From 16e4158e6e83360a8bd4c6951acce9753f425df0 Mon Sep 17 00:00:00 2001 From: Tristan Montoya Date: Thu, 21 Sep 2023 18:47:33 -0400 Subject: [PATCH] tetrahedral metrics use p+1 interpolant --- examples/advection_3d.ipynb | 1204 +++++---- examples/euler_3d.ipynb | 445 ++-- examples/euler_vortex_2d-Copy1.ipynb | 1501 +++++++++++ examples/euler_vortex_2d.ipynb | 2235 +++++++++-------- src/Analysis/conservation.jl | 45 +- src/ConservationLaws/ConservationLaws.jl | 3 +- src/ConservationLaws/euler_navierstokes.jl | 58 +- .../SpatialDiscretizations.jl | 5 +- src/SpatialDiscretizations/mesh.jl | 102 +- test/burgers_fluxdiff_1d.jl | 3 +- test/euler_1d_gauss.jl | 2 +- test/euler_3d.jl | 65 + test/euler_vortex_2d_modal.jl | 2 +- test/euler_vortex_2d_nodal_diage.jl | 5 + test/runtests.jl | 16 +- 15 files changed, 3717 insertions(+), 1974 deletions(-) create mode 100644 examples/euler_vortex_2d-Copy1.ipynb create mode 100644 test/euler_3d.jl diff --git a/examples/advection_3d.ipynb b/examples/advection_3d.ipynb index fa6d5684..84f24e25 100644 --- a/examples/advection_3d.ipynb +++ b/examples/advection_3d.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 393, "metadata": { "scrolled": false }, @@ -37,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 394, "metadata": { "scrolled": true }, @@ -60,20 +60,18 @@ }, { "cell_type": "code", - "execution_count": 123, - "metadata": { - "scrolled": false - }, + "execution_count": 395, + "metadata": {}, "outputs": [], "source": [ "M = 2\n", - "p = 4\n", + "p = 7\n", "\n", "reference_approximation = ReferenceApproximation(\n", - " ModalTensor(p), Tet(), mapping_degree=4)\n", + " ModalTensor(p), Tet(), mapping_degree=3)\n", "\n", "form = StandardForm(mapping_form=SkewSymmetricMapping(), \n", - " inviscid_numerical_flux=CentralNumericalFlux())\n", + " inviscid_numerical_flux=LaxFriedrichsNumericalFlux())\n", "\n", "uniform_mesh = uniform_periodic_mesh(reference_approximation,\n", " ((0.0,L),(0.0,L),(0.0,L)), (M,M,M))\n", @@ -81,7 +79,7 @@ "mesh = warp_mesh(uniform_mesh, reference_approximation, 0.1, L) \n", "\n", "spatial_discretization = SpatialDiscretization(mesh, \n", - " reference_approximation, ChanWilcoxMetrics())\n", + " reference_approximation, ExactMetrics())\n", "\n", "results_path = save_project(conservation_law,\n", " spatial_discretization, exact_solution, form, (0.0, T),\n", @@ -97,183 +95,285 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 396, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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", 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────────────────────────\n", - " Tot / % measured: 10.9s / 99.4% 5.35MiB / 39.0% \n", + " Tot / % measured: 12.3s / 99.6% 16.2GiB / 100.0% \n", "\n", " Section ncalls time %tot avg alloc %tot avg\n", " ────────────────────────────────────────────────────────────────────────────────\n", - " semi-disc. residual 1.08k 10.8s 100.0% 10.0ms 2.09MiB 100.0% 1.97KiB\n", + " semi-disc. residual 1.61k 12.3s 100.0% 7.64ms 16.2GiB 100.0% 10.3MiB\n", "\u001b[0m\u001b[1m ────────────────────────────────────────────────────────────────────────────────\u001b[22m\n" ] } @@ -701,7 +801,7 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 400, "metadata": { "scrolled": true }, @@ -711,7 +811,7 @@ "output_type": "stream", "text": [ "L2 error:\n", - "0.18698123719889992\n" + "0.005439165456734205\n" ] } ], @@ -731,101 +831,101 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 401, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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} - ], + "outputs": [], "source": [ "using StableSpectralElements, OrdinaryDiffEq\n", "using Plots, Plots.PlotMeasures, TimerOutputs, StaticArrays, BenchmarkTools" @@ -50,22 +42,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 19, "metadata": { "scrolled": true }, - "outputs": [ - { - "data": { - "text/plain": [ - "EulerPeriodicTest{3}(1.4, 0.2, 5)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "L = 2.0\n", "T = L\n", @@ -84,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -100,7 +81,7 @@ "mesh = warp_mesh(uniform_mesh, reference_approximation, ChanWarping(1/16, (L,L,L)))\n", "\n", "spatial_discretization = SpatialDiscretization(mesh, reference_approximation,\n", - " ChanWilcoxMetrics())\n", + " ConservativeCurlMetrics())\n", "\n", "results_path = save_project(conservation_law,\n", " spatial_discretization, exact_solution, form, (0.0, T),\n", @@ -119,7 +100,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -143,7 +124,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -153,13 +134,13 @@ "\u001b[0m\u001b[1m ────────────────────────────────────────────────────────────────────────────────\u001b[22m\n", "\u001b[0m\u001b[1m \u001b[22m Time Allocations \n", " ─────────────────────── ────────────────────────\n", - " Tot / % measured: 332s / 96.2% 17.2GiB / 93.5% \n", + " Tot / % measured: 196s / 99.8% 16.1GiB / 99.8% \n", "\n", " Section ncalls time %tot avg alloc %tot avg\n", " ────────────────────────────────────────────────────────────────────────────────\n", - " semi-disc. residual 6.50k 320s 100.0% 49.2ms 16.1GiB 100.0% 2.53MiB\n", - " time deriv. 2.50M 270s 84.5% 108μs 0.00B 0.0% 0.00B\n", - " nodal values 2.50M 48.8s 15.3% 19.6μs 16.1GiB 100.0% 6.75KiB\n", + " semi-disc. residual 6.50k 196s 100.0% 30.1ms 16.1GiB 100.0% 2.53MiB\n", + " time deriv. 2.50M 165s 84.5% 66.2μs 0.00B 0.0% 0.00B\n", + " nodal values 2.50M 29.8s 15.3% 12.0μs 16.1GiB 100.0% 6.75KiB\n", "\u001b[0m\u001b[1m ────────────────────────────────────────────────────────────────────────────────\u001b[22m\n" ] } @@ -181,7 +162,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 23, "metadata": { "scrolled": true }, @@ -191,7 +172,7 @@ "output_type": "stream", "text": [ "L2 error:\n", - "[0.047852224439598585, 0.05477558912851541, 0.05628223436549405, 0.05267976222866462, 0.1326607181519703]\n" + "[0.04489245093451919, 0.051596387956381384, 0.05312078663198227, 0.04979689439559936, 0.12634757946490419]\n" ] } ], @@ -211,243 +192,239 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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sFsvJyWnfvn2qqqo3b9708fGxtbX92hmnTp1aXl4+YMAACCGfz+8JWa6UlZXXrl1bXl7u7Oxsbm6uq6s7bty4DRs2aGlp9evXr9Umnp6eDg4O35S8dOnSixcvCru/P44D7/mLB5D7S/2m01fV1dVeXl6jRo3C3z04LBbL39+fwWCUl5dv3boVudk+e/asrq6OxWKNHTtWR0fnm/LZbPbr16/T09M3b96MahgMhpeXl4aGRm1trZ2dXTsdZquqqpKTkzdt2vTx40cSiYT7WAmFcePGNTY2AgDs7e1fvXpFoVBWrVpFpVIFXYMFqaysjI2NnT17dttixcXFd+3atXHjRiF29UfyqhQueM5zNqRs0P9Z9SqcMWPG3Lp1CzdIJ5PJVlZW9+7dY7PZba/WtcqxY8e8vb1FRUX5fL6DgwNabdywYQP6lj548KCvry+TySwoKDhy5AhqwuVyT506hZ9r//79eHDEwsLChw8fLl26NC8vz8/Pz8bGpnfv3k5OTkFBQfX19c7Ozj3hEx0AYGlpWV9fz+PxnJycrly5IioqumfPHjU1ta8Nk2fPnuno6Hzt/YKjoaGxevXqtqf0eiwfqmA/SdKSAaRbn7DlOuQCBtTrjpWQblOwAgICFixYgNsmR0ZGAgAuX76so6OzcePG5cuXR0REiIqKPnjwwMnJCfnWmpmZhYWF6enpxcfHnz9/HjW8fv26s7MzWmG0t7e/efNmbm4uik0SHR0dGRnJ5XLd3NxMTU2HDRu2c+fO06dPDxgw4NGjR3v37u05S4Q6OjoHDhxYvHhxbGwsjUajUChf61tJSUlcXFx7FCwAAPpE++lo4oP10fx3dBg58zeNyFdYWBgVFfXy5Ut1dfWWez09PdesWSMiInLz5s158+Y9f/48Ozv7/v37165dgxAuWrTo+vXrzfywWnLv3j06nZ6cnIzXbNiwwcXFpV+/fo8fP7569SqyfWzJx48fX758WVhY+Pr1axMTk2PHjr18+dLFxYVMJn9zCrlzbNmyJT4+/uzZsyhdTBv2do8ePWqnvc5POjQAAC9Koe1z3v3J1Emqv8K3h6ysbHl5uaqqqqmp6aRJkyZMmGBgYFBXV1dbW9vMbqQ99OrVa+XKlc0qFyxYgAo0Gq2ZsS8AoOW6tq6uLiqoq6vjnx84gr5ZPYq///576NChoaGhM2bMAG0Ok4cPH+7cubM9Mn/eeF0vS6GpKmlKH/KqKH5sBRwiT6J1x4jvtheYlZVVS8/BCxcuoEKfPn1sbW3T09PXrVuHOw/u3r27oqKisLDw6tWr+PPxzz//FJQgqLMbGxsbGxs7OzvjNf369Tt//jya2u3E6O0cEICar6xmiFFAr3//Axs3bgwJCTl58iTyfv9fWwgvX76spqaWm5tramqqpqb2119/5eXlubu7jxkzZtiwYYLSOBzO2bNntbW1eTyenp4emgJMS0urr69/+/atvb29pqYmj8d78OCBhIREcnLyggULdHR0Pnz4cPjw4blz50pKStbU1EhISKDnUUxMTGpqKoVCwTCssrJy1qxZ6urq7u7uBgYGycnJmzdvRqbNQqeBC8yf8LSkSLGzqRK/qX4F1NXVFy9e/Pz581b3njt3TkdHZ9q0abNmzVqxYkVtbe29e/dQTEUSiaSsrBweHj5v3jwIYWhoqKAHVmho6LRp09DYsbe3DwkJwRUsFosVHx+PPmrHjBkzY8aMrylYgwYNcnFxwTeRM3k7KS0tTUxMnDx5MjpjU1MTmw9YX4koIEUDyOuHTCbfuHFj9OjR06dPHzJkCH4AnU738PDQ19dPTk7esmVLYmLimTNnLCwsysrKWuZjyM3NvXfv3qBBg+rq6vBJ7oiICA6HExcXd+jQIRKJlJeX9+HDBxqNlpKSsmPHDhERkVu3brm7u587d666uhofRAAANCrz8vL69u375s0bNzc3NB0oKytbU1PTLEDA98PhcJCBxOMi8pZE2q1x3JGSTW1H2eXxeFwuF4V6otFobXjGdS8JCQkqKip+fn6pqakvXrw4ePBgbW3trl27ftjz+aeAxQPsr/ijy4oCpATJyMhcv37d3t4+NTVV0Po+MzMzJCSkf//+2dnZTk5O9+7du3//vrq6upqa2vLly5tJi46Ojo2N1dLSYjKZKEwSl8sNDAzk8XglJSXobZuQkFBWVsZkMul0OpoGdnFxSUtLW79+PYvFevPmzd69eyUkJNhstpub26BBg1JTUw0MDOLi4o4cOeLt7U0ikerr6/v27dulORZflWIrBpJlRcAQedL5NH63GGABAMCPzxn0y6OgoECn0yGEXC537NixF56myd3mtPpnHsJFTe7evQshLCwsVFJSevfu3atXrwoLCyGEnp6ezs7OEEI2mz1+/HgIYXR09OLFi1s9719//XXv3j3UauPGjRDCsWPHhoaGQgj9/Px27NgBIUxOTh49ejSEMD8/f/LkyajhiRMnVq5cCSHkcDi6uroQQj6fr66uzuFwuFyulpYWioMwffr0tLQ0COHTp0/37NkjxCuWnZ2N1m0hhAcSeYtf8NrZsL6+Xojd6Gk4ODg8fPiwZX1eXh6Hw4EQJiYmKigocLlca2tr9K+HEO7evfvQoUOo7Ovr6+Xlhcp+fn54GREcHLxkyRJUTkpKMjAwQGUWiyUiIoL+6cIlLCxs5MiRERERERER169f79Onz7o3vK+NjkvpfAhhZGRkaWkphPDKlSuGhoYcDgcNFgjhtGnT0tPTkdi9e/dCCDdv3hwYGNjyvI2NjSNHjqypqYEQTp8+PSoqKj8/X1NTE9VYW1snJiZCCPfs2XPmzBkI4fHjx69evYrajhgx4unTpxBCPz+/nTt3oi4tWrQIQvjw4cPNmzdDCIuKisaPH4+u2MqVK5OSkoR40VxdXfft21fAwKye8nR9uXEV7fq/cLlcFoslxG50EXFxcVlZWfgmn89/+fLl33//3Y1d6nZOnz69fft2VPbx8Zk9e/bEx9yvDZNXpRj89w0CIVy7du2yZcvwGhaLNXz4cAaDASE8ceKEr68vhHDSpEn5+fktz/vlyxdjY2N0G/ft27eqqiowMNDMzIzP50MIBw0a1NTUBCG0tLSMiIiAEC5atAjFUeLxeEpKSp8+fYIQ7t27F536zJkzKMDYgQMHrl+/DiF8+fIl/sCZPHmycJ/eNjY26NdBCHkYlL3FqWiEEMLDH/ikaxyPTH6rrRobG7lcrhC70YzfdYrgB2IkWV+9tF0xMPv27Xv8+PGVK1fiswL379+fMGHCs2fPAAAyMjK4h3CreHl5oWCtK1aswGfyDAwMAADy8vLITnPo0KFBQUHBwcEYhuE+zDQaDZnO0Gg0PHAXWqbk8Xgovm1dXd3Lly9LSkpKS0vr6+srKio6eh3aA70JXMrA4uYQt2Vb4NGlDx8+/Pfff1Op1Pr6etyIRFxcvLq6GpVtbGz8/Pzu3r0rKirKZrNbro/g1NfX45McYmJi6PX8zXXGjkKhUOTk5FDmq48fP1IolMvGlMvG7Vqpd3R0DAoKOnLkyMCBAwEAtbW1UVFRJSUlJSUlDQ0Nbd+QcXFxvXr1QsZqT548IZFIX758UVVVRTXy8vLIyebgwYO5ubmPHj2i0+l4OD0RERE0OuTk5NBhXC4XXRkul4vGS0hIiKSkJLJzUFJS+vz5c7PZ5e8Eg2DCY/5KXbLP5J/SVbANjIyMzp8/r6CggHz6yGSykpKSmppaWVlZ+6Mz/PK8smzvI/H06dOGhoYPHjxAm/Hx8RwOB5n2i4iIFBYWttE2ICAAhUYCABQUFKCCnp4emvOWlpZuaGgQFRX19fVNT08PCgpis9nIpYBCoYiIiCDTT3w0CQ4TtFrl6+srJSWFXmdqamrFxcXCNdnESaqCfSVISmIAADCjL2nfOzBKqXtmsIg3Wc/CwcHh0aNHhw8f9vLyAgBQqdRhw4ahF1KzrKLp6elIecLBc4sCgbVzPLYe2vX+/fuDBw9eu3ZNVlZ2586dPB4PGXs1O4xMJq9du9bT05PL5Xp5eZFIJAqFQiKRpkyZgg6bP39+V/z8Y8n8Rdpkrd/VsL1D3Lhxw9LSctGiRQAAKSkpFouF6plMpuDqmI2NDZrOvHTpUhvSBCU0NjaisMhd1vfOQCKR3N3dR4wYYW9vb2dnRyaTyWQyPiisra0FD242OjAMw78c8KEhGPof3fZubm41NTUHDx6sr6///Pkzl8tFxzQbHaampr6+vgEBATk5OSi+AJVKVVVVbXWcCoX0WjhQBjj/ih61JBLpzz//vHHjxpQpU9Dy6+rVq5lM5tu3b7u7az8lEhIS169fX7hwIfL+o1AoMjIyrd6ZpaWloqKigll9W32DNBsmEMINGzaYmZktXbr01atXEEI0TFqOptmzZ7u7uwcFBUlISKC1SCqVqqmp2XXDBOdVKTT910LRUJG0SpfcXanVfsER+9MBIRSMgOfu7o57Ai9btgx9FgMAwsPDeTweMvIAAHz69KmZHDs7O/RxAAAIDg4G/44HdApU7+npOXPmzN69excXF1Op1Ddv3lRXV6PJTHQAPsBqa2utrKxsbW0nTpwIAJCUlJw5cyZuxRwSEiLci0BvAidTsNvZ2N7hv9YXetfw/PlzFRUVBweHnJwcFoulqakpGMRE0G7X399/3LhxZmZmbSfc0NDQwOdHkYQeYgbOZrPxHGF9+/Y9c+YMykwnLS09depU9GkO/r0hZWVla2tr6XS6YIRJAMDYsWOZTCaa5WIwGC9fvoQQ4rc6Xjh+/Pj27dupVCo68vHjx6C1QVRUVGRoaGhqarpp0yaU3WHWrFkfP35E/SwvL09ISBDuRYivgNuH/ArjAsOwmzdvwv/mXaBSqatXr8Zv2rCwsMjISHw+NSwsrLi4+Af386ejoaEBv6omJiZ2dnaZmZkAACMjIw6HQ6fTAQAcDufp06fg32GSkZGBTPRwrKys4uPjUeXHjx9zcnJaDpOSkpLIyEhknlVeXg7+HSb4BwzejYyMjDlz5piYmGzduhWpX3Z2dq9evUJ7ExISUHOhU8KCVz5is9T/9/giAXDNhNItFu4AAMrBgwe758y/LidPnvzzzz9RLsIbN25MmzatVV8wREVFxalTp9ASBvJekZKS0tXV1dbWFhcXNzAwKC0tfffuXVlZmaKiorq6uoKCQlJSUnV1tY6OTrMpdORlWVRUlJubO2TIkNevX2dlZVVVVamrq/v6+lZXVysrK0+cODE8PBzDsKamJtRDWVnZsLCwqqoqLS2t4OBglFTO0NAwMjLy9u3bwcHBFy9e/PLly6RJk2bMmHH//v2ysrKsrKxx48YJcf2ourra995drtnGBVrk6X078KnB4XA64cv9s+Dv7z9gwAB8JsbZ2XnAgAEyMjLx8fEPHjzo3bt3RkbGvXv35syZIysrGxUVNW3aNADAlStXtm/fjiax/P390cqgvr5+VlZWUlKSoJF4RkZGcnKyjY0NAKBXr16RkZEzZ84UExN79+4djUbDZyuFSF5eXnR09LJlywAAdDrdy8tr69atbRwfGxt7586dDx8+aGpqIlVm2LBhEMIRI0YAANANWV5ejt+QmpqagYGB9fX1M2bMEPykRj/H3d29vr4+MzNz4sSJ165dq66ulpaWrqysjImJqa6uNjAwGDBgQFRUVF1dnaGhYVRUlJGRUUpKSstBpK6ufubMmbCwMF9f34sXLw4cOFBfX3/06NG3b9+ura0tKChoNd9Lp4mKinpbxvtnlXmHJKLZiJ6WoJNEIvH5/EOHDo0YMeJrXjKioqIovAKLxTpy5IiIiIiJicmP7WY3Exsby2Awpk6dCgBIT09PTU1FE9VfIygoKCAgICMjw8DAAD2WJ06c2NDQMHToUCqVOn36dA8Pj5qamo8fP06dOpVKpaqpqYWFhYmJiSHPGBxZWVl9fX0vL6+6urq6ujo1NTV0z6upqSUmJmZlZVVXV5uZmTGZzM+fPxcXF5uYmERGRk6cOPHRo0coLQqVSg0NDTSRYCwAACAASURBVK2pqenfv7+cnJyzs3NERISXl9eNGzdMTEwGDx4sJSUVGhpaVVWFYZjgs+j78fPzMzAwUNQysHjCX6pDdtBtl0rF4/HQXLgQe/Ifus6867elmZF7TExMd/eow9y6dSskJATfXLJkSVVVVdedTtDIvUP8qkbulZWVbm5ujo6OW7ZsuXXrFqrct28fcn3YsmWLzb84OTmhve7u7sHBwdevXw8ICEA1GIY9fvxYUGxwcDCyV4UQenl5bdu2bfXq1RcuXCgrK4MQfv78+cKFC0+ePHFxcUFWsUInIiLCwsIClTMyMjQ0NLriLF3NkiVLkJMBhJDFYllbW3fp6VxdXf9Yv7ejrXqykXtRUdHixYvt7e2DgoJaPlgaGxujoqL27Nljbm4eFxfXLT3sXloauXdvfzrHwoUL8XJaWhr+pOoibGxs7vr4DvLjHktq3Z69VQgj926AwWAkJiYid1MAAIfDCQsLAwAUFhauX7/+5w0N0n5QFOBx48bJycmlp6dLS0sTWbd+JIqKis3ijwAAXF1dUeHcuXMtm6xevbpZDYlEahasXNAvevHixc1s3jU1NTdt2gQAQHF0CL7GhAkT/Pz8bG1tIYSPHj1CMw1dioHcL/XM6dOnj5eXV0xMzPXr19evX8/n8+Xl5aWlpVksVk1NDYPBMDExWbx48aFDhwTTMxP8XOjo6Lx8+XLSpEmNjY2PHz/+AU+VZ8Vw4BDSrmE9wrYBQdy+rYCiFTg7OyMFKyAg4MuXL05OTlZWVsOHDzc2Nu7uDnY5urq6rq6ub9684XK5KioqbdtHExD8Vjg6OpaUlISHhwMAJk2apKam1tVnpP5S+tX/GD9+PMpSwGQyi4qKysvLxcXFlZSUNDQ0foeP2F8eV1fXrKys0NBQMpm8fv36LoqbKEhgARaxrAdpV4BQsFpF0LECADB37tympiYMw5DlU3f1SljgvlFtIyYm1qWOHgQ/KSgkaV1d3Zw5cwAAVVVVz549q6ysnDBhwvDhw7u7d99LO0eHmpraD9CrfhMkJCR0dXXx+OkEPZ92DpMf+W/lYEBLijSiuwKKfoWepe71TGg0GofDOXfunJ2dndCTT/F4vJEjR7q6ul65csXU1NTW1vaff/7ZsWMHCqceGBiIJ4EWCleuXGnnlwSDwVi2bFnbkbeaIegM39TUtHz5cjxJKsEvw5cvX758+fLhwwe0eeHChfnz569Zs2bZsmVC/3cHBQXNnj37woULp06d0tbWPnTokJubm42NzY0bNwAAf/31V0pKirDOVVVVtXDhwnYmoXrx4sWxY8c6JJ/L5eLlmJiYQ4cOdax/BARf4fjx4ytWrLh48aKTk5Oenp6bmxtKafD27Vs2m718+XLkeC4UkI8InqqubTw9Pb+WIf5rCA6Tu3fv3rp1q50N2Xwwv3/P0q7Abz6D9erVKzyvJ07LJBsAAAUFhe3bty9btqxPnz5//PGHEPtAp9O3bt26ZMkSAEBERMSYMWPWrl0LADhx4gQAQElJqWVCoe9h3bp1bm5u7TmSRqNpa2t3yAvpw4cPJBIJeXhRqVRtbe028mER/KQMGjSotLT08+fPaJPBYCDfOmlp6S9fvqDQncKirKzMy8tLWlqaw+Hs2LFj9erVampqjo6OV65cAQD0799fiOsOCgoKTk5OeLautpGXl2/DNbhVbt68idvJycrKamhodLiLBD8PlZWV9+7dW7FihZSUFF7p4eGxYsUKoefApdFonp6eJBIpISHh9u3byJJy7ty5iYmJRkZGAwYMEOJzWE9Pb/ny5Xgo47ZRUVHpaDi9W7durVq1CpV79+6Nf7F/EwoJaPe8AIrdqWCVlpZGRETweLz58+fLyMg021tUVPT+/XsymTxt2jT0mmez2U+fPsUwbOzYse3MVIVhWFBQkJWVFV6TkpJSWFgoLi5uZmZmampqamr6TSHOzs6jR4+2tLTU0NCIj48XroJVWVk5ZsyYlvUoXzWyURAu7bRvEBUVRUEU24+fnx+eV5VKpQpmgST4VTl79iwAAEUqGjx4sHCFKygotFShREVF+/btCwDYsGGDcE/XftOfYcOGdShWO4fDCQwMxBUsfX19fX39DveP4CcBw7CUlJSIiIiFCxfiClZ+fv65c+eWL18udAWrf//+LW9dLS2t9+/fUyiU/fv3C/d07R8mgolQ20NJSUl0dDSuYHXIRkW8R04WdVunSkpKnj59unz58qSkpNGjR79+/Vpw9a2srGz//v2enp4VFRWbN29Gy2SOjo7Hjh3r3bv35s2b9+7d+81ECqGhoVlZWSdPnsQVrJiYmIiIiAMHDrx79+7YsWO7d+9utWFVVRXKBhgeHm5hYTFixAhZWdn6+vqkpCT0OukYEPKrKyhySoBE4tfSyRLSJJoIxqgDVBpZTPxrsUCsra2bmpqcnJwwDLt06VJISMiRI0f279+PYdj79+8nT55cV1eHYVhUVNSJEydIJFJxcfGNGzeGDh2akJDw119/NVNY6XT67du3Bw4ciKe+AQAkJyc/e/asf//+aWlpe/fuffDgwcmTJ8+dOxcUFGRhYcFmsw8fPvz48eOamprz589zOJzjx49zudytW7eam5vb2NiEhobKycnFxMRs3LhRRUXlyZMn3t7eVCr13bt3a9asCQsLc3FxuXv3LoZhZ86cYTKZR48epVKpmzdvHjdu3Nq1a8+ePYvyRs+fP5+Y6OqBeHt7C8a/BQDIyMgsXLiw5ZF8Pv/cuXMPHjzoxJsDshsxThNFSg7yeVh9NUVOGUDIr6mkyCoCMvlrCQOsra1TUlJ27dq1fv16S0vLffv2ZWVlrV69ms1mP3/+fNOmTSkpKSUlJQoKCkjjDw0NLSwslJKSotPpLd0zo6Oj09LS1NXVs7Oz8UoPDw8pKanq6moVFZVZs2bt2rWLxWLNmDHD29v72rVrrq6upaWlXl5eAQEBN2/eNDY2dnJyCgwMvHv3rpOTE5/PLy8v53A4eXl5O3fuZLPZJ0+eTEhIcHd319LSsrCwcHZ2Tk9Pf/DgQXBw8I0bN4YPH75///7w8PBr165t27ZNUVHx4cOHurq6ycnJX3tGEfRkyGSyubn51atX8RoMwzIzMwUjAHcIjNUAAIksLgk5TVhTI0VaYLwAMG/evFZbWVtbh4eHu7i43L59W15efteuXbKysmPHjiWTydHR0atXr/706dP79++nT59uZGQEALh69aqcnFxFRYWGhsbs2bObSbt//z6fz5eTk0tNTUUGiDwe7+zZs7q6uhkZGVOnTlVTU9u1a5eenp6GhkZYWNj58+ednJz69et34MCBv//+OywsbOXKlfPmzTt79mxaWtrBgwfT09MxDCstLRUTE1uyZElFRcX+/ftTU1Pd3d2NjIy0tLR27NghLy9/7Nixa9euBQQELF682M7O7vLly3Fxcc7OzoWFhenp6UpKSsgFrXMXtsvpuggQbXP27Nm//voLla2srFCOVZwjR47cuXMHlRcuXJicnJyZmTl37lxU4+vre+DAAVQuKCgQbIgWLPDNxsZGVVVVfNPa2hqlK4YQjhgxorGxsdW+cTic6n9BcZw/f/787NkzlBr2m0hKSu7du/fw4cMuLi4DBgx4H3C31MW+MTORV1dd6rqi4cUDCGH5uc3V3mebNZw7d+7Zs/+pTE9Pt7KyQuV58+Z5eHhACN+9e6enp4ciFVlZWaHMssbGxp8/f4YQPnnyZP/+/YJCeDzexIkTi4uL0U9TUFBAF2ro0KHoCpw+fRqlCp40aVJ4eHhKSkpGRgaE0MzMrKioCEIYExMzZ84cJA0lwfX19UUpRZ8+fbp27Vq0a/78+ShpLsLS0hKlcf3w4QMe/Qg13717NwroXFtba2FhkZ2dra2t3dRxKisrUYHNZrfnX/NzkZ+f3+z2xvn06VNwcHBqaipeU19fHxISEhERgUe6+iZNTU3x8fGCNQkJCcHBwV87KU5kZCQ+ACGEt27dqq2trampQWG62qBlHKyaR1fLjjtCPp/xNqzUxZ5bUcT+klnqYs9KjhZsyGazAQDoHsZxdnZG9y2Hw5GTk0Pd/uuvv9CDhclk6uvrQwizs7MnTpyImtjb2wteNNQNS0tLVA4KCkLJaMPDw1esWIEq0cdMWVlZv3796urqAgICmpqaKioqJkyYgA7YtGmTt7c3hLCsrAwFIZs/fz4KI+fg4PDixQsIIZfL1dHRwU/KYDAMDQ1Reffu3deuXYMQ1tbW+vj4cDicYcOG1dbWQgg9PT0vX76Mkj23fWFb0pPjYP0m2NjYoAhzEMKIiIjGxsaZM2fiEdTaoGUcrMp/9tKvu0AIawOvlR1bjfG4zLinpS72nLIvgg3j4+OVlZWbSZs9ezZ6nickJBgYGKBn/pQpU9Ab9u3btyhgVXBw8Jo1a1ATU1NTJpMpKOThw4d4l1xcXE6ePAkhPHny5Pnz5yGEjY2NaDiEh4ebmZlhGIbyLj99+nTDhg24TPTyffbsGYoRr6uri3JOjxkzpqKiAvXQxsYGP2l0dDQ+DGfMmJGQkAAhfPPmTVpaWnFx8ejRo9GzbtOmTdHR0YLJntvPLxsHa9asWbm5uaiMoqkK7o2JicFn4GVlZWNjY0VERHDzDhkZGZQuAwDw+vVrEomEAt0yGIxdu3a5uLh87aSxsbF4PCcqlZqcnNzq8hyNRmsW9klTU7P9Hx8QwtraWjabjYIpNyn3V9l/A+1S2eeJCspb2mUkKBgGhkajIY8MWVlZFRUVFLEXTa2VlZWlpKTk5OTk5OQwGIxmlukZGRkoGi8SgizM4uPjMQx78+YNAEBMTKyqqgr8a3eFVieBQBaqcePGlZSUFBcX8/l8NOVmY2MzcuRIf3//ioqKr+XZxZsPHz6cyWRmZ2dLS0sjN0w0XFFin5YWbwSFhYWBgYHe3t5OTk4tbX1ev3798uXL/fv3+/v7p6Wl2draMpnMdevWubu719TUbN269fz589+cxr969WpKSkp9ff2dO3fwGkVFxXnz5h09enTmzJmGhoatNqyqqkpKSsrJycnPz9fU1Dx8+PDHjx9fv36dl5f36NGjjv5SWas1qCAxZprEmGmojI+XtsFHB41GExcXRxdKVlYWxXwXFxdHCZtDQkJkZGTQzdanT5/i4mLBpUxvb288njU+6h8+fCguLo6aaGtrozwKSkpK0tLSyHdScGCuW7du3bp1ixYtevHiBQqL7+PjExsbGxgYyGQyW80HIth87dq1CxcuXLVqVXh4uJWVVXp6em1tLUq2g54k7bkUBN1CQUEBCpEoyLhx45qtSxQWFiopKeHJfzqBouNhVJCZvUpm9ioAgPjoKeKj25VrAX8O02g0TU1N1A05OTn0nEdvEADAw4cP8UzM2tra5eXleFJ5AICnp6ejoyMqy8nJNTY2oiYLFixATeTl5VHmAC0tLRKJhAZCs/v82rVr58+fLy8vNzc3BwAkJSU9f/48LS0Nw7CqqiolJaVmPW/W3N3dfdSoUQUFBcbGxrdu3ZKUlHz+/DkAQFlZGeWc7oF0m4I1cODAgQMHAgA+f/6cmZmJ3IJwqqqqULYEAICkpGRlZaWYmJhgDUquBACws7Pz8/Pz9vaeM2fOvn37Dh482CzIgiB0Or1VIcJFTEzs0KFDCgoKPB4PVwSFAn7DCd55GIaJiooKJr5FN3fbiIiISEpKtsy7+bWngL29/fXr17W1te3s7AAAvr6+YWFhly9fzszMjIyMZDKZeOac2tra2traZvromjVrPDw8DA0N0ZKNqKiokZER8uq3sLDIyckhkUidSHrT01Ll8Pl8Pp///Sue6urqGzduxD31mnHs2DF3d3cAwPz58w0NDRcuXHjv3j0jIyNxcXFxcXEURgF9OdTW1gpanQtuOjo6hoSE+Pj4oE0I4eXLl5OSkkgk0pIlSzZu3IhSjLUEQmhlZWVlZYVuQisrKxRCkEwmf9PknMViFRUV/fPPPwCAsrIyQY+h70RwROArlRBCAICoqKiKisrXUszC/+bFQ4iKivbv31+wSXV19deGhp6eHoQwPT0d5USHEK5YsWLWrFm2trYoVSKTycTv0qSkpGbBLDQ0NOTk5N6/fw8hFBUVFRUVbRYh5fDhwxDC9lv7Ivj/AgAgkUg9JLNkOzl69CjKVdw54uPjCwsLTUxMWjp9Z2Zm5uXl6enpaWlptVNadna2vLy8goIC2mSz2S9fvqRQKGZmZhoaGmvWrPmmBDqdjqKZFBUVRUZGTpkyRehmWO1EcJjgZXyYDBw4sEOZmEVFRQ0NDSdNmiTY5GtW7fPmzTtw4MD27dvR9w+DwUDfcqNGjUJxFgXnBVoOk1mzZu3evbukpAQ9ZERERBQVFQV721F3xR9DN486Pp+/a9eugIAAdNFxUGQEVGaz2VQqVbCGw+EI3ig2NjYMBsPW1nb//v3N5DSjpVhh/pjvBk8rK1iDexHy+XxUFoyGgApycnLm5uZ44tuAgABBIfr6+jIyMuhLur6+vqamhsfjGRkZYRiGKpuamlDURPyJ3OyMAIAlS5b4+PiIioqiqZGrV68uX75cTEysvLwcQoiay8vLV1dXl5aWopkDweYLFy4MDAzEH/QODg6oScve/tRkZmaeOnWqq88SFRWFHvckEonBYHz+/Pn169f4C0BOTu7169cAAAjhoUOH8vPzUX1BQcGhQ4da1ScAALm5uWw2G/1z5eXlkYRWUVRU1NLS0tLSQpbmgwcPHjly5MiRI7824yVIU1NTQ0PDu3fv3r17h75c2/mT4X/TLSPw0SE4TPAy/DdPrZWVVUpKChr4BQUFzdRWW1vbuLg4VC4oKEA6n2CS9ZiYmIqKCsFB1+yMAIC1a9c6OjpOmDABAECn0589e2ZrawsAKCsrAwCEh4dTKBTUPCMjo9XmGzZsGDVqFABAV1e3d+/eeXl5AAA+n4+ytvP5fO530FHl7Afz4MGDI0eO7BLgwYMHnRMFIXR1dWWxWNOmTcNnXHBCQkKePn06c+bMsLAwNPnRNtnZ2RcvXpw7dy5KnAwA4PF4q1atMjIyGjp06ObNm9u4gT99+lRSUpKYmNjQ0GBoaGhhYaGjo8Nms+Xl5btO2YUCuZlxvvbiwCtRzfLly9FcFADgzZs3aE0DZ9myZWi5AwBQWFiIEkILPsYDAwPR2b82TERERObOnbt169bJkycDAN6+fUuhUEaNGgUhxF8i6A0CAEBOyoLNKRSKra3tmjVrkDo1Y8aMvLw8FosFAEDpRL/32nUN3Zzs+cyZM5s2bRo4cGB5ebngUlFYWNiAAQOQo42vr+/gwYPl5ORSUlKsra0BAKmpqZ8+fcLzXzY0NHh7e48fP760tLSZHxOPx7tw4cL27dvR5s2bN62trdEUl5ub29KlS79pKd8JOpTsGZGQkPDw4cOamho2m52Tk6OmpiYtLd3Q0ODh4cHhcGRkZLKysnJycsrKyvr37+/l5YXeNMXFxZmZmWVlZQYGBgsXLvT39y8tLc3MzJw8ebLg1zaZTJ41a9adO3eqq6vz8/Pz8/MLCwvNzc0tLS1v3LhRWVn56dOn6dOnP378uLS09MuXL+rq6nJycoGBgSUlJYWFhRMnTgQAiIqK0un0RYsWoQ+UgQMHPn36lMlk9unTp7CwUFtbe+DAgf3790fZ7szMzJ48eZKfn19UVDRhwgQymUyj0RoaGubOnYv+y2PGjElPT09PTy8sLBw0aBCJRLp79y7yLu4QPW0Gq6amZsmSJSIiIgMHDvz+ZNhBQUEDBw4cNGiQYGVjY6OLi4uLiwtShjw9Pc3MzEJDQ8eOHYuOfPv2bU1NzZQpU0gkkrm5uYuLi66uLoPBOHXq1MmTJwU/KrKzs9PS0pCFbFZW1rNnz9A7iUaj7d27d9euXUL/AiktLc3KyvL39589e/aQIUN8fHzaTvaMuH//fkhIiIKCQlFRUX5+Pvq0TUxMjI6OrqysHDp0qLu7O5lMZrFYaNW7urpaU1MT2UXV19dPnDhx7Nixt2/frq6uptPp6H7GUVZW7t2797Nnz8rLy8vLy2NjY9XU1NDkR3BwcGVlJY1GGzBgwMWLF3k8XklJyejRo7lcrpubG5o5RkveAwcOzMnJQVdSQkKCTCanpaWVlJSYmJi8evVq4sSJyF/9/fv3mpqa/fr1Q74yVCoVLfoPGDAgKysL6WQkEmn27Nm3b9+uqKjIzMycNm1abGwshBCl6W0/KIVtr169qFRqd82XtIdr164dPXoUwzBkxocoKCho6YvQHry8vIqKilavXs3lcisrK8eNGye4d9myZRcuXKDRaEOHDrWzs0OTTw0NDSIiIoJL6g0NDeipoqCgMHr06NDQ0AkTJqCwGo8fP2axWLNmzZKQkIiKiuLxeF8LPV1QUGBrayv+LwCA8vLyJUuW8Pl8FRWVtlfwQ0NDExMTWSzWu3fv3rx5U1tbi+L4tAGPx3N3d09ISJCRkSkoKKiqqkK3Vmho6OfPn4uKivT19W/fvs3n86lUal5eXm5ubmlpKRomPB6PQqFMnjxZVlY2NDSUTqeLiYnp6ekJyjcwMCgpKfn48WN+fn5FRUViYqKent60adOQs39RUZGWlhaGYT4+Pkwmk8lkDh48uKysDG3iUXm1tLTYbDb6p/Tt2zczM7Oqqurz58/Tp0+PjIycPn16v379UMd0dXWpVOrt27cbGxuVlJTQC1RHR6eurg45/ouJiZmZmd28ebO6urqwsNDCwsLf33/QoEGDBg3qkI0Ul8slkUgkEglCiAptX+cO8z0GXN/JjRs30tPT0QVCGW1TUlKQ1dv169fd3NzQYdOnT//y5UtlZSVuHvvPP//gexkMxqZNmyorKyGEvr6+d+/eFTxFMyP3P//8MyoqCkKIYdjQoUPbbw7cIX6BZM8/mF8m2XNubu7du3cbGhpu3Lhx8uTJN2/efI80BweHhw8fNqtsamoikUi4Yaa+vn5cXJylpeX9+/dRzf79+3fu3Ikfz2az169fv379+pZ+AMHBwcimG0L49u3bIUOGoDKa7OkKv4FfI9nzD+bXNnI/ceJEy+fwpk2bOifNwsLi0aNH4eHhHz58aLaLwWBIS0vjm+gLFkKYlJR04MABtHoAIbx58yaeLh1haWmJD+Rt27Yhs27U8127dnWun22zefPmwYMHr1y5cuXKlWZmZlOmTOmKs/xi2NjY3L17t7GD1NTUNDQ0oHJXWLt32xJhcHDwtm3bJkyYoK2tPXToUGSyc/v2bWQzuHjx4szMzIyMjKCgILTUraioOHPmzICAgMzMzA8fPuChMm7duuXs7IxWBm1sbEgkEppdBwC8evXK1dWVz+efPHkSrQvs3LnT398/Pz//4sWLBw8e/LnsEgh6PlpaWihQrb29vZOTE4lE2rJly9WrV5vFO/geREVF0bsBbTY0NCgpKSkrKyNLVbwGP760tJRGo4mIiJSUlLQhtnfv3oIyZWVlidgZBD8AWVnZls/h48ePd07ap0+f0tPTTU1Ni4uLm8V/otPpguZBEhISlZWVAIBhw4bNmTNn7969EMJbt26JiIggP4ZWqaysFLTi/Zp/z3eirq4+bdo0Dw8PDw8PR0fHjsbq/G2h0Whi30FXmAx1mxGSpaVly2iwuP2KqKjopUuXCgoKjIyM8IAcW7dura+vLy4uvnLlCj6Vt379ekEJ+LohAADFET1y5Ahe06dPn/Pnz3/69Gnp0qXCDTlNQAAAYLFYjY2NCgoKGIYhJwAUSo3BYGAYZmNj0+lAOACA5OTkQYMGiYiIWFhYVFRUyMnJ8Xg8aWnp/v37m5ubf/nyBR2GViJQuaCg4PTp06dPnyaTyU5OTps2bfqaba+mpqasrCyfz6dQKGVlZWZmZp3uJwFB+5k4ceLt27eXLl0quDqzc+fOdiacaAYKciEqKjpr1qzVq1evWbMGN88gk8nIcgiB1oZQ2dDQkM/nz58/f9GiRW17CJFIJFyIoAQCglbp0VM4GhoaqqqqgjXS0tLIZKfTMkkkkq6uLqFdEXQFeXl5e/fuPXHixIABA+zt7Q0MDFA++e3bt2/duvXVq1ftMa0FANDp9MuXL0dHR9+5c8fLywtV2trapqamAgD27dvn6enZ2Nh45coVV1dXAMD8+fOzs7OLi4uTkpKUlJRGjhwJAIAQXr169cyZM6KiojQa7dSpU56envBfO/F79+7dunXr7du3ly5dQr4Oe/fudXd3b2xs9PT0JDLlEfwYtLS03r59q62tbWFhMeVfnjx50jlpaK0DlSUkJPDVDACAoqKioJ8ak8kU9IhKS0sbNWpUeno6/IoXCEJZWRmf6GUwGC0jCxAQCNKz3OgICH5qRERErl69amxs7Orqam1tLWiAT6VSly5d6uHhgZxo2kZRUREZTglWfvz4ERWGDx+uo6Pz7t27efPm9enTBwAgKirq4eGRkpICIcSz6ZFIJMHpWxqNdvjwYXxz0aJFgtO9AABra2s6nR4fH79v3z7iC4Tgx3Dy5MnKykrkkoxquFxup5MTGxkZ4SGRGAwGMvROSUkZPHhwr169Ro4cWVdXJyMjU1dXN2TIENyt6ubNm2JiYnv27ElKStq7d++RI0e+9g1vbm6Ou5dWVFR0NBUMQdcBeUKL+SJEvlfBwjCsuLhYRUWlQ1mBCQh+SXg83o4dO1Ci7makpaWNHTtWWCkdJCQkTExMBGvIZHKzyDGdQFFRsT3ZOQkIhIWMjIyfn5+wpO3evdvV1dXIyOjx48c7duxQUVHhcrlTpkyJi4vT1NQ8dOjQpUuXnJycLl68eOzYMdTkzZs3EhISaGVw+PDhfD7fy8tr6dKlAICysrLg4OCkpCRPT8+6urqZM2dOmTLFz8+voKCAx+MxmcwpU9oV6pPgB0DqkRbVnVGwli1bRiKRVq1a1b9//+nTp4uJiamqqu7Zs6eZTywBwe9G7969V65c2eouHR0dFLPjB3epA9LRVAAAIABJREFUK2hsbKysrESO6wCA+Ph4FotlYmLSk8MBEPRMREREMAxrZudub2/fOWl9+vQ5e/ZsXFzc9OnTUSByGo2GB9M3Nzc3NDSMiopasWIFChwAAEDRy3BQUDdUVlBQWLVqFXKoQgHSKBTKtWvXUlJSmEwmCg7SuX4SCB8SuQdOYnVGwRo5cuS6detEREQcHByUlJSeP39OIpFOnDhBKFitUlJSImgKQNCSwsLC7u6CcAgODo6MjLx9+7ZgJYTw7Nmz4eHhlpaW34x13vOJjo729/fX1tbeuHEjAODUqVPW1tb19fWzZ88OCQnpkCgej0cMjW9SU1ODe679esyZM8fNzc3BwUFwaBw9evTy5cudEyguLt6Gi4a8vDzK09IeBJdl8LJQpoo7BJPJJIbJN2moq2XnpABg190d+Q8dVrAghGpqaiIiIhDCkJAQPOBh2yHUf1sGDRq0Y8cOoYuFEHaFA0uHxPIh4GOggQfEKaDXt+6jb0r+wc+sLoJMJl+/fr2oqKiurk5PTw/N6Hh7e/v5+V28eNHb2/vp06dTp07t7m5+F8bGxsXFxbiDeu/evVECsqysrA7JkZaWlpGR6YpFlh4yOmrYQJwKaGRAa3Oaoz1i9+3b187z/nRcuXLlxYsXTk5OqqqqSInh8/mNjY2dVrB+MdTU1PLz84U+TLpojHyn5EY+4GFA6l+1lg8BAIBC+pZYiEEOB9Bomhuax+7vdjqsYOF+qunp6RUVFbghCJ6C5hegrq4uLi4uKioKGQU3NTWFhYWRSKTs7Oxt27Z1aFr40qVLXRHFpKGhQUpKSuhiGQyGhIREe4aH3Qv+mzI4WA7M6UdeO+gbF4TH43G53N8hmsvcuXMXLFgQFBSEYdjEiROfPHkiISHx8OHDTZs2jRo1auTIkS4uLj+7gtWMZcuW5eTk3Lhx4+rVqx1qKCMjg/LGCJeuu9naP+h4GJgUwvtTk7x9yLefFQwG43fOd15QUDB16lTBuO0QQpStkgAAMHz48JycHKGLbWxspNFoXRH56XvuZ6c4voIYadewVkZNe0Yfxqzv3Hm7js5c38LCwuvXr9+6dcvCwkJfX7+iouLy5cu/ksMqmUw2MjLCPbACAwPz8/N37tw5d+7cMWPGNDMu/g2pYoOwIuyLLU2KcGz4L8XFxf3798/NzRUXF3/+/PnVq1e3bdv2+fNnFH2KRCL17t27u/vYXl68eNEsh52MjIyRkVHLI1VUVMaNG/fgwYP2L7782uxP5EuLgG3t0K4IJk2aZGNj02wNtLGxsbv6QyBEMEYtWVwatHtKIqcejFUGAAD61f0ys1fSVDXb06r69nEZSweKvDLd45DsnFUimoO+3eZH0ZlHwPbt20VFRW1tbQMDA+vr6y9cuNDU1ITy+/4aSElJycnJ4Zs2NjabNm3i8/nV1dXNEsP9ntzNwSzVyYR21ZLk5OS9e/dqamoqKyvb2toiz3Mul9u5hImCcRHbs7ft41ulZWpYXIimpqbWf0EhIZrh4+MjLi5uYWERERGRnp7e0Q78YjwrhhODeUFf4C1TKhGDsj0sX768pYXZgAEDuqUzBMKl8tIubkkHrMdy6uEAGRIAQGLsVLKkTNsHNya95uRnAgCwRgY6WNrC5putfjCdmcGiUCh4qOjq6mpTU1M9PT3cpejXg0wm19XVeXt7L1y48Lc1NWPyQBkLakuTAAC3s7HjRoS/WCvo6Ohcu3bNycmJQqEkJiaiDDlNTU34VFCzHPVfg8FgPHz4UElJqaSkRF1dvdmqYkFBwbVr10xMTOLj41etWqWiooJhmIuLy4gRIyorK/v06TN9+vS25WMY9ujRo7dv3wKB9AnR0dHR0dGDBw9+//79jh07kBNWq/B4PKSHQQivX78+d+5cFCa7WVjg342/0zG3dOzgCLKtNplCqFftg8FgIAc9HD6fv2/fvidPnvwORgW/NhJjpzemx9H6/kddPpmC5dbDK8YU8n/HCAQgrwFqS5GaMhNFBxqSRMTakMyvrmDnpfEqSxQdXRUd/xfeT8xgbE9zJOyMgvXHH3/Iy8uvWbNGWlra3Nzc3NxcUlLS0tKyjRROPZNXr161tMxFueSaVaqoqGzbtm3FihUPHjyYP3/+j+pgD+LQe75HFhZlSQUAVDSCyWrEC6QVDA0N//nnH0lJSQqFoqKiYm9vv3r16oEDB967d2/w4MHe3t544o62+fvvv7dv346yAW7btq2ZguXk5HT69Gl1dfXhw4evX7/e39/fz89PTk4OJZX6448/xo8f37a7IolEGjduHIPBSE5Oxit37dr18uVLCoVCpVJPnjz5NcPqhISE6upqMpn8+vVrExOT8+fPh4aGVlRU+Pj4yMvLf/On8Xg8FEaSyWRyuVwZGZlfw9e9mg0OJ/Gfz6QayBFDowMsX7784cOHLevpdHo7BwuBUGC+DRfTG0GR/S5TH05hNuvlI8mlOwAA/NpKyYlzSvbbSplZk0T+fwr/fh7WwAVr3vDdJ/xPx4JcTsX5rVzdsfpwkiS1b8mdEzJ/rGz6+E5hxd6vnagp8x3AMEVHV9a752RxKTH9/5kulB5cqnrgNonWU/KodkbBsrS0dHR0BADMnz9/4sSJ9+7dAwCcP3++E6JKS0vT09MtLCya1UMIb9y4MWbMGB6P9/nzZysrKwAAi8VCqaCNjIzaOfa4XK6/v79gxOqEhISysjIREZGpU6eiZIXfFLJr165x48bNmTOnT58+SUlJv6GCVcUGnlnYnuGUWeF8ExXSkgEkMvES+QpXr15dunRpVVXV5MmTpaSkkG2mj4+Pnp7ezJkzL1682B4hDAbj0KFDhw4daulwwOPxIiMj0f2vrKz88uVLDocTFBRkZ/c//2Q5Obnnz59bWVk1NTWdP39+586dSAiHwzlz5szu3bsBACQSCY8DhPj48SOPx0Nuj/369duzZ8/XFCwjIyNBSywDAwMDA4N2XpyioqLo6GhkkYbcgv7++280uoUFMnJvZj0mFJhMZhv+H04JVBsN0I/G7mheb8H8LUJE8DrQaLTOLVL/ABQUFAICAoYMGYI2a2pq4uPj1dTUmt2fBF0N43WgmN7I7xQCm5jUfoMAABizvvzkOlWXeyr7PAW1q7JGkN8A8xbSZj/l/RnLvzSeAgDg11eLDRpVCiUXMV4Dkp3Sn6fJ4pIYq6GNE/UaManXcBMAAOdzBiogJMfPAJjwx37ngR3H19cXQsjn86WlpW/fvo0qPTw8OiSEz+e7ubmtWrVq48aNLfey2WwNDY0+ffrMmjXr48ePqNLOzq6iogLDsE2bNhUWFn7zFE+ePLlw4YKqqipe8/Lly8OHD0MIU1JSDhw48LWGdDrd29tbU1Pz8ePHPB4vJCTk+fPnZWVllpaWubm53zyvgoICnU6HEHK5XBaL9c3jO0F9fX1XiG1oaMAwrGX9/ne8Na95EMJzqXxwjfOxppVj2uCnuw7fg1B+aVlZ2eDBg0eOHLlv375mt3ppaamCggK+qaysXFhYOH78+BcvXqCadevWnT9/HpXfv3+/e/duDMPYbPamTZvy8vIERd28eXPr1q2o/OTJE3Nzc1QuLi5WVFT8/l/RkoiICAsLC1RuaGjoilN0y82WVo0pe3HoTZ0R+9NdB+Hy/PlzNpvdrNLDw+On6HwXcfr06e3bt6Nyy7uOV1PZ+PHdf6owjFtVxoh7ykqKao985rtIFpPJ5XKb1fOZQrgVGxoa6p7cYia+YCVHQwh5tXRWSgy+9+Ynvs0zHoSwgQN1fLkB+XwIIcbjQgjdP/JXvOKxkqIgn9dSbLPr0PTpQ6uHdZTGxsaW10GIdGYGC7l4xMbGNjQ04C51HfX7IJPJf/755927d5EhSEsOHz6M8hUgMjIympqakK+iiYnJ1atXUZrb3NxcbW1t/LC6ujoul4sspWbMmGFmZnb8+HF874ULF5Bv4JAhQ+zt7Xfu3NnqMr+0tLSNjc2iRYuamprIZPLMmTNLS0tzc3N9fHwkJCS++dOampoOHDjQq1cvDMMwDBs6dCg+uyAs2Gw2Wj8SulgqldrsM72OAy5nkKJnQjabt04HGCuC/r04bHYHxKKP6a5YCcKvA4lE6ooL0lGSkpLGjh179+7d75zmFBcXd3Bw+D/2zjsuauT945Nt9LaAIgIqiKCehwinIuqp6Ckq9n5Fz1POO7v+7L1/xbP3LirYCwiI0kEURYpYEaRL22V32V6SzO+PeHFv6bAroPv+w1eYJE9mYyZ5ZuaZz1NYWHjgwAEbGxtiwJiAeCbJP+l0ukgkkkgkpIo6nU4Xi8XEtqurK4qimzdv5vP5y5cvryVQUtksjUbT0LDKV8lHEZweg211o5q30EGiFk21oqA2NjbKqQK0KMO9flDX2R0ojTZVhvmjpQVGXlOEj0P1XOpY5I5yyiqDz+ojNKp9d2BqThSKksKpJua8u6es1pxudMVQdgnvzknd6f+n27V3+ctkG59fAQC4gCt4GKjX45MI+f1C6G2LAAAM6eDcAOrUaKwf6zH17WPmryuz+fB7Ood7/bBu974IhVpxdqvJ+D9pzOqXXVf477JafapqSLv0zTNZdobJmDmN/hXqpTHfPKlUumLFitmzZ8+ePdvOzi4xMXHatGnCho6M14VMJnvw4MHDhw+JUe6kpCQyAa2JiQnplqWlpV24cIHY5vF469atqyUrYlJSkonJp/8SOp2uHICiDCkQoqurS3gb7dq169evX328KwAAgiCmpqZm/0JEmbRejmZSRtog9saf/uxp3qy1qQENieY1lLy8vOPHj6uoFRQVFTVUyWbdunVz587dt29ffHy8n59fbm4uuYvJZAoEnwfPBQKBmZmZubk5WSgQCJRTNbu4uBQWFtLp9Npn1ZXNqljQUguvuNDzHjahI/Kn89cQSfblyc7OTvkvkZGR58+fr3bJ6jeO9HUSxim38N1mOHAsN3CvPO9T9neD3sOYv61mdHRmzlhepxGaqaXlwn+wjx+EEVfIQlFiKJXZVt+t7jz0tYALeTqdugIAMo2dHFjTNqZgAAC6TWfz3zcQB2AQRH7Eh9t8elf3t0Im2yMXMlHDAWMAANl80N7K3GrdOYRGBwDQLK2hrMZRG+YvK6tdMEg1t6p/haFCLn+fVv/jG0FjRrB8fX2fP38+YsSIwYMHi8Xi4uLiiRMnqneOn0KhFBQUzJo1Kzs7e8aMGdeuXauoqCBHmwwMDNhsNrE9adKkW7dunT59esqUKWvXrt2+fTvpQlWFw+GQS4INDAzquaSroejo6CxdutTc3Fxzmod0Ol0T2bUJs8rOSmghPP0eTfSh0emN92AIg5qrsNrNNhpvb+/Dhw8LhUJlB+X58+e6uroNWnnO5/OJlRaurq6rVq0qLi4m1/QZGxtbW1vL5XIGg4FhmImJiaWlpYuLC5//SWSvsrKSlMWXy+UrVqzYsGEDj8dbv3799u3ba/JEu3fvTg5C8/n8r0NYX9Nc/YAveoId6UedYq/1rhrJ2rVrlZM9U6nUjh077tix4yvIa0kENSq3uCYJROMY58qBNssOEn/pufRXlBaIksJpVh2MBk0gCjE+h3tlv4XvVvDfZs67dQyhM4yGTqXoG4lfJOi7/qjnNZWKf15wZ7l4H0Kj039q0pAho2NXRseuPL5wdjy21Y0a8AFHALbFjYrLpbCihGbe7mk5tDVErPU/1217Z26vvH4/6NAHERoNxhSK/qcVZrWMQkGFnGHjUO0uelu7+g9fyd6nSR+H6HerRttPXTTyveDu7u7l5UWhUAwNDfX09D5+/FhVUKcp0Gi0rVu30mg0Z2fnrKyspKQkHR0dUixeZYJs4sSJFApl6tSpO3furH0dE4PBkP07uSWTyVrUt7kF8owFf49Db3rROhm1iPGhlk9ycnJSUpKrq6uzs/OgQYOGDRs2dOjQuXPnNnT60srK6v379wAAFEXLysrc3d1RFO3evXteXh4AwNfXNzo6GgAQHR09d+5cBEFmz56dkJAAABCJRDKZrHfv3sS5K1asWL58eadOnVxdXSdMmEDMqhPIZLKCgoKPHz8Ss4EWFhY9evQgkkJGRkbOmzdPXffkq0SCgj8fYZtS8QfeNK131RTMzc3T0tJQ9FM8DYqi2dnZU6dObe56NQkI4bVr17y9vVkslnLh5MmTVTQpGgCFarXuDDllptu9j0Hf4fR2HQ09R5OHUI3MKPpGuETIfxDAD/MnCjE+R5bzCsplkhePFCV5/FB/AABAEIquQcW5rdLXSZIXCSi7BAAgjLsriLzWuNrhYgH79CYAwMFMGlMHrHShRI2k3c6Dna6hG68+O+cfFJKPReUKR9h8/pRAmURwaOH2LhVbUjEIwAc+7Gz8ea+i6IMgtprlpQAA0dOH/IdXqt0FAKgMPoOyPtanzoxO3Qx8NDuZ2EilfLFYnJGRQUwL6urqOjk5nTp1So2rgQ4fPmxubk6ELunp6RUVFbVr1+7JkyfEXoFAoKy4w+PxUlNTp0yZEhQUNHPmzFrMWltb8/l8Qk1bxUjrAEKUXUyzVB08xzjl8sL3ei79qz2pcTzKqrga8ujiRJ9+bTWQ1k0hFzy8YjTiZ4RKAwDI895K3yYbDhxHMWjduZAFAgGfzydzABDY2to2dFHb9u3bb968mZycDABYtGgRMTx89OhRGxsbAMDKlSuDg4PDw8OJcSkAQLdu3WbOnBkWFlZRUXH+/Hmy979+/XoyxYKbm5vyyqzg4GBnZ2dnZ+eQkBBvb29jY+NTp06Fhoamp6f36NGjTiWtbxkRCnweoJZ6yPNxNK3cbhP566+/vvvuO8pXIdVBgiDI1KlTb926BSEkC2NjYxutUC8vyJS9Tzcaqup3Gv44XuXCzF9XAgAYHZxJHSmqMbPtik+JHSGGWsz7/HYyHv6LojhH+DjMdMI8AACjU1d5YVaNlYAQ4hhCpWE8FtXEQmWQDOOxaWaWWZXwyDtKyngqAoClLng6llYqgUAyPLOo4np02tqX29hzjwJg8+kcCtVs2rIJzu3WZaNXP+BGdKDSmuTZGeDfwTllGHaODDvHGquJ49V+JauiKC2gWlc/EqYuGuNgvXnzxsvLi8fjUalUBoMhFovNzc0PHz7cuBooP4IpKSkmJiadO3eWyWTEUnAIYWlpaZ8+fQwMDMhkZ0VFRcOHDye2Kysr16xZs2PHDiaTScwVzp07V9m4sn1vb+/i4mJHR0ccxykUSv2Xl6sLXCKk6BoABEErSuU5r/R/GCpOiRbGB1v4bpW9T1eU5hn9NIPwOZSpuLADQGj++3rOZT8ok5jP2Sw8tZY+4hfd7n2IA3i3j5Hb9ayGojCb0albVb0QXCqWf3h5Dv0+9nHmZsP3XdtIAKhX5Fm9r43zbh83HDgWZRfLMlN1OrtAuYRiaAIoVIhhspxX9LZ2rdfN6tix46JFi0aPHq1c6O7u3tBuK41GmzZtmkrhoEGDiA0EQapqzhGjVipGVBJYKfcoJk+erHK8np7epEmTGlTPbxAxCsY8RDsZIacHqColamkE33//Pbktl8uLioosLCxqV3FrjZSWlhoZGTU6SZ/k5ZOaJsWqhRBcEMbd0evhKYi+bjppAQBAlpUuzUwzGf07eRi9vT29vb1uDw+KrgEAgGHnxLBzqtYgxNDyvQv1XAYY/zSdfXqTXs8BxsOmKx9At+5kOmnBliTsdwfMzvDTZ0WfBuyNEGBkZN/GaESvjo/zAzxsP31NUE4ZXllB6Fet60lZkoR1MflPc6LbOJjP2VxtZejtHap+JUlMx/nWem8+oSjJ4147aLr0UH0ObjSN6Tfs3r377t27YrH40KFDHA5HJBIFBAQ0ItLo6tWrYWFhb9++PXv2LBFge+fOnbi4OADAzJkzo6OjExMTCefJ1taWyWROmDDh+vXrz58/f/v27ezZs0kju3btImYGJ06cyGQyP3z4QOx6+vSpn5+fgYHBgQMH3r59CwBYvXr13bt3X79+vX///h07dny5bhOE4uQoKJPw7pws27sAACBOeqAoLwIA6HT6zmzKIoqBMcPhO4jjAFWIkh6U7pyDVpRAuVQYH4SL+Mzpy4hWYTZtKfHM6fnMRRg6UCEXp8biEqH5nM0GHt7CxBDulf211AIX8tjH18oLs1DWR37kNeUkBuKUaPapDUAulWamPAm9H/SOv+dXj+5zV1B0DSou7JC+Tf6PHbGQjK8EAKCcMtaxNSi7BBfyBNE3UdZHiKHilGisspoQN5THwqUiqrkVc+Ya3W692ac3ip4+pFlYGw//mWpsJs95zb3eSE+9JdC1a9fRo0cLhcLk5OTKykoAwPv373v16tWnTwPcXy3KKErzFWUFzV2Lz0yLxuwb5V1Beb2SiUFUURlyHuOxyRJc+jWv6NyzZw85viuXy7Oysm7dutU4VcWWTHp6uru7e6NPNxk1q87lgVVBOWXc6wfhv8mv6O06AayabFqEd0XAubQb5ZSpHIBLRQiFyvx1lfHwGQBB2iw7ZDTwP7NV0ncp3OuHpBgIyMZnOVQfLIQA4NnBUPwkFOOWAwAqg04rSvKIXb90phjREeX5QQJhfBAuFVc1Vbrt91paE5RJ+OGXa9pLQmO2ZU5bUudhTaUR0g7Hjx8nNvbv30/KJp08ebIJahHVgON4fn6+XC5XLpRIJAUFBU20XFRUJBQKm2ikFkgdLLlUUvkmBZOIJK+fle1fjMukEEJcrir6ogKOKhTsEojj0vdp7As7iLNUIERBMImIfW6bOO2T9gkul/GjbkAcJ04nD0Z57Ar/ndLMVLSiTJj0QHkXP+pG6Z75EEPlJXnSD694fMGsOHTgPUWl0l2XZr0QpydACNmnN/FCzkMI2We3cG8dgxAKkx5gEpGitED0PApiqIL1kRd8RlFagElEnMB9wqcPIYRl+xZzQ/3FYjE/6gb3xhGVHyIvzFauD8RxTMTHhJWy3Le13SKFnBd0Wpj0oAXqYB09epQIPA8LC4MQhoSEHDt2rLkrpU4SEhJ27NhB6t49efLkwYMHR44cIV8LtVCtDhYm4ovTE3CFXPImuXjjDFn+OwXrY+nueaKUGFwqLvX7S5weLy/6gHLLVc3heGWYvyznlaK8qOLSbumHV7hMyjq9qeLBlc/HYKgs/12TfzSUZqaWnt8RU4z/EMAWZr2CEIrT4mt/SiGECnaxMDEUQlgZcuHj2smYRKgoL1KwipWPUdHBwiQiXtBpWX4m8ae8OLdoxVhV3aNawFBe8Bm0kiN8/azifkB9z2o+Vq9eTQZgkVy5cqU+SofNTn5+/skqZGRkEHsnT55cWloKIQwNDb1582ZERETv3r3v379f9feqoKKDJUwKr6fAlSo4XpNYlFgsrlb/iXf3FPnskZT6/SUvzFIpZJ1cryj99C0WPLonfZ8ekI0Nv6+oXdetMuwiP+IqhBDlsZXf/CEFeEiBqrxi+ZGVstw3xPbnVz2OE1+fmsBl0o/rpkIMhRgqzXpRumuu9MOrqofJS/Kg5nWwGuNgHTt2jMPh8Pn8q1evBgYGEoW7d+9Wa8VaMaSDJXqXVrp/SdXntenU7liwz25hn9sG//WNcLlMnJ6g8lonwARceWk+hJAlgecyMc+7Uu9whbiG501RVigvyVcu4V4/XBl2sfaqolyWtCRfLBaLnkUq2CW1H0wgK3hf+r8/Zblv5MW5Jdtni1JjP1dYLJAVZOKoQpAQrCgvamkOVkpKyty5c4uKilgsVmhoKFH4+PFjUgX06+DatWuHDx8mtv/444+XL1/KZDIrK6s6T1R2sNihF8sPLoc4LnwSzr6wAxMJcIUcrawg9spL8zHJ516Q8OnDsgNLFazikq0zZQXvBQnB4vR4TMCruLQbEwtwmVSUEkO8skXvUkWsEpRTVrzpZ0V5Effm0Qr/XRBDS/fMl7x5plwZlMcmLiHNyqgMD4AQip4+5Fw9gMukmIAnTAzFpWJFeZE44zHEUOGTcM7r5253FM9P7+cE7oUQitPjK/x3QQhFKTHCpAf/+Z04Li/KhhDyH16pDPNX3iN5lVS8YRqOKnBUgXLLIY6XndkqevoQQsg+u4V1fC15ZGV4gPBxGIQQV8ghhokzHgufhNd5h2X5mezz23FU0cKFRkNCQgh3ZMSIEcePH1d2UP75558+ffpIpY2Sbf2XQ4cOvXjxQqWQmHUJDQ09efKkSte9WjAMy8nJWbVq1cuXL8nCyMjIwMDAgICAp0+f1n466WCJxWIOh8PhcHr37l1WVlatmLMyKg4WJ3Af8TipkZocrGoRxN6BVeosSokRpydAHMeElUTJjyGKW7lYHcK5OI6JBJzrh+pzXUwkIK/boFc9JhGV7vmbGE2Ql+TjMqk0MxXllJEHoJWcj2smQgxriQ7WyZMnnZ2dJ02aJBQKO3ToMHfu3OXLl0+aNEntlWultAQld2KcjHVqozQro05raWzc7KJ8UiR69pVIhjZMpb0+NP4+4LiCXQwxVF6ciwl4EMKyA0sr718i97c0B+v8+fNEc1V2sCCE+/bta75KqR9lB4vg/v37q1atqvNEZQerMj+rWqe/JlAuCxNWEp1ReWEW9+bRag8jHzbp+zSUW06+o+WF2bLcNziqKP3fn7x75yCE7DNb2Oe3QwgFCcGEh4RyykTPInFUIU6N41zZj0mEsvx3RSc2Jb4uxHB4/pXwh7uKqs1D8vpZZcgFiOPijERRSgyEkBd8tmzvQohh1f8SDIMQlv2zkHfnJISQm/FUmvUCQojy2ISkNYH45RPJ68+fcEVFKevYmv/8UnaJ8nA4jiokr55UvQ8tExaLlZCQ8McffwAAevXq5abE2LFjIyMjm2L8w4cPjo6OycnJKuVLlixJSUmBEGZkZKxcubJOO+/fvw8NDfXy8nr06BFRUlhY+PPPPxPbv//+e0lJjT3GsLCwn3/++fjx4x8/fiRKEhISJk6cGBAQ0FAHq856NoJaHCz2uW1i34inAAAgAElEQVS4TEL+ifLYtdiRZqYWLh2J8tjveLjVZbkcqzszgfhFIvf64dqP+VyZ05sqLuyESvdBkBAsSAiu4zQcl75PUy4QPn1Yfvj/Pu+XiiVvkqHmR7AQqBQDXn8ePnxoZ2fn7Oyclpa2aNEiqVR68eLFrl27qnsCs1ViYWGRmZmpUR2sJump/BccAs976LyulJmOFKFQaGBgoHbRzqbfB1FiqPDJ/bb/p5rIT433QS2cOXNm+PDhtra2bDb72bNnI0eOBAA8efIkKyvrt99+a+7aqY3r16+Xl5cvWLCA+PPly5fXr18fMGCASlLqqkRGRu7evTsiIgIAIBQKGx3zWwt1Pmwop4xqaKqcH612pkVjiWUQAIDieMBgei1pziUZifL8TBOf2QBCUFcjgjIJoqMHGngfsMoKYXyQ/g9eAMKKs1tMxszR6eKKVbLpbe14d07iwkpiERlQR6P7MsycOfPcuXNqVL2CEN6+fdvf33/jxo3KYU8Qwg4dOhQUfIrns7GxKSgooFAoz549a9u2bYcOHYhykUiUkJCgvIrWx8dn9erVnp6eAIBDhw7JZLIVK1YAALZu3dqmTRtNCJrMnTs3ODiYkFqdaquXwcdW7D/RICG9OpFIJKSetgrioJMMdy9a+84AACgW8PcvNF59pmpQ+YMS6q6XFBwgBqhQRDOskCGT7NAtLphIJKqnInd9gDIJFAsAQERSqVE7WwCA5MFlhuuP1DYNTgQOMZT8FRiriGppAwCQSqU0Go24Dzo6OmpXbmqkTAP5JnV1dSUEeLS0Ug69xnWo4DfHFr1M2sBzlJ7boOauRd34+PiMGzdu3bp1nTt3xnG8pKTk4cOHx44dI2SrWhcHDx6USv8TSWpnZ6ecN51AKpX26NGje/funTp1evr0qZVVA5SUm4Wakm9US1YljC7Gc6bS84UwsUg+xLo2PTO97z31vvcEANTpXQEACO+qoeASIUXPgGrMpOgbWa0/DwBQlOSxj681n7PJdPyfdZ7eAtm0aVPVxUZhYWFE56QRBAcHe3l5+fv7q5Sz2WzldCNisZjNZrdp06Znz54rVqxYsmRJp06dxGLxypUrN2zYUJPx169fu7i4ENuGhobE2im14+Dg8NNPPy1ZsgQAYBRxbtSQn7t9/716l2RRqdSaHCzDnz/LweMUSJ2yUN9ENa9DaCGc/ww9M4DWTh8AYEYUdjWl69MAAECdHSdDQ2BuKXpyn/Im2fCPjQAAw4mN92g5/ruMfpqOUKisSzvbbbwIAKD9i9oq/F/qZbeioiImJqb2JdxnzpyZM6elJADSUk8KhHBnOpboQ2v5682Vl7q0WNq2bbt79+6ZM2cSiqAAADs7u7t37zaiS0cszrW0tLSwsCAzfhJgGBYQEGBhYcHn86dMmUK8eaOiooRCIZ/PHz58eJs2beq0j+N4YmJiYWEhmSiTz+ffvHmzbdu2FArF29t78eLFdRqBEHbs2DEvL09XV5dCoQgEgpbvYDUIvwz8724UQzrobobY0RomZqYJ6FYd6FYd/lPSrqPVposIpbXqntvb26MoymKxSI0oCOGFCxca52B9/PjR1NS02kRPfD5fOd2Inp4ej8dr06YNg8HYs2fPihUr5s6de/z48Q0bNtTyDAsEAlI0WE9Pj8vlNqKSdUKn09u2bevm5gYAEHTp8uUH6Xk3jxr0HYFLhBQjM33XH1X2PvwI/4hH7/1E+8HyC3039HsPU5i2BQBwLvsZeo5mdOrWODu63X5Aywp1On/PnLZMrRWskXo5xTKZLD4+vpYDcBzXjmO1OgQKMD4SW+VCdTRp+f5Vq2HgwIGvX78OCws7dOjQnTt33r175+rq2lAjAoFgzpw5U6ZMGTBgwPz581X27tixw87ObuTIkR06dCBymb948SIkJGTs2LFTpkxZuHBhnbqmKIqeOHEiODj4+fPnZKGvr+/o0aNHjRqVn58fGhpa07nJyckJCQmpqamPHj1CEOTUqVNxcXFnz5795ZdfHB1rVP9rjXwUwVt5+IJuLd13Qai0+oyZtUxevXrl6OhobW3t8C+dO3eOiYlpnLW4uLgff1R1CAiMjY2VU5iLRCJSbYvBYGzatGnEiBGzZ8+uvYdgbGxMZlJXtvCVQbd1lOW84gTsqXbvrnTsmCf1i3lXAACESqO2tZNlvUCodHr7xkuD6v8wVM+lPy4W6HT5QqnA6jsydvjw4UuXLtUUnSOTyfr166e+WjUzHA4nMTExISHBz88PACASiSIiIhAEef369apVq76CJFkAAAUOJkWiP1ggy3u06MnB1oi+vr63tzf5Z3p6ukwma5AU1u7du/v06WNqagohvHr1qsreixcvEgLuHh4eM2bMWLNmjb+//8CBAwEAOjo6RFiJh4eHVCpNS0vz8PAgT4yNjSXUSmk02t9//+3v70/mO2ez2Tk5OcTQ14ABA1auXDlq1Khq6/bDDz8QIsAEY8aMIdJP1ScbaVlZWWpq6pAhQwAAGIbRaLT/+7//UxmfayJE7FFDpfOVEaBIgRAUiJGAXOovnaAuKiNmlkQikSZyiit/9dWI8n2g0+nqzRWrRogVeSrxuwsXLmyEKS6Xy2KxTp06BQDIzMy8c+cOjUYjs2oymUw6nQ4hRBAEQkihUCwsLIhdIpFow4YNT5482bt3L5PJJPN+VsXe3p5M+ikUCu3t7RtRz5aPQZ+fAACGA1XVjAEAGAQpbDi43Zf+auAyScX57e22BFQVx24QkldJ/AcBVcN5NUS9HCxDQ8NevXp5eHjY2lYfWSaTyYi0Hl8HDAZj6NCh//zzD/FnaGhoVlbWunXr/P39ExMTiS9Za+fPR5ghHTnq+TU4iy0KqVQaFxdHvoUBADExMQ3NIhUZGfnXX38FBwdXVFRMnDhReReHw2Gz2WRABp/PZ7PZaWlp5JSKkZHRixcvPDw8dHV1nz9/LhaLvby8AACXLl2qpW/w4sULMg86YaH+ta3/x5vJZHbs2HHNmjUAAIlEoqen5+LiQl5XLTQluPv4W7gxFZdhoKMR0sEAdjJC1vSk6Ot9eqFjGKbeqhLgOK4Js8r3QRN+obro2LFj1c45uX6iQZiZmZHz2mfOnBk9enTPnj1RFF2wYMH27dstLCwmTpz49u3bbt26vXnzZty4cUTkjUgkWrFixcaNG62srIi5wsWLFyv7WDKZjMxgO2nSpM2bNxPb796927VrVyPq2eq4k4dfzoa3hlIBAC850NYAMfvi7jrF0NRy4R6E1tQgdL3ufRgdnNVSpfpQLwfL2Ng4OTk5Ojq6sLDQwsJi+PDhVZPXEhF5XwcqMXqTJ08m3lYcDqdHjx7NVSs1klAKo4vh20k0ast98bZKKisr3dzcUBRVdmW4XK6Kk1Qnubm5XC535syZxcXFPj4+MTExpEdVWVmpq6tLHmlgYMDlcpUL9fX1ydCQhQsXHjlyBABQXFxMpVLJcKuq8Pl8ZQscDqdBFa4ndDqdyWQOGzYMaGwVIeVfGnpirgBuTsMe+dC6mlbfKhpntk40arbl5/iztLT88OGDg8N/5n0yMzP79u3baJtHjx51d3ePiIgwNjbu1q2blZUV8cHy8/O7ePFiYWHhixcv9u3bRxycnZ29ZcsWIqkUnU738/N7+vQp4WAVFhYGBQU5OjrGxsbyeLwJEybY29uPGzcuKChIKBROmzatlrGur4mXXPCgCJdhVB0qeFwGPTSQnbY+0Nt1VIMVCoVqbKYGO/WjvlOEFApl6NChAAA2m33jxg2ZTNa3b99u3T7HmjWuz9EqQBCEy+UGBgZOmjTJzOzL/d9oCByCZUmYX2+KnqZWTny7xMXFnTt3TmWMMyQkRC6XN8iOkZERkaPN2tq6oKAgIyODnOkwNDQko0AAACKRSF9f39DQkIwRFovFyiMiCxYs+OWXXzp06KCSgloFAwMD0qxYLFbjQuvWwqIn2PIe1Jq8Ky0aokePHqdOnTIyMurcuTPZLbl48eLMmTMbbVMlbJEcczI1NV20aBEAgExlCwAgVwUSMBgMcs7a1ta26ndtwoRq0g9/3WRXQjEKEkrh0PbIUxbs30wOVmukwd9YCwuLn3/+GQCQkpJCNIzRo0cTzUMD1dMsDx48SE9PVy5BEOTvv/+u2rFu06bNkiVL5syZc/Xq1apZeFsX59/jDCqYbN/Su7atFCcn1WypgwYNamhIUIcOHciVwzQaTTlMh8lkIghCZCsHAGAYZmlpaWdnR05KCgQCUtQHAHDx4sWRI0dyOJyoqChirrCmKxL5QAkLdnZ2Dapwa+dGLp4rALeHahvFl2bdunX3799XzkqOoqiKPoiWLwwOwaVsfOa/2j3ZfDisPRJehA9tT00qhyu+1zaT+tL4QQxCdVcoFG7evJnL5S5evFg5L3o9yc/Pf/PmjXJEMMnbt28zMzMxDPP29iZ65AKBIDw8nE6n9+jRQ2VIuSZkMllgYODvv3/OH/7o0SM+n49h2KhRo4YPH67clamJZcuW9e/ff8KECVZWVm/evKn3j2uJlEnAxhQ86Cft3KBGGDZs2IkTJxYvXqw8NZOenq5QKAYPHlx/O2PGjHn79u3AgQOJ4A9XV1cI4Y4dOxYtWmRsbOzj45Obm+vg4JCXlzd06FAdHZ2JEydmZ2cT55aVlRFR5ACAixcv0mg0YmaQmCtU9rEwDEP/TQTr5ORkaGiIoiiNRsvKyho/fnyTbkSrIqsSLn6C3fCi0bUfji+Oubl5RkZGx44dlQv/+uuvZqqOFgAAuJ6Dz4rDfOwoTB0AAMjmw3MDaaueYWt6gjIJ7KYd5a03jX+jsNnsAwcOeHh47N27NzMzkxT+qSc4jh85cmTnzp1hYWFV9+bn5+/du3fcuHHDhg2bP38+ITc/Z84cLy+vcePGHT16tD6XCwsLO3v27Lp168iSiIiIx48fjxw50tHRkViHVS2lpaWnT5/Ozc29cuUKiqLe3t5GRka5ubkZGRmtWuurUAQHhqALulPcLbQtRCMUFRWJRKIhQ4YsXLhw9b9s27aN9GPqyd9//83hcC5fvrx9+/aAgAB9fX0cxwsKCgh/a8+ePdevX3/48OH58+cPHjwIABg3bhyE8P79+8ePH1++fDmxelwqlZqYmJBxVwsWLKioqCAvcfr06fT0dLFYfPjwYWL06+DBgydOnAgJCUlLS1u+fHk11foaYUnB6IfYNjeqp3biozlYunRp1eHSZcu+kEyRlqrgEGxPx00ZIIMDAQCVciDFwEhbhC2D13PwHywRirah1JsGp8rBcTw6OvrixYs3b97U1dWdPHny/PnzGzF2RRAQEJCUlHT48GGV8s2bNzs5ORGy0TNmzFi+fDmDwdi6deuNGzcAALdu3UpJSdm5cycA4O3bt8pLfDkcjkKhaNv2k1izVCq1t7cvLi4m/hw7duzu3budnZ0BAG5ubvHx8fWMNeFwOIWFhU5OTsrxxTVhYGAwYcIEHR0dHMdxHO/du/fs2bPrc5X609AUMYUi8JqHLE2mzHeGC5zxmg5rsalyakL5PtTnv0bTBAUFzZ8/v2/fvsojWG/evDlw4AARwviN0xJS5SgjQsHAEHR8B8p617q7mhrKy9QS7kPzUlBQcPz48fLy8rNnz5aUlAQHB//xxx+aE9du+ezdu7ekpIRYxq6hp66WVDnXc/D9r3BXc8TZFFnUnZLChnMSsLTxtN9isdgSOLMLss2ttrXnGnqeNXQflFPlaIIG2M3Ly7tw4cL58+c/fvzo7e0dEBAwevRoMndPRUWFubm5uqr17Nmz3r17E9smJibPnj1jMBikqpuxsfGzZ8+I7aysrPj4+D///JOow6ZNmwjpxZrMmpiYENt0Oj0jI0NZJagWmEwmk8msZ+WpVKqLi4uBgQGO4xiG2dvbq106i0ql1tPmBwEY+RDIceBsCja7ghn2CAA1nkiYVbuDBSHEcVwT+mH1vw9fBgsLi1WrVqmo+ISHhzc0yF3Ll2HVM6ybKVIf70qLhkhMTJw1a5aXl5dCoQAAtGvXbtSoUUePHq1PIgEtagcCsD0d9+tNzRPA52wIAMiqhI7GCABghC1yKRv3aNOC3rctn3o5WBKJZMKECQ8fPuzUqZOvr++sWbOIPJTKrF279uTJk+qqFofDIfteBgYGbDZbV1eXXBtlaGhITnaMGTPm/v37p06dmjx58tatW3ft2lWL+6xiVnnGRI0wGIzff/9do8me6XR6fdJSvuXB4Q+wjb0oc5zq9QkhzKrdwSIMqj2PJqj3ffhieHp6EklhlVFOHPsVgKLo06dPMQwjFkuyWKyUlJTS0lJPT8/WpeQeXQyD8mHGhG93pKQlEBUVlZaWZmhoeOnSJaLExsbGxMSEy+V+BUu2Wx338nE9KhhhgzwpB+fe4wCAbD7obAwAAD+1pzAoWJ822gnCBlCvlwuXy42JiZkyZcqgQYMQBKmaRqOgoCAnJ0eN1dLV1SW13aRSaZs2bXR0dMilJVKpVFnb0Nvb29/ff9KkSUFBQbUPTqqYbbHqxmohsxJ6haF7+1CnO2g76JqlvLw8Pz8/Pz+/e/fuxIQ1i8W6fPkym83W09Nzdnb28vL6ar4WycnJiYmJ+vr6hIO1YcOGFStW9OvXz93d/f37981du/oiQoHvI+xUf+qXl0zUokzbtm2rvrR1dHT4fP5X02RaEeFFkPhefGeGvOFCDIJsPhzYDgEAWOiC7Kk0c217aQj17b2NHz++Fh2d3Nzc1NRUNVUJAACsra2VF41bW1vr6ek9fvxYuYQ8mM1mJycnz5kzJzAw0NfXt3azfD6fiNASCoXKRr4yBAowIQLb6qb1rjTO+vXrjx49umHDhtGjR5OLWy0tLZcuXQoACAkJmTp16pUrV8aMGdOs1VQbHh4ehYWF5eXlxJ9LliyxtrYuLy9v165d81as/pRKwIxo1Msa8bbVdsebmffv3xcXFyu/ijkcztWrV6dOndqMtfpmiS2Bvs4UAIARHVjpI9l8mMWHf/w7AWJroG0vDaNeDhaFQunXr18teZfs7e0fPnzYiMtDCJWj7B8/fmxmZta1a9dRo0YVFRURhaWlpV5eXnp6esePHydKCgoKSGUHLpe7bdu2Xbt2GRkZhYeHnzx5kojHqtb+6NGji4qKHB0diZAgZaHUrwkIwJwErL8VUs+ZQS1NAUJ44sSJmr4Ho0eP/pqSHFTF2dn53bt3fn5+Z86cae661IuoYvhbLDbXGdngqo0maX7mzZs3cOBAT09PsVhcUlKSm5sbFBR04cKFlq9B//VRLgGlEtiD+cmL+p6JvKiA2XzY2VjrVzWSejlYVlZWdWbf3L17d0Ovffbs2UePHlVUVBw6dOi3334zNTWNjIzs1KlT165dp06dunbt2sTExJycnPHjxxOd4xkzZgQGBtra2ubk5JCXu3379o4dO4hB5hEjRoSGhpKJF+Li4qKiomxsbPz8/IYNG+bq6rpq1ardu3cbGRlFRUX5+fm15BRdjQAC8Fss9pYHZRjQp4H40drgki8EkdajsrLy2rVrZGGfPn0IkWhPT8+GyjS0BM6dO6dS7bZt244dW03+V2dnZz8/vxEjRjx69KglrOWshVwBnBaNXveiDW73VbX91oujo2NUVNTKlStjY2Pv3Lnj5uZ24cKFn376qbnr9S0SW4IPtKKQGonfM0FiGRQpgJX6U2V+M8AWDI/HEwgEyiUKhaKsrKyJZlkslkwma6KRWjA3N2ez2RBChUIhFos1cQk+n1+18FYu1uuO4jkLf87CeY36fQKBAMfxplauCl/4Pnxh1q5dK5VKIYQYhhUWFi5atKhXr14ZGRkSiYQ4ICEhISgoqHHGs7OzS0pKqpbn5eXdv3+/qKiILBEKhQ8fPkxOTq6/calU+ubNG+WSjIyM+/fv83i82k+8du3a4cOHIYQ4jv/666/EL+3SpUt6enrtJ0ZERAwdOpTYVmna6qL2h230A8X/0rHGWdbQw9Ys96GFU1FR0dxVaE7++eef5cuXE9saeurEYrFCoVAp/DsR3ZvxuXXcysVsAxUut1QPqx0NPc8aug8SiaTqfVAjLXoY1sTERCX+kUajtWnTpolmLSwsqiarbu1gEGx4ju9wp7pZIG4WiMnX9vtaNMR0BoVCsbGxmTdv3qRJk3r06EGO5TR6oBTDsF9//bWgoEClPCIi4vr168OHD79161ZCQgIAgMfjzZ8/v1+/fnQ6ffv27XVaRlH0yJEjvr6+p0+fJgsPHjxYUFDg5eW1c+fOwsLCms6trKz88OFDXl4eh8NBEMTMzIxOp3/8+NHU1FRZka4Fcj0HzxWAZT1a9EtPCwBg69atzV0FNRAVFaWcNhQA8ODBAxyvUYaw2YkthoOURna/ZyKFIuhooh3rbTzaWaSvhMvZOFMXjLDRNoZmAMMwUi3C0NBQRb220a/UoKAg5bTNJFu2bAkPD0cQ5M8//xw4cODTp0/Pnj07ZMgQAwMDFxeXjRs35ufnd+jQAUIok8mU5+wkEgkhGkKj0RYsWODv7//ixQtil1wuv3z5cnJyMgBg4sSJ27ZtO3XqVLW14nK5xAwOh8NhMpm7du26f/++QqGIjo6us98ik8nKysqIiVSpVKqrq9uvXz/1rjXB/oUsecYCsSUQAHD0HbgyCKHAhmaG/I9lddXzy5glLCMI0mJDmkQi0datW1NTU4lxU6KwvLz8wIEDzVuxpoDj+I0bN44dO3b9+nWyCbPZ7KVLl7548aJl/l+wpKBYDF3MP39BHIwRY/onjQYtjUPrYH0NyHGwJRW/+KM2aLd5WLBggYWFBbEtEAiIhVHk3levXtW+uLVacnNz27VrV3UFu0QiycjIIMp1dHQyMzOFQmFsbOz8+fOJA8zNzePi4n777Te5XL5s2bIdO3YQy91zcnKOHz++Z8+eai+XlpZGqpaYm5vHxsbWVLGOHTsqZ47T19cfPXp0PX8Un88vLy+/fv06AABFUQaDYWlpqUaBYvCvgjn5DcvgImNjqNM74jQK2NADuJng/+q0NBi5XC5r9Mk1I5PJNKHlpnwfaDRaix2z37NnD5/PHzduHHkTMAy7fPly89aqiVAolKlTp966dUu5MDk5uVOnTs1VpTqJK8EHKAVgAQAQALqbIdoI96agdbC+BramYj3Nkf5W2pbQPJw9e1alJDIyUvnPhjpYEMKUlJRJkyZV3VVRUaEsXWtoaFheXl5WVkYOmxkZGREaCjo6Ort27Vq9evX27duFQuHx48eJ7FLVUl5ermyhrKysQRWuJ5aWlj169CA+PF8gRUyuAE6Kx457UiZ2UsOYAYZh1Q4oNhEcxzVhtrWkyrGystq8ebNKoUQiaY66aJCnT5+6u7s3dy1qI64E/lhl5cd2d2p3M+1npfFoHazWCgYB0dtILIPn3uPp41uQoPm3xuPHj4kEl9Vy5cqVhhoMDg6uJXeh8uI+cpucZkJRlJxqMTEx+d///rdy5Up9fX0/P7/aR0pIU8oWWi/ZfOgdjq3vqR7vSouGoNFocrlcZYCttSTuLCgoCA8PVyn08PDo0aOHckllZSUAwNLS8svVrOFEFsPAwaotZYi11rtqEloHq1XyQYB43VV4tqUs/o7im4Cd7E9t09J7ql8t1tbWvXr1qiUrQN++fYVCYf0N8ni8sLAwYgwpLy/v7t27dDrd1dWV2GthYaFsTSgUmpubt2nThs/nEyUCgYCcrwT/jngpFAqhUFiLNLayBaFQ2MI/BnWSVA4nRKLre1LnddV6Vy2aSZMmHT16dOzYsco6i4cPH1ZeftEgRCLRhw8f7OzsTE1Nq+4VCoVZWVlOTk71HzXk8/k0Gk35+KysLCqVam9vb2dnV5/B6eTkZC6XW1BQUFBQcOvWrUmTJrW0VNZ5AsiTwZ7mWndKzWjfPtWQl5fn7++/bds25cKCgoJdu3Y1V5WUEaHg50TGpl7UETbInARsuA3iY6f9f2w25s+fX3vOpV69ehFZZeqJqanpyZMnfX19fX19jYyMxo0bR3hXWVlZEEJdXV13d3eiTywSibp06WJiYjJ48GA2m02czmKxyMvl5+cfO3Zsz549O3fuXLduXS3JN11dXckRLGULrZHIEmTMQ/TcQNrf3bTtoqUjFotDQkIcHBwMDAyYTCaTyTQyMrp7927jrKWlpd25c0coFM6dO/fcuXMqe58/f+7n59euXbv9+/e/efOmTmtZWVlHjx4dNGhQWloaWbh06VKBQMBisWpJbQIAgBDy+XyinQ4dOnTy5MmEXzV8+PCW5l0BAO4XweE2FK17pXa0L6BqaNu2bZ8+ffLy8pQLr1y5wuFwmqlGAADwjAX9s/BnLPhHPObGxBd1p/zdjZI7lXbMUxvb/nUSGBj44cOHa9euZWVloSjap0+f3NxcAMDGjRuJxOrHjx8n3vKzZ8+Oj48XCoXp6eldu3YlhHalUunRo0d37dpFp9ONjY137dq1d+9e0vjt27fv3buXmJgYGBgoFAoZDMbMmTNDQkJQFL169erq1aub6Uc3ldQK8Mdjyp1hNO2K2lbB4cOHx48fHxERERQUdP369evXr9+5c+eHH35onLUjR4706dOnX79+Bw8e/Ouvv8hBWYI1a9YsXbrUyspq0aJFdUpnAwAcHR3nz5/fvn17siQmJoZKpfbq1atPnz4sFovM3laVu3fv/vHHHy9evCC/I7GxsWvXro2MjKxz/l0mkxUUFERGRkZGRsbExMTGxmpaqTi8CGrTRmmCFudKtwT09PRUOhkxMTH9+/dvdL+q6UAAZsVhXUyQIyKcqQMueygAaNGS2Vqajre3N5ESSl9fn0ajsVgsKpUKABg+fLiLi8uDBw8mTpxIrEsyMzM7fvz48+fPqVTqvn37iNN1dXX9/PxIayYmJspB7kOGDBk8eDCxTUx/LFmyJDs7OzIyctOmTcqTjK2IbD4cHwWO9sE922q/Fq2Djh07Kic3I+ByuY2zZmcJ1SgAACAASURBVGFhUVZW5ujoaGlpiWEYi8UyNv4kMyCVSp8/f07MkhsZGaWkpBCqJY8ePXr79u3cuXOJw6Kjoz9+/Pjrr79Waz8iIoL0t6ysrB4+fNivX79qjxw/frxKCdnc6qSgoCApKYkYk0ZRlEaj7d+/v5ZUdY1AIpHQ6XTiMyfHQWyxzqFecoFADZGXIpFIExGcDYqyqD9SqZRGoxH3QUdHR+2LbbUOVt2UlpYaGRlpYil1/QktgHo0cHfYp8GqfxNha/maUQmZIrwrAisrKysrK+W9enp6AwYMqL/xaiNUOnfu3Llz5wZWs6VwvxDOjke39kJG27T6CP1vBwaDwePxVJ7GRvv3ZAq18PDwXr16KTslLBZL+fOpq6vLYrHs7Oz69+/P5/NPnTrl6+sbHx//4sULIk17tRQXF5MaJYaGhsSIstpxdHScMmXKP//8AwAQCARGRkZqMYviILIYEiO7NBqNdLCiimF3M6yDuXqW9CIIoonVwQAAdd0HZYiboLlJ22/awQoODi4tLVUuodFos2fPVjksPj5+2LBhr169kkqlYrFYE2uq62TvS2y5VoFaS8tAoVCw2WwiQygA4PXr1xKJxM3NrRmTe657jl3Ohje8aH0tMIWiuWqhpcH88ssvZ86c6dChg6OjI9mFOHr0aP3He6rC5/P37dt38+ZN5QcSwzCVkRW5XE5sjBw58s6dO8uWLbOxsVm2bFktllUW2GpCF01zBOXjU6Ox3Gk0W4P/tNPwQnyErfbjohGazcGCEP7zzz+9e/fGMKzaIdn4+Hgej6dQKHx8fIieR2FhYWJiIoVC6devn42NTX2uwmKxQkNDZ82aRZbcvXuXwWBACEeNGjVmzJj6GDE3N09JScnIyCgrKyssLHRycqrvj1QTKWyYzQeTtavNtbQAHj16dOvWLQcHhwULFgAAjhw54uXlJZPJpk6dSiiIfnnOZOIhBTBlHM1CF7TCtNrfNNOmTbt9+7ZKYVNmqFEU/d///nf58mXl2CnCpkBp5F9lsa2xsbFAIDAxManduLIRgUCgXo1cTXPqHd7RCDmXCTf1+q+DVQTPDtR+XDRCs91WCKG/v//ixYv9/f2rLlmKjY2Nj48fM2ZM3759iS6FWCxevHjxpEmTJk+evHHjRh6PV+clAgMDT5w4ceHCBbLk0KFDFApl5MiROjo6R48erenEwsLCO3fu5OTkREREAAC8vLzc3d15PB6RIrpxv7cp7H2JL/mOQtc2AS0tgP79+3t4eJB/UqlUPT29nj17Pnv2rFnq84YH1yZjV4dQLbRBia0Qc3PzyMhIjhIsFqvROlgQwlOnTi1fvrx9+/YxMTFFRUUAACIhoKGhYZcuXQgJU6lU2qFDB3JeMj4+PiMj4/Tp0+3atatdHqJfv35kfBiHw1FuCC2cXAFMq4BXBlPPZuKY0kfsUSmslAN3C23MokZozinC5cuX//7779XuOnHixMqVKwEA7du3T0lJYbPZMTExXbt2JeZKnZycbt68OWfOHABAenp6z549yROzs7PbtWtHaFLPmDHj5cuXUVFRymYzMjIAAF5eXn///TeZXUQFW1vbFStWrFixgiwxNTWtf/5RiUSyZMkSHR0dHMdxHO/Zs+e8efPqeW5V3vBA5EfKfjdcKv1cKJVKNRETJpVKqVSq2id6CFFpTcwfKd8H5aR7Wr4Yf/31V0lJybFjx44cOfLlr14kgtOisd29qV1NtV+IVsn06dP79++v8jZrRGopgi1btly9epUQaKisrHz//r1CobC0tHz58qW9vf2KFSuuXr36+++/X7lyZc2aNcQpSUlJz58/J7rxI0eODAoKunr16rRp0wgLL1++zMnJiYqKMjMz69atm4+Pz82bN8ViMY7jubm59Ums3kI4k4n/6kj5wRKxNgDhRXCIBQAASDHg+wg74EHRKjRoiOZ0sAQCQWhoqFwu9/b2Vvk6Pn/+nFz9YWBgkJaW9vz5cyaTSZQYGxunpKQQDlZqamp2djaRVOTNmzcXL16sKR+IQCAoLCwkXDQEQSoqKlgsliYEFalUas+ePQ0MDHAcxzDMxcWlKc7QmjR8fU/EwuA/Wgx0Ol0TDhZhVu2eEGFQcxVWu1ktAIC0tDSVNNWGhobVzo8jCNKlS5eEhIT6JyVsOqff4bszcL4czupC+b2LdnS3tULEWuXm5sbHxxcXF7u4uIwYMaLRAViTJ0/28fEhtnV1dREEodPpRK8bAPDLL7+kpaU9fPjQycmJXP3n7u7et29f0sLYsWOVNRH09PRu3rwplUqJl5ient6ZM2cSExNFItG5c+dqF8BrOaA4uPAeRoykAgDmOlFOv8OH9AcAgHXPMVdzZEJHbfPRFM3mYCEIIpVKR40aVVRUNG7cuLCwMOUc41wul8yiZWBgwOFwuFwuOaduYGBASibOnj37woULV69edXV1DQgI2LlzZ025yjkcjnJmLsKIJhwsBoMxa9Ysc3PzpqcDu1eAF4qQv7rRqP/9TVQqVXlNmbogzKrdwYIQ4jiuuQqr3ayWaql2fjwsLMzb23vs2LHLly+fNWtW165dv0BN2FKwJhm7P4Lmbtl8cfVa1MT+/ftXrlyJIAiNRpNIJP3797937161q1zrpHv37lULydUYAAAyIwJJ1RVkZImJiYmbm5vKXmNj42HDhjWibs1ISCHuYAy6mSIAgGkOlJXPFOvSKBiAN/JgxgRtB1WDNKeDRUwC2tjY8Hi8uLg45V6Lnp6e9N8pMYlEoqurW7WEPHjWrFlbt269c+fOlStXavKuCJvKOUQJERT1/ij1IsfB/z3FD3pQtdFX3xqlpaXBwcE4jickJCxYsEAl1KOkpOTkyZO9e/fOyMjw9fVlMpkQwt27d3fp0oXL5Xbu3PnHH3+s3T6O41FRUfHx8TiOk4LUqampUVFRTk5OmZmZS5curfopUj6dGNyCEO7atWvIkCF0Ol2hUHwx9aw9Gdg0B8oPllrnqtUTHBycl5eXnZ3doUMHAEBlZeW1a9eWLVtWVYddC0liGfRog9R/Xu/UO9zX+dNXxIAG/H+kpZfLqVTk9lBt5KJmaTYHy8/Pz8TEhJCYYzAYLBZLeW/79u3JxRpCobB9+/bKJQKBQHmFyLt376RS6YgRI65duzZ9+vSarmhubk58GAgnTCaTteSEa1wZ+DkW/Z6JaAWpv0EOHz68YsUKU1PT/v37DxkypKCgQLlHsXLlyq1bt3bq1Klnz54LFy4MCAgg8hVOmDABAODj4+Pu7k6EIdaCra2tvb39y5cvyZJly5ZFRkbSaLSwsLD9+/crxyAqk5KSwmKxMAxLTEz09PQ8dOjQgwcPSkpKzp8//2UaFFsKzr3H08Z/0xIzXw3v3r07ePAg+aeJiYmvr29FRQWfzyejRLQoI8PAsPtoog/NtdbUgRwZYOoAAEC+ECaz4C2vz9300XaIlyVOp1NpNO3HRbM020tKX19/xIgRAAAcx0tKSjw9PQEAd+7ccXd3t7W19fHxKSgo6NmzJ4RQLpe7urrq6+uTstT5+flTp04ltt+9e3fx4sXt27dTKBR/f/8rV64o+1jE5BSxTaVSR4wYUVRUZGdnV1pa2q9fv2ZRtKoPj8vgzDjMxw7x662d//oWSUlJiYiImDx5cvfu3TkcTn5+Phn8hGHYgwcPLl26BACwtraOiIhQKBR37tyZMmUKcYCpqWl0dLSPj49EIjl9+vSiRYvIEw8ePEgE81IoFGdn56dPn5JXfP/+PSFqDABwcHDYsmVLTQ6Wm5ub8ryJq6trLWNdKhQVFUVFRSnPQfv7+xN+Yf3Zlk6bbAdMoaxabWdiXh7DsAbZrA8ikUgTCzVEIpHabYL/3gc6nd5io4WqnUZwdnZms9laB6tanrKgBAUpbFiLg5VYBr3D0ZcTaR0MkbOZ+AwHip62P9IcNNtdnzlzZmBgoLW1dXx8/IEDB4gRqaioKAsLC1tb2yVLlmzfvp3JZD558mTXrl1UKrVbt27ff//9vXv3MAyzsrLq378/YScuLo7wrgibAQEBZNfn3r17MTExAIDDhw+PGjXK3t7ez8/v3Llzw4YNu3fv3qFDh5rrt9eEDAMbU7BrOZBBBdvdKVPttVOD3yjh4eHERnp6uqWlJZEPh4DNZit7DwiClJeX5+TkkOrJRkZGhMC0np6em5vbtm3bNmzYgGHY6tWrq4rokuTk5JCDXqQFtWNjY+Pl5UWonwiFwkYoPqdXwMA89MUEmqF+9XMbTQ98rAkIoYYkqjVhVnP3Qb2UlpaKRCKVAdeYmJgvuWCidRFXApk6IJUNQc2CjNdycCt9xDcBCx1OO/8eho/QdtSbh2ZzsIyMjP7880+RSEQu+gAAkCu9DQ0N//e//0kkEg8PDzKKedmyZcRbY9y4ceQpKnmsfv75Z3Lbx8dH2TgAwMHBYfPmzUKhkBgwa1GIUDA+AjVmIKHDqd3NtCO3WgCO46tXr75y5Ypyig+xWKwclkun04VCoVgsJpsJUUJse3p6Yhi2a9cuDofj6+vr6OhY07UkEglpVtlCi6JCBiZGYkf6Ua31tQ3kK+G3334bMWLEtGnT7O3tqVRqSUnJzZs3R40apV0dXBNxJfifzpSo4hoVGXEIbufBByOos+Kw6TGYnSHQflCai2YeI6k9UkRPT09ljRiNRmt6n0xD3dCmwJODEeGorQFybYjWu9Lyif37969Zs2bQoEHKhUwmU0WQ2szMjMlkki4RUUIe4OnpmZmZSaVSa/GuAABmZmbKMY6NW8OlUVAcTI5Epzsg2pHdrwknJ6cDBw6cO3du5MiRw4cPX7BgQf/+/aumf9ZCIMfBMxZc0J3ymgsVePXHPC6DTB3Q3Qw5N5AanP85vF3Ll0c7Mdv8vObCCZHYaDvknz5UrW+lheD27dtDhw51cXF5/fq1iYkJmRvKxMTE0tISRVEajYbjuKGhoYWFxXfffcfn84kDBALBd999R2xjGLZq1apVq1ZxOJzt27evX7++pst17dqVDAbi8/mkhZbDsqeYPg1sddNOdnxtuLm5paSkcLncjx8/du7cWasYXAvPyqGzKWKtj3QwRF5zYc/qwrBu5uFEXrUeTCRuNK2XVqW9+dD6ts1MSAEcHIqud6Xs1XpXWv7l7t27ly5dunLlyrJly5YsWWJlZYWiqIeHR0FBAQBg9uzZCQkJAIBHjx7NnDmTQqHMmjXr8ePHAACpVCoQCAhZBxzHV65c6evr27VrV09Pzx9//JFcJkLAYrHYbDaxCqRt27ZOTk5E7vO4uDhCxbd5kWEgpACKUAAAOPcef1gEAwbTtJLTXwEXL16sWmhmZvbdd98R3lVgYOAXr1TrIK4U/miFAAB6WSCpFf+ZJXzHg3IcQABu5cJJnT61k75tEIb2I998aEewmhOBAsxNQIN+onm00X43tHwGRVFvb29i293dnYiOWrNmjZWVFQBg3bp1t27dCg8PLy0t3bZtGwCgZ8+e48ePDwsLKysrO3PmDHE8iqJLliyxtbUl7AwYMMDa2pq8RGBgoLGxcf/+/f39/SdPnmxoaHjmzJnQ0FAjIyMbG5uJEyd+4Z+sQkwJ/OsRpkcDJQnwN0eKfxYeP5pmwqj7RC0tn/v37//222+1HBAZGTljxowvVp9WRFwJvqg7FQDgZoGksOHsLp/K3/JgnyDUTAeZ1AkxZQBt5qgWgtbBak72vcR/sqFovSstKhCpn1QYM2YMsUGj0UiZEhKVUC0AAIPBIL0rAgcHB3K76gfM2Ni4Fhm5L8mRN/g/GfjhfhQfO8prLtyTgfv/SHMy0TaTr4To6Gg7O7uawthRFFVWhNZCosDB03I4wAsBALhZIFdzPgVhYRD8Ho/59ab2skC2pmJztUFXLQatg9VsVMjAkTdY0hjtf4EWLZ/J4MAdadjjMbRORggAoLsZcuFHbdzVV4WTk5O1tXXHjh2r3QshDAsL+7I1ah0klcMuJggxjtvTHHnFgSgOaBSw7yVuQAN/dqUgAIQM135QWhDa/4xm43/p2FR7ioOxtl+uRcsnhAowJQrb15dKeFdavkri4uJiY2Pz8vLMzMy8vb2riqCSWdG0KHM7Dx/b4dPolBEd2BoiLzgwvQL6ZWDPxmpF2VsiWgerecjgwAtZuDbRphYtyvydiA1qh0x30M5xfM0gCEJknuVyubdu3ZLJZO7u7j169CAPaAlrLFoaRPT6Q+/PTcPNAhkUivZrg9wfQdN2SFomWgerGeDKwMRIbG8farsWmqpHi5Zm4MJ7PLUCPhurfSl9K5iZmRGxgK9fv75x44ZMJhs5ciSTyVR2trQQJJVDUx3grBS9vtqFMr+bNoS3RaN9l9UNhDAtLc3IyKh2qcZ6gkPwayw6pgPym6O2m66l1SMQCF6/ft2lSxcmk9kUO1mVcOUzLHIkTV/7Tvr26N69e/fu3cVi8dmzZzMyMubOndu7d+/mrpQ6KSsry83NdXFxabRQ9vWcT+pWJN9pJalbPNpvfB2gKDpv3jwTExM2m7179+4mWgsvgoNCUQkGdv+gjdvV0up5+fLljh07unTpcunSpcTExEbbYUvB5Chshzv1e6b2m/EtgqJocHDw9OnTly1b9uDBg+jo6OaukToJCgq6efNm586dt23bVlRU1AgLEIDbeZ/VrbS0FrS9xTq4deuWvb29g4ODg4PDiRMnXr9+3b179wZZ4CvA3gzsJRe8qID6NLCmJ2VKJwpN69lqaf1s3LjxwIEDTCZz/vz5AwYMePLkSSOMxJfCX2Kw3xwR7fLyb5CsrKyAgIDz589//Phx8ODBgYGB48ePV862+RWwffv2pKQkKpX666+/rlmz5tKlSw21kFQOjeladavWh/aNVgeRkZGkPKOlpWVUVFT9zw0MDPxz074+QWihCPzsgIQMp2ZMpM1waKp3JRKJvv/++yaZqIEZM2YQguDq5dq1aytWrFC7WYlE0gIzunxTREVFtWvXDgBAo9E+fvxYVlZW/3OnTJkS+jh94WNsWjR6egB1u7t6xnQDAgLWrFmjFlPKCIVCFxcXtZsFAEyfPr1xjmntXL16deXKlWo3qy7EYrG/v//AgQOdnJxu3LixePHikpKSiIiIyZMn02g0DofT3BVUGzk5OSKRiEiq26ZNm8jIyAad7uLiklQkWv0Mm6zWFJxr1qwJCAhQo0GC5OTkKVOmqN0sAMDV1ZXMBqZG1q9fX21eAXXxVXUUNEFJSQmZHNrIyIjIJVI7YrF41qxZDAbjlVDnw6h9E4ruHxnpReySiNVQpcrKSi6XKxarw9Z/EQgEFRUVarfM5XIrKyvVblYgEHA4HNKsvr52ycAXRSAQSKVSBuOTvLqBgUFJSUnbtm1rOYXFYr18+ZKQiY/Xc49Is53QpuCpt5W5jkJdT4eGHrZW3ehoNBr539QSWL169fHjx3Ecnzp16u7du4nMTsqsX7/+2LFjzVI3tVNcXGxgYEBsGxkZlZeXYxhG+Fs1kZeX9+DBg9zcXABA/qB1g++KlnUTLOxsrMZnREPPc0VFhUAg0EQz4fF4PB5P7UObfD6f/IgwGAy129c6WHWA4ziGYcQ2hFChUNR5Cp1OHzdunJGRkV7ME7OY1ctWzVNv+lIdHR0EQTSREpVCoTAYDLVbptPpVCpV7WblcrmG7oOW+oDjOJHHkKTO1mFsbNy2bVtChj7t2NWJFWcXj51hbaIqg9QUNPSwtepGhyAta2rJ39/fw8Nj6tSphoaGRUVFN27cUN4rFArDw8Obq25qR7mZQAiJD0rtDhaTyXRyciKaSdi2Uwf603/uPUFfX51PCJVKpdPpan/qGAwGhULRRDNBEERHR0ftlpXvgyaaidbBqgMLCwuBQEBsCwQCS0vLOk8hHCxzc/OKigpdRUrfvn3VWyUKhUL+q14QBEEQRO2WNWRWc/dBS30wNjamUqlisZgYOxQIBBYWFrWfoqOj06ZNG2IS4ejRoyMH/GBjY6PeWrW6h611NTq14OzsvGPHjpr2CoXCRi+1a4FYWloqf0GMjY3rHE00NjZ2cnIimsm8efMmj7tOzqKoC809dUBj72QKhdLqmonWwaqD/v37c7lcYruiomLs2LF1nqJQKIKCgoyMjFJTU3Nzc1X6Z01HJBIpFAq1mwUAlJWVJSQkqH2qOyUlJS8vT+0VlkgkKIqSZgcMGEDkQtbyZUAQhGgd+vr6OI7r6enVlPyERC6Xl5eXE/9lLBYrLi6OzWart1apqamaeNiEQqFcLtdEoysvL4+Pj+fxeOo1q9zoGAyGj49Py3G2+vbt6+bmVssBo0eP/mKV0TRdunQhsy5WVFT8P3v3HdZE0gYAfNLovaOICDawV6wHKmdFxbOinmBHz3oi6lnAcnbUswsK6lnADgqKiqIiIIgoCiJIUXoPSSA9+/0x3n65gBggCHjv7/Hx2exmJ5Owk8zuzrxv9fuh1bHZ7NTUVPy3EwgEQUFBCu9gZWZmEgSh8OM5KSmpuLi4MZoJn88PDg7W0tJSbLHp6elcLhdX2MDAAMe/VSAKQRCKLfEHU1FR4ebm5u/vz2KxVq1adeHChW9+T9na2rZp04ZKpZaVlXE4HHNzc8VWSSKRJCUlNUYsvrS0tFatWpEjBhSlvLyczWYr/HMgCOLt27fkeP/ffvvNzs5OsS8Banfv3r23b9+uXbv2ypUrZWVlbm5utT8/Ojr6t99+a9++PUIoNTXVzMxM4SPnysrKKisrZbJcN1yLbnQMBsPX1xcGKTYVb29va2vrsWPHbt261d7e/ptfU8eOHbt8+TKeXPX27dsuXboovHOcnZ2trq7ewNh11VVVVeXk5HTs2FGxxaJG+xxycnJUVVX19fURQq1atTp06JBiy4cO1rcxmcy4uDihUDhixIjqabMA+C9LTU3NzMzU0tKS59QcgP+m+Pj4goICS0tLa2vrpq4L+H6ggwUAAAAAoGDN5a48AAAAAMAPAzpYAAAAAAAKBh0sAAAAAAAFgw4WAAAAAICCQQcLAAAAAEDBoIOlYGRenepwngSFFytdfl2Lrb0+8rxo/UpG9aot+laVGlJh0Nga72/3zX3rd7DVcgw3pC3Ls2P92nIte9W+FTQfjdRMCIL4/s2kUX9BUL0q/J1/QSCSu8Jcv369pKTExMQkIyNj9erVMluPHTump6eHU4u4urrKX2xxcfGhQ4eGDh365s2badOmtWvXTnrrX3/9deHChXbt2lVWVu7evVv+QIjp6enPnj07fPhwaGho9QDoCQkJoaGhvXv3jo+PX7NmjfyZKwQCQXBw8LNnz/T19bds2VL9vfTu3btv374CgWDcuHFLly6Vs1iEUGxsbFJSEpfLffjw4b59+6ysrKS3Pn36NDY21tra+s2bNx4eHgrP2QkaQiKRbNu2rVevXqWlpa1atRo9erT0VjabvWvXrqFDh6akpIwYMYKMHCuPe/fupaamtmvX7v379+7u7jJxCB0cHOh0uqqqqo6Ojo+PDxlQ+5siIiLi4uKePHly586d6ltPnDiBE56w2ex58+bJX9vPnz8/fvzY19fX19e3ejykY8eO+fv7W1pacjicnTt39uzZU/6SL126JBaL379/z2azDx06JJPqztvb29zcXCgUUqnUGTNmyF8s+J4qKir27NkzdOjQ5OTkMWPG2NjYSG/Nysry8/MbPHhwXFzc4sWL5UnaRvLx8VFTU1NRUSkvL1+4cKHMVnNz8169ekkkkj59+nh5eclZJkEQN2/efPHihVAoPHDgQPWt27Zt69mzZ2lpqamp6ZgxY+Sv7du3b1+8eLFv374PHz5U37p06dLk5GQDAwOJRHLy5EkjIyM5ixUKhX5+fqqqqpGRkTY2NqtWrZLZum3bNltb2+zs7K5duw4dOlT+CteGAIrAYrFGjhyJl48ePRoYGCi9NSkpaf78+Xh5+fLlCQkJ8pfs5ub2+vVrgiA4HM6YMWNktp44ceLq1asBAQFMJrNOFcZR5rt06ZKbm1t9q729PY/HIwgiOjraw8ND/mJFIlFeXt7hw4c9PT2rb83Ly/P09Dx79mxSUlKdaksQxKJFi/h8PkEQ58+f/+mnn6Q3SSSSwYMH43P027dv7927t66Fg0YVGBh48OBBvOzo6FhRUSG91dPTMywsjCAIsVg8bNgw+YsVCATkkXDx4sWTJ0/KPMHLy+vs2bPh4eFisbhOFc7Pz09ISJA5zLAPHz64uLjg5d9//z0uLk7+YplMJovFGjx4cI3H/8mTJ69evXr58uXy8vI61TYqKurUqVN4eezYsceOHZPeGhMTs3r1arw8d+7cjx8/1qlw8N1s2LDh8ePHBEEIhcLhw4fLbP3ll1/y8vIIgsjJyXF2dpa/2PT09FmzZuHldevWRUdHyzxh5cqVZ8+erdORTBCERCLJycn5+++/ly9fXn3rtWvX9u/fj5cnTJhQp0O6qKiIx+Pp6urWuHX//v0XL14MCgrCv1DyO3nyZFRUFEEQIpGobdu2z549k9l69uxZvOzg4IB/axoObhEqxuPHj42NjfFy27Ztb968Kb31zp075BUXc3Pz27dvy19ycHAwTi2irq6elJRUVlYmvZVOp0+ZMmX69Ona2tp1qrCuru7XsnPk5uYWFRXhmPXV30vtaDSaqalpLU/o16+fi4uLzMnZN4lEoqdPn+bk5CCE8GUq6a2JiYk0Gg3nGa1rhcF3EBwc3KFDB7ysq6v76NEjma34CKdSqTgLm5zFxsTEkLnJ2rZte+vWLZknmJmZubi4DB8+vK4ZNkxMTGQuApHu3LljaWmJl83NzYODg+UvVltbW1NT82tbaTTalClTZsyYoaOjU6faVlZWXr9+HS9Xbx3kx4sQat26dUhISJ0KB98N+Zei0+klJSVZWVnkJj6fHxkZib9aW7dufffuXZFIJGexISEh5H0Pc3Pz6s2ka9euLi4uffv2rVNtKRRK69atv7ZV+qjT09MLDw+Xv2RDvyB/6AAAIABJREFUQ8NaMqbo6OjMnDlzwoQJdc2qwuVyr127hhCi0WgdO3ZMTEz8WoVVVVWjo6PrVPjXwJ0UxcjKyiL7K5qamp8+fZLZ2rlzZ7ysoaGRkpIiZ7FCobCgoIBMIqamppadnS2dQEooFF65ckVVVTU+Pn716tV17WbVqPp7IQgCd18a7smTJwRBfPjwYdCgQfInV6HT6e/fv8fLMTEx9vb2tVdYIVUFiiL9B9LQ0JD+5cBbyVy2eKucucykd6zx7/7hw4fg4GAul1tSUvLbb7815C1Iv2jbtm3J2r569UohxSKExGIx2ZZXrlypq6sr544ODg4ODg54OSYmRuadSn+eGhoa0DqareoNgcyeXlhYKHOSUFpaSp7S1+7Tp08GBgZksdUPgNjYWBMTk+zs7DZt2igqzXb196KQYhFCRUVF169fV1JSevPmzfr16+UfDULeE+TxeImJid7e3rVXWCGZbaGDpRg8Ho9sAHQ6vbKyUnorl8slT4gZDIbM1lpwuVwKhUJ2bqrvO27cODMzMyqVyufzPTw8Tp061aC3gRCq9l4EAoFIJJJ//Eot9PX1V61a1apVq1GjRllbWyckJNRyQl+jgoKCixcvylyjqv3DB01O5vivqqqS3srj8cgjnE6ny2ytxTf/7kuXLsU/UVOmTLG2th4+fHh938H/1bstf9PYsWNbt25NpVIlEsmaNWv8/PzqWsLFixc7d+7s7OwsvbLxKgwUq5aGIH2oo7r/iJD71rjjH3/8gZtJjx49evbsaWZmVt938NUXlb9Rf5OzszOu7atXr44dO7Zy5cq6lrBly5aNGzfKjFfGP7V4uU7fQrWDW4SKoaenx2az8TKHw5G5yC+9lc1my38LQFNTk0qlkn9sNpstc16bm5uLj2MLC4u7d+825C1I15bD4ZCvqKGhoZDeFUIoKysLX9dlMBgMBqOuZ/8CgWDPnj3Xr1+XGZUvXeHqHz5ocvr6+tLHv8wxXO8/X+2NrqKigmw4lpaWCmwd9WvL35STk4O/4uvXlt+9e5eSkuLj4yOzvvEqDBSrloYgvQnV1IhqL7aWAyA7O5u8CGRsbBwREVHf6v+LTJNX1FEnFApLSkrwcrt27erRTEJDQzt06LB8+XKZ9fr6+tK/eoqqMHSwFKNHjx4sFgsvV1RUyMwAqn1rLSgUSvfu3ckjVSKRSM+eq6ysnD59Oi65srJS+tZhQ3Ts2JG8wc9iseo0m6l2W7duJW/G17XCeM6Il5dXq1atZNpVt27dyNOyOn284PuQv3VwOBz5Z8L26NGDbBrVi71x48ahQ4fwcmVlpfw/SLXr2bNn/dpy7fh8/vTp05lMJqpXW87Ozn7x4sX27dupVKpM66j3lw/4zqT/UlVVVV26dCE36evr6+jo4MgFAoHA2NhY/uO59iP28OHD5AA+Bf6INNJR9/r1a/KSVT1q+/LlS4IgFi5cKJFIwsLCvkOFoYOlGH379hWJRPhn/unTp3jy9qlTp/DRMHHixOTkZDzN7c2bN5MnT5a/5EWLFuFOyatXr5ycnJSUlMrKyjp37sxisdTV1Tdv3ozvHF+7dm39+vV1qnNZWVlZWVlGRgZut3l5edbW1nw+X11d3c7ODk+RffjwoZubW52K5fP5OTk5OTk5XC4Xr5k7d+6lS5cQQjNnzsTjrmJiYnr27Cn/TylCyN3dPSYmxsPDw9XVNSAgACGUnJzcu3dvgiBMTEzat2+fn5+PEAoPD1+8eHGdKgwam6ur67NnzxBClZWVPB6vf//+CKExY8bg0e6LFy/GR/inT5969Oihr68vZ7Ht27fX1dUtLy9HCD1+/BjPP798+TIOgzJixIhJkyYhhFgs1uvXr+fPny9/hcVicWZmZklJCe7xIITOnDmDxzaNHz8+NTUVN5lXr15NmzZN/mIRQkwms6SkJDMzE0fcqaio6Ny5c1lZmbKy8pYtW/CY/WvXrm3YsEH+MsvLy11cXGJjYxcvXjxr1qzs7GyE0L59+zZv3owQmj59Or5ULBaL09LSxo0bV6cKg++GbAjp6em2trba2tp8Pt/GxgZf2pw/fz6+vPTw4cM6fcWNGTMmIyMDH28vX77EcTo2bdq0f/9+hNDEiRNHjBiBX5RKpf7888/ylywQCLKzs/Py8shLxatXrz5x4gRCyNXVNTIyEiFUVVXF4XDkH26LZWdnV1VVZWZm4ofx8fGDBg1CCHXr1m3RokUIIbFYHBISsmbNGvnLTElJ+f3334ODgxcvXuzk5IRjD7m4uAQGBiKEFi5ciD/e8vJyDQ2N6lFU6odCQPQ5BSkpKcEjuFu1aoWPhtzcXCaTiU9EPn78mJSUxOFw+vbt26lTpzqVfOfOHTqdXlRUNHPmTDqdThBEeHg4HtbKZrNv377N5XKtrKxkhn7XLjk5+d27d/iWhL6+/vDhw8VicUREBG5sfD7/9u3bKioqYrF44sSJ8hdLEMSFCxdUVFRwIZMnT1ZVVX3z5o2pqSkOWHL37t3S0lKhUDh79mz57zwKhUJ/f3/yoZWV1YgRI/h8fkxMDB6KWFlZeffuXQaDoaysLBNmCTQHsbGxxcXFpaWlo0ePxkdCTEyMjY0N7lI8ePBALBYXFBRMnz5d/qBrCKGKiooHDx7QaDQdHZ1hw4YhhIqLi3Nzc/EJaGJiYlJSUnl5+aRJk2qf3Crj3r17+NqYRCLp27evlZVVfn5+aWlp165dEUIZGRmJiYlVVVU9e/as03zY9PT0ly9f4nv6mpqa+EB98OCBg4MDhULhcDh4SH67du3qNFwsJSXl6dOn5MORI0daWFhkZWUJBAI8vD05OTk9PZ3JZA4ZMkQmkB5oVnC8koKCghkzZuBv0fDwcHt7exqNJpFIgoKCcCwrZ2fnOs06ysrKSkhI4PF43bp1w8dwamqqkpISHswUERGRl5fHZrNnz579tanlNQoICMDD+3BcQx0dneTkZC0tLTyKKy4urrCwsKysbNSoUXKOx8diY2PJkfht2rQZMGAAl8uNj48fMmQIQignJ+fJkydsNnvIkCH4vcjp+fPnSUlJ5ENnZ2dNTc3Xr1+3bt0aBxV79uwZh8MpKiqaMGGCoi54QwcLAAAAAEDB4BYhAAAAAICCQQcLAAAAAEDBoIMFAAAAAKBg0MECAAAAAFAw6GABAAAAACgYdLAAAAAAABQMOlgAAAAAAAoGHSzwLxAXDYAaQdMA4JugmUiDDhb4v5MnT65evbqpawFAczR8+PDo6OimrgUAzRePxzMzMyMzhALoYIH/CwoK6tGjR1PXAoBmh8lkRkVF1SkxDgD/NS9evFBXV9fU1GzqijQX0MECX4hEoufPn+PUfgAAaU+fPu3evbu2tnZTVwSA5uvJkyc//fRTU9eiGaF5eXk1dR1AE6uoqPjrr78CAgKSk5N1dXVTUlJ69+7d1JUCoFmIiYm5ePGiv7+/iopKYWEhhUIxNzdv6koB0LwEBwffunXLz8/PyMgoPT3d2NhYX1+/qSvV9CDZM/hi79697969O3/+fFNXBIBmp0+fPlu3bnV0dGzqigDQTAkEAl1d3ffv38MZCAluEYIvnjx5AvcHAaiuoqLi3bt3Q4YMaeqKANB8vXjxwtTUFHpX0qCDBRBCSCQSRUZGDhs2rKkrAkCz8+TJk+7du+vo6DR1RQBoviIiIuAXRAZ0sABCCL169UpbW9vS0hIhVFZW1tTVAaAZefLkib29PUJIIBBwOJymrg4AzRF5D6SiokIsFjd1dZoF6GABhBCKiYkZOnQoQignJyc8PLypqwNAM0K2joCAAB6P19TVAaDZkUgksbGxeAqhn58fhUJp6ho1C9DBAgghpK2traurW1ZWdv369SlTpjR1dQBoRrS1tXV0dGJjY3V1dQ0MDJq6OgA0OxQKRUtLS0dHJzg4eOjQoVQqdC0QglmEAJNIJNeuXVNWVnZ0dKTRaE1dHQCakeLi4uDg4J49e/bp06ep6wJAM5WamhoZGWlvb4+HmgAEHSwAAAAAAIWD63gAAAAAAAoGHSwAAAAAAAWDDhYAAAAAgIJBBwsAAAAAQMGggwUAAAAAoGDQwQIAAAAAUDDoYAEAAAAAKBh0sAAAAAAAFAw6WAAAAAAACgYdLAAAAAAABYMOFgAAAACAgkEHCwAAAABAwaCDBQAAAACgYNDBAgAAAABQMOhgAQAAAAAoGHSwAAAAAAAUDDpYAAAAAAAKBh0sAAAAAAAFgw4WAAAAAICCQQcLAAAAAEDBoIMFAAAAAKBg0MECAAAAAFAw6GABAAAAACgYdLAAAAAAABQMOlgAAAAAAAoGHSwAAAAAAAWDDhYAAAAAgIJBBwsAAAAAQMGggwUAAAAAoGDQwQIAAAAAUDDoYAEAAAAAKBh0sAAAAAAAFAw6WAAAAAAACgYdLAAAAAAABYMOFgAAAACAgkEHCwAAAABAwaCDBQAAAACgYNDBAgAAAABQMOhgAQAAAAAoGHSwAAAAAAAUDDpYAAAAAAAKRm/qCgAAWpj379+zWCxbW1uEEIvFio6OLi4uHjZsWOvWrZu6agAA0FzAFSwAQB1ERkZevnw5Li4OP9y4cWPnzp3Hjh07atSopq0YAAA0Kw26gpWfn//06dPc3Nzc3NyqqiojIyNjY+OuXbsOGDBASUlJUVVscQYPHnz//n11dXWJRCIWixkMhsJfgsfjqaioKLxYPp+vrKys8GIlEolIJGqMQ6KRPoeGY7FYjx49evnyZUZGBofD0dLSMjIyMjc3HzRoUL9+/SgUSlNXsP6GDBmSl5dXVFSEH7q4uOjp6bHZbHV19W/um5CQcPjwYX9/f9RofztodFjjNTrQ2C5cuFBQUODu7o4a7agTCoU0Go1KVfwVlkaqcON9DlQqlUajKbxkrJ6fb0REhIODg4ODw4MHD9hstrm5ea9evdTV1T99+rRnz55OnTqtWbOmvLxcsXVtKT58+MDj8dA/33GN8RJCobCRiiUIQuHF4t88hReLGu1zaIji4mI3N7dBgwZdv35dV1f3559/njt37vjx4zt27FhaWrphw4YePXqcPn1aIpE0dU0Vo2/fvrm5uZ6enufPn//mk0tLS3NycvByIzWNltjoGqPYxmt0oLEVFhYWFBTg5UY6PEQiUSN9BbWs1icWixvjJ49U5ytYVVVVmzZtUlZWPnfu3NeGXIjF4nv37i1atMjZ2fmXX35pcCUBaBmuX78eGho6b968kydPfu05VVVVfn5+s2bN2rNnj7m5+fesXp34+fnJfFcaGxtPnDix+jM7d+7s5eXl7OwcHh7eGJeOAACgJapbB4vD4WzatGn16tVt27at5Wk0Gm3cuHHjxo07ffq0v7//3LlzG1ZJAGrAEqID7+le/Zu6Hv8IDAwUCARnzpyp/WlqamrLli1zcXHZsmXLihUr2rVrV6dXkUgkSUlJ3bp1k1kvFArj4uIMDQ07dOggf1HZ2dnSbTk7OzszM7N///4qKirz5s37ZgkEQaxatWrv3r2tW7cuLCxMTk7u0aOH/O8FNJ7wPMQRUCa3b+p6APAfVrdbhEwmc8+ePbX3rqQtWLBg8ODBda/Vj2PixImURqClpdUYxWpqalKpVIUXy2Aw1NTUan9Onz596vTBiiRoeriogNtIf7f6sLOz+/XXX+V8sqam5oEDB+oxquD48eMXL16UWcnhcNzc3Dp06JCbm/vXX399sxCRSHT06NH58+dLP9nf3//Zs2c9evTYvHkzOcSqxn0LCwuLi4uFQiGFQqmqqlJSUiotLVVRUenYsaP8b6SkpERJSalJDrb6abxG983n7Nu3T/4PFiF06J1kXiQyVPzILtDyEURV/CNB0otGfx2hQMKrauxX+fJafG6Jz2bO0yBeSjw74sb3eVF51K2DZWZmVtfxmHX6zv3xsNnsqKgoAtQqLS2NxWLV6YNdHSMmENrVs1Hu99ePiYlJnZ5PoVBMTU3rtMunT5/evXtXfb2/v/+QIUMMDQ3t7e0fPnyYl5eH18sMsyAf0un0ZcuW2dvbk5tEItGJEydmzpypra39yy+/bNu27Wt1SE1Ntba2Hjp0aFJSEkJoz549t2/fvn///qNHj1RVVWuvv0gkKisre/DgwYMHD8LDw42MjJr60GsBtm/fXlFRIZEDRyC5kSl2ui86lyZ5OkbSR0+M1xONOcoENCsSLofg13beyU16wbzpw3/9tGEvIy4+7M5PTfjadkIoyPeazXkaRAh4Ylajj8amMJQ0hkxQHzhGycyKn5qAms0Br+BJBCEhIf369Rs6dOijR48QQq9evVq3bl1UVJRiXwX8x+1/K3mcTwQOp9NbTpgRFou1atWq7du3c7nc0NBQS0tLGxubiIgI+UsgCCImJmbQoEHVNz18+JDs3hkYGDx+/BghxOPxli9fXllZidfn5+evXbv2a4W/fv2aHD5laGgYHh7+tWfa2NjgCS49e/ZECOnp6U2YMMHZ2VlfX/+bb6G0tDQrK2vXrl27du3y9fVthnMUmiehUFj1LXF5XPMA0bEkkZ2hMGwYT5/y/00CgaCp3wH4ToqPra96FfGvVf/ubdD1TQwWeGrO+tdXgSAzufTM1tp7Zv8qUiRS7T6IEIt4yV/CtYhZZYToS3MWFecSAl6rP69ojXQW5mUV7f9Nwqmo17uRoyYCfsnJjWJWuYpNPwpDiaqhY7Bou6SKLa4obaRXrBNF/kAVFRWdOXNm//797u7uhw8fvnXrVu/evalU6vv37xX4KuA/7vQHybFkScgomnaLmoF+9OjR1q1bCwQCDw+P69ev+/j4eHt7nzp1Sv4fv9DQ0JEjR9a4qbCwkIySoKmpiacgqaioeHl5ubu7czicwsLCvXv37tix42uFFxQUVC9B4YyNjXv37v3o0aNHjx75+/s3zxAbzZCSkpJGrVTVNZbHK+8fQA93VF7dS9VI519bGyMMBGie9H71UB84hnxYcce/YOcCQsAv3OOG+080bX0lC2th+lvBxzcIIUIoIIQCQixWsx1FUf7GFWiMmxglZpdr2P9CUVblPAtCCFW+uF8eeLhw1yJRYTZCqNRvuzA/Cz9ZyaKzwdJdVDUNQdZ7CZdDFkIIBdzEBl15EZXmi5kl4ooSJQtrmo6B9CbB59Tiox6oGczUVmQk93fv3h08eBCP0Jo4ceKZM2eeP38ObRsokG+K5M/XkohxtLYaLSyUVLdu3caPH48Qunz58qhRo/T09BBChoaG2dnZVlZW39w9Pz9fXV1dV1e3xq1isZi8/Scdp8DQ0HDr1q0eHh50On3Pnj213MKTntVPEARcW2pZDryVaNDR3I4t54ouUBBJJYuipCLMTS/136E/b7NS287s8Kt04zaqXQcghDSGjNcaNYvCUFLrM0zMYYo/pbAeBhou3U1wOdyUOLXOfcr+3qNi0099wGiEUOXzEDGnQmvUzNpejyCY144arTqEEFK27Kq8eAdCiGFkpjxpkagol5CIEUI6U5crW3Yh92CYtEUI8d7H8UPPGy7dRfC5El4VVUWNefWIknlHmb6RnAg+t/iwu/bEhWq97bVGz5bZqmLdV2/WWvRPlC9RWSE/NUG151Cqyrdj9SmWIhukjY1NSkrKw4cPs7OzEULz588XCoV4oEZLVFJSQi6zWKzExEQ+n9+E9QE7EiS73kgejqVZaLaw3hVCiM/nHzlyJDExceTIkTo6OiwW68aNG1lZWWZmZvLsfvLkyeLi4qtXr8bFxeFWJr3V0NCQzWbjZTabbWDw/+8skUhEpVIJgqg97I2BgQFZAovFki4BNHPvyom9ieLTP9FaXqsADUPwuYXeywSfPjBaWxn+tkepbWeEEKO1pTDnI0KIHX6VoqJKYSghhDQdptM0dCgq6lojZyKElLoO1JqyHCGk2m2gWj8HXJpKt0GE1EWmmlEoxn/40vSM8CMJh1kecJDRpgPdoJWKTT+atr7gzVPp3hVJa8wcw6W7EEKl/jsqgs9QlFWN1hyhadc8roATeYeXEl9bLZRVTbdeVOtt/7UnKFl05n9MLNg+V5iTjkRCQWayuCT/G2+tESiyg2ViYqKnpxcYGIg7WAghe3v733//Xc6fkOYjJyfn8uXLU6dOxQ+Tk5OvXLmioaHh5ORUy+wq0HhEErQoUnzzkyRqAr29Vov8HZkwYQKdTtfR0dHX16dSqfn5+adOnTIxMZHzEu+aNWvwyCdTU1MLC4v+/fsjhFgsFu70Dx06tKysDD+ztLSUnLqL7wzu27dvy5Yta9eu5XC++u3Zq1cv8qqVdAmgOcuuJBZHiu3viA4NoFm2wLMOUFcSLocQ8PAyIRZRGEr6v65Tbt+NwlCiG335nVXp3Edr9Gwxq7wyOpTC+P/XC/vpraq4h8rtu+OHwqz33MQotX4OFNqXG1k0LV1tp0Wi4tzqN9ckVWxCwJNUsSvu+EtfB6KqaSKJBIm/XDIX5mUJ3zyr/S0YuP2p96sHQoimY1CV8ESYl8lNjKqMCi3x2UIIv4yXIPhcCZdDiEW8pJjqJXBfP2Pd/fubn5VS2876CzwZZlZ0IzNd59/pphYlvp6E+LvOi1LwJeV+/fr5+vpKj8MdOHBgi0tSZmZm5uzsTJ7xs1gsJSUlS0tLJSWltLS0pq3bf1AJD428K8qrJJ6Mo5vINUigOVJSUlqyZAkZWbRTp05hYWFDhgyRc3ctLS1dXd2cnJzXr18nJyd/+PABIbR48WIcZ2HevHmPHz8WCAQfP35s3bp1586dEUI8Hm/Hjh27du1SVVXF9wq9vLzIAvFAqPj4+Hv37lVVVamqqjo5OT19+pQgiKtXr3p4eCj27QOFO5cm6XNTpKeMUqcxZrWHm4M/NILgRN4R5nzkvnlesGOuhFfFfhhYsM0FUahK7Wq4XFQV/4j79rnxBl+y84QQ0hgyXqmdDflQwueKirKr78sKPS8T6aDqVUTVq4iiQ6t5SS/I7t0XVJruzDXk4C3l9t3U52ysw/sSizkRN7hvo5TadqbpGIiKchBCYmaJ5oipar3skFjMvHFK8ClFZidhcY5K1wHfLJvCUGKYWvz/IY1OVVUXlxXWoXoN18ApxNnZ2R4eHiUlJfghzrXyY/jpp5/IZYFA8Pz58+XLl+M5z7XT19fHH4hQKBwwYACEafimtLS09u3b17gpoUTSLkC4IVYkrumDZ7FYjVuzhgkJCbl7964CCywoKEhPT09PT8/NzSUIoqqqimxxZWVl4eHh9+/fF4lE8hSVmZmZ/g+BQIBXxsfHh4SEZGVlKbDO0h48eODg4ICXk5OTzc3NG+mFfiTbt2/ftGmT9JoSHjHjkajrNeHbsq9+HeGJh41fO6B4+/fvX7NmDV7GX3HC0oKSM1tFzBKCIMRsJkEQoooyCZ/7tRIEeZllVw7X8hLSXx0yxOxy/ufU/xeV/yl/mwshkQhyM+SpPJvNludpJInoX9UQlRbmbpxGiMVfKsPlEGIRgT8HsYh1/3JVwtM6lV87dsZ7QVWlAguU0dDzntu3b8fFxSUmJuKHN27cOH36dEvJgVVcXJxRTY2Vr6yslEgkQqGQyWQqtg5FRUUnT57s2rXr8ePH8Zro6OgpU6bMmzcvOTm5ISX//fffenp6dY0v1axcyZCMuifa3Y+6sx+N2tJugFRWVp46dYq8aJSTk7N///6PHz82pExjY2NLS0tLS8tWrVohhFRVVen0L2eourq6w4cP//nnn+VMXGphYWH5DzJAQ+/evceOHSt/JOHGFh0d7eHhYWNjQ35up0+ftrW13blzZ0MGRFZVVS1evNjR0VFB1fx+CIT8UyVdrwlNVVHsRHpX3ZbWKkAd8Z8FVQSfpusZ68/bgkcsUTW0EUI0LV2K0lcn4TJMLXSnLq/fK1I1dJTadGDdu4BjK9ANWxmu8EYUCqNV3XJOyEn6GltFkC/vfZz0+HSqirqYzSzYuUD4+imOXMow+/aUoFqUXz6IB6hh7PM7JeWNOOynoR0sNTW1O3fuDBs2DD+cNm3apEmTAgICGlyx76GoqKh6B6v6/KmUlBSRSDRkyBBtbe1jx44ptg5GRkZubm5Tp07dsmULvu8zcODA3377zdPT08bGpsZd/Pz85Cn5119/lT9rSjO0PUGyPk5yfwx9mmWLvP1BpVInT54cE/NlDIGZmZm7u3tERERFRWOFhPnxDBw4cPTo0Y6Ojq6urvjMZ8GCBUuWLPnjjz9qHLtWXFwcHBz8zWLV1NTWr19PNJtohPL7PUZ84r0kdDT9wACaqiKngAPFE4vF0r8mZWVlXG7dU08oq2j85KTIasmJQq2MfSCuKOUlRn1tKLrCqXQbRIhFKtZ9pVfStPX1522mdx1IUVbVHj+PbtCqIS+h3LGHsPD/N0bVJy2hGTXiGPGGttEZM2a4ubl16dJl2LBhPXv2pNFo+vr69U7TvW/fvri4uNatW5eUlGzdutXS0lJ6a0REREpKirGxMZPJlCe/YVZW1osXL/z9/e/du4fX8Pl8b2/vbt26ZWVlTZgwoUuXLl261HADGyFESM26OnHixMSJE4cPH15ZWVnXzHFy6tChg6en56xZs6KjoxkMBo1G+9p1iLy8vBcvXsiTJw4hRKW2yK4JQuhBLnH6g+SlE92wxUZKwiOfPDw8HB0dbW1tcYdg6tSpkZGR48aNa+ratSSrVq2KjY09cOAADpSqpPTVAGg3b96UM55+S2waMUXE1Uzi7S90XQh90+zdvn07ICBgyZIleJylr69vz549Q0JCLCwsXF1d5S9Huf8omqZmY9Xy63CwBlboOUShfreBr8qWXWqcgcgwacv7Z45zA6n1GU4ui4pzGZZdFVLs1zS0g3Xz5s2qqqqIiAhvb28ul9u3b18TExM8xrY+taHTbW1tlZSUPDw8ZLKIcLncnTt33r9/HyHk7e199+7dMWPGfKWYL3g83oABA1avXk2uOXToUPfu3R0dHfl8/uTJk+/cuVPjjqWlpXfv3u39d3GTAAAgAElEQVTVq1dQUJCjo+P69eujoqJu3rxpbGy8YMGCur4pAqHyr9zNUKEh8jR02bJlISEhe/fu3bjx/4MECYI4fvx4q1at0tPT7ezsWrVq5e7unpGR4ePjY2trK5NYVyAQHDhwwMrKSiQSde7cuVevXgihd+/esVismJgYV1dXCwsLkUh0/fp1dXX1N2/eTJs2rUOHDgkJCTt27Jg0aZKGhkZ5ebm6uvq0adMQQlFRUW/fvqXRaBKJpLi4eNy4cW3atPHx8enSpcubN29WrlyppaVV149CThUCtOCZ2GcIreX2rjA/Pz8mk3nlypWioqL+/fv36tUrOzt7165dTV2vZoQvRlVfmdajyUA4Uj+VSvX39+/fv//o0aOls1yXlJScPn3axsbmzZs3q1atio+P9/b2dnBwKCgomDlzpoaGhnRp6enply9ftra2rqiomDFjBl754MEDgUDw4sWLrVu3UiiUjIyMhIQEBoORmJjo4eGhpKR07tw5Hx+fgwcPlpWVkY0IIYRbZUZGhpmZWWRk5OHDh589e5aUlKSjo1NeXr5kyZLG+KDmPxUfHkiF3lWLMH78ePLqNULoyZMnv/76K0EQnp6edepgNS3NEdNwlIcfSdWrCEHGO50py4qPb9Ca74VMzBvxxRo4huv8+fPkclJS0pEjRyZOnFhQUFC/0nx9fb+26d69e7Nnz8bLwcHBc+bMwct+fn4cDod82t27dz9+/Eg+5HK5pqam5MO+fftmZmbi5Z49e37+/Ll+9awdg8HQ1tbW0dHBc/L/uv9O97ygxn8jQr6M77t48SJBENnZ2YaGhi9fvnzy5El2djZ+d1u2bCEIgs/nDxo0iCCI58+fz5o1q8bXdXd3v3z5Mt5r2bJlBEEMGDAAD7LG88IIgnjz5k3//v0JgsjKyho+fDjecc+ePfPnzycIQiAQdOrUiSAIsVjcpk0bgUAgFAotLS3x0P7Ro0e/e/eOIIj79+//8ccfCvzE0tLSrKys2P+Y9ZC3KILLlkN+fj5ekD4GmonS0tKgoCC8/OnTp7Nnz06fPv3PP/9s2lo1reqD3JdEir7WOo4liQmCCA8Pz8/PJwjixIkTvXr1EggEuLEQBDFq1KikpCSCIO7du7dx40aCIFauXEl+5tK4XG6fPn3Ky8sJghg9evTTp0+zsrIsLCzwmilTpsTHxxME8ccff3h7exMEsXv37lOnTuF9e/fuff/+fYIgrl69um7dOlwlZ2dngiBu3LixcuVKgiBycnIGDRqEm8n8+fNfv36twA8ND3L/I040+aFc0xcwGOTe5P74449nz56RDwUCwR9//BEeHv7NHasPcle4Wga5N1BdB7nLSYGfg7iSzbztRxAE9100l8tt1Jl5Db2CZWpqmpycjEcL2djY2NjYLF269NSpU/U7h+NyuTdu3FBSUsrIyPjtt9+kb5OlpaVJp/JIT0/Hy46OjmvXrt2zZ4+mpua9e/dSUlJGjx79tfI/fvxIFqKurp6ent6mTZt61LN2mpqasbGxenp6IpFo3Lhx/TRYZb8y5NnRzMxs9+7d8+fP379/P14TGBg4ZMgQHFVSW1ubzCtXowsXLqxatQohNHfuXPIkCd8D1dPTw8Pzu3fvHhwcfOfOHYlEQqYEZjAY+KIjg8Egx/jj25QikQjncqmoqIiIiMjLy8vPz2exWAqPB0ahUPAlhyNJkpdlkvhJdHU5jk2CIGQuVDQfenp6OTk5eNnc3NzFxcXFxeX+/fvv37+3trZu2ro1H8cH044PlmtU/uLFi4ODg//880+cP57JZD59+jQvLy8vL4/NZtd+QL548UJVVVVHRwchFBoaSqFQPn36ZGpqitfo6emVl5cjhLy8vNLT02/evFlSUsLjfZmOrqSkhFuHrq4ufppQKMRfI0KhELeXkJAQDQ0NnMDR0NAwMzNT5upyA70uJd5+JGImwqir5oUgiOrTnlRVVWvMAfXixQsNDY2WMgPsB0ZV09B2nCss/Kxi3Y8naNyUFQ1tsQ4ODoGBgY8fP166dCmFQsnOzp46dWq9h5jY2dl16dKFRqN5e3t7e3tLB+OprKwkJ0wpKSmRUacNDQ29vLw2bNhgZ2dXUlKCexhfI12IsrJyI82wo1AoOjo6urq6IpFIzildpHnz5t28eXPHjh0XLlxACNHp9B49ejg4OCCE8P+kpKQkmQFkEomEHDdGoXyZXkS+X7zp1atXXl5evr6+Ojo669atI2so8zQqlerm5ubn5ycUCi9cuEChUGg0GoVC+fnnn/HTJk+eXKf3JSf/VIn3W8njcTR5elfN36hRo3bv3j158mQ828Db27u8vHzgwIHQwaoHCoXi4+PTu3dvV1fXmTNnUqlUKpVKNoopU6ZIP1mmdUgnAiKbBjl3Ev1z2B8+fLi8vNzLy4vFYmVmZgqFQvwcmdZhZ2d35cqVW7duffz40dPTEz/B1NS0xnaqEJEFxMuxtJYbBO5HxWazZXIqIITatWvXt++/hmlLJJL09PQhQ4ZYW1t36tSpqKioJQ4B/KFIxEXeK4zXnUDqNScfU5S6/Znz8vKq56adPn36ggUL8NdWq1atxowZI93ByszMlL98bW1t/HtvbW19/fp16U26urrk9RsOh4NPPTEjI6P+/fsfP358zpw5tZcvXQibzZYupAkRBCEdYtvHx+fdu3d4ec6cOfi0GCEUFhYmEonwIA+EUGpqqkw5M2fOJFs7Hl6G71ngl8Dr/fz8xo4da2xsnJubS6fTIyMjy8rK8MVM/ASyi8ZkMp2cnGbMmPHTTz8hhDQ0NMaOHfv8+XO8NSQkRLEfAkJo9xuJZ7wkfCytXcuMSV1cXCyzxsrKysPDg0wg2KtXLyaTSXZSa9wFyODz+eR3jpmZmbe3d1RUFEJIS0tr5MiR0dHReBM+IHV0dJhMZklJCXl1FhswYEBlZSW+ysXhcCIiIgipWSzkwu7du9esWUOn0/Ezb9++jWpqRDk5Ob169bKzs1uxYgXOKTRu3Lj379/jehYWFsbFxSn2Q5jZnmrVMhMYfGcikSg1NXX79u34bydDLBYfOXLkzp07x48fl86EVqfSYmNjz5w5c+3atdu3b2tpaU2thuxdkQdMRkaGm5sbQkgikdDpdLKLD5oMlWbq9Tdd3/Tbz2zg69Tp2RoaGr///vvnz59l1pNTpmk0mqenZ+/evfHDv//++8GDB3IW/unTp759++ITTT6fL3OV1dramrzgxGKxpK8B3L17t7y8/MqVK2vXrmXXOtdAupDKyspOnTrJWbfGU1RU5OXl9eDBA7INm5qanjlzBuflnTZtWo8ePXx9fUNCQvT09Oh0eufOna2trQMCAqrPZ9y9e3dubu6lS5du3brVpUuX4OBgIyOjs2fPZmVlPXjwgMvlRkZGLl26NCUlJTQ0NCcnZ8qUKRkZGQUFBWlpaampqcnJyf7+/u3bt/f19cU/Km5ubosWLbKzs8PBnPz9/SMiIq5cuXLjxo1+/fop9nMo5aFnBZKnjrSW+0Ny7969S5cuyaykUqlkXr/hw4cfPXoUT4KrrKxcu3atwsOq/WCio6OvXr168ODBlJQv0Zx//fVXcgbx2bNnHz16dPXqVfKAdHV1ff36dUhIiEyIfFVV1evXrx85cuTWrVuhoaF9+vS5cOGCrq5uSEjI8+fPq6qqHj16lJ+f7+3t7evrGxoaOnLkyKKiIn19felG9PDhQ9yIdHV1w8LCFi9ePGvWrMGDBz979szY2NjHx8fb2/v27dvR0dEyFzAaTg8GtsunoqIiMzMzJyentLS0+tajR4+2bt3a0dFx9uzZS5curUdpVVVVnp6e8+fPnzJlSmxsbC096bCwMBaL9fjx43fv3rVv337VqlW3b98+efLk5cuXoYPVHFDVvsvczLoO2mKz2UuWLFm/fj2OJf01eBzohQsX5C9ZKBSSQ+YXL14cGBhIEERkZKSrqytBEGKx+Oeff8Yhp9esWfP8+XP8THw6gpeLioqWLVsmPd65qKhIW1ubjG199uzZM2fOEARRUFAwceJE+etWJz9AJPdz586FhISQD2fPnl1aWtp4L5eWltamXc2R3GvX3CK5X7582cXFhTw4a8Tj8U6fPj1jxgzp2Rj/ET9GJPfZs2eTse+rqqqmTJnSqC9XPZK7PP7Lg9xXr17t7+9ffb2tre2nT5/wcteuXQsLCwmCyMjIkP6KFggEV65c+Vppd+7cWbhwIV6+fPkynuKgcPPmzdPW1rawsLCwsGjbtm3Hjh1fvXolz6Qf+RUVFZWXlyu2TKygoKAxiiXnMylWcXEx+TmQjVqB6jzURUND4/jx4+Hh4fPmzSssLLS1tTU3N9fV1VVVVWUymeXl5YmJiW/fvh05cuShQ4eMjIzkL5lOpw8ePPjixYtVVVVjx46dMGECQqh9+/aTJk1CCFGp1JMnT167dk1ZWdnOzo5Md2hhYUHekTQ0NPT09ORwOHgI6pMnT+Lj4zds2HDkyBE7O7tevXrNmTMnICAgLCwsIyPD39+/ru/9v8PW1vb06dMDBw7U1dVNSkrCifAa9RWV6zZWrZmaMWPGsGHDNm/evHz58m7duvXu3VtfX19XV1cgEJSXl+fm5sbExHz69GnhwoUXLlyo6/g80EwMGTLk6tWrM2bMIAji5s2bI0eObOoaAbmkpKRIT3JKTU01MjJq165dYGAgn8+3t7cXi8WbNm1avHjx10p4//699FwrHBpa4Tp16jR16tQNGzYghCorKzU0NCwsLBR73YtGozEYDHJwoWI1xsQjonHmM9H/ofCSv5Rfv91GjBgxYsSIsrIy3Fl5//59WVmZlpZW27ZtlyxZMnToUHyHq65w4g7pNcbGxrinVeNW9M8sORJ5OwYhZGdnZ2dnJ72VQqE4OzvXo2L/NZ06ddq+fXtkZKRQKDQxMVF4/PofGL5bxOfzHzx4EBsb+/r1a3yibGBg0KlTp3Xr1g0aNAi6Vi3a4sWL8/LywsLCEEL29vY4bRFo/thsNhmlVkVFhcypsH79+l27donF4vv37y9evLj6r8w3S1AsGo2mra2Nq8FmszWbItAoUIgGddz09PSgv9LikHOjaqeiotIY86H+I5SVlR0dHVtitjt5MJnMoqIiHC5BLBY/e/aMzWY7ODjU77SqWZGzdbRq1Qr6VS0OjnSD+yscDkc6VLK7u/ugQYN+//33WnpXuARyPJZMCQBUB5NFm5hIJOrTp8/27dtPnDhhZ2c3Y8aMkydPenh44HDqQUFBZBJohThx4oScXwocDmfOnDm1R96SIT0Znsfjubi4wCDuH8/z58+3bduGcyoghLZv325lZWVjY/PNzAr1EBwcPGHChL/++mvfvn1WVlZbt249fPjw1KlT8f19d3d3Ms18w5WWlk6fPl3OJFSPHz+ua0R+6bR0UVFRW7durVv9QIO1b9+enOTE4XDat2+Pl4VCobu7e2Bg4KdPn548eVJLCR06dGD/M4+KzWaTJQBQI+hgNbGSkpLVq1dv3rx5yZIl+vr6tra2bm5ue/fu7dOnD0LI0NBQJmVQAy1ZsgTn+vgmBoNhZWUlz9k8KSEh4c2bN3iZTqdbWVnVkjYOtFCDBw8eMGAA+bB79+4MBkNPT6+wsFDhr1VQUHDhwoWVK1euXLkyIyNj4cKFK1asuHDhAr41065dOwVeQtDX18e5DuWhp6dX1xjFZ8+eJZd1dHTMzRszQcd/G5fLJePEIoRWrVr19u1bhNDMmTNxj7y8vNzCwgJ/tQqFwrVr165cudLS0nL9+vXR0dEyfSzp0nAiJoIgEEKvX78mcy4BUCPoYDWx4uJiW1vb6uutrKwQQoMGDcJj/BVIzsGSysrKnp6edeohXb16lVym0+lbtmxRU1Orc/1Ai/LLL78UFBTs2bNHugOhKPr6+tW7UMrKymZmZgih3377Tc6zBTnJP464R48es2fPlr9kgUAQFBREPrSxsZEnXT2oKxaL5ePjY2BgUFxc7Ofnh1fa2NjgOTrLli0rLi4OCwvz9/cntxYUFKxevZq8M7h+/XpyiGT10lRVVbdt2xYQEHD16tXevXvLRAMBQMYPETBb0SorK1+9evXs2bM//vgDISQQCMLCwsRicV5e3pIlS+o8m4MgxGVFNF1DRKGImSVUdS0KQ0nCqUB0BlVFTTp5rbQpU6bweLy1a9dKJJJjx46FhIT8+eefmzdvlkgkr169Gj58eEVFhUQiefr06Z49eygUSm5urr+/f/fu3ePi4tzd3bW1taVLKykpOX/+fMeOHcnUNwihN2/ePHz4sF27du/evdu4ceP169f37t178ODB4OBgBwcHPp+/Y8eO27dvl5eXHzp0SCAQ7N69WygUrl69esSIEVOnTr17966urm5UVNSyZctMTExCQ0MvXbpEp9Nfvny5aNGie/fubdu27eLFixKJxNvbu7KycufOnXQ6feXKlQMHDnRzcztw4ADOGz158mS40NUM3bhxQyath76+/vDhw6s/s2fPnkKh8ODBgxcvXqxr6yD4XImAR9PUJcQiCauMpmuECEJcXkzTMUBU6tcSBkyZMiUxMXH9+vVLly51dHTctGnThw8fFi5cyOfzHz16tGLFisTExLy8PH19fXyr/e7du9nZ2ZqamiUlJcuXL5cp7fnz5+/evWvTpk1aWhq58vTp05qammVlZSYmJuPGjVu/fn1VVdWYMWMuXbrk6+u7ffv2/Pz8Cxcu3Lp16+zZs4MHD167dm1QUNDFixfXrl0rFosLCwsFAkFGRsa6dev4fP7evXvj4uJ8fHwsLS0dHBy2bNmSlJR0/fr1O3fu+Pv79+zZc/PmzWFhYb6+vr///ruBgcGNGzc6der05s0bPJXsx/Dnn38uWLDA2Ni48V5CS0tr0aJFMivJNXQ6HedwGzVqFLm1+pVIsttUY2m2trY1nhIDUAOFB374AZSWlubm5v7000/4YWBg4L59+wiCmDhxYmRk5Dd3l4mD9erWxfxtrtyUeFFFWf72uezH1wmCKDy4suzSAZkdJ02adODAv1YmJSU5OTnh5V9++eX06dMEQbx8+bJz58443JeTkxPOLDt48GCcxzo0NHTz5s3ShYhEop9++gnHLRMIBPr6+gRBcDic7t27c7lcgiD279+Ps0Tb29uHhYUlJiYmJycTBDFs2LCcnByCIKKiosiwYTgJ7pUrV3C+7fv377u5ueFNkydPxklzMUdHxw8fPhAEkZCQQEY/wrtv2LDh7NmzBEEwmUwHB4e0tLT27X+EOFiNjclksr+eS7W4uBj/QeUnEyqJz+fjOY8EQZSXl5f9G/lpBwYGHjlyBC8fP34cx5nr0KFDYmJi7S9XPQ5W+c1TBbsXE2IxJ+Ze/jZXYVEO/1NK/jbXqjf/iiXG5/MRQjKx97Zs2YKPW4FAoKuri3O3u7u7u7u7EwRRWVlpY2NDEERaWhrZll1dXd++fStdSHJysqOjI14ODg7GGeXDwsLmzp2LV+KTmYKCgrZt21ZUVNy6dYvH4xUVFQ0ZMgQ/YcWKFZcuXSIIoqCg4NatWwRBTJ48GYeRmzdv3uPHjwmCEAqFHTp0IF+Uw+H06tULL2/YsAEnuWcymQEBAQKBoEePHkwmkyAIPz+/48eP/zBxsLZu3Tp8+PA3b940dUWaO0j2XF0jfQ7NPdnzD0lPT0/6oZOTE4/HIwiivLwcJ5WrE55RO5PNX2JumWz6cl3aaNUhefaVjs/BYDBw6HkdHR0TExMcjkVHR4fFYhUUFCQmJn78+PHjx48cDkdmZHpycnJZWRme9MRgMHA0kdjYWIlEEhkZiRBSUVHBU2PwuCt8dxJJJWsbOHBgXl5ebm6uWCzGl9ymTp3ap0+fa9euFRUVfS3PLrl7z549Kysr09LStLS08Ad448aNNWvW4MQ+zTZbc7MiFAqvXLliaGiYlpb26tWrU6dOSR8bIpFow4YNjo6OOTk5Kioq38wUKRaL/f39ExMTGQyGt7c3Xnn//v13794NGjToyJEjGzZsqCWRlEAgwNdBCYK4d+/eggULhEKhRCKpx7giHacvVwjUbUep2365rkC2l9qRnwCDwVBTU8OXInR0dHCsFjU1NTx0JiQkRFtbGx9srVu3zs3N7dq1K1nIpUuXyCFlZLC3GzduqKmp4V2srKwKCgoMDAwMDQ21tLQmTpyI/t0wlyxZsmTJEmdn58ePH0+dOhUhFBAQEB0dHRQUVFlZWePQNOnd3dzccLaxsLAwJyenpKQkJpOJQ4QTNeUSbrnU1dX//PPP3NzcsLAwc3NzJycnMgUIAD+kRulgPX78eNiwYY1RcpNQUlLicDgHDx50dnauU+hUhSO/l6W/oCUSibKysnTiW/wtXzslJSUNDY3q6WlrzAOPEHJ1dT1z5oyVldXMmTMRQleuXLl3797x48dTUlLCw8MrKyvJ+HtMJpPJZMoMjlm0aNHp06d79eqFb