From 8b21065063b280273ab8d0de4c598e450fb879a1 Mon Sep 17 00:00:00 2001 From: Mykola Lukashchuk Date: Thu, 19 Jun 2025 17:16:38 +0200 Subject: [PATCH 1/2] refactor: CVI -> CVIProjection --- ...tational Variational Message Passing.ipynb | 1437 +++++------------ .../Project.toml | 2 + .../call_closed_prod.jl | 26 + 3 files changed, 438 insertions(+), 1027 deletions(-) create mode 100644 examples/Advanced Examples/Conjugate-Computational Variational Message Passing/call_closed_prod.jl diff --git a/examples/Advanced Examples/Conjugate-Computational Variational Message Passing/Conjugate-Computational Variational Message Passing.ipynb b/examples/Advanced Examples/Conjugate-Computational Variational Message Passing/Conjugate-Computational Variational Message Passing.ipynb index e6ad7e48..5a726c21 100644 --- a/examples/Advanced Examples/Conjugate-Computational Variational Message Passing/Conjugate-Computational Variational Message Passing.ipynb +++ b/examples/Advanced Examples/Conjugate-Computational Variational Message Passing/Conjugate-Computational Variational Message Passing.ipynb @@ -9,11 +9,12 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ - "using RxInfer, Random, LinearAlgebra, Plots, Optimisers, StableRNGs, SpecialFunctions" + "using RxInfer, Random, LinearAlgebra, Plots, Optimisers, StableRNGs, SpecialFunctions, ExponentialFamilyProjection\n", + "include(\"call_closed_prod.jl\")" ] }, { @@ -41,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -54,294 +55,293 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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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", - "\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", - "\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", - "\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", + "\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", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" ], "text/html": [ "\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", - "\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", - "\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", - "\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", + "\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", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" ] }, - "execution_count": 3, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ @@ -376,7 +376,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -387,7 +387,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -399,16 +399,17 @@ " \n", " # specify estimate of initial location\n", " z[1] ~ Normal(mean = 0, precision = τ)\n", - " y[1] ~ Normal(mean = compute_squared_distance(z[1]), precision = γ)\n", + " μ[1] := compute_squared_distance(z[1])\n", + " y[1] ~ Normal(mean = μ[1], precision = γ)\n", "\n", " # loop over observations\n", " for t in 2:length(y)\n", "\n", " # specify state transition model\n", " z[t] ~ Normal(mean = z[t-1] + 1, precision = τ)\n", - "\n", + " μ[t] := compute_squared_distance(z[t])\n", " # specify non-linear observation model\n", - " y[t] ~ Normal(mean = compute_squared_distance(z[t]), precision = γ)\n", + " y[t] ~ Normal(mean = μ[t], precision = γ)\n", " \n", " end\n", "\n", @@ -431,12 +432,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ - "@meta function measurement_meta(rng, nr_samples, nr_iterations, optimizer)\n", - " compute_squared_distance() -> CVI(rng, nr_samples, nr_iterations, optimizer)\n", + "@meta function measurement_meta(rng)\n", + " compute_squared_distance() -> CVIProjection(rng)\n", "end;" ] }, @@ -444,35 +445,37 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In general, for any (non-)linear function `f()`, CVI can be enabled with the `@meta` macro as:\n", + "In general, for any (non-)linear function `f()`, CVIProjection can be enabled with the `@meta` macro as:\n", "\n", "```julia\n", "@meta function model_meta(...)\n", - " f() -> CVI(args...)\n", + " f() -> CVIProjection(args...)\n", "end\n", "```\n", "\n", - "See `?CVI` for more information about the `args...`." + "See `?CVIProjection` for more information about the `args...`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "In our model, the `z` variables are connected to the non-linear node function. So in order to run probabilstic inference with `CVI` we need to enforce a constraint on the joint posterior distribution. Specifically, we need to create a factorization in which the variables that are directly connected to non-linearities are assumed to be independent from the rest of the variables.\n", + "In our model, the `z` variables are connected to the non-linear node function. So in order to run probabilstic inference with `CVIProjection` we need to enforce a constraint on the joint posterior distribution. Specifically, we need to create a factorization in which the variables that are directly connected to non-linearities are assumed to be independent from the rest of the variables.\n", "\n", "In the above example, we will assume the following posterior factorization:" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "@constraints function measurement_constraints()\n", - " q(z, τ, γ) = q(z)q(τ)q(γ)\n", - "end;" + " q(z, μ, τ, γ) = q(z, μ)q(τ)q(γ)\n", + " μ(z) :: CallClosedProd()\n", + " q(z) :: CallClosedProd()\n", + "end;\n" ] }, { @@ -482,7 +485,7 @@ "This constraint can be explained by the set of two constraints, one for getting CVI to run, and one for assuming a mean-field factorization around the normal node as \n", "```julia\n", "@constraints function posterior_constraints() begin\n", - " q(z, γ) = q(z)q(γ) # CVI\n", + " q(z, γ) = q(z)q(γ) # CVIProjection\n", " q(z, τ) = q(z)q(τ) # the mean-field assumption around normal node\n", "end\n", "```" @@ -497,7 +500,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -505,20 +508,22 @@ "text/plain": [ "Inference results:\n", " Posteriors | available for (z)\n", - " Free Energy: | Real[506.224, 327.426, 325.122, 320.962, 315.966, 312.922, 311.014, 309.621, 308.792, 308.776 … 306.958, 306.514, 306.427, 306.842, 306.876, 306.751, 306.631, 306.762, 306.91, 306.734]\n" + " Free Energy: | Real[486.099, 388.135, 446.843, 444.126, 442.433, 440.128, 439.891, 439.905, 439.895, 439.887 … 439.811, 439.812, 439.813, 439.815, 439.815, 439.816, 439.819, 439.819, 439.821, 439.823]\n" ] }, - "execution_count": 8, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ "initialization = @initialization begin\n", " μ(z) = NormalMeanVariance(0, 5)\n", + " μ(μ) = NormalMeanVariance(0, 5)\n", + " \n", " q(z) = NormalMeanVariance(0, 5)\n", - " q(τ) = GammaShapeRate(1e-12, 1e-3)\n", - " q(γ) = GammaShapeRate(1e-12, 1e-3)\n", + " q(μ) = NormalMeanVariance(0, 5)\n", + " q(τ) = GammaShapeRate(1, 1)\n", + " q(γ) = GammaShapeRate(1, 1)\n", "end\n", "\n", "results = infer(\n", @@ -528,191 +533,194 @@ " free_energy = true,\n", " returnvars = (z = KeepLast(),),\n", " constraints = measurement_constraints(),\n", - " meta = measurement_meta(StableRNG(42), 1000, 1000, Optimisers.Descent(0.001)),\n", + " meta = measurement_meta(StableRNG(42)),\n", " initialization = initialization\n", ")" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAH0CAIAAACiskNFAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdd3yT5f4//tedpEma7kJbOqFQZil7Wi17yYaCqAdFROXnwOM6+hEVx/nIOd/POXiOuFFRBGoZKkMEFQSVvWTIKHSke9HdpkmT3L8/7jQtpW0SutvX8+Ef93Xd133fV2JL88413oIoiiAiIiIiIqKOR9bSHSAiIiIiIqKWwYCQiIiIiIiog2JASERERERE1EExICQiIiIiIuqgGBASERERERF1UAwIiYiIiIiIOigGhERERERERB0UA0IiIiIiIqIOigEhERERERFRB8WAkIiIiIiIqINq1QHhunXrLl++bC1WVFS0YGfaIrPZbDabW7oXbQx/zBzFd8xRZrPZZDK1dC/aGP6YAXj55ZfLy8utRb4njuI75ihRFPmPlaP4Y+Yoo9HY0l1oY0RRbPQ3rVUHhPv27bt06ZK1WP0PIdmjoqKCv2aO4o+Zo/iOOcpoNPIX01H8MQOwfv36goICa5HviaP0en1Ld6GNMZlMBoOhpXvRxvAX01F6vV4UxZbuRVtiNpsb/RezVQeERERERERE1HQYEBIREREREXVQDAiJiIiIiIg6KAaEREREREREHRQDQiIiIiIiog6KASEREREREVEHxYCQiIiIiIiog2JASERERERE1EExICQiIiIiIuqgGBASERERERF1UAwIiYiI2pXN8eagGOMTR0wt3REiImoDGBASEVErJwrGkpbuQ1uy+g9zWqn4wSVzSqnY0n0hIqLWjgEhERG1YmYDkmKF0oSW7kdbYqoMA4srWrQfRETUFihaugONb8WKFZmZmS3di1bBbDYDkMkY9jvAaDQqFLX8Xnh6en7yySfN3x+iDq2iGNoYlKXDO7ilu9KWqOSWAz0njRIRkS3tMCBcv379Bx98oFarW7oj1H6Iorho0SIGhETNSpcJbQwMhS3dj7aHASEREdmvHQaEAObOnevq6trSvaD2QwoIW7oXRB1J4SWkfAszpzzeDlXlvBCDuUX7QUREbUH7DAiJiKitEkXkHEbmfoAbotwmjhASEZH9GBASEVGrYTYibRfyz7V0P9o2BoRERGQ/BoRERNQ6GMugjUWptqX70eap5II0vqo3iYDQ0t0hIqJWjQEhERG1AuXZSNoMQ0FL96M9UFauIdRzDSEREdnCgJCIiFpaURxStsOkb+l+OODVV1+tqLDseTNkyJCFCxdKx2fPnl23bp3BYLj//vvHjRsnVRqNxo8++uj48eM9evT461//6unp2aR945RRIiKyHzPUERFRi8o7De3XbSsaBLBmzRqZTObl5eXl5eXi4iJVXrt2bezYsd27dx81atS8efMOHTok1T/33HNfffXVrFmzrly5cvfddzd136y7jDIgJCIimzhC2LQuXLjw1FNPHTx4sEb9U089NXz48AceeKB6ZU5OTlRU1OXLl2s0fvPNNz09PVesWHHb3bjnnnuWLFkybdq0276DJDs7u6ysrFu3blJx7ty5Tz311Pjx4xt4WyLqoEQzMvYi90RL9+M2Pf7440FBQdVr3nvvvYULFz7//PMAcnNz//3vf48ZM6agoODTTz89e/Zsr1695s6dGxgY+Pvvv995551N1zGOEBIRkf04Qti09Hp9SkrKrfVTp04dMGBAjUqTyZSYmHhr4xs3buTn5zekGzk5OWVlZQ25gyQmJua1116zFhcsWGANDomIHGPUIXFj240GAbzzzjsvv/zyrl27rDXHjh0bO3asdDx27NijR48COHfunKenZ69evQAoFIrIyEipvulUBYRcQ0hERLZwhLA5pKenb9q0SaVSLV682MvLC4CHh4dGo5HOJiUlffPNN2q1euLEidWv2rFjx/nz58eMGVO9UqfTbd++PTk5eejQoVOmTAFgMBi++OKLBQsWbNq0SafTLVq0KDg4uJ7OaLXaXbt2GQyGadOm9e3bV6o0Go3ffffdlStXfHx85syZ4+fnl56evm/fvpSUlKCgoEWLFmk0muzs7KNHj2q12k8++cTb2zs6Otrb21ulUkl3SEhI+P77700m07Rp03r37g0gLS3t+PHjQ4YM+frrr93d3R944AFXV9fGeUOJqK3T50Ebg/Kclu7H7ZPG+kpLS5944onvv//+o48+ApCZmdmpUyepQefOnW/cuGEwGKpXAvDx8cnIyLiNJxYVFS1dulStVkvFXr16vfLKK7W2FExy6e97ic5QUmK8jWe1S6WlpS3dhTbGaDRWVFSYTBxodkBpaakgcGtfB5SVlZnNZr5p9jOZTHq93my29ws/tVqtUNiI+DpAQLhjB9atg75ZVqfI5Rg6FG+8gWrve2Fh4YMPPjhlypTffvttw4YNJ0+eFAThgw8+uPPOO3v16nX9+vXIyMiHHnrI09PzL3/5i/Wq559//sCBAw899NA777xz8eJF6VRhYWFkZGRkZGRERMSbb7558ODB1atX63S6xx577Jtvvhk7dqxWqx05cuS1a9esC1pqOHv27JQpU5YtW6bRaKKior766qupU6caDIaxY8e6u7vPmDFDq9X++OOPixcvXr9+fVlZWXBw8KFDh/773/+eOnXKaDSWlZXp9fr8/Hy5XA7grbfeevnllwMDA0+cODF9+vTly5crFIo777wzNjZ2/Pjxly9ffuqpp8LDw6dOnbpnz55vvvnm559/buL/AUTUFpQmQxsLY9v+dL5x40bp4N577+3Vq9fKlSuDg4NVKpXBYJDq9Xq9QqFQKBRqtdq6/YxU7+PjcxtPVKvVc+bMsW5I4+/vb/1isQZXlQiYAZjlCo1GeRvPapfMZnNd7xjVSgoInZ2dW7ojbYnJZOKPmUNEUdRoNAwI7WcymeRyuf0/ZjKZ7Qmh7T0gNJlw331ojNmS9tq3D8OGYe5ca0VhYeGGDRv8/f0rKip8fX0TEhJ69OhhPfuvf/1r8eLF//jHPwD4+/s/9thjALKysj766KNr1675+/s/8cQT4eHhUuM1a9aMGjXq448/BrB48eKQkJAXX3xR+hVatWrV6NGjARw7duz333+XBg9v9dZbbz3xxBOrVq0CEBAQsHLlyqlTp65fv95sNv/www/VfxtXrlwpHSxfvvyOO+749ddfJ0yYMGHChNOnT7/44os1bvv6668///zzUr2vr++rr74qLSwsKirasmWLp6fn8uXLPT098/LyvL29G/T2ElFbl38Wqbshtp8xh7CwMFdX17S0tODg4KCgoOTkZKk+OTk5MDBQJpMFBQWlp6cbjUbpO9rk5OSRI0fexoOUSuWsWbO6dOkiFYuLi+v6M69WWL45NpgFez4KdBAymYzvhkNklVq6I20J3zFHSe8YA0L7iaLY6D9m7f1HVi5H797N+kSVCmFh1SsCAgL8/f0BODk5denSJTs7u/rZixcv3nHHHdJxZGSkdHDlypXg4GDpKplMZm1w6tSpU6dOTZo0adKkSdHR0Uaj8dq1a9KpIUOGSAfBwcE1HlHdhQsXoqKipOMxY8ZcvHjRbDafOXNm4sSJNX4VDx48OHr06N69e/fo0eP8+fPWjzg2bxsVFXX+/HnpuHv37tKX2RqNplOnTvV0jIjaP1FE1kGk7KgZDRqN2LkTmzYhK6uFeuawwsJC66Dfd999ZzKZpBn48+fPj4mJkabYbdy4cf78+QAGDx7cqVOnHTt2AEhMTDx+/PisWbOatHtK7jJKRER2a+8jhAAOHcLJk7B7om1Dde+O7t2rV1SftisIgiiK1c+qVCp95XRW64FardZXm+NaXl5ubTxnzpzqe5MGBARILa1PufUR1anVauvdysvLVSqVTCZzdna2VkpEUVywYMG2bdukFYwTJ06sfwlB9dvq9XrrEpf6XzsRdSBmA5K3o+hqLaf27cPZswCg1WL2bFTOiWjNfvnll+XLl0dERJSUlFy5cmXdunUeHh4AlixZsmnTpuHDh7u5uWVmZkppJ2Qy2TvvvPPwww9/8cUXp0+ffumllwIDA5u0e9xllIiI7NfQgDA9Pf3dd9+1FufNmzdixAjpePPmzd9++62Hh8eKFStu3VGz+bi5oRXnRbjrrru2bdu2aNEiQRC2bt0qVYaHhxcWFp48eXL48OEFBQU//fSTtD3d5MmT169f/9JLL0kRV0FBQY3Q0Z7Hff3111L+ic2bN991110AJk2a9Pjjj7/yyivSaJ60ZiAvL69///4AEhMTjx49umjRIgCenp617ncq3VZKwbx582braCEREQBUFEH7NcrSazl16RJOnapsVoFt25CRgQkT0LqnD82ZM2fw4MHx8fHOzs7h4eHu7u5SvYuLy2+//Xby5MmKiooRI0ZYt92aPXv26NGjz58/361bt7CbZ5E0Be4ySkRE9mtoQJiVlbVu3brVq1dLRTc3N+ngq6++evnll999993r16+PHTv20qVL1mUPVN1f//rXyZMnR0ZGenl5WT86uLq6rl27dvr06WPHjr127Vq/fv2k+kceeeTMmTN9+/aVAsW4uLikpCSHHvfaa69Nnz49MjLSxcUlMTFx9+7dAKZPn75w4cL+/fuPHj06Kytr/vz5Tz/99JIlSyIjIwcNGnT9+vWIiAjp8ilTprz55puDBg3q3bt3bGys9bZvvfXW9OnTo6KinJyc0tLSvv/++4a/M0TUTugykbQZFUW1nCoogDVng1wOaSbC4cPIzER0NCrnGiD/nCr7KDRvw3tos/TYLl27du3ateut9XK5fNSoUbfW+/r61thKuulwhJCIiOzX0Fl8Z8+enTNnjlarrVE/ePDg5557Ttobc968eUOGDKlrd+x6REdH33vvvdIaDADFxcXWgLMebm5uGRkZrSTDgV6vz87OtuaBSElJ8fHxUavVeXl5SqVS6qTRaPzjjz9UKlW/fv2Sk5NDQ0OlxllZWVevXh0wYIDJZJLJZFK+CgAZGRlxcXFeXl7h4eFyudxsNiclJXWvnKeamZnp6upa4+Xn5OS4urpKG4UZjcbLly8bDIaIiAilsmr3Oem2Xbp06V256vL8+fNFRUXDhg0rLCzUaDTWNz8rK6uioiIoKCg7O9vd3V0arjQajX/++afJZIqIiHBycgKg0+ny8vKsM6O0Wm1AQIB0qs0RRVF6q1u6I62Rnb+YZGUwGERRtH4B1M4VXkLKtzBX1HLKbMb69UhNBQAvLyxZgr17cfmy5ayXFxYtgo830naj4BwAeA/D1JPN1e/WyN/f/+zZs9U3lanrV297ojl6vwnA/FDZtgnyWtt0QCUlJa3ks0FbwV1GbwP/JjqqtLSUu4w6REo70bib2TbCGsKioqIVK1ZoNJq7775bmiuo1+vPnTsnTUcEcNdddx08eLDhD2qLVCpV9ayA1uPqm20qFIphw4ZJx9ZoEICfn5+fn9+t9/T395f2m5HIZLLu1VYt1joSW32Lc4VCYR3xq+e2AKwTfa1rAq0dkw58fX2r33bgwIHVmzk7O1dfJ1PrV+lE1J7lHkP6PqCOrx1//tkSDcpkmDcP7u5YuBCHD2P/fogi8vMR8ykmuAAFlvbuvZqp222fSm75aKU3ceU2ERHZ0NCA0NXVdcmSJf37909OTp49e/bq1auXL1+elZUliqI15unUqdPtJeG9fv3666+//v7770tFlUoVGxvLzXyppZSUlLR0F1ojJuF1lDRCWD0xXTtkNiqyfpAVXqjrvCw+XnH0qHRsGjfO5OsLKX3f8OEyb2/Fjh3w1mNYhTUa1PtMrQj/L+z7HXRycuooA7B14JRRIiKyX0MDwp49e77zzjvScZ8+fV544YXly5dLWdH1er00aK7T6W5vkkZAQMDw4cOtI40ArAv3iZof5xrVShRFvjMOaf9TRo1l0H4LnRbKOlKiFxdj927Lcc+e8jvvvGlSY98+0KSi+IilaAKyOpsGP+3q0bnputzOMCAkIiL7NeZoW79+/XJycsxms7e3t0ajse53otVqg4KCbuOGGo1mwIABEyvdXibftiI3N/fkyarlMU8++eRHH33UkBteu3bt+vXr9rffvXv37Nmza1T++OOP0pakDbd//37rkMjOnTvnzp3bwBvGx8ePGzfO5iJYg8GwadOmhx9+eO7cua+99tqNGzfqaSyK4pgxYxzdqoeIqpRn4/o6lNZcWF5FFLF9O8rKAMDdHTX+KTDrkbylKhrUAb8CR3PVjz6KuLgm63R7U5WHkAufiYjIloYGhOnp6dJOG2azed26dcOGDZPJZIIgLFiwYP369QBKS0u3bt26YMGCRuhsu3bixIkVK1ZYi/PmzbPmo78969at+/zzz+1vbzAYbp0SaTAYiopq2xvQcZMnTy4sLJSOw8PDH3rooQbe8NVXX33kkUdqTFY8d+7cZeumFACA5OTkzz77bOTIkUuXLj1//vy4cePqmaonCMLSpUtff/31BvaNqIMqiUf85zDUkpymyqFDkPYhk8kwfz6q71dRnonrH6PoiqXo0g2lI5EHALKUFDT4H42OgyOERERkv4ZOGX3vvffWr18fFhaWnJzs6uq6ZcsWqX7VqlUTJkyIjIzMyMgYMWLE3Xff3eCutmFnzpzZt2+fTCabP3++lIFKr9dv3rw5Li7OxcVl8uTJAwcO3Lt3b1ZW1ieffCKXyx9++GFBEKRQJy4uLjEx0dvb+7vvvgsODl62bFlqauqGDRs0Gs1jjz0mTcq9cuXK3r17s7Ozu3fv/pe//EWtVicmJp47d04mk33yySdBQUHS+//LL7/89ttvbm5u9913n3VjmN9+++2nn37q2rWrzU2xjEZjTExMXFxcz54977vvPmvS+VOnTv38889lZWWjR4+eNm2awWDYs2fPH3/8IZPJJk2aNHr0aAA7duwQRXHDhg2urq533323IAjWtaAVFRWbN2++fv16nz59Fi1aJJfLAWzbtm3EiBF79+5NSUmZPHly9WnDkqysrH379n322Wc16rds2eLl5dW3b19rTVhY2IEDB6TjSZMmubu7X758WdovJysr6/Dhw7m5udLZnj17jhs3Ljo6+tlnn71x40anTp3s/19MRMg9jox9EOsdk0pKwq+/Wo7HjEFISNWpwvNI2121H6lPJPwmIFSAX1d89x1gAH8l7caAkIiI7NfQgPDtt99+9NFH09PTfXx8unfvLn2aBxAaGnr16tUzZ854eXlJSdVbjDYWCZ/b+IzSiDzCMfj/IKtKrvDll1++/fbbK1asKCsrGzt27A8//BAREbF8+fLCwsLo6Oi8vLzffvutxv6c0lWDBg2KiIg4cuTI66+/PnTo0IkTJ65bt+7o0aNZWVmzZs3at2/foUOHdu3aBWDDhg1eXl69e/fet2/fhg0bDh06dGu/3njjjd27dz/22GNarXbEiBEnT5709fWNjY197rnnVq5cmZiYGBsbG1L9w9ktZs6cKYpidHR0TEzMxo0b9+3bJwjCJ5988uabbz7zzDPBwcG7du2aNm1acnLy7t27R40apdPp7r333jVr1sybN6/Grc6cOfPhhx/OmDFDFMUpU6ZoNJo5c+Z88cUXX3/9tfSK3nzzTYVCMWfOHHd395kzZ+7du7dGXq+ffvpp6NCh1r2ws7Ozy8vLARQVFQmCkJycDECj0XTufNOio7S0NLPZLG3EeuHChXHjxi1YsMDT0/ODDz4ICAh44oknxo0b5+LiMmDAgP379y9cuLCed4OIqohmZOxD7nEbzUpLsX07pGneoaGwftEjmpD+A/JPW4oyFYLmwt2S/wZ9+6JLF8NED+WC55ui7+2SyjpllAEhERHZ0ghpJ7p169atW7db652cnFp+1Z9owrElMJU33xMzf4bvXQi25E40Go3PPvvsr7/+Gh4eDkClUv373//+4osvTp48+c4770yaNMl63dSpU0+ePPnoo4/eektBEGJjYxUKRY8ePe6+++60tDQ/P7+FCxd26dKloqLCycnp7bffllo+8MADYWFhV65c6du378CBAxUKhXTD9PT0NWvWJCUlSckMi4qKPv7441dfffXNN998//33paWD+fn5V65cufXpkoMHD547dy4xMVGlUj3wwAOhoaEHDhy48847n3/++Z9//nnEiBHWlmFhYZ9++ql0HBQUtG7dunnz5s2ePVsQhAceeKBGhLZv376EhIRr1645OTndf//9Xbt2PXz4cGRkJIDFixc/88wzANLS0nbt2lUjILx48aI01ip59tlnjxw5Ir0KmUy2efNm6S394IMPrG0qKiqWLVu2YsUKKVvG6tWrH3roof/7v/8D0L9//3/+859PPvmk1LJXr14XLlxgQEhkF5MeKdtxYif274ezM7p0sfzn6wtFtT8xoohvv7VsE+rignnzIM33rihC8hbo0izN1L4IuQdK75se4eVVMWWSkpuK2a1qhJBrCImIyJZGCAhbNUEOz4G4Yet760Ykd4Z71XzFpKSkgoKCv/71r1Lxxo0b0taCzz777Ny5c4cOHXr33Xc/+uij1qTztQoPD5fmZ3bp0sXX11ea7dm5c2dBEPLy8vz8/GJiYt566y2z2ezq6pqVlZWamlp9ziSACxcumEwma4STmpo6bNgwo9F49epVa6A1evToegLCS5cuDRs2TOq8UqkcPnz4xYsXAwICRFGsHg0CKC4uXr58+bFjx5ydnY1Go7KubQYrbztixAgpW72zs/OQIUMuXrwoBYTWUdOAgIBbd8cpKSmRNrOVbNy4UTpYuXKll5fX88/XHEkwmUyLFy92cXH55z//KdX8+eef999/v3Q8fvz4xYsX63Q6achRo9EUFxfX020isjDkI3EzyrPxww+Q1hunpFhOyWTo1KkqPkxJQXw8AAgC5s6FtDNtaSKSt8FUZrnEoz8CZ1WfYUG3x5qH0MA8hEREZEt7DwgBTDyI3GMQjc3xLJkSbmFwDrBWODs7y+XyjRs3WuMiaVbt0qVLFy5cuH///s8++yw2NvbMmTP13NU6EbfGsSQ/P/+RRx65cOGClNS+d+/eJpNlkpB1B05nZ2dfX1/rCk8ASqVSLperVCqdTifVlJWVoW4ajaZ6g7KyMhcXF1dXV71ebzQaFdXGAdasWSMIQlxcnFwu371790svveTobet6pdX5+PhI80LtYTably5dmpeXt3PnTin4lB5d/bUrlUrr/6O8vLzevXvXfi8isipNgfZrGEuRkIBbd58ym5GTg5wcXLg5G2FkJHr0AETcOIHMHyvn88vgNx4+kc3T8XaPawiJiMh+HSAglKvhN7alHh4YGNivX78tW7Y89dRTUk12dra7u3t2dravr+/s2bPDw8MHDhwoiqKXl5d1dxOH5OfnKxQKaV3c4cOHr127JtV7enpa0ycMGTKkvLz82LFjUg4Jk8mUn5/v4uISFRW1adOmlStXmkymmJgY60Yvt7rzzjuffPLJ+Pj4Hj16xMfHHzlyZO3atUFBQb179/7oo4+kyZbl5eVqtTonJyc4OFgul5vN5i+//NJ6B09Pz9zc3BpTRu+6666//e1vycnJISEhV69ePX36tDQ8aNPw4cN3W/OYVfPiiy/WeBWiKD7++OMJCQl79+5Vq9XW+nHjxn311Vfz5s2TyWRffvllVFSUNQQ9f/78X/7yF3u6QdRxFVxE6g7LHjBnz1oqw8Ph74/MTGRm4sYN3JoVJjgY48bBZED6DhReslQqXBAcDZduzdTzDkDFtBNERGS3DhAQtrRNmzbde++9X331VZcuXS5fvvzoo4++8MILkZGRPj4+AQEBZ86cWbVqlSAIw4YNCwgICA0N9ff3l5bD2Sk0NHT8+PGDBw/u0aNHSUmJdbJodHT0lClT+vfvP27cuLVr18bExCxZsiQkJMTFxeXy5cv//Oc/Fy5cuGbNmqlTp/7yyy95eXlhYWH15OgLCwtbvXp1ZGTkkCFDzpw587//+7/SGNrGjRsXLFgQExPj4eGRmZl55syZhx56aNq0aefOncvIyIiIiLDe4emnn46KigoJCXnvvfesleHh4a+99tqIESOk2/7rX/+SxjltmjBhwrJlyzIzM6VIODo6+rfffqvRZvr06Z9//vnZs2c//vhjNze34OBgqT42NnbSpEkvvvjivHnzBg8e7OnpmZmZuXPnTulsWlpaZmZmVFSUPd0g6ohEEdmHkH3IEu/pdLh61XJqzBj4+FiOKyqQlWUJDjMzkZ0Nd3dER6MiH8mx0OdYmmlCELIACtdmfxntmVIOARABgwkiINi+goiIOi7BZl7vFhQdHX3vvffOn2/ZoKW4uNhmagQAbm5uGRkZrq6t6OOF2WxOSkrKz88PDQ319vaWaq5du1ZUVNS9e/fq6Q3Ky8t1Op2Xl1dpaalcLler1QaDwWAwSC/HZDKVlJR4eHhIjfPz8z08PGQymSiKly5dMplM/fv3Ly0tVavV1omRxcXFgiBIlxuNxvj4eJ1O16NHD+s7qdfrL126FBAQ4O3tXV5eXuMdrqio0Ol07pV7ORQWFiYkJHTv3t3aB6lX165d0+v1ffr0kRYZFhUVXb16NTg4uHPnzmVlZdbLTSZTUVGRq6urKIrl5eXW+oKCgsTExB49elhrioqKNBqNNBO1vLzcbDZrNJoa7+qqVauUSuXKlSul9rdmF1SpVK6urtJDq9e7urpa35/ExESdTterVy/rrNc33nhDLpe/8sor1S8RRVEa87z1fy7Z+YtJVgaDQRRF6Zel7RGNSNmBgmqzQE+exJ49ABAYiGXLbFxedBWp38KstxS9h8L/bgi2M+KWek9yCeroE0r9/f3Pnj0rfQsGW796qs8rDGYA0C91UjY05XA7UVJS0qo+G7R+RqOxoqLCuXqyULKFfxMdVVpaqtFoaqSVpnqYTCa9Xn/rB+OG4Ahhc5DJZN27d69RU+sqNbVaLU1rtC6lq762TS6XV4/ErFvRCIIg7WIKoMY/Q9WLCoXi1oeqVKrBgwdLx9YwycrJyal6pYeHh7WxlVwu79OnT/Uad3f34cOHW4+rt7T2ufpmM56entR6jO4AACAASURBVDVuW/2q6vM8q3vhhRf+53/+RxRFQRDc695+sPpDb1VjQNJsNufk5Fg3niGim1QUQ/s1ytJuqrTOFx00qN6Lzcg6gJzDlpJMicBZ8Ahv/E4SAEAphyUgNIEBIRER1YMBIbVVrq6ua9eubdx7ymSy6jNaiaiKLhPaGBgKb6rMzkZGBgAoFOjfv85rjSVI2YZSraWo7ISu90DlU2d7ajCVDCUAAL0Jbty3lYiI6saAkIiIbCm+Du3WqqmeVtbhwb59UcdgPspSkLwVxspULu59EDQHsrY5Y7btUMmlVYTQm7iKkIiI6sOAkIiI6pV7DBnW/BDVmEw4f95yXNd80bzTyPgBopT9QIBvFHzGgGtFmh5z0xMRkZ0YEBIRUR1EMzL2IvdE7Wfj4iDlEXV3x637A5uNSP8eBX9YigpnBM2Ha48m6yvdhKkIiYjITgwIiYioNkYdkreiJKHOBn9UBnuDB9cc9NPnISUW5dmWorM/QhbCybNpOkq1sKYiNHCEkIiI6sWAkIiIbqHPgzYG5Tl1NigtxfXrluOBA286VRyH1G9hKrcUPQcgcCYE/rlpVhwhJCIiO7XDv9ByuTwqKkom4zbbdDukPBa31svl8lsridqnkiQkb4GxrL42f/wBKTNnt26oyuwiIucIsvdbctbLFPCfBq8hDe2PR1+za8+G3qSDYUBIRER2aocB4cmTJ2skIu+wDAaDIAi3ZhekepSVldWa69OaGZKonSu4gJQdEI02mlnni1q3kzHqkLodJfGWopM7QhbCObBBnREU8J+IzqNQXGy7MVXDgJCIiOzUDgPCnj35RbKFXq8XBKF6Cniyqbi42M3NraV7QdQiRGTuR/bvthumpiI3FwCUSvTtCwC6dCRvQUVllkLXMATPg9y5Qd1R+6FrNNMV3h5rMnruMkpERPVrhwEhERE5zGxAyrcovGxXY+vwYP/+UCqRfxYZe2A2AoAgoHMUfBuWW0IQ4DUEAVMh4wSH28Q8hEREZCcGhEREHV5FMZJioEu3q7HRiD//tBwPikD6LuSdsRTlagTPQwPX+yk0CJoN994NukmHxymjRERkJwaEREQdmy4T2hgYCm23lFy6hPJyAAjwQsV+FKZa6p39EHwPlF71XGqbayiC58GJ07Ybypp2ggEhERHVjwEhEVEHVngJKd/CXOHAJdJ8UR9gVCnK8i2VnhEImNmgGZ6CDL5R8BvD+Y2NomqEkGsIiYioXgwIiYg6JFFEzq/IOmhJEWGnggJokxAGDAAEAwBABr/x8IlsUGeU3giZD03DtiSlaqwBoYEjhEREVC8GhEREHY/ZiLRdyD/n8IXnTmOECGvgpnBDyAJoghvUGc9wBM6EXN2gm9DNVNxllIiI7MOAkIiogzGWQRuLUq3DFxpuQH0UnSqLmhCELIDC9fZ7IlMhaDo8B9z+HagO3FSGiIjsxICQiKgj0WVBGwNDgcMXFl5C6ndwqQwvvEfAfwoEWb3X1EsTiJD5UHrf/h2obkq5ZSmm3uTIlGAiIup4GBASEXUYRVeRvB1mg4OXmZG5H7lHLCUTUBiG/tNuvxuCDD53wm9sg+JJqhd3GSUiIjsxICQi6hhyjyF9n5Ss3AGmMiRvQ2mipVgCHAMWTbj9big9EDQXrt1u/w5kB+4ySkREdmJASETU3olmpP+AGycdvlCXgeQtqKicX5oBnAK8u6BLl9vsiUdfBM6EQnObl5PduIaQiIjsxICQiKhdM+mQFIvSJIcvLDiHtN0QjZZiuhuOFgPA4MG30w2ZEwKmwnvo7VxLjmPaCSIishMDQiKi9suQh8TN0Oc6dpVoQsYe5J2xFOXO8JiE7TsBQC5HRITD3VD7Ing+nP0cvpBuF9NOEBGRnRgQEhG1U6VaaGNhLHPsqooiJG+BLs1SVHdByEL8ftZS7NULzs4O3E0Q4DUEAVMhc3KsG9QwnDJKRER2YkBIRNQe5Z1B2vcQHYwGSpOQsg3GUkvRMwIBMyFzwoULlpqBAx24m8IFQbPh3suxPlBjYEBIRER2YkBIRNS+iGZkHUD2745ehtzDyDxg2YZUkMN/CryHA4BWi4ICAHB2RliYvfdz7Y7guXByc7Ab1DiUMuYhJCIiuzAgJCJqR0x6pGxHUZxjV5n1SP0ORVcsRSc3BC+EJshSPHfOctC/P+TyWi6vQaZAlwnoNAqC4Fg3qPEw7QQREdmJASERUXtRUYSkGOgyHLtKn4vk2KqNZ1xCELwACldL0WjE5cuWY3vmi6o6I2Q+nP0d6wM1Nk4ZJSIiOzEgJCJqF0pTkByLihLHrio8j7TdMFdYip1Ho8tEQFbV4OpVlJcDgLc3AgNt3M1rIAKnQ6Z0rA/UBKp2GWVASERE9WJASETU9uX/gbTdMBttt6xiRtYB5By2lORKBMyGR7+arc6ftxzUPzyocEbgzFoupxbCEUIiIrITA0IiorZMFJF9CFkHHbuqoggpW1GWaimqOiHkHqh8ajYrK8P165bjetIPaoIQMh9KL8f6QE2pKjE91xASEVG9GBASEbVZZgOSv6naDMZONXJLePRH4Mza53leuACzGQBCQuBVW7wnyOBzB/zGQbBjsxlqRhwhJCIiOzEgJCJqm25nCxkROUeQtd+SWwIy+I2HT2SdzeufL6r0QPA8uHR1pAPUTFTWtBNmpp0gIqL6MCAkImqDbmMLGVM5Ur9FcWVGCic3BC+AJrjO9rm5SE8HAIUC/W5ZHOjRF0GzIHd2qNfUbDhCSEREdmJASETU1hRcROqOqq1B7aHLQkosDPmWoks3BEdD4VLfJdb0g716Qa2uqhcU8J+IzqMc6jI1MyV3GSUiIvswICQiakNEZOxHzu+OXVQ9t4QIeAxDyLSbckvU8hwRFy5YjgcMqKpX+6FrdC3bz1ArwxFCIiKyEwNCIqI2wmxAyrcovGy7ZbVrbsotYQROAUImHrIRD0KrRWEhAGg06NkTAAQBnUbAfxIE/uFoA2QCFDIYzRCBCjOc6v/fTUREHRj/rhMRtQUVxUiKgS7dsUtStqIsxVIsAY4AxQBScfAgxo+v71rrdjLh4ZDJoNAgaDbce99Oz6mFqGQwmgFAb2JASEREdWJASETU6ukyoY2BodCBS0q1SNkGY+WuM+nAKcAkA8wA8Pvv6N4d3brVfq3RiEuXLMcDB8I1FMFz4eR+u72nlqGSo9QIAHozXFu6M0RE1GrxO0Miotat8BLiP6uKBg0G25fknUbSBks0aAYuAscAmQpLlqB7dwAQRXzzDcrKar/86lXo9QDg3QlD7kfoYkaDbVG1ZYTMPEFERHViQEhE1IrlHoN2q2U/mMREfP45Vq/GF18gLa329mYDkrchfTdEMwAYBPwOXAWclLj/fgQHY+5caDQAUFyMnTtrv4m0v2gZ0OMh+I2FwL8UbZJKbklFaOC+MkREVDdOGSUiapXMRqTtRv4fAJCSggMHkJRkOaXV4tNP0a8fJkyAt3fVJfpcJMdCn2spFipw2Agd4OSE++5DcDAAuLpizhxs3gwAV6/ixAmMGHHTc0tLER+PNOCsgA+faNrXSE1JZc08YW7RfhARUevGgJCIqPUxliF5C0qSkJ6OX37B9eu1tLl0CVeuYNgwjBkDjQZFfyJtJ0yVE0pTVDiphwgoFLj3XnTtWnVhz54YORLHjwPATz+ha1f4+VWdvXgZf5hxHYi6q85FhtQWMPMEERHZgwEhEVEro7+BpM1IvoRffsHVq1X1MhkGDcLAgThxAn/+CQBmM06cwIVzGN8Faq2lmaDAFTUulgCAQoFFixAaWvMRkyZBq0VmJoxGbN+ORx6BkxMAOPvjy1RI4efixU37MqmJMSAkIiJ7MCAkImpNiq/j1Af4dT8uXIBYuReIIKBv36oJoiEhuOMO/PQTkpKgBkbqq6JBJy8cA5LyAUAux4IF6NGjlqdIpz7+GAYDcnKwbx9mzITPaOQH4PByAFCrER3d5C+WmpLSOmWUASEREdWNASERUauRexKfPolTJ28KBfv1w9ix6Nz5ppYBAXjwQVz5HWW/QFm5RCwDOFOEchMAyGRYsAC9etX5LG9vTJ1q2VfmyGn0XIIBk7H2ZcvZmTPh6dmor42aW9UIIdcQEhFR3RgQEhG1AqIZGfuw8Q2cPFFV2bs3xo27aYFftQtw4wRMldGgCFwBLgGojAbnz0dvW3nkBw9GfDx++hNngCOvYfgMbNpkOcX5om0fp4wSEZE9GBASEbU0sx7abTiw2bLRC4AePTB+PAIC6myfthOFlbnj5RoEzEZBFuIPQ6+HIGDuXPTrZ/u5Mics/Q++egSGJBjyMXYskpMBwMcHU6c2/GVRy1LJBECEJQ+h0NLdISKiVooBIRFRi9LnQRuDi0exd6+lpl8/LFhQZ3tdFlK3QJ9nKWpCEBINhRvu6oWhQ3HhAvz9ERJi+7lqXwTPh7MfNm9GVBSMRmgrFyIuWmTZY4baMo4QEhGRPRgQEhG1nNJkaGORnoht22A2A0BgIObOrbN9wTmk7YZotBQ7j0KXSUDl5iEaDUaOtP1QQUCnEfCfDEEOAKNH4/XX8corVQ04X7RdsAaEBq4hJCKiujEgJCJqIXlnkPY9SoqweTP0egDw8MCiRVDU9i+zaELGPuSdtBTlSgTMhocd80JrcHJF4Gy497yp8n/+B/v345dfAKBPHwwf7vBtqfXhCCEREdmDASERUbOTtpDJOQqjETExKCwEAJUK990HV9da2lcUI2ULylItRZUPQu6BqpPDz3Xvg6BZUGhq1stk+Oor3HEHUlOxcqXDt6VWSWVNO8ERQiIiqhsDQiKi5mXSy1K/gS4RAL77DmlpACAIiI6Gr28t7UuTkbIVxhJL0aM/AmdB5uAaP5kT/Keg07A6GwQGIi4OxcU181tQm8URQiIisgcDQiKiZlRRJEv6SijPhFyOAwfw55+W+qlTERZWS/u808jYA1Ea4pHBbzx8Ih1+qMoHXaOhrjV9RfVmKqhUDt+cWismpiciInswICQiai5lqdB+LZQXAsC5c/jtN0v9iBEYMaJmY7MBaTtRWBkxyjUIjoZrqMMP9RqIwBkOjyhS26eSW1JN6E1iy/aEiIhaMwaERETNovBPpHwHcwUAISUFu3ZZ6sPCMGVKzcaGPCTHojzbUnQOQPBCKD0ce6JCg6DZcLeVnp7aqaopo1xDSEREdWNASETUxEQROYeRtR+iCEAoKJBt3QqTCQB8fBAdDZnspvbFcUj9FqZyS9F7KPynWVJE2M81FMFz4eTeCP2ntqkq7QSnjBIRUd0YEBIRNSWzEak7UXDeUiwvl8XEoKwMAFxdcf/9Ny/bE5H1C3Iqp5IKCgTOhOcAx54oyOAbBb8xgNDg3lMbxl1GiYjIHgwIiYiajLEESTEoS6uq+ekn3LgBAAoFFi2CR7VZoKYypGxHSYKlqPRCyEKouzj2RKU3QuZDE9jAjlM7wF1GiYjIHgwIiYiahi4L2hgYCqpqUlJw5ozlePZsBFYL23TpSN6CikJL0a0nguZBrnbsiV4DETgdMmVDek3tBgNCIiKyBwNCIqImUHwd2q0w66tqzGZ8/710KPbuLfTvX3Wq4BzSdkM0Woo+kfCdAMGRCZ9yNQKnwzOiod2mdoQBIRER2YMBIRFRY8s5goyfgJv3+j96FFlZAODkZJ40yfJZXTQh8yfcOG5pI1MhaA7c+zj2ONdQBM1xeA9Sau+UXENIRER2YEBIRNR4RDPSf8CNkzXrCwvx66+WJmPHwtMTACqKkLwFusoVhs5+CL4HSi8HHiftH+MbBUFmuzF1MMxDSERE9mBASETUSIw6JG9BSWItp374AQYDAPj6mocPB4BSLVK2wlhqaeAZgYCZjqWPV3oheB5cghvYa2qvOGWUiIjs0WhfKu/Zs+exxx5LT0+31nz++eczZ868//77T58+3VhPISJqpfR5iP+s9mjw8mVcvQoAgoCZMyGTCXknkLihMhqUwW8iguY5Fg16DUSv/4/RINWjKu0EA0IiIqpb4wSE2dnZL7744qeffpqXlyfVfP7552+++ebjjz8+cuTICRMmpKWl1X8HIqI2rDQZ8Z9Bn1vLqYoK/Pij5XjoUAT4yFK3yrJ+BMwAoHBD9yXwiXTgWXI1QqIRPJe7iVL9qhLTcw0hERHVrXECwieffHLVqlVCtT3x/vOf/6xevXratGkrVqyYNGnSZ5991igPIiJqdfLPIuHLqsmfNfzyCwoKAMDFBVGDEP+pUHzVcsqlK8IehcaRUT6Xbuj1ODz7225JHR6njBIRkT0aYQ3hzp07y8rKoqOjrTV6vf7ixYuRkZbvvCMjIw8cONDwBxERtS6iiOxDyDpYZ4PsbByv3EF0SgRSN8BksBQ7j0KXSQ58K8f9Y8hBKu4ySkREdmhoQJiXl/fCCy/s37+/emVWVpYoil5elr3yvL29MzMzb+Pm165dW7Vq1fvvv2/pq0KxdetWmYwfhuyl1+sFQVAqOa/MASUlJS3dhTam475jZoMifae89FqdDUTRaedOwWyGAHGUhyA7DmmzR0Fh6DwJXoNgMNZ5bY07KdyNAbPNzkEoqWMcsr1z6MfMyclJrVY3XWfaCo4QEhGRPRoaED7zzDPPPPNMUFBQ9UpXV1cA5eXlbm5uAHQ6nXTgqKCgoGHDht11111S0cnJycODibYcoFQqGRDehtv7ce3IOuI7VlGEpK2oyEQ9v1+nTiEtDUpgpCD4FlqyEqq8zYHRcpWvXC6v88IaPPohaJZK3tEjnI74Y9YwSqadICIiOzQ0IDxw4MDOnTtffvllACaTKTIy8j//+c+SJUtcXV0TExN9fHwAJCYmBgffzlZ4zs7OAwYMmDhxolQsLi5uYG+JiBrBmlU4+m9088PAgejbF0617Q5aWor9++EJjAY0lR/H3XoiaJ4Iu3cTFRTwn4jOoxqn29TBcJdRIiKyR0MDwpSUlKp7KRSHDx/u378/gAULFnz66acjRowoKirasmXLe++918AHERG1CpmncXQ1zBVISEBCAr7/Hn37YsAAhIai2sZa2LcPvuUYAlgHAn0i4TsBggCTfR/PVT4IiYazX6O/AuogqqaMcg0hERHVrakS07/++uuTJ08eMmRIdnb2xIkTp06d2kQPIiJqJqKInMM49B7MFVWVBgPOncO5c3B3R0QEBg6Ejw8SEyBewPDKNjIVgubAvY8Dz/IaiMAZjmUmJLoZ1xASEZE9GjMgzMnJcXd3l45DQkL+/PPPS5cuubu7d+3atRGfQkTUAkQjUnci/zyuXLbUdOuG0lLk5FiKRUU4fBiHD6OrL3rmoXflhWpfBN8Dlbe9D1JoEDTLseiRqDZyAXIBJhFmEUYzFNyRjYiIatOYAaF1W1GJXC6PiIhoxPsTEbUMYxm0sSjVwmzGtcptRSdPhr8/MjJw7hwuXkRpKQB0Avpnw7r/i0tvdJ3vwECfJggh86H0st2SyA4qOcqMAKBnQEhERHVoqimjRETtRHk2kjbDUAAAWi10OgDw8IC/PwD4+8PfH5Mn4/p1pByET4Yls6AZMPVF6EJ7n8I0g9QErAGhwQQX/sEnIqLa8O8DEVHdiq8jeRtM5ZbilSuWg969b25nhuYy/DIsJaMcRX1x1zx7n6L0QPA8uHB2PTUy5qYnIiKbGBASEdUh7zTSvodY7aP01auWgz7V1vhVFCF5C3RplqK6C7reAydPe5/i0RdBsyB3bnh/iWpQyQVAhCUVoWCzPRERdUAMCImIbiGakP4Dbpy6qTIjA4WFAODsDOteWaXJSNkCY6ml6BmBgJn2LhqUOcF/CjoNa6xeE9XAjUaJiMgmBoRERDcz6aDdipKEmvXW+aK9ekEmA4C808jYUzmEKIPfePhE2vsUlQ+6RkPNNIPUhJTMTU9ERLYwICQiqkafi6QY6G/Ucqr6AkKzERnfI/8PS41cg5AFcOlm50PMXkPlIdOZZrAp7Ny589SpU7bbARqN5qWXXmrq/rQs5qYnIiKbGBASEVUqjkfKNhh1tZwqKEB2NgAoFOjaGQmfoTzTckoThOCFcHKz6xFytdl/itm9H6PBJrJr164vvvhCobDx100URRcXl4YHhCaTSavVdu7cWUrDW1RUlJubaz0bFBSkVCql4/z8/AsXLnTv3j0oKKiBD7Ufp4wSEZFN3N+ciAgAkHcaSZtrjwYBXK7MRz/AH8lfVkWDngMQ+qC90aAmED0fEz3CG9xXqs9zzz2ns+XQoUON8qx//etfYWFhMTExUvGrr74aOHDgpEparVaq37NnT8+ePf/+978PGTLk//2//9coj7aHilNGiYjIFo4QElGHJ5qRsQ+5x+trc+UKBKAHEJoKowgAghz+d8N7iF2PEAR0GgH/yRDkMBgaoc9UBx8fHy8vL5vN1Gp1t27dGvisq1evxsTEDB8+vHrlzJkzN2/eXL1GFMWnn376vffeW7RoUVxc3ODBgx944IEuXbo08On24AghERHZxBFCIurYzHpov7YRDZaVISMFI4GBkDbxh5Mbuj9kbzSocEHX+xAwDYLcdmNqmLfffvuFF16w2WzgwIGnT59uyIPMZvOjjz763nvvqdXq6vVGo/HatWtFRUXWmrNnz2ZlZc2fPx9Ar169hg8f/t133zXk0fZTyS2pJgxmsXmeSEREbQ5HCImoAzPkISkG5Tk2ml09g7Ei3CuLmhCELIDC1a5HuIYieJ69c0qp7Xj33XcjIiLuvPPOGvX79+//888/ExMTZ86c+cUXXzg7O6ekpAQGBjo5WVaNduvWLTU19TaeWFFRcejQIW9vb6no5uY2YsSI+i9RyixxYLlRNJs7+sYyZrOZb4JDzJVauiNtCd8xR0nvmCAwUaq9HP3FlMlsj/8xICSijqpUC221FIJ1Kb4G2cGqaNB7KPztG+sTZPCNgm8UBM7FaBm//vpr165du3btCiA7O/uNN95ITU2dPXv20qVLG3jnpKSkDz/88PjxmgPL99133/Lly+VyeW5u7uTJk99+++233nqrvLzcurUMAJVKVVpq66euNjqdbu3atdZbDRo0qH///vVfohCdpKlARTp9WVlH/5Cq0+ns+WBEVkajsaKiQhQ5vOwAnU4nl3MyiAN0Oh0ABoT2M5lMer3e/vZqtdrmRmsMCImoQ7pxEuk/VKYQrIuInCPI3g+5CABmwHsCAmqOCNXOyQMh8+ES0vCe0u3JysoaO3bs4cOHpYDw3nvvPXLkSL9+/ZYtWyaK4sMPP9yQm7/11lthYWEff/wxgJSUlH379gUGBs6YMcO6fLFz585Lly7dvn07AD8/vxs3qhKZ5Obmjhw58jYe6u7uvm3bNuviw+LiYldXG8PULioTYAYgOKldXRkLweY7RtVJAaGzs3NLd6QtEUWRP2YOEQRBo9EwILSfyWRycnLSaDSNeE/+eSCiDkY0I30P0r63EQ2aDEjeiqyfIX07rgPOeyHIvmjQow96LWc02LIuXLigVCpHjRoFID4+/sCBA59++unp06dfeuml999/v4E3nzVrVlRUVP1tkpKSOnXqBGDAgAE3btxISEgAYDKZjhw5YnOqZ2NRclMZIiKyhSOERNSRmPVI3o6iOBvNDDegjYW+cm1hLnAcGBFh+/7SNFG/MQC/7GxhhYWF3t7e0rfOe/fuValUc+fOBTBx4sR33323gTefPXv27NmzpeM9e/ZMmTJlxowZAF544YUePXr4+fmdOHHigw8+2Lt3LwBvb+8lS5Y8+OCDf/vb37Zv3x4YGDhmzJgGdsBOTDtBREQ2MSAkog7Dzi1kiuOQ8g3MlRP0UxQ4aYQI9Olj40InD4REwyW4EbpKDebj43Pjxo3i4mI3N7ft27ePGjVKmmBTVlbWuHOT7rvvvkGDBknHI0eO/PHHHwsLCwMDA48fPx4RYfkS4b///e/atWs3btwYGhr673//u9kmR1Wlnejo6weJiKhODAiJqGOwawsZEVkHkPO7pSRzgtNonPgVANzc4O9f36UefRA4Gwoutmkthg0b5uHhsXDhwoEDBx46dGjt2rVS/cWLF6VVhY3lsccesx5HR0dHR0ff2kapVD733HON+FA7VctDyH1BiIiodlxDSEQdQN5pJGy4KRrMz0de3k1tTDokbaqKBlXe6L4M8ZXjhH371nlzmQIBUxFyD6PBVkWj0WzZsiUlJeXDDz+87777HnnkEal+w4YNd911V8v2rdlU5SHklFEiIqoDRwiJqF0Tzcg6gOzfAaC8HImJiI9HfDwKCgBgwgRIeeR0WUiJhSHfcpVbGILmQ67GlSuWmt69a7+/0hMh0dAENe2roNsyduzYixcvVq8RRfHw4cMdZ9fEqjWEnDJKRER1YEBIRO2XUYekWMT9juvXER+PtDTUSKi1fz/MZgzwQvoumCsslT6R8J0AQUBmJgoLAUCtRrdutdzfoy+CZkOubtpXQbclKyvrqaee2rJlS/VKQRAOHz587Nixv//97y3Vseak4i6jRERkCwNCImqPjEZs+ABX1yP1CsrLa2kgk8FshgzI+QWplZVyJQLnwr1y8xjr8GCvXqiRz1pQIGAqOg1rmt5TIygpKdm6deut9VevXj1w4EDz96dFMCAkIiKbGBASUXu0+lmcWAvlzZWCgIAA9OiBHj3QpQu+iYFvEnwrz6o6IWQRVJ2r2tc1X1TVGSHRcO7SVJ2nppSeni6lB+wIlEw7QUREtjAgJKJ2J/sk4tZXRYPu7ggLQ48eCA2FdfGYLgOD81A5SxQZgCwMPatFgwUFyMoCAIUCYWFV9R79EDSL00RbszVr1hw7dqykpATAwoULq58qKio6ePDgq6++2kJda25MO0FERDYxICSidkQUkX0Ihz5CWQkAuLtj8WJ07lyzWd4pZOyFaAIAEbgIXAPE4zAKmDLF0sY6PBgaCqUSAAQF/Cei86jmeCHUANnZ2QkJCXq9HkBCQkL1U+7u7i+++OIzzzzTP5pDegAAIABJREFUQl1rbpwySkRENjEgJKL2QjQiZQcKLuDsWUvNoEE1o0GzERl7kF/ZQK5B0DxcPg3xMgAcO4aKCsyYAVQLCKWEE5wm2nb84x//AJCcnDxu3LhTp061dHdakkpmSTvBPIRERFQXBoRE1C5UFEP7NcrSUFKC69ctlYMG3dTGUIiULdClW4rO/gi5B04eWNAd336LCxcA4PRpiCImTEBKCgAIAnr2hOcABM2ArMaSRGrVQkJC4uPjW7oXLcw6QmjglFEiIqoDA0Iiavt0WdDGwFAAAH/8AbMZAEJD4eVV1aZUi5StVbnpPQYgcAZkTgAgCJgzB6IIKWfdmTNITbXcJCAYvaI5TbRNKy8vT0hI0Ol01hoXF5c+ffrUc0m7wSmjRERkEwNCImrjiq9DuxVmvaV47pzlYPDgqjZ5p5GxB6I0SiKD33j4RN50E5kM8+ZBLrdcnp0NAMVAtyWMBtuuuLi4pUuXHj58uEb96NGjjxw50iJdamYMCImIyCYGhETUluUeQ8aPlZEeoNUiNxcA1GrL2j+zAak7UfSnpYHCDSELoAmu5VaCgNmzIQj44w8A0ALngPf/0uQvgZqG0WicOXMmgC+//HLlypXLli3z9/dfv359Tk6OtMiwI1BZ005wyigREdVBZrsJEVErJJqQthvpe6uiQaBqO5mICCgU0Och4bOqaFATjLBHa48GJYKAWbMwaBhOA6eBPv3Rs2eTvQBqWpcuXYqLi/vmm28eeOABjUYzdOjQRx999MiRI7169frmm29aunfNRMkRQiIisoUBIRG1QSYdEjfhxs0bSOr1uHTJcjx4MIqvIWEdyrMtNd5DEfogFK427qz2wXO78NDriIrChx82dr+p+SQkJHh5eYWHhwNQKpVSWkJBEB577LHY2NiW7l0zUTExPRER2cIpo0TU1uhvICkG+tya9RcvoqICALr4QRGH5EMQRQAQFAicAc+Btu/sNRCB0yFTYtUqrFrV2P2mZuXu7q7T6URRFAQhMDDw2rVr1lMFBQUt2LHmpJIz7QQREdnAgJCI2pSSeGi3wlRey6kzZwBAAYwUkHXQUunkia73QG0rf6DMCQHT4D2kMbtKLap///4Gg+HSpUvh4eHjxo179913R40a5e7u/sYbbwwYMKCle9dMqjaV4RpCIiKqAwNCImo78k4jbQ/E2ma/ZWcjPR0aIFKAItNS6dodQdFQONu4rcoHXRdA7dvIvaUW5evr+/TTT1+9ejU8PHz58uWbNm2aPHkyAG9v7x07drR075oJdxklIiKbGBASUVsgmpG+FzdO1NngzBl0BkYBqsqpcd5D4X83BFsrpb0GViUkpPZlzZo10oGHh8fp06f/+OOPvLy84cOHe3t7t2zHmo11DSET0xMRUV0YEBJRq2fSQbsFJYl1NzCh4CyiAGnBlCBHwAx4DbJxW7kKgTPgGdGIPaVWy8nJafjw4S3di+amkEEuwCTCaIZJROWKQiIioioMCImoddPnICkG+rw6G4gmXNmI/gZLUeGGrvfAOdDGbZ27IGQBVJ0arZ/UKpWVlcXFxeXm3rQFkYeHR8cJDpVy6IwAYDDBmX/ziYjoFvzjQEStWNE1JG+DWV9nA2MJkmMhplqKJjf0XgYndxu37TQcAVMg8B/Adm7Dhg3PP/98Tk5OjfrRo0cfOXKkRbrU/FQy6AAAejNsraYlIqKOiJ+HiKi1yjuNtO9vyjtfQ3kmkr+GodBSTAFGP2gjGuQ00Q4jIyNj2bJlo0eP/vLLL7t166ZSqayn1Gp1C3asmXFfGSIiqh8DQiJqfUQTUncj/2x9bfLPIWM3zEYAMAMXAITBs94poM7+6LoAyo6yoUgHd/bsWZPJ9N1333l5ebV0X1qSUiYAIiypCLmIkIiIamJASEStjLEM2i0o/f/Zu+/wqMq0f+DfMzWZ9IQkpJMQCCBFCIKhiisKShHpgogFcZd13Xd3WfVVrsV33d/aC6soiIvsinSpIggoIiBFkF6TkGQSMull0mYyM+f3x5yZSZlESjInkO/n8o85z3nm5M51BTN3nue574wmJ4g2GHa6Ko7WCvhJRAEwuW9zj2U10XZGq9Wq1Wo/Pz+5A5EZVwiJiKh5v1aQnYio9fz0E9atQ92CH9V5SP20uWzQUoGMFa5sUBGIPSIKAJ0OSUnu36LUInYSYiYwG2xXhg4dGh0dvXHjRrkDkRl70xMRUfO4QkhEMvnlFwwZApsNSiWGDsXDD+P+PrD+1FwJmepc6Ne4Dg36J+GYEpWlANC7N5RKN2/hNtH2ymw2P/nkk0899dTBgwf79++v0Wict0JCQu69914ZY/MkrhASEVHzmBASkUzWroXNBgBWK/buRfZe/ABEdES3bujWDeHhDeeXnkTONogWAICA8N/Atx/OSZ3H0dfdflFuE23H8vLyXn75ZQDvv/9+g1vtrcqoHRNCIiJyiwkhEclkxw7phRLoC8QCAAwGGAzYuxdBQejWDUlJiI6GAsj9BsXHpPkqb0RPhG9nHDkCiwUAoqIQFlbv4QoNYsYj4A5PfTPU5sTGxqalpbm91T6rjJq5ZZSIiNxhQkhEcjAYcPIkAPhqsOcfuHgAly7h8mXU1koTSkrw00/46SfoFBishL9j3DscMdOgCQSAXxxlSBssD2o7IG4KvOqniNTOqNXqhIQEuaOQH7eMEhFR85gQEpEcduyAKCIAeDwOXhXo0wd9+sBsRmoqLlzA5cuoqQGAEOBuG7wcSxt64GIlIr9FdDR0OhgMAKBWo2dP15MDeyJ6HBSaRl+SqD3SKtl2goiImsOEkIjksGMHwoEBQPdOrkGNBj16oEcP2GzIyED2DwjKkj7B2jsNpgKoQNl5nD/velePHrD3HBcUCL8XoYMh8FNv+/XGG28EBAQ8++yzzU87d+7cX/7yl+3bt3smKhm5zhByyygREbnDhJCIPM5qxeVvMAgQgMREdzNs0JxGcJbjUovyJFiN0OTAbG44175fVOWD2EnwjW+9qOmWkJqaGhIS8qvTjEbj4cOHPRCP7DTcMkpERM1iQkhEniXa8P376FQOAP7+DYvBAKgtR9YaVF+VLr0jETsVan8MAUQRBQXIzoZej5wcFBaiWzfExcEnDrGToG7vLcjJbsmSJevXr29+jsnUdHeT2wurjBIRUfOYEBKRB1lN0G/A2S3SZePlwcos6NfBUiFdBvRG9FgIjv9TCQLCwhAWhn79XCMhAxBxPwR3TQip/Rk2bJhwbXuGfX19WzuYtoBFZYiIqHmqoqIijUbj58e/rBNRKzOX4MqXMBUgNVUaaZAQFh9D7naI9qNOjgOBzVBqETUOgewtQS6PPfbYY489JncUbYgrIeQZQiIickfRoUOHGTNmyB0GEd3uqrKR9hlMBaiqQm4uACgUcHYFsFmQvRlXt0nZoFKH+Md+JRvUhiLxaWaDRM3jCiERETVPNXny5Bp7eXciolZSehbZm2CrBYDUVIgiAMTESNVBGx4ajEDMVGgCmntgUB9EjYFC3apRE90GnGcI2ZieiIjcUtx9991yx0BEty9RRP5+ZK2XskGg4X7RykykLXVlg4G9kfBkc9mgQo3ocYiZwGyQ6FpoldKJSpNVlDcSIiJqm1QTJkwYNmyY3GEQ0e1ItCB7K0pO1hkRkZ4uvU5MROFBGPYANgAQlIh4EMH93DzHSdsBsZPhHd5qERPdbrhllIiImqeKj4+Pj2fnLiJqabVGZK5GVU69watXUVkJAP6+sBxE4WlpXO2HmCnQRTf3wKDeiBoDhaZ1wiW6PWnYdoKIiJrFthNE1AqqDchYhdqyhuP2/aLewFAbSh3ZoC4GsVOgaroHgEKFjvehA/e303WorKw0Go0dO3aUOxCZscooERE1T/HrU4iIrkvZWaR95iYbBJCaimBgBOBVJY0EJyN+dnPZoCYQCbOZDdL1MhgM0dHRI0eOXLdundXaflfHuGWUiIiax4SQiFqOKMLwXb0SMnXV1EDIwTDA236tQPh9iBwDoen/EQV0R5dnf2UrKZE7kZGRf//739PT06dMmZKUlPTGG2/k5eXJHZQMtNwySkREzWJCSEQtxGZG1lrk75O6SjQkInULBoiwr1covdFpZnOdBgUFOt6H2ClQerVOuHSb8/b2fumlly5fvrxr165+/fotWLAgNjZ2ypQpu3fvFt3/iN6enCuEbDtBRERuMSEkopZQW470z1F23v1dqxlZawDHXasOCU/Bt+lyVmp/JMxG2BAIQsuHSu2JQqG477771q5dq9frX3311ePHj48cOTIpKentt98uLy+XOzpPYNsJIiJqHhNCIrpplXpcXoqqq+7vmoqRvgzlF6VLA9BhMrQhTT7NNx5dnoFPbMvHSe2YIAgKhUIQBAAKheKll16KjY1dt26d3HG1Op4hJCKi5jEhJKKboig7hSsrYKlwf7siHemfwlQAACJwEfhFh8i4Jh4mIPweJMxqrsYM0fUQRXHPnj1Tp06NiYl59dVXhw0bdvTo0QsXLmRkZIwaNeqJJ56oqqr69afcylxnCLlllIiI3GFCSEQ3SrTBsFtt+Bo2i/sJRT8hYyWsNQAgKnAUOAMkJrrfCKrSIX4Gwu8BuE2UWkBNTc0bb7zRtWvX++677+TJk2+88UZOTs5nn33Wv39/AFFRUe+//35lZaVer5c70tal4QohERE1i30IieiGWKuRuQ4V6e7vihbkbHF1GlT746QOegMAJCa6ma+LQuxkaAJbJ1Zqj3JychYsWDB+/PglS5aMGDFCaPRniMDAwBdeeCEoKEiW8DyGW0aJiKh5TAiJ6PqZCpGxGqZC93dry5C5GjUG6VIXg44PY+1HACAISEioN1kQEDIAEfdDUDZ8DtFN6NixY0ZGRmRkZFMTvLy8Xn/9dU+GJAu2nSAiouYxISSi61R2HvqNsJnd363MhH4dLJXSZXAyIkbj/EXYbAAQGQkfH9dkhRYxDyOgeytHTO2Rj4+PT90ftvbKtULIM4REROQOE0IiumaiiIIDMOwBmqhfX3wMudsh2gBAUCLiQQT3A4DUVGlC3f2i2hB0mgZtaKuGTO1WXl7ec8895/ZWaGho586dp02b1sz64W2jzpZRtp0gIiI3bjYhTE9Pf/fddy9fvqxUKocMGfLHP/5Rp9MBEEXx448/3rhxY0BAwJ///OeUlJSWiJaI5GMzQ78JZeeauGtB7tcoOSFdqvwQOwW6aOkyLU164UwI/ZMQM4FN56n11NbWpqWlnTx5UhCE+Ph4b29vvV5fUlLSqVMnrVb76aefvvrqq9u3bx88eLDckbYuZx9CM7eMEhGROzebEBqNxqSkpEmTJlVXV7/66quXLl36/PPPASxduvTdd9/99NNPU1NTR40adebMmZiYmBaIl4hkYS5BxirU5Lu/W1uOrDWodvQh1MUgdoqrdUR+PuwdwL28EBUFQYGwYQgfzmqi1Kqio6P79u0bERGxZMmSqKgoABaLZcWKFX/729++//57QRAeeeSRefPmnThx4lcfdUtj2wkiImrezSaEffr06dOnj/21zWb7/e9/b3+9aNGi//f//t+IESNGjBixe/fuZcuWvfrqqzf5tYhIHhXpyFoPi/t2bUK1HrkbGx4arFsh5vJl6UViItQ+iJ0I386tGi8RgHPnzn3++edFRUUBAQH2EZVK9dRTT/34449vvvnm4sWL33777XvvvbegoCA09Hbet8wqo0RE1LwWOEMoimJpaWlhYeHy5cvHjh0LoKam5vz5885tooMGDdq9e/fNfyEikkHxMeRsh9jEZ8nCQ2rDLsBxaDByNIKSG85xHSBMRuIcaG7zKv/URpw/f97Pz8+ZDTrFxMTs378fQM+ePQGUlpbe3gmhWgGFAJuIWhtsIhRcmCciovpaICEsKyvr37+/wWCIj49/9913AeTn54ui6GzuFBwcbDAYmn2GexcvXpw/f/4//vEP+6VWq925c6dCoWj+XeRkMpkEQdBoNHIHciuprKxs3K+snRJtyvzdqow9isxMW6dOor9/vbu2WlXedoVROlIoqnwtkRNEr2iY61UfFWpr1fbG39lCZcpLolkNc4WH4m+rzGazKIq1tbVyB3Irua5/mGq1WqvVRkRElJaWfvvtt/fff7/zVnV19ZYtW3r16gWgqKgIQHBwcGsE3KZoFKixAoDZBi+2dyEiovpaICEMDAxMS0uzWq3/+Mc/HnjggXPnzvn6+gKorq62v6isrGz8N9pr0alTp2HDht177732S5vN5t/gIyk1S61WMyG8XqIo2n9u2ztrNTK/wundWLcONTVKhQI9e2LYMISEAIC5GNlrXEcKddFC7BS1ys/Nc65cgcWKs4BvX5/EJM/F34bZE0KtVit3ILeSG/iHeffddw8ePHjixIlz584dPHiwt7f3lStXlixZcv78+aVLlwL45ptv4uLiQuw/0rc1Z0JosjIhJCKihlqs7YRSqZw7d+7f/va3oqKikJAQPz+/9PR0+z6c9PT0G6soo9VqExISkpOlHWhGo7GloiWi5tQUIGMVDuzEjh1S/0CbDadO4fRp9OyJgbEo3wNrjX2uLeBORfSYJtvKX8zEj0Ah8NIDnoqeCAAUCsXWrVuff/75RYsWvfPOO/bB7t27b9++feDAgQDGjRs3ZswYWWP0EK0SqAV4jJCIiNy52YQwNTU1NjZWo9GIorhy5cqYmJgOHToAmDZt2ieffDJw4MDS0tK1a9cuWbKkJaIlotZnTEXGWmzfjCNHpBG1GtL+RhHm0yg5LY0rVIh40OJzh6apbNAnFv/NQSEAYPTo1g2bqL7q6uqSkpJPP/30k08+SUtLKysr69y5c0REhHNC587tpbiRVinYe4eabCKr+xIRUQM3mxCuW7fuzTffjImJKSws9Pf3X716tX184cKFo0aNuuOOO4qKisaPH1/3CAcRtV3Fx5D+FdatdVWCiYzE9OkoLsaBvQi5Amcf7yogOwK+IfBx9xyrFYrOuByGS1kAEBAANiMlz/r666+nTp1aWlrq5+dnPzTYbrHQKBERNeNmE8KXXnrp97//vV6vDwoK6tixo/PQf2Rk5MmTJy9duhQYGBgeHn7TcRJRKxOtyN6GK9/jyy9RUCAN9uiBCROgUkFZieRSOOvFFACHAZMep5erY2MREYGqKlRXo6oKlZUwVuOQGdl1Hn7ffVC12AZ1omsRFhYGgHXIULcVIRNCIiJqpAU+ovn5+fXo0aPxuCAISUmsIUF0K7BUIXMtLvyINWtQ6egoOGwYRowAgNLTuLoVNkdVTF1flJhhPmffhCZkZSEry/UoI3AYKK///IceavVvgai+QYMGJSYmrlix4ne/+53cscjMuUJoZm96IiJqhH+zJ2r3qvOQuQrHfsTmzbBaAUCpxLhx6N0bog2GnShyHCZUaBE9Af5JSADuKcb+/Th5Uqo6Y6cHfgEsgFqNkBB06ICQENx1F2bMkOH7ovatqqrqkUce+Z//+Z/vvvtuyJAhOp3OeSs8PHz8+PEyxuZh3DJKRETNYEJI1L4ZLyNjHb7biX37pBGdDtOmISYGlkro16EyUxrXhiJuKjSOGv3BwRg3DsOHW8+eVSoU0PnA7250HIYOHRAaCnaIIbkVFBS8/vrrADZs2LBhw4a6t1JSUpgQEhER2TEhJGrHCg8h+xt8tQFnz0ojoaF49FEEBqI6F/o1MJdJ4/53IHocFI16WgYEWPv3V/p0QOxk+NxIdxmiVhIbG5uWlub2lpeXl4eDkZfrDCG3jBIRUSOqTZs2nT59esGCBXJHQkQeJFqQvQUlp3DwgCsbTEzEpEnQalF2BjlbXIcGw4YjbHhT1eptunh0mQGVzu1dIrmo1eqEhAS5o2gTNK4VQradICKihlTp6elHjx6VOwwi8qBaIzLXoCob+fnYu1caTE7GQw9BAPJ2o+CANOg8NOiWICB0cK3uLi9mg9RWGY3GHTt2XL58OS4ubsaMGaIoHj9+PD4+Pjg4WO7QPMfVh5BbRomIqBHF+++/L3cMRORB1QakLkNVNmw2bNokVZGJiMCDD8JWg4wvXNmgJgSdn24yG1T5oNMMdLwPAsv6Uxt16NChLl26TJkyZeHChZs2bQIgCMK8efP++c9/yh2aR7HtBBERNUMxYMCAwYMHyx0GEXlE6VmkfYbaMgD44Qfk5gKASoUJE2AuRNqnqEiXZvp2QeIcaDu4f45PHLo8C79EjwRNdCNqamomTpzYq1evjIyMhQsXOsenTp26c+dO+eKSgauoDM8QEhFRI6r169fLHQMRtT5RRMEBGPbYd44hNxf790u3fvMbeJUg/SvYTNJI6GCE/QaCu7NGgoCQAYi4H4LSzV2iNuPgwYMGg+HkyZMdOnQQ6vwwd+nSJTMzs5k33n5YZZSIiJrBKqNE7YDNDP0mlJ2TLq1WbNwo9Q+MiUF8JTIdCybNHxpUeiNmAvy7tn7ERDeruLg4ICCgQ4eGq9xWq9VkMrl9y+3K1ZieCSERETXChJDodldrRMYqVF91jezZg4ICANCpMVSJAsdSoSYEcdOa3Caqi0TsZGiCWjlcopYRFxdXUlJy+fLlLl261F0h3L17d9eu7euPGmw7QUREzWA1CKLbWrUBacvqZYN6PQ4dAgA/YJQWpgxp3K8LOj/dZDYYnIzOTzEbpFtIcnJyr169ZsyYcenSJftIbW3t4sWLP/nkkyeeeELe2DyMW0aJiKgZXCEkun2VnkH2Zlc7QQC1tdi0CaKIjsDdCggV0njoYIT/xn2DMoUGMeMRcIcnAiZqOQqFYs2aNaNGjUpKStLpdEql0t/fv6amZvLkyX/4wx/kjs6jNArpn7bJKsobCRERtUFMCIluRw1KyDh9+y1KipEE9ARgAwCFCpFjEdjb/XO0IYibCq+w1o6XqDV079797NmzK1euPHDggNFoDA8PHzdu3OjRowW3BZNuX1whJCKiZjAhJLrtiBbot6D0VMPx9HSc+BkDgSjHiNofsdPgHeH+Of5JiJkApVfrRUrU2nx9fefOnTt37ly5A5ET204QEVEzmBAS3V5qjchcjaqchuMmE3ZvwgjA3zHiE4eYyVD5uHmIoEDYMIQNd995gohuKVwhJCKiZrCoDNFtpNqA1GVuskEAP6xFf6MrGwxORqdZ7rNBlQ6dZiD8HmaDdKu7fPnytGnToqKiFAqFUMegQYPkDs2jXFVGmRASEVEjXCEkul2UnYd+I2xmN7fOb0FEuqNkjBLR45o8NKiLROwUaAJbLUoiD6msrBw2bJjZbJ42bVpMTEzdc4ORkZEyBuZ5rj6E3DJKRESNMCEkuvWJIgp+RN73EBuVEBStuLIe1gtSNmhRI+lxeEc1egQAIKQ/IkZBwf8t0O3g559/NhgMJ06c6NOnj9yxyIxbRomIqBn85Ed0i7NZkLMVJSfd3KosxKUVUDt6S5Qo0W8uvEPczBRUiHoQwf1aMU4izyorK/P29mY2CECrZNsJIiJqEhNColtZUyVkRBEnvoPtALSOz39XBPSYCh932aAmCHFTmqw1SnRrsh8UPH36dK9eveSORWauM4TcMkpERI2wqAzRLaupEjKZmdi4CIr9UjZoA7ID0X8OOndx8xC/RHR5htkg3X46dOjw+eefz5o1a/fu3UajUe5w5KThllEiImoaVwiJbk1l56DfCFttvcHycuzZDdtpJDlGagUoB2HUfW6eIAgIHYzweyHwD0N0G0pLS5s6dSqAkSNHNriVkpJy8OBBOYKSB6uMEhFRM5gQEt1qRBEFB2DYA9Q5DlRbiwMHcPgA+lngXO2z6ND1cfiEuXmIQouYhxHQ3QPxEskiJCTk9ddfd3ur3VYZZUJIRESNMSEkuqWIFui3oPRUvcGsLKxfD9GIoXX6znsnIH4KFFo3D9F2QNxUeIW2drBEMgoMDHzhhRfkjqJNcCWEPENIRESNMCEkunW4LSFTUIBVqxBYgwGA2jEYOhhhv3HfWT6wJ6LHQaFp7WCJ2gibzZaVlWWz2RISEuSORR6uPoRcISQiokZ4dojoFlGVg9SlDbPBigp8uRJxNRjsyAYVGsROQfh9brJBQYnIUYidxGyQ2gmj0ThnzhwfH5/4+Hj7aqEoioMHD162bJncoXkUq4wSEVEzuEJIdCsoOwv9poYlZCwWrFuNrmWIcYyoAxE3DV7hbp6g8kHsJPjGt3akRG3H1KlTDx06tGDBgvPnz9fU1AAQBGHw4MGrVq16+umn5Y7Oc9iHkIiImsEVQqI2ToRhD7LWN8wGRRFbVqNLjisb9IlD4hz32aAuBl2eZTZI7cqpU6e++eabLVu2/O///m+PHj2c4/369Tt79qyMgXkei8oQEVEzuEJI1IbZzNBvRNl5N7e+X4/YNHg5LoOTEfGg+wYSwcmIehCC0s0totvXpUuXAgIChgwZ0mA8ODi4qKhIlpDkomHbCSIiahoTQqK2qrYcmatRddXNrRMb0eGctMAvCogeg6B+bqYpVIgYjZDkVg2TqG3y9/evqKioqqrS6XR1x8+fPx8e7m4h/falUUIARMBsgwi4KzZFRETtF7eMErVJlXqkLnWXDdpwfjVUp6R/u1Yl4h9znw2q/ZAwm9kgtVspKSk+Pj4LFy4URVFw1FjS6/VvvfXW6NGj5Y3NwwRA7fhtz0KjRETUAFcIidqe0tPQb4ZoaThurULqSlgdWWKlGr2ega6Dmyf4xCJ2MtR+rRsnURvm5+f39ttvz507d+/evWq1urS0dNasWZs3b9bpdAsXLpQ7Ok/TKmG2AYDJ5jpSSEREBK4QErUtooi8vcja4CYbrDHg8hLUOrLBPA16/M59NhicjITHmQ0SzZkz5+uvv/by8jp69Oi5c+c2bdo0duzYw4cPR0VFyR2ap7GuDBERNYUJIVGbYTUhczXy9rq5VXYGaZ/BUg4AInBBjTufgV9gw2kKFaLHIXosS8gQ2Y0ePXrfvn0mk6msrKzITQWRAAAgAElEQVS8vPyLL76IjY1twecfOXJk5MiRX3/9tXNk5cqVd999d