUsiqq6urJvYjRoxgwYIFrzUhrl27NkFBQYwYMQJ9fX2USiVKpZK0tDTOnjnNqdNn0NDQ4J+NG2nfvkO+MUmUSiUeT59iZ2+vejC/k0iRY8zyEimSkpLYtGUr9x64ExAQSGxsLBqammhpaaGtrY2TszNVq1aleqUKlCxZAjX1glkZCJHiI/OZixTnL1ykZZu2GBsb8/uCBQSHhODv78+///5LcnIyxYsXp0qVyiQkJHLs2DHVtQegqalJ8eLFqV+vLrW/qc2QYcMAsLK0JDEpCV0dHfr164euri5paenZifr17atakGd1HbG1taVFixYEBATg4+NDQEAAyrQ0KleuxOMnT4mNzW1d16ZNG8zMzNi3bx/29vaEhYWRmJhISkrKa++FampqqgwlAAYGBsTHx1PC0ZEx347k2+FDUCN/YRjgZUgoJ8+c48TpM5w6e46YmFj09PSoVasWxsbGJCYmkpCQQFJSEnK5nNTUVORyOZIkoaenh76+Pvr6+jg7O+Pi4kKVKlWoXbv2V7t4XrRoEZMnT1aNva6uLlWqVGbQgIF079EjW7DLDyFWJCUlsXX7DpYtX0lCYiJjxoxh1KhRGBsbv9+JCQSfOUKk+LwRIoVA8AGJi4tjxYoVLF68mOLFHJg0YQId2rfL/mYoqyiQxa0jT/P2zACPaYrsppyqoIZqoJbbFSBbGfX0iZ6kof3mgJE5zfwLuIjLbyIlk6Rs+/JcrOYxHtn6mWVsQl4Gc+PWHW7evs3N23d54P6Q6JgYSpYsSYkSJdJ9xyMikMlkREZEEBIaQlRUdLbmDAwMcCpZgpJOTjg5l6Jc2bI0a94CYwO9PM/hVd+zjH8mr3vTn2cl6WOXkpLCrTt3uHTlKpevXMXfP4CYmBiiY2JITk4XpsqWLYu9vb1qAh8dHc3JkyepUKECdevWVf3LDFyXac3wvty6eZPGTZpQtGhRbt+6le18pUzrBQlevPDmZXAwFSpWxMDAAFlWgQ3yFdYKTMbYRkfH0KVnL27cvEX58uVxcHDAwsICuVyOXC4nMTGRR48e4eWVbklkYmJMlcqV+XXGdDy9vIiIiMDe3g57O3scixfH3Nws+zjljEXyOt60vzAXz3m09UWJFB/QHaMwyGvxFhMTg0u5iqirqRERGYm9vR316tWntIsLffr0xs7WFj9/f1xKu7Js6VIGDhxISGgoXl5eeHl58fTpU44cOYK3t3eebWpoaGBkZIS+vj6BgYG0adOaHf/+i5qaGqdOnaZ9RrrQBvXrI09NZfr06bRu3Zrw8HB6dO/OdTc37t6+hZGREVu3buPo8eNERUWRmJjAs2fPada0CX1692Lp8pU8fPiQ1NRUihQpQtmyZdHQ0EBNTQ09PT2MjIzw9vbm0aNHREZGZssGJJPJsLKyomO7NrRt3ZrGjRuhppUeL0JlqZQfyjRSU1O59+ABl69c45qbGykpcvR0ddHT10dXVwctLS00NbXSF+IyGUlJySQmJhIXH4eXpxeKtDTMzc2JiIhAW1ubKpUrM3HiREpnpD/9mkhKSuLu3btcv36dU6dOcfz4cYoVK8Z3kybRr18/tN8QpyNPMf8trjulUsmx4yf4488lPH7yhAkTJjB+/HgRlFfw1ZIpUpg2nY5Ms5BEitRkok7PESJFISBECoHgAxAbG8uyZcv4888/KeXsxE/TfqBpTp/PjyVOZGx7H3FC1cYbyr3JV7YwBIqY6Gi++2EaFy9exi/DRcPG2orqVaviXNoVhUJBcnIyjx494sqVK+l1yGQ4OBSltIsLpUuVolSpUpRydsLJqSQ21tagrpltwa0mvV5seF+B4v4Dd/7esJEnTz1ISkpS/W9kZETtb2pRytkZCyvrdIXfxARHR0fq1q2bS3QoLCEiK9HR0bi5uXHlyhVOnjzJzZs3MTc3Z++ePVSvXj1PkSI6OoaHD91xdHTEzs5OFRfjQ4gUI0aPZdOWrfz888/8+uuvyGQywsPDCQgIQCaToa6ujpqaGjExMVy/fp2ffvqJ1NRUxoz6liXLludb/fgxo1nw21whUnwovgSRAnL3U6aGJEkkJyejo6fPy5AQPD09KePqipmZGev/+YcxY8dRuVIlXMuUQVNTk6SkJNW/W7duqTLolC5dGl9fX5KSkoD0dKSJiYnExsaye/duzpw5w9PHjyhWrBgAly5dYvGfS9DV0yUwMAh3d3cmTZpEmTJliI6OZvTo0YweNYpatWrSr/8AVYpSNzc3jAwNUUpKjI1NWL5kMQ2bNMPd3Z0DBw7g6+tLYmIiMTExREVFkZCQQPny5alevTpWVlYYGxujp6eXLhbExfHw4UMOHTqEn58fNapVZf3aNTiVLpM+PAUQKvIf9Mxnlizf6y4xMZFr16/j7v6QgIAAjh47RkREBIMHD6Z58+bUq1fvtZZiXzIPHjygYsWKqs8x0dFoaWm90ZrifcUKSZK4cPES8+Yv4P6DB4wbN44JEyZgZpY7lpNA8CWjEila/IJaIYkUytRkok7MFCJFISBECoGgEImOjmbp0qUsWbKEMmVc+WnajzRq1FC1kMw6Ucg6EctzMVeQS1OtAL66BXU5eGOkyrezqshrIpWvmX/WyZQiJc8iPr5+nDh5in82bcHXz4+hw4ZRsWJFFAoFjx66c+HCBe4/cMfFxYWUlGS+qVmTenXrUK5sGUo5O6Onl8MyImdf3sLNJecx+X2v2eqSyTh2/AQL/ljM9etu2NnZ0ahRI3R0dChdujQNGzakUqVKH93/OikpiUOHDnHmzBmuXr3Ko0ePkCQJCwsL6tatS7OmTWnTulX6IlimhpL07zVVmT5+CoWCJw/uoaWlRfny5ZFlmILnDPj6OiR1zewbsgYqzVHXo8ePmfj9FC5eukxpFxeioqJem/XA3NyM7du2YWlpyYSJk7h56xaJiYm5yrVv346d27e/frA+J2Rq2UUKq4IFKf1/QxVfIp/rOs/fqZo6UpqC8IgIYmJiic6waoqJiUVHTw+ZTA1jYyNqVK9OREQEGzZu4rmnp8piQldXF10dHY4eO5atrR9/mMrVa9e5eu0acvmrxb1MJsPExAQnJyfOnDqZzbw/k6TkFL4dNYoL58+rAt8aGRnRv18/2rdrS4tWrZEkiSI2NqSlpREaFoadnR0upUpx9tw5ID0wsqOjIyUci1HMwQEbKyusrCzR0dFBlhH0NiUlhYioaCIj0wMIx8fHY21pgZWVJf9s2sJ994eMGj6Uxb8vyHuMswoPOckvInIBhMGkpCS8X7zAxtKC2XPncejwEYKCg9HQ0KBVq5ZMnfoDtWvX/uqCP65fv56hQ4cCYGpqQru27WjTpjWtW7dBPcvvJL9A0un73ixQ5DUfkWRqXL58mXm/zefW7duMGTOGSZMmYWFh8T6nJBB8NgiR4vNGiBQCQSEQHR3N4sWLWbZsGRUrVuDHH36gfv36n1acyFpntm056n9LcQI+jkAhl8u5et2NEydPc/zUKZ489UBDQ4Pa39Ri0OAh3Llzh82bNxMXF0flSpVwcipJg3r1aNigPiUci7/+nD6QQJEsTyUo+CVqampoaWujraWNUlISFRVNRGQkXbr3xMLCgrnz5tGhQ4dPnpHh/PnzNGr0Klp/vXr1qFatGibGxowePfpV+tAsVjtZRQpJkkhMTMTnuQeurq7paQPzEBYKU6RIr07i1Okz7NqzFweHoriWLo2lhQUxsTFYWVoiSemmy2lKCdcyZbJlGUlKSuLy5Sv4B/gTER6BvoE+Xbt0UbnJfDF84LgMXwsFEikgffyyiBQrVqzk+x+m5XmMtrY2FStWJCAggDSFIv1a19amdOnStG3Thnbt2mFmasLx4yfo1KWL6jh9fX3q16tL48aNqV27NhYWFpgYG2NgYJAeUDLH7z53Z9P3x8TEkJqWhqGhIdqamiApCQ0N5cbNm9y8cZOQ0BCeeTwjTZIwMTZKj/+QnAxS+rWTkJBAVFQUkVFR2Vw7smJmaoqZmRkGBvqEhobyMiSUYg4O1K9Ti1kzfsLGxibfhe2HEioySU1Jxi8gAIU8lTPnz7P277/x8HhGrVq1+P777+nYseNXF2wzp/gyetQoFi1aBJC/heI7WFLk951evXaN+fMXcO36dUaNGsXkyZOFWCH44skUKcxazSpUkSLy2M9CpCgEhEghELwHKSkprFy5krlz51KuXDlmTJ9O3brZU3ZmSw2Z18Iiy8RUNSnIkqHgbYJTFtjMM0e7BSare0mObfn1NdvhedxuZKlJufoYHRuPtcOrYJ+DBw+mcePGRISGsHP3Hq5eu4aVpSUDBvSnVo3qmJiYUtrFGXNzi1f9y0zhmmmOLEmvXEfyOud3DJB4+foNfp0zD29vb4KCX74xQOfkyZNZuHDhO7VV2Hh5edGiRQsiIiJISEggNTVVta9YsWKUKlUKPz8/wsLC0h/kZmaYmZlhZGREjRo1GJuRTlCVzUOSCA4OpnuPHshTUnAoVoyiRYuiqaGBJEmYmRozbPBgLCzMX3Uiq7vTWxIQGMjS5SvY9u8OIqOiAHBwKMqQgQMZP24sOjoFm3S80a2joLzLNVWIvI1J92vJw+WhsHiblLH59ud9yOs7yuqelBnvJjSUH2bM4t9duzEzNeXqtWvYZFgpPHnyhEePHhETE0NKSgrJyckkJSXh5ubG1atX0dDQoGTJEvy1ejWlnJ1JSExEU0MDMzOz7FYSeYyF+4MHLFu+nNi4WLS1dWjSuDFdu3ZVCYaSTMbFixfp1rUrycnJlC1bFhMTE4KCgoiMjKR/v35069KJb+rWx9rKijp16yKXy0lJSSE4OBhPT0+Sk5PR0tIiPMifmNhYAvz92bxtOz7+AXh5efHixQvGfDuC3+bMxs/fn9Nnz3H+0hXc3NyoX78+1apVY/z48RgZGWFpaYmxsTFGBvrUrF6VFs2bU7NqZZUAq/q+1dTfLHi/xn0w67MjOjqaJ0+eoK2pgUvZcujo6HDq2BEWL1nGpcuXKVHCkfFjxjB0xMjcFnRfKEuWLGHixInZtoUGBWBobJK3i2cWCnx9FcBa8sbNm8ydO4/rbm5MnTqVCRMmfDVjLPj/I1OkMG8zt1BFiogjPwmRohAQIoVA8A4olUq2b9/O9OnTMTQ0ZM7s2TRr1izb245s4gTknkjk8bb4bcQJyEOgeJOZZ87JyFsKFLkmLYUoUIRHRHD46HH2HzrC2fMXVObQJ06c4Pjx42zatJHIyCgaNmjAsCGDaVC/Hp5e3qhrqOPqUgoDA8OMfrxZoPAPCOTy1WskJiXh7FSSUs7OWFtZZfv+4uPj0dfXf635sNvtO7Tu0BkXZ2datWmLo6MjRYsWBVAFcgRUi3tzc3NsbGzemIbvU5CQkMDly5eJjIykd+/eAHTp0gUHBwcsLS2Ji4sjMjKSsLAw9u3bh0wmY8KECWhpa2Ogr4++gQFGBgbs2rWLe/fu0aFDe4KCX+Lv709ychIymYzAwCDU1NSY/evPjBiWbsL8PiLF7Lm/MXf+gjz37d21kzatWxWoni9VpIiIiOCamxvf1KyJubm5ECkKQgFFikwGDB/F+YuX8PMPyOWGkZycjJ+fH05OTqipqZGQkMCsWbNUIqSWpiaGRoZUq1qNWTNnUqKEIw8fPaKYQzGKZKSd9vTyRktbm/i4OAYPHswLH59c2Tpm/vorU6ZMUX0u5eKCv78/9erVo2TJkiQnJ2NnZ8etW7e4cOEC69f9zZChw1ixbClDBw9CW99QdWx8fDytWrVCIU/h/OmTKBQKatSpR0BgINWrVsW1bDkuX76MPCWZxb8vpHX7jgBUq1KFmt98w6FDh/Dx8cnWv1atWqGrq8uBAwdUmUFat2jOvFm/4OpS6oMIFYmJiTx9+hR5SjKlXMtgamqKWloqt+/c4c8ly9h34ABmpqaMHTeOkSNHfnmWUjlwdHTMNe5nThyjTp06r8avMMSKAlpOXrx4kWk/TSckJIRZs2YxYMCAr856RfD1I0SKzxshUggEb8np06eZMmUKYWFh/PLrr/Tq0QO1LGb7mVdU5twqZ8DIzP3KjD/UsuxTZrkc33RhquflUpGlzdeS1WojP/eTzKLv4NqRF1lFFLXUJNX2lFQFU3+awdr1G1AqldSrV482bdqQlpbGkSOHuXLlKhbm5vTr24fBAwfg7OxMapqSm7duY2CgT2kXFzQ1NXMHvsvDciIgMIgp039h74GD6f3Ikm7P3NycM8cO4eJSmtHjJ/LPxk18N2E8c2fPzNN05elTDxo1b4FLKRdOnznzyjXiK+DOnTuULVsWbW3tPPfv2LGDNWvWYGFhgbu7O2FhYcTFxZGamoqmpiY7duygc+fOuY4LCwtj7Nix7Nq1i4iXgelv4PL6fb3B/Sb45Uv+3b6DDRs34enlhZaWFnp6eujq6qKvr4+hgT4tW7SgRImS2NjYUMTaCmtra8zNzbILRO+y+M15gYMqKG1+k/y3bS/fxUSO7SEhYZw+f56mDRtibZ0lJsW7PNbzsq5638CguURNWe7+5ecSUMC2XrfwepP4lN0lKcv/GfcESZKwK12RIf16s2DJilzHJyQkcOvWLezs7NizZw8LFixQBck0Nzenf//+GBoaMmvWrPT2ZDIkSUJNTY0mTZrQqFEjZs+erQqkmUnx4sWzLUgXzJ/PuLFjAJi/YCEzM+pTnWfGeA0ePJgNGzZgamqKqYkJ3i9eMPn775kx/Se0NNTZvnMnw0eOIjU1lX/WraV3z55ERERgV8yRtWvXMiwjTerx48fp3bs30dHRSJLEkUP/0bptewDS0tI4ePAgs2fP5u7du6pzsrKyIjSP2DA+zz2wsckS1PUN30leC+783AcVCgUeHh7ExkRTrUpltNRflfN+4cOylavYtPVfFAoF7du2YdmKldja2r62/c+VPXv20K1bN9VnLS0tFv42l2FDBqvEgawvOfIMBFuQ9Ne5tuXjhiNLf3bu3bePX375BT09PRYsWEDr1q2/urgggq+XTJHCst38QhUpwg79IESKQkCIFAJBAbl//z5Tp0zB7cYNJk+ezKhvv82VEiyru22mUJBToHiTOAHvLlAURJxI79unFSiUSiVHT5zi+s1bnDx1hsdPnzJzxk8MHj6SlJQUmjRpgqenJw0bNGDIoIG0b9cWbW1tJElCiQw1NTXi4uLQ19dHTU3tjQKFXC5n+V9/M3fhIgwMDJkzZw4dO3bE0NCQPXv2MGbMGPT1dDmwZxc7du3mjyXLAKhWtQoVK5Tn1u07xMTGkpyUTHJKMi7OpbC0tOD2nbs8fvLk/y5FW0pKCjdu3MDa2ppSpUqptsvlchQKRb7mv0FBQQwePJgzZ87w0t8nPSr/O4gUlapWx8fXl3ZtWtOiVWuio6MJDg7m5cuXBAcHExQYyMuQENWCMRMNDQ2sra0pYmONs7MzixcuwNTU5O1OXogU+fYnF1+CSJFZdx4iRWBwMCUq1GDXpr/p1n9onnV4eXmxbt06li9fjp6eHsbGxqxcuZImTZqgrq6OJEl8++23SJJEzZo1qVixInfv3mXbtm2cP3+eFi1a0LdvX9atW8eFCxeA9Cwge/bs4dChQ6xcuZKwsDD+Wr2anj26c/vOHerWq5+tD48fP6Z06dKkpaVx8+ZNjh8/zr59+3j69CmSJFGpUiX69u7Nho0bMTAwYNXyZZQu7aI6vlLV6riUKsW+AwdUIl5mnKWNGzdy+MB+XFxKZbPIALh79y4DBwwgIDAQe3t7/P39iYqKokL58vj6+RETEwOAU8mSNGvamLZt2lC/bh00tfIWP3N9bwUQKiRJIi4+HmN9XSRJQlLIswmREZGR/LtjN/MWLKRXj+6s/GvNa9v+nGnbti1HjhzJtT08OCBbhpNcYkUui8rCFSvkcjl/r1vH/PnzKVu2LAsXLqRGjRqvb0Mg+AwQIsXnjRApBII3EB4ezo8//sjWrVsZPmwoU7//DjMzs2xuBZkTKEkCNfIWJyC3GAGvxAqlJKnECWUeV6Xaa/QAGdlFD9X211lW5BG34m1EibeZ52S6vKilJpGWlsboCd+xYcs2bG1tqVatGlOnTqV27dq8ePGCRo0aIZPJ2LdrJ2XKuKr6qVAoeOrxHG1tLZxLlsi/4SxWIu4PH7Fp23Z27NlHREQEY8eOZebMmRgbG/Pw4UNm/PQTBw6mW1Voampmi8mQSdmyZfnmm2+wtEyPgq+lpcW2bdt4+PAhbdq04fDhw68fiK+QJ0+eEBkZSY0aNfLMRJAfQ4YM4Z9//mHDP//Qs0d3ZJKS+Ph4Ro4aQ0BQIN8OH06L5s146uHBgwfuRERGUq1qFapXq0ZiUhL//XcQHV1dli5fgaurK/v27Xtte8nJySrhIvP/zH/79u2japXKbFi3DktLi7ezqvjYj808grQCuD9+wpkLl7G2MKNW9WoUd3TMtj+/BfwbXS7y+zs/srjsyBTyjP9TVNuUeqbZFk4F4Z36k3leWdMWK5UFe6uch4vLkZNn6NR/GOXLlKZXlw40qlub6k3aqN5cy6NecunqNWbM/Z1GDeoxb/5CFi+Yy8ghg9A1L/LGcwwNDcXMzAwNDQ2USiWLFy9m8uTJACxYsIApU6aQnJzMiBEj2Lx5M99NmsTsWTMJCQnl2PFjHD16jDNnz5KUlESJEiXo3acPI0aMwN7OjsiICMqVL4+ZqSlR0VEEBQUDYGtrS5dOHRnQrx9ly5cHYMuWrYz49lt6dO/Ops2b0dLSemPfMwkICKBBgwbo6+tTt25dhgwZQtWqVZEkCT8/P65du8alS5c4fPgwfn5+GBsbM3TIEH75eQZBwcF4PPWgSpXK2YIw5hlougAuRy9evCA+Pg5XZyc0NTWyufGM+34qh48dZ92a1Ti7lsPDw4Ny5crhkOGe9yXg7u7Otm3b2Lt3L56enqrtDRo0oE/P7rRp2y49TWhWd8e3EPxU5DkPeN0EJL18bGwsf/y5hOUrV9G1a1cWLFiAjY3NG89LIPhUZIoUVh0Woqap++YDCoAyNYnQ/6YIkaIQECKFQJAPCoWCNWvWMGPGDGp/U4uFCxZQMiNrxOcgUCiVSp48foyM9JR3AIGBgfj7+xPg74+LSyk6duqUp9XFpxIoAC5cukLzdh3R0NCgZ8+erFixAmNjYwCmTZvG/Pnzue12nbJly6j6KZfLefTkKcnJybiWKoWJiXHeDUtKYqOj2bZzF5u3befu/QdYWljQt18/hg0bhqurK5A7/7yGhgZt2rTh3LlzKn/w6dOnM3HixDxzw8vlclasWEHlypWzZcf4f0Aul3P9+nWcnJze2nT68ePHVKtWjVatWjL/t9/QUJPRpVsPnnt6UrlSJS5dvqwqq6GhgYGBAdHR0chk6dYzampqKBQKJEmiWrVq3Lx5853P4/Tp07Rv3560tDS6de3Ct8OHUa1qFdV+pVJJXFwcMbGxxMbGoqamhp2tLUZGRnx0Y+YcIsWjx0+Y9/sf3L57nyZNm3Lo0CFCMtJSrvtrJX179cxWPld1H1CkiIuKYMXfG/h31z6KWFtStrQzTZu3pHXr1m+u5337U8giRUJCIn9t3Mq5y1e5fP0miUlJGBsbM3XqVAYNGsSpw/v5Z8u/PH76jEED+rN85SoSExPR0dFBkiRSUtKzFWUKDgXh+vXr/Pjjj6xcuVJ1v5IkiQXz5zPtxx8ZPGggy5YuVQklSUlJnL9wkYOHD7Nzxw4kScLJyYmkpCS8vLyoVLEievr6JCUm0q17dzyfPePwkSOEhoVRo0YN5s6ZTd06ddizdy9Dhg6jQoUKlClTJn3B+ccflCjxGkH4LZAkifv377Nz505+//13NDU1SU5OBkBHR4dePXsyetS3lC1bNtfvNlvGkNcQGxvL48eP0NLUoqxrKXQ004UxmaTkgftD2nXtqUrfCunuft988w2dOnWiffv2ODs7F8q5fkgy3YUAKlWqRLly5fD29ubatWvo6+szYfw4xo0di6FR+jPyYwsVAH7+/kz7cTonT5/m559/Zvz48W8lZgsEH4tMkcK60x+FKlKE7P9OiBSFgBApBII8uHjxIuPGjSMhIYE/Fs6neYuWeaZY+9gChSRJ3L17hz27drN3z26Cg4Pz7L+5uTkRERFUqliRWbNm0bRp01d+oh9RoIB0kSJrDApJkjh64hSde/YBoEePHpQtWxYjIyMiw8OYNWcuI4cPY8niP0BSkpiYxKMnT1AqJcq5uuQf+0FSEh4RQeMWrfF+4UOr5s3o36cXHbr1zDVBOnXqFM2bN2frpo0MG/kts2bN4vvvv+fYsWNMmDABS0tLzp49+1ZvFP+fSElJQUtL6518jzdt3MCYseNITEzEyMgIfT099u/dTYXy5Xn48BH33R9QtkwZXEuXRktLCy8vL665uSGXp9K1cyd0dXUJj47FyMgIc3PzNzf4GoL8fNi8dRt/rf0bX19fHB2Lk5aWRkxMDLGxcXlmajEwMKBcGVeWL1lM+XLl3qv9ApNDpOjWZwAHjxxFR0eHWrVqcv/+A6Iyspv8NnsmE8eNyVY+V3WFJFKkpaVx5bobBw4f48Tps2ioq/MyJISk5BR6dGhDUlISDx4/xcPrBXZ2tshkMnR1dNDX06de3dpM+W4iFubmJCcnExcfj6WFRZ5pmz+FSCFJErIsqZ7lqancuveA/acvs3z5clUsm3JlXGnSsD4jhw3B0EAf90ePadWxW7a65syZQ6dOnYiPjycuLg4jIyOcnJwwNTXN/1zyYN3atYz49lvMzcxo0aIFrVu3ommTJqoFaVhEBNv//Rdvb29S5XJ69OhBvbp1qNegIalyOTdu3kRbW5v46EiOHjvOwkWLuH3nLl26dGbu7Nn4+Pgwb/58Ll68BMDhw4dp06bNW/WxIFy7do3Tp05RrlxZSjg68t/Bg/y1Zi3BwcE4OjpStmxZypVxpWyZMpQvVw4Xl1L5Bt3MSWJiIo8ePUKSlJQrXQp93XQTbpmkRKlU8vCJB8+9X+BSypl+g4by+PHjbMfb2dnx559/Zov/8Lnx888/M3v2bNXnEiVKULduXfz9/bl06RJmpqbMnjWL/gMGAJ9GqAA4d/4C302eglKSWLZsGc2aNXt9ewLBR0aIFJ83QqQQCLIQGBjI5MmTOXToED9MmczY0aNUwQPzikAuyWS5XNTfdEXlJVhkFSkkSSIwMBD3B/d56O6OXC5HX1+fuNhYDhzYj5enJ5aWVnTq0pl27dqjp69HclIyOlqa2NvbU7RoUby9vRk3bhxnz54FYP78+YzPCLyWleyB416diMo0O4cYk63PeaS7zytHu5o8Ic9xWLZ6DfMWLsbCwpy4uHhi4+JITEwEYOSwISxZtBBkarzw9SUyKpqyrqXRyRnIMccka+LkH9i+axdubjeyxUrISmhoKA0aNCAtLY0G9euz/p9/+Omnn7JN+gR5Ex8fj66u7ntHcY+Li2PHjh3cvXuXn376CTs7u0Lq4buRlpbGsWPHOH36NAYGBhgbG2NsbIyJiYnqb4VCQWBgIAEBAWzatInnz5/z6O5N7PKyJnldnI0spKam4uvnh62tXXocjwK6nFy+fJk/l6/C0NAAM1MTDA0MKGpvT8vmzShqb6e6V8myLtbzIo9sALLU5Nf6sCuVStZu2sb2fQd58uw50TGx2NnZ0b59e7S1tdHT02P06NHZrGx27tzJnDlzaN68OTKZjKVLl6JQpPdNT09Pdd2bm5lRvlxZKpQrQ4nixTPG3whrKyvKODsSFhbOM08vitra4OJUMl3QyHn/ykOEzZMs+5RKJc+8fXjw6Cl1alTl1MXLDJv0EzUqV2T8sAF0bd8aNbX07EZ3Hz4hOTmZF0EhNKhbB1ubV1kj0lIVJCUnc/DYCQZ9O+71Y5+Bjo4OUVFRBU6Xe/fuXXbt2sWhQ4d49OgRmpqa1KpZk2ZNm9C0SWMqVqqcHhBYpg7KNNxu3IA0BS3btGX40CEsW7FSJQQplUo2rF/P9J9/JioqiokTJjBjxgx+/fVX/lyyBJlMRhlXV4o6OFC0aFFKlixJ6dKlcXFxoXjx4qo0o/kOsSRx7tw5qlSp8sa4PXK5nP/++4/r16/j7u6Ou7s7L1++BNIX4X1696J//wHY29u/cYzkcjmPHz/GwMAAp5IlVL8DmSLdskVS0wCZjInfT2b1mr+pVLEC9+4/yFZHQkLCZ51aUy6X06VLl9e6G/q8eIGNRRYhLMc1UtBsQG96ifFqW+55QmpqKmv+XsfsefNp3KgRi//8k+LFixeoXYHgQ5MpUth0WVKoIsXLvROESFEICJFCICDdtWPp0qX8+uuvtGndinlzZqsWH3ml3cxqQQHpz+aCXEl5CRRpSiU3b97i6JHD3L51C3f3B0RFRgJgamaGvp4e8QkJqKmp0apVK7p2606Dhg2zTRAN9bLfXFu2asWJ48dVn1etXMGggQOzn8YnFCggj+BepE9o1DQ0UVNTIzQ8kq3//ounlzfOTiVxcXbGpVQpihVzSD/3HBOsg0eO0XfgYH755Rd+/PHHPNv09vamRYsWKn9efX195s6dy5gxY0T6tDegVCq5ceMGxsbGKjP0/1cWLlzI9OnTCfR+lm4BFBmF94sXyFNTUSgUaGhqUrxYMYrY2KgWhJIyjbS0NNV1m5iYSMt2Hblx6zaQvkC3t7PD3t4OK0tL5KlykhKTSEpOxrZIEWpUr0qNalVxKVWKzCQGCYmJeHq/wMmxGPpZMqV8KJEiNTWV9n0Gc+biFTq2aUmViuVpXK8O3zRv91ZpdVNTU3ngdhmvFz74+gdiZmqCgb4+j5968ODhQx48fIR/QGCeMWIysTA345vq1Shb2pnSzk6UdiqBi1NJ9PVeLfZzuQ1IEj7+ARjq62Nuaswzrxf8uXYDew+fIDom3c1LT1cXx2L2PHr6nBaN6nHi3CXKl3Fh5uQJ+AYGM3H6LAb17s5fK5aycet2zl+8jLGxEU4lHalUvjxa2jpUq1SOuPh4Hjz2oH233rmyd2SlTp06nDt37p3M4V+8eMHB/fs4ffYs5y9cJD4+ntatWrJ3zx6UMnXWr1vHuHFj0dDQwMGhKN7eLyhWrBi9e/emb9++lClThuTEBOLj4+nTtx8nT53i5IkT1KpZg+joaPbu28/jx48JDAwkMCgIT09PEhLS7+kymQw9PT309fUxNjbGwsICe3t7XF1dMTQ0JDQ0FDc3Ny5evIi6ujodO3bEycmJChUq0LVr1wJZqYWHh3PtyhV27d7N/gMHUCgUjB07lsnff//Gyb9CoVC5iKXKU9DSSL+/ZxUqIiKjqN+kKdFR0WzdvIGWbdoTExNDTEwMJiYmTJw4ETs7O2bOnPlZZqz4448/mDdvHqmpqSQlJamEv0wG9evDqjV/v0rFnUmWQNYfQ6gACA0LY8avs9i9Zy8//PADU6dOFZaKgk+OECk+b4RIIfi/5+bNmwwfPpykpESWL11KvXr1sgfuyrKYzilOZBUdsrpv5AximVOcUCgUXL58mYMH/+PwwYMEBwdjYWFJ/fr1qFSpEpUqVaJy5crY2dm90+SodevWHDt2DAMDAywsLIiPi2P+b3Mp4VgCx+IO2FhbZztHldtHxhsmAFlaxgJBqXg1GcmxCII8FkIytVfm1lmOyxzHZLV0awidtFcTd1mW8pJMjfvuj/jxl5ncuXMHeztbvLxfqN62Ghoa0rdXD8aNHoWjoyPIZEz/+VcW/bkEgEf37lCmYuVcY3L//n1atmypejvXulUrVv/1Fw4ODgUa0/93AgIC8PT0pHr16l9VutV3YcqUKfz++++YmppiZGSEr69vnuV0dXUpUqQICQkJREVFkZqaypCBA1gwdxbHTpyi76AhjB8zmqo1auLv74+fnx/+/v6Ehoaio6ODnp4eOjo6eHt7Z5iwSxgbG1OtSmW6dGhL44YNuHLzDs0a1MHaIovrS+a1rVRCQcWDDPeFV1lxpGxihSRJ/LvvEIPGTGLPnj106dLlrcftbZAkieTkZKKjo/H398fd3R0bGxtKlSrFixcvuHz5MteuXePx48cEBQWpjnOws6Vx/dr0bN+aBrVroKGhgSRJ/L11J6s2bOORx3MAtLQ0SU1VYG1tzdChQ2nQoAEuLi4sW7aMa9euMXHiRLp06cKVK1eYPn0658+fB6B2jWpcvXELV1dXnjx5grGxMcWKFcPDwwOZTEbrVq0oWsSaMqWdqVC2DFdv3OK7aTMAmP3zT5RxdSUhIYHq1argUqFqge/vSqWS0NBQIiMjMTExoUiRIqpjvx0+jL/+Xqcq6/X0ERcuX2Hw0OHY2toy+fvvOHvuPIcOHUJdXR0NdXVS5HI6duzItGnTqFGjBr1792b79u1AeqyGcuXLs3fvXhQKBeHh4apgmIGBgfyzfj3z589Xpf5NSEhQCUpqamqoq6tjaWGBo2Nxyrq6Urx4cQ4dPUpw8Et8fHwoUqQIY8aMYeTIkXnG/MmL2NhY5v82jyVLl2Ggr8/06T8xdMgQlTgmZbjm5AwSnZiYyP0HDyjh6Ii1tfWrxblSgSw1iYjISHoPGs75S1coVtSe+nXrYG1lyc59B4iIiCQxMZGffvqJOXPmFKifnxpfX1/q1amNlqYmZw/tpoj1q/SvSt0csZzyeLHwTmSzMs359iL7/cftxg3GjJ+AQpHG2rVrqVu37ru3KxC8J5kiRZFuywtVpAjePVaIFIWAECkE/7fExsYyffp01q1bx+TvvmPSpInoaGV/m5WfQJFTdFCTyd6YWjQ5OZmzZ89w8L//OHr0KFGRkdjb29OufQfad+hAsyaNC+1tvqenJ0FBQdSqVYuwIH9ateuI+8OHqv36+vpMnjieKd9NVL2V/VACRUDQS67euMXtO3epUqs27Tt0zCZQKFNTuPfAnUtX3WjUsAFWVlacv3yV+Qt/Z2C/Pkz9cTpKpRJvj8d4PHvOxUuX2LBpCwmJiSz4bS5DBw1k7/4D9B0wCIATJ07QvHnzbN0KCgrC1dUVp5Il8Q8IICwsjNq1a3PhwoU3miwL0kU1Nzc3zM3NKV269KfuzidHkiRu377Nf//9R3JyMpUrV6Z06dLo6uqioaFBSkoKL168wNPTk+DgYIyMjDAxMSE2NpY5c+ZQ1N6O6T9MZfSESaipyfD19VMFj82P2NhYbt26xfXr1zl35hRnzl3A0bE47dq1o5KrC727d87SwfcXKcLDI1j+9wbi4uKRp6bi/uQp127eoUHtWpy+cOmzum5iYmLw8PDg4bVzPHzyjP+On8Lb1x8rC3OqVSxHYlIy56+60bl1c3p3aY9Skgh6GYp5sVJ069ZN5dL3Ok7u/RcfP38G9OrGDwuWk5KSQrVq1ejXrx+amprEx8dzfO92zl6+TnBYOEeOHiM1NRV1dXUcixdDoVDg6+efLc6JlZUlo0aN5scff1RZUigUCiIiIggPDycsLAwvLy9OnDjB6dOnVXFHACwsLKhQoQKurq7cunEDt4wgsksWLWTEsKH8u2s3Q4aNAMDe3h5zMzOCg4MJDQsDQEtLi6L29nh5ezNv3jwmT56Mj48PL1684JmHB/N++w17e3vi4uJ48uQJNWrUYPz48bTv0AF1dXW+/+471q5dy7GjR2narBmxsbHcv3+fPXv2sHvXLoJfvmTq998x8+fp6R2WyUCmxtOnHixbsZJ/Nm4E0l2XKlSogKFh9vSm+bFzx3b69O1HWloaZ8+c5ptatVT78hIqJEnC29tbFe/Czs4ul1ChUCg4euIUF69c5eKVa4SEhtGkYQN++vFH/jt0iGnTf+bIkSNvHfz1Y3P+/Hl69OiBjo4Opw/uprht7swaH0WogBzRs7PvS01NZdnKVcz7bT69evVi4cKFbx2fRSAoDDJFCtvuq1DTKiSRQp5E0K5RQqQoBIRIIfi/Q5IkDhw4wNixY3EqWZLly5biXMold7kcVhNZycuCIi9iY2M5ceI4hw4e5MSJE8THx+Pi4kKXLl3o3LkzVapU+WhmpPHx8fj4+ODt7c358+dZsmQJTRo1YOOalVhaWGSL0J85qVizfiNbt+/ICGCWHsSsetUq+fpPKxWpPHz0mKtuN7jmdoNr12/gFxCQrcy3w4eBugapqamEhYVx8eJF1eS7QYMGlCxZkkuXLhETE8PmzZtp0aJFnufy/fffs2bNGlq3bs3ff//N3j27GTd+Qp6R9GNiYrC3t2fQoEHs2LGDsLAwypYty/3794WbRwHw8fHBz8+PGjVqFNh3XpA3T58+pU+fPty5cwdLS0t69OjBokWLCrRQzoqvry9r1qwhODiYY8eOkZCQQLeO7Zj780+Ym2eZ8CuzLzyyBpFUibDqGf+nKZClpSJJEu17D+bCtes4O5dCS0sLc3Nzxo0bR+vWrT9L0/esSJLErVu32L17N0+fPiUiIoJJkyZ9cOsPSI8V4ObmhpmZGfHx8dy/fx93d3eePXvG48ePSUlJQUdHB39/f/R0dUlKTsbO1hYtLU0iI6OIjonJVp9MJkNHW5ukjEwYmWhpaWFbpAiampqEh4cTFR0NwP1bbrhkxONJUyq5fPUq+w8e4e7du/j6+pKQkEBcXBwVypfj7IljTPlxOgcPHSYgMDDbb9DNzY369esjl8v5448/OHjwIBcuXKB69eqcPXcOpVJJs6ZN0dHR4cKFC9n6lpaWxpyZv/Dr7LmcO3WCb2rVzHJCasjlcmrVqcfjJ09Um4sXL0bTps1o27YtTZs2zdNaKyUlBWNjY1JSUjA1NWXatGk0bdKE0i6lXvublCQJX18//IOCKFq0KA4ODmQumzNFOVlqUi6BPTFZzq/zFrJ0xUpGfzuCPxYuQNvg9WLixyQx1A+P557cve/O9Zu3Wb95G/W/qcnWNcuwyrSsymoNpZ0+pgodE9RT0y0TX72EyCsL2DssD/L7HrIF4k7/28fHh/ETJnLv/n2WLFlCz549P/t7i+DrQogUnzdCpBD8XxEQEMDo0aO4cuUq8+fNo0+f3tkiuGfyPgJFREQEhw8d4uDBg5w9ewa5XE7lylVo3749PXp0/yz8+eUx4Zw+d56Bw0aiqanJ7m2bqVY5IyVnxgQiISmZWvUbIUkSerp6PPHwQC6XM3zIIJYtXgSkB0C8cet2hiDhxo1bt4iLi0dTU5PKFSsQ9DKEgBwihaurKzo6OmhqamJoaEi9evVo3Lgx/v7+rFixAhMTE3r16kX37t3fuHA7cuQIQ4YMITw8nLS0NFq0aMHKlSspWbKkqkxKSgpTp05l6dKlAGhqarJmzRoGDhwoJkQFJCoqisTExE8e4PJrQS6X8/TpU8qUKfNeFgnBwcEcPXqUZ8+esX79eiIiIjAyNOC7saP4dtggjI2M3kmkSEpKpnjlb4iKjsHZ2Zk+ffowceJEMeEqIEFBQWhra782+8wvP/7ArN8WoKGhQa/uXbGytMTUzBRDAwN0dXWRIePp8+ekJCezYvUaAJo1bcL8ubPThfaDh1j793rCIyJo2rgRCYmJqKup0bxZU5o2bkyF8uVQU1MjLj6ely9DqNuoCXFxcTRv3pwbN24QGRmJoaEhNtbWPPf05N/NG+nVb0C2Pu7du5dHjx7x888/A+lWai1btmTDhg306NmTBQsWsGzpUiIiInLdSy9dukT9+vWZ9cvPfDdxfHYxOOMZs+3f7Qz/dhRpaWno6eqipa1NdHQ02tratGzZklmzZlGhQoVs9bq7u3P48GFOnjzJ1atXkcvl2NjYUKtWTUo5O1PKuRRVqlTO8zkbEBBAQPBLKlWqhLa2tsriIj+h4vipM3To0Zchgwby25xZqt//pxQqFi9ezOrVq1EqlQQFBanSuJZwLE6vrp34cdI4NDP1gDyCyWYVKoB0saKwhYr86spDqJAkiT179zJ5ylQqVqjAX2vWpLtxCgQfgUyRwq7XmkIVKQK3jxAiRSEgRArB/wWSJLFu3Tq+//572rZty/wFC7CwsMhVLnPSokRW4Gwdmdy5fZvVf61mz+7dpKamUq9ePTp16kSnTp0oVqxYYZ1KoRIUFETjxo0pXcqZnVs3AemTh+07dzHj11mEhoYyaEB/QkND8fH15d79B0ybOoXY2FiuXnfj/v37KJVKTE1NqV27NnXq1KFOnTpUr14dXV1dYmJiWLx4sSrdZL9+/XJF9pYkCaVSibq6On5+fm8dIyI8PJw1a9bQsGFD6tSpo9qeGBvN7r17mTNvPp6enhQvnp5e0tzcnLt377732AkEn5qIiAiuXr1K7dq1MTc359y5c+zZs4f169ejo6PDuHHjGD9+PIaylFcH5Yw9AXkGwIuPi+Xc5WscOXmGf/cewEBfn2XzZ9Fr6OgPfVr/F9SoUYObGS4ampqaGBsZERMbmy1YqKampuqzuro6aWlp3Lp1i6pVqwLp8RbWr1/PwYMHMTc3JzY2lgsXLpCYmIiFhQUaGhqqGDyZ/PXXXwwbNowrV65Qv359ANq2bctvv/1GuQKk1G3Xrh3Hjh2jf79+GBkbs3r1auLj43MF/oyJiWH48OHs2rWL0q6u7Ny9h1KO6c/BTKFsx65dDBw8lIW/zSUoKJgVq/+ibetWfFO7Dn+vW4e3tzeTJ09m1qxZeQZZTExM5PLly5w6dYo7d+7g4eFBYGAgAI0bNWLihAk0adIYmUyWnoJUPX08NTU1SUtLQ01NLWOf9EqoyAz2LCmRpypwrlidNi2bs+rP39Eyze0+8TF5dPEY5Rq0pmu7Vjg62GNtaUGV8mWoUKY0xkYZ7jKZ55FVmMgMpJtVmMzpxpnF3VNFRoyobGS6j6lpIGm85iXCa9LF5pUpLTo6mp+mT2fXrl2qYNZvE4xXIHgXhEjxeSNECsFXj4+PD0OHDePpkycsX7GCli1b5iqTVZyAgqcTlcvl7Nu3l79Wr+bmzZs4ODgwbPhwhg0dmh6k6zPn3LlzdOjQgc4d2rNm5TJQU2f/f//Rq+8AOrZvh7GJCZs2b6FWzZo4Ozvx4IE7z54/x8jIiBYtWlCnTh3q1q1L6dKl32lCkekvHBMTQ6VKlQplUqJUKtm+dQtz5v3GUw+P9HR8SiVqamp07tyZX375pUCTccGrN/7Ozs7o6hbOA1zw4QkKCuKPP/7gr7/+IikpiVbNm9C8cSPMzUwxNTbCzNQEp2JFMTHOmEDltaBQpqn+DAgKZvKvc9l78CijR49m/PjxODs7f6Sz+TJJTk7m+fPnODs75+kipVAo8Hx0Dy/vF3h6eRMbG4uRkRHGRkYYGRlhamJMrQZNuHz5MjNmzMDNzY2FCxcyefLk17abkpLCtWvXOHPmDOrq6jg7O2NnZ0daWnp2mdq1a2NgYADApEmT+PPPP7l69SrffPNNgc/rr7/+Yu7cuYSHh9OyRQuOZckklZMrF87Rq19/nJxK8d/hw2jyKqtEXFwc9Ro2JjAoiI7t27Fl2780btSQo4cOIleksWTpMmbNns3IkSNZvnx5gfoXHx/PkSNHWLhgAXfu3qV8uXJMGD+eatWqYmigj5GZBbq6ujx6+BAdXV1Kliz5WqFi3qIlLFyynN9m/kyvbp2xKp7bNfRjERgYiL29Pbv+XkanNi1VfcxFIQsVWY8HCl+oyFL2/PnzfDtqFEWLFmX9+vXiPiP4oGSKFPZ9/kZNq3BSDivliQRsGyZEikJAiBSCrxalUsnq1av54Ycf6NatO3PnzcPEJH8zzUyhIr+Um1kJDgpi/fr1rF+/ntDQEJo0acLYsWNp27btR49x4O3tze+//87jx4+xsy1Cm1YtadakMcbGxnmapSqVSs6cPMH2nTvZsHETjsWLc+bEUWxtbYmPj2fk6LGcOXeesLAwTExMSEpKokyZMjx//pzk5GT69OnDypUr3xjo701IkoSXlxcBAQE4OTlhb2//XvUplUoOHDjAzzNm8OjxYwCMjIyIjY2lTZs2rFq1SmTyeEsyAz/WqlXrnVIkCj4sSqUSuVyOlpZWngJfWFgYVlZWeR5raGjIr7/+ysge7XJ/t1nNxGVqJCencOGaG9/NmMUzT28AGtatzaZt28U1lQ9paWlcv34dCwsLXFzeb2ErSRLBwcHYZqTFLiwkSeLs2bPUr1//ra/v2NhY1q1bR8OGDalSpQoAd+7cQT0tBZdS6TEitAxNWfLHIqb++BM1a1Tn1MmT2eqQKRXExcXx/dRpPHnyFBNTE6Z8N4m6dWqrFq2Nm7ekZMmSbN68+a3P7fz58/z+++8cO3ZMtV1TU5PtW7dQoVpNfL09sbK2xsnJKZu7ikyZpgoeHRMRwoixkzh07AR6urqcO7qfqvWavlVfCguF3wMcqjelR4fWLJrxXfrGrO5cOd078nLjUMsiOmTNviVJoJ7xG1BTz+0KllH28dNnhEVGYWhggKmZOcWLOaiCoubF61KXZp1rZZ1jxcfH8+uvv7Bp40ZmzpzJxIkTRewowQchU6Qo2u+fQhUp/LcMFiJFISBECsFXiZeXF0OGDOHFCx9WrlpF48aN843nBAUTKCRJ4vr1a/y1ejUHDhxAW1ubPn36MmHC+HeKM5GamopSqXzrgHk52bJlC/3796de3bpER0fh/vARmpqa1K9fn3bt2tGkSRNevnzJw4cPefToEYcPHeJlSEiuenp078aFCxeJio5m/vz5TJgwgc2bN7N582acnZ1xcXGhSpUqKhPh90GSJDw9PQkMDFS96XtfnJyc8PLyUn02MTGhTp06tGvXjmHDhgnT0bckJSUFNzc3HBwccrnoCD4PgoODOX78OC4uLmhra6vcADKRJAkHBwcCAgKYMWMGkydPJjIykoiICDZs2MCqVaso5VSCP+f8QpMGdbMeSHhEJAeOHOfI6XOcu3SVxKRXGXnatGzG8VNnsbS05NixY1SqVOkjnfGXhb+/P97e3tSoUeP/whJJXV0dpVJJ8WLFsLUtgofHMyIiIxkzaiRzZ81ESzd7MMxc2aGy7Uy/X5dwdmHwkCHMnj37tW3fuXOHyZMn8/z5c7S1tRk9ejRDhgzB0NCQFy9e4O/vT1xcHEv+XMzDh49wu3MPeUoKPl7PcwkVsgwrIllaKjJFesyHoKAg2nbrg4aGOueOHMC0qNO7DtM7oVAoGDu4D39t2cWa32cyuGeXV5YSbxIqcs5rMp6F8UnJjJwykzvuj/D2C6C8ayk6tWlJpzYtcSnlzIuAYOYsXIytnS3VqlQmJDScsd9NyZahplOH9qxdtQJDI6NCFSoArl69wrcjR2JhYcE///zzWcTzEnxdCJHi80aIFIKvCqVSyapVq/jhhx/o27cvs2bPwcDA4L0EisTERHbv2sWaNWu4f/8eTk5OjBg5kj59+lLEpuAuHc+ePWPXrl24u7vz6NEjnj17hqGhISdPnsy1uHgb4uPjsbKyok+vXqxYuhhfPz9OnbvIoUOHOHfuHHK5PM/jnJ2c6Nq5E3Vqf8P5i5dYtPhPevfuzbx58z54DI3o6Gju3btHqVKlCu3t4OzZs/nll19wLV2a7yZNYMCgIeLty3vg6enJy5cvqVWr1meVblLwihMnTrBv3z7+++8/QkJCyOtxnpCQwLZt26hRo0YuMeHmzZs0a9qEmNg4Lh7eS63qVbj38DF/rPiL/UdOpLsHVK9Kq6aNaN28CQFBQbTtOTBbHePHj2fJkiUf7iS/YArTmuJLoFWrVhw/fpxvatZES1uLBvXq0qR5S2pWraxaNGdN6w1vFioaNmmKppY2R44ceW2a0jNnztC0aVNKlSpF1apV2b17NwYGBowcOZJx48ZRpEgRID1rSa1atTh1/BjV6zYgLCwUH8/nuJYpg5mZWZZ+5RYq7t67T4NWHdDT1WXU6NGMGTMGG5sPE6dCkiQePHjA4cOH2bNnD+7u7gCsmjedIb26ZHPfAN5JqIiNi8e+WhOsLc3p26U9T557c/TMBRKTkijj4oxcnkpMXBxqMjVCMlLXDuzbi+/GjyU+IZEr128wa95vlHB0ZPq0qbRo3hxNrbxfuryrUJGUlMSsWbNY9/dafvnlF7777jvxXBcUGpkihcOATYUqUvhtGiBEikJAiBSCrwZ/f38GDRrEs2fP+GvNWuo3aKDalzULx+sEi8yrQZkRK2H9ur/Zsnkz0dHRtGnThjFjxtCsWbMCv5VPS0vj2LFjrFixghMnTmBsbEyFChUo7eqKi4sLCxcsQFtbG19f33fKNJGQkEDPnj05fvw4/27eSMvmzUhLS1O9tYuLi+PMufP07NsfAGdnZ3r06EG3bt0oX758tjajo6MxMTF56z68K/Hx8SrfaMHnhVKp5Pr16xQpUkREWv+MuXjxIhs2bODYsWOEhIRQsXx5vH18MDQ0pFatWixatCjX93fo0CGmTJlCaEgIkVFRqKmpMXLoIH77dTo6Ojp07j2AI8dPUsyhKGfOnsuWKQdQBWLU0tJCS0sLfX19kSXnNfj7++Pr68s333zz1S+umjRsgLePDz6+fgDUqlGdunXr0KdnD1zLlFUJFCphQpVpJv3Bu3f/Ae7ev0+aQkGaUiI+PoGNmzejzFiAJyYmvtYiZcqUKfz++++UKFGCdm1aExsXz569e0lOTqZTp0507tyZyMhIRo0aRVCAP6ampsgkJQkJCegamajqyZn1A2UasoyUnX4+PqxY+w/rt+5AnppK3x5dmfLTz4UqQnk+uEmjVh0ICApGX0+PNs0bU79WdWpUrkjlcqVfFcxc+GfJ2JOL18SFQKbGT/MWsXDFWgCMjQyxsrbB09OTUqVKoaGhwa5du3B1dSUgIAB/f39q1aqVbf5z7949hgwZwp07d7C2sqJ3r54M6NcPF1fXN8SkyDuDmjKfJYmbmxsjhw/DxsaGTZs2UaJEifzPSyAoIJ+TSLFq1Sp+//13goODKVu2LEuWLKFevXr5lr9w4QKTJk3i0aNH2NraMmXKFEaOHKna//fff7N582YePnwIQNWqVZk3bx41atR495P7yAiRQvDFI0kSW7duZezYsbTv0IH5Cxaqbgw5U4S+SaBQKpWcOHGCtWvXcOrkSUxNTek/YADjxo5968Xa06dP6dixIx4eHlSpUoWR346iQ4cOXL58mQMH9nPu7FkCAgJYtmwZY8eOfevzDgsLo127djx8+JClfyziqcdTNm3ZRmJSEhPGjmHC2NHoGxgwb8FCFi5azOXLl6lWrdonW1BIkoSPjw+amprvHX9C8OFJTU1FJpMJK4rPlCdPnrBkyRLkcjllXUuTGB/HCx9fXMuVJzIykg0bNuDi4sL06dOpV6+eanE3Y8YMlixZwg+TxmNhYU7NqlUo4/pqgRUfn8CfK1axeMVqzMzMuXTpUr7uPkqlknv37vHs2TNq1qwpBK08yAxYmVd2iq+NGlWrYGlpztETp6latSr37t1DU1OT5ORkypUtS9s2rWnTth1VqlRBnSwL64xpaJmKVQgLD8faygp1dXX09fWxsrIkOUVOzZo1+e233974/Lpx4wZLly5l165daGhoUK1aVcLDw4mLi1dl/nBycsL9wQPVoj7TGiE4PJKEhAQcHR3JXF7nJVTI0hRERcewbusOVqxZT1RMDFu3bqVLly6FMo43btygZs2arF7yO326d0FHlr2f2cSI9xQqlBLcuPsAn4AgNvy7i7OXrqr2+fv7F/hZfe/ePdatXcOOnbuIjIrizg03Spcp88b2JZmswEJFQkICP8+Yzr/btvHHH38wbNgwIZAK3otMkaL4oM2FKlL4bOj/ViLFzp076devH6tWraJOnTqsWbOGdevW8fjx4zzjPr148YJy5coxbNgwRowYwZUrVxg1ahTbt29X3Yf69OlDnTp1qF27Njo6OixcuJB9+/bx6NGjLyadvBApBF80YWFhDB8xgqtXr7J8xQpat27z2vJqMlmeD0BfX19279rFls2b8Pb2plKlSowbN46ePXu+tS9xamoqBw78x6hR32JpacnKVatITVWwe9cu9h/YT0R4OE7OzrRt04bOnTu/VinNj6CgIBrUr09sbCwH9uziz2XLOXbiJIMHD0ZTU5MVK1ZgaGiIJElEREQwfPhw1qxZ89btFCY+Pj74+PhQsmRJihYt+kn7IsgfhSJ9Ui7Eic8LX19flVhQuXJl7t69S9kyZRg4oD89OrfH2tw0vaCkBKWS/44eZ9K0nwkICkZPT5dJo0fSq2sn1m/dzqZtOwjyfJy9gayLG6USv4BAmnfqjp9/IGVKl6JKxQoo09IICglBTaaGmakJZy9eJiw8AoD+/fuzadOmjzASXyYKhQJJkr7aALSSJFGjWhVMTEzQ0dbmgfsj7j14gJ6eHsePH2fPnj0cOXKEqKgozM3MaNy4ET9Om0bp0qVVQSpbtutAUFAwc+fNo0GDBkRHR/PS5zmXr9/gx59nArBo0SI6der0xjfpQUFBbN++nQMHDnDlyhVkMhlVq1alcqWKNG/egjZt2uRa0Ae/fImXlzd2dnYUL+bwKkZFDgFAlpqk+pycqmTY6HHs3neA3377jXFjx6Kr936LnYiICIoXK0ZZVxf2b9uIhWlGkOosGXdUb1xeZymRQb5pRHPw58q/+OHnV7E/XJyd+KZGdbr07E3btm3f2E5KQhweHs+oWLUaJ48fo179BhntZ46jlKdbLWS8JCrgcuTsmTN8O3IkFSpUYP36dYUeUFbw/0OmSOE4ZEuhihQv1vd7K5GiZs2aVKlShdWrV6u2ubq60rFjR3777bdc5adOncrBgwd58uSJatvIkSO5f/8+165dy7ONtLQ0TE1NWbFiBf3793/Ls/o0CJFC8MVy8OBBhg0bxje1a7Nk6TIsLCzyLZtpUZH1IRgeHs7+fXvZtWsX169dQ1dXl/btOzBhwnhq1qz5Vgq9JEncuHGDrVu3smPnTsLDwjAwMKBTp86cPXtGlTqsS9dudOvWjdrf1HqvNwDHDv1H246dMTczo3fPHqxd/w/Dhw9X+Yb7+fmxePFiDA0NadKkCXXr1v2ki05/f3+8vLxwdHT84PEuBO+Hj48PQUFBucx6BZ+WlJQUjI2NSUlJAeDv1avo3LE9MikNbS0tNDK/qgyRAtLvS088nrFl5x5WrP1HFZ+mdYum7N++JXsDOUQKgNCwcP47epw79925+8AdLU1NbG1siI6N5cLlq/To3AG323fxfuFDv3793joDw/8LkiTh5uaGhYUFTk4fN+Dih0SSJJYtW8bt27cJDg7m9OnTHNm3ixKOxahSuyFjRgxl4Z/LVOXlcjm1atXC09MTExNjUuWpdOjYAXs7e/r37sFzT0+m/fQzN2/fzrdNbW1tUlJSqFixIp07d6ZLly6UKVPmtc/T0NBQ/t2ymSXLVxASEsJv8+YyYsTI9GNyCBVBQcF4v3iBg4MDDkVfWRG8TqhQyjSYMWsOi5Ysp3WrVixevBiX0qV5H27dukXrVi2xtDDn2qkj6GpnWOJ8YKEiLS2Np8+8uHnnLjdu32Hbzj0kJyfj5uZG8eLFsbS0zHOsFQoFW7duZebMmfj7+3P39q309KE54k68SaiAgokV0dHRTPn+e44fP8aqVavo2bPnG48RCHLyIUUKf3//bCKFtrZ2noHy5XI5enp67N69m06dOqm2jx8/nnv37nHhwoVcx9SvX5/KlSuzdOlS1bb9+/fTvXt3EhMT8xTD4+LisLKyYvfu3QUSHT8HhEgh+OJISEhg4sSJ7Nq1i9//WEyPnj3zfGjm9RiMiorixIkT7N61k7NnziBJEs2bN6d379507NjxrWIkSJLEo0eP2P7vv+zctQsvLy9VTIfo6GgALCwt6dG9O7169eKbb74p1EWfl5cXU6ZMYd++fQwbNowlS5ag955vcD4EYWFhPHr0CAcHB+FH+pmTlpbGtWvXsLa2FvnpP0OUSiVjx45l/fr1uN++gUNR+yzm6Jn/v1p0ZV1YBQa/5LnXC5RKJfW+qcE/23YyY97vVKtUERMTYwb07U3tmjUw0NdFlpY9mGHOBY5MUpKYmMQVt5uEhIXz14bN3H3wkMjISBFnJh9evHhBQEDAV5XOd91fKxn27RhqVa+GubkZdWrV5Ltxo4iNjcOyeCkA+vXqwZgJk6hRowZzf53B9JlzUFNTw8jQkOiYmGz1Hdi9g5bNm+Hx7BlPnnpgamqKhbk5ZmamWJgYoaWlRXx8AifPnuO/w0c5cvwkcXFxlCrlzLFjx7M9X5YvX864ceMoW7Ys69ato0aNGiQnJzNlyhRWrlxJ82bNWPPXX9jYWKuuk8yYGelxRHxwdnLCxsoyvcKcaT2zkmEJcvDwESZOmUZkZCTfTZzApO8nY2pq+s7j6+7uTqVKlVg852dGDRmgal91PWbOJ2T5/E+Wazdnv/NIG5pXcMs2bdtx9tw51WddXV0cHIpSzKEYDg5FcSjqgIaWFhs2bOD58+d06NCB6TNmULZs2fQ6X7PCKKjlxOv478ABxo0bS5vWrVmxYoUIVCh4KzJFihJDtxaqSOG9rm+u7b/88gu//vprru1BQUHY2dlx5coVateurdo+b948Nm3ahIeHR65jSpUqxcCBA/nxxx9V265evUqdOnUICgpSBQrOyujRozlx4gQPHz5ER0fnHc/u4yJECsEXxe3bt+nduzcWlpasXbc+T18teCVQJCcnc/3aNc6dO8f5c2e5e/cukiRRs1Yt+vXtS/fu3bG0tCxw+5nCxO7du9m9ezdPnjzB2NiYevXq8fLlS549e0ZcXBwtW7Zi2PDhtGvb5oNaMEgZAT5zBrf7nFAoFLx8+RI7OzvhP/qZk5kysWbNml/MQ+z/jbi4OJycnKhauRIrl/7Jw8dPqFG5AqZGGekd8xEpcqJlnXf8iBpVK3P52IFs2zIXLwcOH+PYqTOkpqaiq6PDui3/AqCnp8v06TP44YcfxDWeD3K5nOvXr39VKX1/nfEjc+f/zr1rF3Au+UogeOHrR+nKNTEw0MfSwoKg4Jc0btyYY8eOMXniOLp37sTCP5dy594DvF+8UGWleXTnJiVL5i1kZ8sCkvF7TFKqsX3HDr4dNRp9fX1++eUXevXqhb29vSquQ1b69+9P165diY+PZ+KECRgYGnLn1k20NdOf0VkzjwQHBWJhYYGWRkaw0wKIFJAeEHruwj9YvWYtmpqajBo1iokTJ2JtXfBMYFmpUKECxWyt2bf572zt5ylU5CNI5ClU5GOFkVOokCSJmKhIfP388PHzx88vPRCsr58f/n5++Pr5ERcXR7t27Zg6ZYoqg9DrMnZkpTCEiuDgIEaOGMELb2+2bt2abaEnELyOTJGi5PBtqBeSSJEmT8RrbZ8CW1JkihRXr17lm2++UW2fO3cuW7Zs4enTp7mOKVWqFIMGDWLatGmqbVeuXKFu3boEBwfnyjq0cOFC5s+fz/nz56lQoUJhnOZHQTgdC74I0tLSWLRoETNnzmTy1KlMnJR/Gqqnjx9z9OhRzp87x7VrV0lJScHS0ooGDRsyeOhQGjVuQhmXUm/VvlwuZ/ny5axfv14lTLRt25afZ8zg8ePHLF+xgtTUVIYMHcrw4SNwdHRET/fDL/JkMtlnK1BERkaiq6uLrq6uCJT5BaBUKvH398fa2loIFO+AXC4nPDycIkWKfJCFuiRJpKSkYGhoyN9//03Pnj1ZunI1FSqUR54qB/Tfqr4bZ45w6aobOjo6bPh3J7fu3gegSD4pFYNfhtBn2CicS5ZAR1uLxx7P+e3naQwf2BdJkjAvUfZ9T/GrRktLiyJFihAQEEDRokW/+EwfGzduZP3GLSgUClb//Q+L589R7XMs5kBKZDDI1EhOTmb0xMkcOHyUzZs306N9K0JCQ7l5+y7+AQFIkkStGjU4fPAABrp5p6+Mj49HJpO92i8pQaaGrpqSgQMGYFvEls1btzBjxgymTp1K1apVadasGWfPnkWSJLp160ZkZCSbN29WuSTZ2tri5eXFPxs2MHLECGSSEplSoRIqitjapcecSEkhIT4OczOzjCCfytxChbqmSqgwMDDgt1m/MGHcOJavXMnKlStZunQpQ4cOZfLkyfm+WMmLixcv4u7uzqxZs15tzGhfJinTBQWlMl2oyCqi5OijqmzW7ZKULlTkVzbzs0yGiZk5pqamVKpYMU9rC4VCkf4yJls9r9w6ZLL8hYr84oS9DUWK2LL/wH+sXLmSZs2a8f333zNjxgwRV0nwSTEyMiqQZY+FhQXq6uqqzFmZhIaG5itu2tjY5FleQ0MDc3PzbNsXLVrEvHnzOH369BclUICwpBB8AQQEBNCvXz/8/PxYt2ED1apVz1UmOTmZA/v388/6dVy/dg19fX3q1K1Lw0aNadu6FeXKlXvnhcPZs2cZPXo0z58/p3v37nTt0oUmTZqgpanBoMFD2LtvHyNHjmT69Onv/LbkayM6OpoHDx5gY2NDqVJvJwgJPg0pKSk8ffoUZ2fnz9Jt6HMlLCyMhg0a8DgjgNX8+fOZOnVqodX/+PFjduzYwY4dO3j+/Dl2RYrg7FSC6zdv06JZE9q3b0+zBnWwzrQIk2VZsOS0oMjhxpEVrxc+6OvpYWNtlV5NljfXcXFxtOs9iEcenvj4+GBiYoJSqRQxS96S5ORknj59iouLy1sHZP6ciI6Opnjx4tSsXpVunTrSqkUzLCytshfKsZhNTU1FSz39GXzy3EXadepCu3btOHToEGZmZjz3eIq+ljrJiQkMGjEKbR1dfpj8HV7e3nTp0RuZTIZj8eKUK+tKGVdXHIoWJTExka3/7qBq1cp07dyZCpUqc/ToMU6eOsW5c+cIj4hAT0+P+vXrY2BgwNGjR0lMTFT1ycbamh7du/Hbwt/Tu5xzOiwp8XnxgsCgIMq6lsbU1DTPRXpOMgOBIpMRFRXNqrV/s3LVamJjYxk2bBi//fYbxsbGb6xn06ZNDBw4kPatW7By0XysLLPE3crp6qGW2xoEtXQhLKclRdaMGpkCQc6FgDKPlYFaIWmvedX9pjYK2rT7gwcMGTwIExMTtm7dKlxMBa8l05LCacS/qGsXkiVFSiKea3q/deDMqlWrsmrVKtW2MmXK0KFDh3wDZx46dIjHj18FwP7222+5d+9etsCZv//+O3PmzOHEiRPUqlXrPc7q0yBmGP8HBAYG0rdvX8zNzdHT06NSpUrczhKYSpIkfv31V2xtbdHV1aVhw4Y8evQoWx0eHh7UqVMHe3v77Ko+ULx4cWQyGdevX8+2fcKECTRs2PC9+r5//34qVKhAUQcHLl+7nqdAsXnTRkqXcmb40CHoaOuwZdu/+AYEsmfffqZNnUL58uXfSaAIDg6md+/eNGnSBDMzM65fu8Y/69fTunVrtLU0WbZ8BTt37WLLli0sX75cCBQZxMfH4+7ujpGR0VcVJO5rR1tbm4oVKwqBIgfx8fHcunWL+/fv59onSRLDhw8nNDSUpk0aI5PJaNmy5Xu1FxcXh5ubG/PmzaNChQqULVuWZcuWUa9ePVYvWUS/3t0xNzOjepVKDB3Q773aykpJx+IqgSInwyZM5dHTZxw/flwVd0cIFG+Pjo4OlSpV+qIFCoB169aRnJzM2hVL6d+nF5YWFq9cizLJ8VlTU1O1gC5TygnbIkU4dOgQurq67Nm7V3XfeeHnz/6Dh9mxazet23fi0eN08a9p06a0bd2S+PgENm/dxujxE/n+hx+xsbHm1JmztGrXgVq1axMQGMCC+fPx9XmB29XLTP9xGmmKVK5cuZJNoAB4GRLCrz/PQC1DVMgV0FGmRrHixTEzNeWJxzNi4+Jyn2ceSOoZMUckCVNTE36aOhmPJ4+Z+euvbNmyhXLlynH06NE31jNgwAD27t3L1Ru3qVK/KVeu33i1U5lDiMwQFbO5xWQE2cwV9FOSVN4emUHFc86Q8hILXicuvA2vEzvya6OgTZevUIELly5ToWJFKleuzLZt2966fwLBx2bSpEmsW7eOf/75hydPnjBx4kT8/PwYOXIkANOmTcuWkWPkyJH4+voyadIknjx5wj///MP69ev5/vvvVWUWLlzI9OnT+eeffyhevDgvX77k5cuXxMfHf/Tze1eEJcVXTlRUFJUrV6ZRo0Z8++23WFlZ4eXlRfHixVVuAgsWLGDu3Lls3LiRUqVKMWfOHC5evIiHhweGhoZA+gSha9euVK9enZEjR7JkyRLq1KkDpIsUISEh1KhRI1sU2gkTJnDv3j3Onz//1v1OTk7mu+++Y9u2bSxfsZJOnTurHlKZDzGFQsH0H6fx16qV9O7bl0nfTaZqpfc3ZZIkiYWL/mDu7Flo6+gwd+48+vbtoxI6FAoF8+bOY8GC+YyfMIE/Fy9+7za/FpKSkrh7965qwSvMLb8MYmJiUCgUmJmZ/d/HFAgMDGTZsmXcv3uHJx4e+Pn5A+kLTJ+n7lgXSxfenjx5wk/TfmD/fwdZu3olP/w4nc5duvD333+/U7sRERFM/2EKf2/YRFpaGvr6erRr1YJundrTrEG9XL6sMklJSFgEJy+70bxuTaxss+Q9z8+SQpn9syzTfD0PZIr0LCL+gYGUrNmUhQsXZpsAfUhiY2Pz9d/9GoiKigJ4r6CKn5IBfXrh4fWC82fPvLIayEnOt/g5SElJITAwEGNjY0wt0sUxpSSRKk9hQP/+HDp0CICXvt58P+1Hduzaw/79+1VR6VNTU4mLi8PMzEyVPWXdunVs376dlJQUunTpwu8LF6qsD5QydaKionjm8RSPp0/Zt28vMpmMndu2oJvh3iZpZHEnyUJaWhqPHj8mKSGB8hUqZBdyVe4TOdwteHUNvYoVIcPXz48x4ydx6vRpevfqxZy5c3F0zDs+TCYhISF0at+OoOBg7l278Kr9nBYSahqqWBMqi4qMfUqyZziTeDWXyrkMUG1/ba8yqs/y9/tYWmQ+d15Xx9tWf+zYUb4dMYJ27dqxYsUK9PXfziVO8PWTaUnh/O32QrWkeL6611tZUgCsWrWKhQsXEhwcTLly5fjzzz+pX78+AAMHDsTHxyfbeurChQtMnDiRR48eYWtry9SpU1WiBqSvzXx9fXO1k18Az88RIVJ85fzwww9cuXKFS5cu5blfkiRsbW2ZMGGCykQ5JSUFa2trFixYwIgRIwCoVq0aK1eupEqVKnTt2pURI0bQunVrIP1C6NixI6tXr2b//v2q7e8qUjx79owePXqgoaHBhk2bKV68eC6BIiYmhsED+nH+3DkW/L6IocNHYKxfOG+nNm/dxoB+fRk6dBi/zpyJmdmriaSfry+DBg3ixo0bTJ8+gxkzpn/xvsWFSWRkJN7e3lSoUAEtLa1P3R1BAckMKFulSpVP3ZVPytGjR1VvK2pWr4ZraRdcS7tQxNqKdl16sHzx77Rs15GZM2eydetW7OxsGTxgADdu3uLi5ct4enrmClj1JuRyOatXr+bXX39FmZbGlInjaNqoPq4updBRpR3MLSTIJCXxiYk8f+GPs2NR9I3NXu0sRJHiZUgI9Tv24WVYBP/++y8dO3Z8q/N7GyRJYv369QwbNgxLS0v8/PyyxUdRKBR4enri7Oz8Rd93Hzx4gFwup2rVql+kKNiiaRN0dLTZuWs3QN5CxRtEiqwoZellMxfQajK4efMmES+DaNO6FQp5Cn0HDuHYyVMcO3aMRo0a5VtXTEwMW7ZsYebMmSiVSlxcXDA0MMDQyJDu3XvStl071DJmFLI0+asDMxfv+QgVCoWCh48e4WBnh1nOdOdvKVRIksSWf3fyw48/EhUVRdu2bRk1ahSOjo6q34OJiQlWVq8sm7y8vChbtixjRw5j7i8/5W5bCBV5EhgYwOBBg4iKjGTnzp2UL1/+3Tso+OrIFClcRu0oVJHCY1XPtxYpBLkRIsVXTpkyZWjRogUBAQFcuHABOzs7Ro0axbBhwwBUmSHu3LlD5cqVVcd16NABExMTNm3aBKRP3nv27ElSUhJt27Zlz549qkli8eLFmTBhAi9evOD8+fPcvXsXNTW1dxIptm7dyqhRoxg0eAg///qraqGb1QTQ28uLnt26EhYWyu7du2nSpMl7jlJ26tati5q6OkePHVdtU5PJCAwIoEaN6ujr67Nr1648I0iHhobi4+dPXHw8cbGx2NjaUrq0KwAmBl+vGX1aWhpqamrIMiZgX+LE+/+V2NhY7ty5Q9myZd8q083XRGpqKj9M/p7FS5fRsnkz1v21Egtz82ym3W27dOfefXeioqOxtDBn8MABhISGsmnLNszNzVmxYgVdunTJVbc8OhSA594vuHTlKh3atsHczAx1A1M2rV3JrPmL8A8IZFDfXsycOin9zW8u03np1bbMxZ9GhoCRM3J/VoEiL1EiKxnm4NnbylxcJavKxCck0rz3MEyNjThx/kp+w/heSJJEly5d2L9/P5DuHhAUFIRFxoJwwIAB7N+3l7j4BBzsijC0V2cGT5iGnZ3d66r9LImKiuL+/ftUrFjxi7OmkMeE07hVW2yLFGHrP3/nm+JSUtfMd3GsKpPl75xm/pkLVU3Sf4/ypAS69OjFdbcbHDhw4I3P/ZCQEBYvXkxISAixsbG88Pbm0ePHnDxxnFpZsn7k6aaS2c8czzGlTF31jFMqlahrvEolqwoSmd+UWlK+EiwySExKZsfuPaxesxb3h9ldbGUyGc2bNmHksCG069wNdXV15syZw8yZM7l56RyuZcpkFMwy7jmEISnzc474E2lZupi5BMg5/q/7blTN5fGYL+iTP89j85k3ZC37pvozu5q1nEKhYP5v81ixfDmLFi1ixIgRYo4iAIRI8bkjnEq/cry9vVm9ejXOzs6cOHGCkSNHMm7cOFWE68zosDnjKVhbW2eLHNu6dWvCwsIICgpi//79eb7Fmj59Oi9evHgnH8CEhAQGDRrEhAkT2LBxE3PmzctToLhw/jyNG9ZHJgM3N7dCFygg/Y1F1gAzmT6bBkZG2GRE7q9ZsyY+Pj4cP36cuXPn0rFjR+zs7LC2tqZm9Wo0bdSQTh3aU7dWTR49eljoffycUCqVPHr0iOfPnwP5TzQEnycBAQHo6uqqFoP/b/j6+lK/fn2WrVzFb3NmsW/XDixyRMcGGDV8KLo6Osz+ZToTx41l6YqV7N67jxk//oCnp6dKoEhOTmbDhg14e3sTExPD+k1baNiiLeWq1uLbcZOoVLMuO/fso169egwZNZ7KFcpz5+IpVv2RIzBeAUhMTuaZ1wsSk5MLZSyy4uXjR8lazdAqXgmnOq3wD3zJyQtXqVWrFrdu3QLSFzjJhdT2zp07VQLF7NmzSUpKyvabvHLlClbmZvy3YQVN6tRk3vJ12NvbU6FCBSZPnszp06d58uQJFy9e5Pjx44SGhhZKvz4EJiYm6OvrExAQ8Km78k5UrVyZ6zdu5nr7/iHR1tZm57Yt1P6mFq1atWLr1q2vLZ9pDbpx40b27dvHhfPnqFatGr1698H/NeOenJxMk5atmbfgd1JTs1uIZD7bfH39ePT4Mco8LJxeh8pKIwM9PT0GD+jPjauXuXntMqePHU7/d+Q//lr2J+Hh4XTq3ouSJUqwYMECvvnmG/T0dBk7aXLeY58jBoUsLxHyf+yddXwUxxvGv3sWIYYECIHi7sFdWqS4S3ArTotL8aI/ipfilOJeKO5W3KEQinuAEEI8udzd/v6428tpBILf8/nsJ9md2ZnZvd3ZmWfe93ktkBTrBXtptsiLpD4RNs+18zyZ5k2sfKmppvkUCgUjR41m/YaNjB03jlat9BNIBxyQIMiEFN0cSBk4HMa/cOh0OkqWLMmkSZMAKF68ONevX2f+/PlmIiyWE0tbq+FOTk4JrrR6e3szaNAgRo8eTcuWLZPcxoCAAJo2bUrq1GnYf/AQGX18jMIuMrkCZ2dndDodfyxdwi/jxlKhQgUWLlxoxlBGRUWh1Zp/kJ2dnVEqlajVamJjzVcw5HI5rq6uiKJorCswMJCJkyYRGRlJXJxefCo2JgatVovOcD9y5sjB/v37cXFxQRRFoymyn58frf3bUKhwIdKnz8A//xxn3969/HfzJuvXrmXiL+MJDw/H1dUVuVxOTEyM1QBIpVLh5OSERqMhOjraLE0QBNzc3AC9kJ/lx9zFxQWFQkFsbCxqtdosTalU4uzsjFartRIOA4y6I5GRkVaDroTuoUKh/21u3rzJ8+fPKVCgAOHh4cZ0Nzc3BEGw+ds4OTmhUqmIi4uzmuRIvw1gVp6EVKlSIZPJiI6ORqMxj1aQ0D2UyWRGn1Rb91D6bZJ7D01/G1v3UPpt7N1DFxcXdDodkZGRVtea0D2UfpuE7qHp820K6R6+efOGJ0+ekC1bNmM+6bd5l3uY0PP9LvfQ1m9j7x6KosjVq1dxdnYme/bsxn7EFOfOnaNZs2akSZOGXdu34Ve0KFFR0SDqkMtluDo7IYoikVFRVK5YgT3btzDk59EcOfYPLZs145exYwgMDKRx48akS5cOHx8fdu7cyf379/H09CQ6OhqZTEbF8uX4Y9F8ihUpzIQp02jftTsqlYqdW9ZRtlRJ0OqtFQRRh4uzM3IZxMSq459vgyWFUqnAydkFjVZLdGwUQcGvOXX+MpWVcrzTGfpmUYdcrsDFSYlOpyMqOv7ZkCYvbqn071dUdIzVPXFSKVAqFLwKCeV1aDipUqUiNk5DbJyGbm2ac+76bcqWLUv16tW5ffs2wcHBdO7cmREjRpAuXTq776a9d14URVatWsXAgQPJmjUrwcHBVKlShaioKF4bTLSPHz/O3bt3cXZ2poxfUSqXKcmYgb05fus5Bw8eZNWqVcycOdNKkDJnzpyULVuWypUrU6JECTJlypTk5+p99psuLi74+vpy7do1MmTIYNbuT77flDlRrWpllq1YxY7de6lTqwYyhZLY2FjjdxNAlCtQKpU4ObsgajVEGp5DaTVfAFwN73xUVBQ6nc4sTKWTszMqpYJItQZRrT9XEOHPZUsYOfYX2rVrh1wuN2pUmMLWPRTkChYvXEiDRo2oWas2O7b/TQaDO4X0Xsjlcs6eu8CJk6e4cvUau/fu5X+TJ1G4UCEAXF1dEBQqUqVy5cHDB1y5cplcuXIjCAIqlQqlkxNxWi2xNu6hq6sriDrCYzTmFhWCDBcXZwoXKkRMbCwaw/NSvFhRmjVpxLXrASxZ/ifjxo0zLg7dffCAly9e4ObuQapUriDIiIyKQpRm8wZRWycXVxQKiI3ToFbHmd9/k7FVdFSUlUVFKjc3RCA6OgqdVmeW5uTshEKhJC5OjTpWbUZiyORy/fMsikTZ+Ka5uLoik8mIiY7WW2CanKtUqVCpVGg1Gqv3RpDJjP1WeESElUWFi4uL8duj0WjMLCqUSiVOTk5UqFiR/QcO0rdPb4oXL86WLVsoVqyYVRsdcMCBTwMOd48vHFmzZqVGjRosWbLEeGz+/PlMmDCBp0+fJtndIyFI7h4//fQTERER5MqVi2HDhvHgwYNE3T3WrVtHt27d6N6jB+07dCQw8JnZQCWdtze5cudh5vRfOXbkMH4lSlL92+9IZYiXLkUP2bNnD/v37+fly5e0bdsWJycn8ufPT4YMGXj69KlxlV9C6tSpKVq0KBqNhoMHD3Ls2DHOnj2LSqWiYsVKdPvhB1xdXQm4cYPXr18D+hWWHTt3sGvnTp48eYK3tzcFCxYE9JOsdOnSERUdzT/HjxMaGkrr1q0pVqwYRYsWNQrAlSqldxf577//CAwMNGvTN998Q44cOXjz5g2XL182S3NycqJcuXIAnDp1yuoDXqxYMby8vLh37x6PHj0yS/Px8SFv3rxERkZy7tw5szRBEKhSpQoA58+ft5rQFihQgPTp0/P48WPu3r1rlpY2bVrc3Ny4d+8e0dHRxkmmhIoVK6JQKLhy5YpRKE5C7ty58fX15cWLFwQYQjdK8PDwMGoj2Hp2ypQpg4uLCwEBAbx48cIsLVu2bGTLlo3Xr19z9epVszQXFxfKGMx8T5w4YTWJLl68OJ6enty5c8dqhTNTpkzkyZOH8PBws8g4oB/YVqpUCYCzZ89aTWgKFSpEunTpePjwIffv3zdLk56h2NhYs7BREipXroxMJuPy5cu8efPGLC1v3rz4+PgQGBjIf//9Z5bm5eVFsWLF0Ol0HDt2zKrccuXK4eTkxNWrV7l//z7u7u7GaA3Zs2cna9asvHr1in//NbcCcnV1pXTp0gAcP37cahJVokQJ3N3duXXrFs+ePTNLy5w5M7ly5SI0NJRLly6ZpSmVSqMQ75kzZ6wmSkWKFCF16tRcuXKFgIAAwsLCCA0NJTIyEmdnZ9KnT4+npyeRkZG4uLjw8uVLTp74h8DnL4zPUOXKlenfv78xOgXA8aNHGD12HIvm/24Qr4vvfFJ7elI4fx40Gi2nzl3g5n+32LlnL3K5nAYNG9KhQwdUKhVdO3fi+YuXeHun482bUDJmSE+1iuVYvmo1FcqWpUCB/Hi4uxtMxwVSpXLh0YvXyGQy0rg56ycW0oqnqKNEobykcnXl1v1HPH9tvtqX2Scj2b/x5U1YONdu/EdEZBT3Hj0hxzeZjQN4gPRp05AvxzdEx8Ry7uoNK7P1yqWKAXD5+k3CIqPi7cERyZfVlwxpvXj2LJB/7z7kwrUb/Hf3AWm8PKlbtRxVihdg+pJVPA4OJ0O6tCAIHDtzgdq1a9O/f39UKhXXrl0jODjYrM6cOXOSJUsWXr58aQybJooim9au4szFK5TKn4PWDeswau4f1KxZk6iQIC5cu4FWp0OpVVOqSAEK5MtL+gwZEE2mKFnSpyFHxjScuXaTW0+CcHV1Ri6T8/T5Sx4+ecruvfsJuHOPcuXKkSt7Vr6tWJas+YsCH6/fLFy4MDExMezduxc3Nzczy8TPod8URZE//1xOeHgEc2bNJG3atNy/d4+n0jtveN58fDKRM2dOwiMj9d80o86BiFyuoEzZsojA5YsXiYo27zfz5M1P6jRpCHz2hEcPHxJ/h0TSpklL/YYNadOmDd9//73VtSbUbzqpVPi3aUOaNGkYPmwYXl7xoUA9PT15HRxMnXr1mTF9OqdOn+LlyyDKlilNxQoVqFhe32/e+O8Wjx8/4VVwMO7u7nilTk3WrFnJkiULwcHBVr+Nq6ur8bc5feoUGq023i1E1FK8cGHc3FJx5/4DAp8/x2gPIIr4ZvIhR9YsPH7ylPOXLuPk5ISLqysKhQKlQknZMvr++PzFi0RHx8TrUQgyChYsiIenF48fPeLR40dWY6scufIQEx3N5UsX9T+b8Q5DmfL6/vj6tatEmJBeIpAjV27SpvPmxfNAHt2/Z3atHl5e5CtQCK1Gw4VzZ6x+m+IlS+GkUnHrZgAhhrGVgL7ZWbNlwyeTL8GvXnH7lvk3LZWbG0WKFkMmwOmTJ9GZuOkIQLFixXFNlYo7d27z0uL5zuSbmazZshEaGsr1f6+h0+nYs2cPSxYtYs6cOXTp0sWqnQ58HZDcPfL325Ci7h4Bc1o43D1SAA6S4guHv78/jx8/NhPO7N+/P2fOnOHkyZNG4cz+/fszZMgQQC/klj59ejPhzIRgSlIAzJs3j7Fjx1K/fn3u3btnc8CkVqsZOHAgq1atYuHixXxfpy4xsbHEqePMVmflCgW/z/uNiePHMWjIMPr0+xEvN/2qU2xsLPv27WPJkiWcOXPGOMm6f/8+Tk5OCa5mvXnzhitXrnDq1ClWrVpNZGQEXbp04YfuPXB3d8fVwPZHG9j++/fv0cbfnxcvXugngMWLU6hwYbJkzoKPjw8PHz4gICAAlVJF6jSpadWyJVmyZLG67i/JkiI8PJxbt26RLVs20towj//kVwQdlhQJrnh/CpYUarWa3377jTVr1vDw4UNEUTS6gSmVStKmTUt4eDgvXryIX600oGL5cnTt2B7fTD4sWb6CtRs28euvvyKKIk+ePOH+/ftcv36da9eukS1bVs6fPGGmBSFZUmg0GsZMmMyCJcuoXeM7Jo8fQ4asOUmVKhVz5sxhxIgR/G/yRPybNdKfqNOiUipRqZTEaTTESpYMMhkIAjJBhlNaHwCiXz3VX78mzniui7MzcoWcmFg1cRYemUqlAieVCo1WS0xUNEHBIRw7e4HKpUvgnTZe20Aul+NqYklhKV7o7qq3AJNWsI2zF1GHs1KGUqEgLiqC2DiNWZpcJsPVWaV/rqL1z3JoeDiFajRj7ty5+Pr6Mn78eHLnzk2NGjWoU6cOz549I3Xq1OzevRtfX1+qVatmfF5jY2OpXL4sL4Nfs3z6eGpXqUC5xh24efc+abw8aFyrOv06+ZM5ozdymUy/Wq/Rml2PSiHHWSlHo9USpTZ/RwSZDDdXF4KCX3Pg5Hnm/rGaG7fuUrt2bYYPH06RIkU+miXF27zzn1K/efXiOeo2bEKNGt9RuVIlvsmSmSKFC+sJOfSTZMmSQqvVEhUTY6aNIKCfeAJESs+hxT0UZHLUajVaTRxK4wxahyiK+PhmZt68efj7+yfrHjo7O/Pg/j3q1quPIAi0bdOGQgULGohbFW/ehJIjVy5Wr1pFtWpVWbxoEXN+m0eaNGn4ZewYGjaor38OtTqev3jJw8ePyZUrFxkzZjT2m5a/jWnfZNofS0SFq0qOXCbTW1JoDO01kA1KuUzfb2ri9CSEsVA5gqD/XRFkREZGIRr6L+n9cHJNhUKhIDomBrU6DpH411kml+Ps7IxGa7CkkNpk+CtZuZhaUkhQOuktKdRq6/dGLpPjbLAMSsiSQh0TbfbbCICTk96SQhMXZ/beCIKAYHIPoyKtv2muFpYUZu1VKlEZnm/pt1GplJz45wSdO3WkQf36zJs377MPDexA8iGRFAV/2piiJMX1Wc0dJEUKwEFSfOE4d+4c5cuXZ9y4cbRo0YKzZ8/SrVs3Fi1aRJs2bQB9CNLJkyfzxx9/kDt3biZNmsSRI0fMQpAmBEuSIi4ujvz58/P06VPKlCljRVI8fvyYZs2bExsby/IVq8hmEX7LaLEowMo//6Rfn14MGTacqZMnIYoi/5w+w6oVK9iwfh1vQkKoULES5cqXZ+b0X+nVqxdz5syx21aNRsOoUaOYOnUqoiiSPn16vq9Th59//pnMmTMDYPlGRMfEUKhAfoKCgjh1+gwlS/g5dBfQr4IGBQXh7e3tuB+fIaR42Tlz5vwkf79Du/6mV/9B3L13n47t2pA/b24yZ8pEZt9MZPb1JX369EZiUqPR8Do0jJCQEILfhOPl4Ub+fPmMpMOIUWOZMWcuoJ8w+PhkJHfOnOTKmYPcOXNSqUI5ShQvZj6ZF2QEB7+mfeeuHD56lP/9738MGDDAKJw3dMhgpv06nUE/9WXCmFEIujjjeYBN4Upj0bbE+gBR6Wwjt3keU7wICmb/sZPUqFiWDN5pbZdt51z9cdEs3XiuTj/IF3QahLhY8zJMIxgY9vN+15zHgS+JVavJlD4dz16+AqBIvlxcvXkHhUKORqPluwql2f+P+erqnTt3yJ8/H9XKlWLP8rk8CXxBSGgoBXPnMP6+CV6DBJ3WKBxoJSZqgFaEdX/vYfSM+Tx69pwOzRrg36guFUr7oTQJd6rIXDDhulIQEqlu6YryOWDGjBnMmzePhw8fotVqyZr1G/bt3E7Wb77RZ7CM8GEj0oetiBP6ff1faYgqlwlGEc3Xr1/zTbbsZMuWjTFjxtC6detkh7t++vQpnTt35tSpU4SHh5M/Xz6mTp7ImzehtO/UmWXLltGpUydA/xv17duXnTt3UrtWLWb8+j9yGMYtr14F4+Wt74ss9TZtykZYHJTZ6XtNDwsW76mt+2hWB4Ld+6nVmR+3bl/8/4lND5KjyGHZYltaGPa+QpYu/ra+V/ZkAHbt3MH/pk7Fx8cHtVrNi+fP6dGzF20N7s5Pnz6hQ7t2qGNj2bRpEzlz5kzC1TjwpcBBUnzacJAUXwF27NjB8OHDuX37NtmzZ2fAgAHG6B6g/xCNGzeOhQsXEhISQpkyZZg3bx6FDH6YicGSpABYu3Yt/v7+VKlSxYyk2LdvH/7+/tSr34Ap0341Cy8H5gQFwIb16+jetQuNGjXi9evXXLl6ldA3b0ifPj2t27Slbbv2ZPTxoUa1qgiC3tze0u1AwtOnT2nVqhWnTp1i5MhRtGrdim+++cbsg2f5NugMK9E+GfS+q6YDl68VUVFRqNVqM7N5Bz4viKLI+fPncXFxSfJ7/qHw5s0bhg4dyqJFiyhbqiS/z55BwQL5rSepltEEpH250sx9AvQWGfcfPCBt2rSkSZ3aOPm1nNCLgoy4uDhu37nL5avXGDdxEhHhEazfsMFMpHfGjBkMHDiQqZMn8VNPQ18qhTP8gCTFq9chnDh7iQoli5LOECr5Y5AUJy5c4dSFq+TN8Q01y5di9JwlRMeq+fOv3dSsWIbQ8AgOnjzHmb+WU7pRB2P19+7do3379ty88S9bF0wnfbo0ZM+SCbmtGUcKkBTSMxKr1rBg9UamL/qTZy+CcEvlSvZvMqNU6HUUPNNlIEOGDPTv39/MDfJ9ICAggNDQUMqUKfNJkoVJgUajISAggIYNGyKKOvbt3M43WbIkiaSApIXGlJ4Jiai4cuUqEyZNYseOHeTJk4cJEybQvHnzZLddp9Nx/vx5Bg8ebHSNa9miOX8s/9NsZV0URbZt20bfvn159eoVw4YMZmD/n1Aq9RE+QiOjEWQyUqXSjz8cRIU1PgZRsWnjRjp37EC+/PnJlSsXz5494/Gjx/wbEGD8fdVqNaN+/pk1q1fx559/0rBhwyRekQOfOySSotCAlCUp/p3hIClSAg6SwoEPAlEUmTp1KhMmTOB/v07Hv20740cmsUdwzqyZbFi/njx58lCgYEHy5MmLOk7NssWL+d+vvzJ71ix279rJuXPnyJ8/v80y9uzZQ7t27XBycmL5ipWULVsWN1cXoqJjjDHTQb9ismPnTq79+y8zZsxEJpMxaOBA/vhjGbly5eL69etGc/OvEXFxcVy8eBG5XE6JEiU+20H1145PMQRi7Jsgtmz7mwFDRxAZFcWE0SP5oXMHBEXS3zetUj/IkIkGsTydifAkmE10bREUv81fyIjRY40mzGXKlGHdunVky5bNLG+7du3Ytm0bHTt2pFXj+pQoWcq8IXYm1DYJhMTOs0NoJJcAMT9mh5yw81cwrVMigGItTLk15mbfKFT6MI0qJ1Zv20v7QWOJjIzE1dWVG7vX8NuqTSzZuB33VK6k9nDn7iO960vxAnn46/fJZPGJjzglStdqK1qBTG62K8jsTN4sCQxARODyjVvsOX6aZ8+DiNNoiNNoCI2I4PK/N4mJVXN+9wYyeKdFnqWw7XLfEVIIYEm75nPGo0ePqFq1Kjqtll1bN5MzZ474+21JWBhg9R7K9BYRGtF6cm0MS2ri+nHp0mUmTJzIrt27adOmDQsWLLC7UJEQJBLi9evXdOrUye63LTIyknHjxjFjxgwK5M/Hgnm/4VesKFev3yA2JoaihQuidPOyKDv+f3vEQWKQrj2hL65lUZZEj60oGZb31vIcY1n26rTRfunW2SMlJJheU1JICFvnmp1jI59Wq6WEX3G+yZKFvXv38vjxY3Lnzs0PP/yAp6en3v1DkNG+Y0euXb1K3969+PHHHxk3bpy5JZcDXyQcJMWnDQdJ4cB7R2RkJJ07d+bkyZOsWruOosWKJ5mgEAQBtVrNzZsBvAoKYttff/Hn8j+M6W3atmX1qlWsW7fOZkQRjUbDmDFjmDRpEjVr1mTh4iWkS5fOiqA4cfIkw4YNM4bWAzhy5CgDBvTn+vXrzJs376sXV9LpdFy5coWoqCj8/Pwc/pufMf7991+io6MpWbLkJ0E0PX78mB7durJr7z4a1P2eWf+bjG8mvW6DNGlJCt6FpHj9JozK39Ukk48P4ydMpFChQqRJk8ZmPZcuXWLevHls3ryZgvnzcnDvHvMMDpICDOTS1dsPaNN/NC9Cwnj58iUzZ85k8ODBeKfxorxfEbYdOEaV0sXp0aYJfx84ztrt+/jlp26M6BlvcfG+SArpf+MzZpxdyQh8EUTJOi3IlysHu1cuwCWnn+1yUwAS8Vu0aNH3VseHwqNHj/ju2+qEhoax6Pe5vAoOIeBmALly56FypYpkz2HuXvauJIW+EBlr1qyh348/4uvry5YtW4yi1u8LFy9epHOnjlz79zo/9e3NkIEDuHXnLkqlkkLFS5iJodqy0PzYJIVp/qQQFckhKSBpRIXlNb0vouLI4cM0adyIZs2asXLlSjp37syKFSvIkiUL7u7uvHz5Erlczq49e9FoNPi3akm+fPlZvXoVnp6eNkp04EuBRFIUHrgpRUmKa9ObOUiKFICDJnTgveLePb2q+rPAQA4dO54sgkKn07Hiz+X4FSlE5fLlaNKwgRlBsfXv7ezds5c2bdrYJCiuXr1KxYoVmTp1KmPHjWfj5i1mBAXo/fI7dOzId999hyiKrFmzhg4dOgJQo8Z3BAcHc+LEia+eoBBFkVu3bhEWFkahQoUcBMVnDLVaTXBwMJkyZfroBIVWq2Xu3LkUKFCAy1evsmHlcjauWm4kKD4U/r1+g/JVv+XVq2AmjBtN5cqV7RIUoI8Es2TJErJnz06eXLk+YEvN8SIomDVbd/EiKDjxzB8Yoiiyee8Ranboh0Ih59ChQ2zevJlp06bR/PvqPDy6hZ86tQKgWIE8LF63lbXb99G1ZUMGdmn9kVsPPhm8WTNvGifPX6JUnRY2o++kFHx9fQkJCbESXPwc8c0333B4zw6yZPalUfNWdO3Rk3UbN9G7bz8KFilGnnz56dK1G5u3bCEmxlrU1RSWk1dp8hxnVHmMdzny9/fn5IkTKJVKatSoYRVdKKXh5+fHufMXGDd6FPMWLKLytzX5JktmoqOjuRvwr9n4xrKblQmC3Ym5PRiJgwTyWBZlJAFsuFWY5re8v5bngf3Jgr1PiFEk1eq4CfFhcU1WJEpiY0QbybbOqFqtGsv+WM769evp1asXv/32Gy9fvuTRo0dcv36d69evkzZtWup+X5tUbm4cOnqMWHUspUuX4ebNmwm2wYEvAzIZyGRCCm0f+2q+HDhupQPvDQcOHKBUqVJUqFiJbdt3kDFDBuQyAZmg/wgKgoAgCMhl+s10/3ngU2p+W41+vXtRoUIFjh8/zvCffwagabPmBL4M4tDBg0RFRTJ67FizeqOiohgwcBAlSpQgNDSUffv3M3jwYBRyOXKZQHRMDIIAt279R5WqVTly5AjLli3j7NmztG7dmoEDBzB58mRmzJjBhQsXKFGixEe4e58W4uLiePPmDXnz5nWsLHzmUKlUlCxZkgwZMiSe+T3i2rVrlC9bln79+uHfsjmXT5+gYT3zcII6VSpEhROi0gVR6YJO5YpO5YpWqd+kfWkTBP2gWZTJEWVydAonRLlKX4ZUjvS/TIEoU6AVwb9TV9zc3blw8SIVq9VIUvvVajXXr1+naLFi+lV6mRxjA6R943EZCDJjnVabINNP1kw3CZbHpU0/qrLyb08Qomh/6TMpkMlAodRfk4sHOLsjqFwQVCa++1otD58EUrvTT7T8aTTlK1Xmx8HDaVS3Ni1btqRgdl8m/tgFlUygYtF8/NyjHfNXb+FFUDB/zZ3A/DEDUMkERE2ccUOj1m86rdkmxqkRY6Pj0zVqRHWM9aaJi/8/LhYxLha0caCJBZ0GQRODoFUjaGIRtHF6HQ5NHFVKFuXMttW4ODtToUIFevfubRX9IiXg7e1NiRIlrDSaPlf45szH8RMnOXXqFCEhITx58pTg4GC2b99Oy5YtuREQQNt27cmeMxcDBgzgWWBgvNWOToOg06AU9ZvKsDmjwUnQoURntKQQdBoEUaffdBry5srBzr+3IgCtW79/okupVDJyzFiOHj7Mrdu3OXT4CHly5yI0PJK4yDBk6ihk6ijkMWEoYsOQa2ORa/UaLxJRYWq1IIoiWp39LU6r/6sx2bQiZptOxOwcqUydaE4KWEbzkMZlmOxD/DgNzCcMMpN9qdsz3eSCZZ748Z3MkK6U6f/KDXVL40BpTKiQCcZ0e5uA9SbdX9OtSZMmzPt9PosXL6ZgwYJs3brVGIEqffr0bN+xE51Ox6wZ00mTOjWbNm+hXv36lClThu3bt7/DU+KAAw68LRzuHg6kOERRZMaMGYwePZrpM2bSpl07qzz2zAtlAvx77RrNmjRGLpezbt06ZDIZI0eN4uCBAwA0bdoUBIFtW7cyfMQIBvTvz+jRo9m0aRPp06fn1atXemGrYcP5qX9/o4aEKeN/9uxZmjRujI+PD3v27DFG9nDAPrRarZkJqwOfH6Tu/mNaUMTExDBhwgSmTp1Krpw5+X3uLCqULmlooPm6m06lD31oNMs3WmEZDifhMgTLT5w0GdLqB6j79u+nQdMWHD9+nIoVKyZanlqtpmfPnly6dIlLly5xcO9uKlSoYLP98XUm8pm1dKtIsKx4V4wkRfcwK9POvUiqu4cEyf1CFI0uNRGvnnP++i0ePXvOr8s3EhYRyYKlyylfvjwFChQgd+b0TB/am+L5c1tdUlR0DE4qpb5/kcmt3TpsuXmgJ0QAhMT6JVOXEMP/RrcQO2KbpmKPWq2W31esZ/j/5tKnTx+mTZuWcH1viU/h/fxQuHnzJitWrGDRwoVEx8TQu2cP6tetQ/HixY1ilLZgKcJpdOkywaLFS+jXfwAajeaDfbMqVCjPqVOnqV61Km39W9GoQX29xaEJ+QIgKvRRZLRy/V+dqCcawL5bhiWS4hZhpSlhx9VDsNi3hC0RTak3kAgIe64giQllJqRFkRT3lsRgS5A0ICCAyZMmsnnzZsqWLcuWLVvw8dFb7o34+WfmzJ7N/AULSZcuHSVKlmTP7t307tWTwYMHM2rUqK/i3fyaILl7FBu6GblTqhQpUxsbyeWpTR3uHikAB0nhQIpCrVbTo0cP9uzdy7q16yhZqpTdvLYUrg8fPox/61bkzJmTSZMmMW/ePHbs2IFK5YRabR5vvkqVKjRv3oKx48YSEx1Nx06diImOIS4ujoGDBhlCK1rXe+fOHapWqUK+fPnYuXOnI0pFAoiOjub27dvky5fvqxYM/VIQFBTE/fv38fPzS3bIvpTAvv376dO7Nw8ePGDo4IEMHtAfJyn0ow3dCEAfrYN4X3VLoiIxWPYBlir5DRo2Ijg4mPMXLiRpAPr777/Tp08f2rVtS2bfTIwYNjT591KMn+RbHTO2MxFtCVHHi6Ag9h89SY3K5Y0khaVWhd1yRNE+CWH3HBsaFcDRU2fpNHA0j549N57S4LvK5M2WmUXr/0YdF8epdfMplDu7XcLBHiQiwi7saHOYwY79rZHckJn/tUdgTPr9D8bPXcLlnWvJlzMbshwlE687idBqtVy6dInMmTOTMWPGFCv3U0doaChTpkxh7ty5REZG4uLiQsUK5WnTuhUN69czTPQtXnbL99Q0XRBYtGQp/foP/KCThPDwcDZu3Mjy5cs5fvw4adOmoVvXrnTp0J4sWQyLINKzLxFhhr5Nep/Ugr4fkSwfIGH3DltI6hTatFx7RIVlWcnV0TBFYq4mxuOJuKa8C0xJi7Nnz+DfujWBgYEADBgwgO7du1OtWjWjq1CmTJkYO248BQoWpE3rVpQtW5Y//vjD4e76BUEiKYoP24LcOYVIiphILk1p4iApUgAOksKBFMOrV69o2rQpYeHhbNywkUy+vnbz2iIonj9/TtEihSlfvjxDhgyhdu3aZM2alcKFC7Nz507atWvHli1bePPmjf4cmQydTkeLli2ZNHESPhZx5i3HMSEhIZw9e5ZBAweiUCg4derUJxPZ4FOEVqvl4sWL6HQ6/Pz8ElzdcuDzwJUrV9Bqtfj5vT8RQFt48+YNQ4YMYfHixZQtW5b5c+eQP18e80wfgaR4+PAh+QoUZOnixXTu2jXRsnQ6Hb6+vlSrWpVlS5ckLoRpD18ISXHu0lV+/3Mdq/7aSaYM3uTInIkTF68CkCl9OsIiIunUtC6DOrfCJ52hr/2MSYromBiK1PHn2YtXNK/zHcMm/I8CBQokXn8ScfXqVTQazQd/Pz8FSJGjjh8/zratf/HPiZN4enpQqmRJUrm64urqiqeHBz4+GcmbJw8NG9SPJxVN3qM3oaGULFeRooULsXnDOpzcPrx74o0rl1j6x3LOnL+ATCajaOGCVCxfnkIF8pE9WzbkCkOflgBJAXoy4EOQFKbnJURUvAtJAe9GVKSU/YJMENBoNOzds4dbt24xe/YsgoKCAGjevDlr164lNDSUR48eMXHiRDZt2kTx4sUZMnQYs2fNRKfTsW3btq+KSPyS4SApPm04SAoHUgQ3b96kXr16FCpUiMVLlpIqlf2X3RZBoVarade2DSdPnuTgwYM0adKENGnScODgIWbPns2EX8aj0WgoUqQotWrXwt3dHbdUbhT3K07p0mXQ6XRcv36d48ePcef2bUqXKWOI2S4yZfJkdu3aRUBAAAA5cuRg//795MiR473ek88ZoigSEBBAcHAwfn5+Cf6eDnweiI6O5syZM+TLl++DDrD+/vtvunfvzqtXrxg/fjz9fvwRhai1MRH+8CTFtWv/UrpsWY4dPUKlylUSLSsoKIisWbNSuVIltv615aOTFGp1HKFhYXi6u6NSGaw5PgBJcevOXYZMmM7Og8fMsqVL7UUP/8Z0bdlQH0JUp7WOzPEZkxQAQa9D+WPT3yxcs4VnL18xY8YMevfunXgbkoCgoCCuX79OqVKlvvo+9/rli6xcs5Zbt24RGRlJZFQUb968ITDwOa9DQlg0fx7t27bRZxZFwsLC+G3+QubO+504jYYzJ46TM0f2j0JSAMRGhPL06TOWrVjJkSNHOXHyJAAuLi5UKFeWH7p2oe73tZGp9DokDqLC4vh7JCr27NpF8+bNjPtp0qShSNGiHDl8mKZNm9KgQQPy5s1Lvnz5uHbtGj/99BMXLlygTt26yAQZV65cZvv27V9ENJ6vHRJJUWL4XylKUlyY3NhBUqQAPry9rwNfHA4cOEDz5s3p2q0b48aMMcSWtv8Fs/wYqTVx+Pu35uCBA6xavZoePXpw//59Ro8eTUxMNEqFnDRp0tCzZ08GDR6MXC5HFEXu37/PwYMHmT1rFseOHeP169eoVCo8PT1ZuHAhXYCcOXPy7Nkz2rVrx/Dhwylfvjw5cuRw+BUmgqdPn/Ly5UsKFCjw1Q+WvxQ8f/4cuVyOt7f3B6138ODBPH+udwMYMWIE2bJlo1HjxgAEBgYiFwTSpEmDUmlwJxJ1iKLIiRMnUDk5UaZkCeNxAATDRFJIPPyd1XEzs3AZrq56s12NNuGJ7q5du5g3bx779u1DFEV8fDIiiLoEIxNY121ShyDTX4/pRZhEKgCsyjZekknYRZWTE97p0ppXZHQUNy/HJqFiqr9gECBM+CJkXAu4hV+NRmaH06VJzYg+XenWqhEuzs7x5Qgy/c8l6gClgaBQJom4sEtOJBSO1AZEi3yCiT6FqImLTzA9biApbJEY6dydGdKlFf3aNqbfhNn8+OOPNCuZgwxlzEVf3wZp06ZFqVQSGBhIro8YNeZTQMFifkwpZtuipFGjRvzv1xm0adncqDkxY9Yspvw6k2xZs3L4yBGyZcv2AVtrDSc3T3Lk9aT/gIF8V6MmHh4eBAcHc/XqVTasW0cL/7aUK1uWjWtXk87wDkej1Ou8GEQmRVFEJmDUrEgIb0tM2Euz5+ohwXQcZ0lYJBax5G2jkJif8/ZjuGvXruHp6UlwcDDHjh1j0aJFbN68GblczokTJ9i8ebOxPa1bt2bFihVcunSJYcOG8eTJE9KlS0f58uVZu3YtDRo0eOt2OOCAAwnDYUnhwDth4cKFDBgwgNlz5tDW3z/Z54dHRjJ2zBgWLlzIlr/+okH9+kybNo0hQ4YAoFAo0Gq1eHp6olQqmTJ1KqdOnWL/vn08fPgQuVxO6dKlqVK1KlWqVKFK5cqEhYVRsWJFYmNjKVS4MLNmziRPnjyJtMQBUwQGBhIdHe2wNvmCcPHiRdzc3D74uxATE8Pjx4+5ffcePw8fhqurK0uXLWPp0qX8ahAgVCgU/D5vHu3atQNRx/I//6Rnr96kS5eWJw/uA/GTbdF0MvkuJAUQ+OwZOXLlYseOHdStW9fmOY8fPyZr1qyULFmStq1b0aRxY7y905m1KSlI0KLB1nF755ukvwkL48q1GxQtlA8vacXGQi/C7vk26rVVh+V+aFg49dr9gIuzM5XLlKB08cJU8CuKWypXI3FgV4jTkP6pkBRmMBPXtCYpIiKjKdmsG7FxceTJlgWZXM6yKSPJW6MF2Xx9+H3JH1Spkrg1TmK4e/cur1+/pmTJkg4y3Q4uXLhAyZIlGTpoAONG6aN+vX4dwujxv7B0+QqKFCrIwcNHSJs2bSIlfRg8fPgQhUKBr4kL7L7dO2jbvhPuHu5s27SR3Ln1pFQ0BhcQi1DtH4qoSKi8hM77nIiKOnW+J5VrKnbu3GE89urVK1q2asX9e/c4dvwfHj16xKlTJ5k1cyZPnz6lVatWTJ48mRMnTnDs2DFWrlxJXFwcEyZMYPDgwY539TOF0ZLi560oUsiSQhMTyYWJjRyWFCkAB0nhwFtBFEWGDx/O4sWLWb9uLRUN6va2VuJEUeTOnTv8d+s2SmcX/vjjD44ePUpISAign6BMmDCBoUOHArBx40ZatGhBmzZtqFixIvXr631PpQ981qxZadCgATVq1KBKlSqOTiAFodPpDJYwDnxpEEURrVb7UQQzJWzevJlWrVqh0WiQyWSMHTuWokWLsnbtWrZs2cLe/fspVqw4kydN5H9TpwIQFR1tJBfEZA4ErSJ7SDD0U6GhoWTM5Mv69etp0aKFzaxTpkxh/PjxPLx/D3d3dxuVmFtA2G9LIiRFYuSE5Xmg16Q4coIaVcqRwdKi4i1IisTqS0xA0/Ja7JIVxjbaIS0s0yXCwtK1wyK/kZAwyZdkkkKCRf8n5Y+MjsGrkt5EvHKJwhy7cI2Av5cRpY6j9y+zOX3lBu3ateP333/Hzc0t4ToSgPRuOPrhhCEtZiycO4uO7doYj1+8fIX6TVuSM0d2Dh05iqur60dspTVMv7H379+nbt263Lt3jyJFilCtShUGD+yPk4dev0Vy+bAkKHRiPHlhOTlOjBywhKWLR2JuHJb1JncKYdrexFw/7BEWlvktkRh5kTtXTlKlSsWaNWsoWTJe/PbKlStUqlSJkiVLsnrNGry8vLhx4wa/TpvG5s2bKVCgAEeOHMHLy4t79+/TtUsXTp48SZcuXZgzZ44j+tlnCImkKDlqW4qSFOd/aeggKVIADncPB5INtVpNp06d2LJlCzv+/psKFcoD5oNbtVrN9h07OXDoEAcOHuLx48fGtPz58+Pr60tISAg9evRgxIgRZMmSxZjevHlzmx++rVu3kiFDBsqUKeNgrd8DRFHk6tWreHp6kj179o/dHAdSEHFxcSiVyo9KUIA+fHBQUBD79u0jW7ZslC5dGoBatWpx//592rRubRwYShBFMcV8kS0hTWCioqLMjouiyL1797hw4QKLFi2iYYMGtgkKB74apHJxZkC7Jsxd+zeZM+hdpp6/ek2lUsU4tmIWf27bS99J88iePTvjxo1763qkd1R6Zx2wjUGDBnHv3j16/TSQNGnS0KCu3t3Gr1hRtm1cS836jWjZsiV//fXXR+/3JDx69IhXr15RrFgxZDIZ2bNn5+TJk/z5559cuHCBufPmsWr1atZu3Ejx4gmLp0ruIKLBPeRzhE40JyBE9MSDdFy6Nst8lvmtyxUTJCq2bvubH7p1o2zZsgwfPpxRo0ahUqkoWrQoq1evpl27dlSqWJFNmzfTo3t3zp8/D+hJjLFjxzJr1ixyZM/OoUOHWLZsGVOmTKF58+asXr3aEfnDAQdSEA6q3oFkISwsjLp167J582ZiYmJ49OgRYE5QnDt/nvKVqtCmfQdOnz5Dw/r1+GvTBp49e8aDBw+4du0a165dQxRF5s+fb0ZQJISGDRtStmzZz/aD/Knj4cOHvHnzxhHx5AtDXFwcp06d4uXLlx+7KQB4eXnRokULI0EB4OTkxKZNmwgMDOTGjRvs3LWbVatWAXrBz/cFpVKJs7MzoaGhxmMRERHkz5+fXLly0bJlS0RR5Md+/d5bGxz4fDC+Zzt+atuYNbsOAbBp/3G9boBMRqfG39OrVy9mz55tRrK9DYKDgzl58iSxsbGJZ/5KIQgCc+fOpWG9OrRs15HFf/xpTCvpV5x1K/5gz549dO/ePdmr/e8LXl5ehIeHc//+fbNjP/74IytWrCAgIIBMmXxo3bw5gYHPkBtm5nKLIY+lpYHp9SVX0FLKbk/A0hKWdSZ3PGb5W1i219KiQ8pv77rsXa6lQLspChYsyJGjRxkzZgxTpkyhdOnSxqhx9evX58KFCwAMGjiQX6dPx8XFhWzZsjF//nwGDhxoVlbnzp05deoUL168oEaNGrx+/dpuvQ58upDJhBTdHEgZOEgKB5KMZ8+eUblyZWQyGW1atwLgx/79iYkMB1FHZEQ4Q4YOo0r171AqFZw6foQbAQHMnfc7jZo2x8fHh6xZszpM4j5BhISE8ODBA7Jly4aXl9fHbo4DKYiXL18iiuIn/7uGhIUjiiIZMmbk+9q1CA0Ni18tFASzqB6mmz1YuXqIuvgN9G4aggxvb28zAmftuvX8999/rFm7lgcPH3IjIICifn6IMrntzdA2aV8q13ITDZv9BsvMokhYwbTtb3O+VX7BpniHVTtNr0OmiP8rUyDKVfpN6YyoUCEqnRAVSkSlEyiUiHJpU9ncUDiBwglBadgUSgSFUq8PYbIJcv2GTGYzUoeo0+rdOnS6BF090GkRNeqEN3WM2aaLiUSnjkGnjkElg4k9/FkxfgAA89Zuo173ocSEhyPGxtC/dglclXIKFixI6cL5+OOPP5L+e5jA09MTQRB48eLFW53/tUChULBh819079KRPv0HMW7iZP2zIMio8d13LPp9LsuWLWPZsmUfu6kAeHh4kCNHDh4/fkxwcLBVetasWfl7+w4EQaBtq5aER0ajE/UTdMnCQNokmJIG0qbVJW/TGDZp37QsW5sE031dMjatRXlanWh2bVpDRBOttG9oV5w2vo228ptuoCcqLDcJSqWSgYMGc/TYcQICAli6dKkxLWfOnIwaNYqDBw+SLl06Vq1eTXh4OP3792fOnDlWlndp06blwIEDpE+fngoVKvDw4cPkPhoOOOCADThICgeShJs3b1K+fHny5ctHuTKl2fb3drJm/YaDe3fh4uLCwcNHKFG2PIuWLuOXsWM4fvggZSu+u4iYA+8farWagIAAvLy8yJo168dujgMpjOfPn5MmTRpUKtXHbkqCWLZ0CQC1a9VGEAROnDxBkSJF33t0mfTp0xtJClEUWbVyBZWrVKFRo0akT5/+vdb9rnBxdiFntm9wcXaYGH9ItKpZib9+HQHA3lMXGTN/JQAZ06Xh9o4/WDdtJF7ubnTu3JmrV68mu3yFQkG6dOl4/vz5J2MF8KlCLpczb+ESJo4dyaRpM2jQ3J/r1/T33L9lC8qWKc2hQ4c+civjkTlzZtKmTUtAQAAxMTFW6T4+Pmz56y/Onb/AnGmTzdIsLSokfArWpcmdTFjSrfYsLCyffksLC8vjxvLs1WtxXrFixWjStCm//fab0XJJFEXjN+Ho0aN8//33XPv3Xzw8PPj111/Zv3+/VbkuLi5s3LiRb7/9lrJly3L58mU7LXDgU4QUUSelNgdSBp+Go54DnzQuX75MjRo18Pf3588/l/P333/TollTJo0fx6PHj+nU9QfWrt9A1apV2bdvP7lz5/7YTXYgGZDL5WTIkIHMmTM7OtcvDFFRUYSHh1OwYMGP3ZQEsXz5cmbNmIEgCJQpo3cDOXP6NDVr1jJaS9gz35VZeCVLj7BkeWG0qDCG2zTP7+2dnidPnvL4yVN69ujBsWPHWLV6tZWVRkLmwxAv1mapoCFVJ2AS7hPsC1Va6lYaC7IOJerh4UG5UnZ81+Xm0wbRoh5Bq5EaZshg3m4RuXSi+YUkEo1Eap8o6kBukm5DbFNEbixP0Gn0lhWiznbYUk2cXsRSpwW5XC+mKZOBTocgkyNq1OZWFtJxexFELEU4pcuxiCoiyOXx4VwxhCyVyahTtij3ti1k5z/nqVHWzxDONA4V0KRKKSoXzUummu04e/YsRYoUsVlXQsiYMSNXr14lPDzcIb6WCARBYMSYXyhUvBQDBgygZKXqdOjQgZ+HDKR40aIcOnL0YzfRCEEQyJcvHw8fPrSrObJlyxYEQeB6wE2m/jKWnv0HkypVKuSCnqjQ2pmoS0gkkLBN2CMZ7I0JbNUts1F3fP9tXYYWU9cVzPoWGfrrtCUMqjVYllj2RablWbbf9LjWQueoR8+erFu7FhcXFzJmzIi7uzu3bt2id58+tGmjF2WVyWQoFArkcjlHjx7lWWAguXLmJFu2bMYxr1wuZ+7cuWTOnJlq1aqxe/duypYta33hDnxySK4hYmJlOZAycJAUDiSIU6dOUadOHdq3b8/t/26iVscxfswobgTcpGqNWty+cwefjBlZtGgRXbp0cSiSf2bQarXI5XJy5sz5sZviwHtAREQEKpXqkwnFZwunTp2iW7dudOzUiUsXL3Lq1Cl69uyJ8gNZfhQpUoSFCxdQtkxpYmJi2LBhI3Xr1fsgdb8rYmLVvAx6Sfp06XB2+rQtZb5E+Hqn5YfGtWxGDEnn5UHDqmUZOHAglSpVIm/evMkqO3Xq1Dg7OxMZGekgKZKIBg0aULt2bRYtWsT48eNZt24dnh4epEmT5mM3zQxKpZJcufQhR6Vv8L1791i5ciUbNmzgxo0buLm5cfDgQXbs2EGRkmWoWfv799omHbaJCnvCnJIrniUsiQpB0HMJMsE2UREvkmnufSa1x7J+Y37siWZaiHHaEd80Pb9EiZIcPX6cf69e4/Hjxzx79oxJkybzfZ06xvweHh6cv3CB8ePGsW7dOgIDA41p+/bto0aNGsb7MmzYMDw8PKhZsyZbt26levXqNlrqgAMOJAbHjNIBuzh06BA1atTAy8uLOXPmsHf/AaKjoxky/GfOnT9P1SqV2Lx+DY8eP6Zbt24OguIzQ1RUFKdPnzYKRjnw5SF9+vSUK1fuk343FyxYQK5cuZgxcxbly1fgxIkTAPhm8uXps6fvvf46deoQGhpKjhw5OH36zGdDUACEhoVy7NRZQsNCE8/swAdH3Uql8PT0pE6dOixdujRZvup6q6Iy+Pj4vMcWfnlQqVT06dOHO3fuMODHfpQtU5odWzd/7GbZRFhYGKdPn+bhw4f4+fkxY8YMSpQowbBhw4iIiODy5cvIZDICnz37IO2xZ4Fhz2LDnpWF5ddGymZPTzDehcN2e5LqCmKZLsGe+Kbprp9fCdp37Mio0aOZv2CBGUEhVe/l5cWMmTO5e+8em7dsAaDbDz9QrVo1AM6fP09kZCRxcXEUzJeH2rVqUq9uXXbu3GmnpQ58KnAIZ36acFhSOGATO3fupEWLFnoG2mD+Wqd2Lfr++BNlypTB09PzI7fQgXeBTqcjICAAhULhCK34hSIuLg6ZTPZJC9WGRkSye/ce2rZrh1Kp5PmL58ZJWZ48uTlw8KCZaa6l8rve9NfCwcKYZtv9QmcxUi1RqhQnTp6iYKFCyOVytPZMqBORBrB3ntGc2bhvcEORVt9FiyG9HVtRMzcKA0RBqRfllDkhKpzMT7DjlmEsR2bn82/pfmLljmLbvSO+Wsm9Q5pJWNQrpcvM3UDQmruTCDrJHcXg5mJsjtywr9bvS+1QGCxJDG4dllELjHfD0u1DStdai2zq67M4LpODMW+csWzB4j1Ta3X88Mtc437Xrl0B8Pb2pnr16kyfPh1fX1+bbZEgCAJarRatVvvJa8p8avDw8GDilKkfvN6oqCju3LnDy5cviY2NRSaTIZPJ8PLyIkuWLGTMmNFIGru5uaHTicyZOxcQuX7pHN7pMzB/4SIUCgW5cuXCw8OD2Mgw3FQGdzHDg6zW6gCBOOPrFi9gaZrPEvb6Mamf0mJCKhjSEnIDNU1LShtkgl4I07IM4yELiwdje2y4gthqg7EO0cLSQhTjj9vID5I4qUk9ZtdmWh8EBQUBMHrUKNatW4dWq6Vjx464uroik8mIiIjA1dUVJycnWrRowfLly2nevLn1DXHAAQfswkFSOGCFjRs30qFDB76vXZObN//j1u07TJs8iYFDhzk0C74QPHz4kIiICIoXL/5JT2IdeHs8fPiQV69eUaZMmU/2vb18+RJBQS+pUaMGoihy4p9/6NKlCwCVK1dm/vz5PA8MfO+ryUWKFn2v5Tvw9UGlVOBfqxJr9h6nePHihIWF8fr1a4KCgli/fj1bt25lwoQJ9OnTB2dnZ7vlXLp0CXd392S7izjwcVC1alXOnTtnN10ul5M5c2YyZMjAixcvCA4Oxs/Pj379fsI7XTrQacmVMycajYb/rl9Dq9UycuRI/jlxgubNm9OqVStAQCWXodbqUMogThfvfiG5W0huFpZIzO3C7Bi2XS7sIaltkMsEM6LCnktHfLptV5DEzrd0CYl3LUlqftGMqDBtT9DLl8hkMmrVqmUMOSyTyRjQvz8qJyeqVK6EX/HiKBQK9u3dg3+7DkRGRtKxY0cbd86Bjw1BJiCkkAVESpXjgIOkcMACmzZtom3btqjVag4dPkrt2rVZ9sdyypQp87Gb5kAKITw8nEePHpE1a1aHr/MXClEUCQoKIl26dJ8sQQGwYvlyMmTIQNly5bh9+zYvX76kcuXKgH6wD3D8+HGaNm8B2DD7xfaKGNi3bLCFd1WMtwWpKdKae3zbDJYCdlbzLI2ljYclCwuT0+JkCkQE4mQK4mTmK+1Giw1pldBwbaI9wU5LCwjL41Iz7FpOWJRnEOa0sqCwtLAwWExYCoqKKOPFPXVakCkQRMMvrtOAQi+qKQCiZN2hUQNKRK0WAWW81YdOvy+aiHAiiXCCXmRTEuOU6rMFndZ2mqlApwnmD+hMZFQ0O09eQqPV4pc3BxeWTWLy8s0s3naAIUOGMGfOHMaOHUv79u1RKKyHZGnSpOHZs2fkzp37k3bbcgAePHjAuXPnmDB5CvXq1cfJ2QlRFCmQJ15M3NXVFTc3N7y8vKhQsRI5c+Qgffr0eHp6EhKtwcPDgzwFCwNw9+FjvL29CQ8P59TJk+zZvRtfX198fHy4/u+/VKtenVTuHshlEKc3EUCjE80sDSz7NkuXDlNrCVvWDKaWDIlZVogW1g72iAqdaK1pYdn3mlo8yCzKEAQbrikm7bN1vtlxKb9RtFMw6+uTYlnRomVLnj59yt69e1kwfz5lypRBo9FQqFAhYx/Wq3cf/li+nFE/j2Dh7/Po1qMngiDQoUMHy9Y78JGRklE5PuUx1+cGxxfPASO2b99Ohw4daNWqFUePHiUoKIi1a9c6CIovDAqFAh8fH7755puP3RQH3hPCw8OJjY3F29v7YzfFLl69esWa1av5oXt3lEola9esxs3NDTc3N2rWrMmiRYtIl86bY0ePfOymfrKQyWSonJwck9dPFE4qJevH/0TwnmXsnD6cO08Cyd+yHzHqOPr3748oirx+/ZouXbpQsGBBNm3ahM7Cncbb2xuNRuPQDvrEsWHDBipVqoSHpyeNGjfh1KmTrF+7lt/mzKFuvXrGvjg8PJzr16+zb98+Zs6YTrHixalTty6ZMmUyklS+vplxd3fn8pUrHDp0iKdPn/L39u04OztTu1YtihYpgr+/P1kyZ6Zh/fo8efLkY176V4nMmbMwfcZMrt+4QfuOHcmXL5+eoAAjoVzOENnjl4mTaNuhIzExMfTq1Yt169Z9rGY74MBnBYclhQMA7Nmzh1atWrFq1SoaN278sZvjwHuCKIq4uLiQJ0+ej90UB94jgoKCUCqVn7R2zMKFCwHo3KUrUVFRLF2yhK5duzJixAhu3rzJmTNnCAsL49LFix+5pZ8uvL29adyk6cduhgOJwNlJxXelinBzw1z+2H6IORt24nHnGSNGjOD69ets376d58+f07x5c/z8/Dhx4oTRBcTNzQ1nZ2devXr1yUWpcECPQ4cO0bJlSxo2bEjjxo2pXeNbnjx+jKeXF+m90/P8eSCxsbHUb9iQLFmycOb0aS6cPw/o3WuLFy9ODkOELVEUiY2NRalUEvomlKxZswKQKVMmAp8/59ixY5w4cYK6dety4cIFJvzyC7NnzaR7j55kzZ4ThUxvTSGFKpXcOyxdMSQkFkXDFpIa8cOeNYVlm+zBbmQOC/cPy2tJ9HwkK4l3d/+Q2iIKAoIoolar2b5jB0ePHOHu3btUqFCeEydOAjDz12nkzJmDVm30GkxNmzr67k8FKSl46RDOTDk4SAoHOHDgAM2aNWPZsmUOguILRmRkJNevX6dQoUK4urp+7OY48B6hVqvx9vb+ZM0OQ0NDmTv3N/z925AhvTcXLlwgJCQET09Pjh8/zuYtf1G1enVOnTyJQqlCFEWbftQyCwcMS/cPSyTVncOuOrzdcs33bd12a1uHhJ1HpN9Oqtvevj3IBEM+475Ursywb+FWYlTgF2wet3QXMctj6fIhivrRhajTD/QlEUzLfDodIk4m6eaimUZxT8vztQqzfMb6JYsSM/cPELUG8U1DMdLIR5T2pesw/LUS2bRw5RAtrB1MxUQFU6sWSXxTA8jkpHFWMrBlHRpVLEHb8b8xadIkVEqF3tQ/JIRKlSpx6tQpJkyYwIQJE/TlCQLe3t5ER0fzteJNRJTdNC+3j/8t27p1K5kyZSJv3rx06tSJSpUqcfzYMbJlywbAmzdvGDJsOIsXLmD+wkVMmfo/wsPDCQ4OJkvmzOhEERGIiYnh5o0bXLt2jdevX1O8eDGzerw8PWlQvz4N6tcHoHKlSgTcvMnC+fNZOH8+c3+fj3/b9ihkAmqdiCCAVnpljO+vedt1oogWw3svisb3XW4yuZfO0QJyo75tfEGmfZGlkKYtosK0f00OUWGeYE2iWLqBmJIvlu4cpkSFoaJku3/o0wQzomLNmjX07NULb29vKlSowN27d1GpVKjVaqZM+5Vnz56xbt06WrVqhUqlor7ht3TAAQes4bAR/cpx7NgxGjduzIIFC2jZsuXHbo4D7wmiKPLff/8himKCIm0OfBnInz8/uXPnTjzjR8CrV6+oXr06sbEx/NS/PwCPHz8G9OFIK1euQo2aNVEqlVSuUoUyBpNZB6wRHBTErm1bCDYozTvweSCnbwZOL5nEjbWzKJo7GyEhIQDcvn0bjUbDpEmTuHXrljF/jhw54k3JHfikIIoiO3fu5NmzZ0yfPp3Jkydz6NAhI0EB+tCVMTHRpE+fnkaGhSB3d3eyZctmpkOiUqmQyQS806UjS5YstG3blsDAwATr/3n4cIYOH07LVq3p368ve3bt0JdlmFnLDaN8uYVGjQSJlNRZkBgSqWFJDmgT5lbNYNSEMO5LddrOZw/2SAxrMtki3c759kKYJqZNZKsVlvetecuWVK9enfDwcOrXq8exY8eIjIzk1q1bHDp0CEEQqFevHitXrqR169bs3r3b5rU58GEhCIJRPPOdt090cehzhMOS4ivGxYsXqV+/PrNmzaJt27YfuzkOvEcEBgYSFhZGsWLFHP7rXzhiY2NRqVSf5IcyMDCQb7/9llevXrFn715y5dKbOD988ACAFy9eMH3mTLC1cmaANMDVieYmyToRm1LyCY2p7YnKWa74JTW8X8rCxtKhxX5UnIbomFii4jS4GGIRWk1CDH/jReTEBPPJbZiqmltjCFgK0hmtM2RJFOuULBOM+xrzv1q5RbrCfF8m5TfkkwQv5SoEncYgjKcDpRNo4/Timpo4UKrixTbj4vRhS43WDoZwojotgkIJmjiQxDTNRDa1CDKZtTUFUhMthEaN1h2W1hhacqRPzZgOjak3dBqFcmShTLWaLF26FFEUmT59utElSlptVqvVODlZhJr9QhEeFW85YuuZlBAaGZ/PM5XLe22TLQQEBHDv3j0AWrduzdChQ23m83BzIzQ0lKvXrlO6dCnAhniuTEaOXLmIjIwid548hIeHs2jxElQqFUqlErlcRlhYOKGhoeTOnZu6db7H29ub82fPUrRoUerXr0/7Nv7MW7CQJi1aIxcE1AZWQSIdpKgatqzGtKLeTQTREIFDOkeMJzniw3ga2ox99w9bFmiSRYVllJGkWFSY5pVgZSFh4QqSmDuLPaJC6uSN3xesRTgh3rpCsqhwdXVl0+bNtG/Xji5du9K1WzeKFC5MhYoVadiwIfny5UMQBBo3bsyyZcto3rw5e/fupUKFCnav3YH3D7lMSLCfSQ5Eh7tHikEQE+oVHPhicfv2bSpUqMCQIUMYNGjQx27OZwGtVktgYCD37t3jxIkTvHjxgl9++QV3d/f3Up9Op0sRxWG1Ws3Zs2dJmzYt+fPnT6HWOfCp4vz5859kyMKHDx/y7bffEh0dza7du810UZo0aUJYaCgvX74kc+YsbNuxAxFz9wZp8GhGStjYt8TnS1IkjuCgF5w9foTSlaqS1jsDkBSSggTzJU5S2CjLmG6bpCARkkKwICmMUT0s8gsWpIbxPG08AWDlWqI1kA8GEsJISsRZ7JuQFICepADriB9SfjskhSUES1JYZh3yefSyzczesJsbN2+ycuVKxo4dC+hd9CTXvLt37xIUFPRJhxROSZiSFAnB8r3/0ERF7969+f333wE4deoUZe1YfsXGxlK5SlUePrjPgSPHyJw5s90IP/fu3eXK5ctMmTyZwMBANHFxaDQaNBoN7h4euLu58fjxY0RRRKFQoNHon/l169axZetWtv31FzfvPyZVqlTJIikg3p3Dsh+Q2+k/Eor4Yc9Nzpbbh2n+xGDv+U+sb7N1ni3SwXaZ9kkK/XELSxWdjgcPHnD8+HH++ecfjv/zDw8ePKBYsWKMGDGCJk2aIJfLWbBgASNGjODYsWMOa6mPgLCwMDw9Pan+614ULqlSpExNdCSHBtUiNDTUEUHvHeGwpPgK8ezZM2rWrEnHjh2/SoJCp9Px7NkznJycEox+EBMTQ3BwMI8ePeKPP/5g8eLFVnlGjBiRoiSFKIqcOnWK1atXs379elxdXWnfvr3RTWP48OE2w9QlhNjYWFxcXMhpEOZy4MtFTEwMERERn1zklvDwcKpWrYpMJuPAwYNmptAxMTEcPXKEoUOH4unpSf/+/dm9aye169T7eA12wIEPiKFtGrB63z8MGjSIjRs3smXLFu7fv49KFR9W1svLi8ePHxMVFUWqVCkzmP4SYLki/yHx+vVrI0FRvHjxBCOhOTk58fe2rZQsVYqWzZqQL38BUrm6MnPOXOM3XVrdnztnDm6pUnHg4CHcDZMcS72UK5cvU6lCeTQaDU2aNOHVq1dMnz6d/oOGsGHdOs6cOkn172qgkuutKeSC3jJCLhPQ6vQUsIj1/dNbTejJDFOiQm9lYa5TIWlAJGRNYQtva00hwV5dlm0zHk+gjfZENa3LTEyEM96aQhAAmYzs2bOTPXt24xju6NGj/Dp9Oi1atKBEiRLMnTuXHj16EBQURK1atThx4oTZt9GBDwdZClpS6ByWFCkGB0nxlSEkJITatWtTtWpVpk6d+rGb80ERHh5Or1692Lx5M9HR0eTNm5ebN2+a5dFqtezbt4/FixezY8cO4qTVNhPI5XK6d+9Bly6dSZ8+/Tu3S6PRsGjxYo4eOcI///zDs2fP8PX1pUOHDrx48YKFCxcSGRlJXFwcP/30U7JJEXd3d/z8/L6K1bevHcHBwQiC8MlFARg9ejQvXrzgwsWLZMuWzcwS4fbtO0RHR/P7778TEhKCSqXi/PkL1Pq+LmDtD6y1WIWz9JG2679sTDc/Lq0smpZj9DM27lvWYVm2mGC6Pbzr5Co6TkQrikTHiURrLNwMjCud5tMbS79w015Bvxoo2l0ljR976cuSW3QplvmkdEuxTrlCaShf+jHNrR9EiLeeMLGyEJGsLJxAp40X5VSYnGtpjWEQ3xTk+jolywqjRYOFGwY6mVm63lVEDSiNApmiVu8yYk9YM0HotFbWFKlcnBndqSnd/7eYBw8ecOHCBSIjI80I6dSpUyOXy3n16tVXQVK4u354143k4s2bN2TIkIESJUowZcqURL+xGTJkYNfOnZQrX54b168DcODAfpo2a46HpxeauDg6dunCkUOHuXv3DqXKlKVe/QY2y8rkm5mmzZoTHBzMT4MGE/zqFa2aN8O/ZXMArl6+TOXq3wH69zHO0NlodOaWabb6Ko2o17LQ6ERj/yC5f8gwEBkywYyokAqT+oyErM4Ss6CwtLyw5aCaHKLCVsQPW+eAfUsK03Pt5bckKqSIH6DvG6tWrUrVKpU5cfIkgwcPoXz58nTo0IHJkyfz8uVLatasyT///JMi40oHkoeUdPdwkBQpB4e7x1eE6OhoatasiZeXF3/99VeyV+Q/Z1y5coWWLVvy7NkzhgwZwqhRowAoXLgwTZs2ZfTo0QiCQLdu3ViyZAkFChakbdu25M2bj9RpUvP0yVPatW3DyFGjGDpsOG4pNIAKCgqiZcuWHD16lJIlS1K+fHlq1a5NpUqVjNoRYWFhlC1ThlKlSrFhw4Ykly2KInfu3CFz5sy4uHz6Az4H3h1XrlwBoGjRoh+5JfFYsGABvXv3ZvSYMQwZMgQwH7heuXKF8uXK4uTkRN58+bh65QorV6+lXgP94DwxkTNLfE0khVodS2hwEJ5pvXG20CqwJiksjtslKeybcluOvZJOUlgeN+xLxImliwbYJCnAhHywTLd0BbGXz577R2yMoRiJeIhvi2iIEmJKUpiemyySAqxdPmRyomJiydasD31/GmCM7GGJ69evExsbi5+fX/Lqc+CTwu79h2hYt7bNRZCVa9bTpWM7VCoVcrmcjp0606N3b3x8MiVYpiiKREREcOToUcJDQ/mu1vd4pU5tJCWSQ1JIkEQ3TYkKsHYNs+deYa/PtdXvvQ1Roa87aa4flucn5PqREFFheq79/Hbc3iSIOrRaLX8sX86YsePQaDSMHz+e06dPc+vWLQ4fPuxwE/hAkNw9as3ajzKF3D3ioiPZ+1MNh7tHCsBBUnwl0Gq1NGvWjKCgIPbt2/feQlDqdDqOHj3Kyj+X8ywwkKGDBlKtRq33UldSEBUVxahRo5g9ezb58+dnzerV5M6dm8tXrzKgf39OnToFwJ07d4w+8zNmzKRL164oFArehIYyauTPLFu6lKpVq7Jq1Sp8fX3fqU13791j8eLFXLlyhbNnzqBQKFi5ahWVKlWyyiuKIm3btOHgwYOcP38+WREbnjx5wp07dyhRosR7081w4NOBKIqcP38eHx8fMmfO/LGbQ0RkFKNGjWTWzJn07NmT/02bhlxuPjkTRbhx4waVKlZg0eIlVKpcmcWLF9G774+4uromy1oisQGxdE68JYb5frzPtnk5lgSE7TrMz00M8XWn3OdXbjHolgbK0kTDymeaeALDirgQbKfHl23IZ1GX5YTA1iRGaqfcok4pr10Cww5pgVaTcD6TvBJxIUjWFJa6FWoDUaG10KWw0K2IL9ec0BBNtDHehrjoN/MPdpy8yMPAlzYXEQIDA3n06BGlSpVyCCCbQNKvMJ38eqZyMR5PaF0zpRYckosLFy4wZcoUtm3bZiQrVCoVOp0OjUbDnytXc/bsGf69eoXMWbIwb8EiK30eSxLVMsyoZd+ntiAoLPsfU0LTsk+wjA5iqVFhSTzYO54YGZEQkkpUJKZNYetc+1oTidRh2cbECAowI2Nfv37N2HHjWLxkKbNmzmDnLn20j507d6JUKm202IGUhERS1JlzIEVJil39vnOQFCmAr2cp/SuGKIr079+fgIAATp48+d4Iihs3blC/fn2j0jXA3n37iY6O/ihhLy9evEjTpk0JDAxk1MiR9O/fH5VKxcXLl6lQvjwAVapUwd/fn+zZs7N9uz5014AB/RkwoD8A6dOnJzIykpmzZtGvb993HhiuWbOGvn37otPpKF2mDJ27dKF79+5G4iMoKIi5c+dy8cIFAgMD8fX15cCBA2zZsiVZBIVarebBgwf4+Pg4CIqvBIIgUKpUqSSLj71PREdH075dW7Zu3cr/pk2jT58+NvOJokj/n34kXbp0VK1WDa/UqRk2fITRusGBhBETGUHgvZv45MhHKjfHe/65o/33lVn090FOnDhBlSpVrNIzZsxIxowZHa57nyEiIyM5ceIEt2/f5vnz58TGxpIpUyZ69+5NoUKFOHLkCD4+Pnhn9CFbtmxk8vVl3m9ziI2JoesP3Y1Rmxz4PGDL5cMW0qRJw5zZswEYPGQoW//awoifR9K9e3eWLl3qeNcd+KrhICm+AsycOZP169dz+vTp9+arHhoaSsuWLXFycuLAnl18V7uOMa1Ro0bs2bPnvdRrC4sWLeLSpUts2bIFn4wZ2f733+TKlcuYrjVZ7WrWrBlNmjRh7ty5bPt7m1VZzZu3oGfv3hTMn++d2hQaGkq/fv1YsWIFjRs3Zs7cuaRNm9YsjyiKdOrYkfPnz1O5cmUqVKzI+fPnGTduHI0NsdWTivv37wOQPXv2d2q3A58P4uLiUCqVH31Q8/LlSxo2bMiVK1dYu3Yd9RvY9qkGOHr0KP/88w8qlYrevXqyas3aj97+zwnqmGiCnjwkbaasDpLiC0Cx3NlQKuRcu3bNJkkhvRvSu+7A54NRo0Yxc+ZMALJkyUJoaChhYWHkyJGDKVOm0KVLF2JjY9m8eTMzp0/n1MkTZMiQgVVr1yETBB49eEAuk4hICcFSmFISpFTJBNQ60XhcEtOUoEO0cg+zB0shTUsRTHvHLcUxZSTdmkISwLSE3fCidgQ0bZ1rXxDTXDjTqg5s61Loy7ZDVAgyc9c24Ndp07h67V+6dvuBXbt20aBBA8aPH8+YMWMSvzEOvDMcmhSfJhwkxReOjRs3MmbMGA4fPvxOE9aEBPm0Wi1Vq1ThyZMnHNy7i9y5cqFQKMiXNw//Xr9BrVofzt1j1qxZ9O+vt4Lo0L49I0eOJHPmzIgmHxc/Pz/8/Py4ePEiv/76KwMGDADg22+/Y/jwEeQvkJ+IiEh69ezBiRMn6Nm7NxFR0W9tFqrT6fD392fXrl0sWrwEf39/w4dan75q1SoWLpiPm5sbx44dY8+ePe90z9RqNS9fviRHjhyOlZevBKIocu7cOXx9fcmaNetHa0dAQAB16tQhKiqavXv3UaJkSSuTW1PMnTuHosWKMWb0aJo0acKUyZMZNGQoCDJEUeT+vXvkMIlKYy8UqKXlhaVLh+kxS7cOy9B8cVrLsiQTafsuHTrR9jnW+cz3k2IxIpUtDXxN9yPVGjQ6kQi1BlmsxnBcf5499w+wdgFJrquItZuIaLZvLFMr2jAXF832pTrkOimfId3o/qEfpsgNk3LBxI1C0GlAibmIJoBGjYiTiQuIYagjk8Q0DZUaCGtJ2FOQxDJN6hA1cXrxzDg1gso5XqvCGIo03uVDMNtPwBXENN1kXyFAniw+XDeIKtrC06dPuX//PuXLl3e4fGAeqlR61iTRTVPxTdN8H1qUMyg0gogovSvR9NlzyZ49O+1at6RkyZLs2LEDJycnNm/9m769exL47BkVK1dm6fIV1KlXH5VKRdDLFzy4dw/fmFhUBu0Ze+GRTfunpIQdtXz3IenuXKYTfEyOxddvfS/shSNNKjdti2h4W3cP0/PsuW9YTlzt3Zv4Mg1/jeGXsYZo/RFRqVSsWb2KChUq0qdPb7Zt20a1atXImjUrHTt2tFGIAykJhQwUKUQuiI5uOcXguJVfME6cOEGnTp1Yu3YtJUuWfKsyzp49S40aNfD29iZr1qysXbvWGJNbwsnjR7l85QprVv5JwQIFUKlUhAW/pLZhol24cOF3vpakYOXKlfTv35+BAwcSHRXFggULrAgKCRkyZgT0kS8mTprEnbv32LxlCyNHjaJp02a0b9+e+g0acPnyJYoUKkhw0Mu3bpdarWbXrl0MGzacNm3aWH1Qx44ZzY0bN5ArFEyZMuWdSR2VSkWpUqXIlClhoS0HvhxERESgVqs/qv/j4cOHKV++PC6urhw9dpQSifQ5QUFB7N+3j44dO9K4cWMGDRnK5IkTqFqpAtOmTKZBndqUKl6EO7dvf6ArcMCBj4983/hYRZ0yhYeHBxqNhrCwsA/YKgfeBqIosm/fPup8V43FC+czdMRI2nXoyN/bthIbG8uOHTvIkCEDixcvplnjhuTNm4+T5y6wbcduGjVpalxkSOedniLFiuPk5GRXKyFeB+bd222teWGhdfEOZVsTBZiVnRRYEx0WOhd2REETOs+eQLMlkWzv3sSXafibEOsi2P6RMvn4sGrVSs6cOcvixYvYsmULvXv3Zv/+/fbLcsCBLxgOS4ovFHfv3qVhw4ZMmzaNevXq2cwTHRNj/N/FRDMi8OkTVq1ew+HDh9m9Zw8FCxTg99/msnfvPvz9/bly6SLjxozGKZXevFjhpF+VuHvvHtWr6k1UZTIZMTH6lYtq1aq9l2s0XkdUFOs3bKBr16506NiR8b/8YvcDoTe/k7Fx4yaeP39u9O/ViaLVx2bN2nWcOHmS2jW+o0mTphw5fvytVmB0ot68M85SdM2Adu3a87//TWXD+vWkS5cu2eWbIiIiAhcXl4+iAeLAx8Pr16+Ry+V4enp+lPqXLV9Bjx+6UrFSZVasWoWXp6dZODawHoxu//tvBEGgbZs2AEybOoWmjRsxcuRIpkyaQOrUequtsPAIRFG0iL6h/2tvpdDaSsJ839RaIs6w0i0dsxS1NNals0zHbN8U9iwkbOVNDFI9lpE0AKLVOrQ6kSi1DsFgSWG98mdiQSFYHzM9xzp6h2CWPyELDOmYUm4ujGkU2pMZLEAQzPblOim/uQUFWtFYhlwmmOzHm+XK5fpVZZlc+jHMw45iKbJpiNIhKvQhTFHqrS9EkzxWUUEMoUsFQ9hUUbKkkCJ+mIll6myHLNVp9edL1hdxcfoIHzasKfJm8WHZrqPYg5ubG0qlktevX+Pl5WU339cCd1cXMysJ0FtNWH6rTfPZSk8pkc3g8CgAtm/bytRJE7gZEECJUqXZtmsv5SpUBKDvTwNZt3oVQ0eMpE69+vTr1492HTsxfdYcZDKZdSQjBBROzqg1WtSx0aRK5WbXkkJy89Dq4sOFygxjHAF9H2lvwTgxy4nEImmYupbYgy2CQ3JPsXTPMKvD5nkJt8eeJYU9sUywL5iZmHWJ8XxR1N9kg7XEP//8w19bt5G/QAFyZMtGhgzpQadDRCS9d3rSp/c2u46K5coyfuwYRowcxbhx41m4cCHNmjXj5MmTFCxY0Ob1OvDucLh7fJpwkBRfIN68eUO9evVo3749PXv2NEuLi4vj2rVrHD12jHNnz6LVailatChlypQhc+bMLJg/nyVLlxIXF0fJEiVYtGA+bVq3Qi6XkyZ1arb+/TeVKlU0K9OvcAGaNGrI9Jmz6Na5k/F43rx5kcvlzJkzh379+lkp+6cEbt++Tbdu3Th69CgtWrRg7ty5dj9cZi6BgoCPjw+Q8MShfPnyVK5ShWNHj3L/3j2KFEr+R+LevXuEhIQg2Bn+ODs74+XlZaVRkVzodDr+/fdfvLy8yJfv3TQ0HPi88Pr1a1KnTv1ezb+joqLYtm0bDRo0IFUqvQp2UFAQ06ZNY9q0abRs7c/v8+cn6CsfGRnJ9F+n8+jxI44dPUqtWrXMiLmyZcty4MABwsLC2LBlK906dXBoVCQAuUqFa9qMyB1uXV8MvD3dCQ6LsJsuuV0GBweTI0eOD9iyLwu2iIqUQmxsLD26dqZk6TJs2jaNSlWqmvVjWb75hkFDhzNh3Bj+XLaEvPnyM2nqtET77yePHhLy+hVFi/khyB3D908agoyAG9dp3LQZqVxdCVm6FLVabZUtbZo05MyZg/DwCKJjYlAplagN0V7u3LlD27ZtuX37NvXr1+fMmTN4e3t/6CtxwIGPBkcv94VBo9HQokULcubMybRp08zSfvvtN4YOHUpUVBRKpZKiRYuiUCjYuXMnkZGRgN6UtGePHvTp2QMPD3cmT51G734/MnfWTEaNGcu31avxXfXqRisKCc9fvKRIoUJmx9q0asmNm7cYNGgQUVFR/Pzzzyl6rSdPnqR+/fp4eXmxZfNman3//XuZ0Cz/cwUF8+ejccMGLF++3GaoUHvQi2F2IEOGDAwcNMhmnpv/3USr1TJ37ly6du361tFXHj9+TGxsLN98881bne/A5wmdTkd0dDQZMmR4L+WLosj69esZPHgwT548oWHDhgwbNowNGzawcOFCBEFgxMhRDBoyFEUitsZDhgxh7Zo1FC9enKJFi1r1CSdPnuTnn3/m3LlzREZG4uLiQtp3tC76kqFK5U7GQqU+djMcSEEEh0eQzsMtwTwSSaHRaGyGKnXANmxZXaQ00rq7cvDSJWJjY/l5zDhKliptM1+/AYNo3KwFT58+oXChQri42CdMJPHJjJl8CQ56wbNnT/HNkrD2kFwmoNXprY9sWVMkB5IOhKV4pDHdQiQzIWsKe0KZiVlT2BPNtNneRIQz7Yllgn3BTEuhTFNLQdM6JJFMURTxb9sONzc3rl25jLOzM4EvXvLs6RMEQUAQdTx7FsiNgADuP3iAp4cHLq6uaOLiiI2NRaFQkD9/fgDGjBnDzZs3ady4MQcPHsTJoEviQMpBloKWFFqHJUWKwfF1+8Lw448/EhgYyIkTJ8wsF+bNm0ffvn3p0qUr/v6tKVa8uPGjqNNouHv3Lrdv36ZixYp4erjz19atDBg4iOfPnwMwddJEbt2+zeBBA6wIClUqD86eO8fYUSPNjru6ujLzf5NxVioYNWoUMVGRjBg2FJlMZlVGcnHw4EHq1atHiRIl2LBxI15eqYHE/Rqt/AeTUFc6b2/+3rmLYUMG07FjR+7evZvkdoqiyLVr1xgzdqxdvYCffx6JIAj079+fx48fW5FLSYFarebRo0f4+vq+txCzDnyakMlklCtX7r2EHn3y5AnNW7Tk9KmT1KlXn58GDWHIgJ/Ytm0bnl5e9Or7Iz/06EnatGkRiXdzkD72ksuEAOzauZM/li1j0aJFdOvWjX79+jFnzhx8fPQh9/45fZa6deqQPXsOBg4dTrESJSlarDhOLqmI01m7dlgKYerTzI9ZimFaunbE6czzQXwfYZlmLY5pnl+XgAimLQG55EJyfTB1/9BpNMRFhaN0dUdmMVmVGV04rAdMlq4j9tw/LNNNz7N27zDfN6YbVoel45JwpkwrFSbGi2cKgo19W2KalvtSuw33QKEwiqDJtAY3O50WUemKoDWsZkouIBbuHcjM00WcEEQd4AIGlz1B1IHKBXQag3tHnEUZhguQjksyTjK53vXDSa5Pk8vjBTUN7iOR0TFodTpCdyzAs14PbMHb25v06dM7rIwMcHd1IcKCfLAndm1qPWF6juWdfFuhbABnw9ArOjLeIsbSLQMgU5YsZMqSBUhYRFf6nVUqFekzZiLw6VPSpkuPk8Gt01JIWCpKMETviI/2Yf95SUxk0rQdlu4Upl2jKVEhwfLblBBRkRAsiQpL0sRybphUdw9LFw/zMpLm7hEvlKm/MkGnpVTJEqxctZo2bdvy19Zt5M6dO1mh5I3tlslYvnw5VapUoVu3bvz555+Odz+FIRdkyFPIElVuR3PEgeTDcSe/IPz2229s2rSJ7du3m02IDx06RN++fendpw9z5s6hXPnyRoJCEEXkcjl58uShbt26eHq4M3PWbPzbtDUSFIf278PT0xNfX1+uXfvXql51ZBhlSpfi0JEjxMbGotOZf34mjB/LyBHDmTBpMlOn/Zoi1zpnzhzy5c/P9h07jASFPWg0GgICArhw8QLnz5/j9OnTBL1MnhBmmTJlKO7nR1xcXLImgzKZjJy5cvHg/gO7eXLlykXdunWRyWS8efOGtWvXJnvC+fDhQwRB+KiRHRz4ONDpdAiCkKKuHtHR0fTp04csWbLw4MF9Nm/bzoo16+jYuQsXr93g6MnTXLnxH8N+HkmaJLopbf/7bwoVKkzXrl05dOgQc+fOZffu3eTPn59hw4bRomljsmbNypbtu+jzY3/KVaiIq8GtxAHbUEeG8vLqSdSRoR+7KQ6kENp8V57gsEjm/GVfLE8mk+lXd3XvImHowPtC+fLlKVS4MGNHj+SPJYu5/u+1FCs7YyZf5AoFT588TrEyHUh5CILA4gXz+WvTBo7/c4Kf+vV7p/JcXFzYtm0bhw8fZsqUKSnUSgcc+LThICm+EBw8eJChQ4eydetWsmXLBuhDg65cuZLWrVtTpWpVJk+ekij7+urVKyZOmmTc792zB+XLlQWgYf16rN+4ibg4awHIdm38OXT4CJ7pMtCsZWuzNLlczs/Dh1GuXFnWrFv3zlYUUVFRHD16lDp16tgViAwKCmLWrJk0btSIzL6ZKFnCj8oVK1KtShVqfFudYkWLsGnjxiTX+eDBA7Zs2kTz5s2TzWDnzZOHm//ZV2t/8uQx7du1Q6PRsGSJPkTpo0ePklVH2rRpyZ07d4J6AA58eZBCjz5+nHID1vDwcKpVq8ayZcto1aoVC5Yso0q16sb0zFmyULBQYdzcEjZJt0RISAgZM2YgPDycfv36UaFCBR4/fkz//v2ZOXMmCoWCdZu24P4RI5Q44MDHRsFsvvRq9C1T1+wkKirKbr5nz55x+vTp92JB5cC7QRAE5vy+gMcPHzF04E9Uq1CWgBv2w8pC0iNmyOVyvsmWndRp4snheAsBw/5bLLInFgkjObC2aEi5Vf/EInuYp9k+12jVYhWpw1YZ9vKaRzwxirUbVtFFw9/va9fmf1Mms3jpUtavX2+3rUmBj48P27dvZ9KkSfz999/vVJYD5pCEM1NqcyBl4HD3+ALw8OFDWrZsyW+//Ua5cuWIiYnhr7/+YszYsdy+dYs6desyd+5vyOVyu/5z+h0dGzdtMupTDOjfnwnjxhjzdunUifkLFzF+7Gh69+hBRoNPpJObJ527defE6bOsXLmSM2fPWYVYevkyiICAm3h5eRETFYmz69uvkJ46dYrQ0FDu3LnD06fPSJ8hAwqDa8ut27f5be4cVq9ahSAIVKpUiWHDhlGuXDk8PT2N/ruTJ0+mU8cO7Nu3j5FjxuDrm9lmXc+fB7JqxQqWLFpImjRpGDp0aLLbW7x4cWbMmKFf9bLxsd6zdy8Avr6+VP/2W1auWJHsKB9p0qRJdrsc+PwRHR1NdHR0irr4jBw5khsBAWzbtY9ifn76yBpJMEWWC/EDOZ3BJ8H0Wx0ZGcmRw4fx9PREEASWr1yFGjkDh4+kRduOKFVKUqdLj0ZnXp+lW0dSI3fEmawy6yzSrNxBjG4hOrP8pvVblmXp3mHp/qFNYPAsnStLxmBGooYlF4g4nYhaq0OH/q90I4wRNxL4zRIy+zaFrYgiku6IZaQQpeG4UnLBkEnuHjqrOiXXD8kVxOjeIZ0rRfyQIoBIz5jJNcVH/BDiyzDZV0rnGlxAFAYCVyYz2OJLkTaUmLmAiEqn+AgfRlcRw770XROlh05yL3FGMEYQiUVQKPUuIEoVYpxaH9nDwvVDxNJFRG50G+lcoyxzt+zn6NGjfP/999iCq6srarWaiIgI3N3fjfj/EpBc94zomBjj8+aSQtGw4uLiuHXrFtcC/uPUyROEh8eHiT179gx5C+iFt027BtPX1DTWi5lLhSiarSimSWs+PjCduMe7dkjl6PUUEBKe0Mefb+nqZdIOu+eY75vWb5rJNCKJ6fUkhRCxDl1qu50JtSup7h62on/Yc/Mwplu6e0h9hKija6cOnDh5kg4dOiCTyWjevLl1Y5OIYsWKsWzZMtq3b8/Zs2fJkyfPW5flgAOfOhwkxWeOmJgYmjZtSvny5dm5cydTp07l9u3b6HQ6atWuzdJlyyhe3C/BjlUURbZt28qdO3fZsXMHCoWCyZMm0reXeWSQggXy0b9fXyZMmsKESVNYvXo1/v7+ACiVSsaP/pl9e/cS/Po1y1espGP7doBeL6FV27Y4qVT8vfWvBAmKqKgoLly4wIMHDyhSpAi+vr7GCfvhw4fZtm0bL4OCANiwfj0b1q9HLpeTLp03qdOk5r+bN0mXzpshQ4fyY79+difvC5cspWr1bxkyaCAb1q+j9vd1KFioEPfu3uXBg/tGQuPggQMolUpatWrF2LFjSZ8+fbJ/o1KlSvHmzRseP35MFhuilmtWrwZg0+Yt6HQ6Vq5YwebNm2nfvn2iZYeFhXHv3j0KFChgjKnuwNeDkJAQBEHA09OTsLAw9u3bR7169d4pBO3p06epU68+xfz8UrCl0LR5C44fO4ZWq0UURQ7u30/dBo0AyOTrC6SMdoMDDnzuyJslI1m807B//367JIWHhwdyuZyQkBAHSfEJYOLEiYwcaa7L1axlK9zc3KlUpSo169Q1HpeIhOTAUo9Bo9Fw7/YtMmbKhJunV5LKSCw8aEJIKDxoUmFPWNOeRoUpEtOjsCWCaa8M+2KYtsUyzcpIRDATQQaiDlGQ6YkKQYaAjoXz5qLT6WjRogXLly+nQ4cOiVyxfTRv3pxz587RuHFjzpw5k2yrRgeskZIWEA5LipSDg6T4jCGKIj179iQkJIQrV65QqFAhqlX/lt59+1KyZCkKFy4MmK9g2epYz547R2v/Nnh4eKBQKNBoNHTt0iW+k5UgyJg44ReaNm1Cx85dGTtmDJnSp6PqdzUByJYrL//dusXgwYPp0as3qdOkoUH9+owcO55z586zd+9eChctZnYN0dHRaLVanj9/TqtWrbhy5QoajcYsz6ZNm5g3bx6HDx9GoVCgNYlLv2rVKiIiInjx4gUvX75kQP/+tGvXLtFJmkcqV7p360rrli1YtWoVCxcu5Py5s+TOnZsC+fMTFhZGSEgIM2fOpG3btu8Uj176gJw7d86KpAgODubM6dMAjBg+jMuXLwN6U96k4P79+8TFxTncPL5SSCTFoEGDWLZsGeHh4YwYMYKJEycmu6ynT5/Suk1bzp49S/M27cwsASzHtaZ9iEyyHMB6dUpaOQsOfsWEcWOpUqUK8+fPZ8yYMdy7e8dEnFKfT6pTqs+etQQmZeuwLWwZb3FgLpZpC5JVgDG+uU6qI14d33i9RptqQx4LiwVLKwWzNluKfmot22y3ifFlYFmeDJ1ONJatS7Z2f9IgM1o5SFYy5qKVsYYfSbKkUJpEeokX0TScozW3skhMbBMsLCYAueE3MlpbSNYXBlFNrYnSqCTIqZQByPWimnKFcTBpaV1hFM80hHkUAUGjBpz0Apygt5yQE29lIRlbGEZVVj+lUoUYG4OgkiOqYxBUzvq/ShVibLR5/aJI1vRpeH7pH8tSjJDJZHh6ehISEuKI6PQWSCnrCdATu5YEBcCkaTPM3NcshS2liXpSrRdMJ+pyuRyNVsOTx4/I7+FpdDeQAQjmk365KSliMbFPqL7k+INbWnNYQrSoy9SyAvSvkvU5tu+PLSRVNNO0PEtLCmvBYPN0y77ddDydkCUFgJOTE38uXYyLszPdu3enYsWK5MyZM9HrsodJkyZx/vx5OnfuzPr16x1Cmu8IB0nxacJBUnzGWLBgAevXryc6OppOnTvz64yZxsmqvU7VVj82a+ZMsmXLxrVr1+jSpQt79+7FycnJnKAwni9Qongx/ly2hLoNGzFrzlyqfleTiIgIOnbsyJYtWyhWrBiurq781H8ARYsW4/fff2f06NGUK1vWrKzr169TqFAhatasycSJE7lw4QJdu3Wjc+cuZM6ShXp1vufq1as0a9bMeI5EYBQoUIA9e/aQxaCM/bbw8PCgV69e9OrV653KSQhSNJAO7duRI0cOihUvDugFD7t16UyatGn5ecQI9u3bR48ePWjTpg0FCxZMtNzQ0FBCQkIoWLCg4wP1FUKn03Hw4EGWLVvGo0eP6P7DD+zfv58ZM2Ywbty4JIcmfPPmDXv27GHgwIEgCCxevoI6BguHlMKe3bt48eIFly5dwsfHhwIFCnDgwIEUreNrhMozLd5lan3sZjjwHqBSynkeEmY37CNA6tSpefDgQYJ5HHj/mDt3rvH/lv5tqFnreypWrfZe9XUEQcA38zfcCrhO6Js3eKRO/d7qciBlIAgCs6ZPY9fuPcycOZPffvvtrctSKBSsX7+eEiVKMH36dAbZCXHvgAOfMxwkxWeKc+fO8eOPP5I1a1YWLF5C6dK2Y3Enhs2bNrF161ZWr17NwoUL2bBhAytXGMIbJWAW6Fe8GF5eXmzbvoOrV6/Spk0bHjx4wMSJE/n999+Jiorim2+yoNFo0Gg0yGQynC3igP/vf/8DYN++fVy4cAGA3LnzULhIEQBUJrGgx4wZg5+fH87Ozjg7O1OiRAlSfQbK/8ePH6dz586kTZeOjBkyksrELO/woUPs369XcK9fvz4DBgxIVtn3798nVapUydavcODzR3BwMC1atODo0aP4+/uzZcsWevXsybV//2XmzJmEhIRw4sQJjh8/zn///ceQIUOoXLmyWRmiKDJhwgQmTJiAWq2mWrVqzJ6/mAwZM76TaJotRISF4+Ligo+PDwB58uTh1atXvHkTkmh0Hgcc+BrRskopus9eRd++fZk7d65NEsLHxwcfHx8HQfGRsXjxYvYfOMC3NWoy5/eFQMKaNElFYi4WHp6euHl48OzJY9y9vMzDcWJbqyI5sHSxeBe8Tf2SW0hSSDhL1wzLe5fQtUjuHlqdaLYKbu0OItq1pkjI3QOTBT8XFxd69viBqdP0xIIkdP828Pb2ZvPmzVStWpVSpUpRpUqVty7ra4dcEOL1nFKgLAdSBg6S4jNEeHg4rVu3xr9NW2bOnm1cMbV8LRKzoggMDOTHH3+kSZMmeHp50a5dOwb070+zpk0BrN09jAXpu/oeP/zAsBE/c+nCOf79919GDB9G/x/7kTVrVhYvXsySxYvJkCEDoJ+sW2L37t20bu1Plm+yIFcoqFy5CuXLl0etVtOxQ3vOnztHnTp1mDdv3jt15B8Lj588xd/fn3Lly7Nz127kcnODxuImPv8uqZLnUxgTE0N4eDj58uVzDFC/Mrx48YLvvv2W58+fs+2vzXxXvTpr1m9k3/79/Ln8D06fOUuGDBkQRZEsWbLg7uFBlSpVyJcvH9u3bydXrlwA7Nmzh9GjR9Pnx/506voDmQ1WSaZvvD03j4REzCz1GrWiSFhkpJm45/Pnz3FycsLJORWxGlMXDnN3CKN5tIULg84kXWbo+USj+Zh0koULgeH10+pMXRXMRS6VhlMlAU0rMUydaVul+gSbeY26nSauKkahTAu3DwmWZSQkcCkXIC78DeF3r+KeswhKdy+bZdmCZfmWrjJ2TjI7x9I1Rbo2yVWDOJ2VG4d0jqXIpkwj/UZSodp4AUwLkU1p357Ipr4evY+O0b3EwgVE+p0VopTfMBSSK1AIICqcDGKaTvEuGIbvnt7tI1693+iQolLohTdRImjiQKVA0KoR5ErEuFjLu2kGwckFMTZaL7ipjkGQyWhXvRQxsbH8OG8eTZs2pVq1albnJdVayoH3gzdv3vDjjz/StlM3SpQsxcMHD8zICW0ibK+tb7elpXhCk229NUUWbv93E3VMNC4u5gLKVpNyi7LlJm4htibwyRlbyEmCMKcNNxQJdk99y/FNYt8qS1cO6ZgpIWLP3cPaxcOkEEt3DzAXkhd19OnZg18mTmbnzp307t07eRdmgVKlSlGqVCmaN29OQEAAaZMYEtwBc8hS0N0jOYLYDiQMRwjSzxC9e/cmc5YszJ47960JCoBRI0fy+vVrtm/fTuNGjahWtSrjx42NP8cWQWGCp0+fkjNnDipWroqLiws3AgJAkNGkcWN279qFr68vT58+BeCHH34wO/fKlStoDNoSI0ePYfiIn6lYsSIymYzo6Gj27d1L+/bt2bFjx2dJUDx9+pRmTZsQHR3NkqXLrAgKgHVr1wIwbvwvyda8cHZ2pmzZsg4riq8Ed+7coXTp0ri5uZExY0aCg4NZsfwPcuXKxevXr+narRsAvXr3YcWKFUyePJn//vuPm//d4uTJU7Rs1YqbN2+ahSqdP38+AL1//MmmoGtKQafTsXvHdvLmzQvoB4ELFy6keMlSDi2Vd4So06KNiUTUaRPP7MBnh661K5DTJx1//vmn3TyPHj3i+vWEw1s6kPLYuHEj48ePZ8WKFdSsVok9u3ZSqao5kSR/ixF2AkF5bMLdw5OifiWsCIqkQmpiSljPvcuCyYdaa7EXUtQWkhx21FY9gp0fX5ChUChQKpU8vH8via1OGEOGDCE0NJSOHTs6QhI78EXBQcN/Zli5ciXbtm3j3MWLyGXmnaC9VTd7/ainpycALVq0IF++fHTu1Am5In7SIFqYqZmywTt27GDOb/MAyJUrF9myZWP2nLlWnbanwU9SCmsq4Yfu3REEgdb+/lYEy4P793F1deX58+efpZXA6dOnqV69OqlSpWLr1m18kyWLzZVK/zZtWLtmNZMmTmDE8GFJLj8mJga5XO6Y4H0luHPnDuXKlSO1lxdjRo7Aw8OD776tzpOnzxAQmTrtV314W6BVyxYMHjyYrFmzAXrrArlcxqGDB6lQoQJVq1Y1lvuDQcOifasWbN2xCyeDkJxg+qgKyRMvs2XivHvLBq5cusg//+hFAPsNGkpAQAB/bviLOJ2YqNWELVjoWwKgEAS0YrzAopRH6ieNq5qSRqIUllSnQ2nohaQ8FgYP8RYUhnPjzCwqDBYGOvPBrxQy1MlQmKnAplZmfq7WaH1hVLeze+1JEde0zGdpVWHPgiIhE3XpHkirTZYhUSVDhjit1lh3nFHMUrKGMJxrYZVh2l7JysJSbFMpl4Q5LUU1rY8ppEihksWExXxBo9Wbdau1ol5E06R+USpDoXc3lBnCkEqTDlHhHB+yVKNGlCsRDHmMLRLMQ5YKKhd9aNJU7uiiIxGcXfUWE86uiDFR2IROL0XbrnppJq5aRQMfgSaT/7DKJggCwcHB6HQ6ZDLHutOHQo8ePXn9OpifBg5i1vRfAWjWvKUx3VQo0lKg0pKISE74TOt8AgqFEp1WS5xGYyYabq8+y3RbopWJdTN2e4oEvhM60XZdppW+zSQ7IWsQfZNM3GBsWFCYHU9G+FFLsUxj/kQW+FxTufFTv37MnjuXJo0bUbZCpQTzJ4bvv/+eUaNGMWXKFBYsWEDPnj0TP8kBMziEMz9NOL5onxHu3r1L7z59qFW7Npl8MpmlJTXuvSkmTZ7Mv9evs2TxYgYNHGgWrlOr1RISEmL8YKjjNNy/f59Dhw4xctQomrdoAehDjy5auJBjR4/i7e1tVYeHhwdOTk4EGcKGAkRERVP7+++Jiow0uoNIOHzoELVr1SR79uzMX7Aw2df0KWDs2LHkyJmTq9f+xa9ECbv5wsLCuHXrFt1+6J4ss93bt29z9erVlGiqA58BwsLCePXqFePGjKJfn950bN+ONKlTE6fR4OnuwZBBAzl/+hTR4aH8NncuWS2sIoYNHUpQUBCdOnUyG6zVq1ePo0ePcvHCeVYst578pATec2EPxAABAABJREFUvAlh+PDhtG3blgoVKjB79mx+mzGNEWMnUKnat++lTgcc+JLwU8Oq1PbLR+tfV7J7926rdE9PT3Q6HRERER+hdV8vihYrBsCs6b+yZMkSAIKCXn609ty+dZMHd+98tPodSB6GDBpAwQIF+LZmbXr16M6NGzfeuixBEBg5ciS1a9dmwIABDssqB74YOEiKzwQajQZ/f39a+/uz9I/lKVKmk5MTOXLksDoeERFB5SpVyOTrS5p03nyTNRteqVNToGBB6tarx/Tp0wHInj07ly9dol27djYJCoCHDx8SGxtrJCNiY2OZ9r+pFC5cmNjYWDZt2miWf8qUyXh6erJz9x5yZM+WItf5IaHRaDh48CAdO3Y0WqrYw9Ahg/H09GTSxAlJLj8yMpLg4GAyZcqUeGYHvggUL14cPz8/Bg4eSu9+P/EsMJCw8HAEQeDK1as8fPSIQoVsR3h5+PAh8+bNQxAEAgICuHjxoll66dKlqVu/AX8sXZLiZqKXL12kTvWqqNVqpk6dyuvXrxkwYACdu/fmhz4/pmhdDjjwpUKlVLCivz81i+WlUaNGzJs3zyzdzc0NmUxGaGjoR2rh1wdRFDl86KBxv2vXrgColCrjsQ9tBOqdPgNhYaFERIQn+ZzkupaY4m0u730vMNuzX0jKt80yLGxC98bK3cPCtcOuq4cJ3NzcOLB3Nx3bt+Pv7TuoUaMGz58/T/S8hCDI5Li5udOyVStiYmLeqayvDQqZkKKbAykDB0nxmWDatGm8CQ3llwkTE9WfMIW9JI1GY+zEREEw2/r9+CMXL15kxsyZTJ06lT59+7Jw4UKjMr+npyeNGzfmn+PHjSSHPd+8VatW4eHhQe3vv0cURTZv3sz4ceNo3rQpqVKlokePHsgEwbh17tyFp0+fEvwRVyTeBY8ePUKj0XDv7l2ePIn3/ze9RoCgoCB2bN/OuHHjcHd3T3L5jx8/RqVSWVmgOPDlQhAEVq9eTZ26dVn6x3IOHznKoydP2bj5L2rVrU/5SlXo8kN3li7/kzt37hgHTKIgkCVLFpo1a4YoikyfPp3SpUtz6vQZs/J/6teXW//d5MzJEwjozd7lgn5AKRPsm0FKquvmG2i1On6bNYv6NaqTNk1qzp8/T6ZMmbh9+zY6nY5GLVqh1opodBg2EY1ORCvqN1G0L6ImCPpNUuJWyvSbXKb3/5b2lTIBlVzaZKjkMpwV+k2lEFApBJwUMv0ml+Mkl6OUxedxVcpxVcpxkstwMjlXuhfGegWTOuUys83JcjPUpzD5X9qc5frNSSHHSSE31qeUC1abTBa/KVO54Z6jIMpUblb1K+Wy+HyGc6XfVoJpn2QPWp1oJhgq7UubWqtDrdURo9ESp9MZNpE4nUisRkesRkeMYYuK05ptEWoN0XFaouO0RMXpDJvWzqZPD43VEBWnJTRGY5VHqk9qk1orotaKRMWJqHUikRodap3+fylN2qTnME6r36Lj9OfHoEArU6JVOCPKlfpNpkCUKUBu2GRykMkRlS6IMgU6JzdEhQqdU6r4vIY8gtywyfSbzNUdZDIEF320KkHljKjTgSJ+wquSCaz8qRUtyhakT58+HBkfr/Ekk8nw8PBwkBQfEJKLTZ36DcyOFzBEJjPtwwRB3zfFuxNg7K+kTerX4vs3/eBc2uSCgGCySf2QtClkAt7p0uHq4sLLZ08N/ZK+HNM+XTpuupmmSZtCZl2H5SazcV5StpSoWy6zuB8mm737JLVXuh8yi00q0zKvLVcPe+4egqgzbkmBq6srM36dxj/HjqDTaunQoUNyH0UjNBoNLi7OvHoVhFajYdy4cW9d1teIpDxzydkcSBk4SIrPADdu3OCXX35h/sKFuFqE8bQ3wHzy5DEL5v/O1KlTmTx5MhcuXECj0XDs2DH69u1L9mzZSO/tTd06ddi1axf//fef8Vw/Pz+USiVzZs/G09OTn376Cd/MmQkMDGTJ0qUEPn/O6jVrjO4hCYkHnTxxgqpVq+Lq6kqZMmVo06YNqVKlYvXq1WzYuJGMGX3M8hcvXhzQq2Z/jnBN5Ubt2t+zZMkS/IoX108abWD/vn0A1KlTJ8llx8bG8uLFC7JkyeLwPf7KkC9fPiZOnIiTkxPDRoykRSt/du/ezerVq/ltzmwOHz5C7z59GT7iZ7PzZDIZS5YuY/6ChVy+cpXMmTMzc8YMszxVq1Yla7Zs/L1t61u375cxo2j4fU3+C7iBf7NGTBw7km69+nLixAljNJG7d+8C8E327G9djwPmkKuccc2YFbnKOfHMDnzWUCkUzOhYF5/U7ozbcNCoQwN6XSjpPXPgwyBNmjQsXbmG72rVNh77mN9lQRDwyZSJ16+DiY6O/mjtcCD58MmYkdkzZ7Bv3z4OHjxIREQEhw8fZt26dVy/fh2NRpNoGevXr2flihW0au3PnN/mMXv2bM6dO/cBWu+AA+8PDuHMTxwajYZOnTrRvUdPihf3499r13j0+BFPHj/m8eMnvHjxnNA3oYSHhxEaGkbmzJmJVcdy6OBBVCoVnl5eqGNj+WX8eGQyGTqdjm+++Ya2bdsye/ZsDh8+zOHDh+n2ww/Mnj0bgN59+lCzVi2GDR1Kx44d+eWXX9DpdOTJk4eWLVsm0mJzXLt2jXbt2vH8+XPOnTvHqNGj6dSpExkzZgSsV0xDQl4DcObMGZ4+fcq3335rDKkUEBDA9evXcXFxIX/+/FauKnFxccyfP583b97QvHlzgoODKVCggJnWxvuGh4cHm7dsISQkhMqVKvJ97VqUK1eOPHnyIooi165d49q1qzx69IiaNWvi6+ub5LK1Wi1p06Y1WrQ48HUhQ4YMXLlwlpmz56LVapk0ZSrBwcFs+2sLpUuV4tCRI1YCtaDXjWnfvj1//bUFZxcXNm/eRHBwsPG9EgSBAgULcv/e3bdq14njx/ht9kxUKhXVypcmfYYMrNn8N5WrVUelil8NXrlyJbny5MXd3SPR0HwOJA2amChiXj7GOX0W5IaVeAe+XLiolCzq3oT6U/5kxowZDBo0CNCbjjvwcdC1Ry8O7N0D6BcSnJycPngbRPQr/um80/PmzRt0CUT70Ynv3+3iXSGQcNQNMBckTSqk+/Q290AnisgEwSokbEqhfr265M+Xj++++84qLVeuXOzfv98Y6S48PJy9e/caRFMVaLVadu7cSYYMGVhk0EcZOHgwHTt24uLFCx/lmfzc4BDO/DQhiI54NZ80pk6dyrx58yhbrjwHDuwn5LV+Eq9UKsmcOTO+vr54eXnh6emJu7s7Fy5cQKVS0alTJ5o3b46HhwcREREsW7YMZ2dnChcuTNmyZQkJCTFOUhQKBdf+/ZdvvslqVrcg6EUamzZpQkxMDPsPHDDmSWon3aljR7Zs2ULZsmU5fvw4t27dInOWLHbzX7xwkUqVKhr9AvPmzcvOnTs5feYs3bp2Ma4QODs7c+7cOQoWLEhoaCg3btygV+/eXLt6FVdXV6OI2MiRI/nll1+SfsNTEDdu3GDu3LncvHmTgIAARFGkWLFiFC1alGLFitGoUSNcXd8ubJgDXy/evHnDixcvCAwM5Pvvv0cmk1HCz48yZUrTollTChcpqs9o4vYBULhQITQaDV26dmX4sGFmYq2169RBp9WyYfNfgK3Qa9btEEWRqKgoqlUoS/qMGZjy60x2btnI0KFDrTRqDh8+TPXq1Zm3bCXf129oVa7pV8hK1d5iP6Gux165phFDpGMSUSKlSS4NpgRKnGG12hgJxCJMhq1oGJYRQeIjeFi315imkyKNmJ+jS2AUrhUhNjSYV/+eJl2hsjh5pjU711Y7LcuT2mR6juU1aZM7E7ABadAmt/HhkKwB7UX3ME1TGNLiI37o950V5scBnBSWaTJDGZjlNfUfVsrM26Iw1mOeV4r4AYAU2cMQ8UOIizHsG45r4n3DhbhYAES1/jsmRutJRV1MpNm+GBNPNuqkY2p9Obo4DSPX7WP+vjOcPnsOPz8/RFHk1q1beHt7f1BS3gE9Nm7ciL+/P0NHjqH3j/2t0hOL1GFLT8hev2d1PAmDsQ81Z7LVVSQWYURCcnQjkgNb124rggdYu3aYn2P4a8PFI1FY5rGjYXH+wgVOnTqNi4sz9+8/oFevnty6dZs+ffsSGxvL5k2bKFCgAHXq1jVGyzLFdzVqsGXrNkC/aFe9ShXq1q3DxIkTE2/jV4qwsDA8PT0ZtOksTq4pQ/bGRkXwa7PShIaG4uHhkSJlfq1wkBSfMG7evEnRokVRq9UULFiIOnXr8O13NciZIwfpM2RAJpPh5uqSeEE2cOnSJUqUKEGv3r2ZNGmyzegSUqccFRVNXFyc8WVLDoscFxfHzyNGcPO//8idKxe/Tp9u96MqPYmhoaHodDoCAwNpUL8egYGBANSsWZMFixYTExtLs8aNuXfvLlqtlrg4/WAwf4EC/Pb7ArJnz06OrFnImTMXV65cJlWqz3+F8fXr14iiaCSWHPh6cevWLbZu3cqECRMo4efHX5s24GLiBmYU7bIgKRo1bIRCoWDjpk24upi7B3yTNSuNmzRl3C96EdekkhTjRv3M0kULOPDPKXLlzkNGT9vv2vjx45kxYwYXbz9CEAQHSWHM6yApHCRF8kkKtUbLt+OXEC535ejRo2TOnJkzZ86QNm1ah9vHR0KHzl3Z8fdWzl65gavFmON9khS2zg998watTkuaNGntnvO+YC+8alK6kQ9FVNgjKcA+UZFQ2NFEiQpb6ckQ2wx8/oJGjRpxIyCAKlWqcPDgQbb//TclSpQgLi4OnUyOQqHAzc0NuTw+yOvZM2eoV6cO//xznBIJRJr7miGRFEM3n8MpVQqRFJERTG1aykFSpAAc7h6fKERRpHv37hQpUoRZs2ZRoUKFFC1///79iKJIz5697Ia/lPpiFxcX80lQMszdlEol/5s2jQsXLjBhwgQePXqEl5cXKpUKFxcXmwJ5np6e6EQRTy8vDh05yol//iFfvnwUKlJE77IiwrpNm9mwbh3uHu4EvXzJzOm/0rhJE4r5leDa1SvIZDL69ev7RRAUoihy7949nJycHCTFV4zY8DccP3GCqb/O5GVQEE0aNeTXqZNxcXYyDoJEmcm7LOpAkBkHVXny5mHXzp1WBMWjp894/OgR+QsUMB4zHVjevXOHa//+y82AGwRcv87d2//h7e1NsWLFWDDvNyZNmkTFksXttjvwTSSPA18QHR2NQgCZjZFhYnHuTSENMG0NaKVyRIvJt2gYeuoke19AEAxpomHAakiQy0RjGUrDgM9IJsjNy5VgOrGPJx4s9i3O0RMehsYYyrUkKWwRBKakh04uQyaJzRlvq2CVV4J07xMiPyQiQWqvRDAkRFYkRmSYphsJC6vnwFCPJn5AL5EDOuMHx/JJ0e/HaXUo5TJiiCclZAYGRm74nWWGv4Iu/nqUMgGtTsRwirFUwVCv1Gq1VkQhE1BrReQCaAUFCuOkRfqhDaSg4R0UZQoETSyi0jWeqDCkCQql4QL1f+VKL3SR4QipPNBFRyK4ehiJCkGadMj0f0WtGqUgsLJ3c+pOXUGl4oU5cv4y7u7uhIWF4cDHwfgxo1iz8k/+XLaUnn37AebjJHvEREIkrD1yITFSI+jlCyIjIkiXJk2ClhZvE7reFglqClNhXtOctq7Fstswbas9ckOe/CablWd5uqkgpiXMCAlTIt0W6ZBEsUx7+QXD99oWMmXw5vixowweMpQlS5cik8n437T/MXHCBEqVLIlOp0MjyI33LywsjHb+/hw9egSZTEbXrl05f/68GYHhgDlkKejuYWuM48DbwUFSfKJYsWIF9+7dIyAgIMX9TXU6Hbt27cLHx+eDmIaGhITQuFEjXr16Rf58+czSevfpw//+N83uuZkzZ6Zlq1bG74NGo+H48X84cvgQ69asNlpZANz67xYxMTG0aNKIwkWL0q5du/dxOR8cYWFhRERE2AwX68DXg5v//UfTlq2pV68eQwb2p3LFCskya7p65QqZM2c2OxYbG8ugAQNwc3OjYqXKZmk6nY7hQ4ewaMF8ANKlS0f+AgX59ttvCQwMZN26dZQuXZqBAwfarVMURXZt38bShfMZ+vNoh+CrAw6kELKm82LHAH8azFxLlSpV2LRpE5GRkeh0Osd79hGQNWtW8uTLz5VLFz52U/DJlIl/r17hzZsQUqd2uP98CVCpVPj7t2bR4sV0/6EbJ06cpHKVqmRIn55XwcF4enlRqlQp/EqU4MTxf7hy5TIzZs2ifNmytGnTht9//52+fft+7MtwwIFkwUFSfIIIDg5m0KBBLFq0KMUJCq1Wy9ixYzl27Bjbd+zE09MzRcu3BUEQqFChAtu2bbNKm/fbb0yZMjXJg6pdO3fQ1t/f6vi5i5fJkSs3mzas5+XLlxw/fpzUqVO/c9s/BTx79gyX/7N31uFVlX8A/5yb66AGo7u7u1NSBQmlQ1JABCREEEQBERUJkRKQUhAQfwiidEhJN6PHYGyst1vn98eN3Ti7LO7YgPt5nvfZ7nnre855T73vNzw9X5n9cZN2DAYDb3fvRVBQEL26v0PF8uXTVP/27dscOHCA5StWIIoiO3fuZP78+Rw9epTExESWr1xlM4GRmJjI2A9GsWH9z8z8/Au6dHuH3LnzAJDbz+hHxazJYL36pdFoiIuLIzY2lj///JNFixZx5swZWrRuy4gxHz7XGZqbtCFXKFD75UCWgjacm1ebQrkC+P3DXrRZ+Bvfffcd/fr1Iy4uLk1hrd1kHFEU+eeff7h04TzDJHxSpKktnJu0pQYfHx+8vb159OhRtp6kSI/zS1eTHoeYoiBLdZjRNOFEmwKgVMmSADRs2JCv5s1j06bN3Aq5RZ48eQgLC+Po8RP8sHQpcpmMNet+pknTpvh6ebJo0SLeeust3nrrLYKDg10v9yuA23Fm9sT9ZpMNmThxInXq1KFz584ubffgwUN88MEHnDlzmqlTP6Fp06bpbut5poPWN/uAgADWb9iAKIqMHz+exIREChQoQEBAAG+88YZlgsJejVCqC9Hq8S2TyWjRshWTp06lRMmSPHoUyrwvv6Bx48aUKlUqvbuWrdBqtTx58oSiRYumykGWm1eX8hUq8Mcff/D7zv9Ru2YNKyPZlF9qzP4o7j14AMChg4dYuWIFhw4dol79+kz7dDqNmzShQsWKGETjZMivv2xm5vRPefDgAevWraN9+/Zs376dv/76i8ePH/PgwQM0Gg2nT5/Gw8OD+Ph4evfrz7Ytv9qEShMEgRat2rBu0680bd4Cucl/gKvGsf09SC9arCYkfFLY/RZFi1mDuRm9nbmE2VeFsY6VuYhNn9Zl7Hw72Jl7mP1bmLebzRCs2zG/3GhNhcyqyDb3Rsu7sYinrz9BlesZN6fibT+lMtZq3+a+UjL7MO6DtDmKM7OPFM1GJIavZb/NZc3mGGbTHJNMSXrRxg+FdfsGma2ZTbxWj5dSjs4g2vihkEKnF1HIBbQGx/ZTQlSojX4olB5g8k+BnX8Y8zUrKj0RdEkInr6ISfHGLJMJiGAyAUFn+u0TgCExHkGhQkyIQ+Hjg0GT7OeiUFAOBtUsyRcb1hMU/5hbbbvSoEGDV+YZmN3Zf+wk7/fvw5XLlyhZujRt2rUHkm/P1sP7+Q4bHdtP6X6ZkvkCgFwmI1/efNy8dROtRoOHh+uiO1j7lXH2HmgQRRvZUirqzC+Esb+0SOeclPxMgMm0w1pIKXOMFPKSt2dgxsUsTAptC6IBP2+j2XVcTDTevn70GzAgVU23aNGCN954gzFjxrBx48b0y+jGzQvGPUmRzThy5Ajr16/nwoULLv0oTUpKon37NyhcuAh///MPtWvXcVnb9qQktiAITk07nodBhPYdOrLp1y3cDgmhQ6dO5M1rDMd5OySELp06oElKYvHixenuI7shCALFihUjKCgoq0Vxk4XIZDK2bt3KsmXLGDp0KJUqlqdfn96prp8vXz4CAwPZu/cvihQtyq+/bqFl69Y2Tix1Oh293+3JH7//TrVq1fjqq6/4+++/6devH0lJSZa2cufOzZMnTxBFkQcPHtCpUycuX77MxMlTyZM3L95e3nh5e1GyVBkKFirk4iPhxhqDQYcuMQmZSkXyFI2b140BjatyLewpq3cf5PEvu1CpVAwePJjGjRvz9ttvZ7V4ryzR0dF8OGoEGq2Wn3/5jYZNmmYbu/9cuXOjN+izjTzZEZdrTwhC+icqUiGMKIrI5XLi4+NJio1C7ZN6Tej58+dTpkwZ/vzzT1q3bp0+GV9h3JoU2RP3JEU2Qq/XM2LECCZPnmyJh+wqTp06RXR0NEqlgrJly9ncC833VMtEbgbV71JbX8oBU0pVDRYZBVq1bmOT9zgsjE7t26FSqdh35AiFCxdOg7TZG4VC4eBHwM3riSAItG7RnLJly3Lt+g2r6B3S0TysKVasOPcfPLRyJInN37i4OKZNmcwfv/8OwOnTp3n77beRy+UYTBoA3d7pjlyhYP26tQiCwPJVq5k1YzpyuZz/7d5DpcpVJOW2LIZbHFY6c+RmW8eMpJNM0bYdey0KYz3TNrvfeol3Tb2dWKmJcGKOjpGsSWGlbWBxwGlaPTV1oBXMEUOS25EZ7DUmTM4fLVE/rDq18hmZGB3Fw7NHCKpUD7V/DglB7XbKVDc1Whf2pCbKR2pezlJynKm30m5xqGMXAcRgEC2RPuxXR83tmrdr9aLFmWZKyCxaIzhoWaTkaM8AyES90UGmOdqHxYmm7QATFR4IukREhQpBZ6dlIbN1jCnz8sOQGIfg7YeYZIoUojC1rzY6vTXvjUwFBk0iAbkDWDSgI3F6CItOYsWfB/h9wxoWLlzIyOY1Gdy4Knn9fcg16iunx8FN6vn6+yV89MEIo/bZ7/+jbv0Gz3WO6cwppv190dml5OwqM49PhUJB/vwF0hSNLa2k1LYoSjvlfJ7TzZSw1yhLi8NP+6KCvQwizrUmLOXstjm04wLzDyeHJyEhgQFDhiGTyajfqEmaJigA8ubNy6xZsxg5ciQXLlxApVJlUNhXC7nMdZMLcrdLIJfhPpTZiNWrVxMVFcXYsWNd3naZMmXo2rUrp0+f5vbt25bt9hMUWUl6Hl+JiYn06vEOGo2Gv//++5WaoIiKiuL69evo9fqsFsVNNkAURUJu36ZM6VJcu37dJW0+e/aMIYMGUaJoEZYtW8ann35KiRIlUCqVvPXWW+j1eiZPnoy/vz9/793Ltq1baNqsOTVr1WLksKEUKFiQvfsPpDhB4caNmxdHjF7gMWo+7dKUf6cOpH/DKvx05Bwtv1rH+fuPs1q8V4bIyEgmjBlFl7e7ceDfU9St3yCrRZLEYDAQcusWz549y2pR3GSAu/fu06RlW/74czebNm2iZs2a6WpnyJAhqFQqFi1a5GIJ3bjJHNyTFNmEmJgYJk2axJw5c1CrXWc/aCZHjhzMnj0bb29vWrZozviPPmLjhg2sXrWKkJCQdLcriiJ3795h+7ZtHDhw4IU+DLVaLX3e68X5c+fYtm0bBQsWfGF9vwhCQ0N5+vSp21O7G8A4IafT6ahYoQL/7NtPTExMhtu8e+cO639eR+cuXbh16xbTpk1j3759eHt7s3v3bmrVqsWCBQuoXbs2eYKCqF6jJj9v3MTOXbtZt2EjO/7YZTG5cuPGTdbiJRMxiJBgMIbBm9OtBYcn9SWvnw8dvt3IdRdNbr7OiKLI/Pnz0Wq1DBw6nBIls6/vD0EQeBYVxSOrKGivO1Kahi7BiW+ojDJ7zjzCHj/m4N7dGfJVp1AomD9/PtOnTyc8PNx1Ar4CmM09XJXcuAb31082Yfbs2ZQuXZo333wz0/ooXrw4V69eZcSIEaxfv55+/foxfPgwKpQvR+tWrdi/fz+iKCIIWJIzDh0+TJMmjSlbpgw9enSnbZvW5A/OR5Uqlbl3/x4GUXSarHmeFoVMcExzv5zN3j17+PXXX6lVq1bGDk42Q6/X8+TJE/Lmzet2mOkGgNjYWBQqNe/27kNCQgJbtu3AIFciyuTGJAjGJGKT9Ibka07EeK0ZRGMqV6EihQoXJjQ01BIR4PHjxzx79owmTZtx+vRp5HI5PyxfweEjR/h95058vDzxUCnp2KEDPl6eyAWjinxKSSU3JvNvpZMkF8wJ2+TkZcB8PxAwJut7hKWcXbsKuWCT5E7klJLb3I6D3LJkVc/kPo1JKTcmD4UMD4UMpcwqmfJkgjFZ2rXIn3wszGWMecZ9lpO8XSZLTg51TMk+X6p9e6SOvUohQ6WQOc1zSHJjsjk2lmNh3G/zMVIr5KgVcst2AIVchkKeXFYpl6GUyyx1wHheDKJoOa7mZH+eDIjIZUZTE/MzzzJ2zMfK9FsUReSCKRoAxiQYdAgGnVHV2zrJFUaVcZncsYwdgsoTQSZD5u0LMhnIZAgKpTEpjUnmG4CgUCLz8jX+9fZNzlN5IFN5IPdQ4eutRK5WkqhUofT2RK5Skj9PDnaM7Ymfh5ppvTPv/eJ1IPRZLL37D2DmzJl8/MmnVKlcGRnJY0WwSuZ7k9zq3gTJ4wuwKW+dZ20eIpWssVz3VtetZSzLBPLkyUNERARarTbD+y+IYqqSDNv3SHNK7weffX2ptq2T+fqUYZLJoLdJiAbLdSkYdAiiITlJXc8Gve1D1dSGQwLbtuzaTTHZl7Gr+/c/+3irc0dq1GuY4XPYqlUr6tevz6effprhtty4lkWLFlG0aFE8PDyoXr06Bw8edFp+//79VK9eHQ8PD4oVK8aSJUts8i9evMhbb71FkSJFEASBBQsWZKL0mYN7kiIbEBISwoIFC/j6668z/YM0f/78zJ49mwcPHhAeHk5kZCRr1qwhJjaWtm3aMGLEiOe2odFoGDRoEK1btkCn1bJm7Tru37/PxYsXWb58OdevXaNdmzacOPGvjcM9V3Lq1Em+mjuXjyZMoF27dpnSR1by5MkT9Ho9efPmzWpR3GQTYmNjUalUFC9enJYtWvD1ggUZfvEUBIHPZn3OiRMnqF27NgCff/45xYoVY+VPa/j31Bn+2PUnOXLkQKFQuLV63LjJxigEAQ85xNtZCHqrVYxqVZuNxy9y7ty5rBHuFWD18mWsXbWSrxcuZtTYcS/FAkLu3LkRgfAnT7JaFDfpxODicKfz5s1j+fLlXLp0yaXtvsxktSbFxo0bGT16NJMnT+bMmTM0bNiQtm3bcvfuXcnyISEhtGvXjoYNG3LmzBkmTZrEqFGj+PXXXy1l4uPjKVasGF988cVL+y3xWrxxLl68mEqVKuHn54efnx9169blf//7nyVfFEU+/fRTgoOD8fT0pEmTJly8eNGmjatXr1K/fn0KFCjAjBkzbPLMs1THjh2z2T569GiaNGnyXPkmTZpE9+7dqVatWvp3Mo2o1Wpy5syJv78/b739NocPH6ZTp05cvHDBaT2DwcB77/Zi86aNLFy0iP0HD9G5Sxfy589PuXLl6N+/P+8PHUpsbCzNmjQhT66c9OvTh6dPn/I4LIy4uLjnyiaKoqSjPDN3796lV/fuVKpUiXEfjU/zvr8MPHr0iICAADw8PLJaFDfZBE9PT8uDZvr06Vy9epUfly3LcLsdO3WmfPkKFCtWjMuXL/Prr78yceJEFAoFxYoXp2KlShnuw03m4OGfk0J1W6P2D8xqUdxkE3KrwUPiza5fw6oUyx3I6NGjbZ6vc+fOZf369S5ZaX+ViYuLY9b0abzXrz/d330vq8VJNSqVihyBgYQ9dvskyVLSYg5iNynRqkVz9h085DJRypQpw+DBgxk//tV8f04PMhdOUMjSMUkxf/58BgwYwMCBAylbtiwLFiygYMGCKUYrXLJkCYUKFWLBggWULVuWgQMH0r9/f+bNm2cpU7NmTebOnUv37t0zxY3Ai+C1mKQoUKAAX3zxBSdPnuTkyZM0a9bM+EFumoiYM2cO8+fPZ+HChZw4cYK8efPSsmVLG5vv4cOH895777Ft2zZ27NjB4cOHbfrw8PBgwoQJaZbt3Llz/Pbbb0yfPj1jO5kBPD08EAQBhUJBTGwsV69ew2AQJaN0XLhwgd9//53Vq1czfOhQ/Hy88fHytCmzeNEiQkJC2LdvH2+/3ZVfftlMkUIFKV6sKIUK5KdP7/f4a88eS9QAgGeRkYwf9yFVK1Ukb+5cFAzOx9tdOnNg3z4MVo4jo549o2H9eoSGhrJp8y/k8PfLtOOSlZQsWZLixYtntRhushF58+alWLFiANSpW5eWLVuyfccOi0mHOZlNO/SmZDbx0IvJZh7W3A4J4djRI7z55puM+uADgoODefPtrhb1f3sVY3v1YlvTC+kkpbqbUpLqQ0rlOUVTECcq1o7mHxLmJSZTALMatgzjg1JKPosspjoyBGQkmxMY2zGpKlvMB0wmHSYTBEjOszdPsDdpUFqbOcgE1Ao5ft6e+KiVySYScquksE3JdY3mFWqF3NKuvQmIfVlnyUMhd0iWPLkxeSnleCnlNvKYt9knT1PyUsrwUhrL+qgV+KgV+Krk+KqSy5p/K2WCpbx9e2YTE7NJj4zkY6gyJ7ltUspAaXpDspgvCaAQQNBrEPQao9q3wfh8EvSmqB16nTGZ80yq4GbVbWQyEEVEmcKSJxqMyYyg8kCQyZF5eBujfsjkoFBJJsHTG0GpRO7ti0yhpLCvinxeMgS5bVKrlczq1px//vmHpf06AMYP7/Hjx9OzZ09UKhV16tTh6NGj6b1FvdJs3bqV2JgYRo7+EEh+eZaKymFtrmGfZ66TUjSPlMw6jGUc76v25g0WEwerVLhQIUoWL+6w3UxqzTgAaTMHiWRvYvHclEoZpMw3rJNMr5U2p7Db5mDOYbleRdvfKZmHpGC6YWxPJ51SOl5S+Va/S5csTsjtO04X79LKlClT2L9/v/t6z0Sio6NtUkqa5RqNhlOnTtGqVSub7a1ateLIkSOSdY4ePepQvnXr1pw8efKVmnB+LUKQdujQweb3rFmzWLx4MceOHaNcuXIsWLCAyZMnW/xBrF69mqCgIH7++WeGDBkCGL3gV61alUqVKhEcHExUVJRNm0OGDGHx4sX88ccfaTI/+OSTTxgyZEi2cPpYo0YNfv/9d6pWqUzVqtUYNHgwXbt2xcvLy1Lm0KGDyOVyOnbs6LQtLy8vGjduTMnSZejYqROCzDgJcv3addatXUuXzp0oVqwY/QcM5PbtEDZt3Igoirz77nsUKlyY8PAnfDVvHrt37yZ//vy0bNUKT08vNm3aiGgw8MeuPylRvFhmH5Isw9vbO6tFcJONMBgMxMXF4e3tjUwmIzExkZCQEJo2bZbhtr28vfD392fkyJGo1Wp+XLHipZ11f91IiHnGoytnyVumMgrvtIWkc/NqYhBF4nTgIXf80G1VsQRv1yzHhE1/0X7mfXLmzImvh4oKBfLQrmIJttyOol69euzdu5dmzTJ+b3mVePToEb6+vhR8CSOIud8nMGoypNZsIjVl09JeBilWpAjx8fGcP3+eSi7SbMydOzejR49mypQp7N271yVtvsyYFwpc1Rbg8F03bdo0SV8g4eHh6PV6goKCbLYHBQXx6NEjyT4ePXokWV6n0xEeHk6+fK+GQ/PXYpLCGr1ez+bNm4mLi6Nu3bqEhITw6NEjmxkptVpN48aNOXLkiGWSYsaMGbRs2ZKEhATat29P69atbdotUqQI77//Ph9//DFt2rRJle32v//+y19//cXNmzddu5PpwNPDg4kTJzJq1Cj27NnDDz/8wPBhQ5k6ZTLffbeQtu3a8e233zBj+nQ6dOiQ6odecN4gevXsYbNt0scTOXLkCIsWLWLaJ1PJkycPo0aNYtiwYZYLKz4+np/XraNnz57ExMRw8uRJIiIi6Na1KxMnTqRQoUIuPwbZhcuXL5MrVy5y586d1aK4ySbExsZy+vRpqlevzsmTJ+neowfhT54wZ+5cBAH0DiHcjSsuUjbTNpqIgkCBfPnYsnUrP/74Ix9PmkzRokXTFIfeGnM186qb2ZO6Q2z61DRihfmhb9+MQRRttCUADJi1EzDVEU1lk+tZytq3h2MZfTpEl4mCqa5oJZdpX+w+HZVyqz4Ngkku0SSD8a/Sase1JoH0oohW1JMU8wyZqEdt8thpkCWXNcuuNQ0QuUnl2HqfzH0ZTAdDL7PdrnSyv87Gidwuy1oF1lzPXMby21RGaVVWKZfZbDOXVVp1oDQ9b601UwAUcmzq2uRZ+sLmt1Q7MtGkLaEzrlAJBl3yjpk0KAS9aZu9ZgWAQYcoyBzr233kCGpP0BnrieayMtNOyI1/BU9vxKQEBA8vRE2isay5AZmcJL3I+QQlZb11BHioMGh0CDIZBq2xz9lvNeXg1Tv0bdWQPRdvMeyDMSz+5mt+GdKFQY3kVLxxlQ3Tx9Gs2Wlede48jTU5CxconNPHadng4GBiYmKIiowgR46cNvfRlDQmrHGmOZG8Tfp6ktosiKKtx/HnfDBHREby+PFjSpcqZRlTkvdlJ+0I6fkoT02d1Hzwp6adlJ4zqagruW/221JTxowhFfI+7ztBNIAgo2XTRpQsUZwhQ4Zw6NAh5HK583qp5MMPP2ThwoX8/fffr/2kZEoOo9PbFsC9e/fw80vW9n7e4o/9PcJ8b0pLeantLzOvhbkHwPnz5/Hx8UGtVvP++++zdetWypUrZ5mlet4MVrt27Xjy5AkPHz5k69atkjeJKVOmEBISwrp161Il09SpUxk5cqRD31mJl5cXnTp1YufOnZy/cJH69evTs2cPSpYswafTpjF6zBg2bdqUoT4EQaB+/fqsW7eO8PBw7t69y2effWYz8+fl5cXDhw+ZN28eS5cu5dSpU4SEhLBo0aIsm6CIjIzk3Xff5bvvvuPq1aucOnXK5X0kJCQQFhbmUrU+Ny8/Zl8uXl5eXLt+ncdhYew/cMBhsjS91KlTlx9/XE7RokVd0p4bN26yBg+Z8QPY3nmmmUBvT77u0Yq9l2+zevVq3n77baITNfwb8hC5TEafepVYffhctlg8cRVbt26lbt265MuXjxw5clCzZk1atGhB45qVKZ0/F+++1ZFdu3ZZysfExBAZGWnTRtOmTVGr1axa/uOLFt81iCLh4eHEx8dntSRu0oiHhwdLv/2K48ePs3DhQpe1GxAQwEcffcSUKVPc75yZgNkPojmlNEmRK1cu5HK5g9bE48ePU/w+zJs3r2R5hUJBzpw5XbMD2YDXRpOidOnS/Pfffzx79oxff/2VPn36sH//fkt+amaw1Gq109Xt3LlzM27cOD755BPeeecdp/IcOnSIY8eO8cMPP9j4vlAoFHh6elrUu+0xhwmMj49Hr7d9C/Hw8ECpVKLRaBxsn+RyOV5eXoiiSGxsrEO7ZjXyhIQEdDqdZX9+WPYjrVpt5uzZs/QfMIBixYqRmJhIYqJxBUcmk1m0Kqz3w4yXlxdyuZzExEQHOymVSkVAQAA6nc6hbnh4OFu2bGH06NEkJCQ43EA9PT1RKBQkJSWh0Whs8pRKJR4eHuj1eskHsvkYxsXF2fjFSOkYnjlzhhEjRvDs2TMiIiL4+eef8fb2xtPTk2vXrlkmrHx8fBAEQfLcqNVqVCoVWq3WcuzMmM8NwJ07d9BqtahUKssxkTo31sdQrVaj0+lISEiwybM+N7GxsQ7H0Hxu0noMBUHAx8cnxWNoPjdS4/B549vZMTSfG2fHMC3j24z53GTkGKY0vtVqdYaOofnchIeHW45L3bp1USqVjBo1ilWrVpEvXz7L6jqAt6ndhPh4B3mN+6pEq9GQZDrn5tViuVyO2sPDeAwlzo2Xl5flGFqfG0Ew7qt5fCclJdloUshkMrw9PS3H0B5PT0/LMdTpdDZx7JVKpWV8JyYm2iyUCYKAp+m6iYuLs6z8m8uoPTwsx1Cn1dpoTcgVCtSm8Z2YkIBoWpI0nwVv7+RjqDPtqzlPqVKjUJiPoXF8m5sWZHLUHsbxnZQQj95KYIMIHl7egEBSYkJyu6YyCqUKQa5Er9ORlJRokycKAioP4zFMio8zySOiTUzAoNejTUxAroqz1JHJFShUakSDAV1SgmV8WDQ0PIzHTZeUiMG08m/WpBAVKmRyBQadFoPOdkwLMhlylXGM6JMSHFae5GoPBEGGXpOEKNpevwqVCplCiUGvQ29q16JdIpehUBv3T5sQh2i1FC3KZSjUHiBToNUkgfm4mbUdFEqUHh7o9Tr0ScYxba6ulAumYw4J8XGmMKLJmhRqtQdKlQJNUhJJ+uT7gkJuNE/09vQ0Xb/GcWvWlhBEHT6m+0J8QgIGg2ijSaFWq1AJoNFqSdKa7M0BQadDITf6zTAYROISTOPH6jj7KIxjO16jQ28wgOl+JWp1lhCuWr2BJL2IqNGb8gzIBPDEWFcmQEQS+ClEs2IHHqLxuCQaoH65EvRqWI1Jkybx999/UzxvLqb8tp/fRr3DgGa1+O38bUuocqVSmW2fIxqNhqNHjxISEkLRokWpWrUqBoMBURQJDAy0PEemTZtGSEgI48aNQ6FQEBISQlRUFG3bVyAgMAf//LWbrl27MnbsWIKCgpgyZQoAAwcOZPLkychkMnx8fBg0aBBLFn5Hz3ffw99qhVQAlKZ7oE6nQ5tk+3wSrJ4jcXGxIFppnZF8D0xKSnJ4jhiPofE5Yv18EkzvqMntxjmcGw/zPVCjQaFQoNcbuHvvHgULFkKhUODh4YHBYLA9NybNAPO5iY+Pt5wbs7aBWq02vSdp0Wgc3zU9PT0RRdH4jHcYL56m50hi8nPEdDDsnyPWyAQs70mxsY7PJ09PD+QyGYmJSQ7PeKVCjlqtQqfTO7w7GI+h+TkSb3kWmI+Fh9oDhUJOUpIGrdZxHHqolOj1BhLs2sVgwMfUrvkeYY1arUKpUhmPod05l8tleJrPTaLxnFeuWIERI0Ywa9Ys3n33XXLmzJmhd03z+2W/fv1YsGABu3btom3btg7H9XVBjqP2X0baSgsqlYrq1auzZ88eunTpYtm+Z88eOnXqJFmnbt267Nixw2bb7t27qVGjBkqlM/3Hl4vXZpJCpVJRokQJwOh74cSJE3zzzTcWZ5ePHj2yWcl3NoPljLFjx7Jo0SIWLVrktNwXX3zBu+++S0hICCEhIZbtQUFBlC1blqSkJMmVenO0kCtXrhAdHW2TV7ZsWYKCgnjy5AnXr1+3yQsMDKRy5cro9XrJduvVq4dKpeLGjRs8ffrUJq9jxw4MHz6Mx48fc+mibfQPHx8fatSoAcDp06cdHpI1a9bE29ubO3fuEBoaapNXqFAhihUrRmxsLP/9959N3vr16/nhhx9o2rQpSUlJxg8NnY5//vmH6tWr06xZMwICAnjw4IFDiJ58+fJRunRpEhMTHfZVEAQaN24MGM0q7D+aypUrR548eQgLC7OsJJ08dYqcOXPSpEkTBg0ezL179zh86BBHjhxh7969llnLBg0aGP1uXL/usApTsmRJ8ufPT0REBJcvX7bJ8/Pzs0R2OXPmDHK53OZ41K5dG09PT27fvk1YWJhN3SJFilCkSBGio6MdQst5enpawkqePXvW4eWnatWq+Pv7c+/ePe7fv2+TFxwcTKlSpYiPj3c4hnK5nIYNjfG6L1686PDyWaFCBXLlykVoaKjN2AbjxFf58uXRarWS47BRo0YIgsC1a9d49uyZTV7p0qXJly8f4eHhXL161SYvICCAKlWqIIqiZLt169ZFrVZz69YtntiFYitatCiFCxfm2bNnXLCLbuPl5UWtWrUA47mxfyGoXr06vr6+3L17l4cPH9rkFShQgBIlShAbG8uZM2ds8pRKJfXr1weMzmjtJ0cqVapEjhw5CA0NtZx3QRA4deoUQUFBbN68mR49enDgwAFKlSplU7de/QaIgkDIrRvE2k3+lSxZiqCgIB5HPOXWzVu2xzAwgPLlK6DT6zlrHn9WD+1atWohl6u4fTuEiIgIG1XhokWLkj9/fqKePePqFdvx7ePtQ5UqlQHjOBRt1GMFqlatire3N/fu3XMY3wUKFKBIkSLEx8Zy/vz55AkMEVRqFTVrGs/N5UuXLC/LZqnKlq+Iv78/YY9Cefjggc27cu6gIIoWL0FSUiIXz5+1vEiLGD8oqtWqC0DIzevE2d0jCpcoRWDOXEQ+DefB3dumesb6fgE5KFqqDDqDnhuXztlqYwPlqtVEJlPw+H4IMSa/Rma58hUqin/uIOKfPePh7RtAshmPp7cPhUpXMMp065KlXlJCHNqkeKLuhxDnkXzsfAJz4leoOIl6DeG3L1v6ME+a5CtfE4Dwe3dJMn2Amycw/PMXxdM/J7Ex0cQ8umez7yofP/wLlcSg1/Pk5jUHNfQ8pSojU8iJDHtIUqxx/8xFAvIVxDdXXuKjoom8Zxx75skEtZc3OUuWRymTEXLtOqJosOTJBIHCZSrh4+FBaNhdop8mRymQCQK58gaTy68wcdEJ3L52ybZdtZoKVY3Pp3vXr6LRJNm0W7Z8BdReAYQ9COPB/fvJeRifxaWKFSYxPp7/zvxn6VMw6BFkAg2qG8f01Ws3iI1PsHzcCaKBskULkTuHP4/DI7j14JFF9VsQDeT086ZCYaPt8Onr9xDNswim41+vaB4Uchk3wiKJjDN9FJnKFPNXE+znQUS8hmsRCZbtol6Hr1JG5ZwqxKREwhL0aHUiUVoQdcZ2Kyq1eMjggVbOE41AlxbNiPI6y6fjP2RIq4Z8vv0feq/6kw/eeoMPunVky3/XmD1mGG++/0G2e47kzJmTZavX8sv6tZS2uv95eXujSUri77//5r3+gxg2qD/x8fF069GLvbt3UbhEaSpVq0muoCDCH4dxL8T4jK9duzYnjh1l+/Zt/Pfff7zT8z2KFy/KkYMHmDRlKm916YxMJmP8+PGsWbOGxd99Q/sOHW3MOgoWKkz+AgWIi43m6uXLNteGl6cXVU3P+MsXLqA3T3aZro7KVarg4+PDgwf3Hd6T8gcHU6xoUeJjY03PeLMDSxGlUkmdWsZr+cqVyyQk2H6UVihXlsDAQMJCQ7l77x7PnkXy+HEYT8PDyZM7N6VLlUSTkMB/ds8nEGlYz3gPvHHtGtGxts+R0iVLkCdXLsKfPOZmyG2bvMAAfyqUK4tep+PMf2cd2q1doxoqpZKQkBCe2r0nFStciPzB+XgW8ZQr12/Y5Pl4e1O1kvEeePbcWUS7j/5qlSvg7eXF/Xt3efT4SfJxAgoE56NoIeO5OX/J6t1BFFGrVNSqZvTzcPHyFcvkvbl+xbKlCPDz5WFoKPdDH9lMuuTNnZOSRQuTmJDAmQuXbfJkMoEGNaoAcPVmCLFxts/4siWKkDtHIE+ePOHW3QfGjaZBkyPAn/KliqPTajlz7qJle84APypXrmxpIyPvmtbXY+fOnZk9e/ZrPUmR1YwdO5b33nuPGjVqULduXX744Qfu3r3L+++/D8DHH3/MgwcP+OmnnwB4//33WbhwIWPHjmXQoEEcPXqU5cuXs379ekubGo3GEmZWo9Hw4MED/vvvP3x8fCzfw9kdQXxNdXyaN29OwYIFWblyJcHBwYwZM8YSjkej0ZAnTx6+/PJLi08KZxQpUoTRo0czevRoAL7//ns+/fRTOnTowK1bt9i3b59N+QsXLlCzZk2uXLlCjhw5bPKykyaFGWczsxnVpEhJC+Dtt99m9+7d7N+/n2rVqqHX6ylZsiQJCQn88MMPdO3a9YVpUgwYMIDLly/zz759eHt7YzAYOH/+PC1btODn9etpYpr0yKgmRVJSEvv27aNEiRLkyZPHku/WpDDyOmtSXLx4ER8fHwoXLoxCoWDJkiVMmjSJC5cuO/iH8fHxQcSoBWDfrlqtRq1SodFoHM65wwoYtrbQ9poU1pMUNitgiY7HMHkFzO7cCDIHTQprHDQprHxTWK8ixlidG7NUKrVxFTExMTFFTQqtTlqTwssrWZNCbzqG5vYVaqMmhSZJg1ZrPIYWDQW5UZNCpzdqUlgPFwOirSaFTm8jr1KpRlAo0Ot0Ro0Bkv1PyGQyiyZFfFzypEJSYgLhD++RM18BBGVyuGKZXI5S7YFOr0eblGDZd4tvCg/jcdMlJWvFmCdE5CqjJoVOq0GvddSkUKiNmhS6REdNCoWHUZNCp0lEZvpot/iQUKqQK5UYdDoMJr8LZh8U5v1TymQWTRG5xVeEDJWHB2qlAm2SrYaGHFCYxohRkyLJ1J7pmMpleJo0KZIS4kEUk/MEAQ8PD9QqpUXbxvzRqRBM9yqlzLiCbXWvEgxG2X081JbzIRoMlgkDRD0eKiVKhQJNUiJJWi2CaVwLBqMmhadZkyJJk6xFYarvLRgQBIG4+Phk7Ra9sYxSr0Ull6FJSCBJb0j2X6E1Tr54KWSISYlcj9HzNF5HWR8wmLRLVDqtRZNCqzX29d/tUKb9fogrDx/Ttm1bju/7m0BfH5Z2b8me63f5eu9Jdu3aZZlQzS7Pkblz5/LZZ5/Rb/BQ2rbvSLESJbl88QJHDx0gMGdOkpI0fPfVlxQpXJgyZcpYHAM2bt6Sb5YsR6lSotPaagHIgMsXL+Lp5UW5ChVJSoxj184dTBn/EW3atGHJkiX4+vry/fffM2HCBH7e/Cs1q1dP3lfTPVCv15OUmGhz75TJZHibtb5iYy3XvPnaMN8DNRpHTQqVQmF5jiQk2E6G2WpSxNtNANtqUmg1GiIiI7l+4yaVK1bAx8dHWpMCQBTx8TFpCsUnSD5HlAo5Gq0WTZL9c0Rm9Ryxb9eQrEmRmIheZ/uMV6mUxueITkdSop0mhUyGlymSXFys47ump4eH6TmShE6vs/EVoVQokzUprLVczMfQfG6stQ9Nfz081CjkcuMx1OpsfE0oFHI81GqLJoW9XwuzJkVcQqJN9B7jMVQZ7xFaLRqN8ZyLJp9BcrkcTw+18dwkJIJMRkxMLK07d6V+ndr8uHpNhrV2rd/Xnz17Rrly5dizZw916tRxOLavMtHR0fj7+7Pwnwt4+vi6pM2E2BhGNK1AVFSUjU+K57Fo0SLmzJlDaGgoFSpU4Ouvv6ZRo0YA9O3bl9u3b9t8T+7fv58xY8Zw8eJFgoODmTBhgmVSA+D27duSJryNGzd2+C7NrrwWkxSTJk2ibdu2FCxYkJiYGDZs2MAXX3zBrl27aNmyJV9++SWzZ89m5cqVlCxZks8//5x9+/Zx9epVywetM+wnKbRaLWXLluXBgwfUrl3bYTD07dsXtVrN0qVLM2FvXw2aNWvGP//8w86dO2nXrh1Lly61XHx6vT5VjkldRfv2HdDr9fy6ZYtlW2JiIrly5mDp0qUMGjTIJf0YDAaioqLw9fVFoXhtlJzcpBKzCVp0XDyN6tcjf4ECbNi02WkdR4duGXOIafltHY7OvmwqnJSJaYkZL1FWtBPILI7B6nFm/s9geed0dKCZYhmJtkmhrDV6OzmsSxhs330xYGueIlXGst2qJal9BVvnqeY8vWWfRZsy9nWty9rL4gwpB4EWZ5MWZ5jW5YXnlrFMXGCbZ65jfeodHG8Ktm1IbTM7yLRW7VWYVe/NDi31Eg4yTRMClm0SDjKT8wy2ZczXhFV79pMTomnCCyvTD3MZ0TwZYfrAsjYPsTjPTDJODhoSjR9ahqTkMlrTKq4+0diOLsE0uaY1mpQsPnqeOftO0ahoMLe0xo/Mta2q0H7V7xQK8OWnbi3xUSspNHslWcX9iFi0Wi3LFn3H7BnTmDD1U4aZwoHaI4pw4/pVln63gMiICAoXKYpKraZdh85UqlrVpqx56FmPGfMYkwsCf/y+g769uvPtt98ycuRIdDodTZs25caNG+w7dJi8eY0auJLOMs192N2vUnSEabMTViFpzf87OHJM2+u7Xq8nOjoGfz+fTHmHSpdjTUidg8rU5NmTGueVTnDYn4w477Rp2Mlz2O55JwoydDodjdp24kbIHQ4fPkz58uWf30caGTduHCEhIfz6668ubzs7Y56kWLzvoksnKYY2KZ/mSQo3jrwWX0JhYWG89957hIaG4u/vT6VKlSwTFADjx48nISGBYcOGERkZSe3atdm9e3eqJiikUCqVfPbZZ/Ts2dMh7/79+2zYsMFBNd+NLWZNgqdPnxIWFmaZoDh48OALnaAAo63jYzsTAQ8PDypVqsy+fftcNkkhk8kIDAx0SVtuXh3MkxPmlZNfNht9xHzy6fSsFs1NFqNJTOTJw7vkDi6EXOXx/ApuXgsEG40j52XlMhkj6lcmQK1k0p/HmDdvHtOnT6fV8m0s6tyE97f+w7sbd7Oya3OyMqbW6RP/Mmb4EG6H3GLw8JEM/WCs0/IlSpZm7reLM9xvu/YdeLd3X6ZPn87IkSNRKBRs3ryZqlWrMm7MGNau35DhPl4UcrmcwMCAFxY6003GMRgMLPpxFafPnufo0aOZMkEBMHr0aEqUKMG1a9ccTEjduMkqXovoHsuXL+f27dskJSXx+PFj/vrrL8sEBRgf6J9++imhoaEkJiayf/9+KlSokOr2b9++bdGiMNOjRw9EUXTQoliwYAFvvPGG+ybwHMw2sPPnz+ftt9+2bL99+/YLlyUgIJBnkc8ctrdu3Zpdu3YRHh6e4T70ej3nzp2TNFVw83rz5MkTjhw5QkREBFWqVGFAv75UrVqV5i1aZLVobrKYhLgYQi6dIyHOUf3ZzeuLKIqcjpHxRPv8sgAxSRqK5/AHIEcOo4ZgVKKGWxHR/Ny9NXefxfDmmj+YM2eOS553aeXu3bv069UNP/8Adu07zNQZn7/QMHvFSpSwMUXLmzcvQ4eP4O+9fzn4BsvuxCckcPHKVQezEjfZC61WS9e+gwksXIqPpk6nT49ulvfizKBAgQJ0796dr776KtP6yM6YQ5C6KrlxDa+FJkV2ISEhgeXLl7N9+/asFiXbY54tNjuQHDlsKP/s38+yH5bStXMH1D7+L0yW4OB8hITc4vixo9SuU9eyvWu3rnz77TcEBwfTpUsXvl+0iFzpDP1jjhzysjizcfPiSEgw2gR/8MEHPHr0iD//+psaNaqnqFGUkoqxZFlnWqfWJh2ieVs61F+l2rb7LWn+kYJJiLWpR0qatalRgrYuY1bVNpgkk9mEETHnmcpatifLYTaNkJtatV7JNmM2L0g2BRFs6lqXtzcFkePYFwgoBAFBAIUg4KFIPl5SpiTWfVujT+EUSpW1R2qMmc0zzHk2tvl2JhzmPJnV/iWr2tu2Y22eYT6+lr4sfads5mExMbE688nmHXamG1ZmGYLOvE1vU8fazMPBvMNc3/r6MJt1mMuaTTisbcoNBpDJk807zH4uzI43lSrEpAQEmczBXMRsJiJTKNEnJSHIZSRodBgwYNAY5TGbeWjjk23V9YlJTNl9nK1XbuOtVFD+wBZqrdzB2k/G89X+0/zQvgEbuzRl8r6TfDLpY3YvXsDiNvUoufgXXhRz5sxBLpezesNmcuTMZdxPZxWc3desBqR5uCSPQ8cycgHy5M5NdHQ0B48eo2LFSgT4eNG/bx+++HwW3339lUWrLdVmHTYedZ2YdaTFrC6V92KFqCcyIoKonIHkzpnj+RWc9eHMbE9KntTIaGei4dSEJD3Pn4xauJv7tN53+23Pk0tE+tgJgqXuvO8Ws3P3XmbOnEmFChVo1apVxuROBWPGjKFevXrMmTMHf/8X947txk1KvBaaFNmFzZs3ExwcTIMGDbJalGxPoUJGxdJePbrz7+EDzP3ic4YMGsjhI0eJiIh8Tm3XMmTIEIoVL86wYcNstpcvX55r168za9Ysdu7cSf9+/RwcTImiyOXLl1m8eDGrV692cABmJjIyErVajacpVKMbN2YSExM5d+4ca9euZd7XC6hdp84rFWLKjRs3rsdDZnSSmRp6ViwOQC5PNU9MExjTG1enaKAvo/48iqdSztrOTfikQRX23g7lwpMX+ww+efIkDRo1tUxQvGje7vYOpUqVZtiQwRZnhAUKFODjjz9mwYIFDtHUAAcnzNkFtVqFl6cnz0zRhdxkT/YeOESHNi2YMGECb7zxxgt55leuXJmKFSuydu3aTO8ruyETjBOSrkhS/mncpA/3JMULZMmSJQwZMuSFqim+rOTNmxeAtq1bUaliRQA6tH8Dg8HAjp07X6gswcHBfDRuHFeuXOHjjyfa5OXKlYsRI0eyavVqfv/9d3r16sWxY8fQ6/Vs2bKFmjVrUq5cOUaNGkW/fv0YNWqUZB8RERHkyJHDPTbcOPDgwQNWrFhBr169eKd7j6wWx40bNy8BHjJIElP3PKmaLxebuzQlUW+g/aa/8Pf358yjpyxoVQdRFHlz81+cfxxBp1KFKZPTn947DrxQjdCCBQsS9ij0+QUzCaVSybKVK7l+7RqTJk6wbB83bhz58+fn02mfAPDrr79Qq1ZNqlapTK6cOejQvr1DSPfsQIC/H5HPoiWd/7rJHly5doNypV+8WfiQIUNYsmTJazc2ZDLBpcmNa3Cbe7wgzp8/z3///cfOF/yB/bLi7++PWq0mLOyxcYMgkDcoiHp16/DHn3sYPHT4C5WnV69eXLlyhZkzZzJ27FiCcue2Udls37YNi7//nk+nT2fDhg34+PgQGxtL40aNmP7JVARB4PzFi5IrLklJScTHx1OkSJEXt0NuXgpEUWTt2rUIgsDnX85JVk+WKCulXp8SyaYcUp0mh7iz/m0n2PM7cejUSjApldnnYB/Rw5rUmCa4CrMY1l3am4vITdtFiQNsbwpiYwZibtvuDEtF2hBFUKuU+Pj6oVYpUcitc6WjnyBlNmJTL3VIRjKQMN2wz7M34bA1BTGVkdnmWY8QS56dHLZmHnZmHebxrLeK1GFvlmE24dBpnl/Gqh3BFAXEMp5Nv23CDVpMNkzmHnpbEw6bPPNfe1MOmQzR3oeAXbuC2iM5+ofegBp4rBcx6PXotUaZZSoFurhE5EqFJeKH2RSkQg4/dndtwbYb9/jk0H8M3nmIPn36sO/kGbo2qMPQnYf5863mrGlTj/EHTtOpUydq58vFPzfvZroGYOXKldmzZx4GgwG53PmAtR+bUrcNe7MO6zr2Y8tcpkrlynw5dy6jR42iTauWdOvWDU9PT/r378/XX38NooHe771n08/evXtp27o1J/49nty+9f3U3qzDfjsS92FnZhROollY95vDW83DhwkkxEbj9QK1N9NsupGiPV/q9jNTeY45y3MjWFnXt5iJiIiiyLc/rOBx+FOq12+ScTnTyDvvvMOYMWM4evQo9erVe+H9u3FjjVuT4gWxdOlSunXr5o7ekEoEQSBv3rw8ePjAZnvN6tU5f/58lsiUmJiIj48Pu3fvpmmzZhZ/GWb69OnNjevX2PXHToYPG8o/f+1hxqefMG3GZ3wyfQaJCQmO8cgxetwuV66ce2y4cWD16tVs2LCBD8ePd48PNw74B+agXvO2+Aem0bbczStPbhWUU2vTNJ+oksvoWrowR7q1YmbdymzdupWWLVvyXpmihMUn8kfIA7yVChY2q8lHtcpzPDT8hWgKNG/enKioKP7683+Z3pcz+vUfwJtvv82gQYO4efMmABUrViQyMpLHjx8zb9483nrrLT6dNo1Vq1YBcOHixSyUWBp/X19KFyviNhvMhpw8c46Pps1izPsD6dix4wvv38vLi/fee48lS5a88L6zErfjzOyJIL5uOj1ZgEajIW/evGzfvt3tjyINvP1mF+7eu8fBf/YaNwgyVq9Zy9DhIzh9+jSVK1d+ofKUKVMauUzOlatXMRgMvNm5Mz+v/cmYKRG/fNuO33mnl3FlpXHDBlQoX46VP62laeNGFC9WlLq1atCoQX1y5cyJyj/ttrYGgwFRFJ+7suTm5eTS5SvUq1uHN9q3Z9myHwHHVUEhvbdvu/EqufqU0ipfKtozNmo3By7pRc5YxmHVyeq3vQaFlDj2mhSiZbt1PdFmm3UNe00FS1nHrtL00SelAeHYnmMh+35T06czbZL0PuRTetWSeglz5nwwJQeF1hoQKa1gW69ym7UkzO2Yx79g5egyeVVZ75hnrw3hrIy9U02pPsyaE/aaD6SgMWHP8zQoIFmDwr6MldaHqDFqUBgS4oxiJZocZMYl+0XQmXxNaOOMfzXRtmWNu2PcR4PG2NeD6Dje/+cEwd6eBFSvzc2bN1lfoygquZy/HzxmxJ7jLG9bn/5/HEp5H12AKIrUrVsXlacXG7fuABxvJ1LjzpJnf9+UyLMfb7ZlksdddHQ09erWJTo6mhXLl5MvOJiaNWty5OB+qlWtmiyzQU+e/IUoUrgQJ47YHR97bTWJPAs2YzOF+7aNdkYWvtKn5uPMmXypeS6lUDZbkQoNwZSeect++plRH08jPj4elUqVGdI9l3PnzlGnTh0eP36Mj49PlsjwooiOjsbf35+Vh6/g5ePrkjbjY2PoV78MUVFR+Pn5uaTN1xW3uccLYPfu3fj6+rpVp9JI82bNGD7qA2JjYy03ym5vv8Ws2V/www8/8P33379QeUqXLs327TuoVrUqz6KekSuXdCQPURSZ+9V8ps2YSbGiRbkVEsL0T6bg7+eLKIrcCrnNjp3/49vvjTHcGzVsSOEiRahUqRJVq1bFx8eH+/fvc+/ePZ48eYJOp0Ov16PT6YiIiODu3bvcu3eP+/fvU7hwYY4fP+5eZX/FiI+Pp0f37gQHBzN8+HC0Wi06nY5Ppk6hUePGWbLC4ib78fRJGP8e3Eethk0IzJUnq8Vxk43QixCikZNbbsBHnr4P13zenvQsXZjPT17kwMSJNGvWjK9lSUyoWZ4GBYKoGpSDAf87zJb27Zk7dy5ly5Z18V4YEQSBmJgYapRLfWj4zMLPz4+/9+6lT9++DBs+3BIiPV++fDbldvy+k+OHDxBstz27EBsXz+OISIoWCHb7wspGmKN2ZeUkRcWKFSlatCg7duygR4/Xww+W2emlq9py4xrckxQvgPXr19O9e/cUQwa6kaZWzeqIosjRY8dp2aI5AJ6enuTPH8ydO3deuDx9evdm+/YdREVHcetWCK2/cAwJFRcXx8AhQ9m6bTsfj/+IGtWr8tY7PSmQP5gC+fMzf84XlrIP7t/n7/0HuHrjFucuXGTatGk25iAeHh7kyZMHlUqFXC5HLpcTGBhIwYIFqV27NsHBwUybNo0xY8ZYVEvdvPyIosjgwYO5ceM6v23bTlxsHAkJCfTs2YN9//zDokWL2PnHHzRt2jSrRXXjxk02RQaE62R4CWK6JykAivn5YBAhd+7czJo1i/EffUSbIsFUDc7N2vaN+N+t+yy+coXmzZtz8uRJgoODXbcTJmJiYrh06RKDhks7nn7RBAUF8d2339KyZUsWLFhA9erVyRsUZMn/ftFiPhw/gbJlynDiaOZqmaSXJK2O+4+ekC9PLjzV6qwWx42JBnVqodfrOXHiBC1btswSGQRBoEePHqxfv/61maRwpZmG29zDdbgnKTKZ+Ph4tm3bxsGDB7NalJeOarXqUr5cOX5YvsLmZh0ZEUnJEiVIiotB7e0a9azUUK++0VTn5s1bVK1alXatWxpVcE1qh0/Cw3mzWw8uX73K1q1b6dy5M+fOnQPgwvnzFMwXZNNegeC8tGvdkqJFbzB1/BiUCgXXb94iKSmJAsF5yREYiCAzmXKkoBbqKdMzZNSHjBkz5oWbv7hxPbHRUcz4bCbr1q1j9erVFC5YgAcPH9L9nW6cOnWKcePGMXfuXIJyBCLTax0bkHLGlRokzJXSRFr6clbWYv7h+JBPldVJ6qWwIGkS4qS8vWhSctk7inSGKBGBwWzAZZEthXYUMgHB9Fcld/0keEacEKZGpd66nPnFzt7hJVipfZtNKKTU5S3mGTrbPCvTCYvJhiXP0Rkm9iYkBkeHm/ZmGRbTDkhWybcz5ZDEVFa0c4IJjmYeDn9l8mQ5zPtnel4IcqP7Uk9PFRq9BplcQDAtksiUxtc+j5z+6OISUXio0SUmWeoBiMrk41rU4I9SJtClSxe++eYbivj7sP7aXaoUCkIlk9GpXFEalS1Kx5920rFjR3bu3ElQkO2zLqOEhYUBUKhgQcs1JTWWLMfB9Nd+3Nlss/xO2XQp2cGw2eQn+biUKlaYW9cuc+36dYoXK2Ycb6biV65cBuDylSusWv0Tg/qaHGpKOc1M6TdYxoej80zrm1YaTCSs8PdSISASHRWNVy7nmpj2pgnmPhxMFtI5F5Z2h5pZaOqRmmedk+ewpENNq20Xr1wFwNf3xb3bStG9e3dmzJhBZGSkW1PXTZbhXtrPZH7//XcKFChAlSpVslqUlw5BEBgxfBi/7/zD4qQKoH69emz9bRvfLlz4QuXJmzcver2eSpUqcebMGdp06ET9xs1o1uYNOrzZlfpNW3Dn7j327NxB586dAaPaXJkyZZj79bfExMQ6tBkTE4tapcJDrUYul1OmVEkqV6xAzlSGI+3WpRMAZ86ccem+unnxhISE0KpNW76aP5/PZsygW9euaDQajh49yoEDB9jy669cunSJ6tWrU6FC+awW140bN9kctQw0GXRRkNfbk5/bNyRXrly0bNmSkKhYtl+/S7M1f3DP5Ncit48nP77VlPv371OjRg1OnDjhAumTiY01Pju9s5l9vFwup2yZMg5q+d27dSXA3x+ABd+9WLPU1KJUKPDyUBMT5+jM203WEBcXz/DxU6haqUKWLzqVKFGCypUrs2XLliyV40UhlwkuTW5cg1uTIpP55Zdf6Natm9vmL52UKVsWURTZ8ccuPhg1EoAZM6YjV8gZP3ESAQE5GDRkyAuTRyaTMX36dLp06UJ0TCzVq1dHo9EQGxtL7dp1mD17NsWLF7eUFwSBxYsX07FjR4pVqErNalXo0vENenV7Gy8vL2LiYvHx9jTOvFvCUEmFKLN3pmX87eWhpnzZ0owZPZpLZ04ybeKHeOcrmpmHwI2LEUWRVSt+ZPTYcQQGBvLXn7uoV7cOGHSEPnzAli1bGDZsGAXz5+OPP/5g4bffWFV2kWOx1DgzS5O2RBqcZNrkpd9Jpm0Zc33RcZu0xOnG2a09VUfMSX1LeNIU2pbLjP3LZaBM45KD/TPJ2XtVelemHVekJTQg7FeHzWWkHFVKhFpM1o6w04CQ0LKwaEw4c7hpXiWWcGLpoDlhpcmQrA1he7YkNSnst1nVSXa4aRe61FprIqWwpgol6LTI1Wr0SUkoZZAklyNTyZBpja97KpXCEnbUjEWDQp8sh8Ekk0JvoHqALytlAstl1fl83ykAtAaRgTsP8VvfDuTw8qBK0fzsGpCbgWv/R8N6dVn8Xls6VClFrlFfOe5/GgkICACMmmb2YWhBSuPHOiStuYy001WbO4Jl7KXCIaWTsdygdg02rV1Jqw5vcuPmTWKinuHr42VbPzXhQp1oTjgPEZ26e7+vp5qYuFhbbSEbQWS2faUkZ0pkRJvPFXmZgfW7mjVOnD9bqjorIwisXL+JZ1HRnDp9JtPD+qaGd955h19++YUBAwZktShuXlPckxSZiEajYdeuXUyYMCGrRXlp+e23beTOlYt+fftYtuXIkYNvFiwg7PFjFn7//QudpADo3LmzpEf+lGjSpAknT57kl19+4Z+/djNq3MccPX6CFYu/I3fOHKgyGAZs+4Y1fL9sBQsW/8DVGzfYvHV7ljlccpM27t27x9ChQ9m5cyfd3+nGN/O/wt+0Agew9++/iYqKYtasWXz6yVQCAvzp8U63LJTYTXYiMDAnTVu2xttFXsndvFrkUoLGRdNyMkFgUK3yVMyXi8Fb/sYgioTHJzJm+wFWv9sWgHz+PmwZ8iajNv7F+z/9j0BvDzq7oG+z+chjk9lHVpOUlMTVq1cJCsqDv483CoXCIZxn4wb1GT38fR4/eYKHR/b0+ZAnhz/xiR5ZLYYbE3/tO0TzRvUpXLhwVosCQMeOHZk8ebKN8/pXFbdPiuyJ29wjEzl48CC+vr5Uq1Ytq0V5abl27RrBwcF4e3s75LVs0YKLly7ZOJvMrpQqVYpJkyax89cNfDX7M9Zv3sL1m7fIlyc3OQMDMtR2geB8zJ42mU2rlrHrr3946623SEpKco3gWcCNGzc4c+YMt2/fzmpRMgVRFHny5AmLFy+mfPnynDlzhs0b1rNq+Y82ExQAWo0GQRBQKBSs+mkN/fr0wcvLK4WW3bxuKBQK/AMCUSjc6w1uHMmhgjwunq+uVzgfK95uQURCEtGJGs6FhtvkqxVyvnunBfVKFKD3j9stfpkygqenJ37+/oQ9zrpJigsXLzJk+Ehq1mtA/qIlqNWgMYVLliUgXyF8cgfTpHU7Vq9bT1xcnKXOl59NY+WShQ4TGNmFQD8f8ueRjlLm5sVz4/ZtShbLPpqwpUqVokiRIvz1119ZLUqmY47u4arkxjW4JykykR07dtC+fXu3qUcGGD5iBBcuXuTDceMctBdqVK+BXq/n1KlTWSRd2lEF5mXIyDEE5c7NkJFjOXv+glF9UDQYVS4NuuTf1gmM6qHmZEIQDZb0RsumbPnpR3bt2sW3X87Moj3MGBqNhnLlylGtWjWKFi3K/C9ezv2wJjo6mrlz53Jg7x7q1a2Dl5cXefLkYdiwYXR9601OHz9ChzfaOpj5GPQ6AgICCQ8PZ84Xs4mOjmbwoIE2ZRwQRdtk0KecrMs5Q5A5qKWmmGRyYzLVEWUKh5ScJ09OgmBM9uKLokMSMSpo60VjMlglvUFEbxARRWOybBex1DNjzpNCRuofjjInSfJwCkKak1wiCYJAdHQUxw7tt6jBm5PCLqnkjklpMhGRyjMntSl5KGR4KGSoTUklF1DLjD4PlBiMSdShFHXI9UmWJNMmItMmImgTELQJyExJkEzxxqQxJnQaBG2iMWkSbJJMsi3b+jZ1tEnGpDOnRARdovF+q0sCXRKi1pQ0iYiaRNBpjMmgR9RqTElrdGipMybRoE9OOq0xWX5rEE31LclUz3wfN7cn6vWWZH+digYDosFgvK5MWLaZx5TSaibCdA3KlAr0cjmRehkGQYbK1xuFhxqFhxq5hwq5hwqltwdKbw9Ufl6o/LxQB/qg9PNC6eeFOsAHdYAPHjn98Mjph6cpqQN9aFipOO3KF0MuE1jQo5WljMLLA5WvNz6Bfqwd9Q7FgnLQoUMHnj17lsqrKWW8vLyIj41DwPgRILNKluvENP5l1h8M5m2IyBARDHoEk8NrwaAzJr3GlLQIeq3x2Jv+Cnotk6dMpWa9huzavYfzFy5afGTkypWLdevWsWTJEnz9Axkycgx1mrVh164/WbnqJ7b/vtNopqPXIdgn6/4tcpj6NyfLvdqxrOT7gpN3CIe+TCny2TNiY2OMbdrXS6mf1Cbr+vZJ6h3HHqm81NRLBdbvTimlFLF3jJmCGYcoyGwS1kkmd3hmFitciNPnLqR7nzKDDh06sGPHjqwWw81rinuSIpMQRdEySeEm/bzxxhss/O5blv6wjK8XfGOTp9FqAEfb6uyOp6cnX8yYSlj4U/YfOe7StgVBwEOt5sBR17abmTx+/JgLFy4QGhrKuXPn0Gq1fDppPN3e7MyX878hISEhq0VMN/fu3aNx48aMHz+exi1aERERyczp09i4bg1nT/7Lou++sdhb26PVailXvhwKhYIZM2fRr08fimQTNVA32QNNUhJhoaFoNC+X5tSpM//xxlvvvNTX9stAgh6uxgkkZYLZ/rJ323B5xhBalpNe+fX1VLN2eFeePXvG+PHjM9yfUqnk6dOnGW4nrRw+eoyvvvkOT09PChUqhKenJ/37vAtAeHg4N27cwNvbmy+//JKLFy+i1+vp1KM3Q8eOp2vvgXTtM5CIyMgXLndqCXn4mNDw7Cvf64IoisTExhGYQc1aV9O+fXt27txp8VHzqiKYzD1ckV62b5LsjHuSIpO4evUqDx8+pHnz5lktyktP3z59GDZ0KJ/Pnm1zo9y//wC+vr7UqVMnC6VLOwaDgVXrNpA/OJg6Nau7tO15Cxej1en49ovPXNquqwkLC+PPP/9k3bp1tGvXjooVKxIcHEzNmjUpUqQIo4YOYfyYkTx+Es6xY8eyWlwbrl69yq+//moJi2ePXq9n586ddOnShaJFixIWFsaKFSv4cPQoDv3zFyOGDaVTxw6ULl3KaT8arRZ/Pz9atWyBt7c3UyZ/nBm748bNC2flmp/56+999B0yHICHoY+Ijo7JYqlePczOVLWu9hYLyGUyAryc+zMolCuADz/8kPXr1xMREZGh/rq89Ta/bN5IxAucqDh56jTN2nYAjOHknzx5wo7N61m84CtW/7CIevXqsWjRIt577z2qVq3KtGnTmDlzJkf/2sndi6fZtHoZh44ep1bTNhw+5tqIJ67Cx9OD2PiXa5LzVWTF2g0cPn6C9955K6tFsaF+/fokJSW9VBrL6cEd3SN74jZkzSR2795N48aN3fbjLsDDy5vGTZqwaPFiYmJiCPAzOokLexRKwYIFXyp7bFEUmTp+LP8cOMTyJQvJmzunUy/f1jioH0qoI341YyoN2r3JJ7Pm8NPGX2xmdK8c38d/5y/yVod2KIOyxu5x8+bNjBoxgkePH9tsHzvifcLDn4IgMLDPu3h7eVCudEkArl+/TtOmTbNCXBuePHnCiBEj2LRpk2Vb1coV6fdeL3r0GcC0adM4e+YUly5fJfLZMypXrMD8L2fzTte3CQjwh7e7pL4zQYZWa/TY/9WcL5k0YTz58uZ1KAPYqZ6azrfZhEOyjJO5afsVACdlLZ7KJb2Yp/yQtneqbx+twyrLgrVZhr3Zl7OoHVLmHCk5vXV2FaZ1Nt9VKynPi7ghN1nZyLG1g01N5A77aBySAVksUTC0jpl2ESoko2qkEIFgzoyplC5WmGaNGvDg7h2KVTFONP+zbROVy5fGx+SDyDHKgUTkD/P90ySPdOQQ2zLWphIpRsqwbtuurHXEDpuoGzbtpTyibPqwr2eHIJPZypsCgtxoDmIe3YJChVouIlPJ0CsNyNUCMpXxWSlTKkz7YR1VxC4qid6xT3MUEMtfWfKVYW7bvE1QGE1QeuaP4xsM9G7TiN//Tb8q+8SPxvHTqpVMHP8hy1euNvZpF1nGuC2lKB5YxsHTx2H8uWcP/+zbz8VLl/Dw8EAURe7dv8/QAf34aMwoEA0Uzp+XTu3bEhUdQ/s2LRkxeIDx2jLo6P5WJ7p3MU5gxMXEsHnbDuYv+oHNmzdbulu+fDlnz52nR48eNO/cjakffcDg3r3InTOH7c5ZjdkUo3ZIjWv7OunAx9ODx5HRiKKIYHUXdIhEIdVHWqJ32POio3LYd28lu/3xk4xAZSkscVzsnoU29S15QsplgAePwsiVMwfd+w9N5R68GJRKJS1atGD37t3UrFkzq8Vx85rx8nzdvWTs3r2bVq1aZbUYrwx600vds2fPLJMUer2euLg448P1JVGvGjBgACtXruTTieMoXLAg3i6exKpQtjTfz51FvxFjqdngO4YOHcrBgwf55ptv2LFjB6IocufsMQpl0STFnj17UKtVbFixlEoVyhGc1+i13RJuS+b4cqCXeqF/wfz2228MGTIEvV7PsoULaNKoPgcOHeH9D8bx88ZfuBP6hJ9++on2bVvTsllTWrVoTrUqlW3syNOKRmt0munv75+iSYgbNy8jXl6ejBpiDGun1+spXbI4V6/f5M0+g4h8FsXIQX3p+WYnalQun8WSvtwY/ZeANgu/B/PnDGBit5aMX7ENrVabbieS+fLl45NPp/Ph6A+YMXMW+fMXSHMbOp2OSZOn8OPy5SQkJFCpYgWqVa2KTqdFr9eTJ3cupsyYxZAB/fDz9SZP7lxs+mmFsbKTj2ofH2/69epOv17duXLtOv+eOsOvu/7mk08+oWPHjuzbt49pE8YyY84Cpn/5NZXKl+XTCWNp3yrrNW29vTwwGAzEJybh7emO9JFVlClZgvCnETx8+JDg4OCsFseGVq1asXbtWiZPnpzVomQaMpwvCqS1LTeuQRDTEkvRTapISkoiR44cHD9+nAoVKmS1OK8E9erV5e7de5w7fRJvL+MH7cFDh2nZ9g127dxO63YdslhC5zy6cobf//yLQaPHs2zBHN7u1J6bdx9Qulgh1KkJF+rsMpV4eRr18TSWrFqHXC5Hr9dTvnRJ6tWqzrI1G7h16xZFi774SQqDwWDULlLK+H3D6lTFEW/UthOBgQFs27AGVY4X/+BOfHyXER9NYvlP62jfpiWL5n5OkEmjITExkcDCpZk9fQpzvv6Od7t3Y87MT40VnWkZyOzmhu1WWMyEPX5MaNhjKleqJCmbU82atNzWJfpPjZaEfRep0YiwLW9XVqJ+So4tpdpOi9YEONecSAmpl4+MTpA+T1vCWdnY2FiuX71CqTJl8PP1dVLPUVvCssJs1k6QdMRqXtW1LQt22gxgdIZn+d+uTSktAau2dDodj8PCWL91B5Nnz7eY9UVfO4mnp4dVOxIaEPbyiI5lJDUR7DQoLGJJaVJIaFDYlxFTaM9Bbjss/UnWs5Nfog+HPLv6FyI05FBCPi+5tBz2+2/WSHE2wWqdZ9acMGlyWPKsyrScuICHT59x8+HjDF0vUVFRBAUF8fGkyYwdN87Yr1kMew0Kq/0yj589/+ynQ4cOfPLJJwwfPpw8efLYtL906VLef/99bl/6j3xBuZMz7MezGSf33Ju379Cw3VvIZAKVypelW6f21GrWhkuXLtGrVy9EUaRpgzr0eqsz73XtjMw8QS+lSeHsGrWTMa3odHouhNynWIG8+Hl7OuQ71SqwJiNaFenFfDys+85MDY0UHGQ6fXY6e77Kk98FHoY+omq9JgQE+LNpzUoqV6yAKsB2fGYVt2/fpmTJkjx9+hQ/P7+sFselREdH4+/vz/bTN/G2eoZmhLiYGDpWK05UVNQrd7xeNO4Jn0zgyJEj+Pv7U768exXIVdy4foOB/fvZhCJtUL8epUqWZMonn3Lp0qUslM45hw8fpmjVugwaPZ7Ob7Shd/e38fbypFKZEqmboEgHC2ZN45/fNjBv+mR2bfqJM3//TtcOxlj2WaGZoNPpGDlyJIcPH2ZQ716prjekfx927fmbvfsOZKJ0KTP5s9msWPMzi7/6gl9XLyNvUPJLg4eHB2VLl2TC1Bk8jYjk3Xe6urTvoDx5UpygcOMGwMfHh2o1auLj45qXq6xCoVCQP18Q44YNJPzyv9SoUhFPDw8mzvqK0LAnWS3eS02FHCrjBEUWERYZzeGLNwh5FJ7hCT1/f3/69u3L57NmcvBA2p8JoaGhAEybNs1hguLp06dMnjyZrl06kc+k4ZcRihcpzJFdv9Hr7S4kJWkYPHYiBw4coEePHuzZs4dhw4ahVCgZOGYiddq+RfjTjPnsSC8KhZwqJQtLTlC4eXEE58vLsX278ffzo0v3d3maQR8urqRIkSIUK1aMffv2ZbUomYZUBK2MJDeuwT1JkQn8+eeftGrV6qUxQcju6HQ6wp8+dXipEASBb76ex9OICFq3bu2SMGeuRhRFxowZQ8WyZfh19Q8sW/AlgiCQmKTJVG/JMpmM+rVrMHxAb5o1rIcgCNy+9wBBEMifP3+m9WuPVqtlxYoVlC5dmkWLFrF06VI6tUu9GVTPbm/RuEFdho2dwG+//YZOp3t+JRfx3XffMX/hEuZ+No0B7/WwuZ4vXLrM0LETCA1Ndp457fMvXdq/W8nNzfNISkzk7p3bJCUmZrUoLsPXx4ejOzdTu1plFq1eT5mG7djyx56sFuulJivvJbn8fCgSlJOyhfK55P79zTffUL9+A3q8042rV66kqa6Pjw9gdIJpz65du3j69ClzZ03PsIxmihQqwOxPJlp+//DDD9SpU4c5c+YQGxuL0uRP68z5i0RGRbP0p/V0H/wBo6fO5Md1m3lvxEf0eH8Mo6bM4tS5i5l2Hg0GkUSNhN8ZNy+UooULsWX9GmJiYlm4ZFlWi2NDq1at2L17d1aLkWm4KrKHOblxDW6fFJnA3r17GT16dFaL8coQHx+PKIr4+ng7qKY2bdSIP3dso0a9Boz9YBQrVv+URVJKc+vWLU6cOMHm5Qvp2LKJUc3PoOfC1RsE+npTolBw6pw0SagwptVZ1uVrNyhaqECy/4dMZvv27YweOYKQu/fo/EYbNv74HZXLlbVSHTedS6sbumDthAoAGd/P+5JWnbvSpUsXfvhmHoNGfZjpsoeGhjJ27FhGDurLqIG9bcbd4WNH6fTuQHLmysV7ffrQqlUr5s+fz649e0mIjcHT29tRDdXqr1kt3cHsw47zFy/h6elFiRLF0+4YLTUPSXsHXjbqqLb1RWsnl6Yf5tdli+NKZ6YVqXi3TotpiK1s6TPpsK+W1veKtExCp8WkQ6q8uS8Hc4+YaP49eoQmzZrj4+VpVd7018FLqRMHfRIOBlNyXAmA3vaD08b8IyVTEidOLe3H+NmLl3njjTfQaDT0GT2ZetUqkTdXssNBB3MTZ2YezkwpJJ1YOqmXAoKVmYOkWUhKfZhxYl5hPu2WM2RV1jIkUtjHW1FJRCfJqZLHM3UOOKW2SfgKSlFea9lkMmTA8o/fp/WHXzDmnTf47tc/nyuDM9RqNdu2/UaVKlWYPWsma9etM/YlOhnjpmMT9uAeSqVS0i/Gpf+M0Qt8vDytHK2mwhTKGaLBNIEoUq9mdXLlCCAwIICo6GiuX7pAYIAfowf3pV3zJhTMF8SIidMcmqhTpw7/nrvM4tXr8fL0YOvyb6lesRwB/q5TI78TFk5YRDR1Kpa0FT8tJhxSpheZjVRfUtvsz1VaZUzJzMO6CykTyZScZVqb9tjVK1CgAKVLleT2nXtpkzGTadmypUtCCbtxkxbckxQuJiIigtOnT7tDj7oQHx8fBEEgJiZWMr9QwQIMf38IS5ctf8GSOScpKYlDhw4BWBxEAuj1BhISkygQlPOFynP15i3KlCz+Qvr65Zdf6N69Oy0bN2DzqiVUKl/OmJGOlaCSxYuydtkimnV4i0IF0+4sLT2sXr0apVLJ1HGjHfJGfTyN8mVKseef/fj4+PDTTz+xd+9eZn862aUTQFqNBm/Typ8bN68bjerUYNvOnXh7e6NQyIlPeHW0RV4kckFAk5pZwkykfsVSzBvWk9HfreF2hw7MmzeP0qVLp7s9X19fJk2axMCBA9m1axdt2rR5bp179++zbMVKatSogVqtdsivUb0qABcuX6ZuLddFMfD09GDv1vWA88kOURRZ9e0c5i9ZQVySljNnziCKIn5+fuj1erZv3877gwfSuudgAA5vW0vtqq4xB/TxUHNXq0Wr01m0O9xkHc2aNGLxD8uJiYnB10V+EjJK48aNuXHjBvfu3aNgwYJZLY7LkcuMyVVtuXEN7kPpYv755x/KlStHXvtwgW7SjUwmw9fXl/gkjfGBbpUEgw5BNFCscCEiIiOJefwgq8UF4H//+x9lS5Wgb9++eHl6UihfHjDoEPQaEuJiwKDDW61I3oeUkl5jTObfosGYDDqHY/G8pNVq8fTP/ImRX1f/QI8ePeja6Q22rvmRSuXKJmcKgmOyx/78GnTUqV6FIoUKsGrTb5kuP8CDBw/w9fZCLRcczknoozDeaNEYHx8foqOjmTnjUzq2acmH7w9A0GsRdBpLQq8zJoMpmfcNLO1h0BuTw/nSoFIo0CQmkJSUijj2gizFJMoUxiRXIcpVGBRqDHIlBrkSUSZHlMkxIGBAQCeC3iCiN4joTElrSnqR5GQqY0nWeaakNRiTVJ5Dsm/PKomiMeklkgFsknWbopNkT0rbweT5Ow3jRybYJoGUk7mMdYx1QTAmyzYBU0q2eVWY47GbyskQLUkw6E3J7j6i11oSppS8TeOQMCedMVmPbUvbuiRjctKWuR2b7eZ29DoEvQ50WpvUuJbxo7Fxrapc2LWR4gXyWu59gkFnkd+SzNeRQY+o0xpDg1pts0+i3pgwGIzJun9zOYdLTEJ7QCZziEokyOS2SaGyJGRyUzLWE+TyFJOlrEIFChWCygNBobRNMpkx2W9XKBFUHqjVarTIQalG5uHlmLx8n5sED+/k5OVnTKbfMm8/2+TpbUmCVXq/e0d+njmWC6f+pUL58kzs1xXNv9vScFXZ0rdvX9q3b897777L8GHD2LxxAzHPIoxjxDQOn4SFsmnjRvoMGES12vWIjYtn8eLFDm2JokhMdDQAJYsXt4wJ8/PWtnDyPdxU2fHGYVdGm5SIxolJ1l8HDrNp+x9ULFuaaeNGcvPmTQYPHmz5QJXL5XTp0oWr12/y0TBjVJz6nd5l0PhPSUrSABCXmEhkdKzRbENiTKaITIaXSQsrNiEVzxlnWGt+utKBpZNnm9OUUv209iOxj6Igs0k2+2/Xnk2ZlM6LlWbZoP598ff35+dV2Wfhzd/fn1q1arF3796sFsXNa4R7ksLF/PXXX7Ro0SKrxXjlKFasGIsXL+bGzZuS+aVKlgDg5OkzL1IsSS5evMgbb7xBscIF2bt5NVcO7SJvnmRP4XGmlxVvD8fVnMzE19ub2FhpbRRXsWPHDnoMGkHHNi1Z8e085HLXOGxTKBSMHTaETZs2cTOFMeBKRo8eTcSzKBatXOuQFxsfz5aduxk8eDClS5fmwcNHTBo93KX9GwwGtDod/+zbh3/O3PjnzE3X7j2oXa8BGzZtcmlfbtxkR0b168np39exdclcCuTLuCPD1xWlXIaIcbIxKxEEgbea1ePchu+YPKAbX676hbFfLbM4s0wrcrmcdevWMWzYME6cOEHvfv2p37gJGzZtomuPXhQsVpKCxUvTe8AgLl+5wocffsjJkyepXLmyQ1vDhg2jz5ARAOTKmcMhPyN8+8NKvItUwLdYRUrXbU6fkeM4d8nWl0anPu/z7rAPqd6yE2/1Nz5LNmzYYDk23377LU2bNmXcuHEcPnGa8qVL4u/ny8oNWzh04jSH/j1NrooNyF2pATkr1qd8044cPpH6dyEvDxUymUB8Ricp3LiEgvnzU7xoETZvTf8kXmbQokUL9ux5Nf0DGRcLXOWTIqv35tXBPUnhYtyTFJnD1q1bUalUNG3Vjjt3HW31atWoTsEC+Vm/+dcskM7IuXPnWLRoERMnTiQwMJDtqxfTqG5N21BmgEajw1OtctkHfGrx9vYiJiYmU9oWRZHvvvuOzp0780arZqxZvACFi9VG+/Toho+PDxs3bnRpu1IUL16cAb26Mef7H3gWFW2Tt/GH71AqFaxdu5YGDRpw7sCfVKvs2lDDWq3Ridm69eupU7sWX8+by5n/znL23Dlu377j0r7cvLzIZDK8PD2Twxe+YlQuW8rl95HXDaXpjVmbxZMUZjzUKib378bc0f35Ycuf5M+fn8aNGzN69GiOHj2aprb8/PyYM2cO58+f57+TJ4iPT6Bv/4E8fBjKkEEDWbPiR25ducC/h/Yzbdo0cufOnWI7ABWstf5cxO5/jFFIqlQoR5UK5fj51+1Ub9GRw/+espRp36KpZN1ChQrRrFkzPvjgA/bt28fy5cvR6w1ULl8amSDQsHYNmtarxYNHYWi1OpRKBUlJGq7evM03P65JtYyCIODloSZJ63aemV14s3NH9h04SFRUVFaLYqFFixb89ddfr6RTb5kLI3u4HWe6DkF8FUdbFnH//n2KFClCRESEOzZuJhAeHk7BggWZMXUyHwx/3zZTNDD98y+Zu+A7Nm7cSJcuXV6obKu+nsXAj6YhiiLeXp4s+3Iab7+RchQLAwIyq+lWSQdVaXHuJBUn3K7+yEkzOHLmAmfPnk19u6kgKiqKUUMG8NPGXxnz/kA+nzoh5QmYDN68KzdqRfOG9flu2coMtZMaQkNDKV68OB8MfI/PJoy2zRRk6HQ62w8oB+dYcsc8c1x0s9NMqdjpMjkGg4HT/52lcbMWrF+7hq7de3D16lXKlCnDup9W8+Zbbz1/ByQcYdo4wDTn2VWTcoRp2SbRjd7u4yctzioheUhk1ZPIfkg6u+qknGU6OLl0lpeK+tZtmF92HB1hWiHleNLeGabTMhJOLe0dBlqbPqTGqaZ9GYOdenxKMqUkmzX2TjHttjv8T8adY6bKEaYUThxVSraZUj8ZiASlN4gk6fR4qJXG8WRuy9nEloRZi6Spy3PasaljcSyaXD4yOobtB/5l295DnLt6k7CnkXwzeTQDJ89O18Tbo0ePiIiIoFy5cmmq98svv9C1a1dCzh4nfz4rU13JsZnyNWiPIBqIfBbFh59+zppNW23yls6bRf+eXU1NimzatpPwiEga1qlJePhTcuXMwbc/rmb1xi0AhJzYh4eHmlyB/gAkJiYhCAJqtYpnUdF0HfQBomhApVTioVYze/JYShcvaiNLSoiCDINBtHknSZGMOsZMb/301kuL2Uka+0jZzMPqONq/F1gjS6E+cOL0fzRo0ZYzZ85QpUqVNMmVWWg0GgICAjh58mSar7HsSnR0NP7+/vx94TY+vq75bouNiaZZhSJERUW5vwUziHuJwoXs37+fatWquQdlJpErVy7q1KnDwcNHHCcpgI/HjeHfU6f5+OOPX8gkhV6v59KlS/j5+fH1sp9oWLsa/1u9SNJzuD2pehlwMd5enpKh1zLC3r176devH88iI/nxm7n0ficVH88ZIMDPj4gXFGo2X758fPDBB3z7zTcM79fLxmQHyNQVXplMxqlTp5HJZLRt0xqAkiVLkj84mEOHD6duksKNGzevPXKZgJdKkeEJ4swg0M+Xvl3a0rdLWxKTNAyb8TVDPpnDip37mTVrFs2aNUtTFJ28efOmyx9YQEAAAI/CHttOUriAwAB/Viz4kmnjRnHw2AmaNahr40gbjJOX73Run7zB9GG9ZM4MihUqSHC+PBQIzmuT52FlLhrg78eeTSsz5AciK95J3KRMwQJGJ+F3797NNpMUKpWKunXrsn///ldmksKMK0OHujUpXMerqSOaRezbt48mTZpktRivNI0aNeLw0WMYJFaWVCoVTRrU586dO4SEhGSaDJcuXWL16tVUqlSJSpUqUaRIEe48CGX8sAHPnaDQ6fQcv3iDyJi4TJMvJby9PImLc12/Dx8+pHXr1pQoUYLT//wv0ycoYmJj+e/CRcqY/I+YuX//Pq1bt+brr792eZ/jx49HpVLy+TdLXd62M55FRXH3/n2KFClsGVMymYzy5ctx8dLlFyqLm+zLkydP2PzLrzx58iSrRXGTjbkeHktEvCarxXCKh1rFitmT+Punb0lKSqJFixZUqVKFZcuWcePGjUxVMTdPUtib9rmSwgXy8+7bnR0mKJyhUCiYNHoofTP52QoQHRfPvxeuk6Rxm3xkB2JN72ov2iz4eTRp0oR9+/ZltRhuXhPcmhQuZN++fSxYsCCrxXilqVSpEhGRkTyLiiJHgL9D/vsD+jLji7n8tulnxkyY7NK+f122gFnfLuXMBaPTq+b1a/PFim+JiY2jad1a5MmVw0GV2Z74hAQSNVrjhWelgiwIduVlsuTQZM/zRm3dnxPv1d5e3sTHxaILvY4iX0nJMqnl3r17TJkyBb1ez+IvplG4YP7UVbR/0XQ242xXdtsfu0lISKS3ycEZwM6Nq+k/4kMehz/l4vlzDOvZBXVQkVTuxfMJDAxk4oiBTJw1n9w5A5gyeqhxZc/epEZIPl/mPRJFc55VefPkmv35tm5LFDl+/ATXrt+gZMlSqL2NHt4jIyPZt/8AM6ZPTyFOu+2xtD58BjuTDPMv683mjwAp0w57ExCp0Z1sSiKRadeHzeqoi749UqWpLFHG/kim1STDvoyz+lIiSq26OJh32JtfmBB1WrRaDaJOlzqTDOv/7cZkasxFJNuU6MPBzMN6MKbHzMNq3zJs5pEGMsPMw4x0pBC5dL/WZc15KZlfSBCRqEftATkVKqs2k0d+yqYcKUQzSQFB6oPKvg3Tb0GqHZmcxnVrcnJzLf4+epIFK9czeLAx5GaRAsFMGTmA9zq3Q1WqjmT/kveXVBB59zoA3p4epsgUqbwpPUdzQRRkTs0sUsSVJhGpeY8AFAoliRot8UlayRCt6e7fReWfJ3+KXaSrVir7TSlPFB0eNlLjIHmTVZ7purh82bgYUSSP43tuVtK4cWO+//57RFFM83WWnXGHIM2euA+li3jw4AG3bt2iQYMGWS3KK03OnMYQmk8jIiTzfX198PL0JCEhwaX93r59m54jxhPg58fWH78h7Mw+/ly7hHZNG/JOhzbGCYpUEJ9oXM3yUqueU9L1eHp6EBef/uPy6NEjNm7cSNeuXSlatCg7duxg3owpFCtcyIVSpsyGLdsoU6YM+fLl49mzZ/Tv35/23ftSqXxZNq1cyoPQRxz596TL+x07pB/Tx41kxvxFDBo31eXtSzFxylSePHlCnjx5AKNT1latjD5OunZ9+4XI4MaNm1cDpVxAq3dhSMhMRhAEmteryY5l8wk7sYffly+gesWyDJzwGRVav8PHH3/MkSNHLJMShw8fpmnTpvj4+JA3b15GjhzJxYsXU9VXXFwcPQePwN/Pl4IFgrl28xYJCcYIXP+e/o+vF//IH3v+5vsfV3Pm/EVJLc5XAU+1CkEmEJ/ojvCRHWhUvw4qlYpdf/2d1aLYUKtWLaKiorh27VpWi+JSXBfZw+0405W4NSlcxOHDh6lcuTL+/tlr1vNVIziHD4IgsPbnDUyfPME2UzRw5ux5nkVFUaJcJZf0p793HoPBwLxPv8Db05OtyxbgY4opLrWK8rxVk4TERDyVchSCwXaxxvy/eWbe6kVIMM+yyyQcMNmv6Nv3b1W2aMH86HQ6Tt2NoHY+p2I6oNFoqFOzBnfuP6B0yeLM/2wq73Z7E18fH1M/mXBTtmuzcMEC7P7nADlz5EClUqLT6Vny1Wz69XoHjcY4+XPnnmPkl4yiLFiBT+Z+S4GyVRgwYADd+w2hRYWCxkyp8+2g3WJaHZVZ3W7tzptNHsbJuISEBAYOHAhA7969SUxM5M8//yQ4OL+01oSEU0ySN5vyzOVttSasyznTmrBfYJTSxJDC4ShJlE2rw0pLPQfnlBJl0tB2arQmrMuZ66fFAaZNGanjZvchJK0RISav+op6BIPOKi8NTjGdOQdMo8PNdK0auxLzqn16NSBMpFmDwsUfrilqNkDqNCjstBSUSiU6UUBQ2Jkj2jmzTIsmhBQpaUfYFZKqmGKbOXPmoE3ThrRp2pBT5y/z7cqfWb5sKV988QXlShbD38+Xo6fOUq1CGWaMHsyDsMds3LyRJUsWM2XEAD6Zv8Tp/ePs2bOEPzUuehStUtcoskxGrly5ePz4sUP5qlWrsvLrzylX2rk24vMcVaabNNZ1ek1aX7sCeHl4GBdSMkm+DO13KvtIc5/Ojk9G5DVrUzhpXxANDn2Yi3solRgMBjz9c6VfhkzAw8OD2rVrc/DgQUqXLp3V4rh5xXFPUriIY8eOUbdu3awW45WnSKFCzJjyMVM/+5zcuXIyYshAm/xV6zYA0L59e6nqaSI8PJyNazby3Yp1XL15m5F9e+Dj7ZWhMATxSRo81c93rJkZtGxcnxJFCvPVV1+xadOmNNVdt24dd+4/4Pju7VSpWD5L1Py+nzuL4QP7snP3XsKfPmXEoH4UzB8MYPHboM1Ee9p+/fqxZs0axowZw3+7NmaqrahSoaBBy5bUr1+f8PBwzp49y08//USd2rUzrU83bty8mijlMrSvgAZA9YplWT3/MwwGA/8cPcnKTb+h0+v5af5ndO/YBrnpsfT5uBHM+n45ny74gYfxsHjx4hSjhdStW5eff/6ZxYsXU7FiRRo3bszTp08JDw+ndOnSdOjQgfv375M3b14OHz7MuHHjqNumC0P7vcvMSeNeqRC5Xh5q4pPcmhTZgV1//Y1Op6Nhw4ZZLYoDderU4fjx45ZFlFcBQXDdWptbkcJ1vDp31yzm2LFjvP++Y8QJN67nozGjiIh8xocfT+VRWBifTZ1k+Wi+GXIbMM72pod79+7x66+/8ttvv3Hw4EEAOrVuyg9fTqNe9SoZlr1YvtwOK90vCrlczgeD+/LBlM+4desWxYoVS3XdjRs30qxhPapWqpCJEj6fcqVLSq5gyWQy5HI5SZrMcw4nCAITJkygbdu2hNx9QImimWfm4uvjw7lz57h69SqPHj0CyDYevt1kHwID/GnSsD6BEv553Lgxk9vXE7346rw5y2QymtevRfP6tWwzTMvQKpWS6WPep2jB/Az6eCaJiYksX75cckJBEAR69OhBjx49UuyvZEnjM6dNmzY0aNCAL6Z9zKz5C/H29mLqh6Nct2NZTKF8ebJaBDfAg9BQvvj6O2rXrk3FihWzWhwHateuzSeffJLVYrgUGQKyDHswSW7LjWtwT1K4AI1Gw+nTp6lTR9qZkxvXoQowPkTnf/c9BYoW58MPP+TJk3CWfDMPQRR5p0tH9vy9j+joaIvH7tSyZM4MPpg6E4DmDeqw6PMpdGjemKDcOa28Alo5u3SqLi29auWlVljyHZzgyRRWKtTmTqycL5rVtO3MP6z7c1BttDMr6N21I5/O/YaFc2Yyf8kKSRlTws/PN+XMjE68mKee09KOjfNFEX8/X6K0mftwKFu2LAA3b9+mZJECjsdblvIt1fp8iykZIJhUo3t270b3d3vzxx9/8N577wFw5epVcuXOjVwux8fHeC6kJrxSNNtIhWmHNWZpbRxw2hWzrvci1mmdmXakxgFmSu2Ac5MO+zZTY9phLZ/FpMPGxCsFkw4kyqTgkFelVFAgbx7HvBScY9r0kxrnmFKyOrvvmZFymJkRZHLLvddsUuDgQFMCa/MFixNN+3pWbVvMPJy0nW5nmunEqemHPSloC+Ty8Uhux7o9ezMPJ848bWVyfv8yFbKvJF3HjpTU81NrtmC9re+bbfFQKeg9bjqxYfdYs+V3vLy8UiVHSvj4+DDzq++Yv3g5iVb+G1Jj6pQmcwenDhtT73A61X2KBry8jeab9ldthvfNVWYeNm26atnbyfWV0fuXub7du4otjs+Bj6fN5PTZ80wZ90HG+s8kateuzcWLF4mJicHX18l7oRs3GcTtONMFnD17Fi8vL8tsu5sXw9ixY1m1ahWr1m3gx9VrAShU0BhbOjw8/Ln1RVHk2LFjHDlyhIEDBzJ0wjT6vvMmj87sZ8eq7xnY823jBIWL0Gh1XL//mMQsDPHl5elJo7o1OX/5aprqqdVqNEnZO4RdiaJFuH79eqb2UaBAAZRKBbfu3M/Ufho3amTRdMmfPz+5c+emV8+eFMifnxLFizPzs8+IiorKVBncZH+iY2I5fPwk0TGxWS2Km2xMklbP09jErBYjS+jeviWbF37OrgNHqVevHnv37iUsLAytNmPP4cqVK3Px6qvlPDBJo+XG3QckZvNn/avOrCnjaVCnJnO/W5wtHVQGBwdTsGBBTpw4kdWiuAyzuYerkhvX4J6kcAH//vsvtWrVeqXC8bws9OnThyFDhvDRlOlcu3mLwqZJirNnz0qW1z66ifbRTR6eO0KPLu2pW7cu9evXZ93atfw4bwaLZk3Gz9vLuJKm15uc0pkd1Bm1HwTRYHRSZ9rmkPRa48qcXYpLSORheAQGnUaynmDQGZNVP8n5omMyGGwT2NR1cHZnctJUMDiY+w8fpek4K0Wt0ZTCWib7tqXyUot5n9JTx1SvZLGiDpMU+tv/WZIrkMvlFC2Ynxshd8Dg5DiD1Tm03TdRLqFybNfO5avX6NPbqEHh7e1NxYoV0Wq1TPv0U3r27MnXX8+nfLmy7N+/HxHQi8akM4joTUkUjckgGjUgzL41RUjeZipjjcGULMPMKln2wa5eWs+4TCJZjoUg2CS5TEAmGLUX7F8ErOvb17Ppz1RfbkoCycm8zVJGJliStQxymZBCfcGYLHWsZBRFoxaF1PVuf62ak/V9I6X7j+l+kRgfQ8iduyTEx4BBl5z0xiSYkyE52d+XnN53zO2lQn5BtLoXSV3PKd0bnN03rGW1FDfYalHYh+e0LqvXW1LyvdJYRtRpkpNBb9SQMJUx/xbty+k0oNNmXpJ4btj3LyV3sqxaS7J+NkTGJXDxwVPjNWvTvml/zcdJq3E4hg6/UzoH5vOQUhhsZ+dZ6jloTnoNgl5jO751SbZJr0XUJhlTUrwxJcZZUscG1Tm89ltIjKVFixbkzZuXoFw5GNWzE1GHfkV3aqejTE6Iiori+PHjtOnQxfEZkF7Mx836+Dn7ArIvb0qiXJlispwnqSRXglzJwyeRxCVqbPJEmeK5yUYO+7Zd+fVnaVN6/zOUHM6Ji75I7d5VUswzpUL5g/n951UUDM7HwIEDs2VEmVq1avHvv/9mtRhuXnHc5h4u4Ny5c2578Szkq6++Yu/evQwcMYbtG34CICYmxqbMf//9x4oVK3h4+wYPH4Vx/NR/+Pp4s2TODKpXLk+xQgXx906fH4vUYtSgEPBQZu1llyPAn4hnaVuF12i0qFUvPmxqWqhaqTybt+/kxo0blChRAoChk2Zy8fpNBAS+WriY2i5wPFmsUAFu3c08TQqDwcDTiKds2boVT08PPvnkE0qXLk2OHDlYsngxoaGhbN68ma5du3L9+jUaNW6cabK4cePm5UdhMs/QGQwoM9Hhb3amYqlinNjwPcfPX+HJ00iOn7vCwg3bWLTpd8oULsCYSZ/QrFkzvvzyS0qUKMGYMWNSdI58//59RFGkWrVqL3gvMheVUoFcJiPB7Twzy/Hy8mTu9Cl06T2IM2fOUL169awWyYYqVapw7ty5rBbDZZgXKVzVlhvX4J6kcAHnzp1j5MiRWS3Ga4u3tzerV6+mQYMGDBw5FjCq5ZtZsmQJ48ePx9fXl3IlilIwfzDvvd2JLu1akSvQyuGcdQi/TCBJq0OlkKfoZfxFERDgR2RUNKIoplr7JyY2lty5XGf6khkMfLcH3yxbzeeff86KFSuIiYlh2fpfqVq+DGcuXiEkJMQlkxRJGi3e5jC0mYBOr0et9iAqKpo8eYKIi4ujWrVqDBnyPi1btgBg/PjxAPx35kymyeHGjZtXA4XprVmnF1G+nnMUgFHbqk6lsmAw0KFxHfp1asHf/55l1+GTDpEK/Pz8GDx4sGQ75mhSCQkJmS7zi0QQBNRqJZosNEl1k0yeXMbwo3q9/jklXzyVKlVi/fr1WS2Gy3BH98ieuCcpMojBYOD8+fNUrlw5q0V5ralXrx6zZ89m4sSJAHw4ehQ5AwP49/RZ4uLj6dy2JT/O/xx/s/NHO+dvgt5qgsLOkZyNKqf9RIadGrIzEpO0eKgUtvWkHJVZObs09y1pCGHvXFOif0c/mjpy+vuh1WoJDw8nd+7cTmUGuHv3Lof/PcWsj8c6mjakQFbEL/HyVJPD3we51vjieOPGDQCa1a/FmYtX+PKzT9m8+kc+++pbypUrl+5+bt25R41KrY0/LM5MjePC4jzM2oGmZawJNnWQK2zOtbGMiF6rxdPTk759ejPjs5nkyZMHuUxGjZo1uXb9Btdv3KD7O90A+G3rVnLnzk1Ajpz06z8AD09Hp3CpORfORq55VcDeaaZNmVT0IYXUJJkz55j2/aWmPuDgFFOyTBqcYkrJJEiq8jpxjmnvuFKijqOTS7v6BgMggt5gew9z1ofUfU2qbQn5bepJ3e9ScPApuS9S/ZqRcE7pcH+1N0kAaeeY9k4xze3ptA5lkn8n109uU+JDwYkTTXt5U3Q2+TxS4zhTqozFGaYMuahD1OvQJiWgRmnlRNPsjNTKwahZbpnjvtk72Ew+plrLNqf7ae5Hn/JHsORz1GB7DkTrjzZzeSfOT0W7+ua8ojl86N+yDv1b1uFB2DtcuvOARVv28L/jZ1n93VcpTlIUL14cH28vTu77kyblnIRhtHsA2zhPToMzydi4BEIfP6ZE0SKW+1TysyYV7ZjK2txpJK87Ayq1mgStHlGmSJY3G310pcn5aCoR7J/DTgWQOG5pdfzt5N3J8s4nyKhYthR+vj788ccf1KpVK8U6WUHlypW5cuUKiYmJ6Y6m58bN83D7pMggt27dQqvVUqpUqawW5bVnwoQJzJo1C4AcAQEo5HImjRnOym/nsOnHhckTFM9BFEVC7j0gPCLSpfIF+HiSNzDrPSE3rV8LhUKR6lnwL7/8Ej8fbwa91z2TJcsYoihy49YdShQrAsDly5cB6NK6Gb06t6NimRKcu3yNypUrM3PmzHT1odFouBcaRvFCBV0ltgOiKOLl6cn7gwZSulQpHj16xJtvvglA7ty5qVOnDkeOHqVR48ZERUXx3bff8unUKXw198tMk8lN9sTDQ03h4Lx4eKizWhQ32RiFTIanSuGyYCuvIvlz56BljYpsmTWG0V3bcOTCNYYNGybpDyAuLo7YuHiiomMkWnItT8KfUqVRS8rXaUL/EWNNz7nb/Pb7/zKlvzw5c5AjwC9T2naTNjw81HRu15pVq1Y5mDBnNQULFsTHx8fynvWyYw5B6qrkxjW4JykyyPnz5ylbtqxF/c9N1vH333+zYsUKAvz92LV5DTs3rOKjEUN49+3OqTJrEEWR2/ce0HfsVEo2ak+ZZl1cKl9QgA/5cmT9wz8ody46tmrKsmXLJENPWiOKIitXrmRYv3fx8fZ+QRKmj9i4OOLi4/ExhZhbv3491SqUoU7Viqye/xkr583gv10bGTFiBFOnTuXOnTtp7uP27dsYDAaKFS7w/MLpxMvLi+rVqhIQEMCaVSsZPGgQ27ZvZ+LECcTHx2MwGAgOzs/OP/7HwMGDkcvlNGjYiM2bNj33fLp5tfD39aFh7er4+/pktShusjEeSjk1CuXE18P9nvI8BEHgi/d7sHBMXxYvXsy8efMcypgdNLdq0iBTZbl28xZvdO9DQmIivbt3Zd3mLdy5d59ydRrzTr/BnDl73uV9BuXKSd7cuVzerpv0MWJgHx4/fkybNm2y1fNdEAQqVar0SvmlcJP9cJt7ZJCrV69StmzZrBbDDTBnzhxu3rzJ2KEDjZEAUlKVNv3VarVs/G0nV2/dJjw8gj0Hj3LnQSg+Pj4EBQUREx1l8lhvUqN2ZtrhRO0XjB/7kXGJ+Hh5olIkq9Zapk5kcgnVf0ezD4d2BZmV6qCVR3CLXPYqx8a/77/XjVY9BvHLD1/TdcjYFOV+9uwZCQkJlC9V3NbU5TlqkQ7yZkacdDt8fXxo3qg+azZvoWPPvvzxxx98P2OCjSyeKiXT+3Xih6VLWLt2LZMnT051+wkJCUyZMgWZTEa5YoVsTXbMZh8Wqw2zynSyyqzldJpVbyXU6x+GhnL5ylWaN28OQIUK5fnmm2/wNE28fPftt6jVag4eOoxGq+XUyZPEx8cTFfWMe3fv8uTxI/LmzSdpmmHeJvWiYz47qfUhnp5IRql1JuWs6YyOIkdTEsEhT6p7mROhHMw80mLqIFFP2iREor7BgEaj49mzSAL9/VEprY5OWkxIpMrZy+IK0w77cmk16bDbliqVf6s8B5V/6zx7kw5nskmYmUhhvy9SnxepMgFJo7mHuU1R55hn+d/KFMQim8VcwzbPxhTEbCIjJZN5X9LpmDNVpjr259K6jDmkqC45fKbDObN+hpv3Repc6/X0q1+eWyFNmTBhAjqdjo8//thyvzCHL42JjXvOTkmZBpiOq5Vav6WsIOPE6bPI5TKu3Qph2EdTCA4OplPnLvz4449UKFsGuTLZgXWvwcOoXqUyPbq+SbtWLZw/ZyXeKxyQy9BqtcTExRPg54vM2iTRVdhEhXEir/29QKqsxTQpZZPX1CBlQpJixBabdy77PKvnRAYnFMz9Vy1fhpXfzqX7oBHUrVmNYf170+PNjijzFs9Q+66gTJky2TJEarpwZehQtyKFy3BrUmSQa9euuU09sgnr16+nfevmfL1kOddv3ZYsExUdw7J1m2n6Vh+CKjWg/4dTWf/bH5w8d5FWjerx24/fcOfOHUqXLk3rRnVdJpvOYOD8nTCi4rKHo61m9WvTomFd5i/7yWm5sLAwAPJkc6eZZny8vUlMSmLFihV4enrSo0NriTJedGnVhJUrV6LRpC4efEhICE2aNOH3339n48LZ5MuTOStNZSpWof/g9zl67LiNmnHFihVp3Lgx3bp1IykpiT927qRBvbqcOX0awPL30sWLmSKXm+xJZFQUuw8dJzIqbdF63Lx+HL8fRWhMYlaL8VIxo1dbJndryeTJk200Ksz+jooXKeSyvhat+Im6rTtRv10X6rTuRO+ho3njjTc4efIk9+7dA+Dho0dUbWCcwO7x9puULlmCq9dv8GbPviz+cVWG+n8Y+oiHoY+IiYvn4pXraLRu55nZhTfbt2H19/MJ8POjz/CxDB8/lahscM8vVarUKzNJYY7u4arkxjW4NSkyyLVr1yyrnm6ylsDAQDZu2U6ePHn4YsFCFsyYxPHTZ9l1/DynTp3i7t27PHjwAIDWrVszZWo32rRpQ6VKlRzaunXtCg3efMPknM4xRryF52hQmNHo9CAIqBSpuOTS4sRJqp793GMKmhVdWjdj1LQviImJwddX2lfG48ePAQjK6Y9g0Nmu+thjL6/177SsxqRT6+LBg4fs+PMvvv5sCvOWLKdHjx74+nhL9j9u0LvU6NSHIT3fpNf7o6lXrx5eXo5OJxMuHuCr5T8za9FKcucIZP/Pi6hesRyIBstkueSuCRIryfbHzmZFCY4eP4FGo0EulxMdE4NMJjPGnweePn3K+fPnLSHxPv10mkOXHTt1pkiRok6PUVbg7IHtzCmmM1LlcDON9R3bcyxj3uTMSabkClxqHFg60z4wSLQtGhAMOkA03ock7kWp0miQ0rIw2MmbWmeeZiwr4Klziulwj5XSknBoO43aElqNQ56kdkR69iGF1fiUMDugTPNaqzOtCpltmxYtDdN2g06LLikJUU3yynNqtSyc9C/YbRPT6iA0PZouOGpC2DhCNWlTWOpZ5Zn7MWhNzo715v4lNIJkMoY2rsqsTXsYP348H330EWB8fwgKCmLWkjX8NHdqmnZXypnm7G+X8MkX82nbti3vVarCkCFDAKNDcEEQWLhwISVLliQi8hlTpkyhb9++FC9uXEk3GAyMHTuW0RMmExmvoVKlSjy6e4sHD0PJkzs3Qwb0NT5LEJgzfwF3HoYRHR1NTEwMN65f48bNW9SqUZ1/T55CEATOnzwGgoBGq8fDQyblfTtt+2uPPJXjQ+7kXcOM/Viz/p1OrYpU4ew9yFLGiVaFk3cjG60Oq356vNmR7m924sc16xn/6ef8d+ESB37/BY/gEunYAddQqlQp1qxZk2X9u3n1cU9SZJCrV6+6NSmyEV5eXixatIg+ffqwZvNvgNHBT6NGjWjSpAlFihShbdu25M+fP8U2/ve//3H/0WNqVHSdGY9Ga3wxsjb1yGqa1K2JXq/n0KFDtG3b1iF/9+7dfPzxxwDkzpnjRYuXZm7evoPBYECn13Pv3j0GDRqUYtlKZUoye9xQZixcwapfd1KyZEn+/PNPihZN/sh/+PAhLTv35drtu4zu252pI/rj4+04keEKtFotYycaTU8UEhNZZq0KPz8/IiOTHbp2e+cdNm3ciFKpZMmyH/H0zLzQqG7cuHl5kQugz0Y27S8Lvp5qKhTIQ2DR0iQlJaFUKsmdOzfTpk1j+PDhDHqrLQ3r1Eh3+6IoMnfhUob1f4/vl0trNgYGBlr+nzRpks19XiaT8fnnn/PTTz8xffp0y7a8QXkIfRTG7r1/M3LoYB48fMQnn30OQMuWLbl8+TL3798H4N+TpyyyRJieL1q3JkW2QxAEBvXuScliRWn1di/+PniEdu9k7STF9evXMRgMyNIbvSibIOA6Kw23IoXreLlHVRYTGRlJeHg4JUuWzGpR3FjRu3dv/tmyhjUL53Jy9xbu3LnD2rVrmTlzJgMHDnQ6QQHw/fffU6tyeTq2aOQymTS67DdJUapYYYJy5eTw4cMOeREREfTq1QuAESNGEPEs61ULn4ePSWtiyap1VKxYkZo1azot/+HAXkSe3sPp06cxGAzUq1fPolYbERFBq1atiI6N4+Rvq/hywohMm6AAGDtxCqf/OwvAtMkf27yUAvy5axeTJ08hMjLSovlTpGhR2pgmlzp1eTPTZHPjxs3Lj1wmoHMWR9hNipQrkIerV6/i5+eHXC4nPDycAQMG0KRJEzr3G8bx02fT3XZUdAwxsXHUq5XyRMcnn3xi+X/aNEctOi8vL0JDQ4mIiODJkyfEhN0j5NJZtm5Yy7F/T9K2c1cGDhtJqxbNiI2NZffu3Zw7d44C+YPJYxeGXCGXIwgCSRr3JEV2pXH9OlSrVIGeg0fw448/ZpkcxYoVIykpyTLZ5caNq3FrUmSA27dvExgYSEBAQFaL4saOJl3eTVe96Oho9uzZwxfjhiIg2qjpSar9pgEvtQp5alUdrXFi/uHgfEuqfAqrZwJQu2pFjvyzB/2drsgLV7bkzZgxg6TEBLYumk3dTu+yZvUq/vhpMbWrV5ZsC6zUglOlCunkOEiZSKSC85euWtT4K5Uuhv7RjefOwspkMip7xzN5UHf6T5xFbGws4eHhtG/RmEcPHnDg50WUKV5YWj4p2UzH2nJezH/lKseyGFeuPv96IT+sWAXA1k3rKV26NJHRsTblSpQowddfz6dUqVJ06NiR69ev8/sf/6NAgQK0bNWaMiVL0OLiRRYvXUqlylWes9eOSFqs2IV+lzLbsP/mSatph6WeE9mcmWZI9We/yRX2oQ4ipNpZpK25hGQZi2NeZ44zpc0uBFGPQiZDEHUIegn/KlImKE5MOVLcF5v6dmYQThxJpsZsw1ZcCeeJDnlpc3xpL6eNWYATsw0Hcw0nZn6ilLmIE9IyVWBvTgE8x+xDwoGlTI5Mr0OvFRE1grQTQrO5iKRJh71avZUzTbvyQiodZ0qZcFhIYYyl1qTDYPrfoDFeW2bTDgC96eNbtIyd5z/Xxzatwc1Hf/L4sbHPHk1q8/WGbWzbto22bdvSa+AIVk4cRMNuvW3qnTp7nmETp6PT66lUrjQDerxN/Tq1be5p/54xTnAEl6qYYv83b96kevXqVKhQgW3btjFnzhyHMmq1GrXaNhRxp249efzWO9y8eZOIiAhq107uOzAwkG3bdzBz5kxOnz7NnTt3qF61KnmCggh/GgkyucXcEKzuCal9JqfXLCQtTrfTYgoCaTIBSZUzzVS/nzjrV6IN+weOYHeNCQK7flnHR5/MZNCgQUSF3mXUkP4o8xRJpTyuQaVSUaBAAUJCQihUyHX+WbICmSA4dZCd1rbcuAa3JkUGuHPnDoULF35+QTcvDdu3b0ej0dCldROXthsU4EPNkpkXtjK91KlWmRNnL6C3eiG/cOEC33zzDTGxcZw8d4mHYU/IGRhAm/fe537ooyyU1jlbdu6iQe0aFC6Qn9/+2EO9N97mydPI51cENv2xl7p166LRaKhZsyY37z7kjx+/cpygcCGiKPLR1OnMmG184Rw7cjhtW7cif3A+ypa2NSGTyWSMGDmSGzdu8M2CBfTt249ChQqRlJTErVs3iYuLI+TWTVo0bcLdu3czTWY32YugnIH0bNeEoJyBzy/s5rWmZICSQr7uEKTpoVjuAHaO7sG4NnUZ3aoO1x49pXLlymzYsIE///yTaqWK0GzsFyz5aQOxcXHcvH2XXsM+pFGXd0nSaDh36Sprf9lO07d606pbH6KiYwDYve8gb/QcgKenJ3nz5k2x/zFjxnDq1Cm2b99O5copLxRIIZfLKVWqFHXq1HGY8K1WrRpbtmzh9u3b7NmzhwcPHzJ2/ESqVKpAvrxBaT9Qbl4YAf5+/LDgS8YOH8xH02by1/6DWSJH4cKFX4l3DgHj3JBLUlbvzCuEW5MiA7gnKV4tRFFkwZezaFa3OoXy5k6dU8zUhIczIRluLqX6kqv0aQhnJlVeos06VSsSGxfP/87fo1Oxamzfvp1OnTrh4+1Ft/atOfjvaXLlysWJM2cpVaoUsxYsZfHsqZKrFBYZUrMvqSEN9RISEvnrwBHmzZtHzZo12blzJ19++SUb//iL4b3fSTmcmImShQuweuv/qFe3DqWLFuLvFT9SOH/KL42Ao0aFlbyixDZ7VqzbwHdLlwMwfMhAPp9udMCmVqlA7vgxMXnyFE6dOsWTJ09o3LQpAKNHjWL9z+sAoxrwxIkTuXzpEgUKJq9qpKTh7eyIpNZ03ayl8LJqkVtrWQiWbcb/rN/nhZQ0Iqy2pcrJpJ3WBGByfvmc+pYyTrQerFcJUyOv1O9UaEk4hIq00VpwEirSrh1reR21FiT6lVoFNa+mZ1BeqbbtV9ilVtxTUy+9CE607qSeJfblrX8LMhkepv8N2Gln2D+DrNp2cPDppJ7gzNFmKp6lTh2UWp8zra3DTIO1BoWd5oTeymTB3lGm3u63zb5IHHu5UsFHzWsiUyn4qHVthvz0P0YOG8pb2hvMWbmBrSVLMnLSDGZ+s5SoqCiCgoKYNGkyC+Z/BUDRgvkZ1q8ns75dRoPOvejbty8zZ86kffv2bNiwAW9v7xSPTatWrejSpQs3btygb9++KZbLCC1atGD4iBHMnTuHY/+eoGrlSjaaGVKaBU6xezd5Lk41FFNoI73OuZ3hxPlmWo9BqrRPMvBFKwgwa8pELly6Sr/hH3K/Sw9Jn1aZSeHChblz584L7dPN64NbkyID3L171z1J8Qqxd+9eTl24wvjBvZ9fOI1cuveYy/ceu7zdjNKgZlXaNWtI7969OX/+PJMnT6ZpvVo8PrOfH76cxv/+PkjHjh3JkSMHEydOZOXmbYQ+fpLVYjvw38XLaLVaDh48SO3atZk5cyatW7dm444/U1X/gz7d0Op0dGzegAM/L3r+BEUGeRYVzbAx4wFY8+MS5n8xy7LKFfoojNBHjhorWq2Whg0acuniRXq/24shgwbxy+ZNfDB6DNevX2fcuHEolUru3Xv5VzXcpI4nkdH8+vdxnkRGZ7UobrI5YYkiDxNe0tnEbIZKIadyoSCSdHrGrv+TtWvXsnjxYlavXk2nTp2YMWMGS5cuZceOHej0ev78+QcCA/yZ9c1Sli5dSr169Zg4cSJVqlR57gQFGNX7t2zZwrlz52jXrl2m7Vfr1q2Jjo5h8PBRdH23DwcOOfqrcpO9kMvlTBo7krAnTzhz5swL7/9VmaSQuTi5cQ3uY5kB7ty589LbYblJ5osvvqBquVK0qO/c4WJ60Gh12VIFTCaTsXbB5xQqVIjq1atz6dIlPhs3ApVKSdiTp1y9dZs2bdoA0L9/fwQBNv++O4uldsTsifyXX36xOBnr1KkTR06dJSEx8bn1ixYM5tGRHaydNw0vT4/nls8oOp2Opo0a8NeOX+n2VhebvKeRkTyzc1T633//Ua5sWT77bAbvDx2GQqHg4IH9fDRhApOnTqVEiRLI5XKC8+fnvsn5p5tXH71BT1xCIvo0+kRw8/oRrYOnGvckhasY2bI2w5rXZPWhs0yfPp2hQ4fSr18/qlevTs+ePenTpw+nTp1iz4Yfad6gDvOnT+RZVDRXrlxh+fLlaDQaDhw48NwJihdJzZo1OX/qODOnf4K/nx+t3ujIkOGj0Ol0z6/sJsuoUbUyPt7e/Pbbby+870KFCr0SkxRusiduc48M8ODBAwoUyH5+BtykDcPNfzl08j/27t3Lpu8+N65oS7zLWdRZU+F8yV4dV2cQUZhVSFNjIuLEtEOynIRqpYNqYgrqkH4+Xvy2+Es+mPYlo/r3pE7ViiCKqFRGkwO5SeU3R44ctGv3Buv/t49RA9+zbVpKthdg5mGmVlWjna6/ny+zZs2icuXKlC5dGoC7YgBlsHVEKXUs0hy9w17O1DpLEmTkypWLXVs3SuYZRFDajZ/PPvsMf38/5s6dw9///EN8fDzTp0/nww8/tLEzzpcvmEePQm2Gb1pMMtIboTAzHGamBakuzDJJOd605NlsszXzEKwPhtlswt40wzrP3jTDOk9vZ65hNangzKQjuZ60k0tBqwXRgKBJQtAmJGfYmTGIqTGDAEST+YSkuYa9KYeU48PUmItI5aUkm5189vXszTWsVffN/zvLM+gzZu6RLEfqVM0Ndm3I0mjS4YznmXvoNHI0yNGIeklzBvM2Z6Yk9m3ayptGB5+pQWKMmM07LOfX6pjam3mIhpTHgxlBLnN6rs37bD+OZBiY0bkx79WtyI3HkZTKl5NZvx9iyJAhADRv3pywsDC0V0+iMTyhWGIiSoUc1V2jo0ylMnv6B6lQrRbegbnJX6gorVq3YejQoRhEAz98/530OX4Oku8GUmZrkpVTYS6RFjORtIbJTG9YTfNYSe87UBpRqj0Y3O89vv56Ps3rVKNB3dqocr2Yb5OCBQvy4MGDF9JXZiIIglMn3Wlty41rcGtSZIDQ0FDy5cuX1WK4cQHTv1lGpTIl6NKqcaa0r9MbkicpsiFFCgSzbfk3NK9f27LN1/TRHh2drEpetGhRwsLCENP7NZtJeHioufnvPkLPH6N79+7069eP3LlzIwgC69aty2rx0oRBbxtz/Pr16/zxv/9x/fp1+vTpw+pVq6hTty4fffQR27ZtA+DYsWN06dIFlUpJZETqnIW6cePm9UHGy+s7JjtTMigHb1QpRcmgnHzXrwNDmhs1MY8dOwbAjQdG88jc/r70alabGWt2cPTo0SyTNzUoFAr0ej0DBw7kxyXfs2bdelatebmeo68bn4wfS+3q1ejcsy+btm57Ye9oefPmJTQ09IX0lZnIBNcmN64h+341ZXNEUXRPUrwi7D/+f/bOMzyKso3C98y29FACoXfpvVdRkSoIikpRFAELVkDFXj47ggiCYAcRRFARG4qgKL0jvfcOCZC+2TLz/didzezsZLNJNg32XBckmbfO7OyU5z3nPFv5e91mXnniAa+Xw2DC4XRiCjA1W3GB0WgkPCzMK0iRkpJC2bJli2WkuFqVSphMJiZNmkRaWhqbNm3izTff5O233+bhl97hz1Xri3qKAPz251/Ub9OFW+4YSrLb5V0NSZYQVXe5K1eueH7/6quv2Prfdrp06UJkZCStW7fmzJkz3HrrrSxevJi1a9YQWyq2MHYjhBBCKEEQ9QmCIQQRpSLCeO/uXrw4oCt9+vTht99+Y/ANrT3lUx4ZxMAuLenbty+nTp0qwpn6hxKkkCSJwXfeQZPGjXjyqWfYuGlzUU8thGwQHh7OD19/SbeuXRj24GN06dKFpUsD8+TKDypWrMjly5fJzMws8LFCuPYgyMVtSbSE4PLly5QpU4aUlBSioqI8251OJ6dOnSL10gVkWcbhcBBXqVpIFlJM4XQ6ade8MQAbFn3p+/KdW623Dh1SlmXSrDbMRgNmUzYKq9zQAvNJIfRLQdSUNe0xkPpNmvPDDz9wedcaOvS/h/Ytm/LFpNddFRQJTG7lHnktCwCyIDJg2AOs2bSVzZs3M3v2bBYsWMDhw4dZOP0dbu95o38ncPVnrnyefvbPk0teFYTybHP/VP5OSk6mcafu1KpRjd37DtChXRt+WvgNgiAgG8wAnDpzhvDwSMqWLYMsGpFlmU8//5xOnTrRqFEjnJLMiy+8wMIF33L69Gn+/PNPevfu7epDlvn2ux+4uafLR0Rv5VS55OsdgUDuBnp9BrJykFfZR6ByDZ8ydzu9uWkzebjmEEBGDPe54VWmyDTc0gzBS+4he2/TkYRoJR2CjlwEpy99HcmJ1ebgVMJlqpSJwSLIXmWu+u6fqgwIPrINu02nnXscR1aZdpueXESbcSFQ+YW2jqTN9pFNO22fkl5ZAFk5/M7Fj5TDrwREZx+EPAaq/WX6UALrOUk4kjCQjoGK2LzLNO1EHUlHIHIPUbVv/qQnPnPM5cKAP2mOPxmPkvlDr71WhqOGqJHBqPdFdN/PDW5ppKi6v4tmd1lktGuD0XV9T0xOpdWjbzGwSytm/Lwi23GLEjabjczMTKKiohAEgalTpzJt2jTOnDnDd/PncfNNN/o2CmThwt8Nxl/mogDr56mOXv1ApCOFJOXIC/78awX/e+c9tm3fydy5cxk8eHCBjeV0OjGbzRw5cqREJhJITk4mNjaWAyfOEB0TE5Q+U5KTqVutEklJScQEqc9rFcX3W1bMcfbsWSIjI4mMjGTdunU8//zztGzZksjISGrUqEHjlm1p0qodLdp1olq1aixYoKM/D6HIMWvWLLbs2scHL48rMHaAIAhEhVuyD1AUY4wZeQ+LFi1iyJAh1O3aj7MXExh+14CinlaOmDNjMuHh4UyePJk333yT/fv3c8cddzDkyRf5cPa3RTInSZIY++LrpKalMe+zj5j41mssXf43p06f8apXpVIlypYt4/lbEAQefPBBGjVq5NnWt18/zp07x8svv0zbtm2JiYlBlmUqVKjATd26Fdo+hVC0CDMbqVOhDGHmkndtCaFwEYvTE6AIoehQNiaKm1s2YMO+I0U9lWxhNpuJjo72PBM9+eST7Ny5k65dOnP7XYP5+NPP2H/gAJcuXWbWnK95e8JEPpr5Mfv3Hyh2UtBrET263cjKpb8y5M7bufvuu5k0aRJOnaBpMGAwGChfvjzndDKSlSSEsnsUT4SebPKI8+fPExUVReNGDdmzdx/l4uLofnM37hk8iDq1axEe4dLzGw0iH3/2Bffeey9VqlShU6dORTzzEBRc2vYXLzw7nqG39qJTq2b6UffcGEVlE1nPtDs4cf4SVcqVJtySg1lWIUTn/ZpranDPbX2ZNms+e/7bwohBt/HA0IHUrFrZb5+evnM1KT/5zlVlly5fwWIxExEe7jeoFBMdTZtmjTmwewf2c4cxVajNnDlzeOqpcox98wOqVIx3MSr0oLfqp3OcPMdOMw8Pi0IFSZIY/fQLzPv+R+bMmUPNZu3oFhVH+LMv0bLTDTz00EMMv3sItWvVJDklBUtYuHeOes3BbN++PWOfepqJEycye/ZsnE4nT44dx6NPPInBaNI99loGhbrP/GrV/bVXmAzKeHofmzKngj77laEN7kkFao7p2aZhTXiXOfXromJL+GFiKGwHWc1ecGetQYcRIUtOUq129p+7TL1y0UQaVQdWYTs4vNvrbfOMoRrbw0ywZe2DYkqorFY71e00K9lOTV2vOoEwKfyulquNM7NnRGj711st92d4qT8/7xPd3wp8IPBnnOkPgkFQ/a41sPTtUzSI2AURu9FEpGTPsZ2W8eHFHsiGXeHdPnt2h5aZkN042bUPBP4YLoEiu8/G61i4j5M/polyvgpi1nlboXQsP63djizLxVI6mZmZyfHjx6latSrh4eGAS07w0y+/MmLECMY8Pd6rfvny5bly5QpP2Z6jWrWq3N6/P4MH3Umzpk1d++e5f/r7XPzcYwM12vSp5Oe5Iqf6uSkLFgIdQ8v40Nk3g1Hk0+lTKV8+nvHjx7N40fd8+fEMalSvhjk2LijTzUy+BEC5uLIlPkgRQvFEKEiRRyQkJIAsU69uXd57521uuqGrvp+BLNGqRXMOHz7MSy+9xIoVxZPedy3ilQ8+Id1q5d3xjxboODa7gzOJSVQsW/K8AsxmE9v+WOj6o4gfprbs2EX7XrcDUCo2hto1qlGnRnWaNKzHkw/cT1iYxav+/kNH6H5DZ8/fYWFhTJs2jQsXLjDy2Tfo2rYlZUsX/GdyISGRB8a9wB9//8uX097nnnvuAaB27docPnyYDz74gM8//5yJEyfyyYzp1K1bl6pVq1Klsm8wSIEgCLz6v9e5977hvPryS+zcuYOx454iOrZUge9PCMUHaTYHe8+nUCU2nEhj8cwWEELxQLLBwpmwGJqmXyzqqVzzWL/vCB0a1iqWAQpwBQnPnDlDuXLlPEEKcDEs5s6dy9SpU9m+fTs7duygU6dOtGnThrS0NFauXMlPPy5i3vxvmTJtOh07dGD+3K+Ij69QhHtz7cJgMPDO66/Sp2d3Ro5+nOu79+LHBd/Q4Yab/bZLTk5mz549nD17FlmW6dChg67/3rHjJ3hszDjOnD1HYmJiQe1GoSCU3aN4IsRKySMSEhJo0aI587/+iptvutGv4aLFYmHE8PtYuXKlbrRRlmX27dtHenp6QU45BBV+++03Pvr6O94c9zCVK5Qv0LEc7tU6QwGZcl4rUI7fEw8M55lHHqBpw/qcvXCR/02axrhX3/KpX7VyRVasXueV410URT766COcksR7n84p8DmvXLeRFjf1ZdO2HSz66lPuvmOAV3nFihXp2LEjcXGulY30tDQkSQ7YwLVmrVp8NXceW7fvJLZUqSDPPoQQQrhaoHiuhMj4RY82dWuw+/iZYiuNUNKOZycRKFu2LDfddBNjxoyhTRtXNpPIyEh69+7N1MmTOHJgLz8smM+RI0focmM3du/eU2hzD8EXXTp1ZM3fS6lRvTo339KfhQsX+px7ly9f5n//+x81atQgNjaWDh06cPvttzNw4EAqVarEddddR5s2bXjzzTdZsWIFY8eOpW3n6zlw6BD16l7nWrgNIYQgI8SkyCMSExMpW6as7+qy9qbjpmMNuPVWXnzlNZ58/DEWfPc9CQkJzJv9BampqXyz8Hv27N3H02MeZ+IHHxbSHly7OH36NMOH3cMtN3bm8fsGZRUUEJ3P6aae+qQgDWC83ObZ9ms0FUjfeu09lEKdByo/dGm/qc1zmJv3uK4xGtWtTbNGDfhl6XI2bf2PsmXLAvDZZ5/x4IMP0qF1C4bdeZun+StPP0nXW+9i9YZNdK9Sz7O9fPnyDL21F0v+WcOE557MmpN7POUYeh0f7c6ovveywehdxy332LZzD7fe+xBt27Zl/vz5xMfH6+7m9i2bOHjwIOOffopBd93Fnn37PZF4WRlHrUrQtNeTWijb1A8iWpmHup32gUXvU83NmaheSVDG0co+XPUC79OfOadBp1BhxKvNMZVfBa00QzUxPbmGjymmSj4hOG3eZQq926nS/yvGl26phaQ2q3R4l+nKPbTyDffvznQHssOGM/kSzgzVp6aMo/zUkW04bXavv9W/KzIG3XZKHZtaeuJdX9JIO0At15C96qgh65zMkkZiEYgMw1/77PrwaaczF2UcRW7hb9zcQtunWtLhD6KfL4YiPxANAhlhDmxlwki5kIyoljKp6vi0d/ftZabprqcn81DqKaaR+pIOb4mEqCMT0ftb21egUhBtPfVnr5Qp29R1lfNTK/uQbA7P/kme77qrjtNp85hnygZ3n+rvt5vt1KlRbab++BfHjh2jZs2aAe1HYcJodO2DOsAfKCxRsViA2+8aTJsOnejbty83du/Bsj+W0KxpUz8t8ygF8dro53nET++Fgdw+y/mFz/NIzn3HlSvP7z//yMiHHmHQoEFMeOdtnhrzJOXLl+O7HxYxd/4CZFnmnqGDad+2LQ0bNKBq1SrY7XZW/PMv23fs5MzZs7z77rukpaVRLi6O+++9l+fHP8Nrb7xZ4oMUwUwdeq2lIE1PTyfCbXEQbISCFHlEQkICcSpzu5xQtmwZprz/HsNHPcRfcXGkp6djtVoxm83cektv9uzdx/SPP+Pl/70ZcoMtQNjtdu6++27MZhNfTni5UGhZTveDur+HyRByhslk4vsvptGhz50MGjSIP/74A6PRyKhRo1i7di2PPvsqNatVpVP7tgC0bNoIQRA4evykT1/lypQmNS2jwOZ6JSmZO0Y8Qt26dfntt9+8KLMKZFnm+eefZ/LkyVSIj2fM449RunQpZGSEYuwcHkIIIZQ8CB4mhUCIT1G0OHH+EkaDSIUKxVMGIYoigiDk22yxatWqrF69mpYtW/DAQ6P54P1JdOrYIUizDCG3iIiI4Js5s/hn5SrefPc97h4+AoAK8fGMe/JxHhx5P+XL+y6mDB08iKGDXQt6aWlp7Nm7j+bNmmIyuYJuZcuW5fS584W3IwWE0BN63hAdHc26deto29b17C3LMq+++iqPPPJIvq9xoSBFHpGYmMh1tXQi4ILOcqEbg+68E7PZwpEjRxAEgWF3D6FM6dKYDCLvvP4a1zVpQd/evfhsxjTqNWtVsDtwjWLsyHtYs2Y1y+fOzAoy5TZNVXbI5sUyPCyMyuXLIhhMWSvjBYRAovX+2Ba6LAK/x8fPeLlgWQT6yFyjahW+/WQKPQePYPjgO/jym4WYzWZmzJjBsWPH6DfsQX6b9zkd27TEYrFQpWIF/l69jgfHefdz7PRZyseV1TW51DXE1KzieR0f0ZtJ4ZRh1LgXSEpJYdXadboBCoAf5s9hwoQJvPDseMY9+ThRMbFIkoTZbMFgNCILoor1oLOqK2dP39ZLM6plUPhLRaptAyAFcOoqR0WPxiyRfUpQPfgLIGalEPX+qS7zmGOqWQ/KOanHpNCmEnXaVe282RWCwnbQYVTINqurSMWWULZ5fqpMJ7UsCaWOq567Dw0zAlwrugYHxMkywqV00h2ZXmWgZj0ExojIYlk4vP52bXO62/kaXzptWuNMVepHDYNCj30QiAGlHsvCH/QYFIEgN6aL6n3JDROiIBgY+mVZ16mMCCcOIkk+nYJBkjwsCQV6RpFZrAnBp56yTR1817Iy9Aw+PWWib5+i2deo2uBmJvg36gzc6DO7epDFiFCXKUxIgyqDjvYc8TJsNXh/F2RRff1xzdMoyjicEpMmTeLll1/2mVdxQNWqVYmMjMx3P9HR0cyYMZNHHnmEe+8fwZ4d/3mZQnvgjxkR8HNT9s8j/kw4CxRBZVD4OQ4BSocEAW688UZuuOEGDh48REpKCk0aN8Ks95noIDIqijZtWnttK1u2DDt27w6ofQhXH3yYuJLEW2+9xYABA/IdpAgt1+URrty6uWM8CILA7QP68/TYJ3lqzBOUL1fOQ6urWqUyC+d+xeGjR3nxtdcLYsrXPD7//HM++nohH746ni5tWhTauDERYdSuXD5kphMkdO3YjtkfTuC7X5bQq1cvUlJSCA8P59dff6Vly5b0GTKCJctdBrWvPPMkC378hblz53r1kZSSSunY6AKZ32vvTeHnP5Yxa9okqlWrplvHarXyzAuv0L3bjbz8wnNERUUBrgfqdm1aezwqQgjBH2KN0DXWSWxouSGEHBCenk61o8cw+Akeh1A4aFjV9eBeqVKlIp5J9qhVqxalguRz1L17d3766SdOnz7Nr78tCUqfIeQPgiBQt+51tGrZArPZnK++YmJiSElOCdLMigaK3CNY/651BMtvJxSkyCOSk5OJjg7uS86tt/TmhfFPs+inXzh50peiHkLesWbNGh555BEeGjqQh4beXqhjW212UtKtOVcMIWAMHtCXpd/OYv369UyYMAFwGXf9/vvv3Hx9R24bPpoVq9dx76CBDOjTk7fe8jbWbFCnFkdOnArKXDIyrHyz6BfGvPQGXfoN4t2pM3jrxWfo26Nbtm02bdrEseMnGHLHwFDwKoQ8wyFBisP1M4QQQij+cEoST33+I23qVuP+++8v6ulki9TUVDIygieJbNiwIc2bN2fxTz8Frc8QigdioqNJTkku6mmEcBUitP6SRyQlJRETE+uHyhU4RV5NHY+Li0OWZY+7cgj5x/Llyxl42wDat2jClJefcm3ML+VP53PPTmpxOjGZhKRU2jasnb8xA0EA+5VfSUiepSDql3FlNU+h4urJTHQHz8oP3rldax69/x6mfPABTzzxBOXLlyciIoIffv2DXr16MWz0GDYu+5lbut/IT+OeZ94nH3L3Q08AUL1Ja07M+oYV6zZzY8c2mmn7+Ww1PxMvXaZNz9s5eeYsdevWpXXr1owa/SgjRozwG3zo1KkT3bp149W3J3BLv37ExsYiCyI2m43tO3Zy3XXXea1iqWPSTjftXdLINyAreq1lk/szyQwG/H1q+Q3CKKsS6l4UKYdSZgjUHFPSmFo6s8qUeh6Zh6qdIu/wlLmlFWpphpTplnLoyTYyM7y2eRlgetq5xtAzsnRkZOqWXZRE1mRG0oEkStuzxnNYlb7s7vY2r3bgK98AkJRtOmVOP2W+pphZ55jT7vQqU0NLm8+rREMPWiPIYPYdiFwjr3IPPWlXfiEKAraIMC7XrkLZA8cxZqqkTDrz1B47Qcc4U4HB5Pusklu5h8Fs8Kqvlp4YTN5yDYPZV5Kh9Kmeiz+DT0W6oS1Ty0a0MhP1uSoqEhCT7yO0Yqap93C9ZPNe3lv8LzuPnWH9+vUBZ3EqCuzbt4+YmBjq1q0btD4HDhzIhAkTsFqthIWF5dwg11KJAJ7rBJ1n69x+5/zIunPlBh1UKUght1MhOiaW5KSSHaQIpSDNH/T2ORjHofheIYs5CoJJAbBp8xYqV6pYrGmAJQlfffUVvXv3pkOrZvzyxVTMZlOhz0GW5ZBpZgHh6UdGYTIZ6d27N8ePHwdc6dPmzZuH0Wjk7oeeJCoqks7t2nDPw0/y2GOPkZmZyf3330+nTp0Y9cwrSLmkP6sdz1es2cDJM2fZsvxn9u/fz7x58xg5cmSOF2dRFPniiy+4cuUK70yY6NkuyzKZmdagBBIuX76U7z5CCCGEqwSCgNNsLnBfpBD0kZ5pZ/QnP2IyiHz99de0a9euqKfkF6IoBj2gffvtt5Oamspff68Iar8hFC1iYqJJTgnJPa5lucdTTz3Frbfeyq233sqAAQMAGDNmjGeb8q9///656veaDlLMmDGDmjVrEhYWRqtWrVi1apWn7Ny5c/Tu3ZtKlSrxyCOP+LzIuIIUUUGf059//U2Xzp2C3u+1BqvVymOPPcbw4cO57777WPzpZKIiCyZFTk6QZPmajKwWBsqWKc2y7+Zw6dIlWrVqxaZNmwBXmtF5H09l645dDHngcVat30ip2Bg+/fRTbrzxRjIyMnjrrbc4fvosK9ZtCni8Zf+uoVS91gx9eCw/LvmTT+bMp1b1qjRtWD/Xc1eMyWxqg8U8PBSmp6f7bNuzaxeNalWjef1CYO+EEEIIJQehe1GRYO/pC1xOy+CJWzpxzz33FPV0coQgCLkO4OeEhg0bUq9uXd54622W/vlnUPsOoWggCyJR0TEkJ5dsJkUIeUe1atU4efIkO3fuZOfOnezatYvq1atz4sQJzzb1v9zgmpV7LFiwgDFjxjBjxgw6derEJ598Qu/evdmzZw/VqlXjpZdeok2bNrz77rs8//zzzJ8/n7vvvtvTPjMzE0tYeLb0dP+PAfoX/qPHjrFz126eG/9M3ncsBHYt+4G7n3ie/UeOM/1/43n47jtcQQJZKhyZh+ZvWXbTSXPzcJjXFYwgOVjnO6d3QaTQzKbP5o0bsv7XBdx85708/9QYlq9cA8AN/QdxMaEvqampJCYmctddd3HyxHH27dlNp3at+Xbm+5hMRhYv/ZtuXTr4/xwFkUNHjzP00Wdo3rwF67bt5Ltffqdy5cq88cYbGCtel+vdkSSJ0qVLs+jHn7h/+HAaN23uTg8ogCiye+9eatSshcVi8ZJrKL+npKUz5tHR/PbLT/y7biM162TNYe6cWQBcOH+ejq2asXDxb1SqUiXXc9Q7ZQsysq0O5mllHurVCW2Zep4+Mg+dDBy6GTycNk0dncwdmenun97ZOtS/a6Ud3mXuzB8quYfTLc3ITtLhKvOVgjisNqyiGclswZqWSnpa1kqW0+rqX5FaODKyz9LhVWbXSDpsKkmH+4VF2abUAZXMwyM3Usk9ZLy2+VNKOHN53TMUoxfu3Mw9r8dAr12gKhanYCTD7sRmdWBIt+fcAPCjWNGto3weyja9z0evTNlmEn0lHUrGDz1Jh1KmSELUMhHRrPTlbq8jL9G29ypzSznUWT2UbaKbkanIPQxhZlV71zblu2oMc2VNeGDmIgCq3DaakoCCYFIATP/oI5544gnuHDyUK5cSA17A0UpQ1fdrQSUDzRP8TcFf3/6SbRRWGnF/z3z5nUOAz5GWsDAyMzNzrliM4X7yClpf1xKOHTtWYH1fs0yKyZMnM3LkSEaNGkWDBg2YMmUKVatWZebMmQBcuXKFRo0a0aRJE2rWrElSUpJXe7vd7skRHCwsW/4XAB07tA9qv9cS5s6dS7v+92B3OFj/42xG33NnkbMYRFHEbAx5jBQkypYpzVOjR/LXqrUcPHjQsz0yMpL4+HgaNmzIypUrqVWtCmVLlcLplGjZ8w7sdgdRAaZZm/bFHMLDw/njjz84ePAghw8f5uTJk3k2PzMajfzzzz/Ex8fTvVcf1m/Y4Hko/Pyzz2jdqhUN6tXj5ZdeYsG381m7Zg379+1jz+5drF2zmlt7dWfxou+x2+2cPu1tArpp/Tp63tKX96fN5NiRw6xds0pvCiGEEMK1As8L57X2CF20SM7I5J1fV3HowiV69OjB9ddfX9RTCggmk6lAPDNuvvlmXnjhBWw2G1ZryFD8aoDJZEKWZZyqwH4IuYc/dr8e/v33X1q1akVYWBi1atXi448/9qnzww8/0LBhQywWCw0bNuTHH38sqOkXCK5JJoXNZmPLli0899xzXtt79OjB2rVrAXjuuee45ZZbuOeee2jTpo0ng4ACu93uN21PtgwLWco2uhkf70pLdfTYCWrUqRfw/oTgosm/++zjvDDxI+69/Ram/+9ZIsMthZ8TWwd1qsQXPsXWXwQ9UFPMYI2n3Xd/xpSB9q1lqwgiA/vdwhMv/I+FCxfy4osv+jQpU6YMs+d9S8uWLXnxiYdo0aQh5eLK0LJxQ9f4OTApjp44RevWrT2GlrVq1cp+zgFg59bNDLjzLo4ePYYsyzw1bhwrV65k1apVvP3OO4wbNw6bzcY38+Zy4cKFbPu5+77hdO56oxf5JuHiBW7q3oM7Bg/l6SceISM9vUBWxfICNStEOcJZPmRZhRLe5ph6fSgrsIKqnWdVzb3NyzjTXeYxyfQy1XT/7tSYa5I9g0LKSMuqY/MuUxgV6m1Oqx4jItOrzGlTMRuUbYrZpTVrtUqyOYgmg87Wi4iAzerLllBYEnZVmaQwITSsCdfv3mWSTpldYVSoPkeb5M2gUJdpmQH5YQNoYRCK5pwOZL65Z0T4btTWC6ROdvVkRzr8d4i01HRw+r8vBsIKcWq+g67fvb+s/u4mekwKZZtZ9aVXflfIFeqycMVM073JrGJZKIwIhZXhj4Gh1AUwhhu96it/q+sbw10LVEYVg0JhWSjMCUOYmW2nLjBkzm9kyvDSSy/x0ksvZXM0ih8aNmxYIP1arVamTp1KtWrVcrXQV2jMBC3c4wY8fgHMU/GRUe5zer4yAmK2ZYFA0PvOB/gcaXZ/jna7vcSa/ouCgBik5/S89JMTu1+Lo0eP0qdPHx544AHmzp3ryWBYrlw5Bg4cCMC6desYNGgQb7zxBrfddhs//vgjd911F6tXry4wT5xt27axbNkyTpw4gSAIVK1ale7du9OiRYs89XdNBikSEhJwOp3Ex8d7bY+Pj+fcuXMAtG7dmtOnT5OQkECFChW86smyjMPhwBhkJsWZM2cwmUw0b9Y0qP1e7ZBlmWeeeYb33/+Ilx8fxatPPpgl7wjhmkFYmIWbu3bm119/1Q1SADRr1oyxY8fyxvvv8+j9Q3nruTEBm6meOnuOzl2D9+A2cfIHZFozmTF9GlWqVKZJ0+Zs3bqV1994A4ANGzZw7tw5jEYjZrMZm831wtqoUSOio6PZuWsXlStX5vV33vPpu1GTZiz97Ve2b9uGLMtEx8QEbd4hFB+IZN3EQ1e7EPxBcEqQlErxCFVeG7iQmk6qzc6WLVto2bJlUU+nWGD06NHs2rWLv5Yvw2i8Jl9BrjoowSabzRZY1pZiCEEI3lpiXvpRs/sBpkyZwtKlS5k5cybvvPOOT/2PP/6YatWqMWXKFAAaNGjA5s2bmTRpkidIMWXKFLp3787zzz8PwPPPP8+///7LlClTmD9/ft52LhtcvHiR++67j6VLl/osiD3//PP07t2bWbNmUa5cuVz1e01fIbQyAFljcGg0Gn0CFOCKFir1U1NTvcqMRiNhYWFIkqRraBftNm9MT89AkrypUcv//pv27dphNJpI0TjlGgwGIiIidMcEF61dFEUyMjK8sg8AWCwWzGYzdrvdh14niiKRbrq7dkyAiIgIDAYDVqvVs98KzGYzFosFh8Phk09bEASiolzGoqmpqT4nbXh4OEajkczMTM/LlwKTyURYWBhOp1P/GLqzqqSlpSFJEnPmzOGTTz5h8stP88g9Lv8Jm91BpqZfo0Ek3GJGkmTSrL76uahwC4IgkJ5pw6lZabKYjZiNRuwOJ1ab93EQDQYi3KsnKelWn+jz2YQrOGWJGhXL4dD0azYZsJhMOJxOMlRp4ZBlREFwsUGA1Ayrj01FhMWMwSCSabNjc3ifSyajgTCzCackkW71Pg4CElHhrhtJmjUTSdJ8NhYTRoPBdQzt3udStsfQvc+eY2i14VRMt9zfqTCzEZPRiN3h0DmGRiLCLK7zO8Pq1SeCSGSYxXV+Z9pwOJ1ex9hiMmIyW3A4nPTv04vHnn2Zjz/+mLvvvtvr/FbOw5dffpkK0UZef38GJqOJia88g9Vmx+7z2ZixmE2u89CWSbm4OFJSUkhJSfE6v5Xz0OsY+jm/laDDdz8s4rnxT3PnwNsBkEUjs2fPpmbNmthsNmrWrEnnzp0JDw/3fIcPHz7MmjVrSEtL497h9zN02H3IskRaWiqiYCAsPBxZlmnWogUb163hwvlztGnbjuuuq4skSYiiSKY1w4uWKQEmkxmT2YzDYcem0ZaKokhYuPu6lZbqszoaFhaOaDCQmWnFqbn2GE0mLJYwnA4HmZkaaq8geKQ26WlpyMhefYeHhWMwGrFlZrpWaATvfpVrREZGBkYvTwqH57NJT09Hdqj2R3JisZgxAza7HZtVdd1y2jAaDEQYBCRJJj1d7Snh6iNScN0j0m0OJElGyszaX5MkYTaI2CWZTKeMrErRKThlItw7kOoEWfV1dUgC4W5GQKYsYJOzjoITEZP7uDiBdCHrli2LkCqYOFC2ErVSLhBmV+2LAcxOJxJgM5lxSFl9SkhY3OekzWTCoepTEiUMdjvYnTgNBuzhWQE8ySi5XnQzrMiAPSLrYdShXEPSrQiyjNNiRnavcis+FYLdgWh3IBsMSBbvwKAkyYhuTw5npO9DrpiRiSDJSBYTskY6JzgciDYHskFEsviyGw3uz9EZodNvpg3BKSGZjciaFybB6UTMtCOLApL7+q7ACRjS3GyacAuyhu4jWu3gcCCbjMhmzWOWU4IMG7IgIEdk9es5TmlWBEAOMyNrWGdypg3B7nQdA/e+eu4LkoTgPoZyZLjPvmJ3QMWycDnZl35ht4PNAQYRwizenkiyDMp3ISJMRXtyl1szXSmlzSbXP/V8HQ4E9zEk3Pv4y4JrXwHkcAuIIrK7a0kUEKzuz8Z9DJ3uMocoIDidGDLtyIKAI9yCpBx+97lhct9D7BYTTos3M8Jgt7u+TwYRh/sYKmWCJGF075rV/eKlfpGOwIkA2AQDTkHAKGaVmREwIeNAwIaIAZG/j56jWvk4qlev7qmn9zwUyHOW3vNQfu9D4eHhSJJEWloaWpw5cwZZlqlWrZoPjT8sLAyTyYTNZvPxIvD3rCpJEn/88QeVKlXihx8WsXr1GsqVi6NGjRo0adwYs9nseVbV9iuKIhEREZ5j6HUcZInw8HDPMdQ+A5tMJs+zqvYZWBAEzzNCWlqaz2cTFhbmOYbaz0Z53lfuQ64Os76z6vuQ9rOxWCyeY6j9bAwGg+ezSU9P92FSRERFIQgCGRlZ93KlzKR63s/dMZSJiIhAFMXAjqFqEVCZv/b4XOvQmolaLBYsFotPvUDY/VqsW7eOHj16eG3r2bMnX3zxhceOYN26dYwdO9anjhLYCBbS09Pp1q0b+/bt44EHHmDAgAHUrFkTWZY5duwYP/74I7NmzaJ79+6sW7eO8HCd+1M2uCaDFHFxcRgMBg9rQsGFCxd82BV6UHR6Fy5c5PjxE15l5cqXp17dumTaMvlv+w6ftp07dQTgwOHDXkEBm83Ozl27eeyxx0hOz+DgQe+2pUuXplmzZjidTrZs2eLTb8eOHTGbzRw6dIjExESvstq1a1O1alUuX77Mnj17vMqioqJo3bo1AFu3bvW5QLdp04bIyEiOHz/O2bNnvcqqVatGrVq1SE1N5b///vMqs1gsdOjQAYCdO3f6XCybN29OqVKlOH36NCdOeB/DihUrUq9ePaxWq8++CoJA165dAdi7dy+7N/zLokVLePj+YTRv3pzLKamULxXNhctJHD5z0att2ZhIGteoiMPpYOtB7zEBOjWqhdEgcuj0RS6neD8M1KlcjspxpbiUksa+E97nTUxEGC2uq4YsiGw9cNyn31JR4SCIHD97kfOXvS9a1SvEUaNCHMmp6ew84u0rEG4x0baBKzvDjsMnsWsCEc3rVCU2MpxTFxI5dfGyV1mluFJcVyWe9Ayrz5yMBpFOTVwmi3uPnSFNE8RoXLMyZWOjOHcpiaNnE7zKypWKpmGNStgdDt197dKsHoIgcPDUOa6keh/DutUqUrFsKRIuJ3PghPe5VComimbXVUeWJLbtPezTb/vG12Exmzh24hQXr3gfw5qVylOtQhwpSSlUrVyR0aOGs2DBAhwOB23btqVt27aAi4am3NDjK1ahVatWtG/TEgSRk+cTOXvRnbLT/UBQuXwctatWJC3Dyn/7j9K0aTPOJ15my5YtmEwmOnVyZeHZtWuXT5CuadOmlClThrNnz/qYCsXHx1O/fn0EQSA8PIJt7uuEjEBCYiLVq1ene48e3HTjTSSluPZV+Vp27HI9o0Y/hsVs5ujRIyRdvsSVS67ve3RsKeo2aITkdFK9WjXP9/rRMU9hTU/F6XQiiiInTxwj6bLrfJEkia2bNvDvv/9Ss/Z1dLn+ekqXKuXFEguPjKR+42YAHNi90+caUb9Jc8IjIjh7+hSJF71lKfEVK1OpWnVS0lI5vHe3V5nJbKZpyzYAHNy3F5st00stX79hY2JiYzl79ixnz5z2KqsQH0+tOnXItFrZvv0/RFWpKECnjh0QBIn9hw6Tpg6+yk7q16lJ+dgoLiRe5ujxk15lZWOjaVy9Ig6n0+saIbuNNjvWLI/RIHDowhWupNs82wFqRZuoFG3mcoaNA1dcL6kKogwyTWNdc9yZIiA5VEEDh4mmlkzMwGnJxEUp60VbFi1UlK2Uc2aSKpg4bM7KKCUZJJwIXDaHcyyyLGZj1vc4OjWFSkmXsIkGjpergOTIeqCUnDK1Dh1GcspcrFweqylrPEmSKXvyLGFpV0gvFcWliuWzjo8EluRUYvYfQxZFEhtmyZ2UMyJmy14EhxNr9QrYS7vYO8rLd9jxs1jOJeKIjcRat5q7zNXOkJZB+E7X997auLYPZTli+0GEjEzslctjL1/aq8x85iLmE+dxRoST0bCmV5losxOxdT8A6fWqI2leosP3HMWQnIYtviy2St4rPKYLl7EcOY1kNpPepI5XmSzJRGzY5Zpv7SpIUVkPXZIM5gMnMCQm4ShbCnuNiqrjJCNeSsa07ziyUcTWtI7nGCjH0LB+F4JTwlmjEs5S3mnO5cOnEM4mIsdGIdfzpgBLyWnI2w+5/mjubeQryzL23UcxVS6HFBOJGB3hxbxxHj+H7dg5xKgIzE2yMgJJgJyRiXXjXgDCGtXyBAIUpGw7iJSchrlqPKYq5b3K7GcSsB08hRgVTriqX9egEtY1Lqf38KZ1ECPCPPEPEXDsPop8KRlj+TKINSp6gpQiAkLiFcR9JzCFCdib1vDIRBT/y6gNu7Gk20ltUBE51vUCanTXiTl2muhzSaTHlSKlout5T3B3bklLp/KZs8iCwMlGlV3jGbO+q7UvnMbodHKhYgwp4RGIzqyySrY0ymWmkh4Jx8JLkZ4kcSa8DMN7N+Tw4cOULVsW8L4PKWjVqhXR0dGcOHGCM2fOeJVVqVKFOnXqkJqayrZt27zK8nsfatCgAZmZmbrPlHFxcUiSxL59+3xetho0aEB8fDwXL1708oCCnJ9Vf/zxR1544QW279iBIAiel+EHRo0kPDyCrtd3IS09nf3793u1i4qMonnzZgiyxI4dO3xe+ls2b05kZAQnT53m3Pnzag0hVatUpnqNmqSmZ7Bz1y6vdmazhbZtXPfKXXv3Y7N5P6s2adyY2NhYzp49xymN91N8fDzX1amDNdPm87wviCKdOnZEFgT2HzzoExSoX68eceXKcSEhgaNHj3qVlSlThoYNG2J3Otm2fbvPMWzfvj1Go5Ejhw9z+coVr7JatWpRsWIlLl26zMEDB7zKoqOjadrMdS//b9t/3p0KrvMwPDyc4ydOcOFi1vOz4A5WVatWjZSUFHbvVt/LZc/zSUF4mBQWBFnWl7zksS9wZXBT49VXX+W1117zqR8Iu1+Lc+fO6dZ3OBwkJCRQsWLFbOtk12deMXXqVA4fPsw///xDx44dvcrq169Pr169GDZsGL169WLq1Kk+wRh/EOTiIlQuZLRr145WrVoxY8YMz7aGDRvSv39/XWqNGrIsI4oiO3fs8GFa5MSkiPIwKbwjqx/NnMl7701k9+7dVKpUKVfRabg2mRSHDx+m+003UKtaZb6d+jYmk5EwswmTUWEBaKLeopDFAsi0+fQbFWb2rJJmy6Rwyj4sAIMoEhFmRhZEF5NCgxMXEnE4ZepWrRA4kwJyZlKYjXljUggEn0nhRlREuC+Two0wi0nFpPDu12A0+DIpVIgMC0MUhSwmhQoWkwmzyYjD4STDZkOWZJ56/T0WL13BqlWraNSokesYqs7D58c8ytwffub3eZ/RskkD7E5nVhDIvRJiNhpVTAoHP/zyO2NffpPly5fTqFGjfK1gZWRkUKlSJf73ykuMGjkSgP927mbI0KE0atQIh8PB3HnfcPzECZYt+5OdO3by1/JlWK1WZFnm1IUErIpfgfv1Rs2kSEpKpkubZmRarQwf+SCPP/UMYeGuVZK9e3bzy6Lv2bN7F3t37yQlOZnOXW9k5/b/OHf2DDGxsdz/4GhGjX7U1a+GSaFFTkwKs9mC0+nArrOCFRHpOobW9DRA9vL0i7CEYTAasdts2O12L28Ki8mIJSwMZImMjAwvfbsoO4mKikKQHG4mher4O+1uJoWUM5MiLevBXPGUiBQkBEEgNTkJSZaRVddpk2TDbBCxpae6mBSqMkGyEWEQcFptpDpBUn0nHZk2F5PC4SBTFsi0Zl0HJLsDEzKCNRMnkOHlEeEgyWBhR3Q8jS6dIVJ9X8i0Y3Y6ybQ6sJnMONV+FXYnlkwbTruE3WzC6ZC9ygx2O2Q4cBoNXqwOJBnBKSG7mRQZKnaBZ2HezaSwmbNnUjjELCaFsjdCfpgUdhWTIsybSSHIILqvyVJEmGel3tOvVcWkMGmYFA4VkyLce/VLkmVEFZNCfXI6ZRAy7QgOpw+Twim7jqFgzWJSKJdfzzFMy/AwKZyi9746M20Idgey0YCsYY04nU5QjmGE90qVco0wtaiLY+8xZKvNyxtGttlxZtrBICKEaz5XSUZ2H0MhMsxHViSlu5gUgtmEoGGNyHYHcqYdRAFRw2QREZDTXN8/Y6SLSaF8j0UB1744JQxuhobiRWEUBHA4ETJtmAwiRFgwucvC3D/FdCsWUcAZZsbkPl/ClOwgNjsmp4RkNCBEueYkuqMbgiQRIcrIgCPadc0zWbI+gwiDyylHirQgiSLGsKz9DQ8TMckSQpgFm2hgwf5jTNuwm9/u7kXL92f7MPrUKI5MiuPHjyNJEnXq1AkakwK8n1XtdjubN2+mf//+VKpUiWPHjmE0GunZswf9+valZ48eHu83hQUgyJJuv1omheIhIcgSJpMJc1h4wTEpJNnnGRhci4CyIOSbSaF3DLVMCgUmUx7ZKALZMikEWc6ejSJLJCUlUaduPVJSUjznY0lBcnIysbGxnD97hpggyWKTk5OJr1iJkydPevWZHZPizJkzVK5cmbVr13oWdwHeeustvv76a/bt2+fTpm7dutx///0eKQfAmjVr6Ny5M2fPnqVChQqYzWa++uorhgwZ4qkzb948Ro4cGVTT2hYtWtCnTx/eeustv/VeeOEFfv/9d59gqz9ck0wKgHHjxjFs2DBat25Nhw4d+PTTTzlx4gQPP/xwjm0FQfA4H2f3hfRXBngezhXs3r2Hhg0bUqNGDYBsTTkFQfC8pOvBH43GZDL5NSry129YWFi2WjOj0ei3rb/jkN2XFlwX6uz6lQ5vZMY7U0lKTubrSZ9SJjYqi34mS5iNImajfr+iKBAdrl8GLhlFdjAZBEzhZl1DIUGWiAnXoRsDDlkmXEv7VSBLGEWBaJ22yj5FhWU/J4vZhEWzQii4060aRJFozcOhUia7ZRTZwWwyYjbpz1kUBe9+NccjQj1fzaqoyeiSfbg78p6bIBDtfsDWGlXJkO05KOMyNYtyn99TX3+B3/9eyaQ3XmbWt67Ub+rz8KExz/D3us107HsXD983lGlvv4LPoXCPbzCKRBtN3DPwVt6dOoPXX3qen/9Y5qkW6Sc7iN75vXPnTgYMGEBkRATdu93kmdeKFSswGAwMHz6c559/nkF33cnOnTsxm83Uq9/A81BRqlRpzCYzBqNC9/Y2KxQEgVKlYvni6/k88+RjtOnQ0et6M//rr5j16UxatmnL4GHDGXx7f9q0aYMsy+zbt4/33nuPaZMnMvzB0URHx7jHcLUNj9D/LssymM1hSCYlYCJ4lYmiEYtOW8Wgz+QOgqg/cUkQkCQQTWYsJrO3QZ8ouF4GEbGER2JSFRoEAQlXOsLwaLOXAaaSclR22jAZzR7DLwBBkYU4bYgGiIrKuvYIdtf5qgQrlM9MLVuQ3Saa5rBwzICsSmsoZ7pfnswSMYCkevd0un93WCEcsKjMIB3uV0IJM0bAQNa+SIKETRQxiAIRRohRnWYOWUC5vVuQsBuyHpCdTgnCjYgGCRMyTkEV+MAJJhGnbMQIGFVBSlmWQQSnmxpvVgVrPWaaoiuRm9lhB+94lev8NIg4ZQn00tUpmh29MhGcguBip2gCYYDbOVF2SQ90y7z79TKGFMm+XxFXv5rAqVMmKzChE/AG97FwOiHD1/HeqbTNyPQ1x1TKbHbAnjWeMm9RAEnCqchY3Psigudaa8jwLkMGIsMQBAEx0w5pVt8014LgooGkWb37JCuYJKdZPUEnLWSbHYcm0J61UzLOFN+XOAW2FNd8ddOTWm1gtWHTM9WUZUhO98wzU2u4acvw1LdrrhHYnJjdAcFwVVm6+55kTHMfe1U61Ax3UMKspO0NV8wyjdhTXJ+WMdzOuvMJvL1yM7fddhtdPv7Oa1/9PQ/5e87y9zwEub8PKRBFUbdfRf6svNTqQZFn6CGQZ9Xw8HDKly9PamoqFy9eZMGCBezfv58ffviBESNHUb58eUaNGsVDDz1E+TgXE0UWRCKjvV8m1elJw8LC9NOTyhImg4gpUmd/lOcsVXBP+/yhewyVZwSD/881r8dQ+x6hVWGFheX9eT+n81AXsozRaPRuK2cFUoKd8bCkIyYmJqDAR17Y/RUqVNCtbzQaPayt7OoEohjIDQ4ePMhNN92UY71u3boxbdq0XPVdcrk5+cSgQYOYMmUKr7/+Os2bN2flypUsWbLESzvoD2oju2Cgd+/ebN68OceUMyG4cODoCWb/8Ct39+9FvPvmVVwhCEK2D3YhFAzCw8N46uERfP39zxw5csSnvEmTJmzdupV777qNj7/6htNnz+fYp9Fo5M0Xn2HJ8hV06tRJd+UkJ1y+fJlOnToRHR3Nmn9X0EjloL5q9Wo6duxI5UqV+Oyzz9i6dStdu3blt99+IzIyAovFwrff/cDSv1YENFbb9h34e91mbure02v7E0+Pp1LlKuzYtpW/lv7hoW4KgkCDBg0YO3YstsxM9u/Zrdct+/bs5usvP+PrLz9j2e+/hdKOhRBCiUAo9WhhIcyd4eB///tfEc8k79B6tBUUatasyZ133smKFSsYMGAAzz77LBs3bmTPnj0MGjSI6dOnU7NmTZ56+plik6EqBG/Y3AyTkhykEGQpqP9yA7PZTKtWrVi2bJnX9mXLlvnIJxR06NDBp/6ff/5J69atPZ9DdnWy6zOvKMjrxDUbpAB45JFHOHbsmEeTl5v81SaTKagmMYPuuouWLVrw1FNP+dDCQvDGtGnTaNnvHsqWiuXFR0YU9XRyRNVypaldOXeOtiHkHw/ecydxZUplS0ELCwvjrefHIQgC3//6R0B9Duzbmx/nfMqGDRtyRVlTcP78eVJSUvjwww+pWcM7IHrgwAHq16tH+fh4brjhBo4fP06vXr3o1KkTR48e5cuvvqZnr17Uue66bHoPDGXKxrF46d+89s5ESpUpwwMPPMCGDRu4cOECFy9epHLlyoiiyMH93hTDK5cv8fL4cfS5oSOvPf8Mr7/4LA8MG8wNbZvz9ZefBzVoG0JgiJTs1E5LJFwKHfsQcoDDgXz+kstAM4QCRRW3cenBgwdL7PNczZo1PczegkRkZCQLFy6kmdsrQUGDBg348MMPOX36NG+88QYzZs7k228XFPh8Qsg9HO7UoyXZk6KoMW7cOD7//HO+/PJL9u7dy9ixY73Y/c8//zz33nuvp/7DDz/M8ePHGTduHHv37uXLL7/kiy++4Omnn/bUefLJJ/nzzz+ZMGEC+/btY8KECSxfvpwxY8YEde7XXXcdf//9d471/vrrL+rWrZurvq9ZuUd+ER4eTnpGRp5zEmshGAy8M2ECPXv0YNKkSYwfPz4o/V5NkGWZHz95nyeeeIaHhw7kveceJzIie7pb3gfy81ChUABzESmNDDO52uUjJapeju5AorX+6uQ22utvLp59CzRHeDY3s2DmIo+IiGT8ow/yzOsTePTRR3VTwFVp3pmRI0fy+uSP2HXsLH369OG2zs39zqtLe5fZ4/Hjx3Mdkc5McplcylaVHlSW2L1nD+fOnaN5ixY0bepKQRwZGUmtWi5zwqeeGc8tffsCILr15cqakkIFNwhZaSiVBSclwu3UrEDFV6zIPfeP4s6hw+h9fXvat2/vVR4VFc2B/fs8DKC9u3dx3x23kpmZyaRJk3jssccwmUxs2bKFSZMm8cqz45j9yXRuGzKMRk2b07RFS2JiSwV8XBSWtibfkmu/3IVOXLr7DWvX0L5jR0wmk0dJpKbMm0TvdkaV7EtUZYzx+qn6XXY79guC1adMMLhXioyKTjpLtyG7f5fdRpSyUSUFMbvos4JbLiKqMp2IZjfV3S2Rcqr8KrTbDCoZldNqwwzUszsgLBKnNet2Lppc9Y1hrhdSo9qTwu1r4bS5JRp2p0+Z5KdMdh9sdZnJvU32/PQ26lRD1uobVMgv40x7nnuX5b+PvMJH0qEaw1+Zto66rlMj8/LXt1OWXdKTI6ddG4yid5kGEtmXBTLf7OoGCi9plyJh0ZGCiPhuy24ONtXtziAox075mSUlsbmzrpnTXA1MGW75R7gRpzsQ63B/nxRPCrU3hTnKzD+nXcbQs594jPvvv581a9bQuHHjHPa6eMGfVKMwERUVxQsvvMDy5ct5/4MPsGZa+e+//2jfvgO9evagdOnSPm3y+myj14ffZ5IAnnvUZoy5eV/I72XI37VU9DMPdbOApiuIZFgzS2zqUQ/cMuig9ZVLDBo0iMTERF5//XXOnj1L48aNvdj9Z8+e9UoyULNmTZYsWcLYsWP56KOPqFSpEh9++KEn/Si4Eip8++23vPTSS7z88svUrl2bBQsW0K5du/zvowp33XUXb775Jn379vXy1FBj7dq1TJs2jZdeeilXfV+zxpn5RYMGDZg4aRLdunULar/PPfssM2bMYNWqVT4vDtc6vvzyS0aOHEnrJg1Y+/0XGAzepmJBu8D4Q6Av0SpcSkkjPdNBlXK+N9NAkdcgRUHA701br0zvTlcIQQpwpcRq2+9uIiIiWL16tS4dMSEhgWeffZYtW7awY8cOli6YzY2dvS+02nmVb9Caxx9/nNdee80l55Ek3/NRB/8s/Y0be/Vl06oVNGnW3L0vArffOYgDhw6za9cubDYb33zzDe+//z7jx49n5cqV/PTzz6zbuInKlav4eFA4VQ546iCFw+Fg3pzZXEpMJD0jg7hy5WjQqAmt27XHZDJ56ox/8hEWLfDOmV29Zi1KlS7Ntz/9DoJA/+5dsRgN/Pnnn7ppmXfu3Mmrr77Kn8uWk5aaQnhEBDf17M39Dz1Ks5atczwu+kEKF5Rggwi89uJzfPHxR5SNi+Oz2XPp0Lmzq47qHFOsIDxBCpVOXXR7UuD+6eVXoRhsKmUOq6rMu75sd6d6zMgynFP8Kjw/M7PkQLK7fVZZVt+Se5vkNpNVBymcbraess2pMpx1Wm1YETnpNFFJysCkMgF1ZLjqS+5Vc0cBBymkUJAihz6zH6OwghSyKLjSllptrjSxV2GQQt1O8aIw6HhZZPXlXdes9bQATGJWkMLT3u1TkV2QIiEzk7H/7eRgiisYPX78eCZMmJDTbhcrnD59GovFQlxcXFFPBXCt1h46dAhRFKlZsyaHDx/GYDDQpXNn+vbpTd2612G1ZpKZmUl4eDi9e/UM6J6cEwJ6JgnweaQkBCnU0FbLLvvFho0bGTp0KKdPnw54fsUFinHmhVPHg2qcWb5KdZKSkoLWZ3FGeno67dq148CBA4waNYr+/ftTs6Yr09bRo0dZvHgxX3zxBfXr12f9+vWhFKSFgZiYGFI0aZmCgTfefJONGzdy++23s3LlSurUqZNzo2sEO3fupE71qqxaqBOgKMZISrNy4UpqvoIUIeQNJpOJTz/9lOuvv57HH3+cmTNn+ujn4uLi+OKLL5AkiZtvvpkHxr3AwQ1/+9XZ1atXjzfeeINJkybhcDgoW7YsK1eu5MiRIyxatIg6deowduxYjEbvS+zW/7ZjNpupX8+b8nb02HFatWqFIAjMmTOHV199lcTERE6ePMnUqVNZvnw54558ggXfL9Kdj91uZ/J773Lq1CnS0lIZcs99pKWl8vxTY4grVw5JkrjkTk0cExPLC6+/yeB7hpN05TLLlvwGwIQp0xn/pCujx4xZcxnz0Aj63NCRRk2bcezwITZt2qQboACXx8eiRYs4cD6J40cP8+dvv7Bw7lfc0esmWrZpx/CHHuGmnn2yNW8LFMr4iQkJ3N63Fw+MfpSX/vcG4fnst6QiDZEDphhiM+2UKurJhFC8ERWBs0ltDFv2gTUkDypIxFksfN6+JQ9v3MbepBS6dOlS1FPKNc6cOUOpUqWKTZBCWRDo2qUzZcuW5fSZMyxZsoRff/2NF15+xUdu2LZNa2ZOn06jRg2z6TGEYEAWBJJTUooN8yaEwkdERAR//fUXw4YNY+bMmXz88cde5bIs06NHD+bMmZOrAAWEmBR5Rvfu3bnjzju9NEL+oEehyu7Inz9/nl49e5CRkcGqVasCNvO8mpGenk6zZs1odl11Fk5/V79SIMwCPXpeATMSTly4zKmEJDo2qpX7xnlgbgCB7VMu+841g8JTpiS4962j22ewVi5U0pxZ3/7Ag0+9yPvvv8+4ceOybfLWW28x+f1JnN29ST9I4e4z8dJlNm3bzoHDRzAajXww8zNOnDqDLMtUr1aVk6dOUzG+PNWrVeW1F8bT/dY7uHLlCh07tCcyIoI1f/+Zte+CyJRp03n5tdfp3bs3N998M6+//joJCQm89957PPPMMwy7915WrVzJrj17PauTakZFSnIydWtWw263U6pUaRxOBzf36MXiH74jKjqaVE164VKlS7N+xz7CIyI4fvQoj40azrmzZ9i6ZTPTp0/nySef5NKlS4waNYp169YxYcKEXEvQnE4nv/76K5MnT2blypWUKlWK22+/nY49+9Gu0/U+ARzIhnTj5le4M1qSmJDAmy89y88/uFzz+99xF9M+/tzzeRkN3iuoqiQbHlaFkkhCL/MH7m2Cw1+ZLxNDy65Qpz7VMigUZoW6DHd9L5aFw5tJIamYFA5rJhcdIqszwuloTqG0up2HQaEwKlRpTW3eZU51WlO7O5uIwqhQLYUrzAkto8Jrm5vVo2VPuOpLPu200Gvn008eNf7qvv3NQdakiRYMebwG++nT31wkz/faH6MiG0kH+uwFpyzjiIkktUFNIrftd2X40LTXQ0595oS8MinU0GNQqLeryww61w/tNj1piH677BkcHpaFOz2paM5aNDG5WRV7HOk8f2AfA4YM4euvv/YdoJhj/fr1lC9f3iM5LM5ITU3lypUrhIWFYbFY2LFjBw888ACHDh3imafG8dz4Z7LNoBEo8suoyK00PJhvZso1JVAGhYJAq/+4aBFTpk5l44YNuZ1akcPDpDh5NLhMiqo1rxkmhRpbtmxh2bJlHmlKtWrV6N69O61atcpTfyEmRR5RUEwKgPj4eH5bsoQe3btz0003sWrVKipVqlQgY5UUzJ8/nyNHjvDzzHeKeiq5hkEUcJZQ86yrBfcPHsiBw0cZP348N954Iy1atNCtt3//furWrpmjW3HZMqXp1e0GenW7AQSBDm1a8dPvy+jfpwfNmjZl45Zt/LTkD/76dxUjH3mS2/9ezdSpUwG4sauvQe+I++5l38HDfP3117Ru3RpRFBEEgSlTptCrVy9iY0uRkJDAoUOHqFnbl10VHRPDyAcf4uOPpnPlymXatO/A2GfG065DR9LT0ylfPh6H08mxI4f5evYXXEpM5NfFi7hz6D1Uq1GTwcPu4+Xx43jooYf47bff+Oyzz5g5cyarV69m06ZNtGnTJtfH3GAw0L9/f/r378+ePXuYP38+8+fP58svv6RsXDnGvvAqA4cOy3W/ZePi+GDm59Rr0IiJb77GT98vJDoqinfen5rrvkII4VqBrEgZpNC6VEHj7yuJvHfqKI2iopk+fXpRTydPcDqdJYaxGhUV5ZUWs1OnTmzbto233nqLd955h23//ceCb+blO1ARgj6SU1KICTEprlmsXLmSli1bEhUVRatWrbINSCQkJPDzzz8zYkTgCQ9CTIo8YsSIEVSsWIkXc2kCkhucOHGcbjfdRPXq1flj6dJr+iJw/10D2LpzD1uXfJtjXb9eDbktk/KfXvHspWQOnEnk+ia1c07Vk1fmhLZdEJkUPisIgbAm1PDHoAiESeF3dSLw42W32+nQ+3as1kwW//IrDRo08KnTtm1bGtSqxudTJ2rm4Odz08xBPacjJ07SotNNRISHM/yeIUyeNoOFX8+if98+PkaNDkmmbHxFnnzicb6a8zXvvP02U6dN4+SJExw8eJDrrruOsmXLsn7jJsxms64nxcmTJ0lLS6Vy1epERER4rXYqvyYlJTPvq1lcf1M3GjRsBEBCYgI3tG1J0pXLvPTGO2zdtIElPy+m3213MHrMU1SqWpVmNSv7P8ABQJZltmzZwocffsjXX3/NPQ+M5ulX39J1BRc1DhXqBe2Xxj7KD/PnEh4eQUaGK0f7P5t3ULV6DZ8VUKNqmVTLrlD7VWjZFR72BPiwK/TL9H0rQOVP4a6j+FCot8l2dztVmYdxkQ3L4rxVZsUFmRvKSJSVfL0stKwJyGJZeDwwVNkeJE07dZnCBvB4WtglnzKFFZDlUaHyppC8fSvUkAJgWfgrCwSS0/eaKOu8sGvZHKLeMnuux9b6cujMRcuoULMtpJyZGEqf+iwWGWupaC7VrkqF7fsRHSo/Eb+eEjl7UvhDXv09/Blh+mM9BDIHf74eegwVfx+/nt9FquzggYsHuWvoEGbNmlViX4xXrVpFjRo1qFq1alFPJV/4888/6devH3379GHO7C8x6jGjtIboeX3mCKI3RVG/meWGdPHh1Kls3LiRH374oeAmVEBQmBQXTxwhJiY471jJySmUq1brmmFSGAwG1q1bR9u2bQGQJImwsDA2bNjgtSC4YcMGOnbsmKu09aF8MXlEXFwcly4lFugY1apVZ+7cuWzatInXXn21QMcqzvjuu+/46vuf6d/zpqKeSp4QYTFToXRMkd90rnWYTCbmzpwCQMuWLZk+fbpP3vXExETKxZUN2pi1alRnx/p/ObxzM+/872UyL593BSh0YDQaKVeuHJmZNgRBICIinEF33cWVK1cYO3Ysly5d4uDBg0x8L3sDtipVq1KvfgMiIiKyrRMdE8PDjz/pCVCAKy3pkn9Ws37nfkaNfoyPvpjD1I+/4N+/l9Onawea16rC9ddfz59//pmvXPWCINC6dWvmzJnDRx99xDdffMJrTz2e6zR9VquVSlWqegIUACdPHM/zvEoqzCKUMsmU3Oz0IRQWZOX/0I2oQPFH+mWMgsCMGTNKbIACoHz58l7shJKKHj168N133/Hzr7/ywMOjsVqtOTcKIVdISEwsNt4leYaS3SNY/64haJ8JZVnG4XDk61lRQShIkUfExcWRkFiwQQqA9h068Oabb/LBBx+wdOnSAh+vOGLKlCl069SOl594sKinkifERoZRr2p5RDH/K3Ih5A/1r6vNxj9/YtSoUTz++OP07duXjIysrAgGgyHoz/DVq1bxGzRQcObsWU6dOkWTxg05d+4cqSmpdO/Rg/DwcI+muVy5cvzzzz/BnaAbVapWo0JFl6xMEAT633EXq7buZMEvS5nw4UysVis9e/akffv2/PLLL/m+AT3yyCO89eHH/LTwG3753j9D6tSJYwwf2JcdW7fw8/cL+OuP3yhVpgwmk4mWbdozcPDdtGnvSge75OfFfDRlUr7mVlJQ2izQo6xM6ZL7LhRCISH8SgoVt+xF0GFxhBA8XHTaKSMaS/wKar169XTTe5ZE3Hrrrcz+4nMWfvc9deo3YuzTz/DOexP56edfinpqVwUSExMpV65cUU8jhKsQIU+KPCIuLo7Lly75bNca1OhRKXNjXiPL8NjjT7B48WLee+89evbsmccZl0wkJSWxYcMGpr/xPKJaH6n3gqST19pH+pFbw0zRPWYAsg81JVdQ0dclSSLDaiPMbMSQTerNrPFynpIPNVF/Mr7181InUARijulP2qFT5reddly9PrNBRLSJya88Q49OrRk8cjR39O/Ld7M/JaJSbURRdL18i95a3NzISrJLr5oT1q5dC0B4WBiiKJKakkzjhg3Zt3cvD40ezbq1a6lQsaJHMuSJeamCX4r0I2tTVpnsXkvNMu7NKhNk7zpnz55l1qczeeLpZ2nXoSPtOnTkjsFDWf3P30x7/z1uvfVWmrZoydpVK4mMjMzT/gI89+gDfD/rE3757lvadbmRcvEV3HOTmfzGywBcV78Bq/9axoY1q3j/tefYunUrtWrVola1qhzav4/Jn88hPj4eGbA5ZR4Z4fK5qNewMTd27+lF7za4d9Tp5nCb1NRvxQzP4MoUIopZt0fB4OYqGFzRANkrdalS5pZtOF1/C8asjCOi2e1oLbnkE4Ja0uGWeQQkBVEZbooOG5IkITvsiIDR6fBp58x0SU4ktaTDI+Xwlna4tnlLQSQ9uYd7m6yibEqebdo6akmIIgVxX6f9SC302uUV/kw8desH4NmgDTgH0sY1rlbSkb3sw58sxqu+H7PSrD5zF5jI7zEvCAh5lN1oJUi66XgdruNjU32Oyu/KT30TUe/jZBCghTGKv61XWLVqFddf7+s/VBIgSRIZGRmEhYWVGF+KnHD3vffRtkNHpk+fzpIlS7hy5QoJCQlMnTqVh0bc513Zj+xD0HnOzA1ya6CpB20Xga4XBGFoXVxKTKRpkyYF03lhIZgMiGuMSVGQCDEp8oiyZcuSWAhMCnCtao4c9QB///03Bw8eLJQxiwtWrFiB0+nk5i4dinoqeUZ6pp3NB0+SbrXnXDmEQkOvbjey8MtPWPbPKvoNvo9HH32U8+fPs2X7Tj785Atmf7OAlWvXB4WyFghat2rJdXXq8N77H1CxYkWPFjguLo5nn30WSZJITEjgpZdeLvC5vPO/V5j54QdMn5zlzSEIAl1u7MaCX5fy9aJf2LtrJx9++GG+xxozZgw7tm6mT7smjH/4fjatWcWZkyeY++lHzP30I14d9xgr/3KxyM6fP090dDQHDhxgw4YNjHn+VcqVj/fq78HHXdlbHht5L0cPH8r3/IozLmY4WXgolYvW0ENRCP6RFh3F2epVinoaVz3qGSOIEEQWLdJPF10SYLVa2bRpEymarFAlHddddx1Tp07l4MGDXLx4kaFDh/LJJ58U9bRKPBKvBrlHCMUSISZFHhEXF8fFixd9tmtZEuq/9VgV2m3ZsSxuu+02nnj8MT6aMYO3336HiPCwvEy7xOHo0aNYLBZqVKviHQZWa9hz8xKZ2winHwaFv1R46jJRcK0M2x0OZMnkxbLIdjzRz+pFIAyKQKP8fkwfs6vj2qY5T1X75MOA8NOn3/GUMfyxLPSQCyZD9+7dmPf5TN6cOJk1q/7FbDKyev1GtmzfSVqaK5Vk586deerRB7ixSyfvHM95NNCSRf3Lbo3q1Vm/+l9+/X0pzZs1pV7dusjuz7NNmzZs37GDyMhIIiJczIUs1paqE/cfvowKkNysCtHdTlKViao6SUlX+O0n1wP28WNHs0gyZLHDOnXpytD7RvDOuxPofdc9NK+dd3O1e+65h379+jFnzhxmzpzJg4Nu5aGHHuK2u4fz0/w5mMwWBgwZRo069Vj2yyKOH19D79vu4rm3JlEqNgaHJHudjl179OHTaZOxZmTw3GMPMmPu95QqXQbIMt9UvkHqS4dyzLIYFVmfodHNihDcn52g/gzdv8sKS8LNrJDB830WlDKFgWHMun6L7jIcme72qvSkCsvCfT3xSmvqsCMaMhCMVgwxZTCEiV5l4GJbqP/26lNhbjh805NqmRHgy7zQY0tkx6hQb1MYGOprZFaZYv6oxxjwc731wxTwa9RZgJkuAmFw6M8tZ0aEP+ZGdiyIzOgoiI0iIi1n6VkgyCuzQUFByh+V46NOryvZlHPStc2R4YBI13fV7mZXGDJcP212J+Ga/ctw+jIpbJrPwSnLbLQnky5LnP14PpO/WMK4lAPB2q1Cg8PhOg56aaKvJnTq1ImFCxdiy8x0+Yf4UBRyyTbN7fOXH+SG9ZBfhoSg8wytMD7UZdmxQBISEkp+kCLEpMgX9u/f77leKMaY+/bt86qj/TsQhJgUeUSFChW4cOFCrg3f8orw8HCaNGnC4h9/JD09PecGVwkaNGhAZmYm70z/DJutZDIRjO6X5lAa0uKJ/n17s+nfZXwy9X0SEi8xceJEUlNTsdvt/P7776SmpnLbkPt4/OnnOXj4CBcuJpCZmcmKlauJq3YdtwwczLSPP+Pg4SP5nktkZCS1atbAYvENQpYvXz5f0orcwGZzvcg2apw9hfPBx8eQkpzE6n9W5Hu82NhYRo8ezauvvkrz5s2ZNWsWo59+kYV/b+COYSP48+dFvPfS06SlpPD+F9/w+pSPiYzSd+Ju1qoN/e4YDMDmzZu5s3c3Jr35Knt2bs/3PEMIocRCEHRfRkIILqobwignmFiUeZFN9oJJU1/QUF4yrhapR3Zo1KgRDoeDw0fyf+++lnH+/HkqVKhQ1NPIH2TJtRgQjH/XYJBi+PDhtGnThjZt2tC+fXsAhg0b5tnWpk0b7r///lz3e3WHSQsQFStWxG63c+nSpUKLIE7/aAY3dL2eZ8eP54svPi+UMYsa3bt3Z+zYsbwy8QOOnTzNp+/9r6inlGsoKa8cIcOyYo33p81AkiSmTp2K3W7n2WefpVevXvTs2ZMPJ77DmGdf5Otvv/PUFwSB2rVqIssyL7z2Jk+/8Aq1a9Xk8+lT6NihfZ7nIYpioQU/9RAbW8rz+4OPPpFtvYqVKlOtRk02b1gHI+/N97jbt29n8ODBlClThs6dO4MgUK1mbZ586Q2efOkNr7o5pfId/+rbHNq9nb1792LLtPLptA/4dNoHTP10Fn1vG5jvuYYQQkmDJAgIhIIUBY140cxTEdVYlHmRBZnn6f7ll4wYMaKop5Ur2N2sKZPp6s4b1KiRK8PVnr37aFC/fhHPpmTCarVy+fJlKlasWNRTCaGIMGvWrALrOxSkyCMiIiKIiYnh/PlzlCsXF7SMAP5yljdo2JBnn3uet996k/ffn0SpUqWCM2gxhsFgYPLkyezeupEDR05kFYhiluTD88ISgCmmIPqW6dXNo8xDd0hBwGgQPXRypb1f2Udu4W+fApBw5NqkUtTINQI0xfRf31ve4SXp0B6rQGUpucCL45+mbZvWrFqzjldffRVnRirXd+5Iy+bNeHL8C9x8S38uXLhAUlISycnJJCUl0a1bNxo2bEhqaiorVqzg1Vdf5fHxL7Lx3+WuTCGBzFN9XAURUTQgybK3Aazk9JXB+LnmKExqNRtZYS9n0TizypzuzpQRT11KJSM9HYvF4vHkkDSyj0uJCZSPK8vubZuzn0gu0KRJE6JiYug9cAhPvvQGTln2mNVlh0yHt1ExgMkAMWXKMOPbn/h+7mxuue0Ovps7m1kzPuTJB+8n0+Fg3b8riImNZfwLrxDpTrOnHB+PFEQ1jvLdVVhRBpNKrqE11zWoUm0o8g63qaXsLlPkH6CSiZjcRpsqQ0qPFMT9Uy3bQHIiSikIxgsIkbEYorLGld1z8dTXlZC46ojqMk99t0zEri5zb3Nfv/yba9q9/lbXkzTSDvXvSt96ZXqBO1/5hO91W69Pn76DGEDW3h/8mYAGOq4/WUp28hBRI1dIibBgsRiJiAvXra8HwY8kQzQEfr3NrzTEH/zJeZx21fnnln4o0g5HWNZ5a3Rvs5ncMqm0LFmVIVN7TqkkULL+T4ck0NdYDmQYOXIk/z3yGh9aT1BSIEkSgiBc9UyKuLg4ypcrx16Fhq6936jvzZpnLL0z2nPP9mu8mbO0Qk9WoW2nrlMQDCl/46lx/vx5RFEs8XIPQZZ8jfbz0de1hPvuuy/nSnlESO6RD1SsWJHz588X6phDhg7Bbrfz3Xff5Vz5KoHNZmPNpq30vKFTUU8lz+hYvzqVy5bslGRXOxrUr8cTox/i0+lT6HnzTbw9aTJduvchvmZdbr75Zvr06cPo0aOZO3cuJpOJkSNH0rBhQwCioqLo168fM2fOZNeuXZStUpMWHbpwx5C7ee/9D0hODpz2W6N6NcrHx+dcsYAR7idtakZ6On1u6MTevXsZPHhwwH3a7Xbmz59Pjx49qFy5Mo8//jibN29GlmXMZjN33vsA8z77iClvvOTRRecVZcuV56Gx46leszZPvfQ673z4CXHlymMyGvlxwTd89elMml9XjeV/LMnXOEWJuNhI+re6jriYwF88Q7g2EZuZQXxqUlFP45qBKAj0MZUjDJGdztSink6uUKFCBa6//vocGWslHampqVxJSiK2hKeLLUqcP3eO+Pj4qz6gFULRIBSkyAcqVqzI2bNnC3nMSnTr1q1A6TXFDaJ79dJcgqmHV/vN/mpC6VKl+G7ubM4fPcDKP3/juXFjCA8PZ8CAAfTs2ZPTp08zdOhQKlSowNChQ5k2bRqrV6/m0KFD1KtXjyVLlvDoQ6Po3LEDNpudtyZMpGHz1kyf+QmZ7pSQCr75dgFjnnqGrdv+Y+u2/1zjly5NakoqPy5ezIULFwCX8erSpUsZNHgwBw74N2I7ffoUO3fuKNCsJIu/X8D5c2fZsmULbdq0oU+fPrz44ossWbIk2+DC5s2badmyJUOHDiUjI4OBAwfyww8/eDSMaWlpPPz0Czz9vwksmPUJr497JGjzFQSBW+8czOpdB+nd/3Z+WOry0bDb7Yy6ZxBzZ32B1Wpl757dHj+OkgCjKBITYfEwPEIIITuEOe1E2605VzCoDOEAAQAASURBVAwhaDAKAg0MkWxxJJOQkFDU08kVroVnlmXLlmGz2ejTq2dRT6XE4qw7SFHioRhnButfCEFBSO6RD1StWpVTp04BKga2znuBVsLhT9KRE2Tgnnvv475h97B//37q1auX575KCoxGI+FhYaRbrciCmEWlUh7M/bm+u+l2RU2/OnQmweVhULGsZ5uaFuwj/VDLTfxl+ggkG4gf+MgRZMlXVqCGP5mHj4zBXVcvm4VO5g5Pn3ovXIHISnSQ11zmAEaLkbbt2tO2na+/xOHDR/hm4Xf8uWw5P/zwg+6LbeXKlbj/3nsZMfw+Hnr0MZ5+7gV27NrNpzM/YsW///Ls8y+yb/8BnE4nH3/6GQDLl/7BnLnzWPL77yQkJBAZGUmlSpWQJInDhw8DcN/w4dStWxeDm4q9a9cu5s2bx4b169m/fz+XL18G4PkXXuCFF1/KVhXizSD3/qy9Axy+58FP332LLMs0aNAAWZapXqMGmzdv5u2336Zf/wF89uVs4svEerV58eVXSLx0ieX/rqZFixYA3PvUK6z9ZznPPHgfH3zwAS+99BJtXxlPkxoVuO+++7htyL206NDZZ3x/MhC7orpQPnr1KeDWrDRq3pI1uw7x2jNjWPb7r7z0zBh2/LeVhfPm8OCjj/Py6297XcsVtrpC5zZ6lbnOb4M7iCqovruCwZ3pQ5PlQ1bJPQRFCqK0U12rBI3cQ6nrqidzOSWNTfuO07Z+TUrHqlYDNXIPj8QDfDKFaCUkrvresg+vvtw/DZ66qr6VOpJvBg9FHuJP0qEnE9FKQdTQSke82mUju/CSoPiRgviDnqwkp3H1xsmrzCS3kkHRIJJsMCMjEOvM1K0jBCDf8FfH31wEnVVW7TEMpE5O0J5bTlvW90WRGxk1cg+71YExXPkOu+ZgMLv2xZZmx2J2bRNTXeem2X3dTXVIRBldv2dl/nD9VKtbupvKst+ZxjPPPFNiFpeOHj1KZmYm9a9yn4aff/6ZBvXrUadmdU8mLS8o13nd5whNffWzqaa5Xwiij7QiEPmGbh3tPgQhy4i/8WRB4NTJk1SrVi1o4xQZZFn/BS6vfYUQFISWX/KBatWqceJE4esMlRciJUXitYC2LZow57ufsFr1H7CKO2xOiTRryVmhDcE/ateuxcvPP8uqv5dx8dQxtqxbzR+/LGbe7C/55qtZLJw3h54338wHH05j8D33Issyo0YM55mxY5AkiTsGDWXHzl0IgkCbNq09/X67YCFnzpyhUqVKVKlShbS0NA4ePOgJUISHh9O6tau+LMv8+eefdL3+er784gsAT4ACoGevXgW2/y++/DITJk5i0gdTmfHJZ/yzeh17Dx1lzjff8seS33hw5P0kJCRgtVo9AY9q1apjMVto7g5QgCsAef3NvXjssceYMGECZ86cAVyu0I1btGbKGy+xf9d20tOCT5cuW64cM776hmlffE333n2p36gxAJ9+NI2MEpJBKdPm4NylZDJLaOajEAoPl03hXDKFZEGFjRjBSEdjKRYuXFhintnS0tJKFKMsL3A6nfz222/07R1iUeQHJ06cuDqCFCEUS4SYFPlA9erVWb9+vdc2QfANoqlN3bQsirzE25b89iuNGjWmZcuWeWhdMvH+9E9o0qQJn/y0gjF39dCvpD74GgMjLwaGnrlRATMtTAaRjMzsb/p+V8b8mHjq1skLq8KLEaFZORd12A5+mBT6LAtf5oRPn2IAbAk9U029fcgO/iiseYx+W8LCPS7hatzarx/vvvUGm7duo327tkS4PR4uXbrseVgNDw8nKjKS8U8/TfPmTalSuQqLf/qZtPR0Ei8lcuZMNWJjYmjTpg2tW7emdevWlC5dmn1793Lf8OHs2LEDgLZt27Jp0yZKlSrFww+P5qHRoz1GVsoea/dOzxNPYVeoqb56spHOXa6nc5fr0fr53dK3H7O+nsf9w+6mXLlygMucrHGTpvz7zwoaNGzoxctQ2CC33v8Yc7/5lhu6dWf9mlWUKVOGz2ZMo0OHDgzvexN3DBvJ+Dcn5mikqYaySK3eT1lThiiTnJKMaDR4HO0BZkyfytjxz2cdF/fxkNw96BmSGmTl76zzUDRY3D/dhQozQlav+HuzLLzK3MwJDwNDtf+C5EA220A0IIVFIoVlpWT1MC7MbmNRSc3AcPfv9GZGuObnzaRQ2BZqtpqsNdVUsy2UehqTTdBhXqgZB+4yyZEzk0LXVNPpzLGOx/BTr8wPo0GPweFr2KnD8vDLqHCneMx21NxDj4mQVSYiGMIwIWMye6cxFrNhQPhlTeiUBdUIOgAEwlhxutkTakaG0b1Y4Aizuf/O+m4oTArRzaQwmA0+ZQa3qaZZZaiZ6nCN527mYVbY3BeKtkIMy9Mv8VDZOsy1Fq5EOC+w2+2Ehfmmwb5aYLtygTcnTCIhIYGB/fuBLOkaYSrwuesIos7zgu81wOeZM5C+g4lgPtdmYwJ64sQJunTpErxxigrBlGmE5B5BQyhIkQ9Uq1aNkydPFvq413ftyuIff7xm5B4A9evX59577+X9999ndP8bsFjMOTcqRjAZDdgdoQvXtYaYmBhuuqGrV3CkTJnSXDp/hvSMTMqUKe15Sejc9QY2b9nKddddR2xsLNd36cJXs7/yeYmQZZnRjzxCRkYG06dP55lnniE1NZWJkyYxZMhQYmJi8iUpyy9697mFf9eu5+CBA6SlprJ3z262bN7MxMlTGHrPMN02saVLM3P+Ikbe3odu3brx+++/0759e3bs2EH/gXfy/ddfsG3jWt6ftYD4SpWDOt8fv53H5vVrWfrLT5SJi+NSQgJTJrzN6CfGXtUP6iFcW5AAYygFaZGgrGiiuhjGNkdKUU8lINjtdqKjo3OuWEKx+JffeOPdibz6wrO0aNa0qKdTonHq1CmqV69e1NPINwRZDmJ2j9B1NlgIyT3ygerVq3PixIkCNajTw933DKNChQq8+eabhTpuUWP8+PGcO3eOqV/MLfRjnl+YDAbsTmeJm3cIBYOIiAji4sp6BSBGP/wQZcuUwWAwEBYWxuQPPuD999/3abts2TLWr1/PQw89xMcff0zNmjVZuWoVDz/8MDHFxKW8Xr369O13K4OGDOW1N97il9+Xcv/IUVgslmzb1LquHp999wsXLlygY8eOfP311zgcDl77YCYAh/fvZdIr4zl/5nRQ59q9Tz/P75cSErhv1EOUjYsL6UpDuKogI4Qe+IoQLYzR7HOmkZiYWNRTyRE2mw1TCTYq94dFixZx94gHufO2/jz31Jiink6Jx4kTJ66KIEUIxROCHHpryjOsVisREREcPHCAypUre/IIB2KeqYYPaSyAT+SLzz7l6XFjWfb3Crrd0DUXsy7ZeOyxx/joo494+/mxjB99f1aBlpLrx1TIK1qqjZzqRVI1cgs9+m9OyLDZSc+0UyYqPGDX7DzTZ7VyDz/SCFlHruFZ9fcn89DrSzHI1DPe1I4n6oyr93cg8g6945kXwyh/UfS8Xib9fdY6c7x8+TLvTpzE0j+XsW/fPp4aN44333jdq86nn33Ok2PGAC4pxR+//+6Rm+jlMtdOXe9aJHvKsp9ufm4VkiR5BWTOpbko1gpDW1JdBc+cOsm4UcPYs+M/zzaT2YzdrZE2GI0s2biH0mW987KLmn1XGOnq7cqvBvcvihTkcmIiB/fuJjIqikfuG8KF8+d4cvzz3DfqIUqVLuPpQ5F2qL/DyjjaPvXqqw31lD5F977ryT2UD0+3THKQmpbO/oNHqFe7BtHh5uzb6cg9PNdBFRXep77GgBNUcg2NSaZXPa0Bp2qbXp8+29R9KvPzY8rpkX146P05S0LUZXpyDe11Xs/kMjft/UpKdMoCMbIMpL5yHzmJhTAkymHPsU1OZWIe5R5Kn+r99TdOIIam/gxVtWatAA633ENy+7g43X/b07L8ruxuCYg91VWWmZwlabK55R62NLu7TtbxtLrHzXD/tKkuqAkOB8+nHGbGzJk8/PDDOe5XUSIxMZHw8HCPRPFqwbezP+eeUQ8zsH8/Zn08DaNRRSYPSC6qYTUGKjvN5XNAsBCIcXxA5uLZ1ElKSqJCxYokJiZSpkyZPM2xqJGcnExsbCyJ+zYTEx0VnD5TUilbvzVJSUnFZuGopCIUpMgnatasycczZ9K1a9dCDVLYbDb69u7JsaNHOXbsGOHh14YhlizLPDhsED/98RenNv+VlZu5mAcp8oJQkCKbeWY33+z6CBTFIEihIDk5mT1799KseQsfyUFqWjrz5s2jfv36dOzY0WvFqzgGKaZMfp+PZ3zEv2vWEh9fAfAfpFCGuXwliaMH93P00AEO7dvD/C9mIssypcqU5ffN+3zysucnSKHe9um0D5j05qsA1Kxdh7/Wby22QQrXT8m7jl67UJDimg9S5KZNTmWhIEXugxQ2CT5KO0Vky0Zs2LAhx/0KIbhYuHAhQ4cO5c7bbuWLGR96ByggFKTwh2zqbNmyhf4DBpS49LpqhIIUxRshT4p8om7duhw4dIjrb7gh123z82JgMpmY+P5kunbuxIqVq+nTs3uuxy+JEASBPjddz+fzvuPCpSQqlnNHb7XpSPUcTHU71JhoBjIH9ct7gAELp1Pi9KVk4mIiiCgsP43cBify2nd27WXZc3P2G5zwEwDxNer0DXzoDp2LffJrbiWrzqdA4DFuDaB+NuecJEmEWcy0a9Pa9XKrqRcdEcbDD4x0daExfRX0UqZp5iKqLMIkWWbGRx/x7jtv0/WGG3jwoYfprDHB0jPT9LtbyguyIHDk8GH+9+orCILAB+9P4t33JnlNSXk/EWSVUaf7Z5nSsZRp25aWbdoCcNew4WRkZFCtZi3CzNnfupSXf/V0Rb+2aC4ogZKRjzzB+bNnWPn3Mjrf2M2ddtRzYN3/q4Iq7ndopxLb0w1S6JVlHSdXmTsNoqqSx29WOa806UmtViunz1ygcsUKhFtUwSzFMFgTyFDagepzUgUwlPqCtp0pK2ggWrwDJl7BBsUwUxNYcFX3DkSoU7UqwQxBJ1jhMX7VttNpb7AogQhVmcZMUwlkqKENNkg6qS/9mXJq67j6yF1QIj8IJKBgl11GnaLXJVQn2JDHwIW/IIXox9QzWFAHoZTR5DDvz8xpd2AIc91/lQCGEqRQtgOYlMBFmOs7qaQotaXZMUW5gsJmd3DCFuk24rQ6UMRskRnuIIfbXFMJVvSWSzNp40amxNVmTMLhYOx20JGRkcGFCxeoVKnSVSH5sF06w6Yt2xg6dCiDbu/P5x9NwWBw3zfV98nsngH16vh5+ffcGbzaaZ5F1TenAjRZzDY4oZpbQAEMvTqCyMFDh7juuuvyM8Xig5BxZrFESKKYT9StW5fDhw4VydgN3SnzDh08WCTjFxXiypYG4GLipSKeSS4gwNHzl0hJL5kpVEMoPCQkXmLD5i0+2QEKCpMmTuTy5css/vFH+vTqyUsvvIDD4fsilxfs3bsHgO7du7N+3bp89VWzTl3qN25KRGRwVjuyg8Fg4OW3J7J8w3+88vbEAh0rv0hKSmH9xs0kJZcMQ74QigayDNsd4STIoXWpokRLSzQxgoG/Mq4U9VSyRVpaGkePHr1q/LMcDgePjBtPk0YN+Gz6Bz4MvBDyjsOHDl095v1KkCJY/0IICkJBinyibt26HCqiIIXRaMRkMmGzX935rLWoWN6V2vDkmeCl8vp73Wb2HjoatP60MIgiRoNIpiOAdKIhXNMwuFcrnTqrucGELMukpqay78ABnnhyDACPPvY406d9SN3atRl+372MGD6ctWvWMH3ahwwZdCdNGzXg33/+CXiMv5cvp2bNmvTu3Zvt//3H70uWFMzOhBBCCNlCAmQEDKHsHkUKkyBwQ3gs/2YkkZlZPBcsMjMzEQThqmBRAEz75HN27dnHjMnv+Uo8QsgXDh46RN26dYt6GiFcxQh9Y/OJBg0a8MEHH3ilnBHAx59CrYv260+Ri+j1zh3bsdvt1KxWNXeTLuGo3b47FcuXY9WGLfTp5jIN9VDWRNFb8gE+VDtZEL0obqfOnqffqHFER0awcfFsqlWq4K6o9KmKvGv8KfQortlJQMJMRmxuqrE/amyePS+UeQaqk/Sp4+tFkS20VEltWXZzkaSA+g9E5hGwHjSnsfyU+RUJ6FIg/bQI8LttEA0gg9PhAJMJvfzr2c1Pj56pePrLKhnExYsXeeLxx/npp5+oUKEC586dw2g08uz4Z3hg1EjmzZvH77//TmJiIt9/txCDwUCDBg04cfw49949hA1btlKhQkX9ObnHsdvtLP7xR+6/fzijR49m0qRJ/PLzT/S55RZMbs650/NV9fWkUCQg6qOWzVfaqyw3kOQs+rvSp+Sei6iSoDg8khd3mfp0dP8UNdIOAOVqoSf38GxDK/vwvpdAlgREVNN0RTN20YgsiDgNZiRzZFbnWt8J9XVL42/hkXg4HeAmrHvkEko/akmIdptR1be7TFTKnGq5h3suiiTErvKfcCtVZK3PhZ4Xho6nhWD2IyVRgn3u8QORhHhJOnRkHll9Z+93IWqlIOq/C/H9TzCIOGQQJBGT0YCoMkbJrXzDn2wjW0+MAL018uqdocDz2el5VLilHQb35yTZHaDIPtyGs0ab6yR0Wm2YIl0eX0a3lMOUlgGAWeVbocg8LBmu9h4fizQ7lhjX90hyacWQbE7P37dGV+Tnw5f44YcfGDp0aI77VdjIzMzEYrEELO8rzli/fj3/e2cio0fdT6sWzXwr+Fvxzk7qoJFYasuUa67PLcqf/KOwIessgGg/b81zMmieuWSJvXv2cNdddxXABAsfgiwFMQVpiEkRLISYFPlE06ZNOXr0KCkphUu3lWWZV156kdq1a9O/f/9CHbuoIQgCXTu25d91m4LS328r1mDNzMRsMjJs3CsFtoJtMRmx6uihQwhBDaPR9SLgKCDWjdPp5LYBA1izZg2TJ09m+PDhzJkzh2PHjlG1alWaNWvGe++9x86dOzl58iS//voru3btYufOnSxYsICkpCSSk5JzHMdms5GYmEDZsmWxWCw88MADfLfgW3bu3FEg+xVCCCHowykrxq0hJkVRo7olnFaRMbz33nvFUlJhtVr9poouKdi/fz99+/alZbOmvPXK80U9nasOdrudvfv20ayZTvAnhBCChFCQIp8oX7488fHx7Nq9u1DHXfzjIv5ZsYIPP9RxKb4G0KppI3btOxgU3X6s29F3xhvPsXrzdr5e/Hu++9RDmagIYiLCcq4YwjUNo3u1sqCCZV9//TVbt27l+++/Z+zYsbzzzjsMGzaMypUr+9Q1GAzccsst1K9fn0OHDvHKK6/QuXNn6gagQ7144QKAx936ueeeo0LFisyZPTuo+3Mtw2g0EhEZeU3eA0IIHMqVJKTGLx4YHFeB7du3s3Tp0qKeig9iYmKIi4vLuWIxxldffUXz5s2Jj4/nh3mzrpnsd4WJA/v2YbFYqFmzZlFPJTiQpOD+CyEoCD3ZBAHNmjVj947tdGzbOivlD8pPfNICat31DUIWNUzSIZhro+2SDJ998gldb7yRPn36BG9HShAa1buODKuVoydOUbtGNW8JR3aZPlQ0PVkQkSSJ//bsZ96fa6hZsyZ97n+CW3/9l0mffs29t/VBFL2pba6+lZSn2b9AZkdbrVyuVED7FnDqUW2qUQV+pBgBZb1QSTJ86vvpW5ClXGXV0MvqkV+Zh14KzpznkXUcBR1pUNYfvrTPbGl9uZWCeNrJWCwWOrRtnWXwFYgzuI7buPY4CbKM0+nkrTffBFxStUCxb98+T/35C7/zki1kh8OHXIa+yjXKYrHQokULDh865EnXKYhZWTOcSgILZYt71Ve9+3oSkPxCm11JOWpO1SieQ67MUfY9AHpSEE8ZSplv5g5R87fXXBQJiXuS6k9UEAQiYsvQ45Z+AKQ7suZrcH9/FXmIYMi61RtMrkCpoMnuoZY/aFORymr5kFNTX5NxxLXJLSFRfw/cQTfBJ4OIbwpTbZpT9XgeSYe6TOlbkZIo135VdhA0qUsFLwmM06sfr4dMd5mkzE0nu4eoTVdqc/hIOvQyhmTtW8E+1EaJ0NpoQ0RAEASfe0wg2Tdym/Ujt5lDsqsT8P1Qc7y9pDcm1/mvlYRINgeEuVgDTrf8SHLLQBxWmyfjh1H5qWTySMvAFGnx1ANwuiUdDmsWW9JpU7KKOL3qdBYjaXj5LC8NHUKvS5cD279CQpUqVYp6CvlCamoq48aOoVnjhiz48mPKREeBUyejj79nFdGPpMNfNjAVfLKGqZ4984KCkBB4P9/4DKj5W/Dap527d9GkcWPv5+SSDFkOngynGDKkSiqukrOraNG0aVN27tpVaOM5nU42b9pIr963FNqYxQ0N69YBYM+BvKfxWrN5O21vvYclS5bw3nsuU6XHH3+cvYePsWNf8M1QJUkiNSOz0LI2hFAyIQgCRqMxT5rgK1eu8Olnn9O7762MHPUAF9xsBgVz587l9OnTvPfee5QrVy7gfpWVtdffeJM6deoE1CYxMRGAMmXKeLaZzRZSUnKWioQQQgjBgyC40uFeBTYDVwUEQSDcYMBWzJ4FFDPlkvyM8tVXX5GSmsbcz2ZQqUJ8UU/nqsWuXbtp0rRpUU8jhKscISZFENC8eXM+nDrFvWqjWi3xLJW5D7OHZZG14quwKhQzTS9WRTbBuHNnz2C322nepFEQ96JkoVLFCpSKjeG/Pfvp17MboFqB1TPRVKCKardp1hCAFi1aMHDgQAC6dOlCeJiFv9duonlDP67Ffsw0s0Oq1cbWQ6doWbsy0eG+ms+AV4y042bHqHB16v2nn5V2F9vEfc4qq43qQHseVwCUcX1YEp6O/Zlwytk/WXsxMLzr5DWQLZNlLuk7nus4q9kW2Q7jj2WhO7C32eve/QcoW6Y05QMNJMgSEya+z6uvvwG4Un7+uWwZy5YvZ97Xc+jSpQtOp5PJH3xA//79eeaZZwKfG64HP6PRyMA77vDievk7zArzYv3GTfS42fUdvaVPb0aMGMFrzz3N2tUrmfXt91SpWg0AhVShXAtl1Uhag01/n292181AodveY4Dsno/ennvMNX2LsthzOuwMpY6OYWZWme95KSKTePEim9aupG2nrpQrn3WuaJkX6oCXMo7inygIrvuTIQC2BWQxGgSNAafrV7UJp6auu3sPK0NTFwCTq75oyaXxplJHa7ypLrNrTDV1jDMFrSmnqo5BKdMbV8PSUFbu1dAzdtQz6tTCHwPDH9TsiEsOgQsOkXoWZ8CBCh9GQy5NNnPLvMiuL0Hv/ubvnqe0U36RnFnnXjafk2R3IJrdv5tc557yt9Nqw+D+XcuscNodmGJchrWSze6pr5R5puAxzsz6nMPCjBjye7EKMqxWK5s3b6ZZs2aULl26qKeTJ2zbto1mjRtSvbLK2FnnXuzDdFDDGQDrQa9Ir0/N802+GRF5ea5QQz0XP2W6fyvdCiLbtm3jjrsGBT6X4o5gpg4NGWcGDSEmRRDQrl07/tu+o9BSSp0760q9WalSpUIZrzhCEAT69biJz+ctxG6359xAB4t+/wuA6dOnex7iLRYLnVs3Z9majUGbq4Jws4uParXlbb4hXDtITU0lPT0j4PpvvTvBE6CYPHkyf/75J7t27aJJkyYMvPMuVq9ezabNmzlw4AB33HFHruaSkJDAG2+8wahRo6hWrVrA7aKiowFIT0/3bBs6dCjx8fF8PetzLl44zyP338uVy5dyNZ/iht07/uPlpx7nwvlzRTC65MoC4ycDTAghZEgCaU4hxKQoRri5agU2X0jk6NGCS32eW2RkuO45JdnD4ciRI9S4xjLeFTYkSWLz1m20b9++qKcSwlWOUJAiCKhduzbR0dFs37GzUMaLjHJF7lNTUwtlvOKKGzu158y5C6RnWHPd9vslyxgx/jXu6tuDDh06eJX1u6kLf63dxLbd+4M1VQCMBhGjQSTDFsrwEYJ/GI1GHI7AzpO169bzxlvv8OCokRw7tJ+xY8cCEB8fz08//USd2rXp3rMXN97kYjMsW7YsV3M5cuQISUlJtG3bNlftKlasSFhYGHv37PFss1gs/P777/y+YjVzv1vMieNHuWfggGLpch8o1q/6l+/nzeGuXjeSac39tSiEEAoaDhmMocwexQo9qlWkYkQ4N998M6dOnSrq6QCuIIUgCCU6u8eRI0eoWT3wYHoIuceBvbux2+00adKkqKcSNCgpSIP1L4TgICT3CAIEQaBdu3Zs3Liedi2b+hj8CZLT1wjQLQERAAQRUcgyzVTozh4DNkHwUJBlWfa45pcvX75A96s4w1ipHtt376VW9arExkR7lcledDZvGj3Alh27GTb2Je688y7mzJnjRYV2OBwcTXHidDp5/4t5zJ38evAmLcuEm01kZMOkyMk8zYdSGwDl1Yt2lq2kQj2u5jxVmWj6HcNf33ryDuWnmI9LkKpvreGlnmFtbt6D/dWVUa1I6khAPPWy2289aOoaTRbskowsGv3e8I4eO8bQYffRulVLZnz8SZbZphtRUVGsWr2a9evXk5GRwcGDB2ndunX289BBq1atGDBgACNGjGDHzp288MKLhEdEuKbtp51BFBFF0SfY0qJFC8/vIx8azeczZ2ASBY+8QzmUTtUhVQw2Zc81MqtMqS/hLWPQ+wz9satlHbmGtg+nTvvIaFf2kvNnz7Bv7x4aN2up17tP31roGm56tinyDW/jzUyna78znTIZDpWBpadPRSaSNXHlTDOI3mXqM1Ap00pCIEsWopWEgK8Jp9ZI0/2Hq0xrwKlTP8tc09fIUpT8SEI80gxbVjsfKYib0u2wqaQBknc7PUmI1pwTXwmJPwNOreTAVT972YfWlNOfNCQ7OEURI4EZV5JDPX/SjkDa6co39OCvXm6kkaL6ecDFZhQ054mX7MP9u8HpknRIirGmzY4xAk899U+nauFB2aZ8Tk7N3woigflDejJ4wTLaNqzHj8v+pl27doHvVwEgIyOD8PDwPPkhFQfYbDZOnjxJrWpV9O+3ejcF2f1d1dlnn3uv+j6t+Ty97/fZfEfzazLp5xkxry/GORqI+gwksmHzVlq3anV1ZZUKyT2KJUJMiiChffv2bNqyrVDGOnniBIIgULXqtU1pW/bvGjq1bRVw/V37D3H348/Rf+STNK1/HbNnz/a5yK5atYoPPvgAIE8MjZwQYTHhLGY61BCKH4wmY0AypqkfTkMQBBZ9951PgEJBZGQk3bp1o2/fvowdO5YuXbrkai4Gg4FFixYxadIkpk+bRv16dXnn7bdylLetWb2a9PR0evTokW2diIhIMm2Z2Gy2bOsUdzRpkRX02b45+DIxv5BlL517CCHowcWkKOpZhKBFldgoFg7uQYWoCLp06cK0adOKlFXmdDqJcAegSyIOHDiAJEnUqlG9qKdyVWPjlm20C0k9QigEhIIUQUL79u1Zv3FToYzlcLgiv1dVFDOX2LRpE3sOHGJA7+5+6zkcDsa+NoGbBo2kec872LxjN71v7MS3H03EbDb71K9du7bn9xva6a2I5g/1KpejYdVrlwETQmCoEB9P5Ww8Z2RZJjMzk0cff5KPP/2M6tWrUb584Jk68gJBEHjqqafYuWsXg4cMYdLEiXS78QaOHz+ebZstWzZTukwZGjbK3uC30/VdyUhPZ2thv9wHEfUbNWHJaleA+p2XnyWpEDw2HA4HG9auZtwjD/LGa6+QmVlygzwhFDziTRIVTKFgVnFEpZhI5g/qzqOPPsoTTzzBoEGDSE4umgxI9erVo5Gf63Vxxw8//EB0VBTtWwf/2S0EFwSHjQ2bNvnIpEs8ZDmLTZHvf6GFyGBBkEuyGLgYITU1ldKlS7Nn4yqqV62SRZNSqFRuWrsXtUqhMyryEBX1XSv9UH9IP//8M/cMGcyFCxdylUbwakHi/q10uuUOwsPDWfPrQlewQS0hUP08cvQ49a6/hc5tWzJy9OMMGTIkR71l7969OXPsMFt/neeiPeaUL1sNP5k+cpJz5ATd7B+BUGf90fk00iTddh6Jkk5dTcYO9Tns094rG4fyvdD/nujOyWtc7z79zV8r+4CcskNkXyjmggYbSFU9mYhfyBIjRo5i/rffejaNHTuWyZMn566ffGLbtm3ccccdpKWlM+frr+nQoYMPk2PokMEkJCSwevXqbPuRJIn4+HgGDb2HV15/07XNXaY+NAr7SK9Me430JwXJqwTEU1cnq4csu4IGraq70rT2vPV23pv5pWYMRcIn+N2mhU8GEAQWL5jHhxPe4MK5s57tW4+eJzw8LNv2WpmIa1z33+7tBpXexFcSQrZlWZKQrErKNk97HUkI2iwhkHVN1Wb+UF9rte1U7bPqa7KSqNu75SF6GTy0mTs8dVDJRBTZiCLpcNhUdbxlBHpyER8pih9JiBra+0deZB+BtgtEFqKuE1BGDgW5lHEI2TDEAu7TH7KT5/jJ3CKppB3abepMLFrZh6eun+O/ZM8Rxn73N1EWEzO+msuAAQPytFvXImRZpkGDBrRp1ogvp72fjbQjF9+Z3GQzKyp5TH73UQ2f5y1Btyzx0mUqNWjB+fPnr4r3j+TkZGJjY7m8dTkx0ZHB6TMljdItbyYpKYmYmJig9HmtIsSkCBKioqJo3aoVq9auL/CxatSsCcCWLVsKfKziBKvVygcffED9jjdz+twF5s6YrMuG8GrjpqT/7+nHGD58eECGUGFhYZiMxgLRZVptDtbvP8GVtMAzN4Rw7SEjI4OzZ8/6UH9//uUXrwDF66+9VugBCnD5Sqxbt44qVSrTs0d3mjVtwpLffvOUp6ens3TpUm699Va//YiiSJ9+/fn4o2msXb2qoKddYDAajXy79F+6dOvJkBEPFuhY38z61BOgqFSlCm9P+gCnPcSkCCF7nM+E9LxlMg2hENG3SR3+HjuYxpXLcdtttzFgwABOnjxZKGOnpqaydu1a0tLSCmW8YOO///5j//79DLrN/z0nhPxh1boNNKhf/6oIUHhBdrqCk8H4J4cutsHCtasXKAB0veEGVq1dx7A7B4CsWTV2OkB0r2cprApPDZexpiA5PSsCoruOKGStBCuriU0aN6ZuvXrMmv0VvXr1KvgdK2I4nU7mzp3Lyy88z5nzF7hv0EBeGPsY1apUyj5qLIggS/z29yrCwsJo3XNgQGMlbv+XxYsX89Yzj2UZn+pV1BpCKvNQr+jorIaZjQZsDifpmXZKRQaW5kuXQaEdw99Kkr984MoYquOYrZGS20RTt67HDM+mc34rdZye6LxyTD1dKUM6bVlmmBqWBnrjuk3/BLL69jAo8Kri2uY+TkrV3BIZnAE00HgdekG7ai5nYz2ZnJrGoSNHiCtf3iPrkmWZp58ZT9++fTGZTPz444/8s3IlL+dmB4KI8uXLs3LlSv78809mzJjB3XcPZc6cr+ndpw+LFi3CarXSr1+/HPuZNmUy61avZPYXn3H99dd7HTaF5aCszCvGlfpsCXcddaHyOfsx3FSMI2Wdvv0hq77rlzoNmvLBLFcAye6eqC8rR3XV15QZdIKiyvnisNtZ8NVnHDt4gKiYWNp17krfOwbTtkMnDmzbQFpGBubIaJ/2CrLMMbNnVBjUHrtKmaR8v1TzdDcQnYoZqJtRIfqac3rKBHV7971NMeA0hnmNCVlGlFrWhXqbrFwPnFkmm54ZaJkUaraF1oxT1beoYV54mBRqtoSHQaEx4lT1KTu8WRKy05l1DLXGm17tnfpl6pV9p+a+osfQU9eXZY4mO6ljFom2iLosjUDgw44obEZELtgSfu+ZbsiS5OlT0D4Jq4679lspmnUYOJrPTc8I1V+ZGrWjI/n2sbv4edt+nv/uLxpeV4dP7+/HkJnf57hP+UFaWho2my3HhZ/iivnz5xNXpgw3de6g++ylayyZw/NjTsh6/snNTHOHXBli5odFoWnr/Rzo9NRbtXYdXW/omrdxijFkSco321ndVwjBQYhJEUTccMMNrFy7ocDHEQSBgXfcwdI/fi/RhnOBQJZlhg0bxvDhw2nTshnb//2Dj99/2xWgCADHT52hatWqAVOuoiMjMBoNxEQFh/alhSgKhJtNpGfmbIoYwrULk8nlQq82zxQEgbNnz9K7d2+mTZvGJ598wi+//FJUUwQgIiKCAQMG8P3339OyZUsGDx5EzRrVeejBB+jevQf169fPsY+YmBhGjBjBsqV/kJ6eXgizLnmY8PIzfPjWK/z5yyI2rv6X+MpV6XvHYCxhvhKPEEJQw+5+gTKV0IwN1yIEQaB/y/qsf2UUNcuV4rN/txS4oWZaWhpms9lz7ylJkGWZBQsWcHvfXiVy/iUJ/67byA033FjU0wjhGkEoSBFEdOrUieMnT3Hi1OkCH6tPn1tISkrixx9/LPCxihKzZ89m/vz5zJs3j28/m07d2jVz1b5rhzYcPHgw4DzkBoOBCuXiOHMhIS/TDQiRFhNp1qs7uBRC/qAXpJBlGbPZjM1mo3Llyjz44IPFxok9JiaGv/5ewZq16xh27718/sWX/Lh4ccCSqSZNmpCens7lSwVvOlkSsWfHNpq0bMOL706hQuUqGPKqwQ/hmoPdvahnCj3tlTjEhFsY2KYhK/Ye4+677yYpKanAxkpLSyMqKqrA+i9IvP7665w4cYKhdwwo6qlc1bicmMDO3Xu5/vrri3oqwUewpB7KvxCCgpDcI4iIjo6mbdu2/LNqDfcOGqiirStmju6nBKcD2WB00U61hoGSA1k0ekk/lDKjkGWo2axZM/rccgvDhw8nLi6Obt26Fco+FiZ2r/ubxx97jOFD7uTObhon4ezyV2toazd16YgoiixevJjHHnssxzHFGi24nJRMmdKl9E0ZFVmDtqEePdDH99EAkpOoiDBOJySBIATP90J9vughNyZQCjwmpKr2Co1N9JVgZM3FTb/WMdjMVqah7kbvuGsMNgPqW5B86njGUUl5FDmVdqHK37pVXrPIygHwQgXAaDIhyzI2m80zr0mTJpGenk7dunXzNngBIyI8jI4d2tOxQ+5Tk3l00LITo8rAUVk9lGS3bEDVJstM0/vz08tW75F2qI6/rAwjuaUgHklE9u0DhSLz0Eo61PIPLdtbErMfpPutA/ls8ru88NhIKlSuwq1D78XqkMh0SEiyTKZDIt2e9WCklY5kyYyyxlB8D5UyQVDLNQSvOmoDTociAfHIRdx/q57LtH16mW06vdsrc1V97J5tguCinhtUTyoeM05FEqJIM/xJQtTmnO5rWJappjJ/m0ouoqmjklgI2jKtNAQCM8fUykXUJp0eI8ecDTj1HojVdRyZTjDZMEdYEIwqwU9eH6Szu88EGDgLRIqR2z7z0s7vnVd7bNTnltnFXlIfY0FTJzdGnGroSUDGDehK1fKlGTtnEfcf2s6ijbv9zTzPSEtLK5E+A3s3/MNrr73GK+PH0rFta68yj1QiN1IPvbJsnp9yJcUIBMHuL6/jCqLvvgki/6zdQMMG9alQoULhza2wEMzgQihIETSEYutBxs0338xfq9YW+DiCIPDVnK/p3Lkz/fr1499//y3wMQsTq1atonPv26hUMZ7Jb76S537Kli7F7X26M2XKFBwOR471k5OTSUvPoHJ8waUJrVA6mua1A5OrhHBtwmg0EhtbCtH9sL11yxZefeUVXnnlFfr06VPEsws++vTpQ6nSpZk44V2cWs19CAx54FH++O8QP63bwaLV/1G/SXMAzGHhlK1UDXNYYP42IVx7EAWBUmYRkxikgHgIhY472jWme5M6JKYWnByuadOmVK5cucD6Lyj8+OsfhIeHMW70A0U9lasef61aS7ebuxf1NEK4hhBiUgQZN998M59+8jE47a5Vcq9V3qzVbk+qNEA2GL0NA5UCHVaFYHDr7WRXFopvvl3AnQMHMvCOO/hvx06qVCz5Ec4rx/Zx3z1307BeXb7/6jOiomNUq/rKkqjquCorW1qDSHfZ+Mcfol2vgUyfPp0xY8b4Hfv0aZdUp1LFeDAYdEzJsmdXeD4/9d/aaLRBxOL5DAsoah4oayJP7Ar38Xe6GBACkn5qUtDdP0GnzDfVqI4Zpuw7V20aUx+jTchKieqPXeGp417RVa2x+a6Eq8b3U5Yd1K/f2b0zuNg1AvUbNQbALsnMnj2L+Ph4Xnkl7wG74oyoqChefeUVxo4dy5bNm3n11de4pW/fLJaLu57aFFMQvcuUIqMoeD43z+nqWf1XszSUfpQUpqrPXfkKa0w1BVlVB40ZpZoJIXl/uIEYripmm2qojVYNJgux5Spic8qAjCgIGMIiqda4tU97ezaMHXVmSVFSTC0VJoNqLFFhgmhTkPqyLfTIYB52haCtq2JyeJgYvv1kzUn2quvFxPCwPdwGnCq6heg24xSV+WrvEagYDFpmBGQxL7SsCx22hk/6a7Lu71q2hzejQ5Pm1MO+0GFkSJqVea9t3mVeJp2Sk1JAqTLe/anh1+QtEGPmPCJXjAp/UOYWrLlKTh3jT9c9W32sfE57HbNNPdaLp0yPbWHUGLGqhs+UJCLCCs7UsrhIB3OLxb/9Qc+buhKhpGBWP3don0H8MSv8IRBmhZ5BeS7GCRYrI1vj84AnovPc6t7296q1fPDh9Pz1X0whO52+psT56CuE4CDEpAgy2rdvT0pqGrv3HyyU8cLDw/nk88/ISE/n/YkTC2XMgkR6ejr3PTKGsxcu8PmH7xNXtkzOjXJAi8YNGTlyJO+9916OdU+cOAFAtcoV8z2uPxw+c5ELV1IKdIwQSjacTic7d+zg6bFj+OKLL3jxxRcxBOKQX0IxZswYNm3aRMWKFRk06C6GDB7E5cuXi3paxRoOm42ki+dwXOUGyiHkHQ5J1skyE0JJg9Vmx2IqmHXFhIQEDhw4UODmnMHGzp072bRtO7fdcvVnuStqHD91mmMnT9O169WX2SOE4otQkCLIMJvNdOnSuVAkHwoqVarMmHHjmD7tQ3bt2lVo4xYEfv31V37+fSmzPvqAOrVqBK3fNm3acP78+Ryp5MePH8dgMFApvmC1mUlpVi6lhDIZhOANWZZ55qlxNGvckIH9+/HwAyNZuOBbJk2axOOPP17U0ytwtG7dmuXLl/PNN/NZtWoVnTq0Z+3awruW+oMsyyz46gu+/mwmyUlXino6AGSkJHFo61oyUgrOUC+Eko0jl9PZeT61qKcRQj6RnJ5JVJilQPq+fPkyV65cCZ5HViHg9OnT3HLLLTRuUI/+vXoU9XSubsgSf61cS7s2rYmOzj7VdYmGJAX3XwhBQUjuUQDo3r0Hf/3+C0+OutezTZAlF2XKKQUm/XBTWNV53mXRiCg5kQ0mjIDsbu+UZMaNe4rvv/uOBx98kNWrVyMGi0pZyIiNjQWgVYsWyGrzHg+VHx0KXc4SjMO7tnn69odju7dSuUJ5DCaziyhs0Eg49KChdssYsvjhepIHWSIyPIzUDGuW1EA772AhD9Q/QZb8Szc8ucHd+6hQohXph56UQ6+98qfeHDXbvOaTjSGtntGmoGnjqq4ccw31U3B/HwVfo0Q9mYeyTSs3CBSyu6+LFy8gCALvT5jAou8XcunSJUaOHEn58uWpV68egwcPxmIpmIfT4oohQwbTsWMH7rnnHnp2v5lPP/ucu+++G4NB8KwKa4+7WgqiSAg8Mg+Dr5RDMTFVHsy9PnO33EGRd8iA1Wrl9efGATBr5odMmP4ZbTp29szD+/neLVNQzkCd2KjCSldkGqLOC4J2BVwtG3HKMg5ZQsb10+7nwUiRT6iZ5IrcSJGG6ElBtO295+g9N4PO19jXQDOrvY/xppeRpnJM3HU9Y6gkKdlIQgRVe19JSdb1VpGHaOUmguoYeww4daQhnlo60pAsA07Zqx90ZB+ee4tTIw3RbadjuuhwsWh85APu+s4UsFjAEFvWv2xEi+Js/qbeR+VZpwBfDJRj69901ORVJkuSb32VxEfQyFIUk1XB04/3/hxPuELvu0fkcQ/8Iy0tjcjIgkm7XhBIOLSD3v0HgeTgl29mERFu8ZV06Uk7NM9XeZZY5MZ0U0Ehvbj6PLrl9hlQT7YC/LVqHd26X8XBIEkKonFmKEgRLJTMN9lijp49e/Lvuo1kZhYeBddisfDhtOmsW7eOGTNmFNq4wUaTJk2wWCy8N/WjoPUpyzILF//KHXfckSNd/vS5C1SqEB+0sbNDVJiZNKutxNErQwgOJEni23lzad6oPg3r1KJB7ZosXDCfUaNG8ffff/P5558zYsQI6tevf80FKBRUr16dFStWALBwwYIing2EhYczcMg9AKSmpDBq8AB++/H7Ip5VCCH4h80pYTJevTKxawEZNjvnr6RQo0aNoPctyzKpqaklJv2o3W7nzuEPc/L0GX6eN4vKV4EPW3GH0+lk+aq19OoVktWEULgIBSkKAI0aNaJUbCnWbd5WqON26tSJ0aNH8/TTT7N58+ZCHTtYqFSpEtOmTePzr+byzXeLgtLnngMHOXbyVECpGxMSL1GubOmgjOsPkeEWZFkm3RrSkl9rsNvt3Dd0EI+NfojWbdsxfeYnvPrGm2zctp0JEyZw4403Ai7pmO0a9xowGo28++67LF++jG+/nV/U0+HldybRtEUrzBYzjZu1YPwjI5n3xSdFPa0QQsgWdqcTsx7NJYQSg5MJVwAKJEiRmZmJw+EoMUyK77//nn/WrOP72Z/QqH7xTMd9tWHbzt1IkkybNm2KeioFBllyBvVfCMFBSO5RABAEgR49e7Js5Rpu6NTOt1xP+qHN7OF0uKQf4Fum0FPdEhC19OPNt95m06ZNDBgwgC1bthAfX/CsgGBj1KhR/LV0CeNfeZ1bb+lNVIR3ej0fUrSeBETIWjka9eSzVK5Ygbb1a+Q49sVLl2nSoJ63DENP/qAq0+M5Z9EIfTOEyLJIZGQkNStXwGA2u+QH2VDs9BD03NzqueUn4wf47KuADi3XPX+/UpDsMqaotmXN1fX90csG4sVT0XyPFNmH0rfglDzbZM1ZJgpZsgJ/Mg+fjB/unxkZGdgyMzl65DDvvP4aa1ev4ueff6Zfv35kB7PZjNPpxOl0XtWGmTlh/PjxbNy4gVdefpnBd96B0X1dVMjUgiIN8JJ0uGn2bnmAOnGGqM1c4fk8VTR/jQREkVlER0bw8ZxvGTawL8eOHKJdxy688/J4Thw9xLOvv+v5nET3uBK+Ug5FwuH0nNK+32ePzMMtu1D+Nqj6ccoygiBiMJj0JVMq6GUXcWr61JOCKNDLFuJz2dOTtAjeGUR0y0Tvv9UZQES86wiSWjbiLVMx6LZ3t/OMJXttV5dppSWubW4JmJJBRCMfcfXlLemQNdIM0MnuoZMJRCvpEGTJV1KipbQ7fcdQ091lWcZuvEJYqTKIsbH6chHPGE7/f5NL1/pAsobkET4vATpj5ftFQf35aeWzkkaqoT4uioxXLfEQRdcxV8o8c8z6zAWTJnOHavwD5y4BUKtWrTzsiH8YDAZq165NTExM0PsuCMz98jPat27J9R3aBSbxUKCT4SdXKEgKf34ZtR7tnL9nUfdQgT7jqdotX7mWbt1uwmgMvTKGULgIhdcLCD169ODPlesKfdywsDC++WY+DoeTG264gZMnTxb6HPILQRB44+XnuZiQyCPjxue7P2tmJrfd0osObVrlWLewmBRGg4Gq5ctgMZkKfKwQih639uhG/RpV6H1TV06fPsXsbxb4DVAAlCtXji5dulzTAQpwXQ8ee/RRTp8+zfc//MCVK1eKdD7l4uOZ//MfVK9Ri62b1lOtZi3mffkpLzzxcI7GvMFGZOmyNL6pL5GlyxbquCGUDAiCQKdGtYkvfZWa3V0jWLp1D7UrxlG1atWg920ymahatSpmc8GlNw0GZFnmjz/+YOmKlQwd2L+op3NN4c+V6+jR8yqXeshBNM0swIXEaw2CHBLFFwgSEhKoUKECRzcsp6I6U4THANLXCFDWlqmMlTxlCrtCWfFVr/i768uikYMHD9LnlluoV68ev/z6K+FhYcHZsUJEh7ZtWL9pMwe3b6Ralcr6lXSi29rI8Q19B1IurizfzfoYU/kafseMiori1aefYMzDI7PtDwjsIpRdjm43UtIysFqtlC+TjaGnv8h9IF/bwrhQ5oZ54c853I/Rq8/3wt/4PiwLvL4XQNZ3CHy+R7LB5P4767unrMorq/HK3+pPwMOuUEw1VWWJiYk0rl0dgF69evHrr79e84GH3EKWZSpUqMCFCxeIiyvL0089zeOPPeoyCFZ91gq7wsNW0Hwu6m0ew01Vmawp0/s8lc/fmpnJB+++yecffeip99Hsb+jW+xadfrLaK+vjWXW0zAr1/OUc6+hBjzmhno8aWtZEMKFlUOiZg2qZFOo22bMtfMfwMCGURUVdk0733zpzymqntFHPw7sf7ZjqPhVzT1Fnjh5zThVbwgMdJoXrb4dPHR/2BWRv0qkzRlbfevc2Wb+uHvJa5o/RkU1d3fbaoGAADBFdhoWfefiyNvwEIt39eM1La5qpMTbNtkwZX5apM/wlBt83gsmTJ2c/dh5x4cIFLBZLQMbiRYUzuzYy7JGx/L1qLZ3bteHHOZ9SKirct2I2TAr/xud5Nc8M0qtTLli0/gzIdZ+vAjDQz4lZcSUpmYrNr+fQoUNUr1495zmWMCQnJxMbG8vFZXOIiYwITp9p6ZTrfi9JSUklhqFUXBFiUhQQ4uLiaNe2DUv+/rdIxr/uuut4++23+euvv9i+fXuRzCG/mPXJdAA2bdmar35u6dGNP1f8S2pamt96TqeTtLQ0SsUWzkXlUnIKh06dD5lnXuXY8d9/nt/Hjh0bcIDC6XSyY8cOLl++XEAzKzkQBIEZM2YwduxYEhISee7559mwcWORzslisfDcq2+w8LfldLz+RoaNepguN91cqHNIvZLIrn9/J/VKYqGOG0LJQHJqOjsPHsNmd+RcOYRiif8On+LspaQcmXd5xZEjR7h48WKB9J0fyLJMeno66enpvPj2RLbt3M0Psz/mrx+/ITYmxAwqLPz57xoa1K93VQYoQij+CAUpChC39O3Hb8tXFtn4A267jTJlyrB48eIim0N+UKtGdapVqczmbfkLsgy6rR9Op8R7H870W89utwMu+mNhICo8HLvDQWboAfKqRrMWLRAEgYkTJ9KjR+ApvERR5PLly6Snpxfg7EoOBg4cyOTJk9mzaydAsQm+NmvVhtnf/cSLb03AXMiZWGSnhD3TiuzM42pgCFc1MjIzuZyciiFknFlisWTTTmIjw+ncuXPQ+7bb7VitVqKji8dL/7Fjx/j8888ZMmQIFSpUIDIyksjISGbP/55Xnn6Sfj1v9mI4hVCwEGSJX5f/wy19CyZAVqwgOYP7L4SgIOSCUoC49dZbefPNN8jIsBIe7pZbqOloGpqVx1BTMWp0ZtXxVHXY3GUOMBhd1E6Fqu6hgtpBNGAGut/cjT+WLOF/L72AJbJ43IgChbl0BUqVKsXRYyd0kj+7j6OazqZQLTV1q1arztOPPczEaTMZeuftNOl4k+54SpDCaDJ5jSe7PxMv6FDkfCiF6jo6n3dUVBSIBpKtDizhkTpjZP/ioUtf1NIWBZ0V+/yyNnJDTczN2Gp6rOYhxDOUzj77SEGU74BqmzKq4HFBtGdJQBRvWs3YiiktZJnnKcaKsmp6Ts0uqWeoDBcRGY0gCLmm0wqCgNlsJjMzM1ftrnY0aNSY5s2b88+KFTw8agSCSpojeq6XbgNLz+cjeOQRHqNM99+i6gPVSkBkjbmmq4HS3t2zqMh/fPvxSDpU4iClz6yxlLlnDaGUiRrjTFE1EUkGo0FAEFw/9aQUCpye9r5lWgmIU08TkkfoGW5CliQCQNR8rbOkFIKqPl7bApOE+BpwKvCWf/yfvesMk5rqwm+Sqdt7Y5dl6b13LCBNUURRFBEQsSEgKgrWT7GAgohYQUTBjoKigAUVVFRAKUtn6X1Z2IXtOz35fswkkzqTmZ3ZAnmfJyyT205ubm5uzn3POYzgnLgM/7zYXEQgI2cSIjT34Plz5aWx10F5z7P5WYtOBRMRgG+u4TnHd8TJM/ewklWgzJEgIuNB894PUkeDjLQe1sExe0KN2aNMeQ4qTEsUywpk5bXB1S0yl+B/JIg/GNh3jQ/TEL6JB+c0kxb1h1L9AAgPW45x+InORFIex5qsg1bpO/unLXswsEubsGyelJeXA0CtKylOnjyJyfffg9VrfwNJkujcvg3uvv1mtG7RDAQIxEZH4tprrpKaMon/D5WOMUPhBJMghGsazml3kKa4atZWakw8WKgw9QA8DnoV2nQ6nfj597/xw7RnVNWlQUOooanXw4g2bdogNSUVf2yqPVrykGuvxc5du3CyHjrQBIBmTRpj5eofcCb/bLXqeeLhSUhOTMD7Sz5VzMMxKWrIg7HRoIdRr0dFlaVG2tNQO/hx1XegaRpdu3YNuKzRaLzsw5DKYdKkSfh+9Ro8+vh0wceXBg0avLDZHTCIo0ZoqDc4VXgR2w+dxJAe7cNSf3l5OXQ6HcxmGf8OYUZBQQGWLFmCkSNHolWrVti6Yxc+fPM1nNv7Hzb9+A1efuoxjBp+I+4YPhRDBvR1+x/SUKPYtG0ndDo9unfvXtuihB+hcprJHhpCAo1JEUYQBIGhN96IlT+tw3XXXCXNECirQhS+SsKqACQ7ykMG9ENsbAzefvttvPbKTBhjEkJ+neHEoP798M33q+Fwikwi5NgNMqwKFmazCcOGDMaatb/hbYaRpQwWFRUBABITEqQaajlWgggMI/MS9aMdT0lOgkGvEzpA5Ter4AiKkTknx7xQ3FVQO4mKdwWCYVD4rF/GEZS4TV8sC5kQp+JdAYLneI7rZ3b3nHVAx+7AO23e0KSecyT3F3AygI4kuN1vQiQrRRASp4UH8/Yjo0EmUhoFHtPdaDRqTAoZ3HvvvaBpGhMmTEBZRSUWvvUGDAYDCELo7I8/Frz3URiWlM+SYFkEXB5ausvOMi+8ad5Ejl0hYt0QPLYGI/kfITovdfQoZlawMFAUCAA6koSet2XPsTR8POZidoUvAoVvJ53K5QKpj+1zmmNEePM4PNchx7JgIWZScOdlWBfiMnJyyDEsxOwKVkbfedx/+S1zzjU9v70hUvn1iNIEDA33+4jy0C7EzA42LKqN0UEfGQPaFCtgX4jZEZL3BD/8qfgd5MtZNa8e9zuKd5+VwkWK2nUX8+G0k22fz8KgFOSQCwfLNSVMYxx27h1CsCFG+cwKkgRommM7cGwLkpdXxLoQprlZEywzgxHnkcG3f+fCqNfhlmffUMxTHRiNRqSlpdWYCYUz/wAcDgdee3cxZr75HhwOJ7p0aItpE+/BQ/eM9fqaYGifLB0WNcaa4MPHOhOAdO0oN3dWZx0VpINMMdSEIv1u7XoMGTLksnD0zbhcgYVY9lOXhtBAU02GGbfffju++/k32O2OWmk/JiYakx+cgA8+WoqCc+dqRYZgUFxcjOnTp2PKtKcw/MYbkJ2VWe06hw0ZjBOnTmPNmjWy6WfPutkaafxoLGFGowZpyEhJqrH2NNQ8oqJjUFR4Hnt37wq4bEZGBjIzqz/2L0Xcf//9+Oqrr7BixQqMu/f+Gg//WRdgjo5Bs47dERGteRDXIEV6ejoaZGTUthgagsQ3G7ZgcPd2YYsQkJaWhqZNm4albjnk7tmHXtffhhfnvYNH778b+bs2YtMPy/Hso5M0Z5h1DDRNY/maXzDyjjtqWxQNlzE0JUWY0atXL0RHx+DXDf/UmgwPPTgBRqMB8958u9ZkUAuaprF06VI0b94c7733HqY9PBkfvvdmSDT9/a7sgyEDr8H48ePx8ccfC2j069evx6uvvgoASE9NqXZbasEwDCotVs37+iWMu++fgMyG2Zg3Z1bAZePj45GYmBgGqS4NjBgxAl9//TW+W7Ua0558+rKLlGMwGJGU0RB6Q8067NRQPxAXF4f4+PjaFkNDEDheUIgtecdw69Xhodo7HA5UVFTU2Jy5bNky9BoyAgzDYOMPX+Plp6YiKUEbm3UVf/+7DXaHA/37969tUWoGNB1Cx5mauUeooJl7hBkkSeL2kSPx1eq1uH5AX+WMPPMOMTjTDxfr4Mal7FDT3Sj4ifExkZj8wH2Y9/Z7eHTSBDRqFR77xurCbrdjyOCBWPfHBoy89Wa8+sL/kJ6W6k5UQ+vjw0PNZMEQJEAAi96ah/unTMW4cePwzFNPYuI947Bt5y58u/pHtGjWBPNmzkBMjG8Hh2w/Sx1lyuWmlGVnGNA0jdz9h9E4KwMZqckSaqCAkheEczFGZP7jFYsMHVWS47gT0nP+wB/zvuRRMgXhg2adZvLuO6UTmFOxph/cPWSdaDqs7rzwmnmwdF6CdoGh3E7LKI7qK6Tzk4SX9s45S/SkRZhNuP/BSXjysUewatUq3HjjjcrXIILNZkNRURFSU1OhqyFfKfUNw4YNw7vvvosHH3wQV13RGzfdOBSA597xqdQi8x1+GmfmQYlMOXgOHhlRXsKTlz8kxSYgYvMPcJIBFGcWwAjyAl7zEM4ghHWqSPLGF8PAUlmBU0cOoUHjZjCYI7nyXtMAxpOXlc/bBmdewTUs9eApNn+RM9NgrUwCMfuQy8uan3idhEonVJqbDoWmKhRB8Bj9wsp9mYZAhnyjZC7iPi8y75I46+TJJuN4k5PZ0wEUIRwDAZuGuBj5NMKt8C86X4D4+AQYTSYQhMcRsIKJCF9Wgm9Kwab5cLbJiPOwkDMDEZmN+DL/YERyCOrn6nFyaQyvXrGM4rY4C06Xh+VKikw8/Jh/EOI1BvsfvmkI60BTcmXyTjL5+OavXJiNBgzp3dlnvmBx4cIF5OXloU+fPmGPaLZs2TLceeeduOPmG/DB3Jfc7fl636tYm6havwBSE5xA4M+Mwl86TatfFwWyESfTruK6VKk5sQmxyPzjq9U/45ZbR9RYtLtaRyijcmjRPUIGjUlRA7jjjjuwau06VFlqz0HilIkPIDoqEo8//b9ak8Ef3nvvPfzx1z9Y9fXn+HjRe14FRQiRnJSI7z5fgtwNv2JA3yvxwpx5+GvTv/hs0TvY9fc6TL7v7pC36QsURSIqwozSisoabVdDzeLJxx4B4P6gLisrU13OZrPh0KFDsFqtYZLs0sCECRPQs2dPfPL5l7UtSo3CbrXg3IkjsNXiu0VD3YTdbsfxY8dgsWpjoz7imz//xXU9OiCKjQwXYpSWliIyMjLsH6HLly/HnXfeiVHDh+LDeTMvn4/eegyHw4FvfvgFo0aNqm1RNFzm0JQUNYCOHTsis0EDrFr7e63JEBcbi7mzXsI3363Cjz/+WGty+EJsbCxcLhd2790X9rbatGyOD96ci5O7t+DAf3/htpuG1lr87djoSJSW1xztUkPNQnxf169fr7qsyeReoGpKCv+488478ctv61Baql4JpEHDpQqbzT1nGI3h+cjVED4cO1uI3EMncPNV3cLWRklJScBhsQNFVVUVHnzwQdxyyy1Y/PrLl4UDxksBv/z5D0wmE6644oraFqXGwNB0SA8NoYHGH64BEASBe+69D4u//AYjbxqikEkhMgSfrk+Q3pjGLFWLH/VDYhZCu2lhnvO3DR+Gjz79HFMfeRiDBg2qc/TxO++8E4sXL8bzM2djyoR7YTDIhE4LwcPPp7XFJ7ijnQg+I8VUOn6bvDRGSccnltGHF2WCoREbE4NTBUWw2B2IMMksKLkIIcIXPANKSh/05RVdyRRELg8Lnrt5xbj3csodNTHD5WSsjtdrmZjlXJQHUf2Eyy6N9CGSi3DZwVAGUT3ue6AjCbhoRjbSB0e5hltBIe6eQGLS6/V6kCSpKSlUoEuXLnA6nTh18gTi2rZxn3TxYsBzkRik407nyUOzFH1PEb5ZAqdsItmx5cnDmz0oURojiuDBngWkkT9Ehl4eeTxN8sYozZoGgABBECAI92PKj+6hGNWDZBTzeKNg8CQhRYOXZdj7MPvg6g9S58qWY80/BPWKZGZJtbSPaYMfJYSFQ8VrhBI9uNWNKCJnGuJQMA3hzD4IcLY6bB7Kcw8Jl7A+d36v+UdZpRV2FwMnoYfFyYC9rxRXt9AkiH8F3va9kY1AeCTgZBTKTDCMJOqUsvkHL8aNUtQPXlQmb0QPGZMTzxwtqYctL2ci4mJN+ZyAzujb/MNpByjK7bFfyfzD6QBBUp4oIKIPcY/Zh7u874901jxk1aYdMBqNGDb9VRgDeF+ohc1mg8ViQU5OTsjr5mPJW6+huLgYM6c+AEoXhImHkrkq1EWn4KphaJ8mEmGDXPigUEJGfkUTX7niCmvBxV98g7vH36OFfdVQ69BGYA1h3Lhx2LQ1FweOHKs1GQiCwJyXnsfBw0fwwQcf1JocSjAYDJg5cyacTieOHj9Z2+LUGGKjo2A2GWstAoyG8IIgCMx7+z0AwGOPPRaQIyqCIGAymTQlhQrExcUBAMrKy2tXEA0a6gBsVisMBiNIbfe63mHVX1swaNCggBTagcBms8FsNnNzZrjw1+b/0KtrJ+Q01CJU1Recyj+LtX/8jfvuu6+2RalZhMxpZgh9W2jQmBQ1heTkZDfl7Ytv8Npz031nVtLu8tgU3CmCdD8QnPbUBRCEIquiQ9vWGDNyBJ584gn06tAarVu1gCE+LTQXGQKw9MPKSo+PhuoyJ9Rogv1p0wPVhvvKL3ZWBBIkpUPXTu09vxWg0A9SxgTlcWQmw7Lgta+4w+WDXSGpzZ/zTX9Oo3w4BZWFGnaGgskOwdBu5gSfnSTO4/SwK2g7oDOI5HIv9EmXg2NgsDuJLs7RH7i/7G4wuzN/55ix2Prfv3j33Xcxfvx4tG7d2t/VckhKSpJnFWkQgFXkiEeAhE0DoRNV9w/PjjHLruF2mXkOHdmdbBnHjKxjSkaUxpbREXyzH3knlAQh9UHL+XfkkxvY8gQDvcGA+JQ098cof+yzjAla/nmgGcY7TSnkcTGMhEjBnmCdfrKONeXhn0rhi20hZmYAyk41fcnBOSol1cjszStliwifc8DLyBA61/QyJPivAlLUz3IOOeUdcbL33MN4oNk88OQRMi3YcoxOj8i4eNhctMRJptDBJ1vGO+bV5WHUsy/YPKTwugg555scA0I4BxO8PBK2BeuEk3ZybDdwTDl+muc3m8YyItjwxZ40gnZ6mRU6jw8Fp2cTQY5ZwcrlofQwToeXNcEyXVU6cCy4UIKNuw/io0ef9JmvOoiJiUGPHj3CVj8AOM8eQv65QiTE8UxKxO9e/nvf1zpMKU0la0A1YyLczAp/bflah/nLK3HkLu+IX1CFTDtLlq3EoIED0LBhQ/8yXEpgQqhcYDQlRaigMSlqEA888AA+Wf4drFZbrcox75WX0DArEzfdMQYF587XqixisOHSzhcV1bIkNQ+73QFas2W7ZDFrzlxERUdj6dKlAZVr3LgxMjO1nSh/aNGiBdLTUvH+h0tqW5QaQ1RMLNr1uBKRfiISabj8kJiShgbZ4aXzawg9lv32D0iSxNChQ8NSP8MwsNnCvwbduXc//tq8BbcOvS7sbWkIDZxOJz788htMeHBibYuiQQOAy0xJsWDBArRv3x4xMTGIiYlBr1698NNPP3HpDMNgxowZyMjIgNlsRt++fbF3715BHQcOHECfPn2QmZmJF198UZCWm5uLG264ASkpKTCZTGjUqBFuv/12FHk+uK+66iqkpKRi+Zqfw3+xPhAdHYWVyz6B3W7HFQOuw7Zt22pVHj6ys7ORlJSE/7Zur21RahSVVRb8m7sL5VqUj0sWZrMZAwYOxvfffx/QIpFhGFgsFs2xqh9ERETguaemY9mKb7Fz1+7aFqdG4HQ6UVFaAqfT6T+zhssKNqtFU3rXMxzLP4+XPlqB8ePHIzExMSxtVFRUYNOmTSgtLQ1L/SzmvvsBGmVl4rYbNSVFfcEP6zaA0ulw3XWX3z3THGfWTVxWSorMzEy8+uqr2Lp1K7Zu3YprrrkGw4YN4xQRc+bMwbx58/DOO+9gy5YtSEtLw8CBA1HOs3GeNGkSxowZg++//x6rV6/GP//8AwA4f/48BgwYgKSkJKxduxb79+/HRx99hPT0dFRVVQFwUyUffuQRvLHoYzdRkiDlDz58pUEhxjjDuA/a5XYIRTtBMDQIl9NNNaRpNExPw99rVyMtNQV9+vTBx++/A/vF/BD2dnAgCAId27XBrr373SdIUv5gofSbf17ch6ROePhKq+7hr23PEREZBb3BgIulFfJ5dAbvQem4g9EZvAelcx86AxhSB4bSu6mmMgdD6d152IMycP+XlZn/l3cwMofivSEI7yE5xxvf/HxKZeTqFJt6eNqWyMUW5ajCMtQ8hnY/Oy67+7fLwZ0TQ89RmJWjw7Bpo+8ahxMnTqD/wEE4VVSimJ+Pixcv4t9//62R3a/6jrGjRgIAtqhRvPpQ+giGFdwHSQip/gR8pMkMR6U0tqzEtEJJHs9BgkBlSTG2b/gVFaXFwjSCAEkQoEi3CQH323OQvIPNI86rJ0nuYMvpSffBykuRhOJBEv4Ptj6KgOQQg18uGLhoRpWpBz+v3EEzEByA2zTGxTCgRYeLBnc4XIzwoGnBQTPeNJuThs1Jw+5kYHcK89pdNJw0A7tL+aiyOrBvZy4Kiy7A6mRgc7kPq4uG1UXD5mRgc7rzWj2HzUXD5qJhdboP2TweuaxORlCvnXan233kcctMw8GT3cEADgZwgoQTJGiCgosygtYZQetNoPUmMHozGL0ZtOdgKD0YndH9vtKZwOhMgN59MOyhM4DRG93vO0oPsGV0Rve7jjIAbHlSB0ZvBKPTu//qjd68nncjCBKE3giCJEEYTO7DaHYfFAXCaAJICoTHTJDQ6d0HSYEQmX0orWVoAPe/+j4SY6Mxd+7coMa4Gly8eBEURYXN3wUA/PDFh1j23RpMm3w/dHqD+vWt0uFvfRWCtRp/DeT38Iyhah2+6g1EBlLnXuOI0gPuF4LEvPeXYPJDU7QoLBrqDC4rJcXQoUMxZMgQNG/eHM2bN8fMmTMRFRWFzZs3g2EYzJ8/H8888wyGDx+Otm3b4uOPP0ZVVRW++OILro6SkhJ06tQJ7du3R0ZGBqeN3rhxI8rKyrB48WJ06tQJOTk5uOaaazB//nyBbdddd92FgsIi/Prn3zV+/WJkZqTjt++XY8RNQ3H3g1Pw7ao1tS0SrFYrjh4/geQw7SLUVRAEgYS4OFwoKaltUTSEEd169MSHn36Bf/7agL/+/ENVmYiICADglJ0alKHT6UBRFFyK4S00aLj0YbNaAABGk7mWJdGgFh98/xs27NiHRU9PQExMTNjaKSoqQkJCQlgiNzAMg8WLF+P2+6ZgcL8rce+dt4W8DQ3hwT9btmNP3kE88MADtS1K7YCmQ+g4U1t/hAqXreNMl8uF5cuXo7KyEr169cKxY8dQUFCAQYMGcXmMRiOuvvpqbNy4kXtwX3zxRQwcOBAWiwU33HADBg8eDABIS0uD0+nEypUrceuttyruqprNZkyZ8jDmLlyCgdf0k80jdkao2umPnFNAhvF40ZJ3mGg2GrD4zddgt9tx1wMPISkuFgNuul1deyGGo/AkJj46Hflnz+LB++/xOrcCfIbGlPwOxgETDyENS8Wry6eTSQCJCQkoKLqISpsDEWblxaW/egAAJM9ZoJKTTFo8JmScbrLjhmtc5OxSxvklIz7nK4xpoPAV9lS06JLcR1ZeX84zaad7F8LldLNV5PJ4QpOSYEBL3DS6QXmcZ5KEd7eVRb8BA9GlW3c8O/1x3Dh4AKKiomTrYGEymUCSJKqqqpDgCZmrQR42ygyapmEyGblziuMA4P6K8/j2zarswNVXmhpwjhIZr3NMQLibwI4nAcuDl85vmvRW6CmsgoVASmX3OsoUnedV5xJdM0mxDkL9N0kpPEehBMtUYeXxxVwRy+wrLwtxyFKfeXk3TC6cKwvOaas4TDLnxJPg6uOHwq2yVIFmGJAGI5w0G3rXW9rrCNPzm4D6PJ72haFPxWUITx7I5GGdhEr7i+LCBHuui2ubAOvJkuS8i4ocatIu95qB/44hRWFIufDSTm9v0TIONkmd2ykn+w5wCZ1xco41XQ7AYHKHIDXymBKA29EmScmHJ+Wz9zz5v/19M67v0wWDHhKaEYcSNpsN5eXlYfFxVHX6IO6aNBUrVv2Au0eNwOsvPguC0gnc5xIy795qrbeCLRsIGyuANsIe0pQH4VqKknHKruA8XQ4MjdcXfIQHHpjAOa+/7BDKqBxadI+Q4bJiUgDA7t27ERUVBaPRiAkTJmDlypVo3bo1CgoKAACpqamC/KmpqVwaAAwZMgSFhYXIz8/HypUrOVpUz5498fTTT2PUqFFISkrCddddh9deew3nzp2TyDBx4kT8t30ntu2oG3bTJEniw7fm4ooe3XDL2Puwa9euWpFjx+69WPL5V5j38gx0aNe2VmSoTcTFxsCg18NisdS2KBrCCJIk8dbCRcg/cxrvv/++3/wEQcBsNmtMChXYtGkTGIZBz+7dalsUDRpqDTarBXqDESSp0bbrA2iaxvYDR9GzbbOwtlNZWQm9Xh9yZTfDMHjw8afx3Y9r8cWit/D+668gKjIypG1oCB/yDh3BL3/8hUceeaS2RdGgQYDLjknRokUL7NixAyUlJfjmm29w11134c8//+TSxQwIhmEk54xGI5KTkyV1z5w5E1OnTsX69euxefNmLFy4ELNmzcKGDRvQrl07Ll9CQgLuuecezHn3fXw4f46gDkpHIcKgB03TqOSigHjbj4r0UL8tVolTLKPRAL1OB7vTBbvd4U0gCJAUiQiTCQzDoLKK9xHs0fxGmE34eun7uPbW0Rg+fDhWrlyJRo0acddrMBjgcDi4MH8sSJJEpOdlxPfdwSIiIgIURcFqtcLhcAjSDAYDjEYjnE4nLBYLfvhlHTLS03HLsOtRWVmFSM+1VlZWgRGF9DEZTdDpKNhsdjicwnp1egNMRiNcLhcsInlBkNzLs6rKApoR96EROr0Bdrtd2Idw3xuzyQSaplFVJVUkREZGgCAIWCwWCd3cYDTAqKPgcDolvgVIkkSE2QyKotC6ZXMQIFDBc6AZEWEGSZKwWq1wOl0g4K1br9fDaDDA6XTBauNdK0ODIAhEekwFKquqvI4XPX/NBj0oioLNbofDIdxx0lEUTEYDXC7a04dejTwBICrCzfSotFi9O4GesmaDATodBbvDAZvdLrhWPUnAbDSAphlUiu8NgCizCQRBoMpqg0s0vk0GPfQkCYfTCatd6CiQIklERLjHd4XFXS9/VyPSZAJJErDY7HC6eCF7CQoGgx4GI+XpQxsXYhQUBZIgYY522xlXVFZy3cBQ7usymt3j22azwelwCJxbkjo9DJ5xaLVYuPCUNIC0tHQ0a9ESBw8eRGVlpeRZNpvN0Ol0sNlssNvtIAgCpaWlKC8vh06ng9nsZgxwoXp5YG2Nq6qq4HKJnhuTCXq9Hna7XTIOKYpCRESEuw8rKiT1RkZGgiRJWCwWiaPGmpoj+CAIgmOhVFRUgGEYbN++HWlpqUhPS4XT6fLOEQ6ZOcLkmSMsFu9YYefDKG8fOj19yN5Zg8EInacPHZ7xzYVPpCiYTO57Y7FUCVifDMPAHBEJEASsFgscnj5ky+oNRlA6PZxOB+yeuZ8NukgQFIwedpWl0ntvbBYLaJcLNosFlirPWGAAkqJgMLrnKrvVwj2j7LRkMLvnBbvVwl0fC1JvAKXTweVwwOkQPr8MQUJvNINhGNgtQqUZDQZ6oxkEScJhs7p3juFlJVA6Ayi9Hi6nEy6HcOwRBAm9xzTBbpGOaZ3RBJKk4LTbQLuEY4/U6aHTG0C7XHDaxXMK4b1WSxUARsCk0BlMICkKTocdNO89QjMASemgMxhB03L1AgZzJNeHYGhBCFCdwQhKp4PTYYdLNPZIigJlNoHx3BvuvGedYTC73yN2q4VzwMam6fQG6Dx96LDbBEwKgiQ58w5LRTkIgoS1ytuXRrP7PWK3Wd3hM+FdWRgMBugNBrhcTtg9zy97PSRJwuR5j1iqKrn3B9u20WR2z/d2G2jPtbJrJoPePQfSLhesNounXnhkJhAZGeWptwo0TXPMCYIgYDSZQOl1sNvtcPL6kAQDnU4Hk9Hgfs7Y54H2siXYd7F7neTiMSkYGA0GGEjA4XC630/sridDg6QoRBoo9xzIe8cTnv6KNOg87xGH+7nx+DVinA4Y9ToYdBScLhoWh5MXstQJgiQQoXNfXIXNIdlpPVVwHmWVFrRv0UQyR7JzoMvlkiiq+XOgmveIXq9Hu3btPGsJZ8jeI7Nnz8a3P6zFgnmvYsjA/p6uFq013WcRaTK63yNWG5w0Df761mDQw6DXe9ZJwrmHIElEmk3uPqysYk96r9VkAkWRsNrskveTXq9zr5NcLnd0PZFfK3Y9U1FlkbAPTGYzdOJ1kgc6HeVZa7rXSWImhXe9bgEtomdx63W7A3bRHEFRFMwmo3utaZHOPZERZhAAqqxW0C4hS0jQh1a5taaoDwHMfud9jBp1BzIyMiRtXS5gXC5uXgxFXRpCg8tOSWEwGNC0aVMAQNeuXbFlyxa8+eabeOKJJwAABQUFSE9P5/KfP39ewq7whcTERIwYMQIjRozAK6+8gk6dOmHu3Ln4+OOPBfkef/xxNG/eDCt+Xo/GjbK58ykJcWjZOBtWuw3b9x+BONb8VV07AAAOHj+FMm6ScU+4LRtnIyUxHkUXL+LwydOCcvGx0WjXvAlcLhe27z0gkbtnxzaIiYzA3JnP460PPsb/nnkGY0feioSMhmjSpAmysrJQXFyMffv2CcpFRUWha9euAIDt27dLIhB069YNkZGROHHiBM6ePStIa9iwIRo3boyKigps27gB5VYHrr7qSuw+eAxGgx7durvjeO85eAQ2u90bUx1Au9YtERcbg/zCszh9xlsvQxBIS0lGsyaNYbHasX1PnqBNkiDQp2d3AEDekWPuD08eWjZriuSkRBQWXcDREycFaYnx8WjdsjmcLhdyd++R9GGv7t2g01E4cvwkikuEnrOb5DRCRnoaLpZcxIHDRwRpMVFR6NCuDUCQ2LF7HxiGBsOAsxnt2qkjzGYTTpzOx/lCYWjWhlmZyM7KRFllBfbsZ6/Vo4QwmdC1UwcQDI3deYdFL1gGHdq0QkyUEacLi3HmrIct5Onj9JQkNMvOhMVhw/a8I4I0HUWhd2e30m3fsSOosloF96ZN00ZIjI1CwYVSHM8XMomS4mLRunEm7E4Hth84IenDKzq2BEmQOHjqHEpFkU6aNcxAelI8CovLceik0MlrbFQkOjRvBJqhsf3AcUBEH+/RvhWMOh2OnclHUUmpID07MwMN01NQWl6BvYePCUwBIswmdOnQFgxlwO7dezyLKnDU4/YdOyEqKgrn8s/gTL5QppT0DGQ3ykFVVSX279ktWPxQej06dOqEH3/8EePGjZMoDNq3b4+EhAScPXsWx48f55Sl27ZtQ2pqKlq1agWbzSYbmadv374AgLy8PJSVlQnSWrVqhdTUVBQWFuLQoUOCtPj4eHTo0AEul0u23t69e8NgMODw4cO4cOGCIK0m5ogdO3YI0oxGI3r16gXAzZCz2Ww4c+YMBvYfgJ1789CudSvExcbgbEEBTuWfBf+ep6WmoFnTJrBYbcjdtZtLYzyOGXv36QMXzeDAgQOo8HwEsWI3a94CiUlJKL5QiGPHjrvTPPXGxcWjWctWcDqd2Ldrp4Rt26Frd4DU4fTxYygtLRakNcjOQUJKOspLSnDy6CFBvebIKDRp5X7mju3fLUhLzWqEC+fyUXTuDFdXbGIyGuQ0hdNux7H9uzg52HVyi849AQDnTx5FVaXwoyilYRNEJyShrPQiik6f4JRrAGCOjkVGk5YgGAanjuyVmEVkt+4MiiRxoeA0KkXXl5DRELHJabBXleH8iSOea3BXYDBHIr1ZG1AEgTNH9kvGSIMWbaE3RaC08CzKLxYK0mJT0pGQngVLVRXOH3HPgew3iE5vQMPWnQAA504ckihd0pu0gjEqBuUXC1FyXvj8RiekIDkrB3a7FeeOCMc0QZBo3MHN1ik6cww2kWIlNbspTPGJKLlwARfyT4Lgjb3I2HhENG4OJ03jzEFh9DAAaNy+KwiKQtGZE6gqE75HkjKzEZechvLSYpw7cUTwrWWOjEJWczcDsaK8DGCAw3u9rMimbTvCYDLh3OlTKLtYJCibnJGJ5IwsVJVW4MSh/YI0g9GEZu06gSSAg/v2wuVRErFZmrZqh8joaBTk56OwQNiHyanpyGrUGLaqKuTtETI0dTodOnXrAYIA8g7kwcZ+gHsab9myFeITEnDm7DmcOXWCn4SkxCS0aNkSTpcT23e7+9D7DmLQu1cvUKBx6MRplJaWedLdc3ezJjlIS05EUXEhDh056i7imdfjoiLQvmVT0DSNXPb9xDMV6dm2GYwEiaPnS1BUzLs3tBM5qQnISohCmYPGnmOe955HGRFh1KNLZjwAYNeZQokC/tsffkdUhAlZfW+RzL2ZmZlo2rQpKioqkJubK0jT6/Xo06cPAGDPnj0SRS7/PXL0qPta2XVFKN4jZ/N2YtmqH/HPP//giakPIycnB0dOnkG75o3homls339IUm/PDm1goEgcOVOACyXCuadxVgNkpiWjpLwK+48cF6RFRUagc+vmAIAdB456FTKeQdGlTQtERphx8uw5FBQJ556s9FTkZGWgoqIKuw4I119Ggx7dO7YDSBJ7j+TBJtqcateqOeJiY3Em/zxO5xcI2kxLSUKznGxY7BbJOokgSVzRw/3eO3D8kEApAAAtmzVBcmICzhdexLETpwRpCfFxaNOiGZwOB3Jl+rBX184gdBQOHzqOktIy8L8TmmRnISMtBRcvluHAUWEfRkdFolMrN1tn+/7DAID8s2ex4vsfao1BrSEwFBcXY8qUKVi1ahUA4MYbb8Tbb7+NuLg4xTIMw+CFF17AokWLUFxcjB49euDdd99FmzZtuDyLFi3CF198ge3bt6O8vBzFxcU+66wpEMxlHteuf//+yMrKwpIlS5CRkYFHH30U06dPBwDY7XakpKRg9uzZQTuTufHGG2EwGLBixQpJ2pQpU3DkwD58tvAt7hxFkTAbeRpU0U6/LJPC81HFaWYdDgkLQJFJ4UGE2cRpt0/ln8Vtd08ASZL44oN30KLblWHfJS07cxS33XUf4uJjsWj+XBAEgYg4t/NMN5OCETAIlJgUDEj3Lgu3SyqzWx/FY1KI2Sgmo0e7HQSTIirKJ5PCoNfD4bBLtduUm0kBgkRZeTlyd+5GenoqMlLTPH0oZFLwoTewTAqne4cA8NrWkm4mBcHQ7j7kK7wY2r3zQBKenWbP4t3THzqdDmaDzr1DwO6YslMFb+ehsqrKs9vH+5AxGKCjCDeTQrzzQFEwG3QippAXUSaDbyaFTudhUojuDUkiwmT0MilEOxqRnl1ECZMC7nFo0OvhpCHLpIiIMIOhDG6Flkc5wVB6AEImhcWz88NOqSyTwuEUMikAgAGBo0eOYOBVvbFgwQLceeedAnnFO2CCPtSYFADkmRQTJ05EwZnT+OrTj2AyRUCno2C1O9318u65Tq+DyWSCk3E/r17fFO7FZ1RUFFw04+5Dzzhkh7/BYOCYFFbPPed25ykSJpMZDhcNq6VK8BHPMilouJkUTlf1mBRs3Wx5gYWyh0nhcskzKUwRXhaAEpPC6XDA5bALfCYQJAmDycukEPuoMJi8TArxGKH0bsaDy+mE0y68PhDueimCgK1KOqb1JjeTwmG3gRbXq9NDZ3AzKRweNhm7y08QQiaFeLmjN3qYFHY7XCJGHqnTQe9hUtAyTAojrw/FIefETAqB/wbPvREzKbg+lGFSePvQy6Rw8pgUgPs5M3iYFNaqSkkUFHOEl0lBu1yCdJ1eD73BAMblgt1mFah4CZKEyRwBkoCHmcH6SfEwKTwsQKfDxjEeOIaG3gCD0QiCdsEqulaKJBERGQmCcDMpvP6P3KUjzCboPO9il+f9RHr8WOh17ueXAOONnsZj9EVGRoJk3Cwpl+edSTDucWM0GKDXUXA4HJyDUcLzLJIE410ncQwNj1KGdroZeQwNi80rEwDAZYdRR0FPMHC6aC/jwTOmSIJAhMfyply0Jtl16DgGPPgsXpk0Gg/NXqg4B1aXSXHq1CkcO3YMXbt2hU6nC8l7ZNni93D/1Cdx9x234fnpD7v941AU9y72t9YUR9sJmEnh7gT3tfKZFKKJic+ksNiE/etmnJoBkvQwToXymkxG6HR64VrT877Q6XQwGfTutSYrL+Ndl/tj7XqZFMJrdTMpPGtNGfPfyAgPU6iqysMU8gptMOhhoCjZPiRJEpEmlhnq7sMJU59ARGwClixZImnnckBZWRliY2NxdukLiIkwhabOKivSxz2P0tLSkDvBve6663D69GksWrQIAHD//fejUaNGWL16tWKZ2bNnY+bMmVi6dCmaN2+Ol19+GRs2bMCBAwe453z+/Pnc2u2pp57SlBS1gaeffhrXXXcdsrKyUF5ejmXLluHVV1/Fzz//jIEDB2L27Nl45ZVXsGTJEjRr1gyzZs3CH3/8IbiRSlizZg2WLVuGkSNHonnz5mAYBqtXr8aTTz6JJUuWYMyYMZIyBQUFaNKkCX5buQxdO3rMQcS3Q42jwTA46zl24hSuHTEaTpcTv677HS1atAh5G3wUnziItObt8Mrzz2Dy/eMBAIwhQpBHjdPFmnRcJIGatn1dg6f8/gMHYbPZ0LF9O+W8AbQh22/i0LUiZ5qCcjyqrFI9kjZ8XWewaYFALtSZwm9uzHjst71KCi/RjKEMwjye33zHmQ7PgoudUl2i3Wv+VMte5ZMPT8L333+PvLw8n4wtm82GnTt3onnz5nXixVFX8cADD+DfTRvx34Z1UqeY/DHgWdhy91qkpADALaA5JYDMfVS6x+Lz8mnC+oX1eH6DEfyGKG9Z8UXk5f6HFp26IyouXpKHEbUlF/RE7LhR7ADTp2NHH4+rr3JKbQXifNIXgg1TqgSxn+ZAEWp5WMj1l7WqEgXHDyGzSUtOaQFIr0He8SUh+C3M7zuvODwvvw25kLKs40x5p5vCMmzdXBlRHYBQSQHAG2Ka3dmmecot7n3nUUCwJkQ8MwxviGqn8DdrKsOvz+lWujGej1iG/ejkb6CwaSJTj/EvvoUt+w4j97M3EHFl+KJh7NixAwRBoEOHDtWui2EYvPXWW5g2bRqGXTcIny14I7hoIaFYr8kNVh/1Kq4Rfcnvaz3BU0rI/g4nxGs0Fj6iS/DXavsOH0PPa67F/v37OfPuyw2ckuKj50KrpBj/YsiVFPv370fr1q2xefNm9OjhZppv3rwZvXr1Ql5enux3GsMwyMjIwCOPPMJZDNhsNqSmpspuwP/xxx/o169fnVFSXFbmHufOncOYMWNw9uxZxMbGon379pyCAgCmT58Oi8WCiRMncpSYX375RVU86datWyMiIgKPPfYYTp06BaPRiGbNmmHx4sWyCgrAHRHkoYcewnOz5+GH5Z/LRFsA5Lz2AlDvtVcJ4jpZB1ueenOys/D7qq9x3W1jcWWfPvh13bqQvNzk4Cg8iQ8/+Qw0TWPodd7oKoS9SvnFoRSdQSktlB6llcDvU6X6VbSblJiIvIOHYLFYYTb7mDSVIgn4ulaZF6hgvFHePAx/ESY7NgEwrK93GU/SKhQOASk3uEKixYBaKPUL37kcQbq9xVMeL/GePKycDNx5CZcdDKkDCYDxlGfXy+xHKD/CB/vBy0rMdtXj/3sBq9eswQMTJ+O7b5Yriq73OFStrKwM2Yvj+PHjWL58Ofbv34+iCxdQWlKK8vIydOnSBc8//3xYPMCHG0eOHHGbz8k9izJRPVjwlRPiYcwqDsRKC0EaI1Qm8HcIxfdcrJwQKjLYMr6VEyxcTicqy8vgErELlMB+qPKVC+yHJCuX+MOX/1sawUMsG8+kSUXEDn0QUT3UfPAHouwIlwLBF5QUOOL+9Qe5/BZLJWxWKxhKJ2iH/TaWRHwBAMZ9no0QIu4REgRcjOeVw45xLsKI+7ec8oKVzyWIDOJpy8VwZSiCgItL84x9nn8Kbh51MaKIMmx53rURlDugmWdwEtyFCyNrELQToAwA7QSj8yihXV6FBEPp3Xkpg+e3Jw/hedY8fwjaCeiMgNMGQqd3R/PQG9hu9bRJgzBQYJx2EPw1DU1j+4Fj6Ne1PfQGA8IFm82GkpKSkGw2FR7cifunPoHvfliLhx8Yj5lPP65eQSG7Ngvi+VOjhJCTKYDNC7/1y5VTsQkVEMR9o3ajiBKm8fPya3jh1bm4++67L1sFRbghNpMyGo0wGo0Kuf1j06ZNiI2N5RQUgDtoQ2xsLDZu3Cj7fKuNXFlXcVkpKT788EOf6QRBYMaMGZgxY0bAdTdu3Jij3wSC6dOnIycnB39t3IwrPb4SpIKRodthDgAZaalY/90yDB4xGmPHjkVubm5YYmtbrVbMe/d93DliOLKzVH4Y+QgjWd+REB8HiiJReOECGmY2qG1xNIQRiYlJeOp/MzDtkYdw8uRJNGzYUDYfSZKIiIiQpeUGgsLCQixbtgxffPEFNm/eDJPJhI4dOyImJgapqalo3rwZvvvuO3z22WcYM2YM0tPTce2113K+H+oybDYbtmzZgqmTJ9S2KBo01BrsVgt0BiNISovsUddRZbXhwIkzmHL7DWFtp7CwEARBICkpKeg6GIbBd999hymTJ6G8ogLLlyzEsOsG1craNCjUdZZtqOHnvuTu3IWff12Hw4cP15BAdRsM7ZKwnKpTFwBkZWUJzj///PNBfV+yKCgoQEpKiuR8SkqKIAqluAwgH7nyxAmpX7i6hstKSVEXkZCQgMcffxxPzZiJDb/+BJLwaN99UfSVdrXlyilpeAnRzjfDyLaZGB+Lt195AVffeBu+/vprjBw5Ut2FqYTj/HF8+OkXOFdYhOkPTxQmihUiKhgSatJ9sij8acTlWAlq6lBkVkh3ESidDkmJiW6fAWp2GQKK+S1duCqyIEidd4yRLJMAHP2Vg+J4VGAB+Ws7GASyUJKh/UtMA/j1kl5WBeFyeE0ERNCRBJw0A4okJLa2EhEI72UPG34r/vfkNCz9fBmee2q6YpmoqChZXxFKKK+y4Ic1q/H+goXIy9uP+PgEHDp0EAAwcOAgfLRkCYYMuV7CFHvp5ZmY9/rrWL16FYouXMCLL76IwYOvxaxZM9G5c2fV7dc0fly5HGVlZRg2dChA6oT3kmNQsA4yhYwK/hDkTCNEJhz8O8reX7FZh5hRwa9PjjnBwh+DQqmM2idHwpbwwahQU48YbL163pytxtxDbf18KJleyJVVMzWSCmyOYDZ4BfdddHeE3UHI9g9JCxsNxGSGZY84LVUwR0TKskn4fcTee7Y/2bZIghDIShC8a/H84bMlaA/LgWMRidgYAhYGPIwI1gSDrZbHxnAxbtMPFzzmHNz1eeTkm4MwDEgCcDIs40LI7qAIAgzLrADlZlVQpJcpAXjZcrQT0HmYFaTBbQJCCd8LhMvufh/QTjA6PQin+33AsSkAEKxJoNMBwmgGnHaAosC4XCAMJoEJyJ7jZ0DTNDq2bg59j5sk9ytUsFqtSEpKgl6vD6q8/exhPPDYU1j65QoMGdAPb878HxplZYIJ1hzZ38OlZt0WCFNCTX1q5PSrbPCur1SxdYNRXsj0OSFiSPg00YX7I/rJ51/GpEmTLuuIHuHGqVOnBOYeSiyKGTNm4IUXXvBZ15YtWwB4zeH4kItCKYaayJV1EZqSog7gsccew6JFi/DVim9xx4jhtS2OBE1zsgEAb775ZsiVFGXl5XjljXcw+rZb0KxxjupF96WOZk2b1IsJREP1ERUdjfSMBigQRbaQ5IuKQmFhod+Xi91ux6+//op333sPP/34I1q0bImxd92FkpIS3HPvPRh+y61IldHGs4iJicGMF17AjBdeAE3T+OabFZj58svo0qUL3n//fdx///2y5YqLixEdHQ2druZfK2fPnsWLr8xBq5Yt0LpVyxpvX4OGugCGYWCzVCE2SX1EMg21h6Xf/4q46Ei0bZId1naaNm0qcRobCOYtWIylX67AB2+8irG33wKyOiu1+rKuqSdyqvHVJsYPP/2Mvfvz8N0qZWeLlxsYmpY4Kq5OXYB7LaXGJ8XkyZP9fls1atQIu3btwrlz5yRphYWFij7N0tLcDvirG7mytqApKeoAIiIiMHv2bEyfNg03Xn+d29OwChMPxmM/7zuTxyxCjcmIQp74uFhc3bsHNm/Lxc6dO0Pmm6KyshK33vUArDY7/jftEbcIDB1afxH11CyEIAgwDAOLxYKIiAj/BTTUa8TGxaHwvPTlw0dKSooqfxT9+/fH33//jWbNm2PpJ59i+PDhQSu8SJLEiBG34Zpr+qNhViamTp2KG264QbL7kp+fj/bt22Pq1Kl4+umng2orWBQXF6N79+6gXU6sXPZZjbZd24iMikGTth0RGRVaD+Ia6i8aNGkJktKWdnUduXlH8OF3a/H6Y/fBZAyfP4qqqiqYzeag3wE//vgjnpn5Gp6Y8iDuGnmr++Tl42//koPd6cITzz6Hl156CbGxsbUtTp0BQzNgfHmCDrCuQJCUlKTKFKtXr14oLS3Ff//9h+7d3e4B/v33X5SWlqJ3796yZXJycpCWloZff/0VnTp1AuDeyPrzzz8xe/bsgOSsDVxW0T3qMhiGQe/evTDgmn549qkn+QmevyJKvZqIDXyIKfkShzp80w9pdIiy8goMuHUMSistyMvLC5o2CAAHDx7E+vXr8eKM51FSVoYfvlyKK3p2F2quxfR7Upm2F4iTSlUUP0k9Cg4qqws/i4ZTp8/g9Jkz6N61C6hg7IuDVc6IqYJKETwEef2PPSUEsxMgK4MaBOJwS2wSwDfzEEUCYZ20sWYATt5LSikCBCv10SOHMXbkCERFRWPHdmm8+kBgsVgQGRmJWa+8gocemsItTCWsVRVjmREV2vjPPxg7dixiYmKwceNGxMfHc9dz/Q034Kcff8Q111yDdevWVesaAsWH772F+yY/gv25/yInO1twjyXOUUX3kh+dhaWKix1lis0++OfEDlH5Zj5i8w6xSQcfasw7FPP62NVUus18ar8S1OSpDqpjiiFXnhSPcR/1i+v1mZc1M1Ax/Qfi+NTXffR339RAbM7hC4GYysjdE7kIH0p1iKOCCJxeisqwoosjgbCmLPIRRdi2hVFCBOFaWZMUWhjVwxvBwxu6URz5g2DT2KgfPPMNcUQQNqIHW5aN+sEwDPre/RhKHUBubm611lO+QNM0Nm3ahPT0dDRu3Digsk6nE7NmzcKLL76Ia/tfjW8+fFewDlFlNqvCXKJaZhwy5wIy4wigjPh9KIfqPLe+cii17Ou5FUe7cZ+j8ebb7+DTz79Abm5urbAe6xrY6B6nFz6JGHPwTi0FdVpsyJzwathCkObn5+P9998H4A5Bmp2dLQhB2rJlS7zyyiu4+eabAUBV5MqCggIUFBRg69atuO+++7BhwwZER0ejYcOGSEhICOk1BAJthNYREASBN96Yj/79+2Pc2DHIbCBymOhhOXDsCV/MiGAcbfKN5GUQEx2FD+e/is79h+Luu+/GJ598ouhE8++//8aSJUtAkiRyc3ORlZWFjh074vTp0/j9999x5MgRAMCIYTfg5aenISfb41yGYeRXNXwEwoyopywKFslJiTh+8iSKLlxEakpybYujIUyY9vBDOFdQgOlvPes375o1a3DgwAGcOXMGe/bsQUZGBnr37g2LxYJTp07hwIEDIEkS1157XcjNhXr36YOffv4Z/fr2xc0334xff/0VDMPgySefxE8//oiU1FQcP348pG2qwfc//IjuXTq7FRSXGaxVVcg/dRRpWTkwaYyryx5lF4tgt1qRlFH/IvNcTvjyx9+xccde/Pbbb2FTUADAxYsX4XA4kJKSAoZhsHTpUtx4441ITEz0Wa6qqgrDhg3D+vXr8fSjk/D0I5NAVTcObzgRyDovTErXcG33BiKtv0srLCzCrFdnY/ny5ZqCQgTGRYeOSRGieuTw+eefY8qUKVy0jhtvvBHvvPOOIM+BAwdQWlrK/VYTuXLhwoUCvxhXXXUVAGDJkiUYN25c2K7HHzQmRR3D6NGjYbPZ8MmnnypqQsXn3L9V5BX/pX3lld9Fv37UPfjlj7/QKKsB1nz2AZo1bgSSJFFcUooffvsDa35Zj29+WIumjbJhMhvRsW1r5J89hx1794MkCHRo0wpbd+7Gqk8/QO9unX06t1NkU/DzqvitqPH3uRNQB+wRCRK79+4DTbvQoV27kFWrxpxGMTRoQGNShWPXQBAie0G/kBtnYjaFiEnh/r+QTSHebedPtPxd2YcnTcDv637Dy6/MwQ3DbkJqXJREJJqm8fU3KzHzxRkwmUy4WFyMVq1a4czp09i1axf0ej2ysrJgjojA2DFjMHnSJI9Q/uOlB+rg65dffsGwm27CunXr8NXXX2PJRx/hkUcfxRvz5mHqY4/h7nHj0LJlzfiFOHz4MFq0aIH5c2bhgXvulsgrZlKImS+AlP2ixJJwn3P/ZV+bXpaM8Lc7jydNtKsu3kmvqqxARKT0niuBv+NeXFSIXRv/QPvefRGfpKzIVPOW9zfl+WI1qKlDvMuuqowKxoNk916S7p8lEMznl9yTJQ4zy51ny/gYH+LzgrZE55Tu56kjB+B0OZHdvLV8Bj9Qc49ZKDItZM7LhScV5/UyIYQMCEKONcHVJ59HXFaY5smrwKYAZNgSLJvC5RCm88u7RGwMmXoZpwMn88+h8y33YvB112PZsmUIJ3bt2gWn04nOnTvj22+/xS233IJRt96MaVMmIqdhFmKzpSELLxzagVvvfhBbcnfh24/fR78revl/VwTDVgCUGbJqmBIq2mThqwzLkFB6dgV5Rb99M978T7oBWgUIIGYMyT53gvwEJk18EEVFRYJd98sdLJPi5NuPh5RJ0fChuWFhUlxu0FRpdQxz585Fy5Yt8dtvv2Fg//61LY4E33/yPh5+5kV89f0PaHv1EHTr1B4vTJuCqc/NQt7ho2jTshkWvvYS7h55i5tpwXnPZ8B4PHEDqNcMh5pEemoq9h84gMrKSkRGRta2OBrCgAmTHsLhQ4dw77gx6Nq9Bz78YBHat2/PpR85cgTDhw/Hrl27cOOwYZj80EPo0bMXt5i3WiwwGo2gKMr74RBG3XOPHj1AURRefeUV7N6zBxMmTMCwYcPw2pw5WLt2LRa89x5Onz5dIy/n7777DiaTEWPvuC3sbYUDTz88AauWf4n7pjyGh598rrbF0VDPYamsRHQtUnM1+IbT6cKYJ2YiJjISCxYsCGtbFosFFy9eRIsWbkXEF1984f67YiW+WLESDTMbYOGiD8AwDFq0aIHo6Gi89dZbePedt+FwOLH68w9xRc9u4RMwkHD2gZjlBrC2VGPCweVVnbPmFBS+IM6yefMmLF++HLt37w6+YQ0aahjal2IdQ1paGmbOnIlHHn4YVVar+2SoJ2g5ZoKfvKwmWqfT4d1XZ+Dgxl+xfPHbqKioxJBR9+J80QXs/H0NdqxbjXtGjZCYghAEIWseEpA/gkB20utL7G4/SEiIR2xMDBwOh//MGuolWrVugx9+WYfvf1yLstJSdO7cGcOHD8eYMWMwceJE9O7dG1VVVZj/1jt4edaroGkaVnZugNvxblA+S4JEbGwsPvv0U+zPy0NBQQH6XXMNFnoW3Dt37EB5eTk+/fTTGpFl+/bt6NC2Lcxmc420F2okJLqdZX3w1uuY++KzOHPqRC1LpKG+wulwwGG3wRyhnpWjoWbx8sJPsGnHXnw65xnOp0+4YLfbERMTgxRPJKfnnnsOZrMJiQnx+HnF58hqkIEhQ4bg+uuvR9OmTZGZmYn58+dj3MhbsfuvteFVUGioUVhsdjz00EN4+umnkZOTU9vi1Emw5h6hOjSEBpq5Rx2Ey+VCz549cc2AgXj62f95aV2edDF9VeBv0p+jTT6lkTvnFJZxCX+7/y+l+QOA3WpF3uEjyM5sgLhYlTunLHWQ74hQZOrhpdWrcJipRO2Tg4RW6EMlXYfYHuJrqrazST/1+2xLjemHOK9so0FcQ00rn+TGmB/TD1/OGBnxb1FzdrsdC955C7+vWweaplFRUY709HS8t3ARkpOT4LDbsWXLf2jRoiWSkpK8DuUCcXIawHX7cihWVVWFP//8Ex07d0Zjz8Knbdu2OHv2LG666SYsXrxYfXtBoPjMMbTs1B233zocc2e9JEjj7o2CuQfgvU8O1sxDweyDnyZ2kClH42fvuZJ5B9/8o/jiBVzfqyMqK8oRGRUNS1Ullnz7Ezp266F43fwpS625RyDwZ2Lhi86vtg65euRmYl/vOnc7/DRhojonjsFD6Wnir6iUnOXKm3RIzcL4dcjV75WFQXlJMY4fykOL9p2gN5h8yh5O+HO4KXCMqbC2ETvIFORVGANytHex2Qf7m5s3+eshJSeaTrvgN+HibRiw55RMPnhz7p+b/sOAux7G85PH47k3P0BtYMWKFRgxYgQ+eOt13HnbLdi4aRMaZKRjy/YdOF9YhNG33oSE+LjAKhW8G0XrNxYKzqgV64GCiYaCI07Z9QuXJm/OIffhI35execF8imU9YVAPrfYkeNrjlIy9RCaeQBvvzkfX37+GXbs2AGDIXyRZOojWHOPE/OnhtTcI/uReZq5RwigmXvUQVAUhYULF+LKK6/EbbePRPPmzWpbJEUYjQZ0aNOqtsW45FFVVQWn06lNeJc4DAYDHpn6OB6Z+rjE5hQA9AYDsrMbIaIOMAciIiJw3XXXgQbw3fffo1mzZmAYBm3btMFnn32GLVu2YM6cORg8eHBY2v9g6acoKS3D5An3haX+mkB8QiKeenkOnn3kQUx+4ll8svBt/LzqG59KCj50Oh1i4hI0J2gaYDCZkNogC3pDaBbaGkKH4tIyjJ32Eq7s2h5PTRgT9vbKyspAUZTERPTo0aOgKAqdO7QDRVG4qndPAECT7IbuDNXZBAi3H69A6hcpKNQgEPOLYHZ2a0pBIcapU6cw59VX8MMPP2gKCh+oL44zLzfUna1iDQJ06dIF9957Lx59eApoj5mDd9fOv6MtLk2sjSZ90MLZiZ0S7UL6gCqnewrtcLsNvsCaeATw8gyIZVBPiETHT5zE4cNHAnrRabg00SAzExF1yD8JQRAYNGgQcnJykJOTg/Xr12P27NlITk7G9ddfj2+++SYs7W7+bwt69+iGRg0bhqX+msLQEXfgljvHYf7M5xEdE4u/1v3Czfn+EB0Xj05X9Ud0XHip4xrqPowmM1IyMkMe1UdD9TF5xmsor6zCx3P+VyOmeYcPH8bhw4cl5999911ceeWVaNta21i6HMAwDKY9NhXDb7mFi9agQR6MywU6RAfjcvlvUIMqaNsvdRgzZ85Eu3bt8P6ixbjnPu9uoYe8xv2W9/LLI9wSpIRGSdAuMPAoCii9xAyEoQwSMxBWYSA2IWHAe+kG4kaezavGxIP1yh9IDGy/coRICVMdsxCVCpUGGenYvWcPSktLERcX5w1Fy1bDKn6C3AkhPOFtVdXBKb7glp+guHsp6C9RCFhJvXL9prZtfl72XLhMQcQRPvjtEaT72SEIEC47GFIHEt7oERT3FHrHOs24acdKCic5j/R8OrTNZsPFC0VIS08HIX4m+RCb5ai6VvbZpAXtSq5ZsTiBnr16oWevXrjn3nsxcuRITJkyBUOGDAm534j9Bw/jmquuEMgjUcqycwtPfvbe0KzJhjhSB7xF2Q0RsZmHi6MFe87z+tiXeYc7XXo/pr3wCo4ePoDcfzcBAMYOG4wBQ4bizvsmSj5q+KYUNE3D6XRAp9OrChEYTIQOMc1erg5xtIZAImyI6fridmVlUlGGK+sjTSoTSw0PYNdTbI4hmy6sV97sg1Ckm/PLcO3wxhPDAEXnziI2PgEGo0nWDClQiEXgd7Xo1e0zrxj+TDzkRrFaUw+BDHBfP2vaQRLue0MRBBftnJ0LCNoFhtS5TTkI0r0uIkj3GojSAS6nd33C8KKCkDqAdqe511IUQNNg2DUVQeLL73/CstW/4Msvv0T21cOVOyZEKCsrQ1lZGdq2bStJmzJlCh5//HFs37UHndu39crNhqBXu5bxFblDybRDhWmGpH6ZdKU1oNisw/3D/Uds4uESPRiCqDuicxLTD6n0EgSzlyT3rIo/dQVzGK8RgQkVL8uKr5dhx/Zt2Lt3b+ACadBQB6AxKeowoqOj8eGHH+Kl55/F8ePKDtXU2rvzwYhttH0xLFiQKkJAVQNem9AA2BPV+TCtR841Y2JiEBkRifz8s9y5oFgsGuo9bDYbjh47hqqqqtoWxScoisKsWbOQn58fFjbFxYsXkZKcFPJ6awNGkwmvLVzK/d69fQveePk5LHz9FZ/lyoovYPPaVSgrvhBmCTXUZdhsVpw5eRxWi6W2RdHgAU3T2L5nPyY/9ypGDbsOI0eOrJF2T58+DZPJhMTERMF5p9OJP377BWmpKWjRrGl4GvflQ0wJAUXjCHzN48sHhaR+rozndxDahlApKMRQo2Tl9875cwV45olpWLhwoWQsaJCCYWgwdIiOevRtUdehMSnqOPr3749Ro0bhkckP4qvv1oAUzVRSx2GMghMdRrCjwJamCALghS4kXQ73RM3QAoYFt1NLudO4PHyIf/Mpy/5eXnKOCRV2ReVjXatgWIQAgdg4qgJBeZ0eyjbo2dEmCKRnpOPw4SOwWCzcrjTLqFDDoOD3kTjuOVsHQ5ASloZv+XmsCrHchJBhI2FZ+KqPJ6PftpV+Bwpf7YnkUlossTtwhMudh4BbIajz7N4BAMFjVUhEYOvx/JUwoBgG0ZERIAFUlJYgOsLs37GpmmvkmAa8MgTBMSfkrlnuWRA32bRpM/Tu3RufffYZRo8eLd92kHC5XHAxnjHsYydO7ESTESlxxQtEiiB4zi8Z2TJyDAov68I3c0LJXDUuMQVDR4zC6uVfcOe2bPxbmp901yfHTlCCEoPCl1NMJeaEL9aE0q64L/tpSvy+EuWVk1zOX4tc/XKyKUHICghsnuffYyWHeu6xREjO88t4z8kzL/jwji8C5ZYqUASB2Jho6Dyd4MtJpz/QDOO7C8RpfrpLyQGq3Cwquf9+GDeCvOLfMmOJvVesU06Cv8YhKYBlVbBMCZedW78QLqd8Hg+bwr1ucs+XT772Dua9/zGyMzPw7lLvMx1O2Gw2FBYWokmTJoJ+slgsGDH8Jqz9bT2+WLIIkZER7gSadl8HQ8vfQ/77Qjz/U2LnmFIz4UDWcJKm/TAmBHkZAIzMXCujbBBv4gXi3FZch1SOwB82NSstEkJHznIgCIJjXhBg8NgjD+PawYNx0003BSyTBg11BdpWbD3Aa6+9huPHjuKzpR/VtigaahHJSUnIyEiXDeWq4fIBRVGIjIpCWXl5bYuiCvfcey/Wrl2LGTNm+F3EuVwuFBcXy6ZduHABixYtwty5czFlyhQUFxfDbreHQ+Rawx33TAAAzJ07Fw899BD27NiGN156FkcO7Md/f/+JG/t0wO2DrsSOrf/WsqQa6hIqy8tgMpmh0+lrWxQNcM9jn3+7BmNuGYqtP36NuLi4GmmXIAg0aNAAaWlp3LmSkhIMHjwY6//cgG+/+BjDhngcGQcS0j2IDYDqMG4DYUz4MqMTQ0lBEQiqY0IVDNT0hFhxt3LFcuzYtgVvv/12eIS6BKGFIK2b0JgU9QAxMTH4cPFi3Hrrrbj6mv7IbtSIS6PhfxJj929ctJtNQTPK1DGa0oP02GWCv7OgZnedLcOCJNW/CP3Yugedtx6AIQjfbAoPKIriQj0GA18MAA31CzExMbhQVFTbYqjCyJF34Py5c3jqqaewZcsW3HnnnbjuuusQHx8vyLdu3ToMGDAAgHuRzyrjaJrGO++8g+effx5lZWWIjo5GZGQknnzySTzz+CM1fTlhRUpaBgCgUaNGmDhxIqoII5YteR+ff/AuAKBNxy7Yu2MbDu7bg87detamqBrqECrKyxEZHV3bYmjw4M/NW3Gu8AIevGsk4uNqLiKXwWBA06ZuUw6GYZCbm4vx48fj5MmT+HnlcvTs3rVemblqCBz5+fl49onH8eHiD5CUdGmYQ9YEtOgedROakqKeYNCgQRgzZgwm3jceX6/+GUa9cMdEbOoh50iHIAi4XIyA+uiQMwMhdF4qJJuXdbQpcpop4MSxpgkiUwKvkCLKn0yaP7MNPtVP6bueZhh1BogqwVJV3fUyAdGs1YIBIfUVJXZk5enXc+fOweWikZGR7j7NUyApOb+UUvWVf8spowJ2zCm5j+IMlIy5kPCmySpU1LSvpIgJ1HwkkHZYT2xy2Vg6sacMSagzGyJYDisgHM8MjYS4WNAOOxiXU75ZpYdDlSNYP7JxJiCMvLMySHe1Jk95GEnJKXj//YW48847AQAZGRm4bsgQjBhxG2JiYgS01DfeeANj77oLyUlJ+N///odZs2bh3nvG47lnnkFKSrJQFt51yY0Zzv+OyESDdZ7GSkoSvHOc00vh9dDceY/zPELZzMPhg5+rtOt38YJb8RQfHw+z2YzFb76GeS/9D7m5uSgpKUFsbCz69euH9p27eRwm8swMlK2IJBCbbIjPA14zDyXzDl8OD9mdPdaXp5LZh9AcQ5hHcl7UrpLcALxKX/4zz4jmr0A/1nw8O6Sv9xZrRiIyN2IhtpkX7tSKzD5kdoIZhkFcbDRiYuOhE9vOyLYnTpeORUrUoYH0lLiXlKKNyDo59WPaITBHUqhHaYzxxw3ffI5zlAl4zVu5307vvXQ53e9anqNJgckH50jZidW//YnszAx07dgeVJbUgWU4kJ+fD4Zh4HQ68emHi/DF8m+wP+8AGmZmYt2alWjDRvRgN5PYh5OhwajZr5cxyQ3ENNcfs0LNO5H/SgTk/U2w41s8vyuZdUjql6krEEe2Ss5kfcFXGX9xItxLf8810TSmTrofN1x/PYYPD7+TVg0awg1NSVGPMHfuXHTr1h3z57yCac88J3itMAwDgvCyJHx8M3nzQD3DgiEpt6KC/SBmX3SsV2g14Mr5EE6pjAf8DyMlkAShivpXX1FVZcG58+eQkpIMnU7dI6yxKC4txMXFIT7Ws0NXT3bGRt5xB0becQdOnDiBLf/9h61bt2LN6lX4cPFiEASBDh074s0338Qrr7yCp556CvPmzcOgQYOwdOlSzJo5E48+8nDQ0WvqA+w2G7778hMAQKtW3hCBMTExuPrqqwEA06ZNQ3RsLJq2bA0AiI6NR/f+18NgMNS8wBrqBAiCQHZOEwCBKRM0hA879+ahe8d20IdBQWG32zF69GgwDIOsrCxYrVacPHkSRqMRx44dQ25uLsxmM4Zdfx1effF5DOh3tfI6IZj5NAgzjlA4W1ezpPOnoAikfl9lakpBobYsi/ffno/806fw4+pVgVd2mYOhGTCBmED5qUtDaKApKeoRzGYzli37Ej169EDvq/qiZ58rhbtKDOPe2WNE7Al4lA+edEAmjxqGBbu3RsiENOXtXCk+ngqOj3ztwjLcP2ya+wQrk5pdITaPookLr4h8Hm8GgudUTwxxWaV2lZy5iXU3EjMQT/9lNGiA/IICFBQUIDMz05PXN1MiEPgqG1JFh5i9oaR7EjjvqkaMeV6o1ODKq9mi9uNgk2MbQbpgU7Fg5H+k22w22O12REdHS8tWh+2jxjGtAuSUg+IzDbOz0TA7G7eMGIFZr76K//79F7/99ivuvfc+pKWlYfmKb3DyxAk89eQTWLp0KZ6fMQOPPvqoUA5x+FkZ+cUsDzGDwn2OldvzF8Lf4mtg6yLBd67pvw+UzvPnkqn33IFtG//CM888g/T0dG/bDINJkybh8y++RGVlBe4YPwGEx0kdqdPBoFJRCSgPC7GTTAGjwg+Dgt11l2PxSdJEdbLvGDUsCe9cKGRJSNh9gPemiJ4LRSezgUBmrpVILTMu3e9O6Q4zO6NxY5uUG7+E7K4xAFRUVIDS6WE0Gv1G+JLfGfYwBUV5+Vn8zbpK40otqwLwFb5Wrj1lhgW/DrnxRMLDtBSPHzYMu2feJvgsCtoJkKTbcSZBSvPyWBQWqx279h/E49OmK15rdbBr1y4sX74c3bt0xs4duTCbTGjZsgUaNmyILu3b4olHJmNAv76Ijo5SrkRJaaAwv/pUMogiw4nzKrHtANGc6OPdLJfiL6qd3FhXDuMrPu+fOcGHaBmuKp+/NDVLFX6eHdu3Yv5rr2LDn3+61wQaNFwC0JQU9Qxt27bFa6+9hscm3oc1v/+DxETN5uxyg9FoRGpKCs6cyUd6ejooqhof7hrqLU6cOoWK8gp07tSxtkUJGgRBoEfPnujRU+hfoVGjRvhy2VcoKipEcnJy9ZRL9QSH9u1BixYt0LNnT9A0zfnk2LdvHxYsWICb77gL6VlZGD5qHFemorQER/fmonGbToiJi68lyTXUJo4dPQq9wYDmLVrWtiiXJljTDxWwWKy45d6HYLPZMXTo0LCI8/nnn8NoNGLt98sRERkFmqaxdcduxERHoWWzJsFXLFZQqIGSgkIFqsN2VVJQ+Cwj+q2koFBTNhgEsm8QaNdUlJfjkQfuwYznn0e3bt0CK6wBAEC7aNAh8iURqno0aNE96iUefPBBdO/WDU8+Mlmi8RXbUku0zDKTn5Immt1x9DWJcxtWAYSWEkMaBs//bK7IUghiB1lN/GkWwYSYktRR7RqArKwsOF0unD9/PgS1aaiPiIuNRWVVFex2R22LEjYkJyf7z3SJ4JnX3kZ0dDSGDh2KoUOHeudlDwX1ygGDMX7yY4hL8Ma8dzkdKLt4AS7npTsGNCjD5XKhoqIcMTGxtS3KZQ+GYTD2oen4+99tWPXxArRv3z7kbfzyyy+YP38+Xnz2SUREuMOIFl0ohs1uR8PMjJC3p6Hug2EY/G/6VDRpnINp06bVtjj1Flp0j7oJjUlRD0EQBD788EN07twFC956AxMfnsqlsU4jSV7MZL9mIL7yiMxAADdFV2zyIPzQl9JfBWYbDCOr+FBSACgpSVxQ/uCXKyP2Y+dP4aBIKQ1AUUFA6viI7yDOxTBgfZ2RBOHf5MMDo9GI9u3bIyoqKnBqfwgoztWCD8ec/tr265PAr3PMaphBCOpRYXYAP75AAjTvECM2xu2ToqysDElJiYr5AoHfnTAZky3+8OT7g1GimvsC+2yw8wvBKSNFZggqzH7EZh5s+wRBSBSwXlMQtqy8KQdFevOw4GQSyQpSWCdf+cr2kcvlwh8/r0HvfgPQ55pB6DvgWvz83XI8O+V+rFu3DvEtuuLpZ2cgPjEJnXv05mQQI1DlrNg0w5+TTL78FG/+4ssjdnbI9+GoZN5BiTTErJNZ7reco0vxTVEy+/DlJFNkexyIrxPxM+K1hvTt9Flwzp/JCPubd18pGep9RXkZSIZBcnwsDBQBgJCEZOT3lnizQsmsSZxfDv6U+76SlcqKnV4GUr94c0PWPzc7r7DsCNGYkpznsyhovhmIxxeXxzcXQ5D49oef8d3Pv2HFihUYcMst/i8gQNiLC/C/p5/CVX16YcqD93NjKDkpAWazCRERkYpl1c7rwnPCjSclMw6uDYFZLiNY7wXzLlC7HpQf3575XVKnfznk2uX3jr+ZwtdUzNZTnTrE+PSjxdj41x/I3b5dC0+v4ZKDpqSop0hMTMTKld/iqquuQrsOHXFl32tqWyQNNQzW7tDhcEAvivai4dKH0WiE2WxCaVlpyJQUdQF33H4bzpw+jc5duuCucePQqVNn7N6zB2vX/ozKykpkZmbinnvuCYo1VZdQUVaGpyffg81/rsO4yVNx69h7Ya0oR5MWbqeZZ8+excnyf/HLqm/xv9feRpS2W65BhNLSUugNBpjN5toW5dKGH4d65RUVeOy5lzB06FDcUk0FhdVqxYIFC0BRFCZMmACDwYDi00ex8MOl2L5zF16b+QL3MepwOqHX6RAdVQ0FhRyUFBQqIDbjCIY5GgxjNVAFRTDtVmd/PBzqg63/bcYrM57F2rVrBX6MNAQOLQRp3YSmpKjH6Ny5M9555x08fP94fP/bn8hqmM3tZNKMMFQmu0NPwz1ZiqOBqMnDAIJoIL7A5mVBQPiyIgl12vRA81anjBjs9bPwFf1EsQ743lGSb1cdmwIACgoKcPzECXTp3FlTVFyGSExICIkJUl3C3j17QNM0flm7Fh99+CESEhNx8cIFREdHg2EYVFRUoG/fvmjatGlti1otfLLwTezauhk9r+6Pr5cuwjeffgTa5UKz1m2h0+lw8803o0efq9CybQfccOsdtS2uhroIgkBiQgIIgghl1G0NAeLF197ExeJSvPXWW9Wqh2EY9OvXD1u3bgXDMHj99deh0+lw/PhxkCSJu8eMwl2jRgJws7C279yDzIw0NEhPC8VlaKhHOFdQgAfvHoNXX30VV1xxRW2LU+/BMHToontcwlHIahqakqKeY9y4cfjvv/8w8e7RWPHDLzCZzaAIQlZrzNGfeSfEJh6AyBSEl4fvqd1JM4KPb4HpSADwRd0jZM7JleHKBhDL2p8cfImkfi+U2peek/jb8PylPHFiWXMQ1oSG4l20QMkEQrbd+MREHDt2DKdPn0ZOTo7SRfCE9GcOEUhYsSB3sglKUeniv01S8Ro4D+tBVRzgS4VtqxqRMFQ146euRjmN3fmCbSAIWZXuu3gHja+YVKswpBlg0LXX4bNPPsbWrVtx5MgR/P333+jXrx/69euH0tJSpKSkIDd3B5o0kVdSyNHcpeYdnmtRitDBXoOH1U35iOrDgiXs0x4bFfY337ccK5ulogob//gNA/r3x4IFC9CqVSsMHNAfP/z4Ew7v3wun04no6Gjo9Hq8/9VqRee4RnMEspq2gMkcoSpCBwt2Llcy7xCb1/BHCWeywZpwiCj6EnMQnjkbJw97dzzmHVJTDUbwWz6Ch8w5gNv1li3Dr1twTv3zLzbL4CC26xM/J0oRmEgf0UFkoi8QvLI5DTwfpy47F3mLBekzyoLU9EhudAeykaAWSlnV+KJSrFPJfEQQPUJhXCiNQdbUg/fh4o3i4b3ZO/bm4Z0PP8HMmTPRqFGjoK8BAP755x9s3rwZ3331ObIaZOCd9z9AXFw8mjdrgn5XXYWcRtluEQkSp8+egcNFIyExGQwVQAhitePS85cWjxXWkkPGbFeNwtzfmBK/M/hjS6m9QFgTgawfxVD7tvTH8qN47RHcc6n+LW632zFp/FgMGjAQkydPVl1Og4b6BoK51LbhLkPY7XZcfXVfZDbKwdx3FvImPXXlxQtR/gQrtl1WCiknzh8IlBQVhMw5pTJcPtFFyy09A1VUyIdAU2rfdz7Zxb7ot9yi3lebJ0+exJlTp9ClSxcYjUb5TJyAKhbjKj9cg1ZSAEErKdwN+1BShLhOn1Dop5CGaVUBl8sFp8sFoyGAhSqLECgpxDbwgjSwaerrr6ysxFV9eiEhPh4bN26EThRis0GDBhh5xyi89NJLsuWDUVKIQ5HyFRJi3xYsk1Ps68LrtFhe8cGX7YXHH8baVd/ghzWr0a9fP9jtdlRUVCAzqyHGPDAZO7ZshsNuw9OzXkdO89aCOsQ+KaQKhXqkpFD0J1F3lRQC+PSlo15JoVivQohIhiBht9tBUjr38yHjuFptKMjLQknBiBQN/HMqlRSC94unjNPpxFU33Iojx09gf94BpKamBn0NADB27Fhs/Odv/LLqW2zbsQPDrh8iO27sDge25u5AWkoKGjfKVj+P+xmTbP38NFZJIR4n4VRQ8PP6CzdfUwoKtVBjhlgdBQUA/O/Jadj+7yZs2rSRc6CqITiUlZUhNjYWex8fjWhjEGsoGZTb7Ggz9zOUlpYixuM7TENw0JgUlwAMBgO++WYFunTtisXvvY0HJk1xJ/A10AplGUZo5sGeZF9dLsYzkXpMHZwyzAoWpOd8MEsNuSlarWLCK7bvl1Ygzjr5EDvcDBZiZ6Uul5c5QZEEx07hMysEHw+M9OMBADIyMnD27FmcOHkSzZs1kzYcyAI8gI9WgmGCVlTIlVOtuFCjHAjUKWWIFAsSBUUNKCz27NsDo9GIli1a+M1bHcUSV4ePj28uD3deXNb/PY6IiMA77y3EdYMG4NvvV+G2W4ZzaYWFhaiyWGC12WSZDWK7ZBZiJYR4ruDLyXjmP2+avMxih5lef5neh5YWzWIkCBSeK8CP3y7Dyy+/jH79+gEA8oosePbhSaB0FG4dPQ4PPvakbJuCuggCdqsVFwrOICm9AUwms1AOkYKZbV82jyedVUCIFdZiBQQ/r6SsSHnBfT+LPwb5TjL9Ob/kysh8MAryKSsgFMso5PeJAB0RuucFkVNQNo+LO6GiDnDMi5MnTqCsvBJd2reWKjVEjAuJI06esoNUuJ5QzBU1AYLvpJEPufuuVgnmS0EBuOlRDI15CxZj645dAIBWLVvgs8+/wJAhQ4K+lhMnTuB8YRGatO0EADhz7BASExJ499V9T07lnwZB6pDVMBugqm/m6VsxwUiUuuJIcHII1NxW6d3gYkLBiA28XV/wp4jwq7TzmFGrqU8s3+cff4RV3yzHli3/aQoKDZc8NFewlwgyMjKwetUqvDF7Fn79+cdq16dZVNUf6HQ6ZGdnQ6fTXXL+CTT4R2xsLEpLSi6pe9+jZ080bdoMXy37UnD+119/RUlxMe67/4Fakqx6cDgceGHawzCZTLjvvvu487/98D1Wr1iGaTNeQXKqevvyqspyHNq9HZUV5eEQV0MdBcMwKCktR2xMVG2LUn8QSjtxhsbevIN48bX53KniklJs3ry5WtXOmTMH5eXeZzlS4SNUp6PQMCszJH6o/DEngtmkqa4/MEFdot+hfM3VioIC6vtHLN8/G/7Ei88+hZUrv0Xjxo3VVaJBFbQQpHUTmpLiEkLXrl2xdOlSTJlwL/bv3SNIU7rR7HwruzsKNk2e1izeyVSjXVdCKPZsuF0/yXn332BMUUIJcT+qgbhPOcqlqI60tDQ0zsmp8YgH1TLbECGkO3c1bHJRm4iPi4PD4UBFRUVtixIyEASBSQ9NwbcrVmD58uUAgG3btuHOO+90p9fDUGuVFeV4YuJ4bPpzHZYvX464uDgAwPbt2zFj2hT0HzIUQ0doDjI1+IfFaoPVZkN8rEYlrg24XC7c9/A02O127lzrFs3x1FNPBVVfVVUVnnrqKVxxxRVITk7GfePH4fdffoLJZJLNn92wIRpkZATVlob6iWNHDmPC3WPw7rvv4qqrrqptcS450DQd0kNDaKCZe1xiuPXWW5GXl4fxd96GVb/8gRSejSTfWY8AhFRbLf4EkET68FTj5Dt7BM88BKFXCijVJ0eb418rDXAO8MRRP6r7UR+IJl4uUoiLNbWhGYFTTb5jUtb8A2DLMLLmHzSA/DNnYI6IQGJ8PK9hBWeTQX7IB6NMYLvJX1F+JJNqKy0Ir7NBOWWKnBPO6vi1kPVFIePMM9Q06qiYGFA6HYpLSxEVgP2j+J4Eom/yF2ZOjWmVP2XdmHF3Y8Off+Kee+7Bhr//wZIPFyMhIRFR0VGIiY6Gi5Zx3OZHDrEPCn4esQmIv/5gTScYQpSRN8dQnjz7d+/CYxPG4WLheaxYsQKDBg3isg8bNgzJKWl44fW3QalQvvB9T5Ce3xS8virU+KZQa97hz+8EP8qTuE72mSNcHuq8Px8Acj4klPxLKNH1Wagx7ahBHzaE0lyr5HuC35QnjW8eUnKhCCRDIz7C6O1fUX7OISf3W8dLd8nLRUjvpz/5/MkdNAI03wMCMwMiaGG/gf+bfTeQJEDTgmshGBql5ZU4dPQ4d85gMODLr5cHFQr20KFDGDRwIM4WFOCZJ6dh6sMPu31LyZjmlJaWoqy8Ag0aNODCkEqulX+NfvotEBaFkqmHkoldKD7TpP5TxOk1zx7ktyleP6pd88rlk3sfsvUXF1/EuDtG4L777sW4cePUiqpBQ71H/duO0uAXzzzzDK6+6ircO2YkLBaLIE3po1w8EOQdTsozAcR0wGAYA+GAmFkRDkZFdZQcUod7brBO/oLpvuKSEhw7dkxqrx9CZkEo2RMaqg+SJBEXHy/Y1bsUQBAE5r31Nnr17oPVq74HQRD4bvVq7NyzD/EJCbUtniqcPH4U82Y+j5FD+iEiIhJbtmzBsGHDAADHjx/H+PHjUVRUhLNnTtc4C0pD/YXd7kBcTLRi1JdLCmEI5ydRUAQAhmHAMAyO7diMRx90m2zNnj0b7du3D7gul8uFu+66CxRFYdumv/DU9OmKCgqGYXD02DFcvHhR1VyhWkGhAnVRQVHbCFZBIQdf1+ZwODBh3Gi0bdMar776avCNaPAJzdyjbkJjUlyCIAgCixcvRv/+/fHoxPuw8KNPhFp3kdMeFmqXO3IhOWkIFR185oW/8r6gJiulkInxCEczvGsj3LJRMuyR4CEf8lV1aZ78bD+6aEawqyl2qsmeF7MqGjXKwY4duTh79iwyMhoImQtE7S1oA/n+UsM0CLS/lUK4isOh+gpxGjREbIrqOBxVQosWLVR6FVd3Tgwl55GAevaCUrovxMTE4Mvl33jrIQhZG2k1O2z8u8oyq4KBuJt1hNzzz2DViq/w1JQJiIyMxJNPPolnn32Wi77z5uKPMW3S/YiLT8CQm25FQlIyzEaTxBmxr/ZJAtDrKURGRkFvoFRH7BDk8fwWR+wQMysoUZ1KTjMJ1hMzeB+CSgwKSXqQrAlBXt8MCsUPt3DSc0n5OUV2rpH5cCRkzjdukOIe47QLAoecBAkCLu9LWRDtw+nJInWyKde28CNWHF/Vt8xuuV3KE7+aD+RgwkILfosnBV+ONH2MGw+bgsWctxbguVlzcNP112HTf1sxePBgTJkyJTBZAdjKS/DGW29j8+bNWLf2JzRt3tLdNClclrPvioKCAlRUWtC+Q3uAJAXzLsEwAsZkQAoKXvQXAsJNEpKQRkZSUlDIb2x5mgiCrcdvQ/YaglSMhGq7hl3jcu37Y975mNqV0hiGwROPPITyslL8/OMPUvaMBg2XODQlxSUKk8mE77//Hj179cJLzz2D519+pbZF0lADiIyMRFpqGk6dPIWkpGQYQxRSSUPdBkEQYBgGLpdLErLzUgFBEEGxi2oDP6xcgaemTMDdd9+Nt99+W0ID/+SDhejYtTsWfvo1IiIjJawqtYiNT0SvgcFHE9BQ/+B0ukDpiHr1PNRJKCkofGDXnn14cc483HDtQOzYswc0Q2PJkiVBfTz++dffeP7Fl/HQxAfRu1dPn3mdTidOnDiBpORkSUhDcZjVgEwWReFpxSxOfwoKX7iUFRRAYCzaYFkWr8+ehY1//4l/N29GVJTmJDeccDMgfChjA6xLQ2hwaa5mNQAAkpKS8PNPP6FXr15okJWFex+YyKWJfTMEAtafAgt+CFM5NoW/8r7AoPpONeX8UIjDDFYX1dmZVQu2L1w0A4rk+QfxnKcZBiRBoGF2NoqKilBYeB6ZmZnhFUpDncGePe5QpM2bN69tUS5rrPv5Rzwx+X7ceOtILFq0SPIBc/bsWezY+h9mzHkDEZGRtSSlhvqKY/nnUF5lRedWTWtblMsKdrsd4yc/ghbNmuDzD94DRVGwWm1ISE9XVZ5hGKxYsQKLFi2C1WrFjh070Kd3L7z0wvN+yxYVFcHlcqFRo0bVvAoN9QXLPv8UH72/AH///TcyNCepYQdD02BCxKgLVT0aNCXFJY+mTZtizZo16N+/Pxo0yMSQoTdyaUpmEv6gVhvtS9MsVpBITEiU2g5SZkqslPHsQgViAOFXqSMjG6vxV+oL8Y6APztHvqLC63hTaP5B6nRo0749zCYTtxMSKpAqdw/CYV5fXSUQq0yTnBefFJmAhAPyjjyr12kx0dEoOHfOM6aq4ytF3bUrmXnImloEbJ4jj2Acp4kdYfqzo/bmk/cNI6fgZW+d1WLBjCcexZAhQ7Dii09kd1gXL14Mg9GIITfeLDGv8HXbxMODBIHiwvPYvulPdO59NZJSUgRV8J3q8tvgzzFiB5kS8w9JPh9mHlBh4gH4N/PwlFE01VDpJFN2R1m8eKwJ/zoKu3MEIZJFhVkIwzC4WFKKxLgYgHZKTUF4Pgzcv73b2QRrduZiHUHS0jb5ZmniupXgy0yEUcjH+DAFqQ4UTDw4EeTGkJLZjcjkY+brbyLv4GH88+saRDdoAgCQDxAqxe7du3H/vfdi83//4eqrrkR2wyx07tgBzz77LAzmSK7PaNEEQHvMp5KSUxAVHQO9weB593ufbc7ZtEdmv74mROwJhgHASOc72rO2ELMrpHMfIfGBxf8ZzCOmxvEylzeQeuF7/UpwfeJfaF8ONFkEu179Y/06PDv9MaxZswZt2rQJrhINGi4BaEqKywA9evTAZ599htGjRyM1LQ1dunWvVn3+JnoWSkwK2TrF7AzIr9cDYWH4AwHljyE5VId9oiiDh9XBQs7OMZjrNZvNIACUlZUhOjq6xp3yKSkENIQP8QkJOHX6NMrLyxEdrYUmrA189dlSXCgqxBtvvCHr1LCsrAyLFi3C0OG3ISY2DnQICPvars3lgyqrDTa7AwkxGvU7rOApKBiGwdLPl2HO/Hfw/JOPo0O7tgFVdeTIEfTv3x/JSUn4cfX3uKZfP3e9CpE1WNAeB53u+Tw6qMghEsgpKKCskFUDXwqKUCEUCgogdAoKuXKStoJc/+zZvQsP3D0GixYtQj/PWNEQfjB06Bxeau/k0EFTUlwmuOmmm/Dqq69i7O0jsOrnX9CseQu/ZdR6L/Y3FytN+b7KSZ1zqpPFF/yxJvwpIFiHm4FBvoCY1aEWctct56SUJICKykrs2rULTZo1Q0pKakiUO5yjTlnZhCn8d30oFBaBmtQE22ZtRS9R064vtkV0dDT0ej2KL14U2C0HejnsffTHqOBLwjpZcycQErYCm6b0jKkRUSlEmz/75ECv3xuumK8sFFYingfYVJvFAkqnw8OPTUdiUhJuGnE7OnbpBgDYmbsNj9w/HsXFJbj7gYme0KEsRUFZHl/zLkm6/0MSkDrO5K7Hy7TylS7II/4tcaApZFBIw4h6mBV+woxKwpPKhYqsLoPCH3siDNEj/IIgpXK45NkFBMt4AHCxpAwkSSAuyuxz959jTbA76wyb7vKyKgCBc02OXcHCB8tCAIljYFqSV9ZJKCtTqKFwPwMdR4A7WtbER6fj21U/4N5778XTL8wMyOdP4dkzGHLddYiNjcXan39CUnIKGEiVBC6WzuABO9ddvHARB/L2o2279oiN9c7pfIfZLEiCgCDstoIvCJadIWZG8OfRQJ1khvqVqWSiK9e2WAalV6TcSJNTMKjZ0PG3lvJVha8Rf+L4cYy5bTiemD4dd955p185NGi41KEpKS4jTJ48GWfPnsXtw4dhzdp1yGjQoFblCYW/CQ3KiIyMRFJSMk4eP46E+AQYDPraFklDGEEQBOLj41FVVVXboly2GDVuPE6eOI5TJ45jZ+42fPLhIvS68mpERETgz3W/onW79lj69UpkNmpc26JqqIeostoQHx2lefmvARw6chTX3nQbTuefxYIFCzBhwoSA6zh//jwOHjqEObNnIykpKaCyLpcLx48dRXx8PGJiogVp4nWTeIMgWGeVQO0rKPhtetuoGQWFGoRLQVFYeB4jbxmGEbfeiqeffjoo2TRUA6EMHao5zgwZNCXFZYaXX34ZhYWFuH34MHz/01okJCQq5lVreuBP2eDLrEKtWUeozCB8wZ85h9yubU1D8R4o9E+jnEbIzc3FqZMn0aRpk5DIoHzPGMliSUPNokmTJrJmBhpqBjGxcZg17y233xiXC8s+XYq/fl8Hm82GiY8+jomPPA6DwSAbRlWDBn9o2agBnNrYqRHY7XbExcXhdP5ZPPjggzh16hRmzpwZUB1NmzbFLTffjDfmz0dSYiJuGDoU0dHR/gsCOH3qFBwOBxrlNK5xc81LHbXRn74UFFUV5Rg1Yji6d+uON998U7vftQDaRYMOkXIhVPVoAAimtr+6NNQ4XC4XbrvtNpw6dRrfrFqDSD8e5hXpxiG2xfMFfzsHXL4g21bzFPijvwf6IIXCv4Wavs7Pz8fxY8fQtl17yY5MMPDXZKjvTSBg6eeMiI4u/l0TEJtmhFs2fnsul0tWWaG2CbXOM7l6JeVl8ojNMgI0/fDnNNPfLlso6qzNt6Xc8+O021FeXobo6BgYDAZPPnXmHf5MO+TzeMqyd4k1L+CcYYrOc2YFfpxlis09xOWVKPky1H5C1Ia3THBmHgGFdPQBnw4NxWkyN9vlokHqKMH9kdQp8nOg6NSS+yu2q/ThBBPgzE58y+77t1rHjiFBNZyv2mw2vPHOQsx6/U2kJCXi408/C8pHwLFjx3Drrbdi+/btGD16NBa8v8jdhCddbg6qqqrCrh070CArCw0yswTp/nfylTNwjAQRW4KFEmtCajLiWwZfEMuvxsxWDkpPpdLoUTIZluuu6o5A8RwrSef932q1YuStw2E2GbF69WpuHtdQMygrK0NsbCy23nUDokLENq6wO9D14zUoLS2VhAzWEBg0zuBlCIqi8PnnnyMyMgLjxoyC3W73mV/xY0Lp5REOx0mSNuQbCfYjQs0HtD+WQKDf4OFQ5sghPT0djRo1gjkiIiz3RkPdwuHDh7F/377aFkNDDUBnMCA+MQk6bWF7ySPvRD7yjufXthj1B9VQLl24eBF9Bl6Pl+bMw0MP3Iudm/4M2olhZmYmkpKTERUVhQcmPOgWzZOmpCQ1GE3Iys5GekboTHI1BYVUjtpWULhcLky47x7YrFZ8++23moKiFsGGIA3VoSE00Mw9LlOYTCZ8//336Nu3Lx687x4sXrIUBn1gw0GtA0UufzgYFnIvMQZBLVAE4sns5jAEwTmn84VAFCXBhoEF1O92EwSBBh7/I06XCwjAHCBY1oRUBj/pgXSaintLML5/u0/6cATnK90HfDm2FKf5+y0HX/1EMAwYgkBkZCTOnTsHh8MBvT64nQGSIAJiU4hNuuTDdLLO4nw702R7wV/rgh1lhoHI7R8vn3IdkjvMOQ11/xQ/KYwfqdj21XiRDxRyi97yslLs37MLrdq2R0xsrDC/qD1/zAkl1gQrLsE69+M9f0SgDIjqwp9TRLUhRv3VEwawdSuyH7jfMiwKmkZxRRWy05O5cz7r4TnOFDu1ZPjnxd6NlfKzYPuXlGlL5W9+H/vtC3/w5XxBxlknQ5ACp6JyeSsrKnDzHXfhbME5bN26FR06dAhMJg+qLBasW7cOc197DZs2bcKKb1eiQ6dO3AzChvYUz39ODwsuzaOgYHh52LDjvj/uvYmBMsOCCfGsBDXOzn1t1LAhUOXyUFDuA6nTdc95BfnUbBYpvZOU18DybfFB0zSmTpmMQwfy8Pfff/tlNGvQcDlCY1JcxoiJicEvv/yCQwcPYOID98OlEM9dCcq07NCyHDSEBiUlJdi+dSusVmu167JYLPhw8Qew2WwhkExDKJGQkACGYVBcXFzbomgIM2w2Kwryz8Bmq/4zraHuorisEi6aRmJsHQg9Wo+ddvoz96BdTtx57wTs2Z+H75d9GrSC4tNPP0XXLl1w49ChKCkpxdfLV6DfNdf4LWe327EzdxuKL17gzvEVFPzf/lDXFRS+IL5mpXQx6ouCgmEYPP7oI9i8aSPWrVuHxERl33AaagaMx3FmqA4NoUH9fdtoCAmSkpKwbt067Nq5A5MnTQQdIE2pthUVirvP1bVrrcaOWk35PArUSWVUVBRIisTRw4er7QC0edMmeOThh9G8WTPcesstePrpp3D27FnF/P6aU8Mi0KAORqMRMdHRKCoqqm1RNGjQEAIUlZYjymxChMlY26Jc0li+chV++mUdPv9wIXoPGBJweYZh8OSTT2Ls2LFo3KQJ1v7yCzZu2oRBgwapKnv82FGAAaKiNTv2uoBAFRRqwDAMnpw+Db+vX4f169cjIyOjGrVpCBUYFxPSQ0NooJl7aEBqairWrVuHq6++GlMfeRhvvfW2Kkqymu/KUJpjCCv2Q9WXyOHHUZZc/WKnW1Dh9IuXV7bOEIMk/H/gs7fAoNejWdNm2Ld3Ly4UFiI1NTXodh+dOhXPP/cc+g/oj5LiEixcsAAnjh/HF19+6bNcwM4hlRyfBQlGTENW27ba++4xuVAlS4BdQai41ywSk5KQf+YMaJrmwhX6ay9QZ5l8qHGc6ZZBmiC3m0UzwmeIEeVT3EnzJaQclHScit0styvm/b8vQypxnUq7e4GAIggQnr+Uwu5gsOYdXHnazbAL2Mml+K8/Z5ks1Dzj4jbVIozmHD6bVZo/VJh6MAyDcosNyfHCD1eJKQbfrELhvGJ+d0P+TT6CcZwp15ZYFh/5FOEvzqY/p5miv06nEy/Onoshgwdg2O1j1MnAA03TeHDCBCz64AO8Ons2HnpoCmiG8ZhriPxBiH4DwMULF3DxwgU0bd6CM9Pjp9OMenZEoH7E1CKQOUqJ1SDJJ3POnxmsGjNZRT8U4varoXFQ6zyeU3YwDJ599hn8sGY1/tqwAVlZWZKyGjRo8EJjUmgAAGRkZGD9+vX4ff16PP74Y6peZpr5Rv1DfHw8klNScPzYMdirYapxzz33IjU1Df/9+y8KC8/DbDbjwIEDIZRUQ3WQlpaGrt26cQoKDRo01E8QBIGurRojK7UOUsKr61OiDuGzr1bg8JFjmPHUtIDLnjlzBnfccQc+WLwY7777HqegAKROMuUUFA6HA8ePHUVCYiISPNT/YCMPhUtBEQiqo6AIBeqiggIAXnrxBaxY/jV+X78ejRo1Cr5xDSEHTdNcGNJqH5rjzJBBY1Jo4JCVlYX169fjqquuAgC89tpcvx857OaLYjpByO+eyzAVAoLSjotCvZzDLLXtK9Qv2b0KBIHsEgUAf7v3BCFUKOXk5IBh/LkA9I34+Hh8/sXnWLRoESIjInHllVeiV+/e1aixjiNM9y5cYMOPOp1O6HTaNH+pwmw2IzunMcxmc22LoiFMcLpc0On1qpw2awgONpsNM+fMwy3DbkCHdm1Vl9u2bRteeuklrFmzBiaTCR9//DFuuXVEEBIwiI2LQ1Z2o6Ad62qoOQTDoHjxhRn49JNP8Oeff6Jp06bhFVBDwGBoBkyIwt+Fqh4NAMHUpHpVQ73AsWPHMGDAAPS54gq899573AcPUH26vlooekKvJgI2++AK1v0PVNWUYi4/AYZhQrYoCnhsKCFUJjtcQT+KtkDurcq84TL5UAuCAIoKC3Ho0GF07dYtYEWFWtMPf2Ye1X29+A1RV42yNQU1oegCKSepJ8AFs9iXjTB6B5RNKWrIzEOxPqV8LNRG9hBfj0qoNS0JdB72povtgUjQNI1Nuw+hSWYq0hLj5OsP8DdXXsnURCm/eMMiEBaFGlMPf3UEggBNPX785TfcfMdd2LrhV3S5coCqJt58801MmzYNTZs2wYQHJmDkyJGI9kTY8bIafLMp2P+zz7Bk/lQoJw4PKlcvH/6iDqlZA/ibj9SyJfw51Qx0NcJecXUcWcrl8wfl9oQpNE1j+vRpWL1qFX777Te0aNEisIY0hBVlZWWIjY3FxlsGICrIaGhiVDgc6P3NbygtLUVMjOZfpjqo+19eGmocOTk5+Ouvv7B1yxaMu+su2O12Li1gB4dBLjrYRUyoQ8IFHfKslmyZA4FiXymcr6qoQO727bBYLCFpP2TOLxWVKuG5d+EMO1ibiI6JgYt24cKFC/4za6iXsFmtOH36NGwhiNijoe7hYlkFnC4XYiLrMVOmjisoAKCqqgoA0KRdV1VN/PPPP3jkkUdw3733YvOmzbj//vuDUlDYbDbs2pGLiooKHD58BNu2bvVehkI5TUHhRV1XULhcLkyaOBFrf/4Zf/31l6agqMOgXQDtYkJ01PbVXDrQeMAaZJGRkYE///wTgwcPxqiRI/H555/DZDJ5M9Tgh59cXdVhWIjL+n0/Ke3o1UFwMeDFkDFTMRkNYGgahw7koX27diBIX27/qoFq9lugyhe/eRXMeCRFlBy7SQrL1ae8i8tX5vg0laoGE4BhAIPBiNiYWBQVBe4klSQIVWwKAkI2A0kIdwN9LYDVsCyqYzPMOldTy6ioTluBINiFslzyhfIybP77L1zTvz+iIsye+kXlJIwF4QqKkDAQFBgJgX78KTEoxPDnBJN9vth01gmkQjYO/uyCCdF852c8MmI5fNYdOGtCDueKyxEVGQGz2ey+3kA/8GuLRaFW0SxIDNxRsc86IDP2CFJS95n8s3h+1mvIbpgFg7MKQJzfZt55+y00bpyD1157DSRJSuZ0hvHOoWwKRXjGLEGgvLwcn336Kdb/9hvMZhOM5gis+PorUBSFdX9uQNu27QC45y5+OZpxO+dlGLdnYRp8J5KE7BAO9K3uT2eh9s6oVUgoMs1CtOkRLJNNWo98CSUxHQ4H7hk/Hnv27sVff/2lRfHQoCEIaEwKDYpITk7G+vXrUVxSgpuHD0dFRYU3MZQU+iBwqe5+1yQoikLz5s1QUVGBU6dO1bY4GsKApORklJSUCNhQGjRoqPtwuly4WFqBFFFUDw2hxV33PgCb1Yafv1+hyiyuuLgY3678Dvfdc09Qjok/WPQ+WjZrinfeehNOpwNOlwtfffkFMho0gN1ux1d+ImSFE5qCQqmewBQUVqsVo0aOxJEjR7Dhzz81BUU9AOOiQ3poCA00JYUGn4iLi8Mvv/wCiqIwZMgQFBYWehMvEUWFXznrgT+KYBETHY2szEycPHUapaWltS2OhhAjMTERFEUJFYwaNGio86iosoIggOT42NoW5ZJFeXkF/tn8Lx59aCIa+4m2cOrUKXzwwQd49913Ybfb0SCID8+LFy/isUcfBeA2qz1+/Dg2/rPRXf/Jkxh71zg88dTTAdcbCmgKCqV6AlNQlJSU4KZhw3CxuBjr169HcnJygC1qqA0wLiakh4bQQDP30OAXUVFR+OGHHzB27Fj0u+YarPpuJRo3buy3XE2wHaoVbYNXh/9M1YxG4gssR1Mc991fHHg5sHHuJedJxetsmNkAFqt7QVxXTFpCYuKhBJWROlSPLV8yhdgUJFATEL1ej27duguc36qBWseZgHTRx49h77MWBWdx/hCoWYb4ypXaY+tl00Nt/lHdxbGcGYeOAAgwID0HAImZg1+Hs0r32h91XpxP5jlQLiM1IfEbgcnPb8mzSik/u37nfF+mImIzEcD/g6lotO+VUSx/bEw0erZvAYoSLdMCVKor+vKRDChSPn9NmHpIMquYo+XelwQluBcMO0Z4dfHvvdlsQp9ePfH5V8sxauRtSM0WRl1wOp1Yu3Yt5s2bh99//11gonbu/DkQtNMzbsHrP0Jg8sFHYnw82rRti9SUFNw8fDjWrl2Lpk2boWevnujRoycSk5IE8xNF8HxRMLy5lSDAwD23CeYzXn4+xKPZ351QqyhQa6Km5BsiVIoEtVBSOAD+lTRcPm7ukqadPn0aN918M3JycrBs2TJERkYGIaUGDRpYaEoKDapgNBrx5Zdf4rHHHkO//gPw7Tcr0KVzZ59lJIvOMKG6igrVcoZLUcGuaNh4rkq/1UApJqyPRR9BEGjZrCkYguQWOLUdBk3xnoRTWXSJgqIouFwu0DQNfYi8V2uoGyBJEgajMSjauYa6C6fTBYIgQPlQtFzWUKvQV1K0eXAm/yz++mcjTEYjho+6C3/99Rf3LB06dAh9+/ZFfn4+ACAhIQEtmjfDps3/Yu+uHWickyPx8cEqmZVe1wRBYPPmfzl5x9093p3fk64UHclf1A9xfj40BQUrRwgVFDLYu3cvbrrpJlx73XVYsGCBFvq7noF2MaDJ0DAgaI1JETJoT5EG1SBJEm+88QaysrJw7XVD8Nknn2Dw4EHBVVadD02Vjg+rjVDVGcj2t2SRFcRk50tRwUJOYUG7sGfvPsTHxSErs4GwaDWjrahVItWYsigANgVXJBhFWCByEqTsIkito00uv8zCdeeOHYhPiEdOjn8GFCATRk3lOPS1EFSqj5IbqqLfaheuatqXay+Q9GARrN5PsnPHG1PJSYkYcfMw9w/aKUl3/1bHlJC2K5OulkUhZiIoOZ0UnZfMMwpOMyW/A4RfB44qlAPVfef4ilZ0urAIBUXF6NG+pfxHY6BshUAdZbJQYlEE6qhTLdTk5/cH//9y45xfn2gzg2BobP5vCwDAarNh48aNmD9/PqZOnYqSkhIMGjgQ58+fR2pqKhYvXozrrrsOH330Ef79bwsyGzQA+I6mOeev7jb5d4w/fxcUFODcuXNo27Ydx26Tda7Juz4BgwJCRQQlclQsjrDFOtpUQjDOetXAX1QNNl1cv9r3R6DwVS3BML4pfyqe8w0bNuD2O0bh0Ucfxf/+979a3+TRoOFSgaam1xAwpk6disWLF2PU6NH4+ONPal4AbSc9LCAIAjHR0Thx8iRKS8tqWxwNIQJBEIiPj0fh+ULQ/iIeaNCgoVbBMAzOXyxBQmxU/frYqQkFRYgxZPAgGAwGDLl2MCiKxGOPPYZ27dqhS6dOOHHyBDIzG+DvP9bhhhtuAEVR2LF9G5o0aQyDSSEkrKQPvPevvLwcR48eRXRUtEBBIcgvqs4fU0KgoPBTVgxNQeGbGQFA1Vpz+YoVuPmWW/H666/jueeeq1/PrAYOmuPMuglNSaEhKNx+++344Ycf8OTTT2PGCy8ofvyELSZ6TSgqQrVoqo2XVpAv3+yGWYiJiUHewYOw8SJCEKKdzkBRJ6OxBChTnbwGlUhJTYXD4UBx8cXaFkVDCFFYWIgVK78TOjTWUK9RUl4Jq82OtMT42hblkkd0dBQGXNMPe/ftx1dffY1mzZphz549OHr8OAb0749//vgdTVu24fKnpKTgyJGj+Hr58oDacTgcyMvLQ2RkJBrl5IRE9kB9+dQl1AUFRXXBMAzmvj4PEydNxooVKzB+/PjwNaYh7KAZBjQdoqM68eM1CKCZe2gIGn379sU///yDoUOH4uChQ1i8aBEiIiK4dL8fdSIqZsBQ8llQHYTEMaNa/xHVbMvftcrSX/m8URlHdwBaNmuC3F17kHfgANq3bcvtDFT3Iz1kH/mhVBb4M4ERQekaQhLJRtHhqTpHm1wRmYVZVFQkomOice7cOSQlJfkWQ6a5YBaRvopQKuoL1F+sz3Q/lcn1o696GO6ZkP8t34iqJmTKKdvVMy4XbDYbaBfNM70ITkHp8/lUO5eL8imab0Akq4LZB1fWl3PGapp+yELFHMP4yqd0XoXSvuBCCSIiIhAdHS07sANW/Negg8yg58FAnGQqmTMGYvoBr6xvzJ2DPldfg9fnzsU/f6xD3oGDIEkSXbt0hjFKGFnl2eeex8FDh3DXuLvxxhvz0b9/fzw85SF3BAeRXwoWNM3gwIEDcLlotGvXSuA/hj+v8s0+APf44rMSaMbLSmAYRprmoyzXBdJTHjkUEsTlg3gPKEX38KbL1xlKBYPivBzkWsJms2HyQ1Pw+x9/YMOGDejUqVM1pNOgQYMSNCaFhmqhdevW+Pfff1FUdAGDBl+Ls2cLuLSAFiyhWmCG+8NfVR1q3/i1oFBR8eVnMBjQqnkzpNTV0Fl1MCRsfWBZpKamgvY40NSgQUPdA8MwcLpopCcl1C3auMoIHuFpW8FJphIC3MXMbtgQ33z1Jfbn7cegITdg7759iI2JkeT7+eef0a5tWwy59lpMmjgRO3buxOvz5mH79lxFBQXjUSwkJ6egRYsWMBqNsjIEYvbhy+RDriwLTUEhQpDv7KKiIgy5YSjyDhzAf//9pykoLhWEMvyo5jgzZCAYOXfAGjQECJvNhgceeADrfvsNK75eho4dOgTvbLEuf/CF4nEJ1/UFs3BUsRqw2mwwsYsrpTYCYc1UF+EcHwHKGRIGhRJCXDfDMJKFploGQajh1xbYB1SxFgQF6vB8ogK+wvGeO1eI3/74AwP69kVqqkepWA0766BD//oKcxqqkKjVQag+bH2FWVWR113Av9NLybOqliXhp62gHGMGG1I0aFZF7cxJu3bvxn0TJmL3nr0gCAJPPTENV/S5AkePHcOKb77F+t9/F+Rv0KAB3l+wAP0HDBCc58+pNpuNU0z4G2K+FBVqongEAv7Yqm6oZbFsahgc/sIrKyGo90YwDoIVsH9/Hm4ecRu6du2Cjz/+RMAc1lA/UVZWhtjYWKzrewUiQxSRpdLpRP8//kZpaSliZBSeGtSj7m1JaqiXMBqNWLJkCSZNnowBg6/DqtVrgvdjUAd3yjmEYgEVrusLA7OisKgI23J3oLyiwncbNbqzFsa26vkHrS8QBAGGYVBaWlrtRa4GDRpCC4ZhUFpeIatMDAsCjdxRE6hF9kj7du3w7z9/oTD/FCY/OAGzX3sd115/AyZPeRg0TWPxokU4dPAAVn33HTb8+Qd25m73qaCorKzE9u3bUVBQoCkoBHnqp4Li199+Q98BA3HnnXfiq6++1hQUlxhoFx3SQ0NooDEpNIQc3377Le666y48NvVRPPH4YwIbzKBRVz4ew/W4hDgkq/qyvlcINE1j1569sNsd6NC+LYwGQ/BtBYuaZGEE0FZYWRRKqGablZWVyM3NRatWrZCYmBgioUKIGnzOa8RERyl0ZkjqZmC12nC+qAgpSUkwmeSp5DXCnAgkj4K5UTjvh69nVXW7siFZqxkdgCdXSVk5dh04gg6tmiE2OkpVGZ9N+2NN8OvyY85RLQfY1VU81OA8y79Ou92OEydOIDY2FikpKYryyLHRHA4Hdu7cCZKk0L59ey6aBx9KzvXkzlbXSWYg/in8IRBRqqugqAtsOYZh8Nbbb+PFl17G+++/j9GjR4etLQ01D5ZJ8UvvXiFlUgzauEljUoQAdXjLWkN9xfDhw/H333/j408+xR1jxqK8vLz6ldYVdkVdshOuAZAkiVYtW4ABg7wDBzV/BvUckZGRiIqORkFBgf/MGuo8TCYjGmY2UFZQaKg3OFt4ARFmE2KiIkNfeSg2CsSoiXdyLSkoALdvpmbNmgWsoGAYBnl5B+B0utCqVStNQcHJUf8UFBaLBePvuRdvvf0O1q9frykoNGioYdSRLz8Nlxo6dOiALVu2oLy8Alf3H4gjR45Uv9JLWVFRnWurzktaxULAaDCgdYsWqKisxOn8/ODbChahXISEcAzVB2eZckhPS0NxSQmsVmtti6KhmigrL8fm/7aiLBSKYA21BpvdgaLiUqQnJ9Yth5kaAsbZs2dRVlqKli1bwmQyqS4XDo5mdc05+KhJynVdUFCcPHUK/QcMxMlTp7Bt2zb06NEjbG1pqH2Eymkm5zxTQ0ighSDVEDYkJSVh7dq1eOKJJ9Dn6n74eMkSDBo0sHofd37DbtbQh6O/cGdB1akiJGsYTTt8ITo6Cm1bt0JUZBh2+fwh1MqpMCsqwmoGEoKwu0lJSTh27BjOFhQgp1Gj0MgVDKrxrIZFQRSwg98AnnvGFVjdKmGxWHHk2HHkNMpGTHS0p60gzDtYhMLMg2tMYVxS8vMcU0t7Jj7b5TPHZK7Hb9hWQrqLLq2ExLmLhSBJCinJSYJ2VM8lvpgSak01lEKT+qtHkCfId4yPumvFrI6FbJhV+Wtkp4PU1DSYzRGIjXWHL1ViTUiakqsTgSsawqHiqs4KJ5Dw1dVxqBxK/PXXX7hzzFjcfPPNePvtt2GoDTNXDRo0aEwKDeGFTqfD66+/jrfffhujRo/G3NfngQ7La9SDWvETUIPMijCzJnwhNiYGFEWhsqoKF4uLq1WXhtoDRVHIzMzUFl4aNNQR6HU6NEhPgT5ENtEhRy1FMapPCoqSkhJUlJeDJEnExcUBUK+gkK0ziDJ1RUHByhFIiNGAFRRhUFQzDIMFCxfipuG34KWXXsL777+vvScvE2iOM+smNCXFZYIzZ85g9OjRSExMREREBDp27Iht27Zx6QzDYMaMGcjIyIDZbEbfvn2xd+9eQR0HDhxAnz59kJmZiRdffFGQlpubixtuuAEpKSkwmUxo1KgRbr/9dhQVFQEARo8ejQ0bNuCDxYsxatSdKC0tDd/FEmTgR7XbJJSPUF9HdWQMAc6cyUfegUOoqKgMSX1+Uc/MKgiGlhxhBUMHfGQ2yECD9DRh3wZRT7UOlfDbn8G04S8vw0gP2iU8QnHtSr8Dqovxec0+x2Gg98TXfBTMvEvqavfwJx+lc7MUFA6G0gkPgvQepE7dQZBIS01BdsMsSX2C9iid/KEzqL9GhfOsHIyad46/d12I3r1BKyiCGYcKcjEEITgA+amhqqoKB/LycPr0adAMwyknSIII6BBcRhCHGjABHoFCSUHhb0kUcDjsUK7f4HYqPf6eezHntbn49ddf8cADD4SkXg31AwzDgKFDdNQRRtClAE1JcRmguLgYffr0gV6vx08//YR9+/bh9ddf57T9ADBnzhzMmzcP77zzDrZs2YK0tDQMHDhQ4PRy0qRJGDNmDL7//nusXr0a//zzDwDg/PnzGDBgAGfesX//fnz00UdIT09HVVUVV75z587Ytm0bLDYbel/VF7v37KmxPvCLsO4UXVo2xk0a5yAiwoy9eXmw2Wy1LY6GIGGz23HmTL72QtWgoRZxpuA8rMHOoyF4b4WUrVCbzIcQty/vFFOaz263Y/++fTAYDWjctCmAwEwcWFSHdaEW4W7Bl4LCb9lgrz8EmwAHDx7EVX37If/sWeTm5qJ3797VrlODBg3Vh6akuAwwe/ZsZGVlYcmSJejevTsaNWqE/v37o0mTJgDcGsT58+fjmWeewfDhw9G2bVt8/PHHqKqqwhdffMHVU1JSgk6dOqF9+/bIyMjg2BAbN25EWVkZFi9ejE6dOiEnJwfXXHMN5s+fj4YNGwpkSUpKwg8//IAxY8agb/+B+PTzz2uuI/zhUldUhGgRRFEUWrdsAYIgsC/vAJxOZ0jq9Yl6xqaoD6iqrMKx48dQVlZW26JoCBJGoxGZDTJgNGrRPeojKiqrcPTkaVRUVvnPrKHOweVyIS9vP1y0C61atYaurprrIPwKChbBKCiCRgjWBd98+y2uuOpqXH/99Vi3bh3S0tJCIJiG+gbaxYT00BAaaEqKywCrVq1C165dMWLECKSkpKBTp0744IMPuPRjx46hoKAAgwYN4s4ZjUZcffXV2LhxI3fuxRdfxMCBAxEREQGSJDF48GAAQFpaGpxOJ1auXKlqV5aiKDz//PP45ptv8OTTz2LSlIdhsdmFVFkVCgNxfl9l1eYLiykIV3eIzEACaSNMbRoMBrRp2QJOpxNWa4jYFNUwyfE1FlTf+zChVu2qfSAuLhZmsxn5+WfqjBIoKNMOX6imqYlQuBDeR39mHyoRFxuDq/v0QlxsDHcuoP4LBP5MNlRQ6FWbQPirL1RQQ/tXeW2ceUgAR37hBRhNJiQmJcn3qdg8Q+ZcIH0qZ4oibJfy/w4J4RztK29Q9y5IiM065Ew7XDTDmXKwh8Vqhc1mR4uWrWDwKArlWBRqXsfVMQ0Jh9mGL4jNTCiCAMWTS82Sg2AYwaEK4vmrGmPA4XBg2vQnMGnyQ/jkk08wZ86cOq1k0hBeuKNy0CE6NCVFqKA9kZcBjh49igULFmDq1Kl4+umn8d9//2HKlCkwGo0YO3YsCgoKAACpqamCcqmpqThx4gT3e8iQISgsLERZWRmSk5O58z179sTTTz+NUaNGYcKECejevTuuueYajB07VlInH4MHD8b27dtx22234Zr+A7BkyUdokJEhyKOnSJhMJtA0LTAdYREZ7V6cV1VVgaaFi26TQQ+9Xg+73QG73SZY+FAUBbPZDBoEqiqk4ftYRYzFYoHL5RKwEAwGPQwGAxwOp8TcgSQJREREAICszwaz2QSKomC1WuF0CuvV63UwGo2yH/4EAUR6ImtUVlZKSBEmkxE6nQ42qxUOpzCSgE5HwWQyweVywWKRhp2MinLX6+5DYcVGoxF6vQ52ux12u0OQRlEUunTqCAAoL6/wyOldlURGRoAgCE8fCu+NwWiAQa+X9iFBgCQpRESYAQAVFRUSedl74+5DL4uDIUjoDQYYDQZPHwqvlSAIUR8ygo84s9kMiqJgs9ngcAivVafXw2Q0evrQIhSIILioJ7Lj0GQCpTd4+tAurFen8z2+IyN5fSi8r+57o4fD4ZCMQ3Z8MwyDykrpOGT7MDExEUePHkNKcjK3G28wGGBQ6EOSJEXjWzhefPWhXq+HUaEPhfemCgwj7UOdTgeb3Q6HaByy49vdh6J7A/74tkjuDTe+HQ7Ybbx7wzCgKJLXh557w5MrIsLsniOsVrhEzxw3RzidsFnFcwTJG9++5gibhKXk7kMDnE4XrFYr7A47yisqER0VCYPe7eCNAO2+/2yf8PvaIz83Xi0KfaLz9Al/vBKk+9k0m9x9IjNeI8y8PhGNV4NeD73RpLpPCPCeTROvT1xOwX3Q63h9YhM98yAQGeker5WVVWBE49VkNEGno2Cz2eFwiseVjvfMS6/V+8xbQDMKfWh3wO4QPvPsvbFYrTh9tgCZGemCvoyMiABBAFUWK2ha1IdGk3vedHrnTTY6CUmRiDArjyt2vFqtVjhFi2i9Qc+bN0XvHpJAZATbh5VgRN4P1MybTpqBxSKeywlER5o9feidN9n3NPvMy86bekPI5k2+WQd/3uT3IWuKwV8XOJ1OEASBZs2bgyAI2O1297WK5k2CEM+b7n7gv8MDnTdZeQiCQAQ7DisrJSYj3j60Sd7f/t49UVFRAABLVRVcvDmC4Peh3S695zr/7x5K4d6w7x65dxpJQNiHIoWE2WwGRRKSdQHg7UP23uTn5+P+CRNgtdqwbds2jlWsQYOGugVNSXEZgKZpdO3aFbNmzQIAdOrUCXv37sWCBQswduxYLp84PjvDMJJzRqNRoKBgMXPmTEydOhXr16/H5s2bsXDhQsyaNQsbNmxAu3btFGVr2LAhNmzYgMcffxxXXd0XU6Y8hKuvuopLT05ORovmzWG125C7a7ek/BV9+gAADh0+LPCfAQDNmzVHSkoyCi9exNGjRwVpcXFxaNumDVwul7te0cu9R7duMBhIHDt+AhcuXhSkNc5phAbpaSgpLUXewYOCtKjISHTq0B4AsHP3HsnitXPHDoiMiMCp02dQcP68IC2rQQM0ym6Iiqoq7N67T5BmNBjRvWtnAMDevIOw2YUv8HZtWiMuNhZnz53HqTNnBGlpKSlo1rQJrDYbcnftEqSRBIk+vdzxvw8cPipRCrRs0RzJSUkovHARR48dF6QlxsehdauWsNnt+HX97zAYDIjl7ej26t4NOp0OR44dR3GJ0FFqk8Y5yEhPR3FpKQ4cPCRIi4mORof27jGTu1MoLwB07dwJpohIHD91GoWFhYK0hllZaNiwIcrLy7F3n7APTSYzunZx9+GePXslHyXt27VDTEwMTp8tQH5+viAtPS0NTZo0QZW1CjtE45CidOjV092H+w8cQpXog6ZVq1ZITEjAufPnBUo/AEhMTESrli3hcDiwY+dOybX27tULBEnh8JGjPGez7rHatGlTpKWm4sLFizh8+LCgXGxsLNq1bQuGYWTr7da1K4xGIyorK3H+/Hls3LQZ8fFxAIDs7GxkZWaitKwM+/fvF5SLMEegc+dOAIDde/bAJerDTh3aIyoqCqdPncJZj/KTRYOMDDTOaYSqigrs3C3sQ71ej57du3n6ME+iTGvbuhXi4+NRcO4cTp46LUhLSU5Gi2ZNYbPZJeMbAK7s3QsAcOjwEZSJFJItmjVFSnIyioou4MixY4K0+Lg4tG3V0jtHiNCjWxcYSODY8ZO4IIp20zi7IRpkpKOkpBR5h4T3JioyEp3atwUA7NyzV/Jh0blDO/ccceYMCs4Lx3dWRrp7jqisxO59+1FZWYmjx0+gcaNsRHkW8O4+SUSLpk1gs9uRu0voABkAruzVHQBw8OgJTsHI9UnTxkhJTkLRxRIcOeYdrwxBID42Fm1bt4TT5cL23cLnCwB6dO0MA0Xi6InTIe2TLu3bePokX9InmQ3SkdMwCxVVFdi9Lw98xZnRYED3zh0AAHsPHIJN9LHbrnULxMXEIP/ceZzOPytIS0tJQrPGOe55c0+eII0gCFzR3T2XHDh6XGKu0bJZEyQnJuD8xWIcO3FKkJYQH4c2LZrhTMF5FJwvAkXpcK7wApfeq1tX6AgSR06cQglv3mQIAk1yspGRloaLJWU4cPgIwFMYxERHoUM7dx/m7ubdc0+Wrp06wWzW48SZszgvmTczkd0wG+WlZdizT/jMm80mdO3svtbd+/IkH6Ud2rVDdGysz3nTYqmQzEOq5s3EJJw7XyidN5OSvPPmjh0Qo3fv3iAIAocPH0aJyJytadOmSEtLQxF/3vQMmdjYWLRt1w40zWDHjlxJvV26doPRaMSO3FycP3cOycnJ3BopOzsbWQ2zUFZWKp03IyLQuXNnMAywe/dugVKTAYP2HToiKioKp06dQkGBcBxmZDRAo5wclFdUYM/uXXxxodfp0a2Huw/z8vJgtQqVtK1at0F8fDzOFZzDqVMnBWnJySlo1rw5bDYbdu0U9iEBoHefKwAAhw8fQgVvbUXArZhJSUnBxYsXJGur+Lg4tGnbFi6Xi7s3fKZE9+7dQRkMOHbsGC6K1lY5OTlo0KABSkpLcSCPfebcZaOiotGxY0cA7rUVI1CuMujUsSMiIyNx6vRpnDt3TlBvZoNMNGqUjcrKSnyweDFen/cGbrrpJrz33nswexR7Gi5vMC5GosSuTl0aQgOC0bymXfLIzs7GwIEDsXjxYu7cggUL8PLLL+PMmTM4evQomjRpgu3bt6NTp05cnmHDhiEuLg4ff/xxwG3a7XZ06tQJXbt2VV1+5cqVGD9+PG4aNgwvvjADZrNZtbZfbgeb1fbL7cTI7TQTgl1SEZOCB07bb7dXn0nBQ0iYFDYbHA7hLkJATApRvX770GQETdM4fOQoTp05g5zsRkhJTgIgw6TgKbwMBiMMBnkWgFomhcVml+6YBMik4CNYFgBAiNgo8iyAajEprDbvOPSM01AwKaxWK86dPw+j0cjtDAfCpCAY4Rhm+9Bqs8EZDiaFzVozTArAzaQwmYRMCh4iIswgCdQqk6LwwgX8tXEzruzdEymJ8TzZFZgUbJ8EwaRgQMqzS8R9EgZ2SYTJIGRS8PtEzKRg+Lu+IWJSWGXmTY+8VRZbUEyK8vIKXCgpQVJCvCA9MjIKBEEImBQsW4JjoLF9yNtNVmRSeOZdAZNC/O4xGn3MmySvD6XzpikiMjzzpjmi2vNmlQyjR8Kk4F0OO2+6aFpx3rx44QL279uH1LQ0ZGZm8ur1PW+azUImBeBlRATy7uH3Pn/eDBWTgn1Ly62tWHMObx/6X1uJTTlUra3Ydxr7XBGkLBsFAJeHe/coMCkIgsDTzz6LTz75FO+99x5Gjx4NDRrKysoQGxuLVa07I5KiQlJnpcuFG/dtR2lpKWJiYvwX0KAITUlxGWDUqFE4deoU/vrrL+7co48+in///RcbN24EwzDIyMjAo48+iunTpwNwKxlSUlIwe/bsoEMx3XjjjTAYDFixYoXqMidOnMDIkSNRUVGBzz75GC1atAiqbX8IW1jIOmLb7xch9pPAMAyOHD2GgnPn0KpFCyQmJgReR236bmDb9nf/6op/iTo0zsIeYrWmEIrrCPfrVCTjufOF+O2PDRjQ9yqkprgZboHcj7A8c0p1hnmcqLrumhir1fKNoOAnSbYdNSETwjNfhXzcBFFfwCEr+WV9PKb88KFiFBcXY//+fUhKSkbz5s0kTFNf7ShF76iNBXggPacUqSSQ7g8qckcIn9WjR49izF3jwDAMvvrqKzRr1ixkdWuo32CVFN+16BRSJcVNB3I1JUUIUEdW3BrCiUcffRSbN2/GrFmzcPjwYXzxxRdYtGgRJk2aBMCtjX/kkUcwa9YsrFy5Env27MG4ceMQERGBUaNG+a1/zZo1GD16NNasWYODBw/iwIEDmDt3Ln788UcMGzYsIFmzs7OxYcMGXH/99bjiqqvx6aefhSVEYtg+iOvKR6w/hHixThAEmjTOQWJCAvIOHpTd0dZQd1FWVoa9e/dJdjM1aNAQWjAMg715B1FSqkXVCRa1oaCw2Ww4kJeHuNg4NGvWVFNQqG2vlhUUy1esQK8+V6B3797YtGmTpqDQIAuGpkN6aAgNNJ8UlwG6deuGlStX4qmnnsKLL76InJwczJ8/H3feeSeXZ/r06bBYLJg4cSKKi4vRo0cP/PLLL4iOjvZbf+vWrREREYHHHnsMp06dgtFoRLNmzbB48WKMGTMmYHn1ej1effVV9OvXD2PGjMHvf/yB+W/MC7lGkiHI8OwCE2Sd2ulWBOsdO0QgCAItmjfD+cIimM2mwMszdO2xKfiewuvDvQuxnDqdDsUlxSgsLEJqakrI6tUQfpBkPVGMagAAXCguxsXiEjTMzPCfWUOdgcFgQOMmTZCUlOj3mbuU+cn1RUFRWVmJ6U88gZXffY+PP/4YN910U0jq1aBBQ81BM/fQUKdx9uxZ3DV2LA4dPoyPPlyMXj171mj79d4sJMCP/lAqCS5cuICIiIi645gqzAqQYHf3glrIyQqgMKbkrluclyCxb98+WK0WdOrY0e8u4WUJfj8q9LXP+SKQZ17NmAj1HFITCsJQmVOpuPZqzd2BlA0glCbDMNi1Zx8IkkD7tm1V1F2zJh3Vnv9DJEu4mBLBwG63obysDEkyDsN9tc+yJ+TECeTqfF1OdWZpJZaEYlv1RDkBANtzczHu7vFIS0vDZ599hoYNG4asbg2XFlhzj28atw+pucctR3dp5h4hgLYFo6FOIz09HT+vXYuHHnoINwy9ES/PnClxihRO1HuzkABf/KFSytA0jRMnTmLP3n0Sp461hjrKkKjOglyAao6pBg0aoKqqCsWiqAwaNGgIDcrKy1FWUYHMjPTaFkUCTUEhhcNhx949e3D8+HGJk0df7WsKigARwnXH6/PewICBgzB27Fj8/vvvmoJCwyWF4uJijBkzBrGxsYiNjcWYMWNQUlLiswzDMJgxYwYyMjJgNpvRt29f7N3rjQB18eJFPPTQQ2jRogUiIiLQsGFDTJkyhRdRrvagKSk01HmQJImpU6di48aNWPnd9xg4aDCOicIFhhMMQQqOkIE1Lwj3oeKaQn19JEmiTZvWABjs2btX4gG8LvVFdcEQRLUVDWwdgRyyUHvNMnliYmIQHROLc+cLQ9+fNXUPwzBmGJJyH/z+Z89JDp38QZCScz7bJSn3QRDSg3etRReLseqnX1B0sbhOPhsB359Q1ONBtea4avSbbDuevOcKLyAyIgLx8Qmi9mTus/gZD7LPfPVDSPskQAQ0r/HLMcoHC5ph/B6SyxN1vcvlxN69e1FRWYn//vsPo+64Ax07dMDXX30lkMVFM9xBMwxcjDuGjNKnOsM7/IHwcfBBEkRAh992fQxD2fwMwx2qwdDeIwQ4feYMhlx/A5YsXYo//vgDzz77LKgQ7YxruPTB0Iw7DGkoDnGYvBBi1KhR2LFjB37++Wf8/PPP2LFjh1+z+jlz5mDevHl45513sGXLFqSlpWHgwIEo94QWzs/PR35+PubOnYvdu3dj6dKl+Pnnn3HPPfeE7TrUQjP30FCvYLFY8Pjjj+Ozzz7DG6+/jjvuGFkr1PT6HtGgpnw/WCwW7Nq9BwaDHu3atoVOp+AGp6Y+ksKAkDEhAkTIzER4sFqtMBgM/2fvvsObqt44gH/TXbqge1JKW0aZZU/LHrJFEHGwHAz1hwoqDsAFqIALUEQ2qCiyQbDsPVugFLonnXTvldzfHzFp9upNcpO+n+fhoRm9OUmTm3u+9z3naD7PgaafAzb/vqoeUw/vI23+vkr/JgrarPNqFBKPkZf/BKfPXcCIoRHi1T2aPX0PBVH38Ireg/9dJxAIUFdXBzs7iTl79Dykg7V9PYufLV33mZrs8pRNUilJtqMueZHP5yMlJQVXLl/GgwcPsH//fuTn54tv79GjBy5fuQKGkX8sbfbIbH1raFsVoY62mzP20A4AOHDwIN548y1MnjwZP/zwg3j5VELUEQ332B/QCS0s2Am1qgR8PJsZy/pwj0ePHiEsLAzXr19H3759AQDXr19H//79ERcXp3A1RNHqjYsXL8b7778PQDgJsJeXl8rVG//66y+8+OKLqKysVH7cbgCm2zMgzZK9vT02btyIvXv34oMPP8SLL7+MgoICg7fDqMtlssBQIYu9vT06dwqDhYWl6nJZEw99jEEf4YidnR0sLCzUV74QQrRSV18PCwsL6YCCcEJlZSV27NiB1gEBcHJ0RK+ePfHLL79g9+7d4oDC3t4e8+bOxV/79zd5WAkFFOwoLS3Fq6+9jjfefAubN2/Gtm3bKKAgnFFWVib1r6lDn69duwYXFxdxQAEA/fr1g4uLC65evarwd1JTU5Gbm4tRo0aJr7O1tUVERITS3wEgDliMGVAAtLoHMVHjx4/HgwcP8Nprr6J3337YtHEDxo4ZY9A26G11EA0fW2+02bYGz9/BwQFdu3QGj8dD/X8H6pZW1k1ooG70MbGlIcZPq3qIpjy+sudVVlaGmAcP0K1rV/UHfCy9D2Wfh8qDXx0f0xAVL0qfh6JhAZps8L/fk97PSP7M+6/Ho2FdtjmSfa+oe38YchWh/x6nuroaUffuI6xDe7Rq1Urj39OWIeaV0NfniGGUv4UV7Q5UVUyIblG0OQseDwUFBTh48ABOnTqFf06cEN/G4/FgY2ODuro6PHjwAC4tW2LRrNkYO3Ys+vbvD1tbWwAAX4fOuS6vGtshhCxdNq91MKGnY6Rz587htfkL0CksDDExMfDz89PL45DmQcBXPAxMp239N9wjICBA6voVK1Zg5cqVOm83NzcXnp7yq695enoiNzdX6e8AgJeXl9T1Xl5eSE9PV/g7hYWF+Pzzz5VWWRgShRTEZHl6euLgwUPYuXMnZs+Zi2emTMFXa1YbdDZdYwUVel2uU5ulSXkWmpVX83hgGAaxDx/BysoSYR07wsLSsLsfHsPodIDN8HhKD8x03aZWj6/i4F0fnJycYGtri8zMTHTs2FHvj1dWVgYLKys4ODjo/bEIMRiJfWhmVjasrKzhYuIzvZt6QBH74AHWfvM1Dh8+jPr6eqnbpkyZgpkzZ8Lbyws9e/ZEgyhf5PG0GsahCAUU7KmqqsLHy5dj9+49+PrrrzF//nxajYpwUmZmplR/RBRyylq5ciU+/fRTldu6desWACh8rzMMo/YzIHu7st8pKyvDuHHjEBYWhhUrVqjcpiGYds06afZ4PB5mz56NmJgYZGRmok+//rh0+UqTJ/XSht4m1lTxGHo/Eyg5qZXsP1kyr7WyOYN4PB7aBLZGWVkZHsXFQcBv0NtZFl0nZdN2e9rOVyD+J+DDguGrnSuvsrISK5d/gh3btiErM1MYimgwcZy2z0mqnTweAvz9UVhYiMrKSu02qsNjz3vlFXi4u2Pd2rUKb2frH6B60j1t/xmS1Ode4p+TizN69+wJJxdnzSZ5bMo/trD9+MomnVT2z8JS/6+VxKSnNbW1yC8ogL+fLywUTeSn5Wvd5EmPNXiN9TGppbrPkqafM0XzQCiajFL0M8MweBATg/eWvIuBA/ojKioKAwYMAAD06tULx48dQ3lFJT7+5BO0bNUKrYPagg8eeDye+CBe1QSWmvxTRdfJLXWhzWSYUr+n7aSYCjei42de4vLNW7fRb8BA3Lt3H9HR0ViwYAEFFIQVrE2a+d8/QDgZueQ/ZSHFG2+8gUePHqn817lzZ3h7eyMvL0/u9588eSJXKSHi7e0NAHKVFvn5+XK/U15ejjFjxsDR0REHDx6EtbXhK55lUSUFMQutW7dGZGQkfvzxR0yeMgXz5s3DpytXwt7eXngHDc/4s0Ef1RV6rZzQlkylRVZWFnbu3Imz584hLi4ORUVFaNmyJby9vRDgH4BevXpi3LhxCO/eHS1btkTHDh3xKO4R4uLj0aF9e1hYgN1OEGCQCgcAqKio0G0M7H/vR56AD0ZmsiYer/HgfOXKFdj8889gGAYMwyAiIgKLFr2BsU8/rfHBWVJSEu7dvYvCoiL8uW8f7OzsMHr0aMyeMwdOTk4Kf8fDwwMZmZnIfPwYHRRMxsQmUfn7J598gtatW2Pa9Ol6fTxz0sLeHu1CQ4zdDKJC5uMsWFtZwdtLvkyXaEebiSpzsrOwd+9e/LZ3L5ISE9GyZUusWLkSr7/2Gnx9fTFp0iTs3LEDVja2SEhIQFFhEULbt4erq6t+n4QEfVdLSNL1oXQOJySPgbT9fhf97n+/V1tbi9WrV+OHH3/E8uXLsXTpUlq5g7BK2ao/um5LG+7u7nB3d1d7v/79+6O0tBQ3b95Enz59AAA3btxAaWmpOHiVFRQUBG9vb0RGRiI8PBwAUFdXhwsXLuCrr74S36+srAyjR4+Gra0tjhw5wpm5k2h1D2J24uLiMHv2bBQWFuKnn37CoIEDNf9lAw/d0CTM4Ew4AcgdbOzatQtv/e9/sLGxwciRIxEeHg4PDw8UFxcjJycHyUlJuHL1KkpKSjAkIgJ7du+Cm5sbioqLERcXj7COHdCyZUvdHl/HVR40CS80mYeivLwcXp6eaNOmDQ4eOqRwZmVdtg8Advb22L17N2bNmoW1a9di3rx5OHDgAH799VdcvXoVXbp0wTvvvIPnn39enM5X19RIbaOhoQFbtmzBh8uWiSdsGjJkCOzs7HD27Fm0bNUKi//3P7z4wgvg8XiwtbeXClxyc3NRXlqK0NBQcSBy9+5d3LhxA2Xl5ejYoQPat28Pf39/5OTkICYmBnyBAC1dXBAUHAx/f3/w+Xxcv34dN2/eREJ8PEpLS8VtKS4uRlJSEkpKStC9e3d06NABBw8exJ9//omREpM8sU3dN57sAYaqjoQmB/4K/9Ys7WcqKiqQlJSMkJDgJk0YZ8zVilTt3wzSLjYfQ+a5MAyD5JRU2Nvbwc/XV3kT9LWP12K7qvaLmh4l6rKyhqbbUbVl0RYZhsHNG9exaeNGHD58GDY2Npg6dSq8vLzA4/HwpKAAx48dQ0FBAU788w+GDBmCsrIyPIh5gHbt26ntKGg79EQRbYIJybtqe6Ru8FBCT27fvo3X58+HtbU1du3aha5duxq7ScSMiFb3+N2zA6urezyfH8f66h4AMHbsWGRnZ2Pz5s0AgNdeew2BgYE4evSo+D4dOnTA6tWrMWXKFADAV199hdWrV2P79u0IDQ3FqlWrcP78ecTHx8PJyQnl5eUYOXIkqqqqcPDgQamhtx4eHkYNBCmkIGaJz+fju+++w/LlyzFr1ix8/tln2o15N+BBuykGFeXl5SgqLkaHDh3QunVrxMTEKN0Zl5eV4dSpU5i/YD7q6xvw9NixmDJlMoYOGQInJyeIdkEal20aOagoLy9HSWkpHJ2c4OvjAwCwsbHBu0uWYNKkSejcuTMsLCwgEAhQUlICFxcX8U6+qqoKDMPAwcFB4fbLysrg6OiIu3fvYuCgQZg1axa2bt0q9SVx8eJFfPXVVzhx4gS8vb3x0ksvwc3NDVZWVqipqUFaejriHj1CTEwMSktLMe+VV/D1V19JzdSckZGBlStXYs+ePeKx2TY2Npg4cSKefvppDBo0CP4BAeI2MgyDTT/9hPfffx88Hg8tWrRAWVmZytfP0tIS1tbWqKmpgZOTE7p27QpXV1fY2dmBx+PByckJISEhCAoKQt++feHj44OZM2fiwIEDGDV6NHr37o3a2lqUlZWhrq4O9XV1KCwqQsV/a3sLBALU1taK2+Pg6AgPDw+EBAdj9pw5Sjsc5hRS5OXl4czZcxg+bKjSck9NUEjBEh3201yYBJmNgAJQ32HXV0DBMAwOHzqEtd98g3v37iIkJASvvvoqrK2tsXPnTty7dw+eXl7w9/ND9/BwTJw4ESNGjAD+G9ZRV1ertBRb3AYKKAyquroaX3z5JX766Sd8+OGHeP/99zlRfk7Miyik2OPRntWQ4sUn8XoJKYqKivDWW2/hyJEjAICJEydiw4YNUif7eDwetm/fjtmzZwMQ7h8//fRTbN68GcXFxejbty82btyIzp07AwDOnz+PoUOHKny81NRUtGnThtXnoA0KKYhZS0hIwLx58/D48WP8tGkThgwZYvhGGKoDIDog1dfj/bf9jMxMDBw4ULz068SJE3H48GG1v/748WNs27YN+/fvR0xMDFxdXTFixAi0adMGHu7umDRpIgL8/aV+p66uDn/++RdC27dHePfusLGxUf4A/z1vyY6NXAdAZty1KsnJyfj6669x88YN+Pj4wM7ODnFxcUhLSxPfx8LCAvv378e1a9fw/fffo66uDjY2NvD29kZxcTHKy8thYWEBV1dX2NraIicnBwKBAC1btsSIESPQsmVLPHjwAAKBAE+ePEFqairs7e1hZWWFoKAg3LlzR+kSUI8ePcJ3332HY8eOoaamBg0NDbCwsEBgYCA6dOiArl27YsyYMejRo4fS55ibm4tz587B3t4eSUlJ2L17N+7fvw8AcHV1hY+PD3x9fZGWlobExET873//w9q1a2FpaYmsrCwkJSUhIyMDrq6u6N27N2xtbVFYWIjk5GSkpqaiqqoKQ4cORdeuXWFhob7DJBAIsGXLFuzfvx93796Fo6MjXFxcYGNjAxsbG7i5ucHZ2Vk8XtzGxgYMw6C6uhplZWXIz8/HgwcPwOfzcezYMQwcNEjtYwKNnQDZt4Tkt6Oqt4tGB/d6+FyyFVJoS1F4wKkglQNqampQXFICL09Pjd77TaZTQKL4Tc1mMKENRVuSnOPIQqa5PAA5OdmY9dJLuHbtGkaNGoWXXnoJ8fHx2LhxI0pKSjB2zBi8+eabiIiIEAfhfIZBQnw87Ozs0CYoSLe2yjRW09dBk6BC3V0UPZQu80xIbVPBBrQNLbQdYqls+9euX8f8+fPh7OyMHTt2oFOnTlptlxBNiUKKne7shhSzCvQTUjQ3FFIQsycQCLBx40YsW7YMz8+YgS+//NLwOw5DBhUsPxbDMNj/99/48KOPUV9XBwCwsLTEhg0b4O7ujsGDB2s9edXDhw+xe/duXL9+HcXFxWjVqhWKi4vh5OSIp8c+jaeeGgx3Nzf88OMGbPrpJwDCmZGDgoLQNigIbYODxWPtXFu1Ao/HQ+dOYXBzc2MlpMjKykKf3r3RokULTJo0CUVFRaiqqkL79u3RpUsX8ZCWdu3aoWfPngCEZ35u3LiBBw8eICcnB87Ozmjbti2KiopQWFiI2tpa+Pn5wdHREYmJiTh58iQqKysRHh4OW1tbODk5oVu3bigsLEReXh4WLVokt4SVIRQUFODSpUuIi4tDTk4OAOGKH8OGDcPw4cMN3h5t5eTkwNfXFx06dMCmTZvQq3dvtWt9U0ihHQop1EtITERxcQl69exhmHJZLV9/Qw3v0JQuAYVAIMCEcU8jMTERm3/ZAn5DPWbPno26ujrMnTsXbyxaJHcWkM8wiI+PR3FREdp36AA3Nzft20oBhRw2AorKykqsWLkS27dvx/Lly/Huu++q3XcT0hQUUnAbhRSk2UhJScGrr76KhPh4rF+/HhMmTDBsA0wsqKiursbFi5ew+Zdf8M/Jk5g0aSI6d+qEvLx8LFy4EOEqztBrKz09Hfv378f9e/ew/++/UVVVBUBYtrZyxXIMGzYMN2/dRlJSElJTUpCSmoq0tDTU/ReaAMIJGNesWoWXXnoRFhKHvNoEFTk5OVixYgX++P13ODo64uatWwgNad4TE+bm5iIuLg49e/ZUOtEm1/y8eTO++PxzZGVlwcnJCU9FRGDEiBEYMGAA2rVrJ1faTSGFdiikUK26uhp3oqLRNigIvr4+hnnQZhZSgGHw1ZrV+PKLL3D8xD/o2KE9QkJCMGnSJHz/3Xfw8PCQ2x6fYRAXF4eS4mJ06NhR50kyJZ82BRTsBBSRkZH43+LF8PHxwbZt27Sa44kQXYlCim1u7VgNKeYWJlBIwQIKKUizwjAMtm3bhqVLl2Lw4MFYv24d/Pz8jN0s5TTt2Cg4QK2srETXbt3Q0NCAHuHhGD9+HF6YOVPtrL0pKSlY9MabuHrtGurq6hAcHIxvvvlGPAmPvpSUlCAmJgZubm6oqqpCYWEhQkJCEBwcrPD+DMOguLgYJSUlqK2txZo1a7Br1y5ERERgw48/IiS4reoHVPCaTZkyBbfv3MEHH3yAuXPnileeaM4YhsHNmzdhb29vUpOWNTQ04Pbt2zh9+jQiIyNx9epVNDQ0wNLSEsHBwQgOCUFoSAjCOnVG506d4ODoiEsXL+L333/DyP/KxlXtG/Q510Tjg6jueBYXF+P27dvo1auXbu9VQw9Fawpt2mrkwCQuLg5l5eXo1bOndkM9NHmOLD83TZcW1YSmHXZtDjoZhkFebg48Pb3EFSlJSUl4/72l+PfUKbz/wQdYs3o1/vrrL0yfPh1nz55F/3795LfD4yEzMxOZmZno2LGj1OdFk4mS5dulxZPQkLFX05R8HQyxOhYgDFrff+89nDx5EqtWrcL8+fNp5Q5iMBRScBuFFKRZys/Px7vvvovDhw9j5X/LknH2i1HHoKKoqAh+/v6wtbXFwIEDce7cOXi4u2PYsGHo06c3Kiur4OjogCmTJ4vPwn6w7ENs+fVX+Pj4YNHCBRg9Ziw6duxosLXIKyoqYG9vD0tLSzAMo/XjRkZGYv78+cjKysLf+/dj+DDFkwGJybxmnTp3xsgRI/DzfzMnE6H8/Hw8fPgQ4eHhcHFxMXZzdFJeXo779+/jwYMHiImJQVJyMhITEpCSkiJ1v4EDByI6Ohr19fWY+cILmDFjBgYMGCA3aRsXQoomo5CCdZWVlYiOjkZoaKj21S3qnqMenpe6zqixAooHMTFYs3oVzp87h7KyMnzx5SpMf246vvn6a+zYvh3e3t74Zt06PDdtGgDgcWYmIoYMQXZ2Nk6dPCleog8ABBBW5QkEAlRVVUmthEMBxX+Pb+CAQiAQYMeOHfj4o48wYsQIfP/99/BVsQIOIfogCim2uLIbUrxaRCEFGyikIM3a6dOnMX/+fLRs2RIbNm5Et27dWNu21MGPzLrfbGN4PKnHq6ysxNWrV/HSyy/D29sbcXFxiI+Px6+//orz588jKioKzs7OqKysBJ/Px5AhQzB69Gh89913aGhoQFxcnEHXi5dVWVmJ+Ph4hIWFab1ec1FhIWbOnIkbN2/i6pUrCFI0MRojQEVFBeLi41FRXo78gkJER0fju+++w8yZM7F3716Wnol5YBgGBQUFcHd3N1hgZSjl5eWIj49HdXU1HB0dER4ejrKyMmzevBkbNmxARkYGeDwePD094evnhzaBgRg9Zgxeeukl4QSe2n6FKuqI6rhfaGhoQG2tcGUCg4zdNkIn2tQwDIPCoiK4uboa77PSxL+TbCdV1VtcXTihydKhQONwCIFAgPeWLsHPP/+Mtm3bYvr06Vi9ejWee24G/v33FHg8HpYuXYr//e9/sLe3l9pedXU1AgMDMe3ZZ7Fu3ToAQE1dHeLj4hDUti2cdVymtymddnW7B1PZnWq6m9Pk+Tx69AhvvvEGHj9+jI0bN2L8+PFNaxwhOhKFFJtbhcKepZCiWsDH68WJFFKwgGakIc3aiBEjEBMTgy+++ALDhg7Fq6++ig8/+kjjHctbb72Fw4cO4YUXXoClpSUKi4owZcoUDB06FFZWVuAxDBISEvDRRx+hqqoKTs5O6Na1G7y8vPDnX38hISEB5eXlqKmpgY2NDZwcHeHn7w9fX1+4tmoFX19fTJ8+HR07dlTZDh7DgOHxUFRQgD/27cPKlStRUVEBOzs7vLFoEWqqq9G+fXt88803AIRLtFpaWiI7KwsHDx7EocOHsXz5ctTV1WHe3LloIXPwZ2gWFhaoq6tDdHQ0unbtqtXysY5OTigtK0NJSQmioqMVhhSJScno2auXePlNAGjbti1eeukl/O9//2PlOZgTHo8nHuMteu+YCycnJ/Tq1UvqOmdnZyxduhRLlizB7du3cf/+fWRnZyMlNRVJiYmY//rrOHb0KJ4eNw5jRo2Cj4+B5h2QUVhYiDNnzmD48OEGnZOCKCb6bLjrMBkja1gOkgwZUDAMg3fefhu//roF69evx6JFi7Dvzz8BAIcOHcSAgQPx9/79Soc2XbhwAU+ePBGv4lVVU4OHsbEQCASw0nGFFQoo2Asoqqqq8PVXX+HHH3/EggUL8Omnn0pVtRBCiCSqpCDkP7GxsVi0aBHi4+Px5Rdf4Pnnn5c6EyZ5sPLo0SP8+eef+GrNGgAQlyk6ODggMTER3l5emDZ9OmY8/zzmzpmDxMRETJ06FSUlJbhy5Qqqqqpga2uL9957T7w8ZX19PUpKSoTjZjMyUFJaiqSkJBQWFqJ3796YPHky/P39ce3aNZSVlaG6uhqA8MCYz+cjLi4OycnJAIBXX30V77zzDkJDQzXuUFZWVqK8vBze3t6svJ5NVVtbi/v376O2thadO3eWWgdalf3792PatGlYtGgRpkyZgjaBgXJzC6RnZKBDhw748ssvMWPGDHh4eJjMpJDG9PjxY2RnZ6NXr16GWVaRo3bs2IGNGzciKioKNjY2WLRoEYYPH46QkBBU19TAAkDLli1hZ2eHuro62NraahW0aSovL8+sQgo2JvEzFoZhcO/ePbi6uqJ169Z6fCDlIYSiCU3Fv6YonFBwneTfQNFL35TJMiUnjxT9KPr7NjQ0YPHixdi6bRu2bt2KuXPnAgDGPf00zp07h06dOyPy339hZ2cHOyUh+sCBA2FhYYF/T51CRUUFHj58CCsrK3Tq1EnrijxVDDVfg6lQ9hllJMKngwcOYNkHH8DP3x+bNm1CeHi4IZtIiEKiSopNrUJhz2OpkoLhYyFVUrCCQgpCJDAMgz///BNLliyBv78/1q9bh/DwcFRXV+PcuXO4fvMmbt+6hYsXL6Jly5YYMWIEPv/8c/gHBMDezg4Mw+DOnTvYvn07/vrrLzx58gSA8GxtVnY2nBwdUVxcjN9//x0DBw5UObykproadXV1OHrsGPbt24fTp0+juroa7dq1g6enJ+zs7MCDsOrA2toaQW3bYsCAAQgPDzebmbEbGhrw4MEDVFZWol+/fhoFLuXl5XjxxRdx5MgRAICjoyOuXL6Mdu3aie9TXV0NVzc3LFu2DKtWrdJb+81NRUUFbt++jZCQEPj7+xu7OUZXVFSEb7/9Fj/++CNKS0tV3rdFixbw9/dHu3bt0LtXL4waNQpdu3ZtUthDIQV35OXlITExEV27dYOzPgNPJUGEqQUUDQ0NSElKQkVFBerq6/H+++8jKioKW7ZswZw5cwAApyMjMXLUKADAkcOHMXLkSKUBRWVlJXx8fLDk3XexZMkS3ImKgo21NcLCwuTmk2mK5h5QxMfHY8/u3YiPj0eP8HAsWbJE/PoKBAI8efIET548gYOTE3x8fJCcnIx333kHcXFx+Oqrr/DSSy/e/QF3AAEAAElEQVQ164CbcAuFFNxGIQUhClRWVmLVqlX49ttvMWrUKJz7b/IuLy8v9O3bFyNHjsRrr70GGxsbpdtoaGjA6dOnkZ2djQkTJihcEk3bNpWWlja7yaUkJzvTdDJNhmEQ/998E6PHjMGrr7yClStXim+PPH0aEydORHR0NLp3766/xpuh+Ph4PHnyBH379mX14N+UCQQCpKenIzU1FVZWVhAIBCgpKUFNTQ2sra1RU1OD/Px8ZGRk4OHDh7h69SoqKirQqlUrDB48GIsXL5ZbkUCTzpA2IYWhO/tc78xp8npo+hz4fD7u3L4NFxcXdNBnQKxo6Vdl+0QVwzoUPS99vj1ED1dWVobjx4/jyOHDuHjxIoqLi8X3CQ0Nxc6dO9G/f38AwNUrVzDlmWcAAPb29oh9+BAOLVoo3H5VVRUmT56My5cvI+rOHbRp0waVlZWws7PTy9A0rr+3dSH6PNy5cwcHDx3CmdOnERcfj5qaGrzxxht49tlnsXz5cly8eBHOzs4oKysDAEyePBnl5eVISUlBZmYmGhoaxNv09fVFUVERFixYgBUrVpjspMvEfIlCih9bhrAaUrxZkkQhBQtoTgpCFHBwcMCXX36JOXPmYPHixeDz+Vi+fDk+/vhjjTtmVlZWGDNmDKtt0kfJONdZWFiIA4rY2FjY2dkhODhYZVjB4/HQoUMHAECbNm1w+swZDB48GAMHDhSWC9vaAoB4yAzRXFBQEPLz85GWlobQ0FBjN4cTLCwsEBQUpHiSVgXq6upw7vx5XLp0Cb/t3Ythw4YhMjISgwYO1HNLiaa06Yg+fvwY/IYGtAkM1GODpAOK6Oi7mDptGoqLixEaEoKAgAC4urrCx8cHnTqFob6+ATk5OXhuxgy0Dgho3IyRAoqcnBwMHzYMaWlp6NWrF1577TV4eXkhPDwctra26NatG1q0aIGqqip8/tlnWLtuHQLbtEF6Who+//xzlQHF+PHjcePGDezYvh0VlZVgGEZv35XmFlDw/psU+ejRo/h161ZERUXB09MTo0aNwvMzZ+L999/Hhg0bsGHDBoSFhWHfvn0YP348XnvtNRw5cgSPHz8WTlY6bRoCAwPh5uqKfyMjsWfPHgQHByMyMhJhYWHGfpqEqMRnAD6L2yLsoEoKQjRw4sQJLF68GJaWllizZg0mTpxodqscmIKsrCwkJibC1dUVYWFhGq1ocPjwYbzzzjvipSZdXV1RVFQEALh165bcpIlEvczMTNTU1CAkJIQ+B0309ttv47vvvsOtmzfRuXNnAJp3hAQCAerq6mBjY6OXEmp1Y81NkT6WWkxPS4MFj8fqXBSSbRO1uaysTHxmbviIEbh69SpCQ0ORmJiodDtfrlqFxYvfhoXMNJayzz0vLw+2trZo2bKlytBC15ds/bp1+Pjjj+Hp6QWBgI+CggLxbYsWLcKjR4+QlJSEx48fw9LSEj179cKtmzcxYsQIHD16VOnJgaVLl2Ljxo3YunUrPDw8hHMQ+foI90t6XG2Gy58BdZ/buro6RN25gytXruDff//FlStXwDAMxowZgwULFuDpp58WV6AkJSWJ57oaPny40u9chmFw9MgRfPTxxygvL8e6devwzDPP0PcD4TRRJcV3LuxWUiwupUoKNlBIQYiG6uvrsWXLFqxcuRLt2rXDN998Iy5NJYZTVFSEhw8fwsbGBp07d0YLJWfYJDEMg+joaNy/fx85OTmws7PD8OHD0bVrVwO0mBDFDh06hClTpmD16tVYLLGqDFc6QBRSaL9NtsiGFJevXMHIkSPRunVr+Pj4oK62FgmJiaisrISFhQXs7e1haWmJmpoa1NXVwd7eHtXV1di1ezemTZ2qdPulpaVY+8032LBhA/r06YM/9v0JZ2dnFBQUoGXLllJDGhW9XAKBQKOArLKyEu+/9z4qqypRU12Nw4cPi28LDAyEv78/eDweiouLER8fD0tLS3zyySd47733lAYUmzZtwrvvvotly5Zh8KBBaNeuHdxc/1v5oxkGFIreh2VlZYh9+BAPYmNx//593L93D/fv30dNTQ0cHBwQERGByZMnY8KECTpPmn3nzh289957iI6Oxscff4yFCxeyOlEpIfoiCinWObMbUrxbRiEFGyikIERL5eXlWLt2LdatW4fRo0dj1apVZjNRpamoqqpCTEwMvL29EajPEmuiFMMwyMrKgo2NDTw9PY3dHJNQXVMj/jkvLw99+/RBnz59sO/PP2EB7Ts/RUVFuHXzJnr36QNXV1eWW8sOTY4w2OrzyXbStH09eQyDFStW4Nz58+jRowdmvfyy1CoEd+/exa7du9ExLAzh4eHw9vZGaWkpUlNTER4eDl9fX63boCw0kdwMjwe8MHMm7t27h2eeeQaFhYUoLy+Hg4MD7OzskJSUhIsXL6JFixa4ceMGvL29kZOTg6SkJKSkpODRo0dISEhAZmYm8vPzxSvRFBYW4siRI6ioqMCUKVPw22+/gcfjwcLCAnw+Hx06dMCa1avh4OiIAH9/+AUEwNLSEg18AS5euIDVq75Eeno6vvvuO1RUVKCquhrjxo2Dp7s7AIgnuSwqLsbt27dx4/p1pKSmIiM9HTk5OcjJyUFJSYn4eTo7O6NPnz4YP348XnzxRbgpWMq15r8hevv2/YGFi97A3DmzMX36cwjr2EF+iAfLQQWb4YQ+g63ExET89ddfOHH8OKKiogAAlpaW6NChA8LDw9GjRw8MGjQI4eHhGlUjKpOamoqPPvoIhw4dwltvvYUPPvhA41W4COECCim4jUIKQnSUm5uLTz/9FDt27MDs2bOxYsUKzizf2Rw0NDTA0tISPB4PZWVlcHJyotJSA3v48CGKi4vRp08fmkRTA5VVVdjw4484deoUYmJiYGFpievXr8Pb2xs8htG6E2QKq3uYWkhhr6Ay69jRoxg+fDiC2rZFbm4uAGGnr0+fPqioqEBMTAxefvllLPvwQwQGBIDH46G2thYXL1/GwYMHkZmZie3bt8t1ulVVdUg+lfLyMvj7+eHrr7/G22+/rbDtZ8+exfDhw+Wut7W1Rbt27dC+fXsEBgbCyckJhw4dQnl5OVxdXREeHo7ly5fDz88PKSkpuHDhAsorKtCiRQssXbJEKkRwdHRExJAheBgbKw5mKioqxMNNeDwerKyssPh//4OXtzeSk5Nx48YNxMTEoL6+Hk5OTggJDUXboCAEBATA29sbPj4+CAwMRGBgIFq3bq2yKqO6qgrnzp3D999/j+s3bmDM6NHYuOFH2NnZyXe2m1FAIWpbUlISJk6YgLS0NDg7O2PMmDEYO3aseMUvtqobCgsL8cUXX+Dnn3/GjBkz8NlnnyFAYt4TQkyFKKT42imY1ZDivfJkCilYQCEFIU0UHx+PZcuW4dSpU5g/fz6WLl1KYYUBVVdX4+bNm3Bzc0P79u2ps2xAdXV1uHnzpniOECKvuqYGDx48wPZt23D58mXExMRg/PjxCOvUCc899xw6duyo0XYUfVPn5eXh7JkzGKYgpNC0T2XoIwB95ogMwyApKQm3b99GdFQUeDweAgMDYWtnh8ePH6OwsBAhwcHo0L49LCwsUFtbi6ysLKRnZMDG2ho+Pj6wsLREYkIC4uLjERkZCQCYM3s2Zs2ejd/27sUvW7YAANq1awcvLy/cunULDMOgtrYWABAQEIAWLVogKSkJfD4fbdu2RU5ODl577TUsWrQI9+7exbBhw8TD1BTNPSF7fU1VFVoHBqKiogKtW7fG9u3bMWzYMLnnHxUVhezsbPFynKJhFLqucFFVVYXi4mKUlZUhLS0Nd+7cwb///ovg4GDMmTMHgwYNQn19PZ48eQIPDw+Ul5djyJAhiI2NhZOTEwICAtCrVy/06dMHgwYNQufOnbVqS11dHTIyMpCZmYnLly5h9549SElJwciRI/H02LGY+fwM7SfIbGJ4oWtYoa9gQuTx48d49tlncf/ePYSGhuL+/fusD7koKCjA+vXrsWHDBgwaNAhfffUVunTpwupjEGJIopBijWMw7FgKKWoYPj6ooJCCDRRSEMKSO3fu4LPPPkNkZCRee+01vPfee81uuVBjKSwsxKNHj2BlZYWwsDD6YjCgvLw8PHr0CJ07d4b7f2XepFHsw4cYPnw4LC0sMHToUEybPh2jRo3SejsUUghDiLq6OtTX16OqqgpPnjzB48ePER0djTt37uDG9eviCRnbtm0LKysrpKeno76+Ht7e3nBzc0NSUpLUqj7W1tbw9/dHfX098vLyUF9fr7YdrVq1Qrdu3ZCUlITg4GAMHz4cHTt2hI2NDS5cuICGhgZ06tQJffr0Qbdu3TB9+nQcOnRIvDxjQEAApk2bhtaBgRg5ciSCgoLAYxgIBAI8zspCUnIyBAIB7O3s4OHpiaDAQERFR+P27dtYsmQJnnnmGfz999+6v5B6VFdXBz6fD/v/hnroIjk5GT///DO2bNmC0tJSAMJlSKdOnYqRI0YgIMAfISEh8NB2f2NGAUV6ejrOnz+Pixcu4OrVq0hPT4etrS3GjBmDH374gdVJXPPz87Fu3Tps3LgRgwYNwvLlyzFgwADWtk+IsVBIwW20BCkhLOnZsycOHz6M6OhofPHFFwgODsYrr7yC999/H/7+/sZunllzc3NDr169EBsbi+joaHTu3FnheGbCPk9PT+Tn5yM/P59CChk7d+7E4sWL4ebmhn8jI+Hj42PsJnEawzD4448/cOvmTaSkpuLZZ5+Fl5cX4uPicOPGDVy6dAn5+flyv9eyZUuEh4dj3iuvoH///ujVq5d4jg4+nw+GYcTDAfh8PrIeP4aFhQVsrK3h7u4uPrsvEAhQXFyM/Px8VFdXw97eHjY2NuDz+aivr0dDQwPq6+uFqwPxeHjqqafkxuBPnDhRrn1rv/kGvr6+6N27N4LbtsX3P/wgHgbC5/MRHByMyspKFBcXo0Zi3hIRKysrtGvXTrzEqWi1BS6SnGhTU+Xl5bh58yauXr2KU6dO4cqVK2jZsiVef/11jBo1Cp4eHnBxcUFSUhLs7ezQoUN77UMQEw0oGIZBenq6cNLL+/dx9/593Lt7F48fPwaPx0P38HBMnDgRQ4YMwZAhQ1idmyY3Nxdr167FTz/9hKFDh+LMmTPo27cva9snhCv4DAM+2AkT+XTunzVUSUGInty/fx9ffPEFjh49itmzZ2PZsmWsnt0g8gQCATIyMuDn5wdra2swDEPzVBiA5PwgRDjE49DBg5g5cyZmzJiB9d9+y8qEcrLf1pWVlUhJSUbbtsHal70biDZvieWffIK1a9eiQ4cOaNGihXjSPzs7O3Tt2hVDIiLQvn17WFlbw87WFgH/rXQRGBho0PcewzDg8/lNmnQQEA6n2LdvH2JiYuDs7IyWLVuiXbt2aNeuHaytrVFdXY3s7GzEx8fj3r17ePjwIcaPH48333yzSZUKxvLkyRPExsbiwYMHiI2NRUpKClJTU5H8X+VIy5YtMaB/f0x/7jlMGD8eLVq0EO/D+Xw+Hj9+DL+AAFipW02EETT+LBlOiK7nwHwVsuGFQCBAVnY2khITERcXh0ePHiH24UPExsaKq0nc3d3RtVs3dOvWDU8NHoyIiAi0atWKlecgKTs7G19//TV++eUXjBw5EsuXL0fPnj1ZfxxCjE1USfGlQ1tWKyk+qkyhSgoWUEhBiJ7Fxsbiiy++wMGDBzFt2jS8++676N69u7GbZfZqa2tx9+5dtG3bFh4eHsZuTrNQUlKCurq6Zr/aR3VNDYYOGQJHR0ccPXaMte2a4re1Jv232tpaPHnyBM8++ywqKyoQ8+AB+Hw+7ty5Ay8PDwT8t6qELDsDd9QLCgpgYWHB2ZVUuCY9PR1//PEHTpw4gdjYWBQWFgIQVlt06NABwcHBaNOmDcLCwjBw4EAEykycWVRUhNTUVISFhcHe3h4Mj6e+MoFDAQXDMCgsLERGRgaysrKQnZ2NrMePkZ+Xh5raWlRXV6OgoAC5ubnIyckRV9FYW1ujffv2CAsLQ1inzujSpQu6dukCH19fOLTQ33v+4cOHWL9+Pfbu3YuxY8fik08+kVrdhhBzIwopPmvBbkixvIpCCjbQcA9C9KxTp074/fffkZiYiG+//RYDBgzAgAED8O6772LMmDF09llPLCws4ODggNjYWHh7eyMkJKTJZz6Janl5ecjPz4ejo6N4YsDmyN7ODhkZGZg9Zw4A5SXfWq8+IXP36qoqpGdkILB1a6lVKQwZZjx48AB5eXkYMmQIrKykD/Lq6+uVTmSbnpqK06dP49Dhwzh//jz4fD4AYN68ebD/b8K/iKee0m/jtVBTU4O4uDi0atWq2YYU9fX1WLhwoXg1j/r6epSWlqK0tBQMw8DOzg42Njaoq6tDVVUVcnJyYG9vj1GjRmHhokXo0L49OoaFITQ4WOG+mOHxgP+qVFJTU5Gbm4tWrVqJgwtFq7fIfbaUhRA8C1ZX6FCkqqoKly9fxunISFy4eBEpycmorKwU325lZQV/f394eXmhRYsWsLOzQ0hICAYPHgxfX1+EhISgXbt2CAoKMth3FcMwOHv2LNatW4dz587hhRdewO3bt9GpUyeDPD4hXMBnwOJwD1Y2Q0CVFIQYXEFBAX7++Wds2LABbm5ueOedd/DCCy+wPhM3ER6A5eXlITExUTyppouLi7GbZbb4fD5u374NS0tL9OjRQ+VyguYuIiICOTk52P/332gXEqLwPk3tNClbgtSQ3+oD+vfHvXt30b59e3Tp0gWFhYUoKChAdnY2CgsLMX78eLz62msoKixERmYm7t29i9u3byMjIwMWFhZ46qmnMHHCBLRt21Y4t0zv3pzbFzIMg7t376Kmpga9evVqtisI7d27Fy+++KL48tSpU+Hn5wcXFxdYWFigpqYG9fX1sLCwgJ2tLdoGB2Pc+PFwcnIS/46qwI7HMKioqEB8fDxq6+oQ1KaNcHleBZ8TjaoqZO7PpsrKSty/dw93795F9N27uBsdjUePHoHP58PPzw/Dhg9HWMeOCGzTBq1bt0ZIcDA8PDw4s0+sq6vDvn37sH79emRmZmLhwoVYtGgRZ5cyJkQfRJUUK+zbwo6lKqsaRoBPq6mSgg0UUhBiJDU1Nfjtt9+wbt06FBQU4I033sCCBQto8kE9qKmpQUJCAoKDuTt231yUl5cjKioKPj4+aNeunbGbYzSPHj3C5MmTUV9fjwsXL8Ld3V3jTpWiDhWPYeSuVxZSGAqPYdCla1d4eXnBy8sLxcXFcHd3h7u7O/z8/GBvb48VK1agoqICAODs7Izw8HD06NEDEREReOqpp/Qypp5tycnJePz4Mbp168bK3CKmiGEYFBcXY/PmzThz5gzOnDmDqVOnYs/u3Y33kXl/it7vygIFRe/zmpoaJCcmIjg4WOt5N2pra5GcnIysnBwkJycjIz0dISGhGD16NHwkVtrSNK+oq6tDamoqEhMTkZSYiJTUVKSlporn0mAYBjY2NujSpQt69uyJHj164KmnnkKHDh04WyFZUlKCzZs344cffoCDgwPeeecdvPzyy8268o00X6KQ4mM7dkOKL2oopGAD1T4TYiR2dnaYO3cu5syZg5MnT2LdunVYtWoVZsyYgUWLFqFXr17GbqLZEE28BwgnKIuJiYGvr6+w48jRg0lT5eTkhNDQUGRkZKgs9zd3HTt2xPHjxzFgwAB06dwZbYOC4OnpiaHDhuGtN99U+b7TtEPHYxipf2yrqanB6q++wpnTp+Hj4wM/Pz8MGToUE8aNE88RYWtri7y8PCxcuBBjRo+Gq8yqOnPmzEF5eTnc3d1NsiPE5/NRUFCAtm3bNquAoqCgAF9/9RXu3r2LB7Gx4qEXjo6OyMjIAADYt2ihtEJB8v2o7v1cVFSErMePEdapE+zs7NCpSxfhfZT9/n/zS/AEDSirrMaJf/7B/r8P4PLlyygpKQEgHFrh5+eHzMxMuLi44EFMDFxdXdVWVPD5fBw8cAC7du3CpUuXUFtbCwBwdHREcHAw2rZti2eeeQYdOnRAz549ERYWptOKJoZ27949bNy4EXv37kXPnj2xadMmTJgwgTOVHYQYE63uwU1USUEIhzx48ACbNm3C7t27ERYWhoULF+K5557jXPmzKauvr0d8fDwKCgrg7u6O0NBQ2NraGrtZZoVhGAgEAoWTHTYHRUVFqKysRF1dHa5fv47FixejoKBAfPvevXvxzJQpWm1TUecqPzdXr5UUhYWF8A8IgK2tLSKGDEF6Whri4+PRvn17bP31V/Ts2ROPHj3CojfewLVr1+Ds7Iwff/wR3bp1Q6tWrUw2mJDF5/NhYWHRbALN48ePY97cuaitq8OggQPRqVMn+Pv7o7ikBKWlpQjr1AkDBwxA6/+WRJWlLjATvZdFlQpPnjxBq1atEBoaKtfhVxRQ1NbW4p8Tx7D3j78QGRmJ2tpa9O3bF8899xw6d+6MkJAQBAQEoKGhAS+++CL+/vtvRP77LwYOHqy0TXw+H/v27cPXX32FhIQEREREYMKECejRowfat28PHx8fk/v719XV4e+//8bGjRsRFRWFF154AQsXLqTJMAn5j6iSYpltEKuVFKtrU6mSggUUUhDCQWVlZdi1axc2bdqE/Px8zJs3DwsWLECbNm2M3TSzwDAMCgoKkJiYCD6fj9DQUHh7exu7WWZHVH4dGhraLCoqaqqrsXz5cnyzdq3U9TY2NmjXrh38AwLg6OCAT5YvR2hoqMbbVTTUAwCKCgpw7fp19O/XD24yFQyylJXiq1JeXo4XXngBZ86excsvv4xnnnkGV69exZo1a+Dl7Y3U1FTxfZOSkrBs2TIcl1nNxNnZGV5eXnB0cIB9ixZwdnJC//79MWLECPTr35+zZ3IbGhqQkJCAtm3bNquQ+O7du+JObEpyMnx8fLSaz0Hd+4rP5yMpKQmurq5ITkkBALQNChKuwCTzXpDcVnV1NS5fvoy///4bh48cQUlJCXr37o3nn38ezzzzDAJlApMTx49j8dtvIyMjAxs3bMBMibk0ZNXU1MDbywt1dXUAgL59+yIoKAgFBQUoKCxEZUWFeLLQHTt2YPpzz4knd+Wix48fY/PmzdiyZQucnJywcOFCzJ492ySGVhFiSKKQ4gPbINiyFFLUMgKsoZCCFRRSEMJhDMPg3Llz2LhxI44ePYrRo0djwYIFGD16dLM9S82m+vp6pKamolWrVvDw8ADDMCZ3tozLampqcOfOHTg4OKBr166c7ZCy5cTx4xg3fjyWffAB+vfvD2tbW7i7u6Ndu3ZNCmmUhRRNmThQ09/l8/n49rvvsH37dqT816kEgN69e+PCxYvSj8EwSE5ORlFREUpKSlD45AlycnORn5+PqspKVNfUoODJE1y5ehUVFRXw9vbGJ598goULF2r8PAyBYRg8ePAApaWl6NGjh1lUg2iqtrZWHMqUFBfDRovOeEVZGcrKymBtbQ0bGxs4OjrCysoKAoEA165fx6FDh7B3714UFxdjx44d6BEejsDAQNjY2IjfnwKBAPfu3UNaaioyMjKQnp6OR48e4fr166itrUVISAhmzJiB559/HmFhYeLHLi0tRWxsLO5GR+PIkSM49e+/GDhwIH74/nt0VLNSRX5uLsI6dUJVVRXatWsHKysruLm5Cf+5u2Prr7+K7xsfH8/JuXYEAgHOnj2Ln376CceOHcPo0aOxaNEijBw50uz3u4ToikIKbqOQghATITo7snXrVlhZWWHu3LmYO3cuWrdubeymmY3Y2FhYWloiODi4WZz5N4SSkhLcu3evWUykOf/117Fr9248yc9XGSKKOmT6mEeCbaK2MgyDtLQ0ODk5wdXVVarjo2hpSGW3AUB6ejq+/vprbNu+Hb6+vsjKytJT63WTkpKCjIwMdO3atdktN8owDKZOnYqDBw8CANzd3REUFITBgwdj3Lhx6N+vn1zFAwAUFxaiU+fO4jkhRGxtbWFra4uqqioEBQXB3t4e9+/fx5Zff8ULL7wgdd9zZ85g5gsvoLS0FIBwHojAwECEhoaK539wcXFBZmYmMjIykJqaiqSkJCQlJiI3Lw+AcOnpzp064YNlyzBp8mSo6nbU1NSguLhY+K+kBIUFBSgoKkJhQQHy8vKQkpqK5KQkJCQkYMWKFVi5cqXOr6u+ZGdnY/v27di6dSsqKiowd+5czJ8/n6ouCdGAKKRYatOG1ZDim7o0CilYQCEFISamoaEBJ06cwK+//oqTJ09i+PDhePXVVzFhwgTqWDcBwzDIyckRny1u06YNfH196SwUC7Kzs5GQkIDQ0FD4+fkZuzl6ceHCBQwZMgQAsGfPHjwzZYrSqhy2QgpDrO6hrtT/119/xVtvvglPT0+MGDECdra2KCwqQmFhIUpLS9G9Wzc89dRTyMrKQsyDB7hz5w7S0tIAAH369ME7b7+N52bM0EvbdZGbm4u4uDgEBwcjICDA2M0xuJrqajAMg8uXLyMtLQ05OTl4EBuLSxcvIjcvD126dMH4CRPQp08feHh4wMPdHd5eXigpK0OggsCcx+PB29sbQUFBsLa2RoeOHbFw4UK54U48hsHr/4V8AODq6go/Pz9UVlYiLy8PlZWVUvf39PREmzZt0LZtW7QNDkZoSAh8fH3B8Png/zcnDsPno6qqCrm5ucjJyUFOTg6yc3KQnZ2NrKwslJWVKWyvq6srPDw8EBwcjJCQEHTu3BmzZ8+GlRU35ppvaGjAP//8gy1btoiPAV555RVMmDDBJCbxJIQrRCHFO9bshhTr6ymkYAOFFISYsKysLPFZlKqqKsyePRuvvPKKVuPdiTTRZG45OTlwdHREz549aQgIC1JSUtCiRQuznfujrKwMK1aswIULFxAdHY0xo0fjg2XL0Kd3b/H7R5ux/ZKUhRmahBSqAhFV7VG3fKTIp59+ijVffSV1XYsWLTB+/Hi0atUKly5dwsOHD9GyZUt069YN3bt3x+DBgzFo0CCjLJuqzpMnT1BSUoKQkBD63EsQCAT4999/sXPnTpw8eVKqYsLS0hIhISEICgqCo6MjunXvjtYBAbCyskJuXh7Ky8pgaWmJ52fMgK+/v9y2+Xw+8vLykJaWht/37kViUhKKiopQU1MDCwsL2NjYwN7eXry0bXDbtujWrRs8PT1x9tw5nDp1Cvfv38eTJ08Utt3a2ho+Pj7w8fGBv78//Pz84OfnB29vb7i6usLV1VU80aurqytnh1KmpqZi69at2L59OywsLMTVlLLzcRBCNEMhBbdRSEGIGRAIBDhz5gy2bNmCw4cPo3fv3pg1axamTZvWrJbNY1N5eTkqKirg4+MDPp+P2traZjU2XZ/q6urM+ozf4cOHsWTJEiQlJaF169YYM2YMIiIi0Lt3bwQo6KQBmgcYkoGBbEihyTb0McSEYRjcv3cPy1eswKXLl1FdXY233nwT3//wAwCID9a43Omvq6uDtbU1p9vIFQ0NDcjJyUF+fj6ePHmCtLQ0PHr0CDExMbhy5QosLCwQEhKCd999F8OGDoWdvT2sLC2RnJyM5ORkpKWnIyEhAQkJCcjIyEB2djb4fL54+6IhJs7OzrCwsICFhQX4fD6Ki4tRWFiInJwc8dKgNjY2GDZsGPr164ewsDB06NABjo6OsLS0hIWFBezs7OSGJ5mS8vJy7N+/H7t27cKVK1cwbtw4vPrqqzQvFSEsEIUU/7MKZDWk+L4hnUIKFlBIQYiZKSgowB9//IFdu3bh/v37mDRpEmbNmoVRo0ZxplzV1GRmZiIlJQW+vr7iid6Ibh4/foz09HT06NED9vb2xm6O3oiCw2PHjuHUqVOIj48HAPj6+qJ3797o2KEDQkJC0DY4GD179IC1hsvgcjGkAAAwAjQ0NODdd9/FL79uxddffYWl772nn8diWU1NDaKjo8Wfb6Ib0fLOF86fx9p165CWloaxY8bgfkyM1LwjLi4uaNeuHUJDQxEUFAR/f3/4+/sjICBAHE6oIloh5PHjx+jbty8cHR31/dQMis/n48yZM9i1axcOHDiA9u3b4+WXX8bMmTM5WX1EiKmikILbKKQgxIw9fPgQu3fvxu7du9HQ0ICZM2di1qxZ6Nq1K50x1AKfz0dWVhYyMjLAMAwCAgLg7+9PoY8O6uvrER0dDYFAgPDwcNhq2Dk3dU+ePMGVK1dw/fp13Lx5E/Hx8cjOzgYgXClj1ssvw83NDe7u7vDw8EC7du3kPqOyIYQopBg2bJh4GA3DMKisrISjo6M4kMjJycGTJ09QWlqKkpISVFRWomuXLggLC1O5H5B9PMmjBR5PPvD48ssv8cWXX6JVq1ZYsWIF2rRpg/Hjx3P6jG9zfT+ySdH+cfLkybh37x5Gjx6N8PBwdOjQAaGhoQgNDYW7uzt9/yjw8OFD7Ny5E3v27IFAIMALL7yAl19+GV27djV20wgxS6KQ4g1LdkOKDXwKKdhAIQUhzQCfz8f58+exc+dO/P3332jTpg2ee+45PPfcc2jfvr2xm2cy6uvrkZGRgcePH6NLly7NbuZ/tojOXFtZWaF79+7NdsLXyspK3Lx5E/Pnz0diYiIkv45DQkLQvn175ObmIjc3FwUFBfDy8kJwcLB4Qr/WrVsj8t9/8edffyEoKAihoaG4e/cuUlNTERYWhgH9++Pa9euIjY1V+PjeXl7oP2AA+vTpAz8/P3h5esLLywu+vr5wcnLS+vls2bIFn372GRwcHJCfn4+amhpxW93d3eHm5gZXV1dYW1vDwsIClpaWsLS0RH19PV555RW4ubnp/FrqoqGhAffu3UNNTQ3Cw8NpOJeOSktLcffuXalKM4FAAB6PR2GEGsnJydi3bx/27duHhIQETJ48GbNmzcKIESMoBCdEz0QhxQKL1qyGFD8JMiikYAGFFIQ0MxUVFTh27Bj27duHEydOICwsTBxYBAUFGbt5JqG2thY2Njbg8Xh49OgRnJ2d4ePjY7Ljno2hqqoK0dHR8PLyQkhIiLGbY3R8Ph8lJSUoLCxEamoq9u3bh8LCQnh7e8Pb2xtubm7IyclBcnIykpKSkJycjPLycni4u+OV115DXl4e4uPi0KFjR/To0QNXr17F9WvX0Lt3b4wbNw6BrVvDpVUruLi4wM7GBrdu3cL5Cxdw9epVREdHo7q6Wqo9np6eaNu2LXx9fdHSxQXOLi5wcXaGs4sL+Hw+nuTni+ckqK+vh4OjIxwcHODo4AAHR0c4OzkhLz8fFy9ehLW1NRISElBVVaX0+f/zzz8YM2aMvl9mKampqcjKykL37t3NbsiAPgkEAuTl5aGoqEhcjVNbW0tVKBrKyMjAn3/+iX379uHevXsYNWoUZsyYgYkTJ1KnhhADopCC2yikIKQZKy0txeHDh7Fv3z5ERkaie/fumD59OiZPnkwdRw0IBALExcUhPz8ftra2CAwMhLe3N4UVGqqqqoKdnR0sLCzAMAydddUCwzBITk5GfHw8BgwYgFatWjVpW2VlZcjLy0NeXh4yMjKQnJyMxMRE5ObmoqSkBKWlpeLhIpaWlvDy8oKXlxc8PT1hbW2NyspKVFRUiP8vLS1VuNqChYWF+HdFvz9q1Ci8+OKLTXk5tH6+PB4PAoEANTU1VEGhIVE4kZ6ejpqaGnh4eKB9+/Z0xl8DaWlpOHz4MP7880/cvHkTQ4cOxYwZMzBlypQmfXYJIboThRSv81rDhqWQoo4RYDNDIQUbKKQghAAACgsLcfDgQezfvx9nz55Fu3btMGnSJEyaNAm9evWijrcKlZWVSE9PR35+Plq0aIHeEstOEvUqKiqQmJiIsLAwOhurhZycHJw6dQqjR4+Gj4+PsZsjp7KyEmlpacjOzoabmxt8fX3h4eFh1Dkq6urq8PDhQ7Rt25YOILXAMAyioqKE1TseHggMDKTqExUYhkF0dDQOHz6Mw4cPIzY2FhEREZg6dSqmTp0KT09PYzeRkGaPQgpuo5CCECKnrKwMJ0+exOHDh3H8+HE4ODhgwoQJmDBhAoYMGQIHBwdjN5GTqqqqUFlZCQ8PD/H8Fb6+vma9igUbKisrcf/+ffB4PHTt2pXObGuI6yEF19TU1OD+/ftoaGhAly5ddJp3ozmpra1FVlYW/Pz8YGtri8LCQtja2lI4oUR1dTUuXbqEo0eP4vDhwyguLsbYsWMxefJkjB07liomCOEYUUjxCgJYDSl+RSaFFCygkIIQolJ9fT0uXLiAw4cP48SJE8jMzMSAAQMwYsQIjBw5Er169eL07P3GUlJSggcPHqChoQGurq7w8fGBm5sbVaQoIepA1tXVISwsjCYl1QCFFJorKSlBbGwsLC0t0a1bNwoOlWAYBkVFRcjOzkZhYSEsLS0RFhZm8ElNTYFAIEB0dDQiIyMRGRmJK1euwMvLC08//TQmTZqEoUOHUmUYIRwmCinmIAA2YCmkgADbKaRgBYUUhBCtpKSk4PTp04iMjMSZM2fAMAx69+7dbFdoUIVhGNTX16O2thZ8Ph82NjZUJaACwzCoqqpCQ0MDnJ2daciMGnV1dSgsLISbmxtsbGyM3RzOYhgG5eXlsLCwgIODA72vVKiurkZtbS0sLS1ha2sLa2trer0UaGhowJ07d1BfX49hw4Zh5MiRGDlyJEJCQuj1IsREiEKKF+DHakixF1kUUrCAQgpCiM74fD6ioqIQHR0N2pUQQghpDng8Hrp06YLevXvTxKGEmKiamhoEBQUhNzeX1e16e3sjNTUVdnZ2rG63uaGQghBCCCGEEEJIs1JTU4O6ujpWt2ljY0MBBQsopCCEEEIIIYQQQggn0AxuhBBCCCGEEEII4QQKKQghhBBCCCGEEMIJFFIQQgghhBBCCCGEEyikIIQQQgghhBBCCCdQSEEIUWjTpk0ICgqCnZ0devbsiUuXLolvy83NxdixY+Hr64uFCxdCIBAYsaWEEEIIIYQQc0EhBSFEzr59+7B48WJ89NFHiI6OxuDBgzF27FhkZGQAAD7++GP07t0b//zzD9LS0vD7778bucWGlZWVhRdffBFubm5o0aIFunfvjjt37ohvZxgGK1euhK+vL+zt7TFkyBDExsZKbSM+Ph4DBw6Ev78/PvvsM6nb2rRpAx6PJ/dvzZo1Bnl+urh48SImTJgAX19f8Hg8HDp0SHxbfX093n//fXTp0gUODg7w9fXFyy+/jOzsbKlt1NbW4s0334S7uzscHBwwceJEPH78WOo+165dQ/fu3REYGIgtW7ZI3aboNePxePjjjz/09rzZoOq1A4CKigq88cYb8Pf3h729PTp27IiffvpJ6j5Nfe24wtjvo379+mHBggVS9/3pp5/A4/GwdetWqevnzZuHAQMGsPTMm06f+6UZM2Zg7NixUvf9559/wOPx8Mknn0hd//nnn8PX11cPz5AQQkhzQSEFIUTO+vXrMW/ePLzyyivo2LEjvvvuOwQEBIg7RiUlJejUqRO6dOmCoKAglJaWGrnFhlNcXIyBAwfC2toa//zzDx4+fIh169ahZcuW4vt8/fXXWL9+PTZs2IBbt27B29sbI0eORHl5ufg+ixYtwksvvYTDhw/j6NGjuHLlitTjfPbZZ8jJyZH69+abbxrqaWqtsrIS3bp1w4YNG+Ruq6qqQlRUFD755BNERUXhwIEDSEhIwMSJE6Xut3jxYhw8eBB//PEHLl++jIqKCowfPx58Pl98n7lz5+KTTz7B77//jq+++kocnIls375d7nWbPHmyXp4zW1S9dgDw9ttv4+TJk9izZw8ePXqEt99+G2+++SYOHz4svg8brx0XGPt9NHToUJw7d05qe+fPn0dAQIDC64cOHcrWU28Sfe+Xhg4disuXL6OhoUF8X1N4XQghhJgohhBCJNTW1jKWlpbMgQMHpK5/6623mKeeeophGIa5desW4+npyVhZWTH9+/dnysvLjdFUo3j//feZQYMGKb1dIBAw3t7ezJo1a8TX1dTUMC4uLszPP/8svq5nz57M9evXmbq6OmbixInM8ePHxbcFBgYy3377rV7abwgAmIMHD6q8z82bNxkATHp6OsMwDFNSUsJYW1szf/zxh/g+WVlZjIWFBXPy5Enxda1bt2ZSUlKYiooKplevXkxsbKxWj8t1ip5Dp06dmM8++0zquh49ejAff/wxwzDsvHZcZIz30alTpxgATHZ2tvi+Xl5ezKZNmxg/Pz/xdRkZGQwAJjIyko2n2mT63i/Fx8czAJhr166J79unTx9m48aNjI2NDVNZWckwjPD7w97entmyZQvbT5EQQkgzQpUUhBApBQUF4PP58PLykrrey8sLubm5AIBevXohKysLmZmZuHr1KhwdHY3RVKM4cuQIevXqhWnTpsHT0xPh4eFS5eKpqanIzc3FqFGjxNfZ2toiIiICV69eFV/32WefYeTIkWjRogUsLCwwevRogz4PYystLQWPxxOf6b1z5w7q6+ulXjdfX1907txZ6nVbvnw5OnbsCBcXF/Tr1w9hYWGGbrrBDRo0CEeOHEFWVhYYhsG5c+eQkJAgfs8059eO7feRqBrh/PnzAICHDx+iuroac+fORVlZGRITEwEA586dg42NDWeGe+h7v9SuXTv4+vqKqybKy8sRFRWFadOmITg4WFxxcf36dVRXV1MlBSGEkCahkIIQohCPx5O6zDCM1HVWVlbw9vY2dLOMLiUlBT/99BNCQ0Nx6tQpzJ8/H2+99RZ27doFAOIgR1XIAwBPP/00njx5guzsbBw8eBCWlpZS93///ffh6Ogo9U/UcTJ1NTU1+OCDDzBz5kw4OzsDEL5uNjY2aNWqldR9ZV+3efPmobCwEE+ePMGPP/4ot+3nn39e7nVLSUnR7xPSsx9++AFhYWHw9/eHjY0NxowZg02bNmHQoEEA2HvtTI0+3kcODg7o3bu3+LN2/vx5DBo0CLa2thg4cKDU9X379kWLFi30+yQ1ZIj90pAhQ8TP/9KlS2jXrh08PDwQEREh9boEBAQgODhYj8+WEEKIubMydgMIIdzi7u4OS0tLqQNXAMjPz5c7wG2OBAIBevXqhVWrVgEAwsPDERsbi59++gkvv/yy+H7qQh5AeCbTw8ND4eMsXboUs2fPlrrOz8+PhWdgXPX19ZgxYwYEAgE2bdqk9v6KXjcHBwc4ODgovP+3336LESNGSF0XEBCge4M54IcffsD169dx5MgRBAYG4uLFi1i4cCF8fHzknqskbV87U6LP99HQoUPx119/ARB2uocMGQIA4s74q6++ivPnz0t93o3NEPuloUOHYvHixaivr5d7XURBz/nz5zFs2DA2nxohhJBmiCopCCFSbGxs0LNnT0RGRkpdHxkZyZnSZmPy8fGRK5Pv2LGjeOI9UXVJU0Med3d3hISESP2zt7dvYuuNq76+HtOnT0dqaioiIyPFZ78B4etWV1eH4uJiqd/R9nXz9vaWe92sra1Zew6GVl1djQ8//BDr16/HhAkT0LVrV7zxxht47rnnsHbtWgDsvXamQt/vo6FDhyIhIQFZWVm4cOECIiIiADSGFBkZGUhNTeXUkAZD7JeGDh2KyspK3Lp1C+fOnZN6XW7duoWioiJcu3aNU68LIYQQ00QhBSFEzjvvvINff/0V27ZtE68mkJGRgfnz5xu7aUY3cOBAxMfHS12XkJCAwMBAAEBQUBC8vb2lQp66ujpcuHChWYc8oo5lYmIiTp8+DTc3N6nbe/bsCWtra6nXLScnBw8ePGj2r1t9fT0sLKS/ri0tLSEQCAA0r9fOEO+jAQMGwNbWFps2bUJ1dTV69uwJQDgXT2lpKTZv3gw7Ozv069ePvSfWRIbYLwUHByMgIABHjhzB3bt3xSGFj48P2rRpg3Xr1qGmpoZCCkIIIU1Gwz0IIXKee+45FBYWipfB7Ny5M06cOCE+4G3O3n77bQwYMACrVq3C9OnTcfPmTfzyyy/45ZdfAAjLqRcvXoxVq1YhNDQUoaGhWLVqFVq0aIGZM2dq/Djl5eVyZz1btGghddaYSyoqKpCUlCS+nJqairt378LV1RW+vr549tlnERUVhWPHjoHP54ufm6urK2xsbODi4oJ58+bh3XffhZubG1xdXbFkyRJ06dJF5ZAGWSUlJXKvm5OTE6eHOKh67Vq3bo2IiAgsXboU9vb2CAwMxIULF7Br1y6sX78eAFh77biAC+8je3t79O3bFz/++CMGDhwonpfB2toa/fv3x48//igOMrjCUPuloUOHYtOmTQgJCZGqwBAN+Wjbti1at27N+vMjhBDSzBhxZRFCCDFJR48eZTp37szY2toyHTp0YH755Rep2wUCAbNixQrG29ubsbW1ZZ566ikmJiZG4+0HBgYyAOT+vf7662w/FdacO3dOYZtnzZrFpKamKrwNAHPu3DnxNqqrq5k33niDcXV1Zezt7Znx48czGRkZGrdB2WOsXr1aD8+YPapeO4ZhmJycHGb27NmMr68vY2dnx7Rv355Zt24dIxAIxNto6mvHFVx4HzEMw6xYsYIBILVkJ8MwzOeff84AYD7//HM2ni6r9L1fYhiG2b59OwOAmT9/vtT1u3fvZgAw8+bNa/LzIIQQQngMwzD6CkAIIYQQQgghhBBCNEVzUhBCCCGEEEIIIYQTKKQghBBCCCGEEEIIJ1BIQQghhBBCCCGEEE6gkIIQQgghhBBCCCGcQCEFIYQQQgghhBBCOIFCCkIIIYQQQgghhHAChRSEEEIIIYQQQgjhBAopCCGEEEIIIYQQwgkUUhBCCCGEEEIIIYQTKKQghBBCCCGEEEIIJ1BIQQghhBBCCCGEEE6gkIIQQgghhBBCCCGcQCEFIYQQQgghhBBCOIFCCkIIIYQQQgghhHAChRSEEEIIIYQQQgjhBAopCCGEEEIIIYQQwgkUUhBCCCGEEEIIIYQTKKQghBBCCCGEEEIIJ1BIQQghhBBCCCGEEE6gkIIQQgghhBBCCCGcQCEFIYQQQgghhBBCOIFCCkIIIYQQQgghhHAChRSEEEIIIYQQQgjhBAopCCGEEEIIIYQQwgkUUhBCCCGEEEIIIYQTKKQghBBCCCGEEEIIJ1BIQQghhBBCCCGEEE6gkIIQQgghhBBCCCGcQCEFIYQQQgghhBBCOIFCCkIIIYQQQgghhHAChRSEEEIIIYQQQgjhBAopCCGEEEIIIYQQwgkUUhBCCCGEEEIIIYQTKKQghBBCCCGEEEIIJ1BIQQghhBBCCCGEEE6gkIIQQgghhBBCCCGcQCEFIYQQQgghhBBCOIFCCkIIIYQQQgghhHAChRSEEEIIIYQQQgjhBAopCCGEEEIIIYQQwgkUUhBCCCGEEEIIIYQTKKQghBBCCCGEEEIIJ1BIQQghhLBkx44d4PF42LFjh7Gbwnn0WrFn9uzZ4PF4SEtLM3ZTCCGEkCajkIIQQginpaWlgcfjSf2zsbFBQEAAZs6cifv37yv8vYaGBmzfvh1PP/00vL29YWNjAxcXF/Tu3Rsff/wx0tPTVT6uqOOn6T9T62wzDIM9e/Zg2LBhcHNzg42NDby8vBAeHo6FCxfiwoULxm4iZ4kCFh6PhxkzZii93w8//CC+3/z58w3YQnbt2bMHr7/+Onr16gVbW1uTfL8TQggxHVbGbgAhhBCiieDgYLz44osAgIqKCly/fh2///47Dhw4gLNnz2LAgAHi+6anp2PSpEm4d+8evLy8MHLkSAQEBKCyshJRUVFYs2YN1q5diwcPHiAkJETh402ePBlt2rSRuu7QoUO4d+8eZs2aJXdb9+7dERQUhH79+sHHx4fV564Pc+fOxY4dO9CqVSuMHz8evr6+KCgoQEJCArZu3YqysjJERETo7fGnTJliMq+VMlZWVjh06BCKi4vRqlUrudu3b98OKysrNDQ0GKF17BGFeu7u7vDx8VEb8BFCCCFNQSEFIYQQkxASEoKVK1dKXffxxx/jyy+/xEcffYRz584BAMrLyzF69GjEx8dj6dKl+Oyzz2BnZyf1e0lJSXjnnXdQUVGh9PEmT56MyZMnS12XlpaGe/fuYfbs2RgyZIjC33NxcdH6uRnapUuXsGPHDnTv3h0XLlyAs7Oz1O0lJSV4+PChXtvg4uJiEq+VKmPHjsXRo0exd+9evPHGG1K3RUVF4e7du5g4cSKOHDlipBay49dff0VoaCgCAwOxZs0aLFu2zNhNIoQQYsZouAchhBCT9eabbwIAbt26Jb5u7dq1iI+Px4svvoivv/5aLqAAhIHHkSNHEBYWxmp7lM2zwOPxMGTIEGRlZWHmzJlwd3eHk5MTxo0bh5SUFABAfHw8pkyZAldXVzg5OWHatGnIz89X+Dj379/HjBkz4OPjAxsbGwQGBuLNN99EYWGhRu28du0aAGDWrFlyAQUAtGzZUqoyRaSurg7r169Hjx494ODgACcnJwwePFhhJ1w0XCYlJQXffvstOnXqBFtbW8yePVvlawUAqampeOWVV9C6dWvY2trCx8cHs2fPVngGPyoqCs8++6z4vl5eXujfvz/WrFmj0WvRFAMGDED79u2xbds2udu2bdsGa2trcfWPIhkZGZg3bx78/PxgY2MDf39/zJs3D5mZmQrvHxsbi/Hjx8PJyQkuLi54+umn8eDBA5VtPHz4MIYPH45WrVrBzs4OnTt3xtq1a8Hn8zV+niNGjEBgYKDG9yeEEEKagiopCCGEmCwejyd3najDuHz5crW/b2Njw3qblCkuLsagQYPg7e2NWbNmISEhAceOHUNcXByOHDmCwYMHo0ePHpg7dy7u3LmD/fv3o6SkBJGRkVLbOXLkCKZPnw5LS0tMnDgRAQEBePjwITZs2IBTp07hxo0bCoceSHJ1dQUgrCjRVG1tLcaMGYPz588jPDwc8+bNQ319PY4fP45Jkybhxx9/lKsmAIRB0vXr1zFu3DiMHz8eXl5eKh/nxo0bGD16NCorKzFhwgSEhIQgLS0Ne/fuxT///INr166hbdu2AIC7d+9iwIABsLS0xKRJkxAYGIiSkhLExsZiy5Yt+OCDDzR+frqaM2cOPvjgA9y7dw/dunUDIHytfvvtN4wfPx4eHh4Kfy8xMRGDBg1Cfn4+JkyYgE6dOiE2Nhbbtm3DsWPHcOXKFamhSA8ePMDAgQNRUVGBZ555BqGhobh58yYGDhwoflxZH374IVavXg1/f39MnToVzs7OuHjxIpYuXYobN27gr7/+Yv8FIYQQQpqKIYQQQjgsNTWVAcCMHj1a7raPPvqIAcAMGTKEYRiGSUtLYwAw/v7+emnLrFmzGADMuXPnFN6+fft2BgCzfft2qesBMACYt99+W+r6+fPnMwCYli1bMt999534eoFAwDz99NMMACYqKkp8fUFBAePs7Mz4+/sz6enpUtv67bffGADMG2+8ofZ5ZGRkME5OToyFhQXz8ssvMwcPHmQyMjJU/s6HH37IAGBWrlzJCAQC8fVlZWVMr169GBsbGyYrK0t8vei1UtRWhlH8WtXV1TFt2rRhnJycmLt370rd/9KlS4ylpSUzfvx48XXvvPMOA4A5fPiw3PYLCgrUvg66ErV99erVTE5ODmNlZcW89dZb4ttFf4ujR48y586dYwAwr7/+utQ2hg0bxgBgNm/eLHX95s2bGQDM8OHDpa6PiIhgADB79uyRun7ZsmXi91dqaqr4+n///ZcBwIwdO5aprKwUXy8QCMTvu/3792v93FevXq3wPU4IIYSwhYZ7EEIIMQlJSUlYuXIlVq5ciSVLlmDQoEH48ssvYWdnh1WrVgEAcnNzAQD+/v7GbKpCjo6O+Pzzz6WumzlzJgDAzc0Nb731lvh6yVUj7t27J75+165dKCsrw+rVq9G6dWupbT3//PPo0aMH/vjjD7VtCQgIwF9//QU/Pz/s2rULU6ZMQevWreHp6YnnnnsOZ8+elbq/QCDATz/9hJCQECxfvlyqgsXJyQnLly9HXV0dDhw4IPdYS5culWurMseOHUNaWhree+89ueqAQYMGYdKkSThx4gTKysqkbrO3t5fblpubm0aP2VTe3t4YM2YM9u7di7q6OgDCah4fHx+MHTtW4e9kZmbi7NmzCAsLw6uvvip126uvvoqOHTvizJkz4mEfGRkZuHDhArp27YoXXnhB6v4ffvghWrZsKfcYGzZsAABs3rwZLVq0EF/P4/GwZs0a8Hg8/P777zo/b0IIIURfaLgHIYQQk5CcnIxPP/0UAGBtbQ0vLy/MnDkTH3zwAbp06WLk1qkXGhoKBwcHqetEK1t07dpVbuiK6LasrCzxddevXxf/r2ioRk1NDQoKClBQUAB3d3eV7Rk9ejRSUlJw/vx5XLx4EXfu3MHly5fx559/4s8//8SyZcvE4U98fDyKi4vh6+sr/htIevLkCQAgLi5O7rY+ffqobIck0fOLi4uTmyQVEIZQAoEACQkJ6NWrF5599ll89913mDx5MqZPn46RI0di0KBBGoci58+fx/nz56Wu6969u9yEqerMnTsXx44dw+HDh9G3b1+cPXsWS5cuhaWlpcL7R0dHAwAiIiLk/u48Hg9PPfUUHj16hHv37iEgIEAcVA0aNEhuW46Ojujevbvc87h+/TocHBywdetWhW2wt7dX+PcihBBCjI1CCkIIISZh9OjROHnypMr7eHt7A5Du2HOFogkqrays1N5WX18vvq6oqAgAsHHjRpWPVVlZqTakED3GiBEjMGLECABAQ0MDduzYgQULFmD16tV49tln0aNHD/HjxsbGIjY2VuXjylI3B4Uk0ePs3btX5f1Ej9O/f3+cPXsWq1evxu+//y6ehLNnz5745ptvMHToUJXbOX/+vFzoMmvWLK1DCtHcE9u2bcPDhw8hEAgwZ84cpfcXVYIoe21E7+PS0lKp/z09PRXeX9F2ioqK0NDQoDBUElH09yKEEEKMjYZ7EEIIMRuBgYHw8/NDZmYmEhMTjd0c1onCjJiYGDAMo/SfrisxWFlZ4ZVXXhEPQxEt6yp63KlTp6p83O3bt8ttU9Hkpuqe39GjR1U+TkREhPh3IiIicPLkSRQXF+PcuXN45513EBsbi3HjxiE5OVnl461cuVJu24pWG1FHtIrHv//+i59//lm86oe655mXl6fwdtH1ovuJlmpVttqLou04OzvDzc1N5euYmpqq+ZMkhBBCDIRCCkIIIWZl3rx5AIAvvvhC7X1FcwiYir59+wJoXEJUX2SHpXTs2BHOzs64ffu2VGUH25ry/Ozt7TFkyBCsW7cOH374Iaqrq3H69Gm2m6jUvHnzIBAIkJubi7lz56q8b/fu3QEAFy9eBMMwUrcxDINLly5J3U80P8fly5fltlVRUYG7d+/KXd+3b18UFhaaZVhHCCHEvFFIQQghxKwsWbIE7du3x65du/Dhhx+itrZW7j6pqamYPHkyHj58aIQW6m7OnDlwcnLCRx99pHDYRVVVlXheB1VOnjyJw4cPo6GhQe62hIQE7N+/H0DjHAhWVlZYsGAB0tPTsWTJEoVBxYMHD5Se6dfUpEmT0Lp1a6xfvx4XL16Uu72+vl6qo37p0iW5STSBxsoCRRNq6kunTp1w4sQJHDx4EM8//7zK+7Zu3RpDhw4VLzkqadu2bYiNjcWwYcMQEBAgvv9TTz2F+/fvyw2FWbVqFUpKSuQeQzQR69y5c1FYWCh3e25uLh49eqTNUySEEEIMguakIIQQYlacnJxw6tQpTJo0CatXr8b27dsxatQo+Pv7o6qqCtHR0bhy5QqsrKywdu1aYzdXKx4eHvj9998xbdo0dOvWDWPGjEGHDh1QU1OD9PR0XLhwAQMGDFA7d0dcXBzefvttuLu746mnnkJwcDAYhkFSUhJOnDiBuro6LFiwQFzZAACffvopoqKi8MMPP+D48eOIiIiAh4cHsrKyEBMTg3v37uHatWtK503QhK2tLfbv34+xY8ciIiICw4cPR+fOnQEIV7i4dOkS3NzcxBM+rlu3DpGRkRg6dCjatm0LOzs7REVF4cyZMwgJCcGUKVN0bosulK3mochPP/2EQYMG4dVXX8XRo0cRFhaGhw8f4siRI/Dw8MBPP/0kdf+NGzdi4MCBePnll3Ho0CGEhobi1q1buHnzJgYPHiyuvhAZM2YMPvnkE3z++ecICQnBmDFjEBgYiMLCQiQlJeHSpUv44osv0LFjR7Vt/fXXX8XhUExMjPg60WSdkydP1noeD0IIIUQZCikIIYSYncDAQNy6dQt79uzBn3/+iVOnTqGoqAh2dnYIDQ3F0qVLsWDBAvGZalMybtw4REdH45tvvsHp06cRGRkJBwcH+Pv7Y86cOXjxxRfVbuOFF16Ao6MjTp06hZiYGERGRqKmpgbu7u4YNWoUZs+ejalTp0r9jq2tLf755x9s3boVu3btwv79+1FbWwsvLy+EhYVh/vz5rKyy0rt3b9y7dw/ffPMNTpw4gcuXL8PW1hZ+fn6YPHmyVJXCggUL4OLighs3boiHTrRu3Roff/wxFi9eDCcnpya3R1/at2+P27dv49NPP8XJkydx/PhxeHh4YPbs2VixYoXcvCKdO3fGlStX8P777+PkyZM4deoUBg0ahCtXrmDt2rVyIQUAfPbZZ3jqqafwww8/4MyZMygpKYGbmxuCgoKwcuVKueVMlbl8+TJ27twpdd2VK1dw5coVAECbNm0opCCEEMIaHiM7GJIQQgghhBBCCCHECGhOCkIIIYQQQgghhHAChRSEEEIIIYQQQgjhBAopCCGEEEIIIYQQwgkUUhBCCCGEEEIIIYQTKKQghBBCCCGEEEIIJ1BIQQghhBBCCCGEEE6wMnYDTJVAIEB2djacnJzA4/GM3RxCCCGEEEIIIWaOYRiUl5fD19cXFhbmWXNAIYWOsrOzERAQYOxmEEIIIYQQQghpZjIzM+Hv72/sZugFhRQ6cnJyAiB8czg7Oxu5NYQQQohxHTwIzJ7deLm01GhNIYQQQsxWWVkZAgICxP1Rc0QhhY5EQzycnZ0ppCCEENLsubpKX6avRkIIIUR/zHnKAfMcxEIIIYQQg7KzM3YLCCGEEGIOKKQghBBCSJNZWxu7BYQQQggxBxRSEEIIIaTJBAJjt4AQQggh5oBCCkIIIYQ0GZ9v7BYQQgghxBxQSEEIIYSQJqOQghBCCCFsoJCCEEIIIU1GIQUhhBBC2EAhBSGEEEKaTDakoDkqTJ9AAFRVGbsVhBBCmhsKKQghhBDSZA0N0pdraozTDsIOPh/o0wdwcwPOnDF2awghhDQnFFIQQgghpMlkKykqK43TDsKOK1eAO3eEYdOIEcZuDSGEkOaEQgpCCCGENBmFFObF2trYLSCEENJcUUhBCCGEkCaTDSnq643TDsIOC5kjRJpjhBBCiKFQSEEIIYSQJpMNKWi1D9Mm+/fLzjZOOwghhDQ/FFIQQgghpMlkO7WyE2kS0yL79ysvN047CCGEND8UUhBCCCGkySikMC+yf09arYUQQoihUEhBCCGEkCajkMK80JKyhBBCjIVCCkIIIYQ0GYUU5kX271ddbZx2EEIIaX4opCCEEEJIk9HEmeaFhnsQQggxFgopCCGEENJksmfeqZLCtNFwD0IIIcZCIQUhhBBCmoyGe5gXqqQghBBiLBRSEEIIIaTJKKQwL7pWUlRXA+fOUahBiKGVlAC9egG9ewPFxcZuDSFNQyEFIYQQQpqM5qQwL7pWUsyaBQwbBjz/PPttIoQo97//AXfuALdvA2vXGrs1hDQNhRSEEEIIaTKqpDAvulZS/PWX8P9Dh1htDiFEjVOnGn9OSDBeOwhhA4UUhBBCCGkyCinMiy6VFKWl+mkLIUS9vLzGn318jNcOQthAIQUhhBBCmoxCCvMi+/errlb/OxkZ+mkLIUQ73t7GbgEhTUMhBSGEEEKajOakMC+6DPegkIIQbrCzM3YLCGkaCikIIYQQ0mRUSWFedBnuEROjn7YQQrRD+19i6iikIIQQQkiTUUhhXnSppPjtN/20hRCiHdr/ElNHIQUhxKA0nSGeEGJaZA+K6SDZtOlSSSG5ooC9PbvtIYQoxzDSl2n/S0wdhRSEEIM5cQJwcwPGjJH/QiWEmDaqpDAv2k6c2dAA1NY2XhYI2G8TIUSxujrpyzQnEDF1ZhdStGnTBjweT+7fokWLAACzZ8+Wu61fv35GbjUhzcO4cUBVlXAt7zt3jN0aQgibaOJM86Jt6FRZqfr3CSH6IxkQAhQSE9NnZewGsO3WrVvgS3wzPnjwACNHjsS0adPE140ZMwbbt28XX7axsTFoGwkhQGmpsVtACGETVVKYF22H71RUSF+mSgpCDEd2OBbtf4mpM7uQwsPDQ+rymjVrEBwcjIiICPF1tra28KYFhAkxKjrLRoh5oZDCvMj+/dTts2UrKSikIMRwqJKCmBuzG+4hqa6uDnv27MHcuXPB4/HE158/fx6enp5o164dXn31VeTn56vdVm1tLcrKyqT+EUJ0RyEFIeaFQgrzou3wHdlKCoCCCkIMhUIKYm7MOqQ4dOgQSkpKMHv2bPF1Y8eOxd69e3H27FmsW7cOt27dwrBhw1Ar++mWsXr1ari4uIj/BQQE6Ln1hJg3OnglxLzQnBTmpanDPQDazxNiKBRSEHNjdsM9JG3duhVjx46Fr6+v+LrnnntO/HPnzp3Rq1cvBAYG4vjx43jmmWeUbmvZsmV45513xJfLysooqCCkCagDQ4h5oUoK86Jt6CQ73AOgkIIQQ6GQgpgbsw0p0tPTcfr0aRw4cEDl/Xx8fBAYGIjExESV97O1tYWtrS2bTSSkWaOQghDzQiGFeWGjkoL284QYBoUUxNyY7XCP7du3w9PTE+PGjVN5v8LCQmRmZsLHx8dALSOEAHTwSoi50bZTS7iNKikIMR0UUhBzY5YhhUAgwPbt2zFr1ixYWTUWi1RUVGDJkiW4du0a0tLScP78eUyYMAHu7u6YMmWKEVtMSPNDIQUh5oXmpDAvNCcFIaaDQgpibsxyuMfp06eRkZGBuXPnSl1vaWmJmJgY7Nq1CyUlJfDx8cHQoUOxb98+ODk5Gam1hDRPWVnGbgEhhE003MO8sLG6BwVVhBgGhRTE3JhlSDFq1CgwDCN3vb29PU6dOmWEFhFCZL37LvD664CDg7FbQghhA4UU5kX276cucEhOlr+OKikIMQwKKYi5McvhHoQQ03DokLFbQAhhC4UU5kXb4R7R0fLXUUhBiGFQSEHMDYUUhBCjsTLLWi5Cmidtz7wT/RAIgDffBMaPB7Kzdd+ONsM9GAaIiVG/DUKIflBIQcwNhRSEEKOxszN2CwghbKmvl75MB8nGsXMnsGEDcPw4sH697tvRppKirk74TxZVUhBiGLIhBQWExNRRSEEIMRpbW2O3gBDCFlqClBu2bWv8ef9+3bejTSWFbEAlQiEFIYZBlRTE3FBIQQgxGmtrY7eAEMIWCim44e7dxp979dJ9O9r8PZWFFHQ2lxDDqKyUvkz7X2LqKKQghBgNHcASYj5kD4qVdVyJfkkOu3B01H07VElBiOnIzZW+TCEFMXUUUhBCjIa+RAkxH7IdVQopjENyQuKqKt23I/v30yWkoCCaEPWKi5u+v6SQgpgbCikIIUZDX6KEmA+qpOAGS8vGn6urdd+O7ESYugz3oEoKQlQ7fx7w9gY6dABqanTfTk6O9GU6viKmjkIKQojR0JcoIeaDQgpu0FdIoaoqQtHKHgCFFISoM2mS8POTkgL8/rvu26FKCmJuKKQghBgNfYkSYj5kQwllHVeiX1yqpKDhHoSoVlbW+HNRkW7bYBgKKVSprBQuzRwfb+yWEG1Yqb8LIYToB32JEmI+qJKCGySDAUNVUtBwD0KajsfT7feKiuTnn6Hjq0bvvQds2iRc9r6sDLCxMXaLiCaokoIQYjT0JUqI+aCQghskwwVjV1JQSEGI5iSrKrSRmip/HR1fNdq0Sfh/bS2QnGzcthDNUUhBCDEa6sQQYj5kD4ppuIdx6CukoNU9jKMpK7QQ0/LkiW6/RyGF5nStViGGRyEFIcRgHB2lL7/yCn2REmIuaAlS42MY6X1qejoQFgZERWm/LUUhk7LKCKqk0I8vvgCcnID33zd2S4g+yH7GKKTQPwvq+ZoM+lMRQvSuoQEYORKoqJC/7Y8/DN8eQgj7aLiH8Sl6zR89Ap5+WvttKQoplHV8KKTQj08+Eb6GX39t7JYQfcjOlr6sa0hRUCB/HYUUilElhemgkIIQonc7dwKnTyu+raTEoE0hhOgJDfcwPmWveV4eO9tSNnyDhnuwr6bG2C0g+hYXJ325tla37Sj6rFJIrBgFp6aDQgpCiN6lpCi/zYrWGCIKlJUJq2xycozdEqIpGu5hfGwGQ1RJYVyZmcZuAdG3R4+kL+ta/aDo80eVFIpRcGo6KKQghBiVtbWxW0C46M03geefB8aNM3ZLiCYEAvkOKYUUhqfvkELbSgoKKXSXlmbsFnBXWZlwCMy5c8ZuSdPEx0tf1jVYkPysioYzUCWbYhTemA46h0kIMSqqpCCK7Nol/D86WjgZII0j5TZFnVc6SDY8tl5zhtHu7KzkfW1sGttBZy11R5UUyv3vf8COHYCdHZCbC7i4GLtFusnPl76s6+dF8vPn4CCc/4v2v4qJ9mEMI3z9PT3p+IKrqJKCEGJUFFIQdXQdp0sMJz1d/jqqpDA8tjomysIIZZ0oyce1s2v8mSopdFdWZuwWcNeOHcL/a2qA5GSjNqVJioulL7NRSSFaRU0goJBQkbQ04MAB4epy3t7A4sXGbhFRhkIKQohRUUhB1KmuNnYLiCpLlgChofLXU0hheGyFFMq2o8lwD1vbxp8ppNBdZaX0ZXothWT3K6Z8DFFUJH2ZrUoKRdcToalThf+2bRNe/uEHoKrKuG0iilFIQQjRO1WldKZ8gEEMg2a557Z16xRfX1cnLKklhqPvkEKT4R6SIQWdydWdbEhBr6WQbOWEKQ9r0EclhWRIIbqeYYB79+SHlxChCxeM3QKiCIUUhJg4U+8EUEhBZMm+p6mSwnRRx8qwuFBJQcM92EEhhWJPnkhfNuVqAdmQQte/saLhHpLX//030L27sOKtvFy3xzBnCQnGbgFRhEIKQkzYtm2AuzvwxRfGbonuLC2N3QLCNbKhBFVScJe6kNSUOxCmiCopzIdsSEGrEgjJduxNtZKivl44waUkNpYgVTTcY9o04f9lZcCff+r2GOZMNvgi3EAhBSEmbN484ZjGTz4xdkt0R7MqE1myB+cUUigmEAg/+2+/bbxqE3WPa6odCFPFVihElRTGRyGFYrLzOJjqPkY2bAHYnThT9noRyRCRCNEwGG6iQmtCzER9PWBtbexWaI8OYoks2YNzGu6h2O7djVVULVsCK1YIf66uFnYUDREAqisdpkoKw1LVYcvLA86fB55+GnBy0m07mlRSUEjBDhruoZi5VFIoCinYmDizRYvGnxW9Ni1b6vYYpkqTIdFUScFNVElBiImSPfg31eXK6CCWyKJKCs0cOND488qVwmVAr14FvLyA3r0Nc+ZV3X7HVDsQpkrV6z12LDBjBrBwoe7bURY60XAP9lElBbB+PRAeDpw503iduVRSKGp3UysprKykP39USaHZPohCCm6ikIIQE1VYKH2ZQgpiLqiSQjOyZ4gGDwbGjRNWN9y5A/zxh/7bQJUU3KKqwxYdLfx/zx7dt6NJSEGVFOxo7iFFfT3w7rvA3bvAiBGN15tLJYWiz1JTKymsrQEbm8brFb02zS041OQ7iEIKbqLhHoSYKNkxdKWlwk6Lqc3xQAexRBZVUmhGNqTIzJS+nJur/zZQSMEtbH1W2KqkoP277qqqpC83t85lba3i62UrKUx1H6ModGpqJYWNjXRIwWYQYqo0CbEopOAmqqQgxETJ7lTDw4FWrYCoKOO0R1emvoQqYR9VUmhGXQdQ2UE+m2i4B7fIfnZ0pewzp6xDKBlWSU7c19w6RGxq7pUUyvZfpaXSl011H6Po79nUJUhtbKTnJqurkw+7mtv7SJMQi06EcBOFFASA8IBkwQLgf/9rfjswU1VQIH9daSkwZYrh26KOqiCCzrQRWbIHVXQAoZi6gM8QB+9UScEtbIUUkiX1ksM3FP09S0qAzZsbL3t5Nf5M+3fdNfeJM5WFFLLLdppTSNHUJUgVDfeQDZKb2/tIk+8gQwT6RHsUUhAAwJo1wM8/Az/8APzyi7FbQzQh+0UtkpFh2HZoQtUXLx3EElmy7xeqpFBMXUhhiAMvdZ1icwspEhOBxYuFq2RwEVshhWRJvWTooOjvKVphRtH9af+uO6qkUHy97OtiqiGFsqEYulSXKhvuUVcn/zo2t/eRJt9BAkHze11MAYUUBADw+++NPx87Zrx2EM3Jnm3mMgopiDZk3y9USaEYF4Z7qDuwM9UOhDLPPQd8/z0wdCg3913GCCnWrZO+TMM9mo5hKKQw95BC2d9Tl/2KskqK+nr517G5fSY1DcqpmoJ7KKQgAKR3ihb0rjAJpnR2mUIKog3ZgygKKRTjQiWFogPAfv