9koKyv369evZ8+e+NU/fvwo5yfQ0n348MHIyKgeUVtfvXq1ZcuW9PT0kSNHGhkZLVy4UHqk+aVLlywsLHDUN0dHx2HDhsmcJMigUqmzZs1iMBjkpASCILy8vJ4/f06hULhc7s6dO3fs2FHjvnFxcTweT1NT89mzZ0OHDvX29r57925JSUlQUJDMjekacbncjIwMhFBOTg6ZBLDhpFsEOYaGIAiEkLKysomJydcyMRP/JIyTpqys3K5dO+ldysrKvtY0OnfuTBBEUlISzolOEMTcuXPHjRs3Y8YMnCqxsrKS7Em8fv0aH/YkHKj51atXBEEoKysrKyvLREj52h+ixVmzZg1eGDNmzOfPn318fAQCweTJkxU7kA6A5kMBg9y5XG5OTk7GP5KSkq5du9bwYr+DJ0+e+FQjnXeZpKen9/vvv0dFRdWYQ1RRyLSy0mvIHyGxWIyXpaMh4AVdXd0RI0aQiW9v3bolXYiNjY22tjY+k2axWOXl5SKRqF+/fhKJBK/k8Xg4aqJYLJYedkO+IkJo9uzZAQEBysrKeJDNqVOnXFxcVFRU8B0lvLuenl5ZWVl+fj6+ciC9+/Tp04OCgigUCk4jP2/ePLxL9dr+eKqqqsr/ERAQUL8Ez3379r179y5CqKKiQigUykTrCQkJIX+l9PX1Hz9+jBDi8Xhbtmwh/wQ4jRpeplAoMjGrcH5x/Mdt3bo1ThZeo379+i1YsGDhwoVDhw5FCLVv337ChAnz5s2TCflbo5ycnFevXuEwxXPnzpWe6lU74t/pljGydUg3E3KZ+Ceds5OTU2JiIr7k9vnz54SEBOlCZsyY8eLFC7z8+fNnHExBOsl6VFRUUVGRdKOTeUWEkJub2+LFi/HYnZKSkocPH+L5ZQUFBQihsLAwGo2Gd09OTq5x999++w1nMOzUqZOxsTHug4rFYvyHEAgEnAbAN1ibD4lEkpSU9ODBg/Xr1y9ZsmTv3r3ktwEAP5KGXsE6efLkmjVrqqqqpFfizOENcf369eq3OfBgc4lEMnDgQDmvJEkkkjt37pCx4BFCb9++/fTpk4aGhr29ffVQ7zXy9PTs16+fo6Ojubl5bGzs+PHj6/Re5BEXFxcTE6Ojo/P58+ejR486OTmZmZmx2ezAwEB9ff2IiAg+n6+lpRUaGmpqanrp0iVzc/Nbt25pamoqKyvfv3+/U6dO586dO3bsWE5ODpVKHTFihHThNBrt+vXrf//9Nz7V7t27959//unp6Xnr1i0/P79OnToRBDFhwoRbt261adPm7Nmzs2fPtrS0DAoKMjMzO3fu3KZNmxBCWlpa06dPJ0vesWPH3bt32Wx2mzZtLC0t8Sj1FStWBAQE2NjYzJw5MzQ0VF9fPzAwcOPGjXQ6XVVV1cXFxd7eHu++YsUKHx+fc+fO6enp2djYKPzzbA64XK6zs3NwcLBMt2DOnDn1KI1Go3Xo0CEsLOzmzZvXrl2TOf6zs7PJO60aGhrZ2dkIIRUVlVmzZrm7u+/bt4/P569duxb/KWuUnZ0tnQMkJyenHpX8JjMzs8GDB+ME8O/fvx89erQ8ewUGBqanp0+dOvX06dNt27Z1dXVFCMXHxxcXF7PZ7OHDh1+8eHHgwIHnzp3r1q1bYWFhWVlZSkpKWFiYra3tmTNn5s+ff/r06YMHD1pbW9Pp9LFjx0oX3rVr11WrVvn6+rZu3bqiogKHaB81atTKlSsPHz5saWmppaWlo6Pj7e1taWl59OjRZcuWCYXCU6dOWVlZhYaG4tJ++eWXhISE1q1bI4QMDQ3Xrl3r6+trYmKyaNGi4OBgZ2dnCoWybt06X19fPBLr8OHDXbt2xVG+EELjxo17+vQpvjVPpVJv3Ljh4+OD47iOHTv29evX+HpznT5qkUgkFAqbVejXjRs3jh8//tmzZ6dOnWIyma6urgcOHMChpBISErZt27Z27dpmVWEAGqqBY7hmzpz54cMH6ZGwubm55Kjn+omLi7O0tKy+3tXVFQ8DWrZsWX5+/jfLCQ0NPXjwoKmpKbkmKirK09OTIIjY2Nhdu3Z9bceKioqgoKB27do9fvxYLBbfuHEDx6oeN25cSkrKN1/3B0j2/J39kIPcz5w589dff719+zZdyrJly1JTU+tdJpPJDAkJGT9+vHRGc4Igevfu/eTJE7y8fPnynTt3kpuSkpLc3d2XLVtGjl4nnT17dvXq1Xj55s2b5PDzwsJCNTW1eleyFj9Gsufv7Eca5I4QGjBgwLlz56rPxmCz2efPn2+SijU3MMi9uv/iIHeRSOTg4IDPtEi6urouLi71LpPP52dkZFQfnPHhw4eKigo8Unvo0KEnT5708vJCCOXk5OCgOFhlZSWeUoQQGjNmzLBhw/bu3UtuPXjwIL5L0q9fPzc3t1WrVtU4rkJVVXXo0KHx8fEIIQqFMmnSpIyMjOjo6PPnz9c+tIV8CwcPHlRVVZVIJCUlJXX/DP6LiH9mitUJn8/HF88oFEpzi/UgkUhWrNM3/iMAACAASURBVFghs3LOnDn1i42JL0hoa2uPHTt2165dR48eXbduHblVX19fOsC09EXBtm3bMplMLS0t6TSd1cmU0Ni5vcF/kEQiCQ4OrvEOwPHjxx89eqTwmH8ANK0GjcGi0+k4GpPM+tTU1HqXefPmzXHjxlVfHx0dTU5r0tHRiYqKwssREREBAQF4mcPhrFu3jqhp1CoWFRVF/nLQ6fSv5dlgMBi6/8CjUiwtLX/++Wd5elfon7k/mAKH8YKWpXv37uRRSuLz+fU7JDZu3Pjrr7/iZTU1NTIhGta3b18y7yyTycSjeRBCVVVVa9eu3bZt26JFi3B8pq+V361bN3JEFJPJxIkEAFCgAQMGfO2mcP/+/YcOHYpnwADww2joIHdXV9eVK1eePHny6j8uXLjw/Pnz+pX27t07GxubGtOzlJSUkGHBNTQ0yCtDs2fPFggEly5dqqqq2rRpk5eXVy3dIJlC6jfc+JtUVFS2bt26b9++PXv2NO2swxaEQqEoN0Bzu3yFEOrfv39hYeHBgwefPHkSHx8fHx//8uVLf3//GmdRfJOdnR1OrF5cXPzhw4f58+cjhObNm3f48GG8EBERgRAqLy9HCOHukUAg8PDw8PT0NDU17dSp04IFCzZv3kwWWFhY+P79+/T0dDybT0dHp3///jjSZmho6LJlyxr+CQAgbfTo0Ww2e9GiRW3atGEwGLa2tmRGy759+65cubJOibkAaP4aOsh9y5Ytfn5+RkZGeHYYQojFYk2ZMqUeRYlEog8fPkyePJkMNS6NwWCQ6wUCgfSs7Dlz5pw6dWrGjBl+fn613weRLoTP50sXAoBiFRYWrlmzJjMzU2Z9LSPNazF27NiXL1+ePXuWz+c/ffoUR5zy9PTEY5/bt2+/atWq0NDQioqKc+fO4cuudDp9586d5B1Ja2trDw8PssDExEQHBwcHB4fk5GQdHR0NDY1jx46FhYW9f//e3t4ezxAEQIE4HM6gQYMMDAxcXFxUVVXT0tImT578999/Ozk5NXXVAGgUDeph4JsdTCZT+sxDIpFUT0Yhj6CgoNzcXBwchc1m+/j4zJgxg/x5MDExiYmJwctsNtvExITckcPhvH37duTIkeHh4dOnT6/lJUxNTVksFr6qxOFwpAsBQLFu3Ljh6+s7bNgw8twDIYTTDdWvwL59+5L3/rC2bduSyzY2NjLzMalUqsx4L+nYoT///LNM+QwGw9HRsX51A+Cbjh07tmnTJukcjjt27HB1dZ04cWKd848B0BI06BYhQRA9evSQua5LpVJXrVpVj9ImT568YsWKRYsWTZ48WVNTc9GiRVpaWhUVFXggy4gRI8jbgnl5eeTPQ2VlJb4zuGzZMgqFcvny5VpeYtSoUTgyDUEQEonka3kAAWg4BoMxYsQI6d4VQmjGjBnQrQf/TVQqVSZDtpmZ2fz58z9//txUVQKgUTXoChaNRuPxeCwWS+ZEOTg4mAzaW1eZmZmnTp2qqqo6fPjwggUL4uPjDx48ePv2bQMDgzFjxgQFBXXu3DkhIeHgwYP4+WfPnt20aRO+Mzht2rSLFy9mZGTgMIxPnjx58OCBQCDYv3//iBEjevXqtW7dur1797Zp0+b27dteXl4yP36NJC8vD4cNBF+D4zb9YH766aegoCCcWYWUlJTUrVu3+k0k/PGIRCJoGt9UXl5Ojhxt0fT09AiCkLlYJRaLcQKAsrKyqqoq6SnhALR0Depg4UlJTk5OXbp0IRsGm81uyODxdu3a7d69e/fu3f9j7zzjori6Bn63sbSlFxFBilixoGBXELBiQQXsilhii6LGoCYaYy9o7FgCioqAioCioIBSLCgo3YANkSp9e5vyfphknn0XpO0uzfl/4HfnzszZs8POzLn3noJtOjo6Ojo6Yu0tW7YwmcySkhI/Pz/8Ll2/fr3k6YsWLcLbWB5RyUITPXr0OHXqVH5+/qJFi9omEF3K8UVe1H9OtZdYjhhAKNBUAo2f1qRkqfohXQAqlZqTkxMdHW1tbY374EdGRp46dap9FesgaGhoaGpq1l+plJ12vzt4EIAQoNG8uIvmiG2d315Hw8XF5cKFC2vWrMG/b15eHgzD2Mp1YmIiiUQiDCyCroRMBhaZTN62bZudnV1eXl5eXh7WyePxFLf0pqmp2Zx6Z41AIpH69u0rL32a5Ny5c4rITcxmsxkMhtzFcjgcNTW1Zr5Firjo1hTkIwt96kLVbPRd0gGTSrcBd+/ePXbsmKWlZVpaGtaDouiHDx/wSnk/OJqamljdGPmiuB9bM2+6Qg46PBJKcqH202rWfcThcH6Qeufbtm27ffv2unXrpPqx1PwAgAcPHrS1TgQEikQmA4tEIrm4uNy+fVuqf9OmTbKIJej4XM5DdqbBPw+gBNpTVIhYzIbQ09O7evWqVITUmTNnGgySJegaMEVgxmN452BKM62rHwo6nX7lyhWpxNQ4jx49anX8BwFBx0TWd+O1a9fqd+ILfARdksQy9I+3cMpMqqUG8Rb5LrNmzaqf12fhwoVdw5+GQJKUCvQDC+2uSvrzLTzJmLTJui2cOzsdrq6ukyZN+l7KOj09PRaL1cYqERAoFFkNrPpT8SiKrl69+vr16zJKJuiYVPDB4gT4qj1hXTVBg05+YWFhtra2Q4cObXt9CBQEhAD3eHiMIamCjwzUIR0dTiwBNwyWBKSiouLZs2elpaVDhgwZO3Ysvlcy5wgBQddA1lqECxculOqsqanpGjO9BQUF5ubmWLu0tDQ/P9/GxkYyk9APiBgBC59CXr1Jk4wJ66oJHjx4cO/ePanO5OTkEydOtIs+BAoivBCx1AAhjoRd1TTXrl3buHEjXtZp6tSpt27d6vIuaCiKYu5lxsbGNjY27a0OQdshay3CxMREY2Nji/+g0Wh8Ph93WuykFBUVhYSE4CWr3759+/Dhw2HDhrm5uZWUlLSvbu0IjILFCbAajbR7KPEuaZqPHz+mpKTglQdZLNbTp0/79++vq6vbvooRyJezuciG/sSaYNPExMQkJSU9f/6cx+OJRKLCwkJHR8dffvmlvfVSOH/++aeOjs706dOTk5MTExPbWx2CtkPWJcJFixZJjci/fv3a6lqEHQQTE5P58+f7+flhm2QyWUdHR0NDQ1lZubi42NjYuH3VaxcQFHgmwiwRGjGRSiFmr5qBjo7O4cOHp06divfAMHz+/Pl+/fq1o1YE8iW3Fv3IArN6EgZW02RkZPz999/4pqmp6S+//LJ3796uHUcJQVBYWNiePXsAAK6urqtWrbK3t29vpQjaCFmfC/XXO0xNTdlstoxiOxRDhgyZNGlSRETEsGHDRowY0d7qtDVFXHTPW9jqFlQlQO86U+nE7FXzWLJkiaR1BQCgUCgeHh5xcXHtpRKB3DmVi6ztR6YR9lUzaNCKGjhwYEVFRdsr02bgCYwAABoaGnjBN4IfAflH2CMIIkui0bakoKCgpqZGqtPa2ppOp0t1KikpDRgw4M6dO+Xl5T9UqZNKARhzD55tRrrjTLHRJWauZKW4uFgRCczaGBiG6+rq8LXOz58/C4XCH3Bm7gMTDStA3rlJx4oSNEhZWZlAIFBWVpbsfPbs2bRp09pLpTaguroaDxxWV1dnsVgikeh7oZQYOTk5wcHB/v7+AADOyhAKJNw6ddDM/vq9NVB5mfJ8Pp9Go1Gp8jcAuFyu3GViYhWRPVggEFCpVOw60On0+nHfMiKrk/vIkSMle2AYLi0txevYdHAaTPlYv35OWlqaoaGhlZVVz549L1y4gE32/gggKFiSAC21Iu23JaatWkxQUNDVq1cleyAIKi8vT01NbR+F5MSzZ8/Cw8PNzc03bNgAALh06dKIESMqKysPHjz4Q8UOs8Vgdhx8yI5i+GMl0G098+fPnz59uqenp7m5OYVCKS8vv3Xrlp2dXf0BbVdCSUlJKBRibaFQSCaTm0w1PGDAgJUrV+7btw8AUFjDS+VqPqtV8UxBCzloT3WSvjLQpZP4MMoRAx06abAuGKZHGteNrNuSq0ihUBRkYIHvTFXKCIqiihBL/Q+5S/5XvkwnU6lMJnPFihU6OjpYj5qa2tChQ1s9ln3x4kVxcTEEQffv3//rr7+k5ooiIyPLy8sNDQ2/fv26cePGJqVlZmampqZevHgRf6VxOJwjR46MHDny/fv3U6ZM6devn6mpaYPnwjAMQRDWDgkJmTNnjomJSVVV1ZgxY1r31TojBzMQAQz2EC7traK2thaG4fHjx+OpTLS1tWfPnt3Z3U3Gjh1bWlqKL+vw+XwGg2FlZbVixYr2VQwAADOrERIF0BT+wkZQsOgp7GBEWt2XWB1sLgMHDjxw4MDKlStzcnIAAEpKSr/88kuXz0rdvXt33GeGzWYbGBg0aWCRSCRlZWUszwuVSh3CUF8FAABACINPbLRKAKoFqCqVrEYFFQI0sxq9nId4JsJm6qTuakCDRjJSBb00SH21SHb6JA1idrVdkdVw27BhgxzvkPXr11++fNnW1vb58+fHjh07fvw4vovD4Zw7d+7x48cAgDNnzoSFhc2dO7dxafr6+nPnzt29ezfe4+vrO378+IkTJ06ePHnKlCnf84aprq6OioqaMGFCWFiYq6vrzp07ExMTIyIiBg0atGTJEnl80Y4OhIA9b+HrH9GUmVQq8QZpFZaWlr6+vl0+5dWmTZuqq6svXLigiPQTqFjEz3qmMmS8MD9dub9d/QNgZjVFQwfm1AEEoWjqcp7dF+S90Vh3VO6a4AhgcLsAOf8OMYTrjllzASCyN7WAESNGZGdnf/nypaysrF+/fj9C1puePXvq6emJxWIajVZSUjJ58uRWi6JTQP9/KwTgi2WkOWYAAAAhIL0arRQAlggt4YGcWvTWZ+RtNWrBIA3XJ9npkyYZk8wYhI9HWyOrgSXf8Yefn1///v0BABUVFVKhFgkJCYaGhljb3Nw8ODgYM7D8/PzmzZuHT6GFhoba2tpaWloCALp37y4QCCSFRERELF++HABApVKrq6s/f/5sYWFRXw1dXV08RwMAQEdHZ/bs2c3/FkwmU09PD9+cPXt2YGBg809vDhwOR74CMbhcLoIg5QKS50slNQr61AlSh1HZIxaw8nD4jGB9ULGIRGteadz/j+R16Gi+TVIe7p2OgoICFEUle+h0eoMhtCKRyMTEJDs7u8kxTzPhZ7/kZyTrLNrKeXZf/PW9ysAxdXf9tOnKdMv/V+QUqiqtOLnFcMtpwT+p7Phbhj4XNF081SYtEgkFzIhL9L7DlPsOQyExidrcUby47AvMqlHuM1T4Pl3wIVPTxVOQ/5aipknrYSlCwO5M6utaiFP61YOSv2Pi5PGZEdzIzyprDnBfPET4HIbzPLl8dwAALz1RyaQ3Vc9IXgI7CA8ePPD39w8NDTUzMzMzM2tvddqOgwcPnjx5csaMGdeuXdu7d68iPoJKBnb6UrYXECMgoxpNq0JTKtDf0uAJRmRva/JIAxKZMLTaClkNrKdPn06YMAFrp6WlvXr1CobhefPm4cZQixg5cmRpaent27eNjY1/+uknyV0FBQX42gqDwfjy5QvWXrp06c6dO3fv3q2rq3vnzh0IgjDrqkEKCgrU1NSwtrq6+pcvXxo0sGREU1MzPz9fV1e3mXVnER4b+vZVyXwACkMkMgVIuPKhMMTPeq7SfzgKiQGFSlZW5TyPEuS+Ul/w6//sCRSFOXUUdS2oppyqK9NDmUQiiahqc2LhhT0EO+xUAUJBOHUULX1ZZIKm6u/y3jxlx98y/NWP+zJaybQ3zfi7/74G6Wh2FQ72YzMwMMA2jx07pqSkZG1t7eTk1L6KNZMvX77AMCzZo6WlVd/Awp4A7u7u27dvX7BgQZ8+fZopX5AQhqqpMybMBf9Z2KLCPOHnXPVxM0lKdNVhEwCZgu0FABh4nyDRVVGREKAIia4i+pJHoitTtPX11xyg6BiojXFRG+Pyr1wSiUSmULv1BAgCAKg8/QtFS0/XaxdcU0HW1CFRGnvisZ/cUTK2AH2GQjUVNH1jAADCZXGehumtORD2/P23r8ghpz79UpOU1dQZPcmg50rsLHrvIbz0JICiiJBHVlaTkik1eOClxsNcJsNhDkAQqKqUatADKsxjFmQzJswlqzJEhfm07mYAgpj3Lut6/Tv1jgr5dWHn6X2Gqg7790kLs2vhmm9KPftWXf6DbjmQ4ejWzGveviQlJRkYGEg5udbU1ODD466Kk5OTg4PDly9fTpw40Za13mlkYKdPstMnre0HOGKKfz6y+hlcKUAnGZMN6WQyGR2mj8yzIFYoFIisFzc6Ohpv29rarl+/fsOGDbJM2FAoFCsrq9LS0k+fPkn28/l8/M6k0Wj41IWamtq+fft279594cIFoVC4aNGiRoTz+Xz89y0pRHEgzCoUEotLPlee3yF8n4EIuOX7l7NibgAAvh1bV+2/FwDAfHCV8ywKAMB6cLXsz6UoDEGVJZzEcFTI52c956U9QSExPyO5fL8XKuTTzfppTlsGAGDH3+IkRgAAaoKOMSMuIVxW5elf+BnJDaoBVZWKy74AAPiZydins+NCawIPAQQGAKBiEQBA+D6DFXR06cOqNbTMZXeXiL78A337+s33Z0H+WxQSi76+xw4GKIrCEAAAqizBZHJfPKwO2AcAQDhMcWlBwxcCRYWfsuG6KhSGKk9vZUZdQbis2pCTUFUZ1aCH3qo/AQAkJTp2HZqD8EMGVFXWzIPbhTdv3nz+/Bnf3LZt26ZNm0QiUVpaWusEXr9+/erVqxs3brx48WL9vcePH4+MjPT393/x4kWTolAUffbs2d69eyUjNrKzs319fR88eHDy5EkEQSZMmOD8/7G1tcWORBAES6CKouiOHTsEAgGCIBAENVgd6HsoWY/CxhK1wScqjm8AACBcFirkAxRV7jNUakGQrK4FELhs7zJ2QjgAgJcax0uLJyur0Xo0ZI6TSGojJ2MSDLac0ln8KwCAGX2t6tx2yaP4mcnsuFAAACvmxrfDq1GxSGfRL+oOcwAAaiMnqw6fCABQHeqgt+aAAAYpb/L3fPMfbwj0Z3hKGTRUfWONSQsAiVR9eU/dXT/sG9UEHgIAMB9cLT/gBRCE/TSs5uZxFBJTDYxRsRCgaF3kpZrrR1AYItHoFHVNEpUmyEuruemLcFmqdk66Xrvh2oqqC7/x0hMBAEo9+yoPGM55dr/6yn6AotX+f4oK3gEAtOdtUjLpBVBU+Dmn+Ve+vRg5cuSGDRukLAwFzeh0NCgUiqWlZVtaV1Ko08Ama3LOXOrrWVSn7iQtGtBWIu19i3glwbzvLi0QyAwqG9u2bZPq+fTp05o1a1onDUEQrHH8+PHRo0dL7rp8+fKyZcuwdnR0tL29veTeS5cuubi4VFdXSwnk8/lGRkb4JuYgj7VtbW2TkpJap2fj6OrqVlVVoSjKyXlVvNND+DUfgcSC9xkwn4OiKMSsRmEIRVEUQRCRUOpcmMtGUZSf+6ou8jLM50ruQoQCvM1isQQfMjmvHqMoKq4qRWEYRVFEyEdEQnH51xKf2bz0JEQkrA48xIq/jaJo1d976u4HoCjKy3rBSYnBpPHeJqIIUht2vnTXAhSGRCWfd11LWvpEhCAIAon//VBIjCKI+FtR+bH1vLeJiJBfsn0uJqr62uHauxdQFBV8yhEW/IOiKDvh7reTm2E+h/s2oWTHXFHJZ3FVaU3oKe77TG5lWaXfTu6bpyiKCgv+QWEYhWF2YoQgP13qCoi/FYm/FTV+hcWVpeWHfxKVFbJYrOb+V9qc27dvv3z5UqozODg4KiqqFdIiIyMTEhJQFIUgqHfv3vHx8ZJ77927d+TIEaw9ffp0LpfbgAgJYBhOT0+/fPny5s2b8c4JEyaIRCIURbEQk++d+/r164MHD+7Zsyc5ORnbjIyM9PPze/jwYZPfIjY21tnZGWuz2WysgQgF6H83vuyIxWIej9fIAZV+O2uCfFEU5TyL4mUkoSgK8zkQU/rRIcnJbNj1MdTkjw0RCaG6KhRFYQ5TVPwJk4zdSjC7lvvmaYNfE78O9aXx/0lDBP/7Lggk5jx/UF8IIuSXH1vHTozAe6Dqb2VH19Zlvmhc4TYmOjraw8PDzc3tjz/+OHz48OHDh/ft2zd48OD21qvD4evru3XrVqytoEccj8cTi8UcMbrkKWR1S/zrK+jhV0QMy0Hy937PMqKg68Dn88VisSIkY5DQ/+9m0RyEQuEff/yRnZ396NEjqUUEAACdTr9z5w5W17NFZGdn29vbFxcXq6qqXr169bfffpOsS/Pq1asjR47cvXsXAHD79u3k5OTTp09ju27fvi0Wi2fNmvXbb7/t2rVLshSJQCCwsLAoLS3FNidNmnTixAlra2sAwIABA5KSkhRRt0RPT69FS4StgM1mN7I0hgi4JAqNRKUJ3r2mmfSmaDQ2r4DCELZucikPufAOejmLRpdHpnaEyyKrMhAhn5+RTLUYiDC0m3kdBHlvam4cM/rjGvStiJ/1TN1+NioScNPiVYdOINHolSe91e1d1e3/dYlr/Dq0C1gWg6SkpKKiIiqVKhmCXldXZ2BgkJ6eLpUKqDmcO3cuISHh9u3bAAAPD48hQ4bs3LkT3+vp6enm5obddEuWLJk/f76Li4tAILhy5cratWuxYxAEOXv2rGT4bWBgYGZmJuac/vHjx8WLF2NZEPPy8pYvX/7y5ctWXoLvc/XqVS8vL/yZQyKRAgMDXV1d5fgRTd50SO03spomUGruv4APgaHRyrfGCc2pbEVEgHK5XNxvQSZQFK4s4VzwUXVdQ+09VPT1A2LSB7sONBqtFT85ubNw4cL3799LemWIxeKcnJwPHz60o1YdkOPHj5eVlfn6+gKFPeIk82C9rEBjS9CHRQiNDIInUHqoyfT8V1BefgVdB8k8WIqgNXLpdPrhw4cBAPHx8UeOHDl06ND/xFGpVlZWeF61FmFkZLRw4ULs3KSkJCzq++nTp6dOnYqIiBg+fLhAIODz+SoqKklJSV5eXthZISEhMAxjK4P79u3bsWPHvn378KWKkpISDodTV1eHhausWrUqMTHR2tq6sLBw8ODBXbUqHO4Iojyg6bzzmHX1kYXufgM/nCBWIssnrpespgEAICurqo2cDEEQ0uz638p9h3XfHwIAQGExSUkZUCiATAFiESrkU3W76W/0ld0nTKGMHTt27NixLBbL1dXV2dnZysoK32VqajpkyJDWZf1Zv379+vXrAQAoimZmZq5evVpy76dPnySdC7GlSWVl5QEDBvz111/YNNWePXs8PDy+J19SAoPBkFzclCM9evRwcnKKjY0FCnsQNz2qafZj+gMTDf6M3ilAxhuRRpuos9moIh7xJBJJbtdBQ0Pz4B0ShQLIFEhbT0Gju1ajq6v78OFD3CsR4+eff24vfQgwRhmQRhmQdtmQj2QiwyOhS2Op000JN3j5IJPh5uTkxOFwhg0bJtXfOr9FPT29zZs3X716FYIgR0dHzGaysbHZunUrAIBEIgUEBERFRVEoFHd3d7wm+ahRo3r2/DdSmsFgHD58WCQSYZuJiYn5+fmnT5/G0tnZ2Ni4u7s/ePDg0aNHZWVlklWxfmS+8UFKBbL7DbLfltJbo8XTmYpDqWdfpZ59AQBAWU1j2r9BnR3cusLR0NA4evQonU4fOHBg00e3hPPnz0+ZMsXZ2Vmyk8vl4oMwJSUlPO/O+PHjhULhiRMnKisrlyxZgoXoNsj3JPyw1AjB+ChoYS/y2dGUMYad5n3TumjctuHo0aP1Db6jRxWYU4Og+ZAA2D6YPNaQtCIZ/juf9NdIsjmR1kFmZJ0ZmzVrVv3Offv2tS6Zu6WlpVQMoJaW1rhx47B2t27d3N3dpU7BrSsMybGgvb19/bKaLi4ugOA/tqfCl/KQkQYkr97klX3Iinf6/4HAXcIluXjxor29fd++fVsn882bN9++fTt58qRUv7a2Nl6hgsPhSIbyOTk53bhxo3v37o1YV5gEPOaDzWb/CAmKGmdHKuxhQT4+gsiyKzdqamrwKNTq6uqwsDAymTx79uwONc32gzO2Gyl7LvVENmIXAU3uQV7fnzy684wuOiCyGlh5eXmHDx8uKyvDoooAAFwud9CgQTIrRqBwbn5Cbn1G37vT9NrfPaNrcuvWrfj4eCaTid8dGRkZEydObJ20T58+ZWdnY1FXT548cXR0xHf179+fxWJhbRaLNWDAAKyNIMj27du3bdtWU1ODrRV+T3jfvn0lDazGrbEuT2olGvUVzXVTlGfGj8mZM2cOHjyIBYPr6uquXr2ay+WeOHHCx8en8dp8BG2JEhlsH0xe048c+B5ZngQzaMDbmuxhQVYi8jm0HDlkch8+fLhkbRyhUCjpnE7QMcmsQTenwHFTqYR1pSASEhKOHTs2btw4yeQFX758aUVYCQCgoqJi3bp1NjY227dvZ7FY2BLh77//3q9fv0WLFnl6et68edPDw0MkEjGZzNGjRwMAEATZsWOHp6cnZi2JxeKTJ096e3vjMplMZl1dHdY2MjLq1atXVVWVnp7es2fPsHy8PyY8CKx5Dh8bQdYiXvoKRk1NTVNTs6KiokePHu2tC8H/Q0sJbLImb7QmRxehJ3Pg39OQ3UPJS3uRicIeLULWYs/z5s1btWqVVL8iimYQyJG4EnRZInx2NGWgDjH9qyjy8vJevnwpFZ9y8+bN1kn78OEDPmWlra2NmVDTpk3T19cHAAwbNqyqqio6OrqkpOTSpUtYTXixWPzTTz/hQVtOTk6SaUIvX74Mw/CQIUPOnDmzbNkyDQ2Nv//++8GDB5qamtra2gsXLmydnp2dqK/ozy/hicakhZbEm0Q+3LhxIyEhobCw8OPHj2lpaSSJRMo1NTXKysrNKSxL0C6QAJhmQppmQn1Vgf6WBh/LQoInUIboEm+N5iJrsWfco1ySGTNmyCKWQHEgKNj1Br72Ab0xyY28VAAAIABJREFUgTLBiLhPFIiWlhaHw5FyZpo8eXLrYmzHjBlTv9A4ZmbhkqX20ul0qUIFkr5f9cdF2traixcvboVuXQMYBeuew4llqP84imN34taQG4sXL168ePHTp0/nzJnj7OwsaWBZWFhMmTKlHXUjaCYjDEhx06ihn5FJ0dDxkZQlvYjhR7OQdYnQ2to6NDR01qxZeJ4VCIJOnjx57tw5mXVrN2pqap4/f/7s2bMjR44AALhcbmxsLJlMzsnJ8fHxacdsvLJzIgd5Uoq+nU3VJ1YGFczs2bPPnDmzdOlSybj0oKCgyZMnN7+eDEHbIELAkgS4ko+mulIZ8klUQvD/mDBhwo4dO3755RepUjkEnYh5FmRrbdLcOPhuAbpnGHkwsQDSFDL91iEI2rp16/bt29XU1HT+Q0tLC3fp7aQoKSk5OTlhSRcBAA8ePHj37t3MmTPT0tKeP3/evrrJwtsq9FgWHOJIIayrNuDOnTvR0dFmZmY9e/a0/I/ffvuN8OftaKAAzI2DUBTETCWsKwXy66+/1reuDhw40C7KELSOAdqkjDnUCd1JLo/guXFwdk0HyuzTAZF1iZDL5Z4+fVoyzpbFYj169EhmxdoTqbx/7u7uWPbCmpoaLAt8Z4QHgUUJ8MmRlJ7qxLCjLairq+vWrZtUSoWoqKj6xQ8I2hf/fKSCD17MpMijhAFBYyQlJaWkpHC5XKFQiPXEx8f/9ttv7asVQYtQpoCNA8ir+pAv5CGTY6CxhuSlVuSJxiR6J17aURSyLhHu2LGjvsdVF3uFkEikurq6oKAgNze3Tlr4HULA4gR4lAFpAeG621b069dv1KhRQ4cOlezs0aMHMYPVoSjjgd/T4LhpVMK6UjRXr149cOBAv379cH8SsViMx7ESdC5UqGCzNXl1X/KV94hvNrwkAV1qRd45hCKPqk9dB1kNrKVLl2L1pJSVlfv16/f+/XszM7P66UA7Jliqd6nOhQsX1q9coa+v7+3tvWLFitDQ0Hnz5rWVgvIBRoFnEsyD0OAJRF6ftgML+hMIBJ8+fcKcrmpqaqZNm9beehH8DxSAtc/hNf3I1tqEeaVwKioq8vLypHxYiRDCTo0aFWzoT97Qn1zOB8ey4AF3xJ4WlJ22QKc19cC6ILK+cVNSUpYtW1ZTU+Ph4XHu3DkVFZV9+/Zt2bJFMvdP8+Hz+eHh4ZWVlcOHDx81apTUXjabHRMTQ6PRBg4cKJXw/XsIhcLg4GBPT0+859mzZywWC4ZhFxeXBlO912fr1q1jxoyZM2eOkZFRbm5uS75Q+1PGA94pcK0QvTeJSkzhtjHHjh3bt2+fSCTKzMy0srIKDw83NDSUb21jgtaRW4ueyUXuf0UtNcDOIcTAoy3Q1tauHyGEBRIRdHa6qYDjIyibrcm7X8N9bovX9ycv7kXupfGjj1tkfbIcPXr01q1bgwcPvn79OgDAxMRk165dZ8+e3bJlS0tFoSh68eLFtWvXAgBcXFyWLVu2ZMkSyQNWrlzp5+eno6OzefNmb29vqSI59Xn48GFBQcGBAwdwAysuLu7Nmzc+Pj55eXm///77wYMHGzyxvLw8KiqqoKAgODjY3d19ypQpJBLpy5cvWVlZZ8+eben3ai+EMPg9Db7yHlnem3xlPFWZsK7alsjIyNLS0szMzMrKShRFyWTyTz/9FBQU9PXrV1NT0/bW7ocmqRx1j4c2W1MSpxPvgLZj1KhRN2/elEqx5uPjc/r06fZSSaFgpRGw9RCsRrumpqa5uXmLhKAoWlBQ0LrsxI0gEAhoNJoiIuK36POW6qpczkfGJKFqVNLS3qTFlmSyzDcZl8vFq9F/D3Nzc8kkIB0BmQys8vJyLy+vwYMHS3YqKSm17kt+/fr19OnTK1euVFdXX7FixalTpyQNrOzsbBiGMReosWPHXrx4ETOP/vnnH8k88jU1NRAEYYHx06ZNEwgEklEqZ8+ePXz4MACgb9++jx49+u233xr8n3Xr1m3lypUrV67ENidOnFhdXV1cXHzr1i3ce6AR+Hy+t7c3nU5HEARBkOHDh3t5ebXigjQCdns0fsxPL8lVQpA6HTFSgQEkFkDNEkuhUOT+G8VCBBTx05e8Ds3517Ql3759wypyVlZW4p0ODg7Pnz8nDKx2JOoruiIZCp5AJZJdtTFv3rx59OjR/v37+/Tpg922MAxnZ2e3t14KISoq6urVq97e3mPHjgUA7NmzZ/369SEhIXw+38fHp/lynjx5smjRom7duilMUzmDoij2qFcHAEbBRRhcBECZAmS0sXCx3+Pbt283b96cOXOmTB8jb2QysJSUlD58+CDVyeFwioqKWiGtR48ehw8fxux9DocjlY/x9evXmpqaWFtDQ+P169dY+/3790lJST/99BMAoLq6+o8//sBMqAaRFEKj0bKysuovRDaIrq6urq5uM78IhUIZPHiwmpoagiAwDJubm8t9oEChUBqXeT4PpNeApGlAjdqCj8bEyt0SQlEUQRBFjJaavA7tCJPJ5PP5UoVsX716ZWho2F4qEfxTh3olQQ+nUG31COuqrYmLi0MQRPIViKLo58+f21ElxTF9+vSXL1/imyKRSFNT087O7tChQy2SIxQKnZ2dIyMj5a1gV8PDwwMPTe04yGRg6ejopKamHjp0aMaMGUKhsLy8PDMzc9++fUePHm2FNAqF4uHhAQCAIMjf319q/a6mpgY3udTV1aurq7H2rFmzoqOjL1265O7uvnfv3kOHDtV3Uceprq7GX3hqamq4EPmipKS0fPlyXV1dbOZGEbXiaTRaIzNYD4vQQ1nQi5lULZWWvUUwsXI3sDCBTU65tYLGr0P74uDgMGfOnAMHDojFYgAAk8kMDw+/du3a48eP21u1HxQIAcsS4QO2FMK6ahesrKw2btwoVdugkcd1V+LQoUNfvnyJiIjAirUT/CDI6oN1/vz5FStW7Ny5E9tUUVH566+/JCt4tIKjR496e3vjldcw6HS6QCDA2gKBQDLWferUqVevXnV3dw8PD2cwGI1IVlZWxo1cgUBAp3e1UIciLvrLKyS1Er3jRLVgEG+R9sTOzm7evHkODg5cLldJSUkgEPTq1evhw4dS1QkJ2ow9b2FdOljZl8hU0j7s3r0ba0AQhN8Fu3btaj+NZEUkEtVf4jQ0NPxe7WojI6Ps7OwhQ4YoXjWCDoGsz3otLa2wsLCsrKzMzEwqlerk5CRZGKQVREZGDh8+3NnZubi4WPJnamxs/OLFC6zNZrMly9ZWVVWlpaV5eXkFBwevXr26EeHdu3dnsVjYGg2Hw+nevbssqnY0cmtRp4fQuv6Uq+MpKsRLvAPg6ek5efLk2NjYoqKiXr16SVaU6uyIxWJ87hCCIARBOmx+r/dMNOgjklqFZlSj6bNpxLCjLfn48ePnz58LCwvr6uo2bdqE/Ujevn2bkJBQXFwMw/CgQYMwB4/OCAzDtbW1Up315+TEYvHz588dHBxWrFjRrVu3hQsXdljHBgL5Ip/38KBBgwYNGoRvXrx4sXX3TEJCAo/HGzhwYH5+fnR0tLe3d0VFxevXr6dPn+7k5OTn54cdVlRUNHXqVKxdW1u7b9++Q4cOMRgMbK1Q0sZCUVQy/mL69OnFxcVWVlaYS1D//v1b8207JMVc1OURfHQ4ZakVMUDvQBgZGS1duhTffPLkSe/evb83wO0UPHv27PHjx4aGhuvXrwcAREdHUyiUgoKC8vLyP/74o721k4YtBlNj4NlmpDV9yaMMyUSRqDZmypQp1tbWhw4dkgxFGj58+PDhw1EUPXfu3ObNm+VoYHG53OfPn4eFhTk4OCxYsEBqL4/H8/X1HTp06IcPH1xdXZsM6GtQ2v379ysqKjQ1NVkslpeXl7Oz8/dOh2EYqxpXUlJy6tQpBweHuro6IyMjwrr6cZDVwEJRNCEhoaysDAtJBQAIBIJ//vmnFaKqq6u9vb3ZbDa2ib2WPnz4cOvWrenTp2tpaS1YsODmzZs9e/b8+PEj7uZ19+7d/fv3YyuDU6dOjYqK+vTpE5YlKzEx8fHjx8bGxocPH548ebKNjY2Pj8+RI0c0NDTi4+OPHj3a0UI6W021EEyKhjdbkwnrqkPB4/FSU1P5fD7+qw4PD+/sThhjx44tLS2tqKjANuPj41esWOHg4NCzZ88OaGB5v4SdjUm+I4hXWvugr69/+/btBh0lSSTShg0bgoOD5fuJZmZmqqqqDfo7+/r6jhw5ctKkSUKh0NXVNTo6uqXSmEzmxYsXo6KiAAAHDx6Mj493cnJq8MTHjx+TyeRXr17p6OhYW1tv3Ljx/v37eXl5ERERMnw5gk6GrAbW8uXLHz9+LLnWxmazJ0yY0ApRurq6GRkZUp1jxowZM2YM1l6xYgUEQdXV1Vj0O94pefz06dPxNpZHVDJNg56e3rFjxyorKzdt2tRlHLB4EJj+CJrVk7TJmrCuOhDFxcXDhw+HIAj3C0QQpKSkpItVt/X19QUABAUFbdu2rb11kSayEEkoQzPmEOvl7QaekeHFixcPHz6EIAgAoKqq6u3traGhAQCQr0OSmppa7969vzdyvnv37vLlywEAdDq9uLi4qKjIxMTk8+fPmZmZs2fPxo5hs9mhoaFYjp760mJjY3HvlF69et2+fft7BtakSZMmTZqEb2LvxPpl5RokOzs7MDDw+PHj2GZzsmEToCgqEAjwiZ5mIhAIqFQq5hFIp9PlHjIl06MHQZDu3buXlpZK9W/YsEEWsY1ApVJlj3LX19eXizIdARgFi57CvTRIB+2IMXrH4v79+zExMZJL5wCAv/76SyQStZdKCiIjI6OqqqqjpZ/4wETXPIPDnKmMDhpm+kOAP2xHjx49ePDg6dOnz5kz5+eff8YPaMsowk+fPuEfp66uXlBQYGJiYmFhkZSUFBISMn/+fC6Xu2vXrkb87qUkKCjHxMCBA7du3YoNXUJDQ2/evKmIT2kOXC4XhmHMFO7gkEgkZWXllv6cqP+hIK1kldurV6/6nZ19EaRTgKDgQRFyJBPRpoMr46ldZLGzC0Gn0wcOHCjVOW/ePDwTWwcnICAAm2/AMTQ0nDVrltRhRUVFQ4YMGTJkiJmZ2bhx4zpIDtUqAXB5DO8eShltSNwZ7Ynk9I+ampqjo6NUKsi29NPg8/m4/xOdTscX7j09Pf39/a9du/b69eu9e/di6ayblKCkpNTS+RIFERUV5e/vn5aWlpGRoaurKxQKjx8/HhYW9tNPPzUY9SUUCikUSpNWxZcvXzZu3Ghtbf29kicETSKTgUUmkxEEKS8vl8oz6+vrS/xLFAoPJtlHQFQy2GxNdjcnU4m1wY6Hs7NzcHCwVGGQlJQUGxublpbLwKiuro6Nja2pqVm3bl39vbdv36ZSqXV1dfb29hYWFq2QVl5eHhYWZmJiwuFwFi5c2JzyAyiKOjg45ObmKisrSwWUtCM8CEx7Ai20JK3tR9wY7YzUfK2ysrJUIG1LJ3TT09MbzCTHYDAavC8k0dLS4nK52HwMi8WSzMjl7u4+d+7cBQsWNGJdAQC0tbXxwgxsNlsqp1d7MX36dBaL1bNnz3Xr1oWGhtLp9J07d5qami5evLjB458+fdqvX78ma82ZmZmtXLkyJSVFASr/KMg6gzV37lw3Nzd9ff2ePXtiY5G6uroO8pztwuzOpA7UIQXaE8uCHRdTU1MqlTpz5sxhw4bhL5WHDx8GBAS0QhoEQY8fP/78+XOD2XGfP3+enp5+8OBBGIbd3Nxu3brVuDMBJq2goKCqqgrvXLVqVVBQkIaGxo0bN+rXjMPJzMzMzc3l8XivX78ePnz4xYsXHz16VFxc7OPj0+Qju204mE22YJD+GErcHe1PYmLi3Llz8Vmf/Pz85ORk/HZAUfT169cnTpxovkAbGxsbG5vWKTNgwAAmk2lkZAQA4PF4ffv2xfqxlcGQkJD79++HhobOmzevEQlpaWlYm81mDxgwoHWaKILDhw/b2tri+pPJ3x1dXLt2raUJ5WUERVEYhn/AFICyfuEFCxZQqVQEQQoKCrAeoVCI/YI7OxkZGbgD5j///PPly5eBAwd2hAD7+FL0QQkley7x/ujQZGVlbdy4sW/fvs+ePcM7P3782MiDrxGoVOqCBQuuXr3aoIEVFBQ0ZcoUAACFQlFVVcWS7vD5/CdPnri4uOCHhYWFzZ07F5cWGBiIG1hYYCA2uB86dOjGjRu/Z2ANHjxYsvxoI2Hq9SktLX316tXQoUMBADAMUyiU3377bfLkyc2X0CS5tcjVj/RXUwVcjpyHeVwuVxHrWVwuV+4ywX8FQGEYBgDQaLT2iulhs9kpKSmSs1a5ubl4WywWK6KcRk1NTU1NDb45d+7cbdu2jRw50svL68WLF3379i0uLh40aBBW/YzNZm/fvn3fvn06Ojqenp4BAQHh4eG4z7uUNAcHB19fXyxR6suXL9euXSt35RvkGx9woYZ/z6ZqJGwFQ1lZOTAwcOrUqWPGjJF8T718+TI5OblXr14pKSkHDhyIiIhISEi4efNm9+7dly1bJiUtMjLyw4cP5ubmhYWF3t7eAAAejxceHg5BUFZW1r59+wAAsbGxPB5PIBDk5ub++eefJBLpzz//TEhI8PHxgWH44cOH+/fv19bWZrPZR44csbOze/78+ahRozIyMv7888+TJ08aGRlhdVnqf3rXQyYDC4KgiRMnbt26Vap/06ZNsohtd75+/ZqSknL27NmkpCQAwIsXL/Lz8xcvXjxlypS///67des78qJaCFYkweeGi7XphO9uhyYpKSk3N1eqhOW5c+cUUTArNzfXzc0Na6urq797987BwUFFRaWqqio4OBhL4XPmzBksfUmDvHv3Di9FxWAw3r17J3clAQBGRkb9+/c/d+4cAIDH4zEYjD59+si3ltSORPHuwUgv/QaKuMsIiqIK8shWhFjF1elqEba2tiEhIY0c8L1lrNbBYrGCgoKwUiKXL19etWoVAGDlypW9e/cGACxdujQsLOzRo0eFhYX+/v7YKQKBADMIsE0vL6/3799/TxqVSj1//vzdu3fJZLK7u7tUCIviWJUM59Y2YGCRSSDQ/n+OhsOGDVu1atXatWvv37+Pf4VVq1alp6fTaLSSkpLg4OClS5eeP39+4cKF9eeb8/Ly/vrrr4SEBADA0KFDMSeBnJyckydPAgD27Nmzc+dOFRWVS5cu/fTTT7NmzVq+fHlycvL48eN37959+vTpAQMGmJiYpKWl3b9/f+nSpadPn9bR0Zk1a1ZOTk5ZWdmff/55//793NxczG6bNGnSzJkz8cveVZHJwKJSqQ2Wpmmk3HKnwNTU1NTUFHsNAAB0dXWNjY1pNJqSklJdXV07KpZTi86OhT17kxwN4XZUg6A5MBiM+tE3q1atUkSaQTabjSdSV1FRwX+ly5YtCwwMDA4OrqqqsrS0nDZt2vcksFgsfJJDUoJ8IZFIDAZj2LBhAAAOhyMvw4IjBkPCIW0l0EONxBSBFVaIXMQSyE4jPzkMbOZVXmhoaNSfVcKzUpNIJHwcglM/qByzxr4nzcLCojk+jvLl3qTmPjT27NkzatSogIAAbNYwNTWVRCIlJiYCAOh0euMebw8ePMAnp9++fYs18IVUBoPB4XBUVFRCQ0MfPHgQGRnJZrOxCUgSiaSmpmZiYoIdhkUPaGhoYFEyTCYTm5WIioqi0+lxcXEAAGtr66qqqi5vYMnqBKqlpZWamirV6ePjI6PYDkWfPn2GDBny999/Ozk5tXr5X3YeFKFOD6E9Q8l7COeSzsCMGTP8/PywNRocf39/fHwsRzQ0NHg8HtbmcrmSw55ly5ZFRUWVl5c3/qrT0NDA16o4HE7jNT07Gn7/IEN1SWdGUyYakwLHkyhE4GCHQbKMQYPIdwaLgEaj+fv7b9++vaysDACgrq6uqqrq7Ozs7Oy8evVqLL8XRmFh4bdv3yTPpdPpfD5fSqDkgBBFUQRBZsyYoaKiMmvWLCxkGBuMSR6G5a+fMGECi8W6d++eubk5Nomurq5uZmaGKXPixAkrKyu5f/2OhkwzWDAMx8fHp6amQhCEZ8HBat3IQzeFk5aWhruO4bi4uOBrJTgGBgZubm4rV64sLCxsF0/e1Ep0eSIUNZk6XJ94e3QO0tPTc3JyBg4c2LdvX9y7MysrS74uRxgWFhYsFgtrs9lsyaXAM2fOLFy4sKqqCsv08z0JlpaWeNQ6m81u+zF6qxHA4FQuEj2ZMlCHNNKABEGIWNzeOhEQtC2VlZV4Ce3Bgwd7e3tjrzZbW1slJaWvX7+amppyOJykpKRp06bp6elVVlbyeDwpJ303N7crV67w+XwVFZW0tDRtbW0YhvFcLRAEoShaXl6enZ2NeV6WlpaiKPrkyRNXV1d8bgx3Zv/48aOlpaWVldWQIUNQFCWRSCtWrNiyZcuWLVvIZHJiYmKfPn2k8g90PWQysCgUyv3791evXi250s9isSRDk1qBSCT6XuFYkUgkEolatLJQXxqTyVRXV6dQKObm5vWDcuuX433y5ImJiYmVlVXfvn3//vtvzNGvLSnloW7x8OVxFMK66kTk5ORkZ2ePGzdOslNGnxihUCjpwnXx4kUzM7PJkycvWLDg5cuXAAAURb99++bg4IAdcObMGQsLC8zPPTAwUMrGkpRmbm6up6eHPVuzs7M9PDxk0bMtufgPMkKfNFCHuDUIflDu3LmTn5//559//vzzzwYGBgCAX3/99dGjR+C/d/SVK1fMzMyoVCo2jb1r166oqChra2spD9Fu3brduHHj7NmzvXv31tTUNDQ0TE1NpdFoz549Ky0ttbOz8/f337Jly65duwICAvT19X18fCIiIhYsWHD69GkXF5dLly6NHDny27dvJBLp3bt33bp1O3/+fHJyskgkev/+/YULFwYOHLh///7z58+bm5vr6up2eesKyB5FuHLlyj179kh14jn+W0pSUlJWVtb58+cb9LG9ceMGBEHGxsapqak7duxoMqKnvrSamppDhw65urq+fv163Lhxtra2Ur8wHLFYjJvkcXFxWOxVSUmJZExW28CDwLQYeNMA8qyeRFKfzoSRkdH+/fulKmlcuXJFKntn87ly5crnz59pNJqfn9+iRYs0NDS0tbWxtbyJEycWFhbGxMR8+fLl4MGD2BSsQCCwsbEZO3YsdvqyZcsw7wdc2qdPnySlXbhwITAw0MTEpKysrLPEqZTxgG82EjmRWDQn+HFxc3OT8i2jUqn4q0pLS2vz5s2SewcNGvQ99/x+/fpJluWWzGeJD7qw0AEMzGcG99MC/9XOAgDMnz8fj2/49OmTn5+fr6+vra2tra1ty75eZ4Ykr5xVXC4XQRAZXTc4HA6VSrWwsKhffqeurm7evHmYVX7x4kVVVdUlS5a0VJqPj8/UqVMdHBwQBJkwYQLm+lef8vLymJiYyspKY2NjDw8PoVAYGxsLAODxeN+LXZdEV1c3NjZWS0sLhmGxWGxiYiLLZVmRBIsRcM3h/71C2Gy2IrxkOByOmpqa3GPRFRfQpKDrQKAg4uLijhw5gt1Nsji5ixCw8Cl8vxDRVAIze5L/Hve/u6PT/djk6OwvSQeJIiRoBcePHy8rK5MslRMZGdneSrWYEydOmJqaYp5Y165dmz59OhbdoiA8PDzc3d3d3d1bdJZkLUJFIAe5cXFxW7Zsyc3NRVF0zJgx58+fb7UPlrq6ukAgaHDX06dPcTevHj16BAYGYgbWqVOn3Nzc8AKcly5dcnZ2xjxI6kt78ODB+vXrAQBkMpnNZr9//x4PGJGkW7dunp6e+CaVSnV1dW3+t2Cz2bNnz8bSHaEoam9vf/bs2eafLsmdr5SkMmrSJBGb/f/sYAWVaMCsZAUZWK2euWkEyevQAS0tsVh87NixwMDAT58+mZmZeXt7r1+/vi1rg3RJxAjwiIdpZMBcRlMmpq4ICDokW7Zsqa2tfffuHYPB+P333xURPd3xkdXAunnzpp+f3/Llyw0MDIRCYX5+/rx58x4+fGhmZiYP9f7H169f1dT+zW3DYDCKioqw9tq1a7dv375161ZjY+MrV65069atEf9cSSHq6upfv35t0MCSEQ0Njbdv3+rq6so4iEwuR7dnQE+mUY20G/BIU4Q9gUXbdqIZLNAh7SoMGIZdXV3V1NQWL16sqqpaW1t748aN0tJSooqUjCxOgFEAbk6g0Ig1cwKCtgWCoOrqajqd3pwyQdra2mPGjGkDrTossiYaffv2bVJSkuQr+eeffz579qzcU2GJRCI8BTaFQsGjSZWUlA4ePPjrr78aGRkNHDhw+vTpjQgRCoW4qlQqtX5IagcBQcGhTORsLnzdgTpAm5jw6JSEhob++uuv9vb2eM/+/fu9vb2LioqwhDEErSCyEPmnDk2dRSWsKwICjN27d1dWVtrY2Hz+/DkwMPCPP/5AECQ8PHzXrl12dnYzZ84MCgrCnN9lp6CgYOPGjY6Ojtu2bWvyYF9fXw0NjQYLTn8PLpeLT4KcO3cOgqBm+oOKO2TyO5meUkVFRRMnTpSa8OjRo4eenp5sWjWArq6uZBi5ZIIyZWXlXr16ZWRkNJmkqhEhHYesGtThARRfgqS5UicZE9ZVZ4XFYklaVxgbN2589epVu+jTBYBRsDMVOWJHof+Iqw0EBA2jr6/v5+e3evXquXPnIgiyZs2adevWXbt2rby8XFlZef78+XIsSm1lZdV8P6cxY8bY2dm1SP6NGzfw9ogRI0aNGtXME4UwuJiHcOXvhyITMhlYWlpa+fn59fsV4SE0dOhQPNNPXV2dpLtcQECAmZnZ9evXT5w4UVJS0oiQYcOG4UJ4PF6bFTpoJmIEbHoJT4qGFvcix02jGqsR1lUnpra2VirLKACgpqZGQeVWfgQC8hF9FTDVhLgvCAj+R4OOLkZGRhoaGlj2qe+lPaoPDMMtjXtrxLl21KhRjc96SH3c+/fvk5OT8U0WguyVAAAgAElEQVRbW9vhw4c389PVaABBweC70OlcpEb+1chaiUwGlra2dm5u7pMnT7DMrQCA2tra33//vX///q0TyOPxMjIyWCzW+/fvMf/0R48eYdMAQ4YMIZFITCYTAJCQkIBnpL18+bKBgcHMmTOVlJQOHDhw9OhRPDttfWnr1q2LiYkBAOTl5Y0ZM6Z+JZN2RACDOXFQIQf840Zb3ZdMJl4inRxnZ+cdO3ZILkN/+fLl8OHDUpmxCJoDCkAxF92bjhwdTkxeEfxwQFVlUHU5AABm1YjLCwEAiIArLv4IEAQA8L3cxVOmTImJienbt29+fn51dfXSpUtXrVp1586dyMhIT0/PrKyshw8f7tq1C8vegqLo/v37w8PDAwICAgIC6ks7c+ZMSEhIdHR0Wloa1sPn83fs2BEdHb137974+Pji4mIPDw8fH5+goCBHR8fKysr58+f/8ssvAIBLly4NHz783r17AIATJ04sXry4uLj4+vXrjx498vf3P3HiBACgqqrq/PnzeXl5ly5dSk9Pr6urW7JkCRaUdu3atREjRty6dQsAcP78+QULFhQUFNy5c+fMmTMRERHbt28HAJAAWNuPfGU8Ja0StQwV3/zUMZYMUdmoqqoaP368urq6hYWFkZERlUpds2ZNq6WlpqZGRkbGxsaGh4e/e/cORVEul5uVlYXtZTKZERERYWFhGRkZ+CnV1dWSEoRCIZvN/p40FEWTk5NjYmKCg4NFIlGr9WwcXV3dqqoqFEXFYjGPx2vOKRwx6vxQvPAJJIab9REsFksWDb8Hm81GEETuYpt/HVqKgq6DvDh16pS2tvbgwYNHjRplZWWlrq7+9OnT9laqPYmNjXV2dsba+H3aODwx6hIjVvIXdbshWv8cavL4Tvdja+Z1aCmKuw4EisbX13fr1q1YOyQkZObMmdVXD1YH+aIoyoy+XnFqCwKJuW8Tvvn+LK4oljzx9evXBgYGUtJcXV2x19/bt2+tra2xhOxTp04NCgpCUTQtLW3u3Lkoit68eXPTpk3YKY6OjkwmU1JIQEDAH3/8gbWPHDly9OhRFEV///33S5cuoSgKQdCIESNQFI2Li3NyckJRNDk5Gdtcv349dpaLi8vr169RFH306BGWAn7kyJGFhYUoio4ePRrrSU1NdXd3xz/05cuXy5cvx9ru7u4JCQkoiiYkJBQUFHz69GnkyJHYLh8fn7i4OHd391u3bmE92TWI/nXRP7VNv8v4fL5YLG7ysFYjaxShrq5uQkLCvXv3UlJSEATBsky1Wlr9FGSqqqp40gcNDY1Zs2ZJHSCVil1JSQmfDm0woRmed7HjIEaAWxzUQ43kP45CTFx1JTZu3Ojk5HTz5s1Pnz7Z29uvXLlSsogNQZMIYOAaC3VTJbE9qUqEVzvBj4rOsh1YQ2PKYjBlMQBA1cZe1UbaxbNB8PwIZDLZzMwM22QwGNizSF1dHStjGhMTo6enh81mjRgxgslkSq7w3Lp1a8OGDVhbVVUVm5iPiYlZsmQJdsrQoUMRBCGTyVgUP/aexePSAACrV6++dOmSnZ1ddXW1kZERACA2NjYiIkJHR0csFjOZTKxTEsnTf/rpp0uXLtnb25eWltrb2/v7+6urq2MfbWxsLLVMaa1NOmhHcY+HX8+iqigqxVWzaPGH19XVQRAk6cZOIpFmzZolafp8/PixV69e8lGwq4MCsPoZTCWDy2MJ66rTU1xc3KNHD8meAQMGHDhwAN+srq5WVVUl0j82hw9MdONLWEeZFDCeQtRvJiCQHclkVLj5gqIoAEBTUxOrxAwAwP5KoqysXN/XSlNTc8CAAVixCvwUOp3e4Ee7uLjs2LEjPz8fS1pZXV09Y8aMoKAgc3PzM2fOgP+KRmO8fv1ayvvK0dFx8+bNeXl5WPEVTU1NTU1NSW39/f0lj1/Zh/y0FPVKhq+Ob8+YmBaPCrOysh4/ftz4Mdj1ImgSpgisTII/stBbjlQqMUDv/Bw6dKjxA+7cuVNYWNg2ynRePjDRSdHQuCjITp903Z6wrgg6JVVVVbjRAEFQUlLS27dvFfqJCILUD6zBkzyLxWLxf4XQ8bZYLMZcqNesWfPw4UPs9EePHlVXV0sKWbduHVZGBQDw7t07zKd506ZNYWFhWGdwcDCKopIl5sB/GRCxNoVCmT9//rZt2zAn1KysLAaDYW5uDkFQVVUVDMNPnjwxNDTEXKixYDVJhUkkkqen588//+zo6AgAmDZtWmlpKaZkYWHhixcv6l+NS+MoEAIcHkClPPmUq2kFrZk+8/Pzw/N81qeysvJ72dgJcBAUBH5AfkuDZ5iSH0xu52lMAnlRXFx88uRJrBRgg4SGhtYfHRJIseY5PK4b6f4kKpGOgaCTgpVY3rJlC7ZY5uPjs3///pCQkPDw8H379sn94yAICggIKC4unjt37vHjx3v37j1jxgwAQHx8fM+ePaOiogwNDR8/fmxhYfH48WMKhdKjR4+nT59269YtKiqqd+/eMTExU6ZMOXjw4MWLF01NTXv06CFVpXfixIkIgoSGhqqpqQ0ePPj58+fp6ekzZsyg0WhXrlzR09MbOXJkeXn5q1evVFVVb9++7e7uXl5enpKSoqqqmpGRMWTIEADAypUrLSwssLxO9vb26enpd+7cUVFR8fPzi46OXrZsmb6+/rx5827evDls2LCqqqqEhARdXd3U1FQs18OyZcu0tLSwsjaqqqoRERFBQUE9e/ZUU1NzdnY+efKk1DVRo4JbTpTDmciISPjBZMqgdqkH31KnreTkZDU1Ne3vo6qqKoufexegSSf3N5XI6Hti23Dxy2+t9CgnnNwxOpqTe+N5bjEKCgraW812ozlO7ncL4P63xc2M9qhPp/uxEU7uXZWdO3divt4oih46dEgoFCYnJ8+ePbvJE+s7uStQy66CpJO7FLc/w4Y3RA2+bTuck7udnZ2/vz+Px7O2tm4wh5hAIPD29m6p2B8H/3xk9xvkkB15iRXhc9XV+P333+fMmaOvrz958mQajVb/gB07duCT3gT1ESHAJxU5O5pCrJgTdCW2b9+emZkZERHRpBcBgdxxMyer00izYqFQR6qDUZu+dVtsYNHp9Hnz5gEAcnJyAgIC6HT61KlTJUP5lJWVGwzfIwAAFLDR7alwggtRAKdrMmLEiBEjRlRWVoaGhorF4pEjR/br10/ygNGjRyuucnsX4GQO0k+LRBQwIOgU8Pn858+fS3WamJj06dOn/sGmpqbm5uZxcXEN7iVQKFN6kEIdqfOeQPcmUkcYtN3jpfXPemtra2tra5FIFBMTU1dXp6+vP2nSJCxIAc8CSiAJgoLlSfDOIRTCuura6OvrL168GADw5s2bS5cuMRiMGTNmYAncMccIggYpYKO+WfDLmYQBSiATKIo2UrG+8b3NPAXroVKp9eut4aX0cAQCwePHj2fOnIm5Ga1Zs0Yymo+gbXAwIt1woM6MhaInU4fqtdErWNZnmZKS0syZMwEAJSUlISEhHA5n8uTJZmZmclCtw4CiaHp6OoPBsLKykkXOXzkIioJNA4jFjx+FYcOGDRs2jM/nx8fHl5aWWlpaOjo6tvTh3sFhs9m5ubm9e/eWykjXUlAA1jyDfx1MsdToUteHoC1hsVhBQUF0Oj0hIcHFxQVbbJHce+TIkTFjxvzzzz/Tpk2Tml2uD5PJjImJiYqKmjhx4tKlS7HOkJAQLpero6NTUlKyYcMGyaJtUkAQhIXvVVRUBAcHz5w5s7Ky0sLCgrCu2ouJxqRzoykzY+Gk6RQLRls8Z+T2sldVVa2trfXz8+vVq9fNmzflJbbdgSBozZo1mpqaVVVVR44cabWc2BLUNwu+ak8ku/rhUFFR6d+/f1FRkZubm62tLZbWr2uQnZ194MCB3r17X79+vf5aSYsIyEcqBcCbGH4QyMDZs2cnT57s5eV15syZNWvWFBQUSO49cuSIs7PztGnTNm3ahKfNbARlZeUJEybo6+vjteBqamqCgoJWrFgxe/ZsHo/34MGD7537+PFjBoORmZmZk5Njamq6YcOGqKioyMhIrFxM46AoKhAIamtra2truVwu2sLigASN4GZO3m1DnhQNf+M3fbDsyDqDhSDIixcvrl+/fuPGDSUlJQ8Pj6tXr2IxmV2DsLAwCwsLS0tLS0vLCxcu5ObmDhgwoKVC8urQxQlQiCPVvE2sZoIOglAovHfv3rVr16Kjoy0tLTdt2uTl5dVIEodOx+7du0+ePKmjo7N+/fpx48a9fPmypRLKeOB2AZJaiUYXIU9ciGxwBDJRVVUVGRm5efNmTU1NAwODd+/emZub43sjIyPXrl0LAKBSqZWVlV++fDEzM/v8+fOLFy+wNX0AQHV1dWho6Lp16wAAdDrdwMBAUn5sbCyWJxMAYGZmFh4e7uLi0qAmkyZNmjRpEr45ZsyY5n+L3Nzc4ODgoKAgAIBIJGqy4DEBAAALCWSz2U0eucAYFNRSpz6Ewx3EqgifSqVifrF0Or35VbGbSesNrNLS0uvXr1++fLmgoMDR0dHPz8/d3b3rpaiOi4sbP3481tbX14+Pj2++gXXz5s20N28nbD6x9RVybDhlgpziF7hc7qBBg6QGZ3Jh4cKFPj4+LXoWNIfQ0NCXL1+ePXtWvmL5fL61tXXHzNv57t27a9eu+fv7czicGTNmxMTEODk5dbHFQQBAfHw8VuCCSqWWlJR8+/bN0NCwmed6eHg4bfnL95uFiynZsTtptw3VSlMO1ycoKCg9Pb1+UhwZ4XA4gwcP/vz5s3zFAgAWLFiwc+fOUaNGyVdsSEjIq1evfrScz1jZYABARUXFt2/fpOLcv3z5grlCAgDU1dULCwvNzMwsLCzevHnz999/r1y5sra2du/evfv37/+e/IKCAtzFisFgKOjhY21tvWHDBl9fXwBAt27dhEIhVhOGoBEqKipUVFQYDEZzDj40CoBU2DGOMjbrgr2ljpeXl4K0arGBhSBIeHi4v7//48ePTUxMPD09ly9fbmpqKnmMn58fNlDoApSVleH3JIPBKC8vb/IUHo/n6emppKSUy1b6NPFAZHTRMSeD6caovJaGmExmbW2tIlaa2Gx2dXW13CXX1tYymUy5i2Wz2TU1NbjYjjAzxGQyb9y4ERAQ8PbtWzs7u/3798+fP19TUxM/IDk5uVevXvWrbnVG2Gy2QCDAx3xqamplZWWNG1iVlZXZ2dlz584FACSqj36ao3qsT6bXsP7YXrn8QBT0Y+vUNx2VSpX70LyDs2XLFn9/f6n5J4FAgA9yaDQah8PB2u7u7iEhIWfPns3Lyzt06FAjL2mBQIB7UNFoNC6Xqxj1/wefz6fT6bJ4pzRIYWGhqqqqvr6+fMWy2eyysrLevXvLVywAICsrq3///o2EYCspKbXISfqQHWWwDuJVu0KX10RlGllosYGVkpKyaNEiV1fX6OhoJycnyXKMGDk5Oenp6XJSr/2RLD6AomhzkhjRaDRXV1cGg3Hv6UvG66NntnoO72UiR5XodDqJRFJWVpajTAwymaykpCR3yTQajUKhyF2sSCRS0HVoNV5eXgkJCYsXL75y5cqgQYPqHxASEtJlssQhCIL7pmA0eXdoaGgYGhpirsfp50M8mBTXgUvk+x9U0I+tU990XWnqND09vcFabQwGA1vXAwAEBga6ubm5urpKHaOjo8PlcrEBD5vNlgzLcHZ29vLymjZtWuNTIDo6OhUVFVibxWLVDyGUOxQKJSwsTMYIkvqsWrXKxsYGv2Ly4unTp3v27ImNjZWvWACAvr7+rVu35GsRzrck3zt3StfMWI4ypWixgQVB0NChQ83MzOLj4+Pj4+sfkJKS0mR0RidCT08PX9Zls9nN+QdjBpaurm51dbXymzcjR46Ur0qYUVvftJUdEolEIpHkLllBYhV3HVqNSCRatWqVtrZ2dHR0dHS01N7a2tqAgIBt27a1i25yR0NDg0Kh8Hg8bO6QzWZL1oBvEMypxcPDAwBw7ty5yeNHStXGlp1O92PrXDddu2NjY2NjY9PIAfHx8ZaWlmPHjq2pqXn//r3k43fQoEFMJrN79+4AgP9r786Dmrj+AIC/JIAgV2JsRVAsXgUvqNLSUWgRqBZvW6aItoMdR7F1HItaW9t61M60Xm2tU0bUFh0VRYVa4j1KuSUEAUGDSOWwCaAcuUPu7O+P19nmFzBuYDHp7/f9/LXwyOO7yXvZ7+6+fa+np4c8Tkml0m+++SYzM/P69eu//vrrqlWrnlZ5aGioQCDA2wqFos+TKPAvwtZ2eCOak1dL/RmD9dFHH33wwQdPK1Wr1Rs3bhxASM4lMjJSKpXi7e7u7sWLFz/zJQaDITc319vbu6qqqrm5+fz58/SGpFarDQYD7dUihJ48eVJcXKxQKOittrKysqWlhfaANRqN0Wgkq42KivLz86P3X9jrxRdf3L17t40/YLFYlouh/qsxGAzcO4YOHWo2mz08PJ45P4ter+/o6MAfWWdnZ2FhYVdXF71RVVVVDUZjU6lUer1+MDpdR0dHUVERuSowXSw7nZub28KFC//3kq3eSktLd+3aFRwcfPLkycbGxl9++QUh9NZbb+3YsSMyMnLNmjV//PFHSEhIU1NTREQEm81GCEkkkm3btu3evdvb2zshIeHs2bOZmZkrVqzAFWq12vb2di6XazAYXF1dIyMj9+7dq9Vq3d3dS0tLN2/ePBh7oVQqGxoa8Gen1+tzc3PJYSp0wQt20d6ehUJhZ2fnYHQT/MCQj48PvdU2NjZqNBoc8PDhw2fPnk1v/Qx7HwHt7Ow0GAz4JOBpampqQkNDBxaYs5DL5WvXrj127JhCofjkk09OnTr1zO+piIiI0aNHM5lMiUSiUqmsBqgNnNlsFgqFU6dOpbdahNCff/7p7+/fe6K8AZJKpUqlkvb3gSCIu3fvkieR69ate/PNN+n9F/bKz8+33UVra2v9/f2feaXn3+LatWt379799NNPz507J5FI1q5da/vvy8rK1q1bN378eIRQQ0PDqFGjaB85J5FI1Gr16NF03pRH//JO5+rqevToUWcYpDjYrl+/bjnwfPXq1QwGo7S0dNq0afje37Vr1xgMRnt7+7Jly/D9U5lM5urqavn+i8VifGFVoVCcO3fO19fXbDar1Wo8FLq9vb2srMxkMgUGBkZERAzGXqSlpZ05cwYfZO/evTt58mTak2ORSOTp6Un7nceenh6xWDwYY7AG6X0Qi8UeHh54ZWt/f3/aH46xO8H6PySTySoqKgwGQ2xs7JAhQxwdDgBOpKGhobm52cfHh/bn4AAA4F8NEiwAAAAAAJr979+VBwAAAAB4ziDBAgAAAACgGSRYAAAAAAA0gwQLAAAAAIBmkGABAAAAANAMEiyakevq9EYQhNXSIrRUa1m/vdXajofKP+1fzahf0aJnhTSQgMFgG7zP7pmv7V9js9GGB9KXqbywf33ZxqtslwLnMUjdhCCI599NBvUIgvoV8HM+gvRnJnfQp5ycnK6uLj8/v6amptTUVKvStLS0YcOG4aVFVq5cSb3azs7OAwcOREVF1dTUvPfee0FBQZalP/3006lTp4KCgtRq9e7du6lPhNjY2FhcXHzw4MErV670ngC9urr6ypUr06dPr6ys3LRpk4eHB8Vq9Xo9j8crLi7mcrnbt2/vvS/Tp08PDw/X6/Xz58+3ayUsgUAgFAo1Gs3Nmzf37ds3btw4y9KioiKBQBASElJTU7NlyxYba4KC589sNu/ateuVV17p7u729/d/++23LUuVSuV3330XFRVVX18fGxtr1/Ij165da2hoCAoKun///ubNm63mIYyLi3NxcfHw8GCz2UeOHHF1daVYbUFBQUVFRWFh4aVLl3qXHjp0yMfHx83NTalU4sknKfrrr7/y8/OPHj169OjR3uuJpaWlHTt2bOzYsSqV6ttvvw0LC6Ne8+nTp00m0/3795VK5YEDB8gFibHvv/8+MDDQYDAwmcxly5ZRrxY8T3K5fM+ePVFRUXV1dfHx8ZMmTbIsbWlpycjImDVrVkVFRUpKil2r8h05cmTo0KHu7u5SqXT16tVWpYGBga+88orZbJ4xY8bOnTsp1kkQxIULF8rLyw0Gww8//NC7dNeuXWFhYd3d3SNHjoyPj6ce7d27d8vLy/ft2/fgwYPepR9//HFdXd3w4cPNZnN6errVet42GAyGjIwMDw+PkpKSSZMmWa0JazAYdu3aFRERIRKJpkyZEhUVRT1gWwhAB4VCMWfOHLz9888/nz171rJUKBSuWrUKb69fv766upp6zWvXrr1z5w5BECqVKj4+3qr00KFD58+fz8rKkslkdgWMZ5mfPHlya2tr79Lo6GitVksQRFlZ2ZYtW6hXazQa29raDh48uGPHjt6lbW1tO3bsOH78uFAotCtagiDWrFmj0+kIgjhx4sQbb7xhWWQ2m2fNmoXP0S9evLh37157KweD6uzZsz/++CPeXrBggVwutyzdsWPH9evXCYIwmUyzZ8+mXq1erydbQmZmZnp6utUf7Ny58/jx43l5eSaTya6A29vbq6urrZoZ9uDBg+TkZLy9cePGiooK6tXKZDKFQjFr1qw+2396evr58+fPnDkjlUrtivbWrVuHDx/G2/PmzUtLS7Ms5fP5qampePvDDz98+PChXZWD52br1q35+fkEQRgMhpiYGKvSd955p62tjSAIsViclJREvdrGxsYVK1bg7c8++6ysrMzqDzZs2HD8+HG7WjJBEGazWSwWnzx5cv369b1Ls7Oz9+/fj7cXLVpkV5Pu6OjQarUcDqfP0v3792dmZubm5uIjFHXp6em3bt0iCMJoNI4ZM6a4uNiq9Pjx43g7Li4OH2sGDm4R0iM/P3/EiBF4e8yYMRcuXLAsvXTpEnnFJTAw8OLFi9Rr5vF4eGkRT09PoVAokUgsS11cXBISEhITE/ES8dRxOJynrc7R2tra0dGB56zvvS+2sViskSNH2viDV199NTk52erk7JmMRmNRUZFYLEYI4ctUlqW1tbUsFovBYPQjYPAc8Hi8CRMm4G0Oh/PHH39YleIWzmQy8SpsFKvl8/nk2mRjxoz5/fffrf5g1KhRycnJMTEx9q6w4efnZ3URiHTp0qWxY8fi7cDAQB6PR71aX19fvGBLn1gsVkJCwrJly/AaedSp1eqcnBy83bt3kG8vQiggIODy5ct2VQ6eG/KTcnFx6erqamlpIYt0Ol1JSQn+ag0ICLh69arRaKRY7eXLl8n7HoGBgb27yZQpU5KTk8PDw+2KlsFgBAQEPK3UstUNGzYsLy+Pes0vvPCCjRVT2Gz28uXLFy1aZO+qKhqNJjs7GyHEYrEmTpxYW1v7tIA9PDzKysrsqvxp4E4KPVpaWsh8xdvb23I9LFwaHByMt728vOrr6ylWazAYHj9+TC4iNnToUJFIZLmAlMFgOHfunIeHR2VlZWpqqr1pVp967wtBEDh9GbjCwkKCIB48eDBz5kzqi6u4uLjcv38fb/P5/OjoaNsB0xIqoIvlB+Tl5WV55MCl5Fq2uJTiWmaWL+zzc3/w4AGPx9NoNF1dXevWrRvILlj+0zFjxpDRVlVV0VItQshkMpF9ecOGDRwOh+IL4+Li4uLi8Dafz7faU8v308vLC3qH0+rdEcjV0588eWJ1ktDd3U2e0tv26NEjcvHTPhuAQCDw8/MTiUSjR49esGDBQHaB1HtfaKkWIdTR0ZGTk+Pm5lZTU/P5559THw1C3hPUarW1tbXff/+97YBpWdkWEix6aLVasgO4uLio1WrLUo1GQ54Qu7q6WpXaoNFoGAwGmdz0fu38+fNHjRrFZDJ1Ot2WLVsOHz48oN1ACPXaF71ebzQaqY9fsYHL5X7yySf+/v5z584NCQmprq62cULfp8ePH2dmZlpdo7L95gOHs2r/PT09lqVarZZs4S4uLlalNjzzc//444/xISohISEkJCQmJqa/e/CPfvflZ5o3b15AQACTyTSbzZs2bcrIyLC3hszMzODg4KSkJMtfDl7AgF42OoJlU0f2H0TI1/b5wi+++AJ3k9DQ0LCwMLzQ9QBZ/VPqnfqZkpKScLRVVVVpaWkbNmywt4bt27d/+eWXVuOV8aEWb9v1LWQb3CKkx7Bhw5RKJd5WqVRWF/ktS5VKJfVbAN7e3kwmk/ywlUql1Xlta2srbscvvfTS1atXB7ILltGqVCryP3p5edGSXSGEWlpa8HVdV1dXV1dXe8/+9Xr9nj17cnJyrEblWwbc+80HDsflci3bv1Ub7vfHZ7vTyeVysuOMHTuWxt7Rv778TGKxGH/F968v37t3r76+/siRI1a/H7yAAb1sdATLItRXJ7JdrY0GIBKJyItAI0aMKCgo6G/4/8Wqy9PV6gwGQ1dXF94OCgrqRze5cuXKhAkT1q9fb/V7LpdredSjK2BIsOgRGhqqUCjwtlwut3oCyHapDQwGY9q0aWRLNZvNlk/PqdXqxMREXLNarba8dTgQEydOJG/wKxQKu55msu3rr78mb8bbGzB+ZmTnzp3+/v5W/Wrq1KnkaZldby94Pqj3DpVKRf1J2NDQULJr9K72t99+O3DgAN5Wq9XUD0i2hYWF9a8v26bT6RITE2UyGepXXxaJROXl5d988w2TybTqHf3+8gHPmeUn1dPTM3nyZLKIy+Wy2Ww8c4Ferx8xYgT19my7xR48eJAcwEfjQWSQWt2dO3fIS1b9iPb27dsEQaxevdpsNl+/fv05BAwJFj3Cw8ONRiM+zBcVFeGHtw8fPoxbw+LFi+vq6vBjbjU1Ne+++y71mtesWYOTkqqqqiVLlri5uUkkkuDgYIVC4enpuW3bNnznODs7+/PPP7crZolEIpFImpqacL9ta2sLCQnR6XSenp5vvvkmfkT25s2ba9eutatanU4nFovFYrFGo8G/+fDDD0+fPo0QWr58OR53xefzw8LCqB9KEUKbN37u730AAAc4SURBVG/m8/lbtmxZuXJlVlYWQqiurm769OkEQfj5+Y0fP769vR0hlJeXl5KSYlfAYLCtXLmyuLgYIaRWq7Va7WuvvYYQio+Px6PdU1JScAt/9OhRaGgol8ulWO348eM5HI5UKkUI5efn4+fPz5w5g6dBiY2NXbp0KUJIoVDcuXNn1apV1AM2mUzNzc1dXV0440EI/frrr3hs08KFCxsaGnCXqaqqeu+996hXixCSyWRdXV3Nzc14xh25XB4cHCyRSIYMGbJ9+3Y8Zj87O3vr1q3U65RKpcnJyQKBICUlZcWKFSKRCCG0b9++bdu2IYQSExPxpWKTyfTnn3/Onz/froDBc0N2hMbGxoiICF9fX51ON2nSJHxpc9WqVfjy0s2bN+36iouPj29qasLt7fbt23iejq+++mr//v0IocWLF8fGxuJ/ymQy33rrLeo16/V6kUjU1tZGXipOTU09dOgQQmjlypUlJSUIoZ6eHpVKRX24LSYSiXp6epqbm/GPlZWVM2fORAhNnTp1zZo1CCGTyXT58uV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this example." + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "using StableSpectralElements, OrdinaryDiffEq\n", + "using Plots, Plots.PlotMeasures, TimerOutputs, StaticArrays, BenchmarkTools" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will be solving the two-dimensional compressible Euler equations, which are a hyperbolic system of conservation laws given by\n", + "$$\n", + "\\begin{aligned}\n", + "\\partial_t \\rho(\\boldsymbol{x},t) + \\nabla_{\\boldsymbol{x}} \\cdot ( \\rho(\\boldsymbol{x},t) \\boldsymbol{V}(\\boldsymbol{x},t)) &= 0,\\\\\n", + "\\partial_t ( \\rho(\\boldsymbol{x},t) \\boldsymbol{V}(\\boldsymbol{x},t)) + \\nabla_{\\boldsymbol{x}} \\cdot ( \\rho(\\boldsymbol{x},t) \\boldsymbol{V}(\\boldsymbol{x},t) \\otimes \\boldsymbol{V}(\\boldsymbol{x},t) + P(\\boldsymbol{x},t)\\boldsymbol{I}) &= \\boldsymbol{0},\\\\\n", + "\\partial_t E(\\boldsymbol{x},t) + \\nabla_{\\boldsymbol{x}} \\cdot ((E(\\boldsymbol{x},t) + P(\\boldsymbol{x},t))\\boldsymbol{V}(\\boldsymbol{x},t)) &= 0,\n", + "\\end{aligned}\n", + "$$\n", + "with \n", + "$$\n", + " P(\\boldsymbol{x},t) = (\\gamma - 1)\\big(E(\\boldsymbol{x},t) - \\tfrac{1}{2} \\rho(\\boldsymbol{x},t) \\lVert \\boldsymbol{V}(\\boldsymbol{x},t) \\rVert^2 \\big),\n", + "$$\n", + "where $\\gamma = 1.4$ is the specific heat ratio. The initial condition is an isentropic vortex in a uniform flow on the domain $\\Omega = (0,1)^2$ with periodic boundary conditions, at a Mach number of 0.4. The density field is shown below.\n", + "\n", + "![620x400](figures/euler_initial_condition.