9++fd977z3nYFFR0RNPPNGjR4+xY8eeP++uTFQrY+cJIiJqCreMErUNpmJkrIKpoNENEXl7UHBAujIDPwsYOR0hIQ0nqv0RNxW6drf0QfSrBEHw9/dv8ceaTKbf/e53hYWF2dnZ9pGDBw8+99xzGzZsCAwMnDhxYnh4+KOPPgpgzpw5Xl5e27ZtW7NmzejRo1NTU1Uqj/7+dfamN7M3PRER1ccVQqI2oOIK0pa5yQatNcj80pUNlgPfAykTEN+oo6BPHBKfYTZI5El///vfH3nkkbi4OOfIxx9/PGfOnBEjRvTt2/fFF1/8+OOPAeTk5Gzbtu29995LSEh46aWXVCrV9u3bPRwqt4wSEVFTmBASya34GK58AUtVw3FzMdI/gzFVujQAe4G7RqBXr4Yzg5ORMAtq39aOlIicTp48+c0338yfP7/u4NmzZ5OTpdK+/fv3P336NIDz589HRUU5e13079//zJkzHo6WCSERETWFW0aJ5CPakLsThYfd3KpIhX4DrDUAIAKXgDNA374YNqzeNEGF6IcQ1NcT0RKRg8VimTNnzocffqhWq+uO5+fnBwZKh3sDAwPLyspMJlNBQUFAQIBzTlBQUF5e3g180ZKSkgEDBiiVUm43YMCAZcuWXeN7VdDY/wRcYqwyatrpttHKykpR5BHK62CxWGpray2WRkXOqGkVFRVyh3CLqaqqslqtzuZA9KusVqvZbLZar/XPe15eXg1+VTXGhJBIJpYqZK1DxRU3t4oOI3cnIAKADTgGZAE9emDMmHrTeGiQSCbvvPNOnz59unXrVlJSYrFYqqqqKisrfXx8AgICnB8HjUajt7e3VqsNCAiorKx0vtdoNCYmJt7AFw0ICFi3bl1oaKj90svLy8/vWosJe6st9v+lKL10fn7t9IOXIAi+vtxJcR3sCaG3t7fcgdxirv0fJgFQKBQ6nY4J4bWzWq0mk0mn07XgM5kQEsmhJh8Zq2AuaThus+DqNpSelC6rgZ+AEqB7d0ycCEWdPd4+cYidzG2iRLLIycn57rvv+vfvD+Dq1auXLl3Kzs5+5513EhISLl26ZJ9z6dKlhIQEAPHx8dnZ2faM0T4+cuTIG/iiCoUiLi6uY8eO9kuj0Xjt7+WWUSIiagrPEBJ5nPEy0v7tJhusLceV5a5ssBD4DigBEhMbZoM8NEh0DURRXLp06ZAhQ0JDQydPngzAZrM9+eSTO3fuvMknL1q0KM1hwIABr7322jvvvANg5syZy5cvLy0tNZvNH3744cyZMwF07969Z8+eixcvBrBv374LFy5MmDDhpr+56+OsMsqEkIiIGmBCSORZhYdw5UvpcGBdlZlIW4pqR9/5NGAfUAN07oypU+E4NQRBhZgJ7DRIdC3+9Kc/Pfvss6Ghob0cpZgUCoVCoViyZEkLfhU/Pz+tVmt/PXny5Pvuu69Tp04RERGhoaHPP/+8fXzZsmXLli2LiIiYPHny559/3ho9MJrHPoRERNQUbhkl8hRbLbK3oPS0m1vFx5D7DUT7n+4VOG6D/WhhfDymTYOzX5k2GHFT4RXumXiJbmmZmZmLFi1avnz5448//s9//vP48eP28WHDhr3yyist+IW2bdvmfK1QKD766KN33nnHarXaN4ja9enT5+LFi6WlpX5+fs6qMJ7k2jLaTgvKEBFRk5gQEnmEqRhZa1FtaDguWpG7HcXHHZda7DOjEAAQE1MvG/RLRMxEqHi4n+iaHD9+3Nvb+7HHHmswHhERYTA0+pfYory8vNyOOwuQep4zITRzyygREdXHhJCo9RkvQ/8VLNUNxy0VyFqLKr3jOgg7SlElAkB0NGbOhEYDAIKA0MEIvxcC93gTXSuVSmWxWBq3GdDr9e2wBqDrDCFXCImIqD5+viRqTaKI/P248qWbbLDGgPRlrmxQiMWWMikb7NgRM2ZI2aBCg9jJ6Hgfs0Gi63LXXXdZrdb//ve/AJwFze21XoY16OfZDrDKKBERNYUrhEStxlqNrA0wprq5VXoaOVsg2rv9CtDdhZU/w2YDgPBwzJoF+5YzbQjipsIrzHMxE90uOnbs+Ic//GHOnDmHDx8uLi7Ozc1dtGjR0qVLU1NTr72f+22DCSERETWFCSFR66g2IHONm94SEJG3BwUHpCulNyIfxhe7pGwwNBSzZsHeBdivC2InQun+MBIR/ao333wzKCjo7bffLisrA3DgwIGuXbt+8803/fr1kzs0T9Ow7QQRETWBCSFRKyg9heytsNU2HLdUI3s9KtKlS68wxE7D7p9QWAgAGg2mT4dOJx0a7PgbQPBo2ES3F6VS+corr/z1r389e/ZsSUlJVFRUUlKS3EHJw9V2wsa2E0REVA8TQqIWZbPAsAuFh93cqslD1mqYS6VLv66IeQRXsnH0qDQyejSCgqDUIvphBHT3UMBEtzuNRtO3b1+5o5AZt4wSEVFTWKaCqOWYy5C+3H02WHYK6Z9J2aAgIGwE4qahxopNm6QJSUm4805oQ5H4DLNBopayYsWKe++9NyYmZvbs2QBEUfzTn/60d+9emcPyOC23jBIRUROYEBK1EGMaUpegKqfhuGjF1a+h3yjtIFVoETsNYcMAAV9/jYoKAPDxwdixCOiOxKehDfF05ES3qb/+9a9PPPGEt7d3p06dKisrAQiCUFJS8uGHH8odmqe5+hCy7QQREdXHhJDoptl7S2SshKWq4S1zKdI/Q/HP0qW2Azo/Db+uAHDiBM6dk8bHj0f8A4ibAqXWU0ET3eb0ev277767dOnSr7/++sEHH3SO33PPPUeOHJExMFlwyygRETWFZwiJbo7NBP0mlJ13c6viMvQbYXV0IPTvhuiHodACQGkpduyQxpNTcP+r8Ev0SLhE7cWxY8e8vLyefPLJBuORkZEGg0GWkGTEhJCIiJrChJDoJlQbkLUWpuJGN0Tk/4CCfRDtBf0UCL8XoYMdN0Vs2gSTCQA0ofjtWvhFeyxkonZCoVBYrVZRbFhUMycnx9fXV5aQZOQ6Q8gto0REVB+3jBLdqJKTSPvMTTZorULGF8j/QcoG1f5IeMKVDQI4cACZmQCQq8TzXyGI2SBRy+vfv39tbe3q1asBCILUdKG2tvajjz4aMmSIrKHJQONaIWTbCSIiqocrhETXr5neEpVZ0K+HxShd+sQjZiJUPq4JBgP27oUInAVm/g13t7sPpkSeERkZOW/evCeeeOLo0aP5+fn5+flLliz55JNPzp07t3jxYrmj8zRXH0JuGSUiovqYEBJdJ3MZstahKrvRDRFFR2D4FqJjS1boYIT9BkKd5vJWKzZuRLUVR4DY/njxRc+ETNQ+vfPOO35+fu+//769xOi+ffvi4+O3bt161113yR2ap7HtBBERNYUJIdH1KL+M7I1uqonaTMjZgjJH1VClDjGPwLdzw2m7duFiPg4BCh+sXAm1utUDJmqvqqqqDAbDggULXn755ZMnT1ZUVISHh99xxx0KRXs8K+EqKsMzhEREVB8TQqJrI9qQvw95PwCNTuBU50K/DuYS6VIXg5jJUPs1nJaejvVHcBywAkvfQ9eurR4zUTu2ffv2qVOnGo1GnU539913yx2OzFx9CLlCSERE9TEhJLoGtWXI2oDKLDe3in9G7g6Ijg9ZhUHIVkHc5JpgsaC2FjYBP5XjhAgAY8dizpzWD5qoXevYsSMAm40rYgDbThARUdOYEBL9mvIL0G92tRN0Ei24uh0lv0iXVgV+tiG7BChpONMIHAHKAABhYVi2rHUDJiIgJSWle/fuS5Ys+fOf/yx3LPJj2wkiImoKE0KiptmriRYdQaNWZjAVQb8WNfnSpRiAXWWodPeQLOAEYAEAqNX4978RFtZ6IRORXWVl5cSJE19++eXdu3cPGjQoPDzceSs8PHz8+PEyxuZ5XCEkIqKmMCEkaoKpEFnrUW1wc6v0NK5ug80sXfrdgfVXpGywf3907+6Yp4S2H3zvhE4nDURGIiKidcMmIgBAQUHB//3f/wHYsWPHjh076t5KSUlpbwmhRuFsO8E+hEREVA8TQiJ3Sk4i52tXyuckWmHYhSJHB0JBhcgHcSAHFVUAEBCA+++XaodqOyBuMrzCGz6BiDwiPj6+uLjY7S2Vqt397uMKIRERNaXd/VIk+hW2Wlz9xn3TeXMJ9OtQnStdajsgdgqKanF8qzQyerSUDQb2RvQYKDQeiZiIXF577TVRFBcsWFBRUbFu3bpnnnlG7ojaBLadICKiprTHdkxETarJ02Qud58Nlp5G6hJXNhjYC53nQNMBW7dKJwwTE5GUBIUa0eMQ+wizQSJZZGdnX7lyBUBBQcHcuXPlDqetqNt2gntGiYioLq4QEjkU/YzcnYK5Epr6uZzVjLxvUXxMuhSU6DgSIQMB4PBhGAwAoFLhoYe4TZRIdlFRUevXry8rK5M7kLZFANQK1NogArU2aPjXYCIicuDvBCLAakLWBuRsg6224a3qq0hf4soGNSFIeErKBisrsXevND5sGOIGIfFpZoNE8po5c+aVK1cCAwMTExMBCO4MGjRI7jBlwGOERETk1s2uEJ45c2bZsmUnTpzw8vIaM2bMb3/7W6VSCUAUxffee2/jxo0BAQHz588fPnx4S0RL1Aqqc5G5DuZiAPjlF1VaGlJSEBUFiCg6AsMuV9P5wN6IfMi1F3TnTtTUAEBwKB5ZiIihckRPRPXEx8efP39+27Ztp06dWrx48QsvvNB4TmxsrOcDk51WgQoAgJnHCImIqI6bTQh37twZEhKycOHCioqK559/vqSkZMGCBQAWL168dOnS5cuXX758edy4cSdPnuzUqVMLxEvUsoqP4eo3sFkA4OxZbNmiAHD+PO4fjo56GFOlaQotIh9CYC/XG69cwenTAGAEfvsxs0GitiMqKmru3LlXrlxZtWrV66+/Lnc4bYVWKQAipM4TgtzhEBFRW3GzCeGf//xn5+ucnJzly5fbE8IPP/zwtddeS0lJSUlJ2bFjx7Jly1577bWb/FpELclmgn4Lys5Kl0VF2LJFeh1qg/J7GB0zvSMRMwmaINd7rVZs3w4AWUC3abhvoqeCJqJr1UzbifaJW0aJiMitliwqc/bs2c6dOwOoqam5cOHCwIED7eMDBw7ctWtXC34hoptVfRWZ62AukS5ra7FmDcxmKIEeQFfHNBHQ9UTCBAj1T9sePIi8QpwFCgKw5V1PBk5EdGOYEBIRkVstlhDu3bt3xYoVx44dA5CXlwcgKEhaUQkODraPXK8LFy7Mnz/fubSo0Wi+/fZbhYKFcK6VyWQSBEGjYf+DOkRRWXJEWbBXgOsYjWrrVkVBAXyBuwUEOEqy1wBHgJIL1nt+st51l3OyUF6u2r5f2A+Uw/TWK2ZfXxiNaMcqKirkDuEWYzabRVE0m81yB3Irua4fM7Va7eXl1XrB3KKclUXZipCIiOpqmYTw6NGjU6dOXbdunb2qm7+/P4CqqipfX18AlZWVAQEBN/DYhISEoUOH3nvvvfZLpVJ5Y89ptzQaDRPCeixVyN6E8kvQ1PnJP3oUZ86gE3AnoHRkg4oo7CuE0QRYlLt3K/PzMWaM1HR+/RF8a4YF6N1b+8c/alXs3QI/Pz+5Q7iV2BNCrVYrdyC3GP6Y3SSuEBIRkVst8Fn2xIkT48aNW7Zs2f33328fCQoKCggISEtLCwsLA5CamhoXF3cDT9ZoNAkJCcnJyfZLY/teh6GbVZmJrA2oLa83mJODPTsxAIhxjAgqRNyP4LvQsRhr18K+uH3qFK5exZQZKI/Hx0cBQKHAJ5+A2SAR3SKYEBIRkVs3u/3y1KlTo0aNev/998eOHVt3fPr06R999BGAoqKiNWvWPProozf5hah9KS//9TnXThRReAjp/2mYDVZXY+dqjLC6skFth9rYxxF8FwAEB+Ppp9G3r3TrciFmfoZ5b0iXTz+NlJSWDJKIqDVpnVtGmRASEVEdN5sQfvTRR3l5edOmTbN3+3U2d1q4cOHFixcTEhKSkpImTpzo3PZJ9OseeAABAXj55ZZ5mqUSGStxdYernaCdKOLHf6N/BXwcI4G90fkZURvmmqNSYdw4jH8YmVr8ABgqkJsLAKGh+Oc/WyY8ImpNGRkZb7311pw5c959910AoiiuX78+IyND7rhk4Foh5BlCIiKq42Y3vC1ZsmTJkiWNx8PDw48ePZqdne3j4+OsLkP06y5cwLffAsDrr2P8eAwYcFNPq7gC/VeobbTZ2FqFk/9GZJHjWo2YcQjoCQCoX+pDE4iJ76Pv/2HyZFy8KA2+8QaCg28qMCJqfZs3b54+fbpKpdLpdKWlpQAEQViyZMn3339v38PSrjj7EJrZh5CIiOpo3Yqd0dHRzAbp+vzyi/TCZsO8ebDd6J+yRRvy9iL9P26ywcoruPAhNI5s0OKHrr91ZIP1Bd6BLs/CJw69euHoUUyfDgAPP4zZs28wKiLyFKPROHv27IkTJ+bm5v7hD39wjk+YMGHPnj0yBiYXniEkIiK32MKB2hhnQgjg55/x6ac38hBzGdI/R95e+5/DXUQb8nYj478Qq6URQyB6P1+v6byd0gsxjyB2MpSO4vV+fvjySxiN2LgRAv+4TtTWHTx4sKKi4pNPPvHx8RHq/JtNSEjQ6/UyBiYXLdtOEBGRO6yRSG3M8eP1Lv/3fzFxIjp0uI4nlF+EfhOs1Q3HzSXQb0B1jnRZA5zxxqSnoFA2nOnTCTEToHHX48TX9zoiISL5VFRU+Pj4+Pj4NB4XRdHtW25vXCEkIiK3mBBSG3PypPQiLAz5+Sguxssvw905VTdEG3a/jzWvoboa3t7QaKDRQKuFRoOQGnTIgsIizcwHjikwbXrDBE9QWjrco+k0kgdsiG51Xbt2LSsrO3bsWHJyct0Vws2bN/fq1UvGwOSiYZVRIiJyh1tGqS3R61FYCACBgfjsM2lw2TIcPfrr760tx8HXseIVlJSgpgYlJcjLg16PK6nwPoewdCkbtAGngP3A0JGIian3BE0QEmZbQ1KYDRLdBnr16jV06NCpU6fu3LnTZDIByMrKmj9//sqVK+fNmyd3dDJglVEiInKLK4TUljgPEN55J8aMwbhx2LIFNht+/3v89BMUTf/9ouIKLvwHyz9Adf2dov7AQMDfcVkJHAGKgR49cPfd9WYG9UHUQ1BoYGxUhIaIbk1r1qwZP378qFGjACgUivXr1ysUivnz58+aNUvu0GTALaNEROQWE0JqS5wJob0d/PvvY9cuVFfjyBF89hnmzHHzFtGG/H3I2YMvVqCkBADUajz2GHx9UXYMFYcAx2ef2kiYOqObFd7eGDjQ9QSlF6IeQmB73EJGdHuLiIg4dOjQrl27Dh48WF5e3rFjxzFjxtxxxx1yxyUPrVLa+2CytscjlERE1BQmhNSWOBPCfv0AID4eL7yAhQsB4MUXMWFCw+oylkrov4IxDVu3wF42UBDwyCOIDEH2ZlRckqYpNYh8CAG93XxFXTRiJ7qpMkpEtwWFQvHAAw888MADcgciP2eVUTO3jBIRUR1MCKktabBCCODFF7FyJS5fRnExFizAxx+7JldmIGsDao34/nucOiUN3n8/YryQ+omr/aB3JGImQtOoj7ygQNgwhA2DwJO0RLezmpoag8Fgq9PU1MvLKzIyUsaQZMEto0RE5BY/ClObUVSErCwA8PJCUpI0qNVi0SLp9dKlOHIEAEQR+fulpvMnT2LfPmlCcl/EVyGjTjP6DoOQ8KSbbFATiITZCL+H2SDRbezAgQMDBw709vaOj4/vXMekSZPkDk0GTAiJiMgtrhBSm3HihPSid2+o6vxkjhqFMWOwbRtsNsybhwPfIWcTjGkAkJmJrVulad074Y4iFDjWGFU+iJ4A385uvlBQb0Q9BIW2tb4RImoDSkpKRo8eHRYW9tZbb8XExCjqVKUKCQmRMTC5MCEkIiK3mBBSm9F4v6jTBx9g927U1CDtZ3w5B/26AUBREVavhtUKAN0C0CsPlY4So76dET0BqoYNqaHQIupBBPVprW+BiNqMY8eOGY3GU6dOderUSe5Y2gRXH0KeISQiojq4X47ajGYSwoQEvPAC4oHhwO4tqK5GdTW+/BI1NVAAd2rQsxxWezaoQNhwxM1wkw3qotB1LrNBonbCbDZ7eXnFxcXJHUhbwRVCIiJyiyuE1GY4t4z2aZSzWU2Y2RX6QJSWoroau3ahsBDFxdABAwUEm2Evoq72R/RE+MQ2fLugQOgghI+AoGx4i4huU0OHDvXx8dm/f//QoUPljqVNcFYZZUJIRER1MSGktqGqChcvAoBSid71+0OYCpG5FjX5GDUKq1cDjrXECKA/oHE01PJNQPQjbhYG1QGIfQQ+XCUgahcKCgqMRqms1FtvvTVr1qyXX355wIABvr6+zjnttcoo+xASEZEbTAipbTh9WjoNmJQEnc41XnIKOdtgM0u3unTB5csQgDuAroD08UaBsKEIHQ5BaPjYwDsQOQYqb098C0TUBrz88suffvpp3ZE5c+Y0mJOSknLw4EEPBtUmuLaM8gwhERHVwYSQ2obGBwhtFhh2ofBwvWmjRyM/HclWODvJqwMROwneUQ0fqNQi4n4EJ7daxETUFs2dO3fkyJHNz2nnVUbN3DJKRER1MCGktsGZEN55JwCYy5C1DlXZDacpDfiNAOdCoH93RI2D0qvhNF0UYt01oyei211ycnJyMv8S5IaWVUaJiMgdVhmltuH4celFv36o0iN1ScNsULQidwey1kKwAICgRMRoxE5pmA0KCoQNQ+enmA0StXPZ2dn9+/dvPP7FF1888cQTno9HdqwySkREbnGFkNoAiwVnzkivE3VI/w9stfUm1JYhax2qc6RLTRBiJsM7ouFz1L6Ifhh+ia0cLhHdAkwm07FjxxqPGwyGS5cueT4e2TEhJCIit5gQUhtw/jxqagBgSEeU7gTqV8AzXkL2JkebQcA/CVEPu9km6tcZMROg8m04TkRUR2pqamhoqNxRyEDDthNEROQOE0JqA+wHCHsCwwLrZ4M25O9DwT6I9kEFwu9F6CCgfjVRQYmwoQgf3nCciNqlF198cffu3SaTCUCDXaPl5eWXL1/+17/+JVNocnK1nbCx7QQREbkwIaQ24MQxDACigY4dXYO1RujXoypLulT7I2YSdDEN36sJROwk6KI9FCoRtXlhYWEJCQkVFRVnzpxJSEioe8vf3//ll1+eOXOmXLHJiFtGiYjILSaEJDdLFSp3wp7QRTiOBVZmQL8Blgrp0rcLYiZA2aidYOAdiBrrZvsoEbVjf/rTnwBcvXr18ccfX7t2rdzhtBVabhklIiJ3mBCSrEzFuPIFKjKly44dARH5+1Dww69sE1VqEfkggvp4OF4iulVERkbu2rVL7ijaEFcfQradICKiOth2guRTpUfaMuSlSRVlvL3h54PsjcjfK2WDaj/EP47QwQ2zQe8IJD7DbJCIftXq1asffPDBzp07z549G4Aoin/84x9/+OEHueOSgUKASgEANhEW5oREROTAhJBkUnYe6f+BpQoGgzQSE46M/6L0tHTpm4DOc+ET2/CNQX3Q+UloQzwXKhHdml555ZXp06ebzebw8PDKykoAgiCUlJR89NFHcocmD/amJyKixpgQkseJIvL3I3Ot1GwwNxcAdED3PFQ69o4G9UOnGVD51HujQovYSYiZAIXasxET0a0nJyfn9ddf//DDD3fv3j127Fjn+IgRIw4fPixjYDJiXRkiImqMZwjJs6wmZG9C2XnXiMGAYGAQoHJ0GgwbjrB7Gr7ROxKxk6AN9kyYRHSrO3r0qFarffbZZxuMR0VFGZwbE9oZJoRERNQYE0LyIFMRMlbDVFBv0JaNYYD9Y4qgRPTDCOhZb4IgIGQAIu6HoAQR0bURBMFmswlCw/akV69e1el0soQkO41CsPd6NVlFNm4lIiI7bhmlJrz2Grp0wQcftNgDyy8h9dOG2WDuj7izWsoGld6In9UwG1R6IXYyIkczGySi69K/f3+z2bx+/XoAzrTQarV+8skngwcPljU02bhWCHmGkIiIHLhCSO4UFmLhQlit+J//QXAwHnvspp4miig4AMMe+1+mnaPI3YGiI9KVSYVeT0NTf0eoLgqxk6AJuqmvTkTtUlRU1Ny5c2fNmnXs2LHc3NzCwsIVK1YsXrz4+PHjP/74o9zRyYNbRomIqDEmhOTODz/AagUAUcTTTyMmBvfcc4OPspmQtRHlF+oP1kK/HsZL0mURUN2rXjbIbaJEdNM++OADX1/fRYsW1dTUANi7d290dPRXX3119913yx2aPNibnoiIGmNCSO58/73rtdmMhx/G/v3o2bPpNzShJh+Za2AqqjdYW4bM1ahxFHXIAo4DD8W4Jii0iJsEvy43EDgRkZNarX7zzTcXLFhw/PjxkpKSyMjIfv36qVTt9xcfVwiJiKix9vt7kZqzd6/0QqdDVRXKyjBuHA4dQljYdTyk/CL0G2GtqTdYkQ79BlirpMtMbxyrhgiEh0sjan90mg7viJv7BoiIJH5+fsOHD5c7ijbBmRCaeYaQiIgcWFSGGsnPx7lzAKDR4PvvERAAAFeu4KGHUFl5TU8QbcjdjczV9bNBEYX7kfGFlA0KSnR8CMdqIAIKhZRqekcicQ6zQSK6eaWlpVVV0t+eSkpK3n777eeee27x4sWlpaXyBiYjrhASEVFjTAipkb17IYoAkJKCAQOwahXsO6x+/hnTpklnC5thqcKVlSjYLz3EzmqGfr2rrozaD/GzURUmzQkNhUoF/y5IeBxqv1b5poio3TAYDMOHDw8KCvLz85s3b15+fn5ycvL8+fM//PDDefPmpaSk2I8UtkNahVRt1WQTm59JRETtBxNCasS5X9ReSGb0aHz8sTSybRteeKG591bnIvVTVKTVGzQVIX0Zyg/wUT0AACAASURBVM5Jlz6x6PwMdNFw9oaOiECHgej0KJTaFvkOiKg9+8tf/nLo0KG5c+fOnTv3s88+mzlzpq+v78GDBzMyMhYtWnTx4sV///vfcscoD64QEhFRYzxDSI04K8qMGCG9ePppXLyIt98GgHfeQadO+P3v3byx9BSyt8JWW2+w/CKyN8Jmki6DkxHxIAQFAOTmAoAIhNyLyNEt/n0QUTskiuLGjRtfffXVF198EUBCQsL8+fO/+eablJQUAM8999zWrVsPHDjwu9/9Tu5IZaBhlVEiImqEK4RUX24uLl4EAC8vDBzoGn/zTUyfLr3+4x+xeXO9d4k2GHYj66v62aCIvN3IWi1lg4IKUQ8jcoyUDQIwGGABfgJ6jm+tb4eI2pmioqKqqipnY4mBAwcC6Natm3NC9+7d9Xq9PMHJjSuERETUGBNCqq/uAUIvL9e4IOCzz5CSAgBWKx59FEccPeVry5G+HPn76z3HWoWML1BwQLrUBqPzHAT1qTPBCn0B9gF5Avr0ARFRSzCZTAC8vb3tl/YXGo3GOUGj0VgsFllik50rIWSVUSIicuCWUaqvwQHCury9sWkTUlKQno6qKkyYgF27IBShcDtsVQDgrNNgyUf5LoiOkqT+SYieAEX984ElNuy2ohronCAVMiUiotbEFUIiImqMCSHV50wInQcI6woLw9dfY/BgFBfj6lWMvwO9AKH+nASgNyB97BAQdg/ChjacFNgLx4pRDQC4884W/QaIiDB79mwfHx8A9s4To0ePVqvV9lvZ2dkJCQlyBicfLc8QEhFRI9wySnXk5ODSJQDQ6TBggPs53brhq6/grcFdQO/6iZ4SuAvo68gGzcBB4Kp/vUmCElEPInYifjktjfTt2wrfCRG1U2q1Ojk52Z4NAtDpdMnJyc5sEEB0dHRSUpJM0clMq5T+b2xm2wkiInLgCiHV4VweHDQI2qY7QAzqh+VPYs86VFe7pnnb0LsKPo6iMuVKHLCiSsTmzTCZpPo0an/ETYYuBgB++UWayYSQiFpOWFjYzz//LHcUbRS3jBIRUWNMCKmOxg0nGqs2IGMVuoeje53OE8ZLyN4IqyMbDOyNziNxbjWqcgBgxw4YjXj4acROgsoXAGw2nDwpTe7Xr6W/DSIicoMJIRERNcYto1SHMyFsXFHGruws0j5DbVmdIRH5e5G1GtYaAFCoEDkW0RPg7YtZsxAfL836zwG8fwxKaRMXUlNhNAJAeDg6dmzx74OIiBpz9SFklVEiInLgCiE56PVITwcAnQ79+ze8K4ooOIC8PVJTCjtrFfQbUJEuXWoCEDMF3pGOSw2mT8eq9Vh9CTnAyQ9hMuPjj6FQuPaLcnmQiMhTuEJIRESNcYWQHJzLg0OHok7PLgCwmZG1Fobd9bLB6qtIXerKBv26oPOzrmzQzj8Gf/sBKZOky6VLMWMGamt5gJCIyPOYEBIRUWNcISSHpjoQ1pYjczWqrtYbLD6K3J0Q7Z8pBITfg9DGvSV6I3osFGqsXo2nnsKKFQCwejUqK6X9omDPCSIiz2HbCSIiaowJITm4rShTmYnMtbBUukZEK3K3o/i4dKnUIeYR+Hau9yhBhagHEezYDqpUYvlyBAfjvfcAYOtW10xuGSUi8hTXCiHPEBIRkQMTQgIAZGQgIwMA/PyQnCwNFv+CnG2OZUAAgKUSWWtRlSVdekciZgo0AfUepQ1G7GR4R9QbFAS8+y50OvzjH65Bf3+01/bQRESe5+pDaGUfQiIikjAhJAB1lgeHDIFKBQBFR3F1e71DgzUGZK5Bbal0GdATUeOgUNd7jn8Soh+Gytv9V3ntNQQE4IUXpMf26QNBcD+TiIhaGs8QEhFRY0wICUCdA4T2/aIFB5C7q96EsrPI2QybvdOggPDfIHRwvQmCAmHDED684UnCBubPh78/5s2D1Yr772+h6ImI6Ndp2XaCiIgaYUJIAOp3IMzfD8PuOvdE5P+A/B+kK4UW0RPgn1Tv7SofxE6E77Xt/5w7F337Qq/HhAk3HTcREV0rrhASEVFjTAgJSEuDXg8AAQGILILhkOuW1Yycr1B+UbrUBCNuOrQd6r3dtxNiJkLtdx1fccAADBhwk1ETEdF10bDKKBERNcKEkOosD07phqI62aCpGFmrYSqQLn0TETMRSi/XBEFAyABEPACBDS2JiNo6VhklIqLGmBASsHcvBKAvkFynXmhFGvTrYa2RLjsMQfi99WrAKL0R+wj8ung0VCIiulHcMkpERI0xISTgh71IBmKB+HhppOwcsr+SGk4IKkSPR0DPem/xCkenadAEeTpUIiK6Uc62Eya2nSAiIgcmhO3exfOIykEU4OWF8HAAKD2J7M2ACABqf8ROa9hUMOAOxIyHQiNDtEREdKOcVUbN3DJKREQOTAjbN5sFB95FFAAgLg6CgOKfkbtdyga1HRA/C6o61WIEAWHDETac/QOJqD2z2WyHDx8+c+ZMVVVV7969R9gb9gCpqam//PKLc9oDDzzg7+9vf33w4MEjR44kJCSMGTNGoZDn3DW3jBIRUWOsBdKO2czI+BKZjioy8fEoOoKrX0td4706IuGJetmgyhudZiD8HmaDRNTOlZaWPv/88ydOnMjIyHjqqaceffRR+/jOnTv/8pe/rHMoKyuzj//rX/+aMmVKXl7ewoULZ8+eLVfYTAiJiKgxrhC2V9YaXFmJKj0yM6WRsBLkHpZee0cibiaU3q752g7oNK1hwwkionYpODj4yJEj9tfPP/98fHz8Bx98EBoaCmDw4MFffvll3ckmk+nvf//7V199NWTIkL/+9a+xsbHnz5/v3r2758NWClAKsIrSf0r+cY+IiLhC2E5ZKpH+Oar0KCyE0QgB6KtCpSMb9IlDp8ehqpMN+ndF4tPMBomIGrt69WpQUJCvr6/9Mj8/f9WqVd99953ZbLaPHDt2zGazDR48GEBQUNDQoUN37twpV7RcJCQioga4Qtj+1Bpx5b+oyQeAK1cgAL2BBIt01y8RsVMhOH4w/n97dx7fVJX3D/xzszZd0qQrpaW0ZRMBERBRZB0BQQQXBB0QdGAGnFGfnwuLjM6j4qj4uIzjOIMIboyigAuIyCIgKqAsFpAdSlsobelC1yzNds/vj5umpYKytTdpP++XL16556a5316TJp+cc8+RJMTfgFY3AvwmmYjoDJMnT/7555/z8vJWrFhhMpkA6PV6IcTq1aszMzN9Pt/GjRuTkpIKCgqSkpKk2sH2rVu3LigouIjDOZ3Of/7zn4Hk2bp168BQ1fNn0GgcAIAqh0trvIgqQpjL5dLr9WpXEUq8Xq/H41HrktcQ5XK5DAbOuncBXC6XVquVeDnSefP5fMpJO8/76/X633wVMxC2MO4K5CyCq8y/eTwXPYG02r1RHdFmbF0a1BqRchuiVRjXREQU/B577LHy8vIPPvjgz3/+844dO0wm09SpU6dOnQpAluXRo0fPmTNn3rx5AISoW+ah/u0LIoSorKz0ev3f38XFXcyoDYNGKF/wuYXknz+MiIhaNgbClqSmGDn/hafavylkWI6gVe3e6K5oc3vdKGJ9FNInIiyh6cskIgoJXbp0AXDDDTe0bdt248aNI0eODOzSaDQjR4786KOPACQlJRUVFQkhlK/Ai4qKunbteq7H/BXh4eH/+7//26qV/692dXW10XjBfXxhOq+SA4VWbzS2rK/kPR7PRZyxlkyr1Wo0Gp60C+J2u3nGLojX6zUajewhPH8+nw/A5X2acRhAi+EoQPZ79dKgF1mL0Kp2pGhML6TcUfd8MFiQcR/TIBHRWdXv5auoqKioqFD66+q3b926NSMjA0CvXr2EENu2bQNQXV39/fffDx06tMlL9uM1hERE1AB7CFsG+3HkLIbs8m/63DjxEVy184uWxaDryLqrBI1xSJ8IQ7QKdRIRhYJPP/30rbfe6tGjh9frXbFixU033XTttdcCuPXWWxMSElq1arV9+/Y9e/Zs2bIFQFhY2OOPP3733Xffd999a9asGT58+MX1EF4WgbXpGQiJiEjBQNgC2HKQ+xFk/3x38Dpx/AM4a6c0OAS0va4uDYYlIH0i9FFneRwiIgIA3HzzzSaT6fDhw1qt9u233x44cKDS/vzzz2/evLmqquree+8dNWpUYFX66dOnX3PNNdu2bXv00UfHjBmjXuF1PYRuWcUqiIgoiFxqILTb7YsXL965c2d5efm7774bERGhtMuyPHfu3OXLl0dFRT3++OMqDo9p4aTqIyhYDlE7NNRrQ+4HqCkCAAHsA44Ag9L9e8OTkTYBunB1aiUiChHh4eEjR46sf9GgomvXrufq/Rs0aNCgQYMavbLfwiGjRETUwKVeQ1hUVLRu3bq4uLhly5YF1lwC8K9//Wvx4sVvvvnm/ffff+edd2ZnZ1/igegiSOW7NHnL6tKgpwI57/rTICTsAo4AERFQpqqLTEfGvUyDRETNWN2QUfYQEhERgEsPhBkZGcuWLfuf//mfBu3//ve/58yZ07Nnz7Fjx44aNWrhwoWXeCC6YMWbtYWrIGrf812lyH7Hv+CEpMGBSOQAANq3BwBzR6SNh4Yr5xARNWfsISQiogYaZZZRp9N59OhR5Qp7ANdee+3PP//cGAeisxMy8r/EqfV1Lc5CZL/rn2JU0qK0PQ5WA4DRiMGDYemKtndBw+V6iYiaOYPWf8W4y8dFCImICGikSWWKi4sBWCwWZdNqtRYVFV3E4xw4cOAvf/nL9OnTlc2IiIitW7dqNFwq41fJHl3B5xpbFmoXKtG58/X5n/inGNUYfPqB2m/9WdE3ZIin1bVe6zDYnepVHFzsdjsXw7kgPGMXyu12CyE8Ho/ahYSSC3qa6fV6rgN2LpxllIiIGmiUQBgdHQ3A4XBERkYCsNlsgXB4QTp06PDggw8OHz5c2fR6vYEZ2+jsvHbkfgr3SRgMAHw+n2Q7qjn5qf8yQq0JKXdp310BZaWsjh21Ix7SthoGfpqvRwihPG/pPPGMXSglEDKxXBA+zS6XuiGjvIaQiIgANFIgtFgsVqv16NGjCQkJAI4ePZqWlnYRj6PX6xMTE5WFfQFUV1f/+v1bOnc5cj6EqzTQIFXt1xSs8F9GqItE2kR8vQ3l5QBgMmHis0i6SaVaiYhIBbyGkIiIGmis4Zfjx49//fXXhRDFxcVLliyZMGFCIx2I/JwFOPZ2/TSI09s0Bcv9adAYg3ZTUGBDZqZ/7y1/xZXjVKiTiIjUw0BIREQNXIYewpiYGABWq7Vdu3YGg+HUqVMAnn766dtuuy0lJcXhcEybNi0YFl9qzmzZyF3iv0oQgBAoWofSH/2bYQlImwivDitWAIAA4m/C3U+qUyoREakncA0hF6YnIiLFZQiEZWVlv2yMi4vbvHlzcXFxREREYLV6ahTle3DyC4jaL3tlL/I/R+UBZUuEt5Hajoc2DCs+RVUVZCAnHgs+VK1aIiJSD3sIiYiogUa5hjBAuYaQGlHx9yja6J8kBoCvBic+hv24siWiOsnJt2u1Rhw6hH374AF+AN6aj9hY1QomIiL1MBASEVEDjRsIqREJGQWrcXpHXYunArn1JpWJ7SPHD4EkweHAl1/CBWwBxkzB7berUi8REanOoOE6hEREdAYGwtAke5H3OSr317XUFOH4h/6l5wEkDETCIPh8APDllyixYwsQnYKXX1ahWiIiCg5cdoKIiBpgIAxBXieO140LBQBbNk4s9U8qI2mRchuiuyp7pD17sP0gNgM1Ej55Gxe1ICQRETUPHDJKREQNMBCGGk81cj5ATZF/025H9T6cXudfXkIbhtS7EdHWv7eqSvPpBnwHuICHHsSwYerUTEREwSEwyygDIRERKRgIQ0pNMXI+gKfKv7ltG06sQefavU4NDpvx0/cw7UR4OEwmza58rHHAC3TsiLlzVSqaiIiCBXsIiYioAQbC0GHPw/GP4HX4NwvycXptXRosB7bKqCkGiv0txyHtAmRAq8V77yE8vOlLJiKioBIIhFyHkIiIFAyEIaLyIPI+g+zxb7odyFqE1No54oqAHwFvvfsfBA7W3p4xA9df32SVEhFR0GIPIRERNcBAGApOb0f+aqA2/nlt2DcPMW7/ZsSVuHEM+nngcMDhgNMFZ2ecjkBZma+4GMnJ2pkz1SqciIiCijGw7ITMZSeIiAhgIAx2QuDUepRsqWtxleHYezDUDhyV2yP9TkCC0QijEXFJaHsXItOVnV6XS5IkrV7f5HUTEVEwYg8hERE1wEAYxGQvTq5Axd66FsdJHF8M2QkAAihMxLAJdXv1ZqSNh6lVU9dJREQhwsBZRomI6EwMhMHK50TumYsNVh1C3qcQXgDwAbuNuHNi3d6wRKRPgN7c1HUSEVHoYA8hERE1wEAYlNzlyPkQrtK6ltPbcGothACAGmArMPwORET490a2Q9o4aIwqlEpERKGjLhByllEiIgLAQBiMHPnIXQyvvXZboPhbFH/r37IBW4ArrkHHjv6WmJ5IHglJ+8tHIiIiqo89hERE1AADYZBpsLyE8CG/3mWEZcBWINyKoUMBQJLQ6kbE91OnVCIiCjXG2msIuQ4hEREpGAiDSemPKFhbt7yErwYnlsCe698sALYDQoM77oDBAEmLlFthvUqlWomIKPQYtbXLTvi47AQREQEMhMFCyChci9JtdS3uchxfXHcZYY4Gu2QIYGB/pKRAZ0LbuxCRpkatREQUqjhklIiIGmAgDAKyB3mfovJQXYvjJI5/BJ8DACQJ2RHItAFAUhIGDIDBgrQJCItXp1oiIgpZDIRERNQAA6HaPJXIXQJnQV1L1UHkfeZfXkLSoiwDmUcBQK/HmDGISEbaeOij1KmWiIhCWeAaQs4ySkRECgZCVdlykPcpPLa6lvrLS+hMMA7Gp6v9u4YNQ9q1aMvlJYiI6CLpNNBIkAW8MnwCtVcUEhFRy8VAqBIhULIFpzbUTSEDGQWrUbbTv2WIQfI4LPzYHw7bt8eQP6LNKC4vQUREl8KgQY0PANw+mPgpgIioxeNbgRq8DuR9huqsuhafGyeX1bVEpCN1HL77ARUVABAejvteROptKpRKRETNi1HrD4QuGSa1iyEiItUxEDY5ZwGOL4W7oq7FU43ji1Fzyr9pvRqtb0FFFbZuBQAZuHEWOt+hQqlERNTscF4ZIiKqj4GwaZX+iMKvIeq9CTvzcfxjeGsvI0z8HeL7A8CaNfB64QYc3TDpSRVKJSKi5siokZSrFVw+AfAiQiKilo6BsKn4XMhfiYp9ZzRW7EHBKsgeAJC0SL4Vlm4AcOwYjhyBHfhRg3ULodGc5QGJiIguXKCH0M2JRomIiIGwibhKcXwpaorrWmQ3Cr5ExV7/pjYcbe9GeBsA8PmwejVOAz8C9/0J116rQsFERNRMccgoERHVx0DY+Cr24uQX/m5ARU0x8pbBVerfDGuF1HEwWP2bW7Yg8zR2AdFW/P3vTV0tERE1awyERERUHwNhYxIyTqzGZ3Ph9WLQIBiNwJnDRAFYrkLrW6DR+zerqvD2VuwGADz3HOLiVCibiIiaL65NT0RE9TEQNhqvA/vewTtzkZ8PADk5mHA3qjej7Cf/HTQGtL7Ff9Ggv0WHd/dhtwsAevTA1KlNXjQRETVzBvYQEhFRPQyEjcN5Cttfx6J5/oUEAdiLsP8NRNa+/Rrj0GYswhLqfkQXjrwUvPM3AJAkvPEGtFyDnoiILrO6HkIGQiIiYiBsFBV78f0/8fGHqKkBAI0GbQSuFtDVvvc2GCYKICwByWNx50D/5qRJ6Nu3aYsmIqIWwajlshNERFSHgfCyEjIK1+Hbt7F8ObxeAAgzYHQb+I757+AD9unRv9cZaTCqA1LvxKuv4+BBADCb8cILTV46ERG1CGGBIaO8hpCIiBgILyevA8eXYdW7+PZbf0t8OH4XDm9tGrRJ+EGgyoPjH2DsWHToAEmDhAFIGICiYjz3nP9uzzyDpCQV6iciohYgMMvoUz/Jbh/uytDouNgtEVELxjeBy8RZiMPz8OE/6tJgBwsGA97atSWir0L6FIgoAPB48PHH2H0QaROQOAiSBo89hspKAOjSBQ88oMYvQERELUJGlP/GwQpxzyZfp2Xetw7JvJ6QiKjFYiC8HMr3YO8beOcN7NkDABLQ14rulfA5AEDSovVItLkdicmYPBkxMQBQKGPaMry1HAA2b8ZHH/kf6l//gl5/1oMQERFduse7a2d315hr32qyq8W0zb52S73/2CfbvapWRkREamAgvDRCoGgT9r6Lt99Cbi4A6IDhFiSVQwgA0Ech/T7EXOO/v8WCP0yGKwNbgRqB6dPxt7/hgQf8d777bgwerM4vQkRELYNJh+d7a0+O1792nbaVyd+YbxeP/uhL+9jzdKav3KVqfURE1LQYCC+Bz4UTS7BjERYuRGkpAFgkjDIhvHapiYi2aDcV4Sl1P6KPRveH8N+d6HuDv+Xvf8fPPwNAZCRefrkpyyciohYrSo//11WTdZf+1eu0rcP9c42W1uCZTDntY88TO30O9hYSEbUMDIQXy1WGrIVY8y7efx92OwCkaXGjFhqn/w6xfZA2CbrIuh+JvgId70dEKqxWrFuHm28+4wGffBLJyU1VPRERESJ0eKSrJvsu3Zv9tBlR/lhY5cHzu+XBq7xFzl//aSIiag4YCC+K/Tj2/xuL3sC6dZBlaIAeevTyAV4A0BrQZiyShkOqPb0aHVoPR+pd0NaOzgkPx/LlmDDBv9mpEx55pMl/DSIiIhi1mHaF5ug43dIbtVda/LFwe4m47gvvgQqhbm1ERNTYuOzEhTu9A5nvYukSlJUBgAnob0CU27/XGI/UcTDG1d3fGIPUsTD9YiUJvR6LFqFLF2zbhjlzYDA0SfVERERnoZEwNl0zJk0z76D88I8+r4zcanHDF97PhuoGJ3H9eiKiZouB8EIIGYVrseEtrFoFjwcAYoH+emhr06C5C1JGQ1Mv2pk7IeU26ExneTQAGg1mz27koomIiM6XRsIDV2o6RktjN3gr3ahwY9hq77/7aqdewSFFRETNEwPhefM5kfUhPpmHzEx/S4YOPQTgAQBokPg7xPcFar9GVRadTxxY10JERBQKhiZL39+iu2Wd74RNeGVM2+zbXy5eu17L9zMiouaHgfD81BRj57+weAGKigBAAq4LQ+sa/15tOFLHIiKt7v76KKTeiYi2TV8pERHRpesWI/0wWjtqnS+zVAB4fb98yon3B2rDtGpXRkRElxVHgJwHWzZWTse8l/1p0AiMiKxLg6ZEtPvTGWkwoi3aT2UaJCKikNY6XPp2pO6WVH+/4NJsechX3tKaX/8hIiIKMQyEv6V8Nxbdj4//i5oaAIjVYqQJJpt/b3QXpE+BweLflCTE9UHGJOij1KmWiIjo8onUY/lQ3QNX+j8tbCkS13/hPVrJqUeJiJoPBsJzEwJFm7BrIb7Z4G/pHInBEiRlYSYJiUPQZgw0ev9ejRGp49B6BCSOpyEiomZCK+GNvtr/u1arkQAgq0r0/9K7o4SZkIiomWAgPAfhw8nlKNqEtWshy5CAvmZcaYNQVho0IW0C4m+omzDGlISO9yO6s4olExERNZIZV2k+/p3WpAOAIieGrfYq1xYSEVGoYyA8G18Ncj5A+R7k5CArC0agH5BU5d8bloB2f0Jku7r7x/RCuykwWFUploiIqAmMTddsuFkXFwYAFW7ctMa7r5yZkIgo5DEQ/oK7Asfehi0HQmDNGkQBA4GE2r1RHZExuS77aXRIGY2UUdBwvlYiImrmrk+QNt6sizUCQGkNbvzKe7CCmZCIKLQxEJ7JkY9jC1FTAgA//QRNMQYDygQxkoSEwWh7NzRG/50N0cj4A2J6qlUsERFRE+sWI62/WWc1AkCxE0NX+7KrmQmJiEIYA2E91VnIWQSPDQDcbuR8jb6AMmWM1oDUu5EwoO6iwYg0tJ+K8GS1iiUiIlLF1bHSVzfpovQAkG8Xg1f5cpkJiYhCFgNhrdJtyF0MnwsAIGPXe+js9qc/vRlp9yGqo/+ekoSE/siYBF2ESrUSERGp6boEafVwXYQOAE7YxNDVvkKH2jUREdFFYSAEhIyC1ShYDSEDgK8GR99DRKF/rxSLdlNhSvJvao1IHYtWN0LiqSMiopbrhkTp86G6MC0AZFWJwau8RU61ayIiogvX4lONz4XjH6N0m3/TVYbst+HK82+WhePK++t6Ao1xaP9HRF+pQp1ERERBZmiy9PHvtHoNAByuFDet9pa51K6JiIguUHMJhMXFmDoVTz0Fn+8CfspdjqyFqDri33ScQPbbcJUCgAAOAu3GQ6qdPjT6CnT4E4zxl7VuIiKiEHZrW81Hg7U6DQDsKRM3r/VWe9SuiYiILkRzWSzhxRexYAEAGAx44onz+hH7cRxfAm/tRQ/lmShY5R81KgM7AUs3JCcDgKRBqyGIux6SdM5HIyIiapHGpGve9uIP3/lkgW3FYvga79rhuki92mUREdH5aS49hO3b+2/MmYPdu3/7/hX7kP3f2jQoo3AN8lf602ANsAk4pceQIQCgNSFtAuL7Mg0SERGd1aQOmn/31Spvk1uLxE1rvIcrOe8oEVFoaC6BcNo09O8PAG43JkxATc057ykEijbhxCcQXgDw2pGzCKdrryGs0mIjUA707QuzGcY4tJ+CqHaN/wsQERGFsPs7a169Tqvc3lokrv7M++wu2S2rWxQREf225hIINRq89x4iIwHgwAE8/fTZ7ya8yPsMRZv8m858HHsL9uP+TVc8NvrgBKKicMMNMHdE+z/CGNfYtRMRETUDD3fVvHqdf46ZGh/+9ydfz8+9W4rYVUhEFNSaSyAEkJGBuXP9t196Cd991/AOnmpkvYOKvf7Nij3Ifg+eKgCABMv1WFsBZUqaG29E8mCk/R7asKaonIiIqFl4pKvmp9t01yX4L7LYXy76r/RO2uTj7KNEREGrGQVCBJ69zgAAIABJREFUAH/5C4YPBwBZxh/+AJutbpezEFkL4CwAAOFDwUqcXO4fNaozIW0Cdtjh8QBAXBJGPY9WQwBeNEhERHRhusVIW0fr5vfTmvUAIID/ZsldPvEsOsrxo0REwah5BUJJwsKFsFoBIDsbs2b526uO4lhtZ6CnGjnvoSzTvyusFTKmwhaBvXsBwAbc9R9YOjd97URERM2DBEy9QnNorP7OdP/HjFNO3Putb9Q67wkbR5ASEQWX5hUIASQn47XX/LfnzcPXX6P0R+QuhuwCAPtxHHsLjpP+O1i6IWMy5DB8+SWEQBEQNRq/u02dyomIiJqRpHAsu1H76RBt63D/iJsvT4hun3pf3iuXcwQpEVHQaHaBEMCkSbhNCXUCL41H9nJAAEDZT8hdBK8yjlSDxCFIuQMn8vHmm8jPx2FgpwFzX1GvbiIioubmjjTNgTt1f+6s0UgAUOXBjG2+5I88kzb5vj/F3kIiIvU1x0AIYP58JMXjeiCqFGvWwOdG3ico+NK/0qAuEhn3IeY6fP01Fi1CSSW2AvuBZ+bUrWdIREREl0O0Af+5Qfv9LbouVn9XodOL/2bJA770dlrmfXGPXHLutaKIiKixNdNAaNHjn7ejFQDg+B4cfAOV+/27wtug/TTYw7BwIbZuRYnABsAbh88/r7vmkIiIiC6rvolS5u26+f20veLq5mw7Uike3+Fr85Hn99/4vikU7DEkImp6OrULaASOkzj+MTol4aqrYPsZ3QFU+3fF9karm5C5G2vXwu3BIeAQMGQo3nsPrVurWTMREVFzZ9Bg6hWaqVdoMkvFgsPy4iy5ygMALh8+PiZ/fEzuEC39oaNmdKoU6EskIqLG1uwCYeUB5H0O2QPZhZ6eQBKErEHqbdBn4KMlOHoULmAHUBWGF57GjBnQNNOeUiIiouDTM06aF6d9uY/242PygsPytmJ/1+DRSvHXHb6/7kDbSGlEG+nmNtKNrTXhze6jChFRUGlef2VLf0TBWkDAWYiTn8BV5m+vALbJuOIE9q+G04liYCfQpRf++1905goTREREKojQYUonzZROmoMV4v2j8sJD8una2UeP28SbB8WbBxGm9fVrJQ1prRnVVrrSwm5DIqLLrxkFQnc5CtYAQNlPKFwN4fO322Ox6TR8wM6dkIH9QLYWM2fimWeg16tYLxEREQHobJHm9tY+1UP7aa78xXHxdb5c4fbvqvFhfb5Yn+97fAc6REsjUqSecVJXq3SlRTI1o48wREQqaqy/pj6f75lnnvn888+jo6Nnz549cuTIRjrQGWQX8r9A5QH/psaI5FsQ3gnb30RZGRzADiAqDd8sQv/+TVEPERERnR+TDve019zTHl5Zu6VIrD4pf5Un9pbVTTRztFIcrfRvaiRkREndYqQuVnSzSl1jpA5mSX8h13+Uu1DhFhVuVLhR4RIVbmgkxIVJcUbEmxAfJkUFwZfGbhkVLrhkYdZL0Qa1qyGiZqqxAuFrr732xRdfLF269OjRo+PHj9+5c2eHDh0a6Vh+ZbuQNR/ucv+mKQltxsJgBYDbb8ecRcj04PeT8K9/wWxu3EqIiIjoYuk0GJgkDUzSzu2NPLv4Kk98lSc25Mt2b919ZIGsKpFVJT7P9bcYNOgQLYVpz/mwGqH3wBuIf7/JqPXnwwQT4sOkyDPzocsHh/csP1XubjhVqhCodMNiBACLQZKAKD10GkToYNDCpJXCtHDJKHeJchcq3Ch3iXI3yl0odwn7mYewGBCll8wGmPWI0iPaIFmMiNIjOVxqFY42EVJSOJLD2XdKRBemsf5mzJs375VXXuncuXPnzp1vu+22hQsXvvjii410LAAoWI3vboXs8W/GXYfEIZC0AGCMwYBJ+PhJVFaie/dGrIGIiIguqzYR0rQrpGlXwOXTfndK/FAs9pWJfeXiaJXwymfc0y1jf/mvr1uhAS5gYQuXD/l2kW9Xti7XihiX9DgVblS4Bey/8WgxRiSFSykRSAqX2kQg2iBF6WE1IkovReoQZUCUHhaDFKXHBfWpElFz1SiB0OFwHDt27JprrlE2r7nmmjVr1jTGgeoUrPKnQa0JybfC3AkAJC3ir0fiIEg6RDbu8YmIiKjxGLUYmiwNTfbPK+OWcaBc7C8X+/z/4Xj1hS1jaDHAYpQsBlgMsBgkixE+GaUuUeJEcQ1Ka8RZOwCbmE4DqwFGrVTtEZXn0aupKHOhzCX2l+M382eYFuE6WAxShB4ROkTqYTFI4TpE6GA2IEILSdY4hK/GB7sXlW7U+GD3iio3anyweeAV0EnQSFCGs0bqoddAJyFKLwEwGxChQ5QeZoNkMcCsh9kgmfWIMsCsh8UgAaj2CK9AtQdeOfCv8ArYPNBKiNIjSi9ZjIjUIVKPSL1k4bhZokbQKIGwpKQEQHR0tLJpsViKi4sv4nH279//l7/8Zfr06cqmyWT64YcfNGdbIkLTepLp1PfwOXwJNwm9GW63bEz0trpZhLWCzXmxv0fIc7lckiQZDPzzeQFsNpvaJYQYnrEL5Xa7hRBu93l/uKMLfJrp9fqwsLDGK4aCgUGDq2Olq2Pr5h2t9uBYlfCdOwFV2p3WSJMS/6zG3z6Ew4vSGlFSg2InTrsa5kODBhFnu8jQajjLVKjRBihxThlQWumGXJuCHF7hkmHQ+KuyGmGtvaF04tVX4UaVW1R7UOVBlRtVHlHhQoUb+Q6Rb0eBQ+TbUegQbvmXJZxdjQ81PpS56p+1BmdQA5z3w53zQS4nJSX+ytjgX4o2QCOdsWnzQHmq1B/6+8vhvgDCdZKx3gfPMC1MOsSHIS5Mig9DvElKNCHOiHiTFB+GRNNvTITrEyitwWmXOF37b0kNSmvEaReUFp2ElAgp0eT/NzlCamVCcsTlvKK1vHYuX5cMh9f/K1e6/YOQow0wXEK/scOLSjcq3aLSjQo3Kmsv043QIUwLs8F/Pq1GGLUI1yHaIPm8Uvgl/1J0iRolEFosFgB2uz0yMhJAdXW11Wq9iMfp1KnTsGHDhg8fHmgJhMyGoq5F3CYc+qcGgEaPhIGI7wuppY+EMBgMDIQXISoqSu0SQgzP2AVRAqHReB4fSKkePs3o10XpUT8f/pItTI6MvICFK8J1SI2UUv0jjC7XiheX9DhKmv3NRytyotAhTtpR6BD5DmHzoNqDcheqPcLmRbUb1R6Uu4XNA89FZD21VXtQ7WnEwNlAuetcxzpXexjgOceu83TWXIrkCCnWiEg9wrQwaaVwHYxa//WoFoOklRCuQ5XHH8aU7wuq3P7vDircosoD7/n97w7TItrgD4fRBlgMUrQBWgkAqjzwyfDIsHkF4P9SQ+ndrfKISvfFPaP0QN3XLSYd6qd9gwbRBinBhESTlGRCgklqZUKrcMSHSckRiA87368GanwoqRGnHP7+/yInipyixIkaX8N7+gSqap9gGiDaINWvSvkuyahBuM7fDa6VoJVgNgDwXxKM2u8g3DLsHgCocAsBOL2o8UEAFS4AsHmFR/Y3KvcMHLrcBb2m7v+10veu/F+wGCQNRGujdHcn//+Uy6JRAmF0dHRMTMzhw4cTExMBHDlyJC0t7SIeR6fTJSYmZmRkKJvV1dW/fn8AMHdE8kjoz5EbiYiIiJq1RBMSTdLVsfjN/KmM/FSSg90LhxcVbmHzwOGFzYOyGp9Plq0mfZgWUXpE6mHSIkovKZ9TzQZIgAB8Mqo8QG08cMuwewWAChecPlS5Ue0RFW5UulHlEdX+vk1UugWACJ2k9LUaamfZCbT4ZNi8qPaIChdsXtg8sHnOazagZsnhxdFKcbSuoREjcY0PNU4UOQOHaLr4DcDphfPM3vgipzhSec4yzHpoNcoNSQlIWg3M9TpUqzw45RDVFx/Sm/TXP+8CdCdc8uzul63rq7EmlZk4ceJrr73Wr1+/U6dOLVmyZOnSpY10oDqSHqljYenS6AciIiIiCn1hWoRpERd29l5Hr1f2eGST6SI+dF6+notfqPLA5hG/7Nj5FRWuMz5TV7gRqYNOA5w59FeZA7YBu/eMIbhOL+xelNagpEaU1uCUQyhjPktdOOVAyW9deioBsWGIC5NijYhV/jUi3iTFhSHWiFij5JJR4BCFDhQ4xCnlXyfy7ZfzilaLAcrvadAgQuf/jc0GVHtQ6RZVbpz/kONfMukQrYfFKEUbEK1HtEGyGv1jdJVvH2xe4fKh0u3vGSt3i3NN2HueqmqT3rn7cpunisv6+zZWIHzqqafGjRuXkJDg9Xoffvjh/k2w7p8+kmmQiIiIqBkz62HWX2DgvITx5lbjuY519vbq6upLHt9+lkeu8iDfLspdcHjh9AklXHlkVLrhE6hwC58Mh88/W0+0AWYDovQw6yVz7bBPs96fgX+T04vK2nBY6Ua5WyhXvaJ2xZTAvEHKUEZlwGSU/iKvP7Tb7eHh4VJtGFeCYoBLRoVLFNfglEOccqLYKQoc/sGfhU6UOM/3ilm9BvFhUnwYksIRHybFhaFVuJQQdpYrgQPDRFFv+KjdA7dcN9qzxgenr+56YGXQLOC/JBi130Eowz5R23upXDaJ2nGnSme4clWqck8J/jHh0QZ4ZDi8/gdU+t4r3PDKqPIIt0+Ytb7Hrr6cK6U2ViC0Wq1ff/21zWbT6/W8VIaIiIiI6OKY9TBbAkGxETtgAZh0MOnQytREhzvr0etrZZKuOHcZFW4o8wtXuoWSDQPxDIAsEKVHgkmKufgs0qS//vkc3efzuVy+8MuZBxstECqUSWWIiIiIiIgur8BKJOfuy6Xf1tLn4SQiIiIiImqxGAiJiIiIiIhaKAZCIiIiIiKiFoqBkIiIiIiIqIUKpUD417/+tbKyUu0qQsmKFStWr16tdhWhpLS09KmnnlK7ihDzzDPPlJSUqF1FKFm7du3nn3+udhWhpLq6evbs2WpXEVycTueMGTPUriLEvPTSSzk5OWpXEUq2bt26aNEitasIJV6v95FHHlG7ihDz+uuvHzp0SO0qQklmZuaCBQsu72OGUiBctWpVaWmp2lWEkt27d+/evVvtKkJJUVHRmjVr1K4ixKxdu7awsFDtKkLJnj17du3apXYVoeT06dMrV65Uu4rgUllZuXz5crWrCDGbNm3Kzc1Vu4pQcuDAge3bt6tdRShxOp1LlixRu4oQ8/3332dlZaldRSg5dOjQDz/8cHkfM5QCIREREREREV1GDIREREREREQtFAMhERERERFRSyWCWPfu3dU+PUREFGL69u2r9ttXo4iMjFT71BIRUYiZPn36b76/SEIIteskIiIiIiIiFXDIKBERERERUQvFQEhERERERNRCMRASERERERG1UAyERERERERELRQDIRERERERUQvFQEhERERERNRCMRASERERERG1UAyERERERERELRQDIRERERERUQvFQEhERERERNRChUYgLC0t/f3vf5+enj5gwICdO3eqXU6Q2rVr16xZs26++ebZs2fXb8/KyhoxYkR6evott9ySk5OjVnlB6Pjx49OmTevWrVunTp3+8Ic/FBYWBnbNnz+/a9eunTp1eu6554QQKhYZbF588cVrrrkmPT39+uuv/+CDDwLtmZmZgwYNSk9Pv+uuu4qLi1WsMGh98MEHQ4cO3b9/v7Ipy/Lf/va3Dh06dO/efdGiRerWFmxGjx49tNaLL74YaF+4cGG3bt06duw4Z86clvzC3LNnz+DBg9PT08eOHXvq1Cm1ywlSK1eufOCBB4YNG1b/LxWA9evX9+nTJyMjY9q0aXa7Xa3ygtDmzZvHjh3bqVOnq6666sknn3S5XEq7x+N59NFH27Vr17Nnz88++0zdIoPNpEmTunbtmpGRMXz48K1btwbaly5d2qNHj/bt28+cOdPr9apYYdCaPXv20KFDA3/Jy8rKJk6cmJ6e3q9fvx9//FHd2oJKdnb20Hq+/PJLpd3r9c6YMaN9+/Y9evRYtmzZpR5GhII77rhj4sSJBQUF8+bNS0xMdDqdalcUjBYvXvz4449PmDDhpptuqt9+1VVXPfHEE6dOnZo1a1bPnj3VKi8IffPNN88999yuXbuysrLuvPPOfv36Ke0bNmyIj4/fvn37oUOH2rdvv2jRInXrDCorVqzIzMw8efLkypUro6KiNm3aJISoqalJSkp6/fXXCwsLJ0+ePGrUKLXLDDonTpzo1q1bZGTk5s2blZZ///vfXbp0ycrK2rx5s9Vq3bZtm7oVBpXIyMgPP/zw66+//vrrr/ft26c0fvfdd7GxsT/88MORI0c6der09ttvq1ukWtxud0pKyquvvlpYWDh16tQRI0aoXVGQevbZZ//+979fd911zzzzTKCxqKjIbDYvXbr05MmTI0aMeOihh1SsMNjMnz9/wYIFR44c2blzZ7du3WbNmqW0P/vss3369MnNzV23bp3ZbD506JC6dQaV999//8CBAydPnnz55ZejoqLKy8uFEPv27TObzevXr8/Nze3du/fcuXPVLjPorFq1qmvXrgBkWVZaxo8fP27cuIKCgrfffjs2Nra6ulrdCoPHnj174uLivq6Vl5entM+dO7dXr145OTkbNmyIjo4OvFdenBAIhIWFhXq9Pj8/X9ns1q3bRx99pG5Jwey1116rHwi3bt1qtVrdbrcQwuVymc3mHTt2qFdd8Nq7d69Go/F4PEKIcePGPfHEE0r7/Pnzb7jhBlVLC16DBg164403hBDLli3r1KmT0lhcXKzX6wN/sEgxYsSIL774IiYmJhAIr7rqqg8++EC5/fDDD//xj39Ur7qgExkZefz48QaN99xzz8yZM5Xb77zzzrXXXtvkdQWF5cuXt2vXTrl9+vRpg8GQm5urbknBbNy4cfUD4UsvvRR4i/zpp5/MZnNNTY1KpQW1N9988/rrr1dut2nT5quvvlJuT5o0KfAypPpkWTYajZmZmUKIhx9+ePLkyUr7ypUr09PTVS0t6FRWVnbp0mXdunWBQKj8KcvJyVHu0Lt373fffVfFCoPKnj17UlJSftmekZGxYsUK5faUKVMeeeSRSzlKCAwZPXToUEJCQuvWrZXNnj17HjhwQN2SQsj+/fuvuuoqvV4PwGAwdO3aNTBijerbsmVL586ddTodgP379/fq1Utp5/Ptl/Lz87dt2zZv3rzc3NzRo0fjzDMWHx/funXrQ4cOqVpjcHnvvfdiY2NHjRoVaBFCHDx4kE+zX3HXXXcNGDBg5syZ5eXlSgtfmIr65yEmJiY1NfXgwYPqlhRC6p+9q6++2m635+XlqVtScNqyZUu3bt0AVFVV5eXl8aX3K44cObJly5bHHnusV69eyknbv39/z549lb09e/bMyclxOByq1hhcpk+f/sADD6SkpARajh49GhUVlZaWpmzyadbA6dOn+/XrN2zYsNdee83j8QBwOp3Z2dmX8YWpuwxlNrLTp09HRUUFNi0WC69QOn+/PHslJSUq1hOcDh069Ne//vWTTz5RNk+fPm02m5Xb0dHR5eXlHo9HCdUEYO3ate+9997BgwcnTZrUqlUr8Gn2qwoLC59//vnNmzfXb6ysrPR4PPWfZvyzVt9LL73Us2dPh8PxwgsvjBw58vvvv9dqtaWlpfXPmM1mczqdJpNJ3VKbXmlpKV9uF+306dOdOnVSbms0mqioqJKSkvbt26tbVbBZtmzZmjVrfv75ZwClpaUAAk85fgb7pfnz52/ZsuXYsWMvvvii8rVyg08RAEpLS1NTU9WsMmhs3Lhx3759b7755uHDhwONv/wUwaujA+Li4t58882uXbvm5eXNnDnzxIkTr7766unTp1HvhXnpnyJCIBBarVabzRbYrKqqSkpKUrGe0PLLsxcTE6NiPUHo2LFjw4YNe+WVVwYPHqy0WK3W6upq5XZ1dbXZbGYarG/y5MmTJ092OByDBg365z//OX36dKvVeuzYscAd+DSr75FHHrn33nttNpvNZpNluaCgoKKiwmw263S6+k+z2NhYdesMKvfff79yo1evXrGxsYcOHerSpUuDF6bJZGqBaRCA1WotKCgIbPLldkHqvycKIWw2G89eA6tXr37wwQdXr16tfN9ntVoB2Gw25eVWVVXFP1YNvPLKKwByc3N79OhxxRVX9O3bt8EfKwB8mik8Hs/UqVNff/313NzckydPAsjOzk5OTv7lh1U+zQJat249adIkAD179oyMjBw7duyrr74aeGEqXz1c+qeIEBgympGRUVRUFBg1dOjQoYyMDHVLCiEZGRmHDx8WQgCQZfnIkSPt2rVTu6ggkpubO2TIkCeffPK+++4LNLZr1y4w4vHgwYM8Y2cVHh4+cOBAZQRyRkZG4IxVV1fn5+fzpAVUVFS88847yuRgVVVVDz/88JIlSzQaTVpaGp9mvyk8PNxgMDidTgDt27fnGQPQrl27wBhRu91+4sSJFnsqLkJGRkbg7B09elSr1dYft0br16+/7777VqxYERiKZrVaY2Ji6r/0+BnsrNLS0jp37qwM22vwKSIxMTEyMlLV6oKFMivkQw89NHTo0ClTpgAYNmzYvn370tLSKioqAn1c/Kh/LhaLpaamRpbliIiIxMTEy/nCvJQLEJvMwIEDn3jiCVmWN27cGJjEiRpwuVxlZWUvvPDC7373u7KyMpvNJoTwer2pqanKtbkLFizIyMjw+XwqFxo08vLy0tPT58yZU1ZLOTnLli1r165dSUmJ3W7v06fPP/7xD7UrDRY+n2/VqlUul0sIsXfv3tTU1HfeeUcIUVVVZTab165dK4R45pln+vbtq3Khwar+pDJz5swZOHCg0+ksKChISUlZs2aNurUFj6ysrD179siy7HQ6Z82alZKSonyGWL58eVpaWlFRkcPh6Nu37//93/+pXak6bDabxWJZtWqVEOK5555rsZPr/Ca73V5WVnbbbbfNnj27rKxMmTzm2LFjkZGRu3fv9nq9U6ZMGT9+vNplBpFvvvnGarV+8cUXyhtiRUWF0v7www+PHj3a7XYfO3YsNjZ2+/bt6tYZPPLy8nbs2OHz+WRZXrFiRUREhDLT45YtW+Lj43Nyctxu98iRI2fMmKF2pcFICc+BWUZvuumm6dOny7K8efPmyMjIkpISdcsLHtu3b1cm6isuLh4xYsStt96qtM+YMePmm292u925ubkJCQlbtmy5lKOERiA8cuRIr169LBZLUlJSYEYdamDlypUZ9Tz22GNK+5YtW9q1a2exWDp06PDjjz+qW2RQWbp0acaZTp06JYSQZfnRRx81m81ms/nee+9V8g8JIXw+3w033GA0GsPDw5OTk5999tnAn/KVK1e2bt3aYrH06NGDk5KfS8+ePXfu3Kncdjgc48aNU55mf/vb39QtLKhs2bIlNTVVeZoNGDBAmbVPCCHL8syZM5Uzds8997TkySG/+uqr5ORki8XSvXv3/fv3q11OkHr66afr/3lfvHix0r5w4cLY2Njo6OjBgwcXFhaqW2RQmTVrVv0zNmDAAKW9oqLilltuiY6OtlqtL730krpFBpX9+/d36dJF+WN15ZVXLlu2LLDr+eeft1gs0dHRt956a1VVlYpFBq2srKyMjIzAp4js7Ow+ffpYLJbExMT6Z5L+85//xMTEhIeHR0VF3X333conVSFEVVXVrbfeGh0dbbFYXnjhhUs8iiRCZ23fmpqasLAwtasIVTx7F0r5zo9XD57VuZ5OfJpdKLfbrdPpNJoQGL3fxM51ZmRZ9vl8fGGCL7dLw7N3oVwul8FgkCRJ7UKCzrk+LQghPB6PwWBQpaoQxRfmuZzrzLjdbr1ef+kvzFAKhERERERERHQZ8WtpIiIiIiKiFoqBkIiIiIiIqIViICQiIiIiImqhGAiJiIiIiIhaKAZCIiIiIiKiFoqBkIiIiIiIqIViICQiIiIiImqhGAiJiIiIiIhaKAZCIiIiIiKiFoqBkIiIiIiIqIViICS6/Ox2+5gxY9avX98Ex3rrrbfGjBkzZsyY2bNnN95RFi5cqBxl1qxZjXcUIiJqft55552pU6eqW8P7778/efJkdWsgCloMhESXavHixcOGDavf4na7P/vss+zs7CY4emZm5jfffNOnT58uXbo03lHS0tL69Olz5MiRDRs2NN5RiIio+dm9e/eqVauU2zabbejQoV9++WWjHvGWW255//3367f8/PPPjX1QotClU7sAopCXk5PTICaZzeY9e/akpKQ0TQHR0dEzZ85s1EMMGTJkyJAh27ZtO378eKMeiIiImpnHH3/8z3/+s3Lb4/GsX79+zJgxjXrEjRs39urVq37L9OnTp0yZ0qgHJQpdDIREl+TkyZMFBQUAfvrpJ6VFeRNyuVw+n09pOXHiRGVlZbdu3Xbv3p2ZmZmQkDB8+HCdTifL8rfffpuTk9OtW7fevXs3eOQDBw5s375dCNG7d++uXbteUFVer3fTpk0nTpwwGAxpaWnXXXedTlf3Yj969OjWrVt9Pl+PHj169OjR4Gezs7O3bt3qdrtTU1P79+9vNBov6NBERET1eb1et9sNwOVy7d69G8CJEyeUN802bdokJCQodzt48OC2bdtkWe7du3e3bt0CP37s2DGPx3PFFVfs2LFj79693bt379WrlxDi559/PnDggNvt7tChw7XXXqu8zcmyvGvXLlmWCwoKlEO0atUqOTk5UENAVVXVhg0bSkpKUlNTBw8eHHizc7vde/fuTUtLCwsLW7t2rd1u79mzZ6OOwSFSnyCiS/DEE0+YTCYA1lo+n6+srAzA/Pnzlfvcf//9bdu2nTFjhl6vT0pKAtC/f/+ysrKBAwdGRETExMQAePLJJwOPWVNTM2HCBAAJCQnJyckA/vSnP/l8vrMWMG3atLS0tPothYWFHTt2NBgMnTt3TktL0+v1Dz74oLLL7Xb/8Y9/lCQpPj6+TZs2AMaPH+/xeJS9Ho9n2rRpGo0mIiKiXbt2BoNBedMNuOOOOxq0EBER/bqHHnqodeurUs/wAAAAoklEQVTWQojs7GyLxQIgPDxcecdcsGCBEKKmpuaee+6p/643ZcqUwLve7bff3rt374kTJ2o0mvj4+FmzZgkh+vXrp9FoUlJS2rZtq9FounTpcvLkSSGEw+GwWq2SJIWFhSmHmDNnjhDi0UcfjY+PD5S0bt26mJgYnU6Xlpam0WjS0tL27t2r7MrLy1PelFNTU2NjYyMjIwHMnTu3ac8ZUZP6/ybY7A+Kksl0AAAAAElFTkSuQmCC", + "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAH0CAIAAACiskNFAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdd3wUdf4/8NfsZkt6gVQSkNAJvSOKgNJFCE3QQ08F4XeKZ7vD73H2O+983J13p2fDjmAE6UQFRHoiGEApBkiAkN572b7z+2M2m5iQZNN2Nsnr+QePmdnZ+bwzpL3z+cz7LYiiCCIiIiIiIup6FHIHQERERERERPJgQkhERERERNRFMSEkIiIiIiLqopgQEhERERERdVFMCImIiIiIiLooJoRERERERERdFBNCIiIiIiKiLooJIRERERERURfFhJCIiIiIiKiLYkJIRERERETURbl0QvjBBx9cunTJvmsymWQMpiOyWq1Wq1XuKDoYfpo1F+9Yc1mtVovFIncUHQw/zQD86U9/0uv19l3ek+biHWsuURT5zaq5+GnWXGazWe4QOhhRFNv8prl0Qrh///7ExET7bu0fhOQIk8nEL7Pm4qdZc/GONZfZbOYXZnPx0wzAJ598UlJSYt/lPWkug8EgdwgdjMViMRqNckfRwfALs7kMBoMoinJH0ZFYrdY2/8J06YSQiIiIiIiI2g8TQiIiIiIioi6KCSEREREREVEXxYSQiIiIiIioi2JCSERERERE1EUxISQiIiIiIuqimBASERERERF1UUwIiYiIiIiIuigmhERERERERF0UE0IiIiIiIqIuigkhERFRp/LFNWt4jPmxeIvcgRARUQfAhJCIiFycKJjL5Y6hI/nbz9bMSvGdRGt6pSh3LERE5OqYEBIRkQuzGJC6RahMkTuOjsRSnQZWmGSNg4iIOgI3uQNoe0888UROTo7cUbgEq9UKQKFg2t8MZrPZze0mXxd+fn4bNmxwfjxEXZqhCKlfQp+HgAi5Q+lI1NXf9Q1cNEpERE3phAnhJ5988s4772i1WrkDoc5DFMVly5YxISRyqspUpG6FuVLuODoetdK2YbTKGgcREXUEnTAhBBAdHe3l5SV3FNR5SAmh3FEQdSVFZ5D5DUTOcLWEfYbQyPtHRERN6ZwJIRERdVSiFVn7UPij3HF0YBrOEBIRkcOYEBIRkcswVyF1KypvyB1Hx1YzQ8iEkIiImsKEkIiIXIM+FzdiYCyRO44OT60UABGA0SICgtzhEBGRS2NCSERELqAsCWnbYTXIHUdnUFNllDOERETUFCaEREQkK1FEfhxyvpcmtaj1WFSGiIgcx4SQiIjkYzUifSdKL8kdR6fCthNEROQ4tixvXxcuXJgyZUr942vXrt24cWOdg/n5+YMGDap/8iuvvPLmm2+2Jox7773322+/bc0VJHl5eTdu3LDvRkdHHzp0qPWXJaIuyliMqx8yG2xzGhaVISIih3GGsH0ZDIb09PT6x2fNmtWjR486By0WS0pKSv2TCwsLRbFVK6ny8/OrqqpacwVJTEzMmTNn7KnskiVLbrnlltZfloi6Ivadbzc1M4RcMkpERE1hQugMWVlZmzdv1mg0K1as8Pf3B+Dr6+vh4SG9euPGjR07dmi12rvuuqv2u3bv3n3+/Pk77rij9kGdTrd9+/a0tLTRo0fPnDkTgNFo/PTTT5csWbJ582adTrds2bKIiIhGgklNTd27d6/RaJw9e7Z9QtJsNu/atevy5cuBgYELFiwIDg7Oysrav39/enp6eHj4smXLPDw88vLyfvjhh9TU1A0bNgQEBCxevDggIECj0UhXuH79+tdff22xWGbPnj1gwAAAmZmZp06dGjVq1Jdffunj4/PAAw94eXm1zQ0loo6OfefbE9tOEBGR47pAQrh7Nz74AAanVK5TKjF6NF5+GW41N7a0tPTBBx+cOXPm8ePHN27cmJCQIAjCO++8c9ttt/Xv3//q1auTJk166KGH/Pz8fvOb39jf9eyzzx46dOihhx7697//ffHiReml0tLSSZMmTZo0aejQoa+88sqRI0f+9re/6XS61atX79ixY8qUKampqePHj09OTvb09LxpgD/99NPMmTNXrlzp4eExefLkzz//fNasWUajccqUKT4+PnfffXdqauqBAwdWrFjxySefVFVVRUREHD169L///e/p06fNZnNVVZXBYCguLlYqlQBeffXVP/3pTz169Pjxxx/nzp27Zs0aNze32267bcuWLdOmTbt06dLatWujoqJmzZr1zTff7Nix4+DBg+38H0BELs9qRubXKP5J7jg6MyaERETkuM6eEFosuO8+tMVqSUft348xYxAdbT9QWlq6cePG0NBQk8kUFBR0/fr1Pn362F/95z//uWLFir///e8AQkNDV69eDSA3N/e9995LTk4ODQ197LHHoqKipJPfeOONCRMmvP/++wBWrFjRs2fPdevWCYIA4MUXX5w4cSKAkydPnjhxQpo8rO/VV1997LHHXnzxRQBhYWHr16+fNWvWJ598YrVav/32W+lSkvXr10sba9asufXWW48dO3bnnXfeeeedZ86cWbduXZ3LvvTSS88++6x0PCgo6Pnnn582bRqAsrKyrVu3+vn5rVmzxs/Pr6ioKCAgoFW3l4g6NHMlUreiMlXuODo5+5JRg4WFW4mIqAmdvaiMUokBA5w6okaDvn1rHwgLCwsNDQWgUqlCQkLy8vJqv3rx4sVbb71V2p40aZK0cfny5YiICOldCoXCfsLp06dPnz49ffr06dOnL1682Gw2JycnSy+NGjVK2oiIiKgzRG0XLlyYPHmytH3HHXdcvHjRarWePXv2rrvuqp0NAjhy5MjEiRMHDBjQp0+f8+fPp6WlNfJB177s5MmTz58/L21HRkb6+fkB8PDw6NatWyOBEVHnp8tG8gZmg06gVti+n5s4Q0hERE3p7DOEAI4eRUICrM76qRgZicjI2gfcai0fFQShTnkYjUZjqF7Oat/QarWGWmtc9Xq9/eQFCxY88MAD9pfCwsKkM+2j1B+iNq1Wa7+aXq/XaDQKhcLd3d1+UCKK4pIlS7Zt2yY9wXjXXXdZLI096lP7sgaDQavVOvKxE1EXUnwOGXshmuWOo0tgURkiInJcF0gIvb0xbZrcQTTo9ttv37Zt27JlywRB+Oqrr6SDUVFRpaWlCQkJY8eOLSkp+e677/r37w9gxowZn3zyyXPPPSdlXCUlJXVSR0eG+/LLL2fPng3giy++uP322wFMnz79d7/73Z///GdpNs9sNptMpqKioiFDhgBISUn54Ycfli1bBsDPz6+4uLihy06dOlW6rH22kIgIohW5h5B3Qu44uhA+Q0hERI7rAgmha3vyySdnzJgxadIkf39/e8VOLy+vt956a+7cuVOmTElOTh48eLB0fNWqVWfPnh00aJCUKCYlJdXuCuiIF154Ye7cuZMmTfL09ExJSYmNjQUwd+7cpUuXDhkyZOLEibm5uYsWLfr973//29/+dtKkSSNGjLh69erQoUOlt8+cOfOVV14ZMWLEgAEDtmzZYr/sq6++Onfu3MmTJ6tUqszMzK+//rr1d4aIOgOLDqlfoeK63HF0LUwIiYjIcS69im/x4sXLly9ftGiRtFteXu7t7d3ku7y9vbOzs12kw4HBYMjLy7P3gUhPTw8MDNRqtUVFRWq1WgrSbDb//PPPGo1m8ODBaWlpvXv3lk7Ozc29cuXKsGHDLBaLQqGQ+lUAyM7OTkpK8vf3j4qKUiqVVqv1xo0bkdXrVHNycry8vOp8+Pn5+V5eXu7u7tJwly5dMhqNQ4cOVavV9nOky4aEhAyofury/PnzZWVlY8aMKS0t9fDwsN/83Nxck8kUHh6el5fn4+MjTVeazeZffvnFYrEMHTpUpVIB0Ol0RUVF9naLqampYWFh0ksdjiiK0q2WOxBX5OAXJtkZjUZRFO1/AOrM9Lm48SWMN1lW0FyVAdM9wye1/jodWmho6E8//RQSEiLtNvKl93GS9ZFjFgAP9Vd8PFl503O6oIqKChf53aCjkFYMSb88kIP4M7G5KisrPTw86lSyoEZYLBaDwWBvX9cmOEPYvjQaTe2ugPbt2sU23dzcxowZI23bs0EAwcHBwcHB9a8ZGhoq1ZuRKBSKyFpPLdp/V6gtMDCw9nD2Gb9GLgtg2LBh0ob9mUB7YNJGUFBQ7csOHz689mnu7u72bBBAr1696g9KRJ1W2RWk7YDVKS1/6Nc4Q0hERI5jQkhERG1KFJEfh5zvAdddgdJWKisrf/jhh0GDBtn//pWZmXno0CGz2Txp0iTp8W/JmTNnTp8+3atXr5kzZ7b338I1LCpDREQO6+xtJ4iIyJksBqRuQc7BrpANAli3bt3cuXOl57EBnDhxIioq6sSJE+fPn58wYUJMTIx0/L333ps3b96lS5f++Mc/rly5sr2j4gwhERE5jgmhqygoKEhISLDvPv744++9915rLpicnHz16lXHz4+NjZ0/f36dgwcOHJBKkrbe999/bzKZpO09e/ZER0e38oLXrl2bOnVqkw/BGo3GzZs3P/LII9HR0S+88EJhYWEjJ4uieMcddzS3VA8R2RgKcfVDlF2WOw4niY+PT0xMHD9+vP3Ihx9++OCDD77//vv//ve/X3rppXfffReA0Wh86aWXvvjii//85z+HDx/eunVrUlJSuwZm70NotHaJtJyIiFqDCaGr+PHHH5944gn77sKFC+396Fvmgw8++Pjjjx0/32g0VlRU1D9YVlbWmjDsZsyYUVpaKm1HRUU99NBDrbzg888/v2rVqjorr86dO3fp0qXaR9LS0j766KPx48c//PDD58+fnzp1qj0vrU8QhIcffvill15qZWxEXVFZEq5+AEO+3HE4SVVV1erVq995553a34VCQkLsvXmKioqkh7rPnDljMpmktq7dunW77bbbvv3223aNjX0IiYjIcXyG0BnOnj27f/9+hUKxaNGivn37AjAYDF988UVSUpKnp+eMGTOGDx++b9++3NzcDRs2KJXKRx55RBAE6ZeMpKSklJSUgICAXbt2RURErFy5MiMjY+PGjR4eHqtXr5YqWV2+fHnfvn15eXmRkZG/+c1vtFptSkrKuXPnFArFhg0bwsPD58yZA+Dw4cPHjx/39va+77777IVhjh8//t133/Xq1avJolhmszkmJiYpKalfv3733Xefven86dOnDx48WFVVNXHixNmzZxuNxm+++ebnn39WKBTTp0+fOHEigN27d4uiuHHjRi8vrzlz5giCoFDY/hhhMpm++OKLq1evDhw4cNmyZUqlEsC2bdvGjRu3b9++9PT0GTNmSP0Sa8vNzd2/f/9HH31U5/jWrVv9/f0HDRpkP9K3b99Dhw5J29OnT/fx8bl06ZJULyc3NzcuLq6goEB6tV+/flOnTl28ePHTTz9dWFjYrVs3x/+Libq0rvTQoN3zzz9///33Dxw4sPbBP//5zw888MCtt97q4eFhMBik7rJZWVmhoaH2vDEsLCwrK6sFI+p0ujfffNNeJzMiIkLqEFufonqlqN4iNvInsK7GZDLxbjSLVGXU/uOeHMFPs+aS7hirjDrOYrE069NMqVTaf+tuSBf4Ik/dgusfQ3TWgxS+URj5Dyhqmit89tlnr7322hNPPFFVVTVlypRvv/126NCha9asKS0tXbx4cVFR0fHjx+vU55TeNWLEiKFDh8bHx7/00kujR4++6667Pvjggx9++CE3N/eee+7Zv3//0aNH9+7dC2Djxo3+/v4DBgzYv3//xo0bjx49Wj+ul19+OTY2dvXq1ampqePGjUtISAgKCtqyZcszzzyzfv36lJSULVu29OzZs5GPbN68eaIoLl68OCYmZtOmTfv37xcEYcOGDa+88spTTz0VERGxd+/e2bNnp6WlxcbGTpgwQafTLV++/I033li4cGGdS509e/bdd9+9++67RVGcOXOmh4fHggULPv300y+//FL6iF555RU3N7cFCxb4+PjMmzdv3759EyZMqH2F7777bvTo0fZa2Hl5eXq9HkBZWZkgCGlpaQA8PDy6d+9e+12ZmZlWq1X6m/2FCxemTp26ZMkSPz+/d955Jyws7LHHHps6daqnp+ewYcO+//77pUuXNnI3iMjGakT6LpQmyh2HU506derw4cOnTp2qc/zbb7+9cOHCSy+9pNVq//rXv37++ed/+MMfRFGs/buOQqGwWFoycyeKYklJif2XAB8fn4Z64agEARAAGC1gvxw7q9XKu9Es1mpyB9KR8I41l3THmBA6rrlfmE1mg+j8CaFowcnfwqJ33og5BxF0OyJsvRPNZvPTTz997NixqKgoABqN5l//+tenn36akJDw73//e/r06fb3zZo1KyEh4dFHH61/SUEQtmzZ4ubm1qdPnzlz5mRmZgYHBy9dujQkJMRkMqlUqtdee00684EHHujbt+/ly5cHDRo0fPhwNzc36YJZWVlvvPHGjRs3pGaGZWVl77///vPPP//KK6+8/fbb0qODxcXFly83+OTPkSNHzp07l5KSotFoHnjggd69ex86dOi222579tlnDx48OG7cOPuZffv2/fDDD6Xt8PDwDz74YOHChfPnzxcE4YEHHqiToe3fv//69evJyckqler+++/v1atXXFzcpEmTAKxYseKpp54CkJmZuXfv3joJ4cWLF6W5VsnTTz8dHx8vfRQKheKLL76Qbuk777xjP8dkMq1cufKJJ56QumX87W9/e+ihh/7xj38AGDJkyOuvv/74449LZ/bv3//ChQtMCImaZizCjS+hz5M7Dmd78803BUG4//77AVy6dOmDDz4wmUyPP/74q6+++sILL0jHQ0NDZ86c+eyzz4aGhubm5trfm5OTU3sVg+M8PDxeeOGF2n0IG+pm6akVATMAkyh0iY6XjjGZTLwbzSJNLPCmNYvRaOQdaxaz2azRaJgQOk76k2Lbfpp19oRQUMJvOArr/hG3HSnd4VPzk/7GjRslJSVPPvmktFtYWCj9/z399NPR0dGjR4+eM2fOo48+am86f1NRUVHSgo2QkJCgoCBptWf37t0FQSgqKgoODo6JiXn11VetVquXl1dubm5GRkad3zYuXLhgsVjsGU5GRsaYMWPMZvOVK1fsidbEiRMbSQgTExPHjBkjBa9Wq8eOHXvx4sWwsDBRFGtngwDKy8vXrFlz8uRJd3d3s9msVqsb+dASExPHjRsndat3d3cfNWrUxYsXpYTQPmsaFhZWvzpORUWFp6enfXfTpk3Sxvr16/39/Z999tk651sslhUrVnh6er7++uvSkV9++UX6pQ3AtGnTVqxYodPppClHDw+P8vLyRsImIgAov4r07TDr5I5DBmvXrk1PT5e2L168OHr0aOk7oUajsX/3qKioUKvVgiCMGjXKbDafPn16zJgxlZWVx48f/8tf/tKu4bHtBBEROa6zJ4QA7jqCgpMQzc4YS6GGd1+4h9kPuLu7K5XKTZs22fMi6Rm5hx9+eOnSpd9///1HH320ZcuWs2fPNnJV6S31tyXFxcWrVq26cOGC1NR+wIAB9sVI9gqc7u7uQUFBW7dutb9LrVYrlUqNRqPT2X6Zq6qqaiQGDw+P2idUVVV5enp6eXkZDAaz2Vz7AYM33nhDEISkpCSlUhkbG/vcc88197INfaS1BQYGSutCHWG1Wh9++OGioqI9e/ZIyac0dO2PXa1W2/+PioqKBgwY4ODFiboi6aHB3EPOW43vYiZMmGD/a9r//ve/UaNGSQnh448//tRTT+Xk5Li7u7/zzjtSqTB3d/c//OEP995776pVq77++utp06bVf0ygbbHtBBEROa4LJIRKLYKnyDV4jx49Bg8evHXr1rVr10pH8vLyfHx88vLygoKC5s+fHxUVNXz4cFEU/f397dVNmqW4uNjNzU1aRBQXF5ecnCwd9/Pzs7dPGDVqlF6vP3nypNRDwmKxFBcXe3p6Tp48efPmzevXr7dYLDExMY0sMr7tttsef/zxa9eu9enT59q1a/Hx8W+99VZ4ePiAAQPee+89abGlXq/XarX5+fkRERFKpdJqtX722Wf2K/j5+RUUFNRZMnr77bf/8Y9/TEtL69mz55UrV86cOSNNDzZp7Nix9sZfta1bt67ORyGK4u9+97vr16/v27dPq9Xaj0+dOvXzzz9fuHChQqH47LPPJk+ebE9Bz58//5vf/MaRMIi6oi750GAjXn75ZfsD2A8++ODw4cO///57s9m8efPmyZMnS8f/7//+b+TIkadOnXr00UeXL1/e3iExISQiIsd1gYRQbps3b16+fPnnn38eEhJy6dKlRx999A9/+MOkSZMCAwPDwsLOnj374osvCoIwZsyYsLCw3r17h4aGSo/DOah3797Tpk0bOXJknz59Kioq7ItFFy9ePHPmzCFDhkydOvWtt96KiYn57W9/27NnT09Pz0uXLr3++utLly594403Zs2adfjw4aKior59+zbSo69v375/+9vfJk2aNGrUqLNnz/71r3+V5tA2bdq0ZMmSmJgYX1/fnJycs2fPPvTQQ7Nnzz537lx2dvbQoUPtV/j9738/efLknj17/u9//7MfjIqKeuGFF8aNGydd9p///Kc0z9mkO++8c+XKlTk5OVImvHjx4uPHj9c5Z+7cuR9//PFPP/30/vvve3t7R0RESMe3bNkyffr0devWLVy4cOTIkX5+fjk5OXv27JFezczMzMnJsf8aR0S/YihCald8aLARU6ZMqb07YsSIESNG1D9t1qxZs2bNck5IaqXtaRyDpQvVfSUiopYRmuzrLaPFixcvX7580SJbgZby8vImWyMA8Pb2zs7OthfmdgVWq/XGjRvFxcW9e/cOCAiQjiQnJ5eVlUVGRtZub6DX63U6nb+/f2VlpVKp1Gq1RqPRaDRKH47FYqmoqPD19ZVOLi4u9vX1VSgUoigmJiZaLJYhQ4ZUVlZqtVr7wsjy8nJBEKS3m83ma9eu6XS6Pn362O+kwWBITEwMCwsLCAjQ6/V17rDJZNLpdD4+PtJuaWnp9evXIyMj7TFIUSUnJxsMhoEDB0oPGZaVlV25ciUiIqJ79+5VVVX2t1sslrKyMi8vL1EU9Xq9/XhJSUlKSkqfPn3sR8rKyjw8PKSVqHq93mq1enh41LmrL774olqtXr9+vXR+/fK7Go3Gy8tLGrT2cS8vL/v9SUlJ0el0/fv3t696ffnll5VK5Z///OfabxFFUZrzrP+fSw5+YZKd0WgURbFDVh2Q76HByoDpnuEOLR/oxEJDQ3/66afaRWUa+tIrMqDb5yYA/hoUrVDd9JwuqKKiwqV+N3B9UtsJe0FvcgR/JjZXZWWlh4cHi8o4zmKxGAyG+r8YtwZnCJ1BoVBERkbWOXLTp9S0Wq20rNH+KF3tZ9uUSmXtTMxeikYQBKmKKYA634Zq77q5udUfVKPRjBw5Utq2p0l2KpWq9kFfX1/7yXZKpbJOJy4fH5+xY8fat2ufaY+5drEZPz+/Opet/a7a6zxr+8Mf/vB///d/Uj332ufXD6+Rmj11JiStVmt+fr698AwR2XT5hwY7lpoloywqQ0RETWFCSB2Vl5fXW2+91bbXVCgUtVe0EhHAhwY7npoqo8zfiYioKUwIiYioYYZCpG7hQ4Mdi0oBARABkxVWEQouxSIiooYxISQiogaUJyNtOyx6ueOgZlMrYbAAgMlaM2FIRERUHxNCIiKqR3poMOd7wHULj1Ej1ApbQmhkQkhERI1iQkhERL9mMSBjF0ovyR0HtZy9rozBAm/WGSUiooYxISQioloMBUjdAn2+3HFQq6hr6sqIAB8iJCKiBnXChFCpVE6ePFmhUDR9KlE9Uh+L+seVSi66oi6gNBEZu2ExyB0HtZZaIZWVYecJIiJqQidMCBMSEuo0Iu+yjEajIAj1uwtSI6qqqm7a69PeGZKocxKtyDuG3KN8aLBzYOcJIiJyUCdMCPv16yd3CK7CYDAIglC7BTw1qby83NvbW+4oiJzLXIW07ai4Jncc1GZqetMzISQiokZ1woSQiIiaQZeD1C0wFssdB7WlmmcIuWSUiIgaxYSQiKgLKz6PzL2wmuSMwWDArl0oL8edd6J3bzkj6URqqoxyhpCIiBrV2oTQYDBkZmbad7t37+7j4yNt6/X6hIQEHx+f4cOHt3IUIiJqY6IVuYeQd0LuMETs2IGkJAD4/HNMmoSpU8GqYK1Ws2SUM4RERNSo1iaEiYmJ48aN69mzp7T717/+ddmyZQCuXr06bdq0Pn36ZGZmDh48ePv27SzSSETkKkzlSN2KqnS54wAOHbJlgwBEESdOICUFixbB31/WsDo8NYvKEBGRY9pgyWhYWNi1a3VLEbz88svR0dH//e9/q6qqRo4cuXfv3gULFrR+LCIiaq3KNKR9BVO53HEAFy7gRPUUpZ8fSkoAIDMT77+PuXMxdKiMoXV0GhaVISIix7TBshxRFK9cuZKRkVH7yPbt2x988EEAHh4eS5Ys2b59e+sHIiKi1io6g+ufuUQ2mJODvXtt2336YO1azJoFaS2JwYAdO/DVV9DrZQywQ1Mrbf1UjRb2ESEiosa0wQxhcXHx0qVLs7KyIiIitmzZ0q9fv4KCAp1O16tXL+mEXr16nTjRksdUysvL4+PjLRbbAxBqtfqee+5pfcBdh9VqFQTBauXfh5vBarXyjjUL71hzWa1WURRluGmiWcj8BsU/OXvcm6qoEGJiYDIBQPfu4uLFEASMG4eICGHHDhQWAkBiIrKyxIULER7erDsmCIIgCO0WesfAthNEROSg1iaEAwcOzM/P12q1JpNp9erVq1atOnLkiF6vB2Bvf6fRaHQ6XQsuXlBQEBcXl5KSIu0qlcpp06YpWGzAYVIfQrPZLHcgHYlOp+Pzrs3CO9ZcRqNRFEX7n7qcQzCXuWVsF/TZzhy0QWaz6ssvUVYGAFqtafFiUaGwJ4d4+GG3w4cVp08DQEmJ8OmnlltvNcy9DVVVDl5epVJpNJp2ir2jqKkyyqIyRETUqNYmhO7u7tKGSqV64oknJkyYYLVag4ODBUEoLCyUGnwXFBSEhIS04OK9e/devnz5ojbnZIsAACAASURBVEWLpF12DG8ulUrFxvTNJYqil5eX3FF0JLxjzSUlhE7NWMqTkbUDVh1c5LvBN98gKwsAFAosWaIKDv7Vq2o15s5Fr16IjYXBAKtVeeKEX/x65duxCAqSJd6OiEVliIjIQW0523bt2rWAgACFQqFWq0eOHHns2DHp+NGjRydMmNCGAxERkUNEEXknkPIFzC1ZptEu4uNx7pxte8YMREbe/LQhQ7BmDcLDpT1lQgJWrHBKfJ0E204QEZGDWjtD+Pbbb5eWlkZGRqanp//jH/947rnnpOPPPvvsM888o1Kprl69GhcXt2HDhlaHSkREzWHRIW07yq/KHUctV6/i4EHb9qhRGD++sZP9/PDQQzhyBCdOACKMRicE2GloOENIRESOaW1COHbs2K1bt54/fz4oKGjz5s3Tp0+Xji9fvlyr1e7cudPX1/fEiRPBdVYEERFRu9LlIHULjMXOG7GiAlot3Br+sVJYiO3bIYoA0LMn5sxp+poKBaZNQ79+xhEK9UMvtVWkXQGLyhARkYNamxCOGzdu3LhxN30pOjo6Ojq6ldcnIqJmKzmPjL2wmpw34tGjOHIEggB/fwQFITDQ9m/37rZOEno9YmJsbSR8fbF0KRyvRRQRYRo+Xd2jR3sF3xnVPEPIJaNERNSoNmg7QURErsJqRs53KDjl1EH1esTFAYAooqgIRUW4fNn2kkKBgAAEBaGszNZMQqXCsmXw9HRqhF2PSlHdh9DKPoRERNQYJoRERJ2FqQxpX6Ey3dnj/vyzrWlEfVYrCgpQUFBzZMECtKjuNDULl4wSEZGDmBASEXUKlTeQtg2mCmePK4pISLBtz5mDiAjk5yMvD3l5yM9HSYntoUHJHXdg8GBnR9glabhklIiIHMOEkIiogxNF5Mch9xBEOSaDrl1DUREAaLUYMQIq1a8mAE0mW35YVARfX4weLUOEXRJnCImIyEFMCImIOjKrAem7UZooWwA//mjbGDUKKlXdV1UqhIUhLMzJQRETQiIichATQiKiDkuXg9StMBbJFkBxMa5eBQBBwJgxsoVB9bDKKBEROYgJIRFRx1R8HpmxsMrarj0hwfaIYL9+8PeXMxL6NfsMoYEzhERE1CgmhEREHY0svSXqM5nw88+27bFjZQ2F6qpZMsoZQiIiahQTQiKiDsVUhtStqMqQOw7g/HnodAAQEIA+feSOhn5Fo2QfQiIicggTQiKijkOu3hI3deaMbWPsWAiCrKFQXXyGkIiIHMSEkIioI5C3t0R9aWnIzgYAlQojRsgdDdXFKqNEROQgJoRERC7PokfGbpRekjuOWuzdJoYPh1Yrayh0E0wIiYjIQUwIiYhcmy4bqVthLJY7jloqKnCpOjtltwmXZF8yauCSUSIiahQTQiIiF1Z8DpmxsJrkjuPXTp+G1QoAvXohOFjuaOgmOENIREQOYkJIROSSRDMyv0HRWbnjqMdqxdnqqMaNkzUUahDbThARkYOYEBIRuR5jEW5sgT5X7jhuJjER5eUA4O2NgQPljoZuTmOvMsoZQiIiahQTQiIiF1N2Gem7YNHLHUcD7OVkxoyBQtHoqSQbLhklIiIHMSEkInIZohV5x5B7FHDVZuI5OUhPBwClEqNGyR0NNUhtb0xvcdXPJSIicg1MCImIXIO5EmnbUXFd7jgaZZ8eHDwYXl6yhkKNsc8QssooERE1jgkhEZELqLiB9O0wlcsdR6P0ely8aNtmORnXxiWjRETkICaERESyEkUUnkL2dxBdfirn7FmYTAAQEoLwcLmjocawqAwRETmICSERkXysBqTvQumlps+UnSji9Gnb9vjxsoZCTVMIUAqwiLCKMFvhxuo/RETUAP6IICKSiS4bSe91jGwQQHIyiosBQKtFVJRTh9ZlqzK2QJ/j1EE7Pk4SEhGRIzhDSEQkh+JzyIyF1SR3HA5LSLBtjB4NlcpJg4pW5B1B/gk1RFQlYtpBJ43bKagVqAIAGK3wkDkWIiJyXUwIiYicy2pUZH6Nyg4yMSgpLsa1awAgCBgzxkmDGgqQsQO6bNuuyPYJzaO2zxC6/NOpREQkIyaEREROZChQpMQI+jwolU2f7DrOnLHlY/36wc+v/ccTUZSA7O8gmqV9i/9o5a2b2n/cTkWtEKSGlgarCAhyh0NERC6KCSERkbOUXkLGbsFYKXcczWSx4OefbdujR7f7cOYKZOxBRbJtV+GGwCn6/i94uoe2+9CdS03nCc4QEhFRw5gQEhG1P6sZOd+h4JTccbTI5cuorAQAHx/069e+Y5UmIjsWZp1tVxuEHgvhHgyBJdCaTc2iMkRE5AAmhERE7cxUitSvUJUhdxwtZe82MXo0hHZbeWg1IOc7FJ2x7QoCAsYhZDqEDrW21pVo2JueiIgcwISQiKg9lSUhfScsuqbPdE2FhbhxAwAUCowc2V6jVKYgYxdMZbZdtR/Co+HRs72G6xpYVIaIiBzBhJCIqH2IVuQdQ+5RqbBHR3Wmesquf394e7f99a1m5B9BQXxNEVHfwQibB6W27cfqYtScISQiIgcwISQiagfmSqRtR8V1ueNoHYsF587Zttuj24QuCxk7YSiw7So90GMefAa2/UBdkj0hNHCGkIiIGsaEkIiorVVcR9p2mDtaNdH6fvkFVVUA4OeHyMg2vbQV+ceRdwxi9eyVd3/0uAdunm06SpfGojJEROQIJoRERG1HFJEfh9xDNXlOh2ZfL9q25WSMxcjYiap0265CheA70W0ce+W1LXsfQqOFfQiJiKhBTAiJiNqIuQrpO1B+Ve442khBAdLSAEChwIgRbXRREUVnkbMfVpPtgEc4ekRDE9BG16caGs4QEhGRA5gQEhG1hcpUpG2DqVzuOBpVWgqFwtHaMAkJto1Bg+Dl1QajmyuQuQfl1R3nBQUCb0fQHZy8aicsKkNERI5gQkhE1DqiiMJTyP4OomvX7khIwLffQqHA8uXo06eJk00mnD9v2x49ug1GLzmP7G9h0dt2tSEIj4Y2qA2uTA1g2wkiInIEE0Iiolaw6JGxG6WX5I6jKUeP4sgRALBYsG0bVq1CQKOrNH/5BXo9AHTrht69WzW0pQqZsSirvkXsOO8snCEkIiJHMCEkImopXRZSv4KxWO44GiWK2LcPP/5Yc0Svx5dfYuVKqNUNvuv0advGqFGtGr3sMrJiawquagLQIxoe4a26JjmGbSeIiMgRTAiJiFqk6Awyv3H1ZaJWK3btwoULtt1evZCZCbMZ+fnYuRP33nvzd+XmIjMTAJTKlpeTseiRvQ8l52qOBIxByAwoVC28IDUT204QEZEjmBASETWTXMtEy8tx6hRSUtCnDyZMgIdHE+ebTNi6FVerq54OHYoFC3DxInbuBIDLl3HsGCZPvskb7dODgwc3PcpNVVxH5m6Yymy7bl7oMQ/e/VtyKWopDZeMEhGRA5gQEhE1hy4baV/BUOTUQQsLEReH8+dhsQBAVhZOncLYsZg4EZ4NdHLX6/HFF0iv7vU3bhxmzYIgYNgwZGfj5EkAOHIEISHo/+s8zWismVFsQTkZ0Yy8IyiIhyjajvgORtjdULo3+1LUOiwqQ0REjmBCSETksOJzyIyt6aHnBFLyduFCTX4lMRoRF4cff8SoUZg0qW4niYoKbNqE3Fzb7qRJuOuumldnzEBBAa5ehShi+3asXInAwJpXL1yAwQAA3bujV6/mRVuVgYxdMBbadpUe6HE3fAY17yLURlQKWz8Pk1Vs/EwiIurKmBASETnAYkDmXpRcdN6IycmIi0Nq6q8ORkQgKgo//WRL9kwmnDqFM2cwenRNWlhUhM8/R0kJAAgCZs/G2LG/uoggYOFCbNiAkhIYjdiyBatWQaOxvXrmjG1jzJhmRCtakHcY+fFAde7hMxBhd8OtgQlMan8sKkNERI5gQkhE1BRdDlK3wuiUZaJWKy5eRFwc8vJ+dXzAAEyahIgIABg/Hleu4OhRZGcDgNmMU6dw+jRGjUL//ti1C5WVAKBUYsECDBlyk1Hc3bFsGT76CCYTCguxfTuWL4cgICvLdk03Nwwf7mjM+jxk7IQ+x7ar0CBkOgLaonshtQLbThARkSOYEBIRNcqZy0QrKvD5579KBZVKDB2KW2/91apOAAMGYMAAJCXh2DFbRVCLBQkJSEiwnaBSYelS9O3b4FjBwZg/H9u2AUByMg4fxrRpNdODUVHQapsOWLQi/zjyj0Gszjm8ItFjPlQ+Dn281J40rDJKREQOYEJIRNQAqxEZe1Fyoekz24RO96tsUK3G6NGYMAE+DSdX/fujf39cvYpjx2rqxwBwd8d99yG8qXZ/UVHIycGJEwBw/Dj8/WvKyTiyXlSfh8xd0GXbdhUqhExHwBhAaPq91P5YVIaIiBzBhJCI6Gb0+Uj7Cvq8ps9sE0YjNm+2ZYMKBaZMwdixDs3RAejbF3374vp1HD2KtDT4+OD++xEU5NB7p01DTo6tNcWePbaDwcFNJJOiiKIfkfNdTRtGj3CEL4C6m0ODklNwySgRETmCCSERUT1OriZqNiMmxrbyUxAQHX3zB/8aFxmJyEgUFcHbGyqHm78LAhYtwgcfoKjWE5KNd5swFiNzNyqrq90o3BA4BYG3cmLQ1TAhJCIiRzAhJCKqxWpEZiyKzztxRCu++go3bth2585tSTZoFxDQ7LdotVi2DB9+CKMRANRqDBvWwKkiis4iZ39NquzeA+ELoOnewmipPdmXjLLKKBERNYIJIRFRNUM+Up24TBSAKGLnTiQl2XanT29JL/jWCwxEdDS2bAGA4cNrWlDUZixB5q6aiUFBiaA7EDgJUNzkZHIB6uo+hEb2ISQiooYxISQiAiBH03kAX3+Ni9W9DSdPxq23OnX02gYOxIMPoqAAI0bUe01E0VnkHoDFaDugDUJ4NLQhzg2RmqdmyShnCImIqGFMCImoy3NyNVG7gwdr2jyMHYupU50dQB233IJbbql70FSKzN2oSKneVyDwNgTdAYETgwCQmZm5adOmmTNnjqhOpA0GwyeffHL27FkfH5/77rtv1KhRACwWy8cff5yQkNCrV68nnnjC29vbCbGx7QQRETmCCSERdW3OXyYqOXYMcXG27eHDMXu2swNomoiin5BzAFaD7YAmEOEL4B4ma1SuZfXq1fHx8X5+flJCaDQa77zzTq1Wu2TJkvLy8sTERCkhXLdu3eHDh5988sldu3bNnTv32LFjToiNRWWIiMgRTAiJqAuTZZkoICQk4PBh287AgbjnHgguVqLTXIHMvSivfrgRAgJvRdBUCMrG3tXFfPbZZ0FBQUOHDrUf2bBhg06nO3bsmEJRM4NaWlr63nvvJSQkDBo0aNmyZWFhYfHx8be2//Jg9iEkIiJHMCEkoi7JYkDmXpRcbPrMtiacP684cMC2ExmJxYuhcLHll6WJyIqFRWfbVfujxwJ49pQ1JpeTk5Pz2muvxcXFLVq0yH7wwIEDy5Yti4mJSU5OnjRp0vTp0wGcO3fOx8dn0KBBAFQq1W233RYXF+eMhLD604pVRomIqBFMCImo69FlI20bDIUyDH39umLvXogiAPTsiWXLoHSlOTdzBbJiUXbFtisI8B+FkJlQONzYsMt47LHHXn755e7df9Vy48aNG+fPn583b17fvn1XrVq1Zs2a5557Licnp/ZpgYGB2dnZLRixvLz8kUce0Wq10u7AgQPXr1/fyPkWAwAVAINFrKqqasGInUxVVZXC1f744trMZrPJZBJFVqltBp1Op3Sp7+ouT/ruJLjaMhkXZrFYDAZD0+dVU6vVbm5NZHxMCImoi5FpmSgA6PXYvduWDYaG4r77mtFB3glKziF7Hyx62666G8LnwyNC1piabc+ePadPn3bkTA8Pj+eee65lo2zZskWn0y1btqzOcZVKNXLkyLfeegvAkCFDFi5cuG7dOo1GYzLVfL4ZjUZ3d/cWDKrRaObPn+/n5yftBgQE2JPDm/I2i4AVgEkUGj+zizCbzbwPzWI2m5VKJW9as5hMJt6xZrFYLFqtlgmh4ywWiyA047u6I38IY0JIRF2G1YAMeZaJ2nzzDcrKAMDDA/fff/N2f7IwVyDra5RdrjkSMLqDTgzu3bv3008/bfKvoaIoenp6tjgh3Llz55kzZ/r06QMgKysrMTExKSnpX//6V3h4eL9+/aRz+vfvX1ZWVlFR0aNHj+zsbIvFIs0bpKenjxs3rgWDqtXqe+65JyTE1u2jvLy88R/z7ipICaHRInJmDIBCoeB9aBZFNbkD6Uh4x5pLumNMCB0nimKbf5oxISSirkGXjdSvYCySLYDLl3HB1tnCOnu2wtNTtkjqKE1EdizM9icG/dBjPjxvkTOk1nnmmWf+/ve/N37OqVOn5syZ0+Ih3nzzzYqKCml7+fLl99xzz6pVqwAsXrz43XfftVqtCoXiyJEjvXv39vb2HjlypJ+fX2xs7Pz589PS0k6ePPnpp5+2eGjHscooERE5ggkhEXUBRWeQ9S2sZtkCqKpCbKy0KQ4fLg4aJFsktZnKkbkXFcm2XUGA/1iE3NURJwbtAgMD/f39mzxNq9XeUr/posOCgoKCgoLsl+revbu0e++9927cuHHcuHGRkZFHjx7duHEjAKVS+c9//vORRx75/PPPT548+fTTT0dEOGMhLhNCIiJyRDsmhKIoXr9+3cfHJzAwsP1GISJqjNWAjD0o+UXmMGJjUVkJAD4+1unTZQ5GUreUaIefGJS89tprjpw2fPjwM2fOtMmIMTExXl5e0rZard6/f39CQoLUaiIgIEA6vnjx4gkTJvz888+vvPLK4MGD22TcJtnbTrDKKBERNaLNEsIVK1Zs2rTpwoULQ4YMAZCdnT179uyqqqqSkpIlS5b873//4+JgInI2XRZSv4KxWOYwfvoJly7Ztu+5B7LXG6hTShTSE4MzoFDLF1MHFhYWVntXoVCMHz++/mnh4eHh4eHOCgoA1AoIgAiYrBAB/gwmIqKbapvnEb/++uuSkpLaZXZffvnlYcOGJSUlXb58ee/evQcPHmyTgYiIHCKKyI/H1Y/kzwZLSrB/v217/Hj06SNrNEBpIpLfqckG1X7o/SDC7u6U2eCxY8dSU1Ol7by8vMcee2z+/Pkff/yxvFE5k8q+apSThERE1IA2mCEsLS394x//uH///trPY8TExOzbtw9AQEDAvffeGxMTM91FVkkRUadnrkLGLpQlyR0HIIrYvRtSv6Bu3XDXXXIGYypD1l6UX7XtCgICxiH4zg79xGAjcnNzp0yZEhcX16tXLwDLly+Pj48fPHjwypUrRVF85JFH5A7QGdRK2wOERis0bI1GREQ30wYJ4TPPPLN27draK2GKiorKysr69u0r7fbt2/fs2bMtuLLBYLh+/br9MQ9RFMeMGdP6gImoM6vKQNo2GEvkjgMAcOoUbtwAAIUC0dFoqhdCuxFR/BOyD8Ba3cpWHYDw+fDoKVM8znDhwgW1Wj1hwgQA165dO3To0KZNm+6///4//elPb7/9dhdJCDUKSLVQWVeGiIga0trfTg4dOnTp0qUNGzbUPlheXg7A3njXw8OjTGq91Uw3btz45ZdfYmJipF2NRrN//352d3GcwWAQBEGt7oQrwdpPZWUln3dtFhe6Y6KoLDmtzDsE0SWWxwmFharvv5e2LRMnWgIDYTQCsFgsAGqvsW/fMEylytxvFVUp9iNW3xHmwLugUEnxdAh6vV6sbvPQJJVKpdFoSktLAwICpE/Offv2aTSa6OhoAHfdddebb77ZjrG6EntdGS4ZJSKihrQ2IXzyySenT5/+4YcfAhBFcdu2bUqlsnfv3oIgFBcXS4XXioqK7I10m2XAgAHLly9ftGiRtFteXu7t7d3KgLsUlUrFhLC5RFG0FwwkR7jKHTNXIn0Xyq9CpQTaOddKS8PZswgOxqBB8PO7+TlWK2JjYTYDQEiIcto0ZfUfs5yYEIooOovcA7BUJ35qf/S4R+F5S4f7pqDVaj2b+WkWGBhYWFgo/eDYvn37hAkTPDw8AFRVVbnKnzDan1ohlZWB0cqyMkREdHOtTQjnzJlTXFwsreoURfGXX37Jz88fNGjQwIEDT548KbVaOnny5MiRI9sgWCKim6pIQfoOmMqdMZYoYts2lJcDwIEDCAvD4MEYPBh1et8dP46sLABQKhEdDecvbTCVIHMPKqonBgUB/qMQMrOzPjFY35gxY3x9fZcuXTp8+PCjR4++9dZb0vGLFy9KTxV2Bew8QURETWptQvj3v//dvv3RRx+9+OKLUtuJtWvXrl+/PiQk5OrVq99888358+dbORAR0U2IVuQdQ94xiM56RiolxZYNSrKykJWFgwcRGmrLDAMCkJ2NY8dsJ0ybhuoO5s4iougscg7AWj0xqAlE+Hy493BuGDLz8PDYunXr448/Hh8ff999961atUo6vnHjxjvuuEPe2JyGvemJiKhJbVnhYNWqVfYmvGvWrDGbzS+88IK/v/8333zTdf4cS0TOYypD2nZUpjp10IsXbRu+vqiogKV65iU7G9nZ+P57hITAYIDVCgA9e2LiRKeGZyxG5h5U3qjeVyBwIoKmQuiKJSanTJly0f7/BQAQRTEuLs7+iHunp2bbCSIiakpbJoTvvvuufVsQhLVr165du7YNr09EVKP8GjJ2wuRooZG2YbHUtJhfsgTduuHKFSQm4tq1mswwJ8e2oVZjwQI473E1EYUnkXsYVpPtgDYIPRbAPdRZAbiW3NzctWvXbt26tfZBQRDi4uJOnjz5l7/8Ra7AnMneaoIzhERE1BC5aqATEbWUtEw096hULcOprl6FXg8A/v7o0QMAhg/H8OEwGGoyQ6mQDIAZM+o+WNh+DPnI3IOqDNuuoED32xF0e9ecGJRUVFR89dVX9Y9fuXLl0KFDzo9HFlwySkRETWJCSEQdirEE6dtRmS7P6Pb1h0OG/Oq4RoNhwzBsGIxGJCXh6lUEBWH0aKfEZEV+HPKO1jTb0IYgfD60Lant3BVkZWV169ZN7iichG0niIioSUwIiajjKL2EzD0w6+QZ3WTClSu27ToJoZ1ajSFDGny1zenzkLkbuizbrqBA9677xKDdG2+8cfLkyYqKCgBLly6t/VJZWdmRI0eef/55mUJzNs4QEhFRk5gQElFHIJqR/R0KTskZw+XLMJkAICjI6YVD6xGtKPgBeYdrJgY9wtHjHmgCZQ3LJeTl5V2/ft1gMAC4fv167Zd8fHzWrVv31FNPyRSas9n7EBos7ENIREQ3x4SQiFyeoQCpX0GfK3MYDa0XdT59DjJ2Q19dvUZwQ9AUBN7K3/glUj+ktLS0qVOnnj59Wu5w5KRmURkiImoKE0Iicm3F55D5dU1LPbno9bh2zbYdFSVbGKIZeUeQH19TUMcjAj3mQ9NVHopzXM+ePa/Z/8u6Kg2XjBIRUVOYEBKRq7IYkBmLkgtyxwEASEy0NZbo0QPVDVedrSoNmXtgKLTtKlQIvAPdb3ViZ4sOSa/XX79+XaerefTU09Nz4MCBMobkNCwqQ0RETWJCSEQuSZeNtG01yY/s5F0vajUg5yCKaq1+9OqDHvOg8pUhmI4jKSnp4YcfjouLq3N84sSJ8fHxsoTkZCwqQ0RETWJCSEQuRhRReAo5B2E1N32yc1RU4MYNABAEGdaLlicjKxamMtuuUouQmfAf4ewwOhqz2Txv3jwAn3322fr161euXBkaGvrJJ5/k5+dLDxl2BZwhJCKiJimaPoWIyGnMVUiNQdY+F8oGAfzyC0QRAHr1gre388a16JEVi9QvarJBr37o+/+YDToiMTExKSlpx44dDzzwgIeHx+jRox999NH4+Pj+/fvv2LFD7uicxD5DaOAMIRERNYAJIRG5jIobSH4PZUlyx1GPLOtFy5OQ/A6Kzth23TwRvgC33AeVj/Ni6MiuX7/u7+8fFRUFQK1WS20JBUFYvXr1li1b5I7OSWqWjHKGkIiIGsAlo0TkCkQUnEL2dzVd9VxHaSkyMgBAocDgwc4Y0VyJ7G9QmlhzxHcwwuZC6eGM0TsLHx8fnU4niqIgCD169EhOTra/VFJSImNgzqRW2goOmaxi42cSEVGXxYSQiORmqkD6TlS4aoeAC9VlTvv0gbt7uw9X/DNy9sOit+2qfBA2F979233cTmfIkCFGozExMTEqKmrq1KlvvvnmhAkTfHx8Xn755WHDhskdnZOwqAwRETWJCSERyar8GtJ3wlwhdxwNc9p6UVMJMmN/lRgHjEbIdCg07TtuJxUUFPT73//+ypUrUVFRa9as2bx584wZMwAEBATs3r1b7uichAkhERE1iQkhEclEtCLvGHKP1vRYd0EFBcjNBQA3NwwY0G7DiCg6i9wDsBhtB9R+CJsHr8h2G7FLeOONN6QNX1/fM2fO/Pzzz0VFRWPHjg2Qq5Ok09mrjBpcby02ERG5CCaERCQHYwnStqEqQ7YAKithtTZdMtQ+PdivHzTtM1NnKEDmHlSlV+8L6DYBwVOhULXLcF2VSqUaO3as3FE4G2cIiYioSUwIicjpShORsafmMTmnKS/HjRu4cQOpqSgshCBg+nRMnNjYW+wJ4dCh7RCQFfk/IO9wTSkdbRB63AP3Hu0wVhdVVVWVlJRUUFBQ+6Cvr28XSQ5ZZZSIiJrEhJCInMhqQs5BFJxy3ohlZTVJYFHRr14SRRw4gNJSzJwJQbjJe7OzUVgIABoN+vVr48B0ucjaDV22bVdQoPtEBE2FoGz0bdQMGzdufPbZZ/Pz8+scnzhxYnx8vCwhOZnG3pieM4RERNQAJoRE5CyGfKRtgy7XGWNVVeHQIVy/juLim58gCLZe86dOobwc0dFwq/f90D49OGDATV5tMdGsKIxHwQmI1b+ka0MQPh/akDYbgoDs7OyVK1dOnDjxs88+u+WWWzS1VvxqtVoZA3MmLhklIqImMSEkIqcoPofMWFhNThruwAGcO1f3oEqFU5Q4WwAAIABJREFU8HDccgtuuQXBwdizB4mJAJCYiIoKLF+OOnnCL7/YNtpwvWjlDWXmXhir5yoVKgRNQ/fxwM2mKKkVfvrpJ4vFsmvXLn9/f7ljkY29qAyXjBIRUUOYEBJRO7PokRmLkotNn9lWKitrJvdUKkRE2JLAsDAoay3IXLwYBw7g5EkASEvDxx/j/vvh62t7NS0NpaUA4OGByLao9mnRI/c7FJ2tOeIVibB5UPu1wcWpHo1Go1KpvJusG9SpqRW2PzQYLC5cy5eIiGTFhJCI2lNVOtK2w1ji1EHPnIHFAgDh4XjoISgUNz9NEDBzJnx9ceAARBH5+fjoI9x3H0JCgFrrRQcNavAKjiu7jKxvYC637Sq1CJkB/xGcGGw/t99+e3h4+M6dO5csWSJ3LLJR8xlCIiJqChNCImofoojCU8j+rqaEpnNYrTh92rY9YULTudyECfDzw/btMJtRXo5PPsGSJYiMtK0mRavXi5orkXMAJeftB0SvftaQ2Upt113H6BxGo/Hhhx9+5JFH4uPjx4wZo1ar7S9169Zt2rRpMsbmNHyGkIiImsSEkIjagakCGbtQflWGoRMTUV4OAN7eGDTIobcMHIjf/AZffgm9HkYjvvwSI0agstJ2kZ49Wx5MaSKyvoalyrbr5onQOVav9mtwTzVyc3PXr18P4D//+U+dl7pilVE+Q0hERA1gQkhEba38GtJ3wlwhz+inqntajB3bjKWevXrh4YexeTNKS2Gx4MwZ2/EhQ27ekaJJphJkxqLiWs0R38EIvRtu7rblrNTOevbsee3atZu+xCqjREREdkwIiajtiBbkHUfuUUCmChZZWcjIAAClEqNGNe+9gYF45BFs3ozcWo0xoqKaH4SIglPIO1RTUlXtj7B58Ord/EtRy6lUqsg2qQbUkTEhJCKiJjEhJKI2YixG2nZUZcgZg316cMgQeHo2++3e3njoIWzZgpQUAAgIQI8ezbuCPg9Ze2tugiDAfxRCZkChbvRtRO3CXlTGwGlpIiJqQKtL5xERASg+h6R3Zc4GKytrOgeOH9/Ci2g0uP9+jBuHoCDMmdOMN4oW5B7GtfdrboI2GJErEXY3s0Fnev311997770mT0tMTJzTrP/fjokzhERE1CTOEBJR61gMSPuudhVN2Zw+bXs8LyICoaEtv45Sidmzm/eWqjRk7oWhwLarcEP32xF4GwT+0c3Zrl692q1btyZPKy8vP2WfT+687H0IjexDSEREDWBCSEStUJWlTvsCkKl+TG1Wa00lmBZPD7ZkXBPyj6IgHmL1L9weEehxDzTdnRcD/dr777+/bdu2xs8xGAzOCUZeGvYhJCKipjAhJKIWqW4zKBh1ULvAkshffml2t4nWK09G9tcwltp2FRoET0XAuBYWJqW2MHnyZMGx++/l5dXewciOS0aJiKhJboWFhWq12tvbW+5IiKjjMFcifRfKk+WOo5Yff7RtNKvbRIvVazcPr37ocTdUPu0+NDVqxYoVK1askDsKV8GiMkRE1CS37t27z5s3b8+ePXJHQkQdRMU1pMnXZvCmsrNb3m2i2UQUn0POAVh0tgNuXgidDd/B7TxuF6byFtVcgtsSSgFKARYRVhEWEUpOXRMRUT1uS5Ys0ev1codBRB2BaEXeMTnbDDbk5EnbxtChLek24ThjMbL2oiKl5ojfCITOhLKrNDp3NoUK3ccj6Hax0ih3KB2VWgmdGQAMFnjwMREiIqrHbcKECUeOHJE7DCJyecYSpG1HVbrccdRTWYnERNv22LHtNowVhQnIPQRrdWai9kPYPHh19dbn7cinP8JmQ+0PAGBC2EJqBaS5bKMVHjLHQkRErsgtOjp68uTJcodBRK6tNBEZe2BxydUEp0/DbAaAiAiEhbXLEPpcZO6BLqt6X4FuYxE8jQ0G24tHGEJnwrOX3HF0BjV1ZfgYIRER3Yxb7969e/fuLXcYROSqrEZkfoPin+WOowHt3W1CNCP/BPJPQKz+bdo9GGH3wL19Mk9S+SDkTvgNY6XWtqJRCtIab6NVBHhXiYioLj5PQEQN02UjbRsMhe1ycVHEsWMoLkavXujbFy2rdZyY2I7dJipTkbW35sMX3BA4CYGT2W6+XUiPCwbeDqWmTa5XWVlZXl4eEhLSJlfruNh5goiIGseEkIhuRhRRcBI5B2tmxtrclSuQHmA+dw4AgoPRty/69kXPns3oG3HqlG1jzJi27DZh0SP3IIrO1Bzx7IWwedB0a7MhyE4Q4DcUwXdC7duGV83JyRkwYMDUqVMfffTRhQsXKpXKpt/TGdk7T3DJKBER3RQTQiKqx1yJjN0oS2rfUeyVYCS5ucjNRVwc1GpERtqSQ99GM4SsrJpuE6NHt1lg5UnIioWp3Lar1CL4LgSM4nK7duHRA6Ez4dmzzS8cFhb26quvfvjhh0uXLu3Tp8+qVat++9vfBgcHt/lALo4zhERE1DgufCKiX6tIQfJ77Z4NWq1Iru5rHx6O2rM3RiMuX0ZsLP7zH7z99v9n787jo6jv/4G/ZvY+cpJkc0EuziCK3BBuCPdRRQRFEbWC1ba29lCLPNraVqna/jyqXxGoCFJEbkK4BeRGBAXkEBKO3Pfm2N1kz/n9sZvdQK7dZLOz2Xk/Hz76mJmdnXmHkmHf+/l83m/s2IGzZ5GX56gc05BzePC++7zTbcJchTv/w50NrmwwpC96/BLhAykb9D5pCLo+hJSfd0Q2CEChULz22ms3btw4cODAgAEDli1b1q1bt0cfffTgwYMc52d9UzqSzPPe9Guu2965aKtt9AtHCCEkINEIISGkni/bDN6+DXsH1NBQPPssTCbcuoWsLGRlobLSdVpZGcrK8MMPAMCyiIhATAxiYxETg6AgXL7sOM0L5WQ4lH97V1cJSTBipyOoZ7uvTBphpYgcgaiRYDr83yCWZSdOnDhx4sTi4uLPPvts1apV6enpPXr0WLx48eLFi4ODgzs6AN55OkK4L497+qgVwNEi2/Z0MfWyJ4SQgEcJISEEgM/bDF675tjo3RsApFL06oVevQCgvBw3biArC3fu3DUqaLOhpAQlJY41h05duyImpl3B1JUgfydq811HwgciOh2sd6qbkAYYhN2P6HRI1L6+McOwLMswDACWZV977bW///3vK1eunDt3ro8j8TFPE8Lsasf3QbtyuJdOWf8zQqBrLwkhRDgoISSEAJWXkLcLNqPv7nhPQthQly7o0gXDhsFiQX4+CgtRUIDCQpSXo8mZfkOGtD0MmwVld3eVkEchdiaU8W2/JmlOcA/ETIIs0pf35Dju0KFDn3766fbt28Vi8fz58zds2DBo0KD8/Pzf/e53Tz/99PTp05XKQG7Y7mlRGX2DL2E+umJLCmJ+149WlxBCSCCjhJAQYeOlzWB+vqNXhFKJbs2vHxOLkZCAhPru5CYTiopc+WFZGTgOGg1SU9sYhj4HBRkwljl2GRYRwxE1DgwNiXibQoOYSVCn+PKedXV177///qpVq7Kysnr16vXPf/5z0aJFoaGh9lfj4uLee++9jRs35ubm9rIPTQcoKetZH0LD3UsH//itNVGNOUmUExJCSMCihJAQAevQNoMtcA4P9urlQf9xqRTdurkSSLMZFRXo0qUt3SastSg6AO33riOqBMTNhJS6SnibWImo0egyxPfNG/Pz85ctWzZ79uwVK1aMGzeOafQ3LTQ09JVXXgkLC/NxYD4m9bCojMHiGIeXsDDbYOPw5DfWOBUzLIpWExJCSGCihJAQQeI4lJ9B0UHY+Kgk6EwI29NKXiJB21oIVP2Iwr2w6B27Ijmi0xH2INUR9TJ7o/moUXwtxYyOjr59+3ZsbGxzJ8jl8uXLl/syJF54uobQOUK4tL9oQ7btpyqu1oKZ+y0nZ4p7hNDvCCGEBCBKCAkRHt+0GWyOvXAoAKkUSUk+vbWlBgW7UX3NdSSoJ2KnQxL4pSZ9imEQkorodEhDeYxCpVKpvNKMpJNzJYTujhA6NuJV2DNFNHynpbgWZXWYus96apY4Ut4hQRJCCOERJYSECIzuJnK3ufrs+Z5zeLB7d4h99gjiUHYGJYepq0SHUychZhIU7av76g3FxcW/+tWvmnwpMjIyJSVl/vz5LYwfBgxnH0I3RwidRWWUYiQFMRmTxGMzLQYLsqu5hw9aDkwVy2mNLSGEBBZKCAkRDM6KokMoO9l0rU6faaG+aAepK0Z+BnWV6HDySESnI9hfcmyz2ZydnX3hwgWGYZKSkhQKRW5urlarTUxMlMlkK1eu/Otf/7p79+60tDS+I+1YbZ4yqhIDwOBI5svxoocOWK0cjhdxT31j3TBOxNLUUUIICSBUN4wQYTBVInsNSk/wnA3W1CA/HwBYFj16dPjtOAtKjiB7pSsblEch+VnEzqBs0JvESsROQY9f+E82CCA+Pv7BBx+cMmXK7du3r1+/fuHChZKSklWrVpnN5r179964caN79+4vvvgi32F2OE/bTjiLyijFjrRvZjf2n0McV/nqpm3ZOfcuRAghpJOgEUJCBKDyIvIzYfVhm8HmOIcHk5Ig7+DVSPo7KMhw1VBlxYhIQ+Qo6irhTawEEcMRmQaR3yXYV65cWbNmTXl5eUhIiP2IWCx+9tlnjx079vbbb3/88cfvvvvu+PHjS0tLIyN92hrRxzwdIWw4ZdTpd/3YOzruw8s2AG/+YItTMi+k0hfKhBASICghJCSgWY0o3I+Kc3zHUc8380WtdSg+eNdPreqG2JmQRXTgTQWHQSj/lWNacPXq1aCgIGc26NS1a9fjx48DuO+++wBUVlYKJCF0s+1EbVMJIYD/N0x0q4bblcMBeOm0NUaJhxIpJySEkEBAT3NCApehAFmf+lE2WFeHO3cc2z07bG5h5QVc/9D1U4sUiJuNpEWUDXqTOhk9lqDbXL/NBgHExMRUVlbu37+/4cHa2tqdO3fGxcUBKC8vBxAeHs5PfL4iFTlmfppsbk0Xb3KEEICIwZfjxQMjGAAWG+YctL50ylpHs0cJIaTzoxFCQgKRvc1g4QFw/vR57fp1WK0AEBeH4A7o9GDSomAXdDddR0L7IXoyxNR7wHv8rHJMC4YNG5aWljZnzpwlS5akpaUpFIpbt26tWLHi6tWrn376KYA9e/YkJCR06dKF70g7lszjNYSODVWjDwgqMTImidMyLLdqOA744LLtSCH3v3GivmFUZIYQQjoxSggJCTgWHXK2QZfNdxyN/PSTY8P780VtKD+L4kMNukoEIWYagn1VyFQIJMHQjEN4f6BzfPpnWTYjI+Oll1764IMP/vWvf9kP9unTZ/fu3UOHDgUwa9asGTNm8BqjL0jq/+8yu1dPSt+oqExDMUqcf0j8/HHrxps2ABcruEHbLcsHi359H1UeJYSQzooSQkICC+9tBptjtSIry7Ht3YSwrgj5GagtcOwyDMIGIHoSWKk37yJkrBQRQxA1unP9kdbW1mq12pUrV37yySfZ2dlVVVUpKSkxMa4GiSkpKTyG5zOeVxl1bKgkTZ8QKsWX40XTujIvnLDqLaiz4jenrXvybGvGiKMV7Q6XEEKIz1FCSEig4KwoOYbibwBeG0s0JzsbJhMAREQgwkvL+WxmlH6D0pOuH1mhQexMKOK8c33CiBDWH5pxkKj5DsVjmZmZ8+bNq6ysDAoK6tevH9/h8MajojJmG8w2ABCzrjc2aWEPdkgk8/hh6/flHIB9eVz/rebPRoundqWRQkII6WQoISQkIBjLkbMZtYV8x9E8r9cXrbmOwt0wVTl2WQmixiFiKNXK8g6GQUgqoidA2llrrkRFRQFgWaH/fXCNELrRdsI5PKh0ozlL71Dm1Czxn89b37los3EorsX0fZZf9WXfHiKSUW8XQgjpPIT+LyUhgUB7ATdW+HU2yHHeXEBo0SF3E+5scGWD6u7o8QIihtMzzTuU8Uh+Gt3mdt5sEMCIESO6d+/++eef8x0Iz2SejBAamikx2uzFRVg+WJQ5WaxRAIC90kxahuV6lV/OUyCEENIUGiEkpDOzGZGXicqLfMfRmpwcGAwAEBSEuPbM5+RQeRFF+2CpdRwQKaCZgPCB7Y+RAIAsAppxCO3LdxxeYDAYHn744d/+9reHDh0aOXKkUql0vqTRaGbPns1jbL7kHCE0uzFC6Kwoo5J4MPNzSjxzaY7kmaMWe5fCc2Xc0B2WvVPEQ6No+ighhHQC3kkIjUYjwzBS6b31Bmpra6VSqUhEc0cI6QCGfORsgamC7zjc4JX5osZS5GfAkOs6EtofMZMgokIW3iBWIWoUugwBEyCjrKWlpcuXLwewZcuWLVu2NHxp+PDhAkoI68t/Gt3oQ+gcIVR4+O92pBw7J4k/vGx75VtrnRWVJkzZSzkhIYR0Du1NCE+dOjV//vyysjKO4x588MFVq1b16dMHQFVV1WOPPXbq1CmbzfbKK6/86U9/8ka0hBAA/tpmsAXtnC/K2VB2CiWHXT+vNAyxM6BO9k54AmcvIho5CiIZ36F4U7du3bKzm26+IpfLfRwMjzzqQ9hqidEWMMCv+7JpGmbKXktZHSpNmLTHsnuKOE1DOSEhhPg18fbt2y9durRs2bK2vT8pKenIkSNJSUlms/k3v/nNkiVLjh49CuCNN94QiUSlpaUFBQWDBg0aN27c8OHDvRo5IUJl1iFvO2qyWj/TTxQXQ6sFALkcCQkev12fg4IMGMscuwyLiOGIHAuWZry3W2cuItoqiUSSnExfGUBSP+LrTlEZvSdFZZo0MII5OkM8Ybel0IBqMybtseycJJ4QSzkhIYT4L/HNmzfPnj3b5vdHR0fbNyQSyaRJk/bv32/fXbt27aZNm8Ricbdu3ebPn7927VpKCAnxAl02crbBouM7Dk9cverY6NkTHk0gt9ai6AC037uOKLsibiZkkd4MT5jsRUQ1EyDrxGVj3FFTU7N3794bN24kJCQsWLCA47jz588nJSWFhwf4D+4k9SQhNLjWELb9jn1CmcPTxeMzrQUGzmDBrP2W7eni9DjKCQkhxE+J33vvvf79+7fnEnV1dWvXrtXpdOvWrfvb3/4GoKqqqqysLDU11X5Cnz59tm3b1oYr22w2vV6vtY8tAHV1dUFBQe0JlZBOzGZB0QGUfwuus5Xvcy4g7NXLg3dVXUHhblj0jl1WBs04hA8BQx8r202djJh0KGJaP7OTO3369M9+9rPi4mKJRDJ79uwFCxYwDPPiiy+OGjXqnXfe4Ts6H3ElhJ5VGW3XL1qvEObwdNGE3dY8PWewYOZ+y6YJopndAmR5KiGEBBjxkCFDBg8e3J5LWK3Wc+fOabXauro6lUoFoLKyEoCzpJtara6oaEvdiytXruzfv/+ll16y74aFhX3//ffUVMp9zRX7IS3Q6fxx8I0xlokLd7DGEl/f2GYTnTzJXr1qS0mxDRrEBQc3PsVkbzffDKaqSlJcDABisalbN7R4suMt5kpRyT5Wf9MVhbqXNWoSJ1bDbPb4R/A/VquV4zixmIcprzaZxho1zqZMggWoqfF9AG3m0S+mRCKRy+V1dXVz5szp16/fmTNn1q9f//33jqHmefPmffbZZ8JJCGVt60PY7r+ePUOYYzNE43dbb9VwRiseOWjdOAE/S6B/wQkhxO+IN2/e3M5LqFSqFStWADh48OCcOXNKS0sjIyMBVFVVqdVqAFqtVqPRtOHK99133z/+8Y85c+bYd2tqamiE0CNSqZQSwjbwu79m2gsoygRngo//r9TpsHkz7twBICorE509i969MXQounW758SW/o45q3okJ0vVrS5Us6HsNEqOwFaf+EmCETONDe4VSJ8irVYrAF+XX5aEQDMaYQ923iKinv5injx5sqio6MKFCxEREUyDgeUePXrcuXPHW1GdP39++fLlixcvnjhxYsPjf/nLX27duuXsglhZWfnqq6+ePXs2ISFh+fLlPXv29FYArfJoyqhzDaHKG99XJAYxR6aLxu+2ZldzJhvmfW3dMB4PJ3bWv4GEEBKovPkVdZ8+fWpqampra0NCQhITE8+fPx8XFwfg+++/d04fJYR4wGZE3i5UXuLh1rduYcsW6PWuIzYbrlzBlSuIicGwYejb160Fge43nKgrQn4GagscuwyDsAHQTIKIvtFoH7ESESMQMUxoZXgqKipCQkIiIiLuOW61Wo1Go1duYTKZnn/++aKiogkTJjRMCDMyMtavX19S4hrSX7x4MYB169Zt2rRp2rRpP/30k8++EZC2qcpo+0cI7bqpmcPTReMzrVnVnMmGR7+2rhmDJ7pTTkgIIX6kvY/8HTt2qFSq7t27l5eXv/HGG2PHjg0JCQGwZMmSN954IzU1NTs7e+vWrWfOnPFGtIQIiSEfOZth0vr6vhyHY8dw5IhjsSLDYNgwFBfjZv0czsJCbNuGAwcwaBAGDYKk+eoTej1ychwXaWFIxGZG6TcoPQnUL4+UaxA3E4r2tLAnzn4SIyESUJcFp4SEBK1We+PGjR49ejQcITx48KC3BujefPPN6dOnHzp0qOHBqqqq1157bfny5c8884z9SGFh4fbt2+/cuRMTE/PnP//5888/37Nnz4wZM7wSQ6tkovo+hFZ3+hA6zvG0D2ELuqqYI9NFE3Zbf6rirByePmotNGBwJKNRIF7FBLWjeg0hhBCvaG9CyDDMW2+9lZOTExISMnr06KVLl9qP//73v6+qqpo+fXpwcPDnn3/euz3dqAkRGh7bDBoM2LYNWfU9LdRqzJmDxEQAKC3FmTO4eNGxkE+nw5EjOHZM3KcPNBrU1jr+q6tzbTuX/HXtCpWq6TvWXEfhbpiqHLuMGJFpiBwFxrczKgOMvZ9E9DiIA7CfhJsGDhzYr1+/BQsWfPHFF/YjZrN55cqVn3zyydtvv93+61+8eHHr1q1nz569JyH87W9/+9JLL9knyNhduXIlNjY2JsZRxWfw4MEXL170WULoYZVRx0Y7i8rcI07FHJkhnpBpuVLJWWz447euJ5tKjDgVE61w/G+8ilE3lSLWWVFrufdgqAweRWk0imQyW6jUO6WpZKw3/5QUYsh98sxTil3LSltltcJshtzSgZXMgiWMKLAqhelMjKVNUxBCpGAb/VHoLW6N7XudVNT0vHErh+rWSwF4xmBijCIqGOcBqxWMBUqvXrO9CeGsWbNmzZrVxHXF4rfeeuutt95q5/UJERxzNXK3Qnebh1vn5mLzZlRXO3YTEzFnDpwL/yIjMWMGJkzAuXM4e9ZxmtXK/vgjfvyxlSs3+ZWQpQYFe1B91XVE3R2x0yENbe8PImT2fhLREyAVSluF5rAsu3HjxilTpvTq1UupVIpEouDg4Lq6urlz5/76179u58UtFstzzz33f//3fzKZrOHxr7/++ubNm6tXr244L6akpCQ01PW3OiwsrOFsUvdptdohQ4Y455oOHTp01apVrb7LbGEAKQCjlWu1Nk9VrRgQARDbjDqdNz+HqoFdY5lZRyQ/Vt71uU9vwfUq7noVXBMEOpAY4OPDdecmBhrl4qQlMiAQ6p/5kIT+jnlKxor/N9IwKdaN7/kAuVzeah07YS0pIcTfVV9D3k5YDDzc+tQpHDwIW/3DZdQojBvXxFd2CgVGjsSIEbh6FWfOIDe3pWuyLBQKxMZiwIC7jnMctOdQdBC2+u9RxSpET0ZoP6/8KMIV1B3RE4TQT8JNffr0uXz58vr160+cOFFTU6PRaGbNmjV16lSm3d9Fv/fee6mpqampqVqt1mKxGAwGvV7Psuzzzz//xRdfVFZW1tTUcByn1WqDg4NDQkIMBtcvtU6nc7bw9UhISMimTZvsZdsAiEQideuFmiC1wf7x1GxjWj3fzFgBG4AwlUyt9vJKP7Uax2bh4yu2S1ouX88V1SJfzxnocyAhhHjIaGP2l8ge7um1eQWUEBLiH2xmFO5H+Vkebl1Xhx07XNVfFAo8/DC6d2/pLSyLvn3Rty8KCqyXLolEIigUd/0nl0OhaLosqrEU+RkwNMgkwx5EdDpECu/9SMKjjEP0RKiT+I7D76jV6iVLlixZssS7l7169eqOHTt27NgBoKam5ocffvjpp5+WLl1aXl4+depUABaLRafTpaSkHD9+PDExMS8vz2Aw2Lsx3bhx456SpG5iWTYhIcGZTNa41zhEwoIBOMBkA4dW5li6pox2zPTFUCn+1P+uPLPKhAIDV2hw/G++gWs8NRSAXARFow8slUbPRhXNZrNEIqk0eaeZq9HmWnLZfrUW1Plk8NJggdHtG3EcB6D9X6C0oNrMubG4tTPhOK5tf2JVJtga/VGoxK66UL5ksrpqDjckYhDs7UJvbf4TE7JYBfeLVG9+Z0cJISF+oK4UuVtQW8TDrQ0GrF4NZ6fQ+Hg88ghCQtx9e2ysNSJC5GY/DJsFZcdRety1NlIWjpjpUCd7GDRpQBYBzTiEpNIKDF9avXr16tWr7dtjxox5/PHH7Tmns+nu6dOnJ0+e7Nzt3bv3ypUrX3rppVOnTl25cuVnP/uZz0JlAAnrWEBotrmWFDZJX5/hqHxV6yVEihAp0ycUreWqXqDT1arVQiyw1GYWi8VsNisU9G2dB6hHmqf0er1SqaSc0H32WtlKpTdTc0oICeGb9gLyd7k67/kSx2HrVlc2OHQo0tPdaibRBvocFGTAWObYZVhEDEfkWKH1QvAmSTA0Yzp1a8GOduPGjWXLlh07dqywsJBrMCo0fPjwkydPeusuQUFB96wkBCAWixuuG1y5cuUjjzzy/vvvV1VVrVq1quFLPiAVORJCk7WVhLCDisoQQgjxZ/RRjBD+WOuQvwuVrVVk6TjHjjkaxzMMHn4Y993XIXex1qH4ICrOuY4ouyJuJmSRHXI7IRApEJmGiKFgqWZ/s/R6/ejRo00m0/z587t27drw6+fY2Fgv3mjXrl2NDw4aNOjOnTvO3YEDB2ZnZxcVFUVEREjdHFH3HvcLjeq93YeQEELLEbMTAAAgAElEQVSI/6NHPiE80d1G3jZXuwXfu3MHR444tkeO7KhssPISivbBUt/gXiRH9ESEDfDB9LDAxEoQMQyRacJsLeiR7777rqio6IcffnjggQf4jgUAWJb1biLqPmdC2OriMecIYZMV5wkhhAQkeuQT4nOcDSVHUXIUnFv1gjuEXo8tWxylFRISMHas929h0qIgE7ps15GgnoidDkmw9+8lBPbWgpqxkNDqFLdUVVUpFAo/yQb5JRXZy8rAZGulrIyBRggJIUR46JFPiG+Zq5CzFfo7rZ/ZcexLB+0lClUqzJkD1quL0Dgbyk+i+Btw9Z8upSGImYagnt68i3DYWwtqxkPWhe9QOpMRI0YAuHTpUr9+Qm9n4mxE3mqHa2fZTEoICSFEOOiRT4gPVV1F3k5Ya3kO45tvcPMmADAMHnoI3q2HZshDwS7UFdfvM4gYiqhxYH29bipAqJMRk06tBdsgIiJizZo1CxcufOedd4YOHSrkun8erCGsL26loqIyhBAiGJQQEuITNjOKDqLsDN9xALdv4+hRx/bo0UhJ8dqVbUYUH0b5t3D2BlNoEDsTijiv3UJQlPGInkCtBdssOzt73rx5ANLT0+95ybtVRv2f+wmhoX4IkUYICSFEOOiRT0jHqy1CzmZXxwUeNVw6mJiIMWO8duWa6yjIhLnasctKEDkGkcMB6ojgOXkUoicguBffcXRuXbp0Wb58eZMv8VXchS9S96aMmmyw2ABAzEJCv7iEECIYlBAS0pE4DtrzKNjLT5vBxsFs3QqdDqhfOuiNPrCMRYfir1F1xXUoqAdip0Hi005rAUISAs1oai3oFaGhoa+88grfUfgFV5XRFkcIqcQoIYQIEz31CekwFgPytqP6Ot9x1Dt82LV08OGHoVa3+4ocyr+VFB+CzeQ4IFYjdgqC+7b7ysIjViJiBCKHgaHHspfZbLacnBybzZacnMx3LPxwTRltcYRQb6aKMoQQIkT0JTQhHUN3Czf+z4+ywVu3cPy4Y3vsWLT/k3FdEbJXoXCvIxtkGIQNRI8XKRv0GCtF1Ej0fglRIykb9K6amprnnntOpVIlJSXZRws5jktLS1u1ahXfofmUq8qouyOEVFGGEEIEhD58EOJt9jaDxd+4aqvwTqfD1q2upYOjRrXrajYzSo6g7DRQ/+lSFom4mVB2bW+cQmNvLRg9HmIV36EEpnnz5p0+fXrZsmVXr16tq6sDwDBMWlrahg0bfv7zn/Mdne9IWbf6EFJFGUIIESZ66hPiVaZK5GyBIZfvOBqwWLBpk2PpYFAQHnmkXUsHa26gYDfMlY5dVmwNGyaKHgtG1OLbyF04Dgjti+h0SGmlZUe5ePHinj17jh07NnLkyLfeeuv8+fP24wMGDFi7di2/sfmYm0VlqCs9IYQIEz31CfGeyovIy4TNyHcc9Ww2nD+Po0cdPehZFnPmQNXWwSiLDkUHUHnRdUSVgNgZViZYRNmg+xiGC061RY1FELUW7FjXr18PCQkZOXLkPcfDw8PLy8t5CYkvbradaNCEsGPjIYQQ4lfoqU+IN1iNKNyPinN8x1GP43DpEo4cgVbrOjhuHBIS2nY5VF5E0T5Yah0HRHJoJiJ8AMDAZGrxvaQBdTKiJ9rEERznN9OJA1dwcLBOpzMYDEqlsuHxq1evajQavqLihavKaCsjhM6iMrSGkBBCBIQSQkLarbYAOVtg9Jsxh6tXcfgwSktdR4KCMGYMBg5sy9WMpcjPuGsSbFh/aCZBrGhvnILSsMs8pdA+MXz4cJVK9Ze//OWf//wnUz9NOjc395133pk6dSq/sfmY1MOiMjRllBBCBIWe+oS0A8eh/AwKD4Br8Yt3n7l5E19/jYIC1xGFAmlpGDIEEonHV7NZUHYcpcddP500DLEzoBZo7f42kkVCMxYhqV7p+kjcFxQU9O677y5ZsuTIkSMSiaSysnLhwoU7duxQKpV/+ctf+I7Op9xtO0EJISGECBI99QlpK4seudtRc4PvOAAAubk4dAi3b7uOSKUYPBijRkEma8sF9beQvwumCscuI0JEGiJHgaWHhtukoYgaRV3mefTcc8/Fx8e/9dZbp0+fNpvNubm5s2bNevPNN+Pi4vgOzac8bzvRsfEQQgjxK/TUJ6RNqm8gbzsser7jAAAcPIgTJ1y7EgmGDEFaGhRtmtVpNaBwPyovuI4ouyFuBmSR7Y1TOCRBiBqN8AFUfJV3U6dOnTp1KsdxNTU1wcHBfIfDDzeLytCUUUIIESZ66hPiIc6KkmN+1Gbw8GFXNigSYeBAjBoFtbqNV6u6goJMWA31F5QjaizCh9B0R3eJFIgYiojhELVpYJZ0DIZhBJsNApCwjt9fk7Wlp5azqIyCPhoQQoiQ0FOfEE8Yy5GzGbWFfMdR7/hxHD3q2O7RA9OnIySkjZcyaVGwC7qbriNBPRE7HRLhfoz2DCtFxDBEjoBIzncohNzF06IyKqoySgghQkIJISFu015AfiZsflMi8ttv8fXXju2UFMybB1GbJihyNlScRfHXsNW3IZMEIWYagnt7J86Ax4gQ1h+asZAE8R0KIU1wd8pofckZmjJKCCGCQk99QtxgMyI/E9qLrZ/pMz/8gL17HdtJSZg/v43ZoCEX+RkwOntUsIgYiqhxYD2vSipEDEJToZkAWTjfkRDSLFdRmZarjNZ/I0QJISGECAo99QlpjSEfuVtgrGj9TJ+5cgU7d8Le3Dw+HvPnQ+z577LNiKKD0J6Ds0m6IhZxMyGP9maoAUydjNjJkAurxTnpjDwtKkNVRgkhRFDoqU9ICziUHEfxYXAtfozysWvXsGWLI4uLjsaCBZBKPb5I9VUU7IGlxrHLSqEZjy5DAFo75AZ1CmImQBHLdxyEuMXthNDx3ZCS1hASQoiQUHcsQpph1uHWehR97V/Z4M2b2LwZNhsAREVh4ULIPSxhYqlBzlfI+cqVDap7oMcL6DKUssHWKeOR/BSSn6RssFPgOO7TTz8dOXJkZGTk3LlzAdhstmeeeWbfvn18h+ZTzqIyxhanjFLbCUIIESZ66hPSlOqfkLcDFkPrZ/pSbi6+/BJWKwCEh+PJJz3rNMhx0J5H8X5Y6+viiNWInojQB7wfauCRRUIzFiGp1IGjE3n55Zfff//92bNnS+tH0VmWZVl2xYoVkydP5jc2X3JzhFBPCSEhhAgSjRAScjfOgoI9uPOl32WDeXn44guYzQAQEoKFCz1rNlhXjJurUbDLlQ2G3o8eL1A22DppKOJnoucvENqXssFO5M6dOx988MFnn322bdu29PR05/HRo0d/9913PAbme66E0L0RQlpDSAghgkJPfUIaMJZKbn8BVPEdRyOFhVi/HiYTAAQHY9EiD/oN2swoOYKy00D96IAsEnEzoezaIaEGEkkQosYg/EEwbargSnh1/vx5hULx5JNP3nM8JiamqKiIl5D4IhPVN6a3tdyY3rFBI4SEECIo9NQnpF75ORTuZU36ttRo6VC5ufjf/1BXBwAqFRYuRGiou+/VZaMgEyatY5cVI2IUItMow2mFWInINHQZQu03Oi+xWGyxWDju3hQoNzc3KEhYHSOlbradoKIyhBAiSJQQEgLYjMjbhcpLfMfRlFu38OWXjrFBuRxPPIEuXdx6o7UWxV+j4pzriKobYmdCFtEhcQYMVoqIIYgcCZGH1XqInxk8eLDVal23bt2iRYuY+rm+JpPpP//5z+jRo/mNzcc8bjtBX4MQQoiQUEJIBM8P2ww6Xb6MbdscVWTUajzxBDTudL3joL2Aov2w1joOiBXQTELYA1RHtCWMCGH9ET0OYk8WZxJ/FR0d/etf//q55547c+ZMRUVFYWHhBx988Omnn2ZlZa1atYrv6HzKmRC6W2WUJhAQQoiQUEJIBIzjUH4GhQfAtfgpiS8XLmDnTkeHCXsVmfDw1t9l0qJgF3Q3XUdCUhEzDWJVR8UZCBiEpiJ6IqRhfEdCvOntt98OCwt79913q6qqAJw4caJnz5579uwZMGAA36H5lGvKaPMjhEYrrBwASFmIqd4cIYQICSWERKjMOuRtR00W33E048QJHDzo2I6IwJNPIji4lbdwNpSdQukR2Oq/55eGInYG1CkdGGdnxzAISYVmPGTuTcQlnYpIJHr99df/+Mc/Xr58WavVxsXF9erVi++geODOlFGqKEMIIYJFD34iSLps5GyDRcd3HM04eBAnTji2Y2OxYAGUylbeYshFfgaMpfX7LLoMhmY8WD8rkONX1MmISYcihu84SMeSSqUPPvgg31HwSeZGURmqKEMIIYJF80KIwNgsKNiDW1/4aTbIccjIcGWDiYl46qlWskGbEQW7ceszVzaoiEXKYsRMoWywWapEdH8WyQspGwx4n3/++fjx47t27bpo0SIAHMe9/PLLR44c4Tks3/JohJAqyhBCiNDQCCEREmMZcragtpDvOJphtWLrVly54tjt1QuPPAJxi7+k1ddQuBvmGseuSIqo8egyhIrHNEuhQeRohPblOw7iC3/84x/ffffdqVOnJiYm6vV6AAzDaLXa//znP2PHjuU7Ot+Rsq33IaSKMoQQIlg0QkgEQ3sBNz7132zQbMaGDa5s8P778eijLWWD5hrkbETORlc2GNwL3V9El6GUDTZNHoluc9H9ecoGBSI3N/ff//73p59+mpmZOW3aNOfxsWPHfvvttzwG5nvu9CHU0xpCQggRKnrwEwGwGpGficqLfMfRPLMZa9ciL8+xO2IE0tObP5tDxXkUHYDN6DggViN6IkIf6OgwOytJCDSjEfYgGPoKTEDOnTsnl8ufeeaZe47HxsYWFRXxEhJfXG0naMooIYSQRighJIHOUIDcLTCW8x1HizIzXdnghAkYObLZM+tKUJABQ57rSOj9iJkCkaJjI+ykxCpEDEfEMLD0rBMclmWtVivH3TtJMj8/X60WVqtJ1xrC5kcIDVRUhhBChIo+JJHAxXEoP43Cg37aZtDp3DlcuODYnjIFQ4c2fZrNgrLjKD3u+nGk4YibCVWiD2LsfEQKRKYhYihYGu8QqEGDBpnN5i+//HLBggUM40hyzGbzRx99NLKF71wCkZiFiIGVc/wnairjo7YThBAiWPTgJwHKokfeDlRf5zuO1hQVYe9ex/b99zebDepvIX8XTBWOXUaEqFGIGAmG6j80wkoRMQSRIyGS8x0K4VNsbOyLL7749NNPnz17tqSkpKSkZMWKFZ988smVK1c+/vhjvqPzNakItRYAMFmhaOpffj0VlSGEEKGihJAEIt0t5G51VVvxW7W12LgRFgsAaDSYMaOJcyy1KN4P7Q+uI6oExM6kRupNYEQI6w/NWEiC+A6F+IV//etfQUFB7733nr3E6NGjR5OSkjIyMgYPHsx3aL4mZVELADDZ0OT8clpDSAghgkUJIQksnA3Fh1FyHGi2urq/4Dhs3YrKSgCQyzFvHiSNPohVXkLRPlj0jl2RHNHpCHuQ6ojei2ER9gCixkAayncoxF8YDIaioqJly5YtXbr0woULOp1Oo9H07duXZYVYW6jVVoQ0ZZQQQgSLHvwkgJiqkLsF+hy+43DPN98gK8uxPXs2wsLuetVcifxM6LJcR4L7InYKxMIqhuEWdTJiJ0Ou4TsO4l927949b968mpoapVI5bNgwvsPhmVTE2L8mM1m5Jr9RoqIyhBAiWJQQkkBRdQ15O2Ct5TsO99y8iaNHHdujRqF3b9dLHAfteRTth83kOCIOQuxUBPfxdZD+L6g7NOOhjOU7DuKPoqOjAdhszXdaEJJWO0/QCCEhhAgWPfhJ52ezoOgAyr9Fo/ryfqqqClu2OKJNSsK4ca6XaotRkIHafMcuwyBsADSTIJLyEKc/U8YjegLUSXzHQfzX8OHD+/Tps2LFit/97nd8x8K/VjtPGKioDCGECBUlhKSTM5YjZzNqC/mOw21WK776CgYDAAQH45FHYC+Iz1lQehylx8DVf4Ev1yBuJhRxvIXqn+RRiBqDkFQwNLGNtESv18+ZM2fp0qUHDx4cMWKERuOaVKzRaGbPns1jbL4nq0/zmltDqKcRQkIIESp68JPOrOoK8nbCWsd3HJ7YswcFBQDAsnjkESiVAKDLRsEumCod5zBiRI1F5HBAiNUvmiUNRdQohD0Ihv5YSOtKS0vfeOMNAHv37t3rbO4CABg+fLjQEkL3i8pQlVFCCBEaSghJ52Qzo+ggys7wHYeHLl3CuXOO7SlT0LUrrAYU7kXlJdc56mTEzoA0rMkLCJQkGJoxlAoSjyQlJVVUVDT5klgsuH/7pM4RwmanjFJRGUIIESjB/aNIAkFdMe5sgrGM7zg8VFyMjAzH9n33YfAgaC+geB8s9YVwRErETELo/dRVwkWsQuRIRAwGQw8r4pa///3vHMctW7ZMp9Nt2rRp8eLFfEfkF6jtBCGEkObQg590NtoLyN8Fm5nvOBqpqcE336C2FmYzrI2+hDcaodXCbAaAyEhMHY3b66HLdp0QkoqYaRCrfBewn2OliBiCyJEQyfkOhXQmeXl5JpMJQGlp6ZIlSyghtHNVGW1mhNC5hlBFnwsIIURg6MFPOg+rEfm77ppd6T84Dl99hby81s+USzGjN26vdOW00lDEzoA6pUMD7EwYEcL6QzMOEmq6SDwWFxe3efPmqqoqvgPxL64po7bm+hA6NmiEkBBChIYe/KSTqC3EnU0wNb0iiH8nTriVDYaxGK9G9bH6fRZdBkMzHix1lQAAMCxC+0EzlpZQkjZ74okn3nnnndDQUPsu01Q12uHDh588edK3cfFMyjob0zd9AiWEhBAiWPTgJ51BxTkU7IHN0vqZvCgpwZEjju0hQ5CSgsYlK6QsjOdR+yNQn9MqYhA7E4oYn4Xp1xgGIanQjIesC9+hkM4tKSnp6tWru3btunjx4scff/zKK680Pqdbt26+D4xfbrSdoKIyhBAiUJQQEv9mrUN+Biov8x1H82w27NjhWDQYH48pU5roj6e7gYKdMNXPYWMliBqHiKHUVcJBnYyYdMqNibfExcUtWbLk1q1bGzZsWL58Od/h+AUP2k7Q5wJCCBEYevATP6bPRc5mmP17LdDRo46+gmIxZs26Nxu06FG0H5UXXUdUiYibASmNgwEAVAmIngCV4IZriA+00HZCgFptO1FLU0YJIUSo6MFP/BLHofwMCg+Aa+bDi58oKsKx+gWBEyYgMrLBaxy0P6BoP6x1jgMiJWKmILSfj2P0U/IoRI1BaF++4yBEEFxVRpsaIayzwsoBgEwEEc0YJYQQgaGEkPgfiwF521B9g+84WmO1Yts22GwA0LUrhg51vWTSomAXdDddR0JSETsdIqWvg/RD0nBEj0PofdRukRCfcU0ZbepLNqooQwghQtbeJUyHDx+eMmVKTExMYmLiL3/5S71ebz9eV1e3ePHiqKiolJSUNWvWtDdMIhyGfGR9yls2mJ0tOnoUWq1bJx85gpISAJBI8NBDjsminA2lJ5D1sSsblIYh8Ul0nUvZIMQqRE9EzxcQ2o+yQUJ8SdpiURlnRRkVVZQhhBDhae+XgXl5ec8888zo0aNramqeeOKJ11577YMPPgCwfPnyq1evXrt2LSsra/LkyQMGDLj//vu9ETAJXLxPE71xAxs2iDgO336LSZMwaFBLJ+fl4cQJx3Z6OsLCAMCQi/wMGEvrT7J3lZgAVtKBYXcKIgUi0xAxlP4oCOGFrMWiMjRCSAghQtbeZ/+TTz5p34iOjn7uuedWrlxp3121atWqVavCw8OHDBkyd+7c//73v++9914770UCmbUWudtR/RNvARQXY/NmcBwAmM3IzMS1a5g9G0FBTZxssWD7dsfJyckYPBg2I4q/RsV3joMAFHGImwm5xlc/gL9ipYgYisg0iOR8h0KIcElYx9Cf2cY1fpUSQkIIETJvPvsPHTo0cOBAADqdLj8/v3///vbjDzzwQEZGhhdvRAJNbQHubILJvYmaHaGmBv/7H0wmAGAYR1KXnY2PP8a0aejXqAzM11+jvBwAZDLMmoXqn1CYCXON41WRFFHj0WWI0GdFMiKE9YdmLCRNJdWE+MTt27c3bdp0/fr1Pn36vPzyyxzHbdmyZdCgQYmJiXyH5lPOKaPGpmZg6M2ODUoICSFEgLz27F+7du2RI0cuXLgAoLy8HEBQ/dBKSEhIWVlZG6558eLFLVu2OHc1Gs3169dZllq3uctoNDIMI5VK+Q6kJWzl9+Li/XxWE7VYJBs2MNXVACCV1s6bJ711S3TiBDgOdXXYutV25Yp1yhROoXAEnJcnPnPGvm1NH8lo97A618CmTdXdqpnMiYNhMje6U2Ay2RPpuzC24N7WyLGcJAxGwKjjISw/ZjKZOI4zm4XyN8Qr9Ho907jDZzMkEolMJgOwY8eOxx57TCwWK5XKyspKAAzDrFix4vDhwx999FEHhut/Wu5DaKh/AFMTQkIIESDvPPu3bdv2yiuvHDhwIDIyEkCXLl0AVFdXq1QqAFVVVREREW247P333//WW2/NmTPHvltTUxPU5Pw90gyJROLXCaHNiNydqLoMiQgQtX5+R+A4bNuGwkIAYFnMmyeKjxclJ6NXL2zbhooKAOy1a2xuLmbORK9ejtmkHAcGGBQlUp2ErtZxKbEK0els6AMC/Mbirr9j6mTETIIimr9w/J09IbRnLMRNHMep1WqP3lJTU7No0aI5c+Z88skn77///vfff28//tBDD9nXugtKa1VGHfNIlVRUhhBChMcLCeHevXt/8Ytf7Nq167777rMfUavV0dHRly9fjomJAfDjjz/26NGj/TciAaW2EDmbYOS7bfSBA7h2zbE9fTqSkx0TR+PjsWQJ9u3D+fMAoNfjyy8xYAA4DhUVUAGDWXQpQf3CG4Tej+gpECt4+BH8h7IrYiZClcB3HIQAwMmTJ3U63SeffKJSqRqOLiYnJ+fm5vIYGC9kLVYZpTWEhBAiZO199u/fv//RRx9duXJleHj4zZs3xWJxt27dADzzzDPLly8fPnz47du3v/rqqwMHDngjWhIoyr5F0X7YLE2/euECrlzByJHo2rVjw/juO5w65dhOS8OAAXe9KpVi5kz07o2dO6HTAcD582CAXkAfQFT/qUoahtiZUCd1bKh+ThkLzXgEdec7DkJcdDqdSqWyT1S55zjHNVFYJbC52k60uIaQpowSQogAtffZ/80330RGRv7pT3+y78bExBw/fhzA0qVLFy9eHBcXp1Qq//73vw+456M2ESyrEfkZqPyx2RMMBuzcCZsNubl48UU0+jDnNdnZ2LPHsd2nDyZMaPq0Hj3wwgvIzMTly+gCDASc05YZFpEjETEKrIA/Q8kizF2GSGMHw+31XYT4Rs+ePauqqs6dOzdw4MCGI4Q7duzo17hSVKBrZQ0hjRASQoiAtffZ/49//OMf//hH4+NKpfKLL75o58VJoDGW4vZXDdr0NSUvDzYbANTWIjMTjz7aIZGUlGDTJseNYmNdbeWbpFDg4ZnoXQvcdB1UxiN2JuRRHRJepyAJhmYMwh606fSUDRI/1K9fv1GjRs2bN++jjz4yGo0AcnJyPvzww/Xr169Zs4bn4HzOmRA2WWXUWVSGEkJCCBEgevYTX9FeQP4u2FqrrJif79q+ehWXL6NvXy9Hotfjf/+D0QgAISF47DFIWuyWXnMdBZlAtWOXFSNyLCJHCLerBHWZJ53Exo0bZ8+ePWXKFAAsy27evJll2T/84Q8LFy7kOzRfk4oczytT030IqagMIYQIFyWEpOPZzCjYg4rzbp3cMCEEsHs3EhM9mzhqscBigUzW9LCVxYING1BVBQAyGR5/HC2ULrTUoGA3qq+5jgT3Qsw0SII9iCeQsFJEDEHkSOoyTzqFmJiY06dPHzhw4OTJk9XV1dHR0TNmzOjr9e+YOgOaMkoIIaQ59OwnHcxYhpxNqC1293xnQqhUwmCAwYDduzF3rrtv//FH7NgBiwUAxGJIJJDLIZVCIoFUCrkclZUoKAAAlsUjjyCquTmfHCovonAfrM6uEmpET0ToA+5GEmDsXeajx0HsWel/QvjFsuzkyZMnT57MdyA8k7VYVIYSQkIIETJ69pOOpL2A/EzYGjcub0Z5OerqAECpxJw5WLcOAK5cwZUrSE1t/e3XrmHbNsfKQNQPFdbWNn3y1Kno3kxVTFMF8jOgv+06IuSuEgyL0PuhGQtpKN+hENIWdXV1RUVFNptraEwul8fGxvIYku+1PELorDJKCSEhhAgQPftJx/BomqiTc3gwLg7JyRg4EOfOAUBmJhIToVS29N7sbGze7MgGxWLHIGFzhg3DoEFNHOdsoorTKD8Krv5bdFk4YmYIt6tEcG/ETIAsku84CGmLEydOvPzyy99+++09x4cPH37y5EleQuJLK1NG6x941HaCEEIEiJ79pAOYKnDnK9QWefzGhgkhgPR0ZGWhqsoxcfSRR5p9Y04ONm6E1QoAXbrg6aehUsFshtkMoxFGI8xmmEwwGmEyQaFAr15NXESfg4IMkbHMscuIEDESUaPAiJo4OeBRl3nSyWm12qlTp0ZFRb3zzjtdu3ZlWdb5UpcuXXgMjBct9yGkojKEECJklBASb6v+CbnbYK1ry3vvSQhlMsyejbVrAeDyZaSmNj1xtKgIGzbAbAaA4GA88YSjCI1EAomklXFFO5sRRQdR8Z3riLIr4mYKdGRMHoWoMQgVYuENEkjOnTtXU1Nz8eLFxMREvmPhn6vtBE0ZJYQQcjd69hPv4WwoPoTSE+CaKGveOqsVRfWDivaEEEBSEgYMwPnzAJCZiYSEeyuOlpRg7VrHykOVCgsXItTDpW7V11CwG5Yaxy4rQ/QEhA0SYm89aSiiRiHsQTBs6ycT4t9MJpNcLk9IoFFuoOGU0RaLytCUUUIIESD62Ee8xFyNm2tQcryN2SCAoiLHnM/wcCgalG+ZNAkhIQBgMGDv3rveUlGBdb+RIywAACAASURBVOscZWOUSjz1FDyaCWbRIW8bcja6skF1D3PCzxE+WHDZoFiF6Ino+UuED6RskASGUaNGqVSq48eP8x2IX5C10ofQsUEjhIQQIkD07CfeUJON3K2w6Nt1kXvmizrJZJg1y1Fx9McfkZqKPn0AoLoa69ZBp3Ocs2ABIt2f4cmh8iKK9sHi7CqhQnQ6Qh/gTG7XRA0MIjki0xAxjLrMk8BQWlpaU+P4iuedd95ZuHDh0qVLhwwZom7QcZSvKqMcxzE8fdnUyhrC+oOUEBJCiADRUABpH45DyXHcXt/ebBDNJ4QAkpPx4IOO7V27oNdDr8e6daisBACJBI89Bvc/3pm0uL0Oedtd2WDo/ej+ouB6DDIihA9Er18hahRlgyRgLF26NKXeM888c/v27eeee+6BBx5IaeCRFipUeWjHjh0pKSkbNmyw77777rs9e/aUyWRRUVGvv/46Vz9j4qeffho8eLBarU5MTNy/f7+37u6+1tpOUFEZQggRLvoykLSDxYDcrajJ8s7V7P3i0VRCCGDyZGRno7oaBgN27UJFBcrKAEAkwvz5cHOZEGdD2QmUHoWtfoKUNBxxM6FKbHf0nQuD0FRET4Q0jO9ICPGyJUuWpKent3yOt6qMarXa119/XS6XV1dX24/I5fLNmzf37ds3KytrwoQJ3bt3X7RoEYBnn3126tSpZ86cyczMnD9/fm5uruqe5dAdrJW2E7SGkBBCBIye/aSt9LnI2QRztXeuVleH8nIAYFlERzdxgr3iqH3i6LVrjoMMg4cfRnKyW7eoLUD+TtQV17+XRcQIRI0BI7DfgpDeiKbWgiRgDRw4cODAgb65129+85s//OEPq1evdh755S9/ad/o1atXenr6xYsXAdy4ceO7777bvXs3y7IzZ85MSEjYvn37ggULfBOkXcMpoxzQcByQA2rrp4wqBPY4JIQQApoyStqo4hxurvFaNgigoMBRjUajgbiZjyTJyejf37VrzwabbERxD5sZRfuQvcqVDSpikbwYmgnCygZVXZHyNBLmUzZIhCAvL2/QoEGNj3/xxRdPP/10+6+/Z8+evLy8J598sslXdTrd4cOH09LSAGRlZXXt2jU4ONj+UmpqalZWWyZWcBxXVVWlrVdX50F3HwaQsADAAea7BwnrLLAXmpGLIKIZo4QQIjxC+jRMvMJmQl4GKi95+bItLCBsyD5x1F4xYsYM3Hdf61fWZaNgF0yVjl1WgqjxiBh691fkgU6hgWYCgnvyHQchvmM0Gs+dO9f4eFFR0fXr19t58erq6t/+9reZmZlNFomx2Wz2hYtz5swBUFlZ2XCCaHBwcEVFRRtuqtVqhw4d6rzj6NGj169f7/7bJYzUDAaAtlqvErtqjZYbGUAKQCHidPYyXQFKr2/3WneBsVgsZrPZam2qEhFphl6v56t2VCdlMBhsNhv9obnParUajUabrakFAE2Ry+Xi5sZa6lFCSDxhLEfOV6gtbv1MT7mZEMrlePxxnDqFnj3Rt7XO6dY6FB9ERYNPhKoExM2CNLx9sXYq0hBEjabWgoQ4ZWVlRXpQkbhpf/vb3/r373/r1q1bt25ptdpr165dvny5b9++ADiO+8UvflFYWLh79277yREREc5FhgC0Wu197nyZ1Uh4ePj3338fXT+pvqampmHp1FbJxWZ7NVGJQqWWuY5XgAMsANQS1qMLdkYB/wN6lz0hVDRsBEVaw3Ec/TXzCMMwSqWSEkL3Wa1WiUSiVCq9eE1KCInbqn9C7jZYPZik5AFnQhgf38qZ0dF46KHWL1h1BYW7XbVPRXJoJiJ8gIAGBkUKRKYhcpiwpsUSArz66qsHDx40Go0A7pk1Wl1dfePGjQ8//LCdtwgNDf3hhx/++c9/AsjNzd23b190dHTfvn05jvv1r3996dKlffv2Of+17tmzZ15eXnl5ub2YzYULF+bOndvOANqguboy1ISQEEIEjh7/xA2cDcWHUHqi7U3nW1ZV5WgnKJV61lm+SZYaFOxG9TXXkZBUxEyD2Kc1/fjEShAxFJEjIZLzHQohPIiKikpOTtbpdD/++GPy3UWngoODly5d+sQTT7TzFkuXLl26dKl9e8yYMY8//viSJUsAvPrqq1u3bv3iiy/ss1LDw8OTkpISEhImTJiwdOnSN99886uvvqqqqpo5c2Y7A2gDqYgBOAAm611lZSghJIQQgaPHP2mNRY+cLdDd7MBbNJwv2p45AxyHiu9QchDW+uby0hDETEdQj/ZG2FkwLMIehGYsJEF8h0IIb15++WUABQUFTz311FdffdXRtxs4cGB8/dSG8vLy1NTUN9980747duxYe9743//+98UXX+zXr19KSkpGRoZUKu3oqBprboRQTwkhIYQIGz3+SYv0OcjZBHNNx97F/fmiLTCWIT8DhhzHLsMgbDCiJ4Dl4YMXP4J7ImYyZN5psEZIZxcbG3vgwAEf3Ojf//63c3vVqlVNnhMTE7N161YfBNMCZ0JovLtECDUhJIQQgaM6E6R5padwc02HZ4NokBDGxrbl7ZwNpceQvcKVDcoikfQMYqcKJRtUJaL7c0h8nLJBQu7x5ZdfTps2LSUlxd4gnuO43/zmN9988w3fcfHA1Yrw3jWEjrUASrFgllgTQghpgBJC0hTOgtztKNwHzt2atu24F4fCQsd2yyVGm1RbjJurUHwINgsAMCwi09B9CZTtGGzsRGSR6DYXKYug9PyPjpBA9/rrrz/22GMmk0mj0dhbDjAMo9VqP/roI75D44GsQW/6hmgNISGECBwlhKQRcxWy/gvtDz66XUkJTCYACA5GkCcr3zgLSo7g5qeorc8n5dFIeQ6aiWBELb4zIEiCET8TPX+B0NbabxAiSPn5+cuXL//Pf/5z8ODBhkVcxo0bd+bMGR4D40urawhVEp/GQwghxE/Q94HkbvrbuLPJ1a3BB9zsQHgPQw7yM2Asc+wyYkSNReQIQXSVoH4ShLjh7NmzMpns+eefv+d4XFxcUVERLyHxi9pOEEIIaRI9/kk9jkPpCRQf8sU00YY8TQhtRhQduKvdvDoZsTMhDfV+bP6GEaHLIGjGUT8JQlrFMIzNZmvc7LigoMC7/Xw7C2mrU0YFMLWCEEJIY5QQEgCAzYTc7ai6wsOtPUoIa26gYBfM1Y5d4bSbZ1iEPoDocZAE8x0KIZ3DoEGDTCbT5s2bH330UWdaaLVaP/nkk7S0NH5j44WUdfQhNNru6UNIRWUIIUTQKCEkgKkCt79EXcldB3/6CT/+iAEDkJTUgbc2m1FaCgAM00qJUasBBXtQ9aPrSEgqYqZCrO7A8PyEOhkxk6CI5jsOQjqTuLi