1U327KRCtkAPIT+HGBPoZ7eHo2/qzJ31PyGIL277qpqZH/fDe3zmVzDSl0CaO0qaRobu8jTd8fFFJwD3VHCQDpL0MKKUyDKVVSqDqwpYkziSyqpNAMF0IK2b/V3LnSywWaW0ghyRCrp2hL2TBAbWlaSaGoQ2Vp2fgzhRS6URQ2NfdKCtH+ztxDCl1CBFUTZ8p+fza39xFVUpgu6o4SAFRJYYqUhRSSB4hcQZUUpunsWeC779jr+GhK9iCN3iOKqXtdDHHwLvnZ/vNPYOtW+YNkc5WXZ+wWyNOkkkJyIkxlNA0psrLkf1fyGKK5nbVli6K/Y3N7LWU7jaJ9iexrY6pBqLJ2axsiMIzqiTObeyUFhRSmy8rYDSDcIHmwy8VOLpGnLKRo0cKw7dAEhRSmJysLGD5c+HNGBrB+veEeW/b9Qu8RxbhQSSF5ACjq/MqOiTZXXKyk0CSkcHJSfx9Nh3uUlEhf/ugjGu7BBqqkkN9/1dQAVlbKwwtTw1YlheR2aOJMeZp+B5nq+8ic0TlzAoAqKUyRKYUUsl8SXbo0/kwHsdx05kzjz99+a9jHpkoKzXBhCVLJA15RBYVkJcXkycCWLeY5rMtUKyk0+TyJli20tARcXBqvl92XS5aSe3kJQwoa7tF0FFIoDikUvS6m2rlka04Kyc8kTZwpT9NKUKqk4B6z646uXLkSPB5P6p+3t7f4doZhsHLlSvj6+sLe3h5DhgxBbGysEVvMDRRSmB5lE2dKfkFxheyXruSZPDqI5SZjHshQJYVmuLC6h+QBstV/tZmSIQUAvPYa8OabQGoqcPOm/ttkKFyrpEhP12xpVE0+26IDeycn6b+nqpBi1izA3p6Ge7CBhnvI77+qq5tHSKHt31ny+Suak6K5V1KUl2t2PwopuMcsu6OdOnVCTk6O+F9MTIz4tq+//hrr16/Hhg0bcOvWLXh7e2PkyJEo1/RdbKYkd4o8nvHaQTSnrJJCcvk3rqCQwvQY8+9ClRSa4cJwD8nPtiikUBSUbtwIdO0K9O0LHDig/3YZApdW9+DzgZEjpa+zt1d8X00+T6KQwsFBdUgh+R4TDfeRrKRobh1rtlAlhflXUrA1J4Xkdmh1D3kUUpguswwprKys4O3tLf7n4eEBQFhF8d133+Gjjz7CM888g86dO2Pnzp2oqqrCb7/9ZuRWGxdVUpgeyZBC8uwZF0MK2S9jyTaKOloCAa3iwCVUScF96kIKQ3Rq1A33kCTq+K5cqdcmGUxhobFb0CgyEkhMbLzs6QnExAirG2Rp8tkWdQYdHVVPhCq5zxaFFJITc9I+XTdUSdF8Kym03W9LPv/mPnFmcbGwau/77xuvUxVSzJzZ+DOFFNxjlt3RxMRE+Pr6IigoCDNmzEBKSgoAIDU1Fbm5uRg1apT4vra2toiIiMDVq1dVbrO2thZlZWVS/8wJhRSmRzKkGDSo8YuJixPVqaukqK4GOnUCfH2B+/cN2zaimDEPZKiSQjPqXhdD/A0VDfdQN+RMk4kbuUj29eZSJcWdO9KXHR2B4GBg/Hj5+6p7XzBMY6AkG1KoGu4hCiccHBqvM/TKQOZCUaVkc6+kyM0135BCsoK5qcM91M1JYc7voyVLgA0bgMWLAVG3TllI8ddfQGho42UKKbjH7Lqjffv2xa5du3Dq1Cls2bIFubm5GDBgAAoLC5H73wBSL8n1tP67nKtmcOnq1avh4uIi/hcQEKC352AMFFKYHtGcFDY2wvJa0YGkKYYUmzYBcXHCFHzqVMO2jSj266/Ge2yqpFDv778bD8KUMcS+QJtKCpGuXfXXHn2S7QxxKaSQrVgQBQWSgYGIJnOZiDpKuoQUkpVymkzkSeTRcA/5z9vTTwMJCervZyok/56S1UdNnThTtvJJdt9gzpUU27Y1/iyqMFYWlPbvD9jaNl6mkIJ7zK47OnbsWEydOhVdunTBiBEjcPz4cQDAzp07xffhyUy6wDCM3HWyli1bhtLSUvG/zMxM9htvRJJlwxRSmAbRmRbRah5cDilk2yS5AolAID1LflKSYdpElLtxA4iKMt7jyx6kmePKEE317LPq72OIg3dNJs6UZarfMbKvJ5eGe8geYIvCCUXD/9R1UiQP6tXNSaGukoJCCt3QcA/FncY5c+SvUzaJONcpWr4ZYLeSojlPnCmaG0dZJYW9PYUUXGeihwqac3BwQJcuXZCYmChe5UO2aiI/P1+uukKWra0tnJ2dpf6ZE8kzKzRxpmkQhRSiydG4HFLIfilKfiELBPSe45ojR4z7+DTcQzVNXw9jLUGqbriHqXa2Hj2SvlxUxJ0ATfYAW3SAriikUPf+kQwpmlpJQcM9dKPoe7y5dC5FNO00mmpIIfn3lOwss7kEaXObk0KStiGFqVbkmDOzDylqa2vx6NEj+Pj4ICgoCN7e3oiMjBTfXldXhwsXLmDAgAFGbKXxSR60NLcvQlMlOjg0h5CCcIuxQyMa7qGapgflhh7uoWklhSl+xzx8CPTrJ31dbS13KgWUdegUhRQMozpckXxOjo7yY9wlSYYUogN+qqRoOkWfEVP83DRFcwop9FVJoWhOiuYSUogq9pSFFHZ2VEnBdWYXUixZsgQXLlxAamoqbty4gWeffRZlZWWYNWsWeDweFi9ejFWrVuHgwYN48OABZs+ejRYtWmCm5BSvzZBkJ4CLnVwiT7RDFX0hcTmkkG2T5JQuDGP8TrGucnLoIFwfqJJCNU3PTnN1uIcpdrY++UTx9bLVFcYie4At2qe6uCi+v6qOClVSGJ+i7/Hm0rkUaa4hRVNW96DhHo1UVVLY2Qn3kZKvFYUU3GNl7Aaw7fHjx3j++edRUFAADw8P9OvXD9evX0dgYCAA4L333kN1dTUWLlyI4uJi9O3bF//++y+cTHW6cZZQSGF6RDtUURLM5ZBC8ksxKgpITW28bKrDPY4fByZNAvz9gdu3AXd3Y7eIPcb+e1AlhWqadvyMNXGmuuEepniQrOwzceYM0Lu3YduiiLKQ4r8V2OWo+kxpMyeF5OOKOlr29sLHZxgKcXVFlRTmH1Iom5OC7Ykzm2slhYiifZAoXKVKCm4zu0qKP/74A9nZ2airq0NWVhb+/vtvhIWFiW/n8XhYuXIlcnJyUFNTgwsXLqBz585GbDE3SO60uNjJJdIYRnVIUV8PREdzZ7y06P1lZweEh0tPnGeqIcW2bcLnlZ4OLFhg7Nawy9gTG1IlhWqq1n2XxNVKClM8SHZ1VXz9qlXys+cbg7KQgscDLl+WH/ahaSWFspAiORl4773GGfSBxo4Wj9c4OTKFFLpR1FE1xc9NU2jaaVS0XKspUDYnBU2cyQ7RfllVn4ZCCm4zu5CC6IYqKUyLoi83yZBiwgSgRw/hmtFcIPrSFZXfyYYUpubcOeDAgcbLFy8ary36YOzQyNCVFNXVwJ49QGysfh+HLVwa7qHLEqSmeJDs5qb4+vJygAuLfSkLKQBg4ECgtBQYOrTxOlWfKdk5KRSFFIsXA998I70MruTZYFEoQsM9dEOVFOo7jaLOuKlWUuhrCVLZkKI5LUEqSfS8VT1fCim4jUIKAkD6gIVmuOU+yZ2popDi1Cnhz+vXG7ZdyojeX6JwQvIA+sMPTe/ga9gwY7dAv4wdVBq6kuLLL4GXXgK6dTONThVXh3uIKinMcbiHskoKgBsH/eq+ty0sGv8+gOo2S4YUyiopjh2T/z3JjpZo8kyqpNANre6hvtMoWpTP3EIKtifOLClR/rjmTBRSqHq+FFJwG4UUBIB0p9HYHRSinuTOVHbiTC4cMMtSVUkBAJs2GbY9bDN25QHbjF0+a+hKii+/FP7P5wM3buj3sdhg7EqKrVuB6dOB+PjmM9xDtO9ShAsH/aoqKUQkn0NTQwpFJDtaolXaS0u5M+zQlNBwD9WdRh6vMaSorTXNikzJz5JoeBSgfWdZcjs2NvJzUhQVSd+/ubyPROGVppUUdIKWe8xu4kzSdBRScJ+qSgouUhdS0Nk2bjF2SGHMOSlM4QBO05BCIBA+H1UdbG3l5wOvvCL8OToa8PVtvM2cJ85U9b7gwvOR7dj4+MjfR9NhdrqGFJIH/KKJhOvrgbIy5auMEMUUvaea27GZqs56jx6A5Hz3NTXSHX1TIPk3FoV6gPbfv5Kda0XDPZpLSCH7vKiSwvRRJQUBw9CcFKbG3EIKU2dulRTGLp815uoepnBGTtOJMwH29+fZ2Y0/JyVJz8dizkuQmlJI4eIinC9Clq6VFJIVEqr2DZIdLclVRZ48Uf47RDFFn1tTGIrGJlWdxuHDhavIiBj7O0sXkvsNyRBP25M2ssM91FVScGF/pQ+yrxvNSWH6zKyrQHQh+wGW/HLMzKQSKK558kQ4MaaIupDi3XeBV181brWC7JwU5hZSmBuqpOA2bTorhtp/W1g0fq7NMaSQfQ9KzkvDhecjOsDm8YCsLMDPT/4+kiGFNpUUkmeoKyuBv/6S/x0bG+kVRCRDioIC1W0n8hS9p4qLDd8OY1LVaezVSzqkMPZ3li4k/8YtWzb+rO2xmuzEmZLzzzSnSgrZMFQUXKnaP0tWnVBIwT3UVSByH2DRDm/vXqB1a2FZnSmcXWwuPvhAehUCdSHF+vXAr78Cn3+u/7YpY6xKih07gFGj9D/PgLlVUhj7gI8qKVTTZslLtkMKZfMLSE7KqG64hykeJEu2+fffhd+LIlwKKdzcGietlCW539WmksLCorFDWFUlnI9Elpub9H5QNNwDoEoKXSh6T8lOgGjuVHUaO3c2/UoKyXBBspKiKcM9RPte0f+lpc1nCdLHj6Uvq6qkGDxY+D9VUnAbhRRErqxQdPnFF4X/x8YC164Ztk1Eud9+k74sO3GmMjt36qc9mpANKQzRqRcIgDlzgMhIoF8/9rarqJNm7iEFm3MaaMKYlRSmcACnTfDA9nAPZQdykvsfKzWzXZnCayxL8j3ZsqX0c+TC8xH9XSQPumXpOtwDaKymUHaWVzKUAGi4R1NRSKG60xgSYvohBVvDPWQnzgQa98e5ufL3N8WQWBOyS0HLzknh5wds2wbMmgXs2iW8jkIKbqOQgiitpJBkrjs1UyR7lkzTOSmMOcO6MSopVA1jagptzmKbKtkDPskJygzBmJUUpvD31SakYLuSQtnrI9lpd3QUdiIAYNo0+ftyoVOvLcn9iaWlaYYUuk6cKfk/hRSGoej7qrkN91C273rlFfkJIk1xLjV9zEkhO3mxom2Z6/G8bEghO9zDykp44mrHDqBNG+F1FFJwG4UURG7nruiLgcuTMjY3kuN+gcadrOTkZooYs4zdGHNSyH4RSw6RaYqyMvWPZeo0CS71yZiVFKYQUig6mNqwQfF92f7baRJSWFgA584B+/YB69bJ35cLnXptSb4HJcd8A9x4PvqupBD9r6wU3c1N+rLk95QpnuU2poQE4Ngx+eupkgLIywO2bBH+rOmqM1ylz0oKVUPuuLC/0oesLOnLssM9FFWEUkjBbRRSELkdlqKDUHXlu8RwlIUUkqWPihgzpDBGJYXs801LY2e7paXy15niAZIqsvsEQx/UGLKSQvbAxhQ6VJJBspOTcCLNp59Wf182KAspZINsf3/h3AWKlp40xVBPtpJC8oCXCwf92oYUmlZSiIZ5aFtJYeodSGOpqQGGDpW+TrRqCoUUgKdn489cCwq1pY85KTRZBtoU97+akJ1QWvSekKykkCW5v6RFAriHQgoidwCh6CDd3MbcmzJlIYW6NcKb23AP2YNwtg6UFVVSmNtBuDFDiqtXgbNnpa/TZ0jx0kvSl02hkkLyYOrmTWEHMihI/X3ZoEklhSRFVXim2KHg8nAPhmn8O2s63EOTSgp7+8bfEX2/KPssSq5OAFBIoau4OOllfoHGAIhCCmmS7zFjfwZ1oa8lSAHV1c+m+FppQtkEoaJ9naLvKCurxn0cVVJwD4UURGElheyBiLkmr6ZIdk4K0ZeSupCiuVdSUEihOdnPO59vuJBr4ED56/T53j13TvqyqVVSSJ4xUzS0gs33JsNoXkmh6npTPEjmckih7P0gS9vhHpLfNcpWDBERne0XkXx9zG3/qE9xcfLXiV7b6mrjnmwwNHWdRlN/j+lzuIeqsNJcj+dlv5tkKymUTQAueq0opOAeCimIwgMs2QP1/HzDtIWoJzv3hCkM95Cdk8JQq3tIopBCc4r2CSdPGq8zRnNSSJPslEoejAYEqL5vU/z1l7DU+u23Fd+urJJC0YGhKR4kS74HuRZSSB5cszlxpjYhhezkulRJoZtHj+SvE722AkHzei21CSmM/RnUhT4nzlR10soUXytNyL5fRJ8VVZUUAIUUXEYhBVH4pSc7Jm7iRO13nEQ/ZDsdopnTabiHNEOGFIasNDAERQcxTz8NfPih4dsCGDakMOVKij59VN+3KaZPBwoKlJect2ql+HpFgaQpHiRLBiuyE2c2JXR5800gMFC+okcbmoYUTamkUPf9QiEFO3Jy5K8z9aU2dcEw2g33MMX3mKjNlpbCk0+ifaW2c1JIPnfRa6IqVDTFkFgTyoZ7qKukEH2HUkjBPRRSEI0qKYDGdYWJccnuSIODhf/TcA9pss+Xrc6aookzAdPseCmj7Ll8841+H1fZe5QqKaQpCykCA4XrwEsy1IGX5IR26pjiZ0Ufwz3S0oSrsmRkAMOG6d42XUIKZZ8phmnsJDVluIepdyCNRdF7SbJ6srmEFJq8Z8ylksLKShhQiI7htP0bSz530WtCIYXwdWGYxn0dVVKYHgopiEaVFAB9gLlCshM1bhwwZYrwZ3XDPYz1xST5JWGulRRsbp8LjHXAp2wfQ5UU0lTNQTBnDrB+fePloiLDtMnLS/P7mmKHQh8hRUFB09okomz4jyxNJs6UnPdAsqMjO2GzLKqkYIeifV1zrKRQ9F2wcqX0ZXOZOFO0LxHty7X9vMjumwDVIYUpvlaaUDQnhaLXRhaFFNxFC0sShTssRUM7zKmc3ZSJdqR2dtJrqaurpDDWgaLk+0Z0kEwhBbdRSMFt6iZKlKxqEA0H0zdtKilM8UyePkIKtt5rbFZSSH73S3Z0ZFfvkKUqpDDXTpE+KPpsNPeQYuxYYNMmoE0b6fuYy8SZsiGFtlWf2oYUprj/1YSiOSkUVZnIEu0zaQlS7qFKCqJw5z5kiPx1xhwuQBqJdsSyB6PqQgpjzZug6AvUGBNnsvUF1JxDCnXVOk2l7G9kyH2PKRyoiPYBFhaKzw55eDT+bKhJj819uIfke1B2Tgpdnw9bVS66TJyprKOiLKRQNueIiGylBVVS6IZCCiHJs+ItWsgHFIDpB2Giz4XoeRgqpODiaxUTAwwdCqxapfs2FA33kHxtaLiH6aGQgijcYVVUyF9HIQU3KAspNOlAGuNgUdEXKFVScJuyg5jqav1+kXOhksIUQgpRG5UtNykZUhiqksLNTfP7cvEgWR19VFIUF8tfJxAAUVHabZPNiTN1DSlk34umfpbbWCikEJIccqzs2MbU32PKKim0/Y7VNKQQvY5crKQYOhQ4fx746CPhHD26UBRSSO5H1Q33kA01iPFRSEE0Phii4R7cIDrDILsUqbpKCoBCCjYoCylMseOljKrnomziUDZQSKEZURuVdUiNEVKomrNg4EDpy6b4WdFHSCFbScEwwKJFQM+ewtVUNGWI4R7qQgrJ9xxAlRS6opBCSPJ5ahJSmOI+xZDDPRwdG7fPxY54YWHjz7pWmCka7qFNJQVgGt//zQmFFETjAwgKKbhB1+EegHEOFmXLpCX/N9TjAuw9d2XLg5nTgbjo4KljR+Dnn4H27RtvU7YEJRskDzLGjGk84KKQQigrC5g3D4iLE17mUiWFqkquv/8GNm9ubBcXD5LVMUQlRUWF8PMGAAcPar4dYw33GDgQmDAB2LJFfs4KCil0oy6kMIXVh9ggGVIoO7Yx9feYIUMKF5fG27ge6MiegNOUookztamkAGjIB9dQSEGoksLENGW4hzE6YFyppGDruSv7EjPFgyRFGKbxb+biArz+OjByZOPthgopgoIa3ydRUcDDh/p7XElcDilee016iVFlIYWtbeMcETEx+nlOsmf6VYWkXl7CtgcGCi9z/SBZEUPMSaHrZ8tYlRS9egFHjgCvvCJ/m6l3II1FUUjRHJcgbQ6VFPqYk0L0nSkbUjg7N37+uRYS79zJznZkj80EAul9jyaVFBRScAuFFETjAwiak4IblA33MKc5Kdj4EtVXJYW5hxSSr5voS93FpfE6fYYUskspSr6m48bp73ElJScb5nF0ceKE9GVlIQXQGCyVlQHXr7PflrAw6cuaVHKJ3k8CgemF3vqopJAdOqbrUCpjVVKoev9RSKEbWoJUSJM5KUx94kxllRQCQePn89EjoH9/YPFi5duRfM8oq6Rwdm58HC69Vg8fArNnS1+nS/sYRvGxmWR1BVVSmB4KKQhVUmjg8GHgww/ZW9deVw0NjV9Isgejqg5ORYw93EPT1T3YaKe+Qgpl5bbmciCuqDxS8iBRn5UGkgcIsh2gtDT9Pa6k3Fzg++8N81jqHDgA9OkD7N6teC4UVZ3Enj0bf87KYr9tshNlahKSSnbsuXY2Tx19hBSyn6UrV3TbDpsTZ0p2DiWDJ0VLkEp2EhU9lmg/by77RkOgOSmEtK2kMMX3mLKQAmjcNwwaJAyZv/8eSExUvB1NhntwtZLi/Hn563RpX0OD4j6K5PEaVVKYHgopiMY7dy7t2AwpOxuYPBlYvRp46y3jtiUnp/Fn2TNbmozjM3YlhaZzUrCR9GsbUlRVAeXl6rdr7pUUitYVV3TwpA+adrbYomyfpuqslSFNnQrcugW8/DLg7S1/u6qQQrL6Rdlkr00hG1JoU0kBcOtsniYMEVLMn6/bdlSFe5I0Ge4huR+T3JaVlfB7UJKqxwIaQwxT+1sbE4UUQpqEFOZaSQEI9w2ZmdJDwjIzFW9H05CCi5UUshPuArq1T9nJI8l9oyYhRXOZ88VUUEhBNN4hcGnHZkh37jT+/Pvvxn0dPv208ed27aRv42olhS7DPdjoCGszJ0VeHhAQAPj6AvHxqrcr+tLz9gbefrvxenMOKSQPBs0ppDClv5mizokhQwrZg15dKikkO8mm9NoD8hVhbIQU+hiC1tThHoo+/yKffy59WVUlheTvm9rf2pjUhRTKJm42N5pMnCn5/ly50vSGJCubkwIQfs/KDtNTVslrypUUik6u6bI/VXbyiIZ7mDYKKYjGO4Tm+uGV/eKTDAoMqaIC2Lq18XJoqPTtVlaGGUahLa6EFKqe+/LlwjMWFRVAhw5AQoLy+0pOXGrqZ3IUaU6VFFyeJFMTqkIKZ+fGn9lYNla23F+2kkuTSgpTXupNtiJMH5UUsjQdYsnmxJmqQgrZIErTSgoKKTQn+T4bPVrYUfX3b7xO8qSJOdN2uAcA/Pab/trDNsl5eZR9z96+Lf07ylZqMuWQQtG+QZf2aRJS0HAP00MhBdH4AMLUDirZInug+MUXxmmH7HJ1siEFj6d+yAdX5qTgWkghe4bipZeU31f0JWZjY7gKA0MyZkghO3Gmvpl650kyiFB1GxuVFJIHjq6uwsojSZpUUphy2bpsR0Cyw6+vSgpND9b1VUkhWykh+/2irpKCQgrtSf5djh4F+vYFwsMBd3fhdadPm17FgC60nTgTAO7d0197NMHnA19+KTxGVPfZ1eR79tEj6d9pakjBxeEeio4nqJKCiCjJlUhzQpUUqnFlhy67Mx80SP4+traqD/6NXUmh6ZwUhp44U/ZgR/YMhiTJSgpz/HJrTpUUpt55EnVcFGE7pJD8PJ08CTg6St+ursMKmHbZuiHmpJClaWeUzYkzVVVSyIYUVEnBPmWVh926AWfOCOdNqqwEnJyM0z5D0aWSwtjfwbt3Ax9/LPzZzQ1YsED5fTX5npU9ltMkpFC2BKmLCzcrKdgKKZRNDk2VFKaNKimIxgcQzfXDK7kkmzFJ/p1efFHxwSgXKykUHXSpG5bCRkdY9otY1TZlO1iqyqwlQwrJEndTOzOsDFdCCkUdoPR0dh/P1KtfZOeFkMT2nBSiDnNwMNC7t2ahhCxjfV7Ky4HnngOef144pEsXxpiTQtPOhKYVSE0d7kEhhf5J/l0kw3zJ0FGTCZ5NnSZzUsjug4x9jLpzZ+PPP/+s+r6Snwllc1LIfj9JTqIpSbSfsLBoPLYylUoKRfsGXdqnbIguVVKYNgopiMY7BFM/oNcVF0MKZWGEurPPXAkp1FVSTJ0KZGQ07XGbUkmhLKSQXQLWlMvXleFKSKHovdymDbB9O3uPx8bnISZGuPrGsWNN35a2NK2kYGNOCskDYUC3kMJYlRTHjwN//gn88Qfw2mu6bcMYc1IYe7iHupCibVvV7aKQQnuiv4tsh0qyckIfq/VwjS6VFMY+RpVsp7pVIjT5npV9Psr2M4reM7LBDlfnpFD0N9OlfZLLs0quhEWVFKaNQgqi8QHEnj2aT+RlTnQ988Y2yZ25sjNYXAwpdJmT4tEj6ZUzmvq4gOrnru6MoIhsZ8AcQwpFoRKX5qSYO1c/j6erQYOEZb4TJhh+rLiqkMLBofGsGpuVFJp+hhUxViWF5Nju338H8vO134Y+hnuwVUmhKliQJHmbsm1Ltkl2W7Id5y5dVLeruYQUf/8NbN7MzvPUJKRoDpUUmsxJweWQQt3+TZOQQrbDrE1IIfv+kQwpJCftNDa2hnukpjb+3KFD48/aLkFKIQW3UEhBtNohXLmiv3ZwFVdCCkXlgbK4PtxD0zkpAODAgaY9rqYhxYEDwgNMTTSHkELdwZM+30OSZz3UvZfZoOq5aBo4SAYAhi6jVRVK8niNHRs2J87UJZwQMdbnRXZYjJ+f9t9lqiopdD0zydacFJKPr2lIoey9qmngAagOySR/35xDir/+Ap59Fpg/H9i3r+nbo5BCSPI9o+wkguxxkLHnuTF2JYWqfbPkcA/J3zE2toZ7SL7erq6Kr1c23EPyWINCCm6hkIJotUOQnW24OeBCSFFXB+TkNF5WFlJwsZJCl+EebJA9wFfWIZg6VfNtqgopjH2AxBZjDvfQ5OwZm1Q9F10OVgx94KfucyT6u7ERnog+T5KPOXOm8P/lyzXbhmQlhSE/L7LPv6FBWAGjzd9Ldtw325UUffsqf0x1JB9f2YG47G26hhTvvy/8/vn6a/XtEn1PcWkMPNumT2/8+eLFpm9PWYeT7YlwuU6TsEz2etkV0AxNsrOrLoRVVLEku1qYpiGFbJWbIpKVFAB3Qgq2hntIbkfye4aGe5g2CimIVh3X3bu5UyZmKMYOKWpqgI4dgWeeabzOVCspNJ04EwC8vJr2uJqGFNqgSgr9hhSajENmk6rPg7ozYYqw2RlTt591dJTeJyjC5kRpig6E9+wBHj8GPv1Us20Y6/Oi7O88cKDm32eyIQ2bc1IEBAC//CJ/u6YH67pUUugyJwUArFkjPJO/dKn6dkkO9zC344aLFxtDOhEPj6ZvlyophDR5T8seB5WU6K05GtG1kkLZxJlNGe4hS7aSQtm21q8H2rUDDh5Uvi02sTXcQ3I7kpOG0sSZpo1CCqLVDuHSJeH4y+bE2CHF/v1ASor0deY+JwUA+Piw97iA4rMs2n4ZUkhh/JBCXQm6NrgcUqjroKakSJ9dVUT0WrFx1kzRGV4eTzh0QlNcqaQQuXEDiI0V/q3VvUayHQE2KymsrRUvKWnsSgpdK/YU/T5XztyyJSJCOL+JJDZXpWruIYUm72nZ74KyMuEKPiNHKl+uU58kTxKp2yfoe+JMWZpWUrz7rnASSnUBOFv0EVJIHjt89VXjz5rszyik4BYKKYjWHddff9VPO7jK2J1PRTPzm9JwD8kvD23mpJBdQktbsiHFkyfyZ/O07Yg215BCtgxVUkICMHYs8OWXTX9sTUKKXr2a/jgiqjoVuvw92Qwp1G1L3XwAQONBqb4qKbTFtUoKQDj5o5eXcLI1VSs56SOkEL3/bGzYCykMOSeFOlwsL9cnNjo4yj5nzTmk0LSSIjVVuILP6dPAG2/or23KaLPikbqQora26ZUUPXs2/uzkpL6SytATPwPszUkh+V0uuTKc5Guo7JiCQgruMruQYvXq1ejduzecnJzg6emJyZMnIz4+Xuo+s2fPBo/Hk/rXr18/I7XY+CR3CKNHq79/c/sQc/H5mtJwj9mzG3/WppJC07N1yiiaOFN2LK+2f1vZkMJQqxUwDHDqFHD+vP4eQ0TbSorx44GTJ4GPPwbi4pr22JqEFGx2dky5kkKTIVPqhnscPgyMGwdcuKB5e9iaONOQlRTq9ntlZUBSkvC9rIw+QwpllRS6TJypKkRiY7iHNiik0J6yDmdzm5NCk+EeqoYQNXXibV1osx9QNCeF7PFEUysp9u8XVkacPy98DHWVVLL7SUN8Ztmek8LGBujfX/F9lB0fU0jBXWYXUly4cAGLFi3C9evXERkZiYaGBowaNQqVMqdIxowZg5ycHPG/EydOGKnFxie5Y9JkMixjL/NkaLI7LU2Xq2SLonGWpjTcIzm58WdtQoqmTq6p6ABftgTUVCopIiOBMWOAoUOB27f19ziA9iGF5Prk6elNe2xNQgo2gwBV+zIuhxSaVjOoG+4xeTJw4gQwZIjq7Uh2BpryuTTWEqSa/l3OnweuXVN8m+wZbjaHe9jYKN53s11JwcbEmdow15BC2XPR53APR8fGn1VV/HAVnw8sXCgcjqGoOlSWJsM9VA13M8ZkrdocXykaViU7HK6pIUWbNsDatcKhSbK3K3oPyx7rFhQofjw2sT3cw8YGeOklxfdRFlJInvQz55WITBGLo3u54eTJk1KXt2/fDk9PT9y5cwdPPfWU+HpbW1t4e3sbunmc8+SJ9PANa2sgOFi6YymruSWNsjtRNsfEa0LRF4UpVVIooslZ4KYeZCgKKQoKgJCQxsvavpdll8g0VEghWbq6YgVw/Lj+HkvRwaGmc1JoU+6qiKFDCi5XUqjalqYhharhHtp0GhXNK6MLrlZSSPryS+DYMfnrZStJmhpSCASN21T2udFl4kxNKykMEVI05TUSBWOafFcYmrL3kz4rKUz9bO/OncBPPwl/bvl/9s47zIoifdvPmciQw5CzAUUFWTGAmFABs6CiqKuiKAZQV/BTWXUVzBFdcwDMWTHzE1d0DaCA4qKiYiBnUDIME/r7o+3pOnWququ7q8M5572va645sbtOd3WFp5/3rcb2Yxkq9bCkBPj8c3OlniTgpY6Lfh8rUmzenFnPguSkYPcj2xbft69aFTyBuRu6wz1KSswy9+gBfPtt+mdk42P2uMUR8kLIyTknBc+GvyTbpuzCuQA++eQTtGjRAl26dMEFF1yA1atXO26noqICGzduTPvLBS65JP15cbH7RGPtWmDduvDKlDT4AYGOif727eoNsSgBVLaKFFYsrcpEJwyRwouTQjQQZO9g1asXnUjB/pawB+0imy0rUjjVoWwTKdhBWf/+8vdUicpJoepmcAr3ULmbKSpLLjspAPmEiJ8IqLgSnGCvI+v6Gj1avE83/OSkkG1bZEP3i18nxbp1wJ57AnvtlcyxhqwN1Omk4K+zqJIXhwW7POtLL7l/XnXFmj59TJdhEuDrhVM4iuiaZfs8UfscVKRwux75esUuex8WYTgpAHH4nGx8zF5rJFIki5wWKQzDwKhRo3DQQQdhr732qn396KOPxvPPP49p06bhnnvuwaxZs3D44YejwkGevu2229CoUaPav/bt20fxE0LntdfSnxcVuQ9MFi0C2rQBvv8+vHIlCZFIEWQ5tV9/NTPid+4sXnHCMNI7B5F+Jgv3YC2hIqISKRYtMuMC+SXaLG2vsNC8k+KUCiZoWUWdzR9/pD93uiMlCl1g7/7yIkVUd4bDFimuvNJ+HIaTYts2M3xFNEm1XispkU+GddZhdlsDBwLDhgXbTzaFe/DXghO6nBRx3Q32ci5VRYqCAruOBk30Zl1fd98NnHKK/brunBTZEu7xj38AP/4IzJsH3HZbsDKEgawNjMpJMXEisHBh8H1FCds3qFwvqivWAOniZ5zwv8upr3TLSRGGSOHVScEmoAyLMHJSAP5FilwKS8sFclqkGDlyJObOnYsXuXWiTjvtNBx77LHYa6+9cPzxx2PKlCmYP38+3nPwUI8ZMwYbNmyo/VuyZEnYxY+F4uL0u8WlpQATJVPLjh3AOedEV644EQ08gjRkF1xgThCWLjWt+zwnnmiKQPfeaz7/8cfMz8gmg3zDfOihwIgR9vOoRIrzzgO+/DJziTbWgHTRRcD06fJthCFS8B2ik5NClASSvTbq1jXPg9XBeb0zPGmS6WRatcr9s6woFrZIMW+e/dhafldVpFAp21lnma6FM8/MfM8SemQuCiC8cI+SEqBDB/F7qmRTuIdIIJXBXktBnBTZIFLIjq1o1QW3xKSqZWLb88aN7cf5uroHmyD411+DlSEMZG1gmDkp+BsTp50WfF9RwtYllevRi0gRdCUwXfC/yyl3iFtOCi9LpoflpJg/33l7Oggj3APwJlJQuEdyyVmR4tJLL8Xbb7+Njz/+GO3atXP8bOvWrdGxY0f8wmaA4ygtLUXDhg3T/nKRoqL0iVu3bsDYseLPLlpk2udzXXnUZUezWLDAfswr1Tt2AO+8Yz4ePdpMmrl0aeY2VEWKTz4x7xBbRCVSTJsmfp2/O+A0qQ0j3IPfpleRgndSpFJ2x+dl0vXrr6aQ88gj5n83ogz3YNlvP/M/vzSaDJVz9vrr5v/JkzPfs4SeqEQK9touLg5uqU5quIdhZF4P/CDYyR2mK9xDtR7pZMECYMIE9c+7OSnY3+9HpDAMcyUc1rXDHhc/E/uwVvcIGr4VJNzDQmWp3agJMyeFbAlSPrHqzJnB9xUlXpMTshNvtz4vKSIF3w6oihQiJ4UoYbrsuKmuvORVpHCYEmmDwj0IJ3JOpDAMAyNHjsQbb7yBadOmoXPnzq7fWbduHZYsWYLWrVtHUMJkU1wMnHqq/bxbN3lowbp1QKtWpq0/SPhD0hENPIIsBel0N4vvONi72iyywaNIO2M/G3csq5dULmE4KfhtsgIOjygWmndSAO4rKIj43//sxyoLC0XppGBDhgYNMv+rTjaCCpZRixT83eygWb6TGu4h2h4vUjj93jDCPaJqi1gxQAXZ7xPdrXRyqsh4910zOeebb9qvsfXOz8Q+11b3YF1pzZoFK0MYJMFJkW2wdVxlImjVQ5X2RiZSRD0u5dtQpxBQPyKF7JqVCVs8XsM94hIpKNyDsMg5kWLEiBF47rnn8MILL6BBgwZYuXIlVq5ciW1/9XqbN2/GlVdeiRkzZmDhwoX45JNPcPzxx6O8vByDrBF5HlNUBNx0E9CzJ9C0qWlHd+oca2qAWbOAr7+OroxRIxIpjj7a//acJkJ8A8ktVlOL7JyIGuYkLa/kRaQIw0nB/v5Nm5zLI+qseCcF4O9uqtc7lLqWgFTZjyXE7LefLYioduJBzplhRB/uwecFSJKTwmlbqnXAaVLKixROriJdToo4wj2++cbb52UDfau87G/wc+1PnZr5WhxOiiSLFCxB3RxhEHdOimzE63m06qFKHZSJHla4YlR4cVKIclKw/Z4XkSKscA8r0XmY6HBSGAY5KXKVnBMpHnnkEWzYsAGHHXYYWrduXfv38ssvAwAKCwvx3Xff4cQTT0SXLl1wzjnnoEuXLpgxYwYaiGp1nlFUZF7cs2ebCRv33VdNwdc5OJ8yBejb17aFx43uwbSTaMAfx5tuct8GS9JFiquvVv9s2E4K0aopLKI6za/uAfibqHgd/EflpNi+3d4Xf3fKGuCE5aRYs8YWKZxMbeSk0OOk4EOvnEQKXTkp4lihwOvkSHZt8oNg9rNezjubc8KCLaOfAbPO1T2SJlL4WQo4bPi2wZr8RLW6RzbitS5Zx0Hlex07il/nhdiqqnDvlOvMSRGGSOEmUvJj3SiEZB0iBft5ykmRWwTsgpKH4eLvKisrwwcffBBRabIPke1UpXMMOphhOeYY8/8nn5gNRtzrpOseTDtluVbtQP2Ge0QhUjhdgkOHqm8nbCeFm0jh5qTgwz2iclKEiSicxaKw0DwmYTkpfvjBfrznnpnvl5aagyaddThKJ8WiReaqPqptpQ6RwslJwT93GpBm8+oe/LVWUuJ8bsN2Uois6VE5KaIO91BxbvDwbV0SRQq2/owcCTz/vFnOMJ0UOsdYceDXSaHS3gwebK4Iw7N+vZ0MecUK0x1YUGDehGvRwlt5VNCZkyIJiTOjEJJF14zXcYRopSQK98gNcs5JQQRD1BFGLVKwiJbfjBLWRqYLpyzXqg1kksM9ZB2zqivHImwnxb//7fx9VSeFn7j0pIZ7iMJZLEROCn5CEaSDZ/OviEQKq+5ko5PiwQeBTp2Aww5TF5x0hHt4yX8TRbhHQYFdprhEiltuMYVvZlXyNER9WXW13Z4EdVKI2kf2WguSkyKVcj4/KqIBW++DtjV+fgt/3XldNSkKZOJmmDkpRGRTLrAwwz3atDHbVp6LL7YfX3EFsGwZsGSJN0enF/w6KazfWFxsPxa1x6Jr1ouAnESRQvQ7vY4jdIoU5KRIFiRSEGmIXAsqE8uwLmzR8ptREkYj7SUnhco2WER36aIWKWTHTNaBvvKKaYFu3jx9xYegk1HRsbR+/6ZNwAsvOH9ftH9dTgrVwWV1tXkHKKpwD5EIYyESKfgJRJBzxi7FKrLvWneww1yCNCyR4tJLzf9ffGEOkkXl+Prr9PoVdriHl5VudDkpAL0TOhE//mgmf37mGfM531ZedJG5BPRnn4m/L7o2WUElqJNClAeHHVAHcVJ4sXu7hXsUFQVva/z8Fj7ZYJKcFKtWAZ9+ml4fiovtOhFUePN6nSXp2OjGS7gHIA6jmj7dToDNLqf522+BiiYlaE4KINPB6LR9QN1Fxe9HJXFmFEKyqhjjRFCRgsI9kguJFIQrKiJFWJNf2eoWUaG7kZ40yZyoWLhZsGXIGlJRwsGoRQrZPmQd6ODB5qRh6VJztY3dd3fejipOToq1a92/H2ZOCpXPGgbQp48ZIrB8ufq2g+BVpLjxxvTPBHFSsN8VDUytiUB1tb47iEGXIOUnuqLzytt2+TblySfN/e67L3DQQfZv07EEqZdwjyicFIC+CZ2MI48EXn0VOOccUxDgRYqiInNCIxuwitod0SDY2hbgrd6LktGxK+r4GTCr3nX2Eu6hwx3pR6Tghc+kTMS3bwd69AAOPRS49177dZ1OCq8iBZ9XJsn4zTOgKoqKRArAvp6jCBsOmpMC8J402otI4dVJ4RbeqYMoRQpZ8llyUiQXEikIV6JOnMly5ZXmCiPsXdYo0Xm3b9Mm4Lzz0l/z66SQDdxatrRtzJalMWqRQlYXnDrQVMquZ1Z5wxAprLKpTJDCzEmh8tl584CvvsqckIcZ7uGWkwJIPy533ZX+GT9ZuS3ckjOyAwxdA6eg4R6HHJL+nP/9S5cC7ds7f+aCC+zHc+aYgh2g30kRJNxDV+JMIHyRghX0RCKF9VzWr7mJFEGdFIsWZb7GihR+4qN1Jc5jX49LpEiqk+K//wVWrjQfv/ee/XpJib467WXCCYjzFiQVvyJFECcFEG2OgaA5KQDn8bZIoA/TSQGEP2aMKidFcbH8+FBOiuRCIgXhikosYVgN2bZtwCOPpMcWRonOgbRKtmbVBlJ2FzCVMu2o//kPcPPN5mtJd1Lw+Bn4i3ByUqjEOTuFexQW2p1hWCJFHCuxeHVS8Ila3eqv0wDL7S5ikyb2Y12iaNiJM0ePzhyoqpbd6XMU7qEGmwODfY39zyO67th+IEhOiiVLgGnTMl8PGu6hOqHzEu6hY+nPXBIpZPWVdWBFLVKwyYaTwldfAQce6C5gu+Ub8xru0aiR83ZYJ0VYuTz4tsOp7spECrfrjr+OwnRSAOGHfESVk6JZM/n3KdwjuZBIQbgStZNC1NmwuQqiRGcDLVLVvTgpxo0z72737QsccID8c02aAEcckZ6MSba/MJDVBdU7sKyTIshgIgyRwinDv5eOVeWzsgFHmOfQq0hx0EHpn3FrB5wGWKK79f/9L/C3vwG33w40bWq/r+sYhJ0486uvnPfptA0K9whOZWVm/+Vm+xYN1HU5KT7+WPy6LNzDq5MiF8I9eJEiKYkzZeVnnRRVVcEmOV6vs6+/9r+vsOjVC5gxA7jqqvT+hK9vEyY4b8druIcshFN03sISKby0qbKcFG4ihdONLd1LkALhi8nWMWKdm17nE3xuKSBTpDjzTPn3KdwjuZBIQbiiMljROXEKK3TED2yjfeyx9mOZtdAJUSzyggXmclgWTr994ECzI/7oI2/xlewgPZucFECwDkNVpNh5Z/H3ne40BLV8q3xWdo7DHDSorO6xeDHw7LPmY69OIKe7+aIB+iGHAN98Y4Yu+VnO0A0nJ8W2baYT4qKL1O/m8uUSWfvdJucqIkWc4R7Z5KSoqvLuCAjTSSFrG4OKFKoTOgr38I/Muq/DgWXh1UkRd84uHj4sl3WP8vXt0Uedt+W1HvboIX49Svu+l5VpZDkp3G4KOrXjbsIWm+9ClMDXTaDVTXW1/XvY8UaQcA/rWPIixfHHy79P4R7JhUQKwhWVCbHOya9TIxG1gME2fu3aAXvs4b8cIpECMNfutpJpOv32sjLzz2sCqGwL99BVXlWRQiY4eXVS1NR4T3RnITrvKksE6oY9LnwCL/b8nX22+d9r4levTgqWMEQKJyfFe++ZCfIee8x0c/z7384xxoDaAMdt0mX9NqffqNoG6Ar3yFYnRVWV98m2HyeF6rUvG/CzA2o/d/VUnRReV/cIip9rNqkihShcE0hf3QOIVqSQlSkuvvsu/bmTk+KII5y35TXc4/TTgWOOAY46Chg0KHM7UeClTfUb7sHvw4uAzK6atXBh5vtRixRsH8AKtTpyUvA5tUQrhllQuEdyIZGCUEJV9daBbFtXX22Ggjz+uL59ucEvPRckqaNIuba44grzv5tI4YekhHv4ESmC1CsnkYIdPLC5DlicRArR3VRAbwZ72bkKc9DAloPPhC06f14TvyZNpHByUvzyi/34p5+Ayy83w06cUCkXe4xF59h6zelYqk7cnOz9cSfODGqNF8EfT1G4h9dtAO5OCkDt2pcJM1E5KbIx3CPpIgXfbgQR37yKFE5jijiwkv5aOIkUbuMZr+Ee9eqZwvKUKek3HnItJ0WQcI+ddrIfL1iQ+b5obBFmHWOPDyvUeh2nio4l30+1ayf/PoV7JBcSKfIYLw31hRfaFm8RUTgp7rzTHMBceKG+fbnBD06DiBQyJwWQvryiDL8iRUGB3Qirlruiwn9HrjPcIywnxemn2695yQpuLfkmupsKqE1Sn38+c5UXkS1U9tvDEpqqq4H77rOfq4gUYTkpRPuK2kkhmoxbyWj573opFzswEzkzVMI9VOP0nY5Z3IkzAf2CG9/G6gr3cHNSWPtyIyyRwo+Tws2pRSJFOrLlPtmcFECwOu31OkuaSLFuXfpzJ5HC7XoJIpb5qXc64H/TmjXySa+XnBROoRBeRIrOne3HqiLFccc5bzMI7LXNJuH2eg3x/bgIp3pE4R7JhUSKPMbrQP+EE4DTTtOzLRk1NeGp3H6QOSm8WPstnEQKKymgUwMpW9FDBS/iyqxZQKtWwP77+zuvOsM9wnBSzJ2bvl3VcI/bb7cnh0EmKn//e+ZrXkSKsJwUzz+fnkOBr28qIkWQnBRud+t11QsWPuEWuw+361t0znSKFE7bUhWqkhzuAegP+eDb2MpKPeEeKk6KICKFrtU9vOSkkG3b+v1eHSgickmkcAr3iMtJIRNO4kLmpKiuzjwuTvWBbXuzSaTg2+V33gFOPln8WS85KZxCIbzUmSZN7H5dtLqKqO1butR5m0EIW6T4v/8zRZapU52/T+EeyYVEijzGa2fasCHw0ktm2AWPrru7SVMx+TtoQe7mOokUVsgBu81//CP9M1GJFEcfbQ7IZs8GXnjB+76ChnuE7aRYtiz9NdVwjzFj7MdBRAoRosmqrKMOS6S47bb057yTQpQHgT8/qnfHLNjr3W0irKtesPAJt7xMzNxEClkZ2XbXSaSYM0e+b9Xf7yXcw6k/0OmkiFKkqKrynsMnDicF2wb5GTDrXN3D+v1JESmSkkhbJlKUlYWTk0LUBj72WPrzjRuTdVNHJFIsWAC0aQM880z6e07nlX3PT3sjqnfscQprIir6TW++6d5XuDkpWBEziEgB2OPIqPNPiGDbwyAihexYDhhgCkX9+jl/n8I9kguJFHmM3wGiKOxA10AiaSKFzEkBeJ8oqYgU7O8vKrJXFGnfPtgdTC8iBWvZXLPG+76SnDizqirzPHgJ97DQLVKI6kbU4R784IgXKUSD4aBOirhzUjiFe7jhNvCUhWS4OSmsMt10k3zf2eykiDrcw2ufEoeTgj2mfqzHqk6KggJbtBGV1zDs3+81TEaEDpEiijxKKsjOXdu26W3ltdeaybBFyw+74TbhHD7cXF2pTx/zeWVlNAloVRGJFGefLb5rr5ogXYeTYuHC9OVaZ870vk0VVIRpCy8ihS4nBWC3X6IyRV2Xogz3cILCPZILiRR5zOLF/r4nEil0DSSSctfEQpaTAtArUjRqZP7nO5ynngIeeQT45BNv++Lxm0vD611Ip33oWDbRCzNmZL5WWQmsWJH+mpfEmRbscYlapAjL/qxDpPCak0IW7hFVTgprMFRYaA5UdDop+MmWhUq4h+y7Fn5EiqQlzgT0D4r541lZmf47Bwxw30YcTgqWMHNSsJ8RbZt9LSlOiqSIFLLz27Zt+rF64w3Thdi3r/d9qEw427e3w0OBZIV8iESKzz8Xf9bpeuFv1niFr3e8S7CmBvj4Y+/bdUP2m0STbi85KXSKFFb75cVJEdbEne1z6tWz+xZdTgpVyEmRXEikyGM+/NDf98hJYeJ18OQ08bAmgHyHU14OXHRRelZmP0QpUsjqgurkRoeTYscO4LXXMl8XiRS8k8Iqp+ogSsVC7UYSRQo+vIgXKQwjd5wU1m93uwvDHhOR/VuHk6KqCliyxLkcOsI94kqcGWb8Ly8C8E6KiRPdt+FldQ+v135YIoWXlRCsz4jKy4c/BUWHSFFdnYyQBlH5S0rMPpoXdAH15LayfTidS/auc5KSZzqt7sETZbjHN99kfmbCBO/bdcNLHqk4clKw2xe1RTJxICyhkO1z6tSxyxa1k4JyUiQXXyJFRUUFHnvsMZx++uno168ffvlrrba33noLv//+u9YCEuHx44/pz084Qe17otwIueqk0JmTQsVOHbRzlpFvTorly8Wvi0QKNt6T3b/qIEpHeUUDTdlx9DP4VcGrk6KqyntOCieRwi2kIIzEmXySQLe7x5ZAu2gRcOCBme+riBQqOSncXG6qvz+J4R5h3rXiB96Vlem/k53cyXC7w5grTgo3kUKHk8JP2ygS85MwLhCVoU0b7w4sJ7JdpODbMyeRIspwD3ZVC4sWLbxv1wmRaG/hJlJ4cVI4LfvtRaRgy1RZaebO+O478XfCylWRFJGCwj2Si+fLf+3atejbty9++OEHtGrVCqtWrcKmv24Dvvnmm/jggw/w8MMPay8ooR92wPSPfwDXXaf2PXJSmHid8DtNLq3f7bXDUSXI0qleSUJOClEMrLU9fuDECzFFRWYn6WcQlUtOCjeRYseOaJ0UbHmcBr9e8OukeOQR8ftewz1Ek9bKSv+heDxeEmdG5aQIU6TgfwPvpFCZ8MSRk4LF6109dkUsL04K0bXKr3YTFD+CiyyMSoezIwii8rdqZf4XOSkA87x4EfpVrzN2SUpdbaEO+Pp9ww3yz0YZ7rF5c+ZnrBBbXTjV76A5Kdjz7dSH+g33ePBBYNQo+XfCEin48bVfkSKoqMVeo+SkSBae74lcddVVWL9+PWbPno3FixfDYEauffv2xX//+1+tBSTCg20IrrwSaNZM7XuUk8IkbJFCxzr1FkkI94hyCdKVK8WvV1ZmTrY7dkx/7mSHZrdjEbVIsW1bOPZnN5GCRyRS6MpJIRIpWre2H8ucMl7hVzJQFSl4W7OFl3CPZ58FzjhDvA1Z/fWKU93MBydFVZV3d5rovMkcBjpEismT0597vavntc9QdVIkJdwD8NfXnn02MHSovrwnovLXrWv+lwk6shVBVPbhVFfDcJXpwIuArnoTQEe4x9q13vbvB6fz4CUnhaguqYoUKm0zG+5hjSOcBAoAeO65cG4gykQKr9dsUCcFYNcZEimShedp0Lvvvos77rgD++yzD6q5WtuuXTssDXNRXUIrfgck5KQw8TpwUpkEJM1JEXe4h1/xy0mkYDuhs84C9tpLvP8owz28iBRWBn43EcErXnNS7NjhbD0V4XQ33+0uYvv29mNd3Qy/kkEqZZ5P2Xm02j5Z2AA7wZU5KTZtAn76yZxEiVBJnKmKU7hHXIkzo3RS8IkzVdogt0kye514vfbZ8n3/vbndvfdO/4zXib3XCZ1T4swkOCl0hHvcdpspAgJA167iZdO9IiqD1UbK2uJVq+SJmUWoTjiTKlJ4mVz66V9ViUOkcBqr8CJFVRXw8sv2c/Z88v1wYWF6X8yX26vLja2rqg6lK64AXnkF+OILf2NCGfxNwLicFIB5vVVXk0iRNDwPNzZu3IiO/K3Hv6isrERVklpMwhG/8aeiAXrUToqoGhKdOSlUnBRh56RwavxHjcrMSJ6LTgq27tx1V+ZnnAbxonI5TQRV8ZKTAgDGj/e3Hyd0hHt4dVJ8+KH9290mwu3a2Y91iRR8uAf/mMcaLMoy6rODYdn1PmGCOXGSUVWlL6QniYkzg4oUhgHMnSuezDolzkyl1AQWtzAm9vcHcVJ06gT06JHZxnqd2Ht1UmRb4kzA+/jizTftx34ThPOIym+1kbLxkyzsUGUfTteZDiE/DHSJFLrDPdhl1UX70IEXJ8WFF6Y/dwr3qFNHPWzPS04KUbmcmDHDPaGzV/jxdVw5KQC7b0jajdJ8x7NI0blzZ8wQre0HYObMmdhtt90CF4qIBr8ihRWHyRK1kyKqjjnXnBSGIT7G06ebE19+qdNsdVLIBoc7drhPhlXCPWSDKJ1OCqeOeswYf/txIo6cFNdcA/Trl/leVCIFnziTf8zjJlKsWWM/9pvgtLIy/buqYXgikh7u4WdAeNttpvugd293NwibONNLe8pPlGWipFeBku9PRITtpLDqt+h8606cGZeTQrfYIiuDm5Pizz+97cOPSJGk+4JeRIqowj3+/nfxTYA4nRT8KkNOIkVZmfN1FESkcDpfgwdnvqYzBJnff9wiBYV7JBPPw40zzzwTd9xxB956663afBSpVAqzZs3C/fffj7POOkt7IYlw8GvtZGPDRdsKQpJFilzISQGIyy1blCcOkUJH4kx2AD5pEtCzp/l4xYr0OGGnpS6jDPcQTXqjvkPG1zf+2KiEe3h1UgDAzJnm+XITj9hs7CL7rh+8OimsGHRZrDkrUvgN2eCdFJMnm4k6L73U+7ZUB7eAaeXlV3yySFK4x7XXmv/nzgX+WlisFn7Q/cMP9vKDonJ/+KF5jNq3BwYMsF8XLYNpwR5Ttq6oDKyt8hUUyNt3tpy33OK+Ta99hnUdrVuXef3qGOyzxOWk0C22AOLyWyKFbB+y3DUq+1DNSZEkJ4UXB5hTX6Ei5jnBHju2rWZX8grTScGfO7e2wSknBe+k0JU4ky0X/72iIrE4rvuYJSVxJmC3uyRSJAvPw42rr74affr0waBBg9CyZUsAwIABA9CrVy8ccMABuPzyy7UXkggHqyFIpbyp1WwSHwtdav4XX6h9jpwU3nArt878BrK6oCp4+Jn085NG9jf27g306mU+NgzTtmhhdUz/93/AsccCH3ygFu6hO3GmaDAb9eDTrex+nRT/+58pEl1+ufyYrlvnHlJQXGyfL13J8Lw6KaxzrRLuIcoor0JVVbqg2a4dcNFFQJcu3rflNLgVne/evcUuJJ3tUpA16fk6OG9e+nO+jb3nHvuxaOB75JHAsmWm2NG0qf26k0jBXu9sfiYV54x1R9epvd1pJ/vxpk3u16XXu85t25r/DSNzOeakOimCiBSzZpnn+YknvG2DR3QerPMoO59eRQrVsKokOilqarydJ9XVMIKKFCyNG6vt3w/sbz/5ZODmm+3nfNvDCwBu4R5O51uHk4Jf6YTND8ESZqJjdp9VVd72ReEeuYtnkaK4uBjvv/8+XnjhBRxzzDE48sgjceSRR+LZZ5/FO++8g4Kgt1mIyGAH6EGT4eiYUH32GTBsWHT7U8EpJ0UYToqwc1IA4nLzSRItdDopVBt/r0LQ//t/ZnIy6w4rkGn33W8/cTms3zdgAPDuu0D//mrhHmwzp2PAKHIGRC1SuO2PnyBu35752uOPA926mTHhI0YAgwaZx/6bb4B//9ucMIhYu1btbr1VT3XkbKipsfep6qSw6o5TuId1TIKIFOzvsybCfgZfXkWKDRvshIMsbHmCOryCOCn4SfX339uP588Hbr/de3latjTbdsslAziHe7DH1Ok7gLk85KOPmsLookW288OpL+je3U62aBju9cirk8IpbEp34kw/baPucI8VK4CPPgKGDwfmzPG2HRY/TgpRLgTVfWSbkyLI3W+nbfmph7Jjx07Gw3RSFBeLHQsynPof3U4KkUjB55njXcOyfQdFlpMC8FavZTeNvEDhHsnE1+lMpVIYMmQIhgwZors8RISI7iL6RYeaL8t2LyIJToqgiTMbNLBzEcTtpJDVAZ0iherx8jqwvftu8/+tt9r2aH6wzd4lZfEb7vHMM/7LK0I0mHWr49XVeuuI12tqyxbx699/b4oTIn77Tfw676SQiRSlpeYkRodIIZuQOYkBVhllIkVFhTmpZK9tr/BOirBECtmAUySYLVhgP+7QwXs5WIKIFHz9WbzY/L99O3DoocHKxToE+bota5fdnBT/+hdw773mY1ZEdePww4HXXzcfb9qUfgeYx6+TAjBdJCy5kjhTNil87TXgb3/zti2LKJwU2ZyTwqu7LW4nhei4bd4MnHSS2S698YZ8FScR/ETZKUEl/9xL4kyd4R4XXgh8/HHmTSqZkyKqcA/A2wpmvEDkBwr3SCZke8hjgogUbPZsQI9oIJv0iEhCTgqvdw7YidXYsWasuUXcIgV/R9xC5+oeqoMpHXeJePufaNlcwFmkYM8Fe3wKCoAjjsj8PBDMScGfA7ffrvsaYOuzyBrNl89PzgWZuLBunVpyRmswpSPcQzYhc2oPrTI6/XbrN/oVKfjEmdZvjsJJIfockC4O7LKL93KwBBEpZGEY778vX9FHFdYV8ccf6WEvsphnNyeFJVAAwAsv2I/Z/Bci2Nh5t3rk1UnBJr5mc6gA8Yd7GIZ+JwWLlzEGj5/VPYKIFNm2BKmTcMw6GS2iyknBwi4HKzqf48aZeWo++gi47jpv++Qnyqoixc03p59rUU4K1aWkvToprETp/DivpES8rTBFCl4Y8TK+pnCP3EXJSdG5c2ekPMxWfpdl4SMSRRCR4sQTTXutFSfNxwb7wcvd0bicFF5jkC2qq+3j3bu3eYeNHfjHnThTdjz9qMpBnRQ6BmD8BJSdTLCImjWRk4I9L717p39Px2okVVVmvDprR3Xb1o4d8jAdP7D7O/PMzPfDFCn4cA/ZYMsasOp2UqiGe1hlVEmqqiPcI5Wy2+egg3VVJ4Xot/38s/145529l4MliEjBD1ytsvKTbT+wbcQxx5jX9YcfAocd5t9JwWK5PgDg4YedP+tFpPDqpGDbDP54xp04s6JCLJjrclIEmdCLvmu1/TIRPKxwjyQuQeokHH/1FfDdd2YC4EcfNV+LI9zDLSfFl1/ajz//3Ns+VZ0UhmE/33//TIdV2EuQij7DXy8lJeK2OWwnhZcQGRYdiTMp3COZKDkpDj300LS/6upqLFu2DB07dsQBBxyAjh07YtmyZaipqcFhhx0WcpEJXQQN92Ab05kz5RZoVXRlhtYJHzNXv7793MtdGbYxtgaJogEcewyidFIEzSOhsi0/4R46nBQlJd6cFKKcFE4TaC8dq9Mx4G32KiKFTtwmKPzkwc9dSdlETjXcIywnhWriTOt6sI6VSDiwzrGOcI86dWxB7PjjgebNzcePP662LSdBQNXxtGyZPWDv2DH9bqQfwhApdFwLvJBZVWWHLckmAm5OChZ2G23aOH82TCeF0xKEcTspZMfQa3/vRYALuk3AzMMjwusyxH5yUiTFSeHUJqdSZq6VRx6x24+4wz1E+2fbJpm7VIaqk6K62t626BoLO9xDJJ6LRArR8YkyJ4WXPl6nk4JEimShpDk99dRTtY+fffZZfPHFF/jll1/QgQlOXbRoEfr164dDgwaGEpERVKRo3z79+a+/2ks9+sFvopwwYUWD0lLnuGUnRDHmfMdjGMDo0fZrOkUKt4REQUM0dG5LxwCM77RkTgrVnBRONlzVicq6dcDeezu/z96ldqvjfibqW7cCp55qXvuvvZYec8vuT1T3wnRSrF+vnpPCaTteUHVSFBZmOp2sutG9u2nXZe37QUWKf/7TLhsrrpWVmfk+fvvNXq3GDR3hHu+9Z58bL3mDZLDn1uugl78mrO/rEClEq1ZZqwbJ7tT5cdaVl7s7oMJ0UrCTPr4N0Z04U5dIoau/1+2ksGjUCDjnHODpp82JsFVvvNbLXHFS1K8vd5KpJKaOK3FmEAFV1Unh9tv4GypeRAqVdQusFYZY+HagtFR8fqLOSaGKjsSZFO6RTDznpLj99tsxduzYNIECADp27IgbbrgBt/tJr03EQlCRorAwfTUOXcsCqhBVx2wNEAsKzM6DHch6sXOLYsz5jofPXE9OCv/nmQ/38JOTArAHKk6DR1akcBKu/vnPzER1LLwTKQwnxUMPmZPODz8ExowR76+4WBwGE6ZIsW2b95wUXu908ag6KdhJnbUiiLXvoiJzRZizzrI/EzTcgz3vfL1t0SIz3MgJHeEe7JK9Rx2ltl/VMiXZSQHYZdXhpLBQSTzKOvbCdFI4xcrHEe4hE3p0uQXCclIAwP33A+PHm22rVS+8jomyeQlStm13SvSqssR3EpwUXtsmJycF+3vcRAr+2JWVOZ9v1TpjIWpP+HagsDD6cA8+J4WXa0dH4kwK90gmnkWK3377DY34RXX/okmTJli4cGHQMhERoWN1j/LyzO1Fgd/J6+bN3jp1S3Vu2NCcGPh1UrATUOvuNT+A439TlCKFlyR6bsgmoqrnTGfizMJCc+DhJSeFKP7TaSDAbvuZZ+STZzYmXYR1981C1EmzNnE/19tXX9mPX3st/T1re7JOnv9dfibhstU9tm715qQAgrc3qk4KNolYdbV4QCQaRPp1UrAEzTnix0nBvz5zpvm/uBjYZ59g5QH0hnvodFKIJlbWtS0TAvw4Kbp2df8MOSnS0XVTIsh23MrfqBHwj38A++5rH+OwnBRJXIKUrUuSKQIANSdFXCIFOx6Iy0nBh9PpDvfgnRSGIQ77Eh0f3RN4PtzDCmcEnG/o8Oh0UpBIkSw8ixSdOnXChAkThO898cQT6NixY+BCEeFjGPaFHWQwwg94fvghPclaWPjpmOfMAVq3NrPTqwoMrEgB+Bcp2HwDVkPMdzz8AC0JiTMnTvS+LzZZGFu3dCxB+tVX5uRati1rIs26AgD/TgprP6rhHjNm2BmzZWWTwTspRAP2Y4+1H/uZmLEDID7zvNf2wM8kXJZTeds2tTtC7KQ9aMiHbELG//7i4vQBjMj6L6ozfp0ULF4T7/H4cVLwr1ttV5s2ehK1JjUnxa67Zr5mtRsyIcCPk0K3SJFkJ4XXO/7ZGu7BYx3jICKFk3U/iU4KdqIr628BtSW+wwj3qF/fTFRpEaWTwotIwYulukUKvg1nk7pbVFREk5OCF6PYNviXX9S3o3MJUgr3SBaeRYprrrkGkydPxv7774/x48fjxRdfxPjx47H//vvj7bffxtVXXx1GOQnNsMl7ggxG2Eb2yy+BvfYCdt8d+PHHYOVzw8+g5bTTzInDokWmNVMFa4AYVKRgs89b7hM3kSKonZ3Fr5Ni/nzgs8+87YsVZNjl7oIuQbpokRmLP3iwXDw55xzzP+8Skg2anFb3ANSWhuVdGnfeKd6X2/nknRSiAbvfmE0LNgcFfz54YYeHL3/QRLksvEghC2dwugvsFdmEzM1JIbprI3Lf6Ah/a9cu2Pd1OCmseijK2eCHpIoUO+2U+ZrISeF3dQ+L3XZz/wwrUriJXTqdFLoTZwYRKcJIDllVZV6/EyaYYRleEE1eZG26DpEim50UTmJmHOEe06aZK9C1aGG/JqpTQRJnqjop3H6byEmhcwnS8ePTn2/fnrnNjh2zS6SgxJm5i2eRYujQoZg4cSKWL1+O0aNH48wzz8To0aOxbNkyPPHEEzj33HPDKCehGV2DEbaRvfFG+/GoUf63qYIo+Y8bv/5qP1ZZsq662hYirEEjGyvs5U6pHyfFn3+qb98Nv04KAHj5ZW/7sn5r/frpxyuok4I1cF14ofi7zz5r/ucn3LK7Um4ihXWdqIZ7AOm/mUWHkyKoSOHkPvAqUvi5BmWw4R6plFykiMJJIRIp/DgpdEweDjoo2PeDru5hGHY9dLo7qqtMbqiEe3Tq5KtYwgmDW7iHHycFa2mW4UUM97r8nmq4hw4nn9f2ij2GsqS+QaiqMpd/Pf98M9mtl+hkP04Kr0Kln8SZSXFSsK4vVmTjiSPc45BDzETvbuFHOp0UsussaLhH0CVI//a3dDFA1L7cdlv0IkVJSXq5ZKGhInS0W5STIpl4FikAU6hYsmQJ5s2bh88++wzz5s3D0qVLcd555+kuHxESukQK2XfDVvdld6tlGEb6JEtFJWdttnE4KfglKYPg10kBeM+NYZW7eXPnzlWGjrtEbvkVnGAnY9ZEWDXcA5DfcXbr/Lw6KfzcqeeFBbZMcTsprGPsZHOOwkkhCveQ5aQQiRRLlpj/g7aBLVtm3vXyStBwj8pKu47I8rp4JWwnxR13+CsXkCnIWr9Z5lbw46Rwitf3s12vkxQn4YDdlo5wD7dVpXhkIoWXibhT315VZeaNsD7H5+Vxgr9eioqA4cPFn40yJ0VSRIpvvrEfW45GALjoovTPqTgpdId7WM/DFCn4u/msoM5ew26/jXeh8OOooE4KIN3Nxd9se/ttM6/K3/+e+b2wliBNpcx6wYa6eBlfU7hH7uJLpACAVCqF3XffHX369MHuu++OlGq6cSIRhOGkYFFZColFNLAYN06+nvyMGeaa26o891z6c5UO6H//sx/HkZOCjZ8MShAnhZdzWVNj5zooL/d3x8fLAEw2IA2Sb0U0QfAS7iFzUrjVOX7SL6pfQZ0UfHw7O0DxmjiTF1WCwDopnAZaYTkp3MI92AGMm0hx8snAU08FFykGD44/cSbbJoUhUgRdglQkUjjdxXXj1FPTn1ttgez69zNZdFr5gN8v4F7PdTopvIaOuBHEScGKOV6uJad2lj9HzZqpbdMw7O3ut5+5QtLXX6eHM7KEHe6RxCVIZ8+2Hx9xBDB9OnDffZmiYZyJM6NyUhQVyYVGr2PvAw7QL1Kw7RY7Bjj+ePMPMN0nTz2V/jvCclKUlppCBXuuvfTvlDgzd/F8Op955hnXz5ytYzF1IlTCdlJ41axEDUO7duYgYvly8XcuuQS4+GK17fNVUsVJwSrJljihQ6RQcVK0aGF2EroI4qTwIlKsX2+fy/JyoEsXM2EpYHa2KngZgInOI5sUNqiTwjonXsI9ZE6KJOSk4J0U69fbApybsMOXn0282bkzsGCB9/JYbNtmD1Cc6hs7ab/sMuDjj/3vU3UJUjYnBR/uIVrdAwDOPTe4XT7M1RX4Sdduu9lCLvs5tg4mNdxj+/b0cspEwttu87YvQOykYM+rHxFWxUkhuwsrIiwnRdzhHuxx8uIWcOoz+O2ojlPY41JSAhxzjPPn2XAPw1Dfj+pykkl0UljjtCZNzL6/vNxcLplHJXEmHwbglThECl70ZscFXkWKwkK7fD16AEuX2u8FDffg98uKFHx5zjnH7NfHjs3clw6s82zt1xIqKiq8iRQ6Ev5SuEcy8dwNDR06VPg666QgkSL5hO2k8Iqow2rRQs8yfiJURAq2Y/j+e/N/SYnZyVZVhRvuceut6ttWISonBXu+GjQAbrrJTFgFAP/6l9o2ZAMw0TkTdShHHWXHx/rpsESDCx3hHjpyUgRZgnPt2sxJPbtPr04KNmfK7rsHEyl++sl2TTnVN/aak62iooqOJUhFTgqLoJMHHXZ72aCcrTtlZcC//22LFGy52cG1LicFW6agIsWXX5rtDFtmkZOitBS45hpv+wLcnRR+RAo2jMFtv4C7SBGWk0KHSMHW4ahyUjidh0WL0p+r5pUKcoyrqtSv5Wx2Ulhld/utXsM9onRSsGKS18SZOp0Ub7xhCgMXX5ze/4jKHaZIAQQTbtxgnRQWdeqYr6uGcxqGOX4ATJeaX/chOSmSiedwjwULFmT8zZo1C9deey122WUXzGY9Xwnn4YcfRufOnVGnTh307NkTn3ldxiCLSZqTQtRhhClSeG2IWFeDNVhXTZQG2E6KoiL7DhFvew7DWm0RlZOCvxPUoAEwdar5J7vDyeNlACY6j1On2o/Z+qmaMidouIdsUCUb9FifZ50Un34qTpwaxEkhir+2RIrt2+3tqdzpBdKdFLvv7q0sIqw7cU717bvvgu/HQiZSuC1BKrKW6lwuWFYOP8gGt+xdqrIyee6YsMM9gooUQGbbJRIpdtlFfR+DBtmPWXHKIoiTokEDtYmEl3CPIE6KbAn38CL4OX2WT8anKlLodKuo7sepHXRyUpx3nrnMLZsjIgqscrgdH/aOtaxPDBruITt2UTopZCIFu2qF7LedcIIZTnT++ebzqMI9RH2O2zELgnVt8CIFoO6kWLAAWL3afNyrl/e5hwXlpEgmnkWKjh07Zvz17NkT48aNw0knnYT7Vdd2jJmXX34Z//jHP3Dttddizpw5OPjgg3H00Udj8eLFcRctEtiGKcjScrJG1mtDIXNSsPb0Y47JnED5XabT7Xv8+5ddZj/2kxTLclKUl6cfG3YQHJdIMX06cPPN8u96Gayq2lWd8JI4020gwd45e+ABNcFFNLhw+l38nSNZJyerc1aMOisYHHpo5ufuuSeYSCHKlm3tkxVIZDHzTtdMmzbAccd5K8+kSeLXnc5R9+7e9uGELNmWLieFxSGHAAMHei+fDpFCNuhmB4BOS9wlPdxDhEik8HKt3Hef/dg6FrLJe0GB3Z6rTKRV8lEA3sI9gtzlT1q4B1svWVHbi1vAy2fDclL4TXAc1Ekxa5bZrv70E9Cvn/p+dWCV3e34OC2naRH0JpqsrkWZk0J2DbMrk6n+NlWRQvWGErtf9kagqI0PU6SQOSkAdZFi/nz78d/+5r8sFO6RTHwnzhRxxBFH4O2339a5ydC49957MWzYMJx//vno2rUr7rvvPrRv3x6PeMnGmMWwk/8gicZ0DKQBuUjBdsB77ZW5fJufuHzAXaRgB+d9+5rrRlt4TYplGOkrXrCw6m1cIkWfPs7f9euk8Jo81cLL3ckpU5zfZ8MZ6tY1kxq6IVpW0GkgwAtysjLLOj9LeFu0CJg8OTOMoWFD871Ro4LnpOCxjg97nGROCqdrpk4dMyv4ihXq+xZlDwecB+fXXpu+zyDIJh5OiTMrK4FlyzK/5zQwLy01z6tXwgz3cBIpwg73CFukqFs385pk7166wdYr65g5TR5VYuwtVF1KrHtHd06KggK7zFE6KVTEA3b/7IRJV7gHT5KdFKoixfPP299jc1+xTrcosMqg6qQA5OcqqJNCNsFl2x7RvnU6KQoK7LLLXLeqK2Q5jYn83Bhi+xZ2LiA61lGIFOz14lWkYI97kBuu1rnnVwIk4kWrSXXRokUo1NGzhcyOHTvw9ddf4xouSLV///6YPn268DsVFRWoYFrOjX9d2Rv5THRZwqpV9uPi4syEeqrIOpnqam/bFFnb+YFJcXHm4HP1aveBn5W4kWX7dufyrVxpP65bN/2zVofhtg2LLVvsBrdx4/TvWA3jjh3px8Aw/J8TEex52rjR27YrK9U/z36uqsrfb2AHKFu22NvgB9QbNgAnneStTHwn61a+P/4wP8MOJkR1u7zcHiBu3SrermygzYqEJ52UOfneuNGuN2z516/3dnxFS9quXGlug5148/XdwmnQVlNj3pFRncieeqpzuJTsd5WXA3vsYeY5CXqNsHeQ2Dou+p1Wu7NqlZnzxKKmxvye28Ro40Y7IZgq1raDwE5wt22zt8fmyCkoSM/1wbZrbJ1JpfS0SbLrWwWVPEAVFeaglz/Wqvth66V1LNhtbd2aPvEsLDTrj0p/ILu2RNSpY+7L7Rj5aXOLi83P8m0V+9srKoKfb/ZaYvc1eTLw8MPmcqDHHiveP9vXb96sXhbRWEKG1b7LqKkxQ8xatrRfU2l32Mnu44/by566wdZvp+PPT+Cefho45ZTMz0U5PLX6Ny/txJ9/iieW/KpTXn8HL9Cw37eSUoq2y/avXscvojJb+RVk9XfhQrV9sOebv2ZV6wwLOwln+wLRuWPHLZs26a1TVrtaVGRv1xpfs/2VE+zYzO+YE0hvq9av1yPShk22zj+9kDIMb5rRp59+mvFaRUUF5s6di9tuuw1HHHEEXuYXG08Yy5cvR9u2bfHFF1/gwAMPrH391ltvxdNPP42ff/454zs33ngjxlopbgmCIAiCIAiCIAgiJjZs2ICGKhmZsxDPTorDDjssbSUPALB0jiOPPBIPPPCAnpJFgOh38K9ZjBkzBqNGjap9vnHjRrRv3x5LlizJysrx5JPA6NHm44cfBs4809925swBDjss8/UBA4BXXlHfztKlwJ572s+//x5o3z7dJfHgg8Cjj9orbQDADz+YS5U6ccIJwH//m/7aWWeZ25Mxe7a51jdgxhDeeaf93oEHmvstLbUT9jgxdy5w8MHm46FDATZtS7t2pjq9667mUlOvvmq+/s03wM47u29blbffNn8zANx4I3DFFfZ7bk6Uf/4TuPpqtf3Mm2cvO3b22WYeCK8sW2beLQfMc/fss+bjm24C7r7b+/ZYpf2CC9Lrpchu+eqrdsIqwDx/bC6E884Dxo9P/87nn6ffEVy9OtM6ecQR6WvJWwwcCLz5ptpv+OILe/k7UTmcOPlk4D//SX/t6qvN8/vGG+aymYCZn+TSSzO/X10NvP66eQx5Jk2yXS0qlnbrOvjxRzPZFUvz5sCvv8q/e8wx5nEATGeD37CPiRPt64BtAx97DLjqKvtzgwebScx+/z1zG5deah6vxx8H/t//E+/nxBMBduXu998HTj/dfl6vnnkO2FAWwMyNYJ0Tv/z8M7D//ubjM84ArGjGWbOAI480H190EXDHHUDTpuY57tHDbi87dbLvTN91FzB8eLDyAMBTTwGXX24+fuCBzOWhnTj9dPP4ySguNt0fO+1kr/ADmPH5osSxIjZtsvuUww4D3nrLDPmzEhHybUbHjuadt512ynTt8ddC//52G+9G165mMtmWLdPjrnmeew4YMcJ8PH68WoLgXXYx76C2a2f2ZRb/+IedK+azz/TkgGnZ0rwTvMcewIwZ5mvscWGP5+jR5tgEMFc3uOEG8/FFF5l1T6VP/PVXoGdPtbK5nQ9RW8ZfzyJGjLBXywHM8kyb5l6ee+4Bxo0zH7/4onyp0z/+MJd9trjhBjMc8IMPTJeahWo4gQ7atDHv6u+2GzBzpvxzp5wCfPih+XjBArPd4QnaxrP9yqmnAk88Yb/XqpV5l75rV3N1IBZ2fNCkiel0UOWOO+xV2V591axbe+9tboPdVuvWtmNI9fx8+aU5pgbMusWu/nbbbcDtt5uPX3tNLRfJrbea5QXMsY51zVn1iIXtDx9/HDjtNLUys1hlbNPGHE8VF5tuEyv8+cAD7dDdo48286QB4nEUz8sv2/3SHXeYbYUf2Dqnst8kYM1DcxnPIsW0adMyJvJ16tRBp06d0JL1xCWY8vJyFBYWYiXr6QewevVq6W8oLS1FqaDWNmzYMCtFCtae3LKl2rJoIkQdDGA2Ql62ycafDhmSLlhYtGwpzrzvtp8mTTJfKypy/h57fFq0SP+sVdbKSrXfyHaw9eunf4eNNWRte+3a+T8nItjBVmGht22Xlqp/nrX7l5X5+w2s5begwN6G306DLQO/DVH5mjVLf857zUS/ix/MPvVU5qRVZh+0lqSV8fTT9v7Y/CHffeft+Ipi2626wNrXW7WSb/f8802RkM+P3KSJ/Z1DDjFXJ3Gibl3z8wcckPme2zXNJtQrKfF/nbBxuQ0a2Nvhz3+9evKcE/Xqmd9zyutj/VYLPnnixo1mPedFikaNgrcBsuuerYvWfoqKTJHCMOzPsdb58nI9bRJ7/ry0LYB7rLC1PT4B3Pjx6vthz3UqZX7P2q+oblr1iD1uMvj23wnLBr9jh/N32D5RdfvW8amqSv88Wy8aN9ZzvktLTZGiulq8PfY1NkyC7bcffdT8e+kl90mSlwltRYX331injtp5ZlmyRG0/bJvkpa40bWp+ls+XxK8yESaWXd6tTWbLw7eNFmzYRXm59/xWBxxgitDff2+2q7IxF79vvo/2UjdEbap1DbP1zDpO3burb58vP/tc1o85wdZPS6AAxNc8G47jtb22sESU5ctNsaZnz/RwS7YeeO3f/fx+EezYsG7dYPktCH14Tm132GGH4dBDD037O+CAA7JGoACAkpIS9OzZEx9acu5ffPjhh2nhH7mMrsSZulb3kGUVZ8vWqVPmdlVivEW5ANy+xyrcfKNn/eaaGrUkXU7JsNhVA1SSF/rFy4oZPF4+ryNxpiyxlp9kRvyA1evqHkDmBFUkNvCvifLvuq3uIeL889PvNDdsCHTpYj7+3//UYvQtROGL1vFVWd3D4vDDM19j24EXX3R2Kbnhdo68LM/ohCxxJn/+i4vlApNK4kxRIk4W2e+NcnUPwP4NsuRobC6OMMqkglsSQuuY8f2Sm9uORZQozikpoJfEmV6EVuu86F7dA7CPU9iJM9l9qSSQZOue6FgNGeK+DS/9lZf208LrCiqA/gSdfJti5Rjj20M234Bf/vgD2G8/05HldOff6xKk7Hd4rLpSVOR/HHHuuaYzhb+RJlpWWFSeoKt7AHZfsm2b3f9bn/Oyeo7uJUhlfYtI4NOdONM6t2x7IFrdA1Dr32WrdHnFaVlfIj48X/6FhYWYKfFyff3111mROBMARo0ahSeffBITJ07Ejz/+iCuuuAKLFy/GRX69QlkGq2KGsbpHkCVI2cb7gw9MceLcc4F9982c6HltxCzcRAr2bj6vqHrN3O00iGQ7TGuiWLeuvlVTLGQihdeM6274WQ6LR2WJMlX+7//Sn6uUia+7/DkWbYM/r6LPuK3uIWK//TJf69vXLpeKhdhCJFJYx5cdfLqJFPxdQiB9YNGmjW0/l+HUPridIy/LMzohuy755J/sEqQ8fkQK2UCKX2UnzNU9WKeLNZC2PiuaqHbvbjpsdBCFSCFy3KniJFKIzrO1bZV20stdfuu8bN/uLND6maRY1/CmTenf170EKWCfC1lfwycrtPAbxuWlv/IzGfG6ugegXv9UzyW//VtvNS3q/HhIR7jHtdeaYYqzZplhaTJ0LkEqWppSF04iBfta0NU9ALsvMQy77VJdBYVFt0ghq49RiBRWny1bwYUtg9ebkEHaLNmyvkS8eJ5GOOXZrKmpkeZ0SBqnnXYa7rvvPowbNw49evTAp59+ivfffx8d2bUmcxhdIoUuJ4XsDk7v3mbc4sSJ4u+pNGJ+RAq2s+fvrHoVKbw6KXS7KAC5SKEyyUuKk8IPhx4q37YMfqCncreN366o/suaTlE4koVIrOrf337sFPvLo+qkcKt/ohU8dA4mvYgUYTgpRCKFrEw6nBQWzz/v/D0/8APM+fOB444zY4QteCeFdVwMw267dC6JHIeTIqhI4XSXOCwnBdvvOPVXfpwUnTrZ3126NNi23OCdFHw7yPZBbF8ZlkjRrJldn50+K2uv/YgUmzerOQFVJ5yFhWbODpbOnc0cNCzsOM8vVi4W/jGLYdjXss4lSHXfrGH3H6WTAjDreU2NXQ+8iBROS5DqdFJEsQSpNc5l2zTREqQAOSkIHyIFkJlw0uLrr79GozBmWCFxySWXYOHChaioqMDXX3+NQw45JO4iRYaucA9ZY+fVmu93cBRWuIfIDm3BNuReRRInkcKaKLrdyfaDTKRwWgbSwkuDrUOkkN1p0dFBqpSJTzzFW3VF9UnFSaFLpGBzWHhZ0lIkSPkJ9xDFakYpUvADP78kJdzDIgx9nB9gXnYZ8N576Z+RhXuEcVcdCCZSuA1aZSKFl/KnUrbIGCTcQ9Re+Qn3AJzruZ9JCpuA8rff7MdhhHtY9Z+/k2zB/jYdTgo3Ub201D20CZC3rX7CPaqr1fpaL+fy+OPTn2/daia3ZdEhUqhMUtnr2K3cThNuC6uuhOmkEO07iEghclLwfZXfNjWXnBTWWEPmpGAfq4gUouPuB3JSJBOlacT999+PnXbaCTvttBNSqRQGDhxY+9z6a926NUaMGIEjrZThRKJh15GWJb9UQWT9Brxf5H4b77DCPZxEiiBOClm4x4oV9mQ4DJFCJqyoTPL8ihR+B7myOy06Og7VnBTsqgq8SCE65/xv1SVSiDpdv/lFrM+K7hh4ESlEd9W9TiicnFZu9SZJTgrrWOoQKXj85GDh4QeYH3yQ+RnrePKD9zDuqgPBRAq3dtu6R8JPbrw6+/i7rU5WdplIIWo3/YR7AM7ttJ/zJBMpwgz3sNpNvs2K2klRWuo8UbWQtS0q/ZrofpfIycbjZcKpkthPZZ9usOWQXa9e6mC2hHvw7e/775srQP3vf+Ltujkptm71Jyjwn832nBRWMmaVnBTvvOO+PV39FDkpkomSSNGiRQvsueee2HPPPWEYBnbaaafa59Zfnz598K9//QuPPfZY2GUmNGCJFMXFwbLYlpaKl+NSmbyz+L2DE0W4h5OTQle4B0sYZiR24sUOCj/+2P27/KBy+XJ5Ix6mkyIqkQIwV3SxUBEponRS+BEpWOs+W5+t8+glaauqk8JaUswrSUucGVVOCp4wRAoR1rnjJ9tRiBReB71u59tyGQW1ifMTGT/hHqI20m+4h9Pv9iMstG1rP2aX0Y4icSZ/XKIWKerUUQvRCSJSHHoo8NNP6aF5KvkhvIj8KuM2dnUev6i0IV4myl4SZ4YR7uHkonFyUpx7LvDCC+YSzSJXjFcnhd9wDyeRQnV8I1vxJQlOCvbG54QJ7tsjJ0Vuo9SlnX766Tj9r4Xd+/bti0ceeQS77757qAUjgvPf/5pLMFVUAOeck760niVSNGvm/S4Tz1lnmZPgU06xX/N6kasOiKNKnKnqpPAqkqisFBGGk4IVKdgcC8OGuX+XLf+LL5p3E7p1A+bMyewUdSTOZL/H7turun3GGc7bdoI9T35ECtE1JbsLFYVIwX6uTh3bBsw7KerWde/oVUWKo44CDjoI+Pxz5+3ddhswZoz93K09ijpxZnGxe04KL5n4o3RS8K6Ftm2BZcvSP2MNuK3fYh3TJDop3Np7q48LegdW5qRwEin4azGok0K1nvsRFtg6yH4/TCdFVZVZp52cFCrhHjt2mNeUrJ3wEu7hR6RQvamz227m39Sp5nOvTgq3vkqlHBdeCPz978FyyugWKbLFScG7OFkx7z//AU44If27KjkpdIR78HXWj3tVtuy56JoLIioDmf2YSKRg26MhQ+ycSSrnX1fiTHJSJBPP04iPP/6YBIos4fnngZEjgdGjzbvfLOvWmf+DhHqw8Jnfowr3CCsnBTtw0hnuEZeTgh3QqMTGsrAN9hlnmJ3O3LnAjBmZn9XhpEilxAMJr3Xq/vszXwtLpAgS7uEkSukK92DPITtw4kUKFYHMS+JMlYH0FVekP3cbIITtpAh7dY84wz1Eg1P+buv69cBHH4UnUqjYx2W4tdu6RQreVeIW7sGeM51OCtWcFKrnSZYXIEwnBWC2V0GdFOXlwAEHyNsJlXAPlZwUsrbFSw4vti9XcVJ4meyrCg8vvKD2ORkqk1Qv9cZL4syoRQreSWFdz3zybGtp17POMhOWzpyp5qTwe33pDvfwIlIEaa+BzDbbukEqc1J0726uEAaoCXu6EmeSkyKZKHVpixcvRuvWrVFcXIzFixe7fr5Dhw6BC0YERzaZ3r7dnqiy7oogBBUpwkycKeoI3SY3Tqt7eA33UEmcyRKGk4KdLHpdG37NGvOvefP010XnWIdIAZjHpbrav5Pis8/EHbFqmdjOLhfCPdjPiUQKawCtUvdEdVZmH5X9NvYuaGkpMGCAnS/B7Zrm43z94iXcI4rVPXiCXD8W/OBWNIizlj5dsMB+7cgj05cpzRYnhXXNx+GkAMzfY31GdG2GEe7hZ+IjG5CHuboHYLadqk4KWZuyaZO5HOYLLwBnn535vls/UVSklpNC1g41bOi8fdlndeekUG1HlixR+5wMr04KLzkpRMe/utreXpire4iuT748lZVmGfgx0+bN5k2a554zn/ftCxx7rP2+ipMiiSJFGKt78Mdu7VrzvywnBWALgSqJX3WFe5CTIpkoDYM6d+6MOXPmAAA6deqEzp07O/4RyUAmUuhKmsnSsmX686hyUmRDuIdK4kyWsBJnWhNDryLFlClAu3bAvHnpr4vKriNxJiC+0+VF+DroIPHrfpwU/PESlSOIk6KkJFPkY9/j0RHuYVFVZf5ZQowfF89VV8kT6Kq2L+xdQbdryuvAX4bOnBROISpeclI8+aT5v3lz4Jhj5J9ThR9giiYQvXqJv8sm/0uCSGEY6uEeQfIsAf5FCjdR1cuky8/qHkGdFGGEe7D1vaJC3UnhJujwYUsWbm1iYWGwcA8vIkWYTgpVVqxw/0xNjemOFE1Cow73cJq86sC6rrZsMZ3GLLKVZ/gbFZs2pR/XrVvDXd1D9xKkspuTYeSk4G8kWC4UmZMCsEUKlaV7dQmr5KRIJkqndOLEidj5r3TQEydOlC5BSiQLFZFCl5OCn6RElZNCpdHUvQSpznAP0aA1jHCPVMocuG/ebHcaXuzkO3YAF1yQ/ppoIq7TSQHEs7oHEDwnhdux4fn4Y6Br18zX3cI95s+Xb5PFKdzDurMB+GsPrrpK/p6TS4SFLZPqCg5A+qokXpG1Ofw16rQEqXUunNohL06K884z7a6dO/tPHMji5qS4+mq17SRBpKisdG+zrPobZFltQJ440yncw/qcNeAWTYC9tLl+Vvfw46QIO9yDrccVFcFzUljI+gN2G+Xl6e0bEFyk8FK3vC6X7HXCOWIE8NBDzp/56/6iIxdfDDz+OHDaacBLL6W/52b3Nwzg//5P/HkRbuEeTpNXHbA3gR56CLj33vS8KSzbtpn9DX+jQnSHX9Sf8AnLkxLuIbu2RH1TFCIFv19LCDQM89jLboIA5KTIdZSGHuecc07t46FDh4ZVFkIz7EXHTqzYBEC6RAoAePdd4LjjzMdR5aRQaUziXt3DSYARNaphOCkAW6SwOlyv54ifEIom4joSZwJiJ4Vqx+EUq+tHpOAHJLoTZwLA7rsDgwcDr76a/rqbk2LOHOCppwC3Ztkp3GPpUvs574hSwemutUq4B18mLyKFyt1JGU7XJTu5ad7cPdzDqW7y59BpIJVKAfvtJ3/fK/wAk/8dqnf2kyBSqLjWWrc2/+sWKZycFLLBrah99TLID3N1D1mZw7iTz7bH/B1nwGz3nnrKTO7tZXUPlZwU11xjrj42d679WlFRsJwUXpwUsqW/ZXg9/mee6S5SfPutedyd+sXHHzf/v/xypkjhlpNiypT0/ifoEqRs/xpGuAffJ1VU2Pvhy7N9u/k+n2Ccv3EBhLu6h26RQsSRR6av+qOybxVE+TwMQy3cAzDHX04iBTkpchsNUa9EUpHd8V+50n5sDep0cOyxtm09qnAPlUbT2nabNnanEVe4h4qTIiyRwhqkWJ2G16SDKiENSXBSONnkdTgpdId7iPZp4eakAMyl0dyuN5lIUVGRPin2I1I43e2SiRT8sWAH0G71kr0+whIpPv3UHHhfcQXQr597uIcXJ0VREXDTTcBOO6mtAx8EXhDgyxm3SOFl0KvSXlkJ13SLFNb1I7oeZa4EKzk1ixdRJszVPdycFKmUnpwogHPyQIuhQ81jo8NJwTonGjY0J+ldutivsWFPYYd7eL2h4bX/VLl+q6rSRRqvuE1STzpJ/nm37cXhpBCJFLLybNtmJuD+9tv01zdtyuzDvK7uEbdIcdZZ5v/DDjPDJqdOFd9cCSpS8OOn7dvNMahKuAfgnpeCnBS5jdLQ45lnnvG00bNF2YyIyIlapADsCz1J4R7WtsvKgA4dgC+/NMtXUyMfCOhc3cNpEBlVuAdg3/G27HdeRQr+vIiOvS6RIoiT4uGH5e/5SZzJ3wnw66RwEylEHayofoiujwULzOXuZMgG/7wVWFWkePFFcwJ/8cXO+RgsZxXPrrumP/fi6Ao73AMwQ28mTbKfy+qNn3APALjuOvMvbNwEgbhFCi+TdpX2KgwnhWHYdcXtemTrlChngl8nRZg5KUSJM3Web95JIZtIbN2a/lvcJhz8GMMwgBNPTBf+rKVKzzgDuPFG87UePczl2YHwwz3CdlLIrt/iYjOU6+abzeeiO/+qsNdrZaW5pOlPP5l9wK67Zv6uoDkpnMIAdMCLTGx/LhIpRIlH/Top/N71152TAgCeeMJMPLv//s51OugSpCKRYc0a5/Mch0hBTopkonSZeAnxSKVSJFIkBPbCP+MMcxCQSqUn/JEl7POLyh0KEWGGe1gNTlFR5p0N2d0aa4CSSmU2oEFyUvC/LUonBStS1NQEd1KIjr2uxJl+nRR77525CgmLDieFKDN2WE4Kt3APizVrnEUKmZOCv9urmuhyyBAzftktPVGLFsBXXwHffw/07g2ccorZ5lx0UfrnnM4ZTxROCh5ZXbZEHafBdNAkjkGxVspJikjhd0k7lfbKsgU72YNVYEUKt0GwbALBhlFZhBHuodNJYZUvTJFCdj1s2ZK+/1TK/C/r4/n+4OefM51J1u+47jqz/f32WzNZ4hdfmK9bIpSoHdOxukfYIoWT08BtFQ1V2HKsWmUubQ8A11+fGRrCf95PucJOnMmfa/a8iBJnis6bak4KfiWqJDkpSkvNEA8v+/azBKnoWOl0UugK9yAnRTJROqUL2LXJiKyBHYBu324mNzr66HQnhW6RwrrQvV7kUTgpeJGiosJdpKhTJ7NT89r5ew338GO5V4EdHG7b5l2k4CfebiKFbieFikjhNmn2M4jnRQpRDHDQxJmibQBq4R4AcPDBdly3CNnqHjxeBoWq+ZP339/8A4AffhB/pkUL9f2yA5iwnBQ8srpshRf0729ayn/5xcwrcsop9mes3x4XTiKF6p2nJDgpVCZ5FrLlK1UJS6To31+9DKJwj8pKc3JYUGCGDBUW+huku4V76MpHAWTeTZYJY1u2ZO7fqX/l+4Ovvsr8jHW+CgttJwUgXzaWRUe4h87QULfts1RWqo9T+DEVL9rIyjFlivh1L4JvHOEefJvjFu4hOm9OToqCAruNizrcQ1eIluq+VRAdqx071HNSuK3gRU6K3EapS+vYsWPY5SBCgO/Afv/d/B+mSGFd6NZFvnSpeRf1yCOdOy+/OSm8JM4sLla/s8GKFDxeFVenQSR/jkaN0pvMlIW/oxU03EO2xrmF7pwUKsfabeIcdAnSJ5/MDFUQbVe0H7eOT9VJIbs+hg4NLlKwa71HiRcnRWGhOYjZtCk6J4VscGYJikVFwHffmfHwlnBh0aGD/zLqgM+vwMLWr+JieR1Ngkghaq/KyoBOnYAff0xfTjDoyih+RQr2s2y4x5lnAscfD+y5p3oZROEeTz4J3HGH+bh1a+DSS/1N6twSZybBSeEGX1dnz878jGw7/ARe1KbKXJJeXDpenRReBScnJ5RbWIUF/zv5pYplfWr37mJ3oM4lSMMI9+D3qdtJIVvOOki4h5OwE0ayW9m+dYV7VFQ4t1v8DTUnyEmR2/ieRmzfvh3Tp0/HO++8g+nTp2O71xkPETqyrPLWwL6gQH/+A9ZJUVEB7Luv6d4YP975e34bGi9LkIqcFDKcRIownRT33OO+Pb+w6vSGDeGHe4TtpBB1yLpECrbDYjtJVQFJtB+3uqKak8IP7L5lS2r++adzBvgwEYXQOGG1W1E5KWR3aNjvlZTYAsU995iJMV95xX/5dMFOuJ0SZ37yifs2dKBDpBgxwly14auvgJkzzSV82bYzLpGCrVPsHcDx483wKC+Iwj1efNF+zcqZ4kekcMtJofN8u63uYSFyUjjBb0eUO0B2XbvdzXd63Uu/FmQlMJW7wk79g8pvBDIngU6TYJaWLcXv6UycGYZIcfzx6c+dclJYq3vwbNmSKdCIkuvqclKwiWz5Y64rxFZGGCLFjh3O59lpjP3hh2a+lWXLzBsD33xjv0dOitzD1zTi3nvvRevWrXHwwQfjxBNPxMEHH4xWrVrhnjBnWIRnZBe+1WjUr69u2VaFzUnxxRdmDCMAXHWV8/fCyklRU2M34nGJFE4uEbZRDXuCyN7hXbYsHCdFmKt78B3k779nDsrDcFKwx0m1borK4VZXVMM9/MBPtPh9NW0aXi4UFTp1sh/37On+eUtw45OaesGLSDF4sFl3VK3eo0YBv/1mfi9urGtJtLoH+7sPPNAst4ikOSkaNzaz03frZvZjhx2W3t8FtYnLRAoviTOD2pBF4R7sXXyrHw8qUojcajrPt8rqHoB3JwU/uWYdohay61WlDxe9fu217uVi8eqkYOuMTieF7DcuXpy57CQ/QZN9d+tWsfAS1EnhVajxCp+HwU+4R0VFZtlVnBRBXA8yR1zYTgq2HfJzL1pFpODbLZmrYdMmM2TuzjvNHFfduwMLF9rvk5Mi9/A8jXjggQdw5ZVXYv/998fEiRMxZcoUTJw4Efvvvz+uuuoq/Pvf/w6jnIQPZE4KVqTQDStS8I3pgAFyJTasnBR8tnC2MfzpJ/n3rAGQbieFU+4Ct8SKQWnXzn68dKleJ8WiRWas9MyZ8s97QeSkYCc0AwYA7dtnigFhiBTsYFi1E/TjpNAhUkyerJZ5nN8XH6IQNfXqAW+9BZx/fvrdYqfPA+I7Wqp4ESlOP90UXNeuNfN/AMANN/jbb9Swd+D49pI/diqOEV3lAfznpHCbjO+0k/3YS4iFBTshYCdiXpwUQUUKUbgH64azrnOdIkUU4R66nBTWKlUW1g0Rlm7dxN9VCYVgj0v//sCVVwJjxriXiyWISKFSZ4ImzrzmmszjyH/WSVQSncugOSl05RiQkUqln0cv4R7W6kEVFZllFzkp2DF4ZWWw0IS4RAr++vWKTKRwykkhczXMn28/FjmnyEmRe3juiu677z78/e9/z1iW9JxzzsHf//533H///bjsssu0FZDwDy9S/PabeffZGtwEXaZNBNtI8Bf61KnAa6+Jba9+c1K4iRR8p8A2hscfb1rF/va3zO9F5aTQ7WRxghcp3M5/t26mnc7CSaQ46qhM0Ue3k4Kd0EyZYh47r8dP9fOycxylSHHTTd5/30knmfHvzz0n33dRUfJECgA44QTzTwVLYLVWqfGTKNHrebVCUj76yBws7bGH933GAb+cJgv/XHYcdLZTfpe0Y0VVt3CO1q3NJfY+/NC8jryiI9wj6GSLjcu2HEMiJwV7XHQ5KeII92BXP1DZP+uiMgyxSCELI/PqpLjsMn/5erwmzvTaJsnq1aBBar9RlGw0SidFHCIFIA/DcXNSNGpkro5XUSE/Tuzv4/cTRFCQrZyXrSKFn3CPP/5w3leQ+kJOimTieRqxfPlynHnmmcL3zjrrLCxfvjxwoQg98Bf+2LHALrvYOSnCdFIA4g7MSt7J41dhdmtMePskP4jbZ5/M77ADU9HkR6eTIkq8OimsuwYWTqt7iFwpunNSWCJFWZn/SZPq92SdXZBOUDQ4Z+sjv+1evfztx1oiTrZvkZMirBVlwkI0gfOKV2u1RXGxeXc+SoExCE45KZzCP1h0ury8OCnmzwf22gs49ND05XJVQuPOPx94+WVz1RWvWMfMMOJzUojqOCssW6/5ieGPMnGml3APL+EmbP+1aVNm+McFF8i/q5KvwW/7wBK2k4LvYy+4ADjxROCBB9TGKaJwmLjDPaIWKZycFJs22e8XFNjtzvbtmcfJzUkRVKSIy0kRtK8NGu7BHmdRSBdLkHaLnBTJxPMp7dKlC1aJJGsAK1aswC677BK4UIQeRAMWdrAZhpOCvdBFnbLs4vc7kQ/ipLCYNg04/HD7OVvusBNnshOdsMM92GUe161zFymaNk1/zk8o3I69DicFu469dXzY7XoN9/DjpFB5ncct1tZi2jT5tnUmDeMHfnw9DLpkY9SwAuvmzd4TbwL+3VvZhpOTgr+mZfXbS1iGannctvvrr8Buu9nP2XMcdv4etoxsf+C2JLBIpCgs9CdouTkp+PIVF/sLZ0tS4kwvTgq2jV292n7ct6+ZWHXAAPl3vTopdIgUXhNn+uk/H3nEPnYqv1F0HXkJ9xD9pqSHewBykYIvz7/+BTRpYn/H+l51deb4ViSwOYkU+RLuIVuC1EmkkNVdt3vgQX4/OSmSiedmcOzYsbjhhhvw/fffp70+d+5cjB07FuPGjdNWOCIYbpOcsMM9RB2YbIAS1hKkfBImkUjB53t1sxWHFe4RtkjBN8JuIgW/koUsUZQMHU4KwJ7IWP+DiBR+9q/yOo8o9p8/Xv/7n5msULZtnSKFW7hHWIPBsNDhpGAnZNniivCDk5NCNdxDp0ih6qSwVq+wYO+iRSlSsO2k6Jpk+xS2LorurHqB/Y3WdkV9ozXY95IsVDZRDCNxJj/JkfUbixbZIRsq+2e3w06EunQBTj7Z2SnqNSeF33Po10lRXOyvTWLPq8o45c8/5WVw+242OylkYTii32odI1akADL7HRUnRRBhXCXcI8iYSwbrvPQjUoi+45aTQuakcBIpioqC9ePkpEgmnruiiRMnoqqqCj169MCee+6JVq1aYeXKlfjhhx/Qpk0bTJo0CZP+Gl2kUim89dZb2gtNqOE2yQk73MOLkyKsxJm8ZVMkOvCWR90iRVLCPXiRwu3ODu+k8CpSBFG1+UF0YWF2iRT8sRFNxniRMEzhwC3cI9tECt5J4YcwJmRJxIuTQlYP4hAprLBEC3ZSEKVIwYYRiI4PG0a3eLH9OKhIYdnLt26167jTko1ell0tKDD/amqiD/eQjQHuvdd+/Ntv7ttl+yP2HKm4wqJyUhQV2cfZS04KHe2xym8UmaJVnRQyV0zQJUijdlJY15ZhOLdHvEjB9zui/oS/aRdmuEdBQXhie9265pLKfm4I8GFYgHkt+MlJwfcJLEHrCjkpkoln3W3u3LkoKipC+/btsXHjRsyfPx8bN25E+/btUVhYiO+++y7tj4iPuJ0UogZNdveenTA7lbtPn/TnXpwUsnAPNgyCL6ObSKGiuCbFScGX2+3YBRUpdDkp5s0z/4tECh5dnXTQVQ5UjpVs9R3Z+0HINZFCp5Min0QKth6WlgKnnJL+2SQ5KfhJHTtADTs8SeakEF0n7PK57HJ4Oiac7Co27DZZ/DgpAPGd2TDCPZzuJrtx0EHy99jtsHdrVQSsqHJSAPZ58eKk8LK/Bx80lxF94on0191ECsMQJyL04qQQ/SadiTPDapvZa2XECPHyzKLveHVSFBbax4NftlS3SBFmyKLVDvlxUohECr9LkDpdQ0HHS+SkSCaem4CFbC9MJBq3wVHYOSlEdzjXrxd/T3WQcfvtwAcf2INBLzkpioszQxiAzM6GbVRzKScFX263hrhRo/TnvPPCbdAVRKRg93XUUeYdH2tCwx6zJOWkePRR4KKLzMcqd6Oc7h6I3g8ChXtkki8ihVWP+Ot9zhw73toiSSIF396wIkXYTgr2emATv3kRKYI6KQCznq9ZIxcpKiv9ixTFxZmiQRgTHl6k8DIBePFFc6lpEWy5k+qkAMzfz68SIcOPsDVihPnH4/YbZdeeqkhhGObddZ6g4R46wmzc4K+VX35Jv45l3/HqpADs889fa7pzUoQR6mFhtbc6RQo/S5CGKVKQkyKZhFitibhxu2ibN9e/T7ZxEU0egooUjRsDn39uP/eaOFOU6Z3vbNg7Z7m0ugdfbreysxNBILODuuKK9Iz7PEE6TTZW1kqKppI4Uxd+RIoLL7SvOb5eigbmUYoUbk6KbJuoU7iHOtbgi7Ub77kn0LVr5mejTpzp1AbFKVKwE+Off7YfiyZNHTvaj2fPttspXSIFIBcp1q8P7qSwymkY4YR7BHFStGtn5qro0SPzPbaNZfsmryJFmDkpgPCdFDLY60w1kbPodSdRSZTTwi2MNAnhHnzfunGje70sLU2/acWPb63v8+Mma19hL0EappPCam/93BAQuadZJ0Uq5TweUXVSeG3/eMhJkUx8N4WbN2/G4sWLsV1QA/cRretIRI7bJOeMM/Tv0y3cQ9SpAd7smqqDXCDTOrjrrpmfcRIpcilxpleRghcARCp6eTlw113i7wcRKUSdRDbkpCgqyhyMAPE7KSjcIxOdE4Ikww6SrceyAW0UOSlUkwny77FlCFukYAWcuXPtx6JrsqwMOOQQ4NNPzSVTZ84EDjhAr0ixdWtm/gjA7E91hXuwxzcpTgoA6NDBDGngQz9kTgqVuhGlk8I6LwsXmjlLOnSQfzbKnBQycUbVSQGI21430TgJiTP5a2XVKvelit2cFBb80u26RAqZk8K6bqMI99i+3dyfl7GdW7hHSUnmuE2WOJOcFPmH56Z3zZo1uOCCC/DOO+9kvGcYBlKpFKrdbm8TkeDUwN91l9xGGQS3cA+Zyu5XpHCranzcmyjcw6tI4bUxc3JSxLm6h9tgkf9tovhVAPh//0/8epBOU1RPdIgUQUUMFZEC8Bfu4fZcRo8ewLffOn8m10QKHU4K65joFIOSiPX7amrSl8UUEYWTgm1TnVYYcrojG7ZIsfvu9mNWpJBdJyecYIoUALBggT6Rgq3n27Zl9ndLl9rHKahIEdZShrxIobIUp9M2LGQ5KVScFCo3OnSJFKwD6PXXTQeiDJ3CqZtIoeqkcBrjiK5ft/Y4CU4KfuK8enV6/e/aFfjxx/TPqIoUrVqlP2dFijDDPaJwUgDmsePdIjIMw12kELVbfpwUlJMiN/HcFF544YWYNm0aLr/8cnTt2hUluT7Cy2KcJmQXXhjOPt3CPWSigheRwouTgRccUilg4kTg7rvthIxxOimihJ3cqyTOrK4GBg4E3nzTfC4TKVT25xW/IsUBBzhvV1Wk4GP1LVTXgFdxUvB1obw8/bnqAK1tW3eRgnJSZKJjEpkNsF2024CWRAoTVsBftsx+LKsrjRvbj60cFjqdFIDZT/HtyFVXpb/vBatc2SpSyFb30OWk0JXA8fjjgeefNx+7nSOdbVIUTgrR9evWHifBScHn0li9Ov13isZ9OkQKHU6KOMM9APP8qooUlZXpTg+rrGw7IBIpZDcCndqOoFNRvp0ikoHnpnfatGm45557cMEFF4RRHkIj/NKaLGEsPwqkNy6iRtwpU7SFTieFSHA491zzr3Fj8y5H2CJFUhJnWrF/VqgHPxhp2TJ9SbLqamDSJFuk8EoQkUKkmKskzhw71v8+WVq0MBOH8kte6XRS8MhsoiLeesusw4MHqw1O+IEff7cx20IedDop8kmksPAazqRTpGDrnpNI4XTXLGyRgh04uy1BCqTXx7BEii1bMtuRr7+2H//wg7dtR+WkKCy0l+EMy0kRJHGmSk6KIO3j0KG2SOH223XmyYnCSSG6S84mmvVTrihEihNOSH/OOymCiBR8P259R1dOiridFP/3f0Dv3uLQaR62fjRqZN/o4sM9eOJInEkiRTLxPI2oV68eOrKZoojEUrcuMGiQ+L0oEg56cVJYjVkq5W5bVRlgWDgJDtbAku9swlzdgx98DB5sP77+evdtBYUdmLJlnz7dtA6z1K0brOEPIlKIJi+ixJksZ52lV3wT2XL9Oil4QeizzzK/60WkOOEEM+v/o4+Krxd+UskP/Phs8Nk2UScnhTqi3xdnToriYrv/8eukCJokzQ3ZcZC9zq6UZfUnOuoX69D480+9sdJ84kz2HOteKYC9m+xnAiC6cxsk3MNrToog59DL5CfbnBQikSIbwj2aNjWFfou1a92dFHXqOC9BatGyZfpzWbhHNi1Bytbhc84BunVLv6ElgxcpLCoq7Pe8jLHDFClUcyUR0eK5KzrrrLPw6quvhlEWIgROOy3ztWeeCW9/bokz3ZwUZWXuAoqXxJl+RIoowz0OPhiYMAG46aZ0625YsCKFKE/B1Knm4913NwWuIHd0dIsUbuEeKk4UL+Kc6Le7DZpklkz2+dChmUnggMxwD7dBh3UcRGXi988OjktKgN12S38/2ybqrBhFIoUzosGb13CP88/XV55Uym5X/YoUYYnsFrIBr+x1VqTYtMmcOFjtUZD6xbYJ/EQqKFE5KYD0iZqfeG/eQg8EC/eIMieFF5EiCU6KoCLFkCHq5Yor3ANIXzFm+3Z3kaJxYzUnBSssAnKBzqvQyooU7FgnapECMCfxr73m/j22fWdFim3b7CT6TZtmfs9P4sygwio5KZKJ56bw5ptvxrBhwzBo0CAce+yxaCqoYSeddJKWwhHB4Ruuxo3NO85h4ZY4002k8BpPGsRJYd2d4cvJTnpE5dG9BOl557lvQxdsHLJoENavn6mQN2hgvhYkB26QTlO0Xx0ihRdE50o13MMpJ4Vs4MV3sqoTMZlIIet0eduqU5mSCh+r7xXDIJFCBF+/n3zSnCjvv7/eMtWpYw5URZMcizjvZsnECJVwj82b9eUzYJcJX7MmN0SKJCTOjDInherkxzCiXd1Dd+LMtm3NsczQoc7l8uKkCDMMka0nfFJakUjRrJmak4Kvf+yy5Ox3VOopC3ssamoynRVRihSA+BjxyJwUq1fb4zVRMns/Toqg4z9yUiQTz03AggUL8NVXX2H+/Pl4i/VL/QWt7pEs+Ebea8MYZH98dmTAPXGmikjBTuaCOCmsgYClTFuTQjZBpEjl9SpSsGWIM3EmkG7xlU2c2aSRQdRp3ZbhbBApVBJnOm3jhBOAt98G9t1XrYyAmpOC7XRLSjJFimzOSeHHScGeHxIpbPh6MGyY/vIAwZwUDz2kvzw8QcI9Nm3SdzfYi5Pixhu9bTuqxJmAd5Hi7bfdP6NrCdKwc1KoihS62yRd4R5Wmbt0MZeCPeccYMUK8zX2+r3jDuDMM93Lxfbfoj5bV5iNG7xI4eakaNpULekvX//Y88/muPI6FudzscUtUjgJzKLPsCKFVX8AsUghS5zpJB4EDUkkJ0Uy8dz0Dh8+HBs2bMB9991Hq3tkAXzDpaJ+BsGtU9HhpEil7ERcQZwUMmVap0ixfTvw7rv286SIFHy4h2wQlkqlZ2X2QlgihSxxZhJECpXEmU7bmDgReOcd09GiitdwD3JSRGcpTgJeclJEJVZZA3Q/iTPZ5UHDQqeTIiqR4vLLvW07yU6K445z/wxbXq9OCvb8yupg1DkpdDsI3BwLKk6KbdvsRJjNm5v90vHHA48/br9voXqM2HFBnOEe7HhQxUnRtKla3gOZkwIA1q+Xf84NWcL4uEQKK1zDCZlIsXy5/ZgPcwX8Jc4MKlKQkyKZeG4Kv/rqK0yYMAGnn356GOUhNMM3XFE6KUTocFJY++ETEQFmJ3D66WaD89JLziIF34n7ESnc4ms//FD+3TiQJc50KpffsA/dIoUocWaYOSn4AZIljjmhkjjT6Vg3a+Zul+XR4aTItol6aaktVPpxUrCThWz77V7x4qQIO9eDRRAnRdhCO+BdpAjLSeEl3MNr32J9vqYmU/CPOyeFqB4+8ghw8cX2c9YB6ZZHikcl8W4YTgqnyY9uB4EOJwV7x7tNG/M/WzfYSajq/Uq2DxVNLKMSKayluKuqMnNSWMl92TGFaCwowkmk0OWkYMtqnUfd4y0WHSIFm6uDHWMn0UlBIkVy8FytW7ZsicZ8ZhgisfCDDVbNDAO3zpzvLC+5BNh7b/t11YZbNhm87jpziaS33gLuvFPdScGWS6eTgp84J8VJsXy5+mDA7wAtSKd5882Z+3cL99AN/7tVjkNQJ4Uf8tFJkUrZd6+3bDEncDNmqLtp8slJ4UWkiCpSM4hIEfbKHoB5fERti2zfdevan9fppGAH8OvWhSNSAOZ2k+SkEHHhheY13qWL/ZpVZnZSoSJSqISLscc6SF8Wl5OC3cazz2ZOvNjfx5aRLceyZfbjtm3N/+yxYK9fVZGCrVtxihSAPd7kwz2KijL33bQp0LCh+zbDCveQhSgl2UnB1g/ZtNEtJ4VVH9g8UiKCihSFhfYxpHCP5OC56b344ovx2GOPhVEWIgSiFim8hHvMnGneHZk7135NteGWJSj85BP78Q03AL/9Zj93EinY7bAiheh4eREp+PLpXCLTD2zZ2UV6nAZFfju/IJ3mqFH24/btzf8ikYIl7HAPlYGjyuoecYgUvJOCH3Rk40Tduhv6xx/mkmgHHgiodk3sYCfXIxZFk23ZtalzqVEnrLa4slIujMjuZkUhUgDieiFrv1nRTKeTgu0PKyqc+xuv7W22iRSpFNCrV/pSzSKRQqV+qISLWeewqCiYGK4qUoTppADM5apZZOENbDlEIgVbN/yIFElxUgD27+bDPQoLM4+fqkjBjzPDyklhYR3DqEUKdpwsg61LZWXisZvqjUC3dkNH32W1HeSkSA6eh8sFBQWYO3cu9tlnHxxzzDEZq3ukUilcccUV2gpIBEO0ukeYeAn3WLo0833VAahsMsh3apMm2Y/dwj0sLIW4cWNxw+9FpGAbu0svjd9Jwdo3WZLmpCgrM9cbX7XK7nziTpypchys62vHDrMeWUlIw0wGJtoeP/HjnRR+flvSsCaF7HrtF18MXHSR+3fzyUkhEgGS4qQAzIkOO2m0iNNJAZgDc36wKion+3nAOSmxV/il+HSKFLylOgqRoqoq/ZgecQTwyy/A4sXq2+L77dJS75NlL+EeQdvGJDgpAODnn9Of84kiN27MLAebO0AkUmRzuAeQnhuHv5HAH79Gjdx/Y506mYJW2CJFkp0U/Mp2ZWWZ15tI+BUtQeomHOjou0pKzNBzclIkB89N4VVXXVX7+Ntvv814n0SKZME3tGGLFF6cFCJbpmq8scxJ4dSJeHVSyGIQCwrseEUvIkUUCd/ckDXkbjkp/BA0RpIP6dGRONPLHTE/E/k997TdPN99BxxyiPk4aU4K/jhk40RdNX+NiHwSKURtlKwORiVSsAN0kUhRUyO39kYlUojqhZNIYX2+slJf/eInuLL+pqDAe3sbh5MCSE9y+f77wLXXAnffrb4tvt+urDRDYQCzbqi08V5EiqDtgx+RIiwnxYMP2vWEPd/s9ciWwxIuAHvsmIsiBe+kEIV7lJW5l0fUJ7HtVZDEmbKbY3GJFCq5oPhxT506md8Ttami3+omUpCTIjfxPI1YsGCB49/vv/8eRjmVWLhwIYYNG4bOnTujrKwMO++8M2644Qbs4HqGVCqV8fco74XLEZKWk4LtCESDUN1OChbVnBSW/dMpNINfvu2334CTTgLGj0//nFcbatjIBnBOx81v56dLpNDppAhbpOjWzX7MhjHFLVLwTgqVbSSdIGXOJ5HCi5PCSo4HqCeK84PbUn733KP23TDxEu4BpIsUuhKzqooUftpoPu47KpGCDa8oLnYWfkSw5f7jD2Dnne2wTtU+ll+NRYQuJwV7/lXDPcJwUhiGuXqUaH/s5JotoyjXhyzcw8/qHm4iRdgOP1lOClG4R5067uEeIuGBba9Y90G2OylUEuDywo+o7RZd/2xOoChFCjYsjUgGnpuAjh07Or6/Zs0a34UJyk8//YSamho89thj2GWXXfD999/jggsuwJYtW3A3J9VPmjQJRx11VO3zRmHP3mMiaeEeIjGARXUAKkuc6cVJIQv3sBpfp23xq4uceCLwww/A5Mnm8mm77mq+njSRIpucFPwdH9HqHvvvbx5zAOjaNdj+ePhBl8pxYN0yCxbYj8MceHl1Uog+n40T9SDHkUQK8Wf/9jczLO2zz9JD5XTjJlIwhs0MkuqksOojL1IEKa81WDcMZ5HCz7UQl5PC6vetXA9eRQq2bLfdBixZYj9XPdYqTgo2J0UQrIR81dXxOikA8ybK+eebj9nzzYoUbF8hGr+w/W8YToowQyN5rHaIz5Uic1K4/UaR8MC+Zi3nKvusEyKRgj1+SRQpeOFHVaQAzHPAutLISZGfaBkuG4aBKVOmYMKECXj33XdREdMZPuqoo9KEh5122gk///wzHnnkkQyRonHjxmjVqlXURYycqEUKL+EeosGB6iBDtopC0HCP6mq7sVPJ02Dt/4cf7PcWLkyuSOFnkBtH4kz2+05OioceAn791bwzds017tsM20nRsqX9mNVrk+KkKC4Wi0fZmJMiSP0ikUL++X//O7yyWLBtMTvRUSHOxJlOEwvWSaGr3U+l7NwYuSZSWK8FcVLweRZ0ihS6nBSAWS63WPewnRRA+p18JyfF2rVmCM5zz9mvW8dWZ+JMUdsUR7gHkF4PRE4Ka9lrJ0ThHqKJeXGx92tMJFKEec2yiM6titvAr5PC+nxlpSnsbNpETop8JdC9zt9++w3XXnst2rdvj+OPPx7vv/8+Tj75ZF1l08KGDRsyknsCwMiRI1FeXo799tsPjz76KGpcanhFRQU2btyY9pcNRB3uIWrMJk40s3IDZkNi3REXDQ6idFKIwj28LsspGjSyxzxpIoXMSeHUwSXFSSESKVq3Bv73P2D69GA5CkTwv1tlwNS8uf1YJlJEkThT5qSQXR/ZOFEnJ4Uabm1UHLADUzZHgcUuu8i/G9VqLPx+6tZ1btPYEECd7T4rfugM9+ATZ7JDoKBtN09YIgWfvE91/MCGe7z1ljhUUFdOCkBt8mPl1dC1T78iRUUFcOWVwB13pPdhonAPP04KtyVI+YltmLAiBevs5RNnlpSoXRNu4R5On3NDNF6NU6QI20lhXQO//gq0aAHMmuW8Lx35lMhJkTw8NwHbt2/Hq6++igkTJuCzzz6DYRhIpVIYNWoUrrnmGjQTLXobE7/99hseeOAB3MMFuN5000044ogjUFZWho8++gijR4/G2rVrcd1110m3ddttt2Hs2LFhF1k7UYsUosa3uDjTtVBUpMdJwTdMTp073xiKwj1UlyZ0EinY35o0kUKGk8Mg7sSZvJOCL2uQ5eGc4H+3yn6aNDF/d01NMp0UsjqYjRP1IMdxwgT7cTb+di94dVJEATspEvUDLVuag1MRuifQMvh64bZ8tCwnRVBRxfr+vHnyz2STk8K6+2695rVfZMvGixSq2+IF7enTgT590l/T6aRQESmssEUAKC8Pvk/ROWSdD7Jwjx07gKefzvyuyEkRRrhHmGIZDztpZkMx+HAPVVEhTJEiaU4KryKFVycFe/y3bweGDnXeV48e7uVxg12hyTDCG1sS6ig3AbNmzcJFF12EVq1aYejQofjmm28wdOhQvPvuuzAMA8cff3xoAsWNN94oTHbJ/s2ePTvtO8uXL8dRRx2FwYMH43wrCO8vrrvuOvTu3Rs9evTA6NGjMW7cONx1112OZRgzZgw2bNhQ+7eEDYRMMHwH6/WuhVdEd7N5a5vVsOpwUqgmzqxTJ7NsonAPHU6KbBQpnIgrcSbrpGDvdEU1SeGvHSs5mxMFBYDVDEYlUoi2R04KZ554wn6cjb/dCyKRIu62yM1ub01+4hRT+GvFre9kc1LobPdVJn/ZlDiTf83rRIAtN7taAuA98bbFe+9lfiZqkYIVoU47Lfg+3fpJJyeFCFFOijASZ7L1MOxJosxJwYd7sOPSJ5+Ub0813CMXRAod4R6plPxYeEmQvNtuesIU2faDQj6SgVLz2717d/zwV9B97969cd555+G0005DvXr1sIFd+DckRo4ciSFDhjh+plOnTrWPly9fjr59+6J37954/PHHXbffq1cvbNy4EatWrUJLNqicobS0FKVxj+x8wDdcYYsUoganpCTzrk1paThOCtmATpSpXmSfU83Kbu1H1KHnmkiRBCeFLpEiSE4KVZo3NwUKVqSIO3Gmm5MiG+8Y6BqU5bpIIUooG3eeaHYwLwr3sESKsjL56gth41WksOpRTY2/WH3VcojIJieFhd/rji03e/cb8N/HsqvaWOhKnAmoiRRsH7HzzsH3mUoBzz8PnHmm+H0nJ4UIkZOCRbeTIgqBkp0Is+NR3knBfm7YMKBVKzNBOo+qk8JPPRU5f9lzGObNG5mTorraHs+LcAv3cHIrqIbv/v3vwDPP6BnD8KspZeuYPZdQan6///57pFIpHHvssbj99tuxxx57hF2uNMrLy1Gu6H9btmwZ+vbti549e2LSpEkoULhy58yZgzp16qBx2FklY4Bv6HXH7fOoOCmshitKJ4VIpAgS7tGggfmfHyTx280FkcLN5ixDp5MiSguoBV+XVAeOVlO1bZv5V1YWfbgHL965OSlUlm9NGrqOYzYKNF646irggw+Ar76yX4tbpFB1UpSVmRPI+fPN5/vtF37ZLPi0U6rhHkD6b4rCSZGNIoVf8capbF7uvp52GvDyy+Zjp5wUcYgUuoRTp2GzVyeFKCcFi26RIop+nj3ObOiKk5MCAI45xszbMX8+8Pbb9utuq3uI9quKLNE7W+awELVhmzaZCeI3bABmzAC6dMn8DO+k8OIg8RJio6sPZ39nRYU9zifiQ6kZuO+++9C9e3e8++676NatG3r37o0nn3wSm0QztBhZvnw5DjvsMLRv3x5333031qxZg5UrV2LlypW1n3nnnXfwxBNP4Pvvv8dvv/2GJ598Etdeey2GDx+elU4JN5LopHAK9whrdQ9RJFKQcA9rvext24Bbb5V/LhdECre1wWXoWt0jLpGCH5w+84za99jzLFo+S3c90OGkiCoZoU78Th74CUnCujHt1KsHfPll+mtx6/FuOSlYkeKNN4BzzwUuuCB9tYGw4SM63dpB9jpk3R9JDffgE2fGJVIceKC3bTld916O9Ukn2Y9F8fVRJ8603kulonGJJd1JEbVIwbqfRIkzWVIp4K67zKSrLF5W9/BK0pYgBcxl1v/4AzjvPPH7KokzZQTJA+IXCvdIHkrNwGWXXYY5c+Zg5syZGD58OH766ScMHz4crVu3xvDhw2vzQsTN1KlT8euvv2LatGlo164dWrduXftnUVxcjIcffhi9e/dG9+7dcf/992PcuHEZyTVzhaidFDLVWORaENl8VRsxq5HnJ7Cyhlo13MOrSAEA116b/h5bnnwWKXQ5KWpq9IkUHTrYj9u3d/4sPxhmv+uEKHt5UkQKdrDx8svm9XbqqUDbtnrLFAV+B2X8seHj2vOBJDkp3MI99tzTXCHq8cfFd+vCgo9ktVaoksG2F6zwElQAVJnQZLOTon178660KrpECl6kYTGM+JwUOgVjp7Kzv5m9HmVOCqtcov7Xi7DitgSp9VqcToqiovTfo1oHVMM9/NSpOHNSuJ2Lb78Vv847KbyIM6rigxfhww322qMVPpKBp2Zg3333xSOPPIIVK1bg6aefxr777ovXXnsNhmFg2LBhuOeee7COXUcpYoYOHQrDMIR/FkcddRTmzJmDTZs2YcuWLfjuu+9w+eWXoyjstY5iImonhSzcw821YKHa4LCNCbsd2UqybuEeVplUs7I72cBIpDDRlZOCF6KC6KHHH2/eQdtlF+Ddd50/yzcJqgKfaBDG3qWJWqSoqREPgE891cyOb1mesw2/TTbf7kSQVilxJEmkcHJShC2qe2HkSOf3szncI47EmezxGjRIfVu6wj3438+iexlM6/dbMfwirDLozJGjy0lRUmL3u6Ljz77vRpJyUsicFIWF/upAmCJFnEuQssdGhKxO806KuXPT3//HP+TbVG37dYoUfLgHET++phF16tTBWWedhU8++QTz58/HNddcg61bt+L//b//h/ZutyeJSOEbQ50XtAjVxJmAWKRQHdCxnQu7HdlaySJRQZeTgifXRQrVOqRLpAD0OSlSKeD114FffgG6d3f+rN+VcUSDMLYe6L4G3UQKdtDJ18Gw24Mw8Tt54Afh5KSIHqfEmVVVdjus08obhFtvNRPiOiEL94gicWbQ1T3izknh5TxH4aTQnUOIbWdlk5+oRQr2N7LHX1Q+tvyiuuGlzLJ+nX8tbieFnzogOg654KRwy80gG3fzx7BFC/v54YcDTgb2OMI9+MSZRPwEbgZ23nln3HrrrVi8eDHefvttHHXUUTrKRWiCb7iiXHfaQrYEqUh99RruAaiJFKKGjEQKNfjfqtop6Ar3ANLPS1w5KVQnG0kL92CdArmUCEo2KJO5qSx4cZRboTov8OuO0oWTk4KdLCRFpNh7b/fPZJuTIik5KQDz+Fqi8aOPOm/LqWxejrWTk4JtP3WIBmw9lt2VjkqksIzF7G8sLbWPq2hVA/a5zEmhSlJzUvCJM1khdfly79uz0JU4k03c+8cf5v+oRIq99zZX0WjbVixwy5wUvBvl2mvN47HTTmauIadzHEe4Bzkpkoe2ZqCgoADHHXcc3njjDV2bJDQQ9TrzIsufzEkhathUyysTKWQTFNHgJUi4R7aKFBdfnPnaf/7j/B2/ToqgpipRHhMgvtU9/NhZrXoVtUjBXhPsUqhud4OzCdnEbJ995IMmIPMOyamn6itTthD35N8pcWZSRIrXXjPboO7dgQED3D8vy0kRhUjhxw2UJCdFQQEwc6bpcLvwQudt6XJSiMYkoue6nRRs/WYR5Q0KiqjssrvwTsuqRylSxJWTgk+c2aOH/XzRIrXtiY63LicFu7rYr7+a/6MSKQDg2WfNZMKHHab+HT7co08fYOVKyRc+1AAAVmZJREFUc1UUNzcfOSkIQKNIQSSTqEUKEbLEmaKJhKUQuyFrTGROCreOIgonRRJWULjttvTnQ4YARxzh/B0/IsU11wSve0lzUqjiFu4RhUjB7i/fRIr//Q948UX599i6dNppyWgjo6B3b/txy5bxlQPIDifFySebd1C/+UatjoQV7sFf36IwNSdRTkaSclIAZru4yy7u23JaLtnLqjWyGx1AuCJF3E4K0firqMjul3bsyDzGbPlF/W8YTooo2mX23LJhZ0VF6XlSBg/2vj0LXSIFe23EIVIA5o0aL/VTlNejYUO1sqreFCInRW5DIkWOk4QBuGwJUn5gUFoK9Ountk2v4R5xiRSWgFJUFN3k2olGjdLvYqrkWfAT7qEjNY3MSRHVQkJ+B6dJCPdgB8Jr19qPy8v17jtOnM6Pk9jJXuNJEA6j4sUXgSuuAKZOjd9J0ayZfZ3Mm5f+XlJECsCMofbj7gvTSfHtt5llEuV3ciNJTgovzJ8vf09F5LBwclKwxzPXRAqRk6KoKN1JwY+j3JwUXo5RUsM9/vzTfly/PnDIIcANN5guqptv9r49izBECusaiFqkALxdt7yTwgsyxxFPWKt7kJMiGeTmkhZELUkQKdycFMXFwCuvmHFqqpMoHSKFKNxDdQLTpo38PbbjDWNZsaCwdwzYOEcZfB4DlYmDjtwH7CAljnAPHU6K6mpg2TLghRfs16JInMkOhHPVSeHUtjkJWezgQ+eEIOl07Ajce2/cpTCpWxfYbz/gyy+BH380LcCtWpnvJUmk8ILMSaFbpBDVbT93/fhJOnv3XHcbq1OkWLpU/t6uu6pvJ0onRZJyUohyghUW2vV061bvIgVb391IargHL1IAwI03etueqK6Irn8/57hxYzMnxLJlwJw55nGKQ6QQlV12jQS5jlRFCp19BDkpkkcC7u0SYcI2KGxm3ajLIHJSWA1YnTrAwIHuqy2whBXuoTqBOeIIeePIliGMgUdQ2NhGFccD77ZQmWSriB9uxJ2TQle4x6WXpr8fZ7hHvjgpnMhXJ0XS6NXLfszeHc9WkUKWkyKM1T34fs7PXT8+cSY7YUyyk2LMGPl7nTurb0c1J4WOvjtJOSlEy1eyToqNGzO/4yZSeFnGmRXZROO1pDgpgm7P6TW/fdf++5v/N20Cfv45/fjFlasLkI+7g4goqiKFl2veDXJSJA8SKXKcwkLgvfeAYcOATz6JZp/8skJFRc6hFUEzk8cR7lFSAkyfLn5PFO6RpMnQCy+YwsNOOwGXXOL+eV6kUJk46BAp4s5J4Xegzjt0Pvoo/f2owz3YwVezZnr3HSdO7QY5KZIP67Zi62u2ihRxru6hw0mRLeEeJ5wgDlMcOBBo3Vp9O3EtQSpyUhhGcpwUovKx16Go//Va/6z6FXdOClkd0ClSiOq53zq177724x9+SE64h2GIz2WQ60jmOOLZbTdv23WCnBTJQ2m4v3z5cvTs2RNvvvmm9DNvvvkmevbsicWLF+sqG6GJY44BnnwS6No1mv2NGpX+nF3eChCHe3hFJFKsXm0uayRCd7gHIA9pEIV7JGkytP/+wIoV5t1LlUmAH5FCR7gHe37iECnq1weGDzd/v1MiRh7eScEfL90iRWEh8MAD6a+xHXzSVpjRhd9BmaoQSYQL2yazdTQXRIqwEmfKxLdcSJypSkEBcO656a99+qm875fhtARp1Dkp2GMfV04Kp76BvQ5FdcNtpQYeq49MUk4KFr8ihaog4bdOsQmP//gjPXQ3qrZSdsxEbZAocaYqqquI6LwBSE6K5KHUDDzyyCOoqanBwIEDpZ+x3nvwwQd1lIvIcr78Ejj0UODBB81JnlO4h58GW9SY8LZ6Ft3hHoB8IJf0nBSAKSKoDkTjCveQ5aSIKnEmADz2mLm835Ah6t/hRQr+eIUxMR45Epg1y37ODoRzdVLud6CnuswwES6yiVsuiBQ6nRTsBLBbt2DbYslWJwWQ6Qhr2dJ7vxClk8ItJ0VYbbQXJ4XT+XATKe64w1u5nESKuHJSsHgZv0yYYP5v1gw46aTM91OpzDrkt041bWo//vPPdJdkkyb+tukV2TETuZiDJM4cNUp8PAHgjDPMHEavvOJtm26QkyJ5KDUDkydPxnnnnef6ufPOOw9TpkwJXCgi+zngADO8ZMQI87nISaE73MPpTopooOi24ojbYEFWblG4RzZPDnmRQuWuiW4nRRw5KSy81k/eocOLFGGJLLJJXz6KFE7HOFePR7YhGxBmq0jB1kf29wStY+efbyYZbdwY+Oc/g22LJZdECj/JiJ2cFFHnpAhLOHXKScELMU59Nlt+vm4sWwZceKG3ciXdScGugObGueeaob8//CD/Hr8fv3WKFSKSJlLodlLUrQu8/jowaVLme3feabqBVZeGVYXtk8hJkQyUqs2CBQvQTUHC32OPPbBgwYLAhSJyDycnha5wD6eJiVu4hygnhdtgwYuTIpsnQ7xIobJCRC4kzvSLm5MiLNgONh9ECqeJ1KWXmgNn0e8lJ0UyUHFSeJksxI3s2gp6ze28MzBzZrBtiOCdBOz1lORwD0CPSJGknBRhtdGi8yhyUhQVOS+r7pSTgr27r4qKSBF1TgqLevW8jTFSKaB3b+fPlJSkt2t+65STSOHnPPhB1meKRIogTgoL0Q1GHTfBRLC/jZwUyUDpUjQMAwa7PpUDNaJWh8h7nHJS6Ar38CpSiMI9vNwBU3FSJDXcwwv8cWjXzvnze+yhp8OMO3GmX9i6HqVIQU6KdB55RPx6rh6PbEMmqmWrk0JWl3RMcsMgbidFEPhVisJ0UmSzSCEaE1nnmc9VpCpS8HXDTzhTkp0UoqSsuvcThkiRRCeFjuuIr1+plJ6bYG77IpEiGSg1A+3bt8e3337r+rk5c+agvcqahkTeIRoQ6A73CCJSWB03u5RW48bOZciXcA+e8nLg9tvF773/vml91BHSkAtOClG4R1iQSJHO11+LXycnRTKQJc6MIxmcDrJZpIgjcaZsJS4VeCeFn4myk5NCd+LMuHJSiBDdkHETKdjzx9cNP3291UeK6kDcOSnCmACHIVL88Uc8IoUXJ0WQcA8LfvzUsGF4dYMSZyYPpVPdr18/PPDAA9jMpqzm2LhxIx588EH0799fW+GI3IG9+K0OOYnhHn/8Yb/m1ui7hXtUV5tLM/HlzXaaNgWuuiqzo2jcGDj6aO+ZvmUkIXGmH+IK9yCRIh3ZnZBcPR7ZRj44KQoKkiuqxu2kCGK65UUKP2JjXE6KKHNSiPDjpNAdCpRkJ0UYIgV/Tv32O/Xr28c/LieFbDwTVrgHv6yw283DIJCTInkoNQOjR4/GmjVr0LdvX8xiU8j/xcyZM3H44YdjzZo1GD16tPZCEtmPSFQIEu6h20khEincQhbcnBRe8ltkE02amMeaX+xn+nS9+8lWJwUf7hHV+uX5JlK4HVfZnZBcvS6zDZmTYuNG+3G2ixRJdVEA8YsUOp0UfoRr1ZwUuhNnRu2k4F2P1nFny+FFpNDR/1rbS2JOiiQ7KVIpW4xYvz4ekULmWnJyxQD+f/NOO6U/13UTTAQ5KZKHUrXp3LkzXnzxRZx++uno1asXWrZsic6dOwMwk2quWrUKdevWxUsvvYROnTqFWV4iS+EvfsOwG7Ak5KSwyqJTpPCynGk2YXWG7ACjY0ega1e9+8nWnBR8uAdb9iuuCG+/RUXmvmtq5CJFLk3K/TopcvW6zDbYwe5NNwF77QWccALw73/br2eTSCGa5EUlUvz9796/w0/Ss8lJoTsxc9hOCrfJT5gixdVXA4sW2Tl6/IR7sH0aOSmC7ydInWrQAFi7Fti8OT08OczJO0vUTopGjcxzYhn5w/yd5KRIHsrNwHHHHYfvvvsOl1xyCRo2bIg5c+Zgzpw5aNiwIUaOHInvvvsOxx57bJhlJbIYPtwj6J2KsMM9Uin3xtAt3CNX72Bbgxk2l24YA4psdVLw4R7soPS228Lbbypl1/N8cFK4DfREdyyB3D0e2QbfJp92GvDuu+mvZZNIIbIhRyFSjBgBjB/v/XtROilatgR23z39tSBOCh0hf2woTtg5KUTjFdn+wmiTRDdk2ElYnTrJESlyMScFL9IFqVNWYs8tW8w/wPwdUfVlXkQKHU4KID1RbpgOG3JSJA9P1aZTp0544IEHwioLkcOwDeiOHcHvVOgQKfgyAbZ9rnFj905S9n4uhnuMGwf8619Ar1621ZYdYISRJyJbnRRsJ1pd7W3FmKDUqWMmHmT3yR67qEJPosDtt8juhLD1Nul1KZcRtcn8QDebRAqR3ToskaJxY9PuDQAPPOCv/Y0ycWZBATBrVvrSgUFECsAUfG+8EbjuOv/bKC4224m4nRRh56Tg+yQg00nhtKyj7nCPJC9BGoWTIsg4wCrf1q3Apk3m4zBWJJEhC/cIy0kBmCEfCxeaj7//3v923CAnRfJQbn63bduGN998E4sWLUKLFi1w/PHHo3nz5mGWjcgheCdF0DsVXsM9RNStaz+2kllZTgqVJTRTKbPsfONsDQJyyVZ+3XVmDoouXezjHPZkj+3U5s61H2db4kyrHljhGGHi5KQoLk7+sfOCW7shuxMStgOIUEM02OUHhn5WbYiLKJ0UH38M3H03MGSI/2uad1KE3Z7Xr2+2QVZ7FHS1+muuAUaPDta3FhWZdS7snBSixOEsUTopZOEe7HiIR3bDwC8ykSLqtll0fSY93IMVJNasyXwtbPyGewT5zf37A9OmmY/5HBU6ISdF8lCqNsuXL8chhxyCBQsWwPirFWnUqBGmTJmCXr16hVpAIjdwclJEEe4hgu2Ut241O0jr7pRqBuHCwszGORfDPVIpoFu39NfCHlCw27zzznD3pROZSBGFm8aqZ2wHy4oUuYTfnBTkpEgGosEumxMIAFq0iKYsOojSSdGjB/Dcc8G2EWVOCotddgF+/NF8zCe/9EPQNs36fthOCpFrkyXssYKTk6KgwPyNTqtQse2kjsmbTKSIum3OxpwUbPmsJMNJdVJYdS2VCnY+R4wAJk40c6vwiWB10rYtsHq1+RuzSSDPZZSqzXXXXYdly5bhuuuuw3vvvYf77rsPJSUluPjii8MuH5EjOOWkCDvcY+hQ8eusSLFlS/rdJFWbsajsuRjuISLscA/ZQDnpE0t+QGgN6qLo9Kx9sxOOXBUpKNwjuxFdD8uW2Y/vuy+76mxcOSn8EmVOCouXXjInVG3amC6IuLGOgZOTQne4RxxOCpFIYbntrOvQacwTlkjBh/ywz3NJpNCZk0JUviQ4KUThW9Z1FLQ9qV8fmDcPWLUK6Ns32LacKCwEmjc387OQSJEMlC6VDz/8EP/85z9x/fXXAwCOPvpo7LzzzjjhhBOwatUqtGzZMtRCEtkPfychinCPMWOAFSvSs8WzsA371q3pFnmnuwososY311f3sIgycSZL0ieWcTop8kmkICdFdiNqY5cssR/vv390ZdFBSYkpfG/dar9GIkU63bubfXJpaTKEe6tNjDJxZhxOCqdwD+s6dBIpTjjBfqxDpJAtQco+jyInhagOJt1JIRIkkiBSODkpdJzLwsLoVjAhkoPSpbJy5Uoccsghaa8ddthhMAyDRApCCV5UCBruoSJS3Hqr8zb4cA9+3XAV2Im6BTkp9CCbQCZ9YkkiRTT4zUkRdr0l1BC1saxIoRpylyQaN85OkSLsxJksTgkao8Y6BnEnztS9Px6ncA8nJ0W3bmZy0j32sF/be2/7sd8F/ZIS7iHqk8OY8IeROJMlqeEe1nWVi+NfIhqUmoHq6mqUcS1Ynb/ktCpRzSQIDj48I2inLEp6GTQnBb8klwqqIkWuTRCBaBNnsiR9YikL9yCRQi9+nRSUODMZ1Klj3llnyXaRgl/GMVtEiqicFElD5qTQnTgz7iVI2fP5+OPmfxWR4p//BE46Kf21zp2BZ54BLrsMmDDBX3mSLFIkPdwjm5wUUY59iNxE+VL5+eefUcRcWdV/9Wg//fRTxmf32WcfDUUjcgn+TkJQOyXboVp3rrxOXouLzc67utp/uEc+ixRRJs5UeT0pkJMiGtwmUrIlDincIxmkUsB//2vGGH/7rfna0qX2+9lo7eUnekkWKeJInJk0kuKkiDLc4623zL5bRaSQleWss8w/v8hEiqhzUsTlpMjFnBQikcKqYyRSEH5RvlSGSrIPnsW0VIZhIJVK1QoYBGHh5KTw0ynzLgjAu0iRSpnb2bQp00mhGu7htM532Gufxw0lzhTDlq+6OtqOWjT4y1WRwm2gRyJF8mnc2LxTa4kULKrJi5NENokU5KQQi7pAuDkp4nZSAGaicD5xpmjyGVafoeKkiKIOFhaaYxf2hksY/XQuiRRewj3ISUEERelSmTRpUtjlIHIcp5wUQcM9/IoU1nYskYKcFN4Ie7KXrU4KCveIBrd2QyQg8q8nvS7lA6IcBUVFyQ/rEkEiRXYR1eoe7GQ47pwUgLl0JZ84k3WWWsQpUkTRNqdS5qSbHftFcc0GOa4i8ZYdD4eNl9U9SKQggqJ0OZ5zzjlhl4PIcfg7CUEn8DpyUrDbCSNxJptALRvvCroRdrhH8+bi15M+sWTLV1lpHycSKfSiI9wjGyfCuUa2Ld3pRLaKFFEmzkwS1jHg2wrdOSlSKXM7fKirRdROij//tPsldqxTVgZs3hxuWYDkLEEKmP0yO/YL4zfPn5/+fPfd/W9LNI6IcnxJTgoiShI+3CdyBd1OCh05KQBbpNiyxV/iTKdwD1akiNKOFxVhT/bOPz89k3iY+9IJOyC0BDQgmnW32X3X1JgDUetayzWRwm+4ByXOTBZNm2a+luTJvRPZKlLkq5PC+p1hOykAewwUR04K/nyuWWM/5kUKllx3UgB6k1rK+O47+3HTpsBuu/nflmjCH8XYwkLWNjiJFFGWj8gtaIhGRALbsFZWpqv1flTWkhK7E9MhUmzdmj6hDBLu8emnwIgRwMyZmfvJJcKe7JWVmUm+eJI+sWTL9+qr9uMonRSAOenQfUcwSVBOityARIp4oMSZ9vmxBF2LMEWKOJwUvDDyxx/i/UVVf636FXdOCiAakYJN6ffEE8G2JRpHqI5Xw4QXKQyDliAlgpPgLpTIJdiOcMcOYN48+/muu3rfnpX0cvNmW6RYudL7dizxwDCADRvs14Mkznz3Xfl+cokobPOizjfpE0u2fFOn2o/jECnYc5RrIoXbILamxhw48YNOEimSBYkU8cBeP/kqUvDtpWi1D13n0Gp/f/nFXGq3fXv7vbDFZNbVCZjhHhbsMchHJwU/1gvjmv3nP4Hly00HxaBBwbYlOidJcCrwIgV7DZFIQfglwV0okUuwjdRbb6UnS9trL3/bZEWK888PXq6NG+3HQZwUInI93COsAYXoPKxbF86+dCEb4MftpMi1gYLKYLKigkSKpEMiRTykUnaixKqq/Lwu+JAXUSJN3U4KANhnH2DxYru+hCGKsPAixfr19mO2z+D727BFCsMw/6ybHHHlpGAJ4/i3aQO88YaebSXBSfHJJ8DEiWb9mDDBfI0XKXJ9dTsiGvKkKyLihu/snnvOftyli79tWu6EhQvthtLikkvUtsF2SGxHrlukyEUnRRSx/aKEUDNmhLMvXciORZRLkALmpCOXV5hRFSl4KHFmshCJFNlaV/n2SrV/iAvWOZCPTgq2DWF/fxjOBnY7a9cCX39tPw+7nWZDWYHkOCmA9GskCTkpkt72xJ2TAgAOPRR4+mngwAPt1/jwShIpCB2QSEFEglMj5VcFdspo/O9/q22D7aC3bLEf6270c1GkiGKyV1ycue0TTwxnX7qIU6TgnRQkUpj/p0wBbr/ddF5R4sxkUVIC1K+f/lqSHQhO8H2SKElikrCO85Yt+SlS8CEvosdhOCn452G307yTgg2NjVukYMcRuZqTQidJcFJY8E4kFhIpCB0k/HIkcgWnzs5vp+A08Vft4GQihe5Gn8I9/JFKmQMndpA1YkQ4+9JFksI92AS1uVYHVa7xigpg9WrguOPM+rpgQXqoGYkUyaBJk/S6mvSJggy+ToqcPEnCOs6//mrGzFvki0ghc1KEmZPCgu3Tos5JMXGi/Zg91/zNmThFilzKSaGTbBEp2LaPRArCLzREIyLBqcPxOyDS4U5g98125KpOiquuUvtcLjoporojzXbA7dsDLVqEty8dyI5F1EuQVlenxx43ahT+/qNE1Unx/ff24Pfxx/Mz9j7pNGyY/jzpEwUZmzalP9++PZ5yqMImi2b7v3wUKcJ2UvAhF+xNkbBzUpx7bvpztu+OW6RgxaFczUmhkyQlziQnBRE2NEQjYiWV8t8Z6RYp/DgpbrsN+O9/gddec/5crt3FBqKL7WfPRdIHEECywj3YSUjjxuHvP0pURQq+nWAnBCRSJAPW3QJkx3Uugr3egOQ7KWTki0ihEu6ha6LOOlWAdOdQ2OEehx0GTJoEHHVU5ntOIkVYfRa7z7idFLmQkyIuJ4Xs+gFIpCD0QEM0IlaCDIZkIkXXrv727ydxZkEBcMghQHm58+fISeEfdtCQDZOXJIV7sE6KXBMpVMM92AkAYOansKDEmckgV0QKvj4l3UkhI19ECpXEmbrqIh9yIXNShDFJTqWAoUOBd97JdC05re7hlPcrCJSTwj9JSJxpQU4KImxyTqTo1KkTUqlU2t8111yT9pnFixfj+OOPR7169VBeXo7LLrsMO5Ke4SoHYFf0sAjSIYg60G7d3F0NLLoSZ7pN0nNRpIjKSZFtIkWSnBS5LFKoOil4keK33+zH5KRIBrkiUvDhf+SkSDZRJs7kYccbYeeksCgqAvr0SX/NyUkRp0hBOSnEJMlJoSpSxCWiENlPwi9Hf4wbNw4XXHBB7fP6TOrw6upqHHvssWjevDk+//xzrFu3Dueccw4Mw8ADDzwQR3Hzhh49Ml/T7aR47TVvS5rqSpzp1qEmvePzQ1QDCvbYZcNxTNISpPmUk6K0NHNSWFGROXhiIZEiGfAiRdIt1zI6djSX5Zs+3XxOTopkI5tkhZ0jAojWScHSpEn687hzUrDjCMpJ4U6SclKwZeFvBpCTgtBBTg7RGjRogFatWtX+sSLF1KlTMW/ePDz33HP429/+hiOPPBL33HMPnnjiCWzcuDHGUuc+IlU+SIcgEim8igtBwz0snDrUQw7xtq1sgcI9xCQl3OOKK/LLSSFqX0ROChYSKZJBrjgpgHSRnESKZBNluMcbb6Q/jzJxJgs/oXUSKcKCwj38kyQnBVtf+BsEJFIQOsjJIdodd9yBZs2aoUePHrjlllvSQjlmzJiBvfbaC23atKl9bcCAAaioqMDXX38t3WZFRQU2btyY9kd4QzSJ0O2kCCJS6A73OO444L33gLff9ratbCGqcA9yUqjD1ue33sptkYJvO0TX/o4dJFJkA7kkUjgN3LOFfBEpokycOWiQmWTbIi4nBd8PJVWkoMSZYpKUk4JECiJssngoIObyyy/HPvvsgyZNmmDmzJkYM2YMFixYgCeffBIAsHLlSrRs2TLtO02aNEFJSQlWrlwp3e5tt92GsWPHhlr2XCfpTgrd4R5NmgDHHONtO9lEVE4Kto5kw+A5KSIFALBaKp8wLdtRdVI4CWgkUiSDXBIp2L4jG0WKVCp/EspG6aQA0tvgOHJSAM5OiqjuyMuWIE1CToqkjzHISUHkE1kxRLvxxhszkmHyf7NnzwYAXHHFFTj00EPRvXt3nH/++Xj00UcxYcIErFu3rnZ7KUEPbBiG8HWLMWPGYMOGDbV/S5Ys0f9DcxxRQ6o7cWaSwj2yeaCtQlQDCvayzIZJpWyQE8XdDn7frN08rCRoccHXBdHxdQv3yJfJWNLJJZGCXV3qwAPjK4dfkj5J04nMSRFW+AW7FHk+OylkS5AmISdF0scYhYWZ/VZcTgr22JFIQYRBVgwFRo4ciSFDhjh+plOnTsLXe/XqBQD49ddf0axZM7Rq1QpfffVV2mf+/PNPVFZWZjgsWEpLS1FKKWoDUVpqNq7sHXid4R4FBd47+DDDPbJ5oK3CEUfYKyX8dZmFDlt3kkqSnBTbttmPc635SqXM32sNbBs2NOvkRx/Zn6mqSh8E8yR9QJovMGmjAGR32zlsGPD668CiRcBTT8VdGu/k0zUhS5wZlpNCRaTIt5wUMidFVGJZton3qZQ5zmVFgCQ6KdjnSQ+hIZJLVgwFysvLUV5e7uu7c+bMAQC0bt0aANC7d2/ccsstWLFiRe1rU6dORWlpKXr27KmnwISQVMpsTNmJk85wjzp1vN8ZJSeFf26/HVi82DwPo0eHtx/2nGaDSJGUxJlAep3ONZGCp7gY+L//A66/3qybgDnZoHCP5NOsWfrzbG47i4qAqVPNtiobnTr55KRwC/coKNDbRrB9ACtMJMVJEdUdb36pbIs4wj2ycXn4khJbpCgsjK+9dBIpWKGPnBSEX7J4KJDJjBkz8OWXX6Jv375o1KgRZs2ahSuuuAInnHACOnToAADo378/9thjD5x11lm466678Mcff+DKK6/EBRdcgIa5FrSdQMrK0kUKnU4KP2qyaJBSUOC90c9HkaJJE2DKlLhLkTyS5KQIkmclG2AHtSUl5jXH2u2dlh8FSKRICm3bpj/PhbYzGwUKIL9ECrfEmbrrocqSp3HmpIgKWbgHiRRqsGMJ1p0TNWxdYp0dQHhuJCK/yKmqU1paipdffhljx45FRUUFOnbsiAsuuABXXXVV7WcKCwvx3nvv4ZJLLkGfPn1QVlaGM844A3fffXeMJc8feGudzpwUfiZhog5a13aoYdZDtjkp4hQp+H2zIkUu3s1g64P1+3jhkcI9kk+7dunPyR4cH/kkUrg5KXT34Wy9ZoUJdkIX9vF3clI4tZU6kYV7xJGTIttFijjL7+SkiDKEichdcqrq7LPPPvjyyy9dP9ehQwe8++67EZSI4HHqIL3CN85+Ygt1iRT56KSIimy7I5nEcI/i4tyfkFsTAP5uJTvw5cm2upWr8NGc1HbGRz6JFG6JM8MUKebPBzZsABo1St9f2G2Sk5MiqpsAKuEeUdXDbBQp2HqUVJGCnBSEDnJ82EokDb6x0p2TwiuijtBP7D6JFNFATgpnZCJFruejAMROiqoq59U9cl24yRb480BtZzSIDKT5JFK4Jc4MM9xj6VJg552B9evtNioKB1ESnBRJCvfItsSZQHLCPZxW94hyWV0id6EhGhEpfKcfZEDEixJxhnuQSBEeuRLuEUXKG1lOilzMR8FDIkV2ww62nc4ZoY9RozJfy1eRQhTuoXtyxSfiXLcOeOSR5IgUUfWvFO4RDLY/j7P87Ip65KQgwoCGaESk6HRS8B16nCKFqHOnhjk/kQ3yHVY41gZfDzdtMv/ng5NCFu5BIkV20KqV/Xj16vjKkU+kUkDnzumv5ZNIEXXiTCBz3LJwYXiiiAincI+owt9odY9gsOcwbpeCVRYSKYgwoCEaESlhihS6clL4mdDxDTRADbMucsVJ4XMVZU/I7LpsAs1cReak+Okn+XdIpEgOrIi3alV85cg3+H40n0QKmZMirJwUom2uXZscJ8U55wD165uPX3ghvDLIRAp2hYioEj1no0ghW8o2DmQiBSXOJHRAVYeIFJ3hHklyUmzfrrZtwjvZJlLIyhhFRy1LErl+ffj7jhuRk2LZMuC11+TfocSZyaFFC/sxiRTRQSKFSVxOClakiKKPcHJSNGoE/PgjsGQJ0KtXeGVgxWFWWGeXp48qV0Q2ihRsHRLdIIsSSzAhJwURBlR1iEjJhnAPP06KLl0yX6MJUH7SunV8+3ZaySLXsXJ+sG3KhAnO3yEnRXJgnRQU7hEdOm8cZBtu4R5hOBv4bSYpcSZgLgfMLwmsG5mTgkQKNdhzyLpP4kAl3CPukBQie6EhGhEpYTop/IgLov03bux9Ow0bAv/9b/prUWXKznWyzUnRoQPw0EPA4YdHv+98rnNWOI0X4ZNEiuQwfLj9ePz4+MqRb5CTwkSUODOKcI+CguTkpIgKFZEiqmTP2ShSsPUkG0QKclIQfqGqQ0RKmE4KXSJF9+7+ynPIIenP83nCmO9ccglw7rn2AOjUU6PZbz7XuWbNzP9eBt0kUiSHffYBJk82rebnnx93afIHclKYxBXuwSb3TYKTIgpkS5DG4aTIxpWvkpiTghdLKCcFoQOqOkSkhOmk8JNoSbT/XXf1Vx6efJ4w6iTbnBQWZWXAjBnA558D550XzT7zuc6RkyL7GTgw7hLkH3w/mk/XhCwnRZg5IvjjXVmZnJwUUSFbgpTN7RWVSMEufbzLLtHsMyjsOUySk8Iw7PEaOSkIHeRRd0QkgTCdFLpEigED/JWHJ58njDrJVpECMJOPXXkl0LRpNPvL55wUlpPCS5tCeWOIfCefnRSicI+aGrvvjkKk2LEjv50UceekKCoCPvjAdD++/340+wzKEUfYjwcNiq8cgC1SGIbYjQRQTgrCP6RvEZGiM/41jHCPPn3Ss8wHIZ8njGGRbSJF1OSzMNakifmfnBQEoU4+56QQhXuw/XYYkyu+faqosNvtfMxJEXe4BwD072/+ZQvnnw/MmgX8+Sdw883xloWtTxUVdh0mJwWhA6o6RKTodFLwnasfJwW///32818ennyeMOokm50UUZPPwpiV8JZECoJQJ59FCpGTIuzJFd/msBPzfBEpZOEecSTOzEYKC4Enn4y7FCa8SFG/vvmYRApCBzREIyJFp7WUt2rrCPfwsw0ZJFIQUSOrc336RFuOqLj6avN/t2720q8kUhCEOvkc7iFyUoSd8I/PIbBli/04CpGCdyjE7aSIOycFEQxepLCgxJmEDmiIRkSKTicFjw6RQucggUQKPZCTQh1ZnXvmmWjLERW33AJMm2Yu/2vVE1mbcthhma+RSEHkO+SkMLFEirDvALNuASBdtIhiMpdkkSKucA/CPzKRgpwUhA6o6hCREqZIoSMnhU4nRT5b73VCIoU6IpHinnuAnXaKvixRUFgI9O2b/pqoTfn3v4GDDjKXuWShxJlEvpPPTgo3kSIMZ8PWrfL3onBS8GEUcYd7JCEnBeEfdswsEykocSbhF7qPRERKmAMiCvcg8h2RMMYusZYPiESK4mLxQImcFES+w/d5+TShYH+rZU8P+w4wG97hVJ6w4Nu8pDopKCdFdkBOCiJMaIhGREquh3s8/rj9+Pzzg22LMGnf3n7coUN85cgGRMIYiRTmdS1qH0ikIPKdunXTn+fThCIOkSJuJwVPUkUKclJkByRSEGFCVYeIlFx3Upx7rpnduHVrYPfdg22LMLnjDmDKFHMw8/DDcZcm2YhECivbdr4gGhAVFZGTgiBE8CJmPjkpROEecSb8i2MyF7dIwfZZVuLMoiKa2GYLlDiTCBOqOkSk5HpOiqIi4PTTg22DSKdlS2DJEnMwQxZQZwYPBl57Lf01clLInRSUk4LId/j2IZ8mFHE4KVTLExVx56RgnRTWJNfPWI6IB/ZcsUlgKScFoQO6j0REStKdFNSYJpOSEhIoVBg8GGjUKP01EinkOSkIIt8hkcJEJFJE3Wbki0ghC/ewjn0+1cFsh8I9iDAhkYKIFL4TTlpOCp2JMwkialIpYMyY9NdIpCCRgiBk5LNIEccSpE7ko0jBhntYgkU+rTCT7ZBIQYQJiRREpCTdSUEiBZHt8HU630QKUZ6J4mIa+BKECD5nTT6JeSInRZyx9HEc+zhC3mThHuSkyD7cRIpUinI/Ef6hqkNECt/56BQFKNyDIDKvsXwTKVIp8XWdb8eBIFTIZycF299H5aS49lr5e3Ece1aUiQpZuAc5KbIPt8SZ+dSeEPohkYKIFL7B2mknfdv2o9aSk4LINfg6nW+rewCZ7YzlpHjooXjKQxBJJZ9FCva3RpWTYswYsx3addfM9+K4SUIiBREENycF3fgjgkAiBREp/ABor730bduPbZGcFESuwdfpunXjKUeciEQKANhzz+jLQhBJJp9FijhW96hXD7jkEuDww53LExXsigxRwd5QopwU2Q17Y08kUuRTe0Loh0QKIlL4Bmv33fVt24+TIszwE4KIA36Al48DPplIkY/HgiCcyGeRIs7EmaKxRr47KWhim324OSnoXBJBIJGCiBS+wdJ5l9ePk6Jhw/TnJFIQ2Q5NxOUiBQ2YCCIdSpxpEnXiTNFxjqp9atbMftyyZTT7ZKFwj9yBclIQYUIiBREpYTZYfkSKVq3Sn+fTAI3ITWiARyIFQaiSz06KOMI9LOJ0UvznP6aL9ayzgD59otknC4V75A6Uk4IIkzzqjogkwA4AdHDmmcDzz5uP99jD+/fJSUHkGjTAo3APglClrCz9eT6JFHy4xx9/AFdfbb8W5gRLtO06dcLbH0uPHsCPP0azLxEU7pE7sCIFm9+EziWhA6o+RKRs2KB3ew88YHa4Bx4INGrk/fu8+4JECiLboYl4poXdGijRgIkg0mEnGUB+XSO8k+Lmm9Mn71E7KXjBKFehcI/cgXJSEGFC1YeIlI0b9W6vSRPgyiv1bY+1HhJENqLbrZSNNGmS/pzCPQhCDC9S5JM9m3dSjB8vf183olwQ+ShSULhHdsOKbeSkIHRDOSmISGGdFHwsbFw0aCB+TBDZyPbtcZcgfpo2TX9O4R4EIYafROTTpKKgwM6PIFrlIsxj0aNH5mv5IlKwOSksYcIwSKTIRliRgr2GKHEmoQMSKYhIadfOfnzggfGVg+XTT4FevYDrrwc6dIi7NAQRDBIpyElBEKrwIY/5do1YbUNlZaa7IUxXyV57ZS6bni8ihSjcg3VU5FsdzGbYa0TkpMgnZxahH2oKiEgZPRp4/XVg82Zg4sS4S2PSowcwY0bcpSAIPWzbFncJ4odECoLwR75dI0VFZix9VRXQvj2walX6e2FRVmauLrZ8efpr+YBIpGBzU5CTInugcA8iTKj6EJHSoAEwd65p7ePvIhAEERxyUlC4B0H4Jd/ufLJOitat098Le4LVqFF+ihSiJUhJpMhORMv4sqE7JFIQQaDqQ0ROKpVpMSUIQj/5ep2Rk4Ig/JFv1wgrUvA3TsI+Fo0bpz/PF5HCzUmRb3UwmxE5KehcErqge9kEQRA5xMiR9mD3/ffjLUtcyJwUNGAiCGfy7Rqxfm9VVbpdnX0vLPhl0/NZpGBXpSInRfYgSpzJJtDMN2cWoZc8644IgiBym/Jy4NdfgXXrgG7d4i5NPBxwQPpzy1FCg1+CcCbfRArWScGv8BH2BCtfRQoK98gdRIkzWcEp39oTQi855aT45JNPkEqlhH+zZs2q/Zzo/UcffTTGkhMEQeijTZv8FSgAYLfdgHPPNR8feqj9Og2YCMKZfLvz6SRShA0f7lGnTrT7jwtKnJk7iMI9SKQgdJFT1efAAw/EihUr0l67/vrr8Z///Af77rtv2uuTJk3CUUcdVfu8ES9pEwRBEFnLY48Bw4YB++xjv0YDJoJwJt/y2LDhHrxIsWVLuPvOVyeFW7gHtdPZgyhxJp1LQhc5VX1KSkrQqlWr2ueVlZV4++23MXLkSKS4nrdx48ZpnyUIgiByh+JioE+f9NfoDh1BOMPe0c4HnJwUmzeHu29KnEnhHtlOKmUKEWxOF/Y6IpGCCEJOhXvwvP3221i7di2GDh2a8d7IkSNRXl6O/fbbD48++ihqrJZSQkVFBTZu3Jj2RxAEQWQPNPglCGdchkI5h5OTImqRIl+WZWd/J4V7ZD+s0AekOynyLXyM0EtOa1wTJkzAgAED0L59+7TXb7rpJhxxxBEoKyvDRx99hNGjR2Pt2rW47rrrpNu67bbbMHbs2LCLTBAEQYREvkwCCMIv+eaksGLqd+zIXN3jlFPC3TcbipZP0BKkuUVJCbBtG+WkIPSTFUO2G2+8UZoQ0/qbPXt22neWLl2KDz74AMOGDcvY3nXXXYfevXujR48eGD16NMaNG4e77rrLsQxjxozBhg0bav+WLFmi9TcSBEEQBEHESb6JFHXr2o83bbIff/QR0LFjuPvef39gv/3Mx717h7uvJEFLkOYWltBHOSkI3WRF9Rk5ciSGDBni+JlOnTqlPZ80aRKaNWuGE044wXX7vXr1wsaNG7Fq1Sq0bNlS+JnS0lKUlpYql5kgCIJILjR4IohM8k2kqF/ffvznn+b/Dh2Aww8Pf9+pFPDWW8CbbwIKQ9WcgZYgzS2skA5yUhC6yYrqU15ejvLycuXPG4aBSZMm4eyzz0axQkDUnDlzUKdOHTTmAwQJgiCInOI//wGefx647LK4S0IQySPfRIp69ezH1m+PMo6+dWvg4ouj218SYCeu1t13EimyFzZkCqDEmYQ+crL6TJs2DQsWLBCGerzzzjtYuXIlevfujbKyMnz88ce49tprMXz4cHJKEARB5DhHHGH+EQSRSb5NEFknhYU16SLCoWFD+7GVg57uvmcvlDiTCIucbAomTJiAAw88EF27ds14r7i4GA8//DBGjRqFmpoa7LTTThg3bhxGjBgRQ0kJgiAIgiDi47XXzCSRjRsDZ54Zd2mihXVSWNDEKlwaNbIfb9hg/icnRfbCOylIcCJ0kZPV54UXXpC+d9RRR+Goo46KsDQEQRAEQRDJ5OSTgblzzdADkbMglxH9XhIpwqWkBKhTB9i+nUSKXMDJSUEiBREEqj4EQRAEQRB5TLducZcgHshJEQ+NGpkixfr15nNagjR7YZ0UhkEiBaGPrFiClCAIgiAIgiB0Qk6KeLDy1FtOClqCNHthc7hUVaUnzqRriQgCiRQEQRAEQRBE3kFOiniw8lJs2mQuQ0rhHtkLe71UVpKTgtAHiRQEQRAEQRBE3kFOiniwRArDMFf4IJEie2GdFDt2kEhB6INECoIgCIIgCCLvICdFPFjhHoAZ8kET2+yFRAoiLEikIAiCIAiCIPIOEinigXWwbN5MTopspm5d+/HWrek5KUikIIJAIgVBEARBEASRd7B3gS1IpAgf9hhXVZFIkc3wghPrpKBriQgCiRQEQRAEQRBE3iG60ysSLgi9sMe9upqWIM1mWDcSL1LQuSSCQCIFQRAEQRAEkXeIJlF09zd82ONeVUVLkGYzrJNiyxYSKQh9kEhBEARBEARB5B0kUsQDL1JQuEf2Qk4KIixIpCAIgiAIgiDyDhIp4oEVIkikyG54JwWbOJOuJSIIJFIQBEEQBEEQeQeJFPFA4R65A584c+1a+3lZWfTlIXIHEikIgiAIgiCIvEMkSJBIET5OIgUd/+yCD/eYPt1+vs8+0ZeHyB1IpCAIgiAIgiDyDnJSxAOJFLkDH+4xZ475uHlzoHPneMpE5AYkUhAEQRAEQRB5B4kU8cAvQUrJFrMX3kmxbZv5uHlzIJWKp0xEbkAiBUEQBEEQBJF3kEgRD7yTgk22SCJFdiFbgpTOIxEUEikIgiAIgiCIvEM0kSopib4c+YZTuAdNbrML2RKkdB6JoJBIQRAEQRAEQeQd5KSIB8pJkTuwot6OHSRSEPogkYIgCIIgCILIO0ikiAd2mVFyUmQ37PVSUQEYhvmYziMRFBIpCIIgCIIgiLyDRIp4oJwUuQN7vVhJMwE6j0RwSKQgCIIgCIIg8g4SKeKBclLkDiRSEGFBIgVBEARBEASRdxQUmH8sJFKEj9MSpHT8swsSKYiwIJGCIAiCIAiCyEv4yRRNksOHnBS5g0ykoOuICAqJFARBEARBEEReQiJF9FBOityBnBREWJBIQRAEQRAEQeQlJFJEDy1Bmjuw55JECkInJFIQBEEQBEEQeQk/mSopiacc+QQtQZo7pFL2OSORgtAJiRQEQRAEQRBEXkJOiuihcI/cwrpmSKQgdEIiBUEQBEEQBJGXkEgRPZQ4M7ewrpmtW+3X6DwSQSGRgiAIgiAIgshLSKSIHspJkVuIzhmJFERQSKQgCIIgCIIg8hISKaKHPebV1eSkyHZIpCDCgEQKgiAIgiAIIi8hkSJ6KCdFbkEiBREGJFIQBEEQBEEQeQk/wSKRInwoJ0VuQSIFEQYkUhAEQRAEQRB5SQE3Em7YMJ5y5BOUkyK3IJGCCAMSKQiCIAiCIIi85Oef7ce9egFt2sRXlnyhsNB+TE6K7IdECiIMSKQgCIIgCIIg8pIdO+zHAwYAqVR8ZckXKCdFbkEiBREGJFIQBEEQBEEQeU/btnGXID+gcI/cgkQKIgxIpCAIgiAIgiDyntat4y5BfiBbgjSVyswRQiQfEimIMKCmgCAIgiAIgsh7SKSIBlm4B01ssxMSKYgwyCqR4pZbbsGBBx6IunXronHjxsLPLF68GMcffzzq1auH8vJyXHbZZdjBBhwC+O6773DooYeirKwMbdu2xbhx42AYRgS/gCAIgiAIgkgKAwbYj7t0ia8c+YQs3IMmttkJiRREGGRVFdqxYwcGDx6M3r17Y8KECRnvV1dX49hjj0Xz5s3x+eefY926dTjnnHNgGAYeeOABAMDGjRvRr18/9O3bF7NmzcL8+fMxdOhQ1KtXD6NHj476JxEEQRAEQRAx8dhjwP33m2JFgwZxlyY/kIkUlI8iOyGRggiDrKpCY8eOBQA89dRTwvenTp2KefPmYcmSJWjz1xpS99xzD4YOHYpbbrkFDRs2xPPPP4/t27fjqaeeQmlpKfbaay/Mnz8f9957L0aNGoUUpXUmCIIgCILICzp2BO69N+5S5BeycA92aVIieyCRggiDrAr3cGPGjBnYa6+9agUKABgwYAAqKirw9ddf137m0EMPRWlpadpnli9fjoULF0q3XVFRgY0bN6b9EQRBEARBEAShDjup3bHDFilKSuIpDxEMEimIMMgpkWLlypVo2bJl2mtNmjRBSUkJVq5cKf2M9dz6jIjbbrsNjRo1qv1r37695tITBEEQBEEQRG5TVmY/3rbNFiko3CM7IZGCCIPYRYobb7wRqVTK8W/27NnK2xOFaxiGkfY6/xkraaZTqMeYMWOwYcOG2r8lS5Yol4kgCIIgCIIgCNMxYS01unUriRTZDokURBjEXoVGjhyJIUOGOH6mU6dOSttq1aoVvvrqq7TX/vzzT1RWVta6JVq1apXhmFi9ejUAZDgsWEpLS9NCRAiCIAiCIAiC8EYqBdStC2zeTCJFLiAK0yGRgghK7FWovLwc5eXlWrbVu3dv3HLLLVixYgVa/7XY9dSpU1FaWoqePXvWfuaf//wnduzYgZK/rqqpU6eiTZs2ymIIQRAEQRAEQRD+KCszRQoK98h+6tbNfK0gdq8+ke1kVRVavHgxvv32WyxevBjV1dX49ttv8e2332Lz5s0AgP79+2OPPfbAWWedhTlz5uCjjz7ClVdeiQsuuAANGzYEAJxxxhkoLS3F0KFD8f3332Py5Mm49dZbaWUPgiAIgiAIgogAa2K7dauZPBMgkSJbEYkUa9dGXw4it4jdSeGFf/3rX3j66adrn//tb38DAHz88cc47LDDUFhYiPfeew+XXHIJ+vTpg7KyMpxxxhm4++67a7/TqFEjfPjhhxgxYgT23XdfNGnSBKNGjcKoUaMi/z0EQRAEQRAEkW+wIgWt7pHdiESKZcuiLweRW6QMK2sk4YmNGzeiUaNG2LBhQ61LgyAIgiAIgiAIZ3r2BL75Jv21Pn2Azz+PpzyEf+69Fxg9Ov21efOArl3jKU8+kA/z0KwK9yAIgiAIgiAIIrsR3X2ncI/shD+Xr75KAgURHBIpCIIgCIIgCIKIDBIpcgf+XJ50UjzlIHILEikIgiAIgiAIgogMEilyB/5c0soehA6oGhEEQRAEQRAEERllZZmvUeLM7KRevbhLQOQiJFIQBEEQBEEQBBEZ5KTIHUTnkiCCQiIFQRAEQRAEQRCRQSJF7kAiBREGJFIQBEEQBEEQBBEZJFLkDqLQHYIICokUBEEQBEEQBEFERv36ma+RSEEQhAWJFARBEARBEARBREaDBpmvUeLM7KR5c/txkybxlYPILUikIAiCIAiCIAgiMkQiBTkpspOWLYF77gH69gU++iju0hC5QlHcBSAIgiAIgiAIIn8gkSK3GDXK/CMIXZCTgiAIgiAIgiCIyCCRgiAIJ0ikIAiCIAiCIAgiMkikIAjCCRIpCIIgCIIgCIKIDEqcSRCEEyRSEARBEARBEAQRGeSkIAjCCRIpCIIgCIIgCIKIDBIpCIJwgkQKgiAIgiAIgiAiQyRSbN8efTkIgkgmJFIQBEEQBEEQBBEZpaVAATcLmTcvnrIQBJE8SKQgCIIgCIIgCCJSeJFiwIB4ykEQRPIgkYIgCIIgCIIgiEhJpdKfn3pqPOUgCCJ5kEhBEARBEARBEESksCLFiSfSEqQEQdiQSEEQBEEQBEEQRGyUlsZdAoIgkgSJFARBEARBEARBRAqbk6JOnfjKQRBE8iCRgiAIgiAIgiCISGHDPchJQRAEC4kUBEEQBEEQBEEQBEEkAhIpCIIgCIIgCIKIFH51D4IgCAsSKQiCIAiCIAiCiBRWpDCM+MpBEETyIJGCIAiCIAiCIIhIIZGCIAgZJFIQBEEQBEEQBBEpJFIQBCGDRAqCIAiCIAiCICKFclIQBCGDRAqCIAiCIAiCIGKDnBQEQbCQSEEQBEEQBEEQRKQUMLMQEikIgmApirsA2YrxV2u6cePGmEtCEARBEARBENlFixbA+vXm4zp1ABpSE4Qa1vzTyGF1L2Xk8q8LkaVLl6J9+/ZxF4MgCIIgCIIgCILIM5YsWYJ27drFXYxQIJHCJzU1NVi+fDkaNGiAFGX+iZWNGzeiffv2WLJkCRo2bBh3cYiIofOf39D5z1/o3Oc3dP7zGzr/+Qude9NBsWnTJrRp0wYFBbmZvYHCPXxSUFCQs8pVttKwYcO8bawIOv/5Dp3//IXOfX5D5z+/ofOfv+T7uW/UqFHcRQiV3JReCIIgCIIgCIIgCILIOkikIAiCIAiCIAiCIAgiEZBIQWQ9paWluOGGG1BaWhp3UYgYoPOf39D5z1/o3Oc3dP7zGzr/+Qud+/yAEmcSBEEQBEEQBEEQBJEIyElBEARBEARBEARBEEQiIJGCIAiCIAiCIAiCIIhEQCIFQRAEQRAEQRAEQRCJgEQKgiAIgiAIgiAIgiASAYkUBEEQBEEQBEEkBsrrn7/QuScAEimILIMarvyFzn1+Q+c/v6Hzn7/Quc8/Vq9ejU2bNtU+pzqQP9C5JyxoCVIisezYsQPjx49HvXr10K1bNxx66KFxF4mICDr3+Q2d//yGzn/+Quc+v6mqqsKFF16Ijz76CC1atMCuu+6K+++/H+Xl5XEXjQgZOvcEDzkpiEQyZcoUtGnTBm+++SYmTZqEQYMG4brrrsP27dvjLhoRMnTu8xs6//kNnf/8hc59flNVVYWhQ4di3rx5ePrpp3H66adj7ty5OOmkk/Djjz/GXTwiROjcE0IMgkgggwcPNi688ELDMAzjjz/+MF599VWjtLTUGD9+vLF169aYS0eECZ37/IbOf35D5z9/oXOf3yxevNjYddddjWeffbb2tRUrVhht27Y1Lr30UmPlypUxlo4IEzr3hAhyUhCJY8GCBZg+fToOPvhgAECTJk1wyimnYPjw4Xjuuefw+eefx1xCIizo3Oc3dP7zj+rq6trHdP7zl99//53OfZ6zbt06LF26FL169QIAVFRUoFWrVhgzZgymTp2KTz/9NOYSEmFB554QQSIFETs///wzqqqqap937NgRlZWV2LhxIwBg27ZtAIAbbrgBW7ZswZQpU7B58+ZYykroZeXKlWnPO3bsiKqqKjr3ecIzzzyDX3/9tfY5nf/84vrrr8f1119f+7xTp050/vOEqVOn4n//+1+tSNW5c2fq9/OIW2+9FTfccANeeuml2te6du2KFi1a4LnnngMAFBSYU5QRI0agQYMGmDJlCioqKmIpL6GPxx9/HE888USa8LDrrruiVatWdO6JNEikIGJj4sSJaNeuHQYOHIh9990XTz/9NCorK1FQUICBAwfi0UcfBQCUlZWhsrISzZo1w9ChQ/Haa6+liRpE9vHkk09in332waBBg3DCCSfgv//9LwAzadqgQYPo3Oc4NTU1OOmkkzB06FC8+eabtTHn1dXVdP7zgLfeegutWrXChx9+iLZt2+LPP/8EYNYLOv+5zVNPPYXWrVvjyiuvxMEHH4zLLrsMy5cvRyqVonOfB8ycORMdO3bE66+/jlmzZmH48OE45ZRT8Pvvv6O0tBSDBw/Giy++iNWrV6O4uLi2b7j00ksxefJkWukhi3nxxRfRsmVLPPXUU3j44Ydxyimn4NZbbwVg9v107gkeEimIWJg8eTJuuukm3HLLLXjooYfQv39/jBgxAo899hhqampwwgknYPv27bj//vsBmINXABg2bBjWrl2L77//Ps7iEz5ZuXIlTjvtNNx8880YOXIkhg4dCsMwMGTIEABAnTp1cOSRR2LHjh107nOUmpoaFBQUoG3btth3331x77331ibGKi4uRr9+/ej85zBbtmzBhAkTMGLECHz55ZcYMWIEmjRpAgAoLCxEv379UFFRQec/B5kwYQJuueUWjB8/HtOmTcOjjz6Kp59+GmvWrAEA9O/fn679HOfll19Gt27d8PXXX+Pdd9/F9OnTMXv2bNx1113YsGEDTjnlFNSvXx9jx44FAJSWlgIAOnTogJKSEsyfPz/O4hM+eeGFF3DHHXdg3LhxmD59Ot577z3ccMMNuPXWW7Fx40Y0bNgQ/fr1Q6NGjejcE7WQSEFEijXo+Oyzz9CuXTucc845OPzww3HnnXfi3HPPxXPPPYf3338f/fr1w4ABA3DPPfdg+fLltY3VnDlz0Lx5czRo0CDOn0H45IsvvsDSpUvx/vvv47zzzsOFF16I8ePHo7S0FG+99RYA4OCDD6Zzn8MUFBRg7dq1+PLLL/Gf//wHZWVlePDBB2snKr1790b//v3p/Ocon3zyCb788ktce+21+PPPP3HNNdfgjjvuwPPPPw8AOOKII+j85xiGYaC6uhrTpk1D7969MWTIEJSXl+OMM85A27Zta8cFffr0oXOfoxiGgQ0bNmDmzJno2rVr7et77bUXrr76anz11Vd46aWXcMABB+Css87CU089hcmTJ6OyshKAOXbYY4890K1bt7h+AuEDy/1QWVmJAw44AGeffTYAoE2bNujRowfatm2LefPmAQAOOuggnHHGGXj66afp3BMASKQgIsaKM/vhhx+wxx57AEBtQzRmzBg0aNAAL774IioqKnDZZZehffv2OPbYY/H888/j119/xcSJE9GlSxfsuuuusf0Gwj977LEHRo4cWXvuAfPu6Y4dO9CyZUsAQIsWLTBs2DB06tSJzn0OUl1djfr166Nu3bqoX78+brvtNjzzzDNYvHgxAKBp06YYNWoUXfs5hjVYXbVqFfr06YOPP/4YPXv2xLfffovp06fjnHPOwaWXXoqamhqMGjUK7dq1o/OfI6RSKRQWFmLevHkoLS3FqlWrAACXXXYZUqkU3n77bcyYMQMtW7bE5ZdfTuc+R/jmm2+wYcMGAGYdaNSoEbZv345NmzYBsMd+559/Pjp37oz3338fy5cvx4gRIzBixAicc8456N+/P0499VTccsstGDx4MFKpFNn+s4BvvvkG69evRyqVAgAMHDgQDz/8MMrKymo/U79+fWzcuBG77bYbANNJO2zYMDr3hE1s64oQecErr7xinH/++cZ9991nzJ07t/b1m2++2WjVqlXt86qqKsMwDOPhhx82unfvbvznP/8xDMMwVq5caRx11FFG165djbZt2xp9+vQxFixYEOlvIPzBnvv//e9/Ge/X1NQY1dXVxnfffWe0b9/emD9/ftr7dO6zG9m1bxiG8euvvxqdOnUy/vzzT8MwDKNv377GHnvsYbRp08a46667DMOg85/tyM7/iy++aDRq1Mi45JJLjH/961/Gjh07DMMwjKeeeso44IADjLvvvtswDDr/2Yzs3L/00ktGx44djf79+xvNmjUzdt99d2PcuHFG3759je7duxu33367YRh07rOd1157zWjXrp2x8847Gx06dDD+9a9/GUuXLjUMwzDuv/9+o379+saWLVsMwzCMiooKwzAM4/XXXzfatWtnfPHFF7XbefXVV40bbrjBuOiii4wff/wx+h9CeIY/99dff33a8qHV1dW1j++9916jT58+hmHY9cCCzj1hGIZBIgURCmvXrjVOOeUUo1WrVsZFF11kHHTQQUabNm2Mp556yjAMw/jhhx+Mxo0bG+PHjzcMwzC2b99uGIYpVrRs2dJ46KGHare1fft2Y8WKFcZ3330X+e8gvCM7908//XTtZ6qqqoyamhrDMAzjiSeeMPbff3/DMIza16yObNu2bXTuswyV8//RRx8ZZ555pmEYhvHLL78Y3bp1M1KplHHSSSfVCheGQdd+NuLW9tfU1Bh77bWXkUqljEmTJtV+r6amxjj55JONYcOG1Q5Y6fxnF7Jzz57n1atXG3fddZdx6KGHGhs3bqx9/YILLjAGDRpkrFq1yjAMavuzlVmzZhm777577c2Jhx9+2GjevLlx8cUXG+vXrzcWLVpk7LzzzsaFF15oGIZRK1IahmE0a9bMmDBhQlxFJwLidO7XrVtnGIY5tqusrDQMwzAGDRpkjBgxIs4iEwmnKG4nB5GbfPzxx1i8eDFmz56Ntm3bAjDtXjfeeCPKy8tx7LHH4txzz8WNN96Ic889F40aNUJNTQ0KCwvRuXPn2kR6gJk8p1WrVmjVqlVcP4fwgNO5b9iwIQYOHIhUKlVrA3znnXdw4IEHAjAtoUuWLEF5eTnKysro3GchTue/Xr16OPnkk7F161bMnj0bZ599Nl566SVceOGF2GOPPfDdd99hzZo1aNy4MQCgpKSEzn+WITv/Y8eORaNGjTBw4EBccsklGDFiBLZu3YqqqioUFRUhlUqhQYMGmDdvHkpKSgDQ+c82ZOd+3LhxaNSoEQYNGoQmTZrg66+/Rr9+/dCgQQPs2LEDJSUlaNCgAaZNm4Z69eoBoH4/2zAMA6lUCrNnz8bmzZtx7rnnomHDhujevTtqamrwzDPP4JFHHsE111yDUaNG4bLLLsMZZ5yBQw45BADw+++/o3HjxrVtP5E9uJ375557Dg8//DCuu+662pBvwzAwd+5cDBs2DAAwf/583HDDDbjzzjvRvn37OH8OkSAoJwURCi+88ALatWuHtm3b1q5tPmjQICxatAjjx4/H+vXrccUVV6B9+/Y49dRTsXjxYhQUFOCnn37C+vXrMWjQoJh/AeEX2blfuHAhHnzwQaxduxYFBQWorKzEn3/+iblz5+L444/Htm3b8I9//AMdO3bEJ598AgC1QgaRPTid/0ceeQR//vkn6tWrh02bNmHFihWYNm0aHnjgATzzzDP48ccfMWHChNpYZTr/2Yfb9b9u3TpceOGF6NevHx544AFMmzYNgLnyz/Lly3HeeefVbovOf3bhdO4feughrF69GkVFRVi3bh1mz54NwBSiVq1ahfnz52PIkCG1IgWd++zCOl8LFixAly5dUFRk3wMdOnQo9ttvP7z11luYP38+Lr74YgwZMgSnnXYaxo0bh2+//RZ33nkn6tati169esX1EwifuJ37nj17YsqUKfjhhx8AmLnpZs2ahbp162KfffbBP/7xD3Tv3h3r1q1DixYtYvkNRDIhkYIIzKeffooPPvggbQ3zXXfdtbZBql+/PgDgp59+wuGHH46tW7fijTfeQPv27fHqq6/ip59+wsEHH4xTTz0VBx98MHbeeWf06NEjjp9CeMTrud++fTsmT54MwFxucuHChSguLsann36Kzp0749NPP8WMGTNw9NFHR/9jCM/4ufbfe+89HHjggXjrrbfw9ttv46CDDkJVVRVKSkrw6quvYujQoSguLo7l9xDe8Hr+t23bhjfeeAMFBQV4/vnn0aJFC5xxxhk45phj0KNHD1RWVuLYY4+N5bcQ3vDT9r/55psAzCTZ7733Hvr06YNLLrkE++67LzZu3Ijhw4dH/jsIf3z44Ye47LLLcP/992PmzJm1r/fp0wfTp0/HypUrAZiJkuvVq4cTTzwRBQUFeO+995BKpfDcc89h8ODBmDx5MgYPHoxZs2bh+eefR5s2beL6SYQifs59KpXC1KlTaz/7/vvv4/vvv8duu+2GDz/8EF988QWmTp1au6IPQQCgxJmEf9asWWOcffbZRiqVMvbee++0xFa//fab0bx5c+PQQw817rjjDqN3795G586djY8++sjYe++9jeuuu64278C8efOM5557zrjiiiuMV155JaZfQ3ghyLm//vrraz973333GalUyujYsaMxceLEGH4J4Yeg1z6PlYuEyA6Cnn8rUfKqVauMqVOnGnfddZcxefLkeH4M4Qld1/7kyZONq6++2jjjjDOo388ili9fbhx33HFGixYtjDPPPNPo1q2b0ahRI+Orr74yDMPMJbL77rsbw4cPNwwjPVHiwQcfbFx88cW1z6urq40tW7YYP/30U7Q/gvBF0HN/ySWX1D6/+eabjebNmxuvv/56tD+CyCrISUH4oqqqCq+++ipWrVqFF198Eb/88gteeuklVFRUAAB22mknTJ48GV26dMHLL7+Mnj17YubMmTj88MPRvXt3/Pjjj7WxaV27dsWZZ56Je++9F4MHD47zZxEKBD331prYANC7d2888MADWLhwIc4999y4fhLhAR3XPg9Zu7MHHee/sLAQgLnccL9+/XDllVdi4MCBMf4qQgWd1/7AgQNx++234/nnn6d+P0vYunUrxowZg3r16uHLL7/Ec889h7lz56JLly545JFHAJgOyX/+85948sknMX369NpxHgB06NABP/30U+3zVCqFunXr1i5BSSQXHeeeHfsNHz4cq1evxkknnRT5byGyiLhVEiJ7+fLLL4133nnHMAzDGDt2rNG8eXNjzpw5GZ9jlxZatWqVsddeexk333yzYRjpSiuRPeg490T2Qtd+fkPnP3+hc5/fDB8+3JgyZYphGEbtKg1jx441DjjggNrPbN++3Rg0aJDRtWtX45NPPjFqamqMFStWGPvvv7/x5JNPxlJuIjh07omoSRmGYcQtlBDZifFXRl+Ltm3b4rjjjsPdd9+NBg0apL2/fft2FBYW4sknn8QTTzyBp59+Gt26dYur6ERA6NznN3T+8xs6//kLnfv8prKysjZnkHWuzzrrLJSVleHxxx+vfW379u04+uijMW/ePPTo0QPff/89OnTogFdeeYVWb8hS6NwTkRO9LkLkGtYdk1deecUoKioypk6dmvb+0qVLjYcfftjYd999jaZNmxovvPBCHMUkQoDOfX5D5z+/ofOfv9C5JywOPvhgY9KkSYZhmPmFrJwzK1euNKZOnWrccsstxvPPPx9jCYmwoHNPhAk5KQitHHjggahXr15t5vY1a9agefPmePHFF7F8+XKMHj067iISIUHnPr+h85/f0PnPX+jc5y+///47DjzwQLz33nvo2bMnAGDHjh0oKSmJuWRE2NC5J8KGRApCC1VVVSgqKsIPP/yAvffeG/feey9+++03fP7553j66aex1157xV1EIiTo3Oc3dP7zGzr/+Qud+/zF+Mva/8wzz2DcuHH49ddfAQBjx47FypUrMXbsWLRo0SLmUhJhQOeeiAoSKQjt7L///pg9ezY6dOiAxx57DAMGDIi7SERE0LnPb+j85zd0/vMXOvf5yciRI1GvXj0ceeSRGD58OLZu3Ypnn30W/fv3j7toRMjQuSfChkQKQhu//fYbBg4ciN9//x3//ve/MWzYsLiLREQEnfv8hs5/fkPnP3+hc5+/bN++Hd26dcNvv/2GkpISjB07FldffXXcxSIigM49EQVFcReAyB0KCwtx8skn4+qrr0ZZWVncxSEihM59fkPnP7+h85+/0LnPX+rUqYNOnTqhX79+uPfee1GnTp24i0REBJ17IgrISUEQBEEQBEEQhCeqq6tRWFgYdzGIGKBzT4QNiRQEQRAEQRAEQRAEQSSCgrgLQBAEQRAEQRAEQRAEAZBIQRAEQRAEQRAEQRBEQiCRgiAIgiAIgiAIgiCIREAiBUEQBEEQBEEQBEEQiYBECoIgCIIgCIIgCIIgEgGJFARBEARBEARBEARBJAISKQiCIAiC8MRxxx2Hxo0bY8mSJRnv/fHHH2jdujX69OmDmpqaGEpHEARBEEQ2QyIFQRAEQRCeePLJJ1FUVITzzz8/472RI0di06ZNePrpp1FQQMMMgiAIgiC8QaMHgiAIgiA80apVKzz88MOYOnUqHnvssdrXJ0+ejBdffBF33XUXdtlll1DLUF1djYqKilD3QRAEQRBE9JBIQRAEQRCEZ0499VQMGTIEV155JRYuXIh169bhoosuQr9+/XDxxRdj9uzZOOGEE9C0aVPUqVMHf/vb3/DKK6+kbWPNmjW45JJLsMcee6B+/fpo0aIFDj/8cHz22Wdpn1u4cCFSqRTuvPNO3HzzzejcuTNKS0vx8ccfR/mTif/f3h3DMhPGcRz/NekpSw1IiBgaOY2OltqcybXBYGDQobExGSxiaEIYRAwScQYWBonQ0dRgIhUSltPEKBGJMJBKpNJ3kHgj5B3et9rz5vtJnuXuefL8/+vv7p4DAKAM/JUuAAAA/EzLy8s6PDzUyMiIGhoa9PLyovX1de3v78u2bUWjUTmOo9raWm1tbWloaEj5fF7JZFLS2/kVkpRKpdTY2Kinpyel02lZlqVMJiPLsj7st7S0pLa2Ni0sLCgYDMo0zTJ3DAAAvpuvWCwWK10EAAD4mfb29hSPxyVJGxsbSiQSam9vV01NjbLZrPz+389D+vr6dHp6quvr6y/Pq3h9fVWxWJRt2woGg9rd3ZX09iZFKBRSa2urXNeVYRjlaQ4AAJQdn3sAAIC/FovF1NnZKdM0lUgkdHV1pcvLSw0PD0uSCoXC+4jH47q5uVEul3tf7ziOOjo6VF1dLb/fL8MwlMlk5Lrup736+/sJKAAA+M8RUgAAgH8SCARUVVUlSbq9vZUkTUxMyDCMD2NsbEySdHd3J0laXFzU6OiootGodnZ2dHx8rJOTE9m2refn50/7NDU1lakjAABQKZxJAQAASqa+vl6SNDk5qYGBgS/nhMNhSdLm5qYsy9LKysqH+4+Pj1+u8/l8JawUAAB4ESEFAAAomXA4LNM0dX5+rrm5uT/O9fl8CgQCH65dXFzo6OhILS0t31kmAADwKEIKAABQUqurq4rFYurp6VEymVRzc7Pu7+/luq7Ozs60vb0tSert7dXMzIxSqZS6urqUy+U0PT2tUCikQqFQ4S4AAEAlEFIAAICS6u7uVjab1ezsrMbHx/Xw8KC6ujpFIhENDg6+z5uamlI+n9fa2prm5+cViUTkOI7S6bQODg4q1wAAAKgYfkEKAAAAAAA8gb97AAAAAAAATyCkAAAAAAAAnkBIAQAAAAAAPIGQAgAAAAAAeAIhBQAAAAAA8ARCCgAAAAAA4AmEFAAAAAAAwBMIKQAAAAAAgCcQUgAAAAAAAE8gpAAAAAAAAJ5ASAEAAAAAADyBkAIAAAAAAHjCL8rbRXyM+mxYAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define parallels and meridians\n", "parallels = np.arange(-90, 90, 30.)\n", "meridians = np.arange(-180, 180, 30.)\n", "\n", "# Define lon and lat\n", "lon = dataset.lon\n", "lat = dataset.lat\n", "\n", "for i in range(0, 1):\n", " fig = plt.figure(figsize=(12, 12)) # Larger figure for better clarity\n", "\n", " # --- Plot EOF Field ---\n", " ax1 = plt.subplot(2, 1, 1, projection=ccrs.Robinson(central_longitude=180))\n", " \n", " # Plot EOF with proper transformation\n", " cs = eof1.isel(mode=i).plot(\n", " ax=ax1, \n", " cmap=plt.cm.RdBu, \n", " transform=ccrs.PlateCarree(),\n", " add_colorbar=False # Avoid duplicate colorbars\n", " )\n", " \n", " # Add coastlines and gridlines\n", " ax1.coastlines()\n", " gl = ax1.gridlines(draw_labels=True, linewidth=1, color='gray', alpha=0.5, linestyle='--')\n", " gl.top_labels = False\n", " gl.right_labels = False\n", " gl.left_labels = True\n", " gl.bottom_labels = True\n", "\n", " # Add colorbar manually\n", " cb = plt.colorbar(cs, ax=ax1, orientation='vertical', fraction=0.05, pad=0.05)\n", " cb.set_label('EOF', fontsize=12)\n", "\n", " # Title\n", " ax1.set_title(f'EOF {i + 1}', fontsize=16)\n", "\n", " # --- Plot PC Time Series ---\n", " ax2 = plt.subplot(2, 1, 2)\n", " pc1.isel(mode=i).plot(ax=ax2, linewidth=2, color='blue')\n", " ax2.axhline(0, color='k', linewidth=0.8)\n", " ax2.set_xlabel('Year', fontsize=12)\n", " ax2.set_ylabel('PC Amplitude', fontsize=12)\n", " ax2.set_ylim(np.min(pc1), np.max(pc1))\n", " ax2.set_title(f'PC Time Series - Mode {i + 1}', fontsize=14)\n", " ax1.set_aspect(\"auto\")" ] }, { "cell_type": "code", "execution_count": 132, "id": "ec142ba2-2424-4014-bf87-0a565fa9e655", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 132, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(varfrac.isel(mode=slice(0,10)), ls=\"\", marker=\".\")" ] }, { "cell_type": "code", "execution_count": 175, "id": "23ff5c7e-c504-40a9-8c33-b1c6bdf8c2ba", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'msl' (time: 1320, latitude: 181, longitude: 360)>\n",
       "[86011200 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 0.0 1.0 2.0 3.0 ... 356.0 357.0 358.0 359.0\n",
       "  * latitude   (latitude) float32 90.0 89.0 88.0 87.0 ... -88.0 -89.0 -90.0\n",
       "  * time       (time) datetime64[ns] 1900-01-01 1900-02-01 ... 2009-12-01\n",
       "Attributes:\n",
       "    units:          Pa\n",
       "    long_name:      Mean sea level pressure\n",
       "    standard_name:  air_pressure_at_mean_sea_level
" ], "text/plain": [ "\n", "[86011200 values with dtype=float32]\n", "Coordinates:\n", " * longitude (longitude) float32 0.0 1.0 2.0 3.0 ... 356.0 357.0 358.0 359.0\n", " * latitude (latitude) float32 90.0 89.0 88.0 87.0 ... -88.0 -89.0 -90.0\n", " * time (time) datetime64[ns] 1900-01-01 1900-02-01 ... 2009-12-01\n", "Attributes:\n", " units: Pa\n", " long_name: Mean sea level pressure\n", " standard_name: air_pressure_at_mean_sea_level" ] }, "execution_count": 175, "metadata": {}, "output_type": "execute_result" } ], "source": [ "slp = xr.open_dataset(\"/students_files/data/SLP.nc\").msl\n", "slp" ] }, { "cell_type": "code", "execution_count": 176, "id": "6326dfcd-074a-42f9-abcd-2a018f393900", "metadata": {}, "outputs": [], "source": [ "#| export\n", "def adjust_lon_lat(ds, lon_name, lat_name, reverse = False):\n", " \"\"\"Adjusts longitude from 0 to 360 to -180 to 180 and reverses latitude.\"\"\"\n", "\n", " if reverse == True:\n", " ds = ds.reindex({lat_name:ds[lat_name][::-1]})\n", "\n", " ds['_longitude_adjusted'] = xr.where(\n", " ds[lon_name] > 180,\n", " ds[lon_name] - 360,\n", " ds[lon_name])\n", "\n", " ds = (ds\n", " .swap_dims({lon_name: '_longitude_adjusted'})\n", " .sel(**{'_longitude_adjusted': sorted(ds._longitude_adjusted)})\n", " .drop(lon_name))\n", "\n", " ds = ds.rename({'_longitude_adjusted': lon_name})\n", "\n", " return ds" ] }, { "cell_type": "code", "execution_count": 177, "id": "dc0cfa2b-c7a4-4f62-8f8e-3701e67a032d", "metadata": {}, "outputs": [], "source": [ "slp = adjust_lon_lat(slp, lon_name=\"longitude\", lat_name=\"latitude\", reverse=True)" ] }, { "cell_type": "code", "execution_count": 178, "id": "090fcbbc-e835-41e1-b750-503f066be589", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 178, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "slp.isel(time=0).plot()" ] }, { "cell_type": "code", "execution_count": 173, "id": "d2d703cd-29d5-446f-bef9-1bd7265ae01e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'msl' (time: 330, latitude: 0, longitude: 41)>\n",
       "array([], shape=(330, 0, 41), dtype=float32)\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 0.0 1.0 2.0 3.0 4.0 ... 37.0 38.0 39.0 40.0\n",
       "  * latitude   (latitude) float32 \n",
       "  * time       (time) datetime64[ns] 1900-01-01 1900-02-01 ... 2009-12-01
" ], "text/plain": [ "\n", "array([], shape=(330, 0, 41), dtype=float32)\n", "Coordinates:\n", " * longitude (longitude) float32 0.0 1.0 2.0 3.0 4.0 ... 37.0 38.0 39.0 40.0\n", " * latitude (latitude) float32 \n", " * time (time) datetime64[ns] 1900-01-01 1900-02-01 ... 2009-12-01" ] }, "execution_count": 173, "metadata": {}, "output_type": "execute_result" } ], "source": [ "slp_djf" ] }, { "cell_type": "code", "execution_count": 179, "id": "f857495e-03b5-4fc2-8198-2a6334aca6db", "metadata": {}, "outputs": [], "source": [ "slp_djf = slp.sel(time=slp['time'].dt.month.isin([12, 1, 2]))" ] }, { "cell_type": "code", "execution_count": 180, "id": "e6e23178-aa5a-4f9e-a78c-e6e164a09c82", "metadata": {}, "outputs": [], "source": [ "slp_djf = slp_djf.sel(longitude=slice(-80,40), latitude=slice(20,90))" ] }, { "cell_type": "code", "execution_count": 185, "id": "c9861151-b375-4954-84ae-598fb8539f71", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute anomalies by removing the time-mean.\n", "slp_djf = slp_djf - slp_djf.mean(dim='time')\n", "\n", "# Create an EOF solver to do the EOF analysis. Square-root of cosine of\n", "# latitude weights are applied before the computation of EOFs.\n", "coslat = np.cos(np.deg2rad(slp_djf.coords['latitude'].values)).clip(0., 1.)\n", "wgts = np.sqrt(coslat)[..., np.newaxis]\n", "solver = Eof(slp_djf, weights=wgts)\n", "\n", "# Retrieve the leading EOF, expressed as the covariance between the leading PC\n", "# time series and the input SLP anomalies at each grid point.\n", "eof1 = solver.eofsAsCovariance(neofs=1)\n", "\n", "# Plot the leading EOF expressed as covariance in the European/Atlantic domain.\n", "proj = ccrs.Orthographic(central_longitude=-20, central_latitude=60)\n", "ax = plt.axes(projection=proj)\n", "ax.coastlines()\n", "ax.set_global()\n", "eof1.isel(mode=0).plot.pcolormesh(ax=ax, cmap=plt.cm.RdBu_r,\n", " transform=ccrs.PlateCarree(), add_colorbar=False)\n", "ax.set_title('EOF1', fontsize=16)\n", "plt.show()" ] } ], "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": "3.11.6" } }, "nbformat": 4, "nbformat_minor": 5 }