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "mach_number = 0.4\n", + "angle = π/3\n", + "L = 1.0\n", + "γ=1.4\n", + "T = L/mach_number # end time\n", + "strength = sqrt(2/(γ-1)*(1-0.75^(γ-1))) # for central value of ρ=0.75\n", + "\n", + "conservation_law = EulerEquations{2}(γ)\n", + "exact_solution = IsentropicVortex(conservation_law, θ=angle,\n", + " Ma=mach_number, β=0.0, R=1.0/10.0, x_0=(L/2,L/2));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's discretize the above problem using a `ModalMulti` discretization of degree $p = 3$ on an isoparametrically warped triangular mesh with $M = 4$ edges in each direction. We will use an entropy-stable flux-differencing scheme employing [Ranocha's two-point flux](https://link.springer.com/chapter/10.1007/978-3-030-39647-3_42) and Lax-Friedrichs interface dissipation; to obtain an entropy-conservative scheme, one can instead take `inviscid_numerical_flux=EntropyConservativeNumericalFlux()`. The modal (i.e. non-collocated) formulation necessitates the introduction of an \"entropy projection\" procedure as well as a facet correction equivalent to the use of hybridized/decoupled SBP operators as proposed by [Chan (2018)](https://arxiv.org/abs/1708.01243)." + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "metadata": {}, + "outputs": [], + "source": [ + "p = 4\n", + "M = 4\n", + "\n", + "form = FluxDifferencingForm(inviscid_numerical_flux=LaxFriedrichsNumericalFlux())\n", + "\n", + "reference_approximation = ReferenceApproximation(ModalMulti(p), Tri(), mapping_degree=p)\n", + "\n", + "uniform_mesh = uniform_periodic_mesh(reference_approximation, ((0.0,L),(0.0,L)), (M,M))\n", + "\n", + "mesh = warp_mesh(uniform_mesh, reference_approximation, ChanWarping(1.0/16, (L,L)))\n", + "\n", + "spatial_discretization = SpatialDiscretization(mesh, reference_approximation)\n", + "\n", + "results_path = save_project(conservation_law,\n", + " spatial_discretization, exact_solution, form, (0.0, T),\n", + " \"results/euler_vortex_2d/\", overwrite=true, clear=true);\n", + "\n", + "ode = semidiscretize(conservation_law, spatial_discretization, \n", + " exact_solution, form, (0.0, T), parallelism=Serial());" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll now plot the mesh, showing the volume and facet quadrature nodes." + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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4cbcwXY1xYWHJC/p1BQYACSGY4LZ8feYmhV5VYGw+aIK4yxAAuJ1Mg8ooYs8Uat4Iwdz2CnVHddy9Rkirf1nLvmnTpjlz5ihPlyxZsnbt2oyMDDc3t/T0dEdHR4zxjBkzjhw5IhaLnZycTp8+bWVlBQBPnjwJCwvj8Xj5+flr166dNm2axp01tOxYJs1cqDn/AoD3Pb57bORLIwoAPvAiDvbg2OZ7kF6x5EJaImOVzVN0GmdjdL4vGWhZ+/+Xy8Bin0xbgW7KVIy3zN7Yx44007ewAgApC6OvMCde1cojS7ZivXf2+Db2pKklAAyPVLu679WKHhWPdN0tSeAy0W2ZGVORLHCREIJjvcj3dRgl/JZQvfHKq1LC6DXfngUEACIKTrxH9XWufboTr9iPbjJKYyUhCWtDyTktCCyTynLSCJGYsrLXv9eTXw1dztDPS2tfkIit+cAsY0tPM5G1/d186Hi6djLiXZNxNelTPXdbaT/ltFlXB7rgJd8RROKS8TxdOV+W0h+fTM8sp5MEzvKvbC2E4+9RXewVrX0/kjn+itsA7PUosK/KAowpW2cuaaiGHYnszDuM0pSMwvRHVtnr25NGdk6IpNbEsF88qpVWo4ojf8jcpOdu492Xl5DiTJ5NHmXpZ4YSR3LXXlqDxxzPyiwoTRa4VBEKZUI/Z3SqD6VhXhOZiUdfoQtVlARDXNCBkHxBTQXPzrXORdmNHDzwIl3xZp5KAHaX5X7Toiq8nbuybLtT9IP82u/7+8svO1U+0XVDysre/qvf9FfKUaqhBZoWs2fPnj17tkais7Mzwyg+LUJo69atq1atkkgkTk61u6TBwcFJSUkZGRk2NjZGRkZ1VoR4fJ6TpywzVTUxjW//wNhfeerJbRMDbV3ExyYEHEphnxRiEkGINRrjRZiq/yD51Zhzr6+MFN/l+ZJmdb9nPgF/vkdGZhLXstmsKvA1Q0NczQNUNhMCLODEq9r8d8SBeqRVlFGz13x75amdSKcomegvbG7tt+0Z+7QIUwS0tkazA4hm5rX5H+bj8CuMqklnNQNz7zF2Ihjjxee7+NT5aABgI4QHw6h1scy1bJxeAd6mMMTNaHrzZhQBACAi1d5dBt9WQgg0NHeqeGLkk8uzzOVZAkCwWJ+U9DCjTn/o8cdLNqoA1zAQZInCvQgrlX+zuEbnaF1EUy72bvV5OgCY1ox4zxGdSsMvSrG9EXSxF/ZyrJ3d+KtPqR8b+WGk1L5hALVHqCKED4z8KwmFZk2P8ZSZAP050mnrM4fITDa9ArxM0SBXNMWPINVfSUYlDouslTVynE7Hc41sd3VxqM/TdbVHMWHU5ng2qgBXMxBkSUxr5tzOVq0aeyOkOre6LQ7UI634bn71qVcD/4srQW1YWnJoDUmSdHOrb2cCAPOhHxf8sgzLFDNwGlHLHaYqr1IEfOil08LIUgAz/PXZH1kLEYGA5er52r2tkoaLGWxCMZjxoa0NUn51BNDbCfV24jbj+siPWP+ErmYVzfjNalCPiqiOFbEAEJdfFmBjquw7OZTlRtsxyoIORqDRsTTQzha1s9VpO/bDU5bT+nztE3aM7jemDVMerGrNXUuABbIQQPEb6VSN+Nus35+fdwgAMiskUhnrYWGszHzetOMDo1od0IfedbRBRMF4H2K8DqHqbKz2jylBIPmlWkRm4kuZ7MtycBdDb2eij5PmK/UyRfMCud9zP2fCgVeVLVOIyWSBy07rsGn5xwFAyuKKGtpSpBj9WECr7ScpRRUADHPX94AiChYEEgsC9eXZ/RxXcOnQ9yWx69qSFvVTdnuZok0d9BkYDndHp9NUKrUa2rUipn1lnHZOwtjUtP/4etWqjv+GtGoSCHxb2i3e8W14H2cri3TfgXsdwlMEiskaiWBLB1I+oaikIaEYF0vB31yzv+qBKQ96OqLITI5+H6be227n4hGRdI6KNn+QK/q9J2Ws91NIpdJ5E8bUJEngo71gZA4A1Yg/2m31iNK/Piy+uOjPYyZM5fBmDh7Bne/Ydv/NcmAFqZhvUgTs7Ezx3sLDKqqAe/YRV4RrGBDo68D1BY+Ar1vCHBXN+yab0S8FTh8VnNpz6fjF5JzJIW69PB0Yn06/m/b407ynMtsAF6TfirVOjPEi9idzCOPeTkg5BWMxTL3J/PqiNtv6p+w4b2JPN5KsRwdJTEwcPXp0dgEDs06BpcJGd7XdpDuiwPl5h24/ebz16sOJwa5Bro5FQcP3mfd9Kqq1Zelgiz5t/rbucXHF3F9QxkJiKe6gdySrP8Z6E3+ksufS3/jGEcJR7mv6Fl8fX/aXFPFuiYN9qtNtKtKLUh7O3X9Ul3G/fvxPWIf+HdBlHSoSiaqrq8HI4pubuY+LiZIa3MISTfAhQqwQBlgTw66NYSrfqFDec0K/diVd6iezEkpwlzO0hidaL0cU0Y+i3vS3PAk0OyYr1lrijPch9nbT+d8fOnTo448/rqysBAAwtoSWgyA0HHy7KOweXkfDqnYAAAQZ/zT2AdVsZyIbX4yNeRBqQ3zRkmhr81bd0fsonVLG0UkQQNUknrAppFViYmKnTp2KQj6AIcvksliBzHhY0VpuVrJ9+/aPPv7k1xfs5Uz8ugK7iZGlABgM2VXY2wwNdSN6ODTyMaffZrY/UxNYzsboxiDSw0Rxw+3P2Om3ORz/6rT4z83NnTRpUkREhOIvExhD6zBoNRx8u4Doza7CqrbwOgYAhgwZ8tOhk8uj2GvZOLMK+5qhMDe0JJgUvfWMYvQV5kgqt27u4TCqjXXTSCsAkNKs84S1+a5dwc4HyvJAJgE39X3GwrSWv4+Mjta5haIf76q0AqipqdFwLdRQhcrha4Ziwqh69piX5XjFY/ZmDs6W4GZmaKQnMT+QUNV3fh/LLn7A0e9JBFkf8Gy11ozZ2dkDBgyIiYlRpvCNTaUzToN3x9pMez6CO/sAwNWvRVqi5kahjIXYIpxShh2NUEsrJNapj9aJEX8xf77k6OvNzVHCiCaYm+/YseOzzz5TaCopPnScAMNXK2x8to2A6NMAYOXqXZCWpCxSScOgi/S1bLWuO7sFsbF9I2Xn8Vfs4RT8rATbiaCDLZobSKrqttqcpDknmIGWKHY49xvIzs6eMGFCZGSk6v9lZmFZ/dmpGjeVvcXkO/BddwAAkkpNeuHhwWG3DADZVZBdhb1MUZ3ujZz44Sm74D5HrzOmIG8sz6jp1letW7d+/PiNsUPf+TBirWaOuIiW15c1Wlq9QytB/aiiYU0Mxxd9UYr3JbPTmtVrNu5hgn7TPUUCgKdF3GMDgyGuGPdU14UvXLjwxx9/VG44AECfPn1OnDjx2SPBb8pVSXk+PFRYZn3z5WKN297IwROuM0o6BzM+rG9HfuTXsJXF3BbEyVes9h7CgqAmIPB4//33jx8/rjhBCAYsgUFLAREAAK+iIOYMAAAitv7wvWqprx4xGqIKADbFsZ3sUH38sbUx3J0Y7q7zalIp91d7wZWem5s7YcKEy5cvsyoOgCKRaPHixV9//fW3T9jPH6p0sysKQ6rmfr6coupiBp55l1E2oKcj2tGZ9DZt2Gxoih+x4SmbVaXZ2gVBRBOKqt69eytFlU2r3vnvr+HIdP2Xt6nCIK0UiC3ClTqoMG7n4GnNmqYWQnc345dkFt8/gyvKRUEdE2jR0KFDMzNrPVQsLCwOHTrUr18/ANjRGexEsCWeraIBbv4KsmoAMDExHTtWzff1eSnuH0Gr8nuUSuHjm4w5H0Y05JfuZId+60Z+cqt2gUwR8FUIOdlX7SbZVXAxg00px05GqKsD8jev448qKCho27bty5cv5acEQaz6Zs0Z//n38t78VKdXyp17rZq1CR9Raw2EAfYmca9r9rxgGyet9MOIAk73R2MKyi7skzy5gzEj9A6Wdh35yaefnjp1SlVOURQ1evTo3bt3yyfyi4MJioDV0UypFKA0Gx4rvBHWruH4t69m40GXaFrlWa9k4a5n6egwXp0sC6ow58PlAeSYK0zsm8GSR8CcFsSyEO6RNUcCO56x0YVYQuMgSzTZj2he19f84IMPIiMj5ccuLi6Jt89OuUv+nlLbdASAz6yCmDPQsmUDmq4Og7RSQA8hUU3T8TG1sUb7kjjSh5bddP5lQyWmAaAy6sq1+MycLAVFBEEQM2fO3LhxozIzn4BvQ8nVrcmEgppWn30jb/iECZqbLOtiWW0qIgyw4jHbIGkFAGO9iX7OxNVsNqkUXMXQxR65qdsN/PqC/ew2U/3mHSKAWS2IH9vr1EHfuHGjX79+Eolir0EsFl+5ciU0NHS6FObeYw4ls9LUR/D0AgAAQgc2qNEzFNeALpqq5LIGPVZ90c2B4NT7fJ/6XVnULflxRW76/aP7z5x6yL7ZGObxeJMmTdqyZYuqwgEBLAgkZgUQz0vwxFEzHzMyALCwsBg6dKj2/T9/yNBa1WZXwfpYZl27hq15/c1RdBgVU4gTSrClALW2RrrkXVQB7hdBF7xx8L+UibcksHu7keGeOvvMggULDh9WuG1YWVklJCQYCfmHe8BHfsSVLDa9AnzMkF9NcvjUVQ1qszYM0koBXzOdJgjNNT1AG48JvsT3sWxGpVo1NrLi9ekbqTe+GgggPMDpUXbJ7/EZQUFBZ8+edXHRJHthpdVlRzZX3b26rpv31bSC88l5a9dq6ghUTfVUEVeMK2nQvwWpDWsh6Jq23MrBU28yqq8OA2yKY93EaC6XEnr9+vWLFi1SKnT8/f3v378vFosBwJwPe7qSOzqTjq4fyE2hPT085DNKJYwo0PWlTBqulasPlrUizqWzGkYAHSqf9i2+pZrSzslieDPHowmZPB5v3LhxW7duFQq5eVtkjy5ZRx6bYZzxtJ3Xnievp0yZop2nioYHedxfUHsVXB8QCFpZo1Z6deoMhjFXmQJ1LpIaBibfYLrYI0cjjrLr16//4Ycf5MdisTghIUH+KQGglyPq5aiQqrGxmgQnjcC7Ja3o/MyvO3k7iQUZ5RI69zXfpXar2MEIhrkR2mbNIgom+jTZ4sKUB5f6k+FXGFUFVqfKWCHW9MMY1sxhwOI148aN074JW1WRvWIcrpE482Gkv9NIf6enRVXKLqKEHorOpmXv3JLAcsqOjXGstrQKCws7efKk8nTSpEm//qrp4nfqzz8KM1/Jj7du3apxVUhCB1t0O5ejyp6N3RbUD39zdGUANeE686ykttI2VQnaObu6Wovb99Ujp0CFkqy3h01vD5uJwW4e49/XzlZFc5mBAQCALpXF2+NuLuZU0lXRcOwlnhWg+Xr37t27aNEi+bFAIIiJibG1teW8My87ZUPvFlZG/CLSmCkvJk10uqDpwTvEy16dGJX77bSxLZx6uFuPC3Qp+nG25Okd1Qy/dCHbq9ueiHlwuAfpbtKU/0BzcxQTRqkqfbRFFQB09nXjFFVJpfjA1l24Rs37OtDSqOKKJo9KgAV3s12MkflbMThqIk7H1sHrClyq8mRlZWV+fn5KUUWS5O7duzVEFVtRVhZx8MHWVYG2pgDg6uqqMbGS41su4lZHI7QgqCnsKbgQaoPGqZuhyhDHRC6sS+ju3bt1iaoyGXx1raDsyV3VREsRr+DPndqZLQVgqcNu08fsbxHKAPCqQues7aUW9XZERMTkyZPlc2SKom7evOnlxe0oWv7XUZMLO0b6O/V0txnhYpS79mM6N70RzXuHpFXJyV+wqlc9yyQd3llUXfsNLAVwazB1oje5JJj4pDmxuQOZNIo31K3pXxGBIFWF5Cpa5Iu1nOz4jhw7RE+KcKuTdEklx6T67tNkjZQZ/tw6/ZkBTfxEpO77KQ3Nnj175uLi8uKFggPDxMQkKipKTlqtROXdC1nLxpRF7J/d0vH8mA67BoVs+GY1cKGzPYroTyn9NAkEfZzQzcF1M/y+DeLVbSyvi1tpfzXj4M66ilfIoOsZ+uHjZ2r0DAAAUFRZra02JRBM9OV+s5N9/y5pZap7Ka28xEqrpRnJD+/fHzx4sHw/gSCIM/zmfh4AACAASURBVGfOhIaGchZkqypKL+xXTykvizjQiOa9KytBLJPSOa80Ei2rciacLzo93Er58UkEw9yIYTr8eZ6X4r0v2PgSEJHQxgZN9iV0jX51QtUg4LnQ7TfLQZMKz9S2luSJx8zXLjXjDlMhA1W3DCUia5zfU/c36+6AtnUiZ99lpCrrvk+aE/P1emk0AqHWiNMyY1LN7bKVO0tqJIU0Gb7/clmZQgfu5+f36NEjzaUrLS34YxvJ1v61fb1s+YXRABwTTADo4YBih1OFNZBZib1MUUPVcA0Fy7Ixd6+BbVdlyjOh+ze2Exfn7VdKn0ILj5jA8QMw987vpnj2SRHGPA7n9gpCdCSVHa+lcFjVmowtwqoOEghgcTDxd4ygcnS2J4Rk7W6JKno7EWxFSf62z2VZLwHATMZMb+X208NUFuOff/6Zcwosx7lHKSG05paq9HVjIr+8K9LqZRWJEKUxrLGArhbwLmVgVb4BXTiSyk64zijHwCOp8ONT9vIAss6tem2kpaXFHj4MPWrl0TKHj6+JW/Uru2vOlANCi5xmys6I5wYyX4eQyulJYQ3czsEA8JdJ6LiiC6o3ZBBx3LjDnCpwUPfv/qQ50d8FRWTgpFLsZIx6OKCWVk0/LC8IIg6nshL1GcOs/CMLcw/I35YlwNnwdiOPPYjOKR0+fPiff2ouWqto2PDHw4msZp+uzqiDwMtKAFYCtSfCAK/KMYHATa+3c4Owa9euefPmlTu1hvmXVNN32AyPMOvYveJxaGX8BdNO58w6wiW6vS0625ey0hrGzr5mASBB5JnFs5aTySgRadquIA9rezIaURDRjzr+ir2ahbOqwNcMhrkRHbWZf5oOlgL4uhWpZhEGAACjPInO9ihn1Wy6UEHSa8QjF3bwJhCyGTJp6tSpWndS4F4eXhbLO6OVXsgK7Tmy14F3RVrdK0CVJqH9y9RUBrdMQioJ0d08tq9zHfqOjEo86QajMV3PqsIfXGGih+uLR6CNH374YfHixQzfGFqOBotaVokrJm2umKjwmtKwOpotrIZtnRRtK6hW7KL9ZRK6zXrEtMLjJGYBoBrxVzpMSRa4yFhNb34AcBOjac3+xv4NAM3N0Zk+1ITrTOabvU5ztmpO3u+qeQQksbiTb1rbEUqlrBKZlbjLOcY232ii1p1LQKQzsIEWZCysjGa2xLNyZZmVABYEkYuCCD02bnXir7/+GjduXHZ2NgBA4jWIOg6th6tmSOPb77UcsNdygDLlXh6edJ053UezR8k32mggZ7gs3Pb6OyWh3XVxq402o0fpMKAhEYz0IEZym7j/LVgSTFgIYHW0YufanA8DXAgWoP2RkiOF+RpPNb2Nh8/SpXrutjmejRN6ZvBtnKX5quknjdoF6CqjG++KtJIy8KXjJ7Z0ceuqRHnKU5H3IscZoNfSSokjqVjCtRHzpAg/LsCt6+dpVVVV1atXr3v37gEASMrghz4w9xxYuespsiORnRdIyG2XbVVoHtbaTzhi2bttZbwU8e4aB2bzrCwFwLnB/M+glyO6O5jqdo6W62LdajK1tTPtnSzDtUQVAEy6wbwsw4UC9xqCr8FRd9s40KUG6kkS8PEt5jcVx+PCGvj8IZMnwRsa5Y6TnZ09fPhwxcd6g3bPdqW3758lq0M9dvY1+7qCcFWf3DkaKczBHhr5d/Pd0bUixoYuShS6PzTyB4AWlv/at9PGtGbEtGZEfjVU0fhwCl76kMEA7tIybV5TEUUAywKhc2X6tAjTQE53Wbzt9ffOsjx54nnTjqvNR02v95dV4l2RVs3NUR5lGebxfRvJM3dpdjrP7oFxgJx8zl/H3pkqUnXHIk0pq5e0unHjxoABAxSeyQAEQSyePGL8J95LH7CPC9miGlQu46iCxXAjB8ullYXgDc0DxoBQKt8xle+ozDndn6D+1S2TabcY5bZRBcHBOEZSHJ0tvRJfzsQAUEaKv7cd+2XuHiXnehFput52bOsyXB+v7CdFWFVUKbEpnp0ZQHg0cFd33rx5mzdvVvV58vb2PnToUGhoKIPhxCs2MhMXSyG5FD8u5PhqGCChBFzV9XIjPIgbOQwwMiB5VYQwwrS98pI5Xx9b0b8FGyE8LYIvHilUrLmUpfZwgghKj6iCN84b0SK/7j7b21fF2dLF8QLPBJEHqOzA1B/virRqa4vaWKNHBfDQyF8+msnhaITC6qGz1GN2aMKr+09YsmTJ999/r7SHtLGxuXbtmr+/PwAc700CkKuj2a+iuOd4qkaJP3Uku5yh8/9cC33mqsZBGOtNfK3Di+KfQa4EIjJrhUWKwClB5OEveamaR+DKQcCWomJ9vtM6LNrIb2TxXzZ0SYLQY7f1kCLStJ4cD1ezuIcTFsO1bFx/aXX9+vURI0YUFNTqlUxNTZUU2wBAIhjhQYzwAAD4+BbDKa0AQNvAYlpz4sxr9vLJU2DtCh5tlekWfPizN6Xt0P6/gKMvay3pJIRgn+WAqQUnVTOIQrpyFFNBqA2Su/vUEPzr4lo+Bj8z1AhT3ndFWiGAP3qRAy6qGfg5GMHJ3mR9aAl6OhLfPeEYukUUdNCr9ZRKpd26dVNdUISFhR07doxQH5G8dbP9+KoY1/iZob2ecQNOrYBrOyB4kP347zu4miwOIvST7WmAxfBXFo4uxDUMBFjAABfi7VlfUss1uTw+dVnyU/q6QInCroK0drSaxuF4obGXpzGWWAmgnpsYeuKq1zPkulQqHTVq1KlTtUFDSJL89NNPN23aROiYPnSwRb8kcqQLSNCebvMJON+Xspi+puL1M2jRT9h/TlCH7uN8iLHeRNOavzUhMirVTtfYT8yhLCcUnXeU5leSRk4dupmPmKH/DvMDiUMpmjswAPBVSGPmku+KtAIAdxMUHUaZdPlA5tgCSN4vX88O9+HXU8D3dkL9XdCFdM2BdHkrsqAab4xj44vBjA9trNE4H0L5B6akpLRt27aoSKFP5fF4u3fv5rT5HOhK2ImYXK3Ymh4mSIO26dcf1wDGUJJtHX8iezKHVaF+5ElgyGX6vopLh7sJe7I3Gfx2ehNtV/5UvuMgrw0BkpTmNa9+DXM19uJWqgZbIUsBFNUAVJaAsaaL08rWZD3XC54cQb8U8KoHY0FERMTIkSPlIeDkaNmy5dmzZ1XJtbUxxov4PpZNLNHsFfMDCU5ql+zM9IpXcQAAseeu7viyffu3/fuKa2BrAns3jy2qAV8z9IEXUZ/d7frDQv0paCB3WofttA4DABMevBjI2xTHxhVjMQ9aW6ORHoQ2NWNzc3S6NzXhOqNkgCDo6g2djetkfOWEgd+qvqiiYclDZtdzxUBhL4KvQkgLAWjsFXqbosgBpJsYXbhwYejQoTKZYmS3s7O7f/++HmrmGzl42GValajPVgTn+1Iao7SVlZVc/I0bN27fvn31b78cPc/RV7W8zJyNUeLIOshL9UNKs8IdpVig6f0DAGIKyifqGxN2JLKf3JTBd91g2EpopogxRSJY346cU29e0FIpeB+VFWiZzboYoxejKAEJGZXYVoi0fyeWZUePHv3HH38oU0Qi0e7du8eMGaOZlQsZlXj8NUb5SgUkzA8kVrUmOTciZ82atWXLFgAQi8Xl5VxBcBuCtArc/VwtHZAci4OJb0ObTCdwORP3ucDt5uNjhnKrsCo1hb85utif5KTbrWHg8L3kSUu+geLMQBNp7N1rjWuPQVo1DDQLqeVYRIGLMXpZjpsfo7W3FDvbo+FJW+bPn698tz179rx8+bKuBYUSORLYl8RGF2IKQYgVmuBLaJjtpKWlKZ/o6dOnLVq0aFDjY4tw8HHuzre3G6ltnVhPlJWVBQUFpbn2gvE/a1/lEyAkIcgKzW1BDNdBMR6+as/RZZMBAJwDiWUP+rrwdnclHeqODaKGy5n4/Uhadd1nKYADPahDyeyJV2wlDSSCUBv0QztSabKUkJDQrVs3VS1Vnz59Tp06pcfLjxMvy3FCCYgpCLbS59Xk4eHx6tUreS0XL15sUBXa6B9BR2Rw/LxXBlKNplHVwKJFi9aVtYY2w7UvCUnQNiLtYo9uDOIe9GJjY4ODgwGgZcuWBja+fwgUUatIOpSCVUVVkCSpW0U0H9N3K1rM+267nJsJIbRo0aJvv/22Pje3F8EivRR38pEZAMRicUNFFejm5waAWB2+fnUiKSmpTZs2ZWVlkPYrYBZGfq9GVQwgZUHKwq0cfCuH+a4t9wNG71cQSPjamcZMEjaO27e3E4p7n9r9nI0tApKAlpZotBcx+BKtXKkxGO7l4Z7n6cj+VGd79MMPPyxatEjJRSUSiQ4fPszJ3FInPEyQh+6lqBxSqTQtTRFlQTugXENRUA2XuIIAAMDBZLaHQxNMr77++ut169YBQUHGQug+TRkkHADaWKNHXGSqN3NwQgluhL10PWGQVkCzjdlMBYBkFbbyz3P2flr4p3z3fQ7AyR5es48kI4I4ePBgeHh4UzX13Llz8oM2bdpIaIgtwmkV2NMUBVpwrHG0oceMtXFhJi5fvjxw4EDlajeoInZwO9NTmehVOa6iOUhdvnrEjPZEGoZIZWVlyckKZfyXs6e9DQ25qxitUAmr8+0TNaUShenmNWnGjOSrmy7Ez+FXrlxRXurQocOlS5e0eSyaEAcPHpTPtUmSHDZs2FveLb0Sc/JeAMAr3dY29ceaNWtWrlwJAMDSgsgN6xZOfkIQmZXY0xQNdCHOvmY5pRUAJBqk1d+B/GpY8YC5mIFfV2BnY/SeE1rTpmGrD6Wip6XkxfSCY6qXhtnhm6GBkhlH3hvWRKyjAACQ8iZcuM+Yz11/r1XTOBmjXzqT/V3q6CVtbBB3OCqA0IZHmti1a9e0adOUcxOlS81qgP3J7PhrHAYZUhYiMvDH6rb169atk//GclqohjZDDy6rGFW0qnr+Y8YGT2kWAFS/4m+U5MhlFUEQ33333YIFC5qwXk4cOXJEfuDh4UEQRLkMtiWwt3NxXjX2NkWjPNCQhnj/6VlvWgjeVlisX7/+iy++kB/zeLy7d++GhHirZojM5CoGAACi+kQBaiz+52zS/iGIrbteQL8ksvJ42RmV+LcXbNtTdGZlA8al7m+0A50rOKI8ftyl1Zkar25n6aZiI3p885q3mdBCyEP+7/1K9lDVKGdW4mGXaV3DnRKeJohzL6alFRri2kCy9rlzp06dqhRVX3zxhar3X77W5qYSeVqXlLST7drpDN3eOCj5asSs5NfXq+SiCgCEWLqkrcsgH3ueZ5t9N541rajKkcD1bPykSE1LADRdkhLvbm5EINSrV68cCYSepJc8ZM68Zu/n4YPJ7NDLDGdYHV3wMEG+Onhj+r3dtuCPP/64cOFC+bGcByYkJEQjT2d77ir4RB2RK98S7+rcauCSVK09mYxKvCyK3d21vmv+MHeiox17h4sWDgAoggCA+GK8/RmrPzilNhJK8I5n7NMiLNe/fOZLG+1ZaJP2/NKHHQEggmq2SFZWTKnZaElZWBvD/vleHY3f2ZlEAAeSa5cR3R3QwR71NRSQY8CAARcuKNyqCYLYu3evBiW8nimqo7HaaVVVVWqqIoD2jBl1GO80FO4mSB6rpmNFrBVdqnF1aoeAs53OTkgkhY7s+03B5p5eiafcYC6/USeZ82FFa3JWAFF2+ffyiP3HBgYAwOtSibCNx+y7zHMt0rvtz9i+zqj+/AqbO5AarO0A0N4WNXq3BAA2btw4b948+TFFUVevXuUcQoa6Ee1s2fta1KYLgxrPSlIfvKtzq6CBnMln0xvAqkkiONeXGu9D3DPmMCa6YaIYkS5lNIyp88+XbKsT9OZ49mo2jszE65+y0Ru+lL5+gd6wKfWjE3/M3Khd8J4OYlxViCjY1518NZo60Zv8vScZP4K6OpCqv4NhdXV18+bNlaJKIBDcvHlTQ1QBQB9ngtOQTUTBABe1Lrd9+3YlnVsTKvjkGOuteC4ztkL7qre1GRAkg+HT29wcKQ1CJQ29zteKKgAokcLsu8zhyzFl537Db5x4XM1EtvHXHr3I4rzJweQGTO37OqPL/al2tkg+0lgKYGYAcal/4yPdrl+/fu7cufJjkiQjIyM7d+am65L3/BEetXYaxhQsb0Wu1BGLu6nwrs6txByh6gGgoBo4eAx0w5wPuWsHPrpy/Zc+oR951/702ZT1ajsF2XYJBzOoThRUw2QtsodWFZqkuj0rHlnRpYWUmWqiTJfeVQuuYk1Vd32QnZ0dFBSk3O+3sLCIjo7mtCCzEsBPHcnJNxhVGi8EsKk9aa/uYnLo0CH5QYuglpvi2DOv2eQycDKG7g5oYRD5lkbew9yIz/zx1gQ2UcDRyAyegpM3vxpu5+Jejm+1hNnzguXkCObdOKKZhPGA4ps/2YzUzpymm7qTE90d0L0hlJSF4hp4SybCtWvXLn3DpkCS5OXLl7t166Ynv5UA/uhFFtaQ8cXYmAJ/c/T2UVrrxLslrejC7KUdvJzF/NdZO/e5jlP1CpbDyUiLDlIvxo0bJzecWXnu5o3OPT/r3JKHmEiT0J9sRinzuDdELpx+zWoHgyKx5tCPMLZiNKVVi3q4ZzcaUVFRXbp0UUap8fLyiomJ0bOJNt6H8DJFP8ax0QUYA7S0QrMDiG5adkBxcXEAABS/8qPDc+4pHjOtAu7k4iOp+NZgyv7tfsLN7VHE+vlPzYIuWPr1Z2oZ4FhAXzpMV57mVDVokOIAJ088AJhorUABQHtZKkfjpDOfeFtRtXz58hUrFIGFKIq6dOlSjx496lPQSgBddeiwNEDlvlrb09/GSFBMGbOVZY2LLP8OSauapJiCncsmBTkDAFTfGp90b6rr0r9M1OhZR3k2oMt+/fXXBw4oCFstLS1tvjg1MoNj1a5cj9QHr7lGVwnBF6n7vtcQfOXUQInGURhjgN9esDsS2fhiLOdEXRpMaqhR//jjjzFjxig5CXr06BEZGVmnsWsnO9TJTt/S4P79+1KpFACg69Qknub0J6UML37A7NUbTVY/aJoODg5OSUgAgOkEmt01eEJLDxEwrwV2c5znPRXWkog7cllgNwjVOvZSUvjOAZJUzYaJORhEAaCfy7+gmZk7d64y/htFUZGRkfpnVY1A+bXjpud/GRuoCN2Us3aq7ewNlI0+ryZOvEN6q5KTO7Gs9p/nYXp5tlrk2JZW6Kt6MxkcOHBAYZACYGxsnJCQ8FM3sbalyQx/YogbUUXDhXT8Yxx7KIVNKdM32zfjc/w2e60Ga6RE23eWELX21iSCtaFkmA5Lcf2Ye4+ZfIO5n4crZJBfDRfScfdztGoo+VWrVoWHhytF1SeffHLlypU6RVV9sHOnws+R155bY/XnS+5oOvWBVCpt1qxZQoJiEe3o7BJ+4GbLFkd8Ao718t6qKqrsRdDxzU5WmQxu5OBjL9mYQp0GTZzw0xHG7RvHjxCh1qkQQfUf0lvbPi7YEn1Sv5Dg9YGMhZ2J7OgrTOcz9PhrzNFU7qeZOHGiUlTxeLxbt241uahiJRVl534DFZ8ZtqK0TJ2pvZ54V+ZWmJbJMjWHOHdp9hDr8phqUw8TeM+RmBdY30DbUVFREydOlB/zeLxHjx7Z2dkBwINh1M/P2Fs5OEeC/czQSE9ioAu6koU/uEorPZYJBJ/5Exvbc7uS9XbiMIn6xm7iy6S4oRV3fSyNK2Wsf58hI8LnPi1FkZk4rQJ7maI+TqhxcVCiCvDmOM1NALnieaArISRh7NixBw8elKcjhDZs2DBnzpxGVMSJ69evyw/4tu6cRAmVNBRLQZs1uE7QNB0QEKA0T/P19X369Cmfz/8qhFnxWO15eQTs6krJZcfmePaLR4ySosfPDB3oQbapH9XiJF9iw1NWO/RZFx8r874//jQlrIurNQC4evvYTP7SycHiqgle9IC5n4dlLJjzYaQn8V0o2VSqnwoZ9IuglYvT27l4fzIcf4UP9iBVzaEGDx589uxZ+bFQKLx//35QUFDTtEAFsqyXqrMEOaRpBl523UAEiUhKLeYNACB0sr8ICRr2EkpKSrp16yafayCEzp0716yZwgTUmIL5gcT8wNrML8vxkEtqJlcshi3xrLUQLeMizWhhgT71J7YlaPb621nFhy4/BICuXbteHzMfAAIsdMbgqj9Op3EPufnVcCubXjq848OHD+UpFEWdPHly4EDuvdTGQemJYi+mUrjaISDBrOEsSCzLBgYGKu3jW7Ro8eTJE/lkcHkrMsgS/fyMjSvGIhK1tkZLggl5QNA9L9jZd9X0g89Lce/zdOz7lEs91ol+ZmhvN3LyDbXtxQ62aHsnMiG2dMmVBAAgCIJhrisv3RxEyVgorIG31M1pY8VjRluPdiSV7eGIpjUjAIBl2U6dOimJjIyNjaOjo318tJjhG4WCanhShKto7G+OvEwR4nGMNojXGBXduyKtgCCEzdtI4tSIawU+wUjQ4J7Spk0bJQXohg0bevfurSfztgSW0zr0x6fM58EE52bz5g6kuxhtjlcQY3uZokVBxIYfFFJDD4tDI5CvRVpgzpQDQAlpMmrKZ8VvRJVYLL57924jPBN1ofLO+bzjP8d/3L20RnYhKZf05X3JNdb2c24MIWr79u0TExW8U/7+/kpRJcdwdw7nagygMeeSo0QKm+LY9fUL4z7Gi+hoh/54iROKsZUA2tuioW4ERbzZSQAQiTQ7G49oelEFAAeSuY1mDiSz05oR1dXVLVq0UE48LSws4uPjHRwc3r5emoWFD5itCbVzzJ6OaF9nD9LcmilRC5whbNGeo3xdeGekFYD5iBlMaaE0PUl+Stm7WYTPbuhNwsPDlZ/5ww8/rHNZpItbskQKL8sxpzkyiWBhELEwiCisARIp9om+LimRX3V2dm5om/XAQcXSqk3Vs9VZPwdUpwLAU5H30pLnxQAA4OTkFBsba2nJbfPRCFQ+uFR8dDMPgMcjjXjk5BA3fGH6sdYHY4rVslkLYX27BsuqQYMGKeeDPj4+GqJKF3IlOq0H6mPFpoSbGC0I1PymyimksbGxVommRzUDOTp8CV6WQ25ubmBgYH6+IqaDg4NDQkKCubkOrVsDsegBs1FdsXAlC/e7jO6N+7zw15VEpWInVBjQzrRPvQh5NPAOSSvS3Np23uZePk5ORtSr0qrI5ycpdWKQpFJ8Ig2/KMW2QuhkT/R3Rhqqpb179x49elR+3Lx5c+WGoB7oWULUubpQ1dcoTQf088M1FGHuaPljYDE4S/MPvlpmxCrmWoGS5MOtqR4JQlf/oNu3b1NclOqNRvkFzfeGqsouOt1Y69T9dBp+VYHtRNDdgVjThmholOxPPvlE6fjt7OwcFxdXz5brMVXTVkU1FDk5OfKDv9VrWgkBqUnn0kKSOiP/aLOaV2WkeMm6MwVvRJW/v390dHQjeJM4UVANW7Q0GAAQV4xP4uZB7y9cMHKgtRGfsXT4feOKxlXxDkkrAACE7mQWy/mtNNjvdySyM+8wtV3zCdvHCZ3oTSn17mlpaR999JH82NjYWCMaii6EWKG/uCjDzfnQoF9RsdMPYGurabjwNmhhgb4KIVY8ZsNKrypFlRxiPrVueNexe9+WhkkJGatgemCqOIjoeJnPf3y/14/tG0+JsXnz5h07dsiPLS0t4+Pj6/8fOojeUJhq4e2t2IqLFZPGf0ZaIYD3nNDZ14pe174y7vCrr6g3IYhCuvo6GPHW3n7Ro0cPVRaKt0dUAaZ1SPa7eThQzL+UmgcALVtaN7qKd8iCQQ8e5OPptxmNUfRSJl5wv3aE6ty5M03TAIAQioiIMDWtl3nbZ/4EJyfnvECyQR4SSgOCppq0K7G8FXmyN9mKTde+ZOPoM+kGU8z1D9cfN3Jwr/O02V6Z8W+ygGP0hqcswaUr5Nkq5oyNE1WXLl1SrspFIlFcXFw9P5Cy0k+bc1RMIpju/7b/iFLLqa23+puwNpRUej7NyfudUo+W9nEr91mTJzatqAIAqe75qfSt56dyGKQVAMAvidx2Pb8ksq6HadO9tNn65xmuPQEhAFiyZIku/yltuJugM33VDLIJBLMCiC9aNuzNK9kOOHUfKWV4czw76y7z7RP2bkP0LHL0d6AL7x7XTk8VOPz2gn3vAt3o3nYqje15jr6ShctkIGMhoQTPv89EOA7QyIYonrhD/0bWAZCZmTl48GAle9T169cboTP+uhWpQVAhomBPN7KewSL1QDkv5vEavsHZKLSwQDcHU90cEEWAr/S1xlWKQMXNR7Y9RR9JbSIpAgCgL95HU3lZvGMrQR3QdoiXg8aQLueQMfeESbvAt0tA1E9r1qxp0M17OKCUcN71bJxYim2F0MEOeTZQHfOsGDPtPgSXYBBb7y5wMVcnPPspgZ17j1GdhI/3IXZ3qS+tQmZmZkhICFNR2suxk7VR7dKJAfSN7QQAeFyA975gpzbccJFmYfptltF6tZOp8MOCOz5Fz+yMBRiANLGwnrIMqEZqT2iabt26tVIi7N+/PzQ0VH8RTvAIONCdnOlP3HhjLjfIFb19QNkXpThN6A7tPwCngFf29hczcG8nTX2oKhgMOVXYToTeMjpksCW6NpDKKShKu18AIs09zVeU9cN8PPoKk1ZRB11t/eFlyh1pxVIAH3gRWS+aoAoDLzsAQJ8L9GUdvLEa6GMrvTjkn9jZkYNmYcpNZl+S2hhIErCpPfmZPwEA17Jxz3O0dtNXtibrEwTpxo0bffr0qampAQA3M6N1A0Lb24oAQTZl/ZnLgkdvgmWFexK/92ywB8yDfNzuFLdDSsC97+N3f2kvFlrZOcQla1rtNgjdu3dXWpnOnTt3w4YNb3O3psXXUczqaJaVVgK/ts90skOn+lDaJq8vy/Gce+ylDLaaAT4BPR3RhvZk87fg4bx161bfvn0/auGwsIMal14VIfDzV5BH8gl4OboBJBz6UVANAy/SD/Jr+6ONEI69R3W1RwZe9iZDJzvicma9SEMi8/mlD0vOzQAAIABJREFUUuCMv/R3YOkjTVEFAAwLs+4ybW1QqA3alsCtLdiWwHwZomcIBwDYunXrrFmzlGtMy1Y9RvU4Dlxu3WVccaTrRKGWMZcS+RmvASCnotq7JfcWJ83C6dfsw3xcKgV/CzTCg+C0S1q7dq1SVHXs2PEfFlUVMnheii0E4C7mmC7tS2JXRrMAoCqqAOB2Lp54nT7TR+3Xy6zEHU/TSssDOcnq/TP0/SFU47wUVqxYsWLFCozxtkepViLehGBXEiEAKCeNx7stU2aTsnA5E0/waRppZS2EO0OoC+n4UQFbIYMWFijMnTtYWeNgkFYAADMCiJ2JrDLkGQA4yfLDSq7ZywqfC12PmfeSEIqhkMXwvLResc4bhCoa7uTipDJsL4IOdoo/s4qGrSpbwsasBAOqIoTyZux+zobakM+0gtnJkSOBohp9PisTJ07cu3ev8nTmzJlffrfZ4RD3Vn5Dl65yOOmeg0pzFIbmXl5e2le1h+ilD5mDPcjB6gSnUVFRX375pfzYyspKKbb+AeRJ4NPbzMk0hbrTTgTftCGn+Kk1b3N87bcjMWvOlCs5M86+xi/L1SJIr4pmtY2kimvgyyj2SANntdXV1b17975165b8lGZxilvbs8NXPr4b9Vzkets4WCO/dliztwGJYJArGuT6txBdGaQVAICVAK4OJCdeZ+Qq6j5l93/KWCdiFZthn+UfG+Wx5jXfXn664D7TzgaN8iQawWXOiYsZePx1WkkBzCeYr0LIL0OI56W4igYACJIkrcreESJ5AQBRomZfOn4SL/R8UYpBb/QH7eDmckil0nbt2sXExMhPCYLYtWvXpEmTAKCfMzqvpXdAAI2jowy0RM3MkXZwUATAZitM1/38OMLNT7nJqIoqACiXQfgVJnEEYjD8lYVji7AZxW7+QEG1TJLkrVu3mtYoTA+qGeh1nlYNIJQrgY9uMiwGVe2ePIMxK1mcu39M0UUhlhZSZpttwvdYDsIIxRWrSStdAWwuZbAADfjzo6KievXqVVqqsMOkKGrnzp2TJk3am8T+aq3JjySH8z+n2HhbvFt7goklWDZiHSy6AouvzbqPVDucrxm6M4R6PYaK7IN3ZnynFFUA4CTL/zz3N+XpzRy8/inb7hS9livWfEORUIKHXaZV2cqlLHwVxexIZOV92UFWeOTlF62qniOMEcZtqp4dffmFjaxYbgimK659CwvEyd758uVLR0dHpagyMjK6d++eXFQBwM7OpIZ5PYHgu7Zk4+aSCOC3rqR2M5a2JKRlhfJjbWmVWYnPpHG8WAkNH91kvY/SU28yW+LZ1U+gbOEdGLAEADZv3qx01fwHsC+J5Yx19vlDNSMYuf/wuswtkwrPCLEUAKzo0hXZOycUnQMAnvrSsVTKLa3KZByhg3RhyZIloaGhSlFlbW0dHx8v/7gDXAgxV38w50Nf5/+MEHiH5lbn0/GIv2immyKU247nsCeJPtiDHKHCye1ijKxfRhWymowAHSrjNFIwwNKHTGc71KV+bGS6sDGO5aTZXRvDJoygjCgIz7ssZtUWCaZMxbDS6z4O7wPA/EDiQJImgR8CWNGaowueP38+LCxMuX3m7OwcHR1tbV1rredkjKKGUbufs3fzcFENbmaOPvQi3iYuQDtbFB1GrX+q0EAFWKApfmiwK7H2TRt8fX01irwo447KA+oxbAAACBLCVopcm0/9ZHyjW9gIXNcKdi1HYQ3EFeMQK8XramuDktNzB5be0sg2vuj8AZtBGtQObmJUVMNxW1cujZg2cnNzu3fvrvSOBIC+ffueP39e6XVkI4TtnciJ19XYXHkE7OzytgSt9cG9PPxrhg18tA+KM8plHJZ99cS7Iq0qZDDxOi1R36GSsvDRTaaHo3pIZC63MkLHH/TbC7aLvdpEHQP8lYmVkZeGutVhrxClI1BNWgWuomFmABGcrElzDAC+TPa05gQAeJqgS/2pCddroxJYCmBDe7KHA7HrOZtQjEUUtLFGg12J1SuXr1y5ss7w0WIezG5BNNh/Uje8TNH2TpprGaVqX3vTVtDAkV7SevShFHbCW4ROaCiqdAcxqlQZNr5oSW58nqzdcxxkBTP8CWv1aNBjvYnoQo5Rqz5Ujtu2bZszZ44yqiNFUT/99JN2gNWx3oSvGdoczz4pxARSsLm2emtrsjqx8D6z/ikLYA3tRgNACkD4FeZA94ZZR8vxrkirS5msNt8AAJRK4exrtb4uahZaSbPG6uYuZQR3FJdkdWq9agbCrzCnVRYySx7Alo7kx7qNlfQbkKxuTV6/KgCtGAjD7KuVK6x2tihhBJVQgpNKsZMxCrRADwuw7x8yVe2pUenLqo07GxE++u9AyRsPbeByRmlphYwpaEhYM3Q1C3/oBRmV2E7UAHbwpFL8pAjLa/Q2bcBP663DSJ5A4K2yjn7PCZV398X7NB1CK3nidW01xffMAOJqNqt0l5GjmwNaGqxPaVVQUNCnTx9VgwB3d/cbN264uLhw5m9rgw50/3sDPWjgcAq7/qnmuv5oKhtkiRpqIA3vjrRKrwAAcJQVjCs67ybNTufZH7Dsl863A4A0dVnwMi1t2rnon/oGmQvfyAOK/7Hr55y31VDKfPFITVQBgJSFT28zwZZI13qqpRWK5uJpcDZGVkJAAN0mTMpZe1+VoQ8hwn2YWpRQAkELCyS3GC6sgbDLtIbLW5WZK3y0F37oQ1HUkSNHhg8fztmYOlHNQGE1dno7XmAlAQAnO4IRBUtbkl880pxoeEizh5VctaFLXghcj1q8V6VCnRqZhcV7ZTUMEAhCbdDG9mR7vavX4hqYcJ0587r2Sw11I/Z0JS3qR/s30ZfYGM9q+8QNdNE0swhr5ZB9wYnJVwsW6hXSWtvyk0fAqd7UgWT2fDp+VYFdjVFvJzTJV0GYcy0bH3/FJpdhBxHqbI/GehM8AtavX7906VLllAohNGvWLCURaOPAYLibi5+VYDM+hNogj0btBati13PFawqSJL1fctWaLkkUuu+1HPBLokkjpNW7Yh26N4ndfv7JvrQVSt/dGoI/xfWL6+JWmzuQqozm/v7+z549sxDyhjd3Wv7hYBPPALPBk3yOE8lcDMU/tCPnvYkVKGPBer9MOwYEAEzyJX7VEaYwphC3PUVrO/r/2J6c00Jx55pnj17tWk3UVGIMD7OKR3y/S+DTUteDb01gN15N61D5FADfMwpMEtYOs8KtQ2KPbm4c6VpkJl7ykIkpxAwGUx6M8SK+a0s2zpRGaShIkqTc9VIDGGBNDLs2hlHOsD6XRnyctEPp75bBtxnp8a02M70cQhKuDqT0CKxe5+krWq7mvZ3Qpf71Hbx3P2c/VXcsDbJEl/pT2tEc2Oqqwl3Lc+KizARUaklVsZVH2IZ99axFjjcrqVp4CGvwmk6vnsUqU+zs7CIiIlq21Nkr6oPYIjzqr1qVAoFgih+xtWNjlmxKuB6m0yvxxMKzK7J3KhfFeZRlmOd3z6e5CBs4z3tX5la9HJFdzi5VmgEBK12ZtaOH344+KrFtf/3112fPngFAcbXMYeBY5/mr5Onr2rHvRzIauzPNzNE0FVfYrCrMKaoAIEGHVRQAtLRCv/ckJ99glIGFCQTzA4nZLWrvLGjexu2b342NjACAxbjvL856JgHm5zddzoikgAEABhHbrEd8b6eYiDksPOHjI9RdVCfOp+Mhl/6Pva+Oj+J6v37uzKzE3Z0YCcFCggQN7i5FSlugSPFStFC0eIsXKcVdimuA4BYCIYEkhIQkxN1XZ+a+f+xmszK7hEDb9/fhe/7ajNyZjDxz733Ocw6tmqAtl8PORPZZIX7Yl9LHkzAABXXeABDAz02IGUHE6xJcIoUGRmJY8Yf6mNlVVjA378BUV26PZQkDc54yd3tzP9sP8rBuqAKAiCz8KB+3ql1KYaw/0doBHU1hE0rBSgCt7NFwb0JXah0ACKGx3ZS17QICkpPe0CweMsRpQG0OUI3z6RwjqVSJAJqNh4QpAIAQGjly5MGDdZE5V0epDLpdodU5XyyGPxNZEwo2tKz74NGIAlNG9HPuXvX5O3u6eHbBYT4x72Nb+1KilYuAxhLtCo96suz5vpX+FlaKP2Uy2dSpUxW/nZycli9frtqyvwdxujP89ETpAUEi6O9JbA0j1fUV+PqTN4Znjgd6Eh2diRtZ7NtycDaGNg7IW2caRSgU8vh8xXt+8+ZNfUahVQ8vt8+s0XghMTu14MR9k8YPTRsBQJ6sjo/djMeMbrlfdCHe84adyCVdYBgSTEHHyeAZwppYzo9iRvkQnJLNJhQomBNVzx6V6IwAWlbGAYCuhr0CD/KwiAZOlf2oAr1fjqiCD0SrF0X4dg7OqsK+Fqi7K1paa7NPf39/RcJO8S2sLVg25urltblJBODHJkF/W4azqkmwFsPh6ExPN5dLly4FBgZ+RJt6sDeJg54KAH/Es0uC69iJBoC2jiguJ1VB4FBHa0libXKdWvhSohUiCIQI0DLmQ2hZi5q+xujRo0UikeL3qVOntFro70H09yDyxJAvxr4WSLcT62QMXmbIJD/FR5qRw7N5ZhzIIOWb3JqLFXUrG+9MZONLsJCEZrbox4bEYC9DN9DOzi4zMxMAIiMjhw0bpqgm07rlomgOGZDwymhFtOI01PkgUiswp68nAFzPwhMDPq612GLcL74+DN8AABhg9Uv2tzh2e2ttIrg6CJKDKWTBiuY0Ik6nYU4PIRZDhZw7WumGXRX0yTMpGvzhAbMzsWYLPgEbW5GcOjO6aN68+blz5wAgI6PW+XuWzVk6ekyZUiB4WEnEoNJbX3supRVkUaGZ57zTqSu0zZDqDH25aRkLccW4TV1pOvMbE9++5rh9lib/02U3AIIUBoRIXj9RXybwbqjSWkpKSlLpgnbt2jUsLIyzGQcjcDDivnN0acGpuPn2lZmKPxOEnpPc5qUIXOyEMD1IO7atj2PnPKl5cZ4V4oPJ7MVuVLiOP6gCcha8ff0zMzOBoC6xDfxO0inlWEBCM1u0JJhU+QxXVlToPhq86umejnWyI9Y3vAX9nEZ9iC7EYRdoGaPx1MlZmPSAae2A6uup4DVq2FLCYCGpsdbMzm5Nc/J1CZ1SzrGLOQ9s9Qx5G1rrvQiN9K9aHsOqh6pQUXyPskeiE1VPXYUhX48l+NwHq5DD3Vz8tgyTwf0AfgaA8vJylmUTy9GLQixmoJE1CrXjNtwtv3GUKdPQMm9T+bJfyd3TVkpfUtSw7ho7ujAwff0pHGhvc7R5oF/xbzbW0iL15daNW9ShtS8mWgFYDZ5cWJIvz05V/Enau1l9VaOq3rdvX0XCgc/nnz59ug7tF+5YqApVABAgSduc+dtg8wlmVxZ0XZdubGxsYmJib2/v7e1tFdhqjqiL4vHgYXps0fmu5U9MsDguw7vFN/2N3TUq5k+lsqtesq+KsTxwEkTehO8PZIYMhjIMAGIa7ufirlfo4x3JwV5ERETEtoMXt3ZrCJp4ZlwfACx4wOmy80G4miACcTOqP8qGWsJAv+uMjIsKK2fhUDK7IoR7YJVfXDrpcsyGLkE1WVqewHbMLwDwtS9xKYOjxZE+BKnn1Do6oR681CHJh5qL4iUE/6Zp6FqHr4soi8bWyA9nnzz58PXr15mZmfn5+WKxuLKyEgDMzMxu9T0KQiVzYWb+kZkFx5Di/S6BnAVXHX7eTVk5aB3oUgb+5jZdpJyj8wMzW6goxALTdscLHlTViNyH2qGTnUgPnStZFR+le/LNxAmqaFXLDGYt0dgGHUnhWE4Rn6pO1dSeJ/1+Xu5fy0ixUjNWWL+ZedcRdWjqC4pWpJW9w0/buge4uRjz3ovx5It/v8sROpSyYQ7o7t8H3rxRVq4tXrxYnQT0vBDve8u+LsFmPBRiiyYGaPD6JBLJoUOHLly48OLFi4s9fayFGv3bRuK3Vn80f1euMx/Qcy4M6AIACON975e3q3iuWBwoTs3bcMdl1ga+qzJgbXnNTlPZRnk0g4BOEDJYqzEWw5SHTM6VXdOn/AAY9/S27+lT8+ak8p2vWrRubod26FTV1BI2AujphrSoQAp8/TGczIgsNqu6btxZXhgseiMleM+M6pdQ5gCQzNVFUmDw4MH33uW323+vX32nJaP6W/o3tug+GigKAIbWI25l412JGp//UDu0KlTvjBKblrDzxSwELABYMDCi5FqIKKGX2Q9xCwZ6FKRy72NkAUOVocpNlje94DhS64pgWl5ycK3dtN/U93hdggfdoKXqgdSjGby6BmP2qocqAIgqwD2vMi8G1uQraJqeMWOGSUzE1BAvrRORoZqucxeXz0ns/M6PWPOS0dV6/s6PsP7ksCjwaVg+eM784X3sjAVyK8dDG3+tWztfULQCACCIO++LJb7hMHHPjds8AAYACATkzSJACDB2cnJasGCBavNdiewPD1QTzPhcOmyLZ270pJiMuPXr19+4cSM3N1dFARGQHAW6xpyiahZKZcvmoteqUKUAD8tLT26xn7kJAIqlMC9K7Xm3coGQQQ0k71xl+ekCp0RBjVVXnhim/b5f0ZufcCnm4JSRnZ2NAQH4hhi1HZtnQSoeuNQK/LwQy1kIskYf9cHc3ppMKGW0ZogWNCE66Bm3ciJJWb4G0/OPTS84rhiflpOmPztNPGvZnrOqEQAePnx47949ACiRyKmQrh6zNqmvRQA725B93Imz6WxSGXY2RuHO6Ftf7vScAoVntiPNwY2f9H34mV5XCrL17sPUDIaDxW9IrD02evzw4S97mw4fPnzKlCnGxsYAsOk1K9Xq83mG2FVmNPRxllTGxhj7qfPF4kvxuXR2iBcBAIsXL167dq1EImlobz4lRHsi86a5UmjQwxT91PBz8jzthHCpGzX4JpNVVXOXB3sRmz4hIagOzBNcepsHAE2a1N086QuLVgDY0R9+OAFUzfeCxcB2nArF2XB9w7Fjx1TL35bhX2/nBsgrUgVOVYRyeitXDI23xDBLmukO9OPyy1q6aNwJKcM279KzJU9A03RZWVlFRUVhYWFxcXF+9Qb+Um0VWgC4+/DxX9d7LFmyJNshVL3Io744bbXNk2bJ5xR/3jENnuo6S9ExAQAwsQEAgiD2798/atQo1V4K4YgqGsbdY46n1Izn2juhI+FkLWXYXE3Q8wHU9nj2UT4ukOAASzTcm+j0kbNgCgHLzhVPf8o/rFpozlT+nrUx2rh+R2duhYCRI0cq/z8TE5VJhBZqI1Eik8nWrVu3d+/eOQFmPb21R21eFsrnQSAQmJubW1hYWFlZCQQCMzMzAHgv5r0uywULRwCgEceBKmV0TExMTEzMvHnzvL29x44dG+0/S2ubbS4Z3eu58dOXAkA+ZT3bZeotsxDV2ueFOP/ytgULFpSXKzuZcfnlax++nd3Sh6jOpNw1a3rPpAmfgF7uxKZW2rU7n46W9ujtECoii40vBSsBNLdDqprH/0/wxUUrut0E9VBVg64zgG+8Wd46WA6mPJCmvCzYvfmBOAsAxIRgi92QrbZDMUIAwDgHgXMDyFLWOVMU5eDXOD/k22P20FJ+Ub1Jq5ZdDo+crXuohn/Tr4oxAJSSHCYo2RXiq9euXr161bT7VBhUM744krbIDtfUrLSvfP7izddpfKdD1j322fSmSzJ4QuNbEdc4NePH3GVOaIpw38nBva8xT/tRtVTUNefB3MafVIvXzgkBwLii81rLeZj+RnR7aL1RurscOnQoLS1N8XvDhg21cQbUxZ07d+bNmxcVFaVw4sh15VBraN8idNhv+9q0acN5iDwxOFcrfz0xaSBBfK2UfGSakp2PMU5OTp4/fz5aGA4ewYqFPtKMX3J2hwvzVNvb08U7M1atdvj6Pd/5gUkjESHcsnVr1YGaWVSEUNu2becdOWIrLq56GgEMbRLScYBvSIoYu5t8qgiyARhR0NeD6Fs7g908MTwtYPPE4G2OwuyRgf7s58IXF62wm7YamRLmDtDjp9OpLAFwIhwVbl/kTiufSCNWOifvUBFlecSqm3JjOy8rUVZ4ePiUKVOatg73OS6XS+E0QEZVmxU5O5zkRaWU6d9uQ9YO17ZLUGCwJ/GqmAGAO6bBZaSpBaNR+3PujdJ+rjJDWVJvRZf/mrPDjinVaofErLc0a3HObpeSN0t5QvmqlFVVtnvEoMWoTirDJ7j8Al4U4UsZbD+Pf6keOMgKfe1DuFf/d+qYYJLEOSk+bdo0xQ9XV9fvv//+ow7HsuyaNWs2bNigKvRR4GR89uhG7pQ69QMRA5dv1p0mV8HBCMbXJ3YksABQSFrOcZ26OmtbDdPY1LL+8EnB6ERcXJyqDga/f6GIVjPzj0zLP6Eg66pDyMqW5PwFADk8m8luc6ISH6lWNWnS5OjRo9UaOC4Cn5q0iXqFfK4YjiSzr0uUqeGvvLndlf4h/BrDLn/BqEa7zsboYAeybknn2uP/jLTNZwPGAGDESgeX3vox/+iQkps1jx3PCABOprJvHt7DtDafbXBJDZXpwI4txcXFp0+fDg8PP5vGVud94KlJg64+WxoGHGnru2uDsMv9PO608Iwgwt8CAUAZaTrGY2F6tc4fIAR+zQJ6DbWzswMASLoHZTkAsCNzTZ+yewb+p29F9+ynHwNTm8sZuMdVWos3ZJgPaaDZz44/25Iye0/d5Zb+2nlMAFi5cqXKiW/fvn2cDd7Iwr2v0R7HaM9jdL8IRqHlIpFIJk6caGJismDBAvVQRZKkW7tBrybd3OI4gqke0FWRwp995laZ6A1VCmxqRY71V47Jzlh06FtvfaRTZ8a/heXgKa4rjv04e250dLRMJjt48GBISAhB8eHGFqClwaI3P+Yf1Q1V6nCSF21LX0W9PA8EiVqP7r3v1d2nLz4o1xWRheuflM96wuxJYrcnsOPuMY1O05zFYf8EdiayC58x6hNz2SLc5zqtj5f3ufCl1AmqQI3e5t2i+4G0JS5y5XOcw7P52mPpG2FN93fMw5lLzZO1dkwRuHTw3QEABILKb3iqWv+Fz5hfY7gpKTvb6FVfKJTAnKfM2XS2RArWhGQKihrpUlWveRhlaaPYICoqauzC9XGl4DVi2d3UDyu4jPVYeN1MyWE53pEcWq/muAeT2dG3uV+YuY2J1frTZ/8E2PLinGXfqn8MSDMrp6WHtYR6WJY1MzNTkHUbNWr08uVL3aa2J7CTH2iQPQkELRL3RG2colV+6ODgMGnSpB/nzHc9gVT0sWaixGLSLFXgAgDrW5CzGn74y51RhZ8V4CoagqxQYxtunpSIhsDj4vTH1yD9+Y/BzjNLz36wWQAY8Ux6r+tGcA4EgE7OKKInZaCXUigB3xPyUu3vKQTbomf9De34WYABPI/R7ys54sakAOIPHXUgBf7nIvGRwLjq8dVI3hnPtxeRWsGGk7xoVfYfA+utUS25npy/JFhb6CNZoCwPbmarIUtirP/xMNAztxXCnnbkHiALJWAt4BGoo9YGVv4hSV8dAjnd5OUGqIUNXQq/xo7hUT4eWq9mlQHSY2P9q+qMzCr8rBCXySDAEoXYaovJEebWTsuOpO1YfO/ObSnDRqYV7n/2VldTbM6cOaq6As4iuBwRTH+kzUtnMTzyHArChVBZCAAIoeDg4I0bNyrm8mKKcLm8JopFG9f0X2ppwuhmgkwoZMYzJDB9JIVNF1PQuBc07hUcP602zQJA/d4/3LNVFtDczMZXM3APN7235mQqqxuqAOB5IY4uxCH/sGRVgRg4QxUAPNNDiMdymVH01aix7W2NBekiRhL/VBjYvA6H/oKiVUXk6bLzu73MKN3ashBxgh1dUkApCwYzk+NOGfGGBNRkqWSIt9VuCACQBGhpy7XXk8UnEeiTFa2Qw8lUNrYYEwCNbdAQL0K3RmTPG1bKABBUpl8fSL2rWl4klklp1tlMOyE0qDRSVb2slTtvbI3CnVCkjuKlpxnq/1knrWgWZj5mtifUeAg2sELHO5JaZYCEsWm9H3/zn8tT9ICGXL5s1mLAviT2dYlSqGRKfXbr1q2KjcPCwho1aqR1ILay9NX2rZcLM0yw5JlRwHqHkSrVfBCYQoPORNSJLl26/PXXXy4uNUHcgIcrJ2dVHVU0LHrGHE5h88XAIyDEFq0MJTkJHM/UBtfRtmHt8zU4XE+yij0tTRxMtPM8EkJjyZ1ctoeb3j5vkv4B15vSfzxaGaC2q1OIowrw1ng2rhgjBKvergnMemBkKgQAb1Oq8M/FtuOWCBt8NJ39v49WVVVVFy9elEgk3bp1c3R01FqblZWlVQgaFhZmbGz85s0b9ZKrzp07f/BAlZF6GeoIY0JFoom7IixJy24wQRhoXZX4HBh5MWW+0GlCjJGftQB2t9U2723tgPp5EOd0pMSnNiDcuajeL4pwn+sarJYlz9nL3bSd4xKr2UlRJvVzKFsnWlmEYUQRwX/ent683sRmXsa8mgf6+8KzW+yGKrx5dIuEj3Wk+kXQj9V6ED7m6GwXsvbadbXBgmfM1niN6/C6BHe9wrweTOnK6To6OirKHpc9Z14W13R57ubibTEiqUMAvI9BBLlvv46+CsvmLB8TIFX2vNxkeeGV0T28N2Xy7RRLfFv3fHx5m7W1Nq/HzwLxCNAV5wGAICtD/xfNQo+r9L1c5dWTs/AoH3e5Qp/vQun2gNQDySbbod8UX7Shy1RLRp2NdjQVnhnSQt1oFgBm5x86btVZRf40IE8KoGtmqrbqn3+h7YXgaAScJdCqrvqhZPa7u0pHXld5fmDWA43tMK64/ff/vWhVUVHRokULT09PBweHWbNm3bt3LyBAo0w2JiZGJTCWn5+flJSUm5sLANu2bbt8+bKXl5Ls26lTJ8Q9jaAElkmZihJ9a2kg83g2AIDe3B5HPPyjokJhoGILkCeGd7ls1yqYYoHaOHJbMxwJJ2c/hd2JrOLrbcqDWQ2JRU05nikxDf0jNEIVAKRV4IE3mNiBlPoh6iHkAAAgAElEQVT4Qj0f/J3noqvJyqkrYx7V188pJq/8VUF5c+eal0yIZS7y/GSBm7UAvvLW7jHZG8GDPtTtHPysEMtZaGgF3d2IOoi9GECFHLa85ogE2SK8N4mdGaR9sGbNmmVmZoJ7k5ce/bRWSUhjGLMHlgTj3j+3euT+i5SdpiZAVnn7NK4OVQpYMhXfllxc4aD0wug1ZIS1NcfFt+TDSB9iX5L2SQpJGGfQifroO1YVqlSgWZj6iHnrpj0RoD7uZgliu83AhXl7VUv29w0efe75ruepC9pocImt6PJASWqMkVKl3nDVQTsngtPBhCIgzOEfz5sRCGYEkRq8ZQAA4BEwLYgAgAIJTHpQYx7uLuXIAtNFOXU49H8crfbt22dvb3/p0iWE0OzZs1evXq1ucgcAvXr16tWrl+L3jBkzgoKCLCyUpmyjR4/+5ZdftFvUA8TjE8amrEhHM1gBjIUnZrb3tTv721yhsIv6GgcjGOT1gSfAmIJtYeRvLciEUswnlN9wTlzJZDnH/Iml+HYOVq+lCLNHx6rrtoSsxizFlu4cGTQWUDFlIaArT/Uw47QRJBB0dEb/XI45rhhz2mGAnszjsGHDzp07B6FDOP1WwSUIvFtB56lFUpj+iBHRMK+a7ZUXF637//lIajraYfZ679eWVmRWFVb35TbjwaEOpGHt/Ks6rmUKpJTjt2VYK7KM9CGWv2DyqrseYlJjzB7mZpM8pQtn0aVKDcacB0MNPnLdXLmH9jODuD1iPztmNyKyRHjr65r/w5wHe9qRir7VpfdspVolfC7fVrcF0oJj4QfxHzMYLl++3L9/f0W3aMCAAZcuXdK3pUwmO3LkiMpLCgDev39/5swZzmwRBxAyCeultUxSHf8pxMb/Nu7qtsVCYd0JwkISmtqgBlZ6QxUAJGpTpmoQr2n6NMafUL1C6XwHVnvSXxs3pbbFh2ZLZ9Xr5WfxiXK3dYMBIynOVUOGDCEIAqxc1RcasxKVYgSETwQj5Zdp2QumTAYikWjgwIFzdnJMuheTSk4/j4Ru+uenTXlwrQcV0YNa3oycEUTsakOmDOP1/dDkXal+qYkSncI6Sz5c7kapqpQjTZvRSLtPoCvtVEhaJgi9AICUi7YHV9obDDoI4GxXarRvTeW2CQWLg/+99C6BYHMrMn4wtasNubQZeawjmfoVT/VRz6yq3gxwQ3GytzRTPaGhgKnOy1gb/Md9q6ysLOfqkgsXF5eioiKxWGxkxHGvzp49a2Ji0rGjMnfG5/Pj4uIOHDjw5MmTpk2bnj17lsfTGKRVVVXt2LHDyko5VgoICOjbezQiyZyLB014pJhmHmeWhHsqAzxGaGFewGGOLstnhgG+r1DzVphQcLMn+c0d5m4uLqSsTlh1/qokQt++sVXkTxduQ14mAIgBZs6cuXbt2v3793fpUtNPLJFCSgV2MoJPVFXXh0ArRBHcElGcSUmKojw8PFKrlMPzUFH80pw/gyQpDCbumTb9xXl8WuMa8SYxDVN+P3Bi8fcymcxMQBWJZTZGNfM+GKEzlu0Vv5cGk+YGU6gIoLML6vwxJcFuJtyqfwiAc2oy2Ba9GUKNXLn39OM3GeLy2UzZigYCE77ed03EErMrA+RRpyEzjnl8eHR5buR3323fvt2An6s5D/a3J7eEkQklWEBCgOW/QSXXQn1LbpEfGyEAgLc0a0vGuoaSFADACKXxnVzlBRSmC0Uy329/Mg7tVIcj/sfRCmOsmm9SFD3o43/t2bPn22+/VRVGrF27VvG7oqIiJCRk9+7dkyZNUt+eZVmVDSQonAsQQZhZBW6/aWfMLxbLo8a1V629Yxp8NI1YJ8K1rJurM8L0mJUCl2Kfpxm61pmuF9ohB6zmi4pS7MonNHG1FWrfsijjwIFBa6CpCK79Dtd+A2kVAOTk5HTt2rV3y6ZbOvoTonIpUA9MG//q+F2ywNXHHG0JI7u7GvpPMcDlDHwrm31fCfXMoKcboS/1qYK1AL7xJf56ox2uLPmgpbRHs/CqBL+rwM17DzeOvjoyG3yl70NFiSRmAIACJrzy2YmUd718N6qT0A+dPAMyGQBUSOkJV+L29GlqziMAACN0zKrLPdOm1gJY2LRGzP4zYoQPsTORIwyHOyMnbi8kWLFk0ekVKxS/T9l5Pe+4ZySVGFYZGyRWF7DFGNAd0+BVjt/Ev8+EE3Mg/TkAMAC7d+8+cuTIqlWrVGx+Tpjz4FPcHv8hdHNFFODtGasDJGmKJQhjT1nONpuBe7evKMjNrJy6om4t/8fs0K5du/br12/y5MkAEBUV1aVLF3X7JhUyMzPr1av39u1bDw+OEqapU6fSNL19+3b1hbrs0Iobx8su7t34JGXX87SJzbymNa+HAaRIcMaq/TzHySxBXO9BhdqhHQns43xcKMEBlmikz8fJDNQGfa7Tuuorw72JI+HaH0eRSOTv769InAEAdP8JBq1sJko8lrpQiJUjkASh51j3hQrzHgCA0hybw98WxUQCgCmfujGqtYsa16GUNOvsszWPZ00RcK07pW8OS87CiEjmVKrG+zklkNgcpk8zSgkxDSMimbNq6VFHIzjZiVJXnrybi7+9w6RWYABYkrH129KrpJ70yH7rXgudJ9b8vSQYsl4hhPr163f48GFjoVCaEsdWljL+Ld6IBGY88DZHHzi/T8D8KGa15sS2qwm63YvU1qRmWbqsYPuhE6oowzM2ky99BZZOAECw7Pm02Y1FSYpVIkK42Gn8Mavq/i9m4dFhdPxHLKr5yjo6Ou7du7d79+5sebE48RllZS/wbpQuQhiDZ10NaUQ0vC3HFjzwMDOYmfoErL8U/1XEj1oLU2SCDtvPr+/cYFiQm82YX4watvrYZv/jaLV69eoHDx5cuHABAFasWPHixQuFEl5+fr6ZmZlqSLh8+fJ79+5dv35dtwWMcevWrfv27TtvnoYovW60yl74FVupEQorSeOGAUeU0rEARzuSC6JYxYukAAL4JZhYEvw5O9mVcpjykDmYzCpmcygCxvoRG1qSJAERWfh1rijgwU6f3GdmjOh8fMbCW3ElEjkAQNcZMGStogU+Sw8vuYIRmcp3emjSWKWnrMCFrlT5/aOTJ0/u5mKyvnOQ1tHXOozaYjcMAJrZomf9uXvWK2NYXYMsANjXnqyNyWhUAX5SgEuk0MAKurlqFK8lluJmZ2lFep7P0m8TBhL6H790vmNb312KSnJIjYKVrRs1anTq1Km6efZ8Oq5m4kPJbEIpthFAmAOa2oBUZTMSS/G91HKHq5sa5T+hMFMgkm54nHIwLoPP51+7H9U5NkCdxtq+KibgxZ7shoMfmwTlU9o0i1UNyq/OH3Tnzh31hWt7hnzlq9RDiBd6TXeblSjwsBLAzCByfmOi9kXOBRKY/IA5naZ89pyMYWUI+a3fZ+6N0jS9bsLIr83KtJbLGbzzeeqU0HoAIPBpZDdl7ce2/B9Hq8LCwsaNG/fq1cvJyWnTpk3Xr19v3rw5AHh7ey9fvnzEiBEAgDH29fVdsWLFV199pdqxdevWYWFh5ubmERER2dnZUVFRqikqBbSiFZZJs+ZoZ8oBoGn9A4WUFQDwCWjjiDjdUO73oTiF1T8FRVKILcYkgoZWyEoACaW4XwTzrpQ5mTo/VFRjzpxZLu5+5JFfoybCXx5qJ9HzU8DeW6vZAEv0spoJETGpX4BAexL4hFXnWS5KMkTltzxOtr33cfpdBcd1aOuI9BnJ1BJj7jJ7qwkEoVWJf6dyCFSoAS90nrTfuhcUpdvuH7l//eKePbmrxP9bLIhi1sSyW9+v1arlXHr3zXdbD4eFhQ29yZzU7KhC/A1waaCSOVNBSMLboZSrCYqOjv7qq6+Sk5MBoI+f4x89NErxs3h27X13SAk+AEwMIHStsDkhZaD5OTq2WPvO7m5rSBT/o8Cy7IIFCzZt2kSxdMz4cAGp0WyVjBZQpKKenLSyd1r8cU5l8J/nBG1tbaOjo/39/Xk83sOHDxWhCgDWrVvXqpWyo1hRUTFnzpz+/fur77hs2TI7OzuapsePHx8XF6cVqnSBeHzC2ExroYgQlpLKheP8iUiuUAUAh5I/RZmaGzYCCHdC7RyRlQAkDPS+xrwtwx0rn6mHKgBwNTda2Sv06dOnv4bo2LplvIT3MeoLAi3R+a41mwW3aql73BxeTeaYk4JIs5DKFarAIIW6llCnp5ZQHGo5mkADM04QF5f/Ql0riH+iG6owQHI5vvgePyvE4o/wdv6c2P2GXfWStZKX9Sq7r7VqXtv6CnX/HW1IrdklYUBb2D8R5BoMSxLB1jDS1QQBQLNmzd6+fXvs2DEbG5sB/trKXy7yguai14rfOxPYBP3+b+o48JbVDVUAMC+KMWCfUUso4pSJpc2aNWskEkmljN78VNtiikcSKukL0tKuDkf577nsjo6Os2ZpS5epmwmbm5uPHz9ea4NOnTp16vQxaQWETFv3Lo84qr7sqFVXGlEUAZMDieH1iD8SuG9amp6393PhXDqr6Mv4S9J11w5s7AsAbR3RpW7U5IeMqsy9Wau20d95QEBHcGs8c9aszv72XV00lI8suo0Sv7irrhooQfxTltUFieLyjSs2Ll2yWCvxRBIgIIGTOWXyyQWzKh65gJX1KbvLAiI0c20YA1ZL8PuwRWyvfXedCRZrZ/1fleDRtxmVzbWVAFaFkhMMkjz/CWx+zQKAI11E6CQNBUi5xFoA93tTZ9LZx/m4SAINrNAQL5O2y+IylzWHzlMtG3f09PZtZI1+CCC0gtqwYcOGDRv2akp33eNaM0qNcwxwKxsH6DHgUMcdHYKrAoUSeFWCm+gX3sMAD/PwyyJMY2hkjdo5atR+ymSyOXPm7Ny5UyKpMeskjMyEJCGlWYHaE8lX62qZtun9wRPWxX8frf41mPf4Gihe1tk9ZgKqUkYTHUb4Nx11SUgF2yJHI0MdB0sBx42MK8aP83GxFOpbQmeXT5IWiqv+4pWRJrprcbUrTxcXlDSEyqzCmVXga4FsBM5W001LX1+H19dLnQp77tmjtSPl4GYzel78kV0O8iIASBB6LnSemMavHn3c3b3y1Irf1q8bOnToxo0bVXUqCKCdI7qexXE1PpgW/CACrZBC1WR99ub+pXe01j7OKt73MnNHz5qqQKmRFSCk8FUfrEaYzBNDx0t0Qc3bASVSmHifMabga58PB6xCCVzNZJPKsKMRau2I6lzazWIlSy6bstWNvHKyhmNBETDEixiiJrPeu3fvHTt2wKEpzDmzF+X6RekBbJ1c6YJMrYVv+TUW3GVcFc66qNLvXVSpf1WeGAbdoB/kYQBwlRXMKDjKq3rljCrNvANk3cdMnzX73LlzKlUvAACBKXSa7N5h+NSsuVpNYQwIQZGU8fl2tnGz8FqdtCa+oGgFBGHebYRD/7GmBFskkkk2Xvbj1zxPvhbIywxxDoK6anJzZCyMu8scVBseOhgxxzpSdc4eqr5UEeYtF+XuMWLVJ5tQaZOe6tMbribItTqmtW/fXuFSd+XKFc6WjZq23yNuczyumAFSNeYFAIi/CeeWAoBUKj148OChQ4eaN2++atWq8PBwAFgeQt7JpaUMGLFScXW1rSUffm5iKBDQLKRU4Dwx+FsgXYN1BSYHEhfSWQe6uF/ZXfXl827FvymseJZTuqOnxgTNGkdlnfaNLDxY7VXf/JpRD1UqLHrGjvL5gKvmyVR2zF1G/f0c40fsbEPWQZATISAQMBhKKPO/LcMHl2qYOd60bT9O/75z5szZsWMHAFRUVMTGxupWbqtgMeD7ol2L1ZdcMW8Vb1RzOdbNnUR2rDd79mzD2qo+5tzLEYCPnkIfDDDwBv0wDwOAmyzvcspMy+o+nST+6e3Ll0+di67ZWmgG4ZOgy3Qws0vHOL3A0UOmUXPznrTu++d5dx/fF9u7GjhPA/jy1PgACkUc3GQEsKkVh61TS3s0SvNzPe+pRqgCgDwx9LlOZ1bVccCoKprPpazHu83P4SklrioIk8PW3aCF3j7zjz8qk8S5ubn5+fmc2ywJJq2srDRCFYBPQIPQkGYqphvG+MmTJx07drSysho7dqyD6P0dwdGHSeOS4gcnxA/9NXt7e8vKyF6UroO0Cgfesq5H5fVP0u0v0o6H5eGXaE5T0q4u6HvzN+7SbKSZ25navF5WhcTH2rSHr5KKISKEk1znHrdUPtZanoaP9MgcplfiLIN3IbYYj4xktLoSe5LY5S8+JMLABQSgKnGf5zx5i91QBaU+le+83GncVn9DqmReXl6q/uzatYayY0aBLewmrcwXOmbwHGKNfFc4fDfZbU7N6vK80jtH5s2bJxAIwsPDIyL0Uoi/8eN2LevljvTV61zLxA+rL/W4onOqUKVAB0/bYEdLACAIwqXH97D6LQxcAWZ2AIARmuk6s4BXM5ssJvhj6i0tbvBJdq1fnBqfkZGRYoAtlUr5fG1lgGuZeH4U87IYsxjMeTDKl1gVqsGNrqLB7pCcc053YVNiea2txtXx99nzg2JcwFX5dRWwsgBpmoCVvRF68EzMckbyDNCIjI2NxWIxAMyaNWv9+vWc2xRLYelzJiILp1fiemaouytaFEya8yAnJ+eHH364dOmSRk8eoKev407NPg5hauG84ri+cziawo6MVObofSUZC/L2NRfFyxFlZW3pPPZnysGNpuljx47t3r37yZMnEonE3cvvQV8vfa0pkCxwDfetIdD93IRQdxtsfYF+qCdgJQ81FFUn3Gd2cfE8rQWQN5JXh+7VlQzc8yqtXhYlYGWKbJ0BaToFhg0bpjDctbW11ZJj1sX2BPaHBzohVSqCrQMgMVJ9mbGxcevWrb///vshQ4aoL6+8d+7Zg6cxUosXRv7HrLoo9B6CrFBET0pftGp/kb5bPdt1JHVR26oYrQ2W3nsrCQzbtGnTuhSL1TqF1qaMqFv5k/DKqHSB8ybbr2QEBbd3NHm9p85qfP+LVhwQ0VAixZwVKi+KcPAZ7vxTb3d0oetHj6yPHj06atQo1twBxh8GX20DiD9af8C7vGPHjpGRkQDg6emZmqrHDs8gaJpetWrV9u3bc3KUZfHHB4WGuWrzgBIb9W43arzuFcMAbkdpRY/GTZZ3PWWaKVMjkFAsoftfSUrPzGJZjUf5yICQtu42Bs4qle/czk/pcEMREDuQUp9IHneP0SXNA4AZDwq/5hnQljAQ5lKHUXXgW8bHxwdNWIuHrANjS/XlFnx4MYDyMthgdHR0SIjS9iYtLY2T+awCzcKAG9q8Yh9zWG12b+XC2TExMVpXGAAIgnB3d2/ZsmXPnj0750cz1TL/AJDNtz/QaUNTT6uRPoRQJ6JKJJKIiIjz58/vYVuxrZSD8T8y1vTRyXuadR5q0XsMANzKxp0uc70XLKshtXh/X5OXf/xPO/RzwpjSqwhqoJujj5NtAHv27Bk3bhzGGEpz0PoursvvZNgrORwWfFjW7AOhCgCmTJkSGRnpb2Pqx5Pk3/rbvkN/XR1Ow6AoatGiRYsWLYqPj1+4cGFERISLjtQfACxbuuTe2KlCodDS0tLBwcHW1tbW1lYgEPAd62X5Kh0Yvy65oh6qAMBaSNXny1LVXyS+MTTuNcexx010xhjrnR9+ZKIs2iQRbG6lLf41oT6xN4nVLZYe5/8BGRwDt89ALboB9OzZE6enQ9QpaNQLvtsNPCEABFqife1Jw6EKAJo1a2ZqaspnZI0dzM8v+3HS2q2UjTYDSwWKgLNdqL/esOfS2ZRycDWBDk7EjCDClNdxUI/oysrK5cuXHzp0KDu7xhWRZdm0tLS0tLRHV863/6YNofZ8Osvye54afcPMfwGATCYrKyvLzc0tKirKzc0tKSmpye55voDqaHXWooNWtEKIMGun5BV1dEYDPIkzaTqfEK2nMfeN4WtiGP+LVh8HPwtkyuPOoTTT0WyUs5Atws7G3KoMO3bs+OGHHxR9W4IgDh48MGJE67QKnFAKdkbQwBLpKqvpJvL7d+6g6qfIzu/KvnrAZsJSgbfGOC5HBK9LsDkfAi2Rqf6K38DAwL///hsAUmb1BUY7jmRVSABAIpHk5uYqJMaUcPCFFcpoxalk5GlhrPgH7YJa5bWeBkHdgG+cCXArI7N32QPd7QEgVSbYI/Pq5IyCrNE3voSuq12oHdrZhpz8gFGXA+3rQaz8kAhBqB3SVaoCAGdj5Kyn2JvFkFaJZQx4m2vfx5UrV6anpwMASKtWDWnedYhplgj7miM/C219ZwDIrMLWAqQlEruqZ2hnG8KUTwFU5a34zqh5N+vhM/WdPIlgfH2CU+nf1NR0zZo1a9asycrKWrdu3blz596/f6/qbQU7WRA6n9LKkoINuy/rO5YSadEQfwMCOwPAdfMWS5y+n513yIQVAwCi+JZfTSPMa/rgR8PJJc9hzeNibGQJAFCcBZb2QKg9cJIKeHwEvD5g2GEAX1y0amBr6mxk+b5crGtfWhsISZgZRCx/of0NsRGAOtknqQxPfchE5mA5CzwC2jshrQ7C5s2bZ8yYoQpVp0+fVtBfPc2QpzaJFWKL8S/R7MM8tlQGPuZouDcxt7GyE1HwxwL1IRUrkxT+udRl9d+KP/PEMO5ezfDBiIKfGhJLgknDaTPbDv0qbp5UX/Iyv/x9hY42igLFmSAXK+yC8nkcNrwNA+qfX7ypT58+v0Qz6tftjEW4VrTCAI8r+OeevjiVkC1lzs/Yvn1iz4k67Skxzp/o5IzOpeOkMmxvBG0da+XGOq0BsTuRLdf52CxsynFJMMC6WHb1S0YhCyMkYXx9YnWoUnC1tLR0yZIlii29vb3nzZ4FADpq/lAmgzlPmaMpbIUcCASNrNGqUGVJedWzm/2d1JQkMIieXDNq0MKoUZh6C2/K8LVM/K4Cu5mgzi4f4Fu4uLhs3Lhx48aNNE2fOXPm6NGjL1684JEcOQQ5Y4gSSlGUra0t0XJ4tpE5YBYQAQB/2fQ9btWliThpoJt8Zt9Q0GTqCUgo+Wsy3rkTrFxAKnKbcyrDukZm2oqQ+h0fYWvPagfsj8EXNG/FVpYV7V8pfavUwyLcAx3G/kxaGJo94QSDYdYTZuvrGvVxb3N0rCOpSu2lVuDm5+hCzRS7tQCe9KN8zBEAbNy4ceZM5SeUJMmLFy92787BAFTgUT7ufJnW4p13dUGXu1MkgqyZPbGO0XnamB1tGnnKWWh+jo4p0r6/C5oQv4YY6oPsSGBL/945rOAiDxgMkGHibjVhRYC7fVZW1q1bt2JjY1NSUgoKCkpLSxmGKZWjnP6bwL89ADSUpJxPnqVuSIUI5PDLAcrSDgDWx7Gzn2i8Nt8VXZiTf0gxeJQQ/NnO089atIVNfeD1dQCgKCo5OdnwbE4d8DAPj7rNqKgqQhJ+CSbncxm7croZ9fUgznUhAaBDhw6Kaj6CIBISEvz8/HRbkLHQ5gKtJUZIIDjTmezrQRRsmiVNfa21ywv3Tp2nzVZ1q1e9ZBc9Y9TLDGcEEb+3/LjybTovI3eVthvjX69zdycWAQCPxxMKhRYWFg4ODl5eXsHBwR06dHBzcwOA9Erc8hytJWocYIke9aUsdKZ8k5KSAgICFB26kJCQB0+izqSxzwpwuRzaMO9a31zOL88HAAxgEtrJatgMRNXCHEUTX1C0Kty/UvJCg+aT6BAaMmu5rmR4bfC+Ej8twEVSCLBErew1xgjf3WV05XQBYIQ3cTic3Lx58/Tpytw2SZJXrlxRV6HSRfAZ+oVOxAGAgx3IUT5E5szuuspL4b47vm/r7mYCIyI5Pqp8AnJH8qy49EUBYF8S+91d5V62dFkxYcYShIMRxA3i2XEpFdIsuB6R51WH5k4VUctydrnLcgGA4Rvbj/pJ1VOIKcJNdRIUxqzET/zOFEufGjeUEYpOSzYsCYaqYgBwcnLKzMysm0WzAchZiC7EiaXYyRiF2CFOqdU8MbgdlXOKuEf2onDibZXU2jfffKPP7vDPRHb8fY5b4GWGUoZReet+oLO0y1N22Q44EzD2Tm/KWgBn09kBERy7fzD3ogIG2BbP7kxgh8Xv+KbooirGUVb29vN3EfwPa09mVuEFUeytHJxdhT3NUC83tDyE5HxlPDw83r9/DwA8Hi8zM9Pe3l65gmVzfx2rJW1s3n2UeXcOd27D+GJGgixbFftIq0fhmx895Erltb6mHyAUcsHdFHEqsQHADR0iOB/LW1bGCV8UnHh4f8YiJbmGJMlr164Zrh/KqsKcoQoALrzHo3xATBoZ0RrfvnLSNJ3vMD+KUbcUVIeMhahC3JVLjg4D/BJd84IWUkrpzjwxbH3NLOXiZ1AEbA4jv7ql/PzfNAu9aRYaKEkLdhYeGKgh4tnEBo311xbAEhHCmPc5EKB2ESydHcdtzt00CgAqiwu2DQ0f0rJRnrX3+xajXB1tggxKs9YSPAJa2qOWBpWhHuSxnKEKACKz2V0jRih+m5qa7t69W18jN/RUnqZW4OQynG/q4wHa0SpO6P2qBM+PYna2IbfFc5/B1tdsLaPVpPuMQpnrldOEw5bdxhRfsGQqPUNCu/TtUZvdAcDVBB3oQAIAzYIBhsfixYsVoQoAVq5cWROqAOTZ73RV2MWxD+oQrb4UdmiRiCYZ7ekKErMvciSXMj5z0XKZJvm0oTj51tsfDqcvXvp+a1hBzF+9mxjzSJIkIyIiPljqWKhnsggACsQ4swovtR8j1xTSXe0wWo4oFoOBYlcJzb0qoxJn6GFXPtCT+AeAofWIC92opjZKeSl7I+jTot6uvhx6wztak8uakbaqL3ppNhydoStFsHD88NDQ0Ib25ndHtx3gakRnvrWJveq2d+rXR5O8jtOX9Kikf15UcaXjm4rf7Hq/stfhketaunT2sgMAwwqfZfolkktlsNRpXDJfQ+j5ubH/RYvWAHAshWUxxOuxPUksw7WpQ35agNVFBBONPOe4TB3vPn9oaWfO/84wDISqnLiMTpIAACAASURBVJycX3/9VfHbz8/vp59+Ul+7+XmV7i6MWKS78MPnUId9/i/icQnPWODmK81QX5jFsysmze/m4D7un/NYnmZIVfpHAP4jY616CUKXevZzW/v5/bRVUeZiGE5GiFtkF8DFBKVVwGHr7o9NGo4vPOMrzcjm2R607vHEJKj60HoRqGPhpYABxz2pwdejlxvq5UZJGCiXgQFNcYqARU2JRU2JId9PO3X8GFQUUI4+9HANFfnRvsSkAGLs3buPxndRt7GypUt+zd7eX7huQAR9pzfV6h/WzPTW4R90qXi6O32FohjQ2cO2g4ftoaTCUaMMdRA8TbnvHoHA0wwlS417+Gz8ruhi26qXGKHbpk33W/dSiLiXy6FEppdUQSEga9HNuPSe+56VyuBBHnfnum7o1q0bwzAAQBDE1atX1VddeM/+mu06CFEU1giQsUY+2soStcCX0rcS03il47cq4T0AYAH96jgGIySqS9GFIYxWk6zzk773lGl3g4c39Bye09Ziv3zqQ+0qEC3YG0E7PeWHQ7yQGR8AIEXgMtdlysB6a6a4zVaFKgBobIM4Fcq7uCAfPWxvNxOkrzw7sBZV/kLSUKhSx41TB6GiAAD6tGp4oSs1rQHRx52YHkRc6U7tb08SCPgyka+1do13sPiNESuVs1C3QpmPQgt7pPUvz8o7rFW3PNLXlpVx1StWY5SeEuturshOCFYCkBCC7XaDRnguG+mx9E+b/io/QYoAMx7oG6u2tK8Vta9If8e8UPLZ+qc7d+6Mi4tT/J45c6bKNE+Bg29xCWW+2U6TVU8azzUbrs8hyQC+lGjlZ4FumDXv6bPxhFXnp8YNTll27O39+wWLNgDgb9C7rQ6Y3oDo4668sEYsx9OsEPwvl8PWeLbHNVrbH10T21uTutPb3/gSfT2IICu9FV4AMMADneysnbtpYoMOdNDboRaQMIZLmI1E8BnFWJ48eaLSs16xYkVvd7SpFXm+K7mx5QfU4lXQVyf4GUEiON6JVJdd19XzQQi+P5rQ9iI97RHDqeHRxhEtDtaeFK1nhna2IQGgp35vno5OiE/A/CYcRHMSwS+1E7M1YBfi+pmcRCorK1UpI3t7e93ar7RKDAAb7Ed847H4gkWbJyZBe2z6dPT5I5bnkS366Jv4pYwEG1mjFvboSb6nSjlTAXMeDNMzG11n8Ag424U8moKuZeKULFtxCmkEGt+RQrKmSuN+Lj6Wwo7Ur3MSYIleDKDWxLIP83CBBOpbwAgfQtF9IxH81pIcFckR7nq4oj4eBAJIGsI7lcrGlWBzHoTYof4ehOFZ6jWh5LtyrD43JCDhj9Zk8OfzK1++fLnih62tbWBgIOc2hLm1hBAKNWP9cyN/hSaE4WFpuRwM297UEkFW6NUg3v637LMCLGVBHs+jWO3+QGSlVaoc38/Fu9+wZ7tQusOrJcFkByfiSAqbUIptBaiVA5oYQChOb1ZD8ngKfqtT/m1MwboWJAA0tkYXu1Fj7jIqD0p7I9gWRtaGWQYAgzzRL9EcLkTupuiD42gZC2/LcKUcAqy4e+gK9OnTRyqVAgBC6OLFi7obqPa9ZRZyyyxEfZUF/6OfqC8lWgHA0XCy6xUmWe3hMOPBsY6UPnmTTwGBYKQP0U6Q4d/Tf42//eL29VV3BgOa7/KD+sYRWXikj6HWXEzQ5lbcn9MR3gSfgOmPmewqULL4yvMcU2/8/d23iiPaG8EPgR8Rjo0ouNCNisjC93PZAgn4WaABHqiWBXQSBhJKsTEF3mbIwKTsrVtKZZXBgwcbaG2z79TxydstGaVhbSFl9bOz0tbIj2sk+7oEz3nK3MvFFXKwFcIAT2JVKMnJTqg9rAWgcpmOuSYw0hz3FVPmqQIlAVJMw+jb9LthPF3yYwcn1MGJ2zv6YV9q+iPm71RWQjNAkCCXwNv7d+d2UnmadXJGyUOpVyX4XTl2N0UNrZFub0sf/CzQ6lBy9hONj5kxBfva6+jQqgEDrHnJrophFBxaAsGwesTWMNJa50pevnz59u3bit9Dhw4NDQ3Vba2LC3Ezm2PIF2zLTRwxjC+IbwUAIhosu06QuzQGnnD1tK+/9qP+OUuu0tJSLy8vxZCnuYvl2r5tLI2M0/mOc52nJBppnFV/D+JMl081qiiWwpI1G7asWwmVhRRFackq/NOolMOPT5h9ScqsvzkP5jUh5zYidKkhly9fVplvZ2Zmuri4aG9Rjd7X6Kdpxd3LHnlJc1IFTmcsOlSSyoHZ+obls1po0HrjinGbC7QWSb2+JXrSj/os/SwAcLG1mRPiMrC+smNTQpkP9fhV61ae70qqJgE+CqVS1s7ZnS7NBZb5/fffVeThT8fNbLwzgY0rwcYUNLNFsxoShqc+lr1gF0drx5dW9uheH0qdk8qyrLW1tcIEz8zMrLi4mDM3WiGH0LP0G81hMo+AiB5UHcQdv6xoBbXTYPh00DTt5eWlMteaOHHigvV/uB/lzhvPDCJ+b/kZbHUqKyvNzc0VN/TYsWPDhg379DZrAwzQ7QodocMy4yTNh4eHKz7Irq6uGRkZoB/H37Ff3dL5LGMM134zu77qzZs3Tk411IfuV+lrmRxP8pJgcnHwZxjpz549WzEp42ImnDd3+THTDg9MGututjWMnPwxPVl1NG3aNCYmBgAaNmwYGxv7KWdbZ5TJwPGwnHP++1QncpAXASxbfHi9OPa+RCKNyy/bFvXuRmrBmTNntGwT1JEvhhmPmb9TGSmLAGPjwjeXvw2qmw7tlzLLrg/n09nuV2m3o7T3cXrITUarSKLOCAkJUYWqvn37bt++3c0EcYqLKsaMn+WgpqamqozMtm3bPkubtUFEFtYNVQCwLpbN1yzakL6NEWa9cTU3AoCRI0cabnZoPZ0K3tQoWBYKpxdUVFQEBASoBAhlLNzUw8O8kvkZyHSlpaUbNyppFo5+DeT9fuQMVQCgO1yqPcaNU0qNxsfH0/R/44rxtADrS9UphK7yN88SRd/CcpmARCFOlnv7Bi/tHWYgVAGAvREcCScfh7yB+X4w1drvxOg6S2Z/0dHq1xi2XwRzLRNnVuF3FfhUKht2geZQvfhI9O/f/+VLZTViSEiIQowYAP5qR2rR3xHAqlBSV7yhzhg6dKjix9OnTz9Xmx/EnRzuKyZn4UGechWdl5G9cFjBtnl/9mz06Lt2O3s1mf2DtjOIFhDAzjbkha7UWH+irSMaVo/Y8XXLoW2UFI2ysrL69esXFxcDQIWc29EeAIoMEQxqi6FDhyrCB0EQZ86c6ebKTSAQkNDRue4v1Pfff6+oMWIY5q+//qpzO58CsR7aMACIaGAry2XpCVrLx/hzlLLrggAMhWkKI/E648uNVknloDs+p1kYf5/htK6qJebMmaMKTx4eHo8ePVKtqmeGYgZQK0PJvh5EW0c0oT5xvw81p9HnvAWzZysd+qRSqRZP75+Dgcul4kwXbJ3DVtbYYfb0cZAfXFmbxnu7o91tybu9qWMdyQn1ieNHD6vm5ktKSvz9/cvLyy35oE8Jx/2DNmAfQlRUlEo+eOTIkW5uboGWaBqXf/3SYPJTMjZ8Pr9+/fqK3waqef5R+Omf0kooxW2OFnBwXel/b4b0y41WFzMQJ9GpUAKcEki1wd69e9etW6f4bWlpGRsbqzX1aCWA+Y2Jc13Iu72pHW3IsM9tqmptbe3qqizm+P333z9v4/qgj2sK1U//6dclck2XbACgC7NAU+6ylq52J0+e7NNHKe9dWFjYOaRh8cnNS8XnXWUcYsHDvbmfcAyQVoGfFuDSDxnGqPSCjY2N91QbC21oSW5uRXqbIwRAIAi0RPvbk3O5hBw+CipmPKcW6L+A+paojSP3fMWDPJzAWrE6kjhAfE4nc8P4cqNVrlhvSMr5eN4aADx8+FA19cDn858/f25ursdm5J+EahLh4cOH/84Rh3gRnHm3xtYoxBbNfsJMvivjcJDHWEEEL5fDzMdMveM0f4/c8bD8q1sMp1O0Os6fP68QrhjX1ONoN3/pw8tDE/+8+3b8pILT6psN8iK+47JNP5XKehylvY7TLc7RVgfk3a7Q+iwjt23bptTbA1i7dq3q24MApjYgkodS5d/wKr/hvR5MqRcw1BnTp09XWHvQNH3y5MkPbv9P4HAHUitpyCdAIdNaSppdN2+htb3YtcH4+0y7i/SQm8yGV2wdKhBrjy83J/hrtOzn59z7Xu5G9dDPM+ZETk5OvXr1FC0TBHHr1q327dvX4bQ/HVlZWaru1aNHj1q25HBs/uy4nIGH3aLVq4jcTdH1HmSpFFqdpwnMRr8ZbUOXqe9CE5Tn7xeraGh9nn6p6SFsLYCHfakP1hiM69xqcZD2RiubLLtrFuxngfp5oNG+HOIaZ9PZgRHavWp3UxQzgNJS0ZHJZJaWlgqTDg8Pj7S0NMPn81ng4+OTkpICAO3atVPoZ/37ENNw7B37tACLaGhghf5MZFUsRXOmclnuroGltxHGMsRLNfPu7f6rBGpy6/UtUWQvDluK2NjYxo0bA0CTJk3qrMv+5faterlhTqEYa4He0jx9oGk6ODhYpWa9bdu2/ypUAYCLi4udndK2WzUs/afR0w3FD6ZWhpLD6hFj/IitYeSrQZS/BTqdxmIABhHr7TWqfzFCW22H5Ihg82v2pY7debEUfnry4SqyVf3b6t6nJSVHXg2i/u5MfsMVqgBg7lNdPXd4X4m3Vsuz5InhRha+nYOHjZmkCFUIodOnT+vs9I9ANSv3b+ZJtGBEwXd+xPbW5P725JxGRIm05oKVk6YzXH4MrH+sk++2wIBjnd3XqYcqAEgsxVMf/lNVnF8Ql10LARawoAmxQlOzmEDwR2vyY42X27Ztq5IqnzBhwsSJevV5a4lsEY7Mxu8qwN0UOjghDz1CWvrQo0ePAwcOAIDCDuffgZsJmt9Y+zxzq3VBDll3T+c7jCm66CbPe8d33mk7MNq4fq8yfFGPTsC1TKVItAFgOUfZLqYNTUTlivWact/JYac1ICY+YE68q/anaLcVUDM4Pqtrx/bNmjUzdCqfDz/99NOaNWsAQCKRREZG1kao45+GnREqkmpctErSOInUq1tyNp0tl5Ofi5Srji8uWvlamzgKzTPLxQCwvBnZwBL9kcDGFmMBCSG2aF5jsi3XLKMBTJs27fHjx4rfLVu2VBjwfgq2J7AzHzPS6u8TRcDSYHKBQZ9kLcydO1cRrUpKSpKSkjhFeP8d2KrVY98zbXrPtKn6Wj6hl2EgZ6FUBpxqpQyG1yU4tQIHODc0Ttf2UHnHGBlwKaiS6533qKJh8E1aQ0mRoKD992Dh+PvCOnoL1wG2trbOzs4K65oNGzb8/xCtRngTv+hkzw2AZiGjEjfQVCVCmG3iaGFnLPiI0iEdfEHzVqyoovjgGknCM8WfPO+Gtt8uIM2sOHePL8V73rCxxdiIQsE2aGIAwZmcPnr06IhqGUlHR8eMjAwD2my1wdVM3PMqB+nlcDg5Qk96ixMWFhbl5eUAMH78+J07d37UObAYjr1jbyrcUs1Rd1c0wLMO6qoAALdzcPgl7nlXYwryR/H6XKMjczieQGMKyr/hsH2NzMFj7jKKSXEK2Jg3X1vIy1VrH2UWf3spNvldqjrNXR0SBmwOyjkpF91ciWt6qKQt7dGjvv/ed33ChAm7du0CAHNzc0Vpy0ehSAqnU9n4UmxEQogt6vuhOvYPQkSD5aoYuVMDreVGFHDaAANAxnBKXeZBnpOWvWsJWZILACzGZq16WA6ZgsiPvqRf0LxV6ek/VKEKAOQpcaXHN3FueSyFbfo3/VscG5GFz6ezS54zQafl0YUYAIqlsC6W7XyZaXKG7nS66Ouflil2EQgEz58//8RQBQAb4rj1Y36Lq20+WzHV3a5dO8WfnJXxBiBloM91emQksyeJvZmN/0xkB91ght9iDMva6EMHJ/S1Hqb+/MakCQVD9AhgDPLksEGPLca9rtXk72ggmvgfPGbdlTa3KyON5t+KH/73M5FEGhYWpr1nNYSk3soBBTPLTZbXqSKqgeQdUvuKP8n/gGG9AZTK4Pg7dslzZnsCq0+0Wgsq7c3y8vLExETDG2vhdg72PyGfcJ/Z9Ipd/ZIdfJNpfo7OqYtOZw327twmX94KziyC5AdAK0ffbR3RnIbcVzLQEmko0mBctGe5IlQBAIFQ1eOrFbfqkvH8YvpWGGfN6YflmpMaBOGy+gzia6SCskXY94S2xwwA+Fqgkx3JLlfoAvXBi1wMf45GLy9EXL/+Qdni2sDpsFzLYkQBHgGS73gGejjJ5XjOUzYymy2Vgb0RNBO9vDI+FAAQQsXFxZaWlgAgZyG5HJtQoE9RHgCWv2A5u/2bW5FTG9Tl28ZicBuzPtutHTgFAEuDwFRIwvwm5KKmBAKgWegbQV/RFC/2MUf3+nDklYZHMsdSOKJ2O0d0pzc1bdq0LVu2KJZMmDBB35C8Qg69rtHqlDoCwepQUioSW1zZ0r/8jiJOPTf2n+I6O4OvHFbe601xEpEM41IGHhVJq1O6RvkQe9pxSyCcSmUvvMcp5djFBF0c5S/KSQGAMWPG/PXXX0ll+MQ7nFiGrQXQyh4N9uLuLhVKwO+kvERnNi/cCd3qVcfvqEgksra2VsjCuLq7X3yRViSB+pbgbIzENLQ8T8dqJkkoAi5101DOkWem5K2frNUsz6Wew+w/PvZkvpRoheWyrNl9dTdzXnGMMNXwBN/8mp3+iHuU7mmK0ip1Lpe0MjD75utfDYmf1B4uR2hOlTIBCeLvePpel7dluNV5Wksr0nJZg6+dmCA780BPV79B4xfyeh54yyqmwxyNYHEwOZHLicD3BJ2so7gEAM1s0bP+dXniaZoWCoUKJdwxy3eM/X58Q2tkpjYFy2DYnsCeS2ffloGLCXRwQrMbcbuqeB3nJkbxCZCM4SGABg0axMfHAwBCKCoqSt/UOM3C6TT2Xi7OE4O/BQz2IprYoAfrFnlkRalv9tzYv189pbxc7ECqoUEjP128LcON/qZ1y+5+akgo5KtUYDGMvsMcTlYLxBGbukev7+xl525lYtZ+5GDh2Cpcc8lC7dDV7pRuTeLWeFZfPi5+MBVQC/VXXfTs2fPKlSsAgBCKjo5u2lRj5rFICrMeMydSWTENCKDJ/2PvPQOiuNr34fvMzC7sAkvvTcCKCnbsBcWKGkvU2Es0sbdobDGxxBI19pJEjcaC2AvWWMCGKCCCiopI770sC7szc94PsyxbZhGQJM//9Xd9YXbmzGHqPefc5bos0RYfbfqtivcxOXuWaHVLWdjarT5a24P5XLzsSCCkbJzo7FT1laSZFWFkqtVSX6IgVBIhasPAONZtaHIprmbAUnO0s0aXk/iNRTW9L3vGapmq1rJ3x/xdTYXcW6GQX9orsi2qsFayMmTKYOYjpoyGRZqDeQyQoOf0P5qxqQ/79u1TkXbvXzpFqMPBRiKY40nMqQF1gVyPq5fGwLBAERASEuLo6CiXyzHG/kOGPohNSZOCuwScNakyKQJGuxOj3TU6ccnQTgJqU/bWUZGTJrB2NELN9TDZV4MDb1jeCuH9sey6dqS6r/lIHKthqgBu2T9v5t9K+SPu6kWDl8M8tpQSytHmsxw88xET6Kvtrq5GNyS2ENfBWj18+JAzVQAwbNgwLVMFAJYGcKQHebg7mSLFlgb8SuACOxcgSNAkMhQ4etT2YOCz8luZDp4K6q88QtprAABAUnsWGQzwPA+nl+HIXKyrA1wrLPXi8dcggOXeeiMpmI9pYFvqjkpTpcTC7FPWCg0RldUR2qzwCMBET+BZondg9xGofPwtW7b8RIqeZmb865uYKsn/rKysdu3aBQDg7Z85/36j03TPq7RLAN32onYCqi6QDi8oAFjSxQhge0ciMg8vfcoMucVMf8AcfsdWI7ehQoye/yilIV5z9KplqkYU3m0GeeprmlYkTcy/qr7mXAKbrzPjM9D/NgvrFCZRJX+JxeKAgAB9zQgErsbapgoDJJXiggogjE1NemvwsiOhYR3kueCzslailp1tFu26HJf9PLPo8rsM81mbxW19dZv10VNG30ye8nP6/r8S12xI39+oXJuY6duHjONJuu1F2vSoou91us4jkS62KMCXVE+qNhbA791Ifxe9T1s5zROacZZna62hMO1dHqe+RkpDmA5DTm9H/tPvUyeJlNLS0thYZdX+nDlz6tCDOvRRR6mv/+abbxz9Z8KsM2DhrFoZmYt7XaWTeIfGlcA6UqA0Ig0tbS76kQkl4HOJ3hLNXklmD75lp91ndOfduqjGPmgRqyaWaPz0LYnQ3aVNmUauBoO1TR4A6Cs7pQjwqb1E0PLly7Oysrjlffv21fxLI6Vh7mNGclTR4BRtcUzR6DR9venE0t6Tbn3IjswsvJ5eZvv9AYGj+8c70sFnZK0AQOjcaPHd2CGBT2Zfjxa4NuVt09UO6eqG9ioNvxE3Z2L+tV6l4RPyr92Kn+dXopFqrO4a/zsNdw9icuvKVfKlG5E0RnBrALW/C3m9P5U8RvA1n7KDCiIKdEljGb53pRxptyvVyT9a25an6M/KEH5oXZdH5eeff+YcowKBYOrUqXXoQR3DGhDr2pJaZza3OaFO5RyTjzMHb9MttS2ogF+iqxsRbYrMUDAaDQybtgsba2FpiJY9ZbTy3yNzP56x3d6a30BYGGjLf2kpfZQTPOPbcqRtLHQplb9wJXjp8+c3J3gz16pBdna2ShKiRYsWkyZNquGOLIbBN+k9r1nVsP19Mf7qHnPaqMu0K8+HBobtiyuhLO1qdzSV+LysVQ1xrCe5ohWhGuC4GKM9aTsIXPUoU5henVEdp0eaFG9/Wff6AxMB+Dmib5sR/Z2QPgl4dYzRScWKFDXTWpNHmUaItQ20Ln2CpxkK8ae62iHOKJAIejugh4Op2ubTc+CSVAGgU6dO9SIQv6o18XIEtc2HnO1JbO5ARnxB7eqkMXVeGMYwBAUABqx8Uv7VX9N2rM481LbsDUB11BqBgYH77oT1Dwg99yY9X86SEgtJ/wl236wBgCPveCp1AOBsAltS7ax/VjOS994t8ya1xlZ+muPWvyz8dff6W7Oc2EYETXX8UBQB1/tR6sNwAxK+9yY2d6h1QuaQIUNUlF61SoK5kMjyJtD9mmwD1KeR5H8+XvZaQUjAz+3In9uRyaVYTCELujD9iXaSXgN5hjlTXEDqZVkI5rtn/xDWtSUfZmJ118y3TksfJsw1r8jlfuZSZvOcF3OCMSp0sOZ3HreyRA/8qTIakkqxm0ndc4/j4uK4nGwAWLVqVR170UEzM6TPYVzOQHA6BgALpvjch+8bViiDKl/nXdpiM/6ahJ/6WS6XT5s2DQDe5ZWuC0+ff0ODZVh3wsVBwUJSKW6h3/tuL4ZbA6iv7lYJlwgJWOpNfKfDaLbEiwz8gFUT1Reihn9ZDpyYd437yQI6aul/WdJNfZcN7Uhd/yYA2IjgSl8qTYpfFoARBS0tkGntXYWXLl0KCwvjlmfMmOHq6lrzffWRuBbRJLi2hvgntT4aNfyftaoOXJiPlRti0Ob1wQDbOgpcrMk+1/jHUNJ/UcbB3AAeD6F2vWLvprMpUmgogcEupp7fHC+PuLNi7qy43KIHNr3KGrdQ38XVGJ3oVZ0dElNQt5i3CitWrOAWJBIJR/DyT6NIDlwW68yccypTBQAI40VZJ/MbdQdw1t1r9OjRUqmS0zIwMFBrq5H+ejfjj7097axQ7EgqPBe/KcTWItTOCvFWRFgZwsPB5MInbFAyW84ARcCtNrMGNxwStmXBnScR4SWCxJFzcWWlvbUh/NyOnFatc8DRCDlqS8fWFCzLquZ95ubmtaXMri7KJNKOv9cW/2etPg5CaPgqT9rCUuP+k8amU7wlNAsSAcN7hxrVt6hq9RBTsMybWKZJCGfUrnecucf1J9fh/SnHiuxJB269KgAjCjpYoylN+Emp6hHXrilHB9XzdtcjLAyU5SDtyrQJeSlgpsnvA2iTwT9+/FjF9dq3b1/dFN9e9kRQMs8Hyd2kRsJlFAEdbZA+1WUVnIzQmd4kg8k0KbYTIyEBAA0Mlv4yvUkTAIBfB0XHpxaJHawMoaGkOvWzT8eMGTNU5T7Hjx+v7fzdzUT/tpwPn3BcAP/nt6oJ1qxZM+Vi+PPMqskgITS0mrEGACgC9NGwTeXjgfv3ofJtZzwPXtMKX/QjT/Qi57eoT1MVX4yDknFoNlbPhzh58mRZmbLiY8OGGpEafzoEBIxoQACAGPPEONqY8lS1ffHFF1wcwNDQ8MKFC7oNvmnGI2mFALb61P/9JRG4GHOmCgCgcePGRkbKb+SJ33d3tUNNzerNVKVJcWg2ztG8TvHx8X/++Se33KVLl4EDB9a227EeBO8RehvLICuOZ0Nt8D/xRv0v4+XLl2vXrs0sLR8a+GT+/Xhxx/5mI2Y6bDovdFF6rDd1ILXEbBDA6tbER/n8Ekvw/FCmyxW61Xl63D2G1zf56Rg+fDhJkgDAsuypU6fqt/P3xbjTZbrhaXrwLbrzZdr+pGLzC2UsQmWhPDw8qhENrHds8SEbmaJsSlvaAAOIfPrH5ONzCWxwBi6SAwDMmjUrJ0fJj7xv3z6xWAw6MKLg3iBqWIMqbUR3E3SuDzmswb/x7rRp04ZbuHLlSn31eS8DNz1DOwXQnS/TNscV7S/SUZUFjP7+/hzDskAguHz5ch06b2aGdnbU9qk5GaH17umffOD/NxOsFizL+vr6cvePIMlfztyw8NDOwTWi4O8B1NkENiQTZ5RBE1MY3oD4aHpLWDbue71KrfNFPg6IZzd1IOtXVAIACIJwc3N7//49ABw7dkzF/P3pKFZA72tVoucAUKqAZc8YIQljrXO4ChgAWLRoUX39x5rATgTPhlJ7nZcWnf/WVK7Mhi2V02FWrbfdt4zJVw6vxBTMdC5QZa62adNmypQp+vq0F8P5GxSuHQAAIABJREFUPqSMJuOKsbUhsuexaf8Uxo4d++DBAwB49+5dvXQYlo0H3KAr1Ka24bm411U6/AvqdsDvqiLqlStXWljUSMxGF7M8iY426Ggc+7IAmwlRB2s0oymR8vZjBPg1wOdSJ8ghWwaOkzbSzm3A2HJUd+9JjamB1Y6AxowZo3K71qOCLouh2VlalxaORPBiOFWHIo/qMXfu3D179gCAmZlZQUHBR9vXENtiWF6GT3MD6P/39IBjRwHA0NCQo9/8T1D6MGj/xjXhiRl3c9miH6IUhjrsQKcWwZ09lECYlppiY2PzXxzjR1BeXi4Wi7mX9Pbt259eOd+XT6cWACa4s2cGmXH8t46Ojio1zPrC/zEd1w7vinCrCwq673fQzBecvU8nwKCb9NKnerOibty4oTJVHTt2rEex7+d5mJfBksFw+kP9K53MnDmTWygsLFQphn46nmTznEKP0sjNcRsmkqnb/Fo0NDcaMoSnkvxfg3FX/wJvv9Ov03J9vuYxVQDgvwIIkphz7rc0K30f7RIF1Jku5tNhaGhoa6vkgVB5lOoMXCliqg4RW9FK9u5teDgtrwAAhBCv/+4TocAIHDzB/JN8Ap/RTHDGQ0aX6GdLNDvImdAVjy0vL1dJM4lEIpWiXL0gVf/Tn/JJ6pD88PT0FIlE3Bjn4MGDqsSCT0SFjp3/Nvf8ysw/AQBMqRamjl80sU/oNHRLNEsgaGOFelRmnP6bmDZt2saNG8GtHf9mYyvot0ju2W91BMNi0NKgP5/I/hDOvi7EAGAqhMmNiZ/b1YgFO1MGV5PZ98XYRoS62aF2n6Zu261bN07/5tNFJWhWuzJ8RMG9H7MOmtPFAJA6udvS268sWndt3779J/4jdeRXwPxQJiC+CayJAoBX0pyjceykOkkEfS5jq/QyHKLHjR3AR5k0YMCA0tJSZYOAAGPjT1bRVIOFgd7HV7eGpl7g6enJLdSjs9ZTc7AiYisWZmsUvgpJwj7i7NKnzHdhjO9VuuNlfjKcfxQeHh5CoRBIZQS0tezt9NyL4/JvOCkqx5gDlnJ/N71gVLnpsujHwVvXxB/d0f5DkCGWA0CRHHa+ZAffpPkT29UQEM96BCq+fsBsesEuesK0v0hPDGZqKJXIC1X2U3p6+ieKDAoIUM+6aCV7tz19O2eqAMDJRPTnkDaTF//8PA9/9DRrCAULfa/Tx9+zDFb+X4WR9eQQ5uDbupzI52KtUpSWBxrIM3qVhntUpKk2JeuMdAICAoKDg7nloUOHDh06VKtBiQJupOLdr9gLiWx2Ld0ysuf33feNf/JuWlD8oql5VyjQ+NgNdPlH7sigQYO4hZiYmPrqc1pjQqh2sA3kGWJWO29AwlRdnWc5eMRt7YK7T4GcBV0eAl3Y2dlB+msSszvSfr0c/93qzEOb0vcGx82ckH8dWEaVsljOgJIe9tgvuYfXNkwN/arg1vr0A3/HzbGh87k29zLwucTqXrPneXhiiLbW97H37E+RdS/DGjBgAJf0xLLsp0vvqNecDil6gDTd1gYkkXHnYpsLdItzdA2ZTqvHyXiWu6oE4OblH7qXRNor8gBg2VNGUXt79bnMBM0NQMKUbk/b0bdYWVIQbNJ2gePCPMrUUnOkU1xcrMpRkkgkZ8+e1erqYhI79T6jYmg0IJl1bckllbE8uVz+4MGDsLCwly9fZmdnFxUVSaVSsVgsEAisrKw6WRtOMClBCBwBHCHbWxbXQha/yGkBt+9YD6JXLcXBaoivv/567dq1ACCVSjMyMvTRltcKjUzRyV7kpBCGE7wsIXlCZbQmIc+TbPw4C+uScF5IZA+9ZV8VgqkA2lmjpV5ENRLnAHA1Ba+OYKLzMc2CnQimNiF+aE3qqxAa0qKBc9n51u/fNatIUq00YOVrM34PM/J8Z1BVVlIsk984e65Z+B1S7bAbyDMWZJ9a4TCL+3n6Zf6Xblb6Dmx/LMs7jNoXy/7URrs8sIYgCMLZ2ZkTYT116pTKQVE3LPEinufhswksAKhGVeqwVBQCQGwh9rtGvxwp0GVwrRXupWMAaFiRsitlW8vyeABgEHHcfMBPDtNf5FO1nSN/LtaqkSnanveHylQBQM+SiI3pe2e4rNBKjOrfvz8XGUEIXb58WYtqPSIXf3mbUZd5qGBg6VMm+uHf8cfXxMbGFhUVVRNmHerfCkk0NFlGFt3dbjvWwNL26ybEYj1E1x9FtgweZ7MppdDIFHWxRbocVc7OzmKxmEvXPHToUH1V7Y1wIzrbEhcS2dhCbGFgVxBvYk5rsJ+8EjXU2iU6X9tarXjGbHxR9Yq/yMen4tmbA6guevhPAj+wX92toonPlMGGKPZ5Hr7aj1LtcD0FX05mPxTj+a+3Lm1kiACBmqniQGH6m9yLix3nq9YM7dC4i7j01HBtr03Hspeq5bNX/ya/GG9jY9OpU6cpU6aoNO45vNTDaVVQAalSXJPcd1507tyZs1aq8r06Q0DA6d7ktRTibjpLFZlBoXaDaLFSISmvAna/Yn5u90nC8VIaCMB/JG9QFUKRmJ2UfzVDYFmq+Kq2vX0uM0GEcZ/8h1or/Yqf9rNVjFbjhzl+/HhoaCi3PGbMGC0RU7asdNuFSM+yOANWO3nkeJ5DaGhoYWFh9RkhDS20/V8IY6+9XZ32+7XPC67bt/fXGNbllGLY38y8UGbADdr1lOJcAs/3vVkzJSuDqiCmXmAvhlmexO7O5Jq25KpH8S+yqjL+U4U24xus0WpPap5jeC7e9EL7aKU0TLnPP2ekWZgfyqNocT0FX05iAQADzHjIDLxJH4hlnySVeKUEI+0SzyoYYLX7GHMd8pJ5/VIKpPbFyk1gWTYzM/PChQtDhgwRCoWdO3dWeQMpAhDGAsyTNP8pwjPjxikLhjIyMj7RdQUACGCQM9rmQ4qp4rQSjcl7GWGwzXas6udTHfqz2sJDAs3KE9RrNjn4Fz9sqJcQQC8+l7EVphWEji4mBcz5bnISKacw5eXlM2bM4JbNzc2PHz+u3rjo0u/F9y7+AiwAZFMWKxxm3pSoibbbNwWhGORlAECSpKmpqa2traWlpaWlpYmJCQCkFJSlFsowlIIOUnLzo18lBgcHm5ubz5gxY+3atTVnPjsZzy7WTHoqqIAx95hHxqiDJr+Sn59fREQEALyO1a6hqxdERERcfvI8KAw1tzaZPX7cXy5fPzZqqdtMa/B/LoHfkRVXhKPysC5bU1Q+ztLjKLyZioe6wvH37B9vlO9zN2k0f9NKBBtXErcnRcKf0wHgdV5ZqZw2Fmq8F8FGlc1YFj0NVD9ghUIRGho6ZMgQY2Pj2V8NX+lg3aA43oCVx4garrOf+kysDG44GyEHo7rP8TnXFcuyLBBX/743uF896JUUFxfP+n6VMYHn+3j0dre1NpXEiBp+47xcXXu5Dq4lLUxoSDwM5ZHcsYdSp9pfkM/FWiGBkLJ2pHPSNFZKLB+VSpAUt7RAtiLo37+/Skn84sWL6vWcspehJffOq66uDZ1/IGVz70Z7PwgdVG08PT2H9O8zevToVq1aqf+XYgVMCWFCElkAeJmyrVFRsPrW9/nSl9nK2VNBQcHmzZt//fXXsWPH7tmzpyaBSN2BCQDQLGyNZk/3rhrD51fAu9YzwCsaeswocmopOizvbEdu7kB8YnBdHZMnTwYAFuNEGZ6+dd/RKzToJGT1d0JtNf9jun7xqPQyaKOzUlfQRQXO4370XdUFKaQ+QkQgfHsXCiLJlOct6ITB82dMnDixUaNGxdePFt88BaA8+CdGLXZbK11F3tZk+IeImzdvnj59Ojg4OCUlRTWUrpCV9SuPb1SoJNtsLXt7KmHVYPdtr0VuALC6zceTN0Iy8NYY5kUeKFjsZYHmtSAHVfooHmUjov9i1mswuLYekmxgfoye35xY0UqpfIMBTsWzQck4oQQ7GSFfBzStycc1BP39/SsqKioAfgx5s2nItTITnkyolp+cqNzcHE3v5kp/ILWiSVYN6sId+rlYKwAw9Z+cd2QDqM3UFkkmnL7BAACBwIXNSXz2glvffNTC9p27q+9bGqydL0dhelDRw93Wo7ifDmL06vkz4MOEYIabpADAAseFNnRBF6nyHxGGRi0W/rDI9uKJEycyMjK4lQqF4ujRoydOnJg2bdqePXuq0ShUsHodJZFqAR0ZDb2u0tHFTjD3IremnIW76WzHy+wZX+16tzQpvpGq1InqbodqKPRy586dly+Vzp1Vq1YRCC76UV/do++qsR0NdiH+6qntBKmG05J3k4t+A+5qDACQUOk3M2VKKZahEUVpzssKyxVmhkrHXte8B0NGzx89erl6A8mASYSX7/ljgay06IZp59OS3phAAGBpABf7kBSFBg0axMVYS0tLt23bdvjw4eTk5G7Olo00p/lCrJhQcG29yey1bcnq2V8B4K84Vn3ym5mGb6XRW33IxS2J6yl48C2aGbZexVpUUIF/imSi8/G5PiTNwph7jNrcH59JgOPv2Rv9KV5NBw5nzpzhCnoAYOzYsXadnXUFKwUEzKwkZU2T4qNxODofkwhaW6HJjQirGpORTmptER83jHpcFa1CAqHNoLpUgH1elTfyxDdH541zlRgmWXkfcpseZqRB+QTPL8G+L6FhF1h6p501eW+Q8n5nZ2ffnTe8q532i/KH5Rdr7adxy0u8iF/4GBpj8rHXeW0vhi1d0LX0+dyujj06Vh1ARETEggULHj9+rO6YEIlEmzdvnjt3Lu85ylkwPMyvle5uguJHK83cjpfswif8EXQrQ0gcI1BlPB58y855XCVqjwBmexI7O2mTC+vCxcUlJSUFAMzNzfPz81XrY/Lxi3xMImhlyU+hF5KBe/KJOTuIUdIYiteR1+4izQXF1UEgiPiCamWJvM/T0fn4q4JbqzMPGTNlAMCqeWejMou8bCVEZcjvlsOASUvm89LaSWlY/5y5nITfF2NHI+TrgNa0IRz1TF7evIu7tXrmcDvt70o8Y+S15Yy54UdMVaEcXAMUurxDQgJiR1K+15kkPTT/1/tTH4rxbD7OZV0dMBXKy8stLS25kIuZmVleXh4NxIRgRr2OwlgAf3YnR7oRAHA3HQ+/TRep+VFsRHC1X+0iem8uHXv2504rsTCLFYzffZKyrktS++fiZecgbNB03t+v+4UyM1rs1DZVANB6KLh1gAn7ABHhufiXaAYAFixY4ODgEPRKO6IEAG8MlcFvMQXr2vI/Gc903isAyKLMz5n5hhh4qq9s27btgwcP0tPTBw8erJqEymSyefPmubu7q0YuGqdDgKeesXory6r1t9L0uh9yy0GVNPsgE3/zkFHPUMcAe16z219+xHuxb98+zlQBwPbt29U3tbRA4xsSX3kQ+oj9etijyTrUOhQBv3XVG+8/2oO00QyrI4AN7UjulHs7IC9Z3Ob0PZypAgAa43EXwhf//XJI4BMTA0plqhhEfi8Zdy2F/+yMKNjYnnw1kqqYKvgwmjrYjeQ1VSyGdc/ZDqENUrx4BgthsW8b2JrrMvxp4U4ay0uRJmfh8DtWn6kCgOsp7PH3/Mevbz0ADBo0SEXmc/bsWYIghAQE+pJPhlBbfcilXsTh7uSH0QLOVBUrYMxdDVMFANkyGHWHqYnwT9W5uHlPvBQxMCB059viupkq+NyslRIeHfVuGvIDOChjZ3+9ktrY2OzcuZNhmPNvMt4XaBTFFJCSq5IuAEAg+LM7aaAnzlvNyJXl22Zra3v58uX09PQePXqgyvcqISHBy8tr+vTpyaV4zF3GKYA2OaJoe5He+IJd0ILnDpII1JMhVI+aszxrb8ovEW8mhb6bujF9ryVdBAAZlfnlu1+xvB7vXa+qeyppml6yRKlt6erqWnO5ARUOdSN3dSK9LZCQAHMD6OeEQgZR1Wj8NDdH0cMFK1oRfRxRe2s0uTER7E99X0lDuNSbHFl8Xz3pUYhQprTiTGxaYTntZm6EAWFAqUKboe5bcylT3mrHmmPpU2Z1BFOigANWwxSg8RDQLD4ek1JcXDxmzJj27dvn5ubq60Rf3ADUKrEoTH+be/5u3KzoN+POJCzvXBoNAHkVkMQTtgEAyJQBr5rhmTNn7t69yy0PHTpUvUzaxwYtbkls7kBOaVylOnElic3h00NJKMH39JAa/3P4jPxWVSCVUQ8K067yrBzKtJisnOV59lG1SipSQCX5kRzDJcNGy10ldEaigoU3Yrdpjt+Dgai7FVrdRlucVh3V+H289G+ytbUNDg6OiIgYPnx4cnIyAGCMDwbdP+iVp8q9jszFkbmMrwP6qQ25PqqqtsNYAAe6kOpiTa7G6HEWtlYUXPmwmLNQADA+/0ZH6cv+HjttRMqByqsC/ocvuRQXybV1WVQYP3686kP90UEELwgEc5sTc5sTDAbeSZkubEWgLw/ITgRdcu9prbwzvoucYYUkAQD3TVqPc63Kq9CnqFoTpEnxjsqBZykh/tJ902/JG23pfABgSMHut/kx2cr0y/DwcAcHh+3bt8+era2xzp2OPrhXhvk3pe8bXaAsVu1IvwyQrprY4CcXo3amQv5IhYgC3S9ocXHxxIkTuWXezGddxJfo3RRXjPvpzw75J/BZWquM1wjjmXnn5mcHcsUi1yWdVtrPzBGYayg7lShNlbe39/Xr19Xzv10B4hkQENVpxnFob4262qGHOoXvjU2R/8eKbNq2bZuUlLRt27bly5crFAoYvU2X2fpuOh7lDvGjqIdZOKUUPCTQy4HQKjYc15AIiGfHFt5SmSoODStSR5Q+7Gnfj/tJ6j8cfZOyqKio06dPc8t+fn4+Pj787WqGGpqqalBYWNizd58W8qxNvZtrbRJW9u5VpsFg2aKWevHqeJCJ1VO/IsRN2zU9asiWm7CyeT5W21oTA+/cGTVqFOfIUygUc+bMOXLkyN9//21mpqHj2tuR4OXLFhAwqSFxNRmnZeSMKrytvokAPDvnTGOPDmUMyyvR7OfI82z6+flxmc8AcP78+WoCOCpUU8X9UVr6ekd9zgTlcnl4eHhUVJTKc5+RkREfH88Ji/8P4dXtCcnHlmceVdW1DSgOPZCyWbvZiyuGhoZHjhyJiorSLVUxID9uqgAAAZz2pbRSn5qaoSt9SWHNrv3ixYvT09Ntek9UH/cBgBEr61r6wq/k6b1XGS7GaKwH8b03MdJN21QBwCBnNK850UnKUyE4HUWoEt876NG/a26O9D2yAwYM4O61gYHB+fPna3Q+/wxoFib/+ciieecXkRHn3mS8ydUdEijPTkpURbMcxGiAE/FTJNPpMu1wUtHpMv1TpLKQqCYo43uuywnDHMq8lMYA0Lt377y8vBkzZqgm9eHh4fb29hcvXlTfxUwIuzrzhDI2tCcbmKBD3Ui/siik4zfwKv/gbYGWe5O6iUsSAWxsr/14bdu27elTpQjmV199VUOqrJ56SsEIBOrMJSEZeNQdpukZ2us8PTGYiaqPGkNd1Jt5jIuLGzx48Nu3bwGgTZs2Z86ccXd3F4lEDx8+bNWq1alTp1SFtf896IoxySfAXGNu06HsVZeymEfiyoTGrLj22XduZ2VJJLVPudWEvRhCh1DBGTgiF9MYvC2QnyOqVWazlZWV3cyD2Wo8en1Knm5J22NFFwAAnUTmZDS3nvNLNT3s7ES+u1+um5rqZVX1AHzXkgiIZ8t03tXVenRPZ82alZmZyS1v2bKlfmkqaoum326P/+sHqJACQDnN7Hr2YatfCzHFM1tU5fQ6GqGTvch+N6p4fjPK8JNsfDERh/hTNRG28tBfSaNe5/jbb7/NnDmzX79+HLlYeXn5sGHDxowZs+H3kztfsRG5uIyGFuZoRyfyRgr7PA8rWGhlieY1Jwa7EADQ0gL97GeHD2n/CxOSBQBbETwaTC58wl5PZWU0CAnobo+2dyQ9zRCLIaYAvynEVoZIUvjh+++/53a0trbWynyuBm2t0FgP4qQOT8kcT8Kt8vT3vWbnPK4aZcbk48AP7One5FDXenaL15u1mjlz5siRI4cMGaJQKC5dutS3b9/r1683atToyy+/nDt3rop95b8FKy2e0crZyUjYwIjnOjbOjXzk5Al5ScSrW9t6mC64d6O+/i+BwNcB+ep3b30UNCBVvqIVXbA3ZYtqYEgBU/E+uujKYdPB1YkhOw8YnXd4rcYqhCR9q2q1mpqhq/2oicFMSiUphYkAtviQKuXqbBncSGXjirGtCBmlRx04cIBb7+XlpS/H4l9AcXGxV4+BSVGPlL8Fot6DxuxzrWIBL66gJQbK5zzPxInsPe57AeFlgYa6EmsjeUYBL/Lxz1EMbz6KFrrYoiam6K0OsaKFAXyh+aK2atUqIyNj4sSJJ06c4NacepYU+FcRNlDmr0bm4uPvYUdH8mo/nifTsWXrdEMjtlwjzmPQXGl2XYzRuT4kg8mMMmwrUn4IXxbgsfeYGFU6Hm0LA1dA0HoCobt379ZKyeZwd9JBDHtjWRkNACARwGIvcmUrZQ8pUrwoTLsWSs7C1w+YPo6EalROFmYv6dTQUmxQYijG8gokrAs1Uv3kW8lksmXLlu3cuVO15u3bt4sXLz548KCdnZ27u/vGjRtHj+bXnvyHoJtvJU9+l3tgBVum1272O/n4dW6pu5vb/fv3/03hg5pg5J2qDMAvC+78mrZDqwFlYWe3+kj1nRTfOFF08wTCLAC8ySvtOOcHY59+Wm3kLDzPxe+KsZMRamdVVSAd+IGddl9zlvTwCBybJSBRamrqf0UTHBYW1rt3b5UaIDg0gxknLW2dbryfZ1dJ87I3/MOD5Dx7Y0NjO6c/72pUBTc8TfOKm7qZoA+ja/Qhj87H/W/Q6iyPEgGc7UNpyS+rcO3atZEjR8oq5LD+NVi7aW2lCHg9guLVdpNnJObtX8kU5wGAVMG8VhgMO3AZ9BidvApoflbBE2o8u2JdV9O61bQrWIgrxhQCDwlS9zDufc3O4Uv4AoDLfUkvCxSWjQ2jb7e+vxOxymaUpb313C2kmV4qC32on7EVy7KNGzdWX9OkSZNjx46tXr16zRrtulZdMAzD6bLUFrXasfD8vmpMFc3iuHzptKlTDx6sTjL+v8I3TQmVtTJieSLeJcXFdh/rRNJ/nKTvV25WknIFk1la/mSOma5XXEiAjw3SUsGIysPjdSnluk6GwvR9Q93+K1O1ffv27777riqZ1ucrmLAPDIzyAAY03LEgO7BD2StruvCZVPwoJQ4ARrXsqtVDph52wJqzBnpZoJcjBH/FsRG5WM6CtwWa1AjpSyIFgIEDB2ZmZrpNWJuvZqpayt4PLn5oSRdFixqef+f3fXuegiGhfQP7tSf69+waHx2VWFTWqUvXYfrHRwdiWf6siKE/dB1ajeBfdRAQ4MmXNFcNDfTOl2xwBjZkZOFv9qtMFQDQeRnF14+Zf1Vr6vD6sVZGRkZ5eXkymWzr1q29evXq2rUrAJibm2/ZsmX79u3V6AhIpdLJkyffuHGDoqhly5apptYqBAUFzZ9fxekRGBjYrl07AEhMTBw7dmxMTIyJicm+ffs+qq+JGVqe9FZ3fTnNGFIkAFAEurl3Y69vltb4pP9ZSGkISmZfFWAjCrWxQr0d0Kb25IpwhsUQZ+ii2/5Q6CvrbdsWL178kX4JooClikqlABASElLDKN4+PbRN0Hdhqve/4a4qlMPDTJySnt3m3q/2ubEkZl/kl20+W5n3T5Dw1Xbo+a2qfS5lvsqh8meQUiZaq34TAKxFSMqXe2ljWIs5u4UB8Ga96YNEIpF8tTG/8rs5Le/y6oyDBGAAGFVwO+90oNxpo9C+Ae++DZq2uBnyCAA4Ahl9iMhSTM67NqTogSlT+kLcaKf1mCShHQCAQLQxmu3p8EkkMFqw0n+tOJV5z/IEY53va0V8XVgh681vNWfOnF9++WXnzp1mZmactQIAQ0PDpUuXqhKddbFx48bCwsLc3Nz09HQfH59u3bp17txZvUFpaWmDBg1UiSEcnwEAzJw5s1OnTg8fPgwJCRk6dGhSUpK5OZ9MgDoQ0krWxAC02hqRXWOtrUklOFkKbibg/AkF9HXA0xw87G9G/QvfxRZd6ksNdEZXkvHbolbSTAsjWVWBS2qx7PfIhILH3z148EAr3qQLW1tbTow3KiqqhseTnJazLuNsu7LX5cjgtkn7g5ZDKwghAIBQdPQd81ObfzbH+GQ8O/MhI5fLb7xf4ViRBgAYwMtMeGVMx74nHpco2GU7/txgOEbvJz5TqW3VrVs3rS1DXNCuVzz7DXX9Z293Ka30QlrSRSsyjxBQdQyWioKC47/YLtnHu2O7du04VbFqck0BYFzoGp/CSG65cUXygOLQwe7b3hs4AQCvfMmnYKAzWvIUdPOKVW8bA3zGsU5zqXp7ziwsLH788cf8/HwthytJkvv27dPntDp69OjixYsNDAzc3NzGjh179OhR3TYCgcC8ElyGSEZGxu3bt5cuXUoQRK9evby9vTma/WqASMqwkfanNb9MbiyostdT8zqo0r7vpuMmZ2i3QLpHEO0SQHudp8M+Lem55iiUw+Bb2hTmj7LwxGC6pQVa0Yo42oNs8vNxcYc+hIk5ITZOFZgNDAwrKFcAwKVLl9zd3dUr9XSh8uXFx8fX5HjorKQtz+ZPzgtqIfvQrix2WdZfx5J+Ur1gKVL4R6/Lg0w8MZgpVoB/0UN1fmoAsDc2/KadR2Rk5Po5E1brs5iluVCUAQBACbU+hADwQ2uyoUTbMHlI0Oo29Tn60IVT5VTPqzxOiLXzrOgcvepY3bsri+2rma/IXoaqTBUHY6ZsZq6SIllc32fW1Awt4RPBVA0DXorc8yjtPEHDpm21d6gB/svKm/Ly8tTU1ObNlYl8np6enEinFh4/fmxtbd2sWbMNGzbQNA0AHz58sLCwUCkXNW/eXHdHjHFRUVFBJcrLy81GzqasqtKmsqVyc1FVlfpNScdY1pqrGnuagwfepONSndTHAAAgAElEQVTUvkIx+bjPdZo3Da/ecSqen+v9WgquOiSCsBj7ncO6AIcNZztuORUc+lSVaZGQkODi4vLsWRUhRIkCVkcoU4q6XKEL3Xty61WsD9Wj4PQec8200k7SmK4lSkk4ifCfTWde8pTlAk7umqaKw9y+nby8vADgpzbkgHf7IfwcpMdC4jOQVqZ7pCpnHEZikW4gzMoQngylZnsSHhJEEeAhQbM9ibChVDXMEPWCEZW8FzTimdxkFfEkp5czEJWHsW0jLnULY6xvyiKP42H1alKunDl+VJe3DtjUnjzcnWxjhYQEiCnobIsOdFGe4BeFIRc/LBWzFQyquvjCBs0k/erCwVDHmWBISMj+/fvnz5/fqVOnuvUAAJwSpypPx8TERHdQ0L59+wcPHri5uUVHR0+cOJGiqKVLlxYUFBgZVXkieXfMzs7u0aOH6gH19fU9e/as1azNIzp5u5kZJReXhUnFW0cNaIpyCwnjQ1ZDT5j3A4DEUgCAHyMYXfmpUgWsf86e6PXPfnUB4KWeChhuE2/AyMvLKy0tzcfHh1NIlkqlHTt23L1796xZswoqoHsQreozowyDWRdumbv+ChbeF2NrQ6SPA4TO5TFqTSuS7pu0AQA/x3/wg5ctg6c5SodZPsWT+CaQKJPCk5KSbm5bCCwLADa9J+WM+UN5wknKUYarE3+Q19IA9nT+x+8ph1IFxJdgWxFa2JK4lMSG5+IoUaNi0kjCaKQmnIhOGtesWVhYGPcFktKw+Alz+B2r5MazbQyZb6FJD/+7ZAqhKGfA0wx924yY1kSZXkqa8mgsF1ASABBR8F19i4FzmNKYmNKYoFkgEBAI5Cwse8aOyLj8U8Yf6s2CTdocTVTc2rQGGdZF8LqO1mr//v1nz55lGEY1Bbt9+/bp06cXLFigEoP6KKysrAiCKCoq4lxOhYWFquGSCh6VSu5du3ZdsWLFwYMHly5dam1tXVxcRYBfUFCgu6Otra12BkNibO6BlU/SCi6/y5QYUKHfDpjuNPmxsZf6XlzG6MMsfnvxQKeA5p9ANXzH1WwyNjZ+9erV+PHjuYwelmVnz54dEhLisPCktvkzd+L+ykijcfeYMwnK16ChBP3SgdCiuwKAzJIya51/V0waAYCZENa2JUoVcDmZjclXBgT6O9WbbuC5xKrS76uSrkuzjolYdTo+ZNJbyZM3ZMgQzuNOkmTMyV+KDamnOTi/Atb/cpLjx2vTRpfa799DUin+9iFzM1V5Ng0l6JcO5PM89mqKcUDuoBnZZ1DlfPp+ct6BiIQyBePo6BgcHNy2bdsv79DXU9TuoIUzOLWEGcejFco7FZGLpz9gXuTh3Z1JABi+dvd6D8LBROPj81bo6miEDnYjE0sgKJkVU9DGEnXWw3xfZ6ieTyEB81sQQ2O06xC9y+KSnr7J3JxlM28raV7rUHJdrBXLsp6enk+ePLG2rnqM+/Tp07Nnz02bNhUUFHTp0qUm/QgEAnd396ioKM6mREVFNW3atJr2DMNwYyUPD4+SkpLk5GQXFxduR/W4oT4Unj/AlpdFfN2zcoV8feYB34ZV7kwCQR9HhIG/eB0Ayuh/w1rpq4AhELS3/siH8fjx4127dp09ezb36p4+fZry2QoSzdwGiS0gBJQBs/C6eo7y+2I84jYT2Bu+dKv6LytWrHh07sGJYRpeBgaRkeLmPe3R7s5kkRx6XVWoJxx1sEZX+lI21WqlPMzE+2PZlwVYSEBbK7SgBdGULzoeX4xBUQYCMQBkCCwnuf64OW2PmzwdAHIoc4/e/UUtOgFAQEBAdLRy+vPdd9/Z2NjYADSUIHnq+xsoN9PeLCa7+D9Ujc6vgO5BTHJp1cPzvhh/eYe+1p9a2xbBF1PprN7Fd8+zJQWMU+PV834qUzAAUFpa2qFDh1m7zlw30BCqAEsXGL4ekPaTsOc1O94D5g/tEhYWlvbKZHu/lp5WypBUnnOr/uOnf0HA6HuMen5Zbwd0pjdl/s9IWK70KMpSFGitNGdKbva1Zwqyi68fMx/7sfi1DuqYHbps2bJFixbxJtosWrRo69atNUyW3bJlS2Bg4MWLFxMSEoYMGRISEuLl5ZWbm8uNESwtLQMDAz08PBwdHaOjo6dPn75o0aIFCxYAwJgxYyiK2rFjR1BQ0HfffZeUlKQ+NwSd7FBMK9KWDNElcPFqeqKgcoqhIjDzPMvvoupiix4O/sdLOeUstD5Pv9Y5gJnNiH1dajRniYiI6NHLV1pSDADwWxkQGsfcURrz1c1pLVycCiybXDbtdtKiH60WtXExRoljKAQgl8t79er1+PFjAJjg5byyS2MjIQUAiCTlfaY69B1hQEKRHBqfUeh62Xo7oNsD9V6ofa/ZuaEaIhEiCi758WRU9lz2e8jNIJh1RvVyEoBd5JkUZoa2tt/a2RAAWJY1MzMrKSkBAGtra666BVg2e+fCiqS3XI9JRWXNpywx6z4Yaoy3RfjHCDY0G2fJcDMzNNqdWNzy4/TBvPgxgln7nCcBxNsCRQ3nuUpffvllFTvCkNUwuCqZU8yWLwhd0N5eYsTKIsVNd1qPyRBYqrZaPN6f/6fys21na/sqKFBYXmLYvD1lbluqgGZnaV2RcH8XdKXvP/JInwoIaP3wkJGAv3PKyt5u1Z+17bOOB7pq1apJkya5u7v7+fl16dJF3VI0bNgwOzvbzu6juYoAAAsXLszOzu7ataupqem+ffs4jynGWCaTcWY0NTV1w4YNeXl5Dg4OS5YsURFu7N27d+7cua1bt3Zxcbly5YqWqdIFIghABGCNURNGiJMzcTVGi1oSc5srH8bpTYlFfGSbM5pqP60shiNx7IVENq4IHMTQzQ4taknWpMSsGggJuDGAHHePUU08SQTTmxI7OtXUvWLeuI3FnjTpwfnw4DCU5ICpvacsYUXWkbayNzRCprQUNbYFUID0pY/0ZTtp7Dznqq9ccimOK8LvH10fPXq0ql7qVGzm5HU7fawEhIGRQctOhFA5ywj8wB8QuJOOXxdi3mTCxBK88Im2no2MhskhzIfRlIrkpLy8vE+fPo8ePQIAODIdxu4CAyMAYAElCu1JApa0VkZIZsyYwZkqAAgIUIpF55/YKq80VQDgaiqWXtgvadODMK5R1efzPNwjiFZJN0fl4ag8JjiDvdqPqgNRRLAekfAX+Ti/Aix0hjZnzpzZu3fvvHnzWJYFodK/I2Ir2pa9+T15g4lpGZSlAUCz8sQBRY+HNNyWJFC+a/kK5eVzcHB4+/ateuXmmQRW11QBQFAyfleEq1dvrC2yZNBv7voXf61f28V9ijdPbiAAAFkXy1PHsdUff/wxc+ZMjlxBIBB06NChc+fOrVq1kkgku3btunbtWk3IKP5R6Fbe5B5YWf4mQr2NgXtz6pttAKA1GGYwTLvPHI3T+B7Ob0Fs76jxrLIYRt1ltOSwPCTogT9lXxcfojZeF+KX+dhIgFpbgoO4Fs9T9yBaaenuHwSC9Gjf91r8Al0hZRXmOS9+IWqcKLRnAQFAq6szoy5WFdHa2Ng8efLEzU27TAQAFjxhduphFg30rSowVEc1tMu3BiiHV8+ePfPz8+OSwgAALJxhzjlwrkpAWdmKWN+OBIC0tDQXFxdu2tu9e/eQkBCuwaNVM11LE7T6Nxw41arvKN5/rYUuV+jHfL7Loz3IiY1qPb7ipWbmkDSGcjHmv7PPnz/v5usn9R4O4/d2lL7cmbrNQcGTY8UiIkrU6Ge7KU/FzeHSGgj6uWnTps+fPzc01PBbLXzC7NBzp073JtXn/p+IB2/Se42bzUReBAAhSfzUo+n4ls66Z2jcc7jZFzNq23kdj/L27duZmZlZWVl37txZuXIlRVG7du0aN27clClTFi5c+J+bKl6YjZxD2TipfpIWdmaj5psbaJsqACARHOlB3hlILfMmxnoQK1sRj4dQOzpqf1b/imN1lfvii7GWZFad4WmGRrkTg5wRZ6oYDIkluJSPElcdCSW4KhrQ/WtwbTMxI7AaUwUAu1K2hbz75nL84oYVqcAyUber8ksHDhyYkZHBa6oAgNJvQvVNmni/8Oqbli9f7uPjozJVVja2Ew49MmigNFXmBrC5A7mukopvwIABnKmiKOrCBaXSx4pnTD7DM749n1yjwWlOOYTqCbNcSqrLp91DJ6WLg7EA7PR/hEINvOW/JIORpVia9VvyRl5TBQAEZtuUvT2VsKplWRw8v2T0xcpdt19rmSqA6tiN9I0W+asX1MBFk9VJO44ePdqjcwfOVAFAE0uTHi485O0G7i0k/cd9pHc+1NHL3qxZMysrKwDw9fX19fX98ccfZTLZvXv3zp49q+56/58CZWVv+/2BYS3dnIwESUWys8/PCoyqqxrxdUC+1dYoBH7gv58XElk5W1P6qpogrwIWPWHOJLAyGhCAlwX6xYfsYykj+MLAiVqlkM7efq9/rcl/8ZbFHU5a5ysdQJfmAYDQtkHAgZ3Dv6jOOd1RT/IOgfTGCiz1F2qQskJPz66xanKH/fr1CwoKoijqEAtvi7AhCe4mVQHHkydPxsQo06mWLFliYWEBAEfj2I0v2E0it9YyjUIrjNAfbOvp8PHssJxyvdON7PK6WKspjYnTfI/K+IaEvofkURae85jBSADD1vq/3GkBPBLw6hBgekr0pkXD10u9Bg66Sd8eSHXXFMRuq0fxAQG0sdTYJKNh3XPmTAJOKMHmBtDVlljfjmiuSf+fVIrnPmZvpLI+xS++zTvfqCLFhMRn3qb9eCFExRQCPb+d09nSRRquvqOUEP38RvrX9i2A6jL3rMsrRRBERUWFeg4BAIhEooEDBx46dOj48eP/szo6iKRuJuTuDU8IistEgk9zLwGk6dHCK2cgR1ZvV4DT1/orTsnXgQGax98w2Tk5fdnw1IUDc/YsZcs1jkNXVl4uqOm81E2e7v33cjB3hKmH5eveHhIN5NcmrcQXroQ3H/fm9CZ65WEGOvM/pwag+Lp7E5WpoijqwIEDXAEpAAgIaGGOGkqqTBVN099+q6wEtLKy2rBhAwCUM8A5HPdZjSjQzM8KMOsbTjjnVTfEVMJWpPdNqtV8XIX+TuiH1tqDm652qBpSmt9iqy58M8saVWL2MioGr4EAoGBhxTPt0f2IBkQTPufU2IaEut69goW+N+iNL9j3xZjBkFsOF5NYn0saM9lsGXS5wlxJZgfnBwckrupREukgzzGR5U51MZjs7QwAIDaDmYEwbtcPznNV+q8AUEKIh7tvuuUyom6mCursZV+6dOmSJUtmzpypXin64MGD0NDQRo0a5ebm/s+OsOoRuv5RDiQCM4N6c1sefMvGqIkGTs4LWpfxm/IHZiveR8etm57ZdwYApKWlsSzLAGECg0ugai7wXujkoSntrSIp14VXxz4RnbcCZQAA11LwmQR2NJ/7iQNFwPX+1IRg+k56VUBgRrUBAW8LNKc5sVtHmaLi2HwoVk52XFxcHj586OzsrK8TAJg2bZrKua4ijXqWgzkN1GShXZ+Gu2flnPOWxRWRxlck3c6b9UQA4ho875YG0NMe3eNzjY9oUMfburYt2d+JuJDIvinCpQooUUBeOYy4TfewJ+Y1J3Q/MOoh6duSdl/nVc3NiyoUpgY8SoFlhlXVLaHZuILR4GU3IOF6f3LUHSa80u4ggNEexO9dNe7U4XesLiu3lIZ5ocyjymj4qnCG411YnH1Cq+VCH4/jZY70tGNg6QIA2ZTFCLdNrWXvXBUZeaTpQ7E3SxASm0y9l+ljqKO1Mjc337lz565du969ezdqlNJzee7cuZ07d/bq1WvWrFl1PqD/hzDQmQjJ4HFR9bTXSw1cB9xK1fgXU/OuaDUwKMn179unVK7mP+g0HqYeVv0SgYa+UnKRbOCpx00sTea1d+/hqs0xFNt2BmeqOFxJxqOrVdW1F8PtgdT7YvwiDxsLkLclsqs204qVl28yimzjavJrYePYEgIzNJv0HF/dBFFXAAAhNHv27N27d1fXBUB8fLyK/bJ79+59+/bllgsq1IYAlMVP9tPV9+pgjWpirQBgbxeyexCdqzkQG+lGfKnfcH8UnW1RRxtyzF0mKFlpqWMLgYh9ZHo51F+QaNq4hfmwb1V8VeqG5pWhOwsEAcq9fn0SH55R+NugVk6a+Z/RokaqZRaDjNFWkXAzQU+/oCJycXQ+NqKgjSXSrYtQHZsWQrNwXgVYGgAGOBHPAoAQK1zk2nbHQiTsv2xPEFsVB8QIRYqbREITtVZ1/5DX/a3i+BXU1/z0009ubm79+/dHdR3p/b+FOZ7EyffsC021ZBMB/NrxUys58vPzf/vtt8uXL79586bw6zPQpIdqk5MiW6sxRSA7I4P36tYq9DgoymHYOrDxAACF5hPoYioa3dzx94ikQ1RSF2cLSiMzDmWr5e8AQHbNprQNJUi3PFgXRVcOl9w7CyzbB6AHixaFxF98mQCs8sjt7e2vXbumy+uiC39/f865LhAIVM51AKiKrzEKIDUGIASCDe1rel+amaHIYdTPz9nH2ThbhpuaoTHuxIymn5qi/1cce6YyLIMw3pe62b9ISXkqzfogex7i8NMJoCgA6GyLHlV6+ruVvlCZKgD4oVsTn0MhM689/21ga/WEdVNFlcPSRsSvUYQA2lmhalRL9c2UMUCODFsaoPAcpVtdAZSUEGlRrWGAJT0cb4VANVKDotx3AN31bq4W9Rm8MzMzq0lO+f9vIKYgxJ9aFc5cSMJpUmwqhO52xKYOhHqekYyG98XYToxqUiiblJS0bt26y5cv51QqgwEA5CaqW6sMgZXWN41mcYGCNTAw0CAmfH1N+P42MrYsdmofY57Zu7HGrPWHrk2Xd26SLS0ntZN4cUvZ+w9CB9XvaojlagvZi4cld06rfgoI/Es316cJKeklNEmSCxcu3LJlS036OXr06Js3b7jl5cuXc851Dt6WqLk5elWA4d4BcGsHHsoiVgSwt0t1Qmq6cDZCB7rWZ/0gTdN7IooAlN60ntIIlaniwJYWfd+v/YUUqUwmk4st0awb2MgSAIxZDb8kRaCI6T11+xfjKkszrXEdDauDURWhtjpIBPZiBADR2TIozAIzJ4zQRbMe4/I12MBJM6vuHqYhJnjg788KzBuDgREUZoCpXZWjqqLUMuYswNd1OrrPU6Gr/mAqhN2dyd2dQUpraxmlSPGsR8y1FMz5Sxuboh0dyQE8qSfAsuz27dt37tzJX1X/5AR0qZIUPWI5aHWGhqKAyNYpt4Tf4R9biD3P0vvZ8q/efWNLaxR+UwRyMOGZs5URGmZ1pP5MnDQpTioFd8lHpn4qlNw7p7VGRJGDGtlFIstLly7VkFpaLpfPnDmTW3ZwcNBipkUAx3qSftfovAeHIHAxmFjDrLNEw06/diS/1cnsrRWkNATEsxG5WEZDc3M01qM6glAOpaWlf/311/Xr12NiYjIzMysqKmBNFDgovc7tpW90dzHD8rg4TkAsFbb2hamHwdn7lSF/+ogWnouUs62ORgWr21QVmWRL2S0v8eNsnFMOjSQw2p2Y0EivLfvSDZ3TTlMDAOjnhAR02fTZ8/8MOANe/jD1TwBYazfNEFcMLwzm9HiijZv1nbsMABwrUgtXdwRAIDBEk//A7ZW1nFCUCQcnCg0La3I6vPi8rFVZ+N3LI9u6SkQpxTLZ07+FXQbWOTyhBS1TVSiHHkFMghov5bsiPPgWHdSP6u9U9R/Lysrmzp17/PhxuVxTuhvA0NCwefPmffv2HTNmzKh36G2l2/WgxVAWiPnZgeZMMQYwcG1i9c3P+o6KczmXEYbtmh6dlB/kWxzRteyFkNWbslVEGj8xqlLiG+1UPsiZhxj3fib+9iGj8gS3tkR/dCP1xcgBQC6Xb9y40SXyoZ+bpdamWQO6t1rPQ2qmD6NGjeKonRBCvJpgrS3RPutHo9NfAwCUl4zt0XJ2G+oTy3c/lOB+15n3ahV2657DKV9qIN+3JywsbOvWrffu3cvLy9PeVlZVNydHPAO3CkZtBpUaA+s6gLV7tEen4EZUT/PqhMPSGMP9WUYQuxfeBD+JutxkmfOKFSvGNbbOuRGA5LIJhNjUrPsWm3FxRcbXUpi/0/BfPfmzrEY6lK+kwl/lymMNG7w1dOVW2hqwFUfmmPof4fia4MlJaNwduk4pIwwXOC7aYDvZVZ6ZRVnsHOhEWSIAmDRpEsYYABsgJvznL5/lk/lSRctnh8QvA616CZJlFhXvogwaf3y+r4v6UZH4H4RuLnvp/UuF5/ert3nRdlK/cV9VQ2xQZ6x7zq6O4HHAtzBHMSMoAJDL5V9//XVAQIDyCaiEsbFxnz59li1bps5BnF6GfS4xWnmVa9xyVvey06cjwCGpFDc4pdH/hvT9E/Kv8TYuofGs8i7BDgPAxBoyYuHJSXhywt3NbfLkyfPnz5dIJPKMxPzD68tzM8qRINyo+c92U94YKB9oiQCefkFpxchZlj169Oj+/fsjIyMZhpnRpsEP3Zpo/VPjLv5mX85R/cQAj7Pw8zwso8HLAvV2QMq7Q8tLn9z68PzpmLU7YnNLAGDQoEFBQUG8J+Lv73/16lUAcHBwSEvjYcWqLXwu0U9ztF8TEwHEjRKoZJbT0tKWLVt26dIlVaRSF2jIKjx4NbfsLYsLil+k1eBkniBe7GBkZCQWi+3t7Z2cnJaX9oiVGVHA/pK6u09pmDmt3XkxaRQtajSP7pVzeQvE3lGtb+9gdmZEB3WRwjCjFl822IARAoAzvUndUbM0/HZhwHZcqf5527TjOuvxuVG3i0//CCVV3lJkaIwH/wC9Z6s0zwGghx26508hgJSUFFdXV86qzJkzhwuY5B/bXBZxT+1CIKtv1teBkO8zslZJP4wjSzQ+d0Wk8ap+Aef7Cuo9KOB7leYNgQNA9njBH79uWLdunUo1FwAQQt7e3uvXr9enuliigP2x7OMspdN3tDvRz6lGR93pMv1Ek/X0eOJqn8Jwjo0+RtQwwKxfs4qEXMr0hMWArAoMf+9Cf2/Hcg3vKULI2d7uymBPC8OqMWQpIerXcFeyUFmkNr4hcawnmZ+ff+PGjStXroSFhSUlJVVJPACYGghujeus7hhGlMB+bQAhVuYT5VXAiNt0iNp1a2qGLvQhXdOf5h9ej2nlkPBGfNaKkLjEzGyxmD+PzMTEhKtw/Oabb1QyYnXGi3zc6jz/uGZHR3J+C+LatWuLFy9WudLUIRQK3d3d27Vr17dv3wEDBpQaWHkEVsU85uYELso+RWFl50LXJjYLd2r1oHX7Rhbe/T5um52IAIBSUrzJduJRi6oHxjHxTsVvEzgS5H0DvQc30q7V9ff49YWoEQB86Uac7q05uKPptO+HYk2h4h1h8dueVPFcEgTRr1+/Pw79uSvFaucrluOAIxCMcSf2diHNhAAAvr6+9+7d4869pKREKBQyBdkZayZqHYlB41bWszbpXrHq8bnMBLG8QstUAYApU/rwQ8H5BKsR9VcnxUFdycqAlc/NPTM6/5YVXfRO5LJy6Os/bt1XbSUIolu3bseOHas+vchEAEt1eNTKaLiWwr4qADEF7a1RD3ueae3BbmSvq3SOWqxnvOMK4y2WTXzH5A9el1RZG6gEBfDFTxtWLo7ePefixYsqOl2McQsxq26qAMCYlY0vuLHBdjL382R46im/hlpDxarTFIosOg2I7DHBKfUazkvHCAnsG1hOXqUyVQAw9q6GqQKAN4V40E0mOHwDoqtmr/09bFs08tBnqsLCwlTF2MuXL+dtUyuoU8iSmO1VGu4mT8+grG9L2geFJ2/y81VJwKpgbW3dv3//hQsXtm7dWn29FcAWH1JVmLXbevQdkw6T8q52NS9v7duTY7/RQk97pG6tzpr5Xoz+q4H/LBOJ6TsDFymh4TLs7ed3dH3O+fPnV61a5SrhuT4u8kzOWl1++Lz9splCoVAkEkmlUqlU6ozLfuvdUKt9fw8bzloZGRmNHj1627ZtZmZmALDZHla1JmMLsYyGFhZIJQ+ekpISHBzMLU+fPl0oFALAi7h0XaoWRW66zrqP43OxVh9kAjlhZMJqkDRWEMIi0uRKMh5RIz9mLeAhQaq5w9b0XV8UKqttPWUJPzQTpX2wvfY+CyHk5+cXEBCgHtWqOZ7m4OG3GXV9pB726EIfbbqi5uYoajj1awwbmo0LKsDTHLXMff6TXBERGQrD7XWTXxCAf1PzZSdPAsDZs2e3bdsWGRkpl8tdTHme/gYVVc8cSxmwOqaKIAgrr+75vRbRTfskENRMOax0HvTHWHK4DuffywJ8K41nNErnZSBFhdZKJ9DLSs4ltQOAtbW1q6urvmY1h6iyGNKOzj+SuKZ5+QfuZ6rQ+utUV3VTJRKJ/P39N2/erK+sEgAWtSQ8zdG2GCYyFwOAnYN7syHzO7vo/VgubEH+FYfVSfrp/JT3dwPgq+1aLQWEUnpn+PDhw4cPT145GqRFWm0yK9NTKnJTw8M1amKMHHkeQomhwMfHZ+nSpcOHD9faZCLgKa6q9FiBUCj89ddfASBLBtNfSC7p9JyCzB10Vn4U/yUv+7+J3Ap0ysJPa+VZM18FoupW/FU9JjdWXlhbRf7QovvqmxDA9DYNGjdu/PLly5s3b9bNVHFKE1pSbiEZePJ9HmeZgxht9SEfDaZej6TO9iaJdyEAANnvDZ4c0W08pTHRorIobOTIkaGhoRUVFbdv327Voplu40yBWnJpFhfMAqFQ6OrqOmzYsJMnT558V5E9+xbt2V/FsZVfAaPvMrpuoOh8/rtgzPAZJqw3n+f/Y+87w6K43refMzNb6EsHqYIUEewVEUVsaNTYS2KJPWqsKSYxxqiJ0WjsGo01xN412BuKFQWkiggWkF6Wtiy7M3PeD7suW2aXBc0v73Xxvz/Nnjk7OzvlOec85b6vX1f6bvqP+OReAX5V+b6ejq4OSFHNtyzvT5WpAgBXWdF6U7+APUgAACAASURBVCWlh6Oj45o1ayQSybFjxwyYKgUGuKKrEVTJBF7JBN71gVQPJ+JYFrsynt31jE3RIbl2MIHbH2nmXhRkwM3tcHGtemDPig+Hw8h2ahV/ol7DtA6VIvSKM3nHdvlU2+X3rKRSzmhfVTdX1wcPHuiaKk68fPlSd2K19zkbh9zU628U2GLSv0x7DKofTWVu5WwKqx0nYUCflZznYZpG1N82A352+gwAXBpV/GUY/VzQsnbEynjWTV6AdCkAHa3In2Pi+YSxnNA6OKxHaeLcazarkvCyMPSP4uKUVOVeD7eOnjN1QxJbIQcAsODBvFbEj1xyL+Hh4T07tC34aQJWMxM0oo5a91F9/NiNnXfjRpcuXdTXaB3OcCwMaRbWJrInNP0m+obNLKGLhBCYahAcAzLhpjO7fft2dXU1OPnCpF1/twj++zwNAJ4WaFNXYohHIwdmWwF83YZYFc+GVT7R2tXKHHf28/5p49YBAwY07uDn37ATbzFitYDwND/ijxBSPWLnbYmuDaTKZZBRgXlVhW3L8wEATi1N/fOrhyVUrgR8LCHchRBppoNa9h2bmi22Tb5gwspoIC9bdv3ReYZCyoGUlE7wo0pEg2malslkfD6/wtKj2L71HeJJb1Cr0EJINFJDv8owJkyYoJhYCQSCjRuVWuIJJRgAZrgvWZW7c2DlPYRxJWH2u+O4g6K+s8pwiFPDXr2mYq3czVF7R95KNOVXx4lu8sIcnr0MKXOdDaQUvQ9+6kD2dyVW/sHhfGUoYZoYf3qLKamFea0a8+tJemYiil2GrZVCaQIAWrX0W96eXNaOzKrEGIOXpmK4FiiRrc3UHwsj15K11QCQxW+2rNnMFKGyKsdOCKem9dT6NoOVD6sudPme2utJgJAi/lrHiVpiBG9DpzlhDqqTVatWgZUTfHUdLOt4+l9V4uHXmKj+yMi4hC5WdCBL8nP5KRyW1/Prk37dW+u2G4NnYjzqurZeye501tkUVnTQHjOs+NDRDu0+o6y7EgqFfjZ8P4Pz8o6TZ3U/P63kbc5byl5K1BmzP/rZT5tXF3yYfZfZkcYCwCSY9nnRiQmll6ywxNLRyWH8Qr6LwaorNTx//lxBMwsAs2fPVnFGKe5RMWU9y32JOVtjS5fn8ByURrPhD35TWQkCwK4Q0loAckRl8ZupTNV0f2ODaw0Fy7JfDQ+5tHzMrdfazERRVkre+m9jmXLtRCujYCDrgmcgjZlly8/umt1c+EMPvx7utgo1UAJBC0vkY2XIVClgEtjFY83J3wf9Fe67rafvzmhzpS6DGQmXBnBQXRlYg+lSO/haIX3Dxh7bIaOb/3LWKjSL55QudB/V/JcuOeHtT9OvdGSW79y5A33nq5sqBRgM3+rQEhiPGdOn/zHY43FOkVY7A8Qp1v/jqwzTqNXm9jRWV1oJALaksHKulW5t2mNRzNFfw1t91sbdW4+EjzooAi5HUKGBbvgd3UhzC3QojJymligblY0VpkqBHfYjg/12t/I/9HmbDbqmSkJDmpibYW38+PGKiZWJicm6detU7eqDUBVh8prvpDBVAhK0WGiMQVOZWwFAaxsUP4zynruT8egI5nZ9AppN8qM+afGv2GuJRBIUFJSVlQUAcy8mru7TenALOwBgAUWJQha6LFR2oyGmAA/iSjI0jE562KNIpHeS8ry4llo/gV9TMcLfGQBmtPeky+I4exrG+r4ObT3t/spgU8XYRoC6OqBv2xCchHMUAQEixCk41taWo/++UBID6BIcAsB9s6D7ZkHqLYmleOhV5snHlMpwHz16VCqVgq+2ILMC8SW4Qg6WHOQFhpCXlxccHPzq1SsAWHU77cjwTpaCuldmm8MoGojEUnwzF/fRIZWvF/pcdWIZvK7CWnWXOYe2wKOoriKyq8gVACpljOxVGt+Tw5lIsyBnwYQCABDxYW8ouSuEfFGBbQRIV9rjcCa3B/BiNhbLQLW6TCnDs+8yMQWYxYAAgh3R1mBSdRPj4+OfPFEukxcvXqyuyTDVl1iXyBToeC3mBBANvRfQpKwVAHiYI97RhYxUCgBRtbX8D8iYp4bi4uKWLVuqtL9NrG2fzLmwKNukRe3bZBNvrc5ltbgRVemjmxM/x7PpOirhM/wJzjqYVfGs4Pz2cTUalGRUWX5VzHnzkAZoKwAAApjoQxhJ+Ls4iPhMx/FPIFgUyPF1cx6cCCefiYlWJ2nDvFoKJJbiG3m43zszsXbtWgBQEZnrQkI3zFodOnRo8uTJcrlyLpEq5X9kPns1/6G7LL+AZ/2b48R77wxoUlljrJWBK6g+U5XQsOhG+ZJHl9TfVQs+mRv5u+cPGgvkc6/ZlfFsYimWs+BliWb6E4uCCBIBRQCnpBAAZFdxX2gGw9tqLOIjAMiswD3+oVVOcQxwtwD3/Id+MJTyo8prEmO2fP29hYCqrKUtLCxWrlypfhxrAVyOoEZfZ+oU7TE7oyX1q9EV5upoWtZKFyyGa7k4vhjXMLiVNfrIjTB5v0tSWFjo7++vEBYFgFatWsXFxW1Jp6RvGV1TBQCeemi5DUNAwuUIctwN5v67ZBwCwTQ/bmKpky/ZH54wxzUprhQ4/yhzXAj3T2RX433PcVIpJhC0s0VTfAnDolucmOxLZFfDinhGRZtrSsHWYLKns95/7S9CAgJqjFu3JZYqrZVUKk1ISAAAKHgBLoG6Pa0F0CAF5pkzZ+7atUv1MSAgYPyeu0uTzcYCh3E3wPhsAB3tuVm0HEzATe2pmHqHqU56TIH2FSmpkNjJwfyd/d37nJ2qNjBkVuCvHzHJZfhAT0N2wVrAXcYMADbvONpWxLO68bsKORw9fml66haM2RUdnb8Ksl9xJ73zVO3sfABoY4NSRlB/33/x2fe/QXVpgKlkZ3SUgVMygCZtrYqkMOSKRq6wmxl7uq+hkjfDKCgo8PPzU3GKh4eHX7t2DQBGNsffPwZdJ4W3JdJHFlwvPMzRvSFUUilOLsNmFHSw01tnuzWVBYAsvkvX6hStXXdljq3LsK4H4epbPOJanejLsSxYl8hE9acaoUv+Qztiog+KzsNvqsDHCsKc67d67ewQp4iDLlS+tt9++02RN0/c3c+2/1i35xRfwki5GqlUGhYW9uDBA8VHFeXW3QIMydy5r42Ta/+iFbEzTRmQVce3bepigs/L8ZFMtgOlTUMGADWIvy2V/aYNAQDVNHCqNP2VwU73IwyE3ga4orOvOdrb2iKVEsqNXI574SYrmJixXRUjthBQa/u0sgnmjnJTBLS3kED0LgDgG8EIpA9NyMuui/E3tatSsqvx4Ct1b2mDIBaLW7ZsqTJVgwcPVpgqAPAwR9u7k1qucREfDvbSbmwogmzQOG9iiIdeZmEAUEgT3rLoqNWOEYo2ax+Vrf0slstg3A3ti1BSC2NuaAewjISHOZroQyxtR4zxMmqCtrplGdTUw0SugIqq6c8/lWuizqaly9tr26X+rmilTpSNE9nZ2a6uripTJRQKr1+/rih26+6IODlnBrgifST0huFmhi4OoDzUplF8Apa1I+arLZMViWlPTX2LeNZaX482b38tV2ks7hdgfeGaizmG1CCm+BG6Jy8gYbPaJL1KzmGt+lc+4GONRwQBVN/Rpor8sGi6c6u0crjGlTydJ4FjWexUv4ZZEYlE0rJlS9UCcPjw4SdPahCkTPEl2tqgP9PZ5DIsJKGjHZoTQLh+OPYoA+ARCABfsuh60GbA+LLLivwvGsjfHcYlm3gV6yTHnn/DlnBl7r2uwjdyMSfpzYfFjI96QCUJ4zaAbw8t6VZ19HJGilnDy8zMtznKde7SpUsHtScGuaPTr9gXFdDMFEKd0FAPwhjCp4cPH/bq1UtVv+nq6vr48WNHx7oI4/FwavJt5tzruvd/uCexN7TxNFjBjuj5aOphIX5ejh1MoLM94ahpzRUraBpRC10WbMv+zYpRFhUlmPiudxjf4p2FKq3VOxU1TEXPJ+DaQGrpY+ZIFltYA0ISujmg1Z1I9dmilyWK08k4sWQ4SIrYWiN4798DTddapWirXtchiSuMZQAsy7Zp00ZVhDFo0CAtU6VAezu0w+5DErwZia4O6ORLjBFa0mzOEeu+3aqSZATvtlm7DKEbAOhazEz905oXFY2JCTQIS5cuTU9PBwBY33/43B/aTfnRyRT5W6HVT5kLatPACDcU2YuSpceV/P0bqihNnx1+P6dsU9wbRVl4RzvUsYGX+vDhwxMmTGDelfX26dPn8uXLWpLj1gI425fMqiTiizFC0M4WNTeY2mYM+AT0cEI99CzWVIv0aPP2PXx2Dqh8YE+XpQmbX7foxAJSJda56fd+6tMrVMGCB5u6kZu6kWW1YMnnyGKb5EPEFWtPqp+945NRxyPkfukuM8yT0JXd/iBoutbKwBKsoU7T8PDwFy+Uperdu3fXx2TyX+G7NsQ/r9lahgVEJJj4Jpj4qnbxCRjqof1vzfUHznT1Dj4s4uPjV69erdj29PQ8uWWFaleUE5Umxk9LMAC0sUUtRYguySv4YynGLIUQRZFhnnbdXG3ogteUY4PLA7ds2TJ//nwVH8kXX3yxefNmfZ29LJDh/NsPiI72KNhR6cUroywPW/dT36uKzHa2R14WKEsnAY0iYGRzY09VV1hTgTkBxL0CrKVHd8WyS5ypX3tJnQyaHFEzbGYVpLE70ti5AcTm4EbIWteDpuu36mCrd5LQIKfpzJkzVeVRAQEBMTExjTiZghrI11uo+75ob4fO9qP4yReA1qxfAfi9K+mhM/aG6QnYEQgMxPLeHzRNh4eHK5zlJEmqrqoKLUVorDcx1ptoKUIAUH5+L9YsGBRShPjsHmggli9fPm/ePIWpQght3brVgKnSBYP/xXuHAI71Jv155ZCTrLVrcRChogMkEUT2IrXGEgSwrjP5/qrxJILDvclTfcgpvnXmggZyTPNf1jpOeGTaKt7E74DNwO5+uwoopXNtayp7gitv7j3RdOdWbmYw2ZfY91z7mra2QR8bXVP2559/quLc9vb2qhw5I8FiWJ/Erk9Sps85msCiIHJxkLHRK+PR3xVRuyfIbLyg30KL1r2dmrm0tUFzAghO69PeDk1oQUS+0L4y81oR77/wMXSS/furHH9r1qypl0GBKeHQemLKChr0o/PmzVNJ7JAkefr06cGDjU1Ae1qKv3zI3MnHtQxY8mCwB7G+C+nY8DwPw3AxQ20uzXt28gyETCaC+vuHDurmgMZ6EVoZXsGO6OlwamMy+7gYS2gItEYz/Al9C8yGAgEM8yS6OsBetfdFivhb7EdvsR/N+ZUDz9kPKFivQNO1VgCwvTuJAPZnsKpcxJ7O6GAvUp8quhbi4+NVApwmJiZPnz7VVfQ2jMUPmY3Jdbe/oAa+ecTkVOPN+vX4God9+/ZJJNUgSYK9U1LevHFzq+e+7w4lXcxgayqrKLMQ8eGr1qQiWP4vYdu2bTdu3FBsh4WFLV68uN6vkNb2kJ2h3WjFEezXh9mzZ+/YoaST5fF4N27cCAnRk36mg6elOOQ8rSpDqZDDwRfsg0IcO1SbtOf9cfbMaZBL4eaO0Y5lh0cM1detuQXa9KGfHHXYCYEi6lecVyBTL4Vq49G0rFVNwp2Tw9q7WghyKqTSuFuWXfvtCSV/6kAoqHWDbFBLPSm/uqioqAgNDVXm+BDEtWvXnJ2dG3QyLyrwZh0RUADYlsrOCeBW1uWEhIa9z9n7Bbi0FvtaobHeRDedlawqw9jX19cw7Z8CfAJWdyJXdSSzKjBJgKc5el91KoNITk5WqSWJRKJLly4Z7q+ARcTEioQYnpojHCGwHDjJwFfUMWvWrJ07lTqyQqHw4cOHrVs3oD7564eMbsVcZgVen8Ss6thgk1Elh2oaOOdlmzdvVoQpEULqJXj/e/AI6OVEqNImDEO9bAAztDAp+vqn3W1N+TlSqM1KFnhxZPDWiybkt6qK+adk/8+tHSxsTPitHS0rjvxeeeMEALiaocHuxGgvwnhTBQA9evRQcVRu2LAhODi4oedzMxdz1pewGK5zpVZwIr8GOp2hv7jHHMpkL+XgzSls93P0Lwkaz9OTJ09evlQqmSxfvtz4MyQR+FghL4t/11RJpdIePXoognEKu6+gRqoXfGfPSRdSYnPLWIwxABKYiD75iu/uW/83AWbOnKkyVSYmJomJiQ0yVXIWbuhhsr6c07CA8rEsNuAEbXlA7nRQbhcpXxLLSDXjb6qwQ2BgoJHKQP8e1rcshPz0+vsBqOemlR3dZBob5WtrbmvCb2PNL9r6dW1GQiN+vQnNrSqvHtZuuXbUotdwTiGGN1W4XAY+VkjINUwuWrQoMTFRsT1q1Kh58+Y14nx0k5iN2aWF2XeZVLHG64EBlj5mejqj7u+EXlSSViKRaNy4cY041X8VoaGhYrFStWnVqlUdOnCLC1TTkFyKC2qwvwj5WCEEcOHChTuZuXcyc0155KOY2606BwNAqhjvfsYmlWE+Ae3t0Cx/jrzZhQsXqryNpqamiYmJ3t4cRVEGUCXXuyAqbQjJ3O50dvqdOuNUUgtrnrLJpfh8f2VcOioqSpUZ899OrBT4ZEg/yHgJvWZBQB9o2QsQaSuECpmOwq45Wtxa+eYw4mJJ7DWN3Sxbee2YwKfBSe1NxVphWS1Trs3Lzkoqmepy0kIjS/hABvtdLKvgliURjPYiNncj7dT8UdevX1eRjbm7ux87dgwaheYc2lf171JHWS2oZyqqgAEOZLDdHUnZm+fZdy4ybzMoAtEs/v9Qm3bRokWxsbGK7X79+uljUt+Swi59zKiMeFtbFNmL/OGHHxQfbRydFabqWBY7Mbou4f5CNt6awl4YQKkvjX/44QfV7TM1NU1OTq6X7VMXIgFY8YEzfdzTuHsHADU0fPWQozggKhtfzMYDbKslcTdP/vytnSm/WCJr1qxZv379dDv/L7Fx48bk5GQAgMvrFwfC/PH9LXhIxIc7+XjBAyV3M0XAQDdiSzdCRdZOF+fqkgfJiziqVutFU7FWiMcnhKasVCMBF1E8wsRcvUWrNJTBcDiTTRPjw2Hk7XycXo7tKPnKaYtU5NOqEo1GoJ8L4WjCQaZhL4QIN6NW6G+qsT5mpTdiecG6efKcTAHA2VFdXpRVfxf9fNmyZY0+Wy0USeHsaza1DFsLUGd71M+1MbqMhw8f3rBByS/u5OR08eJFzm6709l59zXe6oQS3Ot0ZWnCU8XHL774AgDya2DKbe3aILEMxt9k0kdRCrqNdevWrVq1SrFLIBDEx8c3wlQBAAIY5038kcYxVBjPQRRbjMV6ymXKrxzJTY4EzK7o7Ppde+cNDzM7z/0RA8QVY0UtRDtbZHxqQrkM1iUxt/PwWwl4W8BQD2JmywbHnYuLi7/++mvFtpOTk/pEr4cTevIxVSGHt9XY2xJpMZsQ5iLdo5Hm2oVExqCpWCtAyLRz36rbGnz2ph16I6rOGUizsOQRx1iXUIIDTtLvhgcSvnsE//wM51b+/fffDfWsq8OcBwfDqI+v0urOWnMe/B1GGUlsYiBX84uU3+R5maqPLazNDnzUBmhZCRZuSmbuF+KiGvAXoXHeaGjDKYCjsvH4G7T6crWXMzrTl7Iyyt2kRGJi4oQJExTbfD7/0aNHBNeSHAMsj+MwCiV3TwHLAACPx/vyyy8B4PQrtpqr6PhVJY7Jx72bocjISNX7xuPxHjx44OtrlJOLE790JB8W4nhNctQxXsRk47h0AKBcxj3UtKjNCcn4S0WNIKTIb7v71lrzu52jH6qVtY72IvaGkmb1vcEFNRD6D60ibMmsgCtvmX+y2bN9KSNj3wr07NlTQZ6DELp8+bJuB0seWHJ5fnlO7nwPf9lrDRJds679G/Db79BkrBWA1eCpgLE4+ixFIBZjs24RouGz1DukiHGRnjonjZksImDwD3aefqNGjeLubTTCm6Gk4dSuZ6zioW9ni2b4E55G5zQ1t0DNLdBLnQxmAGhVrO3FNKGIzNvXw4v6Z7/Tnnhaio9mwRetGpYw8boKj75OSzTtwq08POsuczjM2OOIxeKQkBCFZx0h9M8//+iLVL6pwlpiGUpEKx1P/fr1U5g5XSpRFSbcolujnCuLlykmxRRF3b59u+17kAEAgLUA7g6mdqSx0fk4pxq3sEQfe6Cx3g0ISOjm5Sowrfgc0mFxuR3/4qGLRuOxLBYBHOldzzX/5pEat9Q7XMzGu56xcwKMNVdLly5VEWTPnj3bcERCzsLGZPbsa/ZFBXYxQ6FO6NtPfpBF/szPTgUAKYMdP55q1i3CyJ9WRxNSP1XA1tLcjo9yK6UlldVasae7BTjkvCH9bi08HU61tvkfVWDow5nX7IhrjFZssbUNunB/OJZrLzO2BCxaS4TpHuTiAA29e8NYHsf8xDXZIRDkjecZQ7FA07Snp6dKRfm3335TTI44kVGOfY/r3JScJPhJ6YxPT09XTJF+TmCXPjbIEVFTDhsGEq+fREVFNVr34QMCA7Q7RT/VYRD9I+fXQeK7Wo1XLTpP8fhB9yAZo6kWXMStCrAYrP6Sc3IThzqh6I+MmqzEx8d37NhRkazj4eGhYFLVBxkLEZdoLZIZNzO0x+f56B5tHcwElh4+sU8aQ1oLTSqDQQGJnHleUlUl47BK3pYNc75w6t/9j/GxB3GmL6lKzuIT8GkL4vpAirDiEBg4wnAnueiju+VEmpi7ncXwTGcM50THjh1VpmrMmDEGTBUAuJsjjrrFdxMrT09P1Wqu/kpaEyuYuu/Pvfv/fzBVAIAAInuRWvadROAWyDFzSeGicgQuPQ51lMuA01QBQE41d7sWFGxfClNFUVR0dLTh/ruesbp8WNnVeP0bR7FU/rykyihaWD1octbKAJxMgJMORVdiSwGxfpqO/yUGuxPPRlElE3jPRlFVk3mRvUg7ITw0962s1bDIlc0C3vDsOY/wRg/dLScMODuMIY4eNGjQ06dK73jXrl2PHDliuL+ABG32HmklPFQmoyxZskTV3NkeTajXw+3oW9ZufP1n+b9CkA1KHM77sT0R4YZ6OKHPWxL3h1ADhg++l6PBEFJOWeyz/YjzCIbffQue3ptib1yFUFhYmIqybePGjfWWQ3HS6gPALbGFAfIfI9GE/FbGYHcPqs8FWpXBFFTzYmnBvg6SZ1LEv2LR5RenScVUXSzjXy2aayhsBHXUtAAweflaU6Z2Tsfm3d1tfd1dTdr2wP1mwlHuJ8lW2IA/0tUBHXzB0W5GQb3r4vHjx1+4cEGx7enpefeu9nqHE792Il9WquVqPDio4OoTCoUzZ85U77knlPSyhK0p3PxcCsQU4PqLev6HcDSB5ZoajrNmfb7ndOz4QLeIFo5dPB3NXL2Ten1X+sSS8+ttuPQ4VKAIGOBGcKa5fGRE3PnLL79URb0jIiLmzJlT71f0FXjXsgjMbKCysN4jGMD/WSsNOJvC44+pyBfsw0JM5b1YkvIVD9MAIADZKPH1NjUZA1pskiMKAAgE+5+zyWV4dkvC573L3D8sFi1aVF5eXg6w9FbatWvXmoWHA4A1QKA15lSgiWiIRtlnvsTvSayua39JG9LU4NM0ffr0w4eVcyIbG5ukpCTOIKAuhCSc7UvezCPu5uOCGvzHl6sUk8aPP9ZmNOYRsLw9ubw92e8ifVXPOp1sTK7F/w6FhYW7d+9mWPxX4ptXIs+xJ88DwFAaPJ9zKJJFuKGA+gow1nYmYvJZrZzVIBu0gEvIQx1Hjx5dv369YtvR0dFIHiR7IXAoaALwEJZL9FPKGYf/Wwlqw4SCGf7EnlByxZtNClOlgm/tm15VSgchiyGmAG9MZtuepi81sNjiX4VYLFaRCnTq1Ck8PFy1a0swqbsu6O6IjBSwUcCMgmsDyWDHupdESMKydsT37QgAyKnGNVyBigULFuzevVuxbWFhkZqaam5uztFPP8Kc0dJ2hM/jbXR5IQAghH7//XfdbmyVuGTPyl9iF32bf6Cl9JVuh17/JunN+2PEiBGKUClJksePH1c0mlAQ1Z/UGhR7OaO/e9U/2/CzQo+GUqO9CEWGs4c5+qIVcecjygCLGQAkJCR8+umnim0+n//w4UMjhxZ9mtg9RNXANIpBXA3/N7fSC7aCYyiIKL9/1aKzeouEhom36MwxvH+Dqa6sFkwpEDSkSHbkyJE0TQMAQRBaFKa9nNGtj6hvY5mHhVjKgJMJjG9BrOhgLOeECl4W6O5gKqMcp4mxFR+1tUUshhl3mKNZbKUcFBo5azqTqkqx6dOnq0yVqalpSkqKOn1wg6BKSgwMDNRNdpO9eV60cSFmGSeA2fB8RvHppc1mHbSp86lTCBot22EkXlXifc/Z5DLgEdDOFk31I+yMJuaIiYlR8aNNmzbNwcFBtStAhFJGUNfe4sRSbEJBB7u6yqp64W2JjvYmAchapu5ZqpDDhTdsmhhbC1BXBw01k7dv3wYHByueIoTQ2bNn63VXqTCnJXE8i1XQyatgL4RFbvk3jDyEfvyftdILwsyKqdQ2WKUUh/ugSApXctgRH47NR8bCz/HM7nScK8EkgiAb9GN7whjWrdjY2OvXryu2P/30U90kpm4O6NYgisFQJYcGJXPqwscKKUZ7KQPB52hVniSL4UkxHnCJ/qcf1d8VjR8/XrUAFAqFCQkJxpBAcCIhISE7O1uxraVbp0Bp5FrM1iUxUMAsy/vzrFVoFanUb6ExRFymHw2l/iWfY1Q2HnOdViWpHs2C35OZi/0pfZK0KrAYCARjx45VfDQ3N9++fbtWHx4BEW7ofXjxVabqei4ee4MuVssuHOJBHA4jTSmoqKho3bp1TY3S/7R69eoGhVBNKLg5iFoVz5x5jRX5Vj2d0IoOhDjrfSdW0EStlZUzCEzrVQN/4dDSJfclpZbuhxG53W4EZ+dXVR/w/GDsDeb0K6VnlMGQUIKHXWX294RJXEu2o1nsxmT2aSlmWaCTi2DAZ9jcQQAAIABJREFUV5B8ybQ0c88evSyaJHpfU6WOvemsVko3ANAszL/PeO75SJX3bGpqGh8f7+Pj0+gfWrBggWLD2tp66FAOmidah4rPFMtGi6/vta0j2CuWwrInbGSvD88DVSyFT27SWvn0hTUw5gaTOpI7cTy9HC99zN7JY4tlICh9JWk/BWzjIPnS5s2bjVx5NQI51VirggIAzr1m59+HDe1qfHx8SktLFY2zZs365ptvGnp8Uwp+6UT+0kmjUU/eS8PQtKzVjjS2dtVzsHICAPvDMM2f+aWjXt/w0K9XBpqj5T39W1ibAQBhZhkTtqT0FXdoRouAjcFw+hUbU4ALa6CFJQz3JDi11Dlx5S1WmSp1LHzAjPEitDghVsWzPzxRS4kM6AsBfWH4ql5sPEX9j26uuj9bwMp6VCc4ykszhG6PoFV6rDIB2sLCIikpyfgFhS4kEsmdO3cU29OmTePsw6nkSSNtw3QphwXQaCyrhZgCNqsC3MyhhxPRIJ1UFc68ZjnrnF9U4JgCrMsfnViKe5yvK2CSiDxhyA8AIMhLHjS2XWPOwDjsScecSVgHMthzEzsUFirDdoMGDVJRFf5/giZkrdYmst88YhSmCgCqadiUzD4vx1H9OVQjFi1aVFJSEl0CYX/FnNq7c+iosYS5ZdtyTLzmyG6jCA02n2oaBl+m1WV4f05gf+loLPfmZT0CcGW18LAQq3MTv6zEP8VzZW8jdIFsf/Llh1ycGoCq3i2wJmtn9mp3mZLh5J556xlWNuWl2TY2NqmpqY32VeXXwOFMdveFOHbMenj1hIw/vWLFCs6e11+X9nbR4EBgAZ2xDNXqplVL/PcLdvZdRqWfKCSZNZ3Jea0afOkyK/RO1zMrOKzV/PsMJzVQrXPghFv05Yh/691Ujwvb0WULC490kaTIgLpl0XEbX5lU3LNnzw8ohnLmNbs7ywW+i4GKokLJyyq5IaUSA2gq1qpcBsvjOF7si9n4Sg7urxnCLy4uVoXV2rZtO+yzGYptXyu0IJD4PUnbmnzTmlCv+fr6EaOlGM5iWBLLdHZA+gQa1CHWnytUJtMQyLqUg2kWelc9nlZ01qf2TS7fPtJm4EmrMIwQAOxI+x9ZK08LBHkYYbw5Z53KVAFAcFXiEh+01iIs8845kWXDIoAqXM7Bo6/TFXIAmy7QuwsACCtXFNICd52es2fPjjz3aN+Qdl1dlK8cBrTe4ZMKSvun1W/W7Xw8KVqjdEnKwPz7TDNTGNnAq2fO03tzdSMw5TK4nY896PyZhadDqhIwwG2L9hscxpWSlgBw5S1+Xo7fXwCCEyr2BRFTGZW5qJm8WPExSJrZq5vZkBeoc9duuhIejcasGGbnMxbAEpp3BoBcgE5n6VuDqEYQ2DeVDIb7hdyRdQC4rsPc+tFHH6nCaufOnVPfta4LubErqSo89rZE27uTK9WYbWUs/JXBPTna/cyoAhc3/e+1Vh1skRS+z9+3//WKHtUJTnRpe0n6hpwNi4qULm19JTIyFmLy8b7n7KUcXPwh1Co/bUEAgIc836c2W2vXEG+7srmXfkhupLLC01I85AqtNQGptnAdd1N74Pn777937NhRJaNHn4j96k4m37+jadcB54fv2uwwRvewn3jXXcbfErWrLBVY87TBki29uZScAYBHgK6aQ2kttpeVnMtYPKH0QnNZrpcsd3LJP2czvzRllbckhSszjsVwIxf/nsRuTGZv5XFzz9aLTu/EmceXXVaZKgWCRNTkEWNb/HJbH5VNQ3HqFbtT57F/JsYLHjRG9bupzK0q5RgA+lY+mlV0ykOel81z3GM79B+r7gCgJaF+6dKlhw8fKrY///xzrQAWApgfSMwPJMQyQMDhq86XcDsFAEC3FJ4TY7yIVfGsbhAgQIS0nF/NTKFnaZRWYdCsopPb7UbUEAJO1tPb+fjTm4yKhkFIwo/tySXvJw/Ruxn6tg1x+hHHA24hoACh7Wnsl5rTT2OQJsY9ztMyLqNxrwAnleKgd6nzycnJkydPVmwLhMLf/7nt4OwMAFMZOCehtaiHezmjJW3qLk2cxttah4RSrIjTGY9uDmhUc+K4TunJV62JZqbaB3IwQT8V/GnDaCjNesryPi6PPmTdHwD4OgRUr6vwx1eZBLWARid7dLoPqUuOahhT/Yjfk9hcCfaRao8uANDXx2VMBptViaMHUe/PcH0oEwMABczEkgsjy647MGUpQq+NDmNPv/KroUmTBpqfpjK38rJA48su7329srMkxVFe2lGStiP712klZwHAW7OEfeLEiYoNS0tLA7pyIj53WM1Ev3Sq4VRvFVqK0Lou2o+qjQAie2k3DnIjTLD2ulGIZS7yQgDQzcfJrMCDLtPZagQsUga+jWV0R7+GIujFsZzdX5Rj7QVPKWEJACyGuwUNngbMjGEq9Ue909+ZfolEoqJ1V5DPqPKwBCRE9ad29yBHNic62KERzYk/QsirEZT6S6Ivs71x72lkL/LLIELFOWUnhN+6kJyiEmYUtGVyddtbSHMAgCKgk2bSA4Nh6BUNUwUAsUV4uA4DR70Q8eFKBBloDWVc6TglPBEAxOTjs1z1Og2FogT1l7fbf8rbFSTNdJSX9q58fCrzm7YVyXk1DX4kmsrcqr0d+rL4qFbjF4XHDjsOGeNV91gsXbq0qKhIsb1nz55GRJHthRAgQlpc6QoYLx26IJDoaIf2PmeTSrElHzraoXmtOPjFnU0hGwgEGk8VRqiUsjKj4Nu22ie/KYXlnPf9HM/O8G/kOFpcXDxkyJD79+8DwAqZy9o+rdRKW9BSZyWDmKQBTDwAAHkSuJOvHJbt6PIiUsQgjb+jGhW6dOmionX/+eef1XP3AYBEMNWPmOqn94fa2cJbLjaCNjaN0c4QkPBbF/LXzmRWBeYR4GFhqMzH2d4CdGSsSihLAJgTQGhxM1x7i3W5ZQDgURG+k48bqkqb+/ja6ymjznr5Tw0Vqf9NDLDdVpmjE52Ph3k26KgcEPHBiS4dK76q3kgB80XRcRG/wXHPpjK3ArnMvrZIq82GqTjQodLtnRWoqKhYu3atYrt169YjR45s3E/92pnQfdBdzdD8QO0xlsWQVYkTS3Gtzio+xAntDSVjP6auD6TWdNY725fauGq13DDvaG9jdSWC0pXwiS3iHs2yq3G+hHNPPVi+fLmzs7PCVAHAsfTCKeIOzwQeRTzrx6YBfb03/yNSyvMZLzimQK4Em7LSA69/SksZHftsUlra6CUFf6kKoXiEMiV96tSpSqZwgMGDB+ujdTeAxUEkp1X6qjXHq/H3C7Z3FO18UO5zjP7kJsNZdAnvtII8DZoqAHDsO1prXlRL8C9Yhy4IJNZ11n5UErlMlQKcVkwfpFLpsGHD+vXrV1lR/jTh4YIriZXv2JMYRP7iOCX5HTVNQwcYTvR3JZrXvtVlMQmgc2warrrYVOZWiOIhgQmu1awQp3jDW9ZNhkeOHKnicj1x4kQjfoWtKC07sb1zUc4tk+YLLSY+YZRKnL2boV0hpK3m7dmSwq6IZxR+boqAT1sQG7uSDU3aHH86dpCFdHIbd4WPocTKo+vkz1M9uT0OBpYMDMYNWv1ERkYuWLBAlUYIAFZWVn8fPzulILivjue+lTUKNrpMRAFbAZzO+jpAqhQWM2Fr5xQd52P5CqepAPBVa8JWAAcOHNi7d6+ig6enp1Y8xEj0ckZ7Q8k5dxlVVqeAhNWdyNFe2tbqs9vMfpVScQ1+UYFPvWIvDqAaXXgYlfZm+/n4n3sHuFgIAUBKmeSFTI6NcLXleo0NTPSMZ1jftm3bl19+qVAnVKDYOzi4za7wytha4F+z7Cgl6jLNPkhE8vOWxM2nInip3W5lzUHWXi+aEHeo+MTWqhiNFBLTTn1sPlFSwcXHx3fo0EFxNcaNG3fo0KGG/mJt2uOiXcsA163LasKnFHUe5SdCus/fd7HMarWoEw/TAixv28y0Qa7N5OTkoKAgALAQUBsWzpy04CvK0VD65bQ7zJ50DmeEvRDyPuEZ+dBHRkZ+++23Kjo9ACAI4rPPPtu1axdBENF5eNg1ukzNmWZGITsTkNLYX4Qm+xCTfI37f7Qs+8uhWoS/VYRJYMsjH3tRx3qTmS8yAgICFKFbExOTN2/e2Nk1QKWZlUlrXzwlBEJB8yAgiJJauJXLvqoCNzPo4UQ4m2r3//EJsyJeeel4mJ5acu6j8hhzVvLCtPn4cYNNfNsY/rlqGtLEmE+Av6hOZMHDw+PNmzcUgXr4e148flTg2w70J/TeysNhUdyznftDqHqLH6OiombNmpWTU6c0IxQK9+7dO27cuOBz9P1CbSNgRkH6KEpIoVu5bFYluJlBdyfk1kB3vgKlUvxizbxmZRqq2qKRc8xDBuv7ij40IWuF5TLx6T8q7kaRCLEYm3XqYzNqLhIo3QMtWrTIzMwEABMTE7FYrE6CjAFeVWKKAMN369WSkZRUowCnuEYWevARgzEAkCQpEAgsLCzs7e0tvdtd67URCBIAXGVFK/L+CKuKozD9TOBBdx0yYNgg3YNnVuB1SWxsEa6UQ4AITfUjPnJHwcHB9+/fBxNLE//ue4//42OF2toiA0YnoQR3OkvrCuHNCSCm+BItRchAjEYmk61cuXLbtm1lZRq1k4GBgadOnVKvpymsgYOZbFIpLqmFSzmsTHORO92f2BVSf9ULXZKXv/Iz3fbFoXsOD3OR1UqdnZ0V7iqE0K1bt0JDtVNADaDs9A7J7fMYswCAKJ5o1FxBh/Do6Oh79+4lJSXl5uYWFhbW1NRIJMrlMUMJy0dtgbbKt2vv65V9Kx+pjsYC6fj5SoFfe87fqpLDwgfM/gxWcdnNKFgURPzYnrxx7apKcev48eP1uh0wQI/ztG6wItQJ/dSBrJJDgDV4cRU/HjhwYOnSpep2CiE0cODAY8eOmZqaAsCrStz3IvNCLbXVlIKDYWSVHGbF1E05eQT82J78XscZagwYcdGbP1fy3j4HABmL7QZNsuw3Tm+AQz+akLVSwMHK3FFAZlt4j9v/4FkFYUpBRzskenps0VQlpeSmTZtUaqYyFpY/YbalsoqUH3shfNOGXBSknB3QNH38+PHDhw8/fvy4sLAwaXovC4H2697zr5isMh0vrn8vWHwFAASs7NqLuZ6yPNUeFhG2nyw266jhKn5YiPtepLUCZAu8xJv6OOLwL+Djn0BgpmhsYYkie5EGRtpjWezUOxqS6CQBDAsAQCGY7Ets7qYdVz5//vzq1asfPXqkiLup4Obmtm/fPi2vtgoYoNUJOo0r2nBtIBWuJzWpDiybs3iQlg4dBuTwW5SAR3Ts2PHJkyeKxl9++aVB7qrq+5fLjm5Qb6mS09333SmtMZhiNHU/dB0PAK1rMqIyF2ntlFk5eP30F+f3Bl6mL2ZrX4T5gcTVqa1TU1MBEaJeE6b/uqegBvxFaLgnMuDgK6yBcTc1KM+bW0BOdZ3yaCc7dLIvqRhTxWLxd999d+jQIRXzpwJeXl7Hjh3TkpitpuHgC/ZxMa6SQ5AN+sQbvamCnlEcZRv7e5Kcxar1IjExsW9wZzsTvoV7iweN5WVvKn4rFSplTFHrUTBh+x/pyqqyC9kYVYeBe1t4k+Dq6qouvPxZNHNIjbO8SApfPmRyyiSCC6tOnDjx8uVLBV+1AgyX3ecOL/OVxiW0OkHdVAEAgdnCfyKbq1krDDD5Nkcsf9Pugzh4IozR0O99UYH7X6QTR1D6kptGexG9mxE34l/KE27lVjHnea3vmCtDMzSG3elsUhl+MISqqKjYv3//4cOH4+LiZDLt19jb23vdunW6ZHjqeCbGnKYKAE6/YsOb1Te9IgjG3Z98nabeZtKyg4BHzJs3T2WqIiIiGupZTz+x20GzxZxHhTe3P576lvsLCrwjvfSRcsh2Pk1LDzIz69Sp08yZM9XVsG/lYV1TBQBbHxUzaWkgMIe5p8T+vX5LVD5FPz6BTd3Iz1tymwMHE7g+kHpaihNKML+q+FlaxqHiZozAReVwjC3GrU/S35b+sW/n9vT0dK2JiJOT07Zt24YPH657ZDMKZvgTM9RaFjzgfnJ/S2QbZ60AoLC6trC6tq1r46dHTc5aYRt3+GSLFkU0NrOF6ZGwotN3O+sIoe6nF1bFJU2lxUkm3o9MW6naNz4jYWckiLWTZe5mlw7y0SiFkzKwavMOhXK9VCrNy8t7+/Ztyqu8GL5SJqCZXDtMCQD3EpO7OTmNHTt2+fLlIpEosRQ/03ztlxQcmFRyQWohftmt5e6Kexcsg9X3VshhQzK7satec0D9sy045rxiexyciDZvP83jeylSrnwfFmLz9oOq4y/ofpEkyS5dumzcuLFTp066e7Wgj/EWAPKMiz9+c/8t71nqtHYenlamJJ9v2i7UZtziU6dOqYqimjVrZnwt25UrV1atWvXgwYNNfQMG+zhp7bU35ZMkaWVl5ejo6OLi4u7ubm1traKX2l/mmUbbKrbLKA4t5tIauUQiiY6Ojo6OnjRpUrdu3X788cfevXvfztd+MztVP9uYu96qMrdoQvfrpm03+XZSz2GQszD3HtPBDnW21zvDaiPCzn8tlr1K6wEwHeCpic8C10UvBMrQsFgG35x4As80+DuNGV20kKBDqqFAahmWsUYR8P8baHLWimk/HCiuoIuTH4xZPzevHU5lZwcQFVeP2F08vI1Vuotvmnec5f6NRBExISjwC4WHRwCAIAhPT8+ePXsOHT4i1N+z+o8lQL+bBSHkNGbOpyHa5P8VcrD+S64YuHJ4WsM8AMAbcU1BQcGmTZs2b97cpk2bET/+CdCGh+n2kmd2TPmosmvhlY8BwNyEbyfP7PRm9SXLblGW3a9bdqwklFO2RzpOUwCQSqVv3rx5m5rgfee8uqO7Z1Xc9OIzW+xHq1qqHVoC1FkrhJC7u/ukSZO+//57LU0zA3DQT2NgTIEYy7Jnzp2rra39OylbFfR4+fKligFKIBA8fvy43oS4ioqKb7755tChQxUVyqxxjoU5wMIv5m6bqL2+qzuZp+y3scpV8H2zoAKejaO8VL3Dmed1E2S5XH779u3w8HCRSOT91WHCofcI8Y1elU8QQKbAZV7hUQIw8AkrvlkLyAjO+n6I9zoa1b2GLIbd6Wxne72DTUnkr7JXdVPONjUZu9+sCm+xvS4fzbsr3D0AADwer0+fPmvXrg0M5NY6MgADC/X/kHq1yVkrbKOfCq77BBbDwgdMhL2Ed+GAidpEOqzq8ZyiE785KrlfKXPr4NDQmTNnjh07NioHVsSxBwuxPB/8OhzeXBnZRppF2TlaRkygrDlYByx5EN4MKVhWbpu3yxC6qRdAyFk2Mkn5EWOckJCQsPDzVov/3pa91ruWe6kyoOL+gIr7xaRotvvX982CACA57XnQ92NKSkokEolUKqVpmmVZxbqgr5fD3sHaWXk9q+LVrRXwTQFAIBD4+PiMGDFi0aJFlpbcPDkGEGCNfK0QZ7HRx571D80bNmyora0FAISQQn2epukuXbqoUkxOnTqlyFmPL8FX3+I3VdjDHPV3RSoli8TExLlz5969e1d9tQ4Ah5Jzprb1MOfXPfkEX9hi/FwDJzOrJbEtlc2pxgBQQwimuP2wIXeDr/QNAABCwsCuu789sH79+lOnTmW9fInf/ZxYLI6/eOSvnrd7Vul10wRJM/e9WfnUxPeMVU/V/OiZzgo6Ozv7zp07jx8/TkpK+q5ZrY+1RszSu/ZtkPRFgsk73WkTUVD7TvM+nzFlypRGk2S1t0NZXGqyrW2QFlHX6yqcXg52AgiwRpzFXh8QTc7Lzhv9K91vsTlbM1x806v27Vue/SlRWAllpd5nn01Mn9trtL6YJPQe2GKjYvtqBNXHBQHAgQz2s2jtkr7x3sRBg6rF6eU45LySudFNlr86b0e3qiQepgmBUDR06lOw+W75z3di41lxHgCQJC96wRgPmmPNqIU8nm2w3x4aSLh7APZP5+wT0cJx1yBtjeLHpi2Hea1VfRS9vnNzhM17ShkDQHQeHnCJlmrGBCf6EAd61v9QOwV0KvD7CFyCrCwt548Im+5PjI/oqeK3Wrx48bp16zDAVw+Z35PqHCwI4Js2RL+q23PnzlVpC6vg4uLy2WefffPNN1Tha/HBtbS4CIDgu3jZTPmBEnFrl6mQUY4nRTOqSL8tn93hmDjQstSkVSfCUkn5UC6D4JNVqTGX4X4kJF4ARt4/oPnuvkaJ19OI+tpl7nFROAB4SjLbR3//+vXr/Px8sVgskUjUX9IbE0J8bMy0vj7R88eb5h1VHysn8RpHyaLCw0Ic8g9H+PhwGDnWW2muXlTgSdHMvXdhShEfVnQgv9DDtJOYmNimTRsAaNu2bXx8fOPOqsnNrexf3uxa3mFZ3h47WlmuMb/o6BSPpeqeqcMXo/toPw8gBKWz2YSEUGcEADU0LHzAQUF6KJOd4U8YKIbws0JPPqZWxrN38nGh1GmL64oCD5jrR/OFQgBoR0PJzLPsKBbSb8HNPwLe3jTGVAGAs7ykpfRVEt8TbnKTqBEEkVJSzbBYK31b/b8DwJj+Pdu2/QCjZE9n9GAotSqefViIy2S4lTWa7EPM1ONCVse2G88KZl8GoQUAlAOsiGfXPJHUFijPOTg4WMHOvjedXa/J3oMBfn3K/rp3L6iZKh6PF9xvcPcv1ldYuJmZoSQJ6ubVyumHAw36Lz5W6N4Q6lUlThODvQm0EiETStt5t/opk1otgHZDoN0QqCiAmH1dy43NMaYwvSJ35wXL4GrC5NWVv15FndLXM6O0SstaYYSeC+ry7PysuPRiG4guDuhwGDn9DqMiYxCSsLpTnakSyyAsislRqzkVy2DefYZPwkx/7lvsZmlibyowUEhbL5qQtcIyadnxrQ+7I5S9Xr3diqla83ZrmE/dG/6oQCLzYPmkxkWPNQlQbIxrQSi8jA+LcJkeLqqLOWxPZ0MvvLs5+rOHVgflvfgznU0uw4AQ+IeBf1jHl39CtbFZ2jy5BO7vhFb9IHhigL1wVguZu7u7u7u7m5ubKnmyeNcyaWpdutAzgcd2+zr6ZiHJXXTSOLSxQcfDNf6mnIXn5ThPAi0swZMrP6hSDgtTbRWmSoVaQggzIuH7ADsLk5s3bwKAjIVV98ocaLqQ0lGlDpsF9/8GAEtLy88//9xu7Mpv4yA6G+BdQeVkX2J3D9L4FHAVPC2QJ4eTXYnTr9RGLktHGLhk8LMUoDWIezDGSE+ekTlbE1iT+bBWBDf/0N0rFApFIpGHh0e+nRuLKwi1gxy07v9WTdd2ZccPc/tGNif6uRJ383FGBXYzgxBNStU/0lh1U6XCsifMND9C69rSJfmWF/+491koANAsLo/abzVwUiPyrZqQtRKf3imJvcZ5hVrU5gRIs1KFXgAAGIsTrvz6tvyHEF/Vg1VMiXbYjwAAaz78/K6kvlS/VnPJe/BGaQlz90Fv1D9W0/S5Z/ljWrkQOjdbjqiXpp4QFqTsaY6+GMtxf+1mrKh5crPyzjlWWp1k3nK4yYwqXOc7p1n4PZld34X8N3wQRzLZhQ8YVbiwvR3aF0pqaaaeypDIhVxlGVbOqP2wu38t5/P5tamxOft/vSOrBoAcvv2PTjOvWHap6+nc0t7efvny5bNnz77yFve/qJ0Cvv8562OJvmtUoqMBFGqSCoRWxjnS2hxjCy4nLQ31szflrpFj36bCxUhoEQy27mDjFuEkG97WpXPnzq1ba2jN16bGlp3YRleUsBT/kKjvUjtlGq0pCaO9iRoanpbiNvUp0RoDSx5EuKEILsf6PT2kGoU1kFGO/UUoOg//+pR5UoxlNI7K/MmjUll9QxGo8uoR0tzKvOewhp7Pf2+tkpOTd+7cKZFIxo4d27dvX629paWlJ0+efPLkCUKob9++w4YNU1iQc+fO3bt3T9Vt9erV+oYsJTCWPLlpYD+L3z27N3e0NJdN3nLQhqrKunRaUlWdxvf42vWLIsq6pQgdDCOd3oW0DKS2uzeQy0kdFbK658BZXhJalaC+14yivr6esiomPdjVdlP/IFNenVE5bxlSRtYN/VL9OhkmHcJMOoQBgBNAyGXmUnbdeorGsD2VFdeCYddbI3DuNTv+psY5xRXj3lF0wnDKVe1K/nn6GjhGcB4BD1+5o9htvZO4aPePgnfObFdZ0a7sX4Y3XxtnqmRasDDhq8jFd6Ry055sT2M/uLVyNEFitXvXRaLtOMMYX39VfC4jv7nIbFYHz9EBLup75UCkew2E+XXhjuYBxLRgjrsgCOjktGy/YnsxC+El+HER/jOdjS/B+5+z+58DAPRxQYfDKOPFwRqKWv1Pl5SBo1ns+JvKjC3/2jcqU6WC5PGNRlir/5iDITs7u0ePHk5OTiEhIWPHjr1y5YpWh7/++uvy5ctt27YNCgqaN2/ezz//rGi/du1aXFyc9TvUY6oAMC3HMr0THhbQM4Er5KbZXV5xc2bb1NTU4OBgs879gpbt8F35l9vsFZv62sUNo5JHUO3U+PA62CHOyk+KgFHNOdplrKG6YhW81Pi2OBOyTo7qsrCL9+/9AtVNFQBscRit/lGXg0EXDwuxuqlS4VAmy8ld+T5Y+oTj35fUgpbvKe5etN5DiFy2pLAvL58BzTAfidkxZXWcJGHudSkS+jJU31ZjTsWH98HHnhoXnEbaLxdCKHlW73ZOovldvIb5aYshnrIO1yJlrjZC1IpHQEd7dDBTW3bo2ls88jr970XQ/PU8XQISmpmi2Xfrkkut6Qrdbkx1uW5jvfiP51Z//PFHRETE999/DwDl5eXr1q1TFU8pMG/ePJUuk42NzbJly5YuXar4GBISYrx8EOLxKRtHulRbwUkJzHr97P/bhg3Dl2mr1FkLFAoRHPeGQPBXT7L/JVr9uUcAazuT6veSxbA1ld2Zxj6vwHwC2tmipe3IAfrF3Cf6EKra41yePUZIi3CjczNR52aScrcgAAAgAElEQVTaayUZ4uXyNAJbs4zwZxsgyYspwK2sP1huTYUckvQQm8SopVBGRUXJEi4ODYtoI30hJs0vWXZ7rsnAzmC4EZ+hO/VyoksUGwSCH9rV/XG+/gkiZ4rjwRfs7nQ2uQxb8FAHO/RdW6Kd0WJF3wShPY/yiwXK1NPb5u0XFR7W7XZqVGfdRgDYZaedveljHAvC7TzMeR+j8/C9Amy8SGqDMN2f2J7G6gYNP/EmEkqxupB9psCFBURoFqjznBqjfvQfz60ePHjQs2dPxXavXr1UTEkqqCeMFBUVqdfZx8TEfP311zt27FAl/hmGZcQErZZquTK6TiCU8iCGsyjBMLo4oKfDqQWBRIgTamuLJrQgoj+iFgZqXNVZd5n595lUMaZZkNBwtwAPvERHvtBLzBjqhKY55CpK5PJ4tpcsuhpzJnttB0tUdB8YL/SrHaPDeaKLWv30kNIPQW9kzNHUUxzWLF96NtRqa8666cVnvir4+3LGvMkl2tnqRxI58s5e8ZVTlWGeREc11s1uekom29lylHAvfsh8eou5lYeLpfCyEp94yXY9q02UrA+RkZFudpbFX7aCS+sgOxFqq56U471EOyNnN+lCjwy+RiagkNTgjzeAJ8V6f8TArvdEoDXaG6rt3OzdDG3qRha989850KVTS85NKfnnnrmG3w2RlGXfcdBw/Mdzq/z8fJUBsrOzq6qqqqystLDgiLvk5OSsWLEiMjJS8dHX19fKysrW1vbs2bOrV6+Oi4vTIgwpKyubM2eOmZky1hsYGLhs2TLCwvrUd7Oai0xfl0uKJLXD/Jop9tKI+jG72RrtublR8DBHG/SXuTwsxH/q8AhjgPn3mRGeBCf38ZIlS/asXQvewdB5NDj5LmJbM/zqQbIkpKOVxwKBgJUT1BnkvyYmA/grwdYdCjMh+dKW3GTZzJmbN28GWlb7LA7kckGrTnKeKYtB/S31swJ9aPnhJlYAYCcEOyFwilYoZhBV0WfE0Wd+DbRwt6pLfaSAWZa/56JltwKerarxdtbbFAtJK/u6h4QFIsoqBABs+LCxq4aN/qo1cTiT1aqyRAA/ddA25Y+L8QYdNSMZC9PuMC/HUJR+y5+Xlzdw4MCEhHfuxZPfwcU1MPBb6Dn9R+cVDyrvjyy93romw4ku1fweUokf5tQSM+0+xWreDETXrmhR7GnhqfdX1WDAIDVOZsJITGhBhDqhU6/wMzG2E0J3R2KAKyIQOJsiAOhT+WhL9jpzVhlSKaSs83h2oorXqa+zJ+88wXPxbsQv/sfWSiAQqIpma2trCYIQCjkcg4WFhf369Vu8eLFK5HruXGXy8fz583v27Llz507FclIFU1PTQYMG2dsrF0deXl64tkby6MqnZx5jDEKKTJnVW9V5u/2InWnsyo7kBy+AiuLyCgFAWS3cLcB9XTS5txkmNDRUGT14cRdePoLB31cN+Opz8iMA+LT08jdZG0VC5S3L5dl94rniheDdgNwSFpfs2v7TPIUmOA2wbdu21zfObuwTICAQAJSRlktdPj9vFeJjiea1ImYHEAggwpXwMGdfV2k/1H5WRomJGQ8CwXQ/YjWXkMyZV+zRZUu7V8QDgLqpUoCH6ekl51Y5vWOPKXpJp99eyrj/PbK5WVUJxriMsvze6fNHpgGB1uivXqSrZuijhSW6HEFNjmZUWfX2QtjQlRzsrn2nz7zifrVzqnFsMdY3R9uyZcuiRYsUNFsKdOvWzWLx2StlyqX6RYtuFy26CVnphbjxPkKl1aSBXOM0MdY0oGdV3EuBy3mrHnS12OrujnIsBKEl5KbgBwe/KX51tU+fI0eO2NjopGhowkD4z3jN3cbBwxwtDNT+ie6OyFVI//Zsq8pUAYADXRZt3m7Rqav8oozRT25aOTeHhufZ/8fWytXVNTtbWWiSnZ3t4ODA42lntpWUlPTr12/UqFFLlizRPQJCqE2bNurkcAoIBIKBAweq57KXHd4giYu+/mn3X+9mfBnswyeJWsR7yW+22mniDYvOIIfXldhIT4HxKNEvDlgi1aDrLC0tDQoKys1VFktTQlN60VVoXpeC+Ld1v7NHJn/U7yO3Nj1f8Z3OW/WoIeoC4TYCWP3VnF8Xz5w2bVpkZCTLsi4Wwg29/QXvEkGtmYrN2b9l8pulYK+595jMCvx7V9KEgtN9yY8uM7mSulfVwxyd6ktyKqG/D5Z3IJ+Vg64MtbssT2Gq9IFR+SsqC00jp27d9cdnnymNVw0N+WV4mgT/ZoX8RNyhlm4OKG0klSbGLyqwixkKskYCrqmwgTLsfAkHsWpVVVWfPn1U8kgAYG9vf+rUqZCQkHVJ7JWHGin8UkLY+5Vvj7QDHTqGSDuNu2bRSTHMPDH1V/Ywszm84gucdHHKlCkFBQUAgAGuXr3q4OAwbdq0rVu3Sh9cqn0eh0wszEOHSew9i6XY0xwpZnxhzVB7OxSns+jrZI9CdZTB/gcQkLC32VO7x2Va7SHFMbzCjFsTQypvnCAsrC3CRnB+3QD+Y7/V8OHDjx49qij+OnjwoMpzdOHChTdv3gBAeXl5REREeHj4Tz/9pP7FkhKlV7WsrOzChQvt2tXHSI+xJP4WAPjYmO8Z3K6lrTkAkIAHt/j9hoXS6/nB308AcNWf5aC+KyMjw8PDQ2WqHBwcXjxL7dBJ0x1b+KKyvOTwuZNrqR7HrPuomyoA+KkDySOAoqj9+/fn5uaGhIQMbOEkpDTeSxKzQ8tvK7Y3pbAKqYt2tihtFPVnD3JOAPFFK2JvKJkykgowIp7YUPAJONmHvBpBfd+WUJ+qhFc8NvzF428ZiD1GnPpuRs72yuRolakCABMKOtmjoR6Evx5TpQCBoJU1GupBdLTjNlVgsNba0USH4T42tlmzZipTRRDE/PnzCwsLQ0JCAGCmP9FcN/H1ZeydNyUbL9yItO5XNyN+h+YWqHczNHDgwPz8/DVr1qhWGAzD7Nv95/HRweITW2sS70keXn61fv7ELTd9jtFm++Wf3GSKpEAiONOXbK+pkaMQ73p/ia1GIDY2dte3M3Tb7Qnpxv6BblYmAGA4nUgf/uM6wdra2gEDBpSVldna2r58+TI6Olqh3+ft7b1y5crx48evWLFi+fLlzZs3V/QXCoUpKSkA4OTk1Lx5cysrq9jY2D59+hw8eJDSZInVqhPEctnbr4bonkC7lpHFpAgAnE3h1iAq8gWbUgYKir7JvoSogSzpukgvx4EnOeqtPMzRi9EUk/lUnvvqJSvoPHCYii27a9eud+7coSgqpQz3vkAXqsb8h4dh9yQAsPPr0Gr9g+h3ctBWfFjenlwQqG1rn62YZl6qTcZ01Lrvly5KAq/fu5ILdb7FiTv5eG0iE18CUhq3tkGzA4iG6hhrYfAV+p83yvMfKb6xIWeDvp7HUt9+eS1lwIABhw4dEokaQ+ZtJGKLcJezHCF/FzP0agxFASs+taMm+T6Wy9Kr8fBd58Tv2Pvs7e2vXbumlcD5ugpPu8Nce/vO3yxkCydbACMHgH13Mxe+cFOXF3Uwgaj+lHpwQCaTzZgxQzFHntnec2kPDdGeauL/sXedYVGcXfs8M7PLLr2D0gQFBUSxAjbsBXuJvSaWmJhiNEZjYo/G3hI1mqKxxxJ7711REUSqSO99WdruzDzfj12HLbPLsuD3vtfFe//wWqbtuDNz5nnOuc99i4Nb/lFCWgCAnzUKH0GZUsBiuJuDIwowQtDODvVw1ufZE56PL6XjJAl2NYM+LkTt4oiGISYmZsrUqS9fvqQQhH/S095U7fkprpLbiJQzJ9LWsckyfv1CPfjPdzWzLBseHl5ZWRkcHMy9UtLS0mxtbc3NzYuLi1WldRFCishVVlYWFRVVVVXl5eXFxTJVaHc156yeThfmqG5TQNl0aHWABQQAM1sSh96yqvUpVzN0fRCpi1diODa/Zr99qsalM6PgcrvMFv8sYsolAMBi/E9M5g+3Y6sZdtKkSYcOHeK2zK2EHW+YZ/m4VAbJ22cU3D4EAKGhoXfu3Ekvx7ElYGcCfjoUiktO/ip9r2PFYbXzx3vtlay8H9oRqzvUTgE9lsROvsNokAGXtydWtDeePtr1PP0oF7vI8+3pkiwT+2cxMyhQmzphwAhQamn55xFlx44da9Wqla5DNSC+fsJsj1Z7sQgIONuP6tUUFa/7mCmoUTTLkFQOOfaksFI2cuTIkydP6pI6yK+C2BLsIIKUpzfCBvYHAJIkaZrOroC/E9mIQkwR0M4OTfMmeGmcubm5EyZMmGtbHuJqo7FqpvvSq5bKYrHhbx0FloQz6yPVknQTmxMHQkk9lYRaER0dPfWT2REvXwKtzH3083LcPaiticpB5WzN9EXk19l+9qq6fst/nstOEERQUJDGQnd3JctGQf7U3svCwqJr1651+iLLsKlFBzeoLtnkOJEFZErB1/7EtjeshlpARjmecJt5ObIeXZgAALAggAi0Q3vj2NdF2JQCJxESklD2z1ZFqAIAAqHx/q4SGS3tELZlyxbVfZ3ENY0+jrOuKj4EBwcDgJsZctNqvVaF5ZAZksdXCKamHpYpcDhmU9MtcHjHzyO+HKgheqsBqRw+e6QZqgBgTQQ73oswOpT7MVnzknd1L38FAHJErXxdNscDuVoqJ2NyBis8LZpaWbx6dd+4rzAC24LJ9nZoXzwbXYQtBKiNHRKRMOsBY1OQdLlATXzR1VL8eSfPphPnz5kzR88BHUTg4IwA4K+bSvKqImXexBS+M8Af28nJ6datWykLhgOjmf4U4pq8/s1M1vBodSKZ/Vmr1nEkiW1ti5boOCU5C+dS2ecFuJwGfxs00jLP3taSECnrIffu3fviiy+iXr9WlaU2a9ZmZjsTE/X4x4UqRAksB0w08IRV8Z+PVv9vMO3Qm7S0+2fRTHdLUXpZVesFOwc5dZ5hitrbof2JLK972qtCHFGANTICRqBPU6TQ9l34lNn8mrWni3eWx2tsM62Ne3P1UKUBbozZu3dvPZtxIESmhfP+SN/3kzlTiQA/NgvY6jheQr5nS1eXJ5/Z2fHvH5o3b75q1aqJE/nvnns5/J3bDIZzadjoaPX14++sqpX/HQGmD995eIxAQS42blbi+Z2bO5opU3Jih6bGHd9oTPUmpnoTAFAqg+BztEJqqntVkvaW04P8PPWGKlW8fKmUuOKdB+iHqZuXqvweANBA1qTnAUr0sOa0sFeHL/feOJY3WuVWwqArtIIo37fs2UfZf8hkWZmAKAvrm1b+3+/Yy1XJlPBoD8OWNWkZ0CXxM41DsRjelZRny8kxm/cImjQz/Jw5NKJoBQAm3m1nX4lWZIiqj7UPfE9YSJLonA6/lTRAtFLgeiZWdJlYMzzylSakvtdjUVERVybn9XcproZrmWx8KTiJoasTam2DAKCdp+Pi7puvZWr971gGDn4GklwASEpKmjRp0qeffjphwoR169Zx9XJZxtuq+JdSeTMCAlk+Kn+uljN4mhTHlIC1EFrb6BMtqY59zoUqBexNhdnSqrupBQdHdOBCFY2ItIHfamoS/39h02uGU8WrIHiakEUiAyRQ3yM5Wdko5+vrW9czsZ20MPvnT9H7MTJGaIvjhCxBDbvw0dnDoZv3r1+/XjHo1o8EHR0vKWW4igHtVvYBV+SRhQAAnSpifk/7iVQYBQFmyord0q7mZKnU4j07w5AlEBAGCCVhHCtq5luVonqoB8IWkw7tCWwTMMGoUAWNLVrpgpnun8Fc0GBllUPv+evpAsdyQmzGqtXMkVBnB2p14qvcPStiPu0DAM+ySlBGIrQIUN3gXCo79S6j2gD0SUtiT1eSIuBob2ribTVCtpMY9vcQPMny2RZnxRmilJWV7d27d9++fd7e3p9Mnz4FpTI5KQDQBeCi2OtLl4WJIs0ylrNKpSy9HE+5wygS/xSm/ejMqc3Zb/q2QOoJncTExJ9++in36c19A9QUtZ59Err2aaqdpUVWu/GvKpNt2bJYk2aLm86bCzZqmvP/jzifWvOLPTAPlBJic/XrJQ4IMeQ4rKyq6M/VJ3q72w5ukVgkrW5SZ+kpysGlyZrjBzduI+SV70xcLlp2VR1YAQB+eOBe/L2QkBBbW9uRI0f++OOPHh46+1p0SWtQBE9N/Pd4NlJZe4eJRVdJrDYua25j1sXV9m5qgb29vfmsfSleNc5yGKE57kt2pG8OrExQLIkXuX/itQ5avAYwqPOEF//5LPsHgi7tULFYrBxbVVdzKuNXMvCgKzxTQREJ2ZME9a8MKhB0hn72nhTzef6Jxbk1NREMYBU2zbI/TzsCnZ+Zs3aWqqkqQoTTD39RdkoZ5dgSHHialmkN8FWT6FFF+GUBpjEE2iHV2tPBgwdXrFjx7t071R21i1BJJi69vXerjrBIBDFjKEVT99tSHPgvrTCeG156b0XWPnumBACKBLbNx0wzCxpw/vz57fv/efgisio9Flja3lT4fGZPko9ykCJs0t1nL/fn/NbEFt19Ah8UTY/Q2SoctD5l4Zsyd9rTxQCAAUw8Wjp+tdUQfmPOz7PpHDXNH/OuQ6w/4hdWTi/Hq16y93NwbiX2tkKjmxHfBBCKIPJLDPvFI0ZzB4zRpXX4zAqNxQ4ODr17954zZ06vXr0US9gKadGBtVXv3hRh8QOzgM1Ok98J1WbZoU3QncGaL+1mx2iOOXw05Ydu0kiNDfbF5rf/bNnw4cMn3maOJmneggjjltUpoWURD83bKg3rD38RWPLUaO3Q/0UrAAAMMPAyrT1j+qkj2YC6It0vMA9yaq7oQMmTKcWXm8jy35q4Znh2WzmD35gvfc8KFPdEY6GsTW+vjxcpPs97xPzKp4tiLYS8yQJDSGQJCQnfLFx07fZdubQEAC6OD2njpCnEHtZ862txC+7P1R3IH9oRACCRQ4tjdH41BoCOFbGnk79T7cGuoJlu+x/kl2t23Kzp5TutjTtogQXUzP8s14My3YeQMZAqxe7mqL8LmuKtKfP24dDmNK3Rhm3OVHSojLOhy1q42W8cZ5AMdE52rnz9NI1TLjWx9l9/THvjhFLc7Tydr/5T9XVBlwco+37WRLBrIhguSWUhgPWdyBlesmXLlu3fvz8/n0eug6IoV1fXdu3arXCptiVrgp2UEA9pvjXJRClZIyDgZhjV3RkBQGZm5uXLl+/evfvkxau3DkEwRalSuTFzx3gVoQsFrEfMNO85BgAupePBVw3oLN0/K7A80uho9R9mh/6XAAGc7kfN9SU46qCDCLaHkEsaVAKpr3rK+Ipl8CSPlb29d812/77UtyfvLs8L8LMMHkOrM9kiyftany5tgxIZaLfU8KLQ2jtywkn51jz44Qn0+9pGzDOYtE64AUXpUJaP4m4Jf5+4vb+Tp6enn5+fd0j//Bil0NiokjsachGmFNnTo6bFDxDh4e61uqfv4Bb8+ag8yoYLVRQB+xPYI0nsw1x8NImdcY8ZpKXy/uHQx6JQY4mUNL1r3v6MdahIfRquCxnleNHpOO3oSsqrt0bzvF2+eszka/VR3sjEfyYoN/6hHZE2QXBhAPVnD/LBUKpwimCuHyESiTZs2JCXlxcRETFs2DCuMVYBmqZTUlKSH99SDVUAYM5Wzio8o/gsKM20PzZnTFtnMzMzkiRdXV1nzZp16NCht7HR8Pw00Mr8wgHbITKkNo0lhCLzbkrdiDA3pM34A/WZI2AMbx9pblMX/C9vpYQZBbu6kttDyEQJFpPQzKLuOqy1YYJ1+or0InDjudc/8iQqaBASoMF5+eQeM0DcKkgapbF9HNVk5xtWYfOthwRoCPkipxLCrtBKsqJHe/BoL4yfCnK1LDiDcdyf30LFlwCAAWQABQAFBQUAABAL7aZA8xAAsKV5Urh2YiGY20HLUGg9AAIGfS49MaFYU8WMwxHbAYoPJiRUawWm65l4QxS7rN0Hf8VmZmbuHdMaPj4M/prykCYkzPAh7uXg4+/YxFJsL0LdnNAMH0Kb8vZ9OHsfPLXFUnIEdj88Z2aoc4+lcriuXQwBAIB/U9jZ75XOHcUw2I1fvygwMPDs2bMAEB4evnXr1tu3b+fm5ipmTi1seKgu3nGn4ehZKEqX5ydnYx1VxYpiuPUL9P8GAKLFXuM91yzJORBYmVBNCC1t7RxnrwAVSvZPbar3fT213HcgOLcEaQE0DwZzNaEBeHwIchOhifHuJI0rWrGV0mkBrk1NqQxJJVsuAaG9xgYCAnibTipp2P6GvZHJppeDhzkMciM+9yPq1ALNsmxo1xAorYRRayBoPIhr1A+6OKHJd5iUMiwkoL09WtGeHOCKACC+FEcV4QLbQZ8UnldNyZcRZucse/hnKaNVR3t0J5vnRncUg5sBEqZ749gSdV26NU4zd2ZsVF3yvFBm5thEmpuraJnWRLbSa/Pde48pVbQMmwZzFsN7abrnrC8XrQorZZcTc8e3dqUIhAFFu/csCpzwESba2qEjb5kYTZVgAICDiR88WpWUlAQEBFRISmDHcOg5G8IWg5VyJGhGwcGe5P4Edk0Ex67ER5Ngdyx7M4xyVC8Snk1lJSZNrliGhEnUBhSHbQcqhIMGu9VcncJqrEuMU08DIy86dep05MiR4mr49H71yXuR7LtnUHAFQHOaVigpg7hXvEcQiUTOzs4BAQGSoBl37Wridbip3yiv9RRmjvQ10dabbN++fXl8PDw9BQBLlq1KDxx2JIlV/EwCAmaZxxMx6x1CW5WJxZiWI8oYo4tGlLeSZyTl71nKSt8/BGILxzmrhc1qJ0lL5ND7Iq0hFdTNGV0bSPGSyHkxfPjwc+eUZhDt5++Rd/ukTA6tbSC/Ep7mqx0ZARztTY7zIm5n494XaQBoXxG/JntPQOVbAHgl9lna9NMosXcnB/RsOAUAaVIccIqWaOlMbg3macfRxsjrzJlUzVdr1/LIn7N2ebAFpFAkbt/TZuSniowyy7LR0dHR0dEpKSl5eXmFhYWPoUWSyBM6fQQE5SQvupr0pZ3KCAsJRTtHHl3/puZnojB9OHV5F2kUABx/k7nwRrSAJPxcHV+9TQWqZrBh/becV9uTIkD+cb0dXXRDJpN5enpyDZszZ84a9uOex7m4RAZ+Nmh0MyK2BPe5xJOgGetFHO9dUxCoZkD0lxwAzNnKpTl/jiu+IcB0KWm+w2HsPrsRGKFDPclJLWqujlQO1n/LeQPWQFd0eWDdRhUshu4X6BrvLFb6KnaSRkXvVBH5HNtWVVWJRCIzMzMnJycPD4927dqpttyW0zD0Kn1b5V1IIFjVgVyqlSEZPHjwpUtKx9yhQ4cqbvWCKogqwgICfNPuVv2zmTMGppzcHD7fQFrysL71oxFFq9ztC+TJb1S3ybH28v1hlx76ggLfPmU2aSkfAcCqDuSPhr3njx49ytEvO3bsGB4ervisqxbpKIaMCYK4EtzmdM1aK0aKATh654TmxJH30umPcvGkO0zKe7tKIQFLAonl7Q1KSY+6wWjrIijwfATVoTau2YMc3P1CzUm6yvIX5B0KqngDgFyc7Zt+vOR6mW2Yev6VADyy+E638sh/j+25F/8OAEaMGPHvv/+qbuNxjE7jS7rZiyB/8geMVoGBgZGRysrXsGHDFHMrVUy/yxxI5Pm5BAQUThFYqJya7UE5R6ylMG3PSHLJmqzcw6FUF3VVz0FX6Ct8yn+/dSNn6/C80oWzqeyI62oT6cGlj7ZmbhGzCkNZELXtbjd9qY691cBgOJ3C3svGOZXgYwWjmxHa9MMvv/xy586dis/e3t4JCQmqa7GsOnvZRLZKjWNo1iXMZuyXdfpPQeOZCWKGliXHaPzMziXvZl0rPRKmW5IOAAD+SeYP6P+8Yw2JVgUFBdOnT1d8Njc3v3u3Rnf8SgZ/mMirhOcFOMgBeVqg5PcxqJRUE+2e7lPz1V2cUMJH1NM8nCDBjiLUyQEZ4t6uQDs79G8Kz3IxpVN7WxXdnNH6zuSScKUOd4bQYb7rfB8reDRMYGcCADDQGga6whWV9moW0CmbXqesekD6WsUS7f6Vfi7oj3ien72/ywecBo4cOZILVcHBwdqhCgCS+RyMAUDOQppUTRt6VLMaxWoaUTkqTmI+VihISzBrewjJWxP82KfO/2VV8WgFLlp1uWoV3Ln8zfpWRV26dibMDTXfJhF85El8pJuBv2PHDi5U2dracqx9Drnv3mqEKgCoTtQkQxiCxlITjCvhH0NeTGef5tUyuszk800DgHQdyzXQq1cvheIgQujcuXOmpjWCc7rsCAGgqBoIBHu68etM/dCO6K+u5CcgoJsz+tiHGOJeh1AFALNbETZ8flHz/IhaR50KLGpDhA+nFrclRngQc1oRB3uS0aOVoQoA5DLZ2286wPXtUFWmtlvqS6goAQBk4cCJLHJY1o5w1Ppf2JrAKnXNz6d5+OsnTNhVetJt5tcY/vYpA7FmzZozZ5RlMjc3t4cPH/JuZqmbfGelvuqnjmRzhSGI+hTM1gSO9OJxM/SxQi9GUjNbEj5WyFIAHe3Rz53ISwP0yZbqAm/llAbikVlAlndvw0NVrTh+/DhnmyASiV69emVurvZOLaiC2Q94Xsna9EBD0FjGVg/ySSvzgC7qxbVIsbeENH+Qi7VfdKqwE0EeX6bTXlT70GPt2rXR0dGKz7NmzeLYegq46m5LdjcDAOjvgu4PoZa9ZK5tXwxNfMHSsW2HTjv6OvVoOGFPJzFcGkCNu8VwMy8E8ElLYm1Hflqm4knQoES3t0ft7Xm2l0gkvr6+WVlZEPstnFgEvT6DcZuAIAEA4pVjzCZuPMRrd3P0cCj19WPmeiaWsSAkoFdTtC34/fMPAADrI9kl4VyqBx9Jgl9j2JthVBNN/dHacfbs2WXLlik+W1lZRUdH65JV6NOUuJDGEwxaWSMNLTMnMTwbTq19xez59ddyGqCpv9jKZv6gdvP8SF1n6Gam7YlrDHitmLjz1L9vRjlOk0Jzy9rfeX5ob5YAACAASURBVDdv3pw4caIilUSS5J07dxRyT6pYH8lcY71KSAtrRu1d9ciiHQ/drjY0lrzVzjfsztsph1KXNZUr6u6QL7CZ6r4iWuzFER114eN7zF8JfASZ1sQ2vUzr9PR0T09PhmEAwMXFJSNDU20qqgi3+5fWVtgNsEWRo9ToBwKBQNEn+OTJE23JivqjmoF7OTimGNuJIMgB8Wqo/h7PbnnNKiSDfazQNwHEzJb6frfU1NTAwMCSEmVZo6V/G7PV4S8L3x/519Hw6jwAzJw5c9++fboOQrOQVYGbmCKNMeaTPNzlHI8c1TAP4my/uj3wSUlJvr6+CklIgUDw5s0bb29vXRtX0ND5LK1hX0YiON+fGuTGHwj69u178+ZNAOjRo4dqHuDDIa8SfE7wlCmCHdHjYToHKHez8acPa7oj29ujfd00Rf44PHnypHv37op7EiF09uzZoUOHam8WcIqOLsYDJE+2Z2zh6trRYq+ZLVanf1JnGebGMrZqZY0SRW69vHcPLb3vIctJFzqdt+ouJcQA4FubxNuqDsTVDKyqBQwAnhZoaWAtT0Xfvn0VoYogiFu3bmlv0MYW/dSR/D5crRZkawIHQnUmyD/Q28WEhH4uSEMnXhXLXjCrI2pCdmwJnnWfSZViXQpZ4eHhPXr0UJUYfPjwoRwTBxLZBzlYVlKQVvq8wskqrqBs7NixvEdQgCL4rWT/TuSXUb+QxhZUkYa7ftI0HRwcrAhVCKFTp07pCVUAYErB7cHU14+Zk8msYjoTYIs2dNZnucaZXf6/jQwcxfBPH+qjG2qV4pZW6FhvnXdseD4eqE6+fVmAe12kn4+gtF9dERERPXr04Nrs9+7dyxuqAKBYBgBw1TI41HtPmOShA10aI/K8bBnCYKKar4laPxpLtOrZBPlYoYRS0XEbNb6fmxkKc6slMeBqhp4OJ5eEs9cy2bxKaGIKg1yJdZ1IB72PxLp167jiyKJFi3x8fHg3W9yW6OyA/kxgo4uwpRA6O6CvWxPa+sjcHV9drTvX9cGQKsW8BhA/R7If+/Co+h4/fnzSpEmKSA0qJT8TgNmtiDHhG8qf30LD2gBAjrTKGxcYcUq6st0shhQpNmSSrkDPnj3f01xh6dKlup46VTiI4HAv8kAomVyGHcXIqrY2Us5qQNVs4kOjvwuKHys4msRGF2GFHvRYTx4KK4dlLxjtbJdEDmtesQdCSQCgC3OL/l4rz0mTMeyRR3GIVW69cePGmTNn6jqsmxlklgMA5Aps/7Kr+W0dxXUOVdB4opWAgNN9yUFXGNXUuLMY/u1HGsKZcjVDB3uSAGQlreZwhQFuZuJ7OWxuJbSwRMM8UEsrBAC5ublcHsTDw2PdunV6Dt67KerdtJZLx6VRpFJp7afb0LiRibXFmgGAZuF6Jp7dSi00rF69evny5dw44quvvtq2bRu3Vnr/bMWLW1yjgLO5qOjyYezT2bpZ3SybzAVIlzeVhcEMhxUrVnDZ9NDQ0NWrNb1v9YAiDHUn5dpROXun/x84i8Fwlb57WmVEBRS6GnRhbu7ajzHDAIAA4KvOnsEu1mNPhS9bvnzhwoV6DjuhOfEkjyfNN6G5MfW9xhKtAMDfBr0ZQ9kNmCNv2hoQ8ct3syb7CGt9MWpANVRVMzD+lhq18vvnsDmI/NKfGDhwoOJFShDEtWs6G00MB0kqwxmn8VInlNMQVYQzy7GXBWpji+paZirSW7sEAFZWBTRNmJqPHTv2xIkTilUIoS1btnA1IwCQsfD45gMNhScBprf++/zHr5rX6az6NEUnk3mWu5sjPTlmVTx58mTVKqXYrkJbvQ5fXxdwVWBuXvzfBhbz9DkpUFCF+11mQqMuTGfUtghysfnz8wnTli/Xf+S5vsS1DPZiuloo7GCPVholk92IohUAWAiAfPy3vKoKAGb9MUtYPymYZS80WeA0C18/ZvJeXOe8MOfOnatrDlgnCIXCiooKUFEQNRwHEtn5TxiOLeFpgfaHknXybnI317mqeVl81g8rFR0C6ZLqlIfK/zhFUWfOnBk8eLDqxjPuMj1ZC209uuIq+nASO827DuFqhg+xJ5aNVO/oRgCbg2r6JktlsDGKuZuDM8uhuSUMcyfm+hKKmFhVVdW/f3/FAJCiqIcPH2q4kDQgrKyUhL7/2mhFIGhuiTjLRVWU03Ajkx1WwSPwEOZXe1lPQMDZ/tRfCezR6NJbb9KgKM2lNP7B7wuNmAZC4+FbNTgYDPvieWZHGODnx0pXXgcHh19++aVBvs7ERMlfysvLq9OOZ1PZGXcZVWJXchkedIXmSj+GYIArPyfLHFd5nV3DNTO5WZocHdWpha2ZpaVlVFSURqgKz8dHktgoFdkZDnGiZgYauHMwIeHmYGpyi5puTR8rdLofyZnx5FZC57P0T6/YBzk4uQzfyMRfPmYGX1UKgfXv37+sTFlT3717t/7Mej3BuYiXl/NoxtYHuloLjcAnesu7EpKHa0OY1kKrVoBEMLMlsdU7HZYHwvZhDq8OGxeq4H/RymjkVmoKljvIi4eUPhxRcrfp+7vz9OnTDfV1nBKIwhrTcKx8yVM7q6BhQ1Qd+HnWQvijO6ntxNdH8sxJrqasYkIS33bzS09P15b0VbSbHbIdmClwUF0ebup3y7xjcXWdnzw7EzjYk5ROF8SOoQqmCOI/okZ41NzPi8MZ7cHCtUy8J5bdsWPH/ftKc4qhQ4fqSRI3CJydlU3R/D3hdUdxNcx7xHgdpwV/yN2O0tPuMhmGEZX14JvWxHjduaTzVt20F97zGvHZQ2baXWZ9JMvbJtXgaFwzwQaEiTrHYGLx1eXZv5uyVQBAA7kjqHmig6/CC7NBwFnp5eTklMpgXSRzMxOnl2NPCzTYjVgQwF/uqWbgVSH/bfSkNga/BkY2I56PQL+8YZ/k46hCZQq9qYxngjA00MfSkoctLZVjACghLcJabJuXfyJY+rqaEN6y6LjPfgSDiGbadqGGQUDwMB4xwKlknnBszlZejCi6tWCB4k97e3uOv/7hwBk4qc4EXxTgW1k4vRw3t0CD3AzNtQFAiQy6nqdj3w+NM8rx34n4Wgb7ZDjlYYDkhi5QBBztRU5tQdzKYlOkYCaAAyocw6dmrb9vOvf73APmTAUAYEQcdh+/JL45gHKbVRFwsCc5qtmHHf003miVU4lWPWVuZeGMctzMAg1xQ8vbk4Yn3e1MoJU1UsynWlRnrM3axfW4U8B8E9xCPGBcA54tN5vILK0OOkvHvx815FbiJ3nM+TT21mBKu1GGxjrKZgDyurc+tLZBe7qRW16zCwqVCdcMoaP2ZqS1nfZCAPB6H4+KSMtVzp9orJ1kVJFIFyQyKFMXpXCT5a7L2tWjPAJhnDW166r7cZeT8m/evKmLs96A4KaZipogi+GLx8wuFbnXBU/hp46kIZ5dALAxionVmsXnVML34ezhXvXlwQ9yQ4PcSABILMUH1BnRB23DzliHtql8K8BMmb33iyoL1bUVNEy+w8SNQbzkuIZCY50J2rqGXIQ/4tnkMixnIbEUb41mu56neVVKdGFNB2VCt3dZOKmlZxZ7//6Me0xMXdJDeqDoaRBRZILvhHitCc6zfKWbjgbMKNA1ZmltY+RdpapWfsOic7rQSW01gpiOU25kYu1epeEe75NfrOapLgkkutUl618rzAWgOm8VYvmRlB9DpS8V0qZNLUS7wwK3zp1q4hHAy8xoWCjKLBSBSAQSiWTnG3aXujI1g2FxOHM+zaBTOZ/Gf0ddMGx3A+FlgYXlmhnSMsLsoVnbO+btNUKVApU0HHr7YeeDjTVajVidpSUg/KYYb4iqg5LuaE9ifyjpIAKFEIcmaNn+BLbDv/QNHZqQdcJwy8rHM3okft73gfjcotxDQqwpZ8U78QGAeX48lxgBzPM38tLbq1jdVBImY5utu2wZUk0IaSCzBfYLXb7oFd+232Xa5ah83iNGtXnVxgQO96TMBQBl+XBuFURfhfRIExJ+6ULq6kk0GiQCVdJvSPnrZrJs1Q0QQGdTptUJ2uKA/MvHTH3aoXlRKgMuDlbHPD0xpnPCZ30TPuubt2rq+Wc87oQAwCuur41CHXVFiZy/mdkISCQS7xYtZH99qilVDACgj2XGW1VsQDTWmWDgEN7F51LxTx3rcJip3sT45kTsBVPQ6quJNPUGgCoGZtxj3o2jDHFzUEV0MT6QwMaUYDMKfflmQzu2ECzFAGDDSL/IP+5AF33roiYPpNEYxGF+ayJJgnfH1tx2AgK2BJN9mho5lnn512rwq9ECzRA6zHb/nsQsgVk5UXM70Sz8GsMyGHZ3rYlEg9xQ9Gjqpytl+86vAQDC1CqtoERba6FBsL4TcT+HLagCAHCSF2lvYMlIAaCKgZ1v2LcSfGlAAzwLlTSsjGD+TmSzK0BIQAd7tMEjvdn+VcEuSuU5AV215c3S3t67CinNglqMYdSUpqag/aIFAHuRMexwbcTFxQUFBUkkEoBk2DECTdyGHby4tYF26PtAYuxN/rho+oHDSaOMVqRAVWhYFXlVdX45CAkot3V6lVzQx7NGN7kSib53nqv4nFGOn+Th7nWZ6RxIZGfdZ96nlvDPKZra+2OKb612/liionjlJOY/PoFgV1dyVitCkaHzsUKDXJFxKe2KioouXbpERkbCaAEM/FZ1FYMIBvHE471x7I/tiKamNV/nYY6+bMUom5iryj5QqAIAbyv0bDj1/XP2dhabVs5jWlFA1TSIXk7H1zOxnjZJQ8BiGHqNvpmlvIVkLDzOw4nP9zdTbw+0ZSQjS+/8bjdcY3ehYbHmIy/ieQFPsPjIswHmSSdPnpwwYQLXIdQaMp7Ob3Y9l3qax1qboA72qFcTVEGDKcU/Gq0Tic8INK5ohasrJ/g1dTUTpGb/c8YxTEJqsh5VnyvDMW7ChKzMzJEtmwz1c/fz9IwwbTXfdX4FUdNGmFmOeZX/efGuDM+uCVUAAEJWc95HAeNMF6me/zB3fcdvZ4fa1bnjXQ0xMTFdu3ZVCiqcWkpKcphRa4FSsrAQAt6OXRbDs3w8wkPtqx0dlbl5rjuHxXA1Az/OY4urwccKjWqGXLQ6JY2ApwU62osEINMynKK+lajZjiHY4DhNdePbWWw/l3oNTk4ks1yo4uAi4+HHufItDNErW8ThS3/iYhqr0SjjZ41W13s2vWjRok2bNnEXZeTIkQoKznAPGO5Rc3BzAfzYjlwSrhkxOzugMbojJlFeMrt9M3tTYYWZCDM0Io2JPI0oWsmzUwp2f7+quzcAQOHBb0rPTfVYHiVWowXq+bl1YcOGDQopmFPx2adGHgcvHjkXBx0DH14cS8IaWmUyRAmx2ruMQYSqFqW/Dfqubb1uVqkc9HjBHz16dOrUqdwr183N7fmhHwqFZrcycWo5bm6JnuSx+xP4h6UyrXGAarSSSqXYxHzEdfqWynP+XTj82Z3UQ/+pK4YPHfwuNnphiPdQb2c7U2EpabGyycyLVmo+0GVawvZ1Ba9OcabAwa9Ks0UoS51xBgCmFCw2rCYoIuF6GLXjDXspjU2UgIc59GmKFrYhDe+O1AZN0z179uRaJhFCK1eu/PHHH3Vt/11bQkDAmghG4T9CIPjIk/i1K6mrd6oy8r7VqY0/vrfUzds0z+Hznwnz2sRPtNCIolXJyV8ZSU3+wo4u/TlrV1jzrdySEEf0jcFdoApUVFRw3cvuvu3S+EKVnQl0Mey1qcA7LXWBaxZBQyRqUpZRNu3srS0qy7GnBRrijpa1qwP3QhWlMlj6nDmdwmZXgKVAKVusUS785ptvtm6t+ZXCwsLOnz9PEIQjgO97ohMC2J/An8tobcvzfydJUqHQEBUVtY8OuqU+JKmkYepdpq0d8jVAarlWHDlyRNEItexObEzAyGOtV/Bu1sKyvt9Vwldr2eA4pa80XM1mEaH+fYPPxNdIPHpZoD97kP4GV2mFBCwMIBYGNEw0T05ODgoK4sxThULhv//+GxYWpmcXBLAggPjSn0goxWVy8LNBlrpjJZbLio9vR3TN20CenSK5fEiXYbUeNJaaIGbo6nfRGgsDKt/2tCl3FkNXJ7S2E3lrcB08bBQYP368QsIFIXT5xMHPtQpwBIJfuxok88BB+yU5133xWeseUjkDAGXV9OXUksELlySNo2QfC+I/ojYHGRmqKmjoeZH+NYbNrgAAkMjhUjoOOUdHvCeUsizbp08fLlQhhH766aeLFy9qc5TGefEIEwNAn