4JUuWLFy48Ny5c4WFhWVlZZ9//vnHH398/vz5Y8eO8R0dD1xTRqmoDCGEkAbo8S94NTeQswXWursOmkzYsgVmM65exWOPISWlo+5eWAibDQAiItBCp+bKSyjcC6vBsStWI3Yagvt0VFT+QxmHmHSoEvmOg5BO6f3331er1R988EFdXR2AI0eOxMfHb926ddiwYXyHxoPm2044NighJIQQYaLHv4BxHEq+QfE39klEd7l1C2YzAFit2LgRCxYgIaFDYmh1vqhFh4JMVF9zHQlJRcwMiBUdEo//kHVB9AQE90GjFVCEEDdJJJK333572bJl58+f12q1sbGxAwYMEIsF+g+fjKqMEkIIaYpA/10ksJmQuw1VV5t+NTvbtW02Y/16PPEEunXzfhh5eY6N+MZtAzlUXkThPlhrHQckIYibCXWHDVf6CbESESMQMQws/XoS4gVBQUFjxozhOwr+UVEZQgghTaJPnILU5KLBhrKyHBtSKUwmmM3YsAFPPYVoby9jKyhwbNyzgNBUiYIM6G66joQPhGYSRM1PKw0ArBQRQxA1CqyM71AI6fQqKyulUqm9oKhWq129evWdO3f69Onz+OOPh4YKoChxI823naCiMoQQImiUEApP9Q3kNlo02FB5ObRaAJBI8OyzWLcOOh3q6rBuHRYtQmSk1yLR61FZCQBiMTSa+qMcyk+j+DBsZscBWRfEzYayq9fu64cYEcIHIGoMJAKokUNIBysqKpo3b97Ro0dZln3++ef//Oc/Dxs27NatW/ZXP/zww++//14uF1zvFmdCaLx7hFBPawgJIUTY6PEvJG52GnTOF01ORlQUnnwSa9agthYGAz7/HIsWISLCO/E4FxDGxIBlAcBYhvwdMNTPIwWLyBGIHBPgkyfVyYidAnkU33EQEiB+//vfnz59esmSJSzLrl69+saNG2q1+uTJk7GxsTt37nzppZf++9//vvDCC3yH6WutFpWhNYSEECJMAf05mzRkMyFvByovt36mc75o9+4AEBWFhQvx+eeoq4Nej3Xr8PTT8MqEK2dCGB8PcCg7hZLDsNV/NpFHI24WFDFeuJHfUsYjJh2qjinYQ4ggcRy3bdu2v/71r6+++iqA5OTkP/zhD3v27Bk+fDiAX/3qVxkZGSdOnBBiQsg6ZoSabXcVEqMqo4QQInBs66eQAGCqws01bmWDVivu3HFsO7tNREdjwQJHW4jqaqxdi5oaL0TlTAhj1chejaIDjmyQYRGZhpSfB3I2KItAt7lIeZayQUK8q7y83GAwOBtLDB06FEDv3r2dJ/Tp0yc3N5ef4HhFRWUIIYQ0iRJCAdDfQdanMBS0fiaAO3dgMgFAly4IC3Mdj4/H/Pmwl2vXavH559Dp2htYfj5YoBeAQ6itTw4VGqQ8B81EMAH62USsQuwU9HwBoX2ppQQhXmc0GgEoFI7ONPYNaYM2p1Kp1GKxNPnewNZcURl9fVEZlYSeSIQQIkQ0QSTAMeWnUXaklUWDDTkXEDZuRp+UhLlzsXEjbDaUl2P9ejz2mKubvNmMhp+x6uoQFQVR80ldRQWkdRgBhAGwAgDDImI4osaDCdDvKUQyRIxA5HCwAV0rlRDil5orKkNTRgkhRODo8R+4bBY2fydbdbGlrKyxexYQ3qNnT8yZg82bwXEoKsL/+38tXUoux+zZaDBTq2FwyD+E8YAzNEUc4mdD5r0Spn6FESGsP6LHQUxFRAnxhUWLFqlUKgAGgwHA1KlTJRJHyZS8vLzk5GQ+g+NJk0VlOKDWPlUfUATotAxCCCEto4QwQJlrcGcjW3On9TMbqq5GSQkAiMVITGz6nNRUzJ6NHTvAcU2f4FRXh6++wsSJGDHiruO1xcjfDqaoPhtkoRmPyBFAgM5WCu6JmMmQdeE7DkIEQSKRDBw40LmrVCob7gKIj4/v1auXz+PiX5NTRmstsD/K5WKwAfoMJoQQ0jJKCANRbSHufAlTlcdvdM4X7dYNkuYLkD/wADgOBw/C2mDikUTiWGFoZzJBrwfH4cABlJdj+nSwLDgrSo+h9JhrCms5EDsdkQM8DrVTUHVFdDpU3fiOgxABiYqK+u677/iOwh/Jmioqo6eKMoQQIniUEAacykvI2+nq6u6RlueLNtS/P/r///buOz6qMt0D+G96ymQy6ZWQgqAktIQYpcNCAEUQXXAviu6Cq7vr+rnqUkTdz9rLunrFvXcVRdeKCiyCgIAUFQkIKr3EAElIJb2XaefcP85kEgIIKTNnJvP7/jXnzZnzPhxm5p1n3jb8l05oacHq1cjPB4CDB1FTg1njULEVrWX2E2zACeAMsPi67oTq5nShiJgIY7LccRAR2V2yh7CZK8oQEXk9JoR9iCigbBfK93T36SLy8uyPr5gQXpGvL+66Cxs34sgRKABtHs7ltS9qq4rAtjI0AsHBaFsMsI/QGBAxHkEj+uzSOETkmS6TENofcEUZIiKvxRagr7C2oGAtGs9e+czLKSpCSwsAGAwI643FXVQq3HorYvxh3ovA9lJETESeGo1bASAmphcqchMqH4SNRugNUF5+tC0RkUy0KnsfoMnWPgOcCSEREbEF6BNMVcj/BKbKHl3k6seLXiXBiopv4LsPji7ASuAwMFGP4lx7Sd9ICKVFRCMmQsNFRInITbX3EF5qDqE/vw4QEXkrtgCer/40Cv8DW2tPr/MLOxB2Q3MRije056gKNX5W4pgZsGH9+vYVa6Kje6EueRkGInoatMFyx0FE9Es4ZJSIiC6JLYCHq9iD0p3AlXaAuKLmZpSUAIBSiR7u0CVYUL4LVfvb96XQJyJmJmJElH1i39bCYrHXFRXVo7rkpY9H5BT49YlOTiLq63SX2ofQsaiMn5qLyhAReSkmhB5LsKJ4E2oO987VcnPt+VtMDHx8un+d5gIUbYC52n6o1CEyE8EjAAWMwIIFWLOmvSsyIuKCnSo8CBcRJSJPo/3lbSc888OYiIh6ji2AZ7I24txnaCrstQv2fAKhYEHZTlQf6NAxOAAxt0BjaD9Hp8O8ediyBdIuYQkJ3Y5XNpoARExE0HAuIkpEnuWXh4xyDiERkddiC+CBWsuQ/wnMtb15TUevXfcSwuZCFG+Aqcp+qNQhcgqCU4GLxiAplbj5ZiQmorYW6endDVcOSi1Cr0fYWKh0codCRNRlnENIRESXxBbA09TnoOA/EEy9ec3z59HYCAB+fl2e1CdaUf4NKvf+Usfgxa7zqM3ouYgoEXk+x5BRU4cho0wIiYiILYBHqfweJdt6YQmZThzjRZOSoOjKugLNhSjaAPNVdAx6LsNARE2FLkTuOIiIekSrtH8ym4WO+xByURkiIm/HhNBDCFYUb0TNEadcvGNCeLXxWFC2A1UH2kv01yDmFmgCejk2GfnFIioT/nFyx0FE1At0l1pUhj2ERETEFsATWBpw7jM0Fznl4mYzCtsWp7nKhPDSHYNpTglPFlxElIj6nEvOIeQqo0RExBbA7bWUIv8TWOqddf3cXAgCAERFQX+lOXIXLyUaMBAxM6DuKx2DmgBr0PXa2NFcRJSI+hiuMkpERJfEFsC91Z9G4VrYenUJmU4c64tesXuwuRBF69v3GFT5IGo6jEOdGJsrtS0iams2Mxskor5HrYRSAUGEVYAgQppRyCGjRETEFsCNOWkJmU6uZsMJwYqKb1Cxtz2Yq1lK1FMolAgagciJUEsdpGaZ4yEicg6tEq02ADAL8FEBXFSGiIiYELopUUDJFlT94PSKqqpQUwMAWi369bv0OS3FKFoPU6X9sI/NGNQnImoqfCPkjoOIyOkcCaHJZk8IOYeQiIjYArgfmwmFa1F/2hV1OdYXTUyE8qJxkqKAit0o392hYzAJMTP7SMegXwwip0AfL3ccREQuolUBFqDDNELOISQiIrYAbsZcg/xVaK1wUXWOhPDi8aItJShaD1NbJEodojIRNKIv7DGoCUTkJBiHdm3TRSIiD6dTKaQf+Mw2Ufow5xxCIiJiC+BOmgpw7lNYm11UndWKc+fsjxMTO/xBQMU+lH8NsW2zKv84xNwKbZCLAnMetR/CxyEkHQrVlU8mIupbLl5otMlif8CEkIjIa7EFcBt1J1C4HoLlymf2lnPnYLEAQGgogtqSPVMFij5HS6n9UKltmzHo4Z1pChVCRiJiIlQ+codCRCSPixNCx6Iy/lxUhojIWzEhdAOiiIoslO1s39zPNTqtLyqKqP4eZbsgOOaU9EfMrdAaXRpVr1MoEDgYkZP7Qg8nEVEPaNvGRpjbxn80tz1gDyERkdfqaQvQ0NDw4YcfHjx4sL6+/t///re/v79UbrPZnn322XXr1hmNxkcffXT69Ok9DrWPEq0oXI/a4zJU7ZhAmJQESx2K1qMp316iVCNsAsJGeXzHoD4BkVPgFy13HERE8nP0EJoEABBEtFoBQAH4MiEkIvJWPd2Au7Kycs+ePdHR0WvWrDGb2zdwW758+bp16z7++OOHHnroN7/5zRlH7kEd2VqQ+6E82WB1NSoqAECtRnAzzrzZng36hCPhXoSN9uxsUBeKuDlIvIfZIBGRpH3IqA0AWmz2JaR91R79cU9ERD3S04QwISFh1apVDzzwQKfyf/3rX0899VRKSsrs2bNnzZq1cuXKHlbUB5mrcWYlms5d+cxeJwj4/HMA0AETdSj5HLZWAIASYaORdJ9n78un1iP2Fgz8E4zJcodCRORG2oeMCgBXlCEiIgBOmkPY0tJy9uzZ9PR06TA9PX3r1q3OqMiDNRch/xNYm+Spfft2FBUhBkgFtG0x6EIROxu+ntyfptQgNAPhY6HUyR0KEZHb0V24qAxXlCEiIjgpISwvLwcQGBgoHRqNRqmkq06ePPmnP/1p0aJF0qGfn9++ffuUF++f7mmUDT+rS79wwYKiNpsNgEp1wRYLyjNn1D99j1Qgob1QCBxuDZsMpQYdxv16FIVguNYWNknUBKLZYt96uVuampoU3J+wK3jHuspsNouiaLG4cElhz9ell5lGo9Hp+KvQJXRaVIYryhAREZyUEEqpYFNTk16vB9DY2BgU1J0FHgcOHJiZmTlt2jTpUKlUGgyGXoxTHpXfo2Ib1ApA6+yqLpEQ1tXh+y8wBfBtK9EEInaW0j/B6dE4jz4RUVPgG9UrFxNFUXrd0lXiHesqKSFkxtIlfJn1Cq2ybWN6QQQUHDJKRERwUkJoNBqDg4NzcnIiIiIA5OTkxMfHd+M6arU6IiIisW3P9IaGhl4MUgaigNKtqDwgWwBWE35ciXRT++oBQcMRNc2DB1jqQhExkXMFiYiuhqOH0CT1EDr2GGJCSETkxXqhEaipqamrqwNQW1sLQOoMvPPOO5cvXz5mzJiysrLPPvvs008/7XlFnk0wo2At6nNkC6ClBNkfIqLVfqjwQb9ZMFwrWzw9pPZD+DiEXA+Fxw8hJiJyDW3nOYT2Q/YQEhF5s15oBJKSkgAEBQWlpaVptdrz588DePLJJ3/9619HRkaazeYHHnhg3LhxPa/Ig1kakL8KLaUyVS+gYh/KdkEjtBWEYfB8qANkiqdnlBqE3ojwMVB68ChXIiLX67TthGNRGT8uKkNE5MV6ISGsrq6+uDA4OHjXrl01NTU+Pj6+vr4Xn+BFWsuR/zHMdfLUbq5EyRdoKbEfWoDKKEy5T55gekqBoGGInASN508lJSJyOV2nbSfYQ0hERE6aQ+jQvbVk+pTmIuSvgrVZhqpFUVF9QFm+C2Jbm18JnDbi7ntkCKbn/PshMhP+/eSOg4jIU11uyCjnEBIReTM2As5U/zMK1rpge4lLMNeheIOyKc9+KAAngbNqLJgLj1vbUBeCiElcOYaIqIc6bzvBHkIiImJC6ETVh1C8EaJw5TN7Xc0RlG6BYLIf1gI/APXAjGmI6p29GVxE5Yuw0Qi9AUq+UImIesrRQ2jiojJERNSGjYBzlO/B+R1Or0UUkZ8PUYSPD3x94eMDrYjijajPbjtDidMKHLNBBIYMQVqa00PqLQoVQkYiYiJUPnKHQkTUR2iU9sVjLIIILipDREQAmBD2PlFA8WZU/+SKujZtwsGD7YeRQGqHHedNahzT4VwTAISGYsYMV4TUKwIHI2oKtF4/AZWIqFfpOg0ZtdkP2UNIROTN2Aj0KsGKos9Re8IVdR082J4NqoGhQELbn0QgHzhqhdUKABoN5syB1hM2afCNQvQ0+PeXOw4ioj6o06IyTW0z3JkQEhF5MzYCvcfagnOfoumcK+oqLcWWLfbHA4IwqAE+bXNBWoGDQMctD2+6CeHhroiqJzQBiJiAoBHcaJ6IyEm4yigREV2MjUAvsTQg/2O0nHdFXS0tWL0aViuUwPV+iK2FaJ8HgsAUJP4KSSJaW9HSIjQ1wWBQ9nfvDjdpumDkJCg9bflTIiKP4lhl1MRVRomIqA0bgd5gqkDuh7DUu6i6DRtQWwsDkKGAoRlSMqjyQfR0BA4FAD/7iaLNdrlruAWFAoHJiJwMrVHuUIiI+r72HkJ7QshFZYiIiAlhzzWXIP9jWJtcVN233yLnZwwCBgPKto7BgAGImQW13kUx9Aq/aERN5XRBIiKX6TyHkENGiYiICWFPNZ1D3qr2Hf+cLS8PP32L8UBIW4lSg8hMBKcBnvP7rsaAiPGcLkhE5GLtq4xyH0IiImrDRqAH6k+jYDUEy5XP7J3q6rHvU0wS2//TfGPQbza0Ib/0LLei1CA0A2FjoeJ0QSIiV9Oq7D8dmm3SPoT2ciaERETejI1Ad9Vlo3AtBOuVz+wV5gYceRNDzW3HSoTdiPBJHtPJplAgcDAip3C6IBGRXC43ZJQJIRGRN2Mj0C21R1G4HqLgouoaziB3NYLauiKVRiTMgW+0i2rvOb9YRE2Ffz+54yAi8moXbTthn4jur/GcSQdERNTbmBB2XeUBlGwBxCuf2XOCCaVbUXMY0sQPEbD2x/C7oPCQ/zhNICInwTgUCn7bICKS2WW3nVBd+nwiIvIGHpJXuI/yPTi/w0V1NReh+HOYqu2HrUB5LG76rYtq7yGVD8LGIPQGKPkaIyJyCx17CAURrTYAUCrgw89pIiIvxkbgqokizm9HxV6X1GVD+deo3Nu+43whcC4Yv7vLFbX3kEKJoBGInAS1v9yhEBFRu/ZVRm3t3YO+Kg9apZqIiHofE8KrIwoo3oTqg66oq7UcRevQWmY/NAOHgHIt7v0NdG6/OKc+EdHT4BMudxxERNRZxx7C9k0INXKFQ0REboEJ4VUQBRSuQ+1xF9SEqgM4vx2izV5QBvwItAK334KwMOcH0AO+EYjMRECS3HEQEdGldUwIHSvK+KnZQUhE5NWYEF6JKKBovSuyQXMditejKd9+qFAjW4HjFgBIS0NKitMD6Da1H8LHIeR6j9kDg4jIK2kvNWSUK8oQEXk5JoS/SMoGa446vaK6kyjZCFur/dA3Gif8cPwMAAQEYPJkpwfQPQoVQkYiYiJUPnKHQkREV6BV2jsDTTaRmxASEZGE7cDluWakqK0VpV+i9ljbsRJhN6I2BodW2wtmzoSP+6VbCgUCkxE5mRvNExF5ivYeQqG9h5BzCImIvBwTwstwzUjRxtMo+gLWRvuhLgSxs4FgfPQve8mIERgwwLkx1Y2+/QAAIABJREFUdINvNKKnwr+/3HEQEVEX6C6YQ2h/zB5CIiIvx3bgUnp3pKggAIDywvl1ghnnv0L1T+0lwemInAKlBp9/jsZGAAgIQGZm78TQWzQGRIxHcCq4SjkRkafpOIewiYvKEBERACaEl9C72WBuLjZsgM2GmTMxcKC9sLkQRZ/DXGM/VAcgdhb0SQCQk4OjbVXPmOFGg0WVGoRmIGwsVG6/9QURkasIglBXV+fn56frsC1Qdna22WxOSUlRdvgpsKGhIScnJyYmJjIyUo5IAUABaJSwCBCBOrO90J9fBIiIvBuXhbxQ72aD332Hjz5CfT2amvDpp8jKgiig/Bvk/rs9GwwcjAF/tGeDra3YtMlePnRoewIpL4UCxmQMfACRk5kNEhF19NprrwUHB7/33nvSoclkmjp16owZM+bPnz9y5MiqqiqpfPv27YmJif/93/+dkpKyfPly2cLtsPNEbVtCyCGjRERejglhB6KAws97Jxs0mfDpp9i1C6LYdnER+3fg4D9Q/i0gAoBSh+gZ6DcHal/7OV99hYYGANDrMW1aL4TRc34xSFqAuDlcPIaIqJO8vLyPPvooPT3dUfLBBx9UVVWdPHny8OHD/fv3f/XVVwGIovjggw+++uqre/bs2b1792OPPVZeXi5XzI5Ro7Umx5BRuWIhIiK3wISwjSig4D8dVvvsgbIyvPUWfv7Zfti/PxLikQD8CtC12Av1ibjmTwhOa3/W2bM4dMj++Kab4OsLeWmNiJuDAb+HXz+ZIyEicj+CIPzud7/7xz/+4dvh43r16tXz58/XarUKhWLBggWfffYZgCNHjhQXF99xxx0ABg8enJaWtn79ernCdvQQ1rCHkIiIAHAOoZ20w0TdiV641LFj2LgRFov9MC0NU0aj5As0tZ0gAGd1uOFX0Bjan2UyYeNG++PkZFx3XS9E0m1KLcLHIPRGKLkYORHRpb3xxhuDBg2aNGnSU0895SgsKChISEiQHicmJhYWFoqiWFBQEBsbq9VqpfKEhISCgoJu1Gi1Wnfv3h0cHCwdGo3GkSNHdvUiWqVCGqVSa7KXcFEZIiIvx4QQEEUUb+6FHSYEAbt2ISvLfqjVYtYsRJlxdgWEtoa3BvgBaDDh1HuYPbs98du+HXV1AODnh+nTexpJtykUCByMyCkcIEpE9AvOnTu3fPny/fv3dypvaWlxrC7j4+NjsVgsFktzc7MjGwTg6+vb1NSErmtqanr99dcdl0pOTr722mu7ehG1QistE13VYpVGCamspsZGWzfi8Tjdu+3ezGq1WiwWm80rXh69pampSaHgjyxd0NzcLAgCb9rVs9lsJpNJkHYxuAo+Pj5q9RUyPiaEQNnOC7Z/6J6GBqxZg8JC+2FICObMgmkfik+1naFE+Fj49cPetUArLBasXo3RozF5MvLz8VNbADfdBH//ngbTPX7RiJoG/zh5aici8hzPPvtsUlLSW2+9BaCwsHDbtm0xMTEzZsyIiIiorq6WzqmqqgoKCtJqtZGRkY5CAJWVlR2nHV69wMDAtWvXOhYpbWho0Ov1Xb2Ir9oq9RDWW1XSgyB/nV7vLfNHunHHvJmUEPrKPofFo4iiyJdZlygUCj8/PyaEV89ms2k0Gj8/v168pre0AZdVuR/le3p6kfx8rFjRng0mJ+POX6FmNerbskFdCJIWIHwCEpNw770ICbGXZ2XhP//BF1/YD6+9FsnJPQ2mGzQBiL0FA37PbJCI6GpMnDhx2LBhNTU1NTU1Vqu1ublZ6n0aOXJkVts4kaysLCnxS0lJqaioyM/PByAIwr59+7ox1LO3tC8q49h2gpMDiIi8m3f3ENYcQenWHl1BEPDdd9i9u333+SmT0L8BxavbzzEORfTNULaNFwoJwb33Ys0a5OYCwPG2oaq+vrj55h4F0w0KFUJGInISlNxPgojoas2bN2/evHnS43379s2ePVtaM+aBBx4YNWrU8OHDjUbj888//+GHHwIIDQ2dP3/+ggULli1btnbt2vDw8EmTJskVefuiMlxllIiIAHh1Qlh3CkUb2reF6IaqKqxbh5IS+6Fej9kTYNuHto2noPZHzEwEXLSdoI8P7rwTW7fihx/aC6dNg4vHGAReh8gp0AW7tFIior5l3rx5w4cPlx6npKRs3rx5xYoVJpPpnXfemda2gdA///nPV1555Z///GdiYuLWrVtlHBzl6CHssMooR2oREXk1b00IG/NQ8B+IVzsd8xIOHMD27bBa7Yfx/TE5DrVbILbNvTZch5gZUF1mgK9SiZtuQng4tmyBIGDgQAwd2v1gusonDFFTETDAdTUSEfVR999/f8fDsWPHjh07ttM5Pj4+jz/+uAuDuixdWw+hqa2x8lNd7lwiIvIKXpkQNhfj3KcQrVc+85Lq67Fhg33AJwCVCr+6EREFqPmurUSLiMwL9hi8nJEjERuLsjIMHtzNYLpK7YfwcQi5Hgqvnz5KROR9NBd99nMOIRGRl/O+hNBUhXOfwGa68pmXdPIkNm1CS9v+8uHhmH4tmvehuW3jQf84xMzuwrYNkZFoWzLOuaTpghETofJxRXVEROR+dCr7PoQOnENIROTlvKwdsNQj70NYGrvz3NZWbNmCo0fthwoFbhiBQY1o2N1WokL4RISNkrZ4ci+GgYiaxumCREReTntRDyETQiIiL+dN7YC1GbkfwFzbneeePYsNG9DQYD80GnHLSJj3oaFtl1tdGPrdBh+X9PV1iU8YYm/idEEiIkKHRWUc/LmoDBGRd/OahFAwI/8jmCq789zdu/H11+2HI0dguAo1O9pLgtMQORVKN5uHodHbwkYjeIRKxzGiREQEsIeQiIgu4h3tgCii6As0l1z5zIsVF+Obb+yP9XrcMgaKH1DTYWOJ2FnQX9MrYfaatt0FRQtkXNyciIjcTaeEUKmAjquMEhF5N+9ICCv2oPb4lU+7mCBg40b7XoX9+2PaAFRtv2BjiehboPbttTh7TqFA4GBEToY2CADQ3bVziIioL+o0ZNRP7Yaz3omIyKW8ICFsPIuyr6982iXt24eyMgAwqDHaisqd9vKr31jClfxiEDUV/nFyx0FERG5Kd2EPob8XfAsgIqJf1tebAlMVzq3p5gb0dXX49lsAiANGAqZie7lfP8Te1oWNJVxAG4iISTAOBQeIEhHR5V3UQ8hWg4jI2/XphNBmQv6nsLV28+lffgmFBRlALAArACiUCJ+AsDFutLGEygfhYxGSAWWf/q8kIqLe0Gljeq4oQ0REfbcpEEUUbYCpoptPP34cNTn4FeDXVqILQext8I3upfh6TKFC0HBETIRGL3coRETkGbTKC37QZEJIRER9tyko/xZ1J7v5XFMLzm7E2A4dgcahiJ7hRhtL6BMRPQ0+4XLHQUREnqTTkFHOISQioj7aFNRlo+zbbj7XVIkT/0aS2X6o8kPMTBgG9VZoPeUbjahM6OPljoOIiDyPjkNGiYjoQn2lKSgtxaJFiInBc89BqEPRekDsznVqj6B4E7RW+6EiEtfMgzqgFyPtPm0gwschONWNZjASEZFH4aIyRETUSV9JCP/+d6xaBQCiGfcmdWchGVszir9A/c/2QwGoCMOk+9xi3U61L0JHI+wGKPrK/xcREclBy20niIjoQn2lKUhOBgAF8P3ruP4ODOriCM+G0yjeAGuT/bAOOKTB3XfJnw0q1QhJR/g4qHxljoSIiDyflkNGiYjoQsorn+IRFi7ErbciGQgXsX49amqu9omiFaVf4twqezYoAqeBr4H0X8FgcF68V6ZQwJiMa/6EqKnMBomIqFdcNGRUpjiIiMht9JWEUKHAW8uREQQAra1YuxY225WfZarA2ZWo+sF+aFFhL3AUiIjG9dc7MdorChiAAfcjbg50wXKGQUREfQt7CImIqJO+khACCAzAr38NlQoASkrw1Ve/dLIoonIvzqxAa1lbSTS22nAeUCgwY4Zsg0V9o5F4DxLugm+kPAEQEVHfpVN12odQ7pkRREQktz6UEAKIjsaUKfbHBw7g2LFLn2ZtQsEqnN8O0QYACjVCf4VtdZB2mrjhBkRFuSLaTrRG9JuNAb+HPkGG2omIyAuwh5CIiDrpc01BRgYKCnDyJABs2oToaISEXHBC/SmUbIS1xX7oG43Y2di8G01NABAYiIkTXRsxoPZD6CiE3gBln/vvICIid8JVRomIqJO+2BTMnInz51FdDbMZa9bg3nuhVgOAaMX5Hajabz9NoUDw9VAMxfvrUFpqL7z5Zmg0rgtV5YuwUQjNgFLrukqJiMhbcVEZIiLqpG8NGZXodJg7154ElpXhyy8BoKUEp99ozwa1gYi9E8dVePud9mxw6FBcc42LglRqET4G1/43wscyGyQiItfgkFEiIuqkjzYFERGYPh0bNwLA4UOIN0N1CqJg/2vgYLQm471NqK21l6jVmDABN97oitiUGgSnImwsNHpXVEdERNTmoh5CLipDROTt+mhCCCA1FQUFOHMEIwHlCYgAAKUOYZnYX4Kf1rSf2b8/brml81RDZ1CoEDQcEROgCXB6XURERBfRcQ4hERFdqE83BWP7I/4o1KL90K8fWofivZ1obraX+Phg8mSkpTk9EoUKxhRETIA2yOl1ERERXQbnEBIRUSd9tCkQTCj5ErVH7f8+AfgZKKhG4+b2c4YNQ2Ym/PycG4lCBeNQRIxjKkhERLLTKjvtQyhXIERE5C6c2BS88847n3/+ucFgeOSRR0aOHOm8ijprLkLROphr7IeiH3Y3owpAk70kKAgzZiAx0blhSL2C4eOgc/5gVCIioqvAbSeIiKgTZzUF77zzzrPPPvvGG2+cPn168uTJJ06ciImJcVJdHQgo343y3UDbMFHjUETfjPxtqDoIAEolRo3C+PH2NUidxD5AdDy0wU6shYiIqIu4qAwREXXirLzotddee/7556dNmzZt2rTdu3evXLnyb3/7m5PqsmsuQO57aC60Hyp1iL4ZxiEAMH06lEo0N2PcOEREODEGe6/geOiYChIRkdvhthNERNSJU5oCk8l04sSJ0aNHS4ejR4/etWuXMypqV5GFb6bB0mg/9E9A7K3QGOyHajVuvtm5AdhXEB3fXikREZGb0SihVEAQAUClgE51pScQEVFf55SEsKysTBTF4GB7L1lwcPD58+e7cZ2cnJzFixc/++yz0qFer9+0aZNSqbz4TJ/T72ukbFChsoWMswVlQFTAbO7mP6ArRKVWCBxuC84Q1Xq0Aq0NLqj0KplMJoVCodVy4/suaGxsvPJJ1AHvWFeZzWZRFM0u+YDqM7r0MtNoND4+Ps4LxtNplDDZAHYPEhERACclhHq9HkBLS4vjQUBAd3bei4uLGz9+/KRJk6RDm80WGBh46VMHLUT5Fog2RN+i8o1y0S+ean+EpCM0Aypf11TYVVqtlglhN3Tv5erNeMe6REoIdTqd3IF4GL7MeouuLSHkijJERAQnJYRBQUF6vT4vLy8sLAxAXl5ev379unEdHx+fxMTEtLZ9AhsaLt/5FpKBm44ie3m34u06bRBCMxCcBqXGRTUSERH1Bq0KsABcUYaIiAAAlxh+2XMKhWLu3LkrV64EUF9fv3r16jvuuMMZFcnANxL9ZmPQgwi9gdkgERF5HMdWhBwySkREcN4qo08++eSUKVNGjBhRXl6emZk5depUJ1XkOv5xCBsNwyC54yAiIuo+x84T/vxVk4iInJcQ9uvX78SJE6dOnTIYDHFxcU6qxRWUWhiHIPR6+DhzvwoiIiKXcOw84cclRomIyHkJIQCVSpWSkuK86zudNhjBqQhJc9s1Y4iIiLqqPSHkkFEiInJqQuixFNAnIDQDAQOh4IR7IiLqUxx7D3JRGSIiAhPCC6h8EDQMoTdCa5Q7FCIiIqdw9BByDiEREYEJIQAoVAhIROAQBA6GkjeEiIj6Mm17D6GscRARkXvw4tZAoYRfLAIHwzgEan+5oyEiInIFLipDREQdeWFCqIB/PwQORmAKNHq5gyEiInIpLipDREQdeU1roFDBrx+MyQgczP5AIiLyWlqVAhDBRWWIiAhAX04I1b7QhcE3Cr7R0IXBNxyKvvuPJSIiujo6ziEkIqIO+lBroNQgeAR8IuATDp9IqP3kDoiIiMjt6NqGjOq5yigREfWphFCtR+wsuYMgIiJya5mxig9Ow1+DMREcMkpERH0pISQiIqIrmZekzAhT6DWKCF+5QyEiIjfAhJCIiMi7JBnYN0hERHbKK59CREREREREfRETQiIiIiIiIi/FhJCIiIiIiMhLMSEkIiIiIiLyUp6UED722GN1dXVyR+FJNmzYsGXLFrmj8CSVlZV/+9vf5I7Cwzz11FMVFRVyR+FJtm3b9vnnn8sdhSdpaGhYtmyZ3FG4l5aWlsWLF8sdhYd5+eWX8/Ly5I7Ck+zdu/eDDz6QOwpPYrVaH374Ybmj8DCvv/56dna23FF4koMHD7799tu9e01PSgg3b95cWVkpdxSe5PDhw4cPH5Y7Ck9SVla2detWuaPwMNu2bSstLZU7Ck9y5MiRQ4cOyR2FJ6mqqtq4caPcUbiXurq69evXyx2Fh/nmm2/y8/PljsKTnDx58sCBA3JH4UlaWlo+++wzuaPwMN99992ZM2fkjsKTZGdn79u3r3ev6UkJIREREREREfUiJoREREREREReigkhERERERGRtxLd2LBhw+S+PURE5GFGjRold/PlFHq9Xu5bS0REHmbRokVXbF8UoijKHScRERERERHJgENGiYiIiIiIvBQTQiIiIiIiIi/FhJCIiIiIiMhLMSEkIiIiIiLyUkwIiYiIiIiIvBQTQiIiIiIiIi/FhJCIiIiIiMhLMSEkIiIiIiLyUkwIiYiIiIiIvBQTQiIiIiIiIi/lGQlhZWXlf/3XfyUkJIwbN+7HH3+UOxw3dejQoaVLl950003Lli3rWH7mzJnp06cnJCTMmDEjLy9PrvDc0Llz5+6///4hQ4YMGjTod7/7XWlpqeNPK1asSElJGTRo0HPPPSeKooxBupuXXnpp5MiRCQkJN95440cffeQoP3jw4IQJExISEu64447y8nIZI3RbH3300ZQpU06cOCEdCoLw17/+9Zprrhk2bNgHH3wgb2zuZubMmVPavPTSS47ylStXDhkyZODAgU8//bQ3vzGPHDkyceLEhISEOXPmnD9/Xu5w3NTGjRsfeOCBzMzMjp9UAHbs2JGRkZGYmHj//fc3NTXJFZ4b2rNnz5w5cwYNGjR06NAnnnjCZDJJ5RaL5ZFHHklKSkpNTV23bp28Qbqbu+++OyUlJTExcdq0aXv37nWUr169esSIEQMGDFiyZInVapUxQre1bNmyKVOmOD7Jq6ur58+fn5CQMGbMmO+//17e2NxKbm7ulA42bdoklVut1sWLFw8YMGDEiBFr1qzpaTWiJ7jtttvmz59fUlLyxhtvREREtLS0yB2RO1q1atWjjz565513Tp06tWP50KFDH3/88fPnzy9dujQ1NVWu8NzQ119//dxzzx06dOjMmTO//vWvx4wZI5Xv3LkzLCzswIED2dnZAwYM+OCDD+SN061s2LDh4MGDRUVFGzduDAgI+Oabb0RRbG1tjYqKev3110tLSxcsWHDLLbfIHabbKSgoGDJkiF6v37Nnj1Tyf//3f8nJyWfOnNmzZ09QUND+/fvljdCt6PX6jz/+ePv27du3bz9+/LhUuHv37pCQkH379uXk5AwaNOidd96RN0i5mM3m2NjYV199tbS09L777ps+fbrcEbmpZ5555tlnn73hhhueeuopR2FZWZnBYFi9enVRUdH06dMffPBBGSN0NytWrHj77bdzcnJ+/PHHIUOGLF26VCp/5plnMjIy8vPzv/rqK4PBkJ2dLW+cbuX9998/efJkUVHRP/7xj4CAgJqaGlEUjx8/bjAYduzYkZ+fn56e/uKLL8odptvZvHlzSkoKAEEQpJJ58+bNnTu3pKTknXfeCQkJaWhokDdC93HkyJHQ0NDtbQoLC6XyF198MS0tLS8vb+fOnYGBgY62sns8ICEsLS3VaDTFxcXS4ZAhQz755BN5Q3Jnr732WseEcO/evUFBQWazWRRFk8lkMBh++OEH+aJzX8eOHVMqlRaLRRTFuXPnPv7441L5ihUrRo8eLWto7mvChAn/+7//K4rimjVrBg0aJBWWl5drNBrHBxZJpk+f/sUXXwQHBzsSwqFDh3700UfS44ceeujee++VLzq3o9frz50716nwrrvuWrJkifT43Xffvf76610el1tYv359UlKS9Liqqkqr1ebn58sbkjubO3dux4Tw5ZdfdjSRP/30k8FgaG1tlSk0t/bmm2/eeOON0uN+/fp9+eWX0uO7777b8TakjgRB0Ol0Bw8eFEXxoYceWrBggVS+cePGhIQEWUNzO3V1dcnJyV999ZUjIZQ+yvLy8qQT0tPT//3vf8sYoVs5cuRIbGzsxeWJiYkbNmyQHi9cuPDhhx/uSS0eMGQ0Ozs7PDw8OjpaOkxNTT158qS8IXmQEydODB06VKPRANBqtSkpKY4Ra9RRVlbWddddp1arAZw4cSItLU0q5+vtYsXFxfv373/jjTfy8/NnzpyJC+9YWFhYdHR0dna2rDG6l/feey8kJOSWW25xlIiieOrUKb7MfsEdd9wxbty4JUuW1NTUSCV8Y0o63ofg4OC4uLhTp07JG5IH6Xj3hg8f3tTUVFhYKG9I7ikrK2vIkCEA6uvrCwsL+db7BTk5OVlZWX/5y1/S0tKkm3bixInU1FTpr6mpqXl5ec3NzbLG6F4WLVr0wAMPxMbGOkpOnz4dEBAQHx8vHfJl1klVVdWYMWMyMzNfe+01i8UCoKWlJTc3txffmOpeCNPJqqqqAgICHIdGo5EzlK7exXevoqJCxnjcU3Z29mOPPbZ27VrpsKqqymAwSI8DAwNramosFouUVBOAbdu2vffee6dOnbr77rsjIyPBl9kvKi0tff755/fs2dOxsK6uzmKxdHyZ8WOto5dffjk1NbW5ufmFF164+eabv/vuO5VKVVlZ2fGONTY2trS0+Pr6yhuq61VWVvLt1m1VVVWDBg2SHiuVyoCAgIqKigEDBsgblbtZs2bN1q1bjx49CqCyshKA4yXH72AXW7FiRVZW1tmzZ1966SXpZ+VO3yIAVFZWxsXFyRml29i1a9fx48fffPPNn3/+2VF48bcIzo52CA0NffPNN1NSUgoLC5csWVJQUPDqq69WVVWhwxuz598iPCAhDAoKamxsdBzW19dHRUXJGI9nufjuBQcHyxiPGzp79mxmZuYrr7wyceJEqSQoKKihoUF63NDQYDAYmA12tGDBggULFjQ3N0+YMGH58uWLFi0KCgo6e/as4wS+zDp6+OGH77nnnsbGxsbGRkEQSkpKamtrDQaDWq3u+DILCQmRN0638oc//EF6kJaWFhISkp2dnZyc3OmN6evr64XZIICgoKCSkhLHId9uXdKxTRRFsbGxkXevky1btvz5z3/esmWL9HtfUFAQgMbGRuntVl9fzw+rTl555RUA+fn5I0aMuPbaa0eNGtXpwwoAX2YSi8Vy3333vf766/n5+UVFRQByc3NjYmIu/rLKl5lDdHT03XffDSA1NVWv18+ZM+fVV191vDGlnx56/i3CA4aMJiYmlpWVOUYNZWdnJyYmyhuSB0lMTPz5559FUQQgCEJOTk5SUpLcQbmR/Pz8yZMnP/HEE7/97W8dhUlJSY4Rj6dOneIduyQ/P7/x48dLI5ATExMdd6yhoaG4uJg3zaG2tvbdd9+VFgerr69/6KGHPvvsM6VSGR8fz5fZFfn5+Wm12paWFgADBgzgHQOQlJTkGCPa1NRUUFDgtbeiGxITEx137/Tp0yqVquO4NdqxY8dvf/vbDRs2OIaiBQUFBQcHd3zr8TvYJcXHx1933XXSsL1O3yIiIiL0er2s0bkLaVXIBx98cMqUKQsXLgSQmZl5/Pjx+Pj42tpaRx8Xv+pfjtFobG1tFQTB398/IiKiN9+YPZmA6DLjx49//PHHBUHYtWuXYxEn6sRkMlVXV7/wwguTJk2qrq5ubGwURdFqtcbFxUlzc99+++3ExESbzSZzoG6jsLAwISHh6aefrm4j3Zw1a9YkJSVVVFQ0NTVlZGT8z//8j9yRugubzbZ582aTySSK4rFjx+Li4t59911RFOvr6w0Gw7Zt20RRfOqpp0aNGiVzoO6q46IyTz/99Pjx41taWkpKSmJjY7du3SpvbO7jzJkzR44cEQShpaVl6dKlsbGx0neI9evXx8fHl5WVNTc3jxo16u9//7vckcqjsbHRaDRu3rxZFMXnnnvOaxfXuaKmpqbq6upbb7112bJl1dXV0uIxZ8+e1ev1hw8ftlqtCxcunDdvntxhupGvv/46KCjoiy++kBrE2tpaqfyhhx6aOXOm2Ww+e/ZsSEjIgQMH5I3TfRQWFv7www82m00QhA0bNvj7+0srPWZlZYWFheXl5ZnN5ptvvnnx4sVyR+qOpOTZscro1KlTFy1aJAjCnj179Hp9RUWFvOG5jwMHDkgL9ZWXl0+fPn3WrFlS+eLFi2+66Saz2Zyfnx8eHp6VldWTWjwjIczJyUlLSzMajVFRUY4VdaiTjRs3Jnbwl7/8RSrPyspKSkoyGo3XXHPN999/L2+QbmX16tWJFzp//rwoioIgPPLIIwaDwWAw3HPPPVL+Q6Io2my20aNH63Q6Pz+/mJiYZ555xvFRvnHjxujoaKPROGLECC5Kfjmpqak//vij9Li5uXnu3LnSy+yvf/2rvIG5laysrLi4OOllNm7cOGnVPlEUBUFYsmSJdMfuuusub14c8ssvv4yJiTEajcOGDTtx4oTc4bipJ598suPH+6pVq6TylStXhoSEBAYGTpw4sbS0VN4g3crSpUs73rFx48ZJ5bW1tTNmzAgMDAwKCnr55Zeim8CNAAAE4klEQVTlDdKtnDhxIjk5WfqwGjx48Jo1axx/ev75541GY2Bg4KxZs+rr62UM0m2dOXMmMTHR8S0iNzc3IyPDaDRGRER0vJP0r3/9Kzg42M/PLyAg4De/+Y30TVUUxfr6+lmzZgUGBhqNxhdeeKGHtShEz9nbt7W11cfHR+4oPBXvXldJv/lx9uAlXe7lxJdZV5nNZrVarVR6wOh9F7vcnREEwWaz8Y0Jvt16hnevq0wmk1arVSgUcgfidi73bUEURYvFotVqZYnKQ/GNeTmXuzNms1mj0fT8jelJCSERERERERH1Iv4sTURERERE5KWYEBIREREREXkpJoREREREREReigkhERERERGRl2JCSERERERE5KWYEBIREREREXkpJoREREREREReigkhERERERGRl2JCSERERERE5KWYEBIREREREXkpJoREva+pqen222/fsWOHC+p66623br/99ttvv33ZsmXOq2XlypVSLUuXLnVeLURE1Pe8++679913n7wxvP/++wsWLJA3BiK3xYSQqKdWrVqVmZnZscRsNq9bty43N9cFtR88ePDrr7/OyMhITk52Xi3x8fEZGRk5OTk7d+50Xi1ERNT3HD58ePPmzdLjxsbGKVOmbNq0yak1zpgx4/333+9YcvToUWdXSuS51HIHQOTx8vLyOqVJBoPhyJEjsbGxrgkgMDBwyZIlTq1i8uTJkydP3r9//7lz55xaERER9TGPPvroH//4R+mxxWLZsWPH7bff7tQad+3alZaW1rFk0aJFCxcudGqlRJ6LCSFRjxQVFZWUlAD46aefpBKpETKZTDabTSopKCioq6sbMmTI4cOHDx48GB4ePm3aNLVaLQjCt99+m5eXN2TIkPT09E5XPnny5IEDB0RRTE9PT0lJ6VJUVqv1m2++KSgo0Gq18fHxN9xwg1rd/mY/ffr03r17bTbbiBEjRowY0em5ubm5e/fuNZvNcXFxY8eO1el0XaqaiIioI6vVajabAZhMpsOHDwMoKCiQGs1+/fqFh4dLp506dWr//v2CIKSnpw8ZMsTx9LNnz1oslmuvvfaHH344duzYsGHD0tLSRFE8evToyZMnzWbzNddcc/3110vNnCAIhw4dEgShpKREqiIyMjImJsYRg0N9ff3OnTsrKiri4uImTpzoaOzMZvOxY8fi4+N9fHy2bdvW1NSUmprq1DE4RPITiagHHn/8cV9fXwBBbWw2W3V1NYAVK1ZI5/zhD3/o37//4sWLNRpNVFQUgLFjx1ZXV48fP97f3z84OBjAE0884bhma2vrnXfeCSA8PDwmJgbA73//e5vNdskA7r///vj4+I4lpaWlAwcO1Gq11113XXx8vEaj+fOf/yz9yWw233vvvQqFIiwsrF+/fgDmzZtnsVikv1oslvvvv1+pVPr7+yclJWm1WqnRdbjttts6lRAREf2yBx98MDo6WhTF3Nxco9EIwM/PT2ox3377bVEUW1tb77rrro6t3sKFCx2t3uzZs9PT0+fPn69UKsPCwpYuXSqK4pgxY5RKZWxsbP/+/ZVKZXJyclFRkSiKzc3NQUFBCoXCx8dHquLpp58WRfGRRx4JCwtzhPTVV18FBwer1er4+HilUhkfH3/s2DHpT4WFhVKjHBcXFxISotfrAbz44ouuvWdELvX/IeEAcPrZqeYAAAAASUVORK5CYII=", "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", - "\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", - "\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": [ "\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", - "\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", - "\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" ] }, - "execution_count": 9, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ @@ -739,7 +747,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "There are several main requirements for the `CVI` procedure to satisfy:\n", + "There are several main requirements for the `CVIProjection` procedure to satisfy:\n", "1. The `out` interface of the non-linearity must be independently factorized with respect to other variables in the model.\n", "2. The messages on input interfaces (`x1, x2, ..., xN`) are required to be from the exponential family of distributions.\n", "\n", @@ -765,644 +773,19 @@ "\n", "Note that not all exponential family distributions are implemented." ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Extensions" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Using a custom optimizer" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`CVI` only supports `Optimisers` optimizers out of the box.\n", - "\n", - "Below an explanation on how to extend to it to a custom optimizer." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Suppose we have `CustomDescent` structure which we want to use inside `CVI` for optimization." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To do so, we need to implement `ReactiveMP.cvi_update!(opt::CustomDescent, λ, ∇)`.\n", - "\n", - "`ReactiveMP.cvi_update!` incapsulates the gradient step:\n", - "1. `opt` is used to select your optimizer structure\n", - "2. `λ` is the current value\n", - "3. `∇` is a gradient value computed inside `CVI`." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "struct CustomDescent \n", - " learning_rate::Float64\n", - "end\n", - "\n", - "# Must return an optimizer and its initial state\n", - "function ReactiveMP.cvi_setup(opt::CustomDescent, q)\n", - " return (opt, nothing)\n", - "end\n", - "\n", - "# Must return an updated (opt, state) and an updated λ (can use new_λ for inplace operation)\n", - "function ReactiveMP.cvi_update!(opt_and_state::Tuple{CustomDescent, Nothing}, new_λ, λ, ∇)\n", - " opt, _ = opt_and_state\n", - " λ̂ = vec(λ) - (opt.learning_rate .* vec(∇))\n", - " copyto!(new_λ, λ̂)\n", - " return opt_and_state, new_λ\n", - "end" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's try to apply it to a model:\n", - "$$\\begin{aligned}\n", - " p(x) & = \\mathcal{N}(0, 1),\\\\\n", - " p(y_{i}\\mid x) & = \\mathcal{N}(y_i \\mid x^2, 1),\\\\\n", - "\\end{aligned}$$" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's generate some synthetic data for the model" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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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", - "\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", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n" - ], - "text/html": [ - "\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", - "\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", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# generate data\n", - "y = rand(StableRNG(123), NormalMeanVariance(19^2, 10), 1000)\n", - "histogram(y)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Again we can create the corresponding model as:" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "normal_square_meta (generic function with 1 method)" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# specify non-linearity\n", - "f(x) = x ^ 2\n", - "\n", - "# specify model\n", - "@model function normal_square_model(y)\n", - " # describe prior on latent state, we set an arbitrary prior \n", - " # in a positive domain\n", - " x ~ Normal(mean = 5, precision = 1e-3)\n", - " # transform latent state\n", - " mean := f(x)\n", - " # observation model\n", - " y .~ Normal(mean = mean, precision = 0.1)\n", - "end\n", - "\n", - "# specify meta\n", - "@meta function normal_square_meta(rng, nr_samples, nr_iterations, optimizer)\n", - " f() -> CVI(rng, nr_samples, nr_iterations, optimizer)\n", - "end" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We will use the `inference` function from `ReactiveMP` to run inference, where we provide an instance of the `CustomDescent` structure in our `meta` macro function:" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "18.992828536095285" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "res = infer(\n", - " model = normal_square_model(),\n", - " data = (y = y,),\n", - " iterations = 5,\n", - " free_energy = true,\n", - " meta = normal_square_meta(StableRNG(123), 1000, 1000, CustomDescent(0.001)),\n", - " free_energy_diagnostics = nothing\n", - ")\n", - "\n", - "mean(res.posteriors[:x][end])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The mean inferred value of `x` is indeed close to `19`, which was used to generate the data. Inference is working! " - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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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", - " \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": [ - "\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", - " \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" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p1 = plot(mean.(res.posteriors[:x]), ribbon = 3std.(res.posteriors[:x]), label = \"Posterior estimation\", ylim = (0, 40))\n", - "p2 = plot(res.free_energy, label = \"Bethe Free Energy\")\n", - "\n", - "plot(p1, p2, layout = @layout([ a b ]))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Note**: $x^2$ can not be inverted; the sign information can be lost: -19 and 19 are both equally good solutions." - ] } ], "metadata": { "kernelspec": { - "display_name": "Julia 1.11.2", + "display_name": "Julia 1.10.9", "language": "julia", - "name": "julia-1.11" + "name": "julia-1.10" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", - "version": "1.11.2" + "version": "1.10.9" } }, "nbformat": 4, diff --git a/examples/Advanced Examples/Conjugate-Computational Variational Message Passing/Project.toml b/examples/Advanced Examples/Conjugate-Computational Variational Message Passing/Project.toml index e2efeda6..d1804240 100644 --- a/examples/Advanced Examples/Conjugate-Computational Variational Message Passing/Project.toml +++ b/examples/Advanced Examples/Conjugate-Computational Variational Message Passing/Project.toml @@ -1,8 +1,10 @@ [deps] +ExponentialFamilyProjection = "17f509fa-9a96-44ba-99b2-1c5f01f0931b" LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" Optimisers = "3bd65402-5787-11e9-1adc-39752487f4e2" Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" +ReactiveMP = "a194aa59-28ba-4574-a09c-4a745416d6e3" RxInfer = "86711068-29c9-4ff7-b620-ae75d7495b3d" SpecialFunctions = "276daf66-3868-5448-9aa4-cd146d93841b" StableRNGs = "860ef19b-820b-49d6-a774-d7a799459cd3" diff --git a/examples/Advanced Examples/Conjugate-Computational Variational Message Passing/call_closed_prod.jl b/examples/Advanced Examples/Conjugate-Computational Variational Message Passing/call_closed_prod.jl new file mode 100644 index 00000000..1caa3c43 --- /dev/null +++ b/examples/Advanced Examples/Conjugate-Computational Variational Message Passing/call_closed_prod.jl @@ -0,0 +1,26 @@ +using ReactiveMP, BayesBase + +struct CallClosedProd <: AbstractFormConstraint end + +ReactiveMP.default_prod_constraint(::CallClosedProd) = ClosedProd() +ReactiveMP.default_form_check_strategy(::CallClosedProd) = FormConstraintCheckLast() + +function ReactiveMP.constrain_form(::CallClosedProd, product_of::BayesBase.ProductOf) + return BayesBase.prod(ClosedProd(), product_of) +end + +function ReactiveMP.constrain_form(::CallClosedProd, distribution::Distribution) + return distribution +end + +ext = Base.get_extension(ReactiveMP, :ReactiveMPProjectionExt) + + +function ReactiveMP.constrain_form(::CallClosedProd, distribution::ext.DivisionOf{A, B}) where {A <: GaussianDistributionsFamily, B <: GaussianDistributionsFamily} + ef_num = convert(ExponentialFamily.ExponentialFamilyDistribution, distribution.numerator) + ef_den = convert(ExponentialFamily.ExponentialFamilyDistribution, distribution.denumerator) + result = getnaturalparameters(ef_num) - getnaturalparameters(ef_den) + ef_typetag = ExponentialFamily.exponential_family_typetag(ef_num) + ef_result = ExponentialFamily.ExponentialFamilyDistribution(ef_typetag, result) + return convert(Distribution, ef_result) +end From 344d641b30aee2b4511e7f36aecbd78adfb43176 Mon Sep 17 00:00:00 2001 From: Bagaev Dmitry Date: Tue, 24 Jun 2025 16:49:41 +0200 Subject: [PATCH 2/2] 2prev - experiments --- ...tational Variational Message Passing.ipynb | 909 +++++++++--------- 1 file changed, 467 insertions(+), 442 deletions(-) diff --git a/examples/Advanced Examples/Conjugate-Computational Variational Message Passing/Conjugate-Computational Variational Message Passing.ipynb b/examples/Advanced Examples/Conjugate-Computational Variational Message Passing/Conjugate-Computational Variational Message Passing.ipynb index 5a726c21..734b5cb3 100644 --- a/examples/Advanced Examples/Conjugate-Computational Variational Message Passing/Conjugate-Computational Variational Message Passing.ipynb +++ b/examples/Advanced Examples/Conjugate-Computational Variational Message Passing/Conjugate-Computational Variational Message Passing.ipynb @@ -9,12 +9,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "using RxInfer, Random, LinearAlgebra, Plots, Optimisers, StableRNGs, SpecialFunctions, ExponentialFamilyProjection\n", - "include(\"call_closed_prod.jl\")" + "using RxInfer, Random, LinearAlgebra, Plots, Optimisers, StableRNGs, SpecialFunctions, ExponentialFamilyProjection" ] }, { @@ -42,302 +41,298 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# data generating process\n", "nr_observations = 50\n", - "reference_point = 53\n", - "hidden_location = collect(1:nr_observations) + rand(StableRNG(124), NormalMeanVariance(0.0, sqrt(5)), nr_observations)\n", - "measurements = (hidden_location .- reference_point).^2 + rand(MersenneTwister(124), NormalMeanVariance(0.0, 5), nr_observations);" + "reference_point = 6\n", + "hidden_location = [ i * 0.1 for i in 1:nr_observations] + rand(StableRNG(124), NormalMeanVariance(0.0, 0.01), nr_observations)\n", + "measurements = (hidden_location .- reference_point).^2 + rand(StableRNG(124), NormalMeanVariance(0.0, 5.0), nr_observations);" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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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", - "\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", - "\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", - "\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", + "\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", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" ], "text/html": [ "\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", - "\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", - "\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", - "\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", + "\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", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" ] }, "metadata": {}, @@ -376,30 +371,30 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ - "function compute_squared_distance(z)\n", - " (z - reference_point)^2\n", + "function compute_squared_distance(z, reference_point)\n", + " return (z - reference_point)^2\n", "end;" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ - "@model function measurement_model(y)\n", + "@model function measurement_model(y, reference_point)\n", "\n", " # set priors on precision parameters\n", - " τ ~ Gamma(shape = 0.01, rate = 0.01)\n", - " γ ~ Gamma(shape = 0.01, rate = 0.01)\n", + " τ ~ Gamma(shape = 1e-12, rate = 1e-3)\n", + " γ ~ Gamma(shape = 1e-12, rate = 1e-3)\n", " \n", " # specify estimate of initial location\n", " z[1] ~ Normal(mean = 0, precision = τ)\n", - " μ[1] := compute_squared_distance(z[1])\n", + " μ[1] := compute_squared_distance(z[1], reference_point)\n", " y[1] ~ Normal(mean = μ[1], precision = γ)\n", "\n", " # loop over observations\n", @@ -407,7 +402,7 @@ "\n", " # specify state transition model\n", " z[t] ~ Normal(mean = z[t-1] + 1, precision = τ)\n", - " μ[t] := compute_squared_distance(z[t])\n", + " μ[t] := compute_squared_distance(z[t], reference_point)\n", " # specify non-linear observation model\n", " y[t] ~ Normal(mean = μ[t], precision = γ)\n", " \n", @@ -432,12 +427,12 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "@meta function measurement_meta(rng)\n", - " compute_squared_distance() -> CVIProjection(rng)\n", + " compute_squared_distance() -> CVIProjection(rng = rng)\n", "end;" ] }, @@ -460,35 +455,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In our model, the `z` variables are connected to the non-linear node function. So in order to run probabilstic inference with `CVIProjection` we need to enforce a constraint on the joint posterior distribution. Specifically, we need to create a factorization in which the variables that are directly connected to non-linearities are assumed to be independent from the rest of the variables.\n", - "\n", - "In the above example, we will assume the following posterior factorization:" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "@constraints function measurement_constraints()\n", - " q(z, μ, τ, γ) = q(z, μ)q(τ)q(γ)\n", - " μ(z) :: CallClosedProd()\n", - " q(z) :: CallClosedProd()\n", - "end;\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This constraint can be explained by the set of two constraints, one for getting CVI to run, and one for assuming a mean-field factorization around the normal node as \n", - "```julia\n", - "@constraints function posterior_constraints() begin\n", - " q(z, γ) = q(z)q(γ) # CVIProjection\n", - " q(z, τ) = q(z)q(τ) # the mean-field assumption around normal node\n", - "end\n", - "```" + "In our model, the `z` variables are connected to the non-linear node function. So in order to run probabilstic inference with `CVIProjection` we need to enforce a constraint on the joint posterior distribution. Specifically, we need to create a factorization in which the variables that are directly connected to non-linearities are assumed to be independent from the rest of the variables. To achieve this, we will use the `MeanField` constraint." ] }, { @@ -500,15 +467,22 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[32mProgress: 100%|█████████████████████████████████████████| Time: 0:00:59\u001b[39m\u001b[K\n" + ] + }, { "data": { "text/plain": [ "Inference results:\n", " Posteriors | available for (z)\n", - " Free Energy: | Real[486.099, 388.135, 446.843, 444.126, 442.433, 440.128, 439.891, 439.905, 439.895, 439.887 … 439.811, 439.812, 439.813, 439.815, 439.815, 439.816, 439.819, 439.819, 439.821, 439.823]\n" + " Free Energy: | Real[374.561, 356.836, 325.879, 297.167, 285.54, 276.147, 268.741, 261.197, 254.073, 250.849 … 260.888, 260.979, 262.094, 260.362, 262.238, 260.425, 262.226, 260.017, 262.809, 259.621]\n" ] }, "metadata": {}, @@ -517,205 +491,256 @@ ], "source": [ "initialization = @initialization begin\n", - " μ(z) = NormalMeanVariance(0, 5)\n", - " μ(μ) = NormalMeanVariance(0, 5)\n", - " \n", - " q(z) = NormalMeanVariance(0, 5)\n", - " q(μ) = NormalMeanVariance(0, 5)\n", - " q(τ) = GammaShapeRate(1, 1)\n", - " q(γ) = GammaShapeRate(1, 1)\n", + " q(μ) = NormalMeanVariance(0.0, 5.0)\n", + " q(z) = NormalMeanVariance(0.0, 5.0)\n", + " q(τ) = GammaShapeRate(1e-12, 1e-3)\n", + " q(γ) = GammaShapeRate(1e-12, 1e-3)\n", "end\n", "\n", "results = infer(\n", - " model = measurement_model(),\n", + " model = measurement_model(reference_point = reference_point),\n", " data = (y = measurements,),\n", " iterations = 50,\n", " free_energy = true,\n", " returnvars = (z = KeepLast(),),\n", - " constraints = measurement_constraints(),\n", + " constraints = MeanField(),\n", " meta = measurement_meta(StableRNG(42)),\n", - " initialization = initialization\n", + " initialization = initialization,\n", + " showprogress = true,\n", + " postprocess = nothing,\n", + " addons = (AddonMemory(), )\n", ")" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Marginal(NormalWeightedMeanPrecision{Float64}(xi=7.619274606182623, w=2.7759769300993127))) with (AddonMemory(Product memory:\n", + " Message mapping memory:\n", + " At the node: NormalMeanPrecision\n", + " Towards interface: Val{:out}()\n", + " With local constraint: Marginalisation()\n", + " With addons: (AddonMemory(nothing),)\n", + " With input marginals on Val{(:μ, :τ)}() edges: (NormalWeightedMeanPrecision{Float64}(xi=9.852291168051838, w=2.6660013017220816), GammaShapeRate{Float64}(a=25.000000000001002, b=37.012007475723884))\n", + " With the result: NormalMeanPrecision{Float64}(μ=3.695531266878164, w=0.6754564722380557)\n", + " Message mapping memory:\n", + " At the node: DeltaFn{typeof(compute_squared_distance)}\n", + " Towards interface: (Val{:in}(), 1)\n", + " With local constraint: Marginalisation()\n", + " With meta: DeltaMeta{CVIProjection{StableRNGs.LehmerRNG, Int64, Nothing, Nothing, ReactiveMP.ProposalDistributionContainer{Any}, FullSampling}, Nothing}(CVIProjection{StableRNGs.LehmerRNG, Int64, Nothing, Nothing, ReactiveMP.ProposalDistributionContainer{Any}, FullSampling}(StableRNGs.LehmerRNG(state=0xbdf158242d34392cab290c01b097e56d), 100, nothing, nothing, ReactiveMP.ProposalDistributionContainer{Any}(nothing), FullSampling(10)), nothing)\n", + " With addons: (AddonMemory(nothing),)\n", + " With input messages on Val{(:in,)}() edges: (NormalWeightedMeanPrecision{Float64}(xi=3.6531195565874963, w=1.3509129444761114),)\n", + " With input marginals on Val{(:ins,)}() edges: (FactorizedJoint{Tuple{NormalMeanVariance{Float64}}}((NormalMeanVariance{Float64}(μ=2.7447182732567006, v=0.36023354126513735),)),)\n", + " With the result: ReactiveMPProjectionExt.DivisionOf{NormalMeanVariance{Float64}, NormalWeightedMeanPrecision{Float64}}(NormalMeanVariance{Float64}(μ=2.7447182732567006, v=0.36023354126513735), NormalWeightedMeanPrecision{Float64}(xi=3.6531195565874963, w=1.3509129444761114))\n", + " Message mapping memory:\n", + " At the node: +\n", + " Towards interface: Val{:in1}()\n", + " With local constraint: Marginalisation()\n", + " With addons: (AddonMemory(nothing),)\n", + " With input messages on Val{(:out, :in2)}() edges: (NormalMeanPrecision{Float64}(μ=2.7128402666468006, w=0.6754564722380557), PointMass{Int64}(1))\n", + " With the result: NormalMeanPrecision{Float64}(μ=1.7128402666468006, w=0.6754564722380557)\n", + "),)" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "results.posteriors[:z][33]" + ] + }, + { + "cell_type": "code", + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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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", - "\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", " \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", + "\n", + "\n", + "\n", + "\n", "\n" ], "text/html": [ "\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", - "\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", " \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", + "\n", + "\n", + "\n", + "\n", "\n" ] }, @@ -777,15 +802,15 @@ ], "metadata": { "kernelspec": { - "display_name": "Julia 1.10.9", + "display_name": "Julia 1.11.5", "language": "julia", - "name": "julia-1.10" + "name": "julia-1.11" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", - "version": "1.10.9" + "version": "1.11.5" } }, "nbformat": 4,