6aI1/GMa/R98CLqyFuewpOchd/5GpvqCpqmZ8+erfjs4OBwePtPbfiip7kAxnrV91lw4+umjBM3m+u6mBaIaRbTLH6cUWw1Zcnojm5p4wXhI6jTfclXo6iEsVRow4nBckgsxadT2KsZWI/H19GjR1u2bMmFKgcHh7i4OP2hioOAAH8bFOyoL1QBgDzjLVuhKRxSlWCMXXMjGlvx4uYgijA1cgz96tWrCxcuKD6PHDnSz89vJ0CALfotlo0pwSISOtijpYFk7zpW3/o0JbZpefnOc/1WKAkQ/jpKKqOtrKxmmeruMzYYu2JZbaa7VA7znzB3BlMSiSQwMDA5WTmLMTExOX/+fL9+mm6gClgJ4Ww/auR1WvXB6GiPDvfiv8EcHR0VbXp3Y9JlHfhPL6a4AcrhM2bM4LrzTpw4QSA42pvsf5lR1doXU/B3qE71YcMxoTnxyxuePqdin67NFoSaiUxompYx7OWZFQMBTEjoaI861mYpZByyKvDk2wznrEUimN2K2BZCajhgTp8+/cCBA9yf3bp1u337dv27u8vk8KYYF1aDnzVoa5/VB40lWiGSMvFqXZ30WnWhwLUFUY/HftSoUYqUpEgkOnz4MAAggDmtiDmtCAaDQfZYfBjsjvq5IG3n3m96+/y8lQYAiUTCsmz9SdiXdPAJ7+fgmKS0rh3bciLF9vb2L1++1FbdVkWwI0oYKzibyr4uwmIKOtoTg9yQrh+hh6/X7GaiNk6WpPyFbdGVozb9tUuKJkb/gu+RlJR05MgRxefevXuHhoYCgJ81ej2K+iuBfV6AqxhobQPTfQivhnioQhzR0nbEmgi1X9VZDH90JwHA3Mpa0ZF+7do1bdeMBoSchUFXmCgVdQoGw+5YlsWwp5syuVlQUBAcHJyUpGR+IYSWLl1aJ3kvXmCAda/Yta+Y8vdZ1m7O6ECX5iKxOVupNrwy8THGsbmxRCsAsB79WcGe7xmJktZCmFka4WjGYdeuXdy4Y/369SKRmpBofR40BPBvP2pJOPNHvNLExd0crWhPzPBpuYEgWJbFGN+9e1fDkMIIFKsT991kuUty93crjwKAJ5ezzJgqRaxq3br1ixcvhAbI61gIYHKL2mNodfzLZZ4ERSiNnddl/dqp4s1Xrgs0NuvqVN8IMnr0aJZlAUAgEJw6dYpbbmMC3zRQ0kcDqzuQ3Z2JvxPZmGJsawJBjugrf1IxR27RooUiWj1+/PhDfDWHf1PYqCKeYem+eHZZe6KpKbp48eKYMWO4pkWxWHzx4sX6304AsDGKXfpcLX35IAf3uU6+GP1l+dENiFHGMIGzh9WgKUYcv7G4SCjAVlXM6hbgaiZMK63YfSdCZG2rY+9aIJPJrK2tFS317u7uqamphuyFAc6ksHeycUY5tLCEoe61tJswGJLLsIWgxn3EwcFBIcs7f/78LVu2GHfyHIZeoy+8b+OwoSU3k+Y5yGsYijnSqj6HHob2H8RZTNcf+VVgL4Lcn2bS+ZqGGr1b7EoU1Yzd3MzQ69GUcfk4BS5evDhkiJIDvHTp0jVr1tT1CImleFcsG1WEWQwBtmiuL1GfrP+33367adMmALCzs+O0lT8EFjxltqi3YdnTxR8XXmhVleIvLr/5Nu37v05yq3x8fB4/fmxra+SDoIpqBhwPybU9wwFgazDZV3L/1y9nOJgKpWKbzZfu/4/BUDsIkemRN1mKt8pv9ZgDTpo0SRGqEEInT56sdXsAqGZg9A1aVURxQxS7IIDYFKSTeUAizUJVq1atHjx4AACKf+uJ8V41ZlNjSm6phioAcDYXLZs8LmH6gVPJ7ChPoj7jnDQp/uYpey2DLZODuQBeFRdoi2W1kyVx0aqLEzoQamTpgAPnOGtnZ2dEqLqagUfdoDkO5J1svDeOPdqLHGmszMDIkSMV0aqoqKhBJvK6oNH56FOddvrdd1aMFACgDCZbQlwb97+j0gBg9uzZv/32W0N975tizBuqAOBxHu5tb7PnRTIABAYGGheqoPHUBA1BFQPbo9nRN5jgc/TkO8xJHZ13MTEx3LRi4MCBnTp1MuTgqyMYDb1XANj8mv3nXR0qX71791Z80DDvNg4TmtdIGrnLeWSz/Bys98axY24yY24wRmg2KJBZjkPOMaeSWQWhSSqHcuCJQztbFz8dTl0YQL0bRz0cStWTT7Bu3Tpu/PLHH3/UdXepHKbepTXo2tUMzLjH6BF91o8uXbooIhTG+MqVK0YexQBoMCG+y/1bGaoAAAABfN/Nx9y1pffGZ03m7GrABkk9hqa6ZJTriv9FKyWKq6HLOfrrJ8zpFPZpHj78lv3oJjP1DqNd4xk2bJhi+iwUCv/55x8Dj/+Hjnq8ruW8mDBhguJDaWmpRCIxfEdeEAiO9CIPhJLDPQgZyWPgwxFQT6ew298YGa5WR7AaPYxXLYO1ToWw7xbW2QENdkP1ryLRNM0ljP38/IYP1+xxqRXXM1lev9tSWb2kDpyclHoVBo7HjYMGm6RtZaLGBmYCcuBn6xOtA1e+ZLtfoKX1psUq4GOlU+/fr848UH78L1opsSScidAq5x98yx5SZwPt2rWLq6SsXr1aw0dbF6Ry0MV5SaxLzGnVqhWX7T5+/LiuzbIr4E42jirS5MRrAwFM9SZ+dks8unVBJa32BsQAW50mcn/u5/N/NQTaDO/Fzp8/NWvN/ZlYVP7MMbDW4mxBFVzNwAcS2Sd5WP9Ab968edw8/ejRo0acc5puX6GUelgOtW/fXvFBl219g8BKCOf71xhWVyGekWyZibLL+mVB3XRH9MDWBMbxcdZEZC0yyobjf9EKAIDFcDSJ/wlQjVZVVVUL3stOurm5LVq0yMDji0idVUJtCT394OoGCoc+DaRKce+LdNMj8l4X6ban6SaH5btq0yEpKCjo2LHj2wLJpH9fxBcqpcorCeF3Tb98LapxzUqSGFmNKZFp7sgSxBjPdX29d698kRN29HH/ww9XHLmg/yBrX7FuR+UDr9DT7zIh5+iWJ+hHufznI5VKualfaGhomzZtjDhnPSkzm3pk07hRHldN5gUGOJDIDr1GtzpBh16glz6v8/SzswNK+EjwMXuHuLrpupZILI2om5Y1TRenkhuszrarK6lBczUXwJFeZPN69wko0Liy7LpQLANdCcJUKQCAjAUhAWPHjlVk6BFCvMFCFygCujohXsu2nnUkMffq1UuRtAoPD9dYVSaHXhcZVVvQomr4/BFDETC7Ff9riabptm3bKviT4VnFtz16LfOckVtNJgldNLa0NPYpdTdHr/kK6nJ7t8Dxs36fNw8AoqOji4qKdFWmdsVo1sUVRhhRo3m0fWfMmMF5ox07dsy4c+7jgihCM10NAASC+ug0TJkyZc6cORhjuVz+5MmT4GCtGTEABph8mzny/t0ZXwr3cvDht/jeENJwWU6apkcPGaywhtsspFqEte3poRQIYRC50OULWmWYkl3ZYNHKUgC3wiiuQd3PBo1sRjg3nMzG/8ZWAArnLh13glSOvY7T4r/k4j+rznvNAvdAABg6dGiHDjoo2DrwU0dNJjEAOIjAQH1bDjNmzFB8KCws1HBC/T2e5XUw/vEFo8scpVevXllZWYrPkydPXrNmjWfzZtqhCgD6NDXyVpmoozl5Ygs0d+5cxcQWY/zNN9/wboYB1vLZREvksF2L8V9QUMA5d4waNYrLE9UVbmZoCd91+dKf0NaANxwikcjOTikD/ddff/FuczyJPaI1zE+V4q8eGzoTj4mJadKkCediWUGziW0G20yYf8Gh91bHCW1aHjpl3Vt1e11aQ8aBQDDIDa3qQO7sQs71bchQBf+LVgoICZ1jnKwKSC7DLIYqloTWA2HxPUGbAXpyRrrQzRldGki1VNFd7OaM7g6htE3k9SMoKEggEEDAIDx6XbdDmYvDGW7I9kCH3W5eJWiLIwPAkiVLOCZEUFDQwYMHAWB5O8JaaxhlJYQV7Y28Vea3JrTHI92d0ZK2JEEQgwYNUiw5fvw4q6WADACZ5ThTh6FLeAEGAAbDnlh2wGXa4xjt9Xs2G7YERBYURRlRClTFyg7k7q41U5hmFmhrMLlZN93EQHTu3Bls3WDoj4csh4+/xayPZPPVtUD/0TEvu5jOGpIO37FjR5s2bbh6qLW19bNnz1auXGkWNOBl6IItjhMllGZ+UEPP578ZjYsdymAw7Thc5uwLpPDY5h9GeAk59e6IQtz9PF1uQEEXySoSJ1saPRXPqsDpUvC2QrZ8Dn21IqYYt930kPZUE3uY50fs6EIOuUpf0iJJKPB8BNVBvSXt9u3bffr0UVx9R0fHzMxMrkHsdRH+/BHzIAcrRLm6OaNfupDazcA0C29KcGoZ9rBA/tb6/J9pFv5MYK9m4CQJ9rRA/VzQrFaEQkw1NTXV09NTcRpr165dsmSJxr5pUuxxjP+qhDiiu0Oo4dfpyxr/6+y4kOSjj/5cq/OE6oJSGWAA7QhuBMrk0GP3y1ekJ5jUhAwHEVwaSHENg0Fn6Wf5/Bfx7VhKz13HsuygQYNUjcF79Ohx/fp1riyTUwkh5+gU9dG3vw16OFSNhStj4WQy+ywfl8rAzxqN82oYY4ioqKi2bdsCQGBgYESEMS3N0KiiVXYFDL1Gvyio+f96WqCz/ciA98/hywK88CnzIBfLWTAXgJ0JStXhkjbdB/3V4z+Q8ksuwwGn+EPq/lAyshBv1ZocAYCAgLzJAtXnpIqo9QAAIABJREFUTSqVOjs7K9JVAoEgMTHRw8NDYy+pHFKl2MMc8epeXcnAs+8z6e9HPW5m6Ldu5CA3Y27r9u3bK25fa2trbSdqmgXnw/JCvjTznFZEa1v0xSOekhaB2dtDhR9ayrJOYDB0v0A/5isOeFmg2I8oRaJg0BWaVycLARROEfB60AJAampqUFAQ5zVJEMT69esXLlyosVl+Fax8yVzLxGlS7GWBwtzQj+paQ7mVMPAKrdrrLqbgQChZT2HS+zn4j+e5B64+huLMZtWpb//ZaFxrWmPJsmOAsbfUQhUAJJfhodeY2DFKoZj29ujWYErOQl4lbmqGepynXXKiOlbGVoPgpmWntyY1fSEveGz0/j+wOoLVNfr7PZ7d3ZXcGcNq54bHeRHWQriZhXfFsJFFGDAURz4st/OG8lcAcODAAe1QBQDmAk2eIYdn+Xj4NVqVHpFejkdcp+8NoYLqouSlwO7du4ODgwERJS36hOyOtPXyb2aBBrsRYW4IACgC5vkTK19q/q8EBHzuR3zOF6oAgEXE6gjm+qD/otv7VDLLG6oA4F0Zvput1Fke7E5cyeD5T3VxQqqhqkxeoyx05syZsWPHyuXKiaK1tfXt27cDA3nahh1E8EsXfZPZj+/RGrIclTRMucN0sEdGN34vesZsjGIB7KDtEABIARhwmT7XnzJCxP2/6HJ+ULwswLxpnVQpPpPKTlDJBAsIcDFDQMu+C18aKFFqNizO/XuD05TdDqMVf+qZ9XxQqNrntKlMDC6PriaED83avjVxTSjFrW3Q793JOQ8YVepwVyf0Sxdyxxv268cqqXav3vD9Q9gzfpSXgGOcGo41Eaw2k0vGwuoI5kLdvRiCgoJatOn0NvR7aDP4CQCkYwC8K4ad5k382YMkEPzYjswsV5O7shDAXz3IAFuUWQ5mbOXoktstqjOyKbvT1r1yBcrCoi6Kw38KqoqDNrSkf9lTe7okTtTstkVHFtBbiTJazWpJHHrLPlWnHZhRsD2EBIDCalgSzvybwhZUgZiEQHvU6tnO/T8t4GZInTt3vnv3rkaPvYHIKMeac2oAAKhm4O9EdkV7Y3J2/6awG7VcwW9m4WUvGD09Z7rQWKJVdDEGADFbPUTyoFl1drrQ6YJVNykhBoDXRXhCc83ti/75hQtVAEABszj3wHXLoLcmrgDQ0eE/M8WQyDEAIIzXZu+aVHxVoUhJA7nJadJFr7EAMM2b6O6MTibjmGLsIIIQJzTcg8gox98+1aoKkgL4+M9+fY1hGT/O469PPaqj/7MC2RWQ8+klEGj6ehxIZEOc0JxWBIlgX3fyC3/iQQ7OqcQtrdBAN8LOBADAX55yLHF5k/fu9l/mH5/jtvieRXsAoFmogxj+hwenpNyj7OWvGZusGSW17aVpy2keyy0EygthQsKNQdSKl8zJZJwqxdZC6OaM1nUiW9sgiRy6q7g0VzLwOBc/dpwKTX6HrBiE0MKFCzds2GD0GSZKdHrlxpUYecw/35OKHemiQZLHDnRJrKjZFYuQvxJgQ2eyrt2njSVaUQhaVKcfSlnuIlfO4r7NPTTNY3m02It3oCR7q5kIJAB3LY98a+IqIOALP6KKAQKBNinhg8LTAr0qxIPKHk8uqmk0o4D5Lu+gmZc/QFsA8LJAi9qo3QXnUrGMBXumJKDyLY2oCJGPlDQFABBbLQ7Hs1rVWd9GW2pdAePawVa+ZKQqocpBXmzPlCabNK1Cwv0J7Jz3TLE2tkg7078wfhsXqgDAnK1cn/1LV4s/WED+Nui/J1QBgJclAIAA09uytnGhCgDaV8QvyDvSw/lzbom5ADYFkZuCoIJW87za+prVdmkGsSV8tJ7aO+HMiWODBw+uzxmKdY91jLbeSpIAAPSXPN2esdmcVfZzvBY1n+y5qqjazr6OQ8DGEq06OaA1Wb9xoQoAHOmidVm/Dm2+OciRJ+Tw1h5cZHmWQhjrSYy+ySRJMIHA3xotCSR4Gw7qiXdl+GwqfivBjiLU1Qn1cUGKLplXhUxP6UuNjRHGnxSfV0QrbWRV4NkF/36be0iEZQBQRFoucfn8kmUXACiVwZtizCv+qwe+Nugp3zDKcGVxVXB1zCbywo2ZO0KlLwGgCgl3Oo49ajJW/75eUk0nUVdZvocsO1nY9At/AgDKafgrgX2Sh0uqcStrNKkFUU/vn1rxMBefSGYTSpUXbqo3oag7T2pO/BzJBkneaGhdAMAwyQN3cx6Rco0YcS+peFHuucDKhFLS9JJl1/NW3ZUr/Pr0PpA4eDCPC1md0NYWWQj43TTq5C+nCjMKTFjZpqwdXKgCgICqpPl5R82oOuuyN5Zo5W3OiMujNBYGVib0tK0Y6MrjLShzakYWa+bSewX55YuIfe8TKCyGyCI8/haTXQFf19F+Qj/2xrFfqBsdD/Mgjvcm5/kR93Owf9I77V1sMZ8lJgAA+L671Tvnz5otGcnO9E1R3r9lCB0AwIim1s98iad5POOoz3yN+RGKqpXRal/aT1wLrgjLvs09RApNAD7StzPfS8WOLh3byXWGD5FRjvtcYjgD4YvpeFs0uzmI/KpBL5Yqlr9gVkdwjfD4QCLsjmWvh1F2JtDKGv3ahbx/gUfrwk5lqKULssx3m54t5SLdkNKHXcujFjf9HACAoKJpe307GwYxBcvbkwufal7ZAFs0yQCRRV70bIJw2jsbWrMbtn9lRF09EKBRsUN5JwbHepK886Ah2/+5n1aoukTo6efYoSuvtcH3z5kCHX7fRuBJHp77kNFIY59LZb8PZwQEnOpLOnl6au8lCuiivVCB4HfnNZYIsbxv2VMAIBAYQRyb6k0saqOWc0AA37YhpvsYczsprAO9q9K11QLG5l/Wvy9pZaexhCWovyb5/9yJBICZ9xkNr3MGwzdPedrXGwQ3s/CqCE3NjohC/PVj5fM/uxWxaHw37R0JG8daD15ydIvGoGxS0RXvqnTF54biIS0IILYE13AaEMBwD+L6IMrojMeCNqSDiOeRcRAac8KNJVohkhI289NYKHBp7mTL0/q/ePHi6LiESf8+n3XhVUwFYeLpbzNhvuNXW65m8N8UlTTcyW4AgxYFfotjeawIAP6IZ2UsIIB20z8jzSxVVyVVk+bdhug6oKWcR+fBgq0AgDC3GmHSomowXMRqfWcyYhS1vjP5mR+h+Lyhs6ElHppV00Ia54UAwIHmSeQ6y2uhirxy65JcojKoRMh21JzWdiQAZFfANT7iEovh78QGu1iq0CVTcSK5hncS4GplHqwmyp5fWW03pfb2eLowW3thm8q3yg91nMvrwfzWRN5kQeQo6v4QKn+K4Ew/0kl390xmOd4bxy54ymyIYnmLsM5i2DGqZSVlprHc2pc/a6EfjWUmCAA2oz/L3/M9Ky1V/EmYmtvwOZqFh4crCisYIJ417b/3ErequFrnC8FokTZtxGlnUgEAQCKHjHLsZYEIoajJ6mOl536/8c+h15n5t1LyU7Bpmu4DUs7udFGOxsIKUuRvg/Z1p6Ry+PEFcySJzasEIQEdHdDajpqd9Lxoa4va1vEhOZ3C/hzJRhVhBoOPJZrnT3zqS3zXlryRiQurLDFCSP11IBTV0mb21YZtqe+Shng7h3o1mTx+rGXYFMquiWJVcpnO8UZSfZXB+MHbpAkA1QxklGOu6cp6/NfiNl2TT+y98OBxbIH02JuMVwspb949VVBOY+3fQkqKAQABfNWa/DOB/TOefVOMrYSokwNaGkgEGpuhExIGhb9Db9nZD5hKFQLgWC/iYE/Nflhve1HFhHmFRzZzuuyUo6ulUbrsjShaCVybOy/94/PQdi5mgjRJ5Y4b4UIbzdm+TCbr16+fYlxNUdTdu3dV1+rp6WuQ7gQFTHSPUUTcKoKwGjFbLHRdqSwDFWZnZzdp0oR3r1dObU0e3va0qXm/VQotOg8ZvtOHEhDQ8yL98P1bUcbCo1zc9zJ9oT81wLWBs9G7YlhVMmdMCf7sIRNXgreHkLcHU7/GeOVmNXWuyOQ2oFl8roDU4/MRFxeXmJgIAKfjsoYsWmM7ZYbqWj3W0/WxNdYDw7/RxK9Tq+Wdgq2tS0tLAWD58uWcNw8voqKitt+MWNmjperCclL8wsxXSMDmYPJcKrsnVjmyK5HhVCk+n8Ze6E/1rYdihH5EFOLpdzW75f95xzYzh/Vao2zTDr3eVcFv82c6mZlIxNbrN+1GlDHXoLHMBBUgxOb7X2f8eCd238sUwswStESs+/btq7iBAGDXrl0anlQjmiHe1GAT0zoLv+iBLmNnTwvU1FRtVVhYmFisfOOuWLFC1wGnfDov7NiTrU+TovIkhJmlOLB78zUHZ/tRYgoOvWUfag3gaRa+eNxA2rTvUVwNi57xHHPnGzaqCJuQ8E0A0XHVbnFAVyQUSuX07ZSC0SeeffPHiczMTO29FPjiiy8UHywsLDhpCg7+NkiXAECfD/MM99YhU+FrrXnhFOA6ui9evKjnsNnZ2SEhIftfpf7xKpV5P17EiHjddtyGXrZJ46hAW8SFKg7VDMx6wKN821DYHcvyCnv8Fsfy5hNYC7tfwt/9eCf2enalcaEKGtXYSg2+ffpdQxGF8moGfK3R7FbEXD/i53Xr7t+/r1jfr1+/WbNmaezU1BTt6kLOvK/2SjGl4O9QSqR7QPSyAD/Lx0XV4GsN/V2JWuX3vmpN/h6v2ZoPAKs78DwMffv2PX/+PACcPHnyl92//fOOfZSHC6vAxwrGehGtbdDWrVtzcnIAYMuTt52/XtN03DjV3Xlb0gAgsRS/leD6m61zuJfD3zOEAS6lv6dQUEK7T34EgOzs7Blubgrr+cGDB7969aqKgb8T2Ue5OL8K+1ihjzyJ9lbVt2/fVhyEM4xQBYlgYxA59Y7mM9XBHhliI1bFwPVMNqYYrITQ0cEgm9K5vsQf8axGXp9EoIu0vXLlSoUCl0QiuXv3br579z2x7JtiLKZQB3v0XVuioz2qqqpq06ZNRUUFAKy4G2fZue/0ED/S3MY8qP8YSyVrf1s0/6slpQxHFOIOH8ZgVZc3bakM0stxg/gzaqNRRqvO42Dm3/feZ3Iii/Dnj5jrsdnnfvhBscTe3v7SpUu8u073Ifxt0O5YNqoICwjoYI++9Cd8rPivTRUDU9TdKJzFzD99KP3sFScx3BpMTbvLvHzf1WhrAus7k7xV5FWrVimiVVEVDjxaElNZM91bF8lu6oSWLl2q+NPHx2eceqgCPmFPDsUNl4kDAN62ZOWqKs1zaNKkyfz58xUOMZGRkXsOnfjNbCTXv3YpHW+PZkMK7ijCGUEQP//8M++RJ7cgBAQsCVfKfgkJmNCc2BLMIzSmgWf5eMyNmp5tABjuQRzuRep/01gI4M5g6ovHzNlUZbdmK2u0OYgM09Hs7ePj4+zsrHiXTPs3JbU1V9XFyWX4bCp7ui/1w7BgTv5l9uzZ8zfs1D5Orm7jeD2e8vWEQPdv+OEo040vWgnEMGGbNp3hTLEjeHSA5HCSJB8+fKjHX7uTA+rkYFD96+vHmsY5OZUw9BodO0ag38e8tQ16PoJ6J8FxpeAsBn8bpGvsFhgY6ODgkJ+fDxO3qYYqAKBZ+PoJC07+kPIcIcSryeVmhng5S8jgTFxRNdiY1N7goifl58b3RRs3bjxw4EB+fj4AfPGQpjuonSQGeGTfB1r1hLg7PXr0MDXV+WuO8yLGeRF5lVBYjVtYIj3PGIfCahh8ldagpJxNZT97CAdCa7nuTUzhZB9SxpKJpdjZFNnVJgo0ZcqUjRs3gkvrVP/xGqvkLIy7WFTxJk7xZ+/evXW5aelRvGtSmxiejIX4EkwRYOCPwyHYEd3J5rlz3MyQSx0l2wxH48pbAQDr2RnMNUk6SrQJA0B79+718fGp/xeVyGqapFRRKjPI5wYBNLdEg91QB3udoQoAyuQwYPwnILaEjmP4joKg2wwA6NmzJ29T/kQdc6I+LkhP3RoAsitg0m3G5m+53UG55QH5sGuazCYN9HBGvAHahNSpBnfixAkAABMzuu0w/oN2mQoITV++o0TGv56Doxh8rQ19Gg8ksLzsuUNvWT2jGFUICfC3qT1UVTMw5qtliCQhcBggnpOrEFhCixAAcHd3v379uq7j6LI49LJAesqCVQzMf8JYHpC3OU37naRtD8qXvWC0BTx04Qt/glegbUWHellP6keji1bYTLctrYUDMfXXGP9phl8zPYgr0WnNEsmnU15XRBTiLudoywPyQ77fQ1N/IHVkLp1aIAt710UnjybxpEV7NUHfttG8B9zM0N5u+gYR+VUQco4+ksQqwoRUDufT2JBztJ6AJSJhfyilUaMgEOwI4Zcbf12Ej1HdrIctBBsXoHRI4Tl4QYdR09+2sv1bPvw6k62TzF838NqyAwCLgVdg3gjkV8GE24z5AXnQZRPccy5Y6VZktnRCTX2bboo8mKSz5biLE5rnp3kRRST83kNf2/C0u8y2aJZr7ZTKYXUE+/UTQ6srTU3RjTDKT0X32UIA24LJj98zhMtpWBXB9rhAux+le12k/8yyA4ExyhCqaFwzweq3Ub97FbglflZIWVOY9qlOZwHdMw9c6zwjU+AA1i5s28GbX7MyFnaE1FfTVs+NYpwUmSpiSnDoBVrZ0iUQUX59JhZdGl1yy4YuSxC5ZQscneQFRZTVWasej6sr8JifD2ZYHMxg/kpgz/bTDBkbOpO9mhCHk9jYEmxnAl2dCF2vTQ4/RzLaOoVF1fD9c/ZkH52/W38X9GIEtS2afVmA5azSq72LE89vcTKZnXSbkbEAg1ZAfLg1U/Z5/smOFbFVSFhGmnrKshzlxYki9+1Vze+HzgEADHAulX1bil+M1FfuMBD6LlxDvNyrGOhzia4JfF2nBbw58lXaTy2rUospizLCzKs605KteGnacr3j1OjKMjz3xJNSsyd3mef5eKcOdaqdXchODugPdb5VgG7OVHg+5rXd3R3Lzm9NGNje0M4OvR5NRRfjhFLsJEaBdogjapTIIPQCzcX9DCl2KHl9/ItpDgWx2XIkz0kVOPNIqtWKRqQdWvHidtGhDbz9ylkC+z7Nd0oJERAUAJAI0iZQvFVnw1FOg8MheSVfIWxjELkwoF43/kc31TJilyKnBJD8oh7bJO6bQ3ZyE43FbYl1ner7QPufpGP4KKxmFEin15fLVFgNXsfknAWRR+yZ4/i0C6vZCQwAGGCnw9iNTjU8w91dyU+N6lVUxa8x7Dw+kT+KgJxJglrnd7ViTyw792HN8acVXViZ+RvvC6wKCaYVt3/U7QduyaNhVEjd9Q61sek1+61WP6ACf/UgjeugUsX8J8w2FRnbFdn7Pik8x/2JKIHDl5uE7i35dtWH//xMsLq6+sGDB5GRkbo2wBi/evXq/9o787gmrvX/P0kgCQkJSVgFAQGVTctm64Ibtha1Yl3rrbVqRasFbCu2pVZ7W9vqrXu9Sq3Wr7XVn9V+AW1V1FbFFbEiKiAqIKvIEtaQPTM53z8GQxKS4P31agg97z/ympycM3POzJlPzvo8V65cUakMJpZaWlrOnz9fVmZii69JJJk/mTatAOCpaUyoP0xJFQCQCIxsDMgI+Pg6GZJGsPZq/A8TCy+SD824NtDBtYN3Q03cXg8HiDdfGzKr0UuZhOsBjct+zUuZZu2sZz3qrArPy+6ZkyoAeI9fFaTsXOhucncIAkgr1751kRx9nHgji9xbbMIAqT4tZmYSZQQoLfYkKtrRx9fJ2JPES5nEimukSd8WJ6q0+t7SNrD/NClVAEADiG8y2AJp0geaRgv/uq2NOEKwf9D4HiJez+pmiG3eALrJOYGlQXTLUnW/Db2eRfodJrj7NFFHiU0Fpm9jluHg9Ir6n821tdlIs87toX7I0QoTZ3wgQctzyHEniFHHiYQr5JN0Vy04lJea/+nUQ7TgAjniN2LK7+TXt7XmnNoBQJqeLwwXomVBs4G/SERoJKctrYY1h5V7ghUVFWPHjvX19a2rqwsMDMzIyDCajCMIYurUqSUlJR4eHtXV1efPn/fx8QGArKys1157LTIyMj8/Pz4+/quvvrJ8IaRRm9xppWOkqkjfjpm+qab26vJ/niy7phCWcIIJml15OypvR5nV2qtT7Cy7QV87hOEoLsu7W1lr55zLDSaAESSgHR7HMGdde0eRVt/KeP2DB98XVbeGu84ZNxjoBgKnX6VGyizZ5KcBTGrPvufQj/papwAZYeByVdVYt/XUvdNidi4nWMrgAKCDD+CnEm1mrFlbtN5cWq0cAYCPui5MUSphcG5wgqV0B3cHsNARy6pFr/5O6AySPKh4VJFdmhjFjxkaSmN1DulXywxS+asfWSgdBxmMe3d9CTXtbauPFOY3amscAlX2wiopqpKiE1XaC5PtzJmO4dnD6YmM186S9Y0tkbL7NEA3uYFxIc6bh1lqk+Y1orEnOktXVdd8pux+y03ammmD7HgGJg9lGgM14WsteX92JQ3+h4xWJCC1Kie3cMufbXnMgDKmJwBcrkN77mt/GsP4hxnHaBT9+cDVKqJkd520sgKH/hXMzl0Q5pbjfHCN3FzQoZWOWnnbnbsPrsg/jwv08vY0iokAqOoBAN7q+tdazzKQschqasstZM8cVlarL7/8cuLEiTt37lQoFFFRUb/++uuMGTP0Ixw5cqSsrOzWrVsODg5Lly796quvdu/eDQDLly9ft27d4sWLq6urQ0JCFi5c6O/vb+FCNDt7GpOF1GaX/dTZGezCCRHSAACplc0HNijysykHzSUs73e8U+6zfQGgXgEf/mlpmAapFC0/rV9wJ2cBAABIRf0kM1dGBfua+yOtU4Cucc7TylKrNsVIcwEAHsLDG/4eC1fZuXa6+fPn0SjDbENlhW81/2qh4AAwUnb7G3hdCx1mzjsFBaG2Y//TlnVkLiLnAjQyBB/2XXaG9wIAXKhFa/LIrlsoKOYE0HPFxOq6vQubfqMqothemOz5XsSg583lQUHAG1kdLzMd0Jra3fOaTtABQSU8OuPsMvcD1sAIKqa+twsfdZ2IsGhNBcGPlWsS+35I2RcMNLT9I7t2Wpz23TKNAgCUNOYG9ze/d5kKAO0aSLxCZk8xW/lDBLQcj9+br31PVysAAOxZgpB4Jt3M1CQAACRkkzqpmt984pO6fRytEqqgJp/tMv1t7ohJupgB/I5VI1yt4t8PN3d9k/Vx0Kr81Y8oJQLDxQqq0oKmAxu8W8VbAbRA+1kUu9pzKQEMjRYWXyZjPOkWZnUnqvIvlmxw0zQDgBZo+0WTPuvzNkmjB/BpJndl/F6DdFI1Rpq35eE2N6IZAMgt9NbRUwRTl+gvCaIBOLNBLEer639Y2PibHZhy88Hhdw3sFiuPWwkEglOnTlFOaz/77LOSkhKjDVOzZ88ODg6mtpVkZ2dPnjy5ubm5tLQ0JCSkpaWFy+UCwOTJk2NiYnQ+3ym6jlu1/LxVdu20mYzQEvp+eEzQYd5sELttq8ctAHArOi8qy9WPV8zyean/DkSjAQCTpj3me5luZq7G/c45YbmB2Twl361i9Dxzt+J3qfvGxiDq+F+PUvWtgwKAUtCnYuQbuq+H27z3tPg7aFXZ9xe5kN2boU3xSjoojAWASIeW9e4ddr74NXc9bxrs+ZDRHaIHft9k5wQAIobqsHeOybMRiHa+qCWpfI9BWgbnwYtvM5mmJSBH7vxpwyDq+I3mU18/StX/lbRnPXhxidaOCQA1Goe3ap5HQAOA9LKPX5Df6bZ0+0WTPvF8h0FDuz1zfew7pgaZ7U1+F/cZbZOe7r/+OqfDFMcv3leFDNNrH9gSse/FHw3eWhqtInqOUmB6J2YzyZxdPZw6fk5Rcrxshf51EUDl6HlKfodZmBKVY2JtJALaZ7V7FjV1808DALccBsYFbKaOt/e5GcSSAACd1Pif3W2nNmhrfdbn7b3OcdTx+87Fr/BMdybohDrg7G6GxmCZxieeCcddX1znXtCfaaKtt6Ex6A+pOwA4kdKr9xfxtAYN4Nqw2DbvwfohmxsDudV3v6nZYq5QTq8u5sXMMPerOazZtpJIJG1tbTqHK/369Tt37pxRnOrq6gkTJugitLS0SKXS6upqV1dXSqqo8OrqaqOEKpUqMzPT1dWV+urv7x85fSnSKGV5F6haKFVrHJm6IWEUpKo8BqMAAGruFG6bPL6lBgAuLxglcjJYJjRQVeWvfvSA5QUAakSPnfoayJpNlu7awjFCnsGULVvSsHDGlGqJmUU7sStg5r+owwmSa0Y/sltr35wWVyd9XMMY9rDk4JABPl2likQm5hwntOUcFMaCRpm39pXxFR36u3NSmOcAA4OTXK1ilPTWUcEYAGgmWeMnxYHGtOGu/5kSCX6uBmlJ+bfvLzhRYsLaHABAzDswZ1tHQbuUjqFRfZ341h9lDR3fZ34NsckiUtJVqhQE6WBn3OKbKLn6idtCcn9CfPZ+XWDiEL+Po43XzU2Q5OjU6rX4RKgpNJnZ94cGrBjW3yAIoeNbv1yfbWyBqwOvQfB53uNLXDOSSBrAkY2fbckp7Qx6cRm8tmGC5GrXM7UpCSe2wVsZrij2IJrr7ERwdvuyQx1/yaN9nP/ftCFdSndVp1bf7M/45sg/TWb2JT/XH6ZEGqct+XH/F2+9Y6Yywwd/QKA7AIyQFRhJFQDcOXrgrd8M7dkK+uxeMt/kmQgtEr44kzdmmukLWcSaaqVQKABA552RxWJRIfoolUr9CFQq/UAqvL3duL8gl8tPnDihU7TQ0NCoqCjRvJWDk77w4XMeShQrRw6YMrDzr5JblQM366DyBtw6BkTHXy7X3sT94WofL+xRy0Futl3DZZroRjmaaXoAAEg6jbpwtCYUzdFe74SkBna+xn0pDgxtdk3/32v3mqR+As7no4Ke9xLq5VkBVbfg5/ehorOpaLJ0nRZpNUogzHacOaas2Zs8YQeKNoPMdL2u/u1KXwnAi9VRAAAUCElEQVRNlZwYY6Mic47cuP6ohcmgLYzwXTG0U0046jb4LBwaDKwec+xN3P/OG4sQtBlb0bGclmvp2TUAQlRvyEFrQt8djU54djsUX+RM9daf5fro7J3LVU3VEkWEu9Nv/xhmkLz0Alw+Ctd+tpwZrv6lzddM03dGUmPufxcAQCF5fAkTz47b9YSttdyyS+BpbDxu543yw2Vtpf8218XpBmuqlaurq52dXVNTk7OzMwA0NjZ6eBjblvbw8Ghq6rDhKRaL7e3tnZ2d9QOphEY+mQFAKBSmpqZ2DX9+XOzZUyffjvDWlyoAYCsbZtFbwI8Ofq/qAsV0uQsYjNzK6WydY0HfppsvzDTbmq0HmZNhj12FaOExsYPMbFNRMR0ySRXBYAFAITvAqFmhQLQh4ydFGHY6hQwtApX+6cb1c81vkPRz4upLFQDIGitmtW6ECC+I6DQcTPJUAMZ6dNuhQwX6tBaNnGlqfTwAAGj4SgDjbpRH+LBZpqZBAUDB5mUiUktjAECBg3HpEIBXxIhZBqs6GukFW9s96Dx657BO8tCA2RnX/YWOiVEGY5R1BH3WmEgAg/YCj00AGC8YLXhcOteWu2MnxpgrHddBA2D8WrJ9Bs6aNchckqzW+43CIAAoZHdxoATA9gue5fGcUaBYI9df1/bPMYEvfH/Bm+/wTaxBr0qBaEOq0yJ8AHw6n52IoUUgNapJ+Q6PL43Qy57gNMu0kWhXOxNpFXy3WWbiA8ADViPVdiowVTqVwKNrWg3fRO26IWNsSv3O3FW6xcrjVsOHD4+Pj1+0aBEAzJw5Mzw8fPXq1foR1qxZU1hYSG3C+P7773/88cfLly/L5XJPT8+srKyIiAiEUEBAwI4dOyZNmqSf0KRneQpEEuIdH6nLi3QhzH7Brss20hjG2q15WNqw/UOk6qy4a/os2uP8KgD049GuxDEsrMlSV90X7/ioc1yfRhPMSLRg4RMA9tzXvn2JRADPy4t+rviUpVXr0gpnv8c1tDlJ0Xp0t/R8hu4r3VHgnvxvyZlDsuzOXdkMJ2e35H+bMAosbWvY8i7R3Nl3SxfGvO+VDAA8e8ieYjfIvFcIsr2lYfO7ZGunbU/usFjhP5ZbKN0/b5Bf3tQCgAfRfPzBcndN5z+5Y/RkgSnLiPLrZ5oPbtatO6Ex7FyWriXENS3/u70z0J7pmrie2S/YOLFWK965UlXSuTKmwKH/NL/1KjrTmQWX4uyCBebnc7WkeMdHqrJOSWX6Brm+u6lrDdFR2ILGHCeaVWCHiPTyjyPl9zvT+oW6LdsAdOMGiLq6WLz9I6R+3CCi0QTTljK9+4u/XYk0T/Doj+ySXjii+9poJ5wcsLnG3hUAEkPolr2ctqbtkF7uXFVgroboUJEQfazDefCGmu2vt3T6r2cIXNyStzP4QqMkWmlr/ZZ3yeYGXQj3hfHCOSvgL2BltUpLS0tKStq6dWtFRcXGjRvv3LnTp0+fmpqaoKCg4uJi6njw4MEfffSRr6/v8uXLd+7cOW3aNAD45JNPTp8+vXr16pMnT169evX27dt0wzl+C2oFAIgkZFdOKO/nAQB7YAR35GRzFZFsaWjPSlc9qixGwp+cYo8xQr24tJg+tJXhjG4XChLN9dKsdE1dJUPgwh0+ieUf2u0NyapFWwu0t5qQl7IuqfXo81Dt4ubqGP2KibfxMYqCbHneea2snekzkBczg7Lbpbh1SX7rIlLImD6BjjEz6BwTBp0BQKuUS89ntJUU3ZRxDjCHpvHGMBi0EW60bcMZ3Vqe1Cqk0vNH1BV3aWyuQ1g0J2KMadP3j0EA3xZpN+Rrq6RIQLavaPt1Atzv58bjho92CB9lLpW6qlh2+RjR0mDn1pc3djo1MaouL5JmZ5KtYnt3H8eY6Tp7oV2ySEqzTyrv5VZJiDPssB28SQIuK9qd9kk43bu7nbePa8hNQFp2YAR3ZJwFqaKolKKvbmqz61GrUpMkyXxZddvHkeYQGMmNfsVs7WpuaD+frqmtZDiJuMMnsgIGAwDRWCs9n6Gpr2IInujRPxRLfocB63lTmxj8fjzashD6+4Po3e7WU9y+JL95USuXMn0DeTEz6Bye5fhtakj5kzxUppWo0Kvtl19XZkdw5e4DgxzHTqc7mKtdMun5I+ryIhqb6/DcCE7kWMs1pFusv5b96NGj6enpPB4vMTExNDQUANra2jZs2JCSksLn8wGgsLAwNTVVJpPNnDlzypSOWWSSJHft2nXp0iUfH58VK1a4uRnb4besVpiuaLRQLUNeHJoF46X/FZpVQCJw/aubxjAGSDVAIIP1H0+JR3LkzHrqlcQk1lerpwRWKwyml2H9nTcYDAbzJGC1wmAwtgFWKwwGYxv8HdWqpcX0nv7eQe8unUwmU6u7MxVqs2g0mq7rnHsTf7Fy/h3Vql+/fhqNeWsXNs7UqVNzc3O7j2ebrF69+ocffrB2Lp4Whw4d+uCDD6ydi6dFUVHRyy+//FfO8HdUK5VKpdU+Fd/iPQGNRtOLtZggiF5cOo1GQxDm7UvZOH+9Zv4d1QqDwdgiWK0wGIxt0Gu9SMhksu+++04oNN6+BAAkSW7atMmCx0Cbpqam5sCBAxcvXrR2Rp4KeXl5VVVVMpmx0ZLeQW5ubkVFxfr1662dkadCbW1tQ0ODudINHTp07Nixls/QO99YAIiNjSVJ0uQcRExMTC+eeQkLC7O3t++tM4O+vr4cDqe3lk4oFNLp9N5aOjqdHhkZaa50+lZVzNFrd95gMJheBh63wmAwtgFWKwwGYxtgtcJgMLZBLxxlz8nJ2bZtm0wmmz179htvvNE1Ql1d3dq1a0tKSoYNG5aSkuLg0OHJKC0t7cCBAywWKzExcfTo0c82109KY2Pj2rVr7969GxUVtXLlSkdHA0NoGo3m0KFDZ8+eFYvFgwYNWr58OWU8urS0dOPGjbpoixYtev55s960rIhEIlm7du3t27cHDRq0atWqrlO6O3fuvHXrFnUsEAh0E0wVFRXr1q17+PDh2LFjk5OTe+yE7w8//JCRkcHn85OTk6Oioox+3b17940bN3RfnZ2d161bBwCff/55bW2HA5ugoKDlyy3ZaLUWubm52dnZ9+7dmzVrVkyMaSvS6enp+/fvZ7FYCQkJY8aMoQItV2l9elvbqry8PDY2dvTo0W+//XZKSgplIlkfhNCkSZNUKlVKSkp2dnZSUoeB3czMzISEhAULFkyYMCEuLu7u3bvPPO9PxNSpU5ubm1NSUvLz8ykL0fo0NDTs27dv1KhRSUlJlZWVY8eOpRxc19XVHTt2LOoxIpHIGnnvnjfffLO0tDQlJeXRo0ezZ8/uGuGPP/5QKpVUKZ57rsPSuVqtHjdunEAgWLFiRUZGxqeffvpsc/2k7Nu3b82aNQkJCUOHDn3ppZcePTJ27Orv7697Rrdv366oqKDCf/nlF4FAQIUPHGjsyKeHsHnz5tzc3NOnT9+5Y9qp2qlTp5YuXTp//vyJEydOmTJFF2369OlNTU0pKSmFhYULFy60dA3Uu/j444/nzp1LHe/Zs2f48OFGEbKystzd3QmCQAhVVVWxWCyxWIwQGj9+/JYtW6g4CQkJSUlJzzDXT8qff/4pEAhUKhVCSCwWM5nM6upqc5HVajWbzb5+/TpC6NKlSyEhIc8uo/9flJSUsFi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"text/html": [ + "" + ] + }, + "execution_count": 151, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plot(spatial_discretization, grid_connect=true, fmt=:png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The resulting system of ordinary differential equations can then be solved as usual using OrdinaryDiffEq.jl's `solve` function." + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[0m\u001b[1m ────────────────────────────────────────────────────────────────────────────────\u001b[22m\n", + "\u001b[0m\u001b[1m \u001b[22m Time Allocations \n", + " ─────────────────────── ────────────────────────\n", + " Tot / % measured: 6.01s / 97.9% 752MiB / 99.1% \n", + "\n", + " Section ncalls time %tot avg alloc %tot avg\n", + " ────────────────────────────────────────────────────────────────────────────────\n", + " semi-disc. residual 8.20k 5.89s 100.0% 718μs 745MiB 100.0% 93.0KiB\n", + " time deriv. 262k 3.44s 58.4% 13.1μs 0.00B 0.0% 0.00B\n", + " nodal values 262k 2.38s 40.4% 9.05μs 745MiB 100.0% 2.91KiB\n", + "\u001b[0m\u001b[1m ────────────────────────────────────────────────────────────────────────────────\u001b[22m\n" + ] + } + ], + "source": [ + "N_t = 25*M*(p+1)\n", + "reset_timer!()\n", + "sol = solve(ode, DP8(), adaptive=false, dt=T/N_t, save_everystep=false, \n", + " callback=save_callback(results_path, (0.0,T), 5))\n", + "print_timer()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The $L^2$ error in each conservative variable (i.e. $\\rho$, $\\rho V_1$, $\\rho V_2$, and $E$) can be computed as follows." + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "L2 error:\n", + "[2.2880724743600347e-14, 5.292511259779722e-14, 7.672832774258492e-14, 4.966806113703338e-14]\n" + ] + } + ], + "source": [ + "error_analysis = ErrorAnalysis(results_path, conservation_law, \n", + " spatial_discretization)\n", + "println(\"L2 error:\")\n", + "println(analyze(error_analysis, last(sol.u), exact_solution, T))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll check that the scheme is indeed conservative by plotting the evolution of the integrated conservative variables." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "LoadError", + "evalue": "UndefVarError: `PrimaryConservationAnalysis` not defined", + "output_type": "error", + "traceback": [ + "UndefVarError: `PrimaryConservationAnalysis` not defined", + "", + "Stacktrace:", + " [1] top-level scope", + " @ In[1]:1" + ] + } + ], + "source": [ + "conservation = analyze(PrimaryConservationAnalysis(results_path, \n", + " conservation_law, spatial_discretization),\n", + " load_time_steps(results_path), normalize=false)\n", + "\n", + "conservation_plot = plot(conservation, ylabel=\"Conservation metric\", 1, \n", + " net_change=true, label=\"\\$\\\\rho\\$\", size=(400,300), fmt=:png)\n", + "plot!(conservation_plot, conservation, label=\"\\$\\\\rho V_1\\$\", 2, net_change=true)\n", + "plot!(conservation_plot, conservation, label=\"\\$\\\\rho V_2\\$\", 3, net_change=true)\n", + "plot!(conservation_plot, conservation, label=\"\\$E\\$\", 4, net_change=true)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can finally plot the evolution of the integrated mathematical entropy $\\int_{\\Omega} S(U(\\boldsymbol{x},t)) \\, \\mathrm{d} \\boldsymbol{x}$, where $S(U(\\boldsymbol{x},t)) = - \\tfrac{1}{1-\\gamma}\\rho(\\boldsymbol{x},t) \\ln(p(\\boldsymbol{x},t)/\\rho(\\boldsymbol{x},t)^\\gamma) $, again using the scheme's collocated LGL quadrature rule. Notice that the scheme dissipates entropy, as expected." + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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0JiYmisXiXr16Xb16NS8vj6bpkSNH1p+ZRBgWPQ07Upm3WpTfIdvxkOnnR/byJeJy0KTQ0vzn8pgNPR0/MlMvRkBfDkz5j4u3LFce2lq9A7YSf3//cgfggoKCnJycGIb5+++/AaBly5a///57TExM//799Xr9tGnTKIoaPnz4jBkzWLfg+++/z+VyR40adejQoVOnTtnU9tlnn8lksiFDhpSUlLCjHAihiRMntm3bdty4ccuWLcvIyAgPD//hhx+SkpIyMzPj4+PDwsJWrlxpNBr9/f3PnDlz+PBhJycnFxeXXbt2+fn5/f3337du3Ro+fPjp06dZCzt16tS8efMePXr06dMHAFq0aPHrr7+q1WpfX9+rV6/GxMQ4OztLpdKYmBg/P79///338OHDw4cP5/P5rHMAU6/Yn8HMOEufyC4/8tL6e8ysVmQ/PyL2SYbDmUwHD8JLWG72GoEFy2FwXDydonoJ2nSp3kGV9ZMkya5hBgAvLy8/P7+oqCiKolq0aCGTyVq1akUQhJ+fX3Z2dmFh4bZt2zp06CCXy/v06bNz507reh4+fLh///4hQ4YAQMeOHVl9jI+Pz83NdXNzk8vl3bt337t3r5+fH7sQetGiRcOHD/f29mabfiKR6P3334+PjycIwmw2T5gwITg4uGPHjlFRUXq9vlmzZuwCQ4lEwuVypVIpu3rR09PTx8cHAJycnBYtWpSYmAgACKFRo0Y1a9bsiy++GDBggFwu79y5M44y+AJQGKFI/xz5d6Wh14LJhRdpI2N7KqEIKU3wqh/RyoWgETwoQWz+CSG1oi24S+gwCL5QGFm61qd6B88LuzicIAjLDE+SJE0mU25urlAoZMdb3dzcPvnkE+tSDx8+9PT0tKkqOzuby+WyRbp3724JrVU2JwC4u7tHRUWdOnVKJpONGDECAAQCQUxMTFFREU3T6NnYGEajkSAI62ajs7NzdHQ0u8qdDcuVlZWlVCrZq7NDDZhaZd55+t8MZmwQOa812dWrig640gRxOUz6RO6U0+afbjIfRZIAYKBBawYAWHuHmdmSJAkAgFf9iNgc5Ccijmcxv/WolZl6uIX1EsJ6plq3bt2hQ4cOHTro9c+8TCMiIgoKCthjhmHYGSEdO3YsKSnp8ASFQlH5Jd5+++1169YhhNhlz1OnTh0zZszo0aPZWfLx8fEAwOVyzWbzvXv3MjMzbYrPnTt33bp1Op2OnRvctWtXJycn9tJ4SmptozXD4UwmeTSnvQcx4rj5SmEVIXb3ZTB9fEkXHqzqSn1/k47LQfMv0L47TKH/mEL/McXloGlPfFv9/Im4HHQgg+nuTbjVznJ4LFj1kfv37+/fv//Ro0enTp06duwY65ZSqVRHjhxhY7wkJCSkpaUdPHiwoKDgyJEj9+/fT0pKunbt2oMHD44fP07T9G+//fbll19mZ2efOHHCsniAxc/Pb+HChWvXri0qKoqJiSkuLj5w4ECzZs1mzZr1448/5ubmxsTEiMXi8+fPZ2Vl7dy5k13edOHChaysrH379rGVREdHP3jwgF3dCQBhYWH37t0rLCyUyWTZ2dkPHjwAgFdeeSUuLu7WrVtNmjS5fPlyRkbG/v372fyRkZEymcwSTHX16tUbN268f/9+YmJienr6i/iKGzGHMpkuXkRzKbEonJwQQsZXtX38rlRmQggBAKESYn5rasppszsfbo3lyKZwZVO4GRM5Pk98Va/6kadymB2ptdUfBAAC1XUI8/rPpUuXFi1adPHixbKnVCrVkiVL/P39Fy9e7MArFhUVKZVKJycng8FA07S/vz+fzzcYDNnZ2Xw+n01nGEav13t7e+fn57PL3BFCNE3r9fqAgAAej6dUKm/fvt26dWvrlYMW8vPzMzIyIiMjExMTPTw82PAyBQUFjx49ioiIEAqF2dnZFEVptVpfX1+hUJiTk4MQMplM7F4+AJCXl8e6pVhu376t0Wg6deqUk5Pj6enJrm69du2ar6+vr69vbm4uwzBGo9ESnN6muNFoTE5O9vPzs/RGt23bFhcXt3XrVgd+sTVBpVKVXeZZ37DHyHFx9NAmxPQWJAD89ZA58Bjt6lvhNlEyA4TuMmVO4orta/iG7zanqVDeG1xJBfkridZgD9iHVR/x8PCwrEC2wOfzy40sWm4iAEgkkm7dulV0CW9vbzbEgvWkBy8vL8ukCpsI8X5+fjY1WMsNALRp06Zswfbt27MHvr6+lRfn8XgVBQLCOBCVCWKzmY3RpXLS1Yv4LKGMI92Kf9OZ/v6knWoFAP39iQw1UZFa1RwsWBhMI2J/BtPLh3R50r4JlRAaM8rVgq8TAECWBt0vgVf9nrrhd6Ux/wl7jv7dR5GU3lyLnTbsw8JgGhG70hDrkGIhALp4EpcLSxtZv9xmZp+jLXpToIOEIjQ44DlUwkfo+Dju1mDBwmAaC3IDnM1jRgQ+86vv4kVeKkAAgAD+SUNKE7r6ZNzw/x4xQ5uQwvrUDcOChcE0Fj66So8NIp2fdTB18SIuFyAAuJiPnLkwrzW5K620wbUrjam98b7qUb+swWAwtcTvd5lzeeinbrYDgl08icQiZGZK5WliCPlPGmIQ5GjRbTkaEFC/1nXWp9YeBoOpHS4VoCXX6PjhnLLjd1IeBIiIm3K0Ox2dGkI2lxJufLiQj64WoVFBJK+eNWmwYNUUkiTXrVt35MiRujakQhCq0ebgL4ByLczNzcUTHRyCmYHxcfQfvTjNJOU/Bl29iJU3GG8hNJcSADAxlNyVxiQUof91qHB+Vl2BBaumLF68eODAgXVtRYUghAwGg80WtvUNg8HA5XLLbkzATmfF1JD7JciJA0ObVPjS6uJFzImnV3QulafxwUTHvTSPgr6+9e49hwWrprAzuevaigphGEan09XzzTh0Oh2Px7PeVAnjQJJlKMKtMulh1z+PDy7NEyohmkuJjh4Ep571BwELFgbz0pNcjCLdKxOstq7EX69Q1vOnVnWlfOrL9obPUP8kFIPBOJSkYtSuUsEiCXg99Bkp6O5NhNTm/M9qgwULg3nJSZahdm51bYSDwIKFwbzMFOjAzIC/qD42l6oBFiwM5mUmSVaFA6thgQULg3mZSS5GkZUOETYssGBhMC8zybiFhcFgGgq4hYXBYBoGBhpSVSjMBQsWBoOp99yWo2YSgv8SrSDAgoXBvDwY6Gc+3pC9VP1BwIKFwbw0nMhGrQ7wz1pt21XlKsIGBxYsDOYlYe0dZpg/Mz7OvCmFKTbAyhvMjlSmsycWLAwGU8/I0aKzecyKKPPZYZxvk5nQXaY7CnRoIKd3/QsRUxNwtAYM5mVgcwoaH0KKOMjHmUgYxTEy4F47m8XXLViwMJgGD4Ng431m96ulw4HOtbaPaZ2Du4QYTEPlpgw9UiEAOJGNPPjQ3uOl6v2VC25hYTANEgQwOpaWG1B3b0JugFmtGkXjo1HcJAbz8hGXjSRcyH6dOyaI9BISk0IbxW+5Ubew0tLSGIZp1qyZJSU9PZ1hmJCQkDq0CoOxh/X3mNmtSAEF01uQ0xvNZh2NQpXL5fjx4998801ycrIlBSH04YcfZmRk1KFVmMbDV9eZH28y1Subr4PYHOb1Zo3u99vobtjCgAEDwsPDrVNOnz7dsmXLurIH09iIz2c+T6Qfq1HVWcuwJYUZE0SW3RX1pafxCpYNubm57u7uQqGwrg3BNBbuKmBCCLn48nM3shDAHynM7MbhZbfhJfdhGY3GLVu22CQGBwf379/fJvHmzZsDBgw4ePDgC7IM07jRmKFYj1Z350TsMR/PRgP8n2NGQmw2EnHgJVtzYycvQrBKSkpEIhGHY3stlUrl5OREURRN02q1WiqVAgDDMCkpKT4+Pi4uLnbWjxBSKBSurq6WlOLi4uLi4hYtWvB4vNmzZ1dZQ2pqqkajiY2NvXfvHp/Pj4iIcHd3t/v+MJjn5p4CNZcSThz4uRu14AJ9cyyHZ1+DiUHwyVX6g4jG2LyC2u4SXr9+fe3atZ07dy7Xk/3bb795eXm1b9++X79+JSUlAKBQKBYuXAgABw8e3Lt3b5X1K5XKX3/99fXXX9+4caMlccOGDcePHzeZTB9//LHBYKikuE6n0+l0ABAaGjp69Oh+/fq5urq2adMGqxWmtrmnKI2rN7QJEeIMW1OedgwNNGRrKnRsrb/HiDjQSCYxlKV2W1hRUVFRUVFlO2UsLi4usbGxABAZGUmSJAD88ssvAwcObNWqVatWrXr16jV48GA+v7IFURKJZMGCBRqNBqHSf7Bard6xY8epU6cAoH379mvWrFm8eHG5Zc+cORMaGsowTEJCQseOHQEgOTm5R48ecrm8sLDQ09PTkhMhpNFoEhMTLSnNmzeXSCTP801gMM9wV/E0EOjnUdTUM/RbLUmKAAD44Aq97i4zuAk5rzXZz5+w7vgV6eHLa3TsYE5j7A0CQN36sEiSjIqK0uv1rFoBwLFjx4YPH84eC4XCy5cv9+rVq7Cw8Oeff162bBlBEACQk5OzYcOGL7/8stw6z5075+ZWummkj4/Pxo0bKxKs3r1726RERkZGRkaWzVlUVJSWljZr1ixLyuLFi0eNGgUAGo2GIOr1w8MwjF6vtwh6/USn0/F4PIqq15ExHfu/vlnEHRdIq9UMAESIwE/A3XrHOD6QuakgdqVybwwzxuZRc+Op+S3pGc2eBuX74CpnXFMI5hnU6hdhZG1gMBgIguDxeGVPCQSCso4jG+pSsPR6/c6dOz08PA4cOPDhhx/6+/tnZ2eLxWL2rFgszsnJAQBPT8833njjs88+W7ZsWWFh4cqVK7/++uuK6szOzhaJROyxs7NzdnZ2ze309PRs27btxYsXy55CCFkMrp8wDENRlOU7qZ9QFFX/Bcux/+uHanOUD08sftLI6oAWX6KnteZ8eNq8rCPZ0ovX0gtCXNHyJPKddqUj13cU6GiO+d5rXHE5P/ZaMbI24HK5FQmWPdSlYL355pvOzs4AoNPpFi9evGvXLrPZbGkLEARh8UCFhYVNmDDhgw8+MJvN3377rUAgqKhOk8lkObauAYOpP5gYeKRGzSVPm0L9/QkhB944TRtomNmytMPRz5948wx6rEZNxQQArL/HzGpFSqv5S39JqEvX3b///sswDAD4+PicP38eADw8PFQqFXtWpVJZOncA4O7urlQqRSJR5V4tDw8PpVJpqQG7zzH1kFQlChDZ7g3x33bkP2nM6u4U+UTHuCSMDiJjHiEA0Jlh+0NmRstG6mu3UAf3zzaC1Gr16tWr2UE6uVweGBgIAF26dFEoFGw2hULRqVMn9jgvL2/lypW//vrr1KlTP/vsM1bmyqVLly4WwZLJZJ07d67Ve8FgqsG9knK23hrRlDw7jGMzu2p8CLkrjQGA/0tnOnkSgeJ67Z96AdSuYKlUqitXruTk5Jw6dSorKwsAioqKJBKJUqkUi8Vvv/02wzA0Tf/555+sW2ru3LmHDh0CgJSUlHbt2vn4+ACATCZbvnz5ihUrBAJBq1atJk6c+NVXX7H1Mwxz+/bt5OTkpKSk27dvI4SaNm0aGBj4+PFjhNDRo0fnzZtXqzeIwVSDuwoIKzPLkCSgh7etHr3iS2Rr4EEJ2nCvkU5tt4Go1fGjoqIiywwsZ2fnFi1aAEB6enpQUBAA0DR98OBBhULRo0cPS8iEBw8epKamGgyGoUOHskMGNE0zDMPlPl03pdfrWTcWTdNJSUmW9Hbt2lEUZTKZTp8+rVarw8PDmzdvXvO7uHTp0qJFi8p1uqtUKtYNV29hGEan09Vzp3uDGCV04P966mm6rx8xrYVdArTgAq0wwskclDGRw6mqRP1/ICsZJbSH2nW6e3h4eHh42CSyagUAFEWNHDnS5mzz5s1tVIaiKJtH2eJ0pyiqQ4cONjVwudyyK28wmPrDXQWa38be5tKEEDL6oPmzKLJKtWoM4O8Ag3mhIID7Jail1F5vVHdvoosXMcO+5thLz0u++BmDqW9kaZAzl7B/dgJJwKUR+HdaCpZtDKVSk5gAACAASURBVOaFEp+H2rhWnQ1TLli5MZgXR7oKLb5E73oV/+6qCW5hYTC1y+5HzOUCBAAaM4w8QX8eRfXyaezTqaoNVnoMphbZl8G8c4kRUiDlgQsPOngQc1vjVkL1eY7v7sGDB7VnBwbzcsAgyHgSpv2eAs2Op//tR91/jfNVR6qDB7G2R72ea1b/eQ7Bmj9/fj2PUoLB1DmxOSh4p7n/EfM/aczoWHpFJ6qTJ0ESMCiA+LYzJcB6VTOeQ7CuXLmyePHi3bt3W0dEwGAw1tyUoTmtybdakL/eYQYHENPx/CmHYq8PCyG0cePGsWPHpqamrlmzhqKoMWPG+Pv716pxGEyD45Yc9fQmJoWSjTaKca1ir2ARBDF27FgACA0Nfffdd/V6/aJFiwoKCubOndu3b996HuQQg3lh3JKht/Eq5VrD3m8WIcSu/lUqlWvXru3YseP27du9vLwMBsPKlSv/+uuvSkK+YDCNBAbBvRLU2hW/v2uL52hhzZ8/v3Pnztu3bw8KCpo3b97kyZPZdeFDhgzJyMj4+eefFy1aVJumYjD1nUcq5M4nGuGGzC+M55iHdffu3ZYtWx4+fLhnz542p/R6vVQqNZvNVcaQx2BeYm7JUThedlObPEdne9KkSTt27ChXrcLDw0+cOIHVCtPIuS2HcDfcH6xFnkNi/ve//wFAWlrazZs3hUJhdHS0UCgEAIFAkJqa6u3tXVs2YjANhNtyNKgJFqxa5DlaWK6urlOnTg0NDR01atTAgQNDQ0NPnz7NnmratGnle0NgMI2BW3IUjj3utclztLDmz5+v0+ni4uKaNWsml8tPnDgxffr0U6dOWSKIYjCNGTMDD5Wold2R+TDVwF7BysvLEwqFmzdvZj82bdo0MjJy0KBBf/755+eff15r5mEwDYYHShQgIoTYkVub2Nsl1Gg0I0aMsEkMDw93cSmz+wcG0wg4m4e2pDwz9/C2HLXB/cFaxl7BCgkJefTokU2iQqFg/e4AsHXrVkfahcHUY3RmmHaGXnKNWXiRNj9RrVtyHEq01rG3/apWq9n9AdmtugDAbDb/+++/o0aNiomJMZvNMTExb775Zq3ZicHUI1Yk0508iQ3R1MST5mHHzX9EU/4i4pYcXgvGLazaxV7Bys/P//LLL9n9ma1JTEwEAIQQ7htiGglpKrT2LnN9NEfChQMDOEuu0RF7zH39yMsF6H/t8SrC2sVewXJ3d588efKWLVsqyjBnzhzHWITB1G/euUi/35YKEBEAQBGwrAP1UQT110NGa0Yt8BBhLWOvYLm4uFg2iC+XTz/91BH2YDD1mksF6J4Cdvd7piUl5sJ/wsj/hOHmVa1j71dMEERAQEBmZua77777yiuvDBkyZNOmTdYRGgICAmrHQgymHrEjlZnWguRhaaojnuOLP3HiRNeuXW/duuXp6UmS5Jdffjl16lQcNBnTeGAQ7ElH47Fnve6wt0uo0+m2b99+7949NqQMACCEvvvuu717944ePbrWzMNg6hFn8pCPEJpjR1XdYW8L6/Lly++9955FrQCAIIgPP/zwzp07tWMYBlPv2JXKTAjBvcG6xN5vn6Zpo9Fok0gQBEXhbUAwjQIzA/9mMHimVd1ir2B17tx506ZNNE1bJ+7cubNp06a1YBUGU+84XUA1kxBBzliw6hJ7fVjOzs49e/Zs3bp1jx493N3dlUplUlKSh4fHwYMHa9U+DKaesPsxifuDdc7zRRzdtWuXSqXat2/fxYsXhw0btmfPHrxfDubloNk/5n6Hzf+mM+bydlPZn8EczSHH4f5gXfMcsTCUSmVERERMTEztWYPB1An3S5CJgZktyZ9uMVNO0zwKAKCllPhPGDkhhPz1NvPLbWZPb5OfE6+uLW3s2CtYMpmsWbNmc+bMWb58ea0ahMG8eGKzUT8/YmIoOTGULDECgwAALhagNXfoBRfo5lLi0ghKgjeyqwfYK1hKpfK9996bPn26daLRaExMTOzWrVstGFZn4L1/GiGx2ei1kNLunvRJK2pIE2JIE06mBnnwCSEHVKo6Mw9jwV4fVlBQkKenZ1ZWlnXi48ePz507VwtWvQhiY2M/+eQTm0GDtWvXxsfH15VJmDqBRnA2j+nrV/5voQkOIlqfsFew0tPTY2JiRo0a5ePjExUV1bFjx44dO/bs2ZPHa6i9+n79+vn4+BgMBktKZmZmfHw8XmzU2LhaiAJEhI+wru14uTBmPqBVcodXa++7g8vl5uXlff/991zu021tU1JSbGZmNWhu374dHh5e11bUFiX7NvCbRQjadKm9S9AlxZTEDRrawHFsNurn38BsrufQJcWFv77vMuptUfchjq3ZXsHy8PB4++23X3/9detEhUJx5MgRxxpUV5w8ebJnz57Xrl2ra0NqC2N2KmLoWhWs4o1LXF9/j+sbVHuXqA3icpgPIxrCgg2EGIOWFIjq2o6q0d+/xnHzISVuDq/ZXsHi8/nz58+3SXRxcZk0aZKjTXIkBoNh27ZtNr284ODg/v37W6fk5eXJZLKCggK5XJ6bm6vVap2cnGpyXcXuteJeIzme/jWpxLG4jJlT+Mv7LqP/U4vXIAjlse2CVh1FXQfW4lXsgNFrlEe3u4yaDQC35WjNHWb7Q2ZrH2pUoK0PRGuGxCIU7dMAWljaxFPKEzu9FqwkxVJH1Vmyf6O492hK6u6oClmErTsLWranZXmOrRbsFyyGYY4fPz5o0CD24759+9LS0kiSnDx5srt7ZXer1WpXr149bdo0Ly8vm1MGg+Hvv//28vIyGAyWkA+HDh0CAJlMNnLkSIlEUqVhNE2fOHHCbDYPGzaMTSkoKDhy5IiLi4urq2uvXr1mzZpVZSVOTk7BwcFyubygoEClUpnN5iqLVA4lcVPHH6iJOuiSz/GbRZKiqr8Be0AGXfHm5S5jazMqLELu0z9DZpPsz2/rSrDyddDzgLnYgD7K3DKx8FCEYryaEjlxiNmtyA3R1LsXmQH+pNOzj/y5PBTlToi5FdT4IkHILMvnuPtUdN6U/5hRK3Q3zjusn4WQ9tppcZ8xjqntCbRSVvDDArfJHyqPbfec/51jK7fX6Y4QOnPmjOXjyJEjFy1aNG/evG3btlVSKjk5eefOnVu3blWVNya8aNGirl27DhkyBCHEBl+OjY1NTk4eOnToiBEj5s2bV6VVSqVy3bp1//d//2cdNGLGjBljx44dOXLkmTNnrl69WlHZc+fOJSUlnTt3LiEhQSKRdOjQgcfj6XS6rKwsa098NdDfTWB0anHv0cigq14Nhoc3Zdu+1SU7bLzSrCgkOBwAQn8v0VF12mBMvyP7ayXH099r8S/qM3uhWrOWTPmPEV39t8VHV+gRgUTqKGay8qTojU+SxotTx3PTJ3C+iCLHh5DdvYmvk55xuV4pRCuS6f7+9WLBjeHhjbyvpiOjvqIMoq6DPOd/x2vawlFXZDRK92mfGh+nOKpCFlN2qjCiB9c3kBfY0rE1Q5UtLLPZzGoNTdN6vV4uf+r2ZydhFRcXV1I8MjIyMjLy999/L3vKaDSePHly7dq1ANCrV69BgwZNmzZt06ZNCxcuBACpVJqZmZmenh4UFFRUVJSXl2ftDj9z5kzv3r0BQCKRzJ07d8WKFZZTd+7cQQiJxWIA6Nat27p16zp16lSubdHR0dHR0dYpbdu2/eeff8rmLC4uTklJGTPm6YtoypQpbKdSo9GUXZyku3GBdPNRXD3J5D92GlO17JZFnxzPCetkdJIitboaxa1hGEav1yMnV6c3P9fdukDfSTAHOP4xAgCzsgS8A9VqNQCoLh2lvZpSTez9ael0Oh6PR1GU9shflHcgP3qknQVNKdcJijLnpiN5wZ2242KzvROGGLkEEr+9HGlV9Om/eb1G602lmf8XDt2O8sYH6P2EaPdjasNDSmaAmc3oGcGMWl310HC5/2sHYlLIgMtXFRWU6/phZHnqLV9JFq/W7l/vNGgq8AQAwMgLSVfPahup2f4DIRQhtYIOcuRYE80TcQZO1QIwnk3VZR5gg8FAEES5swsEAkGVUyCrOC2Xy7du3ZqYmBgTE0PT9KpVq6zPNm/e/PDhw3bcQjmkpqZajiUSyY0bNxBCSUlJlpBbzs7OycnJQUFB7u7uP//8s16v79ixIwCsWbOm7OY9FsrWUD3zrJFKpZ6enhMnTrSkdOnShXVy0TRd1tvFH/QGKRQjk0Gx6+fq+cL4fceRIon61G6n8M5A1sgfzDAMQRBMwnFgGGmXAeaCbF7N3HMVQTdpRraIJPhCAKCGTafcvTl2X4h9gg1XT1AkyUFm+780WdIZYUR3Qav2+tRbK24QKzuTXhKhbNMycd/XCBd3+f5zroPesGQOdYKPItHEeLJIjzp5wNIO1AB/IAl7vSLl/q8dCN08QvzJBlIkITjldFANORqnyB5OTk46ZTGZlSII72ouzC78eaHHop+tRzmey0gdoqVDpprSbgkdd1+MWlGw8QufZTuBJPMO/iEOa085P7NZI0VRFQkWSVbd1K3iv+Xp6fn+++8DwMSJE48ePfrBBx9YTjk7O3t6elZctArkcrllE1Yej4cQUqvVCoVCIBCwiU5OTmyDjiCIpUuXfvHFFwBw+fLlwMBAi7uqLDY1yGSyaltogcPhuLq6jh8/vuwpkiRtvmVzQZZi50+eC38AHt9twjv662ecOrxiOctoVaRQXPnAvykrVbFvvee8bw23LgmaR/BDavr2I0nSVJTLDWzJEUuV+9bzfJuSQnEN6yyL4uAfwrY9hFG9AEDQPFJ5/G/psOlVlrJYSJKk/sZ551dfI51ddZeO2ummEXfpxwttSwpEf2hbjLy5aZQ2jGA6G9Pv8ANCCR7f7Y33bP4774YDh2RGBhIhzx8lpuz/2rHIYn4xF2Q59xkj6jG07FlKKHQZ/haQpOuYOYRARJIknZsuCOuoOrTFY/bSahhJywrcxr9DuXnpr58Go85Rg4+0UibuOZzkcABA1KU/xeHa2KM/vZuSugu6D65e/fb+A0aOHDlmzJgQKzw9PWmazs3Nrd6FxWKxVqtlj41GI03TQqFQJBLpdKV+H+uhOlaz/vvf/9I0XYlaAYBIJLJUq9VqRaLaHQM2nNtrk2JMv8v1DS79QBAlBzdrE0+WZn6QlPf1LFNehiEliU2h5QV0STGizWA1jml4dJsXFAYA0hEzOK62IxXVQzJkqqjjqwBAl8iMGferV0nxluWGBxW3WEmK41va8iU4XM2Fw4y6xP7KEW12nbSY37wd6eRccmgLraz6TUPLCoyPU0iBiEawIpnp2beH8sifyGzy+e8fBI8PAIb717XXTlsX4ZKwKJyshlq9AAiCELbpwpTrw0KoaN0XtLoEADie/rIty42PbgOH6zrhXaq6I4YlR7bp7yUAgCElyZh+7/kKI1Tw83u6W5es08xFOYW/vEeXFEuGlm6oLAzvVtYlZ7x9iVMDN9xzvDFspgIAQG5ubuVO90oICAjQaDTssUql8vPz43A4gYGBSqXSkmgdHXDNmjULFiwoLCxMSEiopNqmTZtaHPw2NdQGxoRYU266dYqgTRfpmNLBQdLJ2fu9X/mhEaq4GFNWKqPXecxaQjm7KP79XbHnN/X5g/k/LDA8SFYd/zvnk3GWn5YwvKt08FQA4DZprjq1u9q20SVP3YsFPyxAJgMAuIydU7krlNGqC9d+bPM7BwBGr+E1aU4riioq6PzqeK7Pk646SblN/ZjtHtqJ+tT/qeMPAAAlcfOYvdSeNqD+fiJrz6HHTKAYwiPCvBb/UvT7p6acNDYDJXWvvUEG3fWzmgvl+EPMRbnlpleJZPhb0hEzndr3KXsKmU2C5pEU69siCGQyFm1YAgiRYqmo+xBGr6nG5ShnF0F4VwCQDHid69Xkucoyeg3PP1jQsr11oinnkVOnfoLWnS0p2utndDcu2BSUvvUl5zkvZ81zCNbRo0d79+4dERER+gR2ZK3Kgmaz2TIh3mAwLF261GQyubm5tWnTpqSkBAAePnw4atQoABg9enRaWhoAIIQMBoPFX7569eqgoKDhw4cvXbp03759NppF07Sl/p49e1oE6+HDhyNH2uu+rR6CgVNIp6dx7pHJmLf8LYJ4+q2SYinl4sHo1CVH/hS27cYLbEWKXbzeX+3cZ6y422C/pX87dewrGTzF5/PN/OaRymM7zEU5has/ApIEAJLH1ybEMRrl0+shpLlw2FqJKiH/uzmMVgUAiDYzBh3BEwAAQVKKPeWMgVhQnz/AaJTahDjrRLqkOO+rGaIeQyuaWcZolIVrPrJOoaTuymPb7bGz9BJ5GU6RpWMgvMBWBT8uRCbbkNw0Ar8dplO5pa1RfvN2zv0mAMCG+8ysViQAAEFw3Lx4wa3ZDE4d+9rfLX1e9A+SrP/1FsyF2coTO8umI9qsPPJnRbWZC7OL/1hqzE4t3rys3LOS4W9ZPrrP/NJt8gfCtt0AQH3+kC7puUeTzUW5gvBurAJSUnfd7UtVFrFAK4pUx3Y4D3i9YNUiS6L2aiyjU4u6DbZ2dwjCOnE8/azLKmLWGO5ceV5rrbFXsFQq1TfffDNp0qTPP/98xRPeeeedypfmpKSkrFq1KigoaMOGDeyceKPR+OjRI3ai06+//rpx48YjR44cPHhw2bJlADB79uz09PSjR4+uWrVq5cqVbMD4wsLCVq1asT1Btm9ocdibTKY1a9akpaU9ePBgzZo1ZrOZy+UuWbLkjz/+2Lt3b0FBgU14CYfDCQzTXDpm+WguzuM1aQFlnAjSYdM9Zi2xfCQoDuXmBSRlyUmKJJRIYsy4W7xpGfsgAgCQlPu0zwjBU4eoIfWmOv6Aubjqbrjy6F+8oDBzUQ4AECTl8/lm9kkixVL9rcqeTkokdZ/6ieukxdZzMgwPkp1ffY3g8Ap/+6SsjgAAMhkELaKsU0iRRHPpaJV2lhbXqcUDJ3MDQq2KO5uyHthku5GlHFIQ+8Yp82M1AoCSvesoN+9MDbqYj14LJgGA4HDdpn5CUE88syQl++s7U84jO82wH2PGPedXxpryM5+5C4Ou8Jf3KBcP7/d+LTurw5STpk08aT1pw5B22+IcQCYjv1kEx82boMrxuCuPbDNZdeQpqbulIeMU1YvgC57Xfk38AWPqTculNecP2V+25NBmQiiinF3pkiLLw6C7caGsF4zXtAUQz/wWGJ2aX8O1Fsg+bt++ffbsWZtEhUKxZ88eO2touFy8eLFr167lnlIWFWR/NJoxGtiPxrwMxDDVvhBjNplLiq1TDBn3Zdu/p9UlxryMwt/+ay7ORwip4g8wBn0l9Riz03K+nMwYDYbH92mall8+Idvx49OzeRm6O1cYvbZsQbMsX3PlBHuJ4u3fs4napLP6hzfYY9nfP5qVsnIKKmWsbc8Yn363yltmKdj2rfzQVusUWqcue49xf6y/umRO3Pq17faYVPn5OV9ORgh9mWhecMFcUc2Kf9ep4w/aaYaNAabiPOsUpVL55Byd+9Vb+tSbOZ9NNMsLLRk0l4/LY35FCClP7FQe/9umQkPGfVNBlqkgy5Ii3722aOMS9tisKKLVJQghm4uW3sX+P9iz5aJJOMkemPIzZckXs94fXvj7p6bCnOI/v1Wd2Vt+kSuxpsJsy+1ok2x/2mX/m7RKXrxtRfH2700FWYg2I4RojZIxmyyXthw/veW02/k/vWv5aMxNNxfn6/V6g8FQ0b1Uib0trMDAwAcPbN94AoEgKCioRnrZ0OEJ3KZ8yL7SGZ268Of3GF31Z04RFId6dg4Ox80LmY2mvAz9nav8Vh0oV08AMNy7pr12qpJ6KFdPj9lLEW0q+u2/iDYzJcWU1WwdrndT/f3r+d/PLztFU33+ENtqcIrqzbrMjen3FP+us1glGTyVKc8drjl/SHPluE2iuTBHFburintmaGTQkRI3Ua9nOu+MVl3w0zs2eU8JIrJGfBH2+GwnoWLKdanq9aU0gk330cyWFT7G0hEzhJE9q7ChPEr+Xa+9GlfuKYQYcc/h/JBw6YgZhKDUT8fo1KSzi8u4+QDACwozZqVaFzEX5RSt/0J/L1EVVxqwl9EotVdihe16sR9Vx//WJZ0DgOL1X5gLs58pW5jNb9GuwjUPCCliVjMaJSBU9MdSQMhvxR63KR9TEjdBWCdK4mZ8dNvmH42MBkar5Hg86ayRpCnvMdsYt9iW/92cvK9nInPpHDb1mb2G1FvCiB5i1i1AUgCgSzqnPLAJAIwZ95Qndj5t2D6B49NU0KqD5aMiZrUpN638u7AbewVLJBIFBgbu3LnTeljwzp07J06cqKEFDR1CIFKd3QsAtCxf3GNYuX6NakOKXdymfsIPbev8yljnPmPYbp102HSuT1BFRUx5GcUblnD9gkmBSBjRk9GqeFF9JAOeWbXuMmq2x8wlpsf3gXmmR89vFiHuNRIASCdn1wnvqOL+IZ3E3u+vsbiujI9TSg5uKXtRgssv68vnBoRqLh1jtKqKhguRyVi0/gvVyf9zGvCGjZed4+rFGLTWY0yKPb/dVjAdW3h7f7zup07E7PTN75+Uddxr9hdBhFvFo34kVfDzYhsJsMaUl2EuKqeLTbm4U84ull+sldFIvv17UbdBAEC5+xpSSodNdTcvahNKh4P5zSJcxvzHeuSXVhRLBk0WtO5EPRn2RbTZud94Wikz5T8GAILH5zZpBgDcgFCbTrfmwuHKRvEIwrnfeEAMMuqF4V05IeEExSGdxASP79ThFWG7aPXZ/aysWDCk3dLdvGidQhfnGR7etHw0F2SKe4/kegUYUq4DADIZlcd38Jq0EEb25AW2smTjNmnGvt4MD5IpF4+yppFCMcfd1/I9cJs057fqWOGN2ImdLbF79+65urpaZk5Z+Omnn6rdumsoVNYlVCqNWQ/zVryNaHP1uh7Vo+TgFsPjFMZsMmY+oHUa61OKfRuUp3azx7RWpb2bkPPDO8ash2UrKfj1fd3dBMtHY84j646MMSs175vZZkWRdRFao5T/u65sVYZHdyrqC5uKcrI/Ha8+f6jsKXNJccnR7YimtVqt2WzbrWOMBks/iNYoH386sc320o85X7ye/ck4bV7W3w/p83lV9MFLDm/TXjtjm0rT+gfJpvzM3GXTZDtXGR7dle9eS6sUT4psNRXnFfz6vu7OVUsJtkuou5eY/8MCNkWbdNbSp9PdvqK/f82SuWjj/7Q3L5beiNmkvniktEjyebYzrr150SwvVOzbUHJ8B7LqPtMqhU3vT5Nwstx+ogVTYbbu9mX5nt8RbX7ab7XcqFZl8+Wb8jOt/+8IIWNextNL0LQm8RRrtjHnEaJpWqMq20NkMSuKEMPQGpXFK2JDzpeT2bK6uwnGzIcIoRfUJXRxcWnTpg278s7Crl27TKYyr6BGBtcvxHXCu9rkeG3S2Rd2UdLZRX1qd+GqRcoTu/KWvmnt4hX3HOHcu3QlOaNSKP75GWmVlEs5U3xFPYZZt7A0F49YD/Fw/UO8P15ns46fdHIWtOpQNjBb0YYv2RHJsnDcfb0/WEu5eZfNoLl8TNx7ZNkxChb93QT5P78AAKLN5vzHseM3dPQvdetKBrzu/Op4obf/xFCyu3cVk6okg6dQ7t42iapTu0v2beR4+Pp8ttl1wjscTz8gKW3iKQAw5T3WXDpGiV2cXxlXtiPGC2zp/tbn7DG/RZRTl9Jl3ubCbL7VsIMgrCMtLyi9kZsXtYmnS2/50hH9/WsAoDy0hVbJxNEjhG26IqPBMsaquXxMdXqPpR66pJhRKzhutvZbQ8vyi7d8bcy4V+6iCFIoFnUfkvfVW5bvX3v9LK/pM81hUiBSnyztq+puX1af2w8ABMVRHtqiPL4jb/lbpLT8QDHyXT9rk84WfD+P4JY/W0Dccxg7JqA8vK2iJ+S5sFew3N3dP/zwww7PMmzYMHa5TKOGIAypN42pt1xGzn5h1xT1GCoZPMVlzH/cp39KuXlZplma8jKKNn5p0R2OV4CwbQ/nmUvL9YA4RfVmfR+ldXYbLI4eUeWldUnnWG/LUxDiBbWuJLAEJXXnN4vI/2a2Ie2WJZHRa9VxMQRZ4VoLfkgbdkpHyd71qrP7TsmEliAwoh5DnV99rUpTLci2fmPKy7BO4TVp5v7WZ5ZfOCmSuIyaLe41smDVIkat8PjPcoLHF7TurL//zDQuWlFY+Mv7FvUnhWJj6k1GpzYX56pOPrOblKj7EH5IGwBAtJmUuEmfTEoQdR9Kil0AwKnDKzz/ZpSrl+rETkZTImzbg83A9Q0m4KkE65LjTXmPK787XlBr577j3KZ8VEkefrO2+tuXWXtUJ2OIZzdsJ/gC7fWzpuxUACAFQou1zgNfNzy84fzK2LL+qdJqm0fq7yZwfCpcKscLCmP/iaKuA/nN2lZ+I/ZALVmyxJ58JEm2bFmqyv/88w9N0y4uLkKhMDg4uPKCLwFZWVnHjh2bOXNm2VNGo5HP59OKQlN2qj2/dkdBkCQpkrAOEVGn/kAAweUDgCnzISBGEPb0LYK4PNXuteJug8qtR7bje55fCOXqqT6335T5wNpFWhGkk5jgcLleAZYUxqDj+YdQlUZrI0iK16S5KTuVncTPwvVuwvUPAQCz2UxRlM0aDoInEDSPRGYj0qolAya9l0h+2o50F1RrkjpJkjy+JXKL5vwhxmTgN4soYyVBObtoE0+JnywMkm352ql9b3bA3mg0mm+dJwUi669XFfcPx92XknpSbl48/1Drygp+fIfr3aR43edO7XpZHHwcdx/93QQggOQLOV4BAKCO30+KpE4dX2EVn+PhR0rcns5fJylBs4jKowwRFIffLIJ0EsOTB7JsHmHrzoRQRArFBEFy3H14TZo/UwOHJ+oxlHQSF/z4DimSWhaTUVJ3Uef+lSwO4we35rh6i6NHEBWseNWcP0jLCxh1CSl04ng3BQCapgmCoKhqrpCtrIV19+7dRYsWTZ06ddmyKpnS2wAAIABJREFUZSdPnrSk9+zZMzU1ddKkSS1atNixY0f1Lvwy4dSul3TU23V1dd3NC4o9v7HHHHcfm4YeKRTzIqPLKwcAIBk4mZ3npU04aWcwUn5IuLkox5SdBgDsHGv9nSuqk+VEubAt2DySFxJu6e+oT+/heAZUXkRz5UTRb/8VdR+SbRbozKi5tJpLasTRI+iSp4ObyuM7bPpEFgRturq98X7pB4JwGTOH4D312wpadXQZ+Ux4NenQ6VzfYN2NeEGzSJuqRF36G9JuS4fP4AU9dVQDQiX7N6rP7jcXlO7n4vraQlPuI83l0jFWWiUv+u2T0rwGnebcfo5XFd+SXZCU4p9fdTcvaK+fIQXlLHUmBU6kQOQ6fiHX5zmmoSPaXPDTO5WsfxCEdeb6BqtP76nhGn4LlQlWcnLyuXPnvv/++88//7xv376WdD8/v9GjR+/Zs6dPnz7sxPTGDklW3r6oVXhNWzK60sUZRes+M8vzrc9yfYP4XSoMpyds202bcJJWyjxmL7V561aCuSBLFfcPLSvIWzY9f8XbJF/Ib9G+6mIAlIuH6vjfjFYNAOqze0lhFSs9xT2Hsw6js3ko2oesyQpA5bHt6jN7AYDRqrwW/8L1sWvNFjewJbtgCADM9xPkO1fZeNwIvkB7+ZjqxE6EbGdQSwZPlQ6dJmz3zNuC4HBdRs4Stu4sjOpdmiIUac4f5oeWdpcosQvH3Zc91j9IduA+DuI+Y8zFedrEU6jiyd68oDBBm67210lQHM/533E8fCvKwPVpyhi0kkGTBS2rbrzbQxXRGhYsWFA2UqiFefPmHThwwCF2YKoNx8PXZdRsRJsJgqRcPTluFYasLAeC0CWd1SWddRk713oVWOW4jl/IHvgtr7phZQ3l7Oox52v2De827TPq2aXdOjN8lUQX6QEAAkTEZ1EkKZKwvaET2TWNYuy54HtGU6I88qfq1G6fT/+wsxTB5alP75H0n4hoM12YU06vnyA1V2Olw96yqEyVcJs00yXHs2EtAIASS4EkWIcXAABJuoxfiGgzQXH4Qa243tVfdmeDIKwjweFSEld7Ov72Y1kIVS60olD+90/SYdP5Ldo55HJVON0tLqoff/xx6NChoaGhc+fOZaMYA0BAgCMaq5gaU3Jgk/72ZVold3v9g+fdtMbltQVc3yDHPsSVwPMPzV02TXloK13yTD8iVwt9DplTldDBg+jgQRzKZL5OKh363J/BxGWjSaE1Cu1CSVy5vkHO/SZ4LvjO/hDmlLOr2+QPijctzf3idV6nfsKI7jYZuN5NBGGdyo1gVSG0GRmtQtqSlPcHa60Xipf8+7sx9ZY28ZT8n18duy2AMf2u/s7Vikb0agOOVwApFFEOCjoCVbawLOFZFi9ePGXKlHHjxrExQlka7qaELxmCsI7IoFPF/UO5eTs/Z4huQasOL0ytAABIUtimszJ2p9fCH7I16GIBQgBKHbH0Bnq7FflJu9J+37CmROd9dHt3IkQCs+LpAwM4ns+9YK4cCC6PZ3ccVBZB686ks4ubd6DaUM4iSiAIRl3CRsKwE15wG15wG+sUm98zL7g1kKQ24aR02LTnMrVKxL1Gmgqyqs7nOAiewOvdn8qdVVM9nmNPW09Pz6ioqKrzYV44om6DjY/umAuybSJ+1E9cxs2/HT5uUarHqXhzL1+SQwBNk6u6wOjgp20oPyfin77UmFizlEd804nq7FmXEaxKNa5cwQKQDJ5MScuZ511txNEjNJeOuc/8sqLJBNWG4Avt91Q6Cgc2r6BKwbKJz2fTpMrLc/w2PphqgMymwt8/dZ/+WYPYE/B4Npp+zePzKHJzb5LdrkanM/J4tqNI3b2JbzpRD0rQWy3qxSYRFfF0UZ6DMDxI1t284Nx3nGOrfTmoQrCGDx9uk7Jy5Urrj2xYGEzdQnC4guaRqhM7X2jnrloYGXjnIr2uJzWsadWNpun1W6pqCWFkT0Hbbg1uA+0XQxWC1adPny5dKpye8/DhQ0fbg6km4r7jyl3EWx9YeYPJ1qLvO1McEn68yTSXEPaoVeOFIBzeGXxpqOJ7sZmBZUN2dvbmzZsdbRKmOvBDwmu+XUUtsSOVQQiGHjN/34X64SZ9eST+NWKqSWVN7h49elTuZff29h47dqyjTcK8VBTqIV2FLo/ktHYl2u81z29N1c89IDANgsredU2aVDFpjcPhhIWFVZ4H08g5mcP08iX5FPzUlRrShKzh/E9MI6cxOjUxtU1S8dPYdbHZ6FW/UpHq708IHLOkDNNIwYKFcTBr7jDt/zUny0o1KzYH9fPHrSqMY8CChXEk8Xlo2XV6QRvymyQGAFKVyEhDaxcsWBjHgMdrMA4jVwuTTtGbe3F6+RKhu0wpJeTJHNQfN68wjgMLFsZhzDpnnhNGDm5CAMD81tS3yYzSBMPxlCuM48BdQoxj0JrhbB5a2Kb0iZrfhtz/mDmRzWAHFsaBYMHCOIZzeaidOyF+EmfFhQczWpL+ToSfExYsjMPAXUKMY4jNZvr5P/P++ziSGhWIKsqPwVQD3MLCOIbYHNTP75nGlAsPunrh5hXGkWDBwjiAIj08UqFOdRq1CtMYwIKFcQCx2UxvX5KLnyZMLYMfMYwDiMt5uv4Gg6k9sGBhHEAcXn+DeSFgwcI8N7Pjab3V1napSmTA628wLwQsWJjnI1WJNtxjjmYxlpQT2bh5hXlBYMHCPB+XC5ETB3amPp1g9ddDZmwQFizMiwALFub5uFSAFrclj2UxahMAwF0FSlOhIU3wg4R5EeDnDPN8XCpAgwLIbt7EoUwGANbdY2a1JDn4OcK8EBr1g1ZSUnLp0iX2+PHjx/v3779161ZsbGzdWlWf0dNwR47auxMTQshdaUhPw/aHzFstG/VThHmRNN61hMnJyUePHi0sLOzatSsA3Lx586+//nJxcXn//ffr2rT6y7UiFOZCCDkwOoh896Jp432isycRKMYOLMwLovEKVmRkpNFo3LVrlyXlr7/+stnaGmPDlULUxYsAAAkX+viSH12ht7+Cg7RjXhyNV7BsIAji+PHjfD7/8ePHM2bMqGtz6imXCtDQJwH5JoQQlwthGHa3Y14gL79gxcTEyOVy6xQnJ6fJkyfbZBswYACHw2EP+vfv37Rp0xdnYsPhciFa1qFUocYFkx08COxux7xIal2wFAqFi4sLAMhkMjc3N5uzJpPp4cOHAQEBzs7OlsT09HQul+vv72//VYqLi93d3S0f1Wp1ZmZmaGgoj8d77bXX7Klh8eLFn332mZeXl6ura1ZWFhassuRqQWVEzaSlLSwOCc2l2HuFeaHU7vtRJpN5eXmFh4e3a9fu0KFDNmezsrI++OADHo+3bdu2s2fPAgBC6L333svLy0tJSfnxxx/tucSmTZs++eSTmTNnWlIuXrz4008/CQSCr7766vHjx5WU1el0Wq2WPW7Tpo2Hh4fRaFSpVJXvd91ouVzIdPUisERh6pDabWEhhH766aeoqKg2bdpIpVKbs8uXL585c2ZoaOicOXN69Ohx8eLFuLg4Pp/PDtvt2rXr+vXrVWrHW2+9debMmXv/3969hzVx5nsA/81MSDDcBCNy0yoW6g2lVkXYtXgBV+upp7Xauj3FXbfVrb2IWHGta3f1aVe6Zc8+dos+PbrPnqOPrYhFW9YtgopXMEtRrFYTKxcthDsGCCHkMu97/hiaxoAQFZIJ/j5/TWYmw4+ZyXfemXkzUautYzZt2pSbmyuXy1evXp2cnJydnd3jG69fv97Q0DBnzpz8/Pz58+cnJSXl5ua2tbX94x//GDJkiN1/odfrL168aB0TERHh6+t7X6tiEPh3A40JxDNA5EoDfkoYGho6bdo04fKQnWPHjm3duhUAWJbV6/U3b948duxYeHi4MDUoKCgvL08IrA0bNrz33ntC5BmNxs2bN6elpfV4R0+r1ZaVlcnlcmEJ+fn5lFKmp2bBhAkTJkyYYH0pl8sXLVrU47/Q1NRUUVGxatUq65j169c/99xzAKDX63tcuHgQQjo7Oyl92EcVNxmZz8qke+PM7e2k77nvk8FgkEqlHCfqG47i39bgDkUajUaGYXr88Hp6evYYFLYGPLAKCgq8vLyuXr0aEhKyfPly20k1NTVeXl7CsLe3d01NjUajiYqKso6xntBt2bJl06ZN27dv9/Ly2rhxY0pKyr36H9TU1FjbRxKJxGKxtLW1dW/c3Zfhw4dHRUVduHCh+yRKqbe398MsfKARQjiOs67nB2MhsPKM5deRzJzH5P1VmC2O48QfWOLf1uAORXp4eNwrsBwxsIHl7++flpbm5eWVkJAwduzYOXPmjBgxQphECOF53nrkZxjGaDRaLBa7McLw0KFDt2/fvmXLFolEkpqaGhYWdq+/aLFYbF+yLNvZ2fmQgYU2FPNSFv44VdSBgh4FA3tJoqioqKamBgAYhvHx8bl8+fJPf5hlAwICdDqd8FKn0wUEBCgUCtsxtjf+5HI5y7Jms9n2fmJ3tkuwWCydnZ3db02i+3L0B/p1FT04T8KJ+lQDPRIGNrA+//zzmzdvCsNarVboK2A2m4UxsbGxLS0twrDJZIqKipo5c6Z1TEtLS0xMjHVqamrqO++8k5aWtmnTJrt+VbZCQkL8/f0JIcJffPLJJz08PO41M3LE4VvknSh2KH4FAInAwAbWK6+8olAoACAnJ2fRokXjx48HgMmTJxcUFABAcnLykSNHAKCoqGjp0qUymWzJkiVXr141mUx6vb6qqmrhwoXCcjZu3Jiamjp69Gg/Pz/h3NCaehUVFefPn6+oqCgpKTEYDAzDrFmz5ujRowBw6NChjRs3Dug/KFoU4J8/9M/V8XN1dFYQNq6QKDAPf/+od6WlpSqVyt/f35o+1dXVwcHBwhXWq1ev1tbWWiyWhQsXCnc3mpqaSkpKOjo65s6dK/Q4BQCj0SiTyazLtH15/fp1g8EgDFt7GxQVFbW2tvr5+cXFxT38v6BUKlNSUnq86K7T6Xo/RXWVonr6s39acuZzi8LAYDA88EX3mg465bCl4RWPAU0st7hLKNptbUv8RfZyl9ARAx5Yg4A7BlbyBV7VQsvb4MrzLJjvL7BaTGA9AcyqIAfK6ZHEgY0SDKz+Iv4iHzKwsB/gIEQofFFJd8ZxUxVM+tX7OyD90E5HHjBfaup6F54PIlHBwHIzC49ZPivr4+LU2ToaJIcIP+avM9mdKnKrvYd5vtPSiCyLqduSUpQkaAizW901AQMLiQoGljvR6GlhPU0t5ltNvc12sIK8FM4CwEgvJmUSm/yNhHRrZqVdJtV6+tXtuxIrX0O/vUPzF3KHKkm7GVpMUKmjTw7DwEJigYHlTrIq6Yvh7H+MYv94ib/XPBYCh2+RF8d0pUxqFMMw8N7Fu+av0NETNeSTOG6P+qfAMhFIvsB/HMuN8WHig9nMCnK+jsYE4gNkkIjgzuhOsirIi+Fs2nTuQDm5cqfni1Mna+hYH2a0T1dgcQz8PZb/vJwevvVTNn34LVkznk16nP32Di1v61pO+hUS4cssGskAwOpx7G41OV9PZgXhHoJEBHdHt3FLRyt0dG4wM0wG26Zybxf13MjaX9Z1PmilkNHsedzr5/mTNRQANHp6uJKsncjJOFjxOPv3GwQATtXSndf5jLiuN84PZRo7Yd9NghewkKhgYLmNrEq6ZHTXD2qtHsfWGaCo/q5GloXA2gv8pSb6SoT9Zp2qYP43XvJ2ET/lsGXlWX5lJBsgAwBYNY79v+9JWRv9r1OW/bMlo378OQmWgVcj2eZOiBmOgYVEZPA/InnQOFhB/jumq6cSy8DqceyeGyRuRNeYVhO8VGBhGShaLPHrqY/LopHMMyMlp2rogXLyzuSud0X6MeOGMrE5ls3R3NyQu7LptXGsmdAhuIMgMcH90T3cbKV1HfC0zQnaryLYyEPmFhMndPJccYYf7c3s/BnXy1eUGYC5IczckLv6Z26YzOVVk5RJ9o2yoCGw7SlR9+REjyA8JXQPByvo0jEMaxNGCk/4RRgr9Mn6VxVVt9C/xfWWVveyaCTzt1gMJuQeMLDcQ2YFWT7WfmOteoLdrSZGHtYr+R0zOSluTDTY4T7uBq5pabsZZgbaN5/mhDAGHpYX8JP8mYUj8eo4GvwwsNxAZgV5MbyHJ3UzAKueYPM15K8zcTuiRwJedHcDByvogXv8Ivxvx7MzhjOPeWPzCj0S8MgsdhebKKHwlKLnSPL1gPhgTCv0qMDAEhedGfi7v3KTVUGWh2MkIQSAgSU2z+ZbFh6ztPz4MAYKkFVJ7b5qg9AjCz8JIqJqoTdbYaI/M/Mry41W+nUVXZRn8ZdCVAC2sBACwIvuorJHTVZGMh9M4yb6k+jDlqgA5o3xbPfuVwg9sjCwxKKTh/1lpPg/JQDw2hPsC6NZf1mfb0Lo0YJHb7H4opI8pfjpOVaYVgh1h4ElFnvUZNU43BwI9QY/IU5Vpae1HT2MV7fQm2302VG4ORDqDX5CnOrNQjI2y7y8gD9fd1dvq303yYoI1gO3BkK9wo+I81gInKsj370g+XkQs+yk5UJDV2YJna2WY2crhPqCdwmd59+NdIwPE+7DvDWBMfKwW01iAzkA+KaRShiIxl/TQqgveFR3nhMamhDalUq/jmS/uk20RgCAgxVk+VhMK4T6hoHlPCdryLyQrhU+TAYLwtjPygkFyK6kL+L5IEIOwM+Jk+gtUNpMf27zUPZV49jdalJYR/2kMGEotrAQ6hsGlpOcqaXTFYyXzTXD2cGMkYeNxTx+txkhB+FHxUlOaMi80LvWNgPw2hPshQb6Ij49BiHH4F1CJzlRQ/f83P7wsDKSbeykj/tiYCHkEGxhOUO9Aar1dFq3X1FWeMJHM/AnthByFAbWgDMT2PwN/4sw9gF+NBAhZAtPCQeW1gjLTlo8WMici6saoYeFLawB1G6G2BzLk8OYf/1C4id1dTUIuT887A+gzAoyfiiTHoNXqRDqH9jCGkC71eS343ENI9Rv8OM0UK7cofUGSAzFK+0I9RsMrC5arfb48ePV1dX9tcBPVWTVE3hnEKH+hIEFAHDt2rW0tLT4+PiCgoKcnJyHX6DeAgcryMpIjCuE+hMGFgDAn/70p5UrV0ql0qSkpG3btlFK+35PrzLLydNBbKgXBhZC/QkDCwCgoKBgxIgRAMAwjMFgKCsre5ilafQ0/QpZjb8ogVB/w24NQAhpbGz08vISXvr4+NTV1UVERFhnaG5uVqvVc+fOtY55++23ExMTASClGD6c1u5p02/h0h3m5fPS1yP5Wf6d7e1O+hd6QQjp7Ox8+DbjgDIYDFKplONE3f9Dr9czjNibzOIv0mg0MgwjlfbQL9HT01Mi6SORMLBA+DDzPC+8JIRYhwV+fn7BwcHvvvuudcykSZPkcjkANJpNO8s93ovu2kWOVtFV58nun7HPjuIARNFVlBDCMIxQrWgJe7DIA4vneZGvRnCHIjmOu1dgsWzfJyUYWMBxXEBAgE6nE7a0TqcbPny47QwSicTPz09oUtn58EnL08e5X0VIRvswV+/Q187xXy+QTFOI6xDHsqwju4ILsT9ydSG9EX+F4A5FsizLMMwDFynq/81p4uPjm5ub4cfW1rhx4xx8Y5icrpvEpSiJ1ghLTvDpMZzY0gqhwQQDCwAgNTX1s88+o5RmZ2cnJyff17nJhij2WgudddSy+DHmVxG4PhEaQHhKCAAQExMzatSo48ePjxkzZunSpff1XhkHu+K4/1GTP08X9SUYhAYBDKwuwcHBwcHBD/behFAmIRTTCqEBh6cwD44QMnnyZFdX0YfTp0+//vrrrq6iD+++++6RI0dcXUUf4uLi2traXF1Fb1Qq1f2eHzjfjh07Pv300wd+OwbWg6OUVlVVubqKPrS2tra2trq6ij60trZqtVpXV9GH+vr6zs5OV1fRm7a2tjt37ri6ij485LbGwEIIuQ0MLISQ28CL7n3jeb6tre3EiRN24wkhlNLu40XlypUrjY2NIi+ypqZGpVKJvEiTyXT27NmhQ4e6upB7UqvVPe6oolJZWSmVSnsscuzYsWPGjOn97Yz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+ "image/svg+xml": [ + "\n", + "\n", + "\n", + " \n", + " \n", + " \n", + "\n", + "\n", + "\n", + " \n", + " \n", + " \n", + "\n", + "\n", + "\n", + " \n", + " \n", + " \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/html": [ + "" + ] + }, + "execution_count": 155, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "entropy_analysis = EntropyConservationAnalysis(results_path, \n", + " conservation_law, spatial_discretization)\n", + "entropy_results = analyze(entropy_analysis, load_time_steps(results_path))\n", + "entropy = plot(entropy_results, ylabel=\"Entropy\", size=(400,300), fmt=:png) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now visualize the density field as a `.vtu` file, for example, in ParaView." + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "metadata": {}, + "outputs": [], + "source": [ + "for i in eachindex(sol.u)\n", + " postprocess_vtk(spatial_discretization, string(results_path,\n", + " \"solution_\",i,\".vtu\"), sol.u[i], variable_name=\"Density\")\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.07288499288108677" + ] + }, + "execution_count": 157, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "maximum(spatial_discretization.geometric_factors.Λ_q[:,1,1,1]) - minimum(spatial_discretization.geometric_factors.Λ_q[:,1,1,1])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Julia 1.9.3", + "language": "julia", + "name": "julia-1.9" + }, + "language_info": { + "file_extension": ".jl", + "mimetype": "application/julia", + "name": "julia", + "version": "1.9.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/euler_vortex_2d.ipynb b/examples/euler_vortex_2d.ipynb index 46a46619..9ecc1e5b 100644 --- a/examples/euler_vortex_2d.ipynb +++ b/examples/euler_vortex_2d.ipynb @@ -4,14 +4,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# `StableSpectralElements.jl` - 3D Euler example using entropy-stable discretization\n", + "# `StableSpectralElements.jl` - 2D Euler example using entropy-stable discretization\n", "\n", "First, let's load the packages used in this example." ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 148, "metadata": { "scrolled": false }, @@ -44,14 +44,14 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 149, "metadata": { "scrolled": true }, "outputs": [], "source": [ "mach_number = 0.4\n", - "angle = 0.0\n", + "angle = π/3\n", "L = 1.0\n", "γ=1.4\n", "T = L/mach_number # end time\n", @@ -59,7 +59,7 @@ "\n", "conservation_law = EulerEquations{2}(γ)\n", "exact_solution = IsentropicVortex(conservation_law, θ=angle,\n", - " Ma=mach_number, β=strength, R=1.0/10.0, x_0=(L/2,L/2));" + " Ma=mach_number, β=0.0, R=1.0/10.0, x_0=(L/2,L/2));" ] }, { @@ -71,22 +71,22 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 169, "metadata": {}, "outputs": [], "source": [ - "p = 3\n", + "p = 4\n", "M = 4\n", "\n", "form = FluxDifferencingForm(inviscid_numerical_flux=LaxFriedrichsNumericalFlux())\n", "\n", - "reference_approximation = ReferenceApproximation(ModalMulti(p), Tri(), mapping_degree=p)\n", + "reference_approximation = ReferenceApproximation(ModalTensor(p), Tri(), mapping_degree=p)\n", "\n", "uniform_mesh = uniform_periodic_mesh(reference_approximation, ((0.0,L),(0.0,L)), (M,M))\n", "\n", - "mesh = warp_mesh(uniform_mesh, reference_approximation, ChanWarping(1/16, (L,L)))\n", + "mesh = warp_mesh(uniform_mesh, reference_approximation, ChanWarping(1.0/16, (L,L)))\n", "\n", - "spatial_discretization = SpatialDiscretization(mesh, reference_approximation, project_jacobian=true)\n", + "spatial_discretization = SpatialDiscretization(mesh, reference_approximation)\n", "\n", "results_path = save_project(conservation_law,\n", " spatial_discretization, exact_solution, form, (0.0, T),\n", @@ -105,917 +105,949 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 170, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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measured: 3.24s / 97.8% 460MiB / 99.3% \n", + " Tot / % measured: 40.4s / 17.2% 3.59GiB / 82.3% \n", "\n", " Section ncalls time %tot avg alloc %tot avg\n", " ────────────────────────────────────────────────────────────────────────────────\n", - " semi-disc. residual 6.50k 3.17s 100.0% 487μs 457MiB 100.0% 72.0KiB\n", - " time deriv. 208k 1.73s 54.6% 8.32μs 0.00B 0.0% 0.00B\n", - " nodal values 208k 1.39s 44.0% 6.70μs 457MiB 100.0% 2.25KiB\n", + " semi-disc. residual 8.20k 6.95s 100.0% 847μs 2.96GiB 100.0% 378KiB\n", + " time deriv. 262k 3.42s 49.2% 13.0μs 1.35GiB 45.5% 5.38KiB\n", + " nodal values 262k 2.94s 42.4% 11.2μs 1.61GiB 54.5% 6.44KiB\n", "\u001b[0m\u001b[1m ────────────────────────────────────────────────────────────────────────────────\u001b[22m\n" ] } @@ -1058,7 +1090,7 @@ "N_t = 25*M*(p+1)\n", "reset_timer!()\n", "sol = solve(ode, DP8(), adaptive=false, dt=T/N_t, save_everystep=false, \n", - " callback=save_callback(results_path, (0.0,T), floor(Int, N_t/50)))\n", + " callback=save_callback(results_path, (0.0,T), 5))\n", "print_timer()" ] }, @@ -1071,7 +1103,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 172, "metadata": { "scrolled": true }, @@ -1081,7 +1113,7 @@ "output_type": "stream", "text": [ "L2 error:\n", - "[0.015566943395916555, 0.04163506188488349, 0.04106220361795683, 0.04329110006873412]\n" + "[1.982043017142168e-14, 5.332689591444167e-14, 7.635718844096754e-14, 4.755526624443788e-14]\n" ] } ], @@ -1101,181 +1133,158 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 168, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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spatial_discretization),\n", + " load_time_steps(results_path), normalize=false)\n", + "\n", + "conservation_plot = plot(conservation, ylabel=\"Conservation metric\", 1, \n", + " net_change=false, label=\"\\$\\\\rho\\$\", size=(400,300), fmt=:png, ylims=[-1e-13,1e-13])\n", + "plot!(conservation_plot, conservation, label=\"\\$\\\\rho V_1\\$\", 2, net_change=false)\n", + "plot!(conservation_plot, conservation, label=\"\\$\\\\rho V_2\\$\", 3, net_change=false)\n", + "plot!(conservation_plot, conservation, label=\"\\$E\\$\", 4, net_change=false)" + ] + }, + { + "cell_type": "code", + "execution_count": 174, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" ], "text/html": [ - "" + "" ] }, - "execution_count": 25, + "execution_count": 174, "metadata": {}, "output_type": "execute_result" } @@ -1283,14 +1292,13 @@ "source": [ "conservation = analyze(PrimaryConservationAnalysis(results_path, \n", " conservation_law, spatial_discretization),\n", - " load_time_steps(results_path), normalize=false)\n", + " load_time_steps(results_path), normalize=true)\n", "\n", - "mass = plot(conservation, ylabel=\"Mass\", 1)\n", - "xmom = plot(conservation, ylabel=\"Momentum (\\$x_1\\$)\", 2)\n", - "ymom = plot(conservation, ylabel=\"Momentum (\\$x_2\\$)\", 3)\n", - "energy = plot(conservation, ylabel=\"Energy\", 4)\n", - "\n", - "plot(mass, energy, xmom, ymom, size=(600,500), margin=5mm, fmt=:png)" + "conservation_plot = plot(conservation, ylabel=\"Conservation metric\", 1, \n", + " net_change=false, label=\"\\$\\\\rho\\$\", size=(400,300), fmt=:png, ylims=[-1e-13,1e-13])\n", + "plot!(conservation_plot, conservation, label=\"\\$\\\\rho V_1\\$\", 2, net_change=false)\n", + "plot!(conservation_plot, conservation, label=\"\\$\\\\rho V_2\\$\", 3, net_change=false)\n", + "plot!(conservation_plot, conservation, label=\"\\$E\\$\", 4, net_change=false)" ] }, { @@ -1302,71 +1310,69 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 155, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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-1396,6 +1402,33 @@ " \"solution_\",i,\".vtu\"), sol.u[i], variable_name=\"Density\")\n", "end" ] + }, + { + "cell_type": "code", + "execution_count": 157, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.07288499288108677" + ] + }, + "execution_count": 157, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "maximum(spatial_discretization.geometric_factors.Λ_q[:,1,1,1]) - minimum(spatial_discretization.geometric_factors.Λ_q[:,1,1,1])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/src/Analysis/conservation.jl b/src/Analysis/conservation.jl index 9a099909..af705730 100644 --- a/src/Analysis/conservation.jl +++ b/src/Analysis/conservation.jl @@ -4,11 +4,11 @@ abstract type AbstractConservationAnalysisResults <: AbstractAnalysisResults end """ Evaluate change in ∫udx """ -struct PrimaryConservationAnalysis <: ConservationAnalysis - WJ::Vector{Diagonal} +struct PrimaryConservationAnalysis{V_type} <: ConservationAnalysis + WJ::Vector{Diagonal{Float64, Vector{Float64}}} N_c::Int N_e::Int - V::LinearMap + V::V_type results_path::String dict_name::String end @@ -16,22 +16,23 @@ end """ Evaluate change in ∫½u²dx """ -struct EnergyConservationAnalysis <: ConservationAnalysis - mass_solver::AbstractMassMatrixSolver +struct EnergyConservationAnalysis{V_type, MassSolver} <: ConservationAnalysis + mass_solver::MassSolver N_c::Int N_e::Int - V::LinearMap + V::V_type results_path::String dict_name::String end -struct EntropyConservationAnalysis <: ConservationAnalysis - mass_solver::AbstractMassMatrixSolver - WJ::Vector{Diagonal} - conservation_law::AbstractConservationLaw +struct EntropyConservationAnalysis{V_type, MassSolver, + ConservationLaw} <: ConservationAnalysis + mass_solver::MassSolver + WJ::Vector{Diagonal{Float64, Vector{Float64}}} + conservation_law::ConservationLaw N_c::Int N_e::Int - V::LinearMap + V::V_type results_path::String dict_name::String end @@ -285,20 +286,24 @@ end end @recipe function plot(results::ConservationAnalysisResultsWithDerivative, - e::Int=1) + e::Int=1; net_change=true, derivative=true) xlabel --> latexstring("t") labels = [LaTeXString("Net change"), LaTeXString("Time derivative")] fontfamily --> "Computer Modern" - @series begin - linestyle --> :solid - label --> labels[1] - results.t, results.E[:,e] .- first(results.E[:,e]) + if net_change + @series begin + linestyle --> :solid + label --> labels[1] + results.t, results.E[:,e] .- first(results.E[:,e]) + end end - @series begin - linestyle --> :dot - label --> labels[2] - results.t, results.dEdt[:,e] + if derivative + @series begin + linestyle --> :dot + label --> labels[2] + results.t, results.dEdt[:,e] + end end end \ No newline at end of file diff --git a/src/ConservationLaws/ConservationLaws.jl b/src/ConservationLaws/ConservationLaws.jl index b4717362..eef35381 100644 --- a/src/ConservationLaws/ConservationLaws.jl +++ b/src/ConservationLaws/ConservationLaws.jl @@ -123,7 +123,8 @@ module ConservationLaws initial_data::AbstractGridFunction{d}; periodic::Bool=false) where {d, PDEType, N_c} - return new{d,typeof(conservation_law),typeof(initial_data),typeof(conservation_law.source_term)}( + return new{d,typeof(conservation_law),typeof(initial_data), + typeof(conservation_law.source_term)}( conservation_law, initial_data, periodic, N_c) end end diff --git a/src/ConservationLaws/euler_navierstokes.jl b/src/ConservationLaws/euler_navierstokes.jl index f21edf6a..8e7cc046 100644 --- a/src/ConservationLaws/euler_navierstokes.jl +++ b/src/ConservationLaws/euler_navierstokes.jl @@ -220,50 +220,6 @@ end return SVector{d+2}(f_ρ, (f_ρ*V_avg[m] + p_avg*n[m] for m in 1:d)..., f_ρ*C + 0.5*(p_L*Vn_R + p_R*Vn_L)) end - - -""" -Isentropic vortex problem, taken verbatim from the Trixi.jl examples (https://github.com/trixi-framework/Trixi.jl/blob/main/examples/tree_2d_dgsem/elixir_euler_vortex.jl). - -Domain should be [-10,10] × [-10,10]. -""" -struct TrixiIsentropicVortex <: AbstractGridFunction{2} - γ::Float64 - strength::Float64 - N_c::Int - function TrixiIsentropicVortex(conservation_law::EulerEquations{2}, - strength::Float64=5.0) - return new(conservation_law.γ,strength,4) - end -end - -function evaluate(f::TrixiIsentropicVortex, x::NTuple{2,Float64},t::Float64=0.0) - inicenter = SVector(0.0, 0.0) - iniamplitude = f.strength - - # base flow - gamma = f.γ - rho = 1.0 - v1 = 1.0 - v2 = 1.0 - vel = SVector(v1, v2) - p = 25.0 - - rt = p / rho - t_loc = 0.0 - cent = inicenter + vel*t_loc - cent = SVector(x) - cent - cent = SVector(-cent[2], cent[1]) - r2 = cent[1]^2 + cent[2]^2 - du = iniamplitude / (2*π) * exp(0.5 * (1 - r2)) - dtemp = -(gamma - 1) / (2 * gamma * rt) * du^2 - rho = rho * (1 + dtemp)^(1 / (gamma - 1)) - vel = vel + du * cent - v1, v2 = vel - p = p * (1 + dtemp)^(gamma / (gamma - 1)) - return [rho, rho*v1, rho*v2, p/(gamma-1) + 0.5*rho*(v1^2 + v2^2)] -end - struct IsentropicVortex <: AbstractGridFunction{2} γ::Float64 Ma::Float64 @@ -281,7 +237,8 @@ struct IsentropicVortex <: AbstractGridFunction{2} end end -function evaluate(f::IsentropicVortex, x::NTuple{2,Float64},t::Float64=0.0) +@inline function evaluate(f::IsentropicVortex, x::NTuple{2,Float64}, + t::Float64=0.0) (; γ, Ma, θ, R, β, σ², x_0) = f x_rel = ((x[1] - x_0[1])/R, (x[2] - x_0[2])/R) Ω = β*exp(-0.5/σ² * (x_rel[1]^2 + x_rel[2]^2)) @@ -291,7 +248,7 @@ function evaluate(f::IsentropicVortex, x::NTuple{2,Float64},t::Float64=0.0) v = (Ma*cos(θ) + dv[1], Ma*sin(θ) + dv[2]) p = (ρ^γ)/γ E = p/(γ-1) + 0.5*ρ*(v[1]^2 + v[2]^2) - return [ρ, ρ*v[1], ρ*v[2], E] + return SVector{4}(ρ, ρ*v[1], ρ*v[2], E) end """ @@ -314,11 +271,11 @@ struct EulerPeriodicTest{d} <: AbstractGridFunction{d} end end -function evaluate(f::EulerPeriodicTest{d}, +@inline function evaluate(f::EulerPeriodicTest{d}, x::NTuple{d,Float64},t::Float64=0.0) where {d} ρ = 1.0 + f.strength*sin(2π*sum(x[m] for m in 1:d)/f.L) - return [ρ, fill(ρ,d)..., 1.0/(f.γ-1.0) + 0.5*ρ*d] + return SVector{d+2}(ρ, fill(ρ,d)..., 1.0/(f.γ-1.0) + 0.5*ρ*d) end """Inviscid 3D Taylor-Green vortex, I think I got this version of it from Shadpey and Zingg, "Entropy-Stable Multidimensional Summation-by-Parts Discretizations on hp-Adaptive Curvilinear Grids for Hyperbolic Conservation Laws," JSC 2020. @@ -335,7 +292,8 @@ struct TaylorGreenVortex <: AbstractGridFunction{3} end end -function evaluate(f::TaylorGreenVortex, x::NTuple{3,Float64}, t::Float64=0.0) +@inline function evaluate(f::TaylorGreenVortex, + x::NTuple{3,Float64}, t::Float64=0.0) p = 1.0/(f.γ * f.Ma^2) + 1.0/16 * (2*cos(2*x[1]) + 2*cos(2*x[2]) + @@ -343,5 +301,5 @@ function evaluate(f::TaylorGreenVortex, x::NTuple{3,Float64}, t::Float64=0.0) u = sin(x[1])*cos(x[2])*cos(x[3]) v = -cos(x[1])*sin(x[2])*cos(x[3]) - return [1.0, u, v, 0.0, p/(f.γ-1.0) + 0.5*ρ*(u^2 + v^2)] + return SVector{5}(1.0, u, v, 0.0, p/(f.γ-1.0) + 0.5*ρ*(u^2 + v^2)) end \ No newline at end of file diff --git a/src/SpatialDiscretizations/SpatialDiscretizations.jl b/src/SpatialDiscretizations/SpatialDiscretizations.jl index 6b8609e3..0e806a9c 100644 --- a/src/SpatialDiscretizations/SpatialDiscretizations.jl +++ b/src/SpatialDiscretizations/SpatialDiscretizations.jl @@ -13,7 +13,7 @@ module SpatialDiscretizations @reexport using StartUpDG: RefElemData, AbstractElemShape, Line, Quad, Tri, Tet, Hex, SBP export AbstractApproximationType, AbstractTensorProduct, AbstractMultidimensional, - NodalTensor, ModalTensor, ModalMulti, NodalMulti, ModalMultiDiagE, NodalMultiDiagE, AbstractReferenceMapping, AbstractMetrics, ExactMetrics, ChanWilcoxMetrics, NoMapping, ReferenceApproximation, GeometricFactors, SpatialDiscretization, apply_reference_mapping, reference_derivative_operators, check_normals, check_facet_nodes, check_sbp_property, centroids, trace_constant, dim, χ, warped_product + NodalTensor, ModalTensor, ModalMulti, NodalMulti, ModalMultiDiagE, NodalMultiDiagE, AbstractReferenceMapping, AbstractMetrics, ExactMetrics, ConservativeCurlMetrics, ChanWilcoxMetrics, NoMapping, ReferenceApproximation, GeometricFactors, SpatialDiscretization, apply_reference_mapping, reference_derivative_operators, check_normals, check_facet_nodes, check_sbp_property, centroids, trace_constant, dim, χ, warped_product abstract type AbstractApproximationType end abstract type AbstractTensorProduct <: AbstractApproximationType end @@ -59,7 +59,8 @@ module SpatialDiscretizations abstract type AbstractMetrics end struct ExactMetrics <: AbstractMetrics end - struct ChanWilcoxMetrics <: AbstractMetrics end + struct ConservativeCurlMetrics <: AbstractMetrics end + const ChanWilcoxMetrics = ConservativeCurlMetrics """Operators for local approximation on reference element""" struct ReferenceApproximation{RefElemType, ApproxType, D_type, V_type, diff --git a/src/SpatialDiscretizations/mesh.jl b/src/SpatialDiscretizations/mesh.jl index 81b64f98..91d59ff4 100644 --- a/src/SpatialDiscretizations/mesh.jl +++ b/src/SpatialDiscretizations/mesh.jl @@ -15,8 +15,7 @@ struct ChanWarping{d} <: AbstractMeshWarping{d} end struct UniformWarping{d} <: AbstractMeshWarping{d} - # Chan, Del Rey Fernandez, Carpenter (2019) - # Shadpey and Zingg (2020) + # Chan, Del Rey Fernandez, Carpenter (2019) or Shadpey and Zingg (2020) factor::Float64 L::NTuple{d,Float64} end @@ -276,10 +275,8 @@ function GeometricFactors(mesh::MeshData{d}, return GeometricFactors(J_q, Λ_q, J_f, nJf, nJq) end - -function GeometricFactors(mesh::MeshData{2}, - reference_element::RefElemData{2}, - ::ChanWilcoxMetrics) +function GeometricFactors(mesh::MeshData{2}, reference_element::RefElemData{2}, + ::ConservativeCurlMetrics) (; x, y) = mesh (; nrstJ, Dr, Ds, Vq, Vf) = reference_element @@ -337,8 +334,7 @@ function GeometricFactors(mesh::MeshData{2}, end function GeometricFactors(mesh::MeshData{3}, - reference_element::RefElemData{3}, - ::ChanWilcoxMetrics) + reference_element::RefElemData{3,Hex}, ::ConservativeCurlMetrics) (; x, y, z) = mesh (; nrstJ, Dr, Ds, Dt, Vq, Vf) = reference_element @@ -406,6 +402,96 @@ function GeometricFactors(mesh::MeshData{3}, return GeometricFactors(J_q, Λ_q, J_f, nJf, nJq) end +@views function GeometricFactors(mesh::MeshData{3}, + reference_element::RefElemData{3,Tet}, ::ConservativeCurlMetrics) + + (; x, y, z) = mesh + (; N, nrstJ) = reference_element + + # need a degree N+1 element on which to compute the argument of the curl + # operator, which is approximated as a degree N+1 polynomial + reference_element_Nplus1 = RefElemData(Tet(),reference_element.N+1) + N_to_Nplus1 = vandermonde(Tet(), N, + reference_element_Nplus1.r, reference_element_Nplus1.s, + reference_element_Nplus1.t) / reference_element.VDM + Nplus1_to_N = vandermonde(Tet(), N+1, + reference_element.r, reference_element.s, + reference_element.t) / reference_element_Nplus1.VDM + + # before evaluating metrics at quadrature nodes, they are brought + # back to degree N interpolation nodes -- this is exact since they + # were lowered a degree by taking the curl + Vq = reference_element.Vq * Nplus1_to_N + Vf = reference_element.Vf * Nplus1_to_N + + # note, here we assume that mesh is same N_q, N_f every element + N_q = size(mesh.xyzq[1],1) + N_f = size(mesh.xyzf[1],1) + N_e = size(mesh.xyzq[1],2) + + # here we assume same number of nodes per face + N_fac = num_faces(reference_element.element_type) + nodes_per_face = N_f ÷ N_fac + + J_q = Matrix{Float64}(undef, N_q, N_e) + J_f = Matrix{Float64}(undef, N_f, N_e) + nJf = Array{Float64, 3}(undef, 3, N_f, N_e) + nJq = Array{Float64, 4}(undef, 3, N_fac, N_q, N_e) + Λ_q = Array{Float64, 4}(undef, N_q, 3, 3, N_e) + Λ_f = Array{Float64, 4}(undef, N_f, 3, 3, N_e) + + # Jacobian as degree N polynomial represented in degree N nodal basis + _, _, _, _, _, _, _, _, _, J = geometric_factors(x, y, z, + reference_element.Dr, reference_element.Ds, reference_element.Dt) + mul!(J_q, reference_element.Vq, J) + + # Metric terms as degree N polynomials represented in degree N+1 nodal basis + rxJ, sxJ, txJ, ryJ, syJ, tyJ, rzJ, szJ, tzJ, _ = geometric_factors( + N_to_Nplus1*x, N_to_Nplus1*y, N_to_Nplus1*z, + reference_element_Nplus1.Dr, + reference_element_Nplus1.Ds, + reference_element_Nplus1.Dt) + + # Evaluate metric at volume quadrature nodes + mul!(Λ_q[:,1,1,:], Vq, rxJ) + mul!(Λ_q[:,2,1,:], Vq, sxJ) + mul!(Λ_q[:,3,1,:], Vq, txJ) + mul!(Λ_q[:,1,2,:], Vq, ryJ) + mul!(Λ_q[:,2,2,:], Vq, syJ) + mul!(Λ_q[:,3,2,:], Vq, tyJ) + mul!(Λ_q[:,1,3,:], Vq, rzJ) + mul!(Λ_q[:,2,3,:], Vq, szJ) + mul!(Λ_q[:,3,3,:], Vq, tzJ) + + # Evaluate metric at volume facet quadrature nodes + mul!(Λ_f[:,1,1,:], Vf, rxJ) + mul!(Λ_f[:,2,1,:], Vf, sxJ) + mul!(Λ_f[:,3,1,:], Vf, txJ) + mul!(Λ_f[:,1,2,:], Vf, ryJ) + mul!(Λ_f[:,2,2,:], Vf, syJ) + mul!(Λ_f[:,3,2,:], Vf, tyJ) + mul!(Λ_f[:,1,3,:], Vf, rzJ) + mul!(Λ_f[:,2,3,:], Vf, szJ) + mul!(Λ_f[:,3,3,:], Vf, tzJ) + + # compute normals + @inbounds for k in 1:N_e + for i in 1:N_q, f in 1:N_fac + n_ref = Tuple(nrstJ[m][nodes_per_face*(f-1)+1] for m in 1:3) + for n in 1:3 + nJq[n,f,i,k] = sum(Λ_q[i,m,n,k]*n_ref[m] for m in 1:3) + end + end + for i in 1:N_f + for m in 1:3 + nJf[m,i,k] = sum(Λ_f[i,n,m,k]*nrstJ[n][i] for n in 1:3) + end + J_f[i,k] = sqrt(sum(nJf[m,i,k]^2 for m in 1:3)) + end + end + return GeometricFactors(J_q, Λ_q, J_f, nJf, nJq) +end + function uniform_periodic_mesh( reference_approximation::ReferenceApproximation{<:RefElemData{3, Tet}, <:Union{NodalTensor,ModalTensor}}, diff --git a/test/burgers_fluxdiff_1d.jl b/test/burgers_fluxdiff_1d.jl index f9e846f2..ad54c453 100644 --- a/test/burgers_fluxdiff_1d.jl +++ b/test/burgers_fluxdiff_1d.jl @@ -7,6 +7,7 @@ function burgers_fluxdiff_1d() M = 20 p = 7 + form = FluxDifferencingForm( inviscid_numerical_flux=EntropyConservativeNumericalFlux()) @@ -28,7 +29,7 @@ function burgers_fluxdiff_1d() h = L / (reference_approximation.N_p * spatial_discretization.N_e) dt = CFL * h / 1.0 - sol = solve(ode_problem, CarpenterKennedy2N54(), adaptive=false, dt=dt, + solve(ode_problem, CarpenterKennedy2N54(), adaptive=false, dt=dt, save_everystep=false, callback=save_callback(results_path, (0.0,T), floor(Int, T/(dt*50)))) diff --git a/test/euler_1d_gauss.jl b/test/euler_1d_gauss.jl index 9eed12c8..6ff9530a 100644 --- a/test/euler_1d_gauss.jl +++ b/test/euler_1d_gauss.jl @@ -27,7 +27,7 @@ function euler_1d_gauss() inviscid_numerical_flux=EntropyConservativeNumericalFlux()) ode = semidiscretize(conservation_law, spatial_discretization, exact_sol, - form, (0.0, T), ReferenceOperator()) + form, (0.0, T), ReferenceOperator(), BLASAlgorithm()) results_path = save_project(conservation_law, spatial_discretization, exact_sol, form, (0.0, T), diff --git a/test/euler_3d.jl b/test/euler_3d.jl new file mode 100644 index 00000000..dad13a9b --- /dev/null +++ b/test/euler_3d.jl @@ -0,0 +1,65 @@ + +function euler_3d(M::Int=2) + L = 2.0 + T = L + Ω = ((0.0,L),(0.0,L),(0.0,L)) + + conservation_law = EulerEquations{3}(1.4) + exact_solution = EulerPeriodicTest(conservation_law); + + p = 4 + + form = FluxDifferencingForm( + inviscid_numerical_flux=EntropyConservativeNumericalFlux()) + + reference_approximation = ReferenceApproximation(NodalTensor(p), Hex(), + mapping_degree=p) + + uniform_mesh = uniform_periodic_mesh(reference_approximation, Ω, (M,M,M)) + + mesh = warp_mesh(uniform_mesh, reference_approximation, + ChanWarping(1/16, (L,L,L))) + + spatial_discretization = SpatialDiscretization(mesh, + reference_approximation, ConservativeCurlMetrics()) + + results_path = save_project(conservation_law, + spatial_discretization, exact_solution, form, (0.0, T), + "results/euler_periodic_3d/", overwrite=true, clear=true) + + ode = semidiscretize(conservation_law, spatial_discretization, + exact_solution, form, (0.0, T), parallelism=Serial()) + + N_t = 25*M*(p+1) + sol = solve(ode, DP8(), adaptive=false, dt=T/N_t, save_everystep=false, + callback=save_callback(results_path, (0.0,T), floor(Int, N_t/50))) + + error_analysis = ErrorAnalysis(results_path, conservation_law, + spatial_discretization) + + error = analyze(error_analysis, last(sol.u), exact_solution, T) + + conservation = analyze(PrimaryConservationAnalysis(results_path, + conservation_law, spatial_discretization), + load_time_steps(results_path), normalize=false) + entropy_analysis = EntropyConservationAnalysis(results_path, + conservation_law, spatial_discretization) + entropy_results = analyze(entropy_analysis, load_time_steps(results_path)) + + mass = plot(conservation, ylabel="Mass", 1) + xmom = plot(conservation, ylabel="Momentum (\$x_1\$)", 2) + ymom = plot(conservation, ylabel="Momentum (\$x_2\$)", 3) + zmom = plot(conservation, ylabel="Momentum (\$x_3\$)", 4) + energy = plot(conservation, ylabel="Energy", 5) + entropy = plot(entropy_results, ylabel="Entropy") + + plt = plot(mass, energy, xmom, ymom, zmom, entropy, size=(800,400)) + savefig(plt, string(results_path, "conservation_metrics.pdf")) + + for i in eachindex(sol.u) + postprocess_vtk(spatial_discretization, string(results_path, + "solution_",i,".vtu"), sol.u[i], variable_name="Density") + end + + return error, conservation.E[end,:] - conservation.E[1,:], maximum(abs.(entropy_results.dEdt[:,1])) +end \ No newline at end of file diff --git a/test/euler_vortex_2d_modal.jl b/test/euler_vortex_2d_modal.jl index 3d11448f..e01639f5 100644 --- a/test/euler_vortex_2d_modal.jl +++ b/test/euler_vortex_2d_modal.jl @@ -35,7 +35,7 @@ function euler_vortex_2d_modal(M::Int=4) dt = T/1000 ode = semidiscretize(conservation_law, - spatial_discretization, exact_solution, form, (0.0, T), ReferenceOperator(), BLASAlgorithm()) + spatial_discretization, exact_solution, form, (0.0, T), ReferenceOperator()) sol = solve(ode, CarpenterKennedy2N54(), dt=dt, adaptive=false, save_everystep=false, diff --git a/test/euler_vortex_2d_nodal_diage.jl b/test/euler_vortex_2d_nodal_diage.jl index 9c9dbc66..1c61d5a4 100644 --- a/test/euler_vortex_2d_nodal_diage.jl +++ b/test/euler_vortex_2d_nodal_diage.jl @@ -56,5 +56,10 @@ function euler_vortex_2d_diage(M::Int=4) conservation_law, spatial_discretization, mass_solver) entropy_results = analyze(entropy_analysis, load_time_steps(results_path)) + for i in eachindex(sol.u) + postprocess_vtk(spatial_discretization, string(results_path, + "solution_",i,".vtu"), sol.u[i], variable_name="Density") + end + return error_results, conservation_results.E[end,:] - conservation_results.E[1,:], maximum(abs.(entropy_results.dEdt[:,1])) end \ No newline at end of file diff --git a/test/runtests.jl b/test/runtests.jl index aba3081c..b2be4952 100644 --- a/test/runtests.jl +++ b/test/runtests.jl @@ -1,5 +1,5 @@ push!(LOAD_PATH,"../") -using Test, StableSpectralElements, OrdinaryDiffEq, TimerOutputs, StaticArrays +using Test, StableSpectralElements, OrdinaryDiffEq, TimerOutputs, StaticArrays, Plots include("test_driver.jl") include("burgers_fluxdiff_1d.jl") @@ -7,10 +7,10 @@ include("euler_1d_gauss.jl") include("euler_vortex_2d_nodal_diage.jl") include("euler_vortex_2d_modal.jl") include("advection_3d.jl") +include("euler_3d.jl") const tol = 1.0e-10 const p = 4 - @testset "Advection-Diffusion 1D ModalMulti" begin (l2, conservation, _) = test_driver( ReferenceApproximation(ModalMulti(p), Line()), @@ -91,7 +91,17 @@ end @testset "Advection 3D Energy-Conservative ModalTensor Tet" begin (l2, conservation, energy) = advection_3d() - @test l2 ≈ 0.18698123719889992 atol=tol + @test l2 ≈ 0.1876141674772107 atol=tol @test conservation ≈ 0.0 atol=tol @test energy ≈ 0.0 atol=tol +end + +@testset "Euler 3D NodalTensor Hex" begin + (l2, conservation, entropy) = euler_3d() + + @test l2 ≈ [0.18342164491797003, 0.1834216449179776, + 0.18342164491796725, 0.18342164491796784, 0.2751324673769553] atol=tol + @test conservation ≈ [0.0, 0.0, 0.0, 0.0, 0.0] atol=tol + @test entropy ≈ 0.0 atol=tol + end \ No